dataflow-analysis/trace-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import babeltrace\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from IPython.display import display, clear_output\n",
    "\n",
    "sys.path.append(\"/home/adlink/ros2-workspace/install/tracetools_read/lib/python3.8/site-packages/\")\n",
    "sys.path.append(\"/home/adlink/ros2-workspace/src/tracetools_analysis/tracetools_analysis/\")\n",
    "from tracetools_read.trace import *\n",
    "from tracetools_analysis.loading import load_file\n",
    "from tracetools_analysis.processor.ros2 import Ros2Handler\n",
    "from tracetools_analysis.utils.ros2 import Ros2DataModelUtil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found converted file: /home/adlink/.ros/tracing/autoware-trace/converted\n"
     ]
    }
   ],
   "source": [
    "path = os.path.expanduser(\"~/.ros/tracing/autoware-trace/\")\n",
    "file = load_file(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [100%] [Ros2Handler]\n"
     ]
    }
   ],
   "source": [
    "handler = Ros2Handler.process(file)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====================ROS 2 DATA MODEL===================\n",
      "Contexts:\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",
      "Publishers (rmw):\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Publishers (rcl):\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",
      "Subscriptions (rcl):\n",
      "                               timestamp      node_handle       rmw_handle         topic_name  depth\n",
      "subscription_handle                                                                                 \n",
      "187651141000448      1652795532311067501  187651140946384  187651141210960  /parameter_events   1000\n",
      "Subscription objects:\n",
      "                           timestamp  subscription_handle\n",
      "subscription                                             \n",
      "187651141131344  1652795532311098621      187651141000448\n",
      "Services:\n",
      "                               timestamp  node_handle  rmw_handle                          service_name\n",
      "service_handle                                                                                         \n",
      "1652795531227060891  1652795531227060891    578605264   578509024  /launch_ros_9807/describe_parameters\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",
      "Timers:\n",
      "                           timestamp      period   tid\n",
      "timer_handle                                          \n",
      "281472359468464  1652795531230470704  1000000000  9832\n",
      "Timer-node links:\n",
      "                           timestamp      node_handle\n",
      "timer_handle                                         \n",
      "187650864529200  1652795532337464355  187650863948976\n",
      "Callback objects:\n",
      "                           timestamp  callback_object\n",
      "reference                                            \n",
      "187651141131344  1652795532311101741  187651141131568\n",
      "Callback symbols:\n",
      "                           timestamp                                             symbol\n",
      "callback_object                                                                        \n",
      "187651141131568  1652795532311126901  std::_Bind<void (rclcpp::TimeSource::*(rclcpp:...\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",
      "Publish instances (rclcpp):\n",
      "             timestamp          message\n",
      "0  1652795532321318177  281474880694112\n",
      "Publish instances (rcl):\n",
      "   publisher_handle            timestamp    message\n",
      "0         580257728  1652795531226289729  580728240\n",
      "Publish instances (rmw):\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Take instances (rmw):\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Take instances (rcl):\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Take instances (rclcpp):\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Lifecycle state machines:\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "Lifecycle transitions:\n",
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n",
      "==================================================\n"
     ]
    }
   ],
   "source": [
    "\n",
    "self = handler.data\n",
    "n=1\n",
    "print('====================ROS 2 DATA MODEL===================')\n",
    "print('Contexts:')\n",
    "print(self.contexts[:n].to_string())\n",
    "print('Nodes:')\n",
    "print(self.nodes[:n].to_string())\n",
    "print('Publishers (rmw):')\n",
    "print(self.rmw_publishers[:n].to_string())\n",
    "print('Publishers (rcl):')\n",
    "print(self.rcl_publishers[:n].to_string())\n",
    "print('Subscriptions (rmw):')\n",
    "print(self.rmw_subscriptions[:n].to_string())\n",
    "print('Subscriptions (rcl):')\n",
    "print(self.rcl_subscriptions[:n].to_string())\n",
    "print('Subscription objects:')\n",
    "print(self.subscription_objects[:n].to_string())\n",
    "print('Services:')\n",
    "print(self.services[:n].to_string())\n",
    "print('Clients:')\n",
    "print(self.clients[:n].to_string())\n",
    "print('Timers:')\n",
    "print(self.timers[:n].to_string())\n",
    "print('Timer-node links:')\n",
    "print(self.timer_node_links[:n].to_string())\n",
    "print('Callback objects:')\n",
    "print(self.callback_objects[:n].to_string())\n",
    "print('Callback symbols:')\n",
    "print(self.callback_symbols[:n].to_string())\n",
    "print('Callback instances:')\n",
    "print(self.callback_instances[:n].to_string())\n",
    "print('Publish instances (rclcpp):')\n",
    "print(self.rclcpp_publish_instances[:n].to_string())\n",
    "print('Publish instances (rcl):')\n",
    "print(self.rcl_publish_instances[:n].to_string())\n",
    "print('Publish instances (rmw):')\n",
    "print(self.rmw_publish_instances[:n].to_string())\n",
    "print('Take instances (rmw):')\n",
    "print(self.rmw_take_instances[:n].to_string())\n",
    "print('Take instances (rcl):')\n",
    "print(self.rcl_take_instances[:n].to_string())\n",
    "print('Take instances (rclcpp):')\n",
    "print(self.rclcpp_take_instances[:n].to_string())\n",
    "print('Lifecycle state machines:')\n",
    "print(self.lifecycle_state_machines[:n].to_string())\n",
    "print('Lifecycle transitions:')\n",
    "print(self.lifecycle_transitions[:n].to_string())\n",
    "print('==================================================')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Structures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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"
     ]
    }
   ],
   "source": [
    "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",
    "    v['period_std'] = pub_time_diff.std()\n",
    "    v['frequency'] = 1 / v['period']\n",
    "    v['frequency_std'] = (1/pub_time_diff).std()\n",
    "\n",
    "    try:\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_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\"{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": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"750px\"\n",
       "            src=\"graph.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0xfffc086ae5e0>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "node_filters = [\"transform_listener_impl\", \"_monitor\"]\n",
    "topic_filters = [\"/rosout\", \"/parameter_events\", \"/diagnostics\"]\n",
    "\n",
    "from pyvis.network import Network\n",
    "net = Network(notebook=True, height='750px', width='100%', bgcolor='#ffffff', font_color='#000000')\n",
    "\n",
    "net.add_node(\"INPUT\", label=\"Input\", size=100, color=\"green\", physics=False, x=0, y=0)\n",
    "net.add_node(\"OUTPUT\", label=\"Output\", size=100, color=\"red\", physics=False, x=6000, y=0)\n",
    "\n",
    "\n",
    "for node in nodes.values():\n",
    "    if any(f in node.name for f in node_filters): \n",
    "        continue\n",
    "    net.add_node(node.id, label=node.name, size=20, color=\"#333\")\n",
    "\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",
    "    cohort_weight=len(cohort_topic_names)\n",
    "    net.add_node(cohort_id, label=\" \", title=cohort_id, size=5, color=\"#333\")\n",
    "    \n",
    "    pubs = cohort_key[0]\n",
    "    subs = cohort_key[1]\n",
    "    n_pubs = len(pubs)\n",
    "    n_subs = len(subs)\n",
    "    \n",
    "    try:\n",
    "        if not n_pubs:\n",
    "            net.add_edge(\"INPUT\", cohort_id, arrows=\"to\", color=\"green\", weight=cohort_weight)\n",
    "        if not n_subs:\n",
    "            net.add_edge(cohort_id, \"OUTPUT\", arrows=\"to\", color=\"red\", weight=cohort_weight)\n",
    "\n",
    "        for pub in pubs:\n",
    "            net.add_edge(pub, cohort_id, arrows=\"to\", color=\"green\", weight=cohort_weight)\n",
    "        for sub in subs:\n",
    "            net.add_edge(cohort_id, sub, arrows=\"to\", color=\"red\", weight=cohort_weight)\n",
    "    except:\n",
    "        continue\n",
    "\n",
    "net.toggle_physics(True)\n",
    "net.show_buttons()\n",
    "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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+Pm7YvQZeb0OrGVhO/6H+UeAVtB50t6Bdbc8sxTmRy2nN0Mbi2pjWvH7McutXVT+pqufQmpa9C/hC74jsV7Rm3uP9jvbl9cCq2qL/Laiq6f7w/DSt6dm9qmoBrZnb+G1Ut5uquQzYclwvxNvQavqmcts+7D9+7smQ/Ui7p/li4C+q6g60H6fzsQ+37MnumMH470argThn/IS9U54v0pqn37Ufh99geuuwovv2cm7/GRlvon065jO020GeAvyw/wicqRkd+91Ex8WvaC0Xthj427yq9psqiKnOBT1hP5q2vs8FvjYuGRxzGXCvHteY8cf7VNt10OC6bkZrEjrsMzCdz+hsuxy4R5LB5Q4eYw8DLq2qq/r7ibbD+OEr/Pmuqiuq6sVVtTXwf4APZfijBadznprJflslquoDVbUr8EDaRd2xntHHx7LCx/40p52rdR9//Az97p5tSR5K+zy9oKoWDYzajXYe/2HaY/jeD+zWLz5N1GFmsew8cn1VvaKq7lFV96VdzDy7XxTakvZ5+WBV3VhVv6f1HzS2HxZPI+4X0O5b37uqBnuVvy+wtKo+WVW39HGfHZj3eItpx9uylaj6dFXtSUt+i2UXHmZiufM9y58fxvsVrY+bweNyo6oa9tthVR+fv6LdFja47I2r6gdTLHMHWssJzQITfGktkuQ+tGZoF48b9fIk9+xXrt9I6+xpvE1pJ+mr+ryeT6u1m2tfoNWEPiLJBrTmdYM/cp7EQM1vkr9OslVPOsauFi+lNQ/bJ8mzkqyX5E5Jdu7lPgq8N/05rUnukeQJ04xvc1rt1g1JdqMlONPSa15/ALwjyUZJdqK1QDhqGpPvmuRpvZbp1bR7+U6bIL4/AtcleQDt3vg5VVW/oHWgdFiSDZLsQWuyO2Y/WrP0YT8KNqDdY3gVcEuSfRlXKzPJcld03x4NHJz2rONNgP87neWN89ke58uYvPZ+MjM69ruJjoszgD8meV3as63XTfKgJA+bRhzTORd8mnZf8EFMvL6n026Z+Ock66c9P35/2rZaEfsl2bNvm7cCp49rzTBmhT+jq9CptPPQK/r55ym0hGjM+H35W+BOSRZMMd8V/nwneWaSsYTiato+vt3jG1fyPDUrkjyst8xYn3ZM3cCy2H9LS9rGrMyxvzLTrmp3AV7ZPzvPpCVMc/rUkSQPotV2/31VHTtu9Ddpzb137n+H0mrkd66qpUkemPY4unX7Bbn/R7tI9KM+73ukPdI3vYXAm+nn3qr6Ha0Ph5f1z88WtM7qxhLGk2kd172hj38krWn6t/q8D6K1bvnLqvrZuLgvaUXy3CTr9AvOBzJxMnoCsEuSjfq8t0/yuH4x+gbaReUVeQzq0T3+Oya5B+2C6kQ+DLytX3wlyVb9nDLMdM8l0/XhHucD+7IX9ONxQn19tmT4bxStAib40tplWAIA7Qf48bR7vn5Gu/dtOVX1Q9oX8Km0L4gH0+6Pm1NVdRHw97Qk4HLavc1XAjf2L6wdaD8+xzwRuCjJdbQahGdX1Q1V9UtaIvmPtCZl59E6uYHWA+7/AqelNXP9Nq3jnOn4O+AtSa6l/aA5eoar+Bzaj6LLaM2a/29VnTCN6b5K+xFyNfA3tKck3Dyk3GtpCc21tGR32MWcuXAQ7f7339OOt8/Rkk+YpHl+rwl+JW27Xk1bl2NmsNwZ79uq+ibtPu3v9Gm/M4Pljc3jctpn5xGs4DZfgWMfJjguei3Y/rQf3j+ntW74GO2xV1PFMeW5oKrGkvetaT/0h83nJtrtCvv25X+Idq/++AuQ0/VpWgLwB1qnXgdNUG5lP6Mrra/702iJ8TXAX9M6vxv6Gejb5DPAz9Kawk7U5HdlPt8PA07v58pjaP1a/HyCsit6npotd6Ct79Use8rE2HPJ/wvYsW+3r6zksb/C086C04G/6DG8jdY8/veTT7LK/SPtFqf/yrJn2V8E7XnnvVXIFVV1Ba0TwJv7a2jNxz9HuyD1M9rx9FcD31vb0c5nf6L1Jv/6qjp+YNlPo32/X8Wy++Vf05d9M6211H59uR9l+XPL4bTWT2cOxP3hPu0f+7xfQzuezqO1UHrbsA1QVb+lfSeMJdQb0jrI+x2t+f1daBUnM/UW2i1VP6d9T32BZeeH8d5P+8we389rp9H6ixgW73TPJdNSVV+mtVD4bP9OvZB2Tp/Mc4FPjN0WoVVvrDMKSWuBJN+gNWkbrOG+lNaJzrfnLbCV0K/8X0P7ofMw2o+cZ81vVHMryWG0jpH+er5jWVFJPkdrWvxW2o+i7apqyfxGtXrz2F8myZG0jqMOmars6irJ6bTasG/QkoqtJ2jForVckoNp39t7zncsgiQ70i5C7DZbn9kkL6NVUOw1G/OfK71lw/nAo6vqyvmOZ1RZgy+tXU6idTSzRkuyf5JN0u6l/1faI3AupSU7753P2DQ9vUntdr0J5BNptR9foTXbe7PJ/XAe+6MjyV5J7tabEP8t7ZF9x9Fqg//B5F5aM1TVD6vqYavyM5vk7kke2b8jt6e1lhjWWekapbfseIDJ/ewywZfWIlX17qq6fuqSq72n0JqGXkarvXx2NcdX1anzG9rsSPLNgaaEg38r0vRvdXA32gWn64APAC+rqnOr6sqq+s+5DibJGyfYvkObl8+jte7YH5PWs/uwfTRRU/zV3fa0mqwltB/vz6iqy6vqkqr6zPyGNn8m2MfXJXnUfMc2U/N93k7y4QmW/+G5WL5Wyga059lfS7sF4Ku025ikKc1qE/0kH6E9w3ZG9+kmOQl4bVWdNW74Qto9NK+cZNpLgYW9A47JlvEG2rNMb9cpTJKdaU3jJu2sZLrlppjHc2jPxB56b88KzO8A4JJ+j+RMpjsMuK6q/nWqsitrLpclSZIkSWuL2a7B351V2ENiVZ01WXI/Q4+ndSo2zM5M/DiMFSk3mScy9XNuZ+IAYMdhIzLxc3olSZIkSWu4WUvwk+xAe9TE/ZOcMTB82ySL++tdk3w3ydlJvpXk7gOzeGaSM5JcMtYsK8ljknytv94syceTXJBkcZKnD4nhr/s8zkvykfTnbia5A7BBVV2V9liYC5Ocn+TktMfrvAU4sE93YJLdkvwgybn9//YTlDssyWsHln9hX99Nk3y9L+PCJAf28aFdJDhnovVJ8pw+7MIk7xqY93VJ3tbneVqSuyZ5BK1H4vf0mLZLclKStyf5LvCqJPdOsqgvY1GSYc9zHrY/T0ry3r6NfpR2/+yXkvwkyeED5f6hx3phklcPDH9Tkh8nWa7H6h7jcf0Y+F7aY30kSZIkSTM0mzW6+9KeY/yjtOcc37c/a/JA4Oi0Z5X+O/CUnmgfSHsExQvGYquq3ZLsR3vszT7j5v9mYElVPRggyR0HR/YLDAcCj6yqm5N8iPbInE/2eS3qRQ8FnlBVv0myRVXdlORQWjP/V/R53YHW2+MtSfYB3l5VTx9S7rAJtsUTgcuq6km93NjjVB4KnF9VleR265P26Ip30R73czXt8RcHVNVXaM8hPq2q3pTk3cCLq+rwJMcAX6uqL/T5AGwx1utmkmNpt018IskLaPe+HjBB3OPdVFWPTvIq2r1Au9IeR/TTJO+lPeLk+bSWG6E9bue7tAtJz+7rux5wDnB2n+cRwEur6idJdqfdX/S48QtO8hLgJQCbbrrprg94gNcBJEmSJK2dzj777N9V1Vbjh89mgv8EWrIH7Rmzz6I9F/LA/rc98CDghJ6Erkt7ru+YL/X/Z9MSx/H2oSWNAFTV1ePG701LQM/s89+Y9rxgaAn3x/vrU4Ajkxw9sMzxFgCfSPIXQAHrT1BuIhcA/9pr4L9WVd8biGOsA6fbrU+SRwMnVdVVAEmOAh5N62n6Jtozc6Fto7+cZPmDz8Hdg/Z8T4D/Ad49g/UYe9b0BcBF/bnOJPkZcC9gT+DLVfWnPvxLwKNoCf6Xq+rPffgx/f9mtGdCf77vI2jPD72dqjqCdjGAhQsX1llnnTWsmCRJkiSNvCS/GDZ8VhL8JJvQao0v64M+R0vivgRUr619MC1J3GOC2dzY/y+dIM7Qku0JwwA+UVVvGDJuN+BltGBe2muOnwScl9Zx3nhvBU6sqqcm2ZbW8/Mwt7D8bQ8b9WVckmRX2v3670hyfFW9hdYPwNitBcPWJ0zs5oHHcUy0jcb8aZJxM+llcWyf3Drweuz9ekwe77DlrANcU1XDtrkkSZIkaQZm6x78xzLwrO2q+iktCX0zy2qTfwxslWQPgCTrJ3ngDJZxPPCKsTfjm+jTmuA/I8ld+vgt+/3nDwQurqqlffh2VXV6VR0K/I5WE30tsPnAvBYAv+mvDx4YPr7cpcAufb67APfpr7cG/lxVn6I9t3iX3kx/var6/STrczqwV5I7p/Uf8Bzgu1Nsl/ExjfcDlrUUOAj4/hTzm4mTgQOy7BnNTwW+14c/NcnGSTYH9geoqj8CP0/yTGh9EiR5yCqMR5IkSZLWGrOV4O/L7XuG/xzw17Tm+lTVTcAzgHclOR84j9Zce7oOB+7YO3M7n3ZR4Tb9MXGH0O5bXwycANx9SGzvGevEjpaInk+7OLFj76juQFoz9nckOYV2K8GY8eW+CGyZ5DxaC4FLerkHA2f04W/qsf8l8O3J1qc3gX9DX875wDlV9dUptstngX9K6xBwuyHjXwk8v2+TvwFeNcX8pq2qzgGOBM6gXZz4WH+u9Tm0/X8ebRt9b2Cyg4AX9nW+iPaMZ0mSJEnSDGVZK+9VONPkHGD3qrp5lc98JSU5AXje2P3j8xjHx2gJ8Cp7jODawnvwJUmSJK3NkpxdVQvHD5+Ve/CrapfZmO+qUFWTdUY3Z6rqRfMdgyRJkiRpdMxmL/paAyX5D+CR4wa/v6o+Pqy8JEmSJGn1YIKv5VTVy+c7BkmSJEnSzM1WJ3uSJEmSJGkOmeBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCL0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCPweSfCTJI1dgum2TPHc2YloRSZ6T5E0TjJtWrKvbOkmSJEnSqFhvvgNYS+wO/N0KTLct8Fzg06s0miGSBEhV3TpJsScCH5hg3LZML9bplhtZS449lssO/b9w/fXzHYokSZKkIbLJJtz9Xw5jwf77z3coM2IN/ixLsgNwSVUtTfLiJGcmOT/JF5Ns0sscmeQZA9Nc11++E3hUkvOSvCbJRkk+nuSCJOcmeWwv/40kO/XX5yY5tL9+a5IXJdksyaIk5/Rpn9LHb5vkR0k+BJwD3CvJ45Oc2st+PslmvWyAnYFzkuzVYzqvL2/zIbFum+R7fT7nJHnEBOu0bpL39O2yOMn/mdUdMs+WHHssl/3z60zuJUmSpNVY/fnPXPb6N7Dk2GPnO5QZMcGfffsCx/XXX6qqh1XVQ4AfAS+cYtrXA9+rqp2r6r3AywGq6sHAc4BPJNkIOJmWNN8BuAUYux1gT+B7wA3AU6tqF+CxwP/rCTvA9sAnq+qhwJ+AQ4B9etmzgH/o5R4KnF9VBbwWeHlV7Qw8Crh+SKxXAn/Z53Mgy2r+x5d7IbCkqh4GPAx4cZL7TGfDromufO/7oGq+w5AkSZI0laVL2+/3NYhN9GffE4Dn99cPSnI4sAWwGfCtGc5rT+DfAarq4iS/AO5PS+JfCfwc+Drwl711wLZV9eMk6wNvT/Jo4FbgHsBd+zx/UVWn9dcPB3YETun5/wbAqX3cE4Fv9tenAP+W5CjaRYtfL7tecJv1gQ8m2RlY2ssAml4AACAASURBVOMc5vHATgMtGBYAf9HX5TZJXgK8BGCbbbaZdCOtzm65/PL5DkGSJEnSNK1pv99N8GdRT7K3qKrL+qAjgQOq6vwkBwOP6cNvobem6DXrG0w0ywmGnwksBH4GnADcGXgxcHYffxCwFbBrVd2c5FJgoz7uT+Pmf0JVPWfIMh4PPB2gqt6Z5OvAfsBpSfYZUv41wG+Bh/R1u2GSdfr7qpr0YkdVHQEcAbBw4cI1tgp8vbvfnVsuu2zqgpIkSZLm3Xp3v/t8hzAjNtGfXY8FThx4vzlwea9RP2hg+KXArv31U2i13wDX9mnGnDw2XZL7A9sAP66qm4BfAc8CTqPV6L+2/4dWK35lT+4fC9x7gnhPAx6Z5H59GZskuX+SBcB6VfX7Pny7qrqgqt5Fa8b/gCGxLgAu7532/Q2w7gTr9C3gZX2b0Je36QTxrfHu8ppXw+1bO0iSJEla3ay7bvv9vgaxBn927Qt8YeD9m4HTgV8AF7As0f0o8NUkZwCLWFarvhi4Jcn5tNr/DwEfTnIBrdb/4Kq6sZf9HrB3Vf05yfeAe7IswT8KODbJWcB5wMXDgq2qq3rLgs8k2bAPPgTYCfj2QNFX9wsFS4Ef0pru3zok1i8meSbtIsdE6/R+Ws/65/TWC1cBBwyLbxSM9cJpL/qSJEnS6mtN7UU/ZYdfsybJOcDuVXXzfMeyMpJ8DPjYwL3682rhwoV11llnzXcYkiRJkjQvkpxdVQvHD7cGfxb1HuTXeFX1ovmOQZIkSZI0Oe/BlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCL0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgHrzcdCk3wE+GRVnbKK5vdq4Iiq+vMMpzsJeG1VndXfvwH4ZVUdtSriWhlJ3lhVb1/F8zwAuKSqfrgq57sCcRwMLKyqV8xnHJpbh592OJ/78efmOwxJkiRpSpustwmH7nEoT7rvk+Y7lBmZrxr83YHTVuH8Xg1sMmxEknVnMJ/HA8evTCBJ1pvs/Qy8cWXimMABwI6zMF9pUib3kiRJWpP8+ZY/86bvv4mv/+zr8x3KjMx5gp9kB1ot8tIk90vy7STnJzknyXZp3pPkwiQXJDmwT/eYJCcl+UKSi5Mc1cu+EtgaODHJib3sdUnekuR0YI8keyc5t8/vv5NsOCSuOwAbVNVVSe6a5Ms9rvOTPCLJtkkuHCj/2iSH9dcnJXl7ku8Cr0pyZJJ/6/G8K8mmfbln9jie0qc7OMmXkhyX5CdJ3t2HvxPYOMl5SSZsTZDkzX1bnJDkM0le24e/uC/r/CRfTLJJkkcATwbe0+e7Xf87LsnZSb6X5AGTLOvIJP+Z5MQkP0uyV1+nHyU5cqDcc/p2vjDJuwaGPz/JJX0bPXJg+FY9xjP73yPRyPn8JZ+f7xAkSZKkGVlaS3n/Oe+f7zBmZD6a6O8LHNdfHwW8s6q+nGQj2gWHpwE7Aw8B7gycmeTkXv6hwAOBy4BTgEdW1QeS/APw2Kr6XS+3KXBhVR3a5/sTYO+quiTJJ4GXAe8bF9c+wKL++gPAd6vqqb0FwGbAHadYry2qai9oyTBwf2CffiHj7cB3quoFSbYAzkjy7T7dzn29bgR+nOTfq+r1SV5RVTtPtLAkC4Gn92nXA84Bzu6jv1RVH+3lDgdeWFX/nuQY4GtV9YU+bhHw0qr6SZLdgQ8Bj5tkHe/Yxz8ZOJaWqL+Ito92Bq4E3gXsClwNHN9vCzgd+Jc+fAlwInBun+f7gfdW1feTbAN8C9hhyPq+BHgJwDbbbDNJiFod3Vq3zncIkiRJ0oxd8acr5juEGZmPBP8JwPOTbA7co6q+DFBVNwAk2RP4TFUtBX7ba3wfBvwROKOqft3LnQdsC3x/yDKWAl/sr7cHfl5Vl/T3nwBezu0T/CcCH++vHwc8r8e1FFiSZKoEf3z748/3aaE1/X/yWA07sBEwlqUuqqolfZ1+CNwb+NUUywLYE/hqVV3fpz12YNyDemK/Be3ixLfGT5xkM+ARwOeTjA2+XcuGcY6tqkpyAfDbqrqgz+si2r64N3BSVV3Vhx8FPLpPOzj8c7QLINAurOw4EMMdkmxeVdcOLriqjgCOAFi4cGFNEadWM+tkHZN8SZIkrXHutund5juEGZnTBD/JJrSa7st6k/ihxSaZxY0Dr5cycfw3DCTXk81v0G60mv2J3MLytzRsNG78nyZ5H+DpVfXjwQK91ny66zTeZOt1JHBAVZ2f1qHdY4aUWQe4ZrJWAkOMxXory8d9Ky3uWyaZdqKkfB1gj7ELFRpNz7z/M70HX5IkSWuUdbMur9rlVfMdxozM9T34j6U1z6aq/gj8ujfhJsmG/QLAycCBSdZNshWtBviMKeZ7LbD5BOMuBrZNcr/+/m+A7w4WSPJA4OKBiwKL6Ml+j+MOwG+BuyS5U7+H/6+mu9K0GvS/T6+mTvLQaUxzc5L1Jxn/fWD/JBv12vjB7h03By7v0x80MPy27dS3/8+TPLPHlCQPmfYaDXc6sFeSO/dbG55D29anA4/p22594JkD0xwP3Nabfm/qrxFzyMMP4cDtD5zvMCRJkqRp2WS9TXjbnm9b43rRn+sm+vsCXxh4/zfAR5K8BbiZlvh9GdgDOJ9W6/vPVXXFZB3A0ZpufzPJ5VX12MERVXVDkufTmqKvB5wJfHhIXMcNvH8VcESSF9Jq1V9WVaf2OE8Hfk67cDBdb6XdErC4J/mXMvUFgiN6+XOq6qDxI6vqzH5P/fnAL4CzaPe3A7y5x/kL4AKWXfz4LPDRtI4Jn0FL/v8zySHA+n38+TNYr/ExXZ72qMETaS0MvlFVXwVI65DwVOByWn8BY083eCXwH0kW047Hk4GXrmgMWn0d8vBDOOThh8x3GJIkSdLIStXc3c6c5Bxg96q6ec4WOg1JTgCeV1WXz3csM5Fks6q6bqDlw0uq6pz5jmu2LVy4sM4666z5DkOSJEmS5kWSs6tq4fjhc1qDX1W7zOXypquq/nK+Y1hBRyTZkdYfwCfWhuRekiRJkjTcfPSirxlIcieWPb5v0N5V9dxZWN6bWP4eeWhPBHjbql6WJEmSJGnVMcFfzVXV74E563iuJ/Im85IkSZK0hpnrXvQlSZIkSdIsMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAKmTPCTHJdki4H3d0zy9dkNS5IkSZIkzcR0avDvWlXXjL2pqquBrWcvJEmSJEmSNFPTSfBvTXLPsTdJtpnFeCRJkiRJ0gpYbxplDgVOSfKd/v6xwMtmLyRJkiRJkjRTUyb4VfX1JLsBewABXldVV856ZJIkSZIkadombKKf5C/6/52AuwI/A34K3K0PkyRJkiRJq4nJavBfD7wQ+I8h4wp49KxEJEmSJEmSZmzCBL+qXtj/P2ruwpEkSZIkSStiynvwk2wI/B9gT1rN/feAj1bVjbMcmyRJkiRJmqbp9KL/CeBG4KP9/XP6sGfPVlCSJEmSJGlmppPg71hVg53qnZDk/NkKSJIkSZIkzdyEvegPOC/Jw8beJNkVOHX2QpIkSZIkSTM1nRr8XYDTk/ysv78PcFGSc4Gqql1mLTpJkiRJkjQt00nwnzLrUUiSJEmSpJUyZYJfVT9N8iBaL/oA36uqi2Y3LEmSJEmSNBNT3oOf5BXA0cA2/e/oJH8324FJkiRJkqTpm04T/ZcAu1XVdQBJ3g78APjQbAYmSZIkSZKmbzq96Ae4eeD9zX2YJEmSJElaTUxYg59kvaq6Bfgf4LQkX+yjngp8Yi6CkyRJkiRJ0zNZE/0zgF2q6t1JTgQeRau5f2lVnTkn0UmSJEmSpGmZLMG/rRl+T+hN6iVJkiRJWk1NluBvleQfJhpZVf82C/FIkiRJkqQVMFmCvy6wGXaoJ0mSJEnSam+yBP/yqnrLnEUiSZIkSZJW2GSPybPmXpIkSZKkNcRkCf7ecxaFJEmSJElaKRMm+FX1h7kMRJIkSZIkrbjJavAlSZIkSdIawgRfkiRJkqQRMFkv+pJWlcVHw1deDrfeNN+RSJIkSZrKBpvCX70PdnrWfEcyI9bgr2JJPpLkkeOGbZvkwv56YZIPzE90t8Wzc5L9Bt4/Ocnr5zOmkbb4aPjSi03uJUmSpDXFTX+Cr7y0/ZZfg5jgr3q7A6dNNLKqzqqqV85hPMPsDNyW4FfVMVX1znmMZ7Qtest8RyBJkiRppm5dusb9ljfBX4WS7ABcUlVLk+ya5PwkpwIvHyjzmCRf6693S/KDJOf2/9v34ZskOTrJ4iSfS3J6koV93HVJ3tbnfVqSu/bh906yqE+zKMk2ffgzk1zYy5+cZAPgLcCBSc5LcmCSg5N8sJe/a5Iv9/LnJ3lEkk2TfL2/vzDJgZNsg0OTnNnLHZEkffjDemynJnnPQIuGCdd13HxfkuSsJGddddVVq2J3zZ0lv57vCCRJkiStiDXst7wJ/qq1L3Bcf/1x4JVVtcck5S8GHl1VDwUOBd7eh/8dcHVV7QS8Fdh1YJpNgdOq6iHAycCL+/APAp/s0xwFjN0GcCjwhF7+yVV1Ux/2uarauao+Ny6mDwDf7eV3AS4CnghcVlUPqaoHDazjMB+sqof1chsDfzWwPV7at8fSgfKTrettquqIqlpYVQu32mqrSRa/Glpwz/mOQJIkSdKKWMN+y5vgr1pPAI5LsgDYoqq+24f/zwTlFwCf77XZ7wUe2IfvCXwWoKouBBYPTHMT8LX++mxg2/56D+DTA8vbs78+BTgyyYuBdaexDo8D/rMve2lVLQEuAPZJ8q4kj+rDJvLYXgt/QZ/XA5NsAWxeVT/oZT49UH6ydR0Nex863xFIkiRJmql11l3jfsub4K8iSTahJfWXAQFqGpO9FTix13bvD2w0NrtJprm5qsbmvZSJn4RQAFX1UuAQ4F7AeUnuNI24lp9R1SW0mvULgHckGXqUJ9kI+BDwjKp6MPBR2jpNtj6TjRsNOz0LnvZRWGeD+Y5EkiRJ0nRssCkc8OE1rhd9H5O36jwWOBGgqq5JsiTJnlX1feCgCaZZAPymvz54YPj3gWcBJybZEXjwNJb/A+DZtNr7g/o8SLJdVZ0OnJ5kf1qify2w+QTzWQS8DHhfknVptwRsBvyhqj6V5LpxsQ4au0DxuySbAc8AvlBVVye5NsnDq+q0HufKrOuaZ6dnrXEnB0mSJElrFmvwV53B++8Bng/8R+9k7/oJpnk3rUb8FJZvPv8hYKski4HX0ZqtT9YsHuCVwPP7NH8DvKoPf0+SC/ptACcD59MuROw41sneuPm8itbM/gLaLQAPpCXdZyQ5D3gTcPiwAKrqGlqt/QXAV4AzB0a/EDiib48MrM+KrKskSZIkaZwsa+2tlZHkHGD3qrp5FcxrXWD9qrohyXa0WvX79w7y1khJNquq6/rr1wN3r6pXrci6Lly4sM4666y5CVySJEmSVjNJzq6q2z19zCb6q0hV7bIKZ7cJrcn6+rTa7petycl996Qkb6Adc79gWTP/UVxXSZIkSZpzJviroaq6Frjd1ZjVSZIvA/cZN/h1VfWtYeX74/jGP5JvjVhXSZIkSVoTmOBrhVTVU+c7BkmSJEnSMnayJ0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCL0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBGw3nwHsCZI8hHgk1V1ynzHMkySnYGtq+ob8x3LdCQ5GDi+qi6b71hWucVHw6K3wJJfw4J78v9O25aNFryap9zthex7n8349LtuZV3girss5Gf3fTI3brglm91pI/Z4ynbcf/e7zXf0s+KX//xddnvC5pAsG1jFFXvvslLzXbx4Mccffywf/N1OwMC8CZe+80krNW9JkiayePFiFi1axJIlS1iwYAF77703O+2003yHpbWQx6KGsQZ/enYHTluZGSSZzYspOwP7zWSCWY5nKgcDW8/j8mfH4qPh2FfCkl8BNWFy/9u7LOTH2z+XGze6EyRc94cbOfGoi7nk9Cvmew1WueWS+3F/d1t0zgrPd/HixRxzzJcHkvvBv2Lb13991ayAJEkDFi9ezLHHHsuSJUsAWLJkCcceeyyLFy+e58i0tvFY1ERM8KeQZAfgkqpamuSkJO9L8oMkFybZrZfZrQ87t//fvg8/OMnnkxwLHJ9ksySLkpyT5IIkT+nltk1ycZKP9fkelWSfJKck+cnAcjZN8t9JzuzLekqSDYC3AAcmOS/JgcPKDYtnknX+pz7t4iT/0oe9K8nfDZQ5LMk/TlJ+2yQ/SvLRJBclOT7JxkmeASwEjurxbpzknUl+2Kf/11W8C+fOorfAzdcvPyzhHrkGEtalpZ8/ve+TuXXdDZcrdstNt3LqV386Z6HOlQwm9cuPuP2wGVi0aBG33FIsS+qXm/kKz1eSpMksWrSIm2++eblhN998M4sWLZqniLS28ljURGyiP7V9geMG3m9aVY9I8mjgv4EHARcDj66qW5LsA7wdeHovvwewU1X9odeaP7Wq/pjkzsBpSY7p5e4HPBN4CXAm8FxgT+DJwBuBA4A3Ad+pqhck2QI4A/g2cCiwsKpeAZDk7ePLJfn2+HiGrWySxwN/AexGy5SO6ev6WeB9wId60WcBT5yk/C/78OdU1YuTHA08vao+leQVwGur6qwkWwJPBR5QVdXjHRbXS/q2YZttthlWZP4t+fW0it244ZZDh1/3hxtXZTQjbexqtSRJc2mi7x+/lzTXPBY1EWvwp/YElk/wPwNQVScDd+gJ6QLg80kuBN4LPHCg/AkDyXSAtydZTEvM7wHctY/7eVVdUFW3AhcBi6qqgAuAbXuZxwOvT3IecBKwETAs252s3AkTJfcD0z4eOBc4B3gA8BdVdS5wlyRbJ3kIcHVV/XKi8gPrdF5/ffbAegz6I3AD8LEkTwP+PCyoqjqiqhZW1cKtttpqkvDn0YJ7TqvYhjcO3/ybbbnh0OG6vQULFsx3CJKktdBE3z9+L2mueSxqIib4k0iyCbDFuM7galyxAt4KnFhVDwL2pyXUY/408PogYCtg16raGfjtQNnB6ttbB97fyrKWFqHVgu/c/7apqh8NC32Scn8aUn78tO8YmPZ+VfVffdwXgGcAB9Jq9KcqP7hOSxnSYqSqbqHV/n+R1krhuPFl1hh7Hwrrb7z8sCp+U1tAFUtpB8t2PzuGdZYuX1u/3gbrsMdTtpuzUOdKVcHY3/Ijbj9sBvbee2/WW6/dbz/8IylJ0qq39957s/766y83bP3112fvvfeep4i0tvJY1ERM8Cf3WODEccMOBEiyJ7CkqpbQavB/08cfPMn8FgBXVtXNSR4L3HuG8XwL+Puk3byc5KF9+LXA5tMoN91lvCDJZn3aeyS5Sx/3WeDZtCT/C9MoP5Hb4u3TLehPAHg1rcPANdNOz4L9PwAL7gWEf3z4pdyw5H189Yr/4ps/v47nvm4dlgJ3vfIstv/xp9nwht9DFZttuSGPPegBI9mL/jbv3oszvnXtsoR+4G9letHfaaedePKTn8or7ryYZUn+2J+96EuSZsdOO+3E/vvvf1st6YIFC9h///3tuVxzzmNRE/Ee/Mnty7JEdszVSX4A3AF4QR/2buATSf4B+M4k8zsKODbJWcB5tHv3Z+KttPvgF/fk/VLgr2gXIcaa5L9jknJTqqrje8eCp/brA9cBf027MHFRks2B31TV5VOUXzrJYo4EPpzketo2/mqSjWitAV4zvU2xmtrpWe2v+8fbXv2CCwCe397tCDxuTgObP9u8ey9m4/kAO+20EzvttBOvnYV5S5I0kbHvH2m+eSxqmNRKNJMddUnOAXavqpv7+5PoncPNa2BruYULF9ZZZ7kLJEmSJK2dkpxdVQvHD7cGfxJVteJtiCVJkiRJmkMm+DNQVY+Z7xhWlSQPBv5n3OAbq2r3+YhHkiRJkrRyTPDXUlV1AWtyh3aSJEmSpOXYi74kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCL0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABN8SZIkSZJGgAm+JEmSJEkjwARfkiRJkqQRYIIvSZIkSdIIMMGXJEmSJGkEmOBLkiRJkjQCTPAlSZIkSRoBJviSJEmSJI0AE3xJkiRJkkaACb4kSZIkSSPABF+SJEmSpBFggi9JkiRJ0ggwwZckSZIkaQSY4EuSJEmSNAJM8CVJkiRJGgEm+JIkSZIkjQATfEmSJEmSRoAJviRJkiRJI8AEX5IkSZKkEWCCL0mSJEnSCDDBlyRJkiRpBJjgS5IkSZI0AkzwJUmSJEkaASb4kiRJkiSNABP8NVSS6+Z5+Tsn2W/g/ZOTvH4+Y5IkSZKktdl68x2A1lg7AwuBbwBU1THAMfMa0WroK+f+hjd8aTHX33zrfIciSZIkaZo23WBd3vbUB3PAQ+8x36HMiDX4a7gkj0lyUpIvJLk4yVFp9k1y9Lhyx/bXz0lyQZILk7xroMwTk5yT5Pwki/qw3ZL8IMm5/f/2STYA3gIcmOS8JAcmOTjJB/s0906yKMni/n+bPvzIJB/o8/nZ/2/v3uOuquo8jn++gakpiiX4Ai1RTBrTAEXLSrQsr2mYKJLjJSt1xstYaWlNDjlNYWZestHJKxopQeI1QW1AzQsK8iCoYKmYXELILC0VgV9/rHV6tqdznvNwe855zvN9v168ztlrr732Wnuxz9prr7X3I2l4Du8j6f6c1hxJe3XcEVx/bpm5kK+Oa3Hn3szMzMysk/nr8pV8bfwsbpm5sN5ZWS3u4DeHwcAZwE7A9sDHgHuAj0jaJMcZAYyT1Bc4H/gkaRR+d0nDJPUCrgQOj4iBwBF5u7nA0IgYDJwLfC8ilufv4yJiUESMK8vPZcD1EfEhYCxwaWFdH+DjwGeA0Tns88DkiBgEDARa1vqINIALJs/DXXszMzMzs85p5arggsnz6p2N1eIOfnN4NCIWRMQqUue4X0SsACYBh0jqDhwM3ArsDkyNiKU5zlhgKPAR4P6IeB4gIl7OaW8OjJc0B7gI+GA78rMn8PP8/QZSh77klohYFRFPAVvlsMeAL0gaBewSEa+WJyjpREnTJU1funRpe45J3S165fV6Z8HMzMzMzNZCZ7umdwe/ObxZ+L6S1ncrjAOOJI3WP5Y7zqqShoCoEP7fwJSI2Bk4BNhoDfJXTLeYVwFExP2kmwwLgRskHftPCUT8NCKGRMSQXr16rUEWOl7fnhvXOwtmZmZmZrYWOts1vTv4zW0qsCvwZVJnH2AasLekLSV1A0YC9wEP5/DtACS9O8ffnNTxBji+kParQI8q+30IOCp/Pxr4TVuZlLQt8FJEXAlcnfPc6Z21/wCfYGZmZmZmnVS3d4iz9h9Q72ysFvc/mlhErATuAA7Mn0TEYuAcYAowC3g8Im6NiKXAicDNkmbRekPgB8D3JT0IdCskPwXYqfSSvbJdn06acv8EcAzwHzWyug/QImkmcDhwyZqUt9EMG7w1PxoxiI038GlmZmZmZtaZbPLOblx4xMBO9xZ9RVSalW3WuIYMGRLTp0+vdzbMzMzMzMzqQtKMiBhSHu6hRTMzMzMzM7Mm4A6+mZmZmZmZWRNwB9/MzMzMzMysCbiDb2ZmZmZmZtYE3ME3MzMzMzMzawLu4JuZmZmZmZk1Af+ZPOt0JC0FXljDzbcElq3D7Ni65zpqfK6jxuc6anyuo8bnOuocXE+Nz3W0fmwbEb3KA93Bty5F0vRKfy/SGofrqPG5jhqf66jxuY4an+uoc3A9NT7XUcfyFH0zMzMzMzOzJuAOvpmZmZmZmVkTcAffupqf1jsDVpPrqPG5jhqf66jxuY4an+uoc3A9NT7XUQfyM/hmZmZmZmZmTcAj+GZmZmZmZmZNwB18ayqS5kuaLalF0vQcdoGkuZKekDRRUs8c3k/S6zlui6Qr6pv7rqFKZhEDwgAADgNJREFUHY2StLBQFwcV4p8j6XeS5knav3457zqq1NG4Qv3Ml9SSw30e1YGknpIm5N+2pyXtKendku6R9Nv8uUUhvs+jDlaljtweNZgq9eQ2qYFUqSO3SQ1C0oDC8W6R9BdJZ7hNqh9P0bemImk+MCQilhXC9gP+PyJWSDofICK+IakfcEdE7FyPvHZVVepoFPBaRPywLO5OwI3AHkBf4F5gx4hY2WEZ7oIq1VHZ+guBP0fEeT6P6kPSGOCBiLhK0juBdwHfBF6OiNGSzga2yL91Po/qoEod7YHbo4ZSpZ7OwG1Sw6hURxHxSmG926QGIakbsBD4MHAKbpPqwiP41vQi4u6IWJEXHwG2qWd+bLV8FrgpIt6MiOeB35EaBKsTSQKOJDXOVgeSNgOGAlcDRMTyfLH7WWBMjjYGGJa/+zzqYNXqyO1RY2njXKrG51IHq1VHbpMazr7AsxHxAm6T6sYdfGs2AdwtaYakEyusPwG4q7C8naSZku6TtFfHZLHLq1ZHp+Zpq9cUpnFtDbxYiLMgh9n61dZ5tBewJCJ+WwjzedSxtgeWAtfm436VpE2ArSJiMUD+7J3j+zzqeNXqqMjtUf21VU9ukxpDrXPJbVJjOYrWmy1uk+rEHXxrNh+LiF2BA4FTJA0trZD0LWAFMDYHLQbeFxGDga8CP893im39qlRHlwP9gUGkerkwx1WF7f1c0fpX9TwCRvL2kRKfRx2vO7ArcHk+7n8Fzm4jvs+jjtdmHbk9ahjV6sltUuOo9XvnNqlB5McnDgXG14paIczn0TrkDr41lYhYlD9fAiaSp/xIOg74DHB05BdP5KlBf8zfZwDPAjvWI99dSaU6ioglEbEyIlYBV9I6VWsB8N7C5tsAizoyv11RG+dRd+BzwLhCXJ9HHW8BsCAipuXlCaQL4CWS+gDkz5cK8X0edaxqdeT2qLFUrCe3SQ2lrXPJbVJjORB4PCKW5GW3SXXiDr41DUmbSOpR+g7sB8yRdADwDeDQiPhbIX6v/DIQJG0PvB94ruNz3nW0UUd9CtEOA+bk77cBR0naUNJ2pDp6tCPz3NVUq6O8+lPA3IhYUIjv86iDRcQfgBclDchB+wJPkc6X43LYccCt+bvPow5WrY7cHjWWNurJbVKDaOP3DtwmNZry2RRuk+qke70zYLYObQVMTO9boTvw84iYJOl3wIbAPXndIxFxMumlLedJWgGsBE6OiJfrk/Uuo1od3SBpEGmK1nzgJICIeFLSL0iN+QrgFL9ldb2rWEd5XfHZuhKfR/VxGjA2T4l8DvgC6ab9LyR9Efg9cAT4PKqjSnX0GG6PGk2lerrUbVJDqVRH4DapYUh6F/Bp8rmSjcZtUl34z+SZmZmZmZmZNQFP0TczMzMzMzNrAu7gm5mZmZmZmTUBd/DNzMzMzMzMmoA7+GZmZmZmZmZNwB18MzMzMzMz67QkHSHpSUmrJA1pI15PSRMkzZX0tKQ9c/goSQslteR/B+XwT0uaIWl2/vxkDu9RiNsiaZmki/O6bSX9WtITkqZK2qaw/5WFbW5rR7kGSno47/92SZvV2sYdfDMzs06ocJEwR9L4/GeK2oo/tdJFj6TjJV2Wv58s6dg1yEtPSf9eWO4racLqptNG+iMlfassbB9Jd6yrfawJScMk7VRYPk/Sp9Yyzf0LF3+vSZqXv18vaYikS9c+51X3vY+kj66v9Kvss3RRfV4bcfqXjkdH5s3MGlP+rbquLHgO8Dng/hqbXwJMiogPAAOBpwvrLoqIQfnfr3LYMuCQiNgFOA64ASAiXi3EHQS8ANyct/khcH1EfAg4D/h+YR+vF7Y7tB3FvQo4O+9/InBWrQ3cwTczM+ucShcJOwPLgZPXNsGIuCIirl+DTXsC/+jgR8SiiBi+tvkpOACYtA7TW1eGAf/o4EfEuRFx79okGBGTCxeM04Gj8/KxETE9Ik5fyzy3ZR+gQzv42UURcW61lRHxbD4eZmYVRcTTETGvrTh59HsocHXeZnlEvFIj3ZkRsSgvPglsJGnDsnTfD/QGHshBOwG/zt+nAJ+tlX9Ju0m6L88SmCypT141gNabFvcAh9dKyx18MzOzzu8BYAdJ/STNKQVKOlPSqEK8f5X0UB7136M8kTyaemb+voOkeyXNkvR4HkXdNE87fDxPFyxdtIwGSqOsFxTzIWkjSdfm+DMlfSKHHy/pZkmTJP1W0g8qFUySgEHA49UKn/N9TZ6l8Jyk03P4+WUzC0ZJ+pqSC/JxmC1pRCHO13PYLEmjc9iXJT2Ww34p6V15pPtQ4IJc7v6SrpM0PG+zby7v7Jy3DXP4fEnfKRzDD1QrV4Vy/mPWQi7LGEl35zQ/J+kHOc1JkjbI8SpeNEo6XdJTSlNIb5LUj3ST6Cu5PHtJOkTStFyOeyVttZr7np/r4NH8b4d2lHFvtc5gmCmpR3uPj5lZDdsDS4Fr8+/LVZI2Kaw/Nf8mXiNpiwrbHw7MjIg3y8JHAuMiIvLyLFo74ocBPSS9Jy9vJGm6pEckDQPIv5k/BoZHxG7ANcD/5PhzSG0NwBHAe2sV0h18MzOzTkxSd+BAYHY7om8SER8ljbZfUyPuWOAnETGQNKq7GHgDOCwidgU+AVyYO+BnA8/mkeby6YOnAOTphSOBMZI2yusGASOAXYARkipduAwGZhUunKr5ALA/sAfwX/mC6aacfsmRwHjSNM5BpOmZnyJ10vtIOpA0Kv/hXO7STYebI2L3HPY08MWIeAi4DTgrl/vZ0k5y+a4DRuRydwf+rZCPZfkYXg6cWaNcbekPHEwaHfoZMCXv73Xg4BoXjWcDg/MU0pMjYj5wBa1TVB8AfgN8JCIGk47l19u770K8v0TEHsBlwMXtKNOZwCl5xH6vnJ6ZGfmGYwtp2vqhhZuB+7czie7ArsDl+Xftr6TfQki/x/1JbcNi4MKyfX8QOB84qUK6RwE3FpbPBPaWNBPYG1gIrMjr3hcRQ4DPAxdL6k8apd8ZuCeX7z+B0nP7JwCnSJoB9CDN2KtZSDMzM+t8Ns4XApBG8K8G+tbY5kaAiLhf0maSelaKlEdNt46IiTn+Gzl8A+B7koYCq4Ctga1q7PPjpE4mETFX0gvAjnndryPizzntp4BtgRfLtj8AuKvGPgDuzKMqb0p6CdgqImZK6i2pL9AL+FNE/F7SV4AbI2IlsETSfcDupAuxayPibzm/L+e0d5b0XdKjCJsCk2vkZQDwfEQ8k5fHkG50lDq4pec0Z5BuNqypuyLiLUmzgW60PsYwG+jH2y8ayXEW5zhPAGMl3QLcUiX9bYBxedT/ncDzq7HvkhsLnxe1o0wPAj+SNJZ0Y2VBO7Yxsy4gIj4MaTYTcHxEHL+aSSwAFkTEtLw8gdzBj4glpUiSrgTuKCxvQ3r+/djizdy8biDQPSJmFPK5iPzbLmlT4PBSW1ea7h8Rz0maSrqJPQ94MiL2rFDmucB+Oa0defsN1Io8gm9mZtY5FV/Uc1pELCeNEBTb9o3KtikfBa82Kq4q4UeTOsq75RHWJRX20d60AIrTHFdSeeBhP+DuGvtoK60JwHDSSP5NNfIkKh+T64BT8wj1d1i7MhfzWq3M7fUmQESsAt4qzHJYldMV6aKx9P9kl4jYL8c5GPgJsBswI88EKfdj4LJc7pN4e7lr7bskqnyvKCJGA18CNgYeWZ1HGMzM2hIRfwBelDQgB+0LPAWg1mfeIU2rLz1m1hO4EzgnIh6skOxI3j56j6QtJZXa4nPIM+YkbVF4XGtL4GN5//OAXmp9o/8GecYAknrnz3eQRvavqFVOd/DNzMyaxxKgt6T35IuIz5StHwEg6ePAn0sjCuUi4i/AgsLzgRsqvaV/c+ClPHL7CdKIO8CrpKmDldxPujFQGn14H+lipiZJm5NGRv7YnvhV3ESaPjmc1Nkv5WmEpG6SepFeuvQo6UbCCbmsSHp3jt8DWJxnMBxdSLtauecC/QrPnB8D3LcWZVhTFS8a84XieyNiCmnafWlmQnl5NidNLYX09ug1MaLw+XCtyJL6R8TsiDif9JJBd/DNrCZJh0laAOwJ3Clpcg7vK+lXhainkWYvPUGajv+9HF56j8gTpEfQvpLDTwV2AL5deCSgdyG9Iynr4JNeWDpP0jOkWW6lR6P+BZguaRbp5XujI+KpfIN+OHB+XtdC6wtPR+Z05gKLgGtrHQtP0TczM2sSueN9HjCNNJ16blmUP0l6CNiM9FxfW44B/i+n9xbp5T5jgdslTSddgMzN+/2jpAeVXqx3F2lkuOR/gSvyVO4VpGmVb+Yp47V8Gljbt9I/mR85WBgRpenpE0kXgbNIo8pfzyM7kyQNIl2ALQd+BXwT+DbpmL5AmoJe6gTfBFyp9FK/4YV9viHpC8D4PDL+GO0YdVnXImK50kv/Li3dLCE9JvAM8LMcJtJz969Iuh2YoPTyxNOAUbkMC4FHgO3WIBsbSppGGlQa2Y74Z+SbRytJI1vteTzDzLqQiJgKTC0Lm0j6bS+Puwg4qLDcAvzTn4yNiGOq7Ou7wHfbyMv2FcIm0HpDuRj+EOmdM5XSaSHdbC4Pv4T0p/3aTbXfWWNmZmbW8SRdBVwVEY/UOy+2+iTNB4ZExLI24owCXouIH7YjvdciYtN1l0Mzs+bjEXwzMzNrSBHxpXrnwda714ATJW0WEedWipDfMv1L0iMoZmbWBo/gm5mZmZmZmTUBv2TPzMzMzMzMrAm4g29mZmZmZmbWBNzBNzMzMzMzM2sC7uCbmZmZmZmZNQF38M3MzMzMzMyagDv4ZmZmZmZmZk3g707BU/1Ms5hTAAAAAElFTkSuQmCC",
      "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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4+TP1b/d8S/JA2j3t6VX1k75sQ1qQ603TtusB7r9U1aXAv9CGWY6CWu+k9UQ8FTiWFgy7GriwXx/fovVmXYd2jt+S1oMYWltdDbyj5/9dWnB4iWG/SV5J62n1hB5op/fSO4TW63Ft2meFxyQZ76k5cgktWDus1w+q6g9VdVW1B+EcQ/s7Nclcr7tJJp4D1X7Y2ZF2b7sgydeTbNrTTPvsMzLb+TunzxoTzOW+MfG6639DX00Lbl6Y5Av9/Bq5OS04qmVkwEySpKWND9mC9gFqZCPaL71L6F98P0X7pfbWVbU+cCZLDplYFS6g/Xo8KtdNacP6RpaoX1X9tNpQkr+jfZj+Yh+u8CvaEM1xF9M+bN+rqtbv/9arxcNVZrMvrbfUHatqPeDjLN1G04amnA/cKks+ZWwj4Ndz2O+1x7B/mbgDE44j8DHaL+Z3qzZM9Y0TyjffLqDV82aDZcPy347WG22pIYtJ1gL+l/ZEstv28/AbzK0Oy3tsL2Dpa2TctGM6MhqW+WTgh/0LwLJapnO/m3Ze/Ao4d9AO61d7Et60L3XXmu1e0L9EHUCr73OAr419SRo5H7hjL9fI+Pk+W7sODeu6Lm3I0KRrYC7X6Hy7ALh97/U4MjzHtgTOqzZ3E0xvh/Hly319V9VvquolVbUh8E/AR5PcdULSudynluW4rRRVtUdVbUHrdXR3YPTkw/GyLPe5P8dtV1Xdx8+fiX+751uS+9OupxdW1eGDVVvR7uM/TPIb2hDKrXowd9oDPIrF95E/VdUrq+r2VXUX2o8DJ/Ug661o18uePSj1O1oPsdFxOH0O5X4h7cECj6yq4RNo7wJcU1WfrdZT8/9oPSCnnR+n0863mVxbr6VWTL/uruxJhn8nbze2+dRzoFpvzkfTjsHZtHs2TP/sMyzrTGb6rDHTtivy+YZq8+VtQwtaF4uDo9CCrKfNJR8tyYCZJEkDSe4MrFVVZ4+t+uckd+i/rL4R2H/C5uvQPqRc1PN6Aa1Xyar2RVpPnQenzQP0Vpb8ILrEMKYkz02yQf8Sf2lffA1tbplHJXlm2sS2t06yeU/3Kdq8WH/X87h9lpyjZiY3p/2K+uckW9ECBnPSewYdS5v7ZO0k96X1kJvLPDhbJPmH3gvi1cBVwHET0t2cNoTliv6L88vnWr6VpQ//OBHYPclN0iaFftIgyeOBQ8Z+OR+5CW1oxkXAX9MeJDCnycJX4NgeQJu4fLMe5HvLXPY35gu9nC9n5t5lM1mmc7+bdl4cD1yeNpHyTZOskTZJ+pZzKMdc7gX70no47MT0+v6A9qXwdWlzBW1LOw++MIcyTPL4tAd53IQ2L9APxnrbjSz3NboSfZ92H3plv/88mSWHt48fy98Ct87i+ZumWe7rO8kzkowCspfQjvE14+lW8D41L9Imx986bV68K4E/s7jsv6UFQUZW5NxfkW1Xtr8DdunXzjNoQYNV+lThtId7HAK8qqoOHlv9Tdpwy837v91oPcY2r6prktwryea9DdcF/h8tePKjnvft0yaJT+/B9mb6vbfa3Jbn0uYfXDNtKO/zWRw0OYo2n9a/9/UPAbal9UojbQL8dwGPrjasdugnLUmek+RG/QecHZkekDkMeED6w5KSrJ/kMf3aWLPv62GjfU9ow4nXXQ+W/xp4bm+jF7J0oGviOZDktkl2SPtx8CratASj6+G/gV2TbNHb9q6Z8oCUKWb6rDF+rV1rRe4bSe6R5BFpP5j9mfbD1/De9HDa+aZlZMBMkqQlTZsTZ1/aPFDn9H/vGE9QVT+kfaD9Pu1D0X1owwxWqWrzcLyK9qX6AtrcFRcCV/Uvk/ekfSgbeSxwVtoTwD4EPKva/Bm/pAVm/o02dOtUFs+X8XrgZ8BxacOavk2fo2wOXgG8LckfaF8QDljGKj6b9iXjfNowtrdU1WEzbtF8hfah/hLanCD/UG2OkXG70gIEf6AFjyYFR1eFnWgTKf+Odr7tT/vgDTMMx+w9lXahtesltLqMz382k2U+tlX1Tdok0N/p235nGfY3yuMC2rXzYJazzZfj3Icp50XvpfEk2hfZc2m97/6bOcwDM5d7QVWNgmEbMuWLTLV52Hagzbt2Me2BBs+bENCfq31pX6h/D2xBO8cmWdFrdIX1uv8D7QvjpcBzafMmTbwGepvsB5yTNhRw2hCoFbm+twR+0O+VXwX+parOnZJ2ee9T8+UWtPpeQhvm9TtaL1SA/6HNfXRpki+v4Lm/3NvOgx/QHhBwMW344tN7T6tV6d9oQ9r/J4uf4HoWQO/59ZvRP9qQuav7a2jDWPenBXjPoZ1PTxz83dqEdj+7kjYH5huqze028g+0v+8X0e7Lf6U98IKex5Np19FltHNjeG95B6137gmDcn+8b3t5z/s1tPPpVFoP2ndOaoCq+i3tb8KT+6Ib9/wvoh2bVwFPqfY0zklmuu5eQusp+Ttaz8nx+/u0c+BGtGNzPu1++HD6wz+q6sCedl/afeLLtB57czXTZ43/BP6jX2uTHuq0vPeNtYB393r+hhYofCNAD1Q+nnaOaBll8g+TkiStnpJ8gzaEYdgD6zzgxdWemnW903+ZvpT2oXFL2gfGZy5sqVatJLsDd62q5y50WZZXkv1pw0beTvtAvElVOSfJDDz3F0uyF/B/VTXtCb/XeUl+QBse+g3al/QNp/Sy1Gouyc60v9vbLHRZdO0TjPcGtrohX7PXxc8aSV5FG17/uoUuy/WRPcwkSVrSkbSJb6/Xkjwp7VHy69B6EZxBe8T4pcAHFrJsmps+hGqTPuTlsbRf50e/dL/ZYNlknvs3HEkenuR2fdjW84H70oa3rQf86w35i7d0Q1JVP6yqLb1mV72q+rDBsuVnwEySpIGqem8t+2Pur4ueTOvSfz6td82zqjm0qr6/sEWbH0m+ORg6Mvz3xoUu23K6HS2AewWwB/Dyqjqlqi6sqo+t6sIkeeOU9r2uzYuy2p37I2lPkJt0jKYNvbyuuwdtXqTLaMOnnl5VF1TVT6pqv4Ut2sKZcoyvSPLQhS7bslro+3aSj0/Z/8dXxf4lXbfN65DMJJ8APltVE+dv6V1lF1XVK1fyft8GHLUiQ2dmK/uq1Odg2KOqnr4S87yi5v40s7nmuYg29n2XFcjjQcALaZMb7lpVT1xZ5Zvj/redtt+51C/Jy4A/VtVnV6AM/w78sqomTvDYh1R8raq+OIe81geeU1UfXc6y7A5cUVX/NVva+TCtPZNsTGuDhZhM/Xphvu6vkiRJkrQ6WHOe89+aPnneqlRVu62EbBak7OOSrFlV5wMrLVg2X6rqRNoTvVbEY2ld7a9T+nGYtX5VtTJ+jdoeWFnzq6xPO4+XK2C20FZSe15v9PPsrwtdDkmSJEla3c3bkMwk9wR+0h+Je2SSDyY5NsmZaY+nHk//pCQ/SHJKkm8nuW1fvnuST/c8zkmyS1++cZIfJflU735+aJKb9nV7JXl6f31ekrcmOTnJGWmPjybJBkkO68s/keQXSW4zoey7JPlhktOTfKGvXzfJZ3p+pyd5Wl++fZLv9zwPTJtodqYybNXb5JT+/z368p379gcDh/a6ntnXrT3Y9ylJtpvhGOyc5CtJDkny4yRLPeK91+XwQdmePIf2PTLJe5Icn+Qn6d2/k2yb5GszHbe+7s1Jzu7tv1+WfELII2lP4xqWcaZ2OqjX76dJ3jvYZuKxmNJOj+3lOZr2xJfR8t2TfDLJocBnR/VLm0vmvLTeW6O0P0t7PPHuo/rM0E43S3JAP3f2TzvvF/V1twBuUlUXJblTPzan9/83GhT7UUm+1/N9Yt/2Xn1fp/Zt7kZ7Wsomfdn7ph3vvv3z+nanJfnchHbapLf1SX3fm87Qpktdz7O028S6jrXnFr1s3wf+eZDHxr08J/d/D+7Lt+3H4Iv9+O6TJH3dlv1cOq232c3THkf9viQn9HL80wz1m+m6OTvJ3j2PLya5WV933uB8OD7JXfvyvZK8P8kRwHuS3CrJl/v2xyW57yxtN/HeKUmSJElafvPZw+xxLNlTaJ2qenCShwGfBsaHUh0NPLCqKsmLgdfR5ioA2BTYDrg58OMko3k77gY8u6pekuQA4GnA5yeU5eKqekCSV9AeJf1i2iO1v1NV/5k2ke5Lp5T9DcCdq+qqwZfVNwOXVdV9AJLcMi3Y9h/Ao6rqyiSvB/4VeNsMZTgbeFhV/TXJo4B39TpAe4z8favq92nDz0b+GaCq7tMDFocmuXtV/XlCvQG2orX1H2mPBf567yk18mfgqVV1ea/DcUlGj56fqX3XrKqtkjy+t+WjJux70nG7X8/n/rTz72TgpN6Ot6E9SvmyHtcYmamdNu95XdX38WHgT8x8LK6V9pjdTwGPoD1uefzR4lsA21TVn9KGa1JVf0vyFeCpwGeSbA2cV1W/HSv3tHZ6BXBJVd03yb1pT3kaeRRweH+9J21Y8N5JXkibv+Ypfd3GtMcfbwIc0YMvLwM+VFX7JLkJsAbt/L13VW3e67smk4/3ZsCbgIdU1cVJJj06+ZPAy6rqp73OH+3tNslS13NV/dsM7XbwDHUd+Qzwqqr6bpL3DZZfCDy6qv6cFiTcD1jU192f9ojp84FjgIckOZ52nHesqhPSgpR/oj22/rKq2jLJWsAxSQ6tyY+Ln+m6uQfwoqo6Jsmnacd7NKT18n4+PA/4IDAa+nt32vl6TT+HT6mqpyR5RG+XzWdou5nunRMleSn9nrfOOutssemmU2OfkiRJknSDdtJJJ11cVRuML5/PgNljgBcM3u8HUFVHJbnFsKdEdwdg/yR/D9wEGH5J/XpVXQVcleRCYNSD4tyqGgUbTqIFESY5aJBm1INoG9qXT6rqkCSXTCn76cA+Sb5MezIVtKDGs0aJq+qStF4+m9G+ZNPrMJxYdlIZ1gP27l/yC7jxIP1hVfX7CXXZBvhw3+/ZSX5B+7J9+pS6H1ZVvwNIclDffhgwC/CuHsj8G3B75ta+B01ZPjTpuG0DfGU0oXYPlIxsDxw6IZ+Z2unw0VPCkvwQuBNtGOJMx2Jo017Pn/Y8Ps+SwdOvTpn8e39gN1oQ51ksHWgbmdRO2wAfAqiqM5MMj91je57Qgqajc+VzwHsH6Q6oqr8BP01yTq/H94E3JbkDcFAPbI2XZ9rxfgTwxaq6uJdriXMvrYfeg4EDB3muNaXOMP16ntZuM9WVJOsB61fVdwdpHtdf3xjYM8nmwDW062Hk+Kr6v57HqbRjcBlwQVWd0Ot6eV+/PXDf9N6ptPPubix5L7q2SEy/bn41mPvw88AuLA6Y7Tf4f/iktgOr6pr+eht6QLiqvpPk1r3+09pupnvnRFX1SVoAlEWLFtWJJ67oSGpJkiRJun7qcZWlzMuQzD4Eaf0+99bI+NMFxt9/GNiz99r6J2DtwbqrBq+vYXGgb9rycVdNSLNUJGFK2Z8AfITW0+ik3kMnE8ofWnBq8/5vs6p60SxleDtwRJ+4/EksWecrp9RlYrlnMFu77wRsAGzReyH9dlCOmdp3Un3GTdp+pvKP90ocmamdpu1jpmMxbqYnX0w7Dt8H7ppkA1pPqIOmpJvzuddtBRw/h3IudVyral9gB1pvqW/13knjph3vSef00I2ASwdtunlV3XOG9NOu57m226Tra1r5XtPrcT9az7KbDNZNOz8m5RVaD7ZR/e5cVZMCuDDzdTPTNTft9fA8m3R+FNPbbqZ7pyRJkiRpOczXHGbbAUeMLdsRIMk2tGFPl42tXw/4dX/9/Hkq19DR9InVe8+SW/bl15Y9yY2AO1bVEbRhTusD69J6QV375LkktwSOow33Gs1LdLMkw54ukwzrvPMcy30U7cs6Pf+NgB/PkP7RaXMi3ZT2JXv8qZ/rARdW1dVp86HdaY7lWF5HA09Km4ttXVpAkrRuS/dlyeGJwzIuSzsty7E4G7hzkk36+2fPpRJVVcCXgPcDPxr14puj4bm3GTAa2nsv4OxBT6NjWdyTcae+3cgz0ua12gS4C2046l2Ac6pqD+CrtPb8A21I7Mi043048Mwkt+5lWWJIZu+FdW6SZ/T1SXK/Geo48Xqeod1mqitVdSlwWb9/jNIM93VB73H3j7ShqDM5G9gwyZa9LjfvgfBvAS9PcuO+/O5J1tgSzjoAACAASURBVJmhftOum43SnvYK7Xwa1mXHwf/Tej0Or/FtacO5L5+h7Vb1vVOSJEmSbvDmK2A2qafQJUmOBT5Omyto3O604V7fAy6ep3INvRXYPsnJtPJeQAsuDMu+BvD5JGcApwAf6F/c3wHcMu0BBqcB21XVRbRgzn59iN1xtGFyM3kv8J9JjmH2L/kjHwXW6GXaH9i5D3uc5mja8LVTgf8dm78MYB9gUZITaV/Sz55jOZZLHwb3VeA0Wg+ZE2lD5Lagzds0qefPMrXTshyLPvfbS4Gv97mgJnbFnGJ/4LlMH445zUeBDXrZXk8bTnsZS183uwAv6On+EfiXwbofA98FvkmbV+zPtCDMmX3o4aa0ua9+Rxuaemaf92vi8a6qs4B3At/t5/T7J5R7J+BFff1ZwJMnpBnZnenX86R2m6muIy8APpI26f9wmOxHgecnOY42HHNar0AAquovtLb6cK/LYbReWf8N/BA4Oe0hG59geu/Jma6bH/XynA7cCvjYYN1aSX7Q6/eaKXnv3vM+nfbQhmEQbFLb7c6qvXdKkiRJ0g1eJscnVjDTFoTauqqu7u+PBHadEKxZMGmTel9TbSL5BwEf6xNrL1H267MkOwOLquqVs6VdlZKsW1VX9OGvR9ECVo8HflZVX1jY0s2/JGsAN+6T1G9C6911d+DrwPOq6oIFLaCWW9oDOr7Whw+PrzuPdj1ep4JazmEmSZIkaXWW5KSqWjS+fF4m/a+qB8xHvivZRsABfdjlX4CXwPWm7Nd3n+xDEdcG9q6qk2lPy1xd3Iz2ZMsb0+arennv9fTohS2WJEmSJEmCeephplUryWOA94wtPreqnroQ5bmuSvIl4M5ji19fVd9aiPLcECR5E/CMscUHVtU7F6I8K1uS+9CGNA9dVVVbL0R55oM9zCRJkiStzqb1MDNgJkmrMQNmkiRJklZn0wJm8zXpvyRJkiRJknS9ZMBMkiRJkiRJGjBgJkmSJEmSJA0YMJMkSZIkSZIGDJhJkiRJkiRJAwbMJEmSJEmSpAEDZpIkSZIkSdKAATNJkiRJkiRpwICZJEmSJEmSNGDATJIkSZIkSRowYCZJkiRJkiQNGDCTJEmSJEmSBgyYSZIkSZIkSQMGzCRJkiRJkqQBA2aSJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGAmSZIkSZIkDRgwkyRJkiRJkgYMmEmSJEmSJEkDBswkSZIkSZKkAQNmkiRJkiRJ0oABM0mSJEmSJGnAgJkkSZIkSZI0YMBMkiRJkiRJGjBgJkmSJEmSJA0YMJMkSZIkSZIGDJhJkiRJkiRJAwbMJEmSJEmSpAEDZpIkSZIkSdKAATNJkiRJkiRpwICZJEmSJEmSNGDATJIkSZIkSRowYCZJkiRJkiQNGDCTJEmSJEmSBgyYSZIkSZIkSQMGzCRJkiRJkqQBA2aSJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGCm1UqSTyR5yEKXYyTJ5kkeP3i/Q5I3rGCehyS5/Qzrz0tymwnLX5bkecuxv/WTvGJZt1soSd6W5FH99auT3Gyw7htJ1l+BvB+U5FMzrN85yZ5T1h27nPt8SpLNlmdbSZIkSdJkBsy0utkaOG5FMkiy5koqC8DmwLUBs6r6alW9e3kzS3JT4FZV9etl3baqPl5Vn12O3a4PzDlglmSN5djHSlNVu1XVt/vbVwM3G6x7fFVdugLZPxY4ZDnL9eDl3OdTAANmkiRJkrQSGTDTaiPJPYGfVNU1SY5M8sEkxyY5M8lWPc06ST6d5IQkpyR5cl++c5IDkxwMHNqXvS7JGUlOS/LuvmyT3sPrpCTfS7JpX75Xko/3ZT9J8sQkNwHeBuyY5NQkOw57ICW5U5LDk5ze/99okNceveznJHn6oJrbAkf2dI/sdTij12mtQbrXJjm+/7trT797kl1nqcdtk3yp1/m0JA8G3g1s0uvwviltv22SI5LsC5zRlz237//U3vNvjb78sUlO7vkf3pfdKsmXe1scl+S+ffkGSQ7r6T+R5BdJbpNk4yQ/SvKpJGclObQHE0ft9/QkuwAbAkckOaKvu7b3XZJ/7efGmUle3ZdNzbd7JPDtJGsn+Uxv+1OSbDdIc8fetj9O8pZBG10xeP3afg6enuStg+XP68tOS/K53v47AO/r7bhJkl2S/LCn+8Kk4yFJkiRJmpkBM61OHseSvX/W6b16XgF8ui97E/CdqtoS2I4WiFinr3sQ8PyqekSSx9F69mxdVfcD3tvTfBJ4VVVtAewKfHSwv42BhwNPAD5Ou/52A/avqs2rav+x8u4JfLaq7gvsA+wxWPf3wDbAE2kBqyXqmGRtYC9gx6q6D7Am8PJBusuraqu+jw9OaKtp9dgD+G6v8wOAs4A3AD/vdXjthLxGtgLeVFWbpQUvdwQeUlWbA9cAOyXZAPgU8LS+j2f0bd8KnNLb4o3AqCfcW2jH6wHAl4CNBvu7G/CRqroXcCnwtGFhqmoP4Hxgu6oaBrRIsgXwAlqPxAcCL0ly/5ny7YG2q6vqMuCf+z7uAzwb2Lsfk1E77ETrXfiMJIvG9r1938dWPc0WSR6W5F608/MRvW3+paqOBb4KvLa3/89px+P+va1eNulAJHlpkhOTnHjRRRdNSiJJkiRJqzUDZlqdPIYlA2b7AVTVUcAt0uau2h54Q5JTaT211mZxEOawqvp9f/0o4DNV9ceex++TrAs8GDiwb/8JWmBr5ICq+ltV/RQ4B9h0lvI+CNi3v/4cLUA28uWe1w+B2w6WPwQ4GrgHcG5V/aQv3xt42Hjd+/8PGu50lno8AvhYr/M1PTg0V8dX1bn99SOBLYAT+j4eCdyFFpw6apRu0N7b9Dagqr4D3DrJen35F/ryQ4BLBvs7t6pO7a9PogUs52ob4EtVdWVVXQEcBDx0lny3p/c+HCvv2cAvgLv3dYdV1e+q6k893+FxHeWzPXAKcDLtPLkbre2/WFUX93x/z2SnA/skeS7w10kJquqTVbWoqhZtsMEGMzaEJEmSJK2OVuZcTNJ1VtrE7utX1fmDxTWWrIDQejf9eGz7rYErh4smbH8j4NLeY2qSSftbFsP0V42VhSR3AX5VVX9JkmXIa1nrsbzG22/vqvr3YYIkO0wozyj9uJqyfGTYRtcAN52WcI77my3fxwHvn8P2s50HAf6zqj6xxMI2hHQu58wTaMHRHYA3J7lXVU0MnEmSJEmSJrOHmVYX2wFHjC3bESDJNsBlvbfUt4BXjQJOg2F44w4FXtgDcSS5VVVdDpyb5Bl9WZLcb7DNM5LcKMkmtN5UPwb+ANx8yj6OBZ7VX+9E6zk2k+GQ07OBjdPnJwP+EfjueN37/98fZjJLPQ6nD+1MskaSW8xSh2kOB56e5O96XrdKcqdelocnufNoeU9/FK0NSLItcHEv59HAM/vy7YFbLmM5ppX9KOApSW7Wh+Q+FfjetEz6+XJf4NTB9qPy3p3WS3EUhH10r+9NacN6jxnL7lu0c2vdvv3tezsdDjwzya378lHbXFuHJDcC7lhVRwCvoz2QYd25NIQkSZIkaTEDZlpdjM9fBnBJkmNp84m9qC97O3Bj4PQkZ/b3S+nD/74KnNiHFO7aV+0EvCjJabT5vZ482OzHtKDVN4GXVdWfaUG8zfqE7TuypF2AFyQ5nRbw+pdZ6njtExp73i+gDas8A/hbr+fIWkl+0PN8zbBqs9TjX4Dtep4nAfeqqt8Bx/TJ8SdO+j+uDyX9D+DQXr/DgL+vqouAlwIH9X2P5nXbHVjU074beH5f/lZg+yQn047xBbQA0lx9Evhm+qT/g/KdTJsD7njgB8B/V9UpM+SzBW2OtVH7fRRYo7fT/sDOVTXqmXY0bbjmqcD/VtWJo932fR9KG4r7/b79F4GbV9VZwDuB7/a2GfVm+wLtIQ6n0IZufr5vdwrwgRV86qckSZIkrZay+PuddMPVAypbV9XV/f2RwK6DYMV8738v4GtV9cV5yn8t4JiqWjRr4ul5fBg4uao+s/JKNr96va+pqr8meRDwsXkYSjqXcvwH8LOqWq6nUvZeYydX1Z1Wbslmt2jRojrxxFVyGUiSJEnSdU6SkyZ9l3YOM60W+lMUb7B676UVCZa9nfZEyN1XVplWkY2AA/pQxL8AL1mIQlTVO5Z32yQb0h4w8V8rrUCSJEmSpBViDzNJK02S+9CfDjlwVVVtvRDl0ezsYSZJkiRpdWYPM0nzrqrOAFb5kEhJkiRJklYmJ/2XJEmSJEmSBgyYSZIkSZIkSQMGzCRJkiRJkqQBA2aSJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGAmSZIkSZIkDRgwkyRJkiRJkgYMmEmSJEmSJEkDBswkSZIkSZKkAQNmkiRJkiRJ0oABM0mSJEmSJGnAgJkkSZIkSZI0YMBMkiRJkiRJGjBgJkmSJEmSJA0YMJMkSZIkSZIGDJhJkiRJkiRJAwbMJEmSJEmSpAEDZpIkSZIkSdKAATNJkiRJkiRpwICZJEmSJEmSNGDATJIkSZIkSRowYCZJkiRJkiQNGDCTJEmSJEmSBgyYSZIkSZIkSQMGzCRJkiRJkqQBA2aSJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGAmSZIkSZIkDRgwkyRJkiRJkgYMmEmSJEmSJEkDBswkSZIkSZKkAQNmkiRJkiRJ0oABM0mSJEmSJGnAgJkkSZIkSZI0YMBMkiRJkiRJGjBgJkmSJEmSJA0YMJMkSZIkSZIGDJhJkiRJkiRJAwbMJEmSJEmSpAEDZtL1TJJPJHlIkr2SPH0l5rtxkjP760VJ9ljOPJ4zeL9c+YzlOarvkUkWTVj/jSTrr8g+VqBsr05ys5VdliSbJ3n8ykonSZIkSVo2Bsyk65+tgePmcwdVdWJV7bIcm24MXBswW4F8hmasb1U9vqouXcF9LK9XA9cGzFZiWTYH5hIIm2s6SZIkSdIyMGAmXY8kuSfwk6q6Zmz5I5OckuSMJJ9OslZfvmWSY5OcluT4JDfvvcC+l+Tk/u/BE/azbZKv9dffSHJq/3dZkufPkMe7gYf2tK8Zy+dWSb6c5PQkxyW5b1++ey/zkUnOSbLLoBxL1TfJjZLsneQd/f15SW7Ty/SjJJ9KclaSQ5PctKfZJMkhSU7q5d60L98ryceSHNH3/fBelh8l2Wuwz48lObHn+9a+bBdgQ+CIJEcMy9JfP6/X9bQkn5vhmD4jyZk93VFJbgK8Ddixt+OOSbbqx/GU/v89pqRbp5f/hJ72ybOcUpIkSZKkCdZc6AJIWiaPAw4ZLkiyNrAX8Miq+kmSzwIvT/JRYH9gx6o6IcktgD8BFwKPrqo/J7kbsB+w1FDHkap6fN/PFsBngC8DV0/J4w3ArlX1xL7NtoOs3gqcUlVPSfII4LO0HlIAmwLbATcHfpzkY1V19YT6rgnsA5xZVe+cUNy7Ac+uqpckOQB4GvB54JPAy6rqp0m2Bj4KPKJvc8v+egfgYOAhwIuBE5JsXlWnAm+qqt8nWQM4PMl9q2qPJP8KbFdVF48dk3sBbwIeUlUXJ7nVtPYFdgMeU1W/TrJ+Vf0lyW7Aoqp6Zc/vFsDDquqvSR4FvKuqnjYh3buA71TVC9OGhh6f5NtVdeVY+V4KvBRgo402mqFokiRJkrR6MmAmXb88BnjB2LJ7AOdW1U/6+72BfwYOBy6oqhMAqupygCTrAHsm2Ry4Brj7bDvtvaY+Bzyzqi5Lst6y5gFsQwtgUVXfSXLrng/A16vqKuCqJBcCtwX+b0J9PwEcMCVYRm+HU/vrk4CNk6wLPBg4MMko3VqDbQ6uqkpyBvDbqjqj1/ks2hDTU4Fn9iDTmsDfA5sBp89Q10cAXxwF0qrq9zOkPQbYqwf4DpqSZj1g7x6cLODGU9JtD+yQZNf+fm1gI+BHw0RV9UlaEJFFixbVDGWTJEmSpNWSATPpeiJtcvn1q+r88VXTNqEFV8a9BvgtcD/asOw/z7LfNYAvAG+rqjOXJ48Zyjkq31WDZdcAa06p77HAdkn+X1VN2ud4Pjft5bu0qjafkH64zd/Gtv9bL8edgV2BLavqkj5Uc+0peY1Ma/ulVNXLeq+3JwCn9iDkuLcDR1TVU5NsDBw5w36fVlU/nsu+JUmSJEmTOYeZdP2xHXDEhOVn03pS3bW//0fgu335hkm2BEibv2xNWm+lC6rqbz3tGrPs993A6VX1hcGyaXn8gTascpKjgJ16WbYFLh71eptiUn3/B/gGrbfYnAL+fR/nJnlG33eS3G8u23a3AK4ELktyW9ow0ZFp9T2c1ivt1n2fU4dkJtmkqn5QVbsBFwN3nJDvesCv++udZ9j/t4BXpXelS3L/WWsnSZIkSVqKATPp+mOp+csAek+rF9CCSGfQekZ9vKr+AuwIfDjJacBhtJ5RHwWen+Q42lDKK8fzHLMrsH0WT/y/wwx5nA78tU9g/5qxfHYHFiU5nRaEe/5y1vf9wMnA55LM9R62E/Ci3g5nAXOeDL+qTgNO6dt9mjaEcuSTwDdHk/4PtjkLeCfw3b7P98+wi/elPazhTFpQ8TRaoHCz0WT+wHuB/0xyDEsGOMfTvZ02XPP0nt/b51pPSZIkSdJiqXL6Gun6IMnJwNZ9MvwbvNWtvgtl0aJFdeKJJy50MSRJkiRpQSQ5qaqWehCec5hJ1xNV9YCFLsOqtLrVV5IkSZJ03WHATJJWgSRvAp4xtvjAGZ74KUmSJElaIAbMJGkV6IExg2OSJEmSdD3gpP+SJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGAmSZIkSZIkDRgwkyRJkiRJkgZmDZglOSTJ+oP3t0zy9fktliRJkiRJkrQw5tLD7LZVdenoTVVdAmw4f0WSJEmSJEmSFs5cAmZ/S3KH0ZskG81jeSRJkiRJkqQFteYc0uwGHJPkO/39dsDL569IkiRJkiRJ0sKZNWBWVV9PshXwICDA66vqwnkvmSRJkiRJkrQApg7JTHK3/v99gdsC5wA/B27Xl0mSJEmSJEk3ODP1MHsD8CLgIxPWFfCweSmRJEmSJEmStICmBsyq6kX9/4euuuJIkiRJkiRJC2vWOcySrAX8E7ANrWfZ94BPVdVV81w2SZIkSZIkaZWby1My9wauAj7V3z+7L3vWfBVKkiRJkiRJWihzCZhtVlXDSf4PS3LafBVIkiRJkiRJWkhTn5I5cGqSLUdvkmwBfH/+iiRJkiRJkiQtnLn0MHsA8IMk5/T3dwbOSnIKUFX1gHkrnSRJkiRJkrSKzSVg9uR5L4UkSZIkSZJ0HTFrwKyqfp7k3rSnZAJ8r6rOmt9iSZIkSZIkSQtj1jnMkrwSOADYqP87IMkr5rtgkiRJkiRJ0kKYy5DMlwJbVdUVAEneBRwLfHQ+CyZJkiRJkiQthLk8JTPA1YP3V/dlkiRJkiRJ0g3O1B5mSdasqr8CnwOOS/K/fdVTgb1XReEkSZIkSZKkVW2mIZnHAw+oqvcmOQJ4KK1n2cuq6oRVUjpJkiRJkiRpFZspYHbtsMseIDNIJkmSJEmSpBu8mQJmGyT512krq+r981AeSZIkSZIkaUHNFDBbA1gXJ/iXJEmSJEnSamSmgNkFVfW2VVYSSZIkSZIk6TrgRjOss2eZJEmSJEmSVjszBcweucpKIUmSJEmSJF1HTA2YVdXvV2VBJEmSJEmSpOuCmXqYSZIkSZIkSasdA2aSJEmSJEnSgAEzSZIkSZIkacCAmSRJkiRJkjRgwEySJEmSJEkaMGAmSZIkSZIkDRgwkyRJkiRJkgYMmEmSJEmSJEkDBswkSZIkSZKkgTUXugArW5JPAJ+tqmOmrN8ZWFRVr1zJ+30bcFRVfXsF8pix7KtSkg2BParq6Ssxzyuqat2VlV/PcxHwvKraZQXyeBDwQmAfYNeqeuLKKt8c97/ttP3OpX5JXgb8sao+uwJl+Hfgl8Cjga9V1RfnuN22rKQ2S/LfwPur6ocrmteU/HcHrqiq/1rJ+a5wuZMcAryoqn69jNttC/ylqo7t7/diGY6ftNy+9q9w4v8sdCkkSbqBCCx6ITzx/QtdEEkDN7iAGbA18IpVvdOq2m0lZLMgZR+XZM2qOh9YacGy+VJVJwInrmA2jwUOWQnFWan6cZi1flX18ZWwu+2BZ9ICZguiql68LOmTrFFV18xXeeZqWcs9LslNgVsta7Cs2xa4Ajh2RcogLRODZZIkrWS1+G+rQTPpOuMGNSQzyT2Bn1TVNUmOTPLBJMcmOTPJVhPSPynJD5KckuTbSW7bl++e5NM9j3OS7NKXb5zkR0k+leSsJIf2L7sk2SvJ0/vr85K8NcnJSc5IsmlfvkGSw/ryTyT5RZLbTCj7Lkl+mOT0JF/o69dN8pme3+lJntaXb5/k+z3PA5OsO0sZtuptckr//x59+c59+4OBQ3tdz+zr1h7s+5Qk281wDHZO8pUkhyT5cZK3TEizbpLDB2V78hza98gk70lyfJKfJHloX75tkq/NdNz6ujcnObu3/35Jdh0U6ZHAEj0DZ2mng3r9fprkvYNtJh6LKe302F6eo4F/GCzfPcknkxwKfHZUvyQ36sd0/UHanyW5bd9m11na6WZJDujnzv5p5/2ivu4WwE2q6qKe9aOSfK9v/8SeZo0k70tyQs/jnwbVWTfJF3t99kmSvs1uPf2ZvU5Jcs8kxw/qsHGS0wdlH5Xp2f3cODPJewbpr0jytiQ/AB40pW3PG7TB8UnuOiHNS3rZTkvyv0lu1pfvlWSPfszPyeJrettevkn1HJb7iiTv7Pkel8X3lE36+xN6+a8YFGdb4MiZyp4J96okGwMvA16T5NTRsQYeNl5+aaU6aa+FLoEkSTdM/o2VrlNuUAEz4HEs2VNonap6MK3X1qcnpD8aeGBV3R/4AvC6wbpNgccAWwFvSXLjvvxuwEeq6l7ApcDTppTl4qp6APAxYBSceQvwnb78S8BGU8r+BuD+VXVf2hdigDcDl1XVffry76QF2/4DeFTP80TgX2cpw9nAw3qddwPeNUj/IOD5VfWIsbr8M0BV3Qd4NrB3krWn1Btam+0EbA48YxRMGPgz8NRetu2A/zcKPjBz+65ZVVsBr6a15SRLHbe+/6cB96cFp64tT2/Dq6vqsrF8ZmqnzYEdgfsAOya54xyOxbV6230KeBLwUOB2Y0m2AJ5cVc8ZLaiqvwFfAZ7a89gaOK+qfjthF5Pa6RXAJf3ceXvfx8ijgMMH7zcGHg48Afh4L++LaOfflsCWwEuS3Lmnv3/f12bAXYCH9OV7VtWWVXVv4KbAE6vqR8BNktylp9kROGCsfTYE3gM8gtbWWyZ5Sl+9DnBmVW1dVUdPqPvI5b0N9gQ+OGH9Qb1s9wN+1Os38vfANsATgXcPlk+r59A6wHE936OAl/TlHwI+1Nvv/LFtxu9bk8q+1L2qqs4DPg58oKo2r6rvzVL+ayV5aZITk5x40UUXTUoiTbfwHTslSbph8m+sdJ1yQwuYPYYlv3juB1BVRwG3GPbO6e4AfCvJGcBrgXsN1n29qq6qqouBC4Hb9uXnVtWp/fVJtODCJAdNSLMN7csuVXUIcMmUsp8O7JPkucBf+7JHAR8ZJa6qS4AH0r68H5PkVOD5wJ1mKcN6wIFpvcc+MFbnw6rq9xPqsg3wub7fs4FfAHefUu9RPr+rqj/1Mmwztj7Au3rPom8Dt2du7TupPuMmHbdtgK9U1Z+q6g/AwYP02wOHTshnpnY6vKouq6o/Az+ktflsx2Jo017Pn1ZVAZ8fW//V/9/enYfbVdX3H39/BARkCCpDHVAQBIsaA0QsVRmkoojghESkCtqWahWrFRVrtYD+lMEJ61TnCQVEUXAANAWpIkiYEkZHLJMMDqlYCQG+vz/2umTncu6Q5CYnJO/X89zn7LPO2nuv9b37nn3P96y1d4vdaCfRJZgAXtKeDzLRsXc53TE24tnAd3vPT66qe6rqZ8AvW3v3BF7e+nYB8FC65CbAT6rq+pbUu7S3z93bqKh5dMmvkRieTDf9k9af0f14MnBOVd1aVXfRXVtul/ba3cDXxuh331d6j4NGoj2hjaKbR5fc7f9+v9H6fyWLjsvx+tl3J/CtttyP/87AV9vyl0et81S6hNh4bR/vvWq0sdp/r6r6RFXNrKqZm2yyyTibkgbIGsNugSRJqybPsdJKZZVJmLUpVRu1a2+NqFHVRj//D7pRME8E/hHoj5pa0Fu+m0XXexurfLQFA+pkUMUBbd+bLjm2I3BRkjXbuqPbH7rk1Iz2s11V9UfKDGrDO4Gz26iffVi8z38aoy8D2z2OieJ+ILAJsGNVzQBu7rVjvPgO6s9og9Yfr/2jR/eMGC9OY+1jvN/FaKNj0jfW7+HHwNZJNgGez6LE2GiTPvaanYCf9J4P+v0FOLTXvy2raiTReJ94tFFpHwX2a39fn2RRDE8C9k+yDVAtMdc3XlvvmOR1y2qM5RGfA17b2nYkY/9+M0b5WMfgwpYEHa/Ooo13I+2uq6o7J2j7eO9Vo43Vfmlq7HjwsFsgSdKqyXOstFJZZRJmdFP7zh5VNgsgydPoppONnnY3DRi50PZBy7d5QDeKZP/Wpj2BB7fye9ue5AHA5lV1Nt0U0Y2A9elGQd17Z88kDwbOB57au87Rg1oSYjz9Ph88yXafS5fkom3/UcA149R/ZpKHpLv+2POB0Xf9nAbcUlUL010PbayRWFPlh8A+6a7Ftj5dQpI2DXQ63Wih0ZY0Tkvyu7ga2DLJVu35AZPpREvEnAq8H7iqqn47mfWa/rG3Hd10UpI8Hrh6VBLqxemumbYV3dTDa4AzgVePTE1Osk2S9cbZ30hC57YW83uvpVVVv6BLJr2dwaPkLgB2TbJxkjXo9CPagQAAHmBJREFU4vODJegrLBqJN4su0TjaBsBNrT8HLuG2l8b5LJpe/JJe+aCE7aC2j/Ve9Ue6vkgrznPfDzPH+z5AkiQtmXTnVi/4L61UVqW7ZO4FnDKq7PdJzgM2BF45YJ0j6Kbd3UD3gXbLAXWm0pHAV5LMoksA3ET3gbff9jWALyWZRjc65ANV9Yck7wI+0qYI3g0cWVVfT3Jw2+babf1/A346ThuOpbsG2b8A/zXJdn+U7lpW8+imiB5cVQvGqf9DuimcWwNfru5Oj30nAKcnmUOXrLp6ku1YKlV1YZLTgMvoppPOAebTjeC7pDciqG+J4lRVt072d1FVdyQ5BPh2ktvo4vWESXbnJOBCJp/sHPFRuv7MBS6hm5I5H3ge903YXEN3fG4GvKq191N00wsvbonGW+mSoQO1Y/aTwDzg2tbm0f04jgF/c1V1U5K30iWRA3ynqr65RL2FtdPdGOABDE5Ivp0uMffr1sblnXR6Pd3f9RuBb9PFHrrpsIeOqjuo7Ucw+L3qdOCUdDfOGL0dafl57vv9p16SJEmrtAzOFdz/JLkYeEpVLWzPzwEOG5CsGZqWSLm7qu5KsjPwsaqaMbrt92ctaTSzql47Ud0VKcn6VXV7m/56LnAI8Bzg51V14nBbt/y1kVprteTXVnQX+d+GLnnz8qq6aagNnEJJrqU7Bm8bdltGtOPuz1VVSV5ClwjbH/hRVfVvQnEtK7jtM2fOrDlzVpq3SUmSJElaoZJc1P9cNmKVGWFW3Z0JV3aPAk5u0y7vpN1B737S9vu7T7SpiOsAn6+qi4GLh9ymFelBwNltCmKAV7frZj1zuM1abewIfLiNzvsD8Mo2SvM+b8qSJEmSpOFbZUaYacVK8izgmFHFv6qqFwyjPSurJKdy32mHb6mqM4fRnlWJsZ0ajjCTJEmStDpb5UeYacVqSQkTExMwgbj8GFtJkiRJ0vKyKt0lU5IkSZIkSVpmJswkSZIkSZKkHhNmkiRJkiRJUo8JM0mSJEmSJKnHhJkkSZIkSZLUY8JMkiRJkiRJ6jFhJkmSJEmSJPWYMJMkSZIkSZJ6TJhJkiRJkiRJPSbMJEmSJEmSpB4TZpIkSZIkSVKPCTNJkiRJkiSpx4SZJEmSJEmS1GPCTJIkSZIkSeoxYSZJkiRJkiT1mDCTJEmSJEmSekyYSZIkSZIkST0mzCRJkiRJkqQeE2aSJEmSJElSjwkzSZIkSZIkqceEmSRJkiRJktRjwkySJEmSJEnqMWEmSZIkSZIk9ZgwkyRJkiRJknpMmEmSJEmSJEk9JswkSZIkSZKkHhNmkiRJkiRJUo8JM0mSJEmSJKnHhJkkSZIkSZLUY8JMkiRJkiRJ6jFhJkmSJEmSJPWYMJMkSZIkSZJ6TJhJkiRJkiRJPSbMJEmSJEmSpB4TZpIkSZIkSVKPCTNJkiRJkiSpx4SZJEmSJEmS1GPCTJIkSZIkSeoxYSZJkiRJkiT1mDCTJEmSJEmSekyYSZIkSZIkST0mzCRJkiRJkqSeNYfdAEmS7jX3ZJh9FMy/HqY9EvZ4B9++7kj+8pzjmbbu37Lblg/ly8fcwxqt+m82nckvH7MvC9Z5KOs/ZG12ft5WbPOUvxhqF4bhfbOeyx+3ncnHd90XkkUvpPjN7jtMyT7mzp3LWWedzodvmw709tGWrz167ynZjyRJq5O5c+cye/Zs5s+fz7Rp09hjjz2YPn36sJslTZn78zHuCDNJK1SS/0zy1GG3YyxJZiR5zrDbMVlJDk7y8GG3Y0rMPRlOfx3Mvw4omH/dmMmyADdvOpNrtn0pC9Z5KAC3/24BZ59wNT+94DfD7MUKd59kWf+nwl+cffEy72Pu3LmcdtqpvWRZ/6ezxeHfXub9SJK0Opk7dy6nn3468+fPB2D+/PmcfvrpzJ07d8gtk6bG/f0YN2EmaUV7CnD+smwgyfIcHTsDWKKE2XJuz0QOBlaNhNnso2DhnxcrWnudO1jrAQ/kIfkzJPcmywB+8Zh9uWeNtRerf9ed9/Djb/5ixbR3ZRIWJckWK++SZstq9uzZ3HVXMTpJJkmSlt7s2bNZuHDhYmULFy5k9uzZQ2qRNLXu78e4CTNJK0ySvwR+WlV3JzknyQeTnJfk8iQ7tTo7tbJL2uO2rfzgJF9NcjpwVpL1k8xOcnGSeUme1+ptkeTqJJ9q2z0hyd8k+VGSn/X2s16SzyS5sO3reUkeCBwFzEpyaZJZg+oNas84fX5TW3dukiNb2TFJ/qlX54gkbxyn/hZJrkryySRXJDkrybpJ9gNmAie09q6b5OgkV7b13ztGmw5JMifJnFtvvXWZfqdTav71S1R9wdoPGVh+++8WTEVr1DPyraAkSZo6Y51fPe9qVXF/P8ZNmElakfYCzug9X6+q/hr4J+AzrexqYJeq2h54B/DuXv2dgYOq6hnAHcALqmoHYHfgfcm9w2u2Bo4HpgOPA14KPA04DPjXVudtwH9V1ZPb+scBa7V9nlRVM6rqpEH1kqw3oD33kWRP4LHATnQj13ZMsgtwIjCrV3V/4Kvj1KeVf6SqHg/8AXhRVZ0CzAEOrKoZwLrAC4DHV9V04F2D2lVVn6iqmVU1c5NNNhlUZTimPXKJqq+94HcDy9d/yNoDy7X0pk2bNuwmSJK0yhnr/Op5V6uK+/sxbsJM0or0LBZPmH0FoKrOBTZMshEwjS55dDnwAeDxvfrfq6qRLEmAdyeZC3wfeASwWXvtV1U1r6ruAa4AZldVAfOALVqdPYHDk1wKnAOsAzxqQJvHq9dvzyB7tp9LgIvpknePrapLgE2TPDzJk4DfV9X/jFW/16dL2/JFvX70/S9dIvFTSV4I/N84bVv57PEOWGvdxYoW3LEOC++5k9/VulDF3UC117b65Wk84O7FR5Ot+cAHsPPztlox7V2ZFFDV/SxWXpAauMqS2GOPPVhzzYzsaJm3J0mSuvPrWmuttVjZWmutxR577DGkFklT6/5+jJswk7RCJHkQsFFV3dgrHv3Ju4B3AmdX1ROAfegSVCP+1Fs+ENgE2LGNrrq5V7efRbmn9/weFt0dOHSjtGa0n0dV1VWDmj5OvT8NqD963ff01t26qj7dXjsF2I9upNmJk6jf79PdDLjLcVXdRTc67WvA81k8Obnym74/7PMhmLY5EJi2OXtv/u9ctds/M//PX+KcX/2Wl77lAfcmzTa7ZQ7bXvNl1r7jt0A3smz3Ax+32t0l840nfYsNrpnDq35w2qKk2cjPFN0lc/r06ey77wt47cZzWZQ0Wzx55l0yJUlaMtOnT2efffa5d7TNtGnT2Geffe43dxCUJnJ/P8aHeaFqSauX3YGzR5XNAs5O8jRgflXNTzINuKG9fvA425sG3FJVC5PsDjx6CdtzJnBokkOrqpJs30Z+/RHYYBL1JruPdyY5oapuT/IIYGFV3UKXJPsksDGw63j1J9jHve1Nsj7woKr6TpLzgZ9Psp0rj+n7dz89e0/fH/YG+A3zAF6x6LXtgIHzYVczbzzpWwAcsRz3MX36dKZPn85hy3EfkiStbkbOr9Kq6v58jJswk7Si7EU3qqrv90nOAzYEXtnKjgU+n+RfgP8aZ3snAKcnmQNcSnftsyXxTuCDwNx27bNrgefSJfVGpmC+Z5x6E6qqs9qNDn7cLq92O/C3dIm+K5JsANxQVTdNUP/ucXbzOeDjSf5MF+NvJlmHbrTaGyYXCkmSJElSX2r09U4kaTlIcjHwlKpa2J6fAxxWVXOG2rDV3MyZM2vOHH8FkiRJklZPSS6qqpmjyx1hJmmFaHezlCRJkiRppWfCTNJQVNVuw27DVEnyROCLo4oXVNVThtEeSZIkSdKyMWEmScuoquYBM4bdDkmSJEnS1HjAsBsgSZIkSZIkrUxMmEmSJEmSJEk9JswkSZIkSZKkHhNmkiRJkiRJUo8JM0mSJEmSJKnHhJkkSZIkSZLUY8JMkiRJkiRJ6jFhJkmSJEmSJPWYMJMkSZIkSZJ6TJhJkiRJkiRJPSbMJEmSJEmSpB4TZpIkSZIkSVKPCTNJkiRJkiSpx4SZJEmSJEmS1GPCTJIkSZIkSeoxYSZJkiRJkiT1mDCTJEmSJEmSekyYSZIkSZIkST0mzCRJkiRJkqQeE2aSJEmSJElSjwkzSZIkSZIkqceEmSRJkiRJktRjwkySJEmSJEnqMWEmSZIkSZIk9ZgwkyRJkiRJknpMmEmSJEmSJEk9JswkSZIkSZKkHhNmkiRJkiRJUo8JM0mSJEmSJKnHhJkkSZIkSZLUY8JMkiRJkiRJ6jFhJkmSJEmSJPWYMJMkSZIkSZJ6TJhJkiRJkiRJPSbMJEmSJEmSpB4TZpIkSZIkSVKPCTNJkiRJkiSpx4SZJEmSJEmS1GPCTJIkSZIkSeoxYSZJkiRJkiT1mDCTJEmSJEmSekyYSVrtJbl9yPufkeQ5vef7Jjl8mG2SJEmSpNWZCTNJGr4ZwL0Js6o6raqOHmJ7JEmSJGm1ZsJMkpokuyU5J8kpSa5OckI6eyU5eVS909vyAUnmJbk8yTG9Os9OcnGSy5LMbmU7JTkvySXtcdskDwSOAmYluTTJrCQHJ/lwW+fRSWYnmdseH9XKP5fkQ207v0yyXyt/WJJz27YuT/L0FRdBSZIkSVo1mDCTpMVtD7we2A54DPBU4HvAXyVZr9WZBZyU5OHAMcAz6EaJPTnJ85NsAnwSeFFVPQl4cVvvamCXqtoeeAfw7qq6sy2fVFUzquqkUe35MPCFqpoOnAB8qPfaw4CnAc8FRkakvRQ4s6pmAE8CLl3miEiSJEnSambNYTdAklYyP6mq6wGSXApsUVU/THIGsE+SU4C9gTfTJcrOqapbW/0TgF2Au4Fzq+pXAFX1u7btacDnkzwWKGCtSbRnZ+CFbfmLwLG9175RVfcAVybZrJVdCHwmyVrt9fskzJIcAhzSnt6e5JpJtEODbQzcNuxGrKaM/XAZ/+Ex9sNj7IfL+A+PsR8u47/8PXpQoQkzSVrcgt7y3Sx6nzwJeA3wO+DCqvpjkoyxjdAlxEZ7J3B2Vb0gyRbAOUvRvv52+20NQFWdm2QXuqTeF5McV1VfWGwDVZ8APrEU+9YoSeZU1cxht2N1ZOyHy/gPj7EfHmM/XMZ/eIz9cBn/4XFKpiRNzjnADsA/0CXPAC4Adk2ycZI1gAOAHwA/buVbAiR5SKs/DbihLR/c2/YfgQ3G2O95wEva8oHAD8drZJJHA7dU1SeBT7c2S5IkSZKWgAkzSZqEqrob+BawV3ukqm4C3gqcDVwGXFxV32xTNA8Bvp7kMhYl2I4F3pPkR8Aavc2fDWw3ctH/Ubt+HfCKJHOBlwH/PEFTdwMuTXIJ8CLg+KXpryRJkiStzlI1aNaQJEmaSJJD2hRXrWDGfriM//AY++Ex9sNl/IfH2A+X8R8eE2aSJEmSJElSj1MyJUmSJEmSpB4TZpIkjSHJtUnmtevLzRn12mFJKsnGvbK3Jvl5kmuSPGvFt3jVMVbskxza4ntFkmN75cZ+Cg2Kf5IZSc4fKUuyU6++8Z8iSTZKckqSq5NclWTnJA9J8r0kP2uPD+7VN/ZTaIz4H9eez01yapKNevWN/xQZFPvea55zl7Ox4u95d/kb433Hc+5KYM1hN0CSpJXc7lV1W78gyebAM4H/6ZVtR3dH08cDDwe+n2SbdsMILZ3FYp9kd+B5wPSqWpBk01Zu7JeP0cf+scCRVfXdJM9pz3cz/lPueOCMqtovyQOBBwH/CsyuqqOTHA4cDrzF2C8Xg+L/PeCtVXVXkmPobvhj/KfeoNh7zl1x7hN/z7srzKBj/2Q85w6dI8wkSVpyHwDeDPQvBPo84MSqWlBVvwJ+Duw0aGUttVcDR1fVAoCquqWVG/sVo4AN2/I04Ma2bPynSJINgV2ATwNU1Z1V9Qe6GH++Vfs88Py2bOyn0Fjxr6qzququVu184JFt2fhPkXGOffCcu9yNE3/Pu8vZOLH3nLsSMGEmSdLYCjgryUVJDgFIsi9wQ1VdNqruI4Dres+vb2VaOveJPbAN8PQkFyT5QZInt3JjP/UGxf/1wHFJrgPeSzfKBoz/VHoMcCvw2SSXJPlUkvWAzarqJoD2uGmrb+yn1ljx73sl8N22bPynzsDYe85dYcY69j3vLn9jxd5z7krAhJkkSWN7alXtAOwFvCbJLsDbgHcMqJsBZd6KeukNiv2awIOBvwLeBJycJBj75WFQ/F8NvKGqNgfeQPs2HOM/ldYEdgA+VlXbA3+im345FmM/tcaNf5K3AXcBJ4wUDdiG8V86g2J/BJ5zV5Sxjn3Pu8vfWLH3nLsSMGEmSdIYqurG9ngLcCqwK7AlcFmSa+mm5Vyc5C/ovuHbvLf6I1k0fF5LaEDsd6KL8der8xPgHmBjjP2UGyP+BwFfb1W+yqIpIMZ/6lwPXF9VF7Tnp9B9kLo5ycMA2uMtvfrGfuqMFX+SHAQ8FziwqqpX3/hPjbFi7zl3xRgr/p53l7+xYu85dyVgwkySpAHaVJANRpaBPYELq2rTqtqiqrag+6dlh6r6DXAa8JIkayfZEngs8JMhNf9+bYzYXw58A3hGK98GeCBwG8Z+So0T/xvpksbQ/R5+1paN/xRp7yXXJdm2Fe0BXEkX44Na2UHAN9uysZ9CY8U/ybOBtwD7VtX/9VYx/lNkjNhf7Dl3xRjnvcfz7nI2Tuw9564EvEumJEmDbQac2s08YE3gy1V1xliVq+qKJCfT/ZNzF/Aa71i01AbGvt056jNJLgfuBA5qIz2M/dQaK/63A8cnWRO4AzgEPPaXg0OBE9rx/kvgFXRfcp+c5O/o7hT4YjD2y8mg+F8IrA18r/1dnF9VrzL+U25Q7Acy9svFoPj/Cc+7K8Kg2H8Tz7lDl0UjiiVJkiRJkiQ5JVOSJEmSJEnqMWEmSZIkSZIk9ZgwkyRJkiRJknpMmEmSJEmSJEk9JswkSZIkSZJEkhcnuSLJPUlmjlNvoySnJLk6yVVJdm7lRyS5Icml7ec5rfyZSS5KMq89PqOVb9Cre2mS25J8sL326CSzk8xNck6SR/b2f3dvndMm0a8nJflx2//pSTacaB0TZpIkSVqt9f7pvjzJV5M8aIL65wz6EJHk4CQfbsuvSvLypWjLRkn+qff84UlOWdLtjLP9A5K8bVTZbkm+NVX7WBpJnp9ku97zo5L8zTJu81m9D1O3J7mmLX8hycwkH1r2lo+5792S/PXy2v4Y+xz5kHrUOHW2GonHimybpJVTe6/63Kjiy4EXAudOsPrxwBlV9TjgScBVvdc+UFUz2s93WtltwD5V9UTgIOCLAFX1x17dGcCvga+3dd4LfKGqpgNHAe/p7ePPvfX2nUR3PwUc3vZ/KvCmiVYwYSZJkqTV3cg/3U8A7gRetawbrKqPV9UXlmLVjYB7E2ZVdWNV7bes7el5NnDGFG5vqjwfuDdhVlXvqKrvL8sGq+rM3gewOcCB7fnLq2pOVb1uGds8nt2AFZowaz5QVe8Y68Wq+kWLhyQNVFVXVdU149Vpo7N2AT7d1rmzqv4wwXYvqaob29MrgHWSrD1qu48FNgX+uxVtB8xuy2cDz5uo/Ul2TPKDNortzCQPay9ty6Ik4PeAF020LRNmkiRJ0iL/DWydZIskl48UJjksyRG9en+b5Lw2Km2n0Rtpo30Oa8tbJ/l+ksuSXNxG+azfpplc3KaHjHwIOBoYGQV0XL8dSdZJ8tlW/5Iku7fyg5N8PckZSX6W5NhBHUsSYAZw8Vidb+3+TBtF98skr2vlx4wa+XZEkjemc1yLw7wks3p13tzKLktydCv7hyQXtrKvJXlQG4m1L3Bc6/dWST6XZL+2zh6tv/Na29Zu5dcmObIXw8eN1a8B/bx3VF3ry+eTnNW2+cIkx7ZtnpFkrVZv4IewJK9LcmW6KUMnJtmCLun6htafpyfZJ8kFrR/fT7LZEu772vY7+En72XoSfdw1i0bYXZJkg8nGR5Im8BjgVuCz7f3lU0nW673+2vae+JkkDx6w/ouAS6pqwajyA4CTqqra88tYlNh6AbBBkoe25+skmZPk/CTPB2jvmf8B7FdVOwKfAf5fq3853bkG4MXA5hN10oSZJEmSBCRZE9gLmDeJ6utV1V/TjQb7zAR1TwA+UlVPoht1dBNwB/CCqtoB2B14X0toHQ78oo2EGj1d5DUAbTrJAcDnk6zTXpsBzAKeCMxKMuiDwPbAZb0PImN5HPAsYCfg39sHkBPb9kfsD3yVbtrODLrpOH9Dl/R6WJK96EaNPaX1eySJ9/WqenIruwr4u6o6DzgNeFPr9y9GdtL69zlgVuv3msCre+24rcXwY8BhE/RrPFsBe9ONXvgScHbb35+BvSf4EHY4sH2bMvSqqroW+DiLpiT9N/BD4K+qanu6WL55svvu1fvfqtoJ+DDwwUn06TDgNW1E2dPb9iSJlsC/lG6a4r695PqzJrmJNYEdgI+197U/0b0XQvd+vBXdueEm4H2j9v144BjgHwds9yXAV3rPDwN2TXIJsCtwA3BXe+1RVTUTeCnwwSRb0Y0iewLwvda/fwNGrnv2SuA1SS4CNqAbUT5hJyVJkqTV2brtH2voRph9Gnj4BOt8BaCqzk2yYZKNBlVqo3oeUVWntvp3tPK1gHcn2QW4B3gEsNkE+3waXdKGqro6ya+Bbdprs6tqftv2lcCjgetGrf9s4LsT7APg2+1b/wVJbgE2q6pLkmya5OHAJsDvq+p/krwB+EpV3Q3cnOQHwJPpPth8tqr+r7X3d23bT0jyLrqpp+sDZ07Qlm2BX1XVT9vzz9MlDkcSRiPXubmILnm3tL5bVQuTzAPWYNG01XnAFiz+IYxW56ZWZy5wQpJvAN8YY/uPBE5qo9IeCPxqCfY94iu9xw9Mok8/At6f5AS6ROX1k1hH0mqgqp4C3Whb4OCqOngJN3E9cH1VXdCen0JLmFXVzSOVknwS+Fbv+SPprh/28v6XI+21JwFrVtVFvXbeSHtvT7I+8KKRc93I9M6q+mWSc+i+FLoGuKKqdh7Q56uBPdu2tmHxLyQGcoSZJEmSVnf9CwcfWlV30n2D3f9feZ1R64wepTXWqK2MUX4gXeJpxzYC6OYB+5jstgD601ruZvAX43sCZ02wj/G2dQqwH91IsxMnaFMYHJPPAa9tI6iOZNn63G/rWH2erAUAVXUPsLA3Cu+ett3QfQgbOU6eWFV7tjp7Ax8BdgQuaiMVR/sP4MOt3//I4v2eaN8jaozlgarqaODvgXWB85dkyqokjaeqfgNcl2TbVrQHcCVAFl0zDLpplCOXFdgI+Dbw1qr60YDNHsDio8tIsnGSkXPxW2kjupM8uDc9f2PgqW3/1wCbZNEdO9dqI9pIsml7fADdyLOPT9RPE2aSJEnSfd0MbJrkoe2f8ueOen0WQJKnAfNHvvEerar+F7i+d32VtdPdhXMacEsbWbQ73YgwgD/STRUZ5Fy6RNvIt+OPovtwMKEk0+i+uf/tZOqP4US66TL70SXPRto0K8kaSTahuwj0T+gSc69sfSXJQ1r9DYCb2gi7A3vbHqvfVwNb9K7Z9TLgB8vQh6U18ENY++C1eVWdTTfNcmTk3Oj+TKObSgTd3eGWxqze448nqpxkq6qaV1XH0N30wISZpAkleUGS64GdgW8nObOVPzzJd3pVD6UbXTuXbvrlu1v5yHUY59JdcuANrfy1wNbA23tTQDftbW9/RiXM6G6gck2Sn9KNwh6ZCv+XwJwkl9HdDODoqrqyfeG1H3BMe+1SFt2A5YC2nauBG4HPThQLp2RKkiRJo7RE1lHABXTT564eVeX3Sc4DNqS7Lsp4Xgb8Z9veQrqLDZ8AnJ5kDt0/9Fe3/f42yY/SXej/u3Qjl0Z8FPh4m7p3F900mgVtiuBEngks610nr2hTTG+oqpHpiKfSfai6jG7U05vbyIMzksyg+0BzJ/Ad4F+Bt9PF9Nd0Uw5HkkonAp9Md5OB/Xr7vCPJK4CvtpFbFzKJUQFTraruTHcTgg+NJB/ppoX+FPhSKwvddcv+kOR04JR0N3M4FDii9eEG4Hxgy6VoxtpJLqAb9HDAJOq/viVj76YbeTGZ6biSViNVdQ5wzqiyU+ne20fXvRF4Tu/5pcDMAfVeNsa+3gW8a5y2PGZA2Sks+oKmX34e3TU7B23nUrovb0aXHw8cP9b+B8nE1/yUJEmSdH+W5FPAp6rq/GG3RUsuybXAzKq6bZw6RwC3V9V7J7G926tq/alroSStehxhJkmSJK3iqurvh90GLXe3A4ck2bCq3jGoQruL3NfophxLksbhCDNJkiRJkiSpx4v+S5IkSZIkST0mzCRJkiRJkqQeE2aSJEmSJElSjwkzSZIkSZIkqceEmSRJkiRJktRjwkySJEmSJEnq+f9uz4RdWaUjeAAAAABJRU5ErkJggg==",
      "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": {
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ScGx9QdH1lO643e6gHPSfm5kr1s/UzBz0gu1IShehNTNzKqU7Uncd5RPmKm4CVup6q+dalJalsczehvWiYQ16bEfKM5tXAM/MzBUoF3XD2IYr1SCxo1n+p1LueJ/fPWN9WcdPKd2IV6v74a8YbB3mddvezBN/I936bdOOoyjd9l8NXFYvnubWXO37Vb/94npKS/mKjc/ymbnjWIUY61hQA91jKOv7ZuAXXUFUx03AmrVcHd37+1j12tRc1+UoXfd6/QYG+Y1OtJuB1SOiudzmPrYZcG1m3l6H+9VD9/h5/n1n5i2Z+c7MnAb8G/Dt6P0vrgY5Ts3NdhsXmfmNzNwUeC7lZmjnTcPdZZnnfX/AeSdr3bv3n57n7okWES+g/J72zsxTG5M2pxzHL4vy76C+Dmxeb9r0e5FeMuc48kBm7pOZq2fmMyg3Ac+rN1NWovxevpmZD2XmnZT3o3S2w8wByr035bnc7TKz+ZbmZwCPZeYPMvPROu3oRt7dZlL2tzkrkXlkZm5JCRqTOQH73BhxvGfk8aHb9ZR3eDT3y6Uzs9e1w3jvn9dTHt9pLnuZzDxzjGVuQGmp1wQwMJYGEBFPp3QXuqJr0vsiYo16p/QTlJfAdHsS5eB2e81rL0or0WQ7ltLy9uKIWJLSDap5cbATjZbGiHhLRKxSL9Y7dycfo3Tj2T4i3hgRS0TEUyJi45ruEOCgqP9nLyJWj4gdBizf8pTWlAcjYnNKYDCQ2tJ3JvCFiFg6IjaitHgfMcDsm0bE62qrxgcpzyqd3ad89wL3R8SzKc/+TqrMvI7yYpUDImLJiNiC0rWyY0dK9+FeJ9MlKc9Q3Q48GhGvpKsVYJTlzuu2PQbYM8r/qlwW+M9Bltfl6FrO9zB6a/Fo5mrfr/rtF38C7o2Ij0X536SLR8SGEbHZAOUY5FhwJOW5xz3ov77nULq2fzQipkT5/787U+pqXuwYEVvWuvkMcE5X63nHPP9Gx9FZlOPQPvX482pKINHRvS1vBZ4SEVPHyHeef98R8YaI6FyI303Zxk/4N2LzeZyaEBGxWe0JMIWyTz3InLLfSgl2OuZn35+fecfbqsAH6m/nDZRAY1Lf4h8RG1JaV9+fmSd2Tf41pVvuxvWzP6UFeOPMfCwinhvl3yItXm9k/Rfl5srlNe/Vo/xryagt0p+iHnsz8w7KM+rvqb+fFSkvseoEWqdTXmj18Tr9JZQuxL+pee9B6U3xL5l5dVe5/1qSxJsjYrF6o3Y3+gdxpwCbRMTSNe/1I+Jl9Sbug5SbsfPy7/iOqeV/ckSsTrkR2c/BwOfqTUsiYpV6TOll0GPJoA6u5XxuXfbUuj/2VddnJXpfo2gcGBhLg+l14QzlwvVkyjMtV1Oe7RkhMy+jnLjOohxYn0d5/mdSZealwPspF883U57dvA14qB7oN6BctHW8Arg0Iu6n3LF+U2Y+mJl/pwRgH6Z0/bmQ8vILKG+UvBI4O0p3xN9SXqgxiPcCB0bEfZQLgWPmchV3p1xM3ETpfvqfmXnKAPP9nHLyvhv4V8pbxx/pke4jlEDgPkqQ2OsmyGTYg/J8752U/e3HlKANRulGXVseP0Cp17sp63LCXCx3rrdtZv6a8hzq7+q8v5uL5XXyuJny23kx81jn87DvQ5/9ora67Ey5YL2G0pr+Xcq/XxmrHGMeCzKzE/ROo1wg98rnYUq38lfW5X+b8ixy9427QR1JuXC+i/Kynz36pJvf3+h8q+v+OkpAeQ/wFspLsXr+BmqdHAVcHaXLYr+umfPz+94MOKceK0+gPLd/TZ+083qcmigrUNb3bua8tb3zf2W/Bzyn1tvx87nvz/O8E+Ac4Jm1DJ+jdGO+c/RZxt2HKY+ifC/m/C/iS6H8v9raC+GWzLyF8nKwR+p3KN18f0y5kXM1ZX96VeO8tS7lePYPytuZ98vMkxvLfh3l/H47c54H/lBd9iOU3jk71uUewshjy2cpvW3+3Cj3wXXee2veH6LsTxdSesR8rlcFZOatlHNCJxBdivLirDso3aRXpTQ4zK0DKY++XEM5Tx3LnONDt69TfrMn1+Pa2ZTn4XuVd9BjyUAy8zhKi/jR9Zx6CeWYPpo3A4d3uq9r/HUetpc0ioj4FaXrUbNF9VrKyzV+O7SCzYd6p/keygXCZpSLgzcOt1STKyIOoLww5S3DLsu8iogfU7qAfoZyMbFuZs4abqkWbO77c0TEYZQXyvzHWGkXVBFxDqX15VeUi/FpfXpNqOUiYk/KeXvLYZdFEBHPoQTvm0/UbzYi3kO5sb/NROQ/WWpL+kXA1jnyf2hrHNliLA1mBuUFFAu1iNg5IpaN8qzwVyn/iuFaSpBw0DDLpsHUro/r1q5qr6DcbT+e0r3qUwbFvbnvLzoiYpuIeGrt6vk2yr+OOonS+vjvBsXSwiEzL8vMzcbzNxsRT4uIl9Rz5PqU1vleLzFcqNSeBM82KJ5YBsbSADLzy5n5wNgpF3ivpnThu4nSWvamLE7OzLOGW7SJERG/bnT5an7mpYvWguCplBs19wPfAN6TmRdk5m2Z+Z3JLkxEfKJP/fbsBjxErdv3O6K8KbnXNurXZXpBtz6l5WQW5aJ318y8OTP/mplHDbdow9NnG98fEVsNu2xza9jH7Yg4uM/yD56M5Wu+LEn5f8T3Ubpq/5zyuIk0JrtSS5IkSZJazRZjSZIkSVKrGRhLkiRJklptiWEXQJNn5ZVXznXWWWfYxZAkSZKkoTjvvPPuyMxVuscbGLfIOuusw7nnnjvsYkiSJEnSUETEdb3G25VakiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWW2IiM4+I/wV+kJlnTORy5lVEbAxMy8xfDbssg4iIPYGTM/OmYZdl3M08Bk49EGbdAFPXgO3256m3r8eXb/wEO115Ids+/Skc+aXHWbwmv2XV6Vz9jF14aOmnsNxKS7HFq9flWS986lBXYbL9126v4g1r78vmOywPEXMmZHLLdpuM23JO/8P3eesvn8LI+2hledd+cadxW44kSYuymTNncuqppzJr1iymTp3Kdtttx0YbbTTsYknjYlHYvye6xfiFwNnzk0FETGTwvjGw49zMMMHlGcuewLQhLn9izDwGTvwAzLoeSJh1fd+gOIBbV53OX9Z/Mw8t/RQA7r/rIU474gr+es4tw1yLSfWEoLjr89RTzx+X5YwMiqPxKdbZ75fjshxJkhZlM2fO5MQTT2TWrFkAzJo1ixNPPJGZM2cOuWTS/FtU9u8JC4wjYgPgr5n5WETMiIivRcSZEXFJRGxe02xex11Q/65fx+8ZET+JiBOBkyNiuYg4NSLOj4iLI+LVNd06EXFFRHy35ntERGwfEWdExN8ay3lSRBwaEX+uy3p1RCwJHAjsFhEXRsRuvdL1Ks8o67xvnXdmRHy6jvtSRLy3keaAiPjwKOnXiYjLI+KQiLg0Ik6OiGUiYldgOnBELe8yEfHFiLiszv/Vcd6Ek+fUA+GRB0aOi+Bp065kpXgAImYHxQBXPWMXHl98qRHJH334cc76+VWTUtwFRTSD4ZETnjhuHp15xhXMCYolSdK8OPXUU3nkkUdGjHvkkUc49dRTh1QiafwsKvv3RLZ+vhI4qTH8pMx8cURsDRwKbAhcAWydmY9GxPbA54HX1/RbABtl5l21lfa1mXlvRKwMnB0RJ9R06wFvAN4F/Bl4M7AlsAvwCeA1wCeB32Xm3hGxIvAn4LfA/sD0zNwHICI+350uIn7bXZ5eKxsRLweeCWxOiSJOqOt6NPA14Ns16RuBV4yS/u91/O6Z+c6IOAZ4fWb+KCL2AT6SmedGxErAa4FnZ2bW8vYq17tq3bDWWmv1SjJ8s27oOToie45/aKmVeo6//66Hxq1IKh58cOlhF0GSpIVepyVt0PHSwmRR2b8nsiv1DowMjI8CyMzTgRVqIDcV+ElEXAIcBDy3kf6URhAawOcjYiYloF0dWK1OuyYzL87Mx4FLgVMzM4GLgXVqmpcD+0XEhcAMYGmgV5Q4WrpT+gXFjXlfDlwAnA88G3hmZl4ArBoR0yLi+cDdmfn3fukb63Rh/X5eYz2a7gUeBL4bEa8D/tmrUJn5f5k5PTOnr7LKKqMUf4imrtFzdGbvVsqlHuq9GZZbaame4zXvll76wWEXQZKkhd7UqVPnary0MFlU9u8JCYwjYllgxa6XRHU3/yXwGeC0zNwQ2JkSiHb8o/F9D2AVYNPM3Bi4tZG22Uz4eGP4cea0iAel1XXj+lkrMy/vVfRR0v2jR/rueb/QmHe9zPxenXYssCuwG6UFeaz0zXV6jB4t+5n5KKW1+aeUVvGTutMsNLbbH6YsM3JcJjfftB535TKQyWPM2YHWvfoEFntsZOvwEksuxhavXndSirugyEzofEZOeOK4efTilzyb8lMan/wkSWqj7bbbjilTpowYN2XKFLbbbrshlUgaP4vK/j1RLcYvBU7rGrcbQERsCczKzFmUFuMb6/Q9R8lvKnBbZj4SES8F1p7L8vwGeH9EefAyIl5Qx98HLD9AukGXsXdELFfnXT0iVq3TjgbeRAmOjx0gfT+zy1vnm1rfqP1ByovEFk4bvRF2/gZMXRMImLomt6xyJR9d/fP8cr2NmXHNnbz5Y4vNDo5Xu+1c1v/LkSz14J1AaSl+6R7PbtVbqT/841/wk+u+wp9+c9+cQLjxGa+3Um+91V78YKc7mRMcdz6Fb6WWJGlsG220ETvvvPPsFrSpU6ey8847L3Rv7ZV6WVT274l6xviVzAkAO+6OiDOBFYC967gvA4dHxL8DvxslvyOAEyPiXOBCyrPJc+MzlOd8Z9ag91rgVZTgvdN1+gujpBtTZp5cXzh2Vo2r7wfeQgnoL42I5YEbM/PmMdI/NspiDgMOjogHKHX884hYmtL6/KHBqmIBtdEby6ehvGO6NIRfDLDXnGnPAV42OSVbYH34x78AOvU0cbbeai+u3WqCFyJJ0iJuo402WugCBWlQi8L+HTlOXS5HZBpxPvDCzHykDs+gvjRq3BemgU2fPj3PPddNIEmSJKmdIuK8zJzePX5CWowzc3z6cUqSJEmSNMEm8t81zZaZ207GciZDRDwP+GHX6Icy84XDKI8kSZIkaf5MSmC8KMnMi1mYX3QlSZIkSRphIv+PsSRJkiRJCzwDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSeszezMAABmsSURBVGo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqYwbGEXFSRKzYGH5yRPxyYoslSZIkSdLkGKTFeLXMvKczkJl3A9MmrkiSJEmSJE2eQQLjxyNijc5ARKw1geWRJEmSJGlSLTFAmv2BMyLid3X4pcB7Jq5IkiRJkiRNnjED48z8ZURsDmwBBPCxzLxtwksmSZIkSdIk6NuVOiKeWf9uBKwGXA1cBTy1jpMkSZIkaaE3WovxfsDbgW/1mJbA1hNSIkmSJEmSJlHfwDgz317/bjV5xZEkSZIkaXKN+YxxRCwF/BuwJaWl+A/AIZn50ASXTZIkSZKkCTfIW6kPBx4CDqnDu9dxb5qoQkmSJEmSNFkGCYyfk5nNl22dEhEXTVSBJEmSJEmaTH3fSt1wYURs1hmIiE2BsyauSJIkSZIkTZ5BWow3Ac6JiKvr8NOBSyPiAiAzc5MJK50kSZIkSRNskMD41RNeCkmSJEmShmTMwDgzr4qIDSlvpQb4Q2ZeOrHFkiRJkiRpcoz5jHFE7AMcA6xVP8dExHsnumCSJEmSJE2GQbpSvwvYPDPvB4iIzwNnAt+eyIJJkiRJkjQZBnkrdQCPNIYfqeMkSZIkSVro9W0xjoglMvNR4IfA2RHx0zrptcDhk1E4SZIkSZIm2mhdqf8EbJKZX46I04CtKC3F787MP09K6SRJkiRJmmCjBcazu0vXQNhgWJIkSZK0yBktMF4lIv6938TM/O8JKI8kSZIkSZNqtMB4cWA5fNGWJEmSJGkRNlpgfHNmHjhpJZEkSZIkaQhG+3dNthRLkiRJkhZ5owXG201aKSRJkiRJGpK+gXFm3jWZBZEkSZIkaRhGazGWJEmSJGmRZ2AsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWa11gHBH3D3n5G0fEjo3hXSJiv2GWSZIkSZLabIlhF6CFNgamA78CyMwTgBOGWqIF3PEX3MhXfvMXbrrnAaatuAwvffYqnHbF7bOH991hfYARaQYdZ14LdhnMa+ErQxvyWhDKYF4LXxnakNeCUAbzWvjK0Ia8FoQyTHRe++6wPq95weoszCIzh12GSRUR92fmchGxLXAAcAewIXAe8BbgFcBemfnGmn5b4MOZuXNE7A58Agjgl5n5sZrmFcDngcWBOzJzu4jYHPgasAzwALAXcA1wZR13I/CF+n16Zu4TEWsDhwKrALfXcvw9Ig4D7qUE1E8FPpqZx0bE04AfAytQbnK8JzP/0G/dp0+fnueee+581uDkOv6CG/n4zy7mgUce65tmymIBAY88lnM9zrwW7DKY18JXhjbktSCUwbwWvjK0Ia8FoQzmtfCVoQ15LQhlmOi8lpmyOF943fMWiuA4Is7LzOlPGN/ywPjnwHOBm4AzgH2Bs4GrgQ0y8x8R8Z067Xd12qbA3cDJwDfqtPOBrTPzmohYKTPviogVgH9m5qMRsT0laH19ROxJDYRreWYPR8SJwLGZeXhE7A3skpmvqYHxk4DdgGcDJ2TmehHxYWDpzPxcRCwOLJuZ9/Vb94UxMH7JF3/Hjfc8MOxiSJIkSRrF6isuwxn7vWzYxRhTv8C4dc8Yd/lTZt6QmY8DFwLrZOajwEnAzhGxBLATJYDeDJiRmbfXNEcAWwMvAk7PzGsAMvOumvdU4CcRcQlwECUAH8sWwJH1+w+BLRvTjs/MxzPzMmC1Ou7PwF4RcQDwvF5BcUS8KyLOjYhzb7/99kHqZIFyk0GxJEmStMBb2K/b2x4YP9T4/hhznrn+MfBG4GXAn2vAGX3yCKBXs/tngNMyc0NgZ2DpeShfM99mWQMgM0+nBOc3Aj+MiLc+IYPM/8vM6Zk5fZVVVpmHIgzXtBWXGXYRJEmSJI1hYb9ub3tg3M8MYBPgnZQgGeAcYJuIWLl2W94d+D1wVh3/dICIWKmmn0oJWAH2bOR9H7B8n+WeCbypft8D+ONohazPJN+WmYcA36tlXqTsu8P6LDNl8VHTTFksmLJ4zNM481qwy2BeC18Z2pDXglAG81r4ytCGvBaEMpjXwleGNuS1IJRhovNaZsris1/KtbDyrdQ9ZOZjEfELSkD7tjru5oj4OHAapcX2V5n5cyjdlYGfRcRiwG3AvwBfBg6PiH+nPJ/ccRqwX0RcSHn5VtMHgEMjYl/qy7fGKOq2wL4R8QhwP/CEFuOFXecB/oXhbXyLWl4LQhnMa+ErQxvyWhDKYF4LXxnakNeCUAbzWvjK0Ia8FoQy+FbqsbXu5VtttjC+fEuSJEmSxosv35IkSZIkqQcDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqtFZg67DJokEXE7cN2wy7EIWBm4Y9iFaCnrfnis++Gx7ofDeh8e6354rPvhse4nz9qZuUr3SANjaS5FxLmZOX3Y5Wgj6354rPvhse6Hw3ofHut+eKz74bHuh8+u1JIkSZKkVjMwliRJkiS1moGxNPf+b9gFaDHrfnis++Gx7ofDeh8e6354rPvhse6HzGeMJUmSJEmtZouxJEmSJKnVDIylLhFxbURcHBEXRsS5XdM+EhEZESs3xn08Iq6MiL9ExA6TX+JFR7+6j4j31/q9NCK+3Bhv3Y+TXnUfERtHxNmdcRGxeSO9dT9OImLFiDg2Iq6IiMsjYouIWCkiTomIv9W/T26kt+7HQZ96/0odnhkRx0XEio301vs46VX3jWmeZydQv7r3PDvx+hxzPM8uSDLTjx8/jQ9wLbByj/FrAr+h/C/oleu45wAXAUsBTweuAhYf9josrJ9edQ+8FPgtsFQdXtW6n7S6Pxl4Zf2+IzDDup+Quj8ceEf9viSwIvBlYL86bj/gS9b9pNT7y4El6rgvWe+TV/f1u+fZIdS959mh1r3n2QXoY4uxNLiDgI8CzQfzXw0cnZkPZeY1wJXA5r1m1jx7D/DFzHwIIDNvq+Ot+4mXwAr1+1Tgpvrduh8nEbECsDXwPYDMfDgz76HU8eE12eHAa+p3634c9Kv3zDw5Mx+tyc4G1qjfrfdxMso+D55nJ9Qode95doKNUveeZxcgBsbSEyVwckScFxHvAoiIXYAbM/OirrSrA9c3hm+o4zRvnlD3wLOArSLinIj4fURsVsdb9+OrV91/EPhKRFwPfBX4eB1v3Y+fZwC3A9+PiAsi4rsR8SRgtcy8GaD+XbWmt+7HR796b9ob+HX9br2Pn55173l2UvTb7z3PTrx+de95dgFiYCw90UsycxPglcD7ImJr4JPA/j3SRo9xvup93vWq+yWAJwMvAvYFjomIwLofb73q/j3AhzJzTeBD1DvdWPfjaQlgE+A7mfkC4B+UrtP9WPfjY9R6j4hPAo8CR3RG9cjDep83ver+ADzPToZ++73n2YnXr+49zy5ADIylLpl5U/17G3AcsA3l+Y6LIuJaSte68yPiqZQ7eGs2Zl+DOd1gNJd61P3mlDr+WRZ/Ah4HVsa6H1d96v5twM9qkp8wpxuXdT9+bgBuyMxz6vCxlIunWyPiaQD1722N9Nb9/OtX70TE24BXAXtkZjbSW+/jo1/de56deP3q3vPsxOtX955nFyAGxlJD7c61fOc75UUsf87MVTNzncxch3Kw2iQzbwFOAN4UEUtFxNOBZwJ/GlLxF2p96v4S4HjgZXX8sygvrLgD637cjFL3N1FuDEHZBn+r3637cVKPI9dHxPp11HbAZZQ6flsd9zbg5/W7dT8O+tV7RLwC+BiwS2b+szGL9T5O+tT9+Z5nJ94oxxvPsxNslLr3PLsAWWLYBZAWMKsBx5UeRCwBHJmZJ/VLnJmXRsQxlIPbo8D7MvOxSSnpoqdn3UfEksChEXEJ8DDwttqKY92Pn351fz/w9YhYAngQeBe430+A9wNH1H39amAvyo3rYyLi7cDfgTeAdT/OetX7nylvgT2l/h7Ozsx3W+/jrlfd92Tdj7tedf8PPM9Ohl51/3M8zy4wYk4vIUmSJEmS2seu1JIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJLRQRb4iISyPi8YiYPkq6FSPi2Ii4IiIuj4gt6vgDIuLGiLiwfnas4/8lIs6LiIvr386/BFu+kfbCiLgjIr5Wp60dEadGxMyImBERazSW/1hjnhMGWK/nR8RZdfknRsQKY81jYCxJapXGyfWSiPhJRCw7RvoZvS4WImLPiPhm/f7uiHjrPJRlxYh4b2N4WkQcO7f5jJL/7hHxya5x20bEL8ZrGfMiIl4TEc9pDB8YEdvPZ547NC6a7o+Iv9TvP4iI6RHxjfkved9lbxsRL56o/Psss3MxeuAoadbt1Mdklk3Sgqkeqw7rGn0J8Drg9DFm/zpwUmY+G3g+cHlj2kGZuXH9/KqOuwPYOTOfB7wN+CFAZt7XSLsxcB3wszrPV4EfZOZGwIHAFxrLeKAx3y4DrO53gf3q8o8D9h1rBgNjSVLbdE6uG1L+Z+e75zfDzDw4M38wD7OuCMwOjDPzpszcdX7L0/AKoO//Yh+i1wCzA+PM3D8zfzs/GWbmbxoXWucCe9Tht2bmuZn5gfks82i2BSY1MK4Oysz9+03MzKtqfUhST5l5eWb+ZbQ0tbV1a+B7dZ6HM/OeMfK9IDNvqoOXAktHxFJd+T4TWBX4Qx31HODU+v004NVjlT8iNo2I39dW6d9ExNPqpPWZE+yfArx+rLwMjCVJbfYHYL2IWCciLumMjIiPRMQBjXRviYgzayvz5t2Z1Na7j9Tv60XEbyPioog4v7baLVe7h51fu3V1TvZfBDqtel9pliMilo6I79f0F0TES+v4PSPiZxFxUkT8LSK+3GvFIiKAjYHz+618LfehtVX86oj4QB3/pa6W7AMi4sNRfKXWw8URsVsjzUfruIsi4ot13Dsj4s913E8jYtnasroL8JW63utGxGERsWudZ7u6vhfXsi1Vx18bEZ9u1OGz+61Xj/Wc3Upe1+XwiDi55vm6iPhyzfOkiJhS0/W82IqID0TEZVG6+h0dEetQbq58qK7PVhGxc0ScU9fjtxGx2lwu+9q6Df5UP+sNsI7bxJwW8wsiYvlB60eSxvAM4Hbg+/X48t2IeFJj+j71mHhoRDy5x/yvBy7IzIe6xu8O/Dgzsw5fxJwA9rXA8hHxlDq8dEScGxFnR8RrAOox83+AXTNzU+BQ4HM1/SWUcw3AG4A1x1pJA2NJUitFxBLAK4GLB0j+pMx8MaV199Ax0h4BfCszn09pRbwZeBB4bWZuArwU+K8auO4HXFVbNru7eb0PoHYD2x04PCKWrtM2BnYDngfsFhG9TvgvAC5qXHD082xgB2Bz4D/rhcbRNf+ONwI/oXS325jSjW57SnD7tIh4JaUV+IV1vTvB+s8yc7M67nLg7Zl5JnACsG9d76s6C6nrdxiwW13vJYD3NMpxR63D7wAfGWO9RrMusBOlNeJHwGl1eQ8AO41xsbUf8ILa1e/dmXktcDBzuhL+Afgj8KLMfAGlLj866LIb6e7NzM2BbwJfG2CdPgK8r7YQb1XzkyTqjboLKd2Ld2ncRNthwCyWADYBvlOPa/+gHAuhHI/XpZwbbgb+q2vZzwW+BPxbj3zfBBzVGP4IsE1EXABsA9wIPFqnrZWZ04E3A1+LiHUprcIbAqfU9fsPoPNc8t7A+yLiPGB5Sg+xMVdSkqQ2WaaeQKG0GH8PmDbGPEcBZObpEbFCRKzYK1FtpVs9M4+r6R+s46cAn4+IrYHHgdWB1cZY5paU4IzMvCIirgOeVaedmpmzat6XAWsD13fN/wrg12MsA+CX9S7+QxFxG7BaZl4QEatGxDRgFeDuzPx7RHwIOCozHwNujYjfA5tRLmC+n5n/rOW9q+a9YUR8ltJlfDngN2OUZX3gmsz8ax0+nHKDoBMYdp5DO48SpM+rX2fmIxFxMbA4c7qbXwysw8iLLWqam2uamcAREXE8cHyf/NcAflxbmZcErpmLZXcc1fh70ADrdAbw3xFxBOWGxA0DzCOpBTLzhVB6zwB7Zuaec5nFDcANmXlOHT6WGhhn5q2dRBFxCPCLxvAalOd739q8CVqnPR9YIjPPa5TzJuqxPSKWA17fOdd1umVn5tURMYNy8/cvwKWZuUWPdb4CeHnN61mMvPHYky3GkqS2ab7A4/2Z+TDljnTznLh01zzdra79WmGjz/g9KAHmprVF79Yeyxg0L4Bmd7TH6H2j++XAyWMsY7S8jgV2pbQcHz1GmYLedXIYsE9tEf0087fOzbL2W+dBPQSQmY8DjzRa1R+v+QblYquznzwvM19e0+wEfAvYFDiv9jzo9j/AN+t6/xsj13usZXdkn+89ZeYXgXcAywBnz01Xc0kaTWbeAlwfEevXUdsBlwHEnGd6oXR/7jwOtCLwS+DjmXlGj2x3Z2RrMRGxckR0zsUfp/bQiognNx6rWRl4SV3+X4BVYs4bsqfUFmoiYtX6dzFKS/LBY62ngbEkSSVQXTUinlJPvq/qmr4bQERsCczq3MHulpn3Ajc0nn9aKspbr6cCt9WWwpdSWngB7qN08erldEpA3bnbvRblImBMETGVcif+zkHS93E0pZvbrpQguVOm3SJi8YhYhfIylj9RAvC967oSESvV9MsDN9cW8z0aefdb7yuAdRrP1P4r8Pv5WId51fNiq15grZmZp1G6R3dawrvXZyqlCyCUt7HOi90af88aK3FErJuZF2fmlygvHzMwljSmiHhtRNwAbAH8MiJ+U8dPi4hfNZK+n9JbZial2/Tn6/jOexJmUh4V+lAdvw+wHvCpRtftVRv5vZGuwJjyIsO/RMRfKb2qOo+wbACcGxEXUV7K9cXMvKze2N4V+FKddiFzXoS4e83nCuAm4Ptj1YVdqSVJrVcD1gOBcyjdXq/oSnJ3RJwJrEB5bmk0/wr8b83vEcpLP44AToyIcykn7ivqcu+MiDOivHDr15SWyI5vAwfXLrePUrq/PVS79o7lX4D5fcvzpbVr+I2Z2elGfBzl4ukiSivmR2tLwkkRsTHlwuVh4FfAJ4BPUer0OkpX4U7weDRwSJSXfe3aWOaDEbEX8JPaEvtnBrjLP94y8+EoLwP7RucmA6U791+BH9VxQXmu+J6IOBE4NspL1d4PHFDX4UbgbODp81CMpSLiHEojxu4DpP9gvenyGKUlZZBu9JJaJDNnADO6xh1HObZ3p70J2LExfCHwhH9dmJn/2mdZnwU+O0pZntFj3LHMuRHbHH8m5Z0avfK5kHKTtnv81yn/YmpgMfY7OSRJ0sIkIr4LfDczzx52WTT3IuJaYHpm3jFKmgOA+zPzqwPkd39mLjd+JZSkRY8txpIkLWIy8x3DLoMm3P3AuyJihX7/y7i+tfWnlEcFJEmjsMVYkiRJktRqvnxLkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWq1/w9siwb1xB8cPgAAAABJRU5ErkJggg==",
      "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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a4Wa0On4L2rsVoJXVlbQWJ3+tFmT+Bq1Fx2i+X0ZrpfC4HnQkyaa07e5A2oXxVsCjkoy+T2HURbTA1fQyuQntAvivtODFJLPd7sYZWweqBbn3pO3bzkvyxSR372kmnftMman+zupcY4zZ7DfGbnf9GPpyWqDn/CSf7PVrysa0QJFWksEDSbPxWOCL0/qN3p27Pe0OwAr6RcD7aQfBW1bVJrRmgpmnfE5yHu2uwlS+NqQ9cjBlheWrqp9X1TNoTT/fAhzRXyp3Dq3p+3QX0k487lVVm/S/xVU125Paj9Puom9VVYtpzVCnl9H0u8VTzgU2zYpvq749rYnhTK5dh/2k5XaMWY+0Z8jPBO5aVTennfguxDrcdOROPKyY/1vTWimcNH3EJOvTnjd+O7BFr4dfYnbLsKrr9jyuu41MN2mdTvkE7Y76HsCP+8nQylqput9Nqhfn0JqJbzLyt3FVPXamTMy0L+gnlIfTlveZwBemnTBOORfYqudryvT6PlO5jhpd1o1ozXfHbQOz2Ubn23nAbXtrmCmjdWx74OyquqB3TyqH6f1Xefuuqt9V1Qurakvg74B3Z/znLWezn1qZ9TYnqurgqro/7W703WjvKRmXl1Wu+7Mcd00t+/T6M/bYPd+S3I+2PT2vqo4dGbQDbT/+47RPQb4L2KEHtia9/LRYvh+5vKpeVlW3rao70QKlJ/aA06a07eWQqrqiqv5AazkwtR6WzSLfz6O9u2XXqhr9ksmdgKur6qPVWvD8htYyZlL9WEarb6PTDvBBWlDpyf0u/fgFnrzd/bknGT1O3nra6BPrQLVWPo+grYMzaftsmHzuc22WBobB8LnG0Lirc35DVX28qnakBfCK5YEiaAGnU2czHa3I4IGkQUnuCKw/pvncS5PcrkfcX0t7Gc50N6PtsC/o03ou7W7jmnYE7Q7ug5OsB7yeFU+OV2jqm+RZSW7VL2gu7r2vpjUlfHiSpyVZN8ktkyzt6d4PvCP90z9JbpvkUbPM38a06PpfkuxAu3ialX7H+LvAm5NskGQbWsuJw2Yx+v2TPKnfHXs57Tnt749JtzGtmedl/U7ES2abv7nSm0ieAByQZL0kDwJ2G0nyWNoz8uNORNajNV+8ALgq7RNYs/os4Wqs28OBvdO+5X1T4F9nM79pPtnz+RKGWx0MWam6302qFz8E/pTk1Wnfbl8nyb2TbD+LfMxmX/Bx2p2vvZi8vD+gnSC/KsmitG+J70Yrq1Xx2CQ79rJ5A6259Li7aKu8jc6h79H2Qy/r+589WPERsOnr8vfALZPM1DR3lbfvJE9NMhWcuoi2jq/zibXV3E/NiyTb9xYli2h16i8sz/vvaReEU1an7q/OuHNtc2Cfvu08lXYBtUa/TpPk3rS79P9QVUdNG/xl2iMJS/vf/rSWBEur6uok90r7JOI6Pdj3f2kXkj/p075t2mel01s2/At931tVF9KetX9J3342oT0yMXUBeTzthaev6cMfQnvHw1f6tPeitcp5RLVHT0b9rCXJM5PcpAez92TyxelXgW2TbDDS7z209bHbQPP/qTIcu931wOFvaZ8hXKcHO6Zf9I+tA0m2SLJ7v1FyBe3Rvant4QPAvknu38v2Lj0gPFtD5xrTt7Vrrc5+I8nWSf4m7ebBX2g3AUb3TTvR6ptWksEDSTOZ9Aztx2nPjZ/V/67zTeyq+jHt4P492gHiPrSXK65R1Z7b+wfaBcZ5tGfdzgeu6CfW96AdoKY8GjgjyWW0Ox9P78/b/Zp2kfpPtObNp7D8+bpX017k9v20pr9fo7/TYBb+HjgwyaW0k6XDV3IRn0E74TqX1tT7X6vqq7MY7/O0E5yLaM8QPmnC3Y59aRdLl9IupMcFitaEvWhv4f4Drb59inYSAgOPLPQ72PvQyvUi2rJMf1/CkJVet1X1ZdqLwL7ex/36Ssxvahrn0badB7OKZb4KdR8m1It+92432kn9L2mtMj7ALJ4bnc2+oKqmAgNbMuGkrtp7G3anvafhQtqLtJ49Jrg5Wx+nXVz8kfaCtr0mpFvdbXS19WV/Eu3k+WLgWbTnrMduA71MPgGcldZcflIz4dXZvrcHftD3lUcC/1hVv5yQdlX3U/Pl5rTlvYjlXyN5ex/2Qdqz0hcn+dxq1v1VHnce/AC4a8/Dv9EeGfjD8Chz7p9oj319MMll/e8MgN4i4HdTf7Rm5Vf239Duyn+KFuw6i1afHj9y3LozbX/2Z9o7c/ar9i6IKU+iHd8voO2Xp14eSJ/GHrTt6BJa3Rjdt7yR1mrrRyP5fm8f90992q+g1adTaC2r/m1cAVTV72nHhD3g2pZZf0erI78bmf6k/dHQdvdCWguaP9Ba1Ezfv0+qAzehrZtzafvDneifsayqT/e0H6ftJz5Ha8kxW0PnGm8G/rlva/uOGXdV9xvr015geSHt0YbNaTe66EGbx9LqiFbS1BusJWmsJF+iNfMbvTN/Nu3tvV9bsIythn7H4mLaAXR72sHzaQubqzUryQG0N2Q/a6HzsqqSfIrWtPINtJODO1eVzzAOsO4vl+QjtDfH//NMaddWSX5Ae4TiS7QLli0ntL7RjVySvWnH7R0XOi+CJPekXbzucEPeZtfGc40k/0B7BO1VC52X6yNbHkiayXG0lwZdryXZLclNe5O8t9M+w3Q27ULqHQuZN81Ob2Z8594s9NG0uzZTd0D+xcDBeNb9G44kOyW5dW9W/RzaZyOPpt3F/j835IsQ6Yakqn5cVdu7za55VfXvBg5WncEDSYOq6q0zPX93PbEHrdnbubS7rk+v5piq+t7CZm1+JPnySPPH0b/XLnTeVtGtacGsy4CDgZdU1cnVPkv2njWdmSSvnVC+a9tzlDe6uj8l7U3k49bRpObAa7utac9RX0JrYvyUap9U+1lVfWJhs7ZwJqzjy5I8dOax1y4Lvd9O8t4J83/vmpi/pLWbjy1IkiRJkqRBtjyQJEmSJEmDDB5IkiRJkqRB6y50BqS1xWabbVZLlixZ6GxIkiRJ0oI48cQTL6yqW40bZvBA6pYsWcIJJ5yw0NmQJEmSpAWR5FeThvnYgiRJkiRJGmTwQJIkSZIkDZrX4EGS/0zykIHheyc5ZB7me2CSh6/mNAbzPib9d1dhHqudz1nOZ0mS0+dhursn2W81p/GMJK+bo/xcX79dr+ujZYfDO+4NB2zS/i87fKFzJEmSJM2b+W558ADg+/M8j+uoqv2r6murOZmVyntVPXhlZzBH+VwwVXVkVR20mpN5NHD0aI8kq/ouDoMHWjOWHQ5H7QOXnANU+3/UPgYQJEmSdIM1b8GDJPcAflZVVyc5Lsk7k3w3yelJdhiTfrckP0hycpKvJdmi9z8gyYf6NM5Ksk/vvyTJT5K8P8kZSY5JsmEf9pEkT+m/z07y+iQnJTktyd17/1sl+Wrv/59JfpVkswl5f0eS4/v8tk/ymSQ/T/LGkfxf1v/fpqc9pS/rQ5Os0/N0es/DK8bkc9e+7Kf15V1/KP8TyvyAJB9L8vWevxeOSbMkybf69E5K8uDef+e+rEckOTPJYUkyQxle23KkL8vBfR2fNbJcN0ny7r6OvpDkSyPDAiwFTup5f1+SY4CPJtkgyYf7/E5Ossv0efbuL/S8HwRs2Mv9sD7sWUl+2Pv9Z5J1JtdYaSUceyBcefmK/a68vPWXJEmSboDms+XBY1jxjvLN+t35vwc+NCb9t4EHVtX9gE8CrxoZdnfgUcAOwL8mWdT73xX4j6q6F3Ax8OQJebmwqrYF3gPs2/v9K/D13v+zwO0H8v7XqnoY8F7g88BLgXsDeye55bR5PRP4SlUtBe4LnEK7QL5tVd27qu4DfHh0hCQbAB8B9uzD1wVeMkP+J9kGeBzwIGD/JFtOG34+8Ig+vT2Bg0eG3Q94OXBP4E7A6GMbs8nDbYAdgccDUy0SngQsAe4DvKDna3R+p1ZV9e77A3tU1TNpZUwvj2cAh/ZyGquq9gMur6qlVbVXDwDtCTykr4urgb2mj5fkRUlOSHLCBRdcMGny0oou+c3K9ZckSZKu5+YzePAoVrwA/wRAVR0P3DzJJtPS3w74SpLTgFcC9xoZ9sWquqKqLqRd/G7R+/+yqk7pv0+kXaSO85kxaXakBSmoqqOBiwbyfmT/fxpwRlWdV1VXAGcBW02b14+A5yY5ALhPVV3a090pyb8neTTwp2njbN2X5We9+1DgYTPkf5LPV9Xlvay+QQu4jFoEvL+X86dpgYIpP6yq31TVNbSgx+i8ZpOHz1XVNVX1Y5avox2BT/f+v+t5mvJo4Msj3UdW1eUj430MoKrOBH4F3G3yYl/HrrRgxI+SnNK77zQ9UVW9r6q2q6rtbnWrsZ8zla5r8e1Wrr8kSZJ0PTcvwYMkNwU2qapzR3rXtGTTu/8dOKTfaf47YPQu8xUjv6+m3Zkf6j/dFWPSZCXyPjX+NdPmec30efbgyMOA3wIfS/LsqrqI1grhONod9Q9Mn+2EfA/lf5KZyvkVwO97frYD1hszn3Hzmk0eRsfPtP/jPBI4ZqT7z2PGn+4qVqy3k1ojBDi0t0RYWlVbV9UBA3mRZm/X/WHRhiv2W7Rh6y9JkiTdAM1Xy4NdWPEOM7Qm5CTZEbikqi6ZNnwx7YIb4DnzlK9R3wae1vP0SOAWvf+4vM9akjsA51fV+4EPAtv2dyncpKr+G/gXYNtpo50JLElyl979t8A3VzELe/T3BdwS2JnWEmLUYuC83rrgb4H5fg/At4En93cfbNHzRJLFwLpV9YcJ4x1Pf8wgyd1oj5X8FDgbWNqntxUrtqy4cuSRlmOBpyTZvE9j075upNW3zdNgt4Nh8VZA2v/dDm79JUmSpBugVX2r/UweAxwxrd9FaZ8zvDnwvDHjHAB8OslvaV85uOM85W3K64FPJNmTdqF+HnAp4/O+MnYGXpnkSuAy4NnAbYEPJ5kK1rxmdISq+kuS59KWf13aBf97V3H+PwS+SLvYfkNVnZtkycjwdwP/neSptCDJn68zhbn137RHBk4Hfgb8ALgEeAQw9KWJdwPv7Y9XXAXsXVVXJPkO8EvaIySnAyeNjPM+YFmSk/p7D/4ZOKaX+5W0Vh+/mtOl043XNk8zWCBJkqQbjSx/V90cTjQ5CXhAVV3Zu48D9q2qE+Z8Zquof83g6qq6KsmDgPdU1dLpeb8+6e9ZuKyq3r7QeRmVZKOquqy3hvgh7UWMbwQ+UFVr/FOek2y33XZ1wglrTRWVJEmSpDUqyYlVtd24YfPS8qC/lX9td3vg8H5X+q/AC+F6k/frmy/0F2SuR2sN8TvalxckSZIkSdcD8/XYwgqqauc1MZ+VUVU/p30q8HqnP+Lwj9N6f6eqXroQ+ZnJ2rj+JUmSJEmzt0aCB5pbVfVh4MMLnQ9JkiRJ0o3DfH1tQZIkSZIk3UAYPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkFMApXoAACAASURBVMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSoBmDB0mOTrLJSPctknxxfrMlSZIkSZLWFrNpebBFVV081VFVFwFbzl+WJEmSJEnS2mQ2wYNrktxuqiPJ7ecxP5IkSZIkaS2z7izS7A98J8nXe/cuwEvmL0uSJEmSJGltMmPwoKq+mGQH4EFAgFdX1fnznjNJkiRJkrRWmPjYQpK79v/bAFsAZwG/AG7d+0mSJEmSpBuBoZYH+wHPB/5jzLACHjYvOZIkSZIkSWuVicGDqnp+///QNZcdSZIkSZK0tpnxnQdJ1gf+DtiR1uLgW8D7q+qKec6bJEmSJElaC8zmawuHAlcA7+/dz+j9nj5fmZIkSZIkSWuP2QQP7llVoy9I/GqSU+crQ5IkSZIkae0y8WsLI05Jsv1UR5L7A9+bvyxJkiRJkqS1yWxaHmwL/CDJWb37jsAZSU4Gqqq2nbfc3Qgk+U/go1X1nYXOyzhJlgJbVtWXFjovs5Fkb+CYqjp3ofOy2pYdDsceCJf8BhbfDnbdH7Z5Grff74tsfrdXcUWAhI8fdDXrAL/bfDvOutPuXLH+pmx0yw140B535m4PuPVCL8WC+PWrvslOjwqXZ+MVByT8bpelczKPZcuWccwxR3HIhdsAGZ0JZx/0uDmZhyRJNzbLli3j2GOP5ZJLLmHx4sXsuuuubLONX4nXDcf1uY6nqoYTJHceGl5Vv5jTHN3IJDkFuH9VXb0a01i3qq6aw2yNTntvYLuqetnakJ9ZzPs4YN+qOmFlx91uu+3qhBNWerT5sexwOGofuPLy5f0WbcjtL/3g2MDB7zffjjO3fibXrLP+tcnXXe8m7LLX3W90AYQVAgfJigOr5iSAsGzZMo488rN84LJtaYGD0fkUBhAkSVp5y5Yt46ijjuLKK6+8tt+iRYvYbbfdrjcXV9KQ60MdT3JiVW03btiMjy304MCGwCP63wZV9Yupv7nN6o1LknsAP6uqq5Mcl+SdSb6b5PQkO/Q0O/R+J/f/W/f+eyf5dJKjgGOSbJTk2CQnJTktyR493ZIkZyb5QJ/uYUkenuQ7SX4+Mp+bJflQkh/1ee2RZD3gQGDPJKck2XNcunH5GVjmV/ZxlyV5fe/3liR/P5LmgCT/NJB+SZKfJHl/kjOSHJNkwyRPAbYDDuv53TDJQUl+3Md/+xyvwvlz7IErBg4ArrycAFfcJO2iOGEd2mXrL+60+wqBA4Cr/noN3/v8jW8TTSYEDtrAOZnHsccey1VXtSDBioEDxnRLkqTZOPbYY1e4qAK48sorOfbYYxcoR9Lcur7X8RmDB0leBhwO3L7/HT56oafV8hjg6JHum1XVg4G/Bz7U+50JPKyq7gfsD7xpJP2DgOdU1d8AfwGe2B8j2QX4v8m1V0p3Ad4FbAPcHXgm7dOb+wKv7WleB3y9qrbv478NWNTn+amqWlpVnxqXLsnNxuTnOpI8ErgrsAOwFLh/kocBnwT2HEn6NODTA+np/f+jqu4FXAw8uaqOAE4A9qqqpbSg1xOBe/WXfr5xTJ5elOSEJCdccMEF47K9MC75zUolv2L9Tcf2v+yPflF1PlxyySULnQVJkm5wJh1fPe7qhuL6Xsdn886DFwE7VNVlAEneBHwXePd8ZuxG4lHAc0e6PwFQVccnuXmSTYCNgUOT3JXWHnrRSPqvVtUf++8Ab+oX19cAtwW26MN+WVWnASQ5Azi2qirJacCSnuaRwO5J9u3dG9CCRdMNpRvNzziP7H8n9+6NgLtW1QeTbJ5kS+BWwEVV9esk+4xLD/y6L9Mpvf+JI8sx6k+0oMoHknwR+ML0BFX1PuB90B5bGMj7mrX4dnDJObNOvv4Vf+SKDW55nf4bbbr+mNRaXYsXL77e7OQlSbq+mHR8Xbx48QLkRpp71/c6PpuvLQQYbVtxJbbLXW1JbgpsMu3FftMvXgt4A/CNqro3sBvtYn3Kn0d+70W78L5/v+v++5G0o7efrxnpvoblAaTQ7t4v7X+3r6qfjMv6QLo/j0k/fdw3j4x7l6r6YB92BPAUWguET84i/egyXc2YQFh/78IOwH8DT2DFVh5rt133h0Ubrthv0YYUsP411Z7dr+JqWiW581lHcpOrV2xlsO56N+FBewy+suQGqarYsC5tZXTdgXMyj1133ZV11w2t9MdttpIkaWXtuuuuLFq0aIV+ixYtYtddd12gHElz6/pexycGD5JMXYx9DPh+kn9O8s+0VgeHronM3cDtAnxjWr89AZLsCFxSVZcAi4Hf9uF7D0xvMXB+VV2ZZBfgDiuZn68A/zD1qEOS+/X+l9JaP8yUbrbzeF6Sjfq4t02yeR/2SeDptADCEbNIP8m1+e3jLe5fing57dGH64dtnga7HQyLtwLS/u92ML8+6HGc/7O3sn4BVTxzv3W4Gtji/BPY+qcfZ/2//AGq2GjT9W+UL0sEuP1bd+KbXxkJIIz+zdHXFrbZZht23/2JvGyzZSwPIEz9+bJESZJWxTbbbMNuu+127V3YxYsXr1UvkpNW1/W9jk/82kKSk6Y+w5hke+ChtDvBx1fVj9ZcFm+YkhwCHFFVx/Xu44DvATsBNweeV1U/TPIgWrDmAuDrwN9W1ZLpX0FIshlwFO2xhlOAh9DeqQDwhd5ygSQf6d1HJFkyNSzJhsA7gQfT1vPZVfX4JJvSLuIXAW8GjpyQboX8DCz3PwIv6J2XAc+aevFmf4ziwqraZSg9raXB6DLtC2xUVQckeTLtvRCX9+X/PK0FRoC3V9XEwNda9bUFSZIkSVrDMvC1haHgwcn9JX2aB0lOAh5QVVf27uNYxU8Mam4YPJAkSZJ0YzYUPBh6YeKtkvyfSQOr6v+tds5uxKZadUiSJEmStLYbCh6sQ3u7vS9HXAOqaueFzsNcSXIf2rsyRl1RVQ9YiPxIkiRJklbPUPDgvKo6cI3lRDcY/bOQ15+XE0qSJEmSBg19qtEWB5IkSZIkaTB4cP342KQkSZIkSZpXE4MHVfXHNZkRSZIkSZK0dhpqeSBJkiRJkmTwQJIkSZIkDTN4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGDyRJkiRJ0iCDB5IkSZIkaZDBA0mSJEmSNMjggSRJkiRJGmTwQJIkSZIkDTJ4IEmSJEmSBhk8kCRJkiRJgwweSJIkSZKkQQYPJEmSJEnSIIMHkiRJkiRpkMEDSZIkSZI0yOCBJEmSJEkaZPBAkiRJkiQNMnggSZIkSZIGGTyQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJkjTI4IEkSZIkSRpk8ECSJEmSJA0yeCBJkiRJkgYZPJAkSZIkSYMMHkiSJEmSpEEGD7SCJJct8PyXJnnsSPfuSfZbyDxJkiRJ0o2dwQOtbZYC1wYPqurIqjpoAfMjSZIkSTd6Bg80VpKdkxyX5IgkZyY5LM1jkhw+Ld1R/fczkpyW5PQkbxlJ8+gkJyU5Ncmxvd8OSb6b5OT+f+sk6wEHAnsmOSXJnkn2TnJIH+cOSY5Nsqz/v33v/5EkB/fpnJXkKb3/bZIc36d1epKHrrkSlCRJkqQbDoMHGnI/4OXAPYE7AQ8Bvgo8MMnNepo9gU8l2RJ4C/A3tNYD2yd5QpJbAe8HnlxV9wWe2sc7E3hYVd0P2B94U1X9tf/+VFUtrapPTcvPIcBHq2ob4DDg4JFhtwF2BB4PTLVUeCbwlapaCtwXOGW1S0SSJEmSboTWXegMaK32w6r6DUCSU4AlVfXtJEcDuyU5Angc8Cpa0OC4qrqgpz8MeBhwNXB8Vf0SoKr+2Ke9GDg0yV2BAhbNIj8PAp7Uf38MeOvIsM9V1TXAj5Ns0fv9CPhQkkV9+HWCB0leBLyod16W5KezyIfG2wy4cKEzcSNm+S8cy35hWf4Lx7JfWJb/wrHsF45lP//uMGmAwQMNuWLk99Usry+fAl4K/BH4UVVdmiQTphFacGC6NwDfqKonJlkCHLcK+Rud7mheA1BVxyd5GC3A8bEkb6uqj64wgar3Ae9bhXlrmiQnVNV2C52PGyvLf+FY9gvL8l84lv3CsvwXjmW/cCz7heVjC1oVxwHbAi+kBRIAfgDslGSzJOsAzwC+CXyv978jQJJNe/rFwG/7771Hpn0psPGE+X4XeHr/vRfw7aFMJrkDcH5VvR/4YM+zJEmSJGklGTzQSquqq4EvAI/p/6mq84DXAN8ATgVOqqrP98cYXgR8JsmpLA82vBV4c5LvAOuMTP4bwD2nXpg4bdb7AM9Nsgz4W+AfZ8jqzsApSU4Gngy8a1WWV5IkSZJu7FI1rkW5JK2cJC/qj4FoAVj+C8eyX1iW/8Kx7BeW5b9wLPuFY9kvLIMHkiRJkiRpkI8tSJIkSZKkQQYPJM1akrOTnNbfSXHCtGH7Jqkkm430e02S/0ny0ySPWvM5vuGYVPZJ/qGX7xlJ3jrS37KfI+PKPsnSJN+f6pdkh5H0lv0cSrJJkiOSnJnkJ0kelGTTJF9N8vP+/xYj6S3/OTKh7N/Wu5cl+WySTUbSW/ZzaFz5jwzzmDuPJpW9x9w1Y8K+x+PuWsBPNUpaWbtU1Qrf102yFfAI4Ncj/e5J+zrGvYAtga8luVt/4aZWzQpln2QXYA9gm6q6Isnmvb9lP/em1/u3Aq+vqi8neWzv3tmynxfvAo6uqqckWQ+4KfBa4NiqOijJfsB+wKst/zk3ruy/Crymqq5K8hbay5It+/kxrvw95q4Z1yl7j7lr1Li6fzgedxecLQ8kzYV3AK8CRl+isgfwyaq6oqp+CfwPsMO4kbXKXgIcVFVXAFTV+b2/ZT//Crh5/70YOLf/tuznUJKbAw+jfW6XqvprVV1MK+dDe7JDgSf035b/HJlU9lV1TFVd1ZN9H7hd/23Zz6GBug8ec+fVQNl7zF0DBsrf4+5awOCBpJVRwDFJTkzyIoAkuwO/rapTp6W9LXDOSPdvej+tmuuUPXA34KFJfpDkm0m27/0t+7k1ruxfDrwtyTnA22l3X8Gyn2t3Ai4APpzk5CQfSHIzYIv+ieCpTwVv3tNb/nNnUtmPeh7w5f7bsp9bY8vfY+4aManue8xdMyaVv8fdtYDBA0kr4yFVtS3wGOClSR4GvA7Yf0zajOnn511W3biyXxe4BfBA4JXA4UmCZT/XxpX9S4BXVNVWwCvod0iw7OfausC2wHuq6n7An2mPKExi+c+dwbJP8jrgKuCwqV5jpmHZr7px5X8AHnPXhEl132PumjGp/D3urgUMHkiatao6t/8/H/gssBNwR+DUJGfTmq+elOTWtMjvViOj347lTcy0ksaU/Q60Mv5MNT8ErgE2w7KfUxPK/jnAZ3qST7O8iaRlP7d+A/ymqn7Qu4+gnVT+PsltAPr/80fSW/5zY1LZk+Q5wOOBvWr5N78t+7k1qfw95s6/SWXvMXfNmFT+HnfXAgYPJM1Kby658dRv4JHAj6pq86paUlVLaDvwbavqd8CRwNOTrJ/kjsBdgR8uUPav1yaU/enA54C/6f3vBqwHXIhlP2cGyv5cWvAM2jr4ef9t2c+hvi85J8nWvdeuwI9p5fyc3u85wOf7b8t/jkwq+ySPBl4N7F5V/zsyimU/hyaU/0kec+ffwH7HY+4aMFD+HnfXAn5tQdJsbQF8trXQY13g41V19KTEVXVGksNpO/yrgJf65ttVNrbs+xuIP5TkdOCvwHP6XUDLfu5MKvvLgHclWRf4C/AisN7Pk38ADuv1/SzgubSbH4cneT7tjfNPBct/Howr+x8B6wNf7dvF96vqxZb9vBhX/mNZ/nNuXNn/GY+5a8q48v88HncXXJa3NpMkSZIkSbouH1uQJEmSJEmDDB5IkiRJkqRBBg8kSZIkSdIggweSJEmSJGmQwQNJkiRJksZI8tQkZyS5Jsl2A+k2SXJEkjOT/CTJg3r/A5L8Nskp/e+xvf8jkpyY5LT+f+pToBuPpD0lyYVJ3tmH3SHJsUmWJTkuye1G5n/1yDhHzmK57pvke33+RyW5+UzjGDyQJEkrGDkBOT3Jp5PcdIb0x407oUqyd5JD+u8XJ3n2KuRlkyR/P9K9ZZIjVnY6A9N/RpLXTeu3c5IvzNU8VkWSJyS550j3gUkevprTfNTIieVlSX7af380yXZJDl79nE+c985JHjxf058wz6kT9gMH0tx5qjzWZN4krZ36vuoj03qfDjwJOH6G0d8FHF1VdwfuC/xkZNg7qmpp//tS73chsFtV3Qd4DvAxgKq6dCTtUuBXwGf6OG8HPlpV2wAHAm8emcflI+PtPovF/QCwX5//Z4FXzjSCwQNJkjTd1AnIvWnfM3/x6k6wqt5bVR9dhVE3Aa4NHlTVuVX1lNXNz4hHA0fP4fTmyhOAa4MHVbV/VX1tdSZYVV8ZORk9Adirdz+7qk6oqn1WM89DdgbWaPCge0dV7T9pYFX9opeHJI1VVT+pqp8Opel37R8GfLCP89equniG6Z5cVef2zjOADZKsP226dwU2B77Ve90TOLb//gawx0z5T3L/JN/srRu+kuQ2fdDWLA+IfBV48kzTMnggSZKGfAu4S5IlSU6f6plk3yQHjKR7VpLv9tYKO0yfSL8LvG//fZckX0tyapKT+t3fjXpTzJN6E8qpE6KDgKm7w28bzUeSDZJ8uKc/Ockuvf/eST6T5OgkP0/y1nELliTAUuCkSQvf8/2h3rrirCT79P5vmdYi4oAk/5Tmbb0cTkuy50iaV/V+pyY5qPd7YZIf9X7/neSm/Q797sDb+nLfOclHkjylj7NrX97Tet7W7/3PTvL6kTK8+6TlGrOc17a26MtyaJJj+jSflOStfZpHJ1nU0409IU2yT5IfpzWr/WSSJbQA1Cv68jw0yW5JftCX42tJtljJeZ/d18EP+99dZrGMO2V5y4uTk2w82/KRpBncCbgA+HDfv3wgyc1Ghr+s7xM/lOQWY8Z/MnByVV0xrf8zgE9VVfXuU1l+kf9EYOMkt+zdGyQ5Icn3kzwBoO8z/x14SlXdH/gQ8G89/em0Yw3AU4GtZlpIgweSJGmsJOsCjwFOm0Xym1XVg2mtBD40Q9rDgP+oqvvS7kafB/wFeGJVbQvsAvzffnG/H/CLfod8epPKlwL0JpfPAA5NskEfthTYE7gPsGeScSdF9wNOHTkpm+TuwKOAHYB/7Sdjn+zTn/I04NO0pq1LaU1WH04LANwmyWNorQke0Jd7KqDxmaravvf7CfD8qvoucCTwyr7cv5iaSV++jwB79uVeF3jJSD4u7GX4HmDfGZZryJ2Bx9Huav0X8I0+v8uBx81wQrofcL/erPbFVXU28F6WN9v9FvBt4IFVdT9aWb5qtvMeSfenqtoBOAR45yyWaV/gpb2lwUP79CSJHsw8hdaUf/eRQOOjZjmJdYFt+f/t3Wmo1FUYx/HvL9sE0xYXsD3DiIqCiogiiUiiehNJZmFURL4oISECo8JCRKF9j4oKEo0Mg1JbiEywtJJcSK6+yMyrZlS2WLg/vXjOn/t3mjszahHk7/Nm7vznzFmGy8yZ5zznDDxX3tf+IN8LId+Ph5GfDRuBRxraPgOYBoxrUu/1wIza/buBEZK+AkYA64Gd5bETIuI84AbgcUnDyOyCM4EPy/juA6pzEm4F7pC0BDiCzDRsO0gzMzOzur5lkgGZefAyMLTNc2YARMQCSf0lHdmsUFntPTYiZpfyW8v1Q4Apki4BdgPHAkPatHkx+QWWiOiStBYYXh77KCJ+LXWvBE4E1jU8/wpgXps2AOaU1aBtkn4AhkTEV5IGSxoKDAI2R8R3kiYAMyJiF7BJ0ifA+eQk75WI+LP09+dS95mSJpPbM/oB77fpy2nAmohYXe6/RgZRqi/P1b7YJWQgY1/Ni4gdklYAfejZ2rECOIk9J6SUMhtLmeXAdElvA2/3Uv9xwBslW+FQYM1etF2ZUbt9rIMxLQQelTSdDNp0d/AcMzsARMQFkFlYwM0RcfNeVtENdEfE4nJ/FiV4EBGbqkKSXgTerd0/jjxv4KZ6oLg8djZwcEQsqfVzA+W9XVI/4Nrqs67aAhER30iaTwbIVwFfR8SFTcbcBYwsdQ1nz+BsU848MDMzs0b1Q5fGR8R2cmWjPm84vOE5jav3va3mq5frN5Jfws8tK8ObmrTRaV0A9dTPXTRfMBkJfNCmjVZ1zQJGkRkIM9v0STR/TV4F7iwr6w+yf2Ou97W3MXdqG0BE7AZ21LIzdpd6RU5Iq/+TsyJiZClzFfAMcC6wpGSwNHoKeLqMexx7jrtd25Xo5e+mImIqcBvQF1i0N9s6zMxaiYjvgXWSTiuXLgNWAqjnjAHIrQbV1rsjgTnAxIhY2KTaMeyZdYCkgZKqz+KJlEw/SUfVtrANBC4q7a8CBqnnlx8OKZkOSBpcbg8iMxKebzdOBw/MzMysE5uAwZKOKROUqxseHw0g6WLg12olpFFE/AZ01/ZjHqb8NYcBwA9lxflSMlMA4HcynbKZBWTQoVo1OYGcKLUlaQC5ovNTJ+V7MZNMKR1FBhKqPo2W1EfSIPIArc/JIMWtZaxIOrqUPwLYWDIvbqzV3du4u4CTanv8xwKf7McY9lXTCWmZhB4fER+TWxGqjIrG8Qwg020hTxnfF6Nrt5+1KyxpWESsiIhp5IGRDh6YWVuSrpHUDVwIzJH0frk+VNLcWtHxZNbVcnKLwpRyvTq3ZTm5LW9CuX4ncCpwf22bxOBafdfREDwgD59dJWk1mZ1XbRc7HfhS0jLyIMWpEbGyBP9HAdPKY0vpObx2TKmnC9gAvNLutfC2BTMzM2urfKl/CFhMpph3NRTZLOlToD+5j7KVscALpb4d5EFN04F3JH1JTm66Srs/SVqoPCRxHrmiXXkWeL6kt+8kU023lTT6di4H9vfXC74u2zDWR0SVsj+bnGAuI1fD7ykrUu9JOoec3G0H5gL3AveTr+laMi2/+oI9E3hReUDjqFqbWyXdArxZVvS/oIPVon9aRGxXHuD4ZBWIIbdOrAZeL9dEnnPwi6R3gFnKgzDHA5PKGNYDi4CT96Ebh0laTC6Gjemg/F0lMLWLXJHrZMuKmR1AImI+ML/h2mzyvb2x7Abgytr9pcDffrY4Isb20tZkYHKLvpzS5NoseoLV9eufkmf8NKtnKRnIbrz+BPnzkh1T+zOCzMzMzP5fJL0EvBQRi/7rvtjek/QtcF5E/NiizCRgS0Q83EF9WyKi3z/XQzOz/x9nHpiZmdkBJyJu+6/7YP+6LcDtkvpHxAPNCpTTyN8it+WYmVkLzjwwMzMzMzMzs5Z8YKKZmZmZmZmZteTggZmZmZmZmZm15OCBmZmZmZmZmbXk4IGZmZmZmZmZteTggZmZmZmZmZm15OCBmZmZmZmZ2R2t+gAAAAhJREFUmbX0F1VXbKKUuaMNAAAAAElFTkSuQmCC",
      "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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q79FV8wwlgFffJktQAnD/oQRx3oh/NfisNDs31gIur5yf91N6qDU7R39LacsLVYar/kQde7EuBzz7BstvvcBBFDOz/lXf3R/Kj4SaNSl3hDrIi6GxlB8D74jS7fQeOna3XRhmU+4y1co1iHIXpaZD/SLioSjdkN9J+YF1qcrkm49RhvfUe5ryg2SDiBiSfytEe1fnrpxP6VWxRkSsQBnvXN9Gzbo1PwGsqI5PN1gTeLyF/b5+DPPH2+o0OI7Aryh31taNMsTpOw3K19dmU+q5TGVZtfzvovRaWWC4i6S3Ab+jPAlhlTwP/0hrdejpsZ3Ngp+Res2OaU1tSM8ewH0ZWOmubp37qdl58RjwSKUdhkR5AscnuipEV98FGRS5mFLfzwJX1V1w1zwBrJHlqqk/37tq16pqXQdThsk0+gy08hnta7OB1bJ3VE31HNsMmBVlLgho3g71y3v8+Y6If0TEgRGxKuVu9qlq/FjoVr6nunPcekVEnBwRm1J6J6wH1J64Ul+WHp/7LW67sOpef/40/N/d1yRtTPk8fT4irq+sGk75Hr9P5RHKvwCGZ4Cv2STRQfv3yMsRcUhErBYR76UEjKdkMGFFyufllIh4NSL+RelJUjsO01so9+cpk9duHxHVJ1+9F5gXEb+J0qPr75TeH83Oj+mU862at4BfUwIXe2UPkmZ6+3x5DNi57hxdOnszLbDP7Ml0bER8APgIZbjffpW076f0xrN+5iCKmVk/kfQe4G0NupV+RdLqeQfmO8BFDTZflvKP96nM6wDK3eeF7VLKHf2PqMwrcCwdLxI6dIGXtK+klfPCrnY3ZR6li+0Okj6tMtHnOyQNy3RjKfNsvDPzWE0dx7x3ZjnKXdpXJA2nXES2JHsQ/Bn4scpkbxtRetK0Mq5+U0mfyrulhwGvApMapFuO0v35BUnvAw5utXy9JSIepXS9HiNpKZWJB3erJPkEcE3dXdaapYC3Uc7D11Qmq21pQso3cGwvpkyO+YEM/Hy/lf3VuTDLeTCd90LpTLfO/dTsvLgDeF7StyQNkjRAZSLOzVooRyvfBedT5nUYRfP63k4ZsnCkytwDIyjnwYUtlKGRT6hMFr0UZX6P2+t65dT0+DPai26jfA8dkt8/e9BxaGT9sfwn8A61zwfRTI8/35L2llQL0j1DOcYLPHr7DX5P9QmVCVg3zzvoLwKv0F72f1IujGveyLn/Rrbtbe8EDs3Pzt6Ui92F+jQzlQmkrwG+GhFX1q2+mjJUZ1j+HUPpWTIsIuZJ2kDlUcIDMuj5P5RA3P2Z92oqk/gqe7p8j/zujTJX1iOU+YwGqgwD25/2i/2bKPP4HJXrtwRGUHpcIGkUpZfWx6IMyaqaWZLosyqTtL6L8l3WLJBwLbCJOk7I/yvK8dgtuh7S9U/KXC9LdZGuVacBx2ewuzax9x7NEkvaTtIHM7D1PKUHT/Vzvy3lWFo/cxDFzKz/NBtjfz5lXomH8++4+gQRcR/lR85tlH/6HwRu7bOSNpHjf79KudCaTRmv+yTwal5gvJ/yA79mJ+BelScP/AL4ryhjzv9GuVj/JqXb/zTax71/C/gLMEmlS/x15JwnLfgy8ANJcyg/Gi/uZhU/Q/nh+QRlCMT3I+LaTrco/o/yQ+8ZytwEn2py9+twykXjHEpAoVHAbGEYRZms71+U8+0iygU+dDKUJ3s0HEpp12codamfT6Uz3T62EXE1ZaLBP+W2f+rG/mp5zKZ8dj5CD9u8B+c+NDkv8m7ubpSLm0covXTOpEww2FU5uvwuiIhagGRVmvwAjzKvy+6UeVyepkyau1+DIG+rzqdcZP2bMuHiqCbp3uhn9A3Lun+KEnx4ljJJ5FU0+Qxkm1wAPKzSTb/ZsI038vneDLg9vyt/D3wtIh5pkran31N9ZXlKfZ+hDGv5F6W3GpQeAR/IdrviDZ77Pd62D9xOmYT2acrQl5HZI2Nh+iZlOOSv1f7kqHsBsofIP2p/lPlJ5uZrKL00LqJcuD9MOZ92rfzfWpvyffYiZU6tb0eZK6bmU5T/709RvpdfIx9jnHnsQfkcPUc5N6rfLcdRevHdWSn3abnt85n31ynn0zRKT7vjGzVARPyT8j9hD3i9p97/o5wj/6jk3+z76E+UOU3+IanRROrd9QvK53dCfsdNoky028y7KAH65ykBrBuB2lOjNgNejPKoY+tnanxjyczM+pqkP1K6v1Z7aswCvhhltv7FTt7BepbyY3Izyg/JT/dvqRYulUe0rhMR+/Z3WXpK5XGqD1B6EPwDWDsinuvfUi3afO63kzQO+HtENHuy2CJP0u2Uu8h/pFy4rdqkN5a9xUkaTfm/vVV/l8Vef3LaOcDwN9NnVtLvKJPqLtQeTtaYe6KYmfWfGyiTqy3WJO2m8ljDZSl3G2cAsygXlD/rz7JZa7L7/drZXXonyl28Kyhj3b/nAEpjPvffPCRtK+ldOdxgf8rTNa6h9Gr4xpvpYszszSwi7ouIzd5sn9mI2MsBlEVHvwVRJJ2eY+K6u12bpJMr75eU1OxRXZ3lM0TNZ3buVZJGSzql8v7dkiZ0tk2TfA5Tx4n/kHRUJ13SFguSbpDUVnm/UOuUx6elGdQlbSFpbP0x7eXy7JlR9Nr7Du3zBvIdKqk/xppbExHxkxbG5y4O9qB0I3+Cchf+v6KYEBG39W/R+oakqyvdgqt/3+nvsvXQuyhBvReAk4GDI2JqlMd5/mphF0bSd5q076I2Fvwtd+7XqDwxptExWlx/k6xPmWfhOcqwiJERMTvK460v6N+i9Z8mx/gFSVt3vfWipb+/tyWd1mT/py2M/ZtZ7+m34TySpgGbRvsjonqaz3aUMcVf7eZ2Qykz1Lc8EaMkUdpsfpeJO243GmiLiEPy/QHAihHxP93MZ1bm83Rl2UTg09E+Y/xiR9INwOERMTnfL1AnSQOj4yMy+2z/XaQ9ljLz93JUjmkvlmUgZTzvVRFxaXfL10XeIzKfXbtKa2ZmZmZmZgvql54okt4PzMzZoA+UdKekuyX9rtbTQtK4jNjeLGmmpF1z+QhJV1Wy24mcJE3lqQ93SJqWPV0GSFpL0kOSVspuyjdL2hE4AVg70/40tz8iyzI9L5Zrd+/vl3Qq5fGOa2TU+Pgs8yRJq2Ta3STdLmmqpOtqyxvYCbg6e6TclGW4pxbVl7SjpNsk3SXpEkmDJR1KmRBuYgYZkLQ8sFREPCVpFUmXZ5nulvSRTPONzPseSYdV6vSApDNz+XmSdpB0a7bV8Ew3RtI5kiZImqXyRIGfSJoh6Rrlc8slHZPtdo+kMzLYVOtBcWIek5mV+g2SdGG280XAoMq5Ua3TOEknZX1PlLSspLNyX1OVs1ur9Aq5QtKVkh6RdEjWe2oenxUz3bB8Pz3b6u2SRgJtwHl5HAZJ2lTSjZKmSBov6d2VY7c9ZeJDgFWzHR6S9JNKHRY4fi20048k3UiZZHF34KdZntojX/eV9OfctnZ8mrXHUJXz/K78+0jmcQKwdeb79SbnppmZmZmZmTUTEQv9D/gG5fnlAO+oLD+O8lgugHGUsahLULrI/h1YmvJIrKsq29wBLEOZBf9KYMlcXptVHuCLlJmOjwBOz2VDgXsq+ewInEF5POESlFnZt8l084EPV9IG5TFZAD8Bjs7Xb6e9d88Xgf/J16Mpk0cCDACm5etvAt+tLF8OWInyKLBlc/m3gGPy9SxgpUo5PgX8IF9fBBxWyWsFymz4MyiPPxxMmW1646zTa5QZ/JcApgBnZd33AK7IfMYAtwBLUp6S8RLlWedQZn/fM1+vWCnTbyttc0OlDT4BXFc5/mfl642yLG0N6jQuj8OAfP8jYN98PYTy2LNls33/ku23MqUr7kGZ7meVdpkObJuvfwD8vFLO2v6XpMw+vnK+36dS1pWAiZVj+nC289KU2efX6OL4ddZOp1bWjaN0I6ayfmy+3oY8bztpj2WApXP5usDkfD2CymfHf/7zn//85z//+c9//vOf//zXvb+B9I+PAwfk6w0lHUe5CBxMPjM8XRxl6MxDkh4G3lfNRGUei39HxEuStqcEDe7MG/yDKI8aJCLOVHlm+0GUR1w1smP+Tc33gykXoH8DHo2ISZW0/6Fc3EMJQHwsX68OXJQ9F5aiPG6t3uaUx6AB3AmclT06roiIaZK2BT4A3Jr1WIry2MJGdgLOztcfBfbL+s4DnpO0FXB5RLwIIOkyYGvKo7YeiYgZufxe4PqICEkzKEGWmqsjYm4uH0AJbEEJztTSbSfpSMrF+4qUYE3t+fSXVdqpln4byph7ImK6pOlN6gRwSbQP+doR2F3S4fl+aWDNfD0xyqM250h6rrL/GcBGKo+bHBIRN+byc4BLWND6wIbAtdn+AyiPrqztvzqXzfWRky1Kug9Yi3IeNzt+nbVTV489vAAgIm6StLykIZ20xxPAKZKGUZ4tv14XeZN1+BLwJYBll1120/e9731dbGFmZmZmZvbmNGXKlKcjYuX65Qs9iKIyXGdIRDyRi8ZRejTcrTJ3yIhK8voJW+rf70x70EXAORFxVJN9rp5vBwNzGhUN+HFEnF637VDKM9Gr5kZErSzzaG/HXwInRcTvVeafGNNgPzuTgYi8IN4G2AX4rcqwomeAayPiMw22rTccOLiT9epk3auV1/Mr7+fT8bx4Ncs6X1K13vOBgZKWpvT6aYuIx1Qe7bl0g/1U2wkWPJY19XWqtr2AvSLiweoGkjbvRn26IuDeiNiiwbqdgZMq76v7rNVPNDh+LbRT/TlWr9FnoVl7jAH+Sek9tATwShd5lwwjzqD0xqKtrS0mT35DU7CYmZmZmZkttiQ92mh5f8yJsh0dH+m5HDA7e2PUz+i+t8o8JmsD7wUerFv/+nwowPXASEnvBJC0oqS1ct2JwHnAMcDYXDYn910zHvh8Zf6K1Wp5dcMKwOP5ev8mabbPspLlezIixgK/BjYBJgFbSlon0ywjqdaT4PUyS9oAeKDSS+N6MvigMhfM8pRhJXuq/fGLnwRu7madulILBDydbTeyhW1uIo+1pA0pQ3oa1aneeOCrlblENm61kNlj5Bm1zyb/OaDWK6V6LjwIrCxpi9zHkpI2yH1uBEzrYlfNjl932qn+3IQyrIjsXfRc1qdZe6wAzM5eXJ+j9KZplq+ZmZmZmZm1qD+G8+xMmZ+k5nuU4S2PUoZeVC/yHqRc6K5CmePilbxeRNIAYN2IeADKM8ElHQ1MkLQEMBf4SvYk2QzYMspEtntJOiAizlaZSPUeypCVI1QmvL0t9/ECsC+lh0GrxgCXSHqccjH9nupKSSsDr0TE87loBHCEpLm5v/2iTKg6GrhA0tsy3dGU+S7OoExIOxv4A+1DawC+Bpwh6QtZ5oMj4jZJ4yjzxgCcGRFTs016RUQ8K2ks5djNogxR6sqvgLNzGM+0Svle76XTxA+BnwPTM3AwC+jOk2b2B07LnkkP0z6kbFwufxnYghLgODmHAA3MfQ4CplZ64jTU7PhFxMxutNOFwFiVyYRrwZZnJP0ZWB74fC5r1h6nAr/LIWwTae/lMh14TdLdwLiI+FlndTEzMzMzM7OOFvojjiXdBWweEXO7SDeOymNeG6zfijKp5kG9X8q+IWlfYPWIOKEX8rqWEnSZ3WXixcSiXKcM0P0lIi7s77IsDB7OY2ZmZmZmb2WSpkREW/3yhd4TJSI26aV8bqE8OWaxERHn9mJeH+s61eJlUa5TRBzX32UwMzMzMzOz/tVfT+fpUkSM7u8ymJmZmZmZmZnV9MfEsmZmZmZmZmZmix0HUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrQZ8GUSSdLmnLHmzXJunkyvslJU3pQT5DJH25u9v1hKTRkk6pvEGWKMQAACAASURBVH+3pAk9yOcwScvULTtK0qjeKGd/kXSDpLbK+4Vapzw+q7aYdgtJYyUNk/SJvi5bkzJ0+Az0Yr5jJB3e2/mamZmZmZm9FfR1T5TNgUnd3SgiJkfEoZVFWwF/7sH+hwDdCqKo6I122QkY34PtDgOWqVu2I9DtgMwiboE6SRrYh/sbDbQURKEcu2uAYUC3gii9df40+AyYmZmZmZlZP+uzIIqk9wMzI2KepAMl3Snpbkm/q/W0kDRO0mmSbpY0U9KuuXyEpKsq2e0EXJ3r9pV0h6Rp2dNlgKS1JD0kaSVJS2R+OwInAGtn2p/m9kdkWaZLOjaXDZV0v6RTgbuANSS9IOn4LPMkSatk2t0k3S5pqqTrassb2Am4Onuk3JRluEfS1pnPjpJuk3SXpEskDZZ0KOVCf6KkiZlueWCpiHhK0iqSLs8y3S3pI5nmG5n3PZIOq9TpAUln5vLzJO0g6dZsq+GZboykcyRNkDRL0qck/UTSDEnXSFoy0x2T7XaPpDMkKZffIOnEPCYzK/UbJOnCbOeLgEGVc6Nap3GSTsr6nihpWUln5b6mStojtxkt6QpJV0p6RNIhWe+peXxWzHTD8v30bKu3SxoJtAHn5XEYJGlTSTdKmiJpvKR3V47d9sB1wA+AfXKbfVTXiyPbYmh3zp8mn5W9M6+7Jd1U/xmQtLKka/NcOV3Soyrnem2/YyXdm8dwUG7T8DNnZmZmZmZmPdeXPVF2ptzNB7gsIjaLiA8B9wNfqKQbCmwL7AKcJmnpBnltB9ygEpjZB9gyIoYB84BREfEocCJwGvBN4L6ImAB8G/hrRAyLiCNUAivrAsMpvQw2lbRN7mN94DcRsXHmtywwKct8E3BgprsF+HBEbAxcCBxZX1hJA4D1I+I+4LPA+Czvh4BpklYCjgZ2iIhNgMnANyLiZOAJYLuI2C6z2wG4Pl+fDNyYZdoEuFfSpsABlF4/HwYOlLRxpl8H+AWwEfC+LMtWwOHAdypFXjvbfw/gXGBiRHwQeDmXA5ySx3BDSkBk18r2AyNiOKUXzfdz2cHASxGxEXA8sGklfbVOAOtlW3wT+C7wp4jYjHLcfypp2Uy3YdZheOb5Uh6H24D9Ms1vgG/lfmcA34+IS7ONR+VxeA34JTAyIjYFzsr8yGMzNyKeA44BLsrz5yI61+r508gxwMcz7e4N1n8/22QT4HJgzcq6dYH/jYgNgGeBvXJ5Z5+5hiR9SdJkSZOfeuqprpKbmZmZmZm95fTl8ImPUy7uATaUdBxleM1gOg5zuTgi5gMPSXqYcrH/OpV5LP4dES9J2p5yMX5ndoQYBDwJEBFnStobOIgSIGlkx/ybmu8HUy5C/wY8GhHVoUf/AWq9YaYAH8vXqwMXZc+FpYBHGuxnc+D2fH0ncFb26LgiIqZJ2hb4AHBr1mMpSiCgkZ2As/P1R8lgQUTMA56TtBVweUS8CCDpMmBr4PfAIxExI5ffC1wfESFpBiV4VXN1RMzN5QNoD35V020n6UjKUKMVgXuBK3PdZZV2qqXfhhL0ISKmS5repE4Al2R9oByf3Ss9PpamPWgwMSLmAHMkPVfZ/wxgI0krAEMi4sZcfg5wCQtanxKQuTbbfwAwu7L/ngydavX8aeRWYJyki2lvy6qtgE8CRMQ1kp6prHskIqZV9jM0X3f2mWsoIs4AzgBoa2uLrtKbmZmZmZm91fRJECWHDgyJiCdy0Thgz4i4W9JoYEQlef3FWv37nWm/ABRwTkQc1WSfq+fbwcCcRkUDfhwRp9dtOxR4sS7t3IiolWUe7W31S+CkiPi9pBHAmAb7eb0XTkTclL1ddgF+qzKs6Bng2oj4TINt6w2n9OpoRp2se7Xyen7l/Xw6HvtXs6zzJVXrPR8YmL2DTgXaIuIxSWMowY36/VTbCRY8ljX1daq2vYC9IuLB6gaSNu9Gfboi4N6I2KLBup2Bk5ps9xode29V26DV82cBEXFQ1m8XSk+l+iBgq8d4Hu3DpsbR/DNnZmZmZmZmPdBXw3m2AyZW3i8HzM7eGPVPZNlbZR6TtYH3Ag/WrX99PhTKEJCRkt4JIGlFSWvluhOB8yhDI8bmsjm575rxwOclDc7tV6vl1Q0rAI/n6/2bpNk+y0qW78mIGAv8mjIMZxKwpaR1Ms0yktarL7OkDYAHKr00rieDDypzwSxPGSqyZ+axLKXHws3drFNXasGCp7PtRrawzU3ksZa0IWVIUaM61RsPfFV6fc6VjZukW0AOwXlGOS8L8Dmg1iulei48CKwsaYvcx5KSNsh9bgRMa7ANwCzK8UPSJsB7Wi1bZyStHRG3R8QxwNPAGnVJbgE+nWl3BN7eQradfebMzMzMzMysB/pqOM/OwKWV99+jDG95lDL0onph+iDlQncV4KCIeCWvn2tzi6wbEQ8ARMR9ko4GJqg8AWUu8JXsSbIZZa6UeZL2knRARJytMpHqPZQhK0fkvCq35T5eAPal3MFv1RjgEkmPU4IhHS6kJa0MvBIRz+eiEcARkubm/vbLCVVHAxdIelumOxqYSRlOcbWk2cAfaB9aA/A14AxJX8gyHxwRt0kaB9yRac6MiKnZJr0iIp6VNJZy7GZRhih15VfA2TmMZ1qlfNW5chr5IfBzYHoGNWbRcf6VruxPmVtnGeBh2oeUjcvlLwNbUAJBJ+cQoIG5z0HA1EoPkonAtyVNA34M/A7YL9/fSTleveGnktal9Di5HribMk9QzbGUc2UfymdlNiXAM7iTPDv7zJmZmZmZmVkPqP16sRczle4CNo+IuV2kGwdclRN/Nlq/FbBvRBzU64XsI5L2BVaPiBN6Ia9rKUGX2V0mXkwsynXKAN1fIuLC/i5LVQba5kXEa9l75lc5QW6faWtri8mTJ/flLszMzMzMzBZZkqZERFv98j7piZJPEemNfG6hDGVYbETEub2YV2eTkS6WFuU6RcRx/V2GJtYELs7eV/+h8yf9mJmZmZmZWR/py6fzdCkiRvfn/s0WJknfBfauW3xJRBzf2XYR8RDQ8twwZmZmZmZm1jf6NYhi9laSwZJOAyZmZmZmZma26Oqrp/OYmZmZmZmZmb2pOIhiZmZmZmZmZtYCB1HMzMzMzMzMzFrgIIqZmZmZmZmZWQscRDEzMzMzMzMza4GDKGZmZmZmZmZmLXAQxczMzMzMzMysBQ6imJmZmZmZmZm1wEEUMzMzMzMzM7MWOIhiZmZmZmZmZtYCB1HMzMzMzMzMzFrgIIqZmZmZmZmZWQscRDEzMzMzMzMza4GDKGZmZmZmZmZmLXAQxczMzMzMzMysBQ6imJmZmZmZmZm1wEEUMzMzMzMzM7MWvCWCKJJOl7RlD7Zrk3Ry5f2Skqb0IJ8hkr7c3e16QtJoSadU3r9b0oQe5HOYpGXqlh0laVRvlLO/SLpBUlvl/UKtUx6fVVtMu4WksU3WDZV0T5N1P5C0Q77eWtK9kqZJer+kz/a89GZmZmZmZm9tb4kgCrA5MKm7G0XE5Ig4tLJoK+DPPdj/EKBbQRQVvXF8dgLG92C7w4Bl6pbtCHQ7ILOIW6BOkgb24f5GAy0FUSjH7pru7iAijomI6/LtKOC/I2IYsArgIIqZmZmZmVkPvemDKJLeD8yMiHmSDpR0p6S7Jf2u1tNC0jhJp0m6WdJMSbvm8hGSrqpktxNwda7bV9IdeYf/dEkDJK0l6SFJK0laIvPbETgBWDvT/jS3PyLLMl3SsblsqKT7JZ0K3AWsIekFScdnmSdJWiXT7ibpdklTJV1XW97ATsDV2SPlpizDPZK2znx2lHSbpLskXSJpsKRDKRf6EyVNzHTLA0tFxFOSVpF0eZbpbkkfyTTfyLzvkXRYpU4PSDozl58naQdJt2ZbDc90YySdI2mCpFmSPiXpJ5JmSLpG0pKZ7phst3sknSFJufwGSSfmMZlZqd8gSRdmO18EDKqcG9U6jZN0Utb3REnLSjor9zVV0h65zWhJV0i6UtIjkg7Jek/N47NiphuW76dnW71d0kigDTgvj8MgSZtKulHSFEnjJb27cuy2B66TtEHlXJsuad1cP0DSWJWeJhMkDaqczyMlfRH4NHCMpPPyPNw68/l680+NmZmZmZmZNfKmD6IAO9N+N/+yiNgsIj4E3A98oZJuKLAtsAtwmqSlG+S1HXCDSmBmH2DLvMM/DxgVEY8CJwKnAd8E7ouICcC3gb9GxLCIOCIDK+sCw4FhwKaStsl9rA/8JiI2zvyWBSZlmW8CDsx0twAfjoiNgQuBI+sLK2kAsH5E3EfpgTA+y/shYJqklYCjgR0iYhNgMvCNiDgZeALYLiK2y+x2AK7P1ycDN2aZNgHulbQpcACl18+HgQMlbZzp1wF+AWwEvC/LshVwOPCdSpHXzvbfAzgXmBgRHwRezuUAp+Qx3JASENm1sv3AiBhO6UXz/Vx2MPBSRGwEHA9sWklfrRPAetkW3wS+C/wpIjajHPefSlo2022YdRieeb6Ux+E2YL9M8xvgW7nfGcD3I+LSbONReRxeA34JjIyITYGzMj/y2MyNiOeAg4Bf5DZtwN9zH+sC/xsRGwDPAntV6kJEnAn8HjgiIkZRzsOb8zz8GWZmZmZmZtYtfTlsYVHxccrFPcCGko6jDK8ZTMdhLhdHxHzgIUkPUy72X6cyj8W/I+IlSdtTLsbvzI4Qg4AnoVy4StqbcuE7rEmZdsy/qfl+MOWC+G/AoxFRHXr0H6DWG2YK8LF8vTpwUfZcWAp4pMF+Ngduz9d3Amdlj44rImKapG2BDwC3Zj2WogQCGtkJODtff5QMFkTEPOA5SVsBl0fEiwCSLgO2plzEPxIRM3L5vcD1ERGSZlCCVzVXR8TcXD6A9uBXNd12ko6kDDVaEbgXuDLXXVZpp1r6bShBHyJiuqTpTeoEcEnWB8rx2V3S4fl+aWDNfD0xIuYAcyQ9V9n/DGAjSSsAQyLixlx+DnAJC1qfEpC5Ntt/ADC7sv/aMKPbgO9KWp0SCHwo0z8SEdMa1LlHJH0J+BLAmmuu2UVqMzMzMzOzt543dRBFZbjOkIh4IheNA/aMiLsljQZGVJJH3eb173emPegi4JyIOKrJPlfPt4OBOY2KBvw4Ik6v23Yo8GJd2rkRUSvLPNqP2S+BkyLi95JGAGMa7Of1XjgRcVP2dtkF+K3KsKJngGsj4jMNtq03nNKroxl1su7Vyuv5lffz6XgOvpplnS+pWu/5wMDsHXQq0BYRj0kaQwlu1O+n2k6w4LGsqa9Tte0F7BURD1Y3kLR5N+rTFQH3RsQWDdbtDJwEEBHnS7qdcuzG5zCdh+vKMY/KUKWeiIgzgDMA2tramrWZmZmZmZnZW9abfTjPdsDEyvvlgNnZG6P+iSx7q8xjsjbwXuDBuvWvz4dCGQIyUtI7ASStKGmtXHcicB5wDFB7ssqc3HfNeODzkgbn9qvV8uqGFYDH8/X+TdJsn2Uly/dkRIwFfk0ZhjMJ2FLSOplmGUnr1ZdZ0gbAA5VeGteTwQeVuWCWpww12jPzWBb4JHBzN+vUlVrA5Olsu5EtbHMTeawlbUgZUtSoTvXGA1+tzLmycZN0C8ghOM/U5mUBPgfUeqVUz4UHgZUlbZH7WDLnP1GWc1oufy/wcA6z+n2tDj1Qfx6amZmZmZlZN7ype6JQ7uZfWnn/PcrwlkcpQy+qF5QPUi50VwEOiohX8vq5NrfIuhHxAEBE3CfpaGCCyhN05gJfyZ4km1HmSpknaS9JB0TE2SoTqd5DGbJyRM6rclvu4wVgX0pvglaNAS6R9DglGPKe6kpJKwOvRMTzuWgEcISkubm//XJC1dHABZLelumOBmZSeiRcLWk28Ac6PiXma8AZkr6QZT44Im6TNA64I9OcGRFTs016RUQ8q/LI3xnALMoQpa78Cjg7h/FMq5SvOldOIz8Efg5Mz6DGLDrOv9KV/Slz6yxD6TVSG1I2Lpe/DGxBCQSdnEOABuY+BwFTKz1x9gH2zWP3D+AHwPLdKEvNdOA1SXcD4zwvipmZmZmZWfeo/TrtzUfSXcDmETG3i3TjgKty4s9G67cC9o2Ig3q/lH1D0r7A6hFxQi/kdS0l6DK7y8SLiUW5Thmg+0tEXNhfZWhra4vJkyf31+7NzMzMzMz6laQpEdFWv/xN3RMlnzjTG/ncQnkazmIjIs7txbw+1nWqxcuiXKeIOK6/y2BmZmZmZmYLelMHUVoVEaP7uwxmZmZmZmZmtmh7s08sa2ZmZmZmZmbWKxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtWOyCKJJOl7RlD7Zrk3Ry5f2Skqb0IJ8hkr7c3e16QtJoSadU3r9b0oQe5HOYpGXqlh0laVRvlLO/SLpBUlvl/UKtUx6fVVtMu4Wksb247xGSPtKD7TqcU2ZmZmZmZta6xS6IAmwOTOruRhExOSIOrSzaCvhzD/Y/BOhWEEVFb7T1TsD4Hmx3GLBM3bIdgW4HZBZxC9RJ0sA+3N9ooKUgCuXYXdOL+x4BNAyi9HGdzczMzMzM3rIWqyCKpPcDMyNinqQDJd0p6W5Jv6v1tJA0TtJpkm6WNFPSrrl8hKSrKtntBFyd6/aVdIekadnTZYCktSQ9JGklSUtkfjsCJwBrZ9qf5vZHZFmmSzo2lw2VdL+kU4G7gDUkvSDp+CzzJEmrZNrdJN0uaaqk62rLG9gJuDp7pNyUZbhH0taZz46SbpN0l6RLJA2WdCjlQn+ipImZbnlgqYh4StIqki7PMt1d690g6RuZ9z2SDqvU6QFJZ+by8yTtIOnWbKvhmW6MpHMkTZA0S9KnJP1E0gxJ10haMtMdk+12j6QzJCmX3yDpxDwmMyv1GyTpwmzni4BBlXOjWqdxkk7K+p4oaVlJZ+W+pkraI7cZLekKSVdKekTSIVnvqXl8Vsx0w/L99Gyrt0saCbQB5+VxGCRpU0k3Spoiabykd1eO3fbAdXlu/Xe2xXRJX819bJ/7nZFlfVsunyXp2DymMyS9T9JQ4CDg67nvrRvUecWs2/Qs+0adfbbMzMzMzMysa4tVEAXYmfa7+ZdFxGYR8SHgfuALlXRDgW2BXYDTJC3dIK/tgBtUAjP7AFtGxDBgHjAqIh4FTgROA74J3BcRE4BvA3+NiGERcYRKYGVdYDgwDNhU0ja5j/WB30TExpnfssCkLPNNwIGZ7hbgwxGxMXAhcGR9YSUNANaPiPuAzwLjs7wfAqZJWgk4GtghIjYBJgPfiIiTgSeA7SJiu8xuB+D6fH0ycGOWaRPgXkmbAgdQev18GDhQ0saZfh3gF8BGwPuyLFsBhwPfqRR57Wz/PYBzgYkR8UHg5VwOcEoeww0pAZFdK9sPjIjhlF40389lBwMvRcRGwPHAppX01ToBrJdt8U3gu8CfImIzynH/qaRlM92GWYfhmedLeRxuA/bLNL8BvpX7nQF8PyIuzTYelcfhNeCXwMiI2BQ4K/Mjj83ciHgO+BLwHmDjzO+8PD/HAftkGw3MutY8ncf0V8DhETGLcl7+LM/DmxvU+Vhgau7jO1kHMzMzMzMzewMWt27/H6dc3ANsKOk4yvCawXQc5nJxRMwHHpL0MOVi/3Uq81j8OyJekrQ95WL8zuwIMQh4EiAizpS0N+Wu/7AmZdox/6bm+8GUoMrfgEcjojr06D9ArTfMFOBj+Xp14KLsubAU8EiD/WwO3J6v7wTOyh4dV0TENEnbAh8Abs16LEUJBDSyE3B2vv4oGSyIiHnAc5K2Ai6PiBcBJF0GbA38HngkImbk8nuB6yMiJM2gBK9qro6Iubl8AO3Br2q67SQdSRlqtCJwL3Blrrus0k619NtQgj5ExHRJ05vUCeCSrA+U47O7pMPz/dLAmvl6YkTMAeZIeq6y/xnARpJWAIZExI25/BzgEha0PiUgc222/wBgdmX/tWFGOwCnRcRrWY9/S/oQpV1nVvbxFeDnDdriUw323ajOWwF75T7+JOkdWZemJH2JEuRhzTXX7CypmZmZmZnZW9JiE0RRGa4zJCKeyEXjgD0j4m5JoylzRNRE3eb173emPegi4JyIOKrJPlfPt4OBOY2KBvw4Ik6v23Yo8GJd2rkRUSvLPNrb/5fASRHxe0kjgDEN9vN6L5yIuCl7u+wC/FZlWNEzwLUR8ZkG29YbTseeDo3q1MyrldfzK+/n0/F8ejXLOl9Std7zgYHZ++JUoC0iHpM0hhLcqN9PtZ1gwWNZU1+natsL2CsiHqxuIGnzbtSnKwLujYgtGqzbGTipkq6+Dp21NzRvi3r1da7XrO3KyogzgDMA2traOk1rZmZmZmb2VrQ4DefZDphYeb8cMDt7Y9Q/kWVvlXlM1gbeCzxYt/71+VAoQ0BGSnonQM4lsVauOxE4DzgGqD1ZZU7uu2Y88HlJg3P71Wp5dcMKwOP5ev8mabbPspLlezIixgK/pgzDmQRsKWmdTLOMpPXqyyxpA+CBSo+F68ngQ87XsTxlqNGemceywCeB2pCR3lILmDydbTeyhW1uIo+1pA0pQ4oa1aneeOCr0utzrmzcJN0CcgjOM8p5WYDPAbVeKdVz4UFgZUlb5D6WlLRB7nMjYFqmmwAcpJz8NeddeQAYWjt2dftopv48rFdtqxGUIUHPd5GnmZmZmZmZdWKx6YlCuZt/aeX99yjDWx6lDL2oXlA+SLkIXQU4KCJeyevn2twi60bEAwARcZ+ko4EJKk/QmQt8JXuSbEaZK2WepL0kHRARZ6tMpHoPZcjKETmvym25jxeAfSm9Blo1BrhE0uOUYMh7qislrQy8UrkIHgEcIWlu7m+/nFB1NHBBbVJSyhwpMym9C66WNBv4Ax2fEvM14AxJX8gyHxwRt0kaB9yRac6MiKnZJr0iIp5VeeTvDGAWZYhSV34FnJ3DeKZVyledK6eRH1KGxkzPoMYsOs6/0pX9KXPrLAM8TPuQsnG5/GVgC0og6OQcNjMw9zmIMjdJrWfHmZS5S6bn8RsbEadIOoByDgyktMVpXZTpSuBSlUlyv9pg/Rja2+olmgfnzMzMzMzMrEVqv7ZbtEm6C9g8IuZ2kW4ccFVO/Nlo/VbAvhFxUO+Xsm9I2hdYPSJO6IW8rqUEXWZ3mXgxsSjXKQN0f4mIC/u7LN3R1tYWkydP7u9imJmZmZmZ9QtJUyKirX75YtMTJZ9O0hv53EJ5Gs5iIyLO7cW8PtZ1qsXLolyniDiuv8tgZmZmZmZmvWOxCaK0KiJG93cZzMzMzMzMzOzNZ3GaWNbMzMzMzMzMrN84iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWuAgipmZmZmZmZlZCxxEMTMzMzMzMzNrgYMoZmZmZmZmZmYtcBDFzMzMzMzMzKwFDqKYmZmZmZmZmbXAQRQzMzMzMzMzsxY4iGJmZmZmZmZm1gIHUczMzMzMzMzMWrDYBFEknS5pyx5s1ybp5Mr7JSVN6UE+QyR9ubvb9YSk0ZJOqbx/t6QJPcjnMEnL1C07StKo3ihnf5F0g6S2yvujJI2SNEbS4b28rxfq3l8jaTVJsySt1Jv7yvw7nGeSRki6qpfyHi1p1d7Iy8zMzMzM7K1osQmiAJsDk7q7UURMjohDK4u2Av7cg/0PAboVRFHRG228EzC+B9sdBixTt2xHoNsBmUXcQqmTpEHAihHxeB/lP4AenGfdMBpwEMXMzMzMzKyHFosgiqT3AzMjYp6kAyXdKeluSb+r9bSQNE7SaZJuljRT0q65vP5O/k7A1bluX0l3SJqWPV0GSFpL0kOSVpK0ROa3I3ACsHam/Wluf0SWZbqkY3PZUEn3SzoVuAtYQ9ILko7PMk+StEqm3U3S7f+fvXuPt6qq9///egdeUBDyhOYlNS9ppoiyRfNOqGF5TT1mmGL+9KtdPGZSWuYhz6nUzjmdzMxbiiblLS21RJQDYgoqAm4QUU9e8kKpJyNvIMLn98f8LJgs19p77c3e7A28n4/Hfuw1xxpzzDE+c8JifhhjLknTJd1bKa9hGHBXzkiZlH2YJWnvbOdASZMlTZN0s6Tekk6nuGGeIGlC1lsPWDMiXpW0oaTbsk+PSdoj65yZbc+SdEZpTHMkXZXlYyTtL+mBjNXgrDdK0rWSxuVMjc9JukjSzJzBsUbWOy/jNkvSFZKU5RMlXZjn5KnS+HpJuiHjfCPQq3RtLBlT1TUzMGPdnOP8YJZvnbF+LOO1VcZrfG7PlHRYnfOwHzCxtP210j7bZfvrSro6xze90lbG8P6sP60U7/0kTZD0K2BmresMWC/HMDuv8Q/UO+/14ivpKKAJGJNt98LMzMzMzMzaZKVIogAHAWPz9a0RsWtE7AQ8AZxUqrcFsC/wWeAySWvXaGsIMFFFYuYYYM+IGAgsAoZHxPPAhcBlwDeA2RExDjgb+FNEDIyIkSoSK9sAg4GBwCBJ++QxtgWui4ids711gSnZ50nAyVnvj8DuEbEzcAPwzerOqpidsG1EzAa+ANyd/d0JmKFiScm5wP4RsQswFTgzIi4GXgaGRMSQbG5/YHy+vhi4L/u0C/C4pEHAiRSzfnYHTpa0c9bfGvgJMADYLvuyF3AW8O1Sl7fK+B8GXA9MiIgdgXeyHOCSPIc7/7JdaAAAIABJREFUUCREDi7t3zMiBlPMovnXLDsNeDsiBgDfBwaV6pfHVHYd8K3cZ2aprTHAz3LcewBzgfnAERm/IcB/VhI7VcrXIcBruc/PMw4A3wH+JyJ2zbZ+JGld4BXggKx/DEX8KwYD34mI7am6zkrvfwPYkSK+n6t33rP+++IbEbdkneHZ9js1xmdmZmZmZmYt6NnVHWjQpylu7gF2kPTvFMseerPsMpebImIx8LSkZyhu9pdQ8TyIv0XE25KGUtyMP5L3y70obnSJiKskHQ2cSpEgqeXA/Jme270pkip/Bp6PiPLSo3eBymyYR4ED8vWmwI2SNgLWBJ6tcZzdgIfy9SPA1Tmj47cRMUPSvsD2wAM5jjWByXX6PAy4Jl9/Cjg+x7sImCdpL+C2iHgLQNKtwN7A7cCzETEzyx8HxkdESJpJkbyquCsiFmZ5D5YmHcr1hkj6JsVSo/WBx4E78r1bS3Gq1N+HTDpERLOk5jpjIvvXF+gXEfdl0bXAzZL6AJtExG3Z1vysvwbwg0yCLQY2ATYE/lIVvz1Zmiyp7uvn8vWBwKFa+myWtYHNKBJal0iqJOw+Vmrn4Yiode7L7z+Tff01RfJqPvXPe0vxrUvSKcApAJtttllr1c3MzMzMzFY73T6JomK5Tr+IeDmLRgOHR8RjkkZQLLGoiKrdq7cPYmnSRcC1EXFOnWNumpu9gTdqdQ34YURcXrXvFsBbVXUXRkSlL4tYGvefAv8VEbdL2g8YVeM4S2Y/RMSkvNH/LPDLXO7xOnBPRBxbY99qgylmddRTa/ZFxYLS68Wl7cUsex0tyL4ullQe92KgZ84OuhRoiogXJI2iSDRUH6ccJ3j/uaxobUxl9cY3HOgPDMoE0HNVfULSlsALEfFuK30VcGREPFm1/yjgrxQziD5AkQSpqL5eqtW6rkWN895AfOsfJOIK4AqApqamevE2MzMzMzNbba0My3mGABNK232AuTl7oPpbZo5W8RyTrYAtgSer3l/yPBSKJSBHSdoAQNL6kjbP9y6kWPZxHnBllr2Rx664G/hS6TkUm1TaaoO+QOUhpSfUqTM0+0r275WIuBL4BcUynCnAnpK2zjrrSKrMcljSZ0mfAObkrJPK+E/L93rks0UmAYdnG+sCRwD3t3FMranc0L+WsTuqgX0mkeda0g4US4pqjQmAiJgHvK58pgrwRYqlS/8AXpR0eO6/VibM+lLEdaGkIcDmvF/1Up567qZ4VkrlOS+V5VB9gbk5U+qLFLN0aqm+zgAGS/poPgvlGIplYPXOe0vxrdW2mZmZmZmZNajbz0ShuHm9pbT9XYrlLc9TLBEp3xQ+CdxHsRTj1IiYX3m0RT5bZJuImAMQEbMlnQuMy5vThcBXcibJrhTPSlkk6UhJJ0bENSoepDqLYsnKyHyuyuQ8xpvAcRSzEho1imKZyUsUN8UfLb8pqT8wP2/+oZh1M1LSwjze8fmQ2BHAryWtlfXOBZ6imFVwl6S5wO9ZNgnwL8AVkk7KPp8WEZMljQYezjpXRcT0jEmHiIi/S7qS4tw9R7FEqTU/B67JZTwzSv1rKbFxAsVzcdYBnmHpcrAvApdLOp/inB9NkTC7Q9LUbH9OjfaGAV9roK//Bvw30JyJlOconvlyKfCbXCY2gTqzTyLi/8rXGcV5m0zxwNkdKRJKt+VMnxFUnfeIeKqF+I7OmLwDfNLPRTEzMzMzM2sbLV1tUaeCNBb4fET8Pbc/CFwfEZ9tcccOImkasFtELGyl3mjgznyAZq339wKOi4hTO76XnUPSccCmEXFBB7R1D0XSZe7y96x7WFFjyiTFAxHR1JnH6U6amppi6tSpXd0NMzMzMzOzLiHp0Vr3gI3MRNmwkkABiIjX8wGtK0R+80hHtPNHimUQK42IuL4D2zqg9VorlxU1pohYQPH1wGZmZmZmZrYaaySJsljSphHxIoCkbvm1HRExoqv7YGZmZmZmZmarrkaSKOdRfI3q/+T2EBr/NhQzMzMzMzMzs1VCq0mUiPi9pMHAJym+VvVbEfFKp/fMzMzMzMzMzKwbqfsVx5K2yd8DKL7t5hngT8CHs8zMzMzMzMzMbLXR0kyUs4GTgJ/VeC+AfTqlR2ZmZmZmZmZm3VDdJEpEnJS/915x3TEzMzMzMzMz655afSaKpLWA/wfsRTED5X7gyvzaVzMzMzMzMzOz1UIj385zLbAAuDK3j82yz3dWp8zMzMzMzMzMuptGkijbR0T5QbL3SHqsszpkZmZmZmZmZtYd1f12npIZknatbEgaBEzuvC6ZmZmZmZmZmXU/jcxE2QV4SNIzuf1R4HFJ04GIiF06rXdmZmZmZmZmZt1EI0mUwzq9F2ZmZmZmZmZm3VyrSZSI+JOkHSi+nQfg/oh4vHO7ZWZmZmZmZmbWvbT6TBRJXwVuAjbLn5skfbmzO2ZmZmZmZmZm1p00spznFGBwRLwJIOkHwIPApZ3ZMTMzMzMzMzOz7qSRb+cRsLC0vTDLzMzMzMzMzMxWG3VnokjqGRHvAb8Epkj6Tb51BHDtiuicmZmZmZmZmVl30dJynoeBXSLiIkkTgL0pZqCcGhGPrJDemZmZmZmZmZl1Ey0lUZYs2cmkiRMnZmZmZmZmZrbaaimJ0l/SmfXejIj/6oT+mJmZmZmZmZl1Sy0lUXoAvfFDZM3MzMzMzMzMWvx2nrkRcX5EfK/WT2d1SNLlkvZsx35Nki4uba8h6dF2tNNP0pfbul97SBoh6ZLS9kaSxrWjnTMkrVNVdo6k4R3Rz64iaaKkptL2OZKGSxol6awOPtabVdtjJW1SK7YriqSrJG3fCe2+2XotMzMzMzMzq9ZSEqWrZqDsBkxp604RMTUiTi8V7QU82I7j9wPalERRoZGvi27NMODudux3BlB9o38g0OaETDe3QsYkqRewfkS8RO3YtrZ/SzO8GhYR/19EzO6ItszMzMzMzGz5tXTjP3SF9SJJ+jjwVEQsknSypEckPSbpN5XZAJJGS7pM0v2SnpJ0cJbvJ+nOUnPDgLvyveMkPSxpRs506SFpc0lPS/qQpA9kewcCFwBbZd0f5f4jsy/Nkr6XZVtIekLSpcA04COS3pT0/ezzFEkbZt1DJD0kabqkeyvlNQwD7soZKZOyD7Mk7Z3tHChpsqRpkm6W1FvS6cDGwIT8FiUkrQesGRGvStpQ0m3Zp8ck7ZF1zsy2Z0k6ozSmOTkDYpakMZL2l/RAxmpw1hsl6VpJ4yQ9J+lzki6SNDNncKyR9c7LuM2SdIUkZflESRfmOXmqNL5ekm7ION8I9CpdG0vGVHXNDMxYN+c4P5jlW2esH8t4bZXxGp/bMyUdVuc87AdMrBPbJbM4JB0laXTpuvyvrHdhxujqHOsz2VZNktaV9Pvs6yxJx5Ti1JSvT8pYTZR0pXIGUx73YkkP5nGOyvJGx2pmZmZmZmYNqptEiYi/rciOpIOAsfn61ojYNSJ2Ap4ATirV2wLYF/gscJmktWu0NYTiRvjjwDHAnhExEFgEDI+I54ELgcuAbwCzI2IccDbwp4gYGBEjVSRWtgEGAwOBQZL2yWNsC1wXETtne+sCU7LPk4CTs94fgd0jYmfgBuCb1Z2V1APYNmcefAG4O/u7EzBD0oeAc4H9I2IXYCpwZkRcDLwMDImIIdnc/sD4fH0xcF/2aRfgcUmDgBMpZv3sDpwsaeesvzXwE2AAsF32ZS/gLODbpS5vlfE/DLgemBAROwLvZDnAJXkOd6BIiBxc2r9nRAymmOnxr1l2GvB2RAwAvg8MKtUvj6nsOuBbuc/MUltjgJ/luPcA5gLzgSMyfkOA/6wkdqocBIytE9uWfIzi/Hwjt7cDPk1x7fxrJblUwzDg5YjYKWM1tvympI2B71KcqwOy3bKNKM7RwRRJQNow1vJxTpE0VdLUV199taWqZmZmZmZmq6WOWILSkT7N0hvIHVTMDpkJDAc+Uap3U0QsjoingWeouqnMm86/RcTbFDNqBgGPSJqR21sCRMRVQB/gVIokQS0H5s90ihkn21EkVQCej4jy0qN3gcpsmEcpkj0AmwJ351hGVo2lYjfgoXz9CHCipFHAjhHxBsUN9PbAAzmOE4DN6/R5ySwc4FPAz3O8iyJiHsUN920R8VZEvAncCuyd9Z+NiJkRsRh4HBgfEUGRoNiidIy7ImJhlvdg6Xkr1xuiYgbOzOxHedy31ojTPhQJGSKiGWiuMyYAJPUF+kXEfVl0LbCPpD7AJhFxW7Y1P68FAT+Q1AzcC2wC1JoVtCdF4qutbo6IRaXt30fEgoh4DXilzrGgiNn+OTtn7zxHZYMpEmF/y5jfXPX+b/PPw+zSMRod6xIRcUVENEVEU//+/VsdrJmZmZmZ2eqmQ57d0BFULNfpFxEvZ9Fo4PCIeEzSCIolFhVRtXv19kEsfbaIgGsj4pw6x9w0N3sDb9TqGvDDiLi8at8tgLeq6i7MhAMUM14q8f0p8F8Rcbuk/YBRNY6zZBZOREzK2S6fBX6pYlnR68A9EXFsjX2rDaaY1VFPSzMSFpReLy5tL2bZ62VB9nWxpPK4FwM9c3bQpUBTRLyQCaG1q/dn2TjB+89lRWtjKqs3vuFAf2BQRCyU9FxVn5C0JfBCRLxbp41y/6pnQFVfD+VYVo9zaYMRT+XsoM8AP5Q0LiLOL3erTl9qHadSt9WxmpmZmZmZWdt0p5koQ4AJpe0+wNxcAlH9LTNHq3iOyVYUs0qerHq/PGthPHCUpA0AJK0vqTKD40KKZR/nAVdm2Rt57Iq7gS9J6p37b1Jpqw36Ai/l6xPq1BmafSX790pEXAn8gmIZzhRgT0lbZ511JH2sus+SPgHMKc2IGE8mH1Q8C2Y9iqVGh2cb6wJHAPe3cUytqdywv5axO6qBfSaR51rSDhRLimqNCYCcsfF65ZkqwBcpZmz8A3hR0uG5/1qZMOtLEdeFkoZQeyZPeUkZvP96+Kukj6t4kPARDYypVTlz6u2IuB74D4rzXfYwsK+kD6p4aO2RDTTbyFjNzMzMzMysDbrNTBSKm9dbStvfpVje8jzFcofyjeyTwH0UyxNOjYj5lcc95LNFtomIOQARMVvSucC4vPFdCHwlZ5LsSvGslEWSjpR0YkRco+JBqrMolqyMzOeqTM5jvAkcRzGzoFGjgJslvUSRDPlo+U1J/YH5efMPxaybkZIW5vGOz4fEjgB+LWmtrHcu8BRwBcUDaecCv2fZJMC/AFdIOin7fFpETFbxQNSHs85VETE9Y9IhIuLvkq6kOHfPUSxRas3PgWtyCcqMUv+qExtlJ1A8F2cdiqVdJ2b5F4HLJZ1Pcc6PpkiY3SFparY/p0Z7w4CvlbaXxDafi3I2xZKtF4BZFDOYlteOwI8kLc6+LjPjJiJekvQDij8PLwOzgeolP9UaGauZmZmZmZm1gZauwuhakqYBu+UzH1qqNxq4MyJuqfP+XsBxEXFqx/eyc0g6Dtg0Ii5otXLrbd1DkXSZu/w96x5W1JgyOfVARDR15nHaQ1LviHgzZ6LcBlxdeeZLZ2hqaoqpU6d2VvNmZmZmZmbdmqRHa90bdpuZKPktIh3Rzh9p30NBu0wu4+iotg7oqLa6ixU1pohYAHS7BEoaJWl/imVS44DfdnF/zMzMzMzMVjvdJonSqIgY0dV9MGsPSf9E7a9pHhoR/9fSvhFR79ujzMzMzMzMbAVZ6ZIoZiurTJQM7Op+mJmZmZmZWft0p2/nMTMzMzMzMzPrtpxEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEqUHS5ZL2bMd+TZIuLm2vIenRdrTTT9KX27pfe0gaIemS0vZGksa1o50zJK1TVXaOpOEd0c+uImmipKbS9jmShksaJemsDj7Wm1XbYyVtUqfuaElH1SjfWNItpe1fS2qW9PU81xt3ZJ/NzMzMzMxWJ06i1LYbMKWtO0XE1Ig4vVS0F/BgO47fD2hTEkWFjjifw4C727HfGcA6VWUHAm1OyHRzK2RMknoB60fES23ZLyJejoijso0PA3tExICI+DEwAnASxczMzMzMrJ2cRKki6ePAUxGxSNLJkh6R9Jik31RmWuQsgMsk3S/pKUkHZ/l+ku4sNTcMuCvfO07Sw5Jm5EyXHpI2l/S0pA9J+kC2dyBwAbBV1v1R7j8y+9Is6XtZtoWkJyRdCkwDPiLpTUnfzz5PkbRh1j1E0kOSpku6t1JewzDgrpyRMin7MEvS3tnOgZImS5om6WZJvSWdTnFzPkHShKy3HrBmRLwqaUNJt2WfHpO0R9Y5M9ueJemM0pjmSLoqy8dI2l/SAxmrwVlvlKRrJY2T9Jykz0m6SNLMnMGxRtY7L+M2S9IVkpTlEyVdmOfkqdL4ekm6IeN8I9CrdG0sGVPVNTMwY92c4/xglm+dsX4s47VVxmt8bs+UdFid87AfMDHbuUDS7Gz/P0p19pH0oKRnlLNSMn6z8v1xwAZ5Dr8LNAFjcrsXZmZmZmZm1iZOorzfQcDYfH1rROwaETsBTwAnleptAewLfBa4TNLaNdoaAkxUkZg5BtgzIgYCi4DhEfE8cCFwGfANYHZEjAPOBv4UEQMjYmQmVrYBBgMDgUGS9sljbAtcFxE7Z3vrAlOyz5OAk7PeH4HdI2Jn4Abgm9WdldQD2DYiZgNfAO7O/u4EzJD0IeBcYP+I2AWYCpwZERcDLwNDImJINrc/MD5fXwzcl33aBXhc0iDgRIpZP7sDJ0vaOetvDfwEGABsl33ZCzgL+Hapy1tl/A8DrgcmRMSOwDtZDnBJnsMdKBIiB5f27xkRgylm0fxrlp0GvB0RA4DvA4NK9ctjKrsO+FbuM7PU1hjgZznuPYC5wHzgiIzfEOA/K4mdKgcBYyWtDxwBfCLb//dSnY0yLgdTJN6qHcrS6+jfKM7X8Nx+p0Z9MzMzMzMza0HPru5AN/Rpipt7gB0k/TvF8preLLvM5aaIWAw8LekZipv9JVQ8e+JvEfG2pKEUN+OP5P1yL+AVgIi4StLRwKkUCZJaDsyf6bndmyKp8mfg+YgoLz16F6jMhnkUOCBfbwrcKGkjYE3g2RrH2Q14KF8/AlydMzp+GxEzJO0LbA88kONYE5hcp8/DgGvy9aeA43O8i4B5kvYCbouItwAk3QrsDdwOPBsRM7P8cWB8RISkmRTJq4q7ImJhlvdgafKrXG+IpG9SLDVaH3gcuCPfu7UUp0r9fSiSPkREs6TmOmMi+9cX6BcR92XRtcDNkvoAm0TEbdnW/Ky/BvCDTIItBjYBNgT+UhW/PSmSRospEi9XSfo9S88tFOdlMTC7hZlFDZN0CnAKwGabbba8zZmZmZmZma1yPBOlRMVynX4R8XIWjQa+mrMbvgeUZ5tE1e7V2wexNOki4NqcATAwIraNiFGlY26a9XrX6xrww9L+W0fEL/K9t6rqLoyISl8WsTRR9lOKWRk7Av+vaizlPo8FiIhJFAmFl4BfSjo++3FPqR/bR8RJNdqBYtbMw3Xeq4ypngWl14tL24tZNvG3IPu6mGXHvRjombODLgWOynFfybLjrrRbjhO8/1xWtDamsnrjGw70BwblLJ+/VvUJSVsCL0TEuxHxXh73N8DhLE0Ulfvf0vEaFhFXRERTRDT1799/eZszMzMzMzNb5TiJsqwhwITSdh9gbs4eqP6WmaNVPMdkK2BL4Mmq95c8D4ViCchRkjYAkLS+pM3zvQspln2cR3GTD/BGHrvibuBLknrn/ptU2mqDvhQJEYAT6tQZmn0l+/dKRFwJ/IJiGc4UYE9JW2eddSR9rLrPkj4BzMlZJ5Xxn5bv9chni0wCDs821qVYsnJ/G8fUmkpy4rWM3fu+zaaGSeS5lrQDxZKiWmMCICLmAa9XnqkCfJFi6dI/gBclHZ77r5UJs74UcV0oaQiwOe+3JJmV/e4bEX+gWHZUb7ZSI6qvKzMzMzMzM2sDL+dZ1kHALaXt71Isb3meYolI+Qb0SeA+iqUYp0bE/MqjLfLZIttExByAiJgt6VxgnIpv0FkIfEXSFsCuFM9KWSTpSEknRsQ1Kh6kOotiycrIfK7K5DzGm8BxFDMoGjWKYpnJSxTJkI+W35TUH5ifN/9QPNh0pKSFebzj8yGxI4BfS1or650LPAVcQfFA2rnA71l2xsS/AFdIOin7fFpETJY0mqUzO66KiOkZkw4REX+XdCXFuXuOYolSa34OXJPLeGaU+ld+Vk61Eyiei7MO8AxLl4N9Ebhc0vkU5/xoioTZHZKmZvtzarQ3DPhavu4D/C5n1Qj4egNjqGd09vMd4JN+LoqZmZmZmVnbaOkKCJM0DdgtIha2Um80cGdE3FLn/b2A4yLi1I7vZeeQdBywaUTUekBpW9u6hyLpMnf5e9Y9rKgxZXLqgYho6szjtKapqSmmTp3alV0wMzMzMzPrMpIerXVf5pkoJfmNKR3Rzh8pvg1npRER13dgWwe0XmvlsqLGFBELKL6K2MzMzMzMzLoZJ1HaISJGdHUfzMzMzMzMzGzF8oNlzczMzMzMzMwa4CSKmZmZmZmZmVkDnEQxMzMzMzMzM2uAkyhmZmZmZmZmZg1wEsXMzMzMzMzMrAFOopiZmZmZmZmZNcBJFDMzMzMzMzOzBjiJYmZmZmZmZmbWACdRzMzMzMzMzMwa4CSKmZmZmZmZmVkDnEQxMzMzMzMzM2uAkyhmZmZmZmZmZg1wEsXMzMzMzMzMrAFOopiZmZmZmZmZNcBJFDMzMzMzMzOzBjiJYmZmZmZmZmbWACdRzMzMzMzMzMwa4CSKmZmZmZmZmVkDnEQxMzMzMzMzM2vAapFEkXS5pD3bsV+TpItL22tIerQd7fST9OW27tcekkZIuqS0vZGkce1o5wxJ61SVnSNpeEf0s6tImiipqbR9jqThkkZJOquDj/Vm1fZYSZt0YPvfbud+z0n6UEf1w8zMzMzMbHWxWiRRgN2AKW3dKSKmRsTppaK9gAfbcfx+QJuSKCp0xPkZBtzdjv3OANapKjsQaHNCpptbIWOS1AtYPyJe6sBmayZROvDaMTMzMzMzs5JV/kZL0seBpyJikaSTJT0i6TFJv6nMtJA0WtJlku6X9JSkg7N8P0l3lpobBtyV7x0n6WFJM3KmSw9Jm0t6WtKHJH0g2zsQuADYKuv+KPcfmX1plvS9LNtC0hOSLgWmAR+R9Kak72efp0jaMOseIukhSdMl3Vspr2EYcFfOSJmUfZglae9s50BJkyVNk3SzpN6STgc2BiZImpD11gPWjIhXJW0o6bbs02OS9sg6Z2bbsySdURrTHElXZfkYSftLeiBjNTjrjZJ0raRxOVPic5IukjQzZ3CskfXOy7jNknSFJGX5REkX5jl5qjS+XpJuyDjfCPQqXRtLxlR1zQzMWDfnOD+Y5VtnrB/LeG2V8Rqf2zMlHVbnPOwHTMx2dpX0YLbzsKQ+ktaWdE22MV3SkKw7QtKtGYOnJV2U5RcAvfJ8jqlz7Ryb7c2SdGGdfpmZmZmZmVmDVvkkCnAQMDZf3xoRu0bETsATwEmlelsA+wKfBS6TtHaNtoYAE1UkZo4B9oyIgcAiYHhEPA9cCFwGfAOYHRHjgLOBP0XEwIgYmYmVbYDBwEBgkKR98hjbAtdFxM7Z3rrAlOzzJODkrPdHYPeI2Bm4AfhmdWcl9QC2jYjZwBeAu7O/OwEzVCzpOBfYPyJ2AaYCZ0bExcDLwJCIGJLN7Q+Mz9cXA/dln3YBHpc0CDiRYtbP7sDJknbO+lsDPwEGANtlX/YCzmLZ2RRbZfwPA64HJkTEjsA7WQ5wSZ7DHSgSIgeX9u8ZEYMpZtH8a5adBrwdEQOA7wODSvXLYyq7DvhW7jOz1NYY4Gc57j2AucB84IiM3xDgPyuJnSoHAWMlrQncCPxLtrN/ju8rADneY4FrS9fgQIrrbUfgGEkfiYizgXfymqossVpy7QALKa7FT+X+u0o6vEa/zMzMzMzMrEE9u7oDK8CnKW7uAXaQ9O8Uy2t6s+wyl5siYjHwtKRnKG72l5C0MfC3iHhb0lCKm/FH8n65F/AKQERcJelo4FSKm9daDsyf6bndmyKp8mfg+YgoLz16F6jMhnkUOCBfbwrcKGkjYE3g2RrH2Q14KF8/AlydMzp+GxEzJO0LbA88kONYE5hcp8/DgGvy9aeA43O8i4B5kvYCbouItwAk3QrsDdwOPBsRM7P8cWB8RISkmRTJq4q7ImJhlvdgafKrXG+IpG9SLDVaH3gcuCPfu7UUp0r9fSiSPkREs6TmOmMi+9cX6BcR92XRtcDNkvoAm0TEbdnW/Ky/BvCDTIItBjYBNgT+UhW/PSmSRtsCcyPikWznH9nOXsBPs2yOpOeBj+W+4yNiXtabDWwOvMD7la+dXYGJlVk2ksZkLH5bY7/K2E8BTgHYbLPN6lUzMzMzMzNbba3SSRQVy3X6RcTLWTQaODwiHpM0gmKJRUVU7V69fRBLky4Cro2Ic+occ9Pc7A28UatrwA8j4vKqfbcA3qqquzAiKn1ZxNJz9lPgvyLidkn7AaNqHGfJLJyImJQ3+p8FfqliWdHrwD0RcWyNfasNppjVUU+t2RcVC0qvF5e2F7PsNbgg+7pYUnnci4GeOTPjUqApIl6QNApYu3p/lo0TvP9cVrQ2prJ64xsO9AcGZQLouao+IWlL4IWIeDdnqdTqT6Pxqx5bWfnaaam9miLiCuAKgKampnoxMzMzMzMzW22t6st5hgATStt9gLk5e6D6W2aOVvEck63DO1lmAAAdUElEQVSALYEnq95f8jwUiiUgR0naAEDS+pI2z/cupFj2cR5wZZa9kceuuBv4kqTeuf8mlbbaoC9QeUjpCXXqDM2+kv17JSKuBH5BsQxnCrCnpK2zzjqSKrMflvRZ0ieAOTnrpDL+0/K9HvlskUnA4dnGusARwP1tHFNrKsmJ1zJ2RzWwzyTyXEvagWJJUa0xAZAzPl6vPFMF+CLF0qV/AC9WlsRIWisTZn0p4rown2OyOe9XXlI2B9hY0q7ZTh9JPav6+TFgM95/DVZbmNdyLQ8B+6p4Pk8PiiVC99Wpa2ZmZmZmZg1YpWeiUNy83lLa/i7FzeXzFEtEyomNJyluMjcETo2I+ZVHW+RN6DYRMQcgImZLOhcYp+JbUBYCX8mZJLtSPCtlkaQjJZ0YEdeoeJDqLIolKyPzuSqT8xhvAsdRzDJo1CiKZSYvUSRDPlp+U1J/YH5luQjFrJuRkhbm8Y7Ph8SOAH4taa2sdy7wFMWMhLskzQV+z9IkAMC/AFdIOin7fFpETJY0Gng461wVEdMzJh0iIv4u6UqKc/ccxRKl1vwcuCaX8cwo9a+c2Kh2AsVzcdYBnmHpcrAvApdLOp/inB9NkTC7Q9LUbH9OjfaGAV/LMbwr6Rjgpyq+secdiueiXJrHnAm8B4yIiAW1H6+yxBVAs6RpwHfKb0TEXEnnUCQRBfwhIn7XUmNmZmZmZmbWMi1dMbHqyZvL3SJiYSv1RgN3RsQtdd7fCzguIk7t+F52DknHAZtGxAUd0NY9FEmXucvfs+5hRY0pk1MPRERTZx6nozU1NcXUqVO7uhtmZmZmZmZdQtKjte7jVumZKPmNKR3Rzh8pvg1npRER13dgWwe0XmvlsqLGFBELgJUqgWJmZmZmZma1rdJJlEZFxIiu7oOZmZmZmZmZdW+r+oNlzczMzMzMzMw6hJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTWgZ1d3wAxA0uXAdRHxQFf3pRZJA4GNI+IPXd2XRkgaAYyLiJe7ui8drvkmGH8+zHsR+m4KQ8/jw69uzdr3zKXPtt8EiV9dsIgewF82aOKZLQ9lwVrr0/uf1uaTh23Fx3b7cFePYIX7z2MO5o1tm7hs30NBWvqGgr8M2aVDjtHc3My4cXdwyWsDgNIx8vVzF3y2Q45jZma2qmtubmb8+PHMmzePvn37MnToUAYMGNDV3TLrEKvC9e2ZKNZd7AZMWZ4GJHVmUnAg8Jm27NDJ/WnNCGDjLjx+52i+Ce44Hea9AATMe6FuAuWvGzTx5LZfYMHa/wQSb/5tARPGzOGph/7S1aNYod6XQCn/hPjwhGnLfYzm5mZuv/22UgKl/FPY4uzfL/dxzMzMVnXNzc3ccccdzJs3D4B58+Zxxx130Nzc3MU9M1t+q8r17SSKdTlJHweeiohFkiZK+m9JD0qaJWlw1hmcZdPz97ZZPkLSzZLuAMZJ6i1pvKRpkmZKOizrbSFpjqSrst0xkvaX9ICkp0vHWVfS1ZIeyWMdJmlN4HzgGEkzJB1Tq16t/rQw5pG5b7Ok72XZhZK+XKozStI3Wqi/haQnJF0p6XFJ4yT1knQU0ASMyf72knSBpNm5/3908ClcccafDwvfWbZMIvI3Ej0obt3/tOWhLO6x1jJV33t3MZN/96cV1NluRCxNnCxTXiRSltf48eN5772gOnFiZmZmbTN+/HgWLly4TNnChQsZP358F/XIrOOsKte3l/NYd3AQMLa0vW5E7CFpH+BqYAdgDrBPRLwnaX/gB8CRWf+TwICI+FvO/jgiIv4h6UPAFEm3Z72tgaOBU4BHgC8AewGHAt8GDge+A/xPRHxJUj/gYeBe4DygKSK+CiDpB9X1JN1b3Z9ag5V0ILANMJjijvP2HOsNwH8Dl2bVfwaGtVD/z1l+bEScLOkm4MiIuF7SV4GzImKqpPWBI4DtIiKyv7X6dUrGhs0226xWla4378WGqy5Ya/2a5W/+bUFH9cZS5X8TzMzMbPnU+0z1Z62tClaV69szUaw7+DTLJlF+DRARk4D18qa/L3CzpFnAj4FPlOrfU0pYCPiBpGaK5McmwIb53rMRMTMiFgOPA+MjIoCZwBZZ50DgbEkzgInA2kCtjEJL9e6pl0Ap7XsgMB2YBmwHbBMR04ENJG0saSfg9Yj4c736pTHNyNePlsZR9g9gPnCVpM8Bb9fqVERcERFNEdHUv3//Frrfhfpu2nDVtRbUPgW911+rZrm1X9++fbu6C2ZmZquEep+p/qy1VcGqcn07iWJdStI6QL+qB6BGVbUA/g2YEBE7AIdQJC0q3iq9Hg70BwZFxEDgr6W65SkIi0vbi1k6K0sUszkG5s9mEfFEra63UO+tGvWr9/1had+tI+IX+d4twFHAMRQzU1qrXx7TImrMLouI9yhmsfyGYrbN2Oo6K42h58EavZYtiygWkERABIsoLpitnrmdDyxadtZJzzU/wCcP22oFdbYbCZbEZ9nyAFX/cWu7oUOH0rOnKgda7vbMzMxWV0OHDmWNNdZYpmyNNdZg6NChXdQjs46zqlzfTqJYVxsCTKgqOwZA0l7AvIiYRzET5aV8f0QL7fUFXomIhZKGAJu3sT93A1+TiodHSNo5y98A+jRQr9FjfElS79x3E0kb5Hs3AJ+nSKTc0kD9epb0N/frm98sdAbFQ3JXTgP+GQ65GPp+BBD0/Qh/6f+/zD9gI9548iKI4Atn92ARsOErU9n2yV+x1vz/gwh6r78WQ4Zvt9p9O883bryTPk9O5dT7bl+aSKn8dNC38wwYMIBDDz2Cr36omaWJlGUTKv52HjMzs9YNGDCAQw45ZMn/zPft25dDDjlkpfv2ErNaVpXr289Esa52EEuTBRWvS3oQWA/4UpZdBFwr6Uzgf1pobwxwh6SpwAyKZ6m0xb9RPJekORMkzwEHUyR6Kst3fthCvVZFxLh8mO7kzMG8CRxHkfx5XFIf4KWImNtK/UUtHGY0cJmkdyhi/DtJa1PMavl6Y6Hopgb8c/FT8heAoQB5oz6i+LU98KkV1rHu6xs33gnAqE48xoABAxgwYABndeIxzMzMVgeVz1SzVdGqcH0rqqd3m61AkqYBu0XEwtyeSD4QtUs7tppramqKqVN9CszMzMzMbPUk6dGIaKou90wU61IRsfxrCczMzMzMzMxWACdRrFuJiP26ug8dRdKOwC+rihdExG5d0R8zMzMzMzNbPk6imHWSiJjJyvwQVzMzMzMzM1uGv53HzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKYmZmZmZmZmTXASRQzMzMzMzMzswY4iWJmZmZmZmZm1gAnUczMzMzMzMzMGuAkipmZmZmZmZlZA5xEMTMzMzMzMzNrgJMoZmZmZmZmZmYNcBLFzMzMzMzMzKwBTqKY1SDpzS4+/kBJnyltHyrp7K7sk5mZmZmZ2equZ1d3wMxqGgg0AX8AiIjbgdu7tEcrgeFXTuaBP/2tq7thZmZmZmYtEDB8983498N37OqutJlnopi1QNJ+kiZKukXSHEljVDhI0k1V9e7I18dKmilplqQLS3WGSZom6TFJ47NssKQHJU3P39tKWhM4HzhG0gxJx0gaIemS3GdzSeMlNefvzbJ8tKSLs51nJB2V5RtJmpRtzZK094qL4IrjBIqZmZmZ2cohgOun/Jlzfzuzq7vSZk6imLVuZ+AMYHtgS2BP4B5gd0nrZp1jgBslbQxcCHyKYjbJrpIOl9QfuBI4MiJ2Ao7O/eYA+0TEzsB5wA8i4t18fWNEDIyIG6v6cwlwXUQMAMYAF5fe2wjYCzgYuCDLvgDcHREDgZ2AGcsdkW7ICRQzMzMzs5XLrx96oau70GZOopi17uGIeDEiFlMkILaIiPeAscAhknoCnwV+B+wKTIyIV7POGGAfYHdgUkQ8CxARlTv+vsDNkmYBPwY+0UB/Pgn8Kl//kiJpUvHbiFgcEbOBDbPsEeBESaOAHSPijVqNSjpF0lRJU1999dUGumFmZmZmZtZ+iyK6ugtt5iSKWesWlF4vYumzhG4E/pli1skjmZxQnTZEMWut2r8BEyJiB+AQYO129K/cbrmvAoiISRSJnJeAX0o6vmYjEVdERFNENPXv378d3TAzMzMzM2tcD9W7feq+/GBZs/abCPwCOJkioQLwEPATSR8CXgeOBX4KTAZ+JumjEfGspPVzNkpfiuQGwIhS228Afeoc90Hg8xSzUIYDf2ypk5I2B16KiCtz+dEuwHUt7fPoo4++Jun5lup0Nz3X32SbD6zZa72u7kfZorfn0WOdvl3djdWSY991HPuu4bh3Hce+6zj2Xcex7xqrYtwXvfPGq7rgr3/u6n7UsXmtQidRzNopIhZJupMi+XFCls2VdA4wgWImyB8i4ndQLJcBbpX0AeAV4ADgIuBaSWcC/1NqfgJwtqQZwA+rDn06cLWkkcCrwImtdHU/YKSkhcCbQM2ZKFVj81SUDiBp6nvzXmnq6n6sjhz7ruPYdw3Hves49l3Hse86jn3XcNy7B8VKuAbJzGxlIGlqRPiDrgs49l3Hse8ajnvXcey7jmPfdRz7ruG4dw9+JoqZmZmZmZmZWQOcRDEz6zxXdHUHVmOOfddx7LuG4951HPuu49h3Hce+azju3YCX85iZmZmZmZmZNcAzUczMzMzMzMzMGuAkiplZO0l6TtJMSTMkTa167yxJkV93XSk7R9L/SnpS0qdXfI9XHfViL+lrGd/HJV1UKnfsO0it2EsaKGlKpUzS4FJ9x76DSOon6RZJcyQ9IemTktaXdI+kp/P3B0v1HfsOUCfuP8rtZkm3SepXqu+4d5BasS+958/ZTlQv9v6c7Xx1/s7x52w34q84NjNbPkMi4rVygaSPUHyF9Z9LZdsDnwc+AWwM3CvpYxGxaEV2dhWzTOwlDQEOAwZExAJJG2S5Y9/xqq/7i4DvRcRdkj6T2/s59h3uJ8DYiDhK0prAOsC3gfERcYGks4GzgW859h2qVtzvAc6JiPckXQicg+PeGWrF3p+zK8b7Yu/P2RWm1nV/E/6c7TY8E8XMrOP9GPgmUH7o1GHADRGxICKeBf4XGFxrZ2u304ALImIBQES8kuWOfecLYL183Rd4OV879h1E0nrAPsAvACLi3Yj4O0WMr81q1wKH52vHvgPUi3tEjIuI97LaFGDTfO24d5AWrnnw52ynaiH2/pztZC3E3p+z3YiTKGZm7RfAOEmPSjoFQNKhwEsR8VhV3U2AF0rbL2aZtc/7Yg98DNhb0kOS7pO0a5Y79h2rVuzPAH4k6QXgPyj+Vx4c+460JfAqcI2k6ZKukrQusGFEzAXI3xtkfce+Y9SLe9mXgLvytePecWrG3p+zK0S9696fs52vXuz9OduNOIliZtZ+e0bELsBBwFck7QN8BzivRl3VKPPXo7Vfrdj3BD4I7A6MBG6SJBz7jlYr9qcBX4+IjwBfJ/8HDce+I/UEdgF+HhE7A29RLN2px7HvGC3GXdJ3gPeAMZWiGm047u1TK/aj8OfsilDvuvfnbOerF3t/znYjTqKYmbVTRLycv18BbgP2BT4KPCbpOYrp3dMkfZjifwY+Utp9U5ZOxbQ2qhH7wRQxvjUKDwOLgQ/h2HeoOrE/Abg1q9zM0qnEjn3HeRF4MSIeyu1bKP6h/VdJGwHk71dK9R375Vcv7kg6ATgYGB4RUarvuHeMerH352znqxd7f852vnqx9+dsN+IkiplZO+SU4j6V18CBwCMRsUFEbBERW1B8sO0SEX8Bbgc+L2ktSR8FtgEe7qLur9TqxH4W8FvgU1n+MWBN4DUc+w7TQuxfpkgiQnEOns7Xjn0Hyb9HXpC0bRYNBWZTxPiELDsB+F2+duw7QL24SxoGfAs4NCLeLu3iuHeQOrGf5s/ZztfC3zf+nO1kLcTen7PdiL+dx8ysfTYEbitmsdIT+FVEjK1XOSIel3QTxQfhe8BX/OT0dqsZ+3yC/dWSZgHvAifk/w479h2nXuzfBH4iqScwHzgFfN13gq8BY/JafwY4keI/xG6SdBLFN5UcDY59B6sV90eAtYB78s/DlIg41XHvcLViX5Nj3+Fqxf4t/Dm7ItSK/e/w52y3oaWzD83MzMzMzMzMrB4v5zEzMzMzMzMza4CTKGZmZmZmZmZmDXASxczMzMzMzMysAU6imJmZmZmZmZk1wEkUMzMzMzMzM6tL0tGSHpe0WFJTC/X6SbpF0hxJT0j6ZJaPkvSSpBn585ksP0DSo5Jm5u/K12j3KdWdIek1Sf+d720uabykZkkTJW1aOv6i0j63NzCunSRNzuPfIWm91vZxEsXMzMyshtI/xGZJulnSOq3Un1jrH5aSRki6JF+fKun4dvSln6Qvl7Y3lnRLW9tpof1jJX2nqmw/SXd21DHaQ9LhkrYvbZ8vaf/lbPPTpX9gvynpyXx9naQmSRcvf8/rHns/SXt0Vvt1jlm5cTm/hTpbVeKxIvtmZt1T/l01uqp4FvA5YFIru/8EGBsR2wE7AU+U3vtxRAzMnz9k2WvAIRGxI3AC8EuAiHijVHcg8Dxwa+7zH8B1ETEAOB/4YekY75T2O7SB4V4FnJ3Hvw0Y2doOTqKYmZmZ1Vb5h9gOwLvAqcvbYERcFhHXtWPXfsCSJEpEvBwRRy1vf0qGAWM7sL2OcjiwJIkSEedFxL3L02BE3F36R/lUYHhuHx8RUyPi9OXsc0v2A1ZoEiX9OCLOq/dmRPwp42FmVlNEPBERT7ZUJ2dx7AP8Ivd5NyL+3kq70yPi5dx8HFhb0lpV7W4DbADcn0XbA+Pz9QTgsNb6L2mQpPtytsvdkjbKt7ZlaWLoHuDI1tpyEsXMzMysdfcDW0vaQtKsSqGksySNKtU7TtKDOXtlcHUjOSvgrHy9taR7JT0maVrOBuidU5Sn5dTiyj8MLwAqswV+VO6HpLUlXZP1p0sakuUjJN0qaaykpyVdVGtgkgQMBKbVG3z2++qcbfOMpNOz/MKqGTKjJH1DhR9lHGZKOqZU55tZ9pikC7LsZEmPZNlvJK2TMzYOBX6U495K0mhJR+U+Q3O8M7Nva2X5c5K+V4rhdvXGVWOcS2bf5FiulTQu2/ycpIuyzbGS1sh6Nf9hLul0SbNVTDe/QdIWFIm4r+d49pZ0iKSHchz3Stqwjcd+Ls/Bw/mzdQNj3FdLZ+JMl9Sn0fiYmbViS+BV4Jr8++UqSeuW3v9q/p14taQP1tj/SGB6RCyoKj8WuDEiIrcfY2my4wigj6R/yu21JU2VNEXS4QD5d+ZPgaMiYhBwNfD9rD+L4rMG4GjgI60N0kkUMzMzs/+/vfuPubKs4zj+/iSmLgQrwYVmGk1r6QTFX2U5V2GKa3Mxn8jRzFzWkC03ctoyrTEnW6aVJs3fmwycGC5DstZEC4KSyY9JD2ym5gOE00yj4ofw7Y/vde+5OZ3z3Degc5PP65+Hc5/rXNd9nbHzXM/3+n6vMwRJw4DzgDUtmr8nIj5BZo3c3dB2DnBbRJxEZidsArYCF0bEycA5wE0lyHE18GzJmOhMNZ4GUFKRpwD3STq4PDcO6ANOBPokdVscjgdW1RanvXwUOBc4DbiuLErnlf4rFwEPkinf48hU7s+SgZAPSDqPzC45vcy7Cuz8IiJOLdf+AnwtIpYCvwS+Xeb9bDVImd+9QF+Z9zDgm7X7eLm8h7cDMxrmNZSxwCRyl/N+4PEy3n+BSQ0L86uB8SXd/BsR8Twwm8F09t8DfwDOiIjx5Ht5Vduxa+1ej4jTgFuBW1rMaQYwrWSefKr0Z2ZGCequJEtcvlALuJ7bsothwMnA7eVz7d/kZyHk5/FY8nfDJuCmjrE/DswCLu/S75eAubXHM4CzJT0NnA1sAN4ozx0dEROALwO3SBpLZpucAPy2zO+7QHWOyqXANEkrgEPJzNPGSZqZmZnZ/zukLLYgM1HuAsY0vGYuQEQ8KWmEpMO6NSq7/0dGxILSfmu5fiBwg6RPA7uAI4EjGsY8i/xDnojol/QCcFx57ncR8Vrpey3wIeDFjtd/HljUMAbAwrI7uE3SS8AREfG0pNGSxgCjgFcj4m+SrgTmRsROYLOkJ4BTycXuPRHxn3K//yh9nyBpJlm2NBx4rOFejgeei4j15fF9ZDCpCiJUdfMryIDO3loUETskrQEOYLDkaQ1wDLsvzCltNpU2q4E5kh4GHu7R/1HAAyV75d3Ac3swdmVu7efNLea0BPiRpDlk8GqgxWvMbD8QEadDZuUBl0TEJXvYxQAwEBHLy+P5lCBKRGyuGkm6A/hV7fFR5HkkX6kHzMtzJwHDImJF7T43Uj7bJQ0Hvlj9rqtKgyLir5IWkxsF64BnIuLMLnPuByaWvo5j9yB1V85EMTMzM+uufjjd9IjYTu501ddPB3e8pjObo1d2h3pcv5gMRpxSMgU2dxmjbV8A9ZTonXTfQJsI/KZhjKH6mg9MJjNS5jXck+j+ntwLXFEyLb7Pvs25fq+95tzWNoCI2AXsqGXr7Cr9ilyYV/9PToyIiaXNJOA24BRgRclo6vRT4NYy78vZfd5NY1eix7+7iogbgcuAQ4Ble1LuZGY2lIj4O/CipOPLpc8AawE0eAYJZAlOVZJ6GLAQuCYilnTpdgq7Z6Eg6XBJ1e/iayiZn5LeWyvtPBz4ZBl/HTBKg98UdGDJfEHS6PLzXWSGyuymeTqIYmZmZtbeZmC0pPeXhdoFHc/3AUg6C3it2hnrFBGvAwO1eu2DlN/+MxJ4qWQgnENmjgD8i0wz7uZJMvhS7aIdTS4YG0kaSe7wvdKmfQ/zyFTryWRApbqnPkkHSBpFHjT4JzJYc2mZK5LeV9ofCmwqmTgX1/ruNe9+4JjaGSBTgSf2YQ57q+vCvCzGPxgRj5MlOlWGTed8RpJp6JDfSrE3+mo//9jUWNLYiFgTEbPIg3UdRDGzRpIulDQAnAkslPRYuT5G0qO1ptPJLLzVZOnODeV6da7TarJc9cpy/QrgI8C1tfKh0bX+LqIjiEIe0r1O0noyW7Mqo/wY8JSkVeSBszdGxNqyCTIZmFWeW8ngId9TSj/9wEbgnqb3wuU8ZmZmZi2V4MYPgOVk6UV/R5NXJS0FRpB11kOZCvy89LeDPNBuDvCIpKfIRV5/GfcVSUuUh8kuIjMcKj8DZpeyjzfIFOxtpbykyeeAff22m2dKedKGiKhKWRaQC+1VZHbEVWWH8teSxpGL3O3Ao8B3gGvJ9/QFslylCjTMA+5QHmQ7uTbmVklfBR4sGR5/psXu4ZstIrYrD7r9SRWQIkuK1gP3l2siz0H5p6RHgPnKA4OnA9eXOWwAlgHH7sVtHCRpObk5OqVF+2+VAN1Ocoe2TSmXme1HImIxsLjj2gLys72z7Ubg/NrjlcCELu2m9hhrJjBziHv5cJdr8xkM2tevLyXPAOvWz0oyoN95/cfk1zK3puYzxMzMzMzsnUjSncCdEbHs7b4X23OSngcmRMTLQ7S5HtgSET9s0d+WiBj+5t2hmdk7jzNRzMzMzPZTEXHZ230P9pbbAnxd0oiI+F63BuXbKx4iy9XMzGwIzkQxMzMzMzMzM2vBB8uamZmZmZmZmbXgIIqZmZmZmZmZWQsOopiZmZmZmZmZteAgipmZmZmZmZlZCw6imJmZmZmZmZm14CCKmZmZmZmZmVkL/wMuTfuf8H23/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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",
      "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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leHtws+3yh5u3ImIy8E3KdA+1YO2PKSPHJwC3UoK8bwPP5PnxF8rdBwtR+vjilDs+oLTV28ARmf8NlB89ukw/ImlfysjYz+UPSOSo6ispo9Tnp/ytsLmk+pH1NS9SfoSoqfXlYzMA+xwlYLpVk+3bPe8aadgHovxgOYpybXtK0uWSVs40zf72qemu/7b1t0YD7Vw3Gp53+Rl6ACVo/4ykc7N/1SxCCfpbDzkQbGZmZjZnqL91HMoXg5rlKCNzusiAzimUkTVLRsQQ4D663ro5MzxFGe1TK9cClOkFarrULyL+GuWW1vdSviRemLdN/pMyVUS95yhf5FaNiCH5b7GYfttsd86mjG79YEQsBpzIjG3U7BbZJ4El1PWp68sBDecWrDPtGOaX5A/Q4DgCJ1BGOH00ynQZ329QvoH2FKWeC1aWVcv/Psro4RmmTpA0H/AHyhPal8l+eAXt1aG3x/YpZjxH6jU7pjW16SG2AR7IL7Y91aO+n5r1i38Cj1XaYUhELBIRzYIV03R3LcjgwPmU+n4ZuKzuy3/Nk8AHs1w19f29u3atqtZ1Ycqty43OgXbO0YH2FLBsjlKvqfaxtYDHo8yNCs3boX55r8/viPhPROwVEUOB/waOl7Rig6TtXKd6ctz6RUQcExFrUkaJfgw4qElZet3329x2ZtW9vv80/OweaJJWp5xPe0TEtZVVIyjX8Qck/YcylcOI/JGi2YMfg+nXkdcjYt+IWDYiPkL50evu/PFgCcr5clxEvBkRz1NG9NaOw6Q2yr0H5YF0G0fEvyqrPgJMjYjTo4ys/xdlxHqz/jGJ0t/Icr9ICY621Q9anHevZpLq5+T76jZv2geijL7flHIMHqJcs6H53z7TitRNkVv9rdFq2778fUOU+ajXp/wYE0wP+kP58WBiO/lYVw4Em5mZmXU4SR8G5ouIh+pW/Y+kD+RImO8D5zXYfCHKH9/PZl67U0YBzmwXUkZWrqsyz+ahdA10dLmdWtJXJC2dwanJuXgqZe7GTSTtoPJAlCUlDct0p1DmnX1v5rGsus4B2coilFEvb0gaQQmEtSVHct4K/ETS/JJWo4xobmeeyTUl/VeOWjsAeBO4vUG6RSi30k7JEUJfb7d8/SVvQx0HjJY0r8rDhL5QSbIVcGXdSKeaeSm3iD4LvKPyALq2HjLVh2N7PuWBV6tk8PpH7eyvzrlZzq/TejRwKz3q+6lZv7gTeFnlATwLSJpb5eFaa7VRjnauBWdTRqTtTPP63kEJdnxbZS7OkZR+cG4bZWhkK5UHQM5LmXfzjrrR0TW9Pkf70W2U69C+ef3Zhq7T7NQfy6eBJTV9ftRmen1+S9peUu2Hhhcpx3hqfbo+XqcGhMpD1dZWmXf6VeANppf9aUpwr6Yvfb8v2/a39wL757mzPSUY1t1UIv1K5aGQVwL7RcSldav/TJn2YVj+O4QywndYREyVtKqkYdmGCwP/jxIUfDDzXlbl4WLKEcc/JK+9Ocr2Mcr83vOoTCmyK9ODgTdS5qv9Xq5fDxhJGUWMyoPTjgQ2jTK9R9UjJYm+LGmu/GFyFM0DjVcDa6jrQ3ZPBfZTeUDm4pRr72VN2rDheZc/Av0b+Eq20R7MGMBt2AckLSNp6/zR+03K9Ei18+G3wIGS1sy2XVFNHqzZRKu/NerPtWn6ct2QtJKkz6r8EPwG5Qfd6rVpQ0p/sx5yINjMzMys8zWbc/Jsyjyrj+a/I+oTRMQDlC9qt1H+2P8kcMuAlbSJKPPc7UcJFj1FmRvuGeDNDJJ8nPJlo2YL4H6VJ6L/Gtgx56f7ByXg+H+UW8gnMH0+uu8AfwNuV7m9+hpyDuA2fAM4TNIrlC++5/ewijtRvjw/Sbmd/kcRcXXLLYo/Ub6svkiZc++/oszhV+9ASuDrFUpQtFHQf2bYmfIAnucp/e08yhdKaDEtRI4s3Z/Sri9S6lI/v3ArPT62EfFnysODrsttr+vB/mp5PEU5d9all23ei74PTfpFjqr7AiVA8xhltPRvaWOexXauBRFRC/IOpckX9CjzHG9Nmdf4OcqD8HZp8ENVu86mBIpeANak9LFG+nqO9lnW/b8ogZDJwFcogaKG50C2yTnAoypTEjS7Fbsv5/dawB15rbwE+GZEPNYkbW+vUwNlUUp9X6Tcbv485a4BgN9R5hadLOniPvb9Xm87AO6gPFjuOco0CtvlyNiZ6f8oU+v8TtKU/Hc/QI7U/U/tH+XW/bfzNZTpNM6j/HDxKKU/fb7yubUC5Xr2KmWO+e9GmTu55r8on+/PUq7L71AelEjmsQ3lPHqJ0jeq15YjKHdT3FUp94m57cuZ97co/WkC5Y6HHzdqgIh4mvKZsE1l8eHAXZSg8oOUAHjD7Wl93u1FGdn+PGWke/31vVkfmItybJ6kXA83JB8aGREXZNqzKdeJiykjrNvV6m+NnwA/yHOt0cOAe3vdmA84Kuv5H0oA/PsAGYDfitJHrIfU+Ad3MzMzM+sUkq6g3EpZHTH7OPC1KE8Rn+3kSKLJlC9Da1G+CO0wuKWauSSNBlaMiK8Mdll6S9J5lNtXD6d80VshIjznXwvu+9NJGgP8KyKaPZBplifpDso0FVdQgk9Dm4yKtzmcpN0on9vrD3ZZDCStQglEjujkc3ZW/FtD0n6UaX6+PdhlmR15RLCZmZlZ5xtLeWDKbE3SFyQtmLc9Hg3cCzxOCYr9cjDLZu3JW7lXyFtvt6CMpqqNTPqhg8CNue93DkkbSnpf3rq+K7Aa5Tb7xYD/7eSAklkniYgHImItn7MzX0Qc6yBw7zkQbGZmZtbhIuJnEfF69ylnedtQbi18kjIacscoroqI2wa3aAND0p8rt7BW/31/sMvWS++j/DAxBTgG+HpEjI+IZyLihJldGEnfb9K+s9q8g3Nc36+RdH+TY9RsCohZ3UqUeUdfotzGvV1EPBURj0TEOYNbtMHT5BhPkfSZwS5bTw32dVvSiU32f+LM2L+ZzdoGdGoISScBp0dEw3nk8taG4RGxbz/v9zDgxr7c6thd2WemnAvqmIjYrh/znBLtPwW73TyHU+bg2b8PeawD7EGZPPzAiPh8f5Wvzf2PbLbfduonaR/gtYg4vQ9l+B7wj4jo04MXJH0/Io6svL81ItbtS55t7nc0MCUiju4ubQ/z/S3wi5yfrrd5XAnsGRENn1Kat0kPzwcRdJfXMMqte716OIOksZS+Nq4329fl9UXgkb60TQ/2tTzlKeCD8aCoajmupMyvdyh97BdN8u9y/uSyWeZzAXr3GdrXfmtmZmZmZmazr4EeEbw2jZ9aPKAi4pB+mO9uUMpeT9I8EfFkfwaBB0pEjOtLEDhtQbk1apaSx6Hb+kXEiX0JAqfNKA/u6asuvzjPjCDwQIqIr/UxCLwAsESzIHAvDKNMUD8r+CKwymAXYqDlU2q7HMu+9osWGo3YmCU+F/poQPutpLkHKm8zMzMzMzPrmwELBEv6OGWE2lRJYyX9StKtku6TNKJB+i9IukPSeEnXSFoml4+W9PvM41FJ++fy5SU9KOmUvF3oqgwOIGmMpO3y9eOSDpV0j6R7Ja2cy5eWdHUuP0nSE5KWalD2/SU9IGmSpHNz/cKSTs38Jkn6Ui7fTNJtmecFKg9yaFWGEdkm4/P/lXL5brn9pcBVWdf7ct38lX2Pl7RRi2Owm6Q/SbpS0sOSftQgzcKSrq2UbZs22nespJ9KulPSI8rbdSSNlHRZq+OW634o6aFs/3PU9cmSG1Oe4lwtY6t2uijr91dJP6ts0/BYNGmnLbI8N1OeFFpbPlrSyZKuAk6v1U9lTrvHJQ2ppP2bpGVymwO7aacFJZ2ffec8lX4/PNctCswbEc9mPz5B0vXZhhtmmz6o8mCM2r53ymN3n6Sf5rKjgAUkTZB0Vi6bkv9L0s8z/b2SRlWO31hJF2Z7nCVJLdrt8Ur97pS0YoM0e0m6S9JESX+QtGAuHyPpmDyej2r6+dq0DLm81k5TJP04871d068XK+T7uyQdVqtzGkm5FRVJG2d/ujfbdL5KuoPq6yRp+2yviZJulDQvcBgwKtt4VIt+OrekozX9erFfg3bqSX89StOvSUdLWpfy5O2fZ1lWkDQs22GSpD9KWrzShi2vxZX9jJZ0hqTrVM6vvRqkWV7STVnue7Is3R3HZtfDhfJY3JVtWLsWdbkeNjiW7fSLMSq3yN2kci5+vpL3cZX6XJZlb3T+VD8XVlC57tydedbq8CdJu+Tr/65s27DdW/SZVte23bMONwDrNTt+mbadfruEpIuzr9wuabV2j39lPyNVrlNnU+asJPO8W+XzY+9K2h6fu5IOyuWTJB3aqs5mZmZmZmbW3DwDmPeWdB3ZuVBErCtpA+D3QP1txTcDn46IkPQ14NuUOZMAVgY2AhYBHpZUmz/so8BOEbGXpPOBLwFnNijLcxGxhqRvAAcCXwN+BFwXET9ReVDF3pX01bJ/F/hwRLyp6YG/HwIvRcQnASQtrhJE/gGwSUS8Kuk7wP9SvnQ3K8NDwAYR8Y6kTYAjsw4A6wCrRcQLKrdi1/wPQER8MoMPV0n6WES80aDeACMobf0acJeky+tuRX8D2DYiXs463C7pkjbad56IGCFpq2zLTRrsu9Fx+1Tmszql/90D3J3tuBTwdkS8pK7xx1btNCzzejP3cSzwOq2PxTSS5gdOAT4L/A04ry7JmsD6EfG6yrQRRMS7kv4EbAucKmlt4PGIeFozxk0btdM3gBcjYjVJn6A8HbhmE+DayvvFs2xbA5dSAj9foxzLYcAzwE+znC9S+sMXI+K7kvaNiGH1BaIEu4dRjsVSmdeNuW51YFXK/HO35P5ubpBHzctZv12AXwH1U2pcFBGnAEg6gnIr/7G57v3A+pR+cglwYQ/KsBBwe0QcnEGyvYAjgF8Dv46Ic1Sm6ajaErg4j/kYYOOIeETS6cDXs/zN6nQIsHlE/FvSkIh4S9IhVG7LVwniN+qnewMfBlbPdUtUC9XGtaOadglKv1s5r5VDImJynrOXRcSFmW4SsF9E3KAyVc6PgANqbdfNtbhqNeDT2d7jJV1et/4ZYNOIeEPSR4FzgOG5rtVxbHQ9PJhyTd4jr7V3Sqr9KDTtepjvt6Q8WKhes34BsDywIbACcL0a/HBR0+T8qX4unAzsExF/zfP/eMp5ujdwi6THKJ9fn66WrUG79/Ta9g5lKow1KfMKXg+Mb1YP2uu3xwLjI+KLkj4LnJ77hgbHPyKebLKvEcAnIuKxfL9Hfn4tQLnG/CEinqeH566kzSifRSMAAZdI2iAibqzsmww27w2w0EILrbnyyiu3aBYzMzMzM7POdffddz8XEUs3WjeQgeDNgd0r788BiIgbJS1aCarWfAA4T9L7gXmBxyrrLo+IN4E3JT0DLJPLH4uIWhDtbsoX/UYuqqSpjfhcnxJQISKulPRik7JPAs6SdDHTAw+bADvWEkfEiyojzFahBAHIOlQf3NCoDIsBp2UAJYD3VNJfXQl6VK1PBtIi4iFJTwAfy3I2cnV++UbSRbl9NRAs4MgMTrwLLEt77XtRk+VVjY7b+sCfIh9YozLKr6bZlAit2unayKdLS3oA+BAwhNbHomrlrOdfM48z6fqjwCXR+OE651GCLKdS+kJ9ALmmUTutTwl6EBH3ZdCuZovMs+bSDPjdCzwdEbXRdvdnfh8CxkbEs7n8LGADGgfJatYHzomIqcDTKiML1wJeBu6MiH9lXhNyH60CwedU/m/0xOpPZAB4CLAw8JfKuosj4l3ggdqowNROGd4CLsvXdwOb5ut1KNMkAJxNeap2zXqUoOPHKcf8kVx+GuUHlloguFGdbgHG5A8itWNar1k/3QQ4MSLeAWhwXn+a9vvry5Qfb36bQdnL6hNIWgwYEhE3VOp3QSXJDNfiiJjcZH+1c/V1SddTgnHVHy7eAxyXP0pMpVyLalodx0bXw82ArTX9DoH5geXydf31sHYs6zXrFwDnZ3/7q6RHKed+T2wO7K4yWntd4ILKDz/zAeSPQYdQArTb1pW50WfgIvTs2rYUXc/38+ja5vXa6bfrk8HniLhO0pLZh6Dx8W92bbmzEgQG2F/Stvn6g5Rg7vP0/NzdLP/VAt4LZ15dAsERcTIlQM/w4cBNEyMAACAASURBVMNj3Lg+T71tZmZmZmY2W8pYYUMDEghWuf17SN3Iofqn0tW/P5bywJ9LcuTl6Mq6NyuvpzK93PXLF2hSpDcraWrbNrzlvUHZP0cJrG0N/FDSqrltfflFCVbs1IMyHA5cHxHbqoz6HVtJ/2qTfJreqt9Ed+2+M7A0sGZEvK3ysKz568oMM7Zvo/rUa3TcWpV/S+AXDZa3aqdm+2h1LOq1emJis+NwG7CipKUpwYsjmqRru++lEZTRqfXbv0vXur6b+b3TIq9mWu2/2bnWTDR5XTMG+GJETFR5sNXIJvtSk+XNyvB2xLQnXXZbTkkfAf6ZIyK7O4dmqFNE7JMjPz8HTMjAZ71m/bTR9aJL8Wizv+bI0RGUKVR2BPaljETtie6uCT1J+y3gacro8rkoQeqaVsex2XnxpYh4uLqDbPdXK++nHcsG5W3VLxrV5R26TpE0Pw1UPxdy5PfkJqPtAT5JCXgObbC/+vc9vbY1yqepNvtto/Mh6v6vX95I9RiNpPwAsk5EvKbyYMRa2/bo3M3y/SQiTuomnZmZmZmZmXVjoOYI3ogyIqqqNg/p+pRpFV6qW78YUHuI064DVK6qm4EdskybUW7Bh0rZJc0FfDAirqdMVVEb1XgVJQBDpluc8gCh9TR9TtEFJbUaqQVd67xbm+W+kRK8JfNfDni4RfpNVeaAXIASsKx/2v1iwDMZBN6IMupsIN0MfEFlruOFKQEKMji3Gl1HG1bL2JN26smxeAj4sKQV8n1bweMMZPyRErh+sDbquk3VvrcKJXBE/sjwUI7UbdcdwIaSllJ5SNNOQG0k6NuS3tNgmxspc4TOnYHsDYA7e7DPqlGV/xuNYl0EeCrLsXMv99ETtzP91vodK8urt/U/BCyv6VMDfJXpbQYN6iRphYi4IyIOAZ6jjHB8hVK/mmb99CpgH01/0FmXqSHoQX/Nc2axiLiCMtVDLbA3rSx5bX1ROSd1s/q1uBZXbZPn6pKUIP5ddesXA57KkbZfBfryoLC/APvVAvWSVm+Srn7aoXZtrzK/9wrARyjXzceBYbn8g5QfYmqq58+0z4WIeBl4TNL2WU5J+lS+HpHlWx04UNKHK/k1aveeXtvuAEbmqN33ANu3Stxmv61+poykTNvxcq7r7vg3sxhl+pvXVKYw+nR3G9D83P0LsIemz7m/rKT3tlkOMzMzMzMzqxioQHCjL+ovSroVOJEyT2i90ZRbbW+ifGEdaIcCm0m6h1LepyhfkKtlnxs4U+W2/PHAL/MW6iOAxZUP4QE2ylt1dwPOUbnV/3a6v/X4Z8BPJN1C+wGU44G5s0znAbvl9AvN3AycQQmw/iG6zg8McBYwXNI4SjDgoTbL0SsRcRdlPtiJlFuVx1HmulyTMk9loxFnPWqnnhyLKHMr7w1crvKwuKbD5xs4D/gKzaeFaOZ4YOks23co03q8RC8CXBHxFPA9SpBqInBPRPwpV58MTFI+sKrij7nPicB1wLcj4j89rEPNfJLuAL5JGR1a74eU4NXVDHDfSgcA/yvpTsocxLUg5xZk2+Yx351yvbmXMrr6xEoejer0c+UD+SiBs4mUNl9F+dAtmvfT3wL/oByLicCXqwXu4bVjEeCyTHdDpXznUh5yNz4DnbtmmSdRgsXV+Ya7uxZX3QlcnmU6vMH8sMcDu0q6nTJFQbMR9O04nDI1wqRs58ObpJt2LHvoYUqb/Zkyv+8blB/GHqM84OxoypzlNdXzp/7c3BnYM4/n/ZSA6XyU+cb3yHb6P+D3lRHojdq9p9e2pyiflbdRHqp5T8sN2uu3oymfAZOAo+j6Q2x3x7+ZK4F5Ms/Dc/vuNDx3I+IqylQRt+X5eiFdA9lmZmZmZmbWJjWOu/Ux0xJcXTsi3s73Y4EDGwQhB01+aZ+at1qvA5wQEcPqyz47U7kVf9pDgWYVkhaOiCkqt1vfSAnEbgX8LSLOHdzSDbwcufueKA/YWoHycLiPUQIuu2SwZ5anMo3I8IiYGT/ctCX71Os5r/KOlBHSOwC3RMTw1lt3vp5ciyWNBqZExNHdpZ1Z8rrd42MpaQyVh+n1Yr99+lyYFT8DuzOzj3+jczcitulNXp4j2MzMzMzM5mSS7m72vXlA5giOiDUGIt9+thxwvsr0D29Rnlw+u5R9dndyTokwP3BaRNxD9yPbOsmCwPV5a7eAr+d8p5u23szasCbl4WUCJlNGZ74JzPFB4E4wWMfSnwszxQzn7iCXx8zMzMzMrOMMyIhgm7kkbQ78tG7xYxGxbaP0cypJfwQ+XLf4OxHxl8Eoz+zC7TY4Zla7S9qdMg1G1S0R8T/9uR8bOJIOZsb5gi+IiB/3834+SZlqqOrNiFi7P/fTVx4RbGZmZmZmc7JWI4IdCDYzM7OO4UCwmZmZmZnNyVoFggfqYXFmZmZmZmZmZmZmNotwINjMzMzMzMzMzMyswzkQbGZmZmZmZmZmZtbhHAg2MzMzMzMzMzMz63AOBJuZmZmZmZmZmZl1OAeCzczMzMzMzMzMzDqcA8FmZmZmZmZmZmZmHc6BYDMzMzMzMzMzM7MO50CwmZmZmZmZmZmZWYdzINjMzMzMzMzMzMyswzkQbGZmZmZmZmZmZtbhHAg2MzMzMzMzMzMz63AOBJuZmZmZmZmZmZl1OAeCzczMzMzMzMzMzDqcA8FmZmZmZmZmZmZmHc6BYDMzMzMzMzMzM7MO50CwmZmZmZmZmZmZWYdzINjMzMzMzMzMzMyswzkQbGZmZmZmZmZmZtbhHAg2MzMzMzMzMzMz63AOBJuZmZmZmZmZmZl1OAeCzczMzMzMzMzMzDqcA8FmZmZmZmZmZmZmHc6BYDMzMzMzMzMzM7MO50CwmZmZmZmZmZmZWYdzINjMzMzMzMzMzMyswzkQbGZmZmZmZmZmZtbhHAg2MzMzMzMzMzMz63AOBJuZmZmZmZmZmZl1OAeCzczMzMzMzMzMzDqcA8FmZmZmZmZmZmZmHc6BYDMzMzMzMzMzM7MO50CwmZmZmZmZmZmZWYdzINjMbDYn6SRJ6w12OWokDZO0VeX91pK+28c8r5S0bIv1j0taqsHyfSTt0ov9DZH0jZ5uN1gkHSZpk3x9gKQFK+uukDSkD3mvI+mUFut3k3Rck3W39nKfX5S0Sm+2NTMzMzMzs8YcCDYzm/2tDdzelwwkzdNPZQEYBkwLBEfEJRFxVG8zk7QAsERE/Lun20bEiRFxei92OwRoOxAsae5e7KPfRMQhEXFNvj0AWLCybquImNyH7LcAruxludbt5T6/CDgQbGZmZmZm1o8cCDYzm41J+jjwSERMlTRW0q8k3SrpPkkjMs1Ckn4v6S5J4yVtk8t3k3SBpEuBq3LZtyXdK2mipKNy2Qo5IvduSTdJWjmXj5F0Yi57RNLnJc0LHAaMkjRB0qjqiFFJH5J0raRJ+f9ylbyOybI/Kmm7SjVHAmMz3cZZh3uzTvNV0h0k6c78t2KmHy3pwG7qsYykP2adJ0paFzgKWCHr8PMmbT9S0vWSzgbuzWVfyf1PyJHac+fyLSTdk/lfm8uWkHRxtsXtklbL5UtLujrTnyTpCUlLSVpe0oOSTpF0v6SrMkhea7/tJO0PDAWul3R9rps2WlrS/2bfuE/SAbmsab5pY+AaSfNLOjXbfrykjSppPpht+7CkH1XaaErl9UHZBydJOrSyfJdcNlHSGdn+WwM/z3ZcQdL+kh7IdOc2Oh5mZmZmZmbWmgPBZmazty3pOlpzoRyF+Q3g97nsYOC6iFgL2IgSYFso160D7BoRn5W0JWUk5toR8SngZ5nmZGC/iFgTOBA4vrK/5YENgc8BJ1I+Vw4BzouIYRFxXl15jwNOj4jVgLOAYyrr3g+sD3yeEojtUkdJ8wNjgFER8UlgHuDrlXQvR8SI3MevGrRVs3ocA9yQdV4DuB/4LvD3rMNBDfKqGQEcHBGrqATlRwHrRcQwYCqws6SlgVOAL+U+ts9tDwXGZ1t8H6iNXP4R5XitAfwRWK6yv48Cv4mIVYHJwJeqhYmIY4AngY0iohqoRdKawO6UEeSfBvaStHqrfDOA/HZEvAT8T+7jk8BOwGl5TGrtsDNlNPj2kobX7Xuz3MeITLOmpA0krUrpn5/NtvlmRNwKXAIclO3/d8rxWD3bap/6gyBpb0njJI179tln61ebmZmZmZkZDgSbmc3uNqdrIPgcgIi4EVhUZW7YzYDvSppAGVk7P9ODi1dHxAv5ehPg1Ih4LfN4QdLCwLrABbn9SZSAbc35EfFuRPwVeBRYuZvyrgOcna/PoAR+ay7OvB4AlqksXw+4GVgJeCwiHsnlpwEb1Nc9/1+nutNu6vFZ4ISs89QMerbrzoh4LF9vDKwJ3JX72Bj4CCXoemMtXaW91882ICKuA5aUtFguPzeXXwm8WNnfYxExIV/fTQnEt2t94I8R8WpETAEuAj7TTb6bkaPF68r7EPAE8LFcd3VEPB8Rr2e+1eNay2czYDxwD6WffJTS9hdGxHOZ7ws0Ngk4S9JXgHfqV0bEyRExPCKGL7300t02hJmZmZmZ2ZyoP+eENDOzmUjlgWBDIuLJyuKoSxaAKKNRH67bfm3g1eqiBtvPBUzOEa6NNNpfT1TTv1lXFiR9BPhnRLwlST3Iq6f16K369jstIr5XTSBp6wblqaWvF02W11TbaCqwQLOEbe6vu3y3BH7Rxvbd9QMBP4mIk7osLFNZtNNnPkcJ+m8N/FDSqhExQ0DYzMzMzMzMmvOIYDOz2ddGwPV1y0YBSFofeClHt/4F2K8WSK1MB1DvKmCPDDAjaYmIeBl4TNL2uUySPlXZZntJc0lagTL69WHgFWCRJvu4FdgxX+9MGenbSnXqi4eA5ZXz/wJfBW6or3v+f1s1k27qcS05xYSkuSUt2k0dmrkW2E7SezOvJSR9KMuyoaQP15Zn+hspbYCkkcBzWc6bgR1y+WbA4j0sR7Oy3wh8UdKCOTXItsBNzTLJ/rIaMKGyfa28H6OMKq/9uLBp1ncByvQit9Rl9xdK31o4t1822+laYAdJS+byWttMq4OkuYAPRsT1wLcpD/JbuJ2GMDMzMzMzs+kcCDYzm33Vzw8M8KKkWynz9e6Zyw4H3gNMknRfvp9BTkNwCTAupzY4MFftDOwpaSJl/txtKps9TAnG/hnYJyLeoASnV8kHfY2iq/2B3SVNogRyv9lNHbeo1THz3p0yvcO9wLtZz5r5JN2ReX6rWrVu6vFNYKPM825g1Yh4HrglH6rW8GFx9XJKix8AV2X9rgbeHxHPAnsDF+W+a/MmjwaGZ9qjgF1z+aHAZpLuoRzjpyiB0XadDPxZ+bC4SvnuocyxfCdwB/DbiBjfIp81KXMY19rveGDubKfzgN0iojaS+GbKtBETgD9ExLjabnPfV1GmBLktt78QWCQi7gd+DNyQbVMbfXwu5eF/4ylTSJyZ240HfhkRk3vQHmZmZmZmZgZo+vc7MzObnWSgcO2IeDvfjwUOrAThBnr/Y4DLIuLCAcp/PuCWiBjebeLmeRwL3BMRp/ZfyQZW1ntqRLwjaR3ghAGY0qKdcvwA+FtEnNvL7ZektP2H+rdkrQ0fPjzGjZspp4CZmZmZmdksR9Ldzb5He45gM7PZVESsMdhlGEg52rQvQeDDgbUpI29nJ8sB5+eUCG8Bew1GISLiiN5uK2ko5cGER/dbgczMzMzMzKxPPCLYzMysBUmfpEx7UPVmRKw9GOWx1jwi2MzMzMzM5mQeEWxmZtZLEXEvMNOnZjAzMzMzMzPrT35YnJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZoNK0kmS1pM0RtJ2/Zjv8pLuy9fDJR3Tyzy+XHnfq3zq8qzVd6yk4Q3WXyFpSF/20YeyHSBpwf4ui6Rhkrbqr3RmZmZmZmbWcw4Em5nZYFsbuH0gdxAR4yJi/15sujwwLRDch3yqWtY3IraKiMl93EdvHQBMCwT3Y1mGAe0EeNtNZ2ZmZmZmZj3kQLCZmQ0aSR8HHomIqXXLN5Y0XtK9kn4vab5cvpakWyVNlHSnpEVy1O5Nku7Jf+s22M9ISZfl6yskTch/L0natUUeRwGfybTfqstnCUkXS5ok6XZJq+Xy0VnmsZIelbR/pRwz1FfSXJJOk3REvn9c0lJZpgclnSLpfklXSVog06wg6UpJd2e5V87lYySdIOn63PeGWZYHJY2p7PMESeMy30Nz2f7AUOB6SddXy5Kvd8m6TpR0Rotjur2k+zLdjZLmBQ4DRmU7jpI0Io/j+Px/pSbpFsry35Vpt+mmS5mZmZmZmVkT8wx2AczMbI62JXBldYGk+YExwMYR8Yik04GvSzoeOA8YFRF3SVoUeB14Btg0It6Q9FHgHGCGKRdqImKr3M+awKnAxcDbTfL4LnBgRHw+txlZyepQYHxEfFHSZ4HTKSNaAVYGNgIWAR6WdEJEvN2gvvMAZwH3RcSPGxT3o8BOEbGXpPOBLwFnAicD+0TEXyWtDRwPfDa3WTxfbw1cCqwHfA24S9KwiJgAHBwRL0iaG7hW0moRcYyk/wU2iojn6o7JqsDBwHoR8ZykJZq1L3AIsHlE/FvSkIh4S9IhwPCI2DfzWxTYICLekbQJcGREfKlBuiOB6yJiD5UpKu6UdE1EvFpXvr2BvQGWW265FkUzMzMzMzObczkQbGZmg2lzYPe6ZSsBj0XEI/n+NOB/gGuBpyLiLoCIeBlA0kLAcZKGAVOBj3W30xzlegawQ0S8JGmxnuYBrE8JzBIR10laMvMBuDwi3gTelPQMsAzwrwb1PQk4v0kQmGyHCfn6bmB5SQsD6wIXSKqlm6+yzaUREZLuBZ6OiHuzzvdTprqYAOyQwdN5gPcDqwCTWtT1s8CFtQBxRLzQIu0twJgMXF/UJM1iwGkZdA/gPU3SbQZsLenAfD8/sBzwYDVRRJxMCY4zfPjwaFE2MzMzMzOzOZYDwWZmNihUHko2JCKerF/VbBNK0LDet4CngU9Rpjx6o5v9zg2cCxwWEff1Jo8W5ayV783KsqnAPE3qeyuwkaT/FxGN9lmfzwJZvskRMaxB+uo279Zt/26W48PAgcBaEfFiThkxf5O8apq1/QwiYp8cpfw5YEIG1+sdDlwfEdtKWh4Y22K/X4qIh9vZt5mZmZmZmTXnOYLNzGywbARc32D5Q5SRryvm+68CN+TyoZLWAlCZH3geyujSpyLi3Uw7dzf7PQqYFBHnVpY1y+MVyvQOjdwI7JxlGQk8Vxul3ESj+v4OuIIyuretH2dzH49J2j73LUmfamfbtCjwKvCSpGUo01XUNKvvtZRRxEvmPptODSFphYi4IyIOAZ4DPtgg38WAf+fr3Vrs/y/Afsqhz5JW77Z2ZmZmZmZm1pADwWZmNlhmmB8YIEfG7k4Jjt5LGcl6YkS8BYwCjpU0EbiaMpL1eGBXSbdTpnR4tT7POgcCm2n6A+O2bpHHJOCdfPDZt+ryGQ0MlzSJElzetZf1/QVwD3CGpHY/l3cG9sx2uB9o+yFqETERGJ/b/Z4ylUPNycCfaw+Lq2xzP/Bj4Ibc5y9a7OLnKg/5u48SLJ9ICYCvUnsIHPAz4CeSbqFr4L4+3eGUaSMmZX6Ht1tPMzMzMzMz60oRnkrPzMxmPkn3AGvnQ9Q63pxW38EyfPjwGDdu3GAXw8zMzMzMbFBIujsiGj5A3XMEm5nZoIiINQa7DDPTnFZfMzMzMzMzm7U4EGxmZmY9JulgYPu6xRdExI8HozxmZmZmZmbWmgPBZmZm1mMZ8HXQ18zMzMzMbDbhh8WZmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+twDgSbmZmZmZmZmZmZdTgHgs3MzMzMzMzMzMw6nAPBZmZmZmZmZmZmZh3OgWAzMzMzMzMzMzOzDudAsJmZmZmZmZmZmVmHcyDYzMzMzMzMzMzMrMM5EGxmZmZmZmZmZmbW4RwINjMzMzMzMzMzM+tw3QaCJV0paUjl/eKSLh/YYpmZmZmZmZmZmZlZf2lnRPAyETG59iYiXgSGDlyRzMzMzMzMzMzMzKw/tRMIflfSB2pvJC03gOUxMzMzMzMzMzMzs342TxtpDgFukXRdvt8I+PrAFcnMzMzMzMzMzMzM+lO3geCIuFzSCGAdQMB3IuKZAS+ZmZmZmZmZmZmZmfWLplNDSPpo/r8asAzwKPB34H25zMzMzMzMzMzMzMxmA61GBH8X2BP4TYN1AWwwICUyMzMzMzMzMzMzs37VNBAcEXvm/5+ZecUxMzMzMzMzMzMzs/7W7RzBkuYD/htYnzIS+CbglIh4c4DLZmZmZmZmZmZmZmb9oNtAMHAa8CZwSr7fKZftOFCFmlVIOgk4PSJuabJ+N2B4ROzbz/s9DLgxIq7pQx4tyz4zSRoKHBMR2/VjnlMiYuH+yi/zHA7sEhH79yGPdYA9gLOAAyPi8/1Vvjb3P7LZftupn6R9gNci4vQ+lOF7wD8i4qze5pH5fD8ijqy8vzUi1u1Lnm3udzQwJSKO7ud8fwv8IiIe6EMeVwJ7RsS/m6x/nHJNeq6NvIYBQyPiil6WZSylr43rzfZ91aw9B+q63FeSlgcui4hPDHI5rqRM+7Q9cHJEvNbD7Xv1+ZT1Xzcizu7JdmYz1Wlbw2M3DHYpzMzMOsO8C8HnfwWr7TDYJTGzinYCwatERPXhcFdLmjhQBZrFrA18Y2bvNCIO6YdsBqXs9STNExFPAv0WBB4oGdDqa1BrC+DKfihOv8rj0G39IuLEftjdZkB/fNp/H5gWCJ4ZQeCBFBFf68v2khYAlmgWBO6FYcBwoFeB4MHW1/ack+T5/061D0k6ADgTmCEQLGnuiJjaKK8+fD4tD3wZaDsQXCt3L/dn1jMOApuZmfWvt16Fi/cprx0MNptlzNVGmgmS1qq9kbQmcNvAFWnWIOnjwCMRMVXSWEm/knSrpPskjWiQ/guS7pA0XtI1kpbJ5aMl/T7zeFTS/rl8eUkPSjpF0v2Srsov6UgaI2m7fP24pEMl3SPpXkkr5/KlJV2dy0+S9ISkpRqUfX9JD0iaJOncXL+wpFMzv0mSvpTLN5N0W+Z5gaSFuynDiGyT8fn/Srl8t9z+UuCqrOt9uW7+yr7HS9qoxTHYTdKfJF0p6WFJP2qQZmFJ11bKtk0b7TtW0k8l3SnpEUmfyeUjJV3W6rjluh9Keijb/xxJB1aKtDHQZaRcN+10Udbvr5J+Vtmm4bFo0k5bZHluBv6rsny0pJMlXQWcXqufpLnymA6ppP2bpGVymwO7aacFJZ2ffec8lX4/PNctCswbEc9mPz5B0vXZhhtmmz4oaUxl3zvlsbtP0k9z2VHAApImSDorl03J/yXp55n+XkmjKsdvrKQLsz3OkqQW7fZ4pX53SlqxQZq9JN0laaKkP0haMJePkXRMHs9HNf18bVqGXF5rpymSfpz53q7p14sV8v1dkg6r1TmNBMZmuo2zP92bbTpfJd1B9XWStH2210RJN0qaFzgMGJVtPKpFP51b0tGafr3Yr0E79aS/HpL1uy/7pyR9XNKdlTTLS5rUqq517bl79tEbgPUq+fToupzrdsl6TpR0Ri5bOo//Xflv2j4a1G+0pDMkXadyXu/VIM3ykm7K9rpH0rq5vFX/aXYdXijrclfWs3YN7HIdzl3///buPF6Sqr77+OfLIiDLIALGDVFUiAsMOIIoIgiiqGyC4vIoaCKPxiWaxyjGSBASRTFxCVFUgqAiiygKLoCOLAKyw8wAgkZFRRAl6igq++/5o04zPU33nTszd+ZCz+f9es2ru0+dOnXOqbpV078+dWoH4OzW3kcAZyU5q+W/tR1zFwHbDttPLV//9elpSc5JclmSM5I8vKU/vvX3nFbfTYDDgGe34+3tGXEtGKx368s9+vruuCS7j+p/aYkZBJYkaerdczfMPmS6ayGpz2QCwVsBF6ULFP0PcDHwzPbF7fJlW71ptSsLj+xcs41I/Dvg6CH5zwOeUVVbAicA7+xbthnwfGBr4F+SrNrSnwD8V1U9Gfg9sPeIutxSVVsBnwR6Qcd/Ab7b0k8BNhpR9wOBLduo7vZzHO8F5lfVU1v6d9MFkf8Z2LmVeSnwD4uopfkGrQAAIABJREFUw7XA9q3NB9E3ehPYFtivqp470JY3AVTVU2nTjCRZfUS7oeuzV9GNXnxpL/DT5zZgr1a3HYF/7wUsmLh/V6mqrYG30fXlMPfZb237ewNb0gVd761P68M7q2r+QDkT9dNMYF/gqXRBuUdPYl/cq/XdZ4DdgGcDfzWQ5WnAHlX1yl5CVd0DfA3Yq5WxDXB9Vd08ZBPD+unvgN+1Y+fQto2enYHZfZ8fAjwXeDtwGvAR4MnAU5PMTDdtyAdbnpnA05PsWVUHAn+pqplV9aqBOr2k5d2ibe/wXgCKbr+8DXgS8Dj6goIj/KG17wjgo0OWf6Wqnl5VWwA/oLulvufhdHOnv5guyNUzmTqsCVzYyj0X6AULPwZ8rKqeDtw4sM6uwOltnx8D7Nv+jlYB3riINh0EPL9tb/equqOlndj6+ERGH6cHAI9lwXlkoSk/Fud4bY5offoUYA3gxVX1A+BBSR7X8uwLnDSJttL2/fvo+vl5dP3es1jn5SRPBt4DPLf11d+3vB8DPtL2y97AURO0D2Bz4EV058GD2nHe79fA81p/7Qt8vG/ZRMfPsPPwe+iuBU+nOwcenmTNtmzwPLwrcHpVfZzu+Nqxqno/xq0JXFVV21TVeQzZT/0NaNex/wT2qaqn0V0X/60tPo7u3LsF8EzgJrpr0ffa8fYRJr4W9Nf7KOC1bZszWnn3GcWe5IAklya59De/+c3gYkmSJE2X+TdMdw0k9ZnM1BB7LDrLWHo+7ctnczxAVZ2bZJ30jaZsHgWc2IISDwJ+2rfsG+3hercn+TXwsJb+06q6sr2/jO7W2WG+0penN+JzO1ogr6pOT/K7EXWfCxyX5KvAV1vazvTN8VxVv0vyYrrAw/ktjvogFh75PawOM+i+vD+B7kGCq/bl/3ZV/XZIW7ajCx5QVdcm+RnwxFbPYb5dVf8LkOQrbf3+6Q0CvD/J9sA9wCOZXP9+ZUR6v2H7bTvga1X1l1an0/ry78KCkXf9Juqn2b3AcZJrgMcA6zLxvui3WWvnj1oZX6AL3PWc2qvrgBPpgn2fpTsWThxR/rB+2o4uMEZVXZU2crN5QSuz57SqqiTzgJural6r59WtvMcAZ1fVb1r6ccD2LDhWh9kOOL7dun5zulGgTwf+AFxcVTe0sq5s2zhvgrKO73v9yJDlT0nyr3T7ZC3gjL5lX21B9WvSRpo2k6nDHcDX2/vL6AKY0AXA9mzvvwj0z1P8LLrg31/T7fMftvRj6YJqvaDvsDadDxyT5CQW7NNBo47TnYEje7foD/m7fgaTP14BdkzyTuDBwHrA1XQ/EpxEN6XIYXTB0X2BTRfRVuimwek/hk6kO6fA4p+Xnwuc3Jtjua+tOwNPWvAbE+skWbuq/jiijb1zxF/aiNutgSv7lq8KHJFunua7++oLEx8/w87DuwC7Z8GdCauz4IfBwfNw7xga5m7gy32fR+2nnk2Bp9BNFwWwMnBTkrWBR1bVKQBVdVtry+D2Rl0LFqp3VZ2T5L+SbNja/OVh00VU1aeBTwPMmjWrRrRRkiRJy9uMR013DST1WWQguKp+nOQpdF/aoBvRc/Wyrdb0Snf797rVzW3bM/jFcvDzf9I9uOjUdA/sOrhv2e197+9mQb8Ppq8xokq39+XprTv0lvchdX8RXWBtd+C9bcRbhtQ/dF++X7EYdTgUOKuq9kr3IKCz+/L/aUQ5I2/VH2FR/f4qYAPgaVV1Z7qHZfVGlU3Uv8PaM2jYfpuo/rsC/zEkfaJ+GrWNifbFoImCHqP2w/eBxyfZgC7w+K8j8k362Gu2ZuERm73172Hhtt7TyluS+T8n2v6ov7VRasT7nmOAPatqTrqHkO0wYlsZkT6qDndWVS0iz4LCu5Gyv6iqOzIkojbgPm2qqje0kd8vopvuZ+aQ9UYdp8POFwtVj0ker23E5yfoHub2i3QP5uv9vZ4IfKn94FNV9aMR9RxmVP0W97w8qq0rAduO+FFlMvUZ/Px24Ga6Ue0r0d3ZMFG9BpcN/j3uXVXX9W+g7e8/9X2+9xgaUefb2o8ri9pP9xYJXF1V2w5sd50R5Q+a6DgePG99nu5c/3K6h3FKU++xz3F6CEmSptpKK8NOU/EIJElTZZFTQyR5M91IrY3av5OSTPtDyJaxHYGzBtJ685BuRzetwuDt/zOA3kOc9lu21QO6EWIva3Xahe4WfOire5KVgEdX1Vl0t0T3RjWeCby5V1CShwAXAs/KgjlFH5ykf5TaMP1t3n+S9T6X7gs9rfyNgOsmyP+8JOulm993T7qRjYN1+HULAu9IN8J0WToP2C3d/JZr0QXWaMG5zVl41F9/HRennxZnX1wLPDbdHJzQ3WK9SC0IeQpd4PoHvVHXk9R/7D2JbloL2o8M19aIh0yNcBHwnCTrJ1m51b/3TfzOLJhGpd+5dNNorNwC2dvTTVmzJPbtex02inVtulGOq9KO22XsQhZMYfLyvvT+6V6uBTbOgjmNX82CPoMhbUqySVVdVN2Dvm4BHg38ka59PaOO0zOBNyRZpZW13pA6T/Z47QUTb2l/P/c+RLKqfkwX4HwvC0aoL6qt0B1DOyR5aNtPLx3Rpsmcl2cDL0vy0NaWXlsHz5mLClDv0c4RD6X78eCSgeUzgJvaiPJX042mXVJnAG/p/UCQZMsR+QanOxrc//1G7qc+1wEbJNm2bXfVJE+uqj8ANyTZs6Wv1n6gHNze4lwLjqGbLoNx/yFa02i/U7tgsCRJmhoPWhP2PNIHxUn3M5OZGuIAYOuq6j2o6f3ABXSjhcbVrsDJA2m/S3IBsA7DRyQdTDea7Zd0gZHHLtMadnNiHp/uQVnn0M3B+EcWrvvKwBfSzasYujkuf99udf+vdA9wuxt4X1V9pY14PD4LHjz1z8APGe1DdLeS/wPw3UnW+xPAkW2qgLuA/dvt2aOcRzca7PHAF6vq0oHlxwGnJbmULgh77STrsUSq6pIkpwJzgJ/RTVMxn26e3Cv6Rnn2W6x+qu5Ba/sziX1RVbclOQD4RpJb6PrrKZNszol0Aar9J5m/5xN07ZkLXEE3rcd8umlkTp9oxUFVdVOSd9P9eBHgm1X1tbb408DcJJfXwvMEn0I3hcIcupGW76yqX6U9PGsxrZbu4VgrMTyI/l66QOPPgHmMDpxNlbfR/c3+P+AbdP0K3ZQbb4F79/lr6c43q9DtwyP7yhjWpsPTTfkQumDnHODnwIFt+oEPMPo4PYo2fUuSO+nmpD6it3Axj9ffJ/kMXV9ez30DpCcCh9POn5Noa+8YOpgu6H0TcDkLAqsHsxjn5aq6Osm/AeckuZvu+N4feCvdOXMu3XXzXBbMuT7MxXT7byPg0Kq6sY2y7vkE8OUkL6U79keN3J+MQ+mmypjbgsHXMzCfb3PvMdR8GvhWkpv65gkGJrWfqo1O3wf4eLvGrNLqcTVdcPtTSQ4B7qQLzs8F7koyhy6wO/RakCED3qvq5iQ/YOIpY6Slt9+p010DSZIkaZnK8LhVX4buS9qsXrCufdG/tD3gZSylewjeNlV1Z/t8NvCOIUHIadP2w91VdVcbkfXJqpo5WPcHshZcmlVVb15U3uUpyVpVdWsb5XYu3Y8lLwT+p6pOmN7aLXtt5O6qLUi3CV1g8Yl0ga/XVNVN01rBSUo3jcis3nyw9wftmPpLm1f55XSB3JcB51fV4IMSdT/UgtK3VtWHF5V3eWnXiyk5htLNi/4f7U6T5aL9XcwDthpyN859zJo1qy699H5zuZYkSZKk5SrJZaO+/40cEZxklfZAls8DFybpPURmL7oH9oyt6p7Kfn/Xm6ZjJboHT70eHjB1f6D7dJsSYXXg2Kq6nG4U4oriwcBZ7Tb8AG9s844+b+LVNAlPo3uIWIDfA69rP8IZBNYSm6pjKMnRdH//Ez2AcUol2Rk4mi74vMggsCRJkiRptJEjgtvt2Fu1908Hnk0X9Dm3qgZvE5WWWJLnAx8cSP5pVe01HfW5v0pyCve9tf1dVXXGdNTngcJ+mx7j3u9tyoq/H0g+v6reNB310QKOCJYkSZK0IptoRPBEgeArqmrUQ2ckSZLudwwES5IkSVqRLdHUEHRPA/+HUQur6j+WumaSJEmSJEmSpGVuokDwysBadNNBSJIkSZIkSZIeoCYKBN9UVYcst5pIkiRJkiRJkpaJlSZY5khgSZIkSZIkSRoDEwWCd1putZAkSZIkSZIkLTMjA8FV9dvlWRFJkiRJkiRJ0rIx0YhgSZIkSZIkSdIYMBAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZIkjTkDwZI0gSSfSvKs6a5HT5KZSV7Y93n3JAcuZZmnJ3nkBMuvT7L+ktRvCepydpJZS7r+/VWSf1qSfEkuWMrtviLJe5ZgvUckOXkS+RbZriQHJ3nH4tZhRFljeXxIkiRJ0vJgIFiSJrYNcOHSFJBklSmqC8BM4N5Aa1WdWlWHLWlhSdYA1quqX05F5Rion+41qUDwYL6qeuZSbvcFwOmLu1JV3VhV+0wi62TbJUmSJEmaZgaCJWmEJH8N/LCq7m4jET+a5IIkVyXZuuVZM8nRSS5JckWSPVr6/km+lOQ04MyW9s4k85LMSXJYS9ukjci9LMn3kmzW0o9JcmRL+2GSFyd5EHAIsG+SK5Ps27ZzRFvnMUlmJ5nbXjfqK+vjre4/SdIf4NsBOLvl26m1YV5r02p9+f4xycXt3+Nb/pe2vpiT5NwR9du6bfeK9rppW3flJB9u25qb5C1D+n+XJN9Pcnnry7Um2FeHJbmmlfXhlrZBki+3fXNJb2R3S/92K/dTSX6WZP0kGye5NslRrV3HJdk5yflJfjTJff6Vtj9/lORDvboBa7Q+Oa6lfbXt86uTHDBBvlvba5Ic3uo1L8m+LX2Hdmye3Op+XJL01qELzF+eblTu55N8t9Xt9Ysod+MkVy1Bu17T9sGcJJ8fsp9mJrmw5TklyUNa+r0jfdu+uL69XyPJCS3/icAao44BSZIkSdLEpnKUmiSNm11ZeDTlmlX1zCTbA0cDTwHeA3y3ql6XZF3g4iTfafm3BTavqt8m2RXYE9imqv6cZL2W59PAG6rqR0m2AT4BPLct2xh4DrAJcBbweOAgYFZVvRm6IF1f/Y4APldVxyZ5HfDxtk2AhwPbAZsBpwK92/53Bb6aZHXgGGCnqvphks8BbwQ+2vL9oaq2TvKalvbiVpfnV9Uvk6xbVXckGazfOsD2VXVXkp2B9wN7AwcAjwW2bMt6/UFbb33gn4Gdq+pPSd4F/ANdoJmBvOsBewGbVVW1/QDwMeAjVXVeuqD4GcBfA//S9tkHkryg1aXn8cBLW9olwCtbv+1ON/p1Tybe5zOBLYHbgeuS/GdVHZjkzVU1s287r2vHxRrAJUm+PCJfz0ta2VsA67d1zm3LtgSeDNwInA88Czivpc9pfQKwOfAMYE3giiTfoDtGR5Xbb5HtSvLk1jfPqqpbBvdp8zngLVV1TpJD2r5425B8PW8E/lxVmyfZHLh8WKYWTD8AYKONNpqgOEmSJElacTkiWJJGez4LB4KPB6iqc4F1WhBwF+DAJFfSjaxdHehFor5dVb9t73cGPltVf25l/DbdCNdnAl9q63+KLmDbc1JV3VNVPwJ+QhfEnci2wBfb+8/TBTB7vtrKugZ4WF96L2i4KfDTqvphSz8W2H6w7e112/b+fOCYNrp05RF1mtHadxXwEbqAJXT9cWRV3QVdfwys9wzgScD5rW/2Ax4zYht/AG4DjkryEuDPfds4oq1/Kt0+W5uuX05o2z0d+F1fWT+tqnlVdQ9wNTC7qgqYRxeYh4n3+eyqml9VtwHXTFDntyaZQzftyKOBJ4zI17MdcHxV3V1VNwPnAE9vyy6uqhtana/sq+cLgG/1lfG1qvpLVd1C98PC1osot99k2vVc4ORW/n32aZIZwLpVdU5LGjzGhtke+EIrby4wd1imqvp0Vc2qqlkbbLDBIoqUJEmSpBWTI4IlaYgkD6YLWt3Yl1wD2QoIsHdVXTew/jbAn/qThqy/EvD7ESNAR21vcfTnv32gLiR5HPCLNpI3i1FWAVTVG1o7XwRcmWRYOw4FzqqqvZJsTJuGguH90S90gfRXLKJetBHFWwM7AS8H3kwXlFwJ2Laq/rJQwRO3tb+f7un7fA8LrpkT7fP+9e9myHU2yQ50Qept2+jws+mCyROZbJ37t7kL3ejrnlHH72Qssl0sep9O5C4W/Dg92BdLWqYkSZIkqY8jgiVpuB3pRk32682fuh0wv6rm00038Ja+eVm3HFHemcDrWoCZJOtV1R+AnyZ5aUtLki361nlpkpWSbAI8DrgO+COw9ohtXEAXCAV4Fd1I34n0T31xLbBx2vy/wKvpRocu1Pb2+v1W302q6qKqOgi4hW5k62D9ZgC9B9Ht35d+JvCGtAfpDZlG4ELgWVkwH/GDkzxxWCPayOoZVfVNumkGegHpM+mCwr18vfTzgJe1tF2AhwwrdwKT3ef97kyyans/A/hdCwJvRjf6eVi+fufSzb28cpIN6EbKXjxqY2307SpV9b99yXskWT3JQ+nmhr5kcctdRLtmAy9r5d9nn7a/l98leXZL6j/Grgee1t73z2F9Lt2xTJKn0E1vIUmSJElaAgaCJWm4wfmBoQtiXQAcCfxNSzsUWBWY26Y/OHRYYW0KglOBS9uUAu9oi14F/E2bJuBqYI++1a6jC5R9i24e4dvogtNPSnsY28Bm3gq8NslcuiDb3y+ijS/otbGV/Vq6aRzm0Y2APbIv72pJLmplvr2lHZ7uAWNX0QXs5gyp34eADyQ5n4WnjzgK+Dldv82hm4u3v79+Qxc4Pr6150JGT42xNvD1lu+cvvq9FZiV7kFj1wBvaOnvA3ZJcjndfr6JLoA9WZPa5wM+3fIfR9fnq7T6HtraNixfv1PopkWYA3wXeGdV/WqC7T0P+M5A2sXAN9r2Dm2j3Re33JHtqqqrgX8Dzmn79D+G5N+P7riZSxew7835/GHgje3va/2+/J8E1mr538niBaklSZIkSX3STX0oSerXgoTbVNWd7fPZwDuq6tLltP1jgK9X1cmLyruE5a8GnF9Vs5ZF+fdnre13tykltgU+OcH0HA9ISY4CjqqqC9vng4Fbq+rD01qx5WDWrFl16aXL5c9UkiRJku53klw26ru+cwRL0hBVtdV012FZqqrbgRUuCNxsBJyUZCXgDuD101yfKVdVfzvddZAkSZIk3b8YCJakSaiqHZbz9vZfntt7oEhyCvDYgeR3VdUZky2jqn4ETGZe37FRVQdPdx0kSZIkSdPLQLAk6QGjqvaa7jpIkiRJkvRA5MPiJEmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDFnIFiSJEmSJEmSxpyBYEmSJEmSJEkacwaCJUmSJEmSJGnMGQiWJEmSJEmSpDG3ynRXQJKkB7oknwI+V1XnT3ddhkkyE3hEVX1zuusyGUn2B86sqhunuy5Lbe5JMPsQmH8DzHgU7HQQT73iUK788c+59qRH8PJ3rQQJXzzsblYGfrXhLH7yuN25fbX1WOuhq7PtHpvwxG3+arpbMS1+/s5z2Pr5a0OyILGKX+201ZRt49zvfZYLzr+WI3+/HdDbTvd6/WEvmrLtSJK0opg7dy6zZ89m/vz5zJgxg5122onNN998uqslTakH8nHuiGBJkpbeNsCFS1NAkmX54+xM4IWLs8Iyrs+i7A88Yhq3PzXmngSnvRXm/wIomP8LnnrZ+0YGgW/ecBbXbfpKbl/9oZBw629v56zjruWHF/1quluy3C0UBB7491ezL5+SbZz7vc9y9lk/7gsC9/51Nj7wG1OyHUmSVhRz587ltNNOY/78+QDMnz+f0047jblz505zzaSp80A/zg0ES5K0FJL8NfDDqro7ydlJPprkgiRXJdm65dm6pV3RXjdt6fsn+VKS04Azk6yVZHaSy5PMS7JHy7dxkmuTHNXKPS7JzknOT/Kjvu2smeToJJe0be2R5EHAIcC+Sa5Msu+wfMPqM0Gb/7GtOzfJ+1raB5P8XV+eg5P8vwnyb5zkB0k+k+TqJGcmWSPJPsAs4LhW3zWSHJbkmrb+h6d4Fy47sw+BO/+ycFrCSmnhxhbYXJnu848ftzv3rLzaQtnvuuMevv+1Hy+nCt9/pD/4u/CC+6YtoQvOv5Z77lmFwQCwJElaMrNnz+bOO+9cKO3OO+9k9uzZ01Qjaeo90I9zp4aQJGnp7Aqc3vd5zap6ZpLtgaOBpwDXAttX1V1JdgbeD+zd8m8LbF5Vv22jcPeqqj8kWR+4MMmpLd/jgZcCBwCXAK8EtgN2B/4J2BN4D/DdqnpdknWBi4HvAAcBs6rqzQBJ3j+YL8l3BuszrLFJdgGeAGxNFz07tbX1BOCjwCda1pcBL5gg/89b+iuq6vVJTgL2rqovJHkz8I6qujTJesBewGZVVa2+g3U6oPULG2200bBqT4/5NyxW9ttXW29o+q2/vX0qaqMBt922+nRXQZKksdIbITnZdOmB6IF+nDsiWJKkpfN8Fg4EHw9QVecC67TA5QzgS0muAj4CPLkv/7f7gq4B3p9kLl0A95HAw9qyn1bVvKq6B7gamF1VBcwDNm55dgEOTHIlcDawOjAsMjpRvm+PCgL3rbsLcAVwObAZ8ISqugLYMMkjkmwB/K6qfj4qf1+brmzvL+trR78/ALcBRyV5CfDnwQxV9emqmlVVszbYYIMJqr6czXjUYmVf7fbh3b7WeqsNTdfSWX3126a7CpIkjZUZM2YsVrr0QPRAP84NBEuStISSPBhYd+ChZjWQrYBDgbOq6inAbnSB154/9b1/FbAB8LSqmgnc3Je3f1joPX2f72HBHT6hG1U7s/3bqKp+MKzqE+T705D8g+t+oG/dx1fVf7dlJwP7APvSjRBeVP7+Nt3NkDuVquouutHEX6Yb9Xz6YJ77rZ0OglXXWDitinuqHSRVUMXddJ83+cmprHT3wqN/V3nQSmy7xybLqcL3H9X6hqrBBfdNW0LPfNZmrLTSXXS9PzVlSpK0Ittpp51YddVVF0pbddVV2WmnnaapRtLUe6Af5waCJUlacjsCZw2k7QuQZDtgflXNpxsR/Mu2fP8JypsB/Lqq7kyyI/CYxazPGcBbkrQpaLNlS/8jsPYk8k12G69LslZb95FJNmzLTgBeThcMPnkS+Ue5t75tvRlV9U3gbXQPvntg2PxlsNvHYcajgcCMRzPvaf/CzE02YrOX3cgJH7wHqnjlgStzN/CwX1/Kptd9kdVu+1+oYq31VmPHV23GE7f5q+luyXK30Yeew8Vn/HFB4Lfv36922mpKtrH9s1/LDjtuwhvWPY8FweAFAeHrD3vRlGxHkqQVxeabb85uu+1278jIGTNmsNtuu7H55ptPc82kqfNAP85TUzSqQpKkFU2SI4CTq+rs9vls4PvAc4B1gNdV1cVJtgWOBX4DfBd4dVVtnGR/Fp67d33gNGBV4ErgWXRzEAN8vY0oJskx7fPJSTbuLUuyBt08vc+kG4l7fVW9uM2ze0Yr9wPAqSPyLVSfCdr998Dfto+3Av+nqn7cls0DbqmqHSfKTzcCuL9N7wDWqqqDk+xNN4/yX1r7v0Y3MjrAh6vq2FF1mzVrVl166aUTVV+SJEmSxlaSy6pq1tBlBoIlSVoySS4HtqmqO9vns2kPOZvWiq3ADARLkiRJWpFNFAi+z1x8kiRpcqpqau5RlyRJkiRpGTMQLEnSFKmqHaa7DlMlyVOBzw8k315V20xHfSRJkiRJS8dAsCRJuo+qmscD6cFskiRJkqQJrTTdFZAkSZIkSZIkLVsGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnPhevXgAAASGUlEQVQGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJkiRJkiRJGnMGgiVJkiRJkiRpzBkIliRJkiRJkqQxZyBYkiRJkiRJksacgWBJksZMklunefszk7yw7/PuSQ6czjpJkiRJ0orOQLAkSZpqM4F7A8FVdWpVHTaN9ZEkSZKkFZ6BYEmSxlSSHZKcneTkJNcmOS6dXZOcNJDvtPb+FUnmJbkqyQf78rwgyeVJ5iSZ3dK2TnJBkiva66ZJHgQcAuyb5Mok+ybZP8kRbZ3HJJmdZG573ailH5Pk462cnyTZp6U/PMm5rayrkjx7+fWgJEmSJI0PA8GSJI23LYG3AU8CHgc8C/g28Iwka7Y8+wInJnkE8EHguXSjep+eZM8kGwCfAfauqi2Al7b1rgW2r6otgYOA91fVHe39iVU1s6pOHKjPEcDnqmpz4Djg433LHg5sB7wY6I0gfiVwRlXNBLYArlzqHpEkSZKkFdAq010BSZK0TF1cVTcAJLkS2LiqzktyOrBbkpOBFwHvpAsAn11Vv2n5jwO2B+4Gzq2qnwJU1W9b2TOAY5M8AShg1UnUZ1vgJe3954EP9S37alXdA1yT5GEt7RLg6CSrtuX3CQQnOQA4oH28Ncl1k6iHhlsfuGW6K7ECs/+nj30/fez76WX/Tx/7fnrZ/9PHvl/2HjNqgYFgSZLG2+197+9mwbX/ROBNwG+BS6rqj0kyoozQBXoHHQqcVVV7JdkYOHsJ6tdfbn9dA1BV5ybZni5Y/fkkh1fV5xYqoOrTwKeXYNsakOTSqpo13fVYUdn/08e+nz72/fSy/6ePfT+97P/pY99PL6eGkCRpxXQ2sBXwerqgMMBFwHOSrJ9kZeAVwDnA91v6YwGSrNfyzwB+2d7v31f2H4G1R2z3AuDl7f2rgPMmqmSSxwC/rqrPAP/d6ixJkiRJWkwGgiVJWgFV1d3A14Fd2ytVdRPwbuAsYA5weVV9rU0VcQDwlSRzWBA4/hDwgSTnAyv3FX8W8KTew+IGNv1W4LVJ5gKvBv5+EVXdAbgyyRXA3sDHlqS9kiRJkrSiS9WwOz0lSZK0oklyQJtqQ9PA/p8+9v30se+nl/0/fez76WX/Tx/7fnoZCJYkSZIkSZKkMefUEJIkSZIkSZI05gwES5IkrSCSXJ9kXpu/+dKBZe9IUknW70t7d5L/SXJdkucv/xqPl1H9n+QtrY+vTvKhvnT7f4oM6/skM5Nc2EtLsnVffvt+CiVZN8nJSa5N8oMk2yZZL8m3k/yovT6kL7/9P0VG9P3h7fPcJKckWbcvv30/hYb1f98yr7vL0Ki+95q77I0473jNvZ9YZborIEmSpOVqx6q6pT8hyaOB5wE/70t7EvBy4MnAI4DvJHlie9CgltxC/Z9kR2APYPOquj3Jhi3d/p96g8f+h4D3VdW3krywfd7Bvl8mPgacXlX7JHkQ8GDgn4DZVXVYkgOBA4F32f9Tbljffxt4d1XdleSDdA+Kte+XjWH973V3+bhP33vNXW6GHfcn4TX3fsERwZIkSfoI8E6g/+ERewAnVNXtVfVT4H+ArYetrKXyRuCwqrodoKp+3dLt/2WvgHXa+xnAje29fT+FkqwDbA/8N0BV3VFVv6fr52NbtmOBPdt7+3+KjOr7qjqzqu5q2S4EHtXe2/dTaIJjH7zuLlMT9L3X3GVsgr73mns/YSBYkiRpxVHAmUkuS3IAQJLdgV9W1ZyBvI8EftH3+YaWpiV3n/4Hngg8O8lFSc5J8vSWbv9PrWF9/zbg8CS/AD5MNyoS7Pup9jjgN8Bnk1yR5KgkawIPq6qbANrrhi2//T91RvV9v9cB32rv7fupNbT/ve4uF6OOfa+5y96ovveaez9hIFiSJGnF8ayq2grYFXhTku2B9wAHDcmbIWk1JE2TN6z/VwEeAjwD+EfgpCTB/p9qw/r+jcDbq+rRwNtpo5ew76faKsBWwCerakvgT3TTQIxi/0+dCfs+yXuAu4DjeklDyrDvl9yw/j8Yr7vLw6hj32vusjeq773m3k8YCJYkSVpBVNWN7fXXwCnAc4DHAnOSXE93e/DlSf6KbkTGo/tWfxQLbuPTEhjS/1vT9fNXqnMxcA+wPvb/lBrR9/sBX2lZvsSCW1Ht+6l1A3BDVV3UPp9MFyS4OcnDAdrrr/vy2/9TY1Tfk2Q/4MXAq6qq+vLb91NnVP973V32RvW919xlb1Tfe829nzAQLEmStAJot6Ou3XsP7AJcUlUbVtXGVbUx3X/Gt6qqXwGnAi9PslqSxwJPAC6epuo/4I3o/6uArwLPbelPBB4E3IL9P2Um6Psb6X4MgW4f/Ki9t++nUDuf/CLJpi1pJ+Aaun7er6XtB3ytvbf/p8iovk/yAuBdwO5V9ee+Vez7KTSi/y/3urvsTXDe8Zq7jE3Q915z7ydWme4KSJIkabl4GHBKdwckqwBfrKrTR2WuqquTnET3n/e7gDf5BOelMrT/29O0j05yFXAHsF8bnWf/T51RfX8r8LEkqwC3AQeAx/4y8hbguHa8/wR4Ld2gpJOS/A3wc+ClYP8vA8P6/hJgNeDb7e/iwqp6g32/TAzr/6Hs/yk3rO//hNfc5WFY338Nr7n3C1lwF4gkSZIkSZIkaRw5NYQkSZIkSZIkjTkDwZIkSZIkSZI05gwES5IkSZIkSdKYMxAsSZIkSZIkSWPOQLAkSZIkSZKksZPkpUmuTnJPklkT5Fs3yclJrk3ygyTbtvSDk/wyyZXt3wtb+vOSXJZkXnt9bktfuy/vlUluSfLRtuwxSWYnmZvk7CSP6tv+3X3rnDqJdm2R5Ptt+6clWWcy/WEgWJIkSZLGTN8XyquSfCnJgxeR/+xhX5CT7J/kiPb+DUleswR1WTfJ3/V9fkSSkxe3nAnKf0WS9wyk7ZDk61O1jSWRZM8kT+r7fEiSnZeyzOf3BQpuTXJde/+5JLOSfHzpaz5y2zskeeayKn/ENnsBmEMmyLNJrz+WZ90k3f+089QxA8lXAS8Bzl3E6h8DTq+qzYAtgB/0LftIVc1s/77Z0m4BdquqpwL7AZ8HqKo/9uWdCfwM+Epb58PA56pqc+AQ4AN92/hL33q7T6K5RwEHtu2fAvzjJNYxECxJkiRJY6j3hfIpwB3AG5a2wKo6sqo+twSrrgvcGwiuqhurap+lrU+fFwCnT2F5U2VP4N5AcFUdVFXfWZoCq+qMvuDCpcCr2ufXVNWlVfXWpazzRHYAlmsguPlIVR00amFV/bj1hyTdR1X9oKqumyhPG027PfDfbZ07qur3iyj3iqq6sX28Glg9yWoD5T4B2BD4Xkt6EjC7vT8L2GNR9U/ytCTntFHHZyR5eFu0KQuC298G9l5UWWAgWJIkSZLG3feAxyfZOMlVvcQk70hycF++/5PkgjaKeOvBQtrozHe0949P8p0kc5Jc3kZlrtVueb283ara+4J7GNAbtXl4fz2SrJ7ksy3/FUl2bOn7J/lKktOT/CjJh4Y1LEmAmcDloxrf6n10G/X8kyRvbekfHBipfHCS/5fO4a0f5iXZty/PO1vanCSHtbTXJ7mkpX05yYPbyNndgcNbuzdJckySfdo6O7X2zmt1W62lX5/kfX19uNmodg1p572joFtbjk1yZivzJUk+1Mo8PcmqLd/QAEOStya5Jt3tyyck2Zjux4S3t/Y8O8luSS5q7fhOkoct5ravb/vg4vbv8ZNo43OyYET0FUnWnmz/SNIEHgf8BvhsO7cclWTNvuVvbufDo5M8ZMj6ewNXVNXtA+mvAE6sqmqf57AgYLsXsHaSh7bPqye5NMmFSfYEaOfL/wT2qaqnAUcD/9byX0V3nQF4KfDoyTTUQLAkSZIkjakkqwC7AvMmkX3Nqnom3ejdoxeR9zjgv6pqC7pRojcBtwF7VdVWwI7Av7dA7YHAj9vI1cFbV98E0G5tfQVwbJLV27KZwL7AU4F9kwz7krslMKfvS/YomwHPB7YG/qV9uT6hld/zMuBLdLcQz6S7NXhnumDuw5PsSjfKd5vW7l5w+itV9fSW9gPgb6rqAuBU4B9bu3/c20hr3zHAvq3dqwBv7KvHLa0PPwm8YxHtmsgmwIvoRpx9ATirbe8vwIsWEWA4ENiy3b78hqq6HjiSBbdHfw84D3hGVW1J15fvnOy2+/L9oaq2Bo4APjqJNr0DeFMbAfzsVp6kFVz7UepKuukSdu/7wej5kyxiFWAr4JPtnPYnuvMgdOfiTeiuCzcB/z6w7ScDHwT+75ByXw4c3/f5HcBzklwBPAf4JXBXW7ZRVc0CXgl8NMkmdKN+nwJ8u7Xvn4HevMKvA96U5DJgbbq7fybVUEmSJEnSeFmjfWmEbkTwfwOPWMQ6xwNU1blJ1kmy7rBMbRTmI6vqlJb/tpa+KvD+JNsD9wCPBB62iG1uRxeMpKquTfIz4Ilt2eyqmt/KvgZ4DPCLgfVfAHxrEdsA+EYbqXV7kl8DD6uqK5JsmOQRwAbA76rq50neDhxfVXcDNyc5B3g63Zf2z1bVn1t9f9vKfkqSf6WbAmMt4IxF1GVT4KdV9cP2+Vi6gHgvENqbS/IyuqD0kvpWVd2ZZB6wMgumz5gHbMzCAQZanptanrnAcUm+Cnx1RPmPAk5so4gfBPx0Mbbdc3zf60cm0abzgf9IchxdAP6GSawjacxV1TbQ3RkB7F9V+y9mETcAN1TVRe3zybRAcFXd3MuU5DPA1/s+P4puft7X9P/g15ZtAaxSVZf11fNG2nk9yVrA3r3rXG+aiar6SZKz6X7ovA64uqq2HdLma4FdWllPZOEf2UZyRLAkSZIkjZ/+h868paruoBt11P8dcPWBdQZH1Y4aZZsR6a+iC6g+rY3YvHnINiZbFkD/LbZ3M3wg0y7AmYvYxkRlnQzsQzcy+IRF1CkM75NjgDe3Ea/vY+na3F/XUW2erNsBquoe4M6+UdP3tHJDF2DoHSdPrapdWp4XAf8FPA24rI0sH/SfwBGt3f+Xhdu9qG331Ij3Q1XVYcDfAmsAFy7O1BmSNEpV/Qr4RZJNW9JOwDUAWTAnL3TTOfSmNloX+Abw7qo6f0ixr2Dh0cAkWT9J7zr8btrdN0ke0jdF0PrAs9r2rwM2SLJtW7ZqG4FMkg3b60p0I4WPnExbDQRLkiRJ0orhZmDDJA9tXzhfPLB8X4Ak2wHze6OUBlXVH4Ab+uYwXC3Jg4EZwK/bSNAd6UbwAvyR7rbVYc6lCyD3RjRtRPfFd5GSzKAbbfW/k8k/wgl0t+7uQxcU7tVp3yQrJ9mA7gFCF9MFnF/X2kqS9Vr+tYGb2ojoV/WVPard1wIb982J+2rgnKVow5IaGmBoQYVHV9VZdNM99EY6D7ZnBt1tzQD7LWEd9u17/f6iMifZpKrmVdUH6R6WZyBY0oSS7JXkBmBb4BtJzmjpj0jyzb6sb6G7E2Iu3TQQ72/pvTnO59JNe/T2lv5m4PHAe/umotiwr7yXMRAIpnvo5nVJfkh3x0xvOp6/Bi5NMofuIXKHVdU17UfcfYAPtmVXsuChna9o5VwL3Ah8djL94dQQkiRJkrQCaAHaQ4CL6G7jv3Ygy++SXACsQzf34EReDXyqlXcn3YNqjgNOS3Ip3ZfVa9t2/zfJ+ekeEPctupGmPZ8AjmxTCNxFd0vv7W2qgkV5HvCdyWQcpaqublNd/LKqetMinEIXMJhDN0r1nW202OlJZtJ9Wb8D+CbwT8B76fr0Z3RTH/SCpScAn0n3cLp9+rZ5W5LXAl9qI20vYZIjuaZSVd2R7uF1H+8F1emmp/gh8IWWFrp5gX+f5DTg5HQPAXwLcHBrwy+BC4HHLkE1VktyEd0gtVdMIv/b2o8Md9ONlpvMtCCSVhBVdTZw9kDaKXTn9cG8NwIv7Pt8JTBrSL5Xj9jWvwL/OkFdHjck7WQW/OjYn34B3Xz4w8q5ku4HycH0jwEfG7X9UbLoOfUlSZIkSbp/SXIUcFRVXTjdddHiS3I9MKuqbpkgz8HArVX14UmUd2tVrTV1NZSk8eOIYEmSJEnSA05V/e1010HL3K3AAUnWqaqDhmVIsgnwZbqpTyRJE3BEsCRJkiRJkiSNOR8WJ0mSJEmSJEljzkCwJEmSJEmSJI05A8GSJEmSJEmSNOYMBEuSJEmSJEnSmDMQLEmSJEmSJEljzkCwJEmSJEmSJI25/w8TbkBWvUh9lwAAAABJRU5ErkJggg==",
      "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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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"
    }
   ],
   "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,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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