314 lines
158 KiB
Plaintext
314 lines
158 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {},
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"outputs": [],
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"source": [
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"from typing import List\n",
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"import networkx as nx\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import datetime\n",
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"from hatch import contributions_to_token_batches, TokenBatch, Commons\n",
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"from convictionvoting import trigger_threshold\n",
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"from network_helpers import *\n",
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"from IPython.core.debugger import set_trace\n",
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"\n",
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"from cadCAD.configuration import Configuration\n",
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"\n",
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"\n",
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"def initialize_network_of_hatchers(participants: List[TokenBatch]) -> nx.DiGraph:\n",
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" \"\"\"\n",
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" The role of this function is simply to fill up the directed graph.\n",
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" Helper functions setting up the tokens etc should be defined elsewhere\n",
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" and only provide values to this dumb function to put in the graph.\n",
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" \"\"\"\n",
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" network = nx.DiGraph()\n",
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" for i, p in enumerate(participants):\n",
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" # Note: TokenBatch arguments don't mean anything if they're nonvesting\n",
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" network.add_node(i, type=\"participant\", holdings_vesting=p, holdings_nonvesting=TokenBatch(0, 5, 5), sentiment=np.random.rand())\n",
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" return network\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [],
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"source": [
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"def new_participants_and_new_funds_commons(params, step, sL, s, _input):\n",
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" commons = s[\"commons\"]\n",
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" if _input['new_participant']:\n",
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" tokens, realized_price = commons.deposit(_input['new_participant_investment'])\n",
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"# print(tokens, realized_price, _input['new_participant_tokens'])\n",
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" if _input['funds_arrival']:\n",
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" commons._funding_pool += _input['funds_arrival']\n",
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" return \"commons\", commons\n",
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"\n",
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"def update_network(params, step, sL, s, _input):\n",
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" network = s[\"network\"]\n",
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" participants_expenditure = _input[\"update_network_spending\"]\n",
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" for i in get_participants(network):\n",
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" node = network.nodes[i]\n",
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" token_batch = node[\"holdings_vesting\"]\n",
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" token_batch.current_date = token_batch.creation_date + datetime.timedelta(days=s[\"timestep\"])\n",
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" token_batch.spend(participants_expenditure[i])\n",
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" return \"network\", network\n",
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"\n",
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"def update_commons(params, step, sL, s, _input):\n",
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" commons = s[\"commons\"]\n",
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" participants_expenditure = _input[\"update_network_spending\"]\n",
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" for expenditure in participants_expenditure:\n",
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" if expenditure > 0:\n",
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" commons.burn(expenditure)\n",
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" return \"commons\", commons\n",
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"\n",
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"def update_collateral_pool(params, step, sL, s, _input):\n",
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" commons = s[\"commons\"]\n",
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" s[\"collateral_pool\"] = commons._collateral_pool\n",
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" return \"collateral_pool\", commons._collateral_pool\n",
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"\n",
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"def update_token_supply(params, step, sL, s, _input):\n",
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" commons = s[\"commons\"]\n",
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" s[\"token_supply\"] = commons._token_supply\n",
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" return \"token_supply\", commons._token_supply\n",
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"\n",
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"def update_funding_pool(params, step, sL, s, _input):\n",
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" commons = s[\"commons\"]\n",
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" s[\"funding_pool\"] = commons._funding_pool\n",
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" return \"funding_pool\", commons._funding_pool"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [],
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"source": [
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"# contributions = [5e5, 5e5, 2.5e5]\n",
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"contributions = [np.random.rand() * 10e5 for i in range(60)]\n",
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"token_batches, initial_token_supply = contributions_to_token_batches(contributions, 0.1, 60)\n",
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"\n",
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"network = initialize_network_of_hatchers(token_batches)\n",
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"commons = Commons(sum(contributions), initial_token_supply, exit_tribute=0.35)\n",
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"network = add_proposals_and_relationships_to_network(network, 3, commons._funding_pool, commons._token_supply)\n",
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"\n",
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"initial_conditions = {\n",
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" \"network\": network,\n",
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" \"commons\": commons,\n",
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" \"funding_pool\": commons._funding_pool,\n",
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" \"collateral_pool\": commons._collateral_pool,\n",
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" \"token_supply\": commons._token_supply,\n",
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" \"sentiment\": 0.5\n",
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"}\n",
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"\n",
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"partial_state_update_blocks = [\n",
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" {\n",
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" \"policies\": {\n",
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" \"driving_process\": driving_process\n",
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" },\n",
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" 'variables': {\n",
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" 'network': add_participants_proposals_to_network,\n",
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" 'commons': new_participants_and_new_funds_commons,\n",
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" }\n",
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" },\n",
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" {\n",
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" \"policies\": {},\n",
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" \"variables\": {\n",
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" \"funding_pool\": update_funding_pool,\n",
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" \"collateral_pool\": update_collateral_pool,\n",
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" \"token_supply\": update_token_supply,\n",
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" }\n",
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" }\n",
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"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 23,
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"metadata": {
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"tags": [
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"outputPrepend"
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]
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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" __________ ____ \n",
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" ________ __ _____/ ____/ | / __ \\\n",
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" / ___/ __` / __ / / / /| | / / / /\n",
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" / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n",
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" \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n",
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" by BlockScience\n",
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" \n",
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"Execution Mode: single_proc: [<cadCAD.configuration.Configuration object at 0x7fccd32c7cd0>]\n",
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"Configurations: [<cadCAD.configuration.Configuration object at 0x7fccd32c7cd0>]\n"
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]
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}
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],
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"source": [
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"simulation_parameters = {\n",
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" 'T': range(150),\n",
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" 'N': 1,\n",
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" 'M': {\"trigger_threshold\": [trigger_threshold]}\n",
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"}\n",
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"\n",
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"# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n",
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"# The configurations above are then packaged into a `Configuration` object\n",
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"config = Configuration(initial_state=initial_conditions, #dict containing variable names and initial values\n",
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" partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n",
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" sim_config=simulation_parameters #dict containing simulation parameters\n",
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" )\n",
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"\n",
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"\n",
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"from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
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"exec_mode = ExecutionMode()\n",
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"exec_context = ExecutionContext(exec_mode.single_proc)\n",
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"executor = Executor(exec_context, [config]) # Pass the configuration object inside an array\n",
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"raw_result, tensor = executor.execute() # The `execute()` method returns a tuple; its first elements contains the raw results"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 24,
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"metadata": {
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"tags": [
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"outputPrepend"
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]
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},
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"outputs": [],
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"source": [
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"df = pd.DataFrame(raw_result)\n",
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"df_final = df[df.substep.eq(2)]\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 25,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
|
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"<matplotlib.axes._subplots.AxesSubplot at 0x7fccc7779940>"
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]
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},
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"execution_count": 25,
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"metadata": {},
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"output_type": "execute_result"
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},
|
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{
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"data": {
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"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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},
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{
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"data": {
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"image/png": 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\n",
|
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"text/plain": [
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|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"df_final.plot(\"timestep\", \"collateral_pool\", grid=True)\n",
|
|
"df_final.plot(\"timestep\", \"token_supply\", grid=True)\n",
|
|
"df_final.plot(\"timestep\", \"funding_pool\", grid=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, 'Participants Social Network')"
|
|
]
|
|
},
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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SSPm+aXlO34/iVWrOXUrGMhjctHweWCUwJIaK3l214y8GN/sBmUyGRqPBxMSENWvWcObMGRQKBcbGxlm+v+vY294vBsWIiGNBgUcIXyGlupM1k3w8sh05l46JESSf2cjfdkFUHT4cWW6njYI8x1DRu0XtSlG8eHESEhLQaDTI5XJsbGywtLQkNTUVlUpFUlISarWa1NTUDO9Zffau9+Q6X4NDZb1tFhHHgrxECF8hJj3sO6fVGRr1m4Ovry///vsvS5cuxcTE5MMYLMgRhorerepeniMREWzZsoXRo0fz/PlzevbsSaNGjQzS/usM33qdPTfC9W5HRBwL8hKxxlfIaeteDPnJ32hYzgpThRyzN6I9zRRyTBVyWlcqydb+XvT0cqZcuXKcPXuWqKgoWrVqRVRUVD5ZL3gbkiRh+ioKmVa/WV969K5cLqd79+6Ehoayfft2ateubSBLMyIijgWFAZGyrBBz//59GjZsSEREBKdPn6ZiDU92XAsj8FkCL5WpFDUzxsPBik61ss6HqNVqmTRpEtu2bWPv3r1Urqy/i6owURDzRyYlJbFp0yaWLFmCSmZKqs9UNHo8n5oq5Jwb1/yDjScqMQXvX47rtc73oW0WfHwIV2ch5cSJE3zxxRckJCRgZmZGcnIytpamOcq9KZfLmT17NpUrV6ZZs2asWbOGtm3b5qHVBYN35498zoJjQR88f+SDBw9YunQp69ato2HDhsyfP58WLVowYONVjt59kavtAfkRvZsecZxbmyWtllLaWMxkakAInyBvEK7OQsiTJ09o1aoVCQlpkW/Gxsa8fPky1+317NmTvXv30r9/f3799Vf+l50AGy+E8NWKCxy9+4IUtTbTzET5/58dufOCr1ZcYOOFkDyzRavVcujQIdq2bYuXlxfGxsZcuXKFPXv20LJlS2QyGd83LY+ZwihX7ZspjPIlelcvm02MKBp2Hnd3d9auXYtWq1+EqECQFUL4CiFlypRh//79ODk5YWRkhFKp1IlgbvHy8uL8+fNs2rSJb7/9lpSU/70NxP/NH/nuQCDImD/S0OIXFxfHwoULcXd3Z+LEiXTq1InHjx8zZ84cnJ2dM5ybHr1rbpyzP1UjSUN/T1uqlfnwFQ9ya7O5sZwpbSuxb50fO3bsYPny5dSpU4cTJ05kOO9/+cFM8GEQa3yFlJSUFMqVK8eKFSs4cOAAffr0wcvLS+92k5KS6NWrF5GRkezcuZMSJUoYwNr8J+BJHF+tuJCrfY/mxkZs7e+lt4jcvn0bPz8/tmzZQps2bRgyZAj169fP1paSjRdCmPbnTTSSDGRvF5T06N3wA0tIuH6Q+vXrM3r0aD7//HOMjT9spOT7qjOk83rE8esJqiVJYvv27YwfP56qVasyd+5c3N3d+fTTT2nYsCFTp059a5sFcf1WUHAQwldIWb9+PRs3buTIkSMGb1ur1TJt2jQ2btzI3r17qVq1qsH7+ND033BFr7Wy1pVK4t+zTo6vVavV7N27l8WLF3Pv3j0GDBhA//79cXBwyFE7cXFxuHm15NMR87gcloyM/5b1gf/Wtmvmbs/gpuWZNKgX+/fvB8DCwgJLS0sePXqEhYVFjsegDzfD4lh6MpgT9yLfa/PbHixSUlJYvHgxv/zyCw0aNODo0aMAnD17lpo1a2Y4V9T/E2QHIXyFEEmSqFOnDtOnT8/TYJQ//viDYcOGsWrVKnx9ffOsn7wmPyINIyMjWbFiBf7+/pQtW5ahQ4fy5Zdf5nrP5LRp03jy5AmrV68mOjHlvdG769evZ/DgwSQlJWFiYsLkyZOZMmVKrvo2BK/bHBYZTRl723dGHGfF8+fPcXNz07n1nZ2dCQwMxNQ07Xp9Z5iCjwcR1VkIOXv2LAkJCbRp0yZP++nWrRuurq506NCBu3fvMnbs2EKZ6cWQ+SPfFzV7+fJllixZwt69e+nYsSN//vlnpllJTomNjcXPz49Lly4BZCt6t2XLlqhUKkxNTTExMaFu3bp62aAv6TYfP36cFl+1JCgoiAoVsh+BDHDw4EGSkpJ0P4eEhPDVV1+xe/duUf9PkCOE8BVCFi5cyLBhw5DL8z42qW7duly4cIEvvviCO3fusHz5ct0TdmEhryvWp6SksH37dhYvXkxERASDBw9m/vz52Nra6tVnOvPnz6d9+/a4uLhk+xpHR0c6duxI3759KVKkCO3bt+fw4cPUqlXLIDbllvR1uXHjxrFr164cXVuzZk2mTJlCXFwccXFxBAcHExcXp3f9v2plrPMlCEiQfwhXZyEjNDSUWrVqERISgpXVh8tukZycTJ8+fQgLC2P37t2ULFnyg/WtL9+su8zxwAi922nhUYJVvT11P4eFheHv78/KlSupXr06Q4YMwcfHByOj3IXyZ0VMTAxubm5cuXIlU8RnTti1axdDhw7lzJkzfPLJJwazLydcu3aNhg0b8urVK8zNzbl8+bJBkibk1/qtoPAitjMUMvz8/Ojdu/cHFT1IC5DYsmULn376KfXq1SMgIOCD9q8PhqxYL0kSp06donPnzlSrVo2XL19y8uRJDh8+TLt27QwqegDz5s2jQ4cOeokeQIcOHZgwYQKfffZZvqWomzhxIq9evQJAqVQyevRovdsU9f8EuUG4OgsRSUlJrF69WrfW86GRy+X8+OOPVKpUiVatWrF8+XLat2+fL7bkhLT8kc/1Dm6JC71D9epfk5qaypAhQ1i9enWePoBERUXh7+9vsNp5Q4YMISwsDF9fX44dO/bBIzzVajVubm4EBQVRpUoVg7jMP+T6reB/ByF8hYj169fTqFGjHK315AVdunTBxcWFL7/8krt37zJ+/PgCHfTSqXYZFhwL0qsNpVLJpYO/0ap5c6pUqYKlpSVmZmYGsjBr5s2bR+fOnSlXrpzB2pw1axZff/013bt3Z+fOnQafob6LY8eOAWkPUNevXzdI33m9fiv430Ss8RUStFotlStX5vfff6dp06b5bQ4A4eHhtG/fHjc3N1auXJnnQqAP+qwDIWlJCjpP1O7ZmJiYIJfL0Wg0REZGUqxYMYPbCmnbITw8PLh+/Tply5Y1aNsqlQofHx/c3Nzw8/P74A8tJiYmJCYmGqQcVl6t3wr+txFrfIWEo0ePYmJiQpMmTfLbFB2Ojo6cOnUKjUZD06ZNef78ebaui0pMwf/UA4Zvvc436y4zfOt1/E89yNN1Fn3yR0rqVLyt027UKpWKlJQUfH19KVq0qIGt/C+//vorXbt2NbjoQZrw7Nq1i3PnzjF79myDt/8+jIyMUKsNVGTXgOu3go8HIXyFhEWLFvHDDz8UOJeiubk5mzdvpm3bttStW5fr16+/9dyAJ3H033AF71+Os+BYEHtuhHM8MII9N8JZeCyIBr8cZ8DGKwQ8iTO4nen5I+U5rG9nbixnWOMyhFz7Bzs7OxQKBSYmJly/fp0WLVpw/vx5g9saERHBypUrmThxosHbTqdo0aIcPHiQ5cuXs27dujzrJyuMjIzQaHKeOi4rRP0/QW4QwlcICAwM5OrVq3Tv3j2/TckSmUzGlClTWLBgAZ9++ik7d+7MdE5+V0VITk5m+diviT+5BjNjOe97fpDJ0nJ0TvKpyCjftL2Mbdq0QZIkvv76a+7du0ePHj3o2rUr7dq1M2iU63/+8x+6detGmTJlDNZmVjg6OvLXX38xduxYDh8+nKd9vY5CoTCY8HWo6ah3WxLQqVbefteCgoUQvkLA4sWL6d+/f4FeQwPo2LEjhw8fZsSIEcyYMUOXRT8/qyJIksTWrVspU6YMp0+fxln9hDbGgWhCr4FWjUKW0aCsKtYDmJmZsXLlSlauXMnu3bvx9/fnm2++ISgoiJYtW9K6dWu6detGUJB+QTQvXrxg9erVTJgwQa92skvFihXZtWsXPXv2NFj06PswlKvz/PnztGvVFPmLQHLrB8mPmoWC/EcEtxRw4uLi+OSTT/j3339xdHTMb3OyxbNnz2jfvj2urq4Mn76A3uuv50tVhMTERJo2bUpgYKAu1ZWZmRk9evRgyJAhOJWvmKOK9ekEBwfTtWtXnJ2dWbVqFdbW1rx8+ZJffvlFt8Vj6tSpODk55djmUaNGkZqaym+//ZarMeeWD7nBvUSJEty6dSvXSRDCwsIYN24cp06dYtasWVRt+jndV17K18obgsKFmPEVcFatWoWPj0+hET0ABwcHTp48iUwmo+fsDShzcUMCUKo1LD0ZnGs7JElCrVaTnJwMpAV1/Pbbb6xcuZIaNWro8kcu6FqDVb09WdC1BgMau7736b98+fKcO3cOR0dHatWqxeXLl5kzZw5+fn5cv34de3t7atSowfDhw4mIyH7E4fPnz1m7di3jx4/P9Zhzy4fc4J5bV2dycjI//fQT1atXx8XFhcDAQL7++mtqlrXJdf2/ST4eQvQ+QsQ+vgKMWq1m8eLFbNu2Lb9NyTHm5uYs9F+F16yj5Nal8HpWjZy4otJTia1YsQIPDw8kScLU1BSNRkOVKlVyaU1GTE1NWbx4MU2bNqVVq1YkJydjZGTEhg0bmDVrFsOGDWPWrFlUrFiRQYMG8c2gYRwJTnhnfbhffvmFXr165dtDzofa4J7T4BZJktiyZQvjxo3Dy8uLq1evZspkk+6Szk51BrRazE0VTPKpKBJUf6QIV2cBZteuXfz666+cO3cuv03JFf6nHrDgWJBeG4zNFHJGtHJ7b1aN9FRiS5Ys4fjx4/Ts2ZPBgwfTsWNH1Go1586dY8GCBYwfPx5LS8tc2/Mmb5bKsbS05NmzZ7o+Dl2+y5TNp4lQ2KfNdF5zsrxeH65LFWu6tKjH7du3c1yrz5BotVp69+5NQkJCnm1wd3Z25sSJE9lyqV65coUffviBV69esXDhQho3bvzO87NT/08Kv8239Z0Y991Xeo5EUFgRM74CTPoWhsLKh8iqkZSUxMaNG1myZAkajYYhQ4awZs0arKysmD9/PoGBgTx8+BBbW1tmzJihly1ZsWbNGpKTkylatCiJiYkkJiYyduxYli5d+v9BPaEozUsjk+DNOU76TfnInRccux1Oo74T81X0IC2ryqpVq2jbti1Dhw7Nkw3u2XF1Pnv2jIkTJ3Lo0CFmzJhBnz59siXC1cpY49+zzjtrFt67WYyuXbsypFs7ihQpYqhhCQoRYsZXQLl+/Tq+vr48fPgQY+PCubnWUFk1ShNDt9LxODo64uDggKOjI0lJSaxcuZJ169bRuHFjhgwZQvPmzXU36YiICEqXLs2ECROYPn263ja8DUmSCA8P59atWwQEBLBr1y5MTEwY8J8N2a4Pl46ZQs7ktgXD/fby5UsaN25Mly5dDL6f0N3dnb179+Lu7p7pmFKpZP78+cybN4/vvvuOSZMm5UmigG7duuHh4cG0adMM3rag4COEr4DSp08f3N3dP1hYe14wfOt19twI17sdV6No7IMP6mZv6W5FMzMzypYti7Ozs04Q098nTJhAcnIyDx48+OD1AwOexPHViguFPsowPDycBg0a8NNPP9G7d2+DtVupUiW2b9+eoSSRJEns2rWLMWPGUL16dX799VdcXfMuaXR6ea+AgIA83y8pKHgIV2cB5MWLF/z5558EB+c+orEgYIiqCGYKOdHBNzm+davuM5lMxujRoxk9ejTPnj0jPDxc9x4YGMiqVau4f/8+Dg4OWFlZYWVlpRPE18Xx9XcHB4cc75McNWoUbdq0oWXLlhk+9zsZjFKtXyRrQagPl77BvWnTpjg4OPDpp58apN03XZ03btxg+PDhxMTEsHLlSpo3b26Qft5FuXLlGDRoEBMmTGDDhg153p+gYCFmfAWQ6dOnExYWxvLly/PbFL2ISkzB+5fjegmfXNIQt24I8tRk4uPjUavVyGQyHB0d8fHxoVmzZjRr1oxSpUoBaYVbHRwcGDZsGP/5z3/QarVER0frxDFdIF8Xy2fPnvH8+XOKFCnyVmF8XSDNzc11kaIKhYK2bduydOlS7O3tDTJmYzlcmNAy3zZVRyWmsONqmC4CNSUhlhO7N7JpxlCa1dc/kXPNmjVZvXo1pUuXZvLkyezdu5cff/yR7777DoXiwz2LJyYm4u7uzq5du6hXr94H61eQ/wjhK2CkpKTg7OzM0aNHDRZ6n38vPPoAACAASURBVJ/oUxVB0mpxVsSzdWhL7O3t+f7779mwYQNqtZqzZ89y9uxZTpw4wT///EPJkiVp1qwZR48eJSkpifDwnLlYtVotMTExmQTxzfdnz55hYWFByZIlCQoKQpIkjIyMUCgUjB8/nlLNeukdyYpahf2LS/j/0InatWvnvp0cEvAkDr+TwZwKigTIMAaFTCI1NZVG5W0Z41ON6k65d8XWqlWLRo0asWnTJr7++mumTp2KtXX+uHbXrl3LsmXLOHfuXIHLgyvIO4TwFTA2bNjA+vXrOXr0aH6bYhD0We8yM5azrX/9DOtd8+fP58qVK2zevFn3mUajISAggLlz57J161YsLCxwcXHRzQabNGmCjY2NQcYjSRIxMTGcOXOGr776CqVSibGxMRqNhtq1a9Ng1DKDrGtWtkjkhv9IvLy8+Pnnn6lUqZIBrH87aRGo2dsDZ2aiyFUQjiRJ7Nu3jy5dulC7dm1Wr16dZYDLh0Sr1eLp6cno0aPp1q1bvtoi+HCIzC0FCEmSCv0WhjdJr4qQm6wak30qZgryGDlyZAbRg7QN0W5ubuzZs4dBgwYRHx/PqlWrKF26NP7+/jg7O1OrVi1GjRrF/v37iY+Pz/V4ZDIZtra22NraolQqqVChAvPnzycyMpJLly7xUmmYcju2Dk7cv38fLy8vmjZtSu/evXn06JFB2n6TnORSRS5HqdYyI4e5VG/fvs2nn37K+PHjcXFxYe7cufkuepC2fWPhwoWMHz+eV69e5bc5gg+EEL4CxLlz54iPj8fHxye/TTEo3TydqKN4gpni/VURQEJSp9C9onmOZhRt27bF2tqaJUuWoFAoqFu3LuPGjePw4cNERUWxePFiihcvzoIFCyhTpozu+KFDh0hMTMzxmOrVq0dQUBBBQUEMGTJEN6M0VH24owf+xMnJiR07dtCkSRNCQkKoWrUqHTp0ICAggJw6asLCwlCpVJk+D3gSx8yDgTnadgGgTNUy8+Bdboa9u4RUVFQU33//Pc2bN8fX15eAgADs7OwMVp3BEDRq1Ih69eoxb968/DZF8IEQUZ0FiEWLFjF06FDk8v+N5xFJkjhw4AADBgwgPDycX9dsZ8+9ZB6rrZDLZUjy/+5PTM+q0czdnqpGz/nphy64aBfQo0eP9/azbds2Tp8+zaVLl7L87kxMTPD29sbb25vJkyeTkpLChQsXOHHiBLNnz+bq1atUq1ZN5xpt0KDBe9N1GRsbU6FChUyfGyqSdfzw/nRYNorg4GCCg4N58OABdnZ2nDt3jpo1a6JQKPDw8MDd3R1XV1fKly+vezk6Omb6Hpo1a4ZMJmP37t0ZthHoE4H6SqXG72Qwy7KIQE1NTWXp0qXMnDmTrl27cvfuXWxtbQHDFqI1FL/88guenp706tWL/fv3U6NGDby9vfPbLEEeIdb4CgiPHz+mZs2ahISEYGVV+ItiBgQE0KdPH+7du6dzIRUvXpxevXrR/ZsB3Ig3fWdVhNu3b+Pr68tXX33FjBkz3vowkJycjJ2dHV27dmXNmjW5sjU5OZnz589z4sQJTpw4QUBAALVq1aJZs2Y0b94cLy+vbO8FNERUp6RW0cX0JsMGfJNlhYewsDCmTJnC7t27adWqFR4eHoSFhelEMi4uDhcXF50Quri4MHz4cNRqNebm5kybNo3Ro0cT+0qtt61GaLk06dMMEah//fUXI0eOpGzZssyfPz+D0AK0atWKsWPH0qpVq1z3mxd07dqV/fv3k5KSwogRI/jPf/6T3yYJ8gghfAWEcePGoVKpWLBgQX6bYhBmzJjB1KlTdS45CwsLnj9/niNRj4yMpGPHjtja2rJhw4Ysc2y2bt2aq1evEhERYbCZcmJioi5i9MSJE9y5c4e6devqZoSenp6YmJi89Xp9IlllMqjvZIHd3d1s2rSJJk2aMHjwYFq0aJEp6vDBgwdMmzaNo0ePMnbsWAYPHoy5uTmJiYk8fPhQJ4QBAQFs2bIFrfa/AvfJJ58wds1Rg0SgtnJIZcXILgQGBjJy5EiCg4OZP38+bdu2zTJS8rPPPmP48OF89tlnue/XwLRt25bjx4+jVCqBtAQSuX2QEhR8/jd8aoWcpKQkVq9ezdChQ/PbFL25f/8+I0aMYMGCBbrgBblcTuXKlXM8k7W3t+fYsWPY2tri7e1NaGhohuP79u3j6NGj/PnnnwZ1D1taWtK6dWvmzJnDxYsXefr0KSNHjiQ2NpahQ4diZ2eX4fibbrvvm5bHTJG75M5mCiPGt6vJb7/9RmhoKK1bt2bkyJFUrFiRRYsWERf33zU1V1dXNm7cyN9//82ZM2eoUKECy5Ytw9TUlGrVqtGhQwfGjh3LgAEDMDIywsrKCgsLC3x8fJg+fbpBcqmiMOHguRt8+eWXNGrUiJYtW3L79m0+//zzt24PKIiuztatWyOTyXQ2x8bG5rNFgrxECF8BYOPGjTRo0AAXF5c87ysqMQX/Uw8YvvU636y7zPCt1/E/9YDoxJRct6nVajl48CBt2rTB29sbMzMzjhw5Qnx8PHv27KFFixa5zsZhYmLCihUr6NOnD/Xr1+f8+fMAqFQqunfvTteuXfN8LaZo0aK0bduWefPmce3aNUJCQhg0aBDPnj2jX79+2Nra0rZtW3799VeuXr1KFUcrBtSzR1Ln7Dt9sz6cpaUlAwYMICAggJUrV3Lx4kU++eQT+vfvT0BAgO66KlWqsHv3bnbt2sWOHTuoWLEimzZtQqVSERkZycuXL2nevDlDhw5lzpw51K1blwsXLnDy7EXDfEHG5hw6dIgtW7YwcuTId86GIff1+PKSYcOGERAQQLVq1QAICgrKZ4sEeYlwdeYzkiRRuXJl/Pz8aNasWZ71867Nya+XxxncpHyWm5OTk5N5+PBhhk31sbGxrFmzhqVLl1KsWDGGDh3KV199hampKb6+vlSpUoXZs2cbbAx//fUXvXv3Zt68eezYsYNTp04RFRX1QbN9ZEVkZCSnTp3SuUafPn2KVqulRqehRJRuiEorvdPtKZOBsQzGtCpPv6ZvD/HXaDTcvXuX5cuX88cff2BjY0P9+vUpU6YMMTExREZGEhkZSUhICE+fPkWtVmNpaUnp0qWxt7enRIkS2NvbY2dnhyRJHE924plZzqvEv0lTZwt87WOzXcG9Q4cO9OzZkw4dOujdt6HRaDQ6ETxz5kymLDZZ1VEUFD6E8OUzR44cYcyYMdy4cSPPMkdkd3OyTJbmapvk45FhK4FGo6F169ZcunSJiIgIgoKC8PPzY9u2bfj4+DB06FDq1auns3/ZsmUsX76c8+fPv/fpP6fcuXOHli1b8uzZMw4fPmyw/JGGQqVS0bx5c6ysrChbtix/Xw9G6dII43I10Wo0yIz/e7M0U8jRShK1Hcz4a95wksMC6dy5My4uLkRFRREREaETs8jISOLj47G2ttaJl1qt5smTJ8TExODt7c0XX3xBxYoVsbe3x97enosXLzJ16lRMTEzo2bMnKSkpuow3VlZWlPvsW8Ksq6PWw/Hzer3EJUuWsHjxYs6ePYudnd1br+ncuTNdunShc+fOue43r9H3QVFQsBHCl8+0bduWDh068O233+ZJ+//dnJz9tZw0l9t/M3N8//33rF27Fo1GQ7ly5UhMTGTgwIH069dPlyMznXv37tGwYUNOnz6Nh4eHIYcCpFWlt7GxwcTEhAYNGrBp06YCEwWbkpJCz549iYqKYvz48URHRxMZGcmDBw/YvvcvtOU8wbo0mFggqZJRvXiEIuwqpayL8PTpU+Li4jAyMqJYsWL06NGDRo0a6UTM3t4eW1vbLGvS3bt3j99//50NGzbQqFEjevbsibGxMefPn+fMmTNcuXIFADs7OwYOHEjfvn0pXbq0QSJQTRVyzo1rrpv9jB8/nn/++eedFdy7deuGr69vgc2Uou+DoqDgI/bx5SNBQUFcvnyZHTt25En7ud2c/CpVy8yDgVQrY82BDb+zYsUKUlNTAUhISCAkJCTLmZxKpaJHjx5Mnz49T0QPoHv37kiSREhICKNGjcLb25u9e/fi7Oxs8L5SUlIyzLgiIyMzzcJe/ywhIQG5XI67uztz587VCZZMJiMx+jl+0z/D2dkZlUrFnTt3uHz5OSefqomNjaV06dLExcWh0WiIjY1l8+bNzJ8//71u3PRcoTVr1iQ+Pp7Dhw+zb98+TE1Nady4MaNGjaJly5aYm5uzbt06fvrpJy5dusSMGTOoVq0aTdzs9YpAbeZun8HlN2vWLHr37k337t3fWsHdyMiowK3xpZOTB0VJglepGmYevAsgxK8QIWZ8H4C3rRNc3eFHyWIWeVIZHPQPq2/qWpy133kjl8sxNzdHoVAQHx/P9evXqVGjRqZrJk2aREBAAPv27csTt+2ZM2do3Lgx+/fvx8fHB0mSWLx4MbNnz2b79u00bNjwnde/evUqk2i9S8yUSiV2dna6tbE3X69/nr4Z/uLFi5lmwb169cLd3Z3JkydnskmSJB48eMDMmTNZv349Wq0WIyMjOnbsqKs+UbZsWd35qampXL9+nbNnz3LmzBnOnj2LQqHA29ubhg0b4u3tTdWqVbl8+TJ+fn4cPHiQjh078v3331OzZk2USiXLli1j9uzZNG/enO5DJjDm0FOD1g5UqVS0bduWChUqZFnBvXfv3jRv3tygNf4Mwf9KHUXB+xHCl4e8a53AVCFDqUyhqZs9Iz+rYvB1AkO5sY58XxdSEomLiyMuLk4XIVikSJEM554+fZouXbpw48YNSpYsqa/5mdBqtdjb2+Pp6cmhQ4eAtICbyMhI9u7dy5QpU+jUqRMeHh5vFTOVSpWlaL1NzIoVK5YtAT958iRdunThxIkTmTZr37t3j0aNGhEcHPzOSuKXL1+mSZMmTJ8+nblz59KjRw+ePn3K8ePHMTY2pmTJkqhUKkJDQ3F1ddWJXMOGDSlbtuxb7YyIiGDVqlX4+/vj6OjI4MGD6dy5M2q1mkWLFrFgwQLqfDWCkOI1UaqzfyuQ1Cl87qjCb8RXWR5/VwX3b7/9lgYNGuSZez+36Pug2LpSyQJRR1HwfoSrM4943zpBilpCpjDhn0fxXFpxweDrBDuuhundhgw4FBTHgMaulCtX7q3nxcfH06tXL1asWJFr0ZMkiaSkpLfOwnbv3k1cXByRkZE4OzsTGRmpE0N7e3uqVq3Ktm3bcHNzo0OHDri5uWUSMysrK4PPRAMDA+natSt//PFHJtGDtNqKw4cPf6foAXh6ehIdHU1ERATPnz9n2bJlODs7o1QqcXFxoXjx4iQmJvLs2TNUKhWSJGFsbIy5ufk7x1SiRAkmTJjA2LFjOXDgAH5+fowaNYpvvvmGgQMHMmjQIH799VdunFhNkYa90CAH2duDXdLXtb7zKsPCIR2pXuQl/fv3z3Re0aJFOXjwIA0aNKB06dIZZncF0dUZlZjCqaDIXIkepLk9T9yLJDoxRUR7FgKE8OUBBWGdwBCbk5VqLYHPEt573pAhQ2jTpg2ff/657jNJkkhISMjRGplMJstyJqZSqXjw4AETJkzgiy++0IlZkSJFMtz0Y2Ji6Ny5M+fOnWPz5s3vFRt9iYiIoG3btsyZM4cWLVpkOn737l2OHj2Kv79/lter1Wpu3rypi7Q8c+YMqampNGzYkMqVK1OiRAmuXr2aYT1Vq9USEBDAiRMn2LBhA/3796dMmTIZSjCl58SEN93sDlT8Zg4NjVJ4fm43derUoX79+gwaNIgSJUrw429TMK3lS5HydTE2VpDy2gzw9Vyqg5uWp1oZa9pXOUmLFi1QKpUMGzYs0/jeVsE9P4UvMjKSw4cP88UXX2QIijLUg+KOa2EMaOyqd1uCvEUIn4ExRECJIdYJDFUe56UyLahFkiRevnyZSbiOHTvGkSNH+PTTT2ndunWGYwqFIksXYqlSpahatWomkXvTfQppN3oHBweaNm3KrFmz3mmrjY0Nhw4dYtiwYTRo0IC9e/fmWVKAV69e4evrS/fu3enbt2+W50yfPp2RI0fqbrCJiYlcuHBBJ3IXL16kTJkyeHt706ZNG2bMmIGrqysymYyEhASqV6/OoUOH8PX11bUpl8upWbMmNWvWZOTIkajVaq5fv86JEyd0G/1dXFyo0fwLYkrVIfClETKZLHM4fpGmtP+1A/J7x+jcuTMajYb+/fvz7bed+XWxP38/SqKy96c4OrtiU8Q8Uy5VSMscc+rUKZo3b05KSgpjxozJcj2779zN9PyuP4f2bKdWrVr5mrnl77//pnfv3piYmNCpUyd++OEHateu/UEfFAX5j1jjMzB5sU4QHBysuyFml+FbrxukIKrx0+sk//07UVFRmJqaZhAqCwsL9u3bx4ABA6hZs2YmgTM3N9e7/0GDBrF27VoiIyOzzNX5Nvz8/Pj555/ZunUrTZo00duO19FqtXTp0gVTU1M2btyY5e/l33//pWnTpsybN48rV65w9uxZAgMDqVmzpm5trkGDBhlmZ29y+vRpunbtSkBAAPb29tmyLTU1ldnbz7D+ViJqiXe6LZG0SJpU2pVR092zDL///jv79+/nyy+/xMfHh+3bt3P69GkmTpxI+/btiY6Opnr16pmaCQsLo1mnPji27MtzWVp5pjeFVq3RoAq5zrIfOnL4j+U4OzszfPjwbI0pt2i1WmJjY4mIiODFixdERESwffv2TFHU5cqVo86oVVwJV+rdZwuPEqzq7al3O4K8Rcz4DIih1wlevHjB999/z86dO7ly5Qq1a9d+67Xpf+Tpsy11VAwK5HptTjaWQ7c2jek3szf29vaYmZnpjmk0Glq2bMmUKVOYMGFCrvvIisOHD7NkyRKGDh3KsmXLWL9+fY5ED9L2Hrq5udGlSxdmzpzJd999R0BAAHfu3NF7/9i4ceOIiIjg6NGjOtHTarX8+++/ukjL3bt3A7Bjxw4aNmzIb7/9Ru3atTN8h+8jfU/egAED2LlzZ7YefLZefcofgcq03/v7TpfJkSlM+TvaHC+5Ixs2bCAiIoLVq1czevRoSpYsycCBA9m/fz/jx4/XlXN68//hyTA1Rq1GEapSgzzzrEmp1gIy5OVqMmjHPSpLpXDKpaszOTmZiIiIDGL2tldUVBRWVla6hzEzMzMiIiIytRkaGorRxbPg9Pa/r+xS1Mz4/ScJ8h0x4zMg/qce6J3t3kwh54cWFUi9eZAJEyaQmpqKQqFg+PDhODk5vXWdLDo6GktLS92sy7qUE3fKd0Mry12yZMi8Ofl15s6dy/79+zlx4kSWe7X0YfLkycyePRutVssnn3zCgwcPch2UEhQURLt27WjcuDE7d+4kJSUlx1UiXsff358FCxZw7NgxHj58qBO68+fPY2dnR8OGDXF2dmbx4sU8evRI7831SqUST09Pxo4dS69evd55rj7h+EZomFTPgu6fNcTMzAyNRsPBgwfx8/Pj8uXLxMfHo9FoMDIyws/Pj379+iGXy3OVIEFSp+Bt8YLNPw1CrVbrgnqyI2ZqtZqSJUtSokSJLF9FixYlOTmZkJAQbt68yZ07dwgNDeXly5cAmJqa6iowyOVy6taty+7du9lzL8kgf7vpWWwEBRshfAbEUO7FotF3ubVijO5nuVxOjRo18PT0zDL8XiaTsWzZMlQqFampqcTGxhISEkL1IX788zDO4OHZ169fp3Xr1ly+fPmd0Z65pVOnTuzcuRNIS1LdsmVLDhw4kOv2nj59ipubG69evcLMzIzZs2fzww8/ZDjnfTkZX7x4wW+//cbChQspX748wcHBVKlSRbetwNvbWxfR2rlzZ+rVq8fo0aNz/yW8xo0bN2jVqhXXrl3Lsj5fOvq42UHCNCKQp1t/xNPTUxcsU69ePX7++WfmzJmjW5czNjbGw8ODQZPnsOi2DGUO17MBtKlKlPtnE/sggOLFi2cpYlkJnKWlJTKZjPj4eO7evavb03jz5k1CQ0NJTExEJpMhl8txcHDAw8NDN57atWtjbW1NqVKliI2NZfHixfTr1w+ZTJYnWWwEBRchfAbkm3WXOR6Y2ZWSU5pUsKG5URCLFi0iMDAQlUrF7NmzGTNmTJbnh4eHU7Zs2QyRcsWLF+fw5UC+XnctVzMAUyMZ2wc2yBRok5ycTJ06dZg0aVK2qqPnhkqVKnH37l0UCgVFihTBz89Pr766du3Krl27dDduOzs7nj9/jpGR0Tv3WipkWrRaCSn8NrFnt5L85C59+/ale/fueHp6ZpmS6+bNm7Ru3Zrg4OAsg3Vyy6xZszh+/DhHjhzJsgSToW7ch7/35M61S7qE2/fu3UOj0aBSqTA2NiY1NRWNRoOrqyuv6vRCUa4WslyUhJK0WuxV4Vz4z7dvzU4jSRIRERHcvXuX27dvc/78eW7evElISAivXr1CoVCgVqspUaIE7u7u1K1bl0aNGlGjRg1Kly79Vi/B8ePHKV26tK5sVjpiH9/Hg1jjMyBFzQzzdV785yRazR3at2+PhYUFly5demfGewsLC2rUqMHVq1cBMDc35+zZs1R0LcEkH48cu6KMZRIvT60jvKGcamUyFgsdN24cNWrU0EuI3je7unfvHpC2Tjd9+nS9tyW0a9eOmJgYLl68SEpKClFRUSxdupTinu3S9lqmasjqXqeW0tbJZKWrU6yDB30/gQWD311R4KeffmLMmDEGFT2AsWPHsm/fPvz8/HBzc6N+/foZvhdDhOOr1akMmL2aIk8u8OLFC54+fUpycjKSJGFmZqYrZOvg4EDJcuV55lwT7buCZ96BTC4nyrgkP82Zx/RJY3ny5Al37tzhzp07XLlyhYCAAB49eoRGo8HY2BilUom1tTVubm588803NGjQgOrVq1O+fPkcV+d4W4ms75uW5/T9qFw9KJopjBjctHyOrxPkD2LGZ0AMscZnaiSjg5sp7ton3L9/n6CgIO7fv6+bQVSoUEH3cnJy4tKlS/zxxx+0atWKPXv2IJPJWLBgAQMGDNC1mZuku59ontKxY0d++uknXVt//fUXAwcOJCAgAGvrnG+5yE7Ge3crNf8sm8zhzcupV69ejvt4F5IkERwczLJlywgv4srFlNJocrAG+mby7je5ceMGPj4+BAcHvzVBsz7cv38fLy8vYmJiMDMzo02bNgwZMoSmTZsyfOsN9t58pncfbiZxaM6s5sKFC2i1WpRKJZ988gnHjh3DxcWF6OhoTp06xYozj7hr5AqK3AdzyLRq4v7ZSOKVPZiYmOgEztTUlAoVKlC7dm3q1q1LtWrVqFSpksEfJt5EkiTGrzzA3idGeiV1FxR8hPAZkLxcJ5AkiWfPnnH//n3u3LnDzp07OXPmDKampqhUKmxsbDA2TrsJDRo0CDc3NypUqICrqyvm5ubsvPqEXw7fIyLh7cVRS1iZMq61Ox1rp60j3b9/n7Zt2/Lll18yYsQIatWqxebNm2natGmOx5Vd8ZW0WkwVcqa2q2yQG0l6Lsz0IJQzZ87wPNUU6w4/Ihnl/Kb9rpyMX375JU2aNDFYmH5KSoouk0twcDD379/n4MGDXLyYuYBsiU5TMS9fV+8+3S1TOTqlA1ndFkxMTHRrb8qaXUm0q6R3f7LQyzzf/Qt9+/alU6dOVK1aNdtbNwxFfHw8a9euZcaMGURFRTF/7yWWX44W1Rn+hxHCZ2Dycp1ArVazbt06pk+fTrVq1fj555+pUaMGWq2WsLAw7t+/r3ulzxRDQkIo6d0Jee1OSHKjbKWjev0POTo6mi+++IKHDx/SrVs35s2bl+NxGaI0Ujrx8fHExMS81fWrUql0AQ/pQmdsbJwht+XSW2qOBUYY5Hd08OBB/vzzT7788ku+/fZbgoOD37l/8dWrV7x48UL3Cg0N5cGDB4SGhhIeHk5kZCRxcXEkJiaiVquRy+W6xNWWlpZYW1sTGhqKJEnI5XIUCgUeHh5Eu32OonyDnA/oDTzMXlJTeZO9e/fq1vfSbUjHxcWFyoOXcDNKvw3fkLbv7ZvyKr788ksOHTpErVq19G4zJwwbNowVK1YAaRG0xYsXJyYmhpthcSw9GcyJe5HISN+SkUZWWWwEhQuxxmcg1Go1t2/fpp5lHKcVRgZdJ9BqtWzbto1p06bh6OjIli1bqF+/vu64XC6nbNmylC1bNlPqrHVnHzLrUGCG9FNvIz192s8H7qDRaOnt7YKtrS3dunVjypQpnDlzhsjIyCyfyGNjYzE3N8+0T82QmWyCgoJo0aIFNjY2BAQEABAXF8f58+d1InflyhVcXV3x9vamQ4cOzJ8/P0MS56jEFP7Zddxgey0vX77MihUrWLFiBZUqVWLTpk2o1WqePn1KSEgIT5484fnz50RHR/Py5UvUajXGxsbIZDJdqaeiRYtiY2NDyZIlqV27NmXKlMHJyQkHBweKFSuGhYUFarWaxMREkpKSGDduHE+fPqVYsWK8evUKmUyGq60Zj7VqJHnu/6TlWjXy+HAwTSv/FBsbyx9//KHLi2pqakqVKlVYvHgx64LgZlRMrvtKp6iZMd7enixbtox27dplq4K7IUn3kqRvcWjTpg0A1cpY49+zDtGJKey4Fsbspeuo36QFpWyKZZnFRlC4EDM+Pfjnn39YsmQJ165dIzQ0FLVajZubG1PWHTbIDEeSJPbv38/kyZMxMzNj5syZtGjRItt72vTZ16VNVWJ6eillLLRcuHCB0aNH8/DhQ06fPs2hQ4eoVCmjm8vHx4fbt2+za9cu6tT574zVUDPgI0eO0LFjR5KSkpDL5fTt25eLFy/y8OFDPD09dbM5Ly+vd64/GmIdVqZNxfjuEeIu7CA6OjrDbAhAoVCg0WgwMzOjSJEiWFhY6F6mpqbIZDIkSUKtVqNUKklKSiIpKYnExERevXqFqakplpaWFClSJNN7kSJF+Pfff7l37x5arZZBgwZRoUIFMLVk4SM71FLuk3Bn5Wa/e/culSpVomTJknh7exMXF8etW7eQV/4UGNNPBQAAIABJREFUM89OkAt3cTpv7nvz8/Pjt99+e28Fd0OSlJSEh4cHz58/R6FQsGrVKrp3757pPDs7O+7evfvB3bCCvEHM+PTg8ePH7Ny5U3fjMzY25o8//qBWLWcAvao4Hz9+nIkTJ5KUlMTMmTNp165djjdx+50MRqnOXYYMI2Mzan89kSsLBvDZZ5/x4sULwsPDSUxMpHLlyjg7O1O9enUqVKiAm5sbV69eJSIigsaNGzNmzBimTJlCnFJjkEw2A38YzfLF83XrTjKZDHNzc1auXEnNmjV1T+1ZoVKpSEpKIiEhgadPn3L4YgQpav3+20tyY2K05sRGR2f4ncjlcjw8PHB2dsbGxgYrK6tMovU2QUt/t7CweGtCgFu3bjFixAjUajV//vknq1atQqFQMGTIEABu6vmQUdvBjGMH9nDr1i1u3brF7du3efbsGRUqVMDLy4tq1apRtWpVqlSpgklRWxrOPaHXA0SqWo1vlRK6n7///nuePHmCr6/vOyu4GwqNRkO3bt1o2bIl7du3p2/fvm+N+ExMTMxx9iBBwUXM+PQgOTmZypUrExoaCkDLli05cuSI7vi71glkWjUmJiaZ1gkuXLjApEmTePz4MdOnT6dr165Z7tt6H4YItJGjpfztNRzemzFd1r59++jduzc9e/bEwcGBoKAg1q1blyEgws7Ojp93nGfBsft62WAsk7AOO8ejg8uJi4vDyMiI1NRUvLy8qFChArGxscTGxhIfH09CQgJJSUm8evWKlJQU1Go1kiTpZlhyuRz7jlMxc9V/r1VzjxKs7u1Jv379WLlyJV5eXixatIi6dfUPMHmTqKgopk6dyo4dO5g2bRoDBgxAoVAQFRVF9erV2bx5M02aNNFrhi+lKjH+ZynVyhSjatWquperq+tbtwvotWFeq0X16ArS6eWMGDGCgQMHUrRoUbRaLb179yYhIeGtFdwNgSRJDBs2jLt373Lw4EFMTEx0/1feJDU1FTMzM9RqdZ4UWBZ8eITw5ZLAwEA6d+6Mu7s7Fy5cIDJByTj/3byUW2bamwZp5UoCnyXwUpmKTK3k8JZVXN/lj51V2prYzZs3mTx5Mjdu3GDq1Kn07t37nTOZ92EIl56kTmFoExdGf55WbV2j0ZCcnExiYiI3btzg22+/xcfHh8aNG9O3b1+MjY11KaVcXV2hfm8ey0u9p5f3Y/z0OuY3tqFSqUhISCAhIQGNRkNKSgoWFhYUL14cW1tb7O3tKVmyJA4ODrp1sjL/x96Zx9WY9n/8fU4riSxJZC9FGtuMsUQUhsgSYxlbluzGLmaxJkLL2Emyj30reyRLJYqUSigVEqF9O6dzfn/06x5pX2Ye8zw+r9d5ybmv+7qXc5/zvb7b56OjIzCAqKioVBq7ToMaKhhVSeTh6Z2EBt4lNTUVfX19wsLCKjx3HiQSCVu3bmXNmjWMGjWKFStWUKtWrXxjzp8/z6xZswgKCqJ69erlKiRSJIcpHTVZPKRzyYM/QUUMrVgupVtWAP6XjmNoaMiNGzewtrZmzpw51KpVq1gF98qAs7Mzu3fv5vbt2yW25iQmJtK4cWOSkpIq/Ty+4j+Dr4avHNi/fz8LFizAzs6O7/oOY925B9x7mYaiomKhvWk99DWZYaIrqKzL5XIaNmyIl5cXcrmc5cuXc+PGDZYsWcLUqVPLRGRcFCrrB56ou6Rd205aWhqZmZmIxWKqVKlC3bp1UVVVJTo6GjU1NcRiMU2bNkVfX5/atWujpqbGDXlLoiUV46oEqJeTgGWdeLS0tPK9NDU1y7w4qIwFQR5kkiwQich4fp9k3+OYtm2Ou7t7mRuqC8OFCxeYP38+TZo0wdHRsUBO9VNMnDiRDx8+YGlpSXBwMLfi5MRpdwGxUrGsKnlh9pRb+3h14wgDBgxgyZIldOnSpdTGpjyGVkkkp2nSAy5v+Y0lS5Zw8eJFXF1d2b9/P4cOHeLHH39k2rRpTJgwoVAF94ri9OnTzJo1Cx8fn1JR7r18+ZKOHTvy+nUlfJ++4ovA1xxfGZCWlsasWbPw9fXl2rVrPEqvziiXu7l5PMTkfPZjmhfavBIaz82IBCGPJxKJ+Pbbb5kwYQJPnjxh3rx5uLi4VGoOobL0+AzbfYfkgx8+Pj6oqamRmprKpEmTWLt2LfHx8bx48QIbGxuSkpLo2bMnycnJxMTEEB8fT6yOAjSqOON95w5tWDyibZn3e/XqFUePHqVq1aqoqamhqqqKKF0C1KzwOQGIlXKLQKrqdaJKs/YE3z9BzZo16dChA506daJz58506tSpTKr0YWFhzJ8/n8jISBwdHTE3NxeMUE5ODpGRkYSEhAh5uODgYKKjo8nJyeHDhw/07duXX7sboVRPl9PhadyIKBhmV1EUkZmZhZmhNnN6GXBS5Mtqb5FAOq6trY2np2epjEJeXros+WzTWomkvHyKSCRi3bp1qKqqMm7cOK5du8ayZcvYvHkzffr04fvvv2fLli0FFNwrAn9/f6ZMmcLFixdLzTObmppaYbLxr/iy8NXjKyUeP37M8OHD6dChA9u2beNMSEK5KjdnGevwxMMFV1dXmjVrxq1bt8rFgvIpjh07Rt26dTEyMhL03SrL46v6NoSwPUvyvScSiRCJRFStWhUNDQ00NTVJTEwkMTGRmTNnYmhoiJaWFjffqXD4USJZOeV/xFQURczvrV8uxvs7d+7QrVs3VFRUkMvlZGVloaioiJWrT7n7+Io9VwURC8ya0kQSi6+vL76+vty9e5eaNWsKhrBz5860adOmgKf64cMHVq5cyeHDh1m6dCnDhg3jyZMn+YxcaGgompqaQv6tdevWGBkZoa+vz927dwvV7ssrx88Ls1dXVcJAW53TDjaMHjaIsWPH4uPjQ9++fUlJSUFJSYlWrVrh7e1NjRo1Sn3tZel7e3TDg4sXL3Lo0CFhjJ2dHW5ubly/fp2GDRuSmpqKi4sL9vb2wr1ZsmRJhcKeUVFRdO3aVWidKC0CAgKYMmWKQAn4Ff9+fDV8JUAul+Pm5oaNjQ0bNmzAysqqgkUEWfSUPWTqj/0YPnw4MTExFfoyy+Vy1NXVhfJ4JSUlqlevzqhVrnhEU7HiFrmUtuJXGPCSAwcOkJCQgFwu55dffqFly5bExsYSExMj/BseHk5qaira2tq0aNGCek308NceiKwCmoByaTZd319k5qTxZQrBAcTHx2NoaMj79++BXEmamzdvoqLdotyfX0n4nNklOjqaH3/8EVNTUz58+ICfnx+RkZG0a9eOTp06YWRkhI+PD4cPH6Zx48ZoaGgQHh6OTCbLV2RiZGSEoaFhsbylixcv5vnz55w4caLE+3TkyBH27t3LpUuXyM7ORl1dXWhUP3PmjNDPVlokJyfn6h+Om4ThgIn5DO25/duJvnGUG5c9MDY25siRI5w5c4YjR47km8PBwYGtW7dy7do1oZcvOzubVatWsW7dOvT09FixYgXDhg0rc9HLx48f6dKlCzNnzhSqYEsLb29vli1bhre3d5n2+4ovF18NXzFITU1l2rRpPHz4kGPHjgl5lgr1pgE/GGqxfXQH6tevj4uLC0uXLsXMzAxnZ+cS95fL5Xz48EFg/oiIiGD16tW8evVKGKOgoIBWY10ULdciUlQu+0n+Pz7t68rJyWHjxo0sW7aMwMBADA0NC93n5MmTQpFC48aN2fNUkZicGsUrgRcBkQhMmtek9UcfXFxcUFRUZPLkyYwbN65Y5fKwsDAcHR05ceIE7du3x8fHB7FYzM6dOxkzZgwAv++7zP7gNERKlduE/Gnv4dmzZxk7dixpaWksXbqUkSNHEhISwv379/Hx8SE4OJjU1FQAVFVV0dfXp1OnTlhYWGBmZlbmXG+edp+NjY1wnUUhPT2d+vXrEx4eTr169bC0tERPT4++ffsyYsQIbty4UWxe8VMkJSXRtWtXHj9+zKRJk9i9e7ewTSqVChWTysrKXLlyhbdv33L06NECSugAW7ZsYcOGDXh6eub2J/4/Tp48yZQpU2jSpAlJSUksXLiQ8ePHF8uSk4esrCz69u1Lu3btcHR0LNU1fYrz58+zbdu2CkljfcWXha+GrwgEBQUxfPhwjI2N2bx5s9BTVFl8nFdmdqRXt05ER0cjkUjo3r07W7ZsyUdnVdjr3bt3qKqqoqKiQlZWlkCz9P7/e8p0dHRwcXFBV1eX1TfiuR6RUL6QnlyG6FUwTkNbMWjQIMGDyMjIKPLHJiwsjHv37nH79m0OHDiAoqIi/cfOIKhOz3J5V6KcbAzfXKVVvWpC+Ov27dvcvn2b/v37Y21tTY8ePYR2hevXr+Pg4EBgYCAzZsxg+vTpaGho0LBhQ0aNGoWTkxMAoaGh9OzZkynrD3DiuazE3FRZoaIopvFDF25c9hDYWUQiEXp6ehgZGVG/fn18fHyIj4/H2dmZIUOG8OzZM/z8/PD19cXPz4+IiAjatGmTL1dYnBZfHh4+fEifPn0ICAgocfy4cePo0KFDAW3C/fv3s2LFCvz8/Khbt24Re+fi48ePGBsbExERgVQqxczMDE9PT2F7SEgI7dq1EyShVFVVWbBgAY8fPxZU6j/Hrl27WLVqFVevXqVly5bC+1u2bGHz5s04ODiwc+dO7t+/z+zZs5kxY0aR6QK5XM64ceNIS0vj+PHj5WqPOHr0KCdPnuTYsWNl3vcrvkx8NXyfQS6Xs2vXLn777TecnJwKrJwroypQWUHEu+tuJPr+teJVUFBAX1+/QOWilpYWNWvWJDY2loCAAG7cuIFYLMbCwkJQFk9LS0NTU5MuXbpw6dIlgcW+IiHZKkoKzPsGNq9cRK1atXB0dKRDh+ILVXr16sXNmzeF/jmA/v378+PSTay7/KRM+VAVRRGj9JVpIX5LTExMvld0dDQZGRmIxWLEYjFaWlqkpaWhpKTEqFGjmDBhAs2bNxc8psTERGrUqIFIJOLNmzd07tyZlStXMm7cuGJzU+WFshje39hPsv8pINfr0dbWJiwsjNWrV7N3714WL17MnDlzUFEp3ONMTU3l/v37Qq7Qz88PZWXlfLnC9u3bF+oVlqTdl4crV67w22+/4e/vX2Db77//jqenJ9evXy/Wqxo5ciQnTpwQtCCbNGlCVFSUsH3//v1MmjRJMHyQS3bdu3dvPDw8ipx33759LF26lMuXL2NkZCS8v2TJEm7evImnpyeRkZFs2LABDw8PJk6cyNy5c2nQoEG+eZYvX86lS5fw8vIqd0O8q6srd+7cYc+ePeXa/yu+PHw1fJ8gOTmZKVOmEBYWxrFjxwoIVULlFY00kLzi2YHfefcuV6JHS0uLuLi/ZGXevHnDhQsXcHd35/r16xgZGWFhYcGAAQNo1apVgRyOl5cXXbp0KfBDWlGC6JycHPbs2cOyZcvo06cPa9asQUdHp9D9goODad++PVKpFAUFBSwsLEhLy23zsLRxwuFaVKUx3kdHR+Pk5ISbmxsikYj09HTq1auHhoYGKSkpvH79Gg0NDYHDtFGjRmhpabF792569uzJ6tWrqVu3rmAY8opADvpFE/sxo9T3qigMaVsfayMVtm/fzqFDh0hMTERTUxMLCwtsbW2pV69s/Y1yuZzIyMh8XmFYWBitW7fO5xU2btyYnJwcunXrxujRo5k1a1aR+odD2mrT1qA53t7etGjRosDxfvrpJ2QyGX/++WeRBvTt27fs378fGxsbFBQUUFBQICPjr/s3c+ZMtm/fLiyE9PT0WLhwIWfOnOHChQvFXvORI0eYO3cuFy5cEMirC2twj4mJwdHRkf379zNkyBAWLVqEgYEB+/btY+XKlfj6+papsvZz/PHHHzx//pxNmzaVe46v+LLw1fD9PwIDAxk+fDi9evXCycmpyFVuZamsmxnUxWVsBzQ1NenevTuvX79m586duLu74+HhQUREBH369GHAgAH069evQtyFB/1eYHshjIwsaan6ugozOikpKaxbt44dO3Ywa9YsFi1alK/9IiAgACsrK3JycoiKikIkEvHs2TM0NTWZOXMm/v7+bNxznBOhSVx9HIdUIsmXXyst4/3z589xdnbm0KFDWFhYMG/ePNq2bUtycjJ//vknu3bt4v3790ycOJH+/fsjlUoFL3HHjh1kZ2ejqalJbGwsycnJNGjQIJ9x9FVuw7P0kvNGJUE95QUv9i0RcngA9+/fL9FrLgvS09MJCAgQDKGvry+AwGrjetqTXnM28DA+Gyhc/7BWZhztVRPYunpxgfkzMzMxMzPDxMQEOzu7Is/j6NGjuLm54eLiwoMHDxg4cKCw7cqVK/j6+hIdHc2rV69QVFRk9uzZODk5cfny5RKv8dSpU0ybNg13d3dBnzE7O7vQBvf379+zdetWtmzZQosWLQgNDcXHxwcDA4OSb2YxWLNmDWlpacXeg6/4d+F/3vDJ5XK2bt3KqlWr2Lx5MyNGjCh2fGV5fEPaNsBuoD59+vRBSUmJp0+foqKiIoQwjY2NUVYuf2HK57Ddtp8/H30ks2Yz5HIZMtFfLZwqiiKysrLp2kwDmwFti5VZiYmJ4ZdffsHLywtbW1tGjhyJnZ0du3btwtHRkREjRtC5c2csLCxYtmwZkHuP169fz5YtW/Dw8MB69nyeyzQZO9uGlEypUGJfHOO9j48PDg4OeHt7Y21tzaxZswqEtfIQGBiIi4sLR48epWvXrlhbW3P9+nWCgoK4fPmycF8zMjJ4+fKlEEKNjY3lwkdN3qg2Ku9tFpAafJ335/MXUrRv3x59fX2aNWtG48aNhVejRo1KVaRREuRyOdHR0fj5+XHYP5ZHCs2Rl9TETm7l7GrLdozt3KTA9nfv3tG5c2d+/fVXJkyYUOgcQ4YMYdCgQVhZWRV5nMDAQEaMn0xy7ZZ0MR/Ok8ho+vTsJrAbFad0kBfKPHXqFMbGxkBudKZ79+6FNrjfu3cPU1NT1NTUMDAwwMbGhr59+5a7enrp0qWoq6tXeiP9V/zn8D9t+BITE5k8eTJRUVEcPXoUXd2CkkCfozJyfIoiGXXi7hJ6cpOQw9u/fz/6+vp/Cz1TTk4OLVu2xMXFhQ2bd6DTbSiimjqcv3Kdrh3b06OtHkfXzWfR7GmlLmPPawR+8uQJ7dq14+TJk2hrawvHE4vFBa7l2LFjTJ8+nZSUFDp06CB4KEVBKpVy+vRpHB0defv2LfPmzcPKyqrUjf5paWkcO3aM1atXExsby5w5c5g5c2axsjeVpd6QfPtPPvoeF0J8ioqKaGtrExcXR/Xq1QW2m4yMDBITE9HQ0KBJkyb5DOKnr7L01JUnvK2sAMsGFC7+Gx4ejomJCX/++WcBEuekpCQaNWpEdHR0kQUmQbGJbPV6yuXgl4jF4nzSSUWxG32OK1euMHr0aI4dO0bPnj0BeP36NV26dGHlypVCg/ubN2/o1KkTa9asYfjw4Rw7dgx7e3vEYjGLFy9m+PDhpWbWkUgkJCUl8fvvv2NgYFCgCOgr/r34nzV89+7dY8SIEfTv35+NGzcWWWTwOSqjqlMky2GpYRrDBvxAXFwcFhYWREZGlnu+knDkyBG2bNmCt7c3mpqahISEMGPGDFq0aMH69euBXNV2Q0PDUvU4ZWdns2bNGrZt28bIkSM5f/48RkZGrF+/vtC86KfYuHEjNjY2dOvWjRs3bhQ6JiUlhT179uDs7EyDBg1YsGABAwcOLFdFnoeHB9bW1uzZs4dLly5x6NAhOnTogLW1NQMHDizgVVfG50uOhCZBu3kbGynIB1WpUoXu3bvToEEDocgiLS2NhIQEoqOjiYiIoFq1atSrV4/q1aujoKBAdnY2iYmJvHz5EkVFxSKNYuPGjalbty4ikajC/JnWTVMZ2vM79PT08i1cvLy8GDlyJN7e3vlCh/v37+fkyZOcPXu20DlzjXD5VUo+hZeXF8OHD+fgwYP88MMPQG4lcY8ePThw4ABdu3bFxMSEwYMH89tvvwn7yeVyLl26xLp164iJiWHBggVMnDixxGKX3377LV94s0qVKly6dIlu3boVu99XfPn4nzN8crmcP/74Azs7O7Zv387QoUPLPEdlqqzL5XK0tLS4f/8+jRpVPMT2OWQyGW3btsXe3p569eoxatQoFi5cyNatW/Hz8xMM/saNG3n16pVQ8l8UHj58iJWVFQ0bNmTnzp3Ur1+frKwsNm/ejL29PaNGjWL58uVF9tnNmzePy5cv8+HDB8aOHSusxiGXE3HTpk3s2bMHU1NTFixYIOR1yoPAwEB++OEHPDw8hHkyMzM5efIkLi4uPHr0iA4dOmBkZIRcLufevXsYGxvzwXBYhfs08z5fmUzGpk2baNy4MaqqqgUqVGNjY3n16hU1a9ZES0sLdXV1FBQUyMrKIjExkdevXyMSiWjRogUNGjSgZs2aKCsrI5VK+fDhg5C/TEtLo1GjRij2nEGaRrNy9U2CnJqpMXw4Z09qamq+CtLvvvuOU6dOsXr1avz8/AR2mP79+zNmzBhGjRpVYLaKFlYVhtu3b2NpacmePXsYMGAAkMvQM2TIEFq2bEnz5s1xdXUtMnLi5+eHvb09Pj4+zJo1i5kzZxYg/s5DcHAw33//vVCso6GhQWxs7Fd5ov8C/E8Zvg8fPjBhwgTi4uI4evRouZWeK9om8CmzB8CwYcMYNCiXPqqyce7cOVauXMn9+/dxdnbm3r17XL16FW9v73wNyqdPn8bNzY1z584VOo9EIsHOzo6tW7eyYcMGxo0bV+DHJSEhgZUrV3LkyBGWLl3KzJkzC3jS33zzDenp6ezcuZOVK1dSt25d5s+fz7Zt27hw4QLjx4/n559/rrAKd0xMDF26dOGPP/4ocnHTu3dvrl27lk9OacGCBXQbPIYlV95U2udbEnJycoiPj89nDD81ji9evCAlJQUNDQ1UVHLJBFJTU8nKyqJhw4YYGBhgaGhIDS0dXN81JYeKi9FmJb/PV0H64MEDmjVrhoKCAqmpqRw/fpwGDRqgq6vLq1evChiDyv6OfAp/f38sLCzYvn07lpaWQK4Q8vXr13n06FGBCtXCEBYWxoYNGzhz5gzjx49n/vz5hfY9durUibt376KqqsrmzZuZPHlyma/nK748/M8YPl9fX0aNGoWlpSXr1q2rcOHIft8obM+Hkl2G73VRq9nNmzcTFBSUj/GiMiCXy+nUqROLFy9m6NChDBgwgLCwMObNm1cgpPno0SNGjRrF48ePC8wTFBSElZUV9evXZ9euXUUWleQhLCyMxYsXExYWxvr16xkyZIjQQ2dgYEBWVhYfPnzg0qVLTJs2jcTERJYsWcK8efMqzFsKuXknY2NjrKysWLBgQZHj7t69S9euXYUetLxG+IYNGzLrj6O4PUisVG+lIkhPTy9QiPPs2TMiIiKIiYkhISGBat8NQb3LSIE8u1zIkdDwYxCdNFLzhVK1tbWJjo7mzp07ODo6Csrz1atXZ/r06XTu3JmOHTsKn19lRkUKQ2BgIObm5jg7OxMfH4+Liwvjx49n9+7dZVJwf/nyJc7Ozri5uTFgwAAWL16cj5Xo4sWLmJubU79+fWJiYv42fcCv+GfxX2/4ZDIZDg4ObNy4ERcXl3yl1mVFWloaV69exd3dnfPnz6Pe3hzZN4ORiRQo9ibKZCgpilhu0brQH8Xg4GAsLS15+vRpuc+tMFy7do1Zs2bx+PFj5HI51apVo3Pnzly7dq2At5aamkrdunVJTU0VQo8SiYR169axadMm1q9fj5WVVZmKbzw9PVmwYAE1atTA0dGRiIgItm/fTlRUlKA4Pn/+fEJDQ/nzzz85f/58PqaO8kAikdC/f390dXWL1HKTSCRs2bJFyN8kJCQI2xQUFJgyZQpnz56lTqfBpOv3QyoXFfv5lrb38O+EXC5nxoG7XAx7X+G52mpk00n+hOjo6HyvvDyjjo4OAQEBZGZm0qNHD2rUqMHTp08JDg6mUaNGtO9sgk9dc3LkFfc8i6v2DA4OxsTEBLlczsOHD2ncuHG+BveyNKx//PiR7du3s2nTJjp27IiNjQ1du3ZFJpNRp04dNm3aVCIN3Ff8e/BfbfgSEhIYP348Hz584MiRI6WWIfkU0dHRnD9/Hnd3d+7cucP333/PgAEDGDBgAM2bNy8VK71RbTG+rit4dMOj0NyXTCajbt26BAUFlehNlQWmpqZYWVkxbtw4XF1dmTZtGrGxsUU2T9erV4+AgAAaNGhAcHAwVlZWaGpq4uLiUiq6rMKQk5PD3r17+eWXX5BIJKSnp6OpqcmBAwcwMTERDNPevXuxsbHh6NGj9OjRo1zHksvlTJkyhdevX3P27NlCq/cuX77M3Llzady4MU5OTtSoUQMdHR0h3NmtWzeBfebChQv8ceAM4eJGKDdph0yWg0gxf+9hZnY2elWzcJjUp0zhzb8Dldlj6jr+u3zv5XHE5hlBX19fNmzYQNu2bRGLxURHR5Oamkq9evVQNOqH1KAPVIAnVlVRzLzeLYpV5fD396dv374oKSlha2uLtbV1hRXcMzIy2Lt3Lxs276CaUS/0v++Jeq26VK+iVKrWi6/4d+Bfo8dXFPtEUQ/irVu3GD16NKNGjcLW1rbUgqU5OTncu3cPd3d33N3diYuLw9zcnEmTJnH06NEC7Pjf6GiwY8y3+eRfTl+4hIpIxryJI4TetHnRl5g7dy4HDhwocEyxWEy3bt3w9vbmp59+Kt8N+gy+vr5ERUUxatQokpOTWbx4MX369CmWMaR58+ZERESwd+9enJ2dWbduHRMnTqxQi8WTJ0/w9fUlKyuL9PR0AFq2bMm3336bb14rKysaNWrEiBEjhBxiWWFvb8/9+/e5efNmAaP37Nkzwbt0cnISCiNWrVqFtrY2KSkpZGVlCb1aioqKDBw4UOCyvOrmgkpLE6hRn2++7YRB88YYNazFN+oZDOzTkzrWQcB/1vBVV62cr3N11YLfFZFIRO3atalduzbt27fn1atXWFhYcPeCYNMWAAAgAElEQVTuXWGxkpqaSkxMDCsuR+FfQfubKZURHpdS5PaoqCgGDx7Mvn37MDAwoFevXmRlZTFr1ixcXV3p378/s2fPLrOCe0RCFg+qfYfS0Cak5+Rw750I/p9dSVXxDU6eESW2XnzFl4/y68X8QwiKTWTKgft0tb+Ok2cEZx6+5nr4W848fI2zZwRd7K8z9eB9gmITgVzvyc7Ojh9//JEdO3Zgb29fotHLWx1OmDCB+vXrY21tjVwuZ8eOHbx584Z9+/YxbNiwYiVhaldTYWr35qzur8urw78TeWg5Wh+CBaO8Zs0afH19cXd3L3T/Hj16FFneX1rk5ORw4cIFod3AxsYGJSUlfv75Z9TU1IpsQBauoXZtJk6ciLe3NwEBAUyaNKlcRk8ul3Pt2jXMzc0xNTWlcePGXLp0CS0tLVq3bi1UKbq6ugr5Ncj1UL28vFi+fDkrVqygLMGII0eOsG3bNjw8PPKJhqakpGBjY0OnTp0EBQELCwuysrIYPXo0Fy9eJCAgAE9PT3r37k2fPn2A3JW/ra0tbdq0oUWLFrx8Hs7ra/tRfXgM6fUtHJrVB/99doiyUpkyZQpz584t832qbBjUq46KYsW+0nJJFjrqJX/mR48eZcqUKfz555+MGDGCJ0+eUK1aNVq1akW1WsUTW5cWyZmSQt//+PEj5ubm/Prrr1hYWKCnp8eNGzdwdHTEwcEBZWVlTp48iY+PD2vXri318Q76vWCkix9Xw+LJksqQfhaqzZTKyJLKuPI4npEufhz0e1GRy/uK/yC+aMP3+YP4eW+V8CCG5j6I266G0K9fPy5evMj9+/cxNzcvcu6oqChB6TmvaKNDhw7cvXuX4OBg7Ozs6NKlS5lDJR4eHigpKSGVSrGysuLt29ylb9WqVdmzZw/Tp0/n48ePBfYzMTGpsN5XZGQkAwYMQEtLi1u3bjFixAiOHz/OnTt3SEpKKjKEKJVKWbt2LdeuXaNly5Zcvny5XK0V2dnZ7N+/n3bt2vHzzz8zdOhQXrx4we+//86DBw8wNTUlIiKCY8eOce7cOfbt20f79u3zsfm3atUKPz8/ocIzKysLqVTKvn37kMkKLzS5c+cOs2fPxt3dXQgVy2QywRt48+YNwcHB2NjYoKKiQnx8PKampshkMry8vKhXrx4dO3bEw8MDkUjEsWPHaNmyJQ8fPuTevXvY2dmhrq6OoqIiU6dOxdDQkPDwcFq0aMHYsWM5e/Ys169f/4+z9w/rUDiHalkgVlREGnG72DGxsbGEhobSp08fTE1NWbt2Lf379xdypX+n55mVlYWlpSXm5ubMnDlTeL9p06Z4e3uzY8cO7OzsqF69OhcuXGDXrl3s27evxGP91XpRslKHHMiQ5GB7Puyr8fuX4ovN8ZWnB0guzaKj4kv+XD2jQKgrJycHPz8/IYSZkJBA//79GTBgAL17987nJVQEvXv3Fn7IxWIxP/zwQz4y3tmzZ5OSksLevXvz7ZeXRH/8+LHAgFJWREZG0qZNG1JTU1FWVkZZWRklJSU2btyIs7Mzjx49KrBPaGgoVlZW1KhRg/79+3P37l3+/PPPMh3348eP7Ny5k82bN9OqVSvmz59fgCJq6NChdOrUie3btwvN+nK5nNOnT7No0SJatWrFhg0bhObo9PR0xowZw/v379HR0eHw4cNcvnxZ8Mjy8OzZM4yNjdm7dy99+/YFcqs1f/75ZwA2bdqUrxcwJCQECwsLxo0bx/Lly/ORLwcGBjJ37lySk5P5448/MDExKXCtUVFRfP/997x69QolJSVkMhne3t6sWrWKmzdvMnz4cKZPn063bt3+FhaeklDRaso2teHN8dxevaLg6OhIaGhovirkpUuXcuvWLTw9Pdl791WF2W8Ky/HlSQylp6dz/PjxQomz4+LiMDMzY9iwYaxcuZLw8HChwf3zZycPFWm9UJBL2Tq0BX2/q1hR1lf8s/giPb6g2ETWXAgvk9EDECmqEKLUgtA3ucTASUlJHDt2jHHjxlGvXj1mzpyJoqIie/bsIS4ujj179mBpaVlpRg9yiYjzWiXMzMwEeqU8rF27lps3bxZgpv80z1deKCkpCaFDBQUFZDIZ1tbWvHv3rsB5SKVS7O3tMTExYdKkSVy5coXvv/+e58+fl/p4z58/Z/bs2TRv3pzw8HAuXLjA1atX6devX74f/ZycHLy8vFBTU6Ndu3bC+yKRCEtLS0Efr1u3brlqAgkJVK1alePHj/P27VsOHz4MILDM5CEhIQFzc3NWrVpF3759iYuLw8rKiiFDhjBjxgx8fX3zGb2LFy9iamrK6tWr0dDQEBqT37x5w6RJk+jfvz9jx44lICCgUKMHuZ6Fnp4eV65cAXI/t549e+Ll5cWgQYN4+/Yt06ZNo2XLlmzcuFFQ3/inMLOHLqqK5Su5V1VUYPmwTkRFRfHs2bMixx05cqQAp+2aNWuoX78+EydOZGj7ihdoyYFh7fN7sCtWrODp06ccOHCgSLUIbW1tbty4wZkzZ1iyZAkGBgacOnWKMWPGEBgYWOg+W288I1NadqMHkIMCkxyOMmbMmEIXll/xZeKLNHwVeRAzJTnM230ZMzMzGjZsyN69e+ncuTMBAQE8fPgQW1tbvv/++2J1yiqC169fk5mZSePGjdm+fTuLFi3Kt71atWq4uroydepUkpKS8m2raLhTUVGRrKwslJSUMDQ0pE2bNtjZ2eHl5ZXP8IWHh2NsbMyVK1e4d+8eU6dORSQS0bx58xINn1wux8fHR/Dg1NXVCQkJYe/evbRp06bQfQIDA6lfvz7R0dH5DF8eVFRUmD9/PmFhYYjFYsForF27lvDwcGHcrVu3iImJAXIZWAYPHsyQIUMYMHQUI1e68u3szTypZ8qQ9WfJaGLMx/S/ckSbN29m0qRJnDlzhuTkZObPn8+KFSuwt7endevW1KpVi/DwcKytrUsMb48ePZpDhw4VeH/btm08evSIo0eP4urqSkhICHp6egwfPpyrV68WGaqtTLRpqMGv5gZUUSrb853bg2hAu8a1GTFiRKHXB7mLnejoaOF5ysrKYvLkyZibmxMdHc2pU6doULs6LapJKK/DKxLlqnR8WrS2d+9eDhw4wLlz50psU6hbty5eXl54enoyb948unTpwo4dO7CwsMinFQi5RXPeEe/KL0QsEqGm2xFdw7b07dsXc3NzvL29y5Sf/op/Hl9cqLMyuBLF8hxWfytncL9egijrP43evXuzcOFCgVPwc8yYMYPs7Ox84aLAwEDGjBlDaGhosXMXVeHaR686ujpa2NjYsHv3bvz9/dHR0aF27dq8ePFC6Kdbv349q1atYurUqfkWAHK5nOrVqxMbG1ugkTyPMNrBwYF3794xb948JkyYUKr7u3btWuLj4wkNDWXOnDn079+/2PHh4eEsWrSIixcvCh6ssrIy2dnZDB48mJMnTzJ69GiSFDVQMDInOCEnt/m8EPLj7np1yLh/hgfXzuDh4YFYLKZVq1akp6cjEokwMzNj27Zt6OnplXgdwv1PSEBXV5eXL18WYCzJ09+7efMmYrGYxMREDh8+jIuLC0lJSUyaNEkoovo7UWqOTEAmzWJpXwOmmeUy+fj7+zNmzBiePHlSIFy7du1aXr58ydatW4Hc56JJkya8evXqrzlFIn533s2xhPqVwtxy7do1fvrppwI8oSUhMTGRvn370q5dO7Zu3cq2bdvYvHlzvgb3yiAlzwvLju/YgAMHDrBhwwZq1aqFjY0NgwYN+tsW2V9Rfnxxn8iJgJcVnkNZSYnUuq3/Y0YPQFdXt9iGdHt7ezw9PfNpkrVp04bXr18THx9f6D4lVbj2236fCa4+nLn5AAcHB5o2bcq9e/do3rw57969o1u3bly4cAF/f3+mT59e4AtZmNeXkpKCs7Mzenp6/PHHH9jY2BAREcGsWbNKfX89PT0xMzPjwYMHtG3btsTxBgYGWFpa5qvGrVq1KrNmzUJbW5vff/+dh2nqhGn/QPB7QEEpn9GDvwqfroa+4Y7qd8zdcpImTZowaNAgoa1CJBKhoqJSJqMHUKdOHYyNjTlz5kyBbVOnTkUqlQpq3RoaGsyYMYPAwECOHTtGdHQ0hoaGDB48mPPnz+eraq1MjOnUhKNTOvFDKy1UFMWoflbtqaooRkVRzA+GWphIH+B/aKOw7bvvvkMul3P//v0C834e5szJyaFXr15/zauqysGDB9luu4Qf9RTK7HkqikXMMftLj/Hx48eMGjWKY8eOlVlXT0NDgytXrhASEsLkyZOZPn06Q4YMYeDAgcIzEP4muWKE5PzVeqGqqoq1tTVhYWEsWrSItWvXYmhoyJ49e8jKyqrQMb6icvHF9fFV5oP4n4Surm6xeRJ1dXV2797NxIkTCQkJERj5jY2NuXnzJj/++GO+8SWt4PMa5689eYfYeDoivdyw47Vr16hevTpdu3Zl5cqVhRq8T5Fn+LS0tATCaDMzM44cOVIuwuiMjAz8/f3R1dVFJBKV2tPZu3cv2dnZqKqqIpfLBZUCU1NTVv95gypdRiNSKEVvpkiMXEGMo1cU/v7+BAUF5UrjyOUoKysTGhpKTk5Omat3R48ezf79+wuweYjFYnbu3Env3r0ZOHAgdevmlvaLRCK+/fZbvv32WxwdHTly5AirVq1i2rRpTJw4kUmTJlU6SXlhPabJmZIC+ocpg/Rp3bo1169fx9TUFJFIxOjRozl48CDfffdXI3tYWBgJCQkYGxsjl8s5deoUixcvpmXLlrRp04aQkBCmTp3KTz/9RN26dRk9ejSLXdzZff9DiZ6nALkcJ8+n3H/xngHNlJk1ygIbGxtq1aqFv78/GRkZZX6pqalx+vRp3N3dqV+/PlFRUdSpUwc1NTWUzGaj3LTi4sCftl4oKCgwdOhQLC0t8fLywt7enmXLljF37lymTJlSbFvUV/wz+OJCnZXFPqEYH4bua0/q16+PtrY22tra+f7W1tYutRRReXD27FlcXFzw8PAodtzUqVMB2LlzJ5CrkhAVFSWEkqD8LPeTv63N6nF90NHR4ezZszRvXjQLRh7Gjx9PUFAQMTExjB8/njlz5tCkSZNSH/dzeHp6smLFCpYsWcLmzZtLpboNuWHXjIwMUlNTSU1N5c2bN7i6unL40m20x6xHJi77mk1VSYyjeUOMWzWiWrVqFQpBpaWloaOjw5MnTwTj9ikWLlzI27dv2b9/f7HzPHr0CBcXFw4fPkzHjh2xtrbGwsKi1IQLlQV3d3fmz5/Po0ePqFKlCk+fPqVbt268fJkbgcnIyGDVqlV8+PABc3Nz7OzsSEpKYsqUKbRq1YonT57g5ubGtGnTkEqlZGRk4OPjw+3bt+k1fCLPVXR5r1IPkVgBxCUvMuQyGfKcbDLuHKT629xzUlVVpUqVKuV6icViVq9ejbq6OuvWrWPOnDno6elR1WwGF0IrXoA0pG0DnEYUHc148OAB69ev5+rVq0yZMoU5c+agpaVV4eN+RfnwxRm+ylI4N2lcheENM4iLiyMuLo7Xr1/n+zs+Ph51dfVCDeLn/y8L518eQkNDsbS0zFecURiSk5MxMjLC1dWVXr16ce/ePSZMmEBISAhQsVJruSSL98d/J+bBrSKlVyC3leLChQs4ODgQFBSEnp4ely9frhTC6CVLlqCqqoqCggJpaWmsW7euzHPcvn2bKVOm8OzZM3ouO0xEepVKIz9+8eIFoaGhxfZ8FoWxY8fSsWNHZs+eXWBbamoqhoaGuLm5FRBvLQwZGRmcOHECFxcXnj59ipWVFZMnTy6wWJHL5WRlZZXL8ynpFRoaioKCAtWqVSMjIyMfh6mqqiqZmZkoKysjkUjQ1tYWtAWLMzheXl7ExsbSsWNHgnPqkd7cDFkZ1CMqk/g7MzOT4cOHIxKJcHZ2xtTUFNV2FqQ374nob6ZXy8Pz589xcHAQQsYLFy4s1YL0KyoXX5zhq8xkc3EPokwm4/379/kMYmEG8s2bN6iqqhYwiIUZy08LHTIzM9HQ0CA1NbVExefLly8zfvx4bt26RdOmTalduzbPnj1DU1OzYn1ZyFGKDyNiz6JCt2dkZLB//36cnJxQU1NjwYIF1KpVC3t7e7y8vMp+wELw7bff4uzsjKOjI8OHD2fkyJGl3vfly5csXryYGzduIJFIWL3BGafntSr0bOSRH5OVyvLly9m1axd16tTh9euyL7YuXbrE8uXLuXbtWqGG5Nq1a+zYsYMNGzYIXlBpXgkJCbx8+ZJ3796hrKyMqqoqkPtMZWZmoqSkVG7Pp7hXWloao0aN4uDBg7Rv3559+/YRHBzMzp07WbhwIbt27WLRokX88ssvpQ7XyWQyhg8fzp3wl1Qb9BsSWdlLPcsj9VQYYmNjOX36NHZ2diQkJNC5c2fCImOpMW4zORUodygNofbnePv2LZs2bWLHjh306tULGxubQiuev+LvwRdn+CqjqrM8D2JRkMvlfPz4sVCj+LnBVFBQyGcUPTw8mD17NoaGhvner169eoFquSpVqiCVStm8eTNnz55l8uTJmPwwoFIqXO/99kO+exEfH8/WrVvZsWMHnTp1YsGCBXTv3h2RSERkZCQ9evQQ2gYqgvfv39O0aVMSEhIwMDDg4sWLJSq0Q65BdnBwwMnJicmTJ3PlyhWGDh1KnW6jKmVR1ODDA+64riInJwepVEqVKlWYN29emT2k9PR0pFIpqqqqqKmpFWpMwsLCqFWrFu3bty+zIVJQUODOnTucOHGCJ0+eMHLkSKZOnUrr1q3Lff0lwcXFBVdXV+7cucPbt29p3ry5IHz7448/4ubmVuY5X7x4wfcLdlOlRScoh1ZgaWSKCoNMJiMwMBB3d3fOnTtHbGws5ubm9O/fnxMnTvDx40fs7e0ZvPE8ik06FK+wUsnnloeUlBRcXFxwdHSkVatW2NjYCHnWr/j78MUZPvj7tbz+DsjlcpKTk/MZwuXLl9O2bVuUlJTyGUmpVJrPENarV4+tW7cik8lQUlKiRo0amJqa0nOGXYV/6JVEsLCvAVO7N+fRo0fMmjWL27dv07VrV3bv3l3AEEmlUtTU1EhOTq5wDvTEiRO4ublx6NAhGjZsSGJiYrFFJHkFE5MnT0ZLSwt7e3t2795NnTp12LNnD/OOPayUMLjk6R3enLYX+uqUlJRYtmxZubykhQsXoqmpybJlywo9VmxsLO3atcPHx6dUAqlF4fnz57i6uuLm5oauri7W1tYMGzasXGH44iCTyejRoweNGjXC3d2d5ORklJSUkEgkXL9+vQARQmngsHUXW2K0ClTelgWlXcxmZGRw/fp1zp07J/C2Dhw4EAsLCzp37ixEX3Jycpg8eTLPnz9nzJxfWeObhqgcOoaV5Y1mZ2dz6NAh1q9fj5qaGjY2NlhaWn7V//ub8EUavr9TvfmfxNSpU2nTpg0zZszI935qamo+Q/j06VNWrFiRr7RdLBYz+/D9Svmh71gXHu9eTHh4OAoKCkgkEpYvX87ixYsRiUSIxWJEIpHwt76+Pu7u7hXWxps2bRr6+vq0a9eOX375BR8fnyLHBgcHM2fOHN69e4eKigoPHz4UhGFbtmxJ586d8VdtT6Ja+eSRPoWZQV2mGMhYsWKFoMAukRROiFwS7t69y7hx4wgPDy9yle7k5ISHhweenp4VXslLJBI8PDxwcXHh7t27jBo1Cmtr6yLJA8qKqKgoZsyYwaVLl4T7n4ecnJxyFQS1/2kxyU26FyB9LguKS1/Ex8dz/vx5zp07x/Xr12nXrp1g7IpbbMhkMqZPn05QUBAtzCfhnVI7n+xUSfg7hIdlMhnu7u6sW7eOhIQEFi1axLhx44Rw91dUDr5Iwwflr2T8uxSwy4MNGzYQFxeHo6NjseMeP37MN998I3h7bdu2xdfXl0EOF7kVmVjh85C8COT1kfweiaKiIoqKisjlcuRyOTKZLN/fecgziJ8byJL+LxaL+fjxIzVq1EAikSCTyahRo0aBcTKZjMTERNLS0gQPMysrqwDzhZqaGrX6z0fcrOwtFZ8jO+I2SZc2CZRlYrFY4BYt7DqKu2aRSMTZs2fp3r07devWLXRsnifbtm1bDAwMynWcwsYmJSURGBhIQEAA6urqdOzYkbZt21K1atUS9/38/5mZmVy4cIGbN2/Sp08fpFIpQUFBxMXFIZFIUFVVZe/evWWeNzExkblHH6Bq0L3Cn1te5aRcLufx48ecO3cOd3d3wsLC6NOnDwMHDqRfv36Fal4WhvDwcNzc3HByckIikTBm5U5upWgiUlT+jwsPy+Vybt26hb29PYGBgcyZM4fp06dTo0aNv+V4/2v44vr48pD3QJWKfeILUMAuDLq6uty6davEcY0aNcLZ2ZkhQ4agpqaGkZERBgYGpCd9oDI4Bn4cPID+Ezsxf/58oqKiSE9Px9bWFhsbm0LHz5gxAwMDA2bPnl2oUcz7u7ht0dHR9O3bl0ePHvHzzz/TsWNHLCwsuH37Nn5+fjx69Ijw8HCSk5OBXENcrVo1GjZsSEZGBuHh4SgrK9OwYUM2bdqEjo4OJx4nceRxMtkV6PlWQEb6q6dCAzOAvr4+Y8eOpUqVKiVeV2H/T05OJiMjA2Nj4yLHVq9enV27dmFqakrVqlXLdRyZTIZMJkMqlQph8Y4dO9KhQwciIyMJCgri/Pnz6Onp0bp1a6HNorh5c3JyCA8P58GDB9SvX59+/foJ+ebExESaNWsmMLicOnWq1J9/3v9jYmJQal85yuXPX8YxZ44b7u7uyGQyLCwsWLVqFSYmJgI/bmmQkJBA9+7defHiBdnZ2eTk5NC4cWMendxK954W+H+siaxeK8Si/MLSymLIlkgwrCWi6gsvRn7bq5ijVAwikYju3bvTvXt3goODWb9+Pc2aNWPy5MnMnTu33ET2X5GLL9bjy0NxCucKyFBQUMDUoC4zeuh+EeHNTxEcHMyIESNKpCD7HO7u7lhZWfHduKVEVTOstApXuVzO5cuXsbGxYdGiRQWar/Pg4OBATEwMf/zxR7mOmZqaio2NDdeuXUNLSwsfHx9EIhESiQQlJSXU1dWFqtc5c+YwefJkod3i3r179OnTh8TERDQ1NWnYsCE5OTkkJCSw/o/t/HZPjkxU/ryHiqKYfUMbMegHU96/f4+CggK6urrExMTQrl07evXqRe/evfnuu+9KrMbNQ0REBCYmJrx8+bLYnMysWbPIzs5m165d5T7/khAXF4ebmxu7d++mevXqWFtbM3r06EJbUzw9PZk/fz4aGho4OTnRoUP+Ru47d+4waNAgFBUVsfxpPN8MmlJqIeg8mJqaUtN8LgHvK56rUo0LYqyenIEDBwq6juVBdnY2ffr0wdfXl+zsbNTU1HBzc+PRo0ecPHmSli1bkoUS/WfbEhGfmtucLsngxcM7eLvZoyzPJjMzE4lE8o/m4F68eIGjoyMHDx5k6NChLFq0qNx547IKe/+34Ys3fHkojH1i7x9rqPY2hMeBd79INoT09HRq165Nampqmb8gP/zwAw/CnlFz/JZ/vML1zJkz7N69u8Tm++TkZK5evcrNmzd58OABkZGRvHv3juzsbMRiMerq6rRq1Qp/f3/27duHkZERq1atIiAggI0bN2JpaZnvx+vFixd07dqVrVu3Ym1tna+PDHIrX5tb2ZNao1n5KvAA0xa1cZ3QiTdv3mBiYsLTp0+Ji4tDXV2dW7ducfXqVTw9PYmOjsbExITevXvTu3dv9PT0iv2h/e6777Czs6N3795FjklKSqJVq1YcO3aMrl27luMKSg+ZTMb169dxcXHh8uXLDBo0CGtra7p27UpERAQLFy4kNDSU9evXM2TIkCJzdy279iXHoBei+oYA+Z7FPD7UohTJ4+Pj0dfXZ/UJP7Z4R1XsOVYQMb+Pfql65UqDs2fPCj19crmchIQE1NXVsbW1Zf/+/WhpaWFkZMTmzZuRyWSsX7+eZcuWCWmAmjVr8uHDh0o5l7IiISGBLVu2sG3bNrp164aNjQ0dO3YE4NSpUyQlJRUpOh0Um8jWG8/wjsht2i/L5/nfhH+N4fscSUlJ1K5dG7lcjpGREbdv3y5AGPwlQEdHhzt37tC4ceMyrbLi4uJo0KABFuvdefSBf7TCNTg4mOHDhxMWFgbkkv16enri7e3Nw4cPef78Oe/fvyc7OxtlZWXq1KlD8+bNadu2LSYmJpiZmdGiRQvu37/Pu3fvGD9+PJaWlmzdupW5c+eycOFCqlSpku+YiYmJdO3aFWtra3r37s2AAQN48eJFvjG9e/fG3uUIP7n6l6vwSSbJJP7QEtSy3mNgYEDbtm3R19dnzpw5BcbGx8dz7do1PD09uXr1KiKRSDCCZmZmaGpq5hvv7OzMw4cPC+gsfo6jR49ia2tLYGDgP8bO8u7dO/bv38+OHTt4//49WVlZLFq0iKVLlxIUFMTgwYO5ffs2zZo1y7ffvjuRLDv9EBSUEBVT1FJUqmH79u3cunWLTbvcvqgWpevXrzNixAhOnz6Ns7MzycnJgswU5Obmt23bhoqKCikpKZibmws9jNu2bSMjI4MWLVrw5MmTCp9LRZCWloarqysODg40b96chQsXYmVlRVJSEleuXCkgrVVq4vIvNHVUmfjXGj5/f3969epFSkoKKioqtG7dmps3b1Z6eXdF0aNHD8b8/Cv+aTXLvMpq27Yt73Kqoj7kdzLLqE0IoCiScWpGt1KHgBMTE7ly5Qqenp7s3r0bLS0t3r9/j0QiQVlZGU1NTcHA9ejRAzMzs0I97aCgIH788UeePHnC1KlTOXToEAMHDmT9+vU0bFiwKjM7O5t+/fpRt25dsrOzuX37NqNHj8bZ2VkocmnVqhWPHz8Gyl/41FHpJYdXzUAqlQK5eZT79+/Tvn37YveVy+U8efJEMILe3t40bdpUCIt269aNpKQkWrZsyevXrwsY9c/n6tevHz179iwyx1rZkEgkbJ5JEwIAACAASURBVNu2jTVr1tClSxeUlJQE3cS4uDhu3ryJtrY2Dx8+FAz6Qb8XrHJ/THYZHrvPi8tMTU2ZMmUKLi4uZH43jtfiOv/xFiUfHx8GDx7M8ePHBcMglUoLhLUdHBxYunQpEolEMIBKSkrY2dnx66+/0rp1a4KDgyt8PpUBiUTCkSNHWLp0KXFxcUIhWUhICDo6uZqG/w3FgpWJf63hO3DgANbW1vm8jjzmky8JP8yy5Xn1NuQgLvMqy9bWloMHD9Kk9zieqrUmpwy5LSWRHB6ewrShEps2bcrXk/fhwweuXLnCzZs3CQoKIjIyUjBwKioqaGpqEh8fz7hx47CwsMDMzKxM3rSDgwN3794lLi6O8PBwRo4cyebNmwsdK5fn5mzu3buHSCRi3rx5pKWlsWXLFurXr09ISAiqqqo8e/aMBg3+Ejgtz+r1x3ba6OjoCCFUc3NzPDw8ypwrkkgk3Lt3j6tXr3L16lWCgoL4/vvviY6OZtKkSSxevLjYsv/IyEg6duzIvXv3/tbnVS6X4+HhwcKFC2natCkODg4YGuaGLD9+/IiLiwtLlixBLpcjFovR1dUlICCA5x+lFW4n0lLKQl9fn2bNmhESEkLtFu1RG/grUnnZi7Uqq0UpICCAfv36ceDAgSLlwuCvHKCPj4/Q5rJ69Wp+++03AGxsbEhOTmb1BucvJk8ml8vR1dUlMjJSeE9bW5unT5/y7IPkv6I9rDLxrzV8bm5urFmzhhYtWqCgoMC5c+e+OLaDg34vWHE2GGkZKjM/XWW5urqycOFCkpKSMJn0K6/rdSY7R16yvpokk+UDjeiho8jw4cN5+fIlOjo6vHr1Kp+Bq1u3Ls2bN6d9+/aYmJjQq1cvwWM2NjbG1taWHj16lOma3717R4cOHUhOTmbDhg3s2bOHtWvXFjrPnTt3sLKyIjo6mnXr1mFgYMC8efPQ19enQYMGXL16lS5duggq8Z+juMKnPE+6p75mvsKnXbt2MWPGDFq3bo1YLKZx48a4uroWy2VaEpKTk/H29mbTpk34+fmhoqKCqakpvXv3plevXoUaNzs7O+7cuVMuw1saPHr0iPnz5/P69WscHBzo169fgTF5oWepVIpYLEYmk9GqVSu6LtlXYQKJ5nFerFy5kszMTKE/tcu4xbzV6VYm2rLK8jpCQkLo1asXO3fuZNCgQcWOffnyJR07diQ5OVk4fyUlJfz8/Gjfvv0XmSdLSEigTZs2QnRGJpORkZHBuXPnOPCiyr+OEOTvxr/W8OUhLi4OQ0ND3rx5U6aS5r8bFWnCVxLL0Qw6SGxQLm3UsmXLsLW1ZcWmPURV0Sv0h15R9P/l7i8fEXdtH7KEF0ilUlRUVFBVVSUjI4OhQ4fy008/CSX1xWH8+PF07969UINTGCQSCVu3bsXW1paUlBSePHlCw4YN0dDQyCdsK5fL8fLyYvXq1Tx+/JicnBwuXryIo6Mjd+/exd7eniNHjpCQkMCpU6cEwdDikFf4tHrzHqpq1KZ/L9N8sjufn+fkyZNZt24dtWrVYsmSJZw6dYpDhw5hbGxcqmstCsnJyTRq1Ihbt24REBCAp6cnnp6eVKtWTTCCpqam1KxZk+zsbNq1a8fKlSsZNmxYhY77KeLj4/n99985e/Ysy5YtY8qUKUXmEg8dOsTp06dp2LAhOjo6qKurU12zAcsDxRXOx73ePpHU929QUlJCKpWioKDAmjVrqN99eKk8deQy5NJsZnatz+Ihnct9LpBbdduzZ082btzIqFGjSrWPXC4nODiY48ePs3PnTt6/f0+9evVYtOscO++++9fkyb40CsgvBV+cEG1Zoa2tTcuWLSuNVLmysPXGMzKl5Ws4k0jl1Ow6ksjISFq0aIGtrS2ZmZnsc1pNF1kond+eRzHsMtKnPmQ88yc1+DofvPeTc2opWde2kv3mGSKRCCcnJ9LT00lMTOTkyZN4enoSFxdXqjzo54K0xeHKlSu0adOGixcv4uTkRJs2bWjSpIlAtK2hoYFcLufSpUsYGxszffp0OnfujFwuZ9KkSZibm6Orq8vVq1ext7enevXqXL16tVRGD6B2NRXaqb4n/sx6ovbaMK1tFaZ2b17oF1VJSYl9+/YJslROTv/H3pmH1bS2f/yzKxURmSqEJDJkKg5CIRkyRB0ZcoyZMpQ5U2Q45swk4zEVJWMRUaKUIcqQCJkazBXatdv790e/1ivNA+e8zvu9rq6r1nrW8zxr7d26n/t+7vv7dWHLli1YWVmxdOnSEgnDqqqq0r17d4KDgxkxYgQHDhwgLi4Ob29vdHV12blzJ3Xq1KFNmzYsXryYcePGMXXqVKGWsSRITU0VhE8rVKhAVFQUdnZ2+SbQDB06FE9PT1xcXJg+fTpjx47lY+Wiib3mCpmMck06C9m8M2fOFBYVBQnkyssyICOdtCc3eH/Uibch3iWayrNnzzA1NWXJkiWFNnqQuf/brFkzlixZQmJiIp8+faLn5OWsD3jO1/SCtQVlMviansEynwccuPasRPdQEpSGsLcI8LxV8n7+Sfiv9/ggc08pOjpa0LT7u1Eaq6wyciA7Po+Y+3eyHVdUVERTUxNdXV1atWpFrVq1mDJlCjt27MDW1paWLVty79490tPTKVeuHLq6unh7e6Otrc3Dhw+xsLDA2NiYjRs35ushHzx4kJMnT+Lh4ZFnm8ePHzN9+nTu3bvHunXr6NOnD05OTkgkEpYvX467uztHjhxhxIgRLFmyhK9fvzJv3jyaN29Ohw4dUFNTQ1tbm82bN/Plyxf69euHnZ0ds2fPLnL4r0ePHpw7dw6RSET37t3x9fUt0vWvXr1i6NChiEQiDh48WGjB3O9x8uRJ1qxZw+XLl3M9LxaLCQkJEcomwsPD0dTUZOrUqZiamqKvr1+ke5fJZBw5ckRg91+1alWRFeW/RWnJglVNecKNTTnlmr5FbiVKDdTLc2bTfF7GRPH8+XMUFBSIj48vFlXaq1ev6NSpEw4ODkyaNKm4twL882kUR40aRXx8PA4ODnTt2lV4XqX1eRakN/jfhv96jw9gwIABHD9+vESr9dJEaayy0tPSeF8pszg160WorKxM/fr1iYqKEryjLJV3e3t7oqKiiI6OFmqNUlNTefDgAdHR0UAmQ0loaCjx8fF07tyZuLi4PMfPz+NLTk5mzpw5tG3blvbt23Pv3j369u2LSCTiwoULdO3aFalUiru7O8HBwTg5OeHo6EhERAQtW7akbdu2yGQyli1bxvnz54mKiqJ79+6sX7+eOXPmFNnoPXz4EH9/fyDTEJw/f56wsLAi9VGzZk38/f3p0qULrVq14syZM0W6Pgs9evTg/v37xMbG5npeSUkJExMTli1bRmhoKA8ePODTp08EBwczYMAANDU1sbGxYe/evbx69SrfscLCwujQoQMrVqxgz549gmdZEiSlSkp0fRbUa9UtsE2V8kqM66SDi3ULdg1vjYt1CyaY1Mfjr13Iycnx5csXUlJSuHr1apHHT0xMxNTUlLFjx5bY6EHJIjipkgy2Bjwu8Rzyw6tXr/D19aV///5Ur14dW1tbEhISSu3z/FZh/lfAL2H4tLW1qVmzZrH+QX4EouKTSuTtAaCgyPApc3n+/DmKiooYGxtToUIFdHV1cXZ2BjKLlA8ePAhkehJWVla0bt0aOTk5Qfw1MDAwWwabqqoqx44do3v37rRu3Zpr167lOnxuhk8qlfLXX3+hp6dHXFwcERERzJ49m/T0dFq1asXIkSMJDw/n4cOHNG3alEuXLjF27Fhu3bqFhYUF27ZtE+jYYmNjsba2ZvXq1UyaNAlfX18sLS2L9ahiYmKoVasWVapUoWrVqrRs2bJYxcXy8vIsWLCAo0ePMmHCBKZPn05aWlqR+lBUVMTKyorDhw8Xqr2Ojg4bNmzg6dOnREVFERISgrGxMT4+PjRr1ozGjRszZcoUTp06RXJyMpCp+GBjY4OFhQWjR4/mxo0bxVJNyA2qyqXDYqijVTyPGTJ5WU+fPo2KigqpqalFjuS8f/+ebt26MXDgwFIpGXmbIiYw+k2xkkMgM+x56eEb3qWIi3idjJSUFJ48eUJoaCinTp1i165d/Pnnn0ybNg0bGxvMzMxo0aKFQI34+fNn3r17x65duzh79mypfZ6qyj+n5vRn4ZcIdUJm6v/bt29Zv3793z0VRu27zsWoxBL301WvOruGt8bExITZs2fTs2dP4uPjad68OSdOnBBkajIyMgQGioEDB1KjRg3Mzc0JDQ0lLCyMEydO5Nr/qVOnGD16NMuXL2fMmDHZzslkMipWrEhsbCxqamqEhYUxZcoUZDIZGzZsoG3btkLbjIwMypUrJxgJkUiElZUVAQEBhIeHk5iYyIQJE3j8+DGGhob4+PggkUgYP3484eHhnDp1Sqg3KglcXFyIjY0tle/Au3fvGD16NC9fvsTd3Z369esX+tqgoCAmTpxY6DovmUxGly5dsLCwyFZMn5GRwe3bt4WyiWvXrlG5cmXevXvHwIEDcXFxQU1Nrcj3lh82nr/PWr+oIqkUfA+RVMIc86YlZlkJDw/HwMAABQUFoV63ICQlJWFqakqnTp1YvXp1qWTMlqY49ojfavHmzRsSExNJTEzM9ntuxwDU1dWpVq0a1atXF36+/3vfvn1s2LCBcuXK0bFjR9zc3NDS0vppwt7/bfjHklQXFQMGDKBHjx64uLj87WUNpb3KMjY2JjAwkJ49e6KhoYGDgwMmJiZIJBIUFRVp0KABysrKJCYmMmzYMHr37g1Ax44d0dfX5/Tp08Kxb9GnTx+CgoKwsLDg5s2bbNiwQdj3E4lE6OjoEBoairu7O35+fvz5558MGzYs236LWCxm79692dQUypYti42NDRcuXKBbt268ffsWAwMDGjZsyPHjx/nw4QOWlpZUrFiRoKCgUmPcUVJSQiwu2qo6L1SpUgVvb2+2bNlCu3btWL9+PUOHDi3UtUZGRiQlJREREUGzZs0KbC8Sidi2bRsdOnTA0tJSWATIy8tjYGBAy5YtUVdX58GDB+jq6tKrVy/CwsLQ1tYWylC6detGw4YNi/3dz1IDcP9zGRiML1YfWZCXl8eqVckXMi1btmTcuHFs374dV1dXpkyZkm/7z58/07t3bwwNDUvN6EHpRHBSJVIWrXdj8ul12YzWt783bNgwh0FTUVEpVP8RERFoaGiwc+dOzM3NheNWBrVwuRBdornLoFQ+z38SfhmPL0u3bf/+/bRu3fpvnUtpr7IuXbqEo6Mj165dY8eOHUyZMkV4wWtqarJ161a2b9/O1atXefv2bbaVsZ+fH+PHj+fevXt5MookJSUxbNgw3r17h6enJxoaGqSmptKqVStevHjBxIkTmTdvXjaWlq9fv+Lm5sbq1avR19enXLlyeHl5oaSkxOHDhwkODsbFxQWpVEqVKlUoX748169f5927d/Tu3Zv+/fvz559/lirJb5Zy+O7du0utT4Dbt28zaNAg2rVrx6ZNmwplqB0dHZFKpaxcubLQ4yxcuJB79+7h5eUlHAsMDMTBwUHIQP3W005MTMxGqyaTyQQj2LVrV9TV1Qsc882bN+zbt4+dO3ciJyeHvLw86lYLiBGrFCu0J5NKMWusjtvwNkW/OLf+ZDIUFRURiUQkJCTk6eGmpqbSt29fatSowe7du4uVDJMXSiuC00lHjX2j2/2QhXnWazy3vv8bhb1/NH6JPT7I/MAHDBjAsWPH/u6pYGVQ8tXRt6ustm3bcvfuXVJSUtDW1kZVVVUQpkxMTERbW5v79+/z22+/5QgHmZmZYWBgwIoVK/IcS1VVFW9vb7p164ahoSFr1qxBU1OThw8fMmrUKKHEADKVF9asWUO9evW4ePEi3t7e+Pj40KVLFyAzyWbTpk0cOHBA4FJ9+/YtHz9+xNvbm06dOjFnzhxWrVpV6sz2penxfYsWLVpw48YNAAwNDbl9+3aB1wwdOpTDhw9n0zYsCHPnziUiIoLTp08TExPDgAED+OOPP5g1axbBwcHZjB5A9erVGTx4MLt27SI2NhZ/f38MDQ05cuQIDRs2pHnz5syYMYNz585lk2GSSqVcuHCBgQMHoqury927d4VFw/Pnz1ls3R5lheJ9NvJImdy1+Erz30MkEjFhwgTS09Pp1atXrnuu6enpDBw4kEqVKgkGvDRRWhGcKhXK/bBoVJYOYm6wM6lf7M9TWUGeiSaFD/P/t+CXMXwAlpaWeHl55RAx/dmoWl4J4wbVKO53XCTKZBzJqkMrW7YsrVq1Ijg4mG7duhEbG8vMmTNRVFQkIyMDJSUl4uLiaNOpK9sDY7D3CGfUvuvYe4SzPTCGhctXs2XLFiEDNDfIyclhbW1N9erVmT17NikpKSgoKBAeHg5kkoIvX74cHR0dwsLC8DjhQw+HtRyIkWfUvuvcLNOURgOmsOvgESwsLGjbtm22BJPk5GQmT56Mu7t7oYvii4ofZfgAypcvz549e1iwYAHdunVj8+bN+X7PmjZtipqaWqH0GLOgrKzM6tWrGTp0KG3atMHQ0FCgfCvohSkSiWjQoAF2dnYcP36ct2/fsn37dlRVVVm2bBnq6uoYGRnRvXt3tLS0mDFjBiYmJjx79oy9e/diZGTEiRMn6NKlC0Z6tZjXS4+yZYr2ehBlpDOgHqWetr9wYaaI8uPHjxk3blwOVXgbGxtkMhkHDhwotJRUUaCnoYqSQslelcoKcuhpViilGRUNzbUqFevzzGTN0fvl6MrgFzN8rVq1QiwWF1n/7kegtFdZxsbGBAQEAJmG0NnZmcePH9OhQwdep5ahcr85HEnVx+VCNMdvv+ZiVCLHb79m/YVorP56gP7ETdjOXprry/rjx49MmzaNjh07YmpqKrBtpKWlERoaipOTEzo6Ojx48ABXz7NU6jML21Px2cbyf5LM1/pdUBu+mXuV2xP2OAGJREKZMmWoV68empqa3Llzp9SyD3N9bsrKpKam/rD+IdOTCw4OZs+ePfTv3z/f7NGhQ4cKWbcFQSKRsHXrVsaNG0e1atWwtrZm7ty5+RJe5wcFBQXatWvHvHnzmD17NsbGxty5c4fXr1+jpKTE8+fPuXjxIh4eHgK/o4eHB9bW1kBmoXkrUSyijPQCF3AiQJYuJiXoL5YOz5sDs7ioWrUqrVq14t27d1y/fp0///wTyPRcR48ezfv37zl69OgPY24q7QjOz0ZERASBu5YxpZMWsnQxBa3HRaLM2sNflaAafjHD908Kd5b2KisrweVbaGlpMW71fiZ6RaOs0waJTJRjXzFVIkUskfJMosrTev2Y6XpSOJeRkcHOnTvR09MjOTmZe/fukZKSQkZGhrCpnpaWRkBAANeuXaO73RIczydw/kEC4v/v91vI5BRIy5Dhdy8Bhe4z6DRqLp07d6ZOnTrcuXOHhg0bFulZFBU/0uP7Frq6ugQHB1OvXj1atmyZp1c3ePBgvLy8CpzT2bNnad68OZ6enpw7d46rV6/i6elZIvb/58+fs2jRIurWrYuzszMWFhbExcURGRnJkydPiIyMpG/fvly5cgUjIyPq1q2Lv78/EomE9+/fc+XKFfxdF2Emf592WuVyZVlRVpBDSUGO7k3USfJ2JjncR1C+KG1keX01a9Zk+/btuLu7M2nSJGJiYjh+/LgQ+v8RKGkEB2R0ql/lp1J+ZVEDdu7cmRYtWnDgwAHueG6ms/Q23ZvkzpojfJ6N1fEY2/aXNXrwCyW3ZCEoKIjJkycXah/mZyBLReBrWjqIiq5ploXPnz+jrq5OQkKCYJSKIzUik4hZ2KcpevJvmDJlCmXLlmXDhg2C+nZcXByLFi3i0KFDaGtrExkZSZ8+fRg4d2ORx0KSRsOv9zi1btZP4VENDAxkwYIFebKm/AicOXOG0aNHY2dnx9y5c3PsW5qYmGBvb4+FhUWOa+/fv8/06dN5/Pgxa9asEUgAAFxdXdm3bx9Xrlwp9J5Veno6p0+fxs3NjdDQUAYPHoytrS3NmzfP9zqZTIaTkxOnTp1CU1OToKAgxGIxVapUIT4+HhcXF4aNmZCDZeVbPtTy5cvz+fNnVFRU2LlzJ9bW1qW6n5WRkSHsM2/fvp1x48ZRt25drl279lNEqO+8+Ij1jpBs/LiFhZxUgvT8WtbMnYKlpeUPzzoXi8UYGBjw7NkzPn/+DGR+D+/fv09UVBRqamq5subkxW/7K+KX8vgA2rdvT3x8fKF5Jn80srgJ6yokIYc0xypLUV6ETJJGF90q+a6yVFRUaN68OSEhIUDmP+Iyn6iiGSJApKDEklP3GDRxFtOnTycoKAgDAwNevHjB5MmTadKkCcrKykRFRREREYGuri6jZi4u1lgoKPK8siFRiV8KblsK+Fke37cwNzfn5s2bXLx4EVNT0xxsK7mFO9++fYudnR3GxsaYmZlx7949+vXrl+2FaGtrC8DOnTsLnENMTAxz586ldu3arFu3jkGDBvHixQs2b95coNGDzEjJlStXWLhwIWfOnEFfXx85OTkSEhIQiUTMnTuXoVb9SA7zZoSeCLdhBrhYtxD4UBMSEgT5ns+fPzNq1CiMjIxKlUlJXl5eUIqfP3++oBWZJTH1o9GwmjLlH/khJyuaR1u2jBzO/Zuzd50zzs7OdO3a9Yfr+CkqKtK1a1fB+1ZWVubVq1csXrxYyIrNjTUnL37bXxG/nOGTl5fHwsICb++SkduWJprVqsQEfQX0n7jj0K0BpjoVEL2+S/8WNZlu1hCDl940SwotcBPZxMRECHeWhEJJJqeAka0zQ4YM4dmzZ4wdO5bmzZtTtmxZ7t+/z4YNGwTtOx0dHXZfe0VqMTgK4efQNWXh7zB8kBl+y6JqMzAwyEZ3ZmVlhZ+fH58+fUIsFrN27VoaNWqEnJwcUVFRODg45OoNy8nJsX37dubPn09CQkKO82KxGA8PD0xNTWnbti1isZiLFy8SFBTEH3/8USRB5ri4OMLDw+nZsyeOjo6EhIQgFouRyWSUL1+eAwcOMHbsWJ48eYKVlRWampoMGTKEPXv28OLFC7y8vGjUqJHg7YrFYkxMTEo9a3fhwoV8/vyZuLg4nJycWLBgAebm5nz48KFUx/keGRkZDB06FO2Mlyzs3RQkaUXeJzMxMeHWrVtYWlrStWtXJk+eXCx2ocJAJBIxadIkFBUVUVJSEgxg1mLqf/gFDR/wj9nn+xb169cn9uE9xnXSYdWApnw8uUJYZc2cMoGNGzcWuELOSnApKYWSSE6Oa89TGDxyLIaGhlSvXp3o6GhWrVqFhoZGtrY16jUk8m0GxY2HF5euqTj4GckteUFeXp758+cLdGcODg6IxWLU1NTo0qUL8+bNo0mTJly6dImgoCA2bdpElSpV8u2zWbNmjBgxgunTpwvHoqKimD59OlpaWuzYsYMxY8bw8uVLwaAWB56envTt25e7d++ye/duXFxcKFu2rJDkVKVKFQYMGMDWrVt59OgRoaGhdOnShbNnz9KyZUtmzJgBZCabqKurIycnh5GRUbHmkh/8/PyQk5OjqUE7nI+GEF2lPaq9Z9Fx1k62XIz+Id8xmUzG+PHjSUpK4sCBA8geXUb93mHMirFPpqCggJ2dHQ8ePCAjI4NGjRqxffv2UucYTkpKol+/fqxatQo/Pz8UFBTYunVrqS9E/pvxy+3xQWZChqamJhEREdlUu/9OfPz4kVq1apGcnIxUKkVJSYnU1FQUFBSQyWS0bduWefPm0bdv3zz7SElJQUNDgz+P32Bz4NMSFchL08XUSYrk1Kqpglbe97h69SrWi9yQb9EPkULx9+h+FuXRkydP6Nq1K0+fPv2h4xSE9+/fM3r0aJ4/f86CBQuYN28esbGxQq1kUfD582caNWrE4MGDCQ4O5vHjx4wYMYLRo0cXiUYtPxgZGWFvb8+cOXNYsWIFrVq1onXr1syaNYuNGzfi7++fp1F9/fo1enp6TJw4kZMnTxIbG4tIJEIikXDq1ClMTEzylUYqLHbv3s2ijXuo1X00r6QVkZMTIZP7T79yUgllFBVLXQB27ty5XLhwgYsXL6KgoECDBg1wd3enffv2Jd4nu3PnDlOmTCEpKYmNGzfSsWPHEs83IyODfv36oaWlxbZt21i+fDk3b97MRorwP/yihg8yhVTbtGmDnZ3d3z0VAdWqVSMyMhINDQ2qVKlCVFQU1apVA+DQoUPs3LmTixcv5ttHu3btqDvYiZC4kq8SpU+ucW/nLCpUyF5f9PbtW2bPns25c+eoN3Qxz+U08uih8PgZsiavXr2idevWvH5dchmW0piLpaUlYWFh2NjYcPr0ae7evVskuaOIiAjc3NzYt28fGRkZ7Nq1C0tLy1IxJFl4/vw5LVu2pEuXLlStWpVt27ZhY2NDgwYNhEzK/LB161auXr0q7GN+/foVLy8vRowYQcWKFZFIJHTq1EkQ4m3UqFGRkzvc3d2Z4XoCFaNhpGXI8o0+lKYA7Lp163BzcyMoKIiqVauybt06AgMD8+S+LQ6yZKVmzpyJkZERq1atQktLq9j9ZYWq/fz8ePPmDc2aNeP69evUq1ev1Ob8K+CXDHXCPzPcqaury6NHj4BMLsh3794J56ysrHj48CERERH59mFsbMyL+NLZ0K+qWVtQeoDMUNWOHTto0qQJFStW5P79+2hoaZfKWD9D1uTv2uP7Fl++fGHJkiU0a9YMY2NjLl++TFhYGFWqVGHfvn0FXp+SksKuXbv47bffMDc3p3LlykRGRtKjRw8ePHhQqkYP4MiRIzRu3Jjo6GjWrVtHREQEFy5cwMHBoVDXHz16lIEDBwp/Z/G0LlmyhOTkZDw9PbGxsSEiIoKePXuipaUliPTGx8cX2P+JEyeYvs0bFaNhiAswelB6ArB//fUXGzZswM/Pj6pVq/Lp0ydWrlzJ8uXLi91nbhCJRFhbWws8rC1atGDZsmXFCtkfPnwYd3d3oabR0dGRcePG0k3gugAAIABJREFU/c/o5YJf1uP7+vUrGhoaxMTEFFrJ+0fjjz/+oHPnzowcOZJ27dqxdu1a2rdvL5xfvnw5MTEx7Nq1K88+fH19meEVyedqTUo8n556lfGc0ZeAgADS0tKYMGEC8vLybN26VcgGnHzoBqcicyZXFBU/w+NLTk5GU1OTlJSUHzpObpBKpRw+fBhHR0d+++03Vq5cKbxwPn/+jKWlpVAP2aJF9ucgk8m4efMmbm5uHD16lI4dOzJ27Fh69Ogh7Mu8fPmSli1bcuXKlVKth2zSpAmvXr3i2rVr6Onp0adPH0xNTbOpROSF+Ph4GjVqRFxcXI46uoyMDPT09BCLxTx58kQI6T9+/FhQmwgICEBLS0vgF+3UqVM2UuZz584x3GEhFQcsRFyMAEdxBWBPnTqFra0tAQEB6OllKtLPnz+fV69esWfPnqJPpAh4+vQpM2bMIDw8nHXr1uXI9s0LN2/epEePHvj7+9OsWTNCQ0MZMGAAUVFROSI6/8Mv7PGVLVsWMzMzTp48WXDjn4T69esLtGHfe3wAY8eO5dixY7x58ybPPoyMjEiMDi8VCqUW2tWZNWsW3bt3p0ePHowdO5agoKBsKfBNaqohkxRNky63sX4GXdPfldwSHBwsKDgcPHiQo0ePZltlq6iocObMGcqVK0fnzp0FurNPnz6xdetWWrVqxe+//07t2rW5e/cuJ06cwNzcPFsyQq1atZg/fz7jx48vNUq+iIgIHj58iIuLC3p6ely5coXIyEjGjy+cOsOxY8cwNzfPtXhcXl6e48ePEx8fz+LFi4FM70ZXV5eJEyfi7e3Nmzdv2LFjB2pqaqxYsQJ1dXVBpNfV1ZVhw4bRYdwS0oq5lV2cjOLLly8zevRoTp06JRi9+Ph4tm3bJtzHj4S2tjZeXl7s2LGDefPmYWZmViATVXx8PP3798fV1ZVmzZohlUqZOnUqy5cv/5/RywO/rOGDTO7Of1K4U1dXVzB8Wbpq36Jq1apYWVnlK7ypqqpKnYw4MjJKJpMiA0RPQ1m3bh2pqak4OzszatSoHMXSVga1EJWQ9Pdn0TUpKCgglUpLPUsuL8TGxjJo0CCsra2ZNGkSoaGheSYoyMvLM3LkSAYPHszmzZupU6cOderUISAggFWrVhETE8O8efPy3QOcNGkSSUlJ7N+/v1TmP3LkSOrXr8/IkSORyWQ4OjqyePHiQuneQWaY9Pfff8/zfJMmTZg4cSIrV64UaNG+hYKCAm3btmXBggUEBgYSHx/PzJkziYyMxM7OjlTKcPP1158mAHv79m2srKw4dOhQNoWXJUuWMHz4cGrXrl28iRQDpqam3L59mz59+mBsbIyDgwMfP37M0U4sFjNgwABGjRrFgAEDADh48CBSqZRhw4b9tPn+t+GXNny9evXi8uXLJCUl/d1TATI9vrz2+LIwdepUtm7dmqfyt0wmQ7NyBb7EhCErAvP/txAB8glRbN+wBm9vb06fPo2zszOfPn3K0bZqeSWqiuOhmAUN3xNu/0iIRKKfss+XnJzM3LlzadWqFY0aNSIqKiqHTuH3ePfuHSKRiJ07dyKVStHW1kZFRYVJkybRrVu3QrGzyMvL4+rqyqxZs3L97hQFBw8e5O7du2zcuBHIDKG/f/8eGxubQl0fHx/PnTt36N49f27OVatWUblyZfr371+gp1q+fHlq1qzJpUuXOHHiBPN3nS5xCr4I8Lz1ssB2MTExmJubs3XrVkxNTYXjjx8/xsPDg7lz55ZoHsVBmTJlmDJlCvfv3+fLly/o6emxc+dOYWEnk8mYMGECmpqaQiJSSkoKjo6ObNiwodRVKn4l/NJPRlVVlU6dOuHj4/N3TwWAypq1eVlBD3uPcG6otObU28psD4zJtiJt2rQpjRs35siRIzmuDw8Pp1OnTty7dw+FhxeRZRQvBClNF9O2YpIgddO2bVt69uzJokWLcm3fvlIK8hTPyCogpcLLa4SEhPDmzZsfrpzxIw1fFrdpw4YNefXqFRERETg5OeUpFprFlzhkyBB0dHSIj49HU1OTvXv3EhgYiJubGwMHDsTZ2bnQXqqhoSEDBw5k9uzZxb6P6OhoJk+eTKVKlTA1NUUqleLo6MiyZcsKbWjyC3N+C0VFRY4dO8b9+/fZsWNHvm3v379Pz5492bJlC+bm5rz+AhJZyei9UiVSouLyX/jGxcVhZmaGk5MTVlZW2c4tWLAAe3v7vzVPoFq1ari6uuLj48OePXto06YNwcHBbNy4kZs3b7Jv3z7ByK1YsQITExPatWv3t833vwG/bHJLFnbv3o2vry9Hjx792+Zw58VHtgQ8JjD6DampXxEp/Mf7UVaQQwbZ6o9Onz7N4sWLCQsLQyQS8ebNG+bNm8fJkycxNzcnKCiIx48f07jfODL0+xaJSkxOmo5qjD93vDajoKBAvXr1aN26NRYWFtjZ2XH+/PkcquGHDh3C1f8+iTWNijRW2TJyVH91hcu7l1O2bFmkUqnAKrF69epC91MUqKurc+fOnRyF+CWFv78/06ZNQ1VVFRcXFwwN8xbmTEhIEMRdlZSUsLW1xcbGhsqVK7N06VLi4+PZvHkzkFkHZ2Njg1Qq5eDBg4WqO01KSqJx48YcPny4yLVfqamptGvXDk1NTRo1asTatWs5dOgQGzduJCQkpNClBiYmJjg4ONCvX79CtR86dCjHjh3j5cuXuRbux8TEYGxszIoVKwSvs7QEYOsoJBO4ZFCu5z58+ICxsTHW1tbMmzcv27nw8HB69erFo0ePCiU+DPA2RYznzZdExSeRlCpBVVkBPQ1VfjcoHQ5MmUzGoUOHsLe3JyUlhYCAAH777TcgMzHG0NCQO3fuUKvWr6WYXtr4pT0+gL59++Ln58fXr1//lvEPXHvGILdrgqLBt0YP/qOe4Hc/gUFu1zhw7Rm9evXi48ePXL58mfXr19O4cWOePn1KuXLliI6OZvPmzVSpUoUuWmWY16sRZcvIF8wcL5WiKAeqMReI9N4qFBlHR0fj7u7OzZs3cXZ2ZuLEiTnEUxUVFbl7fFvhx0KGLD0VA7nnnF4/h/Lly/P161fBE/tvkiaKjo6mb9++2NraCgTYuRk9qVTKuXPnsLKyQk9Pj6ioKP766y8iIiKYMmUKlStXBmDIkCEcOXJE4LasUaMG58+fx9TUFAMDA06fPl3gnFRVVVm/fj3jx4/PMySeF2bOnImOjg6PHj1i0KBBpKWlsXDhQlasWFFoo1fYMOe32LFjB4qKigwalNMAPX/+nK5du7Jw4cJsodbSEoB9+vBurgXcX758oU+fPnTt2jXXUKajoyPz588vlNG78+IjY/ffwGjlxVylwdqvvMi4Aze48yLnPl1RIBKJBENnaWmJubk5K1asQCwWM2vWLOzt7f9n9AqBX97wVa1aFUNDQ/z8/H762P9RT8gocIP+2/qjQ2HP6datG71792bHjh2UKVMGqVTKnj17CAoKwszMDIlEglQqFUiwuzfOpFAiI3u9nEwiRh4pZk008JxghPMfZv8/3n8mpKSkxKxZsxgzZgxpaWns378fmUzGlStX6NGjBwMHDuT9+/cMaVM721jf0zVJ08Uoyovo3lgDrehjnFibqf69YsUKypUrJ4iEfqsGXtoorVDn+/fvsbe3p3379nTo0IH79+9jZWWVwzi8evWKJUuWUK9ePebOnYupqSmxsbHs3r2btm3b5mhfr1496tevz/nz54VjWXRnnp6e2NnZYW9vX+A9WFpaUrduXdauXVvoe8raz50yZQpSqRRDQ0N27dqFjo4OJiYmhe7Hy8urUGHOb6GiosKBAwe4dOkSp06dEo7HxcXRtWtX7O3tGTt2bLZrSksAdkR/M8aPH09YWJhwPEu1XVtbm7Vr1+b4nC5dusSjR48KxW/5/eI2L2mwbxe3xUVSUhJ9+/bF2dmZAwcOEBoaSkhICPXq1SMwMDAbvd3/kDd++VAnwJYtWwgLCytUAXFp4c6Ljwxyu8bXYpA7i6TppBxfyrtHt+jUqRPLly/PVu/36tUrGjVqRJs2bbhw4YJw/F2KmP7TVyKnVovYuDdUUlHCunsHbLvqC2GW1NRU1NTUsnlFZmZmvHjxAk9PT758+ULv3r2pVq0aT548EYyUvLw8CQkJQpjqe7omBVk67tvX4ue6hN+aN+bDhw80bdqUlJQUzpw5w+DBg8nIyODgwYOMHTuWtm3bsmnTpjzp0ooLfX19Dh48mCNcW1ikp6ezbds2li5dyoABA3B2dqZ69erZ2kgkEnx9fXFzc+PKlSsMHDgQW1tbQdqpIGzZsoXg4OBcRWqz6M5iY2Px8PBAV1c3z36ePn1K69atCQsLK7BI+dmzZ7Rp04ZTp05x7Ngx5OXlmTdvHrq6upw6darQc4eihzm/Rbdu3bh+/TpxcXF8/vwZY2NjhgwZkiPMCJlhQ6OVF0tEzaekIEfw7C5cvXiO8ePHExISgpaWFsOHD+fDhw94e3vnIAXIohC0t7dn8ODB+fZfHGmwTM3Noou8ZmRkYGFhQa1atdi2bVu247q6uojFYpo1ayaUp/wPeeOX9/gALCwsOH36dJHDQiVBSdQTpMij2XU4gwcPpk2bNtmMHmSuRo2NjQkNDc12T6mf3vI2yJ07rtPZ9HsTwrfaM6efYba9BWVlZbp06QIgkAn7+voyc+ZMjI2NiYqKon///igqKgoJF4qKiqirq2eTevpe1qRf9Y9UeBlK4LnMUJ2amppQQzlgwABcXV0FYczbt29ToUIFmjdvXiBFW1FRXI9PJpNx+vRp9PX1OX36NP7+/mzfvj2b0Xv27BkLFiygbt26LF++HAsLC54/f8727duLZDgGDhzImTNnci20r1y5MseOHWPMmDG0b9+eAwcO5NmPtrY2M2bMwM7OLt+kofT0dAYPHszMmTNp06YNHh4eDBo0iE2bNtGxY8cizb04Yc5vceTIEcRiMSNHjsTMzIx+/frlavSg5AKw32YU9+3bl1mzZtGrVy/s7Ox49uwZR44cyZUJx9vbm/T0dEGNPi8UVxrsa7qUZT5RRLwsWthzwYIFJCUlsWHDhmzHd+3aRa1atXjy5AndunWjQ4cOzJgxI9cs7f8hE/8Kw1ezZk0aNGhAQEDATxmvNNQTxFXqM2PeInbv3i2ISWYhICCA7t27U79+fW7cuIFEIsHFxYXmzZujo6NDnz596N27d579jx49mqpVq3Lz5k3k5OSYMGECI0aMwN/fnyVLlvD582eePXuGgoICSkpKiEQi9PT08tU4DA8Pp3379tnkoAwMDFi1ahUKCgpMmzZNMCIqKips3boVV1dX/vjjD+zt7UttD7Y4hi8yMhIzMzNmzJjB2rVrOXfuHPr6+kAm4bmXlxfdu3fH0NCQpKQkfH19CQkJYdSoUYVOevgW1apVw8jIiOPHj+d6XiQSMXHiRC5cuMDSpUsZPnx4nmw006dP58WLF/kmb82fPx81NTWmT59OaGgoZcuWpVatWqxdu5YlS5YUae7FCXN+CzU1NdasWYOHhwcNGjRg2bJl+ba3M6mPskLxShqUFeSZaPIfIu+pU6cKMkvHjh3LVbpJIpEwd+5c/vzzzwLLAUqyuC1qcb27uzuHDx/G09Mzm4zVx48fWbhwIRs2bEBJSYlp06Zx7949Pnz4gJ6eHnv27MmxZ/8//EsMH/zcYnbPmwXXDRUEERD2Vo5OnTrx119/ZTuX5TmZmJjw119/YWBggI+PD8HBwUybNo3nz5/n2/eAAQN4/fo1LVq04MyZM0RERGBvb4++vj7Xr18nOTmZpKQkKlWqREBAAB06dKBVq1a5Gr6YmBhevnzJrVu36NOnDw8fPsxGEj127FhMTU2Rk5PDysoqm4fao0cP7ty5Q1xcHAYGBty8ebNkD42iJbckJCQwbtw4TE1N6devH5GRkZibmyMSiXj06BGzZ8+mdu3abNy4kWHDhvHixQs2bNggGMWSIDeB2u/RvHlzbt68iYKCAgYGBoSHh+doU6ZMGVxdXXFwcMh1hX/27FkOHjwopLy7u7szaNAgVq1aRf/+/WnQoEGR5v09N2dR8fXrVzw9PalSpQqXL1/O9aWcmprK2bNnGTZsGL/patCpwlvKlinaq0omETO0SdlsdGU7duzg7du3tG7dmgULFuTqJe/duxdNTU3MzMzy7b+ki9uiFNffvHmTyZMnc/z4cYHUPgtLliyhb9++tGzZUjimrq7Orl27OHnyJDt27KBt27aEhoYWb6K/KP41hq9///4cP378p7B6RMUnlWhfArLqj5Kxt7fHxcUFNzc3zM3NefjwIcnJyVSrVo2IiAj27t3LvHnz8PPzo0GDBtSrVy9XlozvkRXiqVChAr6+vly5coU5c+ZQtmxZIeU9Ky3/woULNGjQIFfDN3jwYOrWrYu3tzerV69GU1Mzm9cnEonYtm0bIpGId+/e5aDcqlKlCu7u7syfP5+ePXuyZMkSQTgzL7xNEbM9MAZ7j3BG7buOvUe4UA9ZGI8vNTWVlStX0qRJE1RUVIiKimLSpElkZGRw6NAhOnfuTIcOHZBKpQQGBhIYGIiNjQ1ly5Yt8LkWFv369SMkJITExPzT9VVUVNi1axdOTk6YmZmxadOmHC9sIyMjevXqxfz587Mdf/36NSNHjuTAgQNUq1aNjIwMjh49SufOnXFzcyuU+sK3iIuL486dOwUahbyQxTJSo0YNbt26xdu3b3OEOUeOHEmlSpUYOHAgBw4cIC0tjWUjexQ6ozhLALaXxlfOb10oPCtPT0+cnZ3x8/Pj+PHjhISE5EgM+vr1K4sXLy5UhmtpLW4LKq7PoiPbvn17NipBgIcPH7Jv3z6WLl2a67WtW7fm6tWrTJo0iQEDBjBixAji4uJKPO9fAf8aw6ejo4OGhgbBwcE/fKyk1Pxf3IXF4+ev2LhxI48fP2bKlCn4+Phw6dIlateuTdOmTWnQoAGKior0799f+EetVasWiYmJRQr3VapUCT8/P3x9fenYsSMSiYSLFy+yd+9eduzYwbhx46hdu3auhs/MzAyRSIRMJuPu3bt8+PAhRwhPRUVFqOEKCQnhzz//zHZeJBIxZMgQbt26xeXLl+nQoQPR0dE5xipMyvirer149C73vdwsaZ/GjRsTEhJCSEgI69atIy4uDgcHB7S0tNi7dy8TJ07kxYsXrF69ulQJob9/Jr1798bDw6NQ7YcMGUJISAj79u3DwsIiB3PLypUr8fT05Pr160DmvdrY2DB+/HghY/PKlStUq1aNw4cPM3r06CKnvRe2aD03SCQSBg8eTLly5di3bx+1a9fGycmJtWvXZtNPrF+/PiKRiOTkZCDz+1W1alUhe7lB2S8oyosKFIDdbD+I9+/fc/LkSS5cuICdnR0+Pj7o6OigqqrK6dOnWb9+fbZF2ubNm2nTpo1QLpAfSnNxmxfEYjGWlpaMGjUKS0vLHOenTZuGo6NjjuSrbyEnJ8cff/xBVFQU6urq6Ovrs3r16p+a7/BPxL/G8MHPkyoqrfqj0KBLeHl5IZPJSE1NRSQSMXXqVKKjo7GysqJFixZUqVKFv/76i+fPnyMWi5GXl0dLS4vY2NgijVWlShWGDx9OeHg47dq1Q0FBgaFDhzJmzBjOnj3LnDlzcjVGvXv3FvYcVFRUOHfuHKGhoXz48CFbu4YNG7Jt2zY+f/7Mtm3bcHd3z9FXrVq1OHfuHEOHDqV9+/Zs27ZNWLEXNmX8U/k6bIkqkyNlPCwsjBo1ajB+/HhcXV05dOgQV69excjICFNTU8qVK0doaCh+fn78/vvv2fZRfhQKE+78FvXr1yc4OBhdXV1atmzJ5cuXhXOVK1dm1apVjBs3DolEwvylK/mgYcj7hn0Er3i593U6mvbk6NGjxWJ+KW6YMyMjg+HDh5Oamsrhw4eFspa5c+dSu3ZtevfuLXzOVlZWlClThjJlyqCiopJNT/Py8QP4LRzIOI0XOHRrQP8WNemqV53+LWri0K0BwbO7sN3GkGa1KiEvL8/q1auZPHkyQ4YMwdPTM5vHpKWlxYkTJxg7dizXr1/n48ePrF69usA9xyyU1uI2L7kumUyGnZ0d6urquXrmvr6+PHr0iMmTJxdqnAoVKrBy5UqCg4MJDAxEX1//H8No9XfgX1HOkIW7d+9ibm7Os2fPiiyGWRRsD4zB5UJ0iVaEygpyjO+gxe3Da3B3dxc8uPLly2Nvbw9khkEuXLhAeno6IpGIhIQEypcvT1paGjo6OjRt2hQNDY1sP5qammhoaFC5cuVsm/cBAQFYW1vj6enJqFGjmDhxokCM27hxY/r378/WrVvx8vISyHAh86VWrlw5MjIyOHLkCAMGDKBv374MHDgwV95He3t7wsPDefDgAd7e3hgZGeV6/1FRUdjY2FCtWjXM7Vew5errYqWMm9RSYO7cuXh7e5OWloa8vDxdunQhJCSEdu3aYWtri7m5ufAy/pmQSCTUrFmTq1evFllN3dfXl1GjRjF+/Hjmz5+PvLw8MpmMDv2GktGgK3GiyigpKZGW8Z9/b5lEjJycPLXLpLBxnHmRVMrj4uJo3LhxrhJE+UEmkzF27FhiYmI4c+ZMjnDxgwcP0NfXZ/369XTo0IFevXqxdOlSLl++zIkTJ0hMTKRMmTK4uLjg6OiIWCxmzZo1hapXu3//Pi1btmTEiBF5Er+fOHGCiRMnYmFhQVpaGm5uboW6L3uPcI7fLrngcV5yXRs3bmTnzp0EBwfnSKBKT09HX1+fNWvW5JvElh/OnDmDg4MDDRo0wMXFJd+ymV8R/yrDJ5PJ0NPT49ChQ0VK4S4qSqv+6Oqszpw76cXUqVNJTk5GRUUFJSUlXr9+LRjuY8eOsXPnTnx8fJBKpbx//15YKbZp04b4+Hji4uKIj4/P9pOcnEz16tXR0NBAVVWVa9eu0b9/f9q3b4+CggKLFy9m/PjxzJgxAy8vLzZs2EBiYiJpaWmMGjUKZ2dnwVg0adKE2rVr4+vrC8CePXs4ffp0rmwZaWlpmJiYoKenh6+vL0FBQXm+9NPT07F3duF0av0cjDeFgTwZJB1zpmWdygQEBAhsKfXq1RO04P5uTJ48mWrVqhV5vw0y9/CGDRtGRkYGBw4cIOClBOfT9xCnS/NV1BABymWKplK+ZcsWrl27ViRlCJlMhr29PdevX8fPzy/PDNhJkybh6upKpUqV2L59O5aWlkilUhITE9HQ0GDlypUsXrxYyPwdM2ZMgQbq+fPngq7hxo0biY6OpmLFirm2dXJyYtmyZURGRtKoUaNC3VtpLW4dujVgXCedbMf9/f0ZOnQoISEhaGvnFIJev349Z8+exdfXt0QL+LS0NDZs2MDKlSsZPXo08+fPF2SMEhISqFy5cqkLH/9T8K8yfJBJQyQSiUpdSfl7jN1/g/P345FR9C+mSATtapUj7mimYsK2bduoUaMGDRs2pEePHtnCtW/fvkVHR4d3794Jhmj16tUkJCSwZs2aPMcQi8UkJCTw+PFjhg8fTseOHdHT0xOM5LNnz4iMjEQkEqGsrIxEIkFOTo6mTZsS9z4FOd32NGzTBUUVVdTKK9O0VmVGGOtRXbWsMKf4+PhcE0JevHhB69atGTJkCGfOnCEkJESg9Mr9OSYUTxtCJqVVdQW8p/dCTk4OZWVlpFIpYrGYuLg41NXVi9NrqeLatWsMHz6cqKioYr3EMjIyWLFiBVv9IijXYRjp0sL3UZRCamNjY6ZPn07fvn0L1bdMJmPu3Ln4+fnh7++fL1GBj48PvXv3pkmTJkRGRuY4P3DgQE6ePClEPTp06EBQUFCe/b19+5aOHTtia2vLtGnTGD16NNWqVWPFihW5th83bhyhoaFoampy6tSpQnn/pVlc/22dbUxMDO3bt8fDwyNXNp03b97QuHFjAgMDady4cbHH/hZxcXE4Ojpy/vx5/vzzTywtLdHR0aF3797s3Lkzz+t+NC/pj8S/zvBdv34dGxubYr9oCoOMjAxsF67DP70BIvmih9DkZRmknFjCArvhgio6ZCboNG/ePMc+ZdOmTdmzZ4+gIebl5cXBgwcL3M+USCT06dOHevXqsWXLlhzno6Oj6dy5M4sWLUJdXZ0hkxyp38+O5PJamdmx8v9ZDcokYkCE9GUkFV+H8joyhJYtW9KmTZsc4VYNDQ1CQ0MZMWIE/fr14/79+/j5+eXQgSutl8s+y9pIv3wiMTGRhIQE3r9/z8SJE/P0AH4mZDIZurq6uLu750t8nR/uvPjI765XSftBKuXFCXMuXboUd3d3AgIC8lU28PT0ZOLEiSxevJhJkybh5eWFhYVFjnZ79+5l+fJMsvMKFSpw5cqVXPtLTk6ma9eumJqaCovbV69e0axZM27dukWdOnWytY+OjsbIyIh79+4xfPhwtLW12bJlS6HeDWP33+D8g4RilTSIRNC9sTrbbf7zmSclJdGuXTsmTZrEhAkTcr1uwoQJKCoq5ihiLw2EhoYyefJkXr9+zdu3b5GTk+PcuXM5iNC/Jd0Hsv1/5ka6/0/Ev87wyWQyateuzblz50ptxfQtrtx/zoRNx0lWrYOCggJFfWfLJGLqJ0VwcPH4bAoDMpkMDQ0N5OXliY2NzRaCmDRpEnXq1GHmzJlAZjH5yJEjuX37dr5jOTg4cPfuXXx8fPIMady7dw9TU1MGL9yK91MRMpE8FBBGU5SHekl3SL7lQ69evYTw6rch14yMDMGTLF++PBUqVGDIkCHUqFFDMI7+r+XYcyPxh4ST/klYuHAhycnJuLi4FOv6knjFub2Av0dRw5wuLi5s27aNwMBANDU182y3e/du5s+fj4+PDy1atOD333/n7NmzvHnzJoeB/f333zEzM8uXO1MsFtO7d2+0tbVxdXXNZrycnJyIiYnJwYQzcOBAWrVqxZw5c0hKSqJDhw6MHDkSBweHAu/zzouPWLuFkFpE5hbIueCQSqVYWFhQo0aUl9ebAAAgAElEQVQNtm/fnus1ERERdOvWjQcPHuQZISkpYmNj0dXVFbYFNDQ0ePLkiRC5yaRoiyJVkj//sEiUSSBQlHD6z8S/KqsTMlPnf1R250qvYGz23CS5ojbIFdHoyaQgSSM5cC/Bf63EycmJoKAgocA3JiYGBQUFdHV1s6VgQ2YYKjAwUPg7q5YvvzWNm5sbPj4+edI2ZaFJkyZM3eSJV4wMmXyZfI0eZMrVijPgScUWPEaTWbNmsXHjRo4cOUJQUBCPHj0iOTmZxMREQkNDadSoEfr6+iQkJHDq1ClCQ0NxdXVlwoQJbD14/IenjP8TMHToUNzd3YtVY/o2RUzAw8RiygQXrpC6IKX1b+Hq6srGjRu5cOFCvkZv/fr1LF68mEuXLtGiRWZyR5Zh/eOPP7K1TUpKws/PL9eU/ixklW+oqqoKdaPfYubMmVy8eJEbN24Ix27cuMHVq1eZMmUKgFDmsGbNmjxZdb5Fs1oV0U2OhCLqYmaGmPWyedkLFizg48ePgjDw98jaL3VycvphRg8yy2IgMwtUQUGB+Ph44bMvLul+SUi5fxT+dYYPMllccku8KAmmbvZia0g8KCiCqPCPVZYhQSZJQ1sxGa+JHRjSpjapqalCwXpWoXoWW4u9vT3r16/P1kenTp24cuWK8OKsWLEiZcqUyVOlOyAggPnz53Pq1CnU1NTynd+dFx/ZF5GMqEzRYvZiiQzl9kP463RArufLly+Prq4uZ86cITIykqSkJG7dusXJkyfp0KEDHh4emJoXbj+pIHybMi4Wi7l8+XK+9Gs/Gw0bNqRmzZrF4i31vPlCWJ0XF/kVUsfFxREREVGoovX9+/ezdOlSLly4QO3atXNtI5PJWLRoEdu2bSMoKChbnaSysjL79+/H09NTEC4ODQ3l+PHjmJiY5PnCz0r9f//+PQcPHsxVTLd8+fI4Ozszffp0YUHo6OjIwoULs1GX1a5dmxMnTmBra5svk5BMJmP27NnEBR1hXs+iFdd/v6/q4eHBoUOH8PLyyrOMxtvbmzdv3uRQsChtLFq0iLNnz7Jnzx62bdvGjBkzaN269U/nJf3R+FcaPiMjI16/fl0ohpOCIJFIGDVzMSdiRUU2DllY20+XS85DMNCuhq2tLeXKlUMmk/Hlyxe0tLTQ1tYWDF/fvn2Ji4vLJrGirq5OjRo1soU282JwiYmJYdCgQRw8eLBQdFUl4SNEvgxuV3PWE8pkMt68ecP169e5dOkS/fr1QyaTCccdHR1p0qRJqdVDpiZ/wNHRkbZt26KqqkqXLl3YvXt3qfRdWihqTV8WTl6+iUyuZM8pP6/Yy8uL3r17F7i35+npyaxZs/Dz80NHJ/ewslQqxcHBgePHj3P58uVcjaOFhQUdO3ake/fuaGtrY21tzaFDh/JVSViwYAE3btzg+PHj+c5z5MiR2YraY2NjGTVqVI52hoaG7Nixg379+vHixYtc+3J2dubs2bOcO3cO28562eS6FL+zu98X139r9G7dusWkSZNypSPLQmpqKjNmzGD9+vU/vOymevXqdOnSBUtLS8aMGcPq1atxcnL6qbykPwM/v3jpHwB5eXn69euHt7d3ifSr3rx5g7W1NYkN+iFSUypeuEkkx4VnqVh1yPyzWbNmVKpUSag569mzJ+XLlycgIIClS5ciLy/P5MmT2bBhQ7YXZVa4M6tMI8vwtWnTRmjz6dMn+vTpw8KFCzE1NS1waiXlIwQRr6nM4hVrSXzxhGfPngk/ysrK1K1bV/hRUFBAIpGgqKiITCbD39+fSIkqSgrxJd7ju3vFj0Me/6GnUlJSomzZsiQlJaGqqlrsvksTgwYNwtnZma9fvxaaGu3OnTtEPHiEQp2WBTcuAEmp6aSnp3Pz5k0uX76Mj48PI0aM4OjRowX+j5w5cwY7Ozv8/PzyLAeQSCTY2toSHR1NQEBAnlmez58/5+vXrwJzi1Qq5ePHj3lGaNavX8/Ro0e5cuWKkIqfF7KK2qdMmUKFChVYtmxZnmH+/v37ExMTQ+/evXP0vWrVKg4fPkxgYKAg09WsViXWWOhxMTgZr1svCX+SgKGRMRWVy6CnWQGrVjkzHRMSEvKkI/sWWQT0Xbt2zff+fhRKk5f0n5Lt+a/0+KB4LC5hYWEC3daNGzcwNDSkxW8dSa/WoNh7LCI5uWx7LCKRiNGjR9O0aVPu3r3LyZMnmTx5MmXKlBFqekaNGoWvry+vXr0S+jExMcmmPvG9xyeRSBg0aBCdO3dm4sSJhZpbafARymQyLj77ip6eHuPHj8fd3Z24uDjevXvHzZs38fLyYu3atejq6iIvL0+7du3YunUrI0aMoIt2Tvb8Io8PXHBbgpOTk+ANSCQSTpw4gaamJk2aNGHkyJFs376dW7dulThsWFxoampiaGiYTaQ1P6SkpGBtbY1Bs9JJ0Aq5fBFlZWU6d+7MvHnzuHr1Km/evCkwzOnv78/IkSM5efJkni9vsViMtbU1r1+/xs/PL9/ShosXL2YLMaamptKzZ09UVFRytN2/fz/r1q3j/PnzeXpL36N79+4oKyvz5s0brKys8m07ffp02rVrh7W1tcAfu2nTJlxdXfH3989RDhMcHIxFj654LLLl3q7ZHBzbgXqJQYzrpJPjhZ9FRzZixIh89y5fv37N2rVr8y1N+tH4WbykPxP/WsPXpUsXHjx4kE1JoCDY2dmxYMECxowZQ8+ePXFxcaFBjz8KvrBAyLJ9KRYtWsStW7eoX78+Fy9exMvLCzU1NWHDvlKlSgwdOjSbGKWxsTFBQUHCPt/3hm/mzJlIJJIc+4OQWeLRp08fjh07hlgsFkKOV+89LXFyiVwZJT7IyjJp0iT69OmDvr5+rl7W/v37efjwIQkJCcjLy/P7778zasjvdKxfpcR6bNUqlGXRokV4eXmhoqJCpUqVBJqqAwcO8NtvvxEWFsawYcOoVKkSRkZGTJs2DXd3d54+fZpvklBpoijhTltbW9TU1Ii5GYRMUjLeRWUFOboa6AkE3xKJBIlEwrx58yhXrhy+vr65LgiuXLnCoEGD8PT0zJPf8vPnz/Tp0weRSMTJkydzNWDfYsSIEVy/fp2mTZsKHLC5RSfOnDnDzJkzOXv2bJ77iblBIpHw8eNHQYEkP4hEIjZt2kRGRgb29va4ubmxZs0a/P39qVmzZo72nTt3pnz58ojFYqRSKfLy8nTr1i1Hu6w9yerVq+Pk5JTvHObOncuYMWPyDB//DPwMXtKfjX9dOcO3GDZsGM3aGFGhWbcCizDDwsLo3LkzX758QSQScfToUSwtLX84dRFkMvnfuHEDW1tbFi1aBMCjR48wMjIiNjZWCI01bNgQDw8PWrRogb+/P0uXLuXSpUvs3LmT1atXc+3aNdTU/o+9M4+LafH//3Nm2kW2bAkJWeJaI0WSJUoKZS/Zru3arixf+75fFC7Kvit7iWwhS8hWUomihRah0j4zvz98Oh9pT/fez+N3vR4PD9PMOWfOzJxzXue9vV5VkMvlJCYmCmnHixcvsm/fPkQiETKZDLFYjJqaGjVtF5Nd48ednNPD79M6+R5//vknOjo6Rc5IBQcHY2Jigo+PD2vWrCFNVZOX2hZklOHEK2hGLTw8nKCgoAJnxeBrB+HDhw+5f/8+/v7++Pv7k5OTg4GBgSBg3KFDh7+ksy45ORltbW0iIiIK3H5OTg4+Pj4sWbKEgIAArK2tsbMfw4L7csrQUS8gd5D6S1IcPXr0IDIyUiC6XPJRVVWlY8eOGBsbY2xsjLKysuCgUFhE+PHjRywsLNDT08PV1bVU9SmZTMb8+fNZs2YNmzZtYvr06cLA9M1nr7h59z7djDphrK9TqoHpnTt34uHhgba2NjVr1swnmF4QPn/+jL6+vnBsFCXvNWXKFLZv346ioiKzZ88u0O/QxcUFV1fXAuXIvsX9+/extrYmNDS02DTuX4nR+x9wLaRoF5GSwKxpDXY7dCiHPfpx/GuJ72nUJxYcuUlQkhwlJaVihzC7deuWZ2SgZs2avH37lglHn/6lB0Xu/N6FCxewt7fH1tZWID9LS0usra0ZO3Ys8FWBolmzZkybNo2AgACsrKwYP348GzduxMrKig8fPgj+eRKJBA0NDZSUlMjKyuLdu3d5Iht9fX3MFhwoF1JPD/Yl84YrKSkpKCgoULduXbS1talbt26Bj318fFi6dCm3bt3C0tKSGNWGqBmPQErJDUlLo0pSHKKjo7l//75AhgEBAdSqVUsgQgMDA1q3bp1vAL8ssLOzw8zMjF9//VV47vnz5+zbt4/Dhw+jqanJ69ev8fb2pmPHjmzYsIFtT7NQ0GkHZVQJ+naOLzdCu3HjBjKZDDU1NQYOHMiWLVvw9/fHz8+PS5cuERAQQP369bGwsMDIyAhjY+M8EnBxcXH06tULU1NT/vjjj2JNXQvCmjVruHr1KlFpYozHL+dW+AfkclmeQf3SDEynpaXRuHFjzp07R61atQodav8eJ0+eZOLEiYhEIlxdXYtUrwkKCqJly5ZoamoSFRWV75goTo4sF3K5nM6dO/Prr78yatSoIvfvr8bfcXP/d+NfSXzCEGa2tMjaXO4Q5kj9Cswf3BWxWEyVKlXo0KEDvXv3ZsqUKcw6GfiXHhTBwcFYWlry+vVr4uPjMTU1ZdCgQUyZMoUTJ06wdu1apkyZwuvXr7l58yZv3rxBKpUiEokER4dKlSqRk5NDZmYmtWrVon79+ujo6KCtrY22tjZVq1YVBKVVVFTYtGkTY8aMYefN1+WiR9ggJQjT2jJq167NzJkzmTVrFh07diQqKoro6Giio6OFx1FRUaSmpqKsrIxEIiE7+2vThfGouURWbUe2lGJ1KJFms3xA679scFYqlfLixQuBCO/fv09YWBgtWrTIQ4aNGzcu9QX/7NmzbNy4kdOnT3P06FH2799PbGws9vb2DB48GAcHByZNmkSHDh0YM2YMNWrUYMbyzUw/H1luUbFMJhPa6ocNG8a+ffuEzxEaGoqpqSnr16+nUaNG3L59Gz8/P/z8/FBVVcXIyIjmzZvj6urKqFGjWLJkSZkVklq1aoWN0x8cCEr9T+dq4dspycD06tWrefLkiWAFVdhQ+7fw8vJi9OjRXLx4kezsbCwsLLh06RJt27YtdJ2GDRuybt26fDXEXDmyY8eOYWpqWvgHBw4fPszmzZvx9/cv003Dj0Imk3H//n3c3d3xeP4JUUvLr6NaZcT/mpDEv474/juEWfKLhIqimG6Vklhm3zOf91V5iNUqiOQ4mTcTDorcGltkZCQ7d+7k6dOnNG/enPDwcCIjI3n37h0KCgpUqFCBlJQUFBUVyc7ORkNDg+TkZKysrKhbty7bt29n4MCBODk5oa2tjaamZqEnUaVKlejYsSP79++nTp06QPlIhilKRFjk3OXCqeMsWrSIV69e4ebmRs+ePdm6dWueGapcpKenc+fOHfr06UPz5s0xNTVl586daOi0RNKqL5K6rZDL5Yi/GR+RyKUgEqEtSSbh5mGunthDjRo1/raLxpcvX3j8+LFAhPfv3+fTp0906NBBIMKOHTsW6Z2WnZ3N+fPnGTp0KMrKylhaWjJq1CjMzMyQSCRMmjSJ+Ph4GjZsyP79+1m/fj0jR44kIyODzvZzSNbtgVRUPlFxxYoV6dChA1euXBG+w4iICExMTFi2bFm+KEQulxMeHo67uzurVq2iQoUKZGZmYmhoKESEBgYGBf7eBSEoKIi+U1ehZjyyVMoohX2mpKQk9PT0uH37tjDGk5qaSpMmTTh37lyBcnFXrlxh2LBhnD9/Xqhhnjz5VTT+3r17efwMi9OtTElJwdDQkEmTJhXbXJaamkrTpk05ceIEnTt3LvFn/1HIZDLu3r2Lh4cHHh4eVKxYEVtbW3pY2jD23Lty1yX9J/GvIr6nUZ8Y4nqP9OzSz6MUpmlYHuQgkuXQKvIEUS+/Ntt8+PABsViMoqIi6enpyOVyKlasSM2aNalfvz5169YVTGMbNWrEw4cPuXjxIhKJhMaNG3P8+HEWLFhAYGAgu3fvLtHwcWJiItWqVct3d/4jeoRymQzJ++dEHJgHgKqqKjk5Oejr69OsWTMCAwNxd3fPZ/b69u1bunfvjp2dHbt37+bkyZNER0czbNiwrxeulm056h/Bk8gEEj9/QZ6VhkrGByomBhP2LICHDx9SoUIFkpOTqVOnTqGpVW1t7b+UHOPi4njw4EEeMtTQ0MhDhG3btiU8PJx9+/Zx5MgRdHV1Beuk3JQ2fJ2TmzZtGioqKrRv3x5nZ2dq1qyJVCrF1tYWFRUVzH9byWrv0OLlpJCjKBGxyLIFIzo1KPCiXVM5h7Fm+mhW/Fo/jo6OpmvXrsyaNavQC/fjx4+xsLBg1apVjBo1ivj4eO7cuSNEhc+ePUNfX1+oExoZGRV6IzDh/1ZzWdaiVESei4LOVScnJ1JSUvLJgbm6unL48GGuX7+e59i/desWAwYM4OTJk3Tt2jXPOuvXr+fw4cPcunWL15+kxepWmjSpToTnThpWlrBjx45iI+CFCxfy6tUrjhw5UurPXlpIpVLu3LmDu7s7J0+epGrVqtja2jJo0KA8ko7lrUv6T+NfRXx/1Y/3o+SQ/vIeyg8OUKdOHRo2bEizZs1o1KgRWlpaWFtbExAQQMOGDfOsFx8fT/fu3bGyssLNzY3bt2/TuHFjxo4dy6tXr5BIJOjo6NCuXTsmTJhQ+h37D37kZkFFQYxh2j0Ou6wWmiUkEgkrV65k9uzZ7Nq1iwULFrB161YGDx4MQGRkJKampkydOpUZM2Zw4cIFxo8fj4mJCSkpKTx//py7d+8WesF89uwZw4cPJzAwkIyMDGJiYgpNqUZHR/P582dq165dKDHWrVuXmjVrlgs5ymQywsPD8ff3x9fXlytXrgj1Vn19fQYOHEj//v1JSEhg6tSpglPB06dP6dSpExUrVsTNzU2oMcnlciZOnCh43SkpKfEs+hPbfcO5HpqACPKkP3MvxMQ+5433Ln6fNYsEzbbFig0PaVmViYP7MmbMGEEP9nv4+fkxYMAAduzYkcev8Vukp6fz4MEDITV69+5dNDU1BRI0NjYWojEd+1WI6rYuF/3R6OhofvnlFwIDA4VsRi5ycnJo3bo1q1atEr7X+/fvY2lpyeHDhwvtyvz1118JTK/MRx1TMnNkxZz7ckTSHBZbtWSUcdGpvsjISNq1a8eTJ0/+MtssqVTKrVu38PDw4OTJk9SoUUMgu6ZNC25m+yuChn8S/xriK08bkaoVlEhISCAoKIhHjx5xL+wdAZW7fNWyLCUkcik5l9ajnpXEtm3b8liRBAYGMmDAAF6+fFngurnkV7lyZdq0aYOLiwtjx47l+PHjvH37ll27dvHhwwfWrVtXps8rl8u5ePEilyMz8H6nUiYj2BGdGvDo0SMMDQ3JyspCTU2NGjVqoKWlhZOTE1paWgwZMgRzc3MmTZpE3759mTVrFlOmTBG2NXnyZFxdXYmJicHFxYXLly9z7dq1Age9w8LCsLCwKPQ7+x655PgtMX5LlNHR0Xz69InatWsXGzkWJJX1LbKysrhw4QL79+/n+vXr9OvXj6FDh1KlShUePnwoRIbv378nKyuLoUOHUr16dTZv3kz79u25ePFiHkeJpUuXcu7cOXx9ffN1/X1IzcTjUTQh71JIzsim0jeD1PNnTeOw/1uqmo1BVIzEngiQ52TRSTmWYysmF7jMxYsXGTlyJIcPHy5RdiEXMpmM58+f4+fnJ0SFX758oUmrdkS3/fXrvpUR36bWxo4dS40aNQq1Irt48SLTpk0jKCiI58+f07t3b9zc3OjXr1+h299/+xVLzgaW6pwvScOVnZ0d+vr6ZfJnLAo5OTncvHkTd3d3Tp8+TZ06dbC1tWXgwIElUnCCspWJyrPJrDzxryG+8qjFyXOySLt3nA+3TwBfW70rVKhA1apVqdTOgtRGvZCVQj5KVVFMj+opfLh3BltbW6ZPn07nzp3ZsGEDWlpaODs7ExgYWKTpZnx8PF26dOHt27d4eHgwatQopFIpHz58wMPDg+PHj+Ph4VHyzyiX8+jRIw4dOsTBgwf58OEDZmZmjFrhVjJVduSoKCrkazJ4+vQprVu3pnbt2jRu3Ji+ffvi7u5OamoqkydP5syZM/j5+bFw4UIWLFiQZ5v29vb4+fkxbNgwli9fzogRI8jOzubYsWP5IrE3b94I30d5ISMjg9jY2AIjx9zHHz9+zBM55v6vpaVFeno6N27c4OzZszRr1gwHBwdsbW0LVY1JSkrC0dGRO3fu8OnTV43DGjVq5GmcefbsGVu3buX27dul9hUcNG8z97O1ESuW3Em9sAuYu7s7U6ZM4fTp06WuR+UqtHwbvUdHR2Pzf9tJqGWQx/aqtMhtpuiqmYWJiQlhYWGFDs7L5XJ69+6NgYEBu3fvxtnZuUhR7r8q+rlx4wb29va8ePGixLXQopCdnY2vry8eHh6cPn2aevXqCZFdWecC/39xZ/jXEF95teQ2V0thYY/6NG3alMqVK+fJ15floKj28QWbN2/m0qVLpKWlsWrVKnbs2MHcuXO5desWgwcPZtiwYUXuU3x8PLq6umRlZeHp6cmvv/7KuXPnCA8PZ8mSJcXaE30LFxcXpk2bhlgsRiqVoqSkxLVr1zAyMhLSaJeD3yOXSvOQvIqCmBypFGKf47FsPK3r5Re/Njc3Z8iQIWRkZLB48WIsLS3p27cvzs7O+Pn50aJFC2JjY9mzZ4+QdgoNDcXY2Ji7d+9iamrKjh07MDMzo2fPnhgbG+ebw3r//j2//PILcXFxJf7M5YHMzMw8kWNwcDC+vr5CylVRUZGsrKx8keP3EaSmpibjx4/nzJkzZGZmUrVqVR4/fkxqaqrQRert7U1oaCi6urp06dJFIER9ff1iHbOfRn1i4Pab5JRiNCQX31+0v7cVKi12797NuHHjMDQ05LfffqN///4oKirSYOhiFBr9eFOHTWst3hxfhqGhYaEp2lycO3cOGxsbtm/fnmeUpCD8FSUTqVRK+/btmTt3rpD2Lwuys7O5du0a7u7unD17loYNGzJo0CAGDRpU5PhEaVCSdLqpniaTujX6n0pvfot/jVZnckZOuWyndj1dDA0LHsIc0akBrepWLtVBcf9+vOCioKamxooVK3BwcGDq1Kn4+PgIYwZFQVlZmSpVqhAdHc3MmTOJjY2lQ4cOZGRkoKqqilwuL3FLuaOjI25ubkJ9SU1NDUNDQ+CrHuGOEe05e+kai/Z60d1mZJ402sA2WvQ1W8ZL/4a0rpf/jnnIkCGcP3+ekydPMmTIEFasWMHYsWORSqXMnz+fN2/eEBkZyYgRIxg6dChbt25l2bJlTJ8+nUaNGnHs2DEGDBiAt7c38PXCqaurK8wx5n4XuU7dfyeUlZXR0tLi8ePHHDt2jJs3b2Jtbc3y5csxMTFBLBaTmZlJbGxsnojx1atX+Pr6Eh0dTWRkJB8+fEAulyORSJDJZOjp6XH48GG0tbUFTdODBw9y9+5dlJSUhPSoi4sLkZGRtG7dmqpVq3L79m2cnZ0ZPnx4nt9+m284OWUUbMoVG94xoj2bNm1iy5Yt+Pr6ljhV9i1SU1PJyMhARUWFO3fu8PDhQ6RSKZ07d0Zcv0+Z9u97vHkXz4MHD4pVw3nz5g2//fYbnTp1IjIysshl/yrdyj179qCuro6dnV2pt5mVlcWVK1fw8PDg3LlzNGnShEGDBrFw4cJiZxTLgtzrQFHp9P+V7s3C8DPiKyVKOoRZ0oMiPDycnj17EhERkWf9x48fY2lpiaKiIh07dmTjxo152qdzIZVKMTc3JykpicePH+cZQldTU0NBQaFQJZCCEBcXR7du3UhJSeH9+/c4OjrmS7W+ffuWTp06FSj3duHCBWbPns2zZ8/ypSE/fPhAw4YNef/+PaqqqgQFBdG9e3e0tbX5+PEj69evp0OHDqxduxZXV1fU1dWRy+W8fftWqGFNnz6dbdu2IZfL6dSpE+Hh4Rw8eFBoQkhLS6NatWqkp6eX6PP+KORyOQEBAezfv59jx46hr6+Pg4MDAwcOLLHahkwmY9u2bSxduhQLCwtOnTpFamoqIpFIaHCKiYkhLCyMFy9eIBaLC2zIqVq1KikpKZw4cYKbN28iEolQUlLCxMQEIyMjmrUxYL6/jCxp2U95ZQUx1qKHnDl+CB8fHwIDA3nw4AFLly4Vvo8PHz4QHR0tRMDf/p/7ODMzk2rVqgmmxAoKCqioqFCzZk3SW9uh2NiozPuYiwoJz5lpWI0xY8YUukxMTAwmJib89ttvDBo0iFatWvH48eNCZdDKo2Ty/Uzb58+f0dPT48KFC0XOB36LzMxMfHx88PDw4Pz58zRv3hxbW1sGDBjwlzXF/P+Ef03E17RW+Sj9N61dsotZNXXlEg1rVqtWjaSkpHzP+/r6YmVlxcaNG1mzZg2tW7dm9uzZTJ8+PY9nl5OTEzExMbx48SLfNiQSCY0aNeL169clIr74+HjMzMwYPHgwTk5OjBw5kokTJ+ZbTktLi6SkJNLS0vLVIvr06cOyZctwd3fPl7KpVq0a7dq1w8fHhwYNGmBubo6zszNDhgzh6tWrzJgxgypVqrB582aWL19O8+bNhaH9devWERMTw59//ikIBr98+RIPDw8GDhzI9evXadGihRDxlSbKLQvevXvHoUOH2L9/P2lpaYwaNYr79++XOp0UHBzM2LFjkUgk3L59Gy8vLyFCUVBQIDo6mlmzZgFgbGzM4cOHGTBgQL7IMSIigps3bxIdHS1E63K5nMzMTK5evYq6ujqnQ1LJ1OqESKHsd+PZWVm4B0ZhbWFBp06dSEhIQCKRcP36dYHY1NTU0NLSEmqcdevWxdDQMM/fVapU4f3799SrVw9VVVUcHBzo2LEjo0ePxtS8Iq9ysn5oYFpBJCf9XTjm5sOJjY1FKpUik8mQSgKZ3oMAACAASURBVKXC4/j4eOzt7enXrx9dunQhNjaW/v37M378eObPn1/gOldeyMjM+bHj6nvdyuXLl2NpaVks6WVkZHDp0iXc3d3x8vKiVatWDBo0iFWrVhWoHfoTheNfE/GVZ1dneYbxuSoZ6enpeeozVlZWDB8+XCCP8PBwpk2bxuvXr3FxcaFHjx55NDgPHDjAvHnzSE9PF/QV69SpQ+fOnbG1tS02hZKQkED37t2xtrZm2bJlxZJG06ZN8fDwQF9fP99rFy9eZObMmQQGBubrdHRxccHHx4cHDx6wdevWPOoWUqkUNzc3Fi9ejKGhIbdv38bNzQ0HBwfgqzj3x48fyc7OJi0tDYlEQmJiIl5eXixYsIC7d+9Sq1YtFBUV+fLlS6GmnmVFRkYG58+fZ9++fdy5c4cBAwbg4OCAsbFxiccdcmfmgmM/8TgohIjQYMzaN2PD5IFoVlTF1NQUX19fVFRUmDx5Mnfv3mXChAmsWrWKCRMmMG3atGLfo0uXLvj5+VGhQgVkMhlGRkZs3bqVP5+klUvW48vz6ySe/6/Nk0QioWPHjigpKQnH8PeEUdjjqKgoKlWqRGpqqtDIo169NlVHbfuhrk55ThYf901GVSxFLBYjkUiQSCTCY/jaSFOpUiVq164tPC8SiQTBCA0NjTzrSCQS3upYkFqpQdm/vP8gV6IwLCyMzp078/z58wKblNLT0/H29sbDw4MLFy7Qpk0bbG1tsbGxKdLh/ieKxr8m4quuroxJE80yF6WRy2hXW63cc9e5MmhJSUnCgZ87Z/NtirFRo0Z4enpy/vx5xo0bR/369Xn+/Dm3b9+mSpUqTJs2jWbNmmFpaYlcLkdNTY0vX74QExNTrNt4YmIiZmZmWFlZlYj0AHR1dXn16lWBxNe7d280NDQ4ceJEPgNRHR0dvLy8OHHiRD5JJ4lEwq+//sqQIUNo3749aWlpQpNI27ZtkUqlNGvWjIiICCQSCSkpKVy8eJHhw4d/9U4bOASHpX9SzXIm4w4GUEVdpUDB8dJALpfz4MED9u3bx/Hjx2nTpg0ODg6cOHGiWKeBb/E06pMw6CyTyf4jKl0Zhcad8f8ixnidL930NPkoroS1tTW7du1CU1OTrVu3Mn36dMaNG1ci0oOvHaC9e/dm8uTJ9O7dm5SUFKKjowl/++OkB6DdsAmpKirIZDKysrJQVlZm9uzZ+UiiqMdisZiQkBBOnz6Nl5cXWVlZ6Orq4ujoiIODA/O9I7n5+nPZ5viQo5z0is/xMQUey58/f6ZHjx7Y2Niwbt26fMsUNtQO5VcyqaTy9Qbh999/Z86cOXlI78uXL3h7e+Pu7s6lS5do3749gwYNYtOmTaXu4P2JgvGvIT6Ayd0acetlYpnakBXEcNVlNvOierBw4cJyaTd+8uQJAQEBiEQi5s6dS0ZGBg0aNKB+/frUqlUr30EuEomwsrKiUaNGGBgYIBaLOXnyJDNnzkRZWZlevXrh5+fHypUrcXHdx9F7EWw7dJo94UrEHX9cIAl8+PCBHj16YGFhwYoVK0qcHswlvoIgEolYunQpU6dOxc7OTrjDvnfvHqNHj6Zhw4ZFpl7Dw8NJS0vj3r17LFy4kJUrVyIWi8nIyODly5esWLGCy5cvc+XKFe7cuUOtFh2J1unLhy6t+eNyGCpNu3Ij/Gv6WEXhPZuuhBUpYuzv74+amhotW7YUnouJieHQoUPs27ePnJwcHBwcSiRoXBCK04bNbYDyCY5DxWgiA/s2RVNTU5AwS0lJYe7cufnWy8nJ4f379/nqaMrKyiQmJjJ9+nRiY2NRVVVFS0sLUWdHqKqXbzulhYmhAbdWJrJ9+3bht+nfv3+J1o2Pj+fQoUPs2bOH9PR0+vXrh5qaGrt27WLixIlMmjSJKlWqMNNcnftlHBmQ52Qx16pNgcdyamoqffv2xcDAoEDSg68NXlu2bOH8+fP5BKnLs2Ry8eJFQkJC8PDwIDU1FS8vLzw8PPDx8aFjx47Y2tqydevWEnsN/kTJ8a9JdebiR4YwzeorM2PGDO7fv8/27dsxNzf/oX2xs7Pj9OnTQs1KSUmJnJwcQXuzVatWuLi4YGxsLKzz+fNnOnfuzKRJkzA3N2f69OmEhYXh4uJCr1698kQWULgaxySTRtRVk9KjRw969uzJ2rVrS1UT27JlC2FhYWzbtq3A1+VyOcbGxkycOJERI0Zw+/ZtbGxs2LdvH48fPyYuLg5nZ+cC17W0tMTc3JwpU6YQEhLCL7/8QlbWV885FRUVKlasyMyZM+nfvz8z/zxNsFJTRAqKRQ9iFzJXdO/ePUxMTDAwMMDHx4ezZ8+yb98+7t+/z6BBg3BwcKBz585lrheW9Xib1UMXb+f/Izo6muzsbHR0dKhdu3YegktISEBTUzNfPU1LSyvPYzU1NZKTk5m2w5PriWrlMh+XW7/OyMggNDS0SAfxnJwcvL292bt3L9euXcPa2hpHR0d0dHTo0qULS5YsQSwWc+bMGU6fPv1D352CSEb1tze4dyi/cWt6ejqWlpbUr18fNze3ItPT3t7ezJgxg8DAwDwliPIqmdz4vSsmHdvSr18/Xr9+zdWrVzE0NMTW1hZra2vB2f0n/hr864gPfnwI89KlS0yaNIn27duzefPmMufaIyIiaNGiBenp6YjFYhwcHDh06JAg76WoqMi9e/eEordUKqVfv37o6OjkIRxPT0+mTZuGlslg4rSMyZLKi/1cyhIx4qdnsNCrVOidb1Hw9PRk69atXLx4sdBlrl69ysSJE9mxYwdDhgwRvNuCg4MxNzfnzZs3+d7X39+fQYMG8fLlS1RUVJgyZQo7d+5ETU2N7Oxs0tPThfqLXNeYjw1MS+VK8O0gdlBQEJ07dyYlJQWJRIK6ujodO3bEwcEBa2vrH47qn0Z9YvCuu2VyTZBlZ5DkvojW2l8NiN++fcvvv/+eh9Rq1apVpMedXC7n7t27uLm5cerUKbr2siC40TByfuCML02dOyQkhL1793LgwAF0dHQYPXo0dnZ2VKpUiQ8fPtClSxccHR1xcnKid+/ejBkzJl8tujTnqrJETMrN/XhunkObNm3yvJ6ZmYmNjQ0aGhocOnSoWJUduVxO7dq1kclkVKhQgYyMDD5//oyjoyPZnRzLPscHNKuYRdTRRbx48YJevXphZ2eHlZXVX+Lx+BMF419JfPDjQ5jp6emsWLGCXbt2sWTJEiZMmFDsyVQQFixYwJo1axCLxTx9+pR+/frx6tUrVFVVOXjwIAMHDhSWnTlzJs+ePcPb2zvfoPJev3BWeAWXyrNOIpeypH8rRho2KPV+v3jxAisrqyKlweRyOb/88gsRERGcOXMGMzMz4fmmTZty+PDhfKr45ubmWFtbC/qiuYPhycnJJCcn8+7du686pO27YbfjTplFjJd2rYxDP1MyMjKArx2Us2bNKpExaWH4PvW4xu8D8Uq1i7RRKhQyGaZNqrF3TGcyMjKoU6cOQUFB+bQmC0JiYiIHDx7Ezc2N7Oxsxo4di729PbVq1frLxYaTk5M5ceIEe/bsISIiAnt7exwdHfNoQKampmJmZka3bt1Yu3YtcXFxNG3aVOgI/R4lPVeVwm+QGBaQT9w5OztbaBI7fvx4sUP+ubCxseHMmTPC3woKCjx58oScSlplVm6RZ2fS4NVpHl89y6VLl4QZ2Z/4e/GvJb5c/OgQZnBwMBMmTCAjI4OdO3fmu9MsDunp6VSvXl0YQLeysuL8+fOsWbOGOXPmCMvt3r2btWvX4u/vT5UqeVVR/gkB2YyMDDQ0NPjy5UuhUcfly5cZNGgQFStWJDIyMs9yc+fOFQSrc3H79m2GDx9OWFhYsR2ZP3oBryNN4Om2KWRnZwuu83p6ejx79qzAddLS0gqcR/s+9Vi9enVq1qxJfHI6CgNWl5ve5OjRo9HX12fmzJkFLiuTybh27Rpubm5cvHiRfv36MXbsWLp27Zonqv4rjhW5XM6tW7fYs2cPZ86coXv37jg6OmJubp6PZLKysujXrx9169bFzc0NkUjE1q1buX//PgcOHCjy/Ys6V2XpyTRr1gx/f/88clxSqZSRI0fy6dMnTp8+XWKz4MTERBYuXCi4OaiqqrJ3716BQMuShlUUyZndsxGP3Z2RSCS4uLiUeN2fKF/864mvPCCTydi3bx/z5s1j2LBhLFu2rMTDywDHjh1DSUmJAQMGsH37ds6ePcvFixeFC9aNGzews7Pj5s2b+Sx84J+zDNHW1ubmzZsFzq5dvHgRe3t7Tp48ycKFCxk1alQeDzd/f38cHR0JDg4WnjMzM2PYsGFFDhxD+QuOR0VF8eTJE+Lj45HL5QWSW1paWqE1tNz/a9asyeHDh5kzZw6dxyzihYJuuQ06X716ldmzZxMQEJBnmZiYGPbu3cvu3bvR0NBg3LhxDBs2LN/N0bcoL7Hh6Oho9u/fz969e1FRUWH06NGMGDGiUOcMqVTK8OHDyczMxN3dXbgR6ty5MwsXLqRPn7IrtsyYMYPs7Gy2bt0qPCeTyRg7diyRkZF4eXkVKGr+PZKTk9m0aRPOzs7Y2dnx+fNnjh49Sv/+/fNEf1CKNCygovi1ZPJLhRTMzMwICQn5mdr8B/Gv6ur8qyAWixk9ejT9+vXDycmJFi1a4OzsjLW1dbHrJqZm8ql2B0LeJ+O5/wGVqhli83+9SfqSRTV1ZV6/fs3gwYM5fPhwgaT3V0kolQS5nZ3fE5+XlxeOjo6cOXOGzp07s3TpUhwdHRk+fLgQAXTo0IHPnz8TGhqKnp4evr6+vHnzBnt7+2Lf1yMgulT7WRAyMzNpbzeF99cPoaKiko/MDAwM8vxdkFfht3j9+jUWFhYkJSXh4+PDvlA5T36w7f3bQedu3brx/v17QkJC0NXV5cKFC4IdlZ2dHe7u7rRr165Etdpc8ipLnTszM5OzZ8+yZ88e7t+/z+DBgzl69Cjt27cv8r3lcjm//fYbcXFxeHt7C6QXERFBeHg4PXr0KPkX8x/cunULJycnpk+fzoEDB3j+/Hme95s6dSqhoaFcunSpWNJLT09n27ZtrF+/nl69enH//n10dXVJSkoiMDCwwPVHdGqAdgU5S07c5XWGKsjliL4xR/6+ZNJSS4MePXqwePHin6T3D+Mn8ZUjNDU12bdvH76+vkyYMIG9e/fi4uJSoPxR0d2XX1vwjRpW4Y7bYhYuXFjohaE8SEAEeDyKLpHSzLfIJb5v9+3s2bOMHz8eT09PDAwMADAxMaFBgwYcOHBAiOZyW+BPnz7NnDlzWLRoEYsWLSpR/SXkffIPRVIASBSp0qAF7rduFei+XVJIpVKcnZ1ZuXIlc+bMYcaMGSgoKJD89MGP7d9/kJzxXx9Dc3NzxowZQ0REBDo6OowdO5Zjx46Vap4wF7m6shu8A7kRlgjI8yi6iGTZiMUSejavzaRujZAmRDB16h8cOXKE1q1b4+joyKlTp0rcALRkyRL8/f25fv06Kir/dYU4duwYtra2Ja67fYvXr1/z6NEjRowYQZ06dXjz5g21atVCLpcze/Zs7t27J6jWFIasrCz27NnDihUrMDAw4OrVq3lmU6tWrcqdO3do0qQJAQEBtGvXjri4OE6dOoWHhwcBAQE0btyYOuqVGTbfmdcfMgstmZw5c4a4uLhiRbB/4q/HT+L7C9CtWzeePn3KunXraNu2LfPmzWPatGnCXW5xKZLc4v210AQkXSah0a7wVvHyIIGvkUVyqdf7fpbv1KlTTJw4kQsXLtCuXbs8yy5duhR7e3tGjhwp1O9sbGxYuHAh7du3Jy4urlgXilyUl+B4hSqaWFhYYGBgwOzZszE2Ni5Vd2tQUBBjxoxBVVWVu3fv0rhxY+G1Sirlc2pVUBJz9OhRXF1defLkCTKZjNu3b9OiRYsf3narupWp9PQ48YdPMGPLUdKVqwkX7SriNFxmjkBnyq849BsnWCU9ePCg1LJszs7OHD16FD8/v3xWTEeOHOHPP/8s0/5nZmYikUjIzs4mKiqKTp06sWHDBpKTk7l06RLXr1/P41/4LaRSKUeOHGHJkiXo6upy+vRpOnQoWHw+d3xm6NCh1KlThydPntC3b1+mTJmCubk59vb2WFpa4tCjWaH7mpGRwe+//87OnTuL7MT9ib8HP24r/RMFQllZmYULF3L37l28vb1p3749/v7+39RXik4xASASIxUpsPLCCw7diyxwkfIigftPgihtufdb4jtx4gSTJk3i4sWL+UgPvspoNWrUiP379wvPdevWjdDQUObMmcOSJUtKfEEoL1Jp36oFkZGRWFhYMHr0aAwNDTl16hRSadGNH5mZmSxevBhTU1PGjBnDtWvX8pAe5A46/9jpJZZLcXfdzN69e5kwYQKxsbHUrl2b5OTS36QUhN27d7Nnzx5+nzyeVfZmbBrcml0j2tJb4z1B7pv5HPe1hrdhwwYiIiJYsmRJqUnvyJEjrF+/Hh8fn3y1v8DAQJKTk0vt45eLzMxMgfwqVaqEkpIS8+bN488//+TKlSsFzsLJ5XJOnz5Nq1at2LFjB7t378bHx6dA0ouJicHZ2ZmuXbuycuVK4uPjMTIy4unTp4wbNw4bGxsUFRW5evVqoQa8t2/fRiqVsnnzZlq2bFmmlO5PlD9+Et9fjMaNG3P58mWcnJywGTOdRWeelqqpACA9W8bKCyE8i/6U77XyIoG46EgWLlyITCbj7du3eHp65nOM+B65xHfkyBGmTZuGj49PkV2tS5cuZeXKlcIwuqKiIm3atCE2NrZUdizlQSq56hmqqqpMmDCBkJAQnJycWLt2LU2bNmXHjh0FOjzkzlU+efKEJ0+eMH78+AIHoQe1y++kUWqIRFzYuggfHx/s7OxQUVFh+PDhxdrslAR//PEHy5YtQ0NDA3t7e8LDw1mwYAH169dn0aJFmJqa8uTJE+Li4tDV1S2xFum3yB0C9/b2pkGDBvleP3r0KEOHDi3TtgHCwsKQy+X07duXzp07k5WVRXZ2NikpKbi5ueVZVi6Xc/nyZQwMDFi6dCnr1q3Dz8+Pbt265VkuKiqKzZs3Y2RkRMuWLXn06BGzZ88mLi6OvXv3snPnTvT09Bg+fDgADx8+pG7dugXO8r5//x5jY2OaNGnC6tWr2bAh/1D9T/wz+NnV+TfCcc9droclFqkwUhgK674sD5sUcrLIfnSa+JtHkcvlKCkpkZ2dzZo1a/j9998LXe3jx4/UqVOHypUrc/ny5QJ1O79H7969GTBgAL/++ityuZzGjRujpqZW6BhBQSiPrk5FMdyb1yNfQ09ua/66det4+PAhU6ZMYdKkSSgpKbFgwQKOHz/Oli1bsLW1FdKiEydO5NSpU8jlcqRSKWlpaRgZGdHQYU25d9u+fv2aTp06ERMTU6a6mFwuZ9GiRbi7u7NlyxaGDh2Kvr4+ISEhjBgxAkdHxzzSbYsWLSIiIoKDBw+W6n3u3LlD//79OXfuXIGzanK5HB0dHc6ePVuk6kuuqHfI+2SSM3KopKIgSO/5XvLk+fPnzJ07F3V1dbKzs1FTU0Mmk2Fvb8/OnTuFfZk/fz6xsbEsX76cQYMG5SHbN2/e4OHhgYeHB2FhYfTv3x9bW1vMzMyEtHyuJuynT5+QyWRoaGjw6dMnli5dSmpqKuvXr8+37yEhIRgYGJCSkoKCggLm5ubs27fvpyrL/wB+Jpv/JiSmZnIn4lOZSA8K774c1K4um66E/dC+KSopUS39DbH/kU7LdYpo0KBBkfY+p0+fJjMzs1CXhoKwdOlS7OzsGDVqlNBtFxkZycePH4tswf8W1dWV6dq4OpeD35fx+5Tz+cVdDNvOQEdHhxo1atCgQQMWLFiAsrIyXbt2pWvXrgQHB7Nhwwbq16+PSCSiZ8+eBAUF5btwtWzZkr179woGuGKxmHnz5lG9Sdm1YVUUJEzq1ijf8w0bNqRRo0b4+PhgYWFRqm3KZDKmTZvGpUuX6NChAzY2NlSrVo0ZM2ZgYWFR4Oykk5MTjRs35vHjxyWeUQ0MDMTGxoaDBw8WOqB99+5dKlSoQKtWrQp8vSTNX9306jPJ0Yxz586RnZ1N27ZtmT59OjY2Nqirq/P48WMWLlxIYGAgixcvxt7ePk83qYeHB+7u7kRERGBtbc2SJUvo3r17gTcUGRkZgthB7t/wVcVp2bJlBX6Gz58/I5N93W+RSISvry8xMTE/ie9/AD9TnX8TyrP78lvkuk6U3XpOTkroPUKfBeQxus3JycHJyQltbW0mTJiAp6cnaWlpwuu7du1i8eLFtGjRolSKNZ06daJFixa4ubmxaNEili9fTvfu3fH09CzxNlJSUgg/uw2RrPSEAl9nqtIDzvLy5Ut8fHw4dOiQYG77LWrVqiXc3Zubm+Pr68tvv/3G48ePhWViY2MJCgoS0reqqqr88ccfmJmZ8Yt2Zeb3bYqqYulOs68zc00LFRUoS7ozKiqKDh06sHv3bgBatWqFmZkZK1aswMbGplDBgIoVK7Jo0SKcnJxKVAOOiIigT58+bN68uUgt2yNHjjBs2LACb6oO3YtkiOs9Lr+IIzNHli+yz/jPcz7BcQxxvUeaVjvev39PQEAAI0eOJCYmhgEDBmBgYEDFihUJCwtj9OjRREZGsmbNGtq3b0/Hjh0JDw9n1apVxMbG4urqSu/evQuNoq2trQkKCqJt27ZIJBIyMzNJSkoiKCgoj5but/j06RNpaWkoKSnRs2dPwsPDCyX6n/h78ZP4/iaUX/dlSr7nJ3drhIpC6aW7AFQVFZjaoylfvnwhOvq/pCqXyxGLxezevZvGjRuzceNGatasiYWFBUOGDGHp0qWC+WtxtkffY+nSpSxevBiRSET//v2xtrbOI05cFKKjozE2NkZPU4Ul/VuWiVQW9G2G9+EdAmGLRCKGDh0qqHrI5XLc3d1p0aIFGhoahISEcOLECV6/fk3btl+Fhbt27YqNjQ36+vqoqqqyevVqxGIxJiYmTJ06VXi/EZ0aMMVICwVkyGVF//4iESgriIj32Umo124SExMLXM7Ozo4LFy6Qmppa5PaysrI4ffo0FhYW6OrqEh8fj6enJ6GhoTg5OXHv3j1MTU2L/c7GjRtHVFQUPj4+RS4XFxdHr169mDt3bj47qm+Rk5ODu7s7Q4YMyfdaaZq/5HJIz5ay2juEyxHpvHnzhjFjxmBkZISfnx8ymYynT5+yceNG2rRpg7GxMW/fvmXdunXExsayc+dOevToUeKUsY6ODv7+/oLq0NWrV+lo0oN9/jFMP/6Y0fsfMP34Y3bceMWH1EyCg4MRi8UcPHgQLy+vn5ZC/0P4SXx/E8qr+zIyNk5QGMnFj0YW/zdhOLNmzcpz129kZERycjI2NjZ8+vQJLy8voqKi0NTUxNPTk/T0dAYOHEhUVBS+vr7FdkJ+i/bt25OZmUnHjh0RiUT069ePq1ev5okoC8KjR48wNDRk5MiR/PnnnzgY6TK/bzNUFSXFRrwi0VfJrVz1EWNjY2FYXkNDA39/f7p06YKPjw82NjYsXryYU6dOsWXLFmEOTENDgxEjRjBgwAAePXrEzZs3qV27Nu3atWPKlClMmDCBo0ePIhKJyMnJ4fz58/Tv358FQ0yoG+pBzpsAFMUiVL5rzFFREKOsIKZ385ocG9eJ5AAvVq5ciba2NgMHDuThw4d5ltfU1MTIyCifkkgugoKCmDlzJtra2mzcuJHIyEgsLS159eoV3bt3RyQSERQUROXKlQucMf0eioqKrFmzhtmzZxf6O3/+/Blzc3OGDx/OlClTitze1atX0dHRySMtBl/TmysvhJSp+WvxmWe07zWQKlWqoK6uTlJSEjKZjBcvXvDy5Us2b95MTEwM27dvp3v37mUeKRCLxaxYsYKHEQmsv/uJ1/qObLoSxpknsVwLiefMk1g2Xwmj89prvKhmjN+LqFI1bv3E34OfxPc3oby6L188e0TTpk2pWrUqnTp1YtSoUaxevRq12Ec4tqmMiqK41CQAsHLlSho2bIhEIqFPnz4EBwfz8eNHlJSUhOhn5syZ3Lp1i+fPn5OQkMD27dupXLkyHh4e1KpVCwcHB9zd3fn8+XOR7+/u7k79+vXx9PQkIyODatWq0a5dOy5fvlzoOufPn8fc3JwtW7Ywa9YsIUU2olMDjo/vRO/mNVFWEBdJKsfHd8ojubVlyxbatGlD9erVGTp0KA0bNsTc3Jzo6GjBJiYXcXFx/P777zRv3hyRSMTLly9JSEhg3bp17Nq1i+bNm9OkSROioqKE7sjVq1cLQ/rBft54TOvNvXlmzOjZBJvWWpg1rYFNay1m9GzCnTnd2TGiPW3qVaVr167I5XIyMjI4c+ZMgWo236c7P336xI4dOzAwMMDc3BxVVVU8PT2RSqUYGhri7u6e58bm2rVrdO/evcjf6VtYW1ujrq7OoUOH8r2WkZFB//79MTIyYvHixcVuKzfN+T22+YaTkVO29LUUERaznTl79mwe1w9FRUXat2+PiYlJmUTkC0JuKjZOsRZSxIWmYi+HxON48Gmho0g/8c/hZ1fn34Ty6L5UFEPj9BBqfw7mxYsXREZGUrt2bbp3705oaCihoaHEZCig2XUY1NFHJBIh+9a9ICcLZRWVQl0nQkJCGDZsGNevX0ddXZ0NGzawdOlSMjIy0NTUJCkpCWNjY1xdXWnU6GvjxY0bN5g/fz6HDx/Gy8sLT09P/Pz86NChA5aWllhYWNCkSRPhPaRSKfr6+mzZsoWtW7fSo0cPpk6diouLCwEBAezbty/f53Z2dmbNmjWcOXNGUIMpCGUVHL958yY9e/akXr167N27l+PHj3PixAmWLVuGlZUVf/zxB7t372b48OHMnTsXLS2tPOtnZmayYcMGnJ2dSUhIoEOHDqxdu1aYU+zWrRuurq5YWloW9fPm+bxz5swhMzOTqlWr8vz583xpsi9fvqClpYWbm5vgYt6rVy9Gjx5Nz549pZuJJAAAIABJREFUSUhIoFevXvTs2ZMNGzbkq6VZWVkxYsSIUkUjd+7cYciQIYSGhgoSXjk5OQwaNAhVVVUOHz5c7GhCeno6derU4cWLF9SqVUt4vrz0V086NCf+7StevXpFcHAwT58+ZeDAgUyePLnM2/0W5aVz+hP/LH4S39+E8jixxXIpb5xHIkv/OsAsFouZPHlyHkPX7OxsXr9+zcPAEDyfJxLxMZNPaVmkJMWREhVGY0kizXXroaenR9OmTdHT06Nx48Z5ZKS+RUZGBl27duXBgwcoKCjQu3dv7t69y6RJk5g3bx5JSUl06NCBd+/eCet8+fKFq1ev4unpiaenJ+rq6lhaWmJpacnbt29xc3Pj1q1bPH78WEjBJSYm0qZNG96/fy+koaRSKTNmzODq1at4eXkVOAv2I8jJyWHz5s2sWbOGkSNHcujQIUFswNfXl5EjR/Lu3Tv69+/Pli1b8jT/ADx//hw3NzcOHTrEL7/8wtixY2nZsiXbtm3j6NGjWFhY4Ovry/Lly3F0dCzxfj1//hx9fX1MTEyIiopizpw5jB8/Xng9MjKS/fv3s379ejQ0NJgzZw7Dhg2jevXqwus9e/bEwcGB+fPn5yO9nJwcqlevTlhYWKGC0oVh4MCBGBgYMGfOHORyOWPGjCE2NpZz584V66gB4OHhwR9//MHNmzfzpBvL48bwe5PczMxMTp06RUJCQp66a1nxT7ig/MRfg5/E9zfiR1wUkMloW1OBFh/vsGHDBqGdun379kycOJFBgwblk4P6Htra2mzevJnk5GQhQgwNDeX169fUrl0bPT099PT0qF69OoaGhjRt2hQ3NzeOHz+Om5sbFhYWJCcno6GhQZMmTXj//j2bNm1i+PDhJCYmFqgZKZfLefz4sUCCAQEBdOnShdGjR9OnTx/GjRtHt27dmD59uhApde/endTUVIYMGSKMSxQmPVVWPH36lDFjxqChoYGrqysNGzbkzJkzTJw4EUtLS/bv30/r1q0ZOXIka9eupUePHqxZswZ1dXVOnDiBm5sbkZGRODo6MmbMGBo2bJhn++Hh4RgZGZGamkrv3r1xcnIqsfeaXC7H09OTvn37EhERQZcuXfjzzz9JS0tjz549PHnyhKFDh6Knp8ehQ4e4d++esO6LFy+E9/vtt98K3L6/vz/jxo0r1exkLsLCwujcuTMhISGsW7eOW7duceXKlRLrhQ4YMIDTp08jFosxMjJiyZIlmJqaMuPEE878oKg3gE1rLSa0VmXr1q3s27eP7OxsdHV18whYlxX/lAvKT5Q/fhLf34gfuWNUEsvJ8l6HUTNt1NTUOHDgAHXq1GHDhg0cPHiQ69ev07dvX0aOHEmvXr0KLN6bmpqycOHCfLWdnJwcIiIiCA0NJTAwkAULFqCpqUlqairp6eno6+ujr6+PtrY2Bw4cQCQSER8fT+XKlVFWVubjx48cP3682FTe3r17cXV1Zdy4cXh6enLlyhUaNGjA69evuXLlCpcvXyYiIoJmzZrh7OxM79692b59e5kGtQtDRkYGy5cvx9XVlTVr1uDo6IhIJCIpKYmNGzeyadMmMjMzEYlENG3alKCgIJKTk5kyZQru7u6IRCLMzMwYP348ffr0KfB7zsjIwNzcnFatWrFq1Sr27dvHH3/8gZaWFrNnz8bCwqJEaiVyuZyHDx+yatUqzp49S6dOnZg+fTpWVlaoqKiQk5ODlpYWt2/fplGjRjx69AgLCwvWrl1bpMvF6tWriYuLY/PmzWX6DidPnsyzZ89ISkri1q1bJXYaiI+PR1dXN183qkgkot96L54m/qDwONBcQ4r3vP55nqtVqxajRo1CU1OTGjVq5PlXvXr1EkWq5WmFVVoXlJ8of/wkvr8ZP1IjsGmpybJly9i7dy/6+voMGzaMsWPHAggyYwcPHiQiIoIhQ4YwcuRI2rZtK6S6xowZg6GhobBOQTh27Bhjx44lKyuLihUrcu/ePZKSkggNDSUkJIRnz55x5coVsrOzkUgk5OTkIBKJEIvF2NrasmjRIpo0aZLvwp6dnY2enh779++nS5cuwNdU1M2bN5kwYQIxMTHCADh8bR1/9epVqUSji4Ofnx9jx46lRYsWbN26ldq1a/Px40f++OMPodvv8uXLJCcnI5fLUVBQYM2aNRw4cIDU1FSsrKx4/PgxCQkJODs7C47y30IqlTJ48GAkEglHjx4VvoecnBxOnjzJ+vXr+fLlC05OTgwfPrxAY9SEhAQOHTrEnj17SEtLY/To0VStWpVVq1Zx584dtLW1hWV/++03NDU1MTU1ZeDAgezatatYO6yePXsydepU+vXrV6bvcdOmTcyaNYubN29iZGQkfL53797x9u1bgoODCQoK4uXLl0RFRREfH8/nz5/z/L7fQklJCd0Ry0irUTIRhKJg07oOHaQvmDJlCmlpaUL3sJWVFfHx8Xn+JSQkkJiYiLq6ukCE1apVw8/Pj19++QVzc3Pq169PjRo1uBGvxJFnn8iUlv1y+X0q9if+Ofwkvn8AJTaw/M4LLReBgYGCtcnOnTsRi8W0bduWa9euYWRkRFhYGIcOHeLQoa9ec/b29vS1GcyKI5eJz1KkYVP9PNJP396BmpmZce3aNeCr0PbEiRPZtGlTnv1KTEyke/fuGBkZUa9ePZYtWyaIBUulUpSVlYX6Ye6/4OBg7ty5I2w7F97e3vz6669ERUXleV5JSYlevXoJDTLf19dKg5SUFObNm8epU6dwcXFh4MCBfPr0iU2bNrFt2zb69+/P/PnzefPmDXZ2dqSmpgqpZBMTExYtWkS3bt1ISsvGIyCKyw9eEPDsOdUqqmHby4hxZvpUU1dGLpczZcoUQkJCuHDhQoGkJpfLuX79OuvWrePZs2dMnTqVCRMmoK6uzsWLF9mzZw/Xrl2jf//+jB49mi5dugjkuWHDBg4cOMCtW7eE1O+9e/cYNGgQGRkZHDt2rFgR5NxGpejo6BKnj2UyGe/fvycqKgoPDw927NhBnTp1+PDhAxUqVODDhw+kpaUhkUiQyWRIJBKqVKlCzZo1qVevHk2aNKFly5a4uLhgaGjI/v37+fLlC/BViWbIkCF8qdcZ72gRmTnlQyxfvnxh/vz5uLi4MHv2bFavXl3oZ/v48SPx8fHExcURExPDiBEjhEi+fv36VKlShaQm/ZDWyy++XlrYtNZi0+DWP7ydn/gx/CS+fwjPoj+x3Tec66EJiPivFRHkN7AsqCAuk8lwc3Nj/vz5iMVi4uPj0dHRITQ0VEgNyuVyDnjdYNv1l8SJqyMCUFDK9z7d9DSZZNKIeupyqlWrhlwuR11dHYlEwoQJE1izZk2+909MTMTMzAwLCwtq1KjBhQsXePr0KR8/fkRRURFdXV0GDBjAtm3b0NbWJigoCLFYTPXq1fMQ4tatW4mIiMgzH6aoqIizszOVK1fG09MTb29v6tWrJzTIdOjQocTCxhcuXGDixIn06NGDDRs2IBaL2bx5My4uLvTr148FCxagq6vL+/fv2b9/P25uboIKy9u3b7GwsGDln4cKlc+S52SioKCIadOaVIj04+aZg9y4cSNfvbUg6benT5+ycOFCLl++jEQiQU9Pj4kTJ2JnZ1dgvTaXWF++fImXlxeKioocP36c4cOHs2m7K4p6XQvUtPz2xsbX15c5c+bg7+8vbDMhIYGoqCiioqJ4+/YtYWFhvHz5kjdv3gjRmoKCAnK5nOzsbJSUlKhWrRqJiYmYmJhgbGxMq1ataNSoEfXr16dSpUrIZDKCg4Px8/PDz8+PGzduEBMTI5j1vnv3jmvXrgkNS+Wlv7qle0UUpBmkpaWRnp5ORESEEL2npaUJ/9LT0/P8/e2/ly9f5t2uoiIjdt3mWmh8mfctF2ZNa7DboWD7o5/4+/CT+P5hlLUFPxcbN25kzpw5QqS1ZMkS5s6dC5Q+suxZPYVds0cyfPhwHB0dMTQ0LHL2KTExkR49etC4cWOSk5Px8vJix44dzJ8/XxhGl8lkwt3z9u3bMTEx4dWrV0JjzfPnz7l9+zY5/9EJFYvFyGQyli5dSp8+fdDT00NNTY179+7h6emJl5cX8fHx9OnTB0tLS3r16kWlSpWEgf5ccklMTGT69OncuXOHXf+vvTsPi7rc/z/+nGFgAAHZYgfRQFFcAFdKEyrc0kSt1EzJ0nOOmpXl0vckmpqmnm/603IpjVK0XDLtiBqKiqKlmKGViqyymywqOwzM/P7gy+QEKsyMsd2P65rrEmYYPoPwec39ue/7/f78c/r168e6detYv349I0aMIDQ0lI4dOxIZGcnWrVs5efIk48aNY9q0aeqN9efPn+dIYjG7ExQP/RmqlEpQKpgf5MmsIT007rt+/TrPPvssR48epWvXrhQVFbFnzx7CwsJISUkhODiYsrIy/vvf/zJq1Cjmzp2rUSj6XlVVVQQHB2Nvb0///v1Z+ulXOAVNJc/QHkNDw7/UtJSiVKnwc5AzyKYM6Z0MduzYoR6pZWVlkZ+fj0wmw9DQEKVSSXl5OXK5XD1a8/DwwNvbG4lEwrJly9i+fbu6RuiWLVvYuXMnJ0+epKKiggsXLnD69GlOnz7N+fPnsbS0xNfXlx49enDjxg1ycnKYNWvWfYPntMqLP2R22tVfVSoxvHUNu4TvMTU1rXMzMTGp9/P13de9e3eUSiVGRkZMmDCBlStX8lF0tt4W34gRX9MTwdeCqVQq2rdvj0KhoLq6GoVCgUQi4fLly1wuMf9b9hvl5eUxcOBA/vjjDwoKCpBIJJSUlLBq1SpWr15dZ17n+++/58qVK7z88svY2Njw8ssvU1JSwrhx43jjjTdwcXHhzp07BAUFkZKSQkJCAhYWFhrbLywtLUlLS+PcuXP8+OOP9OvXj9LSUpydndmzZw+7du1izpw5TJo0iXnz5vHFF1+oa0eGhoZiZGREWFgYX375JU5OTkybNo0JEyZgbm6ucazazMdKlApmP+nMO8/XvKvPzMzEz8+P/Px8Ro8ejYWFBQcOHCAwMJDXXnuNYcOGqUfot2/fZvPmzaxfvx5fX1/mzZtHQEBAnZFicXExXl5eVLr1xzLwNSqVKmoqudZPpVRCtYLSszvIO7cfuVyOo6Mjjo6OODs7Y29vj6WlJRYWFrRr1w6lUqkRSNnZ2ezfvx8/Pz+sra0pLS2lsLCQ3Nxc0tPTkUql6rne2u4eZmZmtGvXTh0miYmJeHp64urqet/guSuzZE+eEwpV4+d19bldwMHBgZ49e/LJJ5/QpUsX4NFstxCajgi+Fi42NpaUlBRu3rxJWloaJ0+eZNr8ZWyIN9Rq9agMJZte6ExQ7y4N/pqsrCxcXV2ZN28eK1euVJ+of/rpJwYOHKiuUG9tbY2npyfnz5/Hx6fmXa+fnx+bNm3CyMiI2NhY/vjjD0aNGqVuR3Mtp5DcO0VUlxcjL8vDOPsSN67/Tnx8PLm5ubi7u2NoaMjvv/+ucdJduHAhJSUlrF+/nqCgIBYsWMD169fZunUrFy9eVC8M8vT0JCcnp852BF1W4KoUFQwzjOf9Ga/w5JNPkpWVpa59unLlSkJCQtT755RKpcbop6ysjNu3b7N3716+/vprpFIp3bp1w9TUlLy8PPLy8sjIyEDmFYjVM68jNax//2V9lIpybh//Asu839ShZGJiglwux9zcvN5AUigUbN68mYCAAOzs7EhOTiY+Pp78/Hx69eqFjY0NcXFxxMTE4ODggFwur3MZOiUlBX9/f7Kysh5aKqw5bBAvLy+vs69VrOpsXUTwtUI67RdUKVGkXqRL7mmmTJnCuHHj6oyE6uPi4oK5uTnBwcGsWLECiURCXFwcfn5+ODk50a1bN6Kjo9WXNAHGjBnDvn37NEY0D25Hozkn6WFtSEJCAsHBwaSnp6sfV3u5VCKRYGdnh6WlJdnZ2Xh7ezNz5kx1pRGouVw3Y8YMli1bxoIFC9Qn7X9sv8Cxa7fQ6o9DpYSsX0nbsbDOXY6OjkilUkpKSigtLUWhUCCTydSXlGvn0VQqFYaGhkgkEvXHMpkMhUKB3LEz9pM+QiJr/AlUUq3g+zcD1COj06dPM3LkSLZu3aqu4qJQKLh06RKRkZGsXr1afWVh0KBBDBw4UN2k1cDAAJVKRUBAAJMnT77vauHly5eTk5PDp59+2qBj1HXx16Pyj+0XiLxyE4kWjXPFPr7mRQRfK6OPd6ZGMin/7lbC/l01CzVq9wcGBQXV+449r7iCoH+E0tH3SX69loSzvTUThw0i6HFzFi14h7CwMHWfu5iYGPXXSSQSUlNT6dChA9CIEx41755n+NuTceJrPv74Y437zc3NeeKJJ4iLi6OgoAADAwMqKyvVl+JMTEwwNzfH2NiY27dvU1hYiEQiQSaT0a5dOyokRjz2+mYksofv77ofqUqJ7dm1XPmlZhGJiYkJZWVlSCQSKisrsba2xsLCAmNjYyQSCRUVFRQWFpKXl4eVlRUdO3bE3d1dfSsuLubjjz8mPz+fvu9uIRtb7UIZFcO8Hdj8Sh8+++wz5syZQ1lZGUFBQQwYMIAzZ85w4cIFOnToQF5eHr1792bDhg3qnoT1iY2NZcyYMSQkJFCmktVpHBux43M+fWcSwwLrb99TH10Xfz0Ku6POsSAyR2OBWEOJyi3Niwi+VkbfcxG5ubns3r2b8PBw0tLSmDhxIlOmTMHHx4dfM++qR2eKykqU0j9DUaqswkAmo+djMoa6qHjMoIwXX3yxTnV/qVTKU089hcwrgGQLH43neBhVVQWF0V9R+Msh9eXUWi4uLvTs2ZOuXbtibm6OkZERmZmZXL16lV9//ZWqqiqcnJzIyMhQL62HmjB++7NDHEpH5672ZjdO0T77AtnZ2WRkZGBsbExFRQW2trZ07NiRDh06aISbu7s7bm5u6tForfLyciZMmEBlZSXzFy3jtQNZmjVYG0kuk+Ia9xmnIg+pR+ByuZx3332XgQMH0rt3b0JCQnBwcCAsLKxBeylHTplFkdsT3JTUbGbX+Nn9X43Y2pF6L9eGn/x1XfylTx999BE/5hqQZNZD1Ops4UTwtTJv747Ty+ozN+VNehT/orHIIS8vj8zMTP744w9Mew2l/eCpYGD44Es/KiUSZTW2Gaf5Zc86HB0d8fLyolOnTuTk5HDq1CkkNu5YjvsAiWHjT2SqqgoUR1aTc+W8+nPGxsZERUWpN1fX+RqVimvXrhEREcHChQvVi4IcHBzo168fqgFTuHxX95OqbXEKQ8xzcHd3x8rKin379nHq1ClWrFhBSEhIg7ZkFBUVERwcjK2tLeHh4YT9lKHzGxu5TELRj7u4deprjI2NqayspKqqivz8fHXrpZKSEvbt29eg9j07zt1gWcRVyhXVD/xd+LsvTepbYGAg7777LndsuzfLS7FCw+mnV47QbOir759E3o5ubt3qXe4dnVnNl5fuNmz1nUSKykBKsWcQ286+WecEUFlZyYiPDpBYql1ZMqlMjn3gFFxMlVRWVpKbm8udO3c4f/68OvhUKpV6UUjtLTMzk4yMDOzt7SkpKaGwsJCCggIiIiKwN+mNobufVsdzLwMTM0xMTKiqqkKpVDJ9+nRGjRrFmjVr2LRpExs2bKBv3/vv6SooKGDEiBH06NGDzZtrGufqo6FxRZWK8f94h5WHt/Dzzz9z6tQpfvrpJyoqKnjrrbfIysrihx9+aHDoLT98jYpq1UPnvmobxy4/fA2gRYVBcXExP//8MwEBAZiZmdHTxbLZXYoVGk6M+FoZfY347rffSN8V6vUyJ2kg4YvnHSnMzSY9PZ2YmBhSUlIwNTVVh5yJiQmurq713lxcXHBxcVHXv5yy6Tg/Zuv+BsLL+C59FFfJy8sjPz9ffcvLy+PWrVtUVVVhamqKu7s79vb22NjYYGtri42NDYaGhmzZsoV+/foxb9489efn/jeJE9dzdT62+jZSL1myhAMHDhAdHd2gqi5tqVvBwYMHWbt2bZ3KQ83pUqzQcGLE18p4OVggl93UeY7Py7H+lZy6NAstr6pmY3SSxsq2by9mavVc96ooL+e1Dz/HLOMcqampFBcXY2VlxTfffKMOtoZ2D5DJZDzV04OLt3SfJx0T2J9/PlW34WqtnJwcQkND+e6773j66afx9/fnzp07JCUlERYWRseOHSkvL+ett95Sh6bhU9Np5x2g9XHVsjDWHGFv2LCB8PBwzp49qxF6169fZ8aMGfznP/+hd2/Nkl36/l1ozo4ePcrQoUPrfN7GTC725bVAIvhamRd6u7A2KkGn51ABL/jVrY2ZV1zBqYRc7bZJUHOp6+T1XPKLK7Axk1NaWkpsQpbOl+4khnKKDCxI/e039eKZyspK9u/fr65KYmhoqPHvv35877/lKhnV1cY8aFP4Q18rMM7X+YGPcXR0ZOvWrcyZM4fZs2dz+vRp5s6dy969e1m+fHm9zVM3nkzk/x1PoFK7vAFqtjSci/yO57a/T58+fbhx4wYHDx5kzZo1ZGRkUFpaio2NDebm5urKOoMGDWL8+PF8/PHHWFtb6/13obmLjIxkz549TX0Ygp6I4GtlbM3kDO78mE59wwK7PFbvyUgfo7OysjJ8x82g+MIBSktLcRy/BJx0r8rv4NqR2wYGSCQS9SXEbt26oVAoUCgUVFVVqf9dWlqq8XF9/zZ1CKTQvINW5bNUSiW3r/zIYxYjGhy4MpmM27dvM2XKFCwsLNi7dy9HjhzReFxBQQHX07JRjlyi21YLAwOUyT9y+PRx4uPj1dVlNm/ezN27d7l79y537typ2TMol6trl3711VeEh4fz0UcfYd5vrNbfv5YE+PaXzGY/YkpNTeXu3bv07NmzqQ9F0BMRfK3QrAAPYhLztJp7MZYZMDPAo9779LGwQmooR2npjEKhYOzYsVT5dCdW99q/BD45gKhFWSxdupRNmzbh4OBQ74ipoS5n3OHFzWep1OblVitwL73OnBUrGDp0KJ07d1YH6v0CNzY2lvfee49FixaRlJREREQEY8aMISAggJiYGCIjI1EqlQQEBHDTtIKUSkO0GpGqlLQrTOXKxZrmtSkpKVhbW1NZWUl1dTVSqRQzMzP1as87d+5ovrTqaubPn4/tqD9o5x2oxQ/nT+VVSuJzinR6jr/D0aNHGTJkSIMLowvNn/ifbIV6uVry/ggvTAwb999bs9/I674LDvS1YtTIzJJXX32VAQMGcOXsMVRVlTo9n1wmwcvRHFtbW9avX8+NGzfYsmWLbgdZkEZRzDaMGvkXYmIo5YPgniybM53s7GzGjRtH9+7dWbhwIRcvXsTKygo3Nzcef/xxunTpQvfu3dVzfd9++y1Llixh586dfPPNN0RHR/P666+TkJBAeHg4WVlZfP3116ydNgwTQ+3es5oYGfLpzOfVozioqRE6ceJELl26xJUrV0hISCAlJYXMzEzmzJlDu3btmD17NomJiahUKpRKJSPHvqTV9/+rwnKFXp7nUYqMjKx3fk9ouUTwtVKvDHDn/RFdMTE04GH7jyWSmlV2D9tka2GsnwsEQwIGcubMGbKysoj+ciVGRrrN8ZSXV5B6/BsKCwsBcHZ2pk8f7RdNpKam8txzz/HJmy+xaJR3o3+GUwd6MHToUD755BNSUlI4dOgQrq6uLF++HHt7e0aPHs2WLVvIzs5m165dTJ06lYMHDzJo0CB2797N4MGDmT59OlOnTiUsLIycnBx1oIP2b2ykEgjx78ClE/9FoVBgbGyMg4MDS5cuJSQkpN6vCQ0NJT8/n/Xr1+Ph4fF/r1VCexPttp/81V8X2TQ3CoWCEydOEBQU1NSHIuiRuNTZir0ywF2v+430tWK0VwdblkVFERQUhEqlIrDHSzrNSQ7ysCHnx0Q8PDyYP38+s2bNqlP9pKFyc3MZOnQo//M//8MLL7wAoNPPUCKR4O3tjbe3NwsWLCA/P58ffviBQ4cO8fbbb6NQKBg/fjxbtmwhIiKCbt26MXv2bEaPHq3u2jB+/HjWrFlD3759eeONN1iwYIH6Dcryw/ENvqStUsG2n9LwLK6gb9++rFmzhieffPKBlVmMjOqfS3zUq4ebi9jYWDp27Ii9vX1TH4qgR2IfXxuhj/1G+q5QX1BQwLPPPovfs2M4Y9yH8kaUgap1736wK1eusGjRIs6dO0doaCivvfbafU/c9SkuLubpp59myJAhfPjhh3Xuv/dnmJN/h7u5NwkO7KvVnq1Vq1axZs0a3Nzc+P333zExMUEqlTJ69Giee+45goKC6hQHz8jIYO7cucTGxrJmzRqCg4NZHRnPZ6dTUDbir1gfJbTaSreCRYsWUVlZWW8zZqHlEsEnNIounR8kEhjS1Z7PJv95GbI2/NyDJnNN7qWXGogXLlxg4cKFJCUlsWTJEiZOnPjAhrpQs/3h+eefx8XFhS1btjy0PuXYsWM5cOAAaWlpuLq6NviYCwoKGD9+PKdPn+bxxx/nrbfeYtKkSZiZmZGcnMyhQ4eIiIjgp59+wt/fX911/t62SSdOnODNN9/E2sOXP7pPpKK68f8Z+thA/urWs0QnFWi18rWldCvo378/K1euJDBQt4U8QvMigk9oFF2qdUiqFeTsmI+drJzu3bvj5+fH8OHD6dq1qzr8rsq9qKhSPiRYVaiqKjG+doRpgzvz8ssv4+xcd89cdHQ077//Pnfv3mXZsmUEBwfXG2hKpZKQkBDu3r3Ld99999BSXeXl5djY2FBaWsqIESM4dOjQQ197XFwcGzZsYMeOHbRr145t27bx3HPP3Tdgi4qKOHbsGBERERw+fBhra2t1CD7xxBOoVCqGLf+OpDLTJmmTc+nSJYJfexODoXOppvEFs1tC5ZaCggLc3d3Jzc1FLm++o1Kh8cTiFqFRdFkxOmOAPVW3UsjIyODIkSOsXLmSsLAwrK2tiYqK4saxcAaWX2BIN3vkMinGMs3vYSyTIpdJGebtwPezA/l83itcv36dHj3vLIaYAAAOs0lEQVR6EBQUxPbt2ykuLlY/PiAggDNnzrBq1SqWLFlC//79OXbsGH99r7dgwQJSUlLYtWtXg+pT7t27Vx1Y0dHRREVF1fu48vJywsPD8ff3Jzg4mIsXL+Lr60tqaiojR4584KjS3NycsWPHEhYWRnZ2Ntu2bcPExIQ5c+ZgZ2fHxFenk1bZTqvQA80N5I21b98+goKCWLVgFktG99T76uHmIioqiqeeekqEXiskRnyCVrRtFvrKK6+we/duqqqqMDExITk5GUdHR+DPy57PPPMMCxYtY19cVoPmJMvKyjh48CDh4eHExMQwatQoJk+ezDPPPKO+xKlUKtm7dy+hoaE4OzuzYsUK/P39WbNmDV988QUxMTFYW1s36LX37NmT3377DQADAwM6duxIYmKi+v7U1FQ2b97Ml19+ia+vL9OnT2f79u1UV1fz7bffar3wplZWVhahX5/iZF47VI1o4/RX97afagilUsnSpUsJCwtj//796hJmzbVxrK5ef/11fHx8mD17dlMfiqBnIvgErWnTLDQzMxNPT08ABg8eTFpaGjt37sTPr6Ybwr3ht3r16gb1grvXrVu32LVrl3rf28svv8zkyZPp1asXAFVVVWzbto0lS5Zga2tLdnY2Fy5cUM/TqVSqh37PmTNnUlpaqq5i0q1bN4YPH05kZCQbN27k3LlzvPrqq/zrX/9Sb1+ws7Nj+/btjVps8yCPuhj5X5WUlBASEkJWVhb79+/HwcFB4/7m2DhWFyqVCjc3N6KioujSpUtTH46gZyL4BJ01dsXo4sWLkcvl/Pvf/+abb77hrbfeYu7cucydOxepVKpz+NWKj48nPDycHTt20L59eyZPnsykSZNwcnIiIiKCiRMnIpfLCQoKYsmSJXTu3JkXX3wRKysrPv/88/s+b15xBd9ezGTFhq/oNyiAwtybJPwcjfXt68z+x1QmTJiAiYkJBQUFDB8+HB8fHzZu3PjQBTaN8dq2C5yI173kTX1dGv4qLS2N0aNH4+vry+bNmx946a+1dCu4evUqI0aMIDU1VevfP6H5EsEnNLm0tDQmT56MTCZj+/btuLi46C38oOYS3alTp5gzZw5paWl06dKFq1evsm/fPvz9/Vm3bh1r167lqaee4siRI0ilUnbu3ElwcLDG81zOuKPuOK9UKrl3AaqRFCRSqbrLuJ2sjCFDhjBixAhWrlypt5OnUqkkOTmZ+fuvEndb9224DxvxxcTE8NJLLzF//nzefvvtNhMCa9euJT4+ns8++6ypD0V4BETwCc1CdXU1q1atYt26dXz66ae8+OKLeg2/uLg4+vbti42NDWVlZXTp0oXExET1fKCvry99+vQhPT0dADMzM+Lj49WrRXecu8GHh69RrqjmQTUyJZKa/oCV53fzz6e78t5772l9zJWVlVy9epW4uDj17fLly1hZWeH0TAi37PtSrcP6tIfN8W3ZsoX333+f8PDwNleya/jw4UyfPp2xY3Uvxi00PyL4hGYlNjaWSZMmMWjQINatW4dCoSAoKIjAwED+85//aB1+K1as4IMPPqjpvGBqytmzZ3FyclLPB6amppKfn6/xNc7OzmRkZLDm4AU2/niTaknDL1XKJEo+eL5HgxdxFBUVcfnyZeLi4rh06RJxcXHEx8fj7u6Or6+v+ubj44ONjc0j3UCuUCh45513OHr0KAcPHqRz585af4+WqLy8HDs7O9LT07G0bP7zkULjieATmp3i4mLefvttoqOj2blzJ56eng8Mv9o5t/ibhRSWV2FhLMPLwYIXe/85r+Tj48Ply5eBmmazbm5uJCcnq58jKiqKxYsX89tvv2FkZISLiwulpaXYd+1HeuexSGSNn5+63161W7duaYzi4uLiyMzMxNvbWyPkevbsiamp6X2fX9diAvXt48vPz+ell17C0NCQXbt2tckT/7Fjx/jggw84e/ZsUx+K8IiI4BOare+++44ZM2bwxhtv8M9//pPhw4drhN+9c26AxuindiVhQJfHmOxnxyDvDhgYGODo6Mibb75JSEgIEokEW1tbjSDNzs4mNDSU3bt3U15eTodXllPt6I02LYAkEhjYwZwxj+VphFxJSQk+Pj4aIefl5aWuzdlQuhQTqC+Ur1y5wujRowkODmbVqlV6XYzTksybNw9zc3MWLVrU1IciPCIi+IRmLSsri5CQEMrLy/n00095/fXXCQwMpNe4N1hxpGF7x4wMJBhdiWDD2xMYNGhQTWhevoy/vz9hYWGMHz+eM2fOsHHjRn744QdeeuklZsyYga1LRwLWxFCl0qETe1UlXRN20qeHF76+vvj5+eHu7q63RSI1e+iu6VzqLSIigqlTp/K///u/9+3U0Fb07NmTzz//nAEDBjT1oQiPiAg+odlTKpWsXbuWlStX8uGHH7LucBwVXUc0as7t3pN9VlYWvXr1Ij8/HxcXFywtLVEoFMycOZOQkBDat28PwOZTyayNStC5A0FjNolrQ5cN5CqVitWrV7N+/Xr27dvX5k/22dnZ9OjRg1u3brXZEW9bINoSCc2eVCrl3Xff5emnn2bCrAUoBs1C2YjQAyhTKFl+OB4PayPGBz1BQUEBUDOifPXVV1m6dGmdUZg+Os7f22W8oKCA/fv3ExYWxpAhQ1i8eLFOz11L2/ZTZWVlTJs2jevXr3P+/HlcXFz0cjwt2bFjxzQq/gitkwg+ocXw9fVl4D+WcVzLjdvlVdWErPqa9PR0jIyMqKqqQqlUsm/fPpYuXUpWVpbGXNwvZv3AuYfOx/17QjKdOo0lMzMTQ0NDSktLGTRokM7Pe6+eLpZsfqVPgzeQZ2VlERwcjKenJzExMTqXUWstIiMjGTJkSFMfhvCIiUudQouhjyX8RgYSZrneZNH8ORQXF6NUKjExMcHMzAxAY8FJZKEjJ1KKdD5uL+NCopZNprr6z0Uojo6O9O3bF09PT42bs7MzUi0LTzfU+fPnGTdunLqpbVvZlH4/1dXVbNq0id69ezNq1Cji4uIa1WpKaHlE8Akthj7m3OQyCTlHv6Ao9rs/PyeXk5SUhLOzs0YI6HOO77lOcsaPH8/ly5dRqVRs3LgRMzMzEhMT1bekpCTu3LlDp06d6gSip6cnTk5OOofU9u3bmTt3Ll988QWjRo3S6blai9LSUszMzDA2Nqa8vJxhw4bxzjvv8Oyzzzb1oQmPiAg+ocXQV2HmZzqZ4Vf5O3v27OH8+fNUVFSQlZWFk5OTxuP0vUlcqVSybt06Fi9eTGpqKjY2NnUeX1xcTFJSkkYg1oZiUVERjz/+eL2h6ODgUG8orlu3jpCQEMzNzXnvvffYv38/33//Pd7e3lq/ptbI1dWVzMxMoKbjxuLFiwkNDW3ioxIeFRF8QovxKAozV1RU8Ouvv9K7d+96LzE+ik3iDekAUZ/CwsI6oVj7cWlpKR4eHhphWFFRwYwZM+jfv7965eqePXvqDdy2bsyYMRw4cAC5XM7YsWPZuXNnm78E3JqJxS1Ci2FhrJ9fVwvjPzeKy+Vy+va9f3eCWQEexCTmabVJ3FhmwMwAjzqf1/aEamFhgVtnb2KL2pNHZwxcq+g7QsZkBwuGeFpQkJ2mDsQTJ05w8OBBoGZOz9jYmJEjR7J27VqNcPzrBv62qm/fvhw4cIABAwawfft28TNp5UTwCS2Gl4MFctlNnefcvBzNG/z42o7z2m0S11+X8QdXqbnJ2ij+rzPEcCZOnEhqaiq7d+9WP6aiogI7OztkMhlHjx5lw4YNJCYmolKp1CH41xFjWxoZ+vj44OrqyuHDh5HJxGmxtROXOoUW41EWZn6Ypuwyrs33/mrhNI4fP46RkRHm5ub4+/szd+5cBg8erPE1+fn5deYTa28GBgb3DUUrKyu9vLam0pD6rkLrJYJPaFEexZxbQzVFl3FtS5L1N8qir1UFo0eP1mpjukqlIi8vr95ATEpKwsjISCMI7w3G2so3zVFD67vOHOxBL9e2V6C7rRDBJ7Qo+i7MrI2/q8t4c3it9VGpVNy6deu+oWhqalpn1WltMJqbN/wys7415ahdaF5E8Aktjr4KMzd3TTm61ZZKpeLmzZv1hmJycjLm5ub1hqKHh4e6iMCj0FZ+Z4SGEcEntEit/d17U85nPipKpZLs7Ox69ykmJydjZWV131B8UF/Ch2muI2eh6YjgE1qspphz+7u0lM4Q+qJUKsnMzKyzPzExMVG92b++jfudOnV6aJ3RljhyFh4tsW5XaLEaW5i5JdF3Z4jmTiqV4ubmhpubG88884zGfdXV1WRkZGiMEE+dOkVSUhI3btzAzs7uvqFYpIBTCblahR6ASgUnr+eSX1zRYn+XhLpE8Aktno2ZvEWMahqjsLxKT8+j0MvzNCUDAwPc3d1xd3cnKChI476qqirS09M1QvH48eMkJiaSnp6OY+BkJL1GgrRx3e3vJQG+/SWz1f2OtWUi+AShGXoUVWpaI5lMRqdOnejUqRNDhw7VuE+hUPCvbT9xPFm3UW9LGjkLDfNo+58IgqCVmio1uv15NrZKTWtjaGiIylA/fQZbw8hZ+JMIPkFohl7orXs3dBXwgl/b7qouRs5CfUTwCUIzZGsmZ3Dnx9C2VrJEUrOita0vyBAjZ6E+IvgEoZmaFeCBscxAq6+9X2eItkaMnIX6iOAThGaqtjOEiWHj/kz13RmiJRMjZ6E+IvgEoRl7ZYA774/oiomhwUNP3hJJTaURUWZLkxg5C38lKrcIQgvQmqvU/B1ErU7hXiL4BKEFaY1Vav4urb2+q9BwIvgEQWgzxMhZABF8giC0QWLk3LaJ4BMEQRDaFLGqUxAEQWhTRPAJgiAIbYoIPkEQBKFNEcEnCIIgtCki+ARBEIQ2RQSfIAiC0KaI4BMEQRDaFBF8giAIQpsigk8QBEFoU0TwCYIgCG2KCD5BEAShTRHBJwiCILQpIvgEQRCENkUEnyAIgtCmiOATBEEQ2hQRfIIgCEKbIoJPEARBaFNE8AmCIAhtigg+QRAEoU0RwScIgiC0KSL4BEEQhDbl/wOO/JjYIIwMXAAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"supporters = get_edges_by_type(network, 'support')\n",
|
|
"influencers = get_edges_by_type(network, 'influence')\n",
|
|
"competitors = get_edges_by_type(network, 'conflict')\n",
|
|
"\n",
|
|
"nx.draw_kamada_kawai(network, nodelist = get_participants(network), edgelist=influencers)\n",
|
|
"plt.title('Participants Social Network')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.8.2 64-bit ('cadcad': virtualenv)",
|
|
"language": "python",
|
|
"name": "python38264bitcadcadvirtualenv759203ea8fcd4eb59bfff73a3b8619e8"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.2"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|