{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Parallelizing analysis\n", "\n", "As we approach the exascale barrier, researchers are handling increasingly large volumes of molecular dynamics (MD) data. Whilst MDAnalysis is a flexible and relatively fast framework for complex analysis tasks in MD simulations, implementing a parallel computing framework would play a pivotal role in accelerating the time to solution for such large datasets.\t\n", "\n", "This document illustrates how you can run your own analysis scripts in parallel with MDAnalysis.\n", "\n", "**Last updated:** December 2022 with MDAnalysis 2.4.0-dev0\n", "\n", "**Minimum version of MDAnalysis:** 2.0.0\n", "\n", "**Packages required:**\n", " \n", "* MDAnalysis (Michaud-Agrawal *et al.*, 2011, Gowers *et al.*, 2016)\n", "* MDAnalysisData\n", "* dask (https://dask.org/)\n", "* dask.distributed (https://distributed.dask.org/en/latest/) \n", "* joblib (https://joblib.readthedocs.io/en/latest/)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import MDAnalysis as mda\n", "from MDAnalysisData.adk_equilibrium import fetch_adk_equilibrium\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "n_jobs = 2\n", "\n", "# You can also set `n_jobs` to the number of threads available:\n", "# from multiprocessing import cpu_count\n", "# n_jobs = cpu_count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "\n", "In MDAnalysis, most implemented analysis methods are based on `AnalysisBase`, which provides a generic API for users to write their own trajectory analysis. However, this framework only takes single-core power of the PC by iterating through the trajectory and running a frame-wise analysis. Below we aim to first explore some possible simple implementations of parallelism, including using multiprocessing and dask. We will also discuss the acceleration approaches that should be considered, ranging from your own multiple-core laptops/desktops to distributed clusters. \"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test files we will be working with here feature adenylate kinase (AdK), a phosopho-transferase enzyme. (Beckstein *et al.*, 2009). The trajectory has 4187 frames, which will take quite some time to run the analysis on with the conventional serial (single-core) approach.\n", "\n", "Note: downloading these datasets from MDAnalysisData may take some time." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [], "source": [ "adk = fetch_adk_equilibrium()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of frames: 4187\n", "Number of atoms: 3341\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/pbarletta/mambaforge/envs/guide/lib/python3.9/site-packages/MDAnalysis/coordinates/DCD.py:165: DeprecationWarning: DCDReader currently makes independent timesteps by copying self.ts while other readers update self.ts inplace. This behavior will be changed in 3.0 to be the same as other readers. Read more at https://github.com/MDAnalysis/mdanalysis/issues/3889 to learn if this change in behavior might affect you.\n", " warnings.warn(\"DCDReader currently makes independent timesteps\"\n" ] } ], "source": [ "u = mda.Universe(adk.topology, adk.trajectory)\n", "protein = u.select_atoms('protein')\n", "print(f\"Number of frames: {u.trajectory.n_frames}\")\n", "print(f\"Number of atoms: {u.atoms.n_atoms}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Radius of gyration\n", "For a detail description of this analysis, read [Writing your own trajectory](https://mdanalysis.org/UserGuide/examples/analysis/custom_trajectory_analysis.html).\n", "\n", "Here is a common form of single-frame method that we can normally see inside `AnalysisBase`. It may contain both some dynamic parts that changes along time either implicitly or explicitly (e.g. `AtomGroup`) and some static parts (e.g. a reference frame)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def radgyr(atomgroup, masses, total_mass=None):\n", " # coordinates change for each frame\n", " coordinates = atomgroup.positions\n", " center_of_mass = atomgroup.center_of_mass()\n", " \n", " # get squared distance from center\n", " ri_sq = (coordinates-center_of_mass)**2\n", " # sum the unweighted positions\n", " sq = np.sum(ri_sq, axis=1)\n", " sq_x = np.sum(ri_sq[:,[1,2]], axis=1) # sum over y and z\n", " sq_y = np.sum(ri_sq[:,[0,2]], axis=1) # sum over x and z\n", " sq_z = np.sum(ri_sq[:,[0,1]], axis=1) # sum over x and y\n", " \n", " # make into array\n", " sq_rs = np.array([sq, sq_x, sq_y, sq_z])\n", " \n", " # weight positions\n", " rog_sq = np.sum(masses*sq_rs, axis=1)/total_mass\n", " # square root and return\n", " return np.sqrt(rog_sq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Serial Analysis\n", "\n", "Below is the serial version of the analysis that we normally use." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "result = []\n", "for frame in u.trajectory:\n", " result.append(radgyr(atomgroup=protein,\n", " masses=protein.masses,\n", " total_mass=np.sum(protein.masses)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = np.asarray(result).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallelization in a simple per-frame fashion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Frame-wise form of the function\n", "\n", "The coordinates of the ``atomgroup`` analysed change with each frame of the trajectory. We need to explicitly point the analysis function to the frame that needs to be analysed with a ``frame_index``: `atomgroup.universe.trajectory[frame_index]` in order to update the positions (and any other dynamic per-frame information) appropriately. Therefore, the first step to making the ``radgyr`` function parallelisable is to add a ``frame_index`` argument." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def radgyr_per_frame(frame_index, atomgroup, masses, total_mass=None):\n", " \n", " # index the trajectory to set it to the frame_index frame\n", " atomgroup.universe.trajectory[frame_index]\n", " \n", " # coordinates change for each frame\n", " coordinates = atomgroup.positions\n", " center_of_mass = atomgroup.center_of_mass()\n", " \n", " # get squared distance from center\n", " ri_sq = (coordinates-center_of_mass)**2\n", " # sum the unweighted positions\n", " sq = np.sum(ri_sq, axis=1)\n", " sq_x = np.sum(ri_sq[:,[1,2]], axis=1) # sum over y and z\n", " sq_y = np.sum(ri_sq[:,[0,2]], axis=1) # sum over x and z\n", " sq_z = np.sum(ri_sq[:,[0,1]], axis=1) # sum over x and y\n", " \n", " # make into array\n", " sq_rs = np.array([sq, sq_x, sq_y, sq_z])\n", " \n", " # weight positions\n", " rog_sq = np.sum(masses*sq_rs, axis=1)/total_mass\n", " # square root and return\n", " return np.sqrt(rog_sq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parallelization with multiprocessing\n", "\n", "The native parallelisation module in Python is called [multiprocessing](https://docs.python.org/3/library/multiprocessing.html#module-multiprocessing). It contains useful tools to build a pool of working cores, map the function into different workers, and gather and order the results from all the workers.\n", "\n", "Below we use `Pool` from `multiprocessing` as a context manager. We can define how many cores (or workers) we want to use with `Pool(n_jobs)`. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import multiprocessing\n", "from multiprocessing import Pool\n", "from functools import partial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use `functools.partial` to create a new method by supplying every argument needed for `radgyr_per_frame` *except* `frame_index`. We can do this because the `atomgroup`, `masses` etc. will not change when we iterate the function over each frame, but the `frame_index` will. We create a list of jobs where we use the `worker_pool` to map each `frame_index` to each job." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "run_per_frame = partial(radgyr_per_frame, \n", " atomgroup=protein,\n", " masses=protein.masses,\n", " total_mass=np.sum(protein.masses))\n", "\n", "frame_values = np.arange(u.trajectory.n_frames)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "with Pool(n_jobs) as worker_pool:\n", " result = worker_pool.map(run_per_frame, frame_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `result` will be a list of arrays containing the result for each frame.\n", "Finally the results can be plotted along time." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = np.asarray(result).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parallelization with dask\n", "\n", "[Dask](https://docs.dask.org/en/latest/) is a flexible library for parallel computing in Python. It provides advanced parallelism for analytics and has been integrated or utilized in many scientific softwares. It can be scaled from one single computer to a cluster of computers inside a HPC center.\n", "\n", "Dask has a dynamic task scheduling system with synchronous (single-threaded), threaded, multiprocessing and distributed schedulers. The wrapping function in dask, `dask.delayed`, mimics for loops and wraps Python code into a Dask graph. This code can then be easily run in parallel, and visualized with `dask.visualize()` to examine if the task is well distributed. The code inside `dask.delayed` is not run immediately on execution, but pushed into a job queue waiting for submission. You can read more on [dask website](https://docs.dask.org/en/latest/delayed.html).\n", "\n", "\n", "Comaring to `multiprocssing`, the downside of `multiprocessing` is that it is mostly focused on single-machine multicore parallelism (without extra manager). It is hard to operate on multimachine conditions. Below are two simple examples to use Dask to achieve the same task as `multiprocessing` does.\n", "\n", "The API of `dask` is similar to `multiprocessing`. It also creates a pool of workers for your single machine with the given resources.\n", "\n", "Note: The threaded scheduler in Dask (similar to `threading` in Python) should not be used as it will mess up with the state (timestep) of the trajectory." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask\n", "import dask.multiprocessing\n", "dask.config.set(scheduler='processes')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below is how you can utilize `dask.distributed` module to build a local cluster.\n", "\n", "Note: this is not really needed for your laptop/desktop. Using dask.distributed may even slow down the performance, but it provides a diagnostic dashboard that can provide valuable insight on performance and progress.\n", "\n", "See limitations here: https://distributed.dask.org/en/latest/limitations.html" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "nbval-ignore-output" ] }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "
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" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dask.distributed import Client\n", "\n", "client = Client(n_workers=n_jobs)\n", "client" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we have to create a list of jobs and transform them with `dask.delayed()` so they can be processed by Dask." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "job_list = []\n", "for frame_index in range(u.trajectory.n_frames):\n", " job_list.append(dask.delayed(radgyr_per_frame(frame_index,\n", " atomgroup=protein,\n", " masses=protein.masses,\n", " total_mass=np.sum(protein.masses))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we simply use `dask.compute()` to get a list of ordered results." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "result = dask.compute(job_list)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = np.asarray(result).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the old `radgyr` function because `dask` is more flexible on the input arguments.\n", "\n", "Note: the associated timestamp of `protein` will change during the trajectory iteration, so the processes are always aware which timestep the trajectory is in and change the `protein` (e.g. its coordinates) accordingly." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "job_list = []\n", "for frame in u.trajectory:\n", " job_list.append(dask.delayed(radgyr(atomgroup=protein,\n", " masses=protein.masses,\n", " total_mass=np.sum(protein.masses))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we simply use `dask.compute()` to get a list of ordered results." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "result = dask.compute(job_list)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0XNN+6N7r8r2Rbj/Kwj7K9VQbmlL2zjscUmZovWIFNV1lcdVOkiTScwtRUCx9hesowsPD4enp6dI2qFu+9jNhtfNs2LLzi0WX3Xv9IV78cb/lc5aDbVt0Wutg7m62PWJQBZoyzKUHGXhm+m7LZ3sGvo6zDmLU4lM4G5cGgK4BULUByvDb/juuboJbk5ZbhLjUXNxIzrI5t2TJEoSEhNASRwLAgAED8Oqrr7LWt2zZMjz77LPw9/dHeHg4hg4dikePrEL7V199hcjISDx58sRyrHfv3mjbti2MRtNgT91yKiwsxLhx4xAREQEvLy9UqVIFM2bMsFxbWCzdmy27oBjxqbmWzzkF4idDFech5XdlDpd8gsPoxadxNyVHsM7xK89h+MIT9i9kKJcXG7nbdTo2FStPxtl3LwegCjRlmBUn79M+K2EUvPViEtadeYBpW65ajmkIAsfuPMHhW4/trv9pRskBQkkhkyRJ5BbluuQfdYDmm8xffvllGAwGbNq0yXLs8ePH2LJlC0aNGsV6TWFhIaZNm4YLFy7gn3/+wb179zBy5EjL+U8++QRVqlTB66+/DgCYN28eDh48iKVLl0KjsR06586di02bNmHNmjW4ceMGli1bhipVqgAwrayvJ2fh3mPhyYlKy2/24Pnv9iH2cQ5WnYxD/c//w/IT94UvVHEa+288QtNpu7D76kNR5e3pmWxDuNFIYtOFRBy69djuxJrU6vkWwC/NO4YpGy6J/s7OQrWhKUOQJEmbyDy09EGX6wW9+TALS4/dx7gXa6BCgBfvPRYevmdzzEiSGLLgOADgwtTOCPTxkNp0h3PrYRZWnYrH2+2rI8TPMVsES47FwstDCx+9Vtb17mqLlFechxYrWrjk3ieGnoCPhw8AIKeQW6Dx9vbG0KFDsWjRIrz88ssAgOXLl6NSpUpo37496zWjR4+2/F2tWjXMnTsXzZs3R3Z2Nvz8/KDVarFs2TLExMRg8uTJ+PnnnzF//nxER0ez1hcXF4eaNWuiTZs2IAiCVu5JtikFQbZEDYu5/OHbj/HpP5cBAJ9svIyhzStLqudpISWrAOfi0tChbgXatjgVo8JbdCMXnQIAvL7ktCjbGnu6+YO0PDxbhX6s2EFbjmz1kiRJiz79+pLT2Pt+O1QL9XNIG6SiamjKENcZqnidRpxA02PuISw9fl92llmq5qf9D/tw8l6qRU3+OLvALew5us89hIWH7+GDdRcdUn9KVgGm/nsFH667aOP1lZ5biIy8Iryx5DS2XEzkrIMarJCNpcdise/G0xuVuVBgT/+NN97Azp07kZBgcoFftGgRRo4ciRUrVsDPz8/y79AhkzH9uXPn0KdPH0RHR8Pf398i+MTFWTVl1apVww8//IBvv/0WvXr1wrBhwzjvP3LkSJw/fx61a9fG+PHjsXOncq6vzB7kBl3KLeky5yDGLD2DZce5tViujrFij/b0f6vP2xyjjuv2amap7xXbfDHszxN4/rt9tGPLT7jP1pOqoSlDMN9lDx39AFfupqKSwHhXEzNZz0vJdZKWW4SBfxwDAPRsFIEtF5MwtEVlfNOvoeg6HIH5O54rsQFSGqorZhEl0OC3O67jd4ptzK6rD9GzUWRJOfFGdxcfpOOzf68AAOcq8PYj+9TNXHjrvHFi6AmH1C3m3mJp0qQJGjdujCVLlqBLly64dOkSNm/ejKCgILRoYdUwVaxYETk5OejcuTM6d+6MZcuWITQ0FHFxcejSpQsKC+kJHQ8ePAitVovY2FgUFxdDp2MfNps2bYp79+5h+/bt2L17NwYOHIiOHTti3bp18r48FVWCEUVqSTLO3dceYgSHV2ehTON7rYZQxABbaUUs1dbFXi0v1aGBTUNz9M4Tm2PuhCrQlCG0jJeZ+dnAiOjbrlYovQKOvjBuBb/mhqsTbbmYBABYcSLO5QKNGUc5hFDdG6kaqd85DH1JkkRbxkqHj4eZBYJl7ImPwQdBEJZtH3fn9ddfx+zZs5GQkICOHTsiKioKAODvT3d1PXPmDB4/foyZM2daypw+fdqmvtWrV2PDhg3Yv38/Bg0ahGnTpuHLL7/kvH9AQAAGDRqEQYMG4aWXXkLXrl2RmpoKwL5tThsNjV21lQ3O3E+Fn6cHaofbujHzaSqKZEY299AqJNDYZUVjCzVSO3PMlwpVbha7NedOsra65VSGYHZi5rvNNAoOZ9rLcLyYQisapWw/vtx8Be+vueDQLarM/CLBrR05ULfrxexpG0n2AF5HbrMbVmtF9FSqzYB7WuM4nmHDhiEhIQELFiyg2cgwqVy5MvR6PX7++WfcvXsXmzZtwrRp02hlHjx4gLFjx+Lbb79FmzZtsHjxYsyYMQPHjx9nrXP27NlYtWoVrl+/jps3b2Lt2rUIDw9HUFCQkl8RgDSvGpIkcelBhsNdfp3Jo8x8DPj9GLrMOch6nu/9lxsewYPFEJzJjstJgmWU19BY34Wf996inbubko0+vxzGLpHGu9S3SqwGWW6YCkegCjSlFLNqlYpOICAM87Xj2oKSyq5r9meJNRpJLDoSi/VnHyD2Sa7wBTIhSaD1zL14kKbsPairLjGrOK4J6S6Hl4IYoZFaxn2GGOcSEBCAAQMGwM/PD3379uUsFxoaisWLF2Pt2rWoV68eZs6ciR9++MFyniRJjBw5Es2bN8e4ceMAAJ06dcK4cePwyiuvIDvb9nfy8/PDt99+i2effRbNmjVDbGwstm3bxuoRJRXm6yLl99197RF6/XIYPeYetrsd7kK8Hf1XrpIlS4RB91vLzgqWUXqxQR1v1p55gCfZVm3u/1afx4UHGZaggEJQxyWxz8mdNDTqllMp5N2V57D5gq1xKXPSY6o2cwvpAcls3Lhl9rSkdPZQ4WwYjSQWHY1Fk8pBaFrZGmGV2hIlA8xx8dk/l7FoVHOH1C1Gpc01WHAJQ1weG1LLlGb0Oo2gYTBgit47bNgwwYB3Q4YMwZAhQ2jHqAP67t27mZdg1qxZmDVrFmv5N954A2+88YZg++RAkiTNhkPsJEKSsBiix6U6bqHgbKhDxMPMfCw5FouhLdi9z5jICV+RqKBW15E2NAB9/DEHVRUL9cmMXnwKw1tG44221Uzn3Ely4UDV0JRC2IQZgD8QEhvM9zMrv1jUhMFEipvyvxcSMG3LVfT/7SijLc7tLPtupChqREsdJMUIZFyDKtd2FXVvnOtZUcs4S7Rxp0EuNTUVq1atwt69e/HOO+/YVRf190nKyEOCwho9qZCgC6xUNT/fT6BkQlp3gvq93lhyGr/uu4Phf1oN1/mEBjmPJCVL2IaN/V62N6MuNJVwIefTCEveDqIUj0vNxdfbrom6j7ugCjRliFf+pHuiCK0E2Aa7DWeFc5owyZQQypsrxDjJ8bcj6TjrAC2dgz3QBBo7Oj7XBEQ1Ok7kSJ7n7DA2hcVGXE/OwqNM8Ro6uxB4rE2bNsWbb76Jb7/9FrVr15Z9m6z8IlxOyEBKlinkQEpWAZ7kFKLQhSkXFh2JZQi14q5zlEBz7M4TVJm8FTO2XxMu7ACo3+vigwwAwF1K0EK+riBHCOfa8hXyAGUTAqhVKbHtzxxv7LFp4bvWUfFulEQVaEoZ8TxqY+ZEJzS/sXW2jDznGQ5SNRmuWkjOP3hXUnmSJHEtKdNGk0Vt/38i3Ny5Jhoxu20n7rK7Tjp7y+lhZj6KDEYkO0mgEXpFYmNjkZGRgUmTJtl1n/hU0/ZCUkYeXdBW8B01GI2SVudxqbmcNnK82giYfielMQfS/OOAbf+RIjDEp+bKys0ldAs+Lyc5PyNXdWOWnuG9TugnZo7BH627KDma9PUk21QgUniYmY/hC09g55Vk3ufKpaFxJy2tKtCUIpIz8m2CGvEisGRnDaPtxHfzECVVglgVutJI3aZbfiIO3X46hLeX0wcy6iBkXjHywfWcFx25x3rcz9Nq7sblCu5sgcZ9hjFlcYSmixqnyGAkcSUxE7ceZSG7oBhpLAb+bGi10htGkiSO302VfJ1cjtx+jCbTdmHbJWFvnzP3U/H8d/tstp/FIOSxxfeknLkNx3YvqraHeX716XgbTbsQ76ygGyJLdQv/YtMVHLr1GGOWnuEXaDhOutM4oAo0pQipQeGEXmu2zubMzl7kBhqaU7HSnulfJakfdl+jb1VN2XBJUj1cq5pHHHv11KCHWRxbfE5PneBOI5mCKPUYcwuLkZ5rElaooQ+owk16bhE+3iju3RGz5cQUap3Rr6jv8isLTyA9twhvL+f39knPLcSn/5gCRV7hCOjJxbozD0R5E3EhcQ0DQH7fYhtPaVtOLCsbobAS3X46hH/OJXCel7rl9IQiUPNdyaVRdCMFjSrQlCaUjp/iaoNBN+oHouFqs5QYH7/svYUJLCHMzWy/lIQ3lpymbf99uN6asoFLq0Q3GnUG0u+SV1iM5Ix8WQaG9nwnNgHSSJJ4nF0AA+N5aqhLATtuevtRNuJSc5Er4O5786Fpy+BaUiaG/XncktGeCUFrljj1v9Ia1zP3U/HTbnqsE+o9xA4pz3+3D9eSpAkyZiatZbfDE4scGxOmPCM2Jxfb86dWJUe4upaUyZoCgQ0xvwe1PXzbR5l57N/ZneLQqG7bpYjpW6UZ4AktKtjsNZRO3CYWaj9ypw7ChKvDS3lsP+y8yXt+bMnqdtbOG/iyTwOb81xu4Rrays8xru8kSeJOSg70Oo2sX+lWiWeZkSQRGSQ+rYHp5jJuCJPx8p2UbJTz1dOSr15OMG0NJqbnoVGlIMtxQuFlXr5Iz8HhC0/icXYBjtw+ypHegl1DQ4vuynhGSts3DPj9mM0xg5EUtd25/swDRAR6oVWN8jZaxrScQpAAyvnqFWmn0l5OzPryiwy0bWAqj7MLUL4kAS67UTAlZpWdv8+SY7F2XQ8Ix696lJmPcr56vLWM317IHVAFmqcY9lWrM+9P+ZvSlYqK3VigYXzOLSxGu+/3S86iLAYuY1sut3DqwOSoUD65hQbkFhYjtxAI9JafVZ267eJoHmWZjJcfZuZzZpMnSRJFBiP0Oi1dQ+NEHmfzuwZTJ1WxCRaV6s+xj3MswqjtPYRvcj05E++XaFbYhLUm03YBAG5M7wpPHXcYCPGaUB6jYIHm9omJZKmNXl9yRj7n4u/kvVR0bxgBAMgrtH3PhbacAOB0bCqerVKOt51D5h/HMQ4HAbZ7cUGN+8j2bPr/fhR5hQba1pS7om45lWGEOq6rbWjWU1zEqbft9cthRbfXrifLU20LcSclG9O2XJUdo0KIYg5NDJeGhrpKlmrsLJZSuUkp4rKEtDxcT84y2bxQJgG5iQwdAXVuGvnXKZvzbAsUpbSd7X/YzxltVsyYITYwXYZAILhjIpMj8k3kQu31YhGomPX1/Pkwmn+zh/3elL+/23Gd9zxXWz7fdIW3jQAEhRlA7JYTbdPJ5vyDtDxeYUa1oVGRjBzVsVDHZVscOPPdpOYXYd536bH7it1n9CLbwZ/KjWR5bo8n76XixD3HeZAUcazeijiEFWqsmqn/Cg+IrkTOeybrGpJEaq7wytJcJjkzn3YjZhgDZp8aOXIkevfpw98GRsuVEIBvPLR9Z9m6+8Gb7LnBlMSpWl2R5XZdfYiTHH1TzqKNKyUJG9QtJXOCXkYBy59cGhojKX/73/z1cgqKBbV+jObIEk7cSJ5RBZrSgpjYJkyEDC/ZOjZTcNp4TnqgPTkw76ukHY1QnJQucw7yxvehkpBmXWkSAGqF2Wb6dTRcg47TvZycjBxDYqY2S2hhwKfYyswvxuWEDNrk9sEXM/DhN3N5hZRkRmoQsdtFTIR+XrZvNu+ArYv/9ktJ6DrnIG4/si9+iRlnRpCdtuWq6LID/7C19wHkTcBSvKo0Aho+jYgtJ5IksZHHk4kP87je5KtdyC8S1jASAjY0QqgaGhXJ/H1UusZCyOBMaMspv8jAGdlXaZgtUbKTiKlKTOwYgB4tkyAca8AsNayMs1M5OTVekJO2fkiS+xdNyjAJs1R7KYPOGwGBgZZzbCiVBFYIsVrcscvP4npylmJ921mB1QqLjXiQZv9WtFB77e3TQgsL6hYPV0ZrkgR2yFjEmq8FxG+X0r2cpN9v5ck4pwZk5UMVaEoBM7ZfE7VfykRIZWk0Aufj02nHqC+0M0Nd22QTVnCQFFOVWDW0t4d1f50A4dBJ3RHySezjHOQ4wIDZ0YhRncfGxoIgCNo/Tw8tXnu5J2v5+Nh7eG/0ULzQpBZa1q6EoT1exNFD+y3n792+iSrh5bBt41rLsd3bN6NZjXBcunQJJEniswlv43+vDbOcX7duHRo2bAhvb2+0bVgNY4b0RW6ucORXMe87V8A08wQstbteSsjgjYGTnJGPKpO3ovPsA7z1OFJDYzCSOB2bivwiA+buuSV8gQgcPaydik3FmCWnOe2GqPIOlz3cjYdZsseWnEJp/Zu6EJIrzH0iMpaSo1G9nJzE30djseNyMv4c8Sx8Ge5+JEnivyvJqB8ZiKhyPjbXsoUXF4OQgG4kSfT99QjtGFWIcWpIaxuBRtxl2y8lYfbum5jRvxGeiQ4WvoADsQJNRKCXJWdMdkEx9t1QJhcUG1K3kNiEQqo6+WpiJrrPPYTyfnqc/rSThHpJkHmmwdlYUAyU/G0wFgElwpExV6S7bcm1pFEHY67weorw9gZBEKImoaioKCQlWW0WkpOT0bFjRzRt0cr6XWAVFHNzs9HmxU4Y98En0Ht5YfPalXh35GDsPHoWQWERqFqjFj6fNgPffDoJMc1aQKfzwFcfvof3Jn+Ohg0bIpcxcSQlJWHIkCH47rvv0LdvX5y9nYizJ4+JepnPMRYWcpAzGa04EYcPOtdGMIu79PiV5wAANx/y248oKSAwq/pl723M3n0TnetVwKUEcVpUwXs4eFj7oySdCpfnI7VXc2loTMhraNc5h/BBF/G5zKgu9AUitqjYEGus7WhUgcZJmK3WFx+NxTsv1KCd23E52RJ7hD3+hDxC/PgnGTaDVmoYduca+9FvJtYN2vzcBvzOFbtDHGIFGqo9zlcS9vPlINUkZulx+rbkjztvYhJlYNt9zWSE/ThbmvslmZeHG02fsXw2O2sXUv6+IbIuc/kikdfUPnsGhI+tkM+GVqtFeHg4ACA/Px99+/ZFi5YtMXbiZGuhEonGYCRRu15D1K7X0HJq3IefYu9/W7Hnv60YMPx1AMDI19/Etu3b8Ml7b8FDr0fdhjEY9tpbpqoYr0xSUhKKi4vRv39/eAdXQE2PYNSsW19U2xMYWyn3Hueganlf2jFBG5qS9ngEH4bO7wbyHrwKkHTX+r+Pxtpcx7Ul9iRHnPHyubg0dK4fLqqsVP48bBIOdlIcCOzFWZ6cXNtj1N+xgCdGkT3N/P4/sT3SFIrBDL+AxU1mfhF+2XsLfWIqsi7KnYW65eRk2CZqR3nKhHAEqdLoH4LQsa926FE/XbfltOpUvNPuDYiL25KckU/r/I5HmkSzizHo/7Lvth21uRdS38XXXnsNWVlZWLp0OTQaDVrWroSWtSshIMAfb775Jq4kZiA3Nwezv56Kfi+2RJv60WhZuxLu3b6JxAd0Q/gvf/gFt65fwbVLFzBt1q+ciQ8bN26MDh06oGHDhhg+bDDWr/gbmenpotrLDEzHts2TxJFlnYlX+Bbo/G7BI+ikzTkx7sBmxGoIhRI0MpHyWzoi0KfQ7ZUa9rg0ZtStw883Xea83lmClxK+BEUGEj/svIn+v0vPy6UkqobGyUh5R/OLDLK8mzaee4C5e26jQ50wm3OELgO+1WcDALKuzbQ5Tx1X2caSdrVCMf/VZ1D70x2S2jRn900MaFoJ1UN9cSfF1qbA1YbyYgbOljPY4044Cj5DU0eQX2TAxnMJaOBPl+4Ib2/UPmuatLILihD7mN8jrHa4Pzy07Gslc3ReH70O1UJ9Wcsw7w1Iez+mT5+OHTt24OTJk/D39wdyMrFmx0EAQPUwPxRrPUECmD19Ko4e2IuJn05D5SpV4enljUlvjUBREV2DdfPqZeTl5oLQaPAk5RHCwk1B09IZMVO0Wi127dqFo0ePYvn6zVi5aD5+/m46lm3ajUqVo3nbzBRoigwk1pyWJtQzxxZCY5+hpr1ec8wtTzOtZu7luYb+2RFaYiGBSilvQc6YOpTqLydwx8hyRdB2e2/pqJhcYlEFGicjZZ97+tarWHY8TvI9zN4Lf5YkUqSi8eRX3fJlggWAhSOehY5jsuJjzu5bWHkyjmZUaw4PDjjZXocFV+e1YqNRpUBF6+Map/OLDPhuxw1cTsxAwuMMfPlCGGrSriMs2z4aTRHgzf+sUoo0qOTPoXb2NgkLhF4HjcitJMB2oissNkKvs30P169fj6+++grbt29H9erVUVii0q9ctZrp9l4eFrfpsyePoffLQ9Ghm8loODcnG4kP4mh2ZGlpT/DZxHfw+rvv43HKQ0wZPwartu1HYXEA65YMQRBo3bo1gqs2xBvvfYCuLRth744teHXMO7zfT8vy43y47iJLSVvMK37m2EJ42Kf5ZYt1w0VSRh4iAumpLH7ddxs+eh2qlPdhlOXWNDG/g739Mrug2CZFgbMEhUyOJLJLjsVi4LNRgtcfuJmidJNYIWiLWPcbB6WgCjRuzL/nEp1+T+rL/TOLV4E9q5eHmQWIKmcd9Ho2irD87epu5CzXWikE+SiT18YM11bJp/9cxrozpm2Wiv5au38LpZ+kkSSRxgiO9yAtF9VC/QCY9v0z8oqQcPcGXn31VXz00UeoX78+kpOTUVhsREZaAQKDTQbj1BgwUVWqYc+OzWjXqSsIAvj1+29sNHUfTRiP8MiKeGP8JBQVFWJwt/aYNf0zfDFzlk07T5w4gT179qBz585IJ71x/swppKU+RrWatQS/o5hcSFxweTnpg0+iILm/8PUsP1iyyO0tM2yeTtScZV/2FmdLxKyGz8ZEDA0+/w8/DY5Bn5iKlmNCXkCOntT5tDKugLoF5qJUfoqh2tA4mRN3raumPw/dxaqTthqYC/HpGLfiLLJc4F5LnfP+ZonWa682lhq4zN4IlUqSklWAhYfvIdWN8pWYt20cHYPFLMy4K2yqe2qMjXspOUhMz8Oug8eQm5uL6dOnIyIiAhEREYiOqoiJY4az1vvB598gIDAII/p2wfhRQ9Cq3Yuo26CR5fzmdauwZ9d/+PqnedDpdPD29sGMufOxYdVS7Nllu+Xq4+uHgwcPonv37ujx/DP45fuv8f5n09DmBWGPMntin5izViup5cyTmGtL6NZibXccYTPz3qrzlr/n7L6JNwVsftaeeYD/rToHo5FEXqEBI/6ytUUqrSw5FmsJlmo0krienEl791ytKbcXVUPjZM7Hp+PM/VSEB3pbsmePeI6+v96H4UotBeHOJxD0qUTKOHqHPWQ61ypfLJyRMWUM6GfupwmWEdtB5+w2aaN2XknG6jefk9wWR+BRsmrnilVRmskpLEZhsREGoxHFRhL+XtyJLtm0Z9RD+cWmybdrv8GYNO5NWrnCYgOuc6S2qBhVGX+u3kQ7NnjkG5a/e700GKNHjaDZBdRrFIPTd6zbttNm/2b52z+8CnbsMAk6VxMzJeXT4srbJYaP1l9C5XK+qF8xQHYd9rLoSCw+6FIbWg3h1MjBYrmbko1qoX6Wfi7EP+cT0SemIm49ylJ866dOuCm6eNwTcdHJleJBWq4lJcrKk/EI8/e0Sc3gjr+dFFQNjRNgusKdjk1DNsf+qr0Idj6B99Ws+R664IQyDWLAGaxPRj+KfSwcsEzq92B6nD3KzHe5odue68q4rDoiI7g9xKfl4tajbNx7nIOCYm6NAJsMzSansr1C9g7PUjQG9jxfe4NY7ricpGx0bYmV/XXkHnrMPYSGFe2z+8ouKHaIloA1p5IAmflFtBgtSnE3JQeXHmRgxCLnan4y86zf5eS9VNZnUsrlGVWgcQazd92kfWaGzHfdS2R74wvxygSv4sJAWbVS927lPAIhZdGZ+2myIiybyS8yoPk3e9Ds690uia5rfibjVpyzPUeS2HE5WXQOquSMfPy+35rXJ7/IIEu9LyaGjVgdHtU+Io/HHZ49Qq64ttv7u/FlGWbDYCSRmVckOdu5vQKNkQRAAoReujZBqfQddx/n2L0l3e2nQ7QtIqWQE1+lyEDaLSRGBnrZHCs0GNHrl8O4J2JB5mxK+5aTKtA4AWbAM0eHzBePbSMuJWRgr0IaATaoKk17Bz/mJMBc5b88z76YCFR7mh933uQp6Rj43pH/rjzEW8vO4Pnv9omqawMjyWidz3ag2sfbeO5NIr/IYDPAiUqsKPJ3pdoGPcyUpgUT23+UyP0jhQdpuYh9In2i+uwf7ngkYjCQJEiQ0Hiky64jr9CAKpO3osrkrZIFOSXZdEF5ZwixeY2orDkVbwnsJ5c6Ea7bBpSDuuWkIghzfCcI+oBs7wqpY13beDPiWsN+322X5CVFEwPnjpPER7Dv+iMbt9YvNlkj9xqNpN2aL6rAdfFBun2VycBgNOLwLXZbpl8pQfP2XHuI4wKaqO92sEcO5co38ygzHzcfZuGRgtttfKs/Ps8S+foZ5yM3SZ+9yf1I0vS+e0WulF3HhNXnLX//uFN8pFkqSs2Hd1L40y1IRY428mRsqqhs1bz3dY+Vq2hKuTyjGgU7A7Z4BHTLcvl1v9KyMro1iMDuazJyChEk68wgN/y1GLhU8VKFureW2XoqbLuUhBn9TaHsl52Qnp2cyoazD2g5bFzh1j13720At1nPUfPavPb3adn3YAY5Mw1oJNJzC0F4eOJhZj4qBNiqzeUge/Un0oaGDQ1BuP2kosQkYjQCh26lQKOTb2hKze6cUyAvIrZSWxYdfjyA9WOVM85XKlieVNz81bPB3fuKEKpA4yLoGhpl6hEHtWOzCxeOzLLNteKR+j3YylM744oT0gMSUpm45gK97lK6dOGK1spFer7RZDtQbBJo5KD01MGuoRH3e2g1BIxO8hKT/A4bimEwGpFTaP8CwkCSeG/VefjXlXExS7vlCp9KTohbLyqoKXZR3o/SJiCU9i0nVaBxAcwJhvrO334kPjqnj16Lt9pVR5xIw1Bb2F9eR8c9MbPw8D34e+nQrlYo/jxkG9WYD7aBgnrIno7JtspM4wpj7uYUG0nsuCzewyOvmMSeu9noqdciuBxA6PTIz7cGWSOLhW0rCgtI5Ofb7mYXG4yc1xuNGtp96PUVsl5nLm85RxA2dXgTBhQWO+e3k/TGkSTyMtNwMTkfWYX2TyJKz5tytbQSbaGdBrthuQqTWbucbyuoJKpA4wIIMAcg6wcpWWUvft4ZOq1GvkDDseV0Li5dXn0ymLP7lujYEFTYBRrrMXu2iPazuL7LFxpdi5Ek8e5KWy8pPjZcMxm1dqhmgIeWgD7f6sr+SISR7SMA+cHeNscNRhKPOCLQ6jQENDnsW1t5hQZWI1V9njetTQQBeOTS75uZV8QZgt61kEjLLcaqy1mK2APZs6Ny/F4qFhykG7/eeiTPhsVdNRIu2nFyq+chNVhiacQtBJoZM2Zgw4YNuH79Ory9vdGqVSt8++23qF27tqUMSZL48ssvMX/+fKSlpaFFixb49ddfUb++uJDa7gTTbTslyzpYSwmwJSenEh325ZQYQ1APLWET8G3Ec9G4+zgHhzgMWSW3zkhCwxESnk0BYz5WZDDiLksCTLGMWnRK9rXuxnIZucBIAOuv5WDrrVyU89bgi171cONhNl5vUxWvb7DNAs3Gnvfb2xx7klOAN/85xlp+WItoPBdTlfXc/huPMG3fVZvj5nu8vmE/AJNQ9N+EdgCAf84l4Oz9NFQM9saa085PISKEwQg8zjWgWKH5zp55c7xEgZePmxLyPwnBlitLLv+cS8BrbdjfL0di/l3e71QLP7pY+7Hlovv1A6VxC4HmwIEDeOedd9CsWTMUFxfjk08+QefOnXH16lX4+poy8n733XeYNWsWFi9ejFq1amH69Ono1KkTbty4YcqoW4ogQDe6e5hpXbWKtV/5oEtt4UJC7dDmgjSKTxBIpVmVcjh6x+pZ82a7apjUuTYMRhL7bzzCW8vO2t2+7ZeT0YOS70kIs1Zm9SlpWYodRfMq5XAyVjhB4KJRzTBv/x2boH5y8Ag6CY3XAxQk9wWgwVdbbAUBseQXk0jMMmDMiksAgHqVQpCQJW6V5+Vlq23RFoDz+iB/X9ZrAKCY0LFeZy5vPqfTEJZjk/+9DsCUAPVxdtlfma4/6x7pK5Q0wfj3vHITcFJGPgb9wS5MOxKzhqZKeeHM8o7GUcFc3Qm3cNvesWMHRo4cifr166Nx48ZYtGgR4uLicOaMyZOFJEnMmTMHn3zyCfr3748GDRrg77//Rm5uLlasWMFaZ0FBATIzM2n/3AWCIPDtjuuWz1SPFTHGp6c/7Yh3Xqgh+b4tqpajffassFVyHWbmDI6hfW5ZNQQeWg28PLTo2iACX/drILtuM1K3eQqLjUjJKuB0RXYqRCFIQngiPfdZJ7xQOwzl/eUZ4DLxitgAffBJ6PzlCzJcPM62b8XMtw0oJ3QB09aJbTGQXVA6bZ9UuKkrM7bLHTu0tnIxv6LO2PJ6vmZ53vNr3TxnmxK4hUDDJCPDNMGXK2eagO/du4fk5GR07tzZUsbT0xPt2rXD0aPswdNmzJiBwMBAy7+oKOF07c6CIEw5ndgQY/tR3k/e5BfMyN6slRFV1EyYP2M1TTA/umbTetXJOJftlwOAr14LaHLhX2cq7um/Eiwf7Gv6TSZ3raNsQzRuINQx4BPW5azsB88/Xuojm6pIJ8DLMRsLGs9EeIb/A0Kr3LaZ+fV0htv4L0OaYliLyg6/jzvjdgINSZKYOHEi2rRpgwYNTKv85GST+16FChVoZStUqGA5x2TKlCnIyMiw/IuPd802xLLj0uKhONI9mCAAULUGhHL3YnZYJfqvHE8Lb73W/hvbgV6ngc7XlGKgQCPeu6icr164kAQcMXzaKzvwep5xVH741mPW1A+AKe8WNT+NhGpVSjFK/6Sf9awHAPCtNhf64OPwilivWN1mzSMBoFmVYLvqEhojAn080K9JRbvuUdpxO4Fm3LhxuHjxIlautI14aevuzB1jw9PTEwEBAbR/ruBTlpDm15K4t7/kuBuLnbwIAvAM3UU5Yp+PZZCPVXhg2u4qMaHO2nUTBcUGPMrKx5HbjzFlwyWcEIiIqyEIl7poMg21zZl1nY6CwqqZDecSZF2XkVuEr7depW2tMuFq7SsL+ZOLEgIjmCrPlMEnoPBXqhtB76MaL2Xi3zSqFAgjCRAeqdiSMB8hgfZ5SorRRkqJOVUWcQujYDPvvvsuNm3ahIMHD6JSpUqW4+Hh4QBMmpqICKuR6KNHj2y0NqWBlSe5tUVCRsGLRjaTfd/hLavg0GHKvQn5As3jvMdA9BfwTGuAguR+DtHQAMDUf65g9Wlrm1eejEPszB6c5QnCVrhyJuV89EijjFs7/tcWVSabbJXYPMPMlIZx6KRIo+WKQXTX6Wlbr2KdwP49UzM5dtkZ5PAkrDTjqgiwpQZNHiDT8N9dUSqZJqVCVC3vC2V8M61UDPLGw8x8+FT+EwcfpsKfOAVgrOz6xKx1nTH2+Xvq8MPAxnhzqW20dlfjFhoakiQxbtw4bNiwAXv37kXVqnT3uqpVqyI8PBy7dlm1C4WFhThw4ABatWrl7OY6FKG4BS/UkZK3ic6z0UGMI/IHhlXXV8GAHOiDTSto5ryi1EqBKsyYoWaNZkKwNcaJRIdwTx6f9+IOMVCWAn8VGox4f80F7LhsWuleSRQ2yKe+iflFBmy/nIyDLPGAbK5T95R4ITRlzyjaEZHM17ypXJoFKkYS0OhNC4Es0r50LGK091onSDTfv9wIXeqHw0PrfmOWWwg077zzDpYtW4YVK1bA398fycnJSE5ORl6eOWAWgf/973/45ptvsHHjRly+fBkjR46Ej48Phg4d6uLWK8uSY+Jf+rMPz+Jk0knMv/4FPIKPCF9gkyVTvoZGQ9H1a33u2kzIjnzVqR5iTAhm5k8nE+yjx/CW0aznyvt58mqXlMUxz8DLQ3jISMkqwPqzDyz5tvi2WM1Qx2op8qgqzjx9SInVJQYSQCjNy1CZ+kn2uKWyEWMf6AyNpdBi9ZaCsYik4hZbTr///jsAoH379rTjixYtwsiRIwEAH374IfLy8vD2229bAuvt3Lmz1MWgUYoiYxFG7Bhh+ewVDhSltea/yGail9bddk1oa/mbKtDoAs5DQ9AFS1fu5ToyF5UQGg2B56qHYJ0ED8m84jwAyhoFOwp7sw9zQdW0SJFHb8uMaFt6IE2G/KTtUE14pIIgimAs5Nt2L3sinxLJc/Uh+6ELuIDc+2/AU+eYdX1OYTEuxKfLy6/FgpgR1RkCjfkeEYHerKE1Yp/komYF18zLbiHQiDV2+uKLL/DFF184vkGlgGKj9CBJJEMjQ0gc7KgvqZagrBYIo01EX1eJMwTh2gRrfBpftrHmwwMfYnvsdjQIaQhgmMPa5e7QkrVK+Pn6/8YetqGs4F3pb2h9byH79seAgR6cza/GdwCArJuf2ZyzUvYEGmb4CTl4hu0AAOhDDuGZ6Jfsro8NpSKmA4Au4ByKfPOBLPatse4NTXamGifsuZiHsYUjnkWn2QdtzrtyG9gttpzKIiRJYsyS0w6tXyo2dhoKbTmB1NgIMM7oWFy4UkPDTGtBRcsi0WyP3Q4AuPzkksItYW9DFR4bH1difmYP0nIxXMCziY8qk7eiC3WQdZv53ACPoJMgPKRNcjr/6yA0Bnj4c78fGo907goc4O3mar4d0EixugjC4BaeQV3q8zu3eFdcjeKgf6HRP2I9P7FTLQDsY4zSmG9Rs4I/5r3yjM15V75xqkDjIFKyCiQlmhTDitdbCJRgF1C0vjfhVelvPMpjdgb5Ag1NQ8MQZ+6k38Gtgg2ARrlcLGIhCMLhGho/T27FJtuAMrhZFBpUDEDbWqEAgPJ+rtte+nt0c5fdmw/zT/bhuos4fT/NrrpuUPbwC52UOV4Ij3JH4BWxAX41fgAAfN6rnpPuXPYEmsoCQrm0Od09nk+gt4e4glr2gJk1wkzac2cIZ+a1NEmSrEbIrrTTVwUaB+GI37RxVBClfts7aDzZ4yf4VP4LHv7XMO34NPoJmau3/OJ8zDk7x3qA1NBa0/ffvlh6YwGGdlVa6yDMvZQcFBuFJ7HlgsKhPNiSac4c0Ahb3n0e+pK9+iWjW6BltXJYP5bhoUc4XgDkE8YchdDqEwBmbr+OPw7cQTJHNm53Zlpf4TQfWp97tM+jWiuYKJG3G7vHhO1M7nzdXXRZfcghnH903nGNEYM2B7cKN4LwsD+XmxJOTvqQfdCH7MG3AxqynicBfH70c3Rd3xV5xWzpJNQtJxURUA2+2Lec+N/m5GymwCPtxTOSJkFhd9xuGEhqjBD2+97NvCapfiX468g9URoax6xjSFEq33qRAVg15jk8E02PHOoZvlm5pnAIq8zAf4ObOT4lyMNMcYLajO3Xcfcxf74dQpcOwL2STT7L+B2peHloMKBpJUQFW2PzyFpEEyQIbTbq1z0PQsswhHbCjsk7L1R3/E0Ugm1Rwcfw7cPtvue8V5rKvtY7cg1uF62HT/Q8m3Ma/UN4hm+wfOayeyRJklNjIgVCmwXPsP/gGbYLvWLYc0ORJIkNtzYgMScRu+N2sJy3qwl2oQo0DsLRYwy7nQb/XY02W0zi3zyviLXour4rsguz8fGhjxnVEFhxey6+Oiacu8gZsAk0hC4dHuUOApoSDYDiP5AR3tF/4GDWTNmBv3S+txRuky16hkBDEMC7L0pPdCoFrrxlUtF634NfzZnwjl6gSH1KwSegrHnzOfw4sDHqhFsjlct99bwqLUMcVsG70lIJjVNmdomJsi9sv1KEMpK4VnWDLNYA0LVBBK9gy4fWxxRXS+NhG97Ap+qv0AeftClLjwFDYuzusRi8dTBIO6O/EzprG4pJdscT6hu178nvAFHEed7ZyBJoSJLE/v37MW3aNLz22msYMmQIxo8fj0WLFrksZ5Lb4QCJRk9xL2SdNEn+n9NGqyNhsPMIOoOknCT03NjT9t6EAbsT1mPtzbXYE7eHdmrBq8+KvodSsA2+PlV+g1eFbfAK/xeAfYHs2LRjhEc6dD6xSCo8h0JDoax6CcLxQdB0jGBYxQYSb7UrHatvj5IgjjqfWNc2hAGfq2yjSkGmPyhFOtcLl3Uf8/fW+tyH2GlDqicjFwYR27jOYPWYlq5uglMhNPSxxDNsFxaNbIbDH71IOUriSOIRXH1yFQk59gXvIyg2OgajgVUzxxz+PILpnobXRcSdchSSBJq8vDx88803iIqKQrdu3bB161akp6dDq9Xi9u3b+Pzzz1G1alV0794dx48fd1Sbn1rM6sSTSSex+PJim/OkwCRN3yYyXQGYpH7vyvM5LeipPMlny6Vkve//9v2PdqZTPeenpijna2tgZ179aH1vmj47UIUm122R0NmX64XRCtajOsYX79EoAr4OtKv5cvMV5SojpIcqcAZc71LfmEjW49++JMdLR65gooxA82Id+f24YcVARdoAANVC/Wif03OtE35MVBDWj5UX8fdRrvDYB6IQWr+rNhoJy2mZY4peKy2h7gt1wlAhwAsv1DY5GQT7Wq/XaexNzmt9XwykgSPdAv2gRkcPpDd372072yAfSQJNrVq1cPbsWcybNw+ZmZk4fvw41q9fj2XLlmHbtm2Ii4vDnTt38Pzzz2PQoEFYsMC9VMNOxYF6t9d2voYFl2yfrT7oJEtpK/FZdO0ZUaKh8YleAJ3vXXhJUWXTcK+dSz55gihxVVfSG+DV56Kx7i2rga/Z1ggAfj//Oxr+3RAXUi4odj9x2D6E/ZPam+I59aqHZ6ODseHtVmhX4nnlKBYdiVWsLsJNBRoudSzJ8UG0Rwt3bSyfHceAppVo2mGptKhajvPc0ckvcp4TQ1quVbjoVK8Cnonmvhcf4/aMs/yt8WBPouoVsR4+UUvgFb5R1j0AQOd/EXy/3Tf92A1x2fjh5cYY90INrBhj1YJ7MAQaQpsNz/CN0HiJTCxLeZXf2/seruVssyliO766j+G5pLd0+/btWLduHXr27AkPD/ZOGR0djSlTpuDWrVs2kX+fJlzxE+tDDkm+JsDLujrX6NhVhYKaG5J9VRCbGYuXNr0EHTWGhiYfPlXnQh+yV3JbxcL37AltHrwiV4K0w7B0cPPKtM91wgNQMci6l0/de/7twm8AgFe2vYKXN7+Mlddts8jT2qezz2WZD5+S0OkjW1fFurGt0LRysFvE4BCNxj0FGi4NjfOMI/kkePsbYe8rwnd9ZJA3Fo5w/rY0k2upwg4MHoGmRYlH0FnW82K2sb0rrYDW9wbn+aEtKnOeYxLi54lJXWojMshqV6RlCDSeERugDz4B36o/i6zV+r5cfHwRZ7IX2ZTILeaPzj2qdRWR91IeSQJNgwbC7okAcOrUKej1etSsWVNWo8oCQkkm3QX6ysu2Q/aNiURQjV956yANXqzHc4pycCPtBrwrLbfeL/gYtF6J8AzbKau9YhB69B6BF3A42XblIYZuDcLxUdc6tGPJGXm0wcxgZBeWrqdexzcnvuGtX+d3A94e9qqN2eETXqghAdwWhW2MTCt6LkNO8QIvlw2Ne4wA9reCvT+R8Kq4FJ4V/hW8nulZZ6ZSsDdS81PRvja7N40QhC7N1uPLhdSvGCBcCIDWm54XhWmT+HxNac+DGjVeS9CftZYjlIcU+jepiF+GNrF8Tsnnz+viitAQZhTbK3j06BFmzZqFBg0aoGXLp8twiw0lYru90lK8tC4XI5devIR3O9REEcnvdkuSElToTsj+K8bLaPHNH2TVPXtQjI36fcAzlWifbW2VxPNF73p4tooSHiW2z4DXpVOmAP4y47s7EqW3nAiw2ztpfe7Ar/YX8Ag+JqoeToGGWjdLEXu2ccQLKiRAFMGzwmaLh4wSaDyT4BFwBfpyjGekyYNH8FEQWqtdBdNuy8yvo8LQbnU7vLn7TRkNyIVfzW/hV2s6NJ7J8I5ahJTCO/j39r8YuHlgiXs/17Xy4j2RRv5xblLn2rLqLSbphr+zB8VgZKsq4q+nCDQaB0SGnjUoBj0bWe3BbJ1CmO0ppXFoDAYD/v33X/Tt2xdRUVFYsGAB+vbti9OnHRfyv7Tw4Tpbm4k2NaRJ3tHllHBJ5PdOoLo4sw3MSiU7W/oaW4RahnGZV5wig64jIwWzCQU+eh2tk4vNsxWXGWdzTKMBarMmdjPCO2oR9KG2cR/EwifPyH1k37/cmNdGQlGUFmg4nodnhU0gNEUWjzivyJXwjloELiGCqx6+tUKRoQhnPu0gobXyjYL1IfuhL3cEPjLd3VkXCBxpU7wi18IrfBO8K/9lOcamrR7duio23l4HADiRJD3VhcYzxfK3d+UF0PndwMbkj/DpkU9xLfUaPCtYYzptebcN6oRT+5TMZykg0Ph66tBAlJaGf0wt7+eJL3rXxwddxAlI1C3u7fe30M5FBrFrz7kRejak4IKt2IXRuUUJNCkpKZgyZQq+//57FBUV4fLly3j//fcRGRmJMWPGICoqCkajEevXr8f06dPRpEkT4UrLOEdu23oDSQ34FFM5yK42EB6p8KvFHxvGSJnJ2LxdxDVZeICwCkbWslqfu9SWwLfqb/CJXgBCyx9cTYjCYsd1KLbAeToNQTMEFqOhIUkSPTb2sDl+J/0OxrSrZntfnzvQ+d2AZ/n90hpMgW+P354tUmetxwiFbWi4nwd1y88Aj8AL0PndAOHB5uHHA8eDKTAUoP2a9hi9a5ho9XyDKE/hQmwQJDSeIjx4FMLD/yoAQOuVZDnGFJZbVC2Hqb3q2aXJjAi0pg/R6EzjhZGyTUgwNMG9Gls1DKNayYvSLORFCgAeHNtr9Iqo9XC/001Ejv/UBdTiqwsAjdVbUlSgPaIA+vK7OCPNU/GqtBR/3JrIOEr/gd943nb8chaiBJqhQ4ciN9f0kCpWrIiWLVsiMTERf/31FxITE/Hzz2INjp5upLoK2xv1UR9yEISWP5Q8c7uEiTgNjZhs6SzHNOxt8/ctkLyPTMWRKk82oVSv09BWsVThhguuMqtvrIanjs2Ghh5ISxAW1TPfVpzcR5ackwySZ1BWFNkaGgM8go/aDNgaDceT5IrnJFGdz/W8rz65iszCTFxPvU6fIrU58Ch3EIQuE0E+dG3A7aL1tM99m7C7hJMsBvoeAXamIBH82vwFmMKyeSwQ00+4mDFAnD0nYBrDqONYt4by4gCJ4dsBjRAeIKQVofzqPAmCue276DBt9pjCnBCeoTvhGboHvtXmQOi3NAusfIQJfn/HIUqguX79OoYNG4bRo0cjNTUVY8aMwVdffYUePXpAK9GH/mmAbV9+7VvPSQ7lZnfmVAEVKQBM7laH97yYJkSVE36BzathjY7dJZLakb4b0BBLJCRRZOZlEqvyNLlQ2q/N8fXU0Qbnldf4PZkAfuGC7ZnT7JQI9pWtUC4YPqNgowyJRut9D53WdUKK30+Sr5UFx/cWwiPoFLzCN5UM2Fa8PXTsmimeAJUr3xBvHygmFl2lctZEi96Rq+BVYRuqN1yJM5924r3uO85YNo5z7/6mX0NAkwuNF9MolP8eNvE8QWDOmTnYdGeTrHbkFuVib7z4rVeCAKiKE/nBBoUHw1oV/HH4oxckVEl/SX49/yse5piSGrMvbGwpMnILMGI8rzTeFJduluL2CJ7ORpRA8+mnn6Jfv35o164dZs6cidjYWDRo0AAtWrTAL7/8gpSUFOFKniLYMvw2q1JOsj2KvfIMSfKrswfUHAAvikdNdpGtx4CYNuf77hYsY1ZscLk8UqlZwV+0O/HrbaqiZbUQ2rEig7gBy7vSCngEnRJVlsmqMS3Rv0lFnP3MNPFQhVjbrOa28AXfY3vmtEGYYI9ErPPjdz3li39SUCxeWPAIOgmt31VL5N4nxdxuqLYYaQaj0pA3EWm82b0ynq0fi1jf923stkjasEi/53PVQ/D7MHreHq6fspDMwM20mzbHqb/9qI55aFjJtJ2k8zOlvniYf89u7SzlborVMLRFZVRu9DN8q/5CD8UgdD3jAfVvWhELLy+U3Z6vjn+F9bfWCxcswUiStD4lb1wlodHxe1SZv6fwb0fV0ND73bwL8zBu7zhIgStFASDOQYK+BWZbfvMd/hxzw1pUxmglk63agSiB5s0338SNGzdw7tw5TJo0CRs2bMCDBw8wePBgLFiwAJGRkTAajdi1axeysuQOVmUHrpWZ1Jgf1E74JotdhTD89/PX2xqfLh5ThRZt0xy7hI+sQuHfXNh+yNqRpETajakcZDOAmLNth/jq2S6hISQEcNGyWghmDYpBuZJ75BukZYnm1dAwPs/s3xDPND1gPa/hSq3APRG3r80fQK9ApN0RoU+BV8QG+EQtoR0X65HnVXEl/Gp9bYnYLA1ltxK/Of0pjESuyeCXKDTFByGK6Roalte2W8MIdKgTRmkVe7tOke9hwKYBiM2IxfW066xlpp1+H1F1NrCe44P7/ZGf3oSPc4/O4e8rfyOtwBQnybP8AcpZ8RqaDW+3wksC29x6rQa+POPO1rtbBdtL/eGMRrqQISfXmsbzIe/5uMw4tF/THn9d/kvSOE+waIivp7K/K1xwhYkQD79Ac/YR/yJUpyVkBotUHtFeTn5+frRgeqGhoZgwYQIuXLiA48ePY+zYsZg2bRrCwsLQu3dvhzS2tGDgmJClrgyo5ZtEBSOnKAdrb64Vde0wEQGa2FSJd3NP4Jnoclg0shnmDmmCIB9hoUAMjgrfxqbNMGto6kWK8DhgEQ6YK3AzfThC2QOmlZVY7mfe540czPxKJBiBv7hsSUj2pzy5Wx3MHhjD26b2tcN4z5vR0OJ+UO2GRF1usefQh+wXdwEFQsbkfGN6Vwx8hj+jOKEphlfkWvhUXgS/iK2IDvGhnOVIIUHJiSUkf19IuYDkHG6Dy0MJ0gNiUoX+v0c3k3w9G1/3a4Blr7WwOU6SJF7d/ip+OM0V6oD7AfRoGGF9N4hixEQFCk74gT4eWPZ6C9QJ98cKynaylmF8LxZvvZYm0MhSfvHYb0UG6fDS5peQmp+K2WdmC9dF7ac8NjR8ZBVmYfOdzcgpyhGXtsEONtzagIn7J5qS+3IgNyGv0igSh+aZZ57BL7/8gsTERPz9998oLnbPiJ7OgsttWGpHYk7W049PF53RmiAguKBlGxzM0v4LdcLQuzH3BC4VtkFMo39MKWD9k9k5alfwx/mp7DYFbM90zWlriocNb7fCez24Vw8637tgPqhuDSNYyxIA0vPT8d2p73Ajlb7NcjTxKOs1bPTc2BOj/xvNef7qk8vQl98JswcEc8LsWDeUI7qq9WF0bWA1fHyrXXUEC2irPu1RF1/1qS/YdjrytGrykX4PT51WlHehWdAiAo8hPFDYo4jaN4UdXUnez/ZSzsfaXqbQJ8VepH3tMLRhGOMT2iwUkQJehzyC5i9Dm5i+r6YAfrW+wJCtQ1jLaTyTLUbbBIAmlYOx439t0YoS6kJLEOJdvClCQ/VQX8bvpYBNCCXIY37gGuQV5/EUZjSN9kleWz448AE+PvwxPj70MSbsnyCrDivCYsCu+7vgVYE9GClJkk6Mis2Pokl49Ho9Bg4ciG3b5EVhLStwGVhKzfDMFGi23N3CUZIL6UsRvv1Ye2CbUzwrbKd8okyOLINwkI8eTVncGNkEpftPrG6LTSsHY3X8VN62+VSbbRmg+MKwx0QF4ZsT32Dp1aV4afNLtHNKGs6N2jkcnqF7oQ/dXVI3/Xl83KMuOtS1Jgs0q3upWcZ99dK6tq+nDsNbRtOOrRrTEmPaVsOsgY0pR9mDxQ1rQb/WMcgbNU8nS4uLRRfOrH+vedNqEGzpm0QRisG/5SpX2OvRiF2wNrVKbJ3i30ubnqTJh1+tr3GwcKzoOmzqJAiQJKD1uQdCU4yrT9i9ZHyrzTEZbbPYh5m3jptXLSdJcKC24XG2tGB6M/vz51SiZqUu8uHPocdyNeVP6ePGyusrcSTxCABgb7wCKWRoXVreu+om8ow0geatt95CfHy8cEEAq1evxvLly4ULljHyiwyYsZ1ulzG2vSkFu0ai+Eidqx/li3vulmtFCDN8GhqlkbKvPGDTAKTnp1s+m1fYbJ2Gr1bzPYUGQa3nI+j8TPvWFVhcDndNaIuv+tTHKy2jcTWVPiAXGYvQZV0XWQOtEFrv+6zHmZOZn6cOsTN7YGjzKtaD+mSMeC4aswc1hliYv1HV8r74uHtd+Htxabis7WhQMRBnP+uEIc35t3fkYI6aSo2s+3F3fu88M1mFWYjLsg1gyAf1+VLDHoT6eSGrMAskSVr6pn+dz9B/aye83qkY37/UCDXD/JjV2XihFBq4bKDozB3MHc+LKiSRIPG/jjXB2kMkrGnMQlrV8qaAnjQNKi9CNjTipztCm48Odenbn+vHtsJb7apjzuAY0fUwuZNC0TIJbF3qNXqLbRzlIvpHHk84YewTaITSp0ilWRX7AmOSIGVHGlcaSb9KaGgoGjRogG7duuH333/HqVOnkJCQgCdPnuD27dvYtGkTPvzwQ0RFRWHOnDlo1IjLtbDssvDwPaw5Tfeq8CiZkO1JBLg5/ndJ5cXcilWgsSPYFR/CWn96h1hy1Wp0yheris8Ly2zmIE57wt0ha1bwx6vPVWHNSbPu5jok5iSKqF8O7IKckWF1bp4wNJQ8LlvvbcGXfRqgXxP5qQnMz5b7CdNbVs5XLy6wGIOPutZBhQDubZ7xHWriwKT2KCKtQuOYttVRLVQ4knZmITPhqrQJhOoFd/rhabRa2Qpv7X7L5r1b/eBTvPxsFP4Y/oxNHdOOT6N9FuvhI8XT6X8da+HSF51ZzoifaMy32zb+eex5vx3ESkOj2obwnicZzbiTzh0N/MOudfBpj3q0Y1XK+2Jytzoo7+cpe7sumBLXh5qQl40BtQbYPnub2ypjFUhwhCKIz5S2gKVS3k+a3aO3nvI8ZBqRP2OnUKQUkkafadOm4datW2jbti3mzZuHli1bonLlyggLC0Pt2rXx6quv4u7du1i4cCGOHTuGhg3Fp0IvK9xJYXF91ghNDKbcKGAEmqOWNzpAqcc2ODhMQyNxAKAlXCtRbY1/0TbZaUGxEbEZsSBY4ttk5kvYPpPRkZOykzhV6MpgemZMj48/L/9J+2ze4dQQiu4gWwZ12txN+xltn5n40ATWa8e2r44t7z7PWVJDAPfzz4isVwhhgYZry+nLY18CMNlLccka1UJtNTRM5IT6Z0I1Mja3l90jkf4bTelWB9AUQOt7C8wEnOYFl7dei+qhfqJloX9S3uM9z9wy7ftvX86yLzWtxBqxXCqEB308oCZ8DfTmr19DaFjsrpifS1y0vWNlttAM+/v4+bHP7axXPFLHZjba1QrFopHNcOhDCTF4HIDkETAsLAxTpkzBhQsX8OTJE5w9exZHjhzBjRs3kJaWhnXr1qFzZ7aVwtNLTEkmY67BXutzF77VfoJv9R9pxwnC1BE9yh3AzUxpdgAhvsKGjWyaC6YNjT0rBSrC8xx90Ft0ZZElUubQkm2MF+qE2Ww1nE14gF7/9IJfzRk2NZ65nyahhab7S9GcHk08ivxiae7akiAJ+Hvp0J1hpMx0WzULpooLNASLQENB45Fuc0yuEjLU35Nzu4oAgeNJx2XVazNYi1DxG0UIPRqCcHqmZ+p3eWXbKzbn2bUX9GOvtamKyDpL4FN5IfQhdK8V5hyu9b0tql3cdndGfHjgQ9zIlxdAzx6oqRcA8DodMCFJkiWoKf1zo+pp0HgmwqeKkHcjy70oBstczzirMAup+fyBMhVDYJEilhfqhCGqnI9wQQdilygcFBSEoKAghZpSdmlXyxQDhGtVp/O/bDqvoxsX6jQanPmsI1qs/EDyPUe1qYJfz/O/nGzxY6gaGoPRgO4bu0u+NxuCK3eW08tea4EbD7PQuFKg5djrbarBYAS+3WGyefHwtHb66BAfmkGwNEzPSigDMtX+gSAIB7srEtgwthUt+CEb5jZrCWWjdpttvu49Zn+mWmqE0RLsWe1xbslyVSnn0RNGgATCA7zA6btDcn6wVkMQnDYm9r2H3GgIjWVLOKvI2nfNz409iST9o06rQRZp2vLxDPsPGn0K8pMGltRPL+xFM9qXjtb3FrbHmusYJauOYmMxLqRcQP2Q+vDSSQupr/G+D2OeyVid+l4KbUGTIAXHq7vaX+ErKjQY90saEeiFbB7PoTln5oi5gS0WbbMBuUX872F5P09o7PQNco6HoziUXdKpsA5khGWlKzzYH538ouXvPEM6fj7/I09pbnw8tILbvDlFtkM69ZjUYHF8SNXQACbVd0xUEO25aTQExravjpeeqYRaFfzgGWANQqVjSIxd6leAeEgMbhaFWhX4twwyCqyqbAKEgzszgfBA7kH85yFNUDHIG78ONcXNETJMzivOw+v/vY6lV5fanGP7HuYtp8R08QbP9gS45bqWINgnIXlP3lRP/Ubc0a3F2Fzxfc9N77TBqjHiUyQAoLkBc8Fl32b57djkGY6o0mY8gs5aksFS+2hSdhLHFRyw5GUjNNI8i9iYf3E+Ru4YiUkHJgEAph2bJnCFFd8q7HaHYjQ0tg4c4l/sAgP1e7O9S6a6+ILR3cu4ZwliKJXW1U2u7gE1ZwnWMblbHca85D7CiRzs36xUocG1zXE34y78y18GEAS+zuFHMVj7/twXOPVQnqpdp9XAx0MDPosYNtV6brFVIFPSQDgpNw5K5E0y88PLJu+dhn9bw4TrGblPGkQGQjQEiZkDpBmxawiNQzU0jSt783gYmTIIU7MITz1Kd08vMhTBQ2u9fu2NtTiRfAInkk9geL3hluNXn1zF27vfxntN3wOhywNZ7A9AI8Io2BaumC+d61XAzqv80Va5VsUE6DZVUmD+PgRhskY7+YQ7BMLlJ5cF6/X00JTYodgS6OOBFlXLARLi5cmNWE2FrT97R9kKr7aYnhF1YqNPysJodJkwFjKEb4pdmtZLnuH8smvLAAAHHhzA5ceX8SRfYsZzc1Mor5YYDY09efSWXV0GoCQOlEwj20JjoWzZ4t0O1dEsisTM68LPqmKQN4h0+2xo3CWoHqBqaBxOp3omLUGff/pg44NvofPjNyIN8PLAF73qYVqf+riWKjyw8iEUjp4kSZsYHTTVrJjseiJ57/AQeIb/C2MBVxZt+zvFtSS6R4uYgGpc9zcLTL9RogYfTjhME/iUtllhEpd1167rPzv6Ge0zte1UPjr4EZ7kP8HUo1PhV3MGvCqawi1IzT0GcGvi6kYIR20O9WO3+yLBLlzL0o5JdpNlv8f4DjXhGbqH8yqpiwEPxtLyypMrkq4H7Ff9U7uLVI9M78oLAABaUIUaa3s8w/4TVY/NfSlfiSson2REPCZqJGjTNeKfx5yzc+Bfd3JJoECpwSbsx8tDKxgX6rOe9TCkeRRaViuH9IJ06wmJmbrdDVWgcTDMV1fjLWxkO7J1VQx/rop8yVdTgFPJp6DR8l9/NPEoRv1H39umTtJKu3Drg0+gbgWrgWuIVlwsEWfADCj10jOVcOvrbjSD3LG7bQOMOXLLyd7nzzQe5rJvYd7HI8A0mbJ5OfkLuLxyCUGjW1fFpz3q8l77+vNWowSq5okk2b3v5Dx5jYfY2Cr8pBRyux4D0t8LkhHXZPCWwZJtKOxdKdOi6Upsv8YjCxr9Q/hpwilHpS+ImPcVY6AtBrrHqICGhrS1odH5SxcwTYECubechIRGub/nzBMzce0Jv8bvtTZVMaN/IxAEQbcLlPG8195cK2ir4yxUgUYhPv/3MiauPm9znNkxPMvvB4hCBPt4YMu7bVjrSs1PxcZbG2W9JO91qIHGz67C6P9GY8W1FZKvl2I8JwdPnbX+DtWoMTvsFwz6NalI+yxFwzCqje2KRiimiqM1NCHe/PE9pMI1gHL9zuYVO82GieORkiSJrMIsZBSzC+yBPh40gaVisDcA4Mve1nQL3hS3Y1piUZJLQ8PeFj68Ky9kdfHnhOP7Dt4ymPcyqcJou5q29l5i49WYY+2IEUJM2yFMzF5y9mkOfKvPBvWBETJW+8x3kc3Oz15EbTlRXvQ/hj8Dz7Cdsu6lL3eY5QbitnLljr/7H+zHwC0DZV0rlymHpmDehXlIyLZ1FHAmskfkhw8fYvjw4YiMjIROp4NWq6X9e5ooKDbg72P3seGc7Y/JFh3YI+gUOtStgHqR/mCbyF/77zVMPTpVloR+OO9j3M0ySedS98EB0HoZ26DcpmIb/NbhN+n1lkDtpJ4eGlrAK3vxYKiJ49PEC4Q1BYyB2XC0DU3naOeEP2AbhMa2r241Zqee4Jj0Pjn8CVqtbIXNTyaaslaDP8N3xSAvnP2sE0aURAFmEuKrB0GYtER+XjobG5p/b/8LLw9T59LoH8GzwiYQOmYQPVsIjQHeUYsFy9lLYrY0m5GXnhGXrZyNt3a/hVtp7PY8TL499S3nOTvlGQD00cwrYqOM6x3TnxpVChJ9D6aXU5f64Tyl+fEIlmcDaW6H05Fp87M3fi9+Pf8rhm0dpnCDpCHbKHjkyJGIi4vDZ599hoiICLui4JZ2Cou5JWmCIGzV5YQBII0YsGkAvCsbYCygxxm5nS4u/gMbN9Nuyr4WsGod1t1cZwkkRuXnF3+GTiPflpyq7iVAUDLx2t95sxiB9FaciMM3/cQFd7z25BrG7RmH8U3Ho1ZwLVHX7I3biz1x3HYU9kI16FUCKS7VH3WlbAdSLuNaAW2+u9nyd63qN/Beo6F4JjoYzb7m9iayDS9vRaslcPXLrqa/NYSNcP3HxT8wZ9AqdJ97CL5VfwU0BdB4JSLv/lvcX8pcNzNGCS/y3ssph6dIKu+ps88/Y+3NtXivKX+AOyEIwuQJ56WV5h6tJI7awu1SvwJmDWyMBhUDQZL82alJkhQM3yAe7i0nIRwt0OQW5eJQwiFF07bINdpWCtm96PDhwzh06BBiYmIUbE7phE+gqRXmj/mX5tsczyYTcDv9NnS+QGGB/BWA0phjErAJM4D9USWZkXXNUUTl1MoMaldkkD8ArL25FgBwPuU8Dg9mUROzsCN2h+z7icEsXDJzAcmFuujYG7cXUf5RqBlsG33Z5jqJv07jqGBLtu8DH7SXHfnVvAWVVZiF/2LpRqVFxiLUiwxA7MweaPj3ZACA1uuBTR3OjpFBkiTyivMQn6VMQEqxGEmj3d/1XsYdvLxlAABgc9/NAqW5cE+PGYIg0L+pKQ3I7TR+bzsAqBnmh671w1FOYhoBJhodt5ZYSAdwJOGIXfcW4tMjn2LX/V2Mo+7jsSQH2WJoVFSUWwXUcSWFBm6B5p0XqrPG/aDmz3ihTpjNeVchpGlT0m6EAEHpP9Lfpd1x9NW/bdNJ/H5BWg4sapwZADj/6DwupVyS3DYlMAsSXC7LecV5kvrgHxf+sPz93r730H9Tf3HtoDxXMXliqAJQdIgvyrN4L0mxMdkZa2u/INaN29lq+3kX56HlipasQSv5sDflCEmStO/aPLy55Dq+pITbP5p4VG5D5F1XgtJ2e31iIm2OCRoFgwRBEJg3/BnRGl5puGY3w5x0FDC9b7bCDDCwWUWbY6UJ2bPTnDlzMHnyZMTGxirYnNJJQRF3B9FpNTYRXKOCfTCsRRTls7fD2iYVodW40luLzDwv0q5lPHdGXfrye/Hbefn2PjlFORi+fTiGbhuKIoPz3Rn5JuO4zDg0X94c7x94X1RdO2N3sgZKnHdBKHQ7ffh9voFwsEUxGp0LKRdw5iF3fiZqHWzvHJ/WqlrJwP1Bl9oKpKYQ/36eTDqJ387/JkuI4k4fIA4jjLT7lvOSniyQGn9n8x15Ghp7BUilBdAZ/W0FEqFFgCOcIdgo0F9wyn3MEAAIfQo8K/yLFitasJapH+nv1DYpjWyBZtCgQdi/fz+qV68Of39/lCtXjvbvaYJLQzOqdRUAtlqNEa2qIIASJdKdAhM5wquAC4Kg2NDIeAbMiTMV9AnSM9R2BSIF6ir7RtoNu+qSRckjufzYNh7R/IumbUy2VRYbXILPr+d/FbyWKk+suiOs8RIr9H5w4AMYSSMe59m6UlcJseaEYUvpwCdgTu/bALEze+CdF2pI1tDZw7t735V9rSIaGspEbe/CQ667tL1j2eO8x4omyJ1+YqqN0btQG/+5/Q9e2faKwxYxreoVIDzACw+9/xAurCBGTS78qv8IfbljnA4j7jQXyUG2Dc2cOXMUbEbphktDE+pvUrUzJ17Hh8yXz+643YIxDOzBS+tF0xTERAXh2N0n8POy3zMuHhsBjAcAEB7KGqf9cPoHResTQ2ZhJr4+/jVW3Vhlc+7fO/86rR2OfFUn7JuAvfF78WfnP9EiogVWj2mJ8/HpFhscgH2bk09DQ53MxQp83Ij/8vYIEXZraBhaBXu3huULFfZpN17d/iqahTfDX13+sqseM5vvbsbt9NtY02sNANOC7XCCsI3chZQLOJhwEB0qd1CkHVTOpm3FpY9nouHfilfNi1EjnOzSXeclscgWaEaMGKFkO0o1hQb2zm8On81cYTIHPnteoprBNRETGmMxalUC8+rfEVAHXgIEfhoSgwUH76JLIx+M2iu+niuPr+Djwx/T64Z1kvOKWG93W6m4oqObw767GqnfXKwRsZE0Ym+86Ueff3E+WkS0QItqIWhRjR5/h82rjk+gocYQ0Wv0pjDyMvEsf0B0WXsM5uWmdjBjIA20d1RqwkF9KD0RpVyNpIeWAOz7KjiVfMq+ChjcSbcGQXxr11s4n3Je1HVFxiIUGgrx1bGvFG2P6xB+P5213eYo7PIVNBgM+Oeff3Dt2jUQBIF69eqhd+/eT18cGg4NjXlg1bAFo6Fgj5qvaVhTdIzuqKhAo2RSSibUDkOCRJi/Fz7pUQ+PcvldKZm8vedtm2MkZSQltMq5Iprqdt+Vy09nf0JFP25jvgPx4idlKgajAVqNFm1rhuL3/fyRcamI1VRQXTwvPeY2vJaqbaAKNL4evigskC/QSMEeDc3DHGHPGyGOJFq9YqQ8M33IIehDDtp9fwBIK45TpJ7t97aja5WuitRFRawwA5gWMeturnOINtQcDNGZiHk7n1qB5vbt2+jevTsSEhJQu3ZtkCSJmzdvIioqClu3bkX16tWVbKdbU8Dhtm0eWJmrewIEbYK0Z7JsHNpYce2Bs8L523Of7MJsm2MkbWlov+r73KNzls9Kp4FQkj8v/cl5rtBQiHF7x3Ge52Lb3W2YenQqZrefjeerP4/RrauiQoAnfokVvpZLU8H0IKPCF/tER0gbpqgCjZ/eT3bWYqlI9Wyi8sv5X+y6NwECkw9NtnyWJtAoI8woyYcHP3R4JG4hbqXdkpVTSwwvb3rZIfXyIkLgVirVhKuQ/caMHz8e1atXR3x8PM6ePYtz584hLi4OVatWxfjx45Vso9sjJNA8zKWvvvi2nNgMQLn4ps036FGth+jyYnGkNoJat7nzGEkjUnJTJNXD1vGodRMa+/TeVGEGAFLzhPef3RG5v+VHhz5CgaHAogmb2qse3mwnbpFyJ4Ndm8O3+uMNIihR8UF1Le9YuaPNeVJCosHSAnNMcbUwoATnH51XpB65W44LLi2Q774uQGKOvOzj9iBmS1TqOOxuyNbQHDhwAMePH6d5NIWEhGDmzJlo3bq1Io0rLRRzZKXW8+QC4tJOHE8SHyq7V/VeostKIS3fOSta8zN4b9972B+/X9a1jKOWvzR6+UbBbHU/yLYN2lYaSM5JtruO2IxYJOYkolVkK1HlL6ZclHwP3sFWpEzmoSUwa2BjVAr2wa/nf8WhB4fwTIVnbMoRCkSldjeYzy8uS5mtn7JCfGY8ogKihAs+5biL3Z5cZAs0np6eyMqyVbFmZ2dDr7cvumJpw8gyPtaNCECfGG67BurKef0tqwErNfOpWJSODXMt1XFeTmxIFWYA9tU+adbaEPa5W7IFQiyt9NzY0+46ev1jEpxX9bD1tnInNJRosOb4Os6O2OsuKG1Y6wqUHNdW3liJD5t9qFh9pZGnIT2RbL1kz549MWbMGJw4ccISA+H48eN466230Lt3byXb6PYwV/Q1w/yw/b3n4a3Xsnov8K1G7fV2cBfCfYXTOdiztcV3rUewfWri709/b9f1ZlqEswevKq3Y6/0m1+DQnvdEqbQR7s7G29ITQbo79qZZoeKKwJhuR9lTTNogW6CZO3cuqlevjueeew5eXl7w8vJC69atUaNGDfz0009KttHtYUa7rRMRYPmbaqgnBnc2PqXCZcR5YugJ/NXlL4ysP1KwDsWNmWF6dkp7OKmYMLtYy4VPMPHWuU+0bBWVskiNUD9XN8HhyN5yCgoKwr///otbt27h+vXrIEkS9erVQ40aNZRsX6mAaULzYZfalr+ZSfUAk+qPy7ahtLjNVfKvxJoV3MfDB83Cm9FiP3Bx6fElye7afBhRCEIr39NExbHwBWsbWHugE1uiUho4mXxSsbqehu0WId55sSaO205HZQr7ctYDqFmzJmrWFM7YW5ZhamgCfXg8NmBSpXJlsxa75dSmYhtafc5mdvvZFtsKM3NemGP5W0ybLj2+hE7rOnGej8uMQ+WAypLa5VHOMV4JYqFFQlbHUABAan4qZp2ehdYVuZ0FvHTcbtvuHANIxXFcT73u6iaUKXw8y/6AJEmgmThxIqZNmwZfX19MnDiRt+ysWbPsalhpginQaARWA4nZiUjNZ3cDTi9IF7zf922/550cnEGVwCq0z792+BVtK7WVXA+fRmrX/V14reFr0iokNQDhOi2Xh8bDItC4QtB0R74+/jV23t/JG6CMb/uxtIdjV5EPM1WKXLbc2YK3Gr+lQIuk0TKipSTPVUci1fyhNCJJoDl37hyKioosf6uYoHo5+ei18PPkf6yLriziPLfl7hbB+3WtKi+CZqfoTgrktmGHGfxMaRVvfnE+ll5diraV2qJ2udrcBUkdQDgnMiwbHloPQIb94dA6Q7Hi+grlG+QGiHEh5hJaMgoyOKNgL726FMPrDbd8Li3btSriYRtHGpZvyBtZmo2soiyM2jFKqWaJxp0WNbfSbrm6CQ5HkkCzb98+1r+fdswamra1QrFkdHMXt8Y1MAceJQSaNTfWoGvVrqjoVxELLi3A/IvzMffcXFwawT2YkaTGpUOI1Ki2AHD6ldMwGA1lVqARM6hzbStNOjCJc4X73anvMKDmAMtntgSPT6t2p1+NfmXC84nt9/PQ8G/pc3E34669zZGMul3qXGR7OY0ePZo1Dk1OTg5Gjx5tV6NKG2YNjY+H43NYre8tP+mi0quFlhEtLX8zI5Mqca/EnER0Xd8VO+7toLkMj9jOlxhVA1car+i10mMweWo9HdCS0gXXwC+krrc3S3VZpWZw2bBrdGReOWfgTIEm0jfSafdyV2QLNH///Tfy8mzdY/Py8rBkyRK7GlXaMK8iBHJQKkKt4Fqyr/Xx8FGwJabEf2aYAoySwtMHBz+gfT776Cz/BS5cFFGNW9tHtRd9XVn2whAThl+uJkUoq7S6QlZxFSFeIU7VEP7V9S+HJPQsTUiegjMzM5GRkQGSJJGVlYXMzEzLv7S0NGzbtg1hYWGOaKvbYixR0bj7pDQuZhzqlquLT1t8qkh91InKEVtOsnBxnh5qHKGBtQbij45/8JZ/r+l7jm6SS/j39r8WFb+cLacCQwHyioXjCW2+u5n3vDvZMKgoQ2mxlWoU2khRgdpf7897vqJfRbwd87Zi9+NCR+jwfTvu4KNKhuKQiuQN/6CgIBAEAYIgUKuWrbaAIAh8+SW7S3JZxbzlxPRucreov+W9y2NNrzUAgOknpttdH02gcaCGRjquu3eDkAYoNBQiOiAaHloPtKpozX804ZkJmH1mNq386w1fd3YTncKnR0xC86URl3D5ifiEq4Bpwnp+1fOiBJpvTnwjq30qpZfSItCQIBVtq5gxVUs43uzh+3bfo2N0R0w+OJk1EOyVx1cQVtk1Sg3JAs2+fftAkiRefPFFrF+/npacUq/XIzo6GpGRT9dentkoWEN53wxGA7pv6O6U+4sVHpTWmlDV/e6T3de1K3IfDx9s6beFdWCJ9o/G+eHnEbM0xvkNc3PMA//DnIf46vhXooQZNr469hVtq6+022Co2FJq7KZI5xulO2McduedCMnfvl27dmjfvj3u3buHPn36oF27dpZ/zz33nCxh5uDBg+jVqxciIyNBEAT++ecf2vns7GyMGzcOlSpVgre3N+rWrYvff/9d8n0cBcmioXmc9xhJOUkuahE79mpNVnSne+FQX2y32XIC4EojGi2hhU6j4/z+Wo2WddBxpTfO4NqDXXZvM+bv/+WxL3HwwUHZ9ay9uRbv7HlHqWaVWsqydxdfxGl3Is+QJ2zvV0LfGn0Fy/D9pnqNyRnBGRoaM1zziSvt1mRHCo6OjgYA5ObmIi4uDoWF9NgfjRo1El1XTk4OGjdujFGjRmHAgAE25ydMmIB9+/Zh2bJlqFKlCnbu3Im3334bkZGR6NOnj9yvoBhmDY0bC64A7BcyGoY2pH2mdh5HeDnJgwAI13Uo3hVSySNxN5W5VuO8QZAL8yCYmJ3o4paUDcqyMXRpyXd3IumEovXxfe/v2n4HQFkNzcoeKzFk6xDbE278asn+9ikpKejZsyf8/f1Rv359NGnShPZPCt26dcP06dPRv39/1vPHjh3DiBEj0L59e1SpUgVjxoxB48aNcfr0abnNVxQ2Gxp3VsspBfU7Mr1NXPf9Cbiyx/ENKO5qoFpgKHB1Eyw8Df3GHvw9+A1DAeCDZz8QLCOVpmFNFa9TLtNaT3N1E2RhrwcSn5DaIboDAGUXJw3KN+AvwNFVXSlMyxZo/ve//yEtLQ3Hjx+Ht7c3duzYgb///hs1a9bEpk2blGwj2rRpg02bNiEhIQEkSWLfvn24efMmunTpwnlNQUEBzQMrMzNT0TZRYbOhcdfJS0n41Juu+v4egWdBEK5bwfEJNHwu93Li18hhWfdltM/RAdHw1flylFaGRuWFtbWW0AduY4vlnnSu0lmwzMu1X1b8vpJTkFB4td6rCrZExETrhsxpP0fQS0kId5lT3Fn7J3v02Lt3L2bPno1mzZpBo9EgOjoar7zyCr777jvMmDFDyTZi7ty5qFevHipVqgS9Xo+uXbvit99+Q5s2bTivmTFjBgIDAy3/oqKiFG0TFetg7NgXbupzU1mPu2pVS518mC95kGeQk1tjQusd79JcTmy/xa6XdmFtr7Wo5F+J8zqdxu48saKI8qf3g+bhzfFGozcces9qQdUEyyy/vhxnH551m0FbCpX8uH9XANjQewM29VVmkSfGRsIRz9Ae2wwlt1i9dd6K1WVGKLSCEug0OsSExci+/rUGr9HifnHhjP4jKNC4UN6RLdDk5ORY4s2UK1cOKSkpAICGDRvi7FlxhlBimTt3Lo4fP45NmzbhzJkz+PHHH/H2229j9+7dnNdMmTIFGRkZln/x8fGKtomKecuJz0hWCV6uxb7yckcDwDYV22BIHZb9V6cgPIDaE6CQD7ZAb+G+4ahTro5D7icV5sRkJI0I9AxE/5rs271KIGaQTc5JxogdI3Aj7YbD2uEoPmn5Ce/5msE1UTWwquWzhtCgVWQrniu4EaPBUnrs6VO9j11CCd8EOKIeX9RvW5Z2WypYRmqdGo0Gm/vyxzOyF4Ig0LNaT87zbzfmjx/zdszbojQjzlzc1gxyv2jUsgWa2rVr48YN0+ATExODP/74AwkJCZg3bx4iIiIUa2BeXh4+/vhjzJo1C7169UKjRo0wbtw4DBo0CD/88APndZ6enggICKD9cxRsW05PA7z2IgSBj1t87MTWUG8uPPi+/+z7Drl1p+hODqlXKdgEGgA4lXzKYfcs63YxYT7SYm4QIPBjux9l3SvUJ1RU/UpCgkSRUUbGVfP1PAuuoXWHSqqLmZiWKiiaeaeJNC+3qgFVUSWwCjb03iDpOqlwjZfft/0eEX78cyYBgvYcV/dczVnOWcx+YbZDNGb2YJcNTVKSyS35888/x44dO1C5cmXMnTsX33yjXLCroqIiFBUVQcPIK6DVamE0uoe3CFdgvbIO35aTa2F/L16IesFhdzwx9AS29tuK+uXrC5Y1x0lpFCreE1ApmIOqWaCJz3KcBnPDLcdOFK5G7CRifvbVgqrBT+8n614j6gtrHxwxqcmNCwRwbzmt7rnaLkGJC6nfv4JvBcXbwERo8ScIQR9j64XU4yim7G//RkPb7WizYFXRryJmtLE1L3Glk4FsgWbYsGEYOXIkAKBJkyaIjY3FqVOnEB8fj0GDBkmqKzs7G+fPn8f58+cBAPfu3cP58+cRFxeHgIAAtGvXDh988AH279+Pe/fuYfHixViyZAn69esnt/mKQrJoaJy5DSRnBTy83nC770sTaDi+7+z2s1mPOxKCQ0ND7exKd3wfDx9UDqgsquzXbb7Gpy0+xS8v/qJoG8Sg0+iwvPtyy2cxApg9nHl4xqH1uzvUfram5xp0r9odP73wk+z6PLWeqFuuLn8hB6yrogOiZV/LtdipF1IP4b7hKOdVjvW8XOQaljtyUcY33ojaSmK5PszbVjPobG0o2/0WXFrg1DZQkfXLFxUVoVq1arh69arlmI+PD5o2bYry5ctLru/06dM0d++JEyeiSZMmmDrVZAS7atUqNGvWDMOGDUO9evUwc+ZMfP3113jrrbfkNF9xrHForD+ue2ks6BTGx2Nc+ZfsrkeMoWDH6I5230cqxmJhbwJXboME6AMwqM4gBHsFO/3eGkKDRqGNsLH3RkxpPoXTLksp3C24pCPgmqyqBFTB+89YtzZrl6uNb9t+a2OYLRUhI27m9oQS2ONZxNaWVT1XATAJaNv6b1Os7naV2snu245chNo73rC9Y0YRtoL2wjaPUY+xzQG30287tE18yHKt8PDwQEFBgWKTQvv27XlfpvDwcCxatEiRezkCti0nJTrHm43exB8XlbXAJwsLcaeTyfXTY5IWRR7K/IbuJMAZ8yuyHqcZbZdCbxolMA9ANYJroEZwDYff7+xDZR0E3BGucbBOuToOCVoopIEgQLhVf2Q+nyZhTVA/xKoZFOO9I4Z3m7yLNxq+4ZaB9+wdbzSExmZOYdvKU3qhxjaPUd8td7OPk73l9O677+Lbb79FcXEpyavhQNiMgpUYUBwxKBko8Xi8FNy+didPq1Gt2dXjnlpPy9/2DDA+Oh/Z1/Kxrtc6vNnoTV7bmuqB1WXXv3PATs4BiGtP3l7W3lzrkHpLA44SKoQ8jggn9sWY0BjBMh4aD9pnJRcTsZmxtHoJgnDLWEZi2vRv3385z7H1W1aBxgEG4aUJ2cEvTpw4gT179mDnzp1o2LAhfH3pUvaGDWXbEJCKJZeTRlkNjSOEBGO+NVmfwf36vSI8W6UcVt23PT7hmQm4lnoNg2sPtmtl0SqyFXbHcYcMkEvtcrVRu1xtXEy5yFmmQfkGuJNxR1b9fB4JbO7mZZ32ldojvSAd51PO21UPZ04bFwn5xC9NgTD+2DhKMTZmLN7c9SZvGWfmFwLcU/vK26aS16RaYDVcGnEJDf9uyFGM/j6xaaKcLdDEZsTaHKMmh3U2skexoKAgDBgwAF26dEFkZCQtiF1gYKCSbXR7DEbbXE7zL823u15799rZIAusFuiftvhUsPxfXf5CiFcIXm/4Om+5cN9wu9umFFwr2HDfcGzqu0myqyiTL1t/Sfs8qsEou+pj4go1rjP245VgeuvpylXm4MfsqNVt20ptec8TafeBZG6hWCp8gpnceDqOwNxvZNvQONIoWIE+zQxWyva7KDV2WLTEbI+Ecoztfq6MuSVbQ+PONi3O5nx8OgBAR9HQrLu5zu562WIssEHdSuHiz85/2hzrXrUbZlybi6zCLADA6Aaj8dflv2hlInwjsG/gPtYXlzoARPpxZ1mf9Owk/HCaO2aQ0hQaCgXLyF3JzO80HwF6ekyj5ys+L6suLnpW64mjiUdZz9kz6PJFI5arTWgd2RpHEo/IbZJkPDQeqBJQhbbVIBfFVrNOlj/F9Hclp2alJ3p3s7swY49GbXLzyZh5cqaCrbFldvvZ+PzY53insSnOjiM1NKMbjAYgnBuK1VjZhcl3ZWtovvjiC9y/z6LXf8ogSRJn7qcBAE7cTVW0brEdv2F5dhWlmYG1BqJFRAvbEyRJG/nMLzEVDaGxewAaUX8Efuvwm111SEGMUaDc79Q8vLms66TAtwIXGnT5tHp8sU/kDkLzOs2TdZ09KJUmwtHGs+5kV+ZKmM/YHbeE7GVY3WG8CTwvpFyw+x41gmtgefflaFXRpBV7J8Yk2AyoOcBSRmlhcUS9EYgOiKZFMhYyCi4yKB9bSCyyBZrNmzejevXq6NChA1asWIF8im3G08T+GymWv289ygbAPZAJCR5MxNo1EATBGgDJzJqba1iPkyQJL52X9X4shmt8xmxSBmxHeHtwUWwUNlSXO6iyPQ+lE0vyDUpCE7Bew94Woe9rj2eIM20kCIJQzChbqcGf04bGgcKS0FaPI+486dlJsq5jCsvO1tD0qtZLVDl7fy++VC/BnuJDNPze8Xd4aj3RrwZ/nLVX672KTX030XL8KSYsljyKIK8gbOm3BWNjxlpPCYz75b2lh25RCtkCzZkzZ3D27Fk0atQIEyZMQEREBMaOHYtTpxwXQt0deZxttUkx91O26Jenhp2SHHfEGR1/7otzER0QLSvYl5QBwJmrMlECjcxny3admC0ASfewIwiX3O8l5plx4Uz7KQKEIkEhzXVxPc9X6r5id/2O1ND81uE37HppF56t8KzD7sFkRP0RODvcfjd8uWMB13Vmm43O0eyZyIfVHYaxjceynvumjTWqvb0CTdeqXRHhy57CgC8eF/O+bSq2wfGhx3lzPwGmvl41sCptkcXs/5G+3KYASsD2m7xaX9ns6lKwy7WhUaNGmD17NhISEvDXX38hISEBrVu3RsOGDfHTTz8hIyNDqXa6LVqWBE5sq10vnZfkjuxwgYYk0aB8A2zptwUvVn6RtYifB/c2hVCWYSqO/C4NQuhBvxypoWFDcQ0NR9vsmbyEBmtHhKB3CATQpUoXZaoiCE5VBpfWiW0V7goNjVajRbhvOOcWaMcc6akK1vZai2NDjtkcp34PD40Hvmv7HQDgo2YfiaqX+RwCPfmdRriePdvxztGdsbLHShwadIg7UjfBrln9vePv6FWdor1R4Oda3HUxmoU3szkuddEjd1uV+S5u7b+VU8jig+/dpZ5zNxd5RVpjNBpRWFiIgoICkCSJcuXK4ffff0dUVBRWr2ZPolVWKDZaf1xPnelxcq3MpE6iUlxpRQ+e1LYx2umj84GOoHckvqBXQ+oMwYh6IzC/k7BHlyPdglf0WEH77OzAWl5aL+FCEmAKf60iW+GL577AvE7zBFf9bIKjltAKplkQY0jNhdLfnw9zrBE510kqz3EPKROTUJ+kRhGWy2sNX8MnLWyzfUcXF6NfVrakugL0AaJyTHWr2g0nhp7AK/XYtVjMrXXqO9s0rKmgIMT05jHD9puU9y4PnUaHIC/2awDTb0+deKe3no5LIy6hTcU2vO2QQ6RfJP7q8pfNcaXsvoRgvuc6jQ4fNPtA8LrK/uLStgDuHZvGrlnmzJkzGDduHCIiIjBhwgQ0adIE165dw4EDB3D9+nV8/vnnGD9+vFJtdUvC/K0DXO3wAKTnp2PEDo4EchLHYWoHntx8spzm2cIj0Gg1Whwbegwnhp7A9v7bseflPbyTh4fWA5OaTcJzkc8J3lbqJNS3Rl9R5T5/7nObus0CTcuIloq1hw9Ha2heiHoBA2oNgKfWU3AweafxO2hfqT3t2OlXTqNdVDve6/iSHgol9fyq9Ve855VErmatSmAVSeWH1mF37ffQeGBh54W0mD6c75LAuD+ywUhUCWBvF9f2CRO9Vo/BdQZbPlfQW7UfIQZpgj3XaptNiPbxsNoxcT0rwKTFob6zf3f7WzAZJNfzpLbvx3Y/on2l9ng75m3WsrT6GAKNMyJkM3GanRnLowvxChG8bPYL8nLuVfJ3TrwjscgWaBo1aoSWLVvi3r17WLhwIeLj4zFz5kzUqGF9WV599VWkpKTw1FL6oaY7mNG/IeZdnIfrqdfZy0p83NTBu4KPAzLCsgxUXjov+Hj4oJJ/JYT52CY/UwK+wdpb543NfTdjWutpoury19vmbTJvn/BNfnImRi73bGdqKIS8rBqHNcbcF+fi4xYfW46JWR2+Wo9933ts47HoU70P77WNQhs5PCeUXP7q8hd6V++ND561XaXWDK5pIyC2jmyNXzv8igg/djX9C1EvoHlEc5pRbkU/9lQbYlayXNqI/jX7W/7uW6Mv+tfsj1ntZwnWp6ElYJWH1Pd5SosptM9UAeiVeq/YbUtkFlo+f+5zy7HOVTrj5w4/C25fmaHZmXA8GaqQpjS8hv4cz4cvFAbnfVi+m5j3sLJ/ZbSu2Np64KS4OGqs3rMuRLZA8/LLLyM2NhZbt25F3759odXaSqChoaEwGktHwC65mIPqNaoUiIpB3sgu5FbzStUKSCkvdtCglnNqRnBKR+Pbxvqh3Q82q2k+Wx22VaXBaFqZEgTBOeDxaVX2DdzHejzAM4D1uBg1vRSYvzt1QOpXox++ff5b7Biwg/Vas5u91BUhQRD4u+vftGPPVHgGb8e8LWqf3FlqaKl9qFl4M3zd5mtWg3y2MAWftPyE122+YahpO4X6THQaHc4OP4vzw8/z2pyxMb3NdJstmi39ttAmF51Ghy9bfYlO0Z0E67NH82j+TjsG7KBtm0j9bZnlxVw/83lrDBfmpDy28VgcHnyYbu8iASNppPUHLoGmamBVjG08VnJAUym2hGxwPZ9K/pUwr+M8rOqxSnRdrAKNiHHeQ+NBS2NB3jvIWZZan7OjQAshW6D57LPPULEi+8rkacJsQ2M2DuYb/CXv4zvCM4jk+NvBUAdaPrc+tu/M5/LNVt685USAwPb+29G3Rl+bfW0+Wwiu9rFpyfhiT8iF73fXarToXq07TSvgo/OBt84bPjofBJZsOcjJ5N20Av27mDUCYiZJZwnHSnrIsL4DIr8Gsz4PjQe0Gi3NfktMbJ/ogGgbG7DoAHouMjFG7uaYJJ9VfUmwLBfm7xTiHcJq2CoWOTGNelTrwXterCaGjWKymPZ78Y3Rb8e8zet+zYYjhfnWFVujfvn6wgVLEAqAyoVWo5XVt9wtppBsS6WJEyeyHicIAl5eXqhRowb69OmDcuXKyW5caaDYYOq85ijBbC+UeQUmWUMj4WVhDoK9q/fGpjubWEq6RqKhfhdvnTd2vbQLndbZrjjZBhverSOWZ0qdAPz1/qzbV1LU6r+8+Au2x27HmEZjRF9jDzYaGgFhwV/vj639t4IAYRH+OlTugMG1B/MmuhTCvPoS8x7WLldb9n2kUCNIpv0Dl5mLTEGMqy9T61MqnYQYD7S3Gr+FEfVHwPveYWtbJN7HUZ6IUp9xlH8UxsaMxVfHvsJ7Td+z+/4Go0FSHCy+971FRAucSDpBr9+NsnvL1dAApm3OX86bnAf4rqBq2N0t6rNsgebcuXM4e/YsDAYDateuDZIkcevWLWi1WtSpUwe//fYb3n//fRw+fBj16jkmk687wNTQsL1QZuNUezwthK7tXb03ph5lD7A0oh7F4NNF0UuZggpX7BKuDsKVPoHtuey+v9t8khOuLSdqREwz7aLaCRrVKgnzOwmt0EmQNtoGDaHBJy1tvV8ktUNCbpyXa72MQkMhdsbuxMXHyuURYmLejlzTcw0Gbhko+jqlvey46vPQeiDfoGyQUbGRV7113oAd3jRKueDK2XICgKXdlmLJ1SWY9OwkRPpFonN0Z7s0M2aKjeI1NAD/+/5mozdtBBpR43rOE8BX2DjXXuRqaACgnJdV+cB2xZTmU3DlyRW0q+S8sVAqst/gPn36oGPHjkhMTLQE2UtISECnTp0wZMgQJCQkoG3btpgwYYKS7XU7zDY0Oo3pUbK9UOYOJDQx1C1XV3Y7tBotbf+e2mlpkzePl5Oz4BukuAaHEfVHoHFoY5vjbIPTg+wHAPj3d6kRkqm0jeJP/OcMmM9A0CvDQT+jFCFAp9FhRP0RqBsi/x2WQt2QuqgeWF10ebErSb7B/90m71IqZC/jiBQf1YPEf0+qMafUtTPnxCzx/WJqBMRuQcWExWBW+1kWY1glhBkAKDQWirKhMeOh8eA8x2ZgL0pg+L4aUCDNjV4phNrXrWo3AMJ9ZGjdofi6zddOjfouFdkCzffff49p06YhIMBqKBkQEIAvvvgC3333HXx8fDB16lScOXNGkYa6K0wNze202zZlLAKNDBsas4r92XBpQdU4X85iSrwRZxoFU9rDt18udYWRkifPi87e6L7mbUSx7uWSoDyCtxu/jecihN3iHYGcFbsjAm2Z+03N4Jq040pEqhZbx9Z+W2lbjlzfMyYsRnSbhFjZYyXGNBrDarzMSkE2cGOb7Ptxum3baRTsaooMRXRtt8DETXXJF4Nom6G0e6LTMCiJ0JaTOVCiTR8R6dDzR8c/0Ki8/K1tJZGtn8zIyMCjR49stpNSUlKQmZkJAAgKCkJhofyAXaWBnVeSAQAHbpom1vMp523KWFT3AgINc0AhCAJre61FoaFQlEthdhH7CoDagcnrW6wnXOTlZF4tNQ5tbJO0TeoeMF9AuIMPuC31dRodOlbuiN1xuwXvz8bCLgtxJ/0O6oeIN9gTC7UNHaM7Cg7AjppAxL63tGscYCT4Z+c/sev+LpuJXZJAY6eGhhmFVoz2yt5n0aB8AzQo30C4oBkBWw4doUMxKT/FhehmyNxychT1QurhcILVtkjoXWgf1Z7znH3G7wSmPjcVm+9uptfp4Ocjtn6b52IsBjhyw1FpVbEVngl/BlMOTeEMbeEs7NpyGj16NDZu3IgHDx4gISEBGzduxGuvvYa+ffsCAE6ePIlatWop1Va35Fx8umCZQbUHmf4QGN+YA6Beq4dOo5MVH4Fzos3LsP7tIoHG3HFCvUNtyrGtEvlUnPYMMLNfmI3Wka1px8R2fm+dNxqUb+AQozjas+J5acwD77C6wxRvA0AxCpbwHeU8j+5Vu2NK8ymc56sEVsEnLT/hjA2jJFxxYZi4mzEkAEBAO2bWHgV5BrEayitmQ8Pokw7zgMt5AhRkCRar4FtBVBwaM/56f3zf7nvWc6yxYcR+PYJg3ermCq6oFHKeP0kQggIyFU+tJ2a1n4V+NftJvpeSyH6D//jjD3To0AGDBw9GdHQ0KleujMGDB6NDhw6YN28eAKBOnTr4888/FWusO7JoZDOE+OrxdT/ulZTZ2EqoI71Ui+5yybeXKwR1W4d2X5KirXGR27a5PWKFB7NHElt5s7DTIty9AjzZA/VZ8U0yP7b7ESu6r8CoBqMc2o4HWQ/EXyNDK/Ft228xtO5QzuzCUiLYSkVqniEzfN/T/D3ebPSm/IbJgt4mT8bz+a7tdxhVfxSWd1/O+kyVEGjaVmprK9A4QgORn2GyS5khLgZMekG65W8x282eGtsyoxqMYnVmsMebbX6n+dK0cCII86YHRK0WWE1eRXYkrHUVst9gPz8/LFiwAE+ePLF4PD158gTz58+Hr6/JrSsmJgYxMTFKtdUtaVAxEKc/7Yh29bS4l3GPt6zQqm5ArQH4stWXls/2CDQ0IzjO+yo40GQ8AIq4E+KxCjQsExJ1ojBrmcxSPzVSqBnznvScF+ZIbzNcrw5nQ0No0KVKF7SIaIGqgVU5y+m1ejQMbeiwBHHmbRUpAo1d9+P4HkpsY3EJP3KFIr5n/mWrL3F0yFFF7WlEwejnwzLo2otQn1BMfHYiKgdUZn2mSiTZDPMJs91ycsTK6RF7NHYuknKSLH+HeAt7G7FphdmcEgAp34/+fCv7VxaVNsZeIvwiOKNZ8/I0CTRm/Pz80KhRIzRu3Bh+fspGTC0tkCDRbUM39P6nN285Mfvu/Wr0Q/uo9uhYuaNo9TfrvZgq1sIc04c0itCl1EDz6Bowuz7wC3cwLtpgyTM/UQWfPzv/iYWdF1q27GoF10K3Kt0s53tW62mJ0uun90O9EOnhAeQEAXMGP7T7AX92/tPpWxtUTzuuSZst3YQZrvYK5YPiu1YJgY35O5s9O6is6blGdH18aUEIguB9Rg6D0Z/9SBLTW0+3Hri83vInmwegEu8aSZJOsqGRVic1dooYDY0UIVru91O8bxfmAmCPXC7L1q8URvl3r9zfpZS8Ym7NBJVxTcYJliEIAj+/+DNmvzDbrheephF5cAr4JhK4uAa4s9daSCmB5vpW0/8Z8dztYbELYRsIqJOXn94PzSOa045RV04znp9BuzY1P1Vau1na4Oj9bHfnt45Wt2OuODR/dPwDALvtjj2rfC6BXwkNDXNboEdVW087KS7noxuMRreq3TCn/Rx7m+ZQaKkY1lmNqqUEsJSqYXFmShVHwfd8zO+/mQAPf2BeG2DnZ/yVMvqRogb0CWeAbyKArZPwQ7sfUCu4Fn564SfBy3iToJZCDY1zcpqXcfKLuQNpUY1O+ZKNBejZ8wTJhdZZbpd48mx4A4B1Gyv/+nXoK4tPG8+JiLgEYm1opHqCUUnOSaZ9HhcjLEBSm3Bg0AGbPFNKxcIoLZT3Lo/fOvzGaYjuo/NBw9CGODXsFKuBI9fvw9dHzFDfkbaV2lq81Dij8kpYGTNzytm7Ovbx8LG4uyqBt85b9MKIG9vn0T6qPXpoQ9Dw0S3acb54Wfa1gESoTyhiM2Otxxwh4DhYaOJ7P1pVbIVnKjyDMw9NIUkCiguA5Eumf515kuqmxwFhDorTtL8kF9apBajZ4wes772ev3wJvCkn3CgCslhUDY0CFBgKOM/xJS6kZtSt4Gt/Nm1qQjvOwYkyDjycNp29jFREDIRsXk6s5QQmmrdj3kaAPgBvNHxD8J45xTmCZaiTIjVS5vLuy9E8vDn+7Fy2jdrZeL7S83imwjOs58y/D1dgQi6BlM8V1gz1nfXV+bIepyJlonSn8PRsKDLps9Sh1Wgx06sahmXSQzqwaiCUEBxJI6a1nobWka0tmgylUkAwW+VIWLfkKO82zb5R7Lb1Cnpka3fwlOMKPkoCpVJDI0mgadq0KdLS0gAAX331FXJzcx3SqNIG38qKS43es1pPmgGwEllLf3rhJ4xuMBp/dfmLYUNjhZ7JSaFBQeLKzjwwsLltCxmvVfSriIODDmJ80/GC9/n7yt+CZbieQaPQRljYZSHqlKsjWMfThKCanON0ee/yODLkCK9Wo1VkK8vf1ElQKc2BlOMAMKDmALvv6xawCDps45JSxtcV/SpiXqd5aFWxlfAFSuAAbY3QO0eNvi47H5gDYjaJxewJxWW4/lQINNeuXUNOjmnV++WXXyI72zWhnN0NXnU6xztrfpmnNJ+CAH0Avmr1ld3t8NR6YsIzE2wy5XJ2G8XGAeGOSQ0Zbl6ZMBPPrei+gjcTtxmxobfFGPyWhf1+GulxwN39wPo3gMsbFKlSbFwcvvPto9ojQB/Au+1KzRFD/V2U8L4xGKVraNjC3DsKPiNj8dgXaJBrEq8ZVJP1OHsLbNvg8D7mAMN+IYEmwtcaE4mUeX9XCjTbB2zHkSFH+LfUS6FRsKQeGxMTg1GjRqFNmzYgSRI//PADp2fT1KlTWY+XRfiy4Qq5Xg+tOxSD6wx2mOstABA0tQylExUqJJCKaHvVwKpoEd4CQV5BlmOBnoE024GGoQ3taka1wGq4m3FX0jXu6LZtF3Moz/DSGqBBf+6yYqG8MnxbqKai7IO02bOkcWhjfNbyM0w7bmtr4EgvJz73d3fg5xd/xjcnv8HYxmMdULvtO84Wm4T5263ssRL74vfZHefI8QKNnfWn3gOSLgD1+lgMd4XeuXebvIvVN1aX3F/edqYrt5z0Wj1ngl6g5I1xUw9QPiQJNIsXL8bnn3+OLVu2gCAIbN++HTqdbRUEQTxVAg2fJoDrpREbPE0JOLtNoUJbhiI0JhpCgz+7ONYeRU5+JocOtiQJrH8dKF8TaD/ZcfdxIp+04M/gLWaQHlh7IKtAQ6V6UHVUSKmAygGVOe11pPx2Id4h2NJvC3pu7Cm6Dmdq76oFVbPfXourvSzHqwRWwfxO8/Ew9yE+O2LyzmH+dpJTL4D9mTlk0UC7j531z40x/d/yHSD7IdDpK5pwpyE0MJJG2oKLqtmomeqcOE2cXFgF3Npp/Zz9CPBzrsbPXZAk0NSuXRurVq0CAGg0GuzZswdhYUo8uNINn0BjbxJEJYgpoBgtKzgOWHCwQOZIelfvjbOPzqJ2cG1lKy7KN7nJ3ihxaecTaLIemrRlIRKyKruISv78kVmpwvnM52di8iF5gpyn1hM7X9rJ27deqPwCll5diop+FZGQnSBYZ3RAtKy2lB6kdejnIp/D5ceXFW4Bi+eiQzQRlPuI0CSI2t45/qvp/5xH0HT/2nL46JCjyC3KtdkOX91zNbbc3YK3tn9jPViUD3h4YVb7WZi4fyJ/m5R6LhuZEalt6w32CpZebyncjpc9ExmNRlWYKYFvBTKy/kjW487YP91W63X8lvwIzfI5vLDseV8zk6wvvB0dU8lVsE1yTxHPuH/N/ljabSn+7iZsQCya/ExTSHazMCPEj7WAn5sCD04r1wYHITQIv1L3FYT5hOHVeq/KG0QpaAgNrx3L+CbjMa31NCzrvoweb0Uhys52pPO+B9sze6/pewjzDsP/mv7PQTcV/n582ys2PLlDc9Lw9fBFqI+tA0O9kHr4MOx5BBgp959REchLR6foTvio2Ue8t3HYHMCiMX+94esyKip9779dVm937tzBnDlzcO3aNRAEgbp16+K9995D9eruv9JUEq5JeUrzKay5P5xFlD4IUXnC8T8kc2kdsP414NnXgJ6z3EZDwxwgxGzlEQShfIj6u/sApl1V7GGgShv+6/7sAHyRwV/GBTQsb1W1C3njBXsFY/dLu0EQBE4ln3Jou7x0Xuhbo6+pXZRBvGZwTdxKu8VxFR1WoaUgC7iwCmShsNu/WyFhy8mMXbZFj64BHt5AcBXLoRAv27QCFf0qYvfLu5XV1EjcchpWdxj2xu1F5yo8geQodYs2A4g7Rv9sLDb1//r9MKj2ICSmXEabY4tYL3WmUbDUechkQ1P6BBrZM9F///2HevXq4eTJk2jUqBEaNGiAEydOoH79+ti1a5eSbXR7uOIs8K0unWIQxnIPRXac9pS4m59eWHIf+13OHYE7xHmwsJgngJWbQw0OKSZ9h/m5Nw1riucinsOQOkMk31Pqb0cVtN5p/A5qBtfEpGcnSb4vAGD7R8C2ScD1bfKudyeK8sDX0309fHFo0CGcGHpCWr25qcBvLYGfTPmN5rSfg07RnfBW47dYi8vui0V5wMW1pvvRkLbl5K/3x5pea6yain0zgLlNTBm7bZAg0LA+W9N39dB64MPL+9Aqn31Rqcj4xCZ0KOBuHV1UjKdKQzN58mRMmDABM2fOtDn+0UcfoVOnTnY3rrQgJR+Qh8YDRcYiWhA8Z0IaqJm3ZVbCFGDs0NAoqdaXs+XkGBx03xPzTavhWiJWmQpCi/IsYRDWarSY33k+67mqgVVxL+MeTftDRepWpI6wDmXBXsHY0NsOl/Wb/5n+L8wCvFyQk4mPwlzgykagVhfAVzjEAbZOElxpUz0PRZN+n/axQ3QHdIjuIL0eIXZ+Cpz6E4hoDLx5EIg9YgpLEE1J6sjz/ZiRvy0cKJm3jrKkByiJpSMbah9J4U6iqUiMK7ZwBKcXAe35t7u4WB7zAeJ2foSGhYWlUkMjW6C5du0a1qyxTeY2evRozJkzx542lTq4Bl+2wf+/Af/hRtoN2qrXmSSeCJJ/8eUNwLFfgcxE+nE32XJiyhGO9h5zKg/OANs/MP3t5G0p6vut1DOd32k+1t1cZ0k8ykRMPCIq1C0nKUIXq0DtTpo9Jv9NAc4sBsLqA28fpZ9jG4fOLwPq9LQ9bi/U98BoBDQO6muX1pn+T7pg+n9xd9P/takaT9vvvajLIsw6M0vQKw/FLPaF2Q/hp/fDjgE7oNeU2N6cX2l67oOW0j2IWMd+/vdnba+12Hp3K95oJBztXBC2xTRD2JRCI/9oNMoxe7+WPoFG9lsYGhqK8+fP2xw/f/78U2csLEXLEOoTijYV20hTN7J1OlHY3sOQT9GuSH1f140CEk4D1FQPi3sCRRT3b4lS/YuVXwRgsnuwFzk2NC6nQGQsoKxE4TIOwlvnjeiAaET4RqCCj/0pOgDTnv64JuNsjC1ntZ+FIXWGoGc1aZMw1b1YUqZkngmJdGHgM06u/GP6/9EV8dc4YqX9kHJ/e7c4jAZg1+fArd0sJznannSeUsR2Un82/Fms6LEC9csLZJnOSmY5aLpnRb+K1vfzn7eA+OPW7Xa+9gmM7XXK1cH7z76vTP4+thg4HL+3uMS7lGv3zWDXALkxsjU0b7zxBsaMGYO7d++iVatWIAgChw8fxrfffov3339fyTa6PVxbTkqkM0D8SWBhJ+D594HmbwL3DwN1ewNa/oB9AKRpToxGoCgH8ORQsR/9mf147CFT3AMzpFGSTc3nz32OZys8axFs7IE5kTlky6ko37QCCuVx85YirB7/TbiMqVLxdSoMQRD4t8+/IEGKjtLMyZ19wLllQPfvAZ9yNqc7RXdCp2jp29Uft/gYu+5Lt91jnVTM/cYN5Rl+HLiizks3hSFo+DIQMwT4hxIA0FgMQIIXEZMLK4Ejc0z/mNpHrq+UTylnj8B29R9p5Quy6J9Zb+3EF4dN4LiwAmj6Kn1bTizUZ3ljK7CkDzByi/z2ORnZAs1nn30Gf39//Pjjj5gyZQoAIDIyEl988QXGjxfOs1OWYFvl1Qiqga5Vutpf+X8fm/4/9KNpIsh+CHSYahJwACDhLKDRARGNbK+VMrEu7gHEHQUmXAECWWKN7PyU+9oiSi4r0ghA/KTn6+GLgbUHChcUAVPr5RCj4L+6mFaHg5YBdXvZX5+NsaN7YrcgY2ZpX9P/Ok+gr1hhThhqoDMpv/u01tMw+dBkjG4w2nqw5PqahYWKtU8x5EzeqdKiZ7NyeBZwZ4/pXwzDyNvexJ/pcTwnOb4vLcq5E7dGbLRILtiyTDwH+Iaaxmku+81FXW2EQ3H9gvF9Yg/Ja6OLkK2TJwgCEyZMwIMHD5CRkYGMjAw8ePAA7733nnt5lzgBpoamZURLbOyzET4ePgrUTnmW2Q9N/9/Ybvo/PxNY8ALwx/OAgSX9goCGhjY2xpXsx1/ZaFcTXamidIqGxqzqXv2K6X+SNO3vi906sqH07VMrAu8kJh2q9xXr724oYs1NUzmgMlb0WIGO5WOA3V8CT+7A/EIPzMzGe03fw6oeqxRtq2xu7gQKeOynuISdlGv23zsv3fr3YsZ2oL1bTnxCmhgBjlrGaAAyHBi5t4jhyi9VwDw8W16OpKI84K9uwMaxwPz2wOySrTSls8iXQkNgKooYGfj7+8Pf3828AZwI04ZGtruoWB6UxPfIfWw9xjqoiJjQD/4AzG1qZ4OonlOUDmYoBm7toquHHQhTkHaKDc2NbcAfbYEF1C0zkYJU/Ckg8by4sk/ZIkEq9OzyjGdVXAjMbmD6nbhY/7pJC/F3L8uz9oApIJmgHYazWPGyq1tggrlqd2gSQxET7PkV1r9XDjFN9recFTqETUPDM+7s/gK4vF76bS6sNC06L6ygH7/6r/S6eFEFmqce5pZTiLdtcCkH3ZjygWXCE5zQCWDvNCD1jn3toHk8UASrI7OB5S8Bf/e2r36ZCIXpV4SLJQnqHt+wHhMjfGQ9BBZ2NBkaKkVmknJ1lTJ4Xcsf3wCyk4GHl7gruLvP9H9mAkqh8UwJDpyM+N5pBeKecEId4/LS2Msc+Qm4f8wkuN4qcblf/hKQ85i9vL3Mb8/ePrFIHW8Lc7gdQyQIbqI01qVbnlEFGiVgBtZzmneN0PaO0MSq1MtLNVC+UKKev70H2Dvd9DfVI8GBMJ/7lOZTHH9T5oC7+wtTBFUh7PFaYtteBEzRm1VsM9xzTToPzphW9GcYaS8cpQ1LjzfFuHGUWt+h2wV8z8Te+1KD5DHronz+oRb75TmPTDYj6xhZwRc6KF5T4jn+8ysHC/wW4t+vzIXTEftiQxT9N5e9gOIZsUu3RGNX6gMVE0wNjSLeTULc2Qv4R1g/3z8CVGtvyuORnwkknhUc4BR7dan32f4h0GQ4sKy/UrWLhrkCERXL5P5R079W4wGdRE8NoxFIOGP9PLsBw1iRQW6qybMnO4X7tykuMBnM8nH8d6A1i+H9/SPCbS7DjKg3Ail5KagVzJz4rM+6TnBt3Ey/haZhTYFvSoKn3WBEBHaUQDOHkrn68/TStY1otttjw95JlWoYn/0I8KeEBqD2E4OAkfZ1hjeOvZpnUXD04/wMwDvI7toTvl8OwBNJ+/NRuR3b7cU/e3EaGpH1JV0APHyB8jVE398ZKKpKSE9PV7K6UgNTQ+MUo+il/egv37L+VhfgxT1M7nZCLsFKSTRPGHlzNrvGy43ZYUUJlisGmbbdjsyRfsOzi0u2KErgE2YAYPfnpgH7hxomY242HnPlIKJ8twPf2Z5Ovcd/76eASc0m4du23/L2v1XdluHksJPw0/Mls7Sj/z44A2z70DShXVwL3GaLrQKgIFP+Pbjg2pJhcmcfsGyANMPsbLZ4LSXYK9BQt6z+GcvQQLpIY/BEpDDEtTDhe7Yy5gdDIcdULcEJQ9S8xPV97uwF5jQE7h4wbeX90Rb45RnR93YWsgWab7/9FqtXr7Z8HjhwIEJCQlCxYkVcuHBBkcaVFpgaGjH5bgCYXo4tE017pHK4uYP++ewS0//JF03/J56VV6+9XFrrmvsy+qtgBzYUWyeWZB77Ci5O/CGt/O29wC/N+MuIGXQKs2yPUYMbllXS40yh/KW6IVP6p5Yg4KkV0IDZsyD580Xg5B/AqmHAhtdNggNruU7Aou7Af5+InzyF+K2FuHJL+5oErX/eVua+9m51UR0J7uyhG/k6YhtNjBAgeoHD0b4/nudZnDCrIE3vgJzvqrSXE9f3WdrP1P+W9AYy4inF3WuLSrZA88cffyAqKgoAsGvXLuzatQvbt29Ht27d8MEHHyjWwNIA023bQ0zQO8D0cpxeCByaxV2Gb3A9v4L7nFzML2hBlsmFW7Y7sgwyE4G0WNmXS44UfP+w9W8hdTYbPHlaWMl8AOSn85eRY391cycQp6BxsbuyfCBwagGwWGr8H2mJDBUxCmZ6AhUz3q/HN0xbhMd+McU2YuPg9/SAlnzvhpyJJUshI3J7NTSFDGE8l5Iw0iA3SjoPJX3dWEwg8UQgshJZBFyx/ZDvud/ew3GC8X7t/BT4uanpXZCKBA1N49DGwoXYvg/VZR+gB051s0jCsm1okpKSLALNli1bMHDgQHTu3BlVqlRBixYiVwplBLPbtrfOG/M7zRdeATI59APw4qfSV4Y2L5/U61mOFWSZbEM2vmXakya0puigSrJmhClC55QEwLNE9U+SwKy6pr8/ui9r/1myQENVdctOL6EwXNtkXO9GWqz7uPM6GnM8lUw74oyImXyV3jImSeDE79znc1LoZQnC5AVnNqpvPsZkV6XRcQveslbKCn3Py+usgT7NFOWb+pcn39ZeCVc4Eok6zHja9A48ueaHjHu+yLjni7qDGUb68SfFVib9/szHbhZkdn4KtHpXWl0ShMlJz05CBZ8K6FKVQ4A2VWh76NCP9M/U7TRjMaB1H1Nc2Rqa4OBgxMebVE87duxAx44dAZi2XwwG95LaHI15y6lJWBPEhMXIq0RONE+7LdxZBrSD3wHz2lgN7EgDcFHhwGLmcOOLKJGUqd/loYQ8NRQkx6Gh9l05GhpHIFVDkx4vXMYdcaaqmnSBhoZKUZ64CfLufuD7GsC1LUAxJfq2eRXMFHYf36Z8cKHqf89XthGvv68BzKhoq32hUpBt0kJx4WCBpiiXp689uiquLqpTgGhkvF9sj8JolBTJ10/vh7ExY1EtsBrPfVhuxHR/Xz2M0gYOj0sXIVug6d+/P4YOHYpOnTrhyZMn6NatGwBTcsoaNdzL8tnRmLec7DIG5prI+Gw7hLYv5CIl8Z09UL8bLdqnvE5io6Ghvt4JZ4BfW1gFx7gTwNqR1vPuoqHh3BOnfLfGQ53SlLKDRIFG6bAL30SI295Z0scULJM6YQCmyLeFuSYNDRWqZo7SfzLjvJB0KlD4q5rHK6oRLjPmyf2jHEkjGVBzHJGk1c7ryW328gAwM8qqhaJR8l0Ud0k2V69gvXf3890IAGAoIpAZ7wVjMff8YDmXlQxcXGO7RckGn6G2bFgEGmYwPypxJxzQBvnI1hXNnj0bVapUQXx8PL777jv4+ZlUi0lJSXj7bYWMzUoJZoFGtDEwG1y5cviMPZleDaXADZQkSRRm6qD3K2bMG3yxKMTBFCh11AnAHMl3bhPg7RPAX4wYFY7Yq5fD4TlAP57tCQDQU1NquJdRnsOww7aKhiu2nACZK/kSfm1mCtGgYYwvNK2u9T1IOGpK+uldrghB1QWMxWOPAIu7A52nA83eAL6JBLwCgckl2wqLuklvL63/8qU1EPotHB2vx8HjZcl9Eo8FIzvRCwGVc1GxVbrN+5UZ54WEo+UQ1jgTIX+0MwkqT24DL3wsqn5l2yxR2FPKDkshZM/AHh4emDRpEn766Sc0adLEcvx///sfXn/9dUUaV9qwK6CejNg1KZf8EX8omPIOur9Ak7Z0Ke5uC0PSqSD6CaHOSZKmraiifM4iTA0Npy0TqzcIz7M7u9SUg8UZ8K2GzJD2C3+KkJsKLOkLXFgtWNQWie2W6lHGdStRz8sN+1FWkq2GBgA2vGn6TiwLn+ICEePRpnGm/3d+atWmmFOVSHm3zi4xResF6JOinPdzz1emaLzF3H3dLqTEWuGsQ8z3MpXJTvQCAGTGsef2SzwRDAB4dCHAqnXhi/tjxuzNqiRSf6+ASOXbYAeyNTRLlizhPf/qq6/KrbrUYdlysmcgZBOGsh/xXvL4iil/Vk5yLvwi3UTDwEWJsWPKr6bYOBn3fBDZIp1agP/6a5uANa8CkU2BMftYi/BqaITgE0bNg34dBbJry4VTa+BCgebAt6aUAXf3AY0Hua4dgkjdcpLYj+8dBPZ9A/R0sNCrZQn8eHEVULklsOV/MipkfE/ms5EyuR36wfTviwxGPTLfz8RzwPWt8q4VQuz3SrkBRHB4Bi3rDzSS+84z3y/S9piYNq4cLFwmN9WUo6zxUKBCPdvzZiN0WlsksKw/8P5NejBEFyJboHnvvfdon4uKipCbmwu9Xg8fH5+nS6CBCBuaoz+bOunzk4CwuiyDJsuLREt4yHN/oxuuKJmUdBzOZ0TtwIU5wMqhpm24gUtMz8ocY4cnto5Ntm0pE5MY7ZojVkRieHTdtGq14EYamtIATWPgAKPgv0sE3d9aSrtOKjov9uOyhBkzHIllr2+zI8aJiHeSK30HFUfZtYnV0BTl0T4aigjkJHnCL6IAmjt7TcHmeO9DAr5htsdFjUsK9OsHp01bhoZC0/zzBSNJ8M3/gA1vAH1/B+r0KLmtjPsenQt0+dr+9iqAbIEmLc02KuWtW7cwduzYpy4OjdnLiXPL6dwyk0oXMGVa7TELaMbIu1NcAHwRaPp7apppvzxDpAeLZUuYv6Pkp7uBe52Wa2uN0pGoRpEPr5hUzw+FvQ6oAs2c9nPoJz18+O2RxAwyzFwxjuLKRtM2zksLAb2v+IBpjiI31aQhq9eX4U5fSux3qLEyXGVDIxmWNnh4K3wLgv5dqUkXVw2RXy/1GednALummkI/nP4LCKkJPPe2KaiglHpkt4WpgQBEv7cMgSrhaDBykii2MGIIiACQIljMBiUWKn924D+/YqDp/1VDKcKOnOB+7jMOKGrOX7NmTcycOdNGe1PWMQs0REYCe4H/PqF/3jrRtsyldda/xboMSiDnoR73drCsFpxGyUuvEaGhoZKTYuqY1GSORqPJDXZWPeDqv0DyZZPHUpE14nKHaIHObIM7TGIlrB0J3NwO/DsO+L01f1lnGOWtGgZsfs8Ulp4K8ze7usk0UR2aRQ/G9eg68FOMYwJBikGqhkaKLdxxAQNuJZGyhepKqM94xxRTNux5bUwCzX8lCWMfiHBjV0qgUajenCR+WxiWG7Hfn+H5RRrY3jcSSHKBRtiNhBM5KJ4WWqvVIjFRWibhgwcPolevXoiMjARBEPjnn39syly7dg29e/dGYGAg/P390bJlS8TFSchF4kCMpClAG5F41pR4kAmXBxOVAoo6UG5H5rkuK17h1Z1UzEIfm+CQcgPIfsh+HZsd0ffVgYWdTHmU1rxqEniubAQRf4q9jjv7hFMDODhDOkkCGfe9UZgtwfj7ygbg4WWWyii/M1PI4Lp/cTESP5qM9HXrhAsziTtq+p+ZxJG5mlsz3BT9ds+X9LD6m8YBafdEt5WP4gJC+phLStTQiBVusx8BOyZLbIwdKKE5mtvU+jdpdIxrNHUrxp7FmSICDcu2meh6lZjcWeo4t8z6t9mQ2uYykh5WwhnkZ8oTaB5dMYXEuPqv8m2SiGyRf9OmTbTPJEkiKSkJv/zyC1q3FlhVMsjJyUHjxo0xatQoDBhgm/vkzp07aNOmDV577TV8+eWXCAwMxLVr1+DlxbGn7GSMJRFnNZb4C6GmVUlARaDhS+JWVtepk4XMjpTPk/DO5QoIs4aGITikxwG/NpdWVR7DdqPEG4IoymW4NJewtK9wnQ4WaDLueSPppMmbgRqVlDQAhTlaeAZIsFc4sxjo9ZOksOOZ27cj499/kfHvvwh66SXx9+KDb2K4QTHoZAtaKGXgJEng4hrkpXogdmcofCPyUVn81TK2nHjOPbpuEtDaTzYZAjsKtkSTSryj1AzUj2/aXx8bq1/hP39UZIh/JcLqs/3e5mOOVkaQpPA9FnUFwOIpRBpLFmGmlzE/VY/Ek4GIaJbhmB3R5MvAPGnztgVzLJ41r9ra6TgZ2QJN3759aZ8JgkBoaChefPFF/Pjjj+wXcdCtWzdLYD42PvnkE3Tv3h3ffWfNMlytGk+0QydDlnQ803BDmOw+dk01nRQr0FAHGrkrkyxpmjGnQnIINFsnCV0o+ha0fr73a6BKG6BaO5EXc4wSCuUqyX3E7kIedyAEuY88UbF1KgKiJLipbp8MXFpjc5g0AiBsv44hgyLsHp4DtPmf9fPtPSa39F4/ASHVTa7x948A0a0BD55Fw5WN4trKNhHHHTXZ5viUE77+1k4g9zHSbgYBKFH9s9pGcKCkUfDakaYUDFxJJ+XCFPD+6spSyOWrEmHERETe+YlwGcAOo2RqHTwCjeC1rtx+sfV8yrjri+AaufAu54DovJvFmYkknwkESCD8WdcKLlzIFvmNRiPtn8FgQHJyMlasWIGIiAjFGmg0GrF161bUqlULXbp0QVhYGFq0aMG6LUWloKAAmZmZtH+OgqROepvHAxvfpBfI5LCt4ayQFBeHQCRGA1DAYxCcl+qBhGNBKMph3w4pzNIi8UQgCjKt50kDkHgiCJlxYrVkJVtOzEno1n/8l+0Tbz1Pe5kPfmdK/ikajsnCwXYfZkEn7ZavtAtP/E5P4gfAUEDg5sZwJB4Lsi1P/Xq7P6efW9bfFEL955LtiM3jTce2MvLz8LGNxxGAS6DfPF5c3WzeZWf/Fndt7BHTdzEjZjJLv899jmtr1F7MqUbMFOfZlnGwFlERFnZSri4lgimyCjRiBRV7BRpSfh0cAruxSKRQK9XeKuG0YBFDIYG0W75Iu+0rLsaRC3DPVlF49OgRsrOzMXPmTHTt2hU7d+5Ev3790L9/fxw4cIDzuhkzZiAwMNDyz5xI0xEYSYqG5t5Bekj/lBvsF/F2KlJcjAE2mJlRAcTvD0FuCnfCzNidoci874MHR4JZz8ftD0HGPV/E7StvOZZ+1wcZ93wsUUmpFGZp8eS6Lz3UN5uGpiZfkjTzjZxlJ8Xxe9w/6qT7209GrA+MRRpkxvlYXy/zH1L01BdLAuWdX8ZdJvYw/fPJ+dxluSZiLpsnJhqW7PVity2W9KF/LnkeRcnJSDgajOQzgbaCfD599WnIzET2kSMgT8y33e5UigfCE4p7eF85Eb53SiwO0tDkPfEQ9holNPK1PJYtJzrF+SJt8PwcGxdGCeWZI5Akxk2cOBHTpk2Dr68vJk5k8dShMGvWLLsaZsZoNL18ffr0wYQJEwAAMTExOHr0KObNm4d27di3FKZMmUJrY2ZmpsOEGsuWE9u7e345+0VyklFykH7HBzovI3xCC4ELK23OcwkzvhH0LY7CLPbXoSjHdLw4z9qZ+CT0O9vCAJJAca4WFZqaNWMlD0dLuS60lrCGRgIE2+Bx5R/7KnXXnitAdoIX/CvlC8f/YSJ2AF7cQ3xj4jnyvZBGYOUQ08A/mKOfAIDWg6VpItvJzAuWHgeEVEfCpEnIizMZyqff9Uadl7nz4twfNgwFt24jrEkGQmqLu61kxPw+jsptVJYhjTAWFiJ73374tmgObVCQ+Of43xQgZgjgbbvQi90VCgC2WbqpaHSQraEpyiuxo6I7cyQeC0ZgNIv2jokj3hXq+tRNY59JEmjOnTuHoqIiy99c2JWkkUH58uWh0+lQrx49ymHdunVx+PBhjqsAT09PeHpyayWUxKyhIdhe3tOL2S/K59mDlCjV5yR7ISfZy9S5JFzrFSR/L5ZX+02afv/cx5TIpmxeTgrvUbO+dWtH2HO1/TY0Om/27QNHQPkKhsKSD6QRgEb8dkWJgbtTyHkE3Nhmkrny0lgnDgDsGhqx705QZbqWb/lLwNQnKLxjXVCwu81aKbhlcrPNjPVGSO0c3rLyETFmMoLR5aboYSwiOKOE5z22jSycneiJ9Hs+iHg2HVrP0u2iKwrSiMdz5+LJnwvhWbcuqm3cIG3cOfUn0JZ7O5XXlIvQyh/j7LWHVMj2j4ohn9JP3PTVkSTQ7Nu3j/VvR6LX69GsWTPcuEHfurl58yaio6Od0gYhzBoa1veaa4IQPdFKbo2D6jVhKCCQctkfhkIREyS1KYXZptDtBY4zJrNLjOY0CrZzgu8yXZotiuJwbDnFHjGFzGeGFBATwVVBntzwReo1P0QPfQB9bQ6BRssi0IiFmS7AmQKbFDgEzuJ8DQoydPAJKwTBaPv9PaYt4Bp9kuHhbbsiN+cQohJ/MAQAoPU0IsJNDTsVxVCMjM2bAQAF166ZjknRXuydboruzgVL1gILGi2Y47GxmGLe4kijYwdoaOL2h1Cqd08NjVvY0GRnZ+P8+fM4f/48AODevXs4f/68Jc7MBx98gNWrV2PBggW4ffs2fvnlF2zevNltsnqTVBsaJkUcKzo+2xB7XsbUe/KvFUHy2UCk3fJD5n2xwaVK+KFmSWh4x3ViMV2sKE+D/DQ2OZ4r4J/4lU5+uo5mOA1Asb1s0gjkJOvpdkliLwRsv97i7sDB723LM7dolKAut3H2o3OBKM7X4uGPc7mvNws0cracCrLZj4vUIpOUScehgziHQHNnaxji9pVH1gMvTmGTunJOvSHOuLw4zy2GfsezrB+QyQw+KXEM4klSmZuiR9LJQKtGlAqLDc2NdZFWmy2xhu1ycMBWudn0AOCRxR7YkVVeASRpaPr37y9cqIQNGzaILnv69Gm88P/2zjw+iiLt47+eM8kkmdwXSQi3yiXCorgoKqKggDceiID6rqh4Kyqee4m4iCsq3rKurosH4OItCIKAIBIQUOQMEI6QEHIfk2Sm3j8mM+me6e7pnu65yPP9fAIz3dXdNV3dVU899Rznn+/97rF9mTx5Mv71r3/hiiuuwGuvvYZZs2bh7rvvRp8+fbBo0SIMHz5ceeVDiEtOoAnqhBoeRjXLG0HIFo5q5bNlv9NX7gbHnar+ojqy5385AIDulxxTFvtFYVs4WzlvJOY+Vx/Bge8yEJdrRe4To90pA9Z/H2SN3ZRvTcaJ3xPdMVhGqDBM9Qo0Ih3u97Pc8VT4hEBVrcg1W+5h9E5pBYv4yq4dn9KRwZiP0mXxtg6tiKqgiGqRqI+r1d2r1B+JQ/KADoFGakA5ttmu7HosOmfYulO2DYDPpELthFHGG8/rKGGAiMZLvJGqS+KRCQDrXg6dkkbqN25fDFiTgV4Xajy/xPZ3xwKPhSF6uQSqBBq7veNlYYxhyZIlsNvtGDJkCABg06ZNqK6uViX4AMB5550nmAmJcfPNN+Pmm29Wdd5wwfQO1KQlxkWbSBAzCZhOcS1cTvFgyI4qCxw1JljtfFU57ybpHNhLza9pqrDCmszzImisFP8hSgUa3iy5/kgcmqssaK5iyDWagasXAO90U1E7f6p2uzVinvDr4oiFeZdwl5dCSTTfVhXxctxXV1neh3aBRlXnX/xvoK7MHYuo4ndt1w8Lge4RA+Lsgq+KDyWEiAz2TZVmxKdLaCeP/hLw2WutE+kAXU7IDgqhNPJ2iZy7rqwjH91T1aG5bqCI7CFGlUCzYMEC7+eHH34YEyZMwGuvvQZje8JBp9OJO+64A8nJyfrWMspxtT+YBr0kGqllKu9uI/Z/l+633dUGGMSisuoIM9sACK9xYmciMk4TV+2XbbKj6wW8eClNlQDatTy7v9W1bmo0ZH7ve8UOd7K2Gxd1bCvdGJQXlt/ShIQw4eTFlAhkk8Q3XHW2cDBaRJ41TuSznIZGjF1fy+9vaQRmq7RdU2KQrNKRoKnMCdlkHkvvcv9feLaq8/pRrTBBrAYYA7g9y+ULcZBd+pA9Nwk8QtrfCb6Qsn9ZBnpcWg5nq0E8cF0wXTsTz+Xk0brhxN7QrcC31Plv4y+/Kshk3ubgYDQz0deXMQ4tdUbUHIiHLbvF7WEbBQS9SvLOO+/gwQcf9AozgDuP0/3334933nlHl8rFCsJIwaGnYlsS2hr9ZdGWOpN4mHkpgniZ2hz+nhNNle0CSlZf/0v4XIPjOjZU7VFphxMATsXvYU6RXt53UHlbo1oWAHM6JUcU/vKdo9qsIkihqhq0/6/DqGa0AEe3qHvGAGUjqpLq8QegJQqXxkTixjDG4KysFCkscsl3x/G+6S8ZHFqTipKvM8FKA8ehYazDplmptkq1zdXJjssFlO8Q2cFh7xfZ2P9tJlr1si9iMhqa9r4m1MGIm06YceC7dHcfzY/6/dUM2eNaG4zYvSQX+77KlCyz94tsHN+ejAPfZYR2OVYFQbdcW1sbduzwfzB27NjhjR3TWfBoaPTqOhiTj/Mia5zYJlwOCBj8SSWuOn9NjMHU/lZe/bbfvqYKq1Czyqv6sc2R0+SJCjQhoOZ/7pxnLpHrHVoj9Oo5vC4NjeX+AqMmPDe/crf2cwWt/Qt8r5W0RrMK+y0vIkuGlXOVR59GzaGOzz6Dj8sJ1B6M0xQ1te5QPBw1ZjRWyLc7B6D0+zS3UWmTQVAXOXlRcWTZTkLLwgdx/K/3ofyXJEnHBjHvsKBgLnGJhaHDrEBPgcbsbxB+YIU7qOr+5RlCTSnPINnp4HDkJ7vgGaw77A550lIn8c751LulPjoywQf9Jk6dOhU333wz5syZgzVr1mDNmjWYM2cObr31VkydOlXPOkY9HhsaNRoCOSq2JmH3khzU7A8iQzYvQWV9mdVrqBosXu2LDAYjA4ZLB1oUi4cRCkTjAEkgJmAopaXeKG9aw6tG61F3PAmxbOdOh/+sprlG546BMXfiubUviO9/2t5eFw7VexPEvTW0ojVkvye6r2+nKTVx4g8iIoJcxZsyQfz8ziX60X2ebck4vC4NB1f4L/96uVNhNGQFt73hmHugPfF7Yucx6tUAc7k1FHz2/f0LVGxLRuWOJMnjyjamiJwswMXEmkPChka4RX07tjYYcGKnTbBkDQDofRFw22rhtdra3z3GSaqDjm1JRs0+mzcMgJJq+XnTRUlcmqB7zzlz5iAnJwcvvPACjh51WzXn5uZixowZeOCBSMbdCD/Ma0OjD56XrazYDntRu9dSlyHALcuAv0jE6vDAy8lReyDATEPBQ+iJiCkHZ2JA4TDJwGgunkYplOv5Q5sdWJqUKLqvpc6Imv0dMzLZmWvpT4BZfPbWcMyCgyszEJfagm4XHxcto+XdrtyRiLRewRnWif6iH+YAmYE9yw6tSUNjhRV1R6woOKdKshxjQM2+eFhT2pQnyVMi0BjkHgyJO/psIXDDQrfhr6C4nhpiXr18NKOeJUJHjYzQrzCGTsDXglfgxM5EZPQTsZEQI0oGmpBhLwBqhHZONQfiYEl04sQum58WJlAQRSmCuo1yGhrPxyBOvH95JtqajGiuMiPvrOqOHbmnA0lyeRTFLxaMdqX2oE//GCXPWdACjcFgwIwZMzBjxgxv4sfOZgzsQTZSsBb4pzv8szcPkuKXIEAvqVdtq3YlIrOxGcakHPECHicwBp9Zhb7Szbj6BlgZQz+Hv8FbybeZHcZ4AGpL48GcHLIH1cJg5t2Jw5tkE+xV73O/yM1VHVonR61R2HFquLFitlGK4UQ+rnsJuOwV0TvNNxj1pMeoPxwPgCfQNAmFm4bi33D0J7fgKhv2XVAvje3c/sBbU1qFYQNa6oCFNwCP+MR00tH1PNBSkN4wBjRXmWFJaoPRLPMgCbyc5B64k12TI/x9TZVmHPlRSZgAlSh4p/0MsJkLYE7EpbWg+QQ/anpHofrD6pe3PCloGsp4kfAv+hsw9DbAIZOEWWLgEAvFofaVPf5bomTE6nCii1IhOTm50wozgP42NLJc9wGQM0BZ2TBKzWWvfQxnba2ooa/nPTr0QxpaajVEfQ2AAcDohkbkt/kPaHxhBgCczUZU77Oh4lcf1fP6V2WvwX/RPb9r35fZOO57Hh6Off55u0JtDOh3MZ961x2Kw67FOd61ckm+eVzwtfVIufdzxfZEhQO+1jdDfmCvW7ECe0ZdhKb2wJx6BhVTsuQqj7qGrj9ixf5vM7H/2wzhDt9bGCUz4ojjM/I6akNlyyH/DDeUxeH3D/NQVswbB1ubgOqDMCdIP48OvWwcz74LMFkC5aQR3erbN/odxQIL9k3Hw5NmKBCa7uYnn3yCjz76CAcPHkRLi9BgsLi4WFPFYgqdl5xkOeVSIPVbACJGnmrHDR07xcbte3Dk4UdQ/3OK/2XaZyR+xnZR0Cm3+MaP2Pax4mNrSuKR0t0/kKHgdzKg9E+3CfYfXpcKh962MrIIBRow9xITABz6IV1S08IYwJX/JtjGxXV0bMe3J+P4dhlNTeMJd1A9BdO94JU4DIfuuBMAcPC2aeizYb2+S05ytiohsGOpPeC2tZI0xvRcmtegcvcurIJzJPD58ZHWR1XtSkSOJyHv6ucA+LeBo8aEiu2JcFSbYbYJhZ2GcgsSMloUrdK2NRvR2miAOYH3vLfH0RKNDRbkw1B/1IpDq2XsxKKIoMfgefPmYerUqcjKysLmzZsxdOhQpKenY9++fRgzZoyedYx6XDobBXuROp/SDlttlHwt9WdAvVR+L4XnrS+zukO8hxMNg1Ll7+L2OnWHhAbArYcOCb7XHoyXtbsI1LyK2on/s1oaoVZ6rC2Nw+4lOWgo3i48rdG/y9i1JBuH1orYT3m0XYrcthWMymI/gZ+aoLHd9igU0Y6DpT2xZmuDEXs+z8KJXR3GlAJFEuf3Abs/7Yhw66cpOtkFFcUIn5vKneLvpGb0nPxVWHF8ezLqDsXjhE99D67IUPUbSn/wWV7jDDj+ayJ2fpyHhmM+WhU1gj7vth7yvUYUE7RAM3/+fLzxxht4+eWXYbFYMGPGDCxbtgx33303amo6QdIzHrXtgfB0C6wXAMmoyqovL+wMvBbxeqNw/bn0+3QcWpOGtuaw6Lrc19UwmQ/V8pnHTkcalULY1w+LLpXJcXhtGpwtBhz8nrf0YU4A6vzDmjsdRtSVxvvH7/DmhdIYh0ZtI+moodEc9iClAEjviWNbktFab8KxYjuObU5GwzELTuyRz7vU1twxxXZUCQcnfhtGkxbG1cqhuiQeTod4gzZVmlF/xIrmahP2L0/3H3TV0sILQtpjpKrULGrQdItVTpqqdyuPz+X7XIAzomKbe9mr7Ge7T2mGukNxOLwu1d9DSo4Y8qgLeuQ4ePAgzj7bHYUzPj4edXVuq/tJkybhv//9rz61iwEqmyqxpGwtAEDv0EKSL5Er8OvlqDWiZp98h6lnjIq2ymptJ+D9JKeGuB6qLxuFWWNbAtkBaB3Agj2+tREofk/6tL5B3DzJFDUbBftHdhUt5lNeK84Wrt1IuoPGCovkYC3JZfMFcY9O7EzEwZUZfu3scqpQLiltQ72EnZuWKip29Gc7jm5IRekP4ksU+5dlonR1Okq+zkLTcWtHLqRgaeiw6UK3c7WdS44wCo2tjSbs+jRb8WNcvY/3jArWqnyeU8ZwaE0aag/Go/JXtxZI6nmLvl5RGUGPHDk5Oahsj7bZtWtXrF+/HoA7U3agvEwnE2uPrPV+bgvDY8AYQ/2KFRL7Oq7vsZGQg+/GHAmi4SlRHUlVZfET//63ugPCQYhmXH6v/Y8vu/9XYBAgK/PI9ez8EO/enGr6CDStjf5TlAPfZWDX/yS8+Xw4scuGwzNmgElNQHy0LLsW5foJUJIIThmG4af7CEXFPN5+oYo9xVzAge/SccxjfKs1xlEA2poN6rQZIgQzHDqbjTiyPkVRWY/XIQCB4YzvdZt3dzgntLZ7SkkGGA3CfiIahv2gn4YLLrgAn332GQDglltuwX333YdRo0bh2muvxRVXXKFbBaOdeFNHB/Rhss7rt/wH5NTxAIDWgwfFywJo5KlvW+qiI3Ij4O4U1GiDDn6fjsbjofOG4uPR0DDm9pDwvJQupz5h4121Mm6UEjiCbTu56vL2Ve3VIMjKCh5SOxXcx4M/ArskcnspTf7KbzyJXWqQFLIUavWOFdtRu/Qz1K/fIh6OhHe/nM0GldpC/hqiisNinIYyKxorrDixq72v7X5+yK7lbOGw+9Mc7FokF9sldNQeCiKwqoyAd+TpZ/w3Sjw7riDMD4IOBqsjQY96b7zxhjfFwbRp05CWloY1a9Zg3LhxmDZtmm4VjHasxg53tUZDCGcL/a8BAHduIAnKf7EjIbsF8Wmt4KQDQ4adY8UpOLbZdz3XB15d25qMOLA8U3GckzYHB4MBwngyCvGMleW/JOPE74mw2lthMLu8boh9rjkimkncQyhymDQcjUNLnRGWJPG21tqu5VuEbaGXzZJkvdbMDXywowb44BrgaTH7O8+JFQZW8nHbbm0woOTbTKT2bFQekE7B5fi01BthSRRvL2eDeKBEqZQgSlD6DLARjwDFKlI9RIKr3gYW3aKoqH/i19D1uQJ7HI0OE8HAcUzgzabsIN79YJ5/3Odw7C/zq5NU1Y4VB+ivRXC2GHBkfSrUH6kfQT8NBoMBJlOHPDRhwgTMmzcPd999NyoqKnSpXCzA19DoD+9h7n6e/zYR9n+bidYGo6IO0pLciiMbUoKtnDrEZu9M9KMqnK0cdi/Jxc4gZ1GeDvJEu8eSo8YsiKkQSNMVKg+AvV9ko6FMXG1fE9BoWB0Hv1fjkqkw2JsHZ5va6rhH6x2fAdvbM58rtKEBcwE/vem35LTvqyw4HUbZWEESJ1S8WzZOh9QKmF6DZO/R0uW48GlqfVf6KrYl+aUeED3utCuAgdcHdz2BQKPPDM5g8m8w1YKFDgRleqbwIK92MIYMfpWgq3hbVlaGu+66Cz179tTztFGNkeuYoSdqfDj8lv7572ecZ8048HncnhmBX26DkaGmJLJ2NFpp0RjPJWCSSt/b6BdTInRLYyd2ixt1Sy0ZBWuGos4zRPoqTOz5rz7gt6mlzug/0HnW7A8XA7MKgA9vBD65GWioBL5oT6WiZMnpywcFwRGdLZxQfa5Us+HSM00HEzV0F4SP13Atdq585uRwUeXzvB7/NQn7vw2cOuXY3/8OXP4q8JB/AEo+zCW0Daw5EO+jkdBHoLF3848tFQkNjebRuUM5I10kSrT4eqH6llVXV2PixInIzMxEXl4e5s2bB5fLhSeffBLdu3fH+vXr8c4774SirlGJk6feztDwBB5Zn4JdS3ICqv85JctajFMm+Pi6/EWSCL1YbU1GWVsZxjh9UwOpwM9rqB1F6RF8DtUrHHy1nP2NWBv+7N8X7P0i261JbOx4lr3VXXqX0NC3uVpF7drP4jFGRnBJSCt/t+H3T3LRVCn9fhzZYBe4VcvBXEwY+l4E1TEx+cKjKR5ILZIo6B60mqtNml292xwGHNucLBkUsr5MIlps4dmy56364L9u6dEmoSlsF1oafQyNW+tNIVpy8r85zQo0TdJnC05aDeYoxkvY2tpoktbAtP/EpjCn9gg1qp+GmTNnYvXq1Zg8eTLS0tJw3333YezYsVizZg2++uorbNy4Eddfr159GKvo5dFVsz8BrlYDqnkaE9EzK5g2+kS6jxEU1PjRQ+4EbDpzdKP0qu/+bzOx76vMiMxk1K+fh76SjeXSIc73L8v0j9uyW8LQFxLLeb4D1NoX1VQv4OmUCM7lW+yAi8NRvzgeHdSUyIdEECCRtFWA2rbrfy3vCwNu/ha4bL5o0fJfklHydRbKN2tLT1O20Y4TOxOx76ssdQea3cvySo3sXa0cyn/hLVd5jb1FCocy2y2PUhWRcmU17SoIps+p//57xWWPbrTj8DrhRKfpuDmmtTaqBZovvvgCCxYswJw5c7B06VIwxtC7d2+sWLECI0Yoc+07mXDx3rIrmYpOTgLB6+ni/DoBx569gU+iQNWohJBrJtQs0Q2aBFiT3H9S5P9B+D05X9GpfTPy+tJSZ0bzCTOcLVxYXd1jTygFSr72GeyO71J2oOfHGn1mjMXvdnz26WiDcadV1VfrZF/AFNjZVWxXZ9/D/ngv7wsDkrKBQRP9y6HDPszrGYTg5AAl9jCiGIxwtnDY+YkyO7eKbUmo3KFsucojsTKvAaweuG+OM0gvx98/ykP9Ue25jQLlWOJT9/33qP3yS7RVHFdUnjGgeq//eLV/eSaqdmkfxyKFaoHmyJEjOO200wAA3bt3R1xcHG699VbdKxYruHij/k1q7bufrApYZOcnuXBN/gYA4NhXgkN33BHwmLpDcbq4HJdtCp+9esBZwZjZ7v9dMkamvjNhOfcklZRvSUbljhCFVZdEn4X72oNhTifBBXHfPY/r4Z9Rf9SKoz/Z/Z5h37uxa1FuYKFbwy1UJdDLXKfq/f8EPNwv4mvA6ylcP9LT6DPAuSSFJM6gKmt5s69NV/uJfTWWjloTGAyo2R+PXYtyUPGZvvkDj2no//gxZJqrQh+C4tC023H4/gfQVqlMoJFryxMaBRr+sle4US3QuFwumM0dDWQ0GmGzxa5EpxWPQHOqowVGzgBV82qFbt6tzD3rLfvLXxSVrz2YoEtHJibBh4KGMguOynlb9b0SsLTXxSfGyFFBMkyf32x0P6eqI7uKwODOwRRWdBqLfNXKgdCcrFrDMkBNSTxKV6Wjep8NlTsSwZxuDyLmhOgzrVpwD/Be1JbqIPwl5gDTOgJutohkW9cMf9CQFWjE9yldVnDUmOBq4+DYV4K2piAnCFrtXOLEBYu60nhU/erEkfWpcLUZcHypTgJN+71pbdDgcNB+jqo9Cao0LVpx1dUrKueXKJiHpt8NoOqNf2o6Xguqa84Yw5QpU2C1ulVqzc3NmDZtmp9Qs3jxYn1qGOV4BBoDmFsjkJAONIpIyZfMcXtgBAPHofXYMTS2R2MOJc5WDhwHcIbwLKQe/zXRm3vEj8mfAZv+BYye3bHNZ7QVeOj4DKQuczrqDx5ClR6CGeM0v+hqaShTN7jWH+0or8W0oFRBlGlZghjAPNU9sqFDy9baYMTeL7PQ2mBCSo8G+QOlUOrVxNz37PBa3m9XMSlwaxXavWPOfxTI6af42GDgz4Jl7fi6DAHwZlDXqD9qRemqdJhtbWj95BIFdZLaw2mbYN24CPj0TuC0icD3QjuhE+vKJA4KnpZ6Iw6tUWD3JIOzxYjG42aUCSZcoYcz6R8XSy3NW3+J2LVV9zyTJ09GVlYW7HY77HY7brzxRuTl5Xm/e/46C57OxMDg7sjHvyQsMOBa4PEKYOj/AVe84X+C8x8PeA3OYEDp//1Jh9oGpnJHInZ+kouSZRpzrChEUpgB3LlZrn4HSOStpfOXnO77zeeAjk6zpc6Inf8sxeF1aWg8pn09W7PWIkgUr8X/8V7UlXZokIIJMuih4ahGLYWzRVGxNl5qgao9Nj+bmJr9CV4hsnqvTVRDUB8gO7vfXZDKQhCENxSfql2JaMkYAVgSgdMu03QuRQg0NDLlEqXtUFrqjbKBIT1RX8UE+f3LMnDs2HmCbQ1SBuMqpOtWV7q/4XmXwcCd60UdAlxNzYrPrZSGsjjUBROl14ejP6Vor4xadFxmj0VUTzkXLFgQinrELB63bQ5w2w7YfQxRk3IAU/v68cBrgSU+gsmIh9x/C0+VvIZj7z44dik0rtRIXfsAoXpNP1zwO3J7F8Euvi30EZ07k2BCgetBxdYkxKW0Bi446s8APvJ+5cLg8aQVvjYGCC5goO85/GCyX3XFceo9sJx3rnepM6RoXnIyYe/n2QACR8MWo6nSgqaVu5B9Xcc2e9dGce8vjlN830u+yQQgkS5EPH+EwjOHn9b68Kef4YyR6aeElYicO0MU/PrYxqOhMYK5NTSJ2cICfG8EAHi83J2X6cKnFV9DiSGwXkRj9mkBckbBPA2Nq0XfR9uVoCwhod40V1mwW2EyRAGDpwIAGsv1FUxTe0ks/eiA1iSAfFobDShdnYY9S4X3Tirysy7XZiw8wgx8DS+lB3WpxJgunhJNysZDyYAsyPQstf7HGRRLks4adbnPnCdOqCofTiIiaxmjQUNDAk3M4nHb5gC3ui+JJ9CMexFI8LFHMFmBa98Dht8XtjqqInonPG5GPun+/w9innWhe5FYa+Qs98U4siFF1guHcUZ3ZuIV+i4dGi3K7wNzAY3HzWK5IsXLa1z24VO6Ol3U8FHKFdg3ym0whNW7Q7GXk9QaG6+uI2YA8f52U20i0Y19OfpTKpoq3UKcdNRxndo1irUx0ULDmrWBC4UcEmhiFs+Sk9eGhk/OAO/HuuXLcfTpp8FaAtkX0EsryymXuEOkXzIHLt97yVN16t33BW638FJTkoA6GU8Fd3bS8NVHjModiTiwPFNoaCuDU0dvEHXpHNzeUo5ajUsE4bzfSpecJCrFjxLu7HMtcN4jSg/148B3AYRmg1GXe8Oc0TWpiEaaNm+OdBUi2u2Ef5HvJMNrFAx0CDTTN7lz2HQ5w1vu0PS7AADW7j2QdtMkAICruRmGuDjdog3rQbg9eYKiPUR6/fLlwu18Twqdk6656pW5Q4aTqt02GIwMzhYOyX7aAeV2C2oI9KhaTzsVgDtLuieehZyLKJ/6w2GOl8OjalciqnZpjDMUxveYKRRoGjdtCniu8jnPo2DeC8CJEmDDq3C1AQaT8r4g4DJ1MHGJxK4TTKLTSHKSJX5UTAgzoAciBkav6Ebgtu1pyIye7j8RWg8fBgA0bPgJBydPRvpttyFhyJCOAp30HVCCY/duNG3bDvsVl4PjODCncC3D1eaCp+uMIhkxZDQes3o9uNiSJYJ9bdUNIZkq8T2pxHD8tgNN+Wa01hvhdPgPZHImUEHHOWknPr0FtQfjgsrfpA8dNzzUk5Tm7b8qulb5s7Ml93loPXLE7bgw5lnUm85F6V0PIGugOlsWWQwm8cSlCql4+RU0/74DicPP0a9OROioVxjcLwSQQKMRr0DDoMhljrW6PVaOPfssAKDy9dfBHI6Q1e9kYt+48QAAQ0I8kkePBudjALfrmc3ocakRliQnkJQP1OsfoyJaafhRGKOo7F/foT5HWywND8zVIatLGdXykQtZf/xXdSH+1cBc6oMI6gpPa9JSsj+klyp/7rmOL1plJ95S7dG/uPul8l+05X3is++lTUjODF5YPf6yO9lo/fLv9KpSRMid0BdHP/o1cMFYp+FYxC5NNjQa8Qg0brftwLeTtfrbYvCDIZVv6TwxfIKlads2AO6Zmy+eIHrBZriNVTyCcsf3toDaFKXsWpwDR63GZYMJ7wGQiVWiA1q0APpcv0OyOPJgkEE0g7uyxsN5mqW24JZ1KnckIqmgSXSf40gdKgIISIwxcU2TVT/BiggP6cOV5ewKBSTQaMQj0BgBRWvFHsO21oMHO84RguBQJzUuhraqKvGQ8p4+sTOsOfHwFWj0xNVmQMW2ZP9M2io4/oNbW9ZcGaXxjfSA98i1HQ+j2l3rs8473lkVOL+cGFo1OgenTMXBmyb777hFOlt7zNFJ+iRDXOgmLQGvHbErnySw9l7M4c4XoOAAd3lXY6N3U+vRoyGpmxTZM2eG9Xq643KBNUsIgayjTGcilAIN4A7U55dJWwUVL7yg2H07aEI4XljtCu5vyNPTS12Xtf8X5A3QaaDVohFs3LABjRs3+m1vKKnTUqXoIoLGsmHFFLlJSye5w6HjhU0vAAA2xMeJPrCupiY4du/u2ODpPHidSP2KFZrqYOneXXHZ3j9tQFy/vpquF2mYy4Xqjz8R3+f5P1KDS4RgbaEVaFo1GuwCkYmcGk5aSkoicl1nTY37w0moATg4WURrE6v0Go3cocFpwGIJzkwampgl18ZbLxTJnr3/2uu8xqyhIm92YE8GD8bk2FiTNuXKrMM6nTg+f774Pq+GJnY696JPxIUzNYRaQ9NUob2T2vdV8BoeJThqQhelV4mscHz+q+oO0IlDd05H/Zq1nU4rGWswa5JeHuzRTa8LI3ZpEmg0MmfEHPSzpOOFYxWiGhrfHEz1q1bpen1zQQFgUGkMqUNnm//Ky7Cdfbbm80jilF6f8Li+i+E1DI2Rzj3zvvsQ17uX5vOwltAKNJ2eKI8pcvyll4KPVHwSanaiEha5JLdhpfuIiF2aBBqNFCYX4r+5o3FhY5Mio+Bgje7ESL5kDAreeF29NkKHDixh6NCQJiFzORyofGcBmkWScsoKhTFmFJxx2590uY/RFsn4ZIMl5ikq13LgQIhrIgHHaRDiY+Nd0ZvksWNhPVU6KbDeWHWYuMQGlPogtvFYO4bZ6KvL3LmwdusGtR1SMDO5zPvvF3w3JoUunggAuGpqUP7ccygZf5m6A9vfpWiKvhwQPQTDGNFIxSwKn6e9F4+GIwK2NE1btgT9DHjelRPv/0fHGkU/Xeb8A90WL0LX9/4dluslDBqE5K7+ru35r70q+J4989Gw1CdkRFCZSQKNHngMUBUE1gsJajuyIMb6tBsn+m+MYJr4gMTSAK/HfYwlAS4G4ecRSpkwQbZs40/+3jrhoHnnzuAObH90jv3tb/pVJkbgOA4Jf/gDeq4IT9A+sSHCN0BoLIWLz7zvPpiyswXbuAiOCyTQ6AFTp6HRW3ugWuMSxPUNCSKZdCUe3KQxo1WfX47yuS8oL5x5CnDjIrjqYsjdU8SYnAgHyt8DvkCTPPriAIVdaKuoCLZSQdN6SNq2TBYShmHOy4O1l3i6mpAj8v6nXH9dBCqinvQ//R84i9BNm7OSl1Ns49HQKBRo6ld+r/P1Q36AKjiTv7eJbfjwoM9X+cYbaD1Wruza3YYDPSNnZR8M+sxoaFBSjZrbzps0JAwbJlu0acsvQVZIG02/BHldl8svL9rJRNf/fuDnwJBy3bX+BY2hCyuQNEq6T/LX0DCkXhe9Ak3CsLPcH4xGd9/lIxBH0pOWBBo9UGlD0/yrzvk81MZc0Tgji+vfX3Y/J+J1JarhUcGeEUot52NHXasnSrV+ch1rZyP9FOUZ1PkDPsdx7VnFxan59FMt1ZIk9cYbZfdXvf9+UOdlzIWa/y0N6thYwJyXh+SxY73fC958AzmPPeZXzlfToCfxZwx2f8g7w39nhDW0arVB9nHjkf/Ky+j53XL3Bl7fk/vsLD2rphoSaPTA06AKbWiqP/5Y3+uHYclJgEejICU7iNyHum+jK4R54Ttvazo+ccQIWHr00Kk2OqCwSfNfeim09QgB5jxlHkZqyVy4Sz7eER8fDYbjtx2art3lhbnos2WzqmNSJlyj6ZqSMAiDf56M8Pq8hDPOAGf21yIbVAg0BrvKnHue61//X79dnI9AY5PQAGbcNV3dNdsxFxTI7s+ZOVPdcpuBQ9LIkTDn5AAQBjGNpP0MQAKNPqi0oWkrV7Z8ohRTpnR2YzHU2vDYzj1H8N3z0BqTxFWLxuTQekDJ0XLggKLfpzmGjtkE+7ixgcspJH/+K8ib/WzwJziJ7SBCtRzCWRPQVqYsI3vQMV4ksPbpA0NcnKpjQjZYnMTPjgd+4ElO4r4r1dD02fQzun8WpEYrKUfkwh3tas7Ph7WXuHt3wuDBQV2SM5lw6u87wBn9n2Hb2cPAmc1InSiv/RPUY8gQwffk0WO8ny09I2SH1A4JNHrgtaGJjJeTpahI3QEq49YkX3KJcINHoElP827yrqsCgMl/LTpjenCzC7U0rF0LKMwYzFdDq8U9uOg3wCRdcAHsl6l0UedzEg9KLJRJoBTct+zB1fp7zUWRh2BraSlOLFgQ6WqEEA7M0ZH7zd9mpX27AoHGmJICg80mquHRA0u3bu4PPs9l6g03qAoLwvc88ti0GMz+z3razbeor2N+vuB75r33IH3abch95hnE941sWh0SaPQgQnFogkfd4Oc3M/R8550m7rTTOnaLrAkbU1O8n7MefljV9dWiNA2ApVuR1itpPF4/TqbAeglZDuEGp78wUbjgnTDVBkjt0SjwctIDsXfEg+2PfxTdzpROREI02MYqpqxMuByB3w9F3jntwpCUUCSJnODMGOyXXw4AyJh2m9/uuIEDkPPkE4L5U8AlL97zxcW3Jw31qULCsLNgO+tMiO5UgcFiQda99yLlyiuCPodexMoIHN1s/TDSNVCHytm8ubBQuCHQ7FLEhibpwlEAgPiBA5E28QZV11fLgSlTFZVLulCbgazeyxBakEsHIUfe83M0XTfrkYc7OkydyD6jRvBdzOMj4ayz/LYFQ8o18nYpCVkO9zxF52UvTkSL2bFT6v1S9t5G2o4hmjCmpoLjODCHI2DZ9JsD9xteQVRnQ97cWc+g908bRJeVjLZE6XpIwFk6hNq4vu7JJrOmercVfbgQXRcs8D6HJ4uXGwk0WmEMaGn3lvj9C8EuZ21tBCokjUczomYgTpkwAQmDBgm2GeLkZzIJQ/xfSlNmBnr/vBFd//N+SL0JAKB561ZF5eL69NFwFU5UcyCHwSe6ssFm03B9fUjU4E4PAOlTpsA2dKhOtXFjMDEUPX8frL17o+CN15Fxx+1+ZTQP2u0z7IDGsO0yRPY9twIA0m/zn0EHhZxAI0KXl+YpX/bq5HGNun7wgfdz1oMPAACSx14KAIg/Q8TLqJ34gQNFt+fO6vDc8Rjm6i00chwn7e7s0QbxNHSyAjGALs/PRbfFi5Bxx+3I9Cz384QWS/fugvK6hxKJEKFzvO8sHPyx43NztWCXq7kZoSL/lZdVH5M+dYrqY1Kuvsr7OfeZZ1D51lvIeeop2WNsw4cj/9X5cNU34MhDD7k3chyMif4zjZiF42Td5fNfexWHpgkH4pzHH0Pb8eOIO+00VC9ZgvRbb/U7rvDf76J64Yeo/fJLv31Jo0ej7uuvg65y4bvv+m0z2u1IvmQMar/8Kujz6g1nYIjv0wPdl/7Pb1/qjTci8957NV+joD3cvFLNVtoVFyHpykkwZakzwJci0IDEp+CN15F47rloUhjugTMYomgxNPwY7R2CAWt129NZu3VDrx/XBRUjJeWKy2G/bDxaDx+GxeMxpFpolF9ykt3mCYPBtyULcP34fm5bFr4pAF8L45u6xlWvPIRBNNO5RXk9aOMJLXEpgl3O48dDcsm0yTchaeRIwbYuL76o/AS8lyWgux7PLijlyivQ48svYOna1e88Bt76M8dxSDr/fFgKCwTbQkH6rcqN2uL69dP12mKaLlNmJnKefhpJ553nt8+QmIj0W26BbdgwdHnuOcT17u1XxjZ0KHL/9lfR6yWcMUh0u1KkkuMlXjBSdHukMJgYkC7uEm9MToYxMTjNVtKoUUibMgVZDz2IxHPcnnsswNDvfcRdTpizs3R7jmVtMDgOOU89yfve/g4qlVI6+ZIT4zkFmHkGrKbUVPW2L+1wBkOHMAN0aE0UYpARpAJ5ZXLtS/h8G6pgovEyGWcJU1aW6vNFIyTQaMXC0zoYhcZ4hx98KEQX9e+wki++SPnhvPcnoIuzXOfIOzZtyhTE9e2LrIceVHasTlj79PFLnClGwllnwZwr4jIpVvYPf1B2cZElp/gzzkCqWBRSAGalMU+kZl9B5AozpqUFLJM8ZjRSrrkaiRdcoPr8gTB3LQxcqB1Lt27Ie2w6jLcsAVKLJEoFp3sw2u3If2kesh95GOm3BBaCM++7D1x8PHIGt9vzqA1eGYBARp0C112vEb6yOrgaGoKtlmaSLg6QFiIMsJYOpwDbHzWGZ5BArGeTsyVL4XkwJqhdojW6+wN+OIwuL8xVH59JTqDJyFB3riiFlpy0wlcDtgkNz1r27QvJJX2TgQUiceRIoaudis5ZLOqvGMbkZHRb9InPwdLHpt5wA6p4a91BwxlgKeoasJiloADO6mpFp+z63r9xbPZzOLFgASxdu6LlwAGR63Jw1ovki+IJeQVvvYXm7dsQf/ogtB45IlD/yiJx3zij+vlH0qhRqP5Q3midMxqR+9e/ovbrb1C/YoXqa8iiQP7InTULyReNUmRTFGweNLVHZdz2J6TfcjO4RVOAmkNArrh9RbAE1PTwhFfvOxhFRuiSKOwvtNJrzQ/YPfwc0X3W3r3AxcfDlJEROgNplRoavt1gwZtvwLF7D/ZffbX0AbznnGvX0MX174/0abfBUlCI+L590XPFd9hxinTEajWcLEbBJNBohfEeBFt6SC9lSEpC8pgxSFXpJVTga2/DHxQC9fSaOgTpY3OefEIXgYYzcAEt/j0kjxuLumXLFEX4zX54BjLuvAMVc18QCDQee5P0qVOw/7rr/Q/kCYuJw/+IxOHiLrhySHXCSRdfjLI//0XlyZQXje8f5JJcgGck4cwz0bhhg+g+o90O++WXKR94go23IyUMyJyOM5mAa993X9OnfpzFElJX+WCE12iAC1PoCjmNgsFqRe8f16myU1ILZzQi56kn4WpsRPk/1HkKGqxWxPfri/jTT0dLaSniBwwIcID7nnIchywF9mO2Eeeqqg8gDKshRdyAAUi+ZEzAcpEkNt+aaMLFU+OND21Y+cJ33kbuX/4ssFfhYz1VmbQumOVqWHKKD2DTYVGx3BAszvp6ZQZ6HIekUaNQtOgTdPtIWmORekOHkOI2Yhben7znn0fvDesRf/rposfrkkld5Pd0W/o/mBQsH2nB3KWLonK+3lqBYmzIEdf3NHWzaN7pUm+aBADo/vlnSJ00KcBxGtpFpH6euCGhwFJUJNDQNLV77cX166d4CU+w9BtOosTDyhAXF1KBBgBSr79euHzJE5qVTJq6fvAf9Pp+ZeCI0Sq1XoWvv66qPACk33orEi8ciS5zn5c+71tvIn3KFNXnDifR8fTFMp4lp+z+gnX/tspK3S8V6AVNGHS6shOpiRQsM+NKvuQS5M2Zgx5fi3vIGJOT0WP5cvT6YbXy66mkYc1aReUy7rgdHMchvm9f2aWNnCefFHz3FVA4joNRzv5BD/cSkQFUzIBYCYa4jnV9jyDssasx+0T8VITRKOneKomcMKF2Rs87V87MmThl6y+w9uwpePYFUas9SGpo/OtW8OYbquoRCEuPHgLX30Bk3nO3QEPjanI7HnBGI7p98onUYQI4q7q0CrrBcUi6SIU938kE7xnr/vlnAZM+cgaDoojDemm9PDY3fhMSuCdvBS+/7B8VXlgRXeoRSkig0YpnicFnZiJnUR40AdZtFWsH1MxWZZ5hjuNgH3upbOoFS34X1bmmVKHwJfMkUpOjyz//qbEy0CUFQbCeGGIYEhOR//JLyH/lZW/G87xZz8Dauzdyn/m76vOZ87uo+42Mydt+qFxa8dUKemwT+O9b4rn+mdmV1rj75595PaCUEkgN3+OLz5FyxeWi+7wegzyMiYnCd513v33dbSWJYCoMg8JAi0mjRwd1fo82rut/gssuHiqYwO6FE0wmNKGTIJH/6nzYzjkHhe8EGWWbBBplrF69GuPGjUNeXh44jsOnn34qWfa2224Dx3H4px6Djx54lpwMoTdH0m+gU77kpNQ+JWLo+JIlXSjivqx2YNBpIOFrkbp/+YVMyQBw7ojIfDf/xBEj0H3p/0QD4pny5D2xOHCqBRo5QVupsNtj+TLkz38FiSP8hRWgI94IIGF/IlUHX2EriOddS7C9grffQsq1/l5xgvfOp+5dXpoX9PXCgZyNHz/quFKHAz5Gux3ZD88AEHyyRr3xaGz9nk0NfYHALVunPi6uTx8UvvlG0LZyarKRR4qoGK0aGhowcOBAvPyyfLC4Tz/9FBs2bECeWne1UOLN4+QjbOjgkZBx553CU9aJeNUEQeKIETDl5CBp1ChNNjShwnb2MMVlOQMHplMAQ9ElPbV9Ugg8Uaw+UT1DScErr8juF4tXETCWS5swt1bihSORPfNRWE85BVkKXO4Bd0K8pAsukLS3EQwAYu7tEs+5fywhpc87/3zBvyOW/Hzk/vlppLS7+ntdenmTl3ifSN2KBkoFZTLuvktxPQF5t2Q+8QMGoNfaNaI5pdJvvQXGTLdBb9KoUYqvnff8HKTecAO6f/F5yG1j1NL9yy/cEa3/9H+6nVMQyTcKNCMJw84KeYR3PYiKJ2PMmDEYM0ZebXv48GFMnz4d33zzDS699NKA53Q4HHDw8nfUhioNgcfLyacT1cMNLvnSS3CcN8BYeooHRuu4aEcnljppEqree0+0mCE+Hj2/Ww4YDNg3RmbNFAj7y2TKzETWgw+i5MqrAhcGAM4AZ10Io1yqnGUFGtwVE6lOLJAW0GCAKVNFzArGBMlCsx97DGmTbgQApN10UzA1FCX5olE44q1jx70zZWWhrbwcaTdOFD/Q9z0N5rarPUakbbMffRS2YWd3CPO8MqrjlgBQIok3bvhJ8dksRUXI+fOfcXDyZEXlTenp6PLcbBy+z0dg5Tj0+OwzOPaVeHMMKSFh0CDYFfT7Wsl6+GFUL/oEXRcswPHXlWkzTOnpSDzX7VmU/fjjHc4QWjQ0vPYPRpOlN3GnKm+rSBIVGppAuFwuTJo0CQ899BD6KkxPPmvWLNjtdu9fAT/Ko66V8wg0PrKhDjY0voGT1ERIDTSL4YxGv9lu9uOPixQM78uU/eQTqmI82M4+G0kj9Q8IFzQRtF0QRWX7BZz9MoasGTOQeP75yJ//inebHJnT3ZoA+1VXeoUZveEsFsS1u7/yk47mPfccCt99VzJdgu/Ew6wyxhOgflnWIJICxGC1Ivnii7w2MvxzyrpwS7WvguewTWEk864f/Ac9vv4K1u7dvNvyX5bw6ORdN3nMGPQp3iTYzRkMMKakuKNeq3k2Fdxj6ymnBG2X4yF96hT0+Pxzd8Tvxx+DnRcQTwlpN05UbYMVGIV2goWFmpPNSmGwJYTkvHoTEwLN7NmzYTKZcPfddys+5tFHH0VNTY33r7S0NDSV8y456WsUfMr2bYos4PnYx40D4FZXpt88FcaMDKTdcrP8QbwOyJThH0cn3Jl7DRaLqmWbpJEXwJSRIZkuQCmS91pmYLCeJuImr8aDLAhynn4KXILyzkVt+/EH0vghg1Hw1lvCAozBlJ6OglfnI8kTWVjOaxsMSRecj15r1yD3b39TVRe1FP33A/T++WeYecti5twc2M4cKimo8d/THsuXeQ2nA8LXyCq8xwWvvwZLUREKFXhR8YUeP9s5wWqX+LUVOQhIVNs3irHHq43/jsT17y8IcSCF7/3kewiqejIVePp0W7IY+f98Qc1ZQ4w+fQE/c7YUptxc9Pz2m5BpsdImTwnJefUmKpac5Ni0aRNefPFFFBcXq+qcrVYrrEHku1CNxJLToenq1qd9CWadOGHwYPT49huYsrNhsFrRa/WqgLNH/hIJczj8C4RQoLGdPQwN634UbjQYYC5QEb/G5H7Zg8ltooyO+5Nxxx0Kiod2ySn1uuuQcs01+L2vvnmpvPCeu5Srr1YWGFA2Dk37adNDG3QScA/8Hi1mwRuvo63yhKgXEZ/E4cNRv3IlAHXamYw7bkf9ypVImTBB8TuSOGKEpFGzL6b0dGQ/8Tg4i0XedkFSQyP8mjB0KBp/Ei4xSdoj+fQZXoHKxBtY29qQ8+STyH7iCfyuYjlCkF5D5r71+nEdHDt34aAn7omCWxzuyVcgtMakynroQVR99BEyFIwlSm3R1GDKzERbRQUAdasDkSTqNTQ//PADysvLUVhYCJPJBJPJhAMHDuCBBx5AkYy7cNg4+ov7/yObBZtb9u/X9TJxAwNEk2zHUljojTeiVhXuEhNoQujlZO3dR2QrB2OiDb3WrkHeP/7h3WouLETOX/7sX9rk7myVuGWL4dF2xEksZQqFGJ8OSkwbo3POHzH0dOuWO7ftLHc8l1gwBvQl8dxzJV2l+QjaV8V9NWdno+eq75E5/U5oMQqWI23iRKRec43/Dv5AKaLNjB840E/IbCkpUX7dyeK2TZ53DegwpuY4DjlPP6XovOaCAmGfJCOAmFJTBdFro97bUgyNc5v0W25Bz2++gTk7cOJIVXZtCrF064YuL8xF1/f+rfu5Q0XUPyWTJk3C1q1bsWXLFu9fXl4eHnroIXzzzTeRrh7wy3/d/zdVeTe5QhASPUODa6gsfA9uh0i9QznrEbMNaDeAM6Wnwz5uLFImTIAhKQld338PqRMm+FevXaMQP2SI5GUK331Xcl+3jz9C6g3Xo4uEqpqfUNJ3xuV1G+UFyEo4S7mHVqjo/fPGji8q24/xEm56IpgK4n2IzTqjzW5IBZaCjuCCagdNj0YgokabIvc+bepUv+1SQooY6f/X4a2TyMsazxdsjSkpvO1BakcDPJuKhJ8o08rwUWP0HCzp025D4siRQRqOB4DjkDxmjPJkvVFAVCw51dfXY8+ePd7vJSUl2LJlC9LS0lBYWIh0H3W12WxGTk4O+vQRm+GHmbgUP2FGKmlaMBiSk+GqrVUfnVUpvI6PtfhraEKpxhUbQHy35f7lz8h54nGvwNDj66+wdzTPI659Vs1xnLtz8+nIe65eJbCp8MXao4dfdGClZN1/H8y5OUi68EJwZjMa1m+Affy4oM7lV69evdBUXBzUsUaB0am69jMmdRxrSE4GAMT37y9/kIxAY1GYTiFSGFNSULToE8XB4ESJtkFVpD5ignby2HGoeEEoyLujFBuRPXMmqj74AF1e/GfHaQ0GdP9sKVhrqzDAH08rKaXpBESMoSUEyOSxY0UOFi9r7dkDjt17oiblAh/7+PFgzQ5/t3sdUZLbKWii7blWQFQ8BT///DMGDRqEQe0Nf//992PQoEF4MsiBJqxc9goADrjwaQBAy549cOnoIt5r9Sr0Wrc2ZDYIfJdavjbCSygfajFDP5Hr8Y0RfaMSCwQukU5NTphRjc/AbbDZkH7rrbAUFcHcpQtSrrpStSG3FF3mPg/7FVeg2+JFqo4zBbn05sFot6Poow/Rben/VGgsxAWapIsvRt5zszXVJxzE9+2rLdaPyDObP38+DMnJyH91voaaScGLHCyZhsMnZYfJfzktadSFfts871faTZPQ4+uv/PLGWXv18ssaz08UKeYe3+WlebCeeiq6zPmHYLvUZMnjKs2PEST1XuW/8gqSL7kE3RYpSwkRTjiDAanXXYu4PsGlLYk0iqNSRxFRoaE577zzVBlQ7dfZPkUTRX8EHisDzO25U3QO+mSIiwucvEwDfC+PpNGjkVFSAktBAY7MeNi9MZQCjZiqXkveklDPKMK4smLOyUHerGdUH1fw+muary2X/VdNnJ183uz+pEbkuUu64Hz03rA+5Iaqhf/+N0pEXIt9AwbybaPi+vWDtU/v4JeKfLCdey7Sp92GuNNOExU8kkeNQrKKIHresYDnUi/lJGEpLJRNqEioJ+8f/0DV++8j+7GZka6KaqJCQxPzmDsEDqkXT1SNGgXwNTScwYDMO++EbRhPPS0WdTWUaOn/Q5E/K0qR0nz4GvBag0xqqQZdMozHMj5CuMeTJ2TCDO9+x/XpjVN/3wEjT0sCxvzTAhg7+qWC115F3t//Li7/B1FnjuOQde+9SNYrKWX7z2M8o/toiw58MmMfNxZFHy4M2tEiktBTojNiHig5Tz2J5LFj4dizB47ff49AraRJveZqVL71Nmxnn+3dZkxPh+2PfwRnscCUFbrEkpyIsBTV3gxRNHDbx4+Hq6kZZU8JPUw8969o0Sdw7NiBxPPPC31loue2RARfGSBv9rOhvaDIcyh4b1xOJJxxBuIGDEDz1q3u/UYRA9tofdc8v8/FC3oYQs8+4uSBBBq9Mfrf0pTrrgPHcej+6RIAwI5TRAKyRYjMu+9GwplnuSN3tsMZDCh8+y2Zo/RBNHaMjrNa31xYmgmDS7YaUq+dANvZw3Dorrs7BOX2QSq+b1/EK4yqrQox4YU3wCaceSYaN2yIWo1kSOA9sz2/Wx4Z2wOecOLxVLOdeaZXoIGYx5CoQBMFhqDtz5MxLc27KdpizBDRCQk0uiMye4ril5GzWJB4zvCIXDvlyiv8vCx0tYORCxkfBCwE7vhasRQUoOCN17HnXHfAtkhruPLnvYj6VasE2b1PevhpCsIQzNMsEizQV0Pj3siJ75d9x6JB3eaugyU/H3mzn4UxNTXC9SFihSjVOcYuLXv3RroKMYMpU2Q5S4NAY87PF3zXa3D3xGFIHj9el/PpTSBPr5DDhF439vHjYbDFRmRR3QnD/Y/v2xddXpiLog8Xerfxvds8Nk2CrPW8JRvv86JDAl296Po+L5Eu73myX3aZN/EjQQSCNDQ64/UOIoJCi3t63KmnoPXQoY4NWjymeBS+/RbaKivF3dqjgTAINLYR56Jh1WrxDNlRZFsUEXi/P1wasuQxYwTf82Y/i72j3Ea5yRdfDMAd6bnw3+/C0rVIdCVJPN9ceLXJ3b/4HK76ekGcLUNScljrQJw8kECjkbaqKlS8+CJSrrwS8QMGwFlfLywQxctN0UDP1atQ99VXMOXlwVVbB0uhijxOPrQcOiz4LpulWAWcxRK9wgwgbh+hMwWvvILWo0dhEcta39kFGr6LdISW/CwFBTj19x1gjAk0drb2CLJtlZXebd60BVGQ0sLao4f3c+7f/46GtWsVpawgCDFoyUkjZU89jeqFH2L/hGtF94t1GtkzH5U9J6clammMYc7KQtrkyUgeNQopV12p7WS+Y7lOGpqoh28rESKBhjOZxIUZAFkPzwDgDsPeGRHIc+EOc+CDZPsLbGzcAo05JwfJl1wShlopI+WqK9Fl7vNRIWgRsQlpaDTSsGGD7H6xlzN14kS4GhpQ8eI80WPUZP0lOuB8BZhodUvVmwhrSOL798cpW3/pxAMRf8kpOjWygoB3PKEn7/k5MCQmovqjjyJQK4LQl07S44eO1OuuA9CR98ZX5S/WyXNGIzJuv106rD0tUwWHjwCj15JTTBGhZ6fzCjMQCpRRKkQbExORetMkpFx/ncBOjeM45PKz2FPfQ8QwpKHRSNypp7j/9yTK9Jkty+X28c2J0nEQdSpB4Ts77ixLTvxnjp6d8MO3oYni+58zUyaUvdEIOJ2IPz1ESXAJIgx0kh4/dHgEFn4KAcH+ADPXvDlzdK9TZ8V/ySl6BxddiZEB9WTFnJsLGI0w2Gwxq6nqvWE9eq5cQcvdRExDGhqNeASapi1b4KxvEFlyks++bBt2VsjqdrKSMGQIGn/+GbZzzhHu8L33nSRcOiMNTUThLBb0+XkjYDRGdRBNOYyJiTAmJka6GgShCRJoNMJfUqr536f++wPN2MTW3GO0UwwXXV6ah7qvv/b30PC9l51kycmUlgZDYiLAcTAmUwyPSGDoRJ6JBBGtkECjEaFAs9Rvf9oNN8geb0hI0L1OJzum1FSkXn+933a/2XEnWXLiTCb0WrfW/bmTaKUIgiB8IYFGI3yBpnnrVsAnzb39qqtkjzdYrSj6+COAMclYNoQymE8eGkOM2jMEQ2f6rQRBEGKQQKMRPy8mn3DiStbU4/v3F3w3xMVprlenxCcci2PvvsjUgyAIggg7ncPIIJTwNDIp11+n6VR5c+bA0r078mY/q7VWnRLW1CT47thHiUIJgiA6C6Sh0QhfA8OZ5D2aAmEfeynsYy/VWqVOi7NBmEeLi3AYeoIgCCJ8kIZGI4xJhz239uoV7up0alz1DYLvaZNFMkMTBEEQJyUk0GjEYLXyvgkFmm6fLglvZTo5rgahQMPP5EsQBEGc3JBAoxFL167ez4wfsRXkQhtuWHOz4LsxJSUyFSEIgiDCDgk0OpBx550AgLaysgjXpHOT8/TT3s+Z990XuYoQBEEQYYcEGh3gzG7b6vrVqyNck85N6nUdcXwMNlsEa0IQBEGEGxJodCBQgkoiAnSSKMEEQRCEGxJodIDzxKLxsaEhIocxKSnSVSAIgiDCCMWh0QMT3cZoIfvxx9G4cSOSR4+OdFUIgiCIMEIjsQ6IBdSz9uoZgZoQaTdORNqNEyNdDYIgCCLM0JKTDvjlcwKQ89RTEagJQRAEQXROSKDRAY+XEx9jamoEakIQBEEQnRMSaHSAE7OhMdCtJQiCIIhwQaOuDrgam/y2iQo5BEEQBEGEBBJodKClZJ/fNhJoCIIgCCJ8kECjB5z/baRItQRBEAQRPkig0QMRexlDYmIEKkIQBEEQnRMSaHTAVxtjPfVUcGQUTBAEQRBhg0ZdHUi56krBdyNpZwiCIAgirJBAowN+9jIcJUYkCIIgiHBCAo0O+C0v0XITQRAEQYQVGnn1wCf1gSkzM0IVIQiCIIjOCQk0OsD5LDFlPzwjQjUhCIIgiM4JCTQhwJSREekqEARBEESnggQagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaHQi+/HHAQBd/vnPyFaEIAiCIDohHGOMRboS4aC2thZ2ux01NTVITk6OdHUIgiAIglCA0vGbNDQEQRAEQcQ8JNAQBEEQBBHzkEBDEARBEETMQwINQRAEQRAxDwk0BEEQBEHEPCTQEARBEAQR80SFQLN69WqMGzcOeXl54DgOn376qXdfa2srHn74YfTv3x82mw15eXm46aabcOTIkchVmCAIgiCIqCIqBJqGhgYMHDgQL7/8st++xsZGFBcX44knnkBxcTEWL16MXbt2Yfz48RGoKUEQBEEQ0UjUBdbjOA5LlizB5ZdfLllm48aNGDp0KA4cOIDCwkJF56XAegRBEAQReygdv01hrJNu1NTUgOM4pKSkSJZxOBxwOBze77W1tWGoGUEQBEEQkSAqlpzU0NzcjEceeQQ33HCDrKQ2a9Ys2O12719BQUEYa0kQBEEQRDiJKYGmtbUV1113HVwuF+bPny9b9tFHH0VNTY33r7S0NEy1JAiCIAgi3MTMklNraysmTJiAkpISrFixIqAdjNVqhdVqDVPtCIIgCIKIJDEh0HiEmd27d2PlypVIT0+PdJUIgiAIgogiokKgqa+vx549e7zfS0pKsGXLFqSlpSEvLw9XX301iouL8fnnn8PpdKKsrAwAkJaWBovFougaHmcuMg4mCIIgiNjBM24HdMpmUcDKlSsZAL+/yZMns5KSEtF9ANjKlSsVX6O0tFTyPPRHf/RHf/RHf/QX3X+lpaWy43zUxaEJFS6XC0eOHEFSUhI4jtP13LW1tSgoKEBpaSnFuIlyqK1iC2qv2ILaK3aIpbZijKGurg55eXkwGKR9maJiySkcGAwG5Ofnh/QaycnJUf9gEG6orWILaq/YgtordoiVtrLb7QHLxJTbNkEQBEEQhBgk0BAEQRAEEfOQQKMDVqsVTz31FMW9iQGorWILaq/YgtordjgZ26rTGAUTBEEQBHHyQhoagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGo3Mnz8f3bp1Q1xcHAYPHowffvgh0lU66Vm9ejXGjRuHvLw8cByHTz/9VLCfMYann34aeXl5iI+Px3nnnYdff/1VUMbhcOCuu+5CRkYGbDYbxo8fj0OHDgnKVFVVYdKkSbDb7bDb7Zg0aRKqq6tD/OtOLmbNmoU//OEPSEpKQlZWFi6//HLs3LlTUIbaK3p49dVXMWDAAG+wtWHDhuGrr77y7qe2il5mzZoFjuNw7733erd1uvYKLvsSwRhjCxcuZGazmb355pvst99+Y/fccw+z2WzswIEDka7aSc2XX37JHnvsMbZo0SIGgC1ZskSw/9lnn2VJSUls0aJFbNu2bezaa69lubm5rLa21ltm2rRprEuXLmzZsmWsuLiYnX/++WzgwIGsra3NW2b06NGsX79+bN26dWzdunWsX79+bOzYseH6mScFF198MVuwYAHbvn0727JlC7v00ktZYWEhq6+v95ah9ooeli5dyr744gu2c+dOtnPnTjZz5kxmNpvZ9u3bGWPUVtHKTz/9xIqKitiAAQPYPffc493e2dqLBBoNDB06lE2bNk2w7ZRTTmGPPPJIhGrU+fAVaFwuF8vJyWHPPvusd1tzczOz2+3stddeY4wxVl1dzcxmM1u4cKG3zOHDh5nBYGBff/01Y4yx3377jQFg69ev95b58ccfGQD2+++/h/hXnbyUl5czAGzVqlWMMWqvWCA1NZW99dZb1FZRSl1dHevVqxdbtmwZGzFihFeg6YztRUtOQdLS0oJNmzbhoosuEmy/6KKLsG7dugjViigpKUFZWZmgXaxWK0aMGOFtl02bNqG1tVVQJi8vD/369fOW+fHHH2G323HmmWd6y5x11lmw2+3UvhqoqakBAKSlpQGg9opmnE4nFi5ciIaGBgwbNozaKkq58847cemll+LCCy8UbO+M7dVpklPqzfHjx+F0OpGdnS3Ynp2djbKysgjVivDce7F2OXDggLeMxWJBamqqXxnP8WVlZcjKyvI7f1ZWFrVvkDDGcP/992P48OHo168fAGqvaGTbtm0YNmwYmpubkZiYiCVLluC0007zDl7UVtHDwoULUVxcjI0bN/rt64zvFgk0GuE4TvCdMea3jQg/wbSLbxmx8tS+wTN9+nRs3boVa9as8dtH7RU99OnTB1u2bEF1dTUWLVqEyZMnY9WqVd791FbRQWlpKe655x58++23iIuLkyzXmdqLlpyCJCMjA0aj0U9CLS8v95OIifCRk5MDALLtkpOTg5aWFlRVVcmWOXbsmN/5KyoqqH2D4K677sLSpUuxcuVK5Ofne7dTe0UfFosFPXv2xJAhQzBr1iwMHDgQL774IrVVlLFp0yaUl5dj8ODBMJlMMJlMWLVqFebNmweTyeS9l52pvUigCRKLxYLBgwdj2bJlgu3Lli3D2WefHaFaEd26dUNOTo6gXVpaWrBq1SpvuwwePBhms1lQ5ujRo9i+fbu3zLBhw1BTU4OffvrJW2bDhg2oqamh9lUBYwzTp0/H4sWLsWLFCnTr1k2wn9or+mGMweFwUFtFGSNHjsS2bduwZcsW79+QIUMwceJEbNmyBd27d+987RV+O+STB4/b9ttvv81+++03du+99zKbzcb2798f6aqd1NTV1bHNmzezzZs3MwBs7ty5bPPmzV53+WeffZbZ7Xa2ePFitm3bNnb99deLuirm5+ez5cuXs+LiYnbBBReIuioOGDCA/fjjj+zHH39k/fv3j0pXxWjm9ttvZ3a7nX3//ffs6NGj3r/GxkZvGWqv6OHRRx9lq1evZiUlJWzr1q1s5syZzGAwsG+//ZYxRm0V7fC9nBjrfO1FAo1GXnnlFda1a1dmsVjYGWec4XVHJULHypUrGQC/v8mTJzPG3O6KTz31FMvJyWFWq5Wde+65bNu2bYJzNDU1senTp7O0tDQWHx/Pxo4dyw4ePCgoU1lZySZOnMiSkpJYUlISmzhxIquqqgrTrzw5EGsnAGzBggXeMtRe0cPNN9/s7c8yMzPZyJEjvcIMY9RW0Y6vQNPZ2otjjLHI6IYIgiAIgiD0gWxoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaAiCIAiCiHlIoCEIgiAIIuYhgYYgCIIgiJiHBBqCIAiCIGIeEmgIgiAIgoh5SKAhCCIiTJkyBRzH+f3t2bMn0lUjCCIGMUW6AgRBdF5Gjx6NBQsWCLZlZmYKvre0tMBisYSzWgRBxCCkoSEIImJYrVbk5OQI/kaOHInp06fj/vvvR0ZGBkaNGgUAmDt3Lvr37w+bzYaCggLccccdqK+v957rX//6F1JSUvD555+jT58+SEhIwNVXX42Ghga8++67KCoqQmpqKu666y44nU7vcS0tLZgxYwa6dOkCm82GM888E99//324bwVBEBohDQ1BEFHHu+++i9tvvx1r166FJ3+uwWDAvHnzUFRUhJKSEtxx3NeO+wAAAsRJREFUxx2YMWMG5s+f7z2usbER8+bNw8KFC1FXV4crr7wSV155JVJSUvDll19i3759uOqqqzB8+HBce+21AICpU6di//79WLhwIfLy8rBkyRKMHj0a27ZtQ69evSLy+wmCUA9l2yYIIiJMmTIF77//PuLi4rzbxowZg4qKCtTU1GDz5s2yx3/88ce4/fbbcfz4cQBuDc3UqVOxZ88e9OjRAwAwbdo0vPfeezh27BgSExMBuJe5ioqK8Nprr2Hv3r3o1asXDh06hLy8PO+5L7zwQgwdOhTPPPOM3j+bIIgQQRoagiAixvnnn49XX33V+91ms+H666/HkCFD/MquXLkSzzzzDH777TfU1taira0Nzc3NaGhogM1mAwAkJCR4hRkAyM7ORlFRkVeY8WwrLy8HABQXF4Mxht69ewuu5XA4kJ6erutvJQgitJBAQxBExLDZbOjZs6fodj4HDhzAJZdcgmnTpuGvf/0r0tLSsGbNGtxyyy1obW31ljObzYLjOI4T3eZyuQAALpcLRqMRmzZtgtFoFJTjC0EEQUQ/JNAQBBH1/Pzzz2hra8Pzzz8Pg8Hty/DRRx9pPu+gQYPgdDpRXl6Oc845R/P5CIKIHOTlRBBE1NOjRw+0tbXhpZdewr59+/Dee+/htdde03ze3r17Y+LEibjpppuwePFilJSUYOPGjZg9eza+/PJLHWpOEES4IIGGIIio5/TTT8fcuXMxe/Zs9OvXD//5z38wa9YsXc69YMEC3HTTTXjggQfQp08fjB8/Hhs2bEBBQYEu5ycIIjyQlxNBEARBEDEPaWgIgiAIgoh5SKAhCIIgCCLmIYGGIAiCIIiYhwQagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaAiCIAiCiHlIoCEIgiAIIuYhgYYgCIIgiJjn/wExOm6jUEmHVgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = np.asarray(result).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can also use Dask dashboard (with dask.distributed.Client) to examine how jobs are distributed along all the workers. Each green bar below represents one job, i.e. running `radgyr` on one frame of the trajectory. Be aware though, that your Task Stream will probably look different." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " \n", "![Dask task stream](../images/parallel_analysis/per_frame_dask.png)\n", "\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallelization in a split-apply-combine fashion\n", "\n", "The aforementioned per-frame approach should normally be **avoided** because in **each** task, all the attributes (`AtomGroup`, `Universe`, and etc) need to be pickled. This pickling may take even more time than your lightweight analysis! Besides, in Dask, a significant amount of overhead time is needed to build a comprehensive Dask graph with thousands of tasks.\n", "\n", "Therefore, we should normally use a split-apply-combine scheme for parallel trajectory analysis. Here, the trajectory is **split** into blocks, analysis is performed separately and in parallel on each block (\\\"apply\\\"), and then results from each block are gathered and **combined**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " \n", "![Split-apply-combine approach](../images/parallel_analysis/dask_sac.png)\n", "
\n", "
\n", "\n", "Image from (Shujie *et al.*, 2019) used under CC-BY license." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will show a simple illustration of split-apply-combine approach with dask below:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Block analysis function" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`@dask.delayed` is a common syntax to decorate a function into delayed-enabled. It is the same as delaying the function by `dask.delayed(analyze_block)(bs, radgyr, ...)` later on." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "@dask.delayed\n", "def analyze_block(blockslice, func, *args, **kwargs): \n", " result = [] \n", " for ts in u.trajectory[blockslice.start:blockslice.stop]:\n", " A = func(*args, **kwargs)\n", " result.append(A) \n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split the trajectory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a very simple way to split the trajectory. It splits the trajectory into defined `n_blocks` which is normally the same as the number of cores you want to use.\n", "\n", "Since it is achieved by evenly dividing the `n_frames` by `n_blocks`, and setting the last block to end at the last frame, sometime it is not really balanced (e.g. the last block)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "n_frames = u.trajectory.n_frames\n", "n_blocks = n_jobs # it can be any realistic value (0 < n_blocks <= n_jobs)\n", "\n", "n_frames_per_block = n_frames // n_blocks\n", "blocks = [range(i * n_frames_per_block, (i + 1) * n_frames_per_block) for i in range(n_blocks-1)]\n", "blocks.append(range((n_blocks - 1) * n_frames_per_block, n_frames))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[range(0, 2093), range(2093, 4187)]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "blocks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply the analysis per block" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "jobs = []\n", "for bs in blocks:\n", " jobs.append(analyze_block(bs,\n", " radgyr,\n", " protein,\n", " protein.masses,\n", " total_mass=np.sum(protein.masses)))\n", "jobs = dask.delayed(jobs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `visualize()` we can see that the trajectory is split into a few blocks instead of ~4000 jobs." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "jobs.visualize()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "results = jobs.compute()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combine the results" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "result = np.concatenate(results)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = np.asarray(result).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you look at the Dask dashboard (with dask.distributed.Client) this time, you will see each green bar below represents a per-block analysis for `radgyr`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", " \n", "![Dask task stream with blocks](../images/parallel_analysis/block_dask.png)\n", "\n", "
\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other possible parallelism approaches for multiple analyses\n", "\n", "You may want to perform multiple analyses (or analyze multiple trajectories). In this case, you can use some high-level parallelism, i.e. running all the serial analyses in parallel.\n", "\n", "Here we use [joblib](https://joblib.readthedocs.io/en/latest/). It is implemented on `multiprocessing` and provides lightweight pipelining in Python. Compared to `multiprocessing`, it has a simple API and convenient persistence of cached results.\"" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from joblib import Parallel, delayed\n", "import multiprocessing\n", "num_cores = multiprocessing.cpu_count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we leverage the power of `AnalysisFromFunction` to fast construct a class that will iterate through the trajectory and save the analysis results.\n", "\n", "If you want to know more about how `AnalysisFromFunction` works, you can read it from [Writing your own trajectory](https://mdanalysis.org/UserGuide/examples/analysis/custom_trajectory_analysis.html)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "from MDAnalysis.analysis.base import AnalysisFromFunction " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "rog_1 = AnalysisFromFunction(radgyr, u.trajectory,\n", " protein, protein.masses,\n", " total_mass=np.sum(protein.masses))\n", "\n", "rog_2 = AnalysisFromFunction(radgyr, u.trajectory,\n", " protein, protein.masses,\n", " total_mass=np.sum(protein.masses))\n", "\n", "rog_3 = AnalysisFromFunction(radgyr, u.trajectory,\n", " protein, protein.masses,\n", " total_mass=np.sum(protein.masses))\n", "\n", "rog_4 = AnalysisFromFunction(radgyr, u.trajectory,\n", " protein, protein.masses,\n", " total_mass=np.sum(protein.masses))\n", "\n", "analysis_ensemble = [rog_1, rog_2, rog_3, rog_4]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`run_analysis` is a simple way to run the analysis and retrieve the results." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def run_analysis(analysis):\n", " analysis.run()\n", " return analysis.results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `joblib.delayed` is different from `dask.delayed`; it cannot be used as a \"pie\" syntax (`@joblib.delayed`), so you have to use it as below.\n", "\n", "Similiar to `dask.delayed`, the code inside `joblib.delayed` will not run immediately but be pushed into a job queue waiting for processing. In this case, `run_anlaysis()` is processed by `Parallel` with defined number of workers--`n_jobs`." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "results_ensemble = Parallel(n_jobs=num_cores)(delayed(run_analysis)(analysis)\n", " for analysis in analysis_ensemble)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `results_ensemble` will be a list of `results` that is returned from `run_analysis`. You can further split and process each analysis." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frame')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0XNN+6N7r8r2Rbj/Kwj7K9VQbmlL2zjscUmZovWIFNV1lcdVOkiTScwtRUCx9hesowsPD4enp6dI2qFu+9jNhtfNs2LLzi0WX3Xv9IV78cb/lc5aDbVt0Wutg7m62PWJQBZoyzKUHGXhm+m7LZ3sGvo6zDmLU4lM4G5cGgK4BULUByvDb/juuboJbk5ZbhLjUXNxIzrI5t2TJEoSEhNASRwLAgAED8Oqrr7LWt2zZMjz77LPw9/dHeHg4hg4dikePrEL7V199hcjISDx58sRyrHfv3mjbti2MRtNgT91yKiwsxLhx4xAREQEvLy9UqVIFM2bMsFxbWCzdmy27oBjxqbmWzzkF4idDFech5XdlDpd8gsPoxadxNyVHsM7xK89h+MIT9i9kKJcXG7nbdTo2FStPxtl3LwegCjRlmBUn79M+K2EUvPViEtadeYBpW65ajmkIAsfuPMHhW4/trv9pRskBQkkhkyRJ5BbluuQfdYDmm8xffvllGAwGbNq0yXLs8ePH2LJlC0aNGsV6TWFhIaZNm4YLFy7gn3/+wb179zBy5EjL+U8++QRVqlTB66+/DgCYN28eDh48iKVLl0KjsR06586di02bNmHNmjW4ceMGli1bhipVqgAwrayvJ2fh3mPhyYlKy2/24Pnv9iH2cQ5WnYxD/c//w/IT94UvVHEa+288QtNpu7D76kNR5e3pmWxDuNFIYtOFRBy69djuxJrU6vkWwC/NO4YpGy6J/s7OQrWhKUOQJEmbyDy09EGX6wW9+TALS4/dx7gXa6BCgBfvPRYevmdzzEiSGLLgOADgwtTOCPTxkNp0h3PrYRZWnYrH2+2rI8TPMVsES47FwstDCx+9Vtb17mqLlFechxYrWrjk3ieGnoCPhw8AIKeQW6Dx9vbG0KFDsWjRIrz88ssAgOXLl6NSpUpo37496zWjR4+2/F2tWjXMnTsXzZs3R3Z2Nvz8/KDVarFs2TLExMRg8uTJ+PnnnzF//nxER0ez1hcXF4eaNWuiTZs2IAiCVu5JtikFQbZEDYu5/OHbj/HpP5cBAJ9svIyhzStLqudpISWrAOfi0tChbgXatjgVo8JbdCMXnQIAvL7ktCjbGnu6+YO0PDxbhX6s2EFbjmz1kiRJiz79+pLT2Pt+O1QL9XNIG6SiamjKENcZqnidRpxA02PuISw9fl92llmq5qf9D/tw8l6qRU3+OLvALew5us89hIWH7+GDdRcdUn9KVgGm/nsFH667aOP1lZ5biIy8Iryx5DS2XEzkrIMarJCNpcdise/G0xuVuVBgT/+NN97Azp07kZBgcoFftGgRRo4ciRUrVsDPz8/y79AhkzH9uXPn0KdPH0RHR8Pf398i+MTFWTVl1apVww8//IBvv/0WvXr1wrBhwzjvP3LkSJw/fx61a9fG+PHjsXOncq6vzB7kBl3KLeky5yDGLD2DZce5tViujrFij/b0f6vP2xyjjuv2amap7xXbfDHszxN4/rt9tGPLT7jP1pOqoSlDMN9lDx39AFfupqKSwHhXEzNZz0vJdZKWW4SBfxwDAPRsFIEtF5MwtEVlfNOvoeg6HIH5O54rsQFSGqorZhEl0OC3O67jd4ptzK6rD9GzUWRJOfFGdxcfpOOzf68AAOcq8PYj+9TNXHjrvHFi6AmH1C3m3mJp0qQJGjdujCVLlqBLly64dOkSNm/ejKCgILRoYdUwVaxYETk5OejcuTM6d+6MZcuWITQ0FHFxcejSpQsKC+kJHQ8ePAitVovY2FgUFxdDp2MfNps2bYp79+5h+/bt2L17NwYOHIiOHTti3bp18r48FVWCEUVqSTLO3dceYgSHV2ehTON7rYZQxABbaUUs1dbFXi0v1aGBTUNz9M4Tm2PuhCrQlCG0jJeZ+dnAiOjbrlYovQKOvjBuBb/mhqsTbbmYBABYcSLO5QKNGUc5hFDdG6kaqd85DH1JkkRbxkqHj4eZBYJl7ImPwQdBEJZtH3fn9ddfx+zZs5GQkICOHTsiKioKAODvT3d1PXPmDB4/foyZM2daypw+fdqmvtWrV2PDhg3Yv38/Bg0ahGnTpuHLL7/kvH9AQAAGDRqEQYMG4aWXXkLXrl2RmpoKwL5tThsNjV21lQ3O3E+Fn6cHaofbujHzaSqKZEY299AqJNDYZUVjCzVSO3PMlwpVbha7NedOsra65VSGYHZi5rvNNAoOZ9rLcLyYQisapWw/vtx8Be+vueDQLarM/CLBrR05ULfrxexpG0n2AF5HbrMbVmtF9FSqzYB7WuM4nmHDhiEhIQELFiyg2cgwqVy5MvR6PX7++WfcvXsXmzZtwrRp02hlHjx4gLFjx+Lbb79FmzZtsHjxYsyYMQPHjx9nrXP27NlYtWoVrl+/jps3b2Lt2rUIDw9HUFCQkl8RgDSvGpIkcelBhsNdfp3Jo8x8DPj9GLrMOch6nu/9lxsewYPFEJzJjstJgmWU19BY34Wf996inbubko0+vxzGLpHGu9S3SqwGWW6YCkegCjSlFLNqlYpOICAM87Xj2oKSyq5r9meJNRpJLDoSi/VnHyD2Sa7wBTIhSaD1zL14kKbsPairLjGrOK4J6S6Hl4IYoZFaxn2GGOcSEBCAAQMGwM/PD3379uUsFxoaisWLF2Pt2rWoV68eZs6ciR9++MFyniRJjBw5Es2bN8e4ceMAAJ06dcK4cePwyiuvIDvb9nfy8/PDt99+i2effRbNmjVDbGwstm3bxuoRJRXm6yLl99197RF6/XIYPeYetrsd7kK8Hf1XrpIlS4RB91vLzgqWUXqxQR1v1p55gCfZVm3u/1afx4UHGZaggEJQxyWxz8mdNDTqllMp5N2V57D5gq1xKXPSY6o2cwvpAcls3Lhl9rSkdPZQ4WwYjSQWHY1Fk8pBaFrZGmGV2hIlA8xx8dk/l7FoVHOH1C1Gpc01WHAJQ1weG1LLlGb0Oo2gYTBgit47bNgwwYB3Q4YMwZAhQ2jHqAP67t27mZdg1qxZmDVrFmv5N954A2+88YZg++RAkiTNhkPsJEKSsBiix6U6bqHgbKhDxMPMfCw5FouhLdi9z5jICV+RqKBW15E2NAB9/DEHVRUL9cmMXnwKw1tG44221Uzn3Ely4UDV0JRC2IQZgD8QEhvM9zMrv1jUhMFEipvyvxcSMG3LVfT/7SijLc7tLPtupChqREsdJMUIZFyDKtd2FXVvnOtZUcs4S7Rxp0EuNTUVq1atwt69e/HOO+/YVRf190nKyEOCwho9qZCgC6xUNT/fT6BkQlp3gvq93lhyGr/uu4Phf1oN1/mEBjmPJCVL2IaN/V62N6MuNJVwIefTCEveDqIUj0vNxdfbrom6j7ugCjRliFf+pHuiCK0E2Aa7DWeFc5owyZQQypsrxDjJ8bcj6TjrAC2dgz3QBBo7Oj7XBEQ1Ok7kSJ7n7DA2hcVGXE/OwqNM8Ro6uxB4rE2bNsWbb76Jb7/9FrVr15Z9m6z8IlxOyEBKlinkQEpWAZ7kFKLQhSkXFh2JZQi14q5zlEBz7M4TVJm8FTO2XxMu7ACo3+vigwwAwF1K0EK+riBHCOfa8hXyAGUTAqhVKbHtzxxv7LFp4bvWUfFulEQVaEoZ8TxqY+ZEJzS/sXW2jDznGQ5SNRmuWkjOP3hXUnmSJHEtKdNGk0Vt/38i3Ny5Jhoxu20n7rK7Tjp7y+lhZj6KDEYkO0mgEXpFYmNjkZGRgUmTJtl1n/hU0/ZCUkYeXdBW8B01GI2SVudxqbmcNnK82giYfielMQfS/OOAbf+RIjDEp+bKys0ldAs+Lyc5PyNXdWOWnuG9TugnZo7BH627KDma9PUk21QgUniYmY/hC09g55Vk3ufKpaFxJy2tKtCUIpIz8m2CGvEisGRnDaPtxHfzECVVglgVutJI3aZbfiIO3X46hLeX0wcy6iBkXjHywfWcFx25x3rcz9Nq7sblCu5sgcZ9hjFlcYSmixqnyGAkcSUxE7ceZSG7oBhpLAb+bGi10htGkiSO302VfJ1cjtx+jCbTdmHbJWFvnzP3U/H8d/tstp/FIOSxxfeknLkNx3YvqraHeX716XgbTbsQ76ygGyJLdQv/YtMVHLr1GGOWnuEXaDhOutM4oAo0pQipQeGEXmu2zubMzl7kBhqaU7HSnulfJakfdl+jb1VN2XBJUj1cq5pHHHv11KCHWRxbfE5PneBOI5mCKPUYcwuLkZ5rElaooQ+owk16bhE+3iju3RGz5cQUap3Rr6jv8isLTyA9twhvL+f39knPLcSn/5gCRV7hCOjJxbozD0R5E3EhcQ0DQH7fYhtPaVtOLCsbobAS3X46hH/OJXCel7rl9IQiUPNdyaVRdCMFjSrQlCaUjp/iaoNBN+oHouFqs5QYH7/svYUJLCHMzWy/lIQ3lpymbf99uN6asoFLq0Q3GnUG0u+SV1iM5Ix8WQaG9nwnNgHSSJJ4nF0AA+N5aqhLATtuevtRNuJSc5Er4O5786Fpy+BaUiaG/XncktGeCUFrljj1v9Ia1zP3U/HTbnqsE+o9xA4pz3+3D9eSpAkyZiatZbfDE4scGxOmPCM2Jxfb86dWJUe4upaUyZoCgQ0xvwe1PXzbR5l57N/ZneLQqG7bpYjpW6UZ4AktKtjsNZRO3CYWaj9ypw7ChKvDS3lsP+y8yXt+bMnqdtbOG/iyTwOb81xu4Rrays8xru8kSeJOSg70Oo2sX+lWiWeZkSQRGSQ+rYHp5jJuCJPx8p2UbJTz1dOSr15OMG0NJqbnoVGlIMtxQuFlXr5Iz8HhC0/icXYBjtw+ypHegl1DQ4vuynhGSts3DPj9mM0xg5EUtd25/swDRAR6oVWN8jZaxrScQpAAyvnqFWmn0l5OzPryiwy0bWAqj7MLUL4kAS67UTAlZpWdv8+SY7F2XQ8Ix696lJmPcr56vLWM317IHVAFmqcY9lWrM+9P+ZvSlYqK3VigYXzOLSxGu+/3S86iLAYuY1sut3DqwOSoUD65hQbkFhYjtxAI9JafVZ267eJoHmWZjJcfZuZzZpMnSRJFBiP0Oi1dQ+NEHmfzuwZTJ1WxCRaV6s+xj3MswqjtPYRvcj05E++XaFbYhLUm03YBAG5M7wpPHXcYCPGaUB6jYIHm9omJZKmNXl9yRj7n4u/kvVR0bxgBAMgrtH3PhbacAOB0bCqerVKOt51D5h/HMQ4HAbZ7cUGN+8j2bPr/fhR5hQba1pS7om45lWGEOq6rbWjWU1zEqbft9cthRbfXrifLU20LcSclG9O2XJUdo0KIYg5NDJeGhrpKlmrsLJZSuUkp4rKEtDxcT84y2bxQJgG5iQwdAXVuGvnXKZvzbAsUpbSd7X/YzxltVsyYITYwXYZAILhjIpMj8k3kQu31YhGomPX1/Pkwmn+zh/3elL+/23Gd9zxXWz7fdIW3jQAEhRlA7JYTbdPJ5vyDtDxeYUa1oVGRjBzVsVDHZVscOPPdpOYXYd536bH7it1n9CLbwZ/KjWR5bo8n76XixD3HeZAUcazeijiEFWqsmqn/Cg+IrkTOeybrGpJEaq7wytJcJjkzn3YjZhgDZp8aOXIkevfpw98GRsuVEIBvPLR9Z9m6+8Gb7LnBlMSpWl2R5XZdfYiTHH1TzqKNKyUJG9QtJXOCXkYBy59cGhojKX/73/z1cgqKBbV+jObIEk7cSJ5RBZrSgpjYJkyEDC/ZOjZTcNp4TnqgPTkw76ukHY1QnJQucw7yxvehkpBmXWkSAGqF2Wb6dTRcg47TvZycjBxDYqY2S2hhwKfYyswvxuWEDNrk9sEXM/DhN3N5hZRkRmoQsdtFTIR+XrZvNu+ArYv/9ktJ6DrnIG4/si9+iRlnRpCdtuWq6LID/7C19wHkTcBSvKo0Aho+jYgtJ5IksZHHk4kP87je5KtdyC8S1jASAjY0QqgaGhXJ/H1UusZCyOBMaMspv8jAGdlXaZgtUbKTiKlKTOwYgB4tkyAca8AsNayMs1M5OTVekJO2fkiS+xdNyjAJs1R7KYPOGwGBgZZzbCiVBFYIsVrcscvP4npylmJ921mB1QqLjXiQZv9WtFB77e3TQgsL6hYPV0ZrkgR2yFjEmq8FxG+X0r2cpN9v5ck4pwZk5UMVaEoBM7ZfE7VfykRIZWk0Aufj02nHqC+0M0Nd22QTVnCQFFOVWDW0t4d1f50A4dBJ3RHySezjHOQ4wIDZ0YhRncfGxoIgCNo/Tw8tXnu5J2v5+Nh7eG/0ULzQpBZa1q6EoT1exNFD+y3n792+iSrh5bBt41rLsd3bN6NZjXBcunQJJEniswlv43+vDbOcX7duHRo2bAhvb2+0bVgNY4b0RW6ucORXMe87V8A08wQstbteSsjgjYGTnJGPKpO3ovPsA7z1OFJDYzCSOB2bivwiA+buuSV8gQgcPaydik3FmCWnOe2GqPIOlz3cjYdZsseWnEJp/Zu6EJIrzH0iMpaSo1G9nJzE30djseNyMv4c8Sx8Ge5+JEnivyvJqB8ZiKhyPjbXsoUXF4OQgG4kSfT99QjtGFWIcWpIaxuBRtxl2y8lYfbum5jRvxGeiQ4WvoADsQJNRKCXJWdMdkEx9t1QJhcUG1K3kNiEQqo6+WpiJrrPPYTyfnqc/rSThHpJkHmmwdlYUAyU/G0wFgElwpExV6S7bcm1pFEHY67weorw9gZBEKImoaioKCQlWW0WkpOT0bFjRzRt0cr6XWAVFHNzs9HmxU4Y98En0Ht5YfPalXh35GDsPHoWQWERqFqjFj6fNgPffDoJMc1aQKfzwFcfvof3Jn+Ohg0bIpcxcSQlJWHIkCH47rvv0LdvX5y9nYizJ4+JepnPMRYWcpAzGa04EYcPOtdGMIu79PiV5wAANx/y248oKSAwq/pl723M3n0TnetVwKUEcVpUwXs4eFj7oySdCpfnI7VXc2loTMhraNc5h/BBF/G5zKgu9AUitqjYEGus7WhUgcZJmK3WFx+NxTsv1KCd23E52RJ7hD3+hDxC/PgnGTaDVmoYduca+9FvJtYN2vzcBvzOFbtDHGIFGqo9zlcS9vPlINUkZulx+rbkjztvYhJlYNt9zWSE/ThbmvslmZeHG02fsXw2O2sXUv6+IbIuc/kikdfUPnsGhI+tkM+GVqtFeHg4ACA/Px99+/ZFi5YtMXbiZGuhEonGYCRRu15D1K7X0HJq3IefYu9/W7Hnv60YMPx1AMDI19/Etu3b8Ml7b8FDr0fdhjEY9tpbpqoYr0xSUhKKi4vRv39/eAdXQE2PYNSsW19U2xMYWyn3Hueganlf2jFBG5qS9ngEH4bO7wbyHrwKkHTX+r+Pxtpcx7Ul9iRHnPHyubg0dK4fLqqsVP48bBIOdlIcCOzFWZ6cXNtj1N+xgCdGkT3N/P4/sT3SFIrBDL+AxU1mfhF+2XsLfWIqsi7KnYW65eRk2CZqR3nKhHAEqdLoH4LQsa926FE/XbfltOpUvNPuDYiL25KckU/r/I5HmkSzizHo/7Lvth21uRdS38XXXnsNWVlZWLp0OTQaDVrWroSWtSshIMAfb775Jq4kZiA3Nwezv56Kfi+2RJv60WhZuxLu3b6JxAd0Q/gvf/gFt65fwbVLFzBt1q+ciQ8bN26MDh06oGHDhhg+bDDWr/gbmenpotrLDEzHts2TxJFlnYlX+Bbo/G7BI+ikzTkx7sBmxGoIhRI0MpHyWzoi0KfQ7ZUa9rg0ZtStw883Xea83lmClxK+BEUGEj/svIn+v0vPy6UkqobGyUh5R/OLDLK8mzaee4C5e26jQ50wm3OELgO+1WcDALKuzbQ5Tx1X2caSdrVCMf/VZ1D70x2S2jRn900MaFoJ1UN9cSfF1qbA1YbyYgbOljPY4044Cj5DU0eQX2TAxnMJaOBPl+4Ib2/UPmuatLILihD7mN8jrHa4Pzy07Gslc3ReH70O1UJ9Wcsw7w1Iez+mT5+OHTt24OTJk/D39wdyMrFmx0EAQPUwPxRrPUECmD19Ko4e2IuJn05D5SpV4enljUlvjUBREV2DdfPqZeTl5oLQaPAk5RHCwk1B09IZMVO0Wi127dqFo0ePYvn6zVi5aD5+/m46lm3ajUqVo3nbzBRoigwk1pyWJtQzxxZCY5+hpr1ec8wtTzOtZu7luYb+2RFaYiGBSilvQc6YOpTqLydwx8hyRdB2e2/pqJhcYlEFGicjZZ97+tarWHY8TvI9zN4Lf5YkUqSi8eRX3fJlggWAhSOehY5jsuJjzu5bWHkyjmZUaw4PDjjZXocFV+e1YqNRpUBF6+Map/OLDPhuxw1cTsxAwuMMfPlCGGrSriMs2z4aTRHgzf+sUoo0qOTPoXb2NgkLhF4HjcitJMB2oissNkKvs30P169fj6+++grbt29H9erVUVii0q9ctZrp9l4eFrfpsyePoffLQ9Ghm8loODcnG4kP4mh2ZGlpT/DZxHfw+rvv43HKQ0wZPwartu1HYXEA65YMQRBo3bo1gqs2xBvvfYCuLRth744teHXMO7zfT8vy43y47iJLSVvMK37m2EJ42Kf5ZYt1w0VSRh4iAumpLH7ddxs+eh2qlPdhlOXWNDG/g739Mrug2CZFgbMEhUyOJLJLjsVi4LNRgtcfuJmidJNYIWiLWPcbB6WgCjRuzL/nEp1+T+rL/TOLV4E9q5eHmQWIKmcd9Ho2irD87epu5CzXWikE+SiT18YM11bJp/9cxrozpm2Wiv5au38LpZ+kkSSRxgiO9yAtF9VC/QCY9v0z8oqQcPcGXn31VXz00UeoX78+kpOTUVhsREZaAQKDTQbj1BgwUVWqYc+OzWjXqSsIAvj1+29sNHUfTRiP8MiKeGP8JBQVFWJwt/aYNf0zfDFzlk07T5w4gT179qBz585IJ71x/swppKU+RrWatQS/o5hcSFxweTnpg0+iILm/8PUsP1iyyO0tM2yeTtScZV/2FmdLxKyGz8ZEDA0+/w8/DY5Bn5iKlmNCXkCOntT5tDKugLoF5qJUfoqh2tA4mRN3raumPw/dxaqTthqYC/HpGLfiLLJc4F5LnfP+ZonWa682lhq4zN4IlUqSklWAhYfvIdWN8pWYt20cHYPFLMy4K2yqe2qMjXspOUhMz8Oug8eQm5uL6dOnIyIiAhEREYiOqoiJY4az1vvB598gIDAII/p2wfhRQ9Cq3Yuo26CR5fzmdauwZ9d/+PqnedDpdPD29sGMufOxYdVS7Nllu+Xq4+uHgwcPonv37ujx/DP45fuv8f5n09DmBWGPMntin5izViup5cyTmGtL6NZibXccYTPz3qrzlr/n7L6JNwVsftaeeYD/rToHo5FEXqEBI/6ytUUqrSw5FmsJlmo0krienEl791ytKbcXVUPjZM7Hp+PM/VSEB3pbsmePeI6+v96H4UotBeHOJxD0qUTKOHqHPWQ61ypfLJyRMWUM6GfupwmWEdtB5+w2aaN2XknG6jefk9wWR+BRsmrnilVRmskpLEZhsREGoxHFRhL+XtyJLtm0Z9RD+cWmybdrv8GYNO5NWrnCYgOuc6S2qBhVGX+u3kQ7NnjkG5a/e700GKNHjaDZBdRrFIPTd6zbttNm/2b52z+8CnbsMAk6VxMzJeXT4srbJYaP1l9C5XK+qF8xQHYd9rLoSCw+6FIbWg3h1MjBYrmbko1qoX6Wfi7EP+cT0SemIm49ylJ866dOuCm6eNwTcdHJleJBWq4lJcrKk/EI8/e0Sc3gjr+dFFQNjRNgusKdjk1DNsf+qr0Idj6B99Ws+R664IQyDWLAGaxPRj+KfSwcsEzq92B6nD3KzHe5odue68q4rDoiI7g9xKfl4tajbNx7nIOCYm6NAJsMzSansr1C9g7PUjQG9jxfe4NY7ricpGx0bYmV/XXkHnrMPYSGFe2z+8ouKHaIloA1p5IAmflFtBgtSnE3JQeXHmRgxCLnan4y86zf5eS9VNZnUsrlGVWgcQazd92kfWaGzHfdS2R74wvxygSv4sJAWbVS927lPAIhZdGZ+2myIiybyS8yoPk3e9Ds690uia5rfibjVpyzPUeS2HE5WXQOquSMfPy+35rXJ7/IIEu9LyaGjVgdHtU+Io/HHZ49Qq64ttv7u/FlGWbDYCSRmVckOdu5vQKNkQRAAoReujZBqfQddx/n2L0l3e2nQ7QtIqWQE1+lyEDaLSRGBnrZHCs0GNHrl8O4J2JB5mxK+5aTKtA4AWbAM0eHzBePbSMuJWRgr0IaATaoKk17Bz/mJMBc5b88z76YCFR7mh933uQp6Rj43pH/rjzEW8vO4Pnv9omqawMjyWidz3ag2sfbeO5NIr/IYDPAiUqsKPJ3pdoGPcyUpgUT23+UyP0jhQdpuYh9In2i+uwf7ngkYjCQJEiQ0Hiky64jr9CAKpO3osrkrZIFOSXZdEF5ZwixeY2orDkVbwnsJ5c6Ea7bBpSDuuWkIghzfCcI+oBs7wqpY13beDPiWsN+322X5CVFEwPnjpPER7Dv+iMbt9YvNlkj9xqNpN2aL6rAdfFBun2VycBgNOLwLXZbpl8pQfP2XHuI4wKaqO92sEcO5co38ygzHzcfZuGRgtttfKs/Ps8S+foZ5yM3SZ+9yf1I0vS+e0WulF3HhNXnLX//uFN8pFkqSs2Hd1L40y1IRY428mRsqqhs1bz3dY+Vq2hKuTyjGgU7A7Z4BHTLcvl1v9KyMro1iMDuazJyChEk68wgN/y1GLhU8VKFureW2XoqbLuUhBn9TaHsl52Qnp2cyoazD2g5bFzh1j13720At1nPUfPavPb3adn3YAY5Mw1oJNJzC0F4eOJhZj4qBNiqzeUge/Un0oaGDQ1BuP2kosQkYjQCh26lQKOTb2hKze6cUyAvIrZSWxYdfjyA9WOVM85XKlieVNz81bPB3fuKEKpA4yLoGhpl6hEHtWOzCxeOzLLNteKR+j3YylM744oT0gMSUpm45gK97lK6dOGK1spFer7RZDtQbBJo5KD01MGuoRH3e2g1BIxO8hKT/A4bimEwGpFTaP8CwkCSeG/VefjXlXExS7vlCp9KTohbLyqoKXZR3o/SJiCU9i0nVaBxAcwJhvrO334kPjqnj16Lt9pVR5xIw1Bb2F9eR8c9MbPw8D34e+nQrlYo/jxkG9WYD7aBgnrIno7JtspM4wpj7uYUG0nsuCzewyOvmMSeu9noqdciuBxA6PTIz7cGWSOLhW0rCgtI5Ofb7mYXG4yc1xuNGtp96PUVsl5nLm85RxA2dXgTBhQWO+e3k/TGkSTyMtNwMTkfWYX2TyJKz5tytbQSbaGdBrthuQqTWbucbyuoJKpA4wIIMAcg6wcpWWUvft4ZOq1GvkDDseV0Li5dXn0ymLP7lujYEFTYBRrrMXu2iPazuL7LFxpdi5Ek8e5KWy8pPjZcMxm1dqhmgIeWgD7f6sr+SISR7SMA+cHeNscNRhKPOCLQ6jQENDnsW1t5hQZWI1V9njetTQQBeOTS75uZV8QZgt61kEjLLcaqy1mK2APZs6Ny/F4qFhykG7/eeiTPhsVdNRIu2nFyq+chNVhiacQtBJoZM2Zgw4YNuH79Ory9vdGqVSt8++23qF27tqUMSZL48ssvMX/+fKSlpaFFixb49ddfUb++uJDa7gTTbTslyzpYSwmwJSenEh325ZQYQ1APLWET8G3Ec9G4+zgHhzgMWSW3zkhCwxESnk0BYz5WZDDiLksCTLGMWnRK9rXuxnIZucBIAOuv5WDrrVyU89bgi171cONhNl5vUxWvb7DNAs3Gnvfb2xx7klOAN/85xlp+WItoPBdTlfXc/huPMG3fVZvj5nu8vmE/AJNQ9N+EdgCAf84l4Oz9NFQM9saa085PISKEwQg8zjWgWKH5zp55c7xEgZePmxLyPwnBlitLLv+cS8BrbdjfL0di/l3e71QLP7pY+7Hlovv1A6VxC4HmwIEDeOedd9CsWTMUFxfjk08+QefOnXH16lX4+poy8n733XeYNWsWFi9ejFq1amH69Ono1KkTbty4YcqoW4ogQDe6e5hpXbWKtV/5oEtt4UJC7dDmgjSKTxBIpVmVcjh6x+pZ82a7apjUuTYMRhL7bzzCW8vO2t2+7ZeT0YOS70kIs1Zm9SlpWYodRfMq5XAyVjhB4KJRzTBv/x2boH5y8Ag6CY3XAxQk9wWgwVdbbAUBseQXk0jMMmDMiksAgHqVQpCQJW6V5+Vlq23RFoDz+iB/X9ZrAKCY0LFeZy5vPqfTEJZjk/+9DsCUAPVxdtlfma4/6x7pK5Q0wfj3vHITcFJGPgb9wS5MOxKzhqZKeeHM8o7GUcFc3Qm3cNvesWMHRo4cifr166Nx48ZYtGgR4uLicOaMyZOFJEnMmTMHn3zyCfr3748GDRrg77//Rm5uLlasWMFaZ0FBATIzM2n/3AWCIPDtjuuWz1SPFTHGp6c/7Yh3Xqgh+b4tqpajffassFVyHWbmDI6hfW5ZNQQeWg28PLTo2iACX/drILtuM1K3eQqLjUjJKuB0RXYqRCFIQngiPfdZJ7xQOwzl/eUZ4DLxitgAffBJ6PzlCzJcPM62b8XMtw0oJ3QB09aJbTGQXVA6bZ9UuKkrM7bLHTu0tnIxv6LO2PJ6vmZ53vNr3TxnmxK4hUDDJCPDNMGXK2eagO/du4fk5GR07tzZUsbT0xPt2rXD0aPswdNmzJiBwMBAy7+oKOF07c6CIEw5ndgQY/tR3k/e5BfMyN6slRFV1EyYP2M1TTA/umbTetXJOJftlwOAr14LaHLhX2cq7um/Eiwf7Gv6TSZ3raNsQzRuINQx4BPW5azsB88/Xuojm6pIJ8DLMRsLGs9EeIb/A0Kr3LaZ+fV0htv4L0OaYliLyg6/jzvjdgINSZKYOHEi2rRpgwYNTKv85GST+16FChVoZStUqGA5x2TKlCnIyMiw/IuPd802xLLj0uKhONI9mCAAULUGhHL3YnZYJfqvHE8Lb73W/hvbgV6ngc7XlGKgQCPeu6icr164kAQcMXzaKzvwep5xVH741mPW1A+AKe8WNT+NhGpVSjFK/6Sf9awHAPCtNhf64OPwilivWN1mzSMBoFmVYLvqEhojAn080K9JRbvuUdpxO4Fm3LhxuHjxIlautI14aevuzB1jw9PTEwEBAbR/ruBTlpDm15K4t7/kuBuLnbwIAvAM3UU5Yp+PZZCPVXhg2u4qMaHO2nUTBcUGPMrKx5HbjzFlwyWcEIiIqyEIl7poMg21zZl1nY6CwqqZDecSZF2XkVuEr7depW2tMuFq7SsL+ZOLEgIjmCrPlMEnoPBXqhtB76MaL2Xi3zSqFAgjCRAeqdiSMB8hgfZ5SorRRkqJOVUWcQujYDPvvvsuNm3ahIMHD6JSpUqW4+Hh4QBMmpqICKuR6KNHj2y0NqWBlSe5tUVCRsGLRjaTfd/hLavg0GHKvQn5As3jvMdA9BfwTGuAguR+DtHQAMDUf65g9Wlrm1eejEPszB6c5QnCVrhyJuV89EijjFs7/tcWVSabbJXYPMPMlIZx6KRIo+WKQXTX6Wlbr2KdwP49UzM5dtkZ5PAkrDTjqgiwpQZNHiDT8N9dUSqZJqVCVC3vC2V8M61UDPLGw8x8+FT+EwcfpsKfOAVgrOz6xKx1nTH2+Xvq8MPAxnhzqW20dlfjFhoakiQxbtw4bNiwAXv37kXVqnT3uqpVqyI8PBy7dlm1C4WFhThw4ABatWrl7OY6FKG4BS/UkZK3ic6z0UGMI/IHhlXXV8GAHOiDTSto5ryi1EqBKsyYoWaNZkKwNcaJRIdwTx6f9+IOMVCWAn8VGox4f80F7LhsWuleSRQ2yKe+iflFBmy/nIyDLPGAbK5T95R4ITRlzyjaEZHM17ypXJoFKkYS0OhNC4Es0r50LGK091onSDTfv9wIXeqHw0PrfmOWWwg077zzDpYtW4YVK1bA398fycnJSE5ORl6eOWAWgf/973/45ptvsHHjRly+fBkjR46Ej48Phg4d6uLWK8uSY+Jf+rMPz+Jk0knMv/4FPIKPCF9gkyVTvoZGQ9H1a33u2kzIjnzVqR5iTAhm5k8nE+yjx/CW0aznyvt58mqXlMUxz8DLQ3jISMkqwPqzDyz5tvi2WM1Qx2op8qgqzjx9SInVJQYSQCjNy1CZ+kn2uKWyEWMf6AyNpdBi9ZaCsYik4hZbTr///jsAoH379rTjixYtwsiRIwEAH374IfLy8vD2229bAuvt3Lmz1MWgUYoiYxFG7Bhh+ewVDhSltea/yGail9bddk1oa/mbKtDoAs5DQ9AFS1fu5ToyF5UQGg2B56qHYJ0ED8m84jwAyhoFOwp7sw9zQdW0SJFHb8uMaFt6IE2G/KTtUE14pIIgimAs5Nt2L3sinxLJc/Uh+6ELuIDc+2/AU+eYdX1OYTEuxKfLy6/FgpgR1RkCjfkeEYHerKE1Yp/komYF18zLbiHQiDV2+uKLL/DFF184vkGlgGKj9CBJJEMjQ0gc7KgvqZagrBYIo01EX1eJMwTh2gRrfBpftrHmwwMfYnvsdjQIaQhgmMPa5e7QkrVK+Pn6/8YetqGs4F3pb2h9byH79seAgR6cza/GdwCArJuf2ZyzUvYEGmb4CTl4hu0AAOhDDuGZ6Jfsro8NpSKmA4Au4ByKfPOBLPatse4NTXamGifsuZiHsYUjnkWn2QdtzrtyG9gttpzKIiRJYsyS0w6tXyo2dhoKbTmB1NgIMM7oWFy4UkPDTGtBRcsi0WyP3Q4AuPzkksItYW9DFR4bH1difmYP0nIxXMCziY8qk7eiC3WQdZv53ACPoJMgPKRNcjr/6yA0Bnj4c78fGo907goc4O3mar4d0EixugjC4BaeQV3q8zu3eFdcjeKgf6HRP2I9P7FTLQDsY4zSmG9Rs4I/5r3yjM15V75xqkDjIFKyCiQlmhTDitdbCJRgF1C0vjfhVelvPMpjdgb5Ag1NQ8MQZ+6k38Gtgg2ARrlcLGIhCMLhGho/T27FJtuAMrhZFBpUDEDbWqEAgPJ+rtte+nt0c5fdmw/zT/bhuos4fT/NrrpuUPbwC52UOV4Ij3JH4BWxAX41fgAAfN6rnpPuXPYEmsoCQrm0Od09nk+gt4e4glr2gJk1wkzac2cIZ+a1NEmSrEbIrrTTVwUaB+GI37RxVBClfts7aDzZ4yf4VP4LHv7XMO34NPoJmau3/OJ8zDk7x3qA1NBa0/ffvlh6YwGGdlVa6yDMvZQcFBuFJ7HlgsKhPNiSac4c0Ahb3n0e+pK9+iWjW6BltXJYP5bhoUc4XgDkE8YchdDqEwBmbr+OPw7cQTJHNm53Zlpf4TQfWp97tM+jWiuYKJG3G7vHhO1M7nzdXXRZfcghnH903nGNEYM2B7cKN4LwsD+XmxJOTvqQfdCH7MG3AxqynicBfH70c3Rd3xV5xWzpJNQtJxURUA2+2Lec+N/m5GymwCPtxTOSJkFhd9xuGEhqjBD2+97NvCapfiX468g9URoax6xjSFEq33qRAVg15jk8E02PHOoZvlm5pnAIq8zAf4ObOT4lyMNMcYLajO3Xcfcxf74dQpcOwL2STT7L+B2peHloMKBpJUQFW2PzyFpEEyQIbTbq1z0PQsswhHbCjsk7L1R3/E0Ugm1Rwcfw7cPtvue8V5rKvtY7cg1uF62HT/Q8m3Ma/UN4hm+wfOayeyRJklNjIgVCmwXPsP/gGbYLvWLYc0ORJIkNtzYgMScRu+N2sJy3qwl2oQo0DsLRYwy7nQb/XY02W0zi3zyviLXour4rsguz8fGhjxnVEFhxey6+Oiacu8gZsAk0hC4dHuUOApoSDYDiP5AR3tF/4GDWTNmBv3S+txRuky16hkBDEMC7L0pPdCoFrrxlUtF634NfzZnwjl6gSH1KwSegrHnzOfw4sDHqhFsjlct99bwqLUMcVsG70lIJjVNmdomJsi9sv1KEMpK4VnWDLNYA0LVBBK9gy4fWxxRXS+NhG97Ap+qv0AeftClLjwFDYuzusRi8dTBIO6O/EzprG4pJdscT6hu178nvAFHEed7ZyBJoSJLE/v37MW3aNLz22msYMmQIxo8fj0WLFrksZ5Lb4QCJRk9xL2SdNEn+n9NGqyNhsPMIOoOknCT03NjT9t6EAbsT1mPtzbXYE7eHdmrBq8+KvodSsA2+PlV+g1eFbfAK/xeAfYHs2LRjhEc6dD6xSCo8h0JDoax6CcLxQdB0jGBYxQYSb7UrHatvj5IgjjqfWNc2hAGfq2yjSkGmPyhFOtcLl3Uf8/fW+tyH2GlDqicjFwYR27jOYPWYlq5uglMhNPSxxDNsFxaNbIbDH71IOUriSOIRXH1yFQk59gXvIyg2OgajgVUzxxz+PILpnobXRcSdchSSBJq8vDx88803iIqKQrdu3bB161akp6dDq9Xi9u3b+Pzzz1G1alV0794dx48fd1Sbn1rM6sSTSSex+PJim/OkwCRN3yYyXQGYpH7vyvM5LeipPMlny6Vkve//9v2PdqZTPeenpijna2tgZ179aH1vmj47UIUm122R0NmX64XRCtajOsYX79EoAr4OtKv5cvMV5SojpIcqcAZc71LfmEjW49++JMdLR65gooxA82Id+f24YcVARdoAANVC/Wif03OtE35MVBDWj5UX8fdRrvDYB6IQWr+rNhoJy2mZY4peKy2h7gt1wlAhwAsv1DY5GQT7Wq/XaexNzmt9XwykgSPdAv2gRkcPpDd372072yAfSQJNrVq1cPbsWcybNw+ZmZk4fvw41q9fj2XLlmHbtm2Ii4vDnTt38Pzzz2PQoEFYsMC9VMNOxYF6t9d2voYFl2yfrT7oJEtpK/FZdO0ZUaKh8YleAJ3vXXhJUWXTcK+dSz55gihxVVfSG+DV56Kx7i2rga/Z1ggAfj//Oxr+3RAXUi4odj9x2D6E/ZPam+I59aqHZ6ODseHtVmhX4nnlKBYdiVWsLsJNBRoudSzJ8UG0Rwt3bSyfHceAppVo2mGptKhajvPc0ckvcp4TQ1quVbjoVK8Cnonmvhcf4/aMs/yt8WBPouoVsR4+UUvgFb5R1j0AQOd/EXy/3Tf92A1x2fjh5cYY90INrBhj1YJ7MAQaQpsNz/CN0HiJTCxLeZXf2/seruVssyliO766j+G5pLd0+/btWLduHXr27AkPD/ZOGR0djSlTpuDWrVs2kX+fJlzxE+tDDkm+JsDLujrX6NhVhYKaG5J9VRCbGYuXNr0EHTWGhiYfPlXnQh+yV3JbxcL37AltHrwiV4K0w7B0cPPKtM91wgNQMci6l0/de/7twm8AgFe2vYKXN7+Mlddts8jT2qezz2WZD5+S0OkjW1fFurGt0LRysFvE4BCNxj0FGi4NjfOMI/kkePsbYe8rwnd9ZJA3Fo5w/rY0k2upwg4MHoGmRYlH0FnW82K2sb0rrYDW9wbn+aEtKnOeYxLi54lJXWojMshqV6RlCDSeERugDz4B36o/i6zV+r5cfHwRZ7IX2ZTILeaPzj2qdRWR91IeSQJNgwbC7okAcOrUKej1etSsWVNWo8oCQkkm3QX6ysu2Q/aNiURQjV956yANXqzHc4pycCPtBrwrLbfeL/gYtF6J8AzbKau9YhB69B6BF3A42XblIYZuDcLxUdc6tGPJGXm0wcxgZBeWrqdexzcnvuGtX+d3A94e9qqN2eETXqghAdwWhW2MTCt6LkNO8QIvlw2Ne4wA9reCvT+R8Kq4FJ4V/hW8nulZZ6ZSsDdS81PRvja7N40QhC7N1uPLhdSvGCBcCIDWm54XhWmT+HxNac+DGjVeS9CftZYjlIcU+jepiF+GNrF8Tsnnz+viitAQZhTbK3j06BFmzZqFBg0aoGXLp8twiw0lYru90lK8tC4XI5devIR3O9REEcnvdkuSElToTsj+K8bLaPHNH2TVPXtQjI36fcAzlWifbW2VxPNF73p4tooSHiW2z4DXpVOmAP4y47s7EqW3nAiw2ztpfe7Ar/YX8Ag+JqoeToGGWjdLEXu2ccQLKiRAFMGzwmaLh4wSaDyT4BFwBfpyjGekyYNH8FEQWqtdBdNuy8yvo8LQbnU7vLn7TRkNyIVfzW/hV2s6NJ7J8I5ahJTCO/j39r8YuHlgiXs/17Xy4j2RRv5xblLn2rLqLSbphr+zB8VgZKsq4q+nCDQaB0SGnjUoBj0bWe3BbJ1CmO0ppXFoDAYD/v33X/Tt2xdRUVFYsGAB+vbti9OnHRfyv7Tw4Tpbm4k2NaRJ3tHllHBJ5PdOoLo4sw3MSiU7W/oaW4RahnGZV5wig64jIwWzCQU+eh2tk4vNsxWXGWdzTKMBarMmdjPCO2oR9KG2cR/EwifPyH1k37/cmNdGQlGUFmg4nodnhU0gNEUWjzivyJXwjloELiGCqx6+tUKRoQhnPu0gobXyjYL1IfuhL3cEPjLd3VkXCBxpU7wi18IrfBO8K/9lOcamrR7duio23l4HADiRJD3VhcYzxfK3d+UF0PndwMbkj/DpkU9xLfUaPCtYYzptebcN6oRT+5TMZykg0Ph66tBAlJaGf0wt7+eJL3rXxwddxAlI1C3u7fe30M5FBrFrz7kRejak4IKt2IXRuUUJNCkpKZgyZQq+//57FBUV4fLly3j//fcRGRmJMWPGICoqCkajEevXr8f06dPRpEkT4UrLOEdu23oDSQ34FFM5yK42EB6p8KvFHxvGSJnJ2LxdxDVZeICwCkbWslqfu9SWwLfqb/CJXgBCyx9cTYjCYsd1KLbAeToNQTMEFqOhIUkSPTb2sDl+J/0OxrSrZntfnzvQ+d2AZ/n90hpMgW+P354tUmetxwiFbWi4nwd1y88Aj8AL0PndAOHB5uHHA8eDKTAUoP2a9hi9a5ho9XyDKE/hQmwQJDSeIjx4FMLD/yoAQOuVZDnGFJZbVC2Hqb3q2aXJjAi0pg/R6EzjhZGyTUgwNMG9Gls1DKNayYvSLORFCgAeHNtr9Iqo9XC/001Ejv/UBdTiqwsAjdVbUlSgPaIA+vK7OCPNU/GqtBR/3JrIOEr/gd943nb8chaiBJqhQ4ciN9f0kCpWrIiWLVsiMTERf/31FxITE/Hzz2INjp5upLoK2xv1UR9yEISWP5Q8c7uEiTgNjZhs6SzHNOxt8/ctkLyPTMWRKk82oVSv09BWsVThhguuMqtvrIanjs2Ghh5ISxAW1TPfVpzcR5ackwySZ1BWFNkaGgM8go/aDNgaDceT5IrnJFGdz/W8rz65iszCTFxPvU6fIrU58Ch3EIQuE0E+dG3A7aL1tM99m7C7hJMsBvoeAXamIBH82vwFmMKyeSwQ00+4mDFAnD0nYBrDqONYt4by4gCJ4dsBjRAeIKQVofzqPAmCue276DBt9pjCnBCeoTvhGboHvtXmQOi3NAusfIQJfn/HIUqguX79OoYNG4bRo0cjNTUVY8aMwVdffYUePXpAK9GH/mmAbV9+7VvPSQ7lZnfmVAEVKQBM7laH97yYJkSVE36BzathjY7dJZLakb4b0BBLJCRRZOZlEqvyNLlQ2q/N8fXU0Qbnldf4PZkAfuGC7ZnT7JQI9pWtUC4YPqNgowyJRut9D53WdUKK30+Sr5UFx/cWwiPoFLzCN5UM2Fa8PXTsmimeAJUr3xBvHygmFl2lctZEi96Rq+BVYRuqN1yJM5924r3uO85YNo5z7/6mX0NAkwuNF9MolP8eNvE8QWDOmTnYdGeTrHbkFuVib7z4rVeCAKiKE/nBBoUHw1oV/HH4oxckVEl/SX49/yse5piSGrMvbGwpMnILMGI8rzTeFJduluL2CJ7ORpRA8+mnn6Jfv35o164dZs6cidjYWDRo0AAtWrTAL7/8gpSUFOFKniLYMvw2q1JOsj2KvfIMSfKrswfUHAAvikdNdpGtx4CYNuf77hYsY1ZscLk8UqlZwV+0O/HrbaqiZbUQ2rEig7gBy7vSCngEnRJVlsmqMS3Rv0lFnP3MNPFQhVjbrOa28AXfY3vmtEGYYI9ErPPjdz3li39SUCxeWPAIOgmt31VL5N4nxdxuqLYYaQaj0pA3EWm82b0ynq0fi1jf923stkjasEi/53PVQ/D7MHreHq6fspDMwM20mzbHqb/9qI55aFjJtJ2k8zOlvniYf89u7SzlborVMLRFZVRu9DN8q/5CD8UgdD3jAfVvWhELLy+U3Z6vjn+F9bfWCxcswUiStD4lb1wlodHxe1SZv6fwb0fV0ND73bwL8zBu7zhIgStFASDOQYK+BWZbfvMd/hxzw1pUxmglk63agSiB5s0338SNGzdw7tw5TJo0CRs2bMCDBw8wePBgLFiwAJGRkTAajdi1axeysuQOVmUHrpWZ1Jgf1E74JotdhTD89/PX2xqfLh5ThRZt0xy7hI+sQuHfXNh+yNqRpETajakcZDOAmLNth/jq2S6hISQEcNGyWghmDYpBuZJ75BukZYnm1dAwPs/s3xDPND1gPa/hSq3APRG3r80fQK9ApN0RoU+BV8QG+EQtoR0X65HnVXEl/Gp9bYnYLA1ltxK/Of0pjESuyeCXKDTFByGK6Roalte2W8MIdKgTRmkVe7tOke9hwKYBiM2IxfW066xlpp1+H1F1NrCe44P7/ZGf3oSPc4/O4e8rfyOtwBQnybP8AcpZ8RqaDW+3wksC29x6rQa+POPO1rtbBdtL/eGMRrqQISfXmsbzIe/5uMw4tF/THn9d/kvSOE+waIivp7K/K1xwhYkQD79Ac/YR/yJUpyVkBotUHtFeTn5+frRgeqGhoZgwYQIuXLiA48ePY+zYsZg2bRrCwsLQu3dvhzS2tGDgmJClrgyo5ZtEBSOnKAdrb64Vde0wEQGa2FSJd3NP4Jnoclg0shnmDmmCIB9hoUAMjgrfxqbNMGto6kWK8DhgEQ6YK3AzfThC2QOmlZVY7mfe540czPxKJBiBv7hsSUj2pzy5Wx3MHhjD26b2tcN4z5vR0OJ+UO2GRF1usefQh+wXdwEFQsbkfGN6Vwx8hj+jOKEphlfkWvhUXgS/iK2IDvGhnOVIIUHJiSUkf19IuYDkHG6Dy0MJ0gNiUoX+v0c3k3w9G1/3a4Blr7WwOU6SJF7d/ip+OM0V6oD7AfRoGGF9N4hixEQFCk74gT4eWPZ6C9QJ98cKynaylmF8LxZvvZYm0MhSfvHYb0UG6fDS5peQmp+K2WdmC9dF7ac8NjR8ZBVmYfOdzcgpyhGXtsEONtzagIn7J5qS+3IgNyGv0igSh+aZZ57BL7/8gsTERPz9998oLnbPiJ7OgsttWGpHYk7W049PF53RmiAguKBlGxzM0v4LdcLQuzH3BC4VtkFMo39MKWD9k9k5alfwx/mp7DYFbM90zWlriocNb7fCez24Vw8637tgPqhuDSNYyxIA0vPT8d2p73Ajlb7NcjTxKOs1bPTc2BOj/xvNef7qk8vQl98JswcEc8LsWDeUI7qq9WF0bWA1fHyrXXUEC2irPu1RF1/1qS/YdjrytGrykX4PT51WlHehWdAiAo8hPFDYo4jaN4UdXUnez/ZSzsfaXqbQJ8VepH3tMLRhGOMT2iwUkQJehzyC5i9Dm5i+r6YAfrW+wJCtQ1jLaTyTLUbbBIAmlYOx439t0YoS6kJLEOJdvClCQ/VQX8bvpYBNCCXIY37gGuQV5/EUZjSN9kleWz448AE+PvwxPj70MSbsnyCrDivCYsCu+7vgVYE9GClJkk6Mis2Pokl49Ho9Bg4ciG3b5EVhLStwGVhKzfDMFGi23N3CUZIL6UsRvv1Ye2CbUzwrbKd8okyOLINwkI8eTVncGNkEpftPrG6LTSsHY3X8VN62+VSbbRmg+MKwx0QF4ZsT32Dp1aV4afNLtHNKGs6N2jkcnqF7oQ/dXVI3/Xl83KMuOtS1Jgs0q3upWcZ99dK6tq+nDsNbRtOOrRrTEmPaVsOsgY0pR9mDxQ1rQb/WMcgbNU8nS4uLRRfOrH+vedNqEGzpm0QRisG/5SpX2OvRiF2wNrVKbJ3i30ubnqTJh1+tr3GwcKzoOmzqJAiQJKD1uQdCU4yrT9i9ZHyrzTEZbbPYh5m3jptXLSdJcKC24XG2tGB6M/vz51SiZqUu8uHPocdyNeVP6ePGyusrcSTxCABgb7wCKWRoXVreu+om8ow0geatt95CfHy8cEEAq1evxvLly4ULljHyiwyYsZ1ulzG2vSkFu0ai+Eidqx/li3vulmtFCDN8GhqlkbKvPGDTAKTnp1s+m1fYbJ2Gr1bzPYUGQa3nI+j8TPvWFVhcDndNaIuv+tTHKy2jcTWVPiAXGYvQZV0XWQOtEFrv+6zHmZOZn6cOsTN7YGjzKtaD+mSMeC4aswc1hliYv1HV8r74uHtd+Htxabis7WhQMRBnP+uEIc35t3fkYI6aSo2s+3F3fu88M1mFWYjLsg1gyAf1+VLDHoT6eSGrMAskSVr6pn+dz9B/aye83qkY37/UCDXD/JjV2XihFBq4bKDozB3MHc+LKiSRIPG/jjXB2kMkrGnMQlrV8qaAnjQNKi9CNjTipztCm48Odenbn+vHtsJb7apjzuAY0fUwuZNC0TIJbF3qNXqLbRzlIvpHHk84YewTaITSp0ilWRX7AmOSIGVHGlcaSb9KaGgoGjRogG7duuH333/HqVOnkJCQgCdPnuD27dvYtGkTPvzwQ0RFRWHOnDlo1IjLtbDssvDwPaw5Tfeq8CiZkO1JBLg5/ndJ5cXcilWgsSPYFR/CWn96h1hy1Wp0yheris8Ly2zmIE57wt0ha1bwx6vPVWHNSbPu5jok5iSKqF8O7IKckWF1bp4wNJQ8LlvvbcGXfRqgXxP5qQnMz5b7CdNbVs5XLy6wGIOPutZBhQDubZ7xHWriwKT2KCKtQuOYttVRLVQ4knZmITPhqrQJhOoFd/rhabRa2Qpv7X7L5r1b/eBTvPxsFP4Y/oxNHdOOT6N9FuvhI8XT6X8da+HSF51ZzoifaMy32zb+eex5vx3ESkOj2obwnicZzbiTzh0N/MOudfBpj3q0Y1XK+2Jytzoo7+cpe7sumBLXh5qQl40BtQbYPnub2ypjFUhwhCKIz5S2gKVS3k+a3aO3nvI8ZBqRP2OnUKQUkkafadOm4datW2jbti3mzZuHli1bonLlyggLC0Pt2rXx6quv4u7du1i4cCGOHTuGhg3Fp0IvK9xJYXF91ghNDKbcKGAEmqOWNzpAqcc2ODhMQyNxAKAlXCtRbY1/0TbZaUGxEbEZsSBY4ttk5kvYPpPRkZOykzhV6MpgemZMj48/L/9J+2ze4dQQiu4gWwZ12txN+xltn5n40ATWa8e2r44t7z7PWVJDAPfzz4isVwhhgYZry+nLY18CMNlLccka1UJtNTRM5IT6Z0I1Mja3l90jkf4bTelWB9AUQOt7C8wEnOYFl7dei+qhfqJloX9S3uM9z9wy7ftvX86yLzWtxBqxXCqEB308oCZ8DfTmr19DaFjsrpifS1y0vWNlttAM+/v4+bHP7axXPFLHZjba1QrFopHNcOhDCTF4HIDkETAsLAxTpkzBhQsX8OTJE5w9exZHjhzBjRs3kJaWhnXr1qFzZ7aVwtNLTEkmY67BXutzF77VfoJv9R9pxwnC1BE9yh3AzUxpdgAhvsKGjWyaC6YNjT0rBSrC8xx90Ft0ZZElUubQkm2MF+qE2Ww1nE14gF7/9IJfzRk2NZ65nyahhab7S9GcHk08ivxiae7akiAJ+Hvp0J1hpMx0WzULpooLNASLQENB45Fuc0yuEjLU35Nzu4oAgeNJx2XVazNYi1DxG0UIPRqCcHqmZ+p3eWXbKzbn2bUX9GOvtamKyDpL4FN5IfQhdK8V5hyu9b0tql3cdndGfHjgQ9zIlxdAzx6oqRcA8DodMCFJkiWoKf1zo+pp0HgmwqeKkHcjy70oBstczzirMAup+fyBMhVDYJEilhfqhCGqnI9wQQdilygcFBSEoKAghZpSdmlXyxQDhGtVp/O/bDqvoxsX6jQanPmsI1qs/EDyPUe1qYJfz/O/nGzxY6gaGoPRgO4bu0u+NxuCK3eW08tea4EbD7PQuFKg5djrbarBYAS+3WGyefHwtHb66BAfmkGwNEzPSigDMtX+gSAIB7srEtgwthUt+CEb5jZrCWWjdpttvu49Zn+mWmqE0RLsWe1xbslyVSnn0RNGgATCA7zA6btDcn6wVkMQnDYm9r2H3GgIjWVLOKvI2nfNz409iST9o06rQRZp2vLxDPsPGn0K8pMGltRPL+xFM9qXjtb3FrbHmusYJauOYmMxLqRcQP2Q+vDSSQupr/G+D2OeyVid+l4KbUGTIAXHq7vaX+ErKjQY90saEeiFbB7PoTln5oi5gS0WbbMBuUX872F5P09o7PQNco6HoziUXdKpsA5khGWlKzzYH538ouXvPEM6fj7/I09pbnw8tILbvDlFtkM69ZjUYHF8SNXQACbVd0xUEO25aTQExravjpeeqYRaFfzgGWANQqVjSIxd6leAeEgMbhaFWhX4twwyCqyqbAKEgzszgfBA7kH85yFNUDHIG78ONcXNETJMzivOw+v/vY6lV5fanGP7HuYtp8R08QbP9gS45bqWINgnIXlP3lRP/Ubc0a3F2Fzxfc9N77TBqjHiUyQAoLkBc8Fl32b57djkGY6o0mY8gs5aksFS+2hSdhLHFRyw5GUjNNI8i9iYf3E+Ru4YiUkHJgEAph2bJnCFFd8q7HaHYjQ0tg4c4l/sAgP1e7O9S6a6+ILR3cu4ZwliKJXW1U2u7gE1ZwnWMblbHca85D7CiRzs36xUocG1zXE34y78y18GEAS+zuFHMVj7/twXOPVQnqpdp9XAx0MDPosYNtV6brFVIFPSQDgpNw5K5E0y88PLJu+dhn9bw4TrGblPGkQGQjQEiZkDpBmxawiNQzU0jSt783gYmTIIU7MITz1Kd08vMhTBQ2u9fu2NtTiRfAInkk9geL3hluNXn1zF27vfxntN3wOhywNZ7A9AI8Io2BaumC+d61XAzqv80Va5VsUE6DZVUmD+PgRhskY7+YQ7BMLlJ5cF6/X00JTYodgS6OOBFlXLARLi5cmNWE2FrT97R9kKr7aYnhF1YqNPysJodJkwFjKEb4pdmtZLnuH8smvLAAAHHhzA5ceX8SRfYsZzc1Mor5YYDY09efSWXV0GoCQOlEwj20JjoWzZ4t0O1dEsisTM68LPqmKQN4h0+2xo3CWoHqBqaBxOp3omLUGff/pg44NvofPjNyIN8PLAF73qYVqf+riWKjyw8iEUjp4kSZsYHTTVrJjseiJ57/AQeIb/C2MBVxZt+zvFtSS6R4uYgGpc9zcLTL9RogYfTjhME/iUtllhEpd1167rPzv6Ge0zte1UPjr4EZ7kP8HUo1PhV3MGvCqawi1IzT0GcGvi6kYIR20O9WO3+yLBLlzL0o5JdpNlv8f4DjXhGbqH8yqpiwEPxtLyypMrkq4H7Ff9U7uLVI9M78oLAABaUIUaa3s8w/4TVY/NfSlfiSson2REPCZqJGjTNeKfx5yzc+Bfd3JJoECpwSbsx8tDKxgX6rOe9TCkeRRaViuH9IJ06wmJmbrdDVWgcTDMV1fjLWxkO7J1VQx/rop8yVdTgFPJp6DR8l9/NPEoRv1H39umTtJKu3Drg0+gbgWrgWuIVlwsEWfADCj10jOVcOvrbjSD3LG7bQOMOXLLyd7nzzQe5rJvYd7HI8A0mbJ5OfkLuLxyCUGjW1fFpz3q8l77+vNWowSq5okk2b3v5Dx5jYfY2Cr8pBRyux4D0t8LkhHXZPCWwZJtKOxdKdOi6Upsv8YjCxr9Q/hpwilHpS+ImPcVY6AtBrrHqICGhrS1odH5SxcwTYECubechIRGub/nzBMzce0Jv8bvtTZVMaN/IxAEQbcLlPG8195cK2ir4yxUgUYhPv/3MiauPm9znNkxPMvvB4hCBPt4YMu7bVjrSs1PxcZbG2W9JO91qIHGz67C6P9GY8W1FZKvl2I8JwdPnbX+DtWoMTvsFwz6NalI+yxFwzCqje2KRiimiqM1NCHe/PE9pMI1gHL9zuYVO82GieORkiSJrMIsZBSzC+yBPh40gaVisDcA4Mve1nQL3hS3Y1piUZJLQ8PeFj68Ky9kdfHnhOP7Dt4ymPcyqcJou5q29l5i49WYY+2IEUJM2yFMzF5y9mkOfKvPBvWBETJW+8x3kc3Oz15EbTlRXvQ/hj8Dz7Cdsu6lL3eY5QbitnLljr/7H+zHwC0DZV0rlymHpmDehXlIyLZ1FHAmskfkhw8fYvjw4YiMjIROp4NWq6X9e5ooKDbg72P3seGc7Y/JFh3YI+gUOtStgHqR/mCbyF/77zVMPTpVloR+OO9j3M0ySedS98EB0HoZ26DcpmIb/NbhN+n1lkDtpJ4eGlrAK3vxYKiJ49PEC4Q1BYyB2XC0DU3naOeEP2AbhMa2r241Zqee4Jj0Pjn8CVqtbIXNTyaaslaDP8N3xSAvnP2sE0aURAFmEuKrB0GYtER+XjobG5p/b/8LLw9T59LoH8GzwiYQOmYQPVsIjQHeUYsFy9lLYrY0m5GXnhGXrZyNt3a/hVtp7PY8TL499S3nOTvlGQD00cwrYqOM6x3TnxpVChJ9D6aXU5f64Tyl+fEIlmcDaW6H05Fp87M3fi9+Pf8rhm0dpnCDpCHbKHjkyJGIi4vDZ599hoiICLui4JZ2Cou5JWmCIGzV5YQBII0YsGkAvCsbYCygxxm5nS4u/gMbN9Nuyr4WsGod1t1cZwkkRuXnF3+GTiPflpyq7iVAUDLx2t95sxiB9FaciMM3/cQFd7z25BrG7RmH8U3Ho1ZwLVHX7I3biz1x3HYU9kI16FUCKS7VH3WlbAdSLuNaAW2+u9nyd63qN/Beo6F4JjoYzb7m9iayDS9vRaslcPXLrqa/NYSNcP3HxT8wZ9AqdJ97CL5VfwU0BdB4JSLv/lvcX8pcNzNGCS/y3ssph6dIKu+ps88/Y+3NtXivKX+AOyEIwuQJ56WV5h6tJI7awu1SvwJmDWyMBhUDQZL82alJkhQM3yAe7i0nIRwt0OQW5eJQwiFF07bINdpWCtm96PDhwzh06BBiYmIUbE7phE+gqRXmj/mX5tsczyYTcDv9NnS+QGGB/BWA0phjErAJM4D9USWZkXXNUUTl1MoMaldkkD8ArL25FgBwPuU8Dg9mUROzsCN2h+z7icEsXDJzAcmFuujYG7cXUf5RqBlsG33Z5jqJv07jqGBLtu8DH7SXHfnVvAWVVZiF/2LpRqVFxiLUiwxA7MweaPj3ZACA1uuBTR3OjpFBkiTyivMQn6VMQEqxGEmj3d/1XsYdvLxlAABgc9/NAqW5cE+PGYIg0L+pKQ3I7TR+bzsAqBnmh671w1FOYhoBJhodt5ZYSAdwJOGIXfcW4tMjn2LX/V2Mo+7jsSQH2WJoVFSUWwXUcSWFBm6B5p0XqrPG/aDmz3ihTpjNeVchpGlT0m6EAEHpP9Lfpd1x9NW/bdNJ/H5BWg4sapwZADj/6DwupVyS3DYlMAsSXC7LecV5kvrgHxf+sPz93r730H9Tf3HtoDxXMXliqAJQdIgvyrN4L0mxMdkZa2u/INaN29lq+3kX56HlipasQSv5sDflCEmStO/aPLy55Dq+pITbP5p4VG5D5F1XgtJ2e31iIm2OCRoFgwRBEJg3/BnRGl5puGY3w5x0FDC9b7bCDDCwWUWbY6UJ2bPTnDlzMHnyZMTGxirYnNJJQRF3B9FpNTYRXKOCfTCsRRTls7fD2iYVodW40luLzDwv0q5lPHdGXfrye/Hbefn2PjlFORi+fTiGbhuKIoPz3Rn5JuO4zDg0X94c7x94X1RdO2N3sgZKnHdBKHQ7ffh9voFwsEUxGp0LKRdw5iF3fiZqHWzvHJ/WqlrJwP1Bl9oKpKYQ/36eTDqJ387/JkuI4k4fIA4jjLT7lvOSniyQGn9n8x15Ghp7BUilBdAZ/W0FEqFFgCOcIdgo0F9wyn3MEAAIfQo8K/yLFitasJapH+nv1DYpjWyBZtCgQdi/fz+qV68Of39/lCtXjvbvaYJLQzOqdRUAtlqNEa2qIIASJdKdAhM5wquAC4Kg2NDIeAbMiTMV9AnSM9R2BSIF6ir7RtoNu+qSRckjufzYNh7R/IumbUy2VRYbXILPr+d/FbyWKk+suiOs8RIr9H5w4AMYSSMe59m6UlcJseaEYUvpwCdgTu/bALEze+CdF2pI1tDZw7t735V9rSIaGspEbe/CQ667tL1j2eO8x4omyJ1+YqqN0btQG/+5/Q9e2faKwxYxreoVIDzACw+9/xAurCBGTS78qv8IfbljnA4j7jQXyUG2Dc2cOXMUbEbphktDE+pvUrUzJ17Hh8yXz+643YIxDOzBS+tF0xTERAXh2N0n8POy3zMuHhsBjAcAEB7KGqf9cPoHResTQ2ZhJr4+/jVW3Vhlc+7fO/86rR2OfFUn7JuAvfF78WfnP9EiogVWj2mJ8/HpFhscgH2bk09DQ53MxQp83Ij/8vYIEXZraBhaBXu3huULFfZpN17d/iqahTfDX13+sqseM5vvbsbt9NtY02sNANOC7XCCsI3chZQLOJhwEB0qd1CkHVTOpm3FpY9nouHfilfNi1EjnOzSXeclscgWaEaMGKFkO0o1hQb2zm8On81cYTIHPnteoprBNRETGmMxalUC8+rfEVAHXgIEfhoSgwUH76JLIx+M2iu+niuPr+Djwx/T64Z1kvOKWG93W6m4oqObw767GqnfXKwRsZE0Ym+86Ueff3E+WkS0QItqIWhRjR5/h82rjk+gocYQ0Wv0pjDyMvEsf0B0WXsM5uWmdjBjIA20d1RqwkF9KD0RpVyNpIeWAOz7KjiVfMq+ChjcSbcGQXxr11s4n3Je1HVFxiIUGgrx1bGvFG2P6xB+P5213eYo7PIVNBgM+Oeff3Dt2jUQBIF69eqhd+/eT18cGg4NjXlg1bAFo6Fgj5qvaVhTdIzuqKhAo2RSSibUDkOCRJi/Fz7pUQ+PcvldKZm8vedtm2MkZSQltMq5Iprqdt+Vy09nf0JFP25jvgPx4idlKgajAVqNFm1rhuL3/fyRcamI1VRQXTwvPeY2vJaqbaAKNL4evigskC/QSMEeDc3DHGHPGyGOJFq9YqQ8M33IIehDDtp9fwBIK45TpJ7t97aja5WuitRFRawwA5gWMeturnOINtQcDNGZiHk7n1qB5vbt2+jevTsSEhJQu3ZtkCSJmzdvIioqClu3bkX16tWVbKdbU8Dhtm0eWJmrewIEbYK0Z7JsHNpYce2Bs8L523Of7MJsm2MkbWlov+r73KNzls9Kp4FQkj8v/cl5rtBQiHF7x3Ge52Lb3W2YenQqZrefjeerP4/RrauiQoAnfokVvpZLU8H0IKPCF/tER0gbpqgCjZ/eT3bWYqlI9Wyi8sv5X+y6NwECkw9NtnyWJtAoI8woyYcHP3R4JG4hbqXdkpVTSwwvb3rZIfXyIkLgVirVhKuQ/caMHz8e1atXR3x8PM6ePYtz584hLi4OVatWxfjx45Vso9sjJNA8zKWvvvi2nNgMQLn4ps036FGth+jyYnGkNoJat7nzGEkjUnJTJNXD1vGodRMa+/TeVGEGAFLzhPef3RG5v+VHhz5CgaHAogmb2qse3mwnbpFyJ4Ndm8O3+uMNIihR8UF1Le9YuaPNeVJCosHSAnNMcbUwoATnH51XpB65W44LLi2Q774uQGKOvOzj9iBmS1TqOOxuyNbQHDhwAMePH6d5NIWEhGDmzJlo3bq1Io0rLRRzZKXW8+QC4tJOHE8SHyq7V/VeostKIS3fOSta8zN4b9972B+/X9a1jKOWvzR6+UbBbHU/yLYN2lYaSM5JtruO2IxYJOYkolVkK1HlL6ZclHwP3sFWpEzmoSUwa2BjVAr2wa/nf8WhB4fwTIVnbMoRCkSldjeYzy8uS5mtn7JCfGY8ogKihAs+5biL3Z5cZAs0np6eyMqyVbFmZ2dDr7cvumJpw8gyPtaNCECfGG67BurKef0tqwErNfOpWJSODXMt1XFeTmxIFWYA9tU+adbaEPa5W7IFQiyt9NzY0+46ev1jEpxX9bD1tnInNJRosOb4Os6O2OsuKG1Y6wqUHNdW3liJD5t9qFh9pZGnIT2RbL1kz549MWbMGJw4ccISA+H48eN466230Lt3byXb6PYwV/Q1w/yw/b3n4a3Xsnov8K1G7fV2cBfCfYXTOdiztcV3rUewfWri709/b9f1ZlqEswevKq3Y6/0m1+DQnvdEqbQR7s7G29ITQbo79qZZoeKKwJhuR9lTTNogW6CZO3cuqlevjueeew5eXl7w8vJC69atUaNGDfz0009KttHtYUa7rRMRYPmbaqgnBnc2PqXCZcR5YugJ/NXlL4ysP1KwDsWNmWF6dkp7OKmYMLtYy4VPMPHWuU+0bBWVskiNUD9XN8HhyN5yCgoKwr///otbt27h+vXrIEkS9erVQ40aNZRsX6mAaULzYZfalr+ZSfUAk+qPy7ahtLjNVfKvxJoV3MfDB83Cm9FiP3Bx6fElye7afBhRCEIr39NExbHwBWsbWHugE1uiUho4mXxSsbqehu0WId55sSaO205HZQr7ctYDqFmzJmrWFM7YW5ZhamgCfXg8NmBSpXJlsxa75dSmYhtafc5mdvvZFtsKM3NemGP5W0ybLj2+hE7rOnGej8uMQ+WAypLa5VHOMV4JYqFFQlbHUABAan4qZp2ehdYVuZ0FvHTcbtvuHANIxXFcT73u6iaUKXw8y/6AJEmgmThxIqZNmwZfX19MnDiRt+ysWbPsalhpginQaARWA4nZiUjNZ3cDTi9IF7zf922/550cnEGVwCq0z792+BVtK7WVXA+fRmrX/V14reFr0iokNQDhOi2Xh8bDItC4QtB0R74+/jV23t/JG6CMb/uxtIdjV5EPM1WKXLbc2YK3Gr+lQIuk0TKipSTPVUci1fyhNCJJoDl37hyKioosf6uYoHo5+ei18PPkf6yLriziPLfl7hbB+3WtKi+CZqfoTgrktmGHGfxMaRVvfnE+ll5diraV2qJ2udrcBUkdQDgnMiwbHloPQIb94dA6Q7Hi+grlG+QGiHEh5hJaMgoyOKNgL726FMPrDbd8Li3btSriYRtHGpZvyBtZmo2soiyM2jFKqWaJxp0WNbfSbrm6CQ5HkkCzb98+1r+fdswamra1QrFkdHMXt8Y1MAceJQSaNTfWoGvVrqjoVxELLi3A/IvzMffcXFwawT2YkaTGpUOI1Ki2AHD6ldMwGA1lVqARM6hzbStNOjCJc4X73anvMKDmAMtntgSPT6t2p1+NfmXC84nt9/PQ8G/pc3E34669zZGMul3qXGR7OY0ePZo1Dk1OTg5Gjx5tV6NKG2YNjY+H43NYre8tP+mi0quFlhEtLX8zI5Mqca/EnER0Xd8VO+7toLkMj9jOlxhVA1car+i10mMweWo9HdCS0gXXwC+krrc3S3VZpWZw2bBrdGReOWfgTIEm0jfSafdyV2QLNH///Tfy8mzdY/Py8rBkyRK7GlXaMK8iBHJQKkKt4Fqyr/Xx8FGwJabEf2aYAoySwtMHBz+gfT776Cz/BS5cFFGNW9tHtRd9XVn2whAThl+uJkUoq7S6QlZxFSFeIU7VEP7V9S+HJPQsTUiegjMzM5GRkQGSJJGVlYXMzEzLv7S0NGzbtg1hYWGOaKvbYixR0bj7pDQuZhzqlquLT1t8qkh91InKEVtOsnBxnh5qHKGBtQbij45/8JZ/r+l7jm6SS/j39r8WFb+cLacCQwHyioXjCW2+u5n3vDvZMKgoQ2mxlWoU2khRgdpf7897vqJfRbwd87Zi9+NCR+jwfTvu4KNKhuKQiuQN/6CgIBAEAYIgUKuWrbaAIAh8+SW7S3JZxbzlxPRucreov+W9y2NNrzUAgOknpttdH02gcaCGRjquu3eDkAYoNBQiOiAaHloPtKpozX804ZkJmH1mNq386w1fd3YTncKnR0xC86URl3D5ifiEq4Bpwnp+1fOiBJpvTnwjq30qpZfSItCQIBVtq5gxVUs43uzh+3bfo2N0R0w+OJk1EOyVx1cQVtk1Sg3JAs2+fftAkiRefPFFrF+/npacUq/XIzo6GpGRT9dentkoWEN53wxGA7pv6O6U+4sVHpTWmlDV/e6T3de1K3IfDx9s6beFdWCJ9o/G+eHnEbM0xvkNc3PMA//DnIf46vhXooQZNr469hVtq6+022Co2FJq7KZI5xulO2McduedCMnfvl27dmjfvj3u3buHPn36oF27dpZ/zz33nCxh5uDBg+jVqxciIyNBEAT++ecf2vns7GyMGzcOlSpVgre3N+rWrYvff/9d8n0cBcmioXmc9xhJOUkuahE79mpNVnSne+FQX2y32XIC4EojGi2hhU6j4/z+Wo2WddBxpTfO4NqDXXZvM+bv/+WxL3HwwUHZ9ay9uRbv7HlHqWaVWsqydxdfxGl3Is+QJ2zvV0LfGn0Fy/D9pnqNyRnBGRoaM1zziSvt1mRHCo6OjgYA5ObmIi4uDoWF9NgfjRo1El1XTk4OGjdujFGjRmHAgAE25ydMmIB9+/Zh2bJlqFKlCnbu3Im3334bkZGR6NOnj9yvoBhmDY0bC64A7BcyGoY2pH2mdh5HeDnJgwAI13Uo3hVSySNxN5W5VuO8QZAL8yCYmJ3o4paUDcqyMXRpyXd3IumEovXxfe/v2n4HQFkNzcoeKzFk6xDbE278asn+9ikpKejZsyf8/f1Rv359NGnShPZPCt26dcP06dPRv39/1vPHjh3DiBEj0L59e1SpUgVjxoxB48aNcfr0abnNVxQ2Gxp3VsspBfU7Mr1NXPf9Cbiyx/ENKO5qoFpgKHB1Eyw8Df3GHvw9+A1DAeCDZz8QLCOVpmFNFa9TLtNaT3N1E2RhrwcSn5DaIboDAGUXJw3KN+AvwNFVXSlMyxZo/ve//yEtLQ3Hjx+Ht7c3duzYgb///hs1a9bEpk2blGwj2rRpg02bNiEhIQEkSWLfvn24efMmunTpwnlNQUEBzQMrMzNT0TZRYbOhcdfJS0n41Juu+v4egWdBEK5bwfEJNHwu93Li18hhWfdltM/RAdHw1flylFaGRuWFtbWW0AduY4vlnnSu0lmwzMu1X1b8vpJTkFB4td6rCrZExETrhsxpP0fQS0kId5lT3Fn7J3v02Lt3L2bPno1mzZpBo9EgOjoar7zyCr777jvMmDFDyTZi7ty5qFevHipVqgS9Xo+uXbvit99+Q5s2bTivmTFjBgIDAy3/oqKiFG0TFetg7NgXbupzU1mPu2pVS518mC95kGeQk1tjQusd79JcTmy/xa6XdmFtr7Wo5F+J8zqdxu48saKI8qf3g+bhzfFGozcces9qQdUEyyy/vhxnH551m0FbCpX8uH9XANjQewM29VVmkSfGRsIRz9Ae2wwlt1i9dd6K1WVGKLSCEug0OsSExci+/rUGr9HifnHhjP4jKNC4UN6RLdDk5ORY4s2UK1cOKSkpAICGDRvi7FlxhlBimTt3Lo4fP45NmzbhzJkz+PHHH/H2229j9+7dnNdMmTIFGRkZln/x8fGKtomKecuJz0hWCV6uxb7yckcDwDYV22BIHZb9V6cgPIDaE6CQD7ZAb+G+4ahTro5D7icV5sRkJI0I9AxE/5rs271KIGaQTc5JxogdI3Aj7YbD2uEoPmn5Ce/5msE1UTWwquWzhtCgVWQrniu4EaPBUnrs6VO9j11CCd8EOKIeX9RvW5Z2WypYRmqdGo0Gm/vyxzOyF4Ig0LNaT87zbzfmjx/zdszbojQjzlzc1gxyv2jUsgWa2rVr48YN0+ATExODP/74AwkJCZg3bx4iIiIUa2BeXh4+/vhjzJo1C7169UKjRo0wbtw4DBo0CD/88APndZ6enggICKD9cxRsW05PA7z2IgSBj1t87MTWUG8uPPi+/+z7Drl1p+hODqlXKdgEGgA4lXzKYfcs63YxYT7SYm4QIPBjux9l3SvUJ1RU/UpCgkSRUUbGVfP1PAuuoXWHSqqLmZiWKiiaeaeJNC+3qgFVUSWwCjb03iDpOqlwjZfft/0eEX78cyYBgvYcV/dczVnOWcx+YbZDNGb2YJcNTVKSyS35888/x44dO1C5cmXMnTsX33yjXLCroqIiFBUVQcPIK6DVamE0uoe3CFdgvbIO35aTa2F/L16IesFhdzwx9AS29tuK+uXrC5Y1x0lpFCreE1ApmIOqWaCJz3KcBnPDLcdOFK5G7CRifvbVgqrBT+8n614j6gtrHxwxqcmNCwRwbzmt7rnaLkGJC6nfv4JvBcXbwERo8ScIQR9j64XU4yim7G//RkPb7WizYFXRryJmtLE1L3Glk4FsgWbYsGEYOXIkAKBJkyaIjY3FqVOnEB8fj0GDBkmqKzs7G+fPn8f58+cBAPfu3cP58+cRFxeHgIAAtGvXDh988AH279+Pe/fuYfHixViyZAn69esnt/mKQrJoaJy5DSRnBTy83nC770sTaDi+7+z2s1mPOxKCQ0ND7exKd3wfDx9UDqgsquzXbb7Gpy0+xS8v/qJoG8Sg0+iwvPtyy2cxApg9nHl4xqH1uzvUfram5xp0r9odP73wk+z6PLWeqFuuLn8hB6yrogOiZV/LtdipF1IP4b7hKOdVjvW8XOQaljtyUcY33ojaSmK5PszbVjPobG0o2/0WXFrg1DZQkfXLFxUVoVq1arh69arlmI+PD5o2bYry5ctLru/06dM0d++JEyeiSZMmmDrVZAS7atUqNGvWDMOGDUO9evUwc+ZMfP3113jrrbfkNF9xrHForD+ue2ks6BTGx2Nc+ZfsrkeMoWDH6I5230cqxmJhbwJXboME6AMwqM4gBHsFO/3eGkKDRqGNsLH3RkxpPoXTLksp3C24pCPgmqyqBFTB+89YtzZrl6uNb9t+a2OYLRUhI27m9oQS2ONZxNaWVT1XATAJaNv6b1Os7naV2snu245chNo73rC9Y0YRtoL2wjaPUY+xzQG30287tE18yHKt8PDwQEFBgWKTQvv27XlfpvDwcCxatEiRezkCti0nJTrHm43exB8XlbXAJwsLcaeTyfXTY5IWRR7K/IbuJMAZ8yuyHqcZbZdCbxolMA9ANYJroEZwDYff7+xDZR0E3BGucbBOuToOCVoopIEgQLhVf2Q+nyZhTVA/xKoZFOO9I4Z3m7yLNxq+4ZaB9+wdbzSExmZOYdvKU3qhxjaPUd8td7OPk73l9O677+Lbb79FcXEpyavhQNiMgpUYUBwxKBko8Xi8FNy+didPq1Gt2dXjnlpPy9/2DDA+Oh/Z1/Kxrtc6vNnoTV7bmuqB1WXXv3PATs4BiGtP3l7W3lzrkHpLA44SKoQ8jggn9sWY0BjBMh4aD9pnJRcTsZmxtHoJgnDLWEZi2vRv3385z7H1W1aBxgEG4aUJ2cEvTpw4gT179mDnzp1o2LAhfH3pUvaGDWXbEJCKJZeTRlkNjSOEBGO+NVmfwf36vSI8W6UcVt23PT7hmQm4lnoNg2sPtmtl0SqyFXbHcYcMkEvtcrVRu1xtXEy5yFmmQfkGuJNxR1b9fB4JbO7mZZ32ldojvSAd51PO21UPZ04bFwn5xC9NgTD+2DhKMTZmLN7c9SZvGWfmFwLcU/vK26aS16RaYDVcGnEJDf9uyFGM/j6xaaKcLdDEZsTaHKMmh3U2skexoKAgDBgwAF26dEFkZCQtiF1gYKCSbXR7DEbbXE7zL823u15799rZIAusFuiftvhUsPxfXf5CiFcIXm/4Om+5cN9wu9umFFwr2HDfcGzqu0myqyiTL1t/Sfs8qsEou+pj4go1rjP245VgeuvpylXm4MfsqNVt20ptec8TafeBZG6hWCp8gpnceDqOwNxvZNvQONIoWIE+zQxWyva7KDV2WLTEbI+Ecoztfq6MuSVbQ+PONi3O5nx8OgBAR9HQrLu5zu562WIssEHdSuHiz85/2hzrXrUbZlybi6zCLADA6Aaj8dflv2hlInwjsG/gPtYXlzoARPpxZ1mf9Owk/HCaO2aQ0hQaCgXLyF3JzO80HwF6ekyj5ys+L6suLnpW64mjiUdZz9kz6PJFI5arTWgd2RpHEo/IbZJkPDQeqBJQhbbVIBfFVrNOlj/F9Hclp2alJ3p3s7swY49GbXLzyZh5cqaCrbFldvvZ+PzY53insSnOjiM1NKMbjAYgnBuK1VjZhcl3ZWtovvjiC9y/z6LXf8ogSRJn7qcBAE7cTVW0brEdv2F5dhWlmYG1BqJFRAvbEyRJG/nMLzEVDaGxewAaUX8Efuvwm111SEGMUaDc79Q8vLms66TAtwIXGnT5tHp8sU/kDkLzOs2TdZ09KJUmwtHGs+5kV+ZKmM/YHbeE7GVY3WG8CTwvpFyw+x41gmtgefflaFXRpBV7J8Yk2AyoOcBSRmlhcUS9EYgOiKZFMhYyCi4yKB9bSCyyBZrNmzejevXq6NChA1asWIF8im3G08T+GymWv289ygbAPZAJCR5MxNo1EATBGgDJzJqba1iPkyQJL52X9X4shmt8xmxSBmxHeHtwUWwUNlSXO6iyPQ+lE0vyDUpCE7Bew94Woe9rj2eIM20kCIJQzChbqcGf04bGgcKS0FaPI+486dlJsq5jCsvO1tD0qtZLVDl7fy++VC/BnuJDNPze8Xd4aj3RrwZ/nLVX672KTX030XL8KSYsljyKIK8gbOm3BWNjxlpPCYz75b2lh25RCtkCzZkzZ3D27Fk0atQIEyZMQEREBMaOHYtTpxwXQt0deZxttUkx91O26Jenhp2SHHfEGR1/7otzER0QLSvYl5QBwJmrMlECjcxny3admC0ASfewIwiX3O8l5plx4Uz7KQKEIkEhzXVxPc9X6r5id/2O1ND81uE37HppF56t8KzD7sFkRP0RODvcfjd8uWMB13Vmm43O0eyZyIfVHYaxjceynvumjTWqvb0CTdeqXRHhy57CgC8eF/O+bSq2wfGhx3lzPwGmvl41sCptkcXs/5G+3KYASsD2m7xaX9ns6lKwy7WhUaNGmD17NhISEvDXX38hISEBrVu3RsOGDfHTTz8hIyNDqXa6LVqWBE5sq10vnZfkjuxwgYYk0aB8A2zptwUvVn6RtYifB/c2hVCWYSqO/C4NQuhBvxypoWFDcQ0NR9vsmbyEBmtHhKB3CATQpUoXZaoiCE5VBpfWiW0V7goNjVajRbhvOOcWaMcc6akK1vZai2NDjtkcp34PD40Hvmv7HQDgo2YfiaqX+RwCPfmdRriePdvxztGdsbLHShwadIg7UjfBrln9vePv6FWdor1R4Oda3HUxmoU3szkuddEjd1uV+S5u7b+VU8jig+/dpZ5zNxd5RVpjNBpRWFiIgoICkCSJcuXK4ffff0dUVBRWr2ZPolVWKDZaf1xPnelxcq3MpE6iUlxpRQ+e1LYx2umj84GOoHckvqBXQ+oMwYh6IzC/k7BHlyPdglf0WEH77OzAWl5aL+FCEmAKf60iW+GL577AvE7zBFf9bIKjltAKplkQY0jNhdLfnw9zrBE510kqz3EPKROTUJ+kRhGWy2sNX8MnLWyzfUcXF6NfVrakugL0AaJyTHWr2g0nhp7AK/XYtVjMrXXqO9s0rKmgIMT05jHD9puU9y4PnUaHIC/2awDTb0+deKe3no5LIy6hTcU2vO2QQ6RfJP7q8pfNcaXsvoRgvuc6jQ4fNPtA8LrK/uLStgDuHZvGrlnmzJkzGDduHCIiIjBhwgQ0adIE165dw4EDB3D9+nV8/vnnGD9+vFJtdUvC/K0DXO3wAKTnp2PEDo4EchLHYWoHntx8spzm2cIj0Gg1Whwbegwnhp7A9v7bseflPbyTh4fWA5OaTcJzkc8J3lbqJNS3Rl9R5T5/7nObus0CTcuIloq1hw9Ha2heiHoBA2oNgKfWU3AweafxO2hfqT3t2OlXTqNdVDve6/iSHgol9fyq9Ve855VErmatSmAVSeWH1mF37ffQeGBh54W0mD6c75LAuD+ywUhUCWBvF9f2CRO9Vo/BdQZbPlfQW7UfIQZpgj3XaptNiPbxsNoxcT0rwKTFob6zf3f7WzAZJNfzpLbvx3Y/on2l9ng75m3WsrT6GAKNMyJkM3GanRnLowvxChG8bPYL8nLuVfJ3TrwjscgWaBo1aoSWLVvi3r17WLhwIeLj4zFz5kzUqGF9WV599VWkpKTw1FL6oaY7mNG/IeZdnIfrqdfZy0p83NTBu4KPAzLCsgxUXjov+Hj4oJJ/JYT52CY/UwK+wdpb543NfTdjWutpoury19vmbTJvn/BNfnImRi73bGdqKIS8rBqHNcbcF+fi4xYfW46JWR2+Wo9933ts47HoU70P77WNQhs5PCeUXP7q8hd6V++ND561XaXWDK5pIyC2jmyNXzv8igg/djX9C1EvoHlEc5pRbkU/9lQbYlayXNqI/jX7W/7uW6Mv+tfsj1ntZwnWp6ElYJWH1Pd5SosptM9UAeiVeq/YbUtkFlo+f+5zy7HOVTrj5w4/C25fmaHZmXA8GaqQpjS8hv4cz4cvFAbnfVi+m5j3sLJ/ZbSu2Np64KS4OGqs3rMuRLZA8/LLLyM2NhZbt25F3759odXaSqChoaEwGktHwC65mIPqNaoUiIpB3sgu5FbzStUKSCkvdtCglnNqRnBKR+Pbxvqh3Q82q2k+Wx22VaXBaFqZEgTBOeDxaVX2DdzHejzAM4D1uBg1vRSYvzt1QOpXox++ff5b7Biwg/Vas5u91BUhQRD4u+vftGPPVHgGb8e8LWqf3FlqaKl9qFl4M3zd5mtWg3y2MAWftPyE122+YahpO4X6THQaHc4OP4vzw8/z2pyxMb3NdJstmi39ttAmF51Ghy9bfYlO0Z0E67NH82j+TjsG7KBtm0j9bZnlxVw/83lrDBfmpDy28VgcHnyYbu8iASNppPUHLoGmamBVjG08VnJAUym2hGxwPZ9K/pUwr+M8rOqxSnRdrAKNiHHeQ+NBS2NB3jvIWZZan7OjQAshW6D57LPPULEi+8rkacJsQ2M2DuYb/CXv4zvCM4jk+NvBUAdaPrc+tu/M5/LNVt685USAwPb+29G3Rl+bfW0+Wwiu9rFpyfhiT8iF73fXarToXq07TSvgo/OBt84bPjofBJZsOcjJ5N20Av27mDUCYiZJZwnHSnrIsL4DIr8Gsz4PjQe0Gi3NfktMbJ/ogGgbG7DoAHouMjFG7uaYJJ9VfUmwLBfm7xTiHcJq2CoWOTGNelTrwXterCaGjWKymPZ78Y3Rb8e8zet+zYYjhfnWFVujfvn6wgVLEAqAyoVWo5XVt9wtppBsS6WJEyeyHicIAl5eXqhRowb69OmDcuXKyW5caaDYYOq85ijBbC+UeQUmWUMj4WVhDoK9q/fGpjubWEq6RqKhfhdvnTd2vbQLndbZrjjZBhverSOWZ0qdAPz1/qzbV1LU6r+8+Au2x27HmEZjRF9jDzYaGgFhwV/vj639t4IAYRH+OlTugMG1B/MmuhTCvPoS8x7WLldb9n2kUCNIpv0Dl5mLTEGMqy9T61MqnYQYD7S3Gr+FEfVHwPveYWtbJN7HUZ6IUp9xlH8UxsaMxVfHvsJ7Td+z+/4Go0FSHCy+971FRAucSDpBr9+NsnvL1dAApm3OX86bnAf4rqBq2N0t6rNsgebcuXM4e/YsDAYDateuDZIkcevWLWi1WtSpUwe//fYb3n//fRw+fBj16jkmk687wNTQsL1QZuNUezwthK7tXb03ph5lD7A0oh7F4NNF0UuZggpX7BKuDsKVPoHtuey+v9t8khOuLSdqREwz7aLaCRrVKgnzOwmt0EmQNtoGDaHBJy1tvV8ktUNCbpyXa72MQkMhdsbuxMXHyuURYmLejlzTcw0Gbhko+jqlvey46vPQeiDfoGyQUbGRV7113oAd3jRKueDK2XICgKXdlmLJ1SWY9OwkRPpFonN0Z7s0M2aKjeI1NAD/+/5mozdtBBpR43rOE8BX2DjXXuRqaACgnJdV+cB2xZTmU3DlyRW0q+S8sVAqst/gPn36oGPHjkhMTLQE2UtISECnTp0wZMgQJCQkoG3btpgwYYKS7XU7zDY0Oo3pUbK9UOYOJDQx1C1XV3Y7tBotbf+e2mlpkzePl5Oz4BukuAaHEfVHoHFoY5vjbIPTg+wHAPj3d6kRkqm0jeJP/OcMmM9A0CvDQT+jFCFAp9FhRP0RqBsi/x2WQt2QuqgeWF10ebErSb7B/90m71IqZC/jiBQf1YPEf0+qMafUtTPnxCzx/WJqBMRuQcWExWBW+1kWY1glhBkAKDQWirKhMeOh8eA8x2ZgL0pg+L4aUCDNjV4phNrXrWo3AMJ9ZGjdofi6zddOjfouFdkCzffff49p06YhIMBqKBkQEIAvvvgC3333HXx8fDB16lScOXNGkYa6K0wNze202zZlLAKNDBsas4r92XBpQdU4X85iSrwRZxoFU9rDt18udYWRkifPi87e6L7mbUSx7uWSoDyCtxu/jecihN3iHYGcFbsjAm2Z+03N4Jq040pEqhZbx9Z+W2lbjlzfMyYsRnSbhFjZYyXGNBrDarzMSkE2cGOb7Ptxum3baRTsaooMRXRtt8DETXXJF4Nom6G0e6LTMCiJ0JaTOVCiTR8R6dDzR8c/0Ki8/K1tJZGtn8zIyMCjR49stpNSUlKQmZkJAAgKCkJhofyAXaWBnVeSAQAHbpom1vMp523KWFT3AgINc0AhCAJre61FoaFQlEthdhH7CoDagcnrW6wnXOTlZF4tNQ5tbJO0TeoeMF9AuIMPuC31dRodOlbuiN1xuwXvz8bCLgtxJ/0O6oeIN9gTC7UNHaM7Cg7AjppAxL63tGscYCT4Z+c/sev+LpuJXZJAY6eGhhmFVoz2yt5n0aB8AzQo30C4oBkBWw4doUMxKT/FhehmyNxychT1QurhcILVtkjoXWgf1Z7znH3G7wSmPjcVm+9uptfp4Ocjtn6b52IsBjhyw1FpVbEVngl/BlMOTeEMbeEs7NpyGj16NDZu3IgHDx4gISEBGzduxGuvvYa+ffsCAE6ePIlatWop1Va35Fx8umCZQbUHmf4QGN+YA6Beq4dOo5MVH4Fzos3LsP7tIoHG3HFCvUNtyrGtEvlUnPYMMLNfmI3Wka1px8R2fm+dNxqUb+AQozjas+J5acwD77C6wxRvA0AxCpbwHeU8j+5Vu2NK8ymc56sEVsEnLT/hjA2jJFxxYZi4mzEkAEBAO2bWHgV5BrEayitmQ8Pokw7zgMt5AhRkCRar4FtBVBwaM/56f3zf7nvWc6yxYcR+PYJg3ermCq6oFHKeP0kQggIyFU+tJ2a1n4V+NftJvpeSyH6D//jjD3To0AGDBw9GdHQ0KleujMGDB6NDhw6YN28eAKBOnTr4888/FWusO7JoZDOE+OrxdT/ulZTZ2EqoI71Ui+5yybeXKwR1W4d2X5KirXGR27a5PWKFB7NHElt5s7DTIty9AjzZA/VZ8U0yP7b7ESu6r8CoBqMc2o4HWQ/EXyNDK/Ft228xtO5QzuzCUiLYSkVqniEzfN/T/D3ebPSm/IbJgt4mT8bz+a7tdxhVfxSWd1/O+kyVEGjaVmprK9A4QgORn2GyS5khLgZMekG65W8x282eGtsyoxqMYnVmsMebbX6n+dK0cCII86YHRK0WWE1eRXYkrHUVst9gPz8/LFiwAE+ePLF4PD158gTz58+Hr6/JrSsmJgYxMTFKtdUtaVAxEKc/7Yh29bS4l3GPt6zQqm5ArQH4stWXls/2CDQ0IzjO+yo40GQ8AIq4E+KxCjQsExJ1ojBrmcxSPzVSqBnznvScF+ZIbzNcrw5nQ0No0KVKF7SIaIGqgVU5y+m1ejQMbeiwBHHmbRUpAo1d9+P4HkpsY3EJP3KFIr5n/mWrL3F0yFFF7WlEwejnwzLo2otQn1BMfHYiKgdUZn2mSiTZDPMJs91ycsTK6RF7NHYuknKSLH+HeAt7G7FphdmcEgAp34/+fCv7VxaVNsZeIvwiOKNZ8/I0CTRm/Pz80KhRIzRu3Bh+fspGTC0tkCDRbUM39P6nN285Mfvu/Wr0Q/uo9uhYuaNo9TfrvZgq1sIc04c0itCl1EDz6Bowuz7wC3cwLtpgyTM/UQWfPzv/iYWdF1q27GoF10K3Kt0s53tW62mJ0uun90O9EOnhAeQEAXMGP7T7AX92/tPpWxtUTzuuSZst3YQZrvYK5YPiu1YJgY35O5s9O6is6blGdH18aUEIguB9Rg6D0Z/9SBLTW0+3Hri83vInmwegEu8aSZJOsqGRVic1dooYDY0UIVru91O8bxfmAmCPXC7L1q8URvl3r9zfpZS8Ym7NBJVxTcYJliEIAj+/+DNmvzDbrheephF5cAr4JhK4uAa4s9daSCmB5vpW0/8Z8dztYbELYRsIqJOXn94PzSOa045RV04znp9BuzY1P1Vau1na4Oj9bHfnt45Wt2OuODR/dPwDALvtjj2rfC6BXwkNDXNboEdVW087KS7noxuMRreq3TCn/Rx7m+ZQaKkY1lmNqqUEsJSqYXFmShVHwfd8zO+/mQAPf2BeG2DnZ/yVMvqRogb0CWeAbyKArZPwQ7sfUCu4Fn564SfBy3iToJZCDY1zcpqXcfKLuQNpUY1O+ZKNBejZ8wTJhdZZbpd48mx4A4B1Gyv/+nXoK4tPG8+JiLgEYm1opHqCUUnOSaZ9HhcjLEBSm3Bg0AGbPFNKxcIoLZT3Lo/fOvzGaYjuo/NBw9CGODXsFKuBI9fvw9dHzFDfkbaV2lq81Dij8kpYGTNzytm7Ovbx8LG4uyqBt85b9MKIG9vn0T6qPXpoQ9Dw0S3acb54Wfa1gESoTyhiM2Otxxwh4DhYaOJ7P1pVbIVnKjyDMw9NIUkCiguA5Eumf515kuqmxwFhDorTtL8kF9apBajZ4wes772ev3wJvCkn3CgCslhUDY0CFBgKOM/xJS6kZtSt4Gt/Nm1qQjvOwYkyDjycNp29jFREDIRsXk6s5QQmmrdj3kaAPgBvNHxD8J45xTmCZaiTIjVS5vLuy9E8vDn+7Fy2jdrZeL7S83imwjOs58y/D1dgQi6BlM8V1gz1nfXV+bIepyJlonSn8PRsKDLps9Sh1Wgx06sahmXSQzqwaiCUEBxJI6a1nobWka0tmgylUkAwW+VIWLfkKO82zb5R7Lb1Cnpka3fwlOMKPkoCpVJDI0mgadq0KdLS0gAAX331FXJzcx3SqNIG38qKS43es1pPmgGwEllLf3rhJ4xuMBp/dfmLYUNjhZ7JSaFBQeLKzjwwsLltCxmvVfSriIODDmJ80/GC9/n7yt+CZbieQaPQRljYZSHqlKsjWMfThKCanON0ee/yODLkCK9Wo1VkK8vf1ElQKc2BlOMAMKDmALvv6xawCDps45JSxtcV/SpiXqd5aFWxlfAFSuAAbY3QO0eNvi47H5gDYjaJxewJxWW4/lQINNeuXUNOjmnV++WXXyI72zWhnN0NXnU6xztrfpmnNJ+CAH0Avmr1ld3t8NR6YsIzE2wy5XJ2G8XGAeGOSQ0Zbl6ZMBPPrei+gjcTtxmxobfFGPyWhf1+GulxwN39wPo3gMsbFKlSbFwcvvPto9ojQB/Au+1KzRFD/V2U8L4xGKVraNjC3DsKPiNj8dgXaJBrEq8ZVJP1OHsLbNvg8D7mAMN+IYEmwtcaE4mUeX9XCjTbB2zHkSFH+LfUS6FRsKQeGxMTg1GjRqFNmzYgSRI//PADp2fT1KlTWY+XRfiy4Qq5Xg+tOxSD6wx2mOstABA0tQylExUqJJCKaHvVwKpoEd4CQV5BlmOBnoE024GGoQ3taka1wGq4m3FX0jXu6LZtF3Moz/DSGqBBf+6yYqG8MnxbqKai7IO02bOkcWhjfNbyM0w7bmtr4EgvJz73d3fg5xd/xjcnv8HYxmMdULvtO84Wm4T5263ssRL74vfZHefI8QKNnfWn3gOSLgD1+lgMd4XeuXebvIvVN1aX3F/edqYrt5z0Wj1ngl6g5I1xUw9QPiQJNIsXL8bnn3+OLVu2gCAIbN++HTqdbRUEQTxVAg2fJoDrpREbPE0JOLtNoUJbhiI0JhpCgz+7ONYeRU5+JocOtiQJrH8dKF8TaD/ZcfdxIp+04M/gLWaQHlh7IKtAQ6V6UHVUSKmAygGVOe11pPx2Id4h2NJvC3pu7Cm6Dmdq76oFVbPfXourvSzHqwRWwfxO8/Ew9yE+O2LyzmH+dpJTL4D9mTlk0UC7j531z40x/d/yHSD7IdDpK5pwpyE0MJJG2oKLqtmomeqcOE2cXFgF3Npp/Zz9CPBzrsbPXZAk0NSuXRurVq0CAGg0GuzZswdhYUo8uNINn0BjbxJEJYgpoBgtKzgOWHCwQOZIelfvjbOPzqJ2cG1lKy7KN7nJ3ihxaecTaLIemrRlIRKyKruISv78kVmpwvnM52di8iF5gpyn1hM7X9rJ27deqPwCll5diop+FZGQnSBYZ3RAtKy2lB6kdejnIp/D5ceXFW4Bi+eiQzQRlPuI0CSI2t45/qvp/5xH0HT/2nL46JCjyC3KtdkOX91zNbbc3YK3tn9jPViUD3h4YVb7WZi4fyJ/m5R6LhuZEalt6w32CpZebyncjpc9ExmNRlWYKYFvBTKy/kjW487YP91W63X8lvwIzfI5vLDseV8zk6wvvB0dU8lVsE1yTxHPuH/N/ljabSn+7iZsQCya/ExTSHazMCPEj7WAn5sCD04r1wYHITQIv1L3FYT5hOHVeq/KG0QpaAgNrx3L+CbjMa31NCzrvoweb0Uhys52pPO+B9sze6/pewjzDsP/mv7PQTcV/n582ys2PLlDc9Lw9fBFqI+tA0O9kHr4MOx5BBgp959REchLR6foTvio2Ue8t3HYHMCiMX+94esyKip9779dVm937tzBnDlzcO3aNRAEgbp16+K9995D9eruv9JUEq5JeUrzKay5P5xFlD4IUXnC8T8kc2kdsP414NnXgJ6z3EZDwxwgxGzlEQShfIj6u/sApl1V7GGgShv+6/7sAHyRwV/GBTQsb1W1C3njBXsFY/dLu0EQBE4ln3Jou7x0Xuhbo6+pXZRBvGZwTdxKu8VxFR1WoaUgC7iwCmShsNu/WyFhy8mMXbZFj64BHt5AcBXLoRAv27QCFf0qYvfLu5XV1EjcchpWdxj2xu1F5yo8geQodYs2A4g7Rv9sLDb1//r9MKj2ICSmXEabY4tYL3WmUbDUechkQ1P6BBrZM9F///2HevXq4eTJk2jUqBEaNGiAEydOoH79+ti1a5eSbXR7uOIs8K0unWIQxnIPRXac9pS4m59eWHIf+13OHYE7xHmwsJgngJWbQw0OKSZ9h/m5Nw1riucinsOQOkMk31Pqb0cVtN5p/A5qBtfEpGcnSb4vAGD7R8C2ScD1bfKudyeK8sDX0309fHFo0CGcGHpCWr25qcBvLYGfTPmN5rSfg07RnfBW47dYi8vui0V5wMW1pvvRkLbl5K/3x5pea6yain0zgLlNTBm7bZAg0LA+W9N39dB64MPL+9Aqn31Rqcj4xCZ0KOBuHV1UjKdKQzN58mRMmDABM2fOtDn+0UcfoVOnTnY3rrQgJR+Qh8YDRcYiWhA8Z0IaqJm3ZVbCFGDs0NAoqdaXs+XkGBx03xPzTavhWiJWmQpCi/IsYRDWarSY33k+67mqgVVxL+MeTftDRepWpI6wDmXBXsHY0NsOl/Wb/5n+L8wCvFyQk4mPwlzgykagVhfAVzjEAbZOElxpUz0PRZN+n/axQ3QHdIjuIL0eIXZ+Cpz6E4hoDLx5EIg9YgpLEE1J6sjz/ZiRvy0cKJm3jrKkByiJpSMbah9J4U6iqUiMK7ZwBKcXAe35t7u4WB7zAeJ2foSGhYWlUkMjW6C5du0a1qyxTeY2evRozJkzx542lTq4Bl+2wf+/Af/hRtoN2qrXmSSeCJJ/8eUNwLFfgcxE+nE32XJiyhGO9h5zKg/OANs/MP3t5G0p6vut1DOd32k+1t1cZ0k8ykRMPCIq1C0nKUIXq0DtTpo9Jv9NAc4sBsLqA28fpZ9jG4fOLwPq9LQ9bi/U98BoBDQO6muX1pn+T7pg+n9xd9P/takaT9vvvajLIsw6M0vQKw/FLPaF2Q/hp/fDjgE7oNeU2N6cX2l67oOW0j2IWMd+/vdnba+12Hp3K95oJBztXBC2xTRD2JRCI/9oNMoxe7+WPoFG9lsYGhqK8+fP2xw/f/78U2csLEXLEOoTijYV20hTN7J1OlHY3sOQT9GuSH1f140CEk4D1FQPi3sCRRT3b4lS/YuVXwRgsnuwFzk2NC6nQGQsoKxE4TIOwlvnjeiAaET4RqCCj/0pOgDTnv64JuNsjC1ntZ+FIXWGoGc1aZMw1b1YUqZkngmJdGHgM06u/GP6/9EV8dc4YqX9kHJ/e7c4jAZg1+fArd0sJznannSeUsR2Un82/Fms6LEC9csLZJnOSmY5aLpnRb+K1vfzn7eA+OPW7Xa+9gmM7XXK1cH7z76vTP4+thg4HL+3uMS7lGv3zWDXALkxsjU0b7zxBsaMGYO7d++iVatWIAgChw8fxrfffov3339fyTa6PVxbTkqkM0D8SWBhJ+D594HmbwL3DwN1ewNa/oB9AKRpToxGoCgH8ORQsR/9mf147CFT3AMzpFGSTc3nz32OZys8axFs7IE5kTlky6ko37QCCuVx85YirB7/TbiMqVLxdSoMQRD4t8+/IEGKjtLMyZ19wLllQPfvAZ9yNqc7RXdCp2jp29Uft/gYu+5Lt91jnVTM/cYN5Rl+HLiizks3hSFo+DIQMwT4hxIA0FgMQIIXEZMLK4Ejc0z/mNpHrq+UTylnj8B29R9p5Quy6J9Zb+3EF4dN4LiwAmj6Kn1bTizUZ3ljK7CkDzByi/z2ORnZAs1nn30Gf39//Pjjj5gyZQoAIDIyEl988QXGjxfOs1OWYFvl1Qiqga5Vutpf+X8fm/4/9KNpIsh+CHSYahJwACDhLKDRARGNbK+VMrEu7gHEHQUmXAECWWKN7PyU+9oiSi4r0ghA/KTn6+GLgbUHChcUAVPr5RCj4L+6mFaHg5YBdXvZX5+NsaN7YrcgY2ZpX9P/Ok+gr1hhThhqoDMpv/u01tMw+dBkjG4w2nqw5PqahYWKtU8x5EzeqdKiZ7NyeBZwZ4/pXwzDyNvexJ/pcTwnOb4vLcq5E7dGbLRILtiyTDwH+Iaaxmku+81FXW2EQ3H9gvF9Yg/Ja6OLkK2TJwgCEyZMwIMHD5CRkYGMjAw8ePAA7733nnt5lzgBpoamZURLbOyzET4ePgrUTnmW2Q9N/9/Ybvo/PxNY8ALwx/OAgSX9goCGhjY2xpXsx1/ZaFcTXamidIqGxqzqXv2K6X+SNO3vi906sqH07VMrAu8kJh2q9xXr724oYs1NUzmgMlb0WIGO5WOA3V8CT+7A/EIPzMzGe03fw6oeqxRtq2xu7gQKeOynuISdlGv23zsv3fr3YsZ2oL1bTnxCmhgBjlrGaAAyHBi5t4jhyi9VwDw8W16OpKI84K9uwMaxwPz2wOySrTSls8iXQkNgKooYGfj7+8Pf3828AZwI04ZGtruoWB6UxPfIfWw9xjqoiJjQD/4AzG1qZ4OonlOUDmYoBm7toquHHQhTkHaKDc2NbcAfbYEF1C0zkYJU/Ckg8by4sk/ZIkEq9OzyjGdVXAjMbmD6nbhY/7pJC/F3L8uz9oApIJmgHYazWPGyq1tggrlqd2gSQxET7PkV1r9XDjFN9recFTqETUPDM+7s/gK4vF76bS6sNC06L6ygH7/6r/S6eFEFmqce5pZTiLdtcCkH3ZjygWXCE5zQCWDvNCD1jn3toHk8UASrI7OB5S8Bf/e2r36ZCIXpV4SLJQnqHt+wHhMjfGQ9BBZ2NBkaKkVmknJ1lTJ4Xcsf3wCyk4GHl7gruLvP9H9mAkqh8UwJDpyM+N5pBeKecEId4/LS2Msc+Qm4f8wkuN4qcblf/hKQ85i9vL3Mb8/ePrFIHW8Lc7gdQyQIbqI01qVbnlEFGiVgBtZzmneN0PaO0MSq1MtLNVC+UKKev70H2Dvd9DfVI8GBMJ/7lOZTHH9T5oC7+wtTBFUh7PFaYtteBEzRm1VsM9xzTToPzphW9GcYaS8cpQ1LjzfFuHGUWt+h2wV8z8Te+1KD5DHronz+oRb75TmPTDYj6xhZwRc6KF5T4jn+8ysHC/wW4t+vzIXTEftiQxT9N5e9gOIZsUu3RGNX6gMVE0wNjSLeTULc2Qv4R1g/3z8CVGtvyuORnwkknhUc4BR7dan32f4h0GQ4sKy/UrWLhrkCERXL5P5R079W4wGdRE8NoxFIOGP9PLsBw1iRQW6qybMnO4X7tykuMBnM8nH8d6A1i+H9/SPCbS7DjKg3Ail5KagVzJz4rM+6TnBt3Ey/haZhTYFvSoKn3WBEBHaUQDOHkrn68/TStY1otttjw95JlWoYn/0I8KeEBqD2E4OAkfZ1hjeOvZpnUXD04/wMwDvI7toTvl8OwBNJ+/NRuR3b7cU/e3EaGpH1JV0APHyB8jVE398ZKKpKSE9PV7K6UgNTQ+MUo+il/egv37L+VhfgxT1M7nZCLsFKSTRPGHlzNrvGy43ZYUUJlisGmbbdjsyRfsOzi0u2KErgE2YAYPfnpgH7hxomY242HnPlIKJ8twPf2Z5Ovcd/76eASc0m4du23/L2v1XdluHksJPw0/Mls7Sj/z44A2z70DShXVwL3GaLrQKgIFP+Pbjg2pJhcmcfsGyANMPsbLZ4LSXYK9BQt6z+GcvQQLpIY/BEpDDEtTDhe7Yy5gdDIcdULcEJQ9S8xPV97uwF5jQE7h4wbeX90Rb45RnR93YWsgWab7/9FqtXr7Z8HjhwIEJCQlCxYkVcuHBBkcaVFpgaGjH5bgCYXo4tE017pHK4uYP++ewS0//JF03/J56VV6+9XFrrmvsy+qtgBzYUWyeWZB77Ci5O/CGt/O29wC/N+MuIGXQKs2yPUYMbllXS40yh/KW6IVP6p5Yg4KkV0IDZsyD580Xg5B/AqmHAhtdNggNruU7Aou7Af5+InzyF+K2FuHJL+5oErX/eVua+9m51UR0J7uyhG/k6YhtNjBAgeoHD0b4/nudZnDCrIE3vgJzvqrSXE9f3WdrP1P+W9AYy4inF3WuLSrZA88cffyAqKgoAsGvXLuzatQvbt29Ht27d8MEHHyjWwNIA023bQ0zQO8D0cpxeCByaxV2Gb3A9v4L7nFzML2hBlsmFW7Y7sgwyE4G0WNmXS44UfP+w9W8hdTYbPHlaWMl8AOSn85eRY391cycQp6BxsbuyfCBwagGwWGr8H2mJDBUxCmZ6AhUz3q/HN0xbhMd+McU2YuPg9/SAlnzvhpyJJUshI3J7NTSFDGE8l5Iw0iA3SjoPJX3dWEwg8UQgshJZBFyx/ZDvud/ew3GC8X7t/BT4uanpXZCKBA1N49DGwoXYvg/VZR+gB051s0jCsm1okpKSLALNli1bMHDgQHTu3BlVqlRBixYiVwplBLPbtrfOG/M7zRdeATI59APw4qfSV4Y2L5/U61mOFWSZbEM2vmXakya0puigSrJmhClC55QEwLNE9U+SwKy6pr8/ui9r/1myQENVdctOL6EwXNtkXO9GWqz7uPM6GnM8lUw74oyImXyV3jImSeDE79znc1LoZQnC5AVnNqpvPsZkV6XRcQveslbKCn3Py+usgT7NFOWb+pcn39ZeCVc4Eok6zHja9A48ueaHjHu+yLjni7qDGUb68SfFVib9/szHbhZkdn4KtHpXWl0ShMlJz05CBZ8K6FKVQ4A2VWh76NCP9M/U7TRjMaB1H1Nc2Rqa4OBgxMebVE87duxAx44dAZi2XwwG95LaHI15y6lJWBPEhMXIq0RONE+7LdxZBrSD3wHz2lgN7EgDcFHhwGLmcOOLKJGUqd/loYQ8NRQkx6Gh9l05GhpHIFVDkx4vXMYdcaaqmnSBhoZKUZ64CfLufuD7GsC1LUAxJfq2eRXMFHYf36Z8cKHqf89XthGvv68BzKhoq32hUpBt0kJx4WCBpiiXp689uiquLqpTgGhkvF9sj8JolBTJ10/vh7ExY1EtsBrPfVhuxHR/Xz2M0gYOj0sXIVug6d+/P4YOHYpOnTrhyZMn6NatGwBTcsoaNdzL8tnRmLec7DIG5prI+Gw7hLYv5CIl8Z09UL8bLdqnvE5io6Ghvt4JZ4BfW1gFx7gTwNqR1vPuoqHh3BOnfLfGQ53SlLKDRIFG6bAL30SI295Z0scULJM6YQCmyLeFuSYNDRWqZo7SfzLjvJB0KlD4q5rHK6oRLjPmyf2jHEkjGVBzHJGk1c7ryW328gAwM8qqhaJR8l0Ud0k2V69gvXf3890IAGAoIpAZ7wVjMff8YDmXlQxcXGO7RckGn6G2bFgEGmYwPypxJxzQBvnI1hXNnj0bVapUQXx8PL777jv4+ZlUi0lJSXj7bYWMzUoJZoFGtDEwG1y5cviMPZleDaXADZQkSRRm6qD3K2bMG3yxKMTBFCh11AnAHMl3bhPg7RPAX4wYFY7Yq5fD4TlAP57tCQDQU1NquJdRnsOww7aKhiu2nACZK/kSfm1mCtGgYYwvNK2u9T1IOGpK+uldrghB1QWMxWOPAIu7A52nA83eAL6JBLwCgckl2wqLuklvL63/8qU1EPotHB2vx8HjZcl9Eo8FIzvRCwGVc1GxVbrN+5UZ54WEo+UQ1jgTIX+0MwkqT24DL3wsqn5l2yxR2FPKDkshZM/AHh4emDRpEn766Sc0adLEcvx///sfXn/9dUUaV9qwK6CejNg1KZf8EX8omPIOur9Ak7Z0Ke5uC0PSqSD6CaHOSZKmraiifM4iTA0Npy0TqzcIz7M7u9SUg8UZ8K2GzJD2C3+KkJsKLOkLXFgtWNQWie2W6lHGdStRz8sN+1FWkq2GBgA2vGn6TiwLn+ICEePRpnGm/3d+atWmmFOVSHm3zi4xResF6JOinPdzz1emaLzF3H3dLqTEWuGsQ8z3MpXJTvQCAGTGsef2SzwRDAB4dCHAqnXhi/tjxuzNqiRSf6+ASOXbYAeyNTRLlizhPf/qq6/KrbrUYdlysmcgZBOGsh/xXvL4iil/Vk5yLvwi3UTDwEWJsWPKr6bYOBn3fBDZIp1agP/6a5uANa8CkU2BMftYi/BqaITgE0bNg34dBbJry4VTa+BCgebAt6aUAXf3AY0Hua4dgkjdcpLYj+8dBPZ9A/R0sNCrZQn8eHEVULklsOV/MipkfE/ms5EyuR36wfTviwxGPTLfz8RzwPWt8q4VQuz3SrkBRHB4Bi3rDzSS+84z3y/S9piYNq4cLFwmN9WUo6zxUKBCPdvzZiN0WlsksKw/8P5NejBEFyJboHnvvfdon4uKipCbmwu9Xg8fH5+nS6CBCBuaoz+bOunzk4CwuiyDJsuLREt4yHN/oxuuKJmUdBzOZ0TtwIU5wMqhpm24gUtMz8ocY4cnto5Ntm0pE5MY7ZojVkRieHTdtGq14EYamtIATWPgAKPgv0sE3d9aSrtOKjov9uOyhBkzHIllr2+zI8aJiHeSK30HFUfZtYnV0BTl0T4aigjkJHnCL6IAmjt7TcHmeO9DAr5htsdFjUsK9OsHp01bhoZC0/zzBSNJ8M3/gA1vAH1/B+r0KLmtjPsenQt0+dr+9iqAbIEmLc02KuWtW7cwduzYpy4OjdnLiXPL6dwyk0oXMGVa7TELaMbIu1NcAHwRaPp7apppvzxDpAeLZUuYv6Pkp7uBe52Wa2uN0pGoRpEPr5hUzw+FvQ6oAs2c9nPoJz18+O2RxAwyzFwxjuLKRtM2zksLAb2v+IBpjiI31aQhq9eX4U5fSux3qLEyXGVDIxmWNnh4K3wLgv5dqUkXVw2RXy/1GednALummkI/nP4LCKkJPPe2KaiglHpkt4WpgQBEv7cMgSrhaDBykii2MGIIiACQIljMBiUWKn924D+/YqDp/1VDKcKOnOB+7jMOKGrOX7NmTcycOdNGe1PWMQs0REYCe4H/PqF/3jrRtsyldda/xboMSiDnoR73drCsFpxGyUuvEaGhoZKTYuqY1GSORqPJDXZWPeDqv0DyZZPHUpE14nKHaIHObIM7TGIlrB0J3NwO/DsO+L01f1lnGOWtGgZsfs8Ulp4K8ze7usk0UR2aRQ/G9eg68FOMYwJBikGqhkaKLdxxAQNuJZGyhepKqM94xxRTNux5bUwCzX8lCWMfiHBjV0qgUajenCR+WxiWG7Hfn+H5RRrY3jcSSHKBRtiNhBM5KJ4WWqvVIjFRWibhgwcPolevXoiMjARBEPjnn39syly7dg29e/dGYGAg/P390bJlS8TFSchF4kCMpClAG5F41pR4kAmXBxOVAoo6UG5H5rkuK17h1Z1UzEIfm+CQcgPIfsh+HZsd0ffVgYWdTHmU1rxqEniubAQRf4q9jjv7hFMDODhDOkkCGfe9UZgtwfj7ygbg4WWWyii/M1PI4Lp/cTESP5qM9HXrhAsziTtq+p+ZxJG5mlsz3BT9ds+X9LD6m8YBafdEt5WP4gJC+phLStTQiBVusx8BOyZLbIwdKKE5mtvU+jdpdIxrNHUrxp7FmSICDcu2meh6lZjcWeo4t8z6t9mQ2uYykh5WwhnkZ8oTaB5dMYXEuPqv8m2SiGyRf9OmTbTPJEkiKSkJv/zyC1q3FlhVMsjJyUHjxo0xatQoDBhgm/vkzp07aNOmDV577TV8+eWXCAwMxLVr1+DlxbGn7GSMJRFnNZb4C6GmVUlARaDhS+JWVtepk4XMjpTPk/DO5QoIs4aGITikxwG/NpdWVR7DdqPEG4IoymW4NJewtK9wnQ4WaDLueSPppMmbgRqVlDQAhTlaeAZIsFc4sxjo9ZOksOOZ27cj499/kfHvvwh66SXx9+KDb2K4QTHoZAtaKGXgJEng4hrkpXogdmcofCPyUVn81TK2nHjOPbpuEtDaTzYZAjsKtkSTSryj1AzUj2/aXx8bq1/hP39UZIh/JcLqs/3e5mOOVkaQpPA9FnUFwOIpRBpLFmGmlzE/VY/Ek4GIaJbhmB3R5MvAPGnztgVzLJ41r9ra6TgZ2QJN3759aZ8JgkBoaChefPFF/Pjjj+wXcdCtWzdLYD42PvnkE3Tv3h3ffWfNMlytGk+0QydDlnQ803BDmOw+dk01nRQr0FAHGrkrkyxpmjGnQnIINFsnCV0o+ha0fr73a6BKG6BaO5EXc4wSCuUqyX3E7kIedyAEuY88UbF1KgKiJLipbp8MXFpjc5g0AiBsv44hgyLsHp4DtPmf9fPtPSa39F4/ASHVTa7x948A0a0BD55Fw5WN4trKNhHHHTXZ5viUE77+1k4g9zHSbgYBKFH9s9pGcKCkUfDakaYUDFxJJ+XCFPD+6spSyOWrEmHERETe+YlwGcAOo2RqHTwCjeC1rtx+sfV8yrjri+AaufAu54DovJvFmYkknwkESCD8WdcKLlzIFvmNRiPtn8FgQHJyMlasWIGIiAjFGmg0GrF161bUqlULXbp0QVhYGFq0aMG6LUWloKAAmZmZtH+OgqROepvHAxvfpBfI5LCt4ayQFBeHQCRGA1DAYxCcl+qBhGNBKMph3w4pzNIi8UQgCjKt50kDkHgiCJlxYrVkJVtOzEno1n/8l+0Tbz1Pe5kPfmdK/ikajsnCwXYfZkEn7ZavtAtP/E5P4gfAUEDg5sZwJB4Lsi1P/Xq7P6efW9bfFEL955LtiM3jTce2MvLz8LGNxxGAS6DfPF5c3WzeZWf/Fndt7BHTdzEjZjJLv899jmtr1F7MqUbMFOfZlnGwFlERFnZSri4lgimyCjRiBRV7BRpSfh0cAruxSKRQK9XeKuG0YBFDIYG0W75Iu+0rLsaRC3DPVlF49OgRsrOzMXPmTHTt2hU7d+5Ev3790L9/fxw4cIDzuhkzZiAwMNDyz5xI0xEYSYqG5t5Bekj/lBvsF/F2KlJcjAE2mJlRAcTvD0FuCnfCzNidoci874MHR4JZz8ftD0HGPV/E7StvOZZ+1wcZ93wsUUmpFGZp8eS6Lz3UN5uGpiZfkjTzjZxlJ8Xxe9w/6qT7209GrA+MRRpkxvlYXy/zH1L01BdLAuWdX8ZdJvYw/fPJ+dxluSZiLpsnJhqW7PVity2W9KF/LnkeRcnJSDgajOQzgbaCfD599WnIzET2kSMgT8y33e5UigfCE4p7eF85Eb53SiwO0tDkPfEQ9holNPK1PJYtJzrF+SJt8PwcGxdGCeWZI5Akxk2cOBHTpk2Dr68vJk5k8dShMGvWLLsaZsZoNL18ffr0wYQJEwAAMTExOHr0KObNm4d27di3FKZMmUJrY2ZmpsOEGsuWE9u7e345+0VyklFykH7HBzovI3xCC4ELK23OcwkzvhH0LY7CLPbXoSjHdLw4z9qZ+CT0O9vCAJJAca4WFZqaNWMlD0dLuS60lrCGRgIE2+Bx5R/7KnXXnitAdoIX/CvlC8f/YSJ2AF7cQ3xj4jnyvZBGYOUQ08A/mKOfAIDWg6VpItvJzAuWHgeEVEfCpEnIizMZyqff9Uadl7nz4twfNgwFt24jrEkGQmqLu61kxPw+jsptVJYhjTAWFiJ73374tmgObVCQ+Of43xQgZgjgbbvQi90VCgC2WbqpaHSQraEpyiuxo6I7cyQeC0ZgNIv2jokj3hXq+tRNY59JEmjOnTuHoqIiy99c2JWkkUH58uWh0+lQrx49ymHdunVx+PBhjqsAT09PeHpyayWUxKyhIdhe3tOL2S/K59mDlCjV5yR7ISfZy9S5JFzrFSR/L5ZX+02afv/cx5TIpmxeTgrvUbO+dWtH2HO1/TY0Om/27QNHQPkKhsKSD6QRgEb8dkWJgbtTyHkE3Nhmkrny0lgnDgDsGhqx705QZbqWb/lLwNQnKLxjXVCwu81aKbhlcrPNjPVGSO0c3rLyETFmMoLR5aboYSwiOKOE5z22jSycneiJ9Hs+iHg2HVrP0u2iKwrSiMdz5+LJnwvhWbcuqm3cIG3cOfUn0JZ7O5XXlIvQyh/j7LWHVMj2j4ohn9JP3PTVkSTQ7Nu3j/VvR6LX69GsWTPcuEHfurl58yaio6Od0gYhzBoa1veaa4IQPdFKbo2D6jVhKCCQctkfhkIREyS1KYXZptDtBY4zJrNLjOY0CrZzgu8yXZotiuJwbDnFHjGFzGeGFBATwVVBntzwReo1P0QPfQB9bQ6BRssi0IiFmS7AmQKbFDgEzuJ8DQoydPAJKwTBaPv9PaYt4Bp9kuHhbbsiN+cQohJ/MAQAoPU0IsJNDTsVxVCMjM2bAQAF166ZjknRXuydboruzgVL1gILGi2Y47GxmGLe4kijYwdoaOL2h1Cqd08NjVvY0GRnZ+P8+fM4f/48AODevXs4f/68Jc7MBx98gNWrV2PBggW4ffs2fvnlF2zevNltsnqTVBsaJkUcKzo+2xB7XsbUe/KvFUHy2UCk3fJD5n2xwaVK+KFmSWh4x3ViMV2sKE+D/DQ2OZ4r4J/4lU5+uo5mOA1Asb1s0gjkJOvpdkliLwRsv97i7sDB723LM7dolKAut3H2o3OBKM7X4uGPc7mvNws0cracCrLZj4vUIpOUScehgziHQHNnaxji9pVH1gMvTmGTunJOvSHOuLw4zy2GfsezrB+QyQw+KXEM4klSmZuiR9LJQKtGlAqLDc2NdZFWmy2xhu1ycMBWudn0AOCRxR7YkVVeASRpaPr37y9cqIQNGzaILnv69Gm88P/2zjw+iiLt47+eM8kkmdwXSQi3yiXCorgoKqKggDceiID6rqh4Kyqee4m4iCsq3rKurosH4OItCIKAIBIQUOQMEI6QEHIfk2Sm3j8mM+me6e7pnu65yPP9fAIz3dXdNV3dVU899Rznn+/97rF9mTx5Mv71r3/hiiuuwGuvvYZZs2bh7rvvRp8+fbBo0SIMHz5ceeVDiEtOoAnqhBoeRjXLG0HIFo5q5bNlv9NX7gbHnar+ojqy5385AIDulxxTFvtFYVs4WzlvJOY+Vx/Bge8yEJdrRe4To90pA9Z/H2SN3ZRvTcaJ3xPdMVhGqDBM9Qo0Ih3u97Pc8VT4hEBVrcg1W+5h9E5pBYv4yq4dn9KRwZiP0mXxtg6tiKqgiGqRqI+r1d2r1B+JQ/KADoFGakA5ttmu7HosOmfYulO2DYDPpELthFHGG8/rKGGAiMZLvJGqS+KRCQDrXg6dkkbqN25fDFiTgV4Xajy/xPZ3xwKPhSF6uQSqBBq7veNlYYxhyZIlsNvtGDJkCABg06ZNqK6uViX4AMB5550nmAmJcfPNN+Pmm29Wdd5wwfQO1KQlxkWbSBAzCZhOcS1cTvFgyI4qCxw1JljtfFU57ybpHNhLza9pqrDCmszzImisFP8hSgUa3iy5/kgcmqssaK5iyDWagasXAO90U1E7f6p2uzVinvDr4oiFeZdwl5dCSTTfVhXxctxXV1neh3aBRlXnX/xvoK7MHYuo4ndt1w8Lge4RA+Lsgq+KDyWEiAz2TZVmxKdLaCeP/hLw2WutE+kAXU7IDgqhNPJ2iZy7rqwjH91T1aG5bqCI7CFGlUCzYMEC7+eHH34YEyZMwGuvvQZje8JBp9OJO+64A8nJyfrWMspxtT+YBr0kGqllKu9uI/Z/l+633dUGGMSisuoIM9sACK9xYmciMk4TV+2XbbKj6wW8eClNlQDatTy7v9W1bmo0ZH7ve8UOd7K2Gxd1bCvdGJQXlt/ShIQw4eTFlAhkk8Q3XHW2cDBaRJ41TuSznIZGjF1fy+9vaQRmq7RdU2KQrNKRoKnMCdlkHkvvcv9feLaq8/pRrTBBrAYYA7g9y+ULcZBd+pA9Nwk8QtrfCb6Qsn9ZBnpcWg5nq0E8cF0wXTsTz+Xk0brhxN7QrcC31Plv4y+/Kshk3ubgYDQz0deXMQ4tdUbUHIiHLbvF7WEbBQS9SvLOO+/gwQcf9AozgDuP0/3334933nlHl8rFCsJIwaGnYlsS2hr9ZdGWOpN4mHkpgniZ2hz+nhNNle0CSlZf/0v4XIPjOjZU7VFphxMATsXvYU6RXt53UHlbo1oWAHM6JUcU/vKdo9qsIkihqhq0/6/DqGa0AEe3qHvGAGUjqpLq8QegJQqXxkTixjDG4KysFCkscsl3x/G+6S8ZHFqTipKvM8FKA8ehYazDplmptkq1zdXJjssFlO8Q2cFh7xfZ2P9tJlr1si9iMhqa9r4m1MGIm06YceC7dHcfzY/6/dUM2eNaG4zYvSQX+77KlCyz94tsHN+ejAPfZYR2OVYFQbdcW1sbduzwfzB27NjhjR3TWfBoaPTqOhiTj/Mia5zYJlwOCBj8SSWuOn9NjMHU/lZe/bbfvqYKq1Czyqv6sc2R0+SJCjQhoOZ/7pxnLpHrHVoj9Oo5vC4NjeX+AqMmPDe/crf2cwWt/Qt8r5W0RrMK+y0vIkuGlXOVR59GzaGOzz6Dj8sJ1B6M0xQ1te5QPBw1ZjRWyLc7B6D0+zS3UWmTQVAXOXlRcWTZTkLLwgdx/K/3ofyXJEnHBjHvsKBgLnGJhaHDrEBPgcbsbxB+YIU7qOr+5RlCTSnPINnp4HDkJ7vgGaw77A550lIn8c751LulPjoywQf9Jk6dOhU333wz5syZgzVr1mDNmjWYM2cObr31VkydOlXPOkY9HhsaNRoCOSq2JmH3khzU7A8iQzYvQWV9mdVrqBosXu2LDAYjA4ZLB1oUi4cRCkTjAEkgJmAopaXeKG9aw6tG61F3PAmxbOdOh/+sprlG546BMXfiubUviO9/2t5eFw7VexPEvTW0ojVkvye6r2+nKTVx4g8iIoJcxZsyQfz8ziX60X2ebck4vC4NB1f4L/96uVNhNGQFt73hmHugPfF7Yucx6tUAc7k1FHz2/f0LVGxLRuWOJMnjyjamiJwswMXEmkPChka4RX07tjYYcGKnTbBkDQDofRFw22rhtdra3z3GSaqDjm1JRs0+mzcMgJJq+XnTRUlcmqB7zzlz5iAnJwcvvPACjh51WzXn5uZixowZeOCBSMbdCD/Ma0OjD56XrazYDntRu9dSlyHALcuAv0jE6vDAy8lReyDATEPBQ+iJiCkHZ2JA4TDJwGgunkYplOv5Q5sdWJqUKLqvpc6Imv0dMzLZmWvpT4BZfPbWcMyCgyszEJfagm4XHxcto+XdrtyRiLRewRnWif6iH+YAmYE9yw6tSUNjhRV1R6woOKdKshxjQM2+eFhT2pQnyVMi0BjkHgyJO/psIXDDQrfhr6C4nhpiXr18NKOeJUJHjYzQrzCGTsDXglfgxM5EZPQTsZEQI0oGmpBhLwBqhHZONQfiYEl04sQum58WJlAQRSmCuo1yGhrPxyBOvH95JtqajGiuMiPvrOqOHbmnA0lyeRTFLxaMdqX2oE//GCXPWdACjcFgwIwZMzBjxgxv4sfOZgzsQTZSsBb4pzv8szcPkuKXIEAvqVdtq3YlIrOxGcakHPECHicwBp9Zhb7Szbj6BlgZQz+Hv8FbybeZHcZ4AGpL48GcHLIH1cJg5t2Jw5tkE+xV73O/yM1VHVonR61R2HFquLFitlGK4UQ+rnsJuOwV0TvNNxj1pMeoPxwPgCfQNAmFm4bi33D0J7fgKhv2XVAvje3c/sBbU1qFYQNa6oCFNwCP+MR00tH1PNBSkN4wBjRXmWFJaoPRLPMgCbyc5B64k12TI/x9TZVmHPlRSZgAlSh4p/0MsJkLYE7EpbWg+QQ/anpHofrD6pe3PCloGsp4kfAv+hsw9DbAIZOEWWLgEAvFofaVPf5bomTE6nCii1IhOTm50wozgP42NLJc9wGQM0BZ2TBKzWWvfQxnba2ooa/nPTr0QxpaajVEfQ2AAcDohkbkt/kPaHxhBgCczUZU77Oh4lcf1fP6V2WvwX/RPb9r35fZOO57Hh6Off55u0JtDOh3MZ961x2Kw67FOd61ckm+eVzwtfVIufdzxfZEhQO+1jdDfmCvW7ECe0ZdhKb2wJx6BhVTsuQqj7qGrj9ixf5vM7H/2wzhDt9bGCUz4ojjM/I6akNlyyH/DDeUxeH3D/NQVswbB1ubgOqDMCdIP48OvWwcz74LMFkC5aQR3erbN/odxQIL9k3Hw5NmKBCa7uYnn3yCjz76CAcPHkRLi9BgsLi4WFPFYgqdl5xkOeVSIPVbACJGnmrHDR07xcbte3Dk4UdQ/3OK/2XaZyR+xnZR0Cm3+MaP2Pax4mNrSuKR0t0/kKHgdzKg9E+3CfYfXpcKh962MrIIBRow9xITABz6IV1S08IYwJX/JtjGxXV0bMe3J+P4dhlNTeMJd1A9BdO94JU4DIfuuBMAcPC2aeizYb2+S05ytiohsGOpPeC2tZI0xvRcmtegcvcurIJzJPD58ZHWR1XtSkSOJyHv6ucA+LeBo8aEiu2JcFSbYbYJhZ2GcgsSMloUrdK2NRvR2miAOYH3vLfH0RKNDRbkw1B/1IpDq2XsxKKIoMfgefPmYerUqcjKysLmzZsxdOhQpKenY9++fRgzZoyedYx6XDobBXuROp/SDlttlHwt9WdAvVR+L4XnrS+zukO8hxMNg1Ll7+L2OnWHhAbArYcOCb7XHoyXtbsI1LyK2on/s1oaoVZ6rC2Nw+4lOWgo3i48rdG/y9i1JBuH1orYT3m0XYrcthWMymI/gZ+aoLHd9igU0Y6DpT2xZmuDEXs+z8KJXR3GlAJFEuf3Abs/7Yhw66cpOtkFFcUIn5vKneLvpGb0nPxVWHF8ezLqDsXjhE99D67IUPUbSn/wWV7jDDj+ayJ2fpyHhmM+WhU1gj7vth7yvUYUE7RAM3/+fLzxxht4+eWXYbFYMGPGDCxbtgx33303amo6QdIzHrXtgfB0C6wXAMmoyqovL+wMvBbxeqNw/bn0+3QcWpOGtuaw6Lrc19UwmQ/V8pnHTkcalULY1w+LLpXJcXhtGpwtBhz8nrf0YU4A6vzDmjsdRtSVxvvH7/DmhdIYh0ZtI+moodEc9iClAEjviWNbktFab8KxYjuObU5GwzELTuyRz7vU1twxxXZUCQcnfhtGkxbG1cqhuiQeTod4gzZVmlF/xIrmahP2L0/3H3TV0sILQtpjpKrULGrQdItVTpqqdyuPz+X7XIAzomKbe9mr7Ge7T2mGukNxOLwu1d9DSo4Y8qgLeuQ4ePAgzj7bHYUzPj4edXVuq/tJkybhv//9rz61iwEqmyqxpGwtAEDv0EKSL5Er8OvlqDWiZp98h6lnjIq2ymptJ+D9JKeGuB6qLxuFWWNbAtkBaB3Agj2+tREofk/6tL5B3DzJFDUbBftHdhUt5lNeK84Wrt1IuoPGCovkYC3JZfMFcY9O7EzEwZUZfu3scqpQLiltQ72EnZuWKip29Gc7jm5IRekP4ksU+5dlonR1Okq+zkLTcWtHLqRgaeiw6UK3c7WdS44wCo2tjSbs+jRb8WNcvY/3jArWqnyeU8ZwaE0aag/Go/JXtxZI6nmLvl5RGUGPHDk5Oahsj7bZtWtXrF+/HoA7U3agvEwnE2uPrPV+bgvDY8AYQ/2KFRL7Oq7vsZGQg+/GHAmi4SlRHUlVZfET//63ugPCQYhmXH6v/Y8vu/9XYBAgK/PI9ez8EO/enGr6CDStjf5TlAPfZWDX/yS8+Xw4scuGwzNmgElNQHy0LLsW5foJUJIIThmG4af7CEXFPN5+oYo9xVzAge/SccxjfKs1xlEA2poN6rQZIgQzHDqbjTiyPkVRWY/XIQCB4YzvdZt3dzgntLZ7SkkGGA3CfiIahv2gn4YLLrgAn332GQDglltuwX333YdRo0bh2muvxRVXXKFbBaOdeFNHB/Rhss7rt/wH5NTxAIDWgwfFywJo5KlvW+qiI3Ij4O4U1GiDDn6fjsbjofOG4uPR0DDm9pDwvJQupz5h4121Mm6UEjiCbTu56vL2Ve3VIMjKCh5SOxXcx4M/ArskcnspTf7KbzyJXWqQFLIUavWOFdtRu/Qz1K/fIh6OhHe/nM0GldpC/hqiisNinIYyKxorrDixq72v7X5+yK7lbOGw+9Mc7FokF9sldNQeCiKwqoyAd+TpZ/w3Sjw7riDMD4IOBqsjQY96b7zxhjfFwbRp05CWloY1a9Zg3LhxmDZtmm4VjHasxg53tUZDCGcL/a8BAHduIAnKf7EjIbsF8Wmt4KQDQ4adY8UpOLbZdz3XB15d25qMOLA8U3GckzYHB4MBwngyCvGMleW/JOPE74mw2lthMLu8boh9rjkimkncQyhymDQcjUNLnRGWJPG21tqu5VuEbaGXzZJkvdbMDXywowb44BrgaTH7O8+JFQZW8nHbbm0woOTbTKT2bFQekE7B5fi01BthSRRvL2eDeKBEqZQgSlD6DLARjwDFKlI9RIKr3gYW3aKoqH/i19D1uQJ7HI0OE8HAcUzgzabsIN79YJ5/3Odw7C/zq5NU1Y4VB+ivRXC2GHBkfSrUH6kfQT8NBoMBJlOHPDRhwgTMmzcPd999NyoqKnSpXCzA19DoD+9h7n6e/zYR9n+bidYGo6IO0pLciiMbUoKtnDrEZu9M9KMqnK0cdi/Jxc4gZ1GeDvJEu8eSo8YsiKkQSNMVKg+AvV9ko6FMXG1fE9BoWB0Hv1fjkqkw2JsHZ5va6rhH6x2fAdvbM58rtKEBcwE/vem35LTvqyw4HUbZWEESJ1S8WzZOh9QKmF6DZO/R0uW48GlqfVf6KrYl+aUeED3utCuAgdcHdz2BQKPPDM5g8m8w1YKFDgRleqbwIK92MIYMfpWgq3hbVlaGu+66Cz179tTztFGNkeuYoSdqfDj8lv7572ecZ8048HncnhmBX26DkaGmJLJ2NFpp0RjPJWCSSt/b6BdTInRLYyd2ixt1Sy0ZBWuGos4zRPoqTOz5rz7gt6mlzug/0HnW7A8XA7MKgA9vBD65GWioBL5oT6WiZMnpywcFwRGdLZxQfa5Us+HSM00HEzV0F4SP13Atdq585uRwUeXzvB7/NQn7vw2cOuXY3/8OXP4q8JB/AEo+zCW0Daw5EO+jkdBHoLF3848tFQkNjebRuUM5I10kSrT4eqH6llVXV2PixInIzMxEXl4e5s2bB5fLhSeffBLdu3fH+vXr8c4774SirlGJk6feztDwBB5Zn4JdS3ICqv85JctajFMm+Pi6/EWSCL1YbU1GWVsZxjh9UwOpwM9rqB1F6RF8DtUrHHy1nP2NWBv+7N8X7P0i261JbOx4lr3VXXqX0NC3uVpF7drP4jFGRnBJSCt/t+H3T3LRVCn9fhzZYBe4VcvBXEwY+l4E1TEx+cKjKR5ILZIo6B60mqtNml292xwGHNucLBkUsr5MIlps4dmy56364L9u6dEmoSlsF1oafQyNW+tNIVpy8r85zQo0TdJnC05aDeYoxkvY2tpoktbAtP/EpjCn9gg1qp+GmTNnYvXq1Zg8eTLS0tJw3333YezYsVizZg2++uorbNy4Eddfr159GKvo5dFVsz8BrlYDqnkaE9EzK5g2+kS6jxEU1PjRQ+4EbDpzdKP0qu/+bzOx76vMiMxk1K+fh76SjeXSIc73L8v0j9uyW8LQFxLLeb4D1NoX1VQv4OmUCM7lW+yAi8NRvzgeHdSUyIdEECCRtFWA2rbrfy3vCwNu/ha4bL5o0fJfklHydRbKN2tLT1O20Y4TOxOx76ssdQea3cvySo3sXa0cyn/hLVd5jb1FCocy2y2PUhWRcmU17SoIps+p//57xWWPbrTj8DrhRKfpuDmmtTaqBZovvvgCCxYswJw5c7B06VIwxtC7d2+sWLECI0Yoc+07mXDx3rIrmYpOTgLB6+ni/DoBx569gU+iQNWohJBrJtQs0Q2aBFiT3H9S5P9B+D05X9GpfTPy+tJSZ0bzCTOcLVxYXd1jTygFSr72GeyO71J2oOfHGn1mjMXvdnz26WiDcadV1VfrZF/AFNjZVWxXZ9/D/ngv7wsDkrKBQRP9y6HDPszrGYTg5AAl9jCiGIxwtnDY+YkyO7eKbUmo3KFsucojsTKvAaweuG+OM0gvx98/ykP9Ue25jQLlWOJT9/33qP3yS7RVHFdUnjGgeq//eLV/eSaqdmkfxyKFaoHmyJEjOO200wAA3bt3R1xcHG699VbdKxYruHij/k1q7bufrApYZOcnuXBN/gYA4NhXgkN33BHwmLpDcbq4HJdtCp+9esBZwZjZ7v9dMkamvjNhOfcklZRvSUbljhCFVZdEn4X72oNhTifBBXHfPY/r4Z9Rf9SKoz/Z/Z5h37uxa1FuYKFbwy1UJdDLXKfq/f8EPNwv4mvA6ylcP9LT6DPAuSSFJM6gKmt5s69NV/uJfTWWjloTGAyo2R+PXYtyUPGZvvkDj2no//gxZJqrQh+C4tC023H4/gfQVqlMoJFryxMaBRr+sle4US3QuFwumM0dDWQ0GmGzxa5EpxWPQHOqowVGzgBV82qFbt6tzD3rLfvLXxSVrz2YoEtHJibBh4KGMguOynlb9b0SsLTXxSfGyFFBMkyf32x0P6eqI7uKwODOwRRWdBqLfNXKgdCcrFrDMkBNSTxKV6Wjep8NlTsSwZxuDyLmhOgzrVpwD/Be1JbqIPwl5gDTOgJutohkW9cMf9CQFWjE9yldVnDUmOBq4+DYV4K2piAnCFrtXOLEBYu60nhU/erEkfWpcLUZcHypTgJN+71pbdDgcNB+jqo9Cao0LVpx1dUrKueXKJiHpt8NoOqNf2o6Xguqa84Yw5QpU2C1ulVqzc3NmDZtmp9Qs3jxYn1qGOV4BBoDmFsjkJAONIpIyZfMcXtgBAPHofXYMTS2R2MOJc5WDhwHcIbwLKQe/zXRm3vEj8mfAZv+BYye3bHNZ7QVeOj4DKQuczrqDx5ClR6CGeM0v+hqaShTN7jWH+0or8W0oFRBlGlZghjAPNU9sqFDy9baYMTeL7PQ2mBCSo8G+QOlUOrVxNz37PBa3m9XMSlwaxXavWPOfxTI6af42GDgz4Jl7fi6DAHwZlDXqD9qRemqdJhtbWj95BIFdZLaw2mbYN24CPj0TuC0icD3QjuhE+vKJA4KnpZ6Iw6tUWD3JIOzxYjG42aUCSZcoYcz6R8XSy3NW3+J2LVV9zyTJ09GVlYW7HY77HY7brzxRuTl5Xm/e/46C57OxMDg7sjHvyQsMOBa4PEKYOj/AVe84X+C8x8PeA3OYEDp//1Jh9oGpnJHInZ+kouSZRpzrChEUpgB3LlZrn4HSOStpfOXnO77zeeAjk6zpc6Inf8sxeF1aWg8pn09W7PWIkgUr8X/8V7UlXZokIIJMuih4ahGLYWzRVGxNl5qgao9Nj+bmJr9CV4hsnqvTVRDUB8gO7vfXZDKQhCENxSfql2JaMkYAVgSgdMu03QuRQg0NDLlEqXtUFrqjbKBIT1RX8UE+f3LMnDs2HmCbQ1SBuMqpOtWV7q/4XmXwcCd60UdAlxNzYrPrZSGsjjUBROl14ejP6Vor4xadFxmj0VUTzkXLFgQinrELB63bQ5w2w7YfQxRk3IAU/v68cBrgSU+gsmIh9x/C0+VvIZj7z44dik0rtRIXfsAoXpNP1zwO3J7F8Euvi30EZ07k2BCgetBxdYkxKW0Bi446s8APvJ+5cLg8aQVvjYGCC5goO85/GCyX3XFceo9sJx3rnepM6RoXnIyYe/n2QACR8MWo6nSgqaVu5B9Xcc2e9dGce8vjlN830u+yQQgkS5EPH+EwjOHn9b68Kef4YyR6aeElYicO0MU/PrYxqOhMYK5NTSJ2cICfG8EAHi83J2X6cKnFV9DiSGwXkRj9mkBckbBPA2Nq0XfR9uVoCwhod40V1mwW2EyRAGDpwIAGsv1FUxTe0ks/eiA1iSAfFobDShdnYY9S4X3Tirysy7XZiw8wgx8DS+lB3WpxJgunhJNysZDyYAsyPQstf7HGRRLks4adbnPnCdOqCofTiIiaxmjQUNDAk3M4nHb5gC3ui+JJ9CMexFI8LFHMFmBa98Dht8XtjqqInonPG5GPun+/w9innWhe5FYa+Qs98U4siFF1guHcUZ3ZuIV+i4dGi3K7wNzAY3HzWK5IsXLa1z24VO6Ol3U8FHKFdg3ym0whNW7Q7GXk9QaG6+uI2YA8f52U20i0Y19OfpTKpoq3UKcdNRxndo1irUx0ULDmrWBC4UcEmhiFs+Sk9eGhk/OAO/HuuXLcfTpp8FaAtkX0EsryymXuEOkXzIHLt97yVN16t33BW638FJTkoA6GU8Fd3bS8NVHjModiTiwPFNoaCuDU0dvEHXpHNzeUo5ajUsE4bzfSpecJCrFjxLu7HMtcN4jSg/148B3AYRmg1GXe8Oc0TWpiEaaNm+OdBUi2u2Ef5HvJMNrFAx0CDTTN7lz2HQ5w1vu0PS7AADW7j2QdtMkAICruRmGuDjdog3rQbg9eYKiPUR6/fLlwu18Twqdk6656pW5Q4aTqt02GIwMzhYOyX7aAeV2C2oI9KhaTzsVgDtLuieehZyLKJ/6w2GOl8OjalciqnZpjDMUxveYKRRoGjdtCniu8jnPo2DeC8CJEmDDq3C1AQaT8r4g4DJ1MHGJxK4TTKLTSHKSJX5UTAgzoAciBkav6Ebgtu1pyIye7j8RWg8fBgA0bPgJBydPRvpttyFhyJCOAp30HVCCY/duNG3bDvsVl4PjODCncC3D1eaCp+uMIhkxZDQes3o9uNiSJYJ9bdUNIZkq8T2pxHD8tgNN+Wa01hvhdPgPZHImUEHHOWknPr0FtQfjgsrfpA8dNzzUk5Tm7b8qulb5s7Ml93loPXLE7bgw5lnUm85F6V0PIGugOlsWWQwm8cSlCql4+RU0/74DicPP0a9OROioVxjcLwSQQKMRr0DDoMhljrW6PVaOPfssAKDy9dfBHI6Q1e9kYt+48QAAQ0I8kkePBudjALfrmc3ocakRliQnkJQP1OsfoyJaafhRGKOo7F/foT5HWywND8zVIatLGdXykQtZf/xXdSH+1cBc6oMI6gpPa9JSsj+klyp/7rmOL1plJ95S7dG/uPul8l+05X3is++lTUjODF5YPf6yO9lo/fLv9KpSRMid0BdHP/o1cMFYp+FYxC5NNjQa8Qg0brftwLeTtfrbYvCDIZVv6TwxfIKlads2AO6Zmy+eIHrBZriNVTyCcsf3toDaFKXsWpwDR63GZYMJ7wGQiVWiA1q0APpcv0OyOPJgkEE0g7uyxsN5mqW24JZ1KnckIqmgSXSf40gdKgIISIwxcU2TVT/BiggP6cOV5ewKBSTQaMQj0BgBRWvFHsO21oMHO84RguBQJzUuhraqKvGQ8p4+sTOsOfHwFWj0xNVmQMW2ZP9M2io4/oNbW9ZcGaXxjfSA98i1HQ+j2l3rs8473lkVOL+cGFo1OgenTMXBmyb777hFOlt7zNFJ+iRDXOgmLQGvHbErnySw9l7M4c4XoOAAd3lXY6N3U+vRoyGpmxTZM2eG9Xq643KBNUsIgayjTGcilAIN4A7U55dJWwUVL7yg2H07aEI4XljtCu5vyNPTS12Xtf8X5A3QaaDVohFs3LABjRs3+m1vKKnTUqXoIoLGsmHFFLlJSye5w6HjhU0vAAA2xMeJPrCupiY4du/u2ODpPHidSP2KFZrqYOneXXHZ3j9tQFy/vpquF2mYy4Xqjz8R3+f5P1KDS4RgbaEVaFo1GuwCkYmcGk5aSkoicl1nTY37w0moATg4WURrE6v0Go3cocFpwGIJzkwampgl18ZbLxTJnr3/2uu8xqyhIm92YE8GD8bk2FiTNuXKrMM6nTg+f774Pq+GJnY696JPxIUzNYRaQ9NUob2T2vdV8BoeJThqQhelV4mscHz+q+oO0IlDd05H/Zq1nU4rGWswa5JeHuzRTa8LI3ZpEmg0MmfEHPSzpOOFYxWiGhrfHEz1q1bpen1zQQFgUGkMqUNnm//Ky7Cdfbbm80jilF6f8Li+i+E1DI2Rzj3zvvsQ17uX5vOwltAKNJ2eKI8pcvyll4KPVHwSanaiEha5JLdhpfuIiF2aBBqNFCYX4r+5o3FhY5Mio+Bgje7ESL5kDAreeF29NkKHDixh6NCQJiFzORyofGcBmkWScsoKhTFmFJxx2590uY/RFsn4ZIMl5ikq13LgQIhrIgHHaRDiY+Nd0ZvksWNhPVU6KbDeWHWYuMQGlPogtvFYO4bZ6KvL3LmwdusGtR1SMDO5zPvvF3w3JoUunggAuGpqUP7ccygZf5m6A9vfpWiKvhwQPQTDGNFIxSwKn6e9F4+GIwK2NE1btgT9DHjelRPv/0fHGkU/Xeb8A90WL0LX9/4dluslDBqE5K7+ru35r70q+J4989Gw1CdkRFCZSQKNHngMUBUE1gsJajuyIMb6tBsn+m+MYJr4gMTSAK/HfYwlAS4G4ecRSpkwQbZs40/+3jrhoHnnzuAObH90jv3tb/pVJkbgOA4Jf/gDeq4IT9A+sSHCN0BoLIWLz7zvPpiyswXbuAiOCyTQ6AFTp6HRW3ugWuMSxPUNCSKZdCUe3KQxo1WfX47yuS8oL5x5CnDjIrjqYsjdU8SYnAgHyt8DvkCTPPriAIVdaKuoCLZSQdN6SNq2TBYShmHOy4O1l3i6mpAj8v6nXH9dBCqinvQ//R84i9BNm7OSl1Ns49HQKBRo6ld+r/P1Q36AKjiTv7eJbfjwoM9X+cYbaD1Wruza3YYDPSNnZR8M+sxoaFBSjZrbzps0JAwbJlu0acsvQVZIG02/BHldl8svL9rJRNf/fuDnwJBy3bX+BY2hCyuQNEq6T/LX0DCkXhe9Ak3CsLPcH4xGd9/lIxBH0pOWBBo9UGlD0/yrzvk81MZc0Tgji+vfX3Y/J+J1JarhUcGeEUot52NHXasnSrV+ch1rZyP9FOUZ1PkDPsdx7VnFxan59FMt1ZIk9cYbZfdXvf9+UOdlzIWa/y0N6thYwJyXh+SxY73fC958AzmPPeZXzlfToCfxZwx2f8g7w39nhDW0arVB9nHjkf/Ky+j53XL3Bl7fk/vsLD2rphoSaPTA06AKbWiqP/5Y3+uHYclJgEejICU7iNyHum+jK4R54Ttvazo+ccQIWHr00Kk2OqCwSfNfeim09QgB5jxlHkZqyVy4Sz7eER8fDYbjtx2art3lhbnos2WzqmNSJlyj6ZqSMAiDf56M8Pq8hDPOAGf21yIbVAg0BrvKnHue61//X79dnI9AY5PQAGbcNV3dNdsxFxTI7s+ZOVPdcpuBQ9LIkTDn5AAQBjGNpP0MQAKNPqi0oWkrV7Z8ohRTpnR2YzHU2vDYzj1H8N3z0BqTxFWLxuTQekDJ0XLggKLfpzmGjtkE+7ixgcspJH/+K8ib/WzwJziJ7SBCtRzCWRPQVqYsI3vQMV4ksPbpA0NcnKpjQjZYnMTPjgd+4ElO4r4r1dD02fQzun8WpEYrKUfkwh3tas7Ph7WXuHt3wuDBQV2SM5lw6u87wBn9n2Hb2cPAmc1InSiv/RPUY8gQwffk0WO8ny09I2SH1A4JNHrgtaGJjJeTpahI3QEq49YkX3KJcINHoElP827yrqsCgMl/LTpjenCzC7U0rF0LKMwYzFdDq8U9uOg3wCRdcAHsl6l0UedzEg9KLJRJoBTct+zB1fp7zUWRh2BraSlOLFgQ6WqEEA7M0ZH7zd9mpX27AoHGmJICg80mquHRA0u3bu4PPs9l6g03qAoLwvc88ti0GMz+z3razbeor2N+vuB75r33IH3abch95hnE941sWh0SaPQgQnFogkfd4Oc3M/R8550m7rTTOnaLrAkbU1O8n7MefljV9dWiNA2ApVuR1itpPF4/TqbAeglZDuEGp78wUbjgnTDVBkjt0SjwctIDsXfEg+2PfxTdzpROREI02MYqpqxMuByB3w9F3jntwpCUUCSJnODMGOyXXw4AyJh2m9/uuIEDkPPkE4L5U8AlL97zxcW3Jw31qULCsLNgO+tMiO5UgcFiQda99yLlyiuCPodexMoIHN1s/TDSNVCHytm8ubBQuCHQ7FLEhibpwlEAgPiBA5E28QZV11fLgSlTFZVLulCbgazeyxBakEsHIUfe83M0XTfrkYc7OkydyD6jRvBdzOMj4ayz/LYFQ8o18nYpCVkO9zxF52UvTkSL2bFT6v1S9t5G2o4hmjCmpoLjODCHI2DZ9JsD9xteQVRnQ97cWc+g908bRJeVjLZE6XpIwFk6hNq4vu7JJrOmercVfbgQXRcs8D6HJ4uXGwk0WmEMaGn3lvj9C8EuZ21tBCokjUczomYgTpkwAQmDBgm2GeLkZzIJQ/xfSlNmBnr/vBFd//N+SL0JAKB561ZF5eL69NFwFU5UcyCHwSe6ssFm03B9fUjU4E4PAOlTpsA2dKhOtXFjMDEUPX8frL17o+CN15Fxx+1+ZTQP2u0z7IDGsO0yRPY9twIA0m/zn0EHhZxAI0KXl+YpX/bq5HGNun7wgfdz1oMPAACSx14KAIg/Q8TLqJ34gQNFt+fO6vDc8Rjm6i00chwn7e7s0QbxNHSyAjGALs/PRbfFi5Bxx+3I9Cz384QWS/fugvK6hxKJEKFzvO8sHPyx43NztWCXq7kZoSL/lZdVH5M+dYrqY1Kuvsr7OfeZZ1D51lvIeeop2WNsw4cj/9X5cNU34MhDD7k3chyMif4zjZiF42Td5fNfexWHpgkH4pzHH0Pb8eOIO+00VC9ZgvRbb/U7rvDf76J64Yeo/fJLv31Jo0ej7uuvg65y4bvv+m0z2u1IvmQMar/8Kujz6g1nYIjv0wPdl/7Pb1/qjTci8957NV+joD3cvFLNVtoVFyHpykkwZakzwJci0IDEp+CN15F47rloUhjugTMYomgxNPwY7R2CAWt129NZu3VDrx/XBRUjJeWKy2G/bDxaDx+GxeMxpFpolF9ykt3mCYPBtyULcP34fm5bFr4pAF8L45u6xlWvPIRBNNO5RXk9aOMJLXEpgl3O48dDcsm0yTchaeRIwbYuL76o/AS8lyWgux7PLijlyivQ48svYOna1e88Bt76M8dxSDr/fFgKCwTbQkH6rcqN2uL69dP12mKaLlNmJnKefhpJ553nt8+QmIj0W26BbdgwdHnuOcT17u1XxjZ0KHL/9lfR6yWcMUh0u1KkkuMlXjBSdHukMJgYkC7uEm9MToYxMTjNVtKoUUibMgVZDz2IxHPcnnsswNDvfcRdTpizs3R7jmVtMDgOOU89yfve/g4qlVI6+ZIT4zkFmHkGrKbUVPW2L+1wBkOHMAN0aE0UYpARpAJ5ZXLtS/h8G6pgovEyGWcJU1aW6vNFIyTQaMXC0zoYhcZ4hx98KEQX9e+wki++SPnhvPcnoIuzXOfIOzZtyhTE9e2LrIceVHasTlj79PFLnClGwllnwZwr4jIpVvYPf1B2cZElp/gzzkCqWBRSAGalMU+kZl9B5AozpqUFLJM8ZjRSrrkaiRdcoPr8gTB3LQxcqB1Lt27Ie2w6jLcsAVKLJEoFp3sw2u3If2kesh95GOm3BBaCM++7D1x8PHIGt9vzqA1eGYBARp0C112vEb6yOrgaGoKtlmaSLg6QFiIMsJYOpwDbHzWGZ5BArGeTsyVL4XkwJqhdojW6+wN+OIwuL8xVH59JTqDJyFB3riiFlpy0wlcDtgkNz1r27QvJJX2TgQUiceRIoaudis5ZLOqvGMbkZHRb9InPwdLHpt5wA6p4a91BwxlgKeoasJiloADO6mpFp+z63r9xbPZzOLFgASxdu6LlwAGR63Jw1ovki+IJeQVvvYXm7dsQf/ogtB45IlD/yiJx3zij+vlH0qhRqP5Q3midMxqR+9e/ovbrb1C/YoXqa8iiQP7InTULyReNUmRTFGweNLVHZdz2J6TfcjO4RVOAmkNArrh9RbAE1PTwhFfvOxhFRuiSKOwvtNJrzQ/YPfwc0X3W3r3AxcfDlJEROgNplRoavt1gwZtvwLF7D/ZffbX0AbznnGvX0MX174/0abfBUlCI+L590XPFd9hxinTEajWcLEbBJNBohfEeBFt6SC9lSEpC8pgxSFXpJVTga2/DHxQC9fSaOgTpY3OefEIXgYYzcAEt/j0kjxuLumXLFEX4zX54BjLuvAMVc18QCDQee5P0qVOw/7rr/Q/kCYuJw/+IxOHiLrhySHXCSRdfjLI//0XlyZQXje8f5JJcgGck4cwz0bhhg+g+o90O++WXKR94go23IyUMyJyOM5mAa993X9OnfpzFElJX+WCE12iAC1PoCjmNgsFqRe8f16myU1ILZzQi56kn4WpsRPk/1HkKGqxWxPfri/jTT0dLaSniBwwIcID7nnIchywF9mO2Eeeqqg8gDKshRdyAAUi+ZEzAcpEkNt+aaMLFU+OND21Y+cJ33kbuX/4ssFfhYz1VmbQumOVqWHKKD2DTYVGx3BAszvp6ZQZ6HIekUaNQtOgTdPtIWmORekOHkOI2Yhben7znn0fvDesRf/rposfrkkld5Pd0W/o/mBQsH2nB3KWLonK+3lqBYmzIEdf3NHWzaN7pUm+aBADo/vlnSJ00KcBxGtpFpH6euCGhwFJUJNDQNLV77cX166d4CU+w9BtOosTDyhAXF1KBBgBSr79euHzJE5qVTJq6fvAf9Pp+ZeCI0Sq1XoWvv66qPACk33orEi8ciS5zn5c+71tvIn3KFNXnDifR8fTFMp4lp+z+gnX/tspK3S8V6AVNGHS6shOpiRQsM+NKvuQS5M2Zgx5fi3vIGJOT0WP5cvT6YbXy66mkYc1aReUy7rgdHMchvm9f2aWNnCefFHz3FVA4joNRzv5BD/cSkQFUzIBYCYa4jnV9jyDssasx+0T8VITRKOneKomcMKF2Rs87V87MmThl6y+w9uwpePYFUas9SGpo/OtW8OYbquoRCEuPHgLX30Bk3nO3QEPjanI7HnBGI7p98onUYQI4q7q0CrrBcUi6SIU938kE7xnr/vlnAZM+cgaDoojDemm9PDY3fhMSuCdvBS+/7B8VXlgRXeoRSkig0YpnicFnZiJnUR40AdZtFWsH1MxWZZ5hjuNgH3upbOoFS34X1bmmVKHwJfMkUpOjyz//qbEy0CUFQbCeGGIYEhOR//JLyH/lZW/G87xZz8Dauzdyn/m76vOZ87uo+42Mydt+qFxa8dUKemwT+O9b4rn+mdmV1rj75595PaCUEkgN3+OLz5FyxeWi+7wegzyMiYnCd513v33dbSWJYCoMg8JAi0mjRwd1fo82rut/gssuHiqYwO6FE0wmNKGTIJH/6nzYzjkHhe8EGWWbBBplrF69GuPGjUNeXh44jsOnn34qWfa2224Dx3H4px6Djx54lpwMoTdH0m+gU77kpNQ+JWLo+JIlXSjivqx2YNBpIOFrkbp/+YVMyQBw7ojIfDf/xBEj0H3p/0QD4pny5D2xOHCqBRo5QVupsNtj+TLkz38FiSP8hRWgI94IIGF/IlUHX2EriOddS7C9grffQsq1/l5xgvfOp+5dXpoX9PXCgZyNHz/quFKHAz5Gux3ZD88AEHyyRr3xaGz9nk0NfYHALVunPi6uTx8UvvlG0LZyarKRR4qoGK0aGhowcOBAvPyyfLC4Tz/9FBs2bECeWne1UOLN4+QjbOjgkZBx553CU9aJeNUEQeKIETDl5CBp1ChNNjShwnb2MMVlOQMHplMAQ9ElPbV9Ugg8Uaw+UT1DScErr8juF4tXETCWS5swt1bihSORPfNRWE85BVkKXO4Bd0K8pAsukLS3EQwAYu7tEs+5fywhpc87/3zBvyOW/Hzk/vlppLS7+ntdenmTl3ifSN2KBkoFZTLuvktxPQF5t2Q+8QMGoNfaNaI5pdJvvQXGTLdBb9KoUYqvnff8HKTecAO6f/F5yG1j1NL9yy/cEa3/9H+6nVMQyTcKNCMJw84KeYR3PYiKJ2PMmDEYM0ZebXv48GFMnz4d33zzDS699NKA53Q4HHDw8nfUhioNgcfLyacT1cMNLvnSS3CcN8BYeooHRuu4aEcnljppEqree0+0mCE+Hj2/Ww4YDNg3RmbNFAj7y2TKzETWgw+i5MqrAhcGAM4AZ10Io1yqnGUFGtwVE6lOLJAW0GCAKVNFzArGBMlCsx97DGmTbgQApN10UzA1FCX5olE44q1jx70zZWWhrbwcaTdOFD/Q9z0N5rarPUakbbMffRS2YWd3CPO8MqrjlgBQIok3bvhJ8dksRUXI+fOfcXDyZEXlTenp6PLcbBy+z0dg5Tj0+OwzOPaVeHMMKSFh0CDYFfT7Wsl6+GFUL/oEXRcswPHXlWkzTOnpSDzX7VmU/fjjHc4QWjQ0vPYPRpOlN3GnKm+rSBIVGppAuFwuTJo0CQ899BD6KkxPPmvWLNjtdu9fAT/Ko66V8wg0PrKhDjY0voGT1ERIDTSL4YxGv9lu9uOPixQM78uU/eQTqmI82M4+G0kj9Q8IFzQRtF0QRWX7BZz9MoasGTOQeP75yJ//inebHJnT3ZoA+1VXeoUZveEsFsS1u7/yk47mPfccCt99VzJdgu/Ew6wyxhOgflnWIJICxGC1Ivnii7w2MvxzyrpwS7WvguewTWEk864f/Ac9vv4K1u7dvNvyX5bw6ORdN3nMGPQp3iTYzRkMMKakuKNeq3k2Fdxj6ymnBG2X4yF96hT0+Pxzd8Tvxx+DnRcQTwlpN05UbYMVGIV2goWFmpPNSmGwJYTkvHoTEwLN7NmzYTKZcPfddys+5tFHH0VNTY33r7S0NDSV8y456WsUfMr2bYos4PnYx40D4FZXpt88FcaMDKTdcrP8QbwOyJThH0cn3Jl7DRaLqmWbpJEXwJSRIZkuQCmS91pmYLCeJuImr8aDLAhynn4KXILyzkVt+/EH0vghg1Hw1lvCAozBlJ6OglfnI8kTWVjOaxsMSRecj15r1yD3b39TVRe1FP33A/T++WeYecti5twc2M4cKimo8d/THsuXeQ2nA8LXyCq8xwWvvwZLUREKFXhR8YUeP9s5wWqX+LUVOQhIVNs3irHHq43/jsT17y8IcSCF7/3kewiqejIVePp0W7IY+f98Qc1ZQ4w+fQE/c7YUptxc9Pz2m5BpsdImTwnJefUmKpac5Ni0aRNefPFFFBcXq+qcrVYrrEHku1CNxJLToenq1qd9CWadOGHwYPT49huYsrNhsFrRa/WqgLNH/hIJczj8C4RQoLGdPQwN634UbjQYYC5QEb/G5H7Zg8ltooyO+5Nxxx0Kiod2ySn1uuuQcs01+L2vvnmpvPCeu5Srr1YWGFA2Dk37adNDG3QScA/8Hi1mwRuvo63yhKgXEZ/E4cNRv3IlAHXamYw7bkf9ypVImTBB8TuSOGKEpFGzL6b0dGQ/8Tg4i0XedkFSQyP8mjB0KBp/Ei4xSdoj+fQZXoHKxBtY29qQ8+STyH7iCfyuYjlCkF5D5r71+nEdHDt34aAn7omCWxzuyVcgtMakynroQVR99BEyFIwlSm3R1GDKzERbRQUAdasDkSTqNTQ//PADysvLUVhYCJPJBJPJhAMHDuCBBx5AkYy7cNg4+ov7/yObBZtb9u/X9TJxAwNEk2zHUljojTeiVhXuEhNoQujlZO3dR2QrB2OiDb3WrkHeP/7h3WouLETOX/7sX9rk7myVuGWL4dF2xEksZQqFGJ8OSkwbo3POHzH0dOuWO7ftLHc8l1gwBvQl8dxzJV2l+QjaV8V9NWdno+eq75E5/U5oMQqWI23iRKRec43/Dv5AKaLNjB840E/IbCkpUX7dyeK2TZ53DegwpuY4DjlPP6XovOaCAmGfJCOAmFJTBdFro97bUgyNc5v0W25Bz2++gTk7cOJIVXZtCrF064YuL8xF1/f+rfu5Q0XUPyWTJk3C1q1bsWXLFu9fXl4eHnroIXzzzTeRrh7wy3/d/zdVeTe5QhASPUODa6gsfA9uh0i9QznrEbMNaDeAM6Wnwz5uLFImTIAhKQld338PqRMm+FevXaMQP2SI5GUK331Xcl+3jz9C6g3Xo4uEqpqfUNJ3xuV1G+UFyEo4S7mHVqjo/fPGji8q24/xEm56IpgK4n2IzTqjzW5IBZaCjuCCagdNj0YgokabIvc+bepUv+1SQooY6f/X4a2TyMsazxdsjSkpvO1BakcDPJuKhJ8o08rwUWP0HCzp025D4siRQRqOB4DjkDxmjPJkvVFAVCw51dfXY8+ePd7vJSUl2LJlC9LS0lBYWIh0H3W12WxGTk4O+vQRm+GHmbgUP2FGKmlaMBiSk+GqrVUfnVUpvI6PtfhraEKpxhUbQHy35f7lz8h54nGvwNDj66+wdzTPI659Vs1xnLtz8+nIe65eJbCp8MXao4dfdGClZN1/H8y5OUi68EJwZjMa1m+Affy4oM7lV69evdBUXBzUsUaB0am69jMmdRxrSE4GAMT37y9/kIxAY1GYTiFSGFNSULToE8XB4ESJtkFVpD5ignby2HGoeEEoyLujFBuRPXMmqj74AF1e/GfHaQ0GdP9sKVhrqzDAH08rKaXpBESMoSUEyOSxY0UOFi9r7dkDjt17oiblAh/7+PFgzQ5/t3sdUZLbKWii7blWQFQ8BT///DMGDRqEQe0Nf//992PQoEF4MsiBJqxc9goADrjwaQBAy549cOnoIt5r9Sr0Wrc2ZDYIfJdavjbCSygfajFDP5Hr8Y0RfaMSCwQukU5NTphRjc/AbbDZkH7rrbAUFcHcpQtSrrpStSG3FF3mPg/7FVeg2+JFqo4zBbn05sFot6Poow/Rben/VGgsxAWapIsvRt5zszXVJxzE9+2rLdaPyDObP38+DMnJyH91voaaScGLHCyZhsMnZYfJfzktadSFfts871faTZPQ4+uv/PLGWXv18ssaz08UKeYe3+WlebCeeiq6zPmHYLvUZMnjKs2PEST1XuW/8gqSL7kE3RYpSwkRTjiDAanXXYu4PsGlLYk0iqNSRxFRoaE577zzVBlQ7dfZPkUTRX8EHisDzO25U3QO+mSIiwucvEwDfC+PpNGjkVFSAktBAY7MeNi9MZQCjZiqXkveklDPKMK4smLOyUHerGdUH1fw+muary2X/VdNnJ183uz+pEbkuUu64Hz03rA+5Iaqhf/+N0pEXIt9AwbybaPi+vWDtU/v4JeKfLCdey7Sp92GuNNOExU8kkeNQrKKIHresYDnUi/lJGEpLJRNqEioJ+8f/0DV++8j+7GZka6KaqJCQxPzmDsEDqkXT1SNGgXwNTScwYDMO++EbRhPPS0WdTWUaOn/Q5E/K0qR0nz4GvBag0xqqQZdMozHMj5CuMeTJ2TCDO9+x/XpjVN/3wEjT0sCxvzTAhg7+qWC115F3t//Li7/B1FnjuOQde+9SNYrKWX7z2M8o/toiw58MmMfNxZFHy4M2tEiktBTojNiHig5Tz2J5LFj4dizB47ff49AraRJveZqVL71Nmxnn+3dZkxPh+2PfwRnscCUFbrEkpyIsBTV3gxRNHDbx4+Hq6kZZU8JPUw8969o0Sdw7NiBxPPPC31loue2RARfGSBv9rOhvaDIcyh4b1xOJJxxBuIGDEDz1q3u/UYRA9tofdc8v8/FC3oYQs8+4uSBBBq9Mfrf0pTrrgPHcej+6RIAwI5TRAKyRYjMu+9GwplnuSN3tsMZDCh8+y2Zo/RBNHaMjrNa31xYmgmDS7YaUq+dANvZw3Dorrs7BOX2QSq+b1/EK4yqrQox4YU3wCaceSYaN2yIWo1kSOA9sz2/Wx4Z2wOecOLxVLOdeaZXoIGYx5CoQBMFhqDtz5MxLc27KdpizBDRCQk0uiMye4ril5GzWJB4zvCIXDvlyiv8vCx0tYORCxkfBCwE7vhasRQUoOCN17HnXHfAtkhruPLnvYj6VasE2b1PevhpCsIQzNMsEizQV0Pj3siJ75d9x6JB3eaugyU/H3mzn4UxNTXC9SFihSjVOcYuLXv3RroKMYMpU2Q5S4NAY87PF3zXa3D3xGFIHj9el/PpTSBPr5DDhF439vHjYbDFRmRR3QnD/Y/v2xddXpiLog8Xerfxvds8Nk2CrPW8JRvv86JDAl296Po+L5Eu73myX3aZN/EjQQSCNDQ64/UOIoJCi3t63KmnoPXQoY4NWjymeBS+/RbaKivF3dqjgTAINLYR56Jh1WrxDNlRZFsUEXi/P1wasuQxYwTf82Y/i72j3Ea5yRdfDMAd6bnw3+/C0rVIdCVJPN9ceLXJ3b/4HK76ekGcLUNScljrQJw8kECjkbaqKlS8+CJSrrwS8QMGwFlfLywQxctN0UDP1atQ99VXMOXlwVVbB0uhijxOPrQcOiz4LpulWAWcxRK9wgwgbh+hMwWvvILWo0dhEcta39kFGr6LdISW/CwFBTj19x1gjAk0drb2CLJtlZXebd60BVGQ0sLao4f3c+7f/46GtWsVpawgCDFoyUkjZU89jeqFH2L/hGtF94t1GtkzH5U9J6clammMYc7KQtrkyUgeNQopV12p7WS+Y7lOGpqoh28rESKBhjOZxIUZAFkPzwDgDsPeGRHIc+EOc+CDZPsLbGzcAo05JwfJl1wShlopI+WqK9Fl7vNRIWgRsQlpaDTSsGGD7H6xlzN14kS4GhpQ8eI80WPUZP0lOuB8BZhodUvVmwhrSOL798cpW3/pxAMRf8kpOjWygoB3PKEn7/k5MCQmovqjjyJQK4LQl07S44eO1OuuA9CR98ZX5S/WyXNGIzJuv106rD0tUwWHjwCj15JTTBGhZ6fzCjMQCpRRKkQbExORetMkpFx/ncBOjeM45PKz2FPfQ8QwpKHRSNypp7j/9yTK9Jkty+X28c2J0nEQdSpB4Ts77ixLTvxnjp6d8MO3oYni+58zUyaUvdEIOJ2IPz1ESXAJIgx0kh4/dHgEFn4KAcH+ADPXvDlzdK9TZ8V/ySl6BxddiZEB9WTFnJsLGI0w2Gwxq6nqvWE9eq5cQcvdRExDGhqNeASapi1b4KxvEFlyks++bBt2VsjqdrKSMGQIGn/+GbZzzhHu8L33nSRcOiMNTUThLBb0+XkjYDRGdRBNOYyJiTAmJka6GgShCRJoNMJfUqr536f++wPN2MTW3GO0UwwXXV6ah7qvv/b30PC9l51kycmUlgZDYiLAcTAmUwyPSGDoRJ6JBBGtkECjEaFAs9Rvf9oNN8geb0hI0L1OJzum1FSkXn+933a/2XEnWXLiTCb0WrfW/bmTaKUIgiB8IYFGI3yBpnnrVsAnzb39qqtkjzdYrSj6+COAMclYNoQymE8eGkOM2jMEQ2f6rQRBEGKQQKMRPy8mn3DiStbU4/v3F3w3xMVprlenxCcci2PvvsjUgyAIggg7ncPIIJTwNDIp11+n6VR5c+bA0r078mY/q7VWnRLW1CT47thHiUIJgiA6C6Sh0QhfA8OZ5D2aAmEfeynsYy/VWqVOi7NBmEeLi3AYeoIgCCJ8kIZGI4xJhz239uoV7up0alz1DYLvaZNFMkMTBEEQJyUk0GjEYLXyvgkFmm6fLglvZTo5rgahQMPP5EsQBEGc3JBAoxFL167ez4wfsRXkQhtuWHOz4LsxJSUyFSEIgiDCDgk0OpBx550AgLaysgjXpHOT8/TT3s+Z990XuYoQBEEQYYcEGh3gzG7b6vrVqyNck85N6nUdcXwMNlsEa0IQBEGEGxJodCBQgkoiAnSSKMEEQRCEGxJodIDzxKLxsaEhIocxKSnSVSAIgiDCCMWh0QMT3cZoIfvxx9G4cSOSR4+OdFUIgiCIMEIjsQ6IBdSz9uoZgZoQaTdORNqNEyNdDYIgCCLM0JKTDvjlcwKQ89RTEagJQRAEQXROSKDRAY+XEx9jamoEakIQBEEQnRMSaHSAE7OhMdCtJQiCIIhwQaOuDrgam/y2iQo5BEEQBEGEBBJodKClZJ/fNhJoCIIgCCJ8kECjB5z/baRItQRBEAQRPkig0QMRexlDYmIEKkIQBEEQnRMSaHTAVxtjPfVUcGQUTBAEQRBhg0ZdHUi56krBdyNpZwiCIAgirJBAowN+9jIcJUYkCIIgiHBCAo0O+C0v0XITQRAEQYQVGnn1wCf1gSkzM0IVIQiCIIjOCQk0OsD5LDFlPzwjQjUhCIIgiM4JCTQhwJSREekqEARBEESnggQagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaHQi+/HHAQBd/vnPyFaEIAiCIDohHGOMRboS4aC2thZ2ux01NTVITk6OdHUIgiAIglCA0vGbNDQEQRAEQcQ8JNAQBEEQBBHzkEBDEARBEETMQwINQRAEQRAxDwk0BEEQBEHEPCTQEARBEAQR80SFQLN69WqMGzcOeXl54DgOn376qXdfa2srHn74YfTv3x82mw15eXm46aabcOTIkchVmCAIgiCIqCIqBJqGhgYMHDgQL7/8st++xsZGFBcX44knnkBxcTEWL16MXbt2Yfz48RGoKUEQBEEQ0UjUBdbjOA5LlizB5ZdfLllm48aNGDp0KA4cOIDCwkJF56XAegRBEAQReygdv01hrJNu1NTUgOM4pKSkSJZxOBxwOBze77W1tWGoGUEQBEEQkSAqlpzU0NzcjEceeQQ33HCDrKQ2a9Ys2O12719BQUEYa0kQBEEQRDiJKYGmtbUV1113HVwuF+bPny9b9tFHH0VNTY33r7S0NEy1JAiCIAgi3MTMklNraysmTJiAkpISrFixIqAdjNVqhdVqDVPtCIIgCIKIJDEh0HiEmd27d2PlypVIT0+PdJUIgiAIgogiokKgqa+vx549e7zfS0pKsGXLFqSlpSEvLw9XX301iouL8fnnn8PpdKKsrAwAkJaWBovFougaHmcuMg4mCIIgiNjBM24HdMpmUcDKlSsZAL+/yZMns5KSEtF9ANjKlSsVX6O0tFTyPPRHf/RHf/RHf/QX3X+lpaWy43zUxaEJFS6XC0eOHEFSUhI4jtP13LW1tSgoKEBpaSnFuIlyqK1iC2qv2ILaK3aIpbZijKGurg55eXkwGKR9maJiySkcGAwG5Ofnh/QaycnJUf9gEG6orWILaq/YgtordoiVtrLb7QHLxJTbNkEQBEEQhBgk0BAEQRAEEfOQQKMDVqsVTz31FMW9iQGorWILaq/YgtordjgZ26rTGAUTBEEQBHHyQhoagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGo3Mnz8f3bp1Q1xcHAYPHowffvgh0lU66Vm9ejXGjRuHvLw8cByHTz/9VLCfMYann34aeXl5iI+Px3nnnYdff/1VUMbhcOCuu+5CRkYGbDYbxo8fj0OHDgnKVFVVYdKkSbDb7bDb7Zg0aRKqq6tD/OtOLmbNmoU//OEPSEpKQlZWFi6//HLs3LlTUIbaK3p49dVXMWDAAG+wtWHDhuGrr77y7qe2il5mzZoFjuNw7733erd1uvYKLvsSwRhjCxcuZGazmb355pvst99+Y/fccw+z2WzswIEDka7aSc2XX37JHnvsMbZo0SIGgC1ZskSw/9lnn2VJSUls0aJFbNu2bezaa69lubm5rLa21ltm2rRprEuXLmzZsmWsuLiYnX/++WzgwIGsra3NW2b06NGsX79+bN26dWzdunWsX79+bOzYseH6mScFF198MVuwYAHbvn0727JlC7v00ktZYWEhq6+v95ah9ooeli5dyr744gu2c+dOtnPnTjZz5kxmNpvZ9u3bGWPUVtHKTz/9xIqKitiAAQPYPffc493e2dqLBBoNDB06lE2bNk2w7ZRTTmGPPPJIhGrU+fAVaFwuF8vJyWHPPvusd1tzczOz2+3stddeY4wxVl1dzcxmM1u4cKG3zOHDh5nBYGBff/01Y4yx3377jQFg69ev95b58ccfGQD2+++/h/hXnbyUl5czAGzVqlWMMWqvWCA1NZW99dZb1FZRSl1dHevVqxdbtmwZGzFihFeg6YztRUtOQdLS0oJNmzbhoosuEmy/6KKLsG7dugjViigpKUFZWZmgXaxWK0aMGOFtl02bNqG1tVVQJi8vD/369fOW+fHHH2G323HmmWd6y5x11lmw2+3UvhqoqakBAKSlpQGg9opmnE4nFi5ciIaGBgwbNozaKkq58847cemll+LCCy8UbO+M7dVpklPqzfHjx+F0OpGdnS3Ynp2djbKysgjVivDce7F2OXDggLeMxWJBamqqXxnP8WVlZcjKyvI7f1ZWFrVvkDDGcP/992P48OHo168fAGqvaGTbtm0YNmwYmpubkZiYiCVLluC0007zDl7UVtHDwoULUVxcjI0bN/rt64zvFgk0GuE4TvCdMea3jQg/wbSLbxmx8tS+wTN9+nRs3boVa9as8dtH7RU99OnTB1u2bEF1dTUWLVqEyZMnY9WqVd791FbRQWlpKe655x58++23iIuLkyzXmdqLlpyCJCMjA0aj0U9CLS8v95OIifCRk5MDALLtkpOTg5aWFlRVVcmWOXbsmN/5KyoqqH2D4K677sLSpUuxcuVK5Ofne7dTe0UfFosFPXv2xJAhQzBr1iwMHDgQL774IrVVlLFp0yaUl5dj8ODBMJlMMJlMWLVqFebNmweTyeS9l52pvUigCRKLxYLBgwdj2bJlgu3Lli3D2WefHaFaEd26dUNOTo6gXVpaWrBq1SpvuwwePBhms1lQ5ujRo9i+fbu3zLBhw1BTU4OffvrJW2bDhg2oqamh9lUBYwzTp0/H4sWLsWLFCnTr1k2wn9or+mGMweFwUFtFGSNHjsS2bduwZcsW79+QIUMwceJEbNmyBd27d+987RV+O+STB4/b9ttvv81+++03du+99zKbzcb2798f6aqd1NTV1bHNmzezzZs3MwBs7ty5bPPmzV53+WeffZbZ7Xa2ePFitm3bNnb99deLuirm5+ez5cuXs+LiYnbBBReIuioOGDCA/fjjj+zHH39k/fv3j0pXxWjm9ttvZ3a7nX3//ffs6NGj3r/GxkZvGWqv6OHRRx9lq1evZiUlJWzr1q1s5syZzGAwsG+//ZYxRm0V7fC9nBjrfO1FAo1GXnnlFda1a1dmsVjYGWec4XVHJULHypUrGQC/v8mTJzPG3O6KTz31FMvJyWFWq5Wde+65bNu2bYJzNDU1senTp7O0tDQWHx/Pxo4dyw4ePCgoU1lZySZOnMiSkpJYUlISmzhxIquqqgrTrzw5EGsnAGzBggXeMtRe0cPNN9/s7c8yMzPZyJEjvcIMY9RW0Y6vQNPZ2otjjLHI6IYIgiAIgiD0gWxoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaAiCIAiCiHlIoCEIgiAIIuYhgYYgCIIgiJiHBBqCIAiCIGIeEmgIgiAIgoh5SKAhCCIiTJkyBRzH+f3t2bMn0lUjCCIGMUW6AgRBdF5Gjx6NBQsWCLZlZmYKvre0tMBisYSzWgRBxCCkoSEIImJYrVbk5OQI/kaOHInp06fj/vvvR0ZGBkaNGgUAmDt3Lvr37w+bzYaCggLccccdqK+v957rX//6F1JSUvD555+jT58+SEhIwNVXX42Ghga8++67KCoqQmpqKu666y44nU7vcS0tLZgxYwa6dOkCm82GM888E99//324bwVBEBohDQ1BEFHHu+++i9tvvx1r166FJ3+uwWDAvHnzUFRUhJKSEtxx3NeO+wAAAsRJREFUxx2YMWMG5s+f7z2usbER8+bNw8KFC1FXV4crr7wSV155JVJSUvDll19i3759uOqqqzB8+HBce+21AICpU6di//79WLhwIfLy8rBkyRKMHj0a27ZtQ69evSLy+wmCUA9l2yYIIiJMmTIF77//PuLi4rzbxowZg4qKCtTU1GDz5s2yx3/88ce4/fbbcfz4cQBuDc3UqVOxZ88e9OjRAwAwbdo0vPfeezh27BgSExMBuJe5ioqK8Nprr2Hv3r3o1asXDh06hLy8PO+5L7zwQgwdOhTPPPOM3j+bIIgQQRoagiAixvnnn49XX33V+91ms+H666/HkCFD/MquXLkSzzzzDH777TfU1taira0Nzc3NaGhogM1mAwAkJCR4hRkAyM7ORlFRkVeY8WwrLy8HABQXF4Mxht69ewuu5XA4kJ6erutvJQgitJBAQxBExLDZbOjZs6fodj4HDhzAJZdcgmnTpuGvf/0r0tLSsGbNGtxyyy1obW31ljObzYLjOI4T3eZyuQAALpcLRqMRmzZtgtFoFJTjC0EEQUQ/JNAQBBH1/Pzzz2hra8Pzzz8Pg8Hty/DRRx9pPu+gQYPgdDpRXl6Oc845R/P5CIKIHOTlRBBE1NOjRw+0tbXhpZdewr59+/Dee+/htdde03ze3r17Y+LEibjpppuwePFilJSUYOPGjZg9eza+/PJLHWpOEES4IIGGIIio5/TTT8fcuXMxe/Zs9OvXD//5z38wa9YsXc69YMEC3HTTTXjggQfQp08fjB8/Hhs2bEBBQYEu5ycIIjyQlxNBEARBEDEPaWgIgiAIgoh5SKAhCIIgCCLmIYGGIAiCIIiYhwQagiAIgiBiHhJoCIIgCIKIeUigIQiCIAgi5iGBhiAIgiCImIcEGoIgCIIgYh4SaAiCIAiCiHlIoCEIgiAIIuYhgYYgCIIgiJjn/wExOm6jUEmHVgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result_1 = np.asarray(results_ensemble[0]['timeseries']).T\n", "\n", "labels = ['all', 'x-axis', 'y-axis', 'z-axis']\n", "for col, label in zip(result_1, labels):\n", " plt.plot(col, label=label)\n", "plt.legend()\n", "plt.ylabel('Radius of gyration (Å)')\n", "plt.xlabel('Frame')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## See Also\n", "\n", "The parallel version of MDAnalysis is still under development. For existing solutions and some implementations of parallel analysis, go to [PMDA](https://www.mdanalysis.org/pmda/). PMDA (Shujie *et al.*, 2019) applies the aforementioned split-apply-combine scheme with Dask. In the future, it may provide a framework that consolidates all the parallelisation schemes described in this tutorial.\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] Oliver Beckstein, Elizabeth J. Denning, Juan R. Perilla, and Thomas B. Woolf.\n", "Zipping and Unzipping of Adenylate Kinase: Atomistic Insights into the Ensemble of OpenClosed Transitions.\n", "Journal of Molecular Biology, 394(1):160–176, November 2009.\n", "00107.\n", "URL: https://linkinghub.elsevier.com/retrieve/pii/S0022283609011164, doi:10.1016/j.jmb.2009.09.009.\n", "\n", "[2] Richard J. Gowers, Max Linke, Jonathan Barnoud, Tyler J. E. Reddy, Manuel N. Melo, Sean L. Seyler, Jan Domański, David L. Dotson, Sébastien Buchoux, Ian M. Kenney, and Oliver Beckstein.\n", "MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations.\n", "Proceedings of the 15th Python in Science Conference, pages 98–105, 2016.\n", "00152.\n", "URL: https://conference.scipy.org/proceedings/scipy2016/oliver_beckstein.html, doi:10.25080/Majora-629e541a-00e.\n", "\n", "[3] Naveen Michaud-Agrawal, Elizabeth J. Denning, Thomas B. Woolf, and Oliver Beckstein.\n", "MDAnalysis: A toolkit for the analysis of molecular dynamics simulations.\n", "Journal of Computational Chemistry, 32(10):2319–2327, July 2011.\n", "00778.\n", "URL: http://doi.wiley.com/10.1002/jcc.21787, doi:10.1002/jcc.21787.\n", "\n", "[4] Max Linke Shujie Fan, Ioannis Paraskevakos, Richard J. Gowers, Michael Gecht, and Oliver Beckstein.\n", "PMDA - Parallel Molecular Dynamics Analysis.\n", "In Chris Calloway, David Lippa, Dillon Niederhut, and David Shupe, editors, Proceedings of the 18th Python in Science Conference, 134 – 142. 2019.\n", "doi:10.25080/Majora-7ddc1dd1-013." ] } ], "metadata": { "kernelspec": { "display_name": "guide", "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": "3.9.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true }, "vscode": { "interpreter": { "hash": "5edc5d8d8cbc0935a054a8e44024f729bc376180aae27775d15f2ff38c68f892" } } }, "nbformat": 4, "nbformat_minor": 4 }