{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LAN Tutorial\n", "\n", "\n", "This tutorial is a rather comprehensive introduction to **HDDM** with focus on the new **LAN extension**.\n", "The methods behind the **new** `HDDMnn()`, `HDDMnnRegressor()` and `HDDMnnStimcoding()` classes can be found in our original dedicated [publication](https://elifesciences.org/articles/65074).\n", "These are new featues. Please let us know on the HDDM forum and/or via github reports regarding bugs or other limitations and we will do our best to help as soon as we can.\n", "\n", "## Things to look out for:\n", " \n", " - Networks were trained over a fairly wide range of parameters which hopefully capture the scope of common empirical data. The networks will not accurately report likelihoods outside that range, so we explicitly limit the range of parameters that can be sampled from. If you find that your posterior samples reach and get stuck at the allowed parameter bounds (which you will see in the posterior plots), please notify us and we will do our best to provide improved networks over time. \n", "\n", "- You may encounter more print output than with standard HDDM. These are sanity checks and the verbosity will vanish progressively." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 0: Colab Prep (Optional)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reminder\n", "In the *upper left* menu click on **Runtime**, then **Change runtime type** and select **GPU** as **hardware accelerator**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### INSTALLATION COLAB: INSTALL SUPPORT LIBRARIES" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: scikit-learn in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (0.24.2)\n", "Requirement already satisfied: numpy>=1.13.3 in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (from scikit-learn) (1.19.1)\n", "Requirement already satisfied: scipy>=0.19.1 in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (from scikit-learn) (1.7.2)\n", "Requirement already satisfied: joblib>=0.11 in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (from scikit-learn) (1.0.1)\n", "Requirement already satisfied: threadpoolctl>=2.0.0 in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (from scikit-learn) (2.1.0)\n", "Requirement already satisfied: cython in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (0.29.24)\n", "Requirement already satisfied: pymc in /Users/afengler/opt/miniconda3/envs/hddmnn_tutorial/lib/python3.7/site-packages (2.3.8)\n" ] } ], "source": [ "# Note: Usually colab has all other packages which we may use already installed\n", "# The basic configuration of colabs does change over time, so you may have to add\n", "# some install commands here if imports below don't work for package xyz\n", "!pip install scikit-learn\n", "!pip install cython\n", "!pip install pymc==2.3.8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### INSTALLATION COLAB: INSTALL HDDM" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting git+https://github.com/hddm-devs/hddm\n", " Cloning https://github.com/hddm-devs/hddm to /private/var/folders/gx/s43vynx550qbypcxm83fv56dzq4hgg/T/pip-req-build-xzqqwrcn\n", " Running command git clone -q https://github.com/hddm-devs/hddm /private/var/folders/gx/s43vynx550qbypcxm83fv56dzq4hgg/T/pip-req-build-xzqqwrcn\n", " Running command git submodule update --init --recursive -q\n", "Building wheels for collected packages: HDDM\n", " Building wheel for HDDM (setup.py) ... \u001b[?25l|" ] } ], "source": [ "!pip install -U --no-deps git+https://github.com/hddm-devs/hddm\n", "!pip install -U --no-deps git+https://github.com/hddm-devs/kabuki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# MODULE IMPORTS ----\n", "\n", "# warning settings\n", "import warnings\n", "\n", "warnings.simplefilter(action=\"ignore\", category=FutureWarning)\n", "\n", "# Data management\n", "import pandas as pd\n", "import numpy as np\n", "import pickle\n", "\n", "# Plotting\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "import seaborn as sns\n", "\n", "# Stats functionality\n", "from statsmodels.distributions.empirical_distribution import ECDF\n", "\n", "# HDDM\n", "import hddm\n", "from hddm.simulators.hddm_dataset_generators import simulator_h_c" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 1: Model Info / Simulation / Basic Plotting\n", "\n", "The main concern of this notebook is to present the extended capabilities of the HDDM toolbox as a result of the new `HDDMnn` classes.\n", "\n", "Primarily we are interested in the additional models we can now be fit to data. So let's take stock of the models that were added to standard **HDDM**.\n", "\n", "### 2-Choice Models\n", "\n", "#### ANGLE\n", "\n", "A model with a linearly collapsing angle. Adds a parameter $\\theta$, which specifies the angle of the bound.\n", "\n", "#### WEIBULL\n", "\n", "A model that includes a collapsing bound parameterized as the scaled *cdf* of a Weibull distribution.\n", "This adds two parameters to the standard **DDM**, $\\alpha$ and $\\beta$.\n", "\n", "#### LEVY\n", "\n", "The Levy model is essentially a standard **DDM** where noise is not driven by a Gaussian distribution, but the noise process is now parameterized by the new parameter $\\alpha$, which interpolates between a Gausian $\\alpha = 2$ and a Cauchy (heavy tailed) $\\alpha = 1$. \n", "\n", "#### ORNSTEIN\n", "\n", "This model implements the 2-choice **LCA**, which includes a an inhibition / excitation parameter $g$. \n", "\n", "Find more details on these models in our companion [paper](https://elifesciences.org/articles/65074). \n", "\n", "### 3 / 4-Choice Models\n", "\n", "#### NOTE\n", "The addition of *3 choice* and *4 choice* models, comes with slightly more limited functionality as compared to *2 choice* models. Specifically, not all plot-concepts currently standard in **HDDM** translate immediately to models with more choice options. We are trying to align this functionality going forward.\n", "\n", "#### LCA (Leaky Competing Accumulator)\n", "Please find the original description in this [paper](https://pubmed.ncbi.nlm.nih.gov/11488378/).\n", "\n", "#### RACE\n", "Race models simply take out the mutual and self-inhibition of **LCAs**.\n", "\n", "#### ANGLE versions of LCA / RACE\n", "Implements an linearly collapsing bound as above under the respective *2 choice models*\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 Access Meta-Data\n", "\n", "Let's first take a look at some of the useful metadata we can use to set up our models and simulators. \n", "If we type ```hddm.simulators.model_config```, we get back a dictionary that stores a bunch of information\n", "for each of the models that are currently implemented in HDDM. It lists,\n", "\n", "- A ```doc``` string that gives some information about the status of the model as it pertains to it's usability as well as some potential usage tips. Please read the ```doc``` string before using any of the new models.\n", "- The parameter names under ```params```,\n", "- The parameter bounds that where used for training the network under ```param_bounds```\n", "- The boundary_function (```boundary```) \n", "- Default parameter values (```params_default```). \n", "- Slice sampler settings by parameter (```slice_widths```)\n", "- Under ```params_trans``` you can choose parameters which will be logit transformed for sampling (order as in ```params```)\n", "- ```choices``` determines valid choice options under the model\n", "- Under ```hddm_include```, it lists the parameters which we want to include when initializing our HDDM Model with one of the sequential sampling models available.\n", "\n", "\n", "You won't need most of these options if you are getting started, but they do provide you with useful information and a couple extra degrees of freedom when it comes to optimizing your sampler.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['ddm_hddm_base', 'full_ddm_hddm_base', 'ddm', 'angle', 'weibull', 'levy', 'full_ddm', 'ornstein', 'ddm_sdv', 'gamma_drift', 'gamma_drift_angle', 'ds_conflict_drift', 'ds_conflict_drift_angle', 'ddm_par2', 'ddm_par2_no_bias', 'ddm_par2_angle_no_bias', 'ddm_par2_weibull_no_bias', 'ddm_seq2', 'ddm_seq2_no_bias', 'ddm_seq2_angle_no_bias', 'ddm_seq2_weibull_no_bias', 'ddm_mic2_adj', 'ddm_mic2_adj_no_bias', 'ddm_mic2_adj_angle_no_bias', 'ddm_mic2_adj_weibull_no_bias', 'race_no_bias_3', 'race_no_bias_angle_3', 'race_no_bias_4', 'race_no_bias_angle_4', 'lca_no_bias_3', 'lca_no_bias_angle_3', 'lca_no_bias_4', 'lca_no_bias_angle_4', 'weibull_cdf', 'full_ddm2'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# List the models currently available\n", "hddm.model_config.model_config.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### NOTE\n", "\n", "You find **two kinds of extra** models which were not mentioned in the model listing above:\n", "\n", "1. Experimental models, which eventually will be fully documented (or dropped)\n", "2. `hddm_base` models are used predominantly with the basic `HDDM()` classes. These models are **not** to be used with the `HDDMnn()` classes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now taking a closer look at the ```angle``` model" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "model = \"ddm\"\n", "n_samples = 1000" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'doc': 'Basic DDM. Meant for use with the LAN extension. \\nNote that the boundaries here are coded as -a, and a in line with all other models meant for the LAN extension. \\nTo compare model fits between standard HDDM and HDDMnn when using the DDM model, multiply the boundary (a) parameter by 2. \\nWe recommend using standard HDDM if you are interested in the basic DDM, but you might want to use this for testing.',\n", " 'params': ['v', 'a', 'z', 't'],\n", " 'params_trans': [0, 0, 1, 0],\n", " 'params_std_upper': [1.5, 1.0, None, 1.0],\n", " 'param_bounds': [[-3.0, 0.3, 0.1, 0.001], [3.0, 2.5, 0.9, 2.0]],\n", " 'boundary': ,\n", " 'params_default': [0.0, 1.0, 0.5, 0.001],\n", " 'hddm_include': ['z'],\n", " 'choices': [-1, 1],\n", " 'slice_widths': {'v': 1.5,\n", " 'v_std': 1,\n", " 'a': 1,\n", " 'a_std': 1,\n", " 'z': 0.1,\n", " 'z_trans': 0.2,\n", " 't': 0.01,\n", " 't_std': 0.15}}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Config for our current model\n", "hddm.model_config.model_config[model]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Basic DDM. Meant for use with the LAN extension. \n", "Note that the boundaries here are coded as -a, and a in line with all other models meant for the LAN extension. \n", "To compare model fits between standard HDDM and HDDMnn when using the DDM model, multiply the boundary (a) parameter by 2. \n", "We recommend using standard HDDM if you are interested in the basic DDM, but you might want to use this for testing.\n" ] } ], "source": [ "# Looking at the doc string before using the model\n", "print(hddm.model_config.model_config[model][\"doc\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2 Generate Data\n", "Let's start by generating some data from the ```angle``` model. For this you have available the ```simulators``` module, specifically we will start with the ```simulator_h_c``` function.\n", "If you are curious about all the capabilities of this function, please check the `help()` function for it." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from hddm.simulators.hddm_dataset_generators import simulator_h_c\n", "\n", "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=1,\n", " n_trials_per_subject=n_samples,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=None,\n", " depends_on=None,\n", " regression_models=None,\n", " regression_covariates=None,\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A quick look into what the simulator spits out (you can also read about it in the docs).

\n", "We get back a ```tuple``` of two:\n", "\n", "- *First*, a DataFrame which holds a ``rt``, a `response` and a ```subj_idx``` column as well as trial-by-trial ground truth parameters. \n", "\n", "- *Second* a parameter dictionary which has parameter names in accordance with `HDDM()` trace names. This is useful for some of our plots." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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........................
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" ], "text/plain": [ " rt response subj_idx v a z t\n", "0 1.956185 1.0 0 -0.481731 0.655642 0.439841 0.887191\n", "1 1.035191 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "2 1.004191 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "3 1.510186 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "4 1.164191 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", ".. ... ... ... ... ... ... ...\n", "995 1.697184 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "996 1.520186 1.0 0 -0.481731 0.655642 0.439841 0.887191\n", "997 1.552186 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "998 1.038191 0.0 0 -0.481731 0.655642 0.439841 0.887191\n", "999 0.932191 1.0 0 -0.481731 0.655642 0.439841 0.887191\n", "\n", "[1000 rows x 7 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'v': -0.48173086489284433,\n", " 'a': 0.6556418306610691,\n", " 't': 0.8871907031605131,\n", " 'z': 0.4398408702789776}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here unspectacularly, parameter names are unchanged\n", "# (single subject fits do not need any parameter name augmentation)\n", "full_parameter_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2 First Plot \n", "\n", "Now that we have our simulated data, we look to visualise it.\n", "Let's look at a couple of plots that we can use for this purpose. \n", "\n", "The `HDDM.plotting` module includes the `plot_from_data` function, which allows you to plot \n", "subsets from a dataset, according to a grouping specified by the `groupby` argument.\n", "\n", "The plot creates a `matplotlib.axes` object for each subset, and you can provide a function to manipulate \n", "this axes object. Some of these *axes manipulators* are provided your you. Here we focus on the \n", "`_plot_func_model` *axes manipulator* supplied under the `plot_func` argument.\n", "\n", "Check out the arguments of `plot_from_data` and `_plot_func_model` using the `help()` function.\n", "You have quite some freedom in styling these plots.\n", "\n", "We will refer to this plot as the `model cartoon plot`.\n", "\n", "- The top histogram refers to the probability of choosing option $1$ across time.\n", "- The bottom (upside-down) histogram refers to the probability of choosing option $-1$ (may be coded as $0$ as well) across time.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "subj_idx(0)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_from_data(\n", " df=data,\n", " generative_model=model,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 3),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " **{\"alpha\": 1.0, \"ylim\": 3, \"add_data_rts\": True, \"add_data_model\": False}\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we set `add_model = True`, this will add a cartoon of the model on top of the histograms. \n", "\n", "#### CAUTION\n", "This `model cartoon plot` will only work for *2-choice models* for now." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, often useful for illustration purposes, we can include a bunch of simulations trajectories into the model plot (note the corresponding arguments). Common to all models currently included is their conceptual reliance on there particle trajectories. Reaction times and choices are simulated as *boundary crossings* of these particles. If you don't want to include these trajectories, just set `show_trajectories = False`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "subj_idx(0)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_from_data(\n", " df=data,\n", " generative_model=model,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 3),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " **{\"alpha\": 1.0, \"ylim\": 3, \"add_data_rts\": True, \"add_data_model\": True}\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are interested, you can use this plot to investigate the behavior of models across different parameters setups." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 2: Single Subject (or collapsed) Data\n", "\n", "\n", "Now, we try to fit these models to data! Let's start with an simple dataset. In other words, we have one single participant who provides $n$ datatpoints (reaction times and choices) from some *two alternative forced choice* task paradigm.\n", "\n", "\n", "### Note\n", "\n", "In this demo we fit to simulated data. This serves as a template, and you can easily adapt it to your needs. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1500\n", "model = \"angle\"\n", "n_samples = 1000\n", "includes = hddm.model_config.model_config[model][\"hddm_include\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Note\n", "\n", "When defining `includes`,\n", "you can also pick only as subset of the parameters suggested under `hddm.model_config.model_config`.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Generate some simulatred data\n", "from hddm.simulators.hddm_dataset_generators import simulator_h_c\n", "\n", "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=1,\n", " n_trials_per_subject=n_samples,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=None,\n", " depends_on=None,\n", " regression_models=None,\n", " regression_covariates=None, # need this to make initial covariate matrix from which to use dmatrix (patsy)\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rtresponsesubj_idxvazttheta
02.0969040.00-1.6882191.9452010.5431951.335910.875893
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31.8479070.00-1.6882191.9452010.5431951.335910.875893
41.9279060.00-1.6882191.9452010.5431951.335910.875893
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9952.2609021.00-1.6882191.9452010.5431951.335910.875893
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9991.8129070.00-1.6882191.9452010.5431951.335910.875893
\n", "

1000 rows × 8 columns

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" ], "text/plain": [ " rt response subj_idx v a z t \\\n", "0 2.096904 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "1 2.154903 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "2 1.862907 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "3 1.847907 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "4 1.927906 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", ".. ... ... ... ... ... ... ... \n", "995 2.260902 1.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "996 1.895906 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "997 1.782908 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "998 1.864907 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "999 1.812907 0.0 0 -1.688219 1.945201 0.543195 1.33591 \n", "\n", " theta \n", "0 0.875893 \n", "1 0.875893 \n", "2 0.875893 \n", "3 0.875893 \n", "4 0.875893 \n", ".. ... \n", "995 0.875893 \n", "996 0.875893 \n", "997 0.875893 \n", "998 0.875893 \n", "999 0.875893 \n", "\n", "[1000 rows x 8 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Supplied model_config specifies params_std_upper for z as None.\n", "Changed to 10\n" ] } ], "source": [ "# Define the HDDM model\n", "hddmnn_model = hddm.HDDMnn(\n", " data,\n", " informative=False,\n", " include=includes,\n", " p_outlier=0.01,\n", " w_outlier=0.1,\n", " model=model,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1500 of 1500 complete in 103.2 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sample\n", "hddmnn_model.sample(nmcmc, burn=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot_caterpillar()` function below displays *parameterwise*, \n", "\n", "- as a **blue** tick-mark the **ground truth**.\n", "- as a *thin* **black** line the $1 - 99$ percentile range of the posterior distribution\n", "- as a *thick* **black** line the $5-95$ percentile range of the posterior distribution\n", "\n", "Again use the ```help()``` function to learn more." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_model,\n", " ground_truth_parameter_dict=full_parameter_dict,\n", " figsize=(8, 5),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.1 Posterior Predictive (via `model cartoon plot`)\n", "Another way to examine whether or not our recovery was satisfactory is to perform posterior predictive checks. Essentially, we are looking to simulate datasets from the trace and check whether it aligns with the ground truth participant data. This answers the question of whether or not these parameters that you recovered can actually reproduce the data. \n", "\n", "Use the `plot_posterior_predictive()` function in the `plotting` module for this. It is structured just like the `plot_from_data()` function, but instead of providing a *dataset*, you supply a *hddm model*.\n", "\n", "Use the `help()` function to check out all the functionality." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "passing\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(6, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=True,\n", " **{\"alpha\": 0.01, \"ylim\": 3, \"samples\": 200}\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A small note on convergence**:\n", "\n", "Note that the MCMC algorithm requires the chain to converge. There are many heuristics that help you identifying problems with convergence, such as the trace plot, auto correlation plot, and marginal posterior histogram. In the trace plots, there might be a problem if you see large jumps. In the autocorrelation plot, there might be a problem if it does not drop rapidly. The `HDDMnn()` classes support the computation of the *Gelman-Rubin*, *r-hat* statistic, as you would with any `hddm` model. Generally, by extracting the traces, you are free to compute any convergence statistics you want of course. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting v\n", "Plotting a\n", "Plotting z\n", "Plotting t\n", "Plotting theta\n" ] }, { "data": { "image/png": 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", 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", 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TJQGcKGGiMSGEEFKXYDgfqVNUUETVGC7W50s4KoIhDJr2PQpKK7D675ejaVpybU+JkDrPN998g/LycqSkpODyyy+v7ekQYguu28SDnihSp/BXBGt7CoTUGQrLKnC0yI9AMISVu4/V9nQISQg2bNiAn3/+GRs2bKjtqRBiG67bxIMiitQpAkE22yVERuybFqjk7wYhhBBSV2A4H6lT+CtoKBIiUyG8VGAjakLscdtttyEUCsHt5ntikjhw3SYeFFGkTkFPVM3BwhKJR4VQrZKVKwmxR4sWLWp7CoQ4hus28aDcJXUKMWRJYs8ocppTqfJE8QUDIYQQUlegiCJ1CrWIqsWJEFIHED1RFfREEUIIIXUGhvOROoW/MlKdLyRJcLMsNzmNEb1PlQx1JcQWhw4dQjAYhMfjQevWrWt7OoTYgus28aCIInUK0RPFPHpyusPCEoQ4Z86cOSgqKkJ6ejrGjh1b29MhxBZct4lHTOF8M2bMQKdOnZCSkoLevXtj+fLlhvuuWLECAwYMQLNmzZCamoqsrCxMnTrVcP85c+bA5XLh+uuvj2VqJMERzcQQ4/niCgtLJB4sLEEIIYTUTRx7oubOnYsxY8ZgxowZGDBgAGbNmoUhQ4Zgy5YtaN++fdT+aWlpGDVqFHr27Im0tDSsWLECw4cPR1paGu6//37Vvvv27cMjjzyCgQMHxn5FpN5AERVfXAyNTDhE4cTCEoTY44ILLoDf74fP56vtqRBiG67bxMOxiHrxxRdx77334r777gMATJs2DQsXLsTMmTMxefLkqP179eqFXr16KZ87duyIefPmYfny5SoRFQwGcdttt+Hpp5/G8uXLcfLkyViuhyQ4om6qqeiltftOYPfRYtzcp13NnICQOCGG87GwBCH2uPTSS2t7CoQ4hus28XAUzhcIBLB27VoMGjRItX3QoEFYuXKlrTHWrVuHlStX4pJLLlFtnzRpEpo3b457773XyZRIPUMSAvpqyhN108yVePTjX/HL/hM1Mj4h8UKVE8XCEoQQQkidwZEn6tixYwgGg1ENwVq0aIG8vDzTY9u2bYujR4+isrISEydOVDxZAPDDDz/g9ddfx/r1623Pxe/3w+/3K58LCwttH0vqLqJu2nu0BOe1axLX8UOCeyu/OBDXsWuSgrIK/PPrbbihVxv07di0tqdDThFiMQkWliCEEELqDjEVlnBpMtQlSYrapmX58uX4+eef8fLLL2PatGn44IMPAABFRUW4/fbb8eqrryIjI8P2HCZPnozGjRsrP+3aMTSrvjHivV/iPubJsgrl303TkuI+vh57j5Vg5rLdKA1UxjzGc19vw/s/7scfX14V8xgsLJF4VLDZLiGEEFInceSJysjIgMfjifI6HTlyJMo7paVTp04AgB49euDw4cOYOHEihg0bht27dyM7OxvXXXedsm+oyljwer3Yvn07unTpEjXe+PHjVSUgCwsLKaTqAaIn6uDJsriPf7Qo4r10nyJVccWL3yEYkpBXUIanh3aPaYzdR4urNQdJkvDj3uPVGiORKSitwIJNubi6Rys0Tj014jkesDofIc554403UFxcjIYNG+Kee+6p7ekQYguu28TDkYhKTk5G7969sXjxYtxwww3K9sWLF2Po0KG2x5EkSQnFy8rKwsaNG1XfT5gwAUVFRXjppZcMhZHP52MFk3pIsIYr8oneILvRUYs25yEYkjCkR6uYzhmsOlF1REx1b8v/NhxS9eA63fjrnHX4bsdRLN5yGG/c3be2p2ObShaWIMQxJ0+eRFFRESorY/f+E3Kq4bpNPBxX5xs7dizuuOMO9OnTB/369cMrr7yC/fv344EHHgAQ9hAdPHgQb7/9NgBg+vTpaN++PbKysgCE+0a98MILGD16NAAgJSUF3bur3843aRLOg9FuJ/WfYA3nfYjDSzaUSXlFEPe/sxYAsOGpQdXyYlRHCFX3rnz5a241R0hsvttxFACwdNuRWp6JM/yVDOcjxCmpqakIBoNITU2t7akQYhuu28TDsYi65ZZbkJ+fj0mTJiE3Nxfdu3fHggUL0KFDBwBAbm4u9u/fr+wfCoUwfvx47N27F16vF126dMGUKVMwfPjw+F0FqRdoRY3HHf9wO/EcdvSaaMSWBYLVE1HVkULVVFFOIxf3HC1Gms+LFo1SqndiUi3KK4LKv1lYghB7PPjgg7U9BUIcw3WbeDgWUQAwYsQIjBgxQve7N998U/V59OjRitfJLtoxyOmB1gtVExlL4hlOdTPf6tjA1RJgiG60a1YMJr/Yj8v+9R0AIHvKNdU6L6keooi34zklhBBCyKkhpup8hNQE2nyomqj7IJY4tyOixP2rO5/qGMHVtZ+1czcTdHuOlVTvZCRu+CsjnihqKEIIIaTuQBFF6gzalA+rsvkxnUOVE2W83+o9+Zj7035VCFV1PVfVOTre9rN8LYXlFVFNXGsgipLEiL8i8mxOtec0kZk8eTL69u2L9PR0ZGZm4vrrr8f27dtV+9x9991wuVyqn4suuki1j9/vx+jRo5GRkYG0tDT8/ve/x4EDB07lpRBCCKmjxBTOR0hNoPVEeWpARKlzooyN0j+9shoA8NqdkQqQ1S16Ua3CEtU0oKM9URJyC8rQb/JSdG/TCF+MHijuHdkvJMFNVVVrqMP5anEiCcZ3332HkSNHom/fvqisrMTjjz+OQYMGYcuWLUhLS1P2u+qqqzB79mzlc3JysmqcMWPG4PPPP8ecOXPQrFkz/O1vf8O1116LtWvXwuPxnLLrIc5YtWoV/H4/fD4f+vXrV9vTqTYdx31Z21Mgp4D6tm5PByiiSJ1BK1J6tW8S93PY8USJIXxHhL5S1S2OVq1wvuqdWicnCvh6U7jf26aDhYbHVYYkJFNEVYtgSMLJ0gCaNXTekkEM52NdCft8/fXXqs+zZ89GZmYm1q5di4svvljZ7vP50LJlS90xCgoK8Prrr+Odd97BFVdcAQB499130a5dOyxZsgSDBw+uuQsg1WLVqlUoKipCeno6jVGSMHDdJh4M56vHJFoiekhjJaanxF/jh2x4oorKIz0a0nyRt83VLTFdrcIS1VdRKkKSZDif0e//ovybZbWrz7hPfkXvZ5Zg3f4Tjo8tr2BhiXhQUFAAAGjatKlq+7Jly5CZmYmzzjoLf/nLX3DkSKQE/tq1a1FRUYFBgwYp21q3bo3u3btj5cqVuufx+/0oLCxU/RBCCKmf0BNVi+QcL8W2vCJc0S0z7vk/s77bjddW7MVHw/uhY0aa9QF1AK2oqYnmouI5jGzSk2UBy2NjoToV9uKsoRCSjI3yQwXlyr9ZVrv6fLQ2nEPz/MLteP8vF1nsrUZVWCKuszp9kCQJY8eOxW9/+1tV78EhQ4bgj3/8Izp06IC9e/fiiSeewGWXXYa1a9fC5/MhLy8PycnJOOOMM1TjtWjRAnl5ebrnmjx5Mp5++ukavR5izY033ojKykp4vTRxSOLAdZt48EnVEjsOF2HQ1O8BAG/+uS8uPTszruNP/mobAOD5Rdsx/dYL4jp2TaHNiaoIxt8LIp7CSBSdLK0Q5hDZ55utR9A1Mz3mc1fLqRNnL4Td/K5gDQjZ2iDJ41KepVl595pk5e58FJVXID3Ffq+xQCULS1SXUaNG4ddff8WKFStU22+55Rbl3927d0efPn3QoUMHfPnll7jxxhsNxzNbP+PHj8fYsWOVz4WFhWjXrl01r4A4pWPHjrU9BUIcw3WbeDCcr5aY8Nkm5d8/7j1eY+dx14KxGCtakVFZw54oIx0hNjgVjVhZmNYG1fZEuaL7RNkxyuuLJ6qhL/K+qEx4vqeaD392VtlNXR0y3rOp/4wePRr/+9//8O2336Jt27am+7Zq1QodOnTAzp07AQAtW7ZEIBDAiRPqMMwjR46gRYsWumP4fD40atRI9UMIIaR+QhFVS4iGelINJu77vInziLWeqJrIxwnZ8ESJXpqfs+MncKvjSaiuF0I/nM/6uOpWJKwr+LyR3DbR03iqSfI4+10X7z9zouwjSRJGjRqFefPmYenSpejUqZPlMfn5+cjJyUGrVq0AAL1790ZSUhIWL16s7JObm4tNmzahf//+NTZ3QgghiQHD+WqJzPRIpa6afNufnEAiSltYIlDjOVH644vPY966g3E7d23awHolzu0su/pSWEIU6AVlFWjdJLVW5pHhsEKfWkTFezb1l5EjR+L999/H/PnzkZ6eruQwNW7cGKmpqSguLsbEiRNx0003oVWrVsjOzsbf//53ZGRk4IYbblD2vffee/G3v/0NzZo1Q9OmTfHII4+gR48eSrU+Ujc5ceKEEnapzWkjpK7CdZt4UETVEt3bNMaSreFKUCfLau7NeEJ5ojRWvbYJbDyQbITz1ZT3pTrepOoa0NGeKMlWoYuaCKmsDUSBLvZeOhW0a5qKnONlMR2rElEsLWGbmTNnAgAuvfRS1fbZs2fj7rvvhsfjwcaNG/H222/j5MmTaNWqFX73u99h7ty5SE+P5D1OnToVXq8XN998M8rKynD55ZfjzTffZI+oOs7s2bOVUtFijhohdRmu28SDIqqWEO30QJyNOlF8JJInKiqcr0Y8UeK/rT1R8UQC8OFPOfj810OYcdsFjgoMqOYdQwNcbU5UKGRPmNWXnChxbflPcU6UmJfo9H6qcqLqh1PwlGAV+piamoqFCxdajpOSkoL//Oc/+M9//hOvqRFCCKknUEQZ8K9F2zF//SHMHzkAZ6QlWx/gEPHNeLxFlJg4n+xJHBGlNXwqaiQnyo4nqmasVUmS8OgnvwIAZn23B48MPtvRsTLxaIAbkiRbOTb1JSdKvI7yU+yJEs/tdG3Z6WtGCFGTlZWF8vJypKSk1PZUCLEN123iQRFlwH+W7gIAvLZiD/5vcFbcxxffjMdbRCWq4auN3qtpT5SdnKh4cqw40n+qsNxZCGeSIIaLyivQzGFujW4432mUEyW+tLj/7Z+xddJVjr15MnuPlaCwrALntWvi+NxO17S4f2L+VhNy6rn66qtrewqEOIbrNvFIHDdFLVFTOSHiW+VAnHN/1GWRE8f00oq/mukTZZ2oX9dE6Np9J7DxYIHy+UiR3/kgGr0gSdGeOEmS8NCcdaptde1exIoqnK8yhDXVqLr4uxeWYej0H5B9rMTxuZ3eT1bnI4QQQuomFFEW1JQIEd9Ox1ssBKvx5rs20d7rihrvE2XgiToF98zJsrpp5krV58OF5Y7P59KoKL3CEoVllZi//pBqmyjIs4+VYMCUpZj13W7H569ttA61eBSXWLb9iK39xN/HCsc5UWKzXUeHEkIIIaQGoYiywMhwKSitwCvf70ZegXODFlCHrsW7WpjKaEsgERVVna8mcqKEIU91db54caI0YL2ThugS59HXr5eDJgrK5xdux8GTZbXadDhWtEVLdh8pVvVqi4WcE8YV9yqDIXy89gD255eqc6IcvjCxE35KCCGEkFMPc6I0vLFiL7xCQ0wjb8Wjn2zAws2HMWdNDpY+cqnj84ROUU5UTYTE1RSnpjqfDU9UHEVUTQiyisrqjxnU6barJ+Y35JxEbkEZhp7fRpXHVeyvRENf4vzvQ/scJn2xBR+vPYCHrzwLfTuegSYNnBePMfNSv79mP56cvxkA0Cglcp+cV+ejJ4oQp3zwwQcoLS1FgwYNMGzYsNqeDiG24LpNPBLHCjoFFJVXYNIXW1TbjOykpdvCoTx7bOZFaDlVIiqRCgPIIY5JHhcqglLcc8UAdXK+0Zv9eFbnm/tTTtzGkonlvmhLKEhSdNchvdLf/2/BVgBAi0Yp8AiFGGqih1dNoW3iLLMltxB/eftnZLVMx9djLrY1lp2cOgD4cU8k50o8veOcKBaWIMQxubm5Sr8dQhIFrtvEg+F8At9uPxq1zU5O1OcbDuHFxTschduIxtSW3ELsOlJk+9hjxX6M/mAdVu4+pvt9ZYKG88nT9nnDjSxrq9luPD1RPxkUMKhO49RYvIv64XzWniiZnUeKVaKhNvtHOQ1r03o4tWzLU//uHS8JYNLnW7Bmb/SzsxteJ1b+E19kOL1vQZVoS5zfZUIIIaS+Q0+UwF8/WBe1zY6IGl113CVnNUfvDmfYOpfWlvrTKz/i5wlX2Dr2qc28rZ0AACAASURBVP9txpe/5uLzDYeQPeWaqO/VhSVq3mOwZMthfLv9CJ687hxFAMWCPO+UJDeK/VWGfgyNZc2w02w31hC84yUBvPzdbtzcpy26ZobfJGnFSzyIR4imXolzK4+oKrSslkTUhz/l4J9fb8PsP/dFz7b2Sow7fZ5/+3A9vt1+FOtzTmDeiAGGY5mN6lV57eJTnS+RKm0SUpuMHTu2tqdAiGO4bhMPeqIsMLJ59OyZ0kCl/XE1Ax8rtl+2eltuoen3p7qwxH1v/4z3ftyPd1btq9Y4spEoNgiOd8NdO812Y/WyPPrxBrzy/R78/r8/KNs8BiqqOvZwLM9Urzqf9jLNPFEuzXlryxP16Ce/Ir8kgDFz19s+xqn42HAgXE7+l/0no75bu++E8m+zYd0u0RMV+0sN8VhqKEIIIaTuQBFlgZMQmjQHifZWIUZGhEISdh81z8NSVQOLo7G783ARHv14A3KOl+p+f+hkbJUKZeS5+pIi3qx4F5ewE4714c/qPKYJ13QDALRrmmo69uqqPJjSQCS3qCYKS8SSQxcVzheKDin0VxpXq3O51AKgNioYiuvOyfmdzjXNZ+xNHfbqauXfZiGZXgPvqeNwvpC16JcpLK/AVosXLIQQQgiJDxRRFjjROkaGkx6xhkOV2SjLrGruGcfX1zfMWIkPfz6A4e+s1f2+Onk+QGSuPq/giYpzOKIqJ8rgGezRiNRzWjcCAKRYhCrqeSLnrTuoPw/TkcyJ5Z543NGeKO0k/BVW4XzW4nzP0WLM+m43ygLVKx+uxw0zIv2ynERJOnVmpiVHXoaYvUQx+9XyePRnWJPNdq/7zwoMeWm5bi4XIYQQQuILc6KqMDJMjUKB9LY6MZD0xj1cWI4WjVJMj7NzBrG6XDyT0Yv9YZGwLU//bXd1TyWLmmSViIqzJ8pmTouIHJplFRZ2qpwzsYgo7dzD4XzqbWZV/1xw2Qrnu+xf3wEIh6c+fs05judphhjy6nKQbOb0RYLoUS7yV6JRSpLufmbP2yiM03mJc/vhfPvyw566zzccwm86NXV0HkLqE+vXr0cgEEBycjLOP//82p4OIbbguk086ImqwqjxphN71UnuhZ42+GbrkbicozqJ7HbweuKzbNbuO47HP92IgtJw/yF5rm6XC0lVb/Lj7YlSF5awd4wsouKZk3Kqc6K03hidNlGm4XyfrT+oChWzWldrsk+Yfl9dtBrlSFE5Xv5uN/J1cgud/A5oXzqYN+Q1Hlfr+YtlLoBa9Nv9/4sdbzUh9ZmlS5fiq6++wtKlS2t7KoTYhus28YjJGp4xYwY6deqElJQU9O7dG8uXLzfcd8WKFRgwYACaNWuG1NRUZGVlYerUqap9Xn31VQwcOBBnnHEGzjjjDFxxxRVYs2ZNLFOLGaOkemdly+2fTy+ULGBixJodFzUPVTif/TnZJUkwEAvKIg1YnXq9bpq5Cu/9uB/PLdwGANiaGy417XG7FG9Aid9+sQ47iIao3fnKl+u0QEFNVbCLpU+Udu7Ldx6Nyg8zC+fThohZ9h+r4SoIWolyz5s/YcpX2zDy/V+i9nXy3Ea+/4uqeISZ6DH7zkhEOXkpIEmS2hNl8zhz4UcIIYSQeOA4nG/u3LkYM2YMZsyYgQEDBmDWrFkYMmQItmzZgvbt20ftn5aWhlGjRqFnz55IS0vDihUrMHz4cKSlpeH+++8HACxbtgzDhg1D//79kZKSgueeew6DBg3C5s2b0aZNm+pfpQ2MkvWNDBc9A7y64Xx2jGM7p3CSRxELooH49P82R84V43j7j5ci+1gJpi7ZER7f5UJ6ihcnSytQWB5fESXeDrvGtUsJ53N2rpqqYBdL2XptSNu0JTtVn0OSeXU+LZYayvZIsaEN59t0MOwlW70nOh/owAn9Qih6LNiYp/psVtjE7Pka5Uc6KQqiHd7uenXyHAmpjwwZMgQVFRVIStIPxSWkLsJ1m3g4FlEvvvgi7r33Xtx3330AgGnTpmHhwoWYOXMmJk+eHLV/r1690KtXL+Vzx44dMW/ePCxfvlwRUe+9957qmFdffRUff/wxvvnmG9x5551OpxgTRoaHk7fYjsL5dD1R1saPeFyDZP1CBzVVnU8mSQjnW7g5YnTG2sfG53Vjw4FIOWm3G0j3JQEoQ1F5hfGBMWCnxLmWWD1Rlt6aGIklnM9q6s98uQWtG5tXHxSxurZYtXtBaQUCwRCap/tM93NSWOKBd6O9U3ro/f6ZeY5MK0caTLDcgcDRhlfavafxDoElJNHo1q1bbU+BEMdw3SYejsL5AoEA1q5di0GDBqm2Dxo0CCtXrjQ4Ss26deuwcuVKXHLJJYb7lJaWoqKiAk2bnrrkaKN8ECcapPqeKOvjxePaNNE3emtaRHmFymMlQhU2PSOvLBDEjsNFpuP5kjyqvjruKk8UABTF2RNlp9muWNhCng/gXBiInoroZxX7c4lHOJ+W2T9km+ZEabFaV7FWajxv0iL0/X9LLMWz20FhiaNF9nqw6Z3TzNtkdg+MBJbfQaidXChCxsyrLM4lKU45i4QQQggxxtFf22PHjiEYDKJFixaq7S1atEBeXp7BUWHatm0Ln8+HPn36YOTIkYonS49x48ahTZs2uOKKKwz38fv9KCwsVP1UB6N8EEfV+SwMVUmScO+bP+HWV1frGmB23iCL8zE6X0036PS69ZeN3qn+8PJKDJr6PZZuO2w4XopXLaI8bhcapYbd2YUGxvSJkgBufnkVPvwpR/d7I9Q5Uervvtl6GOPnbYzySNitzqclKBjSbjfw0p/iU22nPIby4XbEtJMwMEsRFcO6E0VC9jHzEDwHGso2eoLd1BNl4o0zuj9OPFF7j6lL7ZvdclEAJ1NEEUIIITVOTCXOtfkIkiRZlhxevnw5iouLsXr1aowbNw5du3bFsGHDovZ77rnn8MEHH2DZsmVISTEu9z158mQ8/fTTsUxfF6O3+05yiqwKCfgrQ/hmW7gCX+fmaVHfVzgM5zMy1MR5xLNPlIzWUyOjN//Nh8Li9pO1B3FZVouo7wHAl+SGaPe5XS4lVNGo39C0JTuwJvs41mQfx81929meu1mfqHvf+ln3GHlpO/Hqrd13HN/vOKZ8TvK4VeKzOo+lOIZiG3aaFte2iFI3lq3prKpo9AS72X0zuwdG4suJJ+pEaQAA0Dzdh6NFfuMXOpKEv36wXvnsNehRRcjpgt8f8T77fOahwYTUFbhuEw9HrywzMjLg8XiivE5HjhyJ8k5p6dSpE3r06IG//OUvePjhhzFx4sSofV544QU8++yzWLRoEXr27Gk63vjx41FQUKD85OQ480hoMfREOYiccmJk653Pztt10Y4yMvAqa9gYFZPmWzeOCF2zt+zae7MvP/KWXeuJCkmSIjiMwqmOCCFaU77aZnPm1Stx7iQy8uG5G/DSN5HiDVNvPt+wYhsAvLN6H/pP/ga7jhRbjh2LiDLy6InIHri7+3e03NeqaIbRuiv2V2LN3uO6LxycrNuaCFnTu6+yt6kiGMLxkoDmO+fhfE48UbJnrHGVV9boluw4XIwlWyOe3lrQn4TUKaZPn44pU6Zg+vTptT0VQmzDdZt4OLJEkpOT0bt3byxevFi1ffHixejfv7/tcSRJUiluAHj++efxj3/8A19//TX69OljOYbP50OjRo1UP9XBOCfK6O2v/X1lRCERawUtW54oE29LPBDFgBx2B4TfshvNSesRG/JSpCy+L8mtI6LCn40q0Yn37+XvduNkaUB3Py3qwhLW98blilyvE6/k/uORcLSUJDfOa9dEJT61Qz3x2SYcKijHE59tshw7lrLvdkTUmyuzAQAZDZNx3XmtTfeNNdfurjfW4OZZq/D+mv1R36lFlPk4ZoJUi91d9Qp2yGJo2CurccE/Fut+p4dWYMneWyeeqMKq9gEREaV/PrHNAFAz3mdCCCGEqHH8Onfs2LF47bXX8MYbb2Dr1q14+OGHsX//fjzwwAMAwh4isaLe9OnT8fnnn2Pnzp3YuXMnZs+ejRdeeAG33367ss9zzz2HCRMm4I033kDHjh2Rl5eHvLw8FBdbv5WPF8bV+eyPYZXSJBrteqLNTr0AcQyjN+GqZrs1YFCJgkecw6Ith9Fj4kIs3hKd/6Q1ukuFML0UrwdimlUwJCkhSXrXeLTIj6Xb1I2J7TYYVfVGsnVE7NX5ZJKqLs6O4a8XBtauabgoxeQbewAAiv3Oc6IKy+wLr2Sv21IwxhrOJ/dg+njtgegxhXWrPb/2fEYlxPXo29FegRo9wS6vv5/3RTcPNsuJ0n7nqxJRTkqcR3miDPYrCaifbU31JyMkUejYsSO6dOmCjh071vZUCLEN123i4Tgn6pZbbkF+fj4mTZqE3NxcdO/eHQsWLECHDh0AALm5udi/P/KWORQKYfz48di7dy+8Xi+6dOmCKVOmYPjw4co+M2bMQCAQwB/+8AfVuZ566indsL+awLBPlAPD2arss2jbyOF8rRqnILegvOp7Z9X5jPZX5ZbUQLVj8axaw7M0EMTwd37GnsnXGM5JS5JXbRAHQ5ISrqX3tn/Gsl1R20oshMX2vCKs3pOvEil2nq0LsfeJkvFUCUJRRDmpXic/Q7liYbHfedl3rbfCDJ/XYzk7q3A+q+vz6eTVib8/2vWiFZdOXg50bp6GH/dG948SKfFX6l5TrCXOtd+lJHlQVF7pqBGuXC2wSZWIMvp9/8836p5fNVGRk5BE4sYbb6ztKRDiGK7bxCOmwhIjRozAiBEjdL978803VZ9Hjx6N0aNHm46XnZ0dyzTiipGxFM8+UeIbYrmQRefmaYqIstNXSLSPjELdgg5D1pwiig+9ECh5jodOltmahySpvXDBUCScr0Lnnuh5VUoD5p6WwdO+BwA0TUu2NSeR6nqivDqeKCM7Vy8vTj5vmi/861pukL9nRKAyZCucTybJ47Z00zn1RAUqQ6rcNV9SdI8zUcRoBY32sxOhYGff7PwSXVH0497juPTsTN1jzASWViylJIXXgF2PKRDxRDVSRFT0PodOluGX/SdV22qjKAchhBByusFauFUYvVmvqXA+GTE0zo6xZycnqtLGPjKSJFWroa2e8JNLLA+a+n1kP4sqZ0HRCyEBXhNPVFlFtGCy8kTJiMUBnBaWiNU2lWsgqPK+DE7+U/aJqFBP+Rkmqar72Z/MwZNlkCQgVUe46GGnuptlOX/N57dXZeONH/Yqn/U9UcJLBo1nWPvCwJmICv/XrHDLgRNlumt55rLdhscYCaKjRX6lCqdMx2bhapwlDsrTF1XlvjWq8kDq3fIn52+O2kZPFCGEEFLzUERVIRtpQ7q3VG93EA9nlYtgZXiaCY2i8grsOFxkKydKnIfVW+nx8zaizzNLsD7npOl+evgr9QtJtK3K4RGrnZlde0iSVAI0JHii9MZfsuVI1DYrT5TRea1wuVyK+Cn2V+KLXw85Po9cpr15eqRkqVk4nNZwl+cpihu7drIkSUq4l5xbZYXX7TIMx5MFctDi90Ir8vZoeh7plckXhZK25YDW4xlLY2uzPKri8kpdr6oZRiLq+YURj9vvz2uNgWdm4KnrzgUQFod2+sEB0Z4oPeG860h0I2uHl0EIIYSQGIgpnK8+IhtQXk3pZCeGlXWz3eht15/fBst3hvsJmRmGd7y+ButzTuKufh0i57PhibKyNedUNau9fvoP2PX/hkRdvx6SBLy0ZCemLtmh+73evMwEZigkReXDyIJBa3D+nH1ct6eXkzf8MnacOeGcqMjnUe+vw7U9zSvXaZE9Cl0zG6JzRhr2HCsxXStaQat4olQiSoIH1h6jhZsPY966gwCARilJFnuHMSuA4fO6EQiGLH8vtJen9STpCRpx3Wqfu/ZlRizhfBd2aoYVu47p7lPsr9T1jplRFtAXQzuFMvU3XNAGvzs7U3U9Jf5KNGmQrHeoZk5hD7H83PREf6nOumdhCXK6M3/+fJSWlqJBgwYYOnRobU+HEFtw3SYe9ERVIRtpSe7oIgd2sdpXzwjKSPfhsauyquZgbVgv3BypfGdkiAdNEvTN+LTK2LaDkYAC9It0mHuiohutGhWW0KuSBgDlMYgoO8bmf2+9AG4HleD0EC/9z7/tBEBdiU6L9prleyM26zXzon289gDuefMnFJRW4NcDEUHm9bgwaei5lvP1ut2GAlPOy7Iq1a09XCu69MYX10B0OJ/mnjgIZ5T3vaKbfm4TEBZRFQ7Fh9E9EHMBU7zhEMokj1vxvtnt8xXxRFWF8+nsIzelFmE4Hznd2b17N3bs2IHdu43DcQmpa3DdJh4UUVVEPFFqg9moeIMeRoZt9rES/LgnX9e4cbsihpAd40fsESRJ+kJAFRrnwNg8dLIc+cV+6x0t0CsXb+qJkqQoA9qosIRRSJZeAQoZo/whq9u9/ZmrcFX3llF9hqrzpl8JUzR5LlpPm3w6cW2aPdZHPtqApduO4Jkvt6i8aEkeN+7s1xFtmpiH9XncLsN107AqP8eqQIL2nms9S3rji/to94863snLjarfbY+Jl7WovFL5Xb+2Zytb4xrdg8OFkd8huaAEADSsEqB28vckSUKxLKJkT5TONTdIjg4mYJ8oQgghpOZhOF8VlQbhfBsOFKDYX6kYQGYYiaBLX1gGAHjj7ugmwh6XSwmfspN/VazJ/akMSUiO8p5FxnFibE5dsgNTl+zAmscvR2Z6iu3jtNjxRA08MyMSxihJ2J4Xye0o9lcq92TeLwfxyKCz0brK8E/SPJ9krzucZ2LSf8eomp2VwPRVeRHcmooEevfcLh6Xca6XMr5BEQXx2u2I4zXZx/F7oWmuLOCs+lWZfS//HhiFssloZ6f1JFl6ojT7W1XrE5m//iBK/EHcemH78LhVJ/OYVJYo8VeiMhgOsUvyuPHgpV0wc9lu0zyyypCEimAoak2KiLlfaT4PjpfY80T5K0PKNUZyoqL3k71UIgznI6c7DzzwACRJUtpTEJIIcN0mHvREVWEUzgcALyzcbqtJppUnafPBwqhtbrdLKKJgPU+tIaV3TrUnynpMLSt35ZvPwaL+ta6IMrk2SQJeWxGp3Fbsr1QZpoOFKn/a0DrZi2eWo/PR2hyD8wohhCY3SiuiqhMu5TEpmCGjvRZZMNkpkS5SGZRUWVPyPbVqVOt1uww9Xem2PVGaudjIaTKrzufEE/XQnPX4+6cbkVtQptrXLN2vxF+peDO9bhcu7BRu0NsoJcm0EuK+/BIs3Jynmo94e8VDZVFu5/8lckl6lysSQqk3C71iNPREkdOdBg0aIC0tDQ0aNKjtqRBiG67bxIMiqgqxsMQbd/dB+6aRRfzmymwMnf6D5Rh63gGrUtRuwRNlVfFMj8pQCK+v2Iv73vpZKVWuLhfu3KDSe8svXofVkIFgKOq6tdcm3iutQV0aCKpC14qEN/daA7RBVdluvWITMhtyCnS3i2c1CwfUag4nFRu1aEWUvzKIbXlqcb3xYIHqOuV7lWQzJ0rm4MkyLNoSyaGTRZRVjpfH7TL09DRUelVZ5URpw/nUn/WelygIogpL6OREWVVklHOK5N8BrRgW8VeGVN5oOf8sGJJMvV5XvPg9hr+zViXUZbEEqMP55PtvpzqfHMrXMNmreND0nrne3OiJIoQQQmoeiqgq5BAqr8eFy7Ja4MWbz1N9vzU32oukRc82MjPugfDbcVkwmBlrRoRCwD++2IIlWw9jclUzU1V1vpjG1DHMHA6jzYvS2n8hlbcsenBRMIiUaQxnuWmrmWEqeyS0mAk5kZr0RL28bA+umrY8ar9Xl++JOp8qJ8qmjtsmhEnKx+8+Wmy0e3g/twsFZfq9wyLhfOYiSqsztfpF2wsLUItTbXimVrgeLvTjnCcXmpbm35pbiBnLdimCz+N24Zoe+vlOYRFV5Y32uCAvv3APM+vnvVgouy8LyCHdW6JrZrqyPdmg4qQesgBMT/Eq9078NXnl+934v4826Ap6eqIIIYSQmoc5UVXIwkM23o3yFiqDIeQWlOt+pycGyoXcET3TJuyJirz1dopoRH23/Wh4HDFMTTOnymA41yLFpPGqX8fIE8cp1zGAtWjFo/bKRE+F9rY9cEkXw4avL3+3R/VZLvt9rNhvGEtsdF/FzVpPyYRruin/1npu4imijKocPr9wOwrKKjB+SJZuYQkjT5SZgS57V6xsbI+JiOrQLOyhtbMGRLRCVD/kU8yJMu8TJXP99B+QPeUa3e8emrNe9dnjduHZG3vgy425Ufv6K4M4VtWI2esWPFGSZEv0iL+H8v2dcO05qn0ceaKq/v/TMMWrrD/xmT+7YJvucYC9sGBC6jM7duxARUUFkpKScNZZZ9X2dAixBddt4kFPVBUVgicK0DeUA5UhPPDuLxj43Le6Y+gdU1oREWN6lf7crkhOVCyeKPGcB0+WQZIkVfls7Zyu+fcK9P7HYlNPghwWKCIacDnH9T07IlojWRveJ05LO8dHB59tWNxAK25lw/Td1fsx/dtduscYCQ7JxBMlGvGpGsEZFxFVde40nRLVMq98v0d1n+yE8+n1DZJJ9obPnWQgUGW8Hn0R1TkjDU3Twg2DrTxRgHq9ax+nnogSQ/a0IkrOwRLD42TsPg+P22V47YHKEN7/cT8AYM+xYiV/ysgTpS00Iwoj+dFozySv1c9/zbW8f3IVzgbJXmUceVyrnKpQSIIkSfhux1FDLywh9ZkvvvgCH3/8Mb744ovangohtuG6TTwooqqQDTjZ0Ln4rOZR+5wsC2DJ1sNR25UxdIwt0VjSM3A9bpetYgNm5xR7xeQWlGs8UZF9JUnC9sNFKAkEsfFgOE9IKxC0c1bGMbHb9PROVDifdgdhg1YQuN0utGhkrzqgWIDihUX2m/8C6msSe/sAwHVCQ12t4a19zjnHS3HNv6ND8mREJ4yc32JXMItzd7tdylhGhx+v8qboIXtX7urX0fScHrcbg89tAQDo3qaRsv2681ojNTk8hlVhiYMny9Bj4iJkHyup2qK+h3pl8FXNdivVF1hYJeqaVYk4Eav8LBmxEqYWcT4rdh5TeYf1nlWaT/17I3rKZC+r1vuWVFWp78tfc/HE/E2mc5V/J7xulzJOIBjCWyuzsVe5p/oEJQnLdhzFXW+sQb/JS033JYQQQkhsUERVIVbmAsLG+bghWap95GRvI/RyiURjs1TH2HO7XI4Na5FgSFIJieMlgajGtTJ6hmuaTul23T5PJjFger1qot6Wa3OiTEIOASjV0bRkNExWfRZLSBthVLhPPu+izXm49j8rVN+1EwqLaEMEtaJs+re7sPmQcc6ceLSnSpDZzVUT741HMKiNCpas3H3McCzZyzrh2nPQPD1ajCj7uV34+9Xd8MIfz8Pb91yobG/o8yqi245wKasI4qVvdgKIzonSyxUU10wgqB5f9ow1TVM/fwA4aRB6qCVcCVN/vYjnfvyabqpS9HoV8MTiEYDaEyU/Wu01Jwti/OO1B0znKg/ndrmQKrwkeep/m/HHl1eaHrvrSDFW7TavsElIfeaSSy7BoEGDcMkll9T2VAixDddt4sGcqCr0+kRp+8pY2b16Cd2isVlu5IlSQgjDltPynUcRDEm49OxMy3lrw40qgiGVGBO/+/unG6OO1xMwfh0D2UxEpSZ7osLsosL5TMYTPULDL+kMIFq4yGgFTLLwvJINalhbNduVDX2Z9+67UGdv4zlYVbsTr8WpYBbvk9sV/gkiei1+uu4A/rN0F3q0aWw4lii2fSbi0+N2oUGyF3/o3Va1vWGKVynkYeWJkpHXgVY06oWkicUmtJ6oglJjEfXRz/ol7LV4XC5dr6l87sapSSgoq8DAM5sr8wt7oqLnqhXv6nC+8Ny1S9isn5QW+bm73UC6L1xcQl4KhRYvcwDgGxOPuZbKYAjzfjmIJK8L1/VsHdUrj5BEo3fv3rU9BUIcw3WbePCvZRVKnyjhbbHWOLYqK63nXRDfYuuF87ldUPWJKq8I4t63fsbds3/CT9nHbcxbbeR9vTkPB05EQtPEKc/75WD0nHWFn44nyiScr0GyB707nKHapq2+phUy4qegJCmekaHntTE+EdTiweN2oU/HyHkbN9Dv6WMUzqe3b0bDZAzommE6B60AatPEuCEroA53lJ+1vFasmuqpwvlcLmV/7XN7eO4G7DlagvnrDxmOJfaHMmuoa/Rdh2YNFE+UnZwoIOJx0t4zPRElbtMWX5C9TWc0SIo6rsiGqADC12V0vwPBUKQKoibEVm/9aAWRXm82lyaE0Yk4UUSUywW324V0G82+Rcz6psnI67+0IohHP/kVD8/dwMp+hBBCiE0ooqqQRYJoZGmbklqJKN3Gt8IxRf7osCO3W90nqrCsQjEmNx/U728kUuyvVBmfs77bg+93HFU+V4ZCuuJOfNOuZf4Ge2JLJjXJg5m3X4CHLj9T8XBYe6KE860/iKNFfgDmxj0QER9Lxl6MTRMHq57R0SI/Rr7/S9QxxtX5rMO09NCOZ9ULTDSmZWFut9eUuFs4nK9qewzGrpijY5Z/p30GL9/eG/83+Gz069xMCOezN39ZDGnPpxcyKm7TVoiUX0A0To0WUXaa1wKRe//h8H54/a4++OdNPXDPgE7h81VERJQqT1GSdAXJsWK/6rO8DiWN51BEfEFjuc41DZYb64hHM8RwTb2CNvnFfgyYshT//Hqb6v4ZeXMJIYQQooZ/MauIJINHtkV5oixsNb23uOIxoodIxuOK5GlUhiRVWFy+SZEAmeun/2AaZhiSoBSREJE9RXoCq7wihH356uR1szfUDZI9yExPwcNXnqU0KY6uzqc5SNggGqmiDSc2PNbOI9njQWqyBydK1cJ0wca8qIpkRlPXu28+nepvWrQCSE8QiLj0PFE2NZB438PhaLKxbu94o3no5flo5yhzVfeWGPm7rnAJ+Tl2w/kqFE+U+h5ZeqIqtfc4fL5Unfw7u4Ul5Ov6um2JOwAAIABJREFUTaemuLxbC9zStz1uvbB9+NzBkHKvVSIqqB/OJ4t+GY87+rlovV7JmlBhM/GtfanTKMWZiBJzB/XaNby+Yi8OFZRj5rLdyn1P9rgtPaOEEEIICUMRVYVs1Lp18lci+0jonJFmPIaFJ2pffmnU926XOnSoxB8xCLVvu2NFr8yxbPgbGfNaI9FuYQlZhGiFhfZ4o/OKRtzTvz8XgLpCnOwtkOsD3H5Rh6gxtBXJjASg3jWl2PBEaW1qKxHVt2OkSIZTT5S2Op/bIJzPDuK9NcvJMvOSWIXzaW1wObfJrIS8jConKqgvVBvolIT/yKJIg4yeF0sWNidLK5RzetyRtgNBSbLl6VI8UcK2aE9U5H+3gWAIg6d9b9gzKqiE84U/m+Ww6ZEm/E4u2hydHyU+Dvn6rErfE5IovPTSS3jmmWfw0ksv1fZUCLEN123iQRFVhaQxWgC1VwSoMlxN7Aw9Yz1oYSy73REDbF9+KY6VRMTLiRJ7Vces0LPT5Lf3RgJDm79hZrOL1cNko9RKWEi6rYfVwlUWHJsOFuLFRdvhrwxGhTl1ykjDnPsvMj2XUSU8eat4bXp9iADguT/0VP4d5Yky8YTcf3FnTL3lfOWz/Kxzjpfh7tlrDJs6y2ivV747X23Kw4ack6bHahGvzUzEGVWwC48R8UTpeVK0JfONcqKCIQmjP1iH576ONI31q6rzae+xsYiyw5mZDXFu60ZR28UGxpLwIiUidu012/W4o8WtNidKm0e143Axdh4u1h1Pvrfy74NV+J+WCuF+nywz92jL99pOpUtCEoFgMKj8EJIocN0mHqzOV0WkLLGYt+DW3ccIPVvLyv4SQ4cA4M+zf4ocG6ckb71xjhT5UVBaYRhSpA2RMsuhUVXIk3OiNBeuPY2RDS/eC9Fs/PfSXUhJ9kTyVoTnZGX8Gd1HvWtP0embBQA392mHGd/uQnZ+qa38Hpm/X91N9Vn0dC7bflS7exSy+JBvi3z4lK/C4iN7yjWWY8iIXjazcD4zg10MdwwEQ1E5ZNpjzXLvPt8QLoLx6FVZqn2BiGhSPld5qfRK8tvhd1mZuqFqXh3vi9ftQkiKeIetXgiI46jC+TTLMskbfS5tvykZ+ddHnrO255QVYh6UntdRHE4J56OIIvWEzMxMpKWlIS3NOHKEkLoG123iQRFVhVgNS0bPE2XW30c3nM9CeYnhfFpkI9+qcIEVesdP+WqbYojroRVRZuFjYu5YcpVRHZ0TpQ3n0x9PNO60huPW3KJI2KV4TotkeKNzLdiYF9Vk10hEARGBoDVK7RjZMk5TTmRjWL4XeuXU7eYEiR5DM++KNidKRLzXFUEJVppGPo+c9/bG3X1wz5s/6+4r3sdyTXXH6nqiGqXoTzRJx+vmdrvgDkVElF443zPXd8eEzyINc/XCLLV3UW+dGv3vIeKBDH/WE3tmiM83qCOYxdHoiSL1jdtvv722p0CIY7huEw/+1awikhMV2aY14iVJMvUO6RaWsBBAbpfL0GiV51Rdh5Qs5M5v18T2MVrD3GwOon0n525ElTi3eV5RUGpvi/h2XfREWfXfMYuoHPX+L6q5meWeyGFuWrGsvVYzCsvsleOW+e/SXVXnUIspGUmScKLUugAJoA7nMzOYU02EinivC8oqMH/9QaURbng+6v3lj3JYq8/rMRSS4n0Uq//lFpRhTVW5f73GznZopJMPBRh7osTfSb1KhAPPVJfB1/s91z4rvTBJ7UuWimAI4+dtxPz1B1VjOPVEicVarHqSiYUlCCGEEGIP/tWsQq9BptboySvw677VlYnFE6UN51ONJ3uiTEewRp6D1VxExOpruQVlpoaY2hMVvmclNnN9tIjiSBt+JRqG4jmtEuK11y3e7215RarvYvFE2e1TBDgTskB00QTtUvFXhnBcp4rjuCFZUdvEfKXX7+qLFo18UfsA1o145fvw2Me/4qE56/HXD9Yp3xt5HOV75nW7DI11sYmsKOIfeGet6hp6tXd2DwHjvkl6AlxsgK2dizgPEXmNqTxR2sISOuF82t+DT385iA/W7MdP2ScARMSTWYjl4ocvjtqm8kTZDueLzctHCCGEnI5QRFUhJpXLaO2rke//ojT91EPPEzXuk19Nzxtutqv/GCKeqOrJqJAkoaC0QrfUuRHy2/cPf8pBv8lL8eT8TYb7im/tfVU37dkF6lBBrbFodEmicNLajWKelUdHuBmhfS7isdp5GBWWACJeC61RuvdYid7uuqQme3BZVqbt/bVohWV5RVBXRKXo3JNWjSNNgX/TqSl+/PsVts6hRRatK3YdAwB8J/Ql09rr8v1VGtl63IbPa8uhQuXfYmjfhgORdetLcqNr84am89NDLPktoiei3C6XSsyLxS8i81ALDtnbKa4nrfdIP5xPs5Y0rQXklwVG3up0nxdntkiP2q4SURb//2BOFCGEEOIc5kRVEVI8UaIRH224lBqUdgb03/iWmOwPVDXbNfCkSHHzRAGPfrLB0THydU7+aisAYPnOY4b7iqIk3SD3RLbjiv2VaOjzGnuixHA+jeEohvOJX1mFIWlFqNftgig77I4lG7KigV8WCOLgyegS8mbEmtcDRAvLsoqgbil8vZC883S8YH+9rCtW7z2Opg2S8fXmPFtzSPK4DZvtRomCYyXIL/YrhSy8bhd8XjdE/58kSThUUK4So0Z5Xj6v21GlOo/bhTGXn4mre7Qy/F5L+DlH1sGhgvKofdJ9XjRNS1YErHzdZuG7eoJN+/+MUo0HV56e03C+gOB50/VECVlR8ssJH8P5SD1h0aJFKC8vR0pKCgYNGlTb0yHEFly3iQf/alYRKSwR2eY0mTu6apt1rozHNCfK2jAzQ36zHJQkLNTpFWNGpdAzxwrRwOsj9EQSCUkS3lm9D92fWogPf8oxFIYeE0/Uyt35uue0yokyC+eTIKnC18wiHuV8HNHA33202HHOmlnIoBVaY7osEMTDc6MFsvYct1U1ldUydtDZ+HB4PyQ58EKYCU29e9H7mSWRqopuV1RFv5AEbKzyNskeI7E6n/i8Gvq8usU1jLioc1OMvvxMyzUi4na7LENE3W4XVo67DP8e1gtAxNsjXr72WenNQZuvF+U1tQjnM1p6qup8eoUldML59MINCUlENm3ahHXr1mHTJuMICkLqGly3iQdFVBV6zXadvv3VGuvf2ShhbVadTy9EyAmyOAiFJMd9ZvTuhxHi2N1aRffiAcL35omqamaPfvKrcTifsCLNwsochfOFoj1RMuUVIeQKngYzwSp7d0RvZM7x6AbKVrfMLGTQCu3zMPIIWZUe1+IkZNRMkBjdPyUnyuOKel4hSVKqJHbNDIfqBYKhSGNlYepN05KjmmCbEWuxBJfLWkilJHmQVrUm5HxISXgcUTlROuNp75e2aKLLRk6UHuqcqOg1oludj54oQgghxDYx/dWcMWMGOnXqhJSUFPTu3RvLly833HfFihUYMGAAmjVrhtTUVGRlZWHq1KlR+33yySc455xz4PP5cM455+DTTz+NZWoxo99s157hIu+mNYg2HLBuhio229USqwdKRjakgyEJLRulODpWr+S7EeI02zdtoLvPiVJ1LpmdwhJm57aqzldYblwxTtv/y66IaqCIqEjIlVyAQyw0MPf+fujZtjE+HN5Pd5yUaiTwa29JWYV+UQutULN6jm2apJp+L6L1WIjXbiyiwoa6XmGJkCQhtyAsojplRPKdZE+uWBSiUUqSI0HR5gz716XFjvdK9opFPFFC8RMbniit50lbTl2+VKNrNroTovfJKidKzFcjpD5w55134sEHH8Sdd95Z21MhxDZct4mH47+ac+fOxZgxY/D4449j3bp1GDhwIIYMGYL9+/fr7p+WloZRo0bh+++/x9atWzFhwgRMmDABr7zyirLPqlWrcMstt+COO+7Ahg0bcMcdd+Dmm2/Gjz/+GPuVOUS/2a49Y002PrQeDzvF8DwmnqituYWoCIZi9kTJhnRIktCuqTNjMiSEX1nuK0ww2eu2fIMPGHvXzEqci1hV5+s5cRGOFIXFkdaINLsXZk1oG+h4omSjV8xBuqB9E/xv1G/xm076oY0+E0+UXlU9Ea1hbtSjSls9zkpEjbqsK4ae3xqv3dnHdD8gWgwk2wiHlKs1+ryeKE+UJAEnq0S2KPb1Kuq53S5HHuKebZxX8pOxI6JkMS87fsTr185S0gm+03oAtSHA8u+DU09UwKI6n6jGxcqJhNQHMjIykJmZiYyMDOudCakjcN0mHo5F1Isvvoh7770X9913H7p164Zp06ahXbt2mDlzpu7+vXr1wrBhw3DuueeiY8eOuP322zF48GCV92ratGm48sorMX78eGRlZWH8+PG4/PLLMW3atNivzCFKYQlhm92woaQq4+Pb7UdRLCSGGzXmTRc6lJqVOC8sr8SYuetj9kjJ4Xz5JQGs3nPc0bGRprbW+zqdXbLXHVOzXSOMwv4WbgoXSpCNyH9c3x139++IOy7qYDiW2Vv71KTwc1OJqCpjVRQtVvM2WlctGvnwwCVdTI/VLpV3V+/T3U+bE2VlH6enJOGlP/XCFee0MN8R0WFfsvFtFhIoC6IGydEiKiRJyj0VC5PIvz/aghjitdxqkOslY9bzygpbniiX+trFe6B9zHr9jbXbtKJYCedzGFosvgwwezEAABWV9vMfCSGEEBLGkYgKBAJYu3ZtVNWQQYMGYeXKlbbGWLduHVauXIlLLrlE2bZq1aqoMQcPHmw6pt/vR2FhoeqnOujlADn1RAHAP7+KlEM26st0QYczlH+7TDxRAPDlr7m2RIrW8wBEwvlmLtutbGvSQL/pqJago3A+e+XLlXl53MaeKFWfKMtTm5KvqZx2RbdMTPz9uVH5QiJmc5c9UWVCOJ/siRK9S1bzNhJ9LsPgrAja57Fgo35FPa23y6pKpBO04sKjiCjrY1OTPTrhfJEQyYbCCwZ5Dbaq8k49ce05qvMB1nk8TgpKaEkWPJytGuuHw8ovGSJ9oiLfaZ+znT5y2nA+efrVy4nSq84nnDMYCbUkhBBCiD0cWRjHjh1DMBhEixbqt9UtWrRAXp55eeS2bdvC5/OhT58+GDlyJO677z7lu7y8PMdjTp48GY0bN1Z+2rVr5+RSopFFg3BH7PZNEcPJ1uyNeHyMvBqdm6epPhv1iYpMzdw6HX5xZzx61dlR23ccLora9rdB4f3+1Ff/fsnXIp/TzhtwrZEmfrqwU1NMGnqu+hxet+E1qcP5qmfU5RfLIqpq7KrxzGzFC0waucpejRIdT5ToXbTqs2R0XXYu1+4t0a4pMUesumjDJ2WhYsdjmqITzheSJOWeNvB5IjmGIQnlFUGl9LpcxEGvubMRydWoOCdWLDQSMUo4nyYnSm93vf8fiL8HJf5KVc+t8DjVLyyh1yhbXEdyJURtriAhiUpOTg6ys7ORk5NT21MhxDZct4lHTH2itEaiJEmWhuPy5ctRXFyM1atXY9y4cejatSuGDRsW85jjx4/H2LFjlc+FhYXVElJ6OVFN0/QbdGoRDdbGgqfHyKa86YK2yDleiiu6hYWjlX1kZZp63C7cdmEHPP35FtV2PeOpd/szsHXSVUhJcuO681rjttfUeWdetxsVwWCksIRmcue1a4INOeqCGWa5X+/ceyE+W3dQtS3Z4za8Jqs+XU6QQytlkSePbbSuBp/bAsN+Yxwe1jg1/GwLhYbLsuege5vGaN0k1daaMXredq7W7j3RGt1HCqN7HcWKkSdKb71pcbujq/NJUrhUOxD29nncLoSCEiZ8tgmLtkRK8yv5QcI9sPKeVMcTJR7rcbtwRbcWWLL1MK47r3XUnJTqfDr/H5HR8wiJwmqS5vcXsC+ikjwuVQ5ZhUlhiRMlAew5GunJFQiG7z09UaS+8NFHH6GoqAjp6ekqO4GQugzXbeLhSERlZGTA4/FEeYiOHDkS5UnS0qlTJwBAjx49cPjwYUycOFERUS1btnQ8ps/ng8/nczJ9U/Sq0WU0tDe+aOA0Tk1SBKBROF/7Zg3w2l19lc9WAlTSrx2g4PW4dd/IpyRFN0Xt1ipdOV8LnYp9Xo8LqIjkamjtqvPaNo4SUVqxKL5d97hdUaFlyV63rR5a4m1J9rqjQp3sHC+GUMnPychWvOOijqYVyuRQyJM6IirZ68bM23vbmpdRnyOrdQDYF1Fag3i/Tin2WNEa9PK5AnpJPzr4okSUpITzpSZ5q+6DpBJQQETUqIuK1Fw4n0pEuVyY9qfz8d32o/hdVnNle1R1PllE6YzXKDU6lFb8f8QXvx6K+l5+3IbP3RWZa0Uw8jtVKZQ1D2pyooa/u1blMVc8UQ774hFCCCGnM44sjOTkZPTu3RuLFy9WbV+8eDH69+9vexxJkuD3+5XP/fr1ixpz0aJFjsasLpGcqMg2u01Rxaa8i7ccxq2v/ghJkgzD+ZIchs3oVfVSnd/AKNfmST161dkqQ71rZkM8e0MPVeK+bDhKOqJSb0xx38h8I7hd0UZzuLCEwcVojpUZKrz9d4L4DCLhfPr3y+pFfJPUsJepoKqS3JZDhZhRlW9mN/QTUItDvan0aNPY1rFmaIWamYfNKVoRJZ+rwqbIjQ7nixTraJDsMQwh1fNEWd13O5Ui/3blWfrzFI51u11o6PPimp6tlKbLQGQthZTqfMa5hFd3bxmVwyX+6jRPj35pI39v5SXSfi96orQeQlFAAcyJIvWPvn37YsCAAejbt6/1zoTUEbhuEw/H4Xxjx47FHXfcgT59+qBfv3545ZVXsH//fjzwwAMAwmF2Bw8exNtvvw0AmD59Otq3b4+srHDp5hUrVuCFF17A6NGjlTEfeughXHzxxfjnP/+JoUOHYv78+ViyZAlWrFgRj2u0hZFouLZnK3zxa67pscercm9kVu3Jx5Eiv2F1PqvQHLdLHSJnlWpiNF5YBEa8JnpJ+Lde2B4FZRWKd0kJT5JzojRj+3RElFlFO5fLFVXIwet22SpCIAo+bwxvyV1wqfJ05Ea+RhrWyEMkE/FEhZ/37/8bWZ8+Bx4PcY198mB/3DgjXEBF3vzJg/1x1oSvLI81QzSIB53TAiN/19X2/KzQrgnZm2InnA+IFtUhSVKq0qUkeQzXsyyIxFvd1qIPlB1P1LltIg2iB3RtpnuskcCQBZ28zpQ7oLO71+PGU78/B49/GulGL3qimqf7kJ2v9hgqDYct1qaZmNRrtisSyYmiiCL1g4EDB9b2FAhxDNdt4uFYRN1yyy3Iz8/HpEmTkJubi+7du2PBggXo0CFcNjo3N1fVMyoUCmH8+PHYu3cvvF4vunTpgilTpmD48OHKPv3798ecOXMwYcIEPPHEE+jSpQvmzp2LCy+8MA6XaA+9EucA8N9bL8DK3YtxvCQQfVAVegZ+ZUgyDOezeuObkuRRldG2Mk2N3rZrDUhDQ1AspqH0vJK/0xQR0BlDe5lagaTXF8mqWAagFgzntGpksqc+4XC+yGfZ4DUKm7MyIuXKcSX+8LMRRYOTsDHxNKJnT56WnkH81HXhynR2nZjivbt7QMdqhbVp0XqK5CIGVuGW/zc4XNREr9mu/LvicRt7BOXCB6Kg+E2npphwTTe0bJyCUe+vizrGSZlyAHjy2kgRFPFYQ++ltjqfLHoMrqG4XN0cWRT53ds0xk/ZJ1Tf2xWmjw7OwqOf/Kr7ndUY9EQRQgghzonJshoxYgSys7Ph9/uxdu1aXHzxxcp3b775JpYtW6Z8Hj16NDZt2oSSkhIUFBTgl19+wYMPPgi3xhr8wx/+gG3btiEQCGDr1q248cYbY7uiGNErLCFjZVrc0Ktt1LZg0DicT++t8oOXRvoDacMIrQSHUVWtFI14STJ4W+3W8fgoolJzP9xuF646t6Wj+emVFLdjGoq3KatVI1zRLdNw3yevPQfd26iFlguacL6qAY2ep5UNKR+vJ46dhPOJ91v8t1mJ89su7GC5j4jH7cKCvw7Ev4f1Qv8u8W3cp12/ch8iWUwle92497edoo67qHMz5XsRSRLFh3HJf9nI92ju330DO+OaHq10j7HVMFc4n+glE1+OGFbn03huZYye08VnNVd9DumEmw6/pHPke5si6ua+7bD80d/hmp7R98GqaqKcn8jqfIQQQoh9+Fezikg4X/R3VkZIg2QP7uqnbuBaEQrZNoAA4E7h+BSdnBEzZONy7v0XqbZrp22UiyUaiP+fvTuPi6re/wf+GgYYdhCUTRHRzFTUFFNxKU3FKLGy3K9LkqWSimiL2eL1V3KzNL5ponZVLNdv92rmN25GdXNJvSppaZnWzcQFIslYZZ/fHziHMzNnhhk4w8wZXs/Hg4fOmTNnPmf4AOd93p/P+1O/5o+uxLnxvuunxuCT+YNNvo8hw+FbgPFnOrRLGxx8dqjeNsM1u542sxDtzMFR+L95Q/TORaXSn1RfX1jC1Jwo8wGKXEGUSu+8xNtNv0Z3WlUWFm9Qu6jQLdwPYxo5l8zssQ0aqitioJuH46txlVw0WLeQrlSJ8xrR8FGTQZQwnM84CBV/ppFBXsL/G1pHyvB44qypODNjajidUOJcWCfKfCaqa5gfPk+5T8isir+dhqX4gfqbAJaEzhGBXpLZpK9/LjCZFQfqM4jMRBEREVmuUSXOnZHuml7qYqmhIMZFZZyxqayuRY3lMZTeBbzhvKOGCkvoLgL7dwzC2D5tseebupLihpkwNxNr5ogvInWBVo2JOVG6C7zu4fXFD8xdoAHGGTGVynhOVPdwP0QGeRvsJ2q7iwv6tPfH2sm90cFgP1NUUKHidsUylar+IrHJQZRE1GhdJkrURr1MlLnX1D1bWlltZq96tpzfYnhs3UW4LsBzU7tIDjH1vj0c0l1tmGkVzf1RqRocbqlfBr/++cTBUfj+eiEGdWqNVVkX69piwTpR4qyROGsqzsyYCjB0bdH9CJgrca5zR7CPUC5ffDOhPvtbv6+lQbOOqT58/JcCDLqjteSNnXLOiSIns3HjRpSUlMDHxwdPPfWUvZtDZBH2W+VhJuo2c3eQG8pEqVQqo4uXimr9TFTH1uYv/PWCKMML8gaCMfEFqzigMQxuTC3qKz2cr+6x1HA+Qw19PobD+VQSr5G6VjTMRAHA6J7hiDZTvU7vfVT1F/gaVxfhXEzPuTF/EekiyjoYDmG0JOMhtEvimHXtrf//+L76Q0R1n/utyoZLwwO2zSoYfk5F5dWordVi54m6uZB5ReWSw+h0c8oM58jVarV6NzFMVefT9V9Tn9/Lo7th11OxwqLIgGXD+cQ/J+JgWPwZNlQxUFgn6vb2hup/6H4UxT8HUsVtSissC5p1isul9z9zu3DMueuFRs/phvMxE0XOoqSkBMXFxSgpKbF3U4gsxn6rPAyibjM3J6qh4WouKpXRhfnKT3/EJ2frqvr9v4e74+72ARKvFB+j/v/GmSjzxHfMq80EUaYuKMUXxa5GJc4N9pW4zmqofVLD+Qw/U6kKYlLBXUPEwY1KBaHqmzjIsWRumBTxRabhDX2rMlF6w9Hqt4vfvX2gl+Q+5pJ+7hYUQpCDVLA5bfMJbP9PfUEZqe+Xj5CJMp4TJWQ+zcyJ8rodHIlPTeo8xf3ekiCqStT3xH1VrVfiXPq1wnA+rf5wvoY+fXFADgBHfrqBM1frAhzx7yBdUGRplujz8/praz18d91wzpzbVf+mbjph9BrdjQauE0XOwsfHB76+vvDx8bF3U4gsxn6rPBzOd5u59V0ayrS4qIwzNEf/W1D/vAUXQHrzMgwu/Boa0iO+uO8S4otPUBe8GQ7dMVXFT3yXXVd9r75amsFwPolzsbawhEpl/BrpTFT9/y29S244vb9+Mdz6NtwdEYBgXw3yiyv09m5oXr34+2gYoFqViTJRWEJ85a0faFk25G/7rP4Yt/4YANsOzZL6GTny8w29x1Lz73RtMiycIq7O5+Ji+vsQ7Ge8jpLUvuKfF6kA3lC1aNytuJ/p/99E4G1Qnc/csGCx+oIUwE+/FeMvm/5Tf0zRS0tuZ6K83C1bs86Qbujr9cJbAIBC0ULROueuFwFgJoqcB4dCkRKx3yoPg6jbhLkMEs81FMSoVOaH76hVqgarqokvrA3ncTyefsxof3e1S31pYlFw9NS9HVFZXYsR3ULw1Pun9F5j6q68i14mSn84n+EFc2PmjEmVODd8jVSgqrdOVCMrh1WIhvPpuKld8H/zBqPfii/09jU1ZKu+DfXPVxtkzho/J0r0fxPvZWrIn6F7OgRi91MD4O7qYuM5UQ3vYy6ICPXXD4bE2VO1yvRwviDvuteZGs6nc6uqfsijJUGUOAuqX/RDnIkyP5yvPoiyLhNVW6vFge/zJJ8DxEGU9K/qht5Hl/2rrtGaHApaf8OEAxOIiIgsxb+at5nLRFU1UCGiS6if2eFTLi6qBudIiC/YDLMaeUXlRvuLs0riC24PNzUWj+qCuyMC0KmNfkrY1JA48dvpAi1Tn4f4AvfZUV3g5+GKFx/sKnlcHcPzUamMi2UYBiV17y36fyN6qlar1ZsTJaYrcqD3fhZmD4D6taJ0mlLi/NHebQEA84d3Fr1X/fH0Aq0G+lH/jkHo3b6VxW1pjMYEaE/dW1+2W1yUBNDPBKldjOcXGr6vqSydjq5QAmA+6NQx9fOtPydK+rVebreDlFotqmpqhV7d0HBKIYjSavFnWZXBc0DPdnWfka50u6lMlGHLDb83uqIuNVotTufchDnMRBEREVmOQdRt9VW1rHtd6tgeGNE12OwaQ3WZKPPEr7dkHod4Xo+pO8irJ/TSe2xqyJne3CODifKGGSLxBWzSsDtw5pU43BFsfvyui4tKYoFV/X0sLSzREHFza2q1wqR5wyDH0834otTSC18AKC7Xv/C1ZjifXnCoUmHVuF44/NwwPHx3W2G7+KJdr2y7xe9iO9YGUTMGdtALtEP8PPBBYj/hsTjT6+JfIvwpAAAgAElEQVSiksxKZjxxj/D/rrfLg3cO9jGq/AgA5VWWFd/Qua9LG3i4uaBfVKDedvHPlalzFhex2HkiR7LCnhTd4Wq0xrU3VSoV3p/ZD+lT+mDBiLrA2ksi6JdimMXTDZ2sqdXC38vN/GsZRBEREVmMQdRt5jJR5kzq116yOp+YJRcn5kqcSxEHWqayIGH+nnpV3qQWvTV8b1chE4Xb/+pf4hlepFky3wvQH9KngsroFrpUYQlTbbRUXlG5MJHeMBPl4qLCXaG+etusGc5XZFAFzVSxCil6c6Jc6toSISokAQBqE0Ui4rqHALAu8yW3hj4nqTWiDA3p3AaB3u4A9OeXqVUqveF9Ou1a1X8+93QIxLEl9+OT+UMkM023rAyi/DzccOaVOOyapb/OWoXoOKb6n/j78Mq+73H4Yt3csIYyYOKqfkY3KlQqBHi5I75HmPAzG+jlLnmc8X0j9F9r0C10QVR1rbbBmzPOlIlKTU3FPffcA19fXwQHB+ORRx7BhQsX9PbRarVYtmwZwsPD4enpiaFDh+L777/X26eiogLz5s1D69at4e3tjTFjxuDq1avNeSrUCIcPH8bnn3+Ow4cP27spRBZjv1UeBlG3CXOAGvmJmLtosiTQEF+keVswiVyc+ZDKquiI51KYuvDWWydKmBNV94EYFlBo7N1qcXtVKstKnIv3sTSIEjfv8E/1xQ6kzn3bk/31HjdcllqeTFRDc3oA/UBFvMuS+K5Y/nB3HHx2KPbOHWjxe8qpof78QHSoZce5fRi9OVEuKsm1jAz7XZi/p8n+bG0mCqgLNgzP6/eS+sIjUoGdlEsFpQAsmBMlKixhmHiT+ngHdgpCgsHCyX+f1hfPPdDF4LWmMlG1Rj9z4f4eeo8tzXYpwcGDB5GUlITjx48jKysL1dXViIuLQ2lpqbDPypUrsXr1aqxduxYnT55EaGgoRo4cieLiYmGf5ORk7N27F7t27cKRI0dQUlKC0aNHo6bG+j5GzefkyZP4+uuvcfLkSXs3hchi7LfKwyDqNqk1WnRa+xhXBQPqhinpNDicz4o5UZ4WBFHiYUzmg6j650xNstcfzqc/J8owQdTYIMpwPpbhgrVSQ7hq9IIoy97H1IW1VBbO8M67Jeem28fUejyWMFmdz0Tb9AJsjSumxXZAmL+nxYsOy62hTJTx4srS++k+h/k7TwvbTC+EbHn7WpnI2lhL/PNi6fpcoX51gYmlQ0OlFqqWeqmLiwprJvXGysd7AgBWPNoDI7qFGPVrw2BPdw41tfo/y28+3tNoGGGwr/TvOSX69NNPMWPGDHTv3h29evXCli1bkJOTg+zsbAB1v+/T0tKwdOlSjB07FtHR0di6dSvKysqwY8cOAEBhYSE2bdqEVatWYcSIEejduze2bduGs2fP4vPPP7fn6RERkQNwnluPTWRusd0PZ8di2Ftf6W07sXQ42oiCK/PD+dBgdT7x+3qbqMQl9t/f6++oerqbjoXFQZQlmSihOt/tCy7DYKexQZR4KFFlda3R3XepO/1tfDTo0z4AaheVMPSrIe5qF73CAuYYZh4sDaJqarXIK9Qv9iF1MWxRG0y8pam1pMSsGUIop4Y+Jw+DC/uGAqNrf97SO7bUJ2nNcM5FcV3we3GF0VA3a4n7aHm1dZmHhpqrC5JrTAznM2V83wjER4fC10N6flO1QUpX9/NcU1srFHMJ8dNgXN8IrPrsot6+bZwoiDJUWFi3BldgYN28t0uXLiEvLw9xcXHCPhqNBvfddx+OHj2Kp59+GtnZ2aiqqtLbJzw8HNHR0Th69ChGjRrVvCdBFhs3bhxqamqgVjduaQAie2C/VR4GUbfVXwMbX8BEtTa+4x/sqz8Uxtx1pYtKhVHRIdh96orJrJY4O+GlafgHqG9kK5y6XFdty9RcJwDwtGg4X/3/hYs7rRZF5VXIvqxf0auxi7iKg6gf84qNnpcawqVSqfDPOQOF/1uibj0o4yzRtNhIo22GGRVL3kL3mgsG59DY7Iep89KrDGeic5la98vWGgqifDz0f62Y2luqL7mopBe3tnTuHQAEertj47S+Fu9vijiwNzefyN/TTVh/SRfENPRzovveVUkMs2uor5sKoADjgi26/lpdq61fw+r2NsOSFq29nTOI0mq1SElJweDBgxEdHQ0AyMurKysfEhKit29ISAguX74s7OPu7o5WrVoZ7aN7vaGKigpUVNQPAy0qKpLtPMhyERFNu4FCZA/st8rD4Xy3mctEWcLcRZ6LSoVhXYLxzzkD8XnKvQ0ey8uCwhIzB0cJ/zc3/E98oW3JcD7dHCqtVou3Dlww2rfRw/kkXiduj1SJc6DugtLSAMrwmGJ3hvgabTNaSNiC99G9Rrd4afdwP6x8rCfaB3mZe5lJlmSiTJ2/1IK2zaGhPmB4o8DUx2oYaNStt9b04XxyEQc35obMfpo8RPi/pXOndAVcqqq1Fs2Jaqz6TFR9xkt3eMOmepjJaCvZM888g++++w47d+40es6wv2m12gZ/35jbJzU1Ff7+/sIXL4qIiJyXc/7VbATDu7TmrJ3c22ibuddV1dRCpVIhJrIVAizIWLQSDV0zrCCn4yu622/uAk9v/SkLhvN5386C1WqBs9cKJfY1+VZmuUq80FvjipmD6oLB5BF3Nu7ABkxlZyIlghyjhYStCKJ0c2Qe7BGG8fc0/kLJsjlRJl5rp2pq5j6nsb3ry7R3bFOXwR3dM1xyX8PD6H4GjYt+Wxbgyk08RNPcz1iYvyf6dagbJqYLohqKb3WFSMRrS+k0NtsrRVemvUaUidIFAIbBmzXFUZRi3rx5+Pjjj/Hvf/8b7drVVyoNDa0rfmKYUcrPzxeyU6GhoaisrMTNmzdN7mNoyZIlKCwsFL6uXLki5+kQEZEDcb6/mo1krrCEIamLQnPXs0UGldxMWTjiTky8JwK9I+qHj/h5Sg/dEQ/h8zBzgSe+GDd1kaSWyETV1GrhL/Hejb3Ac5cIbrzc1XgloRsuvPaAsPZPU0kFim881kPyzrFhdsySoEQXRFXcXsS3MUPqtBZUHTRckNeRmMtEiYfyZc4fgoPPDkWviADJfa/evCW5XYo12Ui5iIOoR3pLB4I6uqBJt3BwQ3Mg9Ybz1RrOibK2pfXW/6WP3mOpuVf1AZ51wwiVRKvV4plnnsGePXvw5ZdfIioqSu/5qKgohIaGIisrS9hWWVmJgwcPYuDAuiHEMTExcHNz09snNzcX586dE/YxpNFo4Ofnp/dFze/GjRvIz8/HjRs3Gt6ZyEGw3yoP50TdVivcpTW/X5hBWWAdcxe6llZy0y2sefVmmbDNx0TZ4Q6t6zMr5i5qxQuGmrpIEheP0JVXP3jxd9x/V7DE8Zo+J6r+verOzdycLmtJFZUwlYFrbGGJuvepy0S5NnFInaluY6o6nyMQf07LH+6OG8UVeOfLnwHoZ0g93NSIbEQFQck5UXb4CMRB1Kju5su26z4T3bDUhtrrJhrOZ1iUpCnBzAPRYXqPdX2nulZbv4yDg/UnW0hKSsKOHTuwb98++Pr6Chknf39/eHp6QqVSITk5GStWrEDnzp3RuXNnrFixAl5eXpg8ebKwb2JiIhYtWoSgoCAEBgZi8eLF6NGjB0aMGGHP06MGvP/++yguLoavry9SUlLs3Rwii7DfKg+DqNvq79Kav8AwdaFt7sLHcCFVa5gKooJ9PfBR0iD4NFCEwpIFNCur6wMP8UK/UhXnGjusyrDEOVA/dFBOs+7tiJc/Oqe3zVyQ5uFWX83PojlRt/fRVWtrTIU88adqqj+pRZ+XuThtVPcQHPj+N3yecp/V7WgscZv7tG+FYF+NEET5aEwXPbCU1KyixgbvTSG+udBQYCMOVizZ31U0nO/SjVK955oa5Li7ugg/0+I5UVqDOVFSwaqzSE9PBwAMHTpUb/uWLVswY8YMAMBzzz2HW7duYe7cubh58yb69++Pzz77DL6+9UOo3377bbi6umL8+PG4desWhg8fjoyMDFbPIiIiBlE69XOipJ9v18oTV2/eQlw36TvSpl63/OHuiOsmPX7eFHGNBcNKZ2J3mxgmJdajnX+D+4iDqArRQqVSQ9UaOw9HMhNlg8U9J90TgSt/lGHjoV+EbebmeogvJA3XN5JSn4m6PZyviRf3liy2a+6iev1fYlCrbd4gQ9w2Dze13pDTAC8ZgiiJi3t7DDWTqhhpipCJul2dr6Hm6oa3fnD8stFzTf1Wim9+qEXD+XRbdf1Jam02Z6G14NxUKhWWLVuGZcuWmdzHw8MDa9aswZo1a2RsHdladHQ0ysvL4eEhPXKEyBGx3yoPg6jb6itXSV/B7JkzEF9d+B1j7paeGyF1oduxjTemxXawui3iSnW+TQw0OrXxwZ65A/XWtDJUIQqixEMPdWWbxeQczudlwaLC1nJVuxgV49CYCY7El1qWXKgbDuczV/raEqY+TkuH86lUKjR3pXNxIO3prtabk2eqhL81pE7X3pmohqgNM1EN7G+u3zQ1XhQHUXpzooQsWd1zzhtCUUsnXtuLSCnYb5WHhSVQl4nRXfxIDTsDgGA/D4y/J8JkEQepa7zGDn0T3yE2NZzPGn3atzI7pFB8TsUV9UHUH6WVRvs2NmiQGlZoyaLCjWF4wW0+E2XdpaTu2Lpg01R/sZTJkt56Jc6b9BayE2fsdFXrpsdGYkDHQNx3Z5smH1/q58Yec6Jm39cJAPBgD/PzoYD675eusETD60SZC6LkO9n6YYa1RnOinDgRRUREZHPMRAH45UYJgLqsT5C3fIumNnZuQ0SgFzSuLvD1cDO7BpRcRnQNxphe4ejTPgCX/6gvavFnmXEmqrGfj9RFY1OzOKYYfi80ZqoXWnshaXgxb6uy0I5cWCLAs74P6IKovz4cLdvxpbJO9vgMRvcMR8+2AWjbyrPBfXWBX41BtscUc1Ud5TxXyTlRukwUoygiIqJGYxAF4EJeMQCgS6hvo+8CS134NHb+kMZVjW9fjYOLSoXt/zGeMyE3V7UL3plUt/ZVbuEtbPn6VwDSw/na+DZuuJZUBu/k5T8adayGGH7sphbgBYDe7QNw8tebJp83ZBj4Sa1/JQfxcc213x7Epe9t0TapH0F7BZKWLqKsC/wqa3TV+RqfiWpq1k3j6oKK6lr4e7qZnRMlDqHentCraW9KRETUwjCIAtAvKhCrxvVqUrU4qQufplwM6YKO5r50DPP3xMN3h2PfmevCEEepdlnLV6JAxk2J4YJyMLyANVXiHADSJvbG3O3fYMbASIuO/WpCd0x677jwuDHrRFnCW5SBtMXcsaboFVFXrCTET2OTBX+lM1Gyv42sdJ+DYVU8U8pFBVyMjtXEgHHXUwPwxqc/4qWHugkl+Gu15isHPtq7ndE2IqXatm0bSktL4e3tjb/85S/2bg6RRdhvlYdBFOoCh8dimnYRIXXhI8dkeHtUJWvq2kdSpBYNXjyqi+zvAxh/L8xlS9oGeGJf0iCLjx3bKQiT+kVg54krABo5JNGCUVTiqoyeNpo71li+Hm749pU4uLnapm/a6mfJlnQxky6IUjfwM5RbWG7yuab+yPdu3wq7nooFABSKhuQKlQNvP54e2wFr//0zJvVr37Q3JHIw+fn5wno7RErBfqs8jnV1pmBSFz5yBED2GMXkLtPFsXhej59EJmqyjS7ejOYtyTzkTFyBzlbzusTl3y1Z66u5+ctQyjyuWwg+++E3o+22+lmyJReD4XwNfc+iWptehFjOoYvi9caKyusCKl18lzTsDgy7qw36tG8l2/sROQK1Wi18ESkF+63yNOoKcN26dYiKioKHhwdiYmJw+PBhk/vu2bMHI0eORJs2beDn54fY2FgcOHDAaL+0tDR06dIFnp6eiIiIwMKFC1FebvpuraORvHsuw7WQPS4d5QoMxMfpGuZn9LytLoyNM1Hy/kISzwtranU+U8SVC511PZ/1f4mR3O5ohTQsoSssUZ+JMn8O5jLfcp6/OAt78MLvesf3dFcjJjLQ4QNUImstWLAAL730EhYsWGDvphBZjP1Weay+Wt69ezeSk5OxdOlSnD59GkOGDEF8fDxycnIk9z906BBGjhyJzMxMZGdnY9iwYUhISMDp06eFfbZv344XXngBr776Ks6fP49NmzZh9+7dWLJkSePPrJlJXejKcTGk5OF84gBj0B2tMaFvhCzHbYhh8+UufiDORNmqOp/4IrzGikVflcTFRYVQv/pFBXfM6g+g8UsD2JPu+1VRrVs/rOHCEkO7SJeDlzPx6KZ2EbJeugWiGTQRERE1ndXD+VavXo3ExEQ8+eSTAOoySAcOHEB6ejpSU1ON9k9LS9N7vGLFCuzbtw/79+9H7951FeGOHTuGQYMGYfLkyQCADh06YNKkSThx4oTVJ2QvpaL1lXTkmHRveL3jokKjFvC1hlxzXQwDjGkDI7H71BVZjm2OUWEJmQOd8ID6ktdh/rZfWbygxDYFOBzB54vuQ35ROTq28RG2KfEa37CwRENzosyR+/w7tfHBpRulwiLeCvx4iYiIHI5Vf+krKyuRnZ1ttKpyXFwcjh49atExamtrUVxcjMDAQGHb4MGDkZ2dLQRNv/zyCzIzM/HQQw9Z0zy7KpEKomS4WhndM1zv8Y//Lx7LxnRv+oHNMAw6YiLr5kw894B1hSAiDcpDizNc4myO3AwzN3JXkOvVzh/PP3AXts7shyAbnkdctxAAwJQBzjvx30fjqhdAAY5fREKK4XA+S+axmRqlKXemSNeWKmEhYFkPT0RE1CJZlYm6ceMGampqEBISorc9JCQEeXl5Fh1j1apVKC0txfjx44VtEydOxO+//47BgwdDq9Wiuroac+bMwQsvvGDyOBUVFaioqBAeFxUVWXMqsiuWCKLkuBj093TDrCFReO/wJQDyF0mQYjgnalxMO2ya3hcBXpYttPu/T8di46Ff8GpCN73t4s/jrzYMBG21dpOOSqXCnKGdbPoeALBuSh+c/PWmEMS2FIqcEyUM57NsThRgukij3OevFoIoy9awIlK67OxsVFZWwt3dHTEx0nMviRwN+63yNKo6n+GdUq1Wa9Hd0507d2LZsmXYt28fgoODhe1fffUVXn/9daxbtw79+/fHzz//jAULFiAsLAwvv/yy5LFSU1Px17/+tTHNt4mScuMg6o9S48VqG6NdK8sW/JSLYbEEtYvK4gAKqFt3q19UoNF28d15W8Y5gzoF2e7gzchV7YJYJzkXaxhmDtsHNm//bwyXRmWipMMouTNFuiCqWshEMYgi53bw4EGhVDQvRkkp2G+Vx6ogqnXr1lCr1UZZp/z8fKPslKHdu3cjMTERH374IUaMGKH33Msvv4ypU6cK86x69OiB0tJSPPXUU1i6dClcJOYXLFmyBCkpKcLjoqIiREQ0T+ECKT3b+WP7f/S3nc+VJzs2sV8E/nOpAEM6S09El5vhcD65qvWJ787bcnK7q9oFAV5u+LNMniCWmpe4HP65v46yWfEOOeluPOgy0k3JQtssE3V7ThQnRRERETWdVUGULsWYlZWFRx99VNielZWFhx9+2OTrdu7ciZkzZ2Lnzp2S85zKysqMAiW1Wg2tVmvybq1Go4FGY7v5KNZ6PCYCz//zrE2OrXFVY92U5rsrYRg0yTWnSJzhsnUFNm93V4cNoh7qGYY1//4JA6JaXpbJEq89Eo0nt57C0/d1go9GGUvZXb1ZpvfYkhsPzz9wFw7/dASz7+uE9Qf/K2yX+0fDOBMl7/GJHM3o0aNRVVUFN7emr2dH1FzYb5XH6iuUlJQUTJ06FX379kVsbCw2btyInJwczJ49G0BdhujatWt4//33AdQFUNOmTcP//M//YMCAAUIWy9PTE/7+/gCAhIQErF69Gr179xaG87388ssYM2aMYhYdU+JkeFMMh/O5y7QWkvgzkqmKukmtfTW49uct275JI3lrXHHo2WEsNW1CZJA3slLus3czrJJ5Vj87b8nvg+i2/rjw2gPQuKr1gii5lwXT3bDgnChqKe688057N4HIauy3ymN1EDVhwgQUFBRg+fLlyM3NRXR0NDIzMxEZGQkAyM3N1VszasOGDaiurkZSUhKSkpKE7dOnT0dGRgYA4KWXXoJKpcJLL72Ea9euoU2bNkhISMDrr7/exNOjxjC8iy5XMQtxdT6VjccUdQ72wbdX/rTpezQFAyjnEhnkhcsF9dkoS+ZEAdILQUsVqWkKF4PCEux6RERETdeosTJz587F3LlzJZ/TBUY6X331VcONcHXFq6++ildffbUxzSGZGc5BcZcpGyi+O681WZtMHs8/cBe+v16Ex2Pa2fR9iIC6IYhTN9Wva2dtZtpFBegq8xeXyzsMVRfQVdeysAQREZFclDHhgJpVkI9+JT75MlGiIMq2MRTa+GrwrwVDbPsmRLe1FS3ADFieidK5I9gHF38rAQAU3ZI3E2U4J4pZUHJ2ZWVlQtVgLy/Hr+5JBLDfKhGDKDISbnBBKFcQJb47X2vjIIqoORlmnqxdq+zdyX0w8u1DAIDHYtrK1i6gvm2VwpwoWQ9P5HDWr18vlIoWV/ElcmTst8rDIMqGnhwcZe8mNEqon4feY7lKTOsN57N1KoqoGRkOkbM2E9U5xBeXUh9EVY1W9gW16zNRt+dEyXp0IiKilolBlA09+0AXezehUWxVWEJc1pwhFDkTw2UAGlOtU6VSwd1V/hCHi+1SS9OpUyeUlZVxSBQpCvut8jCIspHotn6KWCRUiuH1n0amIMqlGedEETUnw58ZazNRtiSUOK/VVedznLYR2YK5dSuJHBX7rfIo8yrfwXUN88PeuYMUe7FieKda7uFFAIfzkXMxXDxabeuF0KygFkqcc7FdIiIiuTjOX3onooLxkDglMRyaZIuMGgtLkDMx/JkxXLDannRBVE2trjqfPVtDRETkHJR7pe+AJvWLAACkjHSuVadtkonirChyIk0tLGFLhvOzOCeKiIio6TgnSkYrHu2BxXFdEOSjsXdTZGWLrBozUeRMjIfzOU6gwiCKWpo9e/YIE/THjh1r7+YQWYT9VnkYRMlIpVI5XQAF2OauepC3e8M7ESmEyuA+g0NlogyCJsZQ5Ox+/fVXYb0dIqVgv1UeBlHUIDkvutZO7o0LecUY2ClIvoMS2ZlRJsqB5kQaZqKUWvCGiIjIkTCIogbJedE1umc4RveU7XBEDsEwUHGoTJTRcD47NYSomSQlJdm7CURWY79VHgZRRERNZHifwbGDKMdpG5EtaDTON6yenB/7rfI4zpgTIiKFMhzO54glznUcp2VERETKxSCKiKiJDAMVR1xsV4dzooiIiJqOw/mIiJrIMDBxqOF8Ks6Jopbl/PnzqKqqgpubG7p27Wrv5hBZhP1WeRhEERHJQO2iQs3tBdAcaZ0ow6GFGjfHyZIR2cK//vUvoVQ0L0ZJKdhvlYd/TYmIZCCOmxwpE2VYSKJLqJ+dWkJEROQ8mIkiIpJBXbBSl4lydaB1ogwDurvbBdipJUTN4/7770dlZSXc3bmoOykH+63yMIgiIpKBeAifQ2WiRG1xV7ugezgzUeTc7r77bns3gchq7LfK4zi3S4mIFEw8bM6R5kSJC0to3Fz0gioiIiJqHAZRREQycNQ5UWpRYQmNK3/lExERyYF/UYmIZCDOPjlqJsrdgeZqERERKRnnRBERyUA8nM/NgYIVcVbMjZkoagFWr14tlIpOSUmxd3OILMJ+qzz8i0pEJIOC0krh/628Hae6kmFhCSIiImo6ZqKIiGTWNsDT3k0QiDNR7sxEUQsQFhYGf39/eHl52bspRBZjv1WeRv1FXbduHaKiouDh4YGYmBgcPnzY5L579uzByJEj0aZNG/j5+SE2NhYHDhww2u/PP/9EUlISwsLC4OHhga5duyIzM7MxzSMisps7gn3s3QQ9LgyiqIWZNGkSEhMTMWnSJHs3hchi7LfKY/Vf1N27dyM5ORlLly7F6dOnMWTIEMTHxyMnJ0dy/0OHDmHkyJHIzMxEdnY2hg0bhoSEBJw+fVrYp7KyEiNHjsSvv/6Kf/zjH7hw4QLee+89tG3btvFnRkRkB3eGOFYQ5crhfERERLKzejjf6tWrkZiYiCeffBIAkJaWhgMHDiA9PR2pqalG+6elpek9XrFiBfbt24f9+/ejd+/eAIDNmzfjjz/+wNGjR+Hm5gYAiIyMtPpkiIjs5cEeoTh08QaWxHe1d1P0iAteMBNFREQkD6v+olZWViI7OxtxcXF62+Pi4nD06FGLjlFbW4vi4mIEBgYK2z7++GPExsYiKSkJISEhiI6OxooVK1BTU2NN84iI7GbNpD449dIIRAQ61nh2V64TRUREJDurMlE3btxATU0NQkJC9LaHhIQgLy/PomOsWrUKpaWlGD9+vLDtl19+wZdffokpU6YgMzMTP/30E5KSklBdXY1XXnlF8jgVFRWoqKgQHhcVFVlzKkREslK7qKB2Udu7GUbUDlp6nchWMjMzUV5eDg8PDzz44IP2bg41UYcXPrHr+//6t4ea5X3Yb5WnUX9RVSr9hSS1Wq3RNik7d+7EsmXLsHv3bgQHBwvba2trERwcjI0bNyImJgYTJ07E0qVLkZ6ebvJYqamp8Pf3F74iIiIacypERE5NXFgizN9xqgYS2cqPP/6Is2fP4scff7R3U4gsxn6rPFYFUa1bt4ZarTbKOuXn5xtlpwzt3r0biYmJ+N///V+MGDFC77mwsDDceeedUKvr7+J27doVeXl5qKysNDwUAGDJkiUoLCwUvq5cuWLNqRARtQjiwhIDOwXZsSVERETOw6rhfO7u7oiJiUFWVhYeffRRYXtWVhYefvhhk6/buXMnZs6ciZ07d+Khh4zTooMGDcKOHTtQW1sLF5e6uO7ixYsICwuDu7v0opUajQYajcaa5hMRtTjiwhKtvN3s2BKi5vHEE09YPEKGyFGw3yqP1cP5Uv+uihUAACAASURBVFJS8Pe//x2bN2/G+fPnsXDhQuTk5GD27NkA6jJE06ZNE/bfuXMnpk2bhlWrVmHAgAHIy8tDXl4eCgsLhX3mzJmDgoICLFiwABcvXsQnn3yCFStWICkpSYZTJCJqucSFJfw8GESR82vVqhUCAwPRqlUrezeFyGLst8pjdYnzCRMmoKCgAMuXL0dubi6io6ORmZkplCTPzc3VWzNqw4YNqK6uRlJSkl5QNH36dGRkZAAAIiIi8Nlnn2HhwoXo2bMn2rZtiwULFuD5559v4ukREbVs4kyUnyeDKCIiIjlYHUQBwNy5czF37lzJ53SBkc5XX31l0TFjY2Nx/PjxxjSHiIhMqKqpFf7v69GoX/lERERkgH9RiYicWNsATwzt0gZ+Hm7wcuevfHJ+v/76K6qrq+Hq6ooOHTrYuzlEFmG/VR7+RSUicmIqlQoZT/SzdzOIms2ePXtQXFwMX19fpKSk2Ls5RBZhv1UerrxIRERERERkBWaiiIiIyGnExsaioqKCy6CQorDfKg+DKCIiInIasbGx9m4CkdXYb5WHw/mIiIiIiIiswCCKJPWLCrR3E4iIiIiIHBKDKJK0bkofjOoegg8SWdWLiIiIiEiMc6JIUmsfDTZM7WvvZhAREVklPT0dJSUl8PHxwZw5c5p8vA4vfCJDq4jMk7vfku0xiCIiIiKncevWLZSVlUGtVtu7KUQWY79VHgZRRERE5DQCAgLg6uoKHx8fezeFyGLst8rDIIqIiIicxsyZM+3dBCKrsd8qDwtLEBERERERWYFBFBERERERkRUYRBERkUO6evWqvZtAREQkyWnmRGm1WgBAUVGRnVtCRNSy6H7v6n4Py+WRRx5BQEAApk6discffxze3t6yHp+c01dffYWKigpoNBoMHTrU3s0hsgj7rfI4TRBVXFwMAIiIiLBzS4iIWqbi4mL4+/vLdrxTp07hhx9+wAcffIB77rkHffv2xdSpUzFixAioVCrZ3oecyzfffIPi4mL4+vryYpQUg/1WeZwmiAoPD8eVK1fg6+vbqD+uRUVFiIiIwJUrV+Dn52eDFjo2nj/Pn+fP82/s+Wu1WhQXFyM8PFz2tnXr1g2vvvoqoqOj8fzzz+Ps2bOoqqrCSy+9hIkTJ5p83aFDh/Dmm28iOzsbubm52Lt3Lx555BHh+RkzZmDr1q16r+nfvz+OHz8uPK6oqMDixYuxc+dO3Lp1C8OHD8e6devQrl072c+TiIiUxWmCKBcXF1n+sPn5+bXIiygdnj/Pn+fP828MOTNQOl999RW2bt2K//znP3jkkUfwxRdfoEuXLvjzzz8RExNjNogqLS1Fr1698MQTT+Cxxx6T3OeBBx7Ali1bhMfu7u56zycnJ2P//v3YtWsXgoKCsGjRIowePRrZ2dlcENOBTZw4ETU1NfwekaKw3yqP0wRRRETkXDZs2IAnnngCmzZtgotLfR2kgIAAvPvuu2ZfGx8fj/j4eLP7aDQahIaGSj5XWFiITZs24YMPPsCIESMAANu2bUNERAQ+//xzjBo1ysqzoeZii4woka2x3yoPq/MREZFDWrx4MQYOHCgEUCUlJTh9+jSAuixSU3311VcIDg7GnXfeiVmzZiE/P194Ljs7G1VVVYiLixO2hYeHIzo6GkePHpU8XkVFBYqKivS+iIjIOTGIuk2j0eDVV1+FRqOxd1PsgufP8+f58/wd7fxnzZoFLy8v4bGnpycSExNlOXZ8fDy2b9+OL7/8EqtWrcLJkydx//33o6KiAgCQl5cHd3d3tGrVSu91ISEhyMvLkzxmamoq/P39hS8WOiIicl4qrdw1aYmIiGTQq1cvfPvtt3rbevbsie+++86q46hUKqPCEoZyc3MRGRmJXbt2YezYsdixYweeeOIJIajSGTlyJDp16oT169cbHaOiokJvf13BjsLCwhY91665/fbbb6itrYWLiwtCQkKafLwOL3wiQ6uU7+q701FTUgC1TxDaJW1t+AVO4te/PdQs7yN3v6W638H+/v42+x3MOVFEROSQoqOj8de//hVz5swBAKSnp6NHjx42ea+wsDBERkbip59+AgCEhoaisrISN2/e1MtG5efnY+DAgZLH0Gg0DpfNa4m2b98ulIpOSUmxd3OILMJ+qzwczkdERA5p/fr1KCkpEYpElJWVYcOGDTZ5r4KCAly5cgVhYWEAgJiYGLi5uSErK0vYJzc3F+fOnTMZRBERUcvBTBQRETkkX19fvPnmm416bUlJCX7++Wfh8aVLl3DmzBkEBgYiMDAQy5Ytw2OPPYawsDD8+uuvePHFF9G6dWs8+uijAOpKticmJmLRokUICgpCYGAgFi9ejB49egjV+sgx9erVC+Xl5fDw8LB3U4gsxn6rPAyiiIjIIZ05cwZvvfUWcnJyUF1dLWw3VR1P7NSpUxg2bJjwWDc8Zvr06UhPT8fZs2fx/vvv488//0RYWBiGDRuG3bt3w9fXV3jN22+/DVdXV4wfP15YbDcjI4PruDi44cOH27sJRFZjv1UeDucDsG7dOkRFRcHDwwMxMTE4fPiwvZski9TUVNxzzz3w9fVFcHAwHnnkEVy4cEFvH61Wi2XLliE8PByenp4YOnQovv/+e719KioqMG/ePLRu3Rre3t4YM2YMrl692pyn0mSpqalQqVRITk4WtrWEc7927Rr+8pe/ICgoCF5eXrj77ruRnZ0tPO/Mn0F1dTVeeuklREVFwdPTEx07dsTy5ctRW1sr7ONM53/o0CEkJCQgPDwcKpUKH330kd7zcp3rzZs3MXXqVKEC3dSpU/Hnn3/a5JwmT56MsWPHYuvWrdi5c6fwZYmhQ4dCq9UafWVkZMDT0xMHDhxAfn4+KisrcfnyZWRkZBhV0/Pw8MCaNWtQUFCAsrIy7N+/nxX3iIgIAIMo7N69G8nJyVi6dClOnz6NIUOGID4+Hjk5OfZuWpMdPHgQSUlJOH78OLKyslBdXY24uDiUlpYK+6xcuRKrV6/G2rVrcfLkSYSGhmLkyJEoLi4W9klOTsbevXuxa9cuHDlyBCUlJRg9ejRqamrscVpWO3nyJDZu3IiePXvqbXf2c7958yYGDRoENzc3/Otf/8IPP/yAVatWISAgQNjHmT+DN954A+vXr8fatWtx/vx5rFy5Em+++SbWrFkj7ONM519aWopevXph7dq1ks/Lda6TJ0/GmTNn8Omnn+LTTz/FmTNnMHXqVJuck5+fH8aOHYuoqChERkYKX0RERPbW4kuc9+/fH3369EF6erqwrWvXrnjkkUeQmppqx5bJ7/fff0dwcDAOHjyIe++9F1qtFuHh4UhOTsbzzz8PoO5OdEhICN544w08/fTTKCwsRJs2bfDBBx9gwoQJAIDr168jIiICmZmZGDVqlD1PqUElJSXo06cP1q1bh9deew1333030tLSWsS5v/DCC/j6669NZlad/TMYPXo0QkJCsGnTJmHbY489Bi8vL3zwwQdOff6GJb3lOtfz58+jW7duOH78OPr37w8AOH78OGJjY/Hjjz+iS5cusp5HcnIySktLMWbMGL2qd+IFcB2ZrcvrUvNgifM6LHFOSmPr38EtOhNVWVmJ7Oxsoz/IcXFxFo25V5rCwkIAQGBgIIC6idZ5eXl656/RaHDfffcJ55+dnY2qqiq9fcLDwxEdHa2IzygpKQkPPfSQ0UTwlnDuH3/8Mfr27Ytx48YhODgYvXv3xnvvvSc87+yfweDBg/HFF1/g4sWLAIBvv/0WR44cwYMPPgjA+c9fTK5zPXbsGPz9/YUACgAGDBgAf39/m3wehYWFqK6uxp49e4ShfLt27ZL9fci5bN26FevWrcPWrS3nQp+Uj/1WeVp0YYkbN26gpqbGaFEzcyvSK5VWq0VKSgoGDx6M6OhoABDOUer8L1++LOzj7u6ut06Kbh9H/4x27dqFb775BidPnjR6ztnPHQB++eUXpKenIyUlBS+++CJOnDiB+fPnQ6PRYNq0aU7/GTz//PMoLCzEXXfdBbVajZqaGrz++uuYNGkSgJbRB3TkOte8vDwEBwcbHT84ONgmn8eWLVsAQFiAksgSBQUFKC4uRnl5ub2bQmQx9lvl4V8l1A19EdNqtUbblO6ZZ57Bd999JzkpuzHn7+if0ZUrV7BgwQJs27bNbLlQZzx3ndraWvTp0wcrVqxA79698fTTT2PWrFl6Q1cB5/0Mdu/ejW3btmHHjh345ptvsHXrVrz11ltGd/mc9fylyHGuUvvb6vM4ceIE+vbti44dOwIAvvvuOyxYsED29yHn4u7uLnwRKQX7rfK06ExU69atoVarje6g5ufnG92xVbJ58+bh448/xqFDh9CuXTthe2hoKIC6u8u6BSYB/fMPDQ1FZWUlbt68qXeHOj8/36EXnMzOzkZ+fj5iYmKEbTU1NTh06BDWrl0rVCl0xnPXCQsLQ7du3fS2de3aFf/85z8BOPf3HwCeffZZvPDCC5g4cSIAoEePHrh8+TJSU1Mxffp0pz9/MbnONTQ0FL/99pvR8X///Xeb/M6cN28e9u7dizFjxgAAevbsiS+++EL29yHn8swzz9i7CURWY79VnhadiXJ3d0dMTIzeivQAkJWVpagLJFO0Wi2eeeYZ7NmzB19++SWioqL0no+KikJoaKje+VdWVuLgwYPC+cfExMDNzU1vn9zcXJw7d86hP6Phw4fj7NmzOHPmjPDVt29fTJkyBWfOnEHHjh2d9tx1Bg0aZFTS/uLFi0J1M2f+/gNAWVmZ0RAwtVotlDh39vMXk+tcY2NjUVhYiBMnTgj7/Oc//0FhYaHNPg/DkuJco4mIiBxBi85EAXULME6dOhV9+/ZFbGwsNm7ciJycHMyePdveTWuypKQk7NixA/v27YOvr6+QcfP394enp6ewbtKKFSvQuXNndO7cGStWrICXlxcmT54s7JuYmIhFixYhKCgIgYGBWLx4MXr06GFUrMGR+Pr6CnO/dLy9vREUFCRsd9Zz11m4cCEGDhyIFStWYPz48Thx4gQ2btyIjRs3AoBTf/8BICEhAa+//jrat2+P7t274/Tp01i9ejVmzpwJwPnOv6SkBD///LPw+NKlSzhz5gwCAwPRvn17Wc61a9eueOCBBzBr1ixs2LABAPDUU09h9OjRslfmA4AuXbrg448/BlCXRVuzZo1edpmIiMheWnwQNWHCBBQUFGD58uXIzc1FdHQ0MjMznWItEt3cl6FDh+pt37JlC2bMmAEAeO6553Dr1i3MnTsXN2/eRP/+/fHZZ5/B19dX2P/tt9+Gq6srxo8fj1u3bmH48OHIyMhQ/B1hZz/3e+65B3v37sWSJUuwfPlyREVFIS0tDVOmTBH2cebPYM2aNXj55Zcxd+5c5OfnIzw8HE8//TReeeUVYR9nOv9Tp05h2LBhwuOUlBQAwPTp05GRkSHbuW7fvh3z588XqviNGTPG5NpUTZWeno7XXnsNarVaqLIpXueLiIjIXlr8OlFERES2wHWi7OPEiROoqKiARqNBv379mnw8rhNVh+tE2Zbc/ZZs/zu4xWeiiIjIMcXGxkpW/VPSGl3U/I4cOYLi4mL4+vryYpQUg/1WeRhEERGRQxIvrFtRUYH9+/ejoKDAji0iIiKqwyCKiIgckuHc1EWLFmHw4MF2ag0pxcMPP4zq6mq4uvISh5SD/VZ5+J0iIiKH9Nlnnwn/r62txenTp1FZWWnHFpESdOrUyd5NILIa+63yMIgiIiKHtHPnTuH/rq6uiIyMFEqeExER2RODKCIickhbtmyxdxOIiIgkMYgiIiKHpFsY2ZTNmzc3U0tISYqLi6HVaqFSqfTWQSNyZOy3ysMgioiIHJKPjw+uXbuGiRMnAqir1nfHHXfg/vvvt3PLyJG99957Qqlo3aLTRI6O/VZ5GEQREZFDOnbsGE6ePCk8fvzxx3HvvffijTfesGOriIiIGETZXVVVFdzc3PS2scQlERFw69YtnDt3DtHR0QCA77//Hjdv3rRzq8jRde7cGeXl5fDw8LB3U4gsxn6rPC72boC9rFy5Ej4+PsKXWq1GWlqa0X4//fQT7r33XgQEBCA8PBwvvvii3vO7d+9GdHQ0fH190aNHD1y4cAEAcPbsWQwaNAgBAQHo27cvjh8/LrymQ4cOWLlyJbp06YJu3bohIyMDI0eORGJiIvz9/bFt2zbbnjwRkQK89957mDx5Mnr06IHo6GhMmTIFf//73+3dLHJwCQkJGDduHBISEuzdFCKLsd8qT4sNop577jmUlJSgpKQEhw4dQlBQEB544AHJfV977TXcuHEDBw8exLZt2/DRRx8BAL7++ms888wz2LBhAwoLC/Hhhx/Cz88PlZWVSEhIwOTJk/H7779j8eLFGD16NAoLC4VjfvTRRzh8+DDOnj0LAPj3v/+NoUOH4ubNm8L4fyKiliw2Nhbfffcdjhw5giNHjuDbb7/FgAED7N0sIiKilhtE6fzxxx94/PHHkZ6ejrvuusvo+c6dO+Pee++Fq6srOnfujClTpuDIkSMAgIyMDMyZMweDBg2Ci4sL7rrrLoSFheH48eNQq9VISkqCm5sbJk6ciM6dO+stHLlw4UIEBwcLadsuXbpg6tSpcHFxYSqXiAjAzz//jISEBIwcORIBAQE4d+4cVq5cae9mERERtewgqra2FpMnT8bjjz+Oxx57THKfa9eu4dFHH0VoaCj8/f2RlpaGgoICAMDVq1fRsWNHo9dcv34d7du319sWGRmJ69evC4/btWun97zhYyKili4xMREvv/wyqqqqAADdu3fH+++/b+dWERERtfDCEq+++ioqKyuRmppqcp+XXnoJbdq0wcWLF+Hn54clS5YgNzcXABAREYFLly4ZvSY8PBxXrlzR25aTk6MXqKlUKr3nDR8TEbV0t27dQr9+/YTHKpWKRXeoQR9++CFKS0vh7e2NcePG2bs5RBZhv1WeFpuJ+r//+z9s3boVu3fvhlqtNrlfcXExvL294ePjg3PnzukVfZgxYwbS09Nx7NgxaLVaXLhwAbm5uRgwYACqqqqQnp6O6upqfPjhh7hw4QLi4uKa49SIiJxCeHg4zpw5I9xkeu+99ySz/0RiV65cweXLl41uZhI5MvZb5WmxQdQ//vEP5OXlISoqSqjQt27dOqP9XnnlFXzxxRfw8/PD/Pnz9bJJAwcORFpaGmbOnAk/Pz+MGzcORUVFcHd3x759+/DBBx8gKCgIf/vb3/Dxxx/D39+/OU+RiEjRNm7ciDfffBO5ublo27YtvvjiC6xfv97ezSIiIoJKq9Vq7d0IIiIisdraWsyYMUPRc6CKiorg7++PwsJC+Pn52bs5LUZ1dbXwfzmGf3Z44ZMmH8MZXH13OmpKCqD2CUK7pK32bk6z+fVvDzXL+8jdb8n2v4P5XSIiIofj4uKCGzduoKysDF5eXvZuDikIL0BJidhvlcdpvmO1tbW4fv06fH19WaSBiKgZabVaFBcXIzw8HC4u8o0SDwwMRJ8+fTBq1Ch4e3sL21esWCHbexARETWG0wRR169fR0REhL2bQUTUYl25ckXW5RpGjhyJkSNHynY8IiIiuThNEOXr6wug7o84x54TETWfoqIiRERECL+Hm6pPnz745ptvMH36dCQnJyMtLU2W41LLcPbsWVRVVcHNzQ09evSwd3OILMJ+qzxOE0TphvD5+fkxiCIisgO5hlKL6x0dOnRIlmNSy5GVlYXi4mL4+vryYpQUg/1WeVpsiXMiInJMnNdKRESOzmkyUURE5BzOnj2L8PBwaLVaFBQUIDw8HEBdhkqlUuH69et2biE5spEjRwrDooiUgv1WeRhEERGRQ6mqqrJ3E0jBOBSKlIj9Vnk4nI+IiIiIiMgKDKKIiIiIiIiswOF8RERE5DSqq6uF/7u68jKHlIH9Vnn4XSIiIiKn8c477wilolNSUuzdHCKLsN8qD4fzERERERERWYGZKCIiInIaERERKC0thbe3t72bQmQx9lvlYRBFRERETmPcuHH2bgKR1dhvlUf24XyHDh1CQkICwsPDoVKp8NFHHzX4moMHDyImJgYeHh7o2LEj1q9fL3eziIiIiIiIZCF7EFVaWopevXph7dq1Fu1/6dIlPPjggxgyZAhOnz6NF198EfPnz8c///lPuZtGRERERETUZLIP54uPj0d8fLzF+69fvx7t27dHWloaAKBr1644deoU3nrrLTz22GNyN4+IiIiIiKhJ7D4n6tixY4iLi9PbNmrUKGzatAlVVVVwc3OzU8uIiIhIafbv34/y8nJ4eHggISHB3s0hsgj7rfLYPYjKy8tDSEiI3raQkBBUV1fjxo0bCAsLk3xdRUUFKioqhMdFRUU2bScRERE5vp9++klYb4dIKdhvlcch1olSqVR6j7VareR2sdTUVPj7+wtfERERAOrmZBEREREREdmK3TNRoaGhyMvL09uWn58PV1dXBAUFmXzdkiVL9FZ0LioqEgIpIiIiaplmzZoFrVZr9kYskaNhv1UeuwdRsbGx2L9/v962zz77DH379jU7H0qj0UCj0di6eURERKQgHA5FSsR+qzyyD+crKSnBmTNncObMGQB1JczPnDmDnJwcAHUZpGnTpgn7z549G5cvX0ZKSgrOnz+PzZs3Y9OmTVi8eLHcTSMiIiIiImoy2TNRp06dwrBhw4THuiF306dPR0ZGBnJzc4WACgCioqKQmZmJhQsX4t1330V4eDjeeecdljcnIiIiIiKHJHsQNXToUKEwhJSMjAyjbffddx+++eYbuZtCRERELcx///tfVFdXw9XVFZ06dbJ3c4gswn6rPHafE0VEREQkl3379gmlosUFqIgcGfut8jhEiXMiIiIiIiKlYCaKiIiInMbgwYNRUVHBCr6kKOy3ysMgioiIiJxGv3797N0EIqux3yoPh/MRERERERFZgUEUERERERGRFRhEERERERERWYFzooiIiMhprF27VigV/cwzz9i7OUQWYb9VHmaiiIiIyGlUVlYKX0RKwX6rPMxEERERkdMICgqCh4cHvL297d0UIoux3yoPgygiIiJyGtOnT7d3E4isxn6rPBzOR0REREREZAUGUURERERERFZgEEVERERERGQFzokiIiIip/HFF1+gvLwcHh4eGD58uL2bQ2QR9lvlYRBFRERETuPbb78V1tvhxSgpBfut8nA4HxERERERkRUYRBERkdM5dOgQEhISEB4eDpVKhY8++kjvea1Wi2XLliE8PByenp4YOnQovv/+e719KioqMG/ePLRu3Rre3t4YM2YMrl692pynQY0wZcoUPPXUU5gyZYq9m0JkMfZb5WEQRURETqe0tBS9evXC2rVrJZ9fuXIlVq9ejbVr1+LkyZMIDQ3FyJEjUVxcLOyTnJyMvXv3YteuXThy5AhKSkowevRo1NTUNNdpUCOEhIQgLCwMISEh9m4KkcXYb5WHc6KIiMjpxMfHIz4+XvI5rVaLtLQ0LF26FGPHjgUAbN26FSEhIdixYweefvppFBYWYtOmTfjggw8wYsQIAMC2bdsQERGBzz//HKNGjWq2cyEiIsfDTBQREbUoly5dQl5eHuLi4oRtGo0G9913H44ePQoAyM7ORlVVld4+4eHhiI6OFvYxVFFRgaKiIr0vIiJyTgyiiIioRcnLywMAo2EzISEhwnN5eXlwd3dHq1atTO5jKDU1Ff7+/sJXRESEDVpPDbl+/TquXLmC69ev27spRBZjv1UeDucjIqIWSaVS6T3WarVG2wyZ22fJkiVISUkRHhcVFTGQsoNdu3YJpaLF3w8iR8Z+qzzMRBERUYsSGhoKAEYZpfz8fCE7FRoaisrKSty8edPkPoY0Gg38/Pz0voiIyDnZLIhat24doqKi4OHhgZiYGBw+fNjs/tu3b0evXr3g5eWFsLAwPPHEEygoKLD6fcvKyqBSqaBSqVBaWtrY5hMRkZOKiopCaGgosrKyhG2VlZU4ePAgBg4cCACIiYmBm5ub3j65ubk4d+6csA85pj59+mDAgAHo06ePvZtCZDH2W+WxyXC+3bt3Izk5GevWrcOgQYOwYcMGxMfH44cffkD79u2N9j9y5AimTZuGt99+GwkJCbh27Rpmz56NJ598Env37rVFE4mIyImVlJTg559/Fh5funQJZ86cQWBgINq3b4/k5GSsWLECnTt3RufOnbFixQp4eXlh8uTJAAB/f38kJiZi0aJFCAoKQmBgIBYvXowePXoI1frIMQ0dOtTeTSCyGvut8tgkiFq9ejUSExPx5JNPAgDS0tJw4MABpKenIzU11Wj/48ePo0OHDpg/fz6AuruETz/9NFauXGmL5hERkZM7deoUhg0bJjzWzTGYPn06MjIy8Nxzz+HWrVuYO3cubt68if79++Ozzz6Dr6+v8Jq3334brq6uGD9+PG7duoXhw4cjIyMDarW62c+HiIgci+zD+SorK5Gdna1XFhYA4uLiTJaFHThwIK5evYrMzExotVr89ttv+Mc//oGHHnpI7uYREVELMHToUGi1WqOvjIwMAHVFJZYtW4bc3FyUl5fj4MGDiI6O1juGh4cH1qxZg4KCApSVlWH//v0sFEFERABsEETduHEDNTU1ZkvHGho4cCC2b9+OCRMmwN3dHaGhoQgICMCaNWtMvg/X4yAiIiIiInuwWWEJa0rH/vDDD5g/fz5eeeUVZGdn49NPP8WlS5cwe/Zsk8fnehxERERkaPPmzXjnnXewefNmezeFyGLst8oj+5yo1q1bQ61Wmy0dayg1NRWDBg3Cs88+CwDo2bMnvL29MWTIELz22msICwszeg3X4yAiIiJDf/75J4qLi1FdXW3vphBZjP1WeWTPRLm7uyMmJkavLCwAZGVlmSwLW1ZWBhcX/aboJu5qtVrJ13A9DiIiIjLk6ekJLy8veHp62rspRBZjv1Uem1TnS0lJwdSpU9G3b1/ExsZi48aNyMnJxahPTQAAIABJREFUEYbnLVmyBNeuXcP7778PAEhISMCsWbOQnp6OUaNGITc3F8nJyejXrx/Cw8Nt0UQiIiJyQnPmzLF3E4isxn6rPDYJoiZMmICCggIsX74cubm5iI6ORmZmJiIjIwHULViYk5Mj7D9jxgwUFxdj7dq1WLRoEQICAnD//ffjjTfesEXziIiIiIiIGs0mQRQAzJ07F3PnzpV8TldiVmzevHmYN2+erZpDREREREQkC5tV5yMiIiIiInJGNstEERERETW3Y8eOoaKiAhqNBrGxsfZuDpFF2G+Vh0EUEREROY1jx46huLgYvr6+vBglxWC/VR4O5yMiIiIiIrICM1FERETkNMaOHYvq6mq4uvISh5SD/VZ5+J0iIiIip9GhQwd7N4HIauy3ysPhfERERERERFZgEEVERERERGQFDucjIiIip3Hz5k1otVqoVCq0atXK3s0hsgj7rfIwiCIiIiKnsWXLFqFUdEpKir2bQ2QR9lvl4XA+IiIiIiIiKzATRURERE7jrrvuQnl5OTw8POzdFCKLsd8qD4MoIiIichoPPvigvZtAZDX2W+XhcD4iIiIiIiIrOH0QVVpaCpVKBZVKhdLSUns3h4iIiIiIFM7pgygiIiIiIiI5cU4UEREROY2dO3eirKwMXl5emDRpkr2bQ2QR9lvlYRBFRERETiM3N1dYb4dIKdhvlYfD+YiIiIiIiKzATBQRERE5jZSUFHs3gchq7LfKw0wUERERERGRFRhEERERERERWYFBFBERERERkRU4J4qIiIicxpkzZ1BZWQl3d3fcfffd9m4OkUXYb5XHZpmodevWISoqCh4eHoiJicHhw4fN7l9RUYGlS5ciMjISGo0GnTp1wubNm23VPCIiInJCX375Jf71r3/hyy+/tHdTiCzGfqs8NslE7d69G8nJyVi3bh0GDRqEDRs2ID4+Hj/88APat28v+Zrx48fjt99+w6ZNm3DHHXcgPz8f1dXVtmgeERERERFRo9kkiFq9ejUSExPx5JNPAgDS0tJw4MABpKenIzU11Wj/Tz/9FAcPHsQvv/yCwMBAAECHDh1s0TQiIiJyYvHx8aiqqoKbm5u9m0JkMfZb5ZF9OF9lZSWys7MRFxentz0uLg5Hjx6VfM3HH3+Mvn37YuXKlWjbti3uvPNOLF68GLdu3ZK7eUREROTEunbtip49e6Jr1672bgqRxdhvlUf2TNSNGzdQU1ODkJAQve0hISHIy8uTfM0vv/yCI0eOwMPDA3v37sWNGzcwd+5c/PHHHybnRVVUVKCiokJ4XFRUJN9JEBERERERmWCzwhIqlUrvsVarNdqmU1tbC5VKhe3bt6Nfv3548MEHsXr1amRkZJjMRqWmpsLf31/4ioiIkP0ciIiIiIiIDMkeRLVu3Rpqtdoo65Sfn2+UndIJCwtD27Zt4e/vL2zr2rUrtFotrl69KvmaJUuWoLCwUPi6cuWKfCdBREREiqQbqSIerULk6NhvlUf24Xzu7u6IiYlBVlYWHn30UWF7VlYWHn74YcnXDBo0CB9++CFKSkrg4+MDALh48SJcXFzQrl07yddoNBpoNBq5m09EREQK9u6776K4uBi+vr5ISUmxd3OILMJ+qzw2Gc6XkpKCv//979i8eTPOnz+PhQsXIicnB7NnzwZQl0WaNm2asP/kyZMRFBSEJ554Aj/88AMOHTqEZ599FjNnzoSnp6ctmkhERERERNQoNilxPmHCBBQUFGD58uXIzc1FdHQ0MjMzERkZCQDIzc1FTk6OsL+Pjw+ysrIwb9489O3bF0FBQRg/fjxee+01WzSPiIiInFSHDh1QVlYGLy8vezeFyGLst8pjkyAKAObOnYu5c+dKPpeRkWG07a677kJWVpatmgMAKC0tFYYLlpSUwNvb26bvR0RERM1r7Nix9m4CkdXYb5XHZtX5iIiIiIiInBGDKCIi+v/t3Xt4lOWd//HPZJJMQiCpEHLCkAYKAgYPm3QxHESrQJGlave3eKiAW+g2BVrSXLs2mO0aqAbaWpp6CVhYV7GWQxW6HjaXEmsRMFraECwoP0AJRpE0gkhCgMnp/v3BL7MOSWAmmSdPZub9uq5cOvdzz8z3ez83z8x3nmfuAQAAfqCIAgAAAAA/WPadKAAAgN72wgsveL6g39VPqwC++nLh//TK80yMqpbL0SK3idSu5kxP+9EVM3rl+eE/iigAABAyPvjgA8/v7QDBIs1ZrzhHsxpNlNRsdzTwBZfzAQAAAIAfOBMFAABCRl5enowxcjgcdocC+OyF81dLMpKYt8GCIgoAAIQMfqwUwcjNW/Kgw+V8AAAAAOAHiigAAAAA8APnDgEAQMg4dOiQmpubFRUVpZEjR9odDuCTKyM+V6Ta1KIIfdz2JbvDgQ8oogAAQMh4+eWXPUucFxQU2B0O4JPx0R96ljj/3XmKqGDA5XwAAAAA4AfORAEAgJAxefJkNTU1KTo62u5QAJ/tbU5TlKNVzcZpdyjwEUUUAAAIGdnZ2XaHAPjtUOtgu0OAn7icDwAAAAD8QBEFAAAAAH4I6yKqsbFRDodDDodDjY2NdocDAAAAIAjwnSgAABAyfvWrX3mWOF+8eLHd4QA++T+uv6qfo1lnTZSed19jdzjwAUUUAAAIGa2trZ4/IFhEOIycDqMIGbtDgY8oogAAQMhISkpSXFyc4uLi7A4F8Nmptlidd0TpnOGtebBgTwEAgJBx33332R0C4LfyppF2hwA/hfXCEgAAAADgL4ooAAAAAPCDZUXU6tWrlZmZqZiYGGVnZ2vnzp0+3e/NN99UZGSkrrvuOqtCAwAAAIBus6SI2rx5s/Lz81VUVKSqqipNmjRJ06dPV01NzSXvd/r0ac2ZM0e33HKLFWEBAIAQt23bNr344ovatm2b3aEAPsuJ/EgToo4qJ/Iju0OBjywpolauXKl58+Zp/vz5Gj16tEpLS5Wenq41a9Zc8n7f/e53de+99yo3N9eKsAAAQIjbv3+/qqqqtH//frtDAXw2LPIzjYw8oWGRn9kdCnwU8CKqqalJlZWVmjp1qlf71KlTVVFR0eX9nnrqKX3wwQd66KGHAh0SAAAAAARMwJc4P3HihFpbW5WcnOzVnpycrNra2k7vc/jwYRUWFmrnzp2KjPQtJLfbLbfb7bldX1/f/aABAEBImDNnjtra2hQRwdpZCB6vuK9ShIza5LA7FPjIst+Jcji8J4ExpkObdOGXxe+9914tXbpUI0f6vkb+8uXLtXTp0h7HCQAAQkdiYqLdIQB+qzcxdocAPwX8Y5rExEQ5nc4OZ53q6uo6nJ2SpIaGBv3lL3/RokWLFBkZqcjISC1btkzvvPOOIiMj9frrr3f6PEuWLNHp06c9fx99xBfxAAC+KS4ulsPh8PpLSUnxbDfGqLi4WGlpaYqNjdVNN92kd99918aIAQB9ScDPREVHRys7O1vl5eW68847Pe3l5eW6/fbbO/SPj4/Xvn37vNpWr16t119/Xc8//7wyMzM7fR6XyyWXyxWwuBsbG9W/f39J0pkzZxQXFxewxwYA9D1XX321XnvtNc9tp9Pp+f+f/exnWrlypZ5++mmNHDlSDz/8sKZMmaKDBw9qwIABdoQbtr5c+D92hwAAHVhyOV9BQYFmz56tnJwc5ebmau3ataqpqVFeXp6kC2eRjh07pmeeeUYRERHKysryun9SUpJiYmI6tAMAECiRkZFeZ5/aGWNUWlqqoqIiffOb35QkrV+/XsnJydqwYYO++93v9nao8MPgiDNyqk2titCnbf3tDgfwCfM2+FhSRN111106efKkli1bpuPHjysrK0tlZWXKyMiQJB0/fvyyvxkFAICVDh8+rLS0NLlcLo0bN04lJSUaNmyYqqurVVtb67XKrMvl0uTJk1VRUdFlEcWCR33DzdEfKM7RrEYTpd+dv9bucACfMG+Dj2VL1yxYsEBHjx6V2+1WZWWlbrzxRs+2p59+Wtu3b+/yvsXFxdq7d69VoQEAwty4ceP0zDPP6NVXX9W6detUW1ur8ePH6+TJk57v9Pqzyqx0YcGjhIQEz196erqlOQAA7GPZ6nwAAPRV06dP9/z/2LFjlZubq+HDh2v9+vW64YYbJPm+ymy7JUuWqKCgwHO7vr6eQsoGB1qSFK1WNcl5+c5AH8G8DT4UUQCAsBcXF6exY8fq8OHDuuOOOyRJtbW1Sk1N9fTpapXZdoFe8Ajds68l9fKdgD6GeRt8+CU6AEDYc7vdOnDggFJTU5WZmamUlBSVl5d7tjc1NemNN97Q+PHjbYwSANBXcCYKABB2/vVf/1UzZ87U0KFDVVdXp4cfflj19fWaO3euHA6H8vPzVVJSohEjRmjEiBEqKSlRv379dO+999odOgCgD6CIAgCEnY8//lj33HOPTpw4ocGDB+uGG27Q22+/7VlF9oEHHtC5c+e0YMECnTp1SuPGjdO2bdv4jSgAgCSKKABAGNq0adMltzscDhUXF6u4uLh3AkLAzHS9p1hHs86ZKL3kHmN3OIBPmLfBhyIKAACEjFhHs+IczXaHAfiFeRt8KKIAAEDIOGeivP4LBAPmbfChiOpCY2Oj+vfvL0k6c+aM4uLibI4IAABcDpdCIRgxb4MPS5wDAAAAgB8oogAAAADADxRRAAAAAOAHvhMFAABCxtjI44pWq5rk1L6WVLvDAXzCvA0+FFEAACBkjI6sU5yjWY0mijejCBrM2+DD5XwAAAAA4AfORAEAgJDxx6bhcqpNrXxOjCDCvA0+FFEAACBkfNrW3+4QAL8xb4MP5S4AAAAA+IEiygeNjY1yOBxyOBxqbGy0OxwAAAAANuJyPgAAEDLiHecVIaM2OVRvYuwOB/AJ8zb4UEQBAICQ8XXXQc9S0b87f63d4QA+Yd4GHy7nAwAAAAA/cCYKAACEjCMtA+VytMptnHaHAviMeRt8KKIAAEDI+EtLut0hAH5j3gYfyy7nW716tTIzMxUTE6Ps7Gzt3Lmzy75bt27VlClTNHjwYMXHxys3N1evvvqqVaEBAAAAQLdZUkRt3rxZ+fn5KioqUlVVlSZNmqTp06erpqam0/47duzQlClTVFZWpsrKSt18882aOXOmqqqqrAgPAAAAALrNkiJq5cqVmjdvnubPn6/Ro0ertLRU6enpWrNmTaf9S0tL9cADD+irX/2qRowYoZKSEo0YMUIvvfSSFeEBAAAAQLcF/DtRTU1NqqysVGFhoVf71KlTVVFR4dNjtLW1qaGhQQMHDgx0eAAAIIRNiT6kWEeLzplIlTeNtDscwCfM2+AT8CLqxIkTam1tVXJysld7cnKyamtrfXqMX/ziF2psbNSsWbO67ON2u+V2uz236+vruxdwNzQ2Nqp///6SpDNnziguLq7XnhsAAHTtiohznt/bAYIF8zb4WLawhMPh8LptjOnQ1pmNGzequLhYmzdvVlJSUpf9li9froSEBM9fejqrmgAAEO7ajEOtxqE2c/n3HEBfwbwNPgE/E5WYmCin09nhrFNdXV2Hs1MX27x5s+bNm6fnnntOt9566yX7LlmyRAUFBZ7b9fX1FFIAAIS5593X2B0C4DfmbfAJ+Jmo6OhoZWdnq7y83Ku9vLxc48eP7/J+Gzdu1P33368NGzZoxowZl30el8ul+Ph4rz8AAAAAsJolP7ZbUFCg2bNnKycnR7m5uVq7dq1qamqUl5cn6cJZpGPHjumZZ56RdKGAmjNnjn71q1/phhtu8JzFio2NVUJCghUhAgAAAEC3WFJE3XXXXTp58qSWLVum48ePKysrS2VlZcrIyJAkHT9+3Os3o37961+rpaVFCxcu1MKFCz3tc+fO1dNPP21FiAAAAADQLZYUUZK0YMECLViwoNNtFxdG27dvtyoMAAAQRkY6P1WUo1XNxqlDrYPtDgfwCfM2+FhWRAEAAPS266I+8SwVzZtRBAvmbfCxbIlzAAAAAAhFnInqIX54FwCAvqOiKUORalMLnxMjiDBvgw9FFAAACBkft33J7hAAvzFvgw/lLgAAAAD4gSIKAAAAAPzA5XwAACBkuNQiyUhyyM3bHAQJ5m3wYS8BAICQcXvMu56lon93/lq7wwF8wrwNPlzOBwAAAAB+4EwUAAAIGZ+0xsvlaJHb8BYHwYN5G3zYUwAAIGTsas60OwTAb8zb4MPlfAAAAADgB4qoAGtsbJTD4ZDD4VBjY6Pd4QAAAAAIMIooAAAAAPAD34kCAAAh48aoI4pxtOi8idSO5mF2hwP4hHkbfCiiAABAyEhxNnh+b0fNdkcD+IZ5G3y4nA8AAAAA/MCZKAAAEDK2ns+SQ5KxOxDAD8zb4MOZKAuxUh8AAL2rRU41y6kWOe0OBfAZ8zb4UEQBAULRHD7Y1wAAhDeKKMACl3qTzRtwAACA4EYRBfjhiwVQXV2dz8UQRVXw83UfXjwv2L9A78qIOKVhzpPKiDhldyiAz5i3wYeFJQAAQMgYF13jWSr6w/NX2B0O4BPmbfChiAIuobGxUf3795cknTlzxuZo0O7i/RIXF2f5c1jxmFbEDQAIHV8u/B9bn//oihm2Pn9fZtnlfKtXr1ZmZqZiYmKUnZ2tnTt3XrL/G2+8oezsbMXExGjYsGF64oknrArNNlzWg8thjvyvi8ciEGNzqcf05/JMAH3XnuYheqtpqPY0D7E7FMBnzNvgY0kRtXnzZuXn56uoqEhVVVWaNGmSpk+frpqamk77V1dX67bbbtOkSZNUVVWlBx98UD/4wQ+0ZcsWK8IDEGKCtfgM1riBvuz91kT939Ykvd+aaHcogM+Yt8HHkiJq5cqVmjdvnubPn6/Ro0ertLRU6enpWrNmTaf9n3jiCQ0dOlSlpaUaPXq05s+fr29/+9t69NFHrQgPuKS+9Ma2L8XSG6w+2xQOYwgAAKwX8O9ENTU1qbKyUoWFhV7tU6dOVUVFRaf3eeuttzR16lSvtmnTpunJJ59Uc3OzoqKifH7+c82tckS5JElnm1olyXO7L20729QqR1SLz3mhc42NZ5WcnCRJ+tvf6hQX16/Hj3lh3zBn7NCXx743niNY9+/ZpuCMGwCA7nIYY0wgH/CTTz7RkCFD9Oabb2r8+PGe9pKSEq1fv14HDx7scJ+RI0fq/vvv14MPPuhpq6io0IQJE/TJJ58oNTW1w33cbrfcbrfndn19vdLT05We/ztFuHr+RhoA4Js291l9VDpLp0+fVnx8vN3h9Bn19fVKSEhgXHrI7i/W44KPV81V65mTcvYfpCsXrrc7HPSSYF5YwupjsGWr8zkcDq/bxpgObZfr31l7u+XLl2vp0qU9jBIAAISSWTHveJaK/t35a+0OB/AJ8zb4BLyISkxMlNPpVG1trVd7XV2dkpOTO71PSkpKp/0jIyM1aNCgTu+zZMkSFRQUeG63n4naXXRLUH7id/FlaZI8t6urq5WZmcm2Hlyud6nxDdRlgHa6XH5fvG33Prw4tmAfe6t8cZ/2pX3W2bakpMGBTB0AgD4v4EVUdHS0srOzVV5erjvvvNPTXl5erttvv73T++Tm5uqll17yatu2bZtycnK6/D6Uy+WSy+Xq0N4vOlL9ooPv569Ms1Om+cLlif2inf+/7cLt2Ci2tW/r7r691Pj25HH7isvl98Xbdu/Di2ML9rG3yhf3aV/aZ51tU0tTADMHeuZkWz81Olp03nBsQfBg3gYfS/ZUQUGBZs+erZycHOXm5mrt2rWqqalRXl6epAtnkY4dO6ZnnnlGkpSXl6fHH39cBQUF+s53vqO33npLTz75pDZu3GhFeABsFBcXpwB/FRMAPP7QNMLuEAC/MW+DjyVF1F133aWTJ09q2bJlOn78uLKyslRWVqaMjAxJ0vHjx71+MyozM1NlZWX64Q9/qFWrViktLU2PPfaY/vEf/9GK8BBEAvWG++LHCbWlrkM9v3D0xX3al/dnXFycTp8+rYSEBLtDCUksqgAAfZNl5wwXLFigBQsWdLrt6aef7tA2efJk7dmzx6pwAC+cDQEAAEB3ceEl+hwKnL6Js132sWLs2Z8AAHQfRVQfwRsa9JbOitQv3r7Utq4e51LzlaK477jUvgiWyweByxkXVSOXWuRWpP7UPNTucACfMG+DD0VUEKDAgr8uVygF+/OFO6sL2EsdcyiK0ddlOE95fm+HN6MIFszb4EMR1UfxiTGA7qDIAQAEit2L2xxdMcPW578Uiij4pTe+mwHAd73x74d/owgmZe5RcsjIyGF3KIDPmLfBhyIqyHGpHwAA/+uMcdkdAuA35m3woYjCZfl6aaEknws6PtkGAABAsIqwOwAEVntxYoxRXFxcn4klKSmpz8QFAP5YvXq1MjMzFRMTo+zsbO3cudPukAAANqOIQgd9qRADADtt3rxZ+fn5KioqUlVVlSZNmqTp06erpqbG7tDQhZSIeqVFnFZKRL3doQA+Y94GH4ooAAC6sHLlSs2bN0/z58/X6NGjVVpaqvT0dK1Zs8bu0NCFG6OrNc11WDdGV9sdCuAz5m3wCZnvRLV/v6a+ngq+3Re/k3TxuDQ0NHS5rb6+Xq2trdYGByBktB9DQu17jk1NTaqsrFRhYaFX+9SpU1VRUdGhv9vtltvt9tw+ffq0pJ69LrW5z3b7vuHK7Tgvp5rlVivjF0DGtHn+y7gGHvO2cz05flr92hQyRdTJkyclSenp6TZH0jelpaV53f7KV77S5baLbwOAL06ePKmEhAS7wwiYEydOqLW1VcnJyV7tycnJqq2t7dB/+fLlWrp0aYd2Xpd612N2BxDi2hpP6aPSWXaHEXKYt51LKO35YzQ0NFjy2hQyRdTAgQMlSTU1NSH1It5T9fX1Sk9P10cffaT4+Hi7w+lTGJvOMS5dY2w6d/r0aQ0dOtRzHA41Dof377YYYzq0SdKSJUtUUFDgud3W1qbPPvtMgwYN6rS/XcJ5Hodr7uGat0Tu4Zh7e941NTVyOByWnRwImSIqIuLC17sSEhLCaqL4Kj4+nnHpAmPTOcala4xN59qPw6EiMTFRTqezw1mnurq6DmenJMnlcsnl8v6tly996UuWxtgT4TyPwzX3cM1bIvdwzN3qmiC0XvEAAAiQ6OhoZWdnq7y83Ku9vLxc48ePtykqAEBfEDJnogAACLSCggLNnj1bOTk5ys3N1dq1a1VTU6O8vDy7QwMA2MhZXFxcbHcQgeJ0OnXTTTcpMpLa8IsYl64xNp1jXLrG2HQuVMclKytLgwYNUklJiR599FGdO3dOv/nNb3TttdfaHVqPhOr+8kW45h6ueUvkHo6590beDhNqa9ICAAAAgIX4ThQAAAAA+IEiCgAAAAD8QBEFAAAAAH6giAIAAAAAP4REEbV69WplZmYqJiZG2dnZ2rlzp90h9arly5frq1/9qgYMGKCkpCTdcccdOnjwoFcfY4yKi4uVlpam2NhY3XTTTXr33Xdtitgey5cvl8PhUH5+vqctnMfl2LFjuu+++zRo0CD169dP1113nSorKz3bw3VsWlpa9O///u/KzMxUbGyshg0bpmXLlqmtrc3TJxzGZseOHZo5c6bS0tLkcDj03//9317bfRkDt9ut73//+0pMTFRcXJy+8Y1v6OOPP+7NNMKCP6+BW7du1ZQpUzR48GDFx8crNzdXr776aod+n3/+uRYuXKjU1FTFxMRo9OjRKisrszKNbrEi99LSUl111VWKjY1Venq6fvjDH+r8+fNWptEt/uS+a9cuTZgwQYMGDVJsbKxGjRqlX/7ylx36bdmyRWPGjJHL5dKYMWP0+9//3soUuiXQea9bt06TJk3SFVdcoSuuuEK33nqrdu/ebXUa3WLFPm+3adMmORwO3XHHHVaE3mNW5N7j45wJcps2bTJRUVFm3bp15r333jOLFy82cXFx5sMPP7Q7tF4zbdo089RTT5n9+/ebvXv3mhkzZpihQ4eaM2fOePqsWLHCDBgwwGzZssXs27fP3HXXXSY1NdXU19fbGHnv2b17t/nyl79srrnmGrN48WJPe7iOy2effWYyMjLM/fffb/70pz+Z6upq89prr5n333/f0ydcx+bhhx82gwYNMi+//LKprq42zz33nOnfv78pLS319AmHsSkrKzNFRUVmy5YtRpL5/e9/77XdlzHIy8szQ4YMMeXl5WbPnj3m5ptvNtdee61paWnp7XRClr+vgYsXLzY//elPze7du82hQ4fMkiVLTFRUlNmzZ4+nj9vtNjk5Oea2224zu3btMkePHjU7d+40e/fu7a20fGJF7s8++6xxuVzmt7/9ramurjavvvqqSU1NNfn5+b2Vlk/8zX3Pnj1mw4YNZv/+/aa6utr85je/Mf369TO//vWvPX0qKiqM0+k0JSUl5sCBA6akpMRERkaat99+u7fSuiwr8r733nvNqlWrTFVVlTlw4ID553/+Z5OQkGA+/vjj3krLJ1bk3u7o0aNmyJAhZtKkSeb222+3OhW/WZF7II5zQV9E/f3f/73Jy8vzahs1apQpLCy0KSL71dXVGUnmjTfeMMYY09bWZlJSUsyKFSs8fc6fP28SEhLME088YVeYvaahocGMGDHClJeXm8mTJ3uKqHAelx/96Edm4sSJXW4P57GZMWOG+fa3v+3V9s1vftPcd999xpjwHJuLiyhfxuDzzz83UVFRZtOmTZ4+x44dMxEREeaVV17pveBDXCBeA8eMGWOWLl3qub1mzRozbNgw09TUFLA4rWBF7gsXLjRf+9rXvPoUFBRc8nhph0Dkfuedd3qOa8YYM2vWLPP1r3/dq8+0adPM3Xff3bNgA8iKvC/W0tJiBgwYYNavX9/tOK1gVe4tLS1mwoQJ5j//8z/N3Llz+2QRZUXugTjOBfXlfE1NTaqsrNTUqVO92qdOnaqKigqborLf6dOnJUkDBw6UJFVXV6u2ttZrnFwulyZPnhwW47Rw4ULNmDFDt956q1d7OI/Liy++qJycHP3TP/2TkpLPR8t9AAAIy0lEQVSSdP3112vdunWe7eE8NhMnTtQf/vAHHTp0SJL0zjvvaNeuXbrtttskhffYtPNlDCorK9Xc3OzVJy0tTVlZWWEzTlYLxGtgW1ubGhoaPK8X0oXjQ25urhYuXKjk5GRlZWWppKREra2tAY2/J6zKfeLEiaqsrPRcznXkyBGVlZVpxowZgQu+hwKRe1VVlSoqKjR58mRP21tvvdXhMadNm9Zn/r1alffFzp49q+bmZq95YTcrc1+2bJkGDx6sefPmBSzeQLIq90Ac54L654tPnDih1tZWJScne7UnJyertrbWpqjsZYxRQUGBJk6cqKysLEnyjEVn4/Thhx/2eoy9adOmTdqzZ4/+/Oc/d9gWzuNy5MgRrVmzRgUFBXrwwQe1e/du/eAHP5DL5dKcOXPCemx+9KMf6fTp0xo1apScTqdaW1v1yCOP6J577pEU3vOmnS9jUFtbq+joaF1xxRUd+oTr8TnQAvEa+Itf/EKNjY2aNWuWp+3IkSN6/fXX9a1vfUtlZWU6fPiwFi5cqJaWFv3Hf/xHQHPoLqtyv/vuu/Xpp59q4sSJMsaopaVF3/ve91RYWBjQ+HuiJ7lfeeWV+vTTT9XS0qLi4mLNnz/fs622trZPv5+yKu+LFRYWasiQIR0+eLWTVbm/+eabevLJJ7V3715L4g4Eq3IPxHEuqIuodg6Hw+u2MaZDW7hYtGiR/vrXv2rXrl0dtoXbOH300UdavHixtm3bppiYmC77hdu4SBc+gc3JyVFJSYkk6frrr9e7776rNWvWaM6cOZ5+4Tg2mzdv1rPPPqsNGzbo6quv1t69e5Wfn6+0tDTNnTvX0y8cx+Zi3RmDcBwnq3V3Lm7cuFHFxcV64YUXlJSU5Glva2tTUlKS1q5dK6fTqezsbH3yySf6+c9/3meKqHaBzn379u165JFHtHr1ao0bN07vv/++Fi9erNTUVP34xz8OePw90Z3cd+7cqTNnzujtt99WYWGhvvKVr3g+IOruY/Y2K/Ju97Of/UwbN27U9u3bL/m+wS6BzL2hoUH33Xef1q1bp8TERCvDDohA7/dAHOeCuohKTEyU0+nsUInW1dV1qFjDwfe//329+OKL2rFjh6688kpPe0pKiqQLnzKlpqZ62kN9nCorK1VXV6fs7GxPW2trq3bs2KHHH3/cs4JhuI2LJKWmpmrMmDFebaNHj9aWLVskhe+ckaR/+7d/U2Fhoe6++25J0tixY/Xhhx9q+fLlmjt3bliPTTtfxiAlJUVNTU06deqU19mouro6jR8/vncDDlE9eQ3cvHmz5s2bp+eee67DJ+6pqamKioqS0+n0tI0ePVq1tbVqampSdHR04JLoJqty//GPf6zZs2d7PrEeO3asGhsb9S//8i8qKipSRIT934LoSe6ZmZmSLuT1t7/9TcXFxZ43lSkpKX36/ZRVebd79NFHVVJSotdee03XXHNNYIPvISty/+CDD3T06FHNnDnT07d9FdrIyEgdPHhQw4cPD3Am/rNqvwfiOGf/0aAHoqOjlZ2drfLycq/28vLysHqRNsZo0aJF2rp1q15//XXPpGmXmZmplJQUr3FqamrSG2+8EdLjdMstt2jfvn3au3ev5y8nJ0ff+ta3tHfvXg0bNiwsx0WSJkyY0GEZ/EOHDikjI0NS+M4Z6cL18Be/UXI6nZ4Xl3Aem3a+jEF2draioqK8+hw/flz79+8Pm3GyWndfAzdu3Kj7779fGzZs6PS7PhMmTND777/vtaz/oUOHlJqa2icKKMm63Lv6928uLMQVmOB7KFDvfYwxcrvdntu5ubkdHnPbtm195t+rVXlL0s9//nP95Cc/0SuvvKKcnJyAxBtIVuQ+atSoDu+RvvGNb+jmm2/W3r17lZ6eHtAcusuq/R6Q41y3l6ToI9qXPXzyySfNe++9Z/Lz801cXJw5evSo3aH1mu9973smISHBbN++3Rw/ftzzd/bsWU+fFStWmISEBLN161azb98+c88994Tcksy++OLqfMaE77js3r3bREZGmkceecQcPnzY/Pa3vzX9+vUzzz77rKdPuI7N3LlzzZAhQzxLnG/dutUkJiaaBx54wNMnHMamoaHBVFVVmaqqKiPJrFy50lRVVXmWlPVlDPLy8syVV15pXnvtNbNnzx7zta99jSXOA+xyr4GFhYVm9uzZnv4bNmwwkZGRZtWqVV6vF59//rmnT01Njenfv79ZtGiROXjwoHn55ZdNUlKSefjhh3s9v0uxIveHHnrIDBgwwGzcuNEcOXLEbNu2zQwfPtzMmjWr1/O7FH9zf/zxx82LL75oDh06ZA4dOmT+67/+y8THx5uioiJPnzfffNM4nU6zYsUKc+DAAbNixYo+u8R5IPP+6U9/aqKjo83zzz/vNS8aGhp6Pb9LsSL3i/XV1fmsyD0Qx7mgL6KMMWbVqlUmIyPDREdHm7/7u7/zLO0dLiR1+vfUU095+rS1tZmHHnrIpKSkGJfLZW688Uazb98++4K2ycVFVDiPy0svvWSysrKMy+Uyo0aNMmvXrvXaHq5jU19fbxYvXmyGDh1qYmJizLBhw0xRUZFxu92ePuEwNn/84x87Pa7MnTvXGOPbGJw7d84sWrTIDBw40MTGxpp/+Id/MDU1NTZkE9ou9Ro4d+5cM3nyZM/tyZMnX3K/tquoqDDjxo0zLpfLDBs2zDzyyCN9svgNdO7Nzc2muLjYDB8+3MTExJj09HSzYMECc+rUqV7Myjf+5P7YY4+Zq6++2vTr18/Ex8eb66+/3qxevdq0trZ6PeZzzz1nrrrqKhMVFWVGjRpltmzZ0lvp+CzQeWdkZHQ6Lx566KFezMo3VuzzL+qrRZQx1uTe0+Ocw5g+cn4aAAAAAIJAUH8nCgAAAAB6G0UUAAAAAPiBIgoAAAAA/EARBQAAAAB+oIgCAAAAAD9QRAEAAACAHyiiAAAAAMAPFFEAAAAA4AeKKAAAAADwA0UUAAAAAPiBIgoAAAAA/EARBQAAAAB++H9iuF+zr8LGXAAAAABJRU5ErkJggg==", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# TAKING A LOOK AT THE POSTERIOR TRACES\n", "hddmnn_model.plot_posteriors(hddm.simulators.model_config[model][\"params\"])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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7IFcDnDAxtlzGfa9wrUKgiIjIPKQAWKlyGaB4Xm8xaNnMGCTjANjGJdgXfgtjI+7++kWYbA77+99BIefWB2bysPcF8H2stdhszn3LUBAT8LC1ddC8GJIjmLpGaGgkmbBgDgIG6mOYukbGChO9AxPZKJAG8uAlxxtHa2OIiIjI/KEAWImsdWv/AMLRiSpbMfxR24Tdu8uFv1AUs2I19j9/gz2w1315y3Lofgn2/B5rLYVsgMLefW5auMjURgksqsdLJDD19djFSzBjozR98LLDDq312AgQmXHIIiIiMj8oAFasSe1eSorrAS3GbdgwBnPyudhHvwcjgxAMY86+2AW/PbsgHKFg6ylsfwJrLem0JZfKQS5LKJoiMjqGF40TXLoIL5mA+oZXP9x81q1T1JSwiIhIxVMArHTWB1OcgvWL6/xSCfe+aQl0bXfhr7YR721/DuEa/PvvdtfPvYTClz+P9TxGgi2kf/+sqwj6Fs8YvGCSmsYodakswfoaAktTDP2PKzCRCDTEoKEeEw6TNI0c85cfAaDn8f+kPhaGukXQ2ILJpl2z6SxgMsUG00E3da0wKCIiUpEUACuRMa7Bs19wO4FL5/d6XvEYODc9bAIh7EsvuI/PuBDTuBj/909DLguLluIn3ZRvru1E0r/4DflgmHjOIzM0CEAoYKgby5EaTlG/uI7asTThhhE3NWxHMIkAtCzB1k7M79aOdVO7dDnGDgIhTPMiV/3LpV1YzaWLXWOKP0MgOOWUEhERESk/BcBKFQgVA2DOnfgBrvVKPueCIGBLlUCAQDEkFvLufSQ6HhRzw+6+ES9KZqDX3VsokCtY4okso2M5mtJ5auMpGloyRBNjeI0NBJvr8awPUX/iebJp7EAfLF2OGe7DhqOYSK0LefmcG69fAGzxGLriiSIhtY4RERGpFBVblnnhhRfKPYTyCoTce78wcaxbtLjVthT2xoYhtsR9/NJOAMwxJ7jPe1/CNDa6j4cHsdaS6ukDYOVXvsTIqaeyv6aWfuORzBcYHM3SPzDG4L5hBveNku0fIrenl/zAKHZ4eGJcgwchncAmR4uf73enjhjPhbxoPdQ0QqTOnSVcqvzlMi4IioiISNmVrQI4PDzMnXfeydatW8nlim1LAGstY2NjDA8Ps2PHjnINr/w8z20A8fMT08DRBqAP4+exjS0wchAa3RFtds9ObH83ZsmxmD86Hfvc7zBD+8EYvNLuYdyf72N/08Ho7j0ApIARoC4YoMUGyMbTNGYL5FIZGpfUU8tBCs2hiXElhmGsBkwPtrYBQw5GB6Bp6cQ9xrip30DQrQksTRHns8VQqCqgiIhIOZWtAnjrrbfyve99jxNOOIFAIEBDQwOnnXYauVyOkZERbr755nINrXIEivncd9O6JhhyffcAs6gYuEYGoP1Ud9uv/wWbTeO9+U/ctV3b8E48hXBNCGMMAc/gw3j4u/iBb3LSxvdhPFcF7PYtybzPcDJHfCTDSN8oqeEUhQND40Oy+TyMxF1vwbHiFHRiEFuaej5UaT2jVKze3l527tw57a23t7fcQxMRkaOkbBXAX/3qV1x99dV89KMf5d577+Xxxx/nH/7hH0gmk2zcuJHnn3++XEOrHKXp08lN9mpj7oQQL+DO603GYcmxcKAbEnHs4z/GW/8ezMo12Be34y1pIRAKEKitITSSITspp7VddAEr/vjtnPLRD/Prj36cwf98ml7PY6kxkCngeTlM/xiLa0IkN76d0HFLMOllMGZdT8GhXmxTM6aQdz0JG5pn/jnyWfdebWIqTm9vLxs2bCCdnj49H41G6ezspLW1tQwjExGRo6lsFcCRkRHOPvtsAE466SSeeeYZAOrq6rjiiit49NFHyzW0ClIKfpNCU20DGA/j5zHLT3KPHezGnPtWd1rI7u3YfS9gzlzvvtK6F/Zg2CMc9PAAU1xDOLa/B4Dm153Kpf/2f1j5Z3+K9X36rSXr+yRSebKZHImhDDaRxCZTkBh10/XpVHGTSnGDSHp0lh/BdxtDYGIzi1SMeDxOOp1m06ZNbNmyZfxt06ZNpNNp4vH4y38TERGZd8pWAVy0aBGjoy40HH/88QwMDDA0NMSiRYtYtmwZfX195Rpa5SgFp0lTqMZ42NpGSMZdkFu8HDuwDzvSj1l9LnbHf+Bvfwzv9Ivc/cVgFgxYggGDMYZwOEQmVWC0azeNK9sBCEQivOmLd5Pu72f/zx8lseJYmvv7SaTyhEdS+ItrKIym8epTrvqXTgFgM2OYSBSyKay1mEMrfPlJP4Omgo+q3t7eWQNbLBY7bCWvvb2d1atXH62hiYhIhSlbAHzDG97Al770JU4++WSOPfZYYrEY3//+9/nQhz7EL37xCxYtWlSuoVUG359o6RIMTb1W2+SmflOjcPwaGNwP8QNw4tmw4z+g7yW3M3cSL+ARCLiCb9BChom1gBP3BDjvtlt4aN2biO/fT1MwSDpvsb5PZiyLlypO5aZSMJZwY0yPuZYz1rrxHjrW0jgC6jh0NB1uKhc0nSsiIlOV7VX52muv5QMf+ACf/OQn2bJlCx/+8If5u7/7O+655x5GR0e56qqryjW0ylAohq2ZKmfhmvFG0cZ4rgp4sNuFwlDEtVzZ96K7t9a1gjGeIVAszgXzLlgmDgmAALHVJ1N33AqSL+0lXxMmkM9R8C35TB5SKWzBx+RyQPG84swYBJa5amUhNz0A2uIUsVH170iYrcrX1dU1PpXb3t4+7VpHRwdPPfXUjNdERKT6lC0ALl++nIcffpjdu3cDcPnll9PS0sKTTz7J2rVr+ZM/+ZNyDa0yjFf/wtMuGWOw0Tq38SI7hll8DPZgN3ZkwPUIzIHdvQsAG6xx7xtiGDMCQCmixXftmvGp645pI/nSXkxDPQwNUfAtvnG/KjaXx/jFtYn5vAubXmBSA+hDlDawaPPHa/ZKqnxnnnnmtCpfLBYjGo3S0dEx69fFYrEjPl4REalcZQuADz30EBdeeOGUdUfvfOc7eec730l/fz9f+cpXuPLKK8s1vPIrhanZ1s2FosCIO/atpsE9lk5CNuM2aby4HYBCsflzoaZpPINFPPdB/xNPYn0f403dC1TaJGInh7bApPOIS2Pz85DPYT3PbVOZKQCOs4e5Jq/E5A0bh1byYPZ1fq2trXR2dr7q9YEiIrLwlC0AfupTn+KBBx6Yca3fjh07uOuuu6o7AGI4bGia3COwFODyxSpcNgvDA/h5i//cDiyQ2dcz/qURYwjV15MZGKD3V7+h7cL1U751IVWsMOWKZw4bA4FJLWlKQa/gF8dYDIoz9QI0npsGtgqAR8qr2bDR2tqqkCciIuPmNAB+5CMfGe/vZ63lqquuIhyePsU5MDDAcccdN5dDqzyeN3EM3ExVwFKPwMmbRcaDmXvv59092ZbjKDy3Da+5GQb2YYzhhHe/k99/83623fy3vOPHP8QLTazdywy6xs8mk3FDMeCVQqYxUJoCPjTUlXYtT/s5iuMUERGRijDnAfC73/0uAA8++CBr1qyhuXlq82DP82hsbOS9733vXA6t8gSCLtDlszM3UB5vEu1PNFouBbOcC4T+gAtyY/v6AWjY8N/htjsBWHv9J9j9wx9x8Ilt/Objn+CN//vzeMEghWyW5L597ikyGTCudcz4008ex6HL+vIzBMDxcR5uelhERETm0pwGwLPOOouzzjpr/POPfexjrFixYi6HMH8Ew26DhV+AfKa45m+SUlXQL7jNGMD4lHE+j/UtNj5EIVcgu+clCASoufitcNudmEiE+lXtrL/nC/xi41/wwv3fYXT3Ht5w5/8iuW8ffi5HpHkRwWTSPZWhWO0zhwTR4sel6l4+M/3n8Lyp94iIiEjZle0kkNtuu40VK1YwPDzMI488wv3338/g4CAvvvii28RQ7Yzn2r2AC4K5Q8JVqd2KX8DOVF0r/hkWcu5a6NgVrmEzbpNHZm83K/7LJbx5yz8TrK/jwP97nB+cfyH/9qfvA2DFxW/BGIMXducIe8XnMJ6ZqOodGgALeeyhQW+m4+xERESkrMranfeLX/wi99xzD+l0GmMMa9euZfPmzcTjcb72ta/R2NhYzuGVXzDswlU+A7nixozicWrGC2ADweL6v0PmYgOeK9uFQpiAqw7m+/sJt7USamkhd/AgW899A5Fjl7Pk3e/kv3z/O/znP36J/ie2MbZvP63r38Sqt1/M8z/8EaGaKFDA2AIQchU9b3w+2L0r5Mb7EpLPQnhytbJ0rwKgiIhIpShbBXDLli3cfffdXH755XznO98Zr/pddtll7N27l89//vPlGlplCUUgWDxDN5eeWO8HEKlz70vTsqX3Ac9V7RrqCIYDBOrrsGNJRr/5DU79xr00rjsPAgEy3fvo/scvsWPDf+e444/jv/70Yf7brqe55IffZ/Q3jwEQjrhKo1faBeyZiR3IpefLZSf6FU4en4iIiFSksgXAb3zjG3z4wx/m2muv5dRTTx1/fP369XziE5/g5z//ebmGVlmMKYbAYsDKpiZ2+9bUu1uyKWhohmAQYi1QVw+RGgKNNRhjqKt3f81Dd/8D+SceY+33v8P5z+/klHv/iabzX4/NZtn/5X/iqTddRNf/+CTP3/A39D3wHQAieVd5DIYDEA67noGHBsB8xm1UgRl2AqvyJyIiUmnKNgW8f/9+zjvvvBmvrVy5koMHD87xiCqYMW4TiC22fMmMQbQeog3Fqdc8prkNOzoIdfWY+EFsczNeJoXX3EjUWvI5y9hAgqHPb2a087vUvfVthE88iRP/+jrG+gbY+8V7SPz2dwz+7N/Gn7blzRcQefoJAi0teEEwsWLPxtIUb3F9n81lMcHZAuD4D3GU/nBERETkD1W2ANjW1sZTTz3F+eefP+3aM888Q1tbWxlGVcGMgXAtpEddEMymMJFabMNiGD7g8lVjC4wchMXLXBvpVIqgbyGXpx4IhgyJ4Rz5fd0Mf/3eKd9+cXs7LX++gXwoTD6bp7ZtGdkfdGKBulNOwvQ9j7e4BRiD2uLUc+l0kHx2oio4UzNoERERqShlC4AbNmzg7rvvJhqNctFFFwEwNjbGT37yE+655x4uv/zycg2tcpVCYCbpKm35HNQvgmQck8/CkuXYdBIarbtmLcb6BA3QM0CNGSVaHyHjx8gvaqVAkMLAQXJ79pDv6oKuLgACQGnPceTU1xEdc30EvaYGGB3D1DdBZmR8Qwr53GEC4KRNINbqTGAREZEKULYAeOWVV9Ld3c0dd9zBHXfcAcAHP/hBwJ0J/JGPfKRcQ6tsgaDbFJLPuCpgtB7bfAwc2ONC4IqTsd3PQTMYjDuoLRQiZAyFhloKB+JE0xkYLTZ7Xr4Mc+F/I0uI9L4+snv2kO/ZT6B5MXUXXEA00Qvbf4tpXY5Ju8bSNMXgwAjU1EFurLgLeJYAOCXwTTo2TkRERMqmbAHQGMPNN9/M5ZdfzmOPPcbw8DANDQ2cd955nHTSSeUa1vwQirjQZX3IjmEiddjFx7hj3vIZWH4S9uA+d4pHKAReAFtTS6CvF6++Bn8kiZ8q4MeHsf192P4+gkA9QEMD3qrTsfk89omfuQ0nkSihN67H7HwcWtqwhTwGMA3N2MEx16pmcmPqyUyxebS17r5A2fYdiYiISFFZ+wCCO9i+vb293MOYX4yBSC2kEy5w5dKYmkbsYgOD+zCFLLQsx9Y1AS9AJIo52IeN1mAGDxIIBgkUCtilDdh0Dj/cgE2m8Q/0QGIUPzE6/lTeKWsJnbcOtj3iPr/gv2K3/7u72NIGg91uPN7E0XTWWsyUI+M8dxSc1WkgIiIilaBsAdD3fe6//34ef/xxRkZG8A85QcIYw9e//vUyjW4e8AJuPWB2zG3C8AKYmgbskuPhYDemkMXU1GFPOhv7wm+hbQVmZAg8D7toMQzHMWNjGG8Ujyw0ediGY7C1TW5dYbQGr64eDrwET7idweYNl0A+7ap5S1dgwlHX5CUYmnQ6yAyMBxR0GoiIiEiFKFsA3Lx5M1/5yldoa2tj+fLlUytGoOPgXolgCGzEHROXTbkp33ANdukJ0L8HCjlMIAinXYDd8Zir0tU2YMaSEAhgFzVDNgPpDGSymKGDmPQIpEemPk+0Fu+tG7DLlmN//T+Rn6AAACAASURBVAMAvLVvwmbG3PVwDVPW9mmzh4iISEUrWwB88MEHef/7309HR0e5hrAwBCNubV0hN94f0ARD2CXHQV+X2yhSF8Oc/mb8Xf/h2sSEw1DfiMlkYLAPIm7Pr13cDCaAidS5UFfXgGk7AVpXwJ4dUAx/5uRzMG3t2K6n3ec1DYfs7TgkvJfWBR6uSigiIiJzpmwBMJFI8Pa3v71cT79wGOPCWsZ3QWs8BIaxjS2uR+DoACxbife69di+LuzeXUAKgrVQewKkU5DNYob6i2sKk+4teRB7oAt+N+np/uhMzDlvBcAm4+7BuqbZx1fIT6z9C5R9yamIiIhQxgB49tln89vf/pZ169aVawgLx3iT6IQLW/ms2ylcF4ORfvd5cbewaV2JXXYCxPuxg/uxgz3u62tqoaEBfKDgw/AAJIoBLxCEZcfhnXIe5piVE8875qaKTX1s9rGVzgYOhDQtLCIiUiHmNABu3bp1/OO3ve1t3H777YyNjXHWWWdRW1s77f5zzz13Loc3v3meO6Itm4JcGoIhjBdwmzqScVcFjLgTPIzxYNEyzKJl2JVnwOgAtm83tr8bPB+CAVh5Cua4UzB1MQhFpq/RLOTd2kNwx9JNmfUt3mvtRF/A0lnGIiIiUnZzGgA/8IEPjAeJ0iaPe+65B2BKwCi1EdmxY8dcDm/+C4TAZFwVMJdxU8P1i10ATCexYyOY2kYArPXd46lR8AuY5lZYeryrCPZ2QWLItXtpORaz8vSJUz9KJjd8DgSntngZP/zDZzwZlvoEioiISNnNaQC87777pnyeSCSor6+fdt/IyAiZTGba4/IyxtcDJt3UazCMCYXdecGjAzC4D5tLu6CYGJyYngXIZTCMYmrrsWsvgt4Xsb1d2IPd2JEBvFPfOB4egYm+f+AqfVN6/BUTYCkkekFN/4qIiFSQOQ2A55133vjHp5xyCg888ABr166ddt9jjz3G9ddfz6WXXjqXw1sYAkH3Vsi76eBIHTQucef1pkZcECzxAtDQAqGw2zySGHJBcKgH2lZhlp2Av2srpBP4z/wK77QLMTXFwO5N+tXx8xM9/ow3Uc0thUJPu39FREQqyZwGwBtuuIGenh7ATfN+5jOfmbECuHv3blpaWuZyaAtLqAYKo8UdvRnXsLn5GEg1uBDo++4kkfpFmNLUbLQeW98MQz1uM8ngPmg+Bm/tRfjP/gqSw/jb/x1v7YWYUGR6xa+Qcx9O3ulbav+i6V8REZGKMqelmUsuuQRr7ZQmz6XPS2+e53HGGWdw2223zeXQFhbPKzZnBvIZyGcxxmBqGzGLj8UsOQ7T2DIR/opMIAiLj3W7hwEG94Ofw1tzvvt+6QT+s7/GppMTlcRg2IW+0nRyMOTeWzspAKr9i4iISCWZ01fmt7zlLbzlLW8B3IaQz3zmM6xatWouh1A9gmEXwPJZNxVceuxlGGOwsVZXJUyNwMA+WNqOd+ob8Z8pVgK3/WR8TZ9pcae42NKO4GBxs4ifL31Drf+bx7q6umZ8PBaL0draOsejERGRI6VspZlvfOMb5Xrq6hGKFlux5FwItL4LaC8TyIwx2EVtrnqYy8BANyw53k0Hv/hbGBl037NxMeb4U90XlUJmOOreawPIvBaLxYhGo7Oe1BONRuns7FQIFBGZpzQ3t5CVdgXnjKsE5jIumIVrpq7LK+3iNd5EZc/zsIuPhQO7XV/BgW5YfCyBNW/EZophMlLrwmIh7+4Bt7YQJgKgTv94VXp7e4nH41Mem60adzS0trbS2dk5bQylcXR0dBCPxxUARUTmKb06L3TGuEqgF3BVOr/gNnl4QQgEXPgbbwdjIFLj2sSAO05u8bFw8CXXWqZ/N7Z5OSZSM/U5Uu5EEEJRTCA0tS2MAuAfrLe3lw0bNpBOp6ddi0ajxGKHOXnlCGptbVXAExFZoPTqXA2Mcev/vICr1BXybo2enz/kRls8S7hhvHWLidRiW45zFcBcBvpexNbF3EaRUNQFytKGkNKZwOM7hI2rKsofJB6Pk06n2bRpE+3t7VOuae2diIgcCQqA1cQLuL6AfqEYAgsuHAaCriKYSbrHsik3lVuaDo7UYpe2Q7zXVQ+TcffmrgLWVQ1Lu4dLAVBr/16T9vZ2Vq9eXe5hiIjIAqQAWI28wMy9+YqtXvCLa/pC0YkQGAxBywpsqWF0etR9jbXumLjm5e6M4ckUAEVERCqSAqBM8AIuBGZTbl1gIe9CYCA4pRpIpNb1chxv/hyacpbz+FFwk/o9ynQzbfSAud3sISIi1UkBUKYKhgEz0TYmOzaxhjAQnlgbWHrssBQAZ3O4jR4wt5s9RESk+igAynTBkKv65dwpIljrPs5lXJUwGHZr/mab4h0/C3juhjzfHG6jB2izh4iIHF0KgDIzY1xT51DETfXmc8Wdw8VNIqa4RnCmIFia+tUSwJeljR4iIlIOCoByeKWp3mDYHQ9XyEKuWBXMpsDLTqwTLCmdAawWMCIiIhVpwbxC+77PXXfdxfr16zn99NO54oor2LNnz6z353I57rzzTtavX88ZZ5zBxo0b2bFjxxyOeB7yPBf2ahpcZRBc2Msk3e7hXLo4VVxc11ZsKC0iIiKVZcEEwC984Qt8+9vf5pZbbuGBBx7AGMOVV15JNpud8f7PfOYzdHZ2smnTJr73ve8Ri8W48sorGR0dneORz0Ol00VqGiZCnl+YGv5KawVFRESk4iyIAJjNZvna177Gxz/+cS688EJWr17N5s2b6evr42c/+9m0+/fu3UtnZye33XYbF110EatWreLWW28lHA7zzDPPlOEnmKeM5xpGRxsmpoEDQfdxpE59AEVERCrUglgDuHPnTpLJJK9//evHH2tsbGTNmjVs3bqVSy+9dMr9v/71r2lsbOSCCy6Ycv/Pf/7zWZ/j4osvnvVaT08PbW1tr+EnmOc8D7wIECn3SCqOev2JiEglWhABsLe3F2BaCFu6dCk9PT3T7t+9ezcrVqzgpz/9KV/+8pfp6+tjzZo1fPKTn2TVqlVzMmZZ+NTrT0REKtWCCICpVAqAcHjqmrNIJMLw8PC0+xOJBC+99BJf+MIX+Ou//msaGxv54he/yPve9z4efvhhFi9ePO1rHnnkkVmf/3DVQale873XXzIJ9fXu40QC6urKOx4RETlyFkQAjEajgFsLWPoYIJPJUFNTM+3+UCjE6OgomzdvHq/4bd68mQsvvJAHH3yQv/zLv5ybgcuCMdNUb2maV73+RESk0iyIAFia+j1w4ADHHXfc+OMHDhyY8YW3tbWVYDA4Zbo3Go2yYsUKuru7j/6AZUE53FSvpnlFRKQSLYgAuHr1aurr63n88cfHA+DIyAjbt29n48aN0+4/55xzyOfzPP3005x22mkApNNp9u7dO23DiMjLOdxUb6VP84qISHVaEAEwHA6zceNG7rjjDpqbm1m+fDl///d/T2trK29729soFAoMDg7S0NBANBrlnHPO4fzzz+eGG27g5ptvJhaLcddddxEIBHj3u99d7h9H5qlqm+qdbSezQq+ISOVbEAEQ4JprriGfz3PjjTeSTqc599xz+epXv0o4HKa7u5uLL76Y2267jfe+970A3H333dxxxx1cffXVpNNpzjrrLO677z6am5vL/JOIVLZYLEY0GqWjo2PG69FolM7OToVAEZEKZqy1ttyDmO9OO+00CoVCdfcCLKO2tja2bNnymr/Pxo0bZ2wb9HKSySTbt29nzZo11C2grbLWQqnI194+ta93JpMhn89P+5p0Os2LL774B/9ZHKm/QxEReWUWTAWwnCKRyKxHzpWUgkUlhMRKGgtU3ngOZ6ax1tXVce6555ZrSGURiUSIRKY3/q6rq5uxjdKh5tPfuYjIQqQK4Bwp9Qo8XD/BuVJJY4HKG8/hzKexVjL9OYqIlNeCOAtYRERERF45BUARERGRKqMAKCIiIlJlFABFREREqowCoIiIiEiVUQAUERERqTJqAyMiIiJSZVQBFBEREakyCoAiIiIiVUYBUERERKTKKACKiIiIVBkFQBEREZEqowAoIiIiUmUUAEVERESqjAKgiIiISJVRABQRERGpMgqAIiIiIlVGAVBERESkyigAioiIiFQZBUARERGRKqMAKCIiIlJlFABFREREqowCoIiIiEiVUQA8AjZu3MjGjRvLPQx5jfT3KCIi1SJY7gEsBD09PeUeghwB+nsUEZFqoQqgiIiISJVRABQRERGpMgqAIiIiIlVGAVBERESkyigAioiIiFQZBUARERGRKqMAKCIiIlJlFABFREREqowCoIiIiEiVUQAUERERqTIKgCIiIiJVRmcBi8gE34dcGqwP4RrwAuUekYiIHAUKgCLiWB8yCbDWfZ7LQKS2vGNaoHp7e4nH4zNei8VitLa2zvGIRKTaKACKiJPLTIQ/AKMVIkdDb28vGzZsIJ1Oz3g9Go3S2dmpECgiR5UCoIi44JfPTnrAQChctuEsZPF4nHQ6zaZNm2hvb59yrauri46ODuLxuAKgiBxVCoDzlbVgTLlHIQuGBUzxPRCtUwXwKGtvb2f16tXlHoaIVCkFwPkol3bTdV5AC/XltbEW/Lz7fTIGAiEIhvU7JSKywCkAzjfWuhdrAL8A6QSEou5FWxVBeaUmBz+/MPG4788e/qxlvEKI0e+biMg8pgA4n3kB9+KdS7v34Rq9KMvMrHW7fP2Ceyvkpm748IIuEPp5yKbc5zD1a6w/6RsaCIbcPz70OyciMu8oAFYy33cL861ffJGdtEYLIFLnrufS7gU9XXBtOzR9J34BCvlZwltJMcQFI+B5rhqYSxc3g2RnuH+y4qYRv+B+DxUCRUTmFQXASmUtZJKzvHDj1moZA6GIC3zZMXevpoSrV2knb+kfDTPxAu4tEHRVvsm/I6XfpclfbzwXDr0AmMDE/YW8+50rVROD2jEsIjKfKABWmtJUXek9uBfmKdN1ARcASwJBiNZDJlVc11WsCGqDSHUoBb9chikV4vGgNym8vdw/CgJB9/ZygiHwI5DPKACKiMxDFR8AM5kMt99+Oz/+8Y9Jp9OsX7+em266icWLF8/6NU8++SSbN29m+/bt1NbWcsEFF/A//+f/JBaLAZDL5TjzzDPJ5XJTvu6v/uqvuO66647qz3NYpQreoWEvFH35rzWem/4tTQmXNogEIy5Aqhq4MBWKa/YmV+yCYRfQXkMbF+sX3PctbRLxAhCtx4QiEzcFgsUAWFBbIhGReabiA+BnPvMZtm3bxt133004HOamm27i2muvZcuWLTPe39XVxYc+9CE2bNjAZz/7WQYHB/nsZz/LNddcw3333QfAiy++SC6X4wc/+MGUIFlbW+Zjr/zC1PCHmTH8Wb8A6eL08OQqD7jpukg9Jpd21cB8BgpZCNW4UCALR2nNHgAGwtGJpQF/IFvIQ2as+Jac2Gk+RR+2fhHEWjHGTKouF6vVRtVmEZH5oqIDYF9fHw899BD33HMP55xzDgCf+9zn+OM//mN++9vfcsYZZ0z7moceeoilS5fyN3/zNxhjWLlyJTfddBPvf//72bt3LytWrOC5556joaGh8pqwTp6uDdfM+GJu00kY6J59jReA8bCRWjct7HkYa916rULQBUFPDX7ntVIroHwxpAVCEK5xk7+5tAtx+Rxg3Tq/ULEKHAi5xwrF9i+lAJktLhk4VGmXrxcsbjJKQGIIMLCo1f1ulnYP57Pud1ZEROaFig6A27ZtA2DdunXjj7W3t7Ns2TK2bt06YwB817vexZvf/GZXoThEPB5nxYoV7Nq1ixNPPPHoDfzVMp57oc5l3PRbxJu+Hive68JfaZqvUFyE7/vFTcJ2Yio5nYBAEFvTCKEIppCHwmhxWjhcvNcW14hp+m7eyE8Kf6EINhCG1CiM9M9SuXuFQhGsF4JcGptJYVJJ9ztZ14RZsgJyTTCwDxKD2Gg9pqbe/R5ligFQDaRFROaNig6AfX19LFq0iEgkMuXxpUuX0tPTM+PXrFq1atpjX/nKV1iyZMl4xe+5554jn8/zoQ99iB07dtDa2spll13Gu9/97lnHcvHFF896raenh7a2tlfyI728YMSFOr84JRetG39RtX5h/LxWu+Q46OnCDh/ABMPQ2IJZ3OYqNrm0CwTJuKv2JAYhEMLWxTDB0NQAAYxPH1bBQv45+3s8WsY3ewChKDYQgsH9kBpxjxnjKr+lXeD53ES1sLS8oLROMBSBcBTrWxg5iO3bAyMD4081eTGC7fpPzMrTMfXN7vdpaD82sgrjFTeNFPJu6jhSpxB4BHR1dc34eCwW0xnBInJElDUAdnd3H/YF+dprryUcnh5KIpEImcwrq3Tcfvvt/PKXv+Suu+4iFHJr4H7/+98TDAa55pprWLJkCY8++iif+tSnyOVybNiw4dX9MEeKMW4zRybp1gRmku4F3XhTp327n8Pu3QEUX6j7X8K+ADQ0YxoXuyBZmu6zbm2hGel31cCaeszk57PWVRz9ghr7VrLSxgyAYBgbCEL/bjeFC9DQAo2LMTMEMFuq9gLG87CpUezBfdi9O2F0cNKNPljPrefzPPcPAyxkEtjnn8QeuxovEnVV55GDEFsG4dri5iVfIfA1isViRKNROjo6ZrwejUbp7OxUCBSR16ysAXDZsmU8/PDDs17/5S9/STY7vSFtJpOhpubw641yuRyf/vSnefDBB7npppt4+9vfPn7txz/+Mb7vj3+PU045hZ6eHr761a/OGgAfeeSRWZ/rcCH2VSmFwNJGj8zYtBdVO7jf3XrMidhkAgb2g83D6CB28gt6SbgGGha5IJjPYJuXu8ohuOpQLjNeXVzIa7nm9O/xSLLW/R4AeEFsMAz9L7nw5wWgZQUmUost5LGZMQiGMZOXD+SyMDqAHT6AP9jrKsSTv3cwAqPDcKC7uH5wkkAQjjsZPB+6d2JXneH+ATE6iG1oxgRCrlI9/vuahGiD/iHxKrS2ttLZ2Uk8Hp92rauri46ODuLxuAKgiLxmZQ2AoVBoxinbkl27dhGPx8lms1MqgQcOHDjs/wATiQRXX301TzzxBHfeeSeXXnrplOuHTikDnHzyyfzwhz98FT/FUVJq65JOuMpPPoMpTfmV1vwBDA3A73418XWxJbBsOSxahgmGsLm0q9RkU9iBFCTi0LIcU9iDbVmBCdcUq36eqy7lsy5QVMF08LxRqtAWT4Sx4SgM9RSPbPNgyfEwOkhhx2MwOjGFSzBcnJ7NTQ91xkB9M2RzsL8LhvrcU+XzkC9AwAVIG3DTyKbrWVh2HNTXYffuguNPweQybplB4xL3+xOtm2hjlM+8svZFC1hvb++sQe5wWltbFfBE5Kir6DWAZ599Nr7vs23bNt7whjcAroVLX1/f+K7gQ2WzWT7ykY+wc+dO/umf/onXv/71U67H43He+ta30tHRMWXN39NPP81JJ5109H6YV8MLuGpcqR9bIOxeZJNxCEcgNYrtetbdW1OPTY7AwR4YOoAJBLAtyzHNy6C2GZvPQCoOmTFsz4uw5FiM9bGLV2CidS4sWH9iA0rpxAgpv0JuYpduuNb9/Y+5NX821gYv/g7b/9LE/aVp/dKpICXReojWYXJ5bPwgPP34xJrSTAbSWejvpbT6b3wNYEsrtqEO0/cShFcW1xbm3bVUwgVAKG5iirrfn0IeqrjrUG9vLxs2bCCdTs94PRqNjvclFREph4oOgMuWLePSSy/lxhtv5NZbb6WmpoabbrqJ8847b3wHcDabZXh4mKamJsLhMPfccw/btm3jzjvvZNWqVfT3949/v6amJmKxGOeffz6f+9znaG5uZsWKFfz0pz/lX/7lX7jnnnvK9aPOLhACLzteBaS2EZJxTCjiXqD9gruveTk885SrDIbD2JpaSIxie/dgJrd9aVoMi5qxfS/BkuVu4/B4CDx0A0q9pvHKbfK6v1AEm8tAvFitq23C7voPFwgxmGP/CHPMSW5jRz4LQwfc2/AAdrgf9j0LqeR4sLPWggnC6Cj0dWOtxaaz2JBrIWQaGzHJg5iDvWCXYWONmNERiESxqVFMtHb6ruNS8+kp/SyrTzweJ51Os2nTJtrb26dd12YOESm3ig6AAJs2beLWW2/l6quvBuCCCy7gxhtvHL/+1FNP8cEPfpD77ruPdevW8aMf/QhrLddff/2071W65/bbb+fuu++mo6ODgYEBVq1axV133cX69evn7Od6xUyxGXQm6ao10Qa3e7O2oXg6QxQSw9jf/fv4tLCr5mQgPoQJBrGxFqirB89ihgdgZAiWtGKLUcCAmw6O1EGkxlV1rO+CR7hGIbBcSuvpwK37s7gekID1gtjnn3RrAEMRzAlrYWQIu/Vn2KE+iB+cWv2jGPh8H6INGDzo74GDPS74jWUoJLLYoanrR72VJxOoCWIG+qAmDKNDsHiJO3YwWgvWx1o70XZp/EQS/c6Aa1tVcf1GRUSYBwGwtraWW265hVtuuWXG6+vWrWPXrl3jn//kJz95Rd/zhhtu4IYbbjhi4zyqvMD4LmDj57GNLZiBfdiGRS4AHDwwMUX4ujeQ+9X/xfbuh4CHiYTwag7iNdRiohFoWQa1UcyB/ZBJF6tAZmolsLQLuZCDnNHO4HIobfqw1jX2Dobdjl+/gM1nsT273DQrBkZGsP/n65O+1EI2694wbk1fJgVjiYl/JBTv9TN5Cskc9oCrKhKOEDhzHWZRC/lf/Qz/xV2YtacTKAxDOg3RGhfy/FkakZcq0lo+ICJS0So+AAoufAXDrr9fLgOReghFMY2LsaND0NgEyVEYGSb/7z/H9h4AwM/mycVTYCAQDhKsCxMcTuA11UFTDAoFTCHvwsCy4zF2L7a5DVPbNLH2MF8MEeHqXtA/p0ont/gFwGBDURjYC/kcNp100/f5HAzHYbA4HZzNgA1AJg1DB92uX4phsFDAFnzwLWAgWocNRvAHBt0/FIACATKNbWS6e7D/+iiNl11BzZ/+Bbl/vhs7OAT13qTQZyZOkzFmatP1QnFtoAKgiEhFUwCcL4JhF/6sjynksE1L3Hm/jc3YTApG4hAOY2wCANu0mPjzvfgjifFvEQgFqBlIEm2pJ3RMFm9sDNuWxfgFNx287AQMFptNQ9NSTMi60JnPuHniKt/VOWdy6fEgZcM1xR2/aWwq4cJfJgV9+93fezIJqTQMu6lbmy/gJ1PYdA6bL2DHUm5d5yx8PNK1SxnbvgtyfeOPx//hDkI3/LX7nrkMUDxCsHRqTGmXuJm0vrR0Cg24I+JERKRi6f/S84UpVuGyKcilMdF6bKQOGlsgMYyJLcaOjuCl0uANkuvpwR9xvd7GYkuJv7iHgIHakTRN8RSNo2kiyxcTyOXc1F4+DwUfWo93Pd4ySeyiYzClk0VyGcC49Ydy9BzajzExCOkENj2GPbDXrc/s6XYVv8EBGBnGWoufSOGnfezAQQD8vE8unaOQK7hMFgpjQiFMOIyJRLGRGvLpHJkXXoScqxhHzns9jZddwdD/upX8nt3knttBECYqfKGQmwI2k34PJm8w8ovVP+PpvGkRkQqnADifBEIQyE0cu9W0FJMZg0XLilXAIczQIIFYPYGMezHO+pb+51zfsRyQzmUZGcvRksqxOJOnZixNKJ/HpNOuB1whD60nQGMz5sBubGyZ6xWYz7ggaDx3BrEceYWc+zMGt+M3m3LNm/NZbH83pMegdx82k4beXsik8LN5CoNJbHwI61syoxnSGcgPJw755mOzPm34tNNp+ujVRN+4HvI5CgdcIPSKvQENxWAXibhNQoApnqozpQJY0Po/EZH5QgFwPjHGVYWKJy6UNoRgfWiIYVpasYkEgeQYgaEEoZoQ2dGJNh2LNr6PXVu+TSCdJZP3yWZ9lmTy1KWyhMYyBDIZV1nKZWH5KogtwcR7sY1L3OaQfNatTTN1rsGwHDl+YeKkj0AIaw0MFnfoDva5yuCBHmwuCwcOuPBnQ+T37IVCgawNkTw4RmE4gbWWVKZANlpP3hq3SzcUIlRbQ7CuhkhTA5HWZdSdcQa1F1xE+KQ/Gh9G+qknsakxvObFmJ7dAHi1EYhE3TnSofD4GPHzUwNgqQKo3w0RkYqn/1PPN+MnhCTHz+41kTpobsOmkpiRIRgeIrB4lNqxLNmxLMGgRz7v0/V/f8NIyvWUG8kXyPqWfMGnJZOnMZcnNDpGMJ2GVAqTzWBXnAiL29wZwsEwxgu6F/ns2MT5xPLaTWn3EnCbPg7sdo+nEq7p8/CgW/s3MgqpJH4wSn7nC1AokFu2ipF/3wq+TybaQHwkTW5kGEamtnSZ1pK480fUrvkeLe95F21X/AWBujqyzz4DQGT1yZj+56CuAUJBqK13XxMIjI8TP++CILgNIqUdwAqAIiIV7w/+P3U+nycY1P/gy8oLjLdqMbbgzmMtZGFxGzY9BolRAiOjhIZGCdeEaEznGRzNkt3bPf4tCsC+bI78qCXvWwrZAg3pPOFkilAiRSCdclOOuSwsOw4z1INd2o6x/qQegbVqD/NaWVus6NqJcB8/ALk01vexA/vdjt+hATdFP1Rc45f1IJ/DX7mG4V88Br5PduUp9D+2DYDQsqUs+f/eS93pazE1Ndh0ilzfAVLPv0Dqud+T+v3z5A4eZOzZ7bz07HYOfOvbnLLl6/ijbt2oF3L/jZumJrcGsPTffOmve3xdYHEtYKkNUallkYiIVLQ/OMm98Y1v5B3veAfvfve7x0/jkDIIBIshcMwd6da4BFMoYJuXYZKjMDpCcDhBbSJDNpVjOJmjLpdjpPjlbReup+eXv6Ivl8dPQsG3FAqW6GiG+kyeUGKMYCoFmeKmhGNWuRC4eDkmk3RrBQs5nRn8WljrKn/WBwxEarGpBCQG3dTvyKD7c04Wz4MuuJYu/qJW/P/3GNYYkr0jkM3y/7P37mFyVHX+/+tUVd9npntmMrfcYCCRALKBQBJYEVfAFeWnIqKrLuquESE29gAAIABJREFUsuzud9c7rPpAHuRihFVZH0R/4vpbUfHyXbPq1xXQ1ajwFQi5EAm33O/J3Ke7p+/VVXV+f5yu7p7MhQQI6cyc1/P0M9PVVaer+lR3vetzdRefxeDjSvx1/80Haf3r9/H8N+7j4P0PUBpR/YEjXZ20LzuPnjf/JWd+9SsEI2GSa3/PgS/fTXHPXp5793s57SMfAMAdVdZDYR5R4DkQVHPuJ6qEorXev6DPB41GozlJOGYBeM011/Dwww/z4x//mAULFvD2t7+dt7/97SxcuPB47J9mOsxAtV6fEEKVhvEcZQXMpDHG0gSTWYLJAi0FByfjEY6EKRaK9Fz8OuKLTmfr/3c/Q2UHicT1JB2uR7lQJpaziRRsgsWSyhD2PJi/GBGKqHZ05ZIqQm1a2uLzUpCeivnz3abhmCq3MnpIPXdd1fLNKcPIIFJ6UMnwlWUlytwFZ1Ba+0c8y2J4+z6Qkq4P/DXOmWfy4KVX4NnjO4EUBgY5+PCvOfjwr9nwmZvoWHEBZ1z3t7z2l/+HF979Xgo7dzGw9lFigDsyAjEq9QQjKgM4GFIJQM1tyhLsW6Idu2LBFDWXsEaj0WgammMWgDfeeCM33ngjGzdu5Je//CU/+MEP+PrXv87SpUu56qqreMtb3kI8Hj8e+6qZDCuoxJlTQpgBaJ4DnbaKHcuksVIZouk8pZxNKmfTUnYoAtu+9wDv3rIRKxbj2Xu+znDZxZXgeNDWFACZp1x0aHZcgp6L4bsoK63pRKUzCXZRiQDN0eMnfNRb/pwyDO0HKVU5vcM7lagaS1dEYgDyGWSoCffpTUgpye1SLv38nPmUtzxP+LRe7NNPZ8PHVBvEuZdfyjmf/gStZ5+F5zpkdu5i4IknOfQ/v2Xw8XUMrd/I0PqNzFl+Phd+8Q62vvt9JJ/cQKQ1iMznIBZEeDaIKETCKg5QCEQkpo6jqRWBrMtc1h1jNBqN5mThJQfzXXDBBVxwwQWsWrWKxx57jF/+8pfccccdrF69mi1btryS+6h5MQIh5Y6Vnroo2wXoXAC5LEYmQyidJZIu0Jwv43qSEc8kd+AgB3/9G5bffguhRJxNt60m6bi4UiI9j7IHrVIiDyZpAULCUAkAVkBZ/eYsVFYgt1KWRgf+j0fK2v/VPrkVV2m5VFseilXE375qX115aKcSfYUijA4iPQmH9gLguhaUbezoHMpbtmGbQVJbngeg6a/+iic/twqAsz/+zyy7ddW4Lh3hFW10rFjOaz/+z+T7B9j1wI949p57Gd6wiecf+BGBeBw3ncb1JMIpAUFENAzRKMIwoakFQjF1vgkDYq0qFhSUNVBb/zQajeak4WVdtR3H4dFHH+Xhhx/mkUceQQjBJZdc8krtm+Zo8V1vTkl19WibqyxznWMwlsRKp4ilssSzNtlCmWYBKWDj5+9g3mVvZOkNnyTU3s7jn7iBMdcDXMiWEKZJq3DIDWQwAocJhIOqEHAwpN6vtQdRzQpu1tYfUMLNLtZKokCtLp5X15HDsCAUUWVdhvapHr9SIg/vqpTbseHwHtXKLV9SZV8irXibN+N5ktyew0gpSTvqKxx/+9t46t/uQXoeiz7w1xPE35FEu7s454ZP0H7eUn579V/R/4f/y9x0GgDTEATCJiIURISCEG9V1r9wBBFvV+O2zFHWP7/1WzCi51+j0WhOIo5ZAHqexxNPPMGDDz7Ib3/7W8bGxjj33HP5xCc+wZVXXqndvyeKqshwVOHmlnblmsulYSxNKJ2lJVMiXyhTHpNkHJfU1m08/ql/4eJ7v8qSv/0ggaYmHv27f2TMdbEEiLECYSMMY0XCmQLGoUGs2G5VGiQcg0AYGW1GSKksQbPdFex5KqMXecTyOuEnDGVBMwNI5wjxd2inEn+OBwd2qdUDMWT/DqQVwD3UD0Ah3IGX2Uo+mqC0r49ARwf9o0nsZJL2c5ey8it3Tiv+6ul79I8AGBUhFwoYGKZBuDmM0d6CiMYgEoX2ThX7GWlSYQdNrZVjRR2PLv6s0Wg0JxUvKQs4lUoxb948rr32Wq666iqdANII+C5YKZX1qbkdkR1FzpmLyGYwshmimTxtuRLFsken59FnO+z4/g8xAgEu+vKdnP7uq3FyOR772KcYdT2ipkeaIGHpUBorYYXGMIeH4dB+aFIiUIQi6r3dskpYmM1dQspFoK6cix8n6dV1yKjEUUrHhkFf/FGz/GHA/m1qHjsWItetBUD2nIF89pe44WYKz23H8yTpwRQAiQ9eywt33ImwLF53372YoRdv11fOZtly11d47p6vA9CUToFp0tIUINoWwWyJYrQ0QUcnorVdWf8SHUpYtnYjyqXasVq6PaBGo9GcbByzAHzTm97EO97xDs4///zjsT+al4oQtfIcdqVXcLgZkXCQHWOQSWFlMrTkS7hlF9f1cCUMlh22/cd3Gdu5i0u+9Q3O+JsP0P/Hx9n1n2sY8STh1BijzQl6H3sagJG/ezctyREYHkA2JZT1p32eige0C5Ws4FnoCpSyVgsvGKlZxIQ5wTom3XJF/DlIIZT4K5eUkNr9ghKFC86AnS+ocV+7Evf3vwfAbp0P3h7suafgbdlK9KwzGcuotm+nXv0OEkvOqL2P51EcGiJ/uJ/i8DDF4WHyh/tJPvsch367lnKlV3SrZdJkmrTEAjS1hInMiWH1zCHfPI/EP3wBgPSGJ2gOhiHSrCzMxWztWGfjfGs0Gs1JzjELwNtuu+147IfmlSAQUlY4qbKCCUUQhTHoWAD5DGQzBItF4rajjFLDOQwBA7ZD36N/5KfLX8e5n/k0537m0+xe81MKZQfHNMgVa/FssmBDNoNMJxGZFMQzys0ci9cKRM9KV3Cd23cad6j0XBg6AG4ZKQzkwL7aZ3Zon4of7JiPcfpSvN//NwSCiLNWItf8b4g2Udy5G4Cip96j6/3v4+Butezw2j/w6Ef+gXI6TXb/ATJ79+GVSlPuS8A0aTdFVfwlWkM0z20hMK8TkYhDIlFdV8Ra1D/xzloSi2np5B+NRqM5SdG/3jMJYUAwrASFb1ECCEVUS7dCDuwSobJDqyeV9260QDAnGLAdSpkMG27+PJu/+K9ITxX+daTEKdfEjVd2VY0624ZMCpkaQkSakNEW1SRitmYFT5b1O2EVCSOHVJcPYSDTw6rNWyAEjoTUEERiGJe+B/nE/6ihzjwfr/+wGuC0JbhP/woAp9LSL7rkNbzmkovZ9cCPsZNJ9q756YT3tQIBLCEwPA9TegSEIGIYhA1BwDJINAdpToRp7mkhOL8To60VuroRTR21QzIMiDQhrCAUKuXEtetXo9FoTlpm2VV6FmAGwKx06fAcVbOvXISOBchMEtGVwyiXCUlJwgQraBEeyRMaK5J2PJKOSzmXx4pGaT37LMIvPE/B8arDy0IJKZsQxQJkM1DKI0sFRGYEGe+sZAUXKr2CZ5Fr0BeA0xXFHhtWrlMhVMLIaB8IA7HgLORvfgiA8bq3I6LNeGnVvUN0zoehSleOpkqClWUR7j2V4q7d7L3tC7SsWM6577iSoU1Pkd27H2HbWEIQEEIl8/jzYJqAiWkIggGDSMgkGrGIzYkRbosRmNeB0doK3T2IlnZoaRu//7HWWgcQYejED41GozmJ0QJwpiGEissquqpFXDQO6SJCujD3NKT0EE4Zw3UJmQaGNUAgEiA8ZBLN2DQXytiVeLbgM1tU4d/6C73rIgslRCGvegU7DjKbVMkgngOImgs6ED5hH8Orjp/oMYUAlHYBxobU/7FW5POPq9V7/wwO7VICcv5ixILXqA0qFlTpOlWhJUIBCAbBtun4i4sZe3wduS3PkNvyjNoEiAMiYBKwDIKWgWUKTFNgGAJTCAxTYJoGVtgi2BQk1BzCjDdjdbYi4gmYMwcRCkNHD9h1Ar7aerCS+WsFZ5fAbyD27Nkz6fJEIkF3d/ervDcajeZkRQvAmYhQ3SUoZhGmqURgPq3cw+1zwfMQnochBEHTxIiOEowGCA/nGEoZZPJlCrZLCYEU0HrZW0EZqMi5Ecw0WGEPEhZipABujqZWFzE2jGyfryyO5ZKqdTdbXMF+r1xjCgtgakD9jbTAaL8SjC3tiLmL8J56BACxaGl1dZGYo6IKhw8jFpyl3mLH88Te9g5y//UTCvd8me7OJnIZA6+gOnFYpkEwUBF9QRMrZGEGTUzLxLAMhCkwLFXmRYRCGJEgRqIZIxIi13oahAMIacHCZWDnyXlN1f3JkUBkPShVjjMSABtisVfsE9S8CIlEgnA4zKpVqyZ9PRwOs2bNGi0CNRrNUdHwV+dSqcSdd97Jr371K4rFIq9//eu55ZZbaG9vn3Kbe++9l6997WsTlj/33HNYljrkH/zgB/zHf/wHQ0NDnHnmmdx8882cc845x+04XnUME4JRVaQ5FAXPRRSz0NJWje8TCAgECVgWZksMqynJvP98ZOJYP6z9e9qvHpz07dyt69R72gVVCsadZa5gzxeAE92i0i6o1m8IZLwTufMpteqCM5V71qxsU8hWtxGnqGxeuf1pjMvfA9Em5OH9RJsTyNf9OcXnnodUimYTaApihiyskEkgEiAQDWBaJoRCiICJsNQDy0QELEQwoP4XArrmQzxB4m8+N+3hdS/24wHH1/mUcuK6muNDd3c3a9asIZVKTXhtz549rFq1ilQqpQWgRqM5KhpeAH7+859n06ZNfO1rXyMYDHLLLbfw8Y9/nAceeGDKbbZt28Y73vEObrzxxnHLffH3s5/9jC996UvcfvvtnHnmmXzrW9/iuuuu4+GHH6atrW2yIU9OrABIFQMoI80q3qwwBok5SEMo965lIkMhjMF+ArGX7rKV+SwiFofMMLLzNISXnWVZwb4SmkTs+sIu0oQApJ9Fm+hUW5x6NnJgP3Ljb/EiTRi9Z8PCxdC1AAYO4K35BsEP/iP2t/8NuW0LUSDSbuK2JECAaZkIQ0AwiBFR7duMaBgRqHy9hVCJQMGgOicsU1kqw2GEZYFnH8fPZWbT398/pSA7HnR3d2uBp9FoXhEaWgAODAzw85//nPvuu48LLrgAgLvvvpsrrriCP/3pT5x77rmTbrd9+3be97730dHRMenr3/zmN7n22mt529veBsDq1au5/PLLWbNmDddff/3xOZgThRUE6SEcGxmOQTCMGBtGxOcgTQtpmohQBBkIIHJZUjf/L2Quh5fN46ayyHyJnBupWv52X3Elrf/PmxC7/wRtcxBtrdCzEHIRZHsPwimrOLFgJV7MLavHTO8TW+336018zU+cCEbGu4gr8X1iyQWqFuCB7cg/rMHd/hTG2RdhvOvv8f5jteoKcmAXgWXn4mWLeMNDiFIRQwhVV9oSiGhYtW4TQnVqiUTANCAUhkBg8s4gpqmKOi94Demt2+HQdrWv4SbE/MXk0zbdy5QlcmBvhljUUxnLsym2cxr6+/u55pprKBaLk74eDodJ1JXS0Wg0mkaioQXgpk2bAFi5cmV1WW9vL11dXWzYsGFSAVgoFNi/fz+LFi2adMyRkRH27t3LhRdeWF1mWRYXXHABGzZsmHkCUIjqBVs4NpgWsn0+FDLKVhUMI60gItoEg4doaiojSyUYS0M2gsznsVI1P1/rO99Kc0IgD5YgHkCEyhCwgYgqD2MYkEtBpLlWmNqPB5zJrmDDUoLOsadJkJAI01I1E3NpZP8exIIlCMPAuPSvkJv/gHz2MTi8G+/wbojEECvfiNyzHfbvRGRGMKXEbIsAkbr3NiAxB4IBCAYQwaBaLgyIt0OsRcV/BoNKwIUjyjUfCiHsEjLZTyzzNASA1lbE/NcgillEtHYMsahHrMmAcGhSI+dsJJVKUSwWuf322+nt7Z3wuk7K0Gg0jUxDC8CBgQFaW1sJHdHaqrOzk76+vkm32bFjB57n8atf/YrbbrsN27ZZsWIFN9xwA52dnfT3q36qPT09E8bcunXrlPty2WWXTflaX1/fhPEaiqoIFOCUVKmWSBMyFkekB8EKIENh1fM1nURk0hAKIdvnIHJZzEi+NtS2DcigcmGK3iUwsEcJP0AWc4hAAopZpOciAiEliDxXWcbEiS8bctzm0QoqoSs9dcyB0PjXoFpAWcxdjNyxEbnvObxACNG5EGGYiPMvRb7mPORz65C7n4FCDg7tQAQF8tRe8C1NVT0uwbKUkPMti4EQdM6HSAxkuU6ISnBL6lEcAwbGD2VaiHmvUYkpWVV2htYjPgvd9WNSent7WbJkyYneDY1GozkmTqgAPHjw4LQX5I9//OMEfWtGHaFQiNIUHQ527NgBQHNzM/fccw/Dw8PcfffdfPCDH+RnP/sZhUoB3SPHnW7MGYEQygpkGCouz3MRnots6UCEm1XyQqQZaQWgtR3KNkIKKBQQ4cHaOPEENJmI8y6G+b1KAPqiIDOCTHQg3DIUcxBtUZYxz6m6O2cs/udrF1RPYCtQKwnjx0AWc0gpEV2nQrIfOXxQCcGdm1RRZUMAAiwDlpynBF9uDDKVriuBwMSsC2FAaye0dUE4CuWc+qxxqtngorkNwjE1F9KrFesGCIQQzW3IRCdibBh88ZfoQoi6hA8rOHsyujUajWYWcEJ/0bu6unjooYemfP2RRx7BticGqJdKJSKRyCRbwLve9S4uv/xy4vHaxWvx4sW84Q1v4Pe//z0LFy4EmDDudGMCrF27dsrXphOxDYcVrGTrFsFzlFgzTWibp6xHkSZkahAyKUAqt6LZXN1cdHQot++ep2H/s2phWzdQVmMaASUwChklAM2KAPQc4MR3jjiu82gGwKhYPMu2EoSgBKBhqOWlPCIcgyUXwsFtyMM71OdWnjyOjHAQwl0wp1NZWk1LzZNVSegwhOom4pShmFbbBMOIzlMRnQsh2jJ5/F8dspRDDB+otXhr7UY0tUGyCFSOQcf9aTQazYzihArAQCDA6aefPuXr27ZtI5VKYdv2OIvd4ODgtLE19eIPlNBMJBL09/dXY/8GBwfHvfeLjTmjMMxqaRjKRWUNRCKb2hDBCMK0kPEOyI8hyzbYudq2Hd0gM0oguqqWnXHuJXg7N0FmVIk/UG5g6dWKSLuOsl7NZBeiEEqY2QVwbXzxJIRAhptVLcbCGIRjCCEQC5Yg559RsRraID3VLs6PJbSLag7yadVv2f/snJJ61GNaiLYeRMdCJcilVFbY9CDSLStfr2EqAWmYaiynrDqT+OLTMKF9HiLcpMraOKXqMczoedNoNJpZSEP7dM4//3w8z2PTpk1cdNFFAOzevZuBgYFqVvCRfOUrX2Ht2rU8+OCDVcvHwYMHSSaTLFq0iLa2Nnp7e3nyySerYzqOw8aNG3n/+9//6hxYIyCEEgNmU7Vmn8CDUBQZCCMyI2AFEEDTvCbc4UPIgX0wGgfi0NkNrT2IU89RVqZQFJkZVaLS9K2AWZUMooqfKCvgTM8GNgNAQQkw6dXcwH4x7lwa2dKJMOvc4dJTIqyUR5RLVCPzDBNaOxHzFiPDTYhSXgnrYr4itAUEQ4hoixoflKAbPqj+HguxBMQ7VZIKgFMiFgNZyEIopgWgRqPRzDAaWgB2dXVx5ZVXcvPNN7N69WoikQi33HILK1asqGYA27ZNOp0mHo8TDAa54ooruP/++7n99tv5wAc+wPDwMKtXr2bZsmW8/vWvB+DDH/4wX/jCFzjllFM455xz+Na3vkWxWOSaa645kYd74jAtlRVaVpYlYRjIRJcq45JNqgLSCMTc05DzFiP3vwDpQRgbQm75HdK0qjFlItykYtUyI8raFW1RrkrHVo+ZLgDrhZKkljEbjqk4P6cEg3uRoaiyEpYKk5eOASWmCxmVsW1YSqRFmhEtcyrjezVL4chBNV/1MYJWUIm3QLA2nuvU2tYZpkrsiDTXhF/9uKBcv1r8aTQazYyjoQUgwO23387q1av553/+ZwAuueQSbr755urrmzdv5oMf/CDf+973WLlyJWeffTbf/va3+epXv8rVV19NMBjksssu4zOf+UzVIvie97yHTCbDV7/6VVKpFK997Wv5zne+M7OKQB8r1SQRE+w8QnoQbqr0Eh5UnSyyyYrr8gzk/Ncg+/dAeqgqFsSc+arVXLmoBGAxq5Ie/HIwvviYyckg9QKsTjgJIZDt82Bo30QXrmFBpEmJxGBECXIplSAvZJT713MgM6we02EGlOiOxhHBlxi354s/w5zZc6XRaDSzmIYXgNFolDvuuIM77rhj0tdXrlzJtm3bJiz70Y9+NO24H/nIR/jIRz7yiu3njMEKgIgpa5LnKudt+wLVUm5sWMWrZUcRCET3qchTX6t6CweCiKBKopGBsHJ91pdE8bOBHVuJnJmKn10rjAmWMxEMI7tPV6LOLSuhF4xAIDwxUUOg4jRDUWS8U1lT82NKXDuVOEshlOALhNQ44SaV1ftyLHZSqnhEmKaeoUaj0WhOdhpeAGpOAKalXIe+CCzlIBRDdpyilo0NKbdjLoXIpap1BqWfnYqoWcJ8AREIQslR4mUmuxV969kUJVOEaUFT6zENKYRQMX6VOD9Z+WxfltCbCqcSg+iLS41Go9HMSLQA1EyOHxdYzClLXjGjLHyhGLIjpiyBuZRKNvBc9dwujB8jGKmJCMNixieDeG6l3A214s/HgeMi/KCSFV5xTc9kka7RaDQaLQA102CYSgTa+ZrIM+yKEKy4J6WstHsrVpJIyoBUbsmmtppY8bOO3XItU3im4YsnM/DisXP1CRl+Eohh1uo0ToWUgKxkGVcsdZO4m8et72ckV62yVLapbOeXnvEFvGHNzPnRaDQaTRUtADXTYxjKHeyLPM9VVr9AGKygEniB0PjWZ1Phl0Q5spvFTEDKWg3EqT4Lz1OZv0558sxfz61lSlvByucl1XaeW3swyedXFYKGv0Nqu6kyjGsbjh/PrxGprX8ajUYzo9ECUPPi+CLPDFTayDlKDLqOcvP6fWjr8S1VVbevVxNIM1Fc+KVVhBhvwZNerbCzv46PX5hZmKhevU6lTVu59llNhai0jRtnEXQBd4r166yEvkVQPfFXUKIzEJqZ8zNL2LNnz6TLE4nE7Cl0r9FojgotADVHj2Eo61DVGugoa2AworKHfcqlqVub+UJjplFv3Sxma1nQk4k+v6+uOEI4W8FaHJ7n1LlsjVpJFv8xrt6grLmS662rhjHe1VtPvXD030MLv0np7+8nlUpNWD6V2DoRJBIJwuEwq1atmvT1cDjMmjVrtAjUaDRVtADUHBtVa6ClagNKT8UIulatX+yk4q8SA+iXiJlpGIYScFVLX53wE5XXzMDk1tJx41RcsMeCH195rNsgaoWqNZPS39/PNddcQ7E4+Q1NOBwmkUi8yns1ke7ubtasWTOlUF21ahWpVEoLQI1GU0ULQM1Lw08QqXQPUe7LuvZjZmB8vb/ZYF0KRpTQq7q6DZVQ8WKiT9OwpFIpisUit99+O729vRNebyTXand3d8Psi0ajaXy0ANS8dPzuIVagEhNYSVAQxuwtI6K7Z8xIent7WbJkyYneDY1Go3nF0AJQ8/IxTJUp7CcX6HgyjUaj0WgaGi0ANa8cQlQyWjUajUaj0TQyOjhJo9FoNBqNZpahBaBGo9FoNBrNLEMLQI1Go3kFyeUq0RBC/a/RaDSNiI4B1Gg0s56TodizRqPRvJJoAajRaGY1J0uxZ41Go3kl0QJQo9HMak6mYs8vB90nWKPR1KMFoEaj0TBziz0fTZ/gL33pS7S2tk66rRaHGs3MRAtAjUajmcFM1yc4mUxy44038tGPfnTSbcPhMGvWrNEiUKOZgQgppTzRO3Gyc8455+C6Lj09PSd6V2YlPT09PPDAAy97HD2PJ45Xag6vvfZa+vr6jmmbXC7H888/z1lnnUUsFnvZ+yAl+N7W3t7Gb4pTKpVwHGfC8mKxyO7du4/pc3ml5lGj0Rx/tAXwFSAUCmHb9rTr+BelRhAXjbQv0Dj7c7LN48lMI32OsViM5cuXv6wxGul4jnVfQqEQoVBowvJYLEZ7e/srum8ajaZx0BbAV4nLLrsMgLVr157gPWmsfYHG25/pOJn2tZGZaZ9jIx1PI+2LRqNpXHQhaI1Go9FoNJpZhhaAGo1Go9FoNLMMLQA1Go1Go9FoZhlaAGo0Go1Go9HMMrQA1Gg0Go1Go5llaAGo0Wg0Go1GM8vQZWA0Go1Go9FoZhnaAqjRaDQajUYzy9ACUKPRaDQajWaWoQWgRqPRaDQazSxDC0CNRqPRaDSaWYYWgBqNRqPRaDSzDC0ANRqNRqPRaGYZWgBqNBqNRqPRzDK0ANRoNBqNRqOZZWgBqNFoNBqNRjPL0AJQo9FoNBqNZpahBaBGo9FoNBrNLEMLQI1Go9FoNJpZhhaAGo1Go9FoNLMMLQA1Go1Go9FoZhlaAGo0Go1Go9HMMhpOAH7jG9/gAx/4wLTrJJNJPv3pT7N8+XKWL1/OqlWryOfz1dc9z+Pb3/42b37zmzn33HO58sor+clPfjJujJ/97GecccYZEx779u07Lsel0Wg0Go1G0yhYJ3oH6rn//vu55557WL58+bTrfexjH6NUKnH//fczNjbGTTfdxK233spdd90FwH333cd3vvMdbr31Vs4++2zWrVvHrbfeimVZvPOd7wRg27ZtrFixgrvvvnvc2G1tbce839deey0ADzzwwDFvq2kc9Dye/Og51Gg0mqOjIQTgwMAAN910E5s2baK3t3fadTdv3sz69et56KGHOP300wG47bbbuO666/jUpz5FV1cXP/7xj/nwhz/MW97yFgAWLlzI008/zZo1a6oCcPv27SxZsoSOjo6Xvf99fX0vewzNiUfP48mPnkONRqM5OhrCBfzcc88Rj8f5xS9+wdKlS6ddd+PGjXR0dFTFH8CKFSsQQrBp0yY8z+POO+/kqquumrBtOp2u/r9t2zYWLVr0yh2ERqPRaDQazUlCQ1gAL730Ui699NKjWndgYIAQSp3LAAAgAElEQVSenp5xy4LBIIlEgr6+PgzD4KKLLhr3+sGDB3nwwQd573vfC8Do6CjDw8Ns2LCB73//+6RSKZYuXcoNN9wwpQXysssum3Kf+vr6JuyTpjHR83jyo+dQo9FoXj4NYQE8FgqFAsFgcMLyUChEqVSasHxoaIjrr7+e9vZ2/vEf/xFQ7l8A0zS56667+Ld/+zfy+Tzvf//7GR4ePr4HoNFoNBqNRnOCaQgL4LEQDoexbXvC8lKpRDQaHbds9+7dXH/99ZTLZb7//e8Tj8cBuPDCC1m/fn31OcDXv/513vjGN/LTn/6U66+/fsL4a9eunXKfprNIaBoLPY8nP3oONRqN5uVz0lkAu7u7GRwcHLfMtm1SqRRdXV3VZZs2beK9730voVCIH//4xyxcuHDcNvXiDyAajTJ//nwGBgaO385rNBqNRqPRNAAnnQBcvnw5/f394+r1PfnkkwAsW7YMgC1btnDdddexePFifvjDH06ICfrhD3/IypUrKRaL1WXZbJa9e/fqxBCNRqPRaDQznoYXgK7rMjQ0VBVrS5cuZdmyZXzyk59ky5YtrFu3jltuuYWrrrqKrq4uHMfhhhtuoL29nTvvvBPbthkaGmJoaIjR0VEA3vjGNyKl5F/+5V/YsWMHzzzzDB/96Edpa2urlonRaDQajUajmak0fAxgX18fl112GV/84he5+uqrEUJw7733cuutt/KhD32IUCjEFVdcwec+9zlAWf986+Dll18+bqx58+bxu9/9jp6eHr773e/y5S9/mfe9731IKXnd617H9773PcLh8Kt+jBqNRqPRaDSvJkJKKU/0Tpzs+IHn0wWnaxofPY8nP3oONRqN5uhoeBewRqPRaDQajeaVRQtAjUaj0Wg0mllGw8cAajSaCtVoDf+vACFO1N5ojidHRua8lHmWEjwXkCCMykOfLxqNRqEF4EzDc8Etg+uC9NQywwDDAiugLgKakwfPA9cG16lczI9ACDBMNb+mpS/yJyNSgufU5tjzqIn8CkLURJxhVv5OIuqkVOP458y4MQwIhsEMHPdD0mg0jY8WgCczUiqR57kV4efURF89rqdeKxfBCkIgpIVgo+N5ar7c8vTrVS/4DpRRYsAMqIdhajHYqFTnrfzic+yvL13AnWR93xIsJ1oO/dekpx6lPAQj6ndAo9HMarQAbCSkBKdUEXKydrdvmiDM2g+5L/Y8Z5IffGrWIMMEKm4gp6y2dWz1CITVRUALhMbCPwfKdX2tDbMi6uosfFKi5naS88GfY0TtPPCtRv58+zcPSGVsqlqYtFv5uCG9mlg/UsQJMd6KaxjAEXMlPTXf/m9A9WbvCOEnDDWOFRx/vtgF9b52oXZOaDSaWYsWgI2ClFDMjrfgSU9d1J2pNwNqP+bVC8gRF3AzAFZIXTTKxdpfx1bWAFOfBiccXxyUS3Wue1PNzyQXaqXZDDArF/tAaBKrkjx6C1OVimi0Aup80mLwpePPh+/ePdI6f7TWWiGYNF/PvwmQdQLQdwtPNkYwAqWKu7lchFDs5RydRqM5ydFX/kbB8S/8QsXpCFGz7oy726d2h29aU16kpX/xKReV9U8IJRKCUYTngF2suIRy6gIUCGmLwPGk6qqvWHDGXby98RYc/xwwA9W5lZ4HhTQUsmpOpYcUQll5ghEIN6m5tQJKvPkJAJ5TiQd1p0gsEDULkW8R9EWjjhk7dvzP3bfkH4kwatbcSUSfrM6bf57Ufe/9WF7DRFQttaJqKHxRROW8KmZr8Yb6O6/RzFq0AGwU/ItFMFyLz6n/bR7n4qn94kvPhWJeCbpqEHklTmiypAHTQja3Q6QZUS7VLvZuueJqtGoWBF94SllLNvCtFZrpqQ/snyo280iEoeb+CNe8LGQgPTBxPqVUFsNyCXIpMCxktAWicYQVrN0kBOrWH/d+YuJ4/rnj2LWYMSuoQga0NXB6PFd9D7064effrBlWJZRDfbek5ykhVswpl6xTqoVpvBjCQAZCNeEfaUGYR/md9D0FnlP7zms0mlmJFoCNgn9xntYNVLe6Y8PYMBQy048bCKkLuJTqYu46kBqAXBrZ1oMIhCrJBnXicSp8F6VhKaGqLx7j8UWfM4XbdULmZl3c3SSuO+m5kB6EwphaYAYgloBQDImoCkxh59V54DmQHYXsKNIKQihaifVU54AwXiTxR4g60RiuhQk4trJIhaJaBE6FUwY7X3teFfK1uEvpeZBLQj6l5mu6Jkz1Wb++hbZ6Q+Yp0WgX1HwjkLEEJDoRgaNoZWkFwK7cmGjjrkYza9ECsFEwzEq2rjuty01Kqaw96SGqpSKsoLrg+xY9r861WCzUxEgooi7iroMoF2FwLzLRjYi2VMqNlOvczWK8WKmPZ/IcZb0IhJS40KJAfW6l/BGu+kqM11SxmVMgpacEQma4ZhluakOGm2HoACSfU+8FYJiVi38HRFsQpZxy61cTQerGNQNK2AXDtRsDw6wTF1K5F/199eNDS3k153ZBnT+a8Ti2+mygErcZrSRxKGQpD5kR9b2tPz/MgLLghSJqXupcw0II9V23C1AqVMM4pBWAYBjh2GpeCmMVC3AScklkohvincpFPBVG5Wffn/PJLMGgv9cazQxHC8BGwQzUXG+B4NRlWjIj6gEQiiIjcRjYA6OHp7co1BOOIeMdym2U7EPaBYh3KGvgdATqEkl8a6DrasuQ6yjR5WMFXzSwX/oXcMeuXYj9OEGnVJtLM4CMdyGyKdj12Hj3Iqj1/XPCMJFtPTBnvrL22Xk1R/57+K7+4vRWY2kFoakSJmAG1PyW8pXzs6wsSBqF69TEnxlQotm3+BUyytp+xLkho3GV1V/IwFgSnIFaqIXrKMFYyEBubMrajzLegZi7CDH/NWp+U/1qm1S/Gqe1e+p9nu6rWi7WMtCDUT3XGs0MRgvARsGPvfPdO8GJokqWSzXx19KBDMVg6+PKQkDFwmOXoOS77nyLnVexTIRUHJLnIYo5ZGs3hKOIXApKhZpLeDoMU2UP+lYPryJ+QrHZKQJ9Kw0oy0ooMm2NRVnKw9iQutBOh2lBNIGMtMDBrciRw2p5tAU6TwWE+tz9+MLMqLLKDh+E4YPIaBzR2glNbRBtrosXLNYu8vVuat/l6LkVQdEH5QKypVOJQCtUKU9TPCZr5ozGj5GEceJPug6MHIR8urKigFgcaYWQA/th59MqmeeoqCRu+Ik9dqU2ZGoQmRpE7nsO4/y/hM5e9dswegjSA8hYAhGcwh3sW4YnKyJdX37I1WL/pdLf308qlZr0tUQiQXf3NAJdo3mV0AKwUaiWacjVsnePDLz3LzahKKK5Dbn/eSX+QlEIxuCFJyfPPPTxDRFWABlvAykRTQlkyxyEU4LBfcjmNmhun96FBLX4plKuEvw+S92D9Rna01hCpZRK+OWStYXBaC37uhoLaNbix4o52L6hFufZswjsIvLJhyB7xMUl0YHo7kWGwohsEvJpZFWAVPYtFkfEOyDRjTBMtU/SAyFUSRkqcYe5ZM1lGYxCpFntp58Y4pZ1IWEpKzdelXqdvvizC8oi74vr5jlIKwR7nkH27aYatiEMaGlXgt4MqBsz11U3cIUcZMcgPaIe+Yy6iYs2Q88piDOWQTiE3L0Fcmm8DQ9jXHw1omWOsjoWxtQcBnsm7rdvuQc1p/X4tQj99nGzfY5fIv39/VxzzTUUi5Pf5IXDYdasWaNFoOaEowVgI2Fa6kJiF2p36fUisJqdWxEc6SH1N96J3PA/lf/nQHMbDPbBSL9yMRVzaoxIE4TDEI0qV14hj5QeolxCdsxHSKku/IUMMt6JCL9InTDTUpa/Um72ugfra/ZNJf5cB5KHa5bCaBya56hYu+o6ZWXdKduQTSEzI5AcRF2IA7DwbNi6Hnlgu9rAtKC5VVl5s0lIDSFTQ0rcn/paRMd8KGUhl1bnUikPpTxytE+N17MIOhYgjkjkEYapRIuUKsEgl1QC0C8542erznZx4JRq7viK8Jd2Afp3KQFlhZBt82D/88i9z9Zq9ZlByBcgOQQvbJn+hu1IsinYkULueBqx7C8Qf34Vct0voJBFHtiG6D1HCcrCWO1cq8c7wmI5WaxxKFqJC2RaS7ZmalKpFMVikdtvv53e3t5xr+3Zs4dVq1aRSqW0ANSccLQAbDT8jF0/A1N6NXdwuGJhKxeVO7gSHySHDqnl8xYh5ixE/uLbSkhUkK6rrAulEliWsu61JKDdhbKNnNOtRGDXqWBaKsB85KByMbfMmdqVBJWiwbPYPVjfWWMSpFOGkQOVunoCEj2ISLN6zXNhYJ9y79bHidWT6ISe05Hrfw2D+1VywRnLEdkccucWJfADQWhqUbWCyzbs3Izc8wzitHMQS1YowZfPILOjMNqnrIgHXlBZ5KctnSACASX6sqPjE0msQE34TJY8MFtw7Lo4OVWoWzo2DOxW38lgFBmNIzf+SglwKcEF+g7A2OikQ6r6fx5gVIq2g7RtKJchFEbMPw3jvAth8ADyqUeQT/0B45Ql0HsO8vknkMMHofec8Qke49+gIgrHWywnoDvBvGL09vayZMmSE70bGs2UaAHYiAQqmbV2oZJgkFduXzOADDepWK/sqLpbt4vqOUBzO/LB7yoRMO80iLXhbdkAhw/Uxg6GkJEQwnURhTx09YBbRrZ1IuQeaGpFtveoGoGlHAzlkMGIsiyEYyoebLL99QtZe+7s6iziiye/TVd99qeUyvLnlpW1pW1eNcZS2gXkjk3KOutjBpSYC4ZVRm9rNwgD77FfKOFmBRFLLkSu/S9kcnDy/Yk1Q0c3BD3kjs3IXVsQi85FnLkSIz4HOXcRDB1AHtwO6SHknmeUCDzyou9bpuqtQPX/S08lMswmjmzTV3HVKyG/p1JWJYyUAvnkg5XEGw8G+2F0UJ0PjgdmBJnPqSQPu6TW8UvtTPXWe7bhrv895ie/iADkU39AbnsKseIy5VT2zyN/Go+8H/GLgoNO2tJoNEADCsBvfOMbPPHEE3z/+9+fcp1kMskdd9zBo48+CsAVV1zB5z73OaLRWgzaww8/zNe+9jUOHDjAqaeeyo033sgll1xyTGOcUMbF2DkqozMYVe7dYhbyY9CUUMH/vvVpYJ+6EIRj0PtneN/7KqCEiEcQmc8hCjZGsQjZHLQmoGwj5nSC6yILeXBdRC6F7DgFYpWyIn7NMUAGwhCLK4HiCwK/3IlbVhfB2SQA/X7NfvZuMFJ7zU+4EALaF6guHSiXcFX8BUKIeYtV6Y4697ks28g9zyKff0KJ/GAYcfoy5H/frxJ2muLIpk68wwchnQQkAhejWELkMkoIzjsFpIPcvgm551nEn12irIKdp0CkGbljo8pSHdoPnaeMP658pfZgfbswP1Gk2qFiFglAPy7Xt6xVimNLKWFoX9X6LUsl5Lb16juZK8D+nUogFkrIsZyy2FaQrod0PKTnIT0Jroc0g8ryHo5CSyvmaYsJnHUm8rFfI3c9j/fj/xfj6g/CUyAzyZpwl3WxhTCxoLQfk+iX/tFoNLOehrpS33///dxzzz0sX7582vU+9rGPUSqVuP/++xkbG+Omm27i1ltv5a677gJg3bp13HjjjXz2s5/loosuYs2aNfzTP/0TP//5zzn99NOPaoyGYFyMnarcL4IRZZEbl3RR+fEf6VfPhED+n++p/89cQXHdk8jBOiugZWG1hAjYZUS+IvryOeh0lLhIzAFvj3qveYuV9bGYrQmaVFEVG27tQfiCx7QqdQSPIaZpphAI1Uq6WKGaFdC3olmh8eJuYE9N/C1ZWfsMATl8CLlrC/LQDhVrByrBo7MX+d/fBcdGJrpwdu+Fwc1IT+LZDlJKDMtEWAZGczNGawEjl4GeU6CzC0o55KbfIA/txFhxBaK5DeafgTywVVkDm1pVPUgqlstSxaocjY8/ViHU6XaUFYdOeurDMXyCEWX5k1Jl+xYyqjtHoYDc9ScVlzk8DCP9yGIJmc5COon0JE7Rw5Uh3JFRZOZFirgD/N9HKZ3SS9Pqu5Ff/Chy73ZkrrKdYdSEn3/O+TdfbhkpZU0g+sJVi7+GYM+ePZMu1xnCmleThhCAAwMD3HTTTWzatGlC0OyRbN68mfXr1/PQQw9Vxdxtt93Gddddx6c+9Sm6urr493//d970pjdx7bXXAvCZz3yGzZs3893vfpfbbrvtqMZoGOq7MpSLlW4QcbALCM9VLmEp1XKvknWWSUF6FIlB8Q+PIMfSiHgr4tTTcPbsRqRHcUYdnHSBYEcJs1jCmFNElIrQ3qFcyE1xZGIOYu8z0NQKp5ytBGd+rBIbVlauxLa5iEjTixeXnclU+rOOy4YWopYQ45RUso0wKhajgwCIBUuq4k+Wbbz1v4JDO2rjNrfCovNg/y7kL+4HJF6sHXfTJmSphF2QlEfHVJxYBWGZBJrzBNJjGIkWzLKDGOqDpRdCIQX9e/D+53sYF14JHQthbES5gnduhjNWIEKR2hyCcknXU7U0HYfPsdHwu+f4NzVmoNKnuyK2UgOVThwgS0XkrqeVS/fwIWQ2Dakx5MgI0nEpZ2zKyQIyl0NKieNIbNvFESausJDCUPG5wRBGSzPh+fNoOnUB7hN/wNu3h8J9XyMUb4fUMAwPqPcPhmuCz4/5tUKAqNXrrLdIA7Nj4hqXRCJBOBxm1apVk76uM4Q1ryYNIQCfe+454vE4v/jFL/j617/OoUOHplx348aNdHR0VIUbwIoVKxBCsGnTJq644gqeeuopPvvZz47bbuXKlfzmN785qjHe+ta3Tnjfyy67bMp96uvro6dnkpILrxR+lw+/Y0O4SS13bFXAuZhFtrSqrNGmOCSH1cvZohJ/C3vJLVnByAM/wMtmMaIRok1hmgI29KcxMkWCpTJGLoco2YiWbM0a2NahYo6e+yN0LFSFZ2NxSPYpK9boYeSc+YhQtOYebOAyIcdlHv0SPsVsrceqFVQXY9NSlsD8mGrjVt+hI95ZHcJb/zAc2gnCQJx6FqL3tapu3H99Ew7tRkqJjHXgPrUBr1SmmLJxxrLk8mWKZXBtByEgYBmEx4pEUnlC2SKBfAGrsw2x8RFE75mQSEAxg/eH/0ScsRyWXKB6SZdyynW56DyVAOIL2mJOPZ940Mf+Ob1CvGrfRcceHzdXF/8q00OqPzMgHVeJv1IRDuxD5rPIoVEYS+PmSpRGS3hjGVxXkiNENu9STqoyPio8o9KERVSSb4UgveUFhpqbWXDTZ+Abd1F+9HcE/uJCDIB8XdxoU6s6/4o5ZGoQkehERppVJnA2CW0VASgMwG/1OMsy9RuI7u5u1qxZM2mNQJ0hrHm1aQgBeOmll3LppZce1boDAwMTfuCDwSCJRIK+vj7GxsbI5/MTvkCdnZ309fUd1RgNh9+jtdKqTQRCquizW1a1wQBClUzdSATSykLh5VTcXkbEGPnmfdXhvHyBbL5AFog2BUm0unh5m0C2iJUvYHQUEXYJOrvBKSM7F0A4jBjaj0z2IRacqSx/yT4lekYOITtPVW5Ov/NEgwrA44ZhKldwuaSsgIaFMAxkrFXV/8uOIqMtRxTeVVmfMpOsij/j0r9CtM9FpoaR31kNmRQyFMGLdeI9/nvcYpnCcB47WyCVcfAcFykltifxpMR0PEq2SzZXpinvEMsUiRRLmO2tmN5ziKYWWPxaKGWQ2zbAoR2Isy5CIhGlPHLrk4hTzlKu3+wojA0iQ9GJmcJH23XmZKW+KHIwMl78ZUdVcg8gMZA7NyrL34F9yFwG2T+EzGWxR/KUB9NIzyPjBkiPFvCKWUquR16CbVnYxeK4z9KKRmk+ZQHNgLdvL/tvuZ35F52DsXsbbt5WAtC3+A4eVFbDuYuQh3bgbXkE46K3qzjhgrLUy0SXmjv/98Mtg9TtG08k3d3dWuBpGoKGEIDHQqFQIBicKC5CoRClUqlafPPIdfzXj2aMyVi7du2U+zSdReIV48hgb8NUP+Z+MVf/Ai0qPXwNAzyJlJLU+qcAmHv77YQuupDh//ktpXXrKD36CPmsTT5fpqUlSNz1cLNFgnYZo1RCOGVEZ0Uozz0N2RxXHUT2bFFuw1NfixipBMcn+5Dt81T2sOc2bDLIcZ1HK1Tpl+xCuaDiN6MJZYlxy5BNIprbazGc6UFom6tKhQA0tyLa5wLgPfSAcuV3zIMFZ+H98D4826EwnKeULZBM2+BJivFWRrMF7GTNomAFLJoNcFxJsegQLzpEiw6Bko3ZaWMUnlSxgS3Nqubg+oehrQfZ3qnCCvY+q/YrEkG4DoweQrbPV0k/fs9qz+FEWZJele+i56ACHcV48Zcfg2EVTysDYeTz61TM3+GDyvLXN4jM5Sj2Z3CTGcplj5FyiNLwKLbnMWYFKVQseOWiTUkq4W5ZFiHpQT5P8oVtpEMh5p29BLl1K+lkgVbATWUJBECODClXfXoEue7XcN4bYPiQKgq9eS3i/DcjrKC6EcuMQryjcgxFddPh2BOLQGs0mllH412hX4RwOIxt2xOWl0olotEooZD6YTtynVKpRCQSOaoxGhI/q68qBCvPfUubVam/FwioRvKBAAhwHA83l0eEwwyn0mxZ+fqqiIzNn0d7vJnI/r2MpUrkcg5z5kTwbIeQ42G6KhZMGAYc3g2LlyHmvQZ5eIcqS1K2kactRQwfUIIml1at0BxbiUJjlrWHq3cFuw64DsK0kC1zVI/W7Agy0qIsfH27VGeI1u6aFTeXVvUdEbDrGTXk1X9PedX/AqAkY3jFUdJZFzxJYd5CBl5QhaGtlhYi8+aS27sXp1AkCWTKHnNcSbnskSh7xAo2oUIBoy2B6bgIy4SehRAOqvkc7UO2dUOsGTF6GMJNyJZWhF2AZL9K+rHqe1aHZm6xYD8BxwrUevvaRZXxC8hwM3L7Uyr2bngQmR1DDo0g8zmKA1ncZIaCIxhOuriFEbJWgFQhjyzY5IRBJhwhVyfaKbsI02TxW99Mq11k5NE/MrBnPx1SknlhB/HOIM6Bg8hTE/DMesR7r4f1v0Y+9iBipB+x8k3IzWth5LDqHjN/sUpQGRtCtrQr8R4I1cUSWzohRKOZ5Zx0v97d3d0MDo6vgWbbNqlUiq6uLhKJBNFodMI6g4ODVbP7i43RkPg1woxKIoF/gapY2YQQqvyLb9k0DYRpqPISgBeN8cxtq0FK4mcuwYxGyB08xP7ntnIgFqcYT+CWXQb6s2SSRUqHkrhDSeRoEoYGlItrx1MgTMQZK1XiQ2YE+nYqCwNAZhjpn1KeO77X7GzBb+UGNRdipEUJQylhbFCVXDEDKr6ub7dy2bW0gatKtqgyK2reZDoJ2TE8K4R76CCFkodXdmDhKQxsVQkji2/8FG/auoU3/PH3vHnH8/zZPXcT7unB8Tz68zaposNoskiyP0PuwCjlvmGcfYdxR1LIg3thz04YGIBsBkb64OAuZGpEtRUb6UfaJShmID2IFGZN9JUnt5af9EhZO3cr1j/peTC0V81NKKaKr+dSUCiqpIxMBsbGKCeLuKNjlDyDoeECbqFAuqmFVCaH43kMN8fpL5TIJVMYlkXnuUtZeNlf0HbmGUjXZft/P0Suey7RUxZiJ5OUE21I26YYiEEhj9vSBU4Z73cPwvmXquzjrZuQP70PsfAsta97n0WW7Zrb17cw15eAKeVnvhtfo9FMy0knAJcvX05/fz/79u2rLnvyyScBWLZsGUIIli1bxvr168dt9+STT3L++ecf1RgNR7XuGuoHvL6iv48wVKs301JWuEAAETARhrJeZEeTSNel9dylvPnxR3jH9uc4767VhLs6yfcPsPdAH6Pd8/A8yehIgUy6SKkvhRxJIjNjMJYBKfH+9AfVU3bReep9B/er60iw0kIqM6yylkHt55H1yGYDvgD0HJCeEufxyo1FpZyOWKg6BMi+XTA2jDj7z9XzF55UF+yOeWr93c+r5RWLtWMoQeJ09YCUdF3xl5zx2RsxK5ZvMxJh4V+/jzc8/gjz3nMNAMmSw0jRIZstMzpcIHcwRfHQCE7fkBKCwynkUD8c3A+HDqo+tCN90LcPWcrD6ACyVIB8Sj38zFLHPrZWZicL1VJGoiaYUv1K8JqW6u17cJs634cHVIJOOod0POzhLFJKRu0g0i6T6+wmMzSMa1kMxppJDw0TiMV43a038/d7t/LXj/+Od/33f/GhTY/z9p/8AIDnf/i/6XrblQA4CVWGx25V5499eBTZFIfDe/F+9gD0LkXG2yGTRK5do1z3gNy+EZrnqH3PDFcOR9Qy1KU3ebs4jUYza2h4Aei6LkNDQ9XYvqVLl7Js2TI++clPsmXLFtatW8ctt9zCVVddVbXe/e3f/i0PPvgg3/nOd9i1axf/+q//ygsvvMCHPvShox6jofBreAlDPfzOH+GYcs+BKhRcqeNGvA0RCmGEAliWAQJkJXDcCCiLoRWLsfj6j/CWDU+w+B/+DoRgcPtOBlo78KQSgaWcjT04pkRgcghsZU2QB3cg4h3Viw2D+1TLMoBiVvW+9cVpqTD7LA31fYErllsRCEFTm1qWHoBEF7QrkSd3P60+v3mLwPPwHvsF4tyKIHzmMYi3YUgXhEDY6ntQHlXlR0Ldk5+vgZZmzv3GPZx95xfAMMiWXYZtj1LJZWS0SG4kT/5gilJ/EndgGGf3QZzBUeToCBzYB/19kE3DoT3IYh6SQ8oFOjak3NR+XJw9A+f3CPevLJdUIg8g2+Yjd6iYWsItKk7TkVDI4ZQFlG1K8Q7swSHc5maS+/YjpSTd1UN+ZJTEotO5dt0fWHHjJwm3tY5729Pe+mYMy8IrlwlWktTcigDNHx6AeCvegX2UvBY45TVQzOP96ieQLiDbe6CQg93bAAHJgar1n1K+ElqA+l76xb39wu2al0R/fz9bt26d8Jiqxp9G02g0vADs6+vj4osv5qGHHgKUq/Pee+9l/vz5fOhDH+ITn/gEl1xyCZ///ODxmoAAACAASURBVOer21x88cWsXr2aH/3oR7zzne9k3bp1fPOb36yWfTmaMRqKOvcvUGv7FG6CTKWzQLRFuREBmhMQCWOEAwjTIBSyCFUsgcktz1LOZKtDB5qbOO+Ld3DJT36E1dxEev8BRto6kJ5kZLiAky3ijuUgm4Wc2k7ufQ4A0bFADTI2rAROLKGeZ4ZVogPUyqLMJqYSRM3tlXqNLqQHlcuuuV0937kJcdZK1d0lP4bMDMOcuYhCFmNuD8I0MJujhIIVi9Se3QD0P/gwTi4/6dsJIej9uw9zwf3fRgQC5EplUuEYruuRTJUYSxUpJXPkDqYoDY/hDY3i7D2EO1QnBPNZ6NtbE4FOGVJ9SNNC3Vl444skn+xM4v71y70QaVY3XOmhiiW+sl6TEnJeWN2AlSLKalfuViIuvGIFozt3EYq38K4Hf0ri9NMmfeuBTZvxHAcrEqFpvro5EMEARlMT5f4B5DuvhWAQZ8M68lt2Id94NYTCyO1bIFNQ1v9Du2rFu4cP1UpGFcZqb2SYtWPTAvAl0d/fzzXXXMO111474fH/s/feYZJc9b3351ToPD057myYzcpZyEIgJGHLBHMB6/oKLDAvF3PNleG+FhLYjy2CZZAx2LJlpBdjJGNkohZ4jYyNAZGMkJBQQIkN0saZnZw7d1ed+8evqrtnd2Z3Je3u7Mycz/PMzmxXdVd1nao63/rFm2++mVgsRlNT02LvpsFwRE65JJC//Mu/nPP/3t5eduzYMee11tZWbr/99iN+zhvf+Ebe+MY3Lrj8WD7jlKGuzZP26ybcaELqkQGqsQ0qnjRoiDgo20Yl4tjJGMlUgUK+TDQaoVgssudfvsjm9/yvOZvouuoKXvGVL/Kj//bbjO87QKKtGVUqkMuWcSaz2I2zqIkRSKVgtF+sQfFgcikXJS6xoVXcl6Wgc0JYwDooi1LfJ3dZ41XmZmsHKGWhm7thbL9MyJE4asO56Ocek0zhPU+hzn0V+uHvwNQIrF0PE8NYlSx+uolIoUxl2sJ1LHS5TCSZoDQ6xva/+Dhn3voXC+5O1+tewwV3/QO/eMe7mB6doPnXr4Sf/4xcvkJRW6TjPnge5UyZSDqK63n4+RJOdxvqwD5YvQaG96N71qOmx9EtnajpEXS6HRUmFTju8kgICcWfEvev9jzIBMkajZ21h5+uPvQu+bvqErdlrHVZRFUpJ9b5UJ6f8fbfJb26d8FNP36HlGra+IbXVassKjdC6//4HUbvupvhe75M3yf+lsIn/xy/fz/Zuz5H6k8/Cl/9NPrpX6Be8WoY3gs52aKeGUO1rxKPQWA5rmJZ4MHKaelyfJmamqJQKHDLLbfM27zAdPQwLAWWwR17JVB3k65OUMHQZcPJqR3aemTiKhehpw+VbsBpSpBMRbBti2Yln/PsX/0N+eG5STAA7Zdewtb3XQ/AZBDHNjtdxMsW0bm8xKGVy0Hs00DNemBZKKVQtiOWSBAhWB90Xi4curnlh9YifEvBlO9EDsuCVpF4LTZreljiATddAOk2saYNPo8655VizclOwpazUZaF3ZzEjkeINCZIpyMopWjy5VzY+9m76P/qvUfcta7XvYbNH3g/AMM7drHm85/H7enBK5SYnCwyQxy/VKY0kSU/nMGfyVDpH0bnshIXWMiL8C/mJUawmJXzrDq+yyQhpGr9C8YuPwNoyaCNJtCZwOLe3FnrkpIQl6oligorPBZBSalyYKGNt7ctuNnpffvZce83ALjg/1yPXxey0fl/3ofb3U1xzx723/rXpO78As75F0M+T2HbV1FnXgiADi2SxeBaqx+fw3oDh2ElKyhL/wTQ19fH1q1bD/sx4s+wFDACcClwaA3AkLD9k7JQkbi4YYM6cqzdDIkEdjqJk4qSbozS6NrEohFKU1P8/Pf/AG+eUjibr/8DLNclMzRMSUOx6FGp+FQyRcjmICvuZz1yoDbph0kfUBOAhUxgjQysI0ER62VL2DM2jMkMW/jNR6ql1l1jYgAKGUmqaekGNEwcRJ15qYy7X4Q1G7HiUayuDiItSaKpKKmUS8K1aYyJCPnle/+Ig///t464ixuu/wOwLPL7DxDZvIWN//mftFx3HShFbnicSZ2g4sbwcwXyIxn8bJ7KwTF0PgfDQ+IOnp2C7JTEec6OSUIEiPBd6gk/Wtf1bw5cpMUg3CLeIMk8ddei6lojf3tyHVh5EYfupLiM1ZT83wrq/vX/5KcLbnr7l7+G9n3WXHk5HeeejZMS63ppcgqnuYn1X/g8dlMTucefYOjOfyDxwY8AUHnqCXQ1szc894LbuhuteQusOmeP781tb2cwGFYkRgAuBVRwg/e92g1b++i6moA6uPmrnqC9nV9GtXahGtO4rSnSjVFc16bbUViOw8h/PcBD73w3ldzc+LFoSwtNZ58pH7taJrhCvoyfK6JzOZiZgEoFXW8BrJ9EIvFalmGlNDfeaLlYieYjrI0HMvFGEgtaV5RS0NRdE4FTQzAzBmvPhLYgrjIzgdpyoXxGzIXmdqx0Aqu1lVh7imRDhGjUpslVpBIxtOfx2Lv+gB2f+FTVenQoA9/8V/B9rFgMt6kRO5Wi55Zb6Pvyl3F7eiiPjTOZ1fgt7ehCkeJkHp3L4Y9NwcyUxIBOjohbNDsj37mUr7MCLvFYwOoDiqpZ2MOEkEDMq3QrAHr0AGrLBYBCjfWLSI/YWO3txGwfpyFFrCTnu9q7F5Ri3/d/yNAvHpt30wM/kyoEG9/wegDSp58GwOz2HRRHRolv3cLa2/8WgImv3Ys/G5R2iUbRv3pc/s4FrwWuaNXUXov9iwWJH1rPfUgxtQANhhXLixKAjzzyCNlsdt5lMzMzfPvb335JO2U4BLvmxlHoqlVNFbNSQw7QA1IQWPVulHXHD6LOvhRSSezGBpx0nJb2OFHboidiYbkuA9/+D75/5dUM/Pt/4FdEzPmVSjVJJLZRgtVLJR8vX0IXijL557MwNYoOBY9fCyRXSgUN6anLpgxcZV55+WWMhoTiwXbk+x/FtVYVgSkRFGQnUZMD0LsZ2oI4sUoR1p4u8Vrt7ahIDLs1hdWYJt7eQFNjhEjEptXWpBuSoDW7/uqv+cnlr+bAF79C/uAgXj7P5KOP8/h73suT77sBgA1/+B7soCg6QPJlL2PDffcRO+00vMlJ8u1rIRbHm83h5Ur4UzMS1zY5IWOamYJcRuJRc9N141ta2uNbHcO6LO5DCrCrnuD6Gj0gOnHzufJ6RwdKKdyUg1KKVMrFtSwSDUlcoGOdPEz98IYPynE7hNn+fgCaN8kDXHxVD00XnA++X7XsxjZvkt3M5ylu+xIATncXqpiHxmbQFSkqrsuAgqb22kNYPLDMV4q17+nWzgGDwbDyeFEC8O1vfzvPP//8vMueffZZ/uRP/uQl7ZThEJRVc+FUStWsQzIT0BkEII8PoA8+J6VgOmSy0a6DisZRDSnc1hTxuEsqHSHl2KxtayLa1sbMjp088Lvv4Otda/ju5a/m2+dcyOzOXTjJBC3nnAOAr+UfXfGgUIQgyJ0pSUChmEfXu//CZI9woplTFmWZuoFDS4pXgfxsECNXmJsQcghKKVS6DZqD2M1iDjXRD71boLFDxEcsCi1dYClYtwnlONjtTTgNcaKtKZqbxLLbojza0wmcVJLMjp388n1/xP1nnc9/9K7ngd94LQNf2wbAhvdez+YP3njYvjgtLaz61KcAyDz4ILH//lYAKjoipWlms1IoulSS39qXYsKlHDq0lmm9tN3A9edrSHVcZZlKNlZFoL/jYdTLfkOWz4xCcztOTKEaG2mwy9iJBA3lEihFYvAgbiLB0C8eY/vXvn7YpotTYr2L1mWONp0n4jK7dy8AE/fKGMY3baD8nfsAcP1Z2a9UXB4qOnvk+uvdjMoF1r90u3Tz8Spz+xuvlKQsg8EwL8ecBfzBD36QwcFBALTWfOQjHyEVxKnUs3fvXtraFg52NrxI3CgUKyIAo0kp6FrMoYpZdM8mOLgLPbAT7ZVRm85Dj+yH/b+CjWdD4SGsZAI7HafZ15RUBKYzbFy/ntKb3sD+b/4r5ZlZpp6U9mNuYyMX33k71pNPAGClGoAKuuyhi0XU7Aw0t6BH+lGxoP9tbqZWBoZDrF9KiRtbV5a2QDgStgtuEAeIrraCg6IIeDcm1sF5LIMq3oC2XZjoh3IRNTGAXnsG7MgG47s+KPdThHVbsPbuQK/qwvUG0J5PCzA1XYSST0xpymedTqZQojA0TGV2Fiedpv3KV7Hh+vfQdP65aN+n1N+PNzODFY1iNzejHIdcUDxdRSJEfu0VFO65C7/sAQ46vFXkshCJon0fVSpBnFqWtx9856XqVqzLtq8S9syt1MIX1KYLpID3+EHYcjGs3oQ6sAs2nQaTo0Q6GilOT9PYFMXL5UglE2QyWbpWr+LAjl08/Mnb2Po/rhHBBpQyGXIj8jCV6pHSMUPf+S7775HC0M0XXUjuiV8y/Ok7AEiWRdg5rWnsRARamlHJBHT0QCIuhdqb22Wf3ZgkiIWCHeRcNbF/BsOK55gF4NVXX80//dM/zXlNH2LZsG2bc889l9/93d89PntnqGE7QWunCqqURzd1SVN6r4yybHT3emkrNrQH3dIDrd3SzSERQVkWOpXAbUnizRZoT/sM281Udu8mMjHBxe96B3r1GjzbJtrdTfMF51HevZu9H/ozAGKdbTA9JIVly4EVoViAob3o0y9GzY7DzHidAAwn0jqxs1Aiy3JBKRELTiQIsvdq7fC0L5nBtrNgbKCKxNCtq2H8gGQGZ8bRfWfB9p+j8jOw9SL0Uz+FqA3tPdgchN5eIvQDimYFmWyZbM7D3rebmGWRuuKVxC9+GcnzzgXfp/DEY+y74+/JPvwwfiZz+HcIaP2930PPiEVKxeJAuSaKfA1oOQfCjNlyUerN+Utd4M9z3oYCsC6LXSUapAzM4G70wC7UOa9AH9gFpVloaMSZmaLc1kZqdJSZpkYaJqbIKIWzby9uIsHEr3aw/4c/Zu2VrwJg+1e2oX2fpg3rSXS0s/Ov/5Ydt/4VaE3X619LuqOd5697O7pYItHeTKKcRSViRNuTkEyiWlugqRXa2qW00LrTUZXgwaN9LQoVJLME3YPCOF2DwbCiOWYBeOWVV3LllVcC8La3vY2PfOQj1cLKhpNEJC41vbSPqhTRbathfAAqRZRS6O6NUkZk4iC6LRCAM6PQ2IoqlbHcKZx0DKbzdJ22mrGJTgq/2s7onXfO2cyQbVddXtFNm0i2pNDTQdxa2F2gIgJHBbGDenYC1R0moIRxU/UupmUq/A5FqZpYhyA7uCjWGK8i4xdLzS8C3Si6uUdEYH4GFU2iu/pgaLcIkDVbYf926OyEXAZLT0PvaqKqH8uxUHaOWLRCpgjFbIHMj35E5kc/YnS+3XRd7KYm/EIBf1bciE53N61vfzut73wnM9f/PwDYXZ0w3Y+KJwANTvC9fL9WSsSvLA+BX933urE5NJ41XKN7gwjAkX2ol78ZYglUbhZ13q/h/+Q7uKs68MfGSDdGqUwpko1pslPTdG/dzP7HnuDBW/6SVZdewtCjj/Nff/phAM7+n2/nsXf9QTXmb/Vbr6WtuZHn33od+D7RpgZao2WU6xBf1YhKxFFdHah0M3SvgmgCteFslF+R79DRh4rExEIburejCycnGQyGlcWLKgR9zz33HO/9MBwLYRunQlbEV7mAbl0lIi8/i1Ia3d0HQ3tQhQy6YzWMHIBUCjXtohsacCs+lVwFe3A/vb91DcX3/G9mvvdd8k89Tam/PyiF4aEiEdJX/wbd77+B/Lt/RzYfsSHIbMQTkaez06LzwobzUJcdXOcKnFcUrgCUgkjg/i3maq64BSZiFU2gG1phdhxmRqBzLUwMyiTetRYmhqVo9KYzUNt/iUUW1qzG3X8AK+ZgTZdwMzkqsRildCuVZBOVTBZl20TWriVx0UWkLruM2NatqEDM6XIZ7XlYsRhaa7K3f5LKU09ALI5TDiyBURuo1EqMLODOXtLoeSyAVl0Gfj2tPXIu5zPSHWTTueinfgbpNCiFU5qkGI+TyGSZsCxiuSxZIDYyhNuQYvDnj/D3LauqH9fzsovI3vdtpp/4Jcp1Wfvaq+GHP2BsWo5/qi1Nc8zHijjE17RgNSRRq7pRjc3QuxoSDai+M1D4sv8dfah4SkJGwmStSGLpuucNBsNx55TrBGI4CpYtJR2KWbEElnLodJvE+syMiiWwY610BIhGpVuH1pBKo8plyGaJtCUpDU5Rvm8b0Ssz9P7JB7E6u/CnpvAmJ8CN4fR0o7RP/lN/DpUKVt8GlJ0Bz0NrjcrNQmMapsehuRUqJbRfZxGCWnZofXLASp2AbEfGrZCptccLj8+hpFolkaRSQmUmYPVW9POPo8YPwvlXoB/8NhRm4LRzUDufwVYzqHWrYXCUeCRPOeHCVAEnNwm5SZyzziXxP9+D+7KXV+PO6lGui3Jd/Okpsn/3CYr/Lhao+OWvwNr1ODS3oShL3FgsHsQ7Rmr7bznzi6elhA5c23BMoQvKcSU5Z/wgeuQAauPZIgCH9qI2nA7PPYOzcRM89SSJdavRz+/FbWigPD7Bef/9t9n75LOMPPFLlGXR96pXEtm1g+mxcZxUio7mNN73vgdApLWZJrtIPKZR0Qjx3masdL34WwupZtSarVIhwLJF/MWSIlrDki9OtFbb0GAwGDACcGli2RBNSVyZ74kFIpZEO64UEbZtdMca1Mh+dHObtIFqaUXlstDchOP70NlIaXSW8g++Q/kH3zl8G64bdLaogGURu/btsO3/E1eXUpAPAsrzsyIAQax8YayU7aIOs56opSsQjgeWXdceryBCaj5BphS6sVNcwblpaFsLzV0wOQSjB1C/9nr0z+6TGm99G2FkBGukH9XbjjdTJDI6ght3KKkOygeHqTz1BDP/7//C3nI68WvfTvSKV6NicXS5RGXndirPPEX5l49ReuDH0vHDskhc9w6sB6Sck72mF1Wcge41YtVtbJFzIBK4R90o6LCzxBK18M6JXawXgFZ1udZ6joBW7WvQ4wfRw3tQ5/+GZNXOTEDf2SIAm5JUgGTCJqcUjVGHsVmYuPfrbPiNV7N+6yYK+/eTefBnVIBYUyPNhTz2+DhOUyNNKZuEKqGUjdOUJNqVRiUTqJ4uVGMLrF4LDc2otaeJ5c92oHO9dJvRupb0Ydm1WEaDwWAIMAJwqWIF7uBSXqxJ5YLEkLX0iAh0XHRbL2qsH93SAaOD0N4p7tlSGQdpNF9x0nj79s0tgeF7Et/l+6jObuLv/SC2Lkijq65eoK7em1cn7mwHpoLWdPG6DPGqS3gZug1fKE6k1jWjXBT38DyoaAIdbxCBPT0Mq08TMVjMw3g/6rI3oh/5T3G9N6chtRW1Zyd2i4MfW4U/NEq0XMBd24bXuZHiIw/j7XiWzEf/mMxHwepehT82Iq396rA3bSH5rv+N/7XPgPaxzroAqzgp+x0LLEiJYGxDARiJzxUbS5H6DOD6c9R25DXty7UWTVQXqa4+9PaHYHJYaiC2r4LhA6hUAxqwfBHT8ekR3J5u9MBB2jdvZHTnc4x+9/u1z7FtGpJxGop5LNsivaqNRvJYlo/V0ECkJYqTikFDA6qzXSx/q9ZAqgm17jSUDsRf10bpBgRybmkfUCbuz2AwzIsRgEsZpWTyrVhywy8XUZE4urEdpkfFTdfag+IgurUD0KggmF2jsclgk4Nr3oj9+utQPWtEWOay6OkpsG1URxdKKSqfvAkAq28L7HsK4sFEGCY7xKQsTVUIJGv1zGr9Vc3pJtnCMbHeVopBv+QFrGbpDon3LBdQxQxsvAC98xF5bWAH6qyXo4f3w56nIWJD3wbU2Bi2msRa3Yk3W8QaHcE6+Csiv/3fqMRbKf7Ht/DHx/AHB2R3GptwTj8L98yzcV/2cuyeVZRvvREmx1A9q7FcD8rAuk1yt2hqR0XjkEiLGzQaWIRD9+mSFYDzx6gqpdDxNOSmYLwf3dEn3xtQ8aTEAo4fRPfvQnWvQw8fAEuDUlhTozgXXEzlkYfoOGsTB8fHifUfoLulkXJjE7gR/NERovk8TqWM29JES6RMzCqg4gkirUmcdATluKjWZmhMo1raoasH4ilJ+PCCQs+dG2riz6vUytZE4kvXKmswGE4oZkZe6oSCQiM3/VJeqv6Xiqj8DDqWhOZuFFQ7EKgwIcN10ZNT8PgDeE//AnXhK7C2nA1dq1GdvahkA1prvB9/G73rKRFwPb0iABsDt280sGAlGmF6RP5ONqGq3SHqSoOY2mNC2IIrjNFaKCHEdtDpdrEAzoxCSy9q6yXoPU9KIsjofpRtoU9/GRzcA1Mj0NUFiSRqeADbdfDja/APHEA/9AOcvs3EP/N5dMXDHx/Dam3D6l5VdWv6/XspfeR6GBuGljaciy6BHY/KWNsaUNAQCPt40Fos0ThX4C9VS9ORYhibuyR2s5SHgzvQLatQQTF2tWqTuIH7d6J61sMT/wXD+1F9W9C7txM972wqjz2C86vHWXX15Yw+/Rzs3oNTGZPwCsBON5BOR2iwA3dvTwfRBhvlWNDWgUrFUJEIdK2GlhaIxFBbL0aVsszJ9g2/R7XVm2vi/l4iQ0NDTIVejTr27Nlzwra50Gc3NTXR1dV1wrZrWHkYAbhccKOSXBBmBzd2SHmYchGdagSlqLPTSGcApSAeQ2eLMDWBfvD7eA/WXFMkG2RSnwma2r/2WhEaAA3N4BdqsUXReK3tVDooBK71nJjAJSsOjjeh5TZMCAkL9s5HolGshflZmBiQDiGbLkRNDaOH9kj2dzGLbmmHVBpG+sWiGHFQI8PYKo/qW4M3NIbes5PSn/0v3Hd/APfCy+Zsxt/5NKVP/glkZ1Gdq3De9Bb40Tdk4YatYgFr6UJForLvbkQsS7FUnft3Kd9OFi5fo9yolFga3Sfiamw/upCB1l5xA//qIRnLZIOM7Ug/6txXondvRz35U+LX30D+03+N/cRDdFoWlZefSwUbXS5jjQ4SreRRqozV1ESkycVJuhBPojo7wLVQtg3rT4OIA46LOvMyVCHo8tG6ShI+oBb3p/1a9rnhRTM0NMQ111xDoVCYd3ksFqOprnPLS6WpqYlYLMbNN9+84Pa2bdtmRKDhuLGU79iGepSSMg+FWRGBfhndskqsRF5ZRKDtiAgMhZjtoEaHIBKBrm5oXQVjw+jhAZgag6zUh8Nxsa6+BnXhK9D/fCugZDIqUCv1EroBU82S/BGKv2rfUROEPgfLFiFVyov7XlnzZgUrpaTot9YiMqaHUdlJsfKuPwfKJRgfQE0OQVShe/okM5sRKQ8yMoI1M4XqacWbSaNHBin/zZ/hXfxKnN+8BrVmA97Pf0jl87dDuYTadAbuNW9H/+vnZAfOfbmIP1TN6psOkkDiDVJkuL4P8pLlKL2b3Si6e5NYY6eGpQ2j9qFtDap3C3rPk+ih52HtFti7HSwfVq2Dgb3Yj3+f5PtuoHD/9/GeegL3wPO4SlWtjqqxEbcthRsFZSlU7zqIKhF+ja2wdoPEGFo26twrUYXgukw1oxqCMQktf2EGfiRhXL8vkampKQqFArfccgt9fX2HLT/eFrmuri62bdu2oMXx5ptvZmpqyghAw3HjlLhj+77Ppz/9ae69915mZma44IIL+PCHP8zatWvnXf/AgQN87GMf47HHHsN1XV7zmtfw/ve/n3jQ4H7Lli0LbuuHP/whPT09fPOb3+SP//iPD1v+3e9+d8HtnvJY1hxRoWIpdFsvjB1AVUroSBS6N6B4Hh1aAF0XNTIEpSwMPYc6/3LURTdJyZLxYSmA27kKinn8ez8t29l4pogRpST2z43WrA6JxtpkFLoGI/GlGxt2Igm7hlRKdeU65hOBlhSIzk5KfcBKCWbHapIlnkCntkB2BjUxCC0d6EgMxg5CdzdEIqixEexmG7/5dPyd2/Ef/gmlh38yZzvWeZfg/M470V++TfZr87ngBfvVuxFlKXEphm7FeMPc8ihLWXBUO50s3KtaKQVNXehIHEb2QnYK3Bhq7RnovU/DxBBqy3novdvhqZ9hv/kdeF/5BxgdRH3vy8RTjeg3vV6iIoolVCGPmh7GKmfksxsaUW2tKNcCFGw9HyKWiD8ngjrvKokF9Sti3WvplR079HqLJpa4GD+16OvrY+vWrSdlW11dXUbgGU4ap8Rd4s477+QrX/kKt956K52dnXzyk5/k93//9/m3f/s3IpG5E+Ls7CxvectbWL16NZ/73OdQSvGxj32M66+/nrvvvhuAn/70p3Pek8/nedvb3sZFF11ET08PADt27ODiiy/mb/7mb+as29LScgK/6UnAdsEuS+xdMScisH2NWIkqJVCgu9ejhvaiLRvGBqF3DUxMwPQE+tEfoh/9IbSvQrV1gxtBPzgJB3bJZ6YapRzI4POQbhUrRSIdlAWJo2zncPG3UL07QxC/qeV4lfLy9zzWUqUUpFrQiUZxBxezUkomqCmovDK4Drp9lQhBQEciMDIArSLc1PBBbF3AOucsfCuB/9x2ce83t+H85jVYF1+G/pdPSbHvtVugsQFmJ6SXbDQGaGjpEWOv7YqVKbQ4HZo9u9QILdnal3JGCyXmACrRiG7thfF+mBqS7NvVW9D7f4WeHoYt58OOx9A/+BrWG69D9+9H/9d3IDON2vn44TfdeBLV0wtWRUIzWjqhb7NY8z1PSr2c/SpUdkKs6rYjcX+WVbO0V6+3hIm1NRgMx8SiC8BSqcTdd9/NTTfdxOWXXw7Abbfdxite8Qq+973v8brXvW7O+t/85jfJZDLccccdVbF22223ccUVV/CLX/yCCy+8kPb29jnv+dCHPoTjONxyyy3V13bu3MnWrVsPW3fJUx9fFvSgVZEEun2tJGnkpsWt2N6LmhhE2w6MHoT2DmhIQ6kMEyMwOoAelUzRbClC2lImEgAAIABJREFU44fF+jf9yCMk9z4g20o1yu9YkBEcFp+t7zxggtCPTDheZSXHrVyQcXNj8yeGWLZkWAdZ1tr35D3FvLSPI3D3uxHU1Ci6e62Mb2DtZXQEVZjFZhbrsstQW85DtXbBSD/6nz8hGcZda2DdBrL7Bmj8vfcDMPNf3yfZ1hB0AtGQCtzAYULREQTTkkBZEsPoV+R4HqVfrmpoRReyYpUd2w8bzpVe3LMTZNu30viGdwIw/bEbSDZGUK9+HdhRmJlGz04FZZY8wIOZEZTywY7AprMl4aYwK3G7fWfBmjNQEwckVMCypdZf+FA1p9NH3FxvBoPhmFl0Abh9+3ay2SyXXHJJ9bV0Os3pp5/OI488cpgA3LNnD+vXr59jqevu7qa5uZmHH36YCy+8cM76zz77LPfeey+f+cxnqi5iEAvg1VdffYK+1SKjLBFfxaxY7cpFyRJs7kIn0jA5JBailm6UNYK2bXH3AsRi0N4l8UW2K3FHOgkfDj57+88hBvRsQDl2zSWotUxAoSXCcsxkdKyEmdzKEvFRKcm4RY/euktZttSDjCalhVx+BjUzCrEEurULNTmK7uwVUQ8QWw2zWRgeQO1+BnY/Mzf9YdV6OOsi2Ps0WHWWSMeFlk5UpShdJRKB+A8tgMvBxe9GoRh0aSmrBUV4lZZVItQqJVRuCnXWK/Ef+x4MPgcESTaJBsiPw7MPV9922CcqBWs2Q2Mj+MH109KNOu0SlPZg5Hm5vmwXOvuk0DNIeEaYZOXGjKXdYDC8IBZdAA4NDQEi4urp6OhgcHDwsPXb29sZHR3F8zzswG2TyWSYnp5mfHz8sPVvv/12Lrjggqp1EWBiYoKxsTEeeeQR7rnnHqampjjnnHO48cYb5w32BbjqqqsW/A6Dg4OH7f+iYzu1eMBKUSw0TkQKDHesg+kRVG4a3dKFmh4Td3BmWlyCxSwUs1VhoAsOcEXts9dsBRW0zmpfi9I6EJ11BYFP0RikU3YclRIBYllizdO+WHGdiAiuY7CwqSAGU0eTMDkYiPxO1PQ4tHYFcYGD0ORAKgnagVxGxEU0jtp8DtrSIv4Aten82od39qEqeUBBs9SGFNd1WOT75In9EzaGtlPr1FIpiRC0IyJ+53FxK9tGt66GkT0wMybXwhkvh0drYo9Lr0bFQY8NwdA+mByB3Kx8XlObWFvjcSjOiviLJlCnvQzSbaipQbH6AcQaoH21PJRBUNA9uNaciBF/BoPhBbPos3Q+L0Hmh8b6RaNRpoNG6PW87nWv4zOf+Qwf//jHueGGG/A8j49+9KMopSiVSnPW3b17Nz/60Y/4x3/8xzmv79y5EwDbtvnEJz5BLpfjzjvv5K1vfSv33XcfbW1tx/MrLh6HJRkEsWCWJdbASFzKiTR1SBFZpdDJNOSzUqNsdrI2wYdsOg+lgnFp6gwKQGchlgpEwTJxCS4WtgsxG8r5oKBvqVZeR1l1iRY66LFcV7/OEoussh2JUZseFpHf3A6z0yIIY3GYnoTpMXlfYypI5kmiDzxT3Q11+iUwna/93wuESLodFZasCV2Pc/ZriRNcB5QKQSvEovwoSxIvDhG6KpFGN7TB7Jhk3LevxbrwN2srDOxExyryvvWbUYkLpGVjqSh1G3MzIv6UhVp3Bqw9AzUzAqN75f2WA83dYpEPBajvyTUXLj+apdJgMBjmYdEFYCwmk0mpVKr+DVAsFue4bEPWrl3L3//93/OhD32IL37xi8RiMd72trdx5plnkkql5qz7rW99i56eHi67bG7Ns0suuYSHH36YxsbG6mt33HEHV1xxBd/4xjd497vffdh277///gW/w5EsEovOnCSDHKhakLhKNqLdCGp8AFJN6EgCNTNWFW86Ld0KKNVcgaqYgTjQuU66QsxOyIKG0CVfrTR4Ur7eC2VJjGPY5s+r1ErphPFiRyJoCYgTQbkx6Sds2ajMBDrdLH2cJ4agrQvd2AqFHIwPSR/ffEY+o6Ubtf5MKTxdn+GLFpd02OFF65oAdCInVYCc8DF0InKNeOXgJyhmXszNH9fa0iPr5aZFuKnW6iLVvR4y+8SSNzGInjjEq2HZqJ6NsD7o6jGyp9bCLd0GjZ2SaBXiVerEn23avBkMhhfNogvA0F0zMjLCmjVrqq+PjIwsmHp/+eWX8+Mf/5jR0VEaGhqIxWJceumlvPnNb56z3v33389rXvOaOQ3cQ+rFH0AikaC3t5fh4eGX+pVOLcIkg5KuZgbXT2IqEpcEkfF+FJBJrIKEBTPjUuai4JPL1yyr2VgvrO5GlQowPIl0h2glFWau6rrtGl4atgN2ShIt/EqQcFEnsJWqHWfty/iGFl/fQ0WTYp1CoTLjEI2hV2+BoX0iz91GdHMHRONkc46Uiynm4KDEC2atWpxtNu9ARxcqF2zPq0DRJ5lkeboflaq5VuvLrJTzczqeZLMACp1YC8VBmB0nm5sGpERLrutcaLkUlZ1Gz04E1vUSyUYX1dACrd3y+eP94vIHEf+tvbXuHlAT3GHMXxj7aa4zg8HwIll0Abh161ZSqRQ///nPqwJwZmaGZ599luuuu+6w9R999FFuu+027r777moG78MPP8zk5CSXXnppdb3Z2Vl27drFBz7wgcM+40tf+hJ/93d/x49//OOq1TGTybB3716uueaaE/E1F5ewSHQpV4sd0lGJLVMK5bhSKmbiIOne1cGbNs77Ud0vO2Pe12vGolPbArgksSywjkFkuUhiQClXdROqaBLSbWg0ZCZQlSJ60/moyWH0yH5J6qgUabzwyAlRXWevn2djjehifvmLkPAhKl8O3O4+KLHK1ZwOCugJfmp09aWDv1qDH8Evl0XQTY9CZlw+V1ni7m1onfvQGpZ6CS2utnvULGWDwWA4GoseuBOJRLjuuuv41Kc+xf3338/27dv5oz/6I7q6uvj1X/91PM9jdHS02o5nw4YN7Nq1i49//OMcOHCAn/3sZ9xwww1ce+21rF69uvq527dvR2vN5s2bD9vmFVdcgdaaD3zgA+zatYunnnqK9773vbS0tPCmN73ppH33k0ooAkNrTbkYCMGgG4FlQ2vvIu6g4bjguNKeDQJrYBC719AmhZtBsoS7N6DOvhy14Tzomj/x6di2t5I6vBxHwdX/LAw9J7GDWsuY9WxGpduOLP7cmBF/BoPhuLDoFkCA973vfVQqFf7sz/6MQqHARRddxF133UUkEqG/v5+rrrqKW2+9lTe/+c00NTXx2c9+lltvvZXf+q3form5mWuvvZb3vOc9cz5zdHQUgObm5sO2193dzT//8z/zqU99ire85S1orXn5y1/OF77whTlxiMuOsNyIZQcurcAlHMQRKaXIZJD6ZpnJapZhNmfRda5YBId2jpBsa6iVophvG6GVZPGfL1Ymh7aZcyLSTaSxU8bbK0Mhg4o3QFMHqqmDTOB91JUSTBwEryTjfo6M+/Aw4u4tF+eWHrFWiADUde73uoSX8LjVk81CZ6f8PTSkSbp5ce8Wc0HR5rrM6WgCGlprSVSH4pUPqfO3DN3tpwBDQ0OHtWDbs2fPIu2NwXByOCUEoG3b3HTTTdx0002HLevt7WXHjh1zXjvnnHP4yle+csTPfO1rX8trX/vaBZefdtpp3HXXXS9uh5cyYWyTsiSYvL7wLcEkn0xCaxJdCYLgc7UJL9XTIesshGXXsldP0VIwKwLbBatUiwl0YyjLRsfTUry4mK1aBEGGXHsVGN0PUU+yS1tq5VSSCU3SLYIqQgQ5h9wVJEZC0WY5c6xvR7wWgFRKkUwmgMQL36b2ay0CTZ2/E8bQ0BDXXHNN1ctUTywWo6mpaRH2ymA48ZgZeqViO7W4wLDMyCETjAqKPKvKPO/3KiIetZb32m4gLqOyzCuLtWietmaGk0Ao9Et5Gd8g3pNIXARg6fDJjuykCEYnAq2rUYW620O5IIIS5LPCcikrhbBH8Ml8qAlrACrLiL8TyNTUFIVCgVtuueWwOrBNTU2mN69h2WIE4ErGccGPSpxYKQjmP1pBX60DN+KhqrAgreDqi+mWCzUhYjj52C5QqBVsdtyqpZdKEV0p1VqKQa2Id6pFejrXUylBFBnbFSnq9dFXCfE9wD787xe0Ob/O9Wvq/J0M+vr6Fqw8YTAsR4wAXOm40aCESDmIB0we2cpRLoBVF8OkVF2dtKx0LHCjtSK6pby4zUxh6JNPKL4rQdye7UiR6GhCxnpmFN3cI72hw1qRsLDAW7HijyDrtyLn+kLHIHTZFipAUGaqkIFI0JXnhRTLDq1/li3Xj8HA/HGJxkppeLGYO8tKJ3QLFrW4dItZCUxfyBIYWoLqC+LqoHl9mLEYicsk6dfVpYss4+SaUxk3EIChyHcikG6H0X0iTiYG0KmWWg1BFrDYzhMisKIIhbQfxLceeizC7hx6HkuhV4GCdMs5JkteGEMLpsuHARCRF4vFuPnmmw9bFovF2LZtmxGBhheMEYAGmWBCq5AfZAaHQedKSYKAJqgxF6xfbyWsishcbXIMBUMpL59pWByUVXPJl/LSecKNoZt7YHKw2ve5SqIRFViqkknQuVkRjyu99IhlSexjaNUO2irWuuwEyRrKItmaqOlAPxUIw8A6GD1KMojv13r82q5JpDIA0NXVxbZt2+bNVL755puZmpoyAtDwgjF3F4MQisBqx4OC/A7LxsDcQrSHigHLkckqLC0TS9ZcXmF/YMPi4ERqSTsFsfCqeAPaicDseGDZ8iQrON1ee5/v18bOCJEgtMGrFVMvW1R7MkNda7Y6V69li7W8mK21lVvoWNZbEZVVi9c0GBARaESe4Xhi7uqGGqElz3MCy10wIVXbjQUT3XyuwPC9hYyIhkKmNhG+kNgnw/GnauHN1sbUjUkCSEvPwu8LBb9lmzGEWjH1sDBz/YONW+uscxi2U+stXMpBNDU3JvbQNm/KMm3eDAbDCccIQMNcwsQBy6lZAevjmiKJmkXwsPcGE1cxJ5OjDkpnrOTYsVMFpWpjE9Z+DOoD1ve2reJVal1EVlS3j6MQPui40aA3M4FAPopYi8Sh4AUPR7OBFd2qxWaGzGdFNBgMhhOAEYCG+bEsmYi0rtVAO5aJzrIl2D20HimrlixiWFxCS2BobdL18WZOtb8tvleL2wxd+4a5KAvsFyDSQgEe9mmuF33hcjc2f3iFwWAwnADMnd1wZA5N+DjW96zUciGnOuHYOC6US4FQD+oEckiyju2a5I/jiRVYyEOBrbUcW8s5tocrg8FgOI4YAWgwrESUJaV53GggSLxaTJuyRPQv5Oo3vHjCBypjVTUYDIuMuQsZDCsZI0gMBoNhRWIijQ0Gg8FgMBhWGOax32AwGAzLgqGhocOKJR9KLgcXXCB/P/ooDA8f3l7NYFgJGAFoMBgMhiXP0NAQ11xzDYVC4Yjr+XXlG9/1LsnNicViNDU1neA9NBhOLYwANBgMBsOSZ2pqikKhwC233EJfX9+C69VbAD/3OUgkpNeu6bJhWGkYAWgwGAyGZUNfXx9bt25dcHm2rvX1li3S83qps2fP/G5sI2wNR8IIQIPBYDAYliBNTU3EYjFuvvnmeZfHYjG2bdtmRKBhXowANBgMBoNhCdLV1cW2bdvmTXzZs2cPN998M1NTU0YAGuZFaV3f6NXwYjjrrLPwPI/u7u7F3pUVSXd3N//yL//ykj/HjOPiYcZweXC8xvG6665jcHDwBb0nm83y7LPPcvrpp5M8gl9Xawg9pn19y7cBy7Eej0M5XmNoOPUxFsDjQDQapVQqHXGd8GZ2KkxMp9K+wKmzP0ttHJcyJ+o4HssYnghOpfPiVNqXk0kymeSiiy560e9fzON2IrZ9rMdjpZ4vBmMBPGlcddVVANx///2LvCen1r7Aqbc/R2Ip7eupzHI7jqfS9zmV9mUpsZjHbaVu27C4mE4gBoPBYDAYDCsMIwANBoPBYDAYVhhGABoMBoPBYDCsMIwANBgMBoPBYFhhGAFoMBgMBoPBsMIwAtBgMBgMBoNhhWHKwBgMBoPBYDCsMIwF0GAwGAwGg2GFYQSgwWAwGAwGwwrDCECDwWAwGAyGFYYRgAaDwWAwGAwrDCMADQaDwWAwGFYYRgAaDAaDwWAwrDCMADQYDAaDwWBYYRgBaDAYDAaDwbDCMALQYDAYDAaDYYVhBKDBYDAYDAbDCsMIQIPBYDAYDIYVhhGABoPBYDAYDCsMIwANBoPBYDAYVhhGABoMBoPBYDCsMIwANBgMBoPBYFhhGAFoMBgMBoPBsMIwAvA4cN1113Hdddct9m4YXiJmHJc+ZgyXB2YcDYYTj7PYO7AcGBwcXOxdMBwHzDgufcwYLg/MOBoMJx5jATQYDAaDwWBYYRgBaDAYDAaDwbDCMALQYDAYDAaDYYVhBKDBYDAYDAbDCsMIQIPBYDAYDIYVhhGABoPBYDAYDCsMIwANBoPBYDAYVhhGABoMBoPBYDCsMIwANByVbBaUkp9sdrH3xnCyMOP+4jDH7dTGjI/BIJhOICsN3wftg7LAMvrfcBzRWn4rtbj7YTAYDIajYgTgSkBr8MpQKYHv1V63bIjE5bfB8GLxKlApym9lQSwpvw0nDt+Xa9qrBA90CmwXnIgR4AaD4ZgwAnC5Uj9B+JW5y5QSUeh7UMiAGzMTh+GF41WgXJx7fmkfPA8cIwCPK1oHx7Yi13X9gxyARl7zKxBJmGvZYDAcFSMAlxMLWfpALDJOBBxX/vZ9KOeDSbwgvyMxYw00HB3fq50zIcoSgQJgm3PoJRGKPd+T69T3gutZz13PssXqZ9lzx6RcEMu+4fgTPjj7Xu18R0k4jeWYsBrDksIIwKVKdZLwa5OFV567TjhB2I5M0PVWAcsSS0GlJBOGX4FChmzBmfse5gZKLxQ0nUwe5+9nOKnMN66Hjbv2xeJXKVVfT6ZdsSCX8+D5cu6sIPfvMR23eaheL1VBUakJvqqwmAfLkWvTOeQ4h9drKSfjoxQ40RVvCTzs+Pse2ekSIAI5O5aBQrBMa0KRLeMTZIoQHEN9lLEBuec6keA6WNnH3nDqYwTgUsMrQ7l0uFs3RKngBhQ5+tOoUuBGZfIoiQhMtR5ZyXV2zv+61vO/blgapFJHXi7jbiETZ8265OezMs+F1kA3emJ28BTl2I7b4ehyOQjRKM+/AoiYUJb8Dn+OJCocF3RURHo5iMl0Y3J9r1AOHx+b+vO3c938A6iz04A+zOgqKLFyhw/V9VZB34NSHlSxduyNEDScoqzcO8NSQ2u5sRw6YYTZvJYduCBqk4QOXcLlotyYlAqsB1FU/aRg2RK4f6jb2GA4GjMj0NIrf4dixXB0Srm6/wSCwnJEb3iVWnxl+LdXqXMDB9dxNA7xRpQbqX2UG5Pl5YKsX8zKmKwEIeh7tZjU6hNp44v7rGjwIDzH4ieuXo0SK2sxV9ueskSABxZwhS9jbDlBot3KsYoblg7L/I6wjCgXauLPiQRJG9a8T5e6XITMJGSnFrQwaNuFaKL2E4mhLJtMJlzBr0482ZkKnX1pAIb3Z0k2myDzZYXWZKbKco7VmXKzWVUd98End5P0xiVpSGto6hDhoVaWxe9QqtdLHdlszfI3PKRJxr3Dk2WCrF1t2WJ9z82IoPAWsOwfileWB8LZCXQiDen22kOdGxUhEt4zQiHoREQILsdr16vIdzyEzMh07T+BezZbcOnskmMwPDx/+Iq2bBF5lVJNfPsVqJRlvOqEoQ6uGRUeV8tGxxvAjaL8ChRmRQQ6kcM3ZDAsIstSAN555508+OCD3HPPPce0/n333ceNN97I/fffT29v7wneuxeB79XirupuJNoLbuyVomRehpNCuVj3ZoV2IrXswaBkhALITctPgLZdEmGiiBuVp+BoAuruW8lYhaSdkWXmqXbpozWUciTdCrgASsYfhbZqFuHE1PMk7Cy4EZnoKuOoxi6IpWrnwdHio5YhR4t9TTpZko5Xu9NaDjgRsfRlp+QnOG7a96AUWOu1rv2AHGPbhXgKUs0i9vKzcv3nZiA/i042QbIJ5QThH9FEkOxVmJscFk0uPxFYDgL5QmunskBBMhYsDys/w5xZL5msjaH2JA6aQgamcwvGtejwmFYqItoDQajD+L9YAipllBtBJxpRjiv3Zd9bvgLcsCRZdgLw85//PLfffjsXXXTRMa0/MDDARz/60RO8Vy+RUPyFk4fWMD0CM6ML36RiKdAaPX4QJocOc+/qSBziKVQkLhO+46IIYpLq9aPtou02oE3+r5RMWMWsqfe21PE9mcBC4eZGwYmitQ+ZCfToCHCGLNu/E6JlSKahvbs2iUXitXNrpZ0L8xW+1lpidAkso+GxCaz2WimYnYDMhFyfXgVys5DPQOHY21Lopk7UmtMh3Sr3glJBrP6ZSbm2U80QS6FCIeiVZazDGLVIfPkIkTAGD+S71p+HR/mKWmt0PgPZ6cMtiMpCK0seqEuFut+FuZ/he2IZ1IBbQpXyMDuJTjXJ6/EGiCVRoQCPJMzDs+GUYNkIwOHhYf70T/+URx99lL6+vmN6j+/73HTTTZxxxhk89NBDJ3gPXwKhWyh0IUwNi/gDyfSLSHyPDuP/Cjn04O7aOlpDKbAAlMuABteF3CzaqZ0C2o0GIiAilh43IhPF7BBVARhNgcoEIjC3PK0JKwHfCwSHlvGLJMQqNTOKzk6hZ8bRuw9QFYClsmia3CzQLQIDxIIVb5C/Hfdkf4vFQevAAhQ8mNkOKBu0F8TuQVUAOlGIS7iGzmdErHllEQ2zUzAzLiIwn4FCXgSDV1diRFngRuRhK9UoD22FWZgaRk+NQPd6WLUZ5ZVEABZzIvAmROTplh6xFtquXKvFbJB84i6f8ap/CH6hDyHDeyBWFybjRtFOVK6N6VE5vw/dXCWM0SyLcMzOzF0eD8bK91CFLLqpA+WVxRoIYmGMJpZ/TKbhlGfZnIHPPPMMjY2NfOtb3+KOO+5gYGDgqO/5zGc+Q7lc5g//8A+PKgCvuuqqBZcNDg7S3d39gvf5mAjLvYDElnhlmBmT/7esQpeL6IGdkJkKXL+H3AyjSdj/HMxMzP/5sQTE4hCJQjQqk03wdKpBJpFILZVReyXxmRQytdpjS6jm2KKN46lEfbyUstDRhEx0mXF0sYAeOwj9u2H3QeB3ZL2D+2HzajlfQB46CFxhscCHdpJinBZ1DLWWY1dvUfcqwCE1EUMiMblmpkeqFj5dyMLEMLqYh+lxyEwHIRyBqNCBKLdtEWmlgoiM8UF50Nt4LsQTqKlhGHweRvahO9ehutZDkxO4lidFCI7uR3esRVl2NQGMSlHGbZEzVI/bOM6xwPpzjr8Ok+fC+Fat0VNFYJWs4FdqMXulonhLZsfnfLyOJaXE0ewkTI2Jy33OCkFijh/ETWsN+SxMT6Dbu1GVMrq5E+V76FSLWGWL2arF3TxAGxaLZSMAr7zySq688spjXv/JJ5/k7rvvZtu2bQwPD5/APXuJHFpsNDsDaJlY8rPo7fMI13gDtHTDUD88/bB8jFZQ8WF2Wm50CrAtSCQhHq8FMINM8okGiEQg4aOnDwAvk2Uje9GpDahoQqwNlVKt9pXh1CdMCACZ+GwXxg6gQ7fVSD/s24XuP4CerhM1oTBpDSbl4b3ojtUiLKAWd7XcCbNrUYG7UQWxtVq+v+2AXydApkdBTwJaYsdmJ2F6FJ2dhYkRKBZgegpy2cB1fAiWBW3dsKpPqvBMDsOOX0BjG2y9SKz8+Vk4+JxY/Xs2oHq3QrIRxg7Ivs2MQVPwEOcGAjCsaaeWQda2UrVC5Id2oZkdE5d7PcW6e11jJ9rJwv5nRWgH6EQaFU2ip8dh97Nz3fNaS5mtcgVmpmFiWCy3IdE4NKShqREO7kW3daO0j/Y9lNbodJvcb8Msb9OO07BILBsB+ELI5XLceOON3Hjjjaxbt+6YBOD999+/4LIjPcm+ZEJLQxgzEridtBNF7/4lAKqzD9WzUax1vgf9u9BPPADTgaUw3QFPPFS9wWlPRKWyLWBUxGRzK8SiEHFRhRwUgjIVsQTJ1nYqP/4qpFtRkQ4Y3YfuXI9yg5pjpXxt8jvFWbRxPBWoun0R8ac1jO1HF3LoyWEYOoDesxO9bx96YpK41hTffy12SxpaO+UcHNqL7l5be2AIY65O4gPAoo1hpVxz+0bjtfP9kMk7mQI/Nxu4e0VEaw2M9gfWvxGYmYSZKZicEJdivoAulUWgxeKouFhYVbkIIwPy09KJuvjV6H1Pw/QY+uf/Aas2otaeJlar2XEY2IUuZFGbLoSmLhjvh9wMurFDxkwpiSX2AzfmIgqP4zqOthNk7JbnurZzs/I7EgtqoyqS6Qh+sSDJcQcHYf8eWceNilCemYR9O9H1wjESg9ZVMDEGzz8zx+2rtRYhHYlCMQ+FHKqYh+lJ6OisxnoqgiI+WqObu1BhAf9CptbH+Wi1Hg2G48ipP2OfAP7iL/6CdevWce211y72rhydqgA85EbtBRloKNTG86GYx3/gPti3vWY1jCWhfQ36+99A+z4ecSoDI+iJwMURj2EnY9jpGFYxX50gdGcvqqsX7ZdEDB48AF2By8QJKtxPDkJLT9CBpCI1r2KplWEFWoqEMZuIpUpXyujpYchMoceHxFKxexf+/gOQrwtyLwaCp1gALLGwlArQ0IyKxCXjNLoCygJ55VrtvrDTwzxo35cY3bwIBG0FRdYHd0v4xtgQZGZgZAidzaCnZ9Ezs3Jc6z8HIJXGeuVrUF3d8PD3xW38n1+C8y+HjtVwYAcMPIc++Dzq9Etg0wXw3GMwfhDah0XMhElbXrkm0i0LfJZX1rbt1gRg6EIH+c5eWURvc9dcT8f4QfRQIP66NkCljH7sBzVLrGVDVx8q2Yjetwt+8u/V+7GOxCCaRk9PoYcPQr6urmMqjUqnUJ6PGjgAHV3yHmWJCLQs1OQQurVX6gWGFRrCkl1hea/Qshk+XC8M79GhAAAgAElEQVRQ9stgeLGsSAH49a9/nUgkwnnnnQeAF9x8X//61/OGN7yBP//zP1/M3auh/ZproWptCH6Hryu5sejvfUlihACa2lEbzgInhn/PbWjfp0IDlaeeAsD3fCoVH7uSg3wBbwxUWxtOVwu2KqGGDqCHDkAihd56Nio3BcMHYdUasRRF4igm0LEUKpEOasP58vS7EsTAUkNrGRvti7AoF9AzYzA5jJ4YgQPPo5/fhT8wKNYo18Xq24re9TREomg3hspMw4gtk1kkDukWCTVwosvffVUpiZUb5Dp0Y/OupitlsbiFVvpYAwzvFZdvpSLiLzcLwwfRmQz+yDgUCpKJ2tCCtelMVPcq1OQo/q+egKlx/H//Kmr1euzr3gtPPYB+5mF49EdikTrnUgnTGHwe/cyDIm661sv/R/uxmrski1V7c8VeeH0up/Y9YdcU7cvxDzvSpFthNBuUdhmpWUIBPbxX1uneiLIc/J/dJ/9vaoe+s1DDg+gnf4YO76uAXrMZ3BT+gz+AzM7a9pWS0JlCHjIz6MwMOhrDakmjRoZq3eQcB6UsdKuDmhhAt61GOdGaeIXAPX/I9ytT6/Jk4gYNx4kVKQC/+93vzvn/L3/5S2666SY++9nPsmHDhkXaq0Pwg1IrgcWmKvyqVf/9Whui4X0i/hwX63XvRLV2o/f8Cu9zHwffw29cReWnD6CB2bYNzD7yWNXiEGlvJRn1iI+OUh4bw1vTR+RVV6IGd8JwPzzxEPqsC1HFDIyPQneviMDOtXIDiyUkHrCQCQqlFhecIA2LRFCEWGsN5SJ6dgw9NggTQ7DvefTu5/AGh6lMZKhM5yGeILK5GWXHsKbG8X0Pu71JLEfJNKq5HdXQhrLd5d36LTheVIK6SLa7YPkUXSkFMXcV6egRS8HuJ6BUkHqdofgbGUJnsvjDY1As4pU0lWwFvX8XPLMLa8MWEh/+JPY73o//8A/xvvpZ9IHdVP7qRqxLrkJd9gb0jkdRowPwyA8kPvDXroZnHkA/+xDq8t+WHcrPynjP60FYhuIhbGsZ1kF1IlLvNBJHN3XB1FBQGL+CbulGKSuwiINq7sJ/8N/k774zYd1Z6K/8HXoqCKFxIqjTL4S1p+F/+6vo556V19u7YcOZVHbvxdv9HHp/PySS2F1dKD+PXcjhDxVRbS1YDIn3xDqIdiOoyWF0Ww9q7ICIwGiilvCn/bl1IMMi1OH5WC7JA4CJuza8RFaEv87zPEZHRykUxLW1du3aOT+dQdn+np4eWltbF3NXBa8s1eO1z5xgc6iKK+VVICFtjvTkkCxraBbxNzKA909/KTeLvtMpPfk0ADPp1cw+9Ah4HnZrK1gWpdFxJvunmPAa8NwY/v49FL5wF5Xm9XDeZSJEdz0ryQK5DGRm5caZm5Eb08SgTC5hJnC5eOT+poaTS6UMlWKQDZlDz4yiRwdgpB9278B/bifewBCloSkqU0Hx21yW0r99neK+4f/L3puHyXHVd7+fU0vvM92z79oly/sqeWEx2GbfjclCgDiBkBvgDe/NGwzmjZJwnQSzhRsIawgh4BAWYfISP4YQnFzAgBd5t2UtlkaaRbPPdPf03l117h+/qukeaUaWjWxJM/V9Hj2tma7uPtNVdc73/JbvF7fm1OudUi3Q2QetvahQZOVHexvJnxVenvy5DkyPCPmzQiLIvH+XkD/DgqkxkXmZm0Xnc7jTM+hSiWq+RnVsBp3NLHTiuwf2UvybD4NhYF55HfZHvoi66ApwHNxf/BjnG3+POzwC578IEimYHoNHfgktXXKvznr1zL4tGizeQPo/+8esJHg2bKDrEVtAxZPQ0gMo2ahOj0iqPuRtVEvzC8oK6qzL0Hd8Tbp9k22o17wD9b6P4pYcan///wj5i0Qxf+e9uFu2Ufr2v1K7/1fomSn5PnNZnKf2UTs4TGWmhFMoo6dmcOfzMO6liiePoKslSE+JBND0MLpS8uozzXo9oO1JfEXiEG32rr+Gv6+8vFh1gAAnglVBAMfGxnjhC1/InXfeeaqH8vTwxXnB8+hNLNq9i6aXN5knUvLoF/YX5dH9wdckFbH+bGqRDshmqKU6yT34CChF6sN/Rv6ibWS2nk/5oktxw2FKh4aYmizjbr8agOp3/hnHjUHXgBA/05ssM3NS1Dw3KQtfIYP2bab8uqhyURajAKcWXm2m1hpKOdH2mxqVyO6h/biDB3HHJ6lMZHALFSquQfW6NxH5y0/KYlQp45aqqHgMWtqgdx2qe62k/e0Vnvr1iDMgm67Q0g4OWmuRDnGqItGS7BTy59REWmRiWO7PQgEyc+i5DBSK1PJVnGnRmAu9/d00fe8uEv90O4TCOHsexz30FAAq2Yr9vo9g3fxpjCuvg3AExoZxfvAv6A0XylwwtA9s2YDpnKdbZ1p1EhSKLK59M73zpl3PX7wm9+uZTiaUqm9EfQ90/6lYM7T3C4GqFCVV39wBgJ4cWohk68wsjBwAwLjxQ6jzr8T5f3fg/ui74Dioi67A/quv4KowlW9+FQD71W8i9pl/IvHtHxH/h28Rfvf7UW0d6Hye6mSWajqPOzkttZ5jozJPT09IQ1A+I3P+9BA6n1mwlVvyb7NCsh74UXdf3PtMP28BThlWZAr41ltvXfRzf38/e/fuXfb4yy+//LjPP69YsDSylo+whKJQnEfFmqVUxJ/oS3nc9DR6/6PyFm9+N7X/8XsAFJu7gT1EXnoNj/3Vx6hl611sdkuK7p4+GBtl4o676H3Pu9A7v0blX75C9E9uhh//Cxx8Er1pizSF1BxQVahUJHKRnoSu9TKukldvVAlEok8pvI2E1lrSgfm06PtNjkjad3jII39ZKtkSs3NlyoUKfOVrzN//AK3eomLGwqiuLli3GTWwBZXslE2ItdJTv9596EdilkNxXqJKKGjtg8NPSOQvEoeZCYmeOhomjuDm8uhMFidXwpkRE+HIH3+I0OveAoDq7MY87yKcB+/FeeJRzPWbZTjFAtoIYbzxRsy3vgfnB7fh/uftuD/8DsblL0SN7BctQZD0oIHciwsE8CidTmUIqfXFrGuVxc+FY2cuuTctOV9VT+sQvVAzp8IxdPuApOorRSmnUYYIaKc6RBh/dF9DLWEVd9fd6IN7IN6E9QcfxLhQ5LDK3/oaAKF3vJvIjX+E1pq5r3yZzG1fpzY5idnRQTjVSXjmCKFMEV11QClM00TZR6ScIirzu47ExS4uPQ75Odk4GJbXYFcVcm6YUmMYjqPsiPxcLkhqeKU5uwR43rAiCeAZC63rrh/LRBwAb/Gdr4vyVgqiC5aZlmiA1qJoP5dGZ+Yg0UxpaASATLFKLZsledGF9L/9dzj8D/9Ibs9eRnJ5+s7aiD1ymMlvf5+uy6/C3fVLqrvux47GIZdFJbugNAhVB2wLnZtDRaISXapV6h2hvkh0UA94auDVj2rtQjGLLmQ98jcKQwfRoyM445NUJ7Pkp3PMTBfRbj2KUN69G/oSWKkYZm8XavNW2HAOqq0XZVhiZbWSF5tG8fXjXL9au3W3naY2IR3Tcp8pK4KeHJZi/vERdLWKnsvilqtU00LMQr914wL582FuPQ/nwXup/vwuVDRK5a4f4jx470LNrv2K1xP+v/8M9+FfSWq55JG8sp/y9M5jJFEngOHYsYP3I7i+PZn/92pP3Dv8NCbHpzOssJzDWuUYrT0ViqDb+mFmGOVU0MkO6dr2pWOG90L/Rhjej77nxxCRLIvqGVggfwDuoEQJQ698AwDZ73ybmU99YuF5Z3KSwuQkBSAUtWl2XHBFMNo0DVRUnEB0OIqaOYIe2IqqenZzi7zcG5CfE6mvtj6pv/W1WJ0qOFZQExjgGWNVpIDPSBxvgfUmKwUQa5bfpcSqTWe8BalWwRk5BIC5fhPVEVmY5gdF9mD9H7+XNb/7Nq76yQ/pfsPr0NUqR546RC3ZQmVwkPmy7A1qv/gvWLNF3rPi1fbNz8ljPi22SVBXxz+6HjBIBT+/cF0o56TGqZAR8jc1ClNHYGQQfWQUZ2yCyniaudEM05MFtKsxYnWSkEjYGBEbe30v6tzzYctFqM61HsGPrnwf00YbtuPdh4WskAvTgqYW9JiQAp3sRO99wKunLKJLRdx0Dl0qUZktguOgt15AYXiCmR0fovLEYwtvab/kZWAYOA/eS/HWHTj3/1LIX5Pc59X/+AHuI7vq52DeS/n6UTx/uNF4fTO5HIk1vSzD0RG/ZSRuzhj4qWB/HvK19jzfaxWOQkuvPBeJgh1GWSa0dMg5axLyqx/4Kaq1FUwT/dRunLvrzYOqXdLHzsH9AMzfKU0kLX/wh6z/6S/o++fbaL7hLWBZVIpVZqYKFNNFqhNpnLFJ9PiY1FPPjEv3+JGn0C09kOyU7vpwXB4TrZKqjqe8sowizB6RyH5jE1alFKSCAzxjBBHA0xWeu9CS8GsAHQeVaEEXshCXBUKnp2RSKxUh7en92Tbaa4Apz4i4aWzdWh76zOfZ++2dtJ9/HskXvoDM3b9gqlSjS2vS/34HkSvOxRwfxsmWMAE9MyE1yPNz0L9OIgV+QXk5z4JfsGmDUalHAc8gq7gzGp7LxwL5K+Uk8jc9JuRvdARndIzy6CwzIxnyOSH0iRe/mOIjIioeiVg0tUUJb+jBOP9COPsSVO9GjHBMIitnOjk4mfB9YuMt8t3PHPF+P+9tfoCJEXQ2h57PUpktoMtlymac8s9+tfA2hR/dSec/foPwBRdirt9M9Oa/pvztr4FSWNtfgH3dazD715J//+/j7H4E9/ABmBgVQlDISE2fUwHLqmvghWNy75m2WI8th0aJGxCyuFLOsRWSVGq1VNfZK1bBjqAicZGEyUyim9vk3DWlhFDXKrBmEww9hb7rOxgvexPuj3bifO3TqNYOjHMuxr76OirfvY3Kt/8Z68oX4+al/jpy8SVYXV2YnZ3kixWMZDuVH/8Qc2iQ9GwRx3FJGAosCzMUQoW8rElrBzz1AGzZjvJ9to+CjidhckiIbLXsdQKHpV71aPmbACcF4+PjpNPH+kH7SKVSdHd3P48jOrkICODphEZLI+2wbIDWJ13alV0iQMTrDp6bQHf2w9D+BTcPXSiAbYudl+cCMvno49x9858DMPXwo8S7u+jr6qQ0Mcn8+jUk56aYzzqkgNr+/ZgJRCx47VrpQF4QfPZ2nY02Vr4kQ7kgk5N9nHR2gJODpcjflE/+DqGHh3CGRykMzTA1nGEqVyFdrtG57VKsvXtxMhls26C9J054Yy/GxRejLtiG6t+CiiRkIV0ti0vj/dUoKtwA7acXQbrxZ4+A66DtCBx6UiKxkxPoSgU9l6GWLuAWShQLLtW8ROljr3sDzsQE5fvuYeaDf0LXt76HmUxhv+Tl2C95+aLPc9NzOPuekB8mh2WY3f0oU4kUjGVBUyvKUJ5cTQTyHN+dZ6FODjm/oRUY3TW8mkanVrfxq5akdi6WhFpZxJmbWlHzs+j2bhgfhrAFrV3SVT09hLr4KvRDv6T22b/E+vCnCd3wdir/9h2cxx7CeXgXVmcnZaA2JtG5h979Ho7c/m8Lw4ikmmlzy5CRS6rZNFC2kEBMEx2Jyjie/BVsuBDV3H7Mn6LsCDoc9QhgqV4m5MvfBATwpGJ8fJwbbrhhQT1kKUQiEXbu3HnGksCAAJ5uMEwhaa6z/E68UcjVlzIwTZnsalVUSzt6aD/K7yYuFVC2ja5WUbac8uGf3g1AzxXbKaXTzO3Zx2hXJ51aMzs4RDgRgkcfJ742hX1wP+45azFyGbFTcmpQq9XHADKhLvo7/EtLrxzP0dMVnsWb1i4U0tJdODMGM+MS+Tt0kNqhUeYPTTE2mmU8V6HkyHmb2PUQ0UQIyzbo7GsisqUP67JLURdegRrYioolJYIUXkVF5ov+zmVC8X7nfTiGMk1cP/rnukKsyhUo5nAzOdxyBWe+RLlQpZqvgmnS+tcfI/6q1+LOzzP+m2/CGR1h6p3vIPUnNxG+bLtEhhpQ/a8fQq2GsXELPCz3rgp5kiCpNnDLQlhwRQ5qyb+lAbVqQ6NLWIjDSj6/pgVG3KsLLIFTQ+kCurnTi6BpqFaEhLV1SQNPawtUSqjZcVhzFpx1AXrvo9Q++5fYH/ki9qveQPUH36Xyf75DaMNG8v91F5WDB5m9516O3P5vKNum/cUvZO7+Byils4wCLVEHrTVKQbNlosJhjLA0deg1W1BU0PvuR7f3o/q2iN3mUljU1W0DxQZ/5xVG4p8jPF10b3BwkFKpxC233ML69euXfH7Hjh2k0+mAAAY4STBML11Rg2UzMf7Nr+sk0XUh1iTdgGEhhbqQ845SCylgn7DlPP/jTde/gbN+481895pXkTk4SKa/l5bpKebsGN1uiZwbpYUyTs3CsFzp/AWJJpr19zum/sTXtHId+XemdhWe7nBqXsOH9shfQeqKpsdh6ADO/r1UnxomfWiW4fEc08UqjVWZKdvAsgy6+puJndWPuf0y1HnbUWu2ouIpkQ8JxVbXotK4uGq9dClGQ4OFdmrSCQ8ScdUa0rNyz+Vy1NJFnEqNckE2SS1/9hHir3otAEZTEx2f+QKTf3Aj1f37mPqjd4FpYvX2YW/aTOz1byJ2zXXU7v4vAMz2Fhifhc5eUC40tYLjacg1t4gfcKKlHslbSuvPl38BSZOGVkmjlh8tW+igdVCVArqlBzU1hE62y9zb3CrzW3YW+tbAwb2oob2oK16BMz0BU2M4/+cbhF79Rqo/+C61+36B9Y73AVAdOkz2nvsA6Hnda7jkH75AbT7H3o9+jMEvfYW5Yo2a13BlmhkSlokdslHhMJgH0VsvRRUyolU4Nw5rz0W19tb/hgVnKHvx3+WbArgumKvoXn2WOJHoHkiE7+KLLz4uwRv06uqXw+mcJg4I4OkG0xLbH9dZNv3UyP+UYUgS1nXq4X+PjOm8EEDHDMnEEApRzUizRtl7jHV1Eu1o59X/+s985+qXMztyBDsRR82lycVs1Mg4TQPNqLEprHWtqFwWEjHpOoxFGvwrlxjnAgEMGkGeEzSSv3waXSnA7Bh6egw9uBf3yScp7hliYnCOkbkCueri85CwDdriNl1rksTPWYOxbRvq3Msk7Zto8chf9PhpxBULxbF+XA2oeAuHHYHsjGezZ0gnfqkIxTy6UMat1HCLZUoFcXKIXvdyEtffsOit7E2b6f7uv5H98hco/PhHuHOz1IaHqA0PUfzvu6j9yQdgj6R/1dggKDCiNkpp2Hi2dCJ3DqC8KLyKNdcJQq3iRZwa7s+KJ4/iy8GsNpiWiCt7agXKqUpn7dRhdKoDNX0E3doBlbJEes+6EB6/H+77CeYb3obz1U/h/ve/Y732rRCLQyGPackGtzYxQblLaq8jfULcrKYE5/7NLaQuu5SH3/PHzJerKCreHtkgHrawLAtlh2DfQ7D9lSIJU8iiDz4iUcjuDTJ2n9AffU/6l+pKjuKeRKTT6eNG93wcj7ylUikikQg7duw47medzmni1Tizn95ojLQslzpduMndemTNdeq7fi9K5/pkryyzg7FpM+4vd2HGouQnpQ4p4U1S7eedwwtu+XN+9oEPM12pEjU0GW2ScF1y+RqpUBY3H8OcmkDH16GKOYhF0NWyTFxLrpUNTDXAyYUnAlsnf0WJ/E2NScfiI4+RfWKI4cNpxvMVakedgqhp0NsUpntdC7HzN2BcehnqnEtQfRvrkT8rvIqlJZa/ZrXW9Y2PHUJPTC9+jTbE37dQxC1UxHu7XAOlSP7xn1AeH2f0n28j9+QelGkSWTNA4uytNL3pN+i56cO4MzPUhg9TvOs/yX3zG2S/8Pc0JRQqEkHhQFuXRP9au6EiqWi16SKY8CIR0YR33lRdWspqyBT4Y1/N2nGGWZdRqVVQkYQ0haQn0Mk2VHpKUsGjB6GSEyWEoX0wdRh6BmBsGP34/RjdvbgH92NoIWbO3BzKqjfpNaLv+jdiRqM88LvvJFuuYecVhlnACs2iQjambaMsE33/f6CuvkH0CccPokf2QrQJleyov1ljxsV1Wbj2VlOk/iRg/fr1bN269Vm9tru7m507dz5tGvl0ThMHBPB0g1KeCGjN8xVdigD6pM9t6AhuaMzwNMH0rMi1FEbFKq4Uk4aR5OWXs/dOkTRo2bxp4W0v+L/exb6d32f83vuZi8ewiiVy2BjZMs3JEM58GTNRlAjHfBpa22SHbIdAO8dGGhb4X0AATypq1brDR8Ejf7Pj6MlR9J5Hqex6mKnHhjk0liNTOTYFGDYV/ckI3RtbiV20GfPSbbDlQlT3elQsJT6pK93n93hovF6XIkgLVofevep3A5f98oiK1MhWK7iVGtWynIPwZduZHx7l0Xe8E2d+fsmPtpqb6Xj1K1l/0/8i9YGbKfzwDty5OdxIRFKFSqHCljyefSl6bL8Qmd6NcGSfvInn/KFNq9796hNA393EsFZpZLcBpi3/fNeQWFKkfbSGaFFiwB19MDUKbe1CAJ98AGPrhbhjw+j9j6MSMqcahlwnbnqOUGsrAKXxiWM+svtVr+D8T32MR//nnzJTqBKxDKypAq2hGUIhG9OyUKaJ/ulOjJf+ppQXTA2hh3bDuS+Sc1areCVCDY4gIGvFaiX0pwjd3d2nJbE7UQTbhdMRvlXT0Y0VC897E7froP0ITbW0QBa1l55yM3O4rqZ08BBaa2aflAUidO45ADQN9BNtr3sfK8PgxZ/4awAyhSIVVzOPia7WKOUqOFmfdBQ9ElIWKyOom5YvQjAZnXQcTf7KRfTMGHp8CP3YLko/u5fD9x5kz0h2gfwlNm9CeddU2FCsbYnSd1Y78cvPxbz8Kth6Map7HSreIg0fvpbjql1MGjcsSxFA7760hIhRlFKLha7gcknccgC36lLzzoM694IF8td88UVs+ehfsfmvPkL/799I8vLtmPE4tWyWsW99h12vfB2VySkMj2BIKWINDANlKdEddIRwqg3no/x7T6l6+nehm7mhTtevIVu1kd2j4H8Pbk3OZXO7PMbFZ91366CQFh9s1wEv3auHD0JISJjhqTDoapV4v2RV0g8+tKS125q3/w5r3ykOTeO5CoVSjfnpPLWxGfTkFIyPQTGP+7PviX2dFZJI5eyRRan9BThL1AUGCHACOOVbwOnpaarV6sKN4rouxWKRXbt28du//duneHSnCIYFeAr2S9UB+js9rRdHAP1dvpd60IWCLD6Og5NMURwaxYhGKHlzUu9VVxzz0V2XXsK6V72cQz/8MVkNoWKJihWmWHaJlcvoYgXlN4IUCxCO1IdYKUn6KcBzg2XIH0cGcR/eReHuhziwe5wj82VcDWY0Qt8Nb2bkW99BOw5hU7G+LUbP2V1ELjkH48LLxOGjtade86eMwMJvYdFWy0QAPQJoWHIufOLnkzCnhnYctOOiq1VqVfn98F0/x5mfJ7l9G5fc/m2M8OIIq3YcMrseZM//uon83n2Mfv0b2BMSvTdMhRG2IdWCMk3U+Vegxz2/4I0X1P3DQ9F6FN7fQC40hNRY6Gpe7dE/H0YDSdZ6oeZVATqSQJVy6NYe0Qls7xY3nXmp8dMjg6j2jQCoWhWrr5/a6AjxZDNGJELh0GHm7t9F6/Ztx3zsObf8BbO//BXzT+5hOl/BMhTh6RxmZBoVDqHCIvGi7/0hautlcGQ/euIQ9G1BlfN1Ati48bYCAhjgmeGURQD37NnDq1/9al70ohdxzTXXcO2113Lttdfyspe9jNe//vXccsstp2popx6NofyFdFMdSqmF4m3lVOtCy35KwKjLxLie7l8tLMe0XHYZM3vE97hr26VLfvx5v/8OAAqGidaaYtWhUqyhtcbNl2DeMy33pWD8MTYKysoAnslfHeB4cI4mfwX09CgM7ce99xfM33UvTz56hJGskL+mzZvY+N4/Yui2b+JWq0RNg02dCfou7CN61SUYl14JG89DtXShmlol7asMKY5fzeQP6gRwue/BJ1amVdcKbIQjmy5ddXBqLmgo2xHm7r0fZVmc85m/PYb8ASjTJHX5Njrf8DoACo8+BhVpFlCmIY0fpoxLN3sRqs4BVFMLzIvAu+8MpJ1aAzHwolwL0T87OMfLYKHxCcR9A6DZe1TeeZ4aEaWFYkG6dwF3/AjRS2U+Ld/zS/puuB6A3Ts+gls7NpNjhsNc8GmxjsuUalRqLtl0icp0FmdiBj01AbkcTI/C7KQQ1eJ8fbPhz7W+aw0qqP8L8Ixxyq6Yj3/842SzWT74wQ+yfft2XvjCF7Jjxw6uvvpqlFJ8/etfP1VDO/VQqj5pV8tL19D5k1S5WE9X+NphXipYhUILE71TlonDbm2h7BWtRjuOFRsFGHjp1Ri2TaVUoqah7IJbqeLUXNyaK7WHlbKkugBd8SelwuI3CjrTTg4WGj5cafgo5sVn9uAe3F/9nPR/P8juJ6eYLMgC3/OqV9Dx0qvZ98lPg9YkbIMtfU30XLKG8FWXoS7cDuu2opLtqKY2lL/hCMeDRQSoF9Qvc936xf2Geey96XvQ1hzcSm0h/ZtBiEL3b9xAbOOG4376/MPiymLMSXOJFbYwoyFUKIyKRWHtVnGEANS6c6ThZMr7OdUpb1L0agztiJzfxsaVIFVYx1L1nr6GacTzQzZtT2O1BG3dKO2iegbkJY7MfbV7fk7ita8HIPO977LhxrdhJRKkdz3A7j/7yyVTwS3bLqPzFS8DIO1ArepKqc1cDj2bhqkJqFbRe+5DxzwS6lt9VstC8hfGfhK+iwCrDqdstn/kkUd4//vfz4033shrXvMaCoUCb33rW/niF7/Iddddxze+8Y1TNbTTA1YY6eJz64XbjfAN3ss5VFOr9xqvdlDJrlBFwliWd4ozUqtXOnKERE8PADNPPLn0R0ejJDesA6CqNY6XLnJqLlp771etidOI1vXdaHm5CGAwOz1rOLWjyF8WPX4YntqN86ufM/fzx9j31CcVjfcAACAASURBVAyzJVkM1r7jbbiVCge//I8ApEImW9ek6N6+kdBV21HnXYpasxkj2SZpX9Oqk7+V5gLxbPF0gWt3GQLo1IQcui66UsUtCwF0tSZ7RBoC+m98+3HfOvfkHqZ/Ipp/oeGD8hi1MBNhVFs7yjBQ686C9BQoherfAlNDUodoWtDeL9dKbnFEsO4VbASanEtiiea1iGyylVuFzjXyux55VIZX1zm0FyJR3MMHsTPTRC65FF0oMPc3t3D+x/8GgEP/8I/s3vGX4tJzFAbe+lsAlLz5vJCrUMsWcTPzIuOVy8v1NjUqL0hPov1NWilXH6yfwg4Q4BnglM34lUplQX9nw4YN7N27d+G566+/nocffvhUDe30gFJ1gdZq+dhUsF9rVylBwtsd+guTl6IyTBfTNjDCIULe7zIPPkz/i14AwKNf+grpAweX/HjDrheJ+9OK1tQnGT/1pd16WsKpyuJD4wsI+N+zxYLOn0f+8hn02GE48ATOffeQuXcPhw7NMeORv943vp7p/++nTNz13wB0xmzO3txG+xWbReD57AtR/RslZRhLei4DPvkLSMEJw2lIAXvESqMgn4VK2asLrOKUKjhVl1LFwa1WCff20HTRhcu/bbHI7vf9T3BdkgO9hJXGtA3seBgjGhLbN0B7DQe098ke8ZCnEdh/FsqyJUrk1GR88aQXlfTuUSsUROSXxLGNP0qZC1FA1b1OnnLL4hmsq9DehXIqWN2SSSl/9lba3vJmjGSK8mOP4t7+Lc75iz8DYPALX2bX23+fylGSIU1niwRJJV8EpahWXZyag5Mvo9PzMDkm2ZaxQbQVlnH6LjT5TF0EGpYW/Q5wWmBwcJA9e/Ys+W98fPyUjeuUVQL39vYyPDzMZZddxtq1a8nlcoyMjNDf308oFCLjRaxWNSzPds1LARJJ1NO7po0ORSX6ZoVkZ+9UoKUTNTeJbm7BzJeoKUU4auGWDWKdHRQmpzBHhunadikT9z/A9172Wq774mdZ+/JrFz62WiiQHTwEgNkwvyhFww/+3kHJxOM3pdSqS8iHBAvOM4brSOTPdSE/h87NoceHYHAvzqMPUXj4KSZGskwV6xuD8Tt/iFupYirobQqzdlMbiYs2YZ53PqzfiupZi4o3Q7QZFYoCSha4gPwdhaeJXHvdt5h2vQPYMIUMVipQqaLLFdyyEMWKFQKKNF904WKZpAa45TKPv/s9zD/6GFY8RmslA6ZBtCmM1RRBNSUhZIrkUk5IhOpejz7wsMwP8ST0bEDn5uqyNKkuqe2sFOvNZEH372Ico7tqNDSGOOKqUsqjwxFIdgi53rAV9cg9GFETNxLFLBbQ7a0407PUPvcxOt5yPVPfuZ3SI49gTc9w3l98mN23foqJH/0HP73qJZz95x+m9/o3YoRCpB98CIBQexuhNZ1U9u6hVnWxCxV0sYR2HVRNQwjZYITDkJlCtw+gqiV0tYQyGuR+guae0wonIhZ9KoWiT9nV8vKXv5xPfvKTRKNRXvnKV7JhwwY+/elP8+53v5uvfvWrDAwMnKqhnV4IRb0iPAfKeSGB/qQVS0KlKJ1qqS6YG4NUB8xNQksrKjOLiseIF6oU09BUK1EADn3hy1z5xb/n53/zSWae2M0P3vSb9Fx1BZve8FqSG9fz5G3foprPE00lCZUKWI4DWJiWgfLSy9hWvZjcMD0Lu9pi149Gz+IAJw7f29d1hPxlp9ETw3BoP/rJx6nsOczM2DyFqoPTqAdbkWaPgdYIvZvbiV6wGePs82DdZlT3WlSsSSJ/vsRLEPlbGseJXGvXrTdT2GH0xGH5v/+7ShVdEgcQxzs5Rls7TGSO8ff1URwe4Yk/fA+Z+x9AWRbdUbBNg0gihN3VjhFXGJvOQWWOiN/vhNT7EYlI+lcZqE2XSEQo41nSNbWhIgkZl5/+XdXSPsvA73zXrqekEKrXSFbKqFQXenoENTsGF78U/bOdUMrCWRei9j6C0ZbEnXKxKEFLM85cFu7cSdsl5zK3f5ja6Ajqn77MRR/+AHu//q/kDxzg4fe+n4ff+37iGzeSP3AAgL4brsd8ajcArqtxq66UE5TKMDMF0X4YP4zedD7KzwgZIRGLTnbKz7WKNAcG5/iEfH6fDzydWPSpFoo+ZQTwfe97H4cPH+Z73/ser3zlK7n55pt53/vex5133olpmvzt3/7tqRra6QWlpN6vlJdJqlyoy3TEU2IZVC6g2nrQc2PizwtgSkeb2RQmlLOwm+NEMzlSmzeS3n+AJ/7of3DBO97GxEXns+c7tzP2y3sY++U99Y81DNptE1VWRE0wQjamZWBY3g7ZDkG8uT6+pVw/FghgYAV3wnBdSfu6DuRn0ekp9OQIDB9AH9xP9dAolXSBYqGKbRgkz9pMZu9+DKAlYtHXHqNjcwfh8zahtpwDazc1kL+UpH19qZeg5m9p+NfrUg0xfqOTaaNMS/xaQTy4XQdyWSiX0VVnofA/2tUJuw8w97OfUxg8RGz9OoAFR5Chz38Jp1DADNn0NFnEQiahqEWoLYkVt1DKRXX1QOaI3HNOBWJN6JlRuesGtsri78mTEG+BpjYhNP54G4lNgMUwbUmR16ryPfn11bUyOtUpm+5SDrJTqG2vQN/3I0kBr9+COvQURlcb7nQaizxKJahlSxj7nqAlGmf+7K2UntxD/u8/zdm/+dvMN72ZQ1/9GrX5eSF/StH/W7/Bhj94J8Ove5UMx1TSRa41uuaiCvNghsCposyQlNwUspBsh+I8urldIr3ac3lZ5VHeZ+Lzm0qlnvPxnM5i0aeMAIbDYT7zmc9QrcrO+UUvehF33HEHjz/+OOeeey5r1qw5VUM7/aAMjwSKdyXVkuh9WTY6loRCRkL/fkq4cwA1OYzu6MaqOdSm50kmakxnFcnJUaztlzF93y6G//GfANjU1U451UKxVqOcLxBtShDLZjBmZgg3NxFXVcIxcSEw4hFItopgsOcsomLNS0tnLNjULaNnGGAxXBfKObTTSP5GYWwIRodwp6ZxskVqNSEotqFoHR8hGrOJ2SbtnXGSmzqxt25EbToLBjbV076xlDR8+BZYQbfv8jgeASx5Kd9wDF2clwVYuzA3BSXx2JVaWTC86z1SLRE/eyv5J/dwz5UvJjLQD0pR9MosAKKxMF0Ji5BlEI7bhDtaCG/ZgDE3htp4Dnr2iLfF8uq8mltE/DmekvvQJ39NbRL9ayR/prU6PX9PFJZHAD33JWVa6FgzFLKozCR63bmw9z5IT4hQ9BWvQT/wE6AEa9ahJicwTBM9Z6LUPEbEppopYeTzNBdy2Oefw/xju5n/9r9ir13L9o9+BNaup5rLE+3uwN23jyM3vg03k8bu7sZWOYh6eo7RBKCFhBbm0OWSXAeFLLqlW/yfC1mINsm6UC0LoV3Fc+3J8PldLTjlBQO2Xd+VDgwMBKnf5XCUdyWGl4JNdkIhgyrloGcj+vDjEPMm+2gYZZlYbU1Qq5HoaSU3Nkti7+M0XXc16dkMmcd3487MYM/MsHAmpiWNFEomaXdLKNMk0WShYjFUNCQG6ABhb6eZaIGytzA2ehf7cgq+WGlQn7I8dGPkb07I3/QYTI7A9CS6XIZCEbdSw7ZNwuvWUD40hNKatuYwrd0Johu6sDauR23YAgMbJPKXaJGaP8PwNgmxVb04nBD8MoajIqRaayh6BfjRBEwf8Y6zPdLYUBdrKsyQCYaBc/ApNrzpLQwnm0nfcx+l0SNob+MbjUdIhSARkRKLaFOYUGcLVtzEmBuDeBPGVS+Fu/9d7nenIo+W173dOYAqePXSyU5UPCVkxm/MCs7508Mw65ZwlaKQreYOqe+sllGVEnrDxTD4MGSnJe16wQth5CkYPwR9/ajZGZSh0NEIzGYIWQY1S+Fki8RmhrG2rCU7laV6+DCTH/xTubZMk7lqvYbXTKVoTpiogsLsaAeKEE9AZd5ThUDS/B29Uufpb1SK89DUKgRQu8Fc62H9r+Hzu1oQXCVnEkxbwvu1ikxUhokKRdBNbRIBMAyJCOTT0NaFYgLd0obluji5Cs06BxsHyB0Yhl33kQKaowblUIiqFaJm2bgoDAV2qUicMoZp0NyTIhRWmK0J2ZVavl6W9xhPQcnTHWtcNH1bKr8+JZiUloZ2G2r+0ujMNDo9Ja4DWkN+fsFaDMR3tEOnybVGCIctou1xQut7MNauQa3dCP3rUV1rUE1tEPHPWViacwIicALwo9lHRQCrXpTIK3vQaa/ezhNbX0ixhiIYkRCGaRCJWZRyFcrf/y6dQEtfkmqpAki0zzINrxwzRLgphN2SwIjZKMNEXXQF5iVXon/2b/K+re1iE5lskW7ftj4RggdIdUskvlJosKoLBTVhJ4pQFEq1hY2YCsfRrb0wMwLFeVQkjj7rShh6AvJp1OwRdDwBmy+Gob1yXiIR1NQURjiMnk1jK4UZsamki4Rys7RGoHzJhRRGxqhNTornL2C1thJJhIlW5jEKWVRLK5abF6vBaAQq86hEMzo77nkWN8sc7zgyB9cqaKeG8ufaoBkkwAkiuErONNgRzyLOlck+HIdUl0xStQp09KMLGUg0QXoGUilUJk2oN0n5cJVkJU/s7H4KoSSV6Vmq0zNEyxWiOItIBiZYySRNCYNYVGF0dGClYtDaIfpYiVSd7C2yfzuq4cMO1ycl1wmaDo6G1l63ryMOH9lZyM6I+r9Tg6YWQC0s6kYkhONolOPQ3BbDbm/CWtuLMbAG+tZC7zpUZz+quR3l12aGo0H91zPBcj1Lvt6l30Htd9se5a+r2jsx0jNYWzbD3n0YhqJcqOI4Glu72GELFFi2iR02CTWFsZIxzHgY1dOPMbAO1d4Fs2Po//quvHeyBeJxkYZqbpWUX9SLxKe6UFGvTs2PCoWiq74W7BnBb4ryy2zKBVQ4hm7tEw/eUh5Vq6I3XIQqZNBjB1CFLDhldO86KOSAIUndTk+jTAM3GsaYzRC2TaqZEswXiI4fJGJq9KZetNao/DyGUZVrKGRjJuNYManBNq58CWr8KTBMdLINjiDn3yd32gU7LpG/Sknuc8d7r4D4BzgBBATwTMNCU4g3UdUqKDuMbl8D4wdQ2oXOteIb2dqBcmrori6MsSOE13ZQmS5gz82RrBYgCro/jnZjOI7Grbm4rvYCdyaWbUjdX38/oWYDZSjUxrNhfhq61wKSjjJMC22YMh6ntphsGKakgt2aRAF9B5MAdfLn1KCYRefSIvTqOhL1A9TF16AfvR9cqaG0W+OYiTA4LkZ7ErOrC9U/AN190L0G1eGRPysk33s4GtT7PVP4kkZHd683dP9Sq9Z113zSFZONkNG/FuepJzGLM6jzzkEdmcCenZGifu88GraJGQthxsKoeBQjEUM1JVC2CdPD8g9ksW9th0RCUr8dPahQROSelJKatEjC04bz6mxDsSAC9GxgmEICy3mZr8p5ifx1DIgXcK2Cmh6SOsutV6DmZ9FH9qPyGYgn0AObpWTDtCASwTAm0eEw7myGkGngxmxqFY1bKEtjB4BpYLS2YFDFjNoo04BUK8bAgJA/gCteDhPStaraehc2IsoKyTVRLcm865fcEJTcBDgxBFfImQjDrDd8VEuSCg5H0W19krIIR6Uuz69Z0hpcjTExRrjPxu1qwdUWulSWWiTHwazVxNu3JmkFFQ6hYhFMy8GIWyilUFe/Dqa8iWjtWejDj9XJhR2RibNSPJbk2SEo14KdaSN8BxW3BqUcupCFWXGLoKUHxkehUkQfeBSqFYhGUOdeDI8/iJlMYLQkobMT1dULnb3Q0Ydq6xVfX78haJUXgz9rGIakdY9eRHWjA4gfLVeyCAO0eNaKs2MYb/593Nv/CXN+EiMBRFs88ieev8q2IBLGiMcgFpUazfYeie6Z3maqUhT/WdMU0tnRg4rEoL1XUsCJVog0yX3njysUC7q7fx2YVgMJdKCUk3Rw51ppAinlYH5Gon/JDjjrCtTcOHpkDwrQ3Wsgm5b7LhKVlLBloudDGNk8oUoFnbDRNc9lxDLk3BOG3gGMiA26isrPyfm84uUQDcPIYbnOBrbA/l0yVr/uD0SEQSkZv+8DHRDAAE+D4Ao5U2HaYHoi0RURiVaJFnS1jMpOQbIDXcqLWn21ik4hE9LkBGYxj0kVwt7E83To34Dacj5MD0mB/MAWVNc6IYC1qhTHh2MyaZbysjA1onFnqt3FjSKrFZ6Wly7npZt0dly+m3gKY+NFaMNCP/TfkBY/WGUYqOIsesNaVDgCHV1CONq7Ue090gCQSEkdUEACfj0saFrWWHx/NOhaLkS5dd1uLRoTQeb5OYxiGuO9f4675xH05BGYn5M0XTmPsm0IhySC19YFzS2AV1uoy+BbvFqebVsiCak2VDgq5M8OywYv2oSqemnpoNnj5MG0pBGk7Etv5eo1gaUcpCdl3p09ImUWyU7UuS9CDz2Bmh1Dp1olPX9kEPr6UJkESo2hE3F0sQLKRk17JR5tnajuPlStgKoUgJpEks/ZBi2tMD4IM2Wx/bvsFTB2QMhdrBkdT6ImPMs/v0lk4doNXEECPD0CAnimQimvcNlZrA+Y6oJaWXao7X2SCu7uRU2MgVLogQGoubKAuY6X6oKF9BEKDEOkEEwTlCuF5kf2y+d29mO8+I1Si+JrT5VyUpOUnfJkMfRixwPfrijwqxRUy6IxVilJB18uveCgojZejDJMdMmT8Gjrgk3nwcQwVCuoVAskW6UWM9WOaulENbdDOC4Cz4HV168PwwLKUmTfKF/kR1R8qRCvIUs1t8gtNDmEes3b0d/9PPrJXfDkLrw7ShBSEEpAS6dEbWslL5LoyFGhqNTTmqYnsA5E4yjDlJrbZAfKNKG5XWSgfHs30w5Enk82DBPCDSSwJOlgok3ocFya7nJzMu9OHpJN77rzUc1tcHg3RCLotWfB+GHZjMViqLk0yhC5Hj3QLaQOoCCbPOLNqO3Xok1gZB/kvCaj5jbUhVfL/Do/I/Pu2vNQ2Wmvrtqqaxf6GZlAezXACSAggGcyjq4HrBRRoSi6bQBqB2Ry6RhATw5BTz/kcqiZCTC9SJx5vChRTTSmQCaVrjWozRehNp4vCxJICiI7jZ6bQPVslOP81JU/IUHdNxiCyFStAtUSulaBgtdEUPEW8qonRhuKyMICMLRHiEBPn5zv5lbRYWxuheZWVKJVIkJB3dfJw0Kjkl5MAP1Ur++sEU+KNVg0ISnafBZsG+Ptf4q+/y70oT0SjWluRXWvgY4+NA6MHYSKLycTR609R/x9c2lp5GpEPAnxpKR+DdOzd1N1b3A7LNGfgPydfBiGWCWW6iSQiEfIkx3oeEqcV0o5yM2iSnlo60VFm9BPPYiijO7fCHPTEuHv6oQ1GyBfQB3aU4/SdQ2gLnwBurUd/fjdUvIBMuduulhKaI7sk7nBMGHDRahq6SjLv+D8B3jmCFaMMx2N+oBOFaqGSMN0rJOmkGgCutehJ4chmYSmBLjK0zrTSMTPs3NTFpiW1BeFY7IjTXVASxfKPrajULX1iU3Z5CGM3k3oSAKKWZkQGwmgv6gpY3U3JHjyPdqp1SfvSAI618LIHgD02FMSBezdJA4guTlZiJpSIv4bTwqhiDaJvp8VCho9TjYa7cEa9f38tK8vs9LUKgQwn0FtvQz92C/Qu34M21+JesMfyAYsO42eGEKP7IfDj9U/I5FCbd2GNg2YPIwqZeX3hinp3XAMbFvuRYBosxBBp1rvUg7F6qQ0wHMD5ZHAcmHBotH3z/aleHRxXuoDa2WYPCzyPGdfid7/AKo4j25pl6jvwceE+Mcj8IbfRXWsgVQHqpDBfexueOhR+czWHoxLroFwFH3oMckSgGRZ1p+PKubqguR+B7iP44mYBwhwFAICuBLgp4AqRZmEQDqDu9bDxEGpU+nbhM5lZKIyNHXR2kZI3ZOulER8dH4CPXHAK0KPoJIdqIGtQj4A1bkWfehRyM6g8xmZGItZmSST3ltqXd/R2idQb7hS4ZM/7UrkT7vSEJPqwTAM3HIepoZF8sGpAg509EBTM4RCcg6bWxfSUMqOyOuDlO9zhCVKFfzIoLfIqlQnemSv3FMXvUw8eieH0b/4wbJKMnStxdh8MbqlA556UBZzkIaC9j5Ai9erj0gc4i3S3e9H/fwmsEBS6fmBb53oy+yU84t8tFW0CR2KwsyoNGXMjEBbP+qsy9EHHkTNz0ozz2UvQ+97SDYNu+9Bcw8oQ+YEEFJ53lWoLZdBegK951devaklG8L2AdTcmJcdUNDaszAXAzI2f64NsgEBTgDBVbJSYIU8slXySKBG2RF090aYPISqllHNreiWLlnbtOvVGRnSlKGQIvVCVshcMVePgNRcafYozqOnhjEufCkq0SJF6a29MDOKnjyM6t0kY6kU63WAbo2FSONq1aLzhbtByLFTk8Wjtc/rAKQuMTIzKv6yriMRpHiTpH3Dcdnph+PymiDl+9zBXaZk4ej61USLRF/LRdTsKOolb0E//kv08F5p+gBJ37X1ono2oAa2iG3b+CA8fnd9E7D+AgnYFLwoIEoaS2LNKHQ94ggB6T9VUGpxOriclxpB7/pQpoVuHxDNwHK+TgI3X4YefBTmxmFmBHX+VVCpoA88Iq4i1YoQv75NQv6aWtGFDHrwEbneUp2oteeBFULNjgr5U0reuzHL4jpeN7gWwrpa59oAzwjBCrKS4EfYqiUhHdpFhWLo7k2QmYDsTN05AISXNdYKhyLQdrbYSYG8h99RVsrjDj0B2Rnc/Q9gXnwdAKq9Hz0zik5PykQFcrwvQ7DgSrBKJUmq5QWpBm1YdcmOo4q0VWsvem5CFhTXke8rkYJoQib6SEJqj4KC/+cefnOFYS5OpbkNMjAgG5yeTehDj6GHdqOa2zAufDH6ghdByVuow+LpqrWG+Vn0E3fDvNe5meqCdedJ175fJhFLipevdup2buC5eoSD1N6phDKOJYGR+MI5UYaBbpMNMeVCnQRuuAg9/KSkh4/sh5ZujKtvkPcsF6Wu0KxHc/XI3jr523iJXD/zs57W4xLkr3GD6Ucrg/khwAkgIIArDb7dV6Uo5KuUk8mipQfd3AGFTL1e0O/K9QSlqXjpi/kZ6FgjzQU+qYw1YyRacO/9d5ifQefSIjsSa5Z0VzkvE6BP+mqeHdFqrklpIH9YIfnnfz9aS7rck8xRLV3oc18Is6NCQKyQ1PdFm+QRAm2/5wP+vQDHliz4m6fG6ErXOlnw52fRj/0M3bMRlWz3xKIdyM3i+qUXfi2XYaLWnINu7UbNHqlvllo8kWe/3gykwzMUCdK9pwt8glX208GFRYRLKcNzD/FI4PSwiHUPnA2RBHp4N8yNo/Np1NrzUMmORW+vq2VxAgLUwNlC/lxX5mQQUthI/pxanfwFUkABniECArgSYYVkoqoU6jItdhhlhUXFvqntmJdopyYNB5lJmVDGDqC710utmQcVikBrj6Qpj+xDbdkuO1ioL4pHyxC4fn3LKiOAi8ifEGmllHRoT4qYdiPB0MV5VGZCUvF2WAR+wzGJMgUCv88PfHFukMX06DSaPvZaVoYBZ12O3nufLNKj+9Cj+5Z+f2VAxwCq/yxJ8c+MyGfaEWkcUEY9ugQB4T9dYTTUBPqqBw1ReYkE9knatzgvqd5CFpKdcNblMPgIlIvo/bvQyQ5UzyZUwsu6+EQv2lQnepWip9pgSYTYx6LrNcgMBHjmCAjgSoUvZupHAn2JEdvzkjxqolCm5UkbJCVVUS3BxCF0zyZ5zoPRfxbuzCh6fBAnO7NAAFVrjxxwTMRPH/XzKsAS5G/h+85OyWMoCqGYyMFkp+pdfabtdfd65COo+Xr+UKvUI29LWRaaXiS2XBDBdY/AKzsE574AZo6gp0eExFXLXod+VBbz5jZo6ZZ7LzcrpACESLT2CtH3mwyUIV3AQdTv9EWjbZxThapadM0oZaBbeuQ8ZrwU/8yI+AtvuhSmR2DiMGSm0JkpaSJJtMgmHKQpyIcvx2WFFsu9uM7izUIwRwR4hliRBPDzn/88v/rVr/jGN76x7DH79+/nE5/4BI888giGYbBt2zY+9KEP0dvb+zyO9DmG8poFnKqkd7UrUUFlCClZIrqgrJB0D48fWJi0dMfahYlHJTtQ6y+UOhW/aL2pFbX2XHStWq/5s0OLhZ9Xy+RUqy5L/nSlWCd68RaJthYyLJDkaLMI/PoyJAEJeP6gdb3mLrSMrE4kLuezKnIfOp6Ua9+05Zy196Ha+5b/CKfm1Yd5daCxpMh4QD3Ko5TXYbqKNkxnKnzLxUpR5kqlZMPmQSkF8RQ60iSRvXwaygVUuQDxJHrrFTA1BLNjMj/PHpEXhiKornX1z1lO3NknhkGUOMCzxIojgF/72tf4zGc+w7Zt25Y9Zm5ujt/7vd9j27Zt3HbbbZTLZT72sY/xrne9i+9///uEwytIrkQpr/bMXnCgECJYBFX20kyLLwNlWuiONWI7VJyXiEVD2tgY2IruGEBnpyVFnOqQHe/cmBwQjknDwiI7olUwQbmOEGxoKNpv+Lv9GjCAuSP1/4diEGlCGarhtYFn8vOKWoWn66CUFH6/pPbKeVnQ82l0tEnInJ+yPwradeTY+VlvEVeQ6oRYUo6vVer1hUGq/8xCo/qCv4E4SphbmSakOtGJFon8FrNQnEcV56GlC923BZVPS+TYDkGqu54BgLqVpnOUvZtbl48JcGZjcHDwuM+nUim6u7tP+ueuGAI4MTHB//7f/5sHHniA9evXH/fYn/zkJxSLRW699dYFsveJT3yCq6++mgcffJArr7zy+Rjy8wulpJjcDgsJrJbrnWxLuAmoUBTd0g1zYzA7hg5FFxUfq0hcNOk86NxcPa3V7KUv/GigcWzKecXB/y5B/t6lCJxly4LhNxmEYxBLCTVuTOVYx4puB3iO0ZBmO961qkxL6rvKBYnqVIpC7IvzoukW+QRy5wAAIABJREFUjtWj6/5Gq5SrR8LtCLR0L6SPcd16HZcdDqR9zkTYYcCLIFfLck6XSMkqy4bWHnS1BTLTC5sIlc+I40t7f/26aIS/MTw6ArhQbrPC59YVjFQqRSQSYceOHcc9LhKJsHPnzpNOAlfMbPPEE0+QTCb5wQ9+wOc+9zlGR0eXPfbKK6/kc5/73JKRvkwm81wO89TDT1NYIUk7ONXlJ62mNlm8ivMweQjduV60/xqgK0UvlemlgxOtqFizLHi1VSJKqrUQAq3rqdslJmUVb0HbEflewjEUyhN11Q2pv2A3f0qgT7xWVfmacJG4iKYX0qKb6Tpyv/hp/kZYIXEOiTbXo4SLNg2mbMICnJmwI4CSSKBThVLNq7deoszGjkB7P7pckPrfSqkeTbbDUrsdikjNqVL1zMGy82hAAM9UdHd3s3PnTtLp9LLHDA4OsmPHDtLpdEAAl8M111zDNddcc0LH9vf309/fv+h3X/rSlwiHw8umjq+99tpl329sbIyenp4TH+zpAJ+o+BpSThXK7lGSBkrETScOyiQ1fgAda5bXOVVZ9Px6N5DIX6pL/u9U6zvU0yii9Zycx1q5nu72v1PHk8FpqAkCiawSinrfu5cu9u38VlOjzK+B5+Qc+ou0WwN94hFrFYpAqBud9Doy/Xowx/E2WyG5p/zaTh++fIefEl6F8h0rbk61w3IvVwoNHbolcVJShnd+va5+w5SGkPY1clxuTjYOfhRxKTR2ADdidV02Kw7d3d3PSXr3RLBiCOCvg69//et885vf5Oabb6at7ViJlBUNP+W14HWZW9R8oAwT3bVB9KyKOWlaKDRGST3XgmSnLIZQl0aAlV/L5jYI9pq2RHT8aJLr1CV5fGi3Hnn1XxN08J16WCFPv9ITPzetYzvZgcYFfFHJhFJy3zRqtC0F7Xq1uL4/dtD0saJgWiLhVCt7tmxHObk0wrBE4zMUhbaYNAmV8jIX17xrRGspHYm3gC/Q72PBmSaYOwI8O6xqAqi15u/+7u/4whe+wB/+4R9y4403LnvsXXfdtexzx9vJnhEwbUk7lPMNuoF1+RFlmOiOtbKzzWfqVmbhmEhcNKYmnJqX1kRq4U6j6B88B+fRX8ihTuqUqk/OPplwHHm+0YllidrLAE+P5+ReNG255qtet3zjeT3ua8Inlrb3u4xrDdEd05ZU3yqN/K7YOXWhzCZcd0XSbl0VQTueAH8NKjWvUS8sNYLxpPx7Omgd1AAG+LWxaglgtVrl5ptv5o477uCmm27ine9856ke0qmFYcrOtVLwdANLMnF50SnlRyrC8aVfr3W9ucR/v2Vq4VY0fOkX347Pj4Q2QhlLdl8HOMWwwxJt8e0Pj/b+BUDXn/MJvR051jVk4XDvuGqpwV/YrOtxBli5UMoTFF/iPLuOSEb5Ub5qSf6Zlmyc/Qj0cvOn2xBVXIUbiPHx8WXr5p6uozZAHat2Brrpppv4z//8Tz71qU/xmte85lQP5/SA8mqRapWGYmbn6fXo/JSvXwe3mtKa/sKvlBRt+6k8v/bPt9xTRt1d4qj0YYDTCMo4sai160gq363Vo4aN5Q5a1zdSjZEaO7qkEHuAVQbDhJAp84ffiKdduWacGlQbjvM9qf25xXUbJGdWnkj88cgdiIzbBz7wAUql0rLHRCIRUqnUss8HEKwKAug4DrOzszQ1NRGJRLj99tu58847uemmm9i+fTtTU1MLx/rHrFooVU9rlRdbyR2TrvSjG41RrtVmX+VH8475vecMoCP1nwOsHPgRbj/q3Vg76Kf3GiOIgaNLgKXg67RaIdlUONV6BBrqKeSl4EeSVxDGx8e54YYbjkvuQAjeZz/7WVpaWpZ8/rnSzVtpWBUEcGxsjGuvvZaPfvSjXH/99dxxxx0AfPzjH+fjH//4omP9Y1Y9TAuiCbF6cz0ruWqlntLQrqQwdIMYaSBieyyCBX/lwq/1Uka9o/fo2kErLJ3AqzBNF+AZwo/22dRr/JaqIfSzCStwQ5FOpymVStxyyy3H1fMNCN7JwYokgLfeeuuin/v7+9m7d+/Cz1/96lef7yGdmfClYhprmI5uZIAguhFgdcMKeY0+tcXuDEGqN8CzhVKgzFWrC7p+/Xq2bt16qoex4rEiCWCAk4hGKzmn5qW2PO0yw5Si+SC6EWC140RrBwMECBDgNEFAAAOcGJQSssfSPqkBAgQIECBAgDMHQegmQIAAAQIECBBglSEggAECBAgQIECAAKc58nmvPFTJ/39dBAQwQIAAAQIECBBglSGoAQwQIECAAAECPC8IXDxOHwQEMECAAAECBAjwnONEhJ4DF4+lMTg4SKFQ/3nvXojF6j8/G23EgAAGCBAgQIAAAZ5znIjQcyDyvBipVIpIJMKOHTsWZEYB3vWuxb4LkUiEnTt3PqPvLiCAAQIECBAgQIDnDYHQ84mju7ubnTt3kk6nKRTg0kvl91/5Sj0CODg4yI4dO0in08+IACqtGw0rAzwbnH/++TiOQ09Pz6keyqpET08Pt91226/9PsF5PHUIzuHKQHAez3ycrHP4tre9jbGxsUW/y+fz7N69m3POOYd4PP5rf8Zqg9bgl0muX183Glrqez2R8xhEAE8CwuEwlUrluMf4N8LpMKGdTmOB02c8Z9p5PJPxXH2PJ3IOnwucTtfF6TSWZ4tTcR5P5fe2Wj47Ho+zbdu2UzqG0xW/znew3Pf6dAgigM8Trr32WgDuuuuuUzyS02sscPqN53g4k8Z6OmOlfY+n099zOo3lTMKp/N7+//buPCqKK20D+IMCKioqBpeoQSbarQHZaSCoBBQcIYNLNBA2d9BR1EHikgRJPEyCY9CIBsRxHYSJMYJRXCbqoDCJyGJUVFQIKhJkUdlBlvB+f/hRhxZoaWlE7Pd3Tp8DVdW3nrp9q+pSVX1R1nW/Shk6W2fUAY8DyBhjjDGmZLgDyBhjjDGmZLgDyBhjjDGmZLgDyBhjjDGmZLgDyBhjjDGmZLgDyBhjjDGmZHgYGMYYY4wxJcNXABljjDHGlAx3ABljjDHGlAx3ABljjDHGlAx3ABljjDHGlAx3ABljjDHGlAx3AF9AQ0MDQkNDMWHCBBgaGmL+/Pm4d+9eq8tnZmbC29sbFhYWsLKywvLly5GXlye1jJ2dHcRisdTL39+/Q/Jcu3YNc+bMgbGxMSwtLbF+/XqUlZVJLXPy5Ek4Ojpi3Lhx+Mtf/oKEhIQ2ZemoPO2pH3nIm72urg4hISGYMGECjIyM4OHhgYyMDIXn6mrkrceioiL4+fnBwsICFhYWWLFiBfLz819iYtlqamrwxRdfwMrKCsbGxli+fDkePXok8z3bt29v1mbFYjHq6+uFZaKiojBp0iQYGBjAxcUF6enpCs9x6dIleHp6wtTUFBMmTMCnn36KkpISYX5dXR309fWb5dyyZUsbaubVIW+bu3//PhYvXgyJRAJra2sEBQWhurpamN/SZ9f4ajx+x8bGtjh/9uzZMrMWFxdj1apVMDc3h7m5OQICAlBVVSW1zPOOwS2VsXXrVnh6erZr3Q0NDdi1axemTJkCIyMjODk54dChQ1JltLbdsuq7UVhY2HMztuWc2dW1pR6aOnbsGMRiMXJzcxUXgpjctm3bRlZWVnTu3DnKyMig+fPnk729PdXU1DRb9vHjx2RtbU0rV66k27dvU3p6Onl4eNDUqVPpyZMnRERUXl5OYrGY4uPjqbCwUHiVlZUpPE9BQQGZmZnRZ599Rnfu3KG0tDRycnKixYsXC8tcuHCB9PT0KDIykrKysig4OJj09fUpKyurU/K0t37kIU92IqJPPvmELC0tKT4+nrKysmjp0qVkbW3dIdm6Ennr0d3dnVxdXen69et0/fp1+vDDD2nGjBkvOXXr1q5dS/b29pSSkkJXrlyh6dOnk7u7u8z3LFu2jD7++GOpNltYWCjMj4mJIUNDQzp69ChlZmbSxx9/TBKJhB49eqSwHNnZ2WRkZERBQUH022+/UUpKCr3//vvk6ekpLHPz5k0SiUSUkZEhlbOiokKOGup88rS5srIysra2JldXV7py5QpdvXqVXFxcaN68ecIyz35u9+7do4kTJ9KqVauEZb766ivy8PAQltm+fTuJxeLntg0PDw+aPXs2Xbt2jX755ReytbWl1atXC/Pbcgx+tgxzc3MSiUTk4eHRrnWHhYWRubk5nThxgu7du0cHDx4kPT09iomJaXW7G1/19fUy1713714Si8UyM7blnNnVtaUemsrNzSVTU1MSiUR0//59heXgDqCcampqyNjYmKKjo4VppaWlZGBgQHFxcc2W//7778nExESq4T548IBEIhH98ssvRESUlpZGIpGISktLOzzPpUuX6G9/+xvV1dUJ0/bt20eGhobC7/Pnz6eVK1dKvc/FxYUCAgI6JU976kce8mbPyckhkUhE8fHxUsvb2toKn60ykrceS0tLSSQS0dmzZ4VpZ86cIZFIRI8fP34pmWXJz8+nMWPG0Pnz54Vp2dnZJBKJ6Ndff231fQ4ODrR3716Z8zdt2iT8XldXRzY2NhQREaGwHJs3byYHBwdqaGgQpqWkpJBIJKKcnBwiIjp69CiZmpq2mrMrkLfN7d+/nwwNDaU623l5eSQWiyklJaXFdQQEBJCdnR1VVVUJ0+bNm0dBQUGUn59PCxYsICMjI/rzn/8s88R+6dIlEolEUp25xMREEovFlJ+fT0TPPwY3LaNx3ePGjSORSEQffvhhu9Y9ceJECg8Pl3rfJ598Qm5ubs22u63kqZ+2nDO7KnnqodEff/xBH330EXl5eSm8A8i3gOV08+ZNVFZWwtLSUpimqamJd955BykpKc2Wt7KywrfffosePXo0m1daWgoAuHXrFrS1taGpqdnheYyNjbF582aoqqoCALKyshAbGwtra2sATy//X7p0Sao8ALCwsEBqaupLzwO0r37kIW/2//3vf9DU1MTEiROllv/vf/8LKyurDs36KpO3Hnv06AENDQ0cOXIEFRUVqKiowI8//oiRI0eiX79+LzN6i9LS0gA83Qca6erqYvDgwS1uDwBUV1cjJycHo0aNanH+o0ePcPfuXak6UlVVhZmZWatlvkgOZ2dnbNy4ESoqKs3mNd4GvnXrVqs5uwp529ydO3fwpz/9CVpaWsK0oUOHYsCAAUhOTm62/I0bN3Do0CGsX78evXr1EqY31t3169fRr18/HD16FIaGhjKzpqamQltbG2+//bYwTSKRQEVFBWlpaW06Bjcto3HdsbGxAIDy8vJ2rTs4OBjTp09v9t7G81XT7W4reeqnLefMrkqeemi0Y8cO1NXVwcfHR+F5VBVe4muu8bmkoUOHSk0fNGgQHjx40Gz54cOHY/jw4VLTIiIi0KNHD5ibmwMAbt++DQ0NDfj6+uLXX3+FlpYWZs6cCS8vL3TrJruPLm+epqZMmYK7d+9i2LBhCAsLAwCUlZWhqqoKQ4YMkbu8jsgDtK9+5CFv9rt372LEiBH46aefsHPnThQUFOCdd97B2rVrpQ6wykbeeuzRowf+/ve/Y8OGDTAzM4OKigq0tbVx4MABhX6+L6qgoAADBgxodkKS1aYzMzPR0NCAU6dOYcOGDaitrYVEIoG/vz8GDRoks45u3rypsBwttcN//vOf0NbWxpgxYwA83b/q6+uxYMECZGRkYMiQIZgzZw6mTZvWYpmvInnbnLa2NoqKivDHH3+ge/fuAICKigqUlpa2+ExlaGgoTE1NYWNjI0x7/PgxHj58iJSUFNy8eRMlJSUIDg5+btaCgoJmOdXV1dG/f388ePCgTcfgpmXY2dnBzs5OKKe2tvaF192tW7dmf7zm5ubi+PHjcHV1bbbdkZGRKCkpgaGhIfz9/aGrq9vieptmfJ62nDO7KnnqAQCuXr2KPXv24IcffkBBQYHC83T+0bWLaXxIWF1dXWp6jx49UFNT89z3/+tf/0J0dDT8/PwwcOBAAE9PFuXl5XB0dMTu3bvh4uKCrVu3Ytu2bR2a5+uvv8aBAwegra0NLy8vVFZW4smTJ+3aPkXnAdpXP/KQN3tFRQVycnIQFhYGPz8/hIeHQ1VVFW5ubs99MP91Jm89EhFu3boFY2NjREVFYf/+/Rg2bBiWLl2KioqKDs+bm5sr84H/6urqZtsia3uAp20WAPr27YvQ0FAEBQUhKysLXl5eqK6ubrGOcnNzsXv3bmRmZiosx7OCg4Nx/vx5rF+/HmpqakLW0tJSzJkzB7t374a9vT3WrVuHH374oU1lvgrkbXNOTk4oLS3Fl19+icrKSpSVlSEwMBAqKirNOlDZ2dk4d+5csyswt2/fBgB0794dGzduxJYtW1BVVYWEhATU1dXJzCrrc2zLMbi1Mrp3746GhoYXXvezioqK4O3tjYEDB2LJkiUAWt9uNzc3PHz4sNV1v6iWzpnKoKqqCv7+/vD398fIkSM7ZB18BVBOPXv2BADU1tYKPwNPv53X9NbAs4gIW7duRXh4OHx8fDB37lxh3t69e1FTU4M+ffoAePrts8rKSoSHh8PX11fmVZAXzQMA48aNAwBs27YNNjY2OH36tPAX7rMHwbaU1xF5pk+f3q76kYe82dXU1FBeXo4tW7YIV1q2bNkCGxsbxMbGYuHChQrJ1dXIW4/Hjx9HdHQ04uPjhc94x44dsLW1xeHDhzFnzpwOzTt48GCcOHGi1fnnz59v8aqKrDb9wQcfYPLkyVK3sEePHg0bGxvEx8fjrbfeAiC9nw0ePBgffPAB0tLSpK6AtydHo7q6Oqxfvx6xsbEIDAyEg4ODMO/UqVNoaGgQyhg7diwePHiA3bt3Y9asWTLLfVXI2+Z0dHSwbds2rF+/HlFRUejZsyc8PT2hr68vtMFGR48exZtvvonx48dLTbe0tERycrLUZ/ztt99CIpGgqKhIZtbWPkcNDQ3hCq+sY3BrZTS9ovki624qOzsb3t7eqKurQ2RkpLCdrW23ra0tYmJi4O3t3er65SHrnKkMgoKCMHLkSOHKa0fgDqCcGi+fFxYWCgfxxt8bb6k8q66uDuvWrUNcXBxWr16NBQsWSM1XU1MT/hpvJBKJUFVVhdLSUgwYMEBheX777Tfk5uZK3coYNGgQ+vXrh4KCAvTv3x8aGhooLCyUel9hYWGzWxIvIw/QvvqRh7zZhwwZAlVVVanbbD179sSIESMU+1X9LkbeekxLS4Ourq7Uibdfv37Q1dXF3bt3OzyvmpqazFv2t27dQklJCWpra6Wunjxvn3j2+cXBgwejf//+yM/PF57vKiwsFNatpqaG2tpa6OjotJjnRXNUVFRg2bJlSE1NRUhICJycnKTmt/SslVgsxrFjx1ot81XzIsdlGxsbnD9/HkVFRejbty969uyJd999FzNnzpRa7uzZs5g6dWqLz1E++xlraGigd+/eMm/DDhkyBGfOnJGaVltbi5KSEqGNPO8Y3FoZtbW1zY6V8qy7UVpaGpYsWQJtbW1ERkY2u23c0nYPHz5cYbcpn3fOVAaHDx+Guro6jI2NATzt3APA+++/D2dnZ2zYsKHd6+BbwHIaM2YM+vTpg4sXLwrTysrKcOPGDZiZmbX4ntWrV+PUqVMICQlp1pAbGhpgZ2eH8PBwqenp6el44403ntu5kTdPYmIiVqxYIXVrLScnB8XFxXj77behoqICExOTZg9CX7x4EaampjKzdESe9taPPOTNbmZmhvr6eqmx2548eYL79+9DR0dHYbm6GnnrcejQobh3757ULajq6mrk5ua+EvVoamqKhoYG4UsYwNOrIwUFBa3u8yEhIXB0dAQRCdNyc3NRXFyMUaNGQUtLC7q6ulJ1VF9fj9TU1FbLfJEctbW18PHxQXp6Onbt2tWs81dSUgIzMzP8+OOPUtPT09MxevToVmrk1SNvm0tLS4OHhwdqa2uhra2Nnj17Ijk5GcXFxXj33XeF5crLy5GZmdnsCxkAEB0dDQsLC+GWLQDhS0yyrsiam5sjPz9fasy8xtwmJiZtOgbLKqNv374vvG7g6XNnCxcuxOjRoxEdHd2s89fadt+9e1dhXyaSdc5UFj/99BPi4uJw5MgRHDlyBEFBQQCAnTt3YsWKFYpZicK+T6xENm/eTBKJhM6cOSOMN+Xg4EA1NTVUX19PhYWFVF1dTUREhw8fJpFIRLt27Wo2ZlLjMsHBwWRiYiKMu/Tdd9+RgYEBHTx4UOF5Hj9+TOPHj6fFixfT7du3KSUlhaZNm0azZs0SxnBKTEyksWPH0p49eygrK4s2btxIBgYGbR4HUNF52ls/8pAnOxHR3LlzaerUqZSSkkKZmZnk6+tLVlZWMsdyUwby1GNBQQFJJBJavHgxZWRkUEZGBvn4+ND48eM7fOiftvLz8yM7OztKSkoSxt9rOoRDTU0NFRYWCmPOXbt2jfT19emLL76g7OxsSk5OpunTp5Orq6swJMvBgwfJwMCAYmJihHEALSwsZLYdeXOEhoaSWCymuLi4ZsefxmV8fX1p4sSJlJCQQHfu3KGIiAgaO3YsJSQkKLweO5I8ba64uJgkEgkFBgZSTk4O/fzzz2RtbU2ff/65VJnJyckkEomEIVKaysvLI3Nzc/L19aXbt2/T1atXae7cuWRsbCw1ZMqz625oaCBXV1eaMWMGXblyhS5cuEC2tra0du1a4T3POwa3VsbkyZOl2oO8666rqyN7e3uaNGkS5eTkSLWXxnbZ2nZPnjxZ6tjYmjVr1sjM2JZz5uvgefXwrKSkJB4H8FVQX19P//jHP8jS0pKMjIxo0aJFwody//59EolEdPjwYSJ6Ol6SSCRq8dW4TF1dHYWFhdGkSZNIT0+PpkyZIlfnRp48RE/HDvP29iZTU1OSSCS0bt26Zifa2NhYsre3p3HjxtGMGTPkGn9J0XnaWz/ykDd7eXk5BQYGkoWFBRkaGtK8efMoMzOzQ7J1JfLWY1ZWFvn4+JBEIiFLS0tatmyZQg907VVZWUmffvopmZmZkZmZGfn5+UmNUdh4cE5KSpKa5urqSkZGRkK7LikpkSp3165dNHHiRDIwMCA3Nze6ceOGQnM4ODi0evxpXKayspKCg4PJxsaG9PX1adq0aXT69Ol219nLJm+bu3z5Mrm4uJChoSG99957tG3btmYDGR8/fpxEIlGrA5jfuHGD5s+fT6ampmRiYkK+vr7k6+srdWJvad0PHz4kX19fMjIyIgsLCwoMDGw2yPHzjsEtleHv79+udTeOudrSy9bWVuZ25+Xlyf6A/t+zHZ8XOWe+Dp5XD8/qiA6gClGTexSMMcYYY+y1x88AMsYYY4wpGe4AMsYYY4wpGe4AMsYYY4wpGe4AMsYYY4wpGe4AMsYYY4wpGe4AMsYYY4wpGe4AMsYYY4wpGe4AMvaK6KghOXmoT8ZeLt7nWFfAHUDGXgFnz57FmjVrADz935xisVjq/5q+qLS0NPj4+LS7HMZY2zTdlxl7lal2dgDGGLBv374OKffQoUPIysrqkLIZY8111L7MmKLxFUDGGGOMMSXDHUAlFRMTA7FY3OLL09Ozs+MpFU9PTyQnJyM5ORlisViYnp2djQULFsDQ0BDW1tb4+uuvUV9fL8xvaGjAzp07YW9vD319fUyZMgWRkZHC/LVr1yI2Nha///47xGIxYmJiAAC5ublYvXo1xo8fDz09PVhZWWH16tUoLi5+eRvNBAEBAbC0tJT6bAFg06ZNkEgkqK2t7aRkTF7P7suKeIyDvVxPnjxBSEgIHBwcoK+vDxMTE8ybNw8ZGRmdHU3hun/++eefd3YI9vINHjwYDg4OmD17tvBSVVXFtWvXsHLlSqmOCOtYBgYGuHz5MrS1tbF9+3aUlpbi+PHjuHDhApydnbFo0SIAwP79+zFw4EAYGBgAAAIDA7Fv3z64u7tj0aJF0NDQwDfffAMVFRVIJBKIRCLk5OSgqqoKe/fuhaGhIQBg9uzZqK6uhr+/P2bPng1tbW1ERUWhtLQUdnZ2nVYPykpTUxNRUVEwMTGBjo4OgKdfIvjss88wadIkTJ48uZMTsrZ6dl8eM2YM1NXVOzsWk4Ofnx/OnDkDX19feHl5QV9fHydOnEB8fDzc3d2hoqLS2REVhp8BVFJaWlrQ0tISfk9NTcXhw4excOFCODs7d2Iy5TNq1Cj06dMHAGBkZCRcNfDy8sJf//pXAIClpSXi4+ORlJQEDw8P3LlzB99//z38/Pzg7e0NABg/fjxUVFQQEREBNzc3vPXWW9DS0oK6ujqMjIwAABkZGRgyZAiCg4Px1ltvCWWnp6cjOTn5ZW86A2Bqaorhw4fjxIkTmDBhAoCnX97Jy8vDtGnTOjkdk8ez+zLrWmpra1FZWYmAgAA4OjoCACQSCSorKxEcHIyioiIMGjSok1MqDt8CZsjLy8Py5cthZWWFVatWdXYc9v/MzMyEn1VUVDBs2DCUlZUBAJKSkkBEsLOzQ319vfCys7NDTU0N0tLSWixz7NixiI6OxvDhw3H//n0kJiZiz549yM7ORl1d3UvZLiZNRUUFzs7OOH36tHC7Ny4uDiNGjICpqWknp2NMeairq2P37t1wdHREYWEhUlJScPDgQcTHxwPAa3eM5CuASq6qqgpLliyBpqYmNm/ejG7d+G+CV0WvXr2kfu/WrZswvlhJSQkAwMnJqcX3FhQUtFru3r17ERERgeLiYrzxxhvQ09NDr169UF5erqDkTF7Tp09HWFgYEhIS8N577+HUqVNwc3Pr7FiMKZ3ExER8+eWXyM7ORu/evSEWi9G7d28Ar9/4jtwBVGJEhDVr1uD333/HoUOH0Ldv386OxNpIU1MTwNPnAhsPTk29+eabLb7v2LFjCA4OxqpVqzBr1izhMYAVK1YgPT294wIzmXR0dGBkZISTJ09CTU0NxcXF/CgGYy9ZTk4Oli5dikmTJiEiIkJ4TCYqKgqJiYmdnE7x+HKPEgsNDcXZs2exefPmZhGaAAACSUlEQVRm6OrqdnYcpSbvlVdzc3MAQHFxMcaNGye8SkpK8M033whXCJ8tNy0tDX379oW3t7fQ+ausrERaWhoaGhoUsCXsRTk7OyMhIQFxcXEwMjLCyJEjOzsSewF8F6XrunbtGmpqauDj4yN0/gAInb/X7Qogt1Ql9Z///Afh4eH46KOPMHDgQFy+fFnqxV4uTU1N3LlzBxcuXBCe85NFJBLB2dkZAQEB2LVrF5KSkvDvf/8bq1atQnFxsdB50NTUxMOHD3H+/HkUFhbCwMAA5eXlCA4OxsWLF3Hs2DG4u7vj4cOHqK6u7uCtZLI4OTmhuroax48f56t/XVjTfbm0tLSz4zA56OnpQVVVFZs2bcLPP/+M+Ph4+Pr64ty5cwCePjL1OuEOoJKKj48HEeHAgQOYOXMmXFxcpF7s5XJ3d4eamhoWLVqEJ0+etOk9X331FebNm4fvvvsOCxcuxI4dO+Do6Ig9e/age/fuAICZM2di2LBhWLp0KY4cOYIZM2Zg6dKlOHnyJBYtWoTQ0FCYmZlhw4YNKCkp4f8a0on69+8PGxsbdOvWTfgGIut6mu7LCQkJnR2HyUFHRwchISEoKCjAkiVLsH79egBAZGQkVFRUkJqa2skJFUuFXrdrmowxxhhjTCa+AsgYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmS4A8gYY4wxpmT+D/Sz2auRSx2TAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_pair(\n", " hddmnn_model, save=False, parameter_recovery_mode=True, samples=500, figsize=(6, 6)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 3: Hierarchical Models\n", "\n", "The 'h' in `hddm` stands for hierarchical, so let's do it! If we have data from multiple participants and we assume that the parameters of single participants are drawn from respective **group** or **global** distributions, we can model this explicitly in `hddm` by specifying `is_group_model = True`.\n", "\n", "Implicitly we are fitting a model of the following kind,\n", "\n", "$$p(\\{\\theta_j\\}, \\{\\theta_g\\} | \\mathbf{x}) \\propto \\left[ \\prod_j^{J} \\left[ \\prod_i^{N_j} p(x_i^j | \\theta_j) \\right] p(\\theta_j | \\theta_g) \\right] p( \\theta_g | \\theta_h )$$\n", "\n", "where (let's say for the **angle model**),\n", "\n", "1. $\\theta_j = \\{v_j, a_j, z_j, t_j, \\theta_j \\}$, are the model parameters for **subject j**.\n", "\n", "2. $\\theta_g = \\{v_g^{\\mu}, a_g^{\\mu}, z_g^{\\mu}, t_g^{\\mu}, \\theta_g^{\\mu}, v_g^{\\sigma}, a_g^{\\sigma}, z_g^{\\sigma}, t_g^{\\sigma}, \\theta_g^{\\sigma} \\}$ (scary, but for completeness), are the **mean** and **variance** parameters for our group level normal distributions, and $\\{ \\theta_h \\}$ are **fixed hyperparameters**.\n", "\n", "3. $x_i^j = \\{rt_i^j, c_i^j \\}$, are the **choice and reaction time** of **subject j** during **trial i**.\n", "\n", "In words, the right hand side of the equation tells us that we have a **global parameter distribution** with certain **means** and **variances** for each parameter (we want to figure these means and variances out), from which the **subject level parameters** are drawn and finally **subject level datapoints** follow the likelihood distribution of our **ddm / angle / weibull / you name it** mdoels." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1000\n", "model = \"angle\"\n", "n_trials_per_subject = 200\n", "n_subjects = 10" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [], "source": [ "# test regressors only False\n", "# add p_outliers to the generator !\n", "data, full_parameter_dict = simulator_h_c(\n", " data=None,\n", " n_subjects=n_subjects,\n", " n_trials_per_subject=n_trials_per_subject,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=None,\n", " depends_on=None,\n", " regression_models=None,\n", " regression_covariates=None,\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'v': 1.5, 'v_std': 1, 'a': 1, 'a_std': 1, 'z': 0.1, 'z_trans': 0.2, 't': 0.01, 't_std': 0.15, 'theta': 0.1, 'theta_std': 0.2}\n", "Supplied model_config specifies params_std_upper for z as None.\n", "Changed to 10\n" ] } ], "source": [ "hddmnn_model = hddm.HDDMnn(\n", " data,\n", " model=model,\n", " informative=False,\n", " is_group_model=True,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " p_outlier=0.0,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1000 of 1000 complete in 339.0 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model.sample(\n", " nmcmc, burn=100\n", ") # if you want to save the model specify extra arguments --> dbname='traces.db', db='pickle'. # hddmnn_model.save('test_model')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_model,\n", " ground_truth_parameter_dict=full_parameter_dict,\n", " figsize=(8, 5),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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xdu7ciWEY/PznPychIYG0tDS2bt1a95qpU6cSHR2Nn58fEyZMYO/evWf3D9pLqLaISFdRfRHxXF16jc/HH3/c4Od//etfxMTEsGHDBs4777yu/GjpI+pf49MSZ3B57rnnSE9PZ9myZUycOLFBcKjPeY1PY85FEwzD4IorruCll15q8Pj777/frqW9r732Wi644AIeffTRBvcbhsGCBQu4+eabG9z/r3/9i9LSUjZu3Ii3t3eDRRz8/f3rvvf29qampqbN7eiNVFtEpKuovoh4rm69xqewdsWv/v37N/t4RUUFRUVFdbeSkpLubN4ZBcaEkhk5h8CYUHc3RVoxffp0Fi9eDMA777xTt3DBrl27mDp1Ko8//jh+fn4UFBQQGhpKcXFxu95/ypQpfPbZZ+TXTqIuKChg//79TJ48mU8++YTCwkJKSkpYtmxZq+9jt9t55JFHuOGGGxrcf9FFF/HPf/6T06dPA7Bt2zbKy8spKipiwIAB+Pj48M4771BeXt6udnuyM9UW6Fn1RbVEpPfoNfUlNJTS6XNImhZKqEqLSLO6bVU3wzB44IEHmD59OhMmTGj2OU888QQLFy7sria12/DZoxl+fLm7m9FzhYW1aSW2dr3fWViwYAG33HILr776Kv379+fll18G4MEHH2THjh0YhsG8efMYPHgwc+fOZd68ebz11lssOsPS2U4xMTE899xzXHXVVVRVVeHr68sLL7xAcnIyP/3pT5k8eTJDhw5l+vTpZ3yvn/zkJwAN/khedtllbNmyhcmTJ2MYBjExMSxbtowbb7yRyy+/nMmTJzN9+nQiIyPb/4/jgdpSW6Bn1RfVEpHeoVfVl9GjCV6znH+5txUiPZrFaO1ih050991388EHH7B27doG1zPUV1FRQUVFRd3P27ZtY/LkyWzduhWbzdYdzWxVTWUNpUdLCY4JxtuvY8sZe4KysjJyc3Ox2Wzt2jtHup/z/6utW7dy6tQpbr/9dvbu3cu4ceN6zPF1ttpSW6Bn1RfVEvFkubm5HlFboJfVl5oaaopKKSWY4H7edHDXBZEeqaP1pVumut17770sXbqUzz77rNXC4e/vT79+/epuISEh3dG8Ntv+7xz6DQlj+79z3N0UEaHttQV6Vn1RLRHp+XpdfcnJwbt/GDP755Cj0iLSrC6d6mYYBvfeey/vv/8+q1evZsSIEV35cSLSR/TV2jJ/vrlPcFgYtHFmpoi0U1+tLyJ9QZcGn7vvvpvFixezZMkSQkNDOXz4MABhYWEEBgZ25UeLiAfrq7WlsBCWLu3cS+lEpKG+Wl9E+oIuner23HPPUVhYyMyZMxk0aFDd7a233urKjxURD9fXa4tzHZH5893dEhHP09fri4gn6/KpbiIina2v1xbnNDeN/Ih0vr5eX0Q8WbctZ+0J4q9O4PjWo8QPC+/U93XO24eOzd3X/H+R3qGraomI9GEJCVQdOMpywgmPdndjRHomBZ928A3yJcrW+dXEOW8fOtaD6+75//UDXGdoS4Dz8fEhISGBiooKAgMDufPOO/nBD37Q6mtWr15NUFBQ3camIt2tvbWkfqeGiEizli7Ft39/oq1W8BkIWNzdIpEeR8GnHUrmXE3Z2iy877qDyJsugwkTwNfX3c3qMeoHuM7QlgAXHh7Oxo0bAdi7dy9XX301hmFwxx13tPia1atXExUVpeAj7lFSQsGvn+bwKysIXfQ3hl6ecMaXdPaxJSIe6Ic/hIICAGpCw/AeZwWrFWw286vVCqNGgY9O/aTv0n/9bVRcDO+tieG8ci+GPv0o/OlXOPz8sdjtWFJTIDUVUlLMwtLGXcPUi9u5hg0bxlNPPcX999/PHXfcQXp6Og888ACnT58mIiKC119/nerqap5//nl8fHx48cUXWbRoEbt27eJ3v/sdFRUVDBs2jNdff73H7SElHmTbNiL+7zdEOqoxrkiiauRofCYlYbHbwW6HpCSIjQVLvd7arCxIW6B5rCLSsg8+4N9T/siHXMb8KUcZ551HeE4e/u+/j6WoyHyOry/ExzcNRFYrhIa6t/0i3UDBp40qK2HNRQt5879XkRs2ldhTW0mpzGRKZgZTcz5h2LN/wwuD6oBgHPZk/KbWC0OjRoFX0wX01Ivb+ZKTk9m2bRsA48aNY82aNXh7e7N48WKefPJJnn76ae68806ioqK45557ABg8eDBXXnklAL/73e/45z//yX333ee230E83KRJ/OI7eXz27+OMZyv2Xdkk783B/t6ThNaYc0Ur+kVRPS6JgKl2vJPtUD4C3n0XbrvNHApVABKRxnx9eZ9reJvreHll/dM7g4Sow5zbP4+JAblYyWPYljyiP3+V4BP7XU+Li2saiGw2GDSoYUeMSC+m4NNGkZHw0+sPYvvvZeT+dQPRF5/L5s3nsmkT/HYT7NxYhN+WLBLLM0lNz+CcjCUMr3kagMqgMCoSUgickYLPlNowNHQomn/b+eqvxnPy5Eluuukmdu3aRXV1NcOGDWv2Nfv27WPevHkcPXqU0tJSZs+e3V3NlT7qlisL+d2/z2Xl/26iasytpOfBv7YanMzZR+C2bOKLcrCnZ2NPf4+RPAUsoTowhKLB43Ek2on4ZjPe06bBnj8DKe7+dUSkh1jM98jDyp+/SCYqCvLzYf9+C/n5g8jPH8T7+2eRnw/5h82ZLCEUM4btjCOXSYV5JGblMXr9pwwq/Ts+jioAqoNCqRltxTfBhlf96XOjRmm6v/Q6Cj5nKSoKZs0yb6Z+1NTMZOfOmWzaBC9tgt2ZBViyNjD4SCap6zJIWfc6Q/gDAKXB0VT4LKXoJx8SekGqOV1u0CC3/T6eIjs7G6vVCsAjjzzC5Zdfzg9/+EPS09N56KGHmn3Nj3/8Y375y19y8cUX8+abb/Lxxx93Z5Olj/LGwbCBFdjmwty5YHaEDGP+/GGsO3olq4ohevtangh+nFOHolkQ9BTD92aTtDeHEDbjTQVwkEqfIKqCwzCioqn+1ULuXXIRhY4QwsIsGhQS6aOCg81sYrO1/JzCQti/P5T8/Enk509i/354Ld8MS4fyq/Het5thp3OxluVhzcnDlpPLOMsSwgxzZLrGy4fCqFGcHmbDYrMSONFKv3NseI8bqzn80mMp+LRDVFIcq9OeYnxSXLOPe3vDmDHmbd48gEhgDkVFc9iyBT7YBHvSD+NYn0n/nRmcKrVQ/ufn6ffnxwA4FRxHmfd77L9zBVGXphIwbZKZsKRN8vPzefDBB+umsBUVFTF48GAAXnvttbrnhYaGUlxcXPez83kOh4PFixfTv3//7m249Dmt1ZLCQli+3Pw+baAv4/Z+RHga/HbpVIqLIS8P/r2lmoKvtrHz32G86nUPQ0/mcH7RakJuu4ZClrDYez5p3h+StftNfCbZ6T8riUGzJ+AVFKAZKyKeKi6O4gVPcQdxxDV/mtJAWJh5Gz++uUd9MIzRnDo1mv3708jPh0358ME+g6IdR/H5NpeQ/XnEFOQx+mgu1ozFxL66r+7Vx30HcTjCRlGslcqRVrwn2AhNtTJwUhwxAyzNzf4X6RYKPu0QPWEAM5c80O7X9esH555r3rhzIHAFhnEFX8Rm4RgyhV0Fp3GcPIVvySl8qk4Q8/eF+P29GoAK70AqgsJxRA+k7DdPMfCyZLwiemZPinM3+c58vzM5deoUdrudyspKAgMDueuuu7j99tsBePDBB7nlllt44oknOPfcc+teM3fuXObNm8dbb73FokWL+PWvf83cuXMZMmQISUlJFDkvAhXpImdbS0JDzUsHU1N94NbxfHoEvr/0SSor4fS8+Zzad4Syb6P4YMwvKPsmgOCvVhH/5d/w/j8H1Xjzrc9YSqKGYxkQTeFlNxI9287IKTEEBnbBLyki3WvAAEIffYA7O+ntLBaIiDBvCXWLT1qAAbW3mRgGnDhhjhJt3VFKyYZtOLbm4b87j/DDuQza+gXDs1/E/71KAIoJIctiJT/IyvEoKyVDbDjGWAlMiCd2uB9DhsCQIRAdrcuKpGso+LTDqd0nyf3LKmz3XkT4iIgOvZfFAj5GFQPXN1zdIOIGuOhAJRQX8/1BHxK4JYO4Q5k8u+sHFN9UTBhL+W3A4xwenEJVUgqhF6Qy/Co7YbHBHWpPZ3DHtJrq6uoWH5s2bRrffvttk/vHjBnDpk2b6n5OSEjgmmuu6ZL2iTSns2pJ/c6GsLBFLMqGoMFZfGfQV7ywdw73T8llzfIy5jg+5q6QV5lcsYZ+h7fiOGzBK+cVeAIOMZD1gXaODLJTaUsiYIqdQeeNxjbBGw1+ivQiJ09S8p9VrOIizr8qgoiOnaa0aVN0i8W8BjoyEuz2YJiXDCQ3eI5RXUPBht2c/DqP8pw8grblMnFfHlGHPiBk70lYC9V4s5NR5GHlM+J5jfkc8R+Kd78QZl3sx+DBZgCrqYFLLjHDUWSkwpG0n4JPOxz6ajdTn76O3EkbOhZ8nNXEZ0GTh954A8BCWlo/bl56PXA9hgGPx2bxasxPueHbx9g2dDYD8jNJ3PEuge+WU3O3hQKvSIq93uPZ8Zs5WnMDeTlBxI/313L9Ij1Qq7XEuXQ1NFsj6qt/MnLFFeYqkRuMZPqtXkrS6a9Jy32afw15gwF7M8ARBPOuhBtuwGv2bE5t2c+R5dmUpecQvTUb28HXidn1e/gAyghkMwlsD0ji+GA7VePthExNIH5iKFaredKhEw6RHmb3bkJuu47fsIEXkzoefDprU3SLjzeR58QTeU48cIXrAcOAY8cgNxevT1czfOVnjMz9Cp9Ty/iC88mumEjasSX87+IfkmtYzRs2/ueXVvKwcsx/CIOHWOpGiQYPpu57588REapV0pBOi92hrpqc+anOjNT/omQiF31GwOAs5ozZC2OiqXFcROFpX0JXL6OfUYhP9Wnu2HofyxnMSPs8ciyJ7I5MoXhMCj5TU4mbPY6EZF+i275hvIh0t+oq1zr3Z6gRDgd88QUsXgwrV8KKDyqxBe7hq0E/5N5d9/PjvT81l6h94w1zBYVg18hweEo84SnxwDzXGxYUUJm5iVOrsolZn82wbeuJ2vUyPjuqYAl8SzzrSeJlXzsnhyZRk2BnwKTB2MZZsFrN7UH8/Dr/n0REuo7zPMOpPavln/VrT56EVatg+XKMFSvwys/Hx9efnYNmsDJsDmv3zcBuZHGcGJYOvINJwXlcX/4VYUf+hVdlBQCVRjBHi8ayZ6eVrTtsZJVZ+e9JK3mO0VTiD0BQUNNQ1Pj7sDCFo75EwaeHa7LXT3IyPPIIxu9/j9e77xLo5U+2I4F5/T/DJzKMYx8XU/W90+w+5xkCv85gyrdfMuirF/D+ysHppwLYyESWBKVwcqS5z9Cg88eQYPfGagV//7NrY/0lpKVncjgcgP6/8gSGARs3mmHnzTeh8EAx349aQs6QNxi7dwWWCgeMuhD62eGzE3DzzXD99W1788hI/C6eRezFs1z3VVZCbi6OrGyi1+YwMzOby7/9E4E7T8JOOLGkP9lGEh9jZ7MliRND7fgm2hg93q/BdiD9+nXNv4eIdEzj84y6ER7n6PP6hyHt8YYvqk04Lb62sepqWL8eVqyg5qPleGWux+JwkB9qY7njGt5jDqurZhJjCeKccyA2BJ57IYLHH4cf/Heh631qamDvXsjLwy83l8F5eQzOy2N67nIoKADA8PKiPHYkJ2OsHOhnY4evlS1VVtZvtrFiRQSHDpl11CkkpOURI+f32tvVcyj4dKP5I9dSWOZrTl9Ja+dqj4YBq1bRbz2kpZ7mtOUu9vAE/axDGHw0k/FeeYRXVxE7cjq+0QGMfeZHrteWllKTuZHi5ZkMXpPBmK3LidryF9gCxf8KYQOTeNaSwqG4FKrsqQw8dySJSRYSE83O4pZ6Qnxr1+8/deoUFnWX9FgOh4ODBw9iGAaVlZXubo60g/ManrAw2LHDDDuLF8OebeXc0O9Dlka/QZLff/E+Xg5jp8H9z5hLSg4YQNh8SLsZyFoAA9eBj6/ZcUI79z/184OkJLySkgi/tfY+w4D9+yE7m4jsHM5dn83UrKUEHnwa9kLVPl+2fzyOjCo7b5BENnaODUpi4Lj+dUvsOrcCGThQva0iPUrddNsFsHSpWUsKzXRTVzvmzwZzhYEAACAASURBVDeLkzMU1T7Q4LpDnxJeufgNSt9bjv/aVfiVFVLkHc6Kmov4mNtZE3gxg5KHMGUKlKXDDH+IiTHfPy0Npk5tZu93b28YOdK8XXZZw8eOH4e8PCy5uQTm5RGYl0ds7juk7tnjSjoxMTimWykdauNYpLnIwjYvG1uLh5B/wIvNm+HDD+HIkYbhqF+/lkeMnN8Hu/9Sa2kDBZ928AsLJDdwIn5h7VsCqe4Cwcoqlh6e3r4PNQx4+99U/fYP+G7O4mfeyfyO/8Hr8suJLvDmyy/hyiuns2xp7QelPWme6NS/uDA4GO/zpxNz/nSzLREQFljJoh+uxXdtJhNWZ5C86V367X8K9sPJ/0aQQQqvkkJecAqnJ6QyKHVwXRgaP948wH19fYmIiODw4cMcPny4fb+XdCvDMNi/fz/V1dUKqT1AW2vJk0/CW2+ZYcc2uoq5Aat4MfZNzgn6D75FRTBqIjy20BzRGTq0wWtdwaa2FtSbk5L22QLq14h2T1exWOr+2lvmziXAeX9xMWzahG9ODuOzs7FmZXPzlrfwqiiHQ3Ds1BC2rEviq1I7zxp2ckiioN9IrOO86oKQMxSNGIGuURRpj8BAym0TGUHg2a3UWFcIFjSYjl+/FtSN6DjvTMN87vz5cPnlvFR8moP9Ewheu5zbCp7EeP9ONnMOy7mfbcMuJuj8VLZu8yYgAFLi4PXXXe/b4euJoqJg+nTzVt/p0/Dtt5CbC3l5eOXlEbolndBtrzCyvJzzAQIDYexYswBdYaVqtI2jEVZ2+4xm39EA9u83V67LzzdH3JcuhaNHG35MRETrU+qGDEEraPYA+rPSDqOusEFZVrtfV/hZFkuTF8CsMGDWmZ5uctTA31/EsSoe/vtdvrBcyDMBKxnx/Qt5/D4L8fFmgWhwDussRIOzXN3Ejc5eXBcr+sEFFxBwwQUEPFL74LFjsGED4RmZTP8igxlZrxB44glYB8czY1hXk8qHpPAYKRwfkUpc8gASE0cwdqwvR4+uICDAQajGg3sc50hPTU0Np06dYuDAgQQEBJz5hdJlWqslDge89JIZdlZ/6uB877UsHPwGs0LfIaD4OPiMgZ/db4ad2s1626R+LWhUI9o8XeVMQkNh2jTzBniDOcXl228hJ4fo7Gxm5eQwM/tFLLWdJRXlIezbmUj2Ljtr3kjinQo7W5hAjV8QY8bQJBCNHWvO2xeRRmw2ArZm8W57X+cc4QkLa/P1xwDVVQYlB4tIv+bv9Pv6IPFH1uJnVBJNOgVe0ZT4hLN7+Bzio3xJDd+Ab9QOeGVR54Sc9ggMhMRE81afwwH79tUFIvLyzO9XrcL32DHigDgvL7MXxjlnd65r/m55cCQHD7oCUX4+dQFp3Tp4911zEKq+yMjWp9TFxYH+PHctBZ/uUP9i5TMpLKTm2edwLJ+I44O7OMw6rozNYOaDKbx2W9umx4XNSiatcClhX65lkWut2zPPbYmOhksuwXLJJdSdVxw8CJmZRGVmckl6Bhev/ys+hQWwG44eHMz6Zal8WTmJjVEDKRpaTEhkMeHhBhEREB5u3nSxc89gsViIiYnh4osvxku7x/Uop0/DxReb+cB6rIznbs/kZ0PeYEnYWwSfOgCOoXDnrXDDDWC3d3xuWHKyq5c2La3pKHFn8vFxJZfaa40sYM4lycnBPzub0Tk5jM5ezbzjz2PBgeHlxcmIMewqt7MxK4nPPrHzj5N2jjAQiwWGDWsaiGw27fcsclbaeI5y6BAcya/gjSveISJjBfajKwjh7yRsWMjGfjNZcu6T+KVdwrirxhA/2kLIlRC/9DzXG7Sh3tSf3tvlvLxg+HDzdumlDR8rKHCFIWcg+s9/4OmnzcAEBERHM9JqZaSzANmtcL3VLFC1f2NPnzbDUP0RI+f3X35pfn/iRMOPjo5ufUpdXJzOqzpCwacd8t7YyIgbp7B7cTrWGyZ27psfPkz575/B8vfnoLycfNYzPyUPC2N4L92c1tpWdSPQadNh6XTnD2fXrthY87VpaWbvrWGYFxZmZhKTkcHlmZlclvEkluNFFBf5kd9vBN94JfJ1aSLrHQlsIYGw2OAGFzk7p7G053eSjvPy8iIkJIRAjbW7Xd4bGxly4zTefGgTaw7F8957YC1eR7r/fAb6H8a/ohgqYuB715php9nJ7p2gDaPEXWbAAJgzx7zVspw+Dd98gyU7m/45OfTPziYl5wN+UFwMQGVEDMdi7XwbnETmETufbk3ir/ljqTLMP2VRUc0HoqFDu+afT6RH2bgRxzlTmGKk8/f1E5nY2mlK/fmtPguaPFxebp6QP/NkJYUffUVk1grOLfqYASzghuyb2BOWyL6ZN1N0bCqWNSeYHtGG1ZEa15tmApA79gNsVmRkg9HrOuXlZg9V/UCUmQmvvWamHDCHbMaOBauVQJuN0VYro61WmDKm2blupaWuMNQ4IH3+ufl9/anIYJbP1qbUxcZC7WXY0oiCTzsYDgN/KjEcnbgy1rffcupX/0vwu69QWePHP7zuIv/anzC4dBDF3mANO/uA0OAiwy0/N0d/agtN/V6V+oWmfi1s9hzIYnH1kMybhwWwOBywYwf9MjMZn5HB+MxMrs36AMvpMgyLhWMnx7IpK5XPv0jhxaJUckjC4R/E+PGu0WfnTUttS1/wzqf9+Qu7Cfp9GfdEPcHvg97kjuLHGBZwFK6ZZ4adWbO67yKXRiNAYVt+bnac0L1ZiMBASEkxb04OB+zZA9nZ+OXkEJedTVzO28zc+0ceBAx/f8pHTeDQQDvbAu2sL09iVXoir70WVnceEhRUdx7SIBSNHn32q1mK9DiGgVdVJdUYnHEBz/rzW9Ng505IT4f0rw2y1xQzLrCAYezh+1/OJYRSSgKjKZgxh6oTE2HVIYYPHMhwoF8aBLV3v6DaehM2ci1pA9cBEOZTBmlPd3PBOQsBAZCQYN7qczjMhFI/EOXlwerV5ug2uM6fnIWotic42GZj7Ngoxo5t+WOLi1sOR598Yn5f2z9U91GDBrV+zdGgQX3zOso++Ct3kzP0phiZGzjywB+IWfMO5cTwbMijeN99F7feH86AAW37iDMNCTcMNNNJK5xOmN9aSEvD+VDji5wb1MK2DhJ5ecGYMebtxhsBsNTUQG4ultqRoYsyM7ko+y0eoxKHlzcFkePJK0nly89SeOeNVP6nIoEq/Bg40BWCEhLMrzabTk7Eg5w4waydLzCfRQxjH0ZZEJa5c2F5OBw+0i3/sdfvFHH+DNQVjUXz50PhkwCkrWy4alO38/JyreJ0zTWu+0+ehE2bsGRnE5idzcicLEauXcSllZU8ChgjRlA2xs7BaDtb/ZL4uszOl/uGsnKlpW7evXOBqOZGibplqo1IN5s/35zF5Uh/mL028zAqOVnJg/EfMIcV/NxnOX+p3k2Nty9lSecSePXDcNnFhNjthHh5ETUf0u5wvV9bjpPmFk8BWLSr8WJPs1zT4ZxamRZXt3BUK6Wppee05bXt4uVlTnEbNsyct1zfiROwbVvDQLRsGTzzTN20OSIjmwQibDbz/by9CQ111aiWFBY2P6UuPx+++cb8WlrasMmxsa1fczRggOfNzlHw6SqNelMAMAzKP/yUYz/7A0NyV1LKSJ4Y/DeGPnILD94c0O7znfYcrK7nTq+91eqqKS7e3jBhgnm75RbzvspK2LIFr8xMojMyiM7MZMbOl3mopgaHrx+nhiayIzyVdUdT+OiNFJ7+33HU4IOPj9lb23h0qLWltkV6rCNHOPeLP2ChmgM/epy4J+8zl0kcuK7bEv4ZD/UGyzjR8HqgntIjGxEB559v3pyqqsyTiuxsLNnZBOfkMPqj/2N0QQFXgnnRYVISp8ckkR9pZ4uPna8Lx7HlW3/eftscWHIaNKj5QBQbq7ojvUdNDWzdal5sn54O29/M4lfVj+JNNVll07gycDnjqr7GmxpqRsTjfdllcPHFeM+aRWhISJP3O5tDv8l+hK1p/AHOc5T6Gi3K0lonbUvPactrO03//uZ05alTG95fUWHuU1A/EG3caG447Uwo/v5mp3LjQDRmTJNVXsLCzNv48c03wzDg1KmGgah+QMrONr+Wl7te4+Nj1rzWrjmKieldU4kVfDpZXc/G+ofrAk9YPwfHn3+P0wv/wJDDmRxjIm+nvknq77/DL2f5uPePaBsucu7Irs4N+PmZn5ecDHfUdhmdPg05OXhlZtI/I4PJmZ8zOfd57jUMjMBAiuMnsicqlSyvFJbnpfLEstEUlZhHWERE0zDkXGpbpMey2dj+3CrG3jGTonMvIa63/AfrPOgb9cjO3/JzCie0bVrcGafSdpSvr2sayvz55n2GYS7Skp1t3nJyCFz9EWN2/IUxhsE1zsUXpidReYedfRFJ5Fjs5ByIIjfXnGP/4otmvw2YC9fVD0TO85FRo/rmtBHpWY4STSFhPPusGeTXr4eSEhhsOcCtcSs4YMQxO/grAkpPcKnfl1hmXggX/9UMOyNGuLv5TdQt1lSvXswfuZbCgetc0+Nq9xJy1qL21JYGlwR0d5+Ov7950tI4qTgccOBAw0CUlwdffAH1tw4ZNqxpILJazWsGmjmxtFjM86aIiKYz9ZwMwxygam5KXX6+eTnT/v1mZnPy9TU7olu75qiFJrlFt5Tpv/3tb/zxj3/k0KFDjB8/nmeeeYYZM2Z0x0d3quGX2tjxny0MnzGyxefU9WykPY7x9r/ZteBVgp79I1Gvf8vn3hfw4TXLmfPH2fx0ZA/5L8Cp8UWHUFdMCrMWsHS/Kwx1ag9JYCBMmWLenIqLYeNGLJmZ9MvIIDHzAxJ3/JlbACM0lPIpkzgwKJUc3xQ+LUll5YrhPPusBYfDPLDi45sGouHDe1ePhLRNb60tQ78zmR0xrdeSHqvxEvmDs1ha28tzpmlxZzWVtqMsFvOvclwcXH656/6SEti8GXJy6kKR33vvEV9WRjzwnbg4SEqCK+3UTDBHiDaVxZO33YvcXNciT0VF5tv5+prXDDUeJbJa1RnTW/W6+mKzcVXSbnblBFO97DS3xn/BE/YVjN+/nOA938ABC2neHxBw/49gzhwsU6b0+CvgXYs1ue4rnDC93gjSrLpRaWctqqtD4NpgtYUpc83uUeRuXl6u5DB7dsPHTp0yp83VD0Qffgh/+Ys5vAdmsmkuELVhVSmLxZx1FxlpLiDaHMMwl+lubkrd/v3w9dfm16oq12v8/FoeMXL+HBnZPeGoy4PPW2+9xU9+8hP+9re/MW3aNP7+979z6aWXsnXrVoY22nCvpwvsH0j8lS2MITplZeG45Fec2naEmn4jGFF1mJXBV7Pmp69x6aOTOb+HbXPTZK7/rGRYVLtDc+1uzc7rguq0MirUKT0moaFw3nnmzenkSdiwAUtmJoEZGcRnvkX8vj/yHYD+/am5IIWjQ1PZGpTCmvJU1uyM5f/+z0JBgfny4GDXNUP1ryEKD+9gW8VtenNtaVMt6aGajADXqxmNp8XNz7qfwuogwnzKWJT8dIPa0dICK619Zqf2yIaENJ1+UlNjTj2pF4Z4+WW8Dx5kODA8KIi0xETzjOCWJIwkO0diEti6N7iuczY3F15+2eywdRo6tPlRop7UCyoN9br6Yhiwaxf/vmg5/fstJyDjCyxfl5vzlC6+mPn/fYpCwggLqYbHHuuWJnXm0tSNR2aa/RxnLXLWIXB9X9upW78mNV5MoXFN6pK601Hh4XDOOeatvspKc4WK+oFo0yZ4+22zkwfM9OHcHK1+IBo7tl29MxaLWbuio80JPM1xOMytIZsLR7t3w5o1Zo2srna9JjDQDECtLcgQ0d6FNJprv2Gcce2PDjnnnHNITk7mueeeq7vPZrNx1VVX8cQTT7T62tzcXMaNG8fWrVuxtXZFVzfZ/+Vedt/2GCNe+jWDpw1r8njB1iPcZN/Cm9XfIdAoY1XszQT++mecf8dYjxptmD9yLYVlDXuJwoKqWLRrevcWiiNHYMMGc+w1I8O8OVdPGTgQIyWFEmsq2/ulkF6dQvquGDZtMuuCsydi6NCmo0OjR/eNKSs97fhqr47UFnDv71+/lvxifj6FZb51x1BP49xssD0XEjs1OYHYspZFE55s+BrniUijGlJfR05EOqUmHTvmCkPOr7m5ZlCyWMyikZRkBiK7HZKSKAqJJW+bpUEgysszc5WzY7Z//4bXDzm/r72eudfq7bUFemF9cThgwACMEyf5Nvpcon5wFf2/O8ecRmWxkDZwHUsPn3Pm9/EAzU2pbbEONFNwGnfYpNXOemnL+zb3OW4NUM6pvo03ac3LM+93cvbONF5gYcCALuudqakxT9laWpBh/36zic56CeZlTTExe9mzZ/hZH1tdenpXWVnJhg0beOihhxrcP2fOHL766qsmz6+oqKCi3sTBEmdK7SGK9xQwY/s/yd3zI6gXfLZ/tJN+119KdNFOvPkP6RO+z9Cn7+eyi+Lc2Nqu0+zJ2fz5kPaka7W4+kPNjXXW0T9gAFx2mXkD8wA/cMAMQpmZWDIyCH3pz0w6cYJJwN39+0NEBI7h3lRWmnNUK4qh4lOo+Mh1cO0EfLzB4kFhtTknHFVnflIP1d7aAj2rvtSvJYVlvr3ihKQtFyi3dFi3uLgKuGpGbY9s4fqHWTq5Ue0oBNJocTXKtrS7Q9NYoqPhoovMm1N5uXnVeP0w9OSTdWdG/UJDmRwZyeRGOw06RpodL5WVUFkBlZugItP82TCgCtiBGXx6a4dZb64t0Evri5cXPPsslu9+l+uPPMOLVyfTfwKus26fBd3bHjdqrg61eMrRzAMN75lVN1pUvzY5z3Gc9zX5uV6N6taFFBqrP9W3fv1yNqzxanMrVsDf/uYaigkONnto/P07vSB5A7G1t8nNPSEQjJFQXWM2p6rK/Lq3oLJD2213afA5fvw4NTU1DGi0PvOAAQM4XP8CrVpPPPEECxcubHL/beP24mMp6LJ2ts/nML8M5q8FA8z/MajhX+T5JREaE8jFm+c2eEVbegQaP7exxq+tf19L2tJz2hZte03tUHFtj25NURkzlj/c/FOrq+H1tW378LMSBVwChnNJydpBzRO1t7aoqb15oFl8ys/5X6pwuLspZ629tQV6Yn0xa4mXF3V7WbRV3dSxekXgTL2KrfVW1r1vM68903SV1mpSS7WvOVkkM3D9Unx8II2lkJVl7ijfjMLjZczwalsN8bIYpPmXUVgdxAyvrui5HAPGGGBe7c+19aa49na2emkNmsWnfI8nz/zEHqz31pdY4HOCKOO+lNrjw3In+Pjg5VXVoM7UH2FuT+1orLVjuyN9nO35zPaMtrRW81p6bItfo9oEZPnAwPVLiS/OIm39w9QUlbFuPSzwMYNRzeGjdTWq62tQR400b0ZtJzL1JoKV1t56iAv5lP/n07H60i0TeiyNhskMw2hyH8AvfvELHnjggbqft23bxuTJk3lp67AeMVye+3oWQ26awVuzX2LM2peYUbaCA/4jOHjjgySXrsX7dAlp65te3Ns47beW/lvqVa177WdZLE1eYN7XUq9n7dHbXM9p416JtmjPa9IqF8DSpXinwZq2Ll95tgwD9u1zTXWrHempq1wjRmCkplI4OoW8kFS+Kk8mc3s/Nm0yOzacIzwjRjSd7jZqVO+eatK684AFOHJzYdw4dzemQ9paW6Bn1Zfc17Ow3TSJ3EUbsH2v/X1XaWnA0oZ7XjTueWystd7Kuvdt5rV15y21oy5ted/Gj7WphjT+Z5jVgybWG4a5mlL90Z3sbHMHd4fDLBZjxzaY6kZSEsVBA+quQ2483c3ZoRoW1vTaH5utTdch91DnkZv73V5fW6AX1pesLJg0iWQ28GJmcovXX4BrhBWaqR2NEktro72Nz2uae+xstOkza8+HWhp9ae53a63mtfTYhLJm6pbz37b23yotDc5ZOqvu4W45B2orw4BDh5pOdcvLM+eTOcXFNb+X0KBBXXoxYmlpy1PdnN87F5FZy3ksrL4dOPvr7Lo0+ERFReHt7d2kh+To0aNNelIA/P398a+3j0VIM2vIu0vBMQef/CmbKdi4fcX17AlLYvujrzP64euI8/UBfgTUWxDgy7UsarQ6WuOvYVn3kzaw0TrszgvuGnO+lgWuatBofXvXXPkfmj059S/wc76/s32zcV2QfAbteU1Yva0+Ot2hQ01DzrFj5mNxcVRPTOXQDT9jS0Aqn5dMIv3bSDathJNvm08JDTVDzXnnwT33mN9PmAD9+nVBW6VLtbe2QM+uL+3lutDXdXLiPD6dx2uT19Q7fls6plt6battqf8etTWnrpe1UZvaU3fcprranP5Rb/lrsrNdtSY01Aw3s2fDz36GkZjEkajx5O0NdIWblebXxucUNpv5snvvdQWdLpxCL2epL9QX5zLRUO8Ydh6/tctF1z23pfMSaHp+08xjznOTJm1wjlzX02TxgebaXnvuFBZUBUub1pf6deyMNai5hRCcn9Oec5+WNoXuTlVV5gIHzQUcZ3Lw8XEtP3nzza6AY7Wata2TlZWZdbClQJOfby5UV19MjGtBg1mzmq7+VlRUQlLS2bepS4OPn58fkyZNYuXKlVx99dV1969cuZIrr7yyKz+603l7wyU5T1LpF8D2X77OmEduaPavlWvpxemwtHYuu/NgavS15b7MWU3uqTsA6z9UuwdP3UnGLFi6qOE+gy21rz3ObqPUDjp+3Fy4oH7IqV0myYiOpmx8Kvtm3cVG71Q+OTWJNTsGseMDs2PDy8tcuCQxER54wDWKM2yYTjA8RW+vLeFjB7B6ykOMHdv8SdSZtHacteUYPPO1OGen/rS4+n0uPWXgponCQnPlo/ohZ8sW1yYVw4aZIeeuu6hJtJMfkcSWkuHkbjOXtM77p3lu4fzD7e1tLqdvs5l1uH7naRecU0gX6bX1ZcAAiu9+iGsZQAv5rE5zx2Td8TttOkubPN70vARoen7TzGOFac2P3syfD2mFDd/XeR7T2mc2blrj36U91/i0tlqcW8592qKoyBVo6gec+kPJ/fq5eleuucYVbkaO7LQlzMvLWw81+/dTt7KuU1SUK8TMmNF09ba4uDPv452b27F2d/lUtwceeID58+eTkpLC1KlT+cc//sG+ffu48847u/qjO1V4fy9CD3+Nd1QnrKV3Flo7qBoPCffYk4yWFBaaQ/TOkJORUbeFuiMsnMLRKewaN5+Mcal8fDyFVduGULraTDCRkeaskssvdwWccePMZRHFs/Xm2jIoJY5BX595ZajepsfWHsOAvXsbjuDk5JjrqoK5zOv48WC3U3n9fPaG29lEIpvyI8xzivdh+x9ceSg42BVqrrjC9f2oUeZbSe/XK+tLXByhf32CX5zly7v7+O0J9aIntKFZbV2NbcgQswDNng0//rEr4Awc2KGe3ooK82NaGqXZv981CO7Uv78rxEyd2nQ56ri4nnFu1uXB57vf/S4FBQX85je/4dChQ0yYMIEPP/yQYcOaLgfd05VV+rDzmdWMum4SobGtd98114vQmWvad8X7dYvSUvOko/5IzrZtADgCgzk+fBLbY67hq4hU/ns4hTWHRkGmBV9f88QiMREevcEVcjp4bEsv1ptrS/HBYna+vaFNtUTaqaICvvmmachxXvsXFQVJSZy+9BryI+1s9koi/ZSVb7b7krca9rxsnnOAOQ3NaoVp0+D733cFnMGDVXc8Xa+sL8XFlK3ZwAYmYZ8R2i2jjK2dh/TKc5Tu5tx/p/HUtLw8czN3MEdonPvv3Hprw/13zmJKZVWVK9Q0F2jy8107gziFh7uCTGqqOYjUONT0lo2au3wfn47oaXsB1F2Q/NrZXZDc51RUmNNI6oecb74Bh4MaX3+OxE5ka2AKX5xOZenBFDZXjcWBN3FxDTcZTUw0j2/1pHaunnZ8dTd3/v6qJZ2kuf118vLM6R4WC8bo0ZSNtnMgOomtvna+LksifV8suXmWut5Ki8VcSKDx4gJWq9mDKe3X12sLuOnfoP7iBhtaX9xAullhYfPX3tTf2Cs8vOnCAlarWaDauLlgdbV5OXRrCwUcPuzq3AFzVlxrm4YOGXJW+arLdPTY6gPbNEq3qKoy97SoF3KMTZuwVFXh8PbhYGQiOb5T+ST4x3xanMI3VePxPerLhAmQOA1uqxd0IiPd/cuISI9SU2OeIDQOObVTPoygIE6PTuRw7HTyRtzNugo7q44kkP1tMGXbzbfw9zc7UGw2uOBC13nFmDEQEODG301EPINhmAmjuYBz6JDreUOHmsXnkksaBpyYmFaHkmtqzNDS0ihNfr75MY56O1UEB7tCzIQJ5kc2DjV9bYEnBR9pv5oa2L697nocIzMTsjZiqSjHYfFif79xbLCk8Gn1rawjlU01icQGB9SN4vyqTywZLSJnpaQENm9uGHI2bTKXBwIqo+M4OiiJ7cNuIXNQEp8U2Pls3yiqcsxiEhFRO3qTAlff5BrJGTZM9UZEOkFlpbmUfXMBp7R20xs/P7NXxWZrOE92zJhm54Q5HHD0SMuBZv9+s5/HuXYBmNfLOEPM2LHm/qSNR2zCwjQttzEFH2mdYcCuXXUhp2ZdJmRtwLvM3JV6X+AY1tWk8GXldWSSws5gO6MmhNSFnBu0ZLSINMd58W6jvXGMHTuwGAYObx9ODLCxKySJrNh5rD6ZxCcFSRw/Fg3HzD/qNhvYpsPVVlfAiY7WH3oR6QSnTjW/uMCuXa7pac6eFrsdrr/eFXCGD6/raTEMc1Zufj7kr2x+CtqBA+bEGSd/f1eIGTUKZs5sGmoiIlTrzoaCTzt4B/hyyCsO74DOWQqwx3EO02ZmYqzP4PSaTHxyMvErOQlAvs9w0qtTyODXZFlSKIpPZsTEcBIT4cJEuD/RHMHVgSjSOo+vJY1VVZknDPWWjTays7HUrnVaHhDGnjA7OVzK5/52vi63s7VmHI6j/owOA9uE2hXUst/UjAAAIABJREFUas8pzvKaXhHP5utLVUwc/fHtrBWLPZ/DYZ73NBdw6l/hP3y4GWqcyzjWBhwjMoqCExZXkNkH+V82DDX795uDRE5+fmaAGTzYPGeaNq3pdTVRUTqX6ioKPu0w5jsJULOfQe5uSGc5cgQyMylfk0HpF5kEbskkqNg80A9ZYskwUsjkfraFplKdNIlhKdEkJsJ3E2GhlowWOWseV0vqO3WqwQhOzcYcLFu/wavK/Mt/JGgEm73tfFn2Y7JIIhs7J32GYh1qqRu1mVMbcDpxywkRz5eQgO+R/axydzt6oooKc3pa44CzbVvdNNq6CwGtVjj/fAyrjaJYK3v9x5BfEOQKN19C/puuUFNe7voYHx9zhTNniJk8uekGnNHR5n6D4h4KPn3FiRPUrN9AwccZVH6VSUheBuHF5rbiJUSSQSobvX7A4WGpGJNSGDollsRE+JGWjBaR5hiGuQ9ObcipWJ+NkZ1DwOG9AFR6+ZPrk0BGZTLZ3EYOSRyJSWTw+LC6a3nvrQ06sbGqMSLSCU6caP7am127XFf9R0Zi2GxUJkzixIXf40CojW+9reSdHsa+A95mwHnTDDXOTATmzLXYWFeISU5uulDAgAEKNT2dgk87bH93M6HXXUrx2x+ZPbY9VXExJz/J4thHGTjWZxKxM5MBxTvxBvzpx2ZS2BZyIyftqfhMSWHI9GEkJFq4UEtGi3SLXlNLnE6fhm++wZGVTfGXOdRsyCZ45yb8y4sAOGqJYaNhJ4fr2GSxUzA4Cf/EsYwd74PVCjfZ4LdWc7VWEekimzdTddGlXMpHPL0qgYReUFrOisMB+/Y1DTi5uXW7ahoWC1WDR1A40MrhEWnsttn4psbKhlIrW49GkZ8NJWtdb+nlBYMGuUJMYmLTUDNwoBZI8QQKPu1QU17FIMcBTpVXnfnJ3aTi1Gn2Lsnm1MoMvDZmErM3g8Gl24jAwI8gsr2S2Rg9l+JJqQRMS2HoBfHYk7y4UEtGi7hNT6wldY4coTIjh4JPsqnMzCFwWzaRx7fhbdRg4MVBxpCNna0+l3NipB1Hop3Y5IFYrXCZDe4bbc4YEZFuVlWF79EDnKCqwYXyvVZ5ubmCbKOAY2zbhuX0aQCqfQM4HjmWfUE2toVdQI6/la9O2thYOpry/EDIN0eTBw50hZg59qYLBQwa1OatcqSX0//NvYRhwIHdlexZtpmS1Rn4b8pk0MFM4su3MIYaKvAj19/OlkEXkHnh/xByfgrDL7UxZYw309RDISKN1dRQtOFbDn+cTXl6Nn55OcQczKZ/xWH8gBBC2EQief4zKRh1H9Xj7YROnUB8YhBTbfDdoZrSISKdoKCgLtRUbc6jIicX7+15BBzejaV2p81TftHs9LGyuXoyOZU3k4eVXGzsqxpKjOHF4AhXiLlqMNw7pGGo0WwWcVLw6YFK/z979x1fVX0/fvx1b/a8ZAcSslgZhISbCwQNSzAMIWIdtVVqraNUsCqdVr+/Yq3FVttaq+JqtU1bwVELDgRUhijr5iZhJOwRdhIgO2TcnN8fJzfzhgxyc2+S9/PxuCY5d71v8LzzeZ/PqoR9OfWc3phPzbbdeOYbGX7ByFhzLuHUUo8Tx7wSKYqeQKH+IXQzDUQvGEtyoCvJ9g5eCOFQFAXOHiznzGd7qPomF+d9OQScziWqfC++VOMLFDCcQx5JmMLvpzYuGfdJSYRNiSEuQcv1gfb+BEKIfs9spuZwARe35VNlOoCSfwD34/kMuXAAnyvF6kPQcpLoxqLmWxwglgtDYqkcHotvdEBTL41hONzS+H1YmPQwi+6RwseOGhrUucF7cho4s/kw5h270R02MrLUyHiymUQVDWg44xvH5UQDhyZ+j8A5BkJnJzHa04PR9v4AQgiHUVcHR48onPz6NGVbc9DsycWvIIfokhxilKOEAbW4cMw9nvMhyZxIvROXCckEzxrHyEkBRHja+xMIIfqrmhp1W64zR6op3X0I8758nI8cwOfMAUIu5TP8yiE8uMIwoBJPDjKGXNdYLvinUz4slroRsbgmjGJYjDvh4c2Fjbu7vT+ZGGik8OmG8BmjyPnzJkbMGNXt55aUqJuR78lVOPP1CbRZuwk4YSSpzsgNZKFDnSRcNGQk5RMNXLruWzjPM+CWOp7hPj4M7+0PI4Swm2vJJRUV6nD3Q/tqubgtHyU7B98TuUReziFJySEWdd+tUic/zgYlc/H6DEpTkvC/IZmwWXHEeroS29sfSAhhf6NGUfXJJv7CKEZ1P7V0qK5OLWpa7k1z+VARHDiA16kDBBTlE1F1gFgOcB0n0KIOTyt2DuGsbyznoidzPPoHaONi8dTHEqQfTmyEFr1cbBF2IIVPN/gM8yH50elXfUx9vbpU/J49apFzetdZXHKNRBXvxoCRb2MkEHXTvtIhEVxJMKCZ+jjKDAMaQwpBfn4E9cFnEULYT2e5RFGgsLB5saKT2Zeoz8rF+2gOkSW5JJPDbeThijqDuVA3kvKkJErGL4NpSfjNSEY3PBydrBEtxODh44PnvOlM6cZT6uvh3LnWRY3l+zMFZjhxgoCiA4zhAHHkE8sBbtQcIEBR2zENGi2X/UdQOSqWhtG3cSE5Dt2kWDzHjyHQ3x8ZKSscjRQ+3XDOeIaDD7/EmL8uZaghjMLCxgKn8VaQVYT3ASPJ9WqR82PtbkIazgNQrQuhLnkCntN+DJMMYDCgCw5GZ+fPJIToe5ZcMvKFpdQEhjVvN5HXQGn2MTwP5zKyModkcphHLhGcAqDW2YPSmESUxImYpzwIk5MhMZFgHx+C7fyZhBB2duYM5Ste4iWW8r3HwwgNhfPnWxc0bQucc+fAraGKMRwklgOMcznAHPd8RisHGF59CBdzDQD17l7UjYjFKSEW18Q5WDbj0o4cSYCbG7JQrOgvpPDpovJy+MebdRTvCOCJe30oulDC8KIsJrCbSVoj33HezdDaAgDqfP1RUgy4XncfGNQixyMsDA+5+iqEAP7+eh1rd9yM8/WniDd/SjI5XK/N4UfswauhAoDqIaGYxybjMfku0CdBcjKuo0YRJBtJCCGsuXCBFS/78CI6XvwAiovVHh2VQoR7EVMC85nsdYD7nA4Q45ZPqN8BfC6ebHoJJSAUTVwcxKZB7P1NBY5zWBjOsoyjGACk8Omi2lo499oaZrKVRw+vJLzmGABmLx+0hhQ0E7/dVOS4REfLNuRCCOv27eNHHyzkcY6hNSs0aJ2oHxmLS0oSmvELISkJkpLwCAmxd6RCiH7GmTrGkM89Y88zwecA4RUH8L+Qj0fBAbQll+E06i6cI0ZAYhzE3gmxsWqBM2YMGtllWAxwUvh0UUAA/C7qDbxO7OfS9O/A3U+BwYDT6NGymYUQouuGDoUUA9qNRzn+m0yif3orrh4e9o5KCNHf3XMPv2Efv2E5fA54e6tFTVIcfHt+c4EzYoRsbCMGLSl8uqHg6X8Qt8jAhUU/xf8uvb3DEUL0RwEBXLjn5/hvXM2VmHiQokcI0RumTYN9+1jMKyxZl0Hi7GEy+kSINqTw6Qaf6EC+Gn0f0VEyjU8I0XM+UQGSS4QQvetnP6O8+Aq+yjx848JAah4h2pHCpxvCr48k/OCb9g5DCNHPSS4RQvS6yEh8Vr3JH+wdhxAOTCandEP1pWqOrNlP9aVqe4cihOjHJJcIIXpddTVXsvaTl1VNtaQWIaySwqcbTqzLZ+TCsZxYl2/vUIQQ/ZjkEiFEr8vPx90wlrsN+eRLahHCKil8hBBCCCGEEAOezQqfEydOcN999xEdHY2HhwcjRozg17/+NbW1tbZ6SyHEICC5RQhhK5JfhBjYbLa4wYEDB2hoaOC1115j5MiR7Nu3jwceeIDKykqef/55W72tEGKAk9wihLAVyS9CDGw2K3zmzJnDnDlzmn6OiYnh4MGDrFy5ssPkUVNTQ01NTdPPFRUVtgqvRzRaDTW4otHKGpFC2EtPcgs4Vn6RXCKEY+rX+UWjocHFFWdFI9v3CNGBPl3OurS0FH9//w7vX7FiBU899VQfRtQ9sd8ZD9+pIdbegQghWukst4Bj5RfJJUL0H/0mv4wfj7a2hl32jUIIh9ZnixscPXqUv/71ryxevLjDxzz++OOUlpY23XbtktNXCHF1XcktIPlFCNF9kl+EGFi6XfgsX74cjUZz1ZvRaGz1nLNnzzJnzhxuv/127r///g5f283NDV9f36abt7d39z+RDR39OJ98Tz1HP5Z1IoXobbbMLeBY+UVyiRB9a1Dkl/x8rsTruTVelrMWoiPdHuq2dOlS7rzzzqs+Jioqqun7s2fPMmPGDCZPnszrr7/e7QAdSW1pNXHV2eSXys5gQvS2wZRbJJcI0bcGRX6prsY9P5vjyAamQnSk24VPYGAggYGBXXrsmTNnmDFjBikpKbz11ltotbJtkBDCOsktQghbkfwihAAbLm5w9uxZpk+fTkREBM8//zxFRUVN94WGhtrqbYUQA5zkFiGErUh+EWJgs1nhs2HDBo4cOcKRI0cIDw9vdZ+iKLZ6WyHEACe5RQhhK5JfhBjYbNZ/+/3vfx9FUaze+quh10Wz/bF3GXpdtL1DEWLQGgi5RXKJEI6pX+eX6Ggq/v4u/+/v0URLahHCqj7dx6e/GxLtx+Q/3W7vMIQQ/ZzkEiFEr/Pzw/ve21lo7ziEcGAyY68bivZdYPPNf6Jo3wV7hyKE6Mcklwghet2FC5Q/9SdefeoCFyS1CGGVFD7dUJx7hulrf0Jx7hl7hyKE6Mcklwghet2ZM/gs/wmvLz/DGUktQlglhY8QQgghhBBiwJPCRwghhBBCCDHgSeEjhBBCCCGEGPBkVbdu8ByqY2fIAkKH6uwdihCiH5NcIoTodTodlTcswIAOnaQWIaySwqcbIm8YQeT5tfYOQwjRz0kuEUL0uhEj8PpiLa/bOw4hHJhDFz5msxmAo0eP2jkSVf2VesrPlOET5ouzu0P/6oTolOW8spxng40984vkEjGQDfbcAnbKL/X11F8qowxffP2dcZbUIgaga80vDn1aHD58GIAFCxbYORIhBq4TJ04wduxYe4fR5yS/CGFbgzW3gOQXIWytp/lFoyiKYoN4ekVxcTFBQUFs374dXT8YsFpRUcHEiRPZtWsX3t7e9g6nUxKvbTl6vGazmRMnTpCeno6rq6u9w+lzkl9sS+K1LUeOd7DnFpD8YmsSr205crzXml8cuvApKytDp9NRWlqKr6+vvcPplMRrWxKv6E397d9H4rUtiVf0pv727yPx2pbE6zhkOWshhBBCCCHEgCeFjxBCCCGEEGLAc1q+fPlyewdxNU5OTkyfPh3nfrI8icRrWxKv6E397d9H4rUtiVf0pv727yPx2pbE6xgceo6PEEIIIYQQQvQGGeomhBBCCCGEGPCk8BFCCCGEEEIMeFL4CCGEEEIIIQY8KXyEEEIIIYQQA55DFz6vvPIK0dHRuLu7k5KSwldffWXvkKzaunUrCxYsYNiwYWg0Gv73v//ZO6SrWrFiBRMmTMDHx4fg4GAWLlzIwYMH7R1Wh1auXMm4cePw9fXF19eXyZMns27dOnuH1SUrVqxAo9Hw6KOP2jsU0YbkF9uQ/NJ3JL84pv6SW6B/5RfJLX1roOYXhy18Vq9ezaOPPsoTTzxBdnY2U6ZMYe7cuRQUFNg7tHYqKytJSkripZdesncoXbJlyxaWLFnCjh072LhxI/X19aSnp1NZWWnv0KwKDw/n2WefxWg0YjQaueGGG7j55pvZv3+/vUO7qt27d/P6668zbtw4e4ci2pD8YjuSX/qG5BfH1J9yC/Sv/CK5pe8M6PyiOKiJEycqixcvbnUsNjZW+eUvf2mniLoGUD788EN7h9EthYWFCqBs2bLF3qF0mZ+fn/Lmm2/aO4wOlZeXK6NGjVI2btyoTJs2TXnkkUfsHZJoQfJL35H80vskvziu/ppbFKX/5RfJLbYx0POLQ/b41NbWkpWVRXp6eqvj6enpfPPNN3aKauAqLS0FwN/f386RdM5sNrNq1SoqKyuZPHmyvcPp0JIlS7jpppuYNWuWvUMRbUh+6VuSX3qf5BfHJLmlb0lusY2Bnl8ccjvW4uJizGYzISEhrY6HhIRw/vx5O0U1MCmKwrJly0hLS2Ps2LH2DqdDe/fuZfLkyVy5cgVvb28+/PBD4uPj7R2WVatWrcJkMrF79257hyKskPzSdyS/9D7JL45LckvfkdxiG4Mhvzhk4WOh0Wha/awoSrtj4tosXbqUPXv2sG3bNnuHclVjxowhJyeHkpISPvjgA+655x62bNnicAnk1KlTPPLII2zYsAF3d3d7hyOuQvKL7Ul+6V2SX/oHyS22J7ml9w2W/OKQhU9gYCBOTk7trpAUFha2u5Iieu7hhx9m7dq1bN26lfDwcHuHc1Wurq6MHDkSAIPBwO7du/nLX/7Ca6+9ZufIWsvKyqKwsJCUlJSmY2azma1bt/LSSy9RU1ODk5OTHSMUkl/6huSX3if5xbFJbukbkltsY7DkF4ec4+Pq6kpKSgobN25sdXzjxo1cd911dopq4FAUhaVLl/Lf//6XL7/8kujoaHuH1G2KolBTU2PvMNqZOXMme/fuJScnp+lmMBi46667yMnJGRBJo7+T/GJbkl9sR/KLY5PcYluSW2xrsOQXh+zxAVi2bBmLFi3CYDAwefJkXn/9dQoKCli8eLG9Q2unoqKCI0eONP18/PhxcnJy8Pf3JyIiwo6RWbdkyRL+85//sGbNGnx8fJquTul0Ojw8POwcXXu/+tWvmDt3LsOHD6e8vJxVq1axefNmPvvsM3uH1o6Pj0+78cZeXl4EBAQ49DjkwUbyi+1IfrEdyS+Orz/lFuhf+UVyi20Nmvxin8Xkuubll19WIiMjFVdXV0Wv1zvskoWbNm1SgHa3e+65x96hWWUtVkB56623uv1a2dnZyrx585Thw4cr7u7uip+fn5KamqpkZmb2Wrw/+MEPmv4/CAoKUmbOnKls2LCh117f1gbicpADgeQX2+jN/NLWG2+8oQCKl5fXtQfaSPKL6G39JbcoSv/KL72dWzr67ICyffv2a463v+cWRRmY+UWjKIpiu7JKDHSbN29m1apVpKWlERYWRmVlJf/+979ZtWoVTz/9NE8++aS9QxRCDABnzpwhISEBLy8vSktLqaiosHdIQoh+bPPmzcyYMYPf/e53zJgxo9V9Y8eOxdvb206RCVuSwkfYRGpqKmfPnnXY3aqFEP3LggUL0Gg0+Pv78/7770vhI4S4JpbC57333uO2226zdziijzjk4gai/wsMDMTZ2WGnkAkh+pF//etfbNmyhVdeecXeoQghhOjHpPARvaKhoYH6+nqKiop45ZVXWL9+Pb/4xS/sHZYQop8rLCzk0Ucf5dlnn3X4pWuFEP3PkiVLcHZ2xtfXl9mzZzv83kDi2sgledErHnrooaZ16V1dXXnxxRf54Q9/aOeohBD93UMPPcSYMWP40Y9+ZO9QhBADiE6n45FHHmH69OkEBARw5MgRnnvuOaZPn84nn3zC7Nmz7R2isAGZ4yN6RUFBAYWFhRQWFvLRRx/x+uuv8/vf/56f/vSn9g5NCNFPffDBB3z3u98lOzu7aafz73//+zLHRwhhEyUlJSQmJuLv709ubq69wxE2ID0+oldEREQ0rfk/b948AB5//HHuuecegoKC7BmaEKIfqqioYMmSJTz88MMMGzaMkpISAGprawG1geLi4oKXl5c9wxRCDCBDhgxh/vz5vPrqq1RXVzvk/kDi2sgcH2ETEydOpL6+nmPHjtk7FCFEP1RcXMyFCxf44x//iJ+fX9PtnXfeobKyEj8/P+666y57hymEGGAsA6E0Go2dIxG2ID0+wiY2bdqEVqslJibG3qEIIfqh0NBQNm3a1O74s88+y5YtW1i3bh2BgYF2iEwIMVBdvnyZjz/+mOTkZNzd3e0djrABKXzENXnwwQfx9fVl4sSJhISEUFxczHvvvcfq1av52c9+JsPchBA94u7uzvTp09sdf/vtt3FycrJ6nxBCdNV3v/tdIiIiMBgMBAYGcvjwYf74xz9y4cIF3n77bXuHJ2xECh9xTSZPnsxbb73FP/7xD0pKSvD29iYpKYnMzEzuvvtue4cnhBBCCNHOuHHjWL16Na+++ioVFRX4+/uTlpZGZmYmEyZMsHd4wkZkVTchhBBCCCHEgCeLGwghhBBCCCEGPCl8hBBCCCGEEAOeFD5CCCGEEEKIAU8KHyGEEEIIIcSAJ4WPEEIIIYQQYsCTwkcIIYQQQggx4Dn0Pj61tbVs2LCBqKgonJyc7B2OEAOK2WzmxIkTpKen4+rqau9w+pzkFyFsY7DnFpD8IoStXGt+cejCZ8OGDSxYsMDeYQgxoH300UfMnz/f3mH0OckvQtjWYM0tIPlFCFvraX5x6MInKioKUD/ciBEj7BuMEAPM0aNHWbBgQdN5NthIfhHCNgZ7bgHJL0LYyrXmF4cufCzdwyNGjCAuLs7O0QgxMA3WYRiSX4SwrcGaW0DyixC21tP8IosbdObgQaqTJ/Pt5IMcPGjvYIQQju7YuoPs9ZnMsXWSMIQQDkLaMkIADt7j4xAqK/HI3cFhKqmstHcwQghHV3OpksSKHeRfkoQhhHAQ0pYRApAeHyGEEEIIIcQgIIWPEEIIIYQQYsCTwkcIIYQQQggx4Mkcn85ERVGxMpNfEsUgXplTCNFFoalRfL04k/jUKHuHIoQQKmnLCAFI4dM5f3+8F9/NHfaOQwjRL/iN8Of6lXfbOwwhhGgmbRkhABnq1rmiIsqffZm/PVtEUZG9gxFCOLri/CK23PEyxfmSMIQQDkLaMkIAUvh07tQpfB5fysuPn+LUKXsHI4RwdEWmU0x7bylFJkkYQggHIW0ZIQApfIQQQgghhBCDgE0LnxUrVjBhwgR8fHwIDg5m4cKFHJQtg4UQ10hyixDCViS/CDFw2bTw2bJlC0uWLGHHjh1s3LiR+vp60tPTqZRtg4UQ10ByixDCViS/CDFw2XRVt88++6zVz2+99RbBwcFkZWUxderUdo+vqamhpqam6eeKigpbhtc1Pj5UpqWTpPjg42PvYIQQ0P3cAn2XXzyCfTAGpBMYLAlDiP7IkfNLj0lbRgigj5ezLi0tBcDf39/q/StWrOCpp57qy5A6N2oUXl+t5y17xyGE6FBnuQX6Lr9E3TiKqOL1Nn8fIUTfcKT80mPSlhEC6MPFDRRFYdmyZaSlpTF27Firj3n88ccpLS1tuu3atauvwuuY2Yz5chlll82YzfYORgjRVldyC/RdfjHXmik7XYa5VhKGEP2do+WXHpO2jBBAHxY+S5cuZc+ePbzzzjsdPsbNzQ1fX9+mm7e3d1+F17HcXJz8dUz3zyU3197BCCHa6kpugb7LL4fey8V3uI5D70nCEKK/c7T80mPSlhEC6KOhbg8//DBr165l69athIeH98VbCiEGAcktQghbkfwixMBj08JHURQefvhhPvzwQzZv3kx0dLQt304IMUhIbhFC2IrkFyEGLpsWPkuWLOE///kPa9aswcfHh/PnzwOg0+nw8PCw5VsLIQYwyS1CCFuR/CLEwGXTOT4rV66ktLSU6dOnM3To0Kbb6tWrbfm2QogBTnKLEMJWJL8IMXDZfKhbv5eYSN2ZQtYzhCFB9g5GCAGOnVtG3pJIcV4hIyOH2DsUIUQPOHJ+6TFpywgB9PE+Pv2SszMuw4KQPCGE6AoXTxcC4yRjCCEciIuLtGWEoA+Xs+63XnsNxdWNg36TKL17Cbz8MmzeDIWF3X6pRYsgI0P9KoQYmAo+ymFXyHxOfnnU3qEIIYRqxQpqRiXwnP4djuWW2zsaIexGenw6ExSEpq6WkyU6InZsgXffgLo69b7AQIiPh4SE1l+Dg0GjafdSpaWwdq1a/AghBqby514lpXAdZYtOUD/nOpwn6EGvh8REkInRQgh72LkT5yMH+BnfRRmvgdhYMBiab8nJ4Olp7yiFsDkpfDoTHc09vM1qvo0+2J2k6XWM8zxCPHlEVuwnqCgPz61foXnzzeaCKCDAekFECNC+IBJCDBz/db2TC4xFf9aE/u+7SPj7W7hQT4PWifLh8Wj04/GeqkebolcbGz4+9g5ZCDHAVf/81+jWrGYMh5jqbiS9zEjy51mEr3oXp7oaFK0WTXx862Jo3Di5WCMGHCl8umAu61jHXNzd3dmd48L7J+MoLo4DbgVAq4WIoXWkBh1lonceCewnujqPkM++xvtvf0dbV6u+kMunMOV3cOoleHFLc0EUGmq1h0gI0f/cdq8v4V88zifLd7N7WCz/zL5C5c59eB00MfqkCf1JE+M+XI07NTSgoTRoFLVj9XhN0eM9VQ/jx4O/v70/hhBiAHF3UzjGCKaxhYZ77uUfF+7lsRw4VVdHAvuZrDVy4wUj+o+zePIfsyhTLgCfg68PuiA3Mn+aqxZDiYng5mbvjyNEj0nh0wV3spo/8HOefz4YvV49VlUFBQXq7eRJmPDiD2goLqX6FFRXwa4rOu5W9uBEPSM4ygTPPI7Xj2DLseFUF12mftnPcDarBVHDED80CfFo2vYQDR0qBZEQ/ZAPFSSNrCLuLgB3wICiGDh/HvbuhZU5dVzclo/zHhNBp00kbTKRvOkjoBKAi75RlI/S4zJRT8CNetyv00NIiB0/kRCiP9NoIJwz6CjlgQdoasuUlLiQm5tMTk4ya7Pv5zc5sK/YTBI5vMwShled44Fjr2Je8jBODfUoLi5oEhNb9wwlJICrq30/oBBdJIVPZ8LCKF/+Rx4kjLCw5sOenuoQ2dhY9edFT/2AUv0MdDrIzIS7o7cxr2InDWZwd64j8Se38PWr8FzCf9i5FYKpJLD8GPHkcbRkBK5f1+L7TTnDlLP8mxsBqPEcQnWUWgh5TojHNbmxIBo2TAoiIRxUYFIYmzP+SEJSWKvjGo16LWMvRz14AAAgAElEQVToUEhPd4GfjwPGUV//fY4cgXkPNHD5VCVu5cUsNr9MTJaJ17JGUr2yDh0beMH9lxRH6DEn6dFN1xM6T49TZLjkAiFE5zpoywwZAtOmqTeL+fOdePrpFALuDeb3U3fQ8NomPM1X8KSM1LrtvJmzGN2ed/F44284KWYUF1dITkLTshiKjwdnaWIKxyP/V3YmJASfXy9jcQd3L4rZRmmVCzpPF9aubV65TZeWxieZzY/5+s87SfOsI/PjNDIyYO1aZ0pLR3Py5GgeeAC+9z219+jf/1K4I3gC3gV5DL20n7i8PBLydhP7XiZwBYBarRtX3IdwctwCGsbEc3lYAqMXxjPUEIZGK40gIewpaGwI09cs6/LjnZ3VCyhDjuewVb+cRabHWFt/O4rb7XgqVawMfIbvHXuKz0K+z9uHb0B7qI7g94rIJILLzoGcCdZTFavH7To9YfP1BE6MkWJICNFaJ22ZlrQ5Jsb/ejkk6njxReDy31FK/kxVFSzMWc7KHxWQ9fwmtjpNwbPmMnfWrWJytpHJ+7bwfysnU8YJFG0BOj8n/vWdT5uLodhYcHKy8QcV4uqk8OnM5ctU/O9zPmcW0xb64efX+u7SKhfWnp/U9HNmZvuXyDyWpn6zaBFk/AFMywE9Op06dzAkBJYsUR+Sn6/h3bWjgFHUnp/CpY+/ofbLbZQbPXE9thsncx0oCpXVWup2GInb8S88uAIroBRfjrvHcy4ggfLweOrHJOCaHE/Q+HAiIjWEh4OLiy1+SUIIi5Ljl8n/6+fEPTyLIdF+nT/Bor4O1q6lfQqZgVe4ibvG7WV1/a28YRzPt266wprxQ1CyTPidMDFi078I//JZ+C2UanQc143ncrQeTYoe/1l6RswdjZevNDiEGLQ6acu00piLmmRmogG8AI8M+O1vIeNtHZX6bzHfuJwFbz9MTg78KhvWfVRPYuUOUhqMfHVxKsff2Ej0Sy8BYHb3REkaj3NqYxEUFQXp6epEaSH6iBQ+nTl+HO8f3MFvyOLNpOZksWiRujy1zrmq669lqYpCd7a/T1HUyUKnnWHxb2HbNlz37ycUqPQdyr4habw65Nv872Iae5RxBAQ7k5oK4xLMxHueYFhJHk4H9uN2LI/R57IJ2/Uf3HdWwz+hDB/yiGcTCZz2jackLIHakfF4xQ4nMkpDRARERkJEBOh01/wbE2JQO/fNcSb/+Q7yU7KuWvhYcggmE9TXofOs6/Cxuhl6MkrXonPdRsiDNxNw5gluDnsDxuogew1mMxzbXcjZT7J56s0wqkuuEJxziv9mfwvehHqcyHdJ4Hj4FC5H6ymJ0TPz4XhGxrvKaBQhBoMO2jI9ptfD2rVow02kv5RB5r6fUzk2jQW3OPPqq2ns3ZvG9kdg+vkD1FTUklz+FfOv/JfpOzczcueruFMDQL27N/VJetyuM6CZ0NgzNGKEFEPCZuRPXg9Z9uQh48/AjO492dkFFixQi525cyErFSViIZrTp4E1XDi5hZ0uU1jj8nM21aVxuiqa8bEaUlPhZ6mQmqpeKFFHszgBIxpvC5rfo6EBTpzgSnYeNdv3E5Gbx4jDuejOrsI1vwryoeJjb/KUePaRwGbi2U8Cp33i0URGtCuILN+HhkpPtRC9oTmHLG99ddWK5p7kNPWWQatNwZycICY1mJjU2Xhk1bPxe++T8dgIlBIPNFeqqfAZShnBjDjxBaOOv4L2S4WaN13J1SRy0l9P2Ug9zhP1hMxKJMHgIeuqCDEYWa7GOC/v+nMaC6DScBNryQB04JVJ6iSFnf8+CuvXM/83E/jQ+RZc6sq5pPFnjXIz20ijxCWIoVcKMOw0MnH3h0Q1/AmAWk8dtWP1eE4xoJ3YWAxFR0tSEr1CCp++Ul0Nu3bBtm1QOxNl61Y0ZWWYP9tAhfYLXnO7k3Wk8RmzmeidQWpjgfPAZHV1226vHqnVQkwM7jExuN86v/l4Q4Pas5SXh/f+/Rj255Gcuxeng6txulIF5XDloDcFp+LI0yaQVR3PP68kkEc8BUTg7KIlPJxWRVHLr8OHyx5oQvQZnU4tfurrWbRzCaWVzuhqimDdImo9t7AqdjnPHb+N7NIYgoNh3q2wcFYFE1xzqdhqwmOXiQlHdjJ0599x3mmm/q9O5BHPFjc9ReF6GpL1DJmWROwEHxISZMshIQaipt7nXUth4iR03byWC6gFUGYmzJpFww8XU/vJRtzPHKNe48xlZTPL+QV5YemELdCTPteJ380Ab284cwaysyEzB47svIiSZSLsvBHDLiMTdq0mgucAuOLpx5UEA55TUnC9rrEYioiQYkh0mxQ+tlJcDN98A199hfL112A0oqmro9rVl1ollTF1u4mggJ8of6Za48Xxh57j+6lQvRI2bLBhXFqteuUkOhpuugkt4ApqQVRQAHl5uO/fz+i8PEbv38/CvPewLLFb7+7FpeA4TnklcLAkHtOFBD5fH8+uC5E00NwtHRTUupeo7dfAQMlVQmAyqb09PR1fWl6u9hi/9x5s3EjplcW8PvwprlysYMSV4xyrimL7salERMCO9TBhgmX0iDdwPdx+vdrgCQGdt5l/PGLi8kYTPl+ZmLbPRNDxd3A5WkvDBxoOMZqP0HPCX0/VGD3uk8czaqIfiYkwerQs3iREf9bc+/xMp73PrdTXo6u9TEbsJbyLjtPgPx9tg5lqYz6FBHHKaTqvzF5L+Skf7vvf9cTEtH+J8HD1tmABQABwIyUlN5KbCx/mwNEdRdTvzCLwpBH9biOG3ZmE/+lZAKq8AqmMM+CRloL3tMZiKCxMGhjiquTPVWc8PLgSN55oPDrewFhR4Phx+Oor+PprzFu34XQwH4Bi9zC2Nkzhi7q72EYatZFjmTjZiZtTYdWq0dz4xSxWRpn4fX4G5MNbecsBfV99umZarTp+LioK5s1rPt7QAKdOQV4ezvv3E5yXR/D+/aTkfcB3KyoAUDw9qY2J43JYAmd08Rx2TWBPXTymS1F89pmWkyfVDi8LD4/2hVHL78PDZUsA0X+56jzI9xiPq66THc/bTiDuirIy+Ogj2D0KJWgqmpoaToZO4h3vp/n8yiyiizL4xH8RXwT8mKCROrz+m0lGBkyaZP3lLA2ejAwntJMmEDRpAkGWO+vqIC8P804TAV+amJVlYsiJNbhur4LtcIxoTOh5x0nPxQg9Gv14IieGkJio7nEo7Q8hHEhX2jJdUVUFr/8LZfd46vzSyawooUyrY2PDTH7EK5xPvJHEjGhmz4a0VxcxtfwuMi4tJyam6+2aVktsPxIEzKGmZg55ebAxB45sO0/dziyGHDaSaDQywfgm3i88A0C5VwjlYwy4XWfAb1aKOlRu6NBr+MBioJHCpzNxcbjnmfig5bH6eiitgBf/iWI0Uh8ShkvROQAOuyXwRc00vuIJ9vqmMTQ1ktRUmJ8KT09qvSH7unWNV0obx8gCEG5qXA9bZ32JuL6m1aoVSWSkenXZQlGaCiLN/v245eURun8/od98SEp5OXeCWuHExaHclkBVZDzn/BM45h5PXnU0BafVgignR/3ohYXNL23Z78Rab5HlqyzCIBzViPlxUGXqvRe0VCfvv4/y2WdoamupcNnKk06/I5PbqNdEcNNCGJsLmzeDp6dlHf3GtfUbV5HsNhcXSErCJSmJoAfvVY+ZzXDoEJhMPPmbWC6fr8Gv8hT/OT4XjsOZ/4aRpeh5Ez2HvPTUJOgJTQkjcZyGxEQYO1bOXSHswlpbpivKy2HTJpT1G6j9ZAOcfB7zlw9RomzmtzxKdmA6wTdNYNYcZ56ZpY7oaDKlMRd10K5pGmJH500eNzd12P/48cC9ocBNNDTcxPHj8HW2wpGtZ6n9xojPoSxGm4xMML2M9qViAEq8hlE6yoBzqoGg2Y1D5YKDu/ubEAOEFD5dUVkJO3fCtm3UfrkN7a7tUP1vGrY+ykVNIH9TfsA3mjQux11HfJo/qanwZCqMGdODhUksRZCl0WLhKIWQhUbT3FUzZ07zcUWB06chLw/2728qjLzWrGFkWRkjgXQPD3Upy4QE+Ja6QeuVmHgKnKI5edqJggJ1GpLl6+7dao1V12LRK1/fjouiiAi1cJJFGES/VVICa9eivPceyvoNaOtq2eszmbfqnuV9bqXMM4Jpj03hw/lqytBo1HTRan5d5tUbHT3i5ARxcRAXR8VqWHcQMjIUeGECmEwMyzLh942J2Tkv41ZWDLvgYlYQWebxbEXPC+g5P1TPEH1MUzGUmKjmSllqXwg7aTns1mxWf96wgbpPNuC06xu05noKnKJZZ04nSzOBO2YUc+n8EO54N43l8V3o2W3brmnMRU1D7Gjd3OkqrVZdAG7ECA3cFgaEATdTWAg5OQpHNp3iyjYjnvlGonKyMOS8gOurlwC46DmcSyMMOE00EDQnBZ/pKW2qNjFQSeHTmd//noZfPo4WhRKNH9uU69jGE1zW+HPHvCpSrncnNRWWTlAn6vWaxgZK0xWRjTvBgTqCOqTRqCscDB8Os2c3H1cUdRZji4KI/fvVrFdWhjsw2t2d0ZaCKD4ebmn8GhNDg8aJ8+ebC6KWxdHXX8M776htRQtnZ3XInLWhdJavsgiDsIUD72QT/d1Ujv9nB7HfGd/1J5aUwJo1mFe/h2bjBrT1dWS5Xce/6n7PJ+63ET8jnAULYOdN8MMfwq9/3f6KqVWNjY5FMdsotSyl7+wCen275zQt09+tPKOBmBiIiUFz2214QvP5bjIRYDIx02hi+u5MXAufhXNQsV7Hns/Hs71Gz8fo2eusRxs7moRxTk3FUGKimkZkuJwQvSA7m4ZJqaQqO3ht13i158SipgYWLqRh3XrM/sG4lF2iQuvD5w03sIG/cGJUOvEZI0lPh+S/wAefqIVKQkI3Y8jsvDe6oxzUnd6h4GC4MV3DjekRQATwLSorYd9ehc8+P0HlFiPu+42E789Cv/cP+PxNfeELnlEUR6lzhQJnpxA8JwWN/7Wu+y0cjRQ+nYmP51/czV9Zyqg7DCy4WcsPUyFv8k7e/9j9ml7asiBTy8aH5VjLn9euBRa9BKXPsOjrn5ORkdZ0n0MXQS1pNM2zGNPTm48rCpw9274g+vjj5izn5oY2NpZhCQkMi49nckIC3ByvXupp0a1TVka73qKCAjh2DDZtUt+moaH5rQMDr95rFBQkjS7RfUqDghu1KA2K1fsXxWyjtMpF3bfn8mVYs4aazHdx3vI5TuY6dmmv552G59kx7FYmLAxj/nx4dga4t0g3LXNHZ9OEmh57fRprLfnC0oooRV0au7EB0jzn5xp/CS3P94wMnFAX3ufCBcjOxttk4jqTiUnGD3E6+Seoh5oDnhw8mcz29/S8X6fnV+g54xtPbKJLq2IoMVGdAyCE6AZFQVtXSz0KmqpK+HQLbNhA7ccboPhZzPc9gEk7gXUNS9ilS8dvziRmznHhyXQYNqz5ZRr3Iu2WlvkqM5P2vdEAu56AjGcoNS1n7Wm91UEv19I75OUFk1I1TEqNhiejgdupr4dDBxrYuuEY5ZuMuO4xMvRQFuPynsH3n+UAnPEYQWGEgYbxBvxvTGH4zXqcA2S8bn8mhU9nwsJYRCYv8Cg//bkWfS+uO2CtaOmwkGm8I3PRIij9AwAZG9VE0b8qoDY0GnUWdFgY3Hhj83FFgXPn2hdEn37a3LXj5qaOkWnsIfJNSGBsfDxjZ4+wusxUXZ16EdpacbR+vfq1qsV+tO7uV1+dThZhED1RWuHMmhX7Kf/7e5gDP0fTYGYnabzPHzmh/xapt4bxwAL4y9iOC+/unO5WH9v2oKUB0tP5QF0VEqIOjW0cHusEavGXnY2bycQ4k4lE00YePPQyGkWhvtKVk/njMOXp2fS6nrca9OwlkaBw93bFUGxsD5b9F2KwOHQIgFdZzNhpuWCu5YxzBOvqb6SEIWSkFnHdfH/mzYYn9b27f6gl3bQrWFrOb7bsTdaYizJ1Opqv1NiGszPEj9USP3YkLBsJ3Kl2Vp9qIOvTw5R8bsQ510jIySziDy7He1Ul3Acn3UZzPtxAXZKBITNTiLplPN5DZa3//kIKny5wqIv+LRosukWQUboWNpkgdGer4Sv9tQ5qotGol5mGDYNZs5qPKwqcP9++IPrsM7UBBWo10qIgsnx1GTmSqChnoqKsv6WiwKVL7Yuikydhzx51MS1rizBcrTjS6aTXSAAXL1L77v8oefM9KHoI5f77yWYKH7n9mdJZt5J2+1D+b57ay2gXlgaIpQBqvPoK2P7Cip8f3HCDeqMx35aXQ24uziYTI0wmRpi2c1vZ39BgpkHrxIWaBPbt1bNth56Vl/XkkkSNszdjxtCuIIqMlHNQiPoX/kotHhQSzDLzcxwYns6o+WNIn63B98GdfLzdv/MXwfpIla5q1/Nj7b4Zesi8+jxnayNjejosri2NBsIjtIQvHgOLxwB3AVBy0Yzxk4NcXG9Em20k+KSRxKMf4vnfahqWaDjiGsvZoQZqEg34zDAQtTCZ0BgZT++IpPDpx5pP5sYrtI1ne1NPkDX9vSqyVBtDh8LMmc3HFUUdRtO2INqwQa1mQC2IRo9uVxAxciS4uKDRQECAeuuoZ6+6Wl1ooWVhZPk+K0v9vuUiDD4+HQ+li4hQ6zpZhGFgciq/TMlzb1D+9vsMy/8CJ0UhjylUaHxYft8Zpn57KL+b6mC9hpYCyHL1FdpNSO4TPj6QlqbeGmmqq2HvXrQmE0Mbbzfu/Q9PUYui0VASMIbDtXp27dCz/iM9z1UmU4IfPj7qanJtCyL/rrXzhBgQnJf/H4/OPcwabublNRG82KJw+NsPu/4615ICOuz5sfa6bQ+0KISa7mnMSW1f71oXTbBmSIAThu/Fw/fige8BUFNZz4FP8ylaZwSjkcATRmI+fhf3j2sw/0RLvnM8p0IM6sarUw1ELhjHiLEevdqbJrpPCp/OxMVxxbiPfxFDdJy9g+lEU1ZBnczc4qqHhe7rbWS2yASL9v2c0rFpXWrTdGfic88mSV8DjQZCQ9Vb45VjQC2ICgvbF0Sffw4XL6qPcXGxXhCNGtVuqSkPD/Who0dbD6OhQa2/rPUaffMNrFrV3DEFatHTchEGa8WRl1cv/66ETTmfPk5+yDRG/Wg2GhRMTOO9ES/i/t1vMeM7oXjP2Mlv3nDsfSVaXlHV6TLJXEtTw2OR6TFK6z3VOUqkXe1lepeHB0ycqN4samvVlSOzs/EzmZhoMjEx538sbRyzWhUSzakgPblVejZt1LPi73rO1qvL2A4b1r4YiotrPZdKiAFj2jSeNw7nIYKIjrdvKD3qNbLWkLAUQ7vsM+zfzcuZ2NsTib09EVCX/G+oqeP0xv1c+MSIeZeR6KNGIjf8G9cNddQ/6cQ+7VhOBhqojDPgnmZg+LxEEvRuknf6UJ8UPq+88grPPfcc586dIyEhgRdeeIEpU6b0xVtfOw8P3FMSsHOe6JarTXxetCiNjNLmxoqObawlw3ovUWMSaVnEtJz4bK07uaPH2o1Go84rCAmBGTNa32etINq0CYqK1PudndsXRAkJag9RB5fptdrmDqnUVOshlZWpvUZti6Pjx2HLFnUeUstFGAICrr4IQ3Dw4B3K44i55cjmM3hedOIbw0sMufcWZtwZwg0O3rvQtiHSdtiIeh43DjOZ0Tj0ftEiyPhDl4bFXe1CSNsLNN1qu7i6QnKyeru3/V5DniYTY0wmxph+zx1lZawE6kLCKAzTc8BTz/ZLej5Zpef558MADU5O6vWOxEQYN665IIqK6t05D6J/cMT80mNt2zItTzzn5X0aSq/VJpahb43D/psu7LbMSY3zFvvqYqzWzYXw+cmEz08G7lcP1tRw+at9nPvIiLLDSOIhI2Fb/oHLlnpqn3FhL4kc8zNQPsaAy2QDw+ckMM7gKr3SNmLzwmf16tU8+uijvPLKK1x//fW89tprzJ07l7y8PCIiImz99tfu5EnKf/E0Tyv/x/+rexLvevskiu642knd/r409dZyaItFY4undNcTrJ34TPMKUJbVVyzHaV5owbIiS78QHKzepk9vfbyoqH1BtHJl8wQfS0HUsncoIUFtMXVh3JKvb3MNZU1dnboCnbWluzduVL9vuQiDm1vHvUWWRRgG4qRvR80tMcsWcvboPma/MJfw60PUg3ZsZHRF93JGmzusDYtrw5IXrF0IaTksBXrhYkmLvYa4Sx2fT0ODemXBZMLFZCLMZCIs6yVmXrzIk0BDYBBlI/Qc99NjQs/nJ/X8aWM0l0vUKwpeXtaHy8m2HwOXo+aXHmvRllnyh0giW40Hs29o16p5CF0arG3Tnmmct2hpr9hlUSg3N/xmpeA3KwVoHFd45QpXdu3h3EdGvL42MvngdobueBOnHQ3U/NmVXJI46G2gZKS68WrYjfEkpTgTETF4L3T2FpsXPn/605+47777uP9+tfJ94YUXWL9+PStXrmTFihW2fvtrd/EiPqv/xuc8xK+mlsKWgZEo2mo7WVDVeDXlRtTJhhaWpNIiuTRdcXHd1uqFdKbHyAj1bFp4wfJeHfVat70i0+dD5kCdYT5tmnprqbi4fUH06qvq2DZQC6JRo5oLodhYNfBuTuJxASIbbwQ13lKa71cUKCuHokL1rQuL1JqssBAKt8H+/8K2FnsaaQB/PwgKVju+goLUr1XmM939zTgUR80tDYXFzDj8BvknFsP1kQAs2vQDSvVqj6NuxtWe3b8tIpNSrPQAW/LCLis9y30xTKV5p0O4/Xb1mGWzZZMJrcnEEJOJ8aZ/MP7sCu4DFJ2O2uv0nA3Vk+eSRH5hAEe/dGL92/BxvfoS/n5qb1B0tPpVpwNnmbPHqaLT9g7hmjlqfumxFm2ZO38RyZOmxyhtGs5q39B6i9UtQmbo1baJpR1jmQrQuK+ZzrmKTP2fAZqH8TYeazsV4FoWTWjH3R33qROJntpi6G5VFfVZuVz+zEjgV0Yi8rYQnPMq2hyF6lfdySGZ9W4GLkXpCYgNJmqkM7ohoB1khdC15hebFj61tbVkZWXxy1/+stXx9PR0vvnmm3aPr6mpoaampunniooKW4bXLX/mMcze/fAqTxdda3uj+fmNPUiW45ZvWmSMjhZfaHdFpoNjXWZt/N21fNDAQJg6Vb21dOECfPEFbN0KubmwbRusWQP19T1/r6vQALrG28iuPuly4+1g86H+3DTpbm4BO+WXxv/3Slne6X47A0HbfYCaLypfpWfZcqzteP2e6up53nKz5Ztvbj5eUABr16L54gvc9uwhOusbomtquMnaa1jOq+yehzsQhdo7gGvUb/JLDzzN/xHzmNOAzEnd2SKkdGxac65aq16NKs2g1bHScFOrqQDWRrl0S2e5ydMT5ymTCZ0yuflYWRnKxx9T9+5njN6+G33x33A7+FKrv+WDzbXmF5sWPsXFxZjNZkJCQlodDwkJ4fz58+0ev2LFCp566ql2x38QfxJnzUWbxdm5LdTiistGDRo3dedzrRYyevjbb7qa0Hh1oUuuslR123a91UUNrrLc49UeZ03Nl9uY4ubSpd9By6spFsudn2HnLlhe+hgVDc2fX6uFjF1PUFoKU9Y/AYCvU9VVn3NV9fXw722gWaz2xlh+7g2KZXNKy9dw4LuNN/tdfrG+ZWZrKe553Di1lst1RbDpaZvHZAvdzS3Q1/llCyyqavp/T6utIyNUzR2dnv8tekfb6s1lW625Wq9rR7FY8gE058XSUpji1nj+ZjR/VstxAG9tFct1f8Zc1tgrzFKApvPfcj/08LzvDqXpP41fxzXeoOX53NH5NcguuF7VJN889BNPw+e/tXcoPeb4+aWnttCAFs12F5ycmnNSd7TNX01/49vMCb7qa1wlV3V0nbI7ue5qMezbpxY2NV9uIyPUBXNZFTtDG/OMM5ABy02wMxQ1N7Vok1jaIwDmsqqmdkqXdSc3tWpjhKPOF7of0KAweHNOb+SXPlncQNNmQKKiKO2OATz++OMsW7as6eeDBw8yceJE/p4XSVycnZZUM5kgJQU9Wazcoe+VDUwXLYKM0hnNk4S7+qTSUhZtsjQSmhOQ5SqE5T6dcxVr2xQbba9OtLxy0eptWrx+R4KDIfPYpC6HnVHaZmxP4+8wUAfrurA6XEbpjG4955rV1cHRo62HtOXlwcGD6ipSoK6Fa5mo03KuT0hIrwzAra5unt9jbcPVU6daL5vt69vxHJ+ICHWxheYRd+rk3Pz8fIjvn4WPRVdzC/Rdfsn/t4m4u1PIz8wi7q72CaPT8/8qf7Ut53HLRoflXO/o3O3OhRbL67XNM23zSctY3IYsZ30H8/qarpxmWJ9C+EzpDPyvMvT1mcbc0SvnfXk55OSoOd1yy88HsxnF2Zna0WM5P1RPnoeebVV61p0ex56jXpjN6tOjotrP8Rk9ut3Cj4Ipjbml/xY+Fo6YX3qsRVvmzWtoy7TNX01/oxv3E+woX7R6jRZtlbYXRtuO8rharmv7fGuPbffetY9RusuzqR3TMs80afzdtM1NLdsz/rfCJ9eSkxQF5WQBReuMlHxuxCnbSPDpLHzq1GVfTxJBtpOBc8MM1I4zMOQGPXFpAYwdC56Denuga88vNi18AgMDcXJyaneFpLCwsN2VFAA3NzfcWszC9vb2tmV4XRMSQvmSX3I7IVgJuUd6dFW28Uktn9rURds4VKT1y7Y5kdsOMbE25KTN6/eG3htCZwN1dXDkiPUCx1JVBASoRU1aGjz4YHOBcw1LqSmKupK2tSWvLV8tC8tB816ulmJm4kTrG6UOJt3NLdB3+WXImBA2p/6SMWOsx9Hp/9NXe0Djedu6kFDP9Y6edbXiw7oZVl7LysSklnP9eqCz38M1nfuXLkF2dusip3HnesXNjfLoJE4EpJEz+cd8UaLno2NjuZznBnnqfqqJiXDdjfDDZer3Y8eqFxfE4ODI+aXHeqkt0/a8bLefIGA1XzhHT8QAACAASURBVLR8TuPXlsPMmrSZQ3y1XNf2+dYe29F7t4+/cz3OSYpC3YkznFljpOxLIy57jAw7Y0RXf5FgoJYw9roa+CpyGeZkA/43phA3NYgFo2SfP1uwaeHj6upKSkoKGzdu5JZbbmk6vnHjRm5uOabakYWF4fPSCh63dxzXyNpOx4NGba31AufQoeYCJzBQLWqmToXFi1sXON1UV6fOme6oqCkoUHt0LNzdm4uY5GT136llURMW5mCbXDoAR84tQw1hDN3uOJOfr2Wn9X7x3ufPty5wTCb1RAPMHl4Uh4/noPccdib8ik/P69l2MZb6Ay64uqqneOJ4ePx7zb04w4bJqkmDnSPnlx5zwLaMtUWVLLmiK7nDUds1FYfPUfBfIxWbjbjvMxJ23khAfSFRwHlCyPOcwJ7RD4M+hYD0FOJnDmXOUMk7fcXmQ92WLVvGokWLMBgMTJ48mddff52CggIWL15s67fuHeXlVH2VRRYpJE/xwcfH3gH1TB/u6WU/tbVw+LD1Asey0EBQkFrUTJsGDz3UPEwtKKjLb1Na2rqIaVvYnD3bYnhu41taipi5c9v31gQGSsLrCUfNLeVnyzn6bhYj7kjBZ5j9E4Y9z/1efW9FUcd4ti1yzp0DoNbbj9NBeva43cHW0PGsu6DnYPUolMNaYmLUoibtFvhRY4EzapQ69U8Iaxw1v/SYA7ZlerSMfjcfY0uKAoV7L1DwYRbVXxnxzDMSXphFqPks8UARgRz0ncDJhAfRTDAQNNdA3Mxh3KCTP/j2ZPO0/+1vf5uLFy/ym9/8hnPnzjF27Fg+/fRTIiMjbf3WvePwYTxvmsEjZPFmVu/M8ekt9rySa1c1NdYLnMOHmwuc4GC1oJkxA5YuVQuc+PhOCxyzWb2AfLXempbTL5yd1UWhIiPVfU1vuKF1UTN8+GAfj2s7jppbTm86TPJjM8gPsj7H51o40jlv01gaGuDYsfZFzkV1knildzBHh6Rg5AdsdNWzvVbPyYpIAtw0as/NbPhJ4wakCQngaKOOhONz1PzSYw7clukPzGY4vruY02uyqPnaiPdBI5HFWYQ3nCIEuKTx58gQA3vH30N+qoGQmwyMnDGcNDcpchxNn1zveuihh3jooYf64q0GFXtf7bC5mhq1t8ZagWOZcRwSorZsZs6EH/+4ucDpYGfBqir1onFHRc3p060XDdDpmouYKVPaLyAQGipjcO1psOUWRzrney0Ws1mdV9eiwFGys9GUlQFw2Wc4eW56tl35MV+hbjB6uW4o8cFqkWNIhHsbe3FCQ6X3VPSewZZfhKq6GvK/ucy5j7Oo225Ed9hI9OUsRionGAmUanQcDzBwfNJ3OHO9gWELDISnRTFxsG2o009JR7+wvytXrBc4R440FzihoWqBc+ON8OijzQVOQEDTyyiKusfoyRNQsNX6UDRriwZYipjU1ParoTnClXUhBozaWvX8blx4QMkyoeTkoL2iTno75zWCbI2eryoeJws9OYxHFxLUNP/m+4nwx0S1d1UuOAghrtXFi7B3WymFn5kw7zQy5GgWo8qM6DkKQIXWh1OBeoqm3ErFFAPDMgz4G2JI1mrtHLnoKSl8RN+5ckW9smutwGloUB8zdKha4MyeDcuWNRc4/v7U1sKZM41FzHE4ubn9XJuWiwZ4eDQXMHo9LFzYuqgJD5elaIWwmepq2LOnqcCp32XC6cA+tHW1NKDhhHssO2v17G64DRN6TgckE5k0hHGNQ9S+laie+l5e9v4gQoj+TlHgxAnYt72cog3ZKLuN+J/IIr7KyHTUFR+rtF6cDR5P9YQFHJ1mICzDgHfiKOKkyBlQpPDpjIsLdcFh+OMijeSuqq62XuAcPdpc4AwbphY4c+c2raBWGh7PyVK/5mLmKJz8srm4OXeu/aIBliJm3rz2iwYEBMiwF9H3nNxdOKcNw8l9ECWMFnvk1O00UbfLhPvxfLQNZuo1zhzQJrDLrMfEvex31VOfkMSoZC8SE2FeIvwikV7bLkAIYcUgasvU1albdO3dUcnFL3IgK4vgAiPj6ozcxAG0KNRo3TkfOp6aKbM5N+MJgucZ8Iwfw0jpSh7wpPDpTGIiLhdO87m943BEVVXWC5xjx5oLnLAwSEigYe5NlIQncMY3noNO8Ry9OEQtbo5AwZdqYdM4pB9Qe2KGD1eLmNGjYdas1htzRkSoPTpCOJrRtyaC+TRD7R2IrTTukWM2mqjYakKTbcL73GG1MaFxI0dJwkQaOZofUxShx02fQGyyO4mJ8EgixMTIMDUh+twAbcuUlakdy3t2VnN5cy5OuVkMPWNE32DkTvJwooFarRtFw5KoT5pB2cyfoZtpwC0+jkhZ1nFQkn910bmqKjhwwHqB09gF0xAWTlV0AsXjFlBwXQIHtPFkVcdz8LyOk4fg9JfNC64BDBnS3DMzdWrroiYyUr36K40jIezswgWULBPlW0xUfW3CPc/EkMsnAKjGiz2Mx8Qcjvr+iivxenSTYklIdmFiInw/Xi5OCCF6h6Kooz5ycmDP7hpKtu7BdW8WEUVGDBh5kH04Y6Ze68KlsHGY9ddTO/MRPKYYcE1IIGygd3OJLpPCpzN791I3ay7/n707j4+yuhc//pmZ7NskkBVCViD7TCYJETAgiKKoRK3aRYlYa1tb6HXpbav2/q7otZfe3i62dalUS6/UrW4Fd1CRiICQTDITkhDWsIYlLJN9mWR+fzzJZA8BMpnJ8H2/Xs8L8szkmW+A58v5nnOecxbxEX/4NIOMDGcH5ECNjYMWOLYDB1B1FThNoVM4EZpGddDNlGemsaMplcJTqVQfDYKjymXUamUmW3cRM3PmwNXQZBd04a52v11G4DcXUf/Pj5TRn/HAZoMjR2j+ykjtBiOdO4xo9xsJbjyGCuggmHKyKPO4ndOJWXRmZhFx5VTS9RruzLigbbCEEM4wjtoyHR3K4q2lpVBW3Ma5zTvxKS9mer1S5DxMGV6006H24FxMOuTMgKt/BFdk45GRQbi3t7N/BOHCpPA5n/Z2PE8e5QztfZY5HtcaGvoUOJ1l5XTsrMDjSLW9wDntH8M+nzTKOm/la00aJmsqlaRQXxuEX1PfIua+fkXN5MmyaIC4fHW0tBPVeZRzLS6aMDo7aa/az/EPjdQXGvEsKyH8qBFtWy2+gDdhGMmmeuI9NOqy8JqZxZQ5cWToVMyPVzo2hBDjjIu2ZZqboaysayTHaOXclgoCq4rIaFOKnFsx4U0bnSo19bFpqHNz8Lzqe5CTjUanY6IMK4sLJIWPO2towFZRSXNROQ3bK7CVl+N7oIKg09X2txzWxGLuSKOC2ygnjQpSqQ1NITQ+0F7MpMXAol6FjSwaIMT4YLN2cHxTFSc+UhYdCNhtJLq2hMDOOqYAh4mmwjuLbVOW067LInBuFlPnTmJeqgofH2dHL4RwJ6dPKwVOSQmYjB1Yvt7FxANFZNmKmEERd6tK8bG1YFOpaIxNwWNmDt5XFkB2NurMTLSyG7gYBVL4jHMdHXB8Tz21XyoFjqqyAv+D5YSdqiCi+SAqwA84QRzlpFGlvoPjYWk0xKTSmZRC5NQAYmLAEAs3xygLCkgHihDjj+VUGwc+qODs50bUJUYmHDSSUG8iiiaigP2qBKpDsqjMfgRNThah1xpInhvOdRPPe2khhBix7qWj7UVOSSeWHbuJPqGM4sxWF7GMEnw7mwBojk3Cc1YOHrnfhJwcVAYDAQEBzv0hhNuSwsfFNTb27FFzbFcdraUVaHZVEHS4nIjTFSS0lBPDYSZ3vb9aHc/BgDSqJn2Lpvg0bCmp+OekMHm6P9mxcEOETFURYjxra4PdpmaOflxG01dGfCuMTDphJKmtjEyUPXIOeCVzLCqLLXm34zfbQPRNmcTpQkiQe18IMYra25VHgvsUOcZ9JDUoRc71nkU80mnEr6MBgLbYqXjMzEGdcwvk5IDBgK/sFC7GkBQ+5zNtGk0fbOSPTGPatNG9tM0GJ0/23YTz4EGo3WfBc08F2qMVxDaWk0oFaZRzHUcA6ETFqYB4TkencTrhTs5kpBEwI5XwucnERfkTN7phCiEuQPT8aZT+YSOJ8y8tYdhsSk6o+Lqe2s9MdBYZCd5vJOGckRQqSKeDdjw4FJjGmaQsTIZ7CLk6i5ibdCRODCBxlH4eIYQbGIW2TF0dmEw9RU5piY2m8gPo2pUi51u+RfzKasS/3QKANSYej9xsyPkPpcjJysIrJGQUfyghLpwUPucTGIjfDfOYcxHf2toKR44MLGy6f7UcPEdiW4W9sNGpK7hTXU6kVVkezaZS0RCeQOu0NDx1S7DmpuGhS0WdnEyEnx+y358QridwUiCZD867oO85e1Z5wHf312epLyzBs8xIxFEjGVYj17HbvkdOTaiOhitns3/mciJvyCJodjqJPj5S5AghhncBbZnupaNLSpQip7QUSow22vcfIocirlAX8QP/IjJai/FvPwtA55QY1DnZkPNzpcjJzsZjosyjFa5HCp/zOXqU+pXP8AzLufvRyUzumlNms8G5c0MXNYcOwfHjyvu0nCONcmYGVnCNXzmptgriGsvRth1TrqVS0RmXiFqXhir1bkhLg9RUVMnJBPr6EujEH18IcWFqio5S9ZNnSPrzcqJyJvd5rbVVWVCxrAwObDthX3Agsc5IFkbmUg1Ai4c/pyZnYs1YyJmrHmHitVl4p6YQJ8slCiEuxhBtmd5LR3cXOiVGG161R8mhiDzvIn7mV0RqSzEB1AJgi5qMKjsbch6yFznq8HAn/nBCjJwUPudz4gRbnjXyZ6D4uLL0YndhU1/f8zYvL0ibdJY5E8pZ5F1B8pRypoRUEHqiHO/TNcqbGtUQmdhV2NzTU+AkJaGRFQWEcAvnqk4wd9v/8NmXd7Hj2GTKzDaObT+CqtRIxBEjmTYj8zGyBKXjo9lbiyU1C03ObVgXZOGRm4XPtGlMkR18hRCj5cQJPJ59mr+zlMbgnhXWzGYIaqohhyIWBBVxh08Ryc3FBHACAFtwBKqcHMhZZi9yVFFRTv5hhLh4UviMwAv8kJNEsHMnJCXBjbPOkDm3nGntFURbygmpqcBrbzmq6uNQjbJ6wNSpSmFz6732AoekJGSNWCHc21v/7GA3fyf14VfIwsgPVUZCbUpPaXNAGC2pWfjmLYVZWZCVhW98PL6yPrwQwoGaW1RosRDMOUwrP+T60CLu8yomyaOIgK5OGLxCISsHcr7fU+RMniz7Vwi3IoXP+Rw7xpvcwT+5gxuDThH0dTmcUHpC0Gh6Cpx59/UtcGTnYCEuS/kn/4qev9IQGIlmZi4+s5dDdleRM2mSFDlCiDHn+9zvOMu7+NMEnUB7COhzIGepvcghJkaKHOH2pPA5n8pKNHQyk6/pCMqGH/ygp8CZPl0KHCFEH75Lbodtf+Xw8x+QcleWs8MRQggIDcWfJn7Or7l77R2kL46XIkdclqTwOZ+bb6Z+ewXPq1ew7DexhMQ6OyAhhCvzy0ziy+nfIz5OVjQSQriIhx6i/ngD2L5NoD4WpOYRlykpfM5n+nQC31zNb5wdhxBiXIi+MpboqhedHYYQQvSIjSXw9RelLSMue7KP9/k0N9NSXE5FcTPNzc4ORgjh6prPNLN3bTnNZyRhCCFchLRlhACk8Dm/ykp8ctJZklNJZaWzgxFCuLrqjyqZeks61R9JwhBCuAhpywgBSOEjhBBCCCGEuAw4rPCprq7me9/7HvHx8fj6+pKYmMjjjz9OW1uboz5SCHEZkNwihHAUyS9CuDeHLW6wa9cuOjs7eeGFF5g6dSo7d+7k+9//Po2Njfz2t7911McKIdyc5BYhhKNIfhHCvTms8Ln++uu5/vrr7V8nJCRQVVXF888/P76Sh0pFp6cXHjaVLHkvhAtw9dyiUqtoxQuVWhKGEOONq+eXiyZtGSGAMV7O2mKxMGHChCFfb21tpbW11f51Q0PDWIQ1PIMBdVsr250dhxBiSOfLLTB2+SX5Owb4TivJDrm6EGKsuVJ+uWjSlhECGMPFDfbt28ef//xn7r///iHfs3LlSrRarf3Izc0dq/CEEOPUSHILSH4RQlw4yS9CuJcLLnxWrFiBSqUa9igqKurzPceOHeP666/njjvu4L777hvy2o8++igWi8V+bN/uAn0TlZW0pGZxW6osASmEIzkyt8DY5Zd971dS6ZfFvvclYQjhKtwlv1w0acsIAVzEVLfly5fz7W9/e9j3xMXF2X9/7Ngx5s+fz6xZs1i1atWw3+ft7Y23t7f964CAgAsNb/Q1N+NTWcIBZNMvIRzJkbkFxi6/tFmaSWkuodIiCUMIV+Eu+eWiSVtGCOAiCp/Q0FBCQ0NH9N6jR48yf/58srOzWb16NWq1bBskhBic5BYhhKNIfhFCgAMXNzh27Bjz5s0jJiaG3/72t5w6dcr+WmRkpKM+Vgjh5iS3CCEcRfKLEO7NYYXP+vXr2bt3L3v37iU6OrrPazabzVEfK4Rwc5JbhBCOIvlFCPfmsPHbe+65B5vNNugxrsTH0/C3f/Kff4snPt7ZwQghXD23RM2OZ+tD/yRqtiQMIcYbV88vF03aMkIAY7yPz7gUEkLAd+/gFmfHIYQYF4LjQ5j1+zucHYYQQvSQtowQwBju4zNunThB/RO/5y9PnODECWcHI4Rwdad2nuCLm3/PqZ2SMIQQLkLaMkIAUvic39GjBK74KatWHOXoUWcHI4RwdbWmo8xb91NqTZIwhBAuQtoyQgBS+AghhBBCCCEuA1L4CCGEEEIIIdyeFD5CCCGEEEIItyerup2PVkvj1YvJQYtW6+xghBCuzi9Ky9cRi4mMkoQhhHAR0pYRApDC5/wSE/H/bB2rnB2HEGJciL06kdjj65wdhhBC9JC2jBCAixc+HR0dAOzbt895QVitWM/UUUcQQRM88HDpPzEhRq77vuq+zy43jsov1hYr9UfrCJwchIePJAxx+bnccwu4SPulN2nLCDdxqfnFpf/p79mzB4DFixc7ORIh3Fd1dTXp6enODmPMSX4RwrEu19wCkl+EcLSLzS8qm81mc0A8o6K2tpawsDC2bt2KdhxMSm1oaCA3N5ft27cTEBDg7HDOS+J1LFePt6Ojg+rqahYuXIiXl5ezwxlzkl8cS+J1LFeO93LPLSD5xdEkXsdy5XgvNb+4dOFTV1eHVqvFYrEQFBTk7HDOS+J1LIlXjKbx9vcj8TqWxCtG03j7+5F4HUvidR2ynLUQQgghhBDC7UnhI4QQQgghhHB7mhUrVqxwdhDD0Wg0zJs3D49xsgSJxOtYEq8YTePt70fidSyJV4ym8fb3I/E6lsTrGlz6GR8hhBBCCCGEGA0y1U0IIYQQQgjh9qTwEUIIIYQQQrg9KXyEEEIIIYQQbk8KHyGEEEIIIYTbk8JHCCGEEEII4fZcuvB57rnniI+Px8fHh+zsbL788ktnhzSowsJCFi9ezKRJk1CpVPzrX/9ydkjDWrlyJTNmzCAwMJDw8HBuueUWqqqqnB3WkJ5//nl0Oh1BQUEEBQUxa9YsPvroI2eHNSIrV65EpVLx4IMPOjsU0Y/kF8eQ/DJ2JL+4pvGSW2B85RfJLWPLXfOLyxY+b7zxBg8++CC//OUvKSkpYc6cOSxatIhDhw45O7QBGhsb0ev1PPPMM84OZUQ2bdrEsmXL2LZtGxs2bMBqtbJw4UIaGxudHdqgoqOj+fWvf01RURFFRUVcffXV3HzzzZSXlzs7tGHt2LGDVatWodPpnB2K6Efyi+NIfhkbkl9c03jKLTC+8ovklrHj1vnF5qJyc3Nt999/f59zycnJtkceecRJEY0MYHv33XedHcYFOXnypA2wbdq0ydmhjFhISIjtxRdfdHYYQ6qvr7dNmzbNtmHDBttVV11le+CBB5wdkuhF8svYkfwy+iS/uK7xmltstvGXXyS3OIa75xeXHPFpa2ujuLiYhQsX9jm/cOFCtmzZ4qSo3JfFYgFgwoQJTo7k/Do6Onj99ddpbGxk1qxZzg5nSMuWLePGG2/kmmuucXYooh/JL2NL8svok/zimiS3jC3JLY7h7vnFw9kBDKa2tpaOjg4iIiL6nI+IiOD48eNOiso92Ww2Hn74YfLy8khPT3d2OEMqKytj1qxZtLS0EBAQwLvvvktqaqqzwxrU66+/jtFoZMeOHc4ORQxC8svYkfwy+iS/uC7JLWNHcotjXA75xSULn24qlarP1zabbcA5cWmWL1+O2Wxm8+bNzg5lWElJSZSWlnLu3Dnefvttli5dyqZNm1wugRw+fJgHHniA9evX4+Pj4+xwxDAkvzie5JfRJfllfJDc4niSW0bf5ZJfXLLwCQ0NRaPRDOghOXny5ICeFHHxfvKTn7Bu3ToKCwuJjo52djjD8vLyYurUqQDk5OSwY8cO/vjHP/LCCy84ObK+iouLOXnyJNnZ2fZzHR0dFBYW8swzz9Da2opGo3FihELyy9iQ/DL6JL+4NsktY0Nyi2NcLvnFJZ/x8fLyIjs7mw0bNvQ5v2HDBmbPnu2kqNyHzWZj+fLlvPPOO3z++efEx8c7O6QLZrPZaG1tdXYYAyxYsICysjJKS0vtR05ODnfddRelpaVukTTGO8kvjiX5xXEkv7g2yS2OJbnFsS6X/OKSIz4ADz/8MAUFBeTk5DBr1ixWrVrFoUOHuP/++50d2gANDQ3s3bvX/vWBAwcoLS1lwoQJxMTEODGywS1btoxXX32VtWvXEhgYaO+d0mq1+Pr6Ojm6gR577DEWLVrElClTqK+v5/XXX+eLL77g448/dnZoAwQGBg6Yb+zv78/EiRNdeh7y5Ubyi+NIfnEcyS+ubzzlFhhf+UVyi2NdNvnFOYvJjcyzzz5ri42NtXl5edmysrJcdsnCjRs32oABx9KlS50d2qAGixWwrV69+qKv+eWXX9oWLVpkCw4Otvn4+NimTp1qe/LJJ0cl3nvvvdf+7yAsLMy2YMEC2/r160fl2mPBHZeDdAeSXxxjNPPL0qVLh7weYNu6deslxyv5RYy28ZJbbLbxlV9Gu+1iNBptN998sy0qKsrm6+trS0pKsj3xxBO2xsbGUYl3vOcWm80984vKZrPZHFdWicvBq6++SkFBAd/85je58847CQgIYN++fRw7doz//M//dHZ4Qohxat++fZw6dWrA+cWLF+Pt7c3BgwfdZvqFEGLsVFRUkJ2dTVJSEo899hihoaEUFhby1FNPceONN7J27VpnhygcxGWnuonx4ejRo/zgBz/ghz/8Ic8995z9/Pz5850YlRDCHSQmJpKYmNjn3KZNm6itreU//uM/pOgRQlyUV199lZaWFt5++217jrn66qupqalh1apVnD17lpCQECdHKRzBJRc3EOPHiy++SGNjI7/4xS+cHYoQ4jLw0ksvoVKpuPfee50dihBinPL09ASU54N6Cw4ORq1W4+Xl5YywxBiQwkdcksLCQiZMmMCuXbvIzMzEw8OD8PBw7r//furq6pwdnhDCjVgsFt566y0WLFgwLld0EkK4hqVLlxIcHMyPfvQj9u/fT319Pe+//z4vvPACy5Ytw9/f39khCgeRwkdckqNHj9LU1MQdd9zBt771LT799FN+9rOf8fLLL3PDDTcgj5AJIUbLa6+9RnNzM9/73vecHYoQYhyLi4tj69at7Ny5k8TERIKCgli8eDFLly7lj3/8o7PDEw4kz/iIS9LZ2UlLSwuPP/44jzzyCADz5s3Dy8uLBx98kM8++4xrrrnGyVEKIdzBSy+9xMSJE7n11ludHYoQYhyrrq5m8eLFRERE8NZbbxEWFsbXX3/NU089RUNDAy+99JKzQxQOIiM+4pJMnDgRgOuuu67P+UWLFgFgNBrHPCYhhPsxm80UFRWxZMkSvL29nR2OEGIce+SRR6irq+OTTz7htttuY+7cufzsZz/j6aef5m9/+xubNm1ydojCQaTwEZdEp9MNer57iptaLf/EhBCXrrsH9r777nNyJEKI8a60tJTU1NQBz/LMmDEDgJ07dzojLDEGpFUqLsltt90GwEcffdTn/IcffgjAzJkzxzwmIYR7aW1t5R//+Ae5ubnutYO4EMIpJk2aRHl5OQ0NDX3Ob926FYDo6GhnhCXGgDzjIy7JwoULWbx4MU8++SSdnZ3MnDmToqIinnjiCW666Sby8vKcHaIQYpz717/+xZkzZ2S0RwgxKh588EFuueUWrr32Wh566CFCQ0PZtm0bK1euJDU11T5dX7gflU2W3RKXqLm5mSeeeIJXX32VmpoaJk2axF133cXjjz8uc/GFEJds4cKFbNmyhZqaGgIDA50djhDCDWzcuJFf//rXmM1mLBYLU6ZMYfHixTz66KP255eF+5HCRwghhBBCCOH25BkfIYQQQgghhNuTwkcIIYQQQgjh9qTwEUIIIYQQQrg9KXyEEEIIIYQQbk8KHyGEEEIIIYTbc+l9fNra2li/fj1xcXFoNBpnhyOEW+no6KC6upqFCxfi5eXl7HDGnOQXIRzjcs8tIPlFCEe51Pzi0oXP+vXrWbx4sbPDEMKtvffee9x0003ODmPMSX4RwrEu19wCkl+EcLSLzS8uXfjExcUByg+XmJjo3GAqKuD22/kGb/HUW6mkpjo3HCEu1b59+1i8eLH9PrvcuFR+GUxXztn3P2+x+BepvPUWknfEuHC55xZwwfwi+US4iUvNLy5d+HQPDycmJpKSkuLcYOLjad25h/eJZnKiDz4+zg1HiNFyuU7DcKn8Mpj4eNizh/jQaPZ8w4foaCTviHHlcs0t4IL5RfKJcDMXm19cuvBxKT4+eKdNxQX6bYQQlwMfH5g6FR9garCzgxFCjGuST4QAZFW3kTtwgIZblvDQLQc4cMDZwQgh3N6BA7BkCYcLD7BkCZJ3hBAXT/KJEIAUPiN39iwBa19h09qznD3r7GCEEG7v7Fl45RUaDp/llVeQvCOEuHiST4QAIndyqgAAIABJREFUpPARQgghhBBCXAak8BFCCCGEEEK4PSl8hBBCCCGEEG5PVnUbqago6h9+nDuJIirK2cEIIdxeVBQ8/jgT0qJ4/HEk7wghLp7kEyEAKXxGLiqKwN+t4N+dHYcQ4vIQFQUrVhABrMh0djBCiHFN8okQgEx1G7m6Ohrf+YRP36mjrs7ZwQgh3F5dHXzyCXVH6vjkEyTvCCEunuQTIQApfEZu7178b7uen9+2l717nR2MEMLt7d0L11/P0U17uf56JO8IIS6e5BMhAAcXPitXrmTGjBkEBgYSHh7OLbfcQlVVlSM/UghxGZDcIoRwFMkvQrgvhxY+mzZtYtmyZWzbto0NGzZgtVpZuHAhjY2NjvxYIYSbk9wihHAUyS9CuC+HLm7w8ccf9/l69erVhIeHU1xczNy5cx350UIINya5RQjhKJJfhHBfY7qqm8ViAWDChAmDvt7a2kpra6v964aGhjGJa0S8vWmdkkgE3nh7OzsYIURv58st4OL5ZTDe3pCYiGeAN4mJSN4RwkncIr9IPhECGMPCx2az8fDDD5OXl0d6evqg71m5ciVPPPHEWIV0YdLS8D60l4+cHYcQoo+R5BZw8fwymLQ02LuXqcDem50djBCXJ7fJL5JPhADGcFW35cuXYzabee2114Z8z6OPPorFYrEf27dvH6vwhBDj1EhyC0h+EUJcOMkvQriXMSl8fvKTn7Bu3To2btxIdHT0kO/z9vYmKCjIfgQEBIxFeCNjNmOdEMZVIWbMZmcHI4SAkecWcPH8MhizGcLC2P2WmbAwJO8IMcbcKr9IPhECcPBUN5vNxk9+8hPeffddvvjiC+Lj4x35cY5lteJxtpZ6rFitzg5GiMubW+WWoVitUFtLR6uV2lok7wgxRtwyv0g+EQJwcOGzbNkyXn31VdauXUtgYCDHjx8HQKvV4uvr68iPFkK4McktQghHkfwihPty6FS3559/HovFwrx584iKirIfb7zxhiM/Vgjh5iS3CCEcRfKLEO7L4VPdhBBitEluEUI4iuQXIdzXmO7jM65Nn07Tp1t4nulMn+7sYIQQbm/6dNiyhSnx09myBck7QoiLJ/lECEAKn5Hz8MBvXi5XaDTOjkQIcTkICIBZswgAZkU6OxghxLj2+uvQ3k6ASsUsvQ78/JwdkRBOIYXPSP32t3SueIIj2jQmLMwh4MpM0OtBpwOt1tnRCSHcyZ49kJcHvr40zFnE2torueZhHRFXJYOXl7OjE0KMN2+/DevXQ2cnnSo1HYlJeOYaIDMTDAblmDjR2VEK4XBS+IxUcjKvd9xO2xlvsv5ZTMobL+NpawegJSoOjUGP54yuYkivh7g4UI/Z/rBCCHfi6wuLF8NLL9F59n3uqvsLfAydGg/aE1PwzNahztQpHS86HURFgUrl7KiFEK7qV7+Cjz/mT9d/gOnjGmZUlzCzpoTkf67Fx9oIQFvkFNTZBjxyugqhzEyIiZHcItyKFD4jlZDAlWxhPp9z3Q8SsZxqo7lkF0EHTGTUmNDXmDB8/ByhnacAaPMJpC1Zh0+uHo+croIoPV2Gl4UQ5xcdDT/+Mbz0Ei/evYknnplIru9Opjab0e02o99jRv/GWvw7GwBoCZhIe7IOn1wdntldxVBqquQbIUQfmTdG88DHNxC4DIobYc+uDtoq9hJzpgTD8RIyPygl+6Oetkyz3wSapmfikWMgcK4BdbYBkpIouEeDxaJMeFmzxsk/lBAXQAqfCxDLIYKx8P3vQ1aWF6CjtVVHVVUBZWXwuzIbx4prUJlNRJ40oS81oS/dSNKqv6BBGV5ujJqGTa/H/8pMNIau0aFJk6RHRQgxqEUzz/HTZxL49ZdXMmnSlVRWQukueL2ikzMlB/GsNBN91oyuyIyu6COm8SfU2OhUqbGET8OaosNvpg7/WV0FUWys5BshLlNhIcrOpXffDVlZABogiXPnkqiq+jZVVfCHXTZOmY7hubOE8KMlZJSWYCh9G+2LvwOgVePLcY9PeGb2KyyrfIT6z04SODtDGakWwsVJ4XOJvL17ZpuACpgETKKubhEVFfBVGfyttJnGr3fiU2Ui4ZgJ/TET+o8+RksdAE1+E2mapsd7hp6AvExUmXpISZG5/EIIO5VKmdEWFQVXXw3KNmzxQDx1dTezaxdsq4R/mJto2lGOz24zESfNZJwwo//i9/hzFoBmz0DOTM6gI1UphkKu0qHWZ0BQkBN/OiGEMwUHwxVXKEdBgQqLZjLauZP5099vovn2AppqMqiuS6bjbB2aegs0ttK28St8KSPwmnysaDjkl8yJSQZakg14X5FJ2EIDcYYQPD2d/dMJ0UMKn5EKDaW+4MfcQCihoed/e1AQzJypHOALzABmcPIklJXB38ts1GytprPEhLbaRIrJhN60lsAX/wCAVe3JuagUrGl6guZk4jera3RoJB8uhBj/QkPhxz8mKCGUH/94+Fs/KAhyc5UD/OjON62tsHcvfF5h4+iOY7TuMOO920zEYTNp1ZuJ+vBF1Cg9wCf94zg7RUdnmlIQRS7U4ZU6FWQlSyHGvwvIJxYLrFsH+fnK7R/QYSFg27o+7/GNNpKii8daNIn1D2yndVsJvrtKCK8pRb/3bfzeb4b/B9XEssffwMloA62pBnxmGpgyczJJySrCwmTwWYw9KXxGKiaGwJef5alLvEx4OCxYAAsWqOBBpbe2s/MWDh6EnTvhX0V1NGwx41FhIuKYiYyjJjLWvwU0A2Dxn0R9gh5Nlp6Q+Zn4XKGHadOkcSKEu4mJgWefZTLw7KyLu4S3N6SlQVqaCu6YDEwGFtHZCYcOwefmVk4W7qK92IzvHjMR+8yk7HqRqLePA9Cs8uWINo1zU3R0pusIytMxeZGOoHhZ/UmIceVi8onRCPkrBl+5NisLj3XrCE3YzDN/9kTrl8qa/T8AwGbt4MTm3dRuKKF9ewmxVSVcsf+PBFWdgXehFS8KmYtZbaA6xIB/ngFtzjSmJWtISlKaND4+o/WDC9GXFD4j1dREc8kudpFMksFvVJ8ZVqshPl45WBwE5AF5tLUpq9q+b+7g2KY9tBeb8N9rIrbMhL5sDT7/92tAmW97KiKd1mQ9frMyCbtGj0eWTqauCDGeNTXBrl00xSSz65AfyckD1yooKFB6Z+H8DxkP9t64OG/I11NQoMcSqJz/wx9g25aT1G4sw2o047fPTFRVKdPKXsHntVYAatSTOByswxKrzPMNytMx5ZokomK9pAdXCFc0gnwygLUd1q1Tcke+cqp/nlmzPw+AgoTN5Ed+jdavnTX784iYl0LEvBRo+Qa89RadL7RTsPk+zqgmUm8LpAUvojuP8s7p22AtNK71w4SeQgz8mUyORxmwpaWTkOpDUhL2Y/JkGSUSl0YKn5HatQvfvGy+RzEvFmd1PRToWF5e3b21GvhOMpAMfIvGRqiogE1baqn70oS6zETIIRPTP9/BlM//D49fKctsn/SP52ysHpVeT/A8pSBSxcdJ1hBiPNi1C7KzOfiPYrKXZFFczIC80z0lBZRpKcMZ7r29p7aEhkJofjjkLwAW2N/TaLFS/uleznxhpqPEjP9+M6k732ByyW/g/6ANT8rVKRwO0VEXr0OdnkbIzCRi5ycQG6eSRxaFcKYR5BO77pEejxXAyPJMdwGUH21U3lRfT+exGqzHTuLVcJbNmvl8znyCE8JYfLs33/gGPPUUsLoWSkvxM5aQ9XUp+uIv8D34F9Q1nViPe7DvyxS2txl4z2bgSQzs8cskMklLUhJMn95TEE2fDoGBo/fHJdyXFD7jkL8/zJgBM2aEwgM9jZPaWtha0saxzypp2W7CZ5eJqCoTaRXPEvZaLQANmiBqQnU0TdfjNSOTyOv0hMxJl9VYhHAzBQmbsTR5ovVoYk3WH2D7LyH/V8qL3b/v132r1SptlsFGj/y1HqTdlgy3JQPftJ9vP3WOmg07Ofe5EZ8tnzPjUCHBRa/hUdQBf4dThPIlOo5N7CqIMnVMzEtlut6XpCRJPUK4nK6RHm1BTz7o1jtHDNDURMeEUE5V1hK2dytLeIUTRKD2VJP3y/lM/wI+/7xf3+vEibBgAXf/fQGWNtDmwZryJigrw6OkhKSSEqYbS7ir7J+oW1ugCU7tjafisIGt7xl4pdFACQZqiGLSJFWf0aHuIzZWngYQPaTwcSOhoXDVtV5wrR7QA2CzweFDNj4rrOHsxlL7Ygqxmz9j2pfPo/l9Jx2oOeI3ndPRejrS9ATOyST6Rj0B02RTRCHGK0uTJ+uOX6H00K6bD/n06ralZ4gH7D28a7RaWLfmvKNHgDJ1Zts21BsLCf6okEnmrXi0t9CgCuBTFrCTDBpDookNriPFamZh3QeEFf0RdZGNjhfV7GY669BxOFhHQ4IOjywdkbkxJKeoSEmRTeSFcLbBps4Odu7M56XU/Ndfidv8D9TWNZQQwMapb2Ly+AZr31Pz8DwjjxfnU7xnBSrV4MNMvUed8fPrWWIOZb1cldUKVVVQUkJYSQlXlZRwVcnveIRzADQHhXPEJ5PyYwa27DPw0t8MlLdNxYYab2+YOpUBo0RJSTBhwij9YYlxQwofN9A9d3+wXlqVCmJiVcQUTIKCScANAFitsLesiSMf76RxiwnPChNhh00k7f6QoHfr4WE4rQ7l8AR912IKylS52OuS8QqQOStCuKzuhOCxAhi8h7b7HMYV0DUvv08hNBiLBb76iqaPC2lZX0jQniI8Ots5xwQ2k8cWzVPUZswl9FoDM/M8KJgNERH9rtHYCOXltGw1E7zZzNwyM9qDv8PPeBaMYHkxCDM63iCDAwE6GhN1eBgySNAHkpKirPI/ZYr0xwjhbIcr6tn9X28w6YNVpNTvoIUo3o1dzmnt1fxveD6+vpClVQoO7fws8i3r0LLx4j/Qw6N77j8sWQJAQYENS00zWmsta+a+yLTSUqaVvMItR/6H3wCd/gFY4vQcmmigTGPgqyOZvLk9jX1HvO2XDQ0dOEKUlAQJCbKjiLuSwmek1Go6/APxtalRq50dTF99ekpGyMMDkgx+JBlygVz7+eYmGzs/q+bUhlLai0wE7DMRU/wusdt/D39R5vHv8knlRKSetmQ9frMzmbRIT2zWRJf7cxFiXFOrITAQtYeawEDOe39pd24mP9ITPB6CrCy085Xzw/fa9ut97aqItMaHyA/3hbY2Aqzn+OPEJ5h4uBS1rRMLkRQyF1PQXbTkziX6ujRm56l50gD33QeVe+DYSbj11kE6Zfz9ITcX/9xc/B/o+kybDY4eBbMZv2IzGVvN6MoKCTy6CrWpA0xwQBWPyabj7+jY7a0URAH6RJLTNKSkQHKy0sCShooQQxhBPrHfrx5Ng15id5WNrc8UE/TGKq459RrzaaQ4bBEbCt4l85c3smSSJ0sG+T57vin4G+T/4fwrsYyQxaJi3ad+5OfHwJNP9rxw6hSUlqIuKSGkpISQkg3odz/LEpsNPD3pyEjlXLyBgyEGzBoDXzXoKTUH8eabUF+vXEKjUYqf/iNESUlKh450voxfUviMVGYmmoY6vnJ2HA7m66cifXE8LI4HbrWfP3vQwuH3zVgKlcUUwg+biPv4n/h+3AL/CUdVkzkQpOdcrB5VZibBV+lJvG4qEZM0kiCEuBiZmVBXRxJQ963zv31N+m96prJdjKNHaZ5/A6ffLeR3bcsJP1UBwA28T0vjScr8cvnXrS8zbdFUZl+p4puxA//z798JM6JOGZUKoqMhOhrPG24guPt8aytUVoLZTGypmYgdZq7fuQqfcyegAlp2+VKuSqekQ8df0FGu1tGYkEFU+kR7MdT9qzz0LC57I8gnlo1G1mWtgPlaYD42G5jN8MGrFjrWvMpNNatYSim1vtFUf+OnxD5xLzPSY0YeQ3exU9D18JBxBQM6X0ZDWBhce61ydGtoUDZRLClBU1LCxJISJn78KlltbdwDkJiI7ToD9VMNVAcbKFUZKD0eSVUVrF0LBw5AZ6dyqaCgwUeJpk2TZxbHAyl8nGC4qWm9l5yFi+sYGe76FyskVkvIsjmwbI79nM3awckte6j5qJSW7SaCqkxMr/w/ws0r4WVoxA+jRzrHwvQ0T9PjlZtJ5EIdKbmBgz8YKYQYGzYbtn37OfV2IXUfFKI1FRJWtx9foIEkvvaay0n9Y3hfM4dzW2IIWX+YKT8qQG/5KQX/7+e8np5nv9Ro5pk+vL2VxlpmJuq7lW1ZAThxAsrK8DGbyTKb0RmNaHatQd3eBnvh1OHJlH2sY3uLjo/RYUZH4+QkpqZ42qfLdR/h4dJzK4SdtZ3Of61j+3Z452c2Dry2jUVH/8oDvIGPqpWTM26k5ZGnCL35ekIvZbWA7oTRvQIcnLcIupCl+wcVEACzZilHt/Z2pXOlpARKS1GVlBC04TfoLBZ0wN2RkWAwwLcMtKdlUh1iYGdTAlV71FRVwe7d8NFHcPq0cjmVStkuabBRoujo84/ai7Ehhc9IVVTQkn8H3+RNfr0uldTUi7/UcL2gvZeNhAubvjaS648mlYeG8LnJhM9NBr5tP99xopaaj02c3ViKZ6mJjOqvmVy4Gs9CK/wW9pHAFl+9sphCeiaBeXoS5seSnKKSTcuE6FZRAXfcwd6Vb3Lzo6m8+SYXn3c6O2k17eLIK5to+7SQ8KpCJrYcIxQVx9CxNeRG6ufPRbt4LlnXh1OQ1POf9Kf5Spuhu6VhiTayjp7kkr+h12pxjurB7S0iQjmuuQYV4AnKQ4u7d4PZTJjZzNVmM/NMr6I+8j8AWGs8OdyQinm7jq8adLzbqRRErdoIUlJV9kKoe5QoLk5WgRJuZph8YrXCl19CXR2kTz7LNcfX8CPNX0np2ElTRBxeP3oUzffvJWrSpNGNKSurp8HTXQQNseLkhSzdP2KenqBT9iJj6VLlnM2mDO+UlPQcq1fjWVPDNGBaYKDSIWMwwPcNkJnJ6YhUqg54UVWF/fjsM3jhBaW2AmUkaLCCaPp02XJxrEnhM1ItLfjsq+AILbS0jM4lu+fk25ebhb5Lzg72dS8FO3+OJT1vyNET+wPMDOwhccSoUDdNRCjRSxcQvbRnDxDa2mgtreTEehNtX5UyrdLE7Oo/o91zGt6Fc2jZgY6DwXrqE5XFFMLnp5Ga7UtiojRCxGWopQUqKmivb6GigsHzTvd+G9B39YKODk59auLo64VovtxE9MHNhFhricGDEnU2psl30TZzLhG35THj2mAyh1nZaMAS170bK9B3tbjuxstYFEC9eXgorbjUVPi20gmjBjh7FnbuxMNsJr7ryC97B1VjIwCN1jAOHNBh2qej8B86Xm3TUUEqKh8fpk/vWwylpCiNFOmcEeNSv3xSVwcffgjvvAP/etdGypnN+NKMqS0KjaYD1c03ww9+i9+11zpsqKJPG2V+FqzpWkLbsg7tV5tZM9Ta+o6kUikP9yQkwG239Zw/cQJKS3uKoY8+gj/9CYCJXl7MTktjtsGgFESLDaDXY/UJoLqaPgVRVZVSZNbU9Fw6MnLwqXNxcUpqE6NL/kidoXvp2CuVG7qgAPItypPI2muBNUM0Kvqx97xalPdpjQ+RH+mnPJiY/wf70rTQk1x6FzxjMSpk5+WFd66emFw9cLdyzmaDY8do2mqi7tNSJhWZmL5vA2HFz6IuttHxVzVVJPG2Ws+JSD2tKZn4z9YTPyuS9AwVkybJ0LG4zHXtt2FtamPfG0Wczv81fkWFJBz/ijBbHYF4U+o9k41JP0I9by6x355F1kx/ci8g83e3OYbKFYM1XgYUQN0F2iCNGEd2whASAnPmKEcXVWen0qNrNuNvNpNuNpNufo87Tz2NChs2tZoz2iT2N+oo/VrHFx/pWF2XwSFiUKlUxMczYMpccrLyUUK4OuNufwCuuQZ8Gmv5aejLVPBXwtlFvuZ9PH/1BNxzzyBLMo6+4RZeyc/Pg3V5I3oeaLj9x0ZNRARcd51ydKuvB5PJPlWOkhIlgPZ2UKnwmDaNqZmZTDUYuNFggCUGZX4tSuG5e3ffgujrr5Vvb25WLu/p2bMMd/9RotBQB/2clwEpfMaSfZLqij7FzEXfqP16XvteZn5PwgD7yJFl+y9Zl/sre7E05j2zKMPqdXVQV6fCYpmMJXwydTfdgGWO8sfTVNuEz96d+O81MeFQKVPPmFhU8wGBx+rhMzhJGCb0vOOppy5eD5mZhOYlk6r3JCNDGiDC/Z050sSeNdtoOwMlIVeTdG4bSTRTTwDl2tlsnvVz/K6fy/QlucyM9z7/BS/BoPmrOzfZ5/CvUL7unZO6WiljNTXXTq2GxETluLVnARdVQwOUl6Mym5nYdcwwf8L365R9QqwBWmojM9jnr8N4UMcXRh0v1KRTj7JyQkQEA6bMpaTA5MnyHJFwHQdrPJnP5/xP5F/JPvQOqjpQ3Xor/OBZuNMffvELZ4fY12DPA3XPhOlqv5yvc8ZhAgMhL085urW1KdMKe0+V+/BDZXEFgEmTwGAgyGAgJzOTnFkGuDPeniQ6O+HIkYGjRK+/DocOKf3FoOw/NNgoUWKi8nikGJoUPmNhwDDLpV8Khtg5ubfeLRL7hoX0KZa0CZvJj/y65+ve0+76dZ/YbMpoucWiHHV1A3+/erVyf6tUyohv9/nKSmWRJqsVOjqGDlmjAa3Wj+CgHMID0wiPuYWJyc2E+TYQ17mP+IYywmsrSazdzaz6lwnYfQp2g/WfGk4SxgEi+WPQ3TRNz8Q7V0/ijAlkZCgNED+/oT9XCFfV2QlBWCj/3684UVFI5J5CdM3buAIbHrxHu08gX9/4X4TcPJfk7xiYGeCYtD7sju1D6S6AukecWYN97ZaNxp49hMgb4gJd3zfEqNCojhYFBPTZNBFQkt6RI2A242E2E2k2E2n+giurXuAnXYmsNTqBk5E69vnpKG7V8fmnOla/mEBLuzI/NzBQKYR6F0MpKcpMGk/PS4xZiJHqegL/39dexWMcocWahHrlf8PSpRTk7sLyhWfXveha7Pd492gy9EyH89o84qEeh44s9+blZV+Uhe9+VznX2Qn79/cthv76V2X6HChBdT03pDYYiDEYiJmXzLXX9k0Qzc2wZ0/fgqi8XJmuWFenvEethvj4gSNESUkQJXvSA2NU+Dz33HP87//+LzU1NaSlpfH0008zp9fUg3EhIYGGV9byFAkkJIzg/f0rlEtZZraX/osfjJTNBufOKTdOWVlPsXLDr/L6FC+vvgoF2vnU1cGy9QV4a/NptyozaqztNlR0oqEDDR004ccKVuBLM340EezVjKUzi++EbmCt5SquUb+D1rOJQI9m/ps7+VP6n/GjCR+a8e1s4rv7fsmbUx7Gs70ZTVsT6tZmVM1NqBqb4UzryH84Dw80Hp5E2iyEd54jo+kxPItaoAgOE40JPZ+gTJezpmcSekUi6XoN6enK8pMyh3b8covcMpj6eqXXcPFigv/9e5zBjOb1Tk55RHIwdi51rfU0vPAq6ufTyX3vpjEJaTQaC33zV9dIc0EB5P9m2OcZLcYVrDuSNaBH1+GjRSqVsmPqlClw440951ta7Ette5vNTDGbmWJ6nnmnTvFTwObnR2tKOicidezx0VHUpuPzigzWrp1gb6B0T2PpP0qUnKxsdyScz63yy7//u9Iov3I2m2csJ/3+PHxClFawpcmTdcevOM8FnGOwNk9PLspTju6R5MFyiLNGlntTq5WbfepUuOOOnvM1NX2nyb33Hjz9tPKatzekpys9yF2Hr06HTuePTtf38jabUkP1HyV67z3lMaTuzubAwKEXWLicOoYd3uR74403ePDBB3nuuee48soreeGFF1i0aBEVFRXExFzA+u/OFhxMwJ353DDCtxdsvBdLVtcOgt3TyrpcSI+pVgs33aRMGbValXvh8897jbSc66TxdAvNp5toPddM69km2izNWOubsNY109nQhK2pmdKWmTwa8gH7Wcgbutfwo8lesPjTzCTPJgI8milpe4Ajr/mioYNVqtt40XsZXp3NeNma8KBvMVLAy0zhsBInFta03U0+a1l5/Lsc4WU+OJCiDOFoNCR4HiBbZVTuLl9f8PPD86QPAbN09q8v6ldfX/DwQAWo6Hqg2WpVukVMJiK2l5K3zcTVFavxO14Dx6HpUz/MZFCInuc1eizxmXhmZTAtK5D0dMjIkN3hxwO3yS2D2b9f+c88Lo7A2XPZFb+c2CVzCDNMI0ylgvx8Qm7IgL84O9BR0NWK6e7FHYy9Z7erYdN/YZfBFnLp38M7qj2+Pj49DZLeTpwAsxmV2YyP2UysuYjYipe5pq2NRwBbdDStM3QcD1c2Yt3eouPLE9NZvdqTY8d6LhMTM3DKXEqKsj2JGBtul19efhmmTMFrwoTzjK+6hgsaYR4mh9gXSeg3Pe5S88Go5JOoKOW4oVfL0mLpeW6opAS2b4e//11p16hUSqViMPSsLGcwoAoNJTJSWSThqqv6fkRbm/LfSf+iaP16qK3ted+UKYMXRDEx7vcstcpm654x6BhXXHEFWVlZPP/88/ZzKSkp3HLLLaxcuXLY762srCQ1NZWKigpSUlIcGeb5HT9O/Z9Ws5rv8s1/iyQysu/L9gEeoxGs7Wh92vi/Hak0nmqi4VQzTbVNNJ5upuV0Ey1nm2k711OgdNT3FCg0NUFLM5qWJjRtzXi2N+Fta+5TqPT+1ZeRLTFXwMucI5ggTSOrtQ+Cnx8qP1/UAX6o/X1RDVJYFHx2Dxarv714QaPu9XsN2iAba/77CPj6kv9vcax7pZ78705Ueme++93zbkiUn98z7X+wBsoQ33bxTp1SEorJRMu2UqxGE77VlWg6rQDsVyVSYtNjQs9uHz1tqZmEZceQnqGyF0Tu9EChS91fF+FScgu4+M/f0aH0Aq5fz8kbv8tLH0Ty3e9C5M+Um6N3w38sFzwaqe57e6hfL5Y9V+zcrGzYOth7jA9hsfqh9Wtnzf6p5l3OAAAgAElEQVS8AfnlUmO4YO3t9qW2+xxHjiive3lBaiptyTpqwnRUdRVEOw5FUFkJ+/b1bJw4ceLAYig5GWJjXatx4tL31gi5XX45fhxWr7bnk+JipVEMoDVuZM2R+c6Nz0EG5KBoZZPW/K7nnbt/7UPbs/DUUMXNaOW0EWltVea09Z4qZzJB1+qUREf3GRnCYFAqlvP03p45M7AgqqqCvXt7/m34+CgzYwZ7nshZ+zFe6r3l0BGftrY2iouLeeSRR/qcX7hwIVu2bBnw/tbWVlpbe0YVGrofBnMFb71F68rfkcBmzr6hoplm1M1NqNua8Whr4mz9H3hXdSsqWycedI0rhkMgMNym4VY0tKj9aNX40e7hi9XTjw4vXzqC/bD5KAWI2k+LOsAPTaAvnkF+eAb54h3ih2ewLwSNbGRkja9vrwnl3x4moh4ja091rfziB0T4Kf+iPBh8Z9b+Y8z9Flzo3g+ke1oLjPKwdFiYspTNNddgX5G2e3d4k4n4klImbTexuOxpvBrOghFaSnyw2ILoRE07cJyuXOIGo0EtXQXfeHShuQVcPL/0p9Eo/9Aee4zTMdfx2GORXHcdRHbN17CMdePdRQyY4jLYe7p/0zWFzv5198j7MNNhHMLTE9LSlOM73+k5f+aMMu+4rAzMZrzMZmLXvklsczMLQZnv5u+PLUyNtUPp8LW2grUYrF9DhxW6ey1PoPxzcZVR6vGcW8BN88uxY33zSbiRj69Yobw2Xwu4Z+EzQO/nDgd57hmwt1f6t0366DeC5FDe3krcWb0+p6NDqVB6T5V7/nmlgxeUiiUoaNgekQnArK6jN9sE5fJWq5JnrHvBWqV83d0J0wQ045z20KXmF4cWPrW1tXR0dBDRb1nEiIgIjh8/PuD9K1eu5Iknnhhw/t7Ug3ioTjsszhGx6YF3ABXsH/hyJ2pmBZXj593BwzM246H1w6urQPEJ8cV3oh9+E33xD/MjMNwXv1BlpMXD05MAIGCMf5yLMVzvR/9h6d6jNoqBjQqjB0RuX4eHB+Szrufr+tP2BRfOnOpkjrqDAFUjKzyeYoX1P2iwOWICfCLYEoBv0NOc6PvbPuccOk7qWPP4gn9TPYu6u0Afhy40t4CL55chbYKCJmazmQdyANUvwPtr1GrI7zfq3D3CMRL978/h2v3DjcgO9b3d+WDnzq6VaI3KNIzh5pEPl18G5pOBnzfge3ovpNDLmXojcz75ZZ9zAVYLK/45x4H5ZSgasGUC+q6veyWWxq5jpFwkL83jC27naWeHcUncN7/05JOmWsjf3us+6LXI0QAenn0b3YwsHwz12mD3+lD3+HAzQS4kF7V+ruybeKbek8jILKXdkQ9nPjMyx1tZ1KFD7cl+bRYJlofQdLYreXb7L7FYGJAz7K/VNjFHvXkM2ihDiQbbZOBG+iSAlq7D0cY474xGfhmTx7pV/bqhbDbbgHMAjz76KA8//LD966qqKnJzc/lbRazzh4qNRhqz53Alm/lbsaF/DrDfgfnGFdzy/n1OCdHRhns4sH+yGfBA4mBZrf+f4WCdJl2ZLD8frlh3HZ758OXF9nSfOWOf6ta6vZT2IhO+ByrQWJUx3YPqOEo6laluVd56mpMyCc2JIy1DbZ/qFh7uOr2qF28u8J/UVlb2bN09To00t4CL55fBGI2QnU3lmmJSl2RRXDSg7dFHfu/lXnsbpDXQ//4cbmS1/30/ku/tvbzsxX5O75xhGWw6Si+D9cgO+T3fGHza7RXrFl5afhlKR4fyzGHvaW5lZVBdrbzu4QEpKVhTlWd/qnx0FLXq2H44ispdKvbu7dn9XasdfA+h+HhX2uR5LpWVd4z73AJull/655Mdw+eTPgb5/9s+Q6Pffdb7XhzqtcFGUoa6Xwf7nJF8drfuOz0/uGsmSf+f5RuDVF8XMQI8Km2UobS3KzNTek91Ky3tWcotKmrgVLe4uPPOf7VYBp/qtmdPz4bZXl6D7yWUlKQsqT32Lj2/OLTwCQ0NRaPRDOghOXny5ICeFABvb2+8ey1AHhDgWuMg/jShHqq07b/W/Fhv1HceF9LDO9T39n+QuM81ut5kn1/ftYlqnw8cq7k5HR3KxHiTifYdpTRuNeFZYcL/jDKnvhkfdpKOiWx2qu/lbHwmGoOOqdla0tOhIH1EOUM40YXmFnD9/HKptPOzBl0coPvh3u57Exh4fw6zolr3a/03SLZfv+t893Xty+EPct3e7x0QZ9d17Z/j98OeEaxhNnLu/7o9X/XfDHoYF7VU92Bqawc+y1Ne3tOKiIqiLVnHiZl3sGe+jh2tOr48lUxZlReH3ui5zOTJSlGzYAEsX95T5EREuEPHi+uT/NLPII0F+5LS/e6z3gsMDLkhe9evw753uM8Zappa19eD9bNqu2fyDdfwuYSG2ajlkIYGJW/0LnJ27ux56GbaNKWweeSRniJnmM1mrVZlv+bBCpzu1bRB2V4oKQmuvFJ5RLu7uImLc6VOldHh0MLHy8uL7OxsNmzYwK29NorbsGEDN998syM/evQFB9Ow6HZm2YIJDh76bfbGR9ceFYB9mNi+jc8wvZ6jURwNdo2hemlHsrCAZaPyMGD3HHl7rbOxV4Onq5HS99mD0ZszPGRSqa+HsjI6jCbqCkvpLDURWF2GV3sTAKeIwoQeE3dxPFxPe1omE66YRpreg5npcPd0pUdDjC9ulVuGEhwMt9+O/+Rgbr+dYfMODDdVLY98Sx7a+bCuz3t63Z/DNRi6GhwDNkju/txeZ/PzgXXzhyw+zp/S5vf00F7A8339V3W70D6WC861bW2wa9fAIqemBgCbjw9tU9M4FaVjz3VLMLbr2FibwbZ9YZzeqFxCo1E2G0xJgTvv7LucdVDQBcYjRpVb5pcLzCfnM9Q9M9y91P//8ZHcd4O9Z6j2QO/zY/0M5EW1106d6juCU1KiLIRis/U8G2gwwD33KL/q9cqa1P3YbEqfy2DFzb59SvEDylTj7uWs583ru3rbIJd1Ww6f6vbwww9TUFBATk4Os2bNYtWqVRw6dIj777/f0R89uhISCPjwTZ49z9t6/vH3GkO2tya0nO+//tFYa/5CrtFd1Aw3nGzfdb2fAQ0eB1rzsg0OHcJWauLcT0tp3mbCp8pEyOl9AHTiwWFSMKFnf8DtNKZn4jVDT3xuGBkZsDxV2Z9QuA+3yS1DSUiAN98kBnhz3sVf5kL+Q77YfcIcdZ2RctgIus2mFDP9C5zKSntrom1SLLVROvZNuxdjgo4vTuv4tHoqDTs9YKfS2EhKUoqaBxf3jN5MnSqdLq7M7fLLKOWTSzFa9+nFFF1OZbMpU1u7i5vu4+hR5fWAAGV56oUL4Re/UIqc1NQBCaK1FfaWD17gnD2rvEelUlZ5TEqC667ru2/P5MkykwXGoPD51re+xenTp3nyySepqakhPT2dDz/8kNjYWEd/9Ohqa6PtyElOEk54tNeF/YfVe/5ofj7anT8nPz+vZ0nWCxjeGe4BvwGXMRohf4Xy+/5TWbb3K2oGGzrufe48Rm2YF5RpIeXl1H9ZiqXQhMps+v/t3Xl8VPd97//XaN8FQkgsQvuChBa0GFsG2+CFwHVYkjaJU4fYje2Yn8G1Q/NLQvzrDcmvDU7itsmNYy4kvW5D4tpNHNukjV2IF/DGrgWB0MxICAQIhAAJJKFt5tw/RhqtgACNZjR6Px+PecBs53yE4eN5z/ecz2FSXTmhnU2YABtRVJJHpf8yLqbkYeTNJWp+Jln5gSzJ1rUuJgqv6S1X09kJDQ10ToqhoSmAmBjXfVAe1X+/o2TwKo7LtbU5Lho7OOT0XPHeFhJG44xcasLmU5r5/7DrYg7vnMqh6XQknHaMus/MhMy74Qdf7ws4s2bpw8Z45HX9ZQz7yYTW3e1YDR58Pk5Tk+P52FhHsFm1qu9QtZQUZ5MwDMcAvqqPhoab48f7pqpFRvYFms9+tu/3qamOgb5ydWMy3OCpp57iqaeeGotduU5FBQGFhSznAL86UDDykwL760klW1etguYfs7xzw9Clmd6w0jsicdCxJ9c6wc+5QjM41MBVj4UdSai5gR/txp05w5XdZTT+uZTO/WWEWsqYerEKX8NGKCZOk8YhnzzOxHyT9tlzCSnOI+HOmeTkmliki4xOeF7RW66mogIKC6n+Tc/JyAdu4GTkG+SJ35S6dBXn+PEhAcewWDDZ7RgmE01T0zgWnktZxDPssufywcVcjrclYFh9SEjoCTX3w4/7DRjwpmt8iYNX9Zcx7CcTRlvb0PNxDh1yLM2AY5UtPx+++c2+kDN9OuC4BI/ZDFUHoOqVvnBjNjtO84G+w2EzMuDznx84WMA7Bi25x5gEHxnEOfKo537/rzZ7wkpk8keOkc5+3xjQna55gt9wv96CUf0WuKuLrooqzrxTSssnZfgfLiP6VBmTOhsIBiYRRjm51Ebew+W8v8GnYC7RC7PJLAplZZpj8JGIyA25dMnxga9/wCkvx3T5MgBXgidTG5lHufEZPgz4f9nTnssRI4uui6GkT+0LNf/QE3AyMq49kltEvNT58wPPxSkpcSQVu93xASUryxFsvvIV5/k4trBITpzot2rzn33hpvf6xeA4SiUjw/G2hx7qCzfJyf0uvyijRh8n3agvWGztO/+3J6yM5Hoc1wsm1zpUZCSh5ma/cbWfv8jZ7WWcf7cUW0kZEcfKmNl0mACjk1lALQlUBeWxJ+5JurLnEj4/j8RFSeTP8WG+PlSIyI3qvZhf76jo8nLsZeX41B5zPO3jx6mw2ZSbcvmkbRkl5FJOLpd9Z5AZb3IelvZAz4CB5GR92SIyIRkG1NUNXMUpKXE8Bo4LC+flwb33wrp1kJ9P08w5VB0P6gs4/6tvLHTv4k9goGMgW3q640Ce/qs3kye778ediNTa3aj/tS5u5f038/yoHEZit9O4p5r6t0tp211G0NEyYs+WMa2zjunAZAKp9M3mcHQ+++58FP/b5hL7QC6z75jEZ9wy/11Exr3z5wes4HQfLMdUeRjfjisAXAicRoUpl73tf0FZT8BpjplNSlagc3LafT1BZ/p0HS4iMmHZbI6EMvh8nAsXHM9HRzuWYb78Zbpz8jkxJZ+K9lSqrL6OlZtfQ9Vz0NDQt8mZMx1h5q674PHH+8JNfLz3jYUerxR8PMBoncTryhOUL51u4fh/HqJ5ZymUlzH5RBmJlw4RTSvRQD3TOBaRx4G0L2PkzSXy7jySl6QzN96PfH2wEJEb1dnp+FBSXo5RVk773nJMFeUEnT8NQIcpkKO+czjYnUs5f0WFKZdLCTnE5sQ4D1Fb0/PrrY7uFZFx7soVx2pw/4BTXu54HCAxESM/n9YnnuX45HzKfPIpOTuDKrOJqjeh5p/6xkKHhvaNgb733oFjoTU91vMp+IzU3LnY29r5FH/8A6//8hvh6hGPN8JuNzjyTh0N20vp2l9GiKWMGY1lJHRXk4NBN77UBGZyJjaP07d/nuDiuUxfkkfivBim69sMkdEzdy60t5Ph60/7X3rxsd6GAWfOOFdvWj51rOSEn6zE19YFQJ0pnjIjl3Ie5ah/Li3JuYTkpZExx4/MTHisZzx0UJCbfxYRTzVR+gk4ZjsPHh199KhjhcfXF/vsTJqT8jnxhS9yyC+fj1vnUlI7mar3oekNxyZMJsfFOzMyYOnSgYemzZihleLxTMFnpHx88AkOZJQzj9vYbFB7tJ3jbx+h5eNSWj7I4W6/TqbbTpL1Xw+RBTT5TObEpDxO5T1IfcFcptybR8LSLNIjA0l39w8g4u18fCAwEB8gcJx06uuuOl+5AkeOcGVvOc27HIMGwo+VE3alEYB2Qqkkh3LuoDrk67Qk5+I7N4fEuZMcF/rMdFyjQuOhRW7QOOwn12UYjmvhDD4f5/hxAOxBwVxOzKUu+i4q7vkbPmnLZ/vpbMxHgjEOOzYxaVJfoFm+fOBYaH2R4p285a+/65nNtK36Ol83tvA/f5NO+jj55N97/T3zh2dpfLcU+0HHsIFZF8vIMI6Sgg07JvKDU2lMzKNrTh6VC/7IzP+Rx6SsOCbpaw0R9zCb4etf59j6Lfz1xnS2bMHj+45z1dkwMGpP0LSrnIs7y7GXlhN2rJypF834YicQE5dIpZxcjkc8zeWMXHzzcoi5PYnZWT58LtMx6UjtR2SUjMN+MoDN5pgWMPh8nEbHlyYdYVGcnJrPkeAv8GlCPv/dkE/plXTsR33x8+sbC738roGrN9HR6jMTjYLPSLW0ELJ3J0docc5Y9zRNTVBR2s2p96q48mkpgUfLiD1TRlZ3GQs5C0CbTyinp+TSWnwX5qKniV2cR9Td2cwKD2OWm+sXkX5aWmDnTtqfaGHnTjy279iaLlO/o4ILH5RjKykntKacGY3lhNku4RhWNIly8qib/ACX8v8WU14uk+bPIT0/lCUZOiZeZEyMk34COC5iXlHhDDfGwRKMsjJ8rrQBcD4snsqgfPa0r2EX+ZSQT13LLGJDTWTMcgS6L2fAhp5wk5Tk5Yf2yQ1R8BmHrlyBykow77lI084yKHMMG0htK6OIwyzAMT/xXEg8F1PyaM59Au6ZS8wDeYSkJpOq40RE5AZdabFx/L1qzr9fTtfBQ4RUlzP9XDmzOmuIA6bhi9lnNjWTcinNfRBycwmfn0vSgpncmWrSBw8RGaq52Xk+TsfuErr3lxBcW4mPrRsbPtQGZrCvK5/99s9TQj5HA+cyJWmKc8XmLzPguZ7BAhpiIiOh4OPBuruhuhoOldk5/VENnXtLCbGUMetCGbmU8RAnAOj0CeRczBzab8vjwh2PEH1fHgFFuUydPJmpbv4ZRGR8uXgRLHsucO7dcroOlhNsKWdaQzlpHRXMxjEBqcEnluORuRzN/ByV2bmEL8gl7v5MMlMCydJhIyIyWM9x9117S2h6v4SuvSWEmEuYdMFxra0rBHGIHEoopoSnOB2Tjy0rh8SsEDIy4IEMWNszFlrf3cqtUPDxAIbhuIpvRQUc3d/C5U8O4Xu4jKmnysi2l/EZDhGOY136Ukgsl7Ly8Mn/ElcWzSX4jjwCMjKYqavticgI9Z4TfPRQF2d2VtG5v5wgczmxZ8vJ6CxnHqcA6CCAuog5XEzN5dCchwi7M5cZn8khZnYsMW7+GUTEMxk2O427rZzbXkLnnhKCqkqJPV3C5M4G/AE/JnGIfI74r6QhMZ+OrHzCimaTnuXH7RnwlTTHyGgRV9Cn5ZGKj+fyP/2SbxBPfPzNb+b8eUfAqThkcHL3SewHSwmvKSOjo4w8yvgMVnwwsJl8aYqdTdecPEzzPwfz8yAvj4jYWCJG76cSEU8VHw+//CUxRfH88pfcVN/p6nKsGlceMajbf5b2veUEVpUz9Uw5Wd3l3M0RAnCMjG4MmcWFhFwuZX2V48W5xD6QS1BuOqn6UkVk/BuFfjLYlStgPdzBmXcP0767lMDKEmJOlZDSUsZUWpgKnGQmVSH5HJz1JO2Z+QTekc+M4gRmzzaxSBcQFjfQ/9FGKjqa8G88zqoRvry1FY4ccYScytIOWvYcJvBoGQnNjoDzZcqI4iIAV4Im0Zadh3/RUlgwF/Lz8M3KYopmKYpMXNHR8PjjTAEez7j2S1tbHZepqKwEy6F2WvcdIeBoOTFny8m2lzOfcmI4B0C7XygXZmTTlTmP5tsfJ2qhY2R09OTJRLv+pxIRd7iBftKf3e44IqWqCo6VXaLt0zICDpcw9WQJaa0lZHGEHLqwY6IuKJ366fnsX7Ac/3n5TH1gLom3TSXOW64DIl5BwWekGhu5vPVN3mQlS1dFE93zCaGryzFh8dAhR8ip238WysqIqXech1NEGV/hKP44Lvl7eVoqRk4eofPXQYFjFSd41iyC9bWHiPTX2Ahvvsn5u1byxofRrFjhOEStN+BUHjFoLKnDv7Kc6Y3l5FJOAeU8hBk/bAA0TU2lc3YuwbevwSjOxZSXS1BSEjN0kLzIxDKon6xcifNzDMDly45w03s7U3oG/4oSok+WkN1VQj4lPEA1AF0+AZydmkNrQRF1RU8w5f58Jt2dS0JYGAlu+vFERkrBZ6ROnKB53QY2sJA91dE0n++m9WAVYdVlzLE5VnHW+pQRaz8DQFdgKB3pOQTeNh//29ZAXh7k5BCu2a0iMhInTsATT/Drp+/l734exKvPVpDc6gg4eZTzZZ9yIuzNAHSETKIjI5eg2+7Dr+gbkJsLc+YwSf1GRMDZTw6/OI8n1kZTWelYKTYftdN+pIaZ50qYSyn5lLDGp8T5WaYjKIKWjLn4Fn4W2935+Bbl45+ZSZzGNMo4peAzUseO8QEL+S4byd9UxhyjgkDDMTa6PWYWPnPzCJj3uCPg5OXhn5KCv75VFZGbceoUbN4MwF//ehHf4AS0gt3Hl86kDPwLc/Gdu9QRcHJzCYyLI1CrxiJyHQf+q55HOEjSz0ooDiohs6OUkO7LAHRGT8dUkI//bY9Bfj7k5xOYmEigPsuIF1HwGak9e3iY31LJbGIeLCbwvlWOkJObS1BUlLurExFv0toKv/sdALY77+KRtx/gO7/NJfPzmQTp3D8RuVHf+hYA33h7CQDtM9MIuiMf5i51hpyA2Fh3VigyJhR8RmrlSkw/+Qlf4bf8akMB0QXuLkhEvFZaGvz5z1BYSMPD6/j12wU8MxtQ5hGRm3H77fDuu9T+3a/I+f+/yM43winQ5xiZgBR8Rio6mrZ595BlhKHD5kXEpUwmCAuDe+4hKDqMe+5BfUdEbt4jj8DHH2PMv4vCe8LVT2TCUvAZqfR0QvZ8wG/cXYeITAzp6fDBByQBH3zG3cWIyLimfiICgM5YGym7HfuVDjqu2LHb3V2MiHg9ux06OrB32+noQH1HRG6e+okIoOAzcqWl+IQEURxSSmmpu4sREa9XWgpBQVS9VkpQEOo7InLz1E9EABcGn9raWh577DGSkpIIDg4mJSWF733ve3R2drpqlyIyAai3iIirqL+IeDeXneNz9OhR7HY7mzdvJjU1lYqKCp544glaW1t54YUXXLVbEfFy6i0i4irqLyLezWXBZ8mSJSxZssR5Pzk5maqqKjZt2qTmISI3Tb1FRFxF/UXEu43pVLfm5mairnGxz46ODjo6Opz3W1paxqIsERnnrtdbQP1FRG6O+ouI9xiz4FNdXc3Pf/5z/vEf//Gqr9m4cSPf//73x6qkG5OdTWd1HduIISbO3cWISK+R9Bbw8P4ynOxsqKsjZVIMdXUQE+PugkQmHq/pL+onIsBNDDfYsGEDJpPpmrf9+/cPeM/p06dZsmQJX/jCF3j88cevuu3169fT3NzsvO3du/fGfyJXCQggIDmOuOQAAgLcXYyI93FlbwEP7y/DCQiAuDgCwgKIi0N9R+QWTPj+on4iAtzEis/atWt56KGHrvmaxMRE5+9Pnz7NokWLKC4uZsuWLdd8X2BgIIGBgc77YZ50aeGaGlrWfptvGz/ib3+RTHKyuwsS8S6u7C3g4f1lODU18O1vc2KNo+f86Eeo74jcpAnfX9RPRICbCD7R0dFER0eP6LWnTp1i0aJFFBYW8vLLL+PjM44vG9TURNjbv+dT1tPU5O5iRLzPhO0tV9PUBL//Pa0r1/P738P69e4uSGT8mvD9Rf1EBHDhOT6nT59m4cKFxMfH88ILL3Du3Dnnc9OmTXPVbkXEy6m3iIirqL+IeDeXBZ/t27djtVqxWq3ExQ2cBmAYhqt2KyJeTr1FRFxF/UXEu7ls/fbRRx/FMIxhbyIiN0u9RURcRf1FxLuN6XV8xrUZM7i8/oc8ygxmzHB3MSLi9WbMgB/+kCk5M/jhD1HfEZGbp34iAij4jNy0aYT/cD1/4+46RGRimDYN1q8nBlif6+5iRGRcUz8RAVx4qJvXaWqi5ZVt/OmVJk11ExHXa2qCbdtoPt7Etm2o74jIzVM/EQEUfEaupoawh1fw/z1cQ02Nu4sREa9XUwMrVnD6oxpWrEB9R0RunvqJCKDgIyIiIiIiE4CCj4iIiIiIeD0FHxERERER8Xqa6jZSQUG0p2QRRxBBQe4uRkS8XlAQZGXhHx5EVhbqOyJy89RPRAAFn5HLyiLIepht7q5DRCaGrCw4fJhU4PBydxcjIuOa+okI4OHBx2azAVBdXe3mSkS8T++/q95/ZxON+ouIa0z03gLqLyKucqv9xaODj8ViAWDZsmVurkTEe9XW1pKdne3uMsac+ouIa03U3gLqLyKudrP9xWQYhuGCekZFY2MjU6dO5dNPPyUyMtLd5VxXS0sL8+bNY+/evYSFhbm7nOtSva7l6fXabDZqa2tZvHgxAQEB7i5nzKm/uJbqdS1Prnei9xZQf3E11etanlzvrfYXjw4+ly5dIjIykubmZiIiItxdznWpXtdSvTKaxtt/H9XrWqpXRtN4+++jel1L9XoOjbMWERERERGvp+AjIiIiIiJez3fDhg0b3F3Etfj6+rJw4UL8/Dx6DoOT6nUt1Sujabz991G9rqV6ZTSNt/8+qte1VK9n8OhzfEREREREREaDDnUTERERERGvp+AjIiIiIiJeT8FHRERERES8noKPiIiIiIh4PY8OPi+99BJJSUkEBQVRWFjIhx9+6O6ShrVr1y6WLVvGjBkzMJlMvPnmm+4u6Zo2btzIbbfdRnh4ODExMaxcuZKqqip3l3VVmzZtIjc3l4iICCIiIiguLubtt992d1kjsnHjRkwmE88++6y7S5FB1F9cQ/1l7Ki/eKbx0ltgfPUX9Zax5a39xWODz2uvvcazzz7Lc889R0lJCXfddRdLly7lxIkT7i5tiNbWVvLy8njxxRfdXcqI7Ny5kzVr1rB792527NhBd3c3ixcvprW11d2lDSsuLo7nn3+e/fv3s3//fu69915WrFjB4cOH3V3aNe3bt48tW7aQm5vr7lJkEPUX11F/GRvqL55pPPUWGF/9Rb1l7Hh1fzE81Lx584zVq50DI7MAACAASURBVFcPeGz27NnGd77zHTdVNDKA8cYbb7i7jBvS0NBgAMbOnTvdXcqITZ482fjVr37l7jKu6vLly0ZaWpqxY8cO45577jGeeeYZd5ck/ai/jB31l9Gn/uK5xmtvMYzx11/UW1zD2/uLR674dHZ2cuDAARYvXjzg8cWLF/PJJ5+4qSrv1dzcDEBUVJSbK7k+m83Gq6++SmtrK8XFxe4u56rWrFnDgw8+yP333+/uUmQQ9Zexpf4y+tRfPJN6y9hSb3ENb+8vHnk51sbGRmw2G7GxsQMej42N5cyZM26qyjsZhsG6detYsGAB2dnZ7i7nqg4dOkRxcTHt7e2EhYXxxhtvkJWV5e6yhvXqq69y8OBB9u3b5+5SZBjqL2NH/WX0qb94LvWWsaPe4hoTob94ZPDpZTKZBtw3DGPIY3Jr1q5dS3l5OR999JG7S7mmjIwMSktLaWpq4vXXX+eRRx5h586dHtdA6urqeOaZZ9i+fTtBQUHuLkeuQf3F9dRfRpf6y/ig3uJ66i2jb6L0F48MPtHR0fj6+g75hqShoWHINyly855++mm2bdvGrl27iIuLc3c51xQQEEBqaioARUVF7Nu3j5/97Gds3rzZzZUNdODAARoaGigsLHQ+ZrPZ2LVrFy+++CIdHR34+vq6sUJRfxkb6i+jT/3Fs6m3jA31FteYKP3FI8/xCQgIoLCwkB07dgx4fMeOHdx5551uqsp7GIbB2rVr+cMf/sB7771HUlKSu0u6YYZh0NHR4e4yhrjvvvs4dOgQpaWlzltRUREPP/wwpaWlXtE0xjv1F9dSf3Ed9RfPpt7iWuotrjVR+otHrvgArFu3jlWrVlFUVERxcTFbtmzhxIkTrF692t2lDdHS0oLVanXeP3bsGKWlpURFRREfH+/Gyoa3Zs0aXnnlFd566y3Cw8Od305FRkYSHBzs5uqG+u53v8vSpUuZNWsWly9f5tVXX+WDDz7gnXfecXdpQ4SHhw853jg0NJQpU6Z49HHIE436i+uov7iO+ovnG0+9BcZXf1Fvca0J01/cM0xuZH7xi18YCQkJRkBAgFFQUOCxIwvff/99Axhye+SRR9xd2rCGqxUwXn755Zva3p49e4zFixcbYWFhRmhoqLFw4ULjo48+GrV6v/a1rzn/HkydOtW47777jO3bt4/a9l3NG8dBegP1F9cY7f7iauovMtrGS28xjPHVX9Rbxp439heTYRiGy9OVeK19+/Zx1113MW/ePNatW4dhGPz4xz+mpKSE999/3+PHNoqIiIjIxKDgI7dkyZIllJaWUlNTQ0hICACXL18mOTmZ9PR0Pv74YzdXKCIiIiLiocMNZPz4+OOPWbhwoTP0gOM40bvvvptPPvmE+vp6N1YnIiIiIuKg4CO3pLOzk8DAwCGP9z526NChsS5JRERERGQIBR+5JVlZWezevRu73e58rLu7mz179gBw/vx5d5UmIiIiIuKk4CO35Omnn8ZsNrN27VpOnTpFXV0dq1ev5vjx4wD4+OivmIiIiIi4nz6Vyi352te+xvPPP8/WrVuJi4sjPj6eI0eO8M1vfhOAmTNnurlCERERERFNdZNR0tHRgcViITw8nISEBJ588kl++9vfcu7cOY+8sJiIiIiITCx+7i5AvENgYKDzyr4nTpzgtdde44knnlDoERERERGPoBUfuSUVFRW8/vrrFBUVERgYSFlZGc8//zyJiYm8//77hIWFubtEEREREREFH7k1ZrOZJ554goqKClpaWoiPj+ehhx7iO9/5DqGhoe4uT0REREQEUPAREREREZEJQFPdRERERETE6yn4iIiIiIiI11PwERERERERr6fgIyIiIiIiXk/BR0REREREvJ6Cj4iIiIiIeD0/dxdwLZ2dnWzfvp3ExER8fX3dXY6IV7HZbNTW1rJ48WICAgLcXY6IiIiIS3l08Nm+fTvLli1zdxkiXu2Pf/wjn/3sZ91dhoiIiIhLeXTwSUxMBBwfzFJSUly2n+o/HiHl239J9Y9+T8qyLJftR8STVFdXs2zZMue/MxERERFv5tHBp/fwtpSUFDIzM122n8zMTPiWgev2IOK5dBipiIiITAQabiAiIiIiIl5PwQeoebuKQ+HF1Lxd5e5SRERERETEBRR8gI4LreS07KbjQqu7SxERERERERdQ8BEREREREa+n4CMiIiIiIl5PwUdERERERLyegg8w7Y5EPl69lWl3JLq7FBERERERcQGPvo7PWJmcEsX8TV9xdxkiIiIiIuIiWvEBGivPsfOLv6Cx8py7SxERERERERdwafDZuHEjt912G+Hh4cTExLBy5UqqqjzvWjnnDtZxz+/Wcu5gnbtLERERERERF3Bp8Nm5cydr1qxh9+7d7Nixg+7ubhYvXkxrq66XIyIiIiIiY8el5/i88847A+6//PLLxMTEcODAAe6++25X7lpERERERMRpTIcbNDc3AxAVFTXs8x0dHXR0dDjvt7S0jEldIiIiIiLi3cZsuIFhGKxbt44FCxaQnZ097Gs2btxIZGSk8zZv3rwxqS04Jpz9UxYTHBM+JvsTEREREZGxNWbBZ+3atZSXl/Pv//7vV33N+vXraW5udt727t07JrUlPpBGUeN/k/hA2pjsT0RERERExtaYHOr29NNPs23bNnbt2kVcXNxVXxcYGEhgYKDzflhY2FiUh63TRmtDK6ExofgG+I7JPkVEREREZOy4dMXHMAzWrl3LH/7wB9577z2SkpJcububZv5dGRGzIjH/rszdpYiIiIiIiAu4dMVnzZo1vPLKK7z11luEh4dz5swZACIjIwkODnblrkVERERERJxcuuKzadMmmpubWbhwIdOnT3feXnvtNVfuVkREREREZACXrvgYhuHKzYuIiIiIiIzImE11ExERERERcZcxvYCpp0r9XA6NRxpITZjk7lJERERERMQFFHwA/7//HtG7dkFaGqSn9/2amgohIe4uT0REREREbpGCD/BhzXQi9l5h1slSJr3xJj7NTX1Pzpw5MAz1/pqcDAEB7itaRERERERGTMEH+KfTf8WbXU/DcQCDhNDzLJxp4bZIM1n+FhIvm4l+by+hW3+Dz5U2x5t8fCAxcWggSkuDhATw1YVQRUREREQ8hYIP8MMnj7P1wwT+/MN92DMysVqjsVqjed1azI+scPIkOAbUGSQH1XP3NDO3TbKQ5Wcm4YyFmMo/E3JmM6bOTscG/f0hJWX4UDRzJphM7vxxRUREREQmHAWfHmG0khF/hczPD32uvR2OHQOr1YTVOgOrdQZvWRfyj1aorQW7HXywkep/ggXTLBRFWpjjZyah2kL0/jcJaajFZLM5NhYS4jh3aLjD56KjFYpERERERFxAwWcEgoIgM9NxG6yzE44fB6vVF6s1Cas1if+qXszPrFBTA11d4E8nqT7HmB/jOHwu02YhoczM1A9+Q3BjXd/GIiP7glD/UJSWBpM0cU5ERERE5GYp+ADReTP5YPk/Midv5g2/NyCgL5sMZrNBXR1YrQFYrRlYrRn8yQr/ywrVdY6VpGDaSKWa4qkWboswk3nJQsKnZqL/9C5BTWf7NjZ16vCrRJo8JyIiIiJyXQo+wNTsWBa+tW7Ut+vr65h/kJgI998/8Dm7HU6fBqs1hOrqHKzWHP7bCr+wgvUUtLRAOJdIw8Ltk8wUhVjIPGMm4fgRon/3JgGt/SbPxcUNXSXS5DkREREREScFH6Dp2EUqf/5nMp++n0lJk8dknz4+jrwSFwf/8i/Q3Ox4PDsbDh6EhgawWiOwWguxWgvZYYVNVrBaoanVYArnScNCUbiZQixk1ZiJr9xL9MXf4NehyXMiIiIiIv0p+AD1nxyj+J+/SGXhgTELPv01N8O2bY7fL1/umG8QG+u4zZ8/9PUXLpick+es1mLes8KWnlB0rsNgOvWkY2ZukIXCNjOZFRbiD7zLlKbN+HY7Js8ZAQGYkpOHBiJNnhMRERERL6Tg4yKrVvWt4kRGwtato7ftqCiYN89xG6y52UR19Yye6XMLed8Kv7RCdTWc6bYxizrSMZNjslB43szsvRYSdr3J5Eu1+Ngdk+eM4GBMCQmOHfn7wyOPOIKRJs+JiIiIyDil4OMig1dxblZvgBppeIqMhIICx22w1lZfamoSsVoTsVoXs9MKL1ts2I+amdm0j3vYSSEHSLtiIfToUQDsJh98du50bsOIjMQ03CqRJs+JiIiIiAdT8PFwvQHqVsJTr1DfdnI6KphdX8LFPSXYD5Ywua6cwG7HOUG1JFBKPtvDPs+JqHyakvLZXTeTs7VXSLRXk4aFzBYzBWYLs6vNzHrzXSLa+ibPGVOnDg1FmjwnIiIiIh5AwQcIiAymMjifgMjgW95W/xWaW3ntjWxnWM3NUFpK554Smj8owVRWwuT6I/gaNnzw4RyzKTXlc2baX2LLzSfq3rnMuSuKxXmwclBG6eoK4fjxHJ58ModtDfCHbkhJ6TmnqPoSid0W0jGT0Whh7hULsyuOEN/+JiEdfZPnjJlxmNKHGbKgyXMiIiIiMgYUfICUz2ZC28FR2Vb/Q9ycDh6E5RuGvvbgBradHOaYtKtt52rq66GkhI49JVzeWYJ/RQmR52sAsBFEDbmU+dxJY9xTkJ9PzH055N4Rwl/kOi7Oej3+/o5Fm9BQOHTIsfrUW5vNFkFdnWPyXHU1fGyFf7OC1WJw0XqeWR2OUJR+ykLeRTOz9+1hVvtW5yqT4eODkZCIz3ChSJPnRERERGSUKPiMEucKTcVHsPzHA56LDPgWy+lLMc7zdeIODj2Gbe9zsPwf+n7teXFkJCxfZhDpc5mtD79Dx+4SWj8qIfBoKaGXHYebtTGJcvIp913JhaR8fIvymXlvBgXz/HhkDgQGjv7PffVrFZmw26Opr3dMnrNaB4aiFks9M9vMpNktpB8zk1NvIePDd4lr34y/3TF5zu4fgJGUjO/sYQ6fmzFDQxZEREREZMQUfICj/15C0l/dwbFXdjP7y/k3tY3m9w+yrWADzI+ErQOXagbPJHBmnYKCocs6y3E89lk7/OAH8NRT2BKS+T8Xm/FpbeZz9j/Ati9hJ4g2prDZ7+v8NvxxOiOjmRIXzP/+3ybWZDlWaVatggN/gm1/Gv3JciPh4+OYjD1zJtxzT/9nTBjGDBoaZlBdvRCrFT6xwq+tUGOx0VZVx7TLZtK6LKSbzcyptTB7+5tM76jF13BMnrMFhWCkpOKXOUwo0uQ5ERERERlEwQcw7AaBdGLYjRt/s3Nu9YYbODZtkJYWKCuDkhLsBxdwKe1rGNYfwH8tw44JK2mU8ACH/fM5HHIHzz10lvQFMaz4/Sq+TSmf7qtnW/5alu99jry/61slGq3Jcq7Q/1pFd97Z/xlfIJELFxyT5/qHolpzJ13mY0y5aCGt3UL6YTOZVRZm+/yGaZ11zi10h0VipKbjl5U2dNjCTZ80JSIiIiLjmYLPrXKOXRvh68+dg3MG/Ohl7PvuozXuYUJOWzAZBp34c5kd/I58jvjMYU3OR0QsyCW7OJyCAvhCOtQ+CofOwqHX4c+TtjpWcXpXiXp/XbXKkXR6D5cDOLgBGHo+0Y2Oyx4rw1+rKADI4NKlDKqrHcMVPrXCVivUVbVhM1cTec5CeouZtFILmYfMpJveJbq7b/Jc5+QYjNQ0AuYMCkWaPCciIiLi1RR8btKq5I9obvMnMuRbQw5lA8Aw4PhxKCmBkhLaPy3BKCkh+PwpIvk1/2N3DjbO8y98hqrg79CVnU/Ugizs+wL4rf89FM+AX/wmachm+4eTq67i9L6oNwiB83yiVQe/QXN33wf8SL82thX8M6s+/hbLly8YEICuF4pceZHWa4mIgPx8x61PCJBDa2sONTUMOKeovuoS9ioL4WcspF00k7bPwuz9R8gwvUmEvW/yXPvUOEhNIyAnfeCwBU2eExERERn3FHxuUnObP9vO3O4IH93dcLkNfrMN46BjuppPeSkBLRcBOOcTwwF7PiWswhKaj29ePnkLUigo8qGg4DM8nTwGp6T0nE/UvHy4I/IWsXXVKmj+Mct39K0S9U6du1rA8sRD6UJDISfHcesTARTS0VHIsWP9QpHFoKHyPIbZQthpMynnLKSfM5O+ew/pbCXEcEyes5t8aJ+WCGnpBOak9Q1b0OQ5ERERkXFjTILPSy+9xE9+8hPq6+uZM2cOP/3pT7nrrrvGYtcjkrg0E+ubFSTelXzN161K/ojmVn/o7ibSdAnjydWEfbSCZQE2JhkX4YOvcsInif32fEpYR01EPqaCfJLunE5BoYm/KoT4+NELOZGRjsDRe9pK7/3+z4/YNVaJBk+aizz4DZZPCyEypAtYMKSWrVs98xC6wECYPdtxczAB0UA0XV3FHD/uCEUfWeHfrAYXDtdjVJkJPW0hqd5Cer2ZtF3vksZmAnBMnuv2DeDK9GRITyc4N23gsAVNnhMRERHxGC4PPq+99hrPPvssL730EvPnz2fz5s0sXbqUI0eOEB8f7+rdj0hwVDCpK+YMfeLiRSgthRLHYWpNJ77MW8ZyfOw2bCZfKv8lkyW2NkrI50RUPl8qusjsOyZRUACrCx3TzFz5uXdwoBj1gNE7dW7QOUTO3axa5Rzd3ftY74pR897n2DbvH1j+/gaGO7fI0/Reqyg1tfcREzADmIHNtpCTJ/uFIrONpkN1YHaEosSTZtJOWkh/700SqcUPx+S5Lv8Q2mY6VoZC8tLwn6PJcyIiIiLuYjIM4yZGmY3c7bffTkFBAZs2bXI+lpmZycqVK9m4ceOA13Z0dNDR0eG8X1VVxbx58zhy5AiZmZkuq/HkR7Wc+up6UlY/QHTHKYyDJXTvL8H/ZC0AX2Er55lCAJ3EcpbTMfkE35ZNzrxgCgsd+WD6dJeVNyp6Lzq6fNhD3foMd97OjazeDH5t77lQ/UX6tbG14J/73tNz3lFkSBdbaxaMaPvObbl5Rclud1w/1mqF6mo4VtXJpfJjYLYQcspCfIeZNBwXcY2nb/Jce1AkzTHpXIpNozkmlfawKdh9AzBMPmNWe31zA1/+z79z+b8vEREREU/g0uDT2dlJSEgIv/vd7/jc5z7nfPyZZ56htLSUnTt3Dnj9hg0b+P73vz9kO3fwNn6mMFeV6RhEQN8fgw0/LKRhx4SBD0G+3az5fgzvvQd+fo5DpkbzA/dIhgTcSvi40fdfq77+bnYQwsGDjtOi/PwcobGiArKz4eC75+nu9sHPx0ZBZLXjtc0pdNv7zqEJ8e2g5v6vO+8n/3kLbbZrX5m1d3v9t5XcXYWv0Y3N5EeNX0bf9noeH01D/4UZmHp+dYf7eZfv8QNOArNAwUdEREQmBJce6tbY2IjNZiM2NnbA47GxsZw5c2bI69evX8+6deuc93tXfP7PkQSXfjD7zpw/UnnEztkpWcQvSuV/Wr9KbFAzEZEQGADL9z7Hc3seZ89hx+FbwKgewjWSIQHOqdkjGCIw3GtvJaT1r6+//tu/an09iaf30DfA+ce2fO9zbOMfWN7m+JX7+j3e++fc/3099/vLjjg+4Pnh9G5jwLYGL2f1usFkeOUKzilyViucrrhA52EL/sfMTG60kIZjxScNCxFcBsCOiZaoeK7EpdM2M42Wmem0R83E7uuPMSaHvxWym7c4df4UbH5qDPYnIiIi4n5jMtzANOjDnGEYQx4DCAwMJDCw79v7sDAXrvL0s/jJRL79zN2c+dm7ZD5sgkEDqiNXwfLmbUQ+AGwddOJ/zwflm/n83H+V5FrP9d/O4AEGwxlu2MHg7TjrPXgQuruch5n1PzTNeUha/+sB9d9Pz5CD3tey/J8HPAaA3zegoGDgn13v+4f7c+33OHDN54Z7ftg/j6vsBxhRyLl8Ged1g6xWqKtsoaPCEW6mXHQcxpaGhQVYmMJ55/taI6fTlZiOX1YBIXMfgnTH+T4+KSlEBAURcd09u1ZlZSVsdnMRIiIiImPEpcEnOjoaX1/fIas7DQ0NQ1aB3Gn6lC4m08TQNSiHYT8b957433Ox0ObBKxMjWBG62koKQPP7B9lWsKFvOwcPwvINbI2MhG2Dji8b8mZg+cD41n9MNdBX7yJHIlreE+SaOzew7Yyj7uXLgW2LBk5662foH8ui4a9pdBVXyxzXyiI3s3I1kvdcvDgw3Byvaqf9cDW+NRZimvvO05lvsjDdqHe+rz1sCp0JafhnpROU8yBk9AwwSE0lNDz8xosVEREREZdwafAJCAigsLCQHTt2DDjHZ8eOHaxYscKVu74hkzJi+eCO75CRMfIw1rea4vhUPWRlIvkjlk/bM/A9g07qH3YlxfnYBkfY6F1Z6r3fE7ScRVxrUkF/PeHFuZI0uN5FBY5VkUUj29x4YxjQ2NgXbKxWOGbuou1ILb41Fqa39IWbO30sxNlP4NNzDk5XUDidCWn4ZaUTMOeevnCTlkZQVBRBbv7ZREREROT6XH6o27p161i1ahVFRUUUFxezZcsWTpw4werVq1296xGbXjST6Z9uvP4L+7neKsJw08lWrYLlzX3J4pqHf/W+rP9I6ZHs+Cr6X2dnuKw03GYHXyfI0xnGwAlrVitUW+xcrjyJX42ZGW19h6V91ddMgv0Yfj2DDLr9g+iKT8U3M42AOQ/1jZ1OS8M/NhZ/jZ4WERERGddcHny+9KUvcf78eX7wgx9QX19PdnY2f/rTn0hISHD1rkfs8unLVP/HAVK+WEj4DNcdnjSSzOKq0cyuOkRsrNntOK+p47xZDC4ePYv/MTOzOizOlZtV/haSbFYC7e2O9/r60RWXjO/sNPyyPjsg3PjFxeHnM3ajpEVERERkbI3JcIOnnnqKp57y3OlRJ9+3MPcbi6iceoDMhz3/Ypverrsbjh8fuHJjtcK5qgv4HbOQ2OVYtcnAzFcDLCTZLITaHBPTDJOJrhkJ+M5Owzfjbkh/3BlwfBISCPT3v87eRURERMQbjUnwERmsowNqawet3FjhtLmFgOOOMJOOmQyThVWBZpJtFiK7+iamdcdMx2d2Oj7pBZDed2iaKTmZgCCddSMiIiIiAyn4eLjxdp5Nf21tfde46b9yc8LcTkBdNSmGI9zM9rXw1UAzKTYLUR19E9Nsk6fgk5GOKT0d0h50HpZGaip+mpgmIiIiIjdAwcfDeeJ5Nv0NvsaNc2KapRv/07XOYQJz/Mx8NchCit1MdFvfxDR7WDim9LSecHNPX7hJS8M3KsrNP52IiIiIeAsFH8A3yJ96n5n4Bun8j+FcvNgXaPqHnGqLHf+Gk85wkxNg5pFgC6l2MzGtx/DFMTHNCAqC1NSecDNwYppPbCxoYpqIiIiIuJiCD5D+FzlgO8l0dxfiJsNd46b/xDT/i2edk9Lygi08GmQmxbAwrcWKP46JaYafHyQmY0pLg/SBE9NMcXGgiWkiIiIi4kYKPhNE/2vc9L/1ruD4XrrgDDcFYRb+umflZnqbhUD6JqaZYhN6Qs09kNY3Mc2UmAh++uskIiIiIp5Jn1QB8+uHCP/iUi7/x9uO1Z9xathr3PQLOKa2lp5wY6EowsxjIT3hpttCCH0T0wif3rNaM3RiGpqYJiIiIiLjkIIPYGvvYrr9FE3tXe4u5br6X+Nm8KpNTQ3Q0U4yNcw2mZk32cITwY7D0mb4mQmjb2Ia/lMgKR3S0gcempaaCmFhbvv5RERERERcQcHHA13tGjdWq+Nxo7ubRGrJ8jVze5SF+4LNpBoWZoSaCe88gckwwAC6wiGx91ybuwdMTEMT00RERERkAlHwcZP+17gZvHJz4gQYdjtxnGSOv4U7o83cH2IhzTAzI8pCxPkafGzdYAMuB0Fsak+oeagv3KSnQ0yMJqaJiIiIiKDg41JXu8aN1QqnTgEYxHKWvGBHuFkSYiE1wMyM6RYiz1nx7WyHLuCcHyQn9wSaBwdMTEMT00RERERErkvBB4hblEbpP79PyqK0G35v/2vcDL41NDheM5kL5IdamB9jYWmImbRICzP9zESes+DXdhmuACdNkDBoYlpvuNHENBERERGRW6JP00D4jHDmPrtw2OeueY0bK1y44HhdKC3Mm2ThzqkWloWYSZ1uYWaEmUnnLPg3n4dW4BgwY4YjzMwvHHgxT01MExERERFxGQUf4PS+U3yy+t/wffIJLvpNHRJuLjsuY0Mg7dweXcP8qWZWhFpISzYzc5qFSQ1mAhrroQnHbcoUR5jJ08Q0ERERERFPoOADPPZ0CO8c/C48CX50Uzy9lvlTzfxFqIW0HAszW81MPmfBv/44pkYDGoHwcEeYye09NC1NE9NERERERDyUgg/wvSk/51/5BaHRIYQ2ncRU3w31OA49S+2ZmLbkS5qYJiIiIiIyTin4AMmhZ4mhgfNFDxO2YkFfuJk5UxPTRERERES8gIIPcH7FY8T87iUavrKOKQ8XuLscEREREREZZVrOAMITp/Bh+mOEJ05xdykiIiIiIuICWvEB4uYnEFf1K3eXISIiIiIiLqIVH+DKhStY3zrMlQtX3F2KiIiIiIi4gIIPUPt2Jakrs6l9u9LdpYiIiIiIiAu4LPjU1tby2GOPkZSURHBwMCkpKXzve9+js7PTVbsUEREREREZlsvO8Tl69Ch2u53NmzeTmppKRUUFTzzxBK2trbzwwguu2q2IiIiIiMgQLgs+S5YsYcmSJc77ycnJVFVVsWnTJgUfEREREREZU2M61a25uZmoqKirPt/R0UFHR4fzfktLy1iUhcnHRAcBmHxMY7I/EREREREZW2M23KC6upqf//znrF69+qqv2bhxI5GRkc7bvHnzxqS22V/OJ9DoYPaX88dkfyIiIiIiMrZuOPhs2LABk8l0zdv+/fsHvOf06dMsWbKEL3zhCzz++ONX3fb69etpbm523vbu3XvjP5GIiIiIiMggN3yo29q1a3nooYeu+ZrExETn70+fPs2iRYsoLi5my5Yt13xfYGAggYGBzvthYWE3A8zpHgAABs9JREFUWt5Nqf7PSjq/+DAB//FbUj6bOSb7FBERERGRsXPDwSc6Opro6OgRvfbUqVMsWrSIwsJCXn75ZXx8PPOyQZ3NV8i8UkJlsy5gKiIiIiLijVw23OD06dMsXLiQ+Ph4XnjhBc6dO+d8btq0aa7arYiIiIiIyBAuCz7bt2/HarVitVqJi4sb8JxhGK7arYiIiIiIyBAuO/bs0UcfxTCMYW8iIiIiIiJjyTNPuhlj0+9M4tNv/AfT70xydykiIiIiIuICY3oBU081KWkyxf/0BXeXISIiIiIiLqIVH+BcxVk+WPFPnKs46+5SRERERETEBRR8gMayUyzc9rc0lp1ydykiIiIiIuICCj4iIiIiIuL1FHxERERERMTrKfiIiIiIiIjXU/ABQqZHsid2GSHTI91dioiIiIiIuIBHj7O22WwAVFdXu3ZH0yHi/R/RRieVlZWu3ZeIh+j9d9X770xERETEm3l08LFYLAAsW7bMzZWIeK/a2lqys7PdXYaIiIiIS5kMwzDcXcTVNDY2MnXqVD799FMiIz3/MLSWlhbmzZvH3r17CQsLc3c516V6XcvT67XZbNTW1rJ48WICAgLcXY6IiIiIS3l08Ll06RKRkZE0NzcTERHh7nKuS/W6luoVERERkZul4QYiIiIiIuL1FHxERERERMTr+W7YsGGDu4u4Fl9fXxYuXIifn0fPYXBSva6lekVERETkZnj0OT4iIiIiIiKjQYe6iYiIiIiI11PwERERERERr6fgIyIiIiIiXk/BR0REREREvJ6Cj4iIiIiIeD2PDj4vvfQSSUlJBAUFUVhYyIcffujukoa1a9culi1bxowZMzCZTLz55pvuLumaNm7cyG233UZ4eDgxMTGsXLmSqqoqd5d1VZs2bSI3N5eIiAgiIiIoLi7m7bffdndZI7Jx40ZMJhPPPvusu0sRERERmdA8Nvi89tprPPvsszz33HOUlJRw1113sXTpUk6cOOHu0oZobW0lLy+PF1980d2ljMjOnTtZs2YNu3fvZseOHXR3d7N48WJaW1vdXdqw4uLieP7559m/fz/79+/n3nvvZcWKFRw+fNjdpV3Tvn372LJlC7m5ue4uRURERGTC89jr+Nx+++0UFBSwadMm52OZmZmsXLmSjRs3urGyazOZTLzxxhusXLnS3aWM2Llz54iJiWHnzp3cfffd7i5nRKKiovjJT37CY4895u5ShtXS0kJBQQEvvfQSf//3f8/cuXP56U9/6u6yRERERCYsj1zx6ezs5MCBAyxevHjA44sXL+aTTz5xU1Xeq7m5GXCECU9ns9l49dVXaW1tpbi42N3lXNWaNWt48MEHuf/++91dioiIiIgAfu4uYDiNjY3YbDZiY2MHPB4bG8uZM2fcVJV3MgyDdevWsWDBArKzs91dzlUdOnSI4uJi2tvbCQsL44033iArK8vdZQ3r1Vdf5eDBg+zbt8/dpYiIiIhID48MPr1MJtOA+4ZhDHlMbs3atWspLy/no48+cncp15SRkUFpaSlNTU28/vrrPPLII+zcudPjwk9dXR3PPPMM27dvJygoyN3liIiIiEgPjww+0dHR+Pr6DlndaWhoGLIKJDfv6aefZtu2bezatYu4uDh3l3NNAQEBpKamAlBUVMS+ffv42c9+xubNm91c2UAHDhygoaGBwsJC52M2m41du3bx4osv0tHRga+vrxsrFBEREZmYPPIcn4CAAAoLC9mxY8eAx3fs2MGdd97ppqq8h2EYrF27lj/84Q+89957JCUlubukG2YYBh0dHe4uY4j77ruPQ4cOUVpa6rwVFRXx8MMPU1paqtAjIiIi4iYeueIDsG7dOlatWkVRURHFxcVs2bKFEydOsHr1aneXNkRLSwtWq9V5/9ixY5SWlhIVFUV8fLwbKxvemjVreOWVV3jrrbcIDw93rqxFRkYSHBzs5uqG+u53v8vSpUuZNWsWly9f5tVXX+WDDz7gnXfecXdpQ4SHhw85Vyo0NJQpU6Z49DlUIiIiIt7OY4PPl770Jc6fP88PfvAD6uvryc7O5k9/+hMJCQnuLm2I/fv3s2jRIuf9devWAfDII4/wr//6r26q6up6R4QvXLhwwOMvv/wyjz766NgXdB1nz55l1apV1NfXExkZSW5uLu+88w4PPPCAu0sTERERkXHCY6/jIyIiIiIiMlo88hwfERERERGR0aTgIyIiIiIiXk/BR0REREREvJ6Cj4iIiIiIeD0FHxERERER8XoKPiIiIiIi4vUUfERERERExOsp+IiIiIiIiNdT8BEREREREa+n4CMiIiIiIl5PwUdERERERLze/wXl66AULars8gAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model,\n", " columns=3,\n", " figsize=(10, 7),\n", " groupby=[\"subj_idx\"],\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=True,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_mean_rts\": True,\n", " \"add_posterior_mean_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_uncertainty_model\": False,\n", " \"samples\": 200,\n", " \"legend_fontsize\": 7.0,\n", " }\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 4: Parameter varies by Condition " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An important aspect of these posterior analysis, is the consideration of experiment design.\n", "We may have an experiment in which subject are exposed to a variety of conditions, \n", "such as for example different degrees of difficulty of the same task\n", "\n", "It is often reasonable to assume that all but the conceptually relevant parameters are common across conditions.\n", "\n", "As a by-product, such experiment designs can help us with the recovery of the constant parameters, by probing those static aspects of the model across varying kinds of datasets (driven by targeted manipulation of variable aspects of the model).\n", "\n", "Implicitly we fit the following kind of model,\n", "\n", "$$p( \\{\\theta_c \\}, \\theta | \\mathbf{x} ) \\propto \\left[ \\prod_c^C \\left[ \\prod_i^{N_i} p( x_i^c | \\theta_c, \\theta ) \\right] p(\\theta_c) \\right] p(\\theta)$$\n", "\n", "\n", "Where $\\theta_c$ is the condition dependent part of the parameter space, and $\\theta$ forms the portion of parameters which remain constant across condtions. \n", "\n", "To give a more concrete example involving the **weibull model**, consider a dataset for a single participant, who went through four conditions of an experiment. Think of the conditions as manipulating the payoff structure of the experiment to incentivize / disincentivize accuracy in favor of speed. We operationalize this by treating the $a$ parameter, the initial boundary separation, as affected by the manipulation, while the rest of the parameters are constant across all experiment conditions.\n", "\n", "The resulting model would be of the form, \n", "\n", "$$ p( {a_c}, v, z, t, \\alpha, \\beta | x ) \\propto \\left[ \\prod_c^C \\left[ \\prod_i^{N_c} p( x_i^c | a_c, v, z, t, \\alpha, \\beta) \\right] p(a_c) \\right] p(v, z, t, \\alpha, \\beta)$$ " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1000\n", "model = \"angle\"\n", "n_trials_per_subject = 500\n", "\n", "# We allow the boundary conditions to vary\n", "depends_on = {\"a\": [\"c_one\"]}\n", "\n", "# They will depend on a fictious column 'c_one' that specifies\n", "# levels / conditions\n", "conditions = {\"c_one\": [\"low\", \"medium\", \"high\"]}" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "depends_on is: {'a': ['c_one']}\n" ] } ], "source": [ "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=1,\n", " n_trials_per_subject=n_trials_per_subject,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=conditions,\n", " depends_on=depends_on,\n", " regression_models=None,\n", " regression_covariates=None,\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'theta': 0.7406253194726012,\n", " 'v': 1.464554358239174,\n", " 'z': 0.6206249211841304,\n", " 't': 1.534252965986117,\n", " 'a(high)': 1.0519165572885651,\n", " 'a(low)': 1.2561997135872933,\n", " 'a(medium)': 0.9265856569938499}" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Let's check the resulting parameter vector\n", "full_parameter_dict" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Make HDDM Model\n", "hddmnn_model = hddm.HDDMnn(\n", " data,\n", " model=model,\n", " informative=False,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " p_outlier=0.0,\n", " is_group_model=False,\n", " depends_on=depends_on,\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1001 of 1000 complete in 129.4 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sample\n", "hddmnn_model.sample(nmcmc, burn=100)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_model,\n", " ground_truth_parameter_dict=full_parameter_dict,\n", " figsize=(8, 5),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "passing\n" ] }, { "data": { "image/png": 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", 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", 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PiBEjGDZsGJ06dbrp4wcEBKjbkpOT2bx5M3PmzCE9PR0PDw8WLlzI3LlzefbZZ3njjTc4duwYcXFxnDt3junTpwPw448/MmrUKLp3786rr77K8ePHee2118rht/ZwkgAuzErY8BdTvj3BF92uTg0uLi5Rx8AVTIdEDBmYE5l07aqfxJCXV5ubSP4eKoYmXQaZmZns2bOHBQsWEBYWRkBAAAsWLKBPnz4mY+V169YlOjqaNWvW0K9fP/bs2UPLli3p3r07AJGRkTg6OuLh4YGtrS0NGjQA9AG5YcOGJudgfPyCggKOHz/O9OnTcXFxUS94GvYbN24cLVu2BCA7O5sFCxbQt29fJkyYAECrVq1wd3dnwoQJDBw4kDp16vDhhx8SFBTE7NmzAWjdujWA+rO4MxLAhVm63CJCdUc5XGukyUU1wxh4opWVOrRi3I1tvP1LdNjQD4CmTctvOnFFtXfvXoKCgky2abVaWrRowbRp0zh06BCFhYU8/vjjJvtERERQtWpVdu/eTb9+/YiMjGTFihWkpKTQrl072rRpw/Dhw2/qHEofH/SLkcfFxZW5gFm3bl31/sGDB8nPzycqKsrkQ8AwRLNz506qVavGkSNHGDVqlMnrdO3aVQK4hUgAF2ZZWenfJk2bNlMDeLW0C1zu0gWAvFK9Hgw14cZ14MXF0gq2tKCgIKZMmQLoLwTb2dlRpUoVdSr2/v37AaNyTSPe3t5kZ2cD8NZbb+Hr68u6devU1wsPD2fSpEllMu7SvvrqK/W+jY0NlSpVwsvL65r7Gp+HoRPl9S5ypqamkpmZiaIoeHp6mjxm+OAXd04CuDDrWu1ktSUlnPvoIwA+efttWl/Z1zgDt9Jq1Sn05TmZoaJycnKiUaNG133cUAeelpZWZkHwCxcuUK1aNUD/Ox82bBjDhg0jOTmZn376ifnz5zN27Fg2bNhww3O40fFvxHBtY9asWdSoUaPM497e3ri7u6PVaq9O+LrCuA2xuDNShSJuW40aNahRo4baVhauNq/SarVYW1ubNLYStyY0NBRbW1u+/fZbk+379u0jOTmZxo0bU1BQQOfOndWqEz8/P6Kjo+nevbtaj29lZVUu52ZjY0NKSgqNGjVSbzY2NsyePZukpCTs7OwIDw9n06ZNag8d0F/YFJYhGbgwq2qr2nzYZjxhvULUIRRFuf70eMMFTQXUC52yms6tc3d3Z/DgwcTHx2NjY0P79u1JSkoiNjaW2rVr07t3b+zt7QkKClL3qVevHqdPn2bt2rV07twZ0K9RC7Br1y5q1apFaGjoHZ+bh4cHL774IrGxseTk5BAZGUlKSgqxsbFoNBrq168PwJgxYxgwYAAjRoygb9++JCQksGDBgjs+vtCTAC7Mcq/pQVHPythWtjPZbvgabWd3dbtx+1hrKyuj8U7Tr9Hi5owcORJvb2+WLVvG6tWrcXd3p0uXLsTExODg4ADA1KlT+eCDD1iyZAkXLlzAy8uLJ598kldeeQXQTxgaOHAgK1euZNu2bezcudMi5xYTE0OlSpX48ssvWbx4MW5ubrRo0YIxY8aoHxoREREsWrSIOXPmMGLECPz9/Zk+fTpDhw61yDk87DSK8Xeb+1C9evUA+Ouvv+7xmTy8zuw5zcoe4znf3pdZn89Fq9XSynYDW7LaATBp0iT+7//+D4CcnBy1++CuSpWosncvAO3aZXP69NXxVp1Od8PVevLy8jh27BgNGjS4ZjfD+2Um572ezi/uP4b3bkJCAidOnCAyMpJ27dqZ7GOpuCYZuDAr/c9zvJ6yivEXTMvBri6jZjpd3hDUbGxtCQwMvPLIYYtOpZfAKYQEcHETrrUqvYLxQsam1NayRmWEOp3OJGjfLxm0EBWZpDHCLOMyQuPAa1jQwTgDN15aTWtlhaurK66urmg0phUqQog7Jxm4uD2KYraeN9/GRp3sUy1trGTgQliYBHBhlou/Jz+5RBH8SJjJVHpD/ff1GlZ9GhXFo1fqk63sN0nmLYSFSQAXZtXqVJ9aWVtNtinK9WfUqXXgimK0mLEiGbgQFiYpkTArMy2Tp9s/xcihI00Cr7u7u3ozMB7ntrGxMVrUWCNj4EJYmPwlCbNOrzvCih9X43Tq6ttFURQuXbrEpUuXyuxvqDhRFIWEhAQSEhLQKTp10QfDTQhxZ2QIRZh1rVXpAbXLnHG3OePs2t3d3ajR0fEbTtwRQtw6+YsSt0m5qWXSDJ3onMjEaH0AHB3tWbGivM5NXI9hUWrxYJAALsy61qr0cLX65HpVKI6OjmoP6QlOw3h0XV/1sW7d7jCI9O8PRutC3hNubvD557f11P79+7Nnzx6TbTY2Nnh7e9OuXTtiYmLUdrKWUFhYyOzZswkKClJX2omLiyM+Pt5kPysrK1xcXIiIiCAmJoY6depY7ByMGdbqnDFjBr17977mPobzs7W1ZdeuXWqfdGPLly9n8uTJVK1a9aHscigBXNwWRbn+TExjiYmJABQXFRlVpEBJiRa4g1V6MjNh3brbf74lGH+luA0NGzY0WSqtqKiII0eOMGfOHI4dO8by5cstli2npqby3//+lxkzZpR5bOXKler9kpISkpOTmTt3LtHR0Xz//fdlVua524qLi9m6dStPPPFEmcfWr19/D87o/iEBXJjV6NlIsjpl8q6Pk8kYt6EXiuG/pVWrVk1dGPeUVluqKZX54P+gc3Z2JiwszGRb06ZNyc3NZd68eRw+fLjM4+Wh9DGaNGlClSpViI6OZu3atddddeduady4MRs2bCgTwFNSUti3bx8NGjS4qeG8B5FUoQizLhdf5rkRzzH61dFlFi82V02SkZFBRkYGJSUl5OXlqbeSkpLyPu0KKzg4GNCvBG+wfv16evfuTXh4OI888giTJk0i02gI6fLly0yZMoXWrVsTHBxMly5d1EUeDMMVAG+88Ya6buXNnMPZs2cB/XBGx44diY+PJzIykg4dOpCeng7A6tWr6d69O8HBwbRt25a4uLgy74tNmzbRo0cPQkJC6NWrF8ePH7/p30e3bt3YuXOnuoScwcaNG6lZs6bae9zYli1b6N27N40aNeKRRx7hnXfeMfkGaNinX79+hIeHq7+zZcuWqY/v3r2bevXqsWvXLgYNGkRoaCgtW7Zk5syZ900VlQRwYVbi1n94ZX0Kdommbxdra2v1di3GdeIajUatCb9We1hx1enTpwHUJdPmz5/P6NGjCQ0NZd68eQwfPpwffviB/v37q8NY7777Ltu3b2fcuHF88skntG/fnpkzZ7JmzRp8fHzUse5hw4aVGfe+0TkYvkGB/gNl8+bNzJkzh5iYGDw8PFi4cCETJ06kRYsWfPTRR0RHR7No0SImTZqkPu/HH39k1KhR1KlTh/j4eLp27cprr71207+Pzp07U1JSwtatppPJ1q9fT/fu3cvs/+233zJ8+HACAwP58MMPGTFiBOvWrePll19WVwbatm0bw4cPJygoiPnz5xMXF0fVqlWZNm0aBw4cMHm9V199lSZNmvDRRx/x+OOPs2TJEpO1RO8lGUIRZhVcyKZd0W/8kNdM3aYoCjk5OWafa9yN0HQMXDJwRVFMMrnMzEz27NnDggULCAsLIzg4mMzMTBYsWECfPn1Mxsvr1q1LdHQ0a9asoV+/fuzZs4eWLVuqAS0yMhJHR0c8PDywtbWlQYMGgD4gl17o2PgcCgoKOH78ONOnT8fFxUW94GnYb9y4cbRs2RKA7OxsFixYQN++fZkwYQIArVq1wt3dnQkTJjBw4EDq1KnDhx9+SFBQkLoSfevW+hVUb3Zlem9vb5o2bcrGjRvp2bMnoP9mcPjwYWbOnMlHV9ZmNfxOZ82axaOPPsqsWbPU7TVq1OD5559n+/bttG3blpMnT9KzZ0/eeustdZ/w8HAiIyPZu3cvjRs3Vrf36dOH4cOHA9CiRQu2bNnCtm3bePrpp2/q/MuTxQN4RkYGc+bMYdu2beTk5FCvXj3Gjh1LRESEpQ8l7pJrtZMF1KqAa1UHAGonQgDtlQz8qodzzNLY3r17CQoKMtmm1Wpp0aIF06ZNQ6PRcOjQIQoLC3n88cdN9ouIiKBq1ars3r2bfv36ERkZyYoVK0hJSaFdu3a0adNGDTrmlD4HgNq1axMXF1fmAmbdunXV+wcPHiQ/P5+oqCiTDwHDEM3OnTupVq0aR44cYdQo017yXbt2vekADvphlGnTppGdnY2Liwvff/89QUFBZRZUPnXqFOfPn2fIkCEm59S0aVOcnZ3ZuXMnbdu25cUXXwT0iy8kJiZy+vRp/vjjD6Ds8n/h4eEmP/v6+pYZjrlXLB7Ax4wZw8WLF5kzZw6enp58+eWXvPDCC6xZs6bMytqiYrjWqvRwc1UohpmahjFwA8nA9YFzypQpAGg0Guzs7KhSpYrJB6JhnNtQjmnM29tbHRd+66238PX1Zd26deprhoeHM2nSpDIZd2nGwwE2NjZUqlQJLy+va+5rfB6GXjjXu8iZmppKZmYmiqKYTPYCjJbauzmdOnVi6tSpbNmyhV69erFhw4YyH2rG5zRlyhT191D6nED/vnz77bfZsmULGo2G6tWr06RJEwBKL1JW+iK9Vqsts8+9YtEAfubMGXbu3Mny5cvVryBvvfUWO3bs4LvvvlPX6BMPBnNVKJ6enuofrqZMFcrl8j69+56TkxONGjW64T6GWvC0tLQyCdCFCxfUcXJbW1uGDRvGsGHDSE5O5qeffmL+/PmMHTuWDRs23PAY5s7hegzfrmbNmlUmEwZ9sHd3d0er1aoTugzMtSIuzcPDg+bNm7Nx40bCw8M5duzYNRdHNpzT66+/TrNmzco8bvh9vvrqq/zzzz98+umnNG7cGFtbW/Lz81m9evUtnde9ZtGLmB4eHnz88cfqFWzQZxaKophcMRcVi2/TGiwOG0lI92ZGdcmKWlFyIzk5OeTk5KDT6dSKlIyMDFml/iaFhoZia2vLt99+a7J93759JCcn07hxYwoKCujcubNadeLn50d0dDTdu3fn/PnzgH6CTnmcm42NDSkpKTRq1Ei92djYMHv2bJKSkrCzsyM8PJxNmzaZZK23M+nGUI2yevVqIiIi8PX1LbNPYGAgXl5eJCUlmZyTr68vs2fP5ujRowDs37+fzp0707x5c2xtbQHYsWMHULE6ZVo0A3d1daVNmzYm2zZs2EBiYiKtWrW67vMMJU7i/uRVvxI5AwLxrOZgst2QUV+vqsTZ2VkdDtBqtSZdCyG1XM71QePu7s7gwYOJj4/HxsaG9u3bk5SURGxsLLVr16Z3797Y29sTFBSk7lOvXj1Onz7N2rVr6dy5M4C6SvyuXbuoVasWoaGhd3xuHh4evPjii8TGxpKTk0NkZCQpKSnExsai0WjU8r4xY8YwYMAARowYQd++fUlISLhm9mxOx44defvtt1m6dKnJxUdjVlZWjB49mkmTJmFlZUW7du3Iyspi/vz5pKSkqOP9ISEhfPvttwQFBeHr68vBgwdZuHAhGo2G/Pz82/+l3GXlWoWyf/9+3nzzTdq3b39Ttafi/pR6PIW0D/aS0Po0PXv21H+r4ubGwA37GLoXGhQWFplkOtJi9vpGjhyJt7c3y5YtY/Xq1bi7u9OlSxdiYmJwcNB/qE6dOpUPPviAJUuWcOHCBby8vHjyySfVYUtnZ2cGDhzIypUr2bZtGzt37rTIucXExFCpUiW+/PJLFi9ejJubGy1atGDMmDHqh0ZERASLFi1izpw5jBgxAn9/f6ZPn87QoUNv6Viurq60atWKn3/+Wf1gupY+ffrg5OTE4sWLWblyJY6OjjRu3JhZs2apQ07vvfce06ZNY9q0aYC+SmXKlCmsW7eOffv23eZv4+7TKOU0Gr9lyxZeffVVQkNDWbhw4XXHSc2pV68eAH/99ZclT0/cgkNLfiXshUcY33EU0zfORavV0kyzjj2KvsTs0qVLZS5SASQkJKhjoz+6uBBlNBEjIuIs+/ZVBfRfWUsH8Ly8PI4dO0aDBg2uneFX8F4o4sFleO8mJCRw4sQJIiMjadeunck+lopr5ZKBL1u2jHfffZeOHTsya9YsdYxJVEzXKyNUV5+/AbVWXFHU8VjQZ+aGDPxaAdwsCZxCWH4m5pdffsm0aVTy6QcAACAASURBVNOIjo7mgw8+kOD9ALjeqvTGK9Bfi2EM3NnZGWsbG3x9fdUbIKvzCHGHLJqBnz59munTp9OxY0eGDBnCxYsX1cfs7e3VMTHx8FAnUyiKWoML+uzd8FhxcbEs9iDEbbDoX80PP/xAUVERmzdvZvPmzSaP9erVi/fee8+ShxN3iZ2nE3utQim5xcsYxn1SrKysSk3euKQ+dr80BhKiorFoAB86dOgtX1kW978GPUOh+BBNS22/mTFwwz6Koph01ysuLjLJwIUQt06+twqz8vLy6NevHwEBAXzwwQfquLW56xvG4+PW1tb4+fkZPXpJhk2EuENyBUmY9feKQ/zvm29wPG66OszN9AM3rFAP+nakhpusUC/EnZMUSJh1vVXpDduvN/XYuMqkdAau0aRKBi7EHZK/IHHbbqZnhGGfPBsb8jp0ULf7XxgnY+BC3CEJ4MKs661Kb66G2zgDX9a5M60//lh9zMp+k2TgQtwh+QsS5cqQgSul6sAVRVErVG6mmkWYZ/zhKh4OEsCFWfV7N+ZM9RNMbuJ/SzMnjTNwJycnkzpwDearWG6kordC6d+/P3v27FF/1mg0ODg4ULNmTXr16kW/fv1uqQXsyZMnmTBhAitWrLi9ExIVkgRwYZbOVscrca+WKSO8qecaZeDGdeA6RVE7Fd5MV8PSMjNh3bpbfppFGS0XeVsaNmyornNZUlJCZmYm27dvZ/r06ezfv5+5c+fedEa9YcMGDh48eGcnJCocCeDCrLO/nOG5zbns7HxrX8+NM3AXFxfTOnDN77fdofJB4ezsTFhYmMm2qKgoatasyYwZM4iKijJZVFiI0qQOXJiVm5RO77wt2JhfhP6GEhIS1JtSaoUecVX//v3x8fFRh0MKCgqYPXs2nTp1Ijg4mMaNGzNw4ECOHTsGQFxcHPHx8YC+TWlcXBygb/M7ZcoU2rVrR3BwMM2aNWP48OEkJSXdm3+YsDjJwIVZ12sneyv8/f1LrZt4rNQKPcLAysqKFi1asH79eoqLi3n99dfZu3cvY8eOJSAggISEBGJjYxk9ejQbNmygT58+nD9/nq+++oqVK1fi6+uLoigMGTKEzMxMxo4dS6VKlTh27BixsbFMmjRJXX5NVGwSwIVZ11uV/lYlJiaq941X6DFeqUfoeXt7U1RUREZGBrm5uUycOJFu3boB0KxZM3Jzc3nvvfe4cOGCSYtew5BMSkoKDg4OjBs3joiICAAiIyNJSkqSC50PEAng4q4ICAggICBA/VmjOXLNVXyEKY1GwyeffAJAamoqZ86c4dSpU/z0008A110cunLlynz22WeAvoXBmTNn+Oeffzhw4IAsKP0AkQAuzPJu5M+yWi8Q0rnpLdcZG8/WNB7rNs7A09LSZH3MUlJSUrC3t8fd3Z2ff/6Z6dOnc+rUKZycnKhXrx5OTk4A3GhFxHXr1jFnzhzOnTuHu7s79evXf+gvHD9o5C9FmFU5rAppI4Kxr3nt1eevx1CFotVq8fT0xN3dXb1pNBo8PT3VLFxW57mqpKSEPXv20LhxY86ePcvw4cOpX78+mzdv5sCBAyxfvrzMGoul7du3j3HjxtGxY0e2b9/O7t27Wbp0aZmqF1GxyV+MMOtSwkXOfLyPHd9tv2HGZ05WVpZ6Q1FIS0sjLS2N1NRUtWvhzfRXedCtWLGC1NRUnnnmGf78808uX77MkCFDTIagfv75Z+BqBl76w+/gwYPodDpGjRqljo+XlJTw66+/AjfXx0bc/2QIRZh17udTzD32BeP9R932a7i6uuLq6np1g0aDt7e3+qMhAD1MgSUnJ4dDhw4B+n93eno6v/zyCytXrqRHjx506tSJM2fOYG1tzfvvv8+gQYMoLCxkzZo1bNu2DdD3agfU3+13331HaGgoISEhAEydOpX//Oc/ZGVlsWzZMo4fP64+z9nZ+S7/i4WlSQAXZlmijBDKzrg0zMxMSUm55fUx3dzufCbknXJzu7PnHz16lL59+wL6DzAvLy9q1qzJe++9x+OPPw5A9erVmT17NvHx8QwbNgw3NzfCwsL4/PPP6d+/P/v27aNevXp06tSJb775hvHjx/Pkk08yefJkJk2axKeffsrGjRvx9vYmMjKS+Ph4hg8fzv79+2nTps2d/grEPSYBXJhVUqIPrnv37qF+v/Dbaphkb29vcgFNo0GdmanRaG55fczb7UFyv/j8Fv4BXbp0oUuXLmW2G7Jp0FedfPXVVyaPR0dHEx0dXeZ5f/311y2cqbifSQAXZl2vneytMnzdB1BA7U6Yl5cnvcGFuA0SwIVZ1k52/KOpgc7m9l/D0dERR8erVSxajUbtTmhlZSW9wYW4DfJXI8wK7tsE+p7m/+7wdYyzawU4f/48AJmZmdIbXIjbIAFcmHW9VelvhbW1tUmWrWit8B08GIBBx47dUW9wIR5WUgcuzDq55k8WffMLDifubLUX41XoT7m7kTBvHgnz5mGdlyd14ELcBsnAhVlaHVTiIkH1Gtz2BczSGbiNja3anfAi158+fycTh4S4F+5mEiIBXNw1pm9shVOnTgH6cW9DRUpqairu7u5otVo0Gg1ZWVlq3w8hKoKcHH3j/LvRNEwCuDDLEmWEpXud2NjYEhgYCECalZVakZKWlqZm6x4eHiQnJ5Ofn4+npyc2NjayaK+4b+l0OnJycjh79iwZGRnodLpyX2haAri4a0pn4AkJCYA+AzdUpJw/f5769esD+ok+Li4uJCYmkp6efpfPVojbk5GRQUpKCqAfAizPDpASwIVZtbuF8MfCX5nQo9FtT6UvnYFbW9uoY+DJVlZqw6Xjx4+r+2mu9EuxsrJi9erVAHh6ekoWLu5bRUVFauadkZGBvb09VatWLbfjSQAXZtl52bE1bzcBv56jV69eFgqgijruXVJcrGbgycnJaqZu+K+HhwctW7Zk27ZtnDhxAo1GIxc3xX3L8P50cHCgefPmEsDFvZX0WwKuk39iZ+ea9OzZ0yIB3NbWVh33PmltrWbgcO2KlODgYKpUqcLZs2fJz8+/4+MLUZ5sbW3x8/PDx8dHxsDFvZV54gKDMtcxPv3228mC6Ri4vX0hHTvqe6NoM+P59EpnwsTERJNZmcbjh15eXnh5ed3ROQjxIJEALsyyRDvZ0mPgEyf+TY8e+ouVj9q5qZ0JtVqtOiuzdPtZIYQpmYkpzDJelf5OJikYz8TU6XSkpqaSmpqKoigkJyeTnJzMxYsXTfYTQlyfZODirig9E9PX11cdA9dotNfsDS6EuDH5SxFmedSpzBrfp2jUrvEdXZApnVEbZqwpKPp1MtE3zjIMneTl5eHu7q7uL4seC2FKArgwy695AGvHtSAgwOW2X8Pa2tokALu7u6trMmrQqGs6ajQakwuXD+NamULcrHJPaebPn0///v3L+zCiHGWey+TI53vZtn7bHdVfl+44mJOTcyUL18/KTEhIID09ncLCQvUmhLi+cg3g//3vf5k3b155HkLcBUlb/mbRgS9xTLz94RNDFYrh5urqirOzM87OzuisrKgxahQ1Ro1i6M6d2NraSn9wIW5CuQyhpKSk8NZbb7F//35q1qxZHocQd5HhomLDhrffTvZaDGPgp9zcSf7oIwBsmjRRtxuvoSmEKKtcMvAjR47g5ubGunXrCA0NLY9DiArO2dlZzbStra0pKCigoKCA4uJiNUvPk4UehLihcsnAo6KiiIqKuun927dvXx6nISzEUqvSGzMeJrG1vdpaNlWjMV38WC5iCnFdUoUizNJYacnCxeLf166WFeon8gAUFRerJYUZGRnqPsXFxVIfLkQp98VfxNatW6/7WL169e7imYhradS/GZrnMnnPguPfxhN7rK2t1Yk8pzVXSwq1Wq26j8zKFKKs+yKAi/tbfn4+Tz/9NNWrV2fevHnlMqFGXV6tqEhtLZuYmKhO6ikoKCjXxvhCVEQSwMUNKQpMfCmF574rYlcXfcN6Ozs7ix7D0dGRwMAAAM4aLe6g1WrVoC2NrYQoSwK4uCFFgU27vJnP/3g861dAY7HFWg0XJh0ciujcWR+gc3K+wKGDvnwwJSWMp5++moELIUxJABc3pNXChzEHiIs5zFe/vsKlbpf59FP9YzqdziLtZSdP/odOnWoBsKvSAFpsuQBA3br2MmwixA2UewB/7733yvsQopw52WuYRAz/ep7n4MEpNG5sRSD6C4sajQYbG5vbel3j0kDDuHdJSQl///03AEVFheqknpycHJP9pbGVENIPXNwEu6R/CAHm5iziv9PWUqvWJQBGjIDcXN1tDakYT6v38/PD19cXX19fbO3sqFu3LnXr1kWr1arT7Y33F0LoyV+DMKvKc48R6xhCA00e3V59niVhEwFYutSKZs00HDyoo7Cw8I4m2xhmYirK1cZWhYVFasMrQyYuhLhKArgwy62GB8f6t2B0184ci4ig4aKPAfhszBKKigpo1cqG2bN1FBQUUlJScsuvb29vr96KHB3VxlY1Ll1SM3AhRFlyEVOYlXzgX/w//5dd9XXsHT6Qw6Gh8CH0+b+hhHT9nkkNpvLmmyH88EMBn35ahL+/7pbHxQ2zL+ObNcP+1Vf1G3+4aFIHLoQwJRm4MCv9yHneyltPbcdqtG3blspPPAHA9vbtqbNpPZ/ubc+SPjP5/Xdo3NiaNWuKKSwsvOne4a6ururN39+fiIgIIiIi0GiuZudCiLIkgAuz7Ozs0QAvvvgiAQEBNGvWDICMYcP4JCaGNA8PBq4ez281o2gW8CdPP+3A4MHFXLpUcNNDKnl5eeTl5VFcXExiYiKJiYnoFEVd+Dg5OVkWOxaiFAngwizDqvTLli1Do9Hg4qJfWq1NmzY07tOHjaNHs6ZXL/z/+p1vTrRkSYvxrFxuQ9OmWnbtKjAbcB0dHdWbu7s7AQEBBAQEoEGDj4+Puvhx6YWRhXjYyV+DuCUajUYt5XN3dyc4OBh/f39OBgfzSUgILdauZeCumbQP+B+DCpbQrl1zxo/P5q23HLC3v/4qO4Ygr9Pp1JpwRdFx8uRJAI4fP66OgxcWFsqKPUIgAVzcBNcALza7dSbokVCTXuCGXiU+Pj64ubnh5+fHH2FhHP76a57YsIEfMlqzImAQL7wzjy1bCvnssyJq1XIoU8ttnFn7+PiovVA0Gi21a9dW9zGMhctamULoSQAXZgV2qEdgxkYKC8uWCWo0GqysrHBwcCAgIIDKlStzonp1vo6IoO7XX9N35ye0d1nH4D8+ISKiE3PmpDNggFuZoRDjKhNDZ0Kd7moGnpSUZFKRYmg5K8TDTMbAhVkZqRlEt3ma0cNHm/ToNmaYUu/k5ERwcDC9nnkG2xkz+GTkSHJdrFiX+xjz8/sz7kWF6OhsLly4ut6lcR14w4YNCQwMJDAwEI1WQ+3atdUsXCpShDAlGbgwK+G7o3yxYyVjtcPUNSuvxxDIK1WqhLu7O5UrV2ZDYCCp7x7jtdTP6aZdz9ivPyBiV18+WXKJqCj3Mq9nyLoVReH48eMAnD17Vl21JzU1FW9vb5PnyBR78TCSAC7MMmTcdRrWxsbG5qbWxDQE8ipVqnAm8TEapB7CjgL+9KvCkqQX2JHyKUO6LKbbK0W88447Dg76HuO1a9cmICDgyoFPU//11wF45Y8/1FV70tLSTAK2rJcpHlaStoiblleUp9Zrm6MoCvn5+Xz5ZRbM/ppBfMrXXTuROGsWy6KjaWD3O4d0jXCYs4i2LTM4fPiiOvEnIyODjIwMTrm58fs77/D7O++gycri5MmTnDx5kuPHj1NYWGhyE+JhJBm4MMtQ4pdw9AwODmWrSK6lsLCQH3/MZsPLv/EV4/ghvAmhs2ZRt25dEps2ZUfnznjMm8eUfW/T7/AXjGo+n8dm1CI62gF3d3dAP4EoJCQEgN3W1upY+KFDh0zKCGWavXhYSQAXN62oqIi8vDyzAbyoqIjff89mxjOJ/FDSnwPVquMaF0uDBg3QaDQEBgZSuXJljtavz+o1a2i6+L9sSYvio9FDGPT188QuVahWzQNb2zw6XFmdxzojjvgrY+O///47UVFR6vEKCgrU4RUhHiYSwIVZIc815/KTBYxLO6d2BrzeKHhJSQn//pvL4Cey+Cb3P1xwtedS7BzaN29uMnbu5OREREQEgYGBHI6K4u/YWJ7dsJSOv3zFjPBZdFrUmiee+Jr3328OQGt7N5OacE9PT/W1DBc3hXjYSAAXZhUUFtDvuX44ODiwcOHC62bgOp2OixdzebpnIQtSnsHZ5iI7pr1Ht+7dsbKyKrO/RqPBy8uLNlFR/FunDlu++w6Pd2NZcH4g6/t2ZpObO089dQAfHy90OoUDBw4A+ooU4/7gWVlZ6uQfkIoU8fCQAC7MOrPlJK99f5ZFTeuoq+OUzsF1Oh25ufk817+EUX+OoTH7WTXkZXoMGGB22ruVlRU1atTA+/nnORwezvefLKXZ52vol3mRTZ1rE/F5H7RaLeHh4Wp1S+ke4YagLRUp4mEiAVyYVZJRwCPF+/if3yNkZ2eXKSPU6fQr8owZU0j4po94li9Y1bMnnSZMuKUZk87OzkRERHChenX2tm/DyWcH80b6uxx+bBmFxLN161a8vLw4f/48ly5dUp9nfF+Ih4kEcGGWlZX+bdIwsC5ubm4AahBXFIXi4mJmzcrnwuLtLOJNvm/ShCazZlGpUqVbPpadnR3+/v749OnDmUuX2H36Io3il2NdpKN+9+exD6vOiHP/4uHhcVP16EI8yCSAC7MM7WTXrVxH1zG91eEKQ/BetaqAryeeZqfmGXZXC6Dqxx9Ts2bNOwqwtra21K1bF7+2fhxsVIPfB2USXTifoj1aHEiH7dupUaMG9vb2nD9/Xh060el0MgYuHhryThe3xNCfW6PR14dv357Pm4Oy+N6qO+fcHSn46CMahYZaJIhWr16dRo0a8Uz/Z+k9YCsDJl5gqu0sinCD/7zFqZ9/VWvAZcV68TCSDFyY5dusJgsjRuNS/QJnz55Vtx89mk/0f2ADj2NnncG+d+fQOSrqmhUntysjIwMAFxcXIp5syu91nCh4Dgov/YrTc7+yvHF7jgf5ER4eTqVKlSguLlYnAgnxoJOURZjlVc+b/OgArF1t8Pf3vzJpRkOPx635sGAgQSV/sG3MaNr064ednZ3Fjuvu7q7eDNn40888ia2tLUcmrucvmwG8cWArLp9/zh9ffEFCQgK5ubkWO74Q9zvJwIVZKUfOkTVnD2suPM2ZM7kUF4O9LosXUmbyZOEalvfsSYfRo9ULnJZkqPcuKCjgr7/+0m9UFCI6OrPPow2dJ1ThaF5DTk50I31WOrpAWLG6gKpVq2JrayvDKuKBJu9uYVbagSQm/bscpcCZdeuscHJSGM1zTCqcyvdNm9Ji7twy7V0twdnZWb0FBwdTv3596tevj2JtTav33+eVH9ew7tGDVLHyJVJ7gO2ZHbE7eJoTH37Ivn37uHDhgiyALB5okoELs+zs7CkB7F0deOaZPRzecBIPitlVvTrVP/mEatWqlVtJn/FamYYp8yddXNg+Zgygn7pv91MRAfPb0mp0Q7Ky7Wk9dy5/bvyBn0cMJ7B5cwIDA3Fzc5OyQ/HAkQxcmJWfn4cCVM3KYMS373JKM4wCoGjhQmrXqWPRi5bGDGtlWltbq2Pvfn5+ODg40LZtW9q2bUv79u3RaDT079+S70904IJ7HV5mCbX/OsejI0aR+cEH7N+3j2PHjplMvxfiQSAZuDBLq9Wykh5YoyGZ39iqFDG+Zk12tmxZ7kucGQ+BZGVlAWBjk0e7dtnqdgclgz///JOSkhK8vZ0InRRMo/E/MLRwChM//5yEHTs4MGQIGW3aUK1aNby8vHB0dCzX8xbibpAMXJh1/GIlBvEFVhTytFUeuW++SfMOHXBxcSnX4xpn4J6enri6uuLq6sozz2zgp59c1NtU91E0btyYpk2bYmVlzfDhoWz7swZfh75Je7agOaejx8SJaKZO5c/9+zly5AgpKSlcvny5XM9fiPImGbi4IUWBsR/UYrbnOJZfepSpLVoQ2awZDj/+eFeOb9ycytDzpKSkhN9//13dnl9QwLp16wDIyvIjLS0NW9siZs7M5sCBhoROPsybVtMYu3kel/bvZ9+LL1LQrRve3t5UrlwZZ2dnsw23hLgfSQYuzIof8isjLs2iCBiweDHdunWjTp065X5cw+xKrVaLt7c3np6eeHp60rRpU0JCQtQbbm70WLyYHosXE5iRgZ+fH9WrV8fR0ZGYGG+2/qrwWZ2JhCkHSSnypet77+Hx+uucOXiQEydOkJycTGZmpizNJiocycDFDWk04OuazZYrP5eUlHDu3Lm7dnzjDNwwbV6n06mr1QNMr1+fS88/D4CyoUhd1X7//v00aNCAKlUK+eqrPD780JfQ+IOM85rNxINTqDlkCPujo/m7Vy+q+PmpwzSOjo7ldmFWCEuSAC7M0trZU+PKfcOyaOrK8eV5XKNJOI6OjuowR0hIiLo6D0B4eDi9e/cGYK72B5OVewz16VrteWbOdKJjxwyGDh3Fcp5mhddztF64kDPbt3N0xAgyQkLw9vbG29sbR0fHm17/U4h7RQK4MMvW1hZDY9iTJ0/es3pq4yGOtLQ09X5xcTG//voroK9IadnywpV9IujdW187npqaio+PDx06wK+/5vPKK240X7edV+osYmrKG3QYPZr93buTMHAgBQUFeHh44OTkhLOzM3Z2dhLIxX1JArgwS6PRYFiWoVatWmi12rs+Xmx8kdHPz8+kDLBFixa0bNkSgIl+NXjUW7+Sfes/YtTFjtPS0tBqtTg6OuLnZ82yZZdZuvQi48cPZK19Dz4PG0qrb74hfe9e9g8dSlpkJFWqVKGwsBAHBwccHBwkkIv7TrkEcJ1OR3x8PKtXryYrK4smTZrw9ttvU7169fI4nLgLDDl3UlLSfRHESn+AGNbLnFyrFn26dQOgZONlDh06BMCWLVvUdTN1Oh0+Pj4MGmTFo4/mMnCgM+32r2FU61W8eXocHSdN4ni7dpwZMoScgAA8PT1xcXHB0dEROzs76bEi7hvl8i6cP38+K1as4J133mHlypVoNBpeeuklucpfQTV8KoJze/4FICAgAH9/f/z9/e/Z+dja2prcmjdvTuPGjWncuDGRkZEMHTqUoUOHotVoCQsLIywsDLjayxxQs/EGDRzYsqWE0aOzmPdzH9rY72X7Ey9Qe+dOHh0yBM3atSSeOcPZs2fJzMwkMzOT7OxsioqKZP1Ncc9ZPAMvLCxkyZIlvPbaa7Rp0waAuXPn8uijj7J582a6d+9u6UOKclasLWbYuyOAQWRkZNwX2WfpJlWGvuHFxcWsX78egMs6OBkUBECjtDTW1a0LwKlTp3jxxRfV5zo52fH224VERWUwZIgL3X5YwOvRvXjx8CQi/+//OPvjj/wxeDD59evj5eWFh4cHJSUlWFtb4+DggJWV1X3xOxEPH4u/644fP05ubi7NmzdXt7m6utKwYUP27t1r6cOJuyBpRwIv/pAJoM6GvJXFii3NeIamodLE0De8S5cudOvWjW7dupHiV5XaR45Q+8gRvKyt6dGjBz169ECr1apdDrVaLXZ2djg7O9OunQM7d+bTvXsBU5Z0I9pxHTteeROPf/6h/ahROC1ezNnERM6cOUNGRgY5OTlkZ2eTn58vGbm4JyyegZ8/fx6AKlWqmGz38fG5q/XDwnLykjN4rGAbUxl9r0/luoxrxPft23dlax4NG54AwOn8xzg76avZ8wrrsHSpfmUhRclg3To3o9fJ45NPfGnX7iKvv16Jp/6eyBsxUTy2axbhn3/OpV9+4fjo0SQGB+Ph4YGHhwdFRUXY2dlhY2OjXuiUjFzcDRYP4Pn5+QBlpibb2dmRmZl5zee0b9/e0qchLMjO7mrDqvsxMBk31GrZsqVaobJgwXq6ddPPGH355bnMnz8fgG3VqtG2ajgAUTtexd8/SH1+QkICTk5O9O+fR6NGyQwa5EHM2+2JoR2R7GLZqf48MnIkJWhRrnM+uis3Ia7Hqk4tSixQjmvxAG74YyosLDT5w7p8+TIODg639ZraQluaadZZ5PzE7foGQP3/4EQm4+1eAiBDp+OfyZMB/Tewp556CtCvpmMo7ysuLjYZdsnJycHaWv/2KywsVINucXGx+r5JS0tT90lISFAn5Rw4cMBkItE333xD0JWx7s2bN6vVTu+/H4KDw28A+F/oQrMFhvfQh5BkeHbGNd5bV/useABNr9zXAf344CZ+V0KUZc1y5rvpRyEULDQaoVjY4cOHlbp16ypnzpwx2f70008rkydPvuXXq1u3rlK3bl1LnZ64DQc/2akooIzrOEopKSlRFEVRWrRIVR//1dtbvf/666+r93/44Qf1/sWLF01eMz09/Zr3s7Oz1fvnzp1T7+/du1e9v3btWpPXevvtt9X7r732mnq/WrWD6v1dlSpd8xy3bt2q3i8pKVGSkpKUI0fSlVatchW4rPyn9z/K7tGvKXlubsplBwflwEsvKZs2blT27t2r/PPPP0pycrJy6dIlJSsrSyksLFR/P0LciKXimsUz8Pr16+Ps7Mzu3bvVLCkrK4ujR4/y7LPPWvpw4i6oFFqNpfWGENKlqToL08mphFat9N0BizI+w/HK+HLu5TaEbDgNQHa2A4sW6bePHVsJ0+6zmaxalQfAn3/+Sf369QF4/nkr9RiZmenMm3cKgC+//FJdkWfp0qXqtRaA+fOb8803iQAkJDzGxo364weeO87xuvpvA2lFRSxevBjQj5fv2bMH0Gf8OTk5FBUVUVhYyKpVl3n7bQ+02mLeH/kN/ba/h9+a3/m3eXOODh6MY+3aVPHwwNPTUx33lkoUca9YPIDb2try7LPPMmvWLDw9PalatSrvv/8+vr6+dOzY0dKHE3eBT4gv6UPrExBwdfbjt9+6q0MdU6fuZdKkSQAcEjKOVAAAG+9JREFU8Pen8e/68YnAwBw6dGgEQEnJP/zyi6f6/GbNLuPnp7/QffToUfXDPj8/lV27nAAICbFXh2D+97//0aNHjyvH/pahQ4eqr/X5mC3srDYCgP0XDtCkRmMAfs09Qv2//wFgS3w8I66UDp4/f16d1GO4ZpOdXcLYsQ4sX16ZFhFnmBMwkYiFKylwdmbXm2+S07YtPt7eVKpUCSsrK5nUI+4L5TITc9SoURQXFzNhwgQKCgpo2rQpn3zyifRcrqDSTl4gaf4+ElqepmfPnmqGbKj8AFizZg0ATkVFnGuqHzX2OTuN9ev1E4DS0yurWS/AhQv27NihrxBZtWqV+lqJib6sWfOL/rhp1Vi//hgAn33Wga1b9R8M1n/0puOqbepr2RanMa9DBwCWnT/PU61bA7BdURh2pSZcp9OpK/qAftxdp9ORn5/PoUMaXnjBgeRka6Y+9gkvH5qCx/4kjnbsyLmhQ3GrWpUANzfc3Nyws7PD3t5eptWL+4MFhnPKlYyB33vXGgM3duLECfX+6NGj1fuP2l8dA69e/bDJc2rXPqLeHzNmjHq/WrUD6v0aNa4+5xHHzYry+OOK8vjjyo7q1U1ea+DAger9adOmqfeNx8qNx9OLioqUy5cvK+npmcqbb15UrK1LlOCA08qeFt0UnUajpAYEKJvfe0/ZvHmzcuzYMSU5OVm5cOGCkpubK2PcwiLu2zFw8eAxlBEOGDDgullnamoqoK822rhxIwCFOkht0QKAKucms2NHhrp/ZqYtmzZtAuCLLzqzfbt+fDs7O4lVq/SZuc9ZF86EPQdAUdEMPn7sMQCWZWQw/kpmDfqKlt9++029b+gHrtPp1PMy/GzIus+cKWbQIC1797oxtXEco09Nwe58Lrv79CH7+eepVKUK7u7uODk5qcMlhooYIe4X8o4UZl2+rB/eWLp0KdOfCSsTxH18fNQSwUceeYQuXboAMMT3MD67dgGgddxC61mz1OfUyRlFp06dAKidtYVf/PRj2nuS9tBsWTMAYq1HUv1KM6rUmn8weHBXAM6cOUO3Kw2rQF9iaJj5m5GRofYDd3R0VHufgH4xivz8fFasuMzYsa74k8DhWl0IOfAbp4ODOfbyy7gEB+Pv7Y2XlxcODg7Y29tjY2Nzx79DIcqDBHBhEYbxZZ1Ox9GjRwF9wPzlF/149nEHBza+/LK6f8nGYlKvBN3iksnqY1MuXGDGmDEA/L3Llm3btl15LXe1s2BRUZF6H/Rj8X///bd6fOOs26CwsJC0tHxGjizmf2s8eNdvCqMvvk/RBVu2DR9O4eOP41e5Ml5eXuqqPBK4xf1OArgwy8bFnmPaOujsrj1zzHiCTrNmzah7pWmUq+sJWrXSV4Q4Ox+iS5dH1P1eqnwAnyvDHueqH6ZLl1AA1q5dS9u2ba88/wht2+on6Hh5/UtYWDVA/2Fh6DCof21nNev28fHB3d0d0JcI6nQ6CgoK+Pn/27vvsKjOfA/gXwYZOlJEqggCAQELCrkWokZjirnJyibZq0aiEaOrUZNo4mOCsSxuYq9PYvdaENS1h6tJ1ESNxkU0rgpYEJFio4i0kWGYmfsHO7ODikd0mHNGv5/nyfPgtPNjl/Pl5T2/876/KRAfbwPP29m46DIUQTcv43yPHsgfMwbuQUHw9/CAs7Nzg51/iKSOAU6Cwt/rArx3GXMf8/W63ePr6tT6lQFVqtb6rwFAo7FGt271I2ULiwr9SL2iogIHD9b3jstkDujTp35kL5ffQ35+fa93bW2t/hg6VVVV+q91KxXW93bXYebMaqxZYofZtpMxWr0SJVatkDplClwGDECwuzvc3Nzg6OgIa2vrpvzPQiQ6BjgJUigUGDJkCPz8/LB48eJHts/pdo4HAE9PGQYMqL9Bx8MjHwMGROlfN2LE10hMrF8DZ8WKnYiJqZ8DP3fuHF75d0vgzJnJGDKkfprl8uVb+l7xFi1a6I8B1I/ADUfNWq0WSqUSly5VY9gwwPvcGVy0HgF3ZQnS3/pv3PnwQ/j4+cHLy0t/Qw6ROWKAk6Dsf5zDxj2/4JvXPnys1+vmw+3tVXj9dSUAwNpaqe8OAepH0YWF9X3dVVVVuHbtGoD6+WzdSLuurk5/x2VNTU2DUXdjm4OoVCqoVCqsXFmCpQlazFNNwrvYgau+gdg/9gu07tEDEd7e+ouU7OUmc8YAJ0GWFjI4oRJhoe0FNzR2cnLSj4bXrr0Bb+/60e2pU+UICvrPCDw8PFy/q0/nzp3h7+8PoH4OXTfS7tKli/6OSd363UD9hcr7g1er1UKlUuH69XKMGlkF/18O4l+ySZDJ1Tg8LB7qQYMQ7OODNm3awM7OjsFNzwQGOBmd4cYGCkX9eid1dXUPdIfo/m04ur7/jknd+3U93A+jVquhVCqxa1chvht3B3PLJyEGv+Ns5y4o/OQTeEVEICAgAI6OjuzlpmcKf5pJkO6iYFbWBWi12keOwg03M3BwcNAvE+vr69ugJzsiIkL/b39/f/2ctp+fn76rxdPTs8Eys42NusvKKvDlZ/kISNmJw5iLO05O2Dfqc7QcOBBdAwPRqlUrBjc9k/hTTc3KcO9Kw04Rw37t2traBiNt3df3v9+QWq1GTU0Njh7NRVJ8BqbdnI52Fldx8uU+qBg3FiEdO6JNmzZsCaRnGgOcBL3wdmdcSDqNaa+FNmnuWLdnJQA4Ozvr57CB+lG3boMGjUajH2m7urrqvzZ8v45Wq0VdXR1u376N7xPPI3RNMjZrknDBrR0OTPkWPv37o3NQEOzt7Z/qeyYyBwxwEmTV0go/FR+F39FriI2NFbyQaThXbTiCvn8O23CkbdhV0liHie5W+FPpF3How5/wWd5iyGVK7I99Hw6ffITosDC4u7s36XsjMmcMcBKUfywXbtMO4vhrQQ2Wk30YwzlwuVyuH0Hfv262g4ODfj1xmUymn+qQyWSNjroLCgqwf9kRhC1bj0T1URz26gHN/HEI69kDbdq0YWcJPXcY4CSoMrcEcZX/h8zyCY/1esORdmOdI8CjR+c6arUalZWVOH3iJHLGpGBE3hYUyVoh5YMp6JrwIdq2bcsbcei5xQAnQY+znKyO4fONfQ00nN82HLXr6DpMcnJycHrZP9BlVRJ6q69im8+7CFg/Bq937QhnZ2fB6RyiZxn/5iRBhsvJPmpELUTXy/2wzzB8XNehcnj3buS+MQ5Dls+AQuuA9R+vwsvpixDdpydcXFwY3vTc4wicTOL+EXZjo/OqqipcyMpC4ZJV6Ll1F2zVtZjr/SVikv+CuG6hkMvlDG6if2OAkyDXUC9s83kfHV+JeuLwFJp6UavVKCgoQOa+ffD42zLE3r6IPRZvIWvsJxg5oxNatXJjcBPdhwFOgryifXHj8yj4+Rm/t1qr1eLOnTs498cfUM5bgJcPHsYdbSuM8fxfvLe5Dyb29OJFSqJGMMBJ0N3CMlxafwq5Xa8KthE2hUKhQFZWFnJ37ECXFesQcLcY3+FjZAz6CN9+5w8XF0eOuokegRcxSdD1X69g+dnNsC0wTpiq1Wpcu3YNB3btQvXo0fjz7DmoKvfAG86/olXyF/huUxhcXZ0Y3kQCOAInQU1pI3wUjUaD8vJynD59GsXr1uHVPT/A7p4KUzAHmf3ex4pVNvD3Z3cJ0ePiCJwEqdX1N9ykp5+EVqtt8vu1Wi0qKyuRmZmJPcuXw230aAxOScEftf+Frtbn4Dk/Dnv2uSMgwJXhTdQEHIGToKYsJ2voP5ssXEfaiROwWb8e/3P4CO5p7TAYm5EZ+iY2rVeja1dX4Q8jogcwwEmQTN4CxXCD1vLxXq9bu6SsrAzZ2dnI3LIFr+7YAf+bN5FsPwTjFUvx/ngt/jnbFnZ2XO6V6EkxwElQx6EvAkNLMEfgdbrgViqVyMnJQfrRowhOSUF8Whpu2HnhFfkhZDn1wMatCrz+ujMsLR/zNwIRPRQDnAQ9zq70Go0GNTU1KCkpwfHjx6FMTcWf9+2DU2UlVnuNxyfX5+CNPylxZqUWrVvzQiWRMTDASdDVHy5gwd6zWPlG2wee02g0/97WrAwXL17E+UOHELNrFyIzM5HtE443LJKQVR6BpSsUGDHCFlZWViJ8B0TPJgY4CVOqEai9hojg/+xKr9Fo9Eu95uXl4WRaGlrv24eRBw8CFhZY3GkGJp37GpFdanByUy1eeMGeUyZERsYApybRaDTQarVQKBS4desWzp07h+JjxzBg7160zc3F+ciXMPLuapzOeAFfTK7GtGlWsLXlAlREzYEBToJ0bYQZGZmorq7G3bt3kZOTg6wzZxCRmorY335DtasrFg1YgoRfx6JVKzUOHVKie3c5NxUmakYMcHosSgDV1dXIyspCdnY2Wvz+Owbv2gXnkhJkvBGLT0u+xa/7gjBoUA2WLNHC1dXqga3RiMi4eIaRIL++IZgV/VeoQ7Q4d/gweu7Zg/B//hN3QkKwfshCTEmKhVIpx/r19zB4sCVatGjB/SmJTIABToIcfZxQGHYPXS9fRtzOZLRQq3H2rx9jTtkn2LI4CC++WIuNG1Xw97fklAmRCTHASVD+rxn4bMM2dMQ93OjZE0ff+RwzVr6MnBwnTJtWi8mTASsrS7YIEpkYA5wElf+egWDcwzSnCFT/1wosT2gPDw8tDh9WITraglMmRCJhgJMgebtQpMMFP7j/A/9aGIqhQ5VYvBhwdLSAlZUVWwSJRNKsAZ6QkAC1Wo3Zs2c352GomR1M02A2zuLuNRds3HgPgwbV/9hwyoRIXM3yd69arcacOXOwffv25vh4MiGNBpi5MRJBuIIPor/FX/4ig0wmY3gTSYDRR+A5OTn48ssvUVBQAG9vb2N/PJmYTAbsX3sN10fOR3n/P6FFixa8JZ5IIow+Aj958iTat2+P1NRU+Pr6GvvjSQRdBvrj6td90LKTGy9WEkmI0UfggwcPbvJ7+vXrZ+wyyIiqSqpwftcfKIgoQGxsLC9aEklEkwK8sLDwkWF77NgxuLu7P3VRJC35P17ExhNbMMVhgtilEJGBJgW4h4cH9u3b1+jzrq5PtrfhoUOHGn0uJCTkiT6TjEe3pklYWHuOvokkpEkBbmVlhcDAwOaqhYiImoBXpEjQ/bvSE5E0MMCJiMwUb6UnQZ1H9ABGaMH7aYmkpVkDfNOmTc358WQij7MrPRGZHs9EEpT3czYSUq/B+ho7UIikhAFOgtQVSkSrz6JDO7YREkkJA5wEWVrWz7RFR7/IACeSEAY4CVIqawAAGzZsgEajEbkaItJhgBMRmSm2EZIg7x6BWN7jC3T6U2dOoRBJCEfgJMgl0BXK97xh7WUjdilEZIABToJunb+B6nlp+G3nUd5KTyQhDHASVPqv60i4sQXWRQxvIilhgJMga+v6qZNhw4bxLkwiCeHZSILYRkgkTQxwIiIzxQAnQTbujvjVqhvUdmwhJJIS9oGToNC3OiC09gReFrsQImqAI3ASVHm3Eu+++i7Gjx3POXAiCWGAk6Ccneex/cAO2F/hjwuRlPCMJEHclZ5ImhjgRERmigFOgrgrPZE0McCJiMwU2whJUPigaJR0L0JiW2feSk8kITwbSZAKKoz88iNMmjKJbYREEsIAJ0GFR3Ix5sc7sC7kjwuRlPCMJEGKm+V4TfkbLKt4AZNIShjgJIjLyRJJE89GEsTlZImkiQFORGSmGOAkqHWkH9aFj0XHN6J5Kz2RhDDASZB7hAcqRgbDpq2d2KUQkQEGOAkqvlyEW8tO4eieI7yVnkhCGOAkqCgtD7OvbobNTbErISJDDHASxDZCImni2UiC2EZIJE0McCIiM8UAJ0HylrY4KwuDxlrsSojIEJeTJUFh70QC6kx0ErsQImqAI3ASpFAoMHDgQEyYMIFz4EQSYvQAv3nzJiZOnIiePXsiOjoa8fHxyM7ONvZhyISyt53F1j37YX+Zd2ESSYlRA7y2thajRo1CaWkpVq5cieTkZDg6OmLYsGG4c+eOMQ9FJmQps4Q1atE+lLvSE0mJUQP81KlTuHz5MubOnYuIiAgEBwdj7ty5UCgU+OWXX4x5KCKi555RAzw4OBirVq2Ch4dHg8e1Wi3Ky8uNeSgyIe5KTyRNRu1CcXd3R+/evRs8tnHjRiiVSvTs2bPR9/Xr18+YZRARPReaFOCFhYWPDNtjx47B3d1d/++ff/4ZixYtQlxcHEJDQ5+8ShJVyMBIXHHLwPSX2vFWeiIJsdA24W9ilUqF/Pz8Rp/39/eHpaUlACAlJQWJiYkYMGAA5s6d+8QnfkhICADg0qVLT/R+enoKhQJDhgyBn58fFi9ezBAnekrGyrUmjcCtrKwQGBgo+Lr58+dj9erViIuLQ0JCAjsXzNyNEwUYdFCJ9Nf5/yORlBh9KDVv3jysXr0akydPxtSpUxnez4CqvFIMqv4RVhViV0JEhox6ETMtLQ1r1qxBXFwc3n77bRQXF+ufs7Ozg729vTEPRybC5WSJpMmoZ2NqaioAYNOmTYiJiWnw37p164x5KDIhLidLJE1GHYEnJiYiMTHRmB9JRESN4N/DJMgtzBspbYehwytdeU2DSEIY4CTIs6sPbn/aGbZBDmKXQkQGGOAkqCz/DnLWnsaRVO5KTyQlDHASdONIDpZlJMG2UOxKiMgQA5wEsY2QSJp4NpIgtbp+NcL09JOcQiGSEAY4CeJyskTSxAAnQZY2VrgOL2i5BTaRpPCUJEEdhkQDQ25gjtiFEFEDHIGTIO5KTyRNDHASlLM7E9/tOQnbK7wLk0hKGOAkyKJOCx/cRPgL3JWeSEoY4EREZooBToLYRkgkTQxwIiIzxTZCEuTXLxRLBs5A5JshnAMnkhCOwEmQo7cjtL1bwspVLnYpRGSAAU6CCtPyYPu3Izi2lcvJEkkJA5wElV8uwuiy3ZCXiV0JERligJMgLidLJE08G0kQd6UnkiYGOBGRmWKAkyDnwNbY6/5nRPSOZBshkYQwwEmQT4+2uPrVS7Br7yR2KURkgAFOgipuV+Bcykkc+fEw2wiJJIQBToIKfr6EdSdTYHuN0ydEUsIAJ0EtWtSvuBAWxuVkiaSEAU5EZKYY4CSIy8kSSRMDnARZyCyghBwW/GkhkhQuJ0uCOg3vDgxX4luxCyGiBjimIkHclZ5ImhjgJOja/kuY+UM2bHLZgUIkJQxwEqSpVqGTJgsRgWwjJJISBjgJsrSsv1QSHf0iA5xIQhjgJIjLyRJJEwOciMhMGT3A8/PzMWbMGERFRSEqKgqfffYZbt26ZezDkAn5xAThu95T0Dm2G6dQiCTEqAGuVCoxfPhwAEBKSgo2bdqE4uJijB49mnfwmTHnABeoBnpA7mEtdilEZMCoAX7jxg106NABf//73xEcHIz27dtj+PDhuHjxIsrKuCOuubpxphC1s0/g2A7uSk8kJUYN8ICAACxZsgSurq4AgMLCQiQnJyM8PBwuLi7GPBSZUFnGTUy+vQ3yYrErISJDzXYr/YgRI3D8+HG0bNkSGzZs4NypGeOu9ETSZKFtwt/EhYWF6NevX6PPHzt2DO7u7gCACxcuoLa2FsuXL8eZM2ewe/dueHl5PfR9j/rMwsLCxy2PmpNWC/CXMJFRXbp06ane36QAV6lUyM/Pb/R5f39/WFpaNnjs3r176NOnD+Li4jBu3LiHvo8BTkTPo6cN8CZNoVhZWSEwMLDR569fv46MjAy89tpr+sdsbW3h6+uLoqKiRt936NChRp/ThfujXvOs4vfO7/159Lx//01h1AnNCxcuYMKECQ1G6RUVFcjNzX1k8BMRUdMZNcB79eqFkJAQTJ48GZmZmcjIyMD48ePh4uKCd955x5iHIiJ67hk1wOVyOdasWQMfHx/Ex8fjgw8+QMuWLZGUlAQHBwdjHoqI6Lln9DbC1q1bY8GCBcb+WCIiug+beomIzBQDnIjITDWpD5yIiKSDI3AiIjPFACciMlMMcCIiM8UAJyIyU5INcI1Gg6VLl+Kll15Cp06dMGLECOTl5Yldlsl9//33iIuLE7sMk7l79y6mTZuGXr16oUuXLhg8eDBOnToldlkmU1paii+++ALdunVDZGQkRo0ahStXrohdlsnl5uYiMjISO3fuFLsUSZNsgH///ffYsmULZs2aha1bt8LCwgIfffQRamtrxS7NZNavX4+lS5eKXYZJTZw4EWfPnsXChQuxfft2hIeHIz4+Hjk5OWKXZhJjxoxBQUEBVq9eje3bt8PGxgbDhw/HvXv3xC7NZFQqFT7//HMoFAqxS5E8SQZ4bW0t1q1bh/Hjx6N3794IDQ3FokWLcPv2bRw4cEDs8prd7du3MXLkSCxZsgQBAQFil2MyeXl5OH78OKZPn46oqCi0a9cOCQkJ8PDwQGpqqtjlNbuysjL4+voiMTERHTp0QGBgIMaOHYvi4mJkZ2eLXZ7JLFu2DPb29mKXYRYkGeAXL15EdXU1unXrpn/MyckJYWFhSE9PF7Ey08jMzETLli2xd+9edOrUSexyTMbFxQWrVq1CRESE/jELCwtotVqUl5eLWJlpuLi4YOHChQgODgYAlJSUYO3atfD09ERQUJDI1ZlGeno6tm7dijlz5ohdilloti3VnsatW7cA4IEdfFq3bo2bN2+KUZJJ9e3bF3379hW7DJNzcnJC7969Gzy2f/9+5OfnIyYmRqSqxPH1119j27ZtkMvlWL58Oezs7MQuqdlVVFRg8uTJmDp1aqO7d1FDkhyB6+b75HJ5g8etra2hVCrFKIlEcPr0aXz11Vfo16/fc/cLbdiwYdixYwfefvttfPzxx8jMzBS7pGY3Y8YMdO7cGW+99ZbYpZgNSQa4jU39Jrr3X7BUKpWwtbUVoyQysYMHDyI+Ph4dO3bEwoULxS7H5IKCghAREYHExET4+voiKSlJ7JKa1e7du3Hq1CnMmDFD7FLMiiQDXPfn0/3bsBUVFcHT01OMksiEkpKSMH78ePTq1QurV6/W/0J/1pWWliI1NRVqtVr/mEwmQ2Bg4CO3JHwW7NixA6WlpejTpw8iIyMRGRkJAJg+fTrefPNNkauTLknOgYeGhsLBwQFpaWnw8/MDUD8/lpWVhaFDh4pcHTWn5ORkJCYmIi4uDl999RVkMkmOMZpFUVERJk2aBDc3N3Tv3h1AfUtdVlbWMz+FNH/+fNTU1DR47NVXX8WECRMwYMAAkaqSPkkGuFwux9ChQzF//ny4urrCx8cH8+bNg6enJ/r37y92edRMcnNz8c0336B///4YPXo0SktL9c/Z2NjA0dFRxOqaX2hoKGJiYjBz5kzMmjULTk5OWLFiBSoqKjB8+HCxy2tWHh4eD33czc0NPj4+Jq7GfEgywAFgwoQJqKurw9SpU1FTU4Po6GisXbv2gQub9Oz46aefoFKpcODAgQf6/WNjYzF79myRKjMNCwsLLF68GAsWLMCnn36KyspKREVFYfPmzfD29ha7PJIgrgdORGSmnp8JRiKiZwwDnIjITDHAiYjMFAOciMhMMcCJiMwUA5yIyEwxwImIzBQDnIjITDHAiYjMFAOciMhMMcCJiMwUA5yIyEz9PywBqD/3Lp12AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=True,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_rts\": True,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"samples\": 200,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Combine Hierarchical and Condition data" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1500\n", "model = \"angle\"\n", "n_subjects = 5\n", "n_trials_per_subject = 500" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "depends_on is: {'v': ['c_one']}\n" ] } ], "source": [ "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=n_subjects,\n", " n_trials_per_subject=n_trials_per_subject,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions={\n", " \"c_one\": [\"low\", \"medium\", \"high\"]\n", " }, # , 'c_three': ['low', 'medium', 'high']},\n", " depends_on={\n", " \"v\": [\"c_one\"]\n", " }, # 'theta': ['c_two']}, # 'theta': ['c_two']}, #regression_models = None, #\n", " regression_models=None, # regression_covariates = None,\n", " regression_covariates=None, # need this to make initial covariate matrix from which to use dmatrix (patsy)\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "tags": [] }, "outputs": [], "source": [ "# Make HDDM Model\n", "hddmnn_model = hddm.HDDMnn(\n", " data,\n", " model=model,\n", " informative=False,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " p_outlier=0.0,\n", " is_group_model=True,\n", " depends_on={\"v\": \"c_one\"},\n", ")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1500 of 1500 complete in 919.0 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model.sample(nmcmc, burn=100)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_model,\n", " ground_truth_parameter_dict=full_parameter_dict,\n", " figsize=(8, 8),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "passing\n", "passing\n", "passing\n", "passing\n", "passing\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "passing\n", "passing\n", "passing\n", "passing\n", "passing\n" ] }, { "data": { "image/png": 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IzTXz0EOJXD9lJ5M+XMWBs85q70sSQviAz28nKysrue+++5g4cSIjR47kiiuuYNu2bb5+mi6hshJ++NLNxOJsbA5Hmx6rqqruV2lpqaFydXV1OBwOr19FRUWYTCbdr842x7S9JSYmkpmZ2bIb1bZt2+jduzfr1q1j1qxZrFmzhqCgIDZt2oTJZDJ0I9Lcy5ScnMyECRN49dVXeeGFF5g+fTrh4eGUl5dTVVWFqqr89NNPJ/XnE8Z1tba3qsrExx+Ho5Y7iPn8cwLr69v7koQQPuDzHtOFCxdSVlbG448/TlRUFK+99hrXXXcd77zzDn379vX103UZ8+fPhzbu+qQ3jFVWVkZlZaVuPRUVFdTV1Xktk5ubq1sGPB+eRnfpkWE4fVFRUVx//fXMmTMHTdNIS0tj2rRp7Ny5k/vvv5+goCCCgoJYsGABhYWFrFq1iiFDhhiq+5xzzuGbb75hzpw52O12Zs+ejdVq5cEHH+Taa6+VhPZ+piu1vaGhocTFeXrt09I8vfZz5szxTMwXQnRoPv1UOXjwIFu2bOH1119vWWCxePFiPv/8c9atW8dtt93my6frUlatWsW1Tz7p0y1Ja2trDQWJW7bcxB/+4H0qQVbW5fz1r/pvp7q6OkMBZ0eZi3oqr3PMmDHHTcs0c+ZMZs6c2erYiBEjeOutt1odi4yM5KOPPgI8QefxLFiwoOXfiqKwZMmSY8qMGzeOd999t83XL06ertb22u12CgtrgDh27drJacCaNWsYbrXKHNMTMNpWyWsm2ptPA9PIyEhWr17dqkdGURQ0TZPVu6dY8zC8N1dv2EC33FzduhKK7+TVbd7zQw4fbmzeqN1uN7xIyt8bSH+/PtF1SNsrjNBrszpKh4Do3HwamIaHhzNp0qRWx/73v/+Rm5vLWV4mpp+o96ari4+Hy2/rxqe7ZzH0vPPaNGzqcrl0GyGrw0HNmjX6lfX6nrCrrvJapE/5Hw3lRTW625Q0kEIY90va3o7c7lqtVvr1C2HxYjt9zxxMufpHBk6aJFuSCtEJnNQJYtu3b2fRokWcc845TJky5WQ+VacUGwvXLQ7n9dcnMzQqqk2PdTgcuoGps6HB0BzTrPAwti5e7LWMcm6toaAzKyuLc889V7ecy+WS1ftC/EJdoe3t2VPjttvqqaqKomrwzTQWFbX3JQkhfOCkBaaffPIJf/zjHxk2bBiPP/6417IbN2484bkBAwb4+tI6jMpKePfFIirffodvpuQzduzYNvWa6s1HbXS5DNVntQYyfPggr2UU5SsiIiJ062rOBKDH6XQa3uJUCHGE0ba3I7e7TqeT3NxqNm/W6BX2I8mHfmSHohAWFiZbkgrRwZ2UwHTNmjU8/PDDTJ06lWXLlknP1y+UnQ2r/tTIDjazakT/Nj3Wbrfrvu5ut9tQ8Gc2V+vuQa5pxobfjS5+krRSQrRdV2p7c3MtLFgQxxt3byTt0T+z64472vuShBA+4PPA9LXXXuOhhx5i7ty5LFq0SBaI+Ehb00XdfHMobrf3D6WG+tU8XlCgW5fFEmAgFZRGaWmpbl1GyoAEpkK0VVdqezt6uigjN/FG1gmAp/fYyMiX0+nUHUVryxSqzvz+Eu3Lp4HpgQMH+Nvf/sbUqVO56aabKCsrazlns9kICwvz5dN1KW1NF1Ve7mbdOu+7Nc2I7kb//vo9sRERFSQmRnoto5oPkmwgJc01e/fq7iIFnnynsbGxuuXa1dy54MsVz926wauvHvfU1q1bWbhwISkpKYBnDvG8efOYMWOG4eoLCwvJyspiwoQJzJ07l4aGBgIDA1FVlYiICB599FFCQkLadMn33HMPs2bNapXGasWKFTz77LN89dVXLWl7vvrqK+bNm8fGjRuPu9uU+HW6WtvbGdJFGVkhbyTgVFXVUDBpZN2B0WwosjhVnEw+DUzXr19PY2MjGzZsYMOGDa3OzZo1q9VWiuLkcjqdqGqg1zIKiqFGyGy26DZ8ud2jOPzCC7p1WZtyLOoxul1qu37wVFXB2rW+q+/ii72ePno70srKSi655JI2BaZff/01+fn5TJgwAWi9JenSpUtZu3YtV1xxxS+8+NYSExPZuHEjs2bNAuDDDz8kISHBJ3WLY0nb2/kYDf4cDoehwNTpdPp1oC5EM58GpvPnz/cMOQufsNkgppdCTnkUrjbusNPQ4ERVA7yWURRjgZ3ZbNIdgjebzYauy+Vy4TCwvWqBgSkGHSHX6clSU1PTMj947dq1vPLKK1gsFkaMGMGf/vQnduzYwSOPPILZbCY2NpalS5eyevVqnE5nSwL2ZpqmUVNTQ0hICCtWrGDbtm04HA5WrFjBiy++SHp6OgC33347Y8aM4cMPP2T16tV07979hDkyp0+fzkcffcSsWbNobGzk8OHDLYFpVVUVixYtorq6msDAQB566CHi4uJ45JFH2Lt3LzU1NYwfP5477riDuXPnMnDgQPbu3YuqqqxcuZJu3bqdxFe2Y+qKbW9goEbfvg6wWbD36dPmNrIjMNp7aaRntXn7aG+MrE1ofs7OPH9ZtK/O95fciQwaBB/ljgDKuKWNj62rq6WgwPswc6hSwyWX6L8FoqMD0VsjZbEEGBqid7vdhuaZ7tmzh8suu8xrma42nPTFF18wd+5cFEUhKCiIv/3tb1RUVPDss8/yn//8B5vNxsKFC/nss8/49ttvueiii7jqqqv44IMPqKmp4cYbbyQ/P5/x48ezatUqFi5cSGBgIIqiMGzYMC644AJWrlzJkCFDuOuuu9i8eTNlZWW8/vrr2O12rrzyStauXcvy5ctbnm/27NnHvdZevXrx9ddfU11dzfbt2xk/fnxLT96zzz7L2WefzWWXXcaOHTtYtmwZ999/Pz179uRPf/oTTqeTKVOmcEfTYpYxY8awePFiFi9ezJdffskFF1xwyl5z4Z9CQ0M599xQsrIA5sKDc7m2na+pLYwsAr3qKpWGBv259hZLIG+9pZ9DuqSkhNDQUK9lKisriYmJ0a2rurraUPvry50KRdchgamf27NnD0uWLGHo0KHce++9hv/Q3W637ly+ByKmMvqdS3TrsttdhId7z6Nqs9kIDw/SravMYjE0x7C+vl43Yb/LYLqrzuLoofxmu3bton///i3vi9GjR5OZmclNN93EypUrmTt3Lr169WLixInH1Hf0UP7RkpOTAcjIyGDnzp3MnTsXgIaGBkpLS4mIiGj5gBs2bNgJr/fcc89l48aNbN26lTvvvLMlMM3MzOS7777jvffeQ9M0LBYLwcHBFBcXc/fdd2Oz2Vr97ptTF8XGxtLQ0GD49RKdl91up7y8HLvdTm5uLlarlfT0dKZNm9Zh5pjqZUSpqanjk0/027eJEzVDm5sUFBTorikoKSkhPj5et67q6mrdcna73XD7bKSc0QWxXekzobOS36AfS0+H34+t55PGD3glOrpNj+11uJSIaxZ5LdNgsxnMY6o/ZGOz2XTvxgEeqn0Gyxz9hRjZ2Zdx//3e78gdDkeXz3WamJhIZmZmy0Kmbdu2MW3aNNatW8esWbNYtGgRf/nLX9i0aRMmk6lN83aTk5OZMGECS5Yswel0snLlSsLDwykvL6eqqoqwsDB++uknzjvvvOPWM336dO677z6CgoKIPur9m5yczOmnn87UqVM5ePAgX375JZs3b6aoqIgnnniC/Pz8lqAVJBelOL7duwP4zW8G8MKCb7n0yT+Q34GmMhjZMlpVVUPBWENDAy6X92lb4MmIotexYXS+amVlJVE6m77U1dW13CB405YMLHqfV5LNpXOQwNSPqSo0OBRCcDJ65Mi23Qm6Gvnm3nu9Flm5fDlnG+hRMJlMun/w3brBb37jfbEVgFtReLNGfyeaGTl/1u0FqKysNJTUH05Sz0m3broLltpcXxtFRUVx/fXXM2fOHDRNIy0tjWnTprFz507uv/9+goKCCAoKYsGCBRQWFrJq1apW+6l7c8455/DNN98wZ84c7HY7s2fPxmq18uCDD3LttdcSGRnp9T2ZkJCA3W7n/PPPb3V8/vz5LF68mJdffhmHw8G9995Lr169ePrpp5k9ezY2m42EhARKSkra/HqIrsFqtRIcHEptrZme0TFY6uoYNnRoh9mStLKyUjcwra1toLxcL00f1NfXYTJ5z5oCnswNRTq7Y2VkZHDGGWfo1lVQUEDv3r29liktLTUcmBopJ7oOCUw7KU3TdAMQvYalmcVi0Q3sHn/8MCkp+j2h11//Nof/pr963zR4v27DXVlZ2b6pTU6Q2ulkGDNmTKuUTEebOXMmM2fObHVsxIgRvPXWW62ORUZG8tFHHwEn3id9wYIFLf9WFIUlS5YcU2bcuHG8++67J7zWo+t48803W/796lGv1zPPPHPM4955551jjh39mKPrFaIjM7KznctlJzhY/8bb4Sg3NL+/oqJCt8c0NzfX8OJUvY4So0P51dXVhka+utrUra5MfssdxPbt2xl6zTWG/zA1TX/ekdH5qiaTSTcAjIiIMDQEFBUVZagRMnL9BQUFpKWl6dYlK0iF6FycTmdTMBZGcXEx4JlvbRo9ul23JDV6E1xeXk6PHj28lqmpsVNaqj807Xa7DLWp1dXVuiNfdrvdUF0lJSW6AWxpaanhuaOSO1UcTQLTTkrT9CfXR0bqD/8YZbPZDDUu4eHhPhtWLykpMbzjiRBCnApG2jeHw6HbMaCqbkPz9k2mIi6/XL+TISNjnm6ZmpoaA7v8eYJOvZ+zoKDAUF12u92vF6mJU08CUz82cCC88OVA6tnO/BED27QlqaapunP0jDR6zfTutI32SAYHB5OXl6dbTtNUMjIyvJZJT0+nurpaty6n06nbOyGE6DhCQ0M5++xQtm+Hgb1nw+xhzBk4EN28dieZ0V697Oxs3alUDodDd04owIABf+WBBx7QLXfL+Hosl17qtcwVmZlk3HCDbl379u0jy5Or64TS09OZPHmybl3p6emGMrXU1dXpdrYYWVTWTIJh/yWBqR8LDobE/rU89/qXDHVWMWHChDYM5aO7MKh5e0s9Rp4zODjYULkzzjjD0POaTKUMHDjQaxkj87QAQ3ftQoiOw+l00thYT69eTgoqqzBHRlK0cyd9+/YlPDycwEDPQsz2GMo3EvCUl5frts9u92FDnQcLv/+ewToLXQEU5S7KX3zRa5mwceNIMBAkNjY26uY7ra+vN9Q+Z2RkGBrVak5V543T6TS8QYDwXxKY+rHcXHj0lkLOS3+W7y+ZytixY9s0x1SvrF66j7YwevfZo0cPQ3NbVZOZ0Cuv9FpmTmamoQZNAlMhOhen08mePXaefDKIy87YzphNr/FjWhphTZkj2muOqdF0S6WlpbrtUnJlBbE3Ltat64CiUGVgIWbOiEP66aKsVmKuv163LudX85k/P85rmd27b+PwYe9lAA4d+n/cd5/+Z1FRUZHu54xnK279oLMr7xrYEUhg6sdKS+Gr9108xR5W1Y1v02M1NN3hd1+m6DD6Rx4aGmpo1WdOVCTfLPKeh9V8ySWGUgplZGQYGirytkjqeI3d3Llwgh05f5Fu3bwv9N+6dSsLFy4kJSWlZcjq5ptvZsKECcct/9Zbb3H55Zf77gKF8CPl5SbeeCOKmb3rSFy7lqC+fdv7kqiurjbUrmZlZbVs9XsiikvRbQMB/vH3v7O8slK3nNls1m0vl48eTbf77tOtyz6+lI/rpnot821jBta739Ct64orgnWnbQF8++23ur20JSUlhl5/I3N8wfh2rxLk+pYEph3E/Pnz2zTHFPQXP/lzj6nNFkRSkvd5oQcNNho5OTmGEi97a6yO9/NVVcHatbrVGmYkJerRuz+Vl5e37CUffZwNGFatWiWBqeiUQkNDiYvzDHOnpXl2H5szZw4YzNF7stTV1RlqV3//1VeM05kf/7DlTt2dmgD69OlDbGysbrmgoEJiY72n9Nu3bwl33TVAt678mBqq16zxWiZ01CgSDUzbcrvzDb1meXl5ur3RRvLDguf3ZKRn28jUAJkW4HsSmHYQq1at4tonn/Tp3sO+rKstPabGAtNA3ToVMNT7mpuba3ilbEcSFRXF9OnTef/990lPT8dut1NRUcHNN99MTU0Nhw8f5s477+T+++9nyYSsqTUAACAASURBVJIlrc5Pneq9t0MIf6VpGocPH+aLL3KBOP6x+jsmM5FPFrxJ/2llxMXFEB4eSkCACYvFhMWiYDJBQICJwMAATCaNgAAzZjOYTGCxKCiK1lTeU9ZsBrNZafkeGGhBUcBs9rQjzVMEFEVpNV2goqLimJvEn5dRFAVbQwPOt98GTtx25vT/Cbfb3er5jicsLMzQdKXAQKvuHE2LpYH//KdRt6677/438IDXMvUBAUQbmBaQXHGHoZGv/Px83Z8zNzfXUArB6upqQ8GwsewJko7Q1yQw7cT0/ljaI1mx0W0xg4KC0bs8k8lEeXm5bl2HDh0yFHRWVlYa2ifan/To0YPy8nJmzpzJlClT2L17N8uWLePFF1/kqaee4rHHHuOHH3445rwEpqKjUhSFgIAAPv88HojntM8PcCnfM+urnahfPYeKqdWXhnLMseOdb8BEve5jlZbvoKAqzccUNExs0XIZRDwatBzzfFda6tOAXpSyKvzypuNK03ETGrT8u4Z5/F+/x9EUxfOFgmYCDROYmo4pJrKqtvPs8+VgUkBpPmcCswKKgmLyHKvKm8uKEc+A2dRyTDEpTeXAZDFRnfn/eO7Cl5rOeY6ZLGZMFjOYFEwWM4rZxP6P9/Faxb/AZMZkUVDMTd8tFkwmhYBACytru3HbkEua8mCbURQTZhMoJjNmkxmTxYQ5wEzohnKuvTzNE8CbmgL+pmtTFM+1KSaFg4cu5/dXFmK1BRAQGIA5wIw5wHN9ikkBk4mDOTlU/Wx+1c+DekVRyMvLIyYm5pgbhp+z2+2tpgYcr0xjYyMBAQEnPC/aTgJTPxYTA9OuCuOb7KmknXuuzwPJ9pgXY/RniI62ct113ucKuRqe482FC3XrmpuZSWlpqW65Xbt2nXAuqr/2phYWFpKcnMz69ev5+OOPURTlmGkLMTExrFmz5oTnhehoQkJCePBBM4GB9QyPG8jB/+vPD0HBYAvGrCgoGqBqoGkoqtb0b1A0xbPXs6ahaHjONf275Zimgqph0kBT1aZjGormRtGO/n9TGKmBRdMwaRrl9p8opbIp1KQlFG3+3vzvpbxCEZGABnhGf2h6TPP/I6iiX8PalvC2OWw1tXwdCXUvqP6p6fnUVudMgKmpvq8Yw+dZE496vmMN5Cfmff1X3de/CJj5zpdey3wOJD12k25ddwAjd+sWYxbv4Zw4BW/LXQ8AxffeiwotX9pR35Wmr0+BpKbHlGM95qZDxfPZmIudkSS0OqfhuSloviGp1VzYTNYjNx+K5zepNt1MHP1dUX52XvH8VtWmXnXN1PQbbbrJ0BSl6Yaj+Zhy5EbFZIKW87T8X2u+4TCZmr43f5lQzCbPjYnZ5AmizQoms7mljMliRrGYMJkUTxmzgsliQTF7zitmEyazgmJWMAdYUCyeG5/mGxg0zXNNv5IEpn4sMRHufCKC11+/kKHHmUOoxx8nZBsNTJ95xk58vPfAdMCAfhSsWqVbl23CBN0hLIBly9J45ZXjz8uNi4Obb9at4pQqLy9n/fr1jBgxguHDh3PFFVfw4Ycf8tprrwGeu3dVVfnXv/513PNCdGS9emksX26nquoszLdMIrmoiL59+xIWFobFYkFVVZ/1YB1vlEfTtGOOrb//fmYYyAP64mmZbDk81muZtWvXMmpa5nHPNT+3pmkEFxQQ06eP7vUtLysjLi7Oc7zpS3O7Ud1uVJcLze0mOyuL+rgf0NxuNLcbNA3V5W76UnE53aBqBK7/HxVnTkJ1aahuFbVRxd3oKYOq4Wp0E/LZWurPOM/zWFVD01RU1e15alVDdbvR3CpPvvo882ZdjupScTe60FTQ3FrLl+ryfIV8VM2Vkbtois+hqR5NdaOpGqgqxc6fiLH8izBXNVFU04NKoqkkGldLsOMEDgEH6E0+0exRemIOsGBSFMwms6cDWfME9AfqD2GPSPXciOC5GVFUzXPzAiiqSq2zgajAwKablaaQtqm8SWvqN9c03C53U+e05/8KKibNc5Nhbvq3goZZabrB0FwtNxlH39S0vvk4Ei6faEzg15079j3ujblfP9xtesTxSWDqx+x2+Oz9Yg69tY6awsI2pYvq6KxWq4GsAnDnnf1069JqV/GSgbRSVVUK33xz/HN1dZB5/M+IU+qLL75g7ty5LVMiHnjgATRN44EHHmDt2rXExsa2DGWNGjWK+fPnM2/evOOeF6KjcjqdFBRU8/33LkLZQ3zZQbbZ7YSFhWG1WgkMDMRsNvvs5txoeqHa2tqWHKpe/Wze6fEkJycTF6efbikkJMTQSvTAwEDdG3Q1MNDQZiRnBbhJ1llolmUrY9Kcmbp1ba7fzbhb/h+apqFpGqqqomkabrcbt9uNqqrU1NQw6LsrGZ6SQmNDA432etxVTjS7A6vTiU1zEEw9M3iP612bADhIN/aTxA+cTk1kT9SUaEyDI+gxKI6cj15FXbKY/mFhDA0MJCAgoCXNWPP7RlEU/u///o8rrrnmmGs+OugvLy83lPXF6EKqtuQq1zRwu8Ht1nC7PYMBR39vPt541HGn042mKa3Ou1wqnvsQpdX/G50uVDdobs9NieZWPTcQLs+NSPPNiOZu+v+LF0Mbg9nj6RpRTgeVkQH/uM7JDjawalBSe1/OKRUcHKw7F/UPf/iGyZP1F1LdMljj0kv13+oORxEZGcf/ozretXTrZmwlvVHdunk/P2bMGLZs2XLcc+vXrz/m2KOPPur1vBAdWXa2hauu6sUbd29i9KO3sveOO9r7ktj34tnc8NpB3XJBFrvuQp6IiAhD8/GNzts3Us5qtRrKDZ2YmKi7KCgpKem4dR0dgKqqSrdu3SgtLUXTNKqrq6mrq6O8rIzi/Ydw7q3B/UMBAQUlfKiVcXVZGX0Ac1NdVcB+gqgiETs9UahiruXjpiFmpWXhmeJSUDKBTAXlPQWlfj42m43GxkavHSA7d+7k4EHvv8/09HSmTZvm/QXDk4fVyG5fRncpbA5g295XdfLCvqUv/fqgFCQw7TB+SbqojszIjidDhgwx9Ee8KPYuRtpSdcttde0lKur7455zOp0cPny41TEDOa2FECfBqU4X5XQ6DfWY1jeG8OqPCbrlli17naioi7yWMZo1xWq1Gro2IyvHw8PDDfXYxcfH66YjTElJwWazter9dLvdNDQ0YLfbqa2tpTArl/p9FaR/8x7mrDy6l5eQ6ChgAgcJx5MdwAUcIJECzBB0ETtjesKAaIJHJJA6KoGze4QSGhpKSEgIjz76KPfccw8BAQFYLJaW1+XnvdO/TamlZ8+euj+nw+HQ7Q1dt26dodesqKiI1FTvn0OlpaW6uVpBf4vwjk4C0w7iu+++Y0RaWpcZyjfyc8bExBgq99r06cT/8Y+65YLOPPOEvRidvSEQoiNxOp3U1DQAYRQXF3EansWLsYmJJ2VLUrvdbihQ1DRjOS2jo6MNBYpGAk6jnwlHB2q+qOvo3tejh99dLheqqlJXV0d2djbVldVkfbob+w8FNP6YR3hRIfHVhSRziLMpoxcwECghkiz6cCBoAN9FTcTdN4GAITEkjkumV9/uJLz/PmNmzCAwMJDAwEAsFgsBAQGtUndFRka2vK7NgfDxuBUTPa67TvfnvHrfPnJzc72WOXTokKHXrKCgQLfHurKy0tBnTV1dneFpKh0xZuh4V9yF1NY2UswhNpFE+uLnqN6UgyUgAMVs9ix8M5kxmU2eVXWKZwWe1pwehL58+8cnUczmIylDjkodYmo6jsmEooBitmAymzBbLJ5VdmYTmmLCbDEf9VjPcx75v9JSl8l85LjJbGpZEaiYTEfKm5tWCSqm1qsGFeWo+lofa/045ch3swnKXbhNDa2PNZU5+lhkeBS1lfXH1tX0mdX83W6xENO0cOHnH2eOhARqbrvtFP3mRVs1Dw8eb0GK6HycTid2ux1PYFoMeAJT0+jRJ2VL0srKSkOjM5qmGRrtSU5O1g1AjAYeviynV6Y5AAVPb6Lb7aa2tpbKykryfsinYNM+6nbmEnQwn8CiHE5TixlKLmc09X46sLCfJHICEtjUbQB1veKp6BPEoKmjSR4ZT0xoCKnh4dhsNqxWKxaLBYvFgqIoOBwO+vXzvqagZ8+ehvKTFsWHMMu0TrdcYMX/WK0zL/eDD35LRob+TUth4TBmzPA+faOoqMhQHlaHw2FoXrGRILctGwScqgXVEpj6sTffDKAf3RhLAZPLcuCN7W149Huc8VjnDqQagQAD5QYAAY89ctxzzWlEAB4BSj/9tFWakeYvW79+DLztNtnlw880/z7SX/qOvLICCl/JRdEUNEUC1M7OYoHISBdYFJzduqGexA/Nm28ORdP0FzUFU2UoGIiPj/dZUvaTESz8vAfU5XJRVVVFcV4Z+z/+iZrtB9H25hBRXEBiXQF9XQcZxJGUfHnEsYc4doWdxuaek9H6JRB5ehJJE/sSFR3B6MhIgoKCsFgsNDY2EhYWdsxGBD8XGxur2/sXFRVFTk6O7s83ffprXH21fvizeLLC9Wne60uuK2Te3/R7TW+/PYU9e/Z4LfPRRx/pzkMFuOmmYEJCvO/iBRAQUMe//232WkZVVUM3Xady1FACUz/2z3/Cnhsns1drwOVy4Xa5cTU2NqXIaErVrB5J/YGmtaTNYMY3fP2/w0fOqarn3FH/bynfkjrEkyJC7xiqJ7308epr/lLdTSk1fnZdmuo+ckzTUI66jubnUVoec1SdqrspPUhTahBNxdnYQIApAEXzpB5xu1y4Gxupr6ujzl6DWlWGrbKQ/IydHLBBZEMV3TU7UdQTdNTrXEEgh4kmhDy+5BaqsKEAAbix4iYQN6HlKv0b3RTk5xOfkOCXqbi6GlVVKcjPR2t00S/vU2xmE0Nry9gQaMJ9wkyNojMIDQ3lvPNC8eyvcS08fC1Xn8TnKy5u4O239YOPg8NvIDS0SLecv2zk0bwIqTkAbWxspKS4jKyvcinctBfHzv2E5OcTV5VPcmMew7WDjG5KCFRDKFnmPhy0xbE7biANfeKIOCOV3ucOJLJXdwZHRjI2PByz2dwy5/N4gafL5TLUnsbGxurOaz3jjDN053E2l0tKStIt1+/al7jxxhu9lim74HbOfP403bpWVN9DfLz356ysrDSU2rCsrJb336/XLTdjhpvgYO8BbElJiaEOF5fLdcp2uJLA1I9ZLGCx7GHJkiUMHTqUe++9F7AYnjMy9nxjq/v81dG5+po1NjbS2NhIZWUlxcXFlGdlUffjj9SmpxOcn0/E4XKSKmuJq60mXPOsCM0DGhwRZNKPbxlALklk0pcckqjpHk9Uopk+fTRKClcxZMrFDIzV6NfPQnS0pzE1m80tOUGrKyqosdvb4+UQx6GqKpnZ+6m76Xc0FhVh798f91/+0t6XJU4yu91OeXk5drud3NxcrFZry+roxKZ5puC73sS6ulpU1XfzPY0Mw/pSc++nqqq4XC5qauxk7Som++M92HdkYc7MoUdZIb0c+fRTD9APT0o5NyZylERyAuLZ2mMonyacR9DwFGIn9SdhdAoxkZGkNgWfzamWmoPPnwc7J5pq49kZSv+1tdlsuuWMvq7x8fGGplzEx8frBor/mDCBhAce0H/SkXnE6GzRek1GBrnz5+tWVV8fYih7QnV1DaWl3ns6MzIyDE1/qK6uNpwx4NeSwNSP7d4Nt53r5OWqT3m3aQVhTk6OT/e49wc/D0A1TcPlclFXV0dZWRmHMzOp27mTmh07CMg5SEhBJdFVdpLrKhihHrlrLCKaTPrzNf3IIpX99KWkWwJVPcKJTe1GcjIkJwcwPhmuSTXTu7eVgIAjgeenn05m8OBeLfUd7+7+tttuY9KkSZSUlBAcHHzCoaeIb7/FMXGi15/7q6/CmDZNf8i5srKSlJQU3XKapul+MGqaZnjeXUfYXq+x0TN3LSwsjLKyMkP5BEXnkJERwO9+l8qyedu58Pl7OHTVVSftuaIP5RF65T265RpsNkPB6ckKTI9eAe90OsnLrSbzs2wKN/2I+6dswgpySbDn09eVy3gOMb7pcWVEsN/Si7ywOHbFDCVgcAqRY/vSe/Jp9EiI44zwcAICAggICGjJ8anH16NKRhZvGU2xFRsbq5uuCzwpr+w6HRFRUVGUlJTo1nUwysTU+je9lgmr+JyXFyzQrSu++G988skPuuUqKvqTnV3stcyCBRHExup/DjU2OnjtNf3RAF+QwNSPNTRAeZFKAlWMGT4ci8VCUVERAwcO1H2s4odDmT8PQFVVpba2FqfTSVFGBrXp6ZR+/Q2uvbkE51fQs7qKREc5qeqRhqGEaDLpx3eMJZN+5Nl6URkdjzu5D9EpQfTrZ6ZfPyu/7WcmJcWK1Wpq2VsbWgdbP29cBw0aRDedZKIjRoxg8uTJfP755xw+fPiEDfSBykoiNm70Wldt+UAOHtS/yThw4AC1tbW65RobG3WvX1VVzGbvc47A8zvqSNMV3G43MTExuosjROdgtVoJCAjl0CErMd26E1xQwIhBg4iJicFms/n8pkpxuyl/6SXdcmtXrWKagY6DX7tSuvnmXVVVqqoa2PVlPvmf7sa+fR/WAweIrsgjxZlHKtmchufmvQEr2aZEcgNj2RwzCi31EqLG9idhyiB6DExhYEQEaVYrAQEBhtqIU81Iz2pERIShdsvIcD/AWWedpZu+aeLEiYamBfzmN0+wYIH3cpMm9SX/mWd06zJNquL/vfCCbrlnqhZjtXq/CaqocPPyyz/p1jV7dhB1dUZWdfx6Eph2MH/8YwwhIfoNX6ip+hRczfH9PABtbGykrq6OmsJCyrdupeiLbdjTcwjKLyG2uoLezlKGqkd2IyqlO5n0YyfD+a8liZJucdjjekH/PsQN6MaQISEMTDVxUb9AgoMVrFbrMRPnj/730ZO2jx5K+vmwUlRUlG5v9JAhQ4iPj+e8884jLy+vpcfu59ZkZzP8/PO91vXZ4hpGjtTfajYnJ4dJkybpltu7d6/uis7a2lpDvTVut7slmO8IAgIC6NWrF7Gxse19KaKDMdLDpqpuQwFPfHy84WT3RjT3gDqdbvb+WMX+T/ZSumU36t5MuhUfone9Z+j9XI70ZBUSTbY1nozuiXyfeAbhpw8k8ZxBRI8eSFyPHqQEBbX0fHZVenNVmxlJSdi/f39D0wIGDx6sOxQeFOQkJkb/8z23h8VQAKuMymPg3Xd7LZNUsYjQUP0FV05nHS7Xqenw8nlgqqoqTz31FG+//TbV1dWMGjWK+++/nz7H2ctXGLd9+3aGXnMNFRUqL72Up1u+bPzNwMkb2mp2dBDqcDioLysjb9NX5H32A1Xb9hJaWEzPmlL6OEvorZXT/PYvJ5JM+rFXOZ1PbImURcXjSkrCNKAPKaPiGDgwkLP7WfhNj4BjEki3tTfE6Bym4OBg3Uaod+/euFwuwsLCOO20E0947927t26Q6DhcwpTlD+peV2R2NnFLluiW27hxI9OnT/daJi8vjzPOOEO3rrq6OsPDjV35A86fdKW215fpoozkhNQ0zdA8vOFNI1tt5ekBdVNY0MjOjdmUbtmHffsegnKzias5RF9XLkPJZiSem+xagsgyJZAX3JONMWcRNLw/sRNPI+HsYUT07sXooKCWG3bxyxmZ15qYmGgo0E1JScHhcHgtExwcTHCwfmBqsxnLY5oTGUXGsmVey2hnldOzKU2iN8mH/0ziH/7utYxJ01B98J7zeWC6cuVK3njjDf7+97/Ts2dPli5dyg033MC6detO2Yquziw6L4+g3+oni28MCfHp8x7d+1ldXEruZ3s49Gk69u/3YsvLJa6mmKTGQuI5THdgGFBJNzJJ5YDlNL4OO4eauD64k3sTPjKVgeOT6dfPwqyEAGy2QK9D7L7gq14Mo43QyJEjdevLi45mnYEG4aUbbChjvM8TAqBxOL17f+y1yLJlafTsWeW1DEBVVSWxsfrNg8lUzerV3htbp9NpaI5sW1Z9dsSk0SebtL2/TG5urm6Pl9q0XaYevdX2qqpSXa2y69syDn22l6pvf0Ldu5fuZYdIbjhEf7K4iApPWRQOKrEcDIzlh+i+/ND/HKLPGkz82YOJGZHGgOBghnWy9QZ6TnW6PiOfCUZ6S8ETmOov3goDjj8Kd7SgoCBycjJ1ywUExJGb671cdrd4nrvI+y5kALt+sPHE5Mley7hff90nkwh92ro7nU7+9a9/cdddd7UMPT7xxBNMmDCBDRs2cMEFF/jy6Tq91FRY/K8evPXlAgZdPM2TbsPlpmbNGt3HfvHuu5z7C57Ts3IS8rKqOfjZHoq++IHa9N3Y8nKIqy0k2ZVPIoX0QGMkUE0YWSRz0JrAzu6jaUxKwdQ/iYTJw0g+PZ6BqUGMDj3SeLbHHbwvE1BHRUUZKjdx4kTd1ZypqYf5979n69Z1qPf3vPCC/grMP03rxiUvPe61zKv5D3H/Sv18uM8//zy33nqrbrnrrovGYvF+E7Rnzx5DgWlpaamhVCkOh8NQ71VX0tXaXqvVSlpaMG+8UcnA+BEUDXqJ/gkJv2iO6a5duxg0aJDXMiZFMTQvsXmltMOhkpnRSMZnWZRu2UP9zj2EFhygV+0h+mkHOIscTE0ZlCsIY785jsLInuQknk/kmYNIOm8E0WNHkNCjB8lyUwG0z8iMLwPTpKQk3foSEpz87nf6zzlgQBjjxulPA+vTR2XixDivZRITG7jssst06/rXv1xcpbPA8I033tCtxwifBqZ79+6ltraWM888s+VYeHg4gwYN4rvvvut0jePJFh4OEy8M4vWaVKKbekBVVTV01zhs2DCv5ysrNbL3Osj7Yi/lW3/E8eMeQvIPkFiXR4qaSy/y6N3UcNoJIUvpRW5gHJ/1nILWty9BaakkTxtF6rjeDI8MYsRR28J1ZkZ7nowMg69YUUV8vH7P9qpVmwgO1r/NyO0ezLb77vNaRrtUY6iBaQG37t9Pf52t+ACi8x4mK8v7Qol169YZShq9Y8cOpkyZolsuOzub4cOH65brSrpi2xseDlOmNFJVFUp94kTcRb9sxXDK/fcTrfP3qpoePKbdVVXIzXWx97tyCr74Efv23Ziz9tPLXkBfVw79yWQonpXfjVg4oMRy0BbN93GD2TN0Jn2mjSB20ki6paYySobduwS9z+5//9vYtDNVDTQ0ahQc3EBoqPfPrIgIG1FRRjaFqOWmm7wvrtU0E4ry63u1fRqYFjU1DHFxrSP0mJgYCgsLT/i4c845x5eX0WkUFsKT9xYzZMuLbLvobMaOHYuGsblOQUFR7N0LOZmNFG/NpDZ9L417dhNWtJ/E+kOkcoBhHGQknjdRLUFkK3Hk2WL4JnYsOwb1J3r8EPqeN5KYtGSGmc0Ml4bT8F27keF+o0m2p02bZih/XHx8LX/5yyivZUriMnl62jTduj744AMmGJiLGrCjlAcv8H5tDscM/vBigX5djQEMjj1Tt9x9xUvJ6nnigD401DeNY0fyS9rejtzuOp1OMjJqeOmlQM4ZlM6Ib99nV3IyYZdd1jLHNDs729Df6z2ZfyYrcfAJz7vdUBdazhsP76Fy6x5ce34i8nAOfRyHGEAmF3PkvV1EJNkBMRzqGUfegN8SN3kYfaaNJixtKP1CQ+kvbWiX5YstYZs156PVExlp5vLLvS9ijYlxYbPp1/XGG070PtZOP9037a5PA9P6ek9aip/3KgUGBlJVpT+v7URMTitnKGt/1bX5uxCquOM4e5eMbfo+4Il0Pn7iCRYASUkaLhccOgQ5OZCT5aL8+wM4ftyHkrmHyLJskhoPkkoW53IAS9NOHQ4C2K/EkB8Sw664IeSMvoLkaaeTMHk4IUl9GKooDD1lP/GpYyRfHXiGkvUCyoKCAkPDzZ988oluMHnvvQnYbD1166qqcvK7372mWy4u7ivddEmbNm3i4EHvw5YAu3b9kQMHeumWq3EfIqb7HK9lUh3LaHB6v9MGsKBSWHhYt5wZlV5ebnSrkiLQrOW69XQmJ6Pt7Sjt7ndYgUsBeOHBbCAbgACq+AojQ4t2Nq95jL17XRzcW0Lt9z/g2lmEpSKPcHLpSzapVDK+ad+GeqxkmWLJD4vmuz5jyBo7mL7Tz6D72NPp2bMnsQaCTyOjXg6Hw1CgYrfbDeW2rqur0x12LigoMFRXRkaG7o11RkYG/fv3163rhhtsgP4Ik92ez733ek9rtGnTJkPThnbt2sWQIUN0y61ceSZWq/ch84qKCkMjZFVVh7j44re9ltm+fTtDh+p/Cv/3v5cQGppg4Dmr6dbN+7VVVlbRp4/+dISamjzGjVvltYzT6fTJfHafBqbNb2in09nqzd3Q0EBQUNCJHsZGL/keBwwYgGp18q12se8u1A9demkdT9svb3WsshJ2fmsnlf04EvrjblRJKvmAvRHLianKJpUsUsliPAewNk2YbsBCthJFfkgU2cn9sI+7jJTzzyRsxDBsvXsz2GTixH0DJ5/R/XYdDofuUEVJSYmhRjQvL89QnrnPP/9cdx7Zq6++ytixY72WAbjvvmR69OjrtUxM5tc8mfgb3bruyP0rnzw8RrecqSGJ6376s9cyP+b+lYIM73n5AKYGHGZlrz/olrtl//246r1/+FtCK1n4H/3f0x13JPBwqP62jzU1+SxbduLFYLfcUkwAHSfVlS/8kra3I7e7qqqyYwecfjr8+MoOTrv6dPjuOxg5sqXM+OBP2J24r+X/GtDYCM4GDZe9AbXWiUID2VSTP+laRrOP8znSPuUSwAGiqeqWymep8QTMmkjcpDGEnnYaiSYTvX4WgDYAtWVlhm5c6+rqdD/ACwoKDAU8e/bs0Z0jC56gTS8H9iuvvNJqOsiJvP3227oZQN555x0uvPBC3br27h3K4sX/1S333p/ieGae95v9hoYL2BekP1pVXz+IfC8xSbN+jnyWJ13ntUy+PY/ESP2b+FsrHyTnbe838aH1l1GwmtJ3/wAAIABJREFUP1C3rnHOwzwZPle3XJmrnOhI74F1qbuUnj31O0huqbkf53feP18CeyxC49d3Cvg0MG0eRiopKWk1p6ykpMRQUviu7M03j22kbr5Zpf7bA7zKNaTmZxGIi3G8xwNV13JACSc/OIKCfkmYp8wkYfJZ2IYMIbB3b04zm9Hfubd9qKpqaG6M3W7XvbvftWuXoffVW2+9xUSdXZgAlizpQ0yM99Q6pp0XsfcV/YZjkKOY1VG3eS2TEVXCwSef160r9Pnnufhi/QDhr3/tz02x33otUx18iOee876KHmDHjn1YZnygW+6PWVkMGeL93VZZWWlojunGjdWGFhI4ncmEhp64V6Ej5V/1la7W9tbV1VFcXAPE8eOPPzAYWPPaawwLtGGxJJKfF0xxdAwzSt5Hq3FixoGFOkKoJRi1ZeWwCwiiinNYREbvM+l9bhoJA5OIOP10AkNCOK0p+Pz0009JvX4e4AlwOcH2mtnZ2YZ6CbOzs3Vz7n7zzTeGUrtt3LjRUC/Vhg0bdP++LnzzTQZ/9ZVuXc9tv41/f+Q9mKmtnc+bm/SDvxGOg1z03HO65foGF1Dz9NNeyzz99NPMvuYa3bpeeuklZl15pW659evXs+033oOxjRs3csUVV+jW1fe//9VdZLRhw2Zmz9ZfELtt235CZ3yqWy571y566rwf83bsoPe4cbp13bl3L/37e+9sOeecUkz8+kVqPg1MBw4cSGhoKFu3bm1pHKurq9mzZw9z5ni/U+jqjheszZsHW5/LJpj9vN8ngfMfeQR+CwGNDfS3WNBv/k4do8PlWVlZhnoBLr64CqvV7bVMTk4kkZH6q9XjDwzjyjf1e/9ic1ewSvPeW3AoqIofdBIWA2zZsoX/Tv2d1zIHDx5ktoG5o+eff76hXoyVK3MZNMj7DlF1dTYSE/VXFyclJRkKEiMiInTLRUVFGboZMZIzUBxfV2x76+oUQOW9j3qSzS2oTzZg+udD9Nf2cwYZfEgN4Ak+czBziGhqImOJOWsYicP70GPsmQT26cPVaQe4JCkQKITNhbAZePbZVs81uLyclwy8h//5z1FERelPnSgqaiQ83Hv6qcLCUK6+erluXee+/DLhr+lP9TmQ8xCP/tv7TVutcxXlVv28txUhOdx+++dey2zevJnzzjtPt6709HS2XrhYt9ymTZu4XGcXpkmTJhkaor/44osZPXq0brnExETdm4OUlBRDG3tcffXVujctvXv31t1pCjxzx42sNRk5cqTu9LSJEyca+kw+88wzdevyVfvt08DUarUyZ84cli1bRlRUFAkJCSxdupTY2FimTp3qy6fqEmJjYfz5adTlj6LPPQsIvfRS4EPwwxyOLpfL0IKfgoICQwt5Kis1XnvtgNcy9ksu4Yye+uH5hYfuQ333Xd1yJZdY6PH5Fq9l0j/5hOtnzNCta8aMGbrDa5WVlYamIgwaNMhQw2G0Z8yXKVCEf+hKba+qqjidTt56qx4wccEPr3AVb3LYHcqBgGiKoqKpGTGL2ElpxE0eT9iwYQz2kkLK3q+W38ds8/qcwXkbeHiy994igEceaeSf//TebgG4rryStO7eA8BZB+7jgR07dOv6MSKC6ldf1S23b3YQ69d7H+155ZVXuPFG/fG2TZtKmDnzFq9lJk6cqLvJCHg6K4yk4ho5cqTu/NG0tDRDbVdaWprh3Z/02kuji1iN5DE1mo7Q6OYnRm72jdZ1Kvk8wrn11ltxuVwsWbIEh8PB6aefzgsvvCAJnn+B5GR48JXuvP76FQyN856L7GQyMi+0qKjI0B3cli1bDAWmiSXlDLrnL17LbFMU0v/ivQxA3rVRhuZ9hYRouu9Tow1aYmKibi9hjx49fNpDKL2NXVtXaXtNJhPBwcE884zGo48epr7qHrLdd1HocJCamkpat24EBnoCMCMpmH7/+6+ZPNl7wPb7MyPoYyCvb//KJQxd/JBuuZ0mE7se8l4u55oIqgwEnO+vXMm1BoKx4OBAIiLCvJY588wzDQUqw4cP172pTklJMRQkpqSkGGpTjfRKRkRE+PX73VcbBHT2tt7nganZbOauu+7irrvu8nXV/5+9O4+PqjofP/65d5Zsk5UsJIQQIGEJq4CoiFClirVKab+2ta2oVavY1rYuta61rVWqtm61rXXpYtHqr7TaFm2tWqu4oYAQdgghCdk3skwmySz3/v6YhQnL3AsMzCR53q9XSHLnzJkzw+TMc8859znDTl8fbHi/ia1//zedTU2mLro5Ebq6ugyDrBdeeMFUbsknnpjHSy9lGpbL9+1m1WWHZikI99prr3GHiYAzN9fO1VcbJyMeNarHsCMtLi421fEdvI2qECfacOp7vV4v7e097NnTj6+nlhG9+1lXX096ICg9mi1Jp0+fbnjy3VKYxvn9ka+oBmjM3cFLX/+6Ybm33nqLbxkEY1lZVr7xDeOLUvr6rmP58kPXux5aXwaqGjkwKisrMxVMmlkznpGRYXr0z8xSn8Hepw7mtp9s8TcnLEK2bYPblrrZwL94YnxhzNrh9XoNz6KbmppMTWmM62zhX5OuMCy3fXQd45dEXoRvtVpNpQZ54YVWCgqMP6DcbrvhKICsgxQiPuzebePCC4t44ZZ3ufCBK9lzww3HVI+Z7YMff/x9xo2LvH4b4I03dnLBBcYXKgY3P4jkj3+sZNKkyJtXAFx2WSE33WS8JKi42EtubuT6zK4HNzvlLMSxkMB0kJg9e3aowwhue2ckWlMaHR0dhnVd8sorTN6xw7AuVb2FZhNXYP7zD3/gRoOOL3jBhxGr1SqjnIOYruumpsA0TTvsldJi6LHb7aG//WCqm+nTpx/TlqQOh8Pw737q1Kmmprjnzp1rat34pEmTDPukgoICU0HiH/7gJjnZ+H3vdvuAyIGp1WqVPlDEnASmg5CZjsNMoluzV9Jv3LjRcJr+3oYHcBUZ7yhUm7PRVGdbUlJiquM2IzEx0dRjGtJ1/z6Euj7wK3BMD7tN83oH/K77fPi83gO/a9qAunSNwP18aD5f6L66pqP7/D/7vP7j/vvqaD4t9Lvm09B9Xnze4O8+dM3fNl3TQQ+W8del+TTQg7f5H0Pz+dB8/lQ6/rp8obI+rw9F10AHXfOhaTpo/uel68HH0UKPGXwOuuZ/LXw+H5rXi+bzgU6orgOvm7/eYPtCz1P3P44/PY//d0XT/W3UDqT9Iez5KLqOLjvsiChyOBym15abCWALCwsNA1hVVU2dUJsNJCXoFIOFBKZx7P33oYsUnuESnMvfYNP31wJLeSTpUv8HNDqKrqGgh34HHVXX6aGPwoS0sGNa6GclULbJ000qNn89h/kCHRWd3/MuMxh14P6BbUyDv4POfp7h3DWlgdv1w35X0dmIk+2l4474mAqgomGjk8pv3Dvg2MHlNLzUDWj/4cr5H3fg79qA+xx6bGA5FXOjcOGh0OHGJYZfds3Iwl9x7ZD/pWM/ppamEDnRmBjs3G43TqcTSKWpyb/ZQnl5OeqcOaEtScHcGlMwvihFVVVTM1VmZ6nsdrvhulazQWS0ywkRaxKYxjGr1UsGmziTdwENuhWeZCnzvW+hQ+ADGQgLJYPH9tLJBHcuoBwIAJTwEFHBxX7y8F+lGfxwBwbUBdAILEQP1KWiYz3ocRVUIIeREBbqBcNSAiGjjsIoGnCmj/fXpSgoiuof3VIC9wv83uN2szs5xX9ctaAroCgqKP4yqCo+3X/Bh7/Z/uOKagHVX5ei+ssRuB+qAkqgvKKiWgK3qRb/7aGv4P385XQIHdMB1RJ4rRQFxWJBVxT/B6ASCHUtFv/vqup/7qoSKo8S3i5l4FdYOT1wP0W1BMr7n2Po+StKoH3B+wZfm7C2KCpKoE5FJfC6Hbj90DLhdRFoB6Fj4eV0FBTLwc+BUDsG1nXg+YGCavHXFayasKcRfkwNlTlwYnBwmfD7BVKf471+3oCTBCEiMROwmU0tZLVaTc3OJCcnRy1QlIBTDDWKHueLsiZOnAjAzp07DUoOD6cp/+T1zoWG5TZu3Mj8+fMjlnnnnXdMXTy0Y+5c5hks1F/84e28Um+csLiystJUbjuXy2XqwyAqU/RiSJE+4/jJa3hsjiYdkASUYqiJVr8hn+pxbtu2bdx5551MmzaN2267DUVRqKioMLzfunXrDHe2+O9//2sqsLP29PCuwW5H9dflmcp3aibXKURxXagQYshxOp20t7fjdDqpqanBbrezceNGzjvvvAHrPE928CfBphDHTz7549jOnXDbF9ysaHyfNwIJ9lVVpbi42PC+fX19hiOO+/fvN5XsvsVqZZLBKGdWlm4qib3ZKSzp4IUQkezZY+WGG4q54+JPOO/5e6leYpymSQgR/yQwjWM9PbBvp0YZTfRMn47VakVRFLq6Iu+xDP68okZX3ZtJAwVwb++TqAYJ6keMaDesByQlkxDi+Pn7kVQ2bUom57JM0rdvZ/YttxxTuighxPGJ9opQCUwHiVNPPRWsVjSLhZyrrzYs/8XKSlixImKZpr99nuv/3WRYl2ax8MLzkZNL19Q0YbUa71IihBDHy263k5rqP6nOy/NvVTl9+nTIzT3hjx3nl2Uc1olo89HWebxtCN7fqB5d1wO5j3WCWfl8Pv93j9uH5tPxeTQ0r//L4/bi8/hT6QWP+7/78Hp8oXJoOprXn1rP59XQfXqgrM+f5s/rr0Pz+lPzHbiPFna7P41f8D7BtH8EygfTA+qaD93rQ/cd+B0NNK83kKbP/8T0QIo/3af7ywSOE0gpqOgaugZKIKWfEkq5p/mPBdLxBY+roe866P4sN8Hf/dl8NP9t+FP+qYEMP8GsP+o40KJwTiiB6SDxxBNPcMVjj9EwMpFzulcals+oe5tf1ddHLOPyJPOHD4y36lyx4mlU9dORH8/ENL4QQkSD0+mkoaEbyKe8fBMlwC8ffpjJX/4yudnZpCQloXm9/g/TQB5hzecL/Uzgg9nn9UIwb3DYl8/jQff58Lrd/ny5wXzFgWAg+BXMAex1e9B9oOgEAhYfXo8WCCL0UIDh8/iDEV0jkDvYf0wPC2z8OX11dG/w8QK5fDV/kKFrWihoUQI5fxUNf1KKQEASyvcbCDx0/cDPSihoCRzTA4GL7n+e/jzBB4KTYLnQFwf/rqHoHAhO9LA0fLoe9j2Q+0U/kMJPDQ9qwlL7qXp4uj4tcFt4OS3suxZWnzbgyxb4Hl7PUKUFXuHw74H/nbDjB34OZsY5cDws9Z4SyNQTdnvw51DSyEAWmND3UC6U449MJTAdZJYte53rrisxLPel4jQTO5CY21EnOzvbsC4zSaWFECJaNm60Ah56f/k6NuDGlSthpfFJ+2ATHjBoh4Re6lHeNjB4Cc8FrKGgKQcCmGCqweCxULnAMgn/cRUdC5qi4AuURQ2kHFT8ZUNBDP6UcppyILVdMD2gHpaibsDt6sC0dqiBny0qWNRQ6j1FxZ+mL/x21Z/OT7X6y6k2K6pFRbX6UwqqVos/ZaCqoFoDKfwCx1EVVAuoVgsWmxXF4j+uWPx1qxb/ffxf/uMWm/+xVIuCxWbFYlNDxxWL4r/domC1+8tb7VasdnvgcVUsViuKxRL6HVU98HswZV/Y7eG3KcEyAYqiGOzxdaDcwT8fz1I7zSB7j1kSmMax4mL41gNZ/OPjrzPls5/FarWSl5dnKtGzDqa2xjOze9KYMWMMy0Rr+1MhhIhE0zT6+vpwuxsoKHDznHYJFWoRbpsVS0ICitXiz/9rUQMBDf4cuqo/J7I/uFFCx/wBj4piUQL39f8czN3r/zkY5PjrsNgCAUEgYFGt/iBEsaqoFgsW64FARrUqgeBGxWJTQvX7b1dCAY3FZsEWClosWO02bHZ/MGOxgNWqBr4rWK0qqqqjqmCzqVgCZYLfbeqBchaLckgAEvwKihSMHM163SPVI2t+xdGQwDSOZWXBkitS+HPCTFIDI5LFxcWmAtMUuvj85yOf+STTRXNzs4l2ZBmeRUlgKoQ4GVRVJS0tje99z8K3vuWhs3MyVus0GhsbGT9+PGlpaSQkJAASEAkxGElgGsdaWuCp+5rI+M/zfPSZ+ZxxxhlMmDCBoqIiw/v+dMRCCl9cH7HMvlO+Q3LyJsO6JkyYIDlFhRBxw+12U1XVw1//amF2UTllW95mY3Y2qampx7QlqRAifki0Ecf27YNVj7jZwFqeONOfRzQxMdFUInt3YiJZV1wRscye5GRTCe+PZjcTIYQ4GerrLdx7bz4v3NLFxF/+ko9vuCHWTRJCRIEEpoPE8uXLITERh8Nhatr8+c98hqJbb41Y5rn77uM0E48t0/RCiHjicDjIz3cAMH36DAAuvfRSmDo1ls0SQkSBBKaDRDBdlNkgMTU11XD9aFpamqkr8CQwFULEk4PTRU0GVq5cyUy7PaZbkgohjp8EpoOM3W43td5z2rRpFBYWRiwzYcIEU9P0sr5UCCGEECeDRBxxLDUVSk9RWVczmv7AqKWqqqZGAQoKCnA4HBHLFBUVmQo6ZdRBCBFvHA6defOcqOkJtM2ZgztwJb4QYnCTwDSOlZbCixtmAjXMCRzzer2mRjkdDgd9fX0Ry5idyhdCiHjicDhYuNDBe+8BfBVu/ypXxrpRQoiokMA0jvl8sP6jrTxy7+1MOGU6t95xB3a73VQwmZubS3JycsQy2dnZcsW9EGLQcTqdtLS009LioqVxDw5FY8POnZx7/vmyxlSIQU7+auPYpk2wfF4/z7/yD0Y2NR3VfZOTk0P5/I705XA4QksDjL6EECKebNtm47TTJuF8r5mFS5aQU18f6yYJIaJARkwHidmzZx/VRUhmyspFTUKIwSh4Yg2Ql5cHwPTp08nNzSUxMVES6wsxiElkMkSpqorT6YxYRgJTIYQQQsQTiUwGifXr1zPt8stN5xSVC5uEEEOV2+0OnHin0hRY5lReXo46Z45sSSrEICeB6SAkFywJIYQQYiiKemDa0NDAgw8+yNq1a3G73UyfPp1bb72V0tLSaD/UkDdtGrxWNw0PzSzPyQCbLdZNEkLEoeHW7zocDs47z0FzM2SkXAo3X8ilGdJHCjEURHWu1+12c80119DW1sZvf/tbnn/+eVJTU7n88stpb2+P5kMNCzYbtHTs5svfvpa7f/pTw7ykQojhZzj2u/4tSWtoadnGm++8yX83b+ahX/6SLVu20NHRgaZpMrMkxCAV1cB03bp17Nq1iwceeICpU6dSWlrKAw88gMvl4r///W80H2pY2LMH7r3Sw/fXbCBziH7ACCGOz3Dtd6urrXzrW6Pp3tjOtDvvJL21NdZNEkJEQVQD09LSUp588slQ+o4gXdfp7OyM5kMNC52dsH2tjzNaq0ns7491c4QQcWi49rtdXQr/+18q2v5+cj74gASZURJiSIjqGtOcnBwWLlw44Nizzz5Lf38/Z5555hHvt2jRomg2Y0havnw5JCbGuhlCiDgzHPtdh8NBfr4/j+n06TMAuPTSS2Hq1Fg2SwgRBUcVmNbW1kbszN59911ycnJCv//nP//h4YcfZtmyZUyaNOnYWyl44oknuOKxx0iU4FSIYUX63UP515h2A/mUl29iMrBy5Upm2u2yJakQg9xRBaZ5eXm8+uqrR7w9Kysr9POf//xn7rnnHi644AJuu+22iPW++eabR7xt4sSJR9NEIYQYUqTfFUIMJ0cVmNpsNsaPH29Y7uc//zlPPfUUy5Yt44477pAkx8do1Cj42vczeH3zF5m6eLHs1CTEMCT97qHsdjsTJqTw4x87KZkzhTbr7UyaN0+2JBViCIh6pPPggw/y9NNPc8stt3DVVVdFu/phJS8PLvt+Kn/+83ymhY2KCCFEuOHY7+bm6lx3XS+dnVl0Tb4aT2NjrJskhIiCqAama9eu5emnn2bZsmUsWbKElpaW0G3JycmkpKRE8+GGvP374S9PNtLzt1V8uKiWM844Q0ZNhRADDMd+1+12U1PTxRtvwNiMzYyv2sgGm43U1FTZklSIQS6qK8NXr14NwJ/+9Cfmz58/4Ot3v/tdNB9qWNi7F56+08NtG9aQ2dER6+YIIeLQcO13a2qs3HjjaPp3dDDtJz8hXXI9CzEkKLqu67FuRCTBRfg7d+6McUtOvg0b4OrZG9jAbFi/HmbNinWThIh7w7nPiJbB8Bpu2ACzZ8O2lRuYfKn0kULEWrT6DcmlMUg88cQTsiWpEEIQTBfVAEB5+SbAny5KtiQVYvCTwFQIIYQQQsQFCUzjWFISFIxT2J2ag0cuehJCiJDERJ3Jk3tRkq10l5Tgtdli3SQhRBTIGlMhxJAifcbxk9dQCHG0otVvyDBcnNu2bRt33nkn06ZN47bbbpMtSYUQw57T6aS9vR2n00lNTQ12u52NGzdy3nnnyZakQgxy8lcbxz75BK6Y0csLL/+DkYGF/kIIIWDLFhszZ06i460GPnX++eTU1sa6SUKIKJAR0zim6+D1KtjxMWf2bEmuL4QQ+LckTUlx4PGojMzLQ/V4mDF9umxJKsQQICOmQgghhBAiLkhgOkisX78er9cb62YIIUTMud1unE4nAE1NTQCUl5fT3NxMX18fuq4T59f1CiGOQAJTIYQQQggRF2TRYhybPBlWrptMH1tYXjYO5Ip8IYTA4XBwzjkOtmyBcfmXwGVzuXTcOH/yZyHEoCaBaRxLSgKS9vLVO++SdFFCCBEQTBelKE7e/iiQLuq11yRdlBBDwKBJsD+s6YBcZCrEUZHk8MdO+l0hxLE63r5XTicHAwlKhRBCCDEMxP1UfmFhIQBvvvlmjFsyPC1atAiQ1z9W5PUXsSD9bmzJ333syf9B7MiIqRBCCCGEiAsSmAohhBBCiLgggakQQgghhIgLEpgKIYQQQoi4IIGpEEIIIYSICxKYCiGEEEKIuBD3CfaFEEIIIcTwICOmQgghhBAiLkhgKoQQQggh4oIEpkIIIYQQIi5IYCqEEEIIIeJCXAWmv/71r1m2bFnEMvv37+emm27i1FNP5dRTT+Wuu+7C5XKdpBYObWZe/5deeomJEyce8lVdXX2SWjm0dHR08MMf/pAFCxYwa9YsvvKVr7Bu3bojlpf3v4g26XdjS/rdk0/63fgWN4HpH/7wBx577DHDct/5znfYt29fqPx7773Hj3/845PQwqHN7Ou/c+dO5s6dy7vvvjvgq7Cw8CS0cui58cYb2bRpEw899BCrVq1iypQpXHXVVezZs+ew5eX9L6JJ+t3Ykn43NqTfjXN6jDU2NupXXXWVPnPmTP3888/XL7300iOW3bBhgz5hwgS9oqIidGzNmjX6xIkT9cbGxpPR3CHnaF5/Xdf1r3/96/pPf/rTk9S6oa2qqkqfMGGCvn79+tAxTdP0c889V3/kkUcOKS/vfxEt0u/GlvS7sSP9bvyL+Yjp1q1bSU9P5x//+AczZsyIWHbdunXk5OQwfvz40LG5c+eiKArr168/0U0dko7m9Qf/mXtJSclJaNnQl5mZyZNPPsnUqVNDxxRFQdd1Ojs7Dykv738RLdLvxpb0u7Ej/W78s8a6Aeeccw7nnHOOqbJNTU3k5+cPOGa328nIyKChoeFENG/IO5rXv729ndbWVj7++GP+9Kc/0dHRwYwZM7j55psZO3bsCW7p0JOWlsbChQsHHPvXv/5FTU0N8+fPP6S8vP9FtEi/G1vS78aO9LvxL+Yjpkejt7cXu91+yPGEhAT6+/tj0KLhZdeuXQBYLBbuv/9+Hn74YVwuF1/96ldpbW2NcesGv/Xr13P77bezaNGiw35oyftfxIK872JL+t0TS/rd+BPzEdOjkZiYiNvtPuR4f38/ycnJMWjR8HL66afz0UcfkZ6eHjr2q1/9irPPPpu//e1vXHPNNTFs3eD2xhtvcPPNNzNjxgweeuihw5aR97+IBXnfxZb0uyeO9LvxaVCNmI4cOZLm5uYBx9xuNx0dHeTl5cWoVcNLeOcIkJycTGFhIU1NTTFq0eC3cuVKrr/+ehYsWMBTTz1FYmLiYcvJ+1/EgrzvYk/63eiTfjd+DarA9NRTT6WxsXFA7ra1a9cCMGvWrFg1a9h4/vnnOe200+jr6wsdczqdVFVVycL8Y/T8889zzz338LWvfY1HHnnksFNGQfL+F7Eg77vYkn43+qTfjW9xHZj6fD5aWlpCf5AzZsxg1qxZ3HDDDZSXl/Phhx9y9913s3TpUjlzOQEOfv3PPvtsdF3nlltuYffu3WzevJnrr7+erKwsPv/5z8e4tYPP3r17ue+++zj33HO59tpraWtro6WlhZaWFrq7u+X9L2JC3nexJf3uiSX9bvyL68C0oaGB+fPn8+qrrwL+lA6PP/44hYWFXH755Xzve99jwYIF/OhHP4ptQ4eog1///Px8/vjHP9LT08NXvvIVrrjiClJTU3n22WePOA0ijuy1117D4/Hw+uuvM3/+/AFf9957r7z/RUzI+y62pN89saTfjX+Krut6rBshhBBCCCFEXI+YCiGEEEKI4UMCUzGo6LrOiy++yEUXXcQpp5zCokWLuPfee3E6nbFumhBCDFk+n48nn3ySc889l+nTp7NkyRL+/ve/x7pZYggaVHlMhXj66ad5+OGHueqqqzjjjDOorq7m0UcfZffu3fz+979HUZRYN1EIIYachx56iD/+8Y985zvfYdq0abz99tvccsstqKrKRRddFOvmiSFE1piKQUPTNE477TQuvPBC7r777tDxf/3rX3zve99j1apVTJs2LYYtFEKIoaenp4d58+Zx6aWX8v3vfz90fNmyZbjdbl588cUYtk4MNTJiKgYNp9PJkiVLuOCCCwYcD+4XvW/fPglMhRAiyhISEnjxxRfJzs4ecNxms8kyKhF1EpiKQSMtLY277rrrkOP/+c9/ACgtLT3ZTRJCiCHParUyadIkwL/Ov7W1lb/97W+8//773HPPPTFunRhqJDAVg9qGDRt46qmn+PQt6lATAAAgAElEQVSnPy2BqRBCnGD//Oc/Q9P5CxcuPGQGS4jjJWtMxaC1bt06li9fTl5eHs899xwZGRmxbpIQQgxp1dXVNDc3s3fvXh577DEyMzNZtWoVCQkJsW6aGCIkMBWD0iuvvMKtt97K2LFjeeaZZ8jJyYl1k4QQYlj54IMPuOKKK3jwwQdZsmRJrJsjhgjJYyoGnaeffpqbbrqJmTNn8txzz0lQKoQQJ1BbWxsvvfQSbW1tA44HLzZtbGyMRbPEECWBqRhUXnjhBR588EHOP/98nnnmGVJTU2PdJCGEGNJcLhe33norf/nLXwYcX7NmDQATJ06MRbPEECUXP4lBo6WlhRUrVjBq1CguvfRStm3bNuD2oqIisrKyYtQ6IYQYmkaPHs3SpUv51a9+haqqTJs2jS1btvCb3/yG+fPns2DBglg3UQwhssZUDBqrVq3ijjvuOOLtK1as4Atf+MJJbJEQQgwPbrebZ555hpdffpn6+npycnJYsmQJ3/zmN7Hb7bFunhhCJDAVQgghhBBxQdaYCiGEEEKIuCCBqRBCCCGEiAsSmAohhBBCiLgggakQQgghhIgLEpgKIYQQQoi4IIGpEEIIIYSIC3GfYF92lBBCHIudO3fGugmDlvS7Qohjdbx9r4yYCgZkspW0tkKI4UT6PCHiStyPmAbJ6MeJsWEDzJ4Nr77aRM+aR7l4xQpeu+8+8j/7WYqLi0lLS4t1E4U4KjLaFz1Dsd/VNA2v10tlZSVbnv2Ii1dczpPXPsysq+dTVlaG1WqVnYyEOAbR6ntlxHSYUxSw23UUBXRFwWexIOMHQohhQVHox46iKrFuiRAiIO63JA1G4EPxzF0IEX3SZxw/eQ2FEEcrWv3GoJnKFyeOy+Wivb2d1atX43a7yc3NpaysTKbyhRBDTvhUfn19Pe+//z5FRUWUlZXJVL4QcUCm8oe57dth3rxEdu+2ktHQwCUPPkhaXV2smyWEECdcxwfNfO7HL9K/sSvWTRFCBMiI6TDX2wubNqlYLA6ml5aSW1vLhNGjSc3LIyEhIdbNE0KIqFIUBYvFQnZ2NtkpGUzzbqE+ZxQFBQXYbDZUVcZrhIglCUwFAA6Hg7KyMgBKSkogLy/GLRJCiOgLD0xzcnIBKCoaQ0FBQYxbJoQAmcoXAU1NTaxatQqA1157jfLycrq6ZHpLCDG0aJqG2+1mx44dbN26BYA1a95h3bp1uFwu3G53jFsoxPAmgakQQgghhIgLMpU/zI0dC88/76WsLIn2hE+z2+Fg9IIFjJA1pkKIISh8Kn/i+TP5S8VDTFtyqqwxFSJOSGA6zGVmwsUX6/T2QktaGu2LFpGSkhLrZgkhxAnnGJ1K3rdnk5zuiHVThBABcmo4zDU1wS9+obNnj5Ot//0v7p/9jN3vvktTUxP9/f2xbp4QQkSVruv4fD5aW1vZ8mY5O655jo9Xr6W+vh6Px4PP54t1E4UY1iQwHebq6uC22+w0NlpI6ejgrJdfJnn//lg3SwghTrj+yk6u2fkk2j5XrJsihAiQqXwBQF5eHrMuvhhWrGDx4sUwfXqsmySEEFGnqip2u51JkyahT/EHpGedtYDJc2bFuGVCCDgBI6YdHR388Ic/ZMGCBcyaNYuvfOUrrFu3LtoPI6JM0kUJMbhJ32uOpIsSIr5FPTC98cYb2bRpEw899BCrVq1iypQpXHXVVezZsyfaDyWEECJA+l4hxFAQ1cC0urqa9957j7vvvps5c+Ywbtw47rjjDvLy8li9enU0H0pESXo6fPazGvn5yUycO5f98+czduZM8iRdlBCDhvS95oWniyqcMpZ3MxdTMntyKF2UxWKJdROFGNaiusY0MzOTJ598kqlTp4aOKYqCrut0dnZG86FElIwfD6tXq0AqzFwKS5eSGetGCSGOivS95oUHptlfOwu+9u9YN0kIESaqgWlaWhoLFy4ccOxf//oXNTU1zJ8//4j3W7RoUTSbIY6CxwP19S40rZ3XX/07SmcnaUVFTJ4+neLiYtLS0mLdRCGEgWPpe4drv6tpGl6vl8rKSvZV7mPtax8waspops2aRllZGVarFbvdHutmCjFsndB0UevXr+f2229n0aJFnHPOOSfyocQx2rwZiouT2bHDRlZdHd+44w4y9u2LdbOEEMdB+l5zOt9t4M7H7sazQUaVhYgXJyxd1BtvvMHNN9/MjBkzeOihhyKWffPNN49428SJE6PdNHEYKSkpjCkrA2D8+PGkDsM1ppqmmSonWxaKeGa27x2u/W74VH5ubi4AY8aMkS1JhYgTJ+QvcOXKlVx//fUsWLCAp556isTExBPxMEKYomma6S9VVSN+CRHPpO8Vx+No+kohTpSoj5g+//zz3HPPPSxbtozbb79dPswHiZ6eHpq3baMM2LNnD/mTJpGUlDRkRk3NvA+lsxWDmfS95oRvSdrc3Az4sxqMqB9NRkYGVqt1UF2Z7/V6TZe1Wo0/8qWvFLEW1cB079693HfffZx77rlce+21tLW1hW5LTEwkNTU1mg8nhjmznWNwJNRMOaM6zdYlxMkkfe/QczT9m5mLtdxut2GdXq/XVPAq/aA4kRRd1/VoVfbEE0/w8MMPH/a2z3/+8/zsZz876jqDa5127tx5XG0Th+fzQU8PpKSAhfBf4n/EwGzn6Ha7TXW2fX19hlOfLpfL1IeA2Q8L6dyjbzj2GdHue4fLa+hz++hp7iElNwWLPb76vL6+PlP9Q0dHBw6Hw7Ccy+UiIyPD8DGTk5NNtc1M/2am3xVDR7T6jai+a5YvX87y5cujWaU4wSwWsFpdNDS0s3r1atxuN7m5uZSVlQ2ZdFFmRx76+voMO9Kj6biNPlRkOkxEi/S95oWni6qvr+f999+nqKiIsrKyuEsXZaYdXq/XVLn29nbDPsftdpsKcs08ptnRVyEOJsM1w9zu3bBkSQJ791pJb27mc7/5DY6Ghlg3yxSzi/SDU1hmvux2e8QvwPACKRkFFWJw6FzXysL7XqN/S3esm3IIs31WX1+f6XJG/ZbZvtLMY7rd7li/hGKQktOZYa67G95808JNNynY+voYs2MHO/r6Yt0sU8xO0be3t5sKFhsbGw3ra25uNjWKbGZZgKzTEiK2fB19nNX7Ltu7/i/WTTmE0+k0NatSXl5uqr4tW7YwcuTIiGW6urpCKbQicbvdhn3X0VyUJUQ4CUwFAHl5ecy6+GJYsYLFixfD9OmxbpIhs9PqHR0dhh0y+Dtlo8C0vb3dVIfrcrnIysqKWEam8oU4+VRVxW63M2nSJPQpLgDOOmsBk+fMOmltMNuHGK0JBX8Am52dbViutbXVMJhsbGw0FZi2t7dTUFAQsYz0b+JYSWAqAGhqamLVmlVcDLz22mvkW61xv8b0aAJTM52k0+k0DEy7urpMtc3lcpm6AtbsiKmMrAoRHeFrTLdu3cJkYM2ad+iZqJ20Naaaphn2NWb6EPAHky6Xy7Dcvn37DANip9Npao2p0+k0nKrvGyQzbyL+SGAq4pKZEYWuri5TIwrt7e2mHtNMB19VVWXqQ6C5uZni4uKIZZxOp6nAX9M0SZQuxBBjdLLZ0dFhqq/p6Ogw1Q8G14Ua1WUmGDZTrr293XDWKMjMAIMYPiQwHeZGj4ZHH/UxcWIyXdazqfJ4KDrzTLJivCWpmSs66+vrTXV8P/lJKb/5jfFjNjRMY8GCyCOilZWVphb1V1ZWMnPmzIhlGhsbTQWcZlNUgfGH3dFMr8korRiKwrckLTl7Kqs+/CFli2ed1C1JzeRMrqysNLUEqampicbGRsNy1dXV1NbWRiyzfv165s6da1jXhg0bOP300yOWaWxspKSkxLAul8tlKjCVLaOHDwlMh7mcHLjuOo3eXp329kyaLr6YlJSUWDcLMM6B95OflJKcnGlYj9dbx3PPOQ3LnX661XDkwewFCZWVlaaWBZgJOFtbW009ppncqUez2YB08GKoSy/JJPdHi0hNTz/pj21mvaeZgK2zs9NU/9DT02O4FrW7u9vUVH5bW5vhrFZNTY2pdnV1dZkaYDCz/EHWtQ4NEpgOc+3t8NJLGnPndrP57bcp2LiRuoUL0ebOjemWpF6v17Dja2/38cILbRHLAPzoR7+lq+tmw3Jut8dwDanL5TI1/e50Og3bbzbgdDqNg2owlzvV6/WaGqWVDl4MVeFbku75uIKKX76B44tTmXH2zJO2Jam5/s3cEqRvfvghBdddZ1juu+XlhnU2NDSYWkbV3d1t2Ec0NjaaOrl1uVymynm93qjtXAUyshrPJDAd5qqq4OqrE3j1VSupbW0sXrmS18rKYt0sU7uZ9PQ4aW42vhipurra1FRXb69CVVVVxDJNTU3U1NQY1lVZWUlFRUXEMmvXrjU1bVZfX8+kSZMMy7lcLsOg0+12y3pVIQJ6t7fz3Y8f5clZD8PZJ+9xzZxsVldXs2PHDsNyiX19bLn3XsNy951ZiXVea8QyHtel1NfXG9bV0NBg2A9WVVWZCq537dpluB4f/CfeRiOrsqXq0CCBqQDiL12U0+k0nFb3eDykpRlP5X+/vJw599xjWK7MeSNn/OzRiGV+Wl7O2O9+17Cub27fbjiy2t3dbWqqrqury9QIpsvlMpyqM7NfNsiIqRi64iFd1DXXJOHxRJ6N6nr7Cn7+uvFJpNf1W54wkS5qZzZs3Rp5zedn8nqZ/IMfGNZ1k4lg0uyWqmZO9MHclL/Z3KnSv8U3CUwFEH/poswEYz6fZqp9Dk2j9ZlnDMvtnlNH57PPRixz8extTFDnGNZlaV/NEwadcltbm6n0U/X19aYDUyNmd2ORKTExVMVDuqiODo3Vq3sjltk+YRljTSTPnz07wdQsiJm/55psK59T/mFYzrL/P6xetiximWtM7pfe1NRkqu+qqqoyzLHa1dVl6mTf7DauIjYkMBUnldkz1cbGRsMz8uL2dhxfu9Owrj673VTwpCiqYe49n8/BH//YYVjXl8amGXZ8ZnIBgj//oJkAtqamxvA16+rqMnWl79FcJCWEODr9/W7c7sjrWL1er6kpf0Uxl27JarUaBoCf+tTv+MUvphjWdeqpWVyk/z3y4zWt5tcm+jen02k6H7VRn2R2Pb7L5TJ94i0B7Mkngekwl5ICc+f6SE7W6bDbaSguxnsCL3gym1R+zZo1xqMAPh8bf/xjw7oeuu8+bjdIkwKgqhbDdCq6bjO1BitR6ebKqZURy3T0XMdlbcb5B/fs+SIffmj8p9rSksOqVVURy/zvf/8zddVtR0eHqXWtbrfbVMdt9kNAiJPJkpbAevssFIftpD5uR0cHlZWdEcv09/WZWhuvqg5TazktFqvhiXB6ejodHcYn3rNmPcK110Ye8b3n7VQyLrvMsK4v7N3Lxi9/2bDcO++8w3SDJWY7duxg3LhxhnWZ3VWrr6/PVN8ls0bRJZ8Ww9zEibB2rQUYCQt/BD/6EZ89gY9nJuUH+K9YLywsjFhGVWpMTeUXFRWZ6qwyMjoYNy5yfUlJrRQWGqc2GfXlX/Lggw9GLLN11ixOSzQO/j6y7iTrV68YlrvgAtXwNWtvbzfVIe/atcvUa9bV1WW4rvVolgUIcaKFrzGddOskuPXLzI5S3WZnEHw+n+Hf146EBKZOnWpYV3r6fjIyjNNdpaf3kpGRFLFMSUmJqe1NJ0+ezJw5kZc01WTvo2vlSsO6UubOJcPENqirV3+ZioqxEct0dKicf77x/8G3v52GrhsHk0lJNl54IXIZuZAq+uTTYpjbudPH8uVeOjr6cNbt5Iz+D7FYLNjtdmz2BH/aFEVBUSDwDzoKKHqgBiXwzf9dVxQUQMd/n+D34M8ejxOLNdA5KmrouP9XJVTVpze/jOcvn4RuO4Si4HLfx6Nf3BRqV7ANobsE6v/4Eyf3fLR+QDtR/e30PzcFXVFo3ZPPT7/wyYByB563//v+6jx+9tXtgerV0OsRfI4oKqCz5j/d/GTfhgH3DT5XNfA8V9ZN4JJJ3z3ktQq/D8CFtcv46+1th32tQu1UFRrrVH501dZDbgv/vmZNLf3VzaFD4Y+pKAeey+6KPfy3pDSsrsA/B7Wvq6uW9Ax1YJuCj6koKKqCx+MiISF1wOvg0xSc3dDRAekZChmZOigKFtVyUJvCnvNBx8Jfq/D3jq4rKKH3pxADeb1efD4fFRUV1NXV8f7771NUVERZWdlh15gqgb+N8N8PFjxmNkjJb2wg5SuRL6LsMzmFnJBgbo1pYqJmOGVeXFxsKrjOysoyXPaUnOzmyitHGNZl6/glT5mYyu/p6eQPf9gfscxZZ5lb/tDSovHWW8bLDJYsie6mJcIcCUyHucpKC//7n8ppp/WwtOtJ7u43vkjoeFQBxhPJsA3o74k8pdSEmx9vucSwrueBS9b+3rDcB/ydO9/7XMQya/g7N78VuQyABfi/t16KWKYT+NKbbxnW5QF+9Mo5huXW8nfO+Vvktu0Evvi7pwzr+hrP0vrmJ4blOoAcGiKWsdHJCxhP6WmYe28Y+UNpKb4jndCIYU3XdTRNw+VysXnzZl697Q0uq3oXFwr7E2x8aLP5A1H8J9lA6EQbdHTlwBEdJfQuC54GOT0erIFAJnif0EldWDlvzw/58Rsbw1p26Pv1r7RwW978wEBAeNFAvYGDva67ODM1Z+CdD/P293n283Lh/QPu7z8ZJXTOWd7UxP7MzMDJ+oHHC96DwAlhc3Md7zz6z0MeSw8rO7F2DTP3TQwdCw0ehJ/cAq/134drXHBd68DnFl73KPez3Ff4Vf/hAcHigden3vUAvzvlZ/5DoZPVYFk99Lg1e2/nuTkPh9qkqgcGNsJPeKt33sa/Fj4edoKsc6CQ/2eXz4vDZgdVweNWsVp1rLqHxL4eElzd6BYLHdkFeDSNRJsVXdf9z1AJnNCEXhMVVVH875+wcRZdwf9OU/zP5eDBi9DTC/zfaLoWKqcfuCn8VT3QflVBVRQUVQ2rUgndfmAAwH9/NTgAFaxGHfiaKboe+rs5HhKYDnN5eQAKDzxgJ7t6Id7LnmH7I49gO+UUkpOTSQietev6wO9hP+uahq6HjW3qwS6MQ8ru3brVf4HOwfUdVK/3wgtJ/ctfQr+HPix0PVTW+s182h7/6+EfM6zejA0bcM+fHzqmhv7iBz52wh3T0O9/9bDPMfg96ZZJ2O7/x2HbrQfPnHWdKe+9R/b06f6z6SM8x9Fvv01yYM1U+H2D34Mfoo+tWsW3L7rokDZpB9WrPGBh/vgJhz5WGHt1NZ033TTwYPD/Mew+nb8p4plv/2dAMZ+moek6Hp+Pvv5+9u/v5ZU3y5ladCquNlD395PY7SLD3UMG3eTQRjYtLGfgfrBuoJ0kuqxJOJPt9KfZaRiVT3tSEgWpqSQkJGC32fwjVzYbqsWCqihYVBVVVUP/f/6+MCw40DRQFLT/DGy3EEGKomCz2UhLS2PRokW8nZJMH3VY0NDdOl538L114G9BCQZx+sBjSvhtgZ999JKEnQNhXPh9DtCB8eQf9vbgsWm0ML4vLez2w9Wpcxd3k+NNOqTcwfdpxcXIFscR6wFIRiWv3XPE24M/p+BjVH1zxLZNAxb190VsO8CTwFaPJeyYctj72IAf9FeF3T/oQJ3vAmW1GyO23c/DKVs/NmybjWuZ/M4bh9yu4kNFw4KPFlyMwoYldAzCw2Yf0EkqnfSSRVLEx/SikRIWlh3p//Jobz+a+6hhPx8ttbQU3zHf+wAJTMUBioIVSMrPJ3XiRDIyMqK+89POvj5STSTwV+x2Mg2Sz9sd+xn16U8b1jWztJRCE3lZkx73kLow8lqnxHydzMVFhnVNKigg2+DiodNHjmTqOcYjoeM6Ohh31VWG5Wr/1E77K5HXoqadfjq5V155xNs9Hg8+nw/9T310f+rTVFT0U1XVR0NNP65drVhqmnG0usiglwzq0PmIJQ27KODA6LYHaCKVlqQsKrOyaWtN4b9fWoZSXIxSXIx99GgSk5JITEwkKzkZRVEYl5jI/v37KSoqCu28E74u1Wq1hqZLdV2PuDOPPnmy4WslhKIofOVqOwtu+Dev3fc3pl1+GtnZ2aiqGvH9dbip/KDa2lpT22uqaW+xuHJ1xDKNK1dy5i23HPYcPvzn0q4uMjOzDilz8Pf9+zvIyMiIWKa9vZ3U1LSIZQCsLa2H1HVwmRlrPyJv+vQjtl/XdXQdEpfUMe6few3bX3nBHj5+ZkvEMpaLK/1LwI5QxufzD6L0ftNJ7R820tfXj8fjpbe3l64uJx0dXpqb3XTW9mGtbaV+UwFPJF9NqquZfBopooZiqsimJ/T/1AmojKDRnktzSjaunFT68rJx5RTQX1CMOyOfFEcG+/c3MnbsZBISErFYLCiKGujX1MByAYXe3l4yM7MCI57+0x1VVcPGGZRDnlf4axl+W1Ck949/3OTg++roujKgrH/wKVBG0wcMEOk6gYEU8P18FhxHYBskgakA/PsoN2/bRhmwZ88e8idNOiFbkra3t5tag6Uf/Nd1GAkJCaauCDdzsQ+AxWIhMTHy1bk2m8dUEufc3FzDto0cOdLU+qTc3FxTV9JbrcYJ+/sSEhh5zTVouo7P68Pl8uJ0avT3a7i7+8HVj6XfS77+CG+f9ySjqWIReynEGeosNKAZaCaLt4C3xo/FUjIStWQcalYW6qhRpKSlkZiYSFJCAtq3cyn43vewB9J22Ww2bIEpU3+7/TV3dXWRlBQYUVCUAe8Bj8cT+tntdpt6PYQ4nPAtSZub/aN+1dXVjKgfHdqS9Fgv1jObVF7XdcN+ZNy4cabqSkqyYrUa9yMpKZCQEPkxFcWKw2H8mA6Hg8TEyK+RxzOSggLj1zEx0UpqqvHW0nY7TJgQeZpYt1pY9NhyCMw26bqOT9Pw+Xy43W7c/Tp9fRrF++9j9b3/wVrbTVKbk6T+VrJpZCb7GEM1I/C/nmv5O9e57qeBdJrVEexLy2B33um4R6WRNKkAS14um9vaWHz++djtdiZkZGCz2ULXaQRPshVFYdu2Lk4/PR+LxYKq+gPP4G3g7/M6OjSysyNfoBbP7v/F8QelIIGpOMnuuKOI9HQTg/19L5J8aWrEIpmZ/aYCu+TkZFPlMjIUPve5yB1fVpYVq9V4DU1w5CWS3NxcUxctFBcXm0rhoqoqFRUV+Hw+fD4fHo+HhoZudu920dbqpmVnGy/X/5Lc+rFY8WGlHxu92HGRzMDpp3T2cxX/xIMNn9UKyRloKUmQkIBqszHKZmOUonBDrY/2u74b6oDtdnsoIA92vP39/SQnOwaMeIanrenv7wegvLycMhOj6c3NzZSURN7BRohY2LBhg6mcw7punHvUTFYMMJ+KzW63G/aDdpM5n82Uy8jIMNXvpqY6cLuNL1iy2WxUVVWF6tQ0jb6+Prxe/4hnZ2cXW2wzuK1sMe2VXWiVvVhqXSS6ukiiBQdN5LKPYjqx4uOuj+7y1wP0AV5Aw4qmJNKRaEFNTSKj1cIf77qblNRUUlNT/QG5opCYmBjq81Z8J4MPPhwfWDMauBBUCR9Z93/v7Mzl3//ujvgcKyoqmDlzpuFroWmaqQEXMxfjmb1gz2yqx2iQwHSYKyuD3buhsDCPxLN/CFdeyeLCQjhB+6l3d6v89a/GZ8ftZ13B3H9Hvqhm164e7PZRhnWlpaWZ+oNauZLQFfNHZgl8RWZmJNfhcBhe2QowadKkQ3Y8CQafXV29bNvWzfbt/fR2J7PyBxWo1Q2ktnaR6mlmNHUsZi9j2UsqPrbyd/7BLLqBBpJoVTLpGpGOpSQPvXikf7RzzBhWvvwym65/CbvdTlJSUuiDKCEhIfRBaLVaSVy0iKW/+92BCwcO0/4xbbfj9Rq/nyoqKkxtOFBZWSmBqThm4emiim8ppnrRPC6bXUhixvH3efX19cyfP99EGxoMU90Z7XIUZLVaTfVviYmJUbvCXFVVU4GpmaC5sBBuuCEv7MiBUTdN8498appGTk4dTmcCeyq8tFa007ejEXt9G/amTlKdLRTQRB4ZbPp1GeHzXj6gD5V+7HgUK74EG3V9VfzuyquwjcjCmpVFssMRam9iYmJotNN+ocZ5558fWlqkKMqApR6KotDf38+f/9yDkbPPVg0/F7Zt22bq5LyxsdHUrFFfX5/hCZDb7TY1QKJp2knbbEAC02EuMREKCly0trazevVq3G43ubm5lJWVUVwc/S1JR7e0UPTt+w3LNSYmGqb9MNPRgvlRgJPN4XBE7Li9Xi9ut4fOziRWrapj7+5uujfV4Nm1j+SmNtKcrYyigbFU8UX28gor+XmLfy1qL1DPCFqSs2jJSqdpzLmo43LxvVlA9c+fJzE/n7ykJIqTkkhKSgp1vMEO6oPNm5k4ceKAVDmHW1v3+Ny53H9/5P9Py4wqU2f3bW1tpgL19evXM2/ePMNyQhxO+Jak9fX1vP/B+xTVHTld1NF46qkFrF5tnFPUoUYeOQNzuzmBP0iMZsqiaNUVKXgNH/V89NF2EhIScLl6qazsZMf2Xpp2ttG3rR5LbQsJLfvJcrbQ79tB/v85OYMq0jmQ3N+FSh25NCVlcWHvzZRMnoF1XDaOstFo2SNIKi4mLT0dhyMFi8VCSkoKjz76Nmd99auhZRvBth4cdPrUJkpvvjni8yxqvRur1TgtlqJ0cfnlkde/NzScxRVXGAec7e3tpk7izeyqZXYXLLMBbDRIYDrM7d0Lt91m5zvfsZDa2srsl19m92WX+YdSTwDd42b1NdcYlvv3v//NPBMdczwGnGYpioLH46Gtzc327X1s/qSD9vJaerdVYa1tJLOzmfy+Rgqo5jxqKKQudF8vKvXWbJqSs+jIyGBL/ll0VRfw1pW3k1RairWwkJTUVPKTkxkTOPtPSEggc6lK5ngt1BkHU+ccHHSmpaXR0tJi+BwSEhKorIy8w5UNJ1+fssewLm/vEtZdtM6w3HvvvceMGTOOeLseyOIghJGuTdO8WJsAACAASURBVO2c8osPqb9uBEShy0vf08ofE79hWG5rVh2qujRiGYfDYap/i2YfeDR1RQpgg6OcXq8Xj8eD2+3G4/Gye/d+dmx30bitHeeWfVDViLWxgWxnK/m+JsZQw5epJi0s8OzBSp2SS4WaRFVOHjtHjsVSmkfyhHzs48Zhzc8na8QIcux2Tt+5M3RCbbVaQ2vZVVUdcAHl1KlTTS2VaBjZzYW+v0Usk6K/TcIXv2hY1+Ndu+Fbz0Ys881vpnLuufmGdXV2pvPqq8a7fe3atcswMG1ubjY1AOVyuUyfLB0vCUyHuf374cUXrVx+uUqCy8Wk9eup/r//O+p6zJy9gX9qxmjHEDB3kdRg2MNY13W6u/uprPRSvqmLfR/vo3/HPjwV1aS2NpLnaqJIr2Use5nPPmxhyTYalUzqk7JoSc1g3cgyyieeQ+rUEqylpSSMH09aVhajkpMpslhISEig9NpkfvvJTJSNgdxz4YnpA8aNc1NWZtwJLVmyxHD7P4BPfepTzDXInjDxyrv47ncjJxMHuH5WK89+e6RhOXquJfdH5qY5hYjE2+JiaccrPNlunN3DDEXz0R9McxfBPx9+mE8Pgv7rSMJHaTVNw+Px4PF4qa7uoXxTJw2bW+kqr4KqRpJamshxtpDf7w88v0gVjrCr2ntIYp8tl+bkTBoz86kaOZmEifmklBWhjSkiY/x4UtPSmG61kpGREQoyw0c6g0FnQUEB6enGI9YzZ840tcPVpZc+zWWX5UUsc9ddq6j7wW8ilgGwLl7MaQ88ELHMU307SP/FPwzr+upXfVx++XjDcvv35/G//0UuU1NTw8iRxv1ue3u7qXLRIIGpACAvL49ZF18MK1awePFiMBGUhDO7Z7qObmpat6SkxDAwjZdtLn0+jaqqPnbtdLPjw310l9fg2bWXxIY6cnqaKfTUB6bbq0jiwFR1m5JKvX0EralZ7MgpYce4M8iYOZ7kKWXYSkpIy82lMCGBkrCF9sHOODjFHj4y+OKLxm31eq1YrcbTMYWFhaam9MaNG2dYLjs729T/+cj/e5lvfetbhuVuWJhG2W23HfF2CyB7sYgjCV9jqk9xAXDWWQuYPGfW8Veu6abW/mVmZsb9bE/437XP56O/3019vYdNGzuo39hIx6Yq9L11JDU1kt3TTEEg8FxKNSm4QvftJplaWw7NaZlUZuayNacUx7TRJE4ajbVkPCNKS0lITKTU4cBut4cuogxOqwevXDfK1KLrOklJSaY+F8yvfy00/P80m13l12ecQdadd0Ys47vgAib94AeGdT3j3sPY379rWO7ss3XDJXHl5eWmtr7dtm2bqWA+GuLjk13EXFNTE6vWrOJi4LXXXiPfaj2qNaZ9fX3mAkXd3HRRdna24R/7yezY29t97NzpZueGFpo+3EXfjiosNTVkdTZR0N9IMdXMYy+f4cAVud0kUWvLpjkji4qskewaM5WsWeNImzEVa2kpqQUF5CcnUxRInxSeuzMYfMZKVlaWqWmbkpISw6Bz/PjxuFyuiGWO5jEbCzx8wXLkfK0+TkOR0FQcQfga061btzAZWLPmHXomase9xlTTNVpbWw3LnawP+EjC+1dN0/D5NPbt62fL5m5qN9TTVb4Xb8U+EhvryXa2UOBuZAw1fJZqksOm2rtIoc42gsa0EVRk5rMlfwqOKYU4powhqWwyKYWFpDgcTA2sqbfZbKFRzvCTbCNmypj9f3M4HKb6JDOB6ZQpU0xdjFlSUkJBQUHEMj85/XQKfvpTw7rc551HxmXGu+kVNN6F1xv5M3zv3r2msr588sknnH766YblokECUxEVX/pSP16v8dXqyXSYmvbPzs4+qSOibjfs3u1mR3kXjWv30LmpAq2yirTWekb2NTJGq2U8ezmDA+su+7Gxz5JNkyOT+swR7Cs6l7SZY0mfMYHkKVNIHj2a/NRURgemnYLTTcE1T7FiJg9r8KpUM+WMOrXi4mJTdZWWlpoqt3Tp31i0qPOIt994o4/D5wcQ4tiYXark0zRTZc1ceR0N4dPtmqZTX+9l6+ZuatfX0rlpL57dNSQ01JLtbCbf7R/xXEz1gJmdDsVBnTWbprRMdmaNYkvBNNKmjSZ1+niSJ0/GMXo0GSkp5IddRBkMPs0GndFi9jMjNzfXVNni4mLDEceCggJTJyMOh4OKioqIZdLS0qipqTGs696xY1n8qU8ZlnO/56Zv8eKIZb7U0EDahx8a1vWpxkYqDeqK1vr+qH/ya5rG448/zl/+8he6urqYPXs2d999N2PGjIn2Q4koyM+HO+/0MX58Mr3KAmqbmxlz+ulk5uUdVXL9pqY+/vpX4ytNa065hoyMIwcVJ4qmQUODzvYtLmo+qKRz4256t+8hqbGOvJ4GCn0NjGUvn6cutCWbD5U6ZQT1CVm0Z4ygqfBMkqcUkTt3EslTynCUlpKTksKoQBB3pCn2eHI0wb7Z5P9GV2qGX+0fyTnnnGM4ogBw0UUXRZx6itfX/kSTvtecYH7d7Oxsxp05mZdnfJdJZ8+koKAgFFAdzOVymR6NmzBhgmGZwsLCo2734QycbtdoaNDYvrWHmrVVOLfW0LujkoT6WkZ0NzHK4x/xXEQNifSH7refVP/MTmo6O0YUsnX0KWTMLCbzlAmklJWRMmoUBSkpFIWdYAfXdsbb35rZ/s3sTKCZJWXz5883NdPzpS99yfD//YILLjCVbuy8887jkksuMSz3+983c3XO+xHL7GzfxYRk4/esve0NVkVYQgXRW0YV9cD017/+NS+88AIrVqwgLy+PBx98kG984xusXr16UFysMtzk58MPf6jR26uzqyubum98g5SUlKOuJ6u6ipyrfmhYriKQE/NE6OiAit1edr+3l/0b9uDcshtrbQ0jOuoZ5WmgmBoWUIOdA7sINSqZ1NpG0JYxgvUjZ7Bz2lLyTp+IY1oZqZMnk5WaysjAeqfwjjjeOuRoO5oA1mgENjk52dT/eUFBgakAdsKECbLz02FI33v0MsuycT72BcMLZlpbW02tk1aI/kWZweDT69VobNTZvaOPmrVVdJVX0rezCltdDSO6G0OB56eoIYEDo7ZtpFJnHUFzWiZbRxSzrXguI2aNZ8ScydhLS3GMGsWY5GRKA+s7g2s6h3ofZ4bZfNRm+kszuwGa3VRhxowZpoLrSy75PZ//fOTHfOKJJ7jZICUWwFlnjWTrihURy/iuvjoqc1VRDUzdbje/+93v+P73v8/ChQsBePjhhznrrLN4/fXX+exnPxvNhxNR0NUFb73lY8KEbjatWcOIXbvwnnoq2pw5R7Ulqbe3l/vPPNOw3K6cHC48xrb290N1Nez4sI6Wjypwbq5A21NBalsD+f2NFOv7KGMvc8LWP7XjYJ8lm+b0EWzJKWXvlPPIPa2U9JmTSJ8xg7SMDKYHLiwKPzOWTtkcMx2y2WULycnJpspmZWXFzYVv8UL6XvPCtyTdu6mSLU+9w4gLS5k+f0boophgLsugz32u01SfkEuXqZmG8PfvwMATKnb2UftRNZ2bKunbUYG1vpYRXY0UBE6uzzro5LqVNGqt2bSkZbIlZxzbiucxct5kMqaXkDJlCo78fErsdiYHRoPjcaQzXpntu8zuQGiksLDQVN82depUU4Hp4sWLDU/ix44dy65duwzrSk0dwdVXG12VH50x06j27jt27KCnp2fAAtm0tDTKysr4+OOPpXOMQxUVsHRpIq++aiW9pYWlTzzBa0VFA8qYWZOoaTqXmViMXVVVFaEOaGiAPZu72bdmO50bd+PeuZukpn3kupoYo9UzjkomcGApgJNEqtUcmpKzqBhRQM3EeeTMnUDu3EmkzphOysiRTLFYmBq2rlM65ZPLbOdudqRJgtJDSd97bHo2tfL9N+/nyZKHIcIManplG6umXGtY39a8Wuz2SwccO7DOE+rqNCp39VP3cTX7P6mgf1cl9roaMrsaQiOeZ1GDjQN9bjPp1FmzaEnPYnPuBHaM/xQF88rInFmKY+pUHCNHUhYY6Tw4oBYnntn+zcwsj9l0TIWFhab6y3nz5hmWKykpMTVTNW+e8W5Tp54anYtOo9rDNzY2ApCfPzBBbG5uLg0NR95ectGiRdFshjgGkdJFLV3aRU9P5LdKMh2mprpGjZrKug/6qF6zi/b1u3Ft24W9robs7gZGe/27GC2gOVTejZUaJYf6hCzqsnJpLFlKxswSCs+aQvrMaSQWFjLRamXyMJpmF+Jgx9L3Dtd+9+B0UX3AqafOZXJg3XJwD/ZwutvNq8uXH7FO/8VF8O67n2B9vYeGj6vp2FRJ7/YKbHXVZHX7A89iqjmLfVjD8hU3kUG9NYvm9EzKcydSOeUz5MwtIXt2GenTp5OWkUFWYG2nGNrMnpxHu5yZEV+zKbaiIaqP0tvrn0I9+MVISEigs/PYL3hR3XbmKsZJZ8WxORVYPjv4299hdi1QG7rdRiffI/JoaCcwcqSHvj7Ys9tD7doamj7aRlf5LtTqfWR21FPgbaKYGoqpZ05guN+HSj0j/Os8s3NoGn0OI2ZPIP/MyWSfOg17cTFjExMZHyfT7GZGj8HcNm9er9fU9E59fb2pDsFMnrna2lpTVwR/7Ws+NM14qqizs4OsrKyIZbq6arn11q2GdX300UemkvqvWbOG0aNHH/F2szl1h5IT0fcOl343hWe54erz2Xf1kct8E53Mkf+Phgao3ttHd91e+jc34N25H9XVRBINpNHIAuo467mnBgSeDWRSZ8mkNWMEm0dOYffkCxk1bzJ5p08nccIERmRlkTfIgk4z/aDZFIJmt7r8/+zdeXxU1d348c+9s2SSTCb7AsQAARKMCIhsjyAouFCX/rS1fdyoVpTap2prq7a1KvbRalutWrc+rlWpy2Nta5G6FLU+LiiIG40RUGKAELLvmfUuvz8mCQmQuRcdnAz5vl+veSWZOXPumZs7Z75z7rnf09zcbPm+bm5utuyPIHqGwU7KrgsvTEFVYw+4dHbWcs01my3reuuttzj88MNjlqmsrLSVkunVV1+1NR/1vffes+zvN27cSHl5uWVdJ6xcSb7F/s8BWuPQ98b13dB3cO15oIVCIVJTU4d83iuvvDLkY+Xl5RjuMOvNr8evoQKIdhzvvw/z5sFf/9pAz9v3cMYtt/DSddcx6uST+/OYLkj9Jw133QWArkNDvUZ7XTPdnzUReK8ZM9SAwjbGuY+jxKxjMtuYNmDyfQPZbHfk0ZyVx8aiWWybXk7BnDLGzJ+KZ9JERqWnUzzgFJSiKHt9gxuYXLnvd03TbJ1GaW9vt9VB1tfXW87bqaqqomSPqQ77smrVKsvcdj/5SQEOh3Un2t29kwsu+JdluT/84T/wemMH7U1NKeTkWOesK921iTvH/MyyXH1DAzkdsV/DZQ3320oa/fCu3/Kh2/rDwhU5gUsKrxzy8VdSUrBerO/g8kX63pHa7w7MY1r52Hp+drPCec7nSMlNRVXdaBHQQxH0rggmERRCHEEDPzp1BbPZxjdoZOAJ812kUks2zZ48/IWT+desCg6ZdxiFc6eRWl5OYWYm+1o7yKrv2p816+30g3bSWNkJ/gA2bNhgGdhdcIGT1FTrU9MtLdVceOHrluXuuWcOqamxl+tsbGwkK8v6dba2tnH66Q9Zlgu/8y3uyv1uzDK/aLmdu79jvRJdOHw8H1js21CokA33uizrikRO5RO3dblw+DDqLbYZicyixcb//BXtaHYWxF4FKyXlUtxx6H3jGpj2nUZqbGwc9OHd2NjI5MmT47kpEQcej4fMTCgtNfD5Ugh7PARy8+gxs9n6gcmnz3xE978/J51Ubrl0Kk6CuAiRhomT3d/WIkA9HXw39ff8u7CcTWUnUjRnMmPmT8Y7pQJfVhbTBwSGLpf1G8owDMvO1u/32/qmXVtba2vuzkUXeXC7Y1+du3NnJnfcEXtteIC3337bMm1MZyesXFljWdctp3Wx7q7jLcvNCjbw2KTY8+C2+rcytsg6fdAmcxe1995nWe7pp5/mwgtjDDUBrRemcHnhvy3ras36nP/9X+uL7ZYtG8/PvJ8O+XjD58fjosWynoOJ9L37R9d1enp6ePFfDr7LKoo0PyUNTYxlO2PYNSjwrMPHmawkmBrmozFHsG3aJEYfWcqoudNJP/RQxqSlMaa3bHNzs62RLDtBp90v3t3d3baCye3bt1tOt3r99ddtHS8//nE+eXmxX2dr64fcdpv1RTXLlxfZGuUc0xjib9Nin7nbtOsTJhccalnX+buuoO7ZCyzL5aa1oP/tbzHLHPrkk3zTxjLe//jHS3zrW9+KWebZZ5/l/PPPt6zr/fff5xgbeUwrKystV3WqrKy0leKssbGRiorYx8aMGS3EI4d0XAPTyZMn4/V6WbduXX/n2NnZSVVVFeeee67Fs0UiFBTonHaawS23ZJD33hQmtRSz5Ib/Joe2/jKHAkWAhgOdFBS3BzUrjZR0N85UDw6Ph29uvJFZNS8Ag0+1R4BIz+51kcPhsO11ea062y1bttgavXz//fdt5YarrQ3x0EOxg86zz9a47rpplnV5P/pPZu+IvYJHecd/M/OGGyzrujrnc0IPPmhZ7sknn6PyuzfFLLNq1SrOOOMMy7pe++c/OcPGvj3qqKMsc/P993+vZ/p06/Wra2qayMubblnuj39sZdy4oTu/6dObGWkJ9qXvtcc0TQzDwDRN3G43YzzNfEt5gxanl1ZvDpWjZ1NdMZZD5lUwbuEcXBMmUJKaiuJ6gTlVzw6qKwK0B4MwYD7qpk2bbOXi7e7utpzGEx39s563/+GHHzJu3DjLcq+++qplP/h///d/tk5xt7RkcNtt62KWMc89l+m3Wgfps/0/4S8/tQ4mfc5GPrj++phlbrvtNlupj0r+8hcuv/xyy3LvvLOVyZMXxCzzzW9+k+nTrfstp9Np2Veedtppto4fj8dj66r86dOnWwb9s2fPtjXAk7RzTN1uN+eeey633norOTk5jBkzhltuuYWioiKOP956xEd89errHaxZA6mpETJTG9ns8/Fu9jzSDy+l7IQjGX/skbz8v08xddq0/lQj+3S6xieffGK5vaqqKk45xTph1Nq1ay3nG65cuZKjjz7asq5Vq1bZeuMV7Mxm7KWxO7XHu2oY2zPOsq7lrOCEYOzF69sKa3j2u7FPE0F07uV3bHRCCxcutBytOfPMM22N6OTl5VFQYH16asmSJZYd3wknnGCrE7WbKsXn88X8f47Ei9+k77Wnb9W1vtWJFl57OE8dezElJSVUVFQMuSSpoiisWmU93/bDDz9kxowZluXWrl1rOffv+eefZ9GiRZZ1XXxxOj6f9ZmGrVunkpUV+6r9nG2nsOkx6/fP1FA1Yy+Nnbe6BvjH8uWWdWW88DQ//OEPLcv99a9vYBjHxSwzZ84cW/2WnTRKAHPnzrX87Jg4caKtfqusrMyyH/T5fLauO/B4PLZX5rNiNw+rnc/QePW9cQ9/L7vsMjRN45prriEYDDJr1iweeuihEXcxQrIwTdi1S+WJJ0K0/V89p9y+gf/7/nWM+drX+ueYnuteavlmUdWPLE8ZALzzzju2DvCqqirLDr6hocHWaadL1q1jakODZbm7lOvpWLkyZplH77iD666zXkjgmCee4PzzY09ir6oKMXv2Nyzrmj9/vq0RETu57ewGf3Y6d8DWKTi7JGn+lyN97/5r+786vv/fd/K3H1yHOkXt//K95xdwNSWFs556yrK+w2pqUH/9a8tyVVVVHHXUUTHLPPjgAlatsv4SGQx+yMMPf25ZrucbZzCnJPbI5AdaNel/+YtlXStXrsJ16Qsxy3yyahXfOC52IAnRL8F2znydffbZlp8xc+fOtdUnTZ061VY/aGdKmcfjsTXlwuv1fuVLUSfrez/uganD4eDKK6/kyiuHvjhBDB+aBs3NCikp6UyZPJk0v59J48eTMWBJUjvBjKIoMXOU9nn44WN55RXrAGTr1hNZsiT2+sPLXnuNoh07LOvaZRi8Y7GUGsD27+fZWhfZTgA1f/58y+BOVVVbI4lOm6li7HzT/qo7RvHVkb7XnoFLkuZn55FPC2PHHBJzSdL6UaPYcffdlnX/Zu6nhL9tZ977Ys48M3Zf09mp8thj1nM0u08/h4qfWwewHzid1N5zT8wyT99zD5fa6N8OO+wwy75r7ty5tk9L25nelZeXZzmoEfOs3hdkNR/4QGxzpEuuHBUiIdy9S3LGYjodlF91lWVdeTt+xu+e+cyy3PdmdTPl6tjLn53WfS9G6hLLumrSP+K16UOnF+qTm2swffqkmGW6u7ttBabFxcWW+8zuCKHd0zZCiAMjN9fJVVdZB38O5VPuvLPGstxxxyl75Urd09jWFsqujD1nHOAjh4Mtt9xiWe7Re+/lGosRtEmTJtkKEmfOnGkZJNoJSiH6+WIn/ZSd4E9V1f3KZhCPbYr4k087AUBPTw+NVVVUAFu3bmXU5Mn9S5La+Ua4LSeXNZdcYrkd8/UIb775pnW5SAkPfj12qpoPN47i6WvWW9b1gx/4WLYs37JcXl6r5YdFUVGRrU40KyvLcp/ZXYJTOkch4mfgkqSNjdHFPLZt20Zu3SFDLkl67bVbmDjROuDZfsylZH3HOiCb2vpTfnRU7NRHHqOdF7//fcu6nn76aS5stU7RU1BQYBm0TZ8+3dbp35KSEsvANC8vz/aZHjt9nJ12OZ1O6S8PAhKYClusOjSv12uZtxMA5y7O+d/YFwUBrHRfzbe//e2YZe69t4OZM8fELAPwm9+8xkknWV81uX17iJyc2Hna0tLSbI102pmbJIRIDhUVFbauVr/rm9+k1MbV3hk//SkrVqyIWeYPf3iSmTOt8/9u2rTJcr4qRL8sW83lLCgosHUNgNvttgw67fZ/doNJ6U9HDglMR7iyMli7Fg4/vBDv0VfDqady4uGHw4Dgy06HUFjo4Uc/sh6VbD7Ez7beZP2xNH2jm3PPzYhZJiury9bopc/nw+/3W5azM2VBTqkLkdwGLklafFkx/x43ibO/fjjeoqG/cNo5AwL2A7sxY8ZYXqQzduxYW/PGy8rK4tY2u8FfPANJCTjFnuRTdoTzemHmzAiBQIANW7agqyrpNTXk5+eTlZXVfwGUld/9zt6KG0899SKaZr2azPLlb3L++bFHYKurO1DV2COcED3tZOc0kJ0Pn3jPYRJCfLX6cpm2tbXRFeiibXIEo2Er+UY++fn5qKq616l8n89n60tpeXk57e3WK6vl5ORYThsaN26crS/excXFtlZ18nq9lvXF80IeCTjFFyWB6QhXWwu/+Q185zs9bHp5DVP++U+2nnEGxtFH988xtaOsrMzWt/vjjjvO1in/cDhsmVx63LhxtkYnioqKbJXTNE2uwBTiIDdwjumWVz/Bf+PTbFl+DNNPOXLIOaZ23/dTp061lfpoyZIllhcHzZ4929b0Aa/XaysRvxDJQgLTEa6xEe6+28VJJ6mkdnVxxGuv0XjCCftdj505R2D/lJidNEperzeuedok6BRiZAnXdnHmrqe4v36OZVm704bs9CF2Lgyyu9KOnS/dQiQTCUwFAIWFhcw44wy4+WZOPPFEsFh1aU92gzqv12vrVLidDt7OnNCDmWmaiW6CEEln4BzTnYUR/sGJmKEZbHs7k61vbMMwzOjKI/T+6Huf9d+nACb0Ptb/NjShM9BJiqMx+ge7F8aNltldtjPYgS+lDdPoe7LS/3vfcyK6RpozdUD9u9vR/6thops6TsUxaDv9jD2e2/ucwa8HlN62KYoSrR9QerczcB8MKjvg9UTL7Lk/dj9HVczdbRtQZ189Row2DWz7vl5Hfz84cPuD/n/GgOcYe+/Dvl+MfW8n2t7+Rg+uf+DzTGPQax+q7UPtw339f/vaPvD/qpiDn9N/BA3Yv9F2Kr31m/vcb4PbvPc+VNi9f5Xe+gYeW8o+XpviUzCVL/+5JIGpAGD79no+++sfmIOT907/NmZubvRUvtvde2D3HaB7dAQApklQ03Aq6oAyux8z+3oiEzpDIVJUR+9Br/QWMQAl+oYj+gYzTJO0fYwW7HnMO3rr6P8A6PvdNAe8h8zBzzX7Spn9r0UxQTeN/voGvj6zt3MYWMbcx5ty4O9921L2VWbQazH3uZ3+17LH8/r+3vP/YGIO2De729D3/9i9bwbulwH179m+AX/37c++bkkZ8PieC9Dtfmz3/3fQNhRl0GsY2N6+Y2Bfjw3cjtJ7t4I5YCu7t6OO82GMwGVJhT2GYaBpGuvXr+epa97mAV6CR16CR7583UHAzldlA7Aa57Qen91NPsjFgWbso8c2B92n8L++UvS9PhX2nxzPI9yHH+qAyumnF3EOCzmGvzN/eyds7+w/6Ib6OfD3CCYqimVZAxMHDtv17k8bvmxZIxreWTxHRen96Il3W9hH2T07gK9yfyRrWZPXGRR9C9HLNE00TaO7u5vOzk6y5tXw2ksZvFU8kzFzx1N8yCE4HCoulwtF7f1ipUSPK0UBVCXaC6hq9EuWwqBvTSbgdDpQVXX381Vl9xriioKqRoNjRVVRFKX/cVVVohvrfU7/xhlwIZHSW3bgHFhFQVVVTEVB7X1cGXgBV+/jfc/ta2d0O+ru+vu2rQxshzqo7ft6fGA7BrZx4HYG1m+7nt7nDyrX+9r2atMQ7dhXnft63BzwWP8X/n20c1/1mL1fuO1sZ+C+2fPxPevZq9w+njOobQPbP8Rz9nxtez5nn4/vB/3II7/Q8/YkgekIN2+ewuLFGosWhQjVTeDx13+Mf/Fi0kpKSE9Pi3bQA94LSl/H139f33B/72ifou71fux7nqpGn6eqfWWUfb5/1AEfCHs+Zuf93/f8/X3e/pbfZ9sPQJ0H8rHh0IZ4P/a72eUIsS+KouByucjMzGT27NnkX5RN85Ye5l1/LmXHVQx5Vb5d+5OxYyRPQxIiFglMER5EvAAAIABJREFUR7jycpUXXtAJBAy2bHGhLz2W9PRU8vMhK8tt+6p8IYRINnkzigg8cgGZmZlxqU+CTSG+PAlMRzi/Hz74QKOgoIsP164lfccOnFOmYBxxxH6lixJCiGQwMF1UTVUNHzz5FoULxzN17tQh00UJIb468vVuhNu0CebPT+Wzz5xk1ddz1q234qurS3SzhBDigOve0MjPn7kRrbIz0U0RQvSSEVMBQHp6OmMrKgCYMGECGYWFMloqhDjoKIqCw+EgLy+PgoICILr85+jRo3G5XHI6XogEk3egEEIIIYQYFiQwFQD09PRQVVUFwNatW2loaCAUCiW4VUIIEV8D55g2NjYCsG3bNurq6ohEIui6nuAWCjGySWA6wqkqZGSYqCqYikI4JQXzC+YwE0KIZKI4VDrJ2J3nTQiRcIo5zNc1LC+P5iTcvHlzglsihEgG0md8ebIPhRD7K179hlz8JPD7/bS2trJ69WrC4TAFBQVUVFQwbtw4fD5fopsnhBBx07ckaXV1NXV1daxdu5aSkhIqKiqoqKjA6XTidrsT3UwhRiw5lT/CVVXBzJketmxxkr1rF+fcfDO+2tpEN0sIIQ649rUNnHH9nwi+L+mihBguZMR0hAsG4ZNPVJxOL4dPmkRufT1lJSWSLkoIcVAamC4qz5vNZH0z2wrHSLooIYYJeQcKIYQQQohhQQJTAUi6KCHEyCDpooQY3iQwFUIIIYQQw4LMMR3hSkvhL3/ROOywVFo8x7M5O5tD5s0jV+aYCiEOQgPnmJZ/bTp/rr2TKV+fIXNMhRgm4v4O3LVrFz/+8Y+ZN28es2bNYtmyZXz66afx3oyIk6wsOPVUk6ws0DMyaF+wAENSRAmRVKTf/WK8xRkUXjiN9DHeRDdFCNErroFpOBxm+fLltLS0cN999/HEE0+QkZHBeeedR2trazw3JeKkvh5uusnks8+6+fiVV9BvvJHP3nxT5pgKkSSk390/A+eYVr68kU8veIx3n1snc0yFGCbiGphu2LCBLVu28Nvf/pYpU6YwadIkfvvb3+L3+3n11VfjuSkRJ3V1cP31bhoaHKR3dHDU6tWktrUlullCCJuk3/3iQp93sGzrQxi1/kQ3RQjRK65zTCdNmsT9999PYWHhoPtN06SjoyOemxJxVlhYyIwzzoCbb+bEE0+EqVMT3SQhhA3S7+4fVVVxu91MnjwZ87BoQHr00Qs4dOaMBLdMCAFxHjHNz89n4cKFg+577LHHCIVCzJs3L56bEnHW0NDAM888A8BLL73Exo0b6eyU1VCEGO6k390/hmEQDofZtGkTH39cCcAbb7zOhg0b8Pv9hMPhBLdQiJFtv0ZMa2trWbx48ZCPv/nmm+Tn5/f//c9//pPbb7+dpUuXMnny5CGfF6tOIYQYyaTfFUKMJPsVmBYWFvL8888P+XhOTk7/708++SQ33HADJ510Ej//+c+/eAvFAZWVBd/4hsHo0Wkos2fTsmgR46ZPJ0vSRQkxLEi/G18D00Udcngpr+WdysRZFZIuSohhQjFN04x3pbfeeisPPPAAS5cu5Re/+AWKonzhusrLywHYvHlzvJonhDiIjdQ+Q/pdIUQixavfiHuC/VtuuYUHH3yQq666imXLlsW7ehFn4TBs2xbA4Wjh5eefxdnaire0lMlTpzJu3Dh8ktNUiGFP+l37DMNA0zSqq6vZ/tl21q9+m+IZY5kyYwoVFRU4nU7cbneimynEiBXXcxbr1q3jwQcfZOnSpXz961+nqamp/9bT0xPPTYk4qayEsrJUNm92kVNXxwUrVpC5Y0eimyWEsEn63S+uc20919x3PeH32xPdFCFEr7iOmK5evRqAlStXsnLlykGPXXLJJVx66aXx3JyIo/T0dMZWVAAwYcIEMmSOqRBJQfrd/TNwjmlBQQEAY8eOlTmmQgwTcQ1Mb7jhBm644YZ4VimEECIG6XeFEAcT+WooAOjp6aGqqgqArVu3ypKkQoiD0sAlSRsbGwHYtm2bLEkqxDAhgakQQgghhBgWDki6qHiStCUHlmFAJAIuF6gM/EO+s4jkJH3GlzdS9qGhGUT8EVxpLlSn9HlCfBnDNl2USC6qCrrup6mpldWrVxMOhykoKKCiokLSRQkhDjoD00XV1dWxdu1aSkpKqKiokHRRQgwD8hVxhNuyBZYsSaG62klmQwPfuOsuMnbtSnSzhBDigOt4t4njblxN6N9diW6KEKKXBKYjXHc3vPGGA/AybcIEij/7jPIxYyiUdFFCiIPQwHRRuSmZzA2toyRndH+6KIfDkegmCjGiyal8AYDX66WiN4/pxIkTobAwwS0SQoj4GxiY5udH85iWlETzmAohEk9GTAUADQ0NPPPMMwC89NJLbNy4kc7OzgS3Sggh4sswDMLhMJs2beLjjysBeOON19mwYQN+v59wOJzgFgoxsklgKoQQQgghhgU5lT/ClZTA//yPxuTJaXS4FlENlMyfT47MMRVCHIQGnsqfuPhwnnn/Rg772pGyJKkQw4QEpiNcXh5ccIFJIGDS0pJF0//7f6Snpye6WUIIccBllmZRcPXReDMlLZ4Qw4V8NRzhmpvhgQcMamq6qXztNbrvuIMta9fKkqRCiIPSwCVJq16vZOMP/8yGF9fLkqRCDBNJs/KTOHBMExRlX38IkbwO9lWLDqQR1e9KnydEXH3ZvldGTMXgPlk6aCHESCJ9nhDDyrCfY1pcXAzAK6+8kuCWjEyLFy8GZP8niux/kQjS7yaWvO8TT/4HiSMjpkIIIYQQYliQwFQIIYQQQgwLEpgKIYQQQohhQQJTIYQQQggxLEhgKoQQQgghhgUJTIUQQgghxLAw7BPsCyGEEEKIkUFGTIUQQgghxLAggakQQgghhBgWJDAVQgghhBDDggSmQgghhBBiWJDAVAghhBBCDAvDKjC99957Wbp0acwybW1t/OQnP2HWrFnMmjWLa6+9Fr/f/xW18OBmZ///7W9/o7y8fK/btm3bvqJWHlza29u57rrrWLBgATNmzOCss85iw4YNQ5aX41/Em/S7iSX97ldP+t3hbdgEpo888gh33nmnZbnLLruMHTt29Jd/6623+OUvf/kVtPDgZnf/b968mdmzZ/Pmm28OuhUXF38FrTz4/PjHP+ajjz7itttu45lnnuGwww5j2bJlbN26dZ/l5fgX8ST9bmJJv5sY0u8Oc2aC1dfXm8uWLTOnT59uLlmyxDz33HOHLPv++++bZWVl5meffdZ/3xtvvGGWl5eb9fX1X0VzDzr7s/9N0zS/+93vmjfeeONX1LqDW01NjVlWVma+9957/fcZhmEef/zx5h133LFXeTn+RbxIv5tY0u8mjvS7w1/CR0w//vhjMjMzWbVqFdOmTYtZdsOGDeTn5zNhwoT++2bPno2iKLz33nsHuqkHpf3Z/xD95j5x4sSvoGUHv+zsbO6//36mTJnSf5+iKJimSUdHx17l5fgX8SL9bmJJv5s40u8Of85EN2DRokUsWrTIVtmGhgZGjRo16D63201WVha7du06EM076O3P/m9tbaW5uZl3332XlStX0t7ezrRp07jiiisYP378AW7pwcfn87Fw4cJB973wwgts376d+fPn71Vejn8RL9LvJpb0u4kj/e7wl/AR0/0RCARwu9173Z+SkkIoFEpAi0aWLVu2AOBwOPjNb37D7bffjt/v5+yzz6a5uTnBrUt+7733HldffTWLFy/e54eWHP8iEeS4Syzpdw8s6XeHn4SPmO4Pj8dDOBze6/5QKERaWloCWjSyzJ07l/Xr15OZmdl/3z333MOxxx7LX//6V5YvX57A1iW3l19+mSuuuIJp06Zx22237bOMHP8iEeS4Syzpdw8c6XeHp6QaMS0qKqKxsXHQfeFwmPb2dgoLCxPUqpFlYOcIkJaWRnFxMQ0NDQlqUfL705/+xKWXXsqCBQt44IEH8Hg8+ywnx79IBDnuEk/63fiTfnf4SqrAdNasWdTX1w/K3bZu3ToAZsyYkahmjRhPPPEEc+bMIRgM9t/X3d1NTU2NTMz/gp544gluuOEGzjnnHO644459njLqI8e/SAQ57hJL+t34k353eBvWgamu6zQ1NfW/IadNm8aMGTO4/PLL2bhxI++88w4rVqzgtNNOk28uB8Ce+//YY4/FNE2uuuoqPv30U/79739z6aWXkpOTw+mnn57g1iafzz//nJtuuonjjz+e733ve7S0tNDU1ERTUxNdXV1y/IuEkOMusaTfPbCk3x3+hnVgumvXLubPn8/zzz8PRFM63H333RQXF3Peeefxox/9iAULFnD99dcntqEHqT33/6hRo3j00Ufp6enhrLPO4vzzzycjI4PHHntsyNMgYmgvvfQSkUiENWvWMH/+/EG3X/3qV3L8i4SQ4y6xpN89sKTfHf4U0zTNRDdCCCGEEEKIYT1iKoQQQgghRg4JTEVSu+SSS2wnqhZCCCHE8CaBqUhaf//731mzZk2imyGEEEKIOJHAVCSlhoYGfvWrX1FUVJTopgghhBAiTiQwFUnpmmuuYd68efzHf/xHopsihBBCiDiRwFQknT//+c98/PHHXHvttYluihBCCCHiyJnoBgixP3bu3MnNN9/MzTffTE5OTqKbI4QQQog4khFTkTRM0+Tqq69m4cKFnHjiiYlujhBCCCHiTEZMRdJ4/PHH2bx5M8899xyapgHRYBVA0zRUVUVV5buWEEIIkaxk5SeRNJYuXcr69euHfPySSy7h0ksv/QpbJIQQQoh4ksBUJI3q6mp6enoG3XfPPfdQWVnJH/7wBwoKCigsLExQ64QQQgjxZcmpfJE0SktL97ovKysLt9vN4YcfnoAWCSGEECKeZEKeEEIIIYQYFuRUvhBCCCGEGBZkxFQIIYQQQgwLEpgKIYQQQohhQQJTIYQQQggxLEhgKoQQQgghhgUJTIUQQgghxLAggakQQgghhBgWhn2C/fLy8kQ3QQiRhDZv3pzoJgghhNhPMmKapPqzz0oaWiGEEEIcJIb9iGkfGf0QQtghZ1mEECJ5JU1gKqI0TSMcDrNx40Zqa2uprq6mqKiIRYsWUVBQgNvtTnQThRBCCCG+EDmVn4SqqhTOOGM6/ndbuei3vyWztjbRTRJCCCGE+NJkxDTJqKqKYTjZudPF6NwisltaOLS0FJ/Ph8PhSHTzhBBCCCG+MBkxFUIIIYQQw4IEpknGMAwiEQ2AnTt3ArBlyxY6OzvRdT2RTRNCCCGE+FIkMBVCCCGEEMOCzDFNMqqqMnmyk5Urm5g8ehYfj/0dY+fMkTmmQgghhEh6MmKahHw+OOaYEGlFabTPmYPh9Sa6SUIIIYQQX5qMmCYZwzDYvj3CzTfDMeUbGP/PlWw59VRyc3PxeDwyaiqEEEKIpCUjpkmovl7hoYeK0Wt7mPfyy6S2tye6SUIIIYQQX5qMmCYZp9NJamr03zZ79hwATjnlFCguTmSzhBBCCCG+NBkxTTKaphEIBABYv34dAKtXr6a2tpZwOJzIpgkhhBBCfClxD0zb29u57rrrWLBgATNmzOCss85iw4YN8d6MEEIIIYQ4yMQ9MP3xj3/MRx99xG233cYzzzzDYYcdxrJly9i6dWu8NzUiqapKfr6T00/vofTIchpPOIEJM2dKuighhBBCJD3FNE0zXpVt27aNE044gSeffJIZM2YAYJomJ554IieffDI//OEP97vO8vJyADZv3hyvZiY1wzDQdZ2GhgY6Oztpa2vD6/Uyfvx40tPTJTgVI570GUIIkbzievFTdnY2999/P1OmTOm/T1EUTNOko6MjnpsasQzDoKsrwttvN6H3bKaz6n3SysokXZQQQgghkl5cA1Ofz8fChQsH3ffCCy+wfft25s+fP+TzFi9eHM9mHPQ++UTh298+gkcue4fld97C6l/+MtFNEkIIIYT40g7oVfnvvfceV199NYsXL2bRokUHclMjhqqquFzR7xNjxowBoKysTOaYCiGEECLpHbA8pi+//DJXXHEF06ZN47bbbotZ9pVXXhnysb75YkIIIYQQ4uB2QEZM//SnP3HppZeyYMECHnjgATwez4HYzIhkGAaRiAbAzp07AdiyZQudnZ3oup7IpgkhhBBCfClxD0yfeOIJbrjhBs455xzuuOMO3G53vDchhBBCCCEOQnFNF/X5559z6qmncswxx7BixYpBj3k8HjIyMva7Tkn9IoTYH9JnCCFE8orrHNOXXnqJSCTCmjVrWLNmzaDHTj/9dH7961/Hc3MjkqZphMNhNm7cSG1tLdXV1RQVFbFo0SIKCgpkhFoIIYQQSSuugenFF1/MxRdfHM8qxT5s2aJw0UWHccWplZzz+D28+1//legmCSGEEEJ8aQfsqnxxYKiqSjjspLIylTFLCxizfTs9Y8eOyHRRhmHYLqeq9qZT2y0nhBBCiPiTwDTJqKqK0xkNnsaMKQaieUzx+RLZrISwG3AahoHTaX2o2w10hRBCCHFgyPBQktE0jUAgAMD69esAWL16NbW1tYTD4UQ2La4Mw7B1U1XV8iaEEEKI5CAjpuIrZTd41jTNMv+tpmkyEiqEEEIcRCQwTTKqqjJxopPf/76VQ8uOYEvmtYw75piEzzG1G/zZCTgB/H6/ZYaBYDBoKwtBMBi0HcBKVgMhhBAicSQwTUI5OfCNb/jp7PTRlHEiXq830U2yPd8zHA7bCv7sjIZqmmarbX6/n7S0tLi1TQghhBAHhgSmScYwDOrqItx1V4Qjit+j4LW/UHvcceTm5uLxeBI6amp3Pqed0ctwOGx52r+7u5usrCzLujRNsz2yamfkV+atCiGEEAeGBKZJqLZW4Xe/G88jl73I8X//O6tnzEh0k2yPXra2ttoK7GpqaiyDyU2bNtkaCa2uriYnJ8eyXHt7u2V9doNcuyPIEuQKIYQQu0lgmmScTiepqdF/2+zZcwA45ZRToLg4kc2yfSFSe3s7BQUFluXq6+upqKiIWaazs5O8vDzLuuzMV4XoCKzViKndea12UlTJRVlCCCHEYBKYJplouqgIkMr69es4lGi6qOkFBQldktTuCGFnZ6et+urq6ixHYZubm21d5d/a2mqrXHNzM6WlpTHL+P1+fDZyxkrQKYQQQuw/CUxFXPj9flsjptXV1UycONGy3Oeff057e3vMMjt27CAYDFrWVV9fbyswrampYcqUKTHLbN++3VZg2t3dbTmaK1kAhBBCiMEkME1CGRkwZ047is/N55MmEbGRfunLsDP6V1tby+jRoy3Lffrppxx33HGW5Zqamiy3+/TTp7J2rWVV1NQsZtUqxcY2K1iyJPYobW1tLdOnT7esq7Oz0/LCLLtprEDmogohhBgZJDBNMk6nk6lTnbzzTiqwDG5YxvgDvE07p+ntXiH/7LPf5P33reeYfvLJBdx0U+wLkSKRNFautJ4a8Itf3Mrvfvc7y3L/8R9uyxyrzc3NlvVAdH9Y7TO/328r1ZeMrAohhBgpJDBNMtE5pmHWr/+YlsZq6j7dTG5JCcced9wBnWNqFWS1trbaOq3e0+PgnntqLct9Z0qY/GXLYpaZ0HIFRd/7uWVd39u82dap/EhEs5w+sH37dtvTB6wu3uru7rZ1IVg4HJaRVSGEECOCBKZJxjAMPvzQ5LjjjuThS9Zz2d0rWL1iBYZhYJrmAdlmOBy2PK1eWVlJWVmZZV1jGhrJXPpfluUMcwXvXnttzDJbvuXmw1/+0rKu0GmnkX722ZblDmm6lpqa7phlqqurqa6utqzrnXfe4aijjopZZvv27bYC09bWVlvTJDRNs5XuKp75ZoUQQoh4kk+eJKMoCuFwCOhAdSvUARkZGQQCAVpbW3E4HKiqiqIoOBwOFEUZdOuro+932D3K1nffnoFLc3Oz5Snnpqam/tHaWIGPA5PIX/5i+Tq3z6xj3LiimGVcrmby8qxPhd88Zw533XWXZTnnpCpKSkpillFVlWIbqbl6enosA8C6ujrLeiC6/+0EpsFg0NbUADsBp928tEIIIUQ8SWCaZBwOB93dTsBLye1/ohgYdcVVRK64mghOIjjQlN6fOIkoDnRUNMUx+KY60BUHuurAUB1oqorpcKKrTnSHA9PhwHA4wOXk49ZWirKyUNwuTJcT1e1CTXH33pyobjcnr36I1L+9gOIA1aGCAqqioqjRIFh1OFAcKppxMy1vv4PiduHweMDpRE1JQU1JQXG7ozenE7c7wNKlPmB3AB0NqHfvC4+nFocjc1CQPVBfAJ6enm7rAi5ddZB3wQUxyyz/9FNb0wLa2trw+/0xy9gZeQX7ixLYWblK0lgJIYQYziQwTTKGYeD1uoBUnh7/A7ZWl7Ijw4fHm47TNHEYBg5DQ9U1HIaOaug4DB2HoeE0o/c5TQ2nFv3pMHWcRB9zmTpOQriI4ELDiY6LCN1UM609q/f+3TcnJn0zWs/iMUI7My3bX0sLuWd8x7LcqcAV20BDJYJjd9Dd+zOCgydoZFPpGDQc/TcdJzoOdMWJoToxVJWGyLs892wNhurEdDoxnE4UlwtcLhSXE8XtQklx80nwTJ51HIHD48KV5sSZ6sSd5sHhceNwu3A4Uwi89RMcx56Ioqgojt7AW1VRHSqKU0VVFRSHytKaGhouvHD3dgYsFdsXSDc1NVkGr2B/ZNXv99taIMDOiGkwGLS8EKyPnPIXQggRL/KJkoT64oW5p3Ry3p2Ps/qKXzL9ggsGXfy053zTgX/3/T7Uz93lQNPgH//zIO2zjiISif4dDpvoukIkAuGQTjig0bq8meOvaMTUIhhaGCMSxtA1jEgIU9MwQzq6X2Pn8y9wxwnXYIZ1zJAOYRMzFH2ciIEZ0VEiBp82VnJfwVQULbpRRYug6BroERRNAzS6qeJ9JvSGq3rvz97w1NRx6QFcuk4xkBGoGRBsa723viAbXEAOx3H7ywuJlVhqO/fyP59ZB9Z5wM558/r/1oHIHrf1wD/vvZcIoMGA4NtBBBWj91W9Rgsdy36NjrP3PicGDhTVhe5worjcmC4XtR0NHDnhMHC5cXhSdgfdbhfOVCeKW2VHsJvSwkLUFBfuNA/uVA9OpwdHiguHxxUNwj0uuoLdjJ0wDmeqmxRvCs5UN640N660aBnF6QBFQdf1vea17msEe6hRbSGEEGIgCUyTjNPpZPZsJ42NkJV+IVxzBqdkZYHLNajcnoHAFw0MUlIgEGhl4sTYF+k86Gzlwh8ca1lf8dM5LF++3LLchx9+yMyZM2OW2bhxo+VKTQCFGzeyYMGCve7vC7w1DSIRuOpvq1m06BjCQR0tqBHxh9GDEbRABC0QRg+GOfeqYkL/tRpdi6BpIXQtjB6OPqYFIxihIHowAs/dyJTs4miwr5vRnwZg6GCYYBp4IzvZlnUmiqah6BqqruM2NDx6BIcZDbAdaGzk+7QwBgWz/6ZiohgmqmGgREDBoJVWvrv1ewOC7mjAPTBPw1rgFMs9BlsAqz0bQaUb0EnvH0Pvu2lEp4z0/R5RnL3TSKI/ddUZnUrSO51EU529U0qiU0sMhxNcTkynC5zRkW5cLgynY/f0j96g25GagiPFjeJ2oaa4wISY3y6EEEIMWxKYJhlN04hEwmzdupHa2lqqq6spKipi0aJFByxd1JNPnsQbb+TGLONVO22d0p04caKtU8R2LvYpLS21XF0JoKSkZMhT3A5H9JaSApMm5ZCfbxCNavrCusEyf9vI0RdNs9zm0f9eyPjxscsF3lpLtsMLjpjFmOnfxX2V4yy3ecwxHRSv3dL/d1/gHYyYRII64Z4QG558hCPOupiIP0SoO0DEHw2o9WCEiD+EFghjhCO8uXUtn+Yd2vtYCC0QwgiFMcNhIn4tOrodjtDe1c2oFA9GKAiRaISv6hpEwih6dBqJqUVwGXp02ojRO31Ei+A0Q3jM3qkl6LjQcWMMGNkeOLqt9U8xiYbA+pD7YcWkSegSmQohRFKSwDQJVVcrXHllGRctquIbf36Ejd/97heqx+6V15nVzTycOi9mmY+za0lLq7Ksq7i42NYFODk5OZZBttfrtfUafD6frXJ2gtzcXBfnn59jWc7jqef66z+IWeamm27nQhujx6nLLyb1P62XUZjUeBXnnBN7nHP79pM57ds7IIXorff7hgMHDtKANEzTRAsqzL/8a4PSkOm6Pmi6h6ZpbNy4kSOOOIJIJNJfNhQKEQqFcDgcaFo0N2x2djYOh4NgMEgwGETTNDRdpycUQtc0HIEAekMDans7nu5uXJ2duDo7cbS1kRYIkNrTg8fvJ7Wnh7RAgLRAAHckstfr05E8rkIIkcwkME1CHR3w5ps5XDgjxMRPPmFTIPCF6jEMw9Yop6LrdP3pTzHL/PWOO5hvYyS0uLjY1oip2+22bJvd0eGCggJbV7WPHj3aMt3SnXdWM3Fi7NFjgBdfrGby5GNilpkxYwbz58+3rOvyE08k8wc/sCy34uST8d7+ypCPm6bJSSc5SU117TPYNE0TTdMwTZMdO3awc+dOTNMkHA4TDofRdR1FUejq6iLSGxS++uqrGIZBJBJB13UCPT2k+P0obW1EWltxd3VRX1fHVLcbZ0cHKV1d5AWDpPYGmamBAKnBIE4gCAycrRpGpcOZTYczizY1h1almGYjl116Pu0UUU8BzeTRRD4t5NJCLp1kMonDUWKMqAohhBi+JDBNMk6nk9TU6L9t9uw5AJxyyilgI7fmnvx+v63gzjAMy1HO3NxcW3XZybMJ8V3BSFVVW/XZaX9OjvVoKUSDXKv6CgoKbKWeGjVqFJMnT97nY31BpWEYfJiSwpQf/hBMEzP6IOaAMqZhMLF1BaO+dy2mafbfdF1H7/3/GrqOYRicuWsXqydOxPT7cYZCGK2tONvbcXV0kBoI4O7qIqWri5aGBvJXroyOahoGabDXmOV64EjctKvZtKs5NCr5NJn5NBn5NBv5NJFDC7lswyDIof1Bpul0ku75shnZAAAgAElEQVSN4PVGyMiI/vT5IqSmdlFQ4CU/C8Z7NbKzIS8vTE5OPfn5zZxzjgSlQgiRrCQwTTLRJUkjQCrr16/jUGD16tVMLyjY7zmmhmHYSwlkmpYBWXl5ue3gLxHLZtqZPuB0Oi3blpOTYyu4LikpsRzxLS0t3ef+HxhsAqSlpdHY2Nh/qlzvDR77RioDgQCGYfCryZM5//zz6ezsxDAMNE3D7/ejaRp6MIjZ08MH6zUeHD8eR3s7zo4OPN3dePx+PD09pPX48QSCpBENMH904417t41oBoEwChHc5AOv9CykhwK6yKSFNFrIoJk8Wsilg0wC/JOcnO/h9YbxesNkZGhkZhpkZGhkZen4fAYF6TDWv4XZs1PIzu4mJ8ePx+PE7XbjcrmiuXBVFw6Hh9bWCGPHjunPU+t0Ogdd3CcJAIQQInlJYDqC1dXV2Vr33TBMOjs7Y5axc7ESJGYt93guwWk3Z6fP59tru6Zp9gebhmEwevRoenp6BgWb4XC4fw4mRFeQCoVCbNiwIXpKPRQi2NiI4vejd3Tg6uxEaWnB2dFB9rp17PzwIzw9QTxaEB9QAniBvvD3ceby3DNLo+0BwtCbrsqFRgoGbnTc7GQzU/knzaTRRioB3EQnpboBE49HIyPD4MGm23j+yKlkZUFGhklqqsnEtC4OT+0iPX0bLpfCiy++yve/X45pmv1BZt+qZH2j2aqq8txzb2AYabS0QHu7Y8hMEpWVlVx++eX9f8sqVUIIcfCQwDTJqKrK2LFOrr22nbIZU/ncuITx8+fj8/lwOCwu795DZWUlU6ZMsSynKFiu6W61RnufRASmdtk55b9nYDow2Oz7vW8uZigU6p+f2TdHMxAI0NPTg9/vp7O1lbqPPkJraMBoaUFpbUVpbcXR0YGnO4Cz3Y+nJ8TM+l1UuNxkRPz4CO7zTetHxQmUdOTS3Dvncht5BMilhXRayKYTH12sJzfzJMIZGeBLwds7epmZaZCTY5KZqZOS0s39949Hz/stRSkKxU4FVVV69030d4imILur+wheTLkNJQD0TXXeY8nbtf++ikceOd5yJHPbtgJ+9rP82IWANWvW0NraallOCCFE8ol7YGoYBnfffTd//vOf6ezs5Mgjj2TFihWMHTs23psasQoLYfnybjo7s6nLP9P2vM09bdy4kYkTJ1qWU1XVcht2pxAM58AU6L/4Z+DIZt9pcdM0+5f9DAaD6LpOT08P3d3d+NvaUFpbMZub0Roa0OrrUVrbUFv9uDpDuLsCePwBMkIBDgn78Wk9pOo9+2xDO97+eZZNjKaGw9gcGUUX2bThpUvNIJDmI5DmJZzhJZKZQUqWA4djO2PHlpCZqZOeblBQ4CYnR6GgwEVurgOPx0llZSZz5kxBVVUcDgcOh2NQQN53ejw7+2G+/vVR/W0aavRy0aKJND/0UMx96p+2jdX6yZb7/rRd11Jw0dWW5c76/HNabWQzEEIIkXziHpjee++9PPXUU9x8880UFhZyyy23cNFFF7F69eoDkmNzpDEMg8bGCI8+6md81gekv/0CO+bNIzc3F4/Hs1+jpgseeICMv/zFepuO31uWSdTc0f3RdwV6X7Cp63r/qfO+FEc93d0EmpsJ7tyJ2tpKpL6BUF0LWn0HalsPrs5Ab8oiPxlhP3man4l6N15z78wIOiqtvRf2NJNHA8VUkUsr2bQ7M+lKy8Cf6iPo9RLyZmBkp6PmZ5GZ6yQz0yA7GwoKnBySoVFY6CY3VyEzM6V/XqrD4cDpdPYHmN3d40hLS9sryBxI07T+YyTWRW2HHnqorWPJ54PzzsuKWWZn/i7+ePrplnVt/hQWtD1iWS61fjMZx8SYWjJaBcV6TrEQQojhJ66BaTgc5uGHH+bKK69k4cKFANx+++0cffTRrFmzhpNPth41EdZqahSuuaaMRy57hf/3+OOsLiv7QvXc2vZ7wod+zbKcP2XbsF0PvS/Y7JujGQgEei8QC+Dv7iZQX0+wtpbwrhZ6trcQqmsjVNeMq6MHd7ef9EAP3pCfzEgXmXoPY40uPOx9pXwId/8oZjN57GAc7WomHU4fHR4fPZ4Mwt4Mwr4MzJxMzLxMPAXp5OQ5KShw9geW43IgPz+V1FQPqqricrlQVXXQ/u0LLPc30Lfzxa+0tNRWublz59oaiV+1CnJyYk/jeO21LmbMONOyrmDwEc4+2/pY/sUvVnLWWWcN+fgVV+gokmBfCCGSUlyjjU2bNtHT08PcuXP77/P5fFRUVPDuu+9KYBoHdtNF2bkKvUvP4MlH2izLVVZuB6bvf2O/INM0+xO2h0Kh6Ihmdzc9O3bSsmUXnTVNBHe2EaptxmhqxdHeSaq/G2+wm4xIN1l6N9lGF8VmBw723g9dA06Vt5JNjVpChyuDbk8GPZ4Mgl4fRnYmenYW5GaQMjqH3JJMRo1OJS9PJSvLpDTPSVZWRn9gOfB0eN9I41e9PrydLw92g11b2RqIZimwKltRUWGrbdOnT7c1V/nII4+MuRTtV73fhRBCxE9cA9P6+nogmndxoIKCAnbt2jXk8xYvXhzPZhzU7KaLamxstAxCTExbeTTtrEdvpS/IDASCdDZ201hVR1dNE+1bdxGua0ZvaMFsbsXZ2U6qv5OMcDdZWhfZRhc5ZgeF7PvUbSvZ0QBTyaRNzaTaMZqu1Ax6Un1EfJlomVmYuVmo+T48Y3LJn1xMdlE0wMzNVSnNSSM1NRVVVQddJQ4HZ4BjNzC1O+1m4NSBodhJnQXRwNTuaK7P57PVPiGEEMklroFpoHcFoj0/XFJSUujo6PjC9aphN7OVVV+qbQcLDehb6PL8O8dwPn+HFcCK9/co2cFsMmPW5abD1sVPe4ouOwkN9SEaPmuk8/Mm/Dta6a6pI1TXhNbQhKujDXdXG+nBTjIjHWT1Bpi5tDEOP+P2el0OWsihlSzaVB/tTh9bPAXRADMjEz0rCyUvG09xId5x+fjGFZI5LofcQhcFBWmUpKX2pyAaeBvO7Ixq95WzE1BqmmZZzu/32woSu7u7bY1e+v1+y3L19fW26tqwYQNFRUWW5TZt2hRzmoGu6/udoUIIIcTwENfAtO+UXjgcHnR6LxQKkZqaOuTzXnll6GUUy8vLMdxh1ptfj19Dk1jjkiWEGvxUVpqMG7WLvNpq2saNI6ugAHdKSn9gcsxrl/O2fkrMunQd2tsV2tqgpTFCW3Uj3dsa8e9oIlLfTKS+EaOxAVdnC2mBaICZqXeSa7aTSyujaGUse69XHsBDC5m0Khl0ODJod/uoT80nlJ6BkpeLozCftEMKyRhXSHpJLpml+RSWFZLpTSV3QJL7ZAguh2Int2Y4HLY1QtjY2Gjr1Hp7e7tlYPfZZ5/ZCv7efPNNpk+3nr6xfv16ZsyYEbPM2WfrpKdnW9bV3Dya++7zW5Zbs2ZNzABcAlMhhEhecQ1M+07hNzY2UlJS0n9/Y2PjkEsqiv3j/etf8QILe/82TTC6obUNWlpMWltN2hpCOF97i3t/sI5QXTN6YxNGUwOO9nY8Pa34wh1kGh1k0c5o2silhQm0oUYXshykkzRa8NGmeml3eulIS6fRWwp5M3EVFZBeUkR6SQHZE4vImTSKzNIxOLxeilSV0TaXAt2XvlWO+lZBGko8MwHYGcG0O3rZ2tpqGXRu377dMj8swMsvv2wrSHzxxRc54YQTYpZ5/PHH+drXrC94e/HFF20tv3rNNSVkZ2fELNPYuJnrrnvLsq4/XjaOQ37wE8tyF+/YwSH//veQjxcBkuVUCCGSU1wD08mTJ+P1elm3bl1/YNrZ2UlVVRXnnntuPDc1YrndbrZt6+HEE3WO2/YER2tvkdsbXI6mmcNpwUcXd/N3Lvyfo/qfZwCtpNJKOu2k0elOZ5cnnc7CMlyjoiOYvvGjyS0bQ9aE0aSMGY2al0daSgo+p5PxX/HrtBMAappm67S03++3FUx2dnZaXone3t5OVlbs9EgA552nYBhDnyUA6Onx8sgj3ZZ1ffDBB7YWQvjkk0+YOXNmzDJLHn+cw954w7KuZdXVjP3wQ8tyY+p+xZ/zYqeC+iywlbKHJ1nW9Wf1Sr7tecmy3M60nUzMGbq+hrqTcUloKoQQSSmuganb7ebcc8/l1ltvJScnhzFjxnDLLbdQVFTE8ccfH89NjViRSIT169vYulXl565nOZRP2IFKXVERTUWHkjF2NJmlo+B2eOWaa3AVFuIsLMSZn4+jdzlIJ5ADODs7WbJkSVzaZXe+JNgb5QyHw5ZBZ3d3t62URnV1dbZG/1599VXLC72effZZjjrqqJhlACorD+FXvxp6VA/gyivLefXVjyzrOu7RR/G+8IJlufN27aLordgjkxe33E6dz3r0tcX8nJ+fXWVZ7pObMrj/lNhTRl5//XXOPvtsy7rGvf0iS5dar/z0/PPPs2DBgiEfv+yyBsBlWY8QQojhJ+7JKS+77DI0TeOaa64hGAwya9YsHnroIUmuHycpKSlMmDAGcDH2xsuY8dP/h/fJJyk66STS09P759Y5fr+a8TFyPQK88847cQtMwV7AaXddc03TLOdVtre326qrurraVmBaWVlJRUVFzDLbtm3jzDOtc3LqukaZRX7Z0o52vvnoo5Z1/WfgPiKF1l/stnZXU1oUe2y7QdnCiy+kWNZ12mmjef75oy3LTZxYx3KLVZiOOuooZs+ebVnX3LlzGTdunGW50tJS8vLyhnx8uObcFUIIYS3uPbjD4eDKK6/kyiuvjHfVYj+oqmq5nvinn34at+3ZHTH9zncUurqsL2hSFJP772+MWWbTpk225l6+//77tlJeVVdX09kZY0UhoOlv3+DnL1mffp/m38WkK2KvmKUo17Hjnnss66o6KcKr99VblrvvvpV873vfi1lm9eo38HisRy9//etNzJ5dbFmuri6EzzcmZpnJkyfb+mJaVFRk6yKvgoKCmOWS9YI5IYQQByAwFQeWYRhEIhrgYufOnQBs2bKFtPnzBy1JmuYO8MuTY6fo0YPHEv69dR5TwzAsAwu/328r+Ni5M8Sjj1on9T/tNBW/P/bo6iuvvGIrDdG//vUvyzIADX89jRteiB1gG6bJt27dYlnXU089xbofxV73vebCnP7cv7G43aPx+62vVp8wYYLlqPXcuXNtBX8VFRW2ypWUlFj+D5xOp+3k/3ZG3Z1O535NHRFCCJE8JDA9SB39048tTzmfX9FjK5i0GkWE6Gl1O1eYB4MBm/kxWwiHY498tbS02Mr28LOqKmbZmELwD8fV/GFd7FRKt9yykhNO+KVlXZs2bbK8YCk7O8Ls2dYjuaNGaZSVWe+zoqIiy/9BSUmJrf+5z+eznfHAqpzb7bZVl93ANJ6ZGIQQQgwvEpgmGafTyYwZTioroXTU+bB8AaeUlsIeeWLLysosR7wMw7Q83Q/RBOkD03/ti50cmhDNaauq6ZbldN3A54ud+3LpmjWomzdb1qVpGnV/+INluZ1LwpZzUfPy8mzNk7UTAGZkeGyN/KWmptoKJrOysixHJhMV/MkIpxBCCDskME0ymqZhmmG6ujbyj09qqa6upqioiEWLFg1akrSkpMQyGDAxbS3tWFNTYxnk2r3yvauri9bWkGW5ol11eL4de76kFonQ/NBDlnUt/1ozky45xLKcz/eZ5T4rLy+3dYp76tSpluW8Xjc2Bo/xeFy43dZXmQ/XkcTh2i4hhBDDjwSmSWj7doWbbirlW7M3sWTVM3y6j1P248aNsw46TaitrbXc3kUXpZCREXuOY0tLEX/8o/V8yc7OCFVVDZbliKTw8mWXxSzy+9//np9XV1tWZZrF3Hqr9YVeVVVVqOqomGWmTp1qa/SyrKzMcv8XFpr8539aB23Z2eZ+LV86XPUtljBw8QRd19F1HS0UIdQdxN/hRwuE0YIaelBDC0TQAmEi/mDv3yEi/hBhfxAtECbsD2KGIhi9NzMcAROQ65+EECIpSWCahFpa4LnnCvjm+ABT332X7fvII+n1ei1H7DLULv7rv6yvvNa0j3n22dgBz+zZKZSUjLasa2LXByy64w7Lcre4fhEzVyXA2rVrLRPKA+TmRpg40XpJzKysrJhpiCC67K6d3Kl2AsSVKxVU1U4EpWCaEIn03sIGEX8ErTdwi/hD6MEI4Z4Q4Z5owKYHw+ghDT0YxghFgzs9FEYPhIkEAkQCIYxgCCMcDebMUBgjFMYMhzAjEYjo/RtUtDCKpqFoYVRdx2HoqIaO09RxGBoOQ8dpajiJ3uc0NZymgRMNV+/9LrRBN2f/7xFSiexz1bEv6sZJk9AlMhVCiKQkgWmScTqdpKZG/22zZ88B4JRTToHi4r3KWflpyoWMv9M6v+Rddz1Md3fs9F/hcIRgMGhZl9M0aXzwQctytYt7CIdjZwwYuAJTX+Cmabt/hsMm4bAJpoeaTTp6MNI/AqcFwkQCYcxwdGROD4ZobKnHw0aMUHRkTguG0ENhzFAYLRDEDGsY4RBpphtFi2BGNNAiEI5ghEMokQhoEVQ9gqprqLoe/WloOA0N1Yjg7AviTB1HbyDnQsNl6v+/vbuPrarO8zj+OY/39raUJ/sANEN5ElA21c62OqEBKTEmLkt0k80Osl1McDG7Dj4gy6wy6mCjWdEFh/gQgTUKBhJ1dOJ28BFHDYxSSoygG1sURQtYy2OF1t577rn7x20LlUJvbeE+9P1KTnrv6Y9zvxxO2g/fc87vnBHWOsNbtCu8dS4BRZStaK/7r698GR2fYHd99WR1vLflyVbEiL/3DEueLHmGpahhyTNseZalsOkqaliKmraipqWoacq3bMUsWzHbkRxHvmVLjiM5tgwnvs4MxL8ariMz4MoJZcVfu5asoCvDtWUFXZkBR1bQkRMKyM0Oyg7G31tBW1bQkZ0VX6L/yMM8ACBdEUzTjOd5amuLSMpSbe0OTZVUU1OjaSNG6JJLLuk6zez7vsLhcNcp01gsHtQ6A1skEpNilt5441O1t/uKRKRw2JcX8eV77YpGwvIjEfleWG/8aaec1s2KeZ5ikYhi7VH5P3qKtfuKtUcVa/f1i/2lqhqfFz+N2tn86vac+87XzXri0v+REYtIishQVIY8mfJkKCqzY12b7tOLY/9VlqJyFO2IRp6cjrBmy9Mrelhvr9gjQ75MxXr4KpmSinVCl5b9S+/7VlLvV4/Gt3k6sJ0Ob/HldHiLyIr/jYzTYS5q2opaljzTVrvlyjcs+bbdLcD5ti3DcWW6rgzXkVxHpuvGvwYCkm3JzgrKdG05oaCsYEBOKCA7Kygr6MrOCsgJubICtuwstyO8uXKzXdlZrpyQq0BOUHZHoJPjyLAsBQxDvU+9DwDAhUMwTUPx2Zt8fbbupF7SXHkP1KnuwbrTXbdYVGYsokC3QNe98+YqIkMn9c+Lb5QpdYW4nk6A/pOky9Z/eN6adkoadY5Gni8p0rH8l6RbYq4isjoqM+PdOFldrz1ZeknSFU67fNOSb7qKWlmKmnb8vWXLtyxFj4zT3UWPKWbbitnxTlysI7RZwWA8vAVs+Y6lv+Y8IisYkJ0VkB0Kysly5YSCMl1LbnZAhhvvtrnZwdPBLcuR1dHNi3f2ApLjKGrbMjtCXLBjMndu8AEAoP8IpmnGNE0NG3ZSRUWNmnD0QxVrjyKWLd9x5ZvxzlzUtBQ2Tf1oWvLtgGJWlmKWI9+25FumZNuKOY7++7M/6u/HXSfTdWS4tgw33lmLBzhXVtBWINvR+v99SbfNny/LNmXapizbkuM4CmTHu3aG62r1Cy9oxbJlMlxXhusqZttyQiFZgYBkWTINQ0HDUMHTT6uoulpS/Ak9hmF0hbozX//i747qMbf2vPtiSranf/jjn3rdZ57nDdicnAAA4MIhmKaZSCSiqVMdvfFGWC0t/6HmY8eUm5ur8ePHKzs7W5ZldYWrM0NWZwjsfC1JH/72t5r3m9+cNfan3os262///eYet9Vp7J49mnTNNb3WX1BQkNCNQatWNWvatILzjgmHE7vWMtG5OwEAQHIRTNOMZVlqb3f1/vuGhttfS7ve0/HSUhUXFyc8EXun/Pz8hJ7q9NO7+zuvWz1TTk5OQlNPFRcXJ1RjIk+R4tGUAABkFoJpGvriC0O33XaZnrv9fS1Yu1Y1K3p/RGZPrrjiCo0f3/sjMceOHdvtDvieXHnllQlty3XdhCaoN00zoZkFAABA5uA3f5pJdLqoRCT6PPREupyjR49OaFuJzAEqJTbdFQAAyCz89k8zvu/L86KSHB040KipkhoaGlQ4cWLXNaaJysnJUWvr+Z/oJMVDZ29BcfTo0QmdVg+FQkl5VjsAAEh9BNM04/u+IhFP8WB6QFI8mIYqKhQMBvsUTPPz8xPqYBYXF/c6rrCwMKFT9K7rEjoBAECPCKZpyHGkvLx2yTH1Q26u/D6E0TOFQqGEbkRKJLzatk3gBAAA/WLEfnp7dYqZPHmyJKm+vj7JlWSe1tbWhK7lbG1tVSgUOu8Y3/cT6pj6vk+AxQXFzwwASF90TNOM53kKh8PavXu3GhsbtW/fPhUWFqqyslL5+fl9mi4q0bE5OTm9Bljf95m6CQAA9AutqzT06aeG5s69Uqc+OqJ/e+ghDfv225+1Hdu2E1560zmJfSILAABAT+iYppl4sLPV3OxoTP4oDWlp0ZQJE5Sbm9unG58AAABSDe0rAAAApASCaZo5PV2Uuk0X1dLSomg0sWfHAwAApCKCKQAAAFIC15imGdM0NXWqrRdfbNb4vHLtmbhGY3/5S64xBQAAaY+OaRoaMkT61a/alZWfpZbSUvnZ2ckuCQAAoN8IpmnG933t3+/p3nsN7Xptp6zf/U4Nf/kL15gCAIC0N+DB9NChQ1qyZImmT5+usrIyLVy4UHv37h3ojxnUmpqkjRvHyD/Uqqvfe09ZLS3JLgkAAKDfBjSYhsNhLVq0SEeOHNEzzzyjTZs2aciQIVqwYIGOHj06kB81aNm2raysLElSeflVkqQ5c+aoqKioT099AgAASDUDGkzr6urU0NCglStXatq0aZo0aZJWrlyp1tZWvfvuuwP5UYOW53lqa2uTJNXW7pAk1dTUqLGxUeFwOJmlAQAA9MuABtNJkyZp7dq1Kigo6LY+FovpxIkTA/lRAAAAyDADOl1UXl6eZs6c2W3dhg0b1N7erunTp5/zz82ePXsgy8hopmmqoMDWr399ShPKp6ppzhyNLytjuigAAJD2+hRMGxsbzxsit23bpry8vK73b731llavXq2qqipNmTLl51eJbsaOlR599JhaWvL1RfF/KicnJ9klAQAA9FufgmlBQYG2bNlyzu+PGDGi6/XmzZtVXV2t66+/Xvfcc895t7t169Zzfm/y5Ml9KTHj+b6vlpaIPvjgiMz2/9OpPTsVvOwyjRw5UsFgkK4pAABIW30Kpo7jaMKECb2Oe+yxx7Ru3TpVVVVp+fLlMgzjZxeIs33+uaH580v03O1/1cI1q1WzYkWySwIAAOi3AX8k6aOPPqr169dr2bJlWrhw4UBvftAzTVOOE/9nGzNmjCTp0ksv5RpTAACQ9gY0mO7YsUPr169XVVWV5s6dq+bm5q7vhUIhZfPoTAAAAJzDgE4XVVNTI0nauHGjKioqui3PPvvsQH7UoOX7viIRT5J04MABSVJDQwOPJAUAAGlvQDum1dXVqq6uHshNogeGITmOLxmGPMuKrwAAAEhzRiwWiyW7iPPpvCu/vr4+yZUASAf8zACA9DXgNz/hwvI8T+FwWLt371ZjY6P27dunwsJCVVZWKj8/X67rJrtEAACAn2VArzHFxfH554YWLPgbndp1TAv+8AcNPXgw2SUBAAD0Gx3TNGOapjzPVkODozHDC1Rw8KCmFhczXRQAAEh7BNM0Y5qmbDve6B4zpkhSfB5T5eYmsywAAIB+41R+mvE8T21tbZKk2todkuLTdDU2NiocDiezNAAAgH4hmAIAACAlcCo/zZimqUmTbD399BFNHVeqzy95UMXXXMM1pgAAIO0RTNPQ8OHSnDltamkZoiM5lcrJyUl2SQAAAP1GME0zvu+rsTGixx/3VD62TqPefVEHrrtOI0eOVDAYpGsKAADSFteYpqGDBw2tWVMsb/8pVf75zwodO5bskgAAAPqNjmmasW1bWVnxf7by8qskSXPmzJGKipJZFgAAQL8ZsVgsluwizqfzudfoLhaTDOPMFwDOVF9fn+wSAAB9xKn8NNWVRQmlAAAgQ6T8qfyijlPUW7duTXIlg9Ps2bMlsf+Thf0PABhM6JgCAAAgJRBMAQAAkBIIpgAAAEgJBFMAAACkBIIpAAAAUgLBFAAAACkh5SfYBwAAwOBAxxQAAAApgWAKAACAlEAwBQAAQEogmAIAACAlpFQwfeqpp1RVVXXeMceOHdPdd9+tsrIylZWV6b777lNra+tFqjCzJbL/X331VU2ePPmsZf/+/Repysxy/Phx3X///ZoxY4ZKS0s1b9481dXVnXM8xz8AIJOlTDB97rnntGbNml7H3X777fr222+7xm/fvl0rVqy4CBVmtkT3f319vcrLy7Vt27ZuS1FR0UWoMvMsWbJEn3zyiVatWqWXX35Zl19+uRYuXKgvv/yyx/Ec/wCATGYnu4CmpiYtX75cu3bt0rhx48479uOPP1Ztba22bNmiCRMmSJIefPBB3XLLLVqyZIkKCgouRskZpS/7X5IaGho0ZcoU5eXlXYTqMtv+/fu1fft2bd68WaWlpZKk5cuX64MPPlBNTY3uuOOObuM5/gEAmS7pHdPPPvtMQ4cO1WuvvaaSkpLzjq2rq1NeXl7XL2VJKi8vl2EY2rVr14UuNSP1Zf9L8Y7pxIkTL0JlmW/48OFau3atpk2b1rXOMAzFYjGdOHHirPEc/wCATJf0jmllZaUqKysTGtvU1KRRo0Z1W+e6roYNG6ZDhw5diPIyXl/2/9GjR3X48GHt3LlTGzdu1PHjx1dRtQ8AAAKPSURBVFVSUqKlS5cm1G1Fd7m5uZo5c2a3da+//rq++eYbVVRUnDWe4x8AkOmS3jHti7a2Nrmue9b6QCCg9vb2JFQ0uDQ0NEiSLMvSI488otWrV6u1tVU33XSTDh8+nOTq0t+uXbt07733avbs2T3+Z4HjHwCQ6ZLeMe2LYDCocDh81vr29naFQqEkVDS4XH311aqtrdXQoUO71j355JOaNWuWXnnlFS1atCiJ1aW3d955R0uXLlVJSYlWrVrV4xiOfwBApkurjmlhYaG+//77buvC4bCOHz/OjR8XyZmhVJJCoZCKiorU1NSUpIrS3wsvvKDFixdrxowZWrdunYLBYI/jOP4BAJkurYJpWVmZvvvuu25zZu7YsUOSuu5qxoWzadMmXXXVVfrxxx+71p08eVJff/01N0T9TJs2bVJ1dbXmz5+vxx9/vMdT9Z04/gEAmS6lg2k0GlVzc3NXECopKVFpaanuuusu7d69Wx999JEeeOAB3XDDDXSMLoCf7v9Zs2YpFotp2bJl2rt3r/bs2aPFixdrxIgRuvHGG5Ncbfr56quv9PDDD+vaa6/VrbfeqiNHjqi5uVnNzc364YcfOP4BAINOSgfTQ4cOqaKiQlu2bJEUn0rniSeeUFFRkRYsWKA777xTM2bM0O9///vkFpqhfrr/R40apeeff16nTp3SvHnzdPPNN2vIkCHasGHDOU8/49zefPNNRSIRvf3226qoqOi2PPTQQxz/AIBBx4jFYrFkFwEAAACkdMcUAAAAgwfBFAAAACmBYAoAAICUQDAFAABASiCYAgAAICUQTAEAAJASCKYAAABICQRTAAAApASCKQAAAFICwRQAAAApgWAKAACAlEAwBQAAQEr4f5gym2l6XF8UAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model,\n", " columns=2, # groupby = ['subj_idx'],\n", " figsize=(8, 6),\n", " value_range=np.arange(1, 2.5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=True,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_rts\": True,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"samples\": 200,\n", " \"legend_fontsize\": 7,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 5: Regressors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides a simple working example using the Neural Networks with the Regression backend.\n", "The regression back-end allows linking parameters to trial-by-trial covariates via a (general) linear model." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1000\n", "model = \"angle\"\n", "n_samples_by_subject = 500" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from hddm.simulators.hddm_dataset_generators import simulator_h_c\n", "\n", "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=5,\n", " n_samples_by_subject=n_samples_by_subject,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=None,\n", " depends_on=None,\n", " regression_models=[\"t ~ 1 + covariate_name\", \"v ~ 1 + covariate_name\"],\n", " regression_covariates={\"covariate_name\": {\"type\": \"continuous\", \"range\": (0, 1)}},\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Set up the regressor a regressor:\n", "reg_model_v = {\"model\": \"v ~ 1 + covariate_name\", \"link_func\": lambda x: x}\n", "reg_model_t = {\"model\": \"t ~ 1 + covariate_name\", \"link_func\": lambda x: x}\n", "reg_descr = [reg_model_t, reg_model_v]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Supplied model_config specifies params_std_upper for z as None.\n", "Changed to 10\n" ] } ], "source": [ "# Make HDDM model\n", "hddmnn_reg = hddm.HDDMnnRegressor(\n", " data,\n", " reg_descr,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " model=model,\n", " informative=False,\n", " p_outlier=0.0,\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1001 of 1000 complete in 369.4 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sample\n", "hddmnn_reg.sample(nmcmc, burn=100)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_reg,\n", " ground_truth_parameter_dict=full_parameter_dict,\n", " figsize=(8, 8),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 6: Stim Coding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can read more about **stimulus coding** in the [documentation](https://hddm.readthedocs.io/en/latest/howto.html?highlight=stimulus%20coding#code-subject-responses).\n", "\n", "Here just an example. " ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 300\n", "model = \"ddm\"\n", "n_samples_by_condition = 500\n", "split_param = \"v\"" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "tags": [] }, "outputs": [], "source": [ "sim_data_stimcoding, parameter_dict = hddm.simulators.simulator_stimcoding(\n", " model=model, split_by=split_param, drift_criterion=0.3, n_trials_per_condition=500\n", ")" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rtresponsestimvaztsubj_idx
03.1904701.010.8347042.4268570.4179321.507448none
13.9424541.010.8347042.4268570.4179321.507448none
24.1864361.010.8347042.4268570.4179321.507448none
32.2054421.010.8347042.4268570.4179321.507448none
44.6694011.010.8347042.4268570.4179321.507448none
...........................
49511.2077370.02-0.2347042.4268570.4179321.507448none
49610.3343851.02-0.2347042.4268570.4179321.507448none
4977.0772270.02-0.2347042.4268570.4179321.507448none
4988.7401071.02-0.2347042.4268570.4179321.507448none
4992.6214440.02-0.2347042.4268570.4179321.507448none
\n", "

1000 rows × 8 columns

\n", "
" ], "text/plain": [ " rt response stim v a z t \\\n", "0 3.190470 1.0 1 0.834704 2.426857 0.417932 1.507448 \n", "1 3.942454 1.0 1 0.834704 2.426857 0.417932 1.507448 \n", "2 4.186436 1.0 1 0.834704 2.426857 0.417932 1.507448 \n", "3 2.205442 1.0 1 0.834704 2.426857 0.417932 1.507448 \n", "4 4.669401 1.0 1 0.834704 2.426857 0.417932 1.507448 \n", ".. ... ... ... ... ... ... ... \n", "495 11.207737 0.0 2 -0.234704 2.426857 0.417932 1.507448 \n", "496 10.334385 1.0 2 -0.234704 2.426857 0.417932 1.507448 \n", "497 7.077227 0.0 2 -0.234704 2.426857 0.417932 1.507448 \n", "498 8.740107 1.0 2 -0.234704 2.426857 0.417932 1.507448 \n", "499 2.621444 0.0 2 -0.234704 2.426857 0.417932 1.507448 \n", "\n", " subj_idx \n", "0 none \n", "1 none \n", "2 none \n", "3 none \n", "4 none \n", ".. ... \n", "495 none \n", "496 none \n", "497 none \n", "498 none \n", "499 none \n", "\n", "[1000 rows x 8 columns]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim_data_stimcoding" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'v': -0.5347036843723503,\n", " 'a': 2.426856838254428,\n", " 'z': 0.4179319892615798,\n", " 't': 1.5074477307220377,\n", " 'dc': 0.3}" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameter_dict" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "hddmnn_model = hddm.HDDMnnStimCoding(\n", " sim_data_stimcoding,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " model=model,\n", " stim_col=\"stim\",\n", " p_outlier=0.0,\n", " split_param=split_param,\n", " informative=False,\n", " drift_criterion=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 300 of 300 complete in 32.4 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model.sample(nmcmc, burn=100)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meanstd2.5q25q50q75q97.5qmc err
v-0.5399540.0155719-0.572298-0.549469-0.540782-0.528279-0.5080650.00112267
a2.491360.008956352.470022.488662.494222.497992.499880.000770613
z0.40310.01188550.378980.3971120.402880.4096660.4319410.000958058
t1.488520.0357181.414971.469171.488281.513551.560920.00286112
dc0.3483210.02022590.307030.3348260.3497030.3619270.3864220.00170049
\n", "
" ], "text/plain": [ " mean std 2.5q 25q 50q 75q 97.5q \\\n", "v -0.539954 0.0155719 -0.572298 -0.549469 -0.540782 -0.528279 -0.508065 \n", "a 2.49136 0.00895635 2.47002 2.48866 2.49422 2.49799 2.49988 \n", "z 0.4031 0.0118855 0.37898 0.397112 0.40288 0.409666 0.431941 \n", "t 1.48852 0.035718 1.41497 1.46917 1.48828 1.51355 1.56092 \n", "dc 0.348321 0.0202259 0.30703 0.334826 0.349703 0.361927 0.386422 \n", "\n", " mc err \n", "v 0.00112267 \n", "a 0.000770613 \n", "z 0.000958058 \n", "t 0.00286112 \n", "dc 0.00170049 " ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model.gen_stats()" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(\n", " hddm_model=hddmnn_model,\n", " ground_truth_parameter_dict=parameter_dict,\n", " figsize=(8, 5),\n", " columns=3,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE**: \n", "\n", "The `hddm.plotting.plot_posterior_predictive()` does not yet accept *stimcoding* data. This will be updated as soon as possible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 7: Model Recovery\n", "\n", "A crucial exercise in statistical modeling concern **model comparison**. \n", "\n", "We are going to look at model recovery, in this section: Attempt to recover which model generated a given dataset from a set of *candidate models*. \n", "\n", "For the little model recovery study we conduct here, we generate data from the **weibull** model and fit the data once each to the **weibull**, **angle** and **ddm** models.\n", "\n", "We inspect the fits visually and then use the *DIC* (Deviance information criterion, lower is better :)), to check if we can recover the **true** model. " ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "model = \"weibull\"\n", "n_samples = 300" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# test regressors only False\n", "# add p_outliers to the generator !\n", "data, full_parameter_dict = simulator_h_c(\n", " n_subjects=1,\n", " n_samples_by_subject=n_samples,\n", " model=model,\n", " p_outlier=0.00,\n", " conditions=None,\n", " depends_on=None,\n", " regression_models=None,\n", " regression_covariates=None,\n", " group_only_regressors=False,\n", " group_only=None,\n", " fixed_at_default=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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rtresponsesubj_idxvaztalphabeta
04.2045820.000.2469691.4700660.4517241.3976033.2685014.603728
14.2695771.000.2469691.4700660.4517241.3976033.2685014.603728
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32.9606201.000.2469691.4700660.4517241.3976033.2685014.603728
42.2235961.000.2469691.4700660.4517241.3976033.2685014.603728
..............................
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992.9046170.000.2469691.4700660.4517241.3976033.2685014.603728
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100 rows × 9 columns

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" ], "text/plain": [ " rt response subj_idx v a z t \\\n", "0 4.204582 0.0 0 0.246969 1.470066 0.451724 1.397603 \n", "1 4.269577 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "2 4.404568 0.0 0 0.246969 1.470066 0.451724 1.397603 \n", "3 2.960620 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "4 2.223596 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", ".. ... ... ... ... ... ... ... \n", "95 2.304595 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "96 3.067625 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "97 2.379594 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "98 3.991597 1.0 0 0.246969 1.470066 0.451724 1.397603 \n", "99 2.904617 0.0 0 0.246969 1.470066 0.451724 1.397603 \n", "\n", " alpha beta \n", "0 3.268501 4.603728 \n", "1 3.268501 4.603728 \n", "2 3.268501 4.603728 \n", "3 3.268501 4.603728 \n", "4 3.268501 4.603728 \n", ".. ... ... \n", "95 3.268501 4.603728 \n", "96 3.268501 4.603728 \n", "97 3.268501 4.603728 \n", "98 3.268501 4.603728 \n", "99 3.268501 4.603728 \n", "\n", "[100 rows x 9 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "# Now we fit for each model:\n", "hddmnn_model_weibull = hddm.HDDMnn(\n", " data,\n", " informative=False,\n", " model=\"weibull\",\n", " p_outlier=0.0,\n", " include=hddm.simulators.model_config[\"weibull_cdf\"][\"hddm_include\"],\n", " is_group_model=False,\n", ")\n", "\n", "hddmnn_model_angle = hddm.HDDMnn(\n", " data,\n", " model=\"angle\",\n", " informative=False,\n", " p_outlier=0.0,\n", " include=hddm.simulators.model_config[\"angle\"][\"hddm_include\"],\n", " is_group_model=False,\n", ")\n", "\n", "hddmnn_model_ddm = hddm.HDDMnn(\n", " data,\n", " informative=False,\n", " model=\"ddm\",\n", " p_outlier=0.0,\n", " include=hddm.simulators.model_config[\"ddm\"][\"hddm_include\"],\n", " is_group_model=False,\n", ")" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1000 of 1000 complete in 23.0 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nmcmc = 1000\n", "hddmnn_model_weibull.sample(nmcmc, burn=200)\n", "\n", "hddmnn_model_angle.sample(nmcmc, burn=200)\n", "\n", "hddmnn_model_ddm.sample(nmcmc, burn=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.1 Checking Model Fits Visually\n", "\n", "Posterior Predictive: Do the 'Posterior Models' also make sense?" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "passing\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# WEIBULL\n", "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model_weibull,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=True,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_mean_rts\": True,\n", " \"samples\": 200,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ANGLE\n", "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model_angle,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=False,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_mean_rts\": True,\n", " \"samples\": 200,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DDM\n", "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model_ddm,\n", " columns=1,\n", " groupby=[\"subj_idx\"],\n", " figsize=(4, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=False,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_mean_rts\": True,\n", " \"samples\": 200,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 7.2 Comparing DIC's " ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "414.65114936828616" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model_weibull.dic" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "415.8001557922363" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model_angle.dic" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "418.04479835510256" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model_ddm.dic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Fingers crossed** (this was a random run after all), the DIC usually gives us a result that conforms with the intuition we get from looking at the model plots. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 8: Real Data!" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# Metadata\n", "nmcmc = 1000\n", "burn = 500\n", "model = \"angle\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.1 Load and Pre-process dataset" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# Load one of the datasets shipping with HDDM\n", "cav_data = hddm.load_csv(hddm.__path__[0] + \"/examples/cavanagh_theta_nn.csv\")" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3988 rows × 7 columns

\n", "
" ], "text/plain": [ " subj_idx stim rt response theta dbs conf\n", "0 0 LL 1.210 1.0 0.656275 1 HC\n", "1 0 WL 1.630 1.0 -0.327889 1 LC\n", "2 0 WW 1.030 1.0 -0.480285 1 HC\n", "3 0 WL 2.770 1.0 1.927427 1 LC\n", "4 0 WW 1.140 0.0 -0.213236 1 HC\n", "... ... ... ... ... ... ... ...\n", "3983 13 LL 1.450 0.0 -1.237166 0 HC\n", "3984 13 WL 0.711 1.0 -0.377450 0 LC\n", "3985 13 WL 0.784 1.0 -0.694194 0 LC\n", "3986 13 LL 2.350 0.0 -0.546536 0 HC\n", "3987 13 WW 1.250 1.0 0.752388 0 HC\n", "\n", "[3988 rows x 7 columns]" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cav_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.2 Basic Condition Split Model" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "hddmnn_model_cav = hddm.HDDMnn(\n", " cav_data,\n", " model=model,\n", " informative=False,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " p_outlier=0.05,\n", " is_group_model=False,\n", " depends_on={\"v\": \"stim\"},\n", ")" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1000 of 1000 complete in 243.4 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model_cav.sample(nmcmc, burn=burn)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model_cav,\n", " columns=1,\n", " figsize=(4, 4),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=False,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_mean_rts\": True,\n", " \"samples\": 200,\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 8.3 Basic Hierarchical Model" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [], "source": [ "hddmnn_model_cav = hddm.HDDMnn(\n", " cav_data,\n", " model=model,\n", " informative=False,\n", " include=hddm.simulators.model_config[model][\"hddm_include\"],\n", " is_group_model=True,\n", " p_outlier=0.05,\n", ")" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 1000 of 1000 complete in 471.3 sec" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hddmnn_model_cav.sample(nmcmc, burn=burn)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Caterpillar Plot: (Parameters recovered ok?)\n", "hddm.plotting.plot_caterpillar(hddm_model=hddmnn_model_cav, figsize=(8, 8), columns=3)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.plotting.plot_posterior_predictive(\n", " model=hddmnn_model_cav,\n", " columns=3,\n", " figsize=(10, 10),\n", " value_range=np.arange(0, 5, 0.1),\n", " plot_func=hddm.plotting._plot_func_model,\n", " parameter_recovery_mode=False,\n", " **{\n", " \"alpha\": 0.01,\n", " \"ylim\": 3,\n", " \"add_posterior_uncertainty_model\": True,\n", " \"add_posterior_uncertainty_rts\": False,\n", " \"add_posterior_mean_rts\": True,\n", " \"samples\": 200,\n", " \"legend_fontsize\": 7,\n", " \"subplots_adjust\": {\"top\": 0.9, \"hspace\": 0.3, \"wspace\": 0.3},\n", " }\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Note\n", "\n", "This is just an example. The angle model might not be the best choice here, and we are moreover ignoring the supplied conditions. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Section 9: Accessing the Neural Network Directly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ```network_inspectors``` module allows you to inspect the LANs directly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.1 Direct access to batch predictions\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use the ```hddm.network_inspectors.get_torch_mlp()``` function to access network predictions." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "model = \"angle\"" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [], "source": [ "lan_angle = hddm.network_inspectors.get_torch_mlp(model=model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's predict some likelihoods !" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[-2.9323568]\n", " [ 2.078088 ]\n", " [ 0.4104141]\n", " [-0.5943402]\n", " [-1.1136726]\n", " [-1.6901499]\n", " [-2.3512228]\n", " [-3.080151 ]\n", " [-3.8215086]\n", " [-4.4257374]]\n", "(200, 1)\n" ] } ], "source": [ "# Make some random parameter set\n", "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n", " model=model, param_dict=None, n_parameter_vectors=1\n", ")\n", "parameter_matrix = np.tile(np.squeeze(parameter_df.values), (200, 1))\n", "\n", "# Initialize network input\n", "network_input = np.zeros(\n", " (parameter_matrix.shape[0], parameter_matrix.shape[1] + 2)\n", ") # Note the + 2 on the right --> we append the parameter vectors with reaction times (+1 columns) and choices (+1 columns)\n", "\n", "# Add reaction times\n", "network_input[:, -2] = np.linspace(0, 3, parameter_matrix.shape[0])\n", "\n", "# Add choices\n", "network_input[:, -1] = np.repeat(np.random.choice([-1, 1]), parameter_matrix.shape[0])\n", "\n", "# Convert to float\n", "network_input = network_input.astype(np.float32)\n", "# Show example output\n", "print(lan_angle(network_input)[:10]) # printing the first 10 outputs\n", "print(lan_angle(network_input).shape) # original shape of output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.2 Plotting Utilities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "HDDM provides two plotting function to investigate the network outputs directly. The ```kde_vs_lan_likelihoods()``` plot and the ```lan_manifold()``` plot. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 9.2.1 ```kde_vs_lan_likelihoods()```\n", "\n", "The ```kde_vs_lan_likelihoods()``` plot allows you to check the likelihoods produced by a LAN against Kernel Density Estimates (KDEs) from model simulations.\n", "You can supply a panda ```DataFrame``` that holds parameter vectors as rows. \n" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "# Make some parameters\n", "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n", " model=model, param_dict=None, n_parameter_vectors=10\n", ")" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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vazttheta
02.1496261.6849020.2322220.641663-0.070030
11.8179110.7763300.5350830.0066251.069452
2-0.9084280.6541070.3014451.5609110.396448
3-0.0221361.1402350.4796640.7577271.316409
42.2812300.3665580.4092241.9082111.059872
51.0676321.2280200.3375731.4471550.083665
62.0221311.2540370.2623360.4164620.512724
7-1.9746570.7935360.7917070.5913191.036441
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9-2.7574620.4029000.7389990.7550931.334423
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" ], "text/plain": [ " v a z t theta\n", "0 2.149626 1.684902 0.232222 0.641663 -0.070030\n", "1 1.817911 0.776330 0.535083 0.006625 1.069452\n", "2 -0.908428 0.654107 0.301445 1.560911 0.396448\n", "3 -0.022136 1.140235 0.479664 0.757727 1.316409\n", "4 2.281230 0.366558 0.409224 1.908211 1.059872\n", "5 1.067632 1.228020 0.337573 1.447155 0.083665\n", "6 2.022131 1.254037 0.262336 0.416462 0.512724\n", "7 -1.974657 0.793536 0.791707 0.591319 1.036441\n", "8 -2.002436 1.382722 0.442411 0.074192 0.356522\n", "9 -2.757462 0.402900 0.738999 0.755093 1.334423" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameter_df" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 of 10\n", "2 of 10\n", "3 of 10\n", "4 of 10\n", "5 of 10\n", "6 of 10\n", "7 of 10\n", "8 of 10\n", "9 of 10\n", "10 of 10\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hddm.network_inspectors.kde_vs_lan_likelihoods(\n", " parameter_df=parameter_df, model=model, cols=3, n_samples=2000, n_reps=10, show=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 9.2.2 ```lan_manifold()```\n", "\n", "Lastly, you can use the ```lan_manifold()``` plot to investigate the LAN likelihoods over a range of parameters. \n", "\n", "The idea is to use a base parameter vector and vary one of the parameters in a prespecificed range. \n", "\n", "This plot can be informative if you would like to understand better how a parameter affects model behavior." ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "# Make some parameters\n", "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n", " model=model, param_dict=None, n_parameter_vectors=1\n", ")" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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vazttheta
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\n", "
" ], "text/plain": [ " v a z t theta\n", "0 -2.218164 0.889863 0.254979 0.707028 0.040745" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "parameter_df" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using only the first row of the supplied parameter array !\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now plotting\n", "hddm.network_inspectors.lan_manifold(\n", " parameter_df=parameter_df,\n", " vary_dict={\"v\": np.linspace(-2, 2, 20)},\n", " model=model,\n", " n_rt_steps=300,\n", " fig_scale=1.0,\n", " max_rt=5,\n", " save=True,\n", " show=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hopefully this tutorial proves as a useful starting point for your application." ] } ], "metadata": { "interpreter": { "hash": "ff3096d2709bbb36a4584c44f6e6ffdb5e175071e94d34047f50b078bfdc1c6d" }, "kernelspec": { "display_name": "hddmnn_tutorial", "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }