{ "cells": [ { "cell_type": "markdown", "id": "c28e1968", "metadata": { "tags": [] }, "source": [ "# Asteroid orbit optimization with PyGMO - Optimization\n", "Copyright (c) 2010-2022, Delft University of Technology. All rights reserved. This file is part of the Tudat. Redistribution and use in source and binary forms, with or without modification, are permitted exclusively under the terms of the Modified BSD license. You should have received a copy of the license with this file. If not, please or visit: http://tudat.tudelft.nl/LICENSE.\n", "\n", "## Objectives\n", "This tutorial is the third part of the Asteroid Orbit Optimization example. **This page reuses the** [Custom environment](aoo_custom_environment.ipynb) **part of the example, without the explanation, after which an optimization is executed.**\n", "\n", "## Problem recap\n", "This aim of this tutorial is to illustrate the use of PyGMO to optimize an astrodynamics problem simulated with tudatpy. The problem describes the orbit design around a small body, the [Itokawa asteroid](https://en.wikipedia.org/wiki/25143_Itokawa).\n", "\n", "The 4 design variables are:\n", "\n", "- initial values of the semi-major axis.\n", "- initial eccentricity.\n", "- initial inclination.\n", "- initial longitude of the ascending node.\n", " \n", "The 2 objectives are:\n", "\n", "- good coverage (maximizing the mean value of the absolute longitude w.r.t. Itokawa over the full propagation).\n", "- good resolution (the mean value of the distance should be minimized).\n", " \n", "The constraints are set on the altitude: all the sets of design variables leading to an orbit.\n", "\n", "### NOTE\n", "It is assumed that the reader of this tutorial is already familiar with the content of [this basic PyGMO tutorial](https://docs.tudat.space/en/latest/_src_advanced_topics/optimization_pygmo.html). The full PyGMO documentation is available [on this website](https://esa.github.io/pygmo2/index.html). Be careful to read the\n", "correct the documentation webpage (there is also a similar one for previous yet now outdated versions [here](https://esa.github.io/pygmo/index.html); as you can see, they can easily be confused).\n", "PyGMO is the Python counterpart of [PAGMO](https://esa.github.io/pagmo2/index.html)." ] }, { "cell_type": "markdown", "id": "f1c591c4-f051-4892-9570-fc2fd55eda80", "metadata": {}, "source": [ "## Import statements" ] }, { "cell_type": "code", "execution_count": 1, "id": "d41ceb86", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:58.919128Z", "start_time": "2025-09-15T18:48:57.082694Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:14.323882Z", "iopub.status.busy": "2025-09-15T18:54:14.323690Z", "iopub.status.idle": "2025-09-15T18:54:15.793879Z", "shell.execute_reply": "2025-09-15T18:54:15.793407Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Load standard modules\n", "import os\n", "import numpy as np\n", "# Uncomment the following to make plots interactive\n", "# %matplotlib widget\n", "from matplotlib import pyplot as plt\n", "from itertools import combinations as comb\n", "\n", "\n", "# Load tudatpy modules\n", "from tudatpy.data import save2txt\n", "from tudatpy import constants\n", "from tudatpy.interface import spice\n", "from tudatpy.astro import element_conversion\n", "from tudatpy.astro import frame_conversion\n", "from tudatpy.dynamics import environment_setup\n", "from tudatpy.dynamics import propagation_setup\n", "from tudatpy.dynamics import simulator\n", "import tudatpy.util as util\n", "\n", "# Load pygmo library\n", "import pygmo as pg\n", "\n", "current_dir = os.path.abspath('')" ] }, { "cell_type": "markdown", "id": "6c294f57-1e64-4e6f-b983-7513119a6bb3", "metadata": {}, "source": [ "## Creation of Custom Environment" ] }, { "cell_type": "markdown", "id": "abaaae84-d49d-4b81-ba08-23a38ffe2990", "metadata": { "tags": [] }, "source": [ "### Itokawa rotation settings" ] }, { "cell_type": "code", "execution_count": 2, "id": "944c25d5", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:58.928821Z", "start_time": "2025-09-15T18:48:58.924280Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.795812Z", "iopub.status.busy": "2025-09-15T18:54:15.795624Z", "iopub.status.idle": "2025-09-15T18:54:15.799642Z", "shell.execute_reply": "2025-09-15T18:54:15.799229Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_itokawa_rotation_settings(itokawa_body_frame_name):\n", " # Definition of initial Itokawa orientation conditions through the pole orientation\n", " pole_declination = np.deg2rad(-66.30) # Declination\n", " pole_right_ascension = np.deg2rad(90.53) # Right ascension\n", " meridian_at_epoch = 0.0 # Meridian\n", "\n", " # Define initial Itokawa orientation in inertial frame (equatorial plane)\n", " initial_orientation_j2000 = frame_conversion.inertial_to_body_fixed_rotation_matrix(\n", " pole_declination, pole_right_ascension, meridian_at_epoch)\n", " \n", " # Get initial Itokawa orientation in inertial frame but in the Ecliptic plane\n", " initial_orientation_eclipj2000 = np.matmul(spice.compute_rotation_matrix_between_frames(\n", " \"J2000\", \"ECLIPJ2000\", 0.0), initial_orientation_j2000)\n", "\n", " # Manually check the results, if desired\n", " check_results = False\n", " if check_results:\n", " np.set_printoptions(precision=100)\n", " print(initial_orientation_j2000)\n", " \n", " print(initial_orientation_eclipj2000)\n", "\n", " # Compute rotation rate\n", " rotation_rate = np.deg2rad(712.143) / constants.JULIAN_DAY\n", "\n", " # Set up rotational model for Itokawa with constant angular velocity\n", " return environment_setup.rotation_model.simple(\n", " \"ECLIPJ2000\", itokawa_body_frame_name, initial_orientation_eclipj2000, 0.0, rotation_rate)" ] }, { "cell_type": "markdown", "id": "43ccf995-2b9d-4a4e-986e-bd7acc1e3bb5", "metadata": {}, "source": [ "### Itokawa ephemeris settings" ] }, { "cell_type": "code", "execution_count": 3, "id": "9bd4ccdf", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:58.977949Z", "start_time": "2025-09-15T18:48:58.973508Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.801357Z", "iopub.status.busy": "2025-09-15T18:54:15.801193Z", "iopub.status.idle": "2025-09-15T18:54:15.805822Z", "shell.execute_reply": "2025-09-15T18:54:15.805230Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_itokawa_ephemeris_settings(sun_gravitational_parameter):\n", " # Define Itokawa initial Kepler elements\n", " itokawa_kepler_elements = np.array([\n", " 1.324118017407799 * constants.ASTRONOMICAL_UNIT,\n", " 0.2801166461882852,\n", " np.deg2rad(1.621303507642802),\n", " np.deg2rad(162.8147699851312),\n", " np.deg2rad(69.0803904880264),\n", " np.deg2rad(187.6327516838828)])\n", " \n", " # Convert mean anomaly to true anomaly\n", " itokawa_kepler_elements[5] = element_conversion.mean_to_true_anomaly(\n", " eccentricity=itokawa_kepler_elements[1],\n", " mean_anomaly=itokawa_kepler_elements[5])\n", " \n", " # Get epoch of initial Kepler elements (in Julian Days)\n", " kepler_elements_reference_julian_day = 2459000.5\n", " \n", " # Sets new reference epoch for Itokawa ephemerides (different from J2000)\n", " kepler_elements_reference_epoch = (kepler_elements_reference_julian_day - constants.JULIAN_DAY_ON_J2000) \\\n", " * constants.JULIAN_DAY\n", " \n", " # Sets the ephemeris model\n", " return environment_setup.ephemeris.keplerian(\n", " itokawa_kepler_elements,\n", " kepler_elements_reference_epoch,\n", " sun_gravitational_parameter,\n", " \"Sun\",\n", " \"ECLIPJ2000\")" ] }, { "cell_type": "markdown", "id": "7f460a57-102b-4a7c-9037-868e9f3cd435", "metadata": {}, "source": [ "### Itokawa gravity field settings" ] }, { "cell_type": "code", "execution_count": 4, "id": "bbb31c9e", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.027195Z", "start_time": "2025-09-15T18:48:59.021584Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.807616Z", "iopub.status.busy": "2025-09-15T18:54:15.807445Z", "iopub.status.idle": "2025-09-15T18:54:15.811486Z", "shell.execute_reply": "2025-09-15T18:54:15.811048Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_itokawa_gravity_field_settings(itokawa_body_fixed_frame, itokawa_radius):\n", " itokawa_gravitational_parameter = 2.36\n", " normalized_cosine_coefficients = np.array([\n", " [1.0, 0.0, 0.0, 0.0, 0.0],\n", " [0.0, 0.0, 0.0, 0.0, 0.0],\n", " [-0.145216, 0.0, 0.219420, 0.0, 0.0],\n", " [0.036115, -0.028139, -0.046894, 0.069022, 0.0],\n", " [0.087852, 0.034069, -0.123263, -0.030673, 0.150282]])\n", " normalized_sine_coefficients = np.array([\n", " [0.0, 0.0, 0.0, 0.0, 0.0],\n", " [0.0, 0.0, 0.0, 0.0, 0.0],\n", " [0.0, 0.0, 0.0, 0.0, 0.0],\n", " [0.0, -0.006137, -0.046894, 0.033976, 0.0],\n", " [0.0, 0.004870, 0.000098, -0.015026, 0.011627]])\n", " return environment_setup.gravity_field.spherical_harmonic(\n", " gravitational_parameter=itokawa_gravitational_parameter,\n", " reference_radius=itokawa_radius,\n", " normalized_cosine_coefficients=normalized_cosine_coefficients,\n", " normalized_sine_coefficients=normalized_sine_coefficients,\n", " associated_reference_frame=itokawa_body_fixed_frame)" ] }, { "cell_type": "markdown", "id": "c6d97bff-3216-49ce-82ca-20472cc52f60", "metadata": {}, "source": [ "### Itokawa shape settings" ] }, { "cell_type": "code", "execution_count": 5, "id": "8fb19777", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.075145Z", "start_time": "2025-09-15T18:48:59.071797Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.813239Z", "iopub.status.busy": "2025-09-15T18:54:15.813065Z", "iopub.status.idle": "2025-09-15T18:54:15.815403Z", "shell.execute_reply": "2025-09-15T18:54:15.815017Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_itokawa_shape_settings(itokawa_radius):\n", " # Creates spherical shape settings\n", " return environment_setup.shape.spherical(itokawa_radius)" ] }, { "cell_type": "markdown", "id": "6d5fb5a8-1b3d-4732-8b0f-6af33180a1f7", "metadata": {}, "source": [ "### Simulation bodies" ] }, { "cell_type": "code", "execution_count": 6, "id": "ae8c4e73", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.124275Z", "start_time": "2025-09-15T18:48:59.118887Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.816793Z", "iopub.status.busy": "2025-09-15T18:54:15.816647Z", "iopub.status.idle": "2025-09-15T18:54:15.821755Z", "shell.execute_reply": "2025-09-15T18:54:15.821171Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def create_simulation_bodies(itokawa_radius):\n", " ### CELESTIAL BODIES ###\n", " # Define Itokawa body frame name\n", " itokawa_body_frame_name = \"Itokawa_Frame\"\n", "\n", " # Create default body settings for selected celestial bodies\n", " bodies_to_create = [\"Sun\", \"Earth\", \"Jupiter\", \"Saturn\", \"Mars\"]\n", "\n", " # Create default body settings for bodies_to_create, with \"Earth\"/\"J2000\" as\n", " # global frame origin and orientation. This environment will only be valid\n", " # in the indicated time range [simulation_start_epoch --- simulation_end_epoch]\n", " body_settings = environment_setup.get_default_body_settings(\n", " bodies_to_create,\n", " \"SSB\",\n", " \"ECLIPJ2000\")\n", "\n", " # Add Itokawa body\n", " body_settings.add_empty_settings(\"Itokawa\")\n", "\n", " # Adds Itokawa settings\n", " # Gravity field\n", " body_settings.get(\"Itokawa\").gravity_field_settings = get_itokawa_gravity_field_settings(itokawa_body_frame_name,\n", " itokawa_radius)\n", " # Rotational model\n", " body_settings.get(\"Itokawa\").rotation_model_settings = get_itokawa_rotation_settings(itokawa_body_frame_name)\n", " # Ephemeris\n", " body_settings.get(\"Itokawa\").ephemeris_settings = get_itokawa_ephemeris_settings(\n", " spice.get_body_gravitational_parameter( 'Sun') )\n", " # Shape (spherical)\n", " body_settings.get(\"Itokawa\").shape_settings = get_itokawa_shape_settings(itokawa_radius)\n", " # Create system of selected bodies\n", " bodies = environment_setup.create_system_of_bodies(body_settings)\n", "\n", " ### VEHICLE BODY ###\n", " # Create vehicle object\n", " body_settings.add_empty_settings(\"Spacecraft\")\n", " body_settings.get(\"Spacecraft\").constant_mass = 400.0\n", "\n", " # Create radiation pressure settings\n", " reference_area_radiation = (4*0.3*0.1+2*0.1*0.1)/4 # Average projection area of a 3U CubeSat\n", " radiation_pressure_coefficient = 1.2\n", " occulting_bodies_dict = dict()\n", " occulting_bodies_dict[\"Sun\"] = [\"Itokawa\"]\n", " vehicle_target_settings = environment_setup.radiation_pressure.cannonball_radiation_target(\n", " reference_area_radiation, radiation_pressure_coefficient, occulting_bodies_dict )\n", "\n", " # Add the radiation pressure interface to the body settings\n", " body_settings.get(\"Spacecraft\").radiation_pressure_target_settings = vehicle_target_settings\n", "\n", " # Create system of selected bodies\n", " bodies = environment_setup.create_system_of_bodies(body_settings)\n", "\n", " return bodies" ] }, { "cell_type": "markdown", "id": "b434fae5-ba1e-4805-b4c9-e91b7ab08eaf", "metadata": {}, "source": [ "### Acceleration models" ] }, { "cell_type": "code", "execution_count": 7, "id": "0e0c029a", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.173198Z", "start_time": "2025-09-15T18:48:59.168084Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.823550Z", "iopub.status.busy": "2025-09-15T18:54:15.823323Z", "iopub.status.idle": "2025-09-15T18:54:15.827025Z", "shell.execute_reply": "2025-09-15T18:54:15.826662Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_acceleration_models(bodies_to_propagate, central_bodies, bodies):\n", " # Define accelerations acting on Spacecraft\n", " accelerations_settings_spacecraft = dict(\n", " Sun = [ propagation_setup.acceleration.radiation_pressure(),\n", " propagation_setup.acceleration.point_mass_gravity() ],\n", " Itokawa = [ propagation_setup.acceleration.spherical_harmonic_gravity(3, 3) ],\n", " Jupiter = [ propagation_setup.acceleration.point_mass_gravity() ],\n", " Saturn = [ propagation_setup.acceleration.point_mass_gravity() ],\n", " Mars = [ propagation_setup.acceleration.point_mass_gravity() ],\n", " Earth = [ propagation_setup.acceleration.point_mass_gravity() ]\n", " )\n", "\n", " # Create global accelerations settings dictionary\n", " acceleration_settings = {\"Spacecraft\": accelerations_settings_spacecraft}\n", "\n", " # Create acceleration models\n", " return propagation_setup.create_acceleration_models(\n", " bodies,\n", " acceleration_settings,\n", " bodies_to_propagate,\n", " central_bodies)" ] }, { "cell_type": "markdown", "id": "bc314a18-cf12-4129-9551-a4b19b38e0af", "metadata": {}, "source": [ "### Termination settings" ] }, { "cell_type": "code", "execution_count": 8, "id": "9328e34f", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.226599Z", "start_time": "2025-09-15T18:48:59.220530Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.828797Z", "iopub.status.busy": "2025-09-15T18:54:15.828650Z", "iopub.status.idle": "2025-09-15T18:54:15.832813Z", "shell.execute_reply": "2025-09-15T18:54:15.832349Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_termination_settings(mission_initial_time, \n", " mission_duration,\n", " minimum_distance_from_com,\n", " maximum_distance_from_com):\n", " # Mission duration\n", " time_termination_settings = propagation_setup.propagator.time_termination(\n", " mission_initial_time + mission_duration,\n", " terminate_exactly_on_final_condition=False\n", " )\n", " # Upper altitude\n", " upper_altitude_termination_settings = propagation_setup.propagator.dependent_variable_termination(\n", " dependent_variable_settings=propagation_setup.dependent_variable.relative_distance('Spacecraft', 'Itokawa'),\n", " limit_value=maximum_distance_from_com,\n", " use_as_lower_limit=False,\n", " terminate_exactly_on_final_condition=False\n", " )\n", " # Lower altitude\n", " lower_altitude_termination_settings = propagation_setup.propagator.dependent_variable_termination(\n", " dependent_variable_settings=propagation_setup.dependent_variable.altitude('Spacecraft', 'Itokawa'),\n", " limit_value=minimum_distance_from_com,\n", " use_as_lower_limit=True,\n", " terminate_exactly_on_final_condition=False\n", " )\n", "\n", " # Define list of termination settings\n", " termination_settings_list = [time_termination_settings,\n", " upper_altitude_termination_settings,\n", " lower_altitude_termination_settings]\n", "\n", " return propagation_setup.propagator.hybrid_termination(termination_settings_list,\n", " fulfill_single_condition=True)" ] }, { "cell_type": "markdown", "id": "330ef0e5-1ddd-48c6-a50f-8fb4339fd426", "metadata": {}, "source": [ "### Dependent variables to save" ] }, { "cell_type": "code", "execution_count": 9, "id": "20384c9b", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.276440Z", "start_time": "2025-09-15T18:48:59.272655Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.834581Z", "iopub.status.busy": "2025-09-15T18:54:15.834431Z", "iopub.status.idle": "2025-09-15T18:54:15.836978Z", "shell.execute_reply": "2025-09-15T18:54:15.836502Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "def get_dependent_variables_to_save():\n", " dependent_variables_to_save = [\n", " propagation_setup.dependent_variable.central_body_fixed_spherical_position(\n", " \"Spacecraft\", \"Itokawa\"\n", " )\n", " ]\n", " return dependent_variables_to_save" ] }, { "cell_type": "markdown", "id": "ae4c0258-065d-4e94-90e6-e4341a47a90e", "metadata": {}, "source": [ "## Optimisation problem formulation " ] }, { "cell_type": "code", "execution_count": 10, "id": "5aad6d9b", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.332613Z", "start_time": "2025-09-15T18:48:59.321822Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.838905Z", "iopub.status.busy": "2025-09-15T18:54:15.838738Z", "iopub.status.idle": "2025-09-15T18:54:15.845532Z", "shell.execute_reply": "2025-09-15T18:54:15.844977Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "class AsteroidOrbitProblem:\n", " \n", " def __init__(self,\n", " bodies,\n", " propagator_settings,\n", " mission_initial_time,\n", " mission_duration,\n", " design_variable_lower_boundaries,\n", " design_variable_upper_boundaries):\n", " \n", " # Sets input arguments as lambda function attributes\n", " # NOTE: this is done so that the class is \"pickable\", i.e., can be serialized by pygmo\n", " self.bodies_function = lambda: bodies\n", " self.propagator_settings_function = lambda: propagator_settings\n", " \n", " # Initialize empty dynamics simulator\n", " self.dynamics_simulator_function = lambda: None\n", " \n", " # Set other input arguments as regular attributes\n", " self.mission_initial_time = mission_initial_time\n", " self.mission_duration = mission_duration\n", " self.mission_final_time = mission_initial_time + mission_duration\n", " self.design_variable_lower_boundaries = design_variable_lower_boundaries\n", " self.design_variable_upper_boundaries = design_variable_upper_boundaries\n", "\n", " def get_bounds(self):\n", " return (list(self.design_variable_lower_boundaries), list(self.design_variable_upper_boundaries))\n", "\n", " def get_nobj(self):\n", " return 2\n", "\n", " def fitness(self,\n", " orbit_parameters):\n", " # Retrieves system of bodies\n", " current_bodies = self.bodies_function()\n", " \n", " # Retrieves Itokawa gravitational parameter\n", " itokawa_gravitational_parameter = current_bodies.get(\"Itokawa\").gravitational_parameter\n", " \n", " # Reset the initial state from the design variable vector\n", " new_initial_state = element_conversion.keplerian_to_cartesian_elementwise(\n", " gravitational_parameter=itokawa_gravitational_parameter,\n", " semi_major_axis=orbit_parameters[0],\n", " eccentricity=orbit_parameters[1],\n", " inclination=np.deg2rad(orbit_parameters[2]),\n", " argument_of_periapsis=np.deg2rad(235.7),\n", " longitude_of_ascending_node=np.deg2rad(orbit_parameters[3]),\n", " true_anomaly=np.deg2rad(139.87))\n", " \n", " # Retrieves propagator settings object\n", " propagator_settings = self.propagator_settings_function()\n", " \n", " # Reset the initial state\n", " propagator_settings.initial_states = new_initial_state\n", "\n", " # Propagate orbit\n", " dynamics_simulator = simulator.create_dynamics_simulator(current_bodies,\n", " propagator_settings)\n", " \n", " # Update dynamics simulator function\n", " self.dynamics_simulator_function = lambda: dynamics_simulator\n", "\n", " # Retrieve dependent variable history\n", " dependent_variables = dynamics_simulator.propagation_results.dependent_variable_history\n", " dependent_variables_list = np.vstack(list(dependent_variables.values()))\n", " \n", " # Retrieve distance\n", " distance = dependent_variables_list[:, 0]\n", " # Retrieve latitude\n", " latitudes = dependent_variables_list[:, 1]\n", " \n", " # Compute mean latitude\n", " mean_latitude = np.mean(np.absolute(latitudes))\n", " # Computes fitness as mean latitude\n", " current_fitness = 1.0 / mean_latitude\n", "\n", " # Exaggerate fitness value if the spacecraft has broken out of the selected distance range\n", " current_penalty = 0.0\n", " if (max(dynamics_simulator.propagation_results.dependent_variable_history.keys()) < self.mission_final_time):\n", " current_penalty = 1.0E2\n", "\n", " return [current_fitness + current_penalty, np.mean(distance) + current_penalty * 1.0E3]\n", "\n", " def get_last_run_dynamics_simulator(self):\n", " return self.dynamics_simulator_function()" ] }, { "cell_type": "markdown", "id": "d08097d0-6d74-4018-9e91-c011c6680fb7", "metadata": { "tags": [] }, "source": [ "### Setup orbital simulation\n" ] }, { "cell_type": "markdown", "id": "1225bf4a-1094-4180-9041-cad666a36ebb", "metadata": { "tags": [] }, "source": [ "#### Simulation settings" ] }, { "cell_type": "code", "execution_count": 11, "id": "82c2854f", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.526587Z", "start_time": "2025-09-15T18:48:59.377691Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.847017Z", "iopub.status.busy": "2025-09-15T18:54:15.846858Z", "iopub.status.idle": "2025-09-15T18:54:15.964575Z", "shell.execute_reply": "2025-09-15T18:54:15.964103Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Load spice kernels\n", "spice.load_standard_kernels()\n", "\n", "# Set simulation start and end epochs\n", "mission_initial_time = 0.0\n", "mission_duration = 5.0 * constants.JULIAN_DAY\n", "\n", "# Define Itokawa radius\n", "itokawa_radius = 161.915\n", "\n", "# Set altitude termination conditions\n", "minimum_distance_from_com = 150.0 + itokawa_radius\n", "maximum_distance_from_com = 5.0E3 + itokawa_radius\n", "\n", "# Set boundaries on the design variables\n", "design_variable_lb = (300, 0.0, 0.0, 0.0)\n", "design_variable_ub = (2000, 0.3, 180, 360)\n", "\n", "# Create simulation bodies\n", "bodies = create_simulation_bodies(itokawa_radius)\n", "\n", "# Define bodies to propagate and central bodies\n", "bodies_to_propagate = [\"Spacecraft\"]\n", "central_bodies = [\"Itokawa\"]\n", "\n", "# Create acceleration models\n", "acceleration_models = get_acceleration_models(bodies_to_propagate, central_bodies, bodies)" ] }, { "cell_type": "markdown", "id": "0c6019ef-9c3d-421b-9fcc-9eb0b39e079b", "metadata": { "tags": [] }, "source": [ "#### Dependent variables, termination settings, and orbit parameters" ] }, { "cell_type": "code", "execution_count": 12, "id": "f75936e9", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.539068Z", "start_time": "2025-09-15T18:48:59.534748Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.966260Z", "iopub.status.busy": "2025-09-15T18:54:15.966084Z", "iopub.status.idle": "2025-09-15T18:54:15.968803Z", "shell.execute_reply": "2025-09-15T18:54:15.968385Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Define list of dependent variables to save\n", "dependent_variables_to_save = get_dependent_variables_to_save()\n", "\n", "# Create propagation settings\n", "termination_settings = get_termination_settings(\n", " mission_initial_time, mission_duration, minimum_distance_from_com, maximum_distance_from_com)\n", "\n", "orbit_parameters = [1.20940330e+03, 2.61526215e-01, 7.53126558e+01, 2.60280587e+02]" ] }, { "cell_type": "markdown", "id": "d48ec8fd-a5db-45d7-8deb-1797c2814d3e", "metadata": { "tags": [] }, "source": [ "#### Integrator and Propagator settings" ] }, { "cell_type": "code", "execution_count": 13, "id": "322b1b32-a9e4-44ec-8279-bf318f8a811b", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.592245Z", "start_time": "2025-09-15T18:48:59.586263Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.970527Z", "iopub.status.busy": "2025-09-15T18:54:15.970357Z", "iopub.status.idle": "2025-09-15T18:54:15.973788Z", "shell.execute_reply": "2025-09-15T18:54:15.973335Z" }, "pycharm": { "is_executing": true }, "tags": [] }, "outputs": [], "source": [ "# Create numerical integrator settings\n", "integrator_settings = propagation_setup.integrator.runge_kutta_variable_step_size(\n", " initial_time_step=1.0,\n", " coefficient_set=propagation_setup.integrator.CoefficientSets.rkf_78,\n", " minimum_step_size=1.0E-6,\n", " maximum_step_size=constants.JULIAN_DAY,\n", " relative_error_tolerance=1.0E-8,\n", " absolute_error_tolerance=1.0E-8)\n", "\n", "# Get current propagator, and define translational state propagation settings\n", "propagator = propagation_setup.propagator.cowell\n", "# Define propagation settings\n", "initial_state = np.zeros(6)\n", "propagator_settings = propagation_setup.propagator.translational(central_bodies,\n", " acceleration_models,\n", " bodies_to_propagate,\n", " initial_state,\n", " mission_initial_time,\n", " integrator_settings,\n", " termination_settings,\n", " propagator,\n", " dependent_variables_to_save)" ] }, { "cell_type": "markdown", "id": "96e34103", "metadata": {}, "source": [ "## Optimisation run\n", "\n", "**From here on out the example is new compared to the** [Custom environment](aoo_custom_environment.ipynb) **part of the example.**\n", "\n", "With the optimization problem and the simulation setup in hand, let's now run our optimization using PyGMO." ] }, { "cell_type": "markdown", "id": "f0ba44e7", "metadata": {}, "source": [ "### Algorithm and problem definition\n", "First, we define a fixed seed that PyGMO will use to generate random numbers. This ensures that the results can be reproduced. \n", "\n", "Then, the optimization problem is defined using the `AsteroidOrbitProblem` class initiated with the values that have already been defined. This User Defined Problem (UDP) is then given to PyGMO trough the `pg.problem()` method.\n", "\n", "Finally, the optimizer is selected to be the Multi-objective EA with Decomposition (MOAD) algorithm that is implemented in PyGMO. See [here](https://esa.github.io/pygmo2/algorithms.html#pygmo.moead) for its documentation." ] }, { "cell_type": "code", "execution_count": 14, "id": "6506dcbe", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:48:59.640925Z", "start_time": "2025-09-15T18:48:59.636014Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.975304Z", "iopub.status.busy": "2025-09-15T18:54:15.975148Z", "iopub.status.idle": "2025-09-15T18:54:15.978518Z", "shell.execute_reply": "2025-09-15T18:54:15.978027Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Fix seed for reproducibility\n", "fixed_seed = 112987\n", "\n", "# Instantiate orbit problem\n", "orbitProblem = AsteroidOrbitProblem(bodies,\n", " propagator_settings,\n", " mission_initial_time,\n", " mission_duration,\n", " design_variable_lb,\n", " design_variable_ub)\n", "\n", "# Create pygmo problem using the UDP instantiated above\n", "prob = pg.problem(orbitProblem)\n", "\n", "# Select Moead algorithm from pygmo, with one generation\n", "algo = pg.algorithm(pg.nsga2(gen=1, seed=fixed_seed))" ] }, { "cell_type": "markdown", "id": "db686545", "metadata": {}, "source": [ "### Initial population\n", "An initial population is now going to be generated by PyGMO, of a size of 48 individuals. This means that 48 orbital simulations will be run, and the fitness corresponding to the 48 individuals will be computed using the UDP." ] }, { "cell_type": "code", "execution_count": 15, "id": "f2e6ea83", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:49:01.224604Z", "start_time": "2025-09-15T18:48:59.684265Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:15.979978Z", "iopub.status.busy": "2025-09-15T18:54:15.979827Z", "iopub.status.idle": "2025-09-15T18:54:17.246121Z", "shell.execute_reply": "2025-09-15T18:54:17.245509Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Initialize pygmo population with 48 individuals\n", "population_size = 48\n", "pop = pg.population(prob, size=population_size, seed=fixed_seed)" ] }, { "cell_type": "markdown", "id": "18b2bb48", "metadata": {}, "source": [ "### Evolve population\n", "We now want to make this population evolve, as to (hopefully) get closer to optimum solutions.\n", "\n", "In a loop, we thus call `algo.evolve(pop)` 25 times to make the population evolve 25 times. During each generation, we also save the list of fitness and of design variables." ] }, { "cell_type": "code", "execution_count": 16, "id": "e57f5182", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:23.885233Z", "start_time": "2025-09-15T18:49:01.298658Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:54:17.247977Z", "iopub.status.busy": "2025-09-15T18:54:17.247811Z", "iopub.status.idle": "2025-09-15T18:55:36.633608Z", "shell.execute_reply": "2025-09-15T18:55:36.632990Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 0/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 1/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 2/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 3/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 4/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 5/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 6/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 7/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 8/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 9/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 10/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 11/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 12/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 13/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 14/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 15/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 16/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 17/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 18/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 19/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 20/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 21/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 22/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 23/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population; at generation 24/24\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Evolving population is finished!\n" ] } ], "source": [ "# Set the number of evolutions\n", "number_of_evolutions = 25\n", "\n", "# Initialize containers\n", "fitness_list = []\n", "population_list = []\n", "\n", "# Evolve the population recursively\n", "for gen in range(number_of_evolutions):\n", " print(\"Evolving population; at generation %i/%i\" % (gen, number_of_evolutions-1))\n", " \n", " # Evolve the population\n", " pop = algo.evolve(pop)\n", " \n", " # Store the fitness values and design variables for all individuals\n", " fitness_list.append(pop.get_f())\n", " population_list.append(pop.get_x())\n", "\n", " \n", "print(\"Evolving population is finished!\")" ] }, { "cell_type": "markdown", "id": "6b6afa3a", "metadata": {}, "source": [ "### Results analysis\n", "With the population evolved, the optimization is finished. We can now analyse the results to see how our optimization was carried, and what our optimum solutions are.\n", "\n", "#### Extract results\n", "First of, we want to save the state and dependent variable history of the orbital simulations that were carried in the first and last generations. To do so, we extract the design variables of all the member of a given population, and we run the orbital simulation again, calling the `orbitProblem.fitness()` function. Then, we can extract the state and dependent variable history by calling the `orbitProblem.get_last_run_dynamics_simulator()` function." ] }, { "cell_type": "code", "execution_count": 17, "id": "ff2ac235-0b85-4d9b-92cc-d8d38eac708d", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:29.764802Z", "start_time": "2025-09-15T18:50:23.970413Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:36.636135Z", "iopub.status.busy": "2025-09-15T18:55:36.635893Z", "iopub.status.idle": "2025-09-15T18:55:42.201079Z", "shell.execute_reply": "2025-09-15T18:55:42.200581Z" }, "pycharm": { "is_executing": true } }, "outputs": [], "source": [ "# Retrieve first and last generations for further analysis\n", "pops_to_analyze = {0: 'initial',\n", " number_of_evolutions - 1 : 'final'}\n", "\n", "# Initialize containers\n", "simulation_output = dict()\n", "\n", "# Loop over first and last generations\n", "for population_index, population_name in pops_to_analyze.items():\n", " \n", " # Get population individuals from the given generation\n", " current_population = population_list[population_index]\n", " \n", " # Current generation's dictionary\n", " generation_output = dict()\n", " \n", " # Loop over all individuals of the populations\n", " for individual in range(population_size):\n", "\n", " # Retrieve orbital parameters\n", " current_orbit_parameters = current_population[individual]\n", " \n", " # Propagate orbit and compute fitness\n", " orbitProblem.fitness(current_orbit_parameters)\n", " \n", " # Retrieve state and dependent variable history\n", " current_states = orbitProblem.get_last_run_dynamics_simulator().propagation_results.state_history\n", " current_dependent_variables = orbitProblem.get_last_run_dynamics_simulator().propagation_results.dependent_variable_history\n", " \n", " # Save results to dict\n", " generation_output[individual] = [current_states, current_dependent_variables]\n", " \n", " # Append to global dictionary\n", " simulation_output[population_index] = [generation_output,\n", " fitness_list[population_index],\n", " population_list[population_index]]" ] }, { "cell_type": "markdown", "id": "18f77c38", "metadata": { "tags": [] }, "source": [ "#### Pareto fronts\n", "As a first analysis of the optimization results, let's plot the Pareto fronts, to represent the optimums.\n", "\n", "This is done for the first and last generation, plotting the score of the two objectives for all of the population members. A colormap is also used to represent the value of the design variables selected by the optimiser. Finally, the Pareto front is plotted in green, showing the limit of the attainable optimum solutions. \n", "\n", "\n", "These Pareto fronts show that both of the objectives were successfully improved after 25 generations, attaining lower values for both of them.\n", "\n", "We can also notice that the population is packed closer to the Pareto front after 25 generations. At the opposite, the population was covering a higher area of the design space for the first generation." ] }, { "cell_type": "code", "execution_count": 18, "id": "cfb803fd-e84f-4e89-8881-e6e72c0e95c2", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:29.814606Z", "start_time": "2025-09-15T18:50:29.811177Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:42.203341Z", "iopub.status.busy": "2025-09-15T18:55:42.203156Z", "iopub.status.idle": "2025-09-15T18:55:42.206742Z", "shell.execute_reply": "2025-09-15T18:55:42.206339Z" } }, "outputs": [], "source": [ "# Create dictionaries defining the design variables\n", "design_variable_names = {0: 'Semi-major axis [m]',\n", " 1: 'Eccentricity',\n", " 2: 'Inclination [deg]',\n", " 3: 'Longitude of the node [deg]'}\n", "design_variable_range = {0: [800.0, 1300.0],\n", " 1: [0.10, 0.17],\n", " 2: [90.0, 95.0],\n", " 3: [250.0, 270.0]}\n", "design_variable_symbols = {0: r'$a$',\n", " 1: r'$e$',\n", " 2: r'$i$',\n", " 3: r'$\\Omega$'}\n", "design_variable_units = {0: r' m',\n", " 1: r' ',\n", " 2: r' deg',\n", " 3: r' deg'}" ] }, { "cell_type": "code", "execution_count": 19, "id": "810e48a2", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:31.002235Z", "start_time": "2025-09-15T18:50:29.867160Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:42.208487Z", "iopub.status.busy": "2025-09-15T18:55:42.208316Z", "iopub.status.idle": "2025-09-15T18:55:43.307812Z", "shell.execute_reply": "2025-09-15T18:55:43.307355Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAycAAAHqCAYAAAAeQDHqAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8FHX6wPHPbE3fNJIQCKFK7yBElKLSVFBRwYaiCHrYEDhPTj2Qs5wVFA9ERTgEFT37T46igogUFQjSRHpNSID0tmXm98fCypJsyG4WNtk873vN63ZnZr95diLP5DvfpmiapiGEEEIIIYQQAaYLdABCCCGEEEIIAVI5EUIIIYQQQtQQUjkRQgghhBBC1AhSORFCCCGEEELUCFI5EUIIIYQQQtQIUjkRQgghhBBC1AhSORFCCCGEEELUCFI5EUIIIYQQQtQIUjkRQgghhBBC1AhSORFCiBomLy+PV199lX79+lGvXj1MJhPx8fG0adOGO+64g/fffx+73R7oMC+4VatWMXXqVKZOnUp6enq5440bN0ZRFBRFufjBVeDzzz+nT58+REVFERoaSocOHXj11Vex2WyBDk0IIWoNRdM0LdBBCCGEcFq3bh233HILR48erfS87Oxs4uPjL1JUgTF16lSeeeYZAObNm8eoUaPcjjdu3JiDBw8CEOhb2QsvvMDf//73Co9dd911fPnll+h08jxQCCHORzKlEELUEPv27WPw4MGuikmfPn1YtWoVRUVFlJSUsHPnTmbPnk3Pnj0DHKn3SkpK/F7mgQMH0DQt4BWT7du38/TTTwOQkJDAxo0bOXr0KFdccQUA//d//8d7770XyBCFEKLWkMqJEELUEFOmTCEvLw+A7t27s2LFCvr06UNYWBghISG0atWKBx54gHXr1pVrNVm9ejU33ngjSUlJmEwmEhISuOmmm9i4caPbeVOnTnV1hXr77bf5xz/+QWpqKmFhYXTt2pUVK1aUi2vLli3ccccdNGzYEJPJRGxsLIMGDeK7775zO2/+/PmusqdMmcJLL71E8+bNMRgMLF68GIDx48dz6aWXkpiYiNlsJiwsjJYtWzJ+/HhOnDjhKktRFFerCcA999zjKnv+/PmA525dVquVV155ha5duxIREUFISAgtWrTgkUceITMz0+3cvn37uspYt24dd999N3FxcURHRzN48GD27t173t/b/PnzcTgcAIwbN44uXbqQnJzMP//5T9c577zzznnLEUIIAWhCCCECzuFwaBaLRQM0QPvoo4+q/NlZs2ZpiqK4Pnv2ZjQata+//tp17pQpU1zHYmJiyp1vMpm0/fv3u87/8ssvNaPRWGHZiqJos2fPdp07b94817H4+Hi3c+fNm6dpmub2Hc/d2rZtq1mtVk3TNI/nnF1Wamqqa98ZJSUl2uWXX+7xs4mJidqePXtc5/fp06fS69G6dWvNbrdXev2vuOIK1/mffvqpa//Jkydd+w0Gg+u7CSGE8ExaToQQogY4efKkq9UEoEOHDq7X7777ruvp/pntiSeeAODo0aM89thjaJpGly5d2LlzJ2VlZfz666/Uq1cPm83G2LFjKxxAb7fbWb58Obm5udx+++2As9Xho48+Apxdse677z5sNhuNGzfml19+oaysjF27dtGyZUs0TWPChAluLR5nnDhxgpdffplTp06RkZFB//79AZg9eza///47ubm52Gw2jhw5wqBBgwBn96ilS5cCzjEkU6ZMcZU3b948Vxeuc8eenG3mzJmsWbMGgM6dO/PHH39w4sQJ7rzzTgCOHz/OI488UuFnGzRowO+//86RI0do3bo1ADt37uSXX37x+PPOlHlGdHS067XFYnG9ttvtnDx5stJyhBBCSLcuIYSoEbRzxk2UlpZW6XP/+9//KCsrA2DTpk20bt0as9lMt27dyM7OBiAjI4MtW7aU++x9991H//79sVgs3Hbbba79Bw4cAOCnn35ylXHgwAG6d++O2WymZcuW7Nq1C3BWYH744YdyZV955ZVMmjSJmJgYkpKSaNCgAQChoaE89NBDNG/enJCQEBo2bOiqkADs2LGjSt/bky+//NL1eurUqbRo0YK4uDjeeOMNV/ev5cuXV3h9n3vuOVq2bEmDBg245ppryl2Pqjj793ju77SmzComhBA1mVROhBCiBoiPjycqKsr1/uw/0u+7775yLQlnnP3UvjIVtW6caR0ACA8Pd70+84d7dcru2rVruX3//e9/ufHGG/n22285ceKEa5zG2ao7cP7smFNTU12vY2JiXNfXbrdz6tSpcp893/XwJDEx0fU6NzfX9frsljCj0UhsbGwVvoEQQtRtUjkRQogaQKfTMWTIENf7l156qcI/3s919h/G999/v6vr09mbqqoMHDiw3GeNRqPrdUVP9c8ue+DAgR7Lvv/++8t9NiwsrNy+RYsWuV7/9a9/JT8/39U1rCK+tDScHfOZaYYBcnJyyM/PB8BgMFRYUTjf9fDk7NnTtm3b5nq9detW1+vOnTu7lS+EEKJiUjkRQogaYurUqURGRgLw22+/MXToUH799VfKysrIy8vjyJEj5T4zePBgzGYz4ByXsWDBAvLy8igpKSE9PZ2nnnqKyy67zKd4evXqRb169QBnV6hXXnmFkydPUlZWxu+//86LL75I8+bNq1yewWBwvQ4LC8NoNPLjjz/yn//8p8Lz4+LiXK+3bdtWpYUnhw4d6no9bdo09uzZw6lTpxg/fryrm9WAAQMICQmpctznM2rUKPR6PQCzZs1i06ZNHDt2zK2la8yYMX77eUIIEcykciKEEDVE8+bN+b//+z8SEhIAWLJkCd27dyckJITo6Gjmzp1b7jMNGjRgxowZKIqC1Wrl7rvvJjo6mrCwMDp37sxzzz1HRkaGT/GEhoYyd+5cTCYTmqbx17/+lfj4eEJCQmjdujVPPPEE+/btq3J5N998s+v1M888Q2hoKL1793arhJwtLS3N9frVV1/FaDSiKEqlY0Aefvhh1+c2btzoGnOyYMECwLkOyYwZM6occ1W0adPGNW1wVlYWXbt2pUGDBqxevRpwLsJ47733+vVnCiFEsJLKiRBC1CC9e/dmx44dPPfcc6SlpREdHY3RaCQpKYlOnToxatQoPvvsM9eifwAPPPAAP/74IzfffDP169d3dVtq3749DzzwAG+//bbP8QwZMoSNGzdy11130ahRI4xGIxaLhdatW3PXXXe51i+pihEjRvDWW29xySWXuAbWv/POO26D8c/WtWtXZs2aRYsWLTCZTFX6GaGhoaxcuZJ//etfdO7cmbCwMEwmE02bNuXBBx9k8+bNtGjRosoxV9XkyZP57LPP6N27t2ttlfbt2/Pyyy/z2WefyerwQghRRYp27nQiQgghhBBCCBEA8ihHCCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRI0jlRAghhBBCCFEjSOVECCGEEEIIUSNI5UQIIYQQQghRIxi8Ofmrr77y+gf079+f0NBQrz9X06mqyrFjx4iMjERRlECHI4S4wDRNo6CggOTkZHQ6357rlJaWYrVaKz3HZDIREhLiU/niwpB8L0TdczFyvuT7iimapmlVPdnbX46iKOzevZumTZt6HVhNd+TIEVJSUgIdhhDiIjt8+DANGzb0+nOlpaU0bhLH8cziSs9LSkpi//79csOqQSTfC1F3XcicL/m+Yl61nABkZmaSkJBQpXMjIyO9Dqi2OPPdDh8+TFRUVIXn2Gw2li9fzoABAzAajRczvKAj19I/5Dr6Lj8/n5SUFJ/zmtVq5XhmMX/suY/IKFOF5xTkW7mk+btYrVa5WdUgVcn3IP++/EWuo3/IdayeC53zJd975lXl5O677/aqi9add95ZaSKvzc407UdFRVVaOQkLCyMqKkoSQzXJtfQPuY7VV91uPZGRZqIizRUf1KTLUE1UlXwP8u/LX+Q6+odcR/+4YDlf8r1HXlVO5s2b51Xhs2fP9ur8YKVpKppWCJhRFEkQQtRliubcPB0TtZ9ms6JpKorJQyVUCFFneMr5ku8987pb1xm5ubnMnTuXzMxMmjRpQqdOnejYsSPh4eH+jK9W0zQHAKWOp7AqGSiEY9D1xaQbgqJEBDg6IUQgKA7n5umYqL3sJ44DkLvg3xhUB4YGqYR2ScOY0iTAkQkhAsVTzpd875nPlZNhw4axdetWunfvzv/+9z/++OMPVFWladOmdOrUiY8//tifcdZKNsdiIBpVO4iOEDRysDoWomp/EKJ/AkWRp2pCCBEM7NmZFH7zMdRrhqY6AA3rH9uwHTlA5LW3YGrcItAhCiFEreBz5WTDhg388MMPdOvWDYCysjK2b9/Oli1b2LJli98CrK1U7TA27VvgZnRKQ3Snq8gaJdi1Tdi1DRiV3oENUghx0UnLSXAq2fgTjtxTUK8Z+ogodGgo4ZE4sjMpWb8KY6NmKD5ORyqEqL2k5cR7PldO2rVr5za1sNlspkuXLnTp0sUvgdV2Dm3r6XEm7hQlFDQVh7oZo04qJ0LUNcrpzdMxUftoNiu2/btRwty7NSuKgi7Sgj0rA0fOSQxx9QIUoRAiUDzlfMn3nvn8GOfFF1/k6aefprS01J/xBA1NU89zhlSZhaiTHFrlm6h1NFUFTat4Vh+dDjQNzntPEEIEJcn3XvO5ctKkSRMKCgpo3bo1f//73/nyyy85dOiQP2Or1fS6ls5WknNomu308TYXOyQhRE2hedhEraSYzBgaNEItLip3TC3IQx8Thz4mLgCRCSFqBMn3XvG5cnLTTTdx+PBh+vXrx88//8zo0aNp0qQJcXFxXHnllf6MsVbS0RyDcikAqpaNppWgaqdQtQPolUswKL0CHKEQIhAUtfJN1D6KohDa5TKU0DAA1LJS1LJS7CeyUHR6QrtdjqL3uRe1EKIWk3zvPZ+z5Y4dO1i/fj0dOnRw7Tt06BCbN28mPT3dH7HVaoqiYNKPBr4HQtA4BZgw6q7GpL8DRfFtxVEhRO1W2U1Jbla1lzGlCREDboTtu9BKS9BUB4b4BEK7XY6pdcdAhyeECBBPOV/yvWc+V066d+9OYaH7gO9GjRrRqFEjrr/++moHFgwUJQSAMMNL6A05KESiU2RApBB1mqo5N0/HRK1lSm0G23cRNfxejDod+th4aTERoq7zlPMl33vkc7eu8ePHM3XqVHJycvwWzAsvvED37t2JjIwkISGBG264gV27drmdo2kaU6dOJTk5mdDQUPr27cv27dvdzikrK+Phhx8mPj6e8PBwhg4dypEjR9zOycnJYeTIkVgsFiwWCyNHjiQ3N9dv3+VsihKBXmkqFRMhhOfxJnWsH3Kw5nsAQ2w9DPWSpGIihJB874NqjTn59ttvadGiBffeey9vv/02v/zyC2VlZT4H88MPP/Dggw+yfv16VqxYgd1uZ8CAARQV/TnI8KWXXuK1117jzTff5JdffiEpKYn+/ftTUFDgOmf8+PF8/vnnfPTRR6xZs4bCwkKuu+46HI4/Z8i6/fbbSU9PZ+nSpSxdupT09HRGjhzpc+xCCFEVMubESfK9EKIukHzvPZ8f6+zfv5/09HS2bNlCeno6L774IgcOHECv19OqVSt+++03r8tcunSp2/t58+aRkJDAxo0b6d27N5qmMWPGDJ588kmGDRsGwH/+8x8SExP54IMPuP/++8nLy2Pu3Lm8//77XH311QAsXLiQlJQUvv32WwYOHMjOnTtZunQp69evp0ePHgC88847pKWlsWvXLlq2bOnrZRFCiMpV9sSsDj1Jk3wvhKgTPOX8OpTvveVz5SQ1NZXU1FS38SUFBQWkp6f7VDGpSF5eHgCxsbGAs0KUmZnJgAEDXOeYzWb69OnD2rVruf/++9m4cSM2m83tnOTkZNq1a8fatWsZOHAg69atw2KxuG5UAD179sRisbB27doKb1ZlZWVurUL5+fkA2Gw2bDZbhfGf2e/puKg6uZb+IdfRd/66ZoqmoGgVL7/laX9dUNvz/ZnjZ/+/8I1cR/+Q61g9Fzrn1+V8fz5+7RAbGRnJFVdcwRVXXFHtsjRNY8KECVx++eW0a9cOgMzMTAASExPdzk1MTOTgwYOuc0wmEzExMeXOOfP5zMxMEhISyv3MhIQE1znneuGFF3jmmWfK7V++fDlhYWGVfpcVK1ZUelxUnVxL/5Dr6L3i4mL/FKSe3jwdq4OCKd+D/PvyF7mO/iHX0TcXPOf7mO9nzZrFyy+/TEZGBm3btmXGjBke/+7+7LPPmD17Nunp6ZSVldG2bVumTp3KwIEDXefMnz+fe+65p9xnS0pKCAkJ8S3IavKqcvLbb7/Rrl07dLqqDVXZvn07LVu2xGDwvg700EMP8dtvv7FmzZpyx85dhVfztDJvJedUdH5l5UyePJkJEya43ufn55OSksKAAQOIioqq8DM2m40VK1bQv39/jEZjpfGJysm19A+5jr478/S82qRbVznBkO9B/n35i1xH/5DrWD0XPOf7kO8XL17M+PHjmTVrFr169WLOnDkMHjyYHTt20KhRo3Lnr169mv79+/P8888THR3NvHnzGDJkCBs2bKBz586u86KiospNSBKoigl4WTnp3LkzmZmZ1KtXtVmn0tLSSE9Pp2nTpl4F9fDDD/PVV1+xevVqGjZs6NqflJQEOJ+E1a9f37U/KyvL9XQtKSkJq9VKTk6O29O0rKwsLrvsMtc5x48fL/dzs7Ozyz2lO8NsNmM2m8vtNxqN5/1HX5VzRNXItfQPuY7e89v1UhXn5ulYHRNs+d6b80Tl5Dr6h1xH31zwnH9637mVIE/5B+C1115j9OjR3HfffQDMmDGDZcuWMXv2bF544YVy58+YMcPt/fPPP8+XX37J119/7VY5URTFlXNrAq8qJ5qm8fTTT1epWRvAarV6FYymaTz88MN8/vnnrFq1iiZNmrgdb9KkCUlJSaxYscJ1Ua1WKz/88AMvvvgiAF27dsVoNLJixQqGDx8OQEZGBtu2beOll14CnJWmvLw8fv75Zy691LmK+4YNG8jLy3Pd0IQQ4oKoIy0nXbp0Oe85hw8fJi8vjxYtWnDzzTfz1Vdf0aBBA0DyvRAiSJyn5SQlJcVt95QpU5g6dWq5061WKxs3buSJJ55w2z9gwADWrl1bpVBUVaWgoMA1tu+MwsJCUlNTcTgcdOrUiX/+859ulZeLzavKSe/evcs1+1QmLS2N0NDQKp//4IMP8sEHH/Dll18SGRnp6g9ssVgIDQ1FURTGjx/P888/T4sWLWjRogXPP/88YWFh3H777a5zR48ezcSJE4mLiyM2NpZJkybRvn1712wurVu3ZtCgQYwZM4Y5c+YAMHbsWK677jqZuUUIcWFpeO5rHESVk/T0dCZOnEhERESFx//v//6PgoIC7rjjDuLi4njzzTc5cuQIsbGxku+FEMHDU84/ne8PHz7s1l3UU6vJiRMncDgcFY7D8zR+7lyvvvoqRUVFroc5AK1atWL+/Pm0b9+e/Px8Xn/9dXr16sWWLVto0aJFlcr1N68qJ6tWrbpAYTjNnj0bgL59+7rtnzdvHqNGjQLg8ccfp6SkhHHjxpGTk0OPHj1Yvnw5kZGRrvOnT5+OwWBg+PDhlJSUcNVVVzF//nz0er3rnEWLFvHII4+4ZnkZOnQob7755gX9fkIIgaY4N0/Hgshf//rXCgejA64ng/Pnz3ft69mzp+R7IURw8ZTzT++LioqqdCzbuXwZhwfw4YcfMnXqVL788ku3vNyzZ0969uzpet+rVy+6dOnCzJkzeeONN6oclz/VqOVrNe38jw0VRWHq1KkVNnmdERISwsyZM5k5c6bHc2JjY1m4cKEvYQohhM8UVUHxMLbE0/7aaP/+/ZWOTzw33x8+fJjk5GS3SoXkeyFEbecp53ub7+Pj49Hr9eVaSc4eh+fJ4sWLGT16NJ988omrVdkTnU5H9+7d2b17t1fx+ZPPK8QLIYTwgXqeLUikpqZW6WneGSkpKW4VEyGECAp+yvcmk4muXbuWmxp6xYoVlY6f+/DDDxk1ahQffPAB11577Xl/jqZppKenu01EcrHVqJYTIYQIenV0tq7S0lJ+++03srKyUFX3u/LQoUMDFJUQQlxg55mtyxsTJkxg5MiRdOvWjbS0NN5++20OHTrEAw88ADinQT969CgLFiwAnBWTu+66i9dff52ePXu6Wl1CQ0OxWCwAPPPMM/Ts2ZMWLVqQn5/PG2+8QXp6Ov/+9799/MLVJy0nQghRS61evZohQ4aQnJyMoih88cUXbscVRalwe/nll13n9O3bt9zxW2+91a2cnJwcRo4cicViwWKxMHLkSHJzc6sc59KlS2nUqBE9e/Zk6NCh3HDDDa7txhtvrM4lEEKIOmPEiBHMmDGDadOm0alTJ1avXs2SJUtITU0FnLMVHjp0yHX+nDlzsNvtPPjgg9SvX9+1Pfroo65zcnNzGTt2LK1bt2bAgAEcPXqU1atXu2Y3DASfW05GjRrFvffeS+/evf0ZjxBCBDc/tpwUFRXRsWNH7rnnHm666aZyxzMyMtze/+9//2P06NHlzh0zZgzTpk1zvT93lsXbb7+dI0eOsHTpUsA529XIkSP5+uuvqxTnQw89xC233MI//vGP8/aNFkKIoOLHlhOAcePGMW7cuAqPnT3BCFRtIqvp06czffp0n2K5UHyunBQUFDBgwABSUlK45557uPvuu13z0wshhKiYpipoHm5KnvZ7MnjwYAYPHuzx+LmLan355Zf069ev3MK4YWFhHhfg2rlzJ0uXLmX9+vX06NEDgHfeeYe0tDR27dpVpel4s7KymDBhglRMhBB1jqec722+r0t87tb16aefcvToUR566CE++eQTGjduzODBg/nvf/+LzWbzZ4xCCFGn5Ofnu21lZWXVLvP48eN88803jB49utyxRYsWER8fT9u2bZk0aRIFBQWuY+vWrcNisbgqJuCcetJisVR54a+bb775gk9FL4QQIjhUa0B8XFwcjz76KI8++iibN2/mvffeY+TIkURERHDnnXcybty4gC3gIoQQNVIVunVVdcVgb/znP/8hMjKSYcOGue2/4447XKuxb9u2jcmTJ7NlyxbXjDCZmZkVrlWSkJBQ5YW/3nzzTW655RZ+/PFH2rdvj9FodDv+yCOP+PithBCihvNzt666wC+zdWVkZLB8+XKWL1+OXq/nmmuuYfv27bRp04aXXnqJxx57zB8/Rgghar8qLMJY1RWDvfHee+9xxx13EBIS4rZ/zJgxrtft2rWjRYsWdOvWjU2bNtGlSxeg/KJfUPWFvwA++OADli1bRmhoKKtWrXL7nKIoUjkRQgSv8yzCKMrzuXJis9n46quvmDdvHsuXL6dDhw489thj3HHHHa7Vez/66CP+8pe/SOVECCHOqELLibcrBp/Pjz/+yK5du1i8ePF5z+3SpQtGo5Hdu3fTpUsXkpKSOH78eLnzsrOzqzyG5KmnnmLatGk88cQT6HQySaQQog6RlhOv+Vw5qV+/Pqqqctttt/Hzzz/TqVOncucMHDiQ6OjoaoQnhBBBSDv/Kf40d+5cunbtSseOHc977vbt27HZbK4FuNLS0sjLy+Pnn392TS25YcMG8vLyKl3462xWq5URI0ZIxUQIUTdd5Jxf2/lcOZk+fTq33HJLuS4CZ4uJiWH//v2+/oigoWkqmr0E9GYURW7OQtRpfpxKuLCwkD179rje79+/n/T0dGJjY2nUqBHgHFz/ySef8Oqrr5b7/N69e1m0aBHXXHMN8fHx7Nixg4kTJ9K5c2d69eoFQOvWrRk0aBBjxoxhzpw5gHMq4euuu65KM3UB3H333SxevJi///3vXn2/2sphtaPXFHQmWedYiDpPWk685nPm7NOnT4X9oDVN4/Dhw64bY12mWosA0H4YjubIBaMFLbk/XHI/Or0psMEJIQKjCmNOqurXX3+lX79+rvcTJkwAnJWBM/Pdf/TRR2iaxm233Vbu8yaTie+++47XX3+dwsJCUlJSuPbaa5kyZQp6vd513qJFi3jkkUcYMGAA4FzR/c0336xynA6Hg5deeolly5bRoUOHcgPiX3vttSqXVZMd/2E3AGtueg+dHaLaJtF8TBrR7ZIDHJkQImBkzInXfK6cNGnShIyMjHKzuJw6dYomTZrgcDiqHVxtpjrKYNPjwLVgzQWdBmVZsG8RFOxF6/6atKIIURf5seWkb9++aFrl/QXGjh3L2LFjKzyWkpLCDz/8cN6fExsby8KFC72K7Wxbt26lc+fOAGzbts3tWFUH1dd0R77cys5//wAPpqDaVbQylVMbDrJ5VxadXhpKTAdZB0yIOklaTrzmc+XE00wthYWFlXb1qjMOfw35u4BrwRgJlIESBvZiOPkLWtZPKIlXBDpKIcRFpmnOzdOxYLRy5cpAh3BBqXYH++atRy1zrvFlDNehmPRoqglbbgl73llH95k3BzhKIUQgeMr5wZrv/cHrysmZbgOKovD0008TFhbmOuZwONiwYUOFg+PrnOyfQHW2HmklJ9EoA5TT407skLkSpHIiRN2j6pybp2Oi1snZdISyk8XoIlQAVE6goKHojCimUPJ3ZGIrLsMYVv0poYUQtYynnC/53iOvKyebN28GnC0nW7duxWT6c+yEyWSiY8eOTJo0yX8R1la2IjTV+RTNWT1WTlefS9H0oKj2gIYnhAgMDc8TtwTTg7Rhw4Yxf/78Kk+JfMcddzB9+vQKF3ys6RxWO5pWhkIZAJqqA4eKprOCoqE5FLAH029XCFFVnnK+ZATPvK6cnGmev+eee3j99df9Ohd/MNHKHM7/8hTApgfN4XytUwEH6GMCG6AQIjBUpZKWk+Dpg/zll1+SnZ1dpXM1TePrr7/mn//8Z62snES1CUUfVoK1yNmlufREGIpVRWdUwaEReUkRhkhpNRGiTvKU84Mo3/ubz2NO5s2b5884go5W4AC7DozOeommKqBooFNQVANaSaAjFEIERB1pOtE0jUsuuSTQYVwUStQGIjtncnxlCwCiGmdjUG0UHI7BXhqCpefuoBn4L4TwkjSdeM2rysmECRP45z//SXh4uGvsiSfBMjWk7xyoVoOzclJicvXsQtHQjCo668lAByiECIQ6UjnxZRB8gwa1c0YrTVPRRdhJ7L6fDJrR8uYNGJUybMUmsn9vSFlOpMdJZIQQQU4qJ17zqnKyefNmbDab67UnkoCBiHg4dQTCAXSgKIACKmDVoSn6yj8vhAhKmqo4W1I9HAsWffr0CXQIF09BDwzFS0ketIUM9WrsNucDKXNsKSmX7yJzS1usJ4sxx4cHOlIhxEXmKecHU773N68qJ2c/CQv2qSGrzdIUtN9Ov9GclZMz88ZpOrDX7XVghKiz/LgIo6gZFCWOuOYn0RscYAXFpKJDxVZqxGiCuObH0RxFnH5aJYSoS2QRRq/5POYEoLS0lN9++42srCxUVXXtVxSFIUOGVDu42kwxx4PuzExmpysmig4MRud/kA5pzxOiLqorLSd1iTFKR1RDByWFEe53Vc2ItSCCsHoOTJE5QO0b7C+EqB5pOfGez5WTpUuXMnLkSE6eLD92QlGUOr9CPFGNwXj6KZk5ApQQnN267IABohoFMDghROBU0nKC3KxqI0VnxJwQg7Us29mP3BYDih21DAxhVkyxoSj60ECHKYQICE85X/K9Jz6vAPPQQw8xfPhwMjIyUFXVbavzFRNAl9AWJbqJ843eCCjOlpPQeAhLRJfcNaDxCSECRFUq30Stoyg6TA2uJizZOZZQU/VoDh1Gi5nIJhqG+LZgSglwlEKIgJB87zWfW06ysrKYMGECiYmJ/ownaCghUehaDYGtOWCMAb1yesV4HbqUHij1OwU6RCFEANSRybrclJSUoGkaYWFhABw8eJDPP/+cNm3aMGDAgABH5x9K7DXoC7bDUYhpAwa9Dr2uCEwN0MXfLhPFCFFHyWRd3vO55eTmm29m1apVfgwlCNV3to5oBafQTuxHy8+G6GbQ8U4UXbWG+wghailN1VW6BaPrr7+eBQsWAJCbm0uPHj149dVXuf7665k9e3aAo/MPxRBLUc4tAOSlF5P/Wz4n05thNYxDCWsV4OiEEIFS1/K9P/h8Zd58800+++wzRo0axauvvsobb7zhttV1qmrHvvyfzjdWK5pmRiu1ou5ejWP1jIDGJoQIIO08WxDatGkTV1xxBQD//e9/SUxM5ODBgyxYsCBo7hcnVm5l78srADj45aXs+6AX+9+PZueT31N84HiAoxNCBIyf8/2sWbNo0qQJISEhdO3alR9//NHjuZ999hn9+/enXr16REVFkZaWxrJly8qd9+mnn9KmTRvMZjNt2rTh888/9yqmoqIir79HZXyunHzwwQcsW7aMTz/9lJkzZzJ9+nTXNmPGDD+GWDupu5ZB1k7nG7MFTBEQGg06Hdr+NajHtgY0PiFEgKi6yrcgVFxcTGRkJADLly9n2LBh6HQ6evbsycGDBwMcXfWpdjtH5n+Ho8QKgCEiFENUKPrIUGynCjj8n+8DHKEQImD8mO8XL17M+PHjefLJJ9m8eTNXXHEFgwcP5tChQxWev3r1avr378+SJUvYuHEj/fr1Y8iQIW5rFa5bt44RI0YwcuRItmzZwsiRIxk+fDgbNmyoclyJiYnce++9rFmzxuvvVBGf74RPPfUU06ZNIy8vjwMHDrB//37Xtm/fPr8EV5up+9eBVsHEAMYwcNhw7JGblRB1UR1sOKF58+Z88cUXHD58mGXLlrnGmWRlZREVFRXg6Kqv4LeDWE8Vog8zue3XGXQoBh0FWw+i2u0Bik4IEUjny/f5+fluW1lZmceyXnvtNUaPHs19991H69atmTFjBikpKR67x86YMYPHH3+c7t2706JFC55//nlatGjB119/7XZO//79mTx5Mq1atWLy5MlcddVVXjU0fPjhh+Tl5XHVVVdxySWX8K9//Ytjx45V+fPn8rlyYrVaGTFiBDpdcD7pqza7h/+4lNPXy2G9eLEIIWqMM3Pee9qC0T/+8Q8mTZpE48aN6dGjB2lpaYCzFaVz584Bjq76HMVlzrWsKrgfKjodmkNFtasVfFIIEezOl+9TUlKwWCyu7YUXXqiwHKvVysaNG8tNIjJgwADWrl1bpVhUVaWgoIDY2FjXvnXr1pUrc+DAgVUuE2DIkCF8+umnHDt2jL/85S98+OGHpKamct111/HZZ59h9/LhjM81i7vvvpvFixf7+vGgp8Q1pcI5rB1WUHQo9S656DEJIWqAM6sFe9qC0M0338yhQ4f49ddfWbp0qWv/VVddxfTp0wMYmX9EtElBZzailro/dNJUDdVqx5wQjSHE5OHTQoigdp58f/jwYfLy8lzb5MmTKyzmxIkTOByOcrPkJiYmkpmZWaVQXn31VYqKihg+fLhrX2ZmZrXKPFtcXByPPfYYW7Zs4bXXXuPbb7/l5ptvJjk5mX/84x8UFxdXqRyfp4xyOBy89NJLLFu2jA4dOmA0Gt2Ov/baa74WHRT07W+EPacHKTmszmqgowxspRCZhO6SgQGNTwgRGJqmoHmohHjaHwySkpJISkpy23fppZcGKBr/MsVGEp3WkhM/bgc43VLiwFFUhs6oJ3FI9wBHKIQIFE85/8y+qKgor7q3njstuaZpVZqq/MMPP2Tq1Kl8+eWXJCQk+KXMc2VmZrJgwQLmzZvHoUOHuPnmmxk9ejTHjh3jX//6F+vXr2f58uXnLcfnysnWrVtdzfHbtm1zOybzuYMuKglD3wmQftRZObGVgqKH2CYYr/wbOlNIoEMUQgRCZYtvedmta/Xq1bz88sts3LiRjIwMPv/8c2644QbX8VGjRvGf//zH7TM9evRg/fr1rvdlZWVMmjSJDz/8kJKSEq666ipmzZpFw4YNXefk5OTwyCOP8NVXXwEwdOhQZs6cSXR0tMfYhg0bxvz584mKimLYsGGVfo/PPvvMi29dMzV95FrsDjvHAUdhKTq7iiE8hMQhl5J4nVROhKizPOV8L/N9fHw8er2+XItGVlbWedccXLx4MaNHj+aTTz7h6quvdjuWlJTkU5ln++yzz5g3bx7Lli2jTZs2PPjgg9x5551u94hOnTpVuRuvz5WTlStX+vrROkOX3BHSj6LvOxF96Sl00SmQ3EnG6QhRh/lzEcaioiI6duzIPffcw0033VThOYMGDWLevHmu9yaTe/ei8ePH8/XXX/PRRx8RFxfHxIkTue6669i4cSN6vXPF89tvv50jR464umSNHTuWkSNHug2qPJfFYnE9qLJYLF5+s9pHZzLRbMIN7FqyhJT7+mM0GYnt1RpDRGigQxNCBJC/FmE0mUx07dqVFStWcOONN7r2r1ixguuvv97j5z788EPuvfdePvzwQ6699tpyx9PS0lixYgWPPfaYa9/y5cu57LLLqhzbPffcw6233spPP/1E9+4VP4xp2rQpTz75ZJXKk5UALwJ9ak8M53R7E0LUUX5sORk8eDCDBw+u9Byz2VyuO9UZeXl5zJ07l/fff9/1NG3hwoWkpKTw7bffMnDgQHbu3MnSpUtZv349PXr0AOCdd94hLS2NXbt20bJlywrLPrtCdPbruiBhUJdyXZ2FEHWUn1pOACZMmMDIkSPp1q0baWlpvP322xw6dIgHHngAgMmTJ3P06FHXorcffvghd911F6+//jo9e/Z0tZCEhoa6Hho9+uij9O7dmxdffJHrr7+eL7/8km+//daraYEzMjIICwur9JzQ0FCmTJlSpfK8qpxMmDCBf/7zn4SHhzNhwoRKz63rY07O5ji+DyU/A/QGdPVboYuKD3RIQogA0TTn5ukYOKeWPJvZbMZsNvv081atWkVCQgLR0dH06dOH5557ztXfeOPGjdhsNreZWpKTk2nXrh1r165l4MCBrFu3DovF4qqYAPTs2ROLxcLatWs9Vk7Otn37dtq2bVvhsaVLlzJo0CCfvltNtWrJfkpKNBo0iqRD90SMRn2gQxJCBIinnO/pPlCZESNGcPLkSaZNm0ZGRgbt2rVjyZIlpKamAs5KwtlrnsyZMwe73c6DDz7Igw8+6Np/9913M3/+fAAuu+wyPvroI5566imefvppmjVrxuLFi91y/vlERkaSkZFRbizLyZMnSUhIwOGoYGmNSnhVOdm8eTM2m831WlROK3OumGlbORfNUYKmgRISjqHtlRja95exOULURZrOuXk6hnNqybNNmTKFqVOnev2jBg8ezC233EJqair79+/n6aef5sorr2Tjxo2YzWYyMzMxmUzExMS4fe7smVoyMzPL3XAAEhISqjybS7du3XjppZd4+OGHXfvKysqYOHEic+fOpaSkxOvvVhOtXuZcUHLOKxux20Cv19GyfRyPPN2TpAYRAY5OCBEQnnK+p/vAeYwbN45x48ZVeOxMheOMVatWVanMm2++mZtvvtmneMA5gL4iZWVl5boSV4VXlZOzx5nImJPzs23+BoiAkHAUc5yzmlyUg33LUnRR9dA3rv3z+wshvFOVlpPDhw+7zd7ia6vJiBEjXK/btWtHt27dSE1N5Ztvvql0kPq5M7VU9CDFm9lcFi1axNixY1myZAnz5s0jMzOT22+/HYCffvqpql+nRvt96wnen7WFG+83kNI0CjQ9JcU2tv6axex//cKU1/ui08kDKSHqGn+2nNQ0b7zxBuC8R7z77rtERPz5EMbhcLB69WpatWrldbk+jzn59ttvy434P2POnDncf//9vhYdFNSCE6hHdkDYpWglxThyj6MYTOiiE1DzM7HvXi+VEyHqIE3D42KLZ25W3k4tWVX169cnNTWV3bt3A85ZWqxWKzk5OW6tJ1lZWa7BkElJSRw/frxcWdnZ2VWezWXYsGH07NmTu+++m3bt2lFUVMQ999zDq6++SmhocAwYX7V0P4X5ZYABhQM4HCohIfWonxLBzt+y+X3rCdp0rBfoMIUQF5mnnB8MlZMz61RpmsZbb73lmkQFnAP4GzduzFtvveV1uT5PG3XttdcyceJErNY/F53Kzs5myJAhHheQqUu0wlNoxXkAOI7tRc0+giNjP7Y/NqJZrai5GR6bwYQQwUw5z3bhnDx5ksOHD1O/fn0AunbtitFoZMWKFa5zMjIy2LZtm6tykpaWRl5eHj///LPrnA0bNpCXl+fVbC4OhwOr1YrD4cDhcJCUlORzi1BNdGhPHkaTs5ub6tiL6tiDw76BkJDfKC21kXWsKMARCiECIzD5/mLYv38/+/fvp0+fPmzZssX1fv/+/ezatYtly5Z5NXblDJ8rJ6tXr+brr7+me/fubN++nW+++YZ27dpRWFjIli1bfC02aGh6I46cLOcbnR4MJtDrwWFDPXkMFL2MORGiDtJUpdLNG4WFhaSnp5Oeng44bxTp6ekcOnSIwsJCJk2axLp16zhw4ACrVq1iyJAhxMfHu6ahtFgsjB49mokTJ/Ldd9+xefNm7rzzTtq3b+9qGW/dujWDBg1izJgxrF+/nvXr1zNmzBiuu+66Kg2GB/joo4/o0KEDFouFP/74g2+++Ya3336bK664gn379nn1nWuqmLgdlJWemcjAdHqDstKT6JRMIi2yQrwQdZG/8n1NtnLlynJjF6vD525dPXr0YPPmzTzwwAN07doVVVV59tln+etf/yp/dAP2fb+j2U63jCga2B2gKM4KimpDLbYFNkAhRED4c4X4X3/9lX79+rnen5lF8e6772b27Nls3bqVBQsWkJubS/369enXrx+LFy8mMjLS9Znp06djMBgYPny4axHG+fPnuzXPL1q0iEceecQ1q9fQoUN58803qxzn6NGjeeWVV/jLX/4CQP/+/dm6dSv3338/nTp1Kjc7WW2jqna6X76WX9ZcAoCmamgODU0xkHEklJTGGbTtLFMLC1EXnW+F+NrqQs7gW611Tnbt2sUvv/xCw4YNOXbsGL///jvFxcWEh4dXp9igoGYfQrWfvhk5rKDZTq+4o6BpetRS76ZVE0IECT+uwti3b99Ku4cuW7bsvGWEhIQwc+ZMZs6c6fGc2NhYFi5c6F1wZ9m0aVO5VpaYmBg+/vhj3n//fZ/LrTmy6dJjH/0GhgBdObg7DIfdgcOhI6lhEfc8vAWDYS8gY06EqHP8tQpjDVPVGXx9abDwuXLyr3/9iylTpjB27Fhefvll9u7dy5133kmHDh1YuHAhaWlpvhYdHEyhYFcBUG0GVFQ4PShKc+jQG6WJX4i6yJ8tJ7VFZd2/Ro4ceREjuVAiwaZx023bWLf1Rq4ceJDCPIWURgX07HOIxNQyFCU20EEKIQIgWFtOLuQMvj6POXn99df54osvmDlzJiEhIbRt25aff/6ZYcOG0bdvX5/KXL16NUOGDCE5ORlFUfjiiy/cjo8aNQpFUdy2nj17up1TVlbGww8/THx8POHh4QwdOpQjR464nZOTk8PIkSOxWCxYLBZGjhxJbm6uTzF7ZApFO10t1uwGNJsJzW5Cc+gBBfTSxC9EnVRZ/+Mg6oN8riNHjjBr1iyeeOIJJkyYwIQJExg+fDhNmzat/TlfDSV/WyJ6k7NF/NY7d/HAI79xzQ17SWhUQPFBC5qtif9+nhCi9qgD+T4vL49Tp06V23/q1Cmfuu36XDnZunUrgwcPdttnNBp5+eWXWb58uU9lFhUV0bFjx0r7Mg8aNIiMjAzXtmTJErfj48eP5/PPP+ejjz5izZo1FBYWct1117mtTnn77beTnp7O0qVLWbp0Kenp6X5/eqflnURzXV4NNBU0FcX5DtVq9+vPE0LUFoGbrStQvvvuO1q2bMmsWbN49dVXWblyJfPmzWPJkiWoqlrrc37p8XwOz+uKNcc5x78+ohR9eAmGyFLsBSEcmtuDoj3Zfvt5QojaJPjz/a233spHH31Ubv/HH3/Mrbfe6nV5Pnfrio+P93isT58+PpU5ePDgchWec5nNZpKSkio8lpeXx9y5c3n//fddM80sXLiQlJQUvv32WwYOHMjOnTtZunQp69evd01v9s4775CWlsauXbuqPPvMeemNoDt9efUGZ+VEUdAMZrCWoTNKy4kQdVFd7NY1efJkJk6cyLRp04iMjOTTTz8lISGBO+64g0GDBlW6IGRtyPl6s5GyzFh2vzAIRkBZVhQOg5Xi3fXJ+LIdpYej0YVUa4inEKKWCtZuXWfbsGFDhYPe+/bty5NPPul1edXKlrm5ucydO5edO3eiKAqtW7dm9OjRWCyW6hRbqVWrVpGQkEB0dDR9+vThueeeIyEhAYCNGzdis9lcM8oAJCcn065dO9auXcvAgQNZt24dFovFbd7lnj17YrFYWLt2rccbVVlZGWVlZa73Z5qpbDaba0DQ2ZSW3bFvWw+APSIeNOdTPNVaCiiYmneu8HOiYmeulVyz6pHr6Dt/XbOqrBAfbHbu3MmHH34IgMFgoKSkhIiICKZNm8b111/vmsWrIoHI+V7n+ygTYZfEk7/POc5w94u3otg0NFXFnl9KaCML5kbR8u+uiiRP+Ydcx+q50Dk/mPJ9WVkZdnv5HkE2m42SkhKvy/O5cvLrr78ycOBAQkNDufTSS9E0jenTp/P888+zfPlyunTp4mvRHg0ePJhbbrmF1NRU9u/fz9NPP82VV17Jxo0bMZvNZGZmYjKZys21nJiYSGamc3GszMxM143tbAkJCa5zKvLCCy/wzDPPlNu/fPlywsLCKv5Qm+sA2NDsyvLHTtjgnO4J4vzOXixO+E6uo/eKi4v9Uk5dbDkJDw93/bGfnJzM3r17adu2LQAnTpzw+LlA5Xyf8v2gCMDZrSv3dveWnkLgf0v/5/F7iopJnvIPuY6+udA5P5jyfffu3Xn77bfLzfr41ltv0bVrV6/L87ly8thjjzF06FDeeecdDAZnMXa7nfvuu4/x48ezevVqX4v2aMSIEa7X7dq1o1u3bqSmpvLNN99U2i1A0zS3qcwqmtbs3HPONXnyZLd5nPPz80lJSWHAgAFERUVV+BlrSTHfrlxFj4M/oi8pQDGaMDTrSEjfYejDIiv8jKiYzWZjxYoV9O/fH6N0ifOZXEff+WstjsoW3wqmRbnO1rNnT3766SfatGnDtddey8SJE9m6dSufffZZuQHuZwtUzvcl3wNkbzrAL5k7iH7/GFhVQhvFkDK8C/FpzTx+RpQneco/5DpWz4XO+cGU75977jmuvvpqtmzZwlVXXQU4xxr+8ssvPo1Dr1bLydkVE3A21z/++ON069bN12K9Ur9+fVJTU9m9ezcASUlJWK1WcnJy3J6kZWVlcdlll7nOOX78eLmysrOzSUxM9PizzGYzZrO53H6j0VjJP3rnE7bY+57BYCtFCQlDMYdW9euJClR+vUVVyXX0nt+ul6Y4N0/HgtBrr71GYWEhAFOnTqWwsJDFixfTvHlzpk+fXuVyLlbO9y3fQ70ujWHJDrr9+3YMej2muHBZlLgaJE/5h1xH31zwnB9E+b5Xr16sW7eOl19+mY8//pjQ0FA6dOjA3LlzadGihdfl+Vw5iYqK4tChQ7Rq1cpt/+HDh91WH76QTp48yeHDh6lfvz4AXbt2xWg0smLFCoYPHw5ARkYG27Zt46WXXgIgLS2NvLw8fv75Zy699FLAOZAnLy/PdTPzN8VoQhcmC1MKIUDVFFQPNyVP+2u7pk2bul6HhYUxa9Ysn8qpLTnfFBsmfwwKIQDPOT/Y8n2nTp1YtGiRX8ryuXIyYsQIRo8ezSuvvMJll12GoiisWbOGv/71r9x2220+lVlYWMiePXtc7/fv3096ejqxsbHExsYydepUbrrpJurXr8+BAwf4+9//Tnx8PDfeeCMAFouF0aNHM3HiROLi4oiNjWXSpEm0b9/eNZNL69atGTRoEGPGjGHOnDkAjB07luuuu85/M3UJIYQndbDlxBPJ+UKIoBekLSf5+fmubq7n6wJXWXfYivhcOXnllVdQFIW77rrLNULfaDTyl7/8hX/9618+lfnrr7/Sr18/1/szfX7vvvtuZs+ezdatW1mwYAG5ubnUr1+ffv36sXjxYreWmunTp2MwGBg+fDglJSVcddVVzJ8/H71e7zpn0aJFPPLII64ZXoYOHVrpPPtCCOEv2ulljzwdq0sk5wshgp2nnF/b831MTAwZGRmu2RQrG9t39rpTVeFT5cRmszFw4EDmzJnDCy+8wN69e9E0jebNm3ueyaQK+vbti1bJb2vZsmXnLSMkJISZM2eWmzHgbLGxsSxcuNCnGIUQonoqW3yrdj9J85bkfCFE8POU82t3vv/++++JjY0FYOXKlX4t26fKidFoZNu2bSiKQlhYGO3bt/drUEIIEaxUVUH1MEuLp/1CCCFqJ085v7bn+zMLrtvtdlatWsW9995LSkqKX8rW+frBu+66i7lz5/olCCGEqDuU82zBxWaz0bRpU3bs2BHoUIQQIgCCO98bDAZeeeUVr7tuVVqmrx+0Wq28++67rFixgm7duhEe7j4bVUXL2AshRF1X1xZhNBqNlJWVyZS6Qog6qS4swnjVVVexatUqRo0a5ZfyfK6cbNu2zbUK/B9//OF2TG5C7hxFxViPZoGmYW5UH0OULMAoRF2lqZUMiPewv7Z7+OGHefHFF3n33Xfd1sYKVlrBLjS1AEwxENkCRdGf/0NCiKDkKecHU74fPHgwkydPZtu2bXTt2rVcg8XQoUO9Ks/nu4S/B78EozMDPTNmf4CWWwAa6CPDierZieir0lB0PveqE0LUWnVvQPyGDRv47rvvWL58Oe3bty934/rss88CFJl/aSVHnS9+fwW0YtCbIaI5WtPRKGENAxucECJA/DsgftasWbz88stkZGTQtm1bZsyYwRVXXFHhuRkZGUycOJGNGzeye/duHnnkEWbMmOF2zvz587nnnnvKfbakpISQkJAqxfSXv/wFqLjX1EWbretcZ/4IlxYTd0VbfgdALbNhqheHolNw5BeS+/06dGEhWHp1DXCEQoiLTVU9D4RUg+hJ2tmio6O56aabAh3GBaXZi2DPHKAnGCxgqgf2UsjbBrvfRGv7DxSD77NZCiFqJ08535d8v3jxYsaPH8+sWbPo1asXc+bMYfDgwezYsYNGjRqVO7+srIx69erx5JNPMn36dI/lRkVFsWvXLrd9Va2YAKh+vnlVq3Iyd+5cpk+fzu7duwFo0aIF48eP57777vNLcLWZpqoU/LwFGkZhyy/GdjgbRVEwREeg6BUK1qcTeWkHdLKKsBB1TN1rOZk3b16gQ7jwTv0KRQeBnjjUP9BZi1GUMBRzPErRfsjZCPUqfrophAhmlbecnLuAodlsxmw2V1jSa6+9xujRo11/Z8+YMYNly5Yxe/ZsXnjhhXLnN27cmNdffx2A9957z3OEikJSUlIVvkvFFixYwIgRI8rFbbVa+eijj7jrrru8Ks/nfkVPP/00jz76KEOGDOGTTz7hk08+YciQITz22GM89dRTvhYbNBxFJZQdOQ6APbcQNGeFxXr8FNaT+dhO5ODILQhwlEKIi+3MtJKeNm+sXr2aIUOGkJycjKIofPHFF65jNpuNv/3tb65uVMnJydx1110cO3bMrYy+ffuiKIrbduutt7qdk5OTw8iRI7FYLFgsFkaOHElubq7X3z07O5s1a9bw008/kZ2d7fXna7Ti/ajq8dNvrABoah6qug/NkQPFRwMXmxAiYM6X71NSUly51WKxVFjJAOcf+hs3bnQtJnvGgAEDWLt2bbViLCwsJDU1lYYNG3LdddexefNmrz5/zz33kJeXV25/QUFBhV3GzsfnlpPZs2fzzjvvcNttt7n2DR06lA4dOvDwww/z7LPP+lp0UFD0OmynKx+6UBNasRW11IamalBW5KwvG2SQpBB1jqY4N0/HvFBUVETHjh255557ynWbKi4uZtOmTTz99NN07NiRnJwcxo8fz9ChQ/n111/dzh0zZgzTpk1zvQ8NDXU7fvvtt3PkyBGWLl0KwNixYxk5ciRff/11leN8+OGHWbBggav5X6/Xc9dddzFz5sxqLd5bU6jqEdBKnG8UA5q+CI0y0BygFaMoJ5GML0Qd5Cnnn953+PBhoqKiXLs9tZqcOHECh8NBYmKi2/7ExEQyMzN9Dq9Vq1bMnz+f9u3bk5+fz+uvv06vXr3YsmULLVq0qFIZZ1aCP9eRI0ewWCxex+Rz5cThcNCtW7dy+7t27Yrdbve12KBhO5mPpji7bDmKrChFZc4DCiiaijW3jBPLN5M0vI+M1RGiDvHnVMKDBw9m8ODBFR6zWCysWLHCbd/MmTO59NJLOXTokFv/5LCwMI9N+jt37mTp0qWsX7+eHj16APDOO++QlpbGrl27aNmy5XnjnDBhAj/88ANff/01vXr1AmDNmjU88sgjTJw4kdmzZ1fp+9ZkjrASOD3JiarLQ1OKAR2KVUEz2iiLXEaoNgSdUr5fuBAieJ1vKuGoqCi3ysn5nPs3o6eKQVX17NmTnj17ut736tWLLl26MHPmTN54441KP9u5c2dXi/tVV13lNhujw+Fg//79DBo0yOuYfK6c3HnnncyePbvcyPy3336bO+64w9dig4bmUFHCIpxvrKUoiuasmKChYsShhJK77ncs3VoS1qx+YIMVQlw0mubcPB0D7/ogeyMvLw9FUYiOjnbbv2jRIhYuXEhiYiKDBw9mypQpREY6pzxft24dFovFVTEB583MYrGwdu3aKlVOPv30U/773//St29f175rrrmG0NBQhg8fHhSVE0JCccREQg7oShwoBj2KqoGiw5oIjrBcrI4vCDE8EuhIhRAXkaec7+k+4El8fDx6vb5cK0lWVla51pTq0Ol0dO/e3TWevDI33HADAOnp6QwcOJCIiAjXMZPJROPGjX2aDKXaA+KXL1/uqnGtX7+ew4cPc9dddzFhwgTXeXVxQUZzUhzG2GgA7FooRp0NRQGHYsRh1WGItaBabRTtOiyVEyHqkkpaTs4086ekpLjtnjJlClOnTq3Wjy0tLeWJJ57g9ttvd3tKd8cdd9CkSROSkpLYtm0bkydPZsuWLa5Wl8zMTBISEsqVl5CQUOWuBMXFxRXePBMSEiguLvbxG9UsOlM71PhfYB+oMXo0m4pq1mGPATUKdEoCdu0XNK0IRQk/f4FCiODgKed72VJuMpno2rUrK1as4MYbb3TtX7FiBddff311o/wzLE0jPT2d9u3bn/fcKVOmAM6B9yNGjPBqhq/K+GURxr179wJQr1496tWrx7Zt21zn1dUuS7oQE9GXd4ScQzhsevQhoc7as9WGYjRgTojBerIQ1SZd4ISoS6rSrauqfZCrymazceutt6KqKrNmzXI7NmbMGNfrdu3a0aJFC7p168amTZtcOb6iPO5NV4K0tDSmTJnCggULXDevkpISnnnmGdLS0nz9WjWK3twbxbgMgLJGelSDHrCBZkfR1wfCATsatiCdk00IURF/rhA/YcIERo4cSbdu3UhLS+Ptt9/m0KFDPPDAAwBMnjyZo0ePsmDBAtdn0tPTAeeg9+zsbNLT0zGZTLRp0waAZ555hp49e9KiRQvy8/N54403SE9P59///neV47r77rsB56D9rKysclMLVzTNcWVkEcYLyNKzLfzvEIpBj6PMjk6noI8Iw1w/DsVoRNErhKaUfyIphAhemqqgeZiV68x+b/sgV8ZmszF8+HD279/P999/f95yu3TpgtFoZPfu3XTp0oWkpCSOHz9e7rzs7OwqdyV4/fXXGTRoEA0bNqRjx44oikJ6ejohISEsW7bMp+9V0yj6WAxhE4HtoFgBDTCiGOqj6BuhchC90h4F7weHCiFqL08539N9oDIjRozg5MmTTJs2jYyMDNq1a8eSJUtITU0FnIsuHjp0yO0znTt3dr3euHEjH3zwAampqRw4cACA3Nxcxo4dS2ZmJhaLhc6dO7N69WouvfTSKse1e/du7r333nKzhp15iBWQRRhFxc48VbRc2pqS7YcwRodjiI5ALSmjLPMUYS0aENEuNcBRCiEurou3zsmZisnu3btZuXIlcXFx5/3M9u3bsdls1K/v7G6alpZGXl4eP//8s+tmtWHDBvLy8rjsssuqFEe7du3YvXs3Cxcu5Pfff0fTNG699VbuuOOOcjOD1WZ6YyqwHUWfAkYrCokoigGNIyiEYNINqbO9CYSou/y7Qvy4ceMYN25chcfmz59fbp92nsEt06dPr3SBxqoYNWoUBoOB//u//6N+/frVznNSObkICnZn4cguxJpdgMESijkxGku3S0i8sRc6kyzCKERdomqe1zNRvWzmLywsZM+ePa73+/fvJz09ndjYWJKTk7n55pvZtGkT//d//4fD4XCNEYmNjcVkMrF3714WLVrENddcQ3x8PDt27GDixIl07tzZNatW69atGTRoEGPGjGHOnDmAcyrh6667rkqD4c8IDQ1160IWjKzZOQCcXJBAZLffMSTmY6wXg97QEJP+Zgy6nucpQQgRbDzlfG/zfU2Wnp7Oxo0badWqlV/Kk8rJBbTnlS+hjZHi/VnobCpoGtbiQkzJiTQc7f3UakKIYOC/lpNff/2Vfv36ud6fmYjk7rvvZurUqXz11VcAdOrUye1zK1eupG/fvphMJr777jtef/11CgsLSUlJ4dprr2XKlCno9X+uyrFo0SIeeeQR1+JfQ4cO5c0336w0tq+++orBgwdjNBpdcXgSERFBq1atSE5OrvJ3r2mKdh1g33Pvwk3dKfo+ktJVHTDUL0QXGkKDsX/F2KRxoEMUQgSEf1tOaqI2bdpw4sQJv5UnlZMLJGfDH5z6cQe06QhGPTqdHk3T0GwOcjfuI/v7rdS78vwzIQghgos/1znp27dvpU3252vOT0lJ4Ycffjjvz4mNjWXhwoVexXbDDTe4Zvo6M91kZfR6PS+99BKPPfaYVz+npjg84wPUEud6VorJCHYdtiNmsDs4+sZ/uWT6pABHKIQIBH8OiK+pXnzxRR5//HGef/552rdvj9Ho3ivI2zGUUjm5QDI+XQenZyvQ6XTgUFEUBc2gA6uD41/9LJUTIeogf1ZOarKzZ2s5d+aWc1mtVj744AMmT55cKysnJYcysWWdAoPObb+i16GpKmWHjmM9mYspLjowAQohAqYuVE6uvvpqAK666iq3/TIgvoax5/85d7+maa4nmDqdDlVxYM8vCVRoQogAqspsXXWNyWTipptu4rfffgt0KD6xZmQ7V1TT6cofVBTQVKzHc6RyIkQd5M/Zumoqf8/gW63KiU6no3Xr1mzfvt21r3Xr1vzxxx9e15KCjSkxBg46p990WDW0MhUUBUWnomhgTpDpJIWoi6qyQnyw2rFjB4cOHcJqtbrtHzp0KJGRkbV2wd7QZg2dFZMz9z2HDewOUHSgqigGA+aGMm28EHWRv1aIr8n69Onj1/KqVTl57733iI6Odtv3wgsvkJeXV51ig0KDO6/gxM9/ON+oqnPck6ai2UHTKdS/rVdA4xNCBIaqKR5naQmm2VvOtm/fPm688Ua2bt3q7N56+q58ZrrJ2v4wyxQfg7lhAiVHnQ+kNNW5gQM0CGlcH2OUrAovRF3kKecHW77/8ccfmTNnDvv27eOTTz6hQYMGvP/++zRp0oTLL7/cq7IqaIOuulGjRpUb6HjDDTe4Voqsy3RGM/roGOcbRTt9p9JAUdBFRqPZq3XphRC11Jn+x562YPToo4/SpEkTjh8/TlhYGNu3b2f16tV069aNVatWBTo8v4hol4piPJ3Xz3pUqph0hDRJPO/kBEKI4FQX8v2nn37KwIEDCQ0NZdOmTZSVOScHKSgo4Pnnn/e6PPkL+QIp+D0DfXgYAMa4WPRRURjqxRHZrRWG6EgKdmYEOEIhRCDUxcrJunXrmDZtGvXq1UOn06HT6bj88st54YUXeOSRRwIdXrU5ioqxHs0ivE1jAPQx4RhiIwlr0ZDIDs2xHz+JPTc/sEEKIQKiLuT7Z599lrfeeot33nnHbaauyy67jE2bNnldnk+Vk5KSEtasWcOOHTvKHSstLWXBggW+FBtcznpKFt6yEVGdmhPZOhVDWIjzsCpP0YSoi84MjvS0BSOHw0FERAQA8fHxHDt2DIDU1FR27doVyND8Q3XvphbZtimRHZphTo4HnQJornOEEHVLXcj3u3btonfv3uX2R0VFkZub63V5XldO/vjjD1q3bk3v3r1p3749ffv2JSPjz1aAvLw87rnnHq8DCTbhTRPQmcoP6VGtdhSdQkRzGRwpRN2knGcLPu3atXPNxNWjRw9eeuklfvrpJ6ZNm0bTpk0DHF316SLCMDdMwlFYXO6YI68QU2I8hmjv5vkXQgSL4M/39evXZ8+ePeX2r1mzxqcc73Xl5G9/+xvt27cnKyuLXbt2ERUVRa9evTh06JDXPzyYRbRIJKpDQwCsJwtwlFix5hRRcjSHiEuSiO6SGuAIhRCBoGp/DpAsvwU6ugvjqaeecq118uyzz3Lw4EGuuOIKlixZwhtvvBHg6KpPURQsvbuhCzUD4CgpxVFcijUjG53ZhKVPdxS99KIWoi7ynPMDHZn/3H///Tz66KNs2LABRVE4duwYixYtYtKkSYwbN87r8ryerWvt2rV8++23xMfHEx8fz1dffcWDDz7IFVdcwcqVKwkPlxlJABSdQqM7erLz+2/Rm43Y8kvQmQzUu7I1ydd3Rh9iPH8hQoigU1cWYTzbwIEDXa+bNm3Kjh07OHXqFDExMa6uULVdWIvG1LtpIOzZgVZqRXWomFOSiO5zKeFtWwQ6PCFEgNSFRRgff/xx8vLy6NevH6WlpfTu3Ruz2cykSZN46KGHvC7P68pJSUkJBoP7x/7973+j0+no06cPH3zwgddBBCt9iAmAlk8NgQIrhkgzRktYgKMSQgRSXaycVCQ2NjbQIfhd6CWNYc8Oku4fgVGvxxgXIy0mQtRxdaFyAvDcc8/x5JNPsmPHDlRVpU2bNq6xht7yunLSqlUrfv31V1q3bu22f+bMmWiaxtChQ30KJJgZwkwYLdKiJIQAXGtgVHwsGJWWljJz5kxWrlxJVlaWq4vXGb7M5lKTmeJj3GasEULUYZ5yfhDl+7y8PBwOB7GxsXTr1s21/9SpUxgMBqKivBtz53Xl5MYbb+TDDz9k5MiR5Y69+eabqKrKW2+95W2xQghRJ9TFRRjvvfdeVqxYwc0338yll14aNF25hBDifOrCIoy33norQ4YMKTe+5OOPP+arr75iyZIlXpXndeVk8uTJTJ482ePxWbNmMWvWLG+LrRM0h4qmgc4gzfxC1FV1sVvXN998w5IlS+jVq1egQ7loNE0DzQ6KQSpjQtRhdaFb14YNG3jttdfK7e/bty9PPvmk1+V5XTkR3is5Xsj+ZQfI3nAUzaES3S6BlMHNsbSKD3RoQoiLrrIpJIPnZnW2Bg0aEBkZGegwLhot80e0rNVQmg0mCyT1huQrUfSmQIcmhLjoPOX84Mn3ZWVl2O32cvttNhslJSVelyeP8C+Cra+s49CXu7AX21DtKpmrDvDbiz9xaktmoEMTQlxkqqagqh62IHqSdrZXX32Vv/3tbxw8eDDQoVxQ2unFd7Xd70PBPmdH86JjaLvfR9s1F01zBDhCIcTF5jHnB1G+7969O2+//Xa5/W+99RZdu3b1ujxpObkIig7nY2ka7Zq1xRwXSsH+XPZ/vIOY9okouuD5D1QIUTnt9ObpWDDq1q0bpaWlNG3alLCwsHKDxU+dOhWgyPys6PR6X4YICD3dUmSOAVshZK2HxF4Q1yFw8QkhLjpPOT+Y8v1zzz3H1VdfzZYtW7jqqqsA+O677/jll19Yvny51+VJ5eQCUm3Op2SmKLPbdJKKohCaEE7B/lyKjuQT0cgSqBCFEBeZpipoqocxJx7213a33XYbR48e5fnnnycxMTF4x2Dk7nT+v8mC21Q8xggoyYacbVI5EaKO8ZTzgynf9+rVi3Xr1vHyyy/z8ccfExoaSocOHZg7dy4tWni/zpNUTi6gM038Fc1zr+gVNFVDtQXRXHJCiPOqiwPi165dy7p16+jYsWOgQ7mwzkyRXFHlSwFNtQdRL3MhRFXUhQHxAJ06dWLRokV+KataY05+/PFH7rzzTtLS0jh69CgA77//PmvWrPFLcLWd3uSs+1nzSl0VlTPKTpUQEh9GeMO6M0hUCPHntJKeNm+sXr2aIUOGkJycjKIofPHFF27HNU1j6tSpJCcnExoaSt++fdm+fbvbOWVlZTz88MPEx8cTHh7O0KFDOXLkiNs5OTk5jBw5EovFgsViYeTIkeTm5lY5zlatWvk0KLLWiUh1/r/9nO/qsAI6lKimFz0kIURg+SvfnzFr1iyaNGlCSEgIXbt25ccff/R4bkZGBrfffjstW7ZEp9Mxfvz4Cs/79NNPadOmDWazmTZt2vD55597FdOSJUtYtmxZuf3Lli3jf//7n1dlQTUqJ59++ikDBw4kNDSUzZs3U1ZWBkBBQQHPP/+8r8UGJVOkmcIDedgKrJTmlFFwMB9UaDTkEvRmabwSoi7RtMo3bxQVFdGxY0fefPPNCo+/9NJLvPbaa7z55pv88ssvJCUl0b9/fwoKClznjB8/ns8//5yPPvqINWvWUFhYyHXXXYfD8efg7dtvv5309HSWLl3K0qVLSU9Pr3CtK0/+9a9/MXHiRFatWsXJkyfJz89324JGdEvn/5dmQlkO2IqcM3YVHgZLC4j3fmCoEKJ281e+B1i8eDHjx4/nySefZPPmzVxxxRUMHjyYQ4cOVXh+WVkZ9erV48knn/TYcr1u3TpGjBjByJEj2bJlCyNHjmT48OFs2LChynE98cQTbveMMzRN44knnqhyOWf4/Jfxs88+y1tvvcVdd93FRx995Np/2WWXMW3aNF+LDUqXjO3C9hnpHNmQg8Oqojfrqd+rPtEdkgIdmhDiIvNnt67BgwczePBgD2VpzJgxgyeffJJhw4YB8J///IfExEQ++OAD7r//fvLy8pg7dy7vv/8+V199NQALFy4kJSWFb7/9loEDB7Jz506WLl3K+vXr6dGjBwDvvPMOaWlp7Nq1i5YtW543zkGDBgG4BkqeHaOiKBXe1GojRXf6lhrXBY5/D9Z8QIGwJEjoAfqQgMYnhLj4ztet69wHNGazGbPZXGFZr732GqNHj+a+++4DYMaMGSxbtozZs2fzwgsvlDu/cePGvP766wC89957FZY5Y8YM+vfv71rDcPLkyfzwww/MmDGDDz/8sErfcffu3bRp06bc/latWrFnz54qlXE2n1tOdu3aRe/evcvtj4qK8qq5vy7I3V9ISR6E1IsgulUckc1iOLUrn1+f/YXSk6WBDk8IcRGpWuUbUK5l4UzLtDf2799PZmYmAwYMcO0zm8306dOHtWvXArBx40ZsNpvbOcnJybRr1851zrp167BYLK6KCUDPnj2xWCyuc85n5cqVrFy5ku+//95tO7Mv6BQfB30oRDaB6FagM8G+jyFjZaAjE0JcZOfL9ykpKa4usxaLpcJKBoDVamXjxo1u+RpgwIABVc7FFVm3bl25MgcOHOhVmRaLhX379pXbv2fPHsLDw72OyeeWk/r167Nnzx4aN27stn/NmjU0bSr9as+2a8EfOAodhNYLJSQ+BL1BR2hcKLl/5HJk5RGa39w80CEKIS6SqszWlZKS4rZ/ypQpTJ061aufk5npXEcpMTHRbX9iYqJrvZHMzExMJhMxMTHlzjnz+czMTBISEsqVn5CQ4DrnfPr06eNV7LWVevqvjaJjB7CSSERMKGHhRiAOio+hHfoGEtJQDKGBDVQIcdGcb7auw4cPExUV5drvqdXkxIkTOByOCnN6VXNxRTIzM6td5tChQ11dhJs1awY4KyYTJ05k6NChXsfkc8vJ/fffz6OPPsqGDRtQFIVjx46xaNEiJk2axLhx43wtNqhkp58AIG9/HoXHSzi5PYesX7Mpyy1DZ9ChM+nI+vl4gKMUQlxMGkqlGzhvVnl5ea7tTHO7L86dtvdMV6pKYzznnIrOr0o5FWnfvj2HDx/2+nM1XWmRjY+e/Q2ArGMqR3fnsfuXbA7vzENTAXO8c/xJwYGAximEuLjOl++joqLcNk+VkzN8yennU90yX375ZcLDw2nVqhVNmjShSZMmtG7dmri4OF5++WWv4/G55eTxxx8nLy+Pfv36UVpaSu/evTGbzUyaNImHHnrI12KDRsmJUrbM3AY3gcMB9iIVFIWy4jIctlPU75mAIpNKClHnaOqfM85WdAz+vFlVR1KSc0xbZmYm9evXd+3PyspyPSVLSkrCarWSk5Pj1nqSlZXFZZdd5jrn+PHyD1Gys7PLPW2rigMHDmCz2bz+XE23/L097Fq/lx7dQkhMzUZnsGMtNZGTZSH7iJ6EBqZAhyiECABPOV/zciWJ+Ph49Hp9uRaNs3O6L5KSkqpd5pluvt9++y3p6emudU4qGv5RFdWaSvi5557jxIkT/Pzzz6xfv57s7Gz++c9/+lxebZkWsyqOrckg6w/njDj2Mg3NoaLaNexWKDxhI/9AEQ6rg4Tu5btLCCGCl3aezV+aNGlCUlISK1ascO2zWq388MMPropH165dMRqNbudkZGSwbds21zlpaWnk5eXx888/u87ZsGEDeXl5rnN8FSw5vzjfypbv9zJolHPKTAM2NNVOSFgxiY0ysJUcRCs9CSHxENnYbz9XCFHz+Svfm0wmunbt6pavAVasWFGtXJyWllauzOXLl1epzGuuuYa8vDzA2fry888/M2bMGB566CF69+7NyZMnKxwofz4+V07uuecevvvuO0JDQ+nWrRuXXnopERERvhYH1J5pMasi/1AhJw9ZAbA69OjQ0OFA0VQ0h0regXwsLaJpcGVDrIU2HNbgmK1GCFG5MzO3eNq8UVhYSHp6Ounp6YBzEHx6ejqHDh1CURTGjx/P888/z+eff862bdsYNWoUYWFh3H777YDzadfo0aOZOHEi3333HZs3b+bOO++kffv2rtm7WrduzaBBgxgzZgzr169n/fr1jBkzhuuuu65KM3Wd64orriA01DnmIlhyfm5WKQ2a/kpykwMAlGoGjHYVRxkoqkZM5HFURxlKyrWoDhPWQlu5ta+EEMHJX/keYMKECbz77ru899577Ny5k8cee4xDhw7xwAMPAM6Ztu666y63z5y5RxQWFpKdnU16ejo7duxwHX/00UdZvnw5L774Ir///jsvvvgi3377rcc1Uc62bNkytwlbXnzxRU6dOuV6b7fb2bVrl9ff0+duXSdPnuTaa68lLi6OW2+9lZEjR9KpUydfiwNqz7SYVXFiZz6OMmebnV1nBE2HUbGjKBpoYNMZSb6yEWuf2UL+gUL0Zh0p/erTcngTwuJlukkhglVl89t7+/fqr7/+Sr9+/VzvJ0yYAMDdd9/N/PnzefzxxykpKWHcuHHk5OTQo0cPli9fTmTkn4u/Tp8+HYPBwPDhwykpKeGqq65i/vz56PV61zmLFi3ikUcecc3oMnToUI8VivNZsmSJ63Ww5PwwC6S22YnD4fxjI1MfSbyqEaZZUa0KhGuUxl7GH/9N5MiPq1BtGjHNo2gxLJUGvXzvjiGEqPk85Xxfnk+MGDGCkydPMm3aNDIyMmjXrh1LliwhNdW5AGxGRka5NU86d+7ser1x40Y++OADUlNTOXDgAOBcAuSjjz7iqaee4umnn6ZZs2YsXrzYbYZGz99Nq/S9r3yunHz11Vfk5uby8ccf88EHHzBjxgxatmzJnXfeye23315uFq/qOt+0mPfff/95p8UcOHDgeafF9HSjKisrc6sdnpmX2mazVdh/uqTMji7UeaPaMvAHrMYyjKVmOi69AocdIkPMpM/dhepQMVvMWK02dn6yh6wdJ+j1jy6YY6R/8tnOXONg7Kt+Mcl19J2/rlllKwN7u2Jw3759K70ZKIrC1KlTK53pKyQkhJkzZzJz5kyP58TGxrJw4UKvYvvqq68YPHgwRqORr776qtJzK5rNJZA539t8b47aTWzDUqxW54OlRdk2Sh0mQhUz14eHkFDPyu//TiJ3335CLGZ0ZoXMrVmc2H2KTn9pTerVyZVen7pG8pR/yHWsngud831dIX7cuHEeJ56aP39+uX1VqTDcfPPN3HzzzT7FcyFUa3ny6Ohoxo4dy9ixYzly5Agffvgh7733Hv/4xz+w2+3+ihEI/LSYL7zwAs8880y5/cuXLycsLKz8B66H5tc79xsvteFQyzDpdDS94ez5nq2n/9+ODjACpZziu3Xfeoyjrju3X6TwjVxH7xUXF/ulHH+2nNRkN9xwgyvf3nDDDR7P87QIYyBzvtf5HoB7Xa9O2VMoVUsI0YVyPGwIx3OAIRCOCpQA4OzY5mC7NZ3tS9I9lFm3SZ7yD7mOvrnQOT8Y8r2iKOVm9aruzGFQzcrJGTabjV9//ZUNGzZw4MCBas0acD6BmhZz8uTJri4T4HySlpKSwoABAyqcVWf7gt38+vYf1Pu7QtEWFWuIhqNEZc+XVvQ6lej6Zuq1j0FncP+Z+YcKiWsdTZ8Xu1f6neoam83GihUr6N+/P0ajMdDh1FpyHX137iq+vqorlRP1rOlpVE/Tk1VBIHK+t/le1Y5TUvY3bDknWLt5HFEh+9DZNKLDVPp2e5Yfn7qN0hNtiGjgXrGxl6kUZxbT659dSOgYV+l3qkskT/mHXMfqudA5PxjyvaZpjBo1yjX9cWlpKQ888IBr4UVfFhCGalZOVq5cyQcffMCnn36Kw+Fg2LBhfP3111x55ZXVKbZCgZ4W02w2Vzj3tNForPAffdOrG3FgxTGgCJ1OB5oCqoJBUUjpGk/pyVJ0qg7Ffk6N065DK0USiQeerrfwjlxH7/nreqmnN0/HhFMgc763+R4aoimXo0U7Z+sKCXNgszowmjUMkXFguwTFoUOxu89Bo1NBKwU9Bvn3WAHJU/4h19E3FzrnB0O+v/vuu93e33nnneXOOXeAflX4XDlp2LAhJ0+eZODAgcyZM4chQ4YQEnLhBnKfPS3mmcE9Z6bFfPHFFwH3aTGHDx8O/Dkt5ksvvQS4T4t56aWXAv6bFvNsUakRXPrX9vxyZD2mMB0ORSHEoOfSB5rR6tZmrJywgeLsUsIT/1wpWHVo2EvsJHWP91scQoia5ezFtyo6Fqx+/vlnVq1aRVZWVrmWlNdee63c+bUt55sNo7CfbgnXDEZw6MEQjjliKsk9Q9m1eD+aqqHo/vwdl2SXEhofQkyL6q1pI4SouTzl/GDI9/Pmzbsg5fpcOfnHP/7BLbfcUq6vb3UUFhayZ88e1/sz02LGxsbSqFEj17SYLVq0oEWLFjz//PMep8WMi4sjNjaWSZMmeZwWc86cOQCMHTvW52kxK1OvQywcgXrtYygoMxATGU3acOdNttmQRuxYuBfVphISY8ZhdVCcVUpUaiRNBjb0axxCiJpDBVQPzfnB8CStIs8//zxPPfUULVu2JDEx0dWdyuFwUFpaWm4q5NqY8xUlFLNxNLAEna4VOl0pel0SBl1Xml1XwNEfj5PzRz7hSaHojAqlp6w4rA7ajGyG2SIToAgRrDzl/GDN9/7gc+Vk7Nix/owDqJ3TYlaF2WLCWmbEEPrn5W43qgXGcAN7vz5M6ckydEYdDXsn0mH0JUQkexpweWE4bCqKDnT6aq3JKYSogroy5uRsr7/+Ou+99x6jRo1y279q1Sr69evnahkJlpyvU2JQlHxQnDnV0jiSy6Z0Ztv8PzixLRfVoRGWEEKLG1JpfkOjCxZHRTRNA4cN9Ea/DFwVQlQumMecXCheVU4mTJjAP//5T8LDw90GC1akomb686nJ02L6m96oo83tzWhxQyqFx4oxhhkIrx96UW8W2Tvy2P7JIY5uOAk6hdQr6tF2eCNimlRvMU0hhGd1ccyJTqejV69e5fbXpZwf1yaa3i92p/BoMY4yBxENwjGE6M//QT/R7GWoe37EsX8dlBZCZD30TXuha9IDRZEHU0JcKME85uRC8apysnnzZte8z5s3b/Z4njyNqTpjmIGY5he/v3HG5hy+f3ILhcdLCY01oWka2xYf4siGkwx4qROxzSPPX4gQwmva6c3TsWD02GOP8e9//5sZM2YEOpSAUhSFyIbh5z/RzzSHHfuGBaiHNoLeBEYznNyP/eR+9IVZGDpcf9FjEqKu8JTzgzXf+4NXlZOVK1dW+FqcnwaU5dvY9/1xQmNNJLa3BKwblaZpbH5vL0XZpcS3jnRVJiMSQzjxewG/fXCAvv9oH5DYhAh2dbHlZNKkSVx77bU0a9aMNm3alJsF57PPPgtQZBeOhgNNy8GubkCnXIJO8d/4TG+px7ahHk6HiHgU4+lJWEKj0YpzcOz+AV3qpegs9SstQwjhG2k58Z7PY04OHTpESkpKha0khw4dolGji9uPtiazlTo4tacALbuUL7/5BUOInuTOMfSZ3Ib4lhe/1aTgWAlZO/KISApxXwtApxAaZ+LIuhNYi+yYwv2yDI4Q4hx17YnZww8/zMqVK+nXrx9xcXFB37quahk41MM4tDKK7ZNRiMekvwWT7qaAdKFSj+8E1fFnxeSM0GjIPYJ2/HeQyokQF0xdy/nV5fNfn02aNCEjI6PcyrsnT56kSZMmFa74W1dl78ijKK8MQ5GOkpNW0OD3I8XkHCji9s8uJyy2/Hz6F5JqU8GB25SWZ+gMCqpdQ7VLnV6IC6EuDohfsGABn376Kddee22gQ7koVG0/UIqGhkYxGicpdbyKgh6TftjFD8huo9JZS6uxSKYQonIyIN57Pj/C8bS6bmFh4QVd76Q2Kj5RhqpqKAqYIg0YIwzodAoZm3PYOHffRY8nskEYUY3CKD7hvnKnpmkUnyijXhsL5ihZsEmIC0E9zxaMYmNjadasWaDDuOA0zflQTqP09B49EAGEAPmUOuagadaLHpeuXlNAQXPY3Q/YikFvQomVng5CXCh1Ld/7g9ctJ2dm6VIUhaeffpqwsD+nvXU4HGzYsIFOnTr5LcBgYC9T0czgsKvYihyYwp0VFFt2GbuXZXDFX1tf1Hj0Rh3tbk1lzQvbydlfSHhCCGhQmFmCOdJIu+GpQd/tQohAqYsD4qdOncqUKVOYN2+e2z0j2BQVnwDA4dCw2hRsehWHXcNgMKERikYGDm0LBqX7RY1L17Azyp4f0U7uRwuLBYMZrEVQWoCuUVeUesFfcRQiUGRAvPe8rpycmaVL0zS2bt2KyfTn4lEmk4mOHTsyadIk/0VYi+1fmw2Apjqvl+aAolNWSvNtRCaFoOiVcq0XF0uLwfXRHBq/LTpAwdFiUCC2RRSd72lKymWyQr0QF0pdHBD/xhtvsHfvXhITE2ncuHG5AfGbNm0KUGT+U1ho5V/P/cxll+vRVA1NBbtdIzOjCEt0CBGROkBF1bIvemyKORzjZfdh3/KFc/yJtQjFGIpyyZUYOgyRqYSFuIBkQLz3vK6cnJml65577uGNN95wWwxL/MlaYmfFcztp+GD52rHDplGQWYoxRIelYfmniLYyB0c251CSZyMmJYyk1lF+b8lQFIWWQxrQbEASOXsLUXQKMc0i0BvlJiXEhVQXW05uuOGGQIdwwX3z9W4+WXyAyy5vhqLTODPIQ9UgL7eE0FAwGMLRKfXKfTb/UCF5e/PRm/XU6xCLMcL/3WqVyHoYLx+DVpCNZi1ECYtFCbX4/ecIIdxJy4n3fB4Q36JFCz755BPuvfdet/3vvfce2dnZ/O1vf6t2cLXZ0U05ZG7NpaGHS+ywa4SGGmg/wr2v76FNp/j25V2c2FeIw6piCjfQqFsMg/7ehsgE/4/lMZj11GsjNyghLhYVDdXDbcnT/tpuypQpgQ7hgvvow62UlDjHnKiqDr1BRa+H8HA7Op2DkhIDlqhW6JV2rs/Yiu38NnsHh3/IwFZgQ9FBWFIYbe9pSerVDS5InEpkPRTKV5CEEBeGp5wfrPneH3x+TP7222/TqlWrcvvbtm3LW2+9Va2ggoG12IG1+PTgyHMbPU6/j24aTqvrG7p25xwp5v/+sY2sPwqIbhBKYqtIQi1Gdq/K4ptntqE6pBFQiNpOO88WrHJzc3n33XeZPHkyp06dApzduY4ePRrgyPzj8MF8VNX5G8w8Fo7DrgM0VAcUFZrY+0csIfoHUJQ/p/PdNvd39n59EL1Jh6V5JJGNIig5UcrmN7aRtelEgL6JEMKf6mK+ry6fW04yMzOpX7/8vOj16tUjIyOjWkEFg7imEegMZ5r1NRyADg07oGig6qDVsBRCzpoVa+fyTHKPlJDYKhLd6Wl+Qy1GdPpwDm/K5fDmXFK7xQbg2wgh/EVVnJunY8Hot99+4+qrr8ZisXDgwAHGjBlDbGwsn3/+OQcPHmTBggWBDrHa6idHcPhILgB/7Ighur6BhGgrP622sHN7DHt3daT3f9Nc5xcfL+Hw98cIiTUTcno6ecWoENkonLw9BexbcoiELjL+T4jazlPOD9Z87w8+t5ykpKTw008/ldv/008/kZycXK2ggkFc03AM9U5XPLQz/6dQqmqUqBqE6el8m3uXruM78zGYdK6KyRnmCAMOq8rJ/UUXI3QhxAVUF1tOJkyYwKhRo9i9e7fbVPODBw9m9erVAYzMf0be2sG1lIiq6sg5GcL23+J5ePSVzJ7ehebNeridn3+4EGuBFXO0yW2/oigYIw2c+j334gQuhLig6lq+9wefKyf33Xcf48ePZ968eRw8eJCDBw/y3nvv8dhjjzFmzBh/xlgrFRXZONDkrJm4NE6vxKOg6aCsmZ6o+u6r9ZqjjDgqWPxQtauggSlcf4GjFkJcaGf6H3vavNG4cWMURSm3PfjggwCMGjWq3LGePXu6lVFWVsbDDz9MfHw84eHhDB06lCNHjvjt+wL88ssv3H///eX2N2jQgMzMTL/+rEBJ0cJpHOqcIEZFQ9WcaV8BYowmbup3idv5xlADOoMeh7V8zneUqZijTOX2CyFqH3/l+7rE525djz/+OKdOnWLcuHFYrc5FpUJCQvjb3/7G5MmT/RZgbZVxrIBDJwqBEKw6DRTnjapYb+dkPTu2BI3iYhvh4X/egFr0qce2b45RnGMlLMa5X9M0co6UEJlkpknPuMB8GSGE3/hztq5ffvkFh8Pher9t2zb69+/PLbfc4to3aNAg5s2b53p/9vTvAOPHj+frr7/mo48+Ii4ujokTJ3LdddexceNG9Hr/PBAJCQkhPz+/3P5du3ZRr15wDM4+uPEUl6nO72JAh4rz6V9TcyRXJTaEPPffbkwrC5ZmkZzamYulWaRrRkZ7iR3VqpJypfRAECIYyGxd3vO5cqIoCi+++CJPP/00O3fuJDQ0lBYtWmA2m/0ZX61lK3BQmOVsOSkOVVFNDhTNwfGkYvJKS2lqi8Nkcr/xN+sVT8ehDdjy5VEKssswmnVYix2ERhvp82ALwmPl2gpR22mVPDHTvLxdnfuH/b/+9S+aNWtGnz59XPvMZjNJSUkVfj4vL4+5c+fy/vvvc/XVVwOwcOFCUlJS+Pbbbxk4cKBX8Xhy/fXXM23aND7++GPAef84dOgQTzzxBDfddJNffkagHdmTh73M2QrS0BSO1aRgsIeRrCRAvoYp3P12q9Pr6HB/a35+Pp3c3fkYQvWoNhVNg6QeCTQZlBKIryGE8DNPOd/bfF+XVHtRi4iICLp37067du2kYnKWwr0lxOrdr4emgGKGUruD5vHRGI3ulROdXkeHmxoQmmzmREYxGfsKCK1n4rpn29PuWnmKJkQwqMqYk/z8fLetrOz8i7VarVYWLlzIvffe67Yu0qpVq0hISOCSSy5hzJgxZGVluY5t3LgRm83GgAEDXPuSk5Np164da9eurf6XPe2VV14hOzubhIQESkpK6NOnD82bNycyMpLnnnvObz8nUEqLbGTnlKIznL6lKqCgoCig1xTKrA7iLwkv97m4djF0v1WlUep+Qsv2Eh2ZScc74un5jy4XZK0TIcTF5+8xJ7NmzaJJkyaEhITQtWtXfvzxx0rP/+GHH+jatSshISE0bdq03Iy68+fPr7B7cGlpqY8RVp/PLScAP/74I3PmzGHfvn188sknNGjQgPfff58mTZpw+eWX+yvGWsla7KB9jLMbVpndAXoVze7gVFEpCSFhdG9e/knmrjVZzLpjLfnZpSiKcwD9qbVZnBy/kb/+ry9R8f5f50QIcXFVpVtXSor7U/MpU6YwderUSsv94osvyM3NZdSoUa59gwcP5pZbbiE1NZX9+/fz9NNPc+WVV7Jx40bMZjOZmZmYTCZiYmLcykpMTPTrWJCoqCjWrFnD999/z6ZNm1BVlS5durhaa2q7shIHhCmYE50VCs2moek1NJuGYlDQJRnRh7g/jFLtdvIWvIH2xzaaJDhokqiApqHs+wXblmKMaVcG4qsIIfzMn926Fi9ezPjx45k1axa9evVizpw5DB48mB07dtCoUaNy5+/fv59rrrmGMWPGsHDhQn766SfGjRtHvXr13Fqto6Ki2LVrl9tnz5685GLzuXLy6aefMnLkSO644w42bdrkerJXUFDA888/z5IlS/wWZG0U3yQCi8kMWAlR9ZQ5QHFAS3M0LSIsNGvnPiWwqqq8/+hG8rNLiYgzu6YhtpU6OLIjj/8+9Rv3vnVpAL6JEMKfqrII4+HDh4mKinLtr0qr9Ny5cxk8eLDbbIkjRoxwvW7Xrh3dunUjNTWVb775hmHDhnksS9M0t9YXf7nyyiu58srg+6M7IsZEXINwjhUWAiYUxQ6aimJwQLxKfJtIYhLdJ0ApXf891l1bUQwGlLAIADRNRSsqpHDpp4S074YuIqqCnyaEqE3OtwjjuePxzGazx5z/2muvMXr0aO677z4AZsyYwbJly5g9ezYvvPBCufPfeustGjVqxIwZMwBo3bo1v/76K6+88opb5URRFI/dfwPB525dzz77LG+99RbvvPMORuOfzc+XXXYZmzZt8ktwtVnj7jEU2pwTBYQrBixGEzE6M9EnDJQU2Wl2mXtf8d1rT3B8XyHmCIOrYgJgDNGj0yukLzmGqsoijELUdlXp1hUVFeW2na9ycvDgQb799lvXDcuT+vXrk5qayu7duwFISkrCarWSk5Pjdl5WVhaJiYnef7lzbNiwgf/9739u+xYsWECTJk1ISEhg7NixVeqyVtPp9Tou7WnGkVvgfB+qYQhR0XQOyory6dbdhNHs3nJSuuVnZ0uJ+c9Ki6LoUELD0EqKKPm18q4aQoja4Xz5PiUlBYvF4toqqmSAs+vuxo0b3brhAgwYMMBjN9x169aVO3/gwIH8+uuv2Gw2177CwkJSU1Np2LAh1113HZs3b/blq/qNz5WTXbt20bt373L7o6KiyM3NrU5MQWHf9hzyzM5ZdBRAs2uoKpiiDRREONi946Tb+TnHSlDtKgZj+V+JwaijrNiOvYIpJ4UQtYuqaJVuvpg3bx4JCQlce+21lZ538uRJDh8+7FpAt2vXrhiNRlasWOE6JyMjg23btnHZZZf5FMvZpk6dym+//eZ6v3XrVkaPHs3VV1/NE088wddff+3xRlybaJrGJYY9pLVxrkVltYGmapgMGpe1LaJd+D60cx4uqUUFUEHrlKJ3dmhQC8vPbiaEqH3Ol+8PHz5MXl6ea/M04+2JEydwOBzlHhxV1g03MzOzwvPtdjsnTpwAoFWrVsyfP5+vvvqKDz/8kJCQEHr16uV6iBUIPldO6tevz549e8rtX7NmDU2bNq1WUMFg344c7KfrxQ4j2NGwayp5VjtFJ21sW3fc7fzUjtEYzHqspY5yZdnKHFgSQjCFVGuIkBCiBlDPs3ldnqoyb9487r77bgyGP3NEYWEhkyZNYt26dRw4cIBVq1YxZMgQ4uPjufHGGwGwWCyMHj2aiRMn8t1337F582buvPNO2rdv75fxIOnp6Vx11VWu9x999BE9evTgnXfeYcKECbzxxhuuGbxqM0dBIfbjJ0jr4bylNowqJS7USlJ4KR1j8ij6/Rj2XPfKhj4+EVQVTXP/rWt2KygKhgSZBEWIYHC+fO9tS/m5XW7P1w23ovPP3t+zZ0/uvPNOOnbsyBVXXMHHH3/MJZdcwsyZM6v8Hf3N58rJ/fffz6OPPsqGDRtQFIVjx46xaNEiJk2axLhx4/wZY62k1ytoqvM/AFupiqqCqmqUFtgoO2Un/ZtjlJXYXefXb2mhec94bCUOrEV2NFVDUzVKcm0oClx2e2qgvooQwo/8uQgjwLfffsuhQ4e499573fbr9Xq2bt3K9ddfzyWXXMLdd9/NJZdcwrp164iMjHSdN336dG644QaGDx9Or169CAsL4+uvv/bLGic5OTluT+1++OEHBg0a5HrfvXt3Dh8+XO2fE2iKTuec3eZECQA6zYGCBqqKNa+UwoNFFO5w/55hPfuhGE1oxUWuVhXNbkMrKUEfHYu5S6+L/j2EEP7nr3wfHx+PXq8v10pSWTfcpKSkCs83GAzExVW8dp5Op6N79+61s+Xk8ccf54YbbqBfv34UFhbSu3dv7rvvPu6//34eeughf8ZYK7XuloDO7qyVameWCtbA4dDAAVl7i/htpft/MGPe7UFqpxhsZSoFJ6wUnLCCApfelMLQv7cNwLcQQvhbVcaceGPAgAHObkWXuK9AHhoayrJly8jKysJqtXLw4EHmz59fbiawkJAQZs6cycmTJykuLubrr78ud46vEhMT2b9/P+DsL71p0ybS0tJcxwsKCtzGLNZW+ohwzI0bUnzI2TqiaMCZp5OqA4fVQdayTa4nlgDmNp0Ju3IIismEVlyIWpiPVlaKPiaOqDv+gs4gLeVCBAN/5XuTyUTXrl3duuECrFixwmM33LS0tHLnL1++nG7dunnMvZqmkZ6e7ur+GwjVyn7PPfccTz75JDt27EBVVdq0aUNERIS/YqvVUltaiDCffXnPWm5HB9YSB78uOUL3axq6zohOCuUfa/qz8cuj/L46C4NZR4+bG9G0m6wML0SwUPE8tsSXlpOabNCgQTzxxBO8+OKLfPHFF4SFhXHFFVe4jv/22280a9YsgBH6j7lVSxyfnB5EqmjOwYZoznElmkbRzsPY84sxWv5c7yTi6qGEdO5B6S9rUIsLMdRvSEjXXuhMMm28EMHCU873Jd9PmDCBkSNH0q1bN9LS0nj77bc5dOgQDzzwAACTJ0/m6NGjLFiwAIAHHniAN998kwkTJjBmzBjWrVvH3Llz+fDDD11lPvPMM/Ts2ZMWLVqQn5/PG2+8QXp6Ov/+9799/MbVV+1HM2FhYXTr1s0fsQQVRVFwlGqcvkO57TcYFOw2jaN/lB/wqNPp6H5jCt1vlNWBhQhG2un/eToWTJ599lmGDRtGnz59iIiI4D//+Q8mk8l1/L333is3k0xt5ShTcQ0fcT0WVUDRoamglpS5uvqezRCXSMSgm8rtF0IEB08535d8P2LECE6ePMm0adPIyMigXbt2LFmyhNRUZ9f/jIwMDh065Dq/SZMmLFmyhMcee4x///vfJCcn88Ybb7hNI5ybm8vYsWPJzMzEYrHQuXNnVq9ezaWXBm75Cq8qJ8OGDWP+/PlERUVVOkc+OFeOb9u2LQ888AAWi6VaQdZGxw8XcjKzGDjzlExxVlNUsFs1FAVCo2p/dwbhlH20iGN78zGZ9TTrGCuTF9QCOVnF/PbjcQwmHd37N7hov7PKBr4H23x89erV48cffyQvL4+IiIhy41g++eSToGltL9z0G2c6amhnHkppoNqdrSeKHvRmyQvBQFPLoOx3UEvB1AjFGLjuL6JqVFWFkg1gPwnmVuhCml+8n03Fud3XfD9u3DiPY7vnz59fbl+fPn0qXeJj+vTpTJ8+3cdoLgyvMqXFYnGN7j9fhaOsrIy33nqLn376ia+++sr3CGupX747imrw8HT09MwKbS9PuMhRCX8rK7Hz2Zs7+GX5EQpzregNOhIbRXDDuNZ06iM3rJrIblf592PrWf3ZAUqK7CgKRMWFMHxCO24c1+YiROC55cS3USc1n6f7RWxsbIX7axt7XgGOzOPoztxRz/41agAqhhgLOrOp/IdFraIVb0Q99R8061HADrpIlPDL0MWNQtGFBTo8UQG1cC1q5vNgPwqaAxQTamhndA1eQGeIvwgReMr5wZnv/cGrysm8efMqfO3Jjh076N69u/dRBYHMw4Xow93nG9DCy3A0zUC/Nwn00LRrcNyY67LPZ+1k5cf7iIoLoeElFuxWleOHCnn/uXSiYs00bS+/45pm9qQNLFuwG51eITzKiMOhkZtdwrwpm4iMNnH17Rf2iVpVVogXtYs9Nw+w41BOTwF6un95kcnG/vgcmpyyoE9MRtH7PAeNqAG0sr2oWW+gqflgqA+KERx5aPlLUdHQ13sw0CGKc6ilu1GP/RXseaALc25aKRSvQz38CKQuRKe7sP8uz7dCvCjPL78RTdPcZiE5o2XLlh5XrQx20fEh2OzORjvF/mcd0HHpH2h6BXOsgYz9hYEKT/jByYxifll2hKhYM9H1QtDpFEwhepKbRVJwqow1Xx06fyHioso9UcoPnx5Ap1eIjDFjMOowh+iJijNjLXXw2Zs7LngM/l7nRASePiwMVTViLXOu9m5U9c7hhgr80jAbuxZKSYEB1WqvvCBRo6kF36E5csCYiqIzoyg6FEMM6GPRitah2Y4FOkRxDu3UAnDkgT4GdKGgGEAXAUoYlO2EotUXPAbJ996rVuVk7ty5tGvXjpCQEEJCQmjXrh3vvvuu67her6djx47VDrI26tonGdPp/sXm31uiKRqaouEw2VEiwZIYUuGCi6L2OLY3n8JcK5Fx7gsmKYpCaJSRvVtOBSgy4cm2n45TUmjDHO7eaKxTFEwhOo7tLaC0+ML+Aamd53+i9jHEx2BskIzqcP7+Oh1tjKbq0FQdZYoCUQlomoJqlz9HarXS30EXWn7BO300qAVo1oMBCUt4ppX8BuhAOefPXSUENBta8c8XPgbJ917zuXLy9NNP8+ijjzJkyBA++eQTPvnkE4YMGcJjjz3GU0895c8Ya6XGraO57FrnjFulv8ejFplRAU3RsDtUCvKsNGgeWXkhokYzhxowGHXYreX/4LCXqYTLhAc1jjlU75zZtYK/ETUVdHr+HDdwgTjQKt1E7aMoCgnDrkQX5vw3n5IZTWiZyVkhUXUUZdkw14tEHyo5oVbThYNmK79fswF6FEWmgK5xFBMVj+04vU+pfDV2f5B87z2fb8OzZ8/mnXfe4bbbbnPtGzp0KB06dODhhx/m2Wef9UuAtZWiKPQc3IgjOdkYjAoOvYJiUNCZdCiKDmuZg4i4C/+PQlw4TdrHkNQkgqO782nQIsr1NK2sxI7N6qDrVckBjlCcq2PfJKITQjl5rBijWYfu9O9MdWjYrCod+yZhMsmMSsJ75uR4DElJADgIRVP0aDoNTdGj2lQUg6H8E3dRqygRl6GVbkVTS1B0zi58mqaBPQPFmAwhF2NCDeENJaI3WtnvoFlPV1RO0wpBCUGJuiZwwQmPfG45cTgcFa5v0rVrV+x26VcLcGBnDgD1GoSj1/85tWRscijh8Sb+SD8ZwOhEdRlNeoY92JbIWDOHf88j63ARx/blk3WwiHZpiVw2pFGgQxTnMJkM3P54B0whevKySynMt1KYayXvZBmWeDMj/97pgsfgQK10E7VTSWYB9rLTt1RTGJrmXN9E0ekIqR9L0dFCHDLmpFZTIvqihHUDWyaa9RCaLQOs+0AXgS72LhSdPHCsaZTYu8HUFNQC59gTtRAcp0BTUSzXogtpccFjkHzvPZ8fEd55553Mnj2b1157zW3/22+/zR133FHtwIKBrUzFADTuFENBrBmb3o4x1EzTzjEc/D1PxpwEgbZpCTw8vSdrvz7Eni2nCI0w0OXKZHpek0JohHThqImuubclEdEmPn1zBwd35qLXK3S+sj53/r0zl3SOu+A/37U+n4djonbSbCqcnhgmsk0DDJGhGPRgVMIwxUWAqqHZVZDZhGstRReKLmEiWuEqtMKfnH/ohrRCF3EVykX4I1d4T2eIgtS5aFmvoxX+AGoJGBuhRA9Dib3nosTgKedLvvfMq8rJhAkTXK8VReHdd99l+fLl9OzZE4D169dz+PBh7rrrLv9GWUs1bBHFSSvYrSohShh6nYJRDcVa6kBv1JHaKjrQIQo/aNQqmkbyu6xVeg9rQu9hTbDbVXQ6LvhUkmdzKBoOpeLbkqf9ouYLSYogJC4MUNEZ9UToI9Dp9ISpoVhzS4jtlCxjToKAogtFiRoMUYMDHYqoIp0hHpL/6VyIETs63cV9QuAp50u+98yrysnmzZvd3nft2hWAvXv3As7VgOvVq8f27dv9FF7t1qlXEt+t/I2j+wtIzO9PaISR4gIbRzMLaNs9gfY9EwMdohB1msFw8dedcD5F87BA68UNRfiR3mSgfv8WZJTuoiSzkBstV4MKpdlF6ML0JA+6RMacCBFAzodQF7/p0lPOl3zvmVeVk5UrV5bbd+LECRRFIS7uwneHqG3Moc7L26VPfXb8fJLcE2WEhBtIG5jCbeM7YDLrAxyhEOJiUyuZpUUW5ardEvs2haW7MESaKc0sBJ1CaP1IGg1rS1zXBoEOTwgRAJ5yvuR7z3wac5Kbm8uTTz7J4sWLyclxDvqOiYnh1ltv5dlnnyU6OtqfMdZ6D0zrzomjpeSeKCUmIZT6qTKFsBB1lawQH7wUnbNlpNOzV1N2uBBFrxDRNBa9zAAnRJ0lK8R7z+uMeerUKdLS0jh69Ch33HEHrVu3RtM0du7cyfz58/nuu+9Yu3YtMTExFyLeWklRFJKbRJHcJCrQoQghAqyy+e1l3vvgYAg1EdpWuu0KITznfMn3nnldOZk2bRomk4m9e/eSmJhY7tiAAQOYNm0a06dP91uQQggRLKTlRAgh6g5pOfGe15WTL774gjlz5pSrmAAkJSXx0ksv8cADDwR95UQ7PWVkfn6+x3NsNhvFxcXk5+djNMosLdUh19I/5Dr67sy/9TP/9n1VYi/C7mGWFpu9uFpliwujKvke5N+Xv8h19A+5jtVzoXO+5HvPvK6cZGRk0LZtW4/H27VrR2ZmZrWCqg0KCgoASElJCXAkQoiLqaCgAIvF4vXnTCYTSUlJfPzp6ErPS0pKwmSSxTBqEsn3QtRdFzLnS76vmNeVk/j4eA4cOEDDhg0rPL5///46MXNXcnIyhw8fJjIy0uP0kPn5+aSkpHD48GGiomS8SXXItfQPuY6+0zSNgoICkpOTffp8SEgI+/fvx2q1VnqeyWQiJCTEp58hLoyq5HuQf1/+ItfRP+Q6Vs/FyPmS7yvmdeVk0KBBPPnkk6xYsaJcba+srIynn36aQYMG+S3Amkqn03msoJ0rKipKEoOfyLX0D7mOvvHl6dnZQkJC5EZUC3mT70H+ffmLXEf/kOvoO8n5geF15eSZZ56hW7dutGjRggcffJBWrVoBsGPHDmbNmkVZWRnvv/++3wMVQgghhBBCBDevKycNGzZk3bp1jBs3jsmTJ7sGCimKQv/+/XnzzTelX64QQgghhBDCaz6tDNWkSRP+97//kZOTw+7duwFo3rw5sbGxfg2utjObzUyZMgWz2RzoUGo9uZb+IddRiAtH/n35h1xH/5DrKGorRavuHGlCCCGEEEII4Qe6QAcghBBCCCGEECCVEyGEEEIIIUQNIZUTIYQQQgghRI0glRMhhBBCCCFEjSCVEyGEEEIIIUSNIJWTC2jWrFk0adKEkJAQunbtyo8//hjokGqd1atXM2TIEJKTk1EUhS+++CLQIdU6L7zwAt27dycyMpKEhARuuOEGdu3aFeiwhAgqku+rT/K9f0jOF7WdVE4ukMWLFzN+/HiefPJJNm/ezBVXXMHgwYM5dOhQoEOrVYqKiujYsSNvvvlmoEOptX744QcefPBB1q9fz4oVK7Db7QwYMICioqJAhyZEUJB87x+S7/1Dcr6o7WSdkwukR48edOnShdmzZ7v2tW7dmhtuuIEXXnghgJHVXoqi8Pnnn3PDDTcEOpRaLTs7m4SEBH744Qd69+4d6HCEqPUk3/uf5Hv/kZwvahtpObkArFYrGzduZMCAAW77BwwYwNq1awMUlRBOeXl5AMTGxgY4EiFqP8n3oqaTnC9qG6mcXAAnTpzA4XCQmJjotj8xMZHMzMwARSUEaJrGhAkTuPzyy2nXrl2gwxGi1pN8L2oyyfmiNjL8P3v3HR9FnT9+/DVb0ztpEDDSIRSlKFhoAqKCgKenKIJgVxSBU09FUBGV+woWznoINiz3s995SJEiIhYEAaUTCCUhlPS2ZT6/P2JW1mRDyiab3byf95jHZWdm5/Peibw3n/k0XwcQyDRNc3utlKq0T4jGdPfdd7N161bWr1/v61CECCiS70VTJDlf+COpnDSAuLg4jEZjpadm2dnZlZ6uCdFYpkyZwueff866deto1aqVr8MRIiBIvhdNleR84a+kW1cDsFgs9OrVixUrVrjtX7FiBf379/dRVKK5Ukpx99138/HHH/P111+Tmprq65CECBiS70VTIzlf+DtpOWkg06ZNY/z48fTu3Zt+/frx2muvkZGRwe233+7r0PxKYWEhe/fudb1OT09ny5YtxMTE0Lp1ax9G5j/uuusuli5dymeffUZ4eLjrCW9kZCTBwcE+jk4I/yf53jsk33uH5Hzh72Qq4Qb00ksvMW/ePDIzM0lLS2PBggUyjV8trVmzhkGDBlXaP2HCBJYsWdL4AfkhT/3eFy9ezMSJExs3GCEClOT7+pN87x2S84W/k8qJEEIIIYQQokmQMSdCCCGEEEKIJkEqJ0IIIYQQQogmQSonQgghhBBCiCZBKidCCCGEEEKIJkEqJ0IIIYQQQogmQdY5EUIIIYQQQlQybdq0Wr/nkUceISYmps5lylTCQgghhBBCiEoMBgP9+vXDYrHU6Pz169eza9cuzj777DqXKS0nQgghhBBCiCp98sknxMfH1+jc8PDwepcnY06EEEIIIYQQlSxevJjIyMgan//qq6+SkJBQrzKlW5cQQgghhBCiSZCWEyGEEEIIIUSTUKsxJ59//nmtCxg6dCjBwcG1fl9Tp+s6R48eJTw8HE3TfB2OEKKBKaUoKCggOTkZg6Fuz3VKS0ux2WzVnmOxWAgKCqrT9UXDkHwvRPPTGDnf3/J9dHR0lTlQ0zSCgoJo164dEydO5KabbqpXObWqnIwePbpWF9c0jT179tRrxH5TdfToUVJSUnwdhhCikR06dIhWrVrV+n2lpaWclRrLsazias9LTEwkPT3dr76wAp3keyGar4bM+f6W7x999FGefPJJRowYQd++fVFK8eOPP7Js2TLuuusu0tPTueOOO3A4HNxyyy11LqfWs3VlZWU16oj9pqrisx06dIiIiIgqz7Hb7Sxfvpxhw4ZhNpsbM7yAI/fSO+Q+1l1+fj4pKSl1zms2m41jWcXs3nsz4RFVT8lYkG+jQ7t/YbPZ/ObLqjmoSb4H+fflLXIfvUPuY/00dM73x3y/fv165syZw+233+62/9VXX2X58uV89NFHdO/enRdeeKHxKicTJkyoVRetG264odpE7s8qmrUiIiKqrZyEhIQQEREhiaGe5F56h9zH+qtvt57wcCsR4daqDyrpMtQU1STfg/z78ha5j94h99E7Gizn+2G+/+qrr3jmmWcq7R8yZAjTp08H4LLLLuPBBx+sVzm16kS3ePHiWtUgX375ZeLi4modVKBRSkeVFaOcDl+HIoTwMU1Vvwn/p9vs6GXVjy0SQjQPgZTvY2Ji+OKLLyrt/+KLL1wrwhcVFdW751SdF2HMzc1l0aJFZGVlkZqaSs+ePenRowehoaH1CiiQKN0JgO1//8RZeBIswRjb9cbc5WI0a4iPoxNC+ILmLN88HRP+y3bsOADH/vkGBqeOtU0rwvv1Jii1tY8jE0L4iqec74/5fubMmdxxxx2sXr2avn37omkaP/zwA19++SWvvPIKACtWrGDAgAH1KqfOlZOxY8eybds2+vTpw//+9z92796NruucffbZ9OzZkw8//LBegQUC+5avANBzsjBaraiSAuw//xd1/CCWwTehmarudy6EEMK/2LKyOfXhF9A2Ed2pY1BQvH0XZQcOEXv1KILbp/o6RCGEqJdbbrmFLl26sHDhQj7++GOUUnTq1Im1a9fSv39/AFf3rvqoc+Xk+++/Z+3atfTu3RuAsrIyfv31V3755Rd++eWXegfm7/TcLJx7foTwPhiiEtDQ0YJB2ctwHt6BM2MbprN7+TpMIUQjk5aTwFTw7Y/YT+VA20RMEeEYFRjCw3BkZZO/ZgNBbdug1XE6UiGE/wqklhOACy64gAsuuKBBy6hz5SQtLc1t3mer1cq5557Lueee65XA/J2euRdlK6q0XzNbUUrhPLJLKidCNEPa75unY8L/6DY7pXv2Ywh1766raRrGyAhsmcdwnMzB3CLWRxEKIXzFU87313y/b98+Fi9ezP79+3nuueeIj49n2bJlpKSk0LVrV6+UUefHOM888wwzZ86ktLTUK4EEGqX06v/D0/20yiyEqB+nqn4T/kfXUUpVPauPQQOlULre+HEJIXwvgPL92rVr6datG99//z0fffQRhYWFAGzdupVZs2Z5rZw6V05SU1MpKCigc+fOPPTQQ3z22WdkZGR4LTB/Z2xxFpgqz1tdMWOXMaFtI0ckhGgylIdN+CXNasHauhXOosqLrTnzCjDFxmCOjfFBZEKIJiFA8v2DDz7InDlzWLFiBRbLH+OmBw0axHfffee1cupcObnqqqs4dOgQgwYN4ocffmDy5MmkpqYSGxvL4MGDvRagv9LiUjC2KW/e0gtzUPZSVHEees5RDC1aY0zt6dsAhRA+oenVb8L/aJpGeP/eGEPK1wHTS0vRS0uxZ59AMxqJuLAPmsno4yiFEL4QSPl+27ZtjBkzptL+Fi1acPLkSa+VU+cxJ7/99hsbN26ke/furn0ZGRls3ryZLVu2eCM2v6ZpGuY+o2HFKjSTGVWcDyYzpvZ9MZ97mUwlLEQzVd2Xkj9+WYlyQamtiRkzAnb9hl5SiubUMcfHEnFhX0J6eKcfthDC/3jK+f6Y76OiosjMzCQ11X32wc2bN9OyZUuvlVPnykmfPn1cfc0qtG7dmtatW3PllVfWO7BAoJnLVwS1jrwPU2kBWEMwhEX7OCohhE/pqnzzdEz4raC2Z8Gu34ifdB0mgwFzXKy0mAjR3HnK+X6Y78eNG8cDDzzAv//9bzRNQ9d1vv32W2bMmMGNN97otXLq3K1r6tSpzJ49m5ycHK8F89RTT9GnTx/Cw8OJj49n9OjR7Nq1y+0cpRSzZ88mOTmZ4OBgBg4cyK+//up2TllZGVOmTCEuLo7Q0FBGjRrF4cOH3c7Jyclh/PjxREZGEhkZyfjx48nNzfXaZzmdZgnGENtSKiZCCM/jTfy4H3JdBGq+BzC3iMWSGC8VEyFEQOX7J598ktatW9OyZUsKCwvp0qULF198Mf379+eRRx7xWjn1GnOycuVK2rdvz6RJk3jttdf48ccfKSsrq3Mwa9eu5a677mLjxo2sWLECh8PBsGHDKCr6Y0reefPmMX/+fBYuXMiPP/5IYmIiQ4cOpaCgwHXO1KlT+eSTT3j//fdZv349hYWFXHHFFTidf8yQNW7cOLZs2cKyZctYtmwZW7ZsYfz48XWOXQghakLGnJSTfC+EaA4CKd+bzWbeffdddu/ezYcffsg777zDzp07efvttzEavfcwps7dutLT09myZQu//PILW7Zs4ZlnnuHAgQMYjUY6derE1q1ba33NZcuWub1evHgx8fHxbNq0iYsvvhilFM899xwPP/wwY8eOBeDNN98kISGBpUuXctttt5GXl8eiRYt4++23ueSSSwB45513SElJYeXKlQwfPpwdO3awbNkyNm7cyHnnnQfA66+/Tr9+/di1axcdO3as620RQojqVffEzA+fpNWV5HshRLPgKef7cb5v27Ytbds23Kyzda6ctGnThjZt2riNLykoKGDLli11qphUJS8vD4CYmPIpGNPT08nKymLYsGGuc6xWKwMGDGDDhg3cdtttbNq0Cbvd7nZOcnIyaWlpbNiwgeHDh/Pdd98RGRnp+qICOP/884mMjGTDhg1VflmVlZW5tQrl5+cDYLfbsdvtVcZfsd/TcVFzci+9Q+5j3XnrnmlKQ1NVr4LkaX9z4O/5vuL46f8v6kbuo3fIfayfhs75/pLvp02bVuNz58+f75Uy61w5qUp4eDgXXXQRF110Ub2vpZRi2rRpXHjhhaSlpQGQlZUFQEJCgtu5CQkJHDx40HWOxWIhOjq60jkV78/KyiI+Pr5SmfHx8a5z/uypp57iscceq7R/+fLlhIRUP/PWihUrqj0uak7upXfIfay94uLKa1jUif775ulYMxRI+R7k35e3yH30DrmPddPgOd9P8v3mzZvdXm/atAmn0+l6sLN7926MRiO9evXyWpm1qpxs3bqVtLQ0DIaaDVX59ddf6dixIyZT7etAd999N1u3bmX9+vWVjv15FV6PK/NWc05V51d3nb///e9utcf8/HxSUlIYNmwYERERVb7HbrezYsUKhg4ditlsrjY+UT25l94h97HuKp6e15t066okEPI9yL8vb5H76B1yH+unwXO+n+T71atXu36eP38+4eHhvPnmm66HQjk5Odx0001eaZioUKtawznnnENWVhYtWrSo0fn9+vVjy5YtnH322bUKasqUKXz++eesW7eOVq1aufYnJiYC5U/CkpKSXPuzs7NdT9cSExOx2Wzk5OS4PU3Lzs6mf//+rnOOHTtWqdzjx49XekpXwWq1YrVaK+03m81n/Edfk3NEzci99A65j7Xntfula+Wbp2PNTKDl+9qcJ6on99E75D7WTYPnfD/M988++yzLly93y7fR0dHMmTOHYcOGMX36dK+UU6vKiVKKmTNn1qhZG8Bms9UqGKUUU6ZM4ZNPPmHNmjWVFnlJTU0lMTGRFStWcM4557jKWLt2Lc888wwAvXr1wmw2s2LFCq655hoAMjMz2b59O/PmzQPKK015eXn88MMP9O3bF4Dvv/+evLw81xeaEEI0CGk5ASTfCyGaCT9vOTldfn4+x44do2tX94Vls7Oz3WZRrK9aVU4uvvjiSvPQV6dfv34EBwfX+Py77rqLpUuX8tlnnxEeHu7qDxwZGUlwcDCapjF16lTmzp1L+/btad++PXPnziUkJIRx48a5zp08eTLTp08nNjaWmJgYZsyYQbdu3VyzuXTu3JlLL72UW265hVdffRWAW2+9lSuuuEJmbhFCNCyF577GfvhlVVeS74UQzYKnnO+H+X7MmDHcdNNNPPvss5x//vkAbNy4kb/97W+uWRW9oVaVkzVr1nit4Kq8/PLLAAwcONBt/+LFi5k4cSIA999/PyUlJdx5553k5ORw3nnnsXz5csLDw13nL1iwAJPJxDXXXENJSQlDhgxhyZIlbnMwv/vuu9xzzz2uWV5GjRrFwoULG/TzCSEESivfPB1rJiTfCyGaBU853w/z/SuvvMKMGTO44YYbXLOZmUwmJk+ezD/+8Q+vlePV2brqS6kzVyM1TWP27NnMnj3b4zlBQUG8+OKLvPjiix7PiYmJ4Z133qlLmEIIUWearqF56GvsaX8gknwvhGgOPOV8f8z3ISEhvPTSS/zjH/9g3759KKVo164doaGhXi2nzivECyGEqAP9DFstrFu3jpEjR5KcnIymaXz66aeuY3a7nQceeIBu3boRGhpKcnIyN954I0ePHnW7xsCBA9E0zW279tpr6/MJhRBCVPBSvn/55Zfp3r07ERERRERE0K9fP/73v/+5jiulmD17NsnJyQQHBzNw4EB+/fVXt2uUlZUxZcoU4uLiCA0NZdSoURw+fLjWHyk0NJTu3bvTo0cPr1dMQConQgjRuCpmbvG01UJRURE9evSosotScXExP//8MzNnzuTnn3/m448/Zvfu3YwaNarSubfccguZmZmurWJshhBCiHryUr5v1aoVTz/9ND/99BM//fQTgwcP5sorr3RVQObNm8f8+fNZuHAhP/74I4mJiQwdOtRtoPrUqVP55JNPeP/991m/fj2FhYVcccUVOJ1Oj+WOHTu2VtMqX3/99WRnZ9fqs/1Zk+rWJYQQouZGjBjBiBEjqjwWGRlZafG1F198kb59+5KRkUHr1q1d+0NCQlxT9wohhGh6Ro4c6fb6ySef5OWXX2bjxo106dKF5557jocfftg1MP3NN98kISGBpUuXctttt5GXl8eiRYt4++23XROGvPPOO6SkpLBy5UqGDx9eZbmfffYZx48fr1GMSim++OILnnjiiSoXv62pOrecTJw4kXXr1tW5YCGEaJZq0HKSn5/vtpWVlXml6Ly8PDRNIyoqym3/u+++S1xcHF27dmXGjBlenRJSCCGatQbI906nk/fff5+ioiL69etHeno6WVlZrkk/oHy9pgEDBrBhwwagfGV3u93udk5ycjJpaWmuc6qilKJDhw5ER0efcYuJiaGoqKiud8qlzi0nBQUFDBs2jJSUFG666SYmTJhAy5Yt6x2QEEIEMqVrKA/N+RX7U1JS3PbPmjWr2kHhNVFaWsqDDz7IuHHj3FY5v/76611rimzfvp2///3v/PLLL5VaXYQQQtSep5xfl3y/bds2+vXrR2lpKWFhYXzyySd06dLFVbn488KyCQkJHDx4EChf0NZisbgtoFhxTsVU7lU5fYX4mqpvfaDOlZOPPvqIkydP8s4777BkyRJmzZrFJZdcwuTJk7nyyitlNVIhhKijQ4cOuVUgqlqtvDbsdjvXXnstuq7z0ksvuR275ZZbXD+npaXRvn17evfuzc8//8y5555br3KFEEJUrzb5vmPHjmzZsoXc3Fw++ugjJkyYwNq1a13HNc29EqSUqrTvz850zoABA870EbyuXgPiY2Njuffee9m8eTM//PAD7dq1Y/z48SQnJ3PfffexZ88eb8UphBCBoQbduipmY6nY6lM5sdvtXHPNNaSnp7NixQq3L8GqnHvuuZjNZsnfQgjhDV7M9xaLhXbt2tG7d2+eeuopevTowfPPP+8aM/jnFpDs7GxXa0piYiI2m42cnByP5zQVXpmtKzMzk+XLl7N8+XKMRiOXXXYZv/76K126dGHBggXeKEIIIQJDxYJcnjYvqqiY7Nmzh5UrVxIbG3vG9/z666/Y7XaSkpK8GosQQjRLDZjvlVKUlZW5uuae3h3XZrOxdu1a+vfvD0CvXr0wm81u52RmZrJ9+3bXOU1Fnbt12e12Pv/8cxYvXszy5cvp3r079913H9dff71r9d7333+fO+64g/vuu89rAQshhF+rbgrJWk4tWVhYyN69e12v09PT2bJlCzExMSQnJ/OXv/yFn3/+mf/85z84nU7XU7WYmBgsFgv79u3j3Xff5bLLLiMuLo7ffvuN6dOnc84553DBBRfU+SMKIYT4naecX8t8/9BDDzFixAhSUlIoKCjg/fffZ82aNSxbtgxN05g6dSpz586lffv2tG/fnrlz5xISEsK4ceOA8hkcJ0+ezPTp04mNjSUmJoYZM2bQrVs31+xdTUWdKydJSUnous51113HDz/8QM+ePSudM3z48EqzwgghRLN35sXRa+Snn35i0KBBrtfTpk0DYMKECcyePZvPP/8coFJ+Xr16NQMHDsRisbBq1Sqef/55CgsLSUlJ4fLLL2fWrFkYjUaP5VaUUxuPPPIIMTExtX6fEEL4PS/k/GPHjjF+/HgyMzOJjIyke/fuLFu2jKFDhwJw//33U1JSwp133klOTg7nnXcey5cvdzUYACxYsACTycQ111xDSUkJQ4YMYcmSJdXme1+oc+VkwYIFXH311QQFBXk8Jzo6mvT09LoWETCU0lH2UjBZ0DRZ91KIZs2LLScDBw5EKc/fetUdg/JZYk4fTFlTzz33HP369cNisdTo/PXr13P33Xc3m8qJ0+bAoDSMFllKTIhmz0stJ4sWLar2uKZpzJ49u9qZHYOCgnjxxRd58cUXa1X26RwOB2vWrGHfvn2MGzeO8PBwjh49SkREBGFhYXW+7unqnDkHDBhQ5aAdpRSHDh1yW+CrudLLSgAofvVejLZ8tKBwTJ0vwHLxtRhMNftSF0IEmOr6Gnt5zElD+uSTT2q8yNbpT+4CWdbqfQB8fcXbGBwQ1S2BDrf3Jaa7jN8RotnylPP9KN9XOHjwIJdeeikZGRmUlZUxdOhQwsPDmTdvHqWlpbzyyiteKafOj/FTU1OrXDHy1KlTpKam1iuoQKDbbZT+v3kAqNJ8UApVeBL7j59T8tE8lNJ9HKEQwidqMFtXU7d48WIiIyNrfP6rr77a5GaD8baDn/zKtrnlrVDKqaPbHJzYeIif7v0vp7Yc9XF0Qgif8fN8f7p7772X3r17k5OTQ3BwsGv/mDFjWLVqldfKqXPlxNO8yIWFhdV29Wou7L98jX58PwCaNRSMFrSgCDCa0Q9uw7n3Zx9HKITwBaWq3/zBhAkTajW98bhx4wgNDW3AiHxLdzjZ+/qPOMscAGhBZowhVsxRQdjyStn1yg8+jlAI4Sv+nu9Pt379eh555JFKXXrbtGnDkSNHvFZOrbt1VQyE1DSNmTNnEhIS4jrmdDr5/vvvqxwc39w49m0C3QmAMz8XTbcBGprZgqY5sO/6HlP73r4NUgjR+HRD+ebpmPA7J386SumJYnRD+QO7vKwSKAOTRSPIaiBvezb2IhvmUOnOK0Sz4ynn+2G+13Udp9NZaf/hw4e92n231pWTzZs3A+UtJ9u2bXOrPVksFnr06MGMGTO8FqC/UqUlKKf991e/d+FSOspWhmZSpx0TQjQnCs8Tt/jhgzSio6OrbEXXNI2goCDatWvHxIkTuemmm3wQXePQyxzYS52UAUGAXTegnApVqoNDoRk0lFO68grRHHnK+f6Y74cOHcpzzz3Ha6+9BpTn+cLCQmbNmsVll13mtXJqXTlZvXo1ADfddBPPP//8GVcbbq70Mt3VZmcwOTGo8uZ+5QSla2CN8mF0Qgif0bVqWk78rw/yo48+ypNPPsmIESPo27cvSil+/PFHli1bxl133UV6ejp33HEHDoeDW265xdfhNghTSjRlNijCSBCw+VgozmIItzo4O7IUFWzEHF7zbnBCiADiKef7Yb5fsGABgwYNokuXLpSWljJu3Dj27NlDXFwc7733ntfKqfNsXYsXL/ZaEIHIUaBDxX93BicaDlAaGhq604iz1KfhCSF8JcCaTtavX8+cOXO4/fbb3fa/+uqrLF++nI8++oju3bvzwgsvBGzlZPv6U+zMCSZfN3Ex0LptFgaHnUMZcWzNDiWkzMg1VbQuCSGagQBqOklOTmbLli289957/Pzzz+i6zuTJk7n++uvdBsjXV60qJ9OmTeOJJ54gNDT0jItwzZ8/v16B+TvNYHfNEmcOsWPCDgp0pwFVqkHpSd8GKITwjQCrnHz11Vc888wzlfYPGTKE6dOnA3DZZZfx4IMPNnZojUbXFbtzQujbfx8QzZXXr8OEjeLCIL7/rgNr1/byOImMECLABVDlBCA4OJhJkyYxadKkBiujVpWTzZs3Y7fbXT97IgkYTLGRqJNlAOhKQ+lGFBqa0YkpxIYK9tP/KoUQ9aJ0rbxrp4dj/iYmJoYvvviC++67z23/F1984Vp0saioKKDXOmnfN5YOnY8w+Iqf2U93TpyMRDmchIWXcMHg7ejGYPKzS4lM8N6TRSGEf/CU8/0l33/++ec1PnfUqFFeKbNWlZOK8SZ//llUZmmdhL3g9wqIbkApA6BQTg2DWWE0F/s0PiGEjwTIIowVZs6cyR133MHq1avp27cvmqbxww8/8OWXX7oW5FqxYgUDBgzwcaQNJyI+iAuH7MViKX94V2Y3YXAqck6GEhOnc95Fe9DtRYBUToRodvx8EcbRo0e7vdY0DfWneZArGiWqmsmrLuo85gSgtLSUrVu3kp2dja7/MROJpmmMHDmy3sH5M2NkFA7T6bdXgaahmYLA5ATN4bPYhBC+E2gtJ7fccgtdunRh4cKFfPzxxyil6NSpE2vXrqV///4Aru5dgSos2kCH7gXknvx9an2lQIHRYsDmCCMxyUZkRA4Q59M4hRCNz99bTk7/+37lypU88MADzJ07l379+qFpGhs2bOCRRx5h7ty5XiuzzpWTZcuWMX78eE6erDx2QtM0r9We/JUW0wos5V9UhtDQ8tm6NEB3ohlNGKJb+TZAIYSPVNNygn98Wf3ZBRdcwAUXXODrMHxGM5iISo7EZiv/PgyLsWJURpwORXCoTliLEDSjLE4sRPPkKef7X76fOnUqr7zyChdeeKFr3/DhwwkJCeHWW29lx44dXimnzivA3H333VxzzTVkZmai67rb1twrJgCGhK5osW3KXxhN5f8NakYMYdFoEXEYWp3r0/iEED6ia9Vvfmjfvn088sgjjBs3juzsbKD8Adavv/7q48gah6YZCO0wkPhW5b8/zaABGmExZlLa2wlp2QlC5IGUEM1SAOX7ffv2ERkZWWl/ZGQkBw4c8Fo5da6cZGdnM23aNBISErwWTCDRgiIwdrmi/OfQcAzR8Rgio9CsFgxt+qEl9fRtgEIIn1Bn2PzN2rVr6datG99//z0fffQRhYWFAGzdupVZs2b5OLrGoyUPw5LYCYD2Pe107O2kbed8gmKT0NpcIxPFCNFMBVK+79OnD1OnTiUzM9O1Lysri+nTp9O3b1+vlVPnyslf/vIX1qxZ47VAAlJSLwAK0p0U782m6EApJaoH2jnXoxnrNdxHCOGnlG6odvM3Dz74IHPmzGHFihVYLBbX/kGDBvHdd9/5MLLGpVmiycy9FoCM9RqHv3Owe2M38kPvRIvo4OPohBC+Ekj5/o033iA7O5s2bdrQrl072rVrR+vWrcnMzGTRokVeK6fOfyEvXLiQq6++mm+++YZu3bphNpvdjt9zzz31Ds6f6Q4HWS8thg4p5O2PoFCPAKcTdu4l7NSHJN56o69DFEL4QoCtc7Jt2zaWLl1aaX+LFi2qHJMYqHZ/dIB1M7fT4ikL37w9HL0YdKdOyLs7GflBErGdonwdohDCFwJonZN27dqxdetWVqxYwc6dO1FK0aVLFy655BKvtg7XuXKydOlSvvrqK4KDg1mzZo1bUJqmNfvKScH67yndewA6pGAMDcPoLJ/twFlSTNFPv1A8YC8hHdv5NkghROPTDeWbp2N+JioqiszMTFJTU932b968mZYtW/ooqsalO3S+f3or9mIHYMESaYWg8v3Fx0r4/qlfuOzNwJ1KWQhRDU853w/zPZT/jT9s2DCGDRvWYGXU+c488sgjPP744+Tl5XHgwAHS09Nd2/79+70Zo18q3LwNpVeeGEALCkK3OyjcuMkHUQkhfC3QxpyMGzeOBx54gKysLDRNQ9d1vv32W2bMmMGNNzaPFuLD649RlFWMJdT9eZ/BZMBoNnB0w3F0h+7h3UKIQBZI+R7KxxmOHDmSdu3a0b59e0aNGsU333zj1TLqXDmx2Wz89a9/xWDwz5pfQ1Nl9ioniTNo5fdL2eyNG5AQokmomPPe0+ZvnnzySVq3bk3Lli0pLCykS5cuXHzxxfTv359HHnnE1+E1CnuBHXTAWMXvz2hAd+g4bFI5EaI5CqR8/84773DJJZcQEhLCPffcw913301wcDBDhgypsntvXdW5ZjFhwgQ++OADrwUSaKytW1LVHNa6w4Fm0LCmtm78oIQQvlexWrCnrRbWrVvHyJEjSU5ORtM0Pv30U/eilGL27NkkJycTHBzMwIEDK03vW1ZWxpQpU4iLiyM0NJRRo0Zx+PDhGsdgNpt599132b17Nx9++CHvvPMOO3fu5O2338ZoNNbq8/irxL5xmEKMOEvcF9fVlY6zzElE61AsITIJihDNkpfyfVPw5JNPMm/ePD744APuuece7r33Xj744AOefvppnnjiCa+VU+ds6XQ6mTdvHl999RXdu3evNCB+/vz59Q7On0UOHUDuj5sB0G328nnvbXb0sjLMLeKIuPB8H0cohPAFpTSUhy8lT/s9KSoqokePHtx0001cddVVlY7PmzeP+fPns2TJEjp06MCcOXMYOnQou3btIjw8HChfVOuLL77g/fffJzY2lunTp3PFFVewadOmWlUu2rZtS9u2bWsVf6AITQjhrEtbsfc/BwBQTh3dDrYCG0azgbSbZLYuIZorTzm/tvm+Kdi/fz8jR46stH/UqFE89NBDXiunzpWTbdu2cc455wCwfft2t2MynztYWsQSP+k6ftu/B+Wwl3fjMhqxpiSTcOsEDEGWM19ECBF4qlt86/f9+fn5brutVitWq7XS6SNGjGDEiBFVXkopxXPPPcfDDz/M2LFjAXjzzTdJSEhg6dKl3HbbbeTl5bFo0SLefvttLrnkEqC82T4lJYWVK1cyfPjwKq89bdq0Gn1UaD4Pqgb+ow8Op50ycijLtaHKwBJhofvkDqRNbO/r8IQQvuIp5/tht66UlBRWrVpFu3buEzqtWrWKlJQUr5VT58rJ6tWrvRZEoArp1B727yHh5hsgNx9zUgLBndvLOB0hmrGazCT85yQ/a9YsZs+eXaty0tPTycrKcptRxWq1MmDAADZs2MBtt93Gpk2bsNvtbuckJyeTlpbGhg0bPFZONm/e7PZ606ZNOJ1OOnbsCMDu3bsxGo306tWrVjH7M1OQiSHP9+PLL7+k/6xzMFvMpF6WQlCUPIgSojkLoJmEmT59Ovfccw9btmyhf//+aJrG+vXrWbJkCc8//7zXypFOsI0gtEfXSt3ehBDNVA1aTg4dOkRERIRrd1WtJmeSlZUFQEJCgtv+hIQEDh486DrHYrEQHR1d6ZyK91fl9IdT8+fPJzw8nDfffNN1nZycHG666SYuuuiiWscdCDpf31ZyvhCiXAC1nNxxxx0kJiby7LPP8uGHHwLQuXNnPvjgA6688kqvlVOrysm0adN44oknCA0NPWOzfnNpyq8JdWoPevFhMJjR4rqihcb7OiQhhI8oVb55OgYQERHhVjmpjz93s1VKnbHrbU3OqfDss8+yfPlytwpOdHQ0c+bMYdiwYUyfPr32Qfs5lfktuipFC02CmK5oBnkOKERz5Snne/oeaOrGjBnDmDFjGrSMWmXMzZs3Y7fbXT+L6ilbIQDOTS9iUMXlbXiWcLSzL8XQ9nIZmyNEc6QM5ZunY16SmJgIlLeOJCUlufZnZ2e7WlMSExOx2Wzk5OS4VS6ys7Pp379/jcrJz8/n2LFjdO3a1W1/dnY2BQUF9f0YfkVlfQeAvmMJSnOiDEaIbIeh661oIfJQSohmyVPO92K+b2w2m43s7Gx03X2K9NatvTMTba0qJ6c35cuYkzPT93wCxII1HM3SAqV0KDmF2vMpKjQeLamvr0MUQjSymrSceENqaiqJiYmsWLHCNXmJzWZj7dq1PPPMMwD06tULs9nMihUruOaaawDIzMxk+/btzJs3r0bljBkzhptuuolnn32W888vn4Vw48aN/O1vf3MNxG8OVO4e9D0fAMMgLAXNqFCOUjj1G/qONzCcez+a5r9/jAgh6iaQWk727NnDpEmT2LBhg9v+itZ2p7Py4uN1Uee25pUrV7pmd/mzV199ldtuu63OQQUCVZyNOrYFGAKlhajCo2C0QHgiFGaiDq0DqZwI0ewohcfFt2r7ZVVYWMjevXtdr9PT09myZQsxMTG0bt2aqVOnMnfuXNq3b0/79u2ZO3cuISEhjBs3DoDIyEgmT57M9OnTiY2NJSYmhhkzZtCtWzeP+f3PXnnlFWbMmMENN9zgalk3mUxMnjyZf/zjH7X7QH5MZX4L9t9by49lYVN2jJFRGEISIHc35O6B6I4+jlII0dg85Xx/rJxMnDgRk8nEf/7zH5KSkhqsB1CdKyeXX345d999N0899RQWS/lsJMePH2fSpEl8++23zb5yQslJKM0FQJ3YhaIM0CD3AFpYIhQcqVW/biFEoNCoaoHWP47V3E8//cSgQYNcryvGAk6YMIElS5Zw//33U1JSwp133klOTg7nnXcey5cvd61xArBgwQJMJhPXXHMNJSUlDBkyhCVLltR4jZOQkBBeeukl/vGPf7Bv3z6UUrRr147Q0NBafRZ/pwoP4TyVDyFgO3oUk7LjyMrCEB6ONcEMpScAqZwI0fx4yvn+9/ffli1b2LRpE506dWrQcupcOVm3bh3jx49n5cqVLF26lAMHDjBp0iS6dOnCL7/84s0Y/ZJusKAKsiAcMBhBswAKnHZUwSGISJaKiRDNkNI1zy0ntZy9ZeDAgahqHr9pmsbs2bOrnYY4KCiIF198kRdffLFWZf9ZaGgo3bt3r9c1/FlZxgn0kkIIAc1sQlMKnDrO/BwcZgsWc5ivQxRC+ICnnF/bfN8UdOnShRMnTjR4OXXuAHveeeexefNmunfvTq9evRgzZgzTp0/n66+/9upCLP5KHd0KztMGCul6eRuewQi6E2x23wUnhPCZitWCPW3+YOzYsZUWiqzO9ddfT3Z2dgNG5Fu6w0HRrhLXwgVOh8LpUCiDhinYjj1Xx2lq5dsghRA+4e/5/nTPPPMM999/P2vWrOHkyZPk5+e7bd5Sr/kNd+3axY8//kirVq04evQoO3fupLi4uNk151cpdz/ov99e3QbKVv6zBigjymbzWWhCCB+qySqMTdxnn33G8ePHa3SuUoovvviCJ554gvj4wJyxSs/LoyzbjI1oiAODpRhNt4EBbKUWSg4nYMrMxhQV6+tQhRCNLYBWYawYizhkyBC3/U1mQPzTTz/NrFmzuPXWW119jW+44Qa6d+/OO++8Q79+/bwSoN8yhqD08l+SchpRFY1UugYKNEPtF1UTQvi/6p6Y+cuTNKUUHTp08HUYTYYhOJiSMkXp/mjoCjlHo7AYyygttGI/GYrZEERMRPiZLySECDiecr6/5PvTNdZMvXXu1vX888/z6aef8uKLLxIUFETXrl354YcfGDt2LAMHDqzTNdetW8fIkSNJTi4fj/Hpp5+6HZ84cSKaprltFVNXVigrK2PKlCnExcURGhrKqFGjOHz4sNs5OTk5jB8/nsjISCIjIxk/fjy5ubl1itkTpUVARa8u3QhOc/mmDICG0oO9Wp4Qwk/83v+4qs1fVgxevXo1X3/9da22li1bVrpOoOR83WJlc3Yw5t+/UU8cSCRrV0tyj8RgcprYn2vBEZ3gtfKEEH7Ez/P96QYMGFDt5i11bjnZtm0bcXFxbvvMZjP/+Mc/uOKKK+p0zaKiInr06MFNN93EVVddVeU5l156KYsXL3a9rpgprMLUqVP54osveP/994mNjWX69OlcccUVbNq0yTX7zLhx4zh8+DDLli0D4NZbb2X8+PF88cUXdYq7KnreCZTdXPHq900BGsphQi/RPb9ZCBHAvDdbl69460soUHL+oYx8nt/SgqcvKAMg3GLHoDkwapBrM7HglwSit2fTp2/lCpoQItAFzmxdjaXOlZM/V0xOV9cvrhEjRjBixIhqz7Fara6Vj/8sLy+PRYsW8fbbb7v6xb3zzjukpKSwcuVKhg8fzo4dO1i2bBkbN27kvPPOA+D111+nX79+7Nq1i44dvTTVo9GCbv+9dURZAR2ljOgqFFXqwGCSbl1CNEeB0K3LWwIl5weHmDlcEsQDP7Thgasgq9iK0WlkR34Y7+6O5UC+hZBg85kvJIQIOIHUraux1GtAfG5uLosWLWLHjh1omkbnzp2ZPHkykZGR3oqvkjVr1hAfH09UVBQDBgzgySefdA2y3LRpE3a7nWHDhrnOT05OJi0tjQ0bNjB8+HC+++47IiMjXV9SAOeffz6RkZFs2LDB4xdVWVkZZWVlrtcVsxLY7XbXwmOnU2efh2PntwDYtJboygEa5SsGG+2YzupV5ftE1Sruldyz+pH7WHfeumeNtUJ8oPBFzq9tvo+JsdC9Rxy7dpZPEvDQji7YyhROXZFTUEL7DlG06xAl/+5qSPKUd8h9rJ+GzvmS7z2rc+Xkp59+Yvjw4QQHB9O3b1+UUixYsIC5c+eyfPlyzj33XG/GCZQ/Zbv66qtp06YN6enpzJw5k8GDB7Np0yasVitZWVlYLBaio6Pd3peQkEBWVhYAWVlZVc4YEx8f7zqnKk899RSPPfZYpf3Lly8nJCSk6je1uhqAdS0ur3zsMHD4S4/liaqtWLHC1yEEBLmPtVdcXOyV60jLSc35KufXJd/ffHs45QtbwYMzkyodX7bsf9V+VlGZ5CnvkPtYNw2d8yXfe1bnysl9993HqFGjeP311zGZyi/jcDi4+eabmTp1KuvWrfNakBX++te/un5OS0ujd+/etGnThv/+97+MHTvW4/v+vBJ7VYsfnmm19r///e+u1Zeh/ElaSkoKw4YNIyIiosr32EqLWfn1Gi4+tQJjWR6aKQhD656Yzr8OQ7DM3FIbdrudFStWMHToUMxm6R5RV3If685bc7h7cxHGQOernF+XfA+wYf0BcvN/48nZRygtVZzdNppbbz+XocPbVvs5hTvJU94h97F+Gjrn1zbfP/XUU3z88cfs3LmT4OBg+vfvzzPPPOPW+quU4rHHHuO1114jJyeH8847j3/+85907drVdU5ZWRkzZszgvffeo6SkhCFDhvDSSy/RqlXN1mJyOBysWbOGffv2MW7cOMLDwzl69CgRERGEhXlnsdl6tZycXjEBMJlM3H///fTu3dsrwZ1JUlISbdq0Yc+ePQAkJiZis9nIyclxe5KWnZ1N//79XeccO3as0rWOHz9OQoLn2VSsVitWa+VxImazuZp/9OVP2EL/+gwmZzGaNRTN4qGVRdRI9fdb1JTcx9rz2v1SWvnm6ZjwqLFyft3yPfS/8Cy+/PI3Pv3P9RgMRhISQ6t96CWqJ3nKO+Q+1k2D5/xa5vu1a9dy11130adPHxwOBw8//DDDhg3jt99+c60vOG/ePObPn8+SJUvo0KEDc+bMYejQoezatYvw8PKH4jWZRMSTgwcPcumll5KRkUFZWRlDhw4lPDycefPmUVpayiuvvFKrz+RJnacSjoiIICMjo9L+Q4cOuW5AQzt58iSHDh0iKam8Cb1Xr16YzWa3JszMzEy2b9/u+qLq168feXl5/PDDD65zvv/+e/Ly8lzneJtmtmAIbyEVEyEEutKq3fzNsWPHGD9+PMnJyZhMJoxGo9vmTf6S81vEh5CYFCYVEyGE1/L9smXLmDhxIl27dqVHjx4sXryYjIwMNm3aBJS3mjz33HM8/PDDjB07lrS0NN58802Ki4tZunQp8MckIs8++yyXXHIJ55xzDu+88w7btm1j5cqVZ4zh3nvvpXfv3uTk5BAc/MeSGGPGjGHVqlW1+jzVqXPLyV//+lcmT57M//3f/9G/f380TWP9+vX87W9/47rrrqvTNQsLC9m7d6/rdXp6Olu2bCEmJoaYmBhmz57NVVddRVJSEgcOHOChhx4iLi6OMWPGABAZGcnkyZOZPn06sbGxxMTEMGPGDLp16+aayaVz585ceuml3HLLLbz66qtA+bSSV1xxhfdm6hJCCE8CrOVk4sSJZGRkMHPmTJKSkmr1B7nkfCFEwDtDy8mfu495arn9s7y8PABiYmKA8vyZlZXlNkGI1WplwIABbNiwgdtuu61Gk4hUZ/369Xz77beVpnRv06YNR44cOWPMNVXnysn//d//oWkaN954Iw6HAyhvArvjjjt4+umn63TNn376iUGDBrleV/T5nTBhAi+//DLbtm3jrbfeIjc3l6SkJAYNGsQHH3zg1lKzYMECTCYT11xzjasv3ZIlS9ye4L377rvcc889rl/OqFGjWLhwYZ1iFkKI2lAKlIdljvxx9pb169fzzTff0LNnz1q/V3K+ECLQecr5Ffk+JSXFbf+sWbOYPXv2Ga6pmDZtGhdeeCFpaWkArgk+/txdNSEhgYMHD7rOOdMkItXRdR2n01lp/+HDh73aa6pOlRO73c7w4cN59dVXeeqpp9i3bx9KKdq1a+d55qoaGDhwIKqab+evvvrqjNcICgrixRdf5MUXX/R4TkxMDO+8806dYhRCiPrx/0UYT5eSklJt3q6O5HwhROCrfhHGQ4cOuU20UZNWk7vvvputW7eyfv36ylf9U+v1mSZ8quk5AEOHDuW5557jtddec5VVWFjIrFmzuOyyy874/pqq05gTs9nM9u3b0TSNkJAQunXrRvfu3etVMRFCiOZA17VqN3/z3HPP8eCDD3LgwAFfhyKEEE3OmfJ9RESE23amysmUKVP4/PPPWb16tdsMWxWL1f65BSQ7O9vVmnL6JCKezqnOggULWLt2LV26dKG0tJRx48Zx1llnceTIEZ555pkz34waqvOA+BtvvJFFixZ5LRAhhGgetDNs/uWvf/0ra9asoW3btoSHh7vGi1RsQgjRvHkn3yuluPvuu/n444/5+uuvSU1NdTuemppKYmKi2wQhNpuNtWvXuib/qMkkItVJTk5my5YtzJgxg9tuu41zzjmHp59+ms2bN1e5nlRd1XnMic1m41//+hcrVqygd+/ermnMKsyfP7/ewQkhRKAJtEUYn3vuOV+HIIQQTZa3FmG86667WLp0KZ999hnh4eGuFpLIyEiCg4PRNI2pU6cyd+5c2rdvT/v27Zk7dy4hISGMGzfOde6ZJhE5k+DgYCZNmsSkSZNqFX9t1Llysn37dtcq8Lt373Y7JtMnurPllZG7LxulKyI7xmKNCT7zm4QQAUnp1QyI97C/KZswYYKvQ2hydm09QX6Onei4YDp0i8VorHMnBSGEn/OU82ub719++WWgfKze6RYvXszEiRMBuP/++ykpKeHOO+90LcK4fPnyWk8iUp3du3ezZs0asrOz0XX3D/Hoo4/W7kN5UOfKyerVq70SQCCrGOi56eFV2LNLUYA1KoiWw9uRenVnNPnCEqIZ8t6A+LPOOss1C8vp7rzzTv75z38yceJE3nzzTbdj5513Hhs3bqxVOWfidDr59NNP2bFjB5qm0aVLF0aNGuX1dU6ausPp5VOCzrv/W4ryHQQFm2jXNYZb7u9Nq1TPK8sLIQJZ9QPia6omE49omsbs2bOrne2rJpOIePL6669zxx13EBcXR2JioltjhKZpvq+cnK7ihkmLibvs9YcA0EudhLYOBwyUnSrhwL9/wxxuIeXy9r4NUAjR6HQdjwPf9Vo+Sfvxxx/dpnXcvn07Q4cO5eqrr3btu/TSS1m8eLHr9Z/np6+vvXv3ctlll3HkyBE6duyIUordu3eTkpLCf//7X9q2bevV8pqqogIbrzz5A/3HQlSslfjEMEqKHWz/KZsXZm1k9suDCAmVVbqFaG485fza5vumYM6cOTz55JM88MADDVpOvR7dL1q0iLS0NIKCgggKCiItLY1//etf3orNrymnzpGV+wGwWo+indyCdmozQdZsNIODI8v24bRVnitaCBHovDcgvkWLFiQmJrq2//znP7Rt25YBAwa4zrFarW7neHuQ+j333EPbtm05dOgQP//8M5s3byYjI4PU1FTuuecer5bVlP247ggZe3MB0I4epmTnHgzHjpAUC+m7ctj0zVHfBiiE8JHAmQAlJyfH7eFXQ6lz5WTmzJnce++9jBw5kn//+9/8+9//ZuTIkdx333088sgj3ozRL9nybZQc+n06t9IcQIGuo4oysWiHKT2eS+nxIp/GKIRofDWZSjg/P99tKysrO+N1bTYb77zzDpMmTXJrxV6zZg3x8fF06NCBW265hezsbK9+nrVr1zJv3jy3Sk9sbCxPP/00a9eu9WpZTdmhPTnYc8pXbFYOe3nKLypGZWXhKCjkUHqejyMUQvhCIE0df/XVV7N8+fIGL6fO3bpefvllXn/9da677jrXvlGjRtG9e3emTJnCnDlzvBKgvzJYFJr9BBCBMoWgDMXopmKUwYn9pAOUEWOw//2HKYSoJ6WVb56OUbcVgz/99FNyc3NdAyMBRowYwdVXX02bNm1IT09n5syZDB48mE2bNtVooa+asFqtFBQUVNpfWFjo9S5kTZnh1HF0m6385xAgMhctqBjlVOh7bFi0k74NUAjhG55yvp/MzvjCCy+4fm7Xrh0zZ85k48aNdOvWDbPZvauqt1rL61w5cTqd9O7du9L+Xr164XA46hVUIDA5s4hNPUUuZ+M0F6JM5V/eymGgrMBCi/67IPQ9lLpFxuoI0YzUZCrhuqwYvGjRIkaMGEFycrJr31//+lfXz2lpafTu3Zs2bdrw3//+l7Fjx9b1I7i54ooruPXWW1m0aBF9+/YF4Pvvv+f2229n1KhRXinDH3SMzCPYXD7+0hCTjVJloBs4dcpKWFw+nXu+i663xWBo7eNIhRCNyVtTCfvKggUL3F6HhYWxdu3aSi3jmqb5vnJyww038PLLL1daz+S1117j+uuvr3dgfk93ktLrJPuA4mMmjFo4oKGXGQltmU/KiP04nHmY9YsxGjv5OlohRCNRqnzzdAz+WDG4pg4ePMjKlSv5+OOPqz0vKSmJNm3asGfPnhpf+0xeeOEFJkyYQL9+/VxP0RwOB6NGjeL555/3WjlNXesWGgM6l48jPHwoCINupbTMiNWic9llB0jpcBCb43OCLHf7OFIhRGPylPNrMPlWk5Cent7oZdZrtq5FixaxfPlyzj//fAA2btzIoUOHuPHGG5k2bZrrvGa5IGNYK6zxEZADKVftIP/nRDRdI6rrKVr03o+1ZRiKUpz6L1I5EaI5qablpK7N/IsXLyY+Pp7LL7+82vNOnjzJoUOHSEpKqlM5VYmKiuKzzz5jz5497Ny5E6UUXbp0oV27dl4rwx8Epbbmkj7b2Qb07nuKrMNBJCSU0ve8bNK6nUIzxeHUf0KpIjQt9IzXE0IECE85309aTk73+OOPM2PGDEJCQtz2l5SU8I9//MP3Uwmfvgjjvn37gPKZY1q0aMH27dtd5zXXLkuaKQgtZTDklJA0eC9tBh4FdHCWgcGCFpKE4hhg83WoQohG5O0V4nVdZ/HixUyYMAGT6Y+UXlhYyOzZs7nqqqtISkriwIEDPPTQQ8TFxTFmzJg6x+9JxYrEzVVIjy5Y9n4LwIRbdmFSRpTDCU4npugoDJZgwAHYfRqnEKJx+Xu3rtM99thj3H777ZUqJ8XFxTz22GO+r5zIIoxnprUcCFv/h6aZUKoUTRnAHIEW3gplsgBGDIbmsQaAEKKc0jWUh1laPO2vzsqVK8nIyGDSpElu+41GI9u2beOtt94iNzeXpKQkBg0axAcffOC2WnBdTJs2jSeeeILQ0FC3VvKqNJeWc1NEONHDr4EfN6EFlaDyrWgmI6bYOMwJcejqIEZDNyDS16EKIRqRp5xfl3zva0qpKhsdfvnlF69OU++VRRhF1Sp+gYaIgcBPQCwYY1AUo9QhjMY0jIZevgxRCNHovLdCPMCwYcOqXDk4ODiYr776qtbXq4nNmzdjt9tdP4tylhYJAJhbtMCUYEMzxaMZjejqCJoWhNl0ebPtTSBE8+WdFeJ9KTo6Gk3T0DSNDh06uOUxp9NJYWEht99+u9fKk8pJI9j/WAsiekUS2ikLS3wOlugYTMaLsJgnoGnemc5TCOEfdOV5fnvdT5r5T285l1b0PxQcKQTg56e6kjJkE2GtDxDWMgyTtSVm01hMxvN8HKEQorF5yvn+ku8BnnvuOZRSTJo0iccee4zIyD9agC0WC2eddRb9+vXzWnlSOWlAe575HLqZyN+cT+EPXTDHFWGKLiOsfRc6PnCbr8MTQviEd1tOfG3SpEk8//zzlbqKFRUVMWXKFN544w0fRda4jv2UzZcTVhAzN4z9H7TmwAdJhKeewhxm5qJnxhHXNdHXIQohfML/W04mTJgAQGpqKhdccIHb+MaGUOcV4kX1Tn23hxPf7ARAMxsxWM048yMp2RvD8WXHyF61/QxXEEIEoorBkZ42f/Pmm29SUlJSaX9JSQlvvfWWDyLyjdVT1uMoKO/qZgoyohFE3t5Ejv8Yw5opG30cnRDCVwIp3w8YMKDBKyYgLScN5uj/2whOHQDNYCj/WdPQTEaUzUnWpz8SPyTNx1EKIRqbt2fr8pX8/HyUUiilKCgoICgoyHXM6XTy5ZdfEh8f78MIG8+pnTkUHCyAP/XSNRoNOBxOcnflU5hZRFiSTCEsRHMTSLN1NRapnDQQe/7pTxIVGjoKDc1gQGlOHPmVnzQKIQKft2fr8pWoqCi3AZJ/pmkajz32mA8ia3z5BwpAB83w++/PoKMZQTkNaAYNpSsKMwqlciJEMxRIs3U1lnpVTgwGA507d+bXX3917evcuTO7d+/G6XTWOzh/Zk2MpODAMQCCQ/IxOuwoZcBut2ArM2NJkOkkhWiOarJCvD9YvXo1SikGDx7MRx995DaNpMVioU2bNiQnJ/swwsbTonssmknDaC5ftyqm+0Fw6Njzg8nfG43uCCKqg+R8IZojf18hfuvWraSlpWEwNN5IkHpVTt544w2ioqLc9j311FPk5eXV57IBIWX8xRRs/X1ciVIotPL/Ep0OgsIctBrnvVkNhBD+Q1eax1la/Gn2lgEDBgCQnp5OSkpKo35xNTWhyaEkXQS5GQVAC3QF6IBmJyghn7i0IIKig85wFSFEIPKU8/0l359zzjlkZmYSHx/P2WefzY8//khsbGyDllmvysnEiRMr7Rs9enR9LhkwQqIdtOxdTBZgLzWj2Q1ogCnITlL3EsIiC30dohDCBwJlzEmFNm3aAOUrBGdkZGCz2dyOd+/e3RdhNboLX8pg8wtZ5HE2RRmRYFOYQmy0vmIv3e/N8bh4mRAisPn7mJOoqCjS09OJj4/nwIED6Lre4GXKmJMG4szcS9jvM0cm9HDizLNjDjUS3SUKQ6kNZ+ZeTKnN40tbCPGHQKucHD9+nJtuuon//e9/VR5vDl18lcrHGLaTnjPMrF0Jba/LwKg5ie9rJ+7cUtD2oziORvOYIEAI8Qd/r5xcddVVDBgwgKSkJDRNo3fv3hiNxirP3b9/v1fKrFPlpKSkhE2bNhETE0OXLl3cjpWWlvLhhx9y4403eiVAv3VaZ8LYXnGY+KOmqZeBaoSapxCi6QmUAfEVpk6dSk5ODhs3bmTQoEF88sknHDt2jDlz5vDss8/6OrxGodABBVp517autypMZgWYUMqAQgGBX0kTQlTm7wPiX3vtNcaOHcvevXu55557uOWWWyqta+Vtta6c7N69m2HDhpGRkYGmaVx00UW89957JCUlAZCXl8dNN93U7Csnxvg2aCZLpf3KYQPNgDHhrMYPSgjRBATWIoxff/01n332GX369MFgMNCmTRuGDh1KREQETz31FJdffrmvQ2xwGpEYtfbY2VrpmM5JjFonaTURotny/0UYL730UgA2bdrEvffe2+CVk1qPYHzggQfo1q0b2dnZ7Nq1i4iICC644AIyMjIaIj6/ZUhMxZjSCQC9IAdlK0UV5aJysjAmno3prG4+jlAI4Qu6+mOAZOXN19HVXlFRkWs9k5iYGI4fPw5At27d+Pnnn30ZWqPRNA2zYTQaYQAoVYhShTjVATSCsRjGoGlVd4MQQgQ2zznf15HV3uLFi10Vk8OHD3PkyJEGKafWlZMNGzYwd+5c4uLiaNeuHZ9//jkjRozgoosu8lpfs0CgaQYs/a4q/9lkgZICAExdLsA6+EY0s7W6twshAlSgrRDfsWNHdu3aBUDPnj159dVXOXLkCK+88oqrRb05MBl6YjXeDYCiCEUBRq09QcZ7MBnO93F0QghfCaR8r+s6jz/+OJGRkbRp04bWrVsTFRXFE0884dWB8rXu1lVSUlJp6fp//vOfGAwGBgwYwNKlS70WnL/TLOUVkODR92IqK4KgUAwhET6OSgjhS4E2IH7q1KlkZmYCMGvWLIYPH867776LxWJhyZIlvg2ukZkM5wCZBJuewmwyoJEkLSZCNHP+PiD+dA8//DCLFi3i6aef5oILLkApxbfffsvs2bMpLS3lySef9Eo5ta6cdOrUiZ9++onOnTu77X/xxRdRSjFq1CivBBZINEswhlCplAghAB2UpwdMfjhPxvXXX+/6+ZxzzuHAgQPs3LmT1q1bExcX58PIfMegJWHQzL4OQwjRFHjK+X6Y7998803+9a9/uf2t36NHD1q2bMmdd97ptcpJrbt1jRkzhvfee6/KYwsXLuS6665D+cuyl0II0cg8jzfxvDijPwkJCeHcc89tthUTIYQ4XSDl+1OnTtGpU6dK+zt16sSpU6e8Vk6tW07+/ve/8/e//93j8ZdeeomXXnqpXkEFKqWcgELTZHkZIZqrQOvW5XQ6WbJkCatWrSI7O7tSv+Ovv/7aR5H5llIK3aEwmDRZfFGIZiyQunX16NGDhQsX8sILL7jtX7hwIT169PBaOfJXciPQncewl32FbvselBPNnIYpeAQGc+XapxAi0AXWVML33nsvS5Ys4fLLLyctLU3+EAe2/fco2z7LIvdoCaGxFrqPbMk5Y1thtsr4EyGaH/+fSrjCvHnzuPzyy1m5ciX9+vVD0zQ2bNjAoUOH+PLLL71WjlROGoGj4P8wsh9NiwCM6GVrsNu3Yg6fisHivZqmEKLp05WG7mHxLX9s5n///ff58MMPueyyy3wdis9VdGle/o+dKIdGULiJE+lFrHh2J1k78rliVlcMxlr3phZC+DFPOd8f8/2AAQPYvXs3//znP9m5cydKKcaOHcudd95JcnKy18qRLNkIlOMQmvFsNGMCmjEOzdgWpefiKP4Q5XFkrBAiEKkzbLUxe/ZsNE1z2xITE/8oSylmz55NcnIywcHBDBw4kF9//dVLn6ScxWKhXbt2Xr2mv8reUwhAcJSZFm3DCI8PIi41lIjEIH5dnkn6D97rky2E8A/eyvdNRXJyMk8++SQfffQRH3/8MXPmzPFqxQSkctKglLIDoGkRbtNJapqGZohHOdJRzsO+Ck8I4QNK16rdaqtr165kZma6tm3btrmOzZs3j/nz57Nw4UJ+/PFHEhMTGTp0KAUFBV77PNOnT+f555+XiVCAg5vKKx+hMe4zdQVHmHGU6hz44aQvwhJC+JA3831zId26GtTvX9ZVzXOvGX9vNbE3akRCCN+qyYD4/Px8t/1WqxWrteqFW00mk1tryR/XUjz33HM8/PDDjB07FiifBjIhIYGlS5dy22231edjuKxfv57Vq1fzv//9j65du2I2u/9h/vHHH3ulHH+gO8tzvqZplZ+KauCwSUu5EM1NIA2Ibyz1ajn55ptvuOGGG+jXr59rCfu3336b9evXeyU4f6dpFgCUnlfpqaLST/3exauVL0ITQvhITaYSTklJITIy0rU99dRTHq+3Z88ekpOTSU1N5dprr2X//v0ApKenk5WVxbBhw1znWq1WBgwYwIYNG7z2eaKiohgzZgwDBgwgLi7OLe7IyEivleMPEjqEA1BW5HTb7yhzYjBoJHdtXvdDCBFYUwk3ljq3nHz00UeMHz+e66+/ns2bN1NWVgZAQUEBc+fO9eqofX+nGcJRzgM4nQkU51owWU8SFK5jChqJplX9NFQIEZiUKt88HQM4dOgQERF/LNzqqdXkvPPO46233qJDhw4cO3aMOXPm0L9/f3799VeysrIASEhIcHtPQkICBw8erP8H+d3ixYu9di1/1/rcaHYsh5zDxYSEWzEFGSkrtFOcY6fNuTF0GBDv6xCFEI3MU86XnrCe1blyMmfOHF555RVuvPFG3n//fdf+/v378/jjj3sluEChhd7Grx+vYtunVgqOWTFaOtN2QCLn3XIRUS19HZ0QojHVpFtXRESEW+XEkxEjRrh+7tatG/369aNt27a8+eabnH/++QCVpvZVSsl0vw3EaCrvjND+4hZs/vdRinNsaJpGTOsQOg9NwBIiUwkL0dwEWrcuh8PBmjVr2LdvH+PGjSM8PJyjR48SERFBWFiYV8qoc+Vk165dXHzxxZX2R0REkJubW5+YAs6WD6P5/pXeaAYbIVFGHHYLWz+1c3zPL4x+/lzC4qT1RIjmQlflm6dj9REaGkq3bt3Ys2cPo0ePBiArK4ukpCTXOdnZ2ZVaU2rr3HPPZdWqVURHR3POOedUW9n5+eef61WWPzp1sBhrmInIpGDMQUbKiuys/ucezMEmzhkjXXmFaE485fz65ntfOHjwIJdeeikZGRmUlZUxdOhQwsPDmTdvHqWlpbzyyiteKafOlZOkpCT27t3LWWed5bZ//fr1nH322fWNK6D8vGg3lOqEJwZhjghBMxkJidHJ+i2fnf/LpPf4s3wdohCikVQ3S0t9Z28pKytjx44dXHTRRaSmppKYmMiKFSs455xzALDZbKxdu5ZnnnmmXuVceeWVrq5mFZUggWtq+BN7s0hONWAIigRzEBDEyQNFbHwrna7DE7GEyFw0QjQXnnK+P87Wde+999K7d29++eUXYmNjXfvHjBnDzTff7LVy6pwhb7vtNu69917eeOMNNE3j6NGjfPfdd8yYMYNHH33UawH6s8KdRwHIO5hHeJCD4v1gsFoJOTseU3gwJouB9G9PSOVEiGZEoaE8rAzsab8nM2bMYOTIkbRu3Zrs7GzmzJlDfn4+EyZMQNM0pk6dyty5c2nfvj3t27dn7ty5hISEMG7cuHp9hlmzZlX5c3OmHCWoXYuAFIIM2WiFpahSIwTFo4WdRURiELlHSsjckU+bXjG+DlcI0Ug85fza5vumYP369Xz77bdYLBa3/W3atHFNjOUNdZ6t6/7772f06NEMGjSIwsJCLr74Ym6++WZuu+027r77bq8F6K/suUUcfq981jJLcCmhMdmExmZjNmVTcuAIyu7ED/+7FELUk9JB97DVdk3Ww4cPc91119GxY0fGjh2LxWJh48aNtGnTBijP01OnTuXOO++kd+/eHDlyhOXLlxMeHt4An6x5Uxmf4Dz8PQD2fAslx6yUHjPiPHEMVZLl4+iEEL7iKefXZQ3udevWMXLkSJKTk9E0jU8//dS9rBosvFtWVsaUKVOIi4sjNDSUUaNGcfhwzdbc03Udp9NZaf/hw4e9+r1Sr6mEn3zySU6cOMEPP/zAxo0bOX78OE888USdr9dYNz0nJ4fx48e7procP36818fJ5P6cjsm5G4CQ0HwKc82gOzEHF2G1ZFGafRJHmc5Z/WPPcCUhRCDx5grx77//PkePHsVms3HkyBE++ugjunTp4jquaRqzZ88mMzOT0tJS1q5dS1paWr0/Q3R0NDExMTXaqhMoOV/ZC9EPfcuJH8u/nEuKDDjsOs5SKDtlxJ6VRX5WCZFJwSR1PvNEB0KIwOHNFeKLioro0aMHCxcurPJ4TRbenTp1Kp988gnvv/8+69evp7CwkCuuuKLKSsefDR06lOeee871WtM0CgsLmTVrFpdddlkdPlHV6tyt66abbuKGG25g8ODB9O7d2yvBVNz0m266iauuuqrS8YqbvmTJEjp06MCcOXMYOnQou3btctXYpk6dyhdffMH7779PbGws06dP54orrmDTpk0YjeUzpYwbN47Dhw+zbNkyAG699VbGjx/PF1984ZXPAWA7foro+B3AuXTocoQt35xNjs1EcIgNXUHRiTySL4in04gkigvtmC0GzBaZyUWIQFeT2bqautO/nOojYHJ+2SlydhRRmBkKPSA8vJSTJ0IIDrJhNipyD5qxtLJz/vjOGIwatkI75lCTzJomRDPgzdm6RowY4TZLo/v1zrzwbl5eHosWLeLtt9/mkksuAeCdd94hJSWFlStXMnz48GrLX7BgAYMGDaJLly6UlpYybtw49uzZQ1xcHO+9916tP48nda6cnDx5kssvv5zY2FiuvfZaxo8fT8+ePesVTGPc9B07drBs2TI2btzIeeedB8Drr79Ov3792LVrFx07dqzXZ6hgLN6NOagIgG59DhNssbFjSwpFBVaMJiddz88gfOQFvDrzR46mF2CxGul1SUuGXteWqBbBXolBCNH01GSdk6ZuwoQJXrlOoOR8ux5K3n4NjfJ+Ghf0P8BvW1uQdSwCm0MRHVHMOVeGYT+Yz6d/3Ytu14luH0Gnv7Qh5UJZ+0SIQHamdU7y8/Pd9lutVo9rW1XnTAvv3nbbbWzatAm73e52TnJyMmlpaWzYsOGMlZPk5GS2bNnCe++9x88//4yu60yePJnrr7+e4GDv/e1a58rJ559/Tm5uLh9++CFLly7lueeeo2PHjtxwww2MGzeu0ixe9eWtm/7dd98RGRnp+pICOP/884mMjGTDhg0ev6jKyspcC03CH/8x2e127HZ7pfON5nychvLb+7qWR3HPU4R238O1uXEEhRfza047/t+/tqPbISzajM1mZ+V7e9i//QS3zOlDeLSl0jWbs4p7XNW9FjUn97HuvHXPqlsZ2B9XDP7yyy8xGo2VvtSWL1+O0+n0WPk4E1/m/Nrm+33b7RQURBFusZXfk7P3U9J2F1a7iauPJWEviODI5gLyjxdijbRgtBrI+uU4J3bn0OvuTqQOTap0zeZM8pR3yH2sn4bO+RX7UlJS3PbPmjWL2bNn17qcmiy8m5WVhcViITo6utI5Fe8/k+DgYCZNmsSkSZNqHWNN1Ws+w6ioKG699VZuvfVWDh8+zHvvvccbb7zBo48+isPh8FaMgPduelZWFvHxlZ9UxcfHV/uLeeqpp3jssccq7V++fDkhISGV3xDetnwDDoW0pFQvIcgQzK9tR7pOucT1XVnxD8AA5PHNdys9xtHcrVixwtchBAS5j7VXXFzslesEQsvJ6R588EGefvrpSvt1XefBBx+sc+XElzm/1vke4NKBZP7+Y3Z8jCvnZ5xTXmkz4CQKgPLvxvLHT3Z22Dez48vNVV+zmZM85R1yH+umoXN+xb5Dhw65Lbpbl1aT09Vl4d3qzvn8889rXPaoUaNqfG51vDLZut1u56effuL777/nwIED9V7gqzreuOlVnX+m6/z9739n2rRprtf5+fmkpKQwbNiwKldyLtn4NaXbP+O75OHE2Q5SoCsiNI0h+a+wfXcSb341hKSOCa4VhStkHijg7K7RTFnQr9rP1NzY7XZWrFjB0KFDMZvNvg7Hb8l9rLs/N73XVaBVTvbs2eM2CL9Cp06d2Lt3b72v74ucX9t8f/JIMW/d8Q3ntPiV4qs6EZJ9AgwOQuwlxH39A7v3dcYa14Lwlu4VG2eZTmFWMQPnnktCT5leuILkKe+Q+1g/DZ3zK/ZFRERUmVdqKzExEah+4d3ExERsNhs5OTluD3Wys7Pp379/ldf981pWmqah/vSBKnJpTQbV10S9KierV69m6dKlfPTRRzidTsaOHcsXX3zB4MGDvRLc6bx10xMTEzl27Fil6x8/frzaSpWnPoBms7nKf/SGrudi2/lL+c8GA0bNjlEDQ1kYuvVcHCoE5TSg/2k+YeUwYCtFEokHnu63qB25j7Xnrful/755OuZvIiMj2b9/f6WuvHv37iU0NLTO1/Vlzq9tvk88K5L2F53Fxi9L6Q447WacBh1bmYEDxakEJySiyhSaw/1hlKaDKtUwYpR/j1WQPOUdch/rpqFzvrfzfU0W3u3Vqxdms5kVK1ZwzTXXAJCZmcn27duZN29e1fHrf0S6cuVKHnjgAebOnUu/fv3QNI0NGzbwyCOPMHfuXK99ljpPJdyqVSsuu+wyjh8/zquvvsqxY8dYvHgxl1xyCQZDvWYortLpN71CxU2v+BI6/aZXqLjpFef069ePvLw8fvjhB9c533//PXl5eR5rjXVhjGlByNAxADhtYej2YJyOKPTk6+gw/jrCo63kHi9xe4/uVJQWO+hyXguvxSGEaFoqFuTytPmbUaNGMXXqVPbt2+fat3fvXqZPn16vJn5/y/mXTe1E2hUdAMguiiS3LIx8Ywt6PTCKtkNbYiu0o3T3p43Fx0sJibMS00GmFxYiUHkz3xcWFrJlyxa2bNkClI/N27JlCxkZGW4L737yySds376diRMnui28GxkZyeTJk5k+fTqrVq1i8+bN3HDDDXTr1s01qUh1pk6dyvPPP8/w4cOJiIggPDyc4cOHM3/+fO65555afx5P6txy8uijj3L11VdX6utbH4WFhW7dACpuekxMDK1btz7jasen3/TY2FhiYmKYMWOG203v3Lkzl156KbfccguvvvoqUD6t5BVXXOG1mboqmFueBb/8him5DYayAkxhMYRddg1hwEVjzuJ/S3bjsBcSHmPFXqZzKquEpNRw+l3W2qtxCCGaDh3QPXTf8seWk3/84x9ceumldOrUiVatWgHlC3JddNFF/N///V+17w2knG8NMXHF9M58+WU6LbtGU6ysJMTF0OmCeHKTQzi07hinducTmhiMwWyg9FQZuk2n44S2WCNlAhQhApWnnF+XfP/TTz8xaNAg1+uK7qcTJkxgyZIl3H///ZSUlHDnnXeSk5PDeeedV2nh3QULFmAymbjmmmsoKSlhyJAhLFmyxDX1enX27dtHZGRkpf2RkZEcOHCgDp+oanWunNx6661eC6JCY930d999l3vuucc1w8uoUaM8LmjjDYbgUAwGJ5rlj24CI2/uRHCoiW8+PUjeiVJMFgPnDkriyts606Jl3btC1IXd7sRg0DAavd/iJYRwF2hjTipmvVqxYgW//PILwcHBdO/enYsvvviM7w3UnB8eFwRlNjRj+ZPRqNQwLnq8J1sX7eX4r7noBXZC44PoOLY1HcY27sMopRTodjCYZZ0VIRrBmcac1MbAgQMrjfc4XcXCu9XN9hUUFMSLL77Iiy++WOvy+/Tpw9SpU3nnnXdc3W2zsrKYPn06ffv2rfX1PKlV5WTatGk88cQThIaGug0WrMr8+fNrHUxj3fSYmBjeeeedWsfnTSazgUtv7MDAv5zN8cNFBIWaiEsOadQvi907TvL5v3ex+YdMDAaNvhe25MqrO9E6tXKtWAjhHYE25gTKc/OwYcPcpvStieaU81t0jWLws70oOFKMs9RJeKtQTEGNt/CucpShDq5Bz1gPtkIIjcfQ+iK0lP5omjyYEqKhNNaYk8bwxhtvMGbMGNq0aUPr1uUPVjIyMujQoQOffvqp18qpVeVk8+bNrnmfN2/2PPWhPI2puaAQEykdGr8ysH1LNk898g3HjxURGR0ECj7/cBebf8hi5tMXk9rOe931hBB/UL9vno75o1WrVrFq1Sqys7PdBk9C+ZeZKKdpGhGtGrdlHEDpDpyb30Ad/QFMVjAFQc5+nDn7MRRlY+w8ttFjEqK58JTz/THft2vXjq1bt7JixQp27tyJUoouXbpwySWXePVv/1pVTlavXl3lz+LMFKBUIQ7nd2hEYTB0QNMa76mZWyxKsfSNbZw8Xky7TjGu/6DiEkLYu+sUH7+3g+kzvTdQVAjxh0BrOXnsscd4/PHH6d27N0lJSfJw6ncKJ0rl4HD+gMHQHoPmuwc+6thWVNYmCI1HM/++inNQFKrkFOrA16hW56OFJ/ssPiECWSC1nEDdW8pro85jTjIyMkhJSanyiygjI8PV3CNAqVJ0/SBOvYgS21bAitHQBav5DoyGsxs9nqyjhez+7SRxCe7dyAwGjZjYYDZ9d5TiIjshoTL1oBANwR+fmHnyyiuvsGTJEsaPH+/rUJoMXWWh6xk4nTZKyh5B02KxmP6C2TTGJ12o1PFfQXf+UTGpEBSNystAHd8hlRMhGlCg5PzHH3+82uOPPvqoV8qpc+UkNTWVzMzMSivvnjx5ktTUVK8txBIIdLUPxUkUOrqhGFDo6gi67TCh1pfRtKhGjcdh19F1VeUAeINRw+lUOBz+WqcXomkLtAHxNpvNq1PyBgJdT0epUkChKECpE5TaFwBGLObRjR+Q0w7VTVuq5PtaiIbizQHxvvbJJ5+4vbbb7aSnp2MymWjbtq3XKid1foTjaXXdwsJCgoKC6hVUoNE5BTgp/3II+30z4GQ7NseHjR5PYsswWqaEc/JP66wopcg5WUqHzrGER8jUlkI0BP0Mm7+5+eabWbp0qa/DaBLU73/kK0p/32MEQoEgIJ8yx2soZWv0uLSYtuVx6Q73A/ZiNKMVLeqsRo9JiOYikPL95s2b3bbt27eTmZnJkCFDuO+++7xWTq1bTipm6dI0jZkzZxISEuI65nQ6+f777+nZs6fXAgwESrehnKDbFM5iJ6ZgE0oLBU5iV+uw4v1pmatjNhsZ/ddOvPDM92Sk59EiIQRdV2RnFRMWZuHKazpJv3EhGkigDYgvLS3ltddeY+XKlXTv3r3Sqsp1mbnRX9lLTgKgnArl0NDtOsphwGC2oFQwSmXhdG7DZOrVqHFpSb3RDqxF5exHhcSUD4i3FUJpPrTsAzHtGjUeIZqTQBoQX5WIiAgef/xxrrjiCq9176115aRili6lFNu2bcNi+eMJu8VioUePHsyYMcMrwfm7U1uOlv+gFLrDgDIoSk+VYTDbCGkRgtIMKO2kT2IbPCIVp1Px0dLfyDpaiKZB2/bRXDsxjd79pO+xEA0l0AbEb9261fVAavv27W7HmtNDDnuRna3Pbode/N6PA9AV9lNFGMOCMYYYAB2d7EaPTbOEYux9O87f/h+c2AG2IjAFo7UdiqGTb8bBCNFcBNqA+Krk5uaSl5fntevVunJSMUvXTTfdxAsvvOC2GJb4g7PUzo6XNsFoI0rX0Iw6FX1+dZuiNLcQa7SGgaRK77WVOdm55TiFeTYSWoVxdudor3/Ja5rGsJFtGTCsDQf352HQNNq0jcRs9s0MYkI0F4HWciIzN5bLWJZByQ/boVc70BSuMR5K4SwsxmjV0IyhGLQWld6be6CQnD0FGIOMJJ4TjSXM+5ORaKHxmPrciSrKLm81CY5BC4ryejlCCHeB1HLywgsvuL1WSpGZmcnbb7/NpZde6rVy6jwgvn379vz73/9m0qRJbvvfeOMNjh8/zgMPPFDv4PxZ3o5sjm7NJ3R0NI4iK5qlFM2kYwq2oxn08v9YnWGYzFe4vW/H5uMseXYLh/fn47A7CQ4106VXC25+4Fxi4kOqLqwerFYTHTrHev26Qoiq6Sh0D19LnvZ78tRTT/Hxxx+zc+dOgoOD6d+/P8888wwdO3Z0nTNx4kTefPNNt/edd955bNy4sfbBC48O/3cbZorLXygDGHUwgCHICQYnzjITlrCOGA1dXe+xFzv44fmdHFh9DFueHQwQnhzCObe2o+3whmnB1kLjITT+zCcKIbzCU86vbb5vChYsWOD22mAw0KJFCyZMmMDf//53r5VT58rJa6+9VuUgyK5du3Lttdc2+8qJs9RBWUH5UMj83S0wts0Ckx1QOO1GHMVmyrLOJbLHUNd7jh0u5KXZP3Aiq5jE1mFYrEaKCuz8tPYoDpvOA89dWOUMW0II/+HNlpO1a9dy11130adPHxwOBw8//DDDhg3jt99+IzT0j8X+Lr30UhYvXux6fXp33LoaO7ZmC/d9/PHH9S7LL+ScpKKjhv1EMISVgFlH6aDKLDhyIwjvdiua9sd0vpte3s2uTw4R0iKImPbh6E5FwZFiNv7fb4TEWknqLQ+OhPB3gdRykp6e3ijl1LlykpWVRVJS5S5JLVq0IDMzs15BBYKQVpFUdOO15QXh2BuLMcrGMS0WR5GFY9+2JeWC69B6/tEt7ruVh8g+WkSbDlEYDOVdAsIiLBgMGju3nGDnlhN07SVPvITwZ7pWvnk6VhvLli1ze7148WLi4+PZtGkTF198sWu/1WolMTGxtqFWKzIy0qvX83dBCSHYfv/eLjkQhS3ahDXSRsGWcMoORuA4lEZiz/Nd5xdmlZC+IovgWCshsVYAjAaNyDahnNqdz+7PD0vlRIgA4Cnn1zbfNwWTJk3i+eefrzSko6ioiClTpvDGG294pZw6V05SUlL49ttvSU1Nddv/7bffkpwsA6pDWkUSc9YfNWNnmZnCA2H8+MIAnA4DlnATFz3eye096TtzMJkNroqJ61phZrKPFHEkvUAqJ0L4uZq0nOTn57vtt1qtWK3WM167YkBiTEyM2/41a9YQHx9PVFQUAwYM4Mknn6y0RlVtnd4SIyBiSDeyX9tT/kLXcORbKTkezoF3u2IyK1pefb7b+XkHiyjLtxPVJtRtv6ZpWCIsHP/Ve4NLhRC+E0gtJ2+++SZPP/10pcpJSUkJb731lu8rJzfffDNTp07FbrczePBgAFatWsX999/P9OnTvRKcX3OU0Pev+/ie3uXN+jooXcPpMGA06XQYXEBIgvtqvaHhFpyOyv+5On9fEDE4tM6/LiFEE1GTMScpKSlu+2fNmsXs2bOrva5SimnTpnHhhReSlpbm2j9ixAiuvvpq2rRpQ3p6OjNnzmTw4MFs2rSpRhUeUTP7iy0cL40gGtA0hfb7/5tMigLdQnEH94dR5hAjRrOGw6ZjMbt313WWObFGen+MoRCi8QXCmJP8/HyUUiilKCgocFvP0Ol08uWXX9b7gdfp6vzX7v3338+pU6e48847sdnKF5UKCgrigQce8OqgGL9VfIJQa/lUwtYQGzZV/kUVFlNE+wuO0f3KAnCUgvmPCkqvi5NZ97+DFOSWER5V/keDUopjh4uITQih+3kJPvkoQgjvqUnLyaFDh4iIiHDtr0kl4u6772br1q2sX7/ebf9f//pX189paWn07t2bNm3a8N///rfG40bEmR3cnskvxSYuo3zJ3fLV4RVZmom1BW248qSTrqedH9clkuh24Rz/NY+YduFov7eY20scOMucnD2scrdpIYT/CYSWk6ioKDRNQ9M0OnToUOm4pmk89thjXiuvzpUTTdN45plnmDlzJjt27CA4OJj27dvLk7jf2fMdlJ0qgVCITSnEqhyE6kaGtN2ExVyAbmsJRvfpInv2T2TQyLNY/fkBTh0vxWI1UFrsIDzSyl/vSCMyJshDaUIIf6GqaTlRv++PiIhwq5ycyZQpU/j8889Zt24drVq1qvbcpKQk2rRpw549e2oetDijEPs+nDY7ACc1M3aDokCzsFk3UFhWUqnl22A00HtKR9bN2srJ3fmYg0047TpKKVr1b0H7K1r64mMIIbzMU85XflQ9Wb16NUopBg8ezEcffeTWddhisdCmTRuvDumodz+hsLAw+vTp441YAkrenhJK8yIhBUCBBgajwmQBgyqjuKg1QQb32280Ghgy+my2/5jN9h+z0XVF+26x3PZIb87pL0/RhAgE3pytSynFlClT+OSTT1izZk2lMYBVOXnyJIcOHapyQhNRN8peQvez9rHR/Hu3hop1qTSN46dCiQzJp0uP4Ervi+8exSVT89j76W8c223BEh5Cm8u70fbqnphDpBuvEIEgEFpOBgwYAJTP1tW6desGX2C3Xtnvm2++4dVXX2X//v38+9//pmXLlrz99tukpqZy4YUXeitGv6SX2sk51h7SwKDZ0ZSOQdMwm/MoPhWLLbwrMX96z8/rj/LQhFXkHC9B0zQUii0bsvjHtPX88z9XEB1X+ctNCOFfvFk5ueuuu1i6dCmfffYZ4eHhZGVlAeUzaQUHB1NYWMjs2bO56qqrSEpK4sCBAzz00EPExcUxZsyY+nwMcTpnGV075HF+3/LB7SUloFvBVqzRwqQx5vLjREW5rwet6w70tY8Qkfkj5/ZxQl9D+eBE8+cYDt8BHUb54pMIIbzM3ysnW7duJS0tDYPBQF5eHtu2bfN4bvfu3b1SZp0rJx999BHjx4/n+uuv5+eff6asrAyAgoIC5s6dy5dffumVAP2VNSkKu618NgN7iQXdVIpTaZzKbs2pzFRa9nEf8KrrOvOmf8up4yVExlgxmcoHSNpKHezbkcPCR79n5ksDG/tjCCG8zJuLML788ssADBw40G3/4sWLmThxIkajkW3btvHWW2+Rm5tLUlISgwYN4oMPPqg024qoB0s4pvA4/jJiB6voSmRkCUXKQUSIg7snbadjWgsI/tPjqN2fQeaPYDCD9fdpmXUdbPnov/wLWl+MQVZwF8Lv+fuA+J49e5KVlUV8fDw9e/Ysf3iuKseuaRpOp9MrZda5cjJnzhxeeeUVbrzxRt5//33X/v79+/P44497JTh/Ft45Cas1H4jHVhKE3WSizG7i+LYIrLHFRPVw75u3ZUMWh/flERJqdlVMACxBJozFTtYvy0DXdQwGWYRRCH/m7W5d1QkODuarr76q5VVFbWkGI6p1ClruBtAh9ax8Chw6EQaddvF5qJSeaEb3hS/1g6t/byk5bVYugwEsYWArQO3/H3S5rpE/iRDC2/y95SQ9PZ0WLVq4fm4Mda6c7Nq1y22RrwoRERHk5ubWJ6bAcOogiR2y2Uc7lG7AYdOwlRkhOISkzscx5O2DFn88STueWYzTqQgOrVz5MJo0Sosd2Gw6QUFSORHCn+maQtc8tJx42C+aNqUUtqT9OAsssA+wK3AqMBpwtDZDy0MYlRNNM/7xprI8oIp8XjEWsSSnMUIXQjQwTznfX/J9mzZtqvy5IdW5cpKUlMTevXs566yz3PavX7+es88+u75x+T39RAaW4PIplu1OCyV20Iut7N2ZQEGxkZ5dDhLd7o+JBDp2j8VsMVJa4iDM7P6EzW7TSWodRlCQDJAUwt/pv2+ejgn/oziFrg6izkqCfaCcBpRDoXQNDlpQwXvQ253AqJ02HXx4Syg4VN6V6/QWcYcNNANaZOP8ESCEaFiecr4/5vvPP/+8yv2aphEUFES7du1qNDHLmdT5r93bbruNe++9lzfeeANN0zh69CjfffcdM2bM4NFHH613YH5PM+Cwl89mUJRnxGnWcDo0crMMFByPo/g1O8MHOzAFl/8KzuoYTffz4/lx9VFKjA6sIUZQUFxgR9NgxLXtfflphBBe4s0xJ6KpMAIG1IFiAJylGk7dgEMZKNurYTpRggreCSl/VE4M7UeiZ20GWwFYwssrKE4b2AshLBHOGuqjzyKE8CZ/H3NyutGjR1c55qRin6ZpXHjhhXz66adER0fXuZw69xG6//77GT16NIMGDaKwsJCLL76Ym2++mdtuu4277767zgEFCmNSe46mxwGgnJSvFozCoOk47BpHNisOrctye8/sVwfTsUccdpuT3BOl5J4oRdM0Lhl7Njc/eK4PPoUQwtvUGTbhfwxaFEbVBcePRQDlLSaaAoOOrdiE46SR0o2r3b7QDa0uQEu7AUxWsOVBaQ7YiyE0EcMFj2IwWTwVJ4TwI4GU71esWEGfPn1YsWIFeXl55OXlsWLFCvr27ct//vMf1q1bx8mTJ5kxY0a9yqlXP6Enn3yShx9+mN9++w1d1+nSpQthYWH1CihQaLGtOJJxFvQDzaCXf1FpCqPRicKErUjn4PIjpA7/Y8G0uMQQlqwdzZrPD/DTN0exWI0MvaotXXvF++6DCCG8SqeaMSd++XUlAAz5F6FyfoAYwKDKUz5gDHLiKDOiZe5CleajBUe63mPsNh79rMGofcvAlo8WlQpnX4rBJAvuChEoPOV8f8z39957L6+99hr9+/d37RsyZAhBQUHceuut/Prrrzz33HNMmjSpXuXUexBDSEgIvXv3ru9lAo6maeQes/LnrxiH04RTN6N0yNlXUOl9BoOBwaPPZvBoGbcjRCBSv//P0zHhnxynDOiOilen/R6VEaPJiV5Shu6o3F3BEN4Sek5upCiFEI3NU873x3y/b98+IiIiKu2PiIhg//79ALRv354TJ07Uq5xaVU7Gjh3LkiVLiIiIYOzYsdWeGxYWRteuXbn99tuJjIys9txApOedQCs+BcSj64byzWHEXmYETQcMWMJkgHugOHqkgPR9OViDTKR1j5fJC/zA8ewivl1/CIvVyOAhqY32O5MB8YHJYVmBvfT3rlhKQ1VsTicGo5Oikggig8y+DVJ4haPMybGtuThKnESnhhKREurrkMQZ6LpOxtpsio6XEd89ihadGu/v0kAaEN+rVy/+9re/8dZbb7mmFz5+/Dj3338/ffqUT/K0Z88eWrVqVd1lzqhW38aRkZGuJevPVOEoKyvjlVde4dtvv/U4uj+Q2ff9QmxiPoXEg9JA/d7HUC+/fxggqV8Ln8Yo6q+kxM5rL21i1fJ08vLKMJk0WqVEcMvtvbhwQGtfhyeq4HDoPDBjBZ9+soviovIJJ2Jigrln6nncekevRojAc8uJf/ZCFro6iSHhV4pNVgAMmkJTCk0Ds9FOWVEQKjkCw+/Hhf86tOE4P764m9yMInS7IijSzFmDE+h7T0csofJQqilKX5XFir9tJi+jCOVUGC1GWvaL5YrXziMsvjG6UHrK+f6X7xctWsSVV15Jq1atSElJQdM0MjIyOPvss/nss88AKCwsZObMmfUqp1b/khYvXlzlz5789ttvrppUc6PnniAmuZTC0/bZQko50SaTuIOJGIwa8efE+Sw+4R2vv/wzH324g5iYYNq2i8Zuc3IoI59/PPUt0bHBdE2TCmhT8/f7V/Hu29swGAyEhVvQdcXx48U88fg6IqOD+Ou1XRu0fJmtK/AolQ0GB4aW5euY2EotKHMZ+cB3J8M4yx5GWEyK+zonwu+c2JnPuie2U5prJ7JVMEaLgZJTNnZ+fAgUXPhQw+YOUXvHf8vj80kbKcmxYQk1YQwz4Ch2cvDrY3x87XpuWDm4wRe3DqTZujp27MiOHTv46quv2L17N0opOnXqxNChQ133cfTo0fUuxyu/EaVUlSsVd+zYkQ0bNnijCL+jhUZQWlz+RWTSjWjl03VxsNduzFad4FgjBQcKq7+IaNKyMgtZtXw/MTHBxLUIwWDQsAaZSD07ipxTpXz5+W5fhyj+5MSJYj79eCcGg4HomCAsFiNBQSZiY4MpK3Xy6ks/NXgM+hk24X80LYKy7AiO/3IWAOYgHZvdgs1uZn1SHtbueRxddxZOm6P6C4kmbfd/jlB8ooyYtqGYgoxoBo2QOCshcVbSVx8jL6PI1yGKP/lx4S5Kc2yExFnLKycmA9YIM6ZQE8e25rLvq6wzX6SeAi3fa5rGpZdeyj333MO9997L8OHDvV7Bq1cb5KJFi1iwYAF79uwBygfBTJ06lZtvvhkAo9FIjx496h+lHzKnpqG0HQD0yEzl+45bUTpowaXEppTgsMbgLHP6OEpRH+n7c8nLKyP17Ci3/ZqmERZuYdu2bN8EJjz6/rvDFBbZCAtz7/uvGTSsQUb278uhuNhGSEjDTeMqA+IDj0Yy2DtReqJ84d0+xmhWRB4DBSV2C0e/GYRBWVF2HWSGYL+VvTUXS6jJ1b29QnCMhZN7CsjZV0hkaxl/0pQc/ekUGDQMBvffmTnESMkJBxnfZNN+RHKDxhBIA+IBVq1axapVq8jOzkbX3atYb7zxhlfKqHPlZObMmSxYsIApU6bQr18/AL777jvuu+8+Dhw4wJw5c7wSoL8ytGhFdN8uHKeMVsdC+bWtgdIgGybdSGFuCAQ5iDw73NdhinoIDjZhNhuw2ZwEB7s/NbDZnISHS//ypsYaVP6HhV7FcwGlg9FswGRq2CZ+Jwqnhy8lT/tF06ZpGpEtx2EMfweAqN9aY0guodjgQC8JJnOLlTZDwjCGyIB4f2YJN+G0VX7e7bTrGEwGzCHSba+pMVqNVQ/t+H2fKajhf2eecr4/5vvHHnuMxx9/nN69e5OUlFSpou4tda6cvPzyy7z++utcd911rn2jRo2ie/fuTJkypdlXTjRNIywtDU5uIj8vCl03oyuFwxlEWYkVs8FJUIw8QvNnXdJa0KZNFPv25nB2uyjXP9LSEgd2m5OBg8/ybYCikosHtCa+RQhHMwuxWsu7ZQA4HYqyMgcXXZyCxSKDWkXtmYJacSS/EyFA0dEWOGMP4DCYMBYHUVqqyCwLbrAvctE4UgcnkvnTKezFDswh5XlCKUX+4RIiU0JI6FH3FbFFw2g7LInsrbk4bDomyx8Pnsry7ZiCTXT5i0xcUxuvvPIKS5YsYfz48Q1aTp0fETqdzirXN+nVqxcOh/SrBcjZkw+AOSYah9OM02FAVxqhSUEEx1o4uS3HxxGK+rBYjNx6Vy+iYoLYvesURw7nc2B/LocO5dG3XytGXNHO1yGKP7FYTEz7Wz+Cg0ycOFFMfl4ZubmlnDxVTFyLEO5/8IIGj8GJXu0m/NPJQ8XsywoBoCg3FkexBWU3oAwGTkW24LedNuzSldevtRuRRMqFLcg/XELOvkLyDxdzclcB1nATfe7u0ChP4UXt9J3SgdiO4ZTl2ig+VUZZvp2iE2UoHbr8pTUtujT8lMKBlO9tNpvbAowNpc6VkxtuuIGXX3650v7XXnuN66+/vl5BBYqKMSXxPaIIirFgCTcTHG0hoWc0JosBh3xR+b2+57fkmfmX8Je/dqZlqwi6dmvBvdPPZ9acAYSFSctYU3TjxB688NKlnNs7GZPJQFCQiWHD2/Leh1dxTq+kBi9fnWET/slh03H+/rfGqZSzsAWH4LBasYWEUhQWie5UOO3+98eI+IM5xMSgJ7rT/2+die8RTXhyCJ3/0pph83vR+qJ4X4cnqhAUZeHa/wyk2w1nERRlQTNoRJ8dxsUz0xj+wrmNEkMg5fubb76ZpUuXNng5teq/MG3aNNfPmqbxr3/9i+XLl3P++ecDsHHjRg4dOsSNN97o3Sj9VOTZkVACuk0nVAvFqBkI0oJxljrRTAai2ze/xSkDUYeOsXToGOvrMEQtXDm6E1eO7oTDoWMw0OBTSZ7OqSmcmocxJx72i6YvNiWEyIQgoBTdZMREOLoyYXYGU3CyjA794rDKOhh+zxxiovNfWtNZugP5jbD4IC57qS+6rqM7dEyN3HXXU873x3xfWlrKa6+9xsqVK+nevTtms/s4uvnz53ulnFr9hjZv3uz2ulev8gXL9u3bB0CLFi1o0aIFv/76q1eC83eJ57dg22rIP1jI4IIRmENN2Art5GcXEX9uHIl9ZA0MIXypoQe/V6X8iZmn2bqEvzJbjZw3tjXZ5HLycDFpRSNRuiLnaCnmMCP9rjlLxpwI4UMGgwGDpenkfH/M91u3bqVnz54AbN++3e2YN/NbrSonq1evrrTvxIkTaJpGbKw8Of4zc3D57U2+IIETP+dQcqoMc4iJ1kOS6XFnl/JZJIQQzYpezWxd/rgol/jDuSNbsmzZVsKirJw6XIKmQVzrUAZOaksn6fYjRLPkKef7Y76vqh7QEOrUtpWbm8vDDz/MBx98QE5O+aDu6Ohorr32WubMmUNUVJQ3Y/R75z1yDqWZZZScLCOkRRDhKWG+DkkI4SOyQnzgqlhL4bZF55G9rwSDUaNl50jM8iBKiGYrkFaIP93hw4fRNI2WLVt6/dq1rpycOnWKfv36ceTIEa6//no6d+6MUoodO3awZMkSVq1axYYNG4iOlin1KmiaRkSbcCLayLomQjR3ss5J4LOGmjm7V4ivwxBCNAGBtM6JruvMmTOHZ599lsLCQgDCw8OZPn06Dz/8sNfGb9a6cvL4449jsVjYt28fCQkJlY4NGzaMxx9/nAULFnglQCGECCTSciKEEM1HILWcPPzwwyxatIinn36aC87xhSQAABNKSURBVC64AKUU3377LbNnz6a0tJQnn3zSK+XUunLy6aef8uqrr1aqmAAkJiYyb948br/99oCvnChV/h9Vfn6+x3PsdjvFxcXk5+dXmtFA1I7cS++Q+1h3Ff/WK/7t11WJowiHh1la7I7iel1bNIya5HuQf1/eIvfRO+Q+1k9D53x/zPdvvvkm//rXvxg1apRrX48ePWjZsiV33nmn7yonmZmZdO3a1ePxtLQ0srKy6hWUPygoKAAgJSXFx5EIIRpTQUEBkZG1nwbcYrGQmJjIhx9Nrva8xMRELBZZI6cpkXwvRPPVkDnf3/L9qVOn6NSpU6X9nTp14tSpU14rp9aVk7i4OA4cOECrVq2qPJ6ent4sZu5KTk7m0KFDhIeHe5w+LT8/n5SUFA4dOkREREQjRxhY5F56h9zHulNKUVBQQHJycp3eHxQURHp6OjabrdrzLBYLQUFBdSpDNIya5HuQf1/eIvfRO+Q+1k9j5Hx/y/c9evRg4cKFvPDCC277Fy5cSI8ePbxWjqZq2V41efJk9u7dy4oVKyrV9srKyhg+fDht27Zl0aJFXgvSX+Xn5xMZGUleXp4khnqSe+kdch+FaDjy78s75D56h9xH4W1r167l8ssvp3Xr1vTr1w9N09iwYQOHDh3iyy+/5KKLLvJKObVuOXnsscfo3bs37du356677nI17/z222+89NJLlJWV8fbbb3slOCGEEEIIIYTvDRgwgN27d/PPf/6TnTt3opRi7Nix3HnnnXVuYapKrSsnrVq14rvvvuPOO+/k73//u2ugkKZpDB06lIULF0q/XCGEEEIIIQJMcnJypYHvhw4dYtKkSbzxxhteKaNOizCmpqbyv//9j5ycHPbs2QNAu3btiImJ8UpQgcJqtTJr1iysVquvQ/F7ci+9Q+6jEA1H/n15h9xH75D7KBrLqVOnePPNN71WOan1mBMhhBBCCCGEAPjll18499xzcTqdXrmed5ZyFEIIIYQQQoh6ksqJEEIIIYQQokmo05gTIYQQQgghROAbO3Zstcdzc3O9Wp5UToQQQgghhBBVioyMPOPxG2+80WvlyYB4IYQQQgghRJMgY04a0EsvvURqaipBQUH06tWLb775xtch+Z1169YxcuRIkpOT0TSNTz/91Nch+Z2nnnqKPn36EB4eTnx8PKNHj2bXrl2+DkuIgCL5vv4k33uH5Hzh76Ry0kA++OADpk6dysMPP8zmzZu56KKLGDFiBBkZGb4Oza8UFRXRo0cPFi5c6OtQ/NbatWu566672LhxIytWrMDhcDBs2DCKiop8HZoQAUHyvXdIvvcOyfnC30m3rgZy3nnnce655/Lyyy+79nXu3JnRo0fz1FNP+TAy/6VpGp988gmjR4/2dSh+7fjx48THx7N27VouvvhiX4cjhN+TfO99ku+9R3K+8DfSctIAbDYbmzZtYtiwYW77hw0bxoYNG3wUlRDl8vLyAIiJifFxJEL4P8n3oqmTnC/8jVROGsCJEydwOp0kJCS47U9ISCArK8tHUQkBSimmTZvGhRdeSFpamq/DEcLvSb4XTZnkfOGPZCrhBqRpmttrpVSlfUI0prvvvputW7eyfv16X4ciRECRfC+aIsn5wh9J5aQBxMXFYTQaKz01y87OrvR0TYjGMmXKFD7//HPWrVtHq1atfB2OEAFB8r1oqiTnC38l3boagMVioVevXqxYscJt/4oVK+jfv7+PohLNlVKKu+++m48//pivv/6a1NRUX4ckRMCQfC+aGsn5wt9Jy0kDmTZtGuPHj6d3797069eP1157jYyMDG6//XZfh+ZXCgsL2bt3r+t1eno6W7ZsISYmhtatW/swMv9x1113sXTpUj777DPCw8NdT3gjIyMJDg72cXRC+D/J994h+d47JOcLfydTCTegl156iXnz5pGZmUlaWhoLFiyQafxqac2aNQwaNKjS/gkTJrBkyZLGD8gPeer3vnjxYiZOnNi4wQgRoCTf15/ke++QnC/8nVROhBBCCCGEEE2CjDkRQgghhBBCNAlSORFCCCGEEEI0CVI5EUIIIYQQQjQJUjkRQgghhBBCNAlSORFCCCGEEEI0CVI5EUIIIYQQQjQJUjkRQgghhBBCNAlSORFCCCGEEEI0CVI5EUIIIYQQQjQJUjkRQviFMWPGEB0dzV/+8hdfhyKEEKKBSc5vvqRyIoTwC/fccw9vvfWWr8MQQgjRCCTnN19SOfFzAwcOZOrUqdWeM3HiREaPHt0kYhFN18CBA9E0DU3T2LJlS7XnPv300/Tr169xAvvdoEGDCA8Pr/LYxIkTXbF/+umnjRqXEI1Jcr7wFsn5oqmSykkTdujQISZPnkxycjIWi4U2bdpw7733cvLkyVpd5/nnn2fJkiVei8vTF9LHH3/ME0884bVyqrJu3TpGjhxJcnKyJKUGcMstt5CZmUlaWlq15/3yyy/06NGjkaI6s+eff57MzExfhyFEvUjOr0xyfsOSnC+aIqmcNFH79++nd+/e7N69m/fee4+9e/fyyiuvsGrVKvr168epU6dqfK3IyEiioqIaLtjfxcTEeHzK4S1FRUX06NGDhQsXNmg5vmCz2XwdAiEhISQmJmIymao975dffqFnz55eLbtXr16kpaVV2o4ePXrG90ZGRpKYmOjVeIRoTJLzqyY5v2FJzhdNkhJN0qWXXqpatWqliouL3fZnZmaqkJAQdfvttyullBowYIC666671F133aUiIyNVTEyMevjhh5Wu6673TJgwQV155ZWu17quq2eeeUalpqaqoKAg1b17d/Xvf//brRyn06mefvpp1bZtW2WxWFRKSoqaM2eOmjBhggLctvT0dFcs9957r1JKqVdeeUUlJycrp9Ppdt2RI0eqG2+8scZxVAdQn3zySY3Pr8nnU0qp0tJSNWXKFNWiRQtltVrVBRdcoH744QfXe7312Sp+d/fdd5+KjY1VF198sfrf//6nLrjgAtfv8vLLL1d79+51e19+fr4aN26cCgkJUYmJiWr+/Plu976m5f/Zn69R4bffflMDBgxQQUFBqmfPnurHH39URqNRbdiwwXVORkaGGjdunIqKilJRUVHquuuuU6dOnXId3759u7roootUUFCQ6tGjh1q/fr0C1JYtW6qN6c9Wr16trrrqKo/H6/PfhBC+JDn/zCTnS87/M8n5gUkqJ03QyZMnlaZpau7cuVUev+WWW1R0dLTSdV0NGDBAhYWFqXvvvVft3LlTvfPOOyokJES99tprrvP//EX10EMPqU6dOqlly5apffv2qcWLFyur1arWrFnjOuf+++9X0dHRasmSJWrv3r3qm2++Ua+//rrKzc1V/fr1U7fccovKzMxUmZmZyuFwKKXcE93JkyeVxWJRK1eudF3z1KlTymKxqK+++qrGcVTHU1JavHixOlO929PnU0qpe+65RyUnJ6svv/xS/frrr2rChAkqOjpanTx50qufreJ397e//U3t3LlT7dixQ/2///f/1EcffaR2796tNm/erEaOHKm6devm9qV48803qzZt2qiVK1eqbdu2qTFjxqjw8HC3L5m63Nuqvqh27NihwsPD1fTp09XevXvVxx9/rJKTk5XBYFCFhYVKKaX27NmjWrRooWbOnKl27NihfvrpJ9W3b181efJkpVT5l1RYWJh66KGH1I4dO9RHH32kEhMTldlsVmVlZdX+nv5MvqhEIJKcLzlfcn7VJOc3T1I5aYI2btxY7T+4+fPnK0AdO3ZMDRgwQHXu3NntqdkDDzygOnfu7Hp9+hdVYWGhCgoKcnsCopRSkydPVtddd51SqvwpjdVqdSXuP/P0tOXP+0eNGqUmTZrkev3qq6+qxMRE5XA4ahTHmXi6Rx9//LHq2LGjx/dV9/kKCwuV2WxW7777rmufzWZTycnJat68eV79bAMGDFA9e/as9jNmZ2crQG3bts0Vu9lsdnsilpubq0JCQlz3vq73tqrf6+DBg9UNN9zgtu/aa69VHTp0cL0eMmSIevTRR93O+X//7/+p1NRUpZRSAwcOVNdcc43b8TFjxqgePXp4/uBVGDZsmIqLi1PBwcGqZcuWbk82K8gXlfBHkvMl51eQnP8HyfnNV/WdDEWTpJQCQNM0AM4//3zXzwD9+vXj2Wefxel0YjQa3d7722+/UVpaytChQ93222w2zjnnHAB27NhBWVkZQ4YMqVec119/PbfeeisvvfQSVquVd999l2uvvRaj0VijOOpqzJgxjBkzxuPx6j7fvn37sNvtXHDBBa59ZrOZvn37smPHDq9/tt69e1cqf+bMmWzcuJETJ06g6zoAGRkZpKWlsX//fux2O3379nW9JzIyko4dO7pee+veHjx4kK+//pqff/7Zbb/ZbHYNjDx48CCrVq1iw4YNPPvss65znE4nKSkpHDhwgDVr1rB9+3a3a1it1loPrvzqq69qdb4QgUJyfvUk50vOF4FFKidNULt27dA0jd9++63K6SB37txJdHQ0cXFxtb52ReL773//S8uWLd2OWa1WAIKDg2sfdBVGjhyJruv897//pU+fPnzzzTfMnz+/xnE0lOo+35//CDh9/+n7vPXZQkND3V6PHDmSlJQUXn/9dZKTk9F1nbS0NNfAyeriq+Cte7tlyxZMJhPdunVz2//zzz8zbtw4oHyQZExMDN9//32l9wcHB/PTTz9hsVjo2rWr27EdO3YwYcKEGsciRCCTnC85X3K+EH+QykkTFBsby9ChQ3nppZe477773BJrVlYW7777LjfeeKMrWW3cuNHt/Rs3bqR9+/aVnqABdOnSBavVSkZGBgMGDKiy/Pbt2xMcHMyqVau4+eabKx23WCw4nc4zfo7g/9/e/YQ0/cdxHH9pfJfSHGxZMWxWJEWXKAYVWqQReIqoS4TFAg/NwIOx1bwUxOoQFUkR1LVGp/BWhw5lSeEIDXKWNGsUHaK62B+j1j6/y6/vL90qy4lf93s+bmMfPvt8voPX17d+vm8rK7Vz504lEgml02mtWLFCwWBw0uuYLr/aX11dnVwul3p7e+0w/vr1qx48eDCuleZ07O3du3d6/PixLl68qE2bNkmSent7x41Zvny5LMtSMplUIBCQJI2Ojurp06f2ZxXr2paXlyuXy+nLly92J5fr168rlUrZXVssy9L79+/l9/vzbrqSNDAwoGw2q8+fP6uiokKS1NPT47i2lMBMIvOnF5k/OWQ+nILixKHOnz+v+vp6NTc3Kx6Pa9myZUqlUopGo6qpqdHx48ftsS9fvtTBgwe1f/9+9ff369y5c+P+3PqjqqoqRSIRdXR0KJfLaePGjRodHdW9e/fkdrsVCoVUUVGhw4cP69ChQ3K5XGpoaNCbN2+USqXU2tqqpUuXqq+vT5lMRm63Wz6fT+XlhbtSt7S0aNu2bUqlUtqzZ88fraOQDx8+KJ1O26+fP3+uhw8fyufzqba2VpLU3d2tzs5OPXnypOAcv9tfW1ubotGoPefJkyf16dMntba2TuvevF6v5s+fr0uXLsnv9+vFixeKxWJ5318oFLLXt3DhQh09elTl5eX2Dy5/+/kTBYNBWZalSCSiSCSiwcFBtbW1SZJ9k1m/fr08Ho/27t2rI0eOyO12K51O68aNG+rq6rLniEaj6ujo0NDQkH3DL3ZbSmA2I/PJfDIf+NdMPeyC38tkMmbfvn12l4tAIGDa29vN27dv7TGbN282Bw4cMOFw2Hg8HuP1ek0sFvttW8muri6zcuVKY1mWWbBggWlubjY9PT32mG/fvpl4PG6WLFliLMsytbW1dieZ4eFhs2HDBlNZWfnTtpLfZbNZ4/f7jSQzMjIy7r3JrGOiW7du5bW1lGRCoZA9ZjKdW361v7GxMdPe3m6qq6sLtpUs1t4KXa+bN2+aVatWmblz55rVq1eb27dv5z3wV6it5Lp160wsFpvStS20nsuXL5vFixcbr9drtmzZYjo7O011dfW4MX19faaxsdF4PB5TVVVl1q5da86cOWO/n0gkTCAQMPPmzTM7duww8Xjc1NXV/XQdUzHxWgGzCZmfj8wn83+FzC9NZcb8cHARJWn37t2aM2eOrly5MtNLwTT4+PGjampqdPr06bzf9P2JxsZGrVmzRmfPni3e4ibI5XJqampSQ0ODTpw4UfT5y8rK1N3dXfDcPvB/QeaXNjL/P2R+aeI/xJewbDaroaEh3b9/P+/hNMxeAwMDunr1qkZGRtTf36+WlhZJ0vbt26c894ULF+R2u/Xo0aMpzyVJd+7c0bVr1/Ts2TMlk0nt2rVLmUxGkUikKPN/Fw6H5Xa7izonMNuQ+aWJzM9H5pc2njkpYYODg6qvr1dTU5PC4fBMLwdFdOrUKQ0PD8vlcikYDOru3bt/1cnnR4lEQmNjY5Jkn+WeqtevXysWi+nVq1datGiRtm7dqmQyKZ/PV5T5vzt27Jh98/P7/UWdG5gtyPzSReaPR+aXNo51AQAAAHAEjnUBAAAAcASKEwAAAACOQHECAAAAwBEoTgAAAAA4AsUJAAAAAEegOAEAAADgCBQnAAAAAByB4gQAAACAI1CcAAAAAHAEihMAAAAAjkBxAgAAAMARKE4AAAAAOMI/o+eBD/hIlzcAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Loop over populations\n", "for population_index in simulation_output.keys():\n", " \n", " # Retrieve current population\n", " current_generation = simulation_output[population_index]\n", " \n", " # Plot Pareto fronts for all design variables\n", " fig, axs = plt.subplots(2, 2, figsize=(9, 5))\n", " fig.suptitle('Generation ' + str(population_index), fontweight='bold', y=0.95)\n", " current_fitness = current_generation[1]\n", " current_population = current_generation[2]\n", " for ax_index, ax in enumerate(axs.flatten()):\n", " # Plot all the population at given generation\n", " cs = ax.scatter(np.deg2rad(current_fitness[:, 0]),\n", " current_fitness[:, 1],\n", " s=100,\n", " c=current_population[:, ax_index],\n", " marker='.',\n", " cmap=\"plasma\",\n", " alpha=0.65)\n", " \n", " # Plot the design variable using a colormap\n", " cbar = fig.colorbar(cs, ax=ax)\n", " cbar.ax.set_ylabel(design_variable_names[ax_index])\n", " \n", " # Add a label only on the left-most and bottom-most axes\n", " ax.grid('major')\n", " if ax_index > 1:\n", " ax.set_xlabel(r'Objective 1: coverage [$deg^{-1}$]')\n", " if ax_index == 0 or ax_index == 2:\n", " ax.set_ylabel(r'Objective 2: proximity [$m$]')\n", " \n", " # Add the Pareto front itself in green\n", " optimum_mask = util.pareto_optimums(np.array([np.deg2rad(current_fitness[:, 0]), current_fitness[:, 1]]).T)\n", " ax.step(\n", " sorted(np.deg2rad(current_fitness[:, 0])[optimum_mask], reverse=True),\n", " sorted(current_fitness[:, 1][optimum_mask], reverse=False),\n", " color=\"#418F3E\",\n", " linewidth=2,\n", " alpha=0.75)\n", " \n", "# Show the figure\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ceb68603", "metadata": {}, "source": [ "#### Design variables histogram\n", "Plotting the histogram of the design variables for the final generation gives insights into what set of orbital parameters lead to optimum solutions. Possible optimum design variables values can then be detected by looking at the number of population members that use them. A high number of occurrences in the final generation **could** indicate a better design variable. At least, this offers some leads into what to investigate further." ] }, { "cell_type": "code", "execution_count": 20, "id": "72ab6ba4", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:31.487729Z", "start_time": "2025-09-15T18:50:31.059866Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:43.309880Z", "iopub.status.busy": "2025-09-15T18:55:43.309632Z", "iopub.status.idle": "2025-09-15T18:55:43.703893Z", "shell.execute_reply": "2025-09-15T18:55:43.703266Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAHfCAYAAADtKhEPAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjYsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvq6yFwwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjgdJREFUeJzs3Xl8TNf/P/DXJJLJvpKNSEJCBUVRFUpsIUUp7Zf6lKCUEluK0mjFlqiPJW216Upoq/pRW9q0iCWxRNWS2EVEQkrSFFlEmJA5vz88Mj8ji7lxJ5nE6/l43Ecz5945933umXH7nnPvuQohhAARERERERHVCUY1HQARERERERHJh0keERERERFRHcIkj4iIiIiIqA5hkkdERERERFSHMMkjIiIiIiKqQ5jkERERERER1SFM8oiIiIiIiOoQJnlERERERER1CJM8IiIiIiKiOoRJHhHVSmFhYVAoFBUudnZ2mm3j4+M15aNHj66W+EaPHq3ZZ3x8fLXss9SjxyY6OvqJ21cU67Zt2xAWFoawsDBkZGTIGmN0dLRmn2FhYbLWLVV19pW/v79mX3If09pCjr6X6zNORFRX1avpAIiIyDBt27YN69atA/AwOfH09KzZgIiIiEgnkpO8O3fuYOnSpdizZw9ycnKgVqu11l++fFm24IiIdBEUFFTpr/n+/v4QQlRfQDXk7t27MDc3l/y+6OhonUZD6Ok9y6NI9+/f14ymV9eIOhHRs0ry5Zrjxo3Dd999h5dffhnBwcGYNm2a1kJEZGgqulzz0Uu4YmJiMHXqVLi6usLa2hovv/wyjh8/rlXP119/jV69eqFRo0awtLSEqakpGjVqhOHDh+PUqVNPFWNxcTGWL1+O9u3bw8rKCmZmZvDx8cHUqVORnZ2tte2jl/wdOnQIb775JhwcHGBhYVGm3pKSEixevBienp5QKpV4/vnnsXnzZq1tHr+ULSMjAwqFQjOKBwA9evQoc7nbb7/9hu7du8Pe3h716tWDo6Mj2rZti7fffhu5ubmS2v/ll1/iueeeg1KpRLNmzfDFF19o1i1cuFCz76ioKK33rVy5UrPuk08+qXQfarUaS5YsgaenJ8zMzNC2bdsyx+Jx27dvR9++feHo6AgTExM0bNgQo0aNQmpqqtZ2165dQ1BQENzd3WFqagorKys0adIEgwcPxq5duzTbVXS5Zl5eHsaPHw9HR0dYWlqiX79+OHv2LDw9PTXbl3r88/zjjz+iTZs2MDc3h4+PD1atWvXEHzWGDBmiqSMxMVFr3fjx4zXrfvvtNwDSPvuPfp62bduGiRMnwtnZGUqlEn///XeFl2tu3boVgYGB8PDwgLW1NUxMTODi4oJXX30V+/fvr7AtunzGK6NrHxMR1SpCIltbW3Hw4EGpbyMiktX8+fMFAAFABAUFVbrtvn37yt02KChIU25vb6/5u3SpX7++yM/P12w/aNCgMtuULlZWVuLixYvl1r1v375K47t7967o2rVrhXU7OzuLS5cuabbv3r27VoyPbvv4sWnYsGGZ+hQKhdi4cWOFsaanp1cYS+k2x44dE/Xq1atwm9TU1ErbvHbt2kpjBCA+/vhjIYQQN27cEBYWFgKA8PX11aqnXbt2AoAwNzcXubm5le5zypQp5e7Hzc2t3L56//33K+3vo0eParZt27ZthduGhoaW23fp6elCCCGKi4vFiy++WOZ9dnZ2wtraWqtvhdD+PJf3uQUgNmzYUOmx+OOPPzTbTpw4UVN+7949YWtrKwCIRo0aiQcPHgghqv7Zf/zzmZ6ertX38+fP17xv2rRpFe7D2NhY7N+/X7Pt037Gq9LHRES1ieSRPHt7ezg4OEh9GxGR3qxbt67MxCtSLwezsLDAX3/9hRs3bsDf3x8AcOPGDfz++++abSZNmoRjx47hxo0buH//Pm7evIl58+YBAAoLC/Hll19WKf7PPvsMBw8eBAC0a9cOFy9exI0bN/DWW28BAP755x9MnTq13Peam5sjISEBRUVFSEpKKrP+3r17OHDgAPLz87F48WIAgBAC7733HkpKSsqt09PTE0IIBAUFacr27dsHIQSEEPD390dCQgIePHgAAPj5559RXFyMnJwcJCYm4qOPPoKVlZXO7b9x4wZ+/fVX3L59W+uy0bCwMOTm5sLR0RFjxowBAJw7dw579+4FAJw/f17T5mHDhmlNtvO4tLQ0rF69GgBgamqKmJgYzf6uX79eZvtjx47h448/BgD069cPGRkZUKlU2LNnD0xNTVFYWIh3330XAHDr1i0kJycDAIYOHYr8/HwUFhbiwoUL+Prrr9GhQ4dK2//DDz/gr7/+AgB4eHggKSkJt27dwtChQ3H79u1K35ubm4uVK1ciPz8fn332mab80VHY8gQEBGjusSztPwCIiYlBfn4+AODtt9+GsbExgKp/9h88eICYmBjN8XBycqowptdffx2HDh3CP//8g+LiYuTn52tGbktKShAZGVnu+6ryGQek9TERUW0jOclbtGgRPvroIxQVFekjHiKiGjF79mx07NgRjo6OGDp0qKb80UvqXFxcsHz5crRr1w6WlpZwdHTU/E8l8DABqYrt27dr/g4LC4OPjw8cHR3x6aefai7T27VrF+7du1fmvUuWLEG3bt1gbm6Otm3blln/zjvvoGvXrrCxscEHH3yAhg0bAnh4eWFV4wWApk2bav7+/PPP8fHHHyM+Ph7169fHggUL4OLionNdQ4YMwYABA2BlZYWgoCB07twZwMN7DEuT35CQEE3CUZqs/fDDD5o6Jk6cWOk+du/erbmEceDAgRg4cGCZ/T1q27Ztmr937NihuRSwV69emoSoNOmxs7PT/Ph56NAhLFy4EBs3bsTNmzcxatQoDB48uNLYHr2cMyQkBG3btoW9vT0iIyNRr17lt863a9cOM2bMgI2NjdYPG0+audPIyAhvv/02gIeJYullmevXrwcAGBsba9YDVf/sh4SEYODAgbC0tETz5s3LvaS4VKNGjbBmzRp07twZ1tbWsLW11UqyKtpHVT/jUvqYiKi2kTzxyooVK5CWlgZnZ2d4enrCxMREa/2JEydkC46ISBdPmnhFFy1atND8bWlpqfm7NLG6cuUK/Pz8cOfOnQrruHv3bpX2/c8//2j+9vDw0Pxtb28PGxsb5Ofn48GDB7h16xbc3Ny03tu+fftK6360PoVCAXd3d1y7dg0AkJOTU6V4AWDQoEF47733EBUVhf3792vdM/XCCy/g119/LROrLjGWvj58+LBWjE2aNMFrr72GX375BTExMbh69So2bNgAAGjbti06depU6T4e/R91d3f3CvdX6tE+qczNmzdRv359bNy4ERMnTsTly5exYsUKzXo7OztERUVh+PDhOsX26LGwsrKCo6NjpbE86XNbmbFjxyIsLAwlJSX4/vvv8fLLL2PHjh0AgMDAQM1xeprP/pM+n6Vu374NPz8/ZGVlSd5HVT/jUvuYiKg2kTySN3jwYLz33nuYOXMmXn/9dQwaNEhrISKqjR79werRSS5Kbdu2TfM/uT179sS1a9cghEBMTMxT79vZ2Vnz95UrVzR/5+bmoqCgAABQr169ci+Vr2xk5PH6hBDIzMzUvK7s0jmg/OPwqOXLl+PWrVs4evQo/ve//2Hy5MkAHv7Yt3DhwkrfW1GMj79+NMZZs2YBeHjp3ujRozWjVbpcUvfo/6Q/egzK2z+g3ScRERGaS1UfXdRqNZo3bw4A6NOnD9LS0nDp0iXExsZi5cqVcHFxQV5eHsaNG1fpZYMNGjQoN7bbt2/j5s2blbbrSZ/byri5uaF///4AgN9//x2ff/655hLcd955R7Pd03z2n/T5LLV3715NgteyZUtcvnwZarVapwmNqvoZl9rHRES1ieQkb/78+ZUuRER10aOXzZmamsLS0hJpaWlal6xV1auvvqr5e+HChbh06RJu3bqF6dOnay4xDAgIgJmZmeS6v/32WyQmJuL27dsIDw/XjHA0bNgQvr6+lb7X0dFR8/epU6e0HpmTkJCA8PBwzQyQgwcP1ros8erVqzrHuGXLFsTGxqKwsBDr1q3TjKqZm5uja9eumu1efPFFdOvWDcDDewQBwNraGiNGjHjiPnr37q1Jgn799Vf89ttvZfb3qEfbsmzZMvz222+4c+cOCgsL8eeff2LatGkYMmSIZpvJkydjx44dMDU1Re/evTFs2DDNSOadO3cqTdYCAgI0f3/yySc4c+YMcnNzMWPGDE3SpS+lyVxxcTGWLFkC4OFlk6+88opmG31+9svbR7169WBpaYns7Gx88MEHT3xvVT/jUvuYiKg2qfLD0I8fP47z589DoVDA19cX7dq1kzMuIiKD8sorr8DCwgJFRUXYsWOHZpKPZs2aPXXdU6ZMwbZt23D48GEcP34cPj4+WuudnJwqnHTiSUxNTdGlS5cy5cuXL9fc41YRPz8/zaWHjz4mp3S0JDQ0FKGhoeW+99Ek4Unq16+PAQMGlCmfP38+7O3ttcpmzZqldWnoW2+9pdMkL02bNkVwcDA+++wzFBcXY+DAgZp1DRo0wL///qu1fYcOHTB37lxEREQgNzdXa/tS3bt31/z91VdfaT324VHt27evdETpP//5D7744gscPXoUly5dQuvWrQEANjY2sLKyQmFh4RPbV1Wll2VmZmZqEsqxY8dqfTb0+dkv1aVLF7i4uCA7OxsnT57UjLLpso+qfsal9jERUW0ieSQvJycHPXv2RMeOHTF16lQEBwejffv26NWrV5mTJBFRXeHl5YXff/8dL730EiwsLODq6oqZM2fi008/feq6zc3NsW/fPixduhTt2rWDhYUFTE1N0aRJE0yePBlJSUllEj9dLViwAIsWLULjxo1hamqKVq1aYdOmTZXeI1ZqyJAhmD9/Pjw9PctMANK+fXuMGzcOrVu3hoODA4yNjWFtbY2XXnoJX3/9NYKDg3WOcdy4cYiKikKzZs1gamoKb29vfP7553j//ffLbNu/f38899xzmtdPmnDlUZGRkVi8eLHmWXatWrXCjz/+WGFCGh4ejt9++w2vvPIKGjRogHr16qFBgwZ44YUXMGPGDERERGi2nTt3Lvz9/eHq6gpTU1OYmpqiadOmmhG+ypiYmGDnzp14++23YW9vD3Nzc/Tu3RsJCQmabfR1T9ijE7CUvh43bpzWNvr87Jeys7PDzp070atXL1hbW8PR0RFvv/02fv755ye+92k+41L6mIioNlGI0muBdDRs2DCkpaXh+++/19zwfe7cOQQFBcHb2xs//fSTXgIlIiIqKChAq1atkJmZiW7dumklQrXZ4cOH0ahRI81kJyqVCkuWLMGiRYsAPBzte3Q2USIiospITvJsbW2xe/dudOzYUav8r7/+QkBAAPLy8uSMj4iICH/99RdGjhyJ69evo7CwEEZGRti3b5/mHr3abvTo0Vi3bh1sbW1hY2ODnJwcqFQqAEDjxo1x8ODBMrOCEhERVUTy5ZpqtbrMYxOAh5ebPHpTPhERkVyKiopw8eJF3Lt3Dy1atMCGDRvqTIIHPJx85eWXX4aJiQmysrJgYmKCdu3a4cMPP8TJkyeZ4BERkSSSR/IGDRqEvLw8/PTTT5qZw65du4b//Oc/sLe3x9atW/USKBERERERET2Z5CQvMzMTgwYNwpkzZ+Du7g6FQoGrV6+idevW2L59Oxo1aqSvWImIiIiIiOgJJCd5peLi4nDhwgUIIeDr64vevXvLHRsRERERERFJVOUkr7ZQq9W4fv06rK2tNQ/CJSKiZ5cQArdv34abmxuMjCTfml6teA4jIqJH6XoO0+lh6J9++ineeecdmJmZPfG5OFOnTpUWqZ5dv36dN6wTEVEZmZmZBn+LAc9hRERUniedw3QayfPy8sKxY8fg6OgILy+viitTKHD58uWqRaon+fn5sLOzQ2ZmJmxsbGo6HCIiqmEFBQVwd3dHXl4ebG1tazqcSvEcRkREj9L1HKbTSF56enq5f9cGpZe32NjY8ARJREQateHyR57DiIioPE86h0m+GWHhwoUoKioqU3737l0sXLhQanVEREREREQkI8lJ3oIFC1BYWFimvKioCAsWLJAlKCIiIiIiIqoayUmeEKLc4cGTJ0/CwcFBlqCIiIiIiIioanS6Jw8A7O3toVAooFAo0KxZM61Er6SkBIWFhZg4caJegiQiIiIiIiLd6JzkRUZGQgiBsWPHYsGCBVqzuZiamsLT0xOdO3fWS5BERERERESkG52TvKCgIAAPH6fg5+cHExMTvQVlqDznxEraPmNpfz1FQkRERET07OH/j+tG5ySvVPfu3TV/3717F/fv39dazymeiYiIiIiIao7kiVeKiooQHBwMJycnWFlZwd7eXmshIiIiIiKimiM5yZs1axb27t2LL774AkqlEt9++y0WLFgANzc3rF+/Xh8xEhERERERkY4kX67566+/Yv369fD398fYsWPx8ssvw9vbGx4eHvjxxx/xn//8Rx9xEhERERERkQ4kj+TdunULXl5eAB7ef3fr1i0AQNeuXbF//355oyMiIiIiIiJJJCd5TZo0QUZGBgDA19cX//vf/wA8HOGzs7OTMzYiIiIiIiKSSHKSN2bMGJw8eRIAMHfuXM29eTNmzMCsWbNkD5CIiIiIiIh0J/mevBkzZmj+7tGjBy5cuIBjx46hadOmaNOmjazBERERERERkTSSk7zHNW7cGI0bN5YjFiIiIiIiInpKOiV5n376qc4VTp06tcrBEBERERER0dPRKclbtWqVTpUpFAomeURERERERDVIpyQvPT1d33EQERERERGRDCTPrklERERERESGS/LEK2PHjq10/Zo1a6ocDBERERERET0dyUlebm6u1uv79+/jzJkzyMvLQ8+ePWULjIiIiIiIiKSTnORt3bq1TJlarcakSZPQpEkTWYIiIiIiIiKiqpHlnjwjIyPMmDFD51k4iYiIiIiISD9km3glLS0NDx48kKs6IiIigxUREYGOHTvC2toaTk5OGDx4MFJSUrS2EUIgLCwMbm5uMDc3h7+/P86ePVtDERMR0bNE8uWaISEhWq+FEMjKykJsbCyCgoJkC4yIiMhQJSQkYPLkyejYsSMePHiA0NBQBAQE4Ny5c7C0tAQALFu2DCtXrkR0dDSaNWuGxYsXo0+fPkhJSYG1tXUNt4CIiOoyyUleUlKS1msjIyM0aNAAK1aseOLMm0RERHXBjh07tF6vXbsWTk5OOH78OLp16wYhBCIjIxEaGoohQ4YAANatWwdnZ2ds2LABEyZMKLdelUoFlUqleV1QUKC/RhARUZ0lOcnbt2+fPuIgIiKqtfLz8wEADg4OAID09HRkZ2cjICBAs41SqUT37t2RmJhYYZIXERGBBQsW6D9gIiKq06p8T15OTg4OHDiAgwcPIicnR86YiIiIag0hBEJCQtC1a1e0atUKAJCdnQ0AcHZ21trW2dlZs648c+fORX5+vmbJzMzUX+BERFRnSR7Jy8/PR3BwMH766Seo1WoAgLGxMYYNG4bPP/8ctra2sgdJRERkqIKDg3Hq1CkcPHiwzDqFQqH1WghRpuxRSqUSSqVS9hiJiOjZInkkb/z48Thy5AhiY2ORl5eH/Px8/Pbbbzh27BjGjx+vjxiJiIgM0pQpUxATE4N9+/ahUaNGmnIXFxcAKDNql5OTU2Z0j4iISG6Sk7zY2FisWbMGffv2hY2NDaytrdG3b1988803iI2N1UeMREREBkUIgeDgYGzZsgV79+6Fl5eX1novLy+4uLggLi5OU1ZcXIyEhAT4+flVd7hERPSMkXy5pqOjY7mXZNra2sLe3l6WoIiIiAzZ5MmTsWHDBmzfvh3W1taaETtbW1uYm5tDoVBg+vTpCA8Ph4+PD3x8fBAeHg4LCwuMGDGihqMnIqK6TvJI3rx58xASEoKsrCxNWXZ2NmbNmoUPP/xQUl1RUVF4/vnnYWNjAxsbG3Tu3Bl//PGHZj0fJEtERIYoKioK+fn58Pf3h6urq2b5+eefNdvMnj0b06dPx6RJk9ChQwdcu3YNu3bt4jPyiIhI7ySP5EVFReHSpUvw8PBA48aNAQBXr16FUqnEv//+i6+++kqz7YkTJyqtq1GjRli6dCm8vb0BPHyG0KBBg5CUlISWLVvyQbJERGSQhBBP3EahUCAsLAxhYWH6D4iIiOgRkpO8wYMHy7bzgQMHar1esmQJoqKi8Oeff8LX17dKD5IlIiIiIiJ6lklO8ubPn6+POFBSUoJNmzbhzp076Ny5c5UfJKtSqaBSqTSvCwoK9BIvERERERGRIZKc5JU6fvw4zp8/D4VCAV9fX7Rr165K9Zw+fRqdO3fGvXv3YGVlha1bt8LX1xeJiYkAyn+Q7JUrVyqsLyIiAgsWLKhSLERERERERLWd5CQvJycHw4cPR3x8POzs7CCEQH5+Pnr06IGNGzeiQYMGkupr3rw5kpOTkZeXh82bNyMoKAgJCQma9VIfJDt37lyEhIRoXhcUFMDd3V1STERERERERLWV5Nk1p0yZgoKCApw9exa3bt1Cbm4uzpw5g4KCAkydOlVyAKampvD29kaHDh0QERGBNm3a4JNPPqnyg2SVSqVmts7ShYiIiIiI6FkhOcnbsWMHoqKi0KJFC02Zr68vPv/8c63HH1SVEAIqlYoPkiUiIiIiIqoCyZdrqtVqmJiYlCk3MTGBWq2WVNcHH3yAwMBAuLu74/bt29i4cSPi4+OxY8cOPkiWiIiIiIioCiQneT179sS0adPw008/wc3NDQBw7do1zJgxA7169ZJU1z///IORI0ciKysLtra2eP7557Fjxw706dMHwMMHyd69exeTJk1Cbm4uOnXqxAfJEhERERERVUJykrd69WoMGjQInp6ecHd3h0KhwNWrV9G6dWv88MMPkur67rvvKl3PB8kSERERERFJIznJc3d3x4kTJxAXF4cLFy5ACAFfX1/07t1bH/ERERERERGRBFV+Tl6fPn00l1USERERERGRYZA8uyYA7NmzBwMGDEDTpk3h7e2NAQMGYPfu3XLHRkRERERERBJJTvJWr16Nfv36wdraGtOmTcPUqVNhY2ODV155BatXr9ZHjERERERERKQjyZdrRkREYNWqVQgODtaUTZ06FV26dMGSJUu0yomIiIiIiGoLzzmxOm+bsbS/HiN5OpJH8goKCtCvX78y5QEBASgoKJAlKCIiIiIiIqoayUneq6++iq1bt5Yp3759OwYOHChLUERERERERFQ1ki/XbNGiBZYsWYL4+Hh07twZAPDnn3/i0KFDeO+99/Dpp59qtp06dap8kRIREREREdETSU7yvvvuO9jb2+PcuXM4d+6cptzOzk7r4eYKhYJJHhERERERUTWTnOSlp6frIw4iIiIiIiKSQZWek0dERERERESGiUkeERERERFRHcIkj4iIiIiIqA5hkkdERERERFSHMMkjIiIiIiKqQ6qU5B04cABvvfUWOnfujGvXrgEAvv/+exw8eFDW4IiIiAzV/v37MXDgQLi5uUGhUGDbtm1a60ePHg2FQqG1vPTSSzUTLBERPVMkJ3mbN29G3759YW5ujqSkJKhUKgDA7du3ER4eLnuAREREhujOnTto06YNVq9eXeE2/fr1Q1ZWlmb5/fffqzFCIiJ6Vkl+Tt7ixYvx5ZdfYtSoUdi4caOm3M/PDwsXLpQ1OCIiIkMVGBiIwMDASrdRKpVwcXHRuU6VSqX58RQACgoKqhwfERE9uySP5KWkpKBbt25lym1sbJCXlydHTERERHVCfHw8nJyc0KxZM4wfPx45OTmVbh8REQFbW1vN4u7uXk2REhFRXSI5yXN1dcWlS5fKlB88eBBNmjSRJSgiIqLaLjAwED/++CP27t2LFStW4OjRo+jZs6fWSN3j5s6di/z8fM2SmZlZjRETEVFdIflyzQkTJmDatGlYs2YNFAoFrl+/jsOHD2PmzJn46KOP9BEjERFRrTNs2DDN361atUKHDh3g4eGB2NhYDBkypNz3KJVKKJXK6gqRiIjqKMlJ3uzZs5Gfn48ePXrg3r176NatG5RKJWbOnIng4GB9xEhERFTrubq6wsPDA6mpqTUdChER1XGSkzwAWLJkCUJDQ3Hu3Dmo1Wr4+vrCyspK7tiIiIjqjJs3byIzMxOurq41HQoREdVxVUryAMDCwgIdOnSQMxYiIqJao7CwUOse9fT0dCQnJ8PBwQEODg4ICwvD0KFD4erqioyMDHzwwQeoX78+XnvttRqMmoiIngWSk7w7d+5g6dKl2LNnD3JycqBWq7XWX758WbbgiIiIDNWxY8fQo0cPzeuQkBAAQFBQEKKionD69GmsX78eeXl5cHV1RY8ePfDzzz/D2tq6pkImIqJnhOQkb9y4cUhISMDIkSPh6uoKhUKhj7iIiIgMmr+/P4QQFa7fuXNnNUZDRET0/0lO8v744w/ExsaiS5cu+oiHiIiIiIiInoLk5+TZ29vDwcFBH7EQERERERHRU5Kc5C1atAgfffQRioqK9BEPERERERERPQWdLtds166d1r13ly5dgrOzMzw9PWFiYqK17YkTJ+SNkIiIiIiIiHSmU5I3ePBgPYdBREREREREctApyZs/f76+4yAiIiIiIiIZSL4nr0mTJrh582aZ8ry8PDRp0kSWoIiIiIiIiKhqJCd5GRkZKCkpKVOuUqnw999/S6orIiICHTt2hLW1NZycnDB48GCkpKRobSOEQFhYGNzc3GBubg5/f3+cPXtWathERERERETPBJ2fkxcTE6P5e+fOnbC1tdW8LikpwZ49e+Dl5SVp5wkJCZg8eTI6duyIBw8eIDQ0FAEBATh37hwsLS0BAMuWLcPKlSsRHR2NZs2aYfHixejTpw9SUlJgbW0taX9ERERERER1nc5JXunkKwqFAkFBQVrrTExM4OnpiRUrVkja+Y4dO7Rer127Fk5OTjh+/Di6desGIQQiIyMRGhqKIUOGAADWrVsHZ2dnbNiwARMmTChTp0qlgkql0rwuKCiQFBMREREREVFtpvPlmmq1Gmq1Go0bN0ZOTo7mtVqthkqlQkpKCgYMGPBUweTn5wOA5mHr6enpyM7ORkBAgGYbpVKJ7t27IzExsdw6IiIiYGtrq1nc3d2fKiYiIiIiIqLaRPI9eenp6ahfv77sgQghEBISgq5du6JVq1YAgOzsbACAs7Oz1rbOzs6adY+bO3cu8vPzNUtmZqbssRIRERERERkqnS/X1Lfg4GCcOnUKBw8eLLPu0QexAw8TwsfLSimVSiiVSr3ESEREREREZOgkj+Tpw5QpUxATE4N9+/ahUaNGmnIXFxcAKDNql5OTU2Z0j4iIiIiIiGo4yRNCIDg4GFu2bMHevXvLzM7p5eUFFxcXxMXFacqKi4uRkJAAPz+/6g6XiIiIiIjI4NXo5ZqTJ0/Ghg0bsH37dlhbW2tG7GxtbWFubg6FQoHp06cjPDwcPj4+8PHxQXh4OCwsLDBixIiaDJ2IiIiIiMggVSnJU6vVuHTpkmaWzUd169ZN53qioqIAAP7+/lrla9euxejRowEAs2fPxt27dzFp0iTk5uaiU6dO2LVrF5+RR0REREREVA7JSd6ff/6JESNG4MqVKxBCaK1TKBQoKSnRua7H318ehUKBsLAwhIWFSQ2ViIiIiIjomSM5yZs4cSI6dOiA2NhYuLq6VjjLJREREREREVU/yUleamoqfvnlF3h7e+sjHiIiIiIiInoKkmfX7NSpEy5duqSPWIiIiIiIiOgpSR7JmzJlCt577z1kZ2ejdevWMDEx0Vr//PPPyxYcERERERERSSM5yRs6dCgAYOzYsZoyhUIBIYTkiVeIiIiIiIhIXpKTvPT0dH3EQURERERERDKQfE+eh4dHpQsREdGzYP/+/Rg4cCDc3NygUCiwbds2rfVCCISFhcHNzQ3m5ubw9/fH2bNnayZYIiJ6pug0khcTE4PAwECYmJggJiam0m1fffVVWQIjIiIyZHfu3EGbNm0wZswYza0Mj1q2bBlWrlyJ6OhoNGvWDIsXL0afPn2QkpICa2vrGoiYiIieFToleYMHD0Z2djacnJwwePDgCrfjPXlERPSsCAwMRGBgYLnrhBCIjIxEaGgohgwZAgBYt24dnJ2dsWHDBkyYMKHc96lUKqhUKs3rgoIC+QMnIqI6T6fLNdVqNZycnDR/V7QwwSMiInp4/3p2djYCAgI0ZUqlEt27d0diYmKF74uIiICtra1mcXd3r45wiYiojpF8Tx4RERFVLjs7GwDg7OysVe7s7KxZV565c+ciPz9fs2RmZuo1TiIiqpskz65JREREulEoFFqvSx83VBGlUgmlUqnvsIiIqI7jSB4REZHMXFxcAKDMqF1OTk6Z0T0iIiK5MckjIiKSmZeXF1xcXBAXF6cpKy4uRkJCAvz8/GowMiIiehbwck0iIqIqKCwsxKVLlzSv09PTkZycDAcHBzRu3BjTp09HeHg4fHx84OPjg/DwcFhYWGDEiBE1GDURET0LJCd5J06cgImJCVq3bg0A2L59O9auXQtfX1+EhYXB1NRU9iCJiIgMzbFjx9CjRw/N65CQEABAUFAQoqOjMXv2bNy9exeTJk1Cbm4uOnXqhF27dvEZeUREpHeSL9ecMGECLl68CAC4fPkyhg8fDgsLC2zatAmzZ8+WPUAiIiJD5O/vDyFEmSU6OhrAw0lXwsLCkJWVhXv37iEhIQGtWrWq2aCJiOiZIDnJu3jxItq2bQsA2LRpE7p164YNGzYgOjoamzdvljs+IiIiIiIikkBykieEgFqtBgDs3r0br7zyCgDA3d0dN27ckDc6IiIiIiIikkRyktehQwcsXrwY33//PRISEtC/f38AD28457TQRERERERENUtykhcZGYkTJ04gODgYoaGh8Pb2BgD88ssvnBaaiIiIiIiohkmeXfP555/H6dOny5T/97//hbGxsSxBERERERERUdVU6WHoeXl5+PbbbzF37lzcunULAHDu3Dnk5OTIGhwRERERERFJI3kk79SpU+jVqxfs7OyQkZGB8ePHw8HBAVu3bsWVK1ewfv16fcRJREREREREOpA8khcSEoIxY8YgNTUVZmZmmvLAwEDs379f1uCIiIiIiIhIGslJ3tGjRzFhwoQy5Q0bNkR2drYsQREREREREVHVSE7yzMzMUFBQUKY8JSUFDRo0kCUoIiIiIiIiqhrJSd6gQYOwcOFC3L9/HwCgUChw9epVzJkzB0OHDpU9QCIiIiIiItKd5CRv+fLl+Pfff+Hk5IS7d++ie/fu8Pb2hrW1NZYsWaKPGImIiIiIiEhHkmfXtLGxwcGDB7F3716cOHECarUaL7zwAnr37q2P+IiIiIiIiEgCyUleqZ49e6Jnz55yxkJERERERERPSfLlmlOnTsWnn35apnz16tWYPn26HDERERERERFRFUlO8jZv3owuXbqUKffz88Mvv/wiqa79+/dj4MCBcHNzg0KhwLZt27TWCyEQFhYGNzc3mJubw9/fH2fPnpUaMhERERER0TNDcpJ38+ZN2Nralim3sbHBjRs3JNV1584dtGnTBqtXry53/bJly7By5UqsXr0aR48ehYuLC/r06YPbt29LDZuIiIiIiOiZIDnJ8/b2xo4dO8qU//HHH2jSpImkugIDA7F48WIMGTKkzDohBCIjIxEaGoohQ4agVatWWLduHYqKirBhwwapYRMRERERET0TJE+8EhISguDgYPz777+aiVf27NmDFStWIDIyUrbA0tPTkZ2djYCAAE2ZUqlE9+7dkZiYiAkTJpT7PpVKBZVKpXld3oPbiYiIiIiI6irJSd7YsWOhUqmwZMkSLFq0CADg6emJqKgojBo1SrbAsrOzAQDOzs5a5c7Ozrhy5UqF74uIiMCCBQtki4OIiIiIiKg2kXy5JgC8++67+Pvvv/HPP/+goKAAly9fljXBe5RCodB6LYQoU/aouXPnIj8/X7NkZmbqJS4iIiIiIiJDVOXn5AFAgwYN5IqjDBcXFwAPR/RcXV015Tk5OWVG9x6lVCqhVCr1FhcREREREZEhkzyS988//2DkyJFwc3NDvXr1YGxsrLXIxcvLCy4uLoiLi9OUFRcXIyEhAX5+frLth4iIiIiIqC6RPJI3evRoXL16FR9++CFcXV0rvXTySQoLC3Hp0iXN6/T0dCQnJ8PBwQGNGzfG9OnTER4eDh8fH/j4+CA8PBwWFhYYMWJElfdJRERERERUl0lO8g4ePIgDBw6gbdu2T73zY8eOoUePHprXISEhAICgoCBER0dj9uzZuHv3LiZNmoTc3Fx06tQJu3btgrW19VPvm4iISJ/CwsLKTATm7OysmViMiIhIXyQnee7u7hBCyLJzf3//SutSKBQICwtDWFiYLPsjIiKqTi1btsTu3bs1r+W8rYGIiKgikpO8yMhIzJkzB1999RU8PT31EBIREVHdUK9ePc1EYrrgs16JiEgOkpO8YcOGoaioCE2bNoWFhQVMTEy01t+6dUu24IiIiGqz1NRUuLm5QalUolOnTggPD0eTJk0q3F5fz3r1nBMrafuMpf1lj4GIiKpPlUbyiIiIqHKdOnXC+vXr0axZM/zzzz9YvHgx/Pz8cPbsWTg6Opb7nrlz52ruTwcejuS5u7tXV8hERFRHSE7ygoKC9BEHERFRnRIYGKj5u3Xr1ujcuTOaNm2KdevWaSVyj+KzXomISA6Sn5MHAGlpaZg3bx7efPNN5OTkAAB27NiBs2fPyhocERFRXWFpaYnWrVsjNTW1pkMhIqI6TnKSl5CQgNatW+PIkSPYsmULCgsLAQCnTp3C/PnzZQ+QiIioLlCpVDh//jxcXV1rOhQiIqrjJCd5c+bMweLFixEXFwdTU1NNeY8ePXD48GFZgyMiIqqtZs6ciYSEBKSnp+PIkSN4/fXXUVBQwNseiIhI7yTfk3f69Gls2LChTHmDBg1w8+ZNWYIiIiKq7f7++2+8+eabuHHjBho0aICXXnoJf/75Jzw8PGo6NCIiquMkJ3l2dnbIysqCl5eXVnlSUhIaNmwoW2BERES12caNG2s6BCIiekZJvlxzxIgReP/995GdnQ2FQgG1Wo1Dhw5h5syZGDVqlD5iJCIiIiIiIh1JTvKWLFmCxo0bo2HDhigsLISvry+6desGPz8/zJs3Tx8xEhERERERkY4kXa4phMD169fxzTffYNGiRThx4gTUajXatWsHHx8ffcVIREREREREOpKc5Pn4+ODs2bPw8fFBkyZN9BUXERERERERVYGkyzWNjIzg4+PDWTSJiIiIiIgMlOTZNZctW4ZZs2YhKioKrVq10kdMpAPPObGSts9Y2l9PkRARERERkSGRnOS99dZbKCoqQps2bWBqagpzc3Ot9bdu3ZItOCIiIiIiIpJGcpIXGRmphzCIiIiIiIhIDpKSvPv37yM+Ph4ffvghJ10hIiIiIiIyQJImXjExMcHWrVv1FQsRERERERE9JcmXa7722mvYtm0bQkJC9BEPERE9YziRFBERkbwkJ3ne3t5YtGgREhMT0b59e1haWmqtnzp1qmzBERERERERkTSSk7xvv/0WdnZ2OH78OI4fP661TqFQMMkjIiIiIiKqQZKTvPT0dH3EQUREREREVGsY8u0GkiZeISIiIiIiIsMmeSRv7Nixla5fs2ZNlYMhIiIiIiKipyM5ycvNzdV6ff/+fZw5cwZ5eXno2bOnbIERERERERGRdJKTvPKek6dWqzFp0iQ+IJ2IiIiIiKiGyXJPnpGREWbMmIFVq1bJUR0RERERERFVkWwTr6SlpeHBgwdyVUdERERERERVIPlyzZCQEK3XQghkZWUhNjYWQUFBsgVGREREVBVSpjWvzinNiYiqi+QkLykpSeu1kZERGjRogBUrVjxx5k0iIiIiIiLSL8lJ3r59+/QRBxEREREREclAcpKXnp6OBw8ewMfHR6s8NTUVJiYm8PT0lCs2IqIqk3K5FsBLtuQk9dgTERGRvCRPvDJ69GgkJiaWKT9y5AhGjx4tR0xlfPHFF/Dy8oKZmRnat2+PAwcO6GU/REREcuM5jIiIqpvkJC8pKQldunQpU/7SSy8hOTlZjpi0/Pzzz5g+fTpCQ0ORlJSEl19+GYGBgbh69ars+yIiIpITz2FERFQTJF+uqVAocPv27TLl+fn5KCkpkSWoR61cuRJvv/02xo0bBwCIjIzEzp07ERUVhYiIiDLbq1QqqFQqrbgAoKCg4KljUauKJG0vxz4rYkixEBkifkdqjtRjL9XT9lXp+4UQcoRTKUM5hz1r3wcp7a3tbSV61uj73zN9nsPk+PdG53OYkKh///7ijTfeEA8ePNCUPXjwQAwdOlT069dPanWVUqlUwtjYWGzZskWrfOrUqaJbt27lvmf+/PkCABcuXLhw4VLpkpmZKes5i+cwLly4cOFSXcuTzmGSR/KWLVuGbt26oXnz5nj55ZcBAAcOHEBBQQH27t0rtbpK3bhxAyUlJXB2dtYqd3Z2RnZ2drnvmTt3rtaz/NRqNW7dugVHR0coFIoqx1JQUAB3d3dkZmbCxsamyvUYArbF8NSVdgBsi6GqK22Rox1CCNy+fRtubm4yR6fNkM5h1amufNaqE4+ZdDxmVcPjJp2hHTNdz2GSkzxfX1+cOnUKq1evxsmTJ2Fubo5Ro0YhODgYDg4OVQ64Mo+f2IQQFZ7slEollEqlVpmdnZ1ssdjY2BhEB8uBbTE8daUdANtiqOpKW562Hba2tjJGUzlDOodVp7ryWatOPGbS8ZhVDY+bdIZ0zHQ5h0lO8gDAzc0N4eHhVXmrJPXr14exsXGZXzxzcnLK/DJKRERkSHgOIyKimiJ5ds21a9di06ZNZco3bdqEdevWyRJUKVNTU7Rv3x5xcXFa5XFxcfDz85N1X0RERHLiOYyIiGqK5CRv6dKlqF+/fplyJycnvYzuhYSE4Ntvv8WaNWtw/vx5zJgxA1evXsXEiRNl31dllEol5s+fX+YymtqIbTE8daUdANtiqOpKW2pbOwzlHFadalsfGQIeM+l4zKqGx0262nrMFEJIm0PazMwMFy5cgKenp1Z5RkYGWrRogbt378oZH4CHD5JdtmwZsrKy0KpVK6xatQrdunWTfT9ERERy4zmMiIiqm+Qkr3Hjxli9ejVeffVVrfLt27dj8uTJ+Pvvv2UNkIiIiIiIiHQn+XLN4cOHY+rUqdi3bx9KSkpQUlKCvXv3Ytq0aRg+fLg+YiQiIiIiIiIdSR7JKy4uxsiRI7Fp0ybUq/dwck61Wo1Ro0bhyy+/hKmpqV4CJSIiIiIioieTnOSVunjxouY5ea1bt4aHh4fcsREREREREZFEVU7ybty4AYVCAUdHR7ljIiIiIiIioiqSdE9eXl4eJk+ejPr168PZ2RlOTk6oX78+goODkZeXp6cQ9evatWt466234OjoCAsLC7Rt2xbHjx/XrN+yZQv69u2L+vXrQ6FQIDk5uUwdKpUKU6ZMQf369WFpaYlXX321Riagedq23Lp1C1OmTEHz5s1hYWGBxo0bY+rUqcjPz69V7XiUEAKBgYFQKBTYtm2b/oN/jFxtOXz4MHr27AlLS0vY2dnB399fLzPZVkaOtmRnZ2PkyJFwcXGBpaUlXnjhBfzyyy/V2IqHKmvL/fv38f7776N169awtLSEm5sbRo0ahevXr2vVYQjf+6dth6F85+Voy6Nq+ntf13zxxRfw8vKCmZkZ2rdvjwMHDlS4bVZWFkaMGIHmzZvDyMgI06dPL7PNli1b0KFDB9jZ2cHS0hJt27bF999/r8cW1Ay5j9ujNm7cCIVCgcGDB8sbdA2T+5hFR0dDoVCUWe7du6fHVlQvfXzOSv9/39XVFWZmZmjRogV+//13PbWg+sl9zPz9/cv9nPXv31+PrXgynZO8W7duoVOnTli3bh2GDh2KFStWYPny5RgyZAiio6PRuXNn5Obm6jNW2eXm5qJLly4wMTHBH3/8gXPnzmHFihWws7PTbHPnzh106dIFS5curbCe6dOnY+vWrdi4cSMOHjyIwsJCDBgwACUlJdXQiofkaMv169dx/fp1LF++HKdPn0Z0dDR27NiBt99+u5paIV+flIqMjIRCodBjxBWTqy2HDx9Gv379EBAQgL/++gtHjx5FcHAwjIwkz5tUZXK1ZeTIkUhJSUFMTAxOnz6NIUOGYNiwYUhKSqqGVjz0pLYUFRXhxIkT+PDDD3HixAls2bIFFy9eLDOjcE1/7+VohyF85+Vqy6Nq8ntf1/z888+YPn06QkNDkZSUhJdffhmBgYG4evVqudurVCo0aNAAoaGhaNOmTbnbODg4IDQ0FIcPH8apU6cwZswYjBkzBjt37tRnU6qVPo5bqStXrmDmzJl4+eWX9RF6jdHXMbOxsUFWVpbWYmZmpq9mVCt9HLPi4mL06dMHGRkZ+OWXX5CSkoJvvvkGDRs21GdTqo0+jtmWLVu0Pl9nzpyBsbEx3njjDX025cmEjqZNmyZatWolsrOzy6zLysoSrVu3FtOnT9e1OoPw/vvvi65du+q0bXp6ugAgkpKStMrz8vKEiYmJ2Lhxo6bs2rVrwsjISOzYsUPOcCslR1vK87///U+YmpqK+/fvP2WEupGzHcnJyaJRo0YiKytLABBbt26VL1AdyNWWTp06iXnz5skcnTRytcXS0lKsX79eq8zBwUF8++23coSpEyltKfXXX38JAOLKlStCCMP43svRjvJU93deCHnbUtPf+7rmxRdfFBMnTtQqe+6558ScOXOe+N7u3buLadOm6bSfdu3a1fi/c3LS13F78OCB6NKli/j2229FUFCQGDRokAzRGgZ9HLO1a9cKW1tbmSI0PPo4ZlFRUaJJkyaiuLhYrjANSnX8m7Zq1SphbW0tCgsLqxqmLHQeCti2bRuWL18OZ2fnMutcXFywbNkybN26VYa0s/rExMSgQ4cOeOONN+Dk5IR27drhm2++kVTH8ePHcf/+fQQEBGjK3Nzc0KpVKyQmJsodcoXkaEt58vPzYWNjo5lJVd/kakdRURHefPNNrF69Gi4uLnqI9MnkaEtOTg6OHDkCJycn+Pn5wdnZGd27d8fBgwf1FHX55OqXrl274ueff8atW7egVquxceNGqFQq+Pv7yx90BarSlvz8fCgUCs3IkiF87+VoR0XbVOd3HpCvLYbwva9LiouLcfz4ca3POQAEBATI9jkXQmDPnj1ISUmpMw+I1+dxW7hwIRo0aFDto+36ps9jVlhYCA8PDzRq1AgDBgyo1itH9ElfxywmJgadO3fG5MmT4ezsjFatWiE8PLxar07Tl+r4Nw0AvvvuOwwfPhyWlpay1VkVOid5WVlZaNmyZYXrW7VqhezsbFmCqi6XL19GVFQUfHx8sHPnTkycOBFTp07F+vXrda4jOzsbpqamsLe31yp3dnau1uMhR1sed/PmTSxatAgTJkyQMdLKydWOGTNmwM/PD4MGDdJTpE8mR1suX74MAAgLC8P48eOxY8cOvPDCC+jVqxdSU1P1FXq5ccjRLz///DMePHgAR0dHKJVKTJgwAVu3bkXTpk31FHlZUtty7949zJkzByNGjICNjQ0Aw/jey9GOx9XEdx6Qry2G8L2vS27cuIGSkpIyP+7K8TnPz8+HlZUVTE1N0b9/f3z22Wfo06fPU9VpKPR13A4dOoTvvvtOlh9wDY2+jtlzzz2H6OhoxMTE4KeffoKZmRm6dOlSredPfdHXMbt8+TJ++eUXlJSU4Pfff8e8efOwYsUKLFmy5GlDrnH6/Det1F9//YUzZ85g3LhxstT3NHT+qbZ+/frIyMhAo0aNyl2fnp5e62baVKvV6NChA8LDwwEA7dq1w9mzZxEVFYVRo0Y9Vd1CiGq9J0TuthQUFKB///7w9fXF/Pnz5Q63QnK0IyYmBnv37q3xX+vkaItarQYATJgwAWPGjNHUs2fPHqxZswYRERH6Cb6cOOT4fM2bNw+5ubnYvXs36tevj23btuGNN97AgQMH0Lp1a32Fr0VKW+7fv4/hw4dDrVbjiy++eGLd1fm9l7sdNfWdB+Rpi6F87+uixz/TcnzOra2tkZycjMLCQuzZswchISFo0qRJtY7q65ucx+327dt466238M0336B+/fpyhGeQ5P6svfTSS3jppZc0r7t06YIXXngBn332GT799NMq12tI5D5marUaTk5O+Prrr2FsbIz27dvj+vXr+O9//4uPPvroacM1CPr4N63Ud999h1atWuHFF1+Upb6nofNIXr9+/RAaGori4uIy61QqFT788EP069dP1uD0zdXVFb6+vlplLVq0qPDmy/K4uLiguLi4zKQzOTk55V7aqi9ytKXU7du30a9fP1hZWWHr1q0wMTGRK8wnkqMde/fuRVpaGuzs7FCvXj3NZWdDhw6t1v+BkKMtrq6uACBb31aVHG1JS0vD6tWrsWbNGvTq1Qtt2rTB/Pnz0aFDB3z++edyh1whXdty//59/N///R/S09MRFxenNWJkCN97OdpRqia/84A8bTGU731dUr9+fRgbG5f5hVuOz7mRkRG8vb3Rtm1bvPfee3j99der7UcrfdPHcUtLS0NGRgYGDhyo+XyvX78eMTExqFevHtLS0uQIvcbo87P2KCMjI3Ts2LFOjOTp65i5urqiWbNmMDY21pS1aNEC2dnZ5eYAtYm+P2dFRUXYuHGjQYziARKSvAULFiAlJQU+Pj5YtmwZYmJiEBMTg6VLl8LHxwfnz59HWFiYHkOVX5cuXZCSkqJVdvHiRUkPdm/fvj1MTEwQFxenKSudWcfPz0+2WJ9EjrYAD3/NDwgIgKmpKWJiYqp9Bio52jFnzhycOnUKycnJmgUAVq1ahbVr18oZbqXkaIunpyfc3Nxk6dunIUdbioqKAKDMrKDGxsaaEcvqoEtbSpOJ1NRU7N69u8xVCobwvZejHUDNf+cBedpiKN/7usTU1BTt27fX+pwDQFxcnOyfcyEEVCqVrHXWFH0ct+eeew6nT5/W+ny/+uqr6NGjB5KTk+Hu7i5H6DWmuj5rQggkJydrfkCtzfR1zLp06YJLly5pnZcvXrwIV1dXmJqaVrleQ6Dvz9n//vc/qFQqvPXWW09dlyykzNJy+fJl0a9fP2FkZCQUCoVQKBTCyMhI9O3bV6Smpso7JUw1+Ouvv0S9evXEkiVLRGpqqvjxxx+FhYWF+OGHHzTb3Lx5UyQlJYnY2FgBQGzcuFEkJSWJrKwszTYTJ04UjRo1Ert37xYnTpwQPXv2FG3atBEPHjyoVW0pKCgQnTp1Eq1btxaXLl0SWVlZmqW62iJXnzwONTDLnlxtWbVqlbCxsRGbNm0SqampYt68ecLMzExcunSpVrWluLhYeHt7i5dfflkcOXJEXLp0SSxfvlwoFAoRGxtrMG25f/++ePXVV0WjRo1EcnKy1vdApVJp6qnp770c7TCE77xcbSlPTXzv65qNGzcKExMT8d1334lz586J6dOnC0tLS5GRkSGEEGLOnDli5MiRWu9JSkoSSUlJon379mLEiBEiKSlJnD17VrM+PDxc7Nq1S6SlpYnz58+LFStWiHr16olvvvmmWtumT/o4bo+ra7Nr6uOYhYWFiR07doi0tDSRlJQkxowZI+rVqyeOHDlSrW3TF30cs6tXrworKysRHBwsUlJSxG+//SacnJzE4sWLq7Vt+qLP72bXrl3FsGHDqqUdupCU5JW6deuWOHLkiDhy5Ii4efOm3DFVq19//VW0atVKKJVK8dxzz4mvv/5aa/3atWsFgDLL/PnzNdvcvXtXBAcHCwcHB2Fubi4GDBggrl69Ws0tefq27Nu3r9z1AER6enqtaUd5aup/9uRqS0REhGjUqJGwsLAQnTt3FgcOHKjGVjwkR1suXrwohgwZIpycnISFhYV4/vnnyzxSoTpU1pbSR0CUt+zbt0+znSF875+2HYbynZejLeVhkiePzz//XHh4eAhTU1PxwgsviISEBM26oKAg0b17d63ty+snDw8PzfrQ0FDh7e0tzMzMhL29vejcubPW40jqCrmP2+PqWpInhPzHbPr06aJx48bC1NRUNGjQQAQEBIjExMRqak310MfnLDExUXTq1EkolUrRpEkTsWTJkmr94U/f9HHMUlJSBACxa9euamiBbhRCCKHrqB8REREREREZNp3vySMiIiIiIiLDxySPiIiIiIioDmGSR0REREREVIcwySMiIiIiIqpDmOQRERERERHVIUzyiIiIiIiI6hAmeURERERERHUIkzwiPVAoFNi2bdszt+8nGT16NAYPHlyl98bHx0OhUEChUFS5jlIZGRmautq2bftUdRERkeEpPWfk5eXptL2/vz+mT5+u15iIqhOTPKqzcnJyMGHCBDRu3BhKpRIuLi7o27cvDh8+rPd9Z2VlITAwUO/7MbR9P8knn3yC6Ojop6ojJSXlqetwd3dHVlYW3nvvvaeqh4ioLhk9erTmB7BHl379+tV0aACAsLAwnX+Y8/PzQ1ZWFmxtbXXafsuWLVi0aJHmtaenJyIjI6sQJZFhqFfTARDpy9ChQ3H//n2sW7cOTZo0wT///IM9e/bg1q1bet+3i4uL3vehr30XFxfD1NRUpmi06XqyrYyTkxPs7Oyeqg5jY2O4uLjAysrqqeMhIqpL+vXrh7Vr12qVKZXKGoqmau7fvw9TU1NJ50MHBwc9RkRU/TiSR3VSXl4eDh48iI8//hg9evSAh4cHXnzxRcydOxf9+/fXbJefn4933nkHTk5OsLGxQc+ePXHy5EnN+tJfDdesWYPGjRvDysoK7777LkpKSrBs2TK4uLjAyckJS5Ys0dr/ky6ZLL2MZOfOnWjXrh3Mzc3Rs2dP5OTk4I8//kCLFi1gY2ODN998E0VFRZr37dixA127doWdnR0cHR0xYMAApKWlVbrv06dPo2fPnjA3N4ejoyPeeecdFBYWataXXkIZEREBNzc3NGvWrNyY09LSMGjQIDg7O8PKygodO3bE7t27NesvXLgACwsLbNiwQVO2ZcsWmJmZ4fTp01r7KvXLL7+gdevWmth69+6NO3fuVHjcyuPv748pU6Zg+vTpsLe3h7OzM77++mvcuXMHY8aMgbW1NZo2bYo//vhDUr1ERM+i0itfHl3s7e0BPDy3vvPOO3B2doaZmRlatWqF3377TfPeQ4cOoXv37rCwsIC9vT369u2L3NxcAIAQAsuWLUOTJk1gbm6ONm3a4JdfftG8t/S8uGfPHnTo0AEWFhbw8/NDSkoKACA6OhoLFizAyZMnNSOMpVd1KBQKfPnllxg0aBAsLS2xePHici/XrCy+Ry/X9Pf3x5UrVzBjxgzNvu7cuQMbGxutmAHg119/haWlJW7fvi1rPxA9LSZ5VCdZWVnBysoK27Ztg0qlKncbIQT69++P7Oxs/P777zh+/DheeOEF9OrVS2u0Ly0tDX/88Qd27NiBn376CWvWrEH//v3x999/IyEhAR9//DHmzZuHP//8U3KcYWFhWL16NRITE5GZmYn/+7//Q2RkJDZs2IDY2FjExcXhs88+02x/584dhISE4OjRo9izZw+MjIzw2muvQa1Wl1t/UVER+vXrB3t7exw9ehSbNm3C7t27ERwcrLXdnj17cP78ecTFxWmdsB9VWFiIV155Bbt370ZSUhL69u2LgQMH4urVqwCA5557DsuXL8ekSZNw5coVXL9+HePHj8fSpUvRunXrMvVlZWXhzTffxNixY3H+/HnEx8djyJAhEEJIPo7r1q1D/fr18ddff2HKlCl499138cYbb8DPzw8nTpxA3759MXLkSK2EmYiIdKdWqxEYGIjExET88MMPOHfuHJYuXQpjY2MAQHJyMnr16oWWLVvi8OHDOHjwIAYOHIiSkhIAwLx587B27VpERUXh7NmzmDFjBt566y0kJCRo7Sc0NBQrVqzAsWPHUK9ePYwdOxYAMGzYMLz33nto2bIlsrKykJWVhWHDhmneN3/+fAwaNAinT5/WvOdRT4rvUVu2bEGjRo2wcOFCzb4sLS0xfPjwMqOca9euxeuvvw5ra+unO8BEchNEddQvv/wi7O3thZmZmfDz8xNz584VJ0+e1Kzfs2ePsLGxEffu3dN6X9OmTcVXX30lhBBi/vz5wsLCQhQUFGjW9+3bV3h6eoqSkhJNWfPmzUVERITmNQCxdevWCmPbt2+fACB2796tKYuIiBAARFpamqZswoQJom/fvhXWk5OTIwCI06dPl7vvr7/+Wtjb24vCwkLN+tjYWGFkZCSys7OFEEIEBQUJZ2dnoVKpKtxPRXx9fcVnn32mVda/f3/x8ssvi169eok+ffoItVqtWRcUFCQGDRokhBDi+PHjAoDIyMjQaV+lxyw3N1ervHv37qJr166a1w8ePBCWlpZi5MiRmrKsrCwBQBw+fFjrvfPnzxdt2rTRaf9ERHVdUFCQMDY2FpaWllrLwoULxc6dO4WRkZFISUkp971vvvmm6NKlS7nrCgsLhZmZmUhMTNQqf/vtt8Wbb74phCj/vBgbGysAiLt37wohKv43G4CYPn26Vtnj54zK4hPi4blk2rRpmtceHh5i1apVWtscOXJEGBsbi2vXrgkhhPj333+FiYmJiI+Pr7BeoprCkTyqs4YOHYrr168jJiYGffv2RXx8PF544QXN5R3Hjx9HYWEhHB0dNSN/VlZWSE9P17oE0tPTU+sXOmdnZ/j6+sLIyEirLCcnp9w4AgMDNXW3bNlSa93zzz+vVYeFhQWaNGlSYb1paWkYMWIEmjRpAhsbG3h5eQGAZjTtcefPn0ebNm1gaWmpKevSpQvUarXmEhgAaN269RPvw7tz5w5mz54NX19f2NnZwcrKChcuXCiz7zVr1uDUqVM4ceIEoqOjoVAoyq2vTZs26NWrF1q3bo033ngD33zzjeayGakePY7GxsZwdHTUGj10dnYGgAr7iIiIHurRoweSk5O1lsmTJyM5ORmNGjWq8JL+0pGy8pw7dw737t1Dnz59tM6369evL3PLwaP/nru6ugLQ7d/uDh06VLq+svh09eKLL6Jly5ZYv349AOD7779H48aN0a1bt6eql0gfOPEK1WlmZmbo06cP+vTpg48++gjjxo3D/PnzMXr0aKjVari6uiI+Pr7M+x6d2MPExERrnUKhKLesoksmv/32W9y9e7fcuh59rUu9AwcOhLu7O7755hu4ublBrVajVatWKC4uLnffQogKk6xHyx9NAisya9Ys7Ny5E8uXL4e3tzfMzc3x+uuvl9n3yZMncefOHRgZGSE7Oxtubm7l1mdsbIy4uDgkJiZi165d+OyzzxAaGoojR45oklddPamPSttaUR8REdFDlpaW8Pb2LlNubm5e6fsqW1/6b29sbCwaNmyote7xSV2q+m/3k85jT4pfV+PGjcPq1asxZ84crF27FmPGjKnwPEtUkziSR88UX19fzcQeL7zwArKzs1GvXj14e3trLfXr15dtnw0bNtTU6+HhUeV6bt68ifPnz2PevHno1asXWrRo8cSRL19fXyQnJ2tNZnLo0CEYGRlV+GtsRQ4cOIDRo0fjtddeQ+vWreHi4oKMjAytbW7duoXRo0cjNDQUY8aMwX/+8x9NglsehUKBLl26YMGCBUhKSoKpqSm2bt0qKS4iItK/559/Hn///TcuXrxY4fo9e/aUu87X1xdKpRJXr14tc751d3fXOQZTU9Ny76HTNf6K4pOyr7feegtXr17Fp59+irNnzyIoKKhK8RDpG5M8qpNu3ryJnj174ocffsCpU6eQnp6OTZs2YdmyZRg0aBAAoHfv3ujcuTMGDx6MnTt3IiMjA4mJiZg3bx6OHTtWwy0oy97eHo6Ojvj6669x6dIl7N27FyEhIZW+5z//+Q/MzMwQFBSEM2fOYN++fZgyZQpGjhypuYRRV97e3tiyZQuSk5Nx8uRJjBgxosyvqxMnToS7uzvmzZuHlStXQgiBmTNnllvfkSNHEB4ejmPHjuHq1avYsmUL/v33X7Ro0UJSXEREJB+VSoXs7Gyt5caNG+jevTu6deuGoUOHIi4uDunp6ZpJyQBg7ty5OHr0KCZNmoRTp07hwoULiIqKwo0bN2BtbY2ZM2dixowZWLduHdLS0pCUlITPP/8c69at0zk2T09PpKenIzk5GTdu3KhwYrXyVBZfRfvav38/rl27prWNvb09hgwZglmzZiEgIACNGjXSOQai6sQkj+okKysrdOrUCatWrUK3bt3QqlUrfPjhhxg/fjxWr14N4OEo0u+//45u3bph7NixaNasGYYPH46MjAzJCVB1MDIywsaNG3H8+HG0atUKM2bMwH//+99K32NhYYGdO3fi1q1b6NixI15//XX06tVLcwykWLVqFezt7eHn54eBAweib9++eOGFFzTr169fj99//x3ff/896tWrBwsLC/z444/49ttv8fvvv5epz8bGBvv378crr7yCZs2aYd68eVixYoXBPsidiOhZsGPHDri6umotXbt2BQBs3rwZHTt2xJtvvglfX1/Mnj1bM9rVrFkz7Nq1CydPnsSLL76Izp07Y/v27ahX7+GdQYsWLcJHH32EiIgItGjRAn379sWvv/4q6fL8oUOHol+/fujRowcaNGiAn376Sef3Pim+xy1cuBAZGRlo2rQpGjRooLXu7bffRnFxcbmzeBIZCoUQVZivnIgMkkqlgpmZGeLi4tC7d++aDkdW8fHx6NGjB3Jzc5/6YeilwsLCsG3bNiQnJ8tSHxER1X0//vgjpk2bhuvXrz9x0jKimiJ54pU7d+5g6dKl2LNnD3JycspcrnX58mXZgiMi3RUUFGDLli0wMjLCc889V9Ph6E2jRo0wcOBASb/gPu7q1avw9fVFcXExfH19ZYyOiIjqqqKiIqSnpyMiIgITJkxggkcGTXKSN27cOCQkJGDkyJFwdXXljEJEBmL+/PnYsGEDPv744zp5j0CnTp2QmpoK4OHluE/Dzc1NM3r3+MxuRERE5Vm2bBmWLFmCbt26Ye7cuTUdDlGlJF+uaWdnh9jYWHTp0kVfMREREREREVEVSZ54xd7eHg4ODvqIhYiIiIiIiJ6S5CSvdHakoqIifcRDRERERERET0Hy5Zrt2rVDWloahBDw9PSEiYmJ1voTJ07IGiARERERERHpTvLEK4MHD9ZDGERERERERCQHPiePiIiIiIioDpE8klfq+PHjOH/+PBQKBXx9fdGuXTs54yIiIiIiIqIqkJzk5eTkYPjw4YiPj4ednR2EEMjPz0ePHj2wceNGNGjQQB9xEhERERERkQ4kz645ZcoUFBQU4OzZs7h16xZyc3Nx5swZFBQUYOrUqfqIkYiIiIiIiHQk+Z48W1tb7N69Gx07dtQq/+uvvxAQEIC8vDw54yMiIiIiIiIJJI/kqdXqMo9NAAATExOo1WpZgiIiIiIiIqKqkZzk9ezZE9OmTcP169c1ZdeuXcOMGTPQq1cvWYMjIiIiIiIiaSRfrpmZmYlBgwbhzJkzcHd3h0KhwNWrV9G6dWts374djRo10lesRERERERE9ARVfk5eXFwcLly4ACEEfH190bt3b7ljIyIiIiIiIonq/MPQ1Wo1rl+/DmtraygUipoOh4iIapgQArdv34abmxuMjCTftVCteA4jIqJH6XoO0+k5eZ9++ineeecdmJmZ4dNPP610W0N7jML169fh7u5e02EQEZGByczMNPhbDHgOIyKi8jzpHKbTSJ6XlxeOHTsGR0dHeHl5VVyZQoHLly9XLVI9yc/Ph52dHTIzM2FjY1PT4RARUQ0rKCiAu7s78vLyYGtrW9PhVIrnMCIiepSu5zCdRvLS09PL/bs2KL28xcbGhidIIiLSqA2XP/IcRkRE5XnSOUzyzQgLFy5EUVFRmfK7d+9i4cKFUqsjIiIiIiIiGUlO8hYsWIDCwsIy5UVFRViwYIEsQREREREREVHVSE7yhBDlDg+ePHkSDg4OsgRFREREREREVaPTPXkAYG9vD4VCAYVCgWbNmmkleiUlJSgsLMTEiRP1EiQRERERERHpRuckLzIyEkIIjB07FgsWLNCazcXU1BSenp7o3LmzXoIkIiIiIiIi3eic5AUFBQF4+DgFPz8/mJiY6C0oIqJnneecWJ23zVjaX4+REBERUXmknKuB6j1f65zklerevbvm77t37+L+/fta6znFMxERERERUc2RPPFKUVERgoOD4eTkBCsrK9jb22stREREREREVHMkJ3mzZs3C3r178cUXX0CpVOLbb7/FggUL4ObmhvXr1+sjRiIiIiIiItKR5Ms1f/31V6xfvx7+/v4YO3YsXn75ZXh7e8PDwwM//vgj/vOf/+gjTiIiIiIiItKB5JG8W7duwcvLC8DD++9u3boFAOjatSv2798vb3REREREREQkieQkr0mTJsjIyAAA+Pr64n//+x+AhyN8dnZ2csZGREREREREEklO8saMGYOTJ08CAObOnau5N2/GjBmYNWuW7AESERERERGR7iTfkzdjxgzN3z169MCFCxdw7NgxNG3aFG3atJE1OCIiIiIiIpJGcpL3uMaNG6Nx48ZyxEJERERERERPSack79NPP9W5wqlTp1Y5GCIiIiIiIno6OiV5q1at0qkyhULBJI+IiIiIiKgG6ZTkpaen6zsOIiIiIiIikoHk2TWJiIiIiIjIcEmeeGXs2LGVrl+zZk2VgyEiIiIiIqKnI3kkLzc3V2vJycnB3r17sWXLFuTl5ekhRCIiIsMSFRWF559/HjY2NrCxsUHnzp3xxx9/aNYLIRAWFgY3NzeYm5vD398fZ8+ercGIiYjoWSJ5JG/r1q1lytRqNSZNmoQmTZrIEhQREZEha9SoEZYuXQpvb28AwLp16zBo0CAkJSWhZcuWWLZsGVauXIno6Gg0a9YMixcvRp8+fZCSkgJra+sajp6IiOo6We7JMzIywowZM3SehbNUREQEOnbsCGtrazg5OWHw4MFISUnR2oa/hhIRkaEZOHAgXnnlFTRr1gzNmjXDkiVLYGVlhT///BNCCERGRiI0NBRDhgxBq1atsG7dOhQVFWHDhg01HToRET0DZJt4JS0tDQ8ePJD0noSEBEyePBl//vkn4uLi8ODBAwQEBODOnTuabUp/DV29ejWOHj0KFxcX9OnTB7dv35YrdCIioiorKSnBxo0bcefOHXTu3Bnp6enIzs5GQECAZhulUonu3bsjMTGx0rpUKhUKCgq0FiIiIqkkX64ZEhKi9VoIgaysLMTGxiIoKEhSXTt27NB6vXbtWjg5OeH48ePo1q1bmV9DgYeXxDg7O2PDhg2YMGGC1PCJiIhkcfr0aXTu3Bn37t2DlZUVtm7dCl9fX00i5+zsrLW9s7Mzrly5UmmdERERWLBggd5iJiKiZ4PkJC8pKUnrtZGRERo0aIAVK1Y8cebNJ8nPzwcAODg4AMATfw0tL8lTqVRQqVSa1/wVlIiI9KF58+ZITk5GXl4eNm/ejKCgICQkJGjWKxQKre2FEGXKHjd37lytH1MLCgrg7u4ub+BERFTnSU7y9u3bp484IIRASEgIunbtilatWgEAsrOzAUj7NZS/ghIRUXUwNTXVTLzSoUMHHD16FJ988gnef/99AA/PYa6urprtc3JyypzPHqdUKqFUKvUXNBERPROqfE9eTk4ODhw4gIMHDyInJ+epAwkODsapU6fw008/lVkn5dfQuXPnIj8/X7NkZmY+dWxERERPIoSASqWCl5cXXFxcEBcXp1lXXFyMhIQE+Pn51WCERET0rJA8kpefn4/g4GD89NNPUKvVAABjY2MMGzYMn3/+OWxtbSUHMWXKFMTExGD//v1o1KiRptzFxQWAtF9D+SsoERHp2wcffIDAwEC4u7vj9u3b2LhxI+Lj47Fjxw4oFApMnz4d4eHh8PHxgY+PD8LDw2FhYYERI0bUdOhERPQMkDySN378eBw5cgSxsbHIy8tDfn4+fvvtNxw7dgzjx4+XVJcQAsHBwdiyZQv27t0LLy8vrfX8NZSIiAzRP//8g5EjR6J58+bo1asXjhw5gh07dqBPnz4AgNmzZ2P69OmYNGkSOnTogGvXrmHXrl18Rh4REVULySN5sbGx2LlzJ7p27aop69u3L7755hv069dPUl2TJ0/Ghg0bsH37dlhbW2vuwbO1tYW5uTl/DSUiIoP03XffVbpeoVAgLCwMYWFh1RMQERHRIyQneY6OjuVekmlrawt7e3tJdUVFRQEA/P39tcrXrl2L0aNHA3j4a+jdu3cxadIk5ObmolOnTvw1lIiIiIiIqAKSk7x58+YhJCQE69ev19wnl52djVmzZuHDDz+UVJcQ4onb8NdQIiIiIiIi3UlO8qKionDp0iV4eHigcePGAICrV69CqVTi33//xVdffaXZ9sSJE/JFSkRERERERE8kOckbPHiwHsIgIiIiIiIiOUhO8ubPn6+POIiIiIiIiEgGkpO8UsePH8f58+ehUCjg6+uLdu3ayRkXERERERERVYHkJC8nJwfDhw9HfHw87OzsIIRAfn4+evTogY0bN6JBgwb6iJOIiIiIiIh0IPlh6FOmTEFBQQHOnj2LW7duITc3F2fOnEFBQQGmTp2qjxiJiIiIiIhIR5JH8nbs2IHdu3ejRYsWmjJfX198/vnnCAgIkDU4IiIiIiIikkbySJ5arYaJiUmZchMTE6jValmCIiIiIiIioqqRnOT17NkT06ZNw/Xr1zVl165dw4wZM9CrVy9ZgyMiIiIiIiJpJCd5q1evxu3bt+Hp6YmmTZvC29sbXl5euH37Nj777DN9xEhEREREREQ6knxPnru7O06cOIG4uDhcuHABQgj4+vqid+/e+oiPiIiIiIiIJKjyc/L69OmDPn36yBkLERERERERPSXJl2sCwJ49ezBgwADN5ZoDBgzA7t275Y6NiIiIiIiIJKrSPXn9+vWDtbU1pk2bhqlTp8LGxgavvPIKVq9erY8YiYiIiIiISEeSL9eMiIjAqlWrEBwcrCmbOnUqunTpgiVLlmiVExERERERUfWSPJJXUFCAfv36lSkPCAhAQUGBLEERERERERFR1UhO8l599VVs3bq1TPn27dsxcOBAWYIiIiIiIiKiqpF8uWaLFi2wZMkSxMfHo3PnzgCAP//8E4cOHcJ7772HTz/9VLPt1KlT5YuUiIiIiIiInkhykvfdd9/B3t4e586dw7lz5zTldnZ2+O677zSvFQoFkzwiIiIiIqJqJjnJS09P10ccREREREREJIMqPSePiIiIiIiIDBOTPCIiIiIiojqESR4REREREVEdwiSPiIiIiIioDqnRJG///v0YOHAg3NzcoFAosG3bNq31o0ePhkKh0FpeeumlmgmWiIiIiIioFqhSknfgwAG89dZb6Ny5M65duwYA+P7773Hw4EFJ9dy5cwdt2rTB6tWrK9ymX79+yMrK0iy///57VUImIiIiIiJ6Jkh+hMLmzZsxcuRI/Oc//0FSUhJUKhUA4Pbt2wgPD5eUhAUGBiIwMLDSbZRKJVxcXKSGSURERERE9EySPJK3ePFifPnll/jmm29gYmKiKffz88OJEydkDQ4A4uPj4eTkhGbNmmH8+PHIycmpdHuVSoWCggKthYiIiIiI6FkhOclLSUlBt27dypTb2NggLy9Pjpg0AgMD8eOPP2Lv3r1YsWIFjh49ip49e2pGD8sTEREBW1tbzeLu7i5rTERERERERIZMcpLn6uqKS5culSk/ePAgmjRpIktQpYYNG4b+/fujVatWGDhwIP744w9cvHgRsbGxFb5n7ty5yM/P1yyZmZmyxkRERERERGTIJN+TN2HCBEybNg1r1qyBQqHA9evXcfjwYcycORMfffSRPmLUcHV1hYeHB1JTUyvcRqlUQqlU6jUOIiIiIiIiQyU5yZs9ezby8/PRo0cP3Lt3D926dYNSqcTMmTMRHBysjxg1bt68iczMTLi6uup1P0RERERERLWV5CQPAJYsWYLQ0FCcO3cOarUavr6+sLKyklxPYWGh1qWf6enpSE5OhoODAxwcHBAWFoahQ4fC1dUVGRkZ+OCDD1C/fn289tprVQmbiIiIiIiozqtSkgcAFhYW6NChw1Pt/NixY+jRo4fmdUhICAAgKCgIUVFROH36NNavX4+8vDy4urqiR48e+Pnnn2Ftbf1U+yUiIiIiIqqrJCd5d+7cwdKlS7Fnzx7k5ORArVZrrb98+bLOdfn7+0MIUeH6nTt3Sg2PiIhI7yIiIrBlyxZcuHAB5ubm8PPzw8cff4zmzZtrthFCYMGCBfj666+Rm5uLTp064fPPP0fLli1rMHIiInoWSE7yxo0bh4SEBIwcORKurq5QKBT6iIuIiMhgJSQkYPLkyejYsSMePHiA0NBQBAQE4Ny5c7C0tAQALFu2DCtXrkR0dDSaNWuGxYsXo0+fPkhJSeEVKUREpFeSk7w//vgDsbGx6NKliz7iISIiMng7duzQer127Vo4OTnh+PHj6NatG4QQiIyMRGhoKIYMGQIAWLduHZydnbFhwwZMmDChJsImIqJnhOTn5Nnb28PBwUEfsRAREdVK+fn5AKA5P6anpyM7OxsBAQGabZRKJbp3747ExMQK61GpVCgoKNBaiIiIpJKc5C1atAgfffQRioqK9BEPERFRrSKEQEhICLp27YpWrVoBALKzswEAzs7OWts6Oztr1pUnIiICtra2msXd3V1/gRMRUZ2l0+Wa7dq107r37tKlS3B2doanpydMTEy0tj1x4oS8ERIRERmw4OBgnDp1CgcPHiyz7vH71oUQld7LPnfuXM1M0wBQUFDARI+IiCTTKckbPHiwnsMgIiKqfaZMmYKYmBjs378fjRo10pS7uLgAeDii5+rqqinPyckpM7r3KKVSCaVSqb+AiYjomaBTkjd//nx9x0FERFRrCCEwZcoUbN26FfHx8fDy8tJa7+XlBRcXF8TFxaFdu3YAgOLiYiQkJODjjz+uiZCJiOgZIvmevCZNmuDmzZtlyvPy8tCkSRNZgiIiIjJkkydPxg8//IANGzbA2toa2dnZyM7Oxt27dwE8vExz+vTpCA8Px9atW3HmzBmMHj0aFhYWGDFiRA1HT0REdZ3kRyhkZGSgpKSkTLlKpcLff/8tS1BERESGLCoqCgDg7++vVb527VqMHj0aADB79mzcvXsXkyZN0jwMfdeuXXxGHhER6Z3OSV5MTIzm7507d8LW1lbzuqSkBHv27ClzuQoREVFdJIR44jYKhQJhYWEICwvTf0BERESP0DnJK518RaFQICgoSGudiYkJPD09sWLFClmDIyIiIiIiIml0TvLUajWAhzeTHz16FPXr19dbUERERERERFQ1ku/JS09P10ccREREREREJAPJs2sSERERERGR4WKSR0REREREVIcwySMiIiIiIqpDmOQRERERERHVIZInXgEezrR56dIl5OTkaGbdLNWtWzdZAiMiIiIiIiLpJCd5f/75J0aMGIErV66UeRisQqFASUmJbMERERERERGRNJKTvIkTJ6JDhw6IjY2Fq6srFAqFPuIiIiIiIiKiKpCc5KWmpuKXX36Bt7e3PuIhIiIiIiKipyA5yevUqRMuXbrEJI+IyEB4zomVtH3G0v56ioSIiIgMgeQkb8qUKXjvvfeQnZ2N1q1bw8TERGv9888/L1twREREREREJI3kJG/o0KEAgLFjx2rKFAoFhBCceIWIiIiIiKiGSX5OXnp6epnl8uXLmv9KsX//fgwcOBBubm5QKBTYtm2b1nohBMLCwuDm5gZzc3P4+/vj7NmzUkMmIiIiIiJ6ZkgeyfPw8JBt53fu3EGbNm0wZswYzQjho5YtW4aVK1ciOjoazZo1w+LFi9GnTx+kpKTA2tpatjiIiIiIiIjqCp2SvJiYGAQGBsLExAQxMTGVbvvqq6/qvPPAwEAEBgaWu04IgcjISISGhmLIkCEAgHXr1sHZ2RkbNmzAhAkTdN4PERERERHRs0KnJG/w4MHIzs6Gk5MTBg8eXOF2ct6Tl56ejuzsbAQEBGjKlEolunfvjsTExAqTPJVKBZVKpXldUFAgSzxERERERES1gU5JnlqtLvdvfcrOzgYAODs7a5U7OzvjypUrFb4vIiICCxYs0GtsVBancCciIiIiMgySJ16pbgqFQut16SyeFZk7dy7y8/M1S2Zmpr5DJCIiIiIiMhiSJ16pLi4uLgAejui5urpqynNycsqM7j1KqVRCqVTqPT4iIiIiIiJDZLAjeV5eXnBxcUFcXJymrLi4GAkJCfDz86vByIiIiIiIiAxXjY7kFRYW4tKlS5rX6enpSE5OhoODAxo3bozp06cjPDwcPj4+8PHxQXh4OCwsLDBixIgajJqIiIiIiMhw1WiSd+zYMfTo0UPzOiQkBAAQFBSE6OhozJ49G3fv3sWkSZOQm5uLTp06YdeuXXxGHhERERERUQUkJ3knTpyAiYkJWrduDQDYvn071q5dC19fX4SFhcHU1FTnuvz9/SGEqHC9QqFAWFgYwsLCpIZJRERERET0TJJ8T96ECRNw8eJFAMDly5cxfPhwWFhYYNOmTZg9e7bsARIREREREZHuJCd5Fy9eRNu2bQEAmzZtQrdu3bBhwwZER0dj8+bNcsdHREREREREEkhO8oQQmgei7969G6+88goAwN3dHTdu3JA3OiIiIiIiIpJEcpLXoUMHLF68GN9//z0SEhLQv39/AA9nxqzs+XVERERERESkf5KTvMjISJw4cQLBwcEIDQ2Ft7c3AOCXX37h8+uIiIiIiIhqmOTZNZ9//nmcPn26TPl///tfGBsbyxIUERERERERVY3kkTwAyMvLw7fffou5c+fi1q1bAIBz584hJydH1uCIiIiIiIhIGskjeadOnUKvXr1gZ2eHjIwMjB8/Hg4ODti6dSuuXLmC9evX6yNOIiIiIiIi0oHkkbyQkBCMGTMGqampMDMz05QHBgZi//79sgZHRERERERE0khO8o4ePYoJEyaUKW/YsCGys7NlCYqIiIiIiIiqRnKSZ2ZmhoKCgjLlKSkpaNCggSxBERERERERUdVITvIGDRqEhQsX4v79+wAAhUKBq1evYs6cORg6dKjsARIREREREZHuJCd5y5cvx7///gsnJyfcvXsX3bt3h7e3N6ytrbFkyRJ9xEhERGRw9u/fj4EDB8LNzQ0KhQLbtm3TWi+EQFhYGNzc3GBubg5/f3+cPXu2ZoIlIqJniuTZNW1sbHDw4EHs3bsXJ06cgFqtxgsvvIDevXvrIz4iIiKDdOfOHbRp0wZjxowp90qWZcuWYeXKlYiOjkazZs2wePFi9OnTBykpKbC2tq6BiImI6FkhOckr1bNnT/Ts2VPOWIiIiGqNwMBABAYGlrtOCIHIyEiEhoZiyJAhAIB169bB2dkZGzZsKHcCMwBQqVRQqVSa1+XdA09ERPQkki/XnDp1Kj799NMy5atXr8b06dPliImIiKhWS09PR3Z2NgICAjRlSqUS3bt3R2JiYoXvi4iIgK2trWZxd3evjnCJiKiOkZzkbd68GV26dClT7ufnh19++UWWoIiIiGqz0kcKOTs7a5U7OztX+rihuXPnIj8/X7NkZmbqNU4iIqqbJF+uefPmTdja2pYpt7GxwY0bN2QJioiIqC5QKBRar4UQZcoepVQqoVQq9R0WERHVcZJH8ry9vbFjx44y5X/88QeaNGkiS1BERES1mYuLCwCUGbXLyckpM7pHREQkN8kjeSEhIQgODsa///6rmXhlz549WLFiBSIjI+WOj4iIqNbx8vKCi4sL4uLi0K5dOwBAcXExEhIS8PHHH9dwdEREVNdJTvLGjh0LlUqFJUuWYNGiRQAAT09PREVFYdSoUbIHSEREZIgKCwtx6dIlzev09HQkJyfDwcEBjRs3xvTp0xEeHg4fHx/4+PggPDwcFhYWGDFiRA1GTURElfGcE1vTIciiSo9QePfdd/Huu+/i33//hbm5OaysrOSOi4iIyKAdO3YMPXr00LwOCQkBAAQFBSE6OhqzZ8/G3bt3MWnSJOTm5qJTp07YtWsXn5FHRER6V+Xn5AFAgwYN5IqDiIioVvH394cQosL1CoUCYWFhCAsLq76giIiIUIWJV/755x+MHDkSbm5uqFevHoyNjbUWIiIiIiIiqjmSR/JGjx6Nq1ev4sMPP4Srq2ulU0E/rbCwMCxYsECr7EnPGCIiIiIiInqWSU7yDh48iAMHDqBt27Z6CKesli1bYvfu3ZrXHC0kIiIiIiKqmOQkz93dvdJ7EORWr149zfOGiIiIiIiIqHKS78mLjIzEnDlzkJGRoYdwykpNTYWbmxu8vLwwfPhwXL58udLtVSoVCgoKtBYiIiIiIqJnheSRvGHDhqGoqAhNmzaFhYUFTExMtNbfunVLtuA6deqE9evXo1mzZvjnn3+wePFi+Pn54ezZs3B0dCz3PREREWXu4yMiIiIiInpWSE7yIiMj9RBG+QIDAzV/t27dGp07d0bTpk2xbt06zfOIHjd37lytdQUFBXB3d9d7rERERERERIZAcpIXFBSkjzh0YmlpidatWyM1NbXCbZRKJZRKZTVGRUREREREZDgk35MHAGlpaZg3bx7efPNN5OTkAAB27NiBs2fPyhrc41QqFc6fPw9XV1e97oeIiIiIiKi2kpzkJSQkoHXr1jhy5Ai2bNmCwsJCAMCpU6cwf/58WYObOXMmEhISkJ6ejiNHjuD1119HQUFBjY4mEhERERERGTLJSd6cOXOwePFixMXFwdTUVFPeo0cPHD58WNbg/v77b7z55pto3rw5hgwZAlNTU/z555/w8PCQdT9ERERERER1heR78k6fPo0NGzaUKW/QoAFu3rwpS1ClNm7cKGt9REREREREdZ3kkTw7OztkZWWVKU9KSkLDhg1lCYqIiIiIiIiqRnKSN2LECLz//vvIzs6GQqGAWq3GoUOHMHPmTIwaNUofMRIREREREZGOJCd5S5YsQePGjdGwYUMUFhbC19cX3bp1g5+fH+bNm6ePGImIiIiIiEhHku7JE0Lg+vXr+Oabb7Bo0SKcOHECarUa7dq1g4+Pj75iJCIiIiIiIh1JTvJ8fHxw9uxZ+Pj4oEmTJvqKi4iIiGTiOSdW0vYZS/vrKRIiIqoOki7XNDIygo+Pj+yzaBIREREREZE8JN+Tt2zZMsyaNQtnzpzRRzxERERERET0FCQ/J++tt95CUVER2rRpA1NTU5ibm2utv3XrlmzBERERERERkTSSk7zIyEg9hEFERERERERykJTk3b9/H/Hx8fjwww856QoREREREZEBknRPnomJCbZu3aqvWIiIiIiIiOgpSZ545bXXXsO2bdv0EAoRERERERE9Lcn35Hl7e2PRokVITExE+/btYWlpqbV+6tSpsgVHRERERERE0khO8r799lvY2dnh+PHjOH78uNY6hULBJI+IiIiIiKgGSU7y0tPT9RHHM89zTqyk7TOW9tdTJEREREREVJtJviePiIiIiIiIDJfkkbyxY8dWun7NmjVVDoaIiIiIiIiejuQkLzc3V+v1/fv3cebMGeTl5aFnz56yBUZERERERETSSU7yyntOnlqtxqRJk/iAdCIiIiIiohomyz15RkZGmDFjBlatWiVHdURERERERFRFsk28kpaWhgcPHshVHREREREREVWB5Ms1Q0JCtF4LIZCVlYXY2FgEBQXJFpgh4mMOiIjkx39biYiI5CU5yUtKStJ6bWRkhAYNGmDFihVPnHmTiIiIiIiI9Etykrdv3z59xEFEREREREQykHxPXnp6OlJTU8uUp6amIiMjQ46Yyvjiiy/g5eUFMzMztG/fHgcOHNDLfoiIiOTGcxgREVU3yUne6NGjkZiYWKb8yJEjGD16tBwxafn5558xffp0hIaGIikpCS+//DICAwNx9epV2fdFREQkJ57DiIioJkhO8pKSktClS5cy5S+99BKSk5PliEnLypUr8fbbb2PcuHFo0aIFIiMj4e7ujqioKNn3RUREJCeew4iIqCZIvidPoVDg9u3bZcrz8/NRUlIiS1CliouLcfz4ccyZM0erPCAgoNzRRABQqVRQqVRacQFAQUHBU8ejVhVJ2l7KPvVZd3Wo7fETGRqp3ykpDO37V93/fpS+XwjxVPU8iSGdw/hvNBGRbgz9/KvzOUxI1L9/f/HGG2+IBw8eaMoePHgghg4dKvr16ye1ukpdu3ZNABCHDh3SKl+yZIlo1qxZue+ZP3++AMCFCxcuXLhUumRmZsp6zuI5jAsXLly4VNfypHOY5JG8ZcuWoVu3bmjevDlefvllAMCBAwdQUFCAvXv3Sq1OJwqFQuu1EKJMWam5c+dqPcsvLy8PHh4euHr1KmxtbfUSX3UrKCiAu7s7MjMzYWNjU9PhyIJtqh3YptqBbaqcEAK3b9+Gm5ubTNFV7mnOYWq1Grdu3YKjo2OF7ylVF/u9Is9SW4Fnq73PUluBZ6u9z1JbAf21V9dzmOQkz9fXF6dOncLq1atx8uRJmJubY9SoUQgODoaDg0OVAy5P/fr1YWxsjOzsbK3ynJwcODs7l/sepVIJpVJZptzW1rbOfaBsbGzYplqAbaod2KbaQa42VcePfnKdw+zs7CTtty72e0WepbYCz1Z7n6W2As9We5+ltgL6aa8u5zDJSR4AuLm5ITw8vCpvlcTU1BTt27dHXFwcXnvtNU15XFwcBg0apPf9ExERVRXPYUREVFMkJ3lr166FlZUV3njjDa3yTZs2oaioCEFBQbIFBwAhISEYOXIkOnTogM6dO+Prr7/G1atXMXHiRFn3Q0REJDeew4iIqCZITvKWLl2KL7/8sky5k5MT3nnnHdmTvGHDhuHmzZtYuHAhsrKy0KpVK/z+++/w8PDQ6f1KpRLz588v9xLO2optqh3YptqBbaodamubnvYcJkVtPUZV8Sy1FXi22vsstRV4ttr7LLUVqPn2KoSQNoe0mZkZLly4AE9PT63yjIwMtGjRAnfv3pUzPiIiIiIiIpJA8sPQnZyccOrUqTLlJ0+ehKOjoyxBERERERERUdVITvKGDx+OqVOnYt++fSgpKUFJSQn27t2LadOmYfjw4fqIkYiIiIiIiHQk+XLN4uJijBw5Eps2bUK9eg9v6VOr1Rg1ahS+/PJLmJqa6iVQIiIiIiIiejLJSV6pixcvap6T17p1a73cRE5ERERERETSSL5cs5SDgwN69uyJAQMGVFuC9+DBA8ybNw9eXl4wNzdHkyZNsHDhQqjVas02o0ePhkKh0FpeeumlJ9a9efNm+Pr6QqlUwtfXF1u3btVnUzT01abo6Ogy71EoFLh3756+m6RTmwDg/PnzePXVV2Frawtra2u89NJLuHr1aqV1G3I/AdLbZOj9VF5sCoUC//3vfyut25D7qSptMvR+KiwsRHBwMBo1agRzc3O0aNECUVFRT6zbkPupKm2qyX6qLmFhYWXa5+LiolkvhEBYWBjc3Nxgbm4Of39/nD17tgYjlmb//v0YOHAg3NzcoFAosG3bNq31urRPpVJhypQpqF+/PiwtLfHqq6/i77//rsZW6OZJbdXl3F9b2hoREYGOHTvC2toaTk5OGDx4MFJSUrS2qUt9q0t760r/RkVF4fnnn9c88Ltz5874448/NOvrUr8CT26vQfWrkCA3N1dMmjRJODo6CiMjI2FkZCQcHR3F5MmTRW5urpSqqmTx4sXC0dFR/PbbbyI9PV1s2rRJWFlZicjISM02QUFBol+/fiIrK0uz3Lx5s9J6ExMThbGxsQgPDxfnz58X4eHhol69euLPP//Ud5P01qa1a9cKGxsbrfdkZWXpuzlCCN3adOnSJeHg4CBmzZolTpw4IdLS0sRvv/0m/vnnnwrrNfR+qkqbDL2fHo9rzZo1QqFQiLS0tArrNfR+qkqbDL2fxo0bJ5o2bSr27dsn0tPTxVdffSWMjY3Ftm3bKqzX0PupKm2qyX6qLvPnzxctW7bUal9OTo5m/dKlS4W1tbXYvHmzOH36tBg2bJhwdXUVBQUFNRi17n7//XcRGhoqNm/eLACIrVu3aq3XpX0TJ04UDRs2FHFxceLEiROiR48eok2bNuLBgwfV3JrKPamtupz7a0tb+/btK9auXSvOnDkjkpOTRf/+/UXjxo1FYWGhZpu61Le6tLeu9G9MTIyIjY0VKSkpIiUlRXzwwQfCxMREnDlzRghRt/pViCe315D6Veck7+bNm6JZs2bC0tJSvPPOO2LVqlVi5cqVYvz48cLS0lI899xz4tatW7IG97j+/fuLsWPHapUNGTJEvPXWW5rXQUFBYtCgQZLq/b//+z/Rr18/rbK+ffuK4cOHVzlWXemrTWvXrhW2trYyRCidLm0aNmyY1mtdGHo/VaVNht5Pjxs0aJDo2bNnpfUaej89Tpc2GXo/tWzZUixcuFBrmxdeeEHMmzevwnoNvZ+q0qaa7KfqMn/+fNGmTZty16nVauHi4iKWLl2qKbt3756wtbUVX375ZTVFKJ/HEx9d2peXlydMTEzExo0bNdtcu3ZNGBkZiR07dlRb7FJVlORVdu6vrW0VQoicnBwBQCQkJAgh6nbfClG2vULU7f61t7cX3377bZ3v11Kl7RXCsPpV58s1Fy5cCFNTU6SlpeGrr77C9OnTMWPGDHz99de4dOkSTExMsHDhQvmHGh/RtWtX7NmzBxcvXgTw8LENBw8exCuvvKK1XXx8PJycnNCsWTOMHz8eOTk5ldZ7+PBhBAQEaJX17dsXiYmJ8jagHPpqE/DwcicPDw80atQIAwYMQFJSkl7a8LgntUmtViM2NhbNmjVD37594eTkhE6dOpW5VOVxhtxPVW0TYLj99Lh//vkHsbGxePvttyut15D76XG6tgkw7H7q2rUrYmJicO3aNQghsG/fPly8eBF9+/atsF5D76eqtAmouX6qTqmpqXBzc4OXlxeGDx+Oy5cvAwDS09ORnZ2t1a9KpRLdu3evln7VN13ad/z4cdy/f19rGzc3N7Rq1apWHoPKzv21ua35+fkAHt76A9T9vn28vaXqWv+WlJRg48aNuHPnDjp37lzn+/Xx9pYymH7VNRv08PCoNMP8448/hIeHx9OnnZVQq9Vizpw5QqFQiHr16gmFQiHCw8O1ttm4caP47bffxOnTp0VMTIxo06aNaNmypbh3716F9ZqYmIgff/xRq+zHH38UpqamemnHo/TVpsOHD4vvv/9eJCcni/3794uhQ4cKc3NzcfHiRX036YltysrKEgCEhYWFWLlypUhKShIRERFCoVCI+Pj4Cus15H6qapsMuZ8e9/HHHwt7e3tx9+7dSus15H56nK5tMvR+UqlUYtSoUQKAqFevnjA1NRXr16+vtF5D76eqtKkm+6m6/P777+KXX34Rp06dEnFxcaJ79+7C2dlZ3LhxQxw6dEgAENeuXdN6z/jx40VAQEANRVx1eGx0S5f2VfQZ7tOnj3jnnXf0Gu/TeLytQjz53F9b26pWq8XAgQNF165dNWV1uW/La68Qdat/T506JSwtLYWxsbGwtbUVsbGxQoi6268VtVcIw+pXnZM8U1NTkZmZWeH6zMxMoVQqZQmqIj/99JNo1KiR+Omnn8SpU6fE+vXrhYODg4iOjq7wPdevXxcmJiZi8+bNFW5jYmIiNmzYoFX2ww8/6L09QuivTY8rKSkRbdq0EVOmTJEj7Eo9qU3Xrl0TAMSbb76p9b6BAwdWeqmYIfdTVdv0OEPqp8c1b95cBAcHP7FeQ+6nx+napscZWj/997//Fc2aNRMxMTHi5MmT4rPPPhNWVlYiLi6uwnoNvZ+q0qbHVWc/1ZTCwkLh7OwsVqxYofkfquvXr2ttM27cONG3b98airDqKkryKmtfRf8D1bt3bzFhwgS9xvs0ykvyHvf4ub+2tnXSpEnCw8ND6/8p63Lfltfe8tTm/lWpVCI1NVUcPXpUzJkzR9SvX1+cPXu2zvZrRe0tT032az1dR/zq16+PjIwMNGrUqNz16enpcHR0rOJ4om5mzZqFOXPmaB663rp1a1y5cgUREREICgoq9z2urq7w8PBAampqhfW6uLggOztbqywnJwfOzs7yBV8BfbXpcUZGRujYsaOk91TVk9pUv3591KtXD76+vlrva9GiBQ4ePFhhvYbcT1Vt0+MMqZ8edeDAAaSkpODnn39+Yr2G3E+PktKmxxlSP929excffPABtm7div79+wMAnn/+eSQnJ2P58uXo3bt3ufUacj9VtU2Pq85+qimWlpZo3bo1UlNTMXjwYABAdnY2XF1dNdtUV7/qW+ksopW1z8XFBcXFxcjNzYW9vb3WNn5+ftUbsMweP/fXxrZOmTIFMTEx2L9/v9b/T9bVvq2oveWpzf1ramoKb29vAECHDh1w9OhRfPLJJ3j//fcB1L1+rai9X331VZlta7Jfdb4nr1+/fggNDUVxcXGZdSqVCh9++CH69esna3CPKyoqgpGRdsjGxsZlprF/1M2bN5GZman14Xpc586dERcXp1W2a9euavlw6atNjxNCIDk5WdJ7qupJbTI1NUXHjh3LTCd88eLFSh/HYcj9VNU2Pc6Q+ulR3333Hdq3b482bdo8sV5D7qdHSWnT4wypn+7fv4/79+9L/nfEkPupqm16XHX2U01RqVQ4f/48XF1d4eXlBRcXF61+LS4uRkJCgsH+z5IUurSvffv2MDEx0domKysLZ86cqfXH4PFzf21qqxACwcHB2LJlC/bu3QsvLy+t9XWtb5/U3vLU5v59nBACKpWqzvVrRUrbW54a7Vddh/wyMzOFs7OzaNy4sfj444/F9u3bxfbt20VERIRwd3cXTk5O4urVq7IOMz4uKChINGzYUDPt9pYtW0T9+vXF7NmzhRBC3L59W7z33nsiMTFRpKeni3379onOnTuLhg0bak3VOnLkSDFnzhzN60OHDgljY2OxdOlScf78ebF06dJqm0pcX20KCwsTO3bsEGlpaSIpKUmMGTNG1KtXTxw5cqTG2ySEEFu2bBEmJibi66+/FqmpqeKzzz4TxsbG4sCBAxW2yZD7qaptMvR+EkKI/Px8YWFhIaKiosqtp7b1kxDS22To/dS9e3fRsmVLsW/fPnH58mWxdu1aYWZmJr744osK22To/VSVNtVkP1WX9957T8THx4vLly+LP//8UwwYMEBYW1uLjIwMIcTD6cptbW3Fli1bxOnTp8Wbb75Zqx6hcPv2bZGUlCSSkpIEAM09zleuXBFC6Na+iRMnikaNGondu3eLEydOiJ49exrkdOyVtVXXc39taeu7774rbG1tRXx8vNbU8kVFRZpt6lLfPqm9dal/586dK/bv3y/S09PFqVOnxAcffCCMjIzErl27hBB1q1+FqLy9htavkp6Td/nyZdGvXz9hZGQkFAqFUCgUwsjISPTt21ekpqbKGlh5CgoKxLRp00Tjxo2FmZmZaNKkiQgNDRUqlUoIIURRUZEICAgQDRo0ECYmJqJx48YiKCioTPLZvXt3ERQUpFW2adMm0bx5c2FiYiKee+45Sfe7GWKbpk+fLho3bixMTU1FgwYNREBAgEhMTDSINpX67rvvhLe3tzAzMxNt2rQp8/yr2tRPpaS2qTb001dffSXMzc1FXl5eufXUxn6S2iZD76esrCwxevRo4ebmJszMzETz5s3FihUrhFqtrrBNQhh2P1WlTTXZT9Wl9BlTJiYmws3NTQwZMkTrXhC1Wi3mz58vXFxchFKpFN26dROnT5+uwYil2bdvnwBQZintZ13ad/fuXREcHCwcHByEubm5GDBggN5/hK6Kytqq67m/trS1vHYCEGvXrtVsU5f69kntrUv9O3bsWOHh4aH5d7dXr16aBE+IutWvQlTeXkPrV4UQQkgd/cvNzdVcW+rt7V1mSlgiIiIiIiKqGVVK8oiIiIiIiMgw6TzxChERERERERk+JnlERERERER1CJM8IiIiIiKiOoRJHhERERERUR3CJI+IiIiIiKgOYZJHRERERERUhzDJIyIiIiIiqkOY5BHpUXR0NOzs7DSvw8LC0LZt22rZt7+/P6ZPn67XfcTHx0OhUEChUGDw4MHVHk90dLRm//puKxGRIcjIyIBCoUBycrJe6lcoFNi2bZte6i4lhMA777wDBwcHyW3x9PREZGSk3mKT29MeT55nqaqY5BE9YvTo0U/8R/RpzJw5E3v27JG1ztITQF5enlb5li1bsGjRIln3VZGUlBRER0dXy74eNWzYMGRlZaFz587Vvm8ievbo+xyhC3d3d2RlZaFVq1YAKj4HGLIdO3YgOjoav/32m1ZbHvX4j6TPOp5nSap6NR0A0bPEysoKVlZW1bIvBweHatkPADg5OdXIydjc3Bzm5uYwNTWt9n0TEdUEY2NjuLi41HQYTyUtLQ2urq7w8/Or6VBqDZ5nSSqO5BFVwt/fH1OnTsXs2bPh4OAAFxcXhIWFaW2Tl5eHd955B87OzjAzM0OrVq3w22+/lVvf45drlv4qvHz5cri6usLR0RGTJ0/G/fv3Ndv88MMP6NChA6ytreHi4oIRI0YgJycHwMPLdnr06AEAsLe3h0KhwOjRozWxP3ppRW5uLkaNGgV7e3tYWFggMDAQqampmvWlv5ru3LkTLVq0gJWVFfr164esrCzJx+3OnTsYNWoUrKys4OrqihUrVpTZpri4GLNnz0bDhg1haWmJTp06IT4+Xmubb775Bu7u7rCwsMBrr72GlStX8pddIjJYCQkJePHFF6FUKuHq6oo5c+bgwYMHmvW6nFMuXLiArl27wszMDL6+vti9e7fWJX+PXq5Z2TmgvMsa27Ztq7W/1NRUdOvWTbOvuLi4Mm26du0ahg0bBnt7ezg6OmLQoEHIyMio8nEYPXo0pkyZgqtXr0KhUMDT07PM++Pj4zFmzBjk5+drLhV8NO6ioiKMHTsW1tbWaNy4Mb7++uunirl0NHTPnj3o0KEDLCws4Ofnh5SUFK3toqKi0LRpU5iamqJ58+b4/vvvtdbr63iWh+dZehImeURPsG7dOlhaWuLIkSNYtmwZFi5cqPmHW61WIzAwEImJifjhhx9w7tw5LF26FMbGxjrXv2/fPqSlpWHfvn1Yt24doqOjtS7JKC4uxqJFi3Dy5Els27YN6enpmpO4u7s7Nm/eDODhpRxZWVn45JNPyt3P6NGjcezYMcTExODw4cMQQuCVV17RSiiLioqwfPlyfP/999i/fz+uXr2KmTNnSjxiwKxZs7Bv3z5s3boVu3btQnx8PI4fP661zZgxY3Do0CFs3LgRp06dwhtvvIF+/fppEs9Dhw5h4sSJmDZtGpKTk9GnTx8sWbJEcixERNXh2rVreOWVV9CxY0ecPHkSUVFR+O6777B48WKt7Z50Thk8eDAsLCxw5MgRfP311wgNDa1wn1LOAY9Tq9UYMmQIjI2N8eeff+LLL7/E+++/r7VNUVERevToASsrK+zfvx8HDx7U/ABYXFxcpePwySefYOHChWjUqBGysrJw9OjRMnX4+fkhMjISNjY2yMrKQlZWlta5aMWKFejQoQOSkpIwadIkvPvuu7hw4UKVYy4VGhqKFStW4NixY6hXrx7Gjh2rWbd161ZMmzYN/6+9ew2JamvjAP4fzcjQOpiTleZAFycNtBKLGtMuVlDRRFESinazJJKo6Eok0Re7GRGRfgi7CV0wK0oLiyzTyrIyhDGbmhi1qIwoLStynveDuF+3ztQ06ukcz/8Hfthr73n2s9eH9bhm771m/fr1qKiowMqVK7FkyRLcuHGjS/vTEdZZ+iUhIkViYqIYjUZlOzo6WiIjI1XHREREyKZNm0RE5OrVq+Lm5iZPnz61Gy8rK0v69u2rbKempkpYWJjqfDqdTn78+KG0LViwQGJjYx3mWFpaKgCkvr5eRERu3LghAOTDhw+q46Kjo2XNmjUiIlJVVSUApLi4WNlfV1cnnp6ecubMGSVXAGI2m5VjDh06JH5+fg5zsXfu+vp66dmzp5w6dUppe//+vXh6eir5mM1m0Wg0Ultbq4o3depU2bJli4iIxMbGyqxZs1T74+LiVP1p71qJiLpK2xrR2tatW0Wv14vNZlPaDh06JF5eXtLU1CQiv64p+fn50qNHD3n9+rWyv6CgQABIbm6uiIhYLBYBII8ePRIRxzVAp9PJ/v37VW1hYWGSmpoqIs31y93dXaqrq5X9+fn5qnMdOXKk3TV9+/ZNPD095erVqy73w/79+0Wn09n9fIu29bP1dcXHxyvbNptN+vfvL4cPH3Y555Y+vHbtmtJ2+fJlASCNjY0iIjJhwgRJSkpSfW7BggUyc+ZMEem6/mSdJVfxTh7RL4SGhqq2Bw4cqDwu+fjxYwQEBCAoKMjl+CNHjlTd+WsdHwAePXoEo9EInU4Hb29vTJo0CQBgtVqdPofJZEKPHj0wbtw4pa1fv37Q6/UwmUxKW+/evTF06FCHuTjj+fPn+P79u+olbR8fH+j1emX74cOHEBEEBQUp7yl6eXnh5s2beP78OYDmb6XHjh2rit12m4jon8JkMmH8+PHQaDRKm8FgQENDA2pqapS2n9WUp0+fYvDgwap37rpq3DOZTAgMDERAQIDS1nZxjbKyMpjNZnh7eyvjtI+PD75+/aqM1fbiOtMPHdG6DzUaDQYMGKD0oSs524s7cOBAAFDimkwmGAwG1fEGg0GpoV3Vn/awzpIzuPAK0S94eHiotjUaDWw2G4DmF5K7Mv7nz58xffp0TJ8+HSdPnoRWq4XVasWMGTN+69EOEXHY3roQ28vF0Wd/91yt2Ww2uLu7o6ysrN2jrS0L07TNzdnYRER/ws/GrF+Nsy1jvr0YrnJzc2s3ZrZ+PN/eeNr23DabDeHh4cjOzm53rFartXteZ/uhI37Wh67kbC9uS64tcVu3tWh9rV3Vn/awzpIzOMkj6oDQ0FDU1NSgqqqqQ3fzHKmsrERdXR3S0tIwePBgAMCDBw9Ux7SseNXU1OQwTkhICH78+IF79+4pq5m9f/8eVVVVCA4O7tSchw0bBg8PD9y9exeBgYEAmhd9qaqqQnR0NABg9OjRaGpqwtu3bzFx4kS7cUaMGIHS0lJVW9trJyL6pwgJCUFOTo7qH+eSkhJ4e3vD39/fqRgjRoyA1WrFmzdv4OfnBwB231lrzVEN0Gq1qoWzPn36BIvFosrXarXi1atXGDRoEADgzp07qhhjxozB6dOn0b9/f/Tp08epa+iMfmi5rp/VNUdcydkZwcHBuH37NhISEpS2kpISpYZ2VX/awzpLzuDjmkQdEB0djaioKMyfPx8FBQWwWCzIz8/HlStXOiV+YGAgevbsiYMHD+LFixe4ePFiu9++0+l00Gg0uHTpEt69e4eGhoZ2cYYPHw6j0YikpCTcvn0b5eXliI+Ph7+/P4xGY6fk2sLLywvLli3Dhg0bcP36dVRUVGDx4sVwc/v/cBMUFIS4uDgkJCTg3LlzsFgsuH//Pnbt2oW8vDwAQEpKCvLy8pCeno5nz54hMzMT+fn5nfZNMBGRKz5+/IjHjx+r/qxWK1atWoXq6mqkpKSgsrISFy5cQGpqKtatW6ca/35m2rRpGDp0KBITE/HkyRMUFxcrC684Gvsc1YApU6bgxIkTKCoqQkVFBRITE1V3dGJiYqDX65GQkIDy8nIUFRW1W+QlLi4Ovr6+MBqNKCoqgsViwc2bN7FmzRqHj152Rj8AzauDNjQ04Pr166irq8OXL1+c+pwrOTtjw4YNOHr0KDIyMvDs2TOkp6fj3LlzyoIwXdWf9rDOkjM4ySPqoJycHERERGDRokUICQnBxo0bXfr20R6tVoujR4/i7NmzCAkJQVpaGvbu3as6xt/fHzt27MDmzZvh5+eH1atX242VlZWF8PBwzJ49G+PHj4eIIC8vr91jL51hz549iIqKwpw5cxATE4PIyEiEh4e3yychIQHr16+HXq/HnDlzcO/ePeWOpcFgQEZGBtLT0xEWFoYrV65g7dq16NWrV6fnS0TkrMLCQowePVr1t337dvj7+yMvLw+lpaUICwtDcnIyli1bhm3btjkd293dHefPn0dDQwMiIiKwfPly5fOOxj5HNWDLli2IiorC7NmzMXPmTMydO1f1zrWbmxtyc3Px7ds3jB07FsuXL2+3smLv3r1x69YtBAYGYt68eQgODsbSpUvR2Njo8E5UZ/QD0LzCZnJyMmJjY6HVarF7926nPudKzs6YO3cuDhw4gD179mDkyJHIzMxEVlaW8p58V/WnI6yz9Csa4cO3ROSiwsJCTJ48GR8+fPhbflcnKSkJlZWVKCoqUrVPmjQJo0aNavebUERE/3bFxcWIjIyE2WxWTdLov4F1llzFO3lE1GEBAQFYtGhRp8fdu3cvysvLYTabcfDgQRw7dgyJiYnK/uzsbHh5ebUrRkRE/1a5ubkoKCjAy5cvce3aNaxYsQIGg4ETvP841ln6XbyTR0Qua2xsRG1tLYDmdwRaL/vdGRYuXIjCwkLU19djyJAhSElJQXJysrK/vr4eb968AQD89ddf8PX17dTzExH93Y4fP46dO3eiuroavr6+iImJwb59+9CvX78/nRr9Aayz5CpO8oiIiIiIiLoRPq5JRERERETUjXCSR0RERERE1I1wkkdERERERNSNcJJHRERERETUjXCSR0RERERE1I1wkkdERERERNSNcJJHRERERETUjXCSR0RERERE1I38D8HXoWIRMKJGAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot histogram for last generation, semi-major axis\n", "fig, axs = plt.subplots(2, 2, figsize=(9, 5))\n", "fig.suptitle('Final orbits by design variable', fontweight='bold', y=0.95)\n", "last_pop = simulation_output[number_of_evolutions - 1][2]\n", "\n", "for ax_index, ax in enumerate(axs.flatten()):\n", " ax.hist(last_pop[:, ax_index], bins=30)\n", " \n", " # Prettify\n", " ax.set_xlabel(design_variable_names[ax_index])\n", " if ax_index % 2 == 0:\n", " ax.set_ylabel('Occurrences in the population')\n", " \n", "# Show the figure\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "295edb07", "metadata": {}, "source": [ "#### Initial and final orbits visualisation\n", "One may now want to see how much better the optimized orbits are compared to the ones of the random initial population. This can be done by plotting the orbit bundles from the initial and final generations.\n", "\n", "The resulting 3D plot show the chaotic nature of the initial random population, where the last generation appears to use a handfull of variations of the similar design variables." ] }, { "cell_type": "code", "execution_count": 21, "id": "7b0828e3", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:32.034954Z", "start_time": "2025-09-15T18:50:31.507501Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:43.706186Z", "iopub.status.busy": "2025-09-15T18:55:43.706012Z", "iopub.status.idle": "2025-09-15T18:55:44.139134Z", "shell.execute_reply": "2025-09-15T18:55:44.138590Z" }, "pycharm": { "is_executing": true }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot orbits of initial and final generation\n", "fig = plt.figure(figsize=(9, 5))\n", "fig.suptitle('Initial and final orbit bundle', fontweight='bold', y=0.95)\n", "title = {0: 'Initial orbit bundle',\n", " 1: 'Final orbit bundle'}\n", "\n", "# Loop over populations\n", "for ax_index, population_index in enumerate(simulation_output.keys()):\n", " current_ax = fig.add_subplot(1, 2, 1 + ax_index, projection='3d')\n", " \n", " # Retrieve current population\n", " current_generation = simulation_output[population_index]\n", " current_population = current_generation[2]\n", " \n", " # Loop over individuals\n", " for ind_index, individual in enumerate(current_population):\n", " \n", " # Plot orbit\n", " state_history = list(current_generation[0][ind_index][0].values())\n", " state_history = np.vstack(state_history)\n", " current_ax.plot(state_history[:, 0],\n", " state_history[:, 1],\n", " state_history[:, 2],\n", " linewidth=0.5)\n", " \n", " # Prettify\n", " current_ax.set_xlabel('X [m]')\n", " current_ax.set_ylabel('Y [m]')\n", " current_ax.set_zlabel('Z [m]')\n", " current_ax.set_title(title[ax_index], y=1.0, pad=15)\n", "\n", "# Show the figure\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "639dbc54", "metadata": {}, "source": [ "#### Orbits visualization by design variable\n", "Finally, we can visualize what range of design variables lead to which type of orbits. This is done by plotting the bundle of orbits for the last generation.\n", "\n", "This plot one again shows that the orbits from the final population can be sub-categorized into distinct orbital configurations." ] }, { "cell_type": "code", "execution_count": 22, "id": "387d0d33", "metadata": { "ExecuteTime": { "end_time": "2025-09-15T18:50:33.018395Z", "start_time": "2025-09-15T18:50:32.063781Z" }, "execution": { "iopub.execute_input": "2025-09-15T18:55:44.141633Z", "iopub.status.busy": "2025-09-15T18:55:44.141455Z", "iopub.status.idle": "2025-09-15T18:55:44.887102Z", "shell.execute_reply": "2025-09-15T18:55:44.886430Z" }, "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot orbits of final generation divided by parameters\n", "fig = plt.figure(figsize=(9, 5))\n", "fig.suptitle('Final orbit bundle by design variable', fontweight='bold', y=0.95)\n", "\n", "# Retrieve current population\n", "current_generation = simulation_output[number_of_evolutions - 1]\n", "\n", "# Plot Pareto fronts for all design variables\n", "current_population = current_generation[2]\n", "\n", "# Loop over design variables\n", "for var in range(4):\n", " \n", " # Create axis\n", " current_ax = fig.add_subplot(2, 2, 1 + var, projection='3d')\n", " \n", " # Loop over individuals\n", " for ind_index, individual in enumerate(current_population):\n", " \n", " # Set plot color according to boundaries\n", " if individual[var] < design_variable_range[var][0]:\n", " plt_color = 'r'\n", " label = design_variable_symbols[var] + ' < ' + str(design_variable_range[var][0]) + \\\n", " design_variable_units[var]\n", " elif design_variable_range[var][0] < individual[var] < design_variable_range[var][1]:\n", " plt_color = 'b'\n", " label = str(design_variable_range[var][0]) + ' < ' + \\\n", " design_variable_symbols[var] + \\\n", " ' < ' + str(design_variable_range[var][1]) + design_variable_units[var]\n", " else:\n", " plt_color = 'g'\n", " label = design_variable_symbols[var] + ' > ' + str(design_variable_range[var][1]) + \\\n", " design_variable_units[var]\n", "\n", " # Plot orbit\n", " state_history = list(current_generation[0][ind_index][0].values())\n", " state_history = np.vstack(state_history)\n", " current_ax.plot(state_history[:, 0],\n", " state_history[:, 1],\n", " state_history[:, 2],\n", " color=plt_color,\n", " linewidth=0.5,\n", " label=label)\n", " \n", " # Prettify\n", " current_ax.set_xlabel('X [m]')\n", " current_ax.set_ylabel('Y [m]')\n", " current_ax.set_zlabel('Z [m]')\n", " current_ax.set_title(design_variable_names[var], y=1.0, pad=10)\n", " handles, design_variable_legend = current_ax.get_legend_handles_labels()\n", " design_variable_legend, ids = np.unique(design_variable_legend, return_index=True)\n", " handles = [handles[i] for i in ids]\n", " current_ax.legend(handles, design_variable_legend, loc='lower right', bbox_to_anchor=(0.3, 0.6))\n", " \n", "# Show the figure\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "tudat-examples", "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": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }