{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.stats as sts\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n", "\n", "#import conviction files\n", "from conviction_helpers import *\n", "from conviction_system_logic3 import *\n", "from bonding_curve_eq import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook uses the differential games framework developed by BlockScience. It is currently in private beta, and building towards a full open source release.\n", "\n", "**Description:**\n", "\n", "cadCAD is a Python library that assists in the processes of designing, testing and validating complex systems through simulation. At its core, cadCAD is a differential games engine that supports parameter sweeping and Monte Carlo analyses and can be easily integrated with other scientific computing Python modules and data science workflows.\n", "\n", "To learn more about cadCAD, follow our [tutorial series](https://github.com/BlockScience/cadCAD-Tutorials/tree/master/01%20Tutorials)\n", "\n", "**Installing cadCAD:**\n", "\n", "cadCAD is in private beta. Tokens are issued to participants. Replace `` in the installation URL below\n", "```bash\n", "pip3 install cadCAD --extra-index-url https://@repo.fury.io/blockscience/\n", "```\n", "\n", "If you'd like to participate in the beta program, contact cadcad [at] block [dot] science.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#THIS policy is one of the main paramters of this system!\n", "\n", "#maximum share of funds a proposal can take\n", "default_beta = .2 #later we should set this to be param so we can sweep it\n", "# tuning param for the trigger function\n", "default_rho = .5*default_beta**2\n", "\n", "def trigger_threshold(requested, funds, supply, beta=default_beta , rho=default_rho):\n", " \n", " share = requested/funds\n", " if share < beta:\n", " return rho*supply/(beta-share)**2\n", " else: \n", " return np.inf" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:212: RuntimeWarning: divide by zero encountered in log10\n", " demo_data_Z0[sof_ind,ts_ind] = np.log10(trigger)\n", "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:214: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z2[sof_ind,ts_ind] = trigger/tc #share of maximum possible conviction\n", "/Users/zargham/Documents/GitHub/conviction/conviction_helpers.py:215: RuntimeWarning: invalid value encountered in double_scalars\n", " demo_data_Z3[sof_ind,ts_ind] = np.log10(trigger/tc)\n" ] } ], "source": [ "dict1 = trigger_sweep('token_supply',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.1594,1.00899e+09,'fixed alpha = 0.5')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict1['share_of_funds'],\n", " dict1['log10_trigger'], \n", " 'log10_trigger',\n", " dict1['total_supply'],\n", " 'Token Supply')\n", "axis = plt.axis()\n", "plt.text(.2*axis[0]+.8*axis[1],axis[-1]*1.01, 'fixed alpha = 0.5')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dict2 = trigger_sweep('alpha',trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['log10_trigger', 'trigger', 'share_of_max_conv', 'log10_share_of_max_conv', 'alpha', 'share_of_funds'])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dict2.keys()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "trigger_plotter(dict2['share_of_funds'],\n", " dict2['log10_share_of_max_conv'], \n", " 'Log10 Share of Conviction Required to Pass',\n", " dict2['alpha'],\n", " 'alpha')\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "n= 60 #initial participants\n", "m= 3 #initial proposals\n", "\n", "initial_sentiment = .6\n", "\n", "theta =.35\n", "kappa = 6\n", "sale_price = .1\n", "\n", "def TFGTS(total_supply):\n", " #wrap initializer params to pass the function correctly\n", " return total_funds_given_total_supply(total_supply, theta = theta, initial_price = sale_price) \n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "#initializers\n", "network, initial_funds, initial_supply, total_requested = initialize_network(n,m,TFGTS,trigger_threshold)\n", "initial_reserve, invariant, initial_price= initialize_bonding_curve(initial_supply, initial_price = sale_price, kappa =kappa, theta = theta)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.98464349889394e+30" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "invariant" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "proposals = get_nodes_by_type(network, 'proposal')\n", "participants = get_nodes_by_type(network, 'participant')\n", "\n", "supporters = get_edges_by_type(network, 'support')\n", "influencers = get_edges_by_type(network, 'influence')\n", "competitors = get_edges_by_type(network, 'conflict')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "55504.0759579905" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_reserve" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "29886.810131225648" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_funds" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'age': 0,\n", " 'conviction': 0,\n", " 'funds_requested': 35656.24673367213,\n", " 'status': 'candidate',\n", " 'trigger': inf,\n", " 'type': 'proposal'}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample proposal\n", "network.nodes[proposals[0]]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'holdings': 22612.39905037691,\n", " 'sentiment': 0.6702860742946452,\n", " 'type': 'participant'}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample participant\n", "network.nodes[participants[0]]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'affinity': 0.6519626488711645,\n", " 'conviction': 0,\n", " 'tokens': 0,\n", " 'type': 'support'}" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#sample relationship participant to proposal\n", "network.edges[supporters[0]]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'influence': 4.425170477652414, 'type': 'influence'}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[influencers[0]]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'conflict': 0.9282761336394489, 'type': 'conflict'}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "network.edges[competitors[0]]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Participants Social Network')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = participants, edgelist=influencers)\n", "plt.title('Participants Social Network')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Proposals Conflict Network')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nx.draw_kamada_kawai(network, nodelist = proposals, edgelist=competitors, node_color='b')\n", "plt.title('Proposals Conflict Network')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Histogram of Participants Token Holdings')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['holdings'] for i in participants])\n", "plt.title('Histogram of Participants Token Holdings')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Histogram of Proposals Funds Requested')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist([ network.nodes[i]['funds_requested'] for i in proposals])\n", "plt.title('Histogram of Proposals Funds Requested')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((n,m))\n", "for i_ind in range(n):\n", " for j_ind in range(m):\n", " i = participants[i_ind]\n", " j = proposals[j_ind]\n", " affinities[i_ind][j_ind] = network.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,137.58,'participant_id')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=participants,\n", " yticklabels=proposals,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.5, 0.8, 0.9]\n" ] } ], "source": [ "#power of 1 token forever\n", "conviction_capacity = [2,5,10]\n", "alpha = [1-1/cc for cc in conviction_capacity]\n", "print(alpha)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "params= {\n", " 'sensitivity': [.75],\n", " 'tmin': [7], #unit days; minimum periods passed before a proposal can pass\n", " 'min_supp':[50], #number of tokens that must be stake for a proposal to be a candidate\n", " 'sentiment_decay': [.01], #termed mu in the state update function\n", " 'alpha': alpha,\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'trigger_func': [trigger_threshold],\n", " 'kappa': [kappa], #bonding curve curvature\n", " 'invariant': [invariant], #set by bonding curve choices\n", " 'tax_rate': [.02]\n", " }" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "function" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(trigger_threshold)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# Settings of general simulation parameters, unrelated to the system itself\n", "# `T` is a range with the number of discrete units of time the simulation will run for;\n", "# `N` is the number of times the simulation will be run (Monte Carlo runs)\n", "time_periods_per_run = 100\n", "monte_carlo_runs = 1\n", "\n", "from cadCAD.configuration.utils import config_sim\n", "simulation_parameters = config_sim({\n", " 'T': range(time_periods_per_run),\n", " 'N': monte_carlo_runs,\n", " 'M': params\n", "})" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'M': {'alpha': 0.5,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", " 'min_supp': 50,\n", " 'sensitivity': 0.75,\n", " 'sentiment_decay': 0.01,\n", " 'tax_rate': 0.02,\n", " 'tmin': 7,\n", " 'trigger_func': },\n", " 'N': 1,\n", " 'T': range(0, 100)},\n", " {'M': {'alpha': 0.8,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", " 'min_supp': 50,\n", " 'sensitivity': 0.75,\n", " 'sentiment_decay': 0.01,\n", " 'tax_rate': 0.02,\n", " 'tmin': 7,\n", " 'trigger_func': },\n", " 'N': 1,\n", " 'T': range(0, 100)},\n", " {'M': {'alpha': 0.9,\n", " 'base_completion_rate': 100,\n", " 'base_failure_rate': 200,\n", " 'invariant': 6.98464349889394e+30,\n", " 'kappa': 6,\n", " 'min_supp': 50,\n", " 'sensitivity': 0.75,\n", " 'sentiment_decay': 0.01,\n", " 'tax_rate': 0.02,\n", " 'tmin': 7,\n", " 'trigger_func': },\n", " 'N': 1,\n", " 'T': range(0, 100)}]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "simulation_parameters" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "initial_conditions = {'network':network,\n", " 'supply': initial_supply,\n", " 'funds':initial_funds,\n", " 'reserve': initial_reserve,\n", " 'spot_price': initial_price,\n", " 'sentiment': initial_sentiment}" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'funds': 29886.810131225648,\n", " 'network': ,\n", " 'reserve': 55504.0759579905,\n", " 'sentiment': 0.6,\n", " 'spot_price': 0.39000000000000046,\n", " 'supply': 853908.8608921614}" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "initial_conditions" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n", "# The Partial State Update Blocks\n", "partial_state_update_blocks = [\n", " { \n", " 'policies': { \n", " #new proposals or new participants\n", " 'random': driving_process\n", " },\n", " 'variables': {\n", " 'network': update_network,\n", " 'funds':increment_funds,\n", " 'supply':increment_supply,\n", " 'reserve': increment_reserve\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'completion': check_progress #see if any of the funded proposals completes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'sentiment': update_sentiment_on_completion, #note completing decays sentiment, completing bumps it\n", " 'network': complete_proposal #book-keeping\n", " }\n", " },\n", " {\n", " 'policies': {\n", " 'release': trigger_function #check each proposal to see if it passes\n", " },\n", " 'variables': { # The following state variables will be updated simultaneously\n", " 'funds': decrement_funds, #funds expended\n", " 'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n", " 'network': update_proposals #reset convictions, and participants sentiments\n", " #update based on affinities\n", " }\n", " },\n", " { \n", " 'policies': { \n", " #currently naive decisions; future: strategic\n", " 'participants_act': participants_decisions, #high sentiment, high affinity =>buy\n", " #low sentiment, low affinities => burn\n", " #assign tokens to top affinities\n", " },\n", " 'variables': {\n", " 'supply': update_supply, #book-keeping from participants decisions\n", " 'reserve': update_reserve, #funds under the bonding curve\n", " 'spot_price': update_price, #new bonding curve spot price\n", " 'funds': update_funds, #capture taxes\n", " 'network': update_tokens #update everyones holdings \n", " #and their conviction for each proposal\n", " }\n", " }\n", "]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n", "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n", "[{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}, {'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}]\n" ] } ], "source": [ "from cadCAD.configuration import append_configs\n", "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # #\n", "# The configurations above are then packaged into a `Configuration` object\n", "append_configs(\n", " initial_state=initial_conditions, #dict containing variable names and initial values\n", " partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n", " sim_configs=simulation_parameters #dict containing simulation parameters\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "from tabulate import tabulate\n", "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n", "from cadCAD import configs\n", "import pandas as pd\n", "\n", "exec_mode = ExecutionMode()\n", "multi_proc_ctx = ExecutionContext(context=exec_mode.multi_proc)\n", "run = Executor(exec_context=multi_proc_ctx, configs=configs)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " __________ ____ \n", " ________ __ _____/ ____/ | / __ \\\n", " / ___/ __` / __ / / / /| | / / / /\n", " / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n", " \\___/\\__,_/\\__,_/\\____/_/ |_/_____/ \n", " by BlockScience\n", " \n", "Execution Mode: multi_proc: [, , ]\n", "Configurations: [, , ]\n" ] } ], "source": [ "i = 0\n", "verbose = False\n", "results = {}\n", "for raw_result, tensor_field in run.execute():\n", " result = pd.DataFrame(raw_result)\n", " if verbose:\n", " print()\n", " print(f\"Tensor Field: {type(tensor_field)}\")\n", " print(tabulate(tensor_field, headers='keys', tablefmt='psql'))\n", " print(f\"Output: {type(result)}\")\n", " print(tabulate(result, headers='keys', tablefmt='psql'))\n", " print()\n", " results[i] = {}\n", " results[i]['result'] = result\n", " results[i]['simulation_parameters'] = simulation_parameters[i]\n", " i += 1\n", " " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[6]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params['kappa']" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alpha': [0.5, 0.8, 0.9],\n", " 'base_completion_rate': [100],\n", " 'base_failure_rate': [200],\n", " 'invariant': [6.98464349889394e+30],\n", " 'kappa': [6],\n", " 'min_supp': [50],\n", " 'sensitivity': [0.75],\n", " 'sentiment_decay': [0.01],\n", " 'tax_rate': [0.02],\n", " 'tmin': [7],\n", " 'trigger_func': []}" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.5, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.8, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "{'N': 1, 'T': range(0, 100), 'M': {'sensitivity': 0.75, 'tmin': 7, 'min_supp': 50, 'sentiment_decay': 0.01, 'alpha': 0.9, 'base_completion_rate': 100, 'base_failure_rate': 200, 'trigger_func': , 'kappa': 6, 'invariant': 6.98464349889394e+30, 'tax_rate': 0.02}}\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for ind in range(len(results)):\n", " r=results[ind]['result']\n", " print(results[ind]['simulation_parameters'])\n", " r.plot(x='timestep', y='funds')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "#I ran multiple experiments above, pick1\n", "experiment_index = 2\n", "df = results[experiment_index]['result']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "df['conviction'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['candidate_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['killed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['killed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='killed']))\n", "df['candidate_funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate']))\n", "df['active_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['active_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='active']))\n", "df['failed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['failed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='failed']))\n", "df['completed_count'] = df.network.apply(lambda g: len([j for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))\n", "df['completed_funds'] = df.network.apply(lambda g: np.sum([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='completed']))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "df['funds_requested'] = df.network.apply(lambda g: np.array([g.nodes[j]['funds_requested'] for j in get_nodes_by_type(g, 'proposal')]))\n", "df['share_of_funds_requested'] = df.candidate_funds_requested/df.funds\n", "\n", "df['share_of_funds_requested_all'] = df.funds_requested/df.funds" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "df['triggers'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))\n", "df['conviction_share_of_trigger'] = df.conviction/df.triggers\n", "df['age'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') if g.nodes[j]['status']=='candidate' ]))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "df['age_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['age'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['conviction_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['conviction'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "df['triggers_all'] = df.network.apply(lambda g: np.array([g.nodes[j]['trigger'] for j in get_nodes_by_type(g, 'proposal') ]))\n", "\n", "df['conviction_share_of_trigger_all'] = df.conviction_all/df.triggers_all" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "rdf= df[df.substep==4].copy()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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fundssupplyreservespot_price
029886.810131853908.86089255504.0759580.390000
129887.319645853908.86089255504.0759580.390000
229887.319645853908.86089255504.0759580.390000
329887.319645853908.86089255504.0759580.390000
429887.572134853891.37835955497.2581190.389960
529890.089683853891.37835955497.2581190.389960
629890.089683853891.37835955497.2581190.389960
729890.089683853891.37835955497.2581190.389960
829892.440794853639.62049255399.1549370.389386
929896.611481854657.08272955796.5224470.389386
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" ], "text/plain": [ " funds supply reserve spot_price\n", "0 29886.810131 853908.860892 55504.075958 0.390000\n", "1 29887.319645 853908.860892 55504.075958 0.390000\n", "2 29887.319645 853908.860892 55504.075958 0.390000\n", "3 29887.319645 853908.860892 55504.075958 0.390000\n", "4 29887.572134 853891.378359 55497.258119 0.389960\n", "5 29890.089683 853891.378359 55497.258119 0.389960\n", "6 29890.089683 853891.378359 55497.258119 0.389960\n", "7 29890.089683 853891.378359 55497.258119 0.389960\n", "8 29892.440794 853639.620492 55399.154937 0.389386\n", "9 29896.611481 854657.082729 55796.522447 0.389386" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['funds','supply', 'reserve','spot_price']].head(10)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6.98464349889394e+30]\n" ] }, { "data": { "text/plain": [ "0 6.984643e+30\n", "1 6.984643e+30\n", "2 6.984643e+30\n", "3 6.984643e+30\n", "4 6.984643e+30\n", "5 6.984643e+30\n", "6 6.984643e+30\n", "7 6.984643e+30\n", "8 6.984643e+30\n", "9 6.984643e+30\n", "Name: invar, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(params['invariant'])\n", "df['invar'] = df.supply**kappa/df.reserve\n", "df.invar.head(10)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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supplyreservespot_price
0NaNNaNNaN
10.0000000.0000000.000000
20.0000000.0000000.000000
30.0000000.0000000.000000
4-17.482534-6.817839-0.000040
50.0000000.0000000.000000
60.0000000.0000000.000000
70.0000000.0000000.000000
8-251.757866-98.103181-0.000575
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" ], "text/plain": [ " supply reserve spot_price\n", "0 NaN NaN NaN\n", "1 0.000000 0.000000 0.000000\n", "2 0.000000 0.000000 0.000000\n", "3 0.000000 0.000000 0.000000\n", "4 -17.482534 -6.817839 -0.000040\n", "5 0.000000 0.000000 0.000000\n", "6 0.000000 0.000000 0.000000\n", "7 0.000000 0.000000 0.000000\n", "8 -251.757866 -98.103181 -0.000575\n", "9 1017.462237 397.367509 0.000000" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[['supply', 'reserve','spot_price']].head(10).diff()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " series.name = label\n" ] }, { "data": { "text/plain": [ "Text(0.5,1,'Summary of Local Economy')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax1 = plt.subplots()\n", "ax2 = ax1.twinx() # instantiate a second axes that shares the same x-axis\n", "\n", "rdf.plot(x='timestep', y=['funds', 'reserve','supply'], ax=ax1)\n", "rdf.plot(x='timestep', y='spot_price',style='--',color = 'red', ax=ax2, legend = False)\n", "ax2.set_ylabel('Price in xDAI per Token', color='red')\n", "ax1.set_ylabel('Quantity of Assets')\n", "ax2.tick_params(axis='y', labelcolor='red')\n", "plt.title('Summary of Local Economy')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rdf.plot(x='reserve', y='supply', kind='scatter', alpha=.5)\n", "axis = plt.axis()\n", "xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n", "yrange = np.array([supply(x, invariant, kappa) for x in xrange ])\n", "plt.plot(xrange, yrange, 'y')\n", "plt.title('Bonding Curve Invariant')\n", "plt.legend(['Invariant', 'Observed Data'])" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rdf.plot(x='reserve', y='spot_price', kind='scatter', alpha=.5)\n", "axis = plt.axis()\n", "xrange = np.arange(axis[0], axis[1], (axis[1]-axis[0])/100)\n", "yrange = np.array([spot_price(x, invariant, kappa) for x in xrange ])\n", "\n", "plt.plot(xrange, yrange, 'y')\n", "plt.title('Bonding Curve Price')\n", "plt.legend(['Price Curve', 'Observed Price'])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "last_net= df.network.values[-1]\n", "last_props=get_nodes_by_type(last_net, 'proposal')\n", "M = len(last_props)\n", "last_parts=get_nodes_by_type(last_net, 'participant')\n", "N = len(last_parts)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "affinities = np.empty((N,M))\n", "for i_ind in range(N):\n", " for j_ind in range(M):\n", " i = last_parts[i_ind]\n", " j = last_props[j_ind]\n", " affinities[i_ind][j_ind] = last_net.edges[(i,j)]['affinity']" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,81.78,'participant_id')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dims = (20, 5)\n", "fig, ax = plt.subplots(figsize=dims)\n", "\n", "sns.heatmap(affinities.T,\n", " xticklabels=last_parts,\n", " yticklabels=last_props,\n", " square=True,\n", " cbar=True,\n", " ax=ax)\n", "\n", "plt.title('affinities between participants and proposals')\n", "plt.ylabel('proposal_id')\n", "plt.xlabel('participant_id')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "#working on deduplicating colors\n", "#\n", "#last_props=get_nodes_by_type(last_net, 'proposal')\n", "#M = len(last_props)\n", "\n", "#cm = plt.get_cmap('gist_rainbow')\n", "#c= [cm(1.*j/M) for j in range(M)] " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " series.name = label\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_count','active_count','completed_count', 'killed_count', 'failed_count'])\n", "plt.title('Proposal Status')\n", "plt.ylabel('count of proposals')\n", "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/pandas/plotting/_core.py:1716: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " series.name = label\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rdf.plot(x='timestep',y=['candidate_funds','active_funds','completed_funds', 'killed_funds', 'failed_funds'])\n", "plt.title('Proposal Status weighted by funds requested')\n", "plt.ylabel('Funds worth of proposals')\n", "plt.legend(ncol = 3,loc='upper center', bbox_to_anchor=(0.5, -0.15))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'share_of_funds_requested')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", " out[a <= 0] = -1000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogy(rdf.timestep,make2D('share_of_funds_requested_all', rdf))\n", "plt.title('share_of_funds_requested by proposal')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'share_of_funds_requested')" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", " out[a <= 0] = -1000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('share_of_funds_requested_all', rdf), make2D('conviction_all', rdf), '.')\n", "plt.ylabel('conviction')\n", "plt.xlabel('share_of_funds_requested')" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,0,'proposal_age')" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(make2D('age_all', rdf), make2D('triggers_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'phase: Triggers & Conviction')" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", " out[a <= 0] = -1000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.loglog(make2D('conviction_all', rdf), make2D('triggers_all', rdf))\n", "a = plt.axis()\n", "plt.loglog(a[:2],a[2:], 'k',alpha=.5 )\n", "plt.ylabel('triggers')\n", "plt.xlabel('conviction')\n", "plt.title('phase: Triggers & Conviction')" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "T = time_periods_per_run\n", "plt.plot(rdf.timestep,make2D('conviction_share_of_trigger_all', rdf))\n", "plt.title('conviction_share_of_trigger')\n", "plt.xlabel('time $t$')\n", "plt.ylabel('conviction_share_of_trigger')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/anaconda3/lib/python3.6/site-packages/matplotlib/scale.py:111: RuntimeWarning: invalid value encountered in less_equal\n", " out[a <= 0] = -1000\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.semilogy(make2D('age_all', rdf), make2D('conviction_share_of_trigger_all', rdf))\n", "plt.ylabel('triggers')\n", "plt.xlabel('proposal_age')\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "nets = rdf.network.values" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 3\n", "snap_plot(nets[K:K+1], size_scale = 1/300)" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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GN954A+PHj/+wiwNALjeoq6vDhg0bQnOiCSSSNkpQKxJNMUGCAeDmm2/GggULPjKEmCBBgj2LeNe5BAkSBDBq1CjU19fj/vvv/7CLkiBBgg8Iifk0QYIECRIkUEjMpwkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIFCQooJEiRIkCCBQkKKCRIkSJAggUJCigkSJEiQIIHC4CbFVauA/70HqJQB8gCiD7tECRIkSJBgECP1YRdgt/DA74DHHgc+fXTERQEI/ueoMMjf/DrsT/ifCRIkSJDgYwNBNIjVKyKgVJB/IMDNAI4jw8mTf54nrwFh4rPTAjFt0yZN+/4IUk2INUGCBAkGNQY3KWoQAcU8UClJjTBTD7hu8DpIEqQmSrK+Q0hCFY6vWXKiAylupSCBxn3XqIVAo8i0GoEnSJAgQYIPBIObFP/8J+DNN4EzT5ck5hEAT14TDpDK+OQGBLU+Tjia0GyijCNNQ55OkEg5DEEC/RJogEx1mLovUO4Yc28cmSbEmiBBggQDwuCeU5wwSSlxitCEMDwC8oBSH4vMiYGC4TZJajJxXPln7leE5XkAKoxICf2SprMLxKTHK/0RqDYRU0xcU0+bNGPCE3NwggQJPqYY3JqiRqkIlPLye6ZOaoiVMlDoBUBSmLspnzS0FghACn1NWjHalW0W5WQTIEb4aSKqWSOcf7SW6TgI5rsHyahfDbVKnMh5Vl6+Wk3DVp0SJEiQ4COIwU2Kl18OPPUU8OD9QOtwoFIAvIrU7jL1UgCXCkC5IOOnMkA6pzRKTWrcTMoIUxNdYH6RaYBRRGaa0jabsrS1VqdNvaHmj9Fo+zUD9/eb3We+DwAh0kQV0+8emGft11M4QYIECfY8Bjcpto0ENm8B/vAg8Ml5td/HiS2gmelPTXIARIwmZbRDCpOmY5NoP0I8bk6Tz22Glpbo9HU5ESTikGMQq4NpB5skIwi0VuI19/RTT16OmudZEQwLlTdCK02W3SRIkGAXMLhJccUKYOXrwHGfloIwlQactNQWyyUYp5s4GNICfA2Nmz4thxebbMIJsu8RGiAnFE1ujgDAzLdAmHC4VhvlBGRI057HtDRbU7QYM3AUgYZ+g4VHtEVIm4si2oEQsYVa51njtNnYeVbEE2gyz5ogwccGg5sUNfR6xXIBgACydYCbDs4rOq40nQIqDDJcuEqwMW0NCGt/ITOqCJchQDAqfU8LZM8XyrYQD0BEhFnXIzVaqyw2eQXmM2McgkwWuyDo+yPTatfiiDeuvnFkWu2aTWKxGiqiw/eIObgaASdIkOCjgMFNir9/EHj5ZeCSr8CfJ2TC1E3JcL0NHKA8StMAVfx1jURAOiuv6d/wZFLcTMrnBiPnG2NItD/Y5tOQKVXlb6+d5N81ecTOa6o6eSrMFuwh2JqtpcUBVcLYNR62S+ZWm+B5+C4Qb1TdBkK8vC5+QcODkJpMw/DL3a+GipjwhFgTJNiTGNxLMqZMAwQTMMKBIS+QJD0bXkX+aaGmyZIv3xDC0lY4mIAKCMKKr7FF3WsLvYCTjmDer/byDeGnyQnazDuypSE6vYDZ1DKhxpkkOQlzs6xxDuJaJvmDB0GAJ9RzgNKMEUFUvK1i2jPQTnYYu6a/B9qOxYu7P27AEEu8Xrg+sXWJIlAWzs30PB7p+GSSjSR4j32P0mZ5GWoh08QcnCBBJAa3pqhRLsodbQBpIk1lABBQyANeGYCQ840Q8rdXqZ6eEICT8skFQFDr40KMCUnzoQlCz2lqrTNCW4gvRD/XVRxD0BQh0CLKZO6rgaABGA08oG1yrdbSmkNrNN1oMo4iKBNeaxgQT75RdUawXrGaaxRJWASjw4Ijoejy7orGG1mOGOIl9jtwv/X8o8g0RPYqzYHMrcZp2wkSDEIMblK86y7giceBnyyWptJy0SfBTE6GVSpAUc0hOq5cxwj4c40EGc9NS21RC3jyJDFqBLxNtRCImWusppVFIdZ8an0C4TxCZlT4modNIv2Z80KIIdmo8huhyKNZ8SMFqdKg9ODDxANLUwzwml02VZY9RbQDJl8dvitEazWquTRA4g20UQzR8jIFikDBKup8YonVSjtWM40g4MQcnOBDxuAmxXnzgGeeAVavBEaP/uDyEUxjtDWDOCHl3xwUhoGXXhMcgsJKx+UwSXKHnYjvmrRjHYT6IWybnD1LIyTblMrSC3ny6jQtgjc78DCyN3Xm7QWAhF+nQFeNamve5lY5dpto+7nG+0WAy3aDaKuSLxDoM7USrbDKGGq+/soYURb+3IzFQsSkz7Oy28RKu6q2iphwuw8l5JpgYBjcpLhtG/DuBmDyBNn53bR0mCFiWiN8wc1PzIiFkBolqbk6x5XmVjclHXRExJtuC2vAn4vSptNqL39UGUIgdm0gj6y/+FzYW4I/QJ4RGktIS+CCnAkrrtUGTNIqLKC1RsxpEiFoku1n39mo9q1GMB/ENQPBHmccgcVcMx/smtbKAUgNzh40WM+biAVVIdqq/TKKZGyirQYKfFQlXv0RInb9m9/Hs4h7Fpw0dfkjiLSatpoQ68cKg5sUNYikibRUAIQrTaepjB+uHWsyOWkSLRfl8g3d2d20jFspMeESA7ObjYtIwb8r5p+Q5hdlOtUCLSK/gNapR+yIJ3CjvXANsBq5AcE6WeQZqo/HslWaYNVBQA3tw/ONEv6hcgl1hHZ/Ak4EPgJ1qhrXusbj8vGLlvCR9f8QCNoufxwJB+aoY0jYZBOVF7HgfkgwqpyBvsbaMGL8EyZKlT63QkRq+lFFsAZ9Ji7vR/y9jwnX9yTm4BCEEKivr4dQbXLGGWfg1ltvBQAUCgVccskluPfee1EqlTB37lwsWbIEY8eOBQBceumluOOOOzB16lQsXbrUhN91111Yvnw5fvzjH+9++QY1Kb6wHFi3Fjj2WL+DV4rwnTtcwFVekty5xlVzhZWyH6bjaw1ROPKlMks0IDUTz5rbq9WspO/hL6e932o1GLLWBEoxv9nWcZo8I4nU0t6iEEvUVhhPP7Cbj/7kmqGddpUt9kLl5p/wrwfMvHYZVRtV0wqqDSD8H4GP3YobwK6S8gDiRowdQsUKDDb0RXZz3ECEE11cWDWS5klGaYW1IiTG+iNeOw9dEP4Ja4AXkZbuPzwJxMVn734UudaquQ5yCCHw1ltvYZ999gldu/HGG3HXXXfhj3/8I5qbm3HhhReip6cH//u//4vly5fj8ssvx2OPPYaFCxcin89j0aJF6OzsxIIFC7Bs2TI0NzfvdvkG95KMMeMU2akRrOMATk6SXaUEuADKlXBnMmSohaL2DlVOOpocDSEqkvQqvoCnCuRONK6/JCAwf6TBXk4qm6ABC8qQEwNHlNTTRNmPp+2AECWoWN2p4j+P/tIBWD1Yfc3gRMdV7c9PJjHhvFw8TRHU5HUaZvAASC9avvcsF07W4CGqrIj+WVWSx1ohdL+x2MoIWZusgKqCmseJ6mseheN61m8gmmjMR63PWH/V7w0h1H+FCNwyYJhBDaznacWJ1dRjrhkCg/89kIefVeT3UHwuC+KrUxNiNVQRHGzbDnnm3t1E705ftuQag+fX7gbWrl2LT3/602hrawMgtcjLLrvMXJs3bx6y2SyOPvpo3HTTTQCAq6++GldeeeUeIURgsJPi6NHyTy/J8CpAKgtkG+T1vm5pJnXT8i+VkXHMmkRFdnDhm1oYkfCTNPR3PUej06qUgXRGpl/rYn0OTqSRGwVQMG/9QsWabasJ9AjYTi9RplyuDcMJv4jCegl1nlx4BDTbCJOt+W29vPxF5/mETL48jwrbpAAIjdC1kHb4i6zaVa/95O2tYfJXaYF9RmmaNqoaZWwNrJ/rA4aI/BoTYF2OGLzY9xrrRD9pCyDwXEKwBjuhsKjyVYvCy2xFrDZAsbOtufkjCrMnSMgua8A6tbuw3g/9yZdqOQ74FA1RxX96fTtlvIZmbN8ObNwIzJxZPcf58+fD8zzMmTMHP/zhD7H33nsDAM4//3xccskl2LhxI1paWnDXXXfh2GOPBQDMmDEDN998M/L5PB5//HHMmDEDzz//PFatWoVFixbtiYaQrTGozae/+x2w7AnghhvkQ6uUfC0wlZHzh+QB+Z1Ki3TVwcOudMLhO9q4aXlfpagcbZT2KFxIDU+Z7LT3pTbJRTafTRYsDHHhtcAigIDplo9CLbIIkULUKLOfstjpR+bPScTOB/F58zzi0oxLvxYzUy3p2cRuE7BJx9quzyyViRqU1Dgw2RMwa2IHihpe/8gouyo2Ykhn1wpRJfqulC+KeP7BsIfqpIavgd8AsPf0FrS3Aw89BBxzTPS9Tz31FA4//HD09vZi4cKFWLZsGV566SWkUil0dXXhoosuwm9+8xu4rov9998fjz/+OFpbWwEAP/rRj/CLX/wCU6dOxeLFi3HiiSfi1ltvxaOPPoqlS5di3LhxWLx4MVpaWna5boObFP/l08AjfwQ2rAWGRjQCN6l4niTBdAZmnk1etG9CQPDWOiEjYJGQFc9Er6W57RG5iLhWo5CNmuuqFh5VjlB+7HvU4clx5mPzETeQsNIPaGSIHoQE0rY0u0BaTNux040sZ0xa5l72XZsEozTXSE1TBH8Hyrcb+CA0kt1LbI9E2bW0BlqPgZD14BWZVRH7bsZERVgazjqkHm+8lcFTTwFHHNF/OpVKBU1NTXj22Wex//774+yzz0Zvby9+/vOfo6GhATfeeCMefPBB/O1vfwvdu3jxYmzYsAHnnHMOTj/9dLz44ou44YYb0N3dje9+97s11SMKg9t8evdSoH0j0DpUaXspf3F+uSj/AKn5afNpqQ+gktr1Br7gMtuWcSFlkaN2vnFSMs1y0SfDlNosoFSQWmg6q0yq/QgqI0A9hLQY23wZ+A2miXDNpIrGM9CyhPKP2NS8YuUlhDJ1xjj4hPKz044z4cbV1/qt49nmWn5+Ja+Xedb6fubMw9PSzzn0x54HWP3B0uTkqAWPHqhVJU3AzDPag6y4Zxe+EPl11wS7iPwaHmDoYD0ojY+yR2BLaB4WGznq5yAmuwEQ2i4nb8HukdTVgeeeFuhBBsOG1Z62EAJaN3v55Zdx/fXXG83wK1/5Cv793/8dW7duxfDhw809mzZtwi233IJnn30WDzzwAGbNmoV0Oo1DDjlktz1QBzcpDhkCTJwMpFKS7Ip5oE/NK6Zz8q/YJ02i5AFuBmhslcdK9XZK0nIcSZCG0Cr+2kTjVKNMplo4a0ceTqh6mzlAxi3mAeQRXuBuCUwgTBY6HgHSWwgICjfywzwmcLmQDcw5VNN4ECG8bA2RrHu1ZsxMdobUefn2MIiw645DFilzLU0Peox5FP23m5nrdJhQFlYb8LlTK189X8Pv1xnrezxW37gBEN8JiNclAMZKURaCfgUqWWXUX+PSsu/h4SLwEWZLEQ6qBptwQ31PReDvzK4gNKALfRk4Pkgi2x2rAZE1VvAHllToA3V3QmTrgBZJXPAqoHweVPaQG92MXJWkX3vtNZRKJey///7I5/NYuHAhxo4di2nTpgEADjnkEPzyl7/EggULUF9fj5/85CcYM2ZMgBAB4LLLLsM111yD+vp6TJw4Ec899xy6u7uxbNkyTJo0adfrjsFOipdeAtzzv8Abr0rvJ63JlfKSJDkBgSQ55ovydyoLeCWg0CfJxLj5gzla8HkaLtjUP26eDYybGBlpx4/QxHjEyxBlTjOfWvhZhOY44XuCBQ3nx1/GwLya/u1ZwiWCDATUNng2uWuBb8GQhfpna8C2hqyFGRf+AU04xqGI3282SydEOw5Z7WzPd3KzuEBwU+44bS9k+lWao3b8IUCu99P3h5sqAF4n0hvZxwlS6znxMsQNwOyyGpaJev44vj4iAAAgAElEQVQI9nXHJj7VTrGDMXYtRFK6fATfC1fX379cFVGDMQJqaOTo9O26ReZhkXyQTfrJlyezGyS2O1D1IfOd/H5eLoO6OkC9OyGGjoBoaITIZiGybQARvGIBolIBHAcEgjuufzLatGkTLr74Yrz77rtoaGjAnDlz8OCDDyKdlj4d3//+9/HVr34V++67L4rFImbOnIl77703kMaTTz6Jjo4OnHTSSQCAQw89FMcffzzGjRuHKVOmYOnSpbvVJIN7TvGPfwQeewT4j2/JTuWklPBSXqG1eIN6iiwJQCarAplTjZOSwojgr1NMZSE7TQHmZI5Mnfxe6IVZ35itl/kX+5RJNRc2qdpmPts0Z67HOHjEEUfIdBqhrfbbNtzrNSZ/+zsXcvbgATG/uRkzJHzI+g7/+25BRP+sKtSsAUlgWztbOFrkGaiHsJ6F1gBJ/jYnc3jhNPj9QLDNdL7ms9Y2Emxu2CZPThhx/SWGqPUAQH+3yZIPfvprax7GbzEDOZ4vq3uInKPSjSp4zL3mI7LDfLTB2onMlotkqkK9PcD2zVJWjdwLoq6evd8CcFxQqQhUSqCuLjhjJ4L6dgLFIsSQoRD1Qz6ceu1hDG5S1CgX/YODUxl/XrFUkGZM7XmaqQMgpBapd68B1IHEJZlGKuu76gsRJJ9+XwCttTCicFylUZE6ykpIM27sup4YwR9lqrI1F4B5IWry0vGrjd4tgR4ZxjQnANEbeKt4RMG0IvONKU+IsG0CYSTP45s24MRt/7a1RD5wYHnZgjNKUwzkF1U/fX+c0K8VUYMKnjYiSBfBttJF0HENQVlEaz6sQRsoWIZIB6E48qSIJrCJMo7E7EFIP4M4nl+oPWL25bXviQKfXhgsJMjr7nk+CQoh5WGpDOrYAmzfAqTTwJi9IXL1bImWll9SdlG+B0ilQL29cHKNEMPbTD5U6IPI1f2/ruEHhsFNii+9BLz8EnD2Wb7GpzVEN+XvXFPq8+cK9TWi4HmL+kXXjjKZHBgDICg8PsgmixFONkn0G1YlLQOLOKuRyJ7SUImX0co7cF5kBMkBliCPaDf+M2pwEYtaCCyGPEWUCZuXWc9TWqQcem5aE4oYDO3SnJj9zGMGIOaZWHmF2poRXyRBRLSPKUY1QosjaquccWmF2qvK/XH52ggQYUwcU6APWYTy56V2iCLAJ0ACkO8BbXkPtLMTor4RYuxEIFenphg8AA7M/LXe+MKrgHo7gbpGoFQCurrgTJwavwPWPwgGNyledSXw4O+B5c+oACZc9VZvRDDam3aeEZYwMvMkKi6R0jDVPqqaUHVTpTKSfPUxVcKR3qYg3+HGSQHZOjnyKuZlmdy00lZJOQBpk6rSGgPzjhEkFXdNw54Ts+spvwS/6w8uGEMjeiaQjXCHL+zt8yKj6hKJGE2Aa4UB4kFwxK9HvlwoCN5GcW0lgnkEvrO2EABIsIGA/SxqqWNMvfl3x749Is2o+U5O4lqbDWixEQikKxDJFXZ8wfLT2caStLDCBVsEzq7b0fSPOHKM1E6tOsWSeMTgIOqZ8XqC19GKM+DnvQehy+R5MFtSQoD49oqeB+rYAmp/F+jrhWgZDjF2EkQ2CyLyd3JyhL89oj4/ljygUgbt7ACah0F4hMqaN+HufyiEmvf7R8fgJkXPA3p7pIOmfrBpZf4sl4BCj99RUmn1MpeBklqgr6/ZL5MWLJWST4huyo8bMLExGI2BfEHqpCXpeRVfM01nZbhX9peNpLKyk/ZHSFEvrCGniHt2C1GEqj8tco0kGeueUH1i5lC1gOOmnBChse9R+ZgwgtnE2uS/O+1i1xMwc9DcO1Tn4Vnatv3dTlu3DfjXAZAYf2ZcMzekydLbpbawNCNDmiyg34FQRD+K6vdx86h2O8RptpEaIh8c6XgOuxZR9qjy8fp8UASp28AQoCqL44AcNpCuVEDt60Gb3wMqHsTwNohxkyFSksRI368HU9xHwnFlcKUClEug7k5g6AgICJRXvozU9IMghuyZ7dMGCwY3Kd5zD/Dqq8CVVwLZtK+lGY0M0nRayPveqekszBKKSlGSEyBJE5BkakwnaoJZbwuX1s7GEU0WRUpcSGuPVq2pclOkmSPTLywTANWIx1x31NaS6uU25o0Ioqg2LxMS2lYYFygBAmPx/IzCbVANVYnc0uCgiE5rhZHC3i67Tof/sWURgNWmwk/b8+DPL8e0j6kHr4NNYlb6kSZv3h5aSFuDHp5WMOMYRKplfhlMn2NpxZJATNoBbrAGmDWDtwn8fmVeAavd7DyizuYMxeOkyc2AMWS5xwaY/cAQYDnYXxVxke5/BKCvF/Tu28CWdiCVgmgbB+w1UZKgupcqFQDK4Y+g5I9UHISbUt1KkiX15aU/xdA2yY+rV8IZOQbOqPH/8KbSKAxeUnzvPWDSJNkJvvl14GtXILbjEvmkZDaKVtcqZfndUfOP3DyiXwoiAB5QLEhS1cs59JvrpHxnHX2Goz7bsVKRS0QA/95KRR5pBZI77DiqM5eL/tmNgdErJysWFkdYuh4hwRsz0tZh+oMQ1LCMdhw1ko7T0AKJBdPW9eLPx9SVX7M0ipAWyuIEHr3KM2BS5KZei9gCJGCnw7PibWqRqw4zC/d1hfn6TXvP14g8QmDPj2t+Av7AAAjWZ0AaoAj/jCzX7mhEcaQMi4jsZ1llgGQGLsSI3Rr8hPKJIcRIDRPhdthTplPdHytsg3shlFOe7EuySIrkd+4ArVkF6twGkauDGLM3MHZvCO0zodKjSkW1jdIiKyVZVNeFUJolCaGIF6DuDnlv83AIIeBtXA/09cGddpBc+/0xxeCteUsL0NoKbN8G7D8DAAVNnJUyTOcVDpBO+cQjBABlNtBzhXofVL6MI7CvpSPnFysloK8gNVHHkSTmqfnFVAZwczKPSkn+6Q3Ky0XpxFMqynSy9fJ7qQiIEuBmJUFWKlKDhVD10UKWCXhboAY0Nr4mSwTlkRagJi4QEoIBs6wtXDkp2d+BWNIIES5PNkKYB0iM/TbFtEmzFjCCdZxwWUMjYjYI0Hl7HiKXplDZj+sXMiL/qLZxgmtNOezN2I33a3/1VERtxiOswQnBwYKdWChtPsCxyaJGQq8aJSKOYF9CY3by68CCQvcT+8LN2UCNhBhBhjaB10KO2vzJ5ZHjSOJK+cuzzFyf54G2bQK9tQLId0M0NElT6KzD4HCPdSK5jpA8RqiumqKpSI0wlTZ1JS0ThQDt2CLXGzbLBfHUtQOV1avgHjJfLsqvZk36GGDwaoqA3BD8rbeACy8A0sr8qLd600c96XWDEP4hw5Ui0Nfje6em1CkXxV6fyDx1j+v4Hq3aHu9VJMnpDcY/aBhTH8LC3FznYZbGsiud3Dal8jm/gKNNhObDBU2tI+uQI4VVp6jjcELmNK05wBdGpjzW7jJR2nVNYPlFaa9Gm0OQUKM8UGNJyQqLHGTECWVWv1qeO2/3fk2FcXnWSBAfBHbp+anPyOkLIDQQrLVu2iLFj6Zz1KDHWjNNRlv0QO+/A1q9AiiVIJqGQkzYFxg1DsKxyFsRGwF+mvDklA9BaoRCzxPKd4E8fZybAG17H6KxBahvkmkW+1B+4W9IHXQERMvwj6WpNAqDlxTvvht03nkAeRAHHwI8/ijzCIXsMGYy2gseMqwFl1f2zZVmfkXFFcI3qXJoctKdv1KWXqZuRpkl1IvmZvzTNsoFGZbKKW2w5M9/prOAUEStHXHcdHBto1dRp3hwzc/S+gJmVPV7VxCrifWjEep2jfLujTVnwSJbRV6hfUpjSLffejIByDVam1y5pshJTScf2JzAHgjsSjtbRG5zF69ngDgJ0mQqLFnN2zJG89F5GetJzDPkhaipH4nw193pf3sauyreAtMo7Fnxtq5o5znh7/cbQYAyuno2xT7QO2+C1q6Ssqu1TZJg21hJaHbZK5LUSAjlpS5giBAAhCvJkxEhAFC5JKOWSqDtmyCGtQG5BkOslRf/Bmf8JDjj9vH9KRIAGMzm0xdeAPr6IDwP9MorQDEPwTuiGoVFQr8ojjK36u3AtLnBdWEISZ+TqHep0SPwdFaSabkkzaLlojxsUwj5u1IEPAdI1wG5tJyPLKt9WLP1Mm4pL+OKojKfuurekp+3w+YHAJ+UI4mBC32+dk6HMWIgFq4/uIYDlm4kAXPzJi+DRn9aShVtJEBcgpk7LbMnP+8N8IVC3Kbidrg5oLpaPaqULUpL5NUzbUkImLXNsWTqOZnHZz0vE8bKZnMc7LjCbwe9fMVUyVo6Y5upQ9VlWmRoUANIczxriwGRYYBBPzj0py3HkSYP1xYHs3ZWpekIOV1iE6C5B0BPF2j169IxRjgQo/aCGL8vxH6zg/KK51uW+yqTo2SR68r0ymrnLceF0IcSCPa8vQqoUpbhhV5Q51aIEeMgxk4y1yurXoXwgNQRR0nHwY+5qTQKg1dTXLMGmDsXtHUr6IovgQ6aCLHXvhAz50oTAXnS65Q7vqSysnOU1LpB/UK76tzFYt4/AUOvdfTKAFWkM4yAelmUpDFCmNTyipLaNKDK6Rixmlg1aGFHTNg5QVKwNYKQYI25ZsyNqlwhLaiKtmY7N/C8bM0sqhxRAjHWvFmr5hIFm7iiSM2OQz6BGE2R76VKwWuh+vVTL1429hFbdm5CN2E6bVjtZOfRH3jmvM3VJbIGUrxdzDsRVe6ItCP7a/Dyh4rAc0JNpEE8fl8vqH0DaOM7QLFP7hk6fh+gdWQMCUL2q7KWU66/3EITIUgSYZQmSiSJ0PPkvR1bgUIPxMjxEKm00VC9Te/Be2sVUvOOgahvTEylVTB4SREA/vpXYOVK4NxzQcU86PW/gda8CjFuP4gZcyCGNEnzZrEPRki4KUl25AV3tNHEo51m9O43EEoY+vv/hV4Uo82pdYdE0rkmlQ6adPVxUuVS0KTqur5zDuCf3lEu+ULX9SfNpVeZp/LVi9kp/EIbIgEGJiR5mwCRxMbntoz2xOLpOLbGFFk+S6sLCNoI4jLpMnIgK3+dhk3yNtnuKoGEtEOL5Mn+HkWEjl9+WOmEtLmoMlfTtmKIBzHtygdo5lmx/GrVKALPjeCvEbUGNVH9IlR+9kmsfPZgUqcxUK2HtykQvL9KWgES9BShOY4/uIYAHKc6vyuzKAQAJyW1QsAiQmnIC5hHNTwPZEy3DmjrewARxMhxEI6rikeg7k6Un30a6cPmQ4wY4/tRJIjF4CXFQgFobJSEctOPgDNPBwBQsQ+05lXQ2tchxkyE2PdAiIammESsl4tDe4u57NxFAd8Rx0kpElPN57hKE1XOPeWidMKpa5b3FfP+RgAZtdFuSW0ULoQ0nzqQZlaTpppX5POhRkhYjy3y7EQuWGyNSJMLFyYR2liU5hb1PRDHSmO3EKVxxKHaIMAmVhYWmAd1/PYNaIPW7yiiCw0YUNuAoKY24KRp1dE8I3sLPiCwXQ4fgNhaeLCw/ZTNaj8bRstyoh9bHImFRBEjVd7nyYpjlw2wngVZjyqiULWSYEVt/gEh9wx15Tsamg+MrVNEySPeIyFEcA9mHc+YSCUB06Z3gEwOYoSckzRlLfah9MwTSO07A87E/RJT6QAweEnR84CDDpKa4h9/Dxw4W5KQmv+jYh9o9cugta/JLY72+4TcxT1S6KthKycJjzvnEAAHSLn+tkiAHO0J4XugCiGJrlyWL4tZsqHuEUJqkEL4hyALtZWcEL6m6abV5DepPV3Lar4TspxGUHOy07A1JlujYSDA3xYNwRc4SngL+CQCRiRR3qBRc26BvJlAt0nHtHEE8Zo68npyQoKlVYA9c50e/20iDACW1hKunJUvvzWijXj5TX0tb1U7DT5nzPMNEd7ugL0TJgv9LBiRMi4NxLEeWVWt0HzwxGL6DhAMN23GBowh0z4holNYddVX2LPQznSuG5gWCZhCY6dKwnUl/pzDJYgHkTSFKjlB29+HyNQBLSMghPDJsFJG5e9/A9wU3E8cAZFr8Mk1QU0YvKQIAG+/DaxfD8yb62/p5jhSE1OmDOruAK16AbTudYhxUyBmHgGRG6KcXtRSCyLfA1Vrf9q5BlAEWfYdcwTge6mGPb8A4a+ZLBek+VYIIDfEX+SvTaWpjCRGvvBfKNOtx9Y2GQEV4TwUEFrcexMICsr+GpQifvZDlAHEkEVVTS9C64jTajkZahnnD7etMnMtig16Ahq1EwzT8zVGe2YkHTJl2utBo8qqrnEiiZqftdsjErW+plHPgLeFHd32eNT/7EGI+gyUeTdERzWxE3stZrARZwK1B4ah6/p2K79KWc3xkTKLpiGitmAMWZqi+3y1VgrebpVNlSt4v+zL1pOVpNmXB23bCmfUGEmG6QwC848fATz99NM49thjA2E9PT1YunQpTjnlFKxYsQKXX345XnjhBWzbti30bC699FLccccdmDp1KpYuXYqxY8cCAO666y4sX74cP/7xj3e7jIOXFF95BTjiCNmrLrgA+N4N0qxRLvqL3oVaoO95cs5x9cvSrDp2MsR+B8oJ5xAY6fE5RU1SHqlzEuGbOr2KDEtlJQma/Uwz0mzheUC+S2qRmTqgTq8TyofNp6WC/5LrnSn6O22ed3xPOT/oJSGxjiRVwM1xIXNpRJjRqJWQsMmB58nnA2Umfp62WTYyf1sTsgUT/PAQyVtEGfityhKrzbB0OcnXInCiTNmh9rHLp8uh25QROK+zKarlWRrYiIKXOaIN7P5Rc1v8PwQBAa2Zt53+XROZ6mqpflssyIPGQXLOP52RW6dFWl/Y70DyZA382Mn1oTYUVpdhz99KtxoZypBwH4/vjer56l1z9Abgu0OanrfbDjvLli3DCSecgPb2djQ0NGDVqlX485//jOHDh+Ozn/1sgBSXL1+Oyy+/HI899hgWLlyIfD6PRYsWobOzEwsWLMCyZcvQ3Lz7+7QO3lnXV16Rnz29wJ//LMkEkISoj0Nx1fobISAyOYjph4EmzwK9/Qq8J5cqcjzIOhzT8/uZ7UavX46+nQhoiMoFGoUe5qAD30QKKA1W7XbTtVkSJt/Ut9wXrmNVMmTqEnkACX+hMME/AJnvtcoFL/j3agIwSnuD/90RyqzE4ppbVb5c++AOCjo8zjzqsPWjgfydcH58DjDyQGQ7fUtLDJCOLrsy46qdRnxiVv1Lk3tUuQJmMvJNwqE5SfUMwfJ2eHHZwCPOLMnNffyeQBhHf4QXL6gD4aF5Tj5QEfCdwPQ1Ts6CdWEKh+nnGHreNnnr5FneoEAcv1nU+r5iwZcPqTRQ1xBcKB+ZblyYT4iGCiPaVgTaFDHxCIEQc13dLfR1q70FI8vYeVrVJyoeUAGAQrheuv87LiBcfwooor297g5/nJtpkPOru4A77rgDn/vc59DQ0AAAmDJlCqZMmYLVq1eH4q5duxbz5s1DNpvF0UcfjZtuugkAcPXVV+PKK6/cI4QIDGZS/OxngdtvlzvafPc7Mkw4aiG92tIt3y3JRh/qm85B1DVBzD4SNHk2aM0KeMuWQoyfCjH9cIhMRi2r0HOHJDtIYDNv9cLpUy80Cert4ryKjONm/HhaIKRz0rRbKkgSdV15VpmTCnqf6pM1yiUEzjgTrlznaEy7llDyKgi8dVqoG2ihpIRMaJcclpb9HpD1Q7+wHiMcWxMLwc6DC7mo0SojlEC+oQJF5xWVNxeQu2MkCTmRaLKsdo8mPrcf4Ri4yb83gDhiiyGNgHZtxxN+P4maMzTxSfIU9EBDwJbPYbJn+YVMx+pGM+eu8xPx3SFO+2eFID7YUuUUrqu0DgGkXAiR8utd6kOo3UJaPAtn5STTRBS8VwhLr7PrQqE6Er+m0hUQodfLLM1SkQSL7z8H+GH8S9xAR2egd+wCgFJUJNWHvYo58o6KPUAREA0t2LgRePdd4JBDYrohQ29vL5YuXYoHHnigekSFGTNm4Oabb0Y+n8fjjz+OGTNm4Pnnn8eqVauwaNGimtKoBYOXFNeulYcMd3UBzz4H/NPR0hxZ6JEPLZWRBJnOyLACO4DYcSByDRDTDgFNmgFa/Qq8h2+XmuPUT0h7PKBIjc3zkT5GSu9RWvY7kSa3Yl6ZUAvSpJqt97eb0040uSFyd4neTqC7Q5Jltk52slJBbjbulfwlF2ahueqs/Hw/WTj5XRMzkdq6LiPDi3lZl0xd9KR7lLk0cAqGFa7bxpjymEYa53hj52fPz0V96hF/Na2O5xGZrvXdaCxCPlN+Dh1Ll+z7K5VgGgGzo12uqPJwbVNp9jxfx2JJrS3p/PWAR293p3dQMbewNqvogVTEBg6m37B4UfOhtoZtLAMqHXKC7cDLb8hP38fr5Fn32IOw0GjBCtPhdp/y1Ob7aj9hV+0t6soBJlnm1YBOZg/4Al+VJ6iAIlX2bKrcEwyNGMxxkjX1seqrHWiiwAa0pKNTVHxr1KKfASThRqZvE2fIrF6BUITIU+/YuAPTpg1FqQT84AfAxRfHFV7innvuwfDhw3HkkUdWj6gwc+ZMnHLKKTj88MMxdepULF68GCeeeCJuvfVW3HTTTVi6dCnGjRuHxYsXo6WlpaY0ozB45xRPOw10992yK7kusPX9aBXemK3US6NfFo+k1qUIhIpF0Ft/Bza8CYyaIOccG5qVQCwpzQ9mkSxKimTTWRiNUJtnhFAu0JBhxYK8nspIkgQkUZfU5uT6OCsiSYqptCRJgiTdQt5f46i9WMtFdeJGyRC9EYrFPv/orEKv2qw8K8PKRRkWeJFtAbYHEGe2qwouIKrcG0rmo9yFRdWfAMLFF7E/Im4Y4DOranqMuW7yrCUvJtw1ORrSjYrbfzKRUT1PbmVW6JP9PZWWA+B0JrARdjyxRoGs6FU0qkAcTiCIqKs1YIAVp2ob8fvZQCwiaVCNz8iezwfgM6udqAiXTU8ZKbOtTmXzZsLe04cCAK66CvjP/6xejGOOOQZz587FNddcE7q2evVq7LvvviFHG47Fixdjw4YNOOecc3D66afjxRdfxA033IDu7m5897vfrZ55FQxeTXHyZCCXAxUKwNAWSTJuk788Qo9yXReA64+avYp8iRxXEYeQmmMqAzFrHmjKwaC3XwE9/TvQXlMgph0sXZ81tDaWzso/PfLVawrN0VRME8hqLYQtwM0NAXLwvVRL6uXONUhCdfRuOg5Qn/Y1Cq8s088ojc/J+mXTHSg3xIwGUaeciXS+mZxaAsLMvlVfSEvAxW4KrjXIKI0xRrPj5Q5pi5amFtAao7W7oIbGljTwgREzqYW1RPlbuK4/4jdLanh5+HpAJ+iwYJyzdDzlDRy6zyqzFi92GxhNzW47po3x9tdx+TOPNGtHPAP+vHWcqL5gg6fPTbJ7aIxF+jmWS/IdKUgSFNlGYEirJMJdHdAZ4lZlBkwdyI5jokQYRqvlTxQxjiN/gMufv58JjwxfO6XgJ9snmJ+04Z/eo/dorgTCSfVJ4XkgtrzLrI/Uf+mMchhUO4Kl/K0nzdS3VwZ1dWBEUwMefRR47TXgvPPimwMANmzYgGXLluGWW26pHjEGmzZtwi233IJnn30WDzzwAGbNmoV0Oo1DDjlktz1QBy8p/ud/QqRSwLp1oMsuBeW7IdJZqWk1tkJociwpU6anvEnTWbkfaalPakypNGQzyI4psjlg+qGgyftLb9U/3gXsPQ1iysEyP6OV6ZOw1e90Tml6eX+z3myD7FD6VA6vJIk4zbQ4bdLNNMhr+Z2S4FNpZf7UApALVf7ykE8EelmJVwaEKms6pzYbL7OzG9U8ClUA6C2lKiwfQkgoB0aM/kjRF35BgRKa4Pc8AJWYtBHMI5BfiskIERTA2rQdO7/G7tMfAj5pmHL0490bC2lKMmbIuLx1+wSWPxCbb7bjsz9zWS+1sUmNDzYQFJhkxTPLCthzBmDMtzp+aF6Ref5owUrwTbh6fnUPWhqM+bpc9q0vjgvk6oGGpt0gQSBsRnfUHgF88CBh1gBqzlIkZDb45gMtPfjyfAIiYzondq0C0nHVifeolIBSWcqqUlGFqUGV8Vtw1L6nygnGTUk5kUoDqQyE0pQliUmrFKUycgBhLEmqXn5DSyOqKTsbhOpdevhgXt1D3V2gujp4XTsgGocC6TREXT3mzQPmzev/Mdx5552YM2cOJk+eHHw8RCgUCigWpYNiX18fhBDIZrOBeJdddhmuueYa1NfXY+LEiXjuuefQ3d2NZcuWYdKkSf0XoAoGLylms0BPD7ByJcTIkRAjhoO6toO2vgvhVUCptNzpgd9Dnu+lKoQ0ZVZKQF+vMk9qLU/NOc44HLTfQaC3Xob3x19B7HsAxORZslMKR8oKfTSLnsuEIztkuSyXYQjt/pySArSY9zVVI8g8/yBiNw0INTdSqQTOXAvDeokDO98ogV3s8YNKBYS8zgJer5YJxWg+1nWdp0185jsrG7+XazqBbauitBZGnJ71W9/jCERuIsC1FPOSa8GktSqugTGho4W8hjaL2/OC5l5bC2ZtQBU2kmdzsUbD1CwNRlJa0PJ2sz4N6ZHJLh5x8ZhmYudn6q4FPjPR6z9YaZnkojTNqgWUBFNRx7GVFAFmsvKgWy3ozQBBthF5vOzWd4ukSK8zDgh+pk1VLEsCi+d5FQimfZH2Jagosi6X/KkU3Se1BYaTlyIwkc4Cmay0TKXTQDYHNGRAaTX/mdYk5vqaW7W2CzakdVFqgubw8oB26vjlEg5Eyg2mydPSz8crgfryQKEP1NcDUTceztCRoJ07QLkGOPW1e3/+8pe/xJVXXhkKf+eddzBx4kTzu66uDhMmTMC6detM2JNPPomOjg6cdNJJAIBDDz0Uxx9/PMaNG4cpU6Zg6dKlNZcjCoN3ThEARowAtm4Ffn8/cOR86JeTdmyGt+VdOKMnSnNkSplXjPmRQZu7Sn2SINM5ttG29vIkUKkEeutFuQnAjMMhxk9RHbbKi29eTnnopzHtemU1F+j6zi98Qb+rtvZ4+qEAACAASURBVI/q65EjR33eo5tWBxCDdVpudrFhmWRS6vipsnJESNfJKKWCfLkzOX8ZS1WHFU0sjIwcixwC6+RYeW3Hk5AjDHsunEQDZibWvtVMjqYN9Iewwvsj8jhECaoqGh8Ao82bNojQ+ozjEisbX4oBAFBkahxiVHpaCw/l7wTbKZAn/HoHTIQi+Fm1DdhOK7xuHi8PMQ3TA3kVoC8P6u4COrfJvldXD5HLycGp3glKa+F6IBIyN7P8+LumiatUknlxAisW/MO+iYLr9jQB63lJrXGlstJ8mM5IC1SaX8soq05wbaNx7NFaouPELvsIiWAiE5dYWDCO59fTnJmo28hRO/CkVLmi8zVJ2enr56cGRdTbKcd1XduBtr3gZOqAVApe51aIYhHUPBRuy6iqeQwmDF5S7O4Grr5a7mqz8BvArJnyZUnLJRkEAO3r4L33Jpy99gMaWyAy9bITk+fvRaqFhuvKzqvD0znLI1DCbB/3ziqIAxdAtI2D0IRFnr/Rt3DUIn9HLcHokflkG6QTTaUi1zt6ZX+RP0i9rGx+zqtIwhbC38bOmE01aTMh5qb8tZGAqi+x5R5qjpXU2Y/clBgp2OGnr/MINQq/b6AEE5FP1TwoLCBsQuHkbIQ+J2Dy29ieFzSHtzINTmuLfPs5W9vjzyVA8ry8dntqVoqo00BgDxasPInPQZbL/qDMY21g6qo0Iq8kl19QJRAe0Di4xmXmaC2NW0AK1kIB2NkB7NgitcG6eiBXD5GtA7kuhCavUhGkPUhLRUViff7aQkNG6QApiXRGaWMp+S5pcktnjXkR6Yy0IKm4hixUfwv1ulpMtNZzM2TI2iRO2zOiV8d3XNNeAbOqPVjUW8658kSfgZqSQyQIqD6htq0sl0DdO4B0DtS5XSoVoydAqCkYkfNP2aBiUc7Bu/84W8kNTlL0PODgg4HXX5cbgzc0AE89BUzbT77EEKbDkOeB3n0T1L4WzqT9gabWmJGTEhyOK80pJbWMIVvvCwG9ZtFxpeb45gug99fCOeifgObhcnQJoYQF3+XFYaMvPT+idt0JCJWIEzgA9ZKU/TMW9Y49uw2mkRizIXtB9a4Xdlm4ZmE72vC0uMaod/oHLK0iYk6Gmyk12QScWbimpMpjzrxj5lLetQ1xcGJiQqlmMtf36/YIfUFQ84OarxN+XXnZhMP2wwTTdtTzNktB/HYnNjdlTluw25HvuRtwLHJ87Yhr+HodrKOFusfSJv97qeRvSlEuSW1Ma17a4qB/V8pq7ozku5HJAfVyOZJgWpkhrRTT0kLEl1Eny1uWAjOYY33CejUoFB8IEiGZb7tChBAiSHDVpjv0s1HtR2U5OBWuMuFzc6s2be6Bdz0k5rXpWG/6ke8B9ewAGpqB7m5Qx2Zg0kw4maw53EDUNe32DjaDAYOTFFevBmbPBnp7AaguffmlwLX/GXsLVcqg9atAm9fDmXKwJLF+PMZM53VS0qxjC0whQIU86M2XQF3b4BwwX45+IzfgZULSK0mh56R882mpz9+FJp1TayH1gn5VTjclnXP0iDnktWZB7aRvCCuVlYKv3CfD3LRyEKr4+7OmMjK5SpFp0ozwuGOHrSUFyIIJLPNdC25ElLkWk2R/sAjTzNkxTSkwR8k0cmGRhk7L80Be2Z9HqpR8RxNdRst8R9qkZUiFORgF5rUY6QS0VdcnLuMdzAcErhSiTkoSqlfx57b0/BZxAaw2mi8VgGIBpAmN31MusiVC3OPQJy05H6YJKuV7JDoOqFgEervl/HzdEIjWEUBzK0RdA+Ck9pwPTpS4ikg81uwI1dOI/MFRrYVjaQW/qYGwVw4OYNVhwTJTpeE5bGPxVEq1zZ5qHF7UOBIkJRdIkmDvTqBxGFCugNavAvaaBDG0TZapVFBk2PixOnJqcJLi1q3AXntJLREA5bKoXHYZcMXlSDU1K2FWUfuIakKQLzOV5HpEal8HZ+YRQNMwOU/gpCVZ6ZMrjNAU/shYbwtld2InBSoVQG/+HSgWIKYfKjtTfaO8v9TnmzQzdcojtSw9TfUawmydfLGKvUFNLUBI8IWrXs+oO6sxA6f8Y690eGgutQqR9gfuHBOXlG2KDcwN2nOPzPQX4yghNUZL61TkYfZ/rKiXvqw2VtckZhwsuKbFNFStcZk/S8vSGmiApLimJWCcfYx3YEoJQPVpLBNqKzBNmGbgVYGoaI1LbSBf1NpWSWkUSgMrFpmHYlFaNdgaPRhzYVppXFnltJI12pdIqR2TdHy956fe+LpKPyFA9dMC0LVDHmpLJDXAhiZ5hmkmGznE2WXoPsHfu/6I0IovtFWGm66rjomJ/wj2kbKSE5UyqFKWlqdM1j9gXGt5zLQZSE+ZKcWeNDmStexDT5loWeKmgXIR1LVVDqybRwJOGrRmBUQmA5o0E46WJcU+ZSZtksT9McPgJEUAuOkm4GtfAxwH3vTp6Lr8MtTNmgGnoQFO63C4jYocyyU5T8hJwkmB8jslOXZshjNjLtA8zHec0XZ9Lbi9CgBHak/lklwHmEr7nU4LfDctNx5/80UpfPaeJju/3hQcXrgeeoS5KybVsspfOycY1EJ6WsNTBKE1VAE1r1mRByALxx8smH1dmcaj687nkdh3qRRyB4gSI6yK34aer00RN4Nyc2oUeXFvOsfxCYuvtdJ/Kp7eocQvuxRgSCmh5qi5Ka3xl8tqCU9ekoESiKiUJVlpTcw4cRQkwem4WiMrs3bkZsE0c6nPZOVzUOZCKWBVmfXmD7k6ObjKZAChtDB7DWRVc3CU/ZdpTGxQQ4A0mfbslFpFpQw0NAL1jbKsIQ9JEU438LtGhHbbQf9EqOdI1bsguHOTKZ5NUspyoNf06WekHXFA/mDYTfl9hUiFVZ/TI102wN9pZxfmAcMJ22sfyZ8vVrIIjgv09YI6N0vZ1dwm+8/6t0DbN0FMOQCiqdUfRBT75IAm16ic8j6eGLykCIC+9CXgz09DPPx7YPgwFDduRNejj6Fu2hTk9tsXIpOBY61v8SEFI+3shPfWC0C+G2LmHIimYdVHuZ5aLgEoMlJapV22vl7Q+lWy0w0dKYWx3qUGTIDpjcFLeSlQhSOdhdIZ/9gpTUZuWplA9IiXmXiFw0yqCq6a49Qeq9pcak7yEKBMzjf3EHyiIvKdkgq9Ukhl64B0FpTv9h2HjFaltR8vSFyacG1nFpuwzObDrvS841okF4omrtpuz0358zGy5aXbfCHvb4hQ7DOkRCF3+pJq5wJIxysVfMGoTWABTSwT1Lr0n9bKMjmITM5f7JzipJuS5nWz0TLTdLkGG5g7rQLupcvnHvk1AiPN6mRFgBSuPV2gbZuAHVtBqRRE01A5H9/UIsnbL0Bk/48oaPV4EfN9oe92iQ0R+gNYwef3DOFV/H6tNW699tGew3P870K1P/G8KqWaHFx8MiS5/jCVihhADAAEhLYAqJTVuy38sgNAvkvOCRIBQ9uAXCOw5T118PreEOP29YmdSCoN6Zw6bipOXn58MLhJceQIYMtW4PcPAEd+UhIPBArr12PHvfehbtpUNH5yHkQmA5HJQgqOir+mSL9MqQxo+yZ4b/wN8Dw4+38SqB9iXgozAtXvtRb8moyyelmFcosGpMBOZ0GFXtA7KyGGjpBxh7RA1DfJMhTzMA486azMp+CbT0k4ALTWCJijpDwPcB2YdXeOY0zFVCnJeYpsvSxLuQTq3Apk6yGGtAAg0Lb3gN4uiJF7A7kGUE8nsO1doKUNomm4nBfr2CJfuLomiIYmRRp5CDcll7loszCpORX9rqvz5wLCRZM6F/J8Dk4PNLTpsFRQ3ndlWR+ujZWL0oRY6gNx93o9Z1ZWmqib8s2C5lO51HMic9NSU8vk1JyZ2vEnU+c7e5Be4FzxycU2/+rBju10FAATiAGHIvjLAhwH0Bu2c4ct7mEbmKeNe305CTGCJdX2amBGEHIA0d0p5wMhgCFN0hyqtIWgIHf0SxCTVxwiSNhsuu+bl+NGpAEi1J+8DbWGZ7Q8z+x7GjBpRpg2A+mycvhkqGSGm67qTWrKaeaPK8baEHsKR/WEgq3qqXeAoAZZaqcrzwO6d0iN0HGBllFAfSNEdye8VS9KbXbqQXDqG4PlK/ZKMsw2+NtVJhjcpIhXXwWtfB349FH+sU31zUBdI4QQ6HvzTWy97TbUTd0PQz97AkS2To7gAXYqhf9CEwHYvB7eWy8CuXo4M46AqFPHSjmu7HxCSA0AnhTKXkVqGq7SHvhiYsAIbMrvBHp2QrSNB3VsAVVKUsPJ5CCaFWH2dII6Nsm5HaVdwk2BOrcA5TJEywiY5SKVMsgrQ2TrQQVFVnpDcYJ8ibPKDAfha4JmTlRI8ygAUVYbB6TV9m+lvK/h6RNH9CS9QmD0XMhL0qpEeCNqd3rbpFiyzIpC1EZiTCvTC6GlBpuT9VVrLYUWmNpMGyIzxzehBhyCrOfHwTVXLpzt+VutEXssf0/tUKJ3CeHetLEEx8y8AKuDgJnHFIDZLSXghYngPfy5lctAdydo+2ZgazsonYFobgVahkE0tcqdm3idI82wFukGc4iHsR4Iv/4WSOfH5/DMgEeboFN+O3LzpiLAmkgoNPdokSF5sq1SqRjnOTs58uuoBtOi1jk5dS/ZYaU+f+Dspv02q5SBrq1yjtDNSI2wvgmiXAK9+TJoWzvElFkQI8dDOE7wfS0pzTCVkzsEJWQYwOAlRSLge98DVqwAbrwRNGK43EGmr1s++NwQsyl2/tVXseX/3oq6mdMx/PNnQWiTqq66XiwMAELAy+8ENqwG3n8baGgCJkyH0zJS7rZfyEstLL8TtP192RGbRxqHDmNaTGchmobJMngVUE+H0X5ABNE8DLT5XaBlhHTI0WuUAKW9ZgGvBFHIW+ZTJRi0qSRganL8OUq9GD/bAJQLUhvTgqxUlpqmEEBvN2jHZqBpqNyuqdgHWvu6HGmOnSSb6d23QatfBjI5ONMPARwX3t+flCbn6YdDjJ0MWrsCtGmDnBuzTYp6F4+M2pQ8nVNmRm2KTENA+OSlNSSthTouQrvXAL6AjV24z8HNsCxa7HpF1yesSpnl4/lxBayyxGiJtjcsJ2Ezr6nq6AGBLff4/abPRpEnI2tTBgcEuSUXtm8CdnbKa0OHSxKsawhrTJHrVqNNrZFtbMeziIe0mVfPG2tTdqXoD6RAvtbsOL4ZOm5t3kCFum4jyzwvlX1WNscZGBmSJxPxPIQPKo4og/7KwzTxC/gbduh0SgVpFu3eLt+joaOkAkAk39G3VwAjx0DsMwtOrt5P2wxee4FsHUQqK609CRlGYvCS4nPPgY48UmoeZ54BLFnkdyooQVYuyjmkYh9QqaDn5RXY/Mvfov6AAzDiwi/AbRwC6usByiXpdpzJyvvVPBcV+4ANq0AbVgEjJ0DsM9vXNAEA7BRt4QRd9rND1BpHT2lvanlDpl6Sa+9OoKdDEub2TfJMR30IsRJqpCe/oU1M6gXu2Sk1KQDUl5fzPb3dQK4etH0TaMcmOOP3Uy9oGd4rzwDFApxDPwXUN4La14FeWw6MnwJn31lApQJatxLwKhATp8u0871yP9mmYf7C3Ir2ZJPzqOFXSjDBxcprm7qMIxEx4SACH0HtpMo1Qzha82Kbv/N8NLEBMHs5mqOVSCbHl05EEYDW0LhWqZddOAJmOz8970l62YWHgKbKEUeizGM1sKxG6METN6P6aRghWCoC3V2gzm0y/0wOGNIM0TxUCXrLtBpHtqF4QKTDGM9fE50e3BjTpl6KxNfjaRNnSnqA82UoKl+hTcl6uqMfz9H4wnGC9tPwN9IuM5Nx/5pmQKM0ZnA3WkuNIkHA13y1Q49uA41Crxy09nRIImsZKQfiANCxDd7rzwFUhphxiFpK4QTL5lUUGdZDuBmpGdZA9B9nDF5S3LgRNGWKfMkWfgP4P+cD6XplPlMvVbFPao6lgtRWGlpAqSx6nn4am37wQ+SmTcGor34Z7tCh6mQEAbnTS7BJqFgArXsN9N5qiAnTISbNlu8m3xEnnQUJV7nLq03IieT8V18eRB5Ey3BJvL07pTbWuxPU0Axn4jSgYyu8lc9JD7/mYXBmf9LUhdauBHV3wNlnfxgHGNcF7eyQI/5ete9qY4tsj1QK6OkGUmquslKWL2tOmYK1401abetWzCuvNcdfLmJvh8eh1/FpYc2cXGJNjwZMq7GXZwC+cNb7TQYOWWbmST3vRhQknmrmT56/Ka/6BILpa8Gs9+Q0nrLkrzfTDjO63FHEYgQwbyNWRsE8Y+2NC3R54zQ0Ic99pI6toPYNoC0bIbo7geGjIUaNh2gdqebG7ftskyhrk9j5UFN6f45N/xVVf9cDj8D8XTpIfGwnGVMr7aBlni18z9GAeRMYsHYT430qLynSKPapvY9rWzPokyGZdwsgX6u0vF4DJeBLxRzX36WK59vTKadMejuB+ia5fKKhCYIgtcXXnoe3eQOcfWdAjJuq/CWsslXKclojVy933MrWf6zWGu4OBi8pEgG33w688Qbw9auAumxQ2LNzDqmoTsTQJ2xn60BOGjufeBKbblqM3LQpGH35/4fUiOGqM/VJYkmlQR1bpWmvuRW0ZSNo9YuSaJ00kKmTe6CO2VsKBgjQa38Fta8HxkyEs9+BSuvqkQtjKxW5oHncFEmO+R5JbKk0KFcPkc2B1q0EFfsgph4KJ5vzNzAHSQHqVWQ9BRfISpjq+UNu4lNmWBR6ZP6ZOt+LtSavwRgIIcugSSkKeh5EH4/FiU8LUO69KhP2SdN+3tXMo1qL4x6u2lSp8wns7uL6+WghFtgFhmuiQIDIA2ViGqBewxggOD6fqetv/tmV8Muv09earmpP8irSUlDok3FzyiGopJZ6ZLIInHIXcM7pj/BUvIrqY6WSv4RGL0PRGo0+kUU7iekNrSO9Mv1BSMBUaBpDqOZhpmjumbsrZj5jIlVtyU2k3OvSTfl7I9eUrCp3Wa1/TaklFiaG8OupnfT0weF6CsRNw5y+ocvTvV06xPXulBp9SxuovtFMK9DaVaDVrwAtQ+Vxdk3DAmUOkmGv3DXITUnL1Md4ecWuYPCS4i9+Afryl+ULPG0q8MgDsj9qTRGAWXuT75VEUy/3HaXuTgAeaN0boPVvoevl1dj8+HOo22cSRl36JWSmzwZ27gB17YAYPgrI5KQ3ZioL0dwqHWXeflnOqY2bBozaW25mbF4OITuik1K2fK2t5qQjkOsG10+qFxOeB1LHSdFrf5NeY/seAKHmB3wIM4cpl12oR+hxrSriJdc75gP+UhAuPJ00AI/tk5qWZkG+l6qtuWiTpYB8IYUwHpvGlG3WQ8ZrPCHS0cTBTa86rl6SEdiaThOQZa4EIjQjVg9Ohnqdo/ZY1GdkcgLXQjpEjjFaorBIzq6L0brZkgwGIsgRf+d2OSjb2g6RqwNaR0GMHA20DAcT9+Hnw9pYmjY9td62yLS9kj+Xpb0azfIEtfRFO2gRrCUzvD3tNrZCjKnZN3GbJDw2cNidua7AfKFjihUgDUfNvdeoGcpbVS3IA/X0QNTVBzxRDQkSKYezPoCEGlxnwtoxVYDOrXKT7Xw30DgUomWkXP+pBra0fQvo5b8Apbw0j47a21oOw+tVUpqhJsO64HxkgpoxeEnxK18BLV4sJ5nr6kAvPQ1zmKYQ0lOzqRUA+bvjC0eSZjrtL6koFeSyhFQdOu77HTbfvBh1s2dh9NevRGbk8HC+euRNHmhHu/RUJYIz4/9n702jLLuqM8Hv3Pvm9yJezENGTpGzMqVUamCQMWAml102UF6mcNFA0QYbg5k8lWt5VQ/lrtXuorvL1RbGZrIxg8pl3BhDYxtjBAIhNEsppaRUzqmcYx5evPneu/vHPvucc+97LzMR2BAmzlpSZka8d+d7vrP3/r5v/xjU6Ja4e43ybcQa6J6KYdt2vbjK88qdBGqIHv8mVHkYau+tzLZMDmHQiiG5RG7apCA2SaWzgEoxSGttEgplvm7Suuq6SRXf5VCKQdZlXvKJWkAToJfowdXyyVwfY4gmjzGRmhXQD3W9SCb/KHIkGSkLTIbxGF192+byCIgpC9ISvRtDgii+jV7kFXHoabVAV54DXT4PLM3ywmhqGmpkEugfYEZu8riEXSiLHvFMdTw2jQG49ODzndqnMHxjEY8cnkSrco6JfXcsNPic7OQfOZ/j62c24U49snB5vnO4iS4RAwIDGi3N4szm9TFcY0cxNijxX5oNUBhCFUuJfYf83kdOStRPdb5JYQAsXwGtLTOAlQZ5nir0w5DkWg1ET9wPmjkHtXUn1M6boEoDHeBtzitos7QiV2IwFOOHDTB83mP9guLRo8BLXgKsrrLn6a+9j38uHSckhdVy6ntK/175EN9JCvUD3W4AXgqRSmHx81/C/Mc/geKLX4zJ3/5NpEeGYWoAUcTbkZVfGGgZx2GWcey5lckpvYZMXBTpNK9uVSXWZACDmcg+mnVgZR7Ro3dDTW6H2nNbnOYtUYp02/DTWnAe2X0oZaM/93tBi48nLVFjciQmPS+l06696lx6Zax8K0XIZAF4fA/cGiwfRPdrZCIxZ1qJRWMqXtMzzZVDy2QUUFBArG4X22+XBYDrPSp2fyZSDOxnXLJH1zqmmwp1ANclzHhKe4Zqp5h0htOhTT3BprNALq9Lp3r/IkYPRc4iIKjvSzLKS2WtVymuMVcqD0bGQpFlgCbPiw+o4+vmJyJyd5yEYkBoFhL6WXi+E7gAdlIDK8dioraWsb/ruackjyB5rLUq35tUyi425By1JITP0kmfAsz8XrwCVFdsA/T+ESbLeJ6pa9LJpxGdeAIqn4M68EKokSndYADdjyto8cJWwNDncs4GGH7vY32D4stfDiwuAv/5PwO//utsdC3AEmMKOpOWTKwy+fESmx9OcZABELYjLH7uC5j/1GfR/4qXY/zX3s/gaJazZPdDBIoi0MWToNNPMgts7wtYLB9FttZpDMA9XinWV/l4ckWOYCN9DF1qP0QEmjkHOvxNqG03QO25VXsnJtKAAt4mrdjDLk4pTosFbW5ErHxesXq+NRWQ7/Uk3XSLFK7zcfLEUk0mEsBY4bm2b26K0dT/HBKOAcvEcYnMwdQyyfleZI+hWw3PTXEmt+leQ+M+k5RxOLXSxPUgIk7nL88DMxdAS/NAoQg1OAY1ugnoK+vorhkns4QBrJ9qKt5ZQksXlAvWXQkmcp5uDVg5iw0bzV01qnXPR/6SFOKrRCwmkdz3Y9K+GnkGsOSoNJvbd/UYvcq0F0u1QvE74ntWLpLKGCN0JfsnBwgbddDyZaC2yt/tG4TqH7VACDAQLsyAHv82qL4KtfcQM8a1xrrnMQVNnjvyfQyGXkq3qNsAw+/XWL+g+Na3gu66i9OnqRTU8txVHgzRlHl2wgIsgKSyJpoicaVp1oCghbAZYv6uv8Din38O5Z/5KYz96q8gPZQARy9lfEOpvgY6c4RdbKZ2Q+17AXufBi0LjpYLzgX4dpsnE5ngOoayLx5FoPPHQUe+w8C48yZNAXcmfumLltLp1tCJTDMFTaLQBB7f6S8pqd1eNcmu4ypAKKtoWdmmNOU8Cvjl7gaqBsCArpOyeKgCNkr0nFSoRHZuh4rYtmVTPUgnsUhR34tukaJLGuoKoB7I81gHeuEM6LljoAunOPLbshNqbBKqb4DPIZnaNK2SHND203Zy79inA2TdRPwdqWbF1yVwfDK73m73/uhFVpIsY7IbvgUJ9/cuUH6vw2iJO2UZJn1cX+Njyebj0ghKLGa7DJMqjSLQ8iKQ0b6yUlNNZRJpV+da1CugpSsc9Uch0MdGCCiUHSDkzFX02LdAl89CjW+C2ncrL6J7MEMNGIploYCh8liD/CPQyumfeqxfUPzd3wV98INAowGMDoO+8UUmH4xutdRokUYAAJQ1YSY4tT9lJ5hETcLoBNt1BGtNzH3mv2P5C1/E4L9+A0bf+UtI9ZXQ0X1Cr9Kp1QCdPgK6fIYZqtv2d0mHKJvmatV5Bej7vPJL52FaOvHRaFAHgIhbYZ06Ajr5BHu2btmtV46+NQqPxJpKp3xEbuJO+O4gsmCZyVk5R2wy6haZQUeUjiWZpFqvYzIy5BlJrRrKv64BAnFbNlMDdOqRXYkuXjy1ZpiojuZNADBWU0zWAuXeumBo65pkjjsCVhZAC5eB6iqfQ7HIBhBKsTtPNm/reVJ/yuQAL2VdeJL7joGbc178Q3vd3WN1FxRiTiHXqduip6to3w6Sbcm9cWQrdkvKISP5NmLtiDy/i+FmeLpEmkTQYne9b7EVvK7nzvFJDQNQu851w1oN3tAY129jMgu+EiTZgOoKaGmGuQIUcWq0zwIhH58G2RNHED37GFTKAw7cBm9i2rpldTttObmWLu3kSyytUEprnTfkFf9YY/2CYrsNfPCDwJkziP7dbwEFAhYu8YM0MA41OQ2l3WR66u5kMnMnIYpgaPWydqTIeHK25xcx92f/DStfvRvDb34TRn7x38IvFNDx8mnJBNUq3Ix48TLU7tugpm/kFy1oaYkIdISQ5eimUWEgkMin54SiaxdBG/Tso6Dzx6Bu+Qmo8a02/ZJMqXpi2dbm48uV+OfNqj3vVNp2hBAWZleK/Xf52ChPMxh9W+NNpTX9PwAQ8T2VtKeYfLtgZvYNu3+XVBM7x9AuDIxERV9Lmay7RovK2RZPiCTpzFbTkoEEtFsNJkW1WtxKqV7lzED/INTIFFAe4gjKrYe6wBrbtbLPnoAs3GPvsiBJSkBkOxJpJ2t4ki1Jfs4M0X9G9io7zEvZTkdE6J7D92NImtsFpdguid+TeoXLD+ksunbFcIdS+tf6mgQtvn8UQUXgBQsUVDaX/CJIgZ+nyhJHhK0mgB5AqI+fFmZAj9wDqi5DTe+Bt+NG7uN6FfG8BUPdIEDAEFgf8op73wDM3gu8+ptAed8P+mie11i/oAiA/sN/j+oeggAAIABJREFUAO65B+rzfwkMlDl6WrwELF7W3p8FYHgKqm+wN/XanYSEtSkpOHEn0atfArRpdR2tC5cw+6efReW+BzD6S2/H8L99K7xcLtHDUVucEYEWLyM6+iBQq0DtvhVqYhtUL2BxyTipjD0OeZnNxOZGpk3Q0UdA8xfg3f4q2ydS6VpIqFO02SLvQwT7ng+Xum4vbmQJO3IMMvleCxT9tK35CetUUpnuJN2FLcjAkILpAB8TsytrgiwTi6nfSS0wCRoS4bmRVWSOgYQx6npsSoZBHFhAmkyRYW/X5QUWyz93DGgHHKXvupFZovlC90jTADwAMQ43ACyRXKIGmayLAzYCk+ckmWKW+wbYayXn7R5LByvWfsZMzCKpMQzdxGMSasOHbmSc5xMVyvEj8Ty4v5bj8jxtVHEVjaGb8QHZ+xu27f1UPmhlCao8iGQbKFJKe4wucEQYtm1EWBoEigOxFC0Je/TRe0EXT0ENDgL7boU3upk7UFzttPlAddmmqdOkGgDTecez+Id8fK4fCBvAj30G2PYLP+ijeV5jfYPi1CaoS5dB//B3wI/dAWk7RABodQ6Yec6aTY9ugRrZwrIGvcKPrdglhZa0HxPWqmfTFSTi93oFjePHMfuJT6N2+AhG3/VODL3xDfBSfo8oBKCFy4hOPAYA8PbczjIO5QGUYJ9mcnzstRX+megeuxJblPkrhQHomYdAlSV4t76cDQY8JyIWtp6AipyvL6nlyDJVpR7YqNgosueLmYjg5Nol/y6TiDidhG07SQmL1mzSSX/KfboW09PVL1Jobf7ElUbsvEz3Dd3pREgLrl9rKgsszIDOnQTNXWQG4egU1OYdrF8t9CHelFeOxWG7JtOxXaMz51xlEWa8X9373OXzbo9J12EneW2ArsQfc3tkYRg40bq+7socN/UgzHwPIAjwdsMQRoLTS37QrLP3cKFkBPDxU1Vmc2ZhKw5TwtCUhWIU8NqktgbVVzbaS9KMVVqZB5ZnYLIOvYAQYJvEU08jevJ+Xl/uvhHelt1A/wiuZUxuz63Kx1nod8BwHcorFh8HVp4Ctv0Pdo5ZZ2NdgyKOHgUdOwa86mW8wqKIUymFMpSf4gd8eRZ05bReIQasDRqa4LREt23KJBwR4Ho8utGKeXGVTp3VUT9yBDMf/xSap89i7N2/gsF/9ToW2rrNhXXkSADowjHQ0QeBfAnevhfxMUVRJ/tUXkppUBpb/fce1KyDnn2Eayz7bgeUx2k9Ba3ZCjmSzhR0z8GajeoME1E2Bi1zCHoTceQxMt6x+joKw1O0m9IiKykR6TXc2pTLGtXRCwEmDWajPEeYrutMcfKKb2ti6RxLXJTPafLlOaCyDGq3+P4NjHAz3yDgFF1KXx834pU0NwHGPCAZmZl7JpGvAzwmcnVA0PVvNeft231Qt+0novBYfbAzbWscbFxpg9ismf/LuZI9pq4A2GVRFPtdl5+7gn33T9mSgHC7yc+9lg+ZT7lRndyPoMWpf6Uc/WXKXg+KQGsVtkZLp21trtVga7XVOQB6sVHSJvndgDCKgMVZRA/eDaosQk1uBvYcgjc0wX1TrzEMGDYcMJTUqCsr2xj/5GP9gmIUAf/+37M04847ge3bQc01/ZC1YPrpyUNfW+WuFi0rslWD45zjd4vWZjLRE5NMQsJ4c2tU8qJ4KU7DteqoPvgdzH7kT9GeX8LYb/w6Bn72Z3lF26xzLQ+A6N8oikDnj4FOH4EaGofadYg7ZnQbSuqQTa0rTMkSHj1X6X4a1G6Djj8K5ItQUzuZ0JFK25oYoB2AnAnYtSxL0vdbWuTv1juTq3v5/rWAT9J4UgsEWfITyJIghOUoKc7A6aEo6T2JAkyUpydEKCipLcp1NBFFZCOjWgU0P8M9BVNpptGPbIIqFLSllzBZXXBJLB7knHyt1TSpXYl+XeBw7pssHuA5z1diuwSY7vDGOk91plBNiltvN5F+NVuV1HBKXzvn6MyzINFnMiqURUrnDe087m5D5Buqy7MDATjiexKFbNaf6DphPhNqZ6gotMxdLx2v7xnQV6ClRaBYYlegZo3rg5UlfgcECDsiQud5bDUQPX4f6NTTUAMDwO4b4U1s40jyeharcjzdwNDnvp7Xs+jdGP94Y/2C4le/CvzczwH1OvAvfwr43J+bX5FIANqa0JHJa3f4FIPj3HndfzHNfw5OQA1v5tWjTLTd5AIgTQLJ8ATZbsaBQUen1Kyheu+3MPNHHwe1A4y97z3of+VPdKl98GRIRKAzT4LOPMUEoV23WI2j9FMzJ6cJKSKMl0hKAMZhqLqDamugC8ehRjYB+RLXYjJ5gAIb3eWKvL1GBcb2jGCBSx4VEY9/t/INX0dq2t6OPF9LJzSbsdXkySKd5ftVXWGf2dIQR7WtOkwD4ZRuCJwShqAAZ+BEXvFrTQBQrwLzM6CLp0BnngV5PtTYFNSOA1Bbd0FlMtqgOhmNObVJiUooAiAgCLtfd98SfZF+fgQgTU2UEp9Xdh/iOSrSFpV4JmM2d470JAFMJIsbUyO0aXD7fwUTxXZNjyKx3atFjF1+LufjPi8JYgxH/W1emBT6AJBZsFqWqBbjtxvxDIDqbP5L8h63mmzNVipxc+qlGX62/BRfl6IbEepnSYAQ4PTo2WOIHv4G4CuordNQ2/dDDU7EzLivNgwY1jWRzgVDV7+8MX7gY/2C4vHjwC238N/f+6vA//o/Mchlc3ZSiQJuDdWqazFvjid+PwPUVkALF1jXlMqayVgNb+JaACJ+kj2/c6KT4UYyQOxlJyJQGKJy99cw8+GPwcsXMP5bv4nSy17OTMSgaVOKOsqhRg10/BHQpVPcSmrbDV1dLQDYlCrIuuJcdXA6iVpN0KWTUMOTDOr9wzwRCPi64ApZzfdIlwZtnlSMjyrM+ZBbR4s0GPjaC3Z1ngGt0M/nUVsBVMr097MM4MSkrYjvifi9xkg4cpr6eH0fFEZsmXbyadCpp4GVeWDHfng7DkBNbmVzdjeyMtvQka5EYz0jRZcRK9mFZD2xs+tKPNJUNpth5C8EKyURqYRDtPGUI0Nxjtn5XCw1Kn+KhCJZq7ye9GivWmjs/Lv82+xLgKbzuyTp+nqVzytXZJN8I8/RVmb6GTam2lIrTwyS60AENBqI5i9DUZNLLClN+ioOaNbogNZ/UgykKYqApXlED93NDXvHJ4BdN8IbmeJo8joXgnEwbHFpR95pxXrK9Vp7++c61i8oAsDJk8D588DLXhYXx0s6Th5y3aU+Fj2mdZf2VoMZq/UKSxSko8bAONTwJr1SJZ3yRPfUloCGRClC+siwJi1qN7Hyhc9j9kN/jPT4GMZ/49dQvO02y2xMDKpVQCcPg5ZmoHbcBDW1x75I0uLJjVba2tc1nQXciUJpHZx01nD3UV0F1paBwTHu5zgwylT0KORDEtcOMY82pBf9fdmQRDO8Qz4GgBcZ9QpQHuVJ3/jMlmy90c9Chc2uExtvTs6l1yOqOP2nPVWpWQddPKNJMas8aU5uhRqe0IDrQV2tRmnMHYIuoCOLA/1dAWPXCk0IL7HvCHkmigOeAaTIbk8prcP0EgzWLkAl4BjamrX5hKSZlaf7bqoE01nZ7YtFXq8UbMfv0ON+JY5RTDBctqy7eIDW+zXroOoqVLGf30dhiUpWwDEzUG62omP3juYwaINmzoMq80AYQOWLGgj7oUpDDIipdMdiiACg2UD01EOgJx+AGhoGtu6Et3knzwcJM+6rDQuG2tXGBUMorVf9IZdX/IiO9Q2Kv/d7wDe+Dvz5XUCpGJ+Qug5+qck0PW3xxJ8rcX1p/gJ3tS4N8wu5MsvU6OFNzDQE9CSn0y7GyzOydS0i3SomtGkoXT+J2i0sf+GvMfuRP0F25zTGP/Be5A8e0i+76PVgCCC0uoDo6fuB2iq8XYcAV4MI2NW7REzCskuyRGXFTbAdRJQH+Bluq1VbBpQHWppjeYFSoHbDgpJQ4IWVKFKNdNb6SprmyIonYjFE9jV7TkwUPGm+252dy8emJ1KxqItFgr65/hQFnGqrrjE4FvuARp2PL50F+gZ4UWN0i871TRqSJ9OSrrdqEKBT7yhRmFsb9OIyHvOdxDNo5C6kr5WOfJP1QRds5bjdfwNcywbpNk8ty+o1UTbsuQoQuoxeAKYEkEzj9gK/JDBKfVBqfLIgNdsBTCQGmNqcWSxJ/bnddLpyuKbaV4leZXuaMUrzl0DzM8wozbPhvUmNSvcWZ5ukFwh0/hSi7/w9oAhqcoozCoMT/L3rrA5AjpKILd7CJBhifTJKf8TG+gbFHdPAmbPAt+/hVGrSnUR0RQC/qEJQ0SxPElPfVkNPUMwMxeo8UFkE+ocZNJdngXYLanwrF9SBq0waesQkHXoiTeWAdAZhs4mlz34Gcx/5KAo334ixD7wfuf03cVqrrUXB7qYWLiM6/higFBuOD00kduZM0u2WM/mnmWEnL6A2hybX5i1k9iw169yianke0ew5tp4aGtduK84KXeqXHTUcj4lEUp/M5K6xSElEJGL/loxoZAKWSED/R0tzwJVzUFt28b4adWBkE1Q6rUGsbaOVJMFFOf8mHc14vjZ7FnJMQmvoykOEhAI4hBego0G1kJWE1BS2YZrvdoC9SDI8ayvX7R4DXIvtiDzBkbBJcTrX19w7L37NO25JUr/o7lu26wy5tC6YuyQRc501AGkwpNUF7vsovrdSFxRT7au9Wy4QBm1QZQGYuwAK26DlZajBIe4qUR5hQOtGolMep/dXFhE9/HXQ+VPMHt22E974NqA8Fjfdv44RA8OgDRQTYCia5Q0w/KEf6xsUT50CTpwAXvEyy3T0NOtUVtVh0ElWMUNeMB25tJrGo5OgOGqsLAKlQW6xVFnkutTQBAOT0x6mY0LxUyy69TwtGq7HU2RKIaquYf7Tn8H8n30GfXe8EGPv+iVkduzs6nhBXgo08xzo2MNAoR/e7kPMkhOfU6kHKS0TkfZBvm/YtqbPYWWe6zelQaBY5h3oFTtFEUeKZ58BIkDtuontx4RkBD2xUAij3UxGpQICunuAvSZpjgLajuH4VdiKRACqq6DZS1D9A4DyED1xPxNj9h5kOYUvFnYJAJZ0p6mTRYh1eE+65XSQXXzrPdotUjRpXeccPJ/BXbSeJvJ36oMuUCmP92NkGm7EqRcieoFjrOTkWJ17qpLyIcCmf02KLpEKjkVMzu+7pazNuiIBqKL7NDWyzgmfo7iQdcPtJneCF5aw25T4GiBottVuMqjOX+Bnm8CuTs0A3padbKweA0JbIyf9jkfPPg568G5geAxqchPU1j3cy7BYTlQ9r/58mqtGxHXxIOAUbcpJs/raxm8DDNfNWN+guLoKzM8D09M2fSiyh9i4ysNtIkswMUeIFa0aRyR+BqguAStzTAwpj0HV11jekStx9JjKcL3B10V819UmSTqQyBGAUPHDWh1zf/pJLH72LpRf+XKM/so7kN6+m1f+4syvAZVaDdClU6DnjgKD41A7D0IVy9r/UdeiVheZvZkt6LSm/n46y9Gy0v3ktOcmgoZ1QdGTCGn/VHrqAZ7Idt3MK3sj11DxdK/70vvavq1d531nxAbvKrVBz2OhPUUMgmL2XShp5xQfKPVrgO62CdGXhjwRATApbrnWsTSeA2yS9owRXhLRmuvcIulYwKYKXUcduceyEAkjR47TBXRMvdKpaepBAkTtJt/DTE6zJsnWCV22KqjTF9O9Nr2uXTeHGyIbqZufk414hensRt7y/6AFNGqchg9abCJR6Lem2uYricyAk2blXxMzRpfn2MZR6uZhGxREIPLh7boRKpPtSuNhV5oQdPk5RPf+LdBuQm3aDGzZAW9kM1AetbyB65WUyKeIgOoyP+sdYJi+TgLcxvhhG+sbFF/0QuChh4FnngC2bev9OeU52i7PtuZx60pGGM0rdiMGbvNnyU9zdKXrjBiahApaDI7tJtTENJAt9GalKWV72xFZmzUiw6gL5uYw97GPYunzX8DAz/4LjL71TUgNDkBc/009L50BVVdB555l157xrVDTB5lQYHanrPZPBO1+mo8dsP6jvS8aR45hG6iuInr8HqjxbVA79vPk47ZzEuPx5BDwkJSqpI/EYq3VYjJOqcypsDPHoLbtZqmJjq66X009eXmaki+9GrtNalLjk/vZs66Y0GO6NUVhhVJkJ2w3PW7ASC+MPNWZAnVt3oTF2s1pRnnWXkzquk4NylwPKQOIdCQZiRqZBcW2bc43eZ9ENpLUpXaAhZOuNV933pV2nTMV1VUYLXA6p6NBxO+PGyEmgbBZAy3PsmVjTneDEAZ5usCljTCC6uvvdI2RqLCyjOjRb4GOPg61dRqYmILatB1qYAyqUO68Dtcx4mAY6DSpA4aer+UVG4zS9TrWNyj+p/8EfOXvgM9pok0qqyUXeqUsUZt0p5eJ1F3Zdww9mSiY35MBxxb/vVkHKgu8+h2cYAnC8gz7mo5MscYqldUOMsrWLSEdFRRHUUKMyeT4RWusAWvLaM/NY+7P/worX/smhn7+9Rh58xvhD41w9KcnF534Zcbl6SOgK2eZqbptv44gZNXtpN2EKSr6riTZIq2blJp+inYwEekyosP3QO28GWrLHp7oksJ/FywBsx+qr/HqvtEAFmahprbp845YsuH7FgSvWtuia/wemtxDDisWzjElonVXFiFAKQ2fu9UUnYWS7WfYRbYTMyd3Uq/6vsWAxkvx32S/rhxDeVACVC64y2srTOdeUaCrNTXnkkhXxoDJg/GsBWBs8RxtowEG1yPWT7GMobYGVR5lFyCpOycjTbMv9xAIqK+xmH5ljrW0Yh6fKwD5fqBvCFhaAqCgRsc6wJAA9qY9cQTRt/8GGBhh0symbfCGJoD+UaiUb+85uv3ZfVwTDB22+cZY32P9giIR8MUvAufOAW95C1DI2sncyBPidZnrGu5q2vWXBPG7FLF4mERAvLbE+sax7aBimf0SF2egSmWgNMB1yqZ22VEA+oa11VnIGklJY+q0JoiglAdkcmhdvITZD30Iq3d/AyNvfiOG3/A6eP0DQLao5xSpb0UcOZ48DFqe5ZTqpt2I+3Lq6EeBGZthwNFnrk8vHurXujCQeiVdOMn9HG9+CdTYFq6B+mkYizPP58g6aNkJOAz4fLM5mIVHsR/KlXNcZ+rKDEl5uuDXa/WfFMtLvVGpOGnFvVbyHZn4KbKSCSAOrIZ5KqDqbE/So0AsUmUgDG1EberNHlTMBUdvx60TmoWB7MOP/7tDSuGhu5+qcmQ8zvVvi2mAb04RkfjINu2xprSVoZ/ixWIm171FWiItCoBBtF5hSdTasu3a0m7w4rY4AJQGoJSHaG4WXn+Zbd4ycWkEN+C+iOjbfwuszENt2wWMjUONbWOpUb7veUWFkCtCxO95FHaCIZQFw4264T+LsX5B8ZOfBL33vUAYQt14ALj3HptOcjVmrtmzvPyR7qgtqSbp0Ser4m7MP8+zaSJJwbbqXHtrVHkFqRmsSOvIL2izM03fIBMEskWoXJFBr1Wzq/tUhqObKNSkIAKkk4Ly0Dx7DjN/+MeoPvwIRn7xzRh63U/DKxRNk1FToyECrcwjOvE40KzD2/sCYHIaSkT2gBbQE0/agSYgdXWmUbrDR5SIuHhQFIFOPQk68zS8W18BlIftIkRH4nT+NKiyDG/vzaaPoPKzQHNNO5Kkn+dk4kzyHb9SVhojddaOepkDVibiStnoTrSZUcSpUNmf1J5MWyOJHhEHVUldKx9s9G5ZsKYtrZhVe2lTJ1NRF5ALJcXeRU9oIseENjJJojHCf006crvBuN8z2kLP1OJMqUF8b8U60WNWLS1e4fRon7jBdIsG7c8ktUoLl1jDV+jX2QkGQlUaBAlrNGhxPbBWZ5u38oBTiiSgWgE9+QCiR78JbNsFNTYBNbGFU7Z9IyzKTxpSxP6Ua9UZLV4bDKHBcJ10r9gY1z3WLyi+972gD3+YH+N8HrhyXnfbdsBPepIB/OBmchawosDaXulB8jkhpihlTaZTGY7mWk3efipjfwcCRcRAV1vljY1sgRqc5K0uz2g3i35r8eR5rC1LsgaTQ2pQqQzqx05h5v/5AzSePYrRX347Bn/6lUwdz/UBvs+TkuczUM9f5G4cng9v960sr4gNZR1mGmv8o1yRr4+Yf1/jsEAEWlsBPXI3KAzg738RkMmBqmucHpV0qNRRY4zGyJKA0nn+TNgJvtcccr983auxlxmAGA9EzvWWCU0iWYm0iGDs/Hw/XlN0U6Ax8o7vgGbg7EeBPM8SwYKm1arxb83njIZTFmZuGtV1tAE5QK8jPQHqZGrUbbHlXgv330QMVm4tMxD5iIB2Sm+aQGtLbI4wOMGRm3uM3dKiFHEfwoWLunu89PGsGSBEadAQiGSxGJ45BW9sAqq/zIxofZ/o9FFE3/z/gEIJast2YHgUanQzVHmMZUWGQKVsFB9jO/dOmV4XGG4Ydv+zHusXFI8eBV7yEtDqKujffQDql98GDE9y2qd/iOt5wpRrMXiROwFJXTEMeOJLZTitKBo7mSQlXabBSRHi6TPDMsyBPAWqrTIZZ22JJ6rhTVB9w/yiNSrMbM2XOJXoZ3T7IR9xpqSvnUhgWx7J5AKF2pFncOXOP0T70iWMvfudKL/iJVCKOP3kZ5ysHoGunAGdeALoG4C3/w6o/mHNZNTRskxE7YZOmWnA71avadSNPIGWF6BGxtl7dmCISTMnHuPI/YbbOSpMZfibQoJJZ3mCcuUz0mxZ2jZdz0Tj+ejoYuIOkwLX4Ha19Ll07PB8qyUT4X3MncaLy3xiEpXOeiKJPjFo8b01aVcFay2nHLKNk90wtc1In2Ny8lY2s2GixAR4egng60ivgksAAsDGMjBrPGpNzY44wqPqqgadSINhIo0M83EmTq0tsXQiDLgmqMBAmC2wxVppACqVAbkLpmYT0fwsvNFxTiNn9O/nLiO8/6vAhdNQu/YDI6NQo5MMzMXBzqiwa/22d4qewZDBGxR1B8MNw+4fibF+QXF5GXjd64DTp4FPfhLRK34CuHgCWJrjqKg8zJ+TaK9VB6Acr0H9kogVlo5mlEzYpq2N/rtQ8oXJKgSaLgQHs6JdW2ZCTthmm6ihTVDpLEsPqiucEquu8L7L41CITORph/MiG8Yjv/RrDz+GK3/wIUTVKsbf8y70vfRFUGHA4JhKc182PwNqN0Bnn2LD8ZEpJsrkk01PdaQSNFlg7fucujpznLsKjE5abZwCR+XddGmNKujYYzzhbd4JZApsPN6qwTY1VvGJlGB1fSmnnU/HuErdUTSCYSsOBrGvS1So04KiHxOWbgwEfctWFgJMcoJ19YpeShuc6/MwmUNOuyqpySW/Jx0jJCUZA1g3CiSbAXHToeKe0/WZ0dGxEMagtOH2Gow2MqW1o5oZrESuAv0cS4S8Mg/KFqCK/d3vu76HtDrPQAgw01kpLi/kCiYidMHG+psGDL5zM8DgMPdMrFdATz2C6P6/h5qaBjZvAwaG2H6xPMotmgh8Lr1SpL2eGX0POsCwUO60c9sw7P6RGusXFH//90G/8ztQrRZo61bgyKNGsE5ry6BLZ1m7NL2fU3qZPFQqyyvKQBsMt4UIoicdSbWk7Kr+qobgMcFAYlLSno0URSxcltTRwDgwuhWe8kBBk8kJfgqoLILaTaj+Yd2PLfEyG/swJ4KJQhARKvd+BzN3/hFUOoWxX3s/SrcdhGo3WKcobYGUArVboOeeAZ0/BrV5D9Se26F09wnS5BA6fwp04RTUlp0MhEJY8jq7EPQcygM1mBWrRrh3JTJ53V9ST+DpHE/GgdRQoeUbLXsPeq7I3bpVNyaqEDv0PRSQckG92/CdRs7JBY+JFCmmz+Q5WT8fEu2l0uzriijRPkvZ8wwD7bDkJyQZIgNxDMjdVKCJ7p1n0q0VJq4PAfyct2rxiFiDYfyWao2qBmtammG50dAEE2iUC+h6260mA+HCRT7uQj9vql4FsjmOCIuDHUBj0qpEQLOJ8Mwp+Dt2sdzo3AlE93wJoAhqeg8wPMKt1cR2zXOBT1KlveqG3UGS5HpVFnkbhTI3IE+SkzYMu3/kxvoFxb/+a9Cb38yTx4teAHz5C/wQ5/u4rqgUd4Q4eRh08TTUll1QUzs4JWOa9qY0kQKAMCKFju7WiABYP854CgqAZkFqfZprs2aiEEk/rXB9sVFlZurgBLxsAVA+W69FEYNjraLJAkMcuXZEox64Y4SeJKMQFIVY+Ye7MfuHH4E/PITx978XxZv3c91SBN/pHKeraquIjj0EXHkOGN8GZPvgFfuAsU12olEep3XdXnXPg25O9TXQlXNQo5v42gxOcKpXmKnJDhyu5k0s0YzZQS8phr4m0j0CsKSRGIGoWxrNicZixBPJCCQiRalt6etu9J4ZrouqmOZRFlVktyHRZ0w2o4HQNRSXa+NKXdw0o2FGO6lhpfgjYl/YbvD2vJSppyv3WhhpCpmoiVoNZk/3DbK0SIhcLsi2dPulpSvaYEGTZeprDJ6lAaA01NVAm6IIQgpDrYpofg7exBRodRH02L2go49C7ToATE5B9Q/YrjWZnGwAps/ndwOKPcGw35Za3Hu/Ia/4kR3rFxQB4EtfAs6eBb3tbYAfsfTBuEgoZvOFbU5Xzl1CdOZpIFeEd8Nt3DJJSU1HvzhuKyexSpNJVVaLAoDm8+7k5sg5ug1dN4uaDWDuLNPQC2VgdDNUoQwVhSAxE6+tguYv8Mp4cLx7C6mkOwoRqN3C8pe/gpmPfAzZ6R0Y/83fQH7vDt0iS1i2BKwtI1rRdllrS5xSnT7Iq/CkTjEUUhJsdGMPAkguEsTFRSIX5fGCYGUBKA+BlueZGJFK25Sql0aMRSm1PqKuNU4z/CzLZFztHqAne6XvpcsovkoK1pBYJDKz14CE9CL9/nzFBCE/FXfZEWmGG23GdIfKWvPJhG2vFnBDAAAgAElEQVTqgJr9mrSti4nc48+YsX9r1TRTtG3vTyavgTBxTRJGByQpTjkGgMFNzp0IaDZYQ7g8wwCbL/EvG2ssSerT3SekS0pikACTNDcmhejic8D8RdCDXwNGJqC27wL6+1lcPzTB0Zs0/41JpbqBooB8d4apBcMFPu1uYCjyqA1G6Y/0WN+g+La3AQ/cD3zxr4DJca7jiVg/ldapHKWlAJwSpZVF0LFHQBdOQN14B3eFcC2rooBfHoJd1YuxeNeXpcckK2bcWpphVvTi/4kIUaMKLFzgekauCJRHoHJ9PBEobVrcrIGunOH04/AU12a6pQtlEteTQdhsYOnzX8DcR/8E+T07MfaaO5DdMgW14wao4XEGmXQOKpMHLVzibhytOrzdtzBIdztPihgwvRTXQ930pqltXWX4Ge5vWVvhe7W6BDW10xI6pGYrQ+pN4sajuz/Y35v/6UN0IkrgKlGlm37V0XzXvoceyKmzGhKSTiMquSaS0gQskMtxSAeMsO2snxKTuKRlO6JEspkL59ikswOzqxv8+5QGI+Vz41s3IoxpFO2zYupptQqoUePUvW6aSwD/fHmGxfSZAlDs58/XKwyEpcFERNjlXZC6XRhwJLtWQfidr0NdOgk0q1C7bgTGx6AKJWZrmxZNkrURAo3evkhhpM5vFoVd0sywXTBQWeDj6QqG2OhesTHMWN+gmM9zevBTnwBe+1rTiV2MrVFZ4Ak4V9RWUb7t5N2sgU4+CTpxGBgcY4AsD+t3T1lBt6SuZAWvX24zCcrfJb0qIm8ApmM60JOUI8dKS5e5G0c2z+mivmFOx0mk226CZs8BzTqnlAZGO/FBCCQAoofuAa0sAPtfiKWvfxtzn/os+l76Uox94P3IbJrkqNoQN4g70C9cZo1jKgVvz21QI5t549L2CYCRLwRtm1K92kSS0p1JXFN2IgZHIu59GLSgpm9ksHcjKr7ANioXYohjft69u8bzHBpMDRvSjVC0/lG5OleX+CIA7qc4ekUUd8VxMxIUWdZvjFTjEn4ssHJHiJZN18q1T2vv2ijihZQxI6A4iABW7iEc7HqVn6e+QY7MPE8D4Rpo8SL75+ZL/N4oxe9RKsPs5Z4RYRwUyUlJ03OnEHzlL6FWZqF27YfathMo5JkwMzjOYCUSIaXvRUeE6F0bFL9bMNzoXrExEmN9g+J99wFPPQW85U12RS2rZt0RgsKAX+jKAr9EfUP8cuuXgKIIuHwG0fHDQGUJ6uCPQ23dC2N+LSkzae4rABg5wOBKMwhd2IB6KG0QTUrr6XSUoXVgFDRZy7V0hQG+WIbK9/OqXCatMOB6zsIlIMO6QjUyCTp2GLS2Cu+GW4HyEOsWnZpWuLqM+U9/Fgt3/XeUX/NqjL3rnUhNTsRIO0ilQZk8cP4Y6NgjQN8gvN23cI0oOSQCNoxRJ4pTnr5G3czZ3WuRAVWXWeJx8glO2e24URM6fHtdXSCSfn0i9+g2/Ay6mzCYnTvfZbCjqG0WCCaS05EeM5Ip8V0B67Y9f1C8XZXLXnWZkK6+UTqNRO73fJBu6WWMBCRtn86yhaBkHkR2AsT3Ye6DBUYisNi+vgY1vsXqR+sV9vCtLHJ2Jd/H71Otwizm0hDXt3tGhF3AUNcYoyMPI7r7r4F0Gt4tdwCTk1DZvI4KRzmDI5Gsa2PndUmbmp+56dO4/IIAXZuf558X+pn9nLw2YkSwIa/4/o5jdwJXvgbc8SkgM/iDPprnNdY3KM7MAJcuAYcO8cvSrDsaOOdhFwAMQ5ZAVJcZHItlToNpRxtanOXU6rljUJt3Qu1/MVRf2aa5iOIaO+gXWGo0bvQoPfpEuiEvZcppKmv0gvFBFAGri1zDSWf5xc4WQEuLwNoK1NR20Nwl0MIlbqSaK0Ft3s0yiWvUzIKVVcx/4hNY/Mu/wsDPvR5j7343/HK/tu6CXgCEnDa8dIplHKOb2Tou32+iDTOiyIrwu5FxYqlMpeuNCcAi4rR3s47oyHegJrdDbd4FY2ru3ku5BwaMXXD00FO72HkxYHSrEv1CmbSwMsfcZbSbiHXVMCxQHbmK1ZtLuPGFcJOY6OW0ZMJv1qyrkdS3vJRulhzZYzU2dA6Ii28plMUJ6Oe+suCUE3ygusKLq6quaxf7ef/VFQuEpQFLcLnacyX7kazDhZOI7vsH0JmjoGwJ3kteAa+/n8sDg8xGdqUfNvLTPxOAND9DPFLs8ieRlpiszvN3CmU+9qShwYZh9z/u+PwY0JwDXvYlYPNrf9BH87zGugZF2r0b6uRJ0P33Agdv0hkjh8wQBvzCeZ4hucBP60linmslIKB/1OrulMfShZNPcGq10A9v763A1A7EzI3d1KphKYbaCcQ36TazGm+3AOoiIhehtstaVB4oDEFnngXNnWez8zDkNFN5CMrPcBSp9ERUX2PbrGaNu3UUyxZQjFheH7e2QGvPzGDuox/H8t/8HYbe+PMYffsvwh8a4lV+FFinHuUDZ58GXTgONbUbavpAInWm7LGLnCKrNZBdJALOiWu3GEcXGrQZqJbnET35baj9L7TeqhI1AjoK1ZZ4QCcRR1LdXSZx8xOZcKPQRLmqo6aoAJXSRB7Skg4nnQrAuOkkmwNLPVGuZ4zqr/g6SwTcqluj9mzBcbtxhl6ssJOK3q8AXEzSwc8oiRQFxLZqIhtZntGdSYbYaJvArdH8FFS/bsyb6U6W6QWMbLm2iuixb4EevgeUzoPSWXh3/Di8vkEmzfSPcorXbMphz14rQjTgl4gQrwWGblSv1Aaj9J9izNwDLDwC7PsALxDX4VjfoPie9wBf/zrwd18CRkf5wU/nmdUoABa0ePUdhTAdHfSKlACeWCuLzM4sDXCaSAvMSSngwilExx4FqitQu2+G2nGTFg0TgIjfOYlaUlrnFLRtZw7Pod8bOr6yQKWYvEH1KujsMYAiNjSOiIk6QQDyU+wTuTTD2+sb1o4x4rDh6yxZCFqcAVZmoUa3cDSsPKiuK3xOM7dmZjD7B3di9e67MfLWt2D4bW+Fn8/CPBa6Hx4RQM89C8yeg9p+gLtkuBOMl4JpLiwLg6TW0Ofu6obdKlGPW5cUDVzQAl0+Azp+GN5trwT6B6E8HWG7nxUwTme5pVDo1D/lOTF/cYBNb6OzkiQp225sVmc73WpQyuOJQFECIH0NhHqxYdpC6YWTsEST2sMoZIKPsIbNtXacdAzrmSMs03+xssQLpVSaswD1NW63lOsDohZHhH5ae/MO24VOgtRjrkkCdPketRGdPgr61peBRhU0toXTpNM7oUY2sVFELmESYQCQrO7W1Vl2ixBdoOwJhk6aNMY8hdYabhh2b4zrG+sXFImAu+4Czp8HveMdQLmkXWtgBNq2G5+yaTchQ7hSCz/F73llHlie44mkf5gZnwKgK/Og44eZtbp1L9Se26DKg1awLdGSmzr1UvyiCzlHKVMTopUF0NxFqP5BoNTHL2/Q5vRdRGyjlVjtkuezjnHxEkyEm87y57IFTnsBHBWsLbL0oVgGBscBpXjS8HytpYw3FW6eOYuZD38E1Qcfxug73oahN70JXrFkRP1oN1jk324xOK4ucOPhyWkoF/jk3ki9MVtg5qKYj3cFGr1gCJ2ISgMehQHo9FOgxRl4h16quzAkWvYIMEaRloykEDPelsVJLyB0gaBLTTEWaXcdUrt1rdq0w027wYuysGUjPW2ErlLacN0lZgE6qyAELwGMyFlg2H2YDi4Ak7HOHwetLfHCLQp4YVQo8/7XljQQDgGlMpRp/gzEU8/dIkJl9kPzlxE9+DXg2cPAlp3Apq1AJg20Q3g7b4Qam9ILS/frTspTIvQYQAqxRlLC3SNEC4ZzTmTYDQxpw7B7YzyvsX5B8c47Qb/zO0C7DbVjB/D4Q5w2khoXYNNanq8tz/QLYqLHoIOGTfB0X8NFXtWL/krqko0a6NRToFNPAH1D8PbcAkxu1zUfipMqdATADU8XGVyyukYTRUC1whNBvgjki47UQpkUGkcccdYqEVjHuHyFfz8wzn6SQVNHTEwgUKkMqNUCLV7k4x8c5/366S7KEpZoNI6fxMzv/xfUn3oKo+98B4Z+7vWa4q/TZO0m0KqB6jXQmaeBoAVv16G4jEO6yAdNC1YixHct9kQK0QtwZMKMAk4nH3+cxeS7b7b3VPbppfj4GmsWSBwv1Z61VoL9uUzO3YTx11NTE/mDXkCYlGimYLpcqCSwAZZB69rACeCZ++SmAj3zTJBSoMUZ0JkjQDrNz2F5lK3+SDOwPV+zRged1GiX8+kaJeqjbdQRPf0w6L6vAH1lqO27gdFxoNVANLsI//aXwRtJms47+xESWow9quIA2TNC9EHSlmxlDuKc0wmG+s8NecXG+B7G+gXFt70N9OlP8yvn+6Bzz0IVB9iJQ3k2NVqv8ItuvB2dWoWk3wxxIcXvsESHQYuJCNUVnmRKgxyZKfAkfeEksyYbNagbXsCRk5/i74VtW+tptUBXzrMxeb7IzL9szqY101ndJcLW8q469MvPIFBlQk67CQxt4nqiRMzaLk4pxSzcVU1P7x92GqVmbfcGZ9SePIKZOz+M1vkLGHv3OzHw2p/RNm3aBqzVADWrwOoS6OxRIJOFt/sQ1MCYE3VFdjKMHVPvc+o65D5RBGq3udY7NAY1son9ON3vysIkDDiiFFJTbHuArcuh9+QpQvyrRIok+xSHHs+36Vw/05kSlXq3CwhSX0xl9HE5n5fr6DBWiTi9jHNHQWuLHHX2DfN9DVpsCuF5TJTpH3GkCJrI0kFG6pEejSLQ+ZOI7vt7YPYCsO8Q1ORmqLSHqNZENLeI1Et/EqrYp9+rLtGlATZlFxoSRRow7MEy9XzW6kYRm+x7Xo/IUP+5wSjdGN+HsX5B8fHHgZe/nDu5v/MXQf/6J0HPHWOwmb4RavoAd96OQm6l1G7w5CbkF6UMsca8VO1mDEANlV0aAlcW+YUtj/HLqTtbRAuXQMcPA5fPACNTgEoBa6vAwBjU7gNQA8MAiFfxmSKn+KJQg5GOaoUYIsQb09VABtnVtEu51zotatQYHJtVqIFxUGlQW8RF1r9ROiCsLfFiodDHEbOfYg/U2OBode3hRzDzX34f4coKxt/7LvS/+pVW66nTpNRYA+Yugs4f09Hz7bw4cYk23cg4/jUMvJNDUqogULMJOn8M3uR2zhDk+5jqL9uKIg30Snd98Ow2TB3uKkNSdu71kDRl0NYA6LETjLbQkwhPuRGmiPPD0AE3DYJBU5txZ5z7qlPJplUV75tAQLMOWp4FFi6CghaD/uhW/t7aEu+nNMii+mzBLrqSzkddo0S90AKA1WVED30D9OR3gE3buStFX4k1s8ggqtSRuuWFHIGmuhBXkiQaAMZuztRB/TjJBgTDnu0KhpoJa4wPHDD0RbO5AYYb43sf6xcUV1aA178eOHMG+OQngZf9OLfCmT0HOncM9NxxTrVt3QO1dR8wukmnpNpWupEtaJsuZ5IUgkQYaADVQmyJzJo1noCadQA+d/w+cxxqahvUjv2gS6eBs08DQ5PwDrwY2LyLJ+q2bpFkhN9OTdO1+xKWoKx4JW101SGRDoGadXYhqVc4chyc5O72rboVvhNY9xi2gWaDQbO+xouFvhFOwzqAQERYu/c+XLnzwwCAiff/KkovucOwfUlHPFRfAy6eBF06BYxtgbfzELcakuGnOVXYXOPj8VPd01w9okYCLHhoGQwFbWDhEtTQOKiyBCWOKBJZieBdJBTf1cTJIEdiIycWfJmCBTZdx+0AGnNPYX8uKeUw5NS6cr4jz4HTjYM8T6fJ5zhtGLRA9TVmiZZHWH+rPDZ7KA3oLIayxxK7jhLJ9Yh4gzbo2BOI7vsKR9n7bwUmN0MFDSZzFQYBlQGyWSCbg1csdblcTv1TjPQNACaiYzdd6vzsqmAYP2IYT9cNecXG+D6O9QuKd94J+u3fhmo2QTumgSOPa7E6R1kEAuYvgc4eBZ0/zi/69gNQ0/sZIMPAasKcl8tMz5KyizSjL2iDZi4BQRtqYjPT3KvLQDoFlS0Co5uBXB8UhQxMZ5/hGljQZtbq9H5OY0l6yljHZTQhwLfpU5lMQg1Mui4an+y6THCebyIcalQ5qqguM7twYCy+evc0UzKd44VCbZVBY20J1G5x2i0bFz1TFGH1K3+PmQ9/FP7AAMY/8F6Ubr8Fps6lOKqmtWWOGmfOA9tugLfrFo5aEtpEZqq6zN0eQGicX5RNw0FBSZSpPFC9qpmaPmh1GWpiuyMBIOs0lHK9W7vXCc1PZJ+tOu83neP99ipVuRGSSCYkqhFPUt+5j3LPHGcb8lIMhEuXOd2tPH72KstQw5Mc8SrF97R/RBtRyLnI0bvpUBcY3c/wYoeunAc9eDfo1NNQuw9CTe8B5VLsG1zo50VVOovw2DNQk1vgjYx2OX+pJUuKtFe6VOqJoXlepHNJDAyVx6n9TN7eB1eovyGv2Bj/iGP9guKXvwz6hV/gF+yFt4M++n9z5FcehSqPMAlDSBqtJrB0BfTcMdC546zn27IHats+YHQKQGS7W2hyDFpap3fuJOi541Cbp7mnW73OTYyL/UDY4kilXuHokSKgOMgvtOfxvLhwGXT8MdDMeajpA1AHXgxVHuEJoF3niVxeerejg/L5uERGEOuwAF0ecuowPQYFLQbHyiJQHmOphqT9ADtx+Rmuh4p3Z2WRm8oWy9zh3InoKAyx/Dd/h9kPfwSZLVsw/v73oHDjDXYiVNxSiVZmQaePAEszUNv2A9tuhJcWWzbYyChoOYCV4shTFgWejnx0BBRj5Mq1CjUIeT6oVgE8Jp+g3ebFiFwMscFzPUzhgiDpRZJv9JxCDOqKg4I/7vcBGAaygKOyxx9L3QoQQrHt2vIVBoVUFij263NoQpXKvHAoDUL1jcT9bzuaBzuEnB7pU6qvIXrsPtBj3wL6BqBuuBUYG4OqV7huXixz9NluI3joPnh79sObnOpRN4RdsF13uhSA7oHYERkaC7lEilTOQcBwg0SzMf6RxvoFRQD427/lLhlvfSvIJ2DpMkc8YQhkslz3K/TbDvAAAAVaXQCdP8EAubYMbN0H1TcIqtc4/TS1jSepWpXF40NjbPsGaC2eWL6JDydxarXV4Misscbi6MEJrtVFEUs6jj0COv0UMDQBb88hYHyrFaaLxk/IHdIVw60tidQB4P2alXI8AjBDJvdIR68rMxx9FMucZsz3MTNWtul2TxCAqy6DFi4ze3FoIo4B7TYWv/AlzP7xx1C48QDG3/du5HbtgAti5Pvm3FFdgdpxEJjaBS/mOKSJUdoPFemMvg5eDPvseXksW5HzlQ714oeZzoHqFQAR6OSTDCZb92hCDtnOKX7K6teEKKMZrQo+gC5etfagef+SHnVBjxyAclOkzne5Tl0BrS6w520mx7VqRKCZc4DvMTiUxzg1mi3q1KgAnZb7mH1bRqpzoSApU4oIdPoZRPd/lVtD7b8davtuABq4h3QH+2yeTbsffQD+wVuhBobiovtYlCsWdfpaRjri1Q2qO6JFp57bERmWkmCYEOpvMEo3xj/RWNegSO97H3DvvVBf/CtgdAQMThGbTVeXGaTCkGst/cMses/kOSpcnAHSKdDyAujhr4FW5nnSGZ6E2nsr1JZdTALR3+cmq3pVLv+FWpeWyTJxRHdep2aVI7O1FbPCF2srCkOueR57DKCI97XrENdNwoBrlZEj/BfGopuKg67BhJrwIfINIej0kjkon0Fw6QpHj4V+7mKeSoMCR0vZbmp3lSJTPIIWu+ZcOQ1kS1BjW1hHqTcbNRpY/Iu/xNwn/gzFF78Q4+9/H7JbNgMkwmydqlu4xMzRsA21+1Zg0y6dAnXATYO08n1n0SHHn2SZRlZ/KMAQtGBE4NCNnFsNdsjZeZCPXZyDhOSkSRpdp9tYbRCIoXRSxB9L8XYSdQjEizadFaDFy/xsFcvA4mVQZZE/WRwAxrZxk+yr1VuTmYKEpIII7A700NdBTz8MbN4Jb+9BULkMVVsF+gaBwQnuQQqAGjVEJ56Fv+cAQARVdIX3CTCUCNCQvwDj6hOLHFOx47NgOMPXyDjoWJJNjJWqdb0bYLgx/qnG+gbFgQFgdRX4q88Br3qFBq+8EQ5TuwlaW2KSQrup/TUbwJnjoLUK1OAY1N5DUJNbOHVYWwNd0BHkwmWoqV3A9v1QoxMagHwmpWQ0sy/U2jJJbypPW7yxeQBbsFU4Gg3bLLbXRBCKIuDiKURHHwTmLnKab/fNnK4kxWlDYY9KHUq6MpihJyqplxkdoPuRRE1Ji+QpbAOrC6CVWWYqDk1C9Y1oKUud99tq8ESVyrHOjjQDcuY5gEKo8e1ATkcwyke4toaFz9yF+c/chf5X/gTG3vXLyGyaiO078jLAxWOg448ysE7fCDUyxdpJVy8ozjgpR18K2GjWgGWXSEz5nNqW2lbI6VpanGGHnEMv4+4Q0NdYWMkmLacjHFeM32tSlui9B4nHdGuorYJW5qDGtgEUgog4g1FfQ3TlDHc/mdgBDE/Cc+uNLivVRImOwF2uheOzSq0G6KmHET16DxAEUAdfDLV5O9CsMDt2cBwkJYZ2ExRGwMoykMuD6jV4E5s6wdgcjxbYe57tN9qROnVkFTpaJHlPlmf4d5ImVT3AcENesTF+QGNdgyLuvhv0+OPAu34ZCKQ+R0A6C1peBJ14htOVl58DDtwO74abgVI/f1fSksUBdvgo9EOJZEAkDudPMkln9jywaQeD1sAwDEEmnbXOHSI5kMkpndftqjTVvbrC4Fxb5Z+XBjn69DwG4xOHQaeOAKNTbAgwsZ0nJjG/FkafiRzRERmYzyknter6gCbdZFI5tpBbuAhauMAgNWANm63VW4tZk5qtK0BAC5c4Ip6YhipZg4NwZRVzn/wUFv/i/8XA61+HkXe9E+mBksUu4nQeZs+BTjwGFPuhpg9AlUcdNidM1Giij6u1+PFS3HBX9JZhm58HmVg9n2O1KOTU+dwlBsdUio87kIbGjjWdpP+61Wx7WcBBA2F1hXEslQVV5vkZy2SZodtqQPUNgeYu8GJgZJNO2cKJ9p0OIy7JxNUTKguGBMX174e/Djp7DGrPQag9B0H5LNTaMnekGBi3z2SzriNdH9HZk/xI770BSowPkFx8wda85X4o6LqvBmlZwIVXAcPSAGtjBciTYCidQDYYpRvjBzTWLyh++cvAG98IAKCffA3o9/5n0IVTQL4Ib9suIJPhSCEMOR1V7GOHl4jYR7S6zGlB6HRhu8lppOIAUOB0kiFCtBqgC6c4grxylmUWuw5yBw2dZkSuZCOPdkNHkfpldwytKYoYGNcWIXR6MUumZp3B8fhjPInvPgS1bR9rwWRiDNo2rQo4tSxA6jVsQq0neamZEWmfzRwDf9iOXU4Scs3yDEcTQxPMcFTaxECit0ado8ZMHuJMQkszwPIVYHiKSUQeR3bB3CzmPvYnWP7SlzH48/8KI7/0dqSGR2MpUwoDLaFhGYvatpeF6BrEzPnEyDjaSxQA4HGa21ikNXXUx/9WrgWf4xlKYQA69SR7jm7fz8EhYKO+VA5da4puqtC9fvp3tDzDUd/YVs1chgbdALQyyx3qlQ9qVKEGRrtHZEAiNeqClJtGB6hWRfTw10FP3A8MDEPtvx2Y2ARVXWJm6tAkk2Y8LZ3RBDL4aQQPfhvIZpE69ALd2DqxyJJhSGuhXRSJl7BEsi6RBrBp0muBoZQkdNPrDUbpxvhBj/ULijffDDz5JACAUj6i/+XdwO13QE3vg9q2h1OU7TbQqvKEGrS0/CFnSSxBm5vtNqrsUwmlvSrrnBYsDXIE6TL3ggB0+Szw3DHW4+06CLV9H1Q2x9FhKg3TSd445uiVcybH0ZbnNEFemeWIplDWE0eaI425i2xEPn8JaudN/F9Bt24igmkRJGBg6lz6f2HAE47vdJWX+luSNckbYIKK53HNceEi/3Rw3LG503WxKAQaNd5mrmjSu7S2DCxeZmbu4DifdyqD1vwi5j/8R1j56tcw/JY3YeRtb4FfcPSLSoHabUSnngAunWLbvMntvEBJZx32aMBsXzlRP2UdazTxSSXA3gxjwacncLYlYhu8M09BjW/j9kniORsGOmJJO7VBhzkKGPMC9/xVoY+Pq7rCi4jSID9ftQrLYgB+RgwYdiPiuLelM1KlMAAdfwrRI99g0sxNL4basQ9AwHrT8ijU4ARUnq3eSCJhDXrBQ/dDZTLwb9FgmIxAZUqQLh+SmjcGEynr56vr6BYM9QJkWZvXl4b4vvhuRBjFo+tMDhuG3Rvjh2WsX1B87WtBX/kKVBCA8jmoE88CQ4OOY41m3umOFSTsznbLIVhkGMjSGY4waqtsep0t8nfrVWaSZvNQpWEdQVqmIbWbwOWzoHPHQYszULsPsgOInwaKAxw9Cvmg1bC1OokedaqKooDrjmtLHIH1DQL5fp6fludAJ54APXcUanwb1O5DwMikTbWJ3lHSWB2NYB1GpFuPE91dOmuNBZzJmS3kamw+Hgaceusb1PtVVkjfrGvj77zplcituRaZsVse0wCTQevcecx++CNYu/8BjLz9FzH8ljfDS8WJKtSog848BZo7D7V5DzC6iRcDqUy8zhhws2GVLzm6wB7DuKCQBUezoCC735nzUFM7mAVbGmTTA6ViXSpIImaoeL1Xyf0IQEtXuG+gUqClWc0eFcu9XgfpoZtO05wCAMxeQvTot0BHH4XavAPqpheDBspQK3NcFx6cYLmQZnoSiOvT+j0Ijx2FyufhTW1l5yfPPRgHGP10AvSSf/d0zTswDFSS0sHKDP/egGEqwT7Vu4qiDcPujfFDOdYvKM7NAe94B3DuHPDBDwKvflXPpr08hBWo6eBCkpFWPumsfUHbDQZD5YFyJX6Za6tMmvHTnI7KlwDladKj1tbNnOPGqo01qOkbdLujFEebsZeWDeIAACAASURBVOgxsvILTQ6C53GacnWe63RG89gP5XEndjp7FHTsUY40dh2E2rwHKp12tiu1HtWFoKCYxZfS1mot3YtQAFP5JuVoSRt6Hquvclqw3YIqj4H6h/l85NGR1GbQtj6uAP9sdZEnwdIgC/VzRTSPH8PMh/4ItSePYOxXfgmDb3gDvGyWNaVi5VZZAp08zDKOrXsBaUOktYxKNIXGuk9qgc7j3Isk0zWlqrswVNf4PvcPgZZmoEY3m0iIGlUdrettel48nd2q61ZeHqjd5Hvv8+96T/vd6nfxxQkdfwLRN78MRKGOCvcyaaZeZZnM4ITTDBicxpU0ZauJaHEBqlACalWokTGojNNlxB3iQiMmBBIBun+Hx6n5JBh2RIZJMJRUeLghr9gYP9Rj/YLi6ipo3z5gfh7qrs8AP/NTV/+8aP/kJQ1axlKLopAn7KDp1JQylpDQrAKZPChb0KnDqnGAUQPjOv3jGR0chQEwcx505Szvc/MOrm0Wylw3ky4BzZrtLShuJ8rj9Klmh7JHaT9rC/00pw/nLiI6+QSwPAe14yYGyHwxPtkrT3duz1iGZceQlKvUhTyYiEUcWRzNYtSsAwsX+Pz7hoHBceODaqbyIOA2UV7KECZIpaCqywzG+RKfUzqH+plLmPmv/xXN06cx9u5fwcC/fA2nFdNZ2RpoaZbBMYqgdt7EqdxsztETehyBh6G9v0aiETuyziHRs9j8KX0tlI+oWuFIqrqK6MoZeDtu0oCftsAhfTSVAinPNikWgk8vmUfXYY+TAH7u1lYQHf4OvBe/GgAQ1Vag5i9yan94int/Kvc+hkw20vZ9FCkoTyF89ml4u/bC6y/32LVe4EhdMXAWV0lSja+j0J5pUp1mlUWgYaIGvCi7GllqY2yMH4KxfkHxyBHQC18ItFrAO/5H0P/xv/FquTBgxcZS8wnEOi05OmsppJTTP7Bh02eATRUW+kHZItevqsvsopLOsBZSW7mpFEee5CkGyNnzQDbDmjRxihkc0y4hmtIetDkt5aVM7YUaa1y/a1R4QinptKzyOJo6cRh09ij3Ndx3G1uBCQu1w2Q8MRn5KQZNQ7zRQCgRlLS9EsmHvk7UagBLV4DGGlR5DOgfTjQc9hlTm9o1RwyvU5pVWFtlss7qAqjdQPWZk5j9+KcRrqxi7D3vQv+/eE1M3E9hAMxd4IVANg+16xaOfCQ6JO04o5nD1le0x712h67PUiTElQobLvg+qMnRtMrkmMXsgWU6forPxX3OAF7keCkgk/0uwNA5lHYbdOYo1ORW0PwVZidPbOFnrN3k+i4Rp+flXil+dkhAulEDsgVQZRXBA99C6rY7oMbG9fH0SNH6+vkWQ4Ouf78aGOqG18nuH9IabMOwe2Oso7F+QZEI+I//EfTEE8D/+b8DfVkmerQanK4slLkGGHPjcIczbYk+LXKABOCJRrpZtDSFXVhzYrCdLQBZbY5cr4Dqq8z6Kw3CSgEAiOvN0iyousrSkNVFtiIb28q1s7bu8ygAZJohewyu9SpHj0GLwbVYZn1luwk6/QzoxONcW9pziFOrngYCYzKe4+gx1CbZsfSiMoBO7YaVl0jdSEcRylw7Ylbu8iyTSgZGoTSL1twfIvbylJS07zPANqocWUmqdXkGURig+vQpzP7xx0FBiPH3vwd9L38pR466JkhRBLp4AnT6CMs3dh5kADOdGrQNnHTiEGp/twVRFHG5DcrWAfuGzbbI81mioxQ37U0XeL3w9APwtu8H+gZ0tOrZa+wYGlzv4PQjITryIFS7BXXLS5jhixDI94GqK1C5km41lnh+hUQTRUCrBmQKoNkZtO/9B6R//FVQojfs8D/VgJpK22c+xipN/D2KeHEUhcwy9nygNMxg6LvifHGvETDU3UM25BUbYx2N9QuKjQbw9rcDx48DH/0IcPBG1s6J+4rUAEUo3DfE7E4hEXSRJfCIU97NzzyPRc6tmk6zBlaTFbCcA/k+nigDJu1Q0GIT8HwfpLuCyubNBI/5CxwJeh5w/hQTWjZNs0bR0wAStExa1cg62rqLem2V05GlQahMnifYy2cQHT/MRJe9t0PtvoVrSJIulvZFnjNhBU3+LmBbHEmUoARoApteg041Cji2W1xzXFtioB6aYkAS8XsU6Bqt75if6xSvsBIB0OIVUG0Na08ex8zH/gx+qYjxD7wPpRe9wHKGIgKFbdC5Z7mH5sR2YPsBjlQkdacnctVu6KjOag9Johnpz1hdNhIQKKWjWE6dU6sBlc7z6eo6G1EEWrgMOvkkvBtewA2iMznY5sHXYJPKb5d05/hmA9HZY/AO3A7ki6CFS1w7LQ4AoHgEHtuIzmpoCUo0P4vgvm8g/dJXQQ0Od7JKTZSojPUfEFmGaS8whCZxLWsCTZ+TJnVdbWTxJKnTDXnFxlinY/2C4l13gd75TqhaDXT7bcA37+aJSfwsPU+bda8Cayvshdmqceox36c7d2tygguApv2N+IACsUlO+4lSFHG02Kqx9osiS/LJlTiNm83zN6sroFZdtzTyTCQj+yeAQTQMgJUF0JlnoLJFJpiM6tW+bNvRPVIEoLYEVHQvvfKI7vMYcS3uxGHQ+RNQUztY8zg8aUkTYZsjYYmGY5Zy+swlyhOTcMACq1iwCTHG02biy7MsNcnkGKwL/bpGCD4Pz+fzlLqnMIGzRROd0sosaPYiVh55BnOf/gukp6Yw8f5fReHQzfY+kI5UzzwFunwaausNwPRBKGjQa7dMLZRNwH2+0FGbJ+ww4GMEOP1YWWaWqAHWNLfQ0m49JNZ+0JGrnwKdexaoVaC272dgvIZRNYlLUJubENPSHFAqQ+ULvJBr17lG7XZrSY4oZPkQRUDEEXR0/iy84VGuYRaK8c+7UaIBQ2hnIw2MngOSHhu2EygOhv1DgJdmzazUrg0YOsxSAcONuuHGWKdj/YLi/feDXvUqnr1/+jXA//W7/DLm+pjpmCsy8UFo/NAEmF5RpAYTI3EA7KQq2sCOoROjMmG2m5z+FGZrOsf6wxRr39g0vM7fy2S5ez3A6bFc0eom62t8rJdOg44/CTWyCWp6PzA5zQ1shQmou2YQadJOZYnTlMUyn5efArWaoNNHtDF2GWrvbRyJCplGmIF+GipTYKDrxeIVP08iFqNL5OH5XAttc1NfUooZtKvzfF2HpzrT2B7X5ahdh2k+HLQsGYMiUGURdOEElu57HPP/7QvI7duH8Q+8B/l9e2PboeoK6OTjbFw+fSOw7YBp9EvNGrAyx2lWYa/6KT5n3SBZlYbMvZZUt76xfG1FkqClF0rOWSlQECA6eRheeYifu0J/7FxZNhqBZi9Dlfpt5Op7nA7P5rgOmO93JBJdok1hlEokF5GWRYRAGAH5fGd6NeZVGpp0vtjeieWf3H+EGgyjiGvGSgF9IzZNCtgo0rV4I80o3ZBX/MiPb3zjG3jggQfwW7/1W0gLM36djfULigBw333AqVPAv/k3IEVso1ZftZFNWht1Z7kdFHfL4JeYAi1LqFe4xtessb1ZccDU6uIRpGPnFiPn6D915ERRyNtt1nSqVR9LNg+URljYDh011CvW1Lu6AopCbspb0CzBdpPrb40a6MwzwKmnoDZN88Q/vgWK/n/23jTMsrSsEl3f3vvsM8U8Z2bkPFZmZdaUVUVVUcWsQKtwbWxa7bZBbG2u2KCo98qj3tZurz7dTV9RQBCERn2U4QLd0IKMhaIIVNacVTln5BSZMQ8nzryH9/5Y77f3jsjILC5tiwHnex6oqsyIM+yzz7e+d71rrTfKPDc9d9JWv2V9mbRtzxCrkrANXDnLQO5aBWbvbcCBu+GUe/l62/W0essOQLZVAaB2CT0AZDfo5BJp9aibpYQtYHmO+aqFMszwVphiH9WpVvWp11Fsck2kQ6BzflJholFFdOk0Fj/7Jcx94i9RvvcejL7pf0d+x7b083E8xCuLkBNfZ/W2ZTekqw/OwBivT6vGCs2KPTyfn4lxCHJZEDIGEglgFPT1PRo7vQEZi4FW19JqQC6fhhkZB4I2xAZdN2qQ6SswO/bxscJ2Qk1a5epNYcTSpNlKPYwA30c8Ow1neGyN3zCzrKrUemKtgT8BQ6RZuADfZxYMPY+2Evt39vccPSxGET+nTmB3Z+kaHx/H5OQkPv/5z+NlL3vZd/rlfFtr44JivQ45eBC4ehXm4xoIrkviiBtrY4UVjz1VF3tYLeQKFFFkzO0SRQTIeoWpII5D+q/ct1pNaK0dtgrNgII+eZom4xdJdTV13mLQ4uP6RdK4VtVqHFU/stqUlUVSYYUunsBFEiCRyhKrvsnzwOadSouOcmO3XkuJSWXWKzrnURQgB9mDnL0KOfFNyOQ5mK17+Rh9Q0jERskIK0dDD7Rf5OlmnomZS6+LViDWt2eB1c0R8BaucnBurkCKsNiVyvfXLLFA3KzxefJawbZbiC6dxvxHP4H5T38J3S98CCNveQv8gV59bRGn1FeXIdfOAxLD7DoMFMuqKPW0Ukei8DXWesM/5HWzMxyD9urPPlaKXCnVVT0140BEEF88DdOuw4yMI75wCubg3aTNbbyaUug3jHezV1Vi/iMBUvb+pFaFyeeVfr+B3zB7r9rwCNtHTkZk3QgMBzWVyUNqw8h8TvbxOoHdnbXO+uhHP4qHH34Yb3/721HKplZtoLVxQfHsWcihQ/zSvvnngH/3q4Drs9LKpo8EDabF1CtaCSH9Uvsa2u2XKGyJI+2nGFZ69YoGODeYi9o9wIonO6FBYiDQjdTNYdWxP7FWaK8sDrnRt+qp6bzUQ5O+l4NRYU0iemlUIZW5VM1a6uLmqpPgZXEWcuYp5rFuPwBn721Mw3Ec9ZoZvsd2k+DYqrEKLffC5PKsQM8dh5x9EugZgLP/LsimHTBtpTQ9j+/Rbq6Ouyry7oaiEkuzJmOEBEm4SnWZ4Oh6DB8vdd8QILhhq7hJhOCosxejs8cx9ycfxuJffgW9D92DoZ96PfwDt+lzCeKVBeDis8DiDD+7vXfA6RkkQEvEzyCOUzoTTmKxkFYDpsCxWde/qKwX1EB05JHMTwPVFZhdB4AwRFxZoK2kuoQ4DODsuAWAeQ4wTJ9DEsUuRULx5GUYz6O94jnVnJleuK38s73EMFDVqqpJYcgouB4f29o7bEWLmPeAvWc79orO+i5eGxcUAeA//kfIE08Av/UbkN4SjIAbp+Z8ZvMlk95Q0EynztvcxjDg7+WYTWpyfoY2NGkvslnV6QcUHphyHwHLddOgaltZXdeTM2naizEUAVXmgPpSujn7BcAvcfyV9YVpNZpM2fALtJv4hYQmFtcDrl6ETBwH5qZgDtwJs/MQZfx2cKsBn7O2zFmTfgHoGwVKfZDmCnD+OL14rQbMntuAXYcoSAKo4lxvSsfa97c2TSYBUJP+jjEMZa8tcdI8DEOry/3sc95gicRAfQUCoaLXcSC1CsKlZcy974NY+vzD6HvZQxh6zSvh7TtCgY9WvjJ5FnLuKY4K261/5zg62qsKa8aXMIDpGVwNhjeYkiGxVrJhCJmdhNm+j3/RUm9rsYvg0+Lgarlwgh7H3sEbA6MFw4waVFYqiE4dh3fn83goeU5MzXwOq0Q2voqr1gNDzevNgmFWhWoPN37HXtFZ3/1rY4OiqELOIcUkYQA0V2guFzCKTRM0jOcnp26RmBaBxooarh0kIceBbmo6+QJ+gb0kEdJNAm40rTqktsSqrW+EQOWyskpSRmyPzQ4ETpZuXMmkiAhoVVO60HEJ0p6vo420X2hfQ22ZCk9Xp1XkGS1mPAXdqxOQiycgtQqHGI9u4993EcQlaAGVGVbQccRqudgNFLohlUXgxDchk2dhtu2n57FnIBUbWWP/KnDMvJ+Mr5B/pT9npyYkv+JAXB9YmWe+ahzRnN49yPerMweTwO12i+KkViMRxVgaWxavIbh2DbN/+nFU/uprGHjVyzH0k6+DO7olASAJ1cZx8QSFRjsOpvP87BSQWHM9cz7gFalkzd5uAA8oC3MwXd0UynTTOoF2kzFwvUP69jIKzFgHX7fqiC+eopXDL6TgmO0bZq5dfGkCzqYt9D/eLIxgXR/imq+K/b4sTfMP1gVDFc4kVaK+f7+QGvw7q7O+y9fGBsU3/1vg458ATjzFL7TaJeB6pEAbFU4zbzcJkIWutIJUkYxYs7edjuHlADdPELNCmZzPfqStnLLZlLFoL3IZaLcIPF1KYXq+Jn2E16XCJCsJMNcRTbUK0Kywn+XlkFSYhTIFDTb82laRdoixMaRFPZ/7opdn5Ts7ifjSaRgjMLtu5bUJ24xK84ukOqsLrCATz2MB0qhCzj4NOf800DdCanbTDlbjsCEHqQpz1XtKxBlrqmXX175WM91w4whi1Cs5d4V9154hKmUbVV536xu1PVgBK81mnddb80YhMVqXJzH7++/Eyte+gaFXfz8Gf+LH4YxuZX4sqEaVZ74OLEzBbDsA7DgEJ8frLEaVtzYZx8uxcldAl/MnYIbGOE3DS4VYUl/h/QVZbZbPCHES60rQgsxOAs0a+53au00OHFYco7Frz023WhA06XXK0KdiLSStBq2KNnHJmvfDdsZ6s4Yy7ShKO+t7cG1sUPzsZ4EvfA74jV9LNwM3RxDLDsONAlZ29QqrsVIPY9ZyeW4OlqoM2qwgbVaol6dCUbA6p7TYrSOTdASQzt8TYwhSK/M0fvsFxrLZzS5fIvVnK6egtX6AgOOx/9aokupUOjipIv1CEplmMmIMqS7ydwzYO7QzBSPO9cPCFKS6AqerFxjeDNSr2tPs4euoLxNgXY99zu5+VqYXTlC1GrRh9twGs+sgq9JMby2tJNbcTq6myoTNNTSkk2zKCbVdq0AWr9qyhr7L3mFu8QK+llY9YQC4VWeoccdJfrc5cQEzv/cu1B9/AkM//HL0/+Ar4PQOkKrVdCA59yRkfoqU6pbdiQFfgBQcwxDxqSdhdhwgINo+tWuj69YZFXadSjVzcNDcXQkDxJPn4fQPA+UeiJNjuLsIpNWCuc5icbOViW+zVbZ9IxIlvsjrsliNZUi0Ghfw9Wdo/s7qrO+1tbFBUf1yyGk1Zjcy66UDUiBRZaYYhxWknUbhF9ljKnalijsYiN1MgibB0Eak2U3EBoXnSwRJnQyRCOwtWLUaBEjXSb2IAODlV/vSMik6yQcStPk/10ltE16e/7Pv0VoLbK8nCknrthpabXr63tw0dScMgamLkEaFdF+jCmlQMYmBMUbJVWZ5PdXzCM8HFqYhJx+FTF+A2X4LzL47aDHR/NBE/u+plWI9r6M1hyugysI1TsIY3cHro9FyUl8GlmZ5rYs9nJKRK9xkn2aFJpEOjtbM1vo3/g4zf/gBtCanMfzaH0Tfy18KZ/MugqpxIJV5xGcep41j7x0M2S6WgHYb8ZmnYTZvY85qHEIaVYqtbLV1w96gpsAYIFWpIhWA2aosbANBwJFV47shc9Mwm7ZlhFw3WVmbRoYyTe6dxko6CNr6L7M0a/LvJhXiJIrSDhh21vfu2rig2GxCjhwBLl6E+dQngQcfSP8um9SS0I1KZ8Hwz6IQ4mql0lhJ4r1MzxArySxI2akarQZB0lfqMelDNrQ36bLyyimdl8sntgMJWgRROw/QzWV+pxeSy8MkXjr1la1Jl7GUMBqqpLWbXhSmAGn7PyI6sNjR0PJlXpu8ViCFMsHG8YCFa3wtOR9y+QzzWDfvBAbHdM7jAsG/rHMBG1XI2Sch558BBsfg7L0dGN1OWjmOkRrFnfSaQzQkvA65do4YtmmPUp8mqRQT64zOLJSwxcNLvcKRXX3DGoity8kxpSazRABZuEbANwZoN1F7+gSm3/UehNMzGPkX/xQ9DxyFs3k3QSCKKMa5eo7XoWsE5o7nJ4NxZWkGxtd5kRY8fEtD3mCtUamSdM/QnFlfZhRC2m0gbMEUyuxNDow9N3VqqVZLk2ogAdpNUuHP5YHM9h8745w6q7MAbGRQvHQJsmcPN5Zffiv/l/NJUdo+iIiGeTcJhE6mX2NHIrk5wPUJkPVlyMoc+2vWBtHVnwKkqNglaGm/sc0hxcVuoNQNiKEnsV4hMPglikN0YoCxaS06O1HqK9yDrLo0UtFLVx8cz0eyyWXBGeB7adbSWZA60SLJmgwDim8ypmpjDH+/1YDY6RWOGtfzJVo0AIpHDID5acQTz8DkSzDb9gHlblK5xrBnWuxmn+3SKQaRxzHM3ttgdhxMgg9E+45SWwZmLxPUBjelQh2JWQ3mPNK9ttJcu5mHASRoQioLpHh7hmH6Rlan5DgeBVZRkMa3GcNeokbTSaOG2iOPYvoP3o+42cLIj7wS3ffdBWdkOy9rO4BpVzmqKl8ExrbD2bSbFCkEiGLaamxQes7nddfru+7SsAOxmbPWGtsOWMW7Ht+rxt2J9pJldpL90hupVfX+Tr68NiRCe+s3rgxXPQjvMRv/ZseNdRSmnfU9vDYuKALA7/8+LRm/8etAOZ9OR7CRXCKkohyXFKuT0wBqa1BPBRDZoGwxDpNkakukoTyfG1SpdxW1JbGKdGwF6CvF6hVAFY9GvyV+OB/pFA6TVFIC0P9nwDSUyjw33XyJ4OZ4pFpdNWvr7D9jR/mEbc1gbfJ3fKVTwxaB1lfKVXtIJg7ZZ23WSTdaX2POhyl0c1ONQ1a3YQi5eBJy9mmYsW0w47v5mtp19Tz2sYKavcIg8rmrwPYDzGzN5Vh55/R12wDypZnkAINkwkQhiWZbf2m12ayR+q4t88AyvJ1zGh2tSKMQ8Aoqhlod6i4QIGgjXp7Hyl99FTPv/SCcQgEjb/oZlI8cgNM/CoQB4sYKTL3KaRwDozqqqntV9SdRkOnB+fxs7f0GJCrSRPVp77FAww005N1YoZL9GU28EQ2AkInjSLJVM+CY0qTVZJ4njKvv22R+6gYqVRvebZOb7D26ypjfqRo763tvbWxQPHYMOHUKeM0/BaI2pNVIp8BbulRtEsj5FLnYWXRRiDT0W9INzyoU1JdnjfykWDnT0NiMSyfdZCTScVLW+F7kYGDkCkhGTTXrgJEks5TKvxx7frk8QchmgRoXaNVYHbVqFL6o6Z6Yn1U26muwA5BbNb6vcp9SkSH/TGLN/lTpvVbV0m4C1QWqXyVOhuSarkH+s90gCKwsIT79OHD5DMyOW2C27NSAgAKVvcZo1uozwMWTwNAmmEP3A8PjMI3lTDxYAMChNzEK9HPIrBt4A9PlIA7bwOI1hhLkCswOHR5fB1idtD8sApmZhBnZwtcatrD82c9h5r0fhDfYj9E3/jRKtx9hT9FafGavQi4+y3mVu46o71PSdJtIZxnaisuKfVwbkZf5elma2zE3V6mGbdhRVCICVBY11/WgKkWhAKrV6nPSpGuW6yvl7KT0u7VgJAfKiCxIJ9y7s77H1sYFxSAAurq40b7jvwD/7DWadVpMZOT0LVZJaUZh4lMEwBO6tXDYie1WxYg1m5mtDmCAdoMpN7aCLHUDXQOMEVPzvgRNPm+7kVRByGmCTr7MXl+gFSa0QmjW1CPpkorNd6XByzETWGRlkSBQKFMc1NWv9FumEjCav2pDCqw4p9DFys5x+bpsoLOtErxcGilXXwaCJkGyWSMwlnoJolEIiSPI3DXIM98AFqaBbXs4DNcGC/SP8TWcP07VqsSMpNt5EGZgHCZqrYqS4+v2ALlZpagfBZAcYGT+GjfuOACWZ3ht+0dhSr0a0s6wbDn9JFDqgtm6Rzd4SWnnMIBEEZY+9T8w84cfRH7Pboy8+edQ2r2D7EKNqUayMAVMXYDZfgBm28GUurWsQxwxsNsexOx1tUIWQOncjP0i6XPrO7O0MpBWjYbWHhGBXD2vY6V6lEFYZ5rGjShT2390c6kAapXyVFZXi9kQ8Q6l2lnfQ2vjgqIIcNddwLPPAl/8LHD77Uhk7zYgOyO0kTgmUARt0m2eCgsgMHGc0FmJCMYqKu2yKsI4RDJ0NWizP1erEPRKvczZdHOaNgO+nkADwgGCk5fnawhafI35klos9NTeqKQbk1/gZq+7H+0CbQXIeUBTSWjMz9FHaNJrJACf21K8hS6KbTx/FcDAmLR/aSvZSMFVYk6hry/rAcJj6k+xG2g1IbOTkAsngGYdZucBGtojVQV3D9H+cOYJYH4KZtch2jqKXXyh1pKynt8x+3Hb91NZABpVmOFx+vjs30cxq93Fa/xcFxcQT1+Fe/RFQG8/kqzaVoOHDmunyDxH1Ghg8WMfx+z7P4jSbYcx8uY3Ib9jB6nr5TnEy/PA4jSwPA+z+zDMlr0JyEkc8zONNR0njukFDQNIGMKUuq4HMKtSBZDOlTQpm2G9qMmgZ80rnboIM7qVM0V7+m5QJSr4ZydjWKFQHCs4BmmFag+NNsDACtLsiKkOpdpZ3yNr44IikDndumm1ZY3X2VO3TSlxdXhsFLJ6bFS56ScDd6kINBYYPDWbW78ZoJYDP6kQJAr4eO0GH69R5d93D8L0jXAjCdX/2Gpw47TTCvKciGHyOgOvRfGOWHo0Cvh4zRoFOPlS6q1UzQaiAKguQeor/LmeQQ7NzeUJGnZDlFjft9KrOjYLxR6YpEem4BjHaXi5cRlOEKlqtt1MFY6Fsk4UyXHzX5iCzFwCFuaAYon0qufD9A7T81hdgpx5inTk6DaYfXcAA2OpahXIVI7cfHkICCC1RdLWrot0oC/SnxGBTF1G/PmPwBy8C2ZomJ95Vz8QthmuXurR2+HmloeoXsf8n30Ycx/8Y3Tffy9GfvbfwN++g/fb8gzi6UvA0hwQtODsvRMyuo3AFEecYKGh4dJqcVyUQ4YBLv2zq4Qzq1Sq+t5FAw1sVWurUZgkwFyaDQq6/AKnq3T3Xy/IsSrdKNTAdOFr8/x0Soa9P9arFrOpNjYztkOpdtZ3+drYoHj2LPDsceBlL077N8noI3DztuOCrvsiq0xeojT/tN3IthRdqwAAIABJREFU0EWkwEx2o3A1GBtIY7mCViY71SdtWFsmvdqsph7JYjdMkX7IxI5RX0oncvh2vJUKguww16itYhoGEKC2lMbAqT/S0qdinJRmrVcYtt0zmPS6TI62AgkDfe4VtZhYBW0/jGMgbbWYuB7VqmGbB4V8mRt8oIZ7Gy5gnHTslsfercQxY9Xmr8IUikBXL2A8mDH2IWXiWVaPOZ9TOrYfUCWuqjUt3ddu8vrkS9dt+iICWZpH/Jd/DmzdA/fuF5FWjGPI4jQwfyWdHNI7BFPq5fW96YaeClPCSgVzf/xnWPizP0fvi1+A4Tf+FHKbxvnclXnIpRMER9eDOXA3Y+qMgSwvwRSKzHI1hnMjHb1fmnUKn64DR6T+TRu7ZkViNog91mQk10tbBI0qhTkzlxlMkK1ILX1qp7rEEe8tiVLKPAzSKt0GfidpRZkKMhkmHHco1c76rl4bGxT/y9uBhx8GPvynsMrRZIisrXgirWrCtvZSJDmxJ3SdxpKJTZkJA4JFHKW+Px3JtCquLZdPo8dsZdeq8zE8P/FBEiBrpOvK/RwA7PD1JdWeHVCcCQZfVdGsVTM260BjmY/vl0kJ5nwAjuo1qLREq07fW84HugfSXqmbg8n59DHWl9Jg8lyelGgYkJLtGUwpt3aDgBlwIr0N5rYHEWnWgGaVQeKFMv8838Xnu3QCsjIPFMtM0il0AVv2wSxOIT79KLA0B7PrMLDnCIU9jRVNn3G1f8fPSkSAeg3xsa8AEsO598X6XIYTOGYvMgig2J0KV2rLkMUpqkOtDzULjutaHtJ+XLi4iNk/+hAW/99PoO8HXo7hn/pX8IbHyDBWFoDzTwNLM2zBHX4I7tjm9DMLg7R/6+Z0UDCvJWP2lKq0L6FZUyqfXlVznRAncw9ayh3QvF/tO247kKGWTcKA8B7OAOK3VC26aRVvnA6l2lnf9WvjguJnPgO8+c3A8jLwI68Bfuf/ZvLLeuN+gFRUY1WfdnN3PX7x1wk8TjyJdtSTne1X7OXztBuJvyw5vavp3nh+umnFMZWxtUWa6Js1VgqlXtKdxW72oYKWhpTX0rFBfpECFtdPVYc3eo0tDRTv6tcN15BqtJ7BRpVg53mabBMQyBamCYrdAzAa7cakHIqHGI9XhekdSVNnbC6srcwhgI1uMw4fN2imcwwBAjdc4Mop9mLbLcjiLEzvMKRnADj5CLA4S1HO/js5INi+9qANuXyeUzwO3JFm3bZbkNnLQHcf02ZAb+Ja9SonYqywggzbpHQTcLQ0+3qbe6pObs/OYva9f4Tlv/gsBl7zagy97sfh9vZDWi3I8iIwe56WlN4hmIP3wSl32yfnfWIpSQuOUUTbTK6QKk7zRT7rGuN/0hKw5v8sxZ0rJPe9xDFkcYbvcXBTyiQ4GuOGOK38RNZUi1hnfqKbVpDZatFeL4k7lGpnfVetjQmKjz8OPPAA0NCBscUi8PrXAf/pd3BDUMyGV9sNByZV+cUh/zuXh9ieYWK4Tj2ECUDCZBJkdA6dyOrNJjMFIdnUcnmIkwPqS6nfzvWSnpfR3EnxcjoouUKwczXOLVfQCtKkry3pd3pKayp1G2tOa77En9UxUrJwjYIRP8++p18gUDsuxC9SUFNb5uN6ORi/RNrX8TicWUPHxdpX2k1u0BKlFbWb4/NZgVOkmZrJ4aJMunBqgtds+jJkeQEYGafh/tIp9k9HtwM7DxLcPZfVsONBqksMCSj36Ht3YeB8awrWRhWyNE2A7R1h5e5qipAFd5OC4aoKHYL25DXMvOOdWPnywxj8Zz+MoX/zU3C6OI4qbjaAU8eAuUmgbxhm/1GYrj5SpUmCTcTP1wJRo0ZRku31eb7mva6nUkVanSvlilCFY649nCg4Tl8kpStCARhA+hTxTapFOzZqDW1qe5tu5ueiCEkgRodS7azvkrUxQfG3fxv4tV9LlXsAZHQU8fkzcBWkEsCw46Bu5HuztBYMq59WPT2h28rSGu5t5WcpLJu16vmsoHJF7qVhO009MSbpCwHQ1+apijXUlJk6e0Oq7jT5clrFOI6+tqaqZ5s8mfv5JL/zRkuMCpAaFe0dlgisrQZFFz1DMPkC4lYDWJknIMcRg8WjkH/vMeknsQeo4Of6QbeGaS8J9Rynm7cNmNYhygBYPdcr/JlSDyeZrCzo4ONn6A9stWB6+thf3XsHzPZ9MMWyKjxZQZlClyqMM5+vHXL8HEtaddKqzRpMzzBnZNqJEXaW5tqq085LDEO0pmcx8673oPbIoxh6w+sw8JpXwSly2njcqANnHmXluAYcJY40ZSlOKPikk2mfS8MgjP2zOFK81vva8fg+EaeVqIhGDGbeYxBAKvMwpS5il+052t5hYtOwStSsb1EPhtYa5HjJdUlYC0fvZRsG0KFUO2uDr40Jiu9+N/CLv5hWigDm/AJ+0+vBlsMHsfPeo9h5913YefQIBrduVuDIqEetz832jZJNVtLTd6vB/7YnZ9fjhmlHPQFUCSbBzq2k1wbPT+YTGtuTaTU4KcK+BtunyeWT0UfSbjKn1CbpuDmGUefLnLhhPYhhQJN/0NLfL+sGmn6Uae9RPXYQ0ouFrrTy8HJMtVmeBSSC6RuFdA/BWGtBu8F0nTCEKXfzd4MmK9dcUQ8C+XVUjx7B3qqB7SHD8Wg4D1uQci+MnZXYqEIaNcjVC8D0FZid+4FiGVKvAmee4izFnEdv6tg2mEP3wRkcS4MaVMzCw0Y780JS0czNlrQbpFVtvmrPUNorjmM+RhilgLRmvmHjxElM//670Tx5GsNv/Bn0/9Ar2MONY8T1CnD2cQpyeodgdh6C6Ru2HxCMPWxkKVBbVUqUVtgCCncsEOn9l6Qc2fs41JFjlrJO3qP2HBenSavaKSOrlKgW/KwHM2PTsNXz2goyS6Xag1CHUu2sDbw2JiiurAB33AFcvqwxZj7wyU+iefROXDr2KCYeeQITjzyGiW8+hjiOCZD33YOdz7sb247ejmIhxw3b9s6s2Tpq8/SdmSGX0FgJVdVK+2hJJUnqVWz/xQKkrS5zHHBsXE9pVd18IjvcVv2PAoJErkAKt1FlFmt1UQGSAhajPkKBo1M86uoLzLP31qiy6usZXBVcLY5LEc3CVYZ8l3tZIWkfi6Z+vSZ+EcZ1lTGMWc0uzfBnit0EaVvB5Dmk2GaerlqeZqouzyChIwG1x7iQM09DWg04ew4BAKStQiU729CABvyleeDiqVSNWu6BueVeTuuQcDUNmCtcXz1+C0vaDcjSLBW1Xf1A9xDBDXoNNBHIAOtu9vUnn8LUO96F4Oo1jPzcz6L3+1/MaxIGkLlJyMRxvqfBTTBb9/OQYhweQsIgc+AiTZsocK2wxi8A0J+36UTJfWO9jVaII5mKLT0cSLtFcJy5DLNlFynxbP6pvYY3Et7YxB7JUKnZatEa/pV2TiIHO6uzNsjamKAIAL/7u5Bf/mWC4q6dME8+yj83DpJBw3GExYsXMfGNY5j45uOYeOQxXHnqOAa2bsHOO49g552HsOPo7dh82xE4qpY0dqoGAMBJPZB2g7V9nihMe4t+ntSkpQgV7NIq0ipZi6y2/CKfx27kfOFIQCMMVlVX4jiapKNh426O4pxiOa18mzWKW+wQZfVAwi+RPm031Qpg1bKqHjX62JbWdFxucI0qElDPAiSENo3lWb6WQpkmddtHLJRZITsu6VR7LdtNvr2eIZgrZyBxAJS7+PdBCNMzkCo1bfXYrHFD9vOsKj0fMB7iqxPAhWeAZoMqy637gNsfhFPoTuc2Wsr6W6FSs31DK4qqLgIr86R2e4YZjG4rRUsv3iBsoPqNRzD9jnciqlYx+qafQfeD98EUuphiNHsZcvEEf290O5zhLXwOAYxEqw9qBqS5HebjJmCn4iBWmdDKzYqe1FcbRddXjRlFrcQRZGmONHi5J60cLZWajYCzYGfvj4RKjfhz1kpj750EJN20d2nniHZWZ/0jXxsXFN/wBsgHPkAoyXmIH/44jOfDjGwFhschpW6YsJUxq9NnGMWCyRNnMPHI45h49Clc+OZjWL42hW13HMHOu+/AznuPYtfz7kbPUH+m0rCKvygd/WTByAKknZ5gk0dyxSSKC3HEjbZVTc3vXo7AVeiG8SmAQbuZVo922edUCje2tGR1QcUtMcG2dwimwH6RaLUqrUby+oxfBPpGGRNmwXpVHy4jlGhrxJsxqaUkaKVh49rrssrXZHqFqwIaiIp3mpCgBWd0B+zAYwQtyJXzQLMNs+8wr1u7Ti+mCIAYxkbc2Q28Vef4KDttBMJcWTGIzz3NnNWgxepx7x0w+25PfX1JlFwqQknWWhGNBTuAqtZaFWjXaH0p9TJCztcovIRStY+fbvgCVmTVL34B0+/7Y5ich7FfeAvK995DgVLQBq6cgVw+yfexeTecvmE+d0ijvZE4nXyiE1qS15ocptivNlE77V1rok4SkG5D4S0bYH8vK8iZuwrTNwRpt2G6ehUcbWVoValhppq034dML/FGVGr272z2cAccv3vXwuPA0tPAzn+xWhy2gdbGBcUnnwQeeghoNCBv/Xngp/8l4pkrwPxVYH6KP9M3DNM3yMG5YztoZPd8bjihUlYQ1BYWceHRp0i5PvI4Lhx7AvmuMnbecxd23XMHbnnoPozu3wvXz4EbgvYoE8k8UiCLMqOFLMVqg7C1jyfGpaCnuUIgdD1SXbkCe5CunxquwxbDxq23rVVPaFuxm06zpj1I3dCbNaC7n2Z6x+PGGGjSj19k9WeTYXxViK6xeiQVN4Rmf0vLNVb4ujWEO53QYNi3Wp4DKnP8+zwBRK5cgHzzKzC7D8F54BUcQ2XpyJVFSNDkazWOUthOKlKy4iZLAzZWIPUl9heNIdh3D0DqVcgzXwemLvFx+8dgDh6F2byTilljCIwZb2IChhl1p7SakMUFOANDMHkOS5YoBCrzkOUZoNBFcMyX9DM3GfrcSaem2PcTx1j+3Bcw8873wB3ox6Zf+nmUjhxW4GwCF09ArpwBBjcB226hjcNOVrH9Ws/P2F74mpPwCJvjqpSlyby/VbRlu0lwyxXTx8ksscrqoA0xDkz/iKpV3fReBm6sSr2uSrRUqtGnUyDuUKrf3evjI0BrDnjovwPjP/idfjXf1tq4oFitAq99LeT0aeB97wVuP0hBBmKIFXQszULmp4CFGWBhipmfg2NA/yjM0CZgYJTqSnvytXmTAsyc1mrysacx8cjjmDp5GpsO7MPhV7wEt77ipdh0YA/8go7zcXPp5h0GQKSn82wVqXYP+MWU7ooCJAOMw7b2yzRGTsFK6lVOg3BcmKHxdHisSBo2EEX895Z6B8Mm4OXZs+oZ4uYWtHQKR5MgCcOqrlBOYuMArKLYrlu68UqSI1onSBrwsTwmtUi7BXn6m5CJZ2D2HYYZG+f7sUre5XmC8uY9+vzpEttfbTfT57Qh7fYaW/CvLXNWY8jBzKZQhnT3A5fPQk48QqtDFFKcc/BemP5hqj+TeY6SgmQQQFYqMH39yGaqprYXUo5YmacPMF+E6RuFKXYptdlmoEKxC0kCjQVzEUgYYunTn8H0u9+L/M7t2PRLv4DC3j0Ex1aD/car54DNe2B2HaaXtLqouand2pPWA5Z9dRITHAG+xnZDD0xI/KkJXW7BP2jr/bpaiGNBS9oUi8m5p4GRrTCDo7w/bthnzKpSkTIqNnt4FZVq/7xDqX7XrsfeCkx9EXjhZ4DSlu/0q/m21sYFxfe+F/KWt8A0m5B9e4GvfiGZJp+II4BE+MLT/gJkYRqYn6Iic2kW6OqFGdwCDIywkuwdgCmU0s1Qi4F2q41Ljx/HhW8+ivOPPIYLx56AMQYPvP7Hcfj7X4RNB/bAcV04liY0bqIqTcYxBY3VoduuUqg6qFbaDSajNKsJLWe8At+Xl4MxjgaRE+CMl/G22WG1Ijz1Bw2lbOukHAtdrJzLffz7RkUrA7UY+CVeO89TU372Yq+v4hSNYZNrExAvBxOFQKGYVG8QAXSSPKYmCBy2Dwrw54rdOitwdfCCWDrTmt69HK9poGBpp8R7OsS5ukCLh268ptRNU/2548DV8zyQNGrAvtvh7DrEIAHXQzIqTCnHG0+7z1COtsJdnOJr6B4AekdgHGf1ZctWofr+4naAxY9/AjPvfT9Ktx3B2C/+AvJbuXnE7QBy5lFg+iLM1v3ArsPsY1bmIe0WE4ZyBX5GQArsqsAltaoh7nq9jNE+tasCHol5YLRCHUuz2hvdvscwBOoriJ/6G5hD93KupE3HSfqMN0i6sd5FYH0qNQuOfodS7ax/XGvjguIXvgB59av5xXzhQ8AH3q0KPpcbpf3Cu7k0Ls32+7TfJGEbWJqDzF4FFmcoy68s0K82uAkY3gIzum1NnqSb9MeWr0xi4hFVux57HBLHuOt/+wHc+vKXoHdsBO1mG8Webjgmc4ntBI+gSUDJSuAbVUi7SZ9izxAN3XU170chBDo3T4HEqkpTBMs8j/ozBQ6fp1mlStWqWEt9MKUeVtWtGhWX7QYSk3++nFKEmRmFycZrQ8ZbTYpgyj3A4izEGJjB0dSCkqddhEKfEgG+UQFWFiBhK+2Z+gXNhu2+LrCb2a+t1Cvpl7TqaennqpWf60KiCKYyRyBWsBPHA2auAOef0YHLPtBuwey7A2bLLohx4JTK6/dAMpWi/W8L2BJFDElYmiGg9o8xCCD7Odjq2PYF1U4RN5uY//OPYO6Df4yu5z+A0be+Bf7QAP+uXiM4Ls7A7DwIjO+HcRzIyiJMu0Fhjl9gapING7Ch9ZZajSJef2sjkogHD+s/XNUfV1HPeuAYx5BLpyBnn4C566WkVW3knAXCeG2VmKkOkwCM6y/tqmvcoVQ76x/J2rigCABf+hIwMQH82I8BeT8d0hsGqZIxCtKqzZ5KRTjc1nFTz5dloaIYqChQzl1lRVlfIdU6uo29yT5Ok0+A0mFPMBbg6vFnMPF338DUsyeR7ypj+51HcOCFD6A6v4Rmo4XusTF0Dw8BS9NMlqkuUPrfN8wKx1HFqZ66pVVjn84YVgpW/ae2CXj51Yfs7LQJx0spXYl4+rcDk20Wa6GLApVcAeL6avZf1jBzT6fKq62kUYcsTMF09wHFbsjF05BGHc74LqB/KK0KANKMbe0V5otKcdrXkw5XRqPC9JywRfBr1vm6uge5+Ttupm1rq8dW6t8rlEkJ2oo3Q4lKu0WwtwAeR0BlCXL2OKSyzNed82HK3TD7bgPE6DUpXV+52Co9EZrwzxLBkc1XhcD0b+KUlLWqV9GqLY7UB2kQNRqY++CHMP+nf46e73sZRn/hLcj1cGqKVBaYC9uqw+w6QhGZ4zIXtt1MjfL5YuZwtKbvaL2LgPapYxjNVYUg9ZH6hfR9rbMkDBA//XfA/DWYoy+B6Ru+HhxtlWjvw3XVqBESRXDyT60sO5RqZ/0jWBsaFOXtbwe+/EXgv34ApswkEYaC5xJ6RxKjezvt3dken41p84u0HVgxSXKsZa9RWg1WkgvTHGw7d5U/t/MQnK17gb7h6yeg63DYRq2BS489iaXLl1Eo+th86AD8YgGTTz6NZmUFXePbsP159yJfKlF4sTKvvSGXG40CrrERdfbVtZtp0Lk1mvtFVnfAOn1Bk/glEbb5XI0VAqROWqDNoxsml9cNNaJdo1nVyfXg+Kb6CtNmBkdJhwIEW9u37R6kjWLt52VFSkGLvTGbfmMzZds6nDkOWZxZS0b/GEy5hyCkghvJZs/a33dyqf0FSKefOA4VrLUVxDNTMIPD7IXOTDL3dftBAn0UwgyMAMUuxsj1DMJ09xMMLSDbqRXr0snQsISrfKz+TWQdZE3laFNhksQjB+FKDXPv/wAWPvIx9P3wqzD6c2+CW8wTcOeuIj77OKv8vXfSvuIYrdIpGJOcD1PuXXPNDb8D9n6wIjAFZJPExUn6OeTyN/i2ac+xXkX81FeBagXm6Eth+obSyv66KjFLoa6lTtf5p30tHUq1s76Da2OD4t69MGfPQr7+VeDWW2HTZIyr4pmwpYZ0/eIZk6atxCqECTNgaZCIRTitgpSOsakmgCpKfdJzM5c5YHdhCqgt8yS/bT/FPOBzoVWHzF2hIrPUDfSNYqkOVBcWkS/m0bdpFOe//gguPvoEmjPXMDw+hp0PPojRo/fAdXO0cdhhxK6XKloTAYd6GuMgFerkCtzcHJcUm01HyS5jgFyJlGPQYmVXW6ay1PEIMm4OMnURcvkcsFKB2X8bzOhm2hKyEzJCFW/4Gjvn5tZ/zrWfnxrbYfNTGytIZl9GKrZR3500Gb9n+kZIH4uklX6oDEF2ckOroYIcoaKy3QRaTRhfgxs0mzWuLABXzhIgB0aA3bfB5HVmZVcPZPI8mYI9t7OiXPedrKavRcDDxPwkQ9H7xmiHQZz2MJNf1WpJgTKYX8Ls+/4IS5/6NAZ+7J9j5KffACfvQ8AJGHL2SYbI77uT9pqYIisTBZw+4ucZPGCcFLgzyU1i6XDbp3VcVo5WRRq2EnXyTT+7ygLiZ74B1Fdg7n4pDxCJGnUdCtVSvDYn1fZa16sYrf+zQ6l21ndgbWhQxPnzkPPngRc8pKHTKmLJqguBNEkmm2UatpFMfQdSoIwifkGtGhTIUJV+or6zFUvSt/J8RqZNX6LEPmhxo9i8E+gd1LmJOaBngJt2ZY6h1LUlRMVeNOEj39OH2tIyjn/uYTz5Pz4HiSJsv/M27LznDuy85yi6BnrVyxikr8vL62vQXleSyaqRc7lC8t6NjVoTWQewKLaJoxBy9jGqdfuGWOWUe4Gufjh+ARKHrC5bdQVBl9aMvOZ0ZjNPjdHkGpP2/260HE/N/jHzReuLqlL0U8rRLwIwrPqMITVrQ8ZzBW6uzUqavOJ4iJ55CmZkE5yRET6PzR21n28cQcp9rKgungQunea1GN8NjG2HU+J7w/RlxJfOwGzfzyQYK2xaew0tZaj/LUGblWNjhZM5+kb5OdDvkPkcrFmeh4T2tWnMvOf9qHzxSxh+w+sw+C9/HI6fg4hwTuX548DYdvoyXU89q5JadLwcbSHZqjYLjjbPNzO5g6rm9RJxMu9vTYUsS3OITzwCNKqkVXsGWTlaqjihUDPUKbRSXrssICaA2aFUO+sffm1sUJycBC5dAo7emU6tB9Kq0AoKbIWlQorV3y+TCnDiCNl4MFGfGSvJ1mrTu1cACqVUBRmFnCy/OE3RRc8gpG8MptVgJdlqAr4PMzCqI5Om6bXrH4XZtIMbmzXvA4iCEALB9JkJHP/cl/HVP/pTQGLsPHoHdt13Nw684D6M7twKJ1vB5goa/RURYKIwjZyzQ4LzxdVVhPaWEoqwVoGcPwmpVWC27QNGNgMrc+zN2efpGtAsVr3GkVbaOa0g/SI3/ihMem8AVGTkpRmwN1xKj9rKpb6sfs7M7MqCqliDgKBbKPPzD0inRsefgrt3L9N2PF97wCaprJLX3lxhHzNsA/kSYmNYNV69QHXy2DaY3UcouooCHnxOPAoJ2nAO3wd0W+BxwM1e7ykbwaZUrgTt5BCE3hGYnqF0TqQFDPuZWOO8CFoTE5j+g/eh9o1HMPKmN2Lgh18F43mQKIRMPAO5fBJm2y0wuw7zd9tp+L20W1Ri2wOhVcdmvhtiqVyJ0tcN0Ntpo+dc9zlBSRZnEZ88RnC8+2Uw3X3p5BhrT1mXMl2vvxiv+WeHUu2sf7i1sUFx+3aC4pc+C9x9d7IhJ81+ESpMbe/J9lTczDBimOvVgolgJKvEs1WhS7BsN2gDaNX5fH6RQGEpH0tztuqQpSmKZbwc0DWgNoKY0vpCEZi+wszNsA109ZGGHdzMKq1VYxXjuAiaTUydPIvjX/gKHvvkX2Dm7HlsufUW3PYD34dbX/IQRneNw8t56mdz055pHDNT1I54ikL+ebEbsrwI+ev/Djl/EmbvYZj7X84+kckIW6qLBJtcnht9vUKautiVDEOWKEAyGikO088iX2KQug0Zt2IYG8EWhzcUd2QXvYCBAmQjrSrcHJAvJ95DE7SBYonCl6BNitH1SC/ba+JoYkwUEQ9gOE+ypb1nxwXKvYS4s08DF04Q/LbsBLYdgFMo8ZrOXIGcPw4zvpcHiDBgnmyc0qGJslMjAaXd4Miw6iLQOwzTO0pxFXB9FZ8ExwuaJ05i+l1/gMazpzD61p9H3yu+D0b7inL+KcjUBZg9tzPyDqBnNwoSBsHkfL6/fDHNb7UXNg4JjvaziaPEJmTsITBnhTjXV4vJ90Y4yzE+eQxo1uEcfSnnXN7Ux3gDcLSDkRNw1H50h1LtrP/Fa2OD4utfD3zlK8AXPgOMjSFJPUlaPKkS0W6I4rjcvNqNlIpMNkt3ldpxVa/IcamO1I0GtWX2cjxfPW9+Wtk0qhAjMF4+FS4IElGPAdI+JoTS/rDNzTtoQ65dgFw+zXFK/aPA4BjMyDiN+HGUbJphGGP6zFmc+MJXcPbvjmHim4+h3N+LB1/3z3Hwxc/H0LZNgHHh5vOJYAeeDwmawOwkX5SrKkTPB/qUYpy/CmlUCCi9qorNXPZk3FV9Rcdd+YnK1BiHfc6wmag+GVpQos0jV2D/z4phklFEdrN1bgySklbFYtN1WpwbKQAQC2A8oNAD09UFgFSgLM8BYQum1MN+pUCFUZpfaulOzwfEAI0loFbhZ+mXIPkiZOYqcPoxvoZNVCE7/SM6pDeEXJvgNJFt+zST1aPnNUkKMpmN3kCCFivHlQWC48Cm1SKtpHpbfS/Wn3wK0+94J9qTkxj7lf8DPS98kMe1WgXx2SeA5TmYW+6BGR5HkqOrkX3iemQkKvOprSN7fbW/m06PUXAUYWSi8WgTutlSIJfFaYJjuwnnrpfQD3zD/uJasc06laL1klp/ZYdS7az/RWtjg2IYAu02UCqlwoxsdqg9XVqwzMrFbS/QzpSz6TN2Crnr6sbpkF4TK1vXL7TjJkb5TQI7AAAgAElEQVRvsSq/2jKwcI1/0tUHdA+lohGtSjjYVUU+1jRfKLMqbGrGqOvxMQEqPbUiweIMAXJwE0FyaBPN3FbgYVwsz87j3N9+HRNffwRXnnoWpZ4y7nr1K3DLC++HRBHCyxMonXoEprYEc/hemAdeCSPQmYmt9ICQyzPSLIqQ0oJ2pdWCaDVLgNQKsnuAma7QSj1orp4aYivIZOK8glJ2jNfamDKV+IvdTHVJEADVFapFfQ/G003U8Ri+XuxOQbalY7LazQQU4Lr0R8KkIe0qFpKwxfekg6AlVwDqVciFZ4G5a8D4HmDTNjhdvQxfdxxIJPQXdrP/Kwsz/Ky6+5Fqh01yf0oUQRavUYjVNQAzNJ4GjwN6v9keXHpfVx95FNP/zzsQVSrY/Ku/gvK99/J6L80iPv0YEAZwDt3HSSmAKnHbKRVpDOcslnuT9kKikrVVbSblKalao4Cf2xov6dr7IgHHBQXHsAXnzpcAXT0Ex9ia/DO/nvQUM//MgmGHUu2sf4C1cUGxVoMcPAhcuwZ89MMw3/cS/rkdv2NPpXbWoZ1oYRwkUVkJaKaS8kSdV6uQEvR8QGJWhPkiqTfX42nams9tFJnjpGDp5tIvrN2QYPc6yXzhVYQSBlqxeRq/VoKJJX0OgJVqfQUyfw1y6Qwwe5nvY2QrjFW9lrrSVBY3h7DZwuX/9lFM/MWnUHWK6D1yO/Y+9AB6N41i7tJVRI06+kuC3t4SMDROMUgUUKxhhTrJINz1qLMMQAK0JNQrVGx6fuI3NLBJO8106LOrJ36/QOo5Svu5yUHFVun2MwrbSHt2UQqgaoexKTtorPDa2eud53Bk69WTVpNgF7U0ySeX9EQNlFpV0ZYYQ+pxZT4R/Ei7RWXq5dP0rm7fzw0/o8oV47LCgoGceoyfzY6DalfJXkvDQ9DSFKvHYjfM4Dgpz+usNQ6gKTUiQPVvv46p330HIIItv/42FG87woedmyQ4+gU4h+9n1S/Ce9oKafJF3oqNlUTJCr9AcLSVok3Ksd+XTE6u+VaGCWtguCxMIT75KBC2WTmWu1NwXE99eh0IrvfPDqXaWX//a+OC4qlTkNtuY7X4xp8GfvWXYGcRMl+U/RmTUZgmX2yb3alKSbFfLjt9wCaCWFVe1AIi3QyigNVlYwUIA3r7Sr2cCO84pPCyoonsc+d8AoExKX1rNx2j/ycKhHbChRVJ5IvcsK06FlqhtpukO2cmIXNX6bsbGWefa2CUnrurE5DqIjC+F2bTLtSvXMKVr/01glYLvVu3YWTPTlx4/DhmL12DGGDLoVuw9chB5ApayTVraV8p5xPsbroZar5ofRlSX04BstwPdPXyR6xH0fYHtc9r7GQIC4YCJGHoWcFUHCO+chFm8zY4/vqUXjLhvr6sIiplCIo9DA6wauSI0+kRhRpiDvZl/SKVlDqWSWzEWW2Zn3+xm2B9+TTk4ilWLvuPwoxto3HfMCTdWOUyBHLlHOTiSTgH7wH6R6hitSBgP9PKPBWr+SLM4BZNFlpTLUIPd3qQq3zxYUz/3jvh9vRg86//Cor791Opem0CcvZxoG8Ezi33JsOPJQpSs70e/BDQ8yqtBlOPAFbP9jO1VRvMqri9rIf2+lsh00OOYwXHY0AUwbnrRUApC44W7G4musn8M3l8dFSqnfX3tjYuKIoAP//zkCeeAD7wfmBkMFGgphMf9MuoEyiQy6cxb7opSLMG06gSdPw8v5A2rUagkyh0M01CuzOm5zgmUOTyiVDCZFWIyXSBDFBm6V0bSWfMKvVp+rFoX6jVSIHBzsjztXLN5FXGZ45DvvYZADFQLgM9/XCGtrDXNbSZlebKIivRoXEGWgdNLF+YQFBdQc9QP+YvX8Xjn/48ps5dRGmgHzuP3oE9992Fwc2jqfUlqSCfAyCNC/FyFOvUFhUgc+xBamINooDCkHadv2NVqladaYVREMRXLiA+fRLufQ/BKRTSKt+4SQWV3iJajbdb6XVsVlNwjQJe/1I3f9/6JmtLBACwijcuFbcAWEW5LgG3XgVqixwKXe4DZq9AzjwJrCwCu24F9h2F4+kG3qxS+NM9wPdSX0F8/hmYQhlmxwGqk7tsRJyGrleXmHrk52H6NgHFkjo5UgEOkv+OIFGEpb/4LGbe9V7427dh86/+n8hvHefsxCtnIOefhtm0S20c+hhBi4/i5thfjqL0fm01GN9nqeUkBk8YnWcPK1qt3fw+0Oug0zNkbgrxqWNAHMO580Wsotc188fX//d1oCjp97FDqXbW/+TauKD4jncAb3sbN85du4C/+jKQIwCJrbiiME2zcfREKZHSSGpX8IusYIo9pEnDltoBtLJos5qRXB6m0K3B3FpZIlbxTZiZqRinlZ1fYiUQtlKfnu13GaxDjenytKK0QeIKsvykYlattsqKQr6XZY0zG94C09MPadQIfI6DeOoCcG2CD1Ds4cy8wU0E88oCJNJJDEPjFGI0q4gaK4haLcRBgHOPPIlvfOzTOPlXX8PW2w7jwAvvx6EXPg8j2zfDhfBxNFEmUVKut4zLKLn6IqS6kAJkqYfA5Oj0kHaTBxxAH1en14cRTKmcpuUI9JATpb1ICyj1ZbII3YOrpl6IxATJZjWxYcD2Nh2X/x1HynALTNRKh0U3akCxi68XBsbLsVKsV9I4uZ4h9glPPwZcOsXPY/9dwNBm7VlGPBx4eaYDAZCFWaC+RNXxyiIEDszwppQOri7SwuN6DK/PKwBZ03127icEEoRY+MR/w8x7/hCl22/H5rf9EnJDQ5CgCbl4EnLlDMzOW2G2HeDjxAKETVb3Wcrf8fQQFK4Kt0/D2zPVs71+Oht0/bvAMjVx0t6QuWuITz0KiBAci+Ub0Ko3qBQzXuFU8duhVDvr218bFxRHRoDZWf57Vxfw8Y8AL3xROl4IIF0TttSK0IRU6bUzuTUjiKzIxkZitXUjKHYnc/6MgilFOPp79oSaObGL9TVaoLQbgKvCj3yJG5Htda498d5oOZnqRhSMGzXI6aeoJi2WgHweppfhAEYTbZDXHE/HJY2nRm9p1QmIYUgvX7kHmJ2ELM3xtXUPwIxuZT+w3aBsPwqxPLOAs998HN/82Kdw6q//DmN7d+P+H301bnnoHgxuGYHJ5Ukpu7mbH9YdBciVOQqUGqRYUezic7o5IGpDFuc0ug0wQ6OA67Oa0nSiZDN0fQ3oriQVLERUPCKZFKD0ICJRmBlC7QKlPq0WW+ljBy0ATNmRoAEThZoAtMTKrtStYFBklVmZJdiXeiDFHuDyGcipYwTybQeAHbfouDLQV9lq0NriepBYgNoKTKEIVOYRz12Ds2U3Ax+MoQVocZr906FxCqES8Y0LrAlkiFttLHz4Y5h9/wfQ9YIHsemXfgFeTw+kvgKZOA6ZuwJz4B6Y0W1p8ELQosgoZ+d5amh4W6P5goAK1CRyj4e8ZJyYDQPw1sQervP5ZwcQy9w10qrGgXPHC1kV39CecTNQzPxZR6XaWd/G2rigeOutwLPPavVTBP7mK8CB/QAUouxmWF+hET1fpFG+0MXNs13Xvl2QRqUFbdKB+SK/SBbcbLKG9R/aHooIT81eRtwThdqvZPUiNvoqyDyWzTVVH6Fxr6dP05XUOJpYE0JmJjn1oW+IggXf58YZx+zhzU1S0drVzyrOVlEWLCwV5RcJPmqfEBukrpugTJ6DTJ4D4ihVvPYOsmKJQ4hxsDy3iDNfO4YTD/8tLj/5DIbGh3Hfa1+Fvc+7E7EInFI3CgNDSFKAshJ7FVUI1OdYmWEV3KxCYCDTM3DGd8MMjyp13dCxSGp18fL0SMZxKp6KwpTSTf4cKXNgkIYAAHx+4xIYGyt8/HwJKPczBi/UnmfYZkWon5vEIe0nQZuG9QLFUYnwo14hQBoX0tUHVBYhpx8HluZgdt4CbN3HPFcVZ0nQ5ift5ThCzNX3ELQgJx7laLNt+1hFtursOcYRwbHcS99lcr9I5p9AVG9i/k//DHMf+hP0/cArMfpvfxZuuQRZWUR85nGgugRz+EHOm7TXKQx4EEimyvCekShkn7W6pH1ZrcKNvg+bFgWkE2HWBUcLqKuTbgiOjwCuB+f2F5Dt+JYqRXuoTL8vSb+xQ6l21v+PtXFB8eRJ4NWvBmZmgP/wHyA//a9JmRknY3/gaT+r9EvebBhQnt+sAl39VEkaR6dstEkp2d6dpWRsBJYFPYnTrFQrQNANyeQLgK/iG53pmFR4NpzZ5n7aRB2XhnZjBTkS0ey9OMdZhT39QLUC8bxE0Wr6hvk6rTBHY92SSDdAzdmS0ILcULS/Y4zOT1TQdHIw8Zr4OxFWldcuQM49RfAe2gKzZRdDwdWfCNdDq9HCxOPP4PyjT6I5N4PBsSEcevH9yBUKWJxZhFMsYXTPbuS7u9JNNNtjjWNEJ45DggbcLVsIVgnF2g+4qtZtNTTKTgMACt2cTBFmaOqscCrZFLUPbBN8bN9SI+nEGBr57WzGQheFVJ6vAQURn7+6gGSKiDGQXBEmaEPCFqv0xPbjprMry32sTieehVw6DWzZDbP7VoKjy89CXD/t39WXSeGWeviWrl4AKnMwu29jtQpQERs0YQY28/2vZ5/RCjlaXsHsh/4ECx/+CAZ/7LUY/qk3wCnkmUZz+hgQR3COPKgBBHqvq89UTPo4vH76bapX9DDgAo5hdadpRhIFaY6wAEmizqqXt7ZvuAYcc3k4tz2Y3mPPVSneCDA7KtXO+hbXxgXFJ5+E3H8///1f/TjwO79Fw7XrAX0jpAp1YxTrhbMbvO1/2GkBaxNtYCCxqlMTOlR7LH6eEW+uw56VlbiHTSSnVJ3jmIpAVHCT74Lx1cwfBZy+kVC3ER8PUCGIA0QxZPoKsLzAqrBvALI4BePlYIa3sOqrLbPgKpR1moZN81mnX2krJFXkUvWqwc2xWkrCgFWtpRwz78UevBFF7H3NXIZcPkPF69Am2kKGNpFeczyYnA/xipi/OoWpJ56AtOsYHh9Dub8X5449haXpOeR7+7H9nqMY3b0TuHQeztZtWpVnxjK16hkVa46eQMQ87OR8XjcbZJ0vkfaGScIRACAZJ+Z5/LlsQQWk94bdQL0cx4jVFxP/JR+7ixViVnxVXQYQJ2yB5GlvMGqaR71CcAMIjoUyPY+Xz3DCfbkX5sBdwMgWVmrZyh5goEN1kVRtvgjUa5DFGZj+IaDZpHAq51IU1D8G9A7p27Iex8y9LTHC+QXMvO8DWPrUpzH8M/8agz/6Wpicl9o4CiU4h+7nCC0bLGGM+nQzTEwUJQrYNCeYB0ljD2Rhm9cqGfxtkvbGKoBcR1QjEgPz1xCfOAbki3COPLAaHK+rCm9Ao2b/vUOpdtZzrI0Lih/6EOSNb4RpNCCHDwFf/iy9bq4HODmIgVZ0FF3IygJP/H3DpA1tz+866wTSL4ykXyhR6X4CkLYaheFGVewhEEQBe3z2ZyxVCOgp1SokFSgLXQQzYyCNKuTME5DZa/S8bdubAASCFr2SxS71+mnsml+8+fdb50dmBwXb90RqC5mKytU5jrYSlpS2jHQGoutxc9TZiMZepnYDMnWJfcnaMkyxDLN5F9A3yH6UcZiYky8hmL+GytWrcCRGubcLZ752DE989suoLtew+chhHH7lyzB+aB8tIZkVx5IORG7WSJN29TH31PN5TZpVAmSuQBDzS0otZj7nMExHTuV0GLVxU2uCjaTTJfawUK/wWhSs59FPWAhRMRAaFSSjyRyH/khbjYdtputIrJW8C+ke5Fiy048DtQrMvjuB3Yd5UBPt8VnaG5wWYmL2uyUKOflDc3Pl/HGgVAZ8HxjYDNM9oIekTJVnP3swdHz2PX+I5S98CaNvfQsGXv1DgIHaOJ4AhjbD2XtHWvlqsIQFuIStTEZ1qdCsrXFySp8atXuIq0Iea9zX9KJVt+86StNkfNbJY0CxBOfwA5rGczNQXOfvkveODqXaWTdcGxcUV1aAf/JPgPPngQ99CHjwAYpqLOVjT9wQrXZ8bh42e9Ea+W1ayNq0G4B/b2xYc8YnJpLSihKn1WJChdLjhkJZe1sRhT5BNr3FXnbtE9ZXIFfOA806zNgOYNdBYOEa497K3TA9g3xMA3r5PAY1J6HL6y7dcRJ6UtWBkW78a6vJVadsaGVpIDYlKIkNa6k6VIBckRuMp5WxMTBujn3bxSmGoYdUL5r+YW7eNVZeMr+E6MpleA++AGEQwDExFiZncPzhr+Gv/+tHEMfAvT/6wzjyypdi0/49cB3d2HVaBpqV1UEBpR5NqilyY65X+D59+xrz2tfUTdJWM1Ygkp3u4WgQdvaAYMMdAlWvGoeJOcmQX73mnseBzo2V9LFFCKbao5N2E1ieTQzyptgNgQucfxpy+QzM1r0wt9wDlLpSliMM9EDisvK0I7vaDcQwcDyO7JJTj0LadZi+QUYDDm9N7RJrP2MArcuTmHnnH6D6ta9h06++Db3f9xK+10snIReeZeD49lsIsDYo3MulczztN8Z+70JlItoNHlQdzgU1sV6LXD6NklNaNek7JuB2fVA4wXGS4FjqhnPr/QqOmR7qzWwb9vOxP99RqXbWOmvjguLiIvCqVwETE5A/eCfw4H3ccGrLvOW7B9TsHq7e2OwX135hrB8uazK2Hqzs5mG/7I6rVgtnlSdSEoAMU0o0jlNRjZOjos7TiK1aBfLE3yA+9wzMyCaYW47C9FKiT/uBAqjSUgwJ6AMgq+lWx6jSj5SfcXL62lcrEfkglv/Uj9xaP+KIvdTnWppOYn8/CQwPWqkoydMDgaXLHC/p4UlLxU21FfZcXRdy7SKkvkJw7x/hkN8c81mDVoBrp87hqb/8Mp764t+iNNCP57/+x3DwpS+A5/uIYVDsH2Al2lqB1Kuaxao9yLIKjRpVHV4cEZjsnMyM7y75jKIgoZeTg4CtcGzKCwz7ZUFLrTEqzin18bmTa2TSrN1WNb0vwjZ7oMoCSFPTcmz16vnA/DSp1e5+OPvvBEa3Xb/Zuy4QC8QCStjmtSz1EJinL0GunmPuKByY7bdQuLL6pkg+z+bZ85h+57tRf+IpjP/7/wtdz7+f9+L5pyFXz8LsOwqzaaeKcbS9YL29WXLFVo82fcgKnDz+rInayf0qlrK2SlQFb7MOnWorQAFScCz3wrn1PrIt3xKNus6yh9hO1dhZ2Mig+J//M+Rtb4MJAsj4FsixvyZYdQ2w5wakoogsdZiY6ePVAGlpTvvntrdk/zsj87+uT2HDtu0GGKqoJguSVuEKA6mtcHBvEMDsOACz8yDFMBeehcxchBkYZSZlV1/6ei242w3bGtyTykd/xjGp6s/Ls4eZVQTebOX01Bw019Ctz7GpZJaE2p80UH+ok04kiSLIwhxMsYh4pQpny3aCZKvKn1teoOL16nlWYCNbYEa38TDhuAjh4trZizjx1WOoTE9jYMsYbv3+F6Hc14e5y5MwjoORHdtQKPrsQVYXMyKdXlXVNki9xjGp6DxFIiZ7iHBcAiSQUqlWZGW0j5npH0sYMre2pRm5xR6g1Jem4dhrEwsfL2giEQhFYbIhi+PSC1ld5P0QhkC1AlydANotmAN3wmw/QMAwDPhO+o+276d0uTSq3OMLXazMpyYgEgKVZZjNe2DGtq0RvqSsQuOZZzH1e+9G68JFbP3t30Tpjts5Muv8U5DZKzC3PgAzuFnHS6ngx1bvGVxZNczbfqcCrdyV0mdUnGba8pd4r+l9n4zkui4gXO/I2Sv0OXb3wzl47/XguF5fcd1/R4dS/XtYF5cu4tziObxox4ueI/XqH+/auKD48Y9DfuInWC3dfRfwyT/PeAP1dG+9fZ7P+K4c+xwmDlOP4Fp/oJXyW3WfFafYOYv2ZAuXoo1sMHLyd1BRDsdYyeIs5NG/QnzhBMyuW2D23ApT7tK+pEn9h+0WRGJWuV0D7MXY+Xiq+pNExq7VoJ3cYTdfparS07eTgmShi33JKEhjum64tN+m0Xar1zogmVGQJkKMoJU8bzw5Aae7h6+rUEzVtxLrSb2Q+EkB9uCksgC5OgFMnqMncPt+WhOsBabch8X5Cq49fRyIQgzt3I5SbzdOf/XrWJy8hkJvL/bdfxRDQ91MnvF8HjYK3YARTdFp8L0UezQ83JBdSKg3B2m0XJgqeKOA917OTxWsXo4UeX2Zlanj8jGLPUqjU1UqdpqKpdzdPBjKoKpT65lt1ZWmdSEL05xssjALbD8Ac+heOH4+uX5is36t6EUPaRIGfD9+HtKockZkowKp12ByBZg9t/GzsoEImc+3duwxTL3jnYirNYz/9r9HYf9eoLqE+OyTQH0Z5vDzOVQ4CtOAjHVELIni2oKjoyI1Vytz1+VEGWPSFKLk+6TU6nW0aNonFZgUHHsG4dxyj6ZS3QwU11sdSvV/do38pxEst5bxsR/5GH5o/w99p1/Ot7U2LigCwCc/CVy4APzkTwJdZc3RtBVanJ7EJSIAWRrVUqSujYDTGYxhGyZQkYbN3wSQ/QJCoGChFFJSSSggaoSYAFS+Tk9Czj4NeD6cA3fAjO8BjEFcWwLOPAYJ2zDd/ez92B6NjSGz0wuSjdmkQALRSC5Jn8/R15wMRbbTOJzMl9yk77vYy2ombGUqyRtsHFl/4dqfkZjipgx42z6RpSBlYQ5iXLhj40DQUPVm5qFsFmwcaWWZ4yZrN0IYYGmOtpDaMje90XFmqbbbzAftH0UcRajMzMH1XPilIk4+/Dd45GOfQqNaw52vfBH2330Y/QMlOPliGjUnQvBpN/iaLZDZ2Le1VXMyWT6zSdsq0iFAUnjTor2j3dBM3pLSlwSNJA2m3dA+nc8NOaH8Q76uKGIP0tVe5cWTwNQlTt449DyYse2pjSOZsCJp8Lfn8X5VOlLqFfYzW3X9OD2YTTtIM5d6gELaIxURVL/2dUy/4/eBnI/x3/pN5HdsAxam6XF0HDi3qirUKrUdh/fX2krBJkklHlUA/x97bx7l11WdiX7nDr+p5lKVSvMsW7JkWbINgRiIM9ENNA2ks7oT0qQ7j5WszAuSQBPy6Ia30kl3spIQYkhw4hBnoB8QQjpJN8GBkMRMtjG2ZdmyZcuapZrn33iH/f7Ye59z7q+qZJnu16ZAZy2ppKpf3eHcc8/e+9vf/jYCqwGsMoxG1o11rnSNBIEYR+eA+c/AGsenvgoztBHmwO1ChvIjx+41vsZ6vw6pfl3jVR95FR649AC+8tav4NjmYy/25XxdY10bRfrZnwW+cD/wF5+A2Tjq8jGqJernvFREuxvSSSU3ZCGe0OWQ4pKLEkKp/SuQFLwXSrxLmriI/MyTwMIMzM79vHGXKkzjl+iNGotM428uA6PbYTZu58KQTotze9pqSmXjosgz5JFHmjCOJakMU8+7RlwBRSUnMN6dW/VLSKIYKHPtoMk8A7ninv0H4CJju4EpGSRhUkX2zJMs2j28YQUFnyjnfoJJy7XZ0uejOrNpm/OeWqaiZRgmAJoNZnM2l4EoZAO5NMftxEo1LlsZ2IA84dzv+DNncPx/3If7/+BPsPfWQ3j5978Ge27eDwpjRCObEQ2O8ty3lhhiDQKek2oPCyzkmY32+KY98hUcdAkt5zGA7fWo5BwikZYrSzPowEGnqv9K5AQK9JmlCc9VxoYur/QAU5eB507w7+06CLP/FhaesPlSwyxsGEvoQdIBBSFMGII6bWD6Arf+ikow1QGY/mHOZwYBizV4pTGLf/+PmPjAXYg3jWHre9+DeNMYMHkR+TNfAwY2IDjwUnbstJZXYfNuw5LnIGXogsTghRJdB17O17h3FuTWbsTwtekyigXjOMmRoxkeY5m9OHatsa55mOuQ6gscRISMMkRKYluHY30bxaEhYGEB+NQngO+60+UBxVs3lDonMIxcoX2eM7Vf4T3dmHQqtBQhlSgwT4u5PH3Z9SsR51zOPQO6fAZmYAPMDbfAjGwR7z4BXXpaas36YXqHpd7NOAOl0KzkArU8gJKm1EomLj8ZiqqOXEuhzlI3EPI2EWPY2JdrVsbMqvhQ7uotlViiEK3UcaqwgLGd4fOiMVQYMCq5a8gyq5lplOWr5IpE6z4leu1WPOkWHQCE6t8o1sPJc7YwZRgz47W5xM+0scQF7806N2vetg9mcAQIQ7SbbVw8cRKP/fVn0JqawM4btuOW770D7WYH9cSgtmMPRrZvZQarioiXWJDBRN486DUQwZGbjIv004S/Tzmoo+U8CUeHpQqX5EQO6uO7DbjutdNyAhIqShEE7OAsz7LaTRiBOinrrE5d5A4pew6xtq2I4RfFK4yDMkUQnSgD5ieBhWl+rsNbOA+7PA+am4LZvp+fpdQtLnz6Pkzc9SFUDh/C1l98J8KhQdDl50CnH4XZshdm7xFR45E1Jv0beX2rQ0H2Osgnx4BYHB3EpCiFTwG3FpKWcy6AldBqwTheQH7qa6zIdMMxdm6vMT9un6UxosF7HVL9Vhjr2iji858HHn0U9FM/yRtP0nKQkTFFir0sbkMK8ahcW+AZy8xqi3YPMpKzSdsOElyYZsGAuMSC1nEJptzDkR0kilueRT43CSzNwAyMAXuPItBcXbsp0JxuCDK0Z50atSC0xyRbE5YxdKsbpaqrRBUgz2CMZ+C7Da+q3QjJARnfE29ORliVTQc32TpHcixNjcYBFw1kGZIHvgDMTiP63tcjKJfgD46YpJYwLgM9w0zT9+d7RY63S4zAhBxVJS2eP+SObKLzqI2MIbBoc4lhu/kZ0MVngdlJmBsEyu5jxm8aRLjw+EnMPXUSlSDF9v3bMHdlCheevYhOUMGeb7sNW/dtR5S1XSF/XPIYrHD5XMpc1M4XDVujqmzllOXhLIO50stF/Lqx57lDNVSEQPJ1Ro8RMNsa9Tn+fNIBTV8BLjwLDI4Cew8hGBoDyhVQlnMxvilU9/FImRhFAEfaC5M8p/0bYAY3Am0WCDCDI6CFGZiBDQemEacAACAASURBVKAgwvxf/hUmf/f30Xfnq7Dp7T+LoFZxZRz7jsJs3WdZsZy3rLj15JfGyDq3Ua0Sh7R0KipL3hZcz6uOW5vTJaj0rp53tMYRHDme+hrMyFaY/bd8HcYRLvftP/Pr45turF+j+Ld/C3zf9/FL9frXA3/0++5nUZk3jFyUTqymqHHGUCNEgvdyGPs9jmwEsvNySkQEzE4hP/UYsDALs3k7zA1HgZ4BRoM6LdDiNG/GpSpvRNqHkOC8dAAq2G1i2SyStmPz6fXotXm1ck5CLOCf6iagnToAlxMR7VOrjanlJjaCUSMZupyk3quRDb5ddwQmJXR0mvJvAgIDaidAO4EZ21LYwBCWeM6WpvnYFRa/LoJRAt/mOUOP3TVn3XNhp0cgyzDmqKDd4GhSo14VJdB2W0qgUqMzPwuaOM+5w7HtnFdrscoQ9QygPjeH1qVz6K0YzE3M4KG/+izOPXUWh159Jw7f+XKMbBmBqdRgVIDBCjPIMwliwJAlzhSgVp5hhtyTNtdadhr8e5UeFkXX3Jrm6rSkIxZoNc9YoNxI/eDyHNCq89qfOAe6dIbPdeBWmE27YOKYReTjMouQG2OjSDuzJFKEi7OuqfLgKHeSoZwNUaUHNH4epqcPeaUXs5/4S0zf8xEMvekN2PjjPwoTGtCZx0FXzsAcejkzVXXNKRvZyzdbwe88dQiEdgBJuEkzs5dT14VDP6clLmmH0QKFjn0S3YrI8RGYjdtg9h6B30Hlmkepeh1S/SYe69co3nor8Mgj/O9KBXjkIW4hJSw2EPEm2VwGQ3sxKKoweUM3GS3XUIPgk1u0PEM3jE4bmLoCWpy19XSmUgUAjrCyjBvVzl1h2a00g9lzC8zm3fyCturS1088WBGCtsXdflRYqnDEZ4zk9/zNVKM3eHlTgS/z3EWSgGOoEjkjKcbBGEgEWhE2arMLbvUibO0kn6WsJqMRNhHy+TmkX7kf4eGjCHftcQZAWb9hDEt00v6Pqq2q9W3+NXcPhdSssRHYGOTYoPazEgHLz6nTEiMp+Sut+xRCio2eyz2ct1ycZYZmXGKhgaV50MIMz2PfICgMkdcX0Fhu4JmvncQDn/oMar013PHmN2LXLQdRr7cRD29Ez8ZNTHwpXJvWwgp71Rp855CRCXhNNhekd6aKQPRaZRoCuVyrRlFRyTbTJsq4rKM+D4rKrJV77klgdpLzjjfcyus2TUDthtQ0KhRddD0ozzkKnZvgORjezOzdlBttm1IFND8LkyfIwxKm/+S/Yebjf4HR/+vfY8Nb3gyTdUCnHwPNTbKmqjJVlVQUCfSsa1UXtuY/IdGwRsv6fipLV3SJeVolBdBpOYUjYziP2FWewZHjBeSnHuUOIXsOv3DjaILrkOo36Vi/RvGNbwT+5//kvEW1Cpx+Ghhg4WQHW8mL4Bk7AI5RGASsb6mbk1Lls9SWPeRnnwE99TWYwVGYA8dgNm3nDcoYj2ru0c1t25yAP2dJLZAyjYorqeg0+GW2OTp5LTOJcP3cm3bhMF1wkj8nmt/KUlhYEQaEnI+l16jGV4kegeQLpYQE7brLEyqsmsvmEomH3Goie+oJmOENCDaOeRGq5G4bi0xYqfRwCQQgkV3oRbuS34piJsYoY9I+t67582rpYFVntKVWKgSXzHv+cAZcIgpK216JRe4MjIWCY6DcA6r2wSjUWypzhHXuJGjyAmuLDo8CUYQ8KGFmZhlPP3QCncV5bNmzDbuP3YRLz5zD0lIbIwcOYMuN+xCaLqfGRsNiyAkAOciVAI7KmiJMXqpy3am0PbMM007T0/ItW3iVwpCj3uU5jnzDGHTxNHD2JDA0AnPjbaxTawy3D4Ph++y0hVzi9aAE2FmYvczztWGLixw7LaBS42bdWY5seRlTd92Fuc9+AWM//3YMf98bgOYS8mcfBTotBDe/gvPpqgKla85ODzlEROfHiFOWigqTrRcWR0eiNmMkvaC1wmEseUfVN/bmnLqM4+ZdMLtvEof4BYzrkOo33Vi/RnF6GvixHwMuXAD+838G7nwlQ1DKeou9iPFquQN54ZQoQQDo3LPIH/siTKUKc+AozIaN7rNRiUstFqeYnGBC0MIsMLwZwY4bWZhby0AsUmY8qEUZd/LDWASKgRXwqSUg6CaRZa58wtZjCjQYlZ3xl3yN8Qgr/vVTnnPBvEJyaqA0BxtGjn2rc1rpsZAkzU6D6nUEO3ZzRw/N81iCUuIMvfa3DEJuyhuWOYepJSBa/9dpOwcgLrv6UC0wt06NcddM3VGiGvrIkaM0SuQZdevBE7qmuOJq5lrLjo2s8GypKlGBGtcEmJlAfvYkr4GxbSypJoSf+U6EhUsXUS0ZDGwYxPHPfgFnjj+NzTffjJu+51XYsH0LTBixIeqKFq3j4+UkKe0w6tGq89yUe1x7LIBZvOrQ6VwhkFIEYfnWF1iYvFRlrdXTJ/iMNx5jgQSteYQQrBqLfL/VXrvhGwB5uwnMXWEEZnCM5QeN4bxkFHF/yCBEOjODqV//Ncx98avY8q5fwOAb3gBamGKN12oNwcFvczWzeS51lR4JR+tsvahR4XpKO5aJ7RSWfFRD0CBfflHzjsWXHwDxNE9eQP7sozCb98DsOvDCjWNcKebZr491O9avUQSAn/gJLsn42J8AYxt586r2OrxfN+lCoboXbcgggKnq0+OsPTqyGejpcxsyeNOnxiJDW0bykcI8NaWqE34GuZIJyyIlV6xdiAq9qdfrEZ1WK2+Vth2EqMe10YRx0JJ6yApVGrhcpnbs8Egsxhiuz4xihhnbdQdHqsHVTSYIADLIzz2HfGYa4S23w1QqPDeaq8kSafNUYdJRGBfF0zPJF2kroVKVC7al1pN8w6UkokRyRZF442HJlWVEEZc0aD5N86ndJB19VoXicS9SzNOicyA9LikqM/TaXHKMV31e5ZrklYRQlXRA05eB6YscqfT2A2kCkxHQN4S8dxBJq4kAhDOPPokH/+JvYUoVvOLf/yC23XwQ9YUlVAaHUKmWvU0eAAIH9xv5bqvOf9KOtLXqY1RCawB1jdl6T2ZbG4UNWw2GVsOIo9/zp4CZceDGYwh2HGAx8U4HFMUclWYJqNNyHTMUau20uOFxY4Fh1d4htzbl5wgCJBOTmPyt92Ppyw9hyzt+Gn2vfxMwfQl0+jFgdDuCfbcIU9UTaPcNi9ZXqgOkTqw8c9JOIgawykM2181lHWSbfic8Z0FYYOQWXsHJC8hPPwazZQ83hV6t3dVawwTeurg+1utY30axvx+o14GP/Snwz/+52zBXixDD2EUtovpBeQqamQAunwU2jHFNYRjDBAqvBFxoPj8FZCnnU3S6an2uHMMaE8+z1XrJwEC1xE0YiaqOwqdNV+qxotA59zZ443nRWswO9zO9T4+pSQQhLkjeMmnz5zSatMQWz1DEVf6dxqLATgSkGWh+GijzBmtKFT4mZH41ipXj2rvQvGnMgtCUtBne1FpGLXbXqDQqMWOWCK4kI2NGoi2QF1hZBQlUWk/JGlEMhCVPm1PurQAEGudk6FxqyYPKAvoQelRiA0nERrJVl3mM3DGkW4k6HoQAmL0CLM4AyECtFqvRBBHM5p1A/xDIBJidXsCzXz2B5lIDO48dxqYb9uL88SeRdFJsv+UQBjeOdDEkFf4TcezmMsOrxlgDyaRjMZCdppurqAyEAUyWSY68yQY/TUAmYuWgcydhtuwFbnoJG0Elx0jpAzcYDl1OsdLDGrDzkwzTDm9mNSaF8KPIMls75y9g4nfuQuOxE9j2H96G2qu+E7j4NOjSszB7DsNsvUHg845LQRTeB0Khq40Vs2BjSoos2BKezKUMqr3FKD9t2y4nDlotngqT55GffpwZtNv3vzDjeB1SXddjfRvFBx8EnnwS+Lc/VIzGrJHwCSM82FbmwOwk6NzTrAqydS/DX5KzIICFldMOv1BRDLSazCotVbnmKQid4LGeL4ycMbLRhxe5CVPS0tFNwNGSUtWTVlFZxjfuFlLyyg/Iu087jPc93xiAI624zDWKKlDtw6aAi+4oRz41ifyZkwhuugXBhjGeh8yv38xcaUdcll6AKocHd58AVABBI2DSMpK07RRdFP6UOkyj9ZU21+SMGKkx1LwrPGfBZ8pGsSXeGH0ORnLLhahMhk+60rZZSmrR8+pm3Gnxuco1B/dSztcveUxeDwlQX2J1myxnAs/0FRbq3rLbaqnOLadYWmpiYHQYQRDgoY//dyzPL+Dgd70Su28/iiCKEMYlGDiHyUbpzWWO1LX2MS67lZllThRCIW2t/csyjvaayyz0MDfF0GqpDHPzHTAjm9yLI2uW0sSqL1GrCVOSNbU0w0SswTGYgVG3XgMj70CA1rPPYvK3P4D2+YvY9p9+EZXDh0GPfxFYmmN1no07RFM1EZSjK+rS6F4RH3jMaxHbcPXGklOfvQJQDjO82TlRqvqkKkLe26KDiCRyPMFdS7bufWHG8Tqkui7H+jWKRMD73w88/jjw/7wXGJYOEpr3U4ZiljI8mHWs14qOeKPVXhcViocNwBkmAhvC5Xn2ggc2WE+8MDS/AWLijzZ2labElCuM23RMU9XQDEJXjC9/jHa9sLqjLkLg61qjTMGPIi3zUQ1wEXqFMUCpyptqfR62U0hcAc3NcP/GwWEHxWlHCJvLlJyjNTDKCIy5l55cvwkivkx1EgrwplxTGDsYTBWG0jZs7aUQgkyBdOMdQ+ffiNydH5XqBtiRgnCFlJV0FYReS7HcK5/Q4wcuMs46nPtUskcY8caZtPicWcLRtjR8duxYw4X27Qa0ryLaDWhrLtQlb9vTx3O1vAiU+5ANcf/JVr2BJ//+fpx98GvYf8dLcejV34mF8SkgijC8bQsiuywEfdASmmofM1dt7pH4HdCOKAJFmiBwxJ76PH+usQy68CywMA1z+OVsFIKAnQI1SMrkjWI2lEHAwgyzV/j+BjdynaMaIgDaoqv55ElMvP93kC0tYdv7/m+Utm8DHb8faC7BHHwZzNh2Rmcyr/jfX8O6Lm0NciDOHCwEa99pQQ5o+hKv6407eY0SuX0BELGA7ryjZxyfe4LnYcueazeO1yHVdTfWr1F8+GHQK1/JBu4tbwZ+89d5E9LIK4xASYvhonNPI3/4Cwh27oc59gpuTCvsTtvJArJhRDEoS0HTl5l9OLYDpm/I1fkVhkZz3T8zjhiim7IaNZWNynNQu+mVQuTFCEf/SNTh+iYKBNhd76bnLRhsOZ82R/bylsXHLteWpsieeAxmaAjBxi0MxxkjTZNTWOFrwOXxlJRiFX8iLzr3cohhzP0lw1jaLYkQd94FcwsUazdfUsIEPxtboxdGrLWpDoZ/DKsVG1i4nHxjp3nYRDpL2Ca+gF/7aPTc3SUjRI7IoRFKVObot9Nig5C0XRutUo1l1fQ55zk7avU5iURTnqNaP6/f5jIAhv/o8hkgJ5gdN8KMbEXa6eDKc+cxffYChreMYXT3Dpy6/yvotDrYedsRbNy9g9eKkoZadb6O2iCrC5GKAoiId5YKzC85Vl2vrWVJMRBfw8XT3KHj4O3ceUXmmACHGoQhHzOM+L2ausjwbs8QzMg2hlOJeAnl/LwaX/saxn/7gwjKZWx9z7sQDQ+AnvgK0GnC7DkixpEFKky3nqpC95qnV8Kc9nvUqB6w651addZ9bSyxo9s/bKN6J6TQsyrRxhrHM0/w89i069qN43VIdd2M9WsUL18G3XgjL+Z3vwP0wz/giBnKgMy5KayJykBPP0NCQcT1YIFh9Y7lWWDDNmBkK3cQmL3MEeTgGJM5ALfBai4pKvOLbTfMtSK5rmGZrl7EpBqXgDQibnnsSi83ZmG9wEVOV50gz0DqueIKEyzadbepl2vsTM9Nc+eOKHK/rZtnmvCmHZfZUJigaJPl3shnCiYimmDJL56nH0iOq1yVPG/EknwaRen96pxnGR9b9UR1M5RrYsNTdUZMo/EVUxK6aSEhr3Q3Gtb70xwUoTDnIHJzoNGl9r7MMsuepbjExq5dZyOprFph1hq5D/LZofUF/rzWwFV7eN5UKH1xHtRYhukb5Gilvois1cZSO0Pcx8Lmj/71ZzB99hxued0/w9bDB9BYXEKtp4o4F5WiUpUNZBgx+YYgDmLbOQhkYEgcifoia6OagFMOZ08CtV6GVodGuVBe8qtkHURjnTAKQmBunHVbSxWYDVtZLg6BfZZEhLqIjsfbt2PLL/4CwohATz0EhBGCfUcdm7xU4XVYIONo1Og9Z43StW5ZjSP42VO7wXnQ+hLvCyPbxWhL+ZLmUgUm9pc6EQET55GfO8nNlzduv3bjeB1S/YYf69coNhrAz/0ccPo08Gu/Btq9nYkDQYj8wjMw/SPAlp3cJ6/DuTpKJMneXOINTOucstQWvZtqH0c0seQalCwjuS6TeeQNIy92VHItczQnB8CSQTTPuKIF0xojKgFQOChzeUrAseg0n6cbtnjuRovl1TBrLgi6IUhkJlBnfukCa4MODADlHgTDo6C2RBiArSOzYsrq6fskIMCRnKwhhjNaRBJtdjin5hsgvybN15VVZqdEVkajTTFMpJCuslstdB5bkhNrlMI+YxtNALCqQP7wyjoIgVxvFwybaEeHitRsKhs2Zkaj5qoUgg9jUFjicyVtMXqGO2ZIGYLbHg1Imw4vz3Kuz4ogBNAG0hTKfWUZ5/ZqfaDLZ0CNBQTDm0HDY2jXmzj3+FNYuDKOnbccQlyt4sLxJzA4OoCtu7YgjCOYWh9HsUEgy0KJRonNxRptV9ZqAI0FMZRLXPO4tABzyx1c4xd6ThvcElCDRQYsArA0yypOgyw/h5xs7SvlhKXP/wMmf+eDqB07ik1v+xmY9iLolAiO7zvKBkvh61qfgzu7IVV91olX9K/PWK9PHBpqLLLxT9owo9sYdgacgy2MZG+1y6sgxvH802IctzKqg+cZ1yHVb+ixfo3iv/t3oI9/HGi1gN5e4IF/ADUWmDSzeSd/Js9cPnFpDrQ0yzkOpY8nXO5AnQYgJG1lkJLm0FQs20JNkXtJKj1cjhGGReZrEDLUEwokl3k6jprT0sLx/BoNZQEaNRxdKOSr3TREkACaxytJ6UAikYy2MIpLLLpsjN3EjBEOXpY6IepKL5MerO6osjY9wxcYxxbVCK2A7irRRjYpa9yksWwi+b6k6eBMJRhZ3U+JEDzlFZs7lm4TlGd8f0nbRZvqtGh3EWvE5B4KzNPcbardUKyWdSir04dhFT7WSNAYuXeBcPMUJmnxulKiDgTiU2FraSnFRsjNNxExhNlY5CgyikV9J+Tid4UN4yqoUuN8dxAAM+PIpy/D1PqYHNJYxtLcAprtDAPbtmDi1Gk8+ZnPYsuerTjw7bei3clRHt2MUl8fPzpFEZI2rCwbwSEYzQUu50gTlpIbPw+z9wh36ShJFKQ9PW0tILl7WphkxmqpAjO8hddopyl5PoBgsPC3n8HkXb+Lgde8GqNv/RGY+XHQs4/BbNsLs/0Aq/EEAed4+4agso2O7KXOoECqCnP7EZrvLCYdB2k3loDeIZihTYIIpZblyk2pzRrG8RSC3YeAkU3XZhyvQ6rfkGP9GsWjR4HHHgMAULkMPPQlmL17AUi7HI0EGougpMO983qHuJHv2ROg8ydZHHjHAS61UK/NNwJ+zi6IQJqHUcp5pwlS5qS/EYcR9/cri/Yo4FijKvdlwNFFVFmbfbpC0UV/FHj5RTdIX379HT8fZgJmJWY5aGkeVK+D5ucQ3vrt/LnlWT6ebrrX8gy6xQH8XKp24VBD5Of+usk2qlgSBBw5KMNVGz1HJWfoNZdpdU0lQtFNMBRll1C1TqVxsRglVQICSWWkXq9u4H53EMqwNhTrl8hI6ycblcrng8CpJ6nB0jrMMIKJSgw5diTHmqfstJRZL5elBtmZIgBoLbGBbCyJCP0gS9Ip0Uch3UqvlIiAjVdjmaPmWj/o0nMg5MDQGNAzgMlnzmD85JMY6K9idOcWnHvqLAZ27cHmgzcg1NKhVOZPSmBMLj1LW8v8fuU5MD0BOvcUR3SHXw4MDLOb6eX1fIOU58QEr7krPBdDY7I+Jb+atEEmwvxf/w0mf+8ebPi3P4jhf/OvYCbOOsHxsZ0ObgZPLcoVOw/GQqoeEUei+q6HaV91ElEHqs/zPAMcPcYVF0kTWYm3VY3jhWcR7DkEDG28Nlj1OqT6DTXWr1H8sz8DfvRHeZO77Tbg7+7jIt20A5vIF0algSiuZB1+cTRP4G3IVgezoMfpiBoroDY+ACwxJq7wZ5MOR5nawYJkE8wZojUm4GhTFVSSNpCmrvlqEHFPPFW5CQOnXqIbPXVv0kailQDc7FcMeyr3G3g5liwF5Tl72aoIkrR5w+sf4Y1Maxo12vHrwwA3Z3kOy7Rda+gxwsjBaxoFZl6UW2DRslG3Bf1qUFWcQPOwQqji+kWJ6m0Ul8vz9iJCjTI12ou96FNzhb64gsLkgUaLhtcVZV3rpttBMZYoRSAUoGJ95kmH14EasrAkJS8p10Mm0kdSYHwrGah1kO06b9wSQZpqPzthqejYKgM7jJ0R0By7GBGavAQszzOZpVJDe2ocS9OzqA32Yml6Dk8/dAIbDxzA3pffjvrcAqo9VZRjuChd5yhps3HsNIHlZdCFZ1gE45ZXwIxt4/NpRK7PVxABrrdcAs2N88wNb5H7EGJV2kGe5Zj72Ccw/af/Lzb+1I9j8DWvBi6eYsHxgy+FGRwVgQ6Bz5OOCPBL/S3Ivev6DJTh3U1Os8QcsHFs15l93m4w5NvnoUx5agUw5KnL74pxvPQsgj1HgIENz28chQ1uS3uujxdtrF+jSAT89E+DTpwA7votYMc2JmS0lrlfYd8wL/elWdDl54CkCTOylesSrYhvEZK0/+6GCVd81v/26lGbE8MGkLVdZKMbOhEn+7XAGnCeorA6SZmMTSkY1w1OyhRMqQrEkkPTxruAgx1LNZZWqy8hn7yC9Mv/hPg7Xwczthmozzq1GCORrxowz4gVnNdICEEFsWtjNx4LI0axg9tIILfipFmY2f7R+VYDmHuGR6eeRPBcFUr0c7ZtFhtKE0a8FlQVRyNZjaQVYg21V6HcZCjs1koNMAJRKnJgo2/5fyHChCNC+fJkq0X47HHxxmkFAzrOgPuf1eeijZZLFY4gvWdCMIxYKFEnFgMZxY51XKo58Wq9Pu1yEld4XhtLQKcD0zfAwuhTl0CVKlDtwczELObmmhjeuQNZkmDy1LPYvH8XhjaPAlGJaycp5yhLo8ekA7p8Dhg/B3PTS2F2HeB8NwDbWs3ehBj7Vp1VcvIUZnQ7GwmV/stS5J0EM3/8p5j95Kew6R0/j/5X3QE6+wSwMM3RaaVH2K8hz5dCngpXx8yyNUrEodytaU/tyTqY6jxkKZeaLM8xH0EJQ8bLO0elQv0n35YYx8vPIdh7MyBM16saR1F7ug6pvnhj/RrFf/gH0OtexznFf/Ea4O7fAXqHWXElCECLs8jPnABmxznPuP1GbpejrZOUGem/DCu8Ri2DyAEruZU546H5i2saCiUFfDwL/8W2eNjWu3meNDMvvU1d8zrtJpd0qFCAMm5NwNT+Wh/PhRrSLANikXRrLXPOc2AjM3OTJhdfc1jpohmFn7ToXq/faOseD172569g8DzjoXlPa/hWIbsAqxhDD0K2+q58HZZwo4ZOCTVqnEVI3djzS7SsXUo0yk4TL/fr3Ys9TtlB7JRzRK1syzzjCNLAy3nK/ITeOVZEoSvXB+k6SL1rUXKVRqZa2lPulTyal4NsM1yKBvf5NLVBII7c/MQVkUIU8o+F3HNBL1IQiHNzUQyanwbNXGb4tVRG1k7QDHpQ3bQJF088hdnTz2LvS25Bp50grNQwODaKIDAc7dYXeV3NTLBQxqYdCA7eLqU+zuhYVEL/126A5ieApAMzusPVFBpw2VCjgemP3IuFz3wWW971C+g5dgT03HGAcgQHvw22uXMkhC29xyBgkfQwcLm8NGEnyndw/HdNa3J1m0jboGad0w1Zxs2cFfZVsflSdaVxHD+HfPwcgn1HuM3c80WO1yHVF22sX6N4+jToyBEABPzc22He/S7OcyhT0KPW87LyCBz+Rux7+KrCr4bTlh94v6PePnmlGIBti1SQVANgSRqrwp5rDH0ZVMdSSxpCydVlIkJABNstod1kRZJyjaOAmUkk//R3CLbtRLj/gHjcAUy5IgLX4o0K25BA4kFnztNWHVlVnfHza6rMowxT47XboucxdjYSDWwEaHNxClX7m6Y1imtA2FoWEEq5TSYF6p2Wy0sqo1WhUh8N8OXeohKXaVDu6g2VNeyXyJSqrr5RHZggkkggd/Og61HziirUYNefrD0CCqxhvjlnxNOOi15yiXbVsdKNWDtOgCNI025IbmyRIfjaAEdLqvxUdhGkJVrpfQKy1hLrWKCxAFqaZ+ewUWejNbYDeVTG7PlzyJIU/aMbcOrLD6N/0xi2HzqAdn0JlTBHkLRZyefiaWYTH30VzPCYQKsuz2uZzSYAdVoMq3aaMBt3AOUe2CbDREjn5zB99x9g6csPYut/+iVUd20FnXoY6B9GsP9WWPTCGhfjkdIk5x4JWpDn7ET4pUOAh3jkbr1Do8cW951sNZiXMLSRnaNUtHJLNUdkg2ccJ84j2HcLl4mtIhZQeP7l9QGpLiws4H3vex/uvfdeNBoNvOQlL8Gv/Mqv4BWveMWLfWkveKxfowhw66jHHwe97W2gqXOg04/yC7fnCMym3ZyH0ehkNc/cboxr5cXU6K1hUFf9rIwwdmUaPoFGYRZACCDJ2sfoHt3lFTkxXBVGjtEq4ts0PwczPAIgl6ihDPSPwpRr0nWh7iJLjXis9BrLm1FTxKeV/CAMUKNGTdmWaihV79XqvnqG0ocUV5tvGx12PRc/h2ejVc01eozR1ZRuTOicBo2oFU5VsXbtn6kN/WfxUQAAIABJREFUjn3VHTGUpOQordlM2rCsVsAZbClzQRh6ZSIqwBBKhCnrSR0BQgGqs06XKC3ZzZjQVYNJLBigjk3StEXuNroVGE5ZrGgsioGMufRIcnagnAlWCht7a7BgKBUlyVKgyRApGxkwWaZ/AzAzjqzTAvX0o764jLnxGWzYuQ3zFy6B2nVs3rEJ1KwjmhkHpi9zSce2fW5NFd4DNn6UJhw5Nuu2ZMKp9ADJ1CSmfu/30XzyJLa+95dQHu4FPfMI90rcdcihB9roW5+ZzZXL81AykaQUVhgrux5zy3ZllaA2qL7E8GoQcpomjJwcoua+9c7UOE5eZONY67k6rBpEzon9Bhz1eh233XYbzp49i3bbdfmpVqv45Cc/ide85jUv4tW98LF+jeIXvwj63u/l9XzHbaD3vI2T2pv2cM2UeuedltswTeheDEpF3qnr9rUwXVW8w5Br61Rb06/zA9YwqKsZN+MiFSWBAGJcBMrxjacWkNvCZPfK2C7zREClxmfLMjaEcQz09vH57cZsXJ2hjaxCaCNj69mqoVBIUlpp8UldPo7ShCPHVsNBlybgyLJckQJ16URgI7Cy/MwjjeSZixBV0KAAy3bNr86Bb7T8HKjm6ITY5EQS/O2GYFstKYtVjX5ctrCVAYQFm7iIzCeH6HXYGsjAFecj4HP75SkqNUeySfr9MU0AIIAxVDTKCjGrobNrQKBly3pOmR2t60XrJNUB06jcGFBHaiXbTV5DUUmUdGJmsSqzstxTRFlk7tzfcv9pwqo1nSaAAFTpEeWZgPODoh+cLi0iCcoIazVcfuw4qhGhFBkkly9gGHWYXQcRHbwNKFdh/HpHb3uitCOdORa52L6n3z1ZY9C5dAkTH7obyfg4tv3HdyMKE9DZEzC7D3N7rE7b5d/tseUe1IEBpCRJ8/RmpYFUdEORgDCSLSPjlMbSDEfR/SMcDSr8rc6iHM8ax+lLXINZWVnuURhx2YkRfAOND33oQ3jHO96BRqOx4mc7duzA2bNnYb7BrvlqY/0axQ98APTOd8C0O6BdO2CeOL72Z7vr0bRTve5YlvmXeMl5rG7wAvX6FerzjhGLQUnbHrnEOMblmhFp11DJMfXiJXqgIOTGvVlmdRpBBFpcQH7qSZhNWxFs3Mi1VqUqUBvgvCIgpSTkNhk1DH4krL3oAMBEbvPwxQI0J6qbt2VZdkVSloWrrFqPAarlGhIlGd2AonJBl9SQdw5byuJFUP7G1P28NfrSqNOPKjXnKMbF1uWlnhE0xuUkwxIbeY0mdP1IvlQ3RNu/TyMq6dqBOIYxolyjUbUalMzvFhI5Ig90vtxmYvQ8unTVSTNgx00dvVBk8my+teMix1LVrgPKMy5abyywQxZGTkxcr6vcy8QSW5TfnUfW2yERxmB5OGbNSllS2uE8pzFijFswgyNoz0yhNTeLaq2MSw88gPL8BHo2b4K5+Q707d7H0WcYFjdUIlCWgBammBU6tBmmd7DwmfaZs5j44O+BshxbfvEdCJvToMunYfbfCjM4wvrEUegMjK4nn/CmZTVR7K3BtQxk0Xkhytn5aCzw/JarLEauueswtCiSM45nkc+MI9h/1Gq9rm5GjIiKfONAqnfccQe+9KUvrfqzWq2G48ePY+/evf+Hr+rrH+vXKE5PA9/1XcD588Af/RHw+tfzi33NxBfgqnClevBqOLRV0KpKKGJM/J8p5AHjlFAAB6tqycRa8Gk3VNpd2weAZqaQPXkcwbZdCLZu45fTJ5Z0b2AxS6pBpeRMINdCTqwccIZGj2GEZKTG09Lb/VM4uMsZpdDl0JTJlyaSq2tZeIl0XrWgvdXgzTOSzunVPqBShYkrjrloyTQlJkqo967woi+ltxohyMhck3zflm1EYuDVuLfEoUAxL2lhRnKGSoQJSEtdRF+XO4B4UW0Q8DV7z52kZyXPfeauN028CLPq8mMkjoasGaPPIEtd6ZGyOvVcGuGr0EBJJPbAqCDay7yJNxfdZ8KYjx0EbDCleN2f1e71y8Lk0mYrz4BqvxP1bjcZvpecuQl4rmjiPCiK0J4YR/O5U6hGhPHyJoy89NuBMEa5rw9xtQJjAgcYZCmwOA1amJG2VYMsYCAfaD71NCZ+50OIRkew+W0/BUxfAOYmEBx8Kb+bKhXoSwqqs6hOQJI4+FvfvcA4h86/fUU/JOokSS2w3uo0//rwJn6GqcrquTwwxDjS7BTM/iM2PbGqcQxCeRYvPqR63Sh+I4177gGOHwfe/R+Avh7+nrYyUtaZLQL3NkRdhGsVZft1i1qUfa0kGT3HqvCpJvVlw9TrVSZcu+EYbEHAuSyNJrzSAVpaRPboQ0ClivCmw0zsEO/R+K2WrnqJBrb7Q57xv/U6ssQ2ibVRsdYU6jXb2j0vutQNZc3cq2fMNJLTWr409Yr2hUWqm5XAlJTIs8yYDGQ0+qnUxLB3RHSbOLKJvcjTSDG37/VD/vhR54rrDThvp5FE1nHMXIXDVIvWQrceWciKm8Mpo6iWrM1pCoN0heNj3DO3sn1wDF4lqRSiW4201egTt0ATlReLJlvEBB5Jhw19kcXqKekEAYySvGJWdLIkEC9SK4DVaQp06hxBxmWGasPYRbHa2ULX0/IcqL4AajWA555AvrSA9ugu5LsPw1R7MHdlEmM37EPSbqM2MCAnI5jFGdDCNDA0xgL+ehVEaBx/HON3/S6qBw9g41t/GLh8Cui0ERx4iUNxIu8+bP7UeOsvc6VG+ixaDZ73vqGigbRkv8y+LwTi6HFZiDm9IiaiQv1xpUg4unIWtDANs/eIhXFXNY5a4vUiwpMf/OAH8c53vvM6fPqij5MngVtv5c30x38M+K+/4jxx22Ot4z6vNWgmcIZSCSaa7wNWJ2349PtAmJmUOQky3QCjEmyuxze4a9Uy+sOLDBGVRGNSNqRSBcaEyBfmkX76U0BPD6JXfTdMxdG2bXEy4F2/YQhLutvzt5QNu9p9dt+2R3zxPVJbhqBfxYAFohijhfp+3aQyMv26v9VPyg6BMi+tgo1s/GHocmWqdKPQp+qUquHNU45MmsusTpImHB3V+mAqPa54X88rajjGBM4R8GE1L+Is5iX12rRmVAhJqiqUJRJ9sJG3cKt/f5p3jbiExhRKVpyBs/+3m4xEmRqtqpPjKwppSU6BEZu556u5STUOlR4gLDluWbsBaiwUSDoUhDDa3ksb9oYhv48eS7OQB+60OJ+ZtNk4liUFoDKKGrkZw7lrNY4TF4BLZ7jGeM9h0Nh21GfnUR7egNkLl9E3OgLKc1T7e2DqCzDLM0wqG9gAGKfbu/zAQ5j80O+h95V3YMP3vwE4/wRMqQaz7xZYQpPCpTkBhqB9IHk9JYJ+RG79Ug46/TgwOwlz460rC/UtNMtpEH5WKTscizPMeB0as46fzQHr5F85C1qeg9l9eG0CEMDv+YsEqdbrdRw7dgznzp1Dp+P23Fqthk984hN47Wtf+6Jc19c71q9RnJ4G9u0D2m3gt38LeMsPPb/hWW3YyFCJHh5V32cddsOp/tDISQkjelyFN7REgASGVbUaVb4BbGRAtkxANndlHtaX+BzVmjPkBSLE8923KeYqA4FOQzEq7SZcWQGc0YMPo+oGp3/51wrYNlA250ceZBhaeNFGapZs4/3xa/kKhlgNkRBbug2yHltygDYHJhHgytZRHA1Tq8HHCiW3Wa5yxJx0XOQJSFRa8ZRZpKxDIEwCXDlOIXKLJCcpG5p1KDLrPFAQcE4w835X78mHw/W5W8YwAV7D4UJ5iYXevbWhUoOUM+kkbck6CovPVo18JFB/FMEE0juy3QA1l1yZh3a1TzvsdJZ7Cwo6dg1oY2BFStpNhmsRcN1eXIZNKaQdwIiDlWdAq87iBAszoMtngU4L5sDtMJt3sdNTqqLTbCEPQqSdBFmaIuzUUUqWEQ5tRLRBtEiFJLX0j/dj6u57MPiG12Poe14Beu5xmNEtMNtuALKEtXStkyxwtqpd6X3ZMg+B4NM28qceBqavwPQMwNxwFBgYWWkgLdTOzhF1WgytZinMwAivsbQDBLGNEK1xrC/C7L7JGs0VxvFFhFTn5+fx3ve+F/feey+azSZuv/12/Oqv/ipe+cpX/h+/lv/VsX6NIhHwu78LnDoFvOtdwPCAx9wMncKLLye2YogB9L1xYPWIa02jcy0GST6nUFsm3TqEuWab/S5Os5Gs9Nq8VX7xDLC8hGDnbqBUspuMAZzB9M9/VVbsVYYtd/AhUQ8WtdCoF3GoB91dSgHIBuAZLhulKBPYFH9fIVWYLgOrhCC4vJxvjIgcS1ShZr+A3xrkmA2lH7n4TGIpR7F1jlamL3fXlYgR1dKGcg8zICvCugUksjDOoTIkBlZ1XGMXSYNc42R1yFQ0XIk4qcDF0rXCbYhda05LOXTOjAFI5tJCr8VI0x6ByJGE9FoKaAe5DVcIIkQE0xQt1nadHZGqrNus45ot+4pBPquWwLm5TpMNZNpmg2qPIdGjyvoR8Rw2F0GLc6Cpy8DERZgDt8LsuMHNN4Gl4YIQnQZHpu3x8zA9g6hs240gihCVy6A8x+J9n8XMH/8ZNvzwm9F/6yHQuSdhtt/Amsh56kHRcCQpfU4Kr2q9rs5UYxE0PwmMnweW5mBq/TD7jgKDI2KYvbUnxyA5HjUWgOUFnse+YXEOjBUDICKYK+dAzSWYnQfhZCy7ht+15/p4wWP9GsX3vx/4pV/iJsO7dwGPftWRWDRP4BNcAKcSQbnLZ1iP24NIdfhGR+rMAILtp6ibiA4VktZIwB0IBcO1GolGk/vGwIQxy7J98fMItu9AsHMnTK0XqA4wIxOAzXsWjt11HtW+VHUUJdpoTtNjthYijrWG6TKWFk30IkbfyBhHLClENxY29OruNEdWgGwdXFmcS/97xp1PDRsMb6ZqVDT6gMBjUuivMJjRe1gtD+wZYJurJZGb0/nOMmv4CIAJA4FCIyENNZiJm5OwbGMuGwL4WnQTC0PO2fk5QxMIEUkgT42SbYssFlw3K8pPVrsXfXb56p/1I84sZSUlvU+dT13XCpvGZZuDRGPJ1s2ashSu5zlH35Ve/r53RaTvgToGrbrr9Vnt5d/R9zhNHDwvZC1angNmJrlTx9hWBDfeJmUN8szkd0iIXcmls6CeftDAGNqtDnoGB5C222h87u8x98m/xNhP/Bh6do8xU3XfUSHu5CtYqmQjduPl+wP3PRIJx9Yy1/pOXgQWZmCqfTD7b+EIUlMeBafIgGBYQ3Z+ij8zOMbPC7B7GxHBjJ8FtZsw2290+0bXE38xIdX1PNavUfyhHwI++lH+dxgACzNre0Z2s4WLWGwu0Csa1kjTh3v0xYb3AncP9fz9+kOfOq0iz2r4oiqnPdst0bVU719aQiUdzs2UYiiD8+o+3yrRave1+kaJcqnL85hvOnx6+orieM9YeTmtwqZq84VrLCsbURrPWHrRrR9dWvmxyOUs1dj6z9LmydaIjk3gEUxSK3BgiSbWwEieEtxkd6WGaWFLX/1c/n1pn0K9H3Uc0oTVUFp16fcXuGvwVYOikmPc6pwHscsJW2k6crncUPQ9C6hH0aBffQQro0uvhyfZSD530a/WXYYRSLtftKQ0I4xcJ/s8Y0Na0lpQzxn1ZzZNpJayzs+kIpBsR8UujNvsWw2OVucmQRMXASIER+5gwxMqUYsjZ1tfO3mBr6lvBGmWw5QraEzPYPnTn8Hy5z6PTW//afSO9jBT9cDtrqmxph80J0sEQJwWyh0RR++jucRQLBHQqXNue/IyMD/FBnLfkZUGUp49GcNasstzQKsO0zsEVKrOuTVcCmTGz3IXoK37VjeOmsbxVZSuj6uO9WsUH3qISzI6HeBnfgb4tf9alOQCipvtimFcRPlCoUb/GNb4rGKULLNRDKpsupQlzOpT6KXSByQdJH/134DGAqJXfieTBHqH4doHdZ23G/LVfysJIM8cC9Fnwj3fvfiEHb9HpA4bFXqQqsJrhQix6Dlb4+ITbQrzvkqE40fq/nktnKolHxr5xe4YhVylOjXFSJf0HrSAXyMjgoskraEJPehrFUh3Naj5ao6BziUAx3AlKeOQdZwTCDk7SFrzGYYwqj6j6kWUoyiXBq/Gkq9tBdxamG/TdU1rXLfeu9RqOlHz1NXUekxW7YCBxiI7AEHoImWA4edyzSOuSJ5WctREhvOeLSnhqfXz5xVKzYT4omSh1jJoYYah1dlJmMMv47xjJHWi3n1QuwnMXQaCGGZoo6zdCMncDGY+/iksfeVBDP/kj6KnkiFChvDA7dDOMracplDbGNqokXwDlLRBs1f4uVVZZo86dVB9GZiW66z1Mct0YIN9DsaHV2G4W8fiLJPu+oYk51uywgHmyllQnsFs2WPf44JxVEH565Dq8471axQvXwa++7uBS5eAD90FfN8b+Pt+406irh6FgG0Zo7nGVY0Z4AgCBKgguBEYKdDIUOEkMUi+8LXPsOyGSrvORc0mUF+EqQnkVOvnzcE38IHU5+XiKdsjrhElhhG/qApTaumHvrAFI6OGSvOG3sbow6X2+ldbMqbrUnx404Mhu/OQejwbmWp0pkbMi0zVSCrBJMuK1+7D4N0GupB/9SGrbqjXcJ1dIpCrdkHIyUWsqhADFUbvngo/Gtb59nOxpnj/PvTsDf6WRy5KZT0oWQnw4ExZd50W18WloqAiKikqAWdipzhk17plaF5tK+hyAPWaFQIn4ro862QkBQMJgVipscSGMoxcw16CqB1VnKKSPhcL6Qq82mnw8WoDUAHzQn5eOnXQ0hwwdQk0cZGbAey7mWFcFYaQe8/bTWBunK9jeIt1LLKFBcz8yUfRfPoUNv7UjyJYnkBQ6YHZcwiU5wgrVQRxyb5DxieIKevXc0Wo3WDOQKfFkWe5BlR6WMKuucQGcmYCptoPs+dQl4EUshhkbS5OA1kG0z/M75xA8AQAV84BIJhNO1c3jlrren2sOdavUXznO0G/+ZswWQYaGAA99TDXQikhwYi0mcJupbKLzKzmpMBwcZXZhQpH6UtsYVagGJHp/9UYSl4I4sGqcZFWP5TnrESjUFSlDyYMkU9dAc1NIdg4xr9fKq8Ok64F2646rhK9+gZjheHwjF8h15FjBYzqGyyNCC3bU6fF+/2rbPyFa9Nzq1C4NbJdv69EFr8gXqNbjfhs9KdkmRBFIxu4414V6mXjwR/z8qB+yYOyXrUwX3PEmoO+2v3668pqoMqN+xGnRjqUO4aqKg1plCy5LY0yyAAsCODygdYxSzuWFGQqNc7hiSNAJoSRiM7Og1zTmnEGkTgpfG028lUCT1yW0g0RWmgL7Kks1nIVpBt4pdc5tjYSC1xJTpoI9NwUck4PX5+NpiXHp+eYvgwavwBUexDc9FKgd9DLA/L9UdIG5iaAPOO2UHLv6fw8pv/wXqRTU9j0E29FMHUGGByB2boPeZoiF0g/jCIRH9LoOYcJDKw+rk6T1KpSa5mdAwL3y6z28aNqLAEz48DMFYZYd98E9HsGUuFVGDam9QWYWp8TCtEc78Q5IIhgRreuNI7XIdWrjvVrFD/8YdDb387w6f69oE//uXsBbeNauE0QQGFztRGKz6T0clyqYmHgogMYS5M3Wi8nhdvFjRZiJAJQLsXJaQJT6YGp9IDmZpA99HkEW7eAUkJw8DaWY+u0XE5Sz7lW53fAGS/Nd/iRIZElYUCJGn6E9LyRAWCNKIAiHArA0EqDRd6c+3Ppk20A7/NerWPBAHiRllyGNZL6XK8asUrUqtG9H7374uTqZfsRoDKSVRXHGjc9tr+UvPynf1wfzhUI1tj77o4W5T41+r0a7LrKfVpjrQ5dqjWPQigyXhkIxKz5kLbm6AqCCvKn0xaCUM5OY6UmijQpr/+SFJzn3vsj92msY+Lp5yrBKyoVSSDtuhjIJa4TLVd5nk3AakaxNjSWtWGdGcNlHc06H6fa53owWn6AlBw1l0FzE9xYub7E0OroVmccxQGmLAHmJ7k0Y8NWW3qRTE5j6g/uAfIcm37kB4Hx52A27+LWUQAoiJDLWtEm3kEU8dyrk67zIO+nikJQp8n33mlyv8xKDRRX2OjNjnOZR6UPZtdB7smoKyDP2ZCmKeutBiF36wCxMw4AE+c5Mt2wSX7Juw5tW3cdUi2M9WsU8xx43/uAp54Cfv3XgbGRAnGCorKFk2zBsN/pXQ0owDmAMOZoKRSVETWUUvhslHgjupe2uFy99YJaimwQmn9QlmBUhqObt+2GS35UAxRr2jSS0w7xeWbJFEyuiAu5UfEnixuc8f+YlS/BalDqaiUUft7R0v2pGNFd06Zu3PECA2ivSpuX8yE6L//YHSH6UZ9f/7cCBvbuWa81z52R9clBuvGucI5ctFS8puI8O3WepOik+eIGcu2rQ69B8WsB6vWcBQMH7XuvMBF5kbKkCILAMZEDNvpGcqekDl2Wc5TnF9/LmrMdKfS9s8YJUsuZwsBIjV2bSyxszZzxWNpUdG60Xrbcw/CfMTAKsUpnF6NarWHM0WxUWjlvRPwOteusCqVqO0HA16L5dRNwzePSLDBxETR9BWbPYZhdB4tNugEm5SxMAp02G75SBYBB5/IVTP3BHyIaGMTo978WmDyHYPdhoNbrHCtZG5TxnmGxgLjr2tPERn4IRBYu67iyH4DvoyT6sdpZpNILs/MAK+nIkzHEakXUmGdt2d5BIXCV+bgT57l5wOCoXIxnHK9DqoWxfo3il74E+p7v4Qf/pjcAH/6QgzGDEADB+MSbIBRKcyjF9C3eQDQHAghLtCkbWuY2NiLn/cceDKu5pSjmcomAe8Ah46Q/ohLQNwKAkD/5VRikyCcmENxwBGZkzGNAinGwtVbqxbOhJO2flyReeQFgSQ/aGkuvs1QWhl9FYLCSg/mUuegTUOxb60UMfo1fwRiSzXGsCqV2G2K+ULeB+xFbN1O1O38JeEb3GpZpN7PVj2zhGbJV84kc2Vsj5BNv/Bynfi5YxaCtdj0IGMb0GhxbCDYIHSFG5toA7nzWgsDN0VXP1eVUCEnD3k/qRVBKIhKpP9uo2M5ZXjSqfvnH81yLhWj1XjTvHkYcaSYthnjDkKNRdf6CgKHEUpWjqHaDdVgbS6z8Uqrx0eOyK/HoIi0RwIa5VZcOHaK7qnWPAN9z0ua6wMmLoPELMEMbYQ7czlBsGNm5V31VtBss6i3GsX3uHKbu/kNU9u7B8Pe8HJifYDFvbeqtKRgrSMHwLwUhyDghgeXpWfQODwEgXlK5tBcLmV1KnSanhdpNPneJo2ianQCmLnEEufMGoGdQ5iHnJZy2geU5zl2Wqo4ANHkBqPZyPlLWjXWkhSX8rT7Wr1G86y7QL/wCTLsN2r0L+Nyn1oABjNssbbTgfc/X11SyDBG05q0QEdjI0IPNbC5FtTrFsEi3AVqYBdp1ZGfPwIztQnTryyWCbThCgZIRfPhUyzw0El1xW7rZk40kbR5HN30fAvQNYcEQeXCZGkDduLXThQpja6NhT9jatr6KSuzZWwMskKTNS/rLzHiG1zekck/dhrfb6IqxccbSg8ELpJuuufIj2ucbNjL21o2NpleBYDUSNMZBiiuYqAq/CuypRre7NlGffRjBtuCykCGKUX83NK4/12iuC2Z2jqBX9pLnoryjkCu4vyTlvKasYe1S25HekYW3bkX+e22jzp011PHkOSVbC8nvkYlLoFKNyzwaiwK/xgy/GsObvjJYu0glBWHyIGQDqeo7acr3nGVAcwk0cwU0fh7ICcFNLwGGxixzF8awY7o4C7SWYYY28TkBtE49g6mP3Iue245h8NgNMO06zN5beB5s9Cl7hF6c1pnKWl++chn3f/DDaJsybrjzFdj9bbehXKvCCIHHAPIcco4im4sADKdigpA7hkxcgqn2ct1irde+G5TnLBdJOffQDCNW65m4APQNwvT02+dmAInwe9bYS781xvo1itPTzD49fx64917Qa1/L+YWkxQtQN4MsdUxC2+IldJ6yblTqIfkQiMpi6aK2kF7moiD1BG3LH7jfhYgrE7mNDXAbmm9c/HNbQlDmDLjqfKpxzjMnIVbImaLrPAFTyX2ocS0YVa+9Gz71/k963MLnaRXj6wwwGf4dWzagGz7IPZtOiw1wu2l7Odr5KVWEtKRG1zUHLtRT2qXsG92w617leVgSjUZ98lUNTPf963HFqBXuHWL0C5GvnNPWVercw31G82Ja08gLCkg9lEI7bPiG0mh5iF7X8w3PGSwYWIkmCY6YlKkYeyT1kXztyk4l/97VqAYRG4AVhslb88839J1Roo7OrV5XucpOZhAxQaU+z6UaaszDmFt0lQVutCVJct9a+9hpMQxbqsGWkugzaNdBizPAlXOghVmY/Udhtu4pkHK4dnCWezoOjlmST+P4CUz/6Ucx8N3fgb5dIzBhxBAn4NU36loKiuubfwgaP4fZL/8jzjxyAlcuTSMf3oKRmw7hwHe+EkPbN8NkGWxtZ2BYIL+5xO9LXAFKJdDSAjBxAabWC7NtP9+rRo8J5y6N5GkpjFlYoH8Yptpj58oAQFRhxOlbcKxfowgA8/PA5CSwc6uDQP1GnHnGL4HX3YG0Q327wZGP5hd1E1TPNfcWrTWgsIxSO7IEaCwDgxsZfliYAs1cRnbiOPK5JZTe9ENA/wCfS7srKGkgaYkR79LyJHjRW+SKkBXWMrrRohgZFkg0WHn9dmMNnXH182++UVcWXTdb1Y+y1/ImfeMrRqFgmP1zrIBTmajgQjvAGnvf2GoUDFjIz6ghVGdHc7dJh4vlraRYx7EhBa5Dqez0LNMUyBPeAGVuDMgZ4652WNYA+s4OIILgPgSbe7nQLsdkDeKQjez8+1YZO7+OMgz4kQHFiLFADvKecTGmWnnOgsiBn5eMbDRobCQJWHH0PO1iw65RtnK14ac1shSqP2sFC8pc6kEmgOk0CjlI2278IV/BAAAgAElEQVRJRQKCyKE46ixnHaCxBApDmEofEMciSC4GPk1Ya3X8HGh6HGbjNpj9R5kdrsaRCLQ8y7Jsg6NsfGBQf+irmP3EJzH8+teiuqEE0z8EM7YTlp+gDiQRrHFUJSwdaYdLOOYmkU1cwsVHH8e5E6ewnMeo7NqPPXe8DNuOHEQUCtNYHHdqN9lImgAoVfj/4xdgqj1c3F+pufdrec5q/VIYca5ycET6bcIZx3KP2/u+Rcb6Noq33Qp87RHg+NeAvXv4e+oN+5GDv1Gq4VEv1iraEGyDYSMeISCGtemOpdCLJeqQI1lkKWhxEfnlywgOHEGwkZlpvBlGvPnGouPYafJ1rAKfWgkx9XCTlvxM4Tal4qsSS8nlpgr/lpfNJ9L4LMduJupqS6FgbFeDYrsMMuCio9Azyhrl5DkKbE3fIOrzs8Ylcs6B6TKqOgoEoKJRspu9kpAEUrZ5M/9Yq+Y6FUUInBOhlHptptxpS84tclFsqcLPJmlx7kob/So8GpddyYNS9m1UCliCz6qRrvdVZd80qgTcPKvz4/3GtQ09l1sPpHOY+eseXl6SIUJD5IAKn/ikHUDW0up8vmENZMbsUP2eOjelGufL/Bxkqcw1mSZggyUSaTZQV4axSsuVqhw9UsbPywRcP9laRj5zGbhyAaZchbnpJUDvgH1uBHCz4/ocTN8IUOvjXOEXvoj5//FpjP7rN6JUSmDGdrIghycvWNyHjFsLgOi+5o6hm6UMnc6Oo372NM5+9RFMXJ5BPjiGTbfdjt0vOYaewX7JDQvc21xmByAqcw/LiYtc5rF1DzuBeS4SeB2Yag8oKgEz42zktcG4MewISOuwb4Wxvo3iu98N3PcZ4G/+O9DXh0LhdyGn1JVP1O8pGUPJHPbz8h9lKAoBw24ONlozbhPNMmjTXNjC8tR99TUjrbHwcm8aFQokaoLAHVfZd959kBoXjWy1H6FuWlrLZlstSRf4VQyo8WEmHb6hXC1f110+UYgMizCthcJWMFs1cqGu83rzvCqcS+56/fOqEfGiDDc3iYcYhA6OjjyD3U2O8B0Gn9HbHeX5BkuuyXanIILp7mTBD9BFV9JdhQAY/140Mko7DJVJrtvEZQcp57lFIUjXXxgWozpPdcgoEcQzZnb6V2x6xvsb9jkVCGo+o1uPrZE75Q5u9R0pbWcVfB1G0otiSZ1SRXuiCCj1cORTMJAVnrMgdAbSOy/nNjtsILOEFaYiTzPYhECnCZqfAi6fAbUaMDccg9m4rWgcW0vA0ixM7wagpx9EhMW/+xyW/ul+bHzz9yHKlxHsOCB8A3VYc7efqKProwdpIvuag7stwS/PQfVF0MwVTD1+HGcfPYl6HmLgwGFsf8ltGNmxFQrKU9Jm8h+kE8/UFc5BbtkNhLGobC0xyalUBuYmWenHawFmAinLAYBmk9GJb0KIdX0bRR15LjCkeJFK/DCGF3a74YylrzqjEZe/+VlKPGBVZIxhWnNjkX+3bwMfc3EK+eQk2n/6R4i+7TsQv+nNMFHoiZAbp3CvPRzzFFJV7fo6+hCbqIMUDGe3iLXnoTtoigpfoPlMn+3oGwhrNLqhuK4aOyuGIOdaYTgNXM2iXAAVLsTOoc3HWVivK2JzYcbK6NbLgRUNk5KbvGPa3/NyoWroABdddsOzyF2U4w+97gLcq8/LYxf6hlkNks/6VFaz5oj9zhc2P6p/1PkyztEo5AYhBsfIbUu+UtevJa5kcMpL3tB7kOdhQmlVFJV4/baaIFFPMnGZUwMGQLvFUQgM1y5qg9ukw0zNXPNe8DbwaOW68fPwOhddajPPO2weMhWCjjqkgsBUapw3aze7DKTUF1f7bL7Plp1QLm2t6vyZSq885w4ANlxUXwQunQbNT8Ns3Qtu5xQ7B7DFvRJNzyDQMwDKM8z/zafReOw4Nv6bf4kwrSPYI/0R45KsOXnmGqVbyUKI06NtvqIuZyeH77AR5cDyAjqXzuL8g1/F1JVphKNbsfm227H5xr2ISzF/prXMMLExrKRT64cZ2w5CwD8zhtMLCzNsHNVhMgZ5kiCI2FiaSp9FJL5Zxvo2ih/4APC5zwL3fBio1TzvWLyuThuAbAYhsyMBSOeEBLa+TRt7Ji3WWgxit5kacEI/z/j31ds1hjeIdhumfxCmJLCobl5augFyMKt2QwBYjUNfXqFMg3IHt+kmn3nRoEaBatwsNBU7Q2YVVopf19poSCOjRLtJeGUf/maum5ce0/5bc1rCRPS9XLu0PMNmI1BgpeGUb621KdrjfT1L1jumbjz2UN3H8421Glo9hHft3cbaI804GN8ZeduY2Cfi6Pn8iHnFNXVF7Jp31nvRiM9C2xrFB8X1IdCvrZ0kctfrE3DkWbrelw465is3sLqz+n3K+fuac9V+lJmLcP0aR6PlTSLSTXpeLaeyRjp2fAHLFPdzpt6w0HzmSqmkHpMNZIkNTHOReQAlIW7FZY4gxRBZA5mlopzTlo4gJZk7ef9bddDEBdDEBZi+IZiDt3OOWgwItRugxWkmtvQOgZIEc3/5V2g/dxYb3/S9CKgDs/uQQy58SFUd49VIbZY17CEafn10F5KiOcSFk0/g/PEn0EaM4cNHsPnQQdT6+4Tg1uDPLUzD1AZhRrZw9NhpskO0vMg5x1XSF6Y2gG+msb6N4oEbgadPAV/+B+CG/d4P1rilVTfAq3wU8AwdYNVUGnVQksD09bPXuYIkUczJFIdxXwq1fHJWLROxG5X+WrehEBhEoxW7GWTFl0a/+sXjHp2ev6fGLRIigXeNULg2cxFm2m2gExcFFcQKPNg2dt8zxnmdK4lCuds8LVvPeBGTHyV2QZmrMmb946D4eS3rMF1GwRq8bggV7loKBk3XiEaa3euh+/n/73zlvGdlDad3zxpNayShcw4Ur0NRBYtWeLCeze8qzC/ztaKGM2QGr92wIVFx7NAchXgtVGtAQcAQvmqX5hlv0AZQVrAJxLgHQVEDViNeY2DbpAF8rE7L8QRSydXr+oylmW99Xgr+pUtKuQpT6SlGakRsGNt1Po/f0kqPPT8JunAaALizxsAw8wgAUKcFWpxiZmzfMPJWC3N//hdI5+cx+s/ugIljFvIOI54H8tpTdUWN1FhkBZ8gcOVPyvwlwCksqcE0sMIYHkmO8hT5zCQuP/xVzFyZRm3Hbmy++Qh6hweApMmR9+Icd+cY2MDM/rgKSjMEPb1eZE0wpgTUanjwQeCee7gw4DWvAd78Zo5VrjYeffRRvPWtb8XJkydx8OBB3HPPPTh69CgA4KMf/Sh+/ud/HpVKBR/5yEdw5513AgBOnz6Nt7zlLbj//vsR/v8Qpa5vo3j2LP+5805+ETst2G4Q6nWqt1hoMuxHClT8r6rdt+uOnNNYBIIQnS/8E/J/+iyiN70Z0bffyb3v4HlqUYUXovYqJDjxZSVmUA5XpO/BcHotK2BC3by74EafWbgCftRBsr9T8WVZYUS9P0pU8ctFfH1R+b8pnJP/Yc/jw8HdJRpKNikIBOi/I85TBCGM8Ra7f88agflwqXevxQjOv0DfwQicwb9WqM5ncT7f5+wX32t381R8Tt4ztdGoF22DnEHvNsj6OwWiVHcUCllnaih9IyaEKOMdy1s/fLiu9VJgZXt5wWueRz2NXI8P4wshrRAhdeeUfahfGjU7gldYTJMoOUxZnpojtFGvIDpRid/55TneQxQWLteYHKci5b4aVbvhium1j6bm+C49y5HVroOSs+N9hDothlXLFaBvA7J6A7Mf+wQMCMOvOALTNwwzstkjyGXu3sSxMfrc7aPNPR4B69mS7j1hyBG5JV4F7n23zibse0VZiuaFs7j02OOgSh/GjtyMvg1DPCfLczADG4H+IRjveav5+I//ZRC/+ZtAq8WPqqcHGB0FHnyQv642Op0O9u/fj7e97W34yZ/8SXz4wx/Gb/zGb+CZZ55BEATYs2cPHnjgATz88MN417vehRMnTgAAXve61+E973kPXvayl13zmnshY30bxVYLmJsDhvsFYjGST1TGljA39RatCr/AIkqRB3uzlCZsABU6Sjv8/WYTaLdhBoaYZdi9AWjOxM9bhSLrRuIh6wuvWoOiqqP06YKShPX4u4xJNzXf95KDEAUJNF+pxf9/d14Q/mnFqK0K1/qEHientyL32P3VN6B6DoXxkrb3MvvQbcIva+jl3Wz06cG1geQ5/fyjGh3/392GsUCMgTMsaxquq4zu18dHFlZ+eBXD7Ts2ang9o7haTtUj9FgouFBWQxwhFKJrdcK8KNrP/XXnV22EGBTOQ7b0QiMRB4laJrdI4xXy3fYR+HND3nnBm3k30mFJUIGbA32+ls1bsu/g8xpnIo4YdZ0rSYgyIKqA4rJEkAvsGMdl3jfKVS7z8B2qtC2pldx1I1HpyHZTSjouw2zYDLPvCLSmmJIOsDjNKZe+DcgWlzDzsY8jHuzDwC37YEa3cnsohVTVGVCSkg7rAHQ7iKvdds7vbtpx9wzw++nXSvtzbALkSRszJ09gcWYRGw4cRP/mTQjKFffcDPDY4yG+/bv60WwWzxnHwA/8APDHf7z6Nd133334kR/5EVy8eNE+tx07duDuu+/GsWPH8MY3vhFf/vKX0Wq1MDw8jEajgT//8z/Hfffdh7vvvvvqz/l/YazvApR/+Xrg7z4LPHcKGBmGZWt1Rwv6Ymd1IF90iwzGRVLNJWckE4Z4qNlCfuY4TLmCYNc+JhAodAM40k7WRsFDN6Yox6YjS4Bm4q5Nr8E/5vM53LbgV14On82ox80SIPXmwG6UXZtgoe7QwKyISEOgFAGoFi7BsUm72LVJ3UWk1iMl0Zb14FuF4hTKrdSAoL/ofXYzSDW/4ROHiJhpuBpByPOQ3V7hoQNd31rx7+cdYoxWybEUP+MfWDfUq53Igy2MARBew4UZjgKe91rDovPlD/Lmxl9LeQbAvS8mCFxu3v6q97y8kiHyxRp8GTv/fN4cGj8KLBnnQGWpq/HVPKkJ3D2nCUCsJUyWwS1EtMKa583eGgHN+WepVdIxrSU2GNU+UL/oKdcXgLlxUCxi5aUa10pGJZhe6UrRaToxAc0r7jwAs20/aG4C+Vf/HqZUhTl4O3clGdnK55ybQBiF2Phjb0U6M4fpj30ClZ2X0btvM4Kt+zifp3wDudYCmpNnrGjj11rbZ65fViIzJoi8eXS1swSClbjMU5ggwsjNRzFiuMUXZQmokdg9grIcf/QHZXQ6/SuWVJIAH/84cO+9q9vrJ554AkeOHCk4MkeOHMETTzyBV7/61ZiZmcHFixfxyCOP4NChQ1heXsYv//Iv43Of+9zqa/h/01jfRvF1/4If+tAQe2GWUYeV3q8ahcCAb1s0KbOEn14QSLQZgChA9oV/RD41gejl34Fg5x4YCOypMEoYOY/WGPbMlYmnHigAK52lmwbylWw835NejfRh7+cq/y98b7Xj6Ld10/MhNd0EMxdxrFpywf82qgLjsw/XKOa3pSM+fV974LUz97084w1NDeX/1963x8pV3Gl+dV7dt7vvw9e+mLeNA2SIHYOTDZCFgANKJlI22cwsq9Vqkl2RWBEisIoS/mC1AYlMlMwEoQwICYEzD2mTbCbJZNHsbqJ1YNkRzygkZgyGzBKTh40Z/L739u3XedT+8auq86vq0+1rYx6X1Cdddd9zTp9Tp06d+n7v4tG2UVKW8gpKTd2YjtwIW12/NqNzS4swY5s8VRCKGCIw2BN3FVy/otk26nk6Guuy4P7G1q7Gtm/Z+1HeizbXm5+yd8cErhTsWJXHJjRZOoKN0coGiigFC4hjJkF9j9ZwFmX6hj4nH086kttUtVHtzbUWmNOz17VlhWBDlGnlUUL+OWb+l/kAot+he5hoGoKUnQVg6RUgqtFqFkmD1oKsNSBqDVWYvEPjT60EIubOglh9BmRnAfKXP4NMBwjOvxhi1Rwwezpd7+irCKMAp934WQxeeRWH/u5BNN91BBNnzyE4953KbxhDaJNqnpaWmJm1lFfN118deu7C+rB2FzkgM+oSqd4rHQ0rcyCnMSAhkGcSWV5gfu8+1BoTmDr7LCx2Eui0bhdpyuR/B+12G9PTdpDO9PQ0FhcXEQQB7rvvPlx33XWo1WrYvn07br/9dtx888149tlncccddyBJEtx1113YtGlT9cVPEivbfKqhc7V05JZOngZo+6ALEywQ1SADQZphd5GOKzIydUYJ5D/vh+wsITj9TKA5Ofwwecg7d4Tryhl6YOplWYCyao32XyzDxGOuwU1nXIrnE5XrSzIm0mFt0NoGjG/LkBn3OKZcHtTBzbd8oV8eRGT5RnJbM8wcouNpJDzHk0dKcvKLKGjI5KANBQU5JmGtOQyZhBmBisBw3pA1wp2A3MmXPSLrGVcSVgVBv9UgNfEXzrgESn+lLSiVRKnHTlamqOhgL1Yp6Hiig21R0BaLonxu/P3Q17VyJIGRWZLs3DJTpe9UiUiZ1On/zoIJ0hH1JiW4cy1am1cDQQSptDk56AOv/Bry6EGIMzZAnHM+EEb0DiwcpnZNzaG/dx+O/f3/xNR734Xa6atJc9TFP3jakM4lLAoUxw5RYE+aQaYDFP0BisEAcpBCZimKlJSAIkvpmDxT71quyEvSOA9DIvQkQTgxAdFqIWpNo3buOZA6dSRL0Tt4GD/59b/AJz8JtNvD3XjZZcBTT1V38Te+8Q385Cc/wY9+9COz7WMf+xi2bt2KL37xi9axu3btwk033YRHHnkE69evx2OPPYa9e/filltuwVOjLnCSWNmk+P3vU0rGnV9TE2NSDhDtTwRUEEwN0KtYLB1Vx2TkL2hMIf/lbuRP/F8E552P6LIrISYmymg47Q/U2pT2Y2kNyR2klWCSqZ4kXd+W/g6Am5WG58aKR2aZBN39b8AjtsxvjsmWkzvvK65hDkWVqk8TOafC3HnQkNE8GaHyZZO4OW6o1B3P99SpBVWkmZXfgWG/aeQQqTYRjhJs+H0bwcCV4rVWpoUfWzOzBBxjEtbXZOQE9ziHbHmb+DFDnLzM8TPKBGsJbJow6ZrDZeyy0tqjfcombWQ5RMnN7kqQ035OrdHz9nEyHge3WEaRk1tAB+F0FiggJYyBxiSrXqXeg36PVgeJKf1LZilEnkEePQD58kvA5CyCCy6m+q5FQfVVZQExfRp6e17Cwv/+CWauuBjx3ByVjdNVuAolnKtqQQAw+O0e5K/uQ9BsIGo2ISYaJlKVPmtlWcPjpGwNdcP+l4AoQuf559G86sMQQYAsI/LbvRvo98tjGw3goYeA97+/+lw7duzApz/9aezdu9dcf926dbj//vvxkY98hD1Tiauvvhr33HMPzjjjDGzZsgX79+9Hv9/HqlWr0Ol0ltX25WJlk+JVHwAefQz41QvA2rUYKXULlr7A/XlRAtnpQO77DZAXEOesR9BsMadzYWuGmgwBmJJMPKrV5EiqF0gE0KsOWNqFgbQnksrIxPIezP88pcHapwb22HJMbPBLqewljtYzRGoVk/rxtFBR0S4OS2M4TlCRSY53A4g0kbr/O/4ormlyouNLd40jT62ZQjpabMU5i+K4Pk5KfRnziCqfGRs3QjjjxDnWCG0BhgsrOBotf55DpmP2vKU+tz7PqOtXoMqyMSQYqXQR3Q5myrQitHlpOaXtlSu/gMghZ26UICQTep+t8KLOL5TGKPuqjGNSI0FEBBD1BopBH5ASQb2OotOh9CsARa+HoF5DsXAMQRKh6HYhajVARPT6t+eBIgWCCMHkKsiohiCpUW9lKUTaJWOkjlYvcsjOIuTe/wchBcQ7t1BFHEhg8Rj59qbn0H3+l1h87HGsuuISRGvPJPNrGNO7I9Wj0Yn9EKpu6alNWZBpD0Bg+kJjaYmWt/2rv6Lvl18O/PmfA5deOvpcOvr0C1/4Am644QZs374dd955J1588UUkSXn+7du347nnnsPdd9+NLMswNzeHxx9/HL/73e9wyy23mKjUU4WVTYqHDwOvvAJs2kQDvtemiSkIgXiCNMM8I0f5oEsTRJiQ83qQonj5N0CaIjjjLGCiAeFOPGbSCMqJxhTTLsp5RCciy4JMdUFY1jM9WQyZTccQ1VjicjULTawuYfEJ0plIK9uk9+lr8/+d31kQw1+HDpX2xD/KhGxt55oJ00qEsE15WvtUK2RI/XtuvuU5mVbKgKwgO21q1VGxAU2sXMPUBRCMGTeDKb/HVniwfJ5BRKYsCfbc3c5iBOj23ymDWpPR2H9ht0OZ2HU/kgwnSvJR96uLvAsRlDms/Y5af5T6VoShWpJJqsWLC/I5hlS4GnmKortE5kcpKb8vDJH3BpB5ARFFCFoU8JEdPQqZZQgmJhBNT2Pw6kEU/R7CyRai6Smkr74KZCmiqRYQhii6fYhaDWGjgXypDQEgaDYh8wIIYwT1Oml3+v2XhSJgRb567dY8I3LXkefdRdIgkzowMUlBNjrdSNc01qb6LKNE+v0vQbaPIVh3EbD6TFp8eWme/JxTa7D0i2fQ/cd/xKorLkFw5jpKnheC/I1AaYIWgsZkUq8WTN8C2LlzJ7Zt24bnn3/e5Clu2bLF7D906BC2bt2KJ554AlNT9Gy//e1vW/mLH/zgB09pm1Y2KeqUjJmmIqNIreKtShktHAEWDigpsA6sOgNAgPS/fwfp//ge4j/8OOJ/dR1Ec5Imo6xfOrB1WSchYCrPCMBU19CTqZ6UdG6QpeU5Gt7QNoeUuJ9PoiQojVGT30hNgGMkA40+XrfZbKpqr0Oy1imcCZuT9pCGzD/Z+YfIPXC2O/5R4wvKYWufWhvlmqgOJuJapv5eajD6uwlAMItQa+3QMd8q31NZ15Z915+6ra4vlX/XkZZVqS58pfgqKwM3S+ZqoWqzpBooOpKn0hQZLfg76JWlB6UkASKMaTLXwU6DHh2rK+toEgwjMg9GMWSvi6LXJV9WnivNKEHYaEDU68iOHEW2MI98qQuZ5wiSBPHqWcSzs+jv3YfB4cNAliGo1xDPziA5bQ7pYhvFUoeaVa8jmppCUK8hX5gnohRAUEsQJAmRmaoTK2o1JlygtKSYwgOhqi9bpk4JHYkeREA+oG6LVE1ibdLVY0ePVyWcCe2HzChKU4YxXae3CPR7QL1R+iCDgNrRW6JxE6uAwYyCb+Qrv4WYOxvinAvIXNtdJDKdXI32Uz9D+tKLmHn/JQjOPI8EB8AUBX+9tca3K1Y2KX7oQ2S0fukF4LTTaQAC5WQDMKlVmNJTFPKdLNuOXqqEfBMPuAG9WNr/pc2zribHNSlX+6nU+BxNz/W5adIOhidwmiGqI0JHYqT2WaWZHUc7NW3X/SfstlS2i/WNmdyLsm3886S0Ia4NA8YfrO+P+/CUBmRVyDEmSR3izk23urhBSGavLFflBAe2n1IFhEgemMJNhmrsUjShzgXMjfxlFT7QfqScmZmlVBGeiVqtnpZSE7quqSZlKSHTAeRggLzXQ9Hvo1AEhryACCMEjQlErRbCVhPZwgIGBw5hcOAQ8oUFFD1KQwqSBPGa1aivOwfx3Bqkh49gcPAQii5lcYs4RtiYQDg1hXh2BiKKkS8uUsCHlBBRiCCOEdQUeRlTqRoLvG9NfiQTSIUACgkJVWZOCx6DHq1ar6vnhJQQL3R0s4421cRmCVY6vYR9RnG5T4/RIFB9WpKNNaqVcCZNepYgYoMkq9agB9RbEPUWRbBCqFrN3bLNWQrZXQT2/hNQa0G8YzMtf6d/35rF4qOPIz/4CmYuvZiKBUQJIHNa5YMLeW9xrfGtgpVNin/xF8CPfwR8/7tAUiPJtbdUTl61OkUg9ruQx44AYQgxOQ0RuZkoovwQpc/BriOogjF0pKOuwBHVSsnxVA4211zIF7G1Pqu2jSHWUaRVZU4V5SnsdgGWZjI0hITzGzhyRdWQ421RnyO1RfU/KxVW+kedvlOfkhNdlbbKfJx2JGxWLoSsKpfoCVnoNugcPJNCEpelzZhJVlqrg+jzoLwXawzJsr1qIpaFRJEVKNIMebePvNNDttRF0e1CDmg5KyGAsJ4gnKghajUQTU8ibNSRHZ1H/8BhDA4cQnZsAXlWQCQ1BBNNBJOTiKZnEM+tQbx6FtGqGYT1OvJOB0W3i1wRoAgCiDhCECcIEopMFLHjRzdJ/SiFBl3cXgurPIJaa/uh2q+X5VJCrQgiIgwRUP/LAmaBaP3e8TQRAzqnUIQgjbWARb4WsiyRZlwdKm2DCSwU3KUFGqeqjxV1G5IZPKggSS3sZCkJS4XKsZWFqq/aAyamICZaKoJVEjlqy5WUpMW/vAcY9CE2bAZaU7T006ADTExj4ZFHIfoLmHzPZoi156r25crXGJdjq9byWuMYrGxS3LMHePllyMsvBY7sJ79hGAOrz4KoNyEXjmHwrfuRPfkPSK77JKIPf5yqUugBJ3OY2TpSiw/naTl4tBlM5wYFAazVCwBY5ADAIpYq06hLGJx8INTEzhjEMkG616o4T1V8nkRJGJzEXJNllSY4RKxuhCjXUkftc7RE3jRjkmQh+rzyimmn7k+mGetJlpGY5EWvzQLD/bIIvFlGKaIJLK6bxWn1GociTMoEcF7yTt8Df2XUvUkRAGmOPE1RdHvIlzrIl9qQ3S5kqhLDASAAgjBAkJB2FEzUEbWoGkp2bAHp0WNG20oPHEK2sIi80wUgVXh8DVGrhXh2FeJVU4imJxG1GggbdQT1BAICRZYrXlJkG4YQUUyEFgZkXjP9lpfj2+rjsFw1w4quZc/a9L8K6eeEJ1S90kQt2TToAmlKwokiNWF8sTFMwAxQajdqTJcJ+IHzDPQYZYISHMHHjGt1z0FpvjaLKRuBSJmMta+XCV083oCMC1mpRfKgOigBVgDlEmVl4Jtg7ZHa36wjWaUkgswGFMGql7Aqckr9kJL+TweQR16FPPgyxDkXUvHuQZeOqU1i/qGHEddDNDZvhJglC+NHv9UAABfGSURBVJrQioLRGuOyupaHhZVLijt3Ql55JQAJ/Ls/Ar58GzCzlsgwz5Hvehr5zp8ivPBdCLdcCjHRpN/pSUBDS3VF7lzAUm1GgBGRNalw1UibxvRvnJeVb6vyDZlzjtL2XB8bJ+Uy9H1YExwPq45png9LyrIwmo+w7oP1CffNmRJenMBSk2TNy5QZbcwICqqSiuWfY1qZLqSsJ20eaMDulyakouzZQkLmBWSWoRgMyISoCa3dRrbQRr4wT0R15Ciyw0dQ9HoQYYAgViRTr5N5sNlEvGY1ojWryTe2agbh9BTCiQnkHdLmil6fcsbSjK6rJ/QwpHMlCYJajLCWIKglEJGqyMItAu64YSZXU4Sbm+nNA+UmYe1L01GfKE3H6jwyz8tEcf0M9bsimWChV5mIa8afaBaHZoKgvWYnazevwMI1/3GCmXvvfJ8r6HFft15qib+LXEgKgpLweHS0lJWpG6Yluh3av1woYdvUX1XR0yHTbvk5ioLeBbW0nBSKXHsdej+a02RiDQIS7tK+iX6X7WPAyy8BM3Pkd8xSoNeGjBqYf+hhTMxNorZxM0Rrmt5VNd5MnyVNui8Pg5VLin/915Cf+xxEtwu5aSPETx8HwAaokVZHpSewyZqTl55MzcBW5hkR0suvJWXg9ZeyKrQ2WcjSTGUmuIL5w/Qk4t4rmzTcxPs8Kyti8FUwFFFJ7utjJGteMF6+LeTEpbQBq8B4yHygNGFpsqo2A5eRjZB0/zLPIdMMxSCl5ORuF3mnh3xpCXm7jXxhEdn8ArJj80iPHEV6+DDSw0eQHjiIvL2EvNtFvGoVkjPWIp6bQ3LaGsRr1iCeXYVwZhrxzAzCyRbCVgths4Fgok5aXZKQ/JMrgUCoai5hSOtomv5l7Tdk5UzW5tEwjZoXNnBJ0PJ5wZ60lclXGA2JEUUQlhYQpUGXGp06kmtmgSg1C30fQSl8mHQIPka1tqg1H1nALGKtCNNUlWEatwkIAcrr00nLc1ukyQhuiPwCc5gVVOMKglXbrfJorG8D7SNGKdRJRpRmsebQNKskyoIJlMpHqqNOpVQBTJFt1gQgpFTC4oA0az3/DHr02ZgmAV/KclsYkab48kv0zp23id7ZbhtS1DD/8MNobjgDyYUbSTvUJmj9LIKIgqi81ghgJZPiCy/Q6hjz88Btt6G4/j9g8Jd3o9j7ayT/8UaEl11FTvU8J9ONftF0ZX8dds/JUA9APQm5L1yl+ZI0oyFF0J3gC7UcjCYjbi4sUgrMKFJlUnEKcbv5WqMiGhUxiUqi4oQVq2PC8nfWxBjoO6skZluC132gzIgSkEUBmeWQaUrBGzqYo9tF3ukiby+hWGwjW1wk8+CxY0obO4bsyBEUSx0iuCWKNoSUCCZbiOfWIFm9BtGaWSRrViOamaa/6SkisFYTYYNILKzXIGoJaXSR9i3BEJDQeXHc7DakoTBfriWEwJ5EtRbAVxPhpipu0uZmdDOm1HjI83JCNGNC+8s0yZGZTsRJSTamogn316G8tsnvDBjhFeX9WOswwtK2pY6ylJIdW5TmQ56jaZZ3ipjgo7rWmMnZb6KIVpZJ6sxMG1kEWS5YXJpTzftVRYolK1bs07+tIEbLJ8msOzwdRn8XocqplLCES0CZTCtiDLSp1hBlYfv1TKRxhFJokMoPqfzZOtgoVT7e5gyRXJ4SQaoYCHlwP2T7KIJ174KsTQDdBRR5gMVH/gGtTecjWn8hXbuggCojmHmtEcBKJcXFReDCC4GDB2kiSWL0378JwY03If7X/56K9sqCItAyKhRsbP55WtYmzCmknAabqoAjUWpJgJmwTEg7/9QBE0JNqNbiuzEtlKp9U2GsTHxcY9LRi9wMykyegCO9KSl+yD/JpeHjbDPnpOCDvNtRJEQmw2JpyfjDDDm128iXOs4++l70euUEJQSCJEa8ejXi2RmEq2YQTU0RaU1NIWw2EbUaCBoNBPU6gnqNNDBlirS0LU4CQq2GwUhMWqTiaGe6biMz9Q4VBtC/qyoKUGWKdsHNs1pQcgN19KoE2YDGYcYq8AAUGRrXVXWRmqrBWVbGsawS+rmJ6v6wCMOACXFVuZ38Pqo0Kqtfi5IQTY3cwvSfSbx3BEGr+pAmREXs4BMywH7HyDOI1BJNuo9UWT+mndHIFsPPwxJcHOHEIkaUbbeOR0ms+lhDxgW7Dh0j9bvL04CEZPfq+EQtYbeApe2apbnK34iiKAkSKAlSCIjWDPXPoKssWwKyPQ+8uhc4fT0wsxroLCLv5Wg/+QSm3vtuBKefU/aefhZBSOkbv8da48okxYcfBv74j4GFBbOp+MDlkHf+l+GBpvONeBUMy8SnqouwAsWlBM6OOZ725SyRdMqgXzhZkF9K//UHkP0eaWJZqoI59KRML65QJicR0KAXEfmuREw+Kwr0mEBQr5FW1x/QZ5qSpmdC/SUTugMWvBFBxDGCOIFIEgT1OkUkWmTiTLYmwCGHpX0xU2C5jU3IlgYHxQNcI+PBPXwC5GTBBQalNYmgNI/pwJNCa2wlqSHtU8BO2lPau2qbKoou9JiJEopuNos4V/s3ASXcDAUnVXwC9oRZDo5hoqskPn1ttx1VRMrHXdX5HGHBIgb1yVNZeMSnUAFJribGKxq5xRJMnVJGePrc2uQfBKQxxXVTOLtc+aG8QTGSGFGOmaEoVq15HmebpVUyotT9JVkgD2DPSdytYaKVi7Lteozrusn6fFkGpD0y5ec5+RvDkDRIEZiazzJNgf0vAa1VwNpzgG4b2WIX3Wd2YvKy91BlHCnVHKba83usNa7Mu56ZoQGhIKMQYv0GiAveC0CWAy6ukVStX0oNbZ5xo9QAVL8EajvXtgAABZWUyjNrH0lxORFWmpZBHL0eim4fRa9LWla3qzSxJeSLi6U/bGEB2fwC8vl5MikeO4ZiaQlBrYaw2UTQbCh/l/reaCJsNRE0mwib7HuDjqPtEcJ6EwE7LphQS9xI0rsC1zzsBP6U/lo96XGJuQCKAdDrO73n9NuQCbYCYQiAaRFMQ+LRj4IRoETBSCxV2pkmNF3QWVVWMaZCSeY5EZSRlkbLV5GRSelHNkIP+xTGrMfIeEjT1N9ZP5hhpsnB1XaZ6bbK12oR1AhCBf/fHbsV1+YapXl26i8I1CWrSJWPFwChcx5NZgJkVHHJlvtfjatBKh8iYOWP8mhlM+4Ks8AuBqwOpjH15oAIqJC3rvnpEqdqqyFOQ46sL0rfyPCY1UKa1b2SuSAEzKLl+gyFcp1o87gpqJCUxGc0bFaSkLtPokk6o9IaZZFBdhapP+IEYmKKLFbnvpO6cP8eIM8RnXUBJq+6AumReQye+T9oXkbBiBIFBa7120AaAvWWI8y9/bEyNUUpgSuvBJ54gv5PEmDn08D6c0FrAE4om7kOZVYDPJmAWc1i0CMpqsghC4F8kKPokAkx7yhTYbtNkYO9HmSvR9GDaZ+qdKQD0qayrCxjVagADIDKS01y4lJmw4k6QmU6FCp4QyQJMyFGEHr1+YBPqvp1qiDnsWZS1WW87yr8nUNSvVuT1AQMoDTtWWbHZWyD9lWBtFgr8ESRLi+1xs2f0j62vMcApmybvo51f87w1iShydVdELdKw3W3cS3seD7X4+5nT2ckmVaQrQveN4boRhDqsohVX4sR6sjruvfL7oX3ufUcYN/7kJ9an5v1t2vSVeNT8tqnrraqx5D2zQ9FxsrSVSJEuahwlNirdnCNc7gXTgyVWriqz6zbI6Ui2qgs0gDYfkndGk2mZmWQggiS1+it1SFqLTK3ygJyaQE4ehA453wgL9B/5QDkwf2YeO+lxq9bao20duTvC1YmKb78MvCOd5iS7LJWQ3HLF7Dwgasx+OcDpH3NH0OxpHxh3T5yrZUtts32vNNFsbQEAAhaTYTNlqOJNdT/SgNz9tF257hWk8gvjsfdwQnB0m6k+6lffqbBDb1woG1uAIiVW1iS78gJEHxCqCZnmueciYsTnM4lNNGK9NLKtCyLZSV9hyHlu7HC2ib030Q4qrXmmMQ/RDhVJDRyG9vHt1kkXtEPVcLJcrYNvYEj2nIiZGvOP45g+fNzyajiuidNrHxs6WtWXMPtJ6vPePc4bbW026p203sh3VgATrRW+pHOO+Q+QCjNNSjXEdXBQTyH9bWQp6uxm1th7RSi9KkCsLRJfX3u1pGFKmGnigbkOVBvUqBWqqwpB/YBc2cBUYLeb/YiKPqoXfRuuucoovsIlNbYbdPcU5982xYAWJmk+PTTwLXXWj7FYxvOx8FrrzEaGRGV+q6iEsNGg8iv0SgJrtlAkLA10IbIQLAPZ5/jI6o6TvKX00i0jnZmpVY4JGICGrSGw7Qv8//ytp2Iz1PqQAed9J4NFHENSukzy8qJhmt1KmlZxAnM8j9spYjhNA0WGTk0YVIvWsTlPp+T0JxPbh+bnNkc7gZcWO19LdvGtmdEG7Wp0mqbhtuv+vsyyNa0g13bmEVHjSt+fxg+9wkT65jz8z6oGhMa2mUyFChTtkvyghDaOmLeYf1eam1NwFreLAiBMACCmJnko5MnTi6gmDQa1n9QRBkootTacZYBUME7+t2DoJQcnetY5BATk7S9SCEPvQJMTAKNSfRe3IN41SSis5T1jRcg0O1vTOPtiJVJip0OaYoHDtAgbzSA730P+OAHAEhV23QCehDQuorqxdOmVYBNGMNSsuQvrU5itsp0uZ/upILymu5LbkX8AdZLX0W0kMd5eVwpnN2Vbo8b/MB8M/YkoPwXUtoBLJYptAwyEiaJPjIh+cIxN9kCg93Gk/JXWEO2gkTGaosjfjf0m3H73iBylmD7JPvk9+Bsq9JwT4XWa8hPXVNXSLIuP4rcpd0W3p4hYhXDt3k8zdki1oqgqyGt2Dmvbgc/Rv9b6GvkQ9cvLTgsH3GUhQSAMdfrtLAwpIhRvUKKG2k8otVVfWD5+wXAXRVl4FIBqzyeLCi/MSWLm6g3gbyAXDoKDFLI6dXo/fKfUN+wHsHUDPTC7UJQsJyIJ8hHCzLa/fCHwI9/TNPzRRcB27YB69ZVNf6tjZVJigDw298C119PptQv/Wfg3/wRPeikQQmveaoqz+slf5Q5syo8n2tlfBuXwIb8ZY5GNsqvJngKxYlDyqJMik51eL82hZQmSKlTTDSp6RdUlS7Tph6hlydi2pvR3LgG52ptZYP4P9WCRdVx5uN4w62a4E+1Bj/+uHHXZsdJyY6rIK2VQs76PqzuGUHEZtOJ3AM/1iG9cVqm9XXMuY3WVHGPQ6etEAq0OVVIWBG63Bc67h3mJlZtCWICs+T+Te4vzyvcISJwLCtxGVHLtU2nTeYbExKsWrsCpcCga/JKqaw6EXVH2lMRqwFEUqdaq8cOQ65ai+6vfoXmJe8xc5mmDdGcwXe/C3z2s3T5xUX6TFR1u498BPjWt4Bmc3T3vdWwckmx3YacnSVp6+tfBf7tx40T2djejQ+NmeiGlgjiJkb7u3CDAzjGEp29zyxwbBzfFEou+QrvmtiyTJksVSRlnpE5xqy1F1Mum1lKiNbxE5r49AukSfCtHjk2kjytLxVazQhCXu5xVddeqQSvx/vxYI6TTtNPsF9OhpytNvJ9VYIFnP9Htcdpg9Vurc0K5/Sy4rRqmyZWo3nyY10N1hUU9LH6GXFrUJUVgPelJnZZ5rha1hs1Z0hJmquep6KozN001XXGzFna/GtMxygD04zrgwRjmfUpSDFOAASQYYQwqdu3LAT+63+LccN/aqDTqbogUK8D73438OijQK02vP+ZZ57BZz7zGbzwwgtmPcVLLrkEAPCd73zHWjdx69atAIA9e/bgU5/6FB599FGEr4Nfc+WSYpZB/sEfAL/7HfC//h648goYs4UQSiMqq0MMT5Ya7oRQ/Y/UL82oYBce6FJlVh0iYm7mqfCjMPPq0HQ3bkJbNkTl1xEb2K5R+9zJ/LWez/ndctt4AsLKa2/jGHMcn0GPS6BvE4LnmnMlwVdcpmqb2z7+/9CxY+516ELu1+NoqdK9noTdZ+w0lcQs2Tmc35rfVPSr7jtOqpYgUpS5iboyl7EQqTUuVS6xLgph8q7dAgIAypq5TNvWc10YQRY5+nt+hdp556l5K4IIgIXFAGdeMItOd7xA1mgAX/868LnP2dsHgwEuuOACfP7zn8eNN96I+++/H3fddRdefPFFBEGADRs24Kc//Sl+/vOf49Zbb8Vzzz0HAPjoRz+K2267DZdffvnY654sVi4p5jlw333Ab34D3HwzcNpsKenUJkZKTLLIy6WATLURbZpM7W3MZGkiI3XEmfIFCD3gzF88HB2pFyd9ozH20crKryM2vD7nO+lznurzjTnncs839O9bRVgZd843yopQpQFiTBdV7BhJ3FXnOpG+H9PfsmL7sgSIMagSdNxzW8cUjE85MVaZu6HmPQlt4pY6FsIsYq2sUQIg/6LK5w4TFrEqS0FfEaU8uJ+0xkICQkLmGe771hrceufZUAH8Y7FuHfDrX9vDdMeOHbj++uuxb98+Y9E699xz8cADD2DLli34xCc+gSeffBK9Xg+zs7PodDr4wQ9+gB07duCBBx44/kVPEiszeR8AvvpVyD/7M/Lw/u3fAs/9AnLhkCrtxsySxjypoia1f9EpyabNkSKKKWTZ2Y5IlWk7URQ5MOi+ltfI4w3ByWieyzvFEF4POXQsyY8TBl7rdd+Ikf16XoPOLdTXyiudysuPMp07X5eNUSSrtwsAQaGiT2vlIVpTlQACENllKZB1gXxAGidE6ctsTdKxUQLEMYKiwA8fml0WIQLAq69S+MfZZ5fbdu/ejc2bN1suns2bN2P37t348Ic/jMOHD2Pfvn3YuXMnNm7ciHa7ja985St4+OGHT6iLThQrlxSffhpCGbLl/v0odj8J1Gsq6T0sbe56PTceQDJ2opPKp9cH+m/MrXh4eLy5GOY9YX2MNguP0tic45YT1DX23C55lu4VY2YF+151fSvCVhAZCqG0ToGyRqvyHepOKSSlVwGkiUoJ9NtY6s5huYgiDPkd2+02pqfttI7p6WksLi4iCALcd999uO6661Cr1bB9+3bcfvvtuPnmm/Hss8/ijjvuQJIkuOuuu7Bp06Zlt2NZbT2lZ3sj8cUvAg89BEgJ8Sd/gvBffvzNbpGHh4fH2w6yKID5A7Qwe1In8pxbj/POj/CzXyzPWDAYAGvX2ttarRYWWK45ACwsLGBychIAcO211+Laa68FAOzatQtPP/007rzzTqxfvx6PPfYY9u7di23btuGpp546Jfep8SY4uk4RrroK2LcP2L0beB3tyx4eHh6/zxC6jFy9AUyfBjEzBxFFuOGG5adaXHMN4CiF2LhxI3bt2gUe1rJr1y5s3LjROk5KiZtuugn33HMPDh06hDzPsW7dOrzvfe/Drl27XuvtDWHlkiIArFoFnHfeifl9PDw8PDxOCGJqDcTMWlotSOHqq4Gzzjp+tbdGA/jSl4a3b926FWEY4p577kG/38e9994LALjmmmus4775zW9iy5YtuOSSS7B69Wp0u108//zzeOSRR7Bhw4bXfG8uVq751MPDw8PjTYMQwI4dwKWXAkeOAGk6fEyjAXzta8AVVwzvS5IEDz74ILZt24Zbb70VF110ER588EEkSVl8/NChQ7j77rvxhFr8IYoi3HvvvbjmmmtM/uIpv68Vm5Lh4eHh4fGm48AB4E//FPibvylrqA8GwMUXA1/+MvChD73ZLTwxeFL08PDw8HjN6HaBXbuIENetA849981u0cnBk6KHh4eHh4fCyg608fDw8PDwOIXwpOjh4eHh4aHgSdHDw8PDw0PBk6KHh4eHh4eCJ0UPDw8PDw8FT4oeHh4eHh4KnhQ9PDw8PDwUPCl6eHh4eHgoeFL08PDw8PBQ8KTo4eHh4eGh4EnRw8PDw8NDwZOih4eHh4eHgidFDw8PDw8PBU+KHh4eHh4eCp4UPTw8PDw8FDwpenh4eHh4KHhS9PDw8PDwUPCk6OHh4eHhoeBJ0cPDw8PDQ8GTooeHh4eHh4InRQ8PDw8PDwVPih4eHh4eHgqeFD08PDw8PBQ8KXp4eHh4eCh4UvTw8PDw8FDwpOjh4eHh4aHgSdHDw8PDw0PBk6KHh4eHh4fC/wdHdwTunV0jfwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K = 56\n", "snap_plot(nets[K:K+1], size_scale = 1/300)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def quantile_plot(xkey, ykey, dataframe, dq=.1, logy=False, return_df = False):\n", " qX = np.arange(0,1+dq,dq)\n", " \n", " data = dataframe[[xkey,ykey]].copy()\n", " \n", " qkeys = []\n", " for q in qX:\n", " qkey= 'quantile'+str(int(100*q))\n", " #print(qkey)\n", " data[qkey] = data[ykey].apply(lambda arr: np.quantile(arr,q) )\n", " #print(data[qkey].head())\n", " qkeys.append(qkey)\n", " \n", " data[[xkey]+qkeys].plot(x=xkey, logy=logy)\n", " \n", " plt.title(ykey + \" Quantile Plot\" )\n", " plt.ylabel(ykey)\n", " labels = [str(int(100*q))+\"$^{th}$ Percentile\" for q in qX ]\n", " \n", " plt.legend(labels, ncol = 1,loc='center left', bbox_to_anchor=(1, .5))\n", " if return_df:\n", " return data" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quantile_plot('timestep','conviction', rdf, .25)\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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eQI3eF50vJIColT4zfx8AiCiNmftH6i8IgiBEh93md++LpS8klqij94noKiI6DuCE+rmKiHYmTDJBEIRJwjBLX5bsCQkiliV7PwHwOQDdAMDMRwB8KhFCCYIgTCbsVjd0Bg30Bi0ACeQTEkdM6/SZuWVIkzeOsghCUsHMcDvlFhcSj93mQkr6hcVRGq2494XEEIvSbyGipQCYiAxEdD9UV78gXIo0HjqPX/zz26L4hYTjsLoD8/mAGsgnlr6QAGJR+ncD+AaAQgCtAD6ufhaES5KO0xa4HV647J7xFkW4xLHbLuTdBy5k5GMWxS/El1ii97sAbEygLIKQVJjPDwAAvJIZTUgwdqsLU2ekBT5rtAQAYB+D1PeCEA+iVvpE9FiIZjOAg8z83/ETSRCSA3OnHQCk2pmQUJS8+26Ygix90iiK3udjaLTjJZlwKRKLe98ExaXfoL4+BiAHwN8T0U8SIJsgjBs+H8PcJUpfSDxupxdejw8p6Rfm9DUa5adZ7j0h3sSSkW8ugGXM7AEAIvopgD8BqAbwUQJkE4Rxw9bjgM+j/ODKD6+QSIbm3QcGu/cFIZ7EYukXAkgL+pwGYIZajMcZV6kEYZzxu/YBSLUzIaHYbYPz7gOD3fuCEE9isfR/DOADInoLAEFJzPNDIkoD8HoCZBOEcWOw0pcfXiFxBCz99OGWvtx7QryJJXp/NxG9AuBKKEp/KzOfVTd/OxHCCcJ40adG7gNi6QuJZWiFPUBZsgeIe1+IP7FE7y9U3/qz8k0nohQAZ/zz/IJwqWA+f8HS94q1JSQQh234nH7AvS/3nhBnYnHv7wSwEMCHUCz9eer7qUR0NzP/KQHyCcK4YD4/gNRMAwYsLvnhFRKK3eqCTq+B3nhhbV7AvT8Glv6hQ4fydTrdz6H8pseUml1IOnwAjno8nn9YtGjR+VAdYlH6TQD+npmPAQARVUBx6z8M4AUokfyCMOHxL9crmJOlKH2PuPeFxGG3uWEKcu0DAKmqdyzc+zqd7ufTp0+/Ii8vr1ej0cgT7gTG5/NRZ2dnxblz534O4POh+sTyVFfuV/gAwMzHASxg5lOjlFMQkor+Pid8HkbOdGWxilj6QiKxWwcX2wGC1umPzZz+vLy8PIso/ImPRqPhvLw8MxSvTUhisfTr1LX5z6uf1wGoJyIjAPfFiykIyYU/iG9KgSh9IfHYhxTbAcY8kE8jCv/SQb2WYQ36WCz92wE0ArgXwH0ATqltbgCfuWgJBSHJ8AfxXVD64t4XEofd5hoUxAcgkG9fHjiFeBPLkj07gB3qayi2uEkkCOOMudMOrU6DzKkmABK9LyQOZlbK6qaHtvQlOQ/Q2dmpzcvLk/rWcWJES5+Ifq/+/YiIPhz6SryIgjC2mM8PIDMvBVqd5D8XEovb6YXH7Rtm6Qfc+3Lv4e67757pf79u3bpZ4ynLpUA07v171L83AVgV4iUIlxTmTjuy81Og0fldrOLeFxKDf42+aYilT2O4ZC9ZqKmpySwpKZlXXFw8b+vWrdP9bY2NjaaHHnpomtVq1Zw+fdq0efPmwurq6jmhxtBqtYvKy8srSktLK1euXDnbarWO+RLErq4u7SOPPJIX3LZgwYJy//vU1NQFYy1TMCN+IczcTkRaALuZ+czQ1xjIKAhjBvsY5k47svJSoNGKpS8kFn8K3tQwlv5kUfoejwf33Xdf8SuvvFJfX19/bM+ePTmHDh0y5efne9atW9e9bdu2jnfffTe1urra/Pjjj7elpqaGfBI3Go2+2tra4w0NDcf0ej3v2LEjL1S/ofh8Pni98ZlB6O7u1u7evTs/uO3999+vjcvgcSCqpyC1qM4AEWXFMjgR/ScRnSeio2G2f5qIzET0gfp6KJbxBSHe2Pqc8Lp9yMpPlfznQsLxF9sZuk4/UGVvktx7b731VtqsWbOcFRUVLpPJxKtXr+6pqanJPnz4cMrChQvtAHDgwIHU1atX9wGAVqsd8Yu55pprbI2NjUYA2LlzZ878+fOvKC8vr9iwYcMsj8eDuro6w+zZsys3bdpUXFlZWXHy5EnDE088MbWsrKzi8ssvr7j55psvC7cvgMD+69evnzV37tzKq6++utRms9GWLVuKWlpajOXl5RV33XVXERDaug83bqKJxfXhAPAREe0mosf8rxH2eQbAihH6/IWZP66+tsUgjyDEHX+hnaz8lCClL+59ITEE8u4PWac/2arstbS0GAoLC13+z0VFRa62tjZDXl6eZ9euXbmHDx82nThxIqWqqsrR3t6uy83Njagh3W439u7dmzl//nz74cOHTTU1NTkHDx6sra2tPa7RaPipp56aCgBNTU2mO+64o/vEiRPHLRaLZvv27QX79u2rr6urO/700083R9oXAJqbm03f+ta3zjc2Nh7LysryPvvss1N27NjROnPmTGdtbe3xp59+ujWUfCONm0hiWaf/R/UVTMQ7kpn/TEQlMcokCOOGWV2jn5WXEnCxSvS+kCgCFfbCrNMfay/Tt2uOzKw/Z02N55hl0zMG/u+aqpZIfZiHnycR8caNG80bN240A8Dzzz9/BgAKCgo8u3btCqlMnU6npry8vAIAlixZYr3nnnu6Hn300dyjR4+mVlVVXQEADodDk5+f7wFgLSgocC1fvrwfAPbu3Zu5atWq3oKCAg8ATJs2zbt79+6cMPsCAAoLC51Lly61A8CCBQsGmpqajIhiNdurr76aEWncRBKL0s9m5v8IbiCie8J1joGriOgIgLMA7g/O+jfkWF8F8FUAKC4ujsNhBWE4li47NFpC+hQTiAgaLcHnEaUvJAa7zQ3tkLz7QJB7f5JY+sXFxa62traAu6O1tdUwY8aMmJO++ef0g9uYmdauXdv95JNPtgW319XVGYJjA5gZRMTR7OvHYDAE+mu1Wrbb7dFOmUccN5HEovS/AuA/hrTdHqItFg4DmMXMNiK6AcAfAJSG6sjMuwDsAoDFixdPjv8EYcwxdzqQkWMKWFoaLYl7X0gYDqsLKel6ENGg9vFy749kkSeK6667rr+pqclUW1trKCkpcb/wwgs5v/71r+OS4n3FihWW1atXz926dWtHYWGhp6OjQ2s2m7Wh+q1Zs2bu1q1bO6ZPn+7t6OjQhtu3rKzMFepYAJCVleXt7++PqPwvZtx4MaLSJ6IvAtgA4DIiejFoUwaA7tEcnJktQe9fIaKdRJTLzF2jGVcQLhZrtx2ZeSmBzxqtRgL5hIRht7mHrdEHxs+9P17o9Xrs2LGjecWKFWVerxcbNmzoWrx4sSMeYy9atMjx4IMPti1fvrzM5/NBr9fzY4891lxUVDTIk7B48WLHli1b2q+99tpyjUbD8+bNG9izZ09TqH0jKefp06d7Fy1aZCstLa1ctmyZOdS8fjiZxkLpU6i5lEEdiGYBuAzAvwH4P0GbrAA+ZOaI8xDqnP7LzDysAAARTQfQwcxMRFcCqIFi+UcUavHixXzw4MGIcgvCxbB7y18wZ2EePr1RWVa7+/6/YO7CfFy34fJxlky4FPl///Y3mNL0WPWtjw9qt3TZ8asH92P5V65A+VUFcTseER1i5sXBbUeOHGmqqqoSQ+sS4siRI7lVVVUlobaNaOmra/HPALgqUj8i2s/MVw1p+y2ATwPIJaJWAN8FoFfHfQrAGgBfIyIPADuA9SMpfEFIFC67B45+NzJzgy19ce8LicNudSN7+vC4uckWvS+MHbHM6Y+EaWgDM38x0g7M/ASAJ+IogyBcNJZuZbneUKUv0ftCoghVbAeA5IgQEkY8UxTK3SlMaCxdyhRiZu6F51etzOkLCcLt9MLj8g0rtgMgENg3WaL3hbFjzPMSC0KyYulSLf2p4t4XEk8gMU8kS1+UvhBnoqmyZ4xyLBq5iyAkL5YuBwwmLYxpF2a9JHpfSBR2tdhOKEs/UGVPlL4QZ6Kx9PcDABH9aoR+Xxq9OIIwfli67cjITRm0Zlqx9OWHV4g/kSx9kjl9IUFEE8hnIKKvAFhKRKuHbmTmF9S/IYvqCMJEwdLlQHZ+yqA2jZbg9Yh7X4g/4crqApOvyp4wdkSj9O8GsBFANoBVQ7YxgBfiLZQgjDXMDGuXHcUVOYPatTpx708EWmp7kDHFhOxpcU0bn1Au5N0Pn5xH3PtCvIlmnf7bAN4mooPMvHsMZBKEMWfA4oLH7Ru0XA9QLH2PSyz9ZIaZsXfXUcxZmI/PbCofb3GixtHvgkZLMJiGZYRV1umTuPcj0dnZqc3Ly/OOtxwTjVii939FRN8iohr1tZmIhvulBGECYu0evlwPkOj9iYDd6oZzwAOPa2L9/tut7pB59/1oNCTu/QjcfffdM/3v161bN2s8ZZlIxKL0dwJYpP7dCWAhgJ8mQihBGGtCLdcD1Oh9+eFNavzlkL0TrBqi3eaGKYRr349GQ+BJYuk3NjbqlyxZUjZ79uzKuXPnVj788MP5/m2FhYXzy8rKKsrLyyvmzZt3BQDU1NRkNjY2mh566KFpVqtVc/r0adPmzZsLq6ur54QaX6vVLiovL68oLS2tXLly5Wyr1Trmy9W7urq0jzzySF5w24IFCwKuqdTU1AVjIUcsJ/4JZv4KM/+v+roDwCcSJZggjCV+pZ8RwtKfaMpkstGnKv2J5pGxqxX2wkHayWPpqwV3Wk+dOnXsb3/724ndu3fnHzp0KPDPuG/fvvra2trjR48ePQEA+fn5nnXr1nVv27at4913302trq42P/74423BpXKD8ZfcbWhoOKbX63nHjh15ofoNxefzweuNjwepu7tbu3v37vzgtvfff782LoPHQCxK30tEgacoIpoNYGL50wQhDJYuB1IzDdAbBs+vasW9n/T0nVce2CbaKgu7zR1R6U8m9/6sWbPc11xzzQAATJkyxTdnzhx7c3NzWDfI4cOHUxYuXGgHgAMHDqSuXr26D1Bq2o90rGuuucbW2NhoBICdO3fmzJ8//4ry8vKKDRs2zPJ4PKirqzPMnj27ctOmTcWVlZUVJ0+eNDzxxBNTy8rKKi6//PKKm2+++TL/WJH2X79+/ay5c+dWXn311aU2m422bNlS1NLSYiwvL6+46667ioDw1n2oceNFLEr/2wDeJKK3iGgfgP8FsCVukgjCOGLptg+bzwckOc9EwNwxMd37DqsrsntfO3nc+8HU1dUZjh8/nnrdddfZ/G3Lly8vraysvGL79u25AJCXl+fZtWtX7uHDh00nTpxIqaqqcrS3t+tyc3Mjake32429e/dmzp8/33748GFTTU1NzsGDB2tra2uPazQafuqpp6YCQFNTk+mOO+7oPnHixHGLxaLZvn17wb59++rr6uqOP/30080AEGn/5uZm07e+9a3zjY2Nx7KysrzPPvvslB07drTOnDnTWVtbezxUuV0/kcaNB1EX3GHmN4ioFMDlULLv1TKz07+diKqZ+bV4CSYIY4ml04GCuVnD2iU5T/IzEd37Xo8PLoc3snt/PCz9P3xjJs4fj++6x/yKAdz8ZEs0Xc1ms2b16tVzHnnkkZacnBwfALzzzju1JSUl7ra2Nt2yZcvKKisrHRs3bjRv3LjRDADPP//8GQAoKCjw7Nq1K6QydTqdmvLy8goAWLJkifWee+7pevTRR3OPHj2aWlVVdQUAOBwOTX5+vgeAtaCgwLV8+fJ+ANi7d2/mqlWregsKCjwAMG3aNC8AvPrqqxnh9i8sLHQuXbrUDgALFiwYaGpqMgKwDRMsBBHGjQsxVdlTlfyHYTb/CIAofWHC4fX6YOt1IDN3+rBtEr2f3LCPYfa7990T5zr5E/OEWqPvZzK59wHA6XTSjTfeOGft2rU9X/nKV/r87SUlJW4AKCws9Nx44419+/fvT1u5cmVUCtSPf04/uI2Zae3atd1PPvlkW3B7XV2dITg2gJlBRMMuRKT9DQZDoL9Wq2W73R61Vz3cuPEinqV1Jfe+MCGx9TjBDGRMFff+RMPW54RHVfYTqQSy3aam4I00pz8e7v0oLfJ44/P5sH79+lllZWWO733vex3+dovFovF6vZgyZYrPYrFo3nzzzcwHHnjgbDyOuWLFCsvq1avnbt26taOwsNDT0dGhNZvNw5ImrFixwrJmzZq5W7du7Zg+fbq3o6NDO23aNG+0+/vJysrfi+BGAAAgAElEQVTy9vf3j6j8w41bVlbmGu05A/FV+hPnP04QgrB0K5Zi1pDEPACg0dGEUiaTDf9yPVOaHr4JFMh3IRtfkrn3x4nXXnst/Q9/+MPU0tJSu98N//3vf79t/vz59ltuuWUuAHi9Xrr11lu716xZY4nHMRctWuR48MEH25YvX17m8/mg1+v5scceay4qKnIH91u8eLFjy5Yt7ddee225RqPhefPmDezZs6cp2v39TJ8+3bto0SJbaWlp5bJly8zh5vXDjRsvpU/M8bmpiOgwMy+My2AjsHjxYj548OBYHEqYBBz7Sxve+nUdvvSvVw1bp7//vxrxwRst+NoTnxkn6YRIHP1zG/b9pg4zSrNh63XgSz9YOt4iRUX9387htd3H8cXvLkFOQVrIPr/53gHkzEjHiq/Oi9txiegQMy8Objty5EhTVVVVV9wOIow7R44cya2qqioJtS2eCQqa4jiWIIwZ1m4HNBpCevbwKtLi3k9u+s4PQKfXIDPXNKGuU8DSHyGQL15GmSD4iVrpE1EqEX2HiH6mfi4lopv825l5WAU+QZgIWLodSJtihEY7/N9BoyWApdpZsmLuGEBWfgq0eu2EWqfvsLkBAoxpkef0J9KDjDAxiMXS/wUAJ4Cr1M+tAH4Qd4kEYYyx9TqQkTM8iA9QlT4m1nKwyUTfeTuy81Oh1U2szIl2mxumNH2gml4oNBqSKntC3IlF6c9h5h8DcAMAM9shEfvCJYC12xEych8ANBrlX8Q3gRTKZMHn9cHSaUdWfiq0Ws2ECuRzjJCCF5hcgXzC2BGL0ncRUQrUKH01Ja8z8i6CkNx4vT709znDW/o6v6UvP77JhqXbAZ+PkT0tRVllMYGUvt3mjrhGHxD3vpAYYlH63wXwKoCZRPRrAG8A+KeESCUIY0R/r7pGP4zS16rufa+495MOf1Iexb2vAU+g2IuRiu0A4t4XEkNU6/RJKfhcC2A1gE9Ccevfw8yyzEOY0Fh7HADCK31/cJ9YXMlHn5pzPys/Fe0nzQAAn8cHjSFsfpSkYaSyuoDi3ve65GFTiC9RKX1mZiL6AzMvAvDHBMskCGNGQOmHm9PXins/WTGfH4AhRYeUDH3gOnk9PuiSXOn7fAxHf+QKe4Dq3hdLX4gzsbj3DxDRJxImiSCMAzZV6afnDF+jDyQ+ev/M0W447fErmzlRYWY0HOyAK4bvou/8ALLzU0BE0OqUn7KJEMHvHHADDJjEvT8qOjs7k/vpLkmJRel/BsB+IjpJRB8S0UdEFK74jiBMCKzdDqRkGqDTh/79SKR739rjwMtPHEHdgXNxH3ui0dVqw59+fgz1f43+u+g7r0TuAwgo/YmwtDKaFLyAGr0vHqaw3H333TP979etWzdrPGWZSMSi9FcCmANgGYBVAG5S/wrChMXa40DGlNBWPpBY935nsxWAavlNcs7WK0XVrL3RLQjyun2w9jiQna+kTfavspgIEfyOQLGdKKL3J5GlX1hYOL+srKyivLy8Yt68eVf422tqajJLSkrmFRcXz9u6det0f1tjY6PpoYcemma1WjWnT582bd68ubC6unpOqLG1Wu2i8vLyitLS0sqVK1fOtlqt8cxGGxVdXV3aRx55JC+4bcGCBeX+96mpqQvGQo5Yyv2dYeYzAOxQlu35X4IwYbH2OMPO5wMXlH4iove7WpXqoG6HN+5jTzTaGxWlP9AXndI3d9kBxjBLfyK496O19Ceje3/fvn31tbW1x48ePXoCADweD+67777iV155pb6+vv7Ynj17cg4dOmTKz8/3rFu3rnvbtm0d7777bmp1dbX58ccfbwsuiRuMv7RuQ0PDMb1ezzt27MgL1W8oPp8PXm98/j+7u7u1u3fvzg9ue//992vjMngMxJKG9/NE1ADgNIB9UHLt/0+C5BISgMflhaXLPt5iJA3MrFj6YSL3AUCbQPd+V4ti6budk1vpMzPOqkrfFq3SP++P3Fcs/QvXKfktfbvNn3c/tKXPbjfOb98OuF0T4nwSyVtvvZU2a9YsZ0VFhctkMvHq1at7ampqsg8fPpyycOFCOwAcOHAgdfXq1X2AUrt+pDGvueYaW2NjoxEAdu7cmTN//vwrysvLKzZs2DDL4/Ggrq7OMHv27MpNmzYVV1ZWVpw8edLwxBNPTC0rK6u4/PLLK26++ebL/GNF2n/9+vWz5s6dW3n11VeX2mw22rJlS1FLS4uxvLy84q677ioCwlv3ocaNF7GU1n0YynK915l5ARF9BsAX4yaJkHAOvXoG7/+pGRu+twSZIcrITjbsVje8bl9Uln4isr35LX2Xc/T/0MwMZWXtxKOvYwB2qxukIfRHq/Q7L6zRB4Lc++7kt4ztVsW9Hy6Qz/7hh+j++W54N86Dz5cxlqLhO+98Z2Zjb2NqPMecO2XuwMNXP9wSTd/ly5eXEhHuuOOOzvvvv7+rpaXFUFhYGCgpW1RU5HrvvffS582bZ9+1a1dufn6+58SJEykPPPDA+fb2dl1ubm7Efya32429e/dmXn/99ZbDhw+bampqcg4ePFhrNBp506ZNxU899dTU6upqa1NTk+lnP/tZ03PPPdd88OBB0/bt2wv2799fW1BQ4Ono6NACQKT9m5ubTc8999yppUuXnrnhhhtmP/vss1N27NjRetNNN6XU1tYejyRjuHG/+c1vdkfzHY5ELErfzczdRKQhIg0zv0lEP4qHEMLY0HKiB16PD399+TQ+e3vFeIsz7li7I6/RBwCNLjGWvnPAHTh+PNz7f3zyQ2RPS8U1a0tHPdZYc7ZBsfJnlk/BudPRlUrvO2+HMVUHk1qwJuDenwCWscPmhiFFF5B5KM76egAA+XzgSRTI984779SWlJS429radMuWLSurrKx0hKoySES8ceNG88aNG80A8Pzzz58BgIKCAs+uXbtC1qh3Op2a8vLyCgBYsmSJ9Z577ul69NFHc48ePZpaVVV1BQA4HA5Nfn6+B4C1oKDAtXz58n4A2Lt3b+aqVat6CwoKPAAwbdo0LwC8+uqrGeH2LywsdC5dutQOAAsWLBhoamoyArBF8z1EGDcuxKL0+4goHcCfAfyaiM4DkLVGEwS3y4vOM1YYUnSoe+8cFlQXY2ph+niLNa6MtEYfSFwgn9/KB43evd/f58SZo90Ttgzr2YY+pGQaMKMsG83He+B2eqE3Rl6NZT4/EJjPBwCtLnEemXhjt7kjLtdzNjQAAIi9Yx7IF61FnghKSkrcAFBYWOi58cYb+/bv35/2qU99ytbW1haYB2ltbTXMmDEj5shX/5x+cBsz09q1a7uffPLJtuD2uro6Q3BsgOpFG3YhIu1vMBgC/bVaLdvt9lji50KOGy9iiWD8ApQgvvugpOM9CYnenzB0nLbA52N8an0ZDCYdDvz3qfEWadwZKRsfkECl36Io/amF6XCN0tJv+khJjOl1J7/CGwoz42xDH2bMzUZ6trKKIhoXv/m8HVl5F6ao/EsrJ0YgX+QUvI6ApT/2Sn+8sFgsmt7eXo3//Ztvvpn5sY99zH7dddf1NzU1mWpraw0Oh4NeeOGFnFtvvbUvHsdcsWKF5eWXX57S1tamA4COjg5tfX39sECLFStWWF588cWcc+fOaf39YtnfT1ZWlre/v39EnRvruLEStaXPzP1BH38ZLwGEseFsQx9AQMnHcmHtceC9/z6F9sY+FMzNHm/Rxg1rjwN6kxaGlPD/BomK3u9qtSIl04Ds/BT0tA+MaqzTRxSl75mASt/a7YCt14kF12cjLUjpZ08LP63scXth7XWgPH96oO1C9H7yfwd2mzvsgyYzw9nQqHzwecDJfzpxobW1VXfLLbfMBQCv10u33npr95o1aywAsGPHjuYVK1aUeb1ebNiwoWvx4sWOeBxz0aJFjgcffLBt+fLlZT6fD3q9nh977LHmoqKiQZ6ExYsXO7Zs2dJ+7bXXlms0Gp43b97Anj17mqLd38/06dO9ixYtspWWllYuW7bM/PTTT4ecigg3bllZmStU/1iJWukT0WoAPwKQDyX3PkHJ0JsZD0GExNLe2IfconQYU3SoWjYTH73Ziv1/OInV9y8ab9HGDWu3ErkfKQAuUdH7Xa025BWlQ2/Uwu24+Fkyl8OD1tpe5X2POV7ijRn+qP0ZpdkBF/1IEfyWLseg5XrAxKqG6LC6kF8cOkDPc/48fGblOk4mS7+iosJVV1cXMsBt3bp15nXr1o3q5h4YGHg/VPudd97Ze+edd/YObW9oaDgW/Hnz5s3dmzdvHhZIF83+27Zt6/C/f+mll06Hkyv4fbhx40Es7v0fA/g8M2cxcyYzZ4yk8InoP4noPBEdDbOdiOgxImpUs/wtjEV4ITq8Xh/OnTJjhmrV641aVF47A+2N5km9XMza44g4nw8kJg2v1+NDz9l+5M5Mh96kG9U18AdnGtwWuPuscZNxrGhv6IMxVYepM9IuWPrmyEp/6HI9YOJY+sysltUN7d73B/EBAHk9kyqQTxgbYlH6Hcx8IsbxnwGwIsL2lQBK1ddXAfw0xvGFKOhstsLj8g1y5fsDiTzuyav0bSOs0QcSk4a391w/fF5GblEGDEYt3A7vRQfhnT7SBaNJgyk9tfDymCcZGzVnG80omJsN0hAMJh30Ju2gOX2fj/HSYx8E4hYAJXIfuLBcD5g4St/l8MLnZZjCrNF31qtBfHo9yOuZNJa+MHaM6N5X3foAcJCIfgfgDwAC/5XM/EK4fZn5z0RUEmH4LwB4lpVfvANElE1EBczcHo3wF8OnP/3pYW233XYbvv71r2NgYAA33HDDsO233347br/9dnR1dWHNmjXDtn/ta1/DunXr0NLSgi996UvDtm/ZsgWrVq1CXV0d7rrrrmHbH3zwQXz2s5/FBx98gHvvvXfY9h/+8IdYunQp3n33XWzdunXY9p/85Cf4+Mc/jtdffx0/+MEPhm3/lzu3AwCOnn4P/7BlBwDgsqwFWFywCqtvvhW7frETM2fOxO9+9zv89KfDn7tqamqQm5uLZ555Bs8888yw7a+88gpSU1Oxc+dO/P73vx+2/a233gIAbN++HS+//PKgbSkpKfif/1FyPD388MN44403Bm2fOnUq9uzZo5zHv/wL9u/fP2h7UVERnnvuOQDAvffeiw8++GDQ9rKyMuzatQsA8NWvfhX1qiWl0xhwS9n/wVvvvIbrvng5AGDTpk1obR08zXb1kk9hBj4Nn5dx6623ort7sIdv+fLl+M53vgMAWLlyJez2wcmPbrrpJtx///0ALtx7szI/hitn3Ix/fODrWLF0LeDLh9XSj89/4aZh312ke49AWDv/AczK9cB1ygmXxzvs/h7ve+/pp5/G5Zdfjpdeegk7duwYtM2oTcPnS7eg4uoZgXvvc5d9HX/8w0f4zs6vAgB+8dSv0Xy8B23trXh+v3IfL5x2A2ZmVmLFjdWBe+/ZX/0SQCm2/98dOPXAocAxku3eS9NPwQ1zNuMnj2/HlD9q8JOf/ATAhXvvK31mlGs0YK8XZ1uawVNmgpmxZs2awL3nPydBuBiimdMPjtAfAHB90GcGEFbpR0EhgOAlIq1q2zClT0RfheINQHFx8SgOOfnoa3Mhe1oqtMYLsZheVuaRtRQ5FeilSqouCwDgpshBdKxmmo6npZ9tmg6Pzw2rqwfQKJap5yJc/FNTZoLdGkwbaESbzw3WTKxrmZuq/B8XzM1C/d+UNrvHihTdhfluc4cSs+U1m6AhLXzsRbohR/nuglFXVGkouQuvGbWKd8LpHQAwfMnsDI8HZ3U65Hm90PiU/9HJlopXSCyU6LW9qqX/MjPPC7HtjwD+jZnfVj+/AeCfmPnQ0L7BLF68mA8ePJgAaS892MfYff9fMHtBHq6qcsP21lvI+9a30HjoPPb+7CjWf+fKSblev+mjLvzxyQ9x6z8twvTZWWH7uRwe/OzeP+OqW+Zg4efiU8jrD48ehsftw5p/XowT77bjf589gS/94KqYsyS+U9OAD99qxfK2n6LOORutRcvwtV3Xj7xjkvCX39fj+F/O4h/+/VMB9/xrvziG9gYzvvzDpQCAv/3xNP6qxj7dtLkKsyqn4tmt76Jgbhaq/64yMJbb6cWue/bhqtVzsPD65C24duqDTvzPUx9h7b8sRv6swSFR7PWibuEiTPniF2F7+y84M2sFTngrcNfj14WtAhkrRHSImRcHtx05cqSpqqqqK9w+wsTjyJEjuVVVVSWhtsWSe//HRJRJRHoieoOIuoho0yhlawUwM+hzEYCzoxxTCKKnvR/OAQ9mlGaj66mn0bXzp/C5XNDplUs/EZd5xYNosvEBwSVb4/NwzMzoarUht0h50DKYlB/ziwnma/qoG4VzMuGtOwaNzw2fRjehEvS0N5ox7bLMQZnp0rON6Dc7A+fR3daP9ClG6PQanPmoO7BcL3iNPhAUvZ/kc/r+eAV/0GIwruZmsNMJY1kZNAYjyKOs/JoIKxKEiUMskT/XM7MFSkndVgBlAL49yuO/CODLahT/JwGYEzmfPxnxpzidXmhE/zvvAAC8fX3QGtTAp0kayGftcUCjJaRmjlzeFIhf9L61xwHngCeg9P2Z52JN0GPpsqOvYwAFWXbA54M+TVGCvgmQnAZQPChdLdZheSLSso3weRkOtShNz1kb8oozUFQ+BWeOdsHSOXy5HqBUpAMlf3IeW58TGg0hNWP4fecP4jOWloKMRsCrLMsW974QT2JJw+ufMLwBwG+ZuWekAh9E9FsAnwaQS0StAL7rH4eZnwLwijpeI5R4gTtiEV4Ymbb6PqRPMUJTexjsVKwMb18fdDqlwuNktfQtXQ5k5qaANCPewyANxc3a6lbT7+bOVOat9SblXzDWtfrNx5U57amWejgBmGbOAByAx+ODVp/8Ufwdpy1gBgrmDJ5aSctSLGBbnxMGkw595+2YvSAP6dlGNH3UHYjiD16uByjXSavVJH1Vuv5eJ1KzDSHvO2dDA0AE49w5IKMR5PEAOkgEvxBXYlH6LxFRLZRUvF8nojwAETMjMXPEKnxq1P43YpBBiAH2Mc429KK4Yipsb1yIXPb29UE7Tclm5nEl949korB02ZGZG9m170ejjZ/S9+fcz5mRBuDi3fvNx7qRkWOCrvYg+LLLoM9IBRxqKt4JUECxvbEPRBgWTxGclY9IqSc/dUY6ps/JAn5bj4/eUlZXZOcPz9in0VHSV9mz9TmRnh36vnPW10NfPBOalBSQ0QD0K5a+uPdD09nZqc3Ly5ucrspREEsRgP8D4CoAi5nZDcUy/4J/OxFVx188YTT0tPfDbnWjsDQTtjffhLFUqcDm7esLBAYl+7rmRKEo/ei0YzyVfnebDZl5KTCoFv7FuPe9Xh/a6noxsyIHjiMfIKWqClr1enpcE+M3sP2kGVOL0oelQA5W+j1nLzwgZeSYkDMjDbZeJ4xpF6rrBaPVaZK+yl5/nxPpU4bP5wOK0jeVlQGAMqfvFvd+JO6+++5APNi6deuSN3ozyYjJD8jMvczsVd/3M/O5oM1SZjfJaK1TsjjmOFvhNZuRveZWAIDXbA64gCdikZbR4uh3wzngiUnpx0uZdLXakBu0WkJ/EZZ+x2kLXA4vZuT74O3tRcrHPw6dUZ0m6I9LWvKE4vX6cO60BQVzhtd9SM0yAKQox+6z/dBoKJCHf9a8qQCArLzQefm1WkrqQD5mhq3XgbQQSt/ncMDV3Bx4MCejEfBMHkv/yJEjxvLy8gr/Kz09fcG2bdvyAaCwsHB+WVlZRXl5ecW8efOuAICamprMxsZG00MPPTTNarVqTp8+bdq8eXNhdXX1nFDja7XaReXl5RWlpaWVK1eunG21Wsd8Dqyrq0v7yCOP5AW3LViwoNz/PjU1dcFYyBHPE488OSqMOW11vYoL+69vggwGZN54IwDV0jdM3uh9S5eSQCcrSqWvzBWP/ofX7fTC3GnH1KIgpW/0K/3o5/RbjveANIQcq1KYJeXjVdAZVEt/IPmVfnerDR6nFwVzhy+V1Go1SMkwoN/sQk+bDdnTUwPR/SXzFaWfnR/6uml0mqQO5HMOeOBx+QLVBINxnToF+HxBSt8AuNXo/Ulg6VdVVTlra2uP19bWHj969Ohxk8nkW79+faCa3r59++rVbScAID8/37Nu3brubdu2dbz77rup1dXV5scff7wtuCRuMP7Sug0NDcf0ej3v2LEjL1S/ofh8Pni98fGedXd3a3fv3p0f3Pb+++/XxmXwGIin0r/078wJhM+nlCwtLJsC6+tvIG3pUminTgUZDMqcvm7yWvqWLkUxZubF4t4f/ffUfdYGMAKR+4DiktZoCO4Y3PvNx7oxrSQT3mNHQKmpMJaWQmtU0yoPjFyWdrxpb1RqpwwN4vOTlmUIWPpT1dgHQJn/n1KQhhmloStDJrt7P9JyPWej8gAXUPoGA8it9J9s7v0XX3wxs7i42Bmpqtzhw4dTFi5caAeAAwcOpK5evboPUGrXjzT+NddcY2tsbDQCwM6dO3Pmz59/RXl5ecWGDRtmeTwe1NXVGWbPnl25adOm4srKyoqTJ08annjiiallZWUVl19+ecXNN998mX+sSPuvX79+1ty5cyuvvvrqUpvNRlu2bClqaWkxlpeXV9x1111FQHjrPtS48SKWQD5hAtHdaoNzwIP8TDvcbW3I/drdSoRzdrY6p++39CfGHHA88Vv6Yx3I54/cD06GRETQm7RwRenet9tcON9sxZU3XQb77g+QMn8+SKu94N63TwSl34eMqSakTwn9/adnG9FzbgDWbgcqrp4RaNdoNdjw3SVhx9XqKKmXLPqrB4Y6b2fjSUCng0HNNqoxGAGX0n8s3ftntz4w09nQEL6u8UVgLC0dmPHDf20ZuafCb3/725w1a9YMyne9fPnyUiLCHXfc0Xn//fd35eXleXbt2pWbn5/vOXHiRMoDDzxwvr29XZebmxtRO7rdbuzduzfz+uuvtxw+fNhUU1OTc/DgwVqj0cibNm0qfuqpp6ZWV1dbm5qaTD/72c+annvuueaDBw+atm/fXrB///7agoICT0dHhxYAIu3f3Nxseu65504tXbr0zA033DD72WefnbJjx47Wm266KaW2tjZkNUE/4cb95je/OazK38UQT6XfFMexhFHiL7eaefpv6CdCupqTXZudPWhOfzK6982ddqRk6APBdCOhiZN7v7vVBr1Ji8whlf1iKa/bWtsLMFBYbIT5xAnkfu1rAACdSbX07XEpuZ0wmBlnT5pRfEVO2D5p6vI84MIqh2jQaDVJHZja3+tX+qEtfUPJLJBBWb+vzOkr7v2JlHBptDgcDnr99dezHn300UARjHfeeae2pKTE3dbWplu2bFlZZWWlY+PGjeaNGzeaAeD5558/AwAFBQWeXbt2haxR73Q6NeXl5RUAsGTJEus999zT9eijj+YePXo0taqq6gr12Jr8/HwPAGtBQYFr+fLl/QCwd+/ezFWrVvUWFBR4AGDatGleAHj11Vczwu1fWFjoXLp0qR0AFixYMNDU1GQEYIvmO4gwblyISekT0VIAJcH7MfOz6t/VYXYTxoG2+l5kT0uF9y9/QkpVFXS5uQAAbVYWvH19itWv00xS9370kfuAGsgXB2XS1aYE8Q1dox1Led3m4z0wpumQ2n4MZmakXfVJAIDOpCiLZFf65k477BaXsgQvDMHu76mF0St9rS65lb6t1wGQGqw4BOfJRpjKrwh8JqMBNA6BfLFY5ImgpqYmq6KiYmDmzJkBJVdSUuIGgMLCQs+NN97Yt3///rSVK1dGpUD9+Of0g9uYmdauXdv95JNPtgW319XVGYJjA5gZRDTsIkTa32AwBPprtVq22+2xrJQLOW68iCUN768AbAdwDYBPqK/FEXcSxgWv14ezDX2YMdMIx/HjSF+2LLDN794HAJ1BMykt/ViVvlanGXUwFTOju9UWss6BXi2vG80YLcd7UHR5DhzvvQdKSUFKVRUAQJeiWvoO96jkTDQdpyLP5wMXlL7OoEHm1FiuU/yWViaC/j4nUjMM0GoH/+z6HA64m1tgnDs30KYxGkGs/G9OhkA+P88//3zObbfdFqimZLFYNL29vRr/+zfffDPzYx/7mD38CNGzYsUKy8svvzylra1NBwAdHR3a+vr6YU9kK1assLz44os5586d0/r7xbK/n6ysLG9/f/+IOjfWcWMlFkt/MYAKnky+pglK5xkr3E4vcgaaAAAZyz4T2KYofeWHdzJa+l6vD9YeJ8qujM3SH60ysXY74HJ4B0Xu+zGYtFFZ+n0dA+jvc2LmFVPQ/98HkLpoUcAdrEs1AXDD40xypX/aAr1RiykF4S14f1a+nIK0ETMmBqPRaeCyxy/gKd7YwqzRd50+DTDDOPfCajMyXFD6nMQPMvHEarVq3n777cxf/vKXZ/xtra2tultuuWUuAHi9Xrr11lu716xZY4nH8RYtWuR48MEH25YvX17m8/mg1+v5scceay4qKhr0T7R48WLHli1b2q+99tpyjUbD8+bNG9izZ09TtPv7mT59unfRokW20tLSymXLlpmffvrpkFMR4caNFNgYC7Eo/aMApiNE2VshuWirV+bzU4+9CZo5E4Y5F35M/HP6zAytXjPpAvlsPU6wj6MO4gPiE73f3aam3w2h9PVGLezWkZV1ywnluk7PY5w/eRLZq28JbAu495Pd0m+yIH9WhpIrPwx+Sz8nxuqPye/edw4rFAQERe4HWfpkNIKUlCiTxtLPyMjw9fX1fRDcVlFR4aqrq4sY+BYNAwMD74dqv/POO3vvvPPO3qHtDQ0Nx4I/b968uXvz5s3DAumi2X/btm0d/vcvvaSWjAwhV/D7cOPGg1iW7OUCOE5Ee4noRf8rEUIJo+NsfR+mTE+Bd/8+ZCz7DIJrJGizswC3G77+Aej0k8/St3T6I/fH1tLvarUBFDowTW/SRrVOv7W2B5m5JujqDwMAUuqjog8AACAASURBVD/5ycA2XaqiKL0XUa1vrPC4vOhqsWHaZZkR+2XkGKHREfKLM2IaXxvHzImJoL/PGXKNfiByf9aFpHJkNExK976QeGKx9L+XKCGE+OHzMdpPmXHZDA/Y5UL6Zz4zaLs2W1nj7O3rg3YSKn1z18UofU1MyXNC0d1qQ1ZuSsgVAwbjyIF8Pq8PbfV9mLsoH/37X4YmKwumKy4EfunTFc+Fx5W87u3OFht8Psa0y8LP5wOAMVWPLz60BBlTo/fGAGpyniS9n91OL5wDnpDZ+JyNjTDMuhC5DwAag2HSufeFsSGWiMJ9AGoBZKivE2qbkER0t9ngdniRef4YNBkZSF20aND2YKWv02snXSCfpcsOjY5CJkgJhzYO7v2uNlvI+XxAce+PlHv/fLMVLrsHReVT0P/eAaRdeSVIc+HfV5nTT+7c+x2nlViSkSx9QCmoMzTgbSS0uvilS443/RHW6LsaG2GcMzh77GR07wtjQyzR+7cB+CuAtQBuA/AeEa1JlGDCxeHPdmY6uBfp114L0g8uTBJQ+ubJaelbuuzInJoScU55KKNdp+9PvxtqPh9Q3Ptety/ig4U/70J+Wj88Z9uRetUnB23XGI3Q+NzwJnGMRkeTBelTjIFAvWhxnTkDn3PkpEManSZpk/PYepUskEMfNn1OJ1wtgyP3gcGBfMk8ZSFMPGJ5lH4AwCeY+SvM/GUAVwL4TmLEEi6W9pN9SEvXwHDu1KClen4GWfqTcMmepcsRk2sfGP2cfs/ZfoARcrkeEJx/P7zCbq3tQe7MdPiO/A0AkPbJqwbLaDKpSj95r2fHaUtUVn4wvv5+nPrCzej9zW9H7JvMgXyBbHxDlL7r9Gkl5/7coZZ+kHtfLH0hjsSi9DXMfD7oc3eM+wsJhpnR3tCHHOoGtFqkX3vNsD7aLGU+1dvXB51ucil9Zoa5046sCJH77HLB1dw8qG200fvdZ/3pd0MvU/PP84dT+m6XF+0nzSgqz0H/gQPQTZsGw2Ulg/qQ0QiNzwNPkiq9AYsL1m4HppVEns8fivPkSbDDAdeZphH7arUEb5JaxYG8+0Pm9J2NJwEAhiGWvkbc+0KCiEVpv6pG7t9ORLcD+COAVxIjlnAxWLsd6De7kNH6AVIXLgwo+GCClb7i3k9ed3C8cQ544LJ7Ihba6X7mlzi16vPwDQwE2uJh6ev04RPN+C39cPP65xrN8HkYRWVZGHjvPaR9csmgFRkAQBoNND4PvO7kVBCxzOcH42xoAAB4zneO2Fdx7yfnQ4+t1wljmg56tRqiH2djA6DVwlBSMqidjOLeFxJDLIF83wawC8DHAFQB2MXM/5wowYTYaW9UMu2l17+L9E9fF7IP6fXQpKfD22eGTj+5LH1LFJH7/X/+M9jphPvcuUCbRqcZlQXZc9aGnBnhE83oTap7P4zSb6ntgUZLyKEueHt7kTrEtR+Qkz1Ja+l2nLaANIS8WbEtw3M2KGvYPR0dI/RUMyd6OSnd4bbe0Mv1XCdPwlBcDI1hcMK1Qcl5kvB8kp3Ozk7tyL0mJzG555l5DzP/IzPfx8z/lSihhIvj7Ekz9Fof0vrbkX5daKUP+BP09EGr1yb1HHC8MY+wRt83MICBI0cAAO6zF3JQaTWjde/3RywcY/Ar/TDLAltrezF9dhbch/4KAEhbcmXIfhp4k1fpN1kwtTBtmKU7En5L330+GqWvPFQlo2Xc3+dEWnaI6noNjcOC+ABAYzSIe38U3H333TMBYN26dbNG6jvZGFHpE9Hb6l8rEVmCXlYiiks6RCE+tDeaMcXbAUPhjEFZ+IbiL7ozeS390HP6A4cOA24lo527/WygfTTR+w6bGwNmF3JmhM8up1fL4oZy7zsH3OhssaLw8inoP/Ae9LOKoZ8xY1g/ANDCB28Sztb4fIyOJsuI6/ND4c9W5+3qBrsjZxvUqEv8kjGYL1QKXp8aP2KYO/x/dTK699euXVuSk5NTVVpaWhncXlNTk1lSUjKvuLh43tatW6dH097Y2Gi6//77C06fPm3avHlzYXV1dcgfRK1Wu6i8vLyitLS0cuXKlbOtVuu4xKl1dXVpH3nkkbzgtgULFpQDQGpq6oJ4HmvEE2Tma9S/GcycGfTKYObYJuiEhOGwudHb3o+MlveRft11w+Z8g/Hn3/cv2Zss5RQsXY6IJXUH3jsA6PWARgNPe5B7fxRz+j3tShBfJEs/UvR++0kzwMCM2RkY+NvfkLbkk8P6BOQkH7y+6JcijhV95wbgdngxrSS2nwuv2QxPRwf0xcUAMzxdXRH7a3Wq0k+ytfpejw92i2uY0r8QuT/c0ifD5Ive/7u/+7uuF198sSG4zePx4L777it+5ZVX6uvr64/t2bMn59ChQ6Zw7QCQn5/vWbduXXd1dbW1urra/Pjjj7cFV80Lxl99r6Gh4Zher+cdO3bkheoXCp/PB2+cnrK7u7u1u3fvzg9ue//992vjMvgQYq2yN2KbMD60q9XLMrvqws7n+/FX2tPqk9cySgTWbjsycsJH7vfvP4DUqiro8vPhbr/g3h+N0u9u6weA/9/eeYfHVV75//PeO0UzI416c8EF925sYnongRAIcWgLBJZsQnYJhGSTbBI2AZLd35INCVl2SSAskLKEEhw2AUJZCL26W66yZVu2bFnFkmZUps99f3/cmbHKjGZGHhWk9/M8fqy5895739Ed3XPPec/5HkoHM/p5gxj9Oi+aLigMNGJ0d+M6ZVXK4+jCwBiDRr/loBkQrJie5Xp+zMvPP+N0ACItLSnHGj09aCLmGY+xWv1E5n7/cr29ZuZ+f2Ee6CfOM0E8/Ysvvri7vLy8zxrXm2++6Zo2bVpwwYIFoby8PLl69er2NWvWFKXaDrBx40bHSSed5P/www+dq1ev9oDZ3jbd+c8444zuuro6O8Avf/nLksWLF8+fN2/egmuvvXZaJGJOq7a21jZz5syF119//QkLFy5csHfvXtsDDzxQOmfOnAVz585dcPnll89ItX9832uuuWbarFmzFp5++umzu7u7BcA3v/nNKQ0NDfZ58+Yt+MpXvjIFknv4qeaVDdmEMvqEXIQQFmBFirGKEeZInQcNg8JQE85PJF/zjRNvumOJG/0JEuLvag+mlHaNejwEduzAecopWKuqBhh9aQwtQay9sQebwzKoAmDC008S3j9S56H8hAKCGz4CGPTa6kISlWPP6B892I3FqlFc6cxqv3gSn+t00+iHUyTzSSnZv/rz+N74KzD2HmJT1egH6/aCpmGbMWPAPqanb37fJkokLhkNDQ22yZMnJ7rLTZkyJXT48GFbqu0A5eXlkYcffrjslVdeKVy6dGngyJEjlrKyskGtYzgc5pVXXnEvXrzYv3Hjxrw1a9aUrF+/fteuXbt2aJomH3roodL42Pr6+rybbrqpbefOnTs6Ozu1n/70p9VvvfXW7tra2h2/+tWvDg62/8GDB/O+9rWvtdTV1W0vLCyM/u53vysG+NnPfnZo6tSpwV27du1I1X0v3bwyJa32vhDie8AdgKPXGr4AQpjZ/IoxQNM+LwWBI7g/sQItb3DNcr2wEKOzE103DUQkbJCdRtrHDyklXe0Bpi8pS/p+z7p1ICWuU08htG8vge3HGntpsbCxEZXoWSj5gVmjXzrJNehyi9Wmg4BQv0S+SDhK84FOlp47Fd+LH2GfPQtLWfL5A+ja2DT6rQ1dlE7JT6y5Z0pwzx40pxPH0qUARJqTe/qBHTsIHTiAnNsGTBtzRr+nI7mnH9y7F+vUKWj2gX99Qgg0q/kwOJKe/l9/t3Nq++Hu7J7O0lAyOd93/g3zG4ayb7IHHiFE0g7vQggJcN1113mvu+46b3x7dXV15OGHH05qSIPBoDZv3rwFAKtWreq6/fbbj953331l27Ztcy5dunQ+QCAQ0CoqKiK9jhc6//zzewBeeeUV96WXXtpRXV0dAaisrIw++uijJSn275o8eXLwtNNO8wMsX77cV19fn/Gt9+WXXy4YbF6ZktboSynvAe4RQtwjpfxetidQDD9G1KD1QCdVR3eTf93goX2IqfJJiRY1b0YTwdP3dYaIho2U4X3fBx8iHA4cixfTVV1N+LW/IqU0b76xh6No1EgsiWSClJL2xh5mragYdJzQBFabPsDTb6nvxIhIqqe78G3YQNEVg6teazoYxtiqVJKGpLWhi7mrqtIP7kewrg7b7FnoJSVgtRJJkcHf/ZbZAkQG/SDGXji8O2b08/t990L79mI/ceB6fhzNZkpoT+Ts/RNOOCHhwQMcOnTINmnSpHCq7dkeP76m33ublFJceeWVbb/4xS8OJ9und35A7B7R5wKl2r+2ttZms9kSY3Vdl36/P5uy+UHnlSnZdNlbK4QolFJ6AYQQRcA5Uso/Hc8EFMdP+xEfkbDE3XmA/LP/Ie14vdiU4hVBM5t9ImTwd7Wb2uepwvs9H36Ic+VKhM2GtaoaGQoRbW/HUlqaaPySrTHxeUMEfZFBM/fjmO11+xr9xj2ms1LkP0RTIDDoej6ARYeoMbZEMr2tfsKBKOUZtMkNNzdjqahIREWCe/aQf965CE3DWl6eck0/bvS1gB8cYzG8H8Bq1xOlmQAyHCZYf4D8c85NuV/c6I9kIt9QPfLh4uyzz+6pr6/P27Vrl2369OnhZ599tuT3v//9vqVLlwaSbc/FOS+66KLO1atXz7rjjjuaJ0+eHGlubta9Xq8+Z86cULKxV1xxxaw77rijuaqqKtrc3Kyn2n+wcxYWFkZ7enoG/ePNZl6Dkc0d4q64wQeQUnqAu7I5mWJ4aKk3V13KSmTKcq7exPX3RdBUnZsInn5Xm2n03UmMfri5hdC+fQmjap1UbW6PZfDHPf1sjX5CfneQJL44VrtOONA3UtdY56FkkovI5rUgBM6TTx70GJouMBhbnn5rQxcA5VMHN/rhpibqzr+A9l//BoBIWxvR9vZEZrulspJwkvB+pK2NQM1WAGTQTJqMjrVEvg6zXK/3Ek+ooQHC4QGa+73RbVZAjrnIxXBx6aWXzjjjjDPm7d+/315ZWbnk5z//eZnVauVnP/vZwYsuumjO7NmzF15++eXtK1euDKTanot5rFixIvD973//8Pnnnz9nzpw5C84777w5DQ0N1mRjV65cGfjmN7955Mwzz5w3d+7cBbfccsvUbPaPU1VVFV2xYkX37NmzF8YT+Y5nXoORjaef7AEhm/0Vw0TT3g4s4R7KP7Ew/WCOSfGKgHmTnBCefszoJwvv+z76EADnKWY5nLU6bvQbcSxa2MvoZ/d7am80f7+DlevFseVZ+nj6RtSgaa+Xuauq8L30EXkLFiSVVe6NroMhxtaf5NGGLlNNMM3vwLd+A0QiHP3Vryi68opEEp999mwALBUVBHfvHrBf99vvgJTYpk9H+HugiDEnxdvtCSZdzwewzUxt9IXdjkBOmPD+888/vz/Z9quvvtp79dVXezPdng0+n29Tsu1f/vKXO7785S939N8+d+7c0J49e7b33nbbbbe13XbbbW2Z7N973x/96Ed91qv6f/743HrPMdVxsyEbT3+9EOI+IcSJQoiZQoifAxuO5+SK3NC0qwV31wHyT08uz9qfhKfvj3lGE0B/v6s9gN1pweYYaBR71q5Fc7vJmz8fAEvM6EdiGfzaEMP7bY09ONw2HAW2tGOtdr2POM/RQ92Eg1Gqprvwb96ctiIDwGLRMDTLmMr2bj3YRckkV6KGPhX+TZsQViuG10v7r3+dUOJLGP3KiqRSvN1vvYWlvBznySvBH4tcjTWj3xEcuJ4fL9ebOTBzP46w2dAwkBPE01eMDNkY/dswM/afBp4BAsBXh2NSiswJB6N0dBi4exrShn/jJIy+zwy9TghPvz2Qcj3fv34DzhUrEJr556AXFSHy8o47vN9+uDuj0D4MXNM/Umc6MCXhI8hw2DRqaRhrugtSSlobujNaz/dt2ohj5QoKLrqItt/8Ft/aj9AKC7GUm1op1spKDJ+PaHf3seOHw/S8+y6us89Cc7rAZ743lqSIjaiBzztQdz9YtxfrpElortTfD7NWf+J4+oqRIZvMwR4p5XellCullCuklN+TUvYM5+QU6Wk92AUIyst1NGdmlTZaQYEZC+4xcwEmypp+stB+pLWVUH09zpXHJCeEEH1q9Xtn72eKNCTtTb6MQvsANntfo99Y56GgNA9RuxkAx/L0Spz6GNNd6O4IEugOp13PN3p6CO6qxbn8JMq/dhsyEKDr1dewz56VWAe3VFQCfQV6fBs3YXR3k3/22WguVyJyNZbC+77OEFIyQI0vuG/voFLZAJrNhsBQRl+RUzLR3v+P2P/PCyGe6/9v+KeoGIwjO0zDNGlF6jBhf4QQ6G43dJve5Hj39KWUKY2+b4O5QuVc2deTtk6qTujvDyV7v6s9QCQYpTSDzH2Ih/cjifkeqfMwaVYR/g0bsJ14Ipbi4rTHiIstRQJZVy4NC+YDKWk9ff/WrWAYOJYvxz5zJoWXXw7QR57WUmGWPfYO8Xe/9RZYrbhOPc00+ob5+xsrkQ44Vq7Xe01fRqOE9u5LqsTXm7j+vgrvK3JJJlk/candnw7nRBRD48jmBvICXkrPHrycqz96URFGl9mKd6x4hsNF0BchHIwmDe/71q1HOBzkLVjQZ7uluprgO+8CvcL7WWSFt2WRxAdg7ZXI197Yg78rzKTZhfge3IT7U5/K6Bi6Lda4pzuAqySn+ipDorWhCyGgdMrgDz6+jRtBCBzLTBGe8q/eQtcrr+BccSz6Yq00jX64n9F3nbwSPd+F5nKiybjRHztGMlGjX3zsuxdubEQGg4Nm7kPM6IdHxNM3DMMQmqaNnV+cYsgYphZ3ypt6JuI88WS9EuBFKWUwR3NT5IDW5jBu/2HyFq7Oaj9TircD8sa/p5/I3E9m9DdswLFsKcLat/LFWlVNpLUVGQqhWbLP3m+PleuVVGdo9GPhfSklDTvbAahweGnt7MSx4qSMjmGJta2N+HJSuXTcHG3opqgqfTtd/6bN2GfPRi8wIwLWyZOZ/f57iF495i2VsfB+rGwvdOgwob17Kb7qSgA0lwvNiGvVj53vc3eHeS16h/czydwHEHYbIhQdCaO/rbW1dUF5eblXGf6PN4ZhiNbW1kJgW6ox2dT3XAb8hxDibeAp4BUpZfZq/4qc0eMN4jMczCjVEHp29dl6URE0HY0Z/fGdvZ+qXC/q9RKsraXs1oH5qNZJ1SAl4ZYWNN003NmE99sO91BQkpe0WiAZ1jwdJERCBg072ymqdKLvqQHAeVKGRj/PfHCJ+MfGc3nrwS4mzy0adIw0DPybN+P+9Kf7bO8vTas5HGhud2JNv+edtwFwnXmW+b7LhTYWw/ueIBarht157HtwrNHOzEH31Wxm053hDu9HIpEvNTU1PdLU1LSI7JK7FWMPA9gWiUS+lGpAxkZfSnmTEMIKXAxcC/xSCPGqlDLlwRXDS+NHZi1z9ZLJWe+rFxUhd9VC5fgP78fV+Nyljj7bfRs3gpQ4Vw6serD2KtvTis2ysWyMfntjDyWTM/PywUzkAwj0hGnc42H+aZPwbXgWvbwM69SpGR3DEgvvR3pG39P3dYbo8QTTJvEF6+owurpwLF+W9piWivKEFG/32+9gnTIF24zpAGhOF2IMhvd7YuV6vYV5gnV7sZSXp9VdEHY7whh+T3/FihUtmE6dYgKQ1VOdlDIMvITp6W8APptuHyHERUKIWiFEnRDiu0ne/1shRKsQYnPsn3qIyJDD6+pAGky5IPtmh3phIdLTgdDEhAjvW+w6dlffZ1z/hg1gteJYumTAPpaquEDPkayz96NRg47mnozL9cBc0wdo2NFOJGQwZV4x/g0bcJ60YtBmPb3R457+GEjkSyTxpTH6/k1mdUIm0QxrhanKZ4RC9Hz0EflnnZX43Wgu5xgN7ycR5skgcx96GX2VyKfIIRkb/Zjx/g1QB1wBPAJUp9lHB36BGR1YAPyNEGJBkqFPSymXxf49kumcJjpNhwIUhFpxzZqe9b56URHS78diFePe0+9s81PQz9sCM4nPsWhR0q6E1mqzQUy48UjW2fveFj9GRGakuZ84X8zT37upFaEJKguDhBsbcWa4nv/OoXdoibYCYyO837TPi9AEFdPdg47zb9yIXlqaUTTDUllJpLkZ//r1SJ8P11lnJt7TXL08/TH0fe72BPqs50spCdXtTZu5DyBsVoQRHVHtfcX4JxtP/2+BPwFzpJQ3SilfzGBN/xNAnZRyn5QyhBkhSBsdUKTH3xWi3Shhkrs7/eAk6IXmzVjXx7/R72oPDNDcN3w+/Nu3DyjVi6M5HOjFxYSbjmQtzpON/G4ca6wZy6Hadiqnu4ns2AKA46T0UZyecA/feutbvNv6HgDhMeDpH9nroWxKfuJhJhW+zZtwLF+WUTTDUllB5OhRut54E2Gz4Vp1rGJFc7kQgCbkmBHnMQyJzxPqI8wTaW7G6OlJm7kPsbwGIzqmIheKjz/ZiPNcI6X8U5bZ+5OB3l2bDsW29efzQogaIcQaIUTSR34hxM1CiPVCiPWtra1ZTGF8svedOqTQmbZg8HXBVGjuuNGfAIl87QNr9P01NRCJ9BHl6Y+luqpPeD/Tm29bYzdCQHFV5mVzNrsZ3jcikinzi/Fv2IhwOsmbNzftvi/ufxFfxEeniMnQjrLRj0YNmvd3Un1i6u+mDIfp+MMfCB84iHN5homKFRUQjdL5l7/gPPlkNMexHI24MJUm5JgR5/F3hjAM2TdzP9ZTIF3mPoCwmXX6yugrckk24f3VQog9QgivEKJTCNElhOhMt1uSbf0fw58HpksplwCvAb9NdiAp5cMxNcCV5TFpzonMvrWHsQU9TD492WpJauK67LrbvCHrmhzXnn4oECHYExlQrudbu86sDR9E6c5aPYlI45GstffbG3sorHBisWZeUdHbI546vwTfxo04ly1FWNLn2j5T+wwAXmFGfSLB0TX6bYe6iYQMqlIYfe9f/sLeSz5D0513kbdkCYWfzSyHzBor24u2t5PfK7QPvY2+MWYS+RLCPL1q9P1ba0AI8ham/7s1xXmiGJHx/VCuGFmyCe//BLhMSlkopXRLKQuklIMv2JmefW/PfQrQ2HuAlLKtV/Tgv4Hss9ImGJFwlMZmKO/YjmPevIz3e2TrI6x+bjVSSnS3mWClYYzrRL5UNfo9H35I3sKFpjJhCqzV1YSbmoYU3s8miQ+OhfeteTplZYJgbS2ODDzg7Ue3s7N9J06LEw/mM3gkOLqVtPG+Ack8ff/WbTR+81toTidTHvwl059+CktZWUbHjUvxwrFSvThC1xEOBxpGVnLJw0m3J1aj3yu879+yBfusE9Hz0+d7CLvN9PTHSORCMT7Ixug3Syl3Znn8dcBsIcQMIYQNuAboI90rhOidDHgZkO05JhyHdnUQlTqTC7sz8gQBtrRu4YFND1DnqcMf8R8L7xMd155+vFyvd3g/2t2Nf8sWXKedNui+1uoqjK4uCGTevS0SiuJtyVxzP44tZvQnzykmtHWrWUqYQRLfM7ufIU/P49ITL6VDmMY2Ghxdz7Bpn5f8EnsfFbo4vg3rAZj68K8oOPfcjCsTwFzTB7BOnZoo1euN5nSaRnKMfJ8TanwlptGXUhLYUkPekoHVIsnQ4jK8ytNX5JBsxHnWCyGexkzmS6zrSymfTbWDlDIihLgVeAXQgceklNuFED8C1kspnwO+JoS4DIgA7ZgJg4pB2LexGT3iZ+riyvSDAV/Yxx3v3EFUmjcPb9BLeaxGWJORCefp+9aug2gU12mDtyKOe6DSa8oVZ+LpdzT5kJKsMvfBLNkrP6GAuauq8L/3JmgaeUuWDrpPd6ibF/e/yMUzLmZy/mS6LeZnjYRHz9OXUnJkr5dJs5OL8gRqtmKprsYa09LPBktpKcLhIP+cc5I+LGguF5qMjplEvp6OILpFI89lllKGDx4k6vHgWDr4dY0jYuI8YyVyoRgfZGP03YAP+GSvbRJIafQBpJQvAi/223Znr5+/B3wvi3lMaKQhqd/cQmn7dlzLMkuAum/DfTR0NXD9/Ot5fOfjeIIeqtxmMxPdCI97o69ZBM5ePe17PvgAYben7Vynx5rcyM7MjX5cfrc0hTCPEQrRcu9PKfnC9dhOOCGxXdMEV91higQd+K9N2OfNRc8fPFrwl31/wR/xc+WcK9ndsZuAxTT2kdDoXc+u9gA9nmDKJD5/TQ2ODD3d/ghdZ/qTT2CdMiXp+6bRj4yZcHi3J4ir2J54QPHXmAqLGRv9WHhfKqOvyCHZZO/flOTfF4dzcoqBNNd34vdLyo7WZHTzeO/wezxd+zQ3LLiB8084HwBvyIuwWtGcTrRoeFyH9zvb/LhLHQjtmGfY88H7OFeuHCD12h+9uAToZfSN9L+ntsYeNIugsNyR9P2ul16i43/+h47fP5H0fRmJ4K+pSZvRbkiDp2qfYl7JPBaVLcJtdxOygWaEiY5iNUbTXnOJoWrmQKMfaW8nfOjQkI0+QN68eSnXwzWXE2FExowMb3dHoO96/uYtCKezT/fAwRA2m8reV+ScbLL3pwgh/lcI0SKEaBZC/FEIkfyRWzFs7NvcisCgyt6BJU0VQ0+4h7s/uJsTC0/ktpNuo9Bu3og9QdOIaYWFaJHguC7Z62jyUVR5rHQu3NxMqG5v2tA+HPP0jSzC++2NPRRXuRIZ/wPef8I09l1vvpGopOhNYFct0ufDcdLgUYhXD7xKnaeOGxbcgBACt81NVIsZ/VE0ekf2erHa9aSRDv+WmPZAEgXEXJB4iB0j4f3ujmCfcj1/TQ2ORYsy7pOhxbP3x8jnUYwPsknk+zVmEt4kzFr752PbFCOErzPEjncbKeuqw71kftrx/7HhP2juaeaHp/8Qu26nyG6us3YGzSxvvaAAEQmOW0/fiBp4Wnx96uV7PvgAIG0SH4Cl2Px9yHQoYAAAIABJREFUSU87iMyMfltjd8rOev6t2whsqcE+bx7hAwcJ7d8/cMzGjcDgsrRRI8ovN/+SmYUz+fQMs1GN2+YGIUxPNzx6RuLIXi+VM9xJH3r8NTWg6+QtXDgs59ZcLkQ0PCbC+9KQ9HiOGX0jGCSwa1fGoX2Il+wZyugrcko2Rr9cSvlrKWUk9u83gCqYH0He++MewsEoM3c8mfbmsallE0/XPs11869jabk51m03M/bjnr7udqOF/GMmHJprOtsCGBHZ1+i//z56SQn2uelFb4TTibDbiXR0oOki7e8p5I/Q3R5MuZ7f8cQTCKeTyff+BIDuN94YMMa3aaOZ6FadWuH6xf0vss+7j1uW3YKumV5j/NpqMjJqnm7IH6H9cHfK9fzAlhrsc+b0EdXJJZrLhYiExsT32d8dxohKXEVmAmlgxw4Ih7OKcsTFeZQMryKXZGP0jwohrhdC6LF/1wNtwzUxRV8adrWz+6NmFs6K4PK3DNqVLBgNctf7d1Htqua25bclttt1Ow6LA2/QXHfVCgsRQd+oJn4NJx1NZqldcZVphKWU9HzwAa5TTkFo6b/6Qgj04mKiHR50XUvrcR09bCbxJcvcj3R00PniixRedin22bOxz59PVz+jL6XEv2EjzkESDCNGhIe2PMSc4jlcOO3CxHa3bfSNfvP+TqSE6hMHZu5Lw8C/dSuOxYuH7fya04kWCY0JcZ7ujliNfszTjy9tZFquB6DF6/SVp6/IIdkY/S8CVwFNwBHMpjs3DcekFH2JhKO89UQt7nIHswKbEXY7eYN4qg/XPMx+737uPPVOnNa+UrCF9sI+nr4I+sdteL+jydTAj3v6obo6oq1HM1rPj6MXFxNtb0fTRdqb7+HaDhBQnSSJzfvss8hgkOJrrwWg4Nxz8G/cRKSjIzEmfLiRSEsLjkFC+8/vfZ6DXQe5ddmtaOLYn6/L6kITGoIIo1XW3VxvPkxWzBgoeBSqrzdb6A7Tej7EPP1wcEyUuCVq9GNGP1BTg2VSdqWKcUU+5ekrckk2Rv9fgBullOVSygrMh4C7h2VWij5s+r+DeFv8nHXNHALvv0Pe4kUImy3p2N0du3ls62NcOvNSTp98+oD3C22Fx9b03W6EvxvDkOMyQ7ijyYfTbcPuNOuke95/H8hsPT+OpbiYaCy8n+531LCznfKpBeTlW/tsl9EoHU88iXPlSvLmzAEg/9xzwTDoefvtxDj/pvh6fnJPPxwN89CWh1hUuohzpp7T5z1NaBTYChAyQjSaueBNLmmu76Ko0ondMbAS2L8lVq52HJn76dBjnfaiodFPTE3oQ8REofybt2S1ng+91vSV0VfkkGyM/hIpZcItkVK2A4OnGCuOm1AgwuZXDzJzeTkVkUME9+yh8NLkWuVRI8oP3/8hBbYCvn3yt5OOKbIX4Q3FwvvuAkTQDIGPx1p9T1NP3/X8j9ZinXYC1kmTMj6GXlxMxNOBlia8HwpEaN7XydT5JQPe6377bcKHD1N83bWJbXkLF6KXl9H1xpuJbb6NG9GcTuyxB4P+/G/d/9LY08gty25JKk5jhvgjZFBZmHOklLTUd1KZopWuv2YLmsuFbebMrI4bioa49i/X8vrB19OO1VwuNCOCMQaqUbytfmx5Onn5ViKtrYQbG3GkEVvqj7DZ0KSBsvmKXJKN0deEEMXxF0KIErIT91EMgdoPmwgFoiy/8AQ8a9YgnE7cl1ySdOxTtU9Rc7SGb5/8bYrzipOOcdvdvcL7hWiG2ZxlLCQ/5RIppVmuF1/PNwx8GzbgPPnkrI6jl5QQbY8l8g3i6Tfu9mAYZoe8/nQ88SSWigoKLrggsU1oGgXnnEPPO+8gQyGMUAj/+g04UjTZCUaDPFzzMEvLl3LG5DOSzsE0+mGiMps/69zQ4wni6wxRMb0g6fuBLTXkLV6ccblanPcOv8fWo1vZ0Lwh7VjN6UQY0THxXfa2+iiscCKE6CXKk12UQ0uE94djhoqJSjZ3h58B7wsh/iUmo/s+ZhMexTAhDUnNG4eomFZAWbmO9y8v4r74oqRKbU09Tfznxv/k9Emn85mZn0l5zCJ7USKRTy90o8eM/nhL5vN3hQn6IglPP7hnD4bXiytbo19chNHVhZ5mTb9hVzu6VRuQuR46cICed96h6KqrENa+Yf/8c8/F6Olh3+Wfo3bFSoJ79qR8KPnj7j/S7Gvm1uW3ptSrd9vcSCJE5ciH95vrzSWjiiSevhEIENi9e0ih/ZfrXwag1Z++nXZckW9MGP0Wf0Kgyb95C1it5C3IriNmXJwniZyDQjFkMvbUpZS/E0KsB87DbJm7Wkq5Y9hmpuDgznY8zT4uuGkBXS+/hPT5KLriiqRj7/noHiSS75/y/UGbmBTazTV9KSWa233M0x9n4f2OI32T+Hxr1wHgXLkyq+NYYgI9gsGzqBt2djBpdtGAdrodTz4FFgtFV105YB/XqafiWLYMYbdTcN655C1eQv45Zw8YF4gEeGTrI6yoXMGqqlUp5+C2uzFECDEKnn5LfReaJiibMrByIbBjB0QiOJZkl7kfiAR4s+FNAI76j6Ydnwjvj3K2ezRq0NUWYNYKM2nPv2ULefPmoeUNbEA0GMJiASExRuEhTjF+ySo8HzPyytCPEDWvH8LptjFrRQUHf7YG++xZOJYNLNV77/B7vN7wOrefdDtTCgYXSSyyFxGREXrCPWZ4Pxrz9Meb0W/uW67nW7cO66RJWCdPzuo4cSnewUqnujuCdBzpYf6pfWvrDb8fz7PP4v7khUmztjWHg+lPPZl2Dn+o/QOt/lZ+ctZPBn2gc9vcRAlj9rYaWZrrOymdkj/goQeOCQ6l63XQn3cOv4Mv4qM0r5RWXwaevtMZa1CT1WlyTnd7AMOQFFY4TFnlbdsoWr16SMfSNIFy9BW5ZORdAkVGeJp9HNzexqKzJxPeu4dATQ1FV1wx4KYfjob58dofM809jRsW3JD2uPF6bk/Qg+4uGNeevsWuk19sR0qJb/16nCdn5+XDMSleTUZTZu8fqm0HGLCe733hBYzOzkSZ3lAIRAI8uu1RVlWvYmXV4PN329xECGKMsNGXhqT1QGfS0D6Ab+MmbNOmYSktzeq4r9S/QkleCRdMuyA7T98gqcTxSOFt8QNQWO4kuGePKaucZeZ+HE0TSOXpK3KIMvpjlJo3DqFZBAvPnIznmTUIqxX3ZQOz9h/f+Tj1nfV85+TvYNOTl/H1Ji7F6w15Y+F9szNbdJz17O5o9lFcaSZShfbtI9rennUSH5hr+kCskUtyQ9Kwsx1HgZWyycdC21JKOp54EvucOThWrBjahwD+XPdn2gPtfGXJV9KOddtNT98QI2v0PS0+QoEolUmS+KSU+DduHFR7IBm+sI+3D73NhdMupMpVRXe4G3/EP+g+caMPjGqZm7c1ZvQrHMf6DQwipjUYQteQiFF9iFGML5TRH4OEQ1FqPzzCrBUVWLta8TzzDO5PX5xYX47T4mvhoS0Pcc6UczhzypkZHTvedMcb8KIXFqIbIWD8JfJ1HDlWrudbtx5gSEbfUhIL70fDST19KSWHdnYwZV5Jn05+/s2bCe7cSfG11w4akh+MiBHh19t/zZLyJaysTB+lcNvcGFqEqBjZopqWeBLftCSiPPv3E/V4cK4Y3Oh3hjr57J8+y4/X/jhh8P0RP5+a/inKHGUAHPUN7u3Hw/sAxiiq8nlb/FhsGk63Df/mLeilpVkvK8XRdPO7owR6FLlCldyNQfZubCEUiLLwjEk03/sjEILy228fMO4Xm39BxIjwTyf/U8bH7uPp2+1oFvOmMp7W9EOBCN0dwV5Gfx2W8nKsvfrXZ4peaD4kmUZ/4I23vbEHX2eIKfP6PpB5nv4DmstF4aWpKynS8eqBVzncfZhvn/ztjB4c3DY3B0QYi2ZBGrLPQ8hw0lzfhcWuU5yk0VBiPT+Np7+5ZTP7vPvY593HWw1vUWQvosxRxkkVJxGKmg+mrf5WprqnpjxGb08/GjGw2kc+twFi5XrlsXK9LaYoz1Af/OKNiwxDoo3Ox1GMM5SnPwbZ8W4jhRUO3O276Xr5ZUq/9KUBgjLeoJcX9r7A5bMuH/RG2J/+TXesDlMmdDyt6Xt6JfEdW88/eUg3XmG1mj0KwsmN/uHd5u+xt9GPer10vvQS7ks/g+ZK3nwnHVJKHtv2GDMKZ3Du1HMz2sdtdxPV4omZI7dc03Kgk4oTCtCSPGT4Nm5CLyrCNmPGoMfY3LIZXeg8eMGDCCHY1raNT077JLqmJzz9dGV7wmJJGMbRLNvztvoprHAQ9XgI7d+fNPk2UxJGX+nvK3KEMvpjDE+zjyN1XuafWkXLPT/GMqma0r/74oBxz+99npAR4qq5V2V1/ER4P1arb3GZZUTjydOPN9opqnISbmgg0tw8pCS+OJaiIogEk954G/d4yC+x4y491jnO+9zzps7+Vdldm9683/g+u9p3cdPCm/po7A+G2+YmopuebsQXHPK5syEaMWht6EqZxOffsAHHSSelfeCqaa1hTvEczph8Bn+87I/886p/5uYlNwNQ7jSbeWaSzKdbzeDlaBlJw5B4j5o1+sdEeYaWxAcqvK/IPcrojzF2vt+I0ATVLesI7tpF5be/PaAVqZSSZ3Y/w5KyJcwtSd8itjdWzYrL6koYfWu+eeyxIGiSKzqaehCaoKjciW9drD5/COv5cfTiYkQ4OGBNX0pJY52HSbOL+mzz/OFp8hYvzlqMpTePbXuMCmfFoEJL/XHb3EQ00+iHuwdPessVbYe7MSKSimkDk/gibW2EDhxI2UsgTtSIsvXo1kQLaIfFwTXzrqHUYWb7F9mLsAhLRmV7eqxkcLQiV90dZjvnwnKHKcqjaTgWLRzy8YTF/DxKf1+RK5TRH0NEowY7P2hi2vxCun91P46VKyi46KIB4za2bGSfdx9XzEku1JOO3qp8tgJz3TsyBpqU5ApPkw93WR66VaPno4/Qi4uxnXjikI+nl5RAMDCgZa23xY+/M8SkWceMvn/TJoJ76pKK8WTKjrYdrG1ayxfmfwGrbk2/Qwy33U1EN8P7YV9gyOfPhub9ZhJfMs19X2I9f/DqhTpPHb6Ij6UVyT1iTWiUOkozUuXT7aanP1qd9o5l7jvxb9mCfc6cIS/xAGgWFd5X5BZl9McQB7a24e8MMcW3nWh7OxXf/GbSsOgzu5+hwFrARTMGPhBkgtvmTjTdsbjNG9K48vSbfeZ6fjhM91tvk3/WWUNOpAKzbE8E/QM8/cY95np+b0/f8/TTZgLfpz895PM9vuNxnBYnn5/z+az2y7fmE9ZGNrzfXN+Jo8BKQelAtTn/xk0Im428NJ7ullazrC3u6Sej3FGeWXjfbj4kjVb2frxG311qx19Tg2PZ0EP7AHrM01fhfUWuUEZ/DLHzvUacBVZsa35B/rnn4kyiYOYJeHi1/lUumXkJDosjyVHSU2QvOpbI5zbDsuOlZM+IGniafRRXOfGtX4/h9VJw4QXpdxwES3ExBPwDvK3GOg+OAitFlWa0JOrx0PnyK7gvu3TI3l2rr5WX6l/ic7M/R4EtefOaVGhCQ7OZf9IjZvT3d1I5oxAhBIHaWuqv+Rs6X3opUZ+ft3gxWoo20HG2tG6hJK+EKfmp1STLnGUZefqWmNEfrYdYb6sf3aJh6ziM0dWFY+nQk/igV3hfefqKHKGM/hihvbGH+m1tTLM2QHcn5V8fWKIH8Oe9fyZkhLhy7tDDx3H9fQBLYQFaNDRuwvudRwMYUUlxlYuuV19D5OXhOv304zqmXlxiluxFBnr6k2YVJaIIrf/1ADIUoviavxnyuZ7c9SRRI8p1864b0v5arEwt4h9+ox/oCeNp9lE5wwztt/3qYfybN3P4G/9Iw1e+gn/HjqTr+TvbdmL0ah23pXULS8sHL2srd5SnrdMH0PPMB4xU6onDjbfFh7vcgX/jJuD4kvgANKta01fkFmX0xwgbXq7HYtUoe/WXuC+5hLy5AxP0jvqP8ti2xzip4iTmFCfvuZ4JhfbChKcfV+WLjNAa8HDT0WQ22imqzKPrr38l/8wzBiRCZoteXGxquvcy+l3tAbraAlTHQvv+bdvpePJJiq+9lry5Q7s2gUiAZ3Y/w7lTz82qDLPPXPNMTzcSCA1p/2yId9armuEm0tpK56uvUnz99VR+77v41m+AcBjH8r71+e8dfo+rXriK327/LQAdgQ4OdB4YNLQPptHvCHYQjvWKSEXc6EfDoxTebzUz93vefRdLdTW2GdOP63jxxEQV3lfkCmX0xwCeZh971jUz09aA1eeh/LZbB4yRUnL3+3fTHermB6f84LjOV2gvpDPUiSENs+mOESI8QuHg4SZerudoP0CkuZn8888/7mPqxUWIftr7vdfzZTRK0913o5eWpIzQZMIL+17AE/Rw/YLrh3wMa8zoRfyDG8dc0Ly/E4TZTrfjmWcgHKbk+usoufFGTvzLC1Te+QPyz+qrFPn4zscBeHDLgzT1NFHTapa1pTP6ZU6zVr8t0DboOEtcd2IUPH1pSNPol9rp+eAD8s8447hySQA0y+iWICrGH8rojwE2vnIATReUv/4QRatXY5s2bcCYNXvW8Naht/j6iq8zq3jWcZ2v0FaIIQ26Ql3ohTFP3z/8nuFI0NHsw+m2EXr7ddB1Cs4557iPaSkpQTOiGL1WQBrrPNgcFkon5+P5wx8IbNtG5Xe+i16Q3Tp8nP3e/fxm+2+YXzI/I8ndVFidptGLBEfC6HspqXZh1SWep57Gdfrp2KZPN+dRXU3Jtdea7WFj1Hvreffwu1w+63KklPz72n9nS+sWLMLCwrLBk/0qHGaXwhZfy6DjEkZ/FNb0e7xBomEDZ7ANo7sb15lnHPcxtbjugPL0FTlCyfCOMp1H/dR+2MR020HyIt2UffWWAWMOdB7g3nX3sqp6FdfNH9pab2+K8syQdGewk1K3G91oGj9GP6a53/Xqazg/cTJ6UVH6ndIQD+9LaUZchBAc2eOh+sRCjPY2Wu77Oc5TT8F9SfqMfSklHx75kLARJt9qNuh5qvYpXt7/MnmWPH529s+Oyzu0Oc2ljEhgeI2+lJLm/Z2cuLycrr++TqSlhaq77xp0n6dqn8KiWbj9pNuZ5p7G/RvvpySvhDklc9ImpcY9/XTJfBZnTGxqFCJX8cx968EdoOu4Tj31uI+ZWNMPRY77WAoFKKM/6mz6v4OApOrNhyn+m2uwVlX1eX+fZx+3v3E7Fs3Cv57+rxmrsw1Goc1U5fMEPZS73WhGmEjw439TkVLiafYxc04eof37Kb7++B+QwKzTTzRyMSTBnjAdTT7mnVpN6389gOH3U/WDO9Ma6yPdR7jz/Tv58MiHfbY7LU6+uOiL3LDwBkrySo5rrg6XiwjD7+l7W/wEfREqZxTS8fATWCdNIv/ss1OO7wn38Ke6PyUa6Ny44Eae2/sc+737+dT0T6U9X7kjpsqXJpkvrjAZ9Y98jkpHTP5Z2/wujuXLhhz16Y1mi3n6ofHxUK4YfZTRH0V6PEF2vN/ICdoBHFqA0ptv7vP+S/tf4q7378JhcXD/ufdT5apKcaTsSEjxhrzo7hNNoz8OPAl/V5igL0Je6z4ACi44vlK9OJrLRVxW3ohKdq9tAqDM0Y1nzRqKr70W+8zU2vJSSv5U9yd+su4nRGWUO1bdwaLSRXSFu/CH/ayoXJGIvhwvjoICuoBgYHg93eb9ps5Dse7Bs3Yt5f/4jwg9dUeYP9f9mZ5wT6Iqwapb+edV/8yX/+/LrKpalfZ8JXklCER6T98Vi3SMQmJq4+4OnPkWxJsfkf/1r+fkmJo1VoI4Ass1iomBMvqjyKbXDiKjkuoPHqXkb7+ApdSUHY0YEe5ddy9P7HqC5RXLufese6l0VebsvHGj7wl60CtNTz86Dur0O46YmfuWHR+Rt2QJ1src/M6EEIms8OZ9Xj74016mLSqFJx5Aczgou+UfUu5b763nXz/8Vz5q+oiVlSv50ek/YmrB0DLzM8HldtMFBIbZ6Dft78SapyNf/gPCZqPoitRCQoY0eHLXkywuW8zi8sWJ7auqV/Hala8lvPjBsGgWSvJK0gr06AmjP7LhfWlIGnZ1UO32IyAn6/kAuk0ZfUVuUUZ/lAh0h9n+9mEmGfW4bGFKv2g21ekKdfGtt77F+43v84UFX+AbK76BVctcijUTEu11g16E04kmo0TGgSJfPLxq3fEhBV8d2KToeIgniL362A6cBTZOXeSn5YE3qfjWN03xnn6Eo2Ee2foI/731v8nT8/jBKT/gijlX5GR5ZjDy3eZcQsHhDQc37++kYrKTzieew/2Zz2ApSb0s8c6hd6jvrOffzvi3Ae9VOCsyPme5szytp28tcAIhoiNQstibo4e6CXSHKQnvQC8rI2/+/JwcNxHeH+brqZg4KKM/Smx5vYFIyGDyuscpu/Xv0d1uGroauO2vt3Gg8wA/PO2HrJ69eljOHVd68wa9pherSUKjJFuaSzqaerBoBvagJ2eh/Th6LEHM3x3m8m8so/M7X8IyqZriL3xhwNg9HXu449072NW+i4unX8w/feKfEu1hhxt3YTEQJBQaPs8wEorSdqibeZUdSL+fkhsG/g7iSCl5cMuDTM6fPGTZ6DhljrK0TXcs+abRHwmdgt4c3GGWEro2vEj+6acjtNw83CVkhZXRV+QIZfRHgZA/Qs1fD1DeVkPlilmU/O2N1LbXcvOrNxMxIvzqwl/xiepPDNv5LZqFAlvBsfa6FsEoCZjllI4mH65IB/YTTxx0jX0oWJ12CMMpn52J7Y01eHfsYNK9P0Gz2xNjwkaYJ3Y+wf0b76fAVsD9597PeSecl9N5pKPQWYwWPUgkPHwKi60HuzAMiW39KzhPPpm8efNSjn3n8Dtsb9vO3afefdwRq3JHObXttYOOsRS4AM+Ie/oNOzsoLtWxHD2E68zcrOcDaPaY2JAK7ytyhDL6o0DNq/sIBSUzOz9i0sO/ZMvRGm557RZcNhe/vujXzCycOexzKLQdU+XTLRpR4/hERMYCHY1duI7uoyAHgjz9mVIaJPLBE8zo+QxN992H+9Ofxn3JJQD4wj6e3fMsv93xW5p6mjh36rncdepdidawI4nb5kbICOFhbC1bt6EFgSS/fiPF9w0M2ceRUvLQloeY5JrEZSdedtznLXOU0RZoI2pE0bXkSYPWgnyEjA57yWJvwqEoR/Z6mGmpR1ituE4/LWfH1mxWIEx0GCM3iomFMvojTEu9h40v7qOkYy8L7vk2H/q2849v/iMVzgr++8L/pjq/ekTmUWQvOtZpz6YRlakzrz8OhAIRuj1hKrqPUHDh3+X8+HmlbsoOvEfTDz7EeeopVP/4HvzRAE9sf4LfbP8N3qCXkypO4vurvs9ZU46vq9/x4La7EUZ42MRpPC0+tr19mCnh3bgqCik4L3Uk473G99h6dCt3nnpnVi2CU1HuLMeQBh3BjpTLJZrLhTCiREewGqVxjwcjInFteoHi665LmuMxVHSbBQhjKKOvyBHK6I8gjXs6eOG+tWiBbhacKvl+5+O8uvVV5hbP5aELHxqxdV/o23RHt1kwQh9vcca4MEqBPUjeokU5P75eYt7I7XPnUP7ze3l8z1M8uu1R2gPtnDn5TG5ecjPLKo6vo1ouyLfmI2SY6DBF9z/80140ITlh3W8o/sY/pCzTi6/lV7uqufzEy3Ny7niWf6uvNbXRdzrRjMiIGv2GHe1oRCkJH6H0Kzen3yELzKoRvzL6ipwx7EZfCHERcD+gA49IKX/c73078DtgBdAGXC2lrB/ueY0kUkrqa1p55cEt2H3t5Ff8HzeWbMJ+2M4tS2/hxoU34rQ6R3ROhfZCDnYdBMCSZ8GIWBNqcx9H2g52AFCxfFbOPkM4Gqa+s57J+ZNxnXoq+RdfxNqrF/HL/7uaFn8Lq6pXceuyW8eEsY+jCQ0hIxjR3F/HI3Ue9m5sZeaR13AV2in6fPJE07AR5oFND1DTWsMPTvlBTrx8IGHoW/2tzCd5dryw2czmSCNo9A9sOExh+24qb/5iTr18IJEzEh3GHA3FxGJYjb4QQgd+AVwIHALWCSGek1Lu6DXs74AOKeUsIcQ1wL8DVw/nvIYbw5B4W3po3dPKwc1HaNjrwxfQyO9q5KjjUe5f7OXKOVfxlaVfGVHvvjeF9sJjiXx5NuiGSDiK1fbxDP60rN+NkJKqTx3/empnqJM1u9fw+x2/p8Vvar1XuaowTjNoqX2NZeXLuOfMe4Y12fJ4EESQOc7RkFLy9mMbsYW8zAxuZdoTv0d3uweMO9R1iO+88x1qWmv43KzP8bnZn8vZHMqdMVW+NLX6GlGMyMgYye6OAB6PwezIYYqvvzPnx9djiXxKhleRK4SUw1eqJYQ4FbhbSvmp2OvvAUgp7+k15pXYmA+EEBagCSiXg0xs5cqVcv369cc1t//5+lcJenKXcBNHCo2wtQQZy1TWIwFKOnZR3L6dtTM2smWVwRe9TqZGRncN/ZmCAH90B5kS1rhw7ZnYtdXYAk0IPp6lexFLIdZwF8+edg+GfnwG76huENBgUUDnDL+NDs3gsNXAJySf7LGxNGhBMHYjIh/U3kTYNglruD1nx5RCJ2SvoOLI4zx9/np6nMk/f6tuoAFf9jg4zW/L2fkBQkhumNxJYVRQMMhDzep37yBqyccS8eT0/MkwNDthWwltth/zwZLmnB+/8mghJ9ffjTXkQTNi2v4Fa7nxv+4f0vGEEBuklEPv6KT42DPcbt1koKHX60NAf83NxBgpZUQI4QVKgT6P80KIm4GbAU444YTjnphuiyBk03Efpz+aIdGjW4nqTYSszXgKG9k/w8Dr1lgRsXJnm3VMGIxT/FaOWAyiQtIyZSez967HXIH5eGINN9Gdv51qqcNxOkXzQhbO77ExI/zx/H04nO8hfIN3rcsWIcEe2MTr522iyKZTlOLSImZTAAAH/0lEQVR3PDuk87muPCqiuc8RsSG4otNOg3VwLz7geAOnb3bOz58MPQoyvJmGxa1MjgxDXoy7C1vwLTTjWFRFt6qafcXQGW5P/0rgU1LKL8VefwH4hJTytl5jtsfGHIq93hsbk7Jxdi48fYVCoZhoKE9fMdwp24eA3kLjU4DGVGNi4f1CIHdxSYVCoVAoFMDwG/11wGwhxAwhhA24Bniu35jngBtjP18BvD7Yer5CoVAoFIqhMaxr+rE1+luBVzAXjB+TUm4XQvwIWC+lfA54FPgfIUQdpod/zXDOSaFQKBSKicqw12dJKV8EXuy37c5ePweAK4d7HgqFQqFQTHQ+3jJsCoVCoVAoMkYZfYVCoVAoJgjK6CsUCoVCMUFQRl+hUCgUignCsIrzDBdCiFbgwBB3L6Of2t8EQH3miYH6zBOD4/nM06SU5bmcjOLjxcfS6B8PQoj1E02RSn3miYH6zBODifiZFblDhfcVCoVCoZggKKOvUCgUCsUEYSIa/YdHewKjgPrMEwP1mScGE/EzK3LEhFvTVygUCoViojIRPX2FQqFQKCYkyugrFAqFQjFBmFBGXwhxkRCiVghRJ4T47mjPZzgQQkwVQrwhhNgphNguhLg9tr1ECPGqEGJP7P/i0Z5rLhFC6EKITUKIF2KvZwghPop93qdjrZ3HDUKIIiHEGiHErti1PnUCXONvxL7T24QQTwoh8sbbdRZCPCaEaBFCbOu1Lel1FSb/Gbuf1QghThq9mSs+LkwYoy+E0IFfABcDC4C/EUIsGN1ZDQsR4JtSyvnAKcBXY5/zu8BfpZSzgb/GXo8nbgd29nr978DPY5+3A/i7UZnV8HE/8LKUch6wFPOzj9trLISYDHwNWCmlXITZqvsaxt91/g1wUb9tqa7rxcDs2L+bgQdHaI6KjzETxugDnwDqpJT7pJQh4Cngs6M8p5wjpTwipdwY+7kL0xhMxvysv40N+y1w+ejMMPcIIaYAlwCPxF4L4DxgTWzIePu8buAs4FEAKWVISulhHF/jGBbAIYSwAE7gCOPsOksp3wba+21OdV0/C/xOmnwIFAkhqkdmpoqPKxPJ6E8GGnq9PhTbNm4RQkwHlgMfAZVSyiNgPhgAFaM3s5zzH8A/AUbsdSngkVJGYq/H27WeCbQCv44taTwihHAxjq+xlPIw8FPgIKax9wIbGN/XOU6q6zrh7mmK42ciGX2RZNu4rVcUQuQDfwS+LqXsHO35DBdCiM8ALVLKDb03Jxk6nq61BTgJeFBKuRzoYRyF8pMRW8f+LDADmAS4MMPb/RlP1zkd4/17rhgGJpLRPwRM7fV6CtA4SnMZVoQQVkyD/3sp5bOxzc3x0F/s/5bRml+OOR24TAhRj7lkcx6m518UCwPD+LvWh4BDUsqPYq/XYD4EjNdrDHABsF9K2SqlDAPPAqcxvq9znFTXdcLc0xS5YyIZ/XXA7Fi2rw0zCei5UZ5TzomtZz8K7JRS3tfrreeAG2M/3wj8eaTnNhxIKb8npZwipZyOeU1fl1JeB7wBXBEbNm4+L4CUsgloEELMjW06H9jBOL3GMQ4CpwghnLHvePwzj9vr3ItU1/U54IZYFv8pgDe+DKBQpGJCKfIJIT6N6QXqwGNSyv83ylPKOUKIM4B3gK0cW+O+A3Nd/w/ACZg30CullP0Thj7WCCHOAb4lpfyMEGImpudfAmwCrpdSBkdzfrlECLEMM3HRBuwDbsJ8iB+311gI8UPgaswKlU3AlzDXsMfNdRZCPAmcg9k+txm4C/gTSa5r7OHnAcxsfx9wk5Ry/WjMW/HxYUIZfYVCoVAoJjITKbyvUCgUCsWERhl9hUKhUCgmCMroKxQKhUIxQVBGX6FQKBSKCYIy+gqFQqFQTBCU0VdMWGKd6m6J/TxJCLEm3T7Hca5lsZJRhUKhGDWU0VdMZIqAWwCklI1SyivSjD8elgHK6CsUilFF1ekrJixCiHinxVpgDzBfSrlICPG3mJ3MdGAR8DNMEZwvAEHg0zFxlBMx2zWXY4qjfFlKuUsIcSWmqEoUszHMBUAd4AAOA/cALwD/BSzG1NK/W0r559i5PwfYMXXmn5BS/nCYfxUKhWKCYEk/RKEYt3wXWCSlXBbrSPhCr/cWYXYozMM02N+RUi4XQvwcuAFT2fFh4O+llHuEEKuAX2Jq/98JfEpKeVgIUSSlDAkh7sTsBX8rgBDi3zAlg78ohCgC1gohXoud+xOx8/uAdUKIvyilNYVCkQuU0VcokvOGlLIL6BJCeIHnY9u3AktiXQxPA54x1VAB0zsHeA/4jRDiD5iNYZLxScxGQd+Kvc7DlFkFeFVK2QYghHgWOANQRl+hUBw3yugrFMnprd9u9HptYP7daJi93Jf131FK+fcxz/8SYHNMJ78/Avi8lLK2z0Zzv/5rbmoNTqFQ5ASVyKeYyHQBBUPZUUrZCeyPrd8T63S2NPbziVLKj6SUdwJHMduf9j/XK8BtsaYpCCGW93rvQiFEiRDCgZlb8N5Q5qhQKBT9UUZfMWGJhdDfE0JsA+4dwiGuA/5OCLEF2I6ZFAhwrxBia+y4bwNbMFvALhBCbBZCXA38C2AFamLj/qXXcd8F/gfYDPxRrecrFIpcobL3FYoxRCx7P5Hwp1AoFLlEefoKhUKhUEwQlKevUCgUCsUEQXn6CoVCoVBMEJTRVygUCoVigqCMvkKhUCgUEwRl9BUKhUKhmCAoo69QKBQKxQTh/wOp/k4ffaYIvQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quantile_plot('timestep','conviction_share_of_trigger', rdf, .25)\n", "plt.hlines(1,0,T, linestyle='--')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }