{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Proportional Fairness Scheduler\n", "\n", "In this notebook we illustrate how to schedule users in an OFDM time/frequency\n", "resource grid according to a proportional fairness criterion. \n", "We consider a single-user MIMO system, i.e., at most one user can be scheduled\n", "in a resource element.\n", "\n", "We provide a simplistic but pedagogical example where the rate achievable by\n", "users across the OFDM resource grid follows an autoregressive process. \n", "This example can be used as boilerplate code for use in a more realistic setting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![scheduling_notebook.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "\n", "We start by importing Sionna and the relevant external libraries:" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:30.075073Z", "iopub.status.busy": "2026-02-13T13:58:30.074805Z", "iopub.status.idle": "2026-02-13T13:58:32.923072Z", "shell.execute_reply": "2026-02-13T13:58:32.922109Z" } }, "source": [ "# Import Sionna\n", "try:\n", " import sionna.sys\n", "except ImportError as e:\n", " import sys\n", " import os\n", " if 'google.colab' in sys.modules:\n", " # Install Sionna in Google Colab\n", " print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n", " os.system(\"pip install sionna\")\n", " os.kill(os.getpid(), 5)\n", " else:\n", " raise e\n", "\n", "import torch" ], "execution_count": 1, "outputs": [] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:32.925480Z", "iopub.status.busy": "2026-02-13T13:58:32.925203Z", "iopub.status.idle": "2026-02-13T13:58:32.928503Z", "shell.execute_reply": "2026-02-13T13:58:32.927861Z" } }, "source": [ "# Additional external libraries\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Sionna components\n", "from sionna.phy import config, Block\n", "from sionna.phy.constants import BOLTZMANN_CONSTANT\n", "from sionna.phy.utils.random import randint, uniform\n", "from sionna.sys import PFSchedulerSUMIMO\n", "\n", "# Set random seed for reproducibility\n", "sionna.phy.config.seed = 48\n", "\n", "# Internal computational precision\n", "sionna.phy.config.precision = 'single' # 'single' or 'double'" ], "execution_count": 2, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The main principle\n", "\n", "The [proportional fairness (PF) scheduler](https://nvlabs.github.io/sionna/sys/api/scheduling.html) distributes the available\n", "resources across users by maximizing the sum of logarithms of the\n", "long-term throughputs $T(u)$ across the users $u=1,2,\\dots$: \n", "$$\n", "\\max \\sum_u \\log T(u).\n", "$$\n", "\n", "To this aim, the scheduler assigns each resource $i$ to the user with the highest PF\n", "metric, defined as the ratio of the *achievable* rate on resource $i$ to\n", "the throughout achieved by the user in the past [[1]](#references),\n", "[[2]](#references), [[3]](#references).\n", "\n", "As a result, resources are distributed (roughly) uniformly across users, who are\n", "scheduled when their channel conditions reach a local peak. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic scenario\n", "\n", "To illustrate the key principles of proportional fairness, we design a simple\n", "example where each user's achievable rate on each subcarrier evolves according\n", "to an autoregressive (AR) process centered around a user-specific mean. \n", "\n", "We first set the main simulation parameters:" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:32.930873Z", "iopub.status.busy": "2026-02-13T13:58:32.930740Z", "iopub.status.idle": "2026-02-13T13:58:32.935344Z", "shell.execute_reply": "2026-02-13T13:58:32.934488Z" } }, "source": [ "# Number users\n", "num_ut = 3\n", "\n", "# OFDM resource grid\n", "num_subcarriers = 12\n", "num_ofdm_symbols = 2\n", "num_slots = 200\n", "\n", "# User-specific average achievable rate\n", "se_achievable_avg = uniform([num_ut], low=1, high=7)\n", "\n", "# User-specific AR multiplicative parameter\n", "rho = uniform([num_ut], low=0.8, high=0.95)" ], "execution_count": 3, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate achievable rate time series\n", "\n", "We now generate the achievable rate time series for each user, on all\n", "subcarriers. \n", "Note that this section would be typicall replaced by generating channel\n", "realizations according to user mobility and computing the related SINR, as\n", "shown, e.g.,\n", "in the [link adaptation\n", "notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/LinkAdaptation.html)." ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:32.937292Z", "iopub.status.busy": "2026-02-13T13:58:32.937174Z", "iopub.status.idle": "2026-02-13T13:58:32.940791Z", "shell.execute_reply": "2026-02-13T13:58:32.940023Z" } }, "source": [ "class AR1(Block):\n", " \"\"\" Autoregressive process of order 1 for the achievable rate evolution \"\"\"\n", " def __init__(self, mean, rho, precision=None):\n", " super().__init__(precision=precision)\n", " self.mean = mean.to(self.dtype) if isinstance(mean, torch.Tensor) else torch.tensor(mean, dtype=self.dtype)\n", " self.rho = rho.to(self.dtype) if isinstance(rho, torch.Tensor) else torch.tensor(rho, dtype=self.dtype)\n", " self.val = self.mean.clone()\n", "\n", " def call(self):\n", " val_new = self.val * self.rho + self.mean * (1 - self.rho) + \\\n", " torch.randn(self.val.shape, dtype=self.dtype)\n", " val_new = torch.maximum(torch.zeros(1, dtype=self.dtype), val_new)\n", " self.val = val_new\n", " return self.val" ], "execution_count": 4, "outputs": [] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:32.942860Z", "iopub.status.busy": "2026-02-13T13:58:32.942720Z", "iopub.status.idle": "2026-02-13T13:58:32.962591Z", "shell.execute_reply": "2026-02-13T13:58:32.961769Z" } }, "source": [ "# Broadcast across resources\n", "se_achievable_avg = torch.tile(se_achievable_avg[None, :],\n", " [num_subcarriers, 1])\n", "rho = torch.tile(rho[None, :],\n", " [num_subcarriers, 1])\n", "\n", "# Create the AR(1) process\n", "se_achievable_ar = AR1(se_achievable_avg, rho)\n", "\n", "# Generate the achievable rate time series\n", "se_achievable_hist = np.zeros([num_slots*num_ofdm_symbols,\n", " num_subcarriers,\n", " num_ut])\n", "for slot in range(num_slots*num_ofdm_symbols):\n", " se_achievable_hist[slot, :] = se_achievable_ar().cpu().numpy()\n" ], "execution_count": 5, "outputs": [] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:32.964418Z", "iopub.status.busy": "2026-02-13T13:58:32.964301Z", "iopub.status.idle": "2026-02-13T13:58:33.099952Z", "shell.execute_reply": "2026-02-13T13:58:33.099048Z" } }, "source": [ "# Create a color map or list of colors\n", "colors = plt.cm.Set1(np.linspace(0, 1, num_ut))\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.set_xlabel('OFDM symbol index')\n", "ax.set_ylabel('Spectral efficiency [bps/Hz]')\n", "ax.set_title('Achievable spectral efficiency evolution (avg across resources)')\n", "for ut in range(num_ut):\n", " # Average SE across subcarriers\n", " ax.plot(se_achievable_hist[..., ut].mean(axis=(-1)), color=colors[ut], label=f'User {ut+1}')\n", "ax.legend()\n", "ax.grid()\n", "fig.tight_layout()\n", "plt.show()" ], "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Schedule users\n", "\n", "We first instantiate a [PFSchedulerSUMIMO](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PFSchedulerSUMIMO.html) object to schedule users in a single-user\n", "MIMO system." ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:33.151120Z", "iopub.status.busy": "2026-02-13T13:58:33.150992Z", "iopub.status.idle": "2026-02-13T13:58:33.673248Z", "shell.execute_reply": "2026-02-13T13:58:33.672262Z" } }, "source": [ "# Instantiate the scheduler\n", "scheduler = PFSchedulerSUMIMO(\n", " num_ut,\n", " num_subcarriers,\n", " num_ofdm_symbols,\n", " beta=.95)\n", "\n", "# Use compilation to speed up simulations\n", "@torch.compile\n", "def scheduler_xla(rate_last_slot, rate_achievable_curr):\n", " return scheduler(rate_last_slot, rate_achievable_curr)" ], "execution_count": 7, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scheduler will now assign the OFDM resources to the different users\n", "according to the proportional fairness principle." ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:33.675493Z", "iopub.status.busy": "2026-02-13T13:58:33.675221Z", "iopub.status.idle": "2026-02-13T13:58:33.807878Z", "shell.execute_reply": "2026-02-13T13:58:33.806880Z" } }, "source": [ "# Initialize the achieved rate and scheduling decisions history\n", "se_achieved_hist = np.zeros([num_slots, num_ut])\n", "ut_scheduled_hist = np.zeros([num_slots, num_ofdm_symbols, num_subcarriers])\n", "\n", "# Initialize the rate achieved in the last slot to 0\n", "se_last_slot = torch.zeros([num_ut], dtype=config.dtype, device=config.device)\n", "\n", "for slot in range(num_slots):\n", " # Extract the achievable rate in the current slot\n", " # [num_ofdm_symbols, num_subcarriers, num_ut]\n", " se_achievable_curr = torch.tensor(\n", " se_achievable_hist[slot*num_ofdm_symbols:(slot+1)*num_ofdm_symbols, :],\n", " dtype=config.dtype, device=config.device)\n", "\n", " # Schedule users in the current slot across the resource grid\n", " # [num_ofdm_sym, num_subcarriers, num_ut, num_streams_per_ut]\n", " is_scheduled = scheduler(se_last_slot, se_achievable_curr)\n", "\n", " # Sum spectral efficiency over scheduled resources in the current slot\n", " is_scheduled_re = torch.all(is_scheduled, dim=-1)\n", " se_achieved = is_scheduled_re.float() * se_achievable_curr\n", " # [num_ut]\n", " se_last_slot = torch.sum(se_achieved, dim=(-2, -3))\n", "\n", " # User scheduled in each resource element\n", " # [num_ofdm_sym, num_subcarriers]\n", " ut_scheduled = torch.argmax(torch.sum(\n", " is_scheduled.int(), dim=-1), dim=-1)\n", "\n", " # Store the results\n", " se_achieved_hist[slot, :] = se_last_slot.cpu().numpy()\n", " ut_scheduled_hist[slot, :] = ut_scheduled.cpu().numpy()\n", "\n", "# Reshape the scheduling history\n", "ut_scheduled_hist = np.reshape(ut_scheduled_hist,\n", " [num_slots*num_ofdm_symbols, num_subcarriers])\n", "\n", "# Per-user achieved rate\n", "rate_achieved_pf = se_achieved_hist.sum(axis=0)\n", "# PF metric\n", "pf_metric_pf = np.sum(np.log(rate_achieved_pf))" ], "execution_count": 8, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now visualize for a specific resource element in the grid, when a user is scheduled:" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:33.809961Z", "iopub.status.busy": "2026-02-13T13:58:33.809820Z", "iopub.status.idle": "2026-02-13T13:58:33.963489Z", "shell.execute_reply": "2026-02-13T13:58:33.962579Z" } }, "source": [ "# Select subcarrier to plot\n", "sc = 2\n", "\n", "# Create a color map or list of colors\n", "colors = plt.cm.Set1(np.linspace(0, 1, num_ut))\n", "\n", "# Plot\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax.set_xlabel('Slot')\n", "ax.set_ylabel('Spectral efficiency [bps/Hz]')\n", "ax.set_title(f'Scheduling decisions on subcarrier {sc}')\n", "for ut in range(num_ut):\n", " # Achievable rate\n", " ax.plot(se_achievable_hist[:, sc, ut],\n", " color=colors[ut],\n", " label=f'User {ut+1}')\n", " ind_ut_scheduled = ut_scheduled_hist[:, sc] == ut\n", " # Scheduling decisions\n", " ax.plot(np.where(ind_ut_scheduled)[0],\n", " se_achievable_hist[ind_ut_scheduled, sc, ut],\n", " marker='x', color=colors[ut], linestyle='None',\n", " label=f'User {ut+1} scheduled')\n", "ax.legend()\n", "ax.grid()\n", "fig.tight_layout()\n", "plt.show()" ], "execution_count": 9, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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6dIihQ4fStGlTvvrqKy+PF0EQhPqGuJcLgiDUQtasWePTsvfVV18BLrfhESNGYDAYmDNnjpfFrCpW31GjRrFlyxa++eYbr3U5OTlYrVYAbrjhBqxWK0uWLHGut9lsvPTSS177tW3blp9//pnTp087l+3atavarr8XIj09nS1btrBz507nsnPnzpVp/XMnOTmZ7t278/bbb3u4/65evdrp2q8zatQobDYbc+fO9TqO1Wp1irwhQ4YQHx/Ps88+i8lk8tiuvHt19uxZj3mDwcCll14KQElJic99evbsSdOmTXn55Zc9tvn666/Zt28fN954Y5nn82c7QPuu2Gw2Fi9e7LF84cKFKIrC9ddfX+m2VKR9ERERXHLJJaiqisViAbTvYm5uLj/++KNzu+zs7DJLwW3ZssUj5vq3337js88+Y8iQIRiNRgwGAyNGjOCLL75g+/btXvvr99VoNHrd4+XLl3uVb/MXFf1OVoUTJ04wZMgQDAYD33zzTbU9OQRBEOoCYukWBEGohTzyyCMUFRVxyy230KlTJ8xmM5s3b+aDDz6gTZs23HPPPYAWn/zUU08xd+5c+vXrx6233kpkZCTff/89KSkpPPvss5U67xNPPMHnn3/OsGHDnCW4CgsL2b17Nx9++CFHjhyhcePG3HTTTfTt25cnn3ySI0eOcMkll/Dxxx/7jE+99957eeGFF0hPT+e+++7j1KlTvPzyy3Tp0oW8vDy//L98MXXqVN59910GDx7MI4884iwZ1qpVK86dO1du8jKAZ599lhtvvJGrr76ae++9l3PnzjnrQBcUFDi369+/P+PHj+fZZ59l586dDBkyhPDwcA4cOMDy5cv5+9//zsiRI0lISGDhwoWMGzeOXr16ceedd9KgQQN27dpFUVFRmS7a48aN49y5c1x77bW0aNGCo0eP8tJLL9G9e3dnXHRpwsPDmT9/Pvfccw/9+/fnjjvucJYMa9OmDZMnT670/7Mq7QC46aabGDhwIE899RRHjhzhsssuY9WqVXz22WdMmjTJI2ladRgyZAjNmzenb9++NGvWjH379rF48WJuvPFGp4X99ttvZ9q0adxyyy1MnDiRoqIilixZQocOHXwmNOvatSvp6ekeJcMAp7s6aK7jq1aton///jzwwAN07tyZ7Oxsli9fzsaNG0lKSmLYsGHMmTOHe+65h6uuuordu3fz3nvvkZqa6pdrL01Fv5NVYejQofzyyy9MnTqVjRs3snHjRue6Zs2aMXjwYH9dhiAIQu0hSFnTBUEQhGrw9ddfq/fee6/aqVMnNS4uTo2IiFDbtWunPvLII+rJkye9tn/zzTfVHj16qJGRkWqDBg3U/v37q6tXr3aub926tXrjjTd67eernFd+fr46ffp0tV27dmpERITauHFj9aqrrlKff/55j5JlZ8+eVe+++241ISFBTUxMVO+++251x44dXiXDVFVV3333XTU1NVWNiIhQu3fvrn7zzTfVKhlW0WvZsWOH2q9fPzUyMlJt0aKF+uyzz6ovvviiCqgnTpzwOkZpPvroI7Vz585qZGSkeskll6gff/xxmWWnXn31VfXyyy9Xo6Oj1fj4eLVbt27q1KlT1ePHj3ts9/nnn6tXXXWVGh0drSYkJKi9e/dWly1b5lxf+vgffvihOmTIELVp06ZqRESE2qpVK3X8+PFqdna2c5vSJcN0PvjgA+f3omHDhuqf/vQn9ffff/fYZsyYMWpsbKzX9ZQuo1WRdpRFfn6+OnnyZDUlJUUNDw9X27dvr/7tb3/zKJWmqtr9nzBhgtf+rVu3VseMGVPuOV555RX1mmuuURs1aqRGRkaqbdu2VZ944gk1NzfXY7tVq1apXbt2VSMiItSOHTuq7777bpklwyZMmKC+++67avv27dXIyEi1R48eXv9jVdVKiY0ePVpt0qSJGhkZqaampqoTJkxQS0pKVFXVSoZNmTJFTU5OVqOjo9W+ffuqW7Zs8frO6vdx+fLlXuco6z7p66r6nSzr91QWOEqp+frzVRpQEAShPqCoahCyygiCIAhCiDJp0iReeeUVCgoKKpRATBAEQRAEoTwkplsQBEGotxQXF3vMnz17lnfeeYerr75aBLcgCIIgCH5BYroFQRCEesuVV17JgAED6Ny5MydPnuSNN94gLy+PGTNmBLtpgiAIgiDUEUR0C4IgCPWWG264gQ8//JBXX30VRVFIS0vjjTfe4Jprrgl20wRBEARBqCNITLcgCIIgCIIgCIIg1BAS0y0IgiAIgiAIgiAINYSIbkEQBEEQBEEQBEGoIep8TLfdbuf48ePEx8ejKEqwmyMIgiAIgiAIgiDUAVRVJT8/n5SUFAyGsu3ZdV50Hz9+nJYtWwa7GYIgCIIgCIIgCEId5LfffqNFixZlrq/zojs+Ph7Q/hEJCQlBbk3ZWCwWVq1axZAhQwgPDw92cwQfyD0KfeQehT5yj2oHcp9CH7lHoY/co9BH7lHoE+r3KC8vj5YtWzo1Z1nUedGtu5QnJCSEvOiOiYkhISEhJL9Qgtyj2oDco9BH7lHtQO5T6CP3KPSRexT6yD0KfWrLPbpQGLMkUhMEQRAEQRAEQRCEGkJEtyAIgiAIgiAIgiDUECK6BUEQBEEQBEEQBKGGqPMx3RXFZrNhsViCdn6LxUJYWBgmkwmbzRa0dghlE4x7FB4ejtFoDMi5BEEQBEEQBEHwP/VedKuqyokTJ8jJyQl6O5o3b85vv/0m9cRDlGDdo6SkJJo3by7fC0EQBEEQBEGohdR70a0L7qZNmxITExM0YWO32ykoKCAuLq7cwupC8Aj0PVJVlaKiIk6dOgVAcnJyjZ9TEARBEARBEAT/Uq9Ft81mcwruRo0aBbUtdrsds9lMVFSUiO4QJRj3KDo6GoBTp07RtGlTcTUXBEEQBEEQhFpGvVZ3egx3TExMkFsiCGWjfz+DmXNAEARBEARBEISqUa9Ft47EygqhjHw/BUEQBEEQBKH2IqJbEARBEARBEARBEGoIEd2CIAiCIAiCIAiCUEOI6K6FDBgwgEmTJnktX7p0KUlJSQFvz8cff8yQIUNo1KgRiqKwc+fOgLdBEARBEARBEAQhFBHRLVSYshJ5FRYWcvXVVzN//vwAt0gIWdbMhnVzfa9bN1dbLwiCIAiCIAj1ABHddZi1a9fSu3dvYmNjSUpKom/fvhw9etS5/rPPPiMtLY2oqChSU1PJyMjAarU61yuKwpIlSxg+fDixsbHMmzfP53nuvvtuZs6cyaBBg2r8moRagsEIa2Z6C+91c7XlBil9JgiCIAiCINQP6nWd7tKoqopaXBycc0dG+vV4VquVESNGcP/997Ns2TLMZjPbtm1zZsLesGEDo0eP5sUXX6Rfv34cOnSIBx54AIBZs2Y5jzN79myee+45Fi1aRFiYfF2ECtJ/hva5ZiYUnID+M+GHV7X5gXNc6wVBEARBEAShjiMqyg21uJjs9h2Dcu5mWfv8ery8vDxyc3MZNmwYbdu2BaBz587O9RkZGTz55JOMGTMGgNTUVObOncvUqVM9RPedd97JPffc49e2CfWE/jPAlANbXoDvlwCqCG5BEARBEASh3iHu5XWUhg0bMnbsWNLT07npppv4+9//TnZ2tnP9rl27mDNnDnFxcc6/+++/n+zsbIqKipzb9ezZMxjNF+oK7W9wTKhgjBDBLQiCIAiCINQ7xNLthhIdTfKBrKCcW42MhPz8Cm2bkJBAbm6u1/KcnBwSExOd82+99RYTJ05k5cqVfPDBBzz99NOsXr2aPn36UFBQQEZGBrfeeqvXcaKiopzTsbGxVbgaQXCw/VXXtM2sxXSL8BYEQRAEQRDqESK63VAUBSUmJijnttvtFd62Y8eOrFq1ymt5ZmYmHTp08FjWo0cPevTowfTp07nyyit5//336dOnD2lpaWRlZdGuXbtqt10QfLJuLuz9j2v+ike1mG4Q4S0IgiAIgiDUG0R010IefPBBFi9ezMSJExk3bhyRkZF8+eWXLFu2jC+++AKAw4cP8+qrrzJ8+HBSUlLIysriwIEDjB49GoCZM2cybNgwWrVqxciRIzEYDOzatYs9e/bwzDPPVKo9586d49dff+X48eMAZGVp3gLNmzenefPmfrxyodagZym/+Do4/J227JKRENNIhLcgCIIgCIJQrxDRXQtJTU1l/fr1PPXUUwwaNAiz2UynTp1Yvnw5Q4cOBSAmJoaff/6Zt99+m7Nnz5KcnMyECRMYP348AOnp6axYsYI5c+Ywf/58wsPD6dSpE+PGjat0ez7//HOPZGu33347oGVBnz17dvUvWKh92G1a0jRTrkt0F550CW27LXhtEwRBEARBEIQAIqK7ltKrVy+fLuY6zZo145NPPin3GOnp6aSnp5e5XlXVCrVl7NixjB07tkLbCvWEgbO1z0/vdS0rOKF9ioVbEARBEARBqEdI9nJBEGqO4rOu6YKTwWuHIAiCIAiCIAQJEd2CINQcxedc04UiugVBEARBEIT6h4huQRBqDnfRrbuXC4IgCIIgCEI9QkS3IAg1h4foFku3IAiCIAiCUP8Q0S0IQs2gqlDkHtMtlm5BEARBEASh/iGiWxCEmsFcCHaLa77wpCbEBUEQBEEQBKEeIaJbEISaQXctV4zap9UEJfne262bC2tmB6xZgiAIgiAIghBIRHQLglAz6KI7tikYI7TpNaVqdK+bC2tmgsEY2LYJgiAIgiAIQoAQ0S0IQs2g1+iObgiJrbTprS9qQhtcgnvgHOg/w/cxBEEQBEEQBKGWI6JbqHW0adOGRYsW+f24Y8eOZcSIEZXaR1EUPv3004Cft1agW7qjG0JsM226yyhNaGcYRXALgiAIgiAI9QIR3bWQAQMGMGnSJK/lS5cuJSkpKeDt+fjjjxkyZAiNGjVCURR27twZ8DYIIYi76I5rrk3nHNE+VbsW6+0uuCW2WxAEQRAEQaiDiOiuBnkLXiBv4SLf6xYuIm/BC4FtUA1jsVh8Li8sLOTqq69m/vz5AW6RENLoojumEcQ5LN3Hf3CtV22w6gltWmK7BUEQBEEQhDqKiO7qYDCQ//wCL+Gdt3AR+c8vAENw/71r166ld+/exMbGkpSURN++fTl69Khz/WeffUZaWhpRUVGkpqaSkZGB1Wp1rlcUhSVLljB8+HBiY2OZN2+ez/PcfffdzJw5k0GDBvmtbV988QW9evUiKiqKxo0bc8stt3jsX1RUxL333kt8fDytWrXi1Vdf9Vj/22+/MWrUKJKSkmjYsCE333wzR44cca632Ww89thjJCUl0ahRI6ZOnYpaqpyVLzf2fv36kZGRUeZ1+eO8dYYit5hu3dKt2jy32fw8vH2duJoLgiAIgiAIdRYR3dUgYfIk4h+f4iG8dcEd//gUEiZPClrbrFYrI0aMoH///vz4449s2bKFBx54AEVRANiwYQOjR4/m0UcfZe/evbzyyissXbrUS1jPnj2bW265hd27d3PvvfcGpG1ffvklt9xyCzfccAM7duzgu+++o3fv3h7HWLBgAT179mTHjh089NBDPPjgg2RlZQGaRT49PZ34+Hg2bNjApk2biIuLY+jQoZjNZuf+S5cu5c0332Tjxo2cO3eOTz75pFrXFazzBpw1s13J0Erj7iKuW7pP7IRj213bKAa4bLRr/vB/4eJrRXALgiAIgiAIdZKwYDegtqML6/znF5D/4ktgNgddcAPk5eWRm5vLsGHDaNu2LQCdO3d2rs/IyODJJ59kzJgxAKSmpjJ37lymTp3KrFmznNvdeeed3HPPPQFt27x587j99ts9LMqXXXaZxzFuuOEGHnroIQCmTZvGwoULWbNmDR07duSDDz7Abrfz+uuvO4X8W2+9RVJSEmvXrmXIkCEsWrSI6dOnc+uttwLw8ssv880331TruoJ13oBjcCRBAx8x2Q6LNbhE9y/fQpOuru1a9YOG7VzzikFbJgiCIAiCIAh1EBHdfiBh8iSn4CYiIuiCG6Bhw4aMHTuW9PR0Bg8ezKBBgxg1ahTJyckA7Nq1i02bNnlYtm02GyaTiaKiImJiYgDo2bNnwNu2c+dO7r///nKPcemllzqnFUWhefPmnDp1CtCu7eDBg8THx3vsYzKZOHToELm5uWRnZ3PFFVc414WFhdGzZ89quXoH67wBRxfa7sLbV/kvXXR3+SP89IFr/4hY176gJVWTWG5BEARBEAShjiKi2w/kLVzkFNyYzeQtXFSjwjshIYHc3Fyv5Tk5OSQmJjrn33rrLSZOnMjKlSv54IMPePrpp1m9ejV9+vShoKCAjIwMp8XVnaioKOd0bGxsjVxDeW2Ljo6+4P7h4eEe84qiYLfbASgoKODyyy/nvffe89qvSZMmFW6jwWDwEsPuMe+l8dd5awXuwntthharXTomW6/TffkDkNACtizQ5g98pX3GNoXCU3DZGN+Wc0EQBEEQBEGoA0hMdzVxj+G+6PAhrxjvmqBjx45kZmZ6Lc/MzKRDhw4ey3r06MH06dPZvHkzXbt25f333wcgLS2NrKws2rVr5/VnCFACuLLadumll/Ldd99V+bhpaWkcOHCApk2bel1bYmIiiYmJJCcns3XrVuc+VquVH374weM4TZo0ITs72zmfl5fnkeytps5ba+g/Q3MNL50cTUe3dO/9ECLitBJhOgPnQEJLbbrLKG1+zcyyY8UFQRAEQRAEoZYiorsa+Eqa5iu5mr958MEH2b9/PxMnTuTHH38kKyuLF154gWXLljFlyhQADh8+zPTp09myZQtHjx5l1apVHDhwwBk7PXPmTP71r3+RkZHBTz/9xL59+/j3v//N008/Xen2nDt3jp07d7J3714AsrKy2LlzJydOnPC5/YXaNmvWLJYtW8asWbPYt28fu3fvrlQ5sj/96U80btyYm2++mQ0bNnD48GHWrl3LxIkT+f333wF49NFHee655/j000/5+eefeeihh8jJyfE4zrXXXss777zDhg0b2L17N2PHjsVoLNsN2l/nrTWsm6u5huu4i2ZVhcLT2vT2JfDrBk2cK26PnLBI7dNWogn4gXPAXoaAFwRBEARBEIRairiXVwe73WfSNOe83e61iz9ITU1l/fr1PPXUUwwaNAiz2UynTp1Yvnw5Q4cOBSAmJoaff/6Zt99+m7Nnz5KcnMyECRMYP348AOnp6axYsYI5c+Ywf/58wsPD6dSpE+PGjat0ez7//HOPZGu33347oInn2bNne21/obYNGDCA5cuXM3fuXJ577jkSEhK45pprKtyemJgY1q9fz7Rp07j11lvJz8/noosu4rrrriMhIQGAKVOmkJ2dzZgxYzAYDNx7773ccsstHm7706dP5/DhwwwbNozExEQyMjI4dOhQjZ+3VqDHcIfHgKXItXzNTDi4EtoMdFnAW/d3ZShv1c+ViC3pYm29TcvsLq7lgiAIgiAIQl1EUYOYwWn9+vX87W9/44cffiA7O5tPPvmEESNGONerqsqsWbN47bXXyMnJoW/fvixZsoT27dtX+Bx5eXkkJiaSm5vrFD46JpOJw4cPc/HFF3vEMQcDu91OXl4eCQkJAXPvFipHsO5RKH1PAc+kaZufh5I8bbkhHOyWUhsrgKoJ7sP/dcV968cAGPE2dB+NP7BYLHz11VfccMMNXnH/Qmgg96h2IPcp9JF7FPrIPQp95B6FPqF+j8rTmu4EVd0VFhZy2WWX8Y9//MPn+r/+9a+8+OKLvPzyy2zdupXY2FjS09MxmUwBbqkgCE7sjqRpfSa7BHd4rA/BjWYJLy24Qfts1FGbtpUEpt2CIAiCIAiCEASC6l5+/fXXc/311/tcp6oqixYt4umnn+bmm28G4F//+hfNmjXj008/dbowC4IQYAbO1j7P7Nc+I+Jh8F/hywe9t7UUegtunWbd4GyWy71cEARBEARBEOogIevHfPjwYU6cOMGgQYOcyxITE7niiivYsmVLEFsmCAIA+ce0z/gUKDrtua7jcNe0YvQdr210JFKziqVbEARBEARBqLuEbCI1PfN1s2bNPJY3a9aszKzYACUlJZSUuDrxeXma+6vFYsFi8XR/tVgsqKqK3W531ngOFnpovd4eIfQI1j2y2+2oqorFYik3e3qgUXJ+JQyw28wYHPHZtmtmAWBcnwGAqhhRVBv2twZiu2uVx/5GQzgGwGYpxm7x4ZpeBfTfeOnfuhA6yD2qHch9Cn3kHoU+co9CH7lHoU+o36OKtitkRXdVefbZZ8nIyPBavmrVKmJiYjyWhYWF0bx5cwoKCjCbQ8PFNT8/P9hNEC5AoO+R2WymuLiY9evXY7VaA3ru8mh3cg1dAEPOYU7HdeVMfDf25/egw4kP6OzY5ufmo2icv4cmR9eS9eYY9jf/o3P/S4+d4GLgwL49ZOV85de2rV692q/HE/yP3KPagdyn0EfuUegj9yj0kXsU+oTqPSoqKrrwRoSw6G7evDkAJ0+eJDk52bn85MmTdO/evcz9pk+fzmOPPeacz8vLo2XLlgwZMsRn9vLffvuNuLi4oGeFVlWV/Px84uPjURQlqG0RfBOse2QymYiOjuaaa64J+vfUHcOq7+A42FteRdLotSQBHTbMw7hjmdPi3UG1Yb/mbWwb5tF5fQYd2nfA3u8p1/5nVtI+tRVtB97glzZZLBZWr17N4MGDQzLDpSD3qLYg9yn0kXsU+sg9Cn3kHoU+oX6PdK/qCxGyovviiy+mefPmfPfdd06RnZeXx9atW3nwQR8JmxxERkYSGRnptTw8PNzrRtlsNhRFwWAwBL1Ml+6urLdHCD2CdY8MBgOKovj8DgeVQi3Mw9Dljxj0dinAwDkY3WK4jQDXzgajEaPdhlHfNlwbQDCqbsv8RMj9rwQv5B7VDuQ+hT5yj0IfuUehj9yj0CdU71FF2xRU0V1QUMDBgwed84cPH2bnzp00bNiQVq1aMWnSJJ555hnat2/PxRdfzIwZM0hJSfGo5S0IQpDIP659xqe4lumZzX1ROplamGNwTEqGCYIgCIIgCHWYoIru7du3M3DgQOe87hY+ZswYli5dytSpUyksLOSBBx4gJyeHq6++mpUrV4aUi60g1Fv07OUJF1Vtfz17uZQMEwRBEARBEOowQRXdAwYMcGaE9oWiKMyZM4c5c+YEsFWCIFwQVfVt6a4MxgjtU0qGCYIgCIIgCHUYCR6uhQwYMIBJkyZ5LV+6dClJSUkBbYvFYmHatGl069aN2NhYUlJSGD16NMePHw9oO4QAU3zOZaGOSy5/27IQ93JBEARBEAShHiCiW6gwvurQFRUVkZmZyYwZM8jMzOTjjz8mKyuL4cOHB6GFQsDIc7iWxzSBsIiqHUO3dIt7uSAIgiAIglCHEdFdh1m7di29e/cmNjaWpKQk+vbty9GjR53rP/vsM9LS0oiKiiI1NZWMjAyPOtCKorBkyRKGDx9ObGws8+bN8zpHYmIiq1evZtSoUXTs2JE+ffqwePFifvjhB3799deAXKcQBKrrWg6umG5xLxcEQRAEQRDqMCFbMiwoqCpYKlbg3O8Y/Zsczmq1MmLECO6//36WLVuG2Wxm27ZtzvrSGzZsYPTo0bz44ov069ePQ4cO8cADDwAwa9Ys53Fmz57Nc889x6JFiwgLq9jXJTc3F0VRAu7qLtQwa2aDwahlIdeTqOmie91csNvKz15eGrF0C4IgCIIgCPUAEd3uWIrgL3HBOfeTFSusXlHy8vLIzc1l2LBhtG3bFoDOnTs712dkZPDkk08yZswYAFJTU5k7dy5Tp071EN133nkn99xzT4XPazKZmDZtGnfccQcJCQl+uhohJDAYYc1Mz2UJF2mCe81MGFjJhIcS0y0IgiAIgiDUA0R011EaNmzI2LFjSU9PZ/DgwQwaNIhRo0aRnKwlvdq1axebNm3ycBm32WyYTCaKioqIiYkBoGfPnhU+p8ViYdSoUaiqypIlS/x7QULw0etsr5kJKb206XMHIfN1TXCXrsN9IaRkmFAF8ha8AAYDCZMnea9buAjsdhKmPBbwdgmCIAiCIJSFiG53wmPg/wqCc25jFJjyK7RpQkICubm5XstzcnJITEx0zr/11ltMnDiRlStX8sEHH/D000+zevVq+vTpQ0FBARkZGdx6661ex3Gvgx4bG1uhNumC++jRo/z3v/8VK3ddxV14AxxZWzXBDVIyTKgaBgP5zy8A8BDeeQsXkf/8AuIfnxKkhgmCIAiCIPhGRLc7igIRFROZfsdur/CmHTt2ZNWqVV7LMzMz6dChg8eyHj160KNHD6ZPn86VV17J+++/T58+fUhLSyMrK4t27dpVu+m64D5w4ABr1qyhUaNG1T6mEML0nwFrZgEqGMKqJrhB3MuFKqELbXfh7S64fVnABUEQBEEQgomI7lrIgw8+yOLFi5k4cSLjxo0jMjKSL7/8kmXLlvHFF18AcPjwYV599VWGDx9OSkoKWVlZHDhwgNGjRwMwc+ZMhg0bRqtWrRg5ciQGg4Fdu3axZ88ennnmmQq3xWKxMHLkSDIzM1mxYgU2m40TJ04Amot7REQVy0kJocu6uYCqTdut2nx1LN3iXi5UEnfhnb/gBVBVEdyCIAiCIIQsUjKsFpKamsr69ev5+eefGTRoEFdccQX/+c9/WL58OUOHDgUgJiaGn3/+mT/84Q906NCBBx54gAkTJjB+/HgA0tPTWbFiBatWraJXr1706dOHhQsX0rp160q15dixY3z++ef8/vvvdO/eneTkZOff5s2b/X7tQpDRk6bFNtPmLxutza+bW/ljSckwoRokTJ6keSepKoSFieAWBEEQBCFkEUt3LaVXr14+Xcx1mjVrxieffFLuMdLT00lPTy9zvaqqF2xHmzZtKrSdUAdwz1K+6x0oPAlp90PDdq4Y78pYvMMkkZpQdfIWLtIEN4DVSt7CRSK8BUEQBEEISUR0C4JQMew2V9K0H17VloVHu4S23Va54zndy8XSLVQOPYbb0LAh9nPniLrxBp/J1QRBEARBEEIBEd2CIFSMgbNd05Zi7TMsWvusUky3uJcLlcc9aVrRf5bDuXNEDRpEeOfOIrwFQRAEQQhJRHQLglB5rA7RHR5d9WNIIjWhKtjtzqRphe++qy2zWl1CuxKVIARBEARBEAKBiG5BECqHqnpbuquCHtOt2jTXdIOx+m0T6jwJUx5zzZRoAzaqxaKtEwu3IAiCIAghiGQvFwShctjMOEuG+cPS7TymIFQO1ez43tgqmU9AEARBEAQhgIjoFgShcliKXNPVsXTrMd0gcd1CldBFt27pFgRBEARBCEVEdAuCUDl013LFAMbwqh/HfV/JYC5UEtVuB11si6VbEARBEIQQRkS3IAiVw+oWz60oVT+OokgyNaHqmN2+M2LpFgRBEAQhhBHRLQhC5bD4IXO5jpQNE6qI6ia6Vas1iC0RBEEQBEEoHxHdQq1DURQ+/fRTvx93wIABTJo0qcLbHzlyBEVR2LlzZ0DPG3Sc5cJiqn8ssXQLVcRddCOiWxAEQRCEEEZEdy2kLJG2dOlSkpKSAtoWi8XCtGnT6NatG7GxsaSkpDB69GiOHz8e0HYIAcQf5cJ09LJhEtMtVBK1RCzdgiAIgiDUDkR0V4c1s2HdXN/r1s3V1tchLD7iJouKisjMzGTGjBlkZmby8ccfk5WVxfDhw4PQQiEgWGvAvVws3UJlMbsN1IjoFgRBEAQhhBHRXR0MRlgz01t4r5urLTcYg9MuB2vXrqV3797ExsaSlJRE3759OXr0qHP9Z599RlpaGlFRUaSmppKRkYHVrfOqKApLlixh+PDhxMbGMm/ePK9zJCYmsnr1akaNGkXHjh3p06cPixcv5ocffuDXX38ts20ffvgh3bp1Izo6mkaNGjFo0CAKCwud69988026dOlCZGQkycnJPPzwwx77nzlzhltuuYWYmBjat2/P559/7rF+z549XH/99cTFxdGsWTPuvvtuzpw541xfWFjI6NGjiYuLIzk5mQULFni10Zcbe+vWrVm6dGmZ1+WP84Y8/rR06+7lEtMtVBKJ6RYEQRAEobYgors69J8BA+d4Cm9dcA+co60PElarlREjRtC/f39+/PFHtmzZwgMPPIDiyDa9YcMGRo8ezaOPPsrevXt55ZVXWLp0qZewnj17Nrfccgu7d+/m3nvvrdC5c3NzURSlTFf37Oxs7rjjDu6991727dvH2rVrufXWW1FVFYAlS5YwYcIEHnjgAXbv3s3nn39Ou3btPI6RkZHBqFGj+PHHH7nhhhv405/+xLlz5wDIycnh2muvpUePHmzfvp2VK1dy8uRJRo0a5dz/iSeeYN26dXz22WesWrWKtWvXkpmZWaHrK4tgnTfg+NPSLe7lQhVRJXu5IAiCIAi1hLBgN6DWowvrNTNh/TOam2yQBTdAXl4eubm5DBs2jLZt2wLQuXNn5/qMjAyefPJJxowZA0Bqaipz585l6tSpzJo1y7ndnXfeyT333FPh85pMJqZNm8Ydd9xBQkKCz22ys7OxWq3ceuuttG7dGoBu3bo51z/zzDNMmTKFRx991LmsV69eHscYO3Ysd9xxBwB/+ctfePHFF9m2bRtDhw5l8eLF9OjRg7/85S/O7d98801atmzJ/v37SUlJ4Y033uDdd9/luuuuA+Dtt9+mRYsWFb5OXwTrvAGnJizd4l4uVBKPmG6p0y0IgiAIQggjotsf9J/hEtzGiKALboCGDRsyduxY0tPTGTx4MIMGDWLUqFEkJycDsGvXLjZt2uRh2bbZbJhMJoqKioiJ0TJT9+zZs8LntFgsjBo1ClVVWbJkSZnbXXbZZVx33XV069aN9PR0hgwZwsiRI2nQoAGnTp3i+PHjTlFaFpdeeqlzOjY2loSEBE6dOuW8tjVr1hAXF+e136FDhyguLsZsNnPFFVc4lzds2JCOHTtW+Fp9EazzBpyaiOkW93KhsoilWxAEQRCEWoK4l/uDdXNdgttmLju5mp9ISEggNzfXa3lOTg6JiYnO+bfeeostW7Zw1VVX8cEHH9ChQwf+97//AVBQUEBGRgY7d+50/u3evZsDBw4QFRXlPEZsbGyF2qQL7qNHj7J69eoyrdwARqOR1atX8/XXX3PJJZfw0ksv0bFjRw4fPkx0dMWEXHh4uMe8oijY7Xbntd10000e17Zz504OHDjANddcU6Hj68fUXd51rOXEjvrrvCFPjWQvF0u3UDlUt0RqYukWBEEQBCGUEdFdXdxjuGeUeMd41wAdO3b0GQecmZlJhw4dPJb16NGD6dOns3nzZrp27cr7778PQFpaGllZWbRr187rz2Co3NdCF9wHDhzg22+/pVGjRhfcR1EU+vbtS0ZGBjt27CAiIoJPPvmE+Ph42rRpw3fffVepNriTlpbGTz/9RJs2bbyuLTY2lrZt2xIeHs7WrVud+5w/f579+/d7HKdJkyZkZ2c75w8cOEBRUVGNnzfk8aulW3cvF0u3UDkkplsQBEEQhNqCuJdXB19J09xjvN3n/ciDDz7I4sWLmThxIuPGjSMyMpIvv/ySZcuW8cUXXwBw+PBhXn31VYYPH05KSgpZWVkcOHCA0aNHAzBz5kyGDRtGq1atGDlyJAaDgV27drFnzx6eeeaZCrfFYrEwcuRIMjMzWbFiBTabjRMnTgCa63RERITXPlu3buW7775jyJAhNG3alK1bt3L69GlnzPns2bP585//TNOmTbn++uvJz89n06ZNPPLIIxVq04QJE3jttde44447mDp1Kg0bNuTgwYP8+9//5vXXXycuLo777ruPJ554gkaNGtG0aVOeeuopr8GGa6+9lsWLF3PllVdis9mYNm2al4W9Js4b8vg1plvcy4UqInW6BUEQBEGoJYjorg52m++kafq8vWZcHlNTU1m/fj1PPfUUgwYNwmw206lTJ5YvX87QoUMBiImJ4eeff+btt9/m7NmzJCcnM2HCBMaPHw9Aeno6K1asYM6cOcyfP5/w8HA6derEuHHjKtWWY8eOOct1de/e3WPdmjVrGDBggNc+CQkJrF+/nkWLFpGXl0fr1q1ZsGAB119/PQBjxozBZDKxcOFCHn/8cRo3bszIkSMr3KaUlBQ2bdrEtGnTGDJkCCUlJbRu3ZqhQ4c6Be7f/vY3pzt4fHw8U6ZM8XLZX7BgAffccw/9+vUjJSWFhQsXsn379ho/b8hTI5ZucS8XKoeHpVtEtyAIgiAIIYyI7uowcHbZ62o4mVqvXr1YtWpVmeubNWvGJ598Uu4x0tPTSU9PL3N96XhmX7Rp06ZC27nTuXNnVq5cWe4248ePdw4QVKRdOTk5HvPt27fn448/LvP4cXFxvPPOO7zzzjvOZU888YTHNikpKXzzzTfOebvdztGjR53x6r6u3R/nDXksDhd7v8Z0i6VbqBxSp1sQBEEQhNpCLfNrFQQh6FjE0i0EH7XEbaDGKonUBEEQBEEIXUR0C4JQOawS0y0EH3fRrVolkRprZpedwHPdXG29IAiCUD+Qd0LIIaJbEITK4U9Lt7iXC1XFI3u5uJdjMPqunKEn/DQYg9MuQRAEIfDIOyHkkJhuQRAqh18t3eJeLlQNj5hum4hun5UzfFXYEARBEOo+8k4IOUR0C4JQOZyW7pjqH0vcy4Uqooql25v+M6Akz2HdmAN2q3SuBEEQ6iv9Z4Dd7rJ42y3yTggi4l4uCELlkJJhQgjgEdMtlm4XjTtpn3ar9vuSzpUgCEL9JSFF+7Rb5J0QZER0C4JQOSx+dC+XmG6hqoil2zd7P3RMKNpgVlmJdARBEIS6j3vCNHknBBVxLxcEoXL41dKti26xdAuVw7NOt2QvB7TO1MGV2nTLK6HdUM94PkEQBKFus2a2liSt/wz44s9QcNy1rtU18k4IIiK6BUGoHP60dOvu5RLTLVQStcRtoEbqdLsS5LS4En7fog1k+UqkIwiCINRd9KzlR9bC4f96rvt1PVx8rbwTgoSIbkEQKoc/Ld3iXh56uI+Sl2bdXLDbYODsQLfKG7F0e2K3aQlyco46RLfjf6LfR7sMTAiCINR53AdbFQOodjCEazHd3f4Ef3jX9S4XAorEdNdCBgwYwKRJk7yWL126lKSkpIC3Z/bs2XTq1InY2FgaNGjAoEGD2Lp1a8DbIQSImrB0i3t56FBLanuqZreBGrF0awMhevZy8PxN9Z8RGgMlgiAIQs3TfwZccpsmuFE0wQ3Q8irXenknBBwR3UKFsVh8W5M6dOjA4sWL2b17Nxs3bqRNmzYMGTKE06dPB7iFQo1js4DqEDj+jOkW9/LQof8MzWKqC29zUUjW9pSY7jIoydU+ZSBLEASh/tL6GseEqlm8AfJ+C1pzBBHddZq1a9fSu3dvYmNjSUpKom/fvhw9etS5/rPPPiMtLY2oqChSU1PJyMjAanVlAVYUhSVLljB8+HBiY2OZN2+ez/PceeedDBo0iNTUVLp06cILL7xAXl4eP/74Y41foxBgdCs3+Dl7uQiEkMJdeP8lNuQEN5SK6Zbs5S50S7ddBiIEQRDqLVmfaZ+6izlA7q/Ba48gMd3uqKrqIToDicHg3/EPq9XKiBEjuP/++1m2bBlms5lt27ahKAoAGzZsYPTo0bz44ov069ePQ4cO8cADDwAwa9Ys53Fmz57Nc889x6JFiwgLu/DXxWw28+qrr5KYmMhll13m12sSQgA9nhvFJZirg9O9XCzdIUf/GbBmFqCCISykBDfgGdMtdbpd+HIvFwRBEOoP6+bCL99q070fgfxs2Psf+HVjcNtVzxHR7YbVauWtt94KyrnHjBnj1+Pl5eWRm5vLsGHDaNu2LQCdO3d2rs/IyODJJ590njc1NZW5c+cydepUD9F95513cs8991zwfCtWrOD222+nqKiI5ORkVq9eTePGjf16TUIIYCnSPsOiwDGAUy3EvTx0WTcXULVpu1WbDyHhrUqdbt+I6BYEQai/6OFgF10Bx7ZCZDx0vV0T3bm/hty7vD4h7uV1lIYNGzJ27FjS09O56aab+Pvf/052drZz/a5du5gzZw5xcXHOv/vvv5/s7GyKioqc2/Xs2bNC5xs4cCA7d+5k8+bNDB06lFGjRnHq1Cm/X5cQZCx+zFwOkkgtVNFf2jGOgbOWfX0nVwsiHonUbDZUVQ1eY0IJkx7TLe7lgiAI9Q69kkXjTtp8RDwktnKsVOTdEETE0u1GWFhYhay6NUFl3MsTEhLIzc31Wp6Tk0NiYqJz/q233mLixImsXLmSDz74gKeffprVq1fTp08fCgoKyMjI4NZbb/U6TlRUlHM6Nja2Qm2KjY2lXbt2tGvXjj59+tC+fXveeOMNpk+fXuHrEmoBVj9mLgcpGRaKuCdNy3xdW9a4E7RLhzUzMW3eQtT0r7x2y1u4COx2EqY8FpBmesR0A1itEB4ekHOHLHY7mPO1aRnIEgRBqH/oWck/+IP2GRkPcc1dZcMuvz9oTavviKXbDUVRCA8PD8qfUglX3Y4dO5KZmem1PDMzkw4dOngs69GjB9OnT2fz5s107dqV999/H4C0tDSysrKcQtn9zx/x5Xa7nZISEVJ1DrF01330UfL+M1zhBMXnoP8MTJHXY968URPYbuQtXET+8wvAz7kpysXs+Z1Rg5SPI6QwF7imJZGaIAg1TN6CF7zeB851CxeRt+CFwDZIcFHiGICNiNfezQkttHlJphY0xNJdC3nwwQdZvHgxEydOZNy4cURGRvLll1+ybNkyvvjiCwAOHz7Mq6++yvDhw0lJSSErK4sDBw4wevRoAGbOnMmwYcNo1aoVI0eOxGAwsGvXLvbs2cMzzzxT4bYUFhYyb948hg8fTnJyMmfOnOEf//gHx44d47bbbquR6xeCiL8t3RLTHXq41+50F91A1PSvMOsCG0iYPMkpuOMfn0LC5EkBa6Zq9mHpru/o8dygZau120Kmrrog1BhrZmvfc19xquvmOgYSZwe6VfUDg8HjfaDj/l4QgoTu9RQZr30mtoKcww7R3TdozarPiOiuhaSmprJ+/XqeeuopBg0ahNlsplOnTixfvpyhQ4cCEBMTw88//8zbb7/N2bNnSU5OZsKECYwfPx6A9PR0VqxYwZw5c5g/fz7h4eF06tSJcePGVaotRqPReZ4zZ87QqFEjevXqxYYNG+jSpYvfr10IMv62dIt7eehit3uJbtA6VmpBAfnPLyB/0d/Bag244AZv0a1KMjVXjW4dmxkMfvqtCkKoYjBqITHgKbzdQ2WEGkF/7uc/vwDbqVMkPjmNgjffCspArFAKd0s3uOK6xdIdNCokuj///PNKH3jw4MFER8vLvqbo1asXq1atKnN9s2bN+OSTT8o9Rnp6Ounp6WWur0hioqioKD7++OMLbifUEfxu6Rb38pDFanJNF5/1WGVMSXFsY4WIiKB0rDwSqQFYxZ3aw9INWsIcfw2QCUKoogttd+HtLrglU3ONkjB5EtZfDlP0r3coevc9sNtFcIcCvizdIKI7iFRIdI8YMaJSB1UUhQMHDpCamlqVNgmCEKo4Ld0x/jme7l6u2sFmBaM434QMFlcVA3dLN0DxN99oE4oCZjN5CxcF1rVcVcErkZotYOcPWbxEtwxmCfUEd+G9drb2ThHBHTDsOTmOCXvQBmKFUoilO+SocNabEydOYLfbK/QXE+OnDrkgCKGFtYYSqYEIhFDDXXRbTc4Bl7yFizBv2gxA5MABxD8+hfznF5SZTKdGsFqhlCeOKpZuEd1C/UYX2Kpde7eI4K4x3BOo2bKzKVmzRlvhGIg9fduo4DVO0N6PYukOOSpkVhozZkylXMXvuusuEhISqtwoQRBCFEsNlQwDR1y3DNiFDJZCz/nic+QtXk7+8wsIv/RSLD/+CGaLR0wfEBALh0c8d3g4WCxi6QZv0S0ZzIX6xJoM17TNrLmYi/CuGdwSqJm3bnUOgiqJiag5OZg3bwm4B5TghtUEdkeeE93SnXCR9pl/PDhtEiomut96661KHXTJkiVVaowgCCGOvy3dhjBAAVSxyoUa7pZu0FzMHbF61oMHsfz4I6pFu2fOjpXdHpCmudfoVmJiUHNzxdINYPKRSE0Q6gPr5sK62a75Kyb6Tq4m+IXSg606ak6OM2N5IAdihVLoruUAEXHaZ3is9ln63S4EjEoXVf3Xv/7F3r17vZabTCb+9a9/+aVROjabjRkzZnDxxRcTHR1N27ZtmTt3boUSfAmCUAP429KtKC4XcykbFlr4EN0JUx4jYfIk7PlaPWjV7BK6CZMnkTDlscC0TU+iZjSiRDq8JSR7ubiXC/UTPWna1dNdy9Lu12K618zU1gt+J2HyJMJKV6mJitLeBZMnaeI7QAOxQil01/LwWK1GN7iMJZZir/AsITBUWnSPHTuWK664go8++shjeW5uLvfcc4/fGgYwf/58lixZwuLFi9m3bx/z58/nr3/9Ky+99JJfzyMIQgXxt6Ub6mzZsO3bt5OZmelzXWZmJtu3bw9wiypJadFd5MpgrhYWOLYJjnVZdy9XIiJQjFodatUmottn9nJBqOvYbZrA7v2w2zKrZuEeOEdbL9QIMTcP95hX3KYDOhAreFJSKp4b3BLgimdhsKhSquCMjAzuvvtudu/ezezZs/3cJBebN2/m5ptv5sYbbwSgTZs2LFu2jG3bttXYOQVBKAd/W7qhzpYNMxgMTmGdlpbmXK4L7p49ewaraRXD7B3TraPqlm5LcO6ZWuIYoImM0GK6QSzdIJZuoX4ycLb2ef6wa5mez0Bcy2sU06rV2oTBAHY7qsmEqqooilL+jkLNYi6VuRw8+22WYs+cOkJAqJLovuuuu7jqqqu45ZZb2LNnD++8846/2wXAVVddxauvvsr+/fvp0KEDu3btYuPGjbzwwgtl7lNSUkJJictilpendUIsFguWUlYZi8WCqqrOrOvBRHeZ19sjhB7Bukd2ux1VVbFYLBgdVr1gYTQXYgBshgjs1bByGtbPAcWIvd9ThBkjUQCLqRAsFgwb5oFqw37NzEofV/+Nl/6tB4Nu3bphs9nYvn07NpuN7t27s3PnTnbs2EGPHj3o1q1bSLSzLBRTnscLwlZ42nnP7QW6e7m50tfgj3tkKdSs8Ep4BBg1hy1LiQklhP+fgcBYfN7Dfc1qLkKt4v8klH5Lgm/kHpXCVIBjCA6rubjK331/UpfvUeGLL2F2DCzHPPhniv7xTwBy/vo34h6bHMymVYq6eI+UovOEAWpEHFb9ulQIUwwoqh1LcR6ExQa1jZUh1O9RRdtVadGtj1716dOHrVu3Mnz4cK666ipefvnlyh7qgjz55JPk5eXRqVMnjEYjNpuNefPm8ac//anMfZ599lkyMjK8lq9atcqrlFlYWBjNmzenoKAAszk0LAL5+fkX3kgIKoG+R2azmeLiYtavX4/VGlxrXs9fD3ERsHf/YX7J+arKx+lw4hCds5ex/8B+WpVYiQW2bFxLk/xFdM5exr7kO9hfUPXjr169usr7+pvY2Fh27NjBjh07nPPHjx/n+PHQziDa+sw2urvN/7JnO3vPa/fksrNnCQeKcvPY+lXV7lN17lHs4SN0BoptNuwmE9HA1o2byD99usrHrAtceewXmrrNb928kTPxuWVuXxFC6bck+EbukUZC0S8MdEz/b9MGzsafD2p73Klr9yj5q6+5aMWXmJo0Ier0afaeO0cbx7qiF1/iwC+/kH3D9cFsYqWpS/co5fxGegFnC8xscntH36hEEKaaWPvt1xRFNg9eA6tIqN6joqKKJaertOh2T2LWqlUrNm/ezJ/+9CcGDx5c2UNdkP/85z+89957vP/++3Tp0oWdO3cyadIkUlJSGDNmjM99pk+fzmOPuWJI8vLyaNmyJUOGDPEqY2Yymfjtt9+Ii4sjKirK7+2vDKqqkp+fT3x8vLjlXACj0chHH33EiBEj/Hrca6+9lssuu4yFCxf6XF/6Hh05coS2bdvyww8/0L179xo7r8lkIjo6mmuuuSYo31N3q7TxP69BDnS+7HI69bihGlbpG7Bt6EDn9Rmo0Y0A6Bu1D+P+ZdiumUW7fk/RrgpttVgsrF69msGDBxOuux0HGbvdzttvvw1oLuejRtWO+qWGbQfhN9d825QGtLnhBgBOTday00aHhXGDY1lF8cc9Mm/dRg4Qk5SIEhmFNfsEvS+/nMhr+lXpeHUF49JnwW1M8IqePVDbDqnSsULxtyR4IvfIE+XYNsjSpvv07ol68bXBbRB19x4VZO1HeWwyYatXYz19msuuu47cD/4DdjvRD9xP++hoelTy3RAs6uI9UnacgCPQsHlrj3e0MSsOikwM6NsbmnYNXgMrSajfI92r+kJUWnTPmjWLuLg453xMTAyffPIJs2bNYv369ZU9XLk88cQTPPnkk9x+++2A5q559OhRnn322TJFd2RkJJGR3nEK4eHhXjfKZrOhKAoGgwGDodI55fyK7q6st6c8BgwYQPfu3Vm0aJHH8qVLlzJp0iRycnJqqJW+mT17Nv/+97/57bffiIiI4PLLL2fevHlcccUVNXbOmrpn5f3/S98jfTt/tKW88xoMBhRF8fkdDghhEbBmpuba7kh2FhYZB5ufg/UZMHAOxqq069rZWvZpR1kX449LtWP1n0F1neiD9r/ywffff++cttvt7N692yPGO2SxmTxmDSU5GMLDNZdNPYTHYqny/7k698jmSIykREaihGuvsTDHMes1Zk8vnDBFdcW8V5FQ+i0JvpF7pONKmOaP774/qWv3qMHUJwA48cF/AIho1gwlKgq1qIiEMaMJa9MmiK2rGnXqHtk0y6shKhGD+zU5kqmFYw2p30dFCdV7VNE2VUl0+8KXS3d1KSoq8hIiRqMxZGKet2/fjsFg8NmBzszMxG63h36ypEpgKaOD3aFDBxYvXkxqairFxcUsXLiQIUOGcPDgQZo0aRKElgp+RU9Es2YmJLTSpvevgJ8+0DLDVidRTf8ZsGYWoGo1u+tY0pvMzEynWznAJZdc4jO5WkiiZy+PbQqFp5yJ1FRHPDcQtJhJvU63EhEBRu01JnW6cdXpDosCq0kSqQn1C/cKGHZ5HtQ0qqpiO3sGAEOjhk7RrZpMF9hTqHF8ZS8HVzI1PSmuEFAqbJ77/PPPL/j3xRdf+LVxN910E/PmzePLL7/kyJEjfPLJJ7zwwgvccsstfj1PVdGzE5cuC6RnJw629Xzt2rX07t2b2NhYkpKS6Nu3L0ePHnWu/+yzz0hLSyMqKorU1FQyMjI8YoYVRWHJkiUMHz6c2NhY5s2b5/M8d955J4MGDSI1NZUuXbrwwgsvkJeXx48//lhm2z788EO6detGdHQ0jRo1YtCgQRQWurIlv/nmm3Tp0oXIyEiSk5N5+OGHPfY/c+YMt9xyCzExMbRv357PP//cY/2ePXu4/vrriYuLo1mzZtx9992cOXPGub6wsJDRo0cTFxdHcnIyCxYs8Gqjoih8+umnHstat27N0qVLy7wuf5w3JNFLr+T9qs37Q3CDo36qI2TFbq1T9VT150C3bt2cy9q1a0fPnj3LLScWMuiiO6GF9lmslQyzh4DoxlkyLBIlzOEXYZWyQM7s5TGOwU4R3UJ9wuom9uxSzaCmUYuKwKQNdBgaNUJxhL+J6A4BfGUvB1e5V6uI7mBQYUt36fhZRVE84rv1ZTab/zo+L730EjNmzOChhx7i1KlTpKSkMH78eGbOrHxW45pAt1S5W67cywEF05JltVoZMWIE999/P8uWLcNsNrNt2zZnvPiGDRsYPXo0L774Iv369ePQoUM88MADgKc3w+zZs3nuuedYtGgRYWEX/rqYzWZeffVVEhMTueyyy3xuk52dzR133MFf//pXbrnlFvLz89mwYYPz+7RkyRIee+wxnnvuOa6//npyc3PZtGmTxzEyMjL461//yt/+9jdeeukl/vSnP3H06FEaNmxITk4O1157LePGjWPhwoUUFxczbdo0Ro0axX//+19AC11Yt24dn332GU2bNuX//u//yMzMrFZsdrDOGzCueVqzdgMYwv0juNfMhAZt4fwh6PwH1/HrgMVb93Rp27Ytu3fvBrTfpf5cCBWPnTLRS4YltIDsTJ+WbszmoJSHUc1aR0+JiHBVFajvlm673dXRimkEeb+JtU+oX1jdLN1So77GsZ/VBmKJikSJjRXRHUqIpTskqbDoLt1BjI+PZ9euXaSmpvq9Ue7nWLRokVfscijhLrzdXcqD7Tqal5dHbm4uw4YNo23btgB07tzZuT4jI4Mnn3zSGRufmprK3LlzmTp1qofovvPOO7nnnnsueL4VK1Zw++23U1RURHJyMqtXr6Zx48Y+t83OzsZqtXLrrbfSunVrAA9r4DPPPMOUKVN49NFHnct69erlcYyxY8dyxx13APCXv/yFF198kW3btjF06FAWL15Mjx49+Mtf/uLc/s0336Rly5bs37+flJQU3njjDd59912uu+46AN5++21atGhxwessj2CdN2CsdCsBYrdoormq4lgX3APnwLFtmuhufz00v6zOCG89tOTcOVd9a72sRLCfDxXCaeluqX06RLe7pRtVBZsNKjAg509UvdpEZASKPtBb3+t0m93uS4zj2SuWbqE+Ie7lAUUX3caGjVAURUR3KCGW7pAksD2lOopu4bbb7WXGeAeahg0bMnbsWNLT0xk8eDCDBg1i1KhRJCcnA7Br1y42bdrk4TJus9kwmUwUFRU5y6tVNCZ94MCB7Ny5kzNnzvDaa68xatQotm7dStOmjgI2ecdBAeJTuOyyy7juuuvo1q0b6enpDLmmNyOH30iD1pdw6tQpjh8/7hSlZXHppZc6p2NjY0lISODUqVPOa1uzZo1Hwj+dQ4cOUVxcjNls9kj01rBhQzp27Fihay2LYJ03IKybC1v/rk237Avt0qsnju02l3v6f27TlllNrmPZ646rsHvIRrBLvlUKXXQntnTNW0yelm40F3MlwKIbt5hu1ax1rlVbLfrfVpU1s8Fg9P2bWzdH+zSEuzpaIrqF+oS7e7lYumsc2xlNdBsaaRVIENEdOlzQ0l2xEleCfxHR7QfcBbfdbiczM7NGhXdCQgK5ud61V3NyckhMTHTOv/XWW0ycOJGVK1fywQcf8PTTT7N69Wr69OlDQUEBGRkZ3HrrrV7HcS9LFRsbW6E2xcbG0q5dO9q1a0efPn1o3749b7zxBtOnT9c2UIB8rS6xMT6F1atXs3nzZlZ98REvLXmVp+bMZ+u278u0jpemdEI3RVGc3hgFBQXcdNNNzJ8/32u/5ORkDh48WKFz+AqhKE80+eu8IYdulU7pCce3Q8urPJOrQeWF98DZrmmjo9qA7hpYyy3cpXEPubEEKwa6Kugv5bjmoBhBtYHpPPZ8T9GN2QzR0QFtmmp2S6Sm/0broqW7tMg2GF2/OXAMXs3WfqNbHPkhIhPAGKFNi/AQ6hPu7uUS013j2M85RHdjTXSLpTuEKNPSrRnUxL08OAQ301cdwD2Ge9y4cQFJktSxY0efx8/MzKRDhw4ey3r06MH06dPZvHkzXbt25f333wc063xWVpZTKLv/+SMBnN1up6TE7QUYn6L95R+H/OMoikLfSy8mY+Kd7Nj8XyIio/jkk0+Ij4+nTZs2fPfdd1U+d1paGj/99BNt2rTxurbY2Fjatm1LeHg4W7dude5z/vx59u/f73GcJk2akJ2d7Zw/cOAARUVljw7667whh26V1h/SLa/SPvXkatW1Soc5BnmsdfNF7S66a5el2xHTHR4L0Q206eJzqG4JDyE4ydSc7uURkW7Zy2vR/7ai6CJbTzCo/+bWzNT+DEbXoFja/QCYoprxbWE3fo/sLJZuoX4h7uUBxX5WCzkyNBTRHXKUZekW9/KgUmVLt6IoAU+eE2r4SprmK7mav3nwwQdZvHgxEydOZNy4cURGRvLll1+ybNkyZwb5w4cP8+qrrzJ8+HBSUlLIysriwIEDjB49GoCZM2cybNgwWrVqxciRIzEYDOzatYs9e/bwzDPPVLgthYWFzJs3j+HDh5OcnMyZM2f4xz/+wbFjx7jttts8N45PAdXO1nWr+G7j9wzpfwVNW3dm66b/cfr0aWfM+ezZs/nzn/9M06ZNuf7668nPz2fTpk088sgjFWrThAkTeO2117jjjjuYOnUqDRs25ODBg/z73//m9ddfJy4ujvvuu48nnniCRo0a0bRpU5566imvwYZrr72WxYsXc+WVV2Kz2Zg2bVq5tfj8dd6QQbeyDZwNxTkuC1vLK7WOvm5lqy666HbvMNUh3IV2rbJ0n3N4ZkTEQnRDKDoDRWdR8/OJ75EHikp+ZiKYgyC6HQN6SmQEWBzCsi6KbnePElXVkhm6o5fbu/hauOQPkPkav0Z25RdzE8yxg2lxcKUW6+2P36kghDqSSC2g2B2VWYyNGgKgODyeRHSHAGVZuiWRWlCpsOhu0KCBh8guKCigR48eXoLBPWlQXaespGk1nZ04NTWV9evX89RTTzFo0CDMZjOdOnVi+fLlDB06FICYmBh+/vln3n77bc6ePUtycjITJkxg/PjxAKSnp7NixQrmzJnD/PnzCQ8Pp1OnTowbN65SbTEajc7znDlzhkaNGtGrVy82bNhAly5dvHcIjyUhPpb1WzNZ9Poy8gqKaN26NQsWLOD6668HYMyYMZhMJhYuXMjjjz9O48aNGTlyZIXblJKSwqZNm5g2bRpDhgyhpKSE1q1bM3ToUOf39W9/+5vTHTw+Pp4pU6Z4uewvWLCAe+65h379+pGSksLChQudgyk1ed6Qwd2VNcWRyK5hO/jhVVcSNH8QpruX180Xda21dOvumXs/1EQ3QPE5ws5+QlTPPPK2JwCgWoJgTXVzL1fDtIGwOpu93F14r3UkuRw4xyW4UeDwf53J0yxh8WCHEkMMHP4O2vQPSrMFIeBIybCAYtMt3Y3E0h1yiKU7JKmw6A7lDOLBorwkYzWdTK1Xr16sWrWqzPXNmjXjk08+KfcY6enppKenl7m+dDyzL6Kiovj4448vuJ2T4nN0bn8xK997SZvX3c5LMX78eOcAQUXalZOT4zHfvn37ctsVFxfHO++8wzvvvONc9sQTT3hsk5KSwjfffOOct9vtHD16lIQETWy0adPGqy3+OG/I4N7Zb+3ouEfEuQS3v2Kv65F7ea2ydOuxXzvehIbttemdbxNV8jV52xPI36GL7uC5lysREfWjTnf/GW7l+sIcgkJ/9jgs3T/9BwBbWCyYwaJEQutr6lyOBEEoE3EvDyhlxnQX1813ea1CLN0hSYVFd79+/Wq0PJhQD8g/Dqbz2rQhHGKbOJOr+RLeQghQOmHaiZ3+FdzgnUitjlFrs5frdbp7PwzbFmvTWZ9SbL6a/B1H3LYLZkx3BOiW7iqI/7wFL4DBQMLkSd7rFi4Cu52EKY9Vo6V+Yo2rjCN2qytTOUCrqzVLd4N2cP4g1rOHIL4LFkM0XNQ78G0VhGAh7uUBRS8ZJjHdIYbd7iohKZbukKLCwaSXXnopXbt25f/+7//Ytm1bTbZJqIs4EqgRqVnHUO1eydWEEMVdYBvC/W85E0t3aKJnL79yCiiOV4VipDj3Mo/NguFeruolwyIjXZZuWxUs3QYD+c8v0AS2G3kLF5H//AIIhXwL6+Z6iuzSNLtUGwg7r8XgW9EGIcxKlAgPoX7h4V4u3/2axu4oGWbU3cujxdIdEljckp2Wmb1cSoYFgwr3KM6cOcOzzz7LqVOnnEmz7r//fr744gtMMqolXAgVTWBHOGpYq454d114X9iTXQgWa906/HaLK5Oyv9BjuutoIrVaGdNtt7tGwre/7Pq9qjYijZs8NlWDYOnG7EikVk1Ld8LkScQ/PsVDeOuCO/7xKT4t4AFFz0x+ealQmwbtXNMl+dpAWIJWT91q0H5PFiUS1SrZy4V6hE1KhgUSp6VbSoaFFno8t2JwWbZ1xL08qFRYdEdFRXHTTTfx+uuvk52dzUcffUSjRo2YNm0ajRs3ZsSIEbz55pucPn26Jtsr1FYSUpzZyzVUV33d+BRtvRB6rJvrSt4EcM0MzxJG/qCOW7prZfZy93uxaT6kDtKmm/cgtuFOLXu5TrBjusMdUVJVHNBwF97HWrQKHcENrnJ9HYZ5LndYtQEoydN+j3m/AWC96EptuWLAevyHADVUEEIAcS8PGPaiIqe4lkRqIYZ7PHfpKlPiXh5UquQ7pygKV111Fc899xx79+5lx44d9OvXj6VLl9KiRQv+8Y9/+LudNUpFEoYJfkK1+54WyiRo30/dynblFG3eEA4DM1x1gv0lvJ2iWyzdIYO7e9qA2dDpFm26QSoFv7YjoWeeU3gHxb3cI6a7+nW6nQJbVSEsLDQEN2ilvvrP0CoGlMXRddrvscklAFiVCOcq88ks/3umCEKoIonUAoZu5SYyEiU2FhDRHTKUlbkcxNIdZPwSsNa+fXumTJnC+vXrOX78OEOGDPHHYWscveZyUZHENlSLvHJisvOPa+t17CK6K4v+/SyvRniNoFvZuo/V5qOStFHT/jO05XY/ZYs21p+SYbXG0q3HexnCYMAsVy6GkjwKsppp5cIUbTAoGO7lrpjuCJSw6lm6Ac+YbqvVK8Y76Oj3wxjhvc6Uo2UvT2gBgA3Xc8LSuJv/fqeCEOpIybCA4azR3bChs5ywiO4QoazM5SCW7iBT4ezlOm+//TaNGzfmxhtvBGDq1Km8+uqrXHLJJSxbtozWrVvTyOFqEuoYjUaSkpI4deoUoNW2Vkq7YgQIu92O2WzGZDJ51T4PeSxWKDwFZivENnUtLzyl/cU2Bf0hXGIG/V1YXAxhtadDGOh7pKoqRUVFnDp1iqSkJIxGY42f04OBs7XPoxu1z6hE1zp/JlOrR+7ltcfS7RB5utjW731JLmp+CflHElASE4FcZ83sgOJ0L490WbotVfvf6jHcSnw8an4+kf37a0nUIHQs3k0u0Wpu29z+11ENtGoQMY1hzHfwuuZWbiUM0LYzJ7Z3/Y4Foa4j7uU1jl7xIaJbNwAMjRs715nWrHFM1M13uRdrZoPB6Ls/tG6uw3AxO/DtaeZIdupu6dbb06qvNi+W7qBQadH9l7/8hSVLlgCwZcsW/vGPf7Bw4UJWrFjB5MmTK1ezOQRo3rw5gFN4BwtVVSkuLiY6Ojpowr9amCxwbC9EHdMsoqYcMOVqnfXCQuCwtl3hKdePPS/ct+UmRAnWPUpKSnJ+T4NCSa72GZVUM8evR4nUap2lW8906mbpthdq12BokIQtNzdI7uWuRGpOS7et8qLbPWla4TvvoObnE97lEiJ69Qwt4V1wQvtsdz0c/Fqb1ssv6s9Qk/Y7teIanLPYJHRKqEeIe3nN46j4EDV0qDbbqCGgPUtNX34F1CNLt8HoKqfqLrz10LyB5VSdqMn2dP6DNq9but3b43QvFw/fYFBp0f3bb7/Rrp2WOfXTTz/lD3/4Aw888AB9+/ZlwIAB/m5fjaMoCsnJyTRt2jSoHWKLxcL69eu55pprAu9G7C+2/RM2vQgogAq9J0KPhzy3+XgWHHeUnBv5ATTvGOhWVplg3KPw8PDAW7hLY8rRPiMTy92sytRxS3etjOnWa3SHa7F6uuhWTXlg0rw8DA0aYjtyNGDu5e41tT1iuh2J1My7fqz8Qe12Z9K0wreWaovOnKHBwhec60OCwpPaZ/cx8MtqzXXWEK4JCz1+r0SLsbeqrgFBS4g0XxACgvs7RCzdNYI+CKkPShoaNnIOXkb/4VaKP/q4/ohuXWi7C293gevv8qqVbU9kvHd79OSa4l4eFCotuuPi4jh79iytWrVi1apVPPbYY4CW3by4uPbeRKPRGFRxYzQasVqtREVF1V7Rfc1j8N/HAVWLBb3mMe9tCg5DwVFtWi0CRwxQbaBO3KOqYKphS7czprvuW7rtdjs2my34AykXohxLNyQBYGjQwLFtzXZudbGtW1jAFdNd/OWXmLc7OhFVSDiYMMX1jFIdlnKbo/ZsSFi4dQocovvgN5rgNka4XM3NBdq1O0S3ze4S3WZ7LfSaEoSqYpWSYYEgYfIkStavx7zte4o//dQ5eBnZ54r6JbpBE7I2iyZs12aAaguO4HZvz68b4dAqyPocfv7Usz2SSC2oVDowdfDgwYwbN45x48axf/9+brjhBgB++ukn2rRp4+/2CbWJdXNxFty2W31nzTW7ZUUW95bagW7pjhJLd1Uobd2uFdbuMkS3YinQEqhFRWKI0dbVuHu5m9jWS3vZT2ju1sUffoTtyBEAwtq2rd55rNrgiP3smeodpybQ3ct3vqV1oGaUaOX7AFA1a7cjeY7VzbptEdEt1CfEvTxghHftqk3Y7RARQcLkSfU3kVqbAdqnatMGRIMluHUu6u1oj927PZJILahUWnT/4x//4Morr+T06dPOWt0AP/zwA3fccYffGyjUEnQXlrhkbT51sO+yUu6liNwFuBC66DHd4l5eJdwt3VBL4rr132lpSzeghKkYYuMgwuHtUcPu5e51tG3Hj2Ns0xr7+fPO9VGDHTXErdVsh2MwxO6wdIcMFpPrN3j1dFcHamAGWigP8N+nnZtb3VziLfZalpRTEKqDJFILGE4PI6MRzGbyFi6qv6L7h1dc0zZz8Ms0HlqtfSpG7/a4W7qlXHLAqbR7eVJSEosXL/ZanpGR4ZcGCbUQ95iR3e9DQbaWIbF1P+8kE2Lprn04Ld1JNXP8epRIDWqZpTvCEdMdFul0aTZE2CE+DsURYqEGYBChdByhk4gIooamY1r9Laq1epUQ9Drf9rNnUVU1dBJaFjqSfCpGuG6ea7miaIMhJbmu36ghHKvb/8GshngYgyD4EykZFhDyFi7C8qOWQyPhyWmoJSWaB1JODlDPRPe6ufDTf7TpmMZwxUTfydUC2Z5jW7XpQc9qvwn39ugD6aiaINf7X0JAqLToBjh//jxvvPEG+/btA6Bz587ce++9NGzY0K+NE2oJdrcYlszXtWVWk/aD19frWER01zqcMd1i6a4KpUV27bB0l3IvB03gFZ1BiVBRYuMgXMuarQaoZFj8hIc8RXdEBJjNmL79rzZfDUu3qqpOS7dqMqEWFaHExlanuf5Ddy2PT9GEtjuR8ZroTr0OfnwHIhM8s+XbRXQL9QhxL69x9KRpYR07Ys3KQomMJP6hBwHXoGi9Ed26weni67SSjtYS38nVAt2eRh3hbJZmKLn8fs/2XP2ka3tLkYjuAFNp0b1+/XpuuukmEhMT6dmzJwAvvfQSc+fO5YsvvuCaa67xeyOFEMe9DqHeWdeTNLg/cOw2T2FlEffyWkFNW7r1RGp2q/YdMdQtoVCrLd0O0Z234AXiTCoGwBDusHQ73MtLNm4iz273SEpWE+QteMFjPn7iI4Cb9bs6lu5SWcrtZ85gCBXRrWcuj2vmvU53+887BoA9KslTdFO3fkuCUC7iXl7zOJKmWXbv1kR3hDb4mjB5EqrJRMHif4DNhmqxOL2h6iy6wcmU4xDdjv6t3u+1V8/7qsrt+eVbTXTrIYHu7TGGa15Tqk3rp0c3qNixQ60meS2l0gFfEyZM4I9//COHDx/m448/5uOPP+aXX37h9ttvZ8KECTXRRqE2oXfWfSVpKB3DLZbu2kGgYrqhTmYwr5Ux3aVLhhkMWE9p2bF1S7feoTL/739advEaJG/hIq0zB2A0OmO8AaKH3wSA9eiRqp+g1EBISMV165buuObe6/Q6rHm/A2CL9OxAmdUqObMJQu3Ew728FjxnayEJUx7zLNsY6bKUuld8qBfW7oGzNRFafE6bt1tcA7j9ZwRehOrt8WUocW9PVZKp6TXAS8er69b1OmYsqSkq3VM6ePAgU6ZM8Sh5YzQaeeyxxzh48KBfGyfUMlTV29LtTmnLtoju2kGgYrqhTsZ166I70tE5qY2W7oTJkzA0awWAEm7HEB+HeedObZPL02q0vJbuzhje/TIADAkJHsnVdMFfnZhutdTAiC2UMpjr5cJifVm6PUW3NcJTdFuo45YmQdCx2zTrnXO+FjxnazGqSXtXK5ERroWRkc4QmHohunWK3AZpbYEJtyqXC4UEVqVsWP8ZmhXdXXgHsyZ5LaXSw+BpaWns27ePjh07eizft28fl112md8aJtRC3EeZK2LpluzltYOajuk2hIFi0Mpb1MG4bl1kR0VFUVJSUjss3T5iusPadob9hzBEqBR9/oVzRD9CLx1TUzjcGaP69+f0TcOdsda60Lc6BnuNzZpW/RyhbOl2upeXY+nO19zLbRFJ4HYpIrqFekNpLylxL69ZHJZuxc3SrSgKSmSklhejPolu3dINWh8mPKrsbQPBhQwlVS0b5l6TfN1czbIvgrtSVFp0T5w4kUcffZSDBw/Sp08fAP73v//xj3/8g+eee44fHRkNAS699FL/tVQIfdwt177Ek1i6ayc1belWFM3F3FJUJ0W3bumOiooiNze3Vlq6AWd4gSHCrgluo9EZu1eT6LHipg0bAVDiXLHWCZMnYVq7luJPPwNL1f+vqpfoDrKl2z1+zule7rB0u8fPlYrptkYkgttj1YwkyRHqCaW9pMS9vEZRSxyW7ohSz5ioKKjPojvY3np2O5RooWBlhgTq7/XKWLp1mnVznMcSGjXJaxmVFt16Le6pU6f6XKcoirPcSulYRqGO4y6iff2YJaa79mE1u0ZDayqmG7RkapaiOhfTbbfbtczYuNzLQ9bS7S709AEyvWTYurlwJgvQ3MsxGsDxfFdruE63jlqktUmJ8UxwpoQ5SpfZqjGYUUp0284G2dKtx8+Bp3u5uzsfuNzLHdZwa3iCx2EsSgSCUC8oPWAr7uU1iurD0g2gREWhAmpxFQRdbaXY7X0R7D6MOR9w1N8uy1BSnKN9+uqDXygp2s63XdN6DXAR3hWm0qL78OHDNdEOoS7gYemuSEy3uJeHPHoSNXBZ1WqCOlo2zN2qHRUV5bUspHAXeu6WbofQsxovJgwwRKgkPPEEJdu2UfLfNVj27A5I89RCrU1eWcXDHa+xali6S2c+twdbdLuXnYlupE0f+gZ2vOnpzqe7lzuwhsV5zJuVILs5CkKgEPfygKKWON7VEZ4De4rjPVdvLN2q6u1eHkz0cEBjRNlu7kZH2NGut6H9UNfy0oO6pVk3Fw586Zq/+v+CW5O8FlJp0d26deuaaIdQF7igpbug7O2F0ER/gEfEgbEGMyHrydSC7ZrlZ9y9fXTRHbKWbnehl6glTWP/l/DTB5gir6dk4yYSezks3VFRRA8eTMl/12D9OYu8hYtqNJkagFrosHTHxniucHwvS7uIV+rYthCM6e4/Q+vQrZ2lzZcW3OCydDvQRXdUZASmEjMWJRLVZkMxSmZZoY5Ti9zL8xa8AAaDz2dm3sJFEIASjNVFLXFYuqNKWbqj65noLsn39KoIdh+mIuGAjTpA3m+w599aTW9bCRzbBof/6/2O0S3f+qB8iz7w+/+0dZ1HaMJehHeFqVKdl6ysLB5++GGuu+46rrvuOh5++GGysrL83TahtnEhS7e4l9c+ajqeW6eOWrp10W0wGAh3lNgKWUs3uDKU5v6qzf/0AQycgzliEBH9BgGOkmHR0eCo0x2WmupV57omsBeW4V6uW7qr838t7V4e7JhunS63uaZ9xc+V8j6xGrUBiehoR6IcxYDVXI/cPIX6S+l3Ryhbug0G8p9foAlsN/RKDTVdgtEv6DHdPtzLoR6JbncrNwTfvVz3Tiyvz6YnUut4M6zLgI3PaYL74mu9BbdeDkyvAd6wvWv92QOuPkOga5LXUiptuvroo4+4/fbb6dmzJ1deeSWgJVLr2rUr//73v/nDH/7g90YKtQR3UV1eIrWIOM3qLdnLQ5+artGtY3S8uIP9wvIzusAOCwtziu6QtXTr9J/hGrk2hEP/GST0B3Y2hk8/xhBuxx4V5SwNY2zZIiBWGd3SbagRS3eIuZfrrJzsmFB8x8+Vci+3hcUAFqKiolDU86iKAYupmPBoT7dzQahzlH53hHBMt27hzn9+AfYzZwjv2hXbiRPkP7+A+Men1LjXkD9wxnSX5V5eXF9Ed6l3RahYusvrs+mJ1Fr0gazPtGnFoAlv/R1TVjmw94a5ps/u1z7Fwl1hKi26p06dyvTp05kzx9Pnf9asWUydOlVEd32moonUYppoolss3aGPWLqrhW7pNhqNhIVpj9uQtnQDrHV7ttstrpeww6qqW7rVQCdSc7qX17yl2372LKrdjhJMi9O6uVocN8DQRdoAWGk3vtLu5YZowEJYWDjhqgmzEoO5pIhSwxSCUPeoRe7l4Cm8dWqL4Aa37OVi6facD3YfxlQBS7dep/unD1zLVLtm6V4zE9bO1uZ9lQNzv95zB/zR4npFpXsU2dnZjB492mv5XXfdRXZ2tl8aJdRSKppILbaJ9/ZC8FkzW+vou6M/wAtPaetrinokukPa0r1uriuGGAX6z3LV5HSIbkO4HSUqCsXhXk6ArsfuSKSmxJWy2urZy6shugveWgqAoWFDbYHNhj1H++7nLVykxWAGAv03qFsZFMcruv0N2mebAa77Ad6J1AxaBzgsXBPdABaTuJcL9QDd0q0LilB2L3fgIbDDwmqP4LbZXAOVIro953156/nqW+msm+vfvpXTUFKepdvxGzmx07XskpGapRs0wW0I823Bdr9e3dItVJhKi+4BAwawYcMGr+UbN26kX79+fmmUUEupqKU7tqljG3EvDyn0RBnuLwf9AX7ugLa+pqjjidTc3ctD1tKtC72ef9bm45ppZUMGztGW//QfwGHpjopCCdfcClWLOSDNc5UM87TbKmGO76UfxL9qsaAkap0V+9kzgY+x1H+Dh/8LXW7XOj+NOsCeZdryi6/1jJ8rbel2lAgLCwsjQtV+SxZzPen8CvUbfcBW/02EsHu5jkdMt9XqFeMdquiu5SCWbooq4F7uq28FnjHT/qIiMd0ndmmfRrfQgFb9tPeLjt3qe6DAQ3Qf0JJ9ChWmQu7ln3/+uXN6+PDhTJs2jR9++IE+ffoAWkz38uXLycjIqJlWCrUDd9Ftt7gyHuro2ctjxNIdkrhnrz65B3o/BPu/0Jal9KrZuJ06aunWBbbRaAz9mG49UUqzS2H7y5DQQluu3/eCUwAYIuzYg+he7lUyzFmnu+qJXGJuu42id99Dzc/H0KABKlDw8isU/fuDwLp8uv8Gk9O06ehGvmPrwDuRmpvoDle1jrFZRLdQH9DFTrjj+RDi7uX6gJ4SG4taWEjUkMFOV/OQt3iXuIRlWTHd1BfRXRH3cvfnutUE7YbC4TWaV5mv53p1qEhMt94vt7kNmO/7CI6u17yrVLvWxtLhTKXLo5XkQuFpiGvqt+bXdSokukeMGOG17J///Cf//Oc/PZZNmDCBP//5z35pmFALKS2irSaIcOsgl3Yvt1s1FzC9ZqAQfPrPgJI82Pw87P2Pa3nqoJo9bx1NpFarYroHztY+ty7WPhNautb1nwH5J+D7xSjhKkpkBIo5sO7lep3u0iXD/GLpdpQMMzRogP38eYDAC26d0qXCft9SdsesdCI1xyvdaDQSjtahspTUrd+UIPhEf3dEOMJP7Fbtd+RI+BhK6II7/vEpFLz2OgCRffsSfumltUJ46/HcGAwQ5ikjQtXSXV6ZtsIXXyLl55/hhhsqf+DSidTK6sO4C+8Nf9GmqyO418zWxHPp/fWQwOzMsvdtmw6/bvRcdnQ99Ps/V9taXAktr/IU3iX5oDoGt2ObamGH5w6I6K4EFfKZs9vtFfqzVcPSINQBSovu0i7mpd3L3ZcJoUPXO7yXlRcf5A/qqKXb3b28VsR0g1a/EyCxpedyx3dAUbRa3YF2L7eXkUgNhwcBqopa1dJlVkdpt6ZNXJ10ozF4Hd+e413TvkqF6ZR2L1e1AYiwsDCn6DabRXQL9YDS7uUQui7mdrtzQE8t0dqtFheTMHkS8Y9PCUgJxurgTKIWEYFSalAjVEV3eWXaCl9YiFrVEKLSlu7yQuT6zwAc/6+yYqYrSlku679t1j71uG1fhPtIrdm4E1zmlq/LnO9dDky/VkMYNLtMm3aP6/Z3fHodpNLZywWhTLws3aVEt27pjm4IilEbMbMUQXRSQJonVJBti72XSfbyKuHLvTxkLd06uQ7RnVBKdIdFodo17zPFYHHW6SbQ7uWl63S7W1osFq/EPhU6tsPSbT933hWjZrORt3BRcIT3xvmuaV+lwnQi3JLKGcKxOpoeFhZGBNo1WQI0KFJnKMuCBNp9sNtcXiFC6GArZekGTXSHoCedXmJRVVUwae1Wi7X+UihbuHWcMd1R3s/aUBXd7tnibadOkTj1CQqWvk3+8wuIfWwy2e3a0qMqBy4d011eH2bdXMDxkNZjpqsqvN0t53YbdP0j/LQcTv+kLe96e9n7+hLk0Q2h4IRrviTP8zzgEt12qyt2/Kwjg7l7iTGhTCo0tPPiiy9iqsQP6OWXXyY/P7/KjRJqKRW1dIfHaqLb1z4go2XBZN1c2PmW9/JfvqvZ89bxRGqlY7rVUE4+kve79lnK0q1arahm7ZWhGCwojutRA+Ze7rB0x5WO6XaJ7ipnMLc4RPfp04RfrsVSR/Tu5dMyUuOsmwv/W6hNRzVwJbLzldTGYHTFsEYmeNaFV7Rpc4AGReoMgUx6JPgFVVUpXPauNhPu9nwI9QzmbgnJdNFdG1BNuqXbh+iOjnZsE1qiGzThHXvPWIr+9Q7Z3S5zuvjHTnyk6gfVhage6lOWe7n+/IhupM3rMdNlZTWvCLolel0G/OMSLSQp/iJtXXkx3WE+RHfhqVKi24eG0681tikc26ZNn91fdk1vwYsKie7JkydXSkRPnTqV06dPV7lRQi2lopbuiFjX6LPeudSRjk3w0P/3jTp5r9u73K2U0Wz/n7uOWrp10Z2bm+t0L3dfnpmZyfbt24PStjLR3cv1RGoO1OJi7BbNNU6hBJzu5YEqGVZGnW53S3cVRXfRJ58AYEhOJmrgQADC2rcn/vEpgRXe+m+w10PafFikq2NVVgdNd6eNSvQQ3REO0W2xhrjwCDXc/9/LRsC5Q9KpDHHsp05h/XkPAKrRTVCEeDI11S3fQm0S3fpgQenM5RC6lm4d/fmOqkJERPU9C3QhGp+iffoyHLg/P3QDQ+v+5T/XK4q7y7pidHl6lOed6MvSXVp0m8sR3Y07Qbe7tOl9H8uzsRJUyL1cVVWuu+46j05jeRTXpoeH4D98JVJzx93SHdcMzv8C3/9Ti1m88jHYuVR+vMFEz179+//g7M+e69Lu18oYHVlbM+5DdTyR2vnz59m9e7dzudVq5ccff2T79u307NkzWM3zxm6HvGPadCn3ctVkcli6bWA3oUTq7uWBKhnmSKQW439Lt75fWIsWGPSSYTm5NPirw807UDGW+m+w7RDt2agPRunPQz22zp2IeOAERCY4v2+///47TRVt2mJx/U8yMzOx2+2h9Z0LRfrPgDNZsPs9rYKDapf3UghjLyh0Os+pqhEFBVBDN6bbgbvotheHpkj1hR6HXjpzOYS+6C766CPXjNlM3sJFRD88oeoH1BOpxafA2SzfhgP9ud5/hpakFrSwoQEzXeurirvLumpzeaqVJ7rdLd1xyVCQrbmT5xx1LS/P0h3dEAbPh93vaucuL++I4EGFVPSsWbMqddCbb76Zhg0bVqlBQi2mdN1tL/dyR8mwiFhXIoeud8D/Fml/IB2bYKLHKa57Bg585bkuLNIluGvi/tRRS7dueWzSpAk//PADiqKgqio7duxg9+7d9OzZk7S0tCC30o3Ck5p1SDG4Ru4deFi6zfkocYFzL1fNZqe4N5TOXm4waFl07fYqW7qjb7gB0xcrIMzoFN1qrhazFtAYS/03eGS99ml0syRdKJmam3v5kSNHsBs0N0OzQ3TrXhUiuCtIq76a6Fbt0qkMcdTCAhSDJjxUK5onnc0c8u7ltdXSrfqwdOvZwcNatdK2cRPdeQsXgd3ujGUPFnkLF1H8mVYC2dCgAbH33Uv+8wuw2+3Qrm3lD2i3e1u6fRkO9Oe6qrr6wbpFvDrPFd2CHtscCk9oYlhvT3nJb90t3c27wy+ntQGqUy7DgE9Lt+m849gNYMcbruXl5R0RPKgR0S3UUyroXp67YDFxzUowAjRq71ovHZvQQE+QoT/IQUuuVpMDInU8prt58+a0bt3a6UoekoIbXEnU4pLB6Pl6cFm60UbFdSuH1Ypqt2vit4bQrdwASoyPzKvh4VBSUvWYbkciNcUY5rJ0O0R3UNAHn/TBqNK4J/vSa3W7ie52cUUcLGgNgMVq8xDcaWlpYvGuCHt1i5gincoQRy0oBKNDdFtULbuyzRz67uWmWiq69cGCSDdLtyM7ePTw4do2DtHtXh4tmOjtiBo6BNPKVagmk0dyteRhN1a8ZJj+/O39iDYoBxCfrH3+ulFb7yvZotXk2r66Xn3uLuu7/gWFQPF51/ofXoXr5vne1z17eVIbiGmiWbtP/uhaXp6l+2yWlvuncWc4s0/zzCpd01vwSc31koT6RwUTqRWvWIX10K/asp/cakHrHRshuOh1HtPudS2r6QGROmrpdi8Z5i6wDQZD6AluKLtcGFonym52xI6V5DkTqQE1Xqvb7qjRTUSEb5dGYzVrdTtKhhEehpKUpJ0zmKJbH3wKKyMTu3uyLz2BT2Qi1tzjAHRMKqEBWgfsWI7FS3Bv374dQw0OktR61s2Fw47kkY06+Cf2Uqgx7AUFKLroNtvB4Hg2hbilGw9Lt4+kspUgb8ELZeaeyFu4SLNE+4sSb0u3Xu6s+HPNkqyaTB6CO+hZ2R1l2iL7XeNsn6qqWnK1xyajVCaEyPn8zdDmw2NcicuObS07J5F7idzqGhjcXdZ16zluCVoVHzbVNbO1Z5i7e3lSa4htok0XnnJrazmi+7fN2rm7j9XmIxPKfkbq5/RFPUyaLG9dwX/ooltxfK3cLd12m/Mho1oVVKuj837GLXb4ikelYxMK6Jbu7J3apzGi5gdE6qjodi8ZlpmZ6Vxut9s95kMGPR6sVBI10CwxqsXx2zbleojumnYxVwu1ToVPKzc4a3Wruniu7PGtbpbupFpg6XZP9pVzRFt2dj/Wohxtt8vHMihim8cuPXr08LJ4Cz7QLUjJjv+PtfjCyeyEoKIWuotumytRay2K6a62pbucOtT5zy/QQnD8hHudbncSJk8iZtQoACy794SO4EYr06bVRXf8z1XVGbIUO/ERjg+7seIH058HelhkdEP4dYM23eyysg0UTnGM1qeqDgNnu87jflzQBgCuzfDeRx8s2LnUtSyxtff+UL6lu8NN2rkv6q3N/77Vu6Z36XNKNQhA6nQL/kQX3dENoeiMp4ByG+GzWw0Y4rSXoaqC4tDfdB8DMY3ETSXY6Jbug1+5RlL1ByTUzH0JsURqenyar85CZeLTdEv3iRMn+P3332nUqBFnz57loosucrqaB0v8+LxGh3t5ycHTlCx4weMaS1u6cRfdNVyWylmjOy7O53rFaNTG+KuaqVt3S3eP6c7LQ7XZXFb0QKL/DsoS3eBZpxXg+PfYWt4DNm2Q57DaymPz1157DUAE94XQLUgndkJ2pstjq7xkdsIF8dcz1RdqYZEzkZrdZNXcyyH03ctLXH2k6opud1dpgLh776HgzbdqRPj6iunWib3rTxT95z/+yw7ub9wHOkwmn9dQIfrP0GpU//iOlnxUH7Bu3LHsfdzFrb/6OqrqaUGHsuO5S78zQEuQe/4X720thdqzzl0U66L7Ukfm8pSempEt7zfIz/bdNyxdT/ySkVrG87Wz6mUOJ7F0C/7DKboddQjd3csd8dwqBrCB4hiJdgpu0EbWyhotEwLH6Z+0z663ux6INW3pCTVLt5+sBu7ZpHv27EkrR5KZxMREevbsyfbt24Nn8fZ1jQ738uJ1O72uUS0udnmoWIs1Mep0667ZDOaqw71ciS3L0q11squcvdwR041bTDeqipqXV6XjVRv9d2C8QIew/wyXK60hHKujXFJWVhbbLZ3pmfcZ/Vu7XA4VRRHBfSF0C5IeH+nusdV/hu9YTeHC1KAl1l5Q4IrpNllrjXu5p6W7Yu++8tzIASKuupL85xeQfUnXKgvuC7mqF3/1teNk3s+nwg8/dM04soOHEmop0V0tOujWcdU10FNeH8bD0u0n0W0pxsOtHMrPXN5/BvSd6prPfA1a9PG9bWkLuHv2coDIOGjSRZv+fWv559TriS/pVm8FN1RBdK9Zs6Ym2iHUBdwt3eDZWdF/vIZIQMGSn+S9vx5DIh2b4GJxvDTS7vdcXpMDIiGWSE2PT9M7iarNVqX4NN29vHXr1qSlpRHrqDFdWFhIWloaPXv21DKnBgH3azw96o9ae3/WXJIjrhtBwuRJHrGAqsmEanOIbseAmu5iXtPu5fYiR43u0uXCHCh60reqJlJzuKUrYUaUiAiUaE28BsrF3Hb2LCcHDSH/lVcd7bmAe7nOurmaNc8YAXYLVov2+/npp5/oGXWItIKvyCt2/V5VVWXFihU1cQl1Dz1Tb+ncJEKVcH/e5GTMwXbqlN9iftXCQpd7eZG5bruXX2DwIvKqq1zWDKOxav/XCw2QON5Zpa3EeQsXUfSvd7R1SYke79BQwa+ie88HjgnF9V0rz4JdE5bu0lWDwBVfXhbXuiVYM0Zo7uI6sc1wuo2UdjEvLbrB5WJ+zDOcyQt3ga0Y66XghiqI7qFDh9K2bVueeeYZfvvtt5pok1Bb0UV3jA9Lt8P9RVW0h7Rq8NGZ9BVDIgSeMEecli8XpZoaEAk1SzeencTjrdpUqXOoW7pTU1MBPEQ34BTewSJh8iQi+l6FedNmjrVo5XQvj7nzQS8LlFrsJrr1+6TH9AXKvTzWt+h2WrotVbR0W12WbgAlwBnMzVu3Yd23j+JPPtUWXCiRGnhmr51Rgn3AHOyqdn+6d+9OWuwxMuNuYMepMBRHJ7xp06YcP348NPMJhBq6pVu1ObPbC9UjYfIkwnv3ovDV1zjR43LnMzVq0HUUf/11lRN+qW6J1OxFJS5Ld6i7l5sq717uMXgx/SksBw95ZwhXHZZPx2BxZfEadFZVj3NEXqEJLcUte7m+PvYBx2C9qcTrOKGA30T3urnw8yfadKcRcMlt2vTZrLL38WdMt876Z7yX6ZbushKVbXxW+9Tz9bgL5vhkV0WM0snUfInuFldon8fKsXQDrHQLHVFt9TY3RqVF97Fjx3j44Yf58MMPSU1NJT09nf/85z+YzTXrXiiEODaLa6RPdy+3FrsyF+qjcQ7RjdGH6PaVLVEIPHpM94VGS/2JM6Y7dEQ3lKrRHBZWaauBLrqNDjfs0qI7FGj09lIADBFWwuK09uZ/8K3XIINqMnm4l4O7pTu47uVKmO5OWtWSYQ5Lt0O8BzqZmj1fe/apZkeH8EKWbnfB7bAY2Po+6VydVvgNmaaL2Z5wMz0bFxHtsNz37ds3+GENtQXd0g3e5S+FKhPe1q0essFA9E3DOHPLHzg37oEqu5nbCwuddbrthSUuV99Qdy8vVTJMVdVytnaRMHkScY9OpPBf/+JU/wEegjv/+QXOfBsRV1xRZcHrMejcopXH+8BnTLcjO3j8g3/WrsdsdmYHj398itM6Hmz8krxOf/62u16bD4uCbndq0zlHyhaU7lZpf3n16Z6H4TEQ4ch5EpVYdqKyUoO1DJwDWZ+51sc1h0hHRQx3Q5il2PVechfdKb20z+wdZbdx3Vz430LXfJMu9TYpZaWfbo0bN2by5Mns3LmTrVu30qFDBx566CFSUlKYOHEiu3btqol2CqGOe7kw3dJtNbkyF27X3CZVRRsZDY/P8T6GWLqDj83qejGUlYyjJnBaukPDvVzHo7NitVa68+JeMgwgzpEIrLi42Lku4JQq4ZH/Ny3xTkQzrSNlK1bIe+FlL6u+WlwMpS3dgXIvL3BkLy/L0h1mdLSjqu7leiI1h+jWLd05NSy6HfdCt+SrjlI8zt/BiTLep+7lYhxY3VzrjaoNu2KkZ95npDXKd4puk8nk9K74/fffyxTemZmZ7NhRTieqrmO3ackCdcTF3G/Yz+e4zdg5c8sfnOIn+g+3VskdWrN0Ow5ZYHJzLw9t0e2e1AubrVIlD+Puuss1E6Fdb/7zC4ifPMl5nLB27aplaS5r0NlX9nI9O7hTiNvtzudqwuRJVU6S5288BjqqaunWn7+ttfJjhEW5vJLikssOwasJ93I9qZmlyGUoOXvAa1AW8DlYS/8ZnqGEcc1dZSjdDWG6lVsxukQ5uOqTm3JcHhbu6OfUY78B4prV22oQ1cpenpaWRvPmzWnUqBHPPfccb775Jv/85z+58sorefnll+nSpcuFDyLUDZzlwoyuH76lGIaWzpYYTnyPM0TE+EhQJJbu4OPe0QykpTsE3ct1dzklKgrVZCKid29nZtjKxnTrlu7IyEiMRiM2m42ioiLi4+PL271m0AfCgLzMeApeeQWAuB6a8LMVhPnMMuwzpjtQ7uVF2vOlLPdyp6W7itnLXSXDtPvkzGBe05Zux70Ij7pBm9c73Yf/q33q4qE0PkI83L9ryrWz6fnVI7D/K7ClERWl/b6KHeJGT6bmK4O+XlasR48eVb+u2o4px3NeLN1+IW/hIkwrV3oss58755yOvOrKKh3XXlAICQ5Ld34RGBwWv1oU0w3awGbpMlxlke94bgNgtlCyaTPxj08h9q4/ke8Q2Pbz52jw1+e0bapgac57wc066Rh0drd04yPzt7v1Wy0p8SgtGQp4uPRXVXTrz1/ddTssytWHiW5QdgheTSRS048Z2xTyj2nTx7Z6COvt27djMBhIKz1Yu2Y2mecSsDe9jZ5o1S08LN0/vAZHN2jvqU4jHNfX0JUzYN1cVw4gHFnUI+Ocx8Zg1AYgBsyGrS+62nxqL7TqVy+TJlcpXaTFYuHDDz/khhtuoHXr1nzzzTcsXryYkydPcvDgQVq3bs1tt93m77YKoYwuusNjIFyzqjg7Kv1nQOc/AGCwHCahZx5mS1vvY4ilO/joNbrDolyx3YEgxBKpecTIOV4wxhYtiH98Cj98/z2bFy/2uZ8uWHRKu5crihJ8F3O3TPTGrU8Rd+dg4nvkEdlUe3kW/hQHdrszuZqOZ/ZybdvAuZc7EqldyNJdxTrdZVq6a1p0O+5FpOkr4nvkaZ3ZdXPht03a+jYDKnwoXXTrXhUYHb9fm9kpuk1unUzd4q27mquq6lHHu3v37tW9ugpRnqt76d9TwCg+7zkvlu5qoz9Twzp2ACDmzju8trGfPFWlY6tFrkRq9vzi2uNe7kN0V4S8hYsofP0N53zcn8dj3rIF8Hxm6QMaVbE05y1cRL5bfH308OGuGG+Htdhnua1Sojvk8GciNfcwoIqUPa2JmG7dM7FBqlsliwgPC7fBYNCes4nDPZZnnktg+9k4DCfcvJrimkPhaW3abnEN0rvXJAeXBTssUisbBp5GG30/gxHa3+iylAMUntCW18OkyZUW3Y888gjJycmMHz+eDh06sGPHDrZs2cK4ceOIjY2lTZs2PP/88/z888810V4hVNHrBIbHuEb83DsqqdcBoKCi2sGsdnWuUmOaaxNH1/lO+iAEjmDEc0PoWbr1+LRJjzpfzLYTJ0iYPInIq65kT0SEl1D44osvnCPKOrroPnDggFM86KK7oKBUOY5A0n8GJeEDie1URELsWyT0zEN1GEJKTkYS3q0b5k2bPVwSPSzd+oCaw60xUHW6yxLd1bZ0667++uBIUhIQoJju/jMwWa8koWcezYfv0DoqKY7kehfKXu5G6VAG97JJvkQ3eArv1157zSm4A1lWzNkhLPV70gW3oRqlpKqMqZToFkt39XE8U5VwbTDIKTDDXA6XtpMnq3RotcAte3leEWqtqdNdedGtD17E3O1yL4+9+y6nG3nBy686l9vPnfd1iAqfI3bsaOeyqEHXOc9h2amJNF+iW1EUp/B2d+UOFfyavdxddOuGg4qWDPOXe7l+zIJTbpUszB5u26UHWMHxfD0bR89GBaT9NM2VsfzXTXD+kDZ98XWuQfodb2rLoht4uqkPmOk78Zp7mdlvHflGYptqn4bwepu9vNLu5Xv37uWll17i1ltvJbKMovKNGzeW0mL1DXdLd1gpSzfA3o8ArZqgYoCosC3OVWrDzihFJ+D4dug4PEANFnyiW7oDGc8NFRslDiC6VUA1mZxxSvYTJwC46uGHiXKzwKWlpZGZmUl2drbXcXTr4759+5xZyoNu6XYQee8L8EoPFLRLVAxgM0dgyzPS4OmnKPn+ew93erW42Ct7udN1sKZjuvVEajHl1+mmmpZuJdCWbv30xYkQ7zAYGCO0+Lfj2y9cp9v9GOVYut1jukuTlpbm/C4Ho463u6t7bm4unTt35vjx40EZAHBS2tJdkcFA3Z3SV2dy3VxHHOhsf7SuVpIw5TFUVaXgZc0tuviTT515I86MGUvJt99Rsmmzxz55C17wGeoCjnwbdjsJUx7D7pa9XLUCqmOgpta5l1fge+YYvIjs14+id97V9jOZnP8j68GDrk3dXPcrheMcEZenUbj0X17nKP78C6AMS7djuVpS4hmzHiKoJX5wL9fxZekuz1uvJt3Lc35xuY7rohiczyP35+wPP/yAqqqu52vjQtf2e5dD8+5wYqfLct1/Bhz/QUu4dmwb/P4/Tzf1iHgtJMfd0u12buexCx2eLHaL5pYeXvFB5bpCpYeQv/vuO+64444yBTdoL/3+/ftXq2FCLcOne7njgbRuLhz+DgCzoR+mY5GEGdzcyHS38kYd6u3oV8gQbEt3iJXncX8p206ccGaXTUtLo3Pnzmzfvp3XX3/dKRD00eTNmzdTUlKCxSFGu3bt6nzphYro5vt/OCf1EC1LQQNAcXaw3LPOemQvd9bpdlitatq9vMi7ZFjegheclni9TrfqsHRXtvSQ0y1dj+nWLd3uSZ9qkAjjbq0dKprb4fEftBWVsHRXxL282Iclzd3CrLuYB5q0tDS6d+/OgQMH+Pzzz4MruMHb0l0R93LdnbJ0YqCysgjXQ+xnzqA6PHziJ09yirhYh6u59eBBz4RfF6oXrZczLCwEx79XtSuoNr1kVohbuk2Vt3TrCct8uUknTJ5E1LXXOpfbz59HrUIst34O+6nTrnM4zpcweRJhqRcDlBl/ri93F7ihQs1ZuiuQDNbs9s73l4Fh36faZ9NunsnRfCQq00uXqqqqxXjrz9f+M1whGcYILd4aPC3Xra7WPlW7to17X123dPsKEXXfzhDuckUvruKAUC2n0qL72Wef5c033/Ra/uabbzJ//ny/NEqohfiydFuKXR2O5lpSHtUeydmvmmAlRZtXwXDaEbMXnxLoVgulCZal270ecai4mFMq6UpREWqeayRXH3i02+3OF1haWhpNmzZlz549vP3229gdHR49PjYzM5OzZ88CQRbd6+ZC5utei5Uwh7XIrRPnbvX3rtPtsHTXuHu5XjLMzb3c0SE/PXIU1mNaAhnVYvXokFdYfDsGenTLfcASqQGsm0tEjNZ+W4ERtf9sOL1HW1cF0a3nD3DP4FyWe7nuwq1/l5OTk4NWTqxjx47OaY8OYTDwsnRXQHT76uj6yhZcj7EePgyAkpBAgl5TGjA2a6Ytj4vzSPjlq86ze74NZzbtggJnyTDVqoDu8FIH3cud25p9i0d7To5rI5utWs8w22k30e3+LtTbXY6l22O7ECJk3Mv9FdOtn69lqSSE+vPILVGZe0UKu93ues6vm6t5heh1u086qma4i+gDX2qfmkuc5+Cis8SYjwTJ/53lmrZbXO+04rMVvcI6RaVF9yuvvEKnTp28lnfp0oWXX37ZL41y59ixY9x11100atSI6OhounXrFpzEKkL5lJVITc+WmNgKALtdGwEtjhqnubQqoOqxJJJILfjoD81AW7rd3WhDJJkaeL+UbQ4Xc4Djx487p91fYEkOK6k7RqPRS+AETXTrQqCrdyKjyIRTWkIvH50lT/fy0nW6A1UyzOVernfIzVu2YDtyBADTypXeNWsrEBPsLDVWKnt5jbuXO+6FpUjL+KqEq6h9pkLDdtr6gyvL2dmTyrqXuydN0/dp2LCh01tj586d1biwyrN7927ntEeHMBiUtnTvesf3duvmeuYhcRfeGUYR3KWwHj4CQMRll3ks10W3ajJpJa/cSJg8iejbbiP/+QUca32xp+BeMxt17RzUoiLXgKEdl6V73yc1eTnVp5Ql2F5UVMaG3jgziFNKdJd6ZtmqGNcNYC9LdDsTqZVh6Q5l0e1RG70G3MvtlrIzxdeEe3mL3tqnXqPbHbdEZZmZmRw4cADQ+iPOGO+PXvCu2310vaO9jj75urlwZK023Wey9+Cir5hufb/1cxzbJMKADJdWKBLRXSFOnDhBcnKy1/ImTZr4jGmsDufPn6dv376Eh4fz9ddfs3fvXhYsWECDBg38eh7BD5Rl6R44W/vhOzoxqtVRp1vdpgluGyiqYyROSoYFH1OwYrrDXO5NIWrpBpfozszM5NQpLUQiJSXFI0mJr/rbu3fvZvv27aSkpHDppZcCnqI7oFma9YGwDsMAsNqSseaGYTc0pSinOyiqTwuAh3u5s053oN3LPTsWThd4B6ZvVhH3yMMAXtawcrF5xnQrgRLdjnuhmhXH+VXNbTShhbZeqfgrumzRbfHpXm63250u3Pq+ZrPZmXRH9VVztYbIzMxk7969znl9cD1owru0pfunDyruNt5/hnbfVLuWnEgEtxPd0h12cRuP5YYmTbQReKvVZxyysZkjAZPVChERrt+0wYiydhbxPXJdPxWbAgVHa+YC/Ey1LN1l1Ju253g+s6oc103Zlm4cgr+smG5CWHTXWPZyd6+ksqzYNZlILbyMyh64+hctW7YEtGd/WloaPRsVsP1sHJndFni6pre/UZv+fZvrOZfSS1sWEeft1aPX9XY3nDkH92/X5ht10JKuJWhtYLv/jbS1gUqL7pYtW7Jp0yav5Zs2bSIlxb/uwfPnz6dly5a89dZb9O7dm4svvpghQ4bQtq2PclNCcPEQ3Xpsi9sLxBG/YbeFE98jj6iSlRQcbcvxN1tgTblZ2yb/OHUZ9xhUr3WVjEGtMUqCFNMNIZdMDXyLbv0F1qhRI0CzHrpnBz106JDXcTIzM0lJSeH48ePO9UVFRU6LXkCzNOsDYY7frN0czsmPmlHUch4mUx/yMxN9i+7iYje3TSvYrCgBdy/3TqSWMHmShzW74KXFlRPcuMV064nUkgIkuh33whih/b8NYaoWB6n/Bi69q+x9S1F29nJXTLfZbHaGPLjHTOu5B0ocHdK0tLSA1enWv//t27d3LuvUqZNXtt2AUtrS3XG41oH8Yjyc2V++2/i6uThLAag2b7Fez3B/79kclm5jmzbaOsd7TwkLw9C4sbbNCe8M5iUbNmgTBgOYza73aP8Z2Hs9QUJPV2c/tksBRtOv2oyjakqo4iW6TZXIkl+WpdvdvRytVveFKKtv4hHT7cO9XIkow708qpZkL/enpbsiIXKl3cv9MbCpH9OXpduBPsCq91lUVdWEd8M8ejYqwN76Gs8duoxytNHkGqRv7PBwjnCIe3f3dWdMt5t7ub6fI7SURo7ne3OHl4slyDltgkSls5fff//9TJo0CYvFwrWOhA3fffcdU6dOZcqUKRfYu3J8/vnnpKenc9ttt7Fu3TouuugiHnroIe6///4y9ykpKXF2HADyHDGYFovF2bEIRfS2hXIby8NQko8RsIdFYVPCCAdUiwmr43rCis6hAGHsI7pnHsXRN1J4EmAXJU2GE3b8MzAXYPvvbOz9ngrehZRDde+RHSh8fgF2u53YiY84lxe++BKFLywk9rHJQb//hqLzGAFbeBz2ALclLCwKxVKIxZRf5WzY/v4dWQo8XwyWY8exXnwxPXr0IDc3l7Nnz2IymbBYLE7REx8fT35+Po0bN+bMmTPOfZs1a0azZs2ccVWqqrJlyxZ++uknevToQbdu3QJ6/w2mPO03a1bBpqDGJaI6OlHWoiKvttiL3SzdgMWUj+pIYGZ1/A8qQkXvUcHCRShGI7ETH8Hu8AqwRUZisVgofPElVJuNuMmTKHzxJc2dz2gE3cvAYCD64QkVbpPdYam3O9pld2RJV/PyMJtMKEZjOXtXE7uVsChXOy155zFYilEAqxJWYdd93XNCURQsFgsKRsIAu7XEY0AnPz+fGLcs8Ha73SnETW73MVDvJKvVSo8ePWjQoIHT/dFkMtGtWzdsNhtWqzXgz0Vj0VkPi4St9QBo2BHjlr+h/vAqCmC7Zhb2q570eFYZNszDuD4De4P2GM4fwN7sMgxrZmKz2WrkvVYb+g3u7z2LHtPdqhU5C17weO8ZmjbFfvo05uPHUBy1vEF7P1p2/QhA5JDBhF1yCflu71Fr2/uwvPoyCT004Z2Qlo/VcBFh9mPYLKaAv8dKU949spcSfdaCggrfS6ubVdxaWOjcz5bjOWBkOX2asAscs6y+iXnfPue0rajYeQ67o49tMxp9t9fhAeXrPRJs3EW3zdG+qv6OjJZiDDie03YFxzAnFlMBhHlbnsPMhbjeoCqWkmJX7o0qYizJxwDYjFFlftcvc4RzuBtMS0pKCLv6KbrpbXbbVzFGa++OmKbYrtaeW8YPb3OcJ9p1nqu0UmCGVY9p/cbiHNc6fb8V47X9ktpit1gwRjXQ5i/qU6nfZqg/6yrarkqL7ieeeIKzZ8/y0EMPYXaMtEVFRTFt2jSmT59e2cOVyy+//MKSJUt47LHH+L//+z++//57Jk6cSEREBGPGjPG5z7PPPktGRobX8lWrVnl0NEKV1atXB7sJVaJD9i46A0ezz3Jo0zYGAVZTHl999RUAwwrPYAQK8ouw/JTA3tS2JBXuIh74cedernQ8iQ5k7SMr/6sgXUXFqOw9SlnxJarBQPYN15M87EYuemEh+/fvJ/uG6+mw6EUS9u/n2LAbyW7XFr4K7rVffvhnWgB7fznGLwWBbcsQq0o0sGndd+TGHKnWsfz1O0rYu5cObvOHt24lu62WATTHYVEoKiriq6++oqCggNjYWKeAySllcdizZw8NGzYkNjbWKZB++uknYmNjOX78uEeMeCBof2IHlwAl+SYgkh+y9pN46iRNgf27d5Nd6rvY7dw5Im2uLsO3X39ByqlTNAb2/fgjJyv53b3QPUo+dIiLVnzJ/v37Sc7XOhZrt26l0d9f5KIVX3Js2I3w8COuaeCiFY5kL3Y7Ox5+hOwbrq9QW1J/+52GwN6sLE599RWK1crljnWrPv4YWxn1wf1BtOkUQ9wU3qZvv6ZX7lkSgK3bd3Im68Jl0Ox2uzNB36lTp/jqq6+46NxP9ATOnMpmy8qVKIqCqqqsXr2a8PBwj311zp4963xm6wTqneTuIbJx40Yi3DIj+zt07UJc9ftBmgA2JQyjauXnPTs5Fd+DgYAC2BUjK/J7eDyvO5z4gM7Zy9iXfAeN83fTBDhZHEFO8h10Xp/B/gP72d/8jzXS3pDuN7Rr63zv2Y1GDMD+d96l2bp1Hu+9dgokAbu+/Y4zDkGZ/NXXXLTiS0xNGhN1+gwnf/udg8Nv8niP5na5hG77Yp2iW7XB+bxomiRA1r6fOHA+NPoTvu5Rx+zjxAO28HCMFgv7duzkpMPifyGaZmbSyjG954cfOB2nWTo7HjmiHTMyAmOJmX2bt3AirmwrKOBxj/S+SfJXX3PRWVfc7e+HDnHE8X3vev48UcCWH36gMMc7Zrx9fh6JwM5t2zineK0OKmnFxc4BNfdrgsr/jgacP0UisC3zR04fNDJMCceoWljz7UqKI5p4bZ9ecBb31JjffPU5NmN05S/CjT7HjtAM2LXvEL+dKv+77t4nWblyZZnedU3y9nEVUHD2OGsc/58rjx+lKbBr70F+O+l5nk7HT9IROLp/N7uLPdf1PbiVxsCOXws59tVXdMnOpR3wy0/b2ZtT+d9mqD7riiqYj6HSoltRFObPn8+MGTPYt28f0dHRtG/fvtwSYlVFd4n4y1/+AkCPHj3Ys2cPL7/8cpmie/r06Tz22GPO+by8PFq2bMmQIUNISEjwexv9hcViYfXq1QwePNijQ1RbMPx3I5yAVm070aL3UNgHYVi54YYbwFKMcYc2QGOw9iN/x3d0HnEpJSdPYjl4iK6XdAfHgGrbu5fQVs+EGGJU9R4VHjxE4QsL6dChA7GLX6KgZUsuWvIyF335Fagq4VddSY/FLxEYZ87yMf77ZciBzj2upNNlNwT03GGHkyDnHFf36YXaos//s/edYXKUV9anqjpOhwnKGpRAOaFpDUkgJIGNjUwwDtjYa6/X67DrKAH7eb22SFrbay9CAtYBG+eIbUwSwQYjRkKIMJpRzlkaZU3onKrq+/GGequ6uru6J0gY3efRo+lc3VX11j33nHtuVe/R1+dRRnFBFBhf4PVi+kLyu7z44os4cuQIAOC6667jst4333wTW7du5QzerFmzsGHDBrS3t2PkyJGYNWsWfv7znwMg6+mtt97a6+2sJuRXXgeOAS6VbPcl116DTCaD1JpXMWHUKDQtNO//03fdAw0SdNkNScvhXQuuQvS1jUi/+SYmX3QRZi90drw43kcLFyIxcSIaH1jO77r86DEkVz6LwO2LMRHgTBn72/Pe9yD7wl8BEAA+ceJEE3NTLHqefgYZAFNnzkQz/R4nv/Z1IJXCtZdeCteYMY6+WzWh7/g7X/8A4MrIdHjXuYE0cNmV8xydCxs2bMCpU6cQCoVwyy23QFEUSNuTwEFgcH0YCxcuxF/+8hf09PTgkksuMbWCJZNJPPbYYwAAj8dD1mwM/DVp586deO01Mqd59uzZvP/wbITr0XuAOCCHLwB6DmDyRaMxObaJPy7rKm4ItZvYa3l1K9QJd2P83G9A+fmVQBwYFnZh8D//EuqaiZioqxh/dd+uqW+bvGHhQsQaG5F65McAgGEtLQjcvhhNX/kyv+5F17yK9JatmDZ0KAL0GIzv3AXp9sVw/f1l5E+dxpDaMCYuXMjXhgmqCs/Fs6DPooAbpI2+roYoHCeNvxAT+vg3rzRK7aPOHz+KPAD3oEHQjh/H5DFjHK+jySMdYGLlqRdexH+zMw+sgArAe9F45Ldtw8RhwxBx8p4LFyI+YQIal6/guYkYjYMHYSp9n9P3/Tc0AHMWzId7+vSCt+r+y5PIbt+BiydPht/h9xmI0PN5nBKKjOw7VXseuQ79PyAFXDrnauij50Le5gcyOSyYewXpYbY+f4uZDX3PtfOBmkFVfx8AUH75PSAGzLxkDmZMLv1br1y5Eqdon/61117LDTatIXUMAfbejZBX4tcD5ZffLfo58rptwIk/YezIQRhl2d+uXZ8HAFx87a24eEQE8qsbgZancdGIOoyt4Ng419e6qDDZplRUDLpZBINBXHLJJdW+3FGMGDECU6dONd03ZcoUPP7440Vf4/V6bQsAbrf7nNxR1ni7bGdBUCdGxRuE4iPFDUnNwq3IQIpeGiQFyJPKmsvrRc5Lan6ypnDjGbeWBtwNA7/9FUS5fRRd9gAgy7yftO6O2yHT8UbZV1qQZ4yOrgOyjKF/+uMAbLXDyJKFw1XTAAz0cegmx4ML+V5/dl+dRzmLQZh+4iR/X9FoSlVVfgE7cYL0JI4cOZKvkZdccgkURUFrayt/nL3H5s2bz854JHrO6qk8AAWehgbkqRpIyuULfj/e06d4AS0Ht56HQtdaWdMq/r2d7KO6O26HlMsh/vD/AQCSP/gh79WOLnvA5FIeuvMOeGZdjDMv/BXykCFwTRiPxAPLIQvnYrGQqCw9t3o1Uj09CC9eBKWuDmoqBSWRgNvtJj2PmsZHqPVVqF1m0yc5n4JE943LGyh7LqRSKWzZQkaMXXrppbx/Gx6yL2UtB9ntRk1NDXp6epDPm/etJBlUVDabLdgnA3VNshq3ndXrYKYbACCFRwI9B6AcfAU49Krx+JBpUFbfS8azsZ7ua0nvtgJwPxM53QXZ7Qauucd4rB/i7ZA3+C6+GFwQ7fGgznIeuYcPRxoATp/m36X+//0HAODEk08BAKSMcXyy1+d++s9wTyXKId1zAWKvRRFuJiaXCjQo58jvYrePJKoWlevroB0/Dsnm/CsWMjU/BAA5lzOuSzT5d190IfLbtgHd3Y7fM3TbbUguX0FyE5eLGNexEH57ZkbmrqmxfW/F7+PbeC4dlwVy5oz59674PMqzdTpI1mnqS+OWtMJ1W1MN7yP2ebLe+zwrT97T5ast+15i660sy8W/a4CYVUuZqPEcuu0uf13h5/jryHtm42S9Y5GOgvaRwj10CnldkJgi8rWxwjhX1zrH522lb5xIJLBkyRLMmTMH48ePx4UXXmj615dx5ZVXYufOnab7du3ahTH9yDqcjyqDmSKIRmoAMZSgJmrw10PPUamk28XHTejZnGEC8Y/gYE4BtmhMEl68CJ7LL0Ourc08N1PTcOpDt5pmkIqGagNusDbQ7uWr7jGMhqxGatZxPGchmBGMPHw4APPIsLyQkIijmNj9Y6lZEItIJMLN1JjqZuzYsWfPLIqes1qCJn7hMCQK2Iq5lwMwphPk04Z7eTZb8Py+iuCnBFWT4FwcvuN28remcSAuU6MYKDKG/OmPBJQXG98ihE5Bt6S4+LkrMTO17m7T7O8+DwvoRipmNugpE9u2bUMul8OQIUPM12BupEYSTVaMTlkcksXjmPVQn40QP/es9+0x9/IQVQQcehWYKihSkqfJ+BtxbI4Y7/CxOEChOVf0W0SxCEUBslmc+rBZ4cPGhqlCUZIFMzQscMNuWQr34V8huZesSbqnDrH2MLJxWrg/2NIH36T/gn0fmY6ZrMi93MaFW9d1/lu56FqgnXHuXh5bbqiKYF0HxM8r615OryPZjP3jZykKjN360r1c/N/ODNYEuKXiz6s0HBipsbBOrygazI08GzMUD/xzbFqtio0M6yQeHQgMAygZx5n9d+ic7oqZ7s985jNoaWnBJz7xCYwYMcJUJe/rWLx4MebMmYNvf/vbuPXWW/Hmm2/ixz/+MX784x/322eejwpi1T1kXIrghGya0w1YQHcDkCfJlORyQ2I9e9ksOckz0X+IWd0MFMTuX8ZvR5evQPb1N8xPlGVA05Bdtw7ZdeuQWbcO2bWvcfaOJfriSKR+j4F2L5fpLFtAuGClze7A/RBWNYLpMYHRTD1Leo5c48Yhe/w4tNOnoWcykLxe5I4e5XOdRdAdDAbR3d1t6kkFiEvz0aNH0dzcjFOnTvHWl8GDB/NxYQPKeGcpO0TxjVRbWxR067mckYQJ+4m7l/cjSIr9UBgtQp2Lxf0mMs/yINIPqZ3phK7rjt3L2XfzL7we7unTELt/GaQQSTwSv/sD0itXmtzQ+5L11nsOm+9IVwa6mT/AmDFjzNdj5qZL38tuVjeAApCdzWYNB/QBDBFony3gD4AwUmwdZKB7xGzzNI7ECWDGbWTMlUYdyjWVz8Tl18NUJ0la+zFPOmeDFp8BAqTVjg5AlhH83GcR/+GPkH1tnelclouAbl3XoVH2tgB0ayqy9R9A9vjLqLkoBdQMBtCNXFcQnmAnmbJwDkevQLfoXk4N2fR0moNj17hxAADV4ciw6PIVSP7+D/y2FAxCjxtu2xW5l7ORYeeae7llLnqfjgwDjDXXbgY3A62STPPdnr6Z1U2v47ZgWAhVVU1rrN1oUx6sxVPLk8KA22cQa3bgno8Ms0isz+wi/4tSez8D3dWPsns7R8VX1ueffx7PPvssrrzyyv7YHlNccskleOKJJ/D1r38d9913H8aNG4cVK1bg4x//eL9/9vlwECJgEkH3mm8bz8mlTKBbz9GLoNvFQbeezZKTPIZ/DKYbBGjriQRi9y9DbMWDQD4PedAgaIIxCWPglHHjoO7fj+za1+CeHYHrwgtNgNsxcOiLGGimm0kzV90F1I0lf2/+HbDtT/bjePoqhIRQ/H0LCh0auTBp3d1k9mgmA/XkSST//Dhy8ThA58eKsi1mMGkF3eJc5JdeegkAufAxoF2y8twfwUaG5SXA5YLk93PQjYJRNkJyQmXLyKcgMUljP4Hu6PIVSDz6UwCA3NCAwKf/xXa/sVAGUYYrl4MejfJ52+XCGBmmFBTN7AB3XxbDpFiH+Y5MzEjGXOW9Ugrmc7NghTOaCDHZeTnQnclkzorpaDVMt9PiWUWRFpRIwRHk/yFTClnrg6vJ+mRXIGTXQ10lv/9ArafnUFjPIwBwTZyI+A9/ZGoLyax9Dd4r58B3LZmGI4Lu6PIVBODR46EAdC+4B5kdP4LsI+spAoMB7IGWooCUzRY+R6PPQDdjuplRlqJAGU1nMjsA3WxN886dy8eziYDb9BmqahRgfaVHhlmvI2c7Cke09THoVsyFTlNkBdDq8gIZDCjTbVU4lWa6hffKxgjoLjUPnI8Ms+TvtqCbXqPfoSqgikF3fX09GhoGruf2hhtuwA033DBgn3c+KggRMNVTWeOevwLbHyeLj5oh7ACbeepv4Iu15HIDtEqqZ7NAgFXK/jFANwC4RlNv0XweUBQOuH0LF8I9dYrBAtAxKsqoUcitb0PXeiI1HnDAralG0WMg53SLxxHQ/4AbxdUI1kKH55JLkGlZjfz27ZBqa6FnMog9+BCSv/8D9CWGiZIIZIqB7ubmZv43A0gMaJyVnm5audbzEpGWS1JxpptdsCXJULLk04CoVunjYPuj5hP/hOSvfwPJ67Xdb2JIPh9naNTTZyA7BN1Q6bpER6CFFy9C7IHlvDCmUvfsfimGJY+bbuqZqMHQOWC6i4JuXx35P90NoDjTbQW4mbOUKIug2zHT7bR4Vkmw65U7YCSTuRQw6gpgz/PG8w6uBmJH7ed1i1LSVOc7EnQDZJ+kW1qQe4soefI7dhScO5nXXkPs/mXQqWJDO3kKuqoi9tDDiN2/DMF/+zx/rm3bSyIB2UvOUylM2HI9SY9h7dwcL8SCfR+5nvTQVgS6BRaZvQ+Tlsu1tbzVRusqdBcvCNqio508acxEpyHV1ULv7jFAt7DWS5ZrHL+fMd3CWtLa2gpZlm2vdW1tbbwo3Z/Rp6Bb14XiqAN5uQiOJeruoPbyuqnrjkG3dd0vyXTLCiHQckmSk9cMNhcNrOEtx3RPMO4T5eXvQBVQxQ1qS5cuxV133eXYHv18/IPHvCUk4ejaR25vf5zcZgmfyHT76qFTebmppzuTMU7arLm6+naO1PNCgqaqUC64AACgDBmM8OJF5oTQ7cbw118zbjswf+qzYH3VYsGDJYkD1Vc9bwmRXQGA7OpXwM2C7YPY/cvQMWacLZhiF2V3JMJ78ZO//wNCd94BPWS47DthusVgAKnkha+/gwIDPSdBoj3mhizQXoYn+XyQWE93rp+ZbpoI1nzgFnKbFgT4uVOkUi8PpslmZwWVdIHpBgyWlCUEyd/+Dh1jL+wX9YmUIW6yWo4mHxQkAzCYkxJRDnS3euehrbWVM90i49HW1oZdu3aZXpbtx/78UlGNvFw8h0VfjKr2E1sHWT+3v95Iok9sAna/QP4OEHULNv7KHnCrObOs+R3K6LAIfuITxg3BkwEg+495L8R/+CMq19cQ/c7/8H1Y8+EP8ecXMN0AtHgcso+ev/WN5HnMO+ZtJy+vAARmbUA3Zbql2lrIlBzTe3rKrs/MHyN/pKPgMc+MmabPENnrYj3ddqBblmVb/5K2tjYOyPs7CkB3BUWOghCBdSXycsZ0F3teRduQBvHshz0DLURFTDdg7uvOpYzPsZOxi89loetk3QSABgF0M3m5lv+HItmcRsVH+bJly/DXv/4Vw4YNw4wZMxCJREz/zsc7MOYtATeGYICJs2EpS083NSyy6+kG0HogVtRUii3Ob4eILl+BzGpaMa6pgefKOVDpeCl5SOH8RuRyOHWrMMNV0wbOQI21CawWDM1cXkM2KfeX564QLUsBnV4EtLy9OVE/hPfKOeSPfL4gIQSMJMg75wrDREshEmQRMDthusVQaC/4We1dzQpMdy0F3YzpLpKcSH6/ufeege5s34NulggyRkcSpIzhxYuKyoYV1td9+rTjz9JVQ4EjgrYRu3bw3m7kcgXHSNVGhwzgaRqkPFkf8z0ENCtnBKapV0w3KZzJuobWtjYcPkx6x9mxytZTq2v4ucB0l5OXiyZd4cWLEPz3fzMVzzxzrqi8MMLWwTcfJrd99cZ1rHO3wZrOFECk4iksEFocit+pvYssEr/5LflDlrkngzV4IY0ei0yCHl68iPdzA4CeKcJ0+yjTXTuCqG80mo+o5y7TrWsaVwj1lbycM911dUTlQ4uGmjCfuVRkN24kr2eGlACUUYQs0Do7EV32gHFtkEhbkl3Yge5IJILm5mYOvN966y2sXLkSra2tvO2KRX/len3KdIsSckfyckGerdDcwIm8XDSbtcYr9xp/l+nptoJu24K/+FmiZFwkw9w2rUfic9n15PBrwMkt5DcZM1d4vd/4nd6Ba2PF8vL3v//9/bAZ5+NtHS1LwatgDDCJibnY082YbpdNTzcAWc3YmkqxRbi/5Ud9ESxpd8+OILe+DUilMPh3v8XJa96F/N69yG3YyJ8jDx4M7fRpuKZNRXbta+RCRhet2APLOePdX+OKABTKu3215j7F/mad2WeNmkMW6lFXGtvSz58df+QR44aNSRe7KGfb2w1mVVURXb4Cap0hGWVARtM0Dh6cgO5zgunOy5DD5LsUlZcLTLdYUJP6UV7OP5uZ9hRzyrUEZ7pPV8AwUq+J5DPPIPXnx00sqXvyZGTfeos8TzhGeiVhZgAvE4MEDboGqFEXMDgHV4KyA5IMKOUv0UVBt+IG3AFE4s8Bly9G6zbiJJtOp03rqdfrxYEDB/jLzgXQXbYYJcjKg//2eWTofG/WvuSdM6fyDbCug/56YOcz5O/wBaQv8ehbJJFkoWbJ+lVMWg68Y116AXItzL75JgCgdum90Lq6i7aGhBcvQmzZA3xcFXtc6xZ67NMZ6LpuMgzU43FDXl4zGN6rroR+8mny4LksLxdZYAa6K1CQmgAkZ7p76P9dkBQFcl0dtK4uaJ2dUIYMKZtH6DHCPCqjLuDtcK5Ro4xtk2WTc3lRI2WPoGIUguV0IqAeOXLkgOV6vIDr90NPpfoIdEtkrQWcy8vZ5dIJ0y16J4nrTMtSYO13jc8tQ45Y5eW2TLf4WV6BvX71f+jjLvvPYc+FTor53iDwGvVyuPgTQEAgmiSJSMxjR8naWD+25Hb/o0XFoPvuu+/uj+04H2/XYIDJW0vcGGd/ntxmBjS5lFmuR5Nbye0yFmaB6Y7UnQHG3GwC3uIi/LZQU1BZrNrRQUC3rkM7dYpLePOHDyH90ksI3XkHMmvWIHv6NPJbt0EZNQrqYcPJ2NM8mxjNWFzN+yXmLQG6DwLtPwUSpwYecC+4j4CMw68BgycD49/T78A7unwF0i/8DUBxky4Oute+Bu/8+ci88gpckyYhdv8yqHd9kzMJDKiI0lwn8vKzynRberoBB/JygelO/fU5SBe8nzwuzDPv8wKRCPgdBGNp1CqYbugoME3LvvWWcW4qSsE5WZXU3ALwtKQCJUy2QfWMhZI94IjlBkqAboBIzHMJRC5sQNYVxKZNm5BKpUzr6UbKbrE4W/LySphusbc/9fQzyFsk8lXHvCVAx1vArmfImDCmvqkZbEgn9/6VqLZSnUDTpwvXqfNMNwCj+CzV1kLv6YF74iSiGIK9J0OUzYcGgHyeF7d0gekGQMCqsBZo8QTkocZ+qvnALcj+gBRLdDWHc7VjVLcB3VpvmW7KaKv7DyC6fAXkhgYOussVCbWeHl48zW0w1oTsFlpkogRAbs8ecrtEEbSUe3kkEjGB7qNHj6K1tRWjR4/G4cOHsX79+v7L9VgBt7aWg26r0sdxiCZqrPjgVF7OikFOerqtxcCrvwms/m9y+5IvAm99v+JxYUCRgr/4WbVjyd/tPyc+OwBR/9iFu4bkb7pG+rrjx4EdT5LHLl9c+Hw/Bd3vwNabqpoouru78eijj+LrX/86OqkzYltbGzo6CvtBzsc/cIiAicllLv0SuR0nxkNWebnBdLsFCVJWMGKImWRIP/nJT95egBuCLJYawwCAevIkrxy7ZzUZc4VDBOz4rrsOQ559xvQ+6unT8Fw5p3fJfSUx+Wb6h24vm+yP0FQD3LMFPdVpeAVo/cMEswTENWUKACLrs+sPzW3eDADwXnsNaj5C5srKtWEE77wDmlDlZ1VkBlgURSnZo3ZuMd0VyMt9Pj6nO/vKi0iveoU8TkFSf8yzrpjpZgZCDkflAOBtL4HbPmLrUj70pb9BqqkBVBWQJGTXvgbPlXN6d07OWwJMv41sc0CFZzB1aJapUamDfm7AAegGgHS3iTkSDY3s3MvPRlTa0x1evAi+9y00AW4pFCo4hyuOUQQYQteMWee5lNGfOPXDwJCp5O/x7yXrlDivO5swv987MLEEAGgagl/9CvfCcE0iDsZ2ngzsXFPGjQUA+N77Xr4PNQvoLlibEgbTjZpB8L3nPYCbFvQ7nRfeBjr495BlSCECmirqMc7YuJfT39o9axYxp6P3J371m7I+B2rHUbI59fUICc9J07GZ0DTiXJ4pM6MbRiuQXQ++tX1w5MiRaGtrw5NPPtm/gFvYHpmp1DSt+nGXdmMdS8nLxZFb/HkO11qWD626C7hXMfLumf9kvGeZcNzTzT6r5wC5ve1PQOSz9HOKSNglydzX/foKADow/npg6FTjeUy+zhzMxYLkQPkHneWoODPatGkTJk6ciO9+97u4//770U0ra3/5y1/w9a9/va+373ycyyECJjbDtO1RcruOupmLRmq7nzcx3YY0NVNgxMAWXSYle7sAbjG0uAC6T5yEdooYJoW/8iV+4ZPC5Ht7LrvUqOgzQHbg4MABbgBo/wX9QzJkk/0dC+4xwD1biJl78Lwlxtzbvg6qRpCDNNmhFW9rQsjYBP/110MZMRwAoB4/gcCXv2R6OyvTXYrlBs4R0M3ndBtMNypgur3zrkT6BWoulc3125g7vUKmWxlcRU83n0EuAFd6jIQXL4IcDCL0lS/TJ+uAosB72WWO379ojLkaAO0qYTmQShmRvmK6ASDdbWK0NU3jye/b2b1cPXrMfEcuZ1s8qyh2PUv+lxSDkcqnjAR51j8bZmqJk4UFwvNMNwBSfPZf924AgDx4MBShTzi8eBHCkSjQstS0brinkAQ9OOMMBn9pGlEysDWGRsHalIhB9lC2smYw5JoauKbOAACoRw/Daei6jtQzKw0mt59DLCZKdESfnq6A6RbOU2tPt2/e1VxtBwCpp58uuy7n6XOVxkaE77zDWAupbwf7HGNGd/FrHAfklrWEqRbZ9bGxsRFHjx41XtfPuR4H3cJUi6ol5nag26m8nJFUlRipzbmT/iGQIgzIlzFRAyp0LxeNbSUFmHarse3Fgvd1R8nYVwC4wsJyM/l64iS5zVpvBtI/6CxHxfLy22+/HZ/61Kfwve99DyHBvXfhwoX42Mc+1qcbdz7O8RABUY5eLN54kPRrDJ0KdO8jyUrXXvKYJ2hmum16upmboVgN1XUdbW1tbzvgrScF0H3gAK9iyxQUAIBMzyE9FoNG+6nkIYOhnTjJk/sBAdwtS4EdfyF/T7sVGDptwPqqefgZ0+1gxEkvg0mfjzGTH13nskXx91ZGjoR64AAknxfKcAa6jxeAAnZBYwCmHOg+6/JyTeUXfJO83AnTTXu6fZdF4D80Bqmnn0Fm7VpkXn21XwpElTPdpHijVtLTTRMQSeihtsrjsxtZr7VEnt8XbP6OJwAQwM1zHJWuGw5mdAPOQHfbvk6sP3oasixD0zRMnz6dSzzZ630+H9Lp9DnBdDud052n4xahKICqQk+noVHVCoCiDvdFo2UpcHgt+Xv+PUQm+db3geRp0tcdP0YKxAEymgpxOlP6fE+3beR2EhWCe9KkwgdpAu7xvJevG51fXYxQUxTe7ieABfch5Hsv0i+/bHpZAXua6yb3Q4ZER116mi8Bdvwd6snjcOVyfMpCyW3dvBmd//bvcEciGPrMU5V/2QqDfw+vlxQzUZl7uS64l6snCYgR3ctDn/+c0SPvII9QO4jRq3JBIylWUXNR0a9Dz2T455Zkur2F1xGxTXD79u3IZrMYNGgQdF3nwLu/cz0OukNh7p+jp9MA/f0rCga63cJrK3Uvr2RON8vHAIMUGTbTeM8yUZF7uWhsq6tA+8/Kfw7L4bsPGsTJqCvNz7FK5ZNnBtY/6ByIirOGt956C5///OcL7m9sbMTx48dtXnE+/uFDzZETEwCu+jo5gbpoMrT9CWMEzhW3l+3pRjZWMEJizJgxtqMmzvXQBaY7u3UbADpyKWBUJZkzshaLQY/SnsFszuhto6Zd/Rps0Ru7gNz21ZnlTAPkJG6Slw9A6JkMtBMnjNt2M2AFllUZRhPtbBb5M+ZEOpvNQtO0tw/TLQADLS9DYvJyfzEjtYzxuGCSWPPhD9Mn6Lbu730RlYNuynRXNDKMMd32lfbo8hVI0xGAnubm3kuYAXJe7SWeAokdAaRP0n2g0e12wHTrul4WdLcFF6L1qMZN0wBg0qRJvIXnBD0HAnRdOhd6up0Uo6LLV0CnIGPQb3/DFULR/70fQGmHe9tg6+BgKof01wOXLyJ/55KkBxEgyaXIdFujL5nuUs7FLUshr76v+vcegMjv3AnAkJabgl5jfNkXEJ58ANj/Cvyh9Qg3R5H2vAeYtwThxYvgHj/e9DIr6Jby9LrpreWFMPdkug/VHHJbtzraVpWOy9IGKI/l65rPx0E3Mhki4XbyehEMx2JEis/dy2vJNJQK8ggmL1dPnuLKg8b9e0094Hoq7Wg9NloHjesIm8MdiUQ44Ovo6MDRo0f52jVo0KB+zfXY9kg+X1HTUBbihISCx5avQOJ3vyI3nMrLOegOGM9zOqe7ZSnw2v3G7ZmfIGvVxt8Y71kmGOiuoaqKorkHzwfnk9sjLwG2/J78XYpRZ0z3CaqoCg4HPDZO5/OWAKOvop913zsKcANVgG6v14uo1dgCwK5duzDEbhTS+fjHj5xQQWNg7RS90O1+1njM3yDION18TjcyWV5Ba0uNRWtrq2lhbmxsNI2aeLuEJvR0swu/PGSIyfGTMYx6NAotRs4rrbMT7qZZAADPFZf3Prkvu6G0TYBVTRnj3M991QVhlZf3c+SPdBhJCYr00wmyasnj4SqF7DGSmIl925lMxjHoPutzulk/tw5AheFeLsgCdaESbu7ppklGLoXUc8Is+iLjgHob1cvLnYNuti5JrkJGjMlf/XResJ5I9F7CzB37CROg5yTk4mTGsAwb2WKREI+fYqBbk2Q0N/QgEomYFBbMO4O9BwPdZ4PpFosHbPtKBfcOoEDbNXYM5CFkvyce+XF1+4StgyGiaDGNDJNkg5XyVAi6e9PTzeSYVuDNjh/p3JZj5mi/vXuiDegGjGvMGw8Cv1wAv2sNoq1hZPIGQ1aup1tSKej2NRj3ucm5I8m643FZ7HlaPF76iVXEyJXPIvHQw6b7WCFTT6cQ//FPhPudsd0mkzK3G7H7lyG3gxQ54j9+FNm1r0GhzuPui2eWXauYFD3X1mZSLIUXL+IESfyRR4gHDwB4y8vLxX0l9mqz3O7MmTNobm7m61I4HO7XXI//Zl5vWdDNJiRYfzO+9kh07a1GXl7JnG52rjf9q3Hf+PeQ82b7n433LBNMjcfWeVumW2Sdp3yA3Fc3Fph4E/k7WsK3ixFnzPuiblzx5170HvK/rg6cf9A5EhWD7ptuugn33Xcfl39JkoRDhw7ha1/7Gj74wQ/2+Qaej7dB5AWw4vLRfhCaDEjCIeav56YVpKebLsyCvFxTs2hubsbkyZONtxcSxJKSmHMsRHl5fjcZ1yNKywFDXq7FYkj+mci7lXFj4b2SJB3uqdP6hlUrFayvmikSRIfK/uyrtgYD+9n4gMxXVY+Y+/3KMd0AuMQ8T+V8LpeLA+x0Ol0x033W5OWsn1tTABTKywGY+vHMPd3USG1DK5K/JxVwub6+345TUYbpJPjIsM5Ox6xRSaab9nYH/omY1mgJkjzZGUI5Dl7oIr2nel4C/GHzcxwYqYnHTzHQ3RxbiUjNYdNz2PU7EokgTPf92QTdmqaZXITLyss1DcHPf57I/F0uKCNGQK4noMv/oQ9Wt0/YOihO26DHOnTN6O/2hoAgVb0kThS8DQfdLBHuDdNtpzgSEmNt7jeqf+9+CpEhzFN5uWsykZfbzrUXEm4dMmLtYdPoLMbe8ucIEmxdVSFJNP+oEa6tzABPBjSmICsTWhfZ73osZio49kXosozEA8vNayM9z/TuHhNr7NhMTVSk0DVKO0Y8DvI7dsBz5RwEP0OAmmvsWNv1WdxXjOn333QjH4nI9hXrgdYzWcMBvNR6bAO6xWB5XCAQQFNTE19zcrlc/+Z6XF0ggO4iv7epsPq/9yO7YQOiDyznKoDAjdeTJ5pAtwVMi0oVZrAo9nTvEkipYsGuFZNuNO5LnibnzUXvNd6zRORyOX6tYOu8bcFf9GnyUw+G1Blg7Dzyd6kRlkxefpwy3fUXFn8ua+GR5IHzDzpHouKe7mXLluFDH/oQhg4dilQqhXnz5uH48eO44oor8K1vfas/tvF8nOvBmG42OqFlqSE3Z30hnhCguE2MktHTbRipNadXAZGf4BQ1HQOMxeFt19MtyMtZUq8MHmR6DjNS06IxSB6SKHhmzIBMF0Y9EUf4vnvIk/u74MAYZma+NNAhfm6qCwgO7dePUw9VB7pzW7YgS026FEWB2+1GNpt9ezLdKimKSbWFoFtPp4Vew0KmO799E4Kf/y/EH3kEWiyG0KKvArAfB9SbqJTplutp8UbToHV3mwycin4G2w82SQWTKOe2byfPTRiAoOrvyApZf/kkec+cDDlQa36OA6abJVKyLNu75QtGagDgpr2tdqzy2ZSXW0F2uWJU+I7bkXn9dcQfeQTKBY2QXC4oDQ3IA/DNn4eaW26pfmP4Olhvvw+cMt3hC4DTO3rf0y32Qa66G4BuJMbVOi/3Z1CGUM9koNJeXffEicVHVgkJtwQNoaYo8kkDCOk9NiPD2GOJhOFcHhSUlnRusiTrfPZ0ueCMuK5DTyYhBcuzh07j2MLrMXHiRDJq8vBh+G+6Ecm/ED8HedhQhBcvQvz7PyBjrByCblFeDlVF6Etf5GsvZBlD/vgYEn8ko560aNTe50CYd8+M1IKf+2zBvmIAO3Drh5E/cIDcV8pIjbmX24wMI5tAtsHlciGTyfCCm1gM7I/g1xKvl4+d09PpomPlxNGEsRUPAhBGSm7+A3mSnbz80FpyXItzrxnTvX8VGUsICO6ZJYJdK9p/btzH1DOj5wB7XyhrpMak5Yqi8BYj26KGSLAw5WHyjGHYNmpO8Q9h8vKeg+T/+iJMd8tSYA81R5x4AzCyeeD9g85iVAy6a2tr8eKLL+LVV1/Fpk2bEI/HEYlE8K53vas/tu98vB2CMd0uv1GFn3c38ObDRpVfksnCypIEa083q5JR93LRafGszjKuMnRNM1XrWciWFgw2MkyPxeB9z3XIvNICKRTmF3wG3AfETE1keM5GyIox7z3V2e+gO3/kiOm2nYmNFfDJlOnOnT4FBINQFAU+nw/RaPTtxXSzGd30dORMt8tlMqViYWK6qeTWPXkCfIsWIf7II0A+Dz2drt7AqkTwfnKHoFtyuyHV1UHv7oZ25owj0A1eDCwu1+XnpNA20tvQs3FIoEx3sMH8oAMjtZL93EAB6LYz8GN/s16/XC434Ioi63mgaRo0TSs5di9/8BAAwDV6NABAbiDrltbZy/YUE9NtOeYkmRz/zEitJOgeRUF3FzkfemO8N28J8Mo91HFP6VVyGl32AJ+5XPDY8hWAplXWC28JEagAZM2M/+zn9pMNWL5AzgLkai5FuPlNJKOv8qdwppsZX4mgO56A7KPHakC4tsr0fJDA27bKhShD12MxoA9BNwAEvvJlyABiDyxH8rE/8vtdo8cAIGtrRaDbwiKbFASahujyFXBPIYpBjRYurPvcuq8AIPXc84j/4IemfSUabFbS040iBTy2vmQyGVOu59RA0RrMA8gOrLe1tfF+cpNjfDl5OY3w4kX2hnS27uX0e+uaIdNmShUmt94pmPSx8YROQjSYTdLJHKJkvUSw39jv9zv3k6lhTHen8TmlwD2Tl7Owk5ez833KB4Htj5O10mqu9g8OvKu+Clx11VX4whe+gP/3//7fecD9Tg/GdGt5Y6EBSC8Ii0wP8Aq5P9QUhdx6v6Wn2+xeLi7E5RaHUv0/zJRtoENPpUz9wiwUi7ycM92xKB8ZJodD3GyNSVkHJLi8vG7gPtMaA9jXrR46ZLrtjOkmyXaOJva5XI5XjkXQfebMmZLH3Vk3UmPycpoT8ZFhsHcwt2O63WMbyXFKwQQ7fis2sCoXGYGdcBiV9nVzprsYeAX4OamnUs5l6+UiTdY7LSdBCllBt3Omu1LQbTcTOyAYPA60xNzue5RLwNWDhFFRKGiRG8jvV9F8dmtoKrlWAYTplmWzzN8TIuCPMd2ZKJCzrBsi0w0A0I21tdqwugmXkGOWM4DKvP566V7VPnDlDy9eBN97rwMAaCdOlAbc8+8BQK6VWl0zoq1h1ITX8+/IerplWjwT12ktEYdCQbdkIy+XZN0wKC0TTF4O9E9fNwAEPvkJ4wb9ndm6ZlUVlQvdAmjjD/8f/zu46KuI3b8M6b+9SJ5r48PEIrx4EQKf+6zxPhbADcAEUPl1wePESK1wHdF1nTPbmUzG5KpdLeiWZdk2D7Sa8lYDuqPLV9gb0pUaGTZ4kgG2AeCKO4Du/cbzmKt3Je7lYpsKB91Msl6a6Wbrudfr5blH2cKqKC8XpfHFwhs237aTlzP5+syPk9vsfQfaP+gshiOm+6GHHsLnPvc5+Hw+PPTQQyWf+5WvfKVPNux8vI2CMd2yy5C9tSwFjgkLYN04IJ9FqCmKcHMUmstjPzIsnwI01bQQl2MD2YILmGVJ4oiKgQ7OhjHTNLpoFzLddGRYVBgZFgoZ86PjfceqlQ1RVnm2wl9PLk4D4GCeP2xlus3Jjs7GiUAA3SNHkNd2dQGjRyGTySBB97UoLz969ChGjhxZ9LPPGXk5zXEkYW6p5PNBTySKM92szzWfhiRJkEIh6D090GIxw+G9D8MkCSwTjMWTBzUAewBVmNVdksVjTLdSnOmWawwnVj2Z5JMHehVpAvD0vExAt3i6V9DT3RdMt8fjgdvtRi6XQyaTKf6e/RBsG7xeL1RV5cZq3hL7PE+LZq6xfQi600L/MFP8uP1GjyZLLH21pC9TzRK2u2608ToGun11JEnNxsl6VmMpqjgNPsPWTfrKh88ykvk5/1n4fEEyLAInUTLsnTPH9Bzxsb5SVXlmNyP9wt9QdLIBS8CvuIOw+AAkl4ZYexhKYyMCmgpdVbk8XBk6FNrp0yYgl9+125CX1wiKFkXo6a5UXg5Aj/UP6I49KOTPFPTkqQTfCrpLrVc6G3EpRM1HbiUMuseD8J13QHK5+D4ux/bXfOAWJJiZm82+sgPdztzLC0GlCPZ0XUeP0LNfbWsLy/vEPFDM/9jjlYJuwzSNqCzcTU3GeXM5fVIx93Irg8tCdhNn8MNr7Y3UVt1DVH9WxlfMiY7Sgr6V6W5ZSs+re0wvZXmGoii8AOGY6c4lDZBfCtx7LddDO3k52649f6PvLVzw/sEZbhaOrqrLly/Hxz/+cfh8Pixfvrzo8yRJOg+634nBmO5wo3HizFtCTv6We8ntERHouoRwcxTR1jBC//kNSHv3AYB5ZBgAZOMVycvFBVfXdUQiEbS3txcsuAMZDCxLwSAkjwcaHTElW6SuEpWXa7EYN3yRwmFIIbKI9lfF3TYYG3O25OWAMDasf5huUVqpHiY93VJNDfRkEsk/P47shg1GkpPN8sTIaqSWo4lCTU0NOmmSn06nuRfBmDFjSh5354y8PC8BLpcxsgZCwiSCbpqESoGA4NBK586HQlB7ehwzSpWGOFqnbFDA4ZowAYAxNqxoPyloAuuA6YbXSx7P50lRrS9Ad4ae364awG95v35guu16upO0DcblcsHr9SKXyyGbzSIQCCAej6O9vR2XXnqps+9TZTCGy+VycY8EO9Yrv28/Ui+8gOCn/8VGXs5Ady/WDlZ4dAcM4ObyA+gmf7PEkrHd0SPETM0OdLtrCFuUjdO+bvPoK0fBAPcVtwPrqHy4bixxFl51F2RVBdBkeolVMlwKVMfuX4bY8hWkJ7gPATcApP9O52vLMp9sYHp/loALa72kkOMysX80AgvugS6wz/LQIcA2M5DLtrbCy+TlJqabnA+SrDs3UhNAtxZ3uJYVA0iAAYCuImZ3iYceRuLnvzA2cfBgaKdPQ923D9HlK0ygu9R6BcDcy08BoffquUg+9kfIdXWQJAnhxYugRaNI/PgnhX3xlhC3y25fmQAqB67l3cuRz0PP50nbEg0rw9ot/O7VMt2AOQ9cv349dF0vyP9sZ6MXGxlG90HgM/+KxKM/BQC4x18E37XXIHb/Mni+dDF8gL28nDHY85aYQTcrnB1ZR27bjQwT+8DF4+rQGuPv7v3k+BJBt+g8bgkRdDtmur1h0sqiq0DPIeNzSj2ffweXoPSxCQbeswNIKp0j4Qh079+/3/bv83E+AJh7usVYcA+w6xnCeO94ArKuIdoaRqw9jJDbzUdO6NkMWaxkF5GoZ2IV93RHIhGoqor169dj/fr1AHDWADcAaNS5XArUQK5v4KBbsTLdVF6OXA7aaQLY5FAIcoAx3QMEutWcsYD/I8vLmclPLgeNsqCuiROQ27ARqaefNs8kFY7BAtBN2ZNwOIy6ujocPXoUmzZt4rK5CRT0FQtRXq7rummM3IAEY7rzMuRw2PT5dvJyY/5rnTFGicrrjFnzznonK41K5nRbAYd2+kx5Fk9YX6RS8nJJghQIEFY/nkCfDGui55zuroHktSQ0fdLTTRUMJeTlLPnauXMnvF4v4vE4MpkMNmzYgEQiMSDHpvg9XC4Xstms7brf/Y1vILN6DfRUypCXjzH3dKu9YbrtfC3cwnVNLA5z0G3p62agu+MNsp71HDSzVEXYKNtgbHDjpQboTvcYyXjenhkML16EzNrXioJqxqJClknBSexV7YOILl+B7OuvAwCCX/h3SD5fcYNFQWIryeS41GghiK07kt8POUhVYcK6nGldD/8FFDz4hYK24F6udzvs6RYAvmOmuxhAsgCgEc89j8TKZ+G/+SaknnqafIZwbY/dvwxKIxkZmPzTn5F66umSRRBxbZbr6qB1dUGl88VlQbUUXvRVAropQ223hkaXr+A95u6ZM+C77rrCfSUUYpmsveR6LBpyZrOOQbemaVBVlV8fK41IJMLJF0mSCvI/7g8iMt02Xi50YxC68w54mps56NYSSdSzPvcUHZdpJy9nDPYrFgBsZb/t5OXic05uBeZ+Hdj5NHByi/EcT4g83kALefv+Dux4oui8awa6RcPNsky3JJH1K3nKAN1Oe7prx5Bzo1i4qWrMOl7xHRC9b945H+eDMd1uf+FjH1tJzGd0DbrsQaw9DEgSJEUx3C8zWXKCs5M2G6uop5vFKDqTEkBRU42BCiYvlwNBKMMMQzA2S5aFFAhwCbraQWVm4RCkIO0fHSjQLfYcemuLPq3fgyW7/SQvZ2NA4lTmJ4XD/Df2vfvdpiSHJ3eSxJMOBro1mvQoioLx48mFTxx55NS9HHBQce6PyBpMtygtB2Aru2MskFxXJzDd5HFWOOo3prtC9/Lw4kXwzCEGNbEHHzIBbtt+VwHcxX74o5LvzSTm4jjAXgVNOiRPqJBF6EumOxsD1Lwt082O2y1btvDevx07dqC9vR2BQACzZs1y+GWqDyvTbd1GgKh+MusIkEv86te8kFnAdHf1Rl5u02Ij7gdRQlnMTI0lkvteMvrDmdswl4o7BBVsjNnpHcZ9GQoi5y2BdvVdti8DAO+V1GnYAqpZESrzxhuG4aHYq9rLYO/vnj4NACAHAqXn2gsSWwnkONBTFHTTXmSptlYYQ0XWAz2dRm7LFsNITWS6BffyfmW6y4x0YwBI0jQEbl/MR4Gy7QcA94zp8My5gs/JLge4AXM/N5s8oR4n4+tE0C06sNvJ7Nm+8t3wPvL8QNB2X7FWDpORGr3G2Y2BE53NrQ7m1utdj2UkXCm2u5x/z+9+9zvjc3Udr9PCD3t8K83FTCPDijDd4TtuNyniAEAXxkV6L6EKE1t5eYYcB6/cbTw29xsG2B5Px40dW2//RectAS79MrD1MeBHTeR1IaFdTc0C8+8FOveQ2yUAN2D85hUx3YAhMY+R3NQx013MuZwFA++5dx7TXTHo/uAHP4jvfve7Bfd/73vfw4c//OE+2ajz8TaLYkw3ALQ9SgxgFA8kjfR0gyZVpp5uwEhoMrGKerpZbN68mf+taVrRxXkggsnLtXgMylADdDODJ3ahkmSZM4UqnbEph0L8Yqn1oVNyyaCgW/eEoBcdoDEAwZjufpKXA+SC6f8AGSmkx2LI79kLAPBedaXpeSLYi9EZq1I4DMnvh0pBjqIoOPrS3ws+w6l7OXCWJOYUGGh5CXKdpchiIy/noLu21jjPc0xebrRI9EdUOqcbAGrYtUjTzD2KVOkgJv6iKVopphvoBwfzPAVo/hDg6wd5uVhAy0QLerqZ0gIAZs2ahTgtQO3fvx9NTU0I9rGDc7Fg2+N2u23ZeADo+o//x2W1TKUi1dVBDocRXb4CqWefI4/1NdPtKsF0A0DcMqubge5JNwFd++j7dtqCMcdhB7rLhHWkVNd/fp2DLM+Vc5Bd+xpcE0jB0DVpoj0griYoQ6iMGQvAOGeKzrUXmW6QbdbpyDDmui3XhgWQlAFW3QP1L4uAbBaynxY7GUBoWQq0PkL+luFoZJieSgECOKyop5sBpFV3Afd5bPfx0Rveh8BXvmx7bHpmz8aQP/3RMLBzojrI0H3rdkPyk0KgdoKC7ro6/jRJUQwlkp3EnO4r39VXk9fSYr91X0k0Z0u/+KKQr3mLmu9JimK06mTMoNYK9qIWk7dSoLucYVrcQlJs2rQJbW1t/HGJvrfk9ULyOzNSM4NugZkt5V7efYAcB6OEnEJ0MmdFN7XEtX/C9exTiX+EuA6pGWDOHQDL1WR3yTWlqp5uQFCP0HOsJOgW1sZSM7oBs7zcxnD4HzkqBt2rV6/GwoULC+6//vrrsXr16j7ZqPPxNotiTLeYZCzJQG26HeHmKEKzaGWTuV+qxDClGNPtBJS0tbWZWh9mzpxZsira38HAsnbiJO89hMsFqba24ELFzNRYX6kUCvM53chmC1xK+yVosql2ptD5uc/3/+cVC1//Mt0svFddRf7QdcN922qkJjKsFKzFVjwIZcQIaBQ0d+/fjz0eNxTLhWP37t0lP1+WZS7bPStmanxkmGRK0gCYk1saXOZpw3Qbs+bPvrycRa59g3GD9igCsGVxYoLrL5s1XiykAE1w+8LgUNcBja5z3jAka093XxipuTyGlC/dXQBoxbV19uzZ/JiUJGlAGG4WVnm5ddsAQKXzgVnRFiAmamw95RMfOrtMqpOKwo7pFq9rYmIZLMZ002Nj2q3AyEvI33+9vXrADVhAd0/x59GILl+B+EMPm+5L/vo3JsAduvMOKEPJd1CGDy/ORFcYjCFkrKAkuOLbTjYQmW56PrBxmzpra6mt5bOfkckAsgLXrkcQauqB7KHrp3+QkXMwplvSHbW9aF3d5tuVFhDZMaLlCEAqxjh2FRaTJQpeK1EdMLZf8nj4es3k5VblEptMoUcLjxu2r5h3jMiMi/vK00RY3UzLamTfIiZe2ba2km07xczUrOem9XYp0B2JRNDc3IzW1lasWbMGx44dM02oaW5u5qMPAQOkM3+fyTt30W3zIbdtG/l8G7d4kb3PC6DbNE2mlHu5liPn+i2/IrfddMoHU0Yw6NVwUdHvivWPGn+rWSDWYX785SXgYFjLlZxoUFVPN2CQICxKGamJBUm7cWFiMKZbV0lr4zsoKgbd8XjclsVxu90FFavz8Q4JO6bbpqqvTfsCoq1hhC8+A7QsNRlxmBzMM5XJy9miO8RrgNPJkyfzxbmtrY1uzz29+542UWw8C2PCpLo6ZN94AwAgDx5UIHcFiMRZDDkcMsvCBsLBnDLdWkZCtrWI5GkgYoBGhqVWPkv+kGWe7Fgr3iLoFsGanstBo8AgqiiYns1i1DjzRWbr1q0lCz6SJJ1dMzXe0y2Z5IgAChgAPZ83xtnV1wk93ZTpZuxvfzHdKeac7kxeHl2+Aolf/YoXUwKf/5wJTIj7smPUGMT/7/vGi8v0EnKvhb6Ql+dSkFjSVBOG5K3hU6EA9A3TDZjM1KzSbfa/JEnYuHEjT4B1XceGDRscf5Xehvg92DaKybeu61BPEs8L0URKT6WN9fQ/7uSPV92WUw3TXUxe7q4BLno33VC1JBgrG6e2G3+XYbpZEaLmE/8EgBbKxNB0fv1hhTItGi3ORFcZTO0llzMczAvrrkZziXweejZrjAsL15oNHuctQbJnNsLNwprz1g+NnOPyReQ+2VnbiygtJ9te4fGzj6qdJJkApCIAyI7pzm7cSIohlxM7bHfTrLLFD7GvmoNuznRb1vNweSUSK3JINfagihU8PJdditymTWS7aeGmGCtfDHSXA3vlzNQikQhmz56N7du345lnnkFraytGjBjBPXx8QhsS+6wRI0YgEokYxQqvF5Kb5J+ZdetM728lRdRDxZhulvf6SG7ZstQolHprybmetfnN5y0Bpt9K/rZzLwfIe+34i/ClP2ucJwrNm1+nptaym4zdE1scLMF+h4p6ugHzRACgAnl5GabbbRRG3mkS84pB94wZM/DYY48V3P+HP/wBU6dO7ZONOh9vs2CLgcgIMAMYMcnI5xBrDyO2bTigqaa+H2QyPKHRMlHTnNhyoETTNDQ3N8PvMiqmmUyGV0W1/a9U1kdXSdjIVQFwqaMyfBj8N99EtvPESdvKMDdTY7dDIUgul8E4DsSsbgpy9YwE7cwZ6GfLVbufe7oBOqv2ZeKsW3Prh+G5hIyUy7y61vQ8DsLpfmBJqXr4MAfddaqKOV/6EobTXm8WkUikbHJxVmd1Cz3dBaDbIi8XGWw5HLZhuvtXXo4KmG7RNM01aRIAwHv5ZQUsXuCf6JxQTTOYU1mGVGZGMWO6TclXtSEkG1JNHSSvj7jJs+gLIzXABLqtLLIIultbW3HBBcRxtqGhAe3t7QVyzf4KsafbdqzZjh3Qjh+H5POZ1Aj5nTv5eir7/dyRuGqJeSVMNwfdReTl7hrgCCm4lgNjJSPVZf6MfLqogRoALhn2X/9eAPZjm9j1J3+YqLC07h5+v+1IvSqCsYLMn6RoiGZSqsE66smkobCprTUZPOq6jp5VGuJbhPduucfIOYQ53Vo0Wlb5YAXdWiXy8palRm/u5PcX9niL72th1AEg+/obZH+99z0AiEdBOdUBV795PLwYqdrIywEizQdQ0sGcFRnkIvuK/fbuGTOMMahlZPD9BboBQqqwkGUZN954I/fwsV5PJUnCjTfeaNoWyeuFdy5Ru+XWtyF2733wnjyFxEMPF+Ro+SMC6I4XYbqZod6mX5sfe5OqqKxrudj7bQ1GWInS9MZLjL+pMz9GzyX/140F5t9d8rirnum2gO5SRmomeXkZptvlMb7HO8zBvOJBnEuWLMEHPvAB7N27F9dccw0A4O9//zt+//vf409/+lOfb+D5eBtEzobptnFmZUAuvrcRoQX3EHklHXdBxoaRKlomEYd4aJYDJWwO9+P79wMJYliTXf8LYOHXEIk9C2zuhayvTBQbz5JZtQoA6dequ/cepJ5ZWdhfSoP1xLJgPVhSMEjcQvtpZqgpKMOjZWVA16F1dpp60SsNXdeR27IFrtGjC0BdyejvkWGsp/HSS5F9801IgSC8V12F7FutyLa2mkal2Bl4hRcvQuyB5Rx0j5wxA62trSYPAlmWuVS3ra2NF4Ws4XK5kMlkzpK8XHAvL2KkxsCuThNyiRaD+HmuZgFNFWbNnwPycgo4wosXIX/gIPLbtyO3dZtxztFEI/qAMPqSJXkO5lIzqWyfGBxS53ItJxEG3eshoNtDAUJ/MN01hIGwysvZMRoIBHDkyBEEAgGMGTMG7e3t2LBhAy655BK7d+6zEHu62d9i8p1+ma6nV16J8H/cidj3f0D2m9ttLmA2NEDt6CCge8yYyjfElukWjdTCxpioxsvIfSLT3bLUcPrd+idgP2VAp38UGDzZ3unaLsRRVKd3kvuCw4E4kRDj5W8C133P9qUMNCeffJJ+J7o2KQqgqsiuW8fBHDu3++Pc5Ux3oIwvgCgvz8WNsXzJlDE1oTZsAnHq4cPQTp1CyhtCcDpN2kUlAUvoZZD2tVQKkiA7toZV9q07NVJjAKlhPDG1ykQLHaqFWep2zvreeVcjvHgRko8TZlPr7CpYr6xhuHAb8nLWk25dz5m8vFT7jyaMOLUL9hnZN98yenCpDL4o8K4QdAcCASQSCUezutmEGvZ+bW1tHHRbSRpd1/njppFh9Du5xl+E1M9/gekAEoAJcOupFLQTxvmtiQonEXRb97lKjdTaqES8VhgpCBhsNfN8EENTgXHXGOaLAHB8o/E65szPRhoyiTrbBq0wn6i+p9sqLy/FdNdy0+SyTDdAAHym5zzTXS5uvPFGPPnkk9izZw++8IUv4I477sCRI0fw0ksv4f3vf38/bOL5OOeDyWzs3MvFYCYWLtZvJQljwwx5eSplPgmdym9FViaz+XHgXqV3fXQOwypXZaAOIDOgYz96hANusb+UhSQw3VIgwM2cGEOgDQjT3U0+K0OWBO3U6V69XW7jRpx670J0LVpc2Qv7W15OQZl7CqmUy6GgUcWfNs2U5NiBbtZ7x4zU1I0bIcsytm/fzi9mHo+HA+7W1lZ+vzXOrrzcuXu5yUQNMIOQfEYYGXb23ctZjyIAuKdOAQDeu8dYvOjyFUj+6tf8NX5muuagD1gK9KHBoeggHwhAcrvNTHdf9HQDjphur9drkmam02nMmjULgUCg+v7oCsLOvfzQoUO8RSOzmsyo9V0zH9HlK7D7isux65oFQC5nWk97Pavb1r3cIi9nrNaOJ8l9zEiNATCNns/tPwUm3kS/YNLe6bpYsM9oWWr0cw+dbiTcWnk2MPmXJ8jmT5hAZOM0yXZPn0b8KQQJrRM2uNLQ41Uw3dk4B8daMmnu6RYUODnamxvitSDJrCTgPd0AJL1sUaFqppsp+mroKFDBWR4L7isAQBzcC2P4fO8mLQhs5B1TaZRUHXB5ua9gXSwooobKg267/nvTe9DPyG3axK8XNbfdVpKNZ5L0cu7lLEL0OlKO6W5ra8OOHYbHwZQpU0z+PUwl2UDXgkGDBvHHebHCZ8zpVo/RXngAcLlMRYQ8nSjDjeLSGUMFaO3pnrcEuIyqcJKnyfk77SPkttiWAhjMd6yjcC2QFWD/y+ZxWieIpB/B4UbLSsdb5P96oS983hJbwqtqprtAXl6qp7sGuP5hYOH/Fb7O9vnMwfydNTasqpFh73vf+7B27VokEgmcPn0aL7/8MubNm9fX23Y+3i5hx3TbBF+shARR8rBqaJYvTKyfuxJQks1mTZL0rOTnrun9CbhZhBcvMvqDFcVI+Lds5XKlxv17bWVjYs+bJPw9kLO6tS5ycdGztApKZ4ZXG3naB5V5483KkjlRXt4Pyb5hHGNU9tnF13XRhaYkxwr2OEvePJsbqeVffwPjW1aTNgZ6EfN4PBxwl5oVf1bl5WJPt7UH0CovF8eFARbQneLtEU5H81Qa1RipAYCbtjsx0A0II3Leex2/z/8emsRYAJxdyFxe3hegm87ozlHQ7fFY5OV9z3RbjdTY/wGabHvpb8zW4GAwiCZqotSfYedermkaT5bZyKLclq1oe/NN7FowH7U2pnhW4FJxlJvT7Q0ZgKr1h+S+5Ckyj5cVeBnLeumXgWkfIn+zxLIIGCsIEaC3/5Tcl4kZYPviT5b9KqxP13PZZQgvXoSa224jm7JlK7+fFxlzubIuzpUGK0wVY095iH2tmRikGvJ766mkae0RmW69uxuhpih8gynzb5V1s+IEAMjlC4Lsc/h0AqdMNxvpxsztxH57GwDExtm5LjSYQPa95Hp67NqYrVlDzxpju6ygu8BIjcrLNctoLtP7cXm5/b5io/pcEydywB/60hdKyuD5eu2A6ZZlmRuglQLd7LrK2mAAYPz48dy/Z+XKlXwtGTFiBACgrq6OP75r5gy+bUb7nshe53HqQ7fy76PS9gvX2LH8KdHvUoWJnZHa3K8bfyseYDxpGShgiFlBtWYwOWb/9FFyfoteSD5hPzLQ7as3RuOxfvFSZmw0qprTDVQmLweAS78AXPrF8u8LGH3d5+Xl5+NtEaL8zBotS2kF9p6B+UzGdB9eW/ASU+Ro/6DgPit5PMRKKJvhTHeajsMIBoPo6enhY20koTpsjYQlCc7I9IRm1e9+Bt5W99HMm6QKmV23ziRXspOjm4C2YKpmzOru/0VJO34QMgSm+2TvQDc34erpgXr0GFyNI8u8ggZjutUsKeZ4iksCe7V9tLIvBwLcPKvASI3KMiW/z9QrrKfT0KhTvv+ySxH7zncxHsCxiRPQ0dGBaDRaFnADKOrSPCAh9nQXcy+nyZLW0w1AAN2KiwALLQ/k07w9oj+M1PRcznD1dzinGyAGh2z71QMHocXjJKHUNHiunAMtahSyWLFA8vnKmkhxeXlfgG5BbSAHAoDH2+893cWM1NjrRaZ7IMPOSG3QoEEYNWoUWltbMXH8hZhw6BA2dnRg14L5xrlFzy+2njKm207G6yicMN0AuZ5oKtByLynuvnK3oaha823ynDl3AEeJq7KJzXF6LbJKVjveIElw6gzpFb35p4WvEa797ilTkF33OjE/BFD3v99F8g9/IMVMlwsNP/w+jkeMthe9uxvwl1GrOQw9m+XgTC7CnvKwMt10BJaeTPIeaLm+no/20zMZKId/i5rmKHKZkXB7j5L+evH3EhyRJVkva6bGQLcyahTy27dX1tMNGGC7hMmdns/zvmr3tKnI791Lto+Bbq7SKH/scpm0Degu6Onm7uUl5OXUo4J5VhQEm7QyeDDyu4jKQB4ypKQMvpKebr/fb2ugWLCdtA0mlUrhyJEjAMjawa6z7D7AKCCKj/esfY1sm89nuOGL4XYju24dstRcLUvNJF0XXYj8gQOAphkjJu1A95s/MP5Ws8C2P9ONKcJ0e8PAiNlkHve2PxPDRbaOtAnnNyvq+BvM8+gBM9NdJHo9pxsghQKlDyHjO3RWtyOmu6GhAafpXMz6+no0NDQU/Xc+BihE+ZkYrFLWL6ZhRT6TyVzKyCH1fGHvpGlWN2O6MyQBE2fElqvKWQ1/OOi+7KvO5Hy9CAbIFOpgrYwdizxl17zvurag58nqEisCbRPrHaQM4gDIy/VOMo5C40x37+TlYnU7v317iSdawhMEJHrs9qOZGuuTlwR5OXPJ5s8RmW6hV1jyeDjTXXPVVXxfzp07l79WluWSgBs4h5jusvJyw8yIhzCrm48MczCap9IQE7aKmG5ZRvz7P+DMVY4dg7KM7NrXoKcMEMRlsKFQWRMpPpaqL4zUONMtE6bb64GeFy7J/ch0lwPduVxuQI/LYiPDIpEIZk+bhl1z5+LZu75pBtw0xPW0EuBiG06YbhZiUZvNydU0wVi0xmBzmBqs0hABuuw2WK32n5W99jPGlDGosRUPGuqhfB4x0bUfpeXHlYY4caMipjufglxD159k0vQdOIhLpYF0EtHWMFSFGlgyUzs+kklQSUnl1yb2Oa5RhEGtuICYtmG6LaH39PDf3z1lirF5FqZbT6eh2YyxMr1XptC9nEVV7uVcXm6/r2puIkZkKgW1kt/PiynFZPCS11y8ZcHAnlsgX3w+nyPQzc59Md9ja0ckEsENN9zA72egm61jkUgEE1e9QrfNi/SLL5neW/V4gFwO/g/cAoAU8jIvEU8G9Uwnz9cCt32UfrAFdLcsBVbfZ+QvV9wO7CaGuoVMN+3pzmeAOuo9IU440PXCqQgAAd1W9rkCprtXPd2l+rmriXeovNxR2WL58uW832LFihX9uT3nw2lYq+DzltiO6eq3z+w+CMy4DTj8GnByM7l/8s2lX8+ZbuGwE0E36+nO08VNqJDn8/mSiaUVdGclmuw0/Qup1jk1sKkwRAY0s3Yt1P37IXk8UMaMgXrwIJfPW8Nk/iMCbaG/Wx5AphuxU4Ab0HI0YTvVN0w3QACP713XOnuhJJGFPnmKsE61F5R/TRWhiUkGvWgXHxnmNyUVktvNjdQUwcGV9ZTJslxg7mIXZ5XpptVlLSdBrq0zPVRWXg6QRCMbo0w3M1LrB6ZbTNgqAN1WRUlu6zZkXl3Lz9Xctm18ljdPRsuMCwMM1q5PJgpQtYGWlyAFagrl5f3Q0y0mtrquF7ze6/VCkiToum5q1ykXzLvA7ngvZSbIws69nN03c8gQrKemm5Ik2X4G299MFupEomsbtky3AGrE3kwR9LI5uVcI4MNdIxSnqkwsX/ov82ckaTF0ygeBVXdBVlUATZDXfAtYfa95RKcAWNl1yj1zBnKbNsNz5RwkfvZz00f1Jejm54fPyz1KiobFwVkO0ZwgmRK+Qx30HAGaeiaDVOYKJNq3YeglWYKvGegGDNCy+r8BMAdz50w3AGhO5eUAAWNM6puNE6WBDenBncu9XiijRxkP0HUt/uhPeYua1tkFubGE6oD3dNsw3UXl5aXcy6npXRn3cvUoaUOThwwpvm3sNew6krUH3X6/n5/jIuh2YqQm5nsieBSvpSLTDdD2Rvrc+M9+bvRps+9Dc57czl18lj2LXFsbpFAIeixmtPuJoFvMvd/8Ppk2cPEnCSF1aA1wymhxAmCs7WoWOLCa/C1OOLh8saEgFcNfb8N0lzct6xP38lL93NXEeXl58di4cSM+9KEPwev1Yty4cZgzZ07pi/z5GJiYt4RU0BmTq+X63TQM85aQcSVr/tvoNasfD3TtcdDTzZhuQV5OjdQ2HD4Ct7cGEQBpum7W1NTwBLC9vR1XXHFF0fdmi7AEHTokZGW6Ldl4SVfHXofAgJ78298AAOqxY3BPnAj14EHAVT6RNwFtE9NNTZv6yaDKlChnugE3oFwwAdh1BJslwEcl0tWEFXSXDbF1wV9PQDdjuvuhXcJIMoKGFN7CLhSdD+3xcCM1dgGz9nCz2wDOyZ5uPZuAhDJGakxezkG3yHSzsWEpSGHSOqDFYmXbQCreTnYceb1lx3lZI7x4EZJ/+APUIx3o+SZJxNm5evySy4zPoOdXWXAAUV7el0y3BCkQHNCeboAcd9bXS5IEr9eLdDpdEeiWZdn2eBfPCyffw+128/OB3de+ZQs3nhKdiG23ozdMt6YZjGWxOd2M6WZJdng0ED0ETPsouS0mkC6/wHRXcby0LAVe/Q75u24s0PRpo3g87hqgYTyU1ffiRiiQoRZc+xlgzaxeg9QTT5DWmEwGuU2b4Z44EcqIEUj9+XHj+d3Fe36tUa7Ikj95Eo1w4FwOFMwqlgMkPzAx3XV1RlEgk+EGa5IrDeQABCwgUJII46irZFa3w55uFwXdeizufC2zzmLOxs39uOwzaD83MhnTeErJ6+VFESkQgJ5IkOeWaMniPhd28vIC93Jyu7S8nJnelXYvZwVqefBg2+eZghdvzft3586d9GEvFEWBqqom0H38+PGyb23HdAPma2kB6BbWs/j/fR81H7mV3/bd8n6ceu55BI4cQX4r8TwI3XkHYsse4O0YyogRyMdixtovgm5xRO6m3xDQne4Bhs8ioFv0GAAMeXkmSnIdgExDmHA9OceZ4sblI21czJzR32CWfIdGljcwRi96usXP6mum+7y8vHg8/PDD/CBfsGABOquVbp2Pvo8glVdpuQEzDcNYwTRP8QA06S6bJNow3YwJljQVrR0q2oILkVbJYenz+fhFr5wZFzs+6+pJ0sXl5TSxLebq2NsQ3ZL1JAFteizGZ2YGPvaxsu8hjgyThL/lvuwftftcmiivb22FpJELiWt6M3ZfPRfbhg0r6rrtJMyge0eJZ7KNEVoXxLFh/dQuoQnOugxUF2e6LUY1Hg80WkxRFMXWNI3NiBddVa1xduXlrJ9YLpQjFpGXm5hudqEXmG7kckAf9wIbo3EqM1FjUfdt2l9LmVI20o8xNoDgVOwEdPOJAv3R0z2woDufz9u+vpq+brvj3YmZoN33EBUgbW1t2HD6NGTKiA0bNqz0OdUb0J3pAZclF5vT7QmZWa0R1GRu3AJye+13yW2XjzBpDHTbsValgn3G+IXk9rCLyTVsOP28HU/wWbgyVOg2137u4O718GKTMmgQfawTPjrylUUlY8PYtcO6H3ixkU0qKedcDhQy3TWUievp4WZwJnl5JmOMEgMFQCLTzYI5mMu6Y3m5QuXlUFXnxnJWSXkmRorIFvm/TvdH+Godys5H+P2pp5/mChz2+eXc9/Wsvbxc8vsL1ko+XSJawkiNAsliRRLreypDyoPuYj3dLJLJJAfGPp+Pg+1k0r5AxY6tXC5nKgjagW5FUQr8K8TtCN1xO5KP/dF43anTCAj94GDSd6Edg5EfvN1PBN3MUA8wrbe8IDPxfeYvw5nuDBm1BRCSgbVHvE5HWgaGEWDNwtrT7aCfG+hFT7fbbxQd+0tefp7pLoyxY8fioYcewnXXXQdd17Fu3TrU19fbPvfqq6/u0w18J0R02QPQAGB84QnEDLqK9hqysSWiNKW/gfeabxl/q1mgkxiClKu4caZbEUE3YbpnBINw1Wpo3X8zQloPIAEnTpzgC8OkSZNKvjcD3Q0NDejq6jLk5dl4iVf1bejCxYL1PpU1kYGF6RbHh3En1f75DiwRbm1thT70PWhOP4utoy/GrnoNk7dsQeRzn6v6vcWEJb93L/R0urQRlti60DCB/L3hl8DOJx2rNyo5jwy31hA0ZtBjZbpLgW7FYLqZdNYKLNjtYhe3c8JITXcVzq+1JEt6MXk5QHq6g0HCLOk6tFgMSh+ZMQHg3gDVgu7spk3GDV1Hx6gxfMIAkxrqNCF3wnTLNX0pLxd7umsgyTI0TSgu9YORmizLnF0qB7orYboB83qyfv166LruCHADhpRcZLp7enpw7NgxTFdVbKGJYigU4uZq4meyMByguyvadgAGu+QOAC6Pcb+V6RZZrac+Q+5Pnia3E6eANx82wHa1TDf7jO4D5Pbwi8n/Y64GjrcThdvm3wMgZQLJ5trPgGToC1+A+yIiQeVKgDOdBexvJfJycV/n83mMHj0aHR0dWL9+PZqbmzE1GsUZVMd0Sz46jpEVxmQZUjhsanth2ypp9Dsw0C0qpmQ3gDRhuqOxkoopLi8fOZKvZXos5sxYLm0Bs5moUUQG+JxurbsLoaYoQpOiSHveC7RtAQAkf/8HXhTJUEkzZ8WLBJdseyygu7aQYS8nL9d1nRf2ixqpWdn0wQ7k5cyozLKOjBs3Dnv37kUikYCf/r5dXV04Svd3Op0uULOIBTxrK6F4/WR/K4rC1zRe1GaMu8eD8O2LoXV2IvHzX5BNfOIJRCdORJiaxCGXI61J9FgI/vu/If7DHwGAPdMtBltvMz1G/lmspxswjn/W2jJvCRkTuPl3RMGheIEe4qKOQ68B0wyGnvdzl1EDVt3TDRCgH+so71xeaXCm+53V0+2Iyvrf//1f/PSnP8WCBQsgSRJuueUWzJ8/v+DfggUL+nt7/zFDlpF4YDlGPPe86W4mOUIxxrFlKXBgFfn7ouuczwDtTbQsBQ68Ytye9S/khATKystL9nRnsohMHoXm6FOISeTCsX//fnjo43YLhFhpZwvxIFrJjyqD0Rq6YUCraJpNhdZJpV+UlNvKy/uJ6QZI8jTd40Fbw014dMT3sSGmYeKqVzChZU2v3tdU3VZV5PbsKf8iVuXt3E1uVwC4ATg+j0xJRjDAR4YVMt1spqflomrp6S4FLBgDaBdnjenWdUiUeZMCdQUSSquxnCbMyuXhMphuSZaNY7WP+7ormdFtDe63cMftqPkonZeqaeQ4EH5zpnpw1ArCR4YVnuulGFix3YCHZU432RhhbewHplt8bi6Xs329dWxYJcHOAybNdQK4AXumW1VVNDc3Y8LxE/zcTSaT/JyyK2ZxU78yADK67IHCMUc06dXybkSXPWCwlVammyW2q+4xWCfWaz3rn8n/LKFkr80lUdEIRMacHd9Abg+joJvJlrUccLCF/Cm5oV59t+nar2ezRmFRIEjkQdTd/cyZgralUiOl7ILthw0bNuDpp5/mgDsSifD2naqYbj9Zj1Q6I1muqyNrjGDMpfX0AJIOSbWAblExJTDd7vizJRVTvIWmocFghp06mBcw3VHTyDeZkhTujt8j3BxFMnUFfP/1PG+ZgNvN1XJOx4YZCiCzvJw51YtRzr1cT6W4SVhZeTmN3jDd7LwNhUJI0UL30aNHcdFFBEAGAoGSiplSoFsEl9aitp5Jm7ar9r57jdxaURDetQuKMBqMvEgnj339P+EaPx4AkHrqafrBRUA3Y67T3UT1ABSf0y2+jzgmdRz1wAkMBcKCr82up82u5vUXOVIDVtzTLSo1mMScFQ5alpLHaVRy3Us+9RSOX3o50i+vEgqS7yym2xHofv/734/jx48jGo1C13Xs3LkTXV1dBf/Oy86ri/DiRQjcvhiNK59F4qGHAZgNuqzu1wCME+0C2uecS5pne/YH8OYnt5DgTbrJkOJtfazky4053YU93aDu5ZH4c3zhEWc32rGBXB69fj0fGcYc9DNKELKunTWmm4VUgulmiZ8oKWdOo9HlK5B5jYyt6O853YFN7QAATXJBliVMWL0G2pkzxv6qIqwANrfNoYP5vCVEtQGQnrwKVBtOzyM9aSTAUjBYIKe2focCpttb2NNdTZw10C04KUuBQsWSVW5f1EgN4LJZbqbWxw7m1kTJaZj2++2LIQ8SetMsyQZ3sncwDoWrT2wKYeUkt9Z2DZ1KD7WcBMlfg7179yLqF2SyfWWk5qXrC/08MRkVGWYW1TLdAEzfnfVfOwk70O1yuRCJRJA5Y+QVTHparJgl04kPZddMWS6cL0yZbvV0giTjDMDtfIY87vITlZaY5HLQTfsyGWtjZbp1jajCKgk1D5wk/aWc6Wb7suNN4qUCQNFz0CKfNV372TkLSeJMJwB+HmhdnQUgW68QdANmpYFYZCnXI2wKa0+3l4DRfAcp5jMgKnpN6D1RyD56Hkuy4bIs5kAUzAemxuGXW4oWcLVUirOgcl0dn1XteFZ3xobpZtsy/17Sd9/+QfhTzyHaGkau5r3kuKO9wsjlhDnzrD2ijBFgEXm5tZ8bACTW051M2l7T+bkiSYWqJ/YeVqa7D0B3XZ1R8JVlGZMnTwYAeDweNDU1obW1FY8++mhBi4oVdIvXT/a3y+Xi11ervJxtV+zBh0yqp+jEiXBT3yDPFVeg5uOkNVCqqYGkKHBfTM5BLZshr2PncxGmW4+fhtZD1gU1bjn37dZ2LW/kq8y5PHYUqBVM92Z9iipNacHmxEZH5snFmO6ibZti8YqZqXkCtgC/kute8g+PQe3oQOeXvgwtTffbO0xe7gh033777UgkEggGg1i1ahXGjRuH2tpa23/no7oIfOXL6LjhfUg8sBwdo8aUBtyAIT9jF2N24LKLTl+ahrGql6YCkc8apg4AsPFXpOoOoOzhxPq8TD3dZvfytuBCXgHWNI0nfnagmyVe69evh6ZpkCQJHfRCDV1DU/y5AQPdej7PL4RiyEUuYuRBkvglfvMb465QyDBVofIsrR/dy7VoFAfY/tB1aJqO3VfPJX/3oojGASxL8J2ODWtZShJUgJjgVFg8cnIecVmlLJMeOM7spswXoWKg223u6a42zpq8XJRzBW1At9csC7QF3UJPNyAwjH1s+mdNlByHYHAYXb6Cjg8jBTCTczAEp2InTHdN8Z7uivua0yQ51/MSjicT+Pvf/47Xp37QeLyvmG6W4FEQIjqY91VPN2B8V3ZOjBw5siQLwkJ0Ud+2bVtBL2aazokHivd7ss9hx6Eej/N5unYqAz5m7OW7kP4O6ZtOPk7WYWnoaGO9GDsf2EJk3PBa+rnnLSlkutl12Aq6AWdjw0SG6cxOAkg9QaBunFllNmiSiYGXeg6brv2MKZVqayEJa5StvJz+3tW4l69fv57/LRZZuFGlg/YqK9MtsXbXo2bQDVFe3tMD2U9znJrBZpaP/Q6UQQtOSyDZHSkKSnTWiuBykdF9IQq6e8N0sxj/HvIdoELXFcTaw8ht286vS40H9xPDLloAYkx1uWsv7+m2GKnZgW6xZc1OiWRIywNFjeOsZqKKE3k5VzHag25G4rFpH3vp3PJcLscn12iaVmDYV6m83A50i0XZ0Fe/AvecKxDetQvqoYMAANfoUfDNI95FrHAkU5WTd/Zsc6GoAHSTfZD87c+g7twMAOj+z7vNY1iLtQ4x81gGuo9vMApvAHDZV4iJIvOe2PZnR2pA0UhNzFmKgm6xeBUn/kQ4s9sW4Du97um6jtwW8l30nh4kn6Mj28R8xMYLgYW85luYdOz3Jb/n2yEc9XQ//PDD+NrXvoZAIIBrrrkGx44dw9ChNsYV56NXcfrKOWhc+Syponk8xQE3YEjcnvwX8r8o0ejrnm5W9VpwHzBogvmxHU8Yi84Vi0q+DauySiLT7WFjJbJo23EYrWFj7NisWbOwYcMGAMXZQCY32rFjB3Rdx+bNm+kby8hLXrgHCnQXSQZLMd3WsUYAkH7lFaSeeBKhO++AZ8YMpFc+Cz0eI3JHWbY9Jsr2/ZeIN596CicuIv3yDdoJXHjZDWDp6dBTp6FUeZ4z0O2eOgW5TZudmamxhHbcNcD+l4ERs6sa9XZs4fVofPY5XsW2/mYalz4GIUkSl5dD00hhiCULxaTNHo9JXl5tDDjTzfodL/4kAEDPC0Ba6AkTmX9d1zkjJtm5l+cY080kjOeGvJydC2JylW1rR+bll6EMGQr10GHjM9g2O2C6+UidbBZ6NssTSxZirysDekXbD1IUdOdknKGJZFd4JLSUBBl62Z5uTdN4AlsSdLP3yacBXTclo33V082SrNmzZ/PEq66ujgNvoLD/mrEgM2bM4Pdt2rSJJ4JsdNCeYcYalM1mbcdHMrZFz+dBrUWhx+No37u3qHt6ePEipNN/gy/zPKI31EJNyaiZC7jGTzeD64bxQNujpF/bmnRaQbeV6Vbchot2Lgn460r/kGIvMDNJGjaTsFur7gKm0n7O4HBjVCdAHNRxuTEu7PXXycdTkM2C387loNICtdI4EuqBgxWD7ra2NhPobmxs5Pt6QrwXTLeb7H/tJGEJ2RrFe4TpuafU0eKsnYnavCXAqrsB6NBVIHHkQhSUv+l6qA35EP8cSZIgB0MINUUhb/8hcNWV5bffrqebxesPAqB995KKUFMUsVdfNRWCxTzAO38++e7l5OXs3LSCbrEwSkNyEd8OPZmEHu0BGsyFVk1otSoW1qKnE6bb6g3CP4+uWT09PbbTPnK5HHc4Z88Xe7wZ6Ha73abCIWAvL9d1HZqmGR4lyWRBMd6fy6H9S18m+TdIa4N67Bj5GrNn099HUDnlhYJksZ7uZCckeoxqiRxymzZDuYa24MoKUWgwgoFFqovM7WbKmYuuA/YI7XKbfkNyI/Zah+bJopGayDyzooZtWMcSH1tfFOBHIhHoul7yuqcdO06KSYoCKRBA/mAH0AgzdhHXP/FzWpZCWX0v9BG3lf2u53o4YrqZkVpLSws3Ulu9erXtv/NRfQx/4a/GjWy2sOfMLtjJ358SDbHqxfpJmAR47HzjeeVGhlGmGzY93ZszGbRu2oaZMeM3uOSSS/h8+D0leoIvuMDoeZFlmYxPAZCRagasX8QWdHs8BUm5NTjjQoMB7vDiRfwiqMcT9nJIOOj7LxFtbW3YlEphcMc+AEBe9iISiWDyli3YtWA+2nc4ZKdtgl3gPJdcAgDIvPFG6b5uMcmdeCO5b9CEqtolRjz3vNEbpaoFvxkzwWIsjJi0iGZq7O9CIzU3NOVtyHSzC9prpMij52XCjFgkYybQnUpxBYdZXm5hunkfZP8w3ZXM6DaFwHi7p00FAGTb281P4SPDnDDdRupebKpAMcmtGG1tbWhNjibvAzd66DaoihtRhbJIZZhu8bhxxHRDB7Q8Z7DtQHdbWxt3Ea6E6WZmgjNnzuSguVz/tZ0scfbs2bxwypK4QxMnml5nx3Zz1dOGDdjyvoXIeb2O3NN9X38O0fW1CDdH4R9Hv2/PITO4ft8P6fVOL0xyy4Fu8W8nhkHitbb1h+Q+NWdsTxMtsidOGKwYACl62PQ24oxuMSS/nx/D+QOU1WukjtkVjAxjv+142ucKEGd5xnhtZj3C1TDdLqZ0om1mlP0tkDj7SoDulqVgbKCkAP7whsLn0PVQWv8A/RzyW9WM2Y9wcxR61uG6XExe3rKUqyR0KIgfnYRwcxT1t40sKASzPICB27JMd8a5vBww2tbsCiu897+mBOgu6OkuX4xnRRLryLCDB8lxV19fb5r2wYpvmUwGp+jM7EGDBvFjauXKlQAM0M2UtSdPnuRAz65NBQA6H3yIb4euKCYVVHQZ2f/HFl4P3xmEeAcAAQAASURBVIdIAUY9ehQqXQfl4cPI96HnjSaCbkk2t1sCvKdb9uiQWAEpJyO3e7f5eXYScyvTPeNjwGzB0HbdA4SUYICbGSiWCbuebvH+ojFvifH9ZFdJgC+aHdtd97JbiHGga8J4hP7934xJHVkLYWjN+Wh+ol59N3YN/0jp7X0bxHkjtXMkEg89jGEtRtEi8NnP2IKsgmAnf387ANL+JJyhFUhWoRt2sbEN5eYFcqZbkJfTnm5dI6Y5kzJvAQC8HhckSeIu+aUWhx07DBZV0zTIOnluVvYPmLxcszFWciStA61025iqGEZqcX5Rjt2/DNEHyDiJsn3/ZUJNpzFx9RrUdxHGQ5XIvph68jQmrnoFai8M3JgJl2d2BN5rFgDZLLrv+A/oxcw7REdgZtjBZqxX0C6ReOhhXq0GSLJgPY90gekmG+kxTNYEoMFZVr8VdL9NmW72W75J+t21vAR//aYC9s40mkeUXoqtEtaebocGVpVGb4zUAPNIP8+0aeROdgwyRQM3UrPMUrUJye3mBQA740SgUHLLkkUWvNdNpcea4keP0E/b6aZFxDI93SLoLnkciuA9n+HMxp49e0xJKtsuJu+uhOlmwJb1iAPl+6/Z/Rs3buTfwSpvbWtrw3CLH0QxiXkkEsHUqVNxsHk2/va1/0Db7t1l3dOjy1cg1hZCtDUM3wV0fxxvNzM6r36neJLb16AbMM7TQ6+S20ffMraH9XR3WgqY0SOmm+y8tYJuwJCY5w8RR2Q2pqqSkWGsyDJkiCEzzufzRpElRwt1VTDdksu8HvKebuvYqlp6zFtBNx+39l4AQK7LheDoPbyNgAf9nV17H0XDu07DNcQDtCxFYNAmRFvDyNa8t/y2A/bycrYNF11HvgNUxHcORrQ1jJrgm7ZAKbx4EQK0j7is+37WkEqXcy8HSjuYOzG9q66nm76mCNM9SPTZACm4sWCAOZPJIBKJYOTIkTh69ChWrlxpjIelReCurq4CR24ro9vzwx8h+cc/kfcedQEH3FbCouZLXyDvc/Qod89XRowg39mO6Xb5jNyNBWW6JY/GQbeek5Cn8nnjSzoA3YGhwLXfNh6XFMJ0L7gPWJJxTEqIv4u4xpbNPVqWknZSxUP+L/E5L7zwAv/b6ufR1taGNuoM7542Ha5x46Dn6e9uJcZE4H2fm+cn2txvlN7Wt0mcN1I7ByK6fAUSDyzHmUuMxCTw4Q+ben2KBpV36rkEeu69D9n1zoxrqooZgrRDohe8+HHjPsdMtygvJ4nv9GSKmOZ4yGLuoawTW3xFNluMttfX4Agdz3XxxRejubkZeQoeM3LNwPV0pyozURODm6q43WZTFW7oQhal8OJFCHzqnxFb9gA6Ro/tFeAGgGmnTmPCqleg1ZMLch5kv8hDBmPC6jWYblNIcBoiWKr7n+9ACgSQbW1F4pe/sn8Bc+sFzKAbcDxjnZ1HJ+Ybc+T1dBo1n/yE6TxiPbwMdEuSxJOK2P99nz/PCvh4VdzdN6D7rPR0z1tCJg4AUAIq/MrqAsmYielmzuWC6Q2Agp5uw0itr+XlzEG+SqZbCDcD3TRco2hvN2PlHDDdgFFMs2O6rZLbUCjEk0X2OGNfm1JryPu4atB90gBNne5G6JANubvFLZaFCJiL9WKSJwi/nZrhye6BAwc42D948CDfrqlTiSKgGiM1O9BdKhhQBkgCyCTqLGRJwqADB0yvKfW+I2iCDEmCXMY9nSXdyujRiLWHuThGh2ScD6ICxy7JZaA7Gwdy6dKgu5JZ3SKjJLuFGcDMvdy8ZkhspBANg+muK3hr5mDOwJBCr62VFMxYMUMsFrHjMRKJYOoRAlgcycsZ003XfUk2fzcOul0uYnpFQ6ml54cIusX9dfU3yeu9GqIb6uHLPF8AvKNtIST3+OEfl0bD1L8Cq+5CKnslOR6crmV28nLuudNk3B8/g1h7GOr0LxctIstU+l2e6abrosdjGudlJy8HAJmZqdl8J256V2K8m+RycX8W+LyO9qtRvDUrZhobG8k2WdR5IjPNjiXWYnLDDTdw4M1AN1sHwuEwP8+tayJ7T/8X/h2pJ57g21WMsFCGk/VDT6d5SxwD3Syf0+MW0G0Neo7KPg2ySwDdFTHdVF4eGAq89QPytySTNpVx1xjrgUPzZFFeLkmSMwfzcmufEG1tbQX4j6mY2DVPP0l6wz3Tp0FpbDSYbrti5OzP0w3PO5bQv12iIk3qeSO1fgpNQ+D2xYhOmWLcFY8Z0uNSJwaTd+bTiP/kx4guW1b8ub2NVXfTPyRy8gNA/JjxeBVMN0QjNQAZD0kIvS5yaJYCJm2rnkbrpu2oc5HfIBAIINLUhBqVJBzbaq4eMGdEJi+XhR46J+NSxMW/8cA+U6FF7CFiDLFrAu2pV9Xyff9lIr+PyMrVWvI5eYkCycEkkdSoxKuaEAGrq7ER4f/6OgAgev+y4uYdLKyg22nQ88hlKRa4Ro/m51F0+Qok//hnAGYWRuzrZr+/+B3Eqvjb3r18zFwApECvo1AyJoJuWxM1QGC6mZEaky/2Leju7ZxuMZSxY0xsfcF4GAdzugFL8iUESy6mT5/O7xs5ciRPFn/84x+b5c55cpzmauqQUo3j6IzrAkCmbSklxsE4MlEDaP8gfX0+w5/f2NjIE9c9e/bw7arWSA0oBN1lz3UUtgeJBQRN13F88iTT8xMlFDi72Jxd+tpiJm7iuqsMHYpQU5QTVhJ0As6spmlAYZLrqzV+29SZIqBbGBvmNP7+TeNvLWckuozptkbHG6abDHT76zYWFGxkC8Po4qC7cvdyO9ANFLbwlAzGdNMChiTlTA+LbL3IuCpBusNqBFMvUTE1IgIdEpQaDcmdNUh7r0f2tVd5UfXUrR9B7P5l0APj6OcCUDzIegk7rTmdGsKYbjYmLhM1isipM8bzUvS3uvqbRYvIfGSYQyO1zKuvWnq6SQ4uyqYBcX0u3Mds/KFcJl9ha7AyeEjpIp/l+cV6uq2gW5blgrUsm83yIuYNN9yAiRMn8jWFzfWuEdZ0kdEFjLXR98lPwLfwevKeb7xZlLCQfF7INP/J07VEGWkG3ZqV6bYGZbqVGuO6ruVk5Hdb1CnirG7Wrrntz4SAYUz35t8ZPjej5xp+NyLwdaAGFI3UxP+Lgm4nax8Ndt2zKhcaGhp4j3dzczPG/40Yp7mnT4dygQG6dbs8b7Xw/RxK6N8uUXEj6Lx583Dw4EF885vfxG233YaTJ8nB8fzzz2Pr1q1lXn0+7CJ8x+0IfOXLUIQKPnPODC9eVNogSzB0kFw61JPVA6WSIfQnYebHgakfJn8zZ0VJ4XMxi4Ut021ZmDPuOgCAl1YIS4FuLXoEzdGn4MqT3yoYDAL5NBpyZDHOS56BY7rpvlOGD+eJvVSiRwqwl4eLMvLEz39R8P6p554jd0iS875/wNYVkl3YVRf5bVVdJm6i1DxNPXUaVYcFLNV88AMAAL27m7uCF40qQTc7j+S0mVHKrFlDfl/aF6/nqYu+kGSwxKXmwx/iv79K17bkE0+a95PLBb0PerrPGuje8AsARDEroVAyxgGuqnLH1YJeQaZq4UZqjOk+t+TlLKLLHkDswYfgFgqbrrFjTM+RHO5LNqvb6mDOJLcTWGEMxKH3hhtuMF4rsK8SBWHx2pGm9+l0NwKSyz7xEcIx6AZMZmpMPj5s2DD+sOgQzEB3LpdzBJrFyAoTHMTpE6WinfbYS5IETdPQ2toKPy2CjfN4cObCC03PL8Z0t7W14fBho7d5lMdT3D1d6PX3D9qCcHMUuXQdACDnmgRf5nlDxmn97cUkV5LMEvO+kJe3LKVjgUCYLjHRtYBuvYH0VMuxDtN5rHV2ItQUhQ+rCgo2cr3FXI3Jy3uixdt/ikRUYMdNoJtJlkMVMN0cdJungIgFP7H4JtfQY1NkukXFlNsPTSKAyT0oBc9X/wxccx9i9y9DR+MoZNe+Bs+Vc+AZLORMahZeDxnV6U0+VzzZF9UnrKebjXbKCoXHpAG6ZSqbL8ZGA0bRXk+lTP4i1mCgO/3iS0j88pfG62trbWXTpeXlzkzv2BrsyEQNlYNuwDy6kMX69evR1tYGTdN4r7cYdiPDrKA7n89zN3LoeknCgoFsfns4sWY0FE5xh6CbfE9ddgOaBK2rC6pYTBEVSPV0jdv3Iim4sYlArId7/8vAhdcC//x3e8a5jBrQ+ruUzT3E4pUYNgCfXffYb82uK4z5HjFiBGZdeCFUuja7p02FPHgwdDamIGU5JluWAm/+n3F71qdM8+7f7lEx6G5pacGMGTPwxhtv4C9/+QuXemzcuBF33313mVefj1LhEpIJzemMSAvoLud6WVWw5G8odZkdMg1o+jT5m1Vyy7HcgH1PNzMaoxeRrItcHLyyIYchLy0E3c3BDkTizyGhk88OBoNAuhsenVysGrM7gdM7C15nfKd7ym+zw2DVYq2np2CRBgorz+TJmm21lQFvXZK4nE6PxRBdvgLZta+R966vd9Z+wEKcu8g+niZmeaForapqnzPdAK0Ss1Fw5WR71TLdNNIjzSAm+8abiN6/jANn72WX0W0SmG5hbBj//el2Jn/7O9N+UgWX676Qlw8o6G5ZChwk3hHRN2uRG/WJguNCBLjaCSIJk4ow3dn2t+is+UIjNdtjvsKoemSYNVjBRRXMx8aYQbdTplumx42eNINuxhSLQDMWixUdqwSVrFPRMGHqGmjCHXMNQVbLl52/WhHoZlJG1WC6maERYDgEA4DX6+VMVkn5oU2ITDdQXmLe1tbGE+mLLrqI388TuGQKYcposSTd7j0Z2yL2GPtVtWCUDQve69+yFMHRexBtDUNNEnDsvu7L5Hc/8ErxDReT3L4E3exaO4UUKTF4iplhom7YLPTGy4wbq+4CVv470H0IXm0Vws1RZOs/WHD8KIOsoJuCRV0vP99cCFVVERPOd/EazVt4SkiWjTei5wudByzpFtAtMt0i6PbSz7MzUqNFZjlCTDk9Q7KILXsA7okTEWqKIhTpASQJQ744HW63cJ0Lj4Iv8wJCTVFoWWpg9wuLV5FVfcKY7vAo823AxHRLHg1SKFTSXFUKhfg6VKqvm7Xd+G54H+Lf/4Hxcc+/YMviMqBf0FcMwb3chiSILnuA5xfsusDyg7Lrex+B7hkzZqC1tRUvvPACumzyW7uRYS6LEi2fzyPFeo5luSRhoVjyB4WCSG5sm0iWBt1ec4Fa8gR5C4dJYi7KywfTYvCI2cCrtIdb9hiA245xduhzo2kaL56y38PaA18QYvHKGhaA39zcjKamJr5v5s6dyx+TZRk33ngjclu3kc8fPRpybS0kWYZUT8/bjHAdZecWnbACABh9FbDgPiir78XE4485+s7nclQMuv/zP/8T//3f/40XX3wRHmHxuOaaa/A6HVNxPqoLJSk4JzudEWkF3d39ALpZ1YtJYIZMNcYisCjTzw0Aeo4ujjY93bxyq1DQLZkXT9vFIX4cebiRkshiyEC3VyMncUYKALEjhdXqEpLNaoMx0WpHhzEajS7SxRzGRZMna4QXL0LtnXfw6nPsBz9E7P5lcFGmTuvuRugrX3YOvG2kQV6sJgyPbJZnsUq2eroPQbcsG8CsnATZS55XLej2dJJzwHv1XL4tseUreCLCwLQssDBMXs62O7Toq8YbCuZ2AKC5+wZ0lyoo9Uuw4z5Ikop81AVt2hcKK+cC6OYOrlbQTYtssnYa8RX/i8xrpBjExm/1xlVfjL4C3ayQktuwkd+XpeMIWUgORoYBBtNtlZfz9xXY3ng8bgLd9fX1BASuXw9o5FiLhwjYGDZsGPz0+3a5RpbtZauM6WbtAAboPnOGAIKamhoTOJUkCV6WMFfIdFcCusUxQbIkoYYyJs3NzRzMJeNxBCj4YAy83XsytiUosHWduVxJ93TyQhWx3aMQaw9D0oREupLElq1TdqC7ZSkQJUaVjuZ0s2vtICqpH0KTcbY9ugZ4Qvzp+tAZ3AATQ6cDrT8CVoxBTV07KSRc9C/GdtAis1VergwaBFDPhEr6uqOW54rXaD6nu5Kebla80M1KKJMZnAi6XfR1dqCbOZNTma5naBbxHz2C3A9vQ7g5CugSQrN6gFV3QcsLa1T0MLL170O4OQqXRPvkD7xCWuvSPfbqE9bTHaZtEiLoFplut27001uCgVtJkvj3ZayoLbila0zN+29GSFBCWgvELNh+Tf75cai0kMoi09JCts9OXi5MTTGY7iGO1ve+YronTZqEWbNmce8egAC9yZMnAzC3mxRjumN//jMyq14BANR89CMl8yaF9pyz78pyVNHY1gnTzcMbgmsCUaTk9whFD5HpHkJ8LVA3Boh8hvytZcuobe4p/GybENc+9ps76umuIJLJJLLZLCRJwj7atsjev62tjTuXswkiACAPpsWNvLCes/Vv0k3GfV37gXlLoF59NyTriLW3YVScEW3evBm33HJLwf1Dhw7FaXH4+/moOBQT010d6EY6U1KWVFUsuAeY+1/AaeoSPnRa4cLihOlWy/d0Z2Wy8HtpX1dJYBI/joRCLlAul4skiqkueDTy/TOyn2znqruAl74OnNpeVrJZbTAnY9eE8VCpK6xUE+i1wzg3U0unSf8hHV8BTYPWE3XW989CBN73KggM2Yxoawg5ySie5fN5yIMJW6T1Ql5uJwt2LEEWme4Kk34A8HRSMPHRjxpJgTCvm1f2A4Xycua6Hv3u94w3FMztAEBj76nrjnrbisWAM92aSiYQULfQfNRFZOMWgCFJEk9uWYIm11nk5bVk3JVL3YPhn44Cmx8nHxGL9vqYF6Ov5OUAAd411B0YAFJ/ecL8BIdGalIJIzWg0IBsFGMSQfZ5c3MzWtevR3uQuCPHAuS3ra2tRX2O/N5n3KPL9rJVJS9XM7wljB27zIhIHM3DAK6YlIkguViIBQfAHiAzcK9pGkaPJsdR3b79uPB79/PPHEpbXNLpNHIUELLeb7v3ZCoDsQ+9m8rVi7mnAwAW3IP4Vgr2mKSTFZCdJrasl3fjr82gm11rWO+mE6abMUynqWP74MnGY2x7fMa5qIdGIkXNR8URYroOxNrDBMBZisyi7wio+zUz2io3NkxUDYj93ADQ3d3Njw+NS5Yr6emmTLdqzl9E0B2c1IFQE7l+yDJ9HgPdonqNrWk7yDnuHpxDqKkH4eYooq1hUmTxexFtDYGNFuMRGIl0hxce/zHyHgvuA1rug/4/dfa5AwPZTF5egumWG8wFD+NLGuCW93V3dRUFtzpzL/d4Eb59seGg7XHbrrku5l+RySD+o0f4/dHlK5B9i+wzO3m52O7GgHt+376S6zsvIDDzy4yxJkSXr0CaFdpsQLfHRgWQyWSQEnJa1gozjRpjZrNZfkwWBd1PPQMPU7j5/eZpMBbgLcrLmWoRMEaqlTVS8wSJGaNw20VH65nGhok93ew8T3Vxx3v+nF7mqWJ+YWW6+wp0M5bb4/Ggra2NG1oOGjQIra2t2EivOaKZqTycFqm0tJHnsfVPPIe695Onzf0Gdr5T5nSLUVdXh2PHjhXc397ezl0Jz0d14TL1dFchL3eTE6jsuIlqomsfuTi6fEDd2N4x3XYjw+jCnJHJ+3iRpk8tzXTHFZJABGv8JIlMd8Ork98xK9cAsgutM5ahbcMm4PtTCy6aThJJJ8Hcy90zZsIz5woAQOqJJ3oNPljSUnPzzQgvXmQyWNEouCzb9y/GvCWk/17XiF/HziByklFxVVXVuOgLSZWu60ZPvoOwYyglNlbKqbxcyxPgUWF4z5DfKLN2rVGMEOZ187mkNkZqejqN6PIViD9MeoqkQKDg4sxmdMv5PKReXLQGnOlecA9wyRd4D2I+6jIYbAvAYCBXPc5Ad535vaZ+CPjAb4GG8ZD1OOrfnYDk0pDbtLnPADfQh/JyGnX/8x0jgbWyKtaRYW9+H3jwIuCYea43k8xqSWegW1y7otEoAYEzp0KjyqGYn7CidYefx1CdeGScCH+0rCttVfLyfIaDbcZih6nJkjiah703S8r4mLMyygUnTDebzy2+15C9e7FtxHB+/1gKEtL5PHL0WGQjgkqx56KDbl6STGxssbWejwnUGeiusMBDjQmx+1ngKFU1HGgxrjUjSK98RUZqrMDNZKdiCH3d0v6XkXJT0B07atwvAYNvOgHXsT8UXPNEtpUVQmV6DIhjw+xUDuJsdQa6mSoikUjwfarzwmYVTLdq/p1MDuyyG+HmKEKzewzDtcBQe/UaG3MKwjKHm2MccANA9I0a6M3/xh2mcwqZB+8+/BP4GjOIHxoPzFuC6PogdB0ERolO8iwyRZhuXS9gupXB9qBbBIFMNZf4zW+LrqWcPfZ4jOknHjeQzdmyt+HFi+Cnvirxn/0c6unTHNAz9VyxaSts21i7Wfb1N0qv77SAkHz8L6ZtZZ+n0fVHPP/ZMSUy3Wxd2759u20rjAgg2TplXRPZ/56bb4J7BjG4ZNf6YoSFMmKk8LcBug15eQI6U63YrRWyDMhCPuwJwT2eMd2CmRpbk311QIh+ZqqTqFUAoiztAxMx8fpjZbr7quDPQHcmkzFNwFAUBc3Nzdg2bCh2Xz0XrgvHGdsykrR3SdAL8zwRdHft75NtPFeiYtD90Y9+FF/72tdw/Phxbnyydu1a3HnnnfjkJz9Z/g3OR9FQUiLT7dB1WxhDItGLR7/0dTPDtMFTyIXNZ2G+HPV0UwMrk7ycLjy0cpsBWcS8lK0uOVZJBN0+mnimu+HRKOiWyJxuedx8tIZvRltwIQGcFsBdLpF0EtwBNFCDhh98nyy8mlaVw7ipjyogSJoA5A8IF59qRvS1LOXO85IEhCI9JtCdz+chB1gPYo4rEDo//a84funlBZJcu9BzOeKujiJMdzl5uVu4+FcoMdezWbhpMpj87e/goyZWSmMjB86ajckPq8qnnnkGsfuXoea2j5JtHjyooCquCqBbz1ZeFGBxVnq66XzffFwBVKmwV5sG+z3UDiKNLTBSkyRg5seAL24DGiZAltMITKVrVi9d9cXggKgPmG4AiD34ED8vYQGIppFhO58BnvsyKTbuecH0PLkCeTkAU5E6k8kgm80iMnk0mmMroeUlxOl6WNd2P4Jpcux361rZcTDVGqmJvdOAAboB4hDc3NzMvVo0TcOGDRvMruslwgnoFll1JhlN1dZi15VzMDsSQSQS4UZqaehI0iIgA92ZTIZ/dyuQ5i69dDuY+q7UWs/VFDI9DysF3QwsNl4GnCa9i9i90gC6lRqpqTljDveQ0qBb2fgLuFVhjXTXQPeR38s7LAdly8MFzKzItrKWH6u7tdbVhRNXXImee+8zfbS47/bS/mDGTnq9XkQiEVKgTTB5eQVMN+3pRt44rySfz5gsASDVOR3R1jDCEXoNUbzA6yuKq9fm32WMgtOA0NNdhhxbVeG5iLZSpRS4P/UL8pl0OEt8x1ByHV51tzGKWXSSZ8F7ui2gOxs31BOgTPcge9ANGCBQpedEeuXKouCWkRSpp54ypp/s31dSNl3/4Arsft9C7J5zBY5HmvnrXNRIb6vHXZSAYEakAACXq+T6zr5H8je/pduaMamfXDOIN5B4LrJijugRwNyw9+zZwxUso0eP5sff9u1EDaLrOleyFGO63e9+F1exiTmJSFiMXPksEg89bOrpZuPCostXIP7Tn4F+IHRm/lVkrdAlEXQHS8vLA8MAP1VzdO8nknIAuOa/Hc/hLhV2M7rL9nQ7CFH1wkD3iBEjEIlEcJy2pXV1daGpqQmTt22HLkmQg0ZrjNJoAPCCKUM2TPc/SlSMNr797W9j8uTJGDVqFOLxOKZOnYqrr74ac+bMwTe/+c3yb3A+ioaJ6a7CSE3uT9B9iiYTQ6k8xOUzy2OqZbqtI8NAbntoX7YIutlJnt+/H6c/+c/Q4yc46E6nU+SCke7igD0j1wD5NCI9T6M5+hRawzfjzeANOP78d7B+/XrHiaSTYNVpqaYGid/81kjsK3EYZyFKzYKGpCm6fAWfmwwA2pkzxd7BPhgbQJkXLQ8EpiQLmG5xrBJLnjKvroV28iROf/RjyLaZmT9r6ILEU7zASSGa2JVjuhWXcTGrEHRrx49DollW6M47EPryF/k2sYQkt5X0F8mBoNHHyuTl2RxCd94B37XXYPfVc7HzCqJaEKviTF6u5PO8t66aGHCmGwC6yEVfjSqAx1NUti15KdNNWyXYGJWCUNzA1d8AAARnxiApWnXHfJHgc7r7gOk2jefbvxfBL37B/ATW031yG/D4x8Flp2ICgMrl5VbGMBaL8eM6hkFQJQmypCM49yvw54nzeZxl+SV6i3trpMZCBN0AAVYs4Y3FYmhvb3e8TrKCAzu2i7HSkUgEkyZN4gzVoUuaMXHVK2iiBQEOuhUXV5YcOXLE9L5WIK1pmsHQ00LG6dOnTbPRrd9BV1VefJEUup+qBd11gjGfyIjymfYO274695DF2R0wgJwYglGTetV/oS5l9FBi2ExI6dLXf1FezlytWfsIc7fObt4C9fBhpJ59ruD1DHizggYDSuy40lMpzh5WNKebzzxPcLm0tSgo+XyItYcR307BvJoBXrm7aLtY+jsLjVFwMiCt+RbCty/m4Df7HJnIomlhMp4JhDSWFKCmYQvw97sRni1cr6Z80AyC8lkjBxON1CwsN8B6uouDbsACboWWqIKg51ny938oOv3EugZLkgTvpZdi14L52H3lHF4c1eIJ7L56LjblckUJiOjyFWSfulxAPl92fQ8vXoTAZ/4VAKCdPm1i7O16utkxxcBbMBg0raMjKRD2+/38uZs3bwZA1lcr023n0s3aLsUijhi6LCPxwHKknzeKrMqIEfy6IXm9how/WQZ0Q7jfG+Ly8pqhW6G9dBd9c7omB4cDfnpOZqIG6z14suM53KXCOi4M6JueblH10k1Hi06ZMgVtbW3YunUrJElCLpdDPB7HpPVtmNiy2tRu4rpgNJ88zFreeGSEcy5+HMhWoBI6x6Ni0O3xePCTn/wE+/btw8qVK/Gb3/wGO3bswK9//etemQqdD0tPNzVS0/P54uYmmmaSZSiNpLepz0A3dQAFAJyiTDczfFj934AsJG9VMt0Fc7o1OldRJSeduGiyk/ytF15Abu2LkHQVcdrTfTqaJotKuhseUV4OAC33IhJ/Ds3Rp7AhtBBPHx6E9evX9xngBgzQnRXktY3791bmME5DvHCqx0jFMPn006S3Swits4L9LPay030ou4DEmZBhkAdy0ZI8Hr5ftGQSuqbx76fHYjj9sY9DPVrYYsJCBN0iQ6nXhqG6XM7Meqp0MFePEGZWqq9DePEiuMaRaqp25gyC//Ip4kpOWQIpGODH1HZa7fdecTnCixdh47Hj2LVgPhThAs2q4uw6IatqVUw3UzKYEgIKzE596Fac+vCt9q/rAzdwznTTfu5iPekKdYGWgkEE/vmT8L37XUXfMvryaeSjChS/hsDUBDxXXG57zFez/Vxe7usd6LbrMw9ZZ7QypnvVEjL2h81fpkZJvFdRnNcqvD/7bixZDIWMqj4A+Om5EIvFeJLRJRH5Ym1dA+T5S+CmwN8EsYv0FvfWSI2FFXQDMLWKiePEygVjumupMqKUFNw0nzufx4TVa/jawEB3tsbPx/Nt27aNnzPt7e0FQFpM0ofuIFMrNm3aZH6eeE2Dea2S6YifqkH3rmeN+0RG1AnTLW4Xl5ZPJkm+ddIGY7p9ddDm3YOYV3BbPvI6chAYJMBgzmiI7uVaJ+kb5vJyWtRlvwszUrSGeDywNYQdj9wBXZJMBdyiYe3pzsYh1VCjRtFEDUbxLXNY2EfF+l5blsKXeR55hYLhsfM5ePE0zyb3JY/R95WMMUUuD2HTm6PEdO3SLxvvSZ2Useou6K/cZy7Ihek5o+UJEE+ZQTfp6bY3UmPBwS1gaomyBlsXA5/6ZNHpJ3Y+L5Pa2zFx1SsEeF9+GaLLV2D7BSOxa8F8XFxXb3uem4qVB/c7zmlCn/+8cUNQPxUzUotEItzLIR6PcyA3cuRIPtmBeU1EqCKGBTv2GMC0ysvz+TxvAZSLHJPHFl6PwO2LEX/kEQ6usxs3GdeN2xfz41lPUPLDCej2BKEMGkSOZQ2QX11KzmlGWgWHAW0/NZ6fJt+b93lX6FZuDfZ7i/isL5huUfXCJlAcP36cr7dMmdTV1cWVmmILQ8lZ3ZZCN7oPVL2d51pUrasdNWoUFi5ciFtvvdU0l/R8VB8u0b2cMt1n/uVfcTzSzOflmkI1MyqukeSi1WegWxwzxZjuIdMMACey206Y7rwN023t6dbIIelRo/SpxqLJK5yKgvabbkZecuOoh/Rhja2j82/T3fBSeXlGoovrLOLgGok/xw0bJF1FJCYkSb0Mje677Lp1jivPpYK9jo2YyLz0dwT//d/Mn1kJ0y3OXcwbx40WMF802CJsXFwSHHADgGviROixmDEv3CYMSbDXlJC9MGUy1n7mX5F34ldQNegm0jzXdNK/JQcCkIeRC3l+/36EFy/i7I4UCPJjauuQIdh4003opKYsm/I5TFz1CqbZzBnmSUM+X1GfOw/W8/bIj03vGV2+Atl165B9bZ0tYO0LN3AT6LYBWyzqH1qBhp/8GMPb16Pu298qmqhEl69AbNkK6A0kQQheHENuPZl/y4/5lqXIfOe91W1/Xxmp2YznK2DP2boUpS65o68i/7MEgO63LJVgMqbbum9YAiKOr3JrGmrpPOpt27bx47rLTQATA6kKLUiqDgz6qjVSszoE11pbBwCTKao4TqxcMNDtpP+ayZOh69BcLuy+ei73kWCgOxMKQaPfr6mpiTPpO3fuLCiaMrMljyxjYstqfr+paGAZncinFTRFofiqBN0Bup8ZWzP+vWZ2ygnoNl1rqYnakCn2vcoMdIcIyGsba/h56JICN/Yj10WPiYveQ9y3xZGA4TAfRSn5fIjdvwz5AwcACC7XfyH9uFBVaDbGrOLxwAqGBug2jCodGU1amW7okEPUKbsI6A5MYcC+SN+rUGR2XfnP5L4h0/h+CYwmklXFxRR1ncQsFoCkZhHbGELmKMlNsu2C5Dp5Gpi3BBn/+xD/wfeR27WJ3O8JmkdFZaKFTLdHJ07xRYKtI57LLgUAuCORonkDK/YGPv2vtu9l5/MSXb4CqSefwoTVazChdT12LZiPx3xe7JgyBRNXvYJZowpVFXbFSqc5TfwXxvxwUf1Uyr38wgsv5H+zY2fw4MFcXu4TrgOzZ8/mf1tBt92c7nJMNwAE6EQYliemn3/e9N13zb8au6+eCz1FcxihFU5sddE1kVgixVfX+PGItYeRHX4bOTbP7CKP9xwCXv2O8fxckhR864U2oArcyq1h/U3Ev3trpBaJRDBz5kz+Gdu2bePrcj09dzs7O41pBiLoHjECOp0coJ06an7jAtD9jyMx730z6/nok9DTGd6HBhhMd7ZtPfRUCvn9NgedIC0HADlA2cm+At2itOUkkeTiwCqDMa03FkhHTHfOzHTv2LEDp1ilLZuFruvIqGSh9ea6ARRKcCORCIZkszgypQk/G/4QYm4CqKbX0UVQ6OnOMKabGt2Qnm5aWZMUtJ1ysM0Og83s9V57bUWV51JhkprJMmo+/CHT42olPd3MFRIwFWv0gDkpYr+zLEhouYxWllHzkQ8DANKrVhX9KMP8yrhAJpNJpFwuxIYNxQEncuoKQLfYA896kNlczOjyFdwwK7+PnENsHB8bGRaJRDApnsCRpovx10ANWltbMa27BxNWr+EzScXgcq28anJmdRrseEg9sJzf1/XQwzy5YQlN1+13QIv2rRu4CLrZ6Cu7cI0dC//C64uCbR4UzLqvJMem4tcw6BONyK4lwNuTegFYdRcya9dVtf19NjLMZjyfJMumBExiSQmTtll6NNl+Y6Nn9ETCdt+w40NkXsPd3chQ99tMJsN72E57iSSZAXQXHUenUb+UUlGtkZr4fK/Xy42wWLS1teEonY3t8/nQ1NRkO+vaLhgoLsd0t7W14QAFeo3xOGffNtCeR5Zc60JiLjqQS5JUwMrxxNzjwZGZM/j9pqKBeE175T7osTMINRFGU8vRtbBS0L3jSfPtMfPMn3PoVXJ/qZFh4vO30lm0sWP2vcrMT4XKUIdGqXmbpEDSVaQ7vMj0EFd41AwukKdKsswZV8/siGmUHltv0s+s5B9nLe5a++iZaZKqqtA0zWC1nPRzA8b1yFfHVVdyiOQyVtANrw+hpih8o+hrrvpPe/mtWGQW56jT35nJ6ZUgOVfz/pnk+TT8N1yL088ORWzrUOS3bTDeN0kKaj2vKoiu9SC//jW6XWFyrWbj3DLRQqbbrRUfGSasI14659g9ZXJRcMtAt1MFEHv/4L8R9jlEvWF0ReEqE9tWAJtiJVA+p4kuX4H497/Pbwe/8mXDU6UE6GZrpizLvJiTzWb5ue0X12tJKjAEK2ak5hR0s+/GC7AWfxJJcZN1KkYLX7SgZm110VURdJPflfV1p+OzybF2ksjjceR1ctsnHOsNFwGu4vPcKwk70N0XTDcLZnrJ3pett0yd0NnZyXPIDUeOoLW1FdFlDyD2/R9A1+n17qjhVRRdvgK57RvMH/IPZKbmbDDp+ej3YAYmLPR4HHouB52N8LBL7q2g20+liX3Z0z1vCanYvvEguf36CuNidnCN8bwKme7u7m6sXr0aNS4XFoBcRFRVhUbb6rxZAij3ULdHtjgkk0mcZkyNJNMGLAnBPLnAtXXVIxsgF62c7Ecebri6D6AtuBCt4Zv5tgypC6C1E0BbW5/2dPtveJ/t49WAJZPUTNMQ//FPTI9XJC8XQ2C6c7L5os0uWkbfatIwHgsE4FuwANGl30Jm3evQUinINhcwY8yT8d6iwdLOQA1mlRu3VQnTTRlIANAY6G5s5ImGe+YMaEc6kKfzI42k0EgyRkLHTgCQJMiyjCn79iEF+15mfhHL56HnquvpDi9eRDqG6fHb88MfYYiQ3OT37UPysT8i+ac/F018HMeqewhTNm8JB91q1AVpGB1rpKlVV9FFNiX5ux+gpvEUPHIrahffCe2VR+DLkhE9uPbeqrbfroDTlyH5/caIRbausGOOyUUzxtocXrwIuR07kV65EumX/o70iy8V7BuW6HXQYxEAVF1H9xgChPx+P5DtBgCc9ltBt3l8n90IHfFx8fNKhmCkJjLdVmk5Sx5Hjx6NQ4cOQdd1zJo1C4qicKBVar1kPZkMdOfzeWSzWT5KRtM03tLR2NiIjo4OKOkMJqwm15INC+bDRddkl64jT9cIj8eD9nbDS0LXdbRZ1m7GdKu6jgNXXA7AYLlN284A7Kq7oOBuhJuBaGsYwYtpscUp6GbnlWIBPmPnCefVfcDh18n95YzUhO0CAOz/u32vMuv/rB0Fec23MOXY76FefTdkXUX2Lw/C1xhDLjwSiO4DjrcDH/wNeb4gT5UHNUA7dQpyKITw4kXIvvkWMqtXI/HzXwCaBu+7rkXmpb+Tl505A9AiJjs+mpqa+P5obm4m6g0A69evx0xeuHXQz60LzsUuH1n3M1HIQXvQ7Q+uh785ilyPAnetCjSMB5r+xfy7WVnBGqpEoIAZ85ZAQwuAf4ISpAzpmA8i+eDDCOYkyG4ddf91O1IvvIroa0DdpxcCeJy+B1GAMBNTrYvK7xnL7Q2T1pRMjDPdOiRI0CGV6ukW1vgYHemlp9LGuiKAW13XAbYullgf7N4/9JUvI/6TR3GYOnkD4CqToTWFRZJSU1GKrediAYFdl4Of/hdIHg9RCn3jvwCXUgC629raTP4Rzz//PA4fPowTJ07w5/osiieXywVVVfuM6Wbbj3ze5MnDvuuU/fuhd3ehbcF8yMGFiLhrbD0jtLwLYLvGazDdAJDfvQe484ekRVPNGu0RG34JMD+GQZNKbmMlUUpe3hcjw1hvPXu/48eP4+jRo9yws4ueK7uvnotd27eT4inN2fy3Usb9BFGXsWOn5t/omhq+gCjPzjPd56OvQ7fMvNRiMZM7tW3vqAV0Sz56APf1yLDJBlg19U+JY8McMd0U0LldvKKZzOeRCQSgZzP8PklX4aagmy0ULKHasGEDdBGs0b8D2ZNk8cuMh1tLI+gh9++quRxtHXm0hm/GdLfhHBlWMrwfxal0slQw0F2WGXQYbPHx33QjAEAZORLJPzxmeg4bGVZxCEx3VioiL6csqJZMchZfCgTgmjiRuHtmMsiue9327e1cQkXQHfV6cfjw4dLbWAHoFuVu2dffAADkt27lF37/zTeR+/btI866XOpkJIW7hQuxpmnYSsebyTYjXjjTrVYpL6dRu3gRFPp6zes1JTGe2RG2Mb13A2fS1b9/gyeN+agLNY17CqWrvYj4kWbkOl2QoCMQv9+YibtlUNXb35dzuu3ClunOUvAVYqDbLHULfvpTdON0233D2F7GAAJA96BBaNxI2MTY8X1ALoGMVIOYjwCCwYMHAy1L4c/8lb+mHAtRKdPdGroBbUc10/MZ6GaJo6ZpaG5u5gkTY5tYG0a5JI093tHRwcG91fSMfcawYcPIptG1fcLqNZjp8fD38DHjTRqtra18/uuQIUMK1m7GhiUyGVz46lq+PU1NTYVr/bwlACRIIK7WsfZw5UZq7LzyCr377hpgz1+N82reEmAaUQc5ci8XAbZlPBVX9Fz8SWD25wCXH8rqe7F9xG2ItYfR/bc8Tj9Zi+jmwXBHKbt+egcxIbIAUbmeAHfmWu57D50NTNcbLzWQBMxTMti+mzyZtJMoimJSSqiqahRpHTmXC3mN4uXrvlzjpttZZ3q65JIRbQ0bNiQNtLWxVN+ryHTTcI0hxS7GdMsXTKPfna77Lp0zzkpIYC0TBLgzNaHeRb1NmOSf/S8y3XQdkT0a5EH2hpSiEoebeqbJeVEgFRdyQaegm72/pCjY857rcGrSRP7YBe3t2LVgPjZ2HHH0XmVDKCAY3yVtjB6jBpUi6LYDrhy0dXXx0X92oBtw2tNNryUlQHdCUJzZefJIgRpMWL0G0/M70Rq+GY/uG2Nr0qjnhGsqPabZ2LDcnt2kKMcAN2uPYMU0wOjn7oMoZaTWW6a7ra0N+6kKd+LEiWhubsbRo0cxcuRI3j7U3d2NXVfPxa4F8zF79mxEIhHjWEhR48tTR80O9z6a9w2fRf4XmG55zbfMHhdvszgPus+R4DORmTwlHod22gBVerawt9QqV5O9BGhqXV3QdR3R5SuQfOKJ3m9cK+s9lcz9UyLodsR0U3m5y22eXTtsKJDJctDt1ZKQaOI7g46XyOVyWLduHbZu3Wr73s+fGUcWP/0t6JKEelop3xx8N9RUD5qjT+HCgPF7pXOa40TSSei0p9uRcUyZEBef4Oc/R95f0+C77t3kCaxKWc3IMAA4Y8yKzFlAd377M8CqeyDTqreeTBhzrWmPnnfBAgDFJeZ2QMk6RmkjBSBi7Ny5E4899hgxUKmwp5sv4rSnO/P8C/zC76J9Yvn9BwhDwNh8Ki9va2vDEaEKHIlEsH38eOy+ei4UmyTJkJfnq5KXs4guX0HeA4AqyyYJYfpvLxpP7K0bOEtI13wbAKDJYQSnxxFo2FjU9beakMO16HyJmiFBh64SMIOc/ezY+PIVRb8XMybr6znd1jAlYC4XAdJMXs5cZNPmgmj6xZeMG5Z9o+s6X8eampq4mkNSVYxfTYBQLK1C3/o4TnlI4h/yeuF743+BVXdBcrl5m1E5V3sm3S7FhhvfzQdZ19B60sNZSYCAbhEQs+SRAWbReZ2tl6WCJXO7d+/mSZ515Bj7nzsNCxL0aak0/wyPMEIzm82iubkZ46gxYigUKgDSrDA7uKEB49e8yl+rqmrhWt+yFMydXpKBUFOPAeScFJAB47wSTUWDI4CWe83nVSUjw/4unIvW8VRsqsXPHgdufASoGQz16rsRawsj8cByblSaOjWNzKd2B0hFgcpYxd9KoUZ5CjWu2tKxBgc+ehkpYmezSL9srO3y9kd4ksv2Hb9We70mme/o19+Azk2TjKJmURNFQXUFl5eDXv+IQ+SzrSMNXW5A1qEEaP7QMN54rFjfK+u5p4AZq+6Bsv+XkLwyFD9lAcfPRviO2yH7KMDOROFf+F4AQM4kLz9NFIjMcC5GgbxPYLrp6/OJTugA9BBRCUhu3WRiVyzYmqTb9NIDZgKm0nWxra0NOy9pRgNt7QCAmq5uTFz1Ctp27OgTAsLUysNAd8ooIMijieJHBIGsmCMCV7au1dTU8LWiHOgu5l6ez+eFCTP25/eI555H4oHlJfvX2TEdoJ5DGiRbo0ktIxBDrKebysv9wTajbWRJxmiPSAnKxX4A3X3d082uG2zSRSgU4ussA94AoGoadi+Yj4lrXzP14YcXL4IUqAMApJ76s7lNixXjWMG7i6gUJx5/DMrqe/uMKDgb4Qh0b9q0yfG/81FdsEVcHk6q/3o8DvX0KeNxB/JyiV4vtK4u5HfuROz+Zej+2tcLRtZUFC1Lga1/IH9PfJ+5f8oEuh2wA4y5cLtMJ3ts2DDoWQF060kOttjiIEkSNm/ezL/LzAPPIZSnv4+u46g6GCNHjkQk/TJkXcPhzgwU5NHjGobByZ2IxJ/Dlqwx0iWdI5/vJJF0EszJuFSfrPM3MyrFLDnSTpyAe+ZM8hlUuqmdqRJ060bBQxwXBgDq7r8CssK/h55I8hnkjLnwLZgHAKbEzBQ2QIkx3QHaH3js2DHOTLHYvXs3enp6iCy3CiM1E+MozBLloHvfPmhx4/2kQIBfOBoEB/cZM2Zg0rrXsWvBfGxKFH6+2NNdrbycFVYUVgAYP55f2KPLVyBDjaDk+vqqjPgKYt4SYNpHyGdppIc1mbqizwA3QFgz/3gDWEgKMagKfPYz9iNsFKWoyzkzJtMz9BgZCNCtKAQEsPPDOneXblv8hz/iPX+Bz/yr6Tvkcjm+Rm3fvp3/rSsKOmZMB3QdedmL9P5Xcco9lnxsrocnYfmhH+bHRCnQraoqTpw4AQCcMS4ZLi+Z4DAohg0bNvC7u7q6bJkaPv6pwmsHO8+nTZvG1/Ndu3bZTopgz5WFc1ITFF+eqGG4GAwS00OWdKfT6QIgzdaTUWPGmBIb9jhf65nJFpUEpw55EW4WzB0r6enmDCvdV117CwtZTkeGtSwF1vw3+dsbLuhVLjCwWnAPYu1hNK58FoHbF8P3nvcAoMXE+XdxLxMcIzJwccRP+PZFCH/zG/DffBNe+7//w6Yhl8I/IoW6G0MI3XkHsmuJUiDUFIXn5GMFSa4IugHjeIn+/BdIPfk0+Tx6vShpAimawSpeDlr99fsRaorCLTCyaFkKn/oSZI9GCiTuAHF+Lhci063r5PrWcg9q51GVUVaGNHQ0+Z0ZO52JwnfddYAkQT9jtIkgeQr63/4LoSa6JiQoUGJgm7Lp3d3d+GXHZLwe/jA0L5lQIHt1R4odDrot10emdDCpHikwdToZQtM0TD18BLWCK33nmDGYsOZVzJ49u08ICDFkm+9i19Nttz6wY0uSJL4O+S0sNTvu2DW5mLzcycgwSdMQuH1xyf51dkwflI2JAXZGk1pWBN0kl1EaGxG6JIFwUxfUWYuNNUJTgXHXAF0GGcJBt3VyQRXRXz3drFDC9hOb1sHW2eHDh/PnSqqKSVsKCTN5GC1IKapZNcbWm4PUELN7v6mVpi/zloEOR6B71qxZaGpqwqxZs2z/sceampr6e3v/YYPNx1SEUS3qIUOCq9u4KBeAbhdZzLSuLuSpIY2eSFTPiLLk5CIqPfPVmw1fjgkLjQN2oCjTPXSoGXRrCc422SV/kq5j1qkXcG3XowBIT6yka+QkT3eT5HLyaKjUsmCTEkFbcCH2JQ0ZYCrfi0KE3XdLGXO6extipVgePBjweQFdR44yVF7qblr1fvUbfXI52cJ0X3Q9MG+JaRYx74Gm7Lf3qqsAlwvqgQO2Bn92TLcIuhm7a2W/E7RwkcvlqgLdJvCWz+PUh25FdPkKuEaPJgAukeB93XC7EaOmLs3NzfC5jAtSPpPB+L+9iImrXgFsLtAi013VyDBmavPFL/DfQg+HeEItOthq3d0IUUfVXgPvcdcAAJHUqkBWnl/9e9lEzeCtCEcM8BJrDyLcHEVoZrft9geE79V1x53QU6kCYzI+p7u/5OUC6yG5XIa0HDCY7kwPQJVDXP42nkgfffPnmb4bO6YlSUJbWxtJJieR/rw98+fBRRPOaOO12O0n+ziY3MOBmuQ2mO5SCdHJkyehqir8fj93Ci8ZtO84UnvaxDYcOHDANuG1Y7qdBDvPL774YoPltzE9AwRWSphmwBlEXYfnjCEHZmwKA92M1RaLpqLZkiKsw6bihTg6kRbasse9iLUL/cfWHu1yQaXqAAok4QCcMd1suy7+JLkdHmU7oze8eBGCX/oiYvcvQ8fYC5F4YDk6bngfAl/5sqFICtLr3HCajx0noFsc8dN24gROvec6rPvFL7DF48HU4ycw/pVXERi2DeFIDO7ZEW4wl1beVfCdioFu36c/hfSLRKUjBYPlTSAZ0y27CCinrLQ+4UaEm6Pw5v9Kxim9fBcxZKy5AekjdC1oGM/by0oGA91ajuQV9HcNjCHScDXrh7TmW+R3rqPj1jJRKA0NcE+dCtkjnAOpTtJr3RwlwJuNd/LWkn3URfKuY10JqFBw3HMRdJmqf9zOziXJwg7zoEqH2Pd/QG673ZCoQsrpZIjm5mZMV1WcGWMQEF2jLoAeCmH27Nlobm4uMMrrVQjychaljNTEYEw3ywsURSlopbEa7fbGSO0oPY/sgkn8pUAAu6+ei+NukqePqpVt2xQ1cdfR9hNJUaA01CPaGkY2sNB4XFbIWL+Qkftj8CT7yQVVhJ28vC96utl1I0bXb3FEZiQSMX2erijYffllhdt2hrxWdutm1RhTm7FxfZkob6XR5n6j6m0+F8KRkdp+O+fs89GnwZnuoUOJoU8uh/xBw9EPTnq6ZXJyaV1dJjCkHjlSclRF0WBGMLkksPdvRs8JuwAfXmc814G8XGS6xYSygOnWkuQCmc/Yzn7XJQmbx7wbilcDIEHWc9AkN2RJ4hfByKyZyO5fjU2ZsTjhuQgnPBdheFDC8TgdBZEniZ2jkSYOgsvL/X3T081CkiS4RjYiv28fcrRSSAw5/go9mYSeSpU1BikImujkEzJy1pFhowg7wooHWiIBiTLdrMorh0LwNDUh+9ZbyLa181nYLEqBblcmCyWfh+YyHwO6rvOLaz6frxh0mxIPTYP/c59F6sc/QXYdOUaV0aOgHjiI3KbNbIMAKqcFgD0C+5ejbPyENa9i5G9+XfBZopEaslX0dFMlg+9d10J58inymV3dCC9ehMza1wAJcE+Ziuwbb5JxSj09toY6Fcd2YgakQ4Kk6PC53qj+vazRshR+71pEW8MINSUgKSoSO4LQVRlhrEB4wX2AjdstM3FK/uExYhqnqqYEnTHdvZ3TXSzEc0d3Kcgmuon/jctvFKfY3F1BgZLbvBn5HTuRP3jQtG/YGqbrOk9Kctu3I/6jR7BrwXzk6Xq2yX0FutU6AMCs5EvAPCr59nh4n38pppuZtI0YMcLZGsaN1DKYPXs21q9fDwC20kigOtDN3KsBMjqGs/y6jvXr15vAPiAw3YK8nI2s0rq64OkxFAYsAReZbmswIO7z+VDb1A1Zy0GT3ebEkrFKmsrXFsmlI749iFBTnPgaVjrWjknVZbchCTcx3Q5AN7vWhhqBjb8yVBYiG0aDX8tzOcDjwbGF16MJxAcGACTqR4ERFHQfMwzo2L7moMrjwfRsFrOvvRanH/kx5MH1CK66C0OaZEiShmhrGOqUJlhLXuw4Z/uFgRvvrbfC9epaZF9bh9STT5U3gWRMNyt0UNMzafQc4IJLIDFzNABYcB9yu0fCFaYGrqK0vFS4/YQVzyWImZovDMxbguxLv4ZH2Q1XIGEUYo61EdMmWnzzXH45pN2CYayuIT/0BiRaf4VwcxSZEzQv2/tXYvg0vAk43o54MgvAD1VyA2fIuS27NEDNA0rptNvKdEeXPQDIMv8NmTmZ5PXi1K0fQXbtaxUZbSrDh5sUJarHgyg1eRR7q/siZL8fKswFhEpBNwufz1ew1hXr6e6NkVqp2DZsGHZNGI9B2aM44xkJFUrBORWJRKClhHXTYxT0Mr73ItX+NMJ79gDvfhe502qgWDMYeOsH9pMLqgg7I7W+6unWNA1xWuwTQTc7joLBIOLxOEZs2YIdF89EUDC/jC5fAeXAUXinAMrwQQhdRxzuoecRZuvCgvuAt74P6Bp02YNdwz8Ch2f9ORuOri5jxoxx/O98VBcMdEvhWsjUVTkv9N04MlKTcvy9crsNqYp6pANVBRszxXpNBIYU85YAMz9u3HbEdFMprcucCMWHDIaWyxkXcjryC5mYrUnQpAMH0D70RrSGb0bzhXX4zLEvoTn2NFrXr0db4L18Wy+vPcbnLUq6ipAAMDVdMpl79Tb62khNDKZ+UA+RPjfXqFHcaVmtxsGcLmjJHcHCnm62j9ic7mSSMyiSMGNRpm7Lms3M7VKgW8lmbXtWs9msuVpdycgwxqbcvpiDusAXv0AkYaBJCmW1Eo/9kWx/fb0pSUkKx2OOyvblhgbDXEsIPlZNVatiupmSQe3o4Ex3LhaFrqoY8uc/Ysif/mhmBqiiwW72quNoWUoKZwCyahOirWH49JcL59tWG5qKtO96xNrD0GnLguTWEWsPIz/lC4Cm2m6/ruvIH6LFRdUsMdN1HehvpltIwF6TZfz6mRYk5DrCTniC4AxmusekQGFGTHk6eod9N5EB5E623d2YsHoNUU7Q2J+uI3/oGoZk9hnjnLweR/LyY8cIS9coKKNKBgM1aoYzMuJ4F2tUIy8XlSsbNmww9YavX7++4HN4giyOyqTXQfXIEXjZqEIYjKoIuq3bJjLdco0MBeT3Syz/DKLf/R55EmOVAAKQQUC3RE9z03xdJyEy53dl7cdXsYJ0KdDNrrVsRnztKOMxS69y6gVqtifLQDaLEc89T7adM9107WRM98nNBOzREIsskiRhzpe+xM+DfI+b3q9xTwbryDDAAN1sf4jgxk1N1hyZQDKmmxWFWP918hT53kLbDy64HJLPB1ct/S5OQTdga6aG4eR3kCQYBrGiERoA7xWXQfaYC4X6qYOItYcRbQ3DO4yu02y/0e8Rz5BjOy954O4WyIls4fXSGgU93ayXn7po13zsY+TxeJyPZqzEqFIeNgw1Pd2m+zrHjLU1M+t19AHTbbxV4TWgXE83f1xYY3oDuuHzYeKqVxDOk+NI1cl3sLa6aEkBzHoMMGo4mO82v++8JcB4mrsmz/QZ4Ab6d053IpGAruuQZRkBmh+KxxGbYjFs125M2bOXKwJ4e90EajaaTXAZf+L/hDaJNx4kvhSKB5KWxcTjj1k34W0XVRupbdu2DS+88AKefvpp07/zUV2wZEOuDUOiFSOW0AFFjNQsoBs6XVh0HTnBqCp/pJeulCkqYxbdFYHKjdTYwmdhujWXC4lBg5CmSYMX9Ltmzf2HAKmmyXljAdVpZTwSexbNky5Aa/hmtIVvBFw+tKUv5PIzXVJwPGqu6tmxJdWEns0a5lx90dNtCeUCc2ItNzRAbiAFEK2rCok5TXRkn1owMoxLkUzyctavblRs5YAByq1hZ37Fme5shifZqa3bkPjjnwAYEjL+3EqYbsqmBD/7GX6X5PPxRdwz5wqoVPmRpxJ9ZdQF/Llnlq9AVrj4ZCnItXMuJx9Hk4ZejAwDALXjKBR6LGuSBO20kRCamIFq2whYMGBwARmjpGUVxNrDyARuKAQI1caCe5AffisAQNfIBV120wRk/L9y0BBd9gASDz3MX5Zd3wb1gFnRY0jMjDVvIIzUOgGoqoYu9wiSKElSQRLOQqGgO2PxNWDAM5hM8h5LrbsbAHHnlqxMf+wU3PO/wfeD5PGWZbrz+Tzv52ZmNWWD9im3dQ/iCdFnPvOZohMcRKbbKfAWi5gjRoyALMu8KDBixAj+OSwp42uCCLrpiEz18BF4EsbawhJw1tOp63pBe4rIdGfTY6DQ66ELa5B75rvQXrrLSGYvM2SkkkuH5KPFXbUC5ZMIuFlybCMJN5juMj3dABClLWXhC+wfXr4C2TeIQsV37TUI3L4YjSufReKhh7lKgOUPqL+QFFvyaSBmFN7Ffc1Gr0l+cnz4hh+n9xueDHajKYsx3fl8HhnaDw5FKW8CaWW6A8TYDYlT5PfThfPlzx+Fd+4V8Iym368S0G01UwPgrqHfVZINg1jL+e657DJIHvPxr3eSfCrWHgY/NSSF7PcjZKJHgh6aecmDtGcudHYqW9YRuzDk5SQ/EXv5u5fchYxoYKooGPLHyoCIMmI48h7ye7PVb1tkVt8Dbgg93X3AdFv7uQGzvDx39Chfq9jxyB/vI9B9cSiECavXIE9FwiqM9UJsddHiIug28iYOumn7pymu/Q79QzdPCbIJPZWCeupU0cfF6M853UxaHgwGuQpBNMXjjLrLhamnThmFCZqzeZrplATVMNoLfvHTdCPdwCv3cMM59eq7MeXY74l7+ds4Kgbd+/btw8UXX4zp06fjfe97H97//vfj/e9/P2655Rbccsst/bGNPP7nf/4HkiRh0aJF/fo5ZyN0KqWTag2mWxWZ7rSDnu58ks8ezu8RmO6OKpluFmx2oBV0s9mUgDPHV4Hptp7s0WFDkWGgm8rkkYnxua4s6uvrAeTQHH0Ks3uegib5+KIWCRxBc/QpaJ5atLW3ozU6DCPTOwAAg7KHEEuZk7Q+A90CYOyLnm5rKBY2S66vg9xA9oUdC1EudJroBKclkB1GgJgikYtV/giRnTJWW0sk+feThYKC2PNd8P6l5OXZHBTaZtD90EPoXnw7cnv2mEB3pUw3YyDZhV2XJG4wE168CEP+9MeCfjdWQIguX4FTv/il6bF8Nznei413MZjuvL3BocMQmW7V5YZ69Ch/zI7prjqYdJWaszCTl9yQDxYfs1NFyGGyHuh5an5IexhNhQlZRuKB5Zyd67n7btN7eK6cg9j9y3Dq1o+YfCwY6HZqGOQ0xARMo0lDTjJGFxUD3a6xlOneu9cEKhgYkfftM6YMUCC5++q50GUZsm6A6YbuYyag5jryO8i50kz38ePHoWkaAoFAwZztouHyoi24EK2JC0yJtanPVwBjosKonIs6C36Ou1xobGw09YXm83k0Nzejo6ODO6VzVkpo0dApcMwfOQKvYGLIEnBFUXhBIG1hz9hv7/f7oQQVznRrsgsN13ZCfnWpAZCFdUV261AG02O3klOBnVfW5Ng6vqoS93LGmIZHFT5E2SH3xcRQU0skEfjKl9Fxw/uQeGA5B7uc6ZZlwBMwfTYreDDWcOjQoWhtbcXGo0cRaorCN4z8Lmq2AdHWMMLNUfhDhUqIYj3dsWdWIr9zFwCg/uEHy3tRWJluNlP78DpSuBAL+6lOuF7+NDxj6PcbRMeFOTGbsjLdLUshHWwBAEiXLzYKJccpWUHPd6WhAUrYMh2gh6zToaao0VLODhzqfxOnxei85EEqdSm0nGx631JhZ6RGwMgXkfjZz6FSlQtkGVDVin0+lOHDkafn0+iTJ+mH2rtw9zp6wXRLksTPdfJWxZluVVXRucRoRbCTlwMAvF5b9ZrTYHPjczL5/dQiRLEWF9ZMYaSgMTZsT2Exc9czdOOFMWJF4vQnPonjl10BVSjUF4v+6ukGYNvPLV5fOKPuckEKBPj1hqvGQuT3lKQ8NJq/hT5ORyxqOdP6qs39BraPuI24l/eVQu8sRMWg+6tf/SrGjRuHkydPoqamBlu3bsXq1avR3NyMV155pR82kcRbb72FRx55BDOpg/M/WmhRxnTX8lFGJiMNW3k5eZyPJ8gl+KIghtpXTLfP8t69YLqtJ3ts2DBk6Pf1uumiGD9mckcEgIaGBkzb+yYi8edw8Ym/IjJpsnFB3fX/2XvvMLuu6mz83afcOnOnqkuWLEuyJUuyNBpjbGNLxhiwbDCkQQiBhJD24YALHy2hJwG+uNGTOJAfkNCCIWAjwMbIktw9GsmSrGpVq2s05fZ72v79scvZ59xz22hGJOD1PH6suffcU/fZe73rXetdD6Ivvw5ahjl8/T15LCmyhVWHIycAjSvNlmq05GjVPF7PDdMEMVtMT2zCjNlB1kPr6oLezVjYcQEyiwHc3LY22NNWAACSaZ5dcWoHc0hkenlBAmsR0AFUUN4c6BaslAHITAWH9zr1zpw5N6ZbHJc/Ty8WC9R+Ze+9j6U6Kp9p7b7ID/mzPw3sx+EgSW/IdLusrnKc5h47DoODdjuZgHv8hH8tAdA9jhIC1UTqKnf4aIWXXCRTtdvsjMM0DgB51q4PuhVQlbn9NsnOjbz1bbC3+hk5WlcXpnz/e4hdfRWsJ57E2Xfy56JpgGm2JBjUrKmgW+Ath8R9R0m0AqoE24aJ9HIYBnJ33Y2xf7oLtFLBGG/1lrzwQpny6Y2OYh/vU7r86ON49yVncanDOn2YIu1XADUdMvuhFgtxnAdnZs6c2bwmhR6HRzT0J16scqyjWieOB3SLdzytOFeHeOD4zJkzsCwLJ06c8GvdRcmJbcnn4I2NYWBgANuy2Uime3BwUF6zOn9XKhXpxCYSCZZezpluByYIAagqcqbMK0Sn0Hs7AfjJYk2ZeK+iTH2vBOj2bMBtcIAxznR3VINuwQ6Zi5iiNy2yOfPE2huRvuN2X3Qw4zvAUondLgXSPsVa2N3dzcSz9u/Hi2teBWuYr1/UkSnUbRcdrnJyxbMOg+7CI4/IgLDeO6VacT1stZjukRdZ2zMByoWY6+ENwDBnCbsXNC82pYJu8ZtZV/j3SLx/R3j9thByAqC1sXviUQ4g86elyJyT48e99C1sn/lToCDI68xXckgM7nARVKhZPxVxD0IWxQ4DQKxf0UTQNMx66fC4BDb1adPgxtn7NFIMMtAT0TJMNf9aWgfdAAK+X6P0cuvkKfl5lXq5IHyS51ampPOxbRN2/2rp8bpZC55FQI1UwG825l/IRF3HxgKZbYGsGbWNWA1w6ezdB1QqgWzYWlYvvXyimG4VdKsWBN1tVd+TNAfdBgUdGWUfisBUsqdqft07/S1MvXyCiIJfh7XsvTz11FP41Kc+hd7eXmiaBk3T8KpXvQqf+cxn8N73vncyzhH5fB5/9Ed/hPvvv58znb95Jmu6OzoiB2dU7Si1Bejmj9EqQOvqrNpu3DXdwkohpnv9J6pbhgmmu17UWTLdRtXLnps6BRU+McdT/AXmvflUB7C7uxuEMGfDK2psYUpycHSA9c/1MnOYYzdTQ6fDUshGjJnymAnKJopWmO5wWqxq+X/+Z3Zdk8ByA1FMd5efXt5q2zBKQXhUvnBwFmz+TETqljtlGeC5ofRyrsyuMt2pOunl4r5GMN2mpkmm2zW4M5PLnRPTLY+rgG5hqnruzJcOg/D5o/zIL+Xn9LWvDezH4q36tN76TLc+TvVyuZ9jx5DmQZN8b6/PYCDocHkj5wi6hfHFzON+7DnVtkUY6WCgm4r9824K4cCEYOfsp58O7oAv0BJ4P/cc2088jtx9n6+vgjzec1aZbg7ammG69dmzeYsxB+k/eQfy930exy9aiDy/pjYlOLy9Usbe69Zg0frHcOETx4HVH8WVpV+iP/tj7Luw33d0V38U3tJb5ftRC+yK1PIZM2Y0f6FGHP25h9Bn7I78Otw6kRBSzRI1MPmO88BjeJ/btm0LsCAq061zIScvmwUhBC90ZHBs+TL521gsJkGjOK9yuYx8Po8NGzZIsdd4PM78kiSFzjMKPMK2J2rfawVUEYOClnhAyqagE9w2KZAF1ijFvE56uczoEWJ9SlAi/d6/gXEBA+pSvRzwg+FOOZD2KUCzbdvo6+vDqo4RlE4kQcsiiMPunQDe1Am+w7WYbuO1rwXlDrEoz1FbLlVZrZrueAa48na/zdpbfgh0c2YblF3X4Near30VDHrxjJ+hMI2/oyIwsfqjwMKb+QX677sok3HzPJXe2opMf5bdF4v7Xn1/xvZ56nmUtDZ4vH+rRwy4w2OAwdGZ10RUR6ybti11cAAg+9nP+dt4nqzxbhV4k0wGDn9up3nGjq7rNUtNzsnOgekGginmjUC3y/dLXBfunj3B77nvRxLntub5TDe7f65XjboppaDFMoYemgLvlgcA0z9vkkhA5++pI3SXmi1TUY8h5oBiNekRtnpCapPBdKsmj6PrUohXNcJ9dy3uyTIs+e51XVi1PcAY74kiCn4d1jLodl1X3uDe3l4ZdZ87dy728IE+0fae97wHN910E17zmtdMyv7/J5hoGaZ1ZKC1Nwm6ywyQeGX+GO1igOkWEWfn2ETVdPN9azqbDAb+xd/GSDaMOsuF2/TTy8WiPTZ9Osq8bj3ezl7EwQMjAScLYOnlmsacDbeks8lcRLF5un3/5a9gjl2sDR3OaRDqydZYOjzMrLD0t5bSy0NpscKy996Hwtf/nW0yWaA7VNNd+NZ/QOupZrqbSr1VmBbS0S0dX7GgOR0XAdd9QkkfL4LyNE8tpQipcdY7Mr1c1HRHgW7D8OuYTS7WlMtPEOhmz9NTepeqQI0QgumPbwR438+TixfD+Mu/kOqbwkpPPwsA0BuA7vG2DBPmHj+GNl6XlZ/SO3np5cIE6OYiLxM9XiXTXeZOVVR6ObcTa2/0GWuN14KNjUm2csr3v4f0uxjTTUulSQHcgM/EACrTHfPFb0QJTTnIdBPT9AUOBcNCKWx+T1WGxitXsGj9Y1i4cZMfTLGL6Muvw6UHtwQZ5nnzoPO5sXLKZ25UK/JAlxCpacoUIbVmTYDnZgUnw6AbYMC7VuswCbpt288csCysXLIEl7ywE/uveZXc9siRI5KlFe3DyuUydu/ejT179uDxxx8H4M9jWsyVoNsqsfmgeCDhO7Eq02140FIcHLh+ivuEmdr3u16v7nLWdzgj0suFibkhPPd6vK85Uf0HpUe4ANyUUvmsxP/7fucOzPvuM9BSHLgQPyie25KBt9yvgQfqgO4rXwnKM4WE2CZQRwSyFtPtVIA87yUda2Np8n/8C9ZaDGBr/WMfb15sSmW6RYaCeBZqUGTpW/gFKmOAsu3s01x4zyshO5BB/sAcECGyppTa5dsvCRw6PeNXMNJ8u0U3NzxVTWFjpYL5vffB4f51/JprAkC7blAjwgghsPi8d8FzrATEdV1cdtllEw68xbWMp6YbaAy6VcbWcf35pPCNbwJQQLfngeLcA81adxdAKBwBut0Iqtuy2FpwNgYy96qqr43589k5ifLRZstUFPNBd+OSlfNR090IdLuGEciUlMbfdz3p+eSCePdi0fv8325NtQxTbenSpXj++edx4YUX4oorrsD/+3//D7FYDP/6r/+K+XwwTaR997vfxeDgIJ7jrEcjq1QqckEAgCxfQG3bnlC16ok2j6tJuuk0aCoYEWrvG4PhPArb/rvA5yQ3Ag0sSgQA1C4AiiNmXnklKj/9KejoGCojI36tV0sn5sLkqZW20c5Yq6s+BM11oW/8JGs/BAp3239C3/JvcK/9OLyrPhSddisYHPiLfSqVYs8sk0GFLzBG+xQ82HM7Toz1YiVXRgTYYpFOp7FlwSqY7ZdgcXE97FwOeqJLRo+okYTTcylg2yB6AgYctLtnkDWmseMZLhIemygKhULTYyJ563tg2zZmff4LyF50ETK334bCF76Iwj33IvH7v4/yf/0XkExOyhijvb0sNZpSIBZD7t77YL6S1WLbZ87Atm15Luk7bq9/DpU8pEuc6a5KE3QcB7Ztw+V/e/k8KG/X5CUTct8e/8zN5aqO5/KFgJqm/E6mlxuGrFl1+YJoj40ip7SEsiwLjtYDAwCt5AMiKPXM5guAF2PHdW0b6Ttul88OAApf+zpAKYYWLsDmP/g9HP7/voHOSy4O7MfhbapoV5e8t9R10cYBn0hrjRWLcEulcT1zWqnAO3Ua7Xxs56dMgb1rj9yX6qQ4Q0MTMq6M8hgIAK/AFlo3FpvQ8eqK7IcSZxU46HZK5cBxbNtmwSvhJAq2wLZh53LSMYq9+U0yoIVYLPAcJ8pEgIYCEC6rTeLwzDRc24Yea4MGwC2NwAsdW7tgDtwjR1AWatIAbAWEiHO9ZP9+VDaytFVaZONFd9g7suTEAbRddpl/XakUTB4sLe3cCfuaa6rOWQQLdV1v+n4QYsAA4NlluE3+RjhM5XK5qeOI90K99q1btwZahz333HNYsWIFAFXnwQKZMYNlDrgurLNnseCRX8I7fRp7r1sDANi7dy9WrlyJZcuWYZQzIoVCAcOhgFQiweYoHQehg82RldEk0APQriXIDryIDD4Gu/c6OQ8Sg8JYfBHgPgfqEFjDw9DTwTX4XM0wUyB2EXZpDIh3R280fBAmAJroZE59jXvuioweZf2ybVt2kvCSKT91X09AA+CUc7K8SxWgsyzLf7amCT3J310SdMat06dhKP3gw2NQrNFl0YpK1+Gm01XvTNhIpcDGpR5j4zLWyZ6LW4FzehdbA9LT2RrQNhva6k9CX/+3ACioHoNTy9cIHyfRzY6TPyXHv24V2btNTHmeRE+y7cpjbDunApMHBpwsB3D5GHJbEjAvXwgtxoQ53a3fhD7wZbjXfhxjc/4IUMTOtM4C3IIGPenBKY74ZXY1jCrgyM5mUfqXf0XhnnsRe+0NsB5+BNTQkbz1PfA8D7m77mb6Dry/dDPvKaUUlD+vhZsex5HLWTZKsVjEsmXLGIDlfsC5mphfXWWsSoVvz2t4DDWAZyr+hDAx7izLguv6AqfFB36I5P99P6gC1D1dB6nho4WDULWMtrWDGFR2fXEjrkHt6OIYBkjoezKN+aL28ePst6/6W3ES1Qe86kNV31HPk3872Wr/q9a1qf8Wc/K5PmcBupM17qsUVzMM0ES8ept4F0wAWtJF+ewQNNuGVhyBDsCLtQXWqmaf0a/Lmj2vlkH33/3d30lW6lOf+hRuvvlmXHPNNejp6cH3vjexcu4vvfQS3ve+9+GRRx6JjHJF2Wc+8xl88pOfrPr84YcfRmqSmMjx2syHfgqqaazP5jAbaE9s346pZ05jurohJUjFnsCur78Te6e/RX78qhf+Gz0APFcH4IK4Fo6MjWAa/36/aWB6KgWjWMRj3/0uyjNnBo4ZthnrfgbieTh+803yM9PJYi3/988eewqUiCGzEotm/CEWn/gOAEDf8m/YNeMPsTe3Eli3LvJ6+yoVaAAe27QJZ/lkWqlU0Hv4CIZ4eiEAPH3ExnCcRYv37t0rnQRN0/DAAw+gMO/V6M/+GPawiYH1v8L8WA4i3HM2fiGe+AWrq5w2tguvBNDpnJKgm9gFJD3Gcrz44os406QCJADg4kWYcfNNmPX5L6D0hS+CUIpjN9+E4pReLASQtW08U+Pax2vieU3p6EBsdBSV9nYMXflKzHropwCAkV/9Cvtv/RvMeuinOHbzTTix4KKa9x8AYvYYxJMfshyM8OiiyFg5e/Ys1q1bh/T+A1gMID80BKdcRhuAwV27MRpj++7asxcXARg68hKeDB3vwv370QNg98GDOMW/E8cpFIvQ+bvs8jGwe2AzTin1amNjY9j49Am8GoBVGMbPm7ynHdt3YCEALxbHI488AlzMah/F/Zix7mfyPu1fsxrI5TBk6Bh74QVAZSZ5MGDLoUNIqveW7+csF6+LFYrYu3On/LwViw0NYTmA1OgYQCmsdBonDhzAE3xfS4fPyt64J3fvweMTMK5emz2DJIDiSAEEwJNbtqA4HvX7GqZVKugD4HGfXqSXbx0YwLDm1x6L51CaOhXJ06cxsnwZunj/9F/+6EewuXM/91v/iSlggJhYFrbc+jeR89a5WO+B/ZgHSCcUYKmDB48PYce6dbjs1BjmAdi7/TnsPcOegciMWAKA83LMoaMUo1xN/OR//QBHeIu/Rfv3Q8idWbkc1q1bh7V2HhoBhnJlbAw9W8GW53btxrrQd5RSGVR+/PHHA+xFPZs+ugNXABgdOoVNTY4lAayeeeaZAHNfy4RfcObMGaxbtw75PMtgEc6yYRjYsmUL9u7di7ZEwk97tG28eOYMpiYSMAsFPPHd7+GSsTEs3LhJgm6AzVHHjx+Xjt6uXbvk2hCLxWBZFnL8/t5g5f2abos5/vlEBYdn/SEuGfgOzJ6nYPLsRWJQnDp7Cm2dAHUJNv10HYoX1Gaax2OvpwbiADY9+gvkkhdEbjMluwVXAcghg/V1ntHFx0+gHYCbz7N5DsAjjzyCpadOIQHgmR3bkS+xoM7VuRJ6AWx59kkc38feQZXdGhoakmNsZVyDFucBMBJkTZ9atw45RZxVPOunn34ahmHIZ3J4z15cAMBqS+NnP/95w/sye/hZrAJwdiQn15GbtAQMr4w9mx7ApQCGLVPOf4tO7MBiAC4xoLsWXgz5RLVsxuhhvALA6PEX5fi/4vgRTAewbdc+HDnNPuvN7cLVAPLDJ7B+3TrE7FG5Xro5npnl5AB04Fgijik8sHjw8Euwuf9TCBFENo3BLJagJz3sfv4Z7D8R8O4ibaVpQrdt/OpnP0Pv7t2gN98Ep60NcwGcGh5h92rBRZhx800gu3fjeAvrA6VU6psY5TKI54FqGh5++OFAVuEJpdxpvDbz2DHMBHBw9268xM9RvLMbNmyIbAmr2pjST3zr1q3YybuPCBPj8MiRI+gSfqLrghaLePbue3D2FZfLbT3TxGi5jKfr3CvxPtWzvpQhMycdx6mao83RUVwGwNM0/CxifzPHxtg9GRjAkXGs68SyILylbc8+i6F4rO72gnh88cUXcfIkyx4RAdLTp09XnX+zRimV9/+ZZ56JXIvEWukZBnYcOIih0LES9jBeB0BLeNi2aSOGKMVFp57DUgDHzuQwGHFuzTyjX4cVm8g6AMYBul/3utfJfy9YsAC7d+/G8PAwurq6mhd1adI2b96M06dPB1LSXNfFxo0b8aUvfQmVSqXqQX/4wx/GHXf4aUzZbBZz5szBa1/72uaVXs+TFV7cj8I992Lh/Pko2jba+8bw6ml7MFYsQo2Z5LZkkFjWjsUnvoNFCxfBu+ZvoW36B+gWS5O2RzoQ62bg8cLLFqO4gaXaXXrjjSjs3Qdn506s2rYdHe9+tzzmokWLZHQUAGNKH/op0nfcjhVr1/oHH34R2A7QWDtuvOmNoStYC/qZ/wLxHFA9hgXv+kbdxvWnb2U1/9e99rUYOHgQO3fuxEUXXYSFjz+Bx0tFnOb9PYfddvRnfwyqx7AZN6K9vR22baO9vR2jo6PoO/sg+irrcGZ4Cq5cuRIJbxQ4w0Bo1/K1WPtqdv7kUAo48I/odE7gCFj9VndbHIkxNhFMmTKlpZIF27bxCIBZD/0UhFLAMLDyS19E+afrkAXQOWM61qr3bgJMPC9t5kx4o6NIz5qJOV/6Is7u3Qt37z4kT57CLP7cVr73b7Cy0Q6zR4EdrBPL9MVLEI/HUSwWsWTJEgwMDKCtrQ1r166Fs2sXhu++BykAJBaDC6B/9bWIXcXSpSqJBMa+/u/oTiaqrnnswYdQAbB45Qqs4t9973vfQ7FYxJRp0zDKHUIBbhfNnIldCuiJx+O45jWrgd1ADFbT97TsUWQBuDETN9xwQyBKro7vle/9G9DBQTzP2+oJdjLmUVgakee1dGwM5Yh7+/3vfx+O4yBeKODCuXOxchzP3HrqaYwCSMyYjrZ4HHnLAlJJea1Dn/p7ybz2miYWTcC4Ml5gTolpaXAAvOo118PgokwTYZRSnPnAh0Adnk7MHdLLlixBkp+/eA7Hbr4Jc8+cgXP6NOb++Z8j+4EPAqUSXrl7D9o/9Um23VOsv625dCnir70BsyLmrXO1csVC9tvflc8cYEJq8xYtwgVr1kJ7dCNw9mEsmjsDC65n17B161Zs2bIFuQsvxNTHn8De1dfCXLYUtFxGkdexTnnmWSzo6cG+a6/B6WXLkOGKzobjYO3atTC2MODTO/uiqvH9XHs7hl98EVqphNctWwZ9jg8Ay+UyvvMdFui86aabmkrRBACyXwcOAl3t1e9rLXvwwQcxNDSEyy67rKksti1btmDr1q2YO3cuUqkUtmzZgpUrV4IQgsHBQcyfP59lKm3ZgukPP4JTV7O5RLdtXHz55SjteAFuoYBVsRgKAF68iZ2n6Cc+c+ZMrFixAtu2bcPmzZsxY8YMHD7MhIRuvvlmJJNJmKYJQgjInhkyvdy22fvdnbLQ/fdfxOl5P0V6cR7JC7ngo0ExY+Z0IM9A91XLl8l5bqLM2N8BZLO49sp+0Jn9kduQraeA/UDbrCV1n9HwV/8ZDhi4eM3q1fjlhg244YYbMPrRj4MCuOqGG2DwtVT/zleA/AtYuewSrFjO9jkyMoL//u//BgA53wPAyD/5mXRE52KLXV2gIyO4fOEiJPh2nufhG99gHR9uuOEGJJNJ+eynck2Z1MxZTY0zsvU0cBjomeZvrx+YDowdwuJuGzgOdM25BGvXrmU+z5bvsGy6a/4W2PQPWLzxk9InqnucIxng4GfRFXP94/znF4AssGzl5Vi6lJ/rienAix9Fu0nZdsP72HpJY/BK7F0zTOadzb/+GpBjjGia+yffAGJpLADw7LPP4oUXXpDHdvUYPN6KbvH8Wbj42sb35czffhR0ZARrrrwSxjveAQAo/vv/hzyA6RfMwcXi3vL/r2i4R9+KxSIjyCiFbttIJJMoVSq46qqr0FujpGq8VjhwEIWf/wJzp0/HMn6u3/jGN+B5Hl796lejrUH25dNPP41du3YBANasWYNOJdsCAHbv3o2nnnoKU6dOBTG4eBrHBMvnzEZy7Vp84xvfAKUUrmGga+aMyHFp2zYeeeSRKr8hys58MVhj/frXvz4wDzuHDmEYgJ5KRR6rNDKK3LqfYXY8gaXjWNe9sTEICbalF81HqsE+Nm7ciP3792Px4sVYtozpZBw8eBCPPfYYuru7ceON4wtkZ7NZPPDAA9B1HTfffHMk/hNrpWsYWP7KV8o5RJprATveBaIBS2f2ILV2LbQNzwLHgZnzF2P66/3tW3lGvw7LNlmW1BLotm0byWQSW7duxdKlS+Xn3d010qXO0a6//nps37498Nmf/umf4pJLLsEHP/jByMhKPB6PjMqbpvk/7kF13nkHNE1jirwAKCWID/wTEqUMbPgBgvaVWcTiWeDCV0Pf+EnoGz8FgMLrWAJtbCcoScg0b2+Xf7/iCxegIPp7F4owTTNwTE3TkLn9NlaXfM+90TWTNq8TS3ZV378NnwY8hzWudy2YT362Zn0V5b35AMBU6mpM04Se6cDl//mfWPexvwMVrSvyPwNAQV55Owa2M/Gf0dFR9F92Kfp+9pfs1IZNaLYDvWOq3J8+9xro4jxTnew+2yfl9+kYkenllUql5TEx8ycP+X84Dkpf+jJ0zm5pbW0TPsbCY0Tv7kbpS1+Gu3efv1Eshs6oerko4wwGdQmMnh6ZEiMWP9d1mePKyxRosSjbNZmZjLw+TwSwiiWYponKs89i5I73o/NTnwS4IreRTsvtRf1mPJ2GzicnwXS7pVIg5dFxHJipLgy03wyNeujTCKAbstVQX18fBgcHpTAQwFSNK9kxjN10I04tWYLZrhvIbNGAwPgO9/gFgM7p03D69GmZ9l7+7veq3glKqWQAY8UiNH6/WjWb1+sas2ejq6sL+VOnkNUNGJoGouuBmm46MnLu48pzZR2rl+PgO5OBMcHjVctkQG2WCSBqunXPk+evAUjfcTtOLLgIc7/6z/I89OnTWS/1chmlL30ZhXvuRfKNb0DpJw9CS6ci562JMIePe09N6SRx6MlONo8kO9k1WDk5r1x++eXQdR0DAEqvfx0My8JOXmccKxRgpdPI3PAa7IyZ2LFlCy5WVYgdB4Zrg3ChKi3dWfVsE9yxdE0T9sOPIPFXfym/E8xCLBZrin2WFmfp0sS1mh5Lop6SUtrUb1SdDkKIrCHeto0ptXueh8svvxzO89uQFw4apdAcB2ZPDyqdHXAPA+7WrUztvX+V3IcQUdN1HWme+j0yMgLHcUAIQXd3d8Dx9VCUrdlcXs+ruSMofP4L7D6Yfi0mMSh0k/2WugRavjDxvgJXMDeoDdTad55lG2kdc6DVO74yd4ke56ZpgnJWyezq8t9rXq+sHlfVEHAcR16rnvHvH9EoAApj1izYIyMgY2ORrdrS6TR0XZdj0RVp51OnNHkP+XsQS/rXnJ4CjB2CdoYBV619BrQnPwts/CRw3aegr/4odAB49ScAXYe+/mPMF6xX251hooOkNOSfF08bN+Jt/jNJM1+WWFm2He8fTI00XA66tRi754mFFwDHWADbTHVI9rh4eDMAPzNzbHcXuhcw1li3C75/Use0RAIuWEBKzp2i9VM8MSHj07As6NOmIs5Bd7PveSum8zWYcF+LUirHXzwer3k8sdarGa7t7e0wTTOw9otxx/bL1xveO5tULMRiMVnu4pom9FSq7jVW4YQzu4GDjwKr/hLQmV/g9QbxjqZp8jcDAwOgQ2cxE6x+XN2XOO9Lub9Iz5we1/1WM1VIubEPK1LJY7GY3LaZud3etQuF73wP7be9D3p3tYC1mAfa29ureqoLE597hgGzo6P6WKYJD0loKEHLn2Tf22yN05Mdke/K/0QsB6Dpc2pJSM00TVxwwQXnXHzfrLW3t2Pp0qWB/9LpNHp6egKg/3+zZW6/TQoGCaXQTH8W7SsZMBGtKQrDK4B3PgoQDQAFiA4vOY/txEiAcOEp+xnGcoMQlH7yIJwXWXsN8+JFgWMKIY5jc+bWFymq1aO7xRYHak2Kql6u6zq09jbWw5YDbs/zMNjzVgBA3+yY7PSkEYKV09jvnJwOanH18pQSnZ39Sv/fJnPOupwg6E56rauXA4ylm6mkzMWvfzVyd92N0k8Zy06Sk1O+kLn9NsSueAUAoLJxE+vVqo5/y2q+ZYhTQVHLYCDzRlidnRIMS/VyofIphNSKRXjcmYtqGSbEfMoPPwL34EGUHnwQEEJqyoIowH0snfJbIok2M6Ee9KJlmEY9DGRuweBmJmymaRoGBgbw0EMPyUUZ8HvPwnFwcvFiVFIpqfAs76HoC8kt6tmLTBjJeppm1TvhOI68R7FCoWF9Xi1zjrGOAt7ICLp5jVe+txse75tKFXG3CVEvV9SavRyvX5yEchuSycCzBdMttCb8e5S58w7JVAv1ZdKWhsaVz5M3vl62RoqvWRM4z1YFg5o6Xy70E2S6Y4p6uWgZFoxi9/X14dL583H4ildg/6uulp+73Mk44rnYEY+jv78fCx/bEPgtzSqtYtqqA9Zqm5VySLhRjNuWADcwLiE1kfrZqpBaLBYLqJSHVdCXOjbmDmxmp2XbIAC0zk5oPNC3A8De69bg0mw2sp/4Mf7uiHruTCZTxfgTNy/7dGMWU70m3ghy997L/m36Y4gYFET3g5HeRAupAbV7dYtOIIDfo1u0C6vRCSQQkOPzL61U5LyrqaJGUkjN/40acFSfrR7WLdIBfRYDCKqYo6rPUdUPWZxD7xQ0ZeK8dGU8CzG1M4zhRNv0cYlNBUz4COVRX0xUHFsVUpPdCnJMQ0UIKGoUXpm3HE14gK7DmMHfXQ++yviGTyM/HEzLzu3vRPEU1wg4HJwLallUr24pUNognbiRyXr/SgWJ19wggVFUIPpcTQtdh9qbul6WjljrRfkfIQTxeFyu9eK3YvzZtg2X/1vnpUxU0ZgAWBCzZSG1n98GrLsV2PdT+RHtCrLzKh7SNA1bjhzGvmuvCQjJquetT2frvVtDKLORqeKtrQipqfe7mZZhua98FYWvfU3OmWETAeB62Qqqerna/UY1qvGJJ8f9dLHWxv9nZSZPlLWsXv63f/u3+MhHPlIlYPKyjd9Sf8CawRMAuRd6Yc96OzL9Wcz8s6OyNUXp5MVsEabcWaAuyBivbzESclFP3ng9/54id9/nEV+zGkB1r+7M7bexyKznAYZRmzmK6tE9nhYHatsZRb1c13W80NXJnKyzw3j3u9/NnKv4Ggy2rcXg9l2gFNCoDY9SDG5lTL7N+4nSchloZyrC6LkYaPNZb+E4dyqgO2USJHhNd0stw3g2wJmrrvQvY/FitL//TlQe/RUAQEtNbAsm1To+8XH/eek67B07ALB2Yi21DHEr2J6+Hlu71mJrMikXQQG6hWNMFCEh2c5OEfgT//b4pC8cVffkyao+3a7r+tHWdJsUUhPq5UUOwsU5UErhQkdf8WH0Z3+Mga078OSTT2LFihWYOXMmjh8/jpkzZwYYsP7+fiy2bVj8vIXYUi0Tz14oQCeTScQ8Je3dMADbrrqnohZK56l5tDI+R0UoldvbdyDBawBzU6bAPX6CHVN5X+jY2LjBvTTRo1uPAR4HxZMAurWODKgA3Ybo0x19j2T/93RaAi46lvVbI/EyBDWYVVMFeZwm+0MrTLdD4op6eXTLMACYy1N4wYOF/f39MnvjQG8vVkydipVLl1apTNMcywSgHqBlqhkE1Um0BgcDc6cYt81qnPg75ds7zYPucJZKI4tSLweqQTctV2RwwhB1mJ2d0DJsDHjlMhatfwwrpgVrXwXwDteBVqm4UwrYWVnTTWey1HjNcJH+Y7bWaiGm2znA0v/hEilqOqEmgF0YdItOIBs+rbQLm1O3E0gAiAnRSmWMBVSCRcswpVVZTdCdDioxE51KhX4VdIeVywHlGfN961OaTFMOtwwD/LZhor1WelrzPdFrWbKLExYAimf5sfk9UdXlpWIyBawCwEVkNXsUqUXsHmsmhdadgbaHpdh7LvF7Lnsu8rxmX6TbuqaJ/Fl+TXZzPgeJ6tUtxN7OkeUTzzw+YwY6//HvJxV0y5ZhQvxPCZjWA93iXT/K/dZ4PI4tW7bItT4c0HNtWwZORXq5eDf8+dRofc0bZa0IcdbPLHQ7aoPuvr4+rJgyFXuvW4O9XKdG9VH6+vqg8yC7d/oM6DgITKoIRUd1jwlbVMuwZtTLPa5dU/zBA9LPU03Ua6friE4G+nTXAucxvgYWub6SxQmCl0E3sy996UvYuHEjZs6ciYsvvhh9fX2B/ybbHnvsMdx3332TfpzzaeVfPgoA8AwdsCzkdnSDUrZGUI8gtyWDZNc2tgh3zGM/mnk59NIh9m8zxVpqAMi8591+K55YDOm3vQ0A4IR6dWfvvY85JwDgOLUBW7hHNzC+qHMNpvvYsWPYEYth0frHsJgLD/X19aE//RIGMrdg4KiN/uyP8e4Tt6Lf2ojNp00Mtq31QXepBMy5Cnj9fcCbvxk8JgfdcVpE0mQLYCquI+GyyYIpXjY56Xke0nfcjrFLl8iP3OMnGAt9JWPXJ6tPNwCUH/0Ve15c4dfkCsC0UmmtV6dTQc5gqbDHlOck0wNlP8uETJcTpvZZ1HjUkhYKTA2Vt7xzT52qAt2qY2e2tUF3gn26i3xRUJ1nx3WBWBv68uuwaO507NixA1/72tdw/PhxzJgxA8ePH8f9998fWMyKCmOuCrBEmQDPK1euRFtbG+ZfMAv6NjZ+9CuvxKzDByPvqWQawYJkiGiH1Yy5nK1LvP71MHl7k/yUKcjf/2+ylEA1r0EQoaEJ0Gj6dBZplS1twrRMBtTh3QZMf36JMtFjVEu3SdDtKc+NFkv8+8l7r8Q7G04vl0x3QjDd1eNp926/57XneQGHkjgO5n7hi9JxASF+b/s8AzDUJpGOiAq6QWkg02H8oHv8THezoFs47bVAt5xrKxU4IqWZ/4Z0dMiSlkUbNmLhxk0wFlYrhPT19Un1c2Ed6dC9sIsgniVrummqXaYGJ6+6lB1PBd0aQHS+rUPkXDahVovpVoPVJ7awzw49Vrf/NC2rTjcPFHIhM5JKgahld0rLMGEquFLHrZ4KroUMdHOmW4xjNADdop1is6A73DIM8JluYW2Nhccamqb7PkyRA2TBdKug20wChN+/SlYy3bRrATJ9Ocl5ZPpGQQbvZ5eQN+ByRta99qMouez3InPKNU3YOn/+ndEiemEjIbAK+MFLUiOVN2y1Wn9JFWjPAzEM+b6eD6a7WdANsHddaEmUy+UqwA0Es3FcHsTXeRq4AN0+8BsH0y3a1o0dkR+5bcH1KOxDLm9vx6L1j2H38mVVPgoAaL29zEf3PD9Y04IF3v9xtgxrpk+3IFJoNovST35S9b1gupsB3a5hQEvXAN0JPldUeGDvN5zpbllI7ZZbbplwwbTfZhO9hNN33I4NCy7C6hf3Q9vwCRA+rxCNomftGSRmHGWL8N6HgLFDQNd8uKePQHdOwWw/JZ3p4g+/x9jQWAywLJQ3bgQAuEqvbnFMAeBiV18lHf0qxjvcoxuoH1WuVdOtOm6GIV92QgiWx+OYs3ETvFdf52+T7AYKwAzrRfTlmYJh39B/gnZWMJC5BcVZKVw48DRblDQNeOX7qg8a81/yVRf14Gi5DdMzh6HTIggoKAjK5XLdSUNY5s47YNs2zA9+UH5mcYYytmwZrKeeluxw9t77AM+bMEZO7TcNz0PlmWdgPfEkAH8hls+tUeqtW0FJY86txYMupmkGHGNKKRMjSqWCDIpyn+S/HQewLHhZ5py4J0/J/tZh0G0YBvSODuiidQg/ZonXYGUyGZw6dUqmo8djbUB5FFPbY9gLxoBrmobLL78cP/nJT+TfYjErcjEyoHmmu7e3F29729uQv+sD2EV42uTKFYF7qr4bAqwn+Bw43j7dLlcRTb/zjzF986VSwXz00UfRc+t7kP/SlwEApL0dNJeDNzwMfUqTKZtRJkF3GoAHkkyCNCnC1YppmQ7QQ+zeaBHp5dIo9dPL06kaoJt/P4nBLMl0K+ypTeJAvD7TPTg4iAMHDsi/V65cGXBwqWFg17RpuPxXrHUQ6egAMU3QYhE0z0A0tTXZ21w16RCJ1Hfl2Y8bdAtQ4zTHtAHNpZerOgtqejng1zBO4ecume5KBW6Mg27+G62rU5YYyOMvXBh5zPC1dzz1McD8XX8N4GuWzqUIvVgMbl6HnvRATzPGSijrCzMvmgGcfJ6llzepQtuSCdAd1ad79UdZQPWxj7O/n/9G3f7TQaabp5fneAlQJpQj3oDpBtjzjcfj0OKh1kZxHfoUBoC9s3WYbkph8Npnh7dt0nvOgelOhea5tmmYEEtNYYBbMGoSdCtAjBAMdP4ONLuAvkpWBtvIzFV4cuhKDE/pwXT7RfRf8BBw6VuAF74HahEM7NqFsaNHZUBI13W0tbVhbGwMsYUO7CJfL9V5ZMOnOYHxiapTjUwvF8+tSdAtUrQBBIDq3r175Tmy3f3PY7qFXXHFFXKeVdd6YdJvcRyf6TZqMd0tgm6r6D8vFXSngsHqcFCSlsuY/+RT2LtmNWjEeRNdhzZ1CryTp+CeOiWZ76ZNYbq9wrn16a4HumnWL0krfOs/kH7rWwPft5Rebhi108vTU4FRANlQejnPOhH+dHICBVR/ndYy6P7EJz4xCafx22kqmEre+h5g3Tq0r8xCV/r8lQtLkJi1E5XRLsRXfxTY+QP2RWkYFB0AToEYpmS6yz/6L7S//++kQJoADN6p06CWhdyXv4LcXXej7f/8NfJf+SoAIHbppYhfeWU08K5V092qCcdN10EIkRPB/PnzMcejGIbvOACAl+hCf/a/JOAWtmr0ByBOEbkyc9BovRRxIwZoBuA5WLLoIhSP2th26iX0gSIOC2XEJegOC3PVMlOZiNyXXkL23vvkxEdSqSBAngBT96c+l9FPfgqFf70/AIqbEpdyKijqQefWNM3AhOy6LgzDAEmn/f0n4iAKMFGBkFcoSKaFjo3JxY/E2YKrMmCkvR2aYLo5qCia7NgpLnJiWRZbyHjQ5NAJPxrseR428kCS+HtwcJAx3criNzY2JoMHYfM8rwq8EK8CXeMthmx/UQsHMwTojvNURWqNL+3bG2LMkd7Ti+7bb0Pyc59DqasL+WlTMfed72Sg2zCgT5kCh4PuczKxkOkpAPlJA7KkowOurOnmbGKEM6fZtrynpK1NspwB0C3Sz88H6FbTyzU1vZwz3WX/vES64OzZs2X6o+p4GYaBRQcPYed1a2Ds3oULwdKnZUCsOMqO6dRnuj3+/kQBnnEz3ROUXi7AturYC9B9+PBhvPDCCzhx4kQgHTwAuk3m6Ov8/dEyGRl4AQCtqws6F6cL2JEnEBu4H4RcLUtWOp1TwDGlTRNPH9blfWSgG1NsYJSpnatMNwVBwWOrKXWDTNKEWS2mW9jKP/VBtx6rDbgpDTjdInAlNCC0thDo5ky3Y5dhFYtIpVK1QXcs+DlJxaD1sHW/bnr5L+6AseVhoOd9cDkV/D+O6Qb8um7BdItAhBF8lzTdxEDyFmDHXvQR/t4nOnAqswBneOYLpQTkohuAF76HrVNejxfGxoCxMak30NbWJse9Od9Fu1jDxDysluhFmNCaoCXFv2mR6RZATwXearBQCCCfz5ruQDZQE+Tdvn0sSCa1fvhaL0z4LY7rSo0Y8d6LTKlAenkroLug1FyL0g8AbihDLMx001IJe65bIzMFI8976lQOuk83fz5i/5by/pfOjemum16uaFvYW5+HtW0bYsuXy8+aYbqF+F/d9PKOGcAxQEMe2XvvQybmM90T7U//T7CWqY758+fLPrWqjY6ONtVW5GVTjAsGCcd+0cnvQd/4SXhL/lRu4qSvQnYgg3jnCJuoxUJRGpYLlq2thHOCPZPkLTfK/WVuvw3tCtvqZbPymMk33Bz4vKZIUVRN9zhMMt1mMNVQ0zT5Mnp5H9D2L18SBNwr/HuycnQdFjy8ie23FMEcqDZ3NauR617IHMRjLgbb1iJJ2CJQLperxDnqmamK7BgGcnfdDYszXNZzA/VF6cZjoTEirP3//DX7h1Iv3ZQ5ZRS1YA2kynQDSl13KoWtt7wRg7/7O4F6boCVCCDBhdIKhUBKpkhFDDPdsVgMWqYdOq/pptzJLvFFX3VUBOgebFuLo2f9hWX69OkBFnvlypUyja5I/bHrOI5cFMJWUZxWAV7Sv/sGWQPqWsFAjlpHLMG6WMDG4ahQz5Mpw1pvD7L33of204x9yfX2IvfP/wKAAUKNO0ba9i/VFimsIbgUMFnTnZL7ngxjNd08vVzUdEcwpZoSLCPJpMJ0K+OIO02TAbqzd9+D7L33KUy3ml4eQ/47D7A/IphuEZybomQebN++HYt4+zVd13HZjBlYtP4x7JwzB/uuvQZaV6d0pFEYBcDSy7UwMwnFSeTOnQp4zllIzbOr5/gaVo/pVsG2EDgTNX779u2TgLuvr68G6BZMtwWSyYAYRoD1j0otBwA8dQ/Itm8gofvX0OGclsr8AOSapfHyFc804eb5/JZjzrOmCKltbr8Z3zN+B4fjy0BdUj+QO16TjHMNJ/kRkUFFWBudWu966Nwk0y3ELttDji0HlA+fmYNvf/vbyOfzVeBKpoQbwX1rqRhKXMjPPX1a1p+K+ZPsexHZu+8BTgzC8NhvHQ40mhdSq1PTLf+eKKY7BLqj0ssB9GnbmJbIvpNYfyyJo7FLMFiahzMdHZhZ3oXjicXY0n4jsPMHGGxbi+cvuAnt/N6ItVhdy/IvtaOng9cGV7LRmjghi0wvFzXdTYJuIChA+K//+q8YGBjAHN6CMKxk3axgYkuWCAYPBOjWNK0h6FZroaXWTyhlPorplsG2SKa7hWClSC0Hgkx3LMhVhoHrtlwOBxXtn97e3qrzlnXd4xBTa7WmO0pIrama7hxb82KciBq98/8GgHgzNd0an2tco3Y9PemazbZNesjddTfck+xe5x94aOL96f8B1jLoPnToUOSDqlQqMur/sjVnYUVlQj24134cWP42+Znek0FuSwa5vbNZKpKjgG6PL37JNlCwCTT1mmuDx7jjdpmO5CkiRe4JX2FTsEuRIkUyvfxcmW4O5IQjpIg7aNxRUNNZ0H2R/+94B3D9P4BX0cIeMQHK03sbOUh//DDwvv1ALMUWoAsSGMjcApsyJ3vXrl2RtUK1zFTr/RwHbbe+Bw7vI1nZsGHCJ4jwGBEWqMdtAfhZhSxsLQi4TNMMLILCCfMyGRxbcRlOLL0UpenVbIOW8hXMoxR/w6DbNE1o7RmpXu5xVqbCt0sp7Txs28agfgUGMrdgersPiE6ePCkF1wBg8eLFcjE+GprUR2qofku2Oh73FyK74INuuzbTJUG3SGEbR023NzoG8Dm08B//yTJPeL28PW8eCl/7GgB2/zTeqoOWKwGRQgEaowSXsvfex5xh1QToJpzZnyT2mLUM44439w2jsgF04bin0yCapgipjcpt/PTySQgQ8PZj+a99HQDg6cE+3VTnx1RBN5+zxFyhgpdFixbhggtYvWZnZydiq/qwcOMmLFr/GOvK0NmppIzyZ+EQkDAzCcVJ5CnYUaB73EJqAAN1zfykTk236sxbloWenp5AMKueermaXm5YNssCAGS2A1A7tVyo8CfB7oNBbaS8UV98B/DTyzmb7p3ZBrfA3g9SYAKGKtM9bDCxsGFzNusxPxmg+zQTvlTTvKV943pgB+u9jpXvqi9IGgbdgunmmUZVTDcH+yNOHJ7n4ezZs5FMNwBoWjAgoCVNGfTzhoaQ/ae7AChBy4HnWGmXXYJBuXMtVKXPhelW08vjHYDZ4livZaJkxMqzdH7hS5mh+SWeQV9+HfouSGFfoQPrem7DwGgP+rM/xmv3fZkB8swtuL/wRgxkbsGy/T8Dddh8PmfOHBBCMGvWLDnui6fbcby8gu177EhDwA3UUi/nz61FIbW+vj65thNCMI0DvjDoPp9MdyOCIyw+BgTnHAFg5dzieZLpFu3yBAssWV3TbK3DTE5RoS8OyXfX1muD7sHBQWxzbMx6/nn5mW3bVeetcZFI99QplEolbN68WYLYRhYA3cUGpBOihdQa1XTTSgXgGT8d//D30Hp7Ye/cibPvejdouQzHceQ8ULemm48pL2bWDLKQHrZuagkXqT98K4jDAgmFf//2bxzgBlpIL/+JUkj/i1/8IiB65LouHn30UVx44YUTe3a/ZbZnxh/iomvWwjjwsPxM62ILRX7nFLRf9wngOVbrifIIiKcBOoBEO8w5y4EdO5niZsj03l64x4+D5nxgFATddYRjpJDauTLd3PEOieroug7CW5x46qST7AaNtYNYOdCLbgBpnwFccDVw5HEpogaE0q+iTNOgxpb65maAHd/DQOYWAMCBAweaBtxAiOkGkLrlFuS//BW2iNdTgZ9gU6Pd1LKaFsUqjo4BMKF5NmAwR0wsvrKfJX82rsLC5adXsw2krQ0YHoaXbx50k0y7r17OwZTNr0X01ASYg+5pcfSP/BilqW/CSe5Tz58/H4VCQQJny7Lks9ujpJ0DLPtGRPVViwQuVgEGokE3pVTWj8uabh48Gk9Nt3eWMy3xOHL33Iv299+JREcGcBzQzk6k3vY2FL/9bdBKRTq9FaxG7LrLmMM2tBu6m4G7/tvAWDbgwNVMxxKgG2ycTAqQBW8Z5gRbhkWJzWllH3QDiK7p5k6Tlqq9qI/XwvX6boDpjqPtr3h9sBBSA2X9Q+P+O6E6qRdccEEg9Tu2fDlgGFi4kWXkaG9+k+9Al/izsDXoYWYSCugW/1cyy85ZSA1gQKcJINNISK2vrw+UUmzevDnwebiGMVK9XDLdtgwsqTXd5oIaTDdnJxNuFkASHc5JFooNMN0ivTwOWIB38nmY03kpg3MWQAf0Nt9Rtgm7NxUtGWC6vXweY5/+B6Te+AbEr74q+nwa2fpPsICYzufrg48C4CnFGz4NbPk6MHqIBbVLw8DMVcDlPItp/cfY/xVwVgW6iwWgs0NmiZH2EOjmgNLlQepisRgNuj0PhDDfwXN1aLoLkjDR8aEPwjl4EOWHfor8F7+E2PLlyB88CJgG2latQubWW4GvfM0H3aKndHeTQfpIpltJL5+oem5AthCFVQgGnkJMtwi0XdrjYPAIWHcC6mD5zDkoPRlHX886DLS/EZToINTFZWMPY/v81wMAVq9eLdexJ554AgC7Jy/p12AmtrL91ykfEBbFdMv08hazXAYHByUDTymV5Nj5AN2S6W4RdItsorBfJv4W+5GlOJTKjggi2Bau6faMFtPLVaYbAMZeAnoXwdF10V4eQBB0e56HZbYNff8BHLvsMvazsTFcfPHFgfNW24btfeEFDA4OolKp4KqrGs8zavmL1wLT3UpNtygXBCEwlyxGz398E0O/+/uwnnoKZ95wC8jffQQAG0O1enQDAOFrolcnUES6mY+mJz1oHR0gDhurHuK/cYAbaIHpftOb3oQ3velNIITgne98p/z7TW96E9761rfikUcewd13V6vuvmxNmFUETgyiq8DUcIkStdens8VLOvciUl4eBfhCh2S7v6BEpK8R7sx4aj3yCX9CofX6kk40081fPjXlRePp5TSX81OlCYGTZS+zo7MJC1d/ADTei+I+P1rZciqgZqAvvw4EvpBbK6r7EnTzCSz35S+jKRX4iTZl4VUjn7UUSwG2+A6eYM8hZY1VRbzDKsOu4sDlIkS8hDCGNzwczbZHMt3tPtPNr8GJAN32899Bf/tx9OXXwVHS3qbknkdu6Lj8WzgKfX19MDmjGuPb12K6BXBRGXPGdPNacyfIzG7cuBHf/OY3kc/nfdDDmTqMo6Zbpt8nkzKSa4h74bpIvYkFhKhtS+fVHR5mjto1HwG2fxup4j/LdoLZQV9wpGY6FhcEouBM9yT1lA+kl2sU0GhQRJGbynQDDKwD57emW5bUIMh0U6LDM/gxjQTThQACdd1A0EmtVCqBWleSTMJceqn8PsB0qzXd7XWE1IRjpIzjcdd064pj1KSYWjMtw5YuXRr4W629lIcWdZcK0y3e+fgFc5C5/Xb22wDTXQt086CXxcoxOhyenlmJYLpjHHBO60NqHmeCjSLTTUkqpSg8JcMiKUAB3ZX1j6H4H/+B3Be+WPP6G5poCabz+eKlJxnYFhkqo4eAedf57axmck2RGp1AajPdvKa7Kr1cgG62/0KhUJVG7DgOUBwCgQdKAa/IzpUk2Ljv+Zd/xot/+Fbsu/YaDP/5X6DI62wz1zHh00G6EjvTLMPONU1oXV3Nt7VSme71n2D3RU0vF/XczZTQNLKY8JEKwXegBuje+pLvS3nEwNYL3g6vrGGwba2s16VEx3Oz3gQQglgshmQyKdcwtZZ4etxnPuuWD3CLZLp58LKVlmGCMW7na3k6ncZJLuJ5XpnukJBaI9BdjwgRjDeAQFmczedEIyZAd3Wfbu1cQDev63ZC566C7v7+flyaL8AKrVknTpwInLdIL3dPnkKOA9xGHVekqX26J6CmO6o8UWSdkrY2EE1DbNky9Hz9ayAdHbB37sTxj/wtADae6pUJaAJ0G7X5XcIDa1rCRelH35dNc2jhPPrT59GaBt2itcQFF1yA06dPy789z0OlUsGePXtw8803N97Ry1Ztp3fA/Por0X+QpW+p7WmIxp0DAayUxUKkg5FURhFqqY58aXzCVcG1e7w6vTzShJDaOdd083okEXVUUl5kdN7z5ORMbRujj8WR3dIOy+L9cC9+A6xXPwTrhL9INqzpDpvOWo5RPvQppTVBatU1eB4MPkGaPHJZ+u8fs+vq7GitX/Y5GiFElg2ovaJFrWX4msTi6/LgR9LJYxbvwSoc+LBz7CotHnI8BVQ1wUCqWROBc+Q13wGmu70dmsb7l+o6SDota1dN0/Qd/Rd+JHtj2orTP3J4O4quv3iojoKoDU/xz2opmEu2OsB05/308hDoPnz4MCzLwvHjx+VvkzFezz4eppuLqJkLF0pwLEE39RRGtAT7hRfYb4bZe5jnXYUIwIDU9Z9E7q67ceyCefXrnwTT7XGHerJqujMdMr0cYHXdUenlWoVdoyaY7s7aLcMmU0gtc/ttgK4HaroBwObMIAjxxdTyJ4GN/wgM7wdQDbrDLHRs1Sr5vdbZKdkr5HmfbpsE2vAJk04iB2LeRDDdhPjAu0kxtWbUy8PzTL0UUEopm/eVmu701Vcj8ZrrAQBaR6d/7FpMNw86t1WYYFW3zUvaImq6JejuuQSFo/PYZ2kXmf4sPD6leGWN9WUHYIWZbj7Xe7k6QelGJsDzocfY36kpDGwLFvu6TwFv+neWvqoZwNRlod9+IrA7NcAK+GyerOmuIaTm8vWuJtPNAYZX1uBVmBOuxf13ou2tb8He69Zg37XXwObvYzweZ+uK+Sq/J7quA1NDQmj1TGW6RYDiybv8ziPpaXV7lrdkKtMt0/xJMCAFALF2DLatxfYhHyjM7ophcOdO/Orqv8ZA5hbEeA17yhnBnmmrAQCdHR0BACLGvT4DmOspWVirP16zfEBYVJ/uVtXL1RRtoQGhaZoUUDvF64kns2WYCLzDtkEdp2nQ3cjE/KICSZvfszOlIvauvha7l16KwcHBSPVycW/qWhXTzWqNbdQG3QDglUqRoFs1taZbpJXnFAHlekYjhBTrWT3QrX6vmuhGoynES/xVV2Papg1IvuFmlDNsTWzU+UfnmaiuXht0i8wWLU6BAgumUg9I/+Wt582fPp/W8sg/ePAgenubrNd52ZqzFFNpjfH+0SqjQggX6LAsUMdi8qriOw7IjcLjfhRXTS/n0WHBpnjKSx1ILz8PTDe1hZBakOnWdZ051XwSFrVp9s6dsF7SkBvogHdWccQrwYWhVaZ78FAOA5lbMMdjwiZdXV112eHAscbGpBojOHAUTF1s+fLW+mVPgMk0M2USjnJ61cV3qjcKAEi6RSxduhQrV66UbU7CaaCe0uIhF05bhM901wbdEenlmobuOxi76FIKtLdJ1ksVdHMu/l3gBEtbdZRF4VjmisAxhKNAKUWZg/wk374W6K6VXi6YbvV4KpgaHh6u+u14arpFurDW66szm9wZcDwqx7Q+axYqG5iz5o0MszH13H3Kjixk+nIMULlu/fIGAbpddn+1yVIvz2QASsBvJROsirhHukgvbwuml6uCfJNa080te+99gOvKrAthAXZX1HU/+mHgV38LPPYJALVBt3BwY6t8poaBbu5ICyE1akSKIvmgG6Dwa7oppeNnugG/brbJXt2NmO7BwUFs375dnrOYdwAE5qCwSGOgplv5Tps+DSSdhjZ9OnQeEKwyznSvyP8C13QcwdICa8kWAN1CvTzOg4Kui+LY5aCUvSrU9Yllt6TBJoLp5qBbBH7582xYwtTIVn8UWHgTP7cz/udEZ98d5+n5U5extP86rG410y1ahnEmv6plWAIUBB6Yk10oFOS4FeOUgW42h3tFHZSndwqmGwAWbnoci9Y/hr3XrUGeK5ofOXSIrSulR7Aq91P/nFoB3SrTrfYsF9klTdZAN2VRTLeRkKy1sMHyhRjI3ILF7b7fkWlLYubMmTgzZT5mlneBEHaPynobek8zX8IJPRsxtslU4MV2hZC6+v/WrdsHaqWXCyG15phuNUVbzBvFYlH2DxfAd3KZboUgKZcnDHQLcmHLli0SQFp8DT0xNgZCKWBZGBgYwBDvhS3Uy5sWzhWgW+P3e4wz3aGM7KqWYaWyBN09vANDGHRrguk+dUoKvubUTM86FqzpLjb8TdQ9VzvWlCN8aJEVS0JtHPWeHiR/93dRzviZE/WMiAwHvc69TnSCeuwdNDI8G8omSP/R286rP32+rOWR/973vhdf+MIXqj7/0pe+hNtuu20izum3z5LsxTS8Mov8BnrCcpbB84BydCTMPPUT4NizfHMOupXosCbTy6Nrumk2CxpV22GX/MXpHGu6EWK6A6CbEL+um6fJWYNb/HM9ozgqIdalFaZ7cHAQAweG0Z/9MRa6OwGwFOMoVcwo8/h5kM5OEB7pE06PyVsp1FSBnwQTDrvaQgKIViwVi2/RZhN00i0hFovh8ssvRydnscNtJFwF7GSTiar6HxFwUEsVpMVisg+02jIMAFKrWSqi4zignV3S6VFBt33hDUx5HoAz4rfrKDhBtkPsu1QqgWoaQCnifH/lcjlyQZFsdTi9XNR0K6A7q7wzZ8+eVVhyznRXxsF0C9DdrYJuHsAg/pg2FlyE5JvfBICluuLRj6NtsRLZvuK9wPqPoX0Fdw7rlTcI0M3v32QBWclYOzzF3KTR6uUivTwVAt2lkmR0hPosabCwj9cC6fif/UzguwC7K+q6D/yS/X+EOdn10suBENPd0VGVXg4tGjirLIRnGDLLoVKpSAerZfVywE+jnQCmWziuwqlMpVKBeQdgwNvzvMD1MNBdli3DAqA7lcLUR36BqT99sHYPeVHT7RWw+Pi3EKP8/bZyfpmPYLoV0J2ec0BiK6L7oFtluitaKsB0S/A9EX27b/4qhBCoNOoyEbXjnHGbuaohq1td083OzZNMd3V6uQt/XyroFg6z4zgSYLglDdTlAeUYu0niPbl4504sWv8YKnytfvHAASza9DhWZh+CBocBHQBoVkQNqK7pFsC7PMr+PvbMxABuIMh0C78mLKIGwNMT6M/+GIvivrJ0rsw6Z8zsacN0+0VY4CJ9xEQl1QkAiIUYQ53fj/JICntmvsX/wrVqlg8Iq9enm8Sae/fVFG0xN7muK5nViy5iYrXno6YbmFjQrc41Yp8FPhfNmT6daWnYNmbMmCEZfdcwsW10pHnhXAG6p69g/+dMtxV6ZGG/iJZ90C10rkZHR6XvAAD6NBaYcoeGJOh2XTewTS0LZLu4boB0ibIoppsQIgO34phjn/ksTt/wOni5nB/EiyJbEgmUeOCmXo9uACBiftL12sEBQuDZzDc0e3jpoaXV76r0v9haHvkPPPAArr766qrPr7rqKvzgBz+YkJP6rbN4BlR4AaWzgfRyVbGBFqMZaeeidwAHf8X+sItVLSnC6eWUUrgnlcgbpfIlA+DXVgkRNaL7bM84a6t8prs6vRyAX9fNBWEsBQCr6ZVhgNkK0+15HvoXTkNffh0SLjtOqVSSE3gtUQn5ew66tSlTkPq93w18F+OiGUANFfhJMMF0h1MOgWpHWSwwJb5gjCWq2Ygw0+0qoNTTtKr0JwGYvJMiIuxPJ0RZbFWmWz2O67pwOEgj/PMAu7aIsQMOqZ1OJxyFIp/c4/k8SCwmF4Oouu7aTLcA3f44UOusTp8+LRewpGCKx9FmRYxnvcfPHjFE1gB8p58kEmj7y78AALSvGEOmPwss9sdd/gUD2YEMMv1ZtK/MAoQEosIBFXMBukW99SQx3frMmSCdHQB3SolBI+vedX6NIr1aFYASKeaiXm0y6s/D9e/hd3/0m9/y/4gHo/3IMU2BWqBblmvMmgWNO1daV5ffrqbMnF6pkB4yFYi6pinHixi3KktRy7wo581ojemuJ6QmWLTLL78cgO+4q3Op+DchJLAvtWWYGapPNebOhR7RKUGaqv6ttPGB5/jiWEJILcHmAHfkEFKZzXCynNk5zrsuUMAr61JIzdKSoE4E6G61hCnKtv5/YHkLis1dzdbtgX9mf+dPNWR1azPdoqa7Or3cI/54UkF3is8Btm3LUh63oLPIHwAS0wPvibFwkRQGBADiulj4q1+BuGUQQGYKea1kQkapl6/+qB8V0YyJAdxAiOmO7tENAP0zCdMSUVpHZktMgfrm61+Fy/IPgxL//cu1MULiYicEuvl8UCmm4SSUwKEYpxHlA8Ii08tFTXcLLcMA9q6qc5VY02KKlgrAxkFL7UebMEJIgLWfKNANsLlm5syZ8pwtvpZcOHcu9l17DfZetwYzp06VZXRHVvVhy7FjzQvnCtA9i81xYr4RTDfhAZNqprsEiwe1Ozo6ZHBfbWGq9fQAug47kQgE+ZtJMQ/7e14dBXPP8+T9Ca8Z4rwE6C796L9ZhumWLZKgi9IcIYk4yhx0N2K6NSVgWc+/pgbzA1MXs3tknYyzLi84f/70+bKWR/7Zs2cDyuXCMpmMTON42Vo0TfPTt0tng+nl1J8saTH6haSXvQdY9Ab2x47vVi3cPovMa9RGRmU7AJHuHUgxF7VVj3P2J9HJ2Mhzqa2STHe1kBo7R96rOxsBuodU0B1OL2/eIerv70ffxawnYMJj1yscWVXkopb5oLsX+owZge/My5Y3fR4TZpLpro5QHzlyJPD3+vUsDfMUYQ6CiWpHukpILcSmhQGsJoDicQZCdN4yCQgqrKp9uoEgo+5xlt0gJOCc27YNHHkcQHOgW0TvE9kcPDMm2fuzSsBGWCTTrdZ0e77joTLd4jp0XYcpUoXHpV4u0st959Tk9fOOoftKxIkESg8+xDYgFNmBDEoH/YWr9J1voZJ8HbIDGYBQxvK/6lXI3XU3zvzBW5gyt3BuOOj2LO5QT1ZNdyqFaZs2QZvNIvzE9CJT8KuE1HS9SkxN1KtNSiq85wXq38N1bY7qfEaAbhpyZKOYbkIIMh/6EBJrb0Tsqiv9e27zVGgj+hlomub3UTVNuCPDLaWWWzt24MSSpch+7v8FvxDAZhxCamFnPNw2TVWwjZpLA8I9Cug26gjsRJpTZ74XYmqC6U6I8XQcZe16VE7yvueUrYeEAFq7I+cXi6RAXUw80y3WTQBY80m/hnjaciaiJnRT9j7YkNUNg26vqqa7mul2iB/YULMlAqD7EFsfrJNxyXRrJgm8J1p3N/Zee41/LrqOfav9v3WP13X3+Bk8DS1KvXzDp1lRp2awYEoD0bGmTTLd+Zo9ugHI992t+CULuSIHjOmpsEj0e5sO9VzW+LNykwlA00DFc3cbB2p9oBrRMqzJ9HJhtVrEiXdPfXcntVf3BDLdwqJ0pF46dQp7r1uDResfw4oFCzB37lzwg0JrVjiXUgV0v4L9nwup2VyUMFZh71547WBMNxtriUQiskyHaBr0qVMleBU2HtBNi7UVzFWg2wh0i/16Z4YkHlA7SliWhcHBQeSBpkE3UQINUbXjovUp1RmmNLvYPSodSqL47e9Utz79DbCWR/6CBQvw85//vOrzn/3sZ5g/f/6EnNRvpXHQTUojQSE1tyKVslGKFjwjmW7g0j9gf1CvqiWFTN3kL5LHU8u1nh7ZriXQNkykPj37Jf/cQux5qxZmusMpL6K/KM3n4Z49C/fQYflbVwnmiIVHOBctsxC8Pifh+KC72eiud4adhzc8DH2mD7q1nh7oM2dG90eeRBNCZWoLCYClfoYB8r59+/Dggw8iZ7D7vMg6VLW/KiG1EOgeVvoFA2p6ORtP5oIFMlW8GaYbACyepm/yZyAXqCNPA3uYSJ1jVkdbA/WI8JnuRC4HLxbDFK62fvr06arfRjLddgGGAN3KcMhG6B0kk0mQeO2ARyNzeRBJU5hukwedXNOU48zZf4C1ozMM5AY74K26HfYTj8rfpN/yJvTc/6/IbckgN8juo3P0JcSuugrWE08GRdUE6OZDZTLFyfTuLhDuuGom9d99xbQQ6AaCdd2U0kmt6c7ceUeg/j3sEMR4Wj8AX0hNblyBkzsTmDeihNQAIP0Hv4+e+/8VWirlK+fK/sC1U/MCbcPKFdBisWkRNXv7DsCyAiU6bKcCdLfGdFNKIx0mAJGgu96+HMcBLVfgxKKZ7rpGaf2Agajr5qBb46DbbZsFu/vNcPNsfjM7efmCReDBkKxluGWYynSPmwEU6+a8NWztXPMxoJv3IH/2i8CMlf62TbSSqnK4w326wzXdIaZbGCFEgm6nUpTlac/PfR2en/Vato2pBd6TjZcuxr7r1sh9LHhsA/auuY6peQMwbK5F8YrL615DwMJMt+pnfMxuWPvckqm6NxJ0R8wtvC2gc/IF+ZHnUbbGmAlYiepOHprjIHHoUPAzzkB64n0VtcFu4zUjKr1ctgxrkemu1Eg/VoPgWqgUbCJNVTCfaNAdVRJ48NAhLNq0CQs3bgItFnHsGBNdhOfBa1Y4tzQM8CCS7CgwdgSgFBZl80W87KeFq6Yy3YlEombGkDZ9mkzTFtaUmFqEmKKXzaLy+BOgoXNRzy18z6tAtwgSnTkjsYKaObN3714MDAzgsX37UOpoMr1cAd2R2iCahtxdd8Md87/zHILK0ThKP/lJIHvyN8VavqI77rgDH/jAB/Dxj38cGzZswIYNG/Cxj30MH/rQh3A7b/3xsrVuNKEw3WpNt13ya3dL0S8kae8G9j4k/qpqSSFeHBG9EiBJnzEDmqhNDiuYr/4osPRt7N/DL567mAl/4YhhRqa8SKY7l4O1mU+K/Lo9NYOCLwrSQW+1ZRhv3ZJ0R9nvKW16oRFMt7t7D4oP/FB+bl62HLn7Ph9kFs+DycWXC4YMDg7KWkvhzKqBsBMnTkDjsr2piGSFKtBtBhf3MJAXgEk4p1pPt2Rvmwfd7LkbfDzIBer4VmDluwAARcr2ldD9qK0Qczxw4AAGBgZ8pjuXhRczJVg+FWIfgBotwxQhNRV0i1Q8NUqcTCb9ti3jYbqHBehWmG5+v1zThMtBt71jB0vrnDePHfeGGxC/0i9jSK19jd+nUzCjhw7DevLJahVzAbpLXCRpEsXJAEj1YWLSyBR8wXRryqId6NVdqcg6rsmq6VYtnPoWKaSWniaDo5aiMwBEC6mFTTjSROP7jtd2WCQzzFMmvQgRv1omQWPY2W5RSC0sgBZl4wHdTL28uqa7oUUCbgLEuGNo5RkwF0JqSTae3GQvtM5OuHmuJp3kGV8lHYUz/jPwiAkXZhXoBsaxzsidumzd/JP1/trZMYf9/+JbfJ2AiHU7yuR5yLZIPL28lnq5kYSD6sCG2inCHj0GeA5oahZQIdg2by0G29aCmH4N+kMPPYQzySQ6eQaVRggWbdiIix//FQYyt2CwbS10j8+Fs2c3vC3SVKY7KrCviqs1CbwPHjyI3bt3V38h26oq6uV1mG4HwbEp1hQrORMA/OsFkBoehvfS0cD2On82on+0zHBoCnRXC6kJbQxiTgzolkJvvN0ZMPm9uicSdKsCsX/ouFLTgRCCi7ewFm1bdu3C4cOMwOk5dAirli1rTjhXsNzJbqCL+1B2ESiNwKY8Q6AUzXR7pZJU+FeZ7nAWgT5tmhQkEzYuprtQwNin/x5Db3kryo88EviuHugO13RLpntoSGbFqmVfYvyfzefl9TViulEoQLOrtXKEiZpt+7Dv41sjPaCOhvjqa3+7+3QLe9e73oW7774bX/va13Ddddfhuuuuw3/8x3/gq1/9Kv78z/98Ms7xt8NkevlwsB+sUwY4qyZqAVWjDqA9/wXghe+xD2auqlqkCH+x7Z27AKige7p0dPPf+haqbOGN4ihNReHrmRRTMo2AgysmAr+mOy9Ty+NXXwWApeMKoTcpJsIjhC0ry/Jos+6W5WQYJbYVZULQzbzmGuS/8EXf8SmV6rdrmiQjcb6YVSpSzfPYsWNYsmQJbNuGrusyzVqYx1mdZLza2Q2nlzs8KyHOJ9sq0B1iS0kmI+sx64FuTdNka5UKT8MyeD2cTC+f2ge88jZ2zlyAyEz5jKMQcCqVSjh58iQK/BwT2RzGPA/797O2TrlcLiBOQimtUdOtpJdTf1oUC81sxZFMJBJSzCZKJKyRiXIJXUnDFNftmSa8ITbOYpf3I3P7bdBnMSfPOXYU8UvmBs5Z1HRqHR1+wEfTIvp0C6abA9lJ6tMtTYLu6PRykXoZxXR7Y6OBOrXJZOWFhR2CgIPUs4j9f8WfABk2DqyxoBptoVCQgcRaoFiAbs3gUZ14tUiNMAlGu9i6oILuRiJqPugOzWstCqmpTlqttNOwSGItq6rpjlAvb2gq6BY1v5lZQIoHr6wcYzE5Q6WnWBaX67rQOjok061pXKzHJrBp8F5aehJwXVDbDgKe8dZ1X/eJ6nWzg5fhVMaAU9vYvy9+Q1PgUqx3IkNNMN1CSK26T3cikumOxWI+GBhjAINOeyUWbtyEZft/hoHMLXiicxXy+TwGBwdx/PhxTAXB8ofWAQBMTQMBcPGzG9Cf/TE8osHgadP1+rpXmcp0iwBF+H41EB1TrVAo4Je//CU2btwoA7H+RUcx3XVANwmOabEWVJJMebrTOSm1YdqGzsJ9KRiI03idvSilaAl0R6iXSz2beGuguxaQVt/ZyWwbNhk13Srg7uvrw3bPBQgBoRSUUjz5u2/GvmuvwZZDhzB/DgtyuaaJvssvb044V4DutulMbC/FsxvGjsBGfdBtuS4TdUV9plufMkWmaYv7P7708hKcF19k53LseOC7sGCxairTTV1XBsfdM0M+062UEhdDZTa6ZTWc9718AZogcWpkS2Vuvw36/GX+cV5g2wlx4t80G9fI/+u//mscPXoUp06dQjabxYEDB/COd7xjos/tt8t42zASFlJzSr5gVhToBgHZ+EnmEAJsMQlFhzX+YrsvvYTsvfcFmG7RvihSEEoAeaI1FYWva/yFI4YZePl8ptuvO7d5WmTiNa9hG3kePN7+SSw8QiV5vEw3PLsq0hdlouYE8JnuxJvfxBQV+QJlPfX0eQfcQFC9XNRRnjhxQrKz6XS6emEhBIR6SCarHfcq9XK+WHTyiXx0dDQYMAlFObWODujTmUNSD3QDvrNt8Yi+4QS3cboWAsluUED2VBcLEiFE/jsWi+H48eM4yRntsRkzkC+XsXLlShlwUFPM1ZrGcHq5VC+HLjMgxNgQKqTyd6KurkXxGeq68HjwQk0vV3uJuqfZOIu/6lUAAJ0DfvfYcb+FH8BAd74g9ysVPj0vqGLuebLe1Svw93CSarqlcdCtmTWE1CLSy0V7Em9szK9Ti8dBGoiGTYRV1XSrDlL/XwFv/znw6r8H2lkApDLGxpRgiNTMnVoiZ5LpNkXgo1obRZhM7e7i5T9nx8F0hx3oFoXUAEhHbSKZ7nHXdAt2kuhAF1NeRtdFfk9nK++/H3osoF5OOjsl6BZGbQIHIdBt+mm9gXraiVAwFyZA96HHgFm8BWLPxU2xurKdIO98IPt0S2YqVIpjJuGSasc4Fov5z6TAW9LNYV0llr34SyzJP4b9iXn49re/LcHNa6dOgc19EVEOtO8NvwMA6M89BIO3MBVjpaleyCrTHRWgEFZHdEy1PXv2yHexCnSrTLcs8YhKL+f+UkhLRDLdcRbkidMipjiM3W4bGmIMoTJOCH8mYh2VoNtrHKiNTi8XTHdrNd21mG51PZ5Mplu9lokC3Wo7tMHBQeyIxbBo/WP4/WPHMXPmTJydNQtD8+ZhxZSpWKjxAGlGBzGM5oRzVdANyHeWjh2Bw0VCY4rquGoVLphoahp0Xa/ZBULr6ZGgexpvIVY1ZiMsPK97hYIM5IeDg2HtJNUE6C6Xy4Fx5g2d8Wu6FaY7DLoT2RxIA9KBFvLQhT9ZA3QDQPIP/oRt7wHlozyDsl4r4//FNq6R7zgOfvnLX+KHP/yhnOCOHz/e1IB52aKN8rZhVUy3XfJbRFQiBBMo2ELd9272t4jgKtFhsRCTjg7k7rob5V+yulDnwEG4B1n7m9grXhHc74ZP+ynry//4nGurVKY7KuVFMt3ZLKznWWpQ/BWvAOHASQBe8JpuEUhApVJVx1LXZF2VD7rrMt285iR7733yHPRwS5RY7NeTBhNSLxeLiahhEk5CX19fAAgYtAItXV0nHY7IOvw37WfOwCAEnucFIrGix7IwTWW6I4TU1EVenE+Fb2dYQXEXx3GAZDc86LLmUgiiUEpxkI/b9vZ29Pf3I8cXwJNLFiOdTmPFihWYyvvFqqBbPOtYLBYER4p6OcAWCHH/EokEpiuKyslkMlhX14Kj4o2OSnCsdSs13SLYYJpSw0AELvSZDOi5R49WgW6RXk6zWbT91V/KrwK9La08wB0BL8+e7WT16ZYmmG6jRsswrkOgpdMysCWZ7tExH+QQcl50Euoy3WYCWPA6QDeAdqaEa+WYkxOuaYvH41WMgjAfdIsU/8ag2+vqZP8fHm5aSE2C7pDWQ6SQ2s4HgJ+9D3CjQbW4lkZMd9Og27IA15Upty3VdKtAqfdi9u/ui/yMgUpOKpcj2QNdydzRuqJAtwY7BLrtmAq6FZZxMkB353y/HZ24ngasrni2Yu6gxSJzfEXZVRXTnYTbiOkWDOr8V7N9ugTT7ANyW03T0NfXB627Gw7XETFF95FMWqaXm0lfMKrpXshR6uXjNEop9uzZI/9W1aIBNM90dy8EpiyB07s08LFY+yyT3fuYV8IK+0nMmTMHc/cy9Xd7xw7kvvwVOIcOQePBb1esM+fMdJ9bTXf4WZw30D0JTLcKuAcGBrA0l8fCjZtAYjHcfPPNuGTXLgxfOA/UtmGcYf6kF/Pfg4bCuRJ0c+0eXhLiDB+RnYZiBfZsqkA3nzPjoQ4NVTXdvb2yplv4F8306g7P67RUlD5DGHSHuwSpFmC6lcAME1LjQTyl5lyA7gu5H9Z25kxD0os2wXQDQGHji6AUKB1Og/JL8MIlr78h1vLIP3z4MJYtW4ZbbrkF73nPe3CGA5HPfe5zeP/73z/hJ/hbYwnGaJDScLCm2/FrulGpDmp4Nk/7FoIgaksVHh2W4iqEsPqJF5hASOXxx2GuXAEgFFUStVW8TzLi7eOqrQqYqEcyjMDEK5w68XJb27aD5vMgiQSMRQuh89pdGckL1XQDEbWL9Uww3dRFsgnQLWpOcnfdDfcISx+rPPwIq98GWIq5ZdXujzyJJsS8oPSKXrlyZWCbGTNmQNM0zFDU1m0tiefprComogp084XRsCwk+MKhRs1FyzD5d3s7tIj08qgUVHGsClezN7jjF6h/MpMBEbVrrvGVclXhF1WNlLiuBEIieqyCbr/PdsjZUoTUALZAiIyBjo4OtLe3y3NLJBIBtqGVFHOhXE46OwL7kIyfpsHhWR3iHhq85Uk1051D8bvfBcCAecdH/w7GQibSlHzjG33gLeYTzQAtcsftfIHuRurlbWkZ2BIpcjSb9UFOuXxedBLqgm7VONNt8V7b8Xg8ADjrpX5L0C3Sy9NdNbeVTLfIUjp7tmWmu6p/a5SQ2iMfBJ75glJbHDrnBkx3uDNBLRNOn83PzTkXpttIAhewLBDMfmU0053sDmTuaB0doK4Gt+SPJc8mcEjwXtopLuhZLgfark1I2zBhGV7TrenA2b3s36KEAajP6vJn6kzl6a6lEnS1FCNcY2nE4UbUdKug2yExYMoSkB4e1HSBPckr5bae52FwcBBadw8cwXTz577MPo3+7I8xkLkFBZPdO6Gz0VRrpij18nHasWPHAkHhKtAtmG7P9pXuo0C3mQDe8wLcpX8EwFd5l0y3yXyPGC1hhjmKG2+8Ee2iW8afvAvZf/wMxv7hH6HxedwVQTiNjfVsLo9R/l0ti+zTLeakJvt0CxNrttp1SOMsrDC1bdhE22Qw3cIE472Ei7yKYP/il45i0frH4NkWjCIjIRy9hWBFjrPjnOkea7sEm9tuQnGId4WhHswin8tCc2NFpJYLQqGWkFp3t2S6p06dCsKJjTCjHLaqlmEjI3474BpMd0PQrWT1BITUOHaglMr36fIrrsCq730fS3/284a+t1dsDLqz996HsXu/g3zmY0j92xkkXv86AID1/La6+/7fai2P/Pe9733o7+/HyMhIQIjozW9+Mx599NE6v3zZ6ppgunPHg+lHdsmvHRagW1McFa6k6NfrVQNIwQrTXA7tt73P/8IwkOBAJhBVErVV01ewv4VT00JtVdg8ReglaiIQTLeo5zYvvRTEMKD1svsiI3mhmm6gRYdI8x2QBAetjWq6M7ffhvY7bgdEP8Nv/QcAoP39d2LWwf0SlDcE3k4F+MWdwPbvNH++dSyqT3c4nY8QUvVZxj6FE06qiokIp5c73FnQLQuxCNBdnV6eQYw7WcYljLmhlMrFJorpLmvsGAaf9KuAP1eKJYRIcRxN0+TibVkWnnvuOblfqusy40ZlusX2kSJqAGDlQeCBUE/eg+wQS6vPZDIghKCbs0upVEq+k0BEGm8d83t0B7MlVPDhiZILwXTPZqDbOXasOr1cRL0NA9l770P8GgZGtI4MK4HwPOTv510I4hlQ7qCfXyG1KPVyXtOdSsvAlvUcG6fe2BgKvE+21t19XrJIJCNAG9SlStDtlzeoQLseIBbiSJLpbuuuua14PzzRRq0lITU2JhoKqVEqe47j5Nboc55oprvCki9r9emua2pv5aveD7xnF8vwUkF3kQvypHoC8xnhgENlu6lDYIdSiJ20D7onnekeOwyM8i4dPRc39VNaLuPkxRfjJ8uW4iBXCTdFT910uroUgxC4RrXYkWmaftoriQNzV8v5ZseCG3A8sZj/nGDVqlUYGBjAtqEhCbpjFi9R60ihL78O/dkfY9Rj9+7IkSPN90KeQKZbrA9izNZkugE/I6JG2z4AcPg62MVLPCTo1tl4i3klmYquX8ACKUKQ1nr2OZCRUQCARwhjL/UYPGj472cO40c/+lHd2ne1Tzfldcoi4EJabBkm1mxxHUD1e3d+mO6JB91inFF5b9h1kGQKCzduwnLDgFFgoNvVWwjwhdLLt5TnYXPmjdh6mp23SS1olWiBMIu/V2HQXZVe3t0thdTa29slWdCwrjs0rwsyCGgNdKvllYH08rNnJR4QWbK2bct9tbW1YcbhI0jkcg2Zbu/0Geh1QHf23vukHlL7nZ8EzCRSv/97bPuDB38tZNZkW8sjf9OmTfi7v/u7qkV23rx5vjT/y9ay0RRvGTZ6IPiFU5atoWDxF0qkvACgInWsDuiWANV1kf2nu5R9OzKVO9AyTNRWWfzlF+qwQNO1VWFTI2dRdSZCvVxMKOZyJqyg9zLQJRTMZcuwRAKQLbNaqOvWWwfdAJB+Z1CzQK3hVtnwupPEc18FnroH+OWHmj/fOubXdLN7Mjg4iC1bWD28rutYtWoVjh9nNU5Hj/rKqiYt40RJr3KMwoBXTJG6ZUUuyiQdZEu1TAaJa6/B9MEBZD70QbYP15XpUpFMtzgGd2rDSp82B90agWRP3v3ud2PZMjY+KpWKvGajXMbFW59HoVDA1q1b0dXVBcMwYNu2ZBZqMt1WAQQ+6HJtG2NbfgAA6Eiyc+3v78eiRYswd+5c5tyKhawV0B3RLgzgWR/8PglAIhwvXTDdx4+BhkB3nPfNJfEYcnfdLevFy5seZ+NT01D8z6+z7eMZvw3XeazpjsoE0EWZCHc0Mrffhvj11wMAit/7Porf+z7bbk4LSsjnYGJOinssYNOQ6a6wcRSPxwOguyHTTagvpJap3c9YppfzwJY3MtK6kFpVTXdISK2S84Hsqeejz7lJ0N20kFq5woJKIotmPEJqZpKxxFMuAYiqXp6TyuVI9QYdzXQaMAy4BQV0WxocEkovF2VOYdDdqmBnPcvMglQrB2Ut6dLVbaiijJbLGOPtKsd42UlMZMYo9ZequQabp9Wih0B6uRYH2meAmCb2rVmNHYtfh3aHZTBSSrF8+XL09/djcO8enLmCZdKYZSHcxvbdl18HAl89ujnA7bAiTuCcme6hoSEc4i27FvJsnyrQrceYHgDgB2eimG5uYh0UYLVSqcCyLFgau+YYLcp2gqLDhNbTA5gmq+/e5r9TlFJQPYaC3omy7cG27bpaMjJTTIBt5f0bb3r5rw10TyLTLUz2MOdzoyifosUSjBILLDqkhfsWAt0lwubhww7LnjNpGZrFa5WV4An1PFgiI45fdy2m2+nIyDKbdDqNdv7+NgLdQteIcF0jh3cUAMbHdFNKUSnk1R9J3SfRp1u8S1ILIt7Y93aHhuAeOyaZ7sggk+dV6SGJjkpad7evU/MbZC2PfM/zIiMWR48elYPmZRuHiZZhY0eCn6vp5RaPtmdmKRvwyVMIgjglIFQTQpJJCRDyn/+C/Lztfe9FZcNGADVEC0QKVh2V3WZNbUEQVWeihVqdCOVCwXTLtmGWH9GMqntqaCrTzWt86i1+wnL8vtWqthHAu+YkUc4Cm/6B/bsSca/HYSrTLVLFFy9mDEUikcCqVavQ398vgbews7G5WDU3VeUYVTHd/HPDthHn9zqQXh5muvlkqU+bJp11dRGPAt1lMRa4cFY1080zHTwaCBKsWrVK7ksw0IlcDpe8uB/pdBpbtmzB1q1bZb9uUQYjFo+Uml7tuZJxkWJqhbPI2uy9y2hsfMyaNQtr1qyRoCcc9GjGhHCh1lMNuIww6BZM9/TpTADPK0smHgBjukWw4rIVaH//nSj96L8Zu3XoEMqfuA549ONI/yETO0I8A48rrur7/x1Y/4mmz7tlkzXdXuT98dXL/eeQ/oPfZ/+gFBDtbM6Dcjmggm52f2qyUHzutfh70BrTnfRTywFomdpAS4Jufv3u2bNy7FZlaYStVsswmV7OHaWC0k7vZH3QPWFCalbFb6GEFkG3ml6uWhTTnewJrC+e56Htr/4SZMoC/zOHwNHCTDcX8QmJC00o023EfYEmgNVz19ABCBstl+X84PJsFZOzUlot0K2z7dJJ/1oDoJvE5T2k8Tgu3fGwBNAAYP/8g+hbMB39PXmgg52n9xKbJ7U2NqYG29aCclhPm+2FrAr6nQPTXS6X8fDDD8PzPMydOxcXXMAyCapANyE+2y2CM1FCauL0+JyQTCblO57L5VDhOgAxryRr8tN/+qdo+8u/QO8PfwBz6aVsB8eDHQ6gx5DT/Xm/HsBVg6K0XA4GLscJupPJpJw7wqD7f5t6edgk0y3WZv5u0PwQTIcFol0t1rz+T16klzOQXeHiaWWNjR+TVqC5PCtOmWdpuQyLr2kJPpfUqukuiWdRLEInpGmmW1yr1sm7MwSY7iAIriekpuu6nLdLYT0u8Ts+p4iUd+E3yWdaJ73c3srWFJ23uIsSrsvceUdVJpssHdV1ZO68o+b+/7dayyP/ta99Le677z75NyEE+XweH//4x7F27dqJPLffKqO8ZRgJi2yoQmo2X/jbfQAF4TSIiC31AC/4chNCZP1o8g1vYJ91dqDjA/8XyTe+ke16167qk4piusdpQphB6+iIjL6RkABMjDPdou+zACuqmAhJRCh8NjIlNT/B22Y1Yrqz996Hwtf/HQBQmTIF6Ttuj2S1M7ffVnuSeOoe3yG0J8iBi/mgW9Q2zeMRd+EkCMGQ6dOnS6aDUBer5keAvhDgtfkkaaTTiPMFJMB0h2u6O6rF2VQRNVVgSgqp8bFgcBXu8ALlxNh7EdcRCBLY//1j+W8BdBLZLEgygba2NqxcuRKe50lALphusaAFAoSW75zJ9OKhfcgaDBRlzBqOiATdrdd0a6H0cgAQb0MYdJNYDNq0adASoUXLysv+vFo65Qd+OHi3BgaR6c8ifeEo2z6eAS2V0b4yC33b5xlbOFnWZJ9uogiRlR97zN+AP/9Jb23GTcxJCY+NhYZMt8OeRRh0N2K6BeimHkA6mkgv505OOZeT55TJVL9nqsn50LZlq0W201B6uWBzAODsnqAeiDjnSRBSE+Nb07TWnO9aitNRQmqp3sC+XddFx4c/hMSb/0R+Ru0I0C2c9VIZtDxJNd2A36sbaDq1HAiBbj4/JHmGoc7LacImQHcmGRTOks+ExGW98yXPP4/FO9Yjr/tj09r6n8A9s9G3/U5kzowCAAw+j2rpGAbb1mIgcwvmgqXKd3R0NNcLWdUWGCfTTSnFo48+inw+j46ODqxZs0b2Dq4C3YBf1y3Tyxsz3YZhBPZp8T7NcSW93Jg1Ex0f+yjMBQtkiRUBZI9iSimgmcg3C7pNUwYeaankM7kYP9Mdi8UkaDq/TDcHaJPIdEsyRoBuoZ9ROAaD+tfk5oeqfxs2Sv2yjw6mc2A5QbrFhA2Dr02OCrpLJVj88yRf22qllxf558mxLLzRUTmv79q1C0899ZQsZ6g6PQG6eeaCynR7LQipAUpdd42gosiSrQm66/jO1tatAACDByGabSUou5i8rF7O7O6778YTTzyBJUuWoFwu421ve5tMLf/c5z43Gef422GpGqmGjl/TLZ2iVC8od9FpGHQDkSnmorejsYC1WtG5sFb6j94GAPDKEU7FBDLdNOtH46Nruv1jkGQSxgLGSIhexl6ophvjZro1iB6vSbMx6BY1J8k3vwkA4KRTSL/3b5qv4x4+ADx5D/DU3f5nrlVTLbgVE2UHtFKRLHBU3WdfXx80TQMFoFEHlOgYPFztkFT16eaT5JS7/gkxvj91UdYi0svDJhaaMKMV/lvjTpx6Dp7nwYl3AgDShn+/nIMHMXr7HTD44iMixIlsDuCLyIoVK9Df3y8XMrGARYNuHuUlGnTwtjdn96Oksd+maXRXBj8DZTw13dWAyxCsYii9HGBialo8CLppJSfVy4mSpi1Sd3PPdzINBt76j8ba0b7kDDL9WXiv/HDt9jwTYQroDqeXU9uWKWciDTB7730ofoeJwpFUCvFXMyVl99hRnA8Tzkmcg+6aDkJ6KkA0WFyAq2XQzeu5qUOghds7KSbfA/6O53hdfCqVasgOBxyhSgSwcSJAN/WA0zvknwMDA9i6dat0jlWHUWTVUEpbFlJzbBvOeJTLgSaZbgG6ewJCnTI7T9RTA6C2Vg26lUCuyhp5LTDddVsRrf8EEyJVzkOKqG34dMPsE7XdmsuDrm0HWEmasWRx5G8E6I7pVI5Plen2iCHrvkkiiWIsE+jtbWsJAKwmueQxht7k42prpQMDmVvQn/0xLqa75b6b6oUsmW4S1KlpwUZGRnDs2DHouo4bbrgB8XhcAuRisVitBC2Z7sbp5aqfou7T8tiYitGSTC8PHGKVHxzWVdCtx5A1/GBrI4Cr1kJDiFFqWsstFMVx4vH4rwd0JyYfdFfVdAtwWD4ZEEh18qeqfxy2wmnWVg4E6GSguxK6LyYcH0wq39FyGRY/djirILymFIWvls3CGxrCjBkzQAhBoVDA9u3bsWnTpuhrLQdBN1WY8VbSywGlrjtqfjMM6YOEMwSl71mn7EaCbr7O1VMvVy3QmWiig53/A6zlkT979mw8//zz+MhHPoLbb78dK1euxGc/+1ls2bJFChe9bOOwZAh0i8ncLvkq1Y7vdFDCAY9gL9T0rAjQbcxhi7y9h6mlCtAtokrEjHCaBBiZCKa7QXq5ynQLETUA0Hh7LvdMqKY7HguIjbRkPMU8YbLhX5fp5jUnQqDK5Ytvw3RyADi0EfjiQuDhO9m9nOGnRMtneQ4WBfqi2goJJ/myTAZ/svu9TG32wHCVQyQd41ANTqyjQzprQfVyBXQTEmAthcl9hJzy8CJgFAqglUoAUDiOI9XLTSgL51HG7Jj8uY/wOuZELiezH4SFQbf4f4AttHkAwkzDIOx5ls6+JFuDJJzoiKvIHolS565lrqzpjsg04I6IpzDdop2WPrsadHtHD6Dy1NNsWwW8Bvp1D7YDC17P/t7/C2T6s8gOZEAmE3ADfk23Qat6maupuiSdloGttve9V35vXroEAODs2XtexFT89PIGTLemA23TYWkcyLSYXq4Z7NlQm4Bkas+rMr2cvzd5Dh5VBeJapqb8BdL/qpjukAOqpJhrmoYtW7ZUzQVqKygRGANaYLpte3w9uoHabZ5kTbcqpMbWjXDJTBB0EzihtGZbOpPFQMCClpoD3Vu2bME3vvENDA8PR2+g6awDiBCwA1h6uegY0iD7hJbLMmjhcr8gJebDJUsif+PqvEwFVDrNKugGAFvnznQyiUIyqKpvC4V31wLt5OyvWDN1gv7sj9GXX4eUx9b4UqnUXC9kVbm8yfT6sIm1u729PSh0CRb8qCodE0y3CM7UE1KrxXSLLBevKJlu1WJ9tUF3s0w3EKyFHm+7MAABLYh0KOVZnvMkgm5N8dMmDXSL+yPTy/l4ts5AgweN8nksd6bxzka4rlJmNmDEMTAwUOUjmsSFwQP3BRV05/MSdIu1oFZNtwCyiVwW3tlhzJgxA29729tk6VzNskfRwaerq+qrVkG3ZLoj0sS19nYZtBRMtxg/jdLLKaUyvdzkbS+bBd2krU0SB7+JbPe4wouGYeDtb3/7RJ/Lb7cZSbjE9HsFt00HKmNMSI1PJHpxJ982AUrjAHK+A7LpH5hICHWj0wQ5yHB4H0sBuqWyeVRPPJFePiFMN09HqyGkpjLd5mXL/c9Fy7CzoqZbLD7xplJcIk03AbeCRKwx6Bbp4rl//mcAfs0fgMaqyscHGIPUNR945W3AZe8APtsFgLIU83O8r1Hq5WGmWzjJ/f39uHj3HkBnojfo/yupai7StqvSy5XU8EjQHYvJlmkkkwGJWEibZbqNigUvn4fe3Q3C1V4dx4Ft8PQ9JUVMjAXBdEvQnc2CzJoV2K8Kuh3HkQtZZHp5rA06YeCwMHoWwIUwvRJ0q8b4GEdNtzfMQXdvFOjWAdcJppfzdlqxV1wOnYNu6vJXffQM4IjayjY/K+MNb0DpwQehz5yJ3F13I37rEsQBEOqBukBuawfaGyhgn7MpLcNAKasRE+mSon4sFmNjSBFTKdz/b6DFItzDLL3PXLnyvIiphNPL66bCtc+EVYkG3XWZ7kRCYbo1KSIXZRIs8jFW4ACrGd2UQC1ygOkOCampTDcQEFPr6+uD67pSpNC27cBc0tfXF2ht06yQ2lC+gN5YNegeHByUJTI1rVZ6uWS6g326AXYfHceJBN2eTWQbobiXR0Vrg82fnxAkFNaskNrRo0dh2zZeeuklCQIDJoJd6z/mf3boMeC5r7CslAbBMFouw+MZWnKe4AGt2KWXRv7G1RKAB+jExezZs5HNZjFlyhTWNoo6cIkBh7PhWiqFYirozIusDqx8F7wjbK4zKmzO75+SB7avAwAk3VFA9xnmhmJqE6BcHlXeoGkakskkSqUSisViUL8j1nx6uRgzhmHIfRQKBf+Y1K/pVk2fPRva1KnwTp+G7rB9MNBtNl3TDSBIKoh5pYGIYpS1wnRHBRsppfA8ryZwa2jnjemmAA9qippuzWW+gk5tltHRTHq5AN3dF/n7D2VMmMTF0blsLqGeElDOF/ya7hDoDt9bCbqzOZkBl06nMWvWLGzevLnmGuSnl3dWfxfKWK3lfwkToLscMRbVoHCt9HLU8J3dI0fYHBqLwezqAoaHmwfdmgaSaQcdHYM3Ngadt379TbFxjfw9e/bg1ltvxfXXX4/rr78et956q2zX8LKN0wiBZSgOlRBaUYTUKOWD9tiz8CwuNJRoU6Lk/MWKbBvG9u1whU8JujlzQkulavAg0stjtZ3DZs2T6uU1arqVFzy23AfdorWS36dbEVI7V6Zb9+sVoyY49+xZeU883v7DCdUx1zWhNL1wLXDF37AF2uQOwETUdUeAvjDoFo5sX18fvLExEJ0tEH2L51UxEWFWSJ2wa0XCRUS5loiPCtxVq2K6rQpoLgdCSGCRcnjao+EpqZ58LBg8zUo8u0QuV6XKLUCKbdsY4iUKahCBXZQAgWnwIYECX2QSXgEoBR1wee0y06CVmm42JrTuatCtG/z+y/TyhN9O69nnJNMt2h5p7XHos5i6d+XJJ2Xrjba/+gsAAPVclo3x0nr2N9FAdKD9FcVAff2kmFrTDQRSzKWCusgaUcRUNN5/2OGgO37VledFTMUTTDdtwHQDQPus8THdhgGS5LXadnRmiDCZXs7fkwJnNRrVcwMh0K2+r7WE1ER6c6ht2IoVK+R7v3Pnzqrey6pyeaPxJK5n1KrgpZUr5e+AIHte11oRUqvFdKenyfmfIi5Bd9odZYcQoj98vhfWrJCauCd1+zCv/ihw6Vv9v5sE3ABnuvk5OqojbZowFi6I/I3LU+h16uLKK6/EO9/5TnTyvtIGzyASbDZJJlFIBYMFNh/ruPDVqBCWzZiZNQy9tzcQ4E/ye+h5XnOM6QT06BZB4HCwq2Zdt2C6a2VNqKfH15Wq9HIBYmsw3YQQxPrYGNe5IJ2o6VZBd6WOCBUQqpsVfk+LJRme58m5LB6PY/78+Zg2bZpUeBdWj+lev349vvWtbzXsH13LzgvTXa6g81WjSDz3e8DQXqkFooGt3SJo7xRqZKCoJkB313wAwBIlgyTmsnswpnXjIM9W0xUfyitUM9210stlBkKhIDWL1O1rrUECdOsRQb2wL9yozaRkuiOOJYRxgQjQ3UC9XKSWm0sWQxflMM2K2MHHJYGuSr8h1vLIf+CBB7B06VJs3rwZl112GS677DIMDg5i2bJleOCBBybjHH9rzNJV0M2jO54DwlW2Pb7g4dB6EN7aRiNnGOC+7lNAopN9HwW6BSgSgHcGA/VqmxEvrJo4kUJqOd5LNFMjvTyVkkyYaBcG+IwgLRTgqYEBtaZ7PEw3gJjuyck/zHa7J07gZP8rcPbP3s3OX4DutnGA7qQyOU4g6PYnvtpMt+oke6OjEnRDj8sUQGEqmx1u9VVrURa9uqPquYFgip5qtZhu9TvbtuHwtEcVdLtcidwIOS2JbK5KeEtNDRRt00TfbWlKernO+4YXPHYvEl4eKI9GXptML7fqO0+qCQYtKjXM5M60a4qAGnuGmdtvQ/LNbwYRoLvAvzc9UK76DsOQbLE+h4k0eSdPoX35COJT2YLqLb8T2YEMMsvPskDdZFoIdCOQgsfr0COUyYUYlADd50+9nI3ThjXdAGO6CQfdxEVccYQbtfPSUnzMeLosoYkyCbo9DySTQbF7nKC7bno5Z7oveh37/6ltCHe+ENdDKYWmaQH2slkRNfV62nQdx3gmk2EYVex5XWtGSE2p6QYUQTrhGGsa0MMABzUycIww6OZrbRXT3VxgVzjKdUE3EATYeqxpfQVaLsPlmQKusn4aF11UM/XY1XimHKrnYpOysWATIUCVQKEtnF7Ox032GCyDfWe4ZVb6pZRJGW5JAoZmOoJMFtMN1AHdsdD6XUe9PCq9PJ/P+zoGtOQHrEIW4ynC4k5TSuFpMRR0/96G19JTp05h06ZNsgRKCpApfs94RdQAdo+6u7txyy23YPbsYCvGeqD75MmTsCwLZxVg2JKdB6YbloXY9AqIZwMnBqVWiKaxe6m7XCC1ONp4XyHQLe6JrhFY3B8ZQi8Wydaq/pzp5vJwhLBrg/Ry4auZpbJkuuttLywspBb4rkXQLT4v29XHUrFBq+rl1patAIDYihVVWkHNmAD8kRm4/8ut5ZH/gQ98AB/+8Ifx1FNP4Z577sE999yDJ598Eh/5yEfwgQ98YDLO8bfGbENhPtJKSgVPg5aL1IK1MBIMoOjFfX6UvG6v7mAalKzp1nX5cnmjygB3HX8/55gGTSn108vba/Tp1jRkPvJhtN36HhhKFJa0t8uUKm9oaEJruonn+JNOCHTb+/YBlgWL1z0LJ8xJtwACBOhOKJOjAN1WoXr7Fk2AbkQw3VHOvzc6BqLxBSIiwq/eCzXKahhGZHo5ABAehIhSLgdqM93VoLsiBUHUyLBIezQc/36JBcoMg+5cTjoqqgmgcoyr/Fal6Mr08jR0nY3Jgt7J9unlgXI00y0zDeqxoiETgCiqT7YhnOmQejkAZO68XTLdDme64ZZlqnb6LW/x2eLubpBkEu0rsyCbPgV0s/fJQxK5LRnk9s1hgbrJBN5qTTehIaZbiL9VB7C0KQx0Uz4XaecLdHMHJ07ZXFKf6Z6JiujV+/9djfjTn5Ff1WO6AUBLcQFMNFkD7TjQujpRHC/TrQTkqoXUONM9bzUDfpUsMHoosC/VCfc8L6AD0ayIGuCD3yQhmM47ZZw8ebJ5wA0oTHe4ppuvm6VhP1DMmW6xxgQc2Dd9A3jj1+DRaXAN9q6lBOg2aoDuJlm+pkH3Lk5QaCYT1mzyXWRCapzpVkF3DRE1QGW6qx1rkwczRQ9jkkyi2NbJTo1n1lkav9/Zo7CFsN42A1rvlGApm2tLp7wp0D0BTHfLoNsMzTktMt3qc4392QZg7rWRv02+/vUgmQxMUb5HKQqkHZT4zywMcLds2YJdu3bhhz/8IQ4fPhwQipUdMmKtMd2qcnk9oFsP6InzbMTM17KJYLoppcj+010o/XRd9PeViq95Uh7lwVoKzeB+Mn8vnVITIK4G6E4mE7I2XIOHxTxbRC1+KgniilI5Jmsx1+J+mqViTdAdTmunnie7gUSD7qAf2yzTLVq3it7fgN+jm1Jau6a7BuEl6rljK1bIZz0upvs3sKa7ZdB94sQJvOMd76j6/O1vfztOnDgR8YuXrVmLZLoBaHH2mIjHXlK66A0Q7Xop0f0oudqrO2RaSLSn9IuHpUCRTDHnCuPZe+9D9t7P+hufI9NNCwVZl0lqtAwDgPa//At0fPhDARaSEBJUMOcTDjHPjekeaL8Zg3uORoLuwcFBbOXiNHR0jC0W3Alzx5Nefg5Md6lUwuDgYOSC10xNt2o0NwYpShvh6IjfUEqls6JpWqCfY3V6eZDp9jwPx44dk9s1n15uwXmJMdHqoiNYFsPxFcSFkr1R8Z8ZoRSxQiESzAqQffr06cDf0gTTHWuT5yUYibiXr5Nezq+pUs0O1DKpshrxfAz+PEUdr3otxf/+cVV6OQEFLXGBQgXAEkIY200o7Av/TI4/pgMBFE8uYoE6r/lFsGWLtWFP8irsSl3D2G4lBd9nuqvfJX1qsHf1eWO6+b1I8KCUKhIWNto2Q47LmJtF/NRm+V0jppskxLhvDnS7rgtvyhRU+JhtCnSrc4X6vtZiujNzgCk8hfLUNrn51q1b5bwzY8aMKkXq8TDdrueh+9Bh+XmYPa9rMiU4nF7O3+csV7onmhQirWK6AWBWP9D3LpBMhwxwpb1RAJCgcrxMtwpQamqFiHKw6z4FfMxi/28yCMZahnFtBELg8fM1FtcB3RxQ6wgFkjwPhseDTOCBvlQKxXY293V6LKPI5lkdyB2DzZdmo1KBHmK64Vp+uup5YrpVUKla00x3izXdYhwZhgFt1qqaAnDG/Asx44XtSPAuLJRS5Gjw2OG1VNwzy7Lwi1/8Amc4McLSy30tm1asVvp91fkq801A9JJSeZ6NWqvWtAlguq1nn0Xuvs9j7NN/H/k9tSp+S83yCEgqCRKn0HQOki0upFaq3wMbADC8n/2fg25xD12PKf1r1IYHDfu46KGrafKeDfHxlq5U5DU2YrpjxZIsOwN8X0nU0gdMmdsngumWoJsDCmO238pQU0rzxLk3k15e+Oa3YD33HLu2VasaMvdRJjSovJeZbmDNmjWRUvaPP/44rrnmmgk5qd9WC9R0JzrlYkQEXvHY5Ed3PgiiMY0uQl1/sa7HdIeAhtbRIVteScCUzUoxJkL4Aq3HAKN1xUzVBMsNwwBJJFqeeEWKuTt0NtinW0ZQW1wMNBMa9TCw76QEhWJyEumOUFKG3dOn4fEItyqk1tAEQ3oOoPu5557DwMAAtm/fXvWdrPVXzjVKvVwYLSvHjHB0dF2XE34u1MJLLNqN0ssPHTqEn/70p3jmmWcANJ9erlcqqPB5RY0MCwbGdLIM/H79GsQ0NqGbCouXtG0QRDPIGYVtAKKYbg7ozTSMEOhOeIXa6eWiT3qTTDf1PN95SlTff5M/M9c0mTPH77l4J2OXMicA3fP8LGCLpyKGxqU+ezZygx2wzOvlOKSuSCFNsUDddZ9o6rzHY6fOjmJD1zuxqfPt0F+lgTrVNd3puQerWiTpU35NoFvUdBu+w1nLSbBnvwqi7WDMK6GtdASapqGtra2h2JCWYL+jWm1nHwh2EihNZ6VAMUIaMulAOL1cmRtVITVK/ZrutmnSwRTAdXBwEFu2bJHHcxxHlqMI4D0e0O14Hk5wVpYQUsWe17VGQmpC8yTZI9Vvq2q6FUv/we/D42yVYLpdTYOnaRFMd2MQ6Xle4DiRbLcKuEWwfPVHmwbeLL3cv99CydxYfEnN37jcgdBpaJ6yi356Oe89jWQSxXYWsOh2WOBZBJjcseNwRclRpQJtypSgr6GA7qbqfyeQ6W65pltYk+rliUQi4K80M+aJpgXWuRwNzmXhtVT8LVpgnuGdW2ipJDtktFrTXSsoETbxnoSBnjoHTiTT3aqmiLWZzRFShDNsXklMyZLpNtp4+ndRg86Dvm6lxu+FOWUgx8Z9mOkulUrop8/h3SduRX/6KHZykgpc+BUATvL5dpoyB0cx15RS/9mUSoGabnXMhNlxNaCqRQk12nbAH2kWdIu96nP8sgPCW32JdygWi8lzq5VeXnzghxj9yN8CANr+5lYY8y+sOwfXMq1T1HT/5oHultXL3/jGN+KDH/wgNm/ejFe+8pUAgKeffhr/9V//hU9+8pP4yU9+Etj2ZWveLENhMeIdzLlwKyAmn6D4oqkdWofsQAbFoUsx/XM3+kqodUC3pqT/krY2dHzwAyCxGHJ33S1ftMK3v4vyQw+h/f13ov2PbgC+8qkJrecWLQgatTGoOvde5oh7Q0M+wIzH/JqncTDdffl1wMo/xcB+FmEUjLJId1z47HMQiS3uqVN+evl5ruk+dYo5xiMjEWxriOmmlNafZC3lmDUcnWQyCdu2JegWAFgs2q7rwnEcf/Ll6faifCHcD7sZplsnBBqlqGzcBOp5gUXK4VOU4RSAF/4LOPI4kt1JZNETqOlOCrY54rrD7GAVW6iml9s84s8d1brp5S3WdKsLVBTTbfIF0DUNkHgchBAJuNvffyfMjgeAI4Bx8QrQ3A6QGAUtjALwgx/CjNmzUAHgvvQSQNg49Bz+zCICExNplFI8zYMuAJC/dDp6B+4FLriXnUc+j/aVWbRNOQpofxD4rRZqO0laKec4B/O4Am3MDLasi3JWrTRTyNc0DQYcGPYw3vSGmxBLNp4btDify/X64Fl9B4q8g0NbHRV3atsgpgnqusH6+cg+3WUWSHL5dulpQBtj1ZBj2Wqe52HlypU4dOhQoNxE6kMoYlnN9NsW11OiFPZc1vv28ssvh+d5VV0UalojITVhKV+sqi7ofscfg/zwh8DQENKu79zZiQTMcTDdYQd5dHQU03nARJrnRoumib8bZJ8wptu/324sBpTLDZhuDro9GxjaCxzeCKz8U8AuwOCg26FsXJbTaVDdAKEuOu0TQBxSNNDKnwX4rdYrFRYgs3+9TPc513Q3yXQTQpBOp+W61gzoBoJgNu+xe5PUHJQ8owp0CxDWOTKKvGnA4UFdr1SCxrd1h4eRvfuepsUlrcFvAZgitSoanSfArlv8bUWUrrVsE8F08y4KtTqFaFDGW2kEZHoKejt7fm7OgJbgTHel/rg8tHMzKunrcKn9HAgvUdm3bx8A1q6xT88DJ4C+7jE401dj637Gitu2jXg8Dp47hGmuP1er86PjODBNE5Zl+Zo5xaLsagKwe6NpGjzPqwr8yvlc04IlfYk4wEkIWi7L4Ix4Zskaa7743OLBRn2m3/1FYIZwPTcQnV5OLQujH/4IQCnS7/pTZD7Iyo3HBbrrdVX6X24tg+7/83/+DwDgK1/5Cr7yla9EfgcgAK5etubM1hXnIdHBnYtRmRKsYZRt17UauS37EbtiRrAFSec8vqOI9PJ2/wUV9dyiBjR3190AIAF35vbbgKPcaZ6AdmGiLkNMEq2Cbr2HgVbv7FmZyktUIbVx1nT3zc3gcFbHmTNn8PTTT4NSKusLs4/+Sm7unjwFb5SD7laYt3ME3ZZlSbCdjahtEf3bRZ272honkumu1Ge6xe+y2WwV0y0UikW6mQ+6OdPNn61wHIQD2kzLMDMeB0ml4A0Nwd65CzpfjKxcDg7lKVrUAvY/zI5piLY1PqBI8FYZ9ZhuYTXTy800dBp0puoKqcVbVC9XFigSke5nKEy3vA6lnRa+fD/7bftU0BECxCgIrQCIVTPdXEzNOfoS0CuYbp62Psntwg4dOiSDRQBw3FqAi7bdB/R0A6s/itjQA0j2Z1EsvhKpEPioYrqTkw+6KaVwOejWY0mYpgnbtmvWdQfZIwKAojetAW2NU7+JAN1G/esKgG5e/pOu4XAWf/QjjNz5f9H9z19F/FVXB6+tVnq5qOdOdAJmAq6TgA6AZo+BgAkw2raNw1zQTr0XAhxv3szS6lthum1CkBoeRrG7G6lUCosWMSGqpoB3IyE1YdxZBho7fMKpNWkJJnFhUx1OPB7UNwHgNcHcRoHuKquXXdKoXRil8CoWPGXudE0TVkcGWk91NwS5DXfzNGoB694DHPgl0DEH6F4Ak5es2fw+FPm80+YOI+7wwClnuu3iGNAG6JYFjVImpHZKWXs9G6lWQPf/4JpuSmmVn5JKpVoG3WLcU0qR5/Nvt1nGsUpbANCqzGeaC3NVxJgrl+Ua4504IbM4mrHyyDEAUxB36zO8qi+mBhvVMX3uTPc5gO7B2qCbUgqiKeOtPAKSTMFo50A7r0PvYfOuY9Ufl088vw9Wx1vR65qYztl4MUdMmzYNSF8L7PguMOVSrFpypQTdTjYLN51G1jAASjFdeUdVX0eAbnEvDU2D7rqyI4v6G8uyqkG3kump6p0YM2fBOcBq0WmpBLS3NyZhwDJEpF+XSkHLtIN0doCOjsn08ijQjYj0cm9sjJWSAuj4xMdlNsO4QPfLNd2+eZ7X1H8vA+7WLZBeHu+QC4JILyfgrZywAgCgi57EIj1NoPMG6eX6zBny34Fe04T4f/N2YW62guzd94zvgrj5ImpB0N10ermo6T4bTC+Xk/k41cvh2VjMGYKwOq+q5O4eOiSjiE2nl3uuD9aSEUJqTYBu0eIKYKA7LKohgRufwMUEq4XS2qTxYAwles2FW0zOYaabECIXYnXxTaxeDdLZgfjVVwHwnSDxf+nU1hFSM00T8avY7ysbNsDjqWTFZ5/1U/yoxZxFAFrMBUBhKA5Bgk/24wLdap9uMwJ0l0YQVnUGFPXyZtPLxTjVo5WrZV2dYfrK5Uo7LRnE6ZgOarPnp3F18HD7KZ2r03rHDsm0W+pw0B1vzmEcj1FK8eyzzwIAuuLsuGdSF8JZ/H9YYPATBMniT5EdyKCsX1f1e+3XUNMdaJtnJmr2VRUWSGkVLYNqBGbCJp5XlfMfMhV0Fzjbny5EzxnWs88BlQqsZ56pmgtrCqmJem4u2Fl6+GkAgHcoWMZCQo5n4LjjSC/XKIUWqg8Uaeu1auil1WrzZKbAgh/cks0x3YCSiUMtxDR2fDuR8BkWPk/SUnNBUtUaiqm1apVKgOUGADdmojB3Xt2fuVy8y3ArwNm97MPsMcAq+Onl/D4UedlLmzsMU4gK8nZiltDX4GNKDwupAUjy3zeVXj6BNd210stt2w4+lybVy9XxIsZuWln7G9VIh39LKUWOg+4ek90b9bxs25bre++aNQCACn+XvVIJRZ5Bqs+dG/TZGpjFwXqc1F+jCCGR74p6juMF3efKdLsnTsA7yecr22ZlWqo5DrS48n6XR0GSSehtPtNtcKLFsS2pLxQ2Sikshz2DA8lV8vOpPPsqFosB/X8F3HYYWPXn0FMpOZfZQ0NSqLXjxAkklLGi3ttwOaMYR97ISOC6arUZk0x3Ih5YG7UpvX65Jd93IxJGnJs8ViwGEo+z9xqQbXzrMt3KmPCyQl+mDUTNZBwH6H65pvtlOy8WEFKLZ+SCILA09bi68ZlRAIA+c6a//eqPAtN4q60G6eWC6QYgxdTYAShG7riTnwx7gZwTZ1uKrEaZbBfGwU7L6eW8dsUdHlFahsX9yXycTDdcG3v37vXPU6kv9May2HftNdi7+lrYe/awDQwDXrMsYVmZLKLUy5sA3UL4C2CTdZg9kGIWIaGTRCIRXTMlHCSttpMs0o3yvHZKBctRYmqp3/tdzNixHXFeatIs060++1gshvhqpgKb+8pXQY4fZ8fJ5RTQXQEq7J5u7rgZL96wBokOX2kzwc93R6Usz11YPB6X555MJqsDEmqfbjPoTCW8PAOtVgRTEAve/0ZWT0QNUEC3aVanyVMqQTfpngWPKxoRkwKEVAUbDF4y4p3molVGAtTmAL3FtjOtWC6Xw9jYGHRdx3WXMmdluG0WRp5LysYqlGrIbclIpyF7730ysBdmus+HenkAdMdTNR0eYQGwKQJqTYJuYvD3Mlb/ulRHJc+fV7oGiBPjz8sXqvUtAunlfEy5CuhuY+nPzgh3yrPHg+fL55GoAEQr6uUSfAAo83VABTHh9oWRViu9nJBgirnCdDdSzlXnlxhvp+go754QKxpPevnYBDuM4XpuAIjdeite+v3fq/s7l7KxpHklBrYBNl6tfBXorvCxn/SyiFE2lmR6ORdUM0FBkkkYF86rEm1NxnkZwa+Z6VbbXAbY7iaZbvXdF++iOl6bKakAQky3w37To+cC5w7466au6xLcuLysJP/lr6DMVbuNBdG92GtZhYPIOBoD5ijBq4lIL1czEscDukX7KeWkAn8GlMsBoDQCLZWEluSgu6RB58/Zgd7UXH3AnS2DIIHMJkKAzgukgJ7Gr8ceOitBd8/BQ1WZZ+E1RWrvKBltnjK/1wr8iiAqicdZ9xQRzOydUtXNRzwvXdejSRhucq0xWbDfWMjGmHEBKwMS73Ik6FbWGyrKSEMkx7nVdP8WM91PPfUUHnroocBn3/zmN3HhhRdi6tSp+Iu/+IvxR8JeNgCAZUSllwNE5xMK4cIQUaAbiKzpzt59DxNLi0gvP/MHb/HrRVesAAAUv/d9ZO+9D6Wf/IBtO+vCliKrUSZeHAH8o/p01zNNpJcPK0x3PBYQ6GjJONM9eDiLkyKCClazI0SCdmbasPe6NSCUwt69m51HZ2dNtdIqE6xkrC0oRDdO0A1Up5hLIS/+3tUTUQMAavNxodV2GMRvxbHUybpm2zDlnoyb6b6WgW46Ooo4d5LKjuODduovtBr1sOeqa3HyYr9HaoIHSbZHOLqEEMluR6o/K+nlhhm8dwnhrEQs1FK9vFXQXYMlkaA7ZlYDc7soa3C1KReAOgJ0eyDpdFWQRaSXI8fHUKJLeXfG7+Q2MnUM9sxdioSbhaeZKLftkFwkIR5rZ9bWJmvWRWBP6+0N7O981HSrzoAWS9ds8SIsEEhKdLIPayjcVxkH3STRXHq5ZVkY4XcupWS+qCbaCdFCPgiygeg+3U4lKKIGwC3wDhlO8DrEuBIZbKq1wnTL2lZC4PB5O9VqQKVWejkQAt0+092oR6yfXl5BnC9Htgq6ecC3GSE1cT/UOXQiM/7C9dwAoF17DayeCEElxTzBdBdO+mJz5VHALrCgInzHusLvV9LNyXZiLL2cSPCdvPBCTHtiEwtIhJnuWAugexJrugH/OQTWq6qa7mimW4wLUV8LnDvTXXDYfnq0MXkM8U6pwE7qp4j2TZ4H8PeHtNoyzGXvb5w2BsyTxXTLgLBtw2sxyxHw67mFhYPctKIolwNSSE185pU1GAl2Dg6JAcUzkcdRMwmLriF9w1pifQBkKZw9MixBd++BA9BCmWfhgIYkSJJJEJFK3UyvbulDMGJFBK713p6aoLsmCRM6lse1ZDo/91n0fOfbiF3JiJQokkwIwQbSywXTHeqUNL6a7pf7dONTn/oUXnjhBfn39u3b8Wd/9md4zWtegw996EN48MEH8ZnPfKbOHl62RmbrEUJqgOytTAToPslezirQHdUyTNOQu+tuFL7zHfmRPmMGzvzBW2A98SRiV1+FzO23oeffvyajZrm77kbllzyyunDpOV+X6L+sjZvp9tPL5aSjqpc32UPV36GJwba1GDhSRn9/Py699FIAjJlYtmwZBgYGsHPOHCxa/xgWbtwE50VWt0O40m1TFlXPDfiLfhOg+8wZtjgIEFBV112H6Y40AbrriDgJpjtKAK1W2zDVVKabUtqUkJppmjAumi/LJRL8OgsgilPsH7Mvvw5L9m/BYSVj40xvD/ZetwbLp8+Q6q+qCbBdlVoOBIXU4kEnLBHj5xkBqnz1+CZBt+jR3QTTXZUmL8aTZkLrmQHKmW7NoAFgKoNsPT0giQRPxQeQ7EZ5wwZ+nZMPumOxGEj3fEy1DgIARtO+81A6MwWZ/izMA/8ug34isEdMM6DKej7Sy8V8RKgLLd7WsMVJIJAkQHeTTLc+gzH5xqLawleA/655nocK9QBKkTp+PHpjrmxM8/nq9HJ1bKpCaiGm283yNUYrA64fbFCdtXAQYjzp5cJ0pY9t01aL6QYaMt1RqetqGZzhWYjpnNVXOguIgG8rTHdnZydM02S9hSewJjEKdDfThsfluhha/qj/YWUMsPJIeuz8xNph8Xky4eVhCqabJIHOebB4mnkskYA+jbc0DTPdfL4slUpV5VBVdo5Mt9rOKhIQRbWLa5LpjvJR1CBRqzXdtm2DgkD3LHTCHxPhHtiJRMIPbov3TdMAMUe18s64NiqUC6HSxuM3at6biJpuIXgLAJ4SzGjWGoFuVKwQ6B4BYjHoSQG6dZgie4DEgEJj0A0AB3iNdL15TlzF8NlhFAoFaK6L7iMvgbQHfZBwIFctiwi0xOVWaw0Soq1iHIj1UevtrQu661k4w07v6UHi2msCAVcg+Myi0st9Pz9IbDQKfEbZyzXdYD07r7/+evn3d7/7XVxxxRW4//77cccdd+ALX/gCvv/970/KSf62WNnkkU3NZOnlkunmEy7h6TIneZ9iUdMtTCwgXHAKYDXb7e+/E/mvfBXtK7No7xtD5ZlnJOCe8v3vAQD0qVORfvsfyd8RsYZNhJAafxnJOGu6xaTkKuJMJBbzW4mdjp5EVcvefQ9Ov+5GePk8oJvwiIb+WTr6+vpw9dVXSzC2Y8cOAEDP6TNYuJG3xhMLRVdnU+cLoDbobpLpLhQKKBQKIIRg3rx5AKrTFX0hNTa5NpxkpZNTe+EO/1Z1lpsB3eI7IUTTTMswIdKWetsfAok4uniaadHQgzXdii0f24eLlQXpyMUXY9H6x3DZhfMiz2sKT1vuDTGp7KRFenkb9FDab1zUP0cpmLda0y0WqAgHMXv3PbDX/QyAn+Ylv7v3PuT/5fPsj0QnjlbKOJ5iLYKISaGllQWeB9ly930e+uzZIDztzhkuwXriSfabSWS6A06wbmJKmaW3n4ovlNuUdzrIDmSQ7tmGnluXVWXSqHXd5xN069QB4u0Nme7AmG4RdBu9bD4w5l1Ud7tEIoGrrroKCxcuxOIZM9D3gwcQO3EycttAenkYdEcx3aqQGq/p9nIua0FJAG/okPwJIaRminkroFvTtACAT4LUZV8irR7Tra5TTdZ0qw6tQSuIpdn660Qy3cWGIFJVc+/kAdqJrOtm6eXjAd1c0KiizGHlUcAqIOmytVn2iObvW1KzEBNMtxYHpiyR6eWB5x1iulOmn85f6/3xT0ysR+MTdlTroKPGoNp2T1qT6uVR65bKdLcKusX4u7C8BZpnBTJZgGim2+bvR3zNGll+Ze97sanjAgDKozI7oZF6OdAc091QdyHC1PWmVaabui7s57cFP6tYob/L0MNMNwAtycaGV9Jg8q4zDjFrM92haztw4ECgS0NkYIc/o2Gendc+OgbdcYJrMuow3YmEolk0XLV9rZZh4p5qkunurWqhOx7QHUUIRDPdfDuV6Q6VkQqLfA8bmBBd/q2u6R4ZGWHqfdw2bNiAG2+8Uf59+eWX46WXXprYs/stM9vIwH39F4E3/hugG76QmuYBoPz/gHuWDURVEA2Av4AceizQ7zNz+23Mue3PApSg9MAP0f7+OyXgFubsZ5E9aBo0DvQnomWYSBE55/RyFVzH49B5OxZPAeO1rPiDB2Dv2AF723ZAM9Cfewh9030natkyVg8vBNWu5jVUqpHOrqrPapoA3YnQb5oE3SK1vLu7Gz18Uq5KL5dCalZTSpVEgO466Xz1QHet9HLV1O8sy6rJdEeB+cxt78PM3bvQdc2rAAClRCJY0w2Ago0ZvcPEiqnTpMAZcRws3LipJkhbvnw5brnlFixdGpG5oaqXx/3fm4YOPcEDYVHp5aGWbY3MZ7oj7r+mwfr+fwEILn4i/ZpwIZxyfCoeeeIJrF/yZ/CgyfRyYSLIlrvrblDXkbVu9v7jiPWv4uc9eTXdYWGjqSXGrp02LpDbEJ0ityWD7GAnEq98RdU+9Cl+27DJbm8GKPMRHCDW1hB0B5wQ8X43Cbrh8X3qjZ/B0qVLcd111+HKvj7M2LmLie1EAD8R9IlkutW/o4TUONNNyxW4Re5073w2sI9aNe6ttAwjhATe+aTWIuAGagupATWZ7mZANyEE+u0HEeuZByCcXs4BvOc1LCNR57qOjmALxYkwWqnADQk9tgS61T7dPL1cMN2lEDuWJBXJdNskAdq7WAK4AOAM6ccYxJXjoaGYWhPrUT0T40/TtEhfIvLZt8h0TxToFra4uAlwLTk/hsux4vE4Kl/7OjuHWAyepoHmc4i9gs2Tzs6dQR2eelY86z+zBurl6rnWAt1RfzdjRNNkoLlVptvZsxe0WGTiXGJtD7XopJYVrOmmHlDJSnE1r6zB4ISPU4fpNh32LiTdMcRjMZRKJQwNDdXtda5rbIxlhTgk93VJqLVsGESrQmrCv1V7dTcUUuP3UzDqTEgtqHEUFmurZUEB1+ptI5nuCPVyKZhcI728lYCNDHZms60LJf8Pt6ZB97Rp03DwIEsVtCwLg4ODsk83wAR0mhWXeNlqm7fqL4EV72B/iPRy4gLKmkIdwuo4FSEpAP4CMusKphT8kz9nfTk3fBqJys+Q3dyB3JYMEItVsUvZe+9DZRNjdhM33ojYFSsAAJXnd537NZ1zejlni5WXlsRiPugeHm4IfEQrA2pV/Jpmz3dCjiupm57nYfclF1efR2dH1Wc1TTCj42S6BeieMmWKTI2uYrrFIkApYNu1J9mxo6A7vg94jZmFcD/HqPTyWqBbbXsCsAWmVk13OL1cXpNpop2z0XY8Lq9JMN32KLsXWpuGPTGTiYi5LqhhYP9bfh8aV+0Om6ZpmDZtWvRir6aXJ/wFI5FI+kJZEenlojc2VZTu65kUQYnqJX77bWjngkgivVzt0Z1+800AgLHYTJZFoMdR1DtATFq1wAvg7R48JJ0RfeFymLyMYjKF1CToHt4FbPg0MmddEOohb/SgqLFnF7+ghPa+MeQ2tyG7tVP+VqbG86wEkkgwhw1BsbWJNpl5Qx0gNrlMt+yNrTe/VgoxL9i2nMcCJtoJRYDuAFBUhdRCNd20XIZX5Czl/q2BXdRiXVoRUgOC73yyybk/eMB66eWKo9dkn261Np90zJbzpppernf7QdNGZUzq/Wgkxjcei0ovrzVGd+zYgV272Nrtg27lXLiQWtLzmW5KqQTfSWJL0E2JDrdnMewopjuUXt5Sr27JdJ8b6I7FYpFZE5HPXmW6NYORGxEmnttEpZcDQEccmG7tA1yrKmtMDVaaip/jxOPwcnlABHRWrqypvl1lpWE/O8FpvEZFMZLh8XWuYmqNmG5qWShv2ACPjx17LxOxNS9dEpnSLP4OpJcDwOhhWZbplnXEOhTQXYPpjlsM9MaIgx7ug4yMjNTN6NENds9yPIiY5C1eSYjpriWkxkA3Z7qHq5nuKtCtCqkBaP/rv0by5psRX716AtLLjUjfpNn08rCfL2w8TLfW1SWvxz1+ounf/W+wpkH32rVr8aEPfQibNm3Chz/8YaRSKVxzzTXy+23btuGii+qnzL1sLZpwLogDovsMB3UJ9Jkzqxcasf205cDVHwAG/w340sXA+o+hHL8RucF2pnhoWYFoqXDuE69/Pdt/sYD4EqZgWN70bPOR1RoWFlhoFXST9naZyst/CKLrrMaaTz5uA7bbB92W7/Dy2sXBwUEcOnQIAAsurVq1CnuvfCX2XXtNYB/S+W3GGqaX10/3EmmJPT09EnSH24apaVvUsmpPsutuBfnBW5CcJ9Iza0/C4d+qgDgcnQ+b4ziB81N7HTdKLw+cQ28vDH4tYqyYtAI3r8M6yva3o2MRtp48iUXrH8Pav/9HLN67D7svuQTPbwumojVl4lnE2mDE/OtPJJMKqIoA3Xw8eCNNimg1EFLL/NHbADDQXf7Zz4L1zjwFPmv4LHBB62I13SnmSBaLRRw5cgSUUvYbTZOgO9b/qvMqpBYzKLD+Y0jERpF22f3J6+xdSF5QASU6Urffhtxdd/vzC0+Nd186ws6TBzXCYmsTbROTXt7kGJCgu/nAB0kmfaYoYqyJOj9aKMhSE/ldVHo59YATrEsD2qaDUspYVM5006O7A/tQHUYhNAlUp5cPDg7KfttRpr7zqfEE6JsWUmuN6RbnJa7DiftzAMlk5NrjNRBTU5n/8YgHNTJaLsNpIr28WCziySefxOOPPw7XdeHyKbmK6bZ8plukgwugnNBspqNB2fxhtc+DpSXk9bETogrTzX0Rz24edJ8j012rXZiwhkx3neBzVHq5YRjyWK0KqQHAxVNNdpcU0C2uQb2Wzjvv8OegRIJlsAgm/PJ+ZO68o6ljo6Qw3eME3eG1ftx13WL+aqBeXvjPb+Ps296O/Je+DABwX2KZUsYFFzDfFVFCaiGmGwCG97HjWQRwCUy+VtdjumMWm1sNXZOZKmNjY3XHmcGfk+gwkeA6PFoNpjsqvVzWdJ85U3N7aYqQMAAk33Azuv/lq9BSqXGDbslEm2akb1AXdAeE1Hh6+QSolxNCZNtT5+jRBlv/77KmvZhPf/rTMAwDq1evxv3334/7778/EPn5+te/jte+9rWTcpK/tSacC+KCGGzlpCCAB+izZlZvr6qXX/oW+TGFjrNf2o7299+JWQf3y/RT6ex6HtrffydSv/Nmtn2hIFuGxa59TfOR1RpGs6KVABdHaLFtBCFEpuAAiogEIdCnc/VdRYW86viu608OFUthuh3pKC5cyGpObdvGyksuwaL1j2HvdWvw4k1r/eNOhJBak0y3qoQrQLdlWSElVv/9o5VKbfXyPIsUxqbz39boTQpUM92t1HSHF2TLslpmugF2n5MhVt+gFsrH4/DKGgbb1mJLYjFWrVqFFXPnIvVHb8PVn/4U+vv7sWXLlqqWYQ1N1HSb6cB5JRKJuunDPuiu/i7KWhFSg+cFM1IE6NZ9Fq+gd4KYnlzgN23ahJ///Oc4ceIEe7c9Tzoj5cFdfi3c+WC6518LXPcpxNuPIkZ5X1ruAJaPxXDm2AK0ve+9gblIMPTWcwy4kVQqwPafaxeFWiZBd5Pp5efGdDefXi6MECL1JCJBd730cvWdTHYBF77a/zueAboXMBbN8+CVOOg+eyiwD5Xp1jQNAwMD2Lx5c4DZFfNovTk9ALrHMwabFVJrsqY7XPriM90K6E4mZFprIzE19X7UE3AbrzUrpCYCtkLI0vWY76Cjmuk2qA2TsHPM5/PyGpK6BwLqtxRLTq2u6VZTy0W/+haZbgcGHO3cme4oa8h011AuB6KZbsDXBOkIZxnWMHVtWzCNH8+z6zLdgH9NdiIBL5cb19xNi/8/e+8dJll1nom/56ZKnaa7J+eBGXKYgGCAAQaBCLLWWA6SJdmWwzpJuxaSrfU6Svbuep3jby2v17IsCwVbshJJIIkkQMBoGDJMgMmhp6dj5RvO748T7rmp6lZ1dXcN9Pc881RP1a2qWzec873nfb/3O6Mw3RNNt08jL28bdKdkul1eolp/gXnrOPz/+urViodN2EitBi0bur95P3qvqgGWBZOfL7dBTbdps5zDMPzykPHxcXk8YplusRDAf0+O33vhuuawWkjN1TRetqsSR2lrutVIAt3hnC4caWu6g/LyKOgOGyaLaHcBUl/FPKvcNxnoTm7eForh4WE8+uijmJycRE9PT2Qw+vd///dY1+CFmEEIIzWoTLcJgEin5+D2Cuh++u/k0wQuhj58CbI8aRXJ6/Sf/Tn7P185rT78MACAFktAjctlbv1PyF3+MzP6GTPt0w0A+uAQvJN8UFJqUvVly+AeOgz35KmEdwZlgQGm27PheR62bduGVatWYd++fcycZWqKmahpGogiV9bmAXRblgXDMFAoFFAqlTA5OSlBNdE07L1xJ4jjYFktynTv3r2b/T6erBr9POlqwHQbhgHDMGLBcrOa7vAErdb0tcJ0k2wW2ekiphUPifGv9YOeAfIby/CIhi3uc9i69ReBrVvlNlu2bIHruoHe66lClZd7IdDtNZCXt8h0p24ZZpqMXeOKlL47PyLZ+CkyILdnoJtKRlj0oz3xlf/Asj/7c2R27ICW+RoAoPqdJ2G7Qt4+R0ZqW38X5a9/BdaQ4oIMwD6dQY0nrxJIc3DSd+dHYL/yCqr33Av36NFZB9xAjLyc99NtpOgA+PmyWqzpFkx3g7Z9caEtWgTv5Kn4a020DCuXI62tAqwQIcDPfAeoTQOTh5mJWrZfLooKplvWe/NQWZctW7YAQIDRfumll7B7925s27ZNvh4XAdCdacy+REJlVRsaqRG/JARtMt3K/UFyOZBcFnRyErSSTl5umqYE2+J73eMnMP7xj6Pn538O2Z07G35OUsT16Y4D3WoZUr1e90F3QF4+KceUnOHBtjWMcXkrIQS88xcsWoWNHGxr0GdNPX6NqSZq2X7miO7WpQy7WU03tWv46uLfQv3gErzXdVvKB8RvA5JBd6xrckqmO66mGwBuvvlmlMvl1KB78eLF2LhxI06ePImsGPebyMvFbyqVSnCyWdDTp2UdcyulQU5pHJSw3ytY3EYRd6/MRF4uFuE8z0N56xacc/iwvC/279+PEydOyNe3cfNUr8iuSZcrDwUI11etki1SY/t0C3l57wpg+jhwhjPdVQ360qX+GNawpnsa0AHD8omO0wr7HHedGZkMoJT85CYmWclbyFsmLC9XSwH15byDhEIcNavpbgV0Z7NZUM9D6Z8+DettV8C67LLgb5A13Y3l5XFGanHy8iQjtZZB90qWe7/ZQHfLer3+/v7YwXFwcLD1FiAL0TiEkRpsn+mm3EhKaZcU3h6nngP2/LN82tY3Ilu7L2Ku1vvrHwvWSfM6FK/sM90dMVILGSy0aqQGQNa9APAHX8Cv627EdCuDIq0rTLdry0RRdRMVg8d5zz2Pi5UklrTlXt6ekVqYhVEl5moQTcPenTfg2VdeDgyyAeaJyzIJv9tJEzmfypTPhOluBLrVcx8eNwghyKsyWUrhntJAHQ1eTWMmeF7Q7EnE5Zdf3vrin2qkpuxXJpPpqLxcMt0JoLv6j/+PbafrWP76/qAiRTDd1L8fS/oANAV0iwl68qmn0PvrH0P27Tf68vKb3wWHL0aQOWoZBgDV8nZYHrsOahrbT6JT1BSH8r47PxKQTPZ9/DfYH5TG+k90OuR4FJKXN2sZNrOa7tbmSm0g+VpTgbVaFwj4NYCByPQCSy4CCsN8G17KIXp1oxj4njDrsmXLFmk8CSAV4FY/BwDyuRZBt1sHwBeeGxmp5RYBmn8PC3amEegW51tlF0WQbA4kl47pVkFgONEs/r//h9pDD2Pqf/3vhp/RKGi1lqqmOxl0K9vWptg/ADl+Wsb5Oc/lciD8GIte3XUPsPkCk1XmNZZC7k90f15z69JwrJmJnOvWMW6uRMnR5YJhK9FMXh577s0cpBQ+hbw8nKNYliWd6dOEpmm49tpr2UKEuOcbgG7xfEB14Tg+oGkhx66XJth7qAvDnmi6fZykWeyfOA6tMN1CFXPy5Em8eukl2HfdDjnWvvbaazh58mREHUPL7DpwjhwBdV04Ql6+erXSojNU010ZBxGnaZCVRUp5eVUPgW4zcaw2XPbdRjYvz7HIYRJ9A0Iscn5ykvkthbZtxHSLHFYF3Yk13SlAtxcDuuvPPIPJT3wSE7/9O9HfrTLdM5CX+3l+fMswz/OatxFU38eZbufosdTvORtidorkFqIzIVb0qS2ZbjFvGmvXJm9/Zi9wwbv9p8+7DNj5B8xcLQS81WRXGkOVyowNATrTMkzKy9trGQYAmmJoo048ol9oI3m5V1KY7lotwHSLkCyH48CbZPtLPU/K1wE/8S39zd82N3USzGgHmG4AgRojNc57dg82PfQwdh84ICeIffv2YdeuXX4iHP6uJsY1qhyplZruJKbbMIzIJEQIkRN5nAFj3vETJd22WZpkGEwuBoC46czLmoZTBzw+sVk9LcrLBwAA3sREqslETpgxq8lTf/lXKCveCY7jBJzIa49+m23n+eemrA2AGJ68b8UE7W7fjr47P8L6dHPQnf/R90PnY4Z6/7z88ss4fPhw031PG+FEONu3BxkhL+d9fqFTVBfHtG7jUfnm3eyPGP+J2QhfXm63JC9n7uUD7MkYJURstOBerkajUgZq+/ede3o0+FqKJFkkTp7Dri0978J+7TX5etzxEOU4ABvHmwFuIGxKVWiwZUyorGojI7V88Lpq1CM27DcRC7pzWWiCQUpppBau6aaUovIt1sbTfvllOJzFazVUebmYOxvJywF2P4qxSacOfHRCgWkGnnMW+yzBdOdyOVlnLR3MbRt1g81BVpGPF+KcmDkFUNqy28ZYaAEoHK7jX0/tGHS1xXQT4s/BDcqskpjuGUUK0B2Vl/NaaHEsW/BCqJdZHmPRCki9+aJGo5ZhYiG7lfO0ZcsWbNu2DcePH8fw6Bns3XkDyvx6HR4exvHjxyOLdVSUhtXrcI8dg3uMAS59zerEmm6UmAEa9XTGdANSXu5WNejLlgWZ7jj/DUqhuzxfyfaht7c3kLMkXmNqrkQIjGo1YmwKBJlrtZ1eRu3CM3IaNKS+SZKXI2bhvBHTLdqRuSeipmTN5OWx5aAx7uXNWoYBrbHd+mrOdB97izPdCzGHIZILWvdBd41PBps2xWzPb5j+NcHavZPPAdf/LgPeXvJFTwp8Rb9Y7BjTTV1XMs0kBLrbZ7r9AVATq4QNjNTE6ikAJk1SmG4R6gTt8kUCOjkJ+xXfVEgb6Mfye+9D6S/+srmp0wzl5WFnYAG6w31fiWVh46OP4dKVK2Vy9eKLLwYns1Av1WZ9UZsx3Umr3UlMd1JXg4agGz6I1cWx2LZVgm7UJhr9hPQh6rkBwCoEfm82mw26lz//eeAzNwITLOmUxnquKyW6jaIh0+156L/zI3KiF8m0r0ipwSYZVDz/WJX0Rdy9vCfwHmfDerZBJiP7dCM3KGVs4vunp6fxve99Dw899FDTfU8bAXn5I3+IfP77wEl2v9cHLwQAWEvqqA0vjn2/WsMd6z8xCxEwUlPcy8VvOXr0KO666y65OBFIyOfAvRxooqqo++OYd4aDbjG21lOAbn7fei7v+Zp34ezdJ1+PY11eeOEF/zs9T5qrNYoA0x2TmDYMyapq8cdOMt1Dgacb1VaH5eUC8DhhprvFmm4VdHueB2ffPimXBYDKffc3/JykUPt0i4XRONCtMsxqXbUOB+hf7ecVUyyZzXItuWC6s9msnCMsFXQLefkU7xUtzomRCwBKAbonJiYaOhY7tp+LNK3/VmJkZAT1er29mm7Ar+tu0UhtxqEsTKQF3Q6f9wVoasUEs15lc5vlVVi+0WRhOO4+F9d0LwdSrdZ0C+A9OjwEUApxF46OjsaqY4S8HADqTz/D8jVdh75sWXJNN8+1PC/jL5KXWPcXr6JBU5hul1jxY3VlDJS7/Bt5puZVFXNJaorAmEYp6w8eci5Xt3McRx5DQghzLx8eZuO150kztaby8pgSMck+V6qRFrJiwdAbi7ad1MUYaRoNme6AvFwolWwblN9fXpOWYUCLoFvKyxeY7oWYqxAtw7y6Ly+vU0DTYJ4b4xQvJpHCEikdAwCM7QdqRQ68P5H4dSJ5p5UKaIeYbrWdUrstwwClbRgQqekGmhipheXlMUy3CvxqU7wP+urVqCmApPLVr2Hl3feg8NE7m0teZwC6XdfqHDCZAADKp0lEQVT1Xbv5folEZnQ0yGSJFcfzF/nfE2Gewm1dWpCXJ7UMi2N2GzHdjb4nzuijoFwber0Oks3C2rYNXo0z3ZUzTZOIVCGk5ZoJ6GYM0z3A/lMdB77zW8DBh4DvMokWyWZ9SVdoMSQu5Cp1XMuwj30U/Xd+JDbx6bvzI8hcej6m9CCLJ2u6OSgQ7xHHnWQyvqtrbtBPVvj9IyblWq3WMZdlmTw+/2ngod9Dxd4BepSdp1o/Y0etYRurMk9F3htnmqay/bMFvL0A6O6JJDyHDx9GqVTCEV5fGJSXK0qINNdju/LyRkZqqrx8lLE+QlXUEtNNGRjRch68iWR5+e7du7FvHwPly5cvx7Zt2wKu5uEQr4nP0et1WPyabeZ4LkM1UYuReUpZ6eILAk+nbRkGqO7lGVD+HaymWzDdrRupua6LKme5BVNXuefehp+TGArTLcbOcFLueV4AdKvMpE5toG8Vq78GgGmWzOZ5Ai/el8vlpBpKysvrddQpl+GP8YVotcZeAd35fB6ZTAaUUgnk48Jx/X1Py6AeOnQIX/va1/Dkk0827J8MNGhVJOq6UxipdRR0y8X+KNMdWKxUHh2ekwmmuxV5eY0fU1aDT6OL76FoxHQL0N2OIuHSSy9lfyj3bZI6RiVIqo99j+3XihUghgGS0QGNRmq6SVUw3dlIOR/VepG96e1BprsyHhmryfgB9hogO5iodftJ15jK/ub5wlEc062OoeIYCsk60XXoS1hXEpHHhvOA6elpNq+nrOmu1+syR8tkMr5Kp1731QQ8dL4d69Od0khN2U7MMdIwuTcoL9c0TZIJreQZQl7unjghFQBvhlgA3d0ccUy3C+hr18Y7IAvQbVeCoBsUGHkhun0oNNX8oUNMt2wjkM3KCaNV93IAsq0CEJKXp3EvV+XlCUy3rutyf2y+z+ZFFyL/k++V21T+7z/i2A+9E4X/+l8a7yylDUA3H5AbgG4VvAoAIFxTp6amAq+L1d8XjvurgQHmKdDWhccM5eWU0lgGo1Wm+7rrrsO1116LRTGt2HoUoyXddqANDsK65BKf6fac0DXeZigmagCS5eWjrwGTh9jfL3weGDsAoLW67nCPzbhIkpWhXsSUsdjfL3DQbVBoPT2BcyLqI0lGh2by5CK7KDJhq9/RriutGpRSP3kkDrDzD1DTd8r2b/U6u+/tcQNeLp7tjzNNi/Of6GS4Nts/LVTTHWahxPGKren27KZJLf8y9ti2vDzZvRwA3DMsASU8YWwFdFOtF5Ry74eKv7inLkIIkLx69WoA7FoUbFYS8Ba1nUKlk5mehhb2nWgWjUzUAOCcm4FfeAq49a8DT6cxUgvXdAMMeAMcdOeDss2kSGoZVnngQQBA74c/BBAC+9ln2+o9S6tVOCZvFcTH6PA4USwWA6y+YJAJ9aDBA/pW+9csV/mEu12oTLeQl9frddi895h55kV2L8qFkGwAdBNC5CLxGX49xoXjRvezWRzjcuNjx45FgGo4ZsJ0t0MMNAuqx4NuSmky081Bt9uOvJz7olhUGN81VteFgZ5wvwfaZ7oB4JlnngH/QACM4U1Sx1CF6a59j4Pu1auB8hgGz/kqhm4ZjcrL64wkocj51zaP3t/+H8het8NfgCEmS6LrQeCJ8QOwBejmx6FPqU1uVsIAADle+qP1RHNmdQyN6zIjFZsnoqDbtm18+ctfxte+9jV4aUB3tSKBvWmaMAwDnlIaE/b9kKDbNCWJo0ZsTbfarlYs2grfgb7o72+rV/fSpex6d92mLYHPplgA3d0cYlJwaz7T7RKY58VIywEfpDtV4MC3g6+d3OP//cgfAg99Ivr+bJbJpjUKIhiZNplu58gRTP3xn8A5xHvuKgPYjOXlZjzTnVRX66lMd0JNN+APjHU+8Gu9vej7jV/3N7AsnLj9tuY7a5f9z86GAKXKdCfsrypTFANdNpuVcieV7SaZDPZdtwOvKPV4gQQ4DLiBlpjucJ9SsWIZV9etyqaA5qB7xYoVuPDCC2NfyxcK8vjodh3a4CCyN9+E3Hs/ACpazJSTE7rUISZfLk+NgG6xck6VxI26wGN/BMB3tE8Hurm8vEHfzOT+nEVM6Ww1fJm45omFeiYLUsgHEstqtQrXdUF0do4oBXOpFj0+Ywzx2mEwwmHbtrwHrZ2/BVz/uyCmCVMy6tzR2enBqyvfF3l/38c+mqggCftPdDLcGrtOdTiAWfDrKfl9KI5TLOi2Cn6dbJpe3TNwLwcSrjPVQZaDHG2Ag+4E/wU1aEWUPWRBCR/vK9Gesbbtd3tYwpkZARIE8I6TcYvXBADLThex5+DBoO9EUnznd4BPX+cvYiYBJUKAVW8DMkFpZyvu5bqu+79VdIgIMN1t1HRXq7CffRYAUHj/+2Bxl+bK/a1LzGnNN1JLkpeHy48EmNXB56P+1RFgEq6vj6vpnpycZAU/1EOmNgpMHAzKy7XgnJoGdLsK6E47/oi5r1gsSma+ZXm52Rx0z668PAi61XE4zHTbggiRYKsFIzWb/Qbfbb5xXXf4eDmOI8dzFXRTSlMb3+3evdsvRSEES7iZ1ooVK2IX6bySD4aFOa6xehUw+io03UZ2VQ2keCD4JTU2JlLkI/kWKbCFalVeTkEiEnOV6Rb5isp0N1vYAYAs399GTLfjOLH9s4Uxcpjptm1btvJTW/rFKR5Upjv8HeqCYQR0i04LGQskZgE0FnTrur8AVK2x3IZfx+GWYUCbvbo1DfoKflzeRA7mC6C7m0PIy+0Kk9YAoA6BGVfPDQRbhoWTOwG6H/lDZqimRQEvIQSkpwfEVMCg1RPZLk1M/dH/xvTf/C0mfvM32W4oN2J78nJlMI0xUkO1BhoyGROhysuTarrZx7LPfZXL3khfH0qf/wJ70TCw76orgWf3NN9ZkSBqZrAvKOCDbiAeECPImKgh2G4VdL924YXYu/MGnMvNtEzTDDJPP/hB9AuaMN1JoFvUIAHxK95iv0XLGPH/dhIXo78fGb5yqts2tEWLQDIZLPqTPwbpYQk/Kh0A3YpzOdCA6Rax+efY43P/AkwcaqlXdyMjNRENQbfBzn9+7z5kdDZ0VzL9IPlCZPtKpQKNcNmXYwCa7n+/FWW6OwG6xTWhghcYBkz+fM3mk3d+9tzT2wm3zoEJYaU7YbWBuI5lzbyakBPSWl132/LydEy3BN2C6Y5zLw+/X1kMohpfHK3595ZkaY49K0FyIKnji7hi3ImLLVu2YCkH6mNrVmP3a6+lcjzHs58GDj8GHHyY/b+BJDguWpGXA1EzNS3n13R7DUC353nyulDl5faZMYBSmJdfBn3ZMuT4om31O99p6XcALHEWNd1J8vKw0aY4T7pYNOyLgu5sHOgWNd1cXi78DIZwBgZsYOTFBCM1dn2nMVNrlemmlAZAvPi77ZruFEZqnWS65THy7IApqRg3DcOQ3yeZ7pDLv0o4NIs6NyMVRpZoYqYWZiPFuEcIkQv+tVoNP/jBD3DXXXfJcpukEEqWQV4aaBWLuLFSleZqccBbVSXK/Vq92ldeAtAnnwi8Thy2+OJpPdFuMfkg6AYAlxgR48uAvJxvm0ZeHuh2cogp4UhMTbdqRhnnuh9uG6Yy4+q9URWLmjGLAFoj0K0y3WdCoJvfh15CV5Mk42PVwdxTykhJTPeYGbcNO7IAuhdiLkIy1wrodgmMRKY7K7fHAHc3F4zryed8wL3zD1h9d0yQfB6ayW9sPdOy4Q/AXL9rvB7HPcgHohimuyX3cpXpVlZ7STYrE9IkiXmamm7AH2xfz2ax77odsF9+RdaYnvrqV7B35w3of+01lP7mbxvvrCotD9cfqhN9gtwrySAmDnRT08Smhx7GGj5Ii8FaMk+hhQUATZnuJHm5uk+R2nL4oCvcsiuJ6W4U2qIB5DiTodft4KJLnl8L5eg+tBxCop5h16dpmhgeHsbg4CCbsDJ9kC1mAODG/wms28nk7S9+KREMVb/7EOz9oRX5Ji3DgAag2y5Jeblx773I8s8qm4ug5QyMf+ofApuXy2UQwmVfdT52CFOtGBf6TsjL42osiWX58nKHywtzrV8PsxlCXi4MZcT+u64Lz/May8sBP9FLA7o77F5OXRdQExkxtorxNs15VRaDqMm+R3P8xEwuQoy8JrtfyKTu2GOJi7jh2LieG/xpWmrHc/De8jj9MntsAJTiohV5ORB1jSa5bKqWYeoClsp0O7xGNXvddQAA41xWex5OfNOENzHRlOkWoFuojUTCroH//jimuyfYc5rJy4NMt/icFTl+PkZeTDRSA4JMt6pAU5UQjuc/n2bRb2pqKrajQMvy8i5iumu1WiwIk9dh6Lelrul26qh7HMATfo00YbrDbu+qR4HYt0qlgldeeQUAcKqJ5FeoYoRMu+f0KGi1KnOTZcuWBdQxlNIgQSL2a9WqgBzcrDwTVAnafA7XeyPXNjjTrYJjJ85MbWzmoDvH72mtHaa7gbxcvTeqHCA3q+luBLrdsTFQz8OZD/4sxn7lV2Hw8y0W9MKR1OJX7AOtVqWJGunpYSx4KNoF3QZ3MHcWmO6FmJMQCYZdAeFtPRjTfV789irTLcCEcDE/9lRTwA0Amsp0tyAtP3nyJJ599ll4ngf7pZciEhbV0XDmfbqDA6DWpK6bhuXlTZju1eMT2LvzBuzpKSD36x/D/uuvw65du7B582bk+/pQ+ou/bGzqlFTPDbDkVIDeNkH36dO+9PPCY8ew8dHHYMew41u2bMG281ntJSVZuBV+u7fJdANMEg4AjzzyCF566aXY/Q6D7nYSF21gADneuk237aCRnmgL1Al5uTQMZIkBIQR33HEH3v3ud7NFIU3zjYdWXgn0LgNWX83+P3ko1uDKPvA6zvzUT2P8V3418FW0NlN5OUsghm+5BRZfzCrpA6h8/d8x9el/DmxeKpVAwJJir87HDm6kJhatZovpVpNHVV5e97gJnhWddlrp39np8Oq8ppuDbvUesm07Ii+PtBNKy3RT2nn38gT5OOln+9RKTTfJZkF5Wyg4fpIrr8mhC9gc8t3flyZN2b1fbjqniChzNkRznNSO53D4/o++wndmdpluaWCVUeXlUYlm0mdpmgZd1/3v5cffvOgi9nkxrXbShjc+ATdU061KgAEfdAufDAGWDY2wMoill0aZ7p7g/+OYbhErFvNtmzDdAwMD0DQN9XodRW7cVK1Wcdddd+Hhhx9m+65UIqQZf+IWeoGzyL08wUgtbrFSysvDzHYCMIpEddx3mxfjWROmOwy6VcWdqqwQ11QzdYJQsoicwapU5HgkgLeqjqGVSqxvh75mtT9PA9C8UeDY0/L/xGPXF9V7o8o0znRrfKEPiG8bRiZeZ87mynFQ24alkZfnxIJXDNMbZ6QWYLpDhsABplspGanyNnux7uUSdFcj3xGWl7snTqD64LdR+cY3QXirLzfhPkryYJJMd60KOi1M1OIxQ6PWjY1CXyXahr15HMwXQHc3h1KjrWV44uxpMM7ZEL+96W+PGpeZbVfqIHWraXJECgrT3YKJ2pOPPIJnnnkGJ0+eRO3Rx9jXrfN7iQtHQ4/X9AAtgu6BAckah0F3MwdzVRZIa82Z7qUjp7H+iSfxxtXb8eVCXtYeXn755Thx+20ofPTOxqZOjUA34EvMEyZBtTZQDQG6JycnfemXSBLtKGvDXmCDLSUmnHGeQDRhugVozmazkf7a11xzDTZu3AhKKR5//HGcVI55R5nu/n5k+SRmhEF3bvaYbiA4QQPwJ/Lz/hN77GMTAaaOxoIhUYsWXp2lDUxQRCSBbrdeRlFnv3v5L/w8etcx1rCkDaDy5S8g+/M/G9i+XC6DeLxNiGyzFvz+TjPdscZGlgmDS5zrGvttxAxeU4cPH8anP/1p7N27d8b70E64jpDFs+Okuq2qckBRsx5JyNP26vaUc9oq082VHnR6OiAnpzHMHwBo/dy9PE1Nt+o1YPGxSel4IBPGntXA1b8OPPoHqB58EgCQvfiOVIB79+7d2P3yy9j00MO47U/+rKnjuQyxSDH6Kt+ZZKAUF6qLeDiaMt2EAJmMNBhtBLrDC6US8Ilr5fzzAaiJauv3mzc2FmkZFl6sEqBbzBWS6e5bDnz4FWDReiATZLYzPQOBcT6bzUZqugG2ILlsDe/PHmG6gwvZuq5L4C9k4GfOnEGlUsFRPi6qoDuNvFyA7t5QYt9+Tfc8ycupB8vwW8oJ75NYptsIsYtpme7yGdQJB93iI1LWdIfl5ZZlxR7jtAu1clGhXJZqr7iQ5Agh0DlQBwB91eqo8dkLX5B/StBt9gcXlHQrQBzJuRUhprs6BVIaiTDdmqbJa63ZNaY5DjJ8cYkUGvfpjpWXi17dMTXdKuguj7BWaKRJn+5wy1kaMlJzjx+X/9dOs/vKS1hgagq6VaY7xkRNfW/r8nLuYL7AdC/EnIQiFycWB5z5/uSkXWxPPR/4vfp1/3W3LuWBsfHQJ1BYeyie6U4yX+NR5m6sU9/+tpSW9/z8zyNz7bVsv0W/SQWstjKhEV33+yKHBhwfdMfLnaI13XxwCTHdsu7GqWP4jTfk82EpZOG//pfGpk4i+Q7XF8kvatw2LInpzufzKPABfSzUQsR2oqwNe0EkMwbKB/LwvCywdkfyvgMoFArYuXMnbrzxxshruq7jhhtuwHJu/KG2hEliutsC3QMDWLJ/P4xqFUNvvOGfe8BnujtR0y1Bd4MFpnNvYd956fvZ/5uBbn690ampQKuLmRipFR0DlGjQdQ35fB6LrroSAHcwz+vIvOc9ge1LpZICuvn3h4zU5obptiTT7egmKAiIFlywevXVV+G6Lo4ricBchmuz46LrfFGAkAATJY6TMBITQKdlplsdb1oF3f39ctFRbU+XCLrbaBlGMhnJAhKF4VTrEbGCsVJVwsawzLYPNv18Udu55ZxzsPHRx0AymaaO5wDYwqZYGG3mXp4QKvB69tln8fTTT8vz16im2+HtAAkhqYzU5GcRgtKX/g2aOFeaBmQzMNavYxsK5qnWDtM9HmkZBvjA23EcySoLozu5X6YFDHHAHGK6idUTKCkKtAxTQPfQ0BAyK3n7p9FX/bEzhukGIGt5BegWY4wY29wWQbf4nPPOCyr9mvVQjiT6Be4Jkh9CUsyqvByAqWTe01wBov4OyXSHJb1pa7orYz7TLT4iZU13HNOtaVokH0k7Z0gnbYXpjgvRyork8zBEKYphsA41vKbbLfED99K/yfcRKnxZ+oI5V35xoLwv0jZMxDgrAxPHSz3nK1euDLjxh0Mcs+zkpCxCi2N7U8vLuSGwug9FJX+tCeIpVl7uK3LCi0ae0u6QgW6lewIvE3CbgO5G8nLRGjjcLkxEu0y3IZjuN1Gv7gXQ3c2hyss5O0T6kyeKAAtQ5AB09z/idM8lGDVXMxOoh34vGXhrOgpLX0J+k2ijxAePBuZrIhzmbYriN76J2tNM+pPZcS36/9f/RPad70Thpz8AIHjTtbqKLNjOsINneJUwHMGabkVenuBebjsOjmzeLJ9PLYUUkZbpbgK648BqWGIu2z85bvx7BNNNDZRf7cGUcyew6sqmP2Hjxo1YxQe8cBBCZJKmns8kprtdefnwGwfxjj/+U6x6/oU5q+mOjR/6e+DXT/k+Cf1Msp8EuqnqwKoYG82E6a457P7PZVhvT+0JZiZT1gegoY6pL/1bYPtyuQy43GCmwgG3OFezbKQWSM4MA4ZItAhBnWRB4F8znudJsB3niD8X4TrcdVUZj8R9pLr0Oo4TOC9y/FJ7dTf8IuX3teheTnTdX7hUJea1+GOmtdEyjLV15Peu578vcE3uYt4BNY2rYZ7/p6afL2o7L+Oshbj+GzmeAwgeL7kz7YFux3HwzDPPYM+ePbLOWCwYxrUGsjnoBiCN1NLIy/XRUUx89GOoc6M0zzBgnneerHP02aE2mO7xcThKezPx2wToVt28w2xwULkz4P+tZwDdkOO5pmns2o+Rl69YsQLoX8PGSs8GTjBX9riabsCv6xbHWYwxUjFCfUDkum5svbYISqlkuletWiUXnwkhifNLItN91a8Bt/wFsO2XE79P3OezwnQDIJ4trzXZSi+G6XYIgaeqzdK6l1cUptvg577FlmFhtjTcWi5tmzeV6W5UViEWq0lPQaok9ZUr2L3Dme7qUb4PxRNAnf0eUUZFM4uC87hYnA//PmIG5eVjAnTnA9sBwLXXXouf+qmfknlXOESu068QPnHu5WI+oZTK+U5tlapxIzVaLoNOTwdBt7LYVy+wfWxW0x0G3RGm+4S/wE1OMACeBLqbGqnVavC4vDyJ6W6nZRgA6LxXt3P82LyWoHUyFkB3N4dqpMZBtza4pMH2yqDIDWicq34dd/f9Er459DG459zG6u+SgPf1v4ty6W3In8sH00xvKvM1b2pKJgNuuQzUatCWLYNx7rkwz9mAof/7KVgXX8xeVybAsHS5WWhDHHSH5eVLG9d0e+E+3SEpnAgxMJ5avBgnL7xAPn/55Zdj165d2LNnT7odLfJVRF5PFIkmoDs82akRMVMTACpcZyo/jJ9Lylm8bGtJa1KEJ2jP8+R+d4LpFjWpcvV40WzVdKcA3QCr7RYhmO7SCLR+NsEG2EflelONr2TC0Sro9lxpOmSaJvMT+PJX2C7oAyi89w5Mf/3rgc8pT46CvPgZAIA7bQTdRbNRefmsMd2WBd11oQn2RMsDnv+9p0+fjtRMU0px8OBByQDNdriOkMT612kc6LZt22/ZQoifhKRmuhUQ2YZBpc5BjDfqX/fUTqrp5hJi3uKnUQRc9bPs3iXKOZKLkeVJ4OBDcGHA1thck33ifzZWT8Gv7YxbdGrkeB4LuttkutUYGRlBsVhEtVqFpmkBFksyjCrolkx3c3m5zttNOk8w+b2n6zC5tBzw771WmW5aqXD3cl8CK8YKcX6FTLlQKETmjsBxUEE3X2QRoDvH2f04efmKFSsYc7icq74OszKycJ9uEQIYC3AmxhhKKXN7p8H0s9EYVCqVUK1WQQjB4OCgnActy0rMIxJBd89SYPudDZnuiG9DJ0K95906Fi9m+cEbXFUXB7oBproQkVperjLdQqLeYsuwsOJO7J9QuaUF3eK8WuVKQ9AtyBGt0ANj3ToAgLGKL3Dzmm6vrIOK64Yr3TTC9yO7iBFDonyiEMy/Aky3OlaP7efPZwLbAWycDy82qLF8+XK865ZbcMnd98jntBj3cvUzbdtGPp/HUtF5B7xLAh+z3ZMnAyVuReWY1USngVZBd0UF3eMBppvyemk3ZqxUF0QbycvplGC640G3GF9andP15ctZ7lWtgSZ4OpxtsQC6uzlEguE50LIcdC9Zkby9MlmKqG67EzZM2FoOTvEMA847/wDw4mUeNXIDKof4IHPggVTma87hI1L2JlbLsjuujZ0MValK66CbTZJRIzUuzUlw06Rl1Uit3pTpPrNiBQbfOCif37RpE7Zt24Znn31Wyvcaxvjr7HFRUu19e/JywGdlRIIla7q9Zky3Hth+phEGhyqA60xNdxAEz1pNt2hF0gx0q5EblAtcWpZdQyq4VvvCB8B4uy3D6iXYhBs7jY1j+s/+HEM/8iMAWE13/rYbYd1xB3tdJOAnXgUpj6I+aqL0SgGUm9IB8fLy2arpJsJVn39+neR8R2pA1neq7x8ZGcEDDzyARx99dMb7lCY83iJQN6OgO3y/q+195PiVFnSL8UYzo10NUoS2hCWR7og/zjWr6QaQaLYmP0MtexBlFtR/j19f6AA9y1HVOMsICuv632ysngKAySPA9/4EtMjv17RjkBtzTbbIdGcyGQwMDKC3txfreCI/MjIilUKDg4MBQCoZxkxGYbr9ZDYc3vg4nMOHfaa7yMYT5+ln2OuGAfMCfwFX3vvV5oshwe+ZgKdpoHxfDcMIsGeAPyfk8/kWQDc7lyroZl8gmG72mwkhWMbnWay4gj0W+SK3mYudU8VnhUE3ANi1GtxQ+tkIxIlF5kWLFsEwjADoTop22TX1PR0F3URjZnYA4NZxySWXAPBzInXc1NTWhSroTjuXVsZ8pluYr6U0Ugsz3eI6W716NUzTxGauAqzVaskqFSV8eXm5ibzcZ7pzt90K89JLkH//+/i+s3HYswko5cejfAaol0E0nsuKvEBc3yHSQy4qhOXlEnQHa7rTBCEEy9euhaXcX3FMd9gnZsOGDREQqwtDYM48y4VfZfz2me7odS/GK3geXLEIKJluRV5+5oz8DgDAYdb6zdO0yPlsBLqhyMvFoj5JkJeLBSbVBDhNEMtCzy//Evr+28f9vuBneXRwRFmIjscTfyH/tM5fB5w8CON8xhjjkT9kwHnnJ4LvMbKBZKXqKa0SSmeQARq7lxcKqL9oIbe2ymrDU5ivVY8clkmkdv55wA92I3vbrbHbttMuTIRgesKgReeAzJtI2ae7CdPdd/w4ekZHMcbr8Kq8zYXruunMngToHjwn/vUZgO7warQYfB0+OEYALme6qacB8BoCvlYiaVXcMIzIfreTuAg5rei9rse5l3e0prsF0E0IY7vH9kMzuUO4Ki9XpVzq81UBultkuutF2CIhoEDvr38M1i//EvDZz6Kq98GtTsF8x83Ao48iT12UiIESzQOLNuDMF2xQm8Kb4veGroPw75gtpjtw/vn1aJQrqOXzqGk5wB2RL8eBbrEaXm5QQ9vJEGZXuqHUXMYw3YDiBq1e0xJ0NzFSa9O5XITO63S9ESVxaSIvB9hiT6PFtgDozvEyJhJsgQUArmbBqxdR5b28M7QMcsPvMjlKwiIuAOCx/wXs+hS0c36Ff09K0O3Ege7WjdR+7Md+DABw5MgRHDx4ECMjIxIQimRQREBenvUdzIH4mu7TP/4TcN54A7W7Psd2r8Kd8Pk17Om6NFEDQouetRqQcjxW67mBxkx3c9CtGKmFmG7J6vGa7n53BBs3rEP/4LD/mSvfFtw5I+df2wrTHQbdKqh2ahUJckQ0GoOEh4lQJYia9UKMaZUIWc+aAhiGY1aM1ACWTzkVwLOxevUaLFq0SMrvw+csk8mwkhb1fknopRyJ8hnUtSXBz50h0y0UK2pUq1XkeflFUvjy8sZMt6cYkRnr12PJfff6L/LFcWpr8NwMNK3M5n+eA1AXILkBtm1uETB5qGWm2yVGYLtWQhsegivk8TFMN8DGUXEszuWtA9XQly2D89peqdg0DAO1Wg2usjhX50y3GEemp6dx+vRprF+/3gfdAJwI6PbHLndsDEQ1UlMUoq7rBnLzdEx3DR4vbdES5OVx7W7TRv9v/xYANCw/OZtigenuxnjoEwxUK62dNIuDrMOPAZ/ZmVxjrSYlVg+qdf9CdctNkkKwAS+zig+MREs0X6P1uly1rCkmB5kf/3Es/sbXkbvlltjPn8lklv/J9yJz407kfvg/BfdZ1DpOJoHukLxcrsoHV8BFclkYG4etDGAiGbj88ssjLG70y2hzplu0LGmjpjvsAimZ7rC5kwjBdLtCCtsZ0B0Gh6q0mBAS2Pd2mG4gCBxEay4Ac1/THRdcYq6BvZ8Wi9KoLOAhoDLdKYzU1P6tMuwSHI2d5+yGDei78yPIZDLQwCbESqkoz8MAYSvYNb0H7k/eB0pZQiTdRZXErtNMd7y8nDPdVXYd1kkOxK0D1EO9XsfIiA/AxXUvHttJltsJV6hvYkB3mOmOBd1p+3RL0N2aiZoIjQMNVzlmifLyHj/5aeZgrhqpkbxonedfG+pvdew6ajrbJutMAdMnuXrqE8lfwMdDUjwovydVdEBeDvgskwBqExMTOMYllWHQHZSXc9DNQYVXDoIWr1KB88qrQLWGKk9ijTpfWOPjM9V1GBfEg+5WHMzdsTEJugkh0HW9IdMdHnMTmW7u5C1qwOX8xvMIAoqdN94UBFsrrwjuXIKRmgDdtVoNrusGxhi7Vo6A7kZMt6hXF72TV61ahR07duBabtQaF13HdAOB40QIkWw3EK2Z9nt1q/LydHMpLY+hztVRlrjmWmS64xb/NU2DVjyBrM6uuTSLtb68vHFNtyovjwRnuqlNQF2+P+UzMgfwapp/bwmPjXwS6A7VdI8fAAXg8WK2tkD3kF/zHdenW/3cvr6+yLgDcCk1or261aiFaroffvhhfPvb38aJEyeYCkIYlgnlTQzoppOTcI/4i92acn+E75XU8nJppNYYdIuynrdydDXo/qM/+iNcccUV6O3txZIlS3DHHXfgtddem+/dmv3QdAaqCfHlSGf47953N3Dw4WTJt5qUZPoDE51bjgelamToI8iu4BPn9o/F1oBTz8PI7T+EU2+/GbRaRU2RqniaBmvrlvDH+q+30aNbhHXZZRj+188GauQApT3O1BRoTKLuhY3UYlqGTf35X8AV/UMtC3Vl4Bz/5jcx9ee+6qBhlEY4mCZA/9r4bWZQ0x1evZdSYerX/AY/TIBuzmB1mOkOg26xz2aIlWkntAGWYLFeucp1LcyemhjDpAoBultojwcA6GO1ZsQejbhKUwWoqfLycMuuuAizQwA4081rLJXEO8NldfVqWZ6HQuUINMr+LueW+w6jU2JxIRl0z9SoJMm9HIDSNoxd+xp1cOLECVBKg+7Yyue0kyy3E55Q31j+vdEe0z3R+IuEsqZN0C2YbveUCrrjV/9JLqc4ZTcGdzIRzmaB/AB7P3FjWzs6JINqL1tMzHgl4NhTzXd8mgFSUmbzRHrQPXN5uRq5XE6CS8G4JDHdjlLTrfEFDCF/lbt35Ij8u8aZWKNWAwgJJLIYGPD/Nk3pD9FKr25vfDxQz60aiM0IdPOxdNOmTbj66qt9cC3K1KyeoJ8FwMzUhAM4kGikJhZgAQa8gkx3FHQ3SsaF+kWcP0IILrjgAumQHheNerQ3i1kxUgMUlR07Tueee64c88OMsaq6EJG2ptuuTDLSBIAlxrWUTLfo0JC4+P/d30W2yu7lZnXdqkGe1cy9XDFSi4So6bYJPIfvT3lU+rp4Vc0vWxFGp4vWBz4i1r3crgBTR+HCBGYAuvVh3x+ANOlVfc4558SWVia1DVOjXiiAAiBWJmAuKJz9xZjVCHSDUnhnfJUgAaDx7SOtSgW5o3qYiPcJfwpVXt4XT15YliUXzFqVmL/ZoqtB9yOPPIIPfehD+P73v48HH3wQtm3jHe94RyQRetOFqLt+6Pf89lYlP9FqWGOtMt2ZvsBE5lSbgO5H/hCZ0jdRP80HNasQ3BcOvN0TJ+C88grcN96A/fIrqJ32963ZBDcTeXlSyNU1SgOARwQN9+kWTLcqL9c0ON/4JnvasmArsrXpx74XTTySQrDc/asBI2GC7IC8XA6OgukWH51U0+0I0N3Zmu6wFE0ALnXf22a6ebKqhRMr2UqvAyumM2S6SfF4xFVaNe6TQJzSVEy3SLwC0uoY0A0ApsaS7Xqt4jMztIZ81pKfIb5LTooK4FHl5WqS1W7E9uk22XUi2oYJcx/Nq8se76tXsyTJcRx4nic/p51kuZ1wuUmdbjYH3WI8bQ908+PbonO5CCkvPx0jLw+3c8lllZYuTUC34jVACgPsb4P6i0SKcsUmGVR71wEAsl4ROPr95jsuQHeN1aLPNdOthmC7gWAvaRFqn25Z081BQHhucQ/7oLvOPROMWh2Z66+DpixgqWwRIcQ/Ly0w3Z7CdItrL8x0CwAkzNDUMbhZTbdpmrj44osjTHfsuEiIX9cNcKY7OqeqXS4qlUqwprteYYwj/FygEYATipOwK3ujaBd0U0pnx0gNiCxOGIaBW265BVdddZU0KBMhxtGgvDwd6K5X2PHSCGBkGyvrRKi/NQCWw9858gJyHptPmoFusYBKABjVamp5eSRUeXmdX2sVhemuan6d89v/CLjjM8CFPxb4CL+m2/THap6v2VmfqW6L6VYW77SEkodVq1Yhl8tFWt7J94lFVT6+q3O9qpxxMhkgk0GpVJLnaJKrPMWYpS4aUc/zj3uS6SDfPonpjsvXZR5Tq/lGagmgG5iZxPzNFF0Nuu+//3588IMfxEUXXYTLLrsMn/nMZ3D48GH84Ac/mO9dm/0QYDe82q+ZjWusQ6A7wHRXmzgHei7qS94LZ4Lf7Fx6FjZfc173e1jXn38edcVNV/bgdF2MjIxEJKKzUSvFXHfZxCRqS9RIrOlWmO6+Oz+Cnnf9EPsNGQu2supMr78OfXd+JN3ONJOWA6mZ7jiwGmG6RU03X6VNZLr5T+0U050kL+8o083BbEPQPdM2EjME3XFtw1TjPlnTbdtyX1tnukuxzqqWwc55vV5TQHcdBS6LLZVKclFGlF4QXhNIKY3USM1U9tWQ6VaN1ADo1O9XqrZjqdfrXQW6w8dInJdYEKOa88R+Uafk5aqRGm93prKp4ABaykrTMd0kmwXpYZ9DDBowDvNZogyqOWbmyUB3E6bbrsgWisQ+DYCmB92xNd2dA93Dw8ORZNIHOlmZQAqpPq1WQVUppsJ01/k9b9RqMC++GNlLL5Wvha9jVZaZNtR2YeJcNGK6geAYHLheVbdxMx4gSN+MnuXxr6sS8wSmG/DHs3K5HCQAalXJdAugnzT+eJ43I9At3NLThnq+Zg90++PKkiVLcOmll0bYz5kw3XXujm8Zmp9vpOzTDbB5PXbxn1LgzF5276P5nCFezxgGCBovAPry8jjQrcjL63w/y35Nt1fV/XGlbwVw+c8EyjOBcE03H6uFidoA898JG56lDV3pgEASShCvueYafOADHwi0KFRDkEeiHFK99rLT0zAEwTE0BG1wkWw1B6igm10rrgq6lXFcsOlsW38s1fk8Fx6r0oBuxnTzlmEN7s92zdTebHFWGamJC6uRpKhWqwWApqgFUtu9dFt4noeJiYnoPl79mzAe+n0Q3gObEgPEs+F+9xPwdvx27GfpekaupHhWb4Axc6rFxsfg2t9Gvfwg9Ke+BgBw9Sw8sf3Vv8kebRu1ffvkW2p79qCmmEWJ3/Dss89iz549uOaaa7Bp0yZ/e35uNE3r6PnQevvgVU+jfmYMVGnFQD0vaGxVr8GhBAYA6tbhKPvQ8+53A/feC9eyUFcSFveCCwLnptF+a6P7oAPw+tdJiU9kGz0DHYBbK/rHV4lGx0gkWI7jwLZteGIi0YQBEgm8R6sX2f7Y7H2eYXb0uIvjIsCIabLPD7fdaOs7xeQ00B98P9Uhzo5dLQUm1zTnSA2jNg0CwNZzDBinDFJYBgOAN3kEZICBEPv0KDTbhqswYs7YGDtP6nOaDpLwXSJRrlarqNVq0DQNpDIhmW71mjB1dqfXqjXfyI7WWaI7UcbU1BTyYlFGTNCWFRlnstksqtUqisViU1OcpKCUxl63Lr8uBdMt+jtrtC63N00Tuq7Ddd1Act6sd2+nQhrVGJb8vqTES4ynuq77+2YNsOuxOg67Mp1o9kXqFTbu6GZg3EkblLdMdE+NyO92uHEXWbQIUCSDjq4DvP7TLpUaXtsed7b1TBOOnmNCS8ODzdUR6v1saxlUTJZgZr0S6MlnG/+W8cPyXiXUgZb3QC0r1XkltVIkQXGJGTtmpg01dxgcHIzshwA+djaLzH/+BdZTWinJqE9MyMXA+sGD/vMcTBj1OsiyZch/+FehHTgAT9dRrVaD4E3UjTc5L2o4Z87AtXzQbdt2AFTati2vTYsf3wBTFhqDjewASGkEnpGPn6eGLwZ51z+BLr0sdh/J0i3y3DjEAIHO5hmnGvg8sYgxPj4eAL7VapkxjmCLBFNTUyiXy7HXxfT0NCilso497ZiglstUq9XUiis1f4xbnGw11DnJ0EwQAE69nFgaIiLiXq7rzDA1xQJCrV4HMoBl6nC0LJurasXEnEQEIQSUUlSrVTmnBPKQ4imYtSnksmxsUNnWuBCLJZZQZVSridu7wnwwl4tsI+Zpz9bgVtnY7JVOg1p97LqraaCa3nBfxJjuEAuwy7CrJWije6EDqPeuB0r+vdVqUKGYsSymOmzjMzx+r7hFlqerc5BVLkPL5+HoOrKf+j9wDUNKygGGjWzblp49rrI4aCteR2T5coCXg+oXXABn924Avry8Gjo/jXJRkXu65bIku7x89NyJEKqi06dPt3WMW83t5jpS55yzvB8dC8/z8JGPfATXXHMNLuY9n+Pij/7oj/DJT34y8vwDDzzQdkI521Gv1zE+Pg5d1/Hggw/K5zed/BIugD9xvLrsxwEAFzz6Sezdtxd7l70n8llXT5YhhC4nx0t4/fXX/e+pFHHvvfdG3qNG76uv4WqTfedzL+/HkVPR7Vc99BDEetnkd74LZ6nPHhw6dAgTExNygeTZZ5/F/v375etida5UKjXdl1biIk1DDsCTDzyA4kGfiddqNWxRJl+7VMYT338G1wEoF6fwbWUfZE1pPi/r5wDg8OHDgX1Vz1E4Nh96DGsAvDZiY2/C7zvvxDGcD+DwgVfwfD26jRjovve970UUAYLRrFaruPfeezH48ivYAKDOf+PTTz8NS9NAbBteNouLj76CcwDUilUAOp55/jlMOTMftAQwGhkZwb333isn1+PHj+Pee+8NrMI+8sgjbSkbVo6OYjmAk5UKnlSOpebZeBf/+4H7vgFHj66MNzpHMqiHH+aytW8/9jTqZgpneh795UO4AUD99AGM2sMYAPDcY49h1HNx/rFjEGvdI/v34/F774UxNYXL+XP3fefbiTIvNVG85557oOs6Vp95QrJCr7/+Ok7x1ni1cglAH8bGx3GIsmveoHWM8fZlzz//PHLVKnoAvPH881gKYLpWxVP33htY0RbX1OOPPx6UhrcQog4QYOYuArzkDx3ChfCZ7hrhNd2eLU3UXnzxRfne7373u/Ja8jwP99xzT8utBVsN26GAAbz2+mE8N8ausyTndCGJHx0d9ccESvFOLQPDq+GRb3wOpWx8W8fh6edwDYDpUhUPtTH26cUiNoOZ89339a+DmiYW7d6NcwBMUArBMXiGgfvuvx8X2w6yAJ585BEUjx1L/NzzT55ED4DdL74I2z6Bm8CY7se//W2cRx/CoX/9EirmTQBYwnp0vAYgiwwtAtUJ3HvPPYnX82DxZexQ/m/0ODh2ehSPp/j94nhVzCHkbJZgPvfy3tg5KW2o99exY8cic5B8nRB867XXoPEF5i2GAc1x8N1vfhN1DtzPeWYXhDjdpgwIGbUafnDiOKYGF4EaBkApvvvd7wZA98UuOy9PPPQwSocPp9rv9S++JOXlxSKbxwWhQCnFAw88IOevxx57DJqmBUoj3njjjYCs8+2OwcaF46fxYuK5GAKOHgVwNPKK5UzhNv73rj0vIeOMYzOAU8eP4mnl80Qe8Pzzzwfe/8rLLwJgY5qYK06ePCnPR7VaRalUQn9/fwCs33fffUmHKBLquf7Wt76VmsFUx8b7778/9fc1iwcffBA7yzX0AXjqiccw2tu43E+Mg3XO/Lqa1jRnqtWY6ultFQa6a9Uann3xdVwBYOzUkVT3HQB85zvfkefumWeekQsWg8WXsANAlsvL9+7dK8fEuBB5QpUvyjsN8r71e/diCMBrhw/jVGibd1Ym2YKlQ1CerKEXwOnDr6J0cgIbwOTl33vhedSPJ49zwhdAzKXfvvvLOP/kd7EewMEpA9DZXNhOXrroyGGcA8C2rLbz2t7XXsN5AKZPnsT3771XHn+AgW6nUgUsC0/u34/s0aPy/gfYtXLPPffggloNPQCKpRJgGNi1axd6pqZwKVjZ5LjjyDHrlK6hr6cHZrEI3WY5wBNPPBHIAVSgG/5dyw4dwioARw4cQP/oGZgAHt/zHCoJ8nFxH5dKJdx9991tl5imyu3mIdJ2WzlrQPeHPvQhvPjii/je977XcLv//t//Oz760Y/K/09NTWH16tV4xzvekSjrmO8ol8v40pe+BNd1ceONNyKbzUJ77H9Cf/YLAAD3ut8HwMC2e93vw934+7jg0U9i08ZNEcZb+8Kn8AJdjKX117FszSYMZ4eVtjwEt990ve+eHRP28hUgb7DJ6tIrtuOS82+PbDPx5a9AiMgyY2NwV62Sry1fvhw33HADHnroIRw8eBArVqzAjh0s7Tp+/Di+9a1vgRCC2267LVJPN5MY+8d/gnPqFK688EJk3nGzfN47fRrqEGB4HrZfez2wF8hnTNx+u//7pqam8JWvfAVOLihh7O/vx+233w7btvHggw/i5ptvTlw11//1z4ExYOOVt+Dci6LHDgC0J18BTn4Ra5cPY9XtwW1c18VnP/tZAMAtt9wSqaeanp7Gl7/8Zei6jttvvx1VAFP/8ll4fH+uv/56eB/8OXhHj2LRvffAxN3AacAkFipw8bYd18G6MtTypY04fPgwvvOd78hj89RTT+Hll1/Gxo0bsXXrVjz66KM4cOAAAODWW29tq667VujB5MOPYN2P/xguUI8TpcBz7M937LwO6PGVDWnOkf8FU8Ae9udN73x3a+2ISqeB1z6KrDOBZZvORfXFl3DRqlUo3H47zvzV30CkbUOmiY233w736DGcAYBMBre/850NP/qLX/wiKpUKtm/fziSwzxzEQ8+8BAC46KKLcOGFFwIAHrv7c5g4bcPK5bF08RAOHjkOw6tj65VX46FHHkNPTw8WLVkK++AhrBkcRA1A39Awbr/9dkxMTOCrX/0qLMvC8PAwjh8/jksuuSS2lUmaKBaL+Pd//3cQQnD77bdLoOy88grG/vhP/Zpugy1H6NRGT89ijI+P48orr8T3v/99TE1N4corr8SuXbukBO2WW27pvMQzFF/5p1cAABdfuhVLLr4BAEsmH3/88ci22WwWtm1j5cqVuP766+Xz+tH1wOiruGHzetD1b4/9HrJfA/YDvQNDgXEnbVBKcfp3fg+o1/GObdugr1yJar2OKQCDK5bDPn4cqFSg57K4/fbbMfY3fwdnZARXbdkCq4HL89jf/B0cAFuvuQaZy9cDrzDQvX3LFhzb/QguOPEFvLZ+O0acDGySRe/iNZg8MYKsVwIBcPutNydK5snLJcAXRkHvdbHqnA24MMXvJ/sJsB/IDK0FHXdAapO4dOuVuOTC1o+dGo8++iiOHTuG2267LXYh/l/+5V/geR5uuOEGKX0+/Tu/Bzo2hhuuuAIGr8kc+9v/T3ppSJOzWh1X3XEHjI0b8fnPfx61Wg07duwIzHVn/vpv4J4exfYtm2Fdc02qfZ740r/jDQ5choeHceutt2LXrl144YUXQCnF9u3b8fWvfx2GYeCd73wnCCF44IEHpEv7pk2bZH9lANBPrgBOHMe6jRdhzc72jic9+kmQ8QPYtuNmJtM9DCwdXhS4tp9++mm89NJL6OvrC5TMrF+7FvteYItu559/Pvbs2YNsNivf+61vfQuTk5NYs2YN8vk8Hn/8cSxduhS3JHRFSYrPfOYzoJRi586dDduLqTE2NiaPZTv3aTjUOSl3fBCoHsaV2zaDntP4t7z22mt44oknUFnMpP5GLtdwfzzPwxe+8AXU63UcybA5YnBoCJvPXwEc/FMM9Waa/p4vfOELqFaruPbaa3HfffehXq/j+uuvxwAvXyF7TgH7gJzLAOySJUtw4403Jn7eq6++iieffBJLufpQdxzcdttt0YXU4ilUH/xjTJseLty2DVvV/fQcGM/yziB1gozH2/316BjOGMAo4Nkm3v6+94E0WNzfs2cPnn32WTgGuw5uunYb9G99DhgFlmy6AjjAWtC1c87rg0OY+PRnkB1ub2wHAHvFSoz/9d+ioGm4/fbb8cQTT0jjaKtUhrHSQgksBzjvvPNw3333Be6pq6++Gli2HPbBQ7AsC3XPw9VXX43BsTGMATB6e7H8gvNR5Qtgq7duRW1yCu7evVJevmXLFqxd6xsAnz59GnfffTfy+Xzkd5VPnkLx69/AyuFhSRRdd/vt0FetTPyNX/nKVzA1NYXLL78cqxTckOr4tJLbzUNMxZS2xsVZAbo//OEP4+6778ajjz7a9ERlMplYtsY0za48UQBrISBkU5VKBb27/wp49JPAuhuA9TdCFzXcug79od9j9dU7/wC650IP/aZT2nI82X8Vhuwj+NHcNOpKH1eXmDDtSYCb5cTGQD+owdtPZftjG9J7Bw8F/u8obSyEG7FY1arX6/L/Tz3F6v8uuuiiQG1dJ0If6IcDgJRKgfPshM2h6nUY3M2TeEEJnvvZfwUK0SSscupUpAVW4rU0wRnH4U2xxw4AkGWclOZWoYW2UY0scrlcYs2h67owTRMO79vo8skmSwim9uxhP/Wuu5A9lw2GtMb7ePcUOnIfhPdDnG/LsmCaZuAezGazba1qmje9HYXXXmGtMMKhZwC3BpO4scc51f3OZbXQDJjZnkS2Ljb6lzOg4dZhDhmoAiDT0+w7VeO+iUn2nMvOK8llm+5XPp9HpVLxJaKeX/+YyWTk+zOZHAAbtgt4Npe36hoWL2V1mOPj437bI86aaPz7BQtkWZasuwxLUlsJcf4zmUxwoYh/tgDdtsauV82rw+Eu67lcTl4vqpEawGRtszpuF0fgUnberXyf/K5w+x4xPsv2N/w6lzGwDhh9FUbxWPJ9T3hNv5Fp+zfpixfDPXYM2tg4zHXrUBc1d1YGWk8PvEoFJJuDaZrSNFFz3MbfJ1yKewowc7xjgA7otQr2LnsPNm3cBOvF/UD2ItjWItTGjwKwZF2nCSdQG+wVi3BPnIC5cSNQHgl8ld7jgOZyKX8/N900MsDgucCJH8DIDyYf35Tx9rfHL4qIyGQyqFQqAWd9rbcH7tgYtGpN3j+uWMzu60OZg5JMsYjM2rXQTFP22Q1fw1o2CxeA3uy8KEEnJ6S8XIxt4p5RTRDVHt3qGBy5XnmbOz3bF8khUscd/wwcfhzG2muAIjPL06gTmNPEooWqfAJYxwAhLxdkiCoBF/fZmTNnJEDr7+9v+b4RcuFWxpGXX34ZACMQOjn2mKYJwkuhDEKbXseiJ3lpkD2S8DkMxfHjx+V1cDBzGQAgkyvAyLF7k9jlpr9HXeAUn9XT0+O/b4ItpAsjtVqt1vAzRT6TE4tblMKkNFqb/tSfwxx+Eu55/TD6+4KfWVXKAx0Nnpi2K2PwquzaoIVhWE38aqRfAwfdplMEJpgS1OtdDeA4DMNo65wbV12J+nt+Aplrrmn/muFdeFBm50mdR61ymbniwc+pBROulmb18OMsSqYymQx03jZYy+dhKIZv5qpVcJcsYaBbUT8Gxiqet8XdP4Y4p8WinEOswUWRnFaN4eFhTE1NYWpqqu3j1K1YLu0+dbWRGqUUH/7wh/HVr34V3/3ud7F+/frmbzoLgxAi7fQnJyeZYdnOPwA++FDQNE01NEvojVrmNZOT+mJQK+ReTkzG0DXal0KBOdcCvgGHEtRx4HBJnOg/qkqxhTRLlUEDTN42MTGBbDaLrVu3NtyHdkKY3tDQapPs0S0SEEoBnmSrZiZTf/lXqP7VXwc/kw841XodU3/5V813wq4CU1ze1KaRmtqmIw6oqnV8E3/5VyAZC56mwePPa0pyU/yXz4LWuAEJB92dNlIT5zts/iYmDF3XZ+RUHwu4AcVMbQb9pVUTtVYlzIRIMzWjl9fLCyM1RdYp3curzduFiRDsm1zFTnAvF0mG7QKOAN2mib6+PjkRlzgYEDVXssWccr5EMqLWMp44cQLPPvts6jZiQlqVC6lExPkTLcNqOncvp3bgWleNy1TQPatmapNHgH/eARfs3tEX+Sv84QlUsGTiuEXYd9EecCK4IBmIGbqXA4C2hCVN0kyNL6oSy5Suv+Iel9daypZhJJsNqKBokbvxb/8YDG6I5zguasUJAKymmz0ZNFMa+5UPYeSGG2Hv2wdMB+WeRq+bfgwSx8vIAO/4M+CajwPrd6Z77wxCjF3q/SB6B9Mid1GemJC9ab2dN8DO50FcF712XRpBiXGvI0ZqY+NSXi6uTdVITYwVKnOf6F4O+C2/csn+OE1j7Q5gx2+yFqdNjNRqoWvQcWy5kCjM0RzHkXmD+D2nT5+WDFIrJmoiWnUwHx8fl+Vws5GnJB2nuBDscrmnANcwmpqoHTrkjz22xq6xTDbvL4g1aRkG+MerqHiQBEisM6wESyy4NXMvF/lfVlEZxF73PC81et2oezlvF0aJAbiAV+JzUuUMKH8fWRRf0qOG7Pyi83ukNAJMHAQA2Dl2P7SrqiKmiUV/8efI/+i723o/4Lu2e+WokZpVLiMr8tFqNdCCb+VKxixPTExIczRPafcoPo/kc9L0FQD0FcvlfCKY7iT38rjyQNkZ5bSvJU0ykRMhFrO7tS57LqKrQfeHPvQhfO5zn8PnP/959Pb24uTJkzh58mTTG/1sjADo3vmJZIfyBLAtwuYteRwti7oV6tNNTNliISm0fB4aB91UiwIE98gRwHFAslnkbmYybkeZDJxQ6wEx6IqJc82aNW3XjTbcbw66PaUOBgA87iqrLRqQz1Ex/yru5fA89H/k1wJu2OKcONls0P3Uc+REEIjJQwAo620q3F/jogHobuRcDgQNnqb+6q9R+fo3ZDIGANVP/YP8m05MwD3MVnJpjfdb7NCxD7uXh/c7/Njx6ETbMF7P3bJzuQjeq1vLsd8uW4apTPfUFHM8lj26mwMO1fGX7WdRupcHQHeGXUd1T5NmVoZpQdM0aRg1xVfPJegWJk5KOxgxEaoLdE888QSeeeYZnOCmK81CrLqLe0YGB2tSXs7dyzXXDuyDAAiqezkwi6Db84DP3Qqc2QtPY9+t9ukOl3WEpamR5GyAg+7JFKC7TfdyQGkbNsKSTWHGRCxLut+GQXdca6rqd76L0l2fZ6+roFu35BBIypPQvRr0L74LRo3VVNvEQpUv7GYJHz/t4HzsvM7YMOfgIdkuDIuZ3FXvdVp3L9czwPobgJv/OOJIPBuhXosiSK8A3Ww+Ec7l2uLFKJ7P5OY9o2eQWe4n/0mAr62WYePjiS3DPM8LtAsL/w51X2Ts+C3g2t8ELo76wrQVTUB3OGzbli3DVEWXUBiIsahSqcia4bkA3bt27QKlFOvWreu4Go/tEB+/U4DubDbLciVCUBoaksaIcUEpDYBuEVYm4y+kNWkZBvjXlgDdEZUaB92C6W7mXi7yz2w+Lxe2Y697Po9rWVcucMngzuUsbyJwizwXq06A1FhnBG3JutS/zeU5Mo49A1APMHJwzL7ANvMR0rW9VgMNqc6schlZne1bpVKRypFCoSC7f0xNTcmx31VAN60I0J0PdILRly+HzplvzY5vGdaoxa/4LptL4LXh4YbyfiCaN74Vo6tB99///d9jcnISN9xwA5YvXy7/felLX5rvXet4BED3DKJO/MRxGr1B0A0TKKdguk02qInezmqIdmH6+vUwL2cSpjimWzyqkyeAWTOzk72SJ8NMtwDd/gqfBN0K0933sY+i/86PwFBW4Pr6+qS0zfqVX5bP65+/HfjLNUC477naLqwRc5qC6Y7r0Q0EJ4X8R34N5S9+SS56aJSi+oUvshf597tHDwIAvCqXN89SyzDZsoo/H9c6rKPRCdDdbrswEZzp1k22D974OANBoaTCm5pK1aNbRKRtmMJ0B1a/cyw5qVMdDpeHGRZ7r5AmTop2R7yPJnjLMJVlFqBbHSvEfTs2NtZ0fwF/US3sm0GE47JsGca+n1A7UJIgrpdKpRJIkGcNdJdGgNMvAyBwOPuuHttw8hUG3REQk4bpFot8HQDdLjehowIYmpbsJx0B3TH918f+669h4uP/Dc6x48FrkxBQjzOolUmsHH8U2qFHYILte13vQV1j41dG58mvEwTdApjSctkH3auvZvvf0wrTLUB3+8ernYhTfhAOBDzOdIse3caaNZji91rfyZOBesZOgW5ar4NOT8txXlybggl1HCfSLgwIziGRpHnJhcBNfyRl5jOOBDCZCLodRzLdhmEExrxarRZQ2LTTLkzulmA3UyT5k5OTeOMNlt9s27at5e9Kt0PpmW5CiDzHxeEh2e4xLiYnJzE1NQVN07B0kT9WWZblM91NWoYBUaY7cP48V7bYyiry8kbt2CTTnc02VnjwMUTPe3IckyEWx012D7pF/37SwHIwbUVzLxKZs3AVAF7iOGL11bPXl72FIGqb2lIpONeXysia7P/ValWC7oGBgQB2EEy3OEK6rsvuPSSXh66C7hUrIkx3Ky3DpHqUv7c3RVtd6ci/wHR3Z1BKY/998IMfnO9d63h0DHTDH5jH7OCE56RguollSXm5Z8eAbj4pGevXw7qE9SJ1GsjL6/U6PM9LlJ92Knx5efD4CXm51tcHiIHD4QOLF73xdSVBlSvNCK7okpO7geqEnIBkpOnRDShyr9ZBt2pAkv+lX0ThZ35aLnpo1SoyO28AAGRuvBGkr09OZrTO60k7BLrDCWUYdIclkB2PLgLdROMy0/GJgLRcyq/GxmWC3Yq83Ge6S7HycjPHktA6yfrHP8PuL8F0T+a53IxLYUVf92ZMt3g9XIuZFElMt5CXS6YbFihYKz/5OxR5uSprBGYRdPPe0V52ETzPZwVEhO+/npBsbmZM90zk5UHQLWrpiGVKhkje46Iney14j1DHAeXn1Tt50gfd8trkv608hVydMdwmL6Qsbv4v8nMyDr9/7DDo5iUtFRV0M8Mwo6cFpluVl89hxDHdWpjp5iVW+prVmOC/p/fUKegrfc8ZkaiGQQnJZuHqOh4uFfHcc8813R9RouKGFjIXL17M5KOeJ9ngJNA962Aipv80EJ3vZV2t48JVQLdY1CqVSolKxtlmusXC4eDgYMO2tDOKFkA3AAV0DzeUlwuWe8WKFThnSegaEIv8bo0B5wYRx3TLmDzM9lszkfFKINyxvxHbrYJuNFpsUpjuiLxcMN0WH4OrddBMcJ7R1l3Q8Hepv00s9gjWHpt+KJK/zEcQywL4OfZK5Yi8PMePX6VSwThX1S1atCiAHfRlS+ERAsrzRAa62f2k5fPQeNtJWBa0wUHoi9l8Imq6k+TljZhuAMj9yB0o/MxPN/2NYuxaYLoXYt5DvXHS1lHGRR1+QnemGmRj0sjL4dog/G0CqKnh8BZkxob10JYvg756dcOabgCB+pNZA92C6Q7VdIv+yKRQkJMWdfjvosGel7RWg6FMINlsNgBIXn/9dfY7BFgWoO3wE8C/3gJ8l5cENAXd7cvLCSGBRKLnQ7/qMyC2DfN8VmdvbFgPc9MmEJ2XCnDVwmzUdKu9TMV+i/McNqTqWHQSdFutJ3MApGs6AUvEvfFxeMJDwLIkQPImJmbMdDtaDNOdZ4sFdZKDI1bqMyxhkaBbJDohebnKdIcXltTzKSb3ZpEoLxfXJv9sDzpT3HC5iWmaIIRIgDB3oJuBSTfvO9+rxzappjtuWwBA/xr2OHU0ObHtpLz8FGe6FXm5ZLr5+ZSMajWY5FLlGLsjp+QYKJko3soJlSksmXoWAGD0suMkzk9G86DV+QKncg9Sx5HXOi2VfY+LlW8DpQTEADQzpazamR+mO1ZezhddxOKVK3xNVq/GOD8HfadOwUjBdCOTxdi6tThGKXbv3t10vhdlK+Pr2MKOANaGYWAxl4cKt38VdMcZIs1aJIDJ8PgvFq9qjgtK2D7puh5YaIwD3YZhtDWXtAK6Rc4yqyZNCYsTSaGC7kbGawJ0r1mzBmv6/JzGsqxgt5ombHdDpvsMb0MwtBGamUcmRV23lJc3YbqpAN05z5dZyw8RZWDKPK14EVAPMDZc2PB3ASroDh3HTe/sCtAN+Gw3LZcioDurzNNxTHe5XAZduVL2zwZCTHc+B+O886CvW4fcO28H0TRo3BlfbyIvj6vpNs7ZAOg6jAvOx8Af/+9UrT0X5OULoLtrQqziCgfzdqMOP0E5Uw5O5mmM1FQgSGv++8WKl2S6N6wHIQRDd30O2tXb5XbNQPesyctFTXfYSI0POFq+4K+0uspxUdhud/QMjFqQ6RYT/cTEBB599FFMTU2hTvmgLUDbY/8TOPAAUB1nYHBj45ZQM5GXA8FEovylf5OutnqtjurDD7O/ly2FtmSJVC3IUoEO13SL/QgnLCtXrsQVV1yBK6+8siPfF92BLmC6Cxx0Owx8eOPjoCW+yJPPQxtgkyGdmJBsY/tGalG5viXqs7WsFG8YWZbUSudbw4CtfGeckVpYXi4WUoB0TLfnebIHakRezq8To16Xfgl1LQdKfWm5+jjXTLeb9d1ck0C3YRgRH4pIcta7AtAM5vcwnVAHLxLtGRmpcab7dFhebkoJtJSXc/dyhOTlAjgCgHvc31d/QUiMb0VoHl+cWczkm6K3er5/yDfjUuTlVPUzKI355k39a+A5vJ5fS9daxV+k6AKmm4NFoWQRNd3e6tWYEtf+yVPQle4qifLybBZTvIWSbdtN+7t6Y2OYWL4ck0uXQtM0nHPOOfK1ZcuWBbadf6Y7eK3puh64d0SeU7X9OTiJ6VZBdm9vb6qkPrJbbYDuWT1W4t5vkekuDQ9JlVI4KKU4dYoZK65evRp9pIQBm93XuVyOz5X82DUxUwuD7sBCh2CGhzYB2YFUdd3itUwm01heXudsbNYDyYcWVwTTrc7TWR90ezUNhtLmKikk4IMCIAc3AkMb5bmPA5dzGXKcKRaDc32phBw/fuVyWbYBHhgYQCaTkeeptHi4AejOQ8vnsfR7j2Lw7/6Wvb44nZFa3KKdsXIllj31JJbc/c3oQklCLDDdC6C7a8IwDHnDp5V0xkWd+jfcmeng4JaK6eYrodQDvDKbGKrVKu666y488sgjsqbb2MDYXPOcDfAU2Ve4xle8f9bl5dwwiibUdJNC3pdn2YrcT1lx9kZPB+Tl6mD2+uuvSyBS0fjvFSuwZcaa4da/Bj5+BtiQ3LcSQGr38qQQ18nUZ/4F03/+F/A4q2n1FOC88irbZtky6EuXBJnuTAakQ4yHOjk5jhNxddY0DZs3b54dMxrAl5y6KVmzuJgx6Ga/jdgT7P+OA5czkFqhAE04h09M+JK6FKA7bKTm1UvwSFSuL8EBycHhQ7mR6+Nfk5GJ7LRyDsJMt2VZEaZbvXdFjWWjmJ6eBqUUuq5He+Hy65gAsBTQLSbzsOHenIFufs86WbbSr2laIKnXdV3+P5PJRBLxSGKu6bLcIFFi3gmmeykH3aeCoJsZqYVAt1D2hM4fnVaYbt7HGYT4i5LCQLNWRDnDwKHJTebE+di6datfx67Iy4X8GgBImTusZ/qATA/cGgfdmEj3Y8W9Pcfy8tiabsl0s2MnarqnedKa9TwU1qyGddVV8j2NarrVe7LZfO+NT+Dwti0AgA0bNgTm0LSge9aZ7gZgUt1fwXQL0E1AoWlaLOhetmyZHBfakZYDXQi625WXDw1JU8pw1Ot1mZv09PQAtSnsnPg0rsjuZy12CfHZ7iZMt/jt4toPMt1B0N3MwdzzvBDTHa+8UfeLEIAglBeJmu6scg1kBvzvcSxZy5zmtzlUAdabfog91y1MN29ZSxV5OfE8mNVq0AGeUqxevVr2Pxdsd7GnV4JuQgg0TVPcy/PyeRFiEVfjv7+lmm4wM7ZW1JMLNd0LoLurohOg21YGlJodvIEY6G7GdHPQ7RDpenjmzBlUKhUcPXJEJmmG0r5NvYEES6bevKVSSSb5s13THWG6JehW5eWqE7my7yOnGSPHQ2W6VRdn4d4rQZt4XHopYMX0+a5U8B//8R944YUX2BOiNqk2DYy8FNhWrbVNCnGdTN/1efT++seAjZvYewoFaRhXe/Qx6CrT7ZKOScsBNgiLgVht9TJnk1ZHmO4ZupcLeXn5NMATCvcYW4EmKugeH29LXl6v1+G6LmzbvyYDq9+itZGWh8dX7wXoBny2e2qpsvDRgOkWioXwhBg3Ho2NjeFf//Vf8corrwSk5WE2ihAigbfJ5aQ1kgdo8DeIx/CkP9tMt5Njxyh83RJCAu3vIj1K467zZmZqnQDdvAbPGx1ldfEBeTkfV5q4lwszMABwjx2X28pzJ0B3vQjTZeOnkfHHtUsvvRQbNmxQ7kE/6fZKyqJJlc81vUxy7Vb5frln0v3YeZKXi/tBBRM+010E9Tw4nGkSngmL167F0u98G/qgb0yWXNOdwfTS9KC7OjaG4xdfDAC44IJg7epipe8u0ELLsE6HOEcxPinqnC+ZbpfXnBIPhJBYeXk+n5fOzGFPhdS71c2g+5E/BD7/LsCNZ/127dqF/fv3QwPgmSbKysLD7t27sWvXLgA+QJbETW0Si+3D2Nw/5oOlcNuwyaPA/9sOPPe5wHeGf3sulwPO7Ae++kHgB7wzSkqmux4iMBoy3crCHamEiCHOdJNMHyDa5JlKGRNJx7LKa4Eqc9QmpkrsGtCdF23DSv78U6uDADByOVx22WXYsGEDfviHfxi33Xab/E1i0aqezcDjuYjOz72o6SYxKlNt0SLANNtiutuJBXn5AujuqhAX5MTEBHbt2oUnnnii5fruupd8StMYqUmm2yHShEwM6vUak4iSfB4aT+iB4A3kum5kghN1oZqmzUq7MAAgfQk13SVllU+A7kSmezQRdKvnoRYB3by2MQG8HT9+HKOjo3iNt1ZA7zJgw80AKPCFHwbKvkN0K/LyzAfej747PwJvKW/7UKn6zFc+Dy3EdHeqXVh4P1TQPav1cGp0hbycJ87lUdmSzj3KFqVIIS8XQFhNd3ojtUwmE2ihI0AwIfFmX5T4zxn5Afm3WP2uKO3ywi3DVBMzgF1/aUD3wYMHUalU8Nxzz0nQHZaWy+8UyYNgUbQ8vATQHY7Zrul2LHaO4kBJy6C7mZmadC+fgbx88TC7EByHLeaI+900kb3heuirVyP3DtbKMcm9XGW6nePc6CzrX5dU5/dWvQzTZePn0CJ2La1atQpve9vb2OsmB1NqTbeiVCDchA29rI2WW+KqBycl6J4nebnKuooQCxp0usiMzfgxHefjXpzxVhLgo9ksq9Hl0cw34fXJSbiWhb5aLcJsG4Yhr01CSEAOrF6zcwa6mzDdsozOY8DHIGwujmO6c7kc1vPF/RUrmvdhjt2tbgXdng088WfA3ruBkRdjN9U0DT/4wQ9g8fNY285KtQTg1pS+zYDST1vMa1kFmIbbhu27Bzj6fWDXp4K7F7pOstks8JWfBJ77F3ZuV18DnPefONPNQHcS0y2M6URLOLngHOterjxXGgm+JhbHrR5frWj6cw21BmK/PxwS8In0z+oF1uxgz3UJ6BYybVoqYWhoCGvWrME5nKwhmSyuvPJK3HTTTZLhFiF/m+sC/F4RZ1K2DIshvIimof+3/jtyfEyfK9D9Vma65/cKW4hAiAHv5Zdflhf7JZdc0pK0qu4RSBpJ+VzXdZmBUcqabmoTmUAJ0O24DigAfXg4wGiFme7wjSuSilwu11ZdVpqQ8vLpaVDPkzJqKvp0FwqyJorWbYDozMzJ8/fVGxmBUfdZIVVerkaE6Ratw9RJTgkhEw5MTj/6eeAfrwDGDwD/8QHgA/cCSAe6xQCY/dF3s/0eGgIohT7hu2f3/dZ/R/2pp2aN6QbYAGrbdmCl+y0FunNDYMJpCmNxAfUTgMsZMK3QE5CXayIxzjU/B4QQ5HI5lEollMtlWAIghxKCyLGmHvT8osjrjiJLjJOXCyMz0SM7DegW1/TU1BQOHjwIIMZETYRlAmUwI5iyg6rWy0A3CQLbuJj1mm6esMUlW2LfMplM5FjHgpg5YLqJaUIbHIR35gy8UyNsLAMAy4K1eTOWff8Jf+MEIzVv2l+YdI/zRSJ1bNBzgAPAKcPwOOgeXoyf/ulbGWMlxnCDJ3EKS+Wp8nJ7DLAgQbdX5maObtqa7vmRlwtWVS11kPLyUhEeNy0rrVuHk7zGfUhZhBaRBPiKmUyg7rIZ033CdQHTwPp6PXb+tCwLtm1H5td5YbpjQLc6h0YMCQkNPF8qleR8ksvlcOGFF2LTpk0N58OGu9V1oFv4JUz7809CnfWWLaykQDDa1W3bJODetm2bfF2VcLMnYua1cNsw4TsxdTS4e6HrJJfLARMH2X/e81XggjvY39kBZD2W9yQx3WfOsMU1sSDVsFWeOo8XTwVfk+7lvYw4KZdBFdCNwjDShDivHgW89e+Atuk2wAgqrOYbdAszTFosQdd13HrrrTjxm78FD41VcgEGmYNujWMI39co3k+p5xf/M/r27gUefrglI7V2YqGme4Hp7qqQg4IiR2tWTxmOuhudlIV0yyUmSzbD7roTh4DH/wyoTinycg0eB6xiHygA1zQDLDcQXbWqh5gVFXTPVmhiYYJS6dQMJMjLazV/8lPl5adPR1qGNQXdruNPmpnGoLtarfqMeWEYeO/XAKIB+++Tk2Camu7wdeJxcEe4mQrp64OWz0MfHgRX9DKmexZANxCcdOfMiKSjoLtN93LdAPLc/XOI7Y+jMt0K6EYLLcMAIC8czKcnYXOXNNMIHltCCEz4k5dB6yCKq6u4hlzlWoozUlMfbduO3M9xTJwKSETpRRLo1gbYQkCeL4xVtD54XOI3b0y3qOnmyVsj0N0xprsDoBuA7K3qjpwCbL+mOxxJSa7KdAsX9MDYwBls4lSkvByZflaXqYI+yXQrNd2KvJzwpNxnujnoFh4IzWKe5OXSYbtWk8mhpjDd7ulRPP2T78XDP/NT8t4Iy7yBZMA3wc+Vzp9vBrprfL7uzcUnzeLeWbRoUezz6r7MWiT06Qb8/COTyUTuc10LbmPbdoAhBRovQDfdra4D3fy3TB/zn2tQZ71lyxYsX74cAPDUU09FADcQassF+CRAJo7p5t9VPOHvh5JvRuTlGUsuUGKV71eA7AAyXlAJGQ4BusWCVEN5uad8RikMuhWmWxAnmj9nk4F0Kgj1tzk/+U1g+0f8/3cJ0y3l5YrKJo0fjDp/g18vGr/maaimOy6SZN8L8vLOxwLo7qIwDEMmNWKyaB10R+XoYhXZJSYA6g+iIh7+JPDgbwDPfVZOAF6MvBxgPbn1JqA7vM9iEp0t53KA1ySKvsgK6Jby8kIeJCNkk3XF+EWRl58eDbiXN2W668pqNZDImAqGm1IaXJBYdpnf+oKfkzQ13WotNQB4XNar88FV59IjbZFfB8eY7s4yRmHQrV6/sx7dwHQDUmJuDHCAe0yA7gKIWtMtQHfKhY8cN5MpP/n3cCg3SYsx0rE0P5k0aB3I+Ym3bOumXEtxTLf6qDLd4lwK+bgacY7LSaB78P/8HQY/9ffIc0ltRe+Fy910TdMEDn0P5r9cF/ve2We604HupkZqQAqme+bu5QD8xZzJqYC8PBxygaceYrpVszq+CBgE3XycdipSXh6r4hH3oGqkVvKvCw38/urjNd3TvDVZPTT/JMU8ycvj+sYTblLnFYuonT6N05s2AmBy+xtvvDH22lcBn23b2LVrFyYmJjDJn1/OAXu5XI4sVIuglKLOx/lMwv1lWRZuu+027Ny5M/L9Yh9mXYEkwCT1Iov6Yg7NZrPRxSuegaoLW51cpG8lyZ9b0H3cfy7GUFWNTZuYZwulzHROBdyAn29F5OVpmG7PCci5I/Jy1Ng5BYC8kvflFiHjBUmZcIyNsftcgu4kpptSEE+5/sPycule3gti8d+o+7kNWbwm9vvDETZ/VaNr3MuFkZraBSKFH4x6nRNujibqtBvVdIff36qRWquxALoXQHdXhaZpuOmmm3D77bfLlfNWQDelFDYH3T3UB4MCdDs6n8TC8h3hSjl9LGikFpKXA4CbyUAb8tk013UjRjFJ+zybTDcAkP6omZqQl5O8wnTXk5juEcl0W5YFTdMCoFvU01U1PoHVpvwJzshKqVI4VIASqX/KDrDH6gSAhP6YoRATgzjuLt9W1KNL0N3HnqcUgAt/0aFDIfZDgO45k5YDnQHdYgW9A6Bb62NDqctrZEm+EKrpTt8yDABywhn25GuwCXuPGQu6ldY7tO5fT1CYbks5L5l4pjsOdAvmbGpqKjIZq/WuIpJAt3XZZci964f8/uNaL1w+9ViWBey7B9bU67HvnfWaboPdy41qulO5lwNBpjvOi6NTTLfSvsqXlyeD7ijTPR3dVk3ouNEjQRka5cmRcl3JMKJMtwroCfjzXA3iTvFzWU1b0z0/TDchJFLXrRX8Vj72GX//b7vtNpx77rmxn6MaqR04cAC7d+/G/fffD7HkMDQ+Lheik9hue/ezqPPP6d2+PXYbgM1N4UVtQgh27NiBK664ItpVoNOhnqNQD2oxLvT19UXvI81fpBX7L9RgncgXWmG6wx04ZiXEcRL964GmbbyOHfO39TwPu3fvDrweremOKXeTHVNCTDcQkJirv50QgowjPmsg6EWRHUC2AeimlKZnup3Q+4unGPv+3OfY4kBMTbdH/fFKW7Yh8v1xQQhJBH1dw3SHWhNS15X+EY1K01Smm/Le2xo/L57Spzspko7LbMnL43DDWyUWQHeXxapVq7Bq1SrfmbgF0K0yzosG/ToXyXRL0B3qIyvkkOUzvpGaTSRLHGa6NcUERr1JBTM2X6Bb42ZqatswKpOmggQctBHTzQc4AbZFIqDrOtasYSuqAXl5LUbKFQoVdEfqnxTQbdu27HcclgqqEU4kbD54iZVNjYNuwpNW6hIAsy8vn9MJS7Bf4Qm7WUyfAL75S8CJZzvDdHMHcz3PJxAhRw3Jy2mr8nKNXYdlvQ+O6NEdo36wlLmQge4o0x2o6Q7Jy8U4o07a4p7u6+uDZVmglAbYbtd15eKRaGljGEbT+9sH3X1wuc2LZVlAZRwmDd4XYiyZdfdynY2NcdeuGAOEEZC6Tey13reaPdplv42gGh0C3X77qmlFXh69rpJahnmhtmxA8LokXIqqET4XEM3vuKBGnJGaaj5GxIJAL+toMcHOJbGnATvFYpk4XnNc0w34c2aY6abFIuqcidU9r6GyRx2nxf0yNTWFEw47Ln3jE/L+STJTm/7sv8IW1+HidLWramzatAmbN29u+X0tRwB0B1n7FStW4MYbb8S1117bEHSHFwbmGnTPiRmoyDtSMt27d+/G/v37AbDjs23bNuzatSsAvFMx3eGWYdPxoFsFV9lsFoQvToqFM//FAVgN5OXT09OwbRuapslrPBl0h/5fOsWM2776U8D9d0ZrugG400reObw68v1J0fWgm98DwhtDNcFslDuov4sOsXNFKuy4SiO1Bky3aoqrxmwx3XHf9VaJBdDdpRHXK7RZCImapmnoX7lJPi9Bt2gFow64ru1PAJUzIaZ7OrIPTsaCpji1iuRd0zQ5WSXt82zKywG1bZgPEKgqLxegpVZPrOkWoFsc/56eHuzYsQM33XSTPI4B0N3ERA0IstuNQLcqq0vDdItEQkqjBNO9jDtbCtmnw2spOywvPyuZ7hc+D/zg/wLf/Z2Oysu1TKgXb6EgHc29icmWWoYBQI6w7StaH2zC3hMrgTb8IdyAA5hR92KV6SaZLFPENGC6Vem5SJhUJk4sIum6jvPOOw9AfLuwyG9SmW5q+N9bHYcGGgDe0oditmu6+UJk3Er+5s2bsXXrVmzcyKTE6vUdm5yZWaCHu0vH1XV3wL0cAEhBZbqT5eXSSK0WBEE01OEBCF2XWfb5msHHj0wfc0wPR4yRWsC9XILuHqBaBa0TUHE6wxLSuJA13XMPukVdd0l6gvBjXq1Kpttocr2r43ScfLz3zJnY+0uEOzaO0n33SdO12er80ZFQSyZCoJsQgnPPPRe9vb3QNC1wr+l6POhW84mZRCuge07MtKThnJIjJdR0C9O0Sy65BADLIzZv3hwB3hEjNVnTHSMvt0uMRVbrpqeOyD/V357L5fwWszGgO0uTmW4hLV+0aJEP2JLk5RHQPQIcfJj9ffT7sTXd7rj/GaQn6OTdKJJk1F0DuoXagys0acU/NmlBN3jbQq1SBnUcv6Y7wRMi8n4lOg26G0n83yqxALq7NGYCui3LCvS1lPJyElNPNHXUr9mpjPnu5Y4Gb2w8sg+OlQnUdKurw+E69HBd8uzLy6Ntw7w4I7UYpptWKqDT0xg6eAiL+vpkog2w3qhr1671z0lAXt6Y6fY8LwC6G8nLxUQV135GjQjTLWRxEnTzxJ/LPqkA3R2Wl4uBWvymOZ2w2gXdItk/9Gh8ctJqFLiU3wzep6RQkDJ/OjkJl5uNpWa6uTS3rA/AJkE2Wg3LVNhXEpQ0x9Z0c6djEXGgW01AxNihqjUEEMnn87jgggtw7rnnYuvWrU1/k7j/q3ovHKLUmnLW2VSk8mLbWQHddkXeG66WvKDR19eHrVu3yvs+VQumRnXdHZOXC4fbYmN5eTapT3cM0x0A3cykSDP5vZUZiN+RuD7dqnu5xpMqq4cvOhG4FX7cwmZJcTFP8nIgynSLYw4ANW5YqTdJRFV5edj3JDs5CXN6WiqaYjsE/NuXYPPPUPvGd2VoGusIAsT26lYjoBhR7iN1Ub5TnU661khNjQSm2/M8bNu2DVdccYX8f71ex5YtW7Bt2zYJiCJGanIxWclJBClQGWNtY5WuLUlMNwPdvMVsPmQUqBip1ev1iFQ4LC0H4plu+5VXMPW3fxH87OIp4OhT7O/JQ8AkXxTI9MoczjmtLFSoteZNIonR7Rb3crVlGACgxo+VYYA02LeAvJx/hmbbcI8fl8A9yb2cffzcgG51HHurgu6FlmFdGjMF3eqqsWSNxOlWQffkYf/vkLzcnRiJ7INrWQH3crUOStyYYvuenh4JJIE5kJeLtmFcXk5dV7I6JJcHLKVvbYjpdkfZ5JKt1/Fj73lP7IQvzklQXt6YLQ2D7IZMt8sWORpJy4Fkpjtc0y0YKCoc7WdZXn5WMN3CRLCuAA+rTfdywGe6STBx0goFaL290Nevh/vGG6jveY69kPIcFMDuw5I2AIcrVOISAtbDlScMWhB0+y3D1JrujBwnCCERoyXbtuVEq55P9boVoLtQKMCyLNx4442pfpPKdBvcbEnIywHA0oCyG9x2VkC3uAaIDoew35imZk0cD13XkwHBwFrg2FPxTHen5eXFEiBM7+Lcy8VzoTFHdS+X26rXZY4l6HqGg6ekRSkzhulW3ct1BXSL+sKqDvS4UV+RuJhHeXmE6bYsxtTVaqjxlmFGk2tGHafFPXXuuefi6MGDWPHiS6DVWkOmu3L3PVJaLlr7dXXoFluAiXEwV8M0TZkjGLqfzKs5S6dyhbMDdMcz3du2bZN/m6Yp23NmMpmAmVpAXk5pfE6y6Bz2OLY/Wl6YUNOdzWb9FrMxTLcwUgNY7qn63zQG3X4+OfUnfwrn6XvR9+PKZxdPwpfEwF+gs3pkGY13cgxOQYeW16D1vYnk5WJBlSs00yrk1N/lCqDsuHCPHFXcy1uv6e406BbfFdcl5a0SC0x3l0Ym5DKcJtR2UyJpED1/AUjzogDoVhmZkLzcO82AaERePhwF3XFMdz6fDyQKcycvZ5NO7dFHQctlkIEBGGtW++0marUI0y1+a7gHuRpiUqlpBVAQZvDRRF4eBt0RplusRrfAdIsBMMx0C3m5qOmOMN0dBt1heflZwXSHnfuB9luGARJ0E28axPAwcN0YsmsqsjbLuvwytl2LNd0F3m6pZCxCXWP3TSzTrYAttT4SSHIvtwL13OJajzNSM03TB8rKdauC7lZC3D8eMVAmPf5vqnLQbYZYFszSari4BnKDLTEcYpuG2zZkujvkXi7ZkCIzhQRAYkz2NMU9Xw2v2NhIjeTZmER0tohDk0pnpJFaXE03BTE4+5XplcmjV+O/PQ3TPY/y8rCRGuAb2Dncd8NossgYJy9fsWIF3rN1Ky749neAmg+6VbNCUf7hvP4GbG6e1NXSchENenWrkcR0vzVAd8w108S9HPDHzkj+gJCRml32Aat63w7xcsMze4PlhUA6prsQZbo1eDA99t1hcigedHPSQ1kEdEdG5DjjVUV/04RzpdZ0nzyFka8uxcSxdwNW+rwyDlxSSrsHdMuWYWzxMi3oVhfNpfmZ48A5crillmGU0oBqodNGaup3vVWZ7gXQ3aUxU6Z70aJFyGazWLZsmX+R8964QaZbSQ4VpttzCLyxMbi1WmBFyklguuNAt2EYgdXPWZeXh0B3+Uv/BgDI/8gdIJblMz/1OqDxwVUw3acZqy964MaFOCeUaKiRHFugEAl8kx7dItLUdDcD3eG6JB9088dlYaab/Xe2W4adFUx32ODKLADaDCYUXk9GnEnkzqmgcF4Z/VdPyFVl67LLApunPQd5dxKgHig0TJ//0wASmG6lZCDMvPk13RYEB67Ky9XzJf6eTdBtGAZMXsNpaz6DJ+XlihmYWKCTCcD+B4CDj7b0fewDXODlrwBTypgnroH8UEvJljhGDbdt1Ku7U0x3L1skosXG7uU679fqjoyAqknmFAONqiFmYDEoHxrLkkwiY/p0y/6yGkBEdiHl5YBn89+eiumeP3m5WLRW+9ELFkr0vTebAOFwyzCAXUOaIrPN5/MwTTNgVnjffffhrs99DrV6HXaWHeOzA3SLhezmTLcI9V6ab9A9p+7lajTo0y0ibhwWEajpFiw30X3HcgAY4uVyYwd8kC2Y8EZMt5SXR5luALFtw+r1ujSEVXOZOHm5NzEpQTcZXtXQkDZQ033yJGhdS92jW0Qc4PM8Tzrmz3/LsBDTnXKxPsB082tdcxw4B16XfdjTGKmJzxAxW0w3EG01/FaJBdDdpTFT0G1ZFt73vvfhne98p7yhKAU8aMlMt1uTxhnU1QFKUTl5MvAdTiYDPcZITQXdYj90XZegW9O0hr2nOxGaqOmemIQ3Po7Ktx4AAOTf+x4ACNZ06yGme4T9bn04NLkooes6dMq2lxJzMWElsEFpQXe1XJLbCvYjKZKYboMw6anO+zTONtMdHjznlukW7uUzZLpnUs8NSKYb1TOwlvLFpl4XGpkAAJiXh0F3unOgOSXkPZZATVajcm8RZtafSA0jmDDI1WtNg8fvTZLJyMRNXRAT96Yq++o06AaAnBXcR8swpFrE4gAD1JP75jgOMHEYuOt24PM/FGlH1DT23w/8248B9/+a/5zCdHccdM9BTbd0uC0VG8rLteFhwDAA14XHJdGAX9NtrF3rf6bKdBcGgh+UyHTH9OkWNdCmUuNpFnzQ7fL3pKrpnn/3cnURSuthix0SdDe5l9XWjurcrLZyI4QE6rodx8GxY8dQt21ML1kCZykbX84O0C2Y7vQ13bryt6qEy3Zoruo+pjt9TbcaSaBbvbYymUzQp0RV7PWtZooRz2bmZACwgsvXp45KYBZluoW8PERGcHCcoSEHc8+T5EGhUAicRznGKDktnZwEDA66c73+fAoA624Ifadf0+1yXwWtSSleOOJAt/r3vDPdok+3aBk2A6Zbcx3Un37G/+wuAd1v9ZruBdDdpTFT0A34ddbqQOISk4Fu0Uc2zMgI0wpuplM5FUyO3EIBRFmFVieqRkx3WGo+GyHk5XRqEuWvfR2o12FeeCGsiy9mG8QZqXGm2+Mrs80GcQvsGPugW5h8xIM3AaQTV6o56B6rsvPR29vbdHEiyUht+E/+BMNf/LyfgIdqumcLdCf9f1ZDJPxu+vsDgAK6+bXYIdBN3Cqyq/x90Uushtu86CJmMiS+NW3yXC+h4E4AgGTAYpnunG+YGJa7qiBdAAVYGfl5fX3+b58LeTkA5Kzgb7BoFeA8vJXr5c/V5G/1PA/Ydw+Ta9Sno67XpdPAC18AXvwSY8LDvT/Fotjoq/5zog1Obqgl+dyMme4OuZfLPt1F1b08pqZb16W/g3vCXzwVfbr1lKCbJrFPMX26KTdSIyaXphtZQDdk8khdnvh1uXu5ZVnyfMu67hDTbTQZT9XFUfWeCjN+al33+Pi4ZN1qPT1wlzNTzLMLdLfCdPt/h43UOhFJbtVx0W013WpIE8rQor2aH2YymWSPGU3z2e5Dj7DH5VsBEHa+OKOdbKQWIiN0A7B6gkz32AHgTxej/PQ/A0DAzBfw5z45FlAKb2pKMt0wslI5BgDY+ovB7zQLSm7DF8KaqALDEQe6VcZ1vplu6dfRIuhWf5f4bZrjor5rF9sgkwFp8NuSepgvyMs7Hwugu0ujHdAd7r0rQl2lconBkj8hsQwzMtxYTSReVV7rLN/fF6x/VZMJcTPFge7ZlpYDSk332DjKX/giACD/np+Qr/sMQ5TpFgwNaQIkLN7WKMJ0JySmAqwImVUS0z1eZ+esmYkaEGRQ1HqkwubLYak9WeeoplvEWSEvF6B7zbXscSb13ADrf8rbsegFP7HTxtgKs5bPwzjPb9+X+hzYZeQ56I6Tg8uvz6qgO5iYa5rmJ/58TCDZDKZ4+UUc6Fb7dJumGVtLKBaS2gLd2eDYZDi8vtjMw8zyOnivLKXyrusC++7136CqdADgG78AfOV9wJffC3zmeuC1bwRfF4Z5U8f859pkuluq6a6MAbWQYVnHjNQ40z097fdxjZGXA4rEnLvnU8cBFd0G1iWA7vA90VRershFeS2iAN0wuFxSMN2UA6sul5cDUYk5CTHdza6ZuJpulemG64I6jgTdY0eP4vTLL8v3V3t74HLl1ZsJdAf73fvXraZpMk+Ya3n5nNX1tikvT6rpVjvFaJqmdFOJWUweFBJz1vcb/Wt8kMvzmNRGakDATK1WqwFHngQqYyifYAuc4XMYXmyixSLgutL0HkbWZ7o1Ezj/Dv93mAW2cGCF5rg2mW71ehDzazcYFWr5oHu57DzR5P4XuYHaDtRQ3kNS3E9J9e7A7MjLF0D3QnRVqMyTuPCbRZjpFqEm306OJWGS7Rbu5aL+h7NApIcNZpXxoBzXDSXaaWu65wJ0E+5eXv/BD2C/9BKQzSD37h/xX5c13bUo0620FmsUFmWTXq1FebkKugPnUzDdTiGwXaNQEwnXdeXnRUDZHDPdXQ+6lVZRuOQn2WPP8pnviyKJ88QCx6mn5YKOWtedmum2yyh4E4GnYkF3wb/uDCv62VLKJUC3ZUmmu7+/P7KdynQbhiHvWwHGKaUzY7ozivGbYUDjJmrILoLFpfIZWoYGxlg7dh14/Tv+B4RNgE6/wn8A3xeRUIoQoLs67sugY2q6O8Z0Z/t8n4Yw292plmFKn+5G8nIA0DlT6h5nixVqH21jzRplv5WxwQzJEJsZqdlxTDdXHPA+6BJ0cwO9bpeXA8ltw2YMupVjTRUztdEXXsCxu+6Sr9V6emAPLJLv6/poA3TrIYWGOBbqguCMdikl6FZfn1XQHWeiOAN5ecBEDfCZ7rh7dmhT8P+9y5nsHIgF3Q2N1IBA27BarSbH2orLjnnYOFe0LJWdDLhjP8nxsdfIyhacWHY5W9Rbein7P18IJJlQbjvYGuiOaxnWTaBbyMth26D1estMN+BfE5Yyvmttgm4pVV+o6e5YLIDuLg11ZTutg7nqXh4OOfn0cOOJ6eNM4ufWABBgySWB7UkvM0urTk4FnndCA2lcn25p7KXrcrJoJ0FvNTR1os5kMPh3fxuoP29U0y0cHhv1MgSAjMcmPcl0pzRSE2BalRoC8JluDAS2axRqItGwHkkATJ0N2KkBX8oIA5Wudy9XWkVhy38G3vWPwK1/OfN9USRx1ddzcKsaiD0NHHsaQAh0p2a6fXm5iFh5ed6/5g0rOrHKlX0+JhDLkky3CrqT5OWSQQGbzKvVqqzzaqcbQS4XqiMXoDs3KEG35ZVhgC+GlccD8uUI013ksunV29ljPeTMrbaGE2x3m+7lasuwhpFU190h93IS6NOdLC8Hoky3KKNBNuN3OUBobAiB7mR5ubgH1ZZhDHRrWXbNUC2YaFONX69pmG6nO5huX17eHtOttuGzROsxHrRaleqm4sAAJod8RrHW0wOHn+uzgukOLWQnRUBeHrpur7/+etx0001YqlybM4mkvszhmLO63lmSl8va6WoDplvIy0X0LAf6VrG/40C3oexbItMdBd1lj/3GCOgOMd0eX/zVevi+mzl/YWD9Tva47HL2aPFuPGFCqQPycvF3d4BuP0+mpZJsr9bMgFUl1qT6YcN6/3NTzNWyJa5qdLdQ093xWADdXRq6rkfk2kkxNTUVMWsJh0y+CwrTLZLC3hVAz7LA9mQRY++qIuHgbKobAg1xTLf6needdx7OO+88XHTRRQ1/QydCX70asCyQ/n4Mf+Eu5G67LbhBg5pumpLpFnIqCbrlC437dPf19UVabAGQoHuKsMRLBUJJEeeKq+t6dGAUDFSG/aY3ZU13O6A7N8hq0rb+AjB4zsz3RWG6ayczqB3jE+QBZuSnmqmRTFrQXUbBDbZ6ijVSU1uGZaITq+pgDgCeYUjmTmWTktzL1ZaDlUpFApBcLtfWRJzL+ftomqbs0Y3cIvT0sv0puOPQ+H3pVCaDH6D2mK2XfZA9eC57rDUA3dMCdPs13a1ISkVS0pR1TKrr7nCfblqpSKY7tbx8WrC2vYGElSiLIbBCY2AS0x3q000dRybU2iAfH7Vgok11/lmVM81N8eTxml+mW1zz7TLdKjtpGAaIpvlzUbWG3t5eaJoGzzQxvsbvOVzr6ZF9us8K0N1OTXdIndPX14cNGzZ0DAClZbplHawCXmYl2jRSayYvjzDdcQtlsUy3AN3Mm8ayLFxyySW49NJLYTn8szQzPr/JLkKGKvJyPhaXKduXRHm5WICb4KC7wMceIwts+2XgvV8Hrvtd9txSPncmge4OGKl1FdNtGAAH2F65nJrpBvz7Sl4TGzYAYrE9BeiO69gwm+7lC6B7Ibou0tR1Hzx4EF/84hexZ8+ehqBbrvjm+Qpy8YSfFA6sBfJDge01DrrrFW4ExictJ7QyrUpR40B3b28vrr/++lQM7kxDHxrCkm8/iKWPPozMlVdGXvf7dMcw3bxFQzPQnaVsQKpq6RJTwXTn83k5ccaB7jph5zpNcpXUiiYSnIHShtmCinFuBwCmEmedvFwF3Z2Mgs/K1E9ZqJ3k18beuwFKYZ5/PshAP0g2CzLQfFEFAAfdE4GnYpluFXRneyKvywmOg7LpWg2U0oBJmvo5lNKIYkZN+GYiLQeAXN5/n9ouDNlFWLt2LXaWvoQrp/4DBmX74NU407J8C3tUmW4hUTayQO9K9rcKssP/b8B0p5GXn3POObjkkktw+eWXN94wkenukLy8J3qek+XlAnQzRYDo0U16e6EPRdv5AIjKy5saqXFArfS0NhZxNh78uqrw+9Tq93uJCelqUoia7i6Rl4tWbWlBtyzpUtRg4jmV9dM0DX38XqTKdVjr6UGdf8ebCXQHarrN2f1drYLuWV84Vu99AWRbaBkWZrrF/yXTnWSkBkRBdwzTDQDbt2/HVVddFTRRiwOkSfJywu6bqLw8aKQmme48PyZGFjCzwPn/CcjwMe68dzEV5qUfYP+fBaZbdieYzcWWFkLWdReLLYHuSAvXQgGZt72NvT/fXF4uQLdo9wbMrpHagrx8Ibou0oDuY8dYInno0KFEIzVAmXxyvDZHZbr710aACBlmyVqN94HN8X1wQm2JmjHdcx3mORsS234RsaoeYLrZ4CtrupusCGZdNiBVrdBgH5OY1ut1Objn8/n4idMqwCMGHM4IpQGucbWCse/jDFTm7bdi2Q+egXXppU0/u5WYV9At2K+uAN1sgcqjWTgTBmpnhlgCcWI38No3QCwLi7/2VQx/7T+ali8AYF4L9RIKXnOmOwC6F2+MvC6ZbtMCLAtTfELt6+sLrOzHsuj8uTimu13Qnc37gNE0jYC8XNd1bKT7UPAmoXt8vPEou1cv/Sm2nQq6hUS5sNQ3xGskLxdMd5t9urPZLLZv3958ATGJ6e6QeznJZCSDIZ9LuPe0JKa7tyfIdKtJnW4hYCOSGYA7NobR970f5a9/3X8+1Kfb4/XcME1oPdzYR4BumTzm/PZDjSTmrgNQURc+P/JyAWTE/Ct66LbKdItQ7zEp5+ef3a/cxxq/Jqt9vajzpPdNC7qtzqqvwtF9oFu5T8XiXAs13WFPmGhNN1cGxZEAhSWAxcfJ7AADuDGgW0YjEzX+GQEjNa4yKpPewD772yfIy/P8mBgxwLBnKfCrzwNXfwxAFHxqTdqrhqPbmW7AJ35oqSzHhzSlgWFlrK7ryLz9RgB+O91G0csXFWeb6V6Qly9E10Ya0C1MkcbGxnwDhUby8iwfQKeP+0lh/xogF2K6FzPmqOaxySrPb0QndPPF1XSHv7Nbwq/prinSSO4SWeYSwiZgIudx0G0MBF+ImeSEFMw0zUQnaBACJ+vLkxOB65HvA3+5Fnjpy7FMd6zklSfDxCpAX7Ys+voMoztqultoGSbAVqdBdx+7V1xzPQACGAPAVXey1x78OODaMDduhHXJJYkfEQjXBqgr3ctFxB1ftawgTl4u73vLDNRzh42KCCGRa0+8VwXdYkJuF3TnexRJu6EH5OXsSfYbdI8l7i4x2Pgk6hFVIzVRz92zTMoPW2W6ZyXZnmWmG4hR5DRjuk+eBPU8eNPs/JOeXpBMRkrVA8ksIaDUPx4024fadx9C7ZFHUfqnf/a3E/eg5wCuAyqcywsFkAxLYKnHwbcE3RnfA6GRmZoK3OZJXq46+gOtM93h8VEdo32pLTsu/cq2iw4zqa+dy8m54uwA3UH1WFKYup9DvPVAt3KfDqxjjylqukXuQCkN5IPJ8vIYppsQn+0WBqL9QSO1QDQyUQOAbH8QdNeLoAAqOvvuxJpuYaTGc1eS5cfcaH4tqIoe0t/P5NgtxFkBukV3ilKpLXm5WnJY+MD70fNLv4jej/xa0/cvyMvnJhZAdxeHmKTTgG7XdeXN0lBenuGAY/o4cGYf+ztOXr6UrYDW+aJqbnwCABCeThvJy+e752Ek1JpuIQnmbIsvL2/MROZcdrzT1HSHe3THyssB1LNsUiOkwTHbfz9zmn/1a7H9X2NBt6jpNmNWkDsQXVHT7dmA17wHK4DZY7ov/kngmv8Ge8n7AHBAdO1vMmbhzF5g16da+zzOfFi0FgDCcQsyKliOO/6qe3mSc7kI9RpSwbzKsoyNsWM40CLDICLbo5i36ZrPdGc56Ob1xLrH7hEXJlvQ6lUMIEUI0Naz1GdwmtV0Uxpb093Rsaqfu8bOUk03EJKY63piD1Z9yWLWasdx4I2OBphuANAW87GnEBrPqHKtZfrhjjLWyx1TulmozJRTkc7lWqEAjf9Eyp2MA8ljaOyNDVeZ8+ZJXq6aCwL+Qodnpmgdh2iiGgDdIaltn9JffujQIRAOEiOgqpsjbU23clj0GPPHToa4rymlEkDExbyCbrfOlB0NQtM0eQ2oi/YtGakB/uJlLwfdKtMd7pJTbsJ0Z/pCoHsaNZKHR4KLtSKkGVitxhYAhXt5VnEvbxIq6G61nhuIbxnWTUZqgCIvL5fkAkUrTLcIXdehFQro/73fDZi5JkUj0L0gL+9cLIDuLg4xyCa5l6tAW42G8vLMAHti5CVp9ITV10SYbn0ZSxzrPMHIjIwAABxKA/KmuD7dIrqO6VZrugXbUhS1jpyliamXVCPvsEmtBpUZ0qN1kPAnR7Him9T2w86yY2/pWvLAL2Rj1fFAn+6G8nLhKhwn2+pAdEVNN5Ce7RagO7TANOPIDQA3/29gGZvYSKHAWkfd8En2+mP/q7XPE8wH0QOMctLxFZNlnJu46l5OMvE9ukWo44b6t3rdnjnDAOvQUHvHMJPNg1CW8JgGiS6EiJ7nLrt2XWKwBFIwM6URP0GNZbqbuJfXSz4oyA+15F6eOoS8fPoE6107yVmkDrmXAz4bAiRLy8Vr2hIGrN0TJ5Rxji1S9P/e76DnF/8zrM2XB95HoXxmdgDeKDvv3rhS8hC4B6t+iU5PAcRic4QA3VImmc2mY7rVe1qbn3kkzByJhYpOystFUt1b9xPQvpMnkQnN62+qlmGanz/EdVzoZKjnqBHbPa+gG2jbTK0lIzUAGDqPPQoPDLGY6VT9sViErOlOYLoz/chQv6ab1oqocKPEjBklYcKt8jxhpGbx7dKQAx0C3V3NdHPihxbbY7pFtAqU1W4N4l5ZkJd3PhZAdxdHnIX/Sy+9hM985jM4ffo0pqenY3t4N5SXW3wwtksAKHD+HcCyS4Psn54BWTQIWBZswdJyIx4guELVbTXdjcLv01333dp54idahpF8Y9ls3mUTU42a8MAH6Wx/rNGIYBUFcEpium1eH25q0XMpQ6xgVydarumeLaa7UVI56xFK+FPFbDHdPLLXX4fMjTei5xd+jj1x8XvYY/FkazJ4kYCZ+QDoTppE3/72t+PWW2+NZZ8D7uWZxkx3wFU43K8VwMTEhKzpbhd0E01DzmOAwtQQlZdbYdDNnXMLi9niFqgP1mJruhvIy6eP+Sy3bgFmfnaS7cISfn1S4J+uBv5qLTC6t7NMt8pMNwFkqoM55TX9Wh+vu3zHO9D/+78XZcoJd7unGmBk4Y2yBJxOToKKZEnTfOm3XVHk5T0gBkvWqNOA6S6NJO+06lw+T8mwKi+nlMoF2Y7Ky/lx6a1UQHiC23fyVAB0x5V+dGWkBd3EZ5yNtN0c2gwVLHQF6FYX3PpXAyKHaLGuW0TUSK0J073lF4DLfgbYzsufjIzffWPySHBb1UgtLhSm23VduHYFZd4SMJ+JzlUBtrZaBZ2cYM9b/BikYbqVPt2tmqgBZwvoFjXdrYHuOKa7lcjlcvI9Yp6fzT7dC6B7Ibou4pjuV199FfV6Hfv27ZMJdDga9el29ALkQA/4bJzK/lkFEEKgL14sW5Zkx8cBnhTEge6zQV4ujNTC8nJKqd9ftpG8nHqyzpaCoE74tgmryqdPM3nWYi7hTHIgrZsMcFhasvzNZ7onWq7pniume04XWXSDgzC0ALpnqaabh9bfj+F//Rfk77iDPaEmPtX4ezU2RAJmFSToFu274mJgYABr1qyJfU2t6aa5XGy7MBHqNaSOISKhE9dzb2/vjJi3HO8AYOmIyssF0+2wY0CJDs/qBzTdXygTdd2S6U4rLz8OnNzD/h5YD0+RnHZ0rCIE2P4xJjPXM8wQ7OQeAHxRrRM13b0+6E5yLhehOpinVfRQDrpd3nPX5aAblMpaTACBXt1SXt5TANHZcfVsXtsdAN08yU8jL58nEzUgeA/Yti0l/aKDx0yYboSYbr1YxKXf+CYuO34cuUoFGWFKB5YHdAsgaBjiWmgCIE3q5zOznSNomq8e6wrQrV7P+cW+Qq6Fum6V6Y4aqXGmO6nNX/8q4Ec+Ayzf7D+XZKYmjNQa1HSbtCaVS7WaI+u5c2b0eiWGAfDjS6tVv6ZbHPJU8nIfuL95mW42zngtystnynQTQiIS84Wa7s7HAuju4ggbqdXrdVlTeerUKQm6hxW37qTkXAI1Sn1530XvYSw3EJSX84mALB6WTLdZLsPgg5MKusWCQCaT6XqmWyY69ZqfwBdPMukjn5AbtgxzqtDhwvTYpCfruhNWlUe4JH/JEpZkJvXatE32fpM0GIQEaKuMdw3TPe/lBI3ahp3YDTzyP4IM8ywz3ZHQdAUMtgC6RQsZMy8l4+0eWynlMi1UBgZAKYVhGLFS9KT68XBtXrsst/w8Lkm0dKqck5CRmuMnoVKdI+oQRV23rOlOKS/3HODlr7C/114XSMI7fu2+/X8Adx4CNtzE91VhdWfoXg4Ea7AbycuBENPNyws0bgqWGHyhznXYcRHycgDw1LpupVe3Cug1nY1lAl/Fgm5RMxoX4r6dp3puIOhrUK/Xoa9cCZLLwePtd2ZU0y2Zbm4qVSxi1XPP43yiofdXfhl55fycFfXcgF8CIroEJITp+qB8LuaMuDrecMwL6C4skcqeVpjuhjXdwiyUtyJNFUmgOwXTTQBkwO7tmuOhrLGxOm/Eq/ZUMzUJunW+bQpyQF1g1Ac7A7q7rqZbyMtLrfXpninTDUTrumdTXr5Q070QXRdh0D0yMiLl5GfOnJEAfNWqVXLbJAYqMPFsfCdbZd35B/4GKhDhbBNdulT2DbUqFRh8cBI3i+u6ciKzLKvrQXdsTXd1HN6UX6fYsGUYnxizwjxE49vGrCqXSiWUy2UQQiRIEZPm+Pg4Dh8+7H+swRIsCw1keV3IdKvnmxAy98oGkZCrpks89AfuBB76XWD/t/wnJcDrcE13oxDJT3Ui/Xti5OXtykvVmu4Sl5+H24WJSGK6Ow26L3eewsbyk1g7lFfk5Xz8kfJyPwn1QTevPyyGmO6AvLwkFTlwHX9BRizQvPpV9rju+kASPmvXrjj/av1yR4zUlMVBKz3oTst0I8uOJ7VZiiDk5UC4rttvG+arhQoghI1LtMZru9XkUSTxjfp0q/LyeQpV1m3bNrS+Pix99BFQLmttNr8RQgLJahB0B43UhOyf9Pai7799HIM/9M7Y93V1NHLCVsLgbTdB6ZzMGVLl14BZm1PQLSTmPct8pruNXt2u68r9zmQybJFdjDOig0Ka6Es4bymM1ADIXt1Vh6IsmG49foFDOnNPTPiKGQm6U5QaqDXdbcjL466F7mO6lT7dwkS5TSO1ViMMumezT/cC070QXRdh9/KTJ/26as/zcPDgQQCsPlOw3UkTdGCw+eH/B3zsODC8yd/AzPoTAE98Xd5mSnMcaI4DK8sGfTFIqa7qlmXNP/PZJAI13dlFcvKjZxgAJtlsogswAAliLcoeJeiOkZcLlntwcFAmbosXL8bixYvhOA7uv/9+7Nmzh+2OzoEVbVD3K2RjTgU6l3OpTHfseRcsn9UkwW4zAv1WDWPuJ60kppt6IKeeZ38X/XtmzpluwF+QaUleLpjugpwE20281ZruCjfP6kkAXIGe3zE13SJmCrqXa6ewc+IzyJKqz0yH5OWaXQLhcmzX5IC6J8R0F1WmWzCD1F+0UFnuwY3B59ZeLyd9TdM6upIfCMHgq0x3R4zUVHl544RMX87GcVbTzd3L+xoz3STHkmdaZc7P7pkmTLdTBVUBPQfdXpXXdgvQncmkBN3zLy8Hog7m+orlcFow31OT1TimWxjMicUQLcYU8axhugVjGq4NDkUPLWKRfRyrtRNzMmeoxqNJMXeg2wDe9Q/A7f8fkB+U4107TLcwtdR1nV1bk3wh3+rxx5000ZTpTjZSA4Csy67duktQETXdWjyBYPAyKOfgQWmkRjQO0Fut6X6zysv5ve+VyqCVuTNSA/zcQPhFCZJvQV7euVgA3V0c4ZruU6dYkikGB/F8f3+/rBtuBrolu6P7k4tt2zh27Bi8HE+G+ETgDHGDr0oF+tAQMouHA9+rAr44prNbQTet15kJkJA5jrMkoaG0HJATYwZc7t+A6Q7XcwNs4HrXu96FCy+8EACwa9cueJ4Hm3+OkK3HhgLadMeX/qhGdpGYZZCpnvN5MfpJAN25+mkQAVxVR9bZ6tPdKGbIdK9atQoXXnghtm3b1tbXywnOMlEtsKQtTloOBM9huH2Y+v+Zgm7o/Lyp7K84TlJuWYIOvrhk8fIN2TbsBFAr+osTPUsZ+CN8OhNAvl5EWevD3UMfxes92/3vWrQB6F81N4l2NgS6ic7GnhmGpoxVqeXlx47DK3JGtacJ6O5h+03LHujUNFuo5OGNxTiY2xV4su1iAYSrdrwKO4dUdS+XoNsH8pEQTPc8ysuBaK9uSmlL1406J8a6l0ummy9YcFn52Qm60zHdWn0SP3b6D3BrYc/s7xO6jOkGgM0/C7ztV9nfbdR0C5OrfftYy9d169axnHCCtyjsX9ua+aAE3cpiSWnUH7P64/1CBNNtcWPMKslJeXmOxPusGOvXAwCcA6/LUhcCfl5abRk2AyM113UloOw6eTkHvrSsGKnl5kZe3svHn2KxGFikmg3QvSAvX4iuC9W93PM8CbrPPffcwHZ9fX1YsYIlpHGuxEDjuqZdu3bhnnvuwf78VewJnvg6fCXRrFbRe+dHYPJBXwxS4XYV3W6kJiU6jgPqurKum46zGrT0oJslhDXCt4+p6Q7Xc4swDANXX301AL/lV52w46rWukVCqQnW61Pyb7HqHQG9Tt1n9WYRZIpzPC8LLAmgu6/qS/elUZdd8eX2ZwvotgrQdR3XXnttolFas5BMt2mhlm0MupOYbsBnWSzLSmTK0wblQIoIFUKmz18EVOSWEnSb/PvUmm4B2M08Y3YIUeq6i/LxUPYyHM+ch5e88/wdWHs9AH8cm9VxSjBOgpXvEHMbkIc3kZcb554LGAbcw4dhv/oqAL/9VeLn9/GFlYoH91iwRjdZXs7Z2kIBhPdZ98ohplsF3fXpZFd/8fw8yssB//4RC8yt+gAkMt0hIzWxGPKmYLrLpwG7gblldQIEFCQ3MCe7FSEcYmJOQbcaLdR0iwX8kZERjIyM4MCBAwCATZu4YnHiIHtUW5GliTim+9jT7HHoPNYSMy54SY/s1a0VpJFansYvIhgbNgAA7Odf8MuAKAfdKbxngkZqCfvVIOJayHUd0624l2MGRmrtXMuqvFwF3Z2cI8V+Ukob3pNv1lgA3V0cYrK1bRujo6NwHAemaeL888+X25imiVwuh1WrVuHd7343rr322tjParTaKwzZRk0++Aqmm0vWTY+i8P73RRIQAbpFMhGu8Z01yWaboa6S0rpS183lqgHQbVeBu34IePxP/fdzYzKLSyeT5OWU0limW4SmafJYVqtV2Nwp2HKLkW0BMACtAEtNAd2iviuicBBgEyTZybQDIQb2bmK6+yoK6BZMt6gdJvqsHo9IiGujTSO1mYbvXm6hyseTNKA7fD4FyzI0NDTz5EScNwG6s4pM0FSZbjZWubz8IlDTrdZzi/0JO5jXiyjpAwCAKhSmYB0D3bPSozscYaa7U6BbZbqbuZcPDSH/np9g/+HGXc2YbvSxxUKvqsF58cXAS0lGasK9nPT0ABJ0c4ZYBd3Zfr/zQBLb3aXycnX+THPdqHNggOlWDKUAlek+i0F3bpE/ZjUyUxMLkK2Yfc0guhp0i/EuRU13X1+fJFweeOABVKtV5HI5rFzJe25PcqZ7oIV6biAIukUL2qPfZ4+rrkx+n6YDVk/A40a2DPPicxnBdNeffRYAL+nzhGliipruDrUMA/xz3n2gm8vLW+zT3emabvV+mQ2mG3hrSsy7CxUtRCDUyfbIESb9Wbp0KRYvXixvgv7+fjlYDA8PJ04ajSYeAdyKWtBB2D3nHABA7yUXg1hWxHVQdS5XvwOYpxrfJhFITmuqgzljoVTJJo48Aey7B/jOb/uJIWdKM7wGKclIbWJiArZtwzAMLEqoOxIgplaroU45cHWmYrcNAza9PiH/TgTdAmRmebulWYpuZLp7VaZbHAfVJXsur8sZystnGtK93DJRy6WXl4dBt2C6ZywtByR7SURttlp/qDA/OuWGjQZ/Tq3plvXcS5X3Rpnuos4+u0aV6zPEdM8u6B5gj4KZ74BzORB0Hydmc2Da+18+LNv1AClqurf9MkqHV6L0cg+cl14KvBYA3ZLprsITfbrzeYD3WfeKbI4QySOyWXb/iRaVSXXdXSIvD895qjoiTSLalOnmxyUs+1d9FM4a0E1IurruOQbdaWpI1dancxotyMsBYOvWrSCEoFxmc8TGjRv961DIy9tluu2yf26OPcUeV13V+L2Zfli8G0VF65MdXXLeROzmAnR7vB6dDPT7XVbmQF6ulsR1K+gWteruiRPBspwm0QnQLYxbXdeV1xjQ2WOj67r8vLeixHwBdHdxqIzoSzzxWbZsGQzDkMZpcf1246LRxCMY6yLlSStPfKv8+RwfBML1bWGmO2ys1XWhAIlAr+4yY6GI2qNbOHd6NvDSv7G/ORiyBOg2ONgOMd2C5R4eHk5MzFRnepvyumh7In6/QyZcpDYpP1eczwjTPEemYV3JdFcP+f8RjP8s9+hOjLaM1AToblLukCLE+aGDg6gN8HYubTDdq1evhmEYWLdu3Yz3SSx2kdcfYP+PY7rrJegeB906ByCS6T7lM2li4QxQHMwVppsvJFYd3iV7YB2wiP2G2XBmjYRYUBALAR2Tl6d3LwcAY/Vq5N/zHuX9TZjugbUoFa+BWzTgvBgC3eMxNd1qn+68CQLep3s6CLpl8tjMTM3pbqY77fzWzEgtzHQL2b+u6007knRlpKnrnmPQrZbpJUXiPDrb0YK8HGAky8aNG+X/1b+lvLwV53KAmeiK+3HqKJN9C3n5ygZMNwBk+tDjsFzj9dw2gGgg1EU2IZfR168L/F/r71c6TKSQl4vFKEKg8W4crYaaC6seDd2izDQvvgQA4L7xhr840aK8nBDSFlDWdV3mB0IBq/a671RIMmCB6V6IbgtxA1SrVRBCZG3nqlVsdTJcM5wUaZjuacoHtMFzA88LVja86t+oprvr6rnBV+tkr25FXl7jA5vKdJeUHrLPf449ippu4dfE65fCNd3jPCltxAqKY1qtVmF7bECz6uO+vEuNWogBV3p1i4gy3XMLuudlkUXUe6p1oZ6DnqqS8El5+Tw4lwNtMt2dk5fLe1bTUOH3azug+4ILLsDP/uzPSu+ImYT7tv8CACBx50Q1UuOyQ1cYrxUWc+dvCuy7jz8Xw3THyMs9Ctg3/zXwo1+Qm8+pkZqIDoFITe3TnRKU9f7XD4Nks9CGhpoy3QCgL2PKAvvll9l38vHMGxsHpRSTf/g/YB/iix9qn+6cn1Z409worBpibESSX2kmL+9OpjvtNZPUMgwRpls4v/vnRdynZw3TDcSbcoVDjIWtOGzPIMKttuJi/uTl6VuGidi6dSsymQxWrlwZzDHalZcDQYXC2D52jowssPSSxu/L9OHcyjMYNsuwNXZv57wpELHwGQotl5PGjkAYdDdnc/XFi1H4z7+Avo//RlMDycTPUJhuFfR1C9OtDy6Czhe325WXq2xyqyHM1FTQ3el4KzuYdyEduRBqXHPNNThy5AiGhoawfPlyeUNs3rwZS5Ys8et5mkQS6PY8T4Lnmktgf/AJmKuvANAcdDeTl3djEMsCrdV4r27OuNUZSCZ5BXSrDMyRJ4CxA3JysAwAdaCm88Q3JC8X5mZJ4AYIrr7b/JSYTpF9R9hQJFwPXJ2AjgxUYc58M91dIy8fPwCdKgN5RF4+hz26AR90t1LT3UF5eZyBYrgFmIhG8nKgg0nJss04OrADqyYe4zukMt38N1cnofO2M5Lp1nTgop8AXrgL2M9Bt8p0i5puRV5e0v3Prl36s7AUWfacJNphYNGBdmFAkOlOIy8HAGPVKiz+1n0gmg6Sph55GV/Q4OOZsWkT6k8+CXdsDM7evSh+6h9gXDcF8zwwprvMa7r57ng2AS1XWOsZmTxyANmM6e4SeXknme549/IaY7v556sGdxdddBEOHDjQkYWuOYuk9lNqyNKngVnfHcDPX8S8HBfzXtOdkukGGCh6//vfHwRDTh2Y4gtgrcrLAXbeTu5h503ck8u3Ni+HyfbDgI13WE/iq9VtqOj9yLtTwXaNodDXr4d74gQAAbrTy8sBYOATv59qu6RQAV+3yputLVtQ4S2BgdaZ7pmQXiI/EC75s0GgvZVB9wLT3eWxatUqbN++HZs2bZKAG2A3wpo1a1LfEEkXudprGwCm+86TTsLitTDoTmOk1s2gGwBQr0mWjDgTAAAtTl4u4vnPgQim22Dgo5ZfAay5FlizI7CpmNyTwA0QlJfXHQaILFqNZ0TD0uTquHR2FjFfoLvbWoaR00wKSwXDON9Mtyg9aMZ0F08BT/9/7Fwr7uUzjThDtKQxoxHT3el4dcX7QDU+RsTJy4sn/ZpuooDKGz4BaMrYotZ0h+Tl9UoRtubfg2Gma07cy2eJ6W7FvVwN89xzYWxYn2pbbdmywP/NjUwB5Y2Pw9nL2hXROne4daq+RJr/RGoTptypVn0XXsHYiMWvt5C8PAC6c768XLDcQFBtdeGFF+Jd73rX2cV093N5eRfVdKuqsqSYd6Y7ZU23CMMwgqB76igAyubEQjr1YyDUxZI0JmoiuMqvp/Q63jH29+h1RrGhuqsh6BYO5gBA+vv9BbYU7uWdiDjQbZpm1zDdAGBt2Rz4fztMd7sRBt2zwXSHCby3UiyA7rdIJDHdYdBdVBKAmTDd3SgvB0K9ujlLplFuYlOIYbpXMNYfL3zel5eb7LfV9F7g5x4DskF5eRrQrRqpyYHfSwDdsUy3v3gSO2G8RWu6yQgH3auvYU/UpwHXVnp0z42kUUZaefn3/hi498PArn+YFfdyEY2uyUYtwzodpcxyeFt/hf1n2WXKToia7mmpWHDhX9vj2hBGLvqwv32A6Q7Ky0vlILMVHuvmxL3cKvhO3UAH5eXp3cvbDVUGCjCmGwDo5CTs115jf7vs3NB6SdZ6awXuI2Cz9MKbmPD3NW1Nt0jEz3J5uWo0qSavkrmqVkGn/fmHdOm8mTrSMN0LoNuPFmu6E0Ot524HPKq1+GlN1AB/UXnqGJbab+Any3+Ly4sP+L4aMWEodd3agJJzpWS6ZxpxoLvbSCJr8+WB/6cB3bPFdC/IyzsbC6D7LRJJfbrDE1EroLtRTXe3DWIyMiro5kw3qoBOmeuuCFHTffkH2eOZvZL9tvhxCCfxIlphuqvVqjyeFq34rYXUCDPdlXHJAgKAZcTcxm9ReblkugXoBliSJ1pM9QTZu1mPtEZq4wf8xw7KywkhgXPTqORB3W4uFlG8m/8U+NUXgYt/0n9SMY+TTDcfsyiluPvuu/GN8YtQNfjiSa9SXhOSl5eq9cD3zQvTTUhwoadD7uUq091ubWOzCDPdBm9XBEpR3/UD9qfDQfc096PQdWhZDrYd/jjmG6+lB92ijdDZLS8XCWvYc0M1UpP13E16p58VIcFb9zDdb7aa7tiYST034C+W7L+fycyB5iZqgO9nI+dXvlDXkOn2lTZanzIfzQPonjcDvSZhXnih9H0AEPw7Ic4mplvs6wLTvRBv2kjq0x2eiKan/RVKAR6bMd0ioVDbMXQr6CYWH7xqdTbpc+ZJz7rQVMmmkJcPbQTyrNc2OfU8AB90O44Dz/MCn08plcc0DdOtgm6T1mTP8EAIplvWu05Ac33Ab2ox5msCdIflrR0OUfKQ1kW/oxEHukeZ6RNdcomfEFTG/ePaO8f1kWmZbrF/U8c66l4OIDXo1jRNLgZlU6yszziIBiy5CFAndWWhQfbp5qC7XC6jUqnA8zxM3/J/gRs+Cay8wn9vSF5eqjYe6+aE6QaC9+As9OnGrDHdQdCtL1vK5KAA6j/goFsw3aUJ9F8zjsU/PArCzdGoxxd6RYsxw/BrySXoTjBS6xJ5eaeY7gjoVozUBNOtNXOUPxtCgLfyKGDHgFy76i+oLNR0B2u6n/4/wF+uBUZfa/1zRLuwVp3LRYjzVjwBUI8thIpSgUYh/Wx4DtLLQXetAdOtyMv1XuFGrndsQbJZnA1MN7EsmBddxP6TyYCkAL6dZrpFy7C5ZLqr1Sq+9rWv4cknn+z4d3ZLLIDut0gkycuTmG51FVDchEktw9SaM/E9Z4W8nBBZ163lvXh5eX4xA94AyAgH3Rk/gQqz3bZty2OchulWlQWmV40H3YIlFRNqdQKG5ycQFomR6IhWWbPMdG/ZsgV33HEHzhUs2FyGYMEE6KYUmGQ9uumiDf5vr84j6Bbyu9oUa8UigtJgUir2b/p4R93LgeBk3Ah0A8B1112Hq666KuAfMadhJTPdwk0VAEqLtwE3/F5QShmWl9eDi1FJTPesJ1y5WQDdmibHq9mSl5PBQXhqb++hYdlDlvKETDDdmB5F4fwSrKESsPce9hxl153o6x2QSKbt0z3P8vJO1XSHmTSSUZju6TcR051b5I9bcRJzufhIfGXKLIe6wE1juoOobaPmtaZ7zz+z+evFL7b+OUJe3o6JGgAMbWKLoEQHbv4T4N2fSydTD3VuCTDdcZ1YABhr1siFVq2XjwlzxHIDQdWnWtPdbWFtZnXdaUzUAAaOBUDuBOgWMRu5fFLLsJdffhkjIyN48cUXGypTzuZYAN1vkWgmLxevCxAonieEyBukGdMNoOuZbkjQzcEylxvrOdfv002pArqHgUEOurn0W7Py8liEQbdYTTdNs+ExEImAON4EFDps34FUDdEyTEyo1XFojl8DZtJ69D1zaKS2ZMmS+elxKSZqwZxUxqXZHXpX+gxjZczv6zxfTDdosM7tnl8F/mQYGHsd8Fxfnjd9rKPyciA90w0A69evx6WXXtqR720rlF6tsqabj1lTU37rPCF9C0RIXl7kgJBwFiZ8r86JvBwIMt0dci8HfAfz2ZKXE0JQF71wDQPaQL8E3SIE002m94KIIeCN77DXKBtrvXEOutXkMa28vMuY7laZsUSmW8jLy2VQPge8KZhuQhrXdUtpeX9Q4TKLIUCE53mxclbP8yQYn7ea7noJGH2V/X18V+ufM1N5ef8q4GceAn7lOeCa30h/bsKgWzDdoIAdrywglgV9NbtGtML8ge5uZroBwNpyOYB09dwixO/oJOieK6bbdV289BIvD6QUBxX39jdTLIDut0gkyctFIjo8zJIgIS9X67mFSZfqXk4pbch0d+MgBqjJDp8QeF23lnP9lmHVScDjxyk/LJluGWY+4D6uRliSnxTi/UKebulgdlHTcaCbM3xiQp0+Ad31VwFNL8aEZb7cuucywvJyXkdYM/qYE6r47VPH/GRPrQGeizCzPlun1nXvu5exG4cfY3X8lLPgpRF/uw64lwOtMd3zHpomFxsaMt2xoJszhUJe7rDf3c9rjOdNXj4LTDeg9OqeJaYbAGwOurWhQRBNgzYYHE8E0605Y/6THEhTIkD3BIAw090EdAt5eRfVdLfDiIqENcyk6SsYOHFPnvSVAG8GphtoXNc9x/XcADtX4nzFsWdqTjRvTPfYPr8O+viuRJY4EpNHgRe+AJxmZVVtM90AsO46Vu7TSggll4j8YkAYXzYwU+v9tf+K7C3vgHnxeeyJOQTdai7czUx35tprQQYGYG3bmvo94nfMBHSHc4S5quk+cOBAoARkAXQvxFkdqrxclViJSUiA7nK5DNd1IyZqgH8zuq4bYJ3OJqZbOPK6xzi4FUx33vMdgUU9t9XDQNPQpuCHGLmmoLsZuAm3gTGFGVoaeblTCRqpuTGmJW9F0M3b1FRMntALsMPN1WDkIj3V5ySkmdoEe3RtnwWaOBg952LhZR6Y7q4IXueoIwi6mzLdmSDTXfbYuDTUyx6TmO7Zr+ke8P/uIOiWTPcsgu76ogEAgD7E7il9UFlAIEQy3XFBCbs/hat5LOi2S/G1v10iLxdJLKUUrut2rKZbW7qUlQe4LuwXX2TP9bxZQHcapntgrvaGfV2Dum5xTgkhc6/YEjXdNX9sQ/FkfB4QjnoJ+D8XA195HzdgJcDgHJd5hZnuTJ/C3iebqRXe8x4Mffqf/O6Pc9QuDDg7jNQAQB8exvLduzD4D59K/Z5OMN2maQbug9lQgon7cYwvOFJK8SIfB0Wp4tGjR1Gv13H06FHs3bu34/swX7EAut8ioSYJqvmXANcDAwPy5ioWi7Gg2zAMFDgwHR1lDIWu67Guid0Kuo21awAAzmFW+yuYT72gyMvVem5AystFUNMH3UJiL6JVpluEafKkLFZeLpjudfIptWWYZfPXd38a2PNZVjtcmZua7nmNBKa7YvGEXsh6eRsx9K5or53KTCNspjZ5xGe2x99ITrDmoaa7K0Iy3ewaF4lRank5r+kuUpbIDXGH3HlxLwdCRmodlJdzpnu25OUApLxcG2Y12Kq83LzwQtBGHV8Mvkh7nF3fAdCd6fP7rVdizNS6TF4OsLG+VdAtpJqFQlC1QgiBce457HP3PMeemy8fhU5HP5tjZZ2xGsJrZJYNPsPRyMFcPadz3qs5aYxPIzEffZXlBkYO2PxzwI9/SSr35izCi9iZ3sg43DDE3L0gL48NktJETUQnQDchJCAxn42FKAGsjxw5gvHxcRw7dgyjo6PQdR1XX301+vv74XkeHn/8cdx///145JFHcPLkyY7vx3zEAuh+i4R6E6p13Sq47uEr7UmgG/Bdqk+f5u2zQiv43W6kZqxlbLF7iINuLh03+m3fSE20CxNsTHj12MzL353EdDcyUQPYwKYCb4sb62D6eFRaJpjunqWS+VGZbrM+xsD6N34e+PrP8vou/hlz3Zd6LqMp080XHEbYCir65lhaLkKaqfHzOPGG/9pEI9DdeffyZtdlVwRnSsQ1Lmou08jLPWg44+ThOA5qhIPuATZmzUufbmD25OV9PLmdRaa7ypVBxjkMIKrycmv7VRGmm2pKsjbM/BPqTz8DIAS6CQFyDczUukRernqatAO6L7jgAlx33XW45JJLIq8Z57B5xdm/H8CbiOkW5VhnYtipLma65wV4JZUQpQHdZ/axx+VbgB/+J+CiH+/cfqWNMNNt9ShlPslMtwxR9z3PoLsbme52QvyOmV7Lsw26+/r6sG7dOgDAs88+i8ceewwAGy+z2SzWr2dt5fbt2wfP87B+/XosXry44/sxH7EAut8iod44ag2TSESz2ax0LJ6enk4E3WIbwXSHGdt57ducIvQQ000HBeh2oOVD8vICv8kzPb4rJ5BKXp4G3KjH1szy73ZrvjRchABrmT6ZrOgKxWRVTwNHn2L/oR5w5An+oYV5T1pnNSJMN5MzSqZbgJ3iCfY41yZqIsJM97gCuueQ6TYMI7JI1pUh5OUK012pVALjVqlUijoRZ3rxfM9N+Er+F/Hggw8CAAyvhr7+AQDz6F4+Cy3DAKDwgQ8gc90OZG++qWOfGY6xK7ah/5//CX0f/w0AQdCduXp7BHR7q26Vf2urGVD3zjAmO2II1Kiuu0vk5UCwa0er14xlWTj//PNjlU8mZ7rFIuubhukW5VhdCLqbMd1zHuExftVV7DEN6B7joDvsOTOXEa7ptnojrRsbhmS6515errqXd2u+2mqI3zFToDzboBuAXIjcv38/pqen0dPTg23btgGABN0AcP755+PGG2/sWiKv1VgA3W+RUHtod4LpTgLdXS8vX8NAt3vsGGsb1suYb73ggZj8uITl5UCwrjuFkVoa0B1hukUSGpaYi3qvTL8EkpoiLzfdInDgW/72hx9nj29mlhvwE/KwvNzkDFpYwjhvoFvUdMcw3dPH4mWYQMdrus8KaTkQy3QLabm4r1SWwn9fL45b5wNgsjUAKHjjyPQMAAi28wP8cXDWJ3P1Puyge3n2xp0Y/sLnYaycPQUH1XVkdu6Exsd9VV6eufJKv2UYAGdaB859h/y/seG80A63Arq7Q14OBM3UOgnQjFCbxTcP083nyunjUYnxAugORljNdOlPscc0ZmqC6R6cT9A9Q6a7S+Tlbxamu1Ok11yA7mXLlgXY6x07dsixdnh4GFdccQW2b9+OHTt2zE93nFmKN88vWYimIZJukcCqDuTZbBYDvH5vbGysKeiOaxcGAGvWrEEul8PSpXNcW5QytCVLgGwG8Dy4x47Bcy24ZXYbkCpnHMPyciC4mmwkg25x3FoF3aZp+qBQZT4915+8sv0yWTFUIzVaBV77hv+eIwJ0v4nruQGF6ebnYDJU0x3+/XPtXC6iEdNNPeDY0+xvdWFHtwC9M0mgSCjOGtDNE1GDG6k5jiOl5YODg3LMiUjMrR6MmcFzXHAnkCkMyFpN9X49243U5iO0JUsAAPrq1dAGBoC8n3TbYya089/ubzu0AvqqVfL/kX6zEnTH1XRzprsLlDpq27DOgu5zAv9/07iX5xb5C9YCGIqYJ9CdtqZ7ziO8sHrRT7CFufIo69ndKLqB6bYK8HsFog3QPb/y8nk997MQnXAvB4L562wtShNCsGXLFgBMVr569erAa5s3b8Yll1wy9z4LsxwLoPstFGJVSdRj12o1KdHMZDLSwfz0/9/e3UdHVd39Av+eeU+YTBISMpOEJBCgIAZSAUkj1heIEMvTByu3VYsutF14tdCLRW3VdRXtvffBZdeyra1Xu1ZvhVarlj5VWxeo4SVBJUYEMaCSRzASCHmBhLyTZDKz7x9nzsmcyUwSITPnZPL9rJWVMOdMsmd+7DPnd35773P2rCYZD6Yk3YrQSndBQQFuv/12TJ5szIRPkiRYcuXq9kBdHURPNwY65AOu1PalvJNSeZkUVOkOupo8moXULi7pDiQMwbcNC17V1D6YdJuChpdb/b2D93kGgKYj8vcJk3T3ylUBZXh56OrlCr2Hl4eb0w0M3p81a9HgY2NU5QbGY9Itt9MUdJ9u5UJhcnKyuihVaNJ9wWdGjzkFEH5kpqcAAFwDZyHZk9REPfikW5/h5eO7omJbcAWSNv0MKU/+BwDAlDx4YXKgxwlpykz1jhCwJ8G24Ap1+9Dh5aOY022AixRRq3RPm6a5H7KyMF5cSA+Mcmip0T5uwDndug4xNpkGP8eSsoFJ6YA7MP9/pCHmRqh0S5K22n2xC6nFcPXy8XLLsIuhnFNe6uuJRaUbAPLy8nDHHXfg6quvjtrfMBom3RNIuKQbkDuo2WxWk+7u7m6cD9zmJdKcbkW4OaJGvzKlDjE/WQfR3Y2B9sCHrTIHrWeESrc14ZIXUgO0763NZhtc6Ct4eLkyJNniACw29QReM6dbhF69VxZRm0BJd/dZwNcHAQm9tsDJ/JBKt05Jtz3klmHKcPJJIaNBopR0T5s2DdnZ2bjsssvG7HdGVWB4uSVoeLlS6Xa5XBGT7ta2Nnkf31ksL/TgW+3bsaBrJ2BNCDu8NGarl0dpITU9SCYTXPdvguO66+R/p2ao2/zIkE/Cl/0HMOd7QO7VsAUqGQAgJVzM8HLjVLrHOumW7HaYA59FAGCKl0o3EHletwGHlytT5UILCjGjDDGfEjg+Z10pf1fWZgnnwvnBVf9jfZuwUMFJ9zgaXu71euNuTndBQQEKCwsxZ86cS/o9wRfooz20OyEhwfA5w1hi0j2BKEm38iETOoTcZrOpQ8x7eno02xQOh0NzFS200j0emPOCKt3dPWGS7hHmdEcYXu7z+dR/f+2F1CINL1cXUQskbspCasFzuv2Bq/cpg4tPyI2YQEl3YD43nB4IKRDP0Dndeq1erg4vb5dXa1VGJUxfqt1POdkCxmzlckC+HeDKlSuRHcW5v2MqzEJqSqV7uKS7JbBg12RvPey9zZjfvQtOixeQJLWvhfZXYPwupGYEprSgpNshH1dxxV3Arf8AbJNgvWK4SvcoFlIzwPDyS1lIbSTWoHndkjNOFlIDgLRApfucsSrd4ZLuhgZ5oc2sLJ0uyioXWNMDSff06+XvX+6O/Bylyu3MlBd61ZNybiKZ5c/kr7OQmg6rlyuFo7a2NrVIEi+VbpfLhaKiokse1RZ8bhpP86mNgO/mBKJUspXVycPN21b2UYQmj5Ikaa4Ij8ekW71X98k6+Lu7MdAeOOAqSXe4Od2pMyCsifBJVsCRHDbpVt7P0NuBRTKq4eVKpVu5mhyompmDLgyqle5ZN2rbPJGS7sB8buEanEM6ZHh58Ar0seQIqnQrVW67S77Vi8JkAdzzB/89hpXucUdZSC0wp9vn86mV7uGGl7e2yqv+p3lPD17YCFRdlL6my/ByuwtAoMOO4UJqRmBKz0T/OSu85y0QyTOGbLcVXA4ETmgjJt3h7tNtoOHl0ZrTDWjndU+ISvcF5T7dKTFtTqQ53f39/WoRIjNTp88H5bZh6YHqpHIxtukToKs5/HOMMJ9boZyb2JzySJeLqnTHbnh5SkoKnE4nfD6f+hkSL5XusRLLSvdEw3dzArHZbEhOlhOAs2fPqh9Awclf6L3wwt3qJHiI+bi4BVEIszq8/KQ8p1utdNfIc4NDbxkGAFYHfLe+iar8/6lZvTx4Trdy1dThcIxquIxm9XKbbbDS3RFmTrcjpNIddHXbJgJXi7OuHLxaDkyspFupdAcn3XaXfPUdkN83m06JbPBCasoiainTgdSgkQnOTMDhGjyBmchJd+C1K5Xu8+fPw+v1QpIkJCUljVjpThs4PXibuMAJYGil2+/3w+/3y38n2sPLTabB/muAJHIsmadk4OzrGWj+TzfM7qFJi+RwwFpwufqzRnKgMl7/IdDfo91moOHl0ZrTDWhXMI+bW4YB2jndQgANH8sXkHWudAdfOAGAxsZGCCGQlJSk3r0l5lLz5e85xfL3SVMAd6H881d7wz/HCPO5FcqxTalwX8yc7hhWuiVJ0izaBcRPpXusxGIhtYlqXCTdzz77LKZNmwaHw4GioiJ8+OGHejdp3Aqe1x1usbTgpNtsNoc9uYibSnddHUSXvJCaEJAT3Pa6wSu0idoLECL3apx1yR+Gyuv2er3qybuSdI92aM+Q4eXK8OfhhpcHEmlzwmAMrP7ACWr2lcCUuUF/IM5vGaYMPfX1BVW6gz5MJWnw5E6v+dzAYOz62gcXUUudrp0OoLRP+W4bu+Hl4446vFyudCuLPS5evBgWiyVs0u33+9V1KCaHqXSHDi8Nfm5MqhxKX4yzpNs0JR0QEiAkmDMywu7jWCavaG6ZEVIJz10i94HeNuDTV7XbDDi8PCpJ94x89WfTpDjq86n58qrW/V1A1e+APywAXiwdTLpjfDtLm82mXggPrnbrPrQcAFb/Ffjvh4DMwakYyC+Rv3+5K/xzjFrpDv5u0NXLATDpHoHdblf7CyvdY8vw7+arr76KTZs2YfPmzTh06BAKCwuxYsUKNDdHGHZDwwpeoTzc8PK0tDS1s4WrcgPapHs8VrotgQOu6OyE7/RpwCfB7wt8UCiLl5gsg1dwwwh+3crFi+BK92hEHF7e3Qz4ArcEU4aXK22ZtRKYWQpz4H64JpMkz++2OeXhaVMmUKXbniwnMcIPVL8oPxZ6WzDlPdDrdmFAhEr3NPlLkRSoEirtnMiV7sAFhwST3AdMJhOuv/56FBbKF7yUi1rBiXNbWxv8fj+s8CLJ1wp0aivdocPLlQu3Ho8nNidcSpIxzlcvD2WeMphomyIk3Un/46dw738Piav+XbvBZAYW3SP/fOD/arcZcHh58N0+xmxO95w5kJxOmKdOHXpLtfHMYh+8qPjOA/L30x8A/sDnWowr3VLQug7BSfeZM/IFbt2GlgPyZ3twwg0A+YFb70VKuo1U6b6kpDv2lW4AyM7O1iSTHF6uZTKZ1P7CpHtsGf7dfPrpp7Fu3TrcddddmDt3Lp5//nkkJibiT3/6k95NG5cyAidG586dC5t0W61WdTG10STd47HSLSUkwOSRV472fv45AMDnD6x4rSTdielypTQCk8mkORkDvt7K5UCY1csT0wNzPsVgpS600p3kAW7fCXNuUeB5dmDp/wZWvSCfxAZXuuM96bYlAlc/JP8cGE6smdMNDCY7ela6gxdSawsaXp6QOnjCorTPxaRbqXQnWX34zne+g9WrV2PWrMGTS2UYaG9vr7oYmrqImrkbEkTE4eW9vb1oaGjAiRMnAABXXXVV9F8PEN+V7gCzO3zSLZnNsAQWrxziih/JQ8jPfATUHxh83IDDy5XFRYGxO0k3uVzI2PUOprz5zzH5fYaizOv2e+WL2ArJNJiYxVDovG5DzOeOJPfb8rlA21dA65fabUIYrNIdODdRhpVHWkitrws49P+Aff8HOFUJ+H263DIMkM9zg2POpHso5TOTw8vHlqH/p/X39+PgwYN4+OGH1cdMJhNKSkpQWVkZ9jl9fX2axa2UVW+Dbw9gRErbot1Gl8sFSZLQ3d2NkydPApAPOMF/Ny0tDefPn4fdbg/bntB7+Bn5fY3EnJMDf2MTeiv2AQD8pnQAJyGOvgIJgEhIw0DI6wqNkfL+VFRUwGazoS1wy6JI71uo4CuIkiTB6/PB4syE1FEH/3+uAWxJkFr+CxIAny0J/qDfqVRcrFYrvMU/VxoIpMyEUkvzWpPkx+LZVQ/BfPxtmOqrAAADiZkAOtT332xPgQmAb5Jb8/7FlDlRjomvD6J2LyQAA0k5EAMDsCRPg9RcDV+i3D7TJDfMAPzmBPjiNHYjHesksx0WAMKWBLfbPWRfk8kEs9kMn8+HnTt3wmw2q8f5yVb5JE6cq4EEwG9JhM/rVU+qmpqasHu3vCrw7NmzkZycHJPjlzTvdpgunIcv55px0ydH85nkD1ygBQD/5Mlf/720JcM897/BdOQliH/cDpEqz3GW+rshAfAKSff3SzlOK8d3SZI0awJcMo8HArio41OszhsuhmnyLJixEwAw8O8vwLzvl5Bav4BwpGjmVceKUiCoqqrCkSNH0N/fDyEEnE4nHA5H1N7Di4qRyQ7z1G/BVPcu/Nt/oL29pBAwBYbpe5Ny9e8f1knyZ5ZVPtZKJod8/G4+CvHiSnknISCdfh+SskYNAGFzyo8D8EnWmH8+Z2Vlob6+Xv0sAYzZj/SiJN1CCEO8L0Y+1gGjb5ehk+5z587B5/OpJ14Kt9uNY8eOhX3Oli1b8MQTTwx5/J133rnkZfRjoaysLOp/w2w2Y2BgQK3MHjt2DLW1tep25fHz589jx44dQ54vhIAkSRBCYN++fePyHns5iYlwAxCBk/X6nhTMcAFS4PY1Df1JOBDmtQODMVIWUWtqatJsr6urU6+gD0cIAZPJBL/fj3379sFkMuFbSIcbdTDVvavZ97P6HnwZ1B6lg/f19WljJASWWyfDPtCBsg+PwWs5g3iXmHwnrm/4BJLwYW/1acDiUmM0r8OCfACH6/txOkI8o074UWpxwT7QAan3PAQk7P30LHqO78AVA2nIBXCwrgcNO3Yg6UI25jsvx7HuGWjRq70xEulYl9J9CtcCaPY68UGE90A55ijDQxX+wOrIUmCu4ImWAXy2Y4emvyjPb21tDXt8i45UIPMxYP9nAD6L0d8cG8N9Jkk+HwoTEiD5/dj1ySfwB0YOfR0pfYW4Fi/JFxiDVrsekGx4e98B+MxHL6rdY0VJEJUTc5PJFMP/N6MTi/OGryu71YJFAJqTClH5lRMZKbeiuPV/oU1Kwz4d3j/lwlxLS4s6MgaQ4xqLeH7dGM0cmI7L8S5MDQfDbu9w5GBvWfkYtOzSZLe2YxGAr9qAIzt2YFJvPUoASH0dkI5r39cueyY6HHmY0lUNa9Dw8w9rGtHcGNv/E8EXfpTYGLEf6UXpLzU1Nairq9O5NYOMGqPgkVDDkYRSMjOgM2fOIDs7G/v370dxcbH6+M9//nNUVFSgqqpqyHPCVbpzcnJw7tw5zbBoo/F6vSgrK8MNN9wQ9TmGXV1daGhogBACCQkJmDp1qiZx9vv9qK+vh9vtjjhn+/z58/D7/UhLS4tqW6PF39GB/j17IPr7ISVOgn3ptTDV7ZLn3ZrMEDNKtauXY2iMenp6UF9fj+AuZLPZkJOTM+ohOW1tbRgYGBi8VVtXE6Qv3waCqyj2JIhZ/zZkUaGGhgYkJycPvZjU8l+Qetshsq/EhNF6HOjvhDetQNuPetsh1X8AMX2ZdohjrJ37HNLpwPEqbRZEzhL55wutkM4cgJheIk8PmABGPNYJAelkOUT6ZYDTE/Z3BB/DFHa7HTmeNJhP7JBXw7Y6IGauVIc7njlzBl1d8ome2+1W7+RA4Y32M2mgpgbC54d17mUR9xmJdLJicL2DAOEpBDxXRHhGbDU0NKCzUx4u6/F4DHMuEcvzhq9N+CF9uUs+1gXWaZDqD0AkeQBXzghPHnv9/f04deqUevEEkAsQOTk5UV2b5qJjNNAH6Yt/ycOyQ0kSRN412sU49eIfgFS7ByK7SF17Rjq5DzgfMiw+ZZrcZskE+AeA1uOQ2r4CJBNEfon8eIw1NzfD4XAgISHBuP1IJ/39/Th79iwyMzMNMa/b0Mc6yLlmeno62tvbh/18MHSlOz09HWazeUglsampCR5P+JMxu90edp6x1Wo1ZKBCxaKdqampSE0dfvXQ/Pz8YbdnRFg0Z9xIS4P9+9/XPjbv++H3DaHEKDk5+ZJP3ENv0YbUqcDCH4/qubmBW58N4bn8kto0LrkDJ/yBiqbaj6zpwJx/07FhAZnz5a9QVjfgMkD7dDDssW7W8mGfO+wxrHBN2IfzIs0rpmGN9JlkLSi49D8ys+TSf0cURTzWGoRhz2/mrNT+e1qM1lAIw2q1Ys6cObr+/a8VI6sVmH9b9Bo0ZqxD4zxzGYBlwz8nc578paPsbHkNFW/oeQPBarWqdwoxEqPGaLRt0v/yxTBsNhsWLlyozsED5Crs7t27NZVvIiIiIiIiIiMydKUbADZt2oS1a9di0aJFWLx4MX7zm9+gu7sbd911l95NIyIiIiIiIhqW4ZPuW265BWfPnsVjjz2GxsZGfPOb38Rbb701ZHE1IiIiIiIiIqMxfNINABs2bMCGDRv0bgYRERERERHR12LoOd1ERERERERE4xmTbiIiIiIiIqIoYdJNREREREREFCVMuomIiIiIiIiihEk3ERERERERUZQw6SYiIiIiIiKKEibdRERERERERFHCpJuIiIiIiIgoSph0ExEREREREUUJk24iIiIiIiKiKGHSTURERERERBQlFr0bEG1CCABAR0eHzi0ZntfrRU9PDzo6OmC1WvVuDoXBGBkfY2R8jNH4wDgZH2NkfIyR8TFGxmf0GCk5ppJzRhL3SXdnZycAICcnR+eWEBERERERUbzp7OxEcnJyxO2SGCktH+f8fj/OnDmDpKQkSJKkd3Mi6ujoQE5ODk6dOgWXy6V3cygMxsj4GCPjY4zGB8bJ+Bgj42OMjI8xMj6jx0gIgc7OTmRlZcFkijxzO+4r3SaTCVOnTtW7GaPmcrkM+R+KBjFGxscYGR9jND4wTsbHGBkfY2R8jJHxGTlGw1W4FVxIjYiIiIiIiChKmHQTERERERERRQmTboOw2+3YvHkz7Ha73k2hCBgj42OMjI8xGh8YJ+NjjIyPMTI+xsj44iVGcb+QGhEREREREZFeWOkmIiIiIiIiihIm3URERERERERRwqSbiIiIiIiIKEqYdBvAs88+i2nTpsHhcKCoqAgffvih3k2asB5//HFIkqT5mjNnjrq9t7cX69evR1paGpxOJ1avXo2mpiYdWzwx7Nu3D9/97neRlZUFSZLw+uuva7YLIfDYY48hMzMTCQkJKCkpwRdffKHZp7W1FWvWrIHL5UJKSgp+/OMfo6urK4avIr6NFKM777xzSN8qLS3V7MMYRc+WLVtw5ZVXIikpCRkZGbjppptQU1Oj2Wc0x7e6ujqsXLkSiYmJyMjIwIMPPoiBgYFYvpS4Npo4XXfddUP60j333KPZh3GKnueeew7z589X7xlcXFyMnTt3qtvZj/Q3UozYh4znySefhCRJuO+++9TH4q0vMenW2auvvopNmzZh8+bNOHToEAoLC7FixQo0Nzfr3bQJ6/LLL0dDQ4P69d5776nbfvazn+Ff//oXtm/fjoqKCpw5cwY333yzjq2dGLq7u1FYWIhnn3027PannnoKzzzzDJ5//nlUVVVh0qRJWLFiBXp7e9V91qxZg08//RRlZWV48803sW/fPtx9992xeglxb6QYAUBpaammb7388sua7YxR9FRUVGD9+vX44IMPUFZWBq/Xi+XLl6O7u1vdZ6Tjm8/nw8qVK9Hf34/9+/dj27Zt2Lp1Kx577DE9XlJcGk2cAGDdunWavvTUU0+p2xin6Jo6dSqefPJJHDx4EB999BGWLl2KVatW4dNPPwXAfmQEI8UIYB8ykgMHDuAPf/gD5s+fr3k87vqSIF0tXrxYrF+/Xv23z+cTWVlZYsuWLTq2auLavHmzKCwsDLutra1NWK1WsX37dvWxzz//XAAQlZWVMWohARCvvfaa+m+/3y88Ho/41a9+pT7W1tYm7Ha7ePnll4UQQnz22WcCgDhw4IC6z86dO4UkSaK+vj5mbZ8oQmMkhBBr164Vq1ativgcxii2mpubBQBRUVEhhBjd8W3Hjh3CZDKJxsZGdZ/nnntOuFwu0dfXF9sXMEGExkkIIa699lqxcePGiM9hnGIvNTVV/PGPf2Q/MjAlRkKwDxlJZ2enmDVrligrK9PEJR77EivdOurv78fBgwdRUlKiPmYymVBSUoLKykodWzaxffHFF8jKykJ+fj7WrFmDuro6AMDBgwfh9Xo18ZozZw5yc3MZLx3V1taisbFRE5fk5GQUFRWpcamsrERKSgoWLVqk7lNSUgKTyYSqqqqYt3miKi8vR0ZGBmbPno17770XLS0t6jbGKLba29sBAJMnTwYwuuNbZWUl5s2bB7fbre6zYsUKdHR0aCpINHZC46R46aWXkJ6ejoKCAjz88MPo6elRtzFOsePz+fDKK6+gu7sbxcXF7EcGFBojBfuQMaxfvx4rV67U9BkgPj+TLHo3YCI7d+4cfD6f5j8LALjdbhw7dkynVk1sRUVF2Lp1K2bPno2GhgY88cQT+Pa3v42jR4+isbERNpsNKSkpmue43W40Njbq02BS3/tw/UjZ1tjYiIyMDM12i8WCyZMnM3YxUlpaiptvvhnTp0/HiRMn8Mgjj+DGG29EZWUlzGYzYxRDfr8f9913H5YsWYKCggIAGNXxrbGxMWw/U7bR2AoXJwD44Q9/iLy8PGRlZaG6uhq/+MUvUFNTg3/84x8AGKdYOHLkCIqLi9Hb2wun04nXXnsNc+fOxeHDh9mPDCJSjAD2IaN45ZVXcOjQIRw4cGDItnj8TGLSTRTkxhtvVH+eP38+ioqKkJeXh7/97W9ISEjQsWVE49utt96q/jxv3jzMnz8fM2bMQHl5OZYtW6Zjyyae9evX4+jRo5r1Ksh4IsUpeJ2DefPmITMzE8uWLcOJEycwY8aMWDdzQpo9ezYOHz6M9vZ2/P3vf8fatWtRUVGhd7MoSKQYzZ07l33IAE6dOoWNGzeirKwMDodD7+bEBIeX6yg9PR1ms3nISnxNTU3weDw6tYqCpaSk4Bvf+AaOHz8Oj8eD/v5+tLW1afZhvPSlvPfD9SOPxzNkccKBgQG0trYydjrJz89Heno6jh8/DoAxipUNGzbgzTffxN69ezF16lT18dEc3zweT9h+pmyjsRMpTuEUFRUBgKYvMU7RZbPZMHPmTCxcuBBbtmxBYWEhfvvb37IfGUikGIXDPhR7Bw8eRHNzMxYsWACLxQKLxYKKigo888wzsFgscLvdcdeXmHTryGazYeHChdi9e7f6mN/vx+7duzXzTkg/XV1dOHHiBDIzM7Fw4UJYrVZNvGpqalBXV8d46Wj69OnweDyauHR0dKCqqkqNS3FxMdra2nDw4EF1nz179sDv96sfthRbp0+fRktLCzIzMwEwRtEmhMCGDRvw2muvYc+ePZg+fbpm+2iOb8XFxThy5Ijm4khZWRlcLpc6bJMuzUhxCufw4cMAoOlLjFNs+f1+9PX1sR8ZmBKjcNiHYm/ZsmU4cuQIDh8+rH4tWrQIa9asUX+Ou76k90puE90rr7wi7Ha72Lp1q/jss8/E3XffLVJSUjQr8VHs3H///aK8vFzU1taK999/X5SUlIj09HTR3NwshBDinnvuEbm5uWLPnj3io48+EsXFxaK4uFjnVse/zs5O8fHHH4uPP/5YABBPP/20+Pjjj8XJkyeFEEI8+eSTIiUlRbzxxhuiurparFq1SkyfPl1cuHBB/R2lpaXiiiuuEFVVVeK9994Ts2bNErfddpteLynuDBejzs5O8cADD4jKykpRW1srdu3aJRYsWCBmzZolent71d/BGEXPvffeK5KTk0V5ebloaGhQv3p6etR9Rjq+DQwMiIKCArF8+XJx+PBh8dZbb4kpU6aIhx9+WI+XFJdGitPx48fFL3/5S/HRRx+J2tpa8cYbb4j8/HxxzTXXqL+DcYquhx56SFRUVIja2lpRXV0tHnroISFJknjnnXeEEOxHRjBcjNiHjCt0Vfl460tMug3gd7/7ncjNzRU2m00sXrxYfPDBB3o3acK65ZZbRGZmprDZbCI7O1vccsst4vjx4+r2CxcuiJ/85CciNTVVJCYmiu9973uioaFBxxZPDHv37hUAhnytXbtWCCHfNuzRRx8Vbrdb2O12sWzZMlFTU6P5HS0tLeK2224TTqdTuFwucdddd4nOzk4dXk18Gi5GPT09Yvny5WLKlCnCarWKvLw8sW7duiEXFxmj6AkXGwDihRdeUPcZzfHtq6++EjfeeKNISEgQ6enp4v777xderzfGryZ+jRSnuro6cc0114jJkycLu90uZs6cKR588EHR3t6u+T2MU/T86Ec/Enl5ecJms4kpU6aIZcuWqQm3EOxHRjBcjNiHjCs06Y63viQJIUTs6upEREREREREEwfndBMRERERERFFCZNuIiIiIiIioihh0k1EREREREQUJUy6iYiIiIiIiKKESTcRERERERFRlDDpJiIiIiIiIooSJt1EREREREREUcKkm4iIiIiIiChKmHQTERFNcJIk4fXXX9e7GURERHGJSTcREVGcO3v2LO69917k5ubCbrfD4/FgxYoVeP/99y/q991555246aabxraRREREccqidwOIiIgoulavXo3+/n5s27YN+fn5aGpqwu7du9HS0qJ304iIiOIek24iIqI41tbWhnfffRfl5eW49tprAQB5eXlYvHhxxOccOXIEGzduRGVlJRITE7F69Wo8/fTTcDqdePzxx7Ft2zYA8rB0ANi7dy+uu+66qL8WIiKi8YjDy4mIiOKY0+mE0+nE66+/jr6+vhH37+7uxooVK5CamooDBw5g+/bt2LVrFzZs2AAAeOCBB/CDH/wApaWlaGhoQENDA6666qpovwwiIqJxi0k3ERFRHLNYLNi6dSu2bduGlJQULFmyBI888giqq6vD7v/Xv/4Vvb29+POf/4yCggIsXboUv//97/GXv/wFTU1NcDqdSEhIUOeGezwe2Gy2GL8qIiKi8YNJNxERUZxbvXo1zpw5g3/+858oLS1FeXk5FixYgK1btw7Z9/PPP0dhYSEmTZqkPrZkyRL4/X7U1NTEsNVERETxgUk3ERHRBOBwOHDDDTfg0Ucfxf79+3HnnXdi8+bNejeLiIgo7jHpJiIimoDmzp2L7u7uIY9fdtll+OSTTzTb3n//fZhMJsyePRsAYLPZ4PP5YtZWIiKi8YxJNxERURxraWnB0qVL8eKLL6K6uhq1tbXYvn07nnrqKaxatWrI/mvWrIHD4cDatWtx9OhR7N27Fz/96U9xxx13wO12AwCmTZuG6upq1NTU4Ny5c/B6vbF+WUREROMGbxlGREQUx5xOJ4qKivDrX/8aJ06cgNfrRU5ODtatW4dHHnlkyP6JiYl4++23sXHjRlx55ZWaW4Yp1q1bh/LycixatAhdXV28ZRgREdEwJCGE0LsRRERERERERPGIw8uJiIiIiIiIooRJNxEREREREVGUMOkmIiIiIiIiihIm3URERERERERRwqSbiIiIiIiIKEqYdBMRERERERFFCZNuIiIiIiIioihh0k1EREREREQUJUy6iYiIiIiIiKKESTcRERERERFRlDDpJiIiIiIiIooSJt1EREREREREUfL/ASHDn0h6v8apAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can see from the figure above that users tend to be scheduled when their respective\n", "achievable rate reaches a local peak. \n", "This demonstrates that the scheduler\n", "opportunistically schedules each user when the channel conditions are relatively favorable.\n", "\n", "We now provide an ensemble view of scheduling decisions across all subcarriers:" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:33.965893Z", "iopub.status.busy": "2026-02-13T13:58:33.965747Z", "iopub.status.idle": "2026-02-13T13:58:34.078883Z", "shell.execute_reply": "2026-02-13T13:58:34.077967Z" } }, "source": [ "show_up_to_subcarrier = 100\n", "show_up_to_symbol = 200\n", "\n", "cmap = plt.get_cmap('Set1', num_ut)\n", "\n", "plt.figure(figsize=(12, 5))\n", "plt.imshow(ut_scheduled_hist[np.arange(min(show_up_to_symbol, num_slots*num_ofdm_symbols))[:, np.newaxis], \n", " np.arange(min(show_up_to_subcarrier, num_subcarriers))].T, cmap=cmap, aspect='auto')\n", "\n", "# Add colorbar with custom ticks and labels\n", "cbar = plt.colorbar(ticks=np.arange(num_ut))\n", "cbar.ax.set_yticklabels([f'User {ut+1}' for ut in range(num_ut)])\n", "cbar.set_label('User Allocation', fontsize=12)\n", "plt.gca().invert_yaxis()\n", "plt.xlabel('OFDM symbols')\n", "plt.ylabel('Subcarriers')\n", "plt.show()" ], "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe that each user receives roughly the same number of resources, which is\n", "a known and desirable property of the PF scheduler." ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:34.081088Z", "iopub.status.busy": "2026-02-13T13:58:34.080953Z", "iopub.status.idle": "2026-02-13T13:58:34.084689Z", "shell.execute_reply": "2026-02-13T13:58:34.083871Z" } }, "source": [ "for ut in range(num_ut):\n", " perc_ut = (ut_scheduled_hist==ut).sum() / (num_ofdm_symbols*num_subcarriers*num_slots)*100\n", " print(f'User {ut + 1} is scheduled on {perc_ut:.2f}% of available resources')" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "text": [ "User 1 is scheduled on 36.94% of available resources\n", "User 2 is scheduled on 30.52% of available resources\n", "User 3 is scheduled on 32.54% of available resources\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate performance\n", "\n", "It is interesting to compare the performance of the PF scheduler with that of a\n", "random scheduler, which assigns resources to users uniformly at random. \n", "While\n", "random scheduling also ensures a uniform distribution of resources, it lacks\n", "opportunism and may allocate resources when channel conditions are unfavorable,\n", "resulting in lower user throughput.\n" ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:34.086536Z", "iopub.status.busy": "2026-02-13T13:58:34.086419Z", "iopub.status.idle": "2026-02-13T13:58:34.090500Z", "shell.execute_reply": "2026-02-13T13:58:34.089807Z" } }, "source": [ "# Schedule users uniformly at random across the resource grid\n", "ut_scheduled_rand_hist = randint(0, num_ut, [num_slots*num_ofdm_symbols, num_subcarriers])\n", "is_scheduled_rand_hist = torch.nn.functional.one_hot(ut_scheduled_rand_hist, num_ut).float()\n", "\n", "rate_achieved_rand = np.sum(se_achievable_hist * is_scheduled_rand_hist.cpu().numpy(), axis=(-2,-3))\n", "\n", "# Compute PF metric of random scheduling\n", "pf_metric_rand = np.sum(np.log(rate_achieved_rand))\n", "\n", "print('---------')\n", "print('PF metric')\n", "print('---------')\n", "print(f'Random scheduling: {pf_metric_rand:.2f}')\n", "print(f'PF scheduling: {pf_metric_pf:.2f}')" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "text": [ "---------\n", "PF metric\n", "---------\n", "Random scheduling: 25.64\n", "PF scheduling: 26.99\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:34.092718Z", "iopub.status.busy": "2026-02-13T13:58:34.092603Z", "iopub.status.idle": "2026-02-13T13:58:34.173535Z", "shell.execute_reply": "2026-02-13T13:58:34.172861Z" } }, "source": [ "# Data for the histogram\n", "users = ['User 1', 'User 2', 'User 3']\n", "\n", "# Create the histogram\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "bar_width = 0.25\n", "index = np.arange(len(users))\n", "\n", "# Normalization factor\n", "norm_fact = max(rate_achieved_pf)\n", "# Throughput histogram\n", "ax.bar(index, rate_achieved_pf / norm_fact, bar_width, label='PF Scheduling')\n", "ax.bar(index + bar_width, rate_achieved_rand / norm_fact, bar_width, label='Random Scheduling')\n", "\n", "ax.set_ylabel('(normalized) Throughput')\n", "ax.set_title('Throughput per User for PF and Random Scheduling')\n", "ax.set_xticks(index + bar_width / 2)\n", "ax.set_xticklabels(users)\n", "ax.legend()\n", "ax.grid()\n", "fig.tight_layout()\n", "plt.show()" ], "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "The [PFSchedulerSUMIMO](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PFSchedulerSUMIMO.html) class schedules users according the\n", "proportional fairness (PF) criterion in a single-user MIMO scenario, where at\n", "most one user can be scheduled in each resource.\n", "\n", "By maximizing the sum of logarithms of user throughput, the PF scheduler\n", "distributes resources uniformly across users while opportunistically scheduling\n", "users when their channel conditions reach a local peak.\n", "\n", "In this notebook, the achievable rate is modeled using a simple autoregressive\n", "process and is assumed to be perfectly estimated. \n", "For more realistic settings, please refer to the more advanced \n", "[system-level simulation notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/End-to-End_Example.html) and [Sionna SYS meets RT\n", "notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/SYS_Meets_RT.html).\n", "\n", "\n", "## References\n", "\n", "[1] A\\. Jalali, R\\. Padovani, R\\. Pankaj, \"Data throughput of CDMA-HDR a high efficiency-high data rate personal\n", " communication wireless system.\" VTC2000-Spring. 2000 IEEE 51st Vehicular\n", " Technology Conference Proceedings. Vol. 3. IEEE, 2000. \n", "\n", "[2] A\\. L\\. Stolyar, \"Maximizing queueing network utility subject to\n", " stability: Greedy primal-dual algorithm\". Queueing Systems, 50, pp. 401-457,\n", " 2005. \n", "\n", "[3] M\\. Andrews, L\\. Qian, A\\. Stolyar. \"Optimal utility based\n", " multi-user throughput allocation subject to throughput constraints.\" Proceedings\n", " IEEE 24th Annual Joint Conference of the IEEE Computer and Communications\n", " Societies. Vol. 4. IEEE, 2005. " ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 2 }