{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e6260cf0",
   "metadata": {},
   "source": [
    "# **BDTs at work: the $\\mathrm{D}^{+}_{s}$ analysis**\n",
    "\n",
    "The goal of this tutorial is to train and test a multi-class classification algorithm. The tutorial focuses on the measurement of the $\\mathrm{D}^{+}_{s}$ meson in pp collisions with the data collected by ALICE in the first year of Run 3. \n",
    "\n",
    "The $\\mathrm{D}^{+}_{s}$ meson is reconstructed in its hadronic decay channel $\\mathrm{D}^{+}_{s} \\rightarrow \\mathrm{\\phi} + \\pi^+ + K^+ + K^- + \\pi^-$. The $\\mathrm{D}^{+}_{s}$ mesons are typically categorised as either _prompt_ (i.e. originating from charm quark hadronisation) or _non-prompt_ (i.e. originating from beauty-hadron decay). In this tutorial both these classes are considered. In particular, the ML algorithm is going to classify the $\\mathrm{D}^{+}_{s}$ meson candidates as: prompt, non-prompt, or background.\n",
    "\n",
    "To this end we need to train the ML algorithm with examples from all the three classes. For the signal we will use MC simulations, while for the background we will use the data collected in pp collisions by ALICE in Run 3.\n",
    "In particular:\n",
    "- MC production: _LHC22b1b_ (charm-enriched), _LHC22b1a_ (beauty-enriched)\n",
    "- Data: _LHC22o_pass4_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f35bcb5",
   "metadata": {},
   "source": [
    "<img src=\"img/DsDecaySketch.png\" \n",
    "     align=\"center\" \n",
    "     width=\"900\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bb651de",
   "metadata": {},
   "source": [
    "### **File download**\n",
    "\n",
    "The first step is to download all the samples we will need for the ML training and test. In Run 3, the tables produced by the analysis workflows in O2Physics can be saved locally as derived data or via _TreeCreator_ tasks in the form of Trees. This format is easier to be handled for ML purposes. \n",
    "\n",
    "To spare time, the AO2D from hyperloop have been filtered and organised in _.parquet_ files. However, the Tree format can be employed as well following the same procedure presented below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "dfe788ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 24.9M    0 24.9M    0     0  6718k      0 --:--:--  0:00:03 --:--:-- 6716k\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100 74.7M    0 74.7M    0     0  9168k      0 --:--:--  0:00:08 --:--:-- 11.0M\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100  513M    0  513M    0     0  10.2M      0 --:--:--  0:00:50 --:--:-- 11.0M\n",
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
      "100  513M    0  513M    0     0  9950k      0 --:--:--  0:00:52 --:--:-- 11.0M\n"
     ]
    }
   ],
   "source": [
    "!curl -L https://cernbox.cern.ch/s/ZDAodCh7HsDwTRL/download --output promptDs.parquet\n",
    "!curl -L https://cernbox.cern.ch/s/gghRd33rt4JeJ48/download --output nonpromptDs.parquet\n",
    "!curl -L https://cernbox.cern.ch/s/ZujI6AZkMZCB9Jg/download --output Data.parquet\n",
    "!curl -L https://cernbox.cern.ch/s/PPo20Ql649mhnOY/download --output DataAppl.parquet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faa35ff7",
   "metadata": {},
   "source": [
    "## Boosted Decision Tree in a nutshell"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3360d2a2",
   "metadata": {},
   "source": [
    "Supervised learning, a well-established subfield within the realm of Machine Learning, holds significant relevance in High Energy Physics (HEP). In this context, supervised learning techniques are instrumental to solve classification problems.\n",
    "\n",
    "The process begins with a training set, comprising a set of examples. Each element of this training set is assigned a label indicating its class. In the physics case under study: prompt, non-prompt, or background. In the training the class information is known in advance. The training process focuses on optimising the internal parameters of the ML algorithm to maximise the separation power between the classes. \n",
    "\n",
    "The primary objective of the training is to impart the model with common data patterns that can be exploited for accurately classify an independent sample, the data collected by ALICE for instance. The supervised model associates to each candidate an _outputscore_, which depends on the properties of the candidate itself, referred to as _features_. The score is linked to the probability of the candidate belonging to one of the different classes.\n",
    "\n",
    "In this tutorial, _Boosted Decision Trees_ (BDTs) are employed to tag prompt and non-prompt $\\mathrm{D}^{+}_{s}$ candidates. The building block of every BDT model is the _Decision Tree_ algorithm (DT). A decision tree is a binary structure that resembles a flowchart. In this structure, internal nodes represent features or candidates, branches indicate decision rules, and leaf nodes represent the final outcomes. The DT operates by employing a sequence of simple binary tests, each corresponding to a branch in the tree, to classify a data point based on its features. These tests involve applying a linear threshold to one of the features, aiding the model in predicting the class to which every candidate belongs. \n",
    "\n",
    "Training a decision tree involves an automated process that recursively constructs the tree using the training set. However, a key limitation of decision trees is their susceptibility to _overfitting_. This means that, if a decision tree is deep enough (where depth is defined as the length of the longest path from the root to a leaf), it can perfectly classify the training set but may struggle to generalise to new data. Overfitting occurs when the model essentially \"memorises\" the training set rather than learning more general patterns in data. To mitigate this issue, BDT algorithms are employed, which combine multiple shallow trees, each using a subset of features. In the boosting procedure, decision trees are constructed sequentially, with an emphasis on compensating for misclassified candidates from the previous trees. The resulting model, the BDT, maintains strong performance on both the training and test sets."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2ef7b5c",
   "metadata": {},
   "source": [
    "**<font color='red'>_Feedback Time_: are the data been downloaded?**</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61703499",
   "metadata": {},
   "source": [
    "### **Required python packages**\n",
    "\n",
    "We first import standard _python packages_ that will be used later on (mainly for plotting)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fc7792f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "### standard python library for plotting\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06615a96",
   "metadata": {},
   "source": [
    "Then, we import the [hipe4ml](https://github.com/hipe4ml/hipe4ml) package.\n",
    "\n",
    "\n",
    "<img src=\"img/hipe4ml.png\" \n",
    "     align=\"center\" \n",
    "     width=\"300\" />\n",
    "\n",
    "This package developed in ALICE contains useful methods and classes for dealing with ML analyses.\n",
    "Two main classes are implemented:\n",
    "- _TreeHandler_, wrapping uproot and pandas methods: allows for conversion and handling of the training samples (for more info about pandas and uproot have a look here);\n",
    "- _ModelHandler_, a common interface for many ML methods;\n",
    "- _plot_utils_, containing a list of plotting methods to visualize the outcome of the ML analyses.\n",
    "- _analysis_utils_, containing useful analysis functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5689902b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import ML-related libraries\n",
    "import xgboost as xgb # gradient boosting\n",
    "from hipe4ml.model_handler import ModelHandler\n",
    "from hipe4ml.tree_handler import TreeHandler\n",
    "from hipe4ml import plot_utils\n",
    "from hipe4ml.analysis_utils import train_test_generator"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b6f6701",
   "metadata": {},
   "source": [
    "### **Preparing the training set and the test set**\n",
    "\n",
    "We now open the parquet with the _TreeHandler_ class to facilitate the handling of the data for ML purposes.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "3040140d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# load .parquet files with TreeHandler\n",
    "hdl_mc_prompt = TreeHandler(\"promptDs.parquet\")\n",
    "hdl_mc_nonprompt = TreeHandler(\"nonpromptDs.parquet\")\n",
    "hdl_data = TreeHandler(\"Data.parquet\")\n",
    "hdl_data_appl = TreeHandler(\"DataAppl.parquet\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ec08c8e",
   "metadata": {},
   "source": [
    "Then, we filter the datasets to select only the 2 < $p_{\\mathrm{T}}$ < 4 GeV/_c_ interval to facilitate and speed up the training process.\n",
    "However, typically the training is performed over several $p_{\\mathrm{T}}$ intervals to cover the full $p_{\\mathrm{T}}$ range of the analyses (e.g. [CERN-EP-2023-162](https://arxiv.org/abs/2308.04877)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "47317e78",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Preselections (consideing just one pt bin)\n",
    "hdl_mc_prompt.apply_preselections(\"2 < fPt < 4\")\n",
    "hdl_mc_nonprompt.apply_preselections(\"2 < fPt < 4\")\n",
    "hdl_data.apply_preselections(\"2 < fPt < 4\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79c6f500",
   "metadata": {},
   "source": [
    "In this hands-on, all the signal candidates are taken from the MC simulations are considered. This choice is not always justified, and it is important to avoid having extreme imbalances in the training sample.  \n",
    "\n",
    "For the Bkg candidates we choose to use the data collected by ALICE. It is usually better to choose \"true\" data over simulations for the training to avoid eventual shortcomings in the MC.\n",
    "To this end, we apply a preselection to the Data sample. We select only the _sidebands_ of the invariant-mas distribution ('fM') of the candidates.\n",
    "The sideband regions are typically defined as the regions at lest 3 $\\sigma$ away from the signal peak.\n",
    "In the specific case of the $\\mathrm{D}^{+}_{s}$ meson we also have to exclude the signal region of the $\\mathrm{D}^{+}$ decaying in the same hadronic decay channel. For these reasons, let's exclude the 1.75-2.2 region in data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c4996769",
   "metadata": {},
   "outputs": [],
   "source": [
    "## we only consider the sideband regions in data\n",
    "hdl_data.apply_preselections(\"fM < 1.75 or fM > 2.2\", inplace=True)\n",
    "hdl_all = [hdl_mc_prompt, hdl_mc_nonprompt, hdl_data]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9adcafe2",
   "metadata": {},
   "source": [
    "Let's have a look at the distributions of the features for signal (prompt and non-prompt) and Bkg candidates.\n",
    "The feasters can be plotted using the function _plot\\_utils_._plot\\_distr_ of hipe4ml.\n",
    "\n",
    "For simplicity, we select a pool of the possible features. Furthermore, keeping low the number of features in the training will also speed up the application process that will be performed on the Grid! (For this DO NOT MISS Fabio's lecture).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5afa0870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vars_to_draw = ['fCpa', 'fCpaXY', 'fDecayLengthXY', \n",
    "                'fDeltaMassPhi', 'fImpactParameterXY',\n",
    "                'fMaxNormalisedDeltaIP', 'fM', 'fPt'] ##just a selection of all the possible variables\n",
    "leg_labels = [\"prompt\", \"nonprompt\", \"bakground\"] ## matching the order of the hdl_all\n",
    "\n",
    "plot_utils.plot_distr(hdl_all, vars_to_draw, bins=100, labels=leg_labels, log=True, density=True, figsize=(12, 7), alpha=0.3, grid=False)\n",
    "plt.subplots_adjust(left=0.06, bottom=0.06, right=0.99, top=0.96, hspace=0.55, wspace=0.55)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10235e2c",
   "metadata": {},
   "source": [
    "**Q**: Do the distributions look good? \n",
    "\n",
    "**Q**: Which features do you expect to have a larger impact on the BDT score? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**<font color='red'>_Feedback Time_: does everybody's code working?**</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8db88d68",
   "metadata": {},
   "source": [
    "A label is assigned to each candidate of the total set: _0_ for prompt Ds, _1_ for non-prompt Ds, and _2_ for background.\n",
    "\n",
    "It is important to keep the same order in which the samples are considered also for the labels.\n",
    "\n",
    "The total dataset is split into a _train set_ and a _test set_, used for training and testing the BDT, respectively.\n",
    "\n",
    "The fraction of the total set used as test set is defined by the _test_size_ parameter of the function [_sklearn.model_selection.train_test_split_](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html) and is typically around 0.2. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1055ca4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_test_data = train_test_generator(hdl_all, [0, 1, 2], test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cdc4c8a",
   "metadata": {},
   "source": [
    "Let's split the training set, the test set, and the relative flags. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "72944a67",
   "metadata": {},
   "outputs": [],
   "source": [
    "trainset = train_test_data[0]\n",
    "ytrain = train_test_data[1]\n",
    "testset = train_test_data[2]\n",
    "ytestset = train_test_data[3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea5d0424",
   "metadata": {},
   "source": [
    "Similarly, the correlation matrix for the features is plotted with the function _plt\\_utils_._plot\\_corr_.\n",
    "\n",
    "It is important cross-check that none of the features is strongly related to the invariant mass to avoid biasing the measurement!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "7d640f97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_utils.plot_corr(hdl_all, vars_to_draw, leg_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e6d3a66",
   "metadata": {},
   "source": [
    "### **The model**\n",
    "\n",
    "For this tutorial, [_XGBoost_](https://xgboost.readthedocs.io/en/latest/) is used as classification algorithm. XGBoost implementation of the gradient boosted decision trees is designed to be highly efficient, flexible and portable.\n",
    "_hipe4ml_ can deal with several implementations other than XGBoost models (e.g. LGBM or sklearn models). However, XGBoost models are usually employed in HF analyses.\n",
    "\n",
    "The _hipe4ml_ package interface with the model through the _ModelHandler_ module. The _ModelHandler_ is used to define the features used in the training process and to set the _hyperparameters_ of the model, such as the number of estimators, the maximum depth of the trees and the learning rate.\n",
    "\n",
    "Let's initialise the algorithm with the features we want to include in the training. Remember to exclude the mass and the $p_{\\mathrm{T}}$ of the candidate!!! \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "36c81009",
   "metadata": {},
   "outputs": [],
   "source": [
    "features_for_train = ['fCpa', 'fCpaXY', 'fDecayLength', 'fDecayLengthXY', 'fDeltaMassPhi', 'fImpactParameterXY', 'fAbsCos3PiK',\n",
    "                      'fMaxNormalisedDeltaIP'] \n",
    "\n",
    "model_params = {'max_depth':5, 'learning_rate':0.029, 'n_estimators':500, 'min_child_weight':2.7, 'subsample':0.90, 'colsample_bytree':0.97, 'n_jobs':1, 'tree_method': 'hist'}\n",
    "\n",
    "model_clf = xgb.XGBClassifier()\n",
    "model_hdl = ModelHandler(model_clf, features_for_train, model_params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4309c84b",
   "metadata": {},
   "source": [
    "A huge number of features would lead to a large time and CPU consumption. For this reason, we decided to limit the number of variables in the training."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35232d7d",
   "metadata": {},
   "source": [
    "### **Optimisation of hyperparameters with Optuna**\n",
    "The _hyperparameters_ consist of the internal parameters of the BDT algorithm which are not optimised within the training phase. Few of them are listed here below, for a complete description see the [_XGBoost-Doc_](https://xgboost.readthedocs.io/en/stable/parameter.html)\n",
    "- _n_estimators_: Number of trees in the BDT\n",
    "- _max_depth_: Maximum depth of a tree\n",
    "- _eta_: learning rate of the algorithm. It controls the step size of the gradient descent algorithm\n",
    "\n",
    "The optimisation of the hyperparameters is a key step to obtain the best performance from the algorithm. In _hipe4ml_ the [Optuna](https://github.com/optuna/optuna) package is employed for the optimisation through the method _ModelHandler.optimize\\_params\\_optuna_.\n",
    "\n",
    "The difference between Optuna and other packages dedicated to hyperparameters optimisation based on grid search or random search is that Optuna takes into account the past hyperparameter configuration evaluations when choosing the configuration to evaluate next. (More info about Optuna can be found [here](https://arxiv.org/abs/1907.10902)).\n",
    "\n",
    "A set of hyperparameters should be tested on different samples to avoid overfitting problems. Since the number of events is limited, an approach called _k-flod cross validation_ is used. It has been proved that the cross validation removes the dependence of the model on the data sample. \n",
    "\n",
    "In the cross validation procedure, the original sample is divided in _k_ parts called _folds_ (in this case 5 folds are used). For each set of hyperparameters, _n-1_ folds are used for the optimisation and the remaining one as test. This operation is repeated after permuting the folds used for optimisation and for testing and the final result is the mean value of all the permutations.\n",
    "\n",
    "The _ModelHandler_ automatically updates the hyperparameters after their optimisation.\n",
    "\n",
    "To spare time, in this tutorial the hyperparameter optimisation and the number of configuration was limited.\n",
    "\n",
    "The optimised configuration can be saved (have a look at the Addendum!) and loaded afterwards. Let's have a look!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "f119e3b4",
   "metadata": {},
   "outputs": [
    {
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   ],
   "source": [
    "import optuna as op\n",
    "import pickle\n",
    "\n",
    "opstudy = pickle.load(open(\"optuna_study.pkl\", \"rb\")) # load the study\n",
    "\n",
    "fig = op.visualization.plot_optimization_history(opstudy) # plot the history of the study\n",
    "fig.show()\n",
    "\n",
    "fig = op.visualization.plot_param_importances(opstudy) # plot the importance of the hyperparameters\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93adc67a",
   "metadata": {},
   "source": [
    "### **Training and testing the model**\n",
    "The model training is performed with the method _train\\_test\\_model_ of the _ModelHandler_ module. It requires as argument a list containing:\n",
    "1. the training set;\n",
    "2. the true class label for the training set;\n",
    "3. the test set;\n",
    "4. the true class label for the test set;\n",
    "5. the multiclass option.\n",
    "\n",
    "The multi-class option can be set to _ovo_ (i.e._OneVsOne_) or _ovr_ (i.e._OneVeRest_). In the first configuration, for each possible couple of classes a BDT algorithm is trained considering the first class as signal and the second one as background. In the second configuration, for each class a BDT algorithm is trained considering that class as signal and the others as background. In both cases, the final score associated with a candidate is computes as an average of the different BDT scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "38a6fc7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Training xgboost model for classification\n",
      "Number of detected classes: 3\n",
      "Training the model: ...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training the model: Done!\n",
      "Testing the model: ...\n",
      "ROC_AUC_score: 0.911998\n",
      "Testing the model: Done!\n",
      "==============================\n"
     ]
    }
   ],
   "source": [
    "model_hdl.train_test_model(train_test_data, multi_class_opt=\"ovo\")\n",
    "\n",
    "# the same result can be obtained by splitting the training and test process with the functions below:\n",
    "# model_hdl.fit(trainset, ytrain, multi_class_opt=\"ovo\")\n",
    "# model_hdl.predict(testset, ytestset, multi_class_opt=\"ovo\")"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "**Q:** How do you apply the BDT to the training and test sets?\n",
    "\n",
    "**Q:** How do you expect the BDT score distributions to be in the training and test sets?"
   ]
  },
  {
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   "id": "d154518a",
   "metadata": {},
   "source": [
    "The predictions for the training and the test sets are obtained with the _predict_ method which has two arguments:\n",
    "- the data you want to apply the model to\n",
    "- _output_margin_ a boolean indicating if we want the raw BDT output (True) or a probability (False). For this session we use probabilities!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "d9c04869",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train = model_hdl.predict(train_test_data[0], False)\n",
    "y_pred_test = model_hdl.predict(train_test_data[2], False)"
   ]
  },
  {
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   "id": "c2fa1277",
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   "source": [
    "The results of the training process can be observed by plotting the distributions of the BDT scores for the training and the test sets. The output consists of a score related to the probability to belong to each of the classes used for the training. This operation is performed with the method _plot\\_utils_._plot\\_output\\_train\\_test_.\n",
    "\n",
    "The distributions of the model scores obtained from the test set are in good agreement with those obtained from the training set. This is a sign that the model has been trained properly.\n",
    "\n",
    "A disagreement between the distributions obtained from the training set and the datasets would reflect an overfitting by the classification algorithm: the classifier has learnt some characteristics that are peculiar of the training set, but that are not true for a general sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "03ef2374",
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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = (10, 7)\n",
    "\n",
    "ml_out_fig = plot_utils.plot_output_train_test(model_hdl, train_test_data, 100, \n",
    "                                               False, leg_labels, True, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cff90691",
   "metadata": {},
   "source": [
    "### **Receiver Operating Curve**\n",
    "The quality of the algorithm can be also studied with the _ROC curve_. The ROC curve is defined as a function of the _True Positive Rate_ (TPR) against the _False Negative Rate_ (FPR) as a function of a threshold on the BDT score. TPR and FPR are defined as:\n",
    "\n",
    "$\\mathrm{TPR}=\\frac{\\sum \\mathrm{TP}}{\\sum \\mathrm{TP} + \\sum \\mathrm{FN}} \\hspace{2cm} \\mathrm{FPR}=\\frac{\\sum \\mathrm{FP}}{\\sum \\mathrm{FP} + \\sum \\mathrm{TN}} $\n",
    "\n",
    "In the case of multi-classifiaction problems, the ROC curve is not natively defined. Hence, we can either employ the _OneVsOne_ or the _OneVsRest_ approach. In this tutorial, we adopt the _OneVsOne_. Therefore, the TPR and the FPR represent the selection efficiency for the first class, considered as signal, and the rejection\n",
    "efficiency of the second class, considered as background, for each couple of classes, respectively.\n",
    "\n",
    "The most common way employed to evaluate the performance of a BDT is to compute the _Area Under the Curve_ ROC, called AUC:\n",
    "- a perfect classifier will have a ROC AUC equal to 1.0;\n",
    "- a random classifier will have a ROC AUC equal to 0.5.\n",
    "\n",
    "A good model classifier is characterised by a large area under the ROC curve (_ROC AUC_)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fc0a51f",
   "metadata": {},
   "source": [
    "**Q**: How do you expect the ROC Curve to be?\n",
    "\n",
    "**Q**: How do you expect the ROC AUC to be?\n",
    "\n",
    "**Q**: Do you expect any difference between training and test? "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0593b60f",
   "metadata": {},
   "source": [
    "\n",
    "The ROC curve can be plotted with the method _plot\\_utils_._plot\\_roc\\_train\\_test_. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "9f15afbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zelRK8c4776CU4uabbyYjI4OMjIz4BR8DScjExAsHoHkn9NVB99HorMGOQ9HuxOxKKFkJubNg5k3RMVm5s6VVazSnZ1p6B6ItiL5Bgp4e6h2naHa30eTvpUn306PCtEU8DER8ZJtTyTRlYddyiYSn4XTn4grkMOSy4XFbWFpSzPTsFFaWZVKUYSMtycyMPDt2a2K+HUT0CK6gC2fQiSvowhv24g66cYfc0Rar4aTrdEuWQTNgN9tJtaRiM9lIMaeQbE4m3ZJOQXJBtCVrOLlKMiWRbErGZEjMn10IAf5QhAPNg+w+NYBSio2zcnlgeQnJltFft5qmkZeXN4VRXj55FxKXr78BmnZAy3vRFrDBU5C/APLmwrQ1MOt2uLEEcirPFNkUUUpFS2V4+qKzPN294O4m5Bug09VGk6+bJsLUKD/dKkhnyE13yElpcgHlaWVkZ11HeqQQ3ZmENpSKq91IrSNIRU4KOUVpzMy1M2OunZwUC+W5KeSlJmFMgC5EpRT+iB9PyDOSXLmCLtwhN+6g+5ykyxf2kWJOIc2SRqollRRzCinmFApSCrCb7SSbk0kyJmEz2yS5EuIqoeuKA8OD8k90Opmency9S4ooz0kZtWU6EAiwc+dOysvLKS8vZ9GiRVMc9eWRdy4xPkpFE7BTW6FtH7Tvj7bgTL8OytbB8k9FkzFp8TojEorO+PT2R2d9unuit7396N5BmnQfH2hBGlSAZt1LU2CQjsAAOUlZlKVXMC1tOhUpBayyTKe1J4mewRRa+0PsrXfjCYSZV5TGgqJ01s5L5UvX25mVb7/oJ8dJ/3H1CM6gE2fQiSfkwRV04Qg4RhIuZ9CJM+DEaDBiN9tHEqw0axqp5lRybbkj2+wWO3azfbjwpRDiatc26OVwm4PDbQ7MRo21FdncOCePrBTLRY9raWlh27Zt+Hw+cnNzpyjaiSUJmRibdwA6P4Cm7XD0+WiLzoyboGQ5rPos5C+M1t261p2enODujpbYcHZE74e8kJJLn9lKgxbhRMTNiUAv7YEhTrnbSDYnsyxvGZWZlSxNK2d62nSmpU3D5VPUdLs42u7gqepmupx+lk9LYUGxlY8sy2deYRrTs5OnvHxDWA8zFBhi0D+IM+jEHXTjCDrY59zHwf0H8YQ8pJhTSLemk2JKIdWSSpo1jcKUQlIsZ1q6rEbrlMYthEg8Sin63EFOdDo50u7A5Q+zYnomj66dTlF60pjjNIPBILt37+bkyZNkZmZy6623SkImriK6Di27oGFLdCxY5wdQsAiKl8N9T0bHgF3Lg5kjoei4OHcPOFqjCZinN1p6w56P155No6Y4ZTVSk57CSWcvdb2HCOthZmbMZHbWbNYW306JvYSy9DJybDmEIjqH2xwcbBnk6cYBPmhrYsATZElpBpV5dv7x/oVcNyNn0rsbdaXjDrlx+B0MBAZwBBw4Ao7otuFWrkAkQJoljaykLNKsadjNdortxXiSPNw2/zbSrenSoiWEGFUootPl8FPb7eJIuwNfKMLs/FRunZ9PeY495ve5zs5OqqurcblcLF68mOXLl2MyXblpzZUbuZh4Qy1w5Fn44FfRhKtsA6x9AmbeHK0sf62JhKNLHjnao0mXuwuGWqPlI5JzILUAV3IWJ+zpNFo1TrgDHOzbTntLOxUZFZSnlTMraxaPlW5kduZs8pLzzpsFtK95kCePn+DVw53YLEaWlmawfmY2f3RTJfOL0ia8ZIRSCnfIzYA/mmydbt3q9fYyGBjEFXRhM9lIt6aTlZRFujWdgpQCUi2ppFvSSbOmkWxKvuCnVpfFRWZS5oTGK4S4OoQiOvU9bo51OPmgdYjcVCtlOSlsXlJMWfaF31NGEw6Hef/99zly5AhpaWncc889FBQUTGL0U0MSsmtdwA31b0eTsNrXYeFH4c5/jSZj11IrWDgQbfXqrQFnW3SQvac3Wkg2rQjsBVC4mIHy9ex3NnGw7xB7Ol6h1dXKnKw5lKeXMy9nAQ/OfZg5mXMwjrLUUa8rwN5TA7zfNMC7J3vwBMI8sLyEH35iOQtL0ifkR1FK4Qq5GPAN0O/vZ9A/yGBgkEH/IAP+AYyakWxbNumWdOwWO5lJmVRmVJJlyyLdkj5q7EIIMR66rqjrcXO4bYhjHU4K05OYW5jG126bTVqSeewTjOJ3v/sdLS0tzJs3j9WrV2M2X/q5EokkZNeicBDq3oKD/xudHVm4GObcCZv/M1q1/mqnR6JdjYNNMNgcve13QEouZFVA3nxIKwR7Pn4Uh3sPs6tjF+83/oLGoUYW5y1med5y/mLNX7AgZ8FFZ/UNeILsaexne30fe08N0OXws6Q0g8Wl6XznocUsLsnAdAljwE4nXX2+Pvq8fQwEBnAGnAz4BxjwD2A2mMm2ZZNpzSTbls2czDlk2bLISsrCZpKZrkKIyeMNhjnS5mBnQz9mg8aSaRncMr+AdNulJ06RSASlFCaTiaVLl7JgwQJKSkomMOr4k4TsWnJqO7z3n1D/TrQkxarfg83fg5TseEc2+QKuaF20rsPQczK6bmVmGeTOgVm3RpMxgxFvyMsHvR+wt/EF9nTuoW6wjlmZs1hduJonljzBivwVmI2jv6m4/CG21/Wxr2mQHfW91Ha7WTYtg1vnF3D/suJxJ2BKKYYCQ/R4e+jz9dHr66XP10e/rx+jZiTHlkNOcg5ZSVmU2kvJTIomYDJgXggxlfrcARp7PRxpd9DS72Fmfip3LypkZp79sgsoh8NhXn75ZQoKCrjuuuvIz8+foKgTiyRk14LW9+Hdb0NvLaz7EtzxL9HK91crXY+ue9lbE20Fc7RFFxTPLIP8+TD/PkhKG9m91dnKm8d+wr7ufXzQ8wGVmZUsz1/OHy37I5bkLYkpuTnUOsSv97Xy0sF2KvNTuXFOHn9zzwJWlGXGNAvSE/Iw4B+Idi/6B0eSrwH/ADaTjbzkPHJsOZSmlrI8bzlZtixSzIm3FpsQ4trhD0XY1zTIiU4nve4AFTkpLClN59E100dd0WM8lFJomobJZGLatGlkZ1/djQeSkF3Nhlrhve9FB+rf+Oew+JGrc3B+wBWtjTbQEJ2Y4OyApAzImQVFS6Ldsfb8kTFxSimO9x3jrea3qG6tZigwxC3Tb+GBygf4pw3/RLo1trFcQ94gO+v72VLTw5vHuvjM+nLe+OONlGYlj3pMWA/T4+2h29sd/e6Jfo+oCFlJWWQmZZKZlMnMzJmsLVorrV1CiITiDYb5oNXBsQ4H7UM+ZuTaWTsjmzkFqZc0/GI0DoeDbdu2sWrVKvLz81mxYsWEnTtRSUJ2NQr5YNu/wp4fwuKH4Qs7o+tEXi2CHlKddXC4J7rweMAVHfuVPSO6/mV6yXmJpzvoZk/nHqrbqtnduRur0cpN027i79b9HfOy58U8kD2iK6prevjFnhZ21vexsiyL9ZU5/NntVWTbz02cvCEvnZ5Our3ddLo76fJ2MegfJNuWTUFyAXnJecwomkFuci5pljRZF1EIkZD8oQgnu1wcbhuisdfDrPxUrpuRw7Ts5Alfck0pxfHjx9mzZw8GgwGfzzeh509kkpBdTZSCY8/DK1+BsvXwB7shozTeUU0MvwM6D0PXERhqJs2pQ8odMH0dpBaC4dxPZkopagdr+V3L79jdsZuawRoW5y6mqrSKx+c/Tnl6+bgSoIiu+M3+Nv7lrRpy7FY+tnoa/+/hJaQOzxTSlU6vt5dubzenHKdodjbjDrkpTCkkLzmPiowK1hevJ9uWLUv7CCESWjiic7zTSV23m06Hj15XgNKsZJZOy+Sjy0uxWSZnJrbb7Wbr1q20t7dTUlLCxo0bsduvnVVf5C/D1aJxK7z2NdDD8NGfwIwb4x3R5Qu4oXU3dBwET390/Nf0tbDyM7TveI/KGVXnHdIw1MBbzW/xVtNbuENubp1+K19Y8gWW5S0jyTT+7tohb5DfHGjnZ7uayEw2888PLKJqVi79/n6aXCfp7Oqk09NJh7tjZH3F0tRSVhasJC85TwqkCiGuCOGITlO/l0OtQ5zoPFOiYkVZJsUZtgntjvwwpRR1dXXs3LkTpRTr169n7ty511yvgSRkVzrvALzy5ei6kjf/NSy4D67kOlIhf7QVrOMADDRGVwiYc3d0PJjhwm8I3pCXlxte5jd1v2HAP8DN027mL9f+JYtyFl1yTS2HN8QPtjbwiz3NrK5I4Y9vTyMnw0Or+23+ZV87FoOFInsRhSmFXFd0HaWppZeU8AkhRLyEIjotA14OtgxxvMNJZrKZxaUZ3DRnJpljrB05UbxeL9u3b6e5uZmCggKqqqpIS0sb+8CrkCRkV7LOw/DMx6DyFviD986ZOXhFCXqh5b1oWYqBxuh4sJIVsPRRsFx4gLyudPZ27uX1ptd5s+lNVuSv4CvLv8LqwtWX1SoVieg8tfsI/2/bTuaUBnlwUwSzOYTLUEhKpIBlecu4e8bdpFmu0N+1EOKa5g6EOdnppKbbRV23mxy7hfnF6Txx48wxF/CeaEopXnnlFVwuF2vWrGHBggUYRvngfS2QhOxKpOuw90nY9s+w6duw9BPxjmj8ImHoPQHNu6JJWN48mLYaln8SzKMXLg1EAvy65tc81fEUma5Mbi+7nZc2v0Ru8qUtJqsrnR5vD02OVl46dpgdTceJKMUfbFrJqpJKpqVNI9eWe801nQshrh49Lj/HOpw09LhpG/RRmW9nTkEq9ywuGhkHO5UCgQBmsxmDwcB1111HcnIyWVlZUx5HopGE7EoTDsDLX4y2Jn382eiC31cS3xC07omOeUvNh9LVsOyTY5bj6HR38kzNM7xU/xILchbwaPajPH7r45eUKDkCDhqGGqgfqueU4xQen4kdJxUphlw+v+TTPLh0DmbTFdztK4S4piml6HT4OdgyxMkuJ4GwzvyiNK6bkUNFbgpJ5vi9v3m9Xp5//nkWLlzI4sWLr7pq+5dDErIriR6BX38SQh549AWwZcQ7otjoOvTXRVvD+mqhaGm0QG0MpThanC3895H/prq1mjsr7uSpW5+iIqOC6urqmJMxf9hPw1ADzc5mmpxNuENuZmbMpCK9gpBzEf+2rZU/qJrBp9eVT/hi3kIIMRV0XdHt8nO8w8nhNgdhXWdhcTqPrJpGYXpS3Fv5Txd5tdlszJw5k6KiorjGk4gkIbtSBL3wq09Ei5t+7Nkro8CrdyCahLXtBYs92hoWQ3HaYCTI75p/x9Mnn6bZ2cxDcx7i5XtfJjMpM6bL6kqnzdVG3VAdDUMN9Pv6mZY2jfK0cjbP3ExhSiHBsOLPXzzKnlMd/Pwzq5hfNDELewshxFRQStHh8NPS7+VEp5PWQS/JFiOzC9K4e3ERM3JT4p6EndbZ2cmOHTu45ZZbSE9PZ82aNfEOKSFJQnYl6K2Fn38kWlts8/fAmOBPm7MTmndC+wEoXgarPhct1jqGHm8PT598mhfqXmBmxkw+Nf9TbCjZgMU49kBTX9hHzUANdUN1NA41km5NpzKzklvLbqXYXnxO7a99TQP80TOHWFiczut/tHHCCxsKIcRkGPIGOd7ppKnPS0OvG4vJwIxcOyvKMnlgRQlpcRgPdjHhcJj333+fI0eOkJqaSjAYjHdICU3+EiW6I8/B61+Hm/8Klj0W72hGpxT010NjdXSQfukquP5PY+pWdQVd/OLEL/jFiV9wa9mtPHXbU1SkV4x5nD/sp36onqN9RznlOEV5ejmzs2ZzW9ltpFpSz9v/UOsQ332njvebBviH+xZy1yJpMhdCJDaHN8SJLieH24boGPKzsDidOYWp3DQ3j7xUa8K0gn1Yb28vW7ZsYWhoiHnz5rF69WrM5sRKGBONJGSJrOFdeOPP4JFnoHRlvKO5sEgo2hLWuCV6u2xdtFxFDF2q3pCXX578JT879jPWFa/j57f/nLL0soseE4qEODlwkq3Orby3/z1KUkuYmzWX+yrvG7UlLRTR+btXjvPK4U7+8IaZ/N+HlpBukzcGIUTiCUV0mvs91HS5qely4gqEmZ2fypqKbOYUpE3Iot2TSdd1Dhw4wMGDB0lOTuaOO+6QgfsxkoQsUdX/Dp77DNz/48RMxkJ+aNoeTRozpsG8eyF39sgC3hc9VA/xXO1z/NcH/8Wy/GX89LafMiNjxqj760qnYaiBgz0HaXQ0UppaSqmllEdXPIrZePHEqqbLxTdfOIIGvPHHG8lNlYW6hRCJI6Ir+twBjrQ5qO1x0e3wk5+exIxcOw8sL6U0y5awrWAfNjAwwJYtW+jv76eyspLrrrsOq1Xec2MlCVkiOrUdfvNZePB/oOL6eEdzLj0CDVug4Z1oArb+K2CPrQaYrnSerXmW73/wfSozKvnhph8yJ2vOqPt3ebrY172PmoEa0q3pLMldwl0Vd5FsTqa6u/qiyZiuK/5zSz0/2t7IH9wwk8+uL5/UpT+EECIWoYhOu1vnjaNdNPS66XL4yUg2U5mfyq3zCyjJtGG9AsvuBINBXn75ZQwGA5s2baK8vDzeIV1xJCFLNAON8Own4b4fJVYyFvJD+z6ofQNSi8aViAEc6jnEP7//z2iaxpObnmR21uzz9lFK0e3t5lj/MU4OnCQYCbI8fzmfmv8psm3ZMV+r2+nny786hCcQ5rkvXMes/PPHkwkhxFRQSjHoDdHY66a+x01ttxt3b5hbKjRuX1BA8RWagJ3m9Xqx2WxYLBZuvPFGcnNzsdlGL+4tRicJWSLxDcH/3g8b/xQqb453NFFKQctuOPFbyCyLzpjMmBbz4Z3uTr6z/zvs797PE0ufYPPMzectbeQOujnYc5Bj/ccIRALMz57P5hmbKbYXj7up/r2Gfp745QEeXFnKVzfNklYxIcSUUkox5A3R4fDR3O/laLuDiK6Ynp1CZb6d2xcUcnBvD1Xz8uMd6mXr6+vj5ZdfZuPGjcycOZNp02L/2yDOJwlZogj54RcPwIybYPXvxzuaaCLWdTg6li0SisaUOT3mw0N6iB8d+RH/e/x/eWj2Q/z1dX9NsvnMupSnx4V90PsBDUMNzM2ey21ltzE9bfoljZcIhCN864WjbK3t5V8+uogb51z5b3ZCiCvDgCfI0XYHHUM+Gvs8uPxhZuXbKc1M5hNrpidEYdaJpOs6BoOBrKws5s2bR0HB2EW+xdgkIUsUe/8rWjz1jn+JaWD8pOqthZrXIBKEmTdHK+uPI6bj/cf5i51/QX5yPs/d/RyF9sKRx7whL0f6jrCncw/J5mQW5Sziroq7SDJdeqFbhy/EV399iFBEsfVrVSRb5J+1EGLy+EMR6nuiXZA13S5CYZ3KfDvTs1PYNC+fbPvVOZBdKUVdXR0HDx7knnvuwWazSZHXCSR/uRJB6/uw4zvw2Xfim4z5BqNdk/0NMPuO6DqZ4yhCqyudp44+xf8c+x++tvJr3FVx18inwkZHI3s799LsbGZmxkzunXkv09Iuv3l7wBPk4SffY3FJBn9774K4rtEmhLg6BcIRarpcHG130jHkY8gXpDzHTmWencevKyM3geuBTRSfz8f27dtpamqioKCASCQS75CuOpKQxVskDG98HW76K8gevfTDpFIKWvfC8Rdh2hq44ZtgGt8nvDZXG9/a8S0iKsIv7/wlJakl6EqndqCWnR078YQ8rCtax70z772s1rCzDXiCPPrjPawoy+Lv711w1b8hCiEmn1KKPneQhl43TX0eOh1+BjxBynJSmFuYyqryLEoybdfUh79Tp06xfft2QqEQa9asYcGCBRgMMj53oklCFm97nwRLCiz7ZHyuP3AKjj0fLWex5gvjGrB/2jvN7/Dt3d/m8fmP8+i8R/FH/Gxr28b+7v2kWlJZU7iGednzzhvMfzm8IcWjP97D0mkZfPseScaEEJdG19XIAPzWAS+NfR40oDwnOgh/46xc8lKt1+QEoUAgwM6dO6mvrycnJ4eqqiqysrLiHdZVSxKyeOo5CVv/ER5/Hab600bABcdegL5amLs52j05zhicQSf/vPefOdR7iO9UfYciexEvN7xMzWAN87Ln8dDshyiyT/zyRAdbBvn7PT7WzynhbzdLMiaEiJ3TH6J90DdSA6xt0Ee6zcy0rGQq8+3cMr+AzGTzNf++0traytatW/H5fCxfvpylS5dKq9gkk4QsXoJe+MVH4db/A/nzp+66SkHnB3D0OShaBjf8eUzLHH3Y0b6jfLn6y2ws3sh3rv8O73W+R3VbNasLVnNb+W3YTJNTh+bVw538xUtH+Ui5mW/et/Caf9MUQlxcnztATZeLxl43rYM+XP4wM3JTmJlnZ0NlLsWZNuxW+VN4NqfTyRtvvEFGRga33norubmx15wUl07+FcbLoV9EE7GlH5+6a3r64eQrMNQc7SLNqbyk0zxz8hm+f+j7PLHkCUIqxCunXmF98XqW5y+f0G7JDzvYMsg3nj/Mzz+zmqGGQxgNkowJIc7QdUX7kI+6Hhct/V563QFCEcXcwlRm5EVbvxJ5Qe54c7lcpKamkpaWxq233kpRUREmk6QJU0V+0/EQCcHO/4CP/HBqrqcUnNoGtW9C6Sq4/htguvBC3Bc/jeK7B7/Lyw0vs3nmZjq9nawtXMuDsx/EbJjcxbqPdzh57Km9/MNHFrKkNIPqhkm9nBDiChAM63Q6orW/Wvq9nOrzkG4zU5lvZ1V5Njl2yzUxA3IiNDU18fbbb3PXXXdRWFgoRV7jQBKyeDj6m+jg+bJ1k38tvxMO/E+0ptj6PwZ73iWdJqSH+Gr1V6kdrOXGaTeyafomFuQsmNQWsdOa+jx87uf7+OYdc7l78cSPSRNCXBlOl5843uGkvseNNxShOMNGrt3KguI07l1aTLptcj8cXm0ikQhGo5Hi4mKWLFlCTk5OvEO6ZklCNtU8ffD6n8LHnp38aw00wr6fRFvFZt8Bhkubpt3r7eWJd57AEXDwp6v+lA0lGya9Rey0o+0OHvjhLr55x1weWSWf2IS4lui6YsAbpKHHTW23i/oeN6VZySwqyeCGOXlkp1iuydmPE0HXdQ4cOMCpU6f4yEc+gtlsZuXKlfEO65omCdlUO/xrmHUbTFs9udfpOAgfPAPz77vka+lK592Wd/n2e99mRsYMfnDzD8iyTd2U50FPkC/8Yj/f3ryAB1eUTtl1hRDxoeuKbpef9kEfJ7pc1Ha5SLGaKM2ysagkg3uWSAvYRBgYGKC6upq+vj4qKyvRdT3eIQkkIZtaSsGBn8Ht/zS516h9A5p2RAfu58+7pNP0+/r56bGf8mL9i9xadivfWv2tKR2HoZTi6785zOrybEnGhLiK+UMRDrQMcrBliLZBHzl2CyWZNmbl2blrYSGZKeMf7youTNd1jhw5wr59+zCbzWzatIny8vJ4hyWGSUI2lY6/BEYzlF8/OecPuOGDpyHghI1/ArbM8Z8iEmBLyxb2dO5he/t2Prfwczw6/9FJCPbivl/dQFO/hxf/cArG2Qkhpow/FKFjKFqI9VSfh5YBLzPy7NwwO4+K3JRrqgL+VHI6nVRXV9PV1UVZWRkbNmzAZpuc8kTi0khCNpX2/Bds+JPJWa+ytyY6eL9wMSx99JJqizU6Gvltw2+xmWxsb9/Og7MfjEsytrO+j//e3sgrX1wvC4ULcQULRXS6HH46HX5O9bmp7XbjDUYoybRRlp3C6oosHl5VKq/zSaSU4sSJE+zevRuDwcANN9zAzJkzZeZpApJXwVTprYGB4UW7J5JS0Yr77fthyccvqYsyGAnyTss7nBg4wcbijfzZjj/jD5b8AfdV3jexscag3x3gy786xD/fv4iSzOQpv74Q4tIFwzodQz46hnwc73TSMuAlx26lID2JsuwUbpyTT3aKBYPUEJwynZ2d7Nixg5KSEjZu3Ijdbo93SGIUkpBNlX1PRROmS6j/dVE1r8HgqeiC4JaUcR/e7m7n+brnKUwp5KOVH+WL736RzTM2xyUZ84cifPHpg9y+oIBb5hdM+fWFEOPj8IWo73FHux77PQz5QuSnJVGUkcSKsiw+sWa6dEHGgVKKoaEhMjMzKSoq4o477qC4uFhaxRKcJGRTwe+Iznj8/PaJPW/ze9DyXrQbdJzJmFKK97veZ2vbVu4ov4Py9HI++cYnubXsVr6w5AsTG2cM/KEIn/7p+9itJr5156VNRBBCTJ6IruhzB2gf8lHT5aJzyIc7EGFGXgrlOSmsm5lNrv3aXIQ70Rw+fJh9+/bxwAMPkJ6eTklJSbxDEjGQhGwqHP41TF8XLQY7UXprowVm1/8x2DLGdag76OaF+hfwhX08vuBxTJqJx998nPnZ8/n84s9PXIwxiuiKP3rmICajgR98YrksiSREAghFdNoHfTQPeDnR6aTL4Sc1yURhuo2ZeXaqZueSl5okr9cEEg6HMZlMzJo1C4PBQGpqarxDEuMgCdlUOPQLuOFbE3e+vnrY92NY+glIH98nn4M9B3m7+W1W5K9gY8lG/GE/n37z06wpXMOXl385Lk3a39tST787yM8/s1re3IWIk4iu6HT4qOtxc6o3OvsxN9VKaVYyN8zOY1pWMjaLdD8mokAgwM6dO3G5XNx9993YbDYWLlwY77DEOElCNtl6a8HRDhU3TMz5XN3RZGzJx6IzKmOklOLt5repGazhsXmPUZBSQEgP8bVtX2Ne9ry4JWNbanr46a4mXn5inbzZCzGFIroaKT9xsis6AD/DZmZmfiqrymX245WitbWVbdu24fV6Wbp0abzDEZdBXm2T7cTLMP9eME7ArzrohUP/C9PWjisZC+khXm18lV5vL59d+FlsJhu60vmbXX+DQk150dfTWge8fOVXh/jex5fJjEohJpmuKxr7PLQOeKntdtE+5CPDZqY8N4U1Fdl8fPV0+VB0BQmFQuzevZsTJ06QmZnJLbfcQm5ubrzDEpdBErLJduxFuP0fL/883gHY9R+QNw/m3h3zYY6Ag2drnyXNksZj8x/DarQC8N2D36V+qJ4f3fIjzMapX4rEH4rwe/+zj89fP4PrZshitkJMhkA4QqtL55XDHXzQOkRqkpnKPDsbZ+VSkZuC1SQJ2JWos7OT6upqXC4XixYtYsWKFZhM8uf8SifP4GTy9EdLUpSuubzzhIOw8//B9Otg1q0xH9bh7uBXNb9ief5yNhRvGGkFe+PUG7x+6nV+cccvsFumviaNriv+5NkPKM9J4XMbK6b8+kJczRzeEMc6HdR0uWju9+Lvj3BLpZHPbqggP238BaNF4giHw+zbt4/Dhw+TmprK3XffTWFhYbzDEhNEErLJVPMqzLjh8rorIyHY/T3IKofKW2I6RCnFvu59VLdWc0fFHczPnj/yWKOjkb/f8/f816b/ItuWfelxXYZ/fauG9iEfT//eGqmLI8Rl8gUj1PW4aOz1UNPtIhDSmVOYyorpWTy4opT33+ulak5+vMMUE6C+vp7Dhw8zd+5c1qxZg9ksC61fTSQhm0yNW6Ey9hatCzr2IhitsPSxmJZcCukhXml4hS5PF48veJwc25nuQGfQyRff+SJfXv5l5mXHp9bXnsZ+fr2vjde+tF4KRgpxCSK6om3QS123m4ZeN50OP0UZSczItfP4dWXkplrlg85VRNd1hoaGyMrKYvbs2WRkZFBQIIWzr0aSkE0WpaCxGm76i0s/h7MTOg5ES2YYxi626Av7+HXNr7GZbHxm4WewGM+sChCKhPjKlq+wvnh9XKrwR2PQ+bMXjvA398wnT7pOhIhJMKzTMuChud87vCSRi6wUMwuK0rlhTh7Ts5NlLNhVbMeOHZw6dYqHH34Yq9UqydhVTBKyydJ7EszJkFl2acfrETjx2+i4MevY47wieoRna54lMymTuyruwqCdm8D92/5/w2qy8rWVX7u0eCbAf29vpCjdxh0L5Q1FiIsJR3Qaej180DbEyU4XualWynNSWFCczn3LSkixylv31UzXdSKRCGazmUWLFlFaWorVao13WGKSyat6sjTtgPINl3asUnDwfyHkjWncmK50flP3G4wGI3eW33leMrancw9vNb3FC5tfwGSIz1Pu8Ib4YXUDL/7hOulOEeICHN4Q9b0uarvd1Pe4ybZbWFCUzq3zCkhPlrFC1wqn00l1dTU2m42bb76ZjIwMMjIy4h2WmAKSkE2W+t/Bwo9e2rGN1TDUDOu/DKaLfypSSvHGqTcIRAI8POdhjIZzuy6G/EN8c8c3+bt1f0e6Nf3S4pkA//pWDbfML6Aid+pndQqRiALhCN2OAHU9Lg62DOENRqjMt1ORk8IdCwtJt0kSdi1RSnHixAl2796NwWDguuuui3dIYopJQjYZImE4tQ3u/cH4j+04BHVvRZMx68XXIVNKsaV1C83OZj614FOYDee+gUf0CF/d+lXuLL+T64rj9+Le3zzAW8e7eO1Ll9hiKMRVwBeMcKrPQ/uQj8bhwfg5dgvTslO4f3kJZdnJ0np8jXK73Wzbto22tjaKi4u5/vrrsdvlw+u1RhKyydB9BNJLITlrfMfpOhx9DhY8APa8i+6qlOLN5jc5NXSKT8z7BDaT7bx9fnLsJ0RUhC8t+9L44phA3mCYP3v+CF+4fgbZdhkDIa4NSin6PUGa+jw09LppGfDi8ocpybQxPTtFCrMKIPrvpL6+np07d6LrOuvXr2fu3LmSmF+jpiwh0zTtNuD/AUbgR0qpf/zQ49OAnwEZw/t8Qyn12lTFN6Hq34HyjeM/ru5NSMmDkuVj7vpOyzu0Olv55PxPkmw+f9mhJkcTPzv2M35116/iNm4M4N9/V8e0rGQ+eV1Z3GIQYrLpuqLb5aepz0tTv4emfg9KwfTsZCrzUrlhdh45disGg/yhFVE+n4/t27fT1NREfn4+VVVVpKfHb1iJiL8p+UutaZoR+B6wCWgD3tc07WWl1PGzdvtz4NdKqR9omjYPeA0om4r4JlzTDlj1e+M7xtMfHXe2cexZkFtbt3Jy4CSfmv+pCyZjET3CN3d8k88v/jxF9qLxxTGBTnY5eXpPC299ZaN84hNXlVBEp23QR1O/h+Y+D80DXlKtJqZnpzAr386meflkp1jk370Y1bFjx2hpaWH16tUsXLgQQwyljcTVbaqaTlYB9UqpRgBN054BNgNnJ2QKSBu+nQ50TFFsEyschLb34YGnYj9GKTjyLMy8GVIvXhKiZqCG/T37+ezCz4667NEvTvwCs8HMI3MeGU/kE+4fXjvJH9wwk8L087tThbiSKKVoG/RR3+PmRJeTHmeA3FQrZdkprCjL4oEVpdilFIUYQyAQwOPxALBkyRJmzJhBZmZmnKMSiUJTSk3+RTTtAeA2pdRnh+8/CqxWSj1x1j6FwFtAJpAC3KyU2n+Bc30O+BxAfn7+8meeeWZSY3e73eMaXGl3NTL3xL/x/qrvxXxMmqOGrIF9NE9/EGUYfWaVK+LibcfbbEjdQK45d9R9/qHjH/hS/pcotMRvjbP6wQj/cdDPv16fjMU48a0E431exOS7mp4TpRRDAUWPV9Hh1un26oDGtDQDFekGspK0Sfl3PRmupuflStfa2ko4HCYnJ4fU1ItP2hJTbypeKzfccMN+pdSKCz2WSB/pHgF+qpT6N03T1gI/1zRtgVJKP3snpdSTwJMAK1asUFVVVZMaVHV1NeO6xnvHYO6m2I8JB+B3b8I936Ase8aou/nDfp48/CSPzn+UlQUrR93v/+z5P9xZeSePrIlf61hEV/zLf+7gz++ZxS0rSiflGuN+XsSku5KfE6UUQ94Qtd0uGvs81HW7STIbKCtNYUl2MrPyU8lMsYx9ogR0JT8vV4NQKISmaZhMJnp6egA4fvy4PCcJKN6vlalKyNqBs/8ylwxvO9tngNsAlFLvaZqWBOQAPVMS4URpeQ/m3BX7/id+C3nz4CLJmFKKlxtepjy9/KLJWMNQA6+deo0XNr8wnogn3I93NJJsMfLR5SVxjUOIi+l2+qnrdtM84KGx14PJoFGalczcwlRumZcvs4LFZevs7KS6uprp06dz3XXXkZcXnT1//PjxMY4U16KpSsjeByo1TSsnmog9DHzsQ/u0ADcBP9U0bS6QBPROUXwTQylo3gW3/VNs+/echPb9UPVnF91tR/sOHAEHH6n8yEX3+7/7/y+/t/D3zllQfKrV97j5z3freeWLG2RAs0gogXCEpj4vNd0uarqchCKK2fmpzC1M444FhVdsC5hIPOFwmH379nH48GFSU1MpLy+Pd0jiCjAlCZlSKqxp2hPAm0RLWjyllDqmadq3gX1KqZeBrwL/rWnal4kO8P+UmooBbhOprxZMNkgvHnvfoBf2/ACWPw5JaaPudrTvKAd7DvLovEfPK/x6thP9Jzg5cJL/W/V/LyXyCRGK6Pzpcx/wxI0zmZZ9/uxPIaaSNximY8jHsQ4np/o8DHiClGTaqMxP5aEV0yjNssmHBjHhent7qa6uZnBwkLlz57J69WosFkn2xdimbAzZcE2x1z607S/Pun0cWDdV8UyKlvegbP3Y+ykVTcamrYXCxaPu1u5u5/VTr/PxuR8nM+niM3F+efKXfHTWR7Ea49fN8rNdTZgMBj6zviJuMYhrk1KKToef+h43XQ4/dT0uPMEIpZnJzClI5f5lJRSmJ2EySmkBMTl0XefgwYMcOHAAm83G7bffTmnp5IyhFVenRBrUf+XrOARFS8fer3ELaEZY9BCM8gndG/Lym9rfcEf5HWPWEmtyNLG1dSu//chvLyHoiVHT5eJ7W+p59vNrMUrxSzEFvMEwzf1eartd1HS5AJiVn0pFbgrXz84lL9UqLWBiSgwODrJlyxb6+vqYOXMm69atw2qVMYhifCQhm0ht+2DJxy++TzgADe/Cik+PmowBvNX8FhUZFczPmT/mZX9y7Cd8dPZH47p4+N++cpwv3ljJzDyZyi0mRyii09zvobbbTX2Pe6QLsjwnhYdXShekiJ9Dhw7hdru5+eabqaiQHgJxaSQhmyghPww0QP4YCVT7frBlQtboL9oT/SdodbXy2YWfHfOyjUONvNvyLq985JXxRjxhjnc4OdQ6xI8+ecHSKkKMWyii0+Xw0zHko23QR5czejvbbmVBURp3LSpkWlaydEGKuHE6nSilSE9PZ+3ataxevZrkZBk7Ky6dJGQTpeMg5MwCy0VekEpBzesw9+5Rd/GGvLx26jUemPXABRcM/7B/3vfPfG7R5+LWOqaU4psvHOGbd8wlySwLJYtL4/CFaOh1c6TNQZfTz5A3RK7dQlFGdDHu5dMzKUhPkn9jIiHous6rr75KWload955J0lJSfEOSVwFJCGbKG3vQ+mqsfcxJUHxhVuSlFK8duo15mXPY3ra9DEvua9rH6eGTvHdG757KRFPiJc/6MATCPPgCqk5JmLn8oeo73FzvNNJS7+XsK4oy05mQXEam+blk2O3YjFJ65dILF6vl6SkJAwGA9dffz1paaPPkBdivCQhmygdB6Dy1ovvU/c2zP8IjLKIbP1QPV2eLn5/0e/HdMn/OvxffH7x5zEbRy+HMZn8oQj/+lYN/3z/Yuk6Ehel64rGPg8tAx4ONA/R7wkypyCVBcVp3L6gkMxks4z/EglLKUV9fT07d+5k2bJlLFq0iKKii0+2EmK8JCGbKF1HYOOfjv64px98A5A754IPh/Uwr516jdvLb48pwWpyNFE7WMv3b/r+pUZ82Z7Z20JJRjJrKrLiFoNIXAOeIB1DPpr6PRxpd6ChMa8ojXuXFjEj1y4JmLgi+Hw+tm/fTlNTE/n5+UyfPnbvhRCXQhKyiRD0gqMNcipH36fmNShdPWrr2MGeg2QlZTErc1ZMl/zx0R/z0OyH4tY6FghH+F51Az/8xDL5wyoA8IUVxzuctA/5qOtxMegJUpqVTEmmjU9dV0Zh+thjIoVIJE1NTWzbto1gMMjq1atZuHAhhlHew4W4XJKQTYT+Osgsg9GSo6EW6D0JN/75BR/2hX1sbd3Kx+eOUTJjWKe7ky2tW3jl3vjNrPz5e81U5tlZPl1ax65FSim6nQHqely0DHjpGPJxvD7IWksv07NTuGlOPpV5dgxSk05cgQKBALt27aKuro7s7GzuuususrLkvU5MLknIJkLnBxetuM+pbTD9OjBfuIVge9t2ZmfNptBeGNPlfl37a+6quIuMpIxLCPby9bkDfG9LPb/+/bVxub6Ij0FPkIZeNy0DXo53ODEZDcwtTGVeYRqb5uZzzNLJDRtnxDtMIS5LW1sbW7duxev1smzZMpYuXYrRKLN7xeSThGwi9JyEvLkXfiwciJbE2PAnF3y4z9fHwZ6DfH7x52O6lDfk5dnaZ3n6jqcvNdrL9p23a7llXgGV+VIE9mrm8oeo63FT2+XieKcTg6YxuyCV6VnJbKjMJTf13Erkx6XrWlzhlFIcPHgQs9nM5s2bycvLi3dI4hoiCdlE6DkGFX944ce6j0a7M9Mu3Pq1vW07a4vWxlxH7I2mN1iSu4TStPiskXa4bYg3jnbx1pc3xuX6YvKEIzqtgz5Odjqp73HT5w4wMz+V2fmp3DK/QGZCiqtWV1cXaWlpJCcnc9NNN2GxWDCZ5M+jmFryL24iONohY5QEqesoFCy64EOekIfawVqeKHsipssopfifY//D11d9/VIjvWy/2N3CZzdUkG2XddquBrquaOr38EHbEEfbnaTbzMzKT+VOqYQvrhF+v5/XXnuNmTNnsnHjRqm2L+JGErLLpevg7IC04vMfC7ii48sW3H/BQ3e072Be9jxSzCkxXWpf9z50dNYUrrmciC9Zt9PPm8e7ePVLG+JyfTExdF1R2+PicKuD2m4X6TYzC0rS+ULVDHIk0RbXCKfTSWpqKklJSdx6663k5ubGOyRxjZOE7HINNUXXpky6QMXmo89HS11Y7ec9FIwEOdRziC8s+ULMl3qu9jkenPVg3LqNfrGnhbsXFVGcIeULrkQOb4h9zQPsOTVAqtXE8umZbJqXT2aKJd6hCTFldF3n4MGDHDhwgJtuuomKigqKiy/wgVqIKSYJ2eVytEHmBQoF+gaj1ftv/YcLHra7czczMmaQZolt6Y1uTzc72nfwjVXfuJxoL5lSijeOdvI39yyIy/XF+AXCEY53ODnW4aSpz4OuYGFJGp9ZX05+mqy9J649g4ODVFdX09vby8yZMyUREwlFErLL5WiH1AsM2G/ZDfkLwHJ+d2RID7Gncw+PL3g85su83PAyt5TdQmZS5uVEe8mOdzrxBiOsKpdaPInMHQhzpM1Bfa+bhh4307OTmVeYxu0LCshKscigfHFN0nWdo0eP8v7772M2m7n55pupqKiId1hCnEMSssvVe+LCyyG5OiFv3gUPOdRziCJ7ETm2nJguoSudlxte5m/X/e3lRHpZvvN2LQ+vLMUohT4Tiq4r2gZ9dDn91Ha7qO9xMzPPzrzCNO5dUkRqUnxWchAiUTidTqqrq+nq6mL69Ols2LBBBu6LhCQJ2eXqq4PFD5+7zd0TXdty/n3n7a4rnV0du7hv5vmPjWZ723aSTEkszr1I8dlJdKLTyYGWIf7zY8vicn1xLocvRN1w8lXX48Zo0JiZZ6cyz859y4pJtsjLWgilFCdOnGD37t1omkZVVRWVlZXSSiwSlrxzX67+Bsj6UNN33VtQvhFsGeftfrz/OCnmFEpSS2K+xM9P/JzH5j0WtzeSH25t4DPry0kyS7XqePCHItR2u2jq91Lb5cITDFOZl0p5Tgq3Lywk3SatYEJ8WCQS4ejRo+Tn53P99ddjt58/uUqIRCIJ2eVQCgabzk/IHO2w6KPn7a4rnbea3+LeGffGnFw1OZqoG6zjlrJbJiDg8XP4Qrx5rItv3jHKSgRiwikV7YZs7PNQ1+2ibdDH9OxkyrJT+MSa6eSnWeVTvhAXoJTi1KlTlJaWYjabueuuu7DZbPJ6EVcEScguh7s7WtLi7IH7zg4IuiCj7Lzd64fqSTGlUJ5eHvMlfn785zww6wGsxvjUh3r5gw5m56fKrLxJFghH2N80yLEOJ+1DPtJsZmbkprCqPIuPrbZLN6QQMRgaGuJ3v/sdq1atYsmSJTJWTFxR5F3+cgw2Q+aHkquuo1C4BAznVjhXSrGjfQerClfF/GnNG/LyetPrvLT5pQkKeHy8wTD//nYtP3x0eVyuf7ULhCMcbXdwotNFQ6+bilw7a2dkU5aTgt0qL00hYjUwMEBWVhaZmZncddddFBQUxDskIcZN3vUvR3/9+d2VzTtg4fndlR2eDtxB97gG5r/S+Aor81eSmxyfCtI/2dnE0mkZrCyTUhcTJaIrTnY5OdLmoLY7WpZiQXE69ywpIk1mRAoxLoFAgF27dlFXV8fmzZvJz8+nqKgo3mEJcUkkIbscjtZzi8KG/OB3QHblebvu7dzL8vzlGLTY1gZUSvHLE7/kz1b/2URFOy4OX4j/3d3MDz8hrWOXSylFU7+X95sGON7hpCA9iUUl6dw6v0Cq5Atxidra2ti6dSter5dly5aRkxNbGSEhEpUkZJdjqBVKV52533syWiTWfO54q0AkQO1gLZumb4r51Ls7o1O1VxWsGnvnSfDDrQ2sLs9icWlGXK5/pVNK0dDrpqbLzYlOJ5oGy6Zn8tVbZkltMCEuQygUYs+ePRw/fpyMjAw2b95MXl5evMMS4rJJQnY5nO3nLireshvK1p+327G+Y0xLm4bdEvu06xfqXuCh2Q/FZXZQOKLz/IE2fvKp+CSDVzJ3IMzBlkH2NA5gMRmYX5TGw6tKKc6QmV5CXK6uri6qq6txOp0sXLiQlStXYjLJnzFxdZB/yZfD0QZpw+MVlILBUzBv83m77e/ez8aSjbGfNuBgR/sOvrn6mxMV6bg8t7+Nksxk5hXFts7mta7fHaCxz8PBlkE6hvzMKUjl/uUllOecv2yWEGL8wuEw+/fv54MPPiA1NZW77rpLxoqJq44kZJdK16MJWca06H1PLxhMkHru7J5+Xz/OoJPKzPPHlY3mpfqXuK74OjKSMiYw4NjouuLJ7Y38zT3zp/zaV5JBT5BDrUM09nloH/RRmW9nbUUOcwtTMRljGycohIhNOBymrq6OOXPmsGbNGiwWGXsprj6SkF0qbx+YbdE6ZAADjdEZlx/qltrXvY8FOQvGNZj/ubrn+Ou1fz3BAcdma10vSSYj62fKANkPU0rR5fRzqGWIfc2DLCpJZ3V5FjNX22UVAyEmmK7rnDx5kjlz5pCUlMQDDzxAUpLUQxRXL0nILpW759zWsKFWyCw7ZxdvyMuhnkN8btHnYj7tkb4jhCIhluYtnaBAx+dH2xv57IZyGe80TNcV9b1u9jcPUtPlQinFirIs/vCGmWTJDEkhJk1bWxs7duzAZrNRXl4uyZi46klCdqlcXWA/a2ZPfx3k33vOLof7DjMrcxaZSZkxn/b1U69zz4x74pIQ1XS5qOlyc9ciGZvhC0bY1dDHroZ+MpPNLJ+exaZ5+eTY47NighDXAqUU/f395OTkMG3atJHaYkJcCyQhu1QfnmHp7Yf0cxcMP9l/ktWFq2M+pVKKd1re4T9v+s+JinJcflBdz0dXlGAxXbtjoAY9Qd5vGmB34wBzClL5zPpyijJs8Q5LiKue0+lk69at9PT08OCDD5KamirJmLimSEJ2qVyd0ZpjAEEv6GGwpo487Ag46PZ2j2sw/4mBE5gNZiozYj9morQOeHnnRA87/+zGKb92Iuhx+tlW18fxDifzitL4wxtmkC2tYUJMOqUUJ0+e5L333kPTNDZs2IDdHnuJICGuFpKQXSpPL+TMit52tEbXtDyrm7F2sJbKzEpMhth/xVvbtrKxZGNcuiuf29/G/ctLrqnle07XDDvQPIQ7EGJ1eTZfvWUWKbKOpBBTwuPxsG3bNlpbWykuLub666+XZExcs+Qvz6Xy9kNydvT2QOP53ZUDJ1meP75lh3a07eCLy744URHGTNcVz+5r5bsfWzbl144HhzdEdW0PB1uGmFeYxp2LCqnIScFgkIkMQkwFpRT19fXs3LmTSCTCunXrmDdvnkwmEtc0ScgulbcfkocX3e6vh+IzyZc/7KfD3cH9lffHfLouTxfNrmaW50392pHb6/uwJ5lYPj32yQdXooZeN9tre2ke8LJ8eiZfuWXWNdUiKEQi8Pl87Nixg1OnTpGfn09VVRXp6enxDkuIuJOE7FK5eyFleJalbzDaZTms2dlMkb2IZHNyzKd749Qb3FB6A2bj1CcIP9l5isfWlk35dadCMKxzsGWQfc2DuPxh1s/M4ZHV07CapG6YEPEQCoXo6Ohg1apVLFq0CIPh2p1EJMTZJCG7VO5usOdDOAh+B6ScKaRaN1RHRXrFuE73VvNbPLHkiYmOckwOX4h9TYP8v4fjU/dssvhDEXbW97G7sZ/cVCs3zM5jTkGqdEsKEQeBQIDa2loWLFhAWloajzzyiFTbF+JDJCG7FJEwBJzRLktHG6TkwnDLllKK+sF6Pjb3YzGfrsvTRYurhVWFU7+Y96uHO1k7I5t029XRdecPRTjc5uCdk92UZafwexsqyEuTgpJCxFNDQwO7d++msLCQnJwcScaEuABJyC6FbxCsaWAwRgf0p50ppHrKcQpN08i15cZ8ul0du1hbuHZcMzInyutHO3lwRemUX3ei9bsDbK/r41DrEGXZyTyychplsri3EHETCoUYHBwkLy+PuXPnUlBQQFZWVrzDEiJhSUJ2KVwdZ2qQ9dWes2RSu7udyozKcc0W2tm+k/XF6yc4yLEd73ByssvFpnlXbvHFHpefLSd7ONHpYu2MbL68adZV09onxJWqq6uL6upqgsEgjzzyCGazWZIxIcYgCdmlcHWfWceyrxZm3TbyUMNQA2uL1sZ8Kl/Yx/b27Xxz9TcnOsoxPb23hU+snn5FLozd5dH50fZGOh1+1lZk8/XbirFZrryfQ4irSTgcZv/+/Rw+fBi73c7NN9+M2SwfkISIhSRkl+J0DTJdj94fbi3zhrx0ejqZkTEj5lO91/Eec7Pmkm3LnoxIR+UPRXjxUDuvfWnDlF73ciilONLuYFttL8fbwnzqlgw+eV0GZqPM0hIi3vr6+tiyZQuDg4PMmTOHNWvWyFgxIcZBErJL4RuIJmQBB5htYIq+6ZxyniIvOW9cY8F2tO/gxmlTv1xRdU0Ps/NTKc2KvTRHvOi64nC7g3dPdGMwaNw6v4B5WhuryqULRIh403WdgwcPcuDAAWw2G7fddhvTpk2Ld1hCXHEkIbsUp4vCes6q1g80DjUyN2tuzKdRSrG9fTuPzHlkMqK8qBcPdnDXosIpv+54hCM6B1uH2FrTS5LZwD1LipiRa0fTNLprpHyFEPE2NDTEli1b6O3tZcaMGaxbt46kJJnVLMSliDkh0zRtE/AwkKeUulvTtBVAmlLq3UmLLlF5ByB/frRCf8qZ2ZRt7jaW5ce+/NDx/uNYDBZmZsycjChHVd/jZvepfv7x/oVTet1YdTv9HGlzsL9lkFy7lXuXnknEhBCJIxgM4na7ufnmm6moGF/tRSHEuWJKyDRN+yLwR8CPgAeGN/uA/wCum5zQEpi3L5qIubtH1rD0hX0M+YfIT459xuLrp17ntvLbpjzRePVwJ3cuLCQjOXHGdyilON7pZGd9H33uIAuL03lk5TSmZSd+l6oQ1xKn00lLSwsLFiwgLy+PRx55BJNJOluEuFyxvor+GLhJKdWkadrXh7edBGZPSlSJzjsItkxo3AJz7wag09NJYUrhuMaPbW3byj9u+MfJivKCQhGdX+9r5bsfS5zK/I29bt481k0oorOhMoeFxemYZKC+EAnpxIkTnDhxgoqKCpKTkyUZE2KCxPpKSgVah2+r4e9mIDjhEV0J/EMQ9gHayALjzY5milOLYz5Fm6sNZ9DJ3OzYx5xNhJcPdVCSaWPZtPgvJO7whXjpUDtdDj83zc1naWmGLG0kRALyeDz4fD5ycnJYvnw58+fPJzlZWq+FmEixNkNsA77xoW1fArZMbDhXCE8fhAJQcGYMVrOzeVzrV+5s38m6onUYtKltCfr57mY+tjq+M6B0XbG1tpd//10tealWvrJpFsunZ0oyJkSCUUpRX1/Pc889x5YtW1BKYTKZsNvt8Q5NiKtOrC1kXwR+q2na7wGpmqbVAC7grkmLLFEpFR1DFvSMtI6F9TBd3i4KU2Kftbinaw83lN4wWVFe+JqN/fS6AtyxMH6zK2u6XGyp6UEp+ELVDPJSZUaWEInI5/OxY8cOTp06RX5+PlVVVTKxRohJFFNCppTq1DRtJbASmE60+3KvUkqfzOASUtANRmu0yzJzOgDd3m4yrBkkm2NrwldKsb97P19b8bXJjPQ82+p6uXluXlwKqXY7/bxyuJM+d4AbZuexfHomRmkREyIhNTU1sX37dgKBAKtWrWLRokUYDDKuU4jJFOssy5eUUpuBvcNfp7c/r5S6b7KCS0i+QbBlRL8PLyre4myh2B77+LFWVytmg5lC+9S1VIUjOi8e7OD7H4+9LMdE8AbDbDnZy/tNA1w/K5dPrp0uA/aFSFDBYJBdu3ZRW1tLdnY2d955p6xBKcQUibXLcrS+taoJiuPK4RueYekdiCZmQM1ADSsLVsZ8ioM9B1mcu3iSAryw3x7uoDjDxuLSjCm5nq4rdjf2U13by+z8VL56yyxSk2RNOyESVUdHB1u2bMHr9bJ06VKWLVuG0SjrwwoxVS6akGma9u3hm5azbp9WATRPSlSJzDcISekQ8kBSBkop2txtfDT9ozGfYmf7TlYXrp7EIM/39J5WHrtu+pRc60Snk9ePdJJsNfHx1dOYnp0yJdcVQly6UCiEyWRi8+bN5OXlxTscIa45Y7WQlQ5/N5x1G6KlL1qBv56EmBKb3wFGM5hTQNPo9/WRYk4hxRxb0qGUYlfnLr664quTHOgZ3U4/Nd0ubp4be9HaS+ELRhcsbx3wcteiIuYWpsogYCESWFdXF4ODg8ydO5fp06dTWloqY8WEiJOLJmRKqccBNE3bpZT676kJKcH5HYABssqBaD2x0tTSix9zltrBWlLNqeSnTG5ydLbfftDBDbNzSTJPTveDUooDLYO8cbSLOQVp/NHNlVhN0tUhRKI7fvw4vb29zJo1C6PRKMmYEHEU6yzL/wbQNC0VyAG0sx5rnJzQEpR3AMw2SMkBoMXVwrTU2Ot6bW3byvWl109WdBf02w86+ONNsyb8vEoparpd/O54N2Fd8dDKaczMk/pEQiSyvr4+TCYTGRkZrFu3Dk3TZKyYEAkg1lmWc4FfAouJdldqnKnYf229kn2DYDRBcjQh63B3sDx/ecyH7+3cy2PzH5us6M7T0OumptvF2orsCT2vNxjm+QPttA36uHV+PotLpMq+EIlM13UOHTrE/v37KS0t5bbbbsNqtcY7LCHEsFjbp39AtCp/FuAEMoH/Aj4Z64U0TbtN07QaTdPqNU37cNX/0/s8qGnacU3Tjmma9stYzz2lvP0QCYE1lYgeod/XT54ttgGwET3Csf5jLMxZOPbOE+S5/W3cs7howrordV1xuG2I/3inHrvVxFc2zWLpNKmyL0QiGxwc5KWXXmLfvn1UVFRQVVUV75CEEB8Sa9mLxcAmpVRI0zRNKeXQNO1rwFHgf8c6WNM0I/A9YBPQBryvadrLSqnjZ+1TCfwZsE4pNahpWmJO8/E7ot9Tcuj2dpOVlIXZGFs5h6P9RylIKSAzaerWkTzW4eTOhQUTcq7WAS+vHekkGNbZvKSIuYVpE3JeIcTkUEoxODjI888/j8lk4uabb6aiIvYl3oQQUyfWhMxPdDHxENCnado0YBCItR9sFVB/eryZpmnPAJuB42ft83vA95RSgwBKqZ4Yzz21/A4wWsCaRqejjtzk3JgP3dO5h7VFaycxuHO5/CHePzXAdx9ZelnnCYQj7G4cYFttL5vm5bOqLEtaxIRIcE6nk61bt9Lb28u0adPYuHGjLAguRAKLNSHbDjwI/BR4DngdCADvxnh8MdEyGae1AR8uxDULQNO0nUTHpf21UuqND59I07TPAZ8DyM/Pp7q6OsYQLo3b7T7nGst62wgk5XDsvf3s8+7Holmo7ogthle7XuXW9FsnPebT9neHmWZXHNyz85KOV0rR7NR5ryNMXoqBFfkm/C09bGuZ4EAvwYefFxF/8pwkDofDQU9PD5qmkZGRgdVqZe/evWMfKKaEvFYSU7yfl1hnWT541t1vAscAO/CzCY6lkmj1/xJgm6ZpC5VSQx+K5UngSYAVK1aoyR4LUV1dfe54iwMBKJxG1Q030Hj0FGsL1zI3e+6Y5/GH/XT+qpNP3vzJmGuWXa4XnjnIg+syqFpfPu5jQxGdFw+20xv08Mf3Jl735HnPi4g7eU4Sx/HjxzEajVRVVbFv3z55XhKMvFYSU7yfl1hbyEYMLyj+c03TLAx3M8ZwWDvnFpYtGd52tjZgj1IqBJzSNK2WaIL2/nhjnFS+AbCmAuAOusmwZsR02ImBE1SkV0xZMtbrCvDuiR7+8q554z62vsfFr/e1MS0rmS/dJDXFhEh0SikaGhoAmDlzJnPnzmXu3LlSmFmIK8iYsyw1TbtJ07Svapq2efi+SdO0LwGngM/HeJ33gUpN08qHE7mHgZc/tM+LDK+NqWlaDtEuzMSqcRYJQcgPqYWEIiEGA4MxjyE71HOIRbmLJjnAM360vZG7lxSRbY99WnsoovPSoXZ+uaeVe5cU84k10yUZE+IKceLECerq6lBKoWmaJGNCXGHGWsvy68BfEO2inK9p2veJJk0B4HNKqVdjuYhSKqxp2hPAm0THhz2llDo2vD7mPqXUy8OP3aJp2nEgAnxNKdV/iT/X5PANgtUOydn0+/vJSsrCZIitkfFw72Fumn7TJAcYFYrovHK4k+9/fFlM++u6Yl/zIL870U1xho2v3DILu3XcjadCiCnW3NxMbm4uycnJbNq0CYvFIomYEFeosf7q/j5wvVJqv6Zpa4CdwFeVUv8+3gsppV4DXvvQtr8867YCvjL8lZh8Q9GEzGhhKDBEji0npsMieoR93fv4+qqvT258w9450U1hehKLStLH3LfT4eP5A+3oupKFwIW4QgSDQXbt2kVtbS0LFizguuuuIykpKd5hCSEuw1gJWY5Saj+AUmq3pmkB4P9NflgJKuAEoxXs+Qz6B2MeP3a8/zg5thwKUiamHthYttX1ccv8/It+UlZKsbtxgN+d6ObW+QWsmC7FXYW4ErS3t1NdXY3X62Xp0qUsWxZbS7gQIrGN2S+lRf+qn/7yD28bGXs2PMj/2uDpi35PK8LpbyfdMnYLFMD73e+zqmDVJAZ2Rjii89axbp753Ieripyh64r/ea8JbyjC5zZWkJ8mn6yFSHShUIi9e/dy7Ngx0tPT2bx5M3l5iVk/WwgxfmMlZHYgfNZ97az7p9ezvHZGfeshiAQhKY2hoWMUpRTFdNgHPR9wS9ktkxxc1Pb6PooykpiZl3rBx+t73LxwsI2sFCu/t6ECszHW1bOEEPHS3d3Nli1bcDqdLFiwgFWrVmEyyThPIa4mY72ix1/A6mrmd4HJCqmFOFocJJnGbllSSnGo9xDfWHXB5Tsn3BtHurhn8fmJYiii87vj3RxsHeLeJcXMK0qsumJCiAt7//33OXToECkpKdx1110UFcX2QVAIcWW5aEKmlGqeqkCuCK7h0mlGM96QN6ZB/Y2ORmwm25SMH1NK8W5ND1+omnHOdpc/xC/3tGAyGnjixpmkJcW29qYQIjHMnj2bNWvWYLFY4h2KEGKSSJv3ePgGITkXXel4Qh7sFvuYhxzvP86CnAVTMhX9gzYHSkFZzpmZkv5QhJ/sbGJ6djJ3LyqSgftCJDhd1zl06BB5eXmUlJSwYsUKKWUhxDVABhCNh6cfUnJwBV3YTDbMhrFbmk4MnGBO1pwpCA5ePNjOfcuKR+57g2F+srOJ3FSrJGNCXCF0Xae+vp7W1ujyv5KMCXFtkIRsPPyDkJSGM+AkzRrbGKwjvUdYmLNwkgMDpz/ES4faeXTNdOBMy1hhehIPrSiVZEyIBKaU4sSJE4RCIUwmE5s3b2bt2rXxDksIMYXG1WWpaVopUKyU2j1J8SQ2vxOyZuIMOkmzjJ2QhfQQNYM1zM+eP+mhvXa4k6XTMinNSsYTCPOz95rITrGweUmRfMIWIoE5nU62bt1KZ2cnuq4zf/58rNbYlzwTQlwdYkrINE2bBjwNLCFa6sKuadoDwG1Kqc9OXngJJuACSzJDgSHSrWPXIDvef5yS1JKYxppdrlcOd/LwqlIae908u7+NOQWp3L1IkjEhEpVSipMnT7J7d/Tz7caNG5k9e3acoxJCxEusLWT/BbwKbABOry/5NvBvkxFUwgp6IK2IwcAgebaxCzIe6D7AyvyVkx5WryvAgZZB/uWji3hqxynuWFjI0mmZk35dIcSl8Xg8bNu2jdbWVoqKirj++utJTb1w7UAhxLUh1oRsFXCnUkrXNE0BKKUcmqbFVqr+ahH0QFoxba5TzMkce6D+kb4j3DRt8hcU/82BNqpm5/LTnU1sqMyVZEyIBFZfX8/OnTsJh8Ncd911zJ8/X1qyhRAxD+rvBmaevUHTtHlAy4RHlKiUgpAX7AUM+gfJTLp40qOU4kjfkSkZP/byoWh9tJvm5rNxVu6kX08IMX66rvO73/2Od999l/T0dO6//34WLJiakjhCiMQXa0L2r8ArmqY9Dpg0TXsE+BXwT5MWWaLx9keXTkovJqgHSbVcvHuh29tNMBJketr0SQ3rg7YhTvV5eGxtGavKsyb1WkKIS2cwGLBYLKxcuZJ77rmHjIyMeIckhEggMXVZKqWe0jStH/h9oBV4DPgLpdSLkxhbYvEOQCRMwGDApJnGrEH2ftf7LM9fPqmffoNhnX987SQryrJYU5E9adcRQlyaYDDI7t27mT9/PtnZ2WzYsEFaxIQQFxTrLEujUuol4KVJjidxhXygIjgjIdKsaWO+qR7pO8Li3MWTFo5Sil/ta6VjyMef3zV30q4jhLh0uq7T2tpKTk4O2dnZkowJIUYVa5dll6Zp39c0bd2kRpPIfANgMNMb6I9pDctDPYdYlLto0sJ592QPbQNe+twBNlTKuDEhEkU4HOaDDz5A13WSkpJ48MEHmTdvXrzDEkIkuFgTslsAN/C0pmmnNE37P5qmTX75+UTiHwKTlUH/IFlJFx+rFYwEaXQ0Mi97ct6EHd4Q1TW95NitrJ2RQ5LZOCnXEUKMT3d3N7/5zW/Ys2cPHR0dAJjNYy+xJoQQMSVkSqmDSqk/VUpNAz4FZALvapp2eDKDSyiubjAlxVSlv26wjtLUUqzGia+27Q2G+fHOU6yvzGHPqQFunZ8/4dcQQoxPJBJh7969vPzyy0QiEe666y5KSkriHZYQ4gpyKWtZngROEC15UTah0SQyPQxmG0OBITKsGRfd9WjfURbkLJjwEHzBCD/b1UxZdjLrZuawu7GfW+YXTPh1hBCx6+vr44UXXuDQoUPMmjWLBx54gKKioniHJYS4wsQ6qD8DuB/4GLAGeItoyYuXJy2yRBP0gikJV9A15sLix/qPTfiC4sGwzn9vb6Q0y8bmxcW8dbybRSXppNukO0SIeNB1nUOHDnHgwAGsViu33XYb06ZNi3dYQogrVKyV+juAXcAvgfuVUkOTFlGiCkbXsXQH3djNF1+b8uTASe6rvG9CL//OiW5Sk0zcu6QYTdP45d4W7lhYOKHXEELExu/38/rrr9Pb28uMGTNYt24dSUlJ8Q5LCHEFizUhm6GU6pzUSBKd34GypOAKuUg2J4+6WygS4pTjFLMyZ03YpfvcAbbV9fGN2+agaRoOb4i9p/r5zoOTV1ZDCDE6q9VKWloaixYtYsaMGfEORwhxFRg1IdM0baNSatvw3bmapl2w2JVS6t1JiSzReHrxmJNINiVftChs/VA9xfbiiyZt4/X28W5umJ1LenL0um+f6GZtRTbZ9omfNCCEuDC3283OnTtZt24ddrudm26a/HVqhRDXjou1kH0fOD0y/cej7KOAigmNKFEFvQwmp425huXx/uPMzZ64Qq1tg15qu1187dbZI9t21PVy01yZXSnEVNJ1nd7eXgYHB7HbLz5sQQghxmvUhEwpteCs2+VTE06CUgoiATxG85jjx04MnJiwBcVDEZ3nD7Rzy7wCki2m4VAU2+v6+Mqm2WMcLYS4XB6Ph9raWpYsWUJaWhoPP/wwJlOsIz2EECJ2MZW90DTtgksmaZr2/MSGk6CCbtDD9BoUGUkZF931xMAJZmdNTLL04sF2MpPNrKk4U4j2WIeTJLOR0izbhFxDCHE+pRT19fU899xzHDhwAIfDASDJmBBi0sT67nLDKNurJiiOxBYOgtHMgB5gWvLoXYW60qkbrJuQhGzQE+RAyxBf2TTrnPXvXj/ayZ2LCmVNPCEmid/vZ8eOHTQ2NpKXl0dVVRUZGRnxDksIcZW7aEKmadq3h29azrp9WgXQPClRJZqQByIh3JZkkk2jD9bv8nRhN9vHrOQfi98e7uD6Wbnkpp47cP+3H3TynYdkdqUQk6G5uZlt27YRCARYuXIlixcvxmC4lPrZQggxPmO1kJUOfzecdRuig/lbgb+ehJgSTzgIegS/ZrhoQlYzUMOsrMsvd1Hb7aKpz8tDK0vP2d464GXIG2RRScZlX0MIcUYwGGTXrl3U1taSlZXFHXfcQXZ2drzDEkJcQy6akCmlHgfQNG2XUuq/pyakBBRwgmbAqemkWlJH3a12sPay6491Onw8t7+NB5aXYDWdu2j4c/vbuGdJEWajfGIXYqIMDQ3x2muv4fF4WLp0KcuWLcNoNI59oBBCTKCL1SErU0o1Dd99R9O0C5a3UEo1TkZgCSUSREX8eFQEu2X0WZb1Q/VsLNl4yZfxBSP8/L1mbpidx7yi87s93znZzV/dPTEzOIUQUampqeTm5nLzzTeTl5cX73CEENeoizW1HDnrdj1QN/z97K+6yQstgSgdfziASTNgMozeqFg/VM/MjJmXfJm3jndRmpV8zqzK0/rdARp7PSwsTr/k8wshonp7e3n11VcJBoMYjUY2bdokyZgQIq5GTciUUqln3TYopYzD38/+ujba9fUIATSs1tGToWAkSJurjfL0SyvZ5vCF2N88yM1z8y84g/Jkl4t5hWkkma+NX7kQk0kphcvlwu12xzsUIYQAYqxD9mGaplVomlY2wbEkLhXBr4dIMqeMusspxymK7EUkmca/wLBSipcOtbOqPOu8WZWnvdfQz8ry81vOhBCx6e/v54MPPgAgLy+PBx98kKwseU0JIRJDrIVhn9Y07brh248Dx4BjmqZ9ZjKDSxhKx6+HsFwk2aobqmNGxqUtMtw+5KPT4ee2+QWj7rOlpofrZ+Ve0vmFuJbpus7Bgwd54YUXOHLkCIFAAEDKWQghEkqshWFvAj45fPsrwM3AEPAio69zefUIB/EQxmgcfTHvxqHGSx4/tquhn+XTMjGNMnvS4Qtxqs/D8ukXX0dTCHGuoaEhqqur6enpoaKigvXr12O1jv46FkKIeIk1IbMopYKaphUDWUqpnQCapl0bK1xHAoT0EOm20bs3mpxN3Dzt5nGfumPIx8lOF390U+Wo+9R1u5iZZ5dyF0LESCnF0aNH2bt3LyaTiZtuuokZMy6tBVsIIaZCrAnZIU3T/gyYDrwKMJycOScrsISiGfGqCMnW0Svw1w/V8/uLfn/cp373ZA/rK7NJTzaPus+uhn5pHRMiRi6Xi+rqajo7OyktLeX6668nOXn0gs5CCJEIYk3IPgP8LRAC/nR421rgF5MRVMJREYZQJI1SpT8YCdLuaqci/YKl2kZV3+OmddDLR1eUXHS/353o5k9vnTOucwtxLero6ODNN98EYOPGjcyePVvWfRVCXBFiSsiUUg3Axz607TnguckIKuHoOkoPYxulhazV1UqRvQizcfRWrvNPqXjjaCd3LCg8ryL/Oece8NIy4GWVzLAUYlRKKTRNIzs7m2nTprFq1SpSU0dfVUMIIRJNzIOSNE17XNO0dzVNqxn+/vhkBpZQIkGCmoZtlCr99UP1lKWXjeuUe5sG8AQjLCq5eKHXN491UTUrF4tJxo8JcSFNTU28+uqrRCIRrFYrN910kyRjQogrTkwtZJqmfQt4DPg3oJnoWLI/1TStSCn195MYX2II+/GbzNhMtgs+3OgY/wzLbbW9bF5SNGZ3ytbaXh5eOW1c5xbiWhMOhwkEAjJWTAhxxYp1DNlngSqlVPPpDZqmvQlsA67+hMzvwGcwjlr09dTQKdaXrI/5dO1DPrzBCJV5F/8U7w9FeL9pgB98Yvm4whXiatfc3Izb7Wb+/PmUlZUxffp0GSsmhLiixdoPlgL0fmhbP3DhJqOrjYrgMppIHmVQf4OjYVxFYbec7GFDZQ5Gw8X/gLzX0M+ConTs1ljzZiGubsFgkK1bt/Lmm29SW1uLrusAkowJIa54sf6lfwP4haZp3wBaiHZZ/j3w5mQFllDCAVxGI1bT+QUldaXT6mqlLK0splOd7HLS0Osec2YlwIGWQZaUZowzWCGuTh0dHVRXV+PxeFiyZAnLly+XavtCiKtGrO9mTwAu4DDgBg4BHuCLkxNWggm6wWC64BiyLk8XqeZUUi6yzuVpSim21vRy+xgzK097+3g3m+ZdG7V3hRhNOBxm165dvPLKKxiNRu655x5WrVqF0Tj2a0gIIa4UY7aQaZqWDswA/hD4FJAD9Cml9MkNLXGEAm7QNEza+b+uRkcj5enlMZ2nqd9Lx5CPz6wfe/8hb5CTXS5Wlkm5C3Ht6u7uprq6GofDwYIFC1i1ahUmk3ThCyGuPhd9Z9M07U7g10THirmAe5VSW6YisEQSUDpWzXjBcSqnHKdiTsiOdThYU5E96pqVZ9tzaoCVZZkYxhhnJsTVqra2lq1bt5KSksKdd95JcXFxvEMSQohJM1Zm8LfA1wE78JdcCzMqL8Af9mG9QOsYQIuzhWlpY5elCEV0PmgdYsm0jJiuub95kLUV2eMJU4irglIKgKKiIubOncsDDzwgyZgQ4qo3VkJWoZT6T6WUF/geML5iW1cJX8RP8igJWZOzKaYB/fubB8lLTaIwPbaJqdE1LnPHE6YQV7zDhw/z5ptvopTCbrezfv16LBZLvMMSQohJN1ZCNvK4UipM7LMyryresBfbKMsitbvbKU69+Kf3cESnuqaXjbNiS7B6XQHqe9wyw1Jcc0wmEyaTiUgkEu9QhBBiSo2VYCVrmrbtrPupH7qPUmrjxIeVWPxhP8mG80tehPUwXZ4uSuwXL2HxQdsQ2SkWZhfEtpzLOye6qZotyyWJq59SimPHjmG1WqmsrGTu3LnMmzcv3mEJIcSUGysh+8yH7v94sgJJWEonqAexms9PyLq93WQlZWExXrxL5WSXa8w1K8/228MdPCTLJYmrnMvlYuvWrXR0dDBjxgwqKyulwKsQ4pp10YRMKfWzqQokUWkqQggwGs9PyNpcbZSkXrx1LBzRqelyce+S2AYlD3mDHGoZ4slHV1xKuEIkPKUUNTU1vPfeewBs3LiR2bNnxzkqIYSIr2tyTNh4aEonjI7pAq1gHe4OilKKLnp8l9NPZrKFlBiXP9pa28vqiuyY9xfiSuL1etm2bRstLS0UFhZSVVVFampsXflCCHE1k7/6Y9BUhAAK6wUG9Tc7m8csebG7cYCZefaYr3egeZDV5VIMVlx9Ghoa2LFjB+FwmLVr17JgwQLpohRCiGEyanwMmgoTVArrBbosW1wtTE+bPuqxg54gxzocVM2OvXzFnlMDrJDq/OIq8/777/POO++QlpbG/fffz8KFCyUZE0KIs0gL2RgMegiPpig0nN9l2eRsumhCdqhtiPlF6aQmXbhkxof1OP0093vHNQFAiESm6zoGg4GKigqMRiNLliyRBcGFEOICYnpn1DTNqmna32ua1qhpmmN42y2apj0xueHFn6YiRJQC47m5q1KKNlcb01JH77I83uFkYXHsydWuhn42VOZgjmFpJSESmVKKbdu2sW1btEpOdnY2y5Ytk2RMCCFGEeu743eABcDHATW87RjwhVgvpGnabZqm1WiaVq9p2jcust/9mqYpTdMSYpqhQQ8RQJFqSjln+4B/AKvRit1y4fFhTX0enP4QleMYP/ZeQz/zitIuK14hEoGmaSQnJ5OcnDyyFJIQQojRxdpl+RFgplLKo2maDqCUatc0LaZaDpqmGYkuvbQJaAPe1zTtZaXU8Q/tlwr8EbAn1h9gshn0IB5NYfjQoP52dzuFKYWjHre3aYAV07PGtTj4iS4n9y+/eBkNIRKVruvs2rWLadOmUVJSwooVCfGZSgghrgixtpAF+VDypmlaLtAf4/GrgHqlVKNSKgg8A2y+wH5/C/wT4I/xvJPOoIcBSDEln7O9w91x0RpkB1uGxrX00aAnyKleD4tLZfyYuPL09PTQ3NzM0aNH6enpiXc4QghxxYm1hexZ4Geapn0ZQNO0QuDfiSZWsSgGWs+63wasPnsHTdOWAaVKqVc1TfvaaCfSNO1zwOcA8vPzqa6ujjGES2PyenD4fLQ3t3PirGvtcu4iGA5e8Pr9Pp2BnhBH9/XFPJPs/a4w0+w67+3YPkGRX93cbvekP/dibEop+vv7GRgYwGg0UlJSgtPplOcmgchrJfHIc5KY4v28xJqQfZNoy9URIBmoA/4b+JuJCELTNAPwf4FPjbWvUupJ4EmAFStWqKqqqokIYVQfPH8ILcnM3FnzsK0+c63de3czM2UmVfPPv/7rRzq5pxhuWDR6l+aHvfjMQR5an0nV2rLLD/oaUF1dzWQ/9+Li+vv72bJlCwMDA8yaNYtIJMJNN90U77DEh8hrJfHIc5KY4v28xNRlqZQKKqW+rJSyA/lA6vD9YIzXaQdKz7pfMrzttFSikwaqNU1rAtYALyfCwH4dCCgdq/ncQf0d7g6K7Beu0t/Y52F2QeyD+XVd8c6JHjbNy7+cUIWYErquc/DgQV544QV8Ph+33norVVVVGI3GeIcmhBBXrJhayDRNq/jQptTTXXFKqcYYTvE+UKlpWjnRROxh4GOnH1RKOYCcs65XDfyJUmpfLPFNJl3pgHbeoP5+fz/Ztuzz99cV3U4/RRm2mK9xrMNJtt1CYXrsxwgRL++88w6nTp2ioqKC9evXk5SUFO+QhBDiihdrl2U90XIXZw+IOj2XfcyPxUqp8HDNsjeH939KKXVM07RvA/uUUi+PI+YppRPGCmA491fV6e6kILngvP0b+zxYjAaSLbHX3H37eBe3zD//XEIkCqUUSikMBgPz5s2jvLycmTNnxjssIYS4asSUNSilzuna1DStAPgrIOYR6Eqp14DXPrTtL0fZtyrW8042XekYlQLDmbwzGAkyGBgkLznvvP1bB71Mz04+b/vF7G0a4AtV8sdNJKZwOMwbb7xBQUEBK1asoLg4pmo3QgghxuGSymYrpbqAPwb+z4RGk4AiKoSOOqeFrNfXS64tF6Ph/MbB4x1OZhfEXtw1oiuOdTiZVygFYUViMplMZGZmYrfHPi5SCCHE+FzOOiazic64vKrpRDBFwmA4M4as19tLji3nvH39oQhtg75xVdvf1zRAcYaN3NTzFy8XIl68Xi9vvfUW/f3RUoPr1q1jzpw5cY5KCCGuXrEO6t/OmTFjEE3E5gPfnoygEklED5OCBnpoZFuXt4uClPPHfDX3eynOSMJujX382Lsne7h5rsyuFImjoaGBHTt2EA6HqaioIDv7/MkrQgghJlasmcOPPnTfA3yglKqb4HgSTkAFMaCB9UyrV5+374ItZO1DXtJs5vO2X8zuxn6+fpu0PIj48/v97Ny5k4aGBnJzc7nhhhvIyMiId1hCCHFNGDMhG16H8kbgc0qpwOSHlGgURqXDWWUv2t3tFNvPH9jcPuRnRm7s42wcvhB1PW6Wl2VOSKRCXKqWlha2bt2K3+9nxYoVLFmyBIPhckY0CCGEGI8xEzKlVETTtFuI1ki95kRUBJtS54wh6/H2sCh30Tn7hSM6JzqdbF5y4WKxF7KnsZ8lpRlYTVJQU8RHMBjkvffeo6amhqysLG6//XZycs5v/RVCCDG5Yu2y/A7wN5qm/ZVSKjTm3leRCAqTHjmnhazPd36XZafDT06KhbSk2Lss9zcPsqo8a8JiFWI8lFL89re/ZWBggCVLlrB8+XKpti+EEHFy0YRM07RHlFJPA18ECoCvaJrWy1kD/JVS0yY3xPgKE8Gsq3MSsm5vN/nJ5w7EbxnwUjGO7kqI1h/72i2zJyROIWIVDocxGo1omsayZcuw2WwUFEhhYiGEiKexWsj+C3ga+MQUxJKQIuiYVQSMFiDaqtDn6yM3Ofec/fo9wXHNrozoipouF/OL0yc0XiEuxuv18tvf/paFCxeOVNwXQggRf2NlEBqAUmrrFMSSkHSlY1L6SKV+Z9CJyWDCZjp33cl+d4D8cRR3PdbhIMduJX2cszKFuBw2m438/HzS0+WDgBBCJJKxEjKjpmk3cO4aludQSr07sSEllgg6Rl0fGdQ/4B8gO+n8ukwdQz5uWxB7t8/JThdLp2VMVJhCjKq/v59du3Zxww03YLfbqaqqindIQgghPmSshMwK/JjREzIFVExoRAkmMtJCFv1VdXm6yE85d/yY0x8iFFEUpCXFfN59zQMsKc2YyFCFOIeu6xw+fJh9+/ZhtVpxu92y/JEQQiSosRIyj1Lqqk64xqKjMJ41y/JCLWRDnhC5qVY0bdSGxPMcaBnikVVX9XwIEUdDQ0NUV1fT09NDRUUF69evJykp9g8MQgghplbso9CvUQodQ8g/Moas39dPVtK5pSpaB71kJMc+FqzL4afXFWChDOgXE0wpxbFjx9izZw8mk4kbb7yRGTNmjOvDghBCiKkX06D+a5lCYeRMl2W/v59s27ktZF0OP0XptgsdfkFH2h0sKc3AZJRK6GLiuN1uqqur6ejooLS0lI0bN5KSkhLvsIQQQsTgogmZUip1qgJJVDoKDcNI2YsB/wDTUs/taqzvdfOx8ti7Hxt73VTkyh9KMXGCwSDPP/88kUiEjRs3Mnv2bGkVE0KIK4h0WY5BVzpGFRmZZdnvO7eFzBeMMOQNUZge+/ic451OVpefP1NTiPEKBoNYLBYsFgvXXXcdeXl5pKXFXn5FCCFEYpA+szEoFcGAAYYXWu7z9ZFrO1MUtr7HTa7dEnP3o1KK7XV9bKiU9QLF5env7+fpp5+mubkZgJkzZ0oyJoQQVyhJyMag9BAGdWZd9T5f3zktZC0DXuaOoyDs4TYHdquJ0qzkCY1TXDuUiq5clpGRwfTp06XIqxBCXAUkIRuTjmF46U6lFIP+wXPKXjj9IdLGUW3/RKeTmXlSC0pcmpaWFl566SWCwSBGo5GqqioyMjLiHZYQQojLJGPIxqBQaOZoa5Yv7MNsNGM+a6FxbzBCyjjWsHyvsZ9b5uWPvaMQZwkGg7z33nvU1NSQmZmJz+fDYrHEOywhhBATRBKysSgdTYvWIBsMDJJuPbd7qHXAO64E62Sni0+vkwWdRew6Ojqorq7G4/GwePFiVqxYgdFojHdYQgghJpAkZGNQ6BiGE7I+Xx85SWcG43uDYYIRneKM2GqQdTv9tA/5mFckA6/F2MLhMHv37uXo0aOkpaVx9913U1AQ+3qp4soTCoVoa2vD7/dP2DnT09M5ceLEhJ1PXD55ThLTRD4vSUlJlJSUYDbHPqRJErIxKKVj0KJD7QZ8A2TZzlTp73EGyEu1YjDEVu+podfN3MJUzFIQVoyhp6eHLVu24HA4mD9/PqtWrRrXC1tcmdra2khNTaWsrGzC6si5XC5SU6/5kpIJRZ6TxDRRz4tSiv7+ftra2igvj71HTBKyMSgU2nBCNhQYIsOaMfJYh8NHVkrs43hqu1zMyJUB/eLinE4nL730EsnJydxxxx2UlJTEOyQxRfx+/4QmY0KIqadpGtnZ2fT29o7rOEnIxqCUjja8juVQYOicMWRtgz7yUmMvCLu/ZYj1M6UgrLgwv99PUlISaWlpXH/99ZSVlcnA/WuQJGNCXPku5XUsfWdjUiNdloP+wZGFxZVSnOrzMCs/9hav9xr6WFSSMRlBiitcS0sLv/zlL+np6QFg1qxZkowJIcQ1RBKyMfgJw1mzLE8nZAOeIMGwTnlObGtS9jj9DHlDzMqXcQPijNNFXvPz86msrJRK++KaNjQ0xPe///0LPnbDDTfw5ptvnrPt3//93/nCF74wFaEljIv9jgB8Ph/XX389kUhkZNu///u/k5SUhMPhGNn205/+lCeeeOKcY6uqqti3bx8Abreb3//932fGjBksX76cqqoq9uzZc1mxK6X40pe+xMyZM1m0aBEHDhy44H6/+tWvWLRoEfPnz+frX//6yPZAIMBDDz3EzJkzWb16NU1NTQC8/fbbLF++nIULF7J8+XLefffdkWO+9a1vUVpait1+buPJf/7nf/LUU09d1s8z0SQhG4NRAcZoz+6Q/0yXZafDT2ayOeZmyQMtg2yclYsxxgkA4uqmlOLo0aO8/PLLRCIRrFYrGzZsICkp9i5wIeLl7D/2E+liycYjjzzCM888c862Z555hkceeWRSYrlc8fgdATz11FPcd99955TGefrpp1m5ciXPP/98zNf57Gc/S1ZWFnV1dezfv5+f/OQn9PX1XVbsr7/+OnV1ddTV1fHkk09eMJnu7+/na1/7Gu+88w7Hjh2jq6uLd955B4Af//jHZGZmUl9fz5e//OWRZC0nJ4ff/va3HDlyhJ/97Gc8+uijI+e7++672bt373nX+fSnP813v/vdy/p5JpokZGMwoDAPd1k6go6RQf1D3hAZybF3KR3rcDJfyl0Iop88X3vtNXbt2oXFYiEUCsU7JCEAaGpqYs6cOXz84x9n7ty5PPDAA3i9XgDKysr4+te/zrJly3j22Wd5+umnWbhwIQsWLDinFcNut/O1r32N+fPnc/PNN7N3716qqqqoqKjg5ZdfBqKtM5s3b6aqqorKykr+5m/+BoBvfOMbNDQ0sGTJEr72ta+dE9sDDzzAq6++SjAYHIm1o6ODDRs20NnZycaNG1myZAkLFixg+/bt5/1sZWVl/NVf/RXLli1j4cKFnDx5EoCBgQHuvfdeFi1axJo1azh8+DAAf/3Xf82nP/3pkdj/4z/+Y8J+R4WFhZPyOwL4xS9+webNm0fuNzQ04Ha7+bu/+zuefvrpmP4dNDQ0sGfPHv7u7/4Ow/A6zuXl5dx5550xHT+al156icceewxN01izZg1DQ0N0dnaes09jYyOVlZXk5kbXjL755pv5zW9+M3L8Jz/5SSD67+Gdd95BKcXSpUspKioCYP78+fh8PgKBAABr1qyhsLDwvFiSk5MpKyu7YLIWLzKofwxKKTBEyw0M+gdHErJQRCfHHntCdrTdwUMrp01GiOIKoZSitraWXbt2oZRiw4YNzJkzRwZxi1GVfePVCT9n0z9e/I9qTU0NP/7xj1m3bh2f/vSn+f73v8+f/MmfAJCdnc2BAwfo6OhgzZo17N+/n8zMTG655RZefPFF7r33XjweDzfeeCP/8i//wkc+8hH+/M//nLfffpvjx4/zyU9+knvuuQdgpMZecnIyK1eu5M477+Qf//EfOXr0KIcOHTovrqysLFatWsXrr7/O5s2beeaZZ3jwwQfRNI1f/vKX3HrrrXzrW98iEomMJEgflpOTw4EDB/j+97/Pv/7rv/KjH/2Iv/qrv2Lp0qW8+OKLvPvuuzz22GMj1z958iRbtmzB5XIxe/bskRadRP0dBYNBGhsbKSsrG9n2zDPP8PDDD7NhwwZqamro7u4mP//ixcyPHTvGkiVLYipA/dBDD1FTU3Pe9q985Ss89thj52xrb2+ntLR05H5JSQnt7e3nJEwzZ86kpqaGpqYmSkpKePHFF0eS8LOPN5lMpKen09/fT07Omfqgv/nNb1i2bBlWq3XM2FesWMH27dtZtWrVmPtOBUnIxhAtDBv9hNDv7x9Zx7LXFaAsxvFjuq443Obg7z8ii0Bfq7xeL9u3b6e5uZnCwkKuv/56GS8mxjRW8hSL8dZWKi0tZd26dQB84hOf4D/+4z9Gko2HHnoIgPfff5+qqqqRVoyPf/zjbNu2jXvvvReLxcJtt90GwMKFC7FarZjNZhYuXDgy5gdg06ZNZGdH30/vu+8+duzYwb333nvR2E53W55OyH784x8DsHLlSj796U8TCoW49957WbJkyQWPv++++wBYvnz5SPfdjh07RlpgbrzxRvr7+3E6nQDceeedWK1WrFYreXl5dHd3J/TvqK+v77y1bZ9++mleeOEFDAYD999/P88++yxPPPHEqB8Ex/sB8Ve/+tW49h9LZmYmP/jBD3jooYcwGAxcd911NDQ0xHTssWPH+PrXv85bb70V0/55eXkjLaWJQBKyMeloBhNhPYw35CXNGv0j2usOsKo8a4xjo+p73SSZjRTFWNFfXF0aGxvZvn074XCYNWvWsHDhQmkVEwnrw/82z76fkjL2h1Cz+czYWoPBMNJSYTAYCIfDMV1nNJs3b+bLX/4yBw4cwOv1snz5cgA2btzItm3bePXVV/nUpz51wdYZYCQWo9F4TiyjObuV5exjEvV3ZLPZzlnl4ciRI9TV1bFp0yYg2oJWXl7OE088QXZ2NoODg+ccPzAwQE5ODhkZGXzwwQdEIpExW8nG00JWXFxMa2vryP22tjaKi4vPO/buu+/m7rvvBuDJJ58cieH08SUlJYTDYRwOx0jC2tbWxkc+8hH+5/+3d99hVRzrA8e/QxMRFMSICioqRTpIU7GAvcVeYyMquSYxN83E3FQ1ub80rynGdGPJTdDYjTExxoCKMUFR7D2iqFjoINLn98eBvRzpkWacz/PwCHtmd2Z3OZ6Xmdl5V62iU6dOFba5WHZ2No0bN5zPZTWHrBJSSgwMjEjNSaWpSVOttyw1K5dmjau2cvoffyYR2LFqwZvy93L16lV++eUXmjZtyujRo/H09FTBmNKgXbp0iX379gHw7bff0qNHj1JlAgIC2LVrF4mJiRQUFBAeHk7v3r2rVc+OHTtITk7m9u3bbNq0iaCgICwsLMjIyCh3H3Nzc0JCQpgxY4beZP6LFy9iY2NDWFgYs2bNKvfpvbL07NmTb775BoDIyEhatGhRae91Q71GVlZWFBQUaEFZeHg48+fPJy4uTptzd/XqVS5evIi/vz979+7l2rVrABw4cICcnBzatm1Lp06d8PPz47XXXtOeBI+Li+OHH0oPoa9Zs4bY2NhSX2UFxMOHD2fVqlVIKfn9999p1qxZmfO7ipf/SUlJ4eOPP2bWrFna/itXrgRg3bp19OnTByEEqamp2nBucc9lVZw5cwZ3d/cql69tKiCrhESCgSFpOWlYmloCUFAoycwpwNy0ah2Mv51PonunFpUXVP42bt26Begm7/bp04cRI0ZgZWVVz61SlMo5OzuzdOlSXFxcSElJKfNJuNatW/PWW28REhKCl5cXvr6+ehPJqyIgIIAxY8bg6enJmDFj8PPzw9ramqCgINzd3cucsA66YcvDhw/rBWSRkZF4eXnh4+PDmjVrePLJJ6vcjvnz5xMTE4OnpycvvPCC9oFfkYZ8jQYMGEBUVBSgmz82atQovddHjRrF6tWrsbGx4YMPPmDIkCF4e3vz1FNPER4erk3i//LLL7l+/ToODg64u7sTGhpKy5Ytq9X+Ow0ZMoSOHTvi4OBAWFiY3tOiJYeZn3zySVxdXQkKCuKFF17AyckJgJkzZ5KUlISDgwOLFy/mrbfeAnRLWJw7d46FCxfi7e2Nt7e3FtQ9//zz2NnZkZWVhZ2dHfPnz9fq2bt3r9Z72CBIKe/ZL19fX1nbFn/eQ15eOVQeun5IPvTDQ1JKKTOy8+TC749Xaf+M7Dzp/tpPMikzpzabed+JiIio7yaU6+jRo/Krr76SaWlp9d2UOtWQ78m94sSJEzV+zPT09CqXvXDhgnRzc6vxNtxp+fLl8vHHH6/1empDTVyjqtyTv3qNYmJi5JQpU/5Ks+4rBw8eLHWdqvNeqYqy3s/AAVlOTKPmkFWiUEoMhBEZuRlYGOsmxqbfzsO8UdUu3bErabRrblatnJfKvamwsBADAwPs7e25fft2leaSKIqi1KQuXboQEhJSpflf97PExERef/31+m6GHhWQVaoQYWhIem46TU108wqSb+ViZVa1+WMnE9Kxs2o4kwaVmpefn090dDRpaWkMGjQIc3Nz/P3967tZilJt9vb2HDt2rNbrCQ0NJTQ0tNbrqQ33wjWaMWNGzTbmb6hBDVUWUQFZJaSUiKJJ/cVzyBIzc2hhUfkaJwAnrqar+WN/Yzdu3CAiIoK0tDRcXV0pLCxUf5UqiqIo1aYCskoUComhgTHJ2clYmeomZd9Iz+GBKgZkFxJvMbqLXW02UakHBQUFHDx4kNjYWMzMzBgyZAh2duo+K4qiKH+NCsgqIyUIA1KyU3Cy0j3pcTMzB+92lpXuWlAoOXUtg86tVELxv5Pk5GQiIiJISkrCycmJbt26VWlVaEVRFEUpjwrIKiHRDVmm5ejyWEopuZJ6u0qLvJ66lo61uQlWakL/30JhYSFHjhzhwIEDNGrUiAEDBuilKFEURVGUv0qtQ1YJicTAwJhbebcwMzYjJSsPKaGJSeXzhKIvJNO1g3UdtFKpC2fOnCE6Opr27dszduxYFYwpSgMWGxvLtm3bSm3PysrC2tpaS49UbOTIkTWeBqg2pKam6q3fdafbt2/Tu3dvCgoKtG3vv/8+pqampKWladtWrFjBnDlz9PYNDg7mwIEDAGRmZvKPf/yDTp064evrS3BwMH/88cddtV1KyT//+U8cHBzw9PQscwHfjIwMbS0xb29vWrRowVNPPQXA008/rW13cnLSSxO1cuVKHB0dcXR01FtLbs2aNXh6euLm5qaX4P2jjz7iq6++uqvzqWkqIKtM0aT+W3m3MDc259yNTDo90KRKq60fu5KOh53KX3kvk1Jqq2I7OTkxcOBA+vXr16DSbSjKvUpKSWFhYa0cu7yAzMzMjIEDB7Jx40ZtW1paGlFRUVq6nppQMiCqSZUFZF999RWjR4/We7goPDwcf39/LX9nVcyaNYvmzZtz9uxZYmJiWL58OYmJiXfV9h9//JGzZ89y9uxZPv/88zIX1LWwsNBb8b99+/ZaDtL33ntP2/7EE09o25OTk1mwYAF//PEH0dHRLFiwgJSUFJKSknjuuefYuXMnx48f59q1a+zcuRPQPYm6ZMmSuzqfmqYCskpIAcLQmNv5t2ls1Jhbufm0MK98vpCUkl9PXSfY+YE6aKVSW/bu3cumTZvIycnBwMCA9u3bq9RHyt9WXFwcLi4uhIWF4ebmxoABA7h9+zagC3C6du2Kp6cno0aN0vIgBgcHM2/ePAICAnBycmLPnj2ArgdmxIgRBAcH4+joyIIFC7Q6nJ2dmTZtGu7u7sTHx/Pcc8/h7u6Oh4eH1ksVGRlJ7969GTFiBB07duSFF17gm2++ISAgAA8PDy3hdGhoKLNnz8bPzw8nJye2bt1Kbm4ur776KmvWrMHb27tUz1dxkvJiGzduZODAgZiZmbFr1y6tF8bHx6dUmqK4uDg6d+7M5MmTcXFxYezYsWRlZQG6JTHmzZtHly5dWLt2LeHh4Xh4eODu7q7XO9O6dWuee+453Nzc6NevH9HR0QQHB9OxY0e2bNlS4fV74YUXOH/+PN7e3mWu1P/NN9/oZQQ4f/48mZmZvPHGG4SHh1fp9+D8+fP88ccfvPHGG9rK/R06dGDo0LtLdr9582amTZuGEIKuXbuSmppKQkJCueXPnDnDjRs36NmzZ6nXwsPDtWwN27dvp3///jRv3hwrKyv69+/PTz/9xJ9//omjo6OW4L1fv35aInkzMzPs7e2Jjo6+q3OqSWoOWWWkRBgYkp2XjamRKWlZeTSrwhpkp69nYGhggJ2VWR00UqlJxX+1Gxoa0rlzZ5o3b46JiZoHqNS9f204etfHyMvLxdj4f7+/b472qLD82bNnCQ8P54svvmD8+PGsX7+eKVOmMG3aNJYsWULv3r159dVXWbBgAe+//z7wv7X4tm3bxoIFC/jll18AiI6O5tixY5iZmeHv78/QoUNp0aIFZ8+eZeXKlXTt2pX169cTGxvL4cOHSUxMxN/fn169egFw+PBhTp48SfPmzenYsSOzZs0iOjqaDz74gCVLlmj1x8XFER0dzfnz5wkJCdHS6Bw4cICPPvqo1DkOHDiQWbNmkZSUhLW1NatXr9aG7xYtWsTSpUsJCgoiMzMTU1PTUvufPn2aZcuWERQUxIwZM/j444+ZO3cuANbW1hw8eJCrV6/StWtXYmJisLKyYsCAAWzatImRI0dy69Yt+vTpw7vvvsuoUaN4+eWX2bFjBydOnGD69OkMHz683Ov31ltvcezYMWJjY0u1Kzc3lz///FNvOsXq1auZOHEiPXv25PTp01y/fh0bG5sKfweOHz+Ot7d3lZbwqU5y8StXrtC2bVvtZzs7O65cuVJmPsvitk+YMKHUH8EXL17kwoUL9OnTp8LjDho0iNOnTxMXF4ednR2bNm0iNzdXK+fn58eePXsICAio9DzrggrIKlGIRBTNIWti3ISUrFu0bFp5D1nMxRR8qvAkptKwZGVlsWfPHho1akRwcDAtWrSgRQu1jpxSPyoLnqoiIyMDC4uqP+ndoUMHLa+gr68vcXFxpKWlkZqaqiXHnj59OuPGjdP2KR46Ki5frH///lhbW2tloqKiGDlyJO3bt6dr164AREVFMWnSJAwNDbGxsaF3797s37+fpk2b4u/vr31Yd+rUiQEDBgDg4eFBRESEVs/48eMxMDDA0dGRjh07curUqQrP0cTEhOHDh7Nu3TrGjBnDoUOHGDhwIABBQUE888wzTJ48mdGjR5e5nE3btm21JNZTpkzhww8/1AKyCRMmALB//36Cg4O13pnJkyeze/duRo4ciYmJCYMGDdLOpVGjRhgbG+Ph4VGl61eexMREvXlVoOtJ2rhxIwYGBowZM4a1a9cyZ86ccnv6qzsCUJvz7lavXs3XX39d5vaxY8dWGjBaWVnxySefMGHCBAwMDOjevbvWswrQsmXLSn9X6pIKyCql6yErDsiupSfR26nyYcjf/0ymh4P6IL+X/Pnnn+zZs4f8/Hz8/f11iwKr4UnlPlNyCRdDQ0NtyLIq+xgaGpKfn69tv/P9U/xzVdOKlWyLgYGB9rOBgUGV6qnIpEmTeP3115FSMmLECIyNdSMfL7zwAkOHDmXbtm0EBQWxfft2OnfuXOHxS/5clXMzNjbW9qnJ82rcuDHZ2dnaz0ePHuXs2bPaqvS5ubl06NCBOXPmYG1trQ07F0tOTqZFixZYWlpy+PDhKqVfqk4Pma2tLfHx8drPly9fxtbWtszjHj58mPz8fHx9fUu9tnr1apYuXap33MjISL3jBgcHA/Dggw9qcwM///xzvfPJzs5uUPOB1RyySkjdc5bkFOTQ2KgxOXmFWFdhDll8chbtrdVw5b0gOzubX3/9lV9++YWmTZsyevRoPD09VTCmKEWaNWuGlZWVNj/s66+/1nrLKrJjxw6Sk5O5ffs2mzZt0nqVSurZsydr1qyhoKCAmzdvsnv37moPIa1du5bCwkLOnz/Pn3/+ibOzMxYWFqXmf5UUHBzM2bNnWbp0qTYXCXTzpzw8PJg3bx7+/v5l9qBcunSJffv2AfDtt9/So0ePUmUCAgLYtWsXiYmJFBQUEB4eXqVrVlJZ16+i87KysqKgoEALysLDw5k/fz5xcXHExcVx9epVrl69ysWLF/H392fv3r1cu3YNgAMHDpCTk0Pbtm3p1KkTfn5+vPbaa+jyYeuGhX/44YdSda5Zs0ZvEn7x153BGMDw4cNZtWoVUkp+//13mjVrVu5wZck5YiWdOnWKlJQUunXrpm0bOHAgP//8MykpKaSkpPDzzz9rPZ43btwAICUlhY8//phZs2Zp+505cwZ3d/cy668PKiCrhASyBTQ2aoxAkJNfiKlxxZctJ7+AM9cz8G1vVTeNVP6yS5cusW7dOs6fP4+fnx8jRozAykrdN0W508qVK3nuuefw9PQkNjaWV199tdJ9AgICGDNmDJ6enowZMwY/P79SZUaNGoWnpydeXl706dOHd955h1atWlWrbe3atSMgIIDBgwfz6aefYmpqSkhICCdOnChzUj/oeqPGjh1LUlKSXqD0/vvv4+7ujqenJ8bGxgwePLjUvs7OzixduhQXFxdSUlLKfFqwdevWvPXWW4SEhODl5YWvr6/eZPuqKOv6WVtbExQUhLu7e5mT+gcMGEBUVBSg60kaNWqU3uujRo1i9erV2NjY8MEHHzBkyBC8vb156qmnCA8P1ybxf/nll1y/fh0HBwfc3d0JDQ2lZcuW1Wr/nYYMGULHjh1xcHAgLCxM72nR4mHyYt99912ZAVnxnLiSfzA3b96cV155BX9/f/z9/Xn11Vdp3rw5AE8++SSurq4EBQXxwgsv4OTkpO23d+/ehpXTUkp5z375+vrK2rbgY08Zt/1fMmRNiMzKyZcvbTxS6T77LyTJQe/vrvW23c8iIiLuav+cnBy5a9cu+dlnn8nvvvtO3rx5s2Yadh+723uiSHnixIkaP2Z6enqNH7Mqli9fLh9//PFar2f69Oly7dq1tV5PsQsXLkg3N7e7OkZV7slfvX4xMTFyypQpf6VZ95WDBw+Wuk41/V4p6/0MHJDlxDRqDlklcgXcohALEwuSbuXQ3Kzyp+12n7lJT0c1f6whi42N5dSpU3h5eeHn56cSgiuK8rfQpUsXQkJCqjT/636WmJjI66+/Xt/N0KMCskoIJLcowNzEnNSsPBqbVH7JYi6lMMKr7ImKSv3Jz88nKyuLpk2b4u3tTfv27St9/FtRlL8mNDSU0NDQWq9nxYoVtV5HSfb29hw7dqzW67mb6zdjxoyabczfUIMaqiyi5pBVwkhClizEzMiMm5k5WFayBpmUkmNX0umtFoRtcLZv38727dspLCzExMREBWOKoihKg6F6yCohkWRTQGOjxiSkZmNTyRpk19KzMTYU2DQtvZigUvcKCgoQQmBgYIC3tzdSSm3SqqIoiqI0FOqTqQoyZT5NjJuQeju30kBr3/kkbNXq/A1CcnIymzZt0hLY2tralrnIo6IoiqLUN9VDVgW3ZQFNjJuQnplPs8YVD1leS8/GtXXVV8VWal5hYSFHjhzhwIEDNGrUSK20ryiKojR4qoesEkIWcCvvNmbGZmTnFWBhWnEMe+5GJm5tmtVR65Q7paWl8f333xMdHU27du0YO3asXl43RVEartTUVL21qUoKCQlh+/btetvef//9MtcAK4u9vT2JiYlVbsv8+fNZtGhRlcvXlbi4uHIXM01ISGDYsGF625566ilsbW0pLCzUtpV1biWvz7Vr15g4cSKdOnXC19eXIUOGcObMmbtqd05ODhMmTMDBwYHAwEC9FFElffDBB7i7u+Pm5qblKgVdRoDipO/29vbaumV5eXlMnz4dDw8PXFxcePPNN/XOycPDA29vb7018ObOncuvv/56V+dTG1RAVhlhQLYQNDZsTE5+IU0aVRyQXU6+TYcWVUsLotQcKSXHjx9n/fr1pKSkEBISQv/+/RtUWgxF+bsoKCioleNWFJBNmjSJ1atX621bvXp1mYuH1reS6Y/q0uLFiwkLC9N+LiwsZOPGjbRt25Zdu3ZV6RhSSkaNGkVwcDDnz58nJiaGN998k+vXr99V25YtW4aVlRXnzp3j6aefZt68eaXKHDt2jC+++ILo6GgOHz7M1q1bOXfuHKCfEWDMmDFa/tS1a9eSk5PD0aNHiYmJ4bPPPtML9iIiIoiNjeXAgQPatieeeIK33nrrrs6nNqiArDJScptCjIRuMr+xYfmXrKBQciIhHedWasiyLmVmZrJt2zb27t1Lq1atGDduHI6Ojir1kaJUU1xcHJ07d2by5Mm4uLgwduxYsrKyAF1vw7x58+jSpQtr164lPDwcDw8P3N3d9T5czc3Nee6553Bzc6Nfv35ER0cTHBxMx44d2bJlC6BbqmLEiBEEBwfj6OjIggULAF0eyfPnz+Pt7V1qFfqxY8fyww8/kJubq7X16tWr9OzZk4SEBHr16oW3tzfu7u5aiqc7vfPOO3h4eBAQEKB90H///fcEBgbi4+NDv379ygw8vvjiCwYPHszt27fZv38/np6eWhuLe6tWrFjB8OHD6dOnD3379iU5OZmRI0fi6elJ165dOXLkCKDrnfrwww+1Y7u7u2upjVxcXAgLC8PNzY0BAwZoeURjYmLw8vLCy8tLL4fjndavX68lLQeIjIzEzc2NRx99lPDw8HL3KykiIgJjY2Nmz56tbfPy8qJnz55V2r88mzdvZvr06YDuXu7cuVNLy1Ts5MmTBAYGYmZmhpGREb1792bDhg16ZaSUeqv4CyG4desW+fn53L59GxMTE5o2bVphW9q3b09SUpKWNqqhqLOATAgxSAhxWghxTgjxQhmvPyOEOCGEOCKE2CmEaF9XbauIRDeHrLDQBDOTihfZO38zE0szY1pUIdelUnP++OMPrl+/Ts+ePRk8eHCVExcrSoM3v9ldf1n8x05/WyVOnz7NY489xsmTJ2natKlej5W1tTUHDx6kV69ezJs3j19//ZXY2Fj279/Ppk2bALh16xZ9+vTh+PHjWFhY8PLLL7Njxw42btyol24pOjqa9evXc+TIEdauXcuBAwd466236NSpE7Gxsbz77rt67WrevDkBAQH8+OOPgK53bPz48Qgh+Pbbbxk4cCCxsbEcPny4VBqeYs2aNePo0aPMmTOHp556CoAePXrw+++/c+jQISZOnMg777yjt89HH33E1q1b2bRpE40bN+bhhx/ms88+IzY2ttTCqwcPHmTdunXs2rWL1157DR8fH44cOcL//d//lZnb8U5nz57l8ccf5/jx41haWrJ+/XoAHn74YZYsWcLhw4fL3ffChQtYWVnpJWQvzgc5atQofvjhB/Ly8iptw7Fjx8pM6F2Wnj17asOIJb9++eWXUmWvXLlC27ZtATAyMqJZs2YkJSXplSkOppOSksjKymLbtm16ycgB9uzZg42NDY6OjoAuuGvSpAmtW7emXbt2zJ07V0ubJIRgwIAB+Pr68vnnn+sdp0uXLuzdu7dK51lX6mRSvxDCEFgK9AcuA/uFEFuklCdKFDsE+Ekps4QQjwLvABPqon0Vk9yW+cgCEx6wqDjQOns9E9fWFUfmSs3Iz88nMzMTc3NzunXrhr+/f6V/FSnKPWd+2l0fIiMjAwuLqvfat23bVksCPmXKFD788EPmzp0L6ObxAOzfv5/g4GAeeEC33uLkyZPZvXs3I0eOxMTEROul8fDwoFGjRhgbG+Ph4aE3lNS/f3+sra0BGD16NFFRUYwcObLCthUPW44YMYLVq1ezbNkyAPz9/ZkxYwZ5eXmMHDmy3ICsuFdl0qRJPP300wBcvnyZCRMmkJCQQG5uLh06dNDKr1q1irZt27Jp0yaMjY1JTU0lIyNDS2z90EMPsXXrVr1zKg4GoqKitICqT58+JCUlkZ6eXuH5dejQQWu7r68vcXFxpKamkpqaSq9evQCYOnWqFpSWlJCQoN0PgNzcXLZt28bixYuxsLAgMDCQ7du3M2zYsHJHD6o7qlBeT+Rf5eLiwrx58xgwYABNmjTB29u7VNB7Z9Lx6OhoDA0NuXr1KikpKfTs2ZN+/frRsWNHoqKisLW15caNG/Tv35/OnTtr17Fly5ZcvXq1Rtt/t+qqhywAOCel/FNKmQusBvSyrEopI6SUWUU//g40mPUJbhfmYSBMMDWq+HKdvZFBp5bmddSq+1dhYSHx8fHs3r0bADMzMxWMKUoNufNDueTPVel9NjY21vYxMDDQemwMDAz05lZVVE95RowYwc6dOzl48CBZWVlaT06vXr3YvXs3tra2hIaGsmrVqkrPrfj7J554gjlz5nD06FE+++wzsrOztTLFQeTly5crbRtU7foYGRnpTbAvWV/J3i1DQ8NqzUVr3Lix3rG2b99OamoqHh4e2NvbExUVpQ1bWltbk5KSord/RkYGlpaWuLm5ERMTU6U6q9NDZmtrq/V25efnk5aWpgXkJc2cOZOYmBh2796NlZWVXjLw/Px8NmzYoP1hAPDtt98yaNAgjI2NadmyJUFBQdp8MVtbXcacli1bMmrUKKKjo7X9srOzG9wc47pa9sIWKNnveBkIrKD8TKD0nwCAEOIR4BEAGxsbIiMja6iJ5ZEkZqRy/uwVrArNicy7WG7JX2KzCbYzIjKyYY1L/10UFBRgYGCAEAILCwsMDQ3r4P4rVZWZmanux11q1qwZGRkZNXrMgoKCKh8zMzOTS5cu8csvvxAYGMjKlSvx9/cnIyMDKSWZmZk0atQIV1dXnnjiCeLi4rC0tOS///0v//jHP7R6iv/NycnB2NhYr/6MjAyys7P5+eefuXjxIo0bN2bDhg3a3Kj09PQK29uzZ09CQ0MZPXq0Vu7SpUvY2toyceJE0tLS+P333xk1apTeflJKVq1axTPPPMPq1au180pJScHS0pKMjAy+/PJL7Xrl5OTg6urK9OnTGTZsGBs3bqR169Y0adKEX3/9FX9/f1atWkVhYaF2Trm5uVqbAgMD+eqrr5g3bx579uyhefPmCCGwsbHhxx9/JCMjg9jYWC5cuEBmZiaAdqzia5eTk4OhoSFNmzbl559/plu3bixfvlyvXLHWrVtz4cIFbfuqVatYsmQJ48aNA3RDyR4eHly/fh1fX19mzZrF448/joWFBVu2bMHd3Z2srCz8/f3Jysriww8/5OGHHwZ0w5jp6el0795dr85t27aVe5/ubN+AAQP48ssvcXd3Z926dfTq1Us775Ju3rzJAw88QHx8POvWrWPnzp3asXbs2IGjo6Pe+8TGxobt27czcuRIbt26xW+//UZYWBjXrl2jsLAQCwsLbt26xY8//si8efO0/U6cOMGQIUP02lmd90pVZGdnV+v/xAa3DpkQYgrgB/Qu63Up5efA5wB+fn4yODi4Vtuz64TAqLEJtm0c8WjhSbBzy3LL/mvfTsb370Y7a7UwbE2Lj49n165d+Pr64uLiQmRkJLV975XqUffk7p08ebJaw4tVUZ0hS3Nzc5ydnVmxYgVPPPEErq6uPPXUU5iZmSGEwNzcHAsLCywsLHj77bd58MEHkVIydOhQJk6cqB2nuL5GjRrRqFEjvfotLCwwNTUlMDCQ0NBQLl++zJQpU+jdW/dffo8ePejWrRuDBw8uNY8MdEN2o0aN4rvvvtOOe+DAASZMmICxsTHm5uasWrWq1DkLIcjKyiIoKIhGjRoRHh6OhYUFCxcuJDQ0FCsrK/r06cPly5exsLDQ2j5gwAAWL17MhAkT2LFjB8uXLycsLAwDAwN69+6NlZWVdk4mJiZavf/3f//HjBkzCAoKwszMjK+//hoLCwumTJlCeHg4Xbt2JTAwECcnJ8zNdSMrBgYGetcuLy8PCwsLVq5cyYwZM7Q5USXLlbyuDg4OXL9+nTZt2rBz506WLVumlbOwsKBnz55ERkYyYcIE/vnPfzJ48GCEELRs2ZLly5drZbds2cJTTz3FBx98gKmpKfb29rz//vt39bv5+OOPM3XqVHx8fGjevDmrV6/GwsKCq1evMmvWLC24GzJkCElJSRgbG/PJJ59o886K2zVlyhS9djzzzDM8/PDDdO3aFSklM2fOpFu3bvz5559aUJ6fn89DDz2kPZmZl5dHXFwcvXv3xsjof2FQdYf3K2NqaoqPj0+Vy4s7n3KoDUKIbsB8KeXAop//BSClfPOOcv2AJUBvKeWNyo7r5+cnSz7KWhsWfOzCsRZ29Gj1L3xaedDLqewclVm5+fgs3MGJhYMwNFBP99WU3Nxcfv/9d06dOoWVlRUhISG0aNFCffg3QOqe3L2TJ0/i4uJSo8eszodMXFwcw4YNq/Xk2StWrODAgQN89NFHtVpPbSieuwrw1ltvkZCQwAcffFCtY9T0B3+xjRs3EhMTwxtvvFHjx/472bhxIwcPHuT111/X217T96Ws97MQIkZK6VdW+brqIdsPOAohOgBXgInAQyULCCF8gM+AQVUJxuqKBHILCzAQxjStYJX+M9cz6fiAuQrGalBCQgKRkZFkZGTg6emJn5+f3l8ziqIode2HH37gzTffJD8/n/bt27NixYr6bpJm1KhRpZ5cVErLz8/n2Wefre9mlFInn25SynwhxBxgO2AIfCWlPC6EWAgckFJuAd4FzIG1RZMtL0kph9dF+yqTK/OR0gijCoKtP29m4qAm9NeI/Px89u/fz9GjR7GwsGD48OG0atWqvpulKH979vb2td47BhAaGkpoaGit11MbJkyYoDepvKGZNWtWfTehwSueV9fQ1Fl3g5RyG7Dtjm2vlvi+X121pbryZAH5+QaYGpe/Dtm5G5lqhf4acOPGDSIjI0lNTcXV1ZXAwECMjSvOH6ooiqIo9zo1/lMpyfW8dJJvFVS4MOyhS6mE9epQ7utK5aSU/Pbbb+Tl5TFkyBDs7BrMyieKoiiKUqtUQFYZWYgRBhhgWm4ey/yCQg7Fp+DbvmqrGyv6kpOTMTMzw9TUlD59+mhPNymKoijK/ULlsqyERJBPIbm5hjQqZ2HYM9czad2sMc0qmPSvlC07O5vNmzezf/9+AJo2baqCMUVRFOW+owKySuQLQSNhjBAG5QZkhy+nqpRJ1VScNNfU1JTevXvj51fmU8CKotShuLg4LVl2VQUHB1Pbyw/9FStWrGDOnDl62+Li4rCzs9NbKR/A29ubP/74oy6b95fExcXx7bfflvt6QkICw4YN09v21FNPYWtrq3fO8+fPZ9GiRXrl7O3tSUxMBODatWtMnDiRTp064evry5AhQzhz5sxdtT0nJ4cJEybg4OBAYGCgXhqtkj744APc3d1xc3Pj/fff12uzra2tlg2geN2y3NxcHn74YTw8PPDy8tJbiDU4OBhnZ2dtnxs3dAs4fPTRR3z11Vd3dT61QQVklSgEGhkYYyDKT+2x+8xNvNta1mm77lVSSo4fP054eDiXLl0CoGPHjg0uhYWiKLWvOqmBaoK9vT3t2rXTy8F46tQpMjIyCAysKHlM9RQUFNTYsUqqLCBbvHgxYWFh2s+FhYVs3LiRtm3bsmvXrirVIaVk1KhRBAcHc/78eWJiYnjzzTe5fv36XbV92bJlWFlZce7cOZ5++mnmzZtXqsyxY8f44osviI6O5vDhw2zdupVz585prz/99NPExsYSGxvLkCFDAPjiiy8AOHr0KDt27ODZZ5/VCz6/+eYbbZ+WLXULu8+YMYMlS5bc1fnUBhWQVaIAMBZGWJqVPxyZlJmLWxvVQ1aZzMxMtm3bxt69e2nVqlWZecwURalf+fn5TJ48GRcXF8aOHUtWli7F8MKFC/H398fd3Z1HHnmEOxcVLywsJDQ0lJdffhnQfQA7OTkREBBAWFiY1lsVGhrK7NmzCQwM5Pnnnyc2NpauXbvi6enJqFGjtByLJXveEhMTsbe3B3Q9X6NHj2bQoEE4Ojry/PPPa21Yvny5VufevXvLPL/iBOXFVq9erWUZWLt2Le7u7nh5eWlJqEuKjIykV69eDB06FGdnZ2bPnq19+Jubm/Pss8/i5eXFvn37WLx4Me7u7ri7u2s9PXFxcXTu3JnZs2fj5OTE5MmT+eWXXwgKCsLR0VHLtTh//nymTp1Kt27dcHR01IKOF154gT179uDt7c17771Xqn3r16/XErsXt9fNzY1HH31Uy2NZmYiICIyNjZk9e7a2zcvLi549e1Zp//Js3ryZ6dOnAzB27Fh27txZ6nfo5MmTBAYGYmZmhpGREb1792bDhg0VHvfEiRP06dMH0OWstLS0rLTH1szMDHt7e73clg2BmtRfiQIBRsII6yblz2s6dS0dBxu1Bll5pJScPXuW3377jcLCQnr06IGLi0uVkgkryn3t+yfv+hCN8vKg5NIxD1a8qvzp06dZtmwZQUFBzJgxg48//pi5c+cyZ84cXn1Vt1LR1KlT2bp1Kw8++CDwvyDO3d2dl156iatXr/L6669z8OBBLCws6NOnD15eXlodly9f5rfffsPQ0BBPT0+WLFlC7969efXVV1mwYIHeUFVZYmNjOXToEI0aNcLZ2ZknnngCIyMjXnvtNWJiYmjWrBkhISFlpq0ZP3483t7eLFmyBCMjI9asWcPatWsBXdC5fft2bG1tSU1NLbPu6OhoTpw4Qfv27Rk0aBAbNmxg7Nix3Lp1i8DAQP7zn/8QExPD8uXL+eOPP5BSEhgYqKVZOnfuHCtWrCAgIAB/f3++/fZboqKi2LJlC//3f//Hpk2bADhy5Ai///47t27dwsfHh6FDh/LWW2+xaNEitm7dWqpdFy5cwMrKSm8Obnh4OJMmTWLEiBG8+OKL5OXlVbqM0LFjx7Sk7ZXp2bNnmbkfFy1aRL9++itZXblyRUuDZGRkRLNmzUhKSqJFixZameLfn6SkJBo3bsy2bdv0prN89NFHrFq1Cj8/P/7zn/9gZWWFl5cXW7ZsYdKkScTHxxMTE0N8fDwBAQEAPPzwwxgaGjJmzBhefvll7XPHz8+PPXv2aOUaAhWQVaIQMBHGNDIuuzMxNSuXgkLJA+ZqInpZsrKyiIqKIi4ujlatWhEcHEzTpqo3UVGqpJLgqSpyMjIwqUY6mLZt2xIUFATAlClT+PDDD5k7dy4RERG88847ZGVlkZycjJubmxaQ/eMf/2D8+PG89NJLgC5o6d27N82bNwd0C3GWnIM0btw4DA0NSUtLIzU1VctjOX369Cot2tm3b1+aNWsGgKurKxcvXiQxMZHg4GAeeECX3m7ChAllznuysbHB3d2dnTt3YmNjg5GRkTZvLigoiNDQUMaPH6/lPbxTQEAAHTt2BHS9bVFRUYwdO1b70AeIiopi1KhRNGmiW5ty9OjR7Nmzh+HDh9OhQwfc3NwwMDDAzc2Nvn37IoTAw8NDb17ViBEjaNy4MY0bNyYkJITo6GgsLS3LvSYJCQnauYNubtW2bdtYvHgxFhYWBAYGsn37doYNG1buH8PV/SO55NBvTXBxcWHevHkMGDCAJk2a4O3tjaGhbrmpRx99lFdeeQUhBK+88grPPvssX331FTNmzODkyZP4+fnRvn17unfvru3zzTffYGtrS0ZGBmPGjOHrr79m2rRpgK437dSpUzXa/rulArJKFABGGNHIqOw1yH49dQMPu2aqt6cMf/75J1FRUeTl5dG1a1fc3d0xMFCj5IrSkN35f5kQguzsbB577DEOHDhA27ZtmT9/PtnZ2VqZ7t27ExERwbPPPoupqWmldRQHKhUxMjLShgNL1gXo9QIZGhpWey5a8bCljY0NkyZN0rZ/+umn/PHHH/zwww/4+voSExNTampFWdcHdA8oFQcCFSnZdgMDA+1nAwMDvfMor57yNG7cWO86bd++ndTUVDw8PADdH8eNGzdm2LBhWFtbk5CQoLd/RkYGlpaWuLm5sW7dukrPA6rXQ2Zra0t8fDx2dnbk5+eTlpZW5rSVmTNnMnPmTABefPFFbT1KGxsbrUxYWJj28IKRkZHe8G337t1xcnLS6gRdYvWHHnqI6OhoLSDLzs5ucHOX1adjJQqFxFAY0ricVfr/vHkL9zbN6rhVDV9+fj5//PEH5ubmjB49Gk9PTxWMKco94NKlS+zbtw+Ab7/9lh49emgf9C1atCAzM7PUB/bMmTMZMmQI48ePJz8/H39/f3bt2kVKSgr5+fmsX7++zLqaNWuGlZWV1tPy9ddfa71l9vb2xMTEAFQpQAgMDGTXrl0kJSWRl5enDUOWZfTo0Wzbto01a9Zo88cAzp8/T2BgIAsXLuSBBx4gPj6+1L7R0dFcuHCBwsJC1qxZQ48ePUqV6dmzJ5s2bSIrK4tbt26xcePGas/B2rx5M9nZ2SQlJREZGYm/vz8WFhZlBkAATk5Oej1s4eHhfPnll8TFxREXF8eFCxfYsWMHWVlZ9OrViy1btmjH2rBhA15eXhgaGtKnTx9ycnL4/PPPtWMdOXKkzN6wPXv2aBPmS37dGYwBDB8+nJUrVwK6+9mnT58yg8ziJyEvXbrEhg0beOghXdrrkgHkxo0btV7N4msMsGPHDoyMjHB1dSU/P197ajQvL4+tW7fqPUF85syZaj9RXNtUD1klChAYYoyRYdl/nZy7kclQz9Z13KqG6+rVq7Rs2RIjIyOGDh2Kubm5CsQU5R7i7OzM0qVLmTFjBq6urjz66KOYmZkRFhaGu7s7rVq1wt/fv9R+zzzzDGlpaUydOpVvvvmGF198kYCAAJo3b07nzp21IcY7rVy5ktmzZ5OVlUXHjh1Zvnw5AHPnzmX8+PF8/vnnDB06tNJ2t27dmvnz59OtWzcsLS3x9vYut6ylpSXdunXj2rVr2vAjwHPPPcfZs2eRUtK3b1+9eW/F/P39mTNnDufOnSMkJIRRo0aVKtOlSxdCQ0O1+UmzZs3Cx8en3KUeyuLp6UlISAiJiYm88sortGnThgceeABDQ0O8vLwIDQ3l6aef1so3adKETp06ce7cOdq0acNPP/3Ep59+qvd6jx49+P7775kwYQJz5syhR48eCCFo2bIlX375JaDridu4cSNPPfUUb7/9Nqamptjb21c6r68yM2fOZOrUqTg4ONC8eXPtwYqrV68ya9YsbRmLMWPGkJSUhLGxMUuXLtWGaYsfABFCYG9vz2effQboAriBAwdiYGCAra0tX3/9NaBbZmPgwIHk5eVRUFBAv3799J5A3bt3L/Pnz7+rc6pxUsp79svX11fWtrBPnOW48DFy58lrZb7u/8YOeTg+pdbbcS9ITk6Wn332mTx06FCt1xUREVHrdSjVo+7J3Ttx4kSNHzM9Pb3Gj1kVGRkZUkop8/Ly5LBhw+SGDRvqpR01KSIiQg4dOvSuj1PZPXnttdfku+++W+3jbtiwQb700kt/tVn3jYMHD8opU6aU2l7T75Wy3s/AAVlOTKO6LipRiO4py7Lk5heSfCsXJ5uqT5j9O8rMzATAysqK/v37N7huYEVR6t78+fPx9vbG3d2dDh06MHLkyPpu0t/eqFGjtOVBlPIlJiby+uuv13czSlFDlpUoECALDbA0Myn12pnrGbS0aIRpOfPL/u7y8/PZv38/x48fZ8SIETzwwAN06KASrCuKQqmV4P8OgoODCQ4OrvV67mYobdasWTXXkL+p/v3713cTyqQCskoUAgUFhpiXkVj8/M1MnFrdn71jN2/eJCIigtTUVFxdXSt8HFtRFEVRlIqpgKwShYCxMKZ5k9I9ZIcupeLX3qruG1WPCgsLOXjwIIcOHcLMzIwhQ4ZojyUriqIoivLXqICsEoUC8gsNMTYsPd1uz9mbfDCx9ErQf1fJyclERESQlJSEo6Mj3bt311tTR1EURVGUv0YFZBWQUlIIGGCE6R0r9adm5XL+5i063wdDloWFhRw9epT9+/djYmJC//791VwxRVEURalB6inLikiJRGKEwPCOBexOJKTjZGOOURk9Z3832dnZxMbG0q5dO8aNG6eCMUVRGrzY2FhtbauSsrKysLa2Jj09XW/7yJEjWbNmTaXHjYuLq/aT5CUTpTckK1as0JK+32nTpk0sXLhQb5u3t7feQrpQ+tzuvD7R0dH06tULZ2dnfHx8mDVrlpaw/q+6cOECgYGBODg4MGHCBHJzc0uVyc3N5eGHH8bDwwMvLy8iIyNLlRk+fLheWzdu3Kiltbrzfh05coRu3brh5uaGh4eHtlhyv379SElJuavzKfb3jybuUgECiQmGBvoB2amEDPztm9dTq2qflJI///wTKSVmZmaMGTOG/v37N7hUE4qi3LuklFp6pJpWXkBmZmbGwIED2bhxo7YtLS2NqKgoLTdnQ1LdtFA15Z133uGxxx7Tfj558iQFBQXs2bNHWxm/MtevX2fcuHG8/fbbnD59mkOHDjFo0KBysw1U1bx583j66ac5d+4cVlZWLFu2rFSZL774AoCjR4+yY8cOnn32Wb3ftQ0bNmBubq63j6urKxs2bKBXr1562/Pz85kyZQqffvopx48fJzIyUkvSPnXqVD7++OO7Op9iKiCrRCFgKIxKpXjYH5eMT7u/74T++Ph4fvnlFy5cuACAubm5ytepKH9zcXFxuLi4EBYWhpubGwMGDOD27duALsDp2rUrnp6ejBo1SusVCA4OZt68eQQEBODk5KSl2FmxYgUjRowgODgYR0dHFixYoNXh7OzMtGnTcHd3Jz4+nueeew53d3c8PDy0XqrIyEh69+7NiBEj6NixIy+88ALffPMNAQEBeHh4cP78eQBCQ0OZPXs2fn5+ODk5sXXrVnJzc3n11VdZs2YN3t7epXq+inNZFtu4cSMDBw7EzMyMXbt24e3tjbe3Nz4+PmUGD/n5+UyePBkXFxfGjh2r9fgsXLgQf39/3N3deeSRR9CtA/o/hYWFhIaGaj1Py5Ytw8nJiYCAAMLCwrTequJzCgwM1FaoL+/aF/fkJCYmamuQrVixgtGjRzNo0CAcHR15/vnntTYsX75cq3Pv3r1l/h6cOXOGRo0a0aJFC21beHg4U6dOZcCAAWzevLnM/e60dOlSpk+fTrdu3bRtY8eO1ctLWV1SSn799VfGjh0L6BLSb9q0qVS5EydO0KdPH0CXSNzS0lK7VpmZmSxevJiXX35Zbx9nZ2ecnZ1LHevnn3/G09NTy9xgbW2t5S0dPnw44eHhf/l8SlJzyCohBQhKrzN2/Go6cweWvnH3MiklGRkZNG3alLZt2zJw4EDatWtX381SlPuWx0qPGj/m0elHK3z97NmzhIeH88UXXzB+/HjWr1/PlClTmDZtGkuWLKF37968+uqrLFiwQEunk5+fT3R0NNu2bWPBggX88ssvgG646tixY5iZmeHv78/QoUNp0aIFZ8+eZeXKlXTt2pX169cTGxvL4cOHSUxMxN/fX+uhOHz4MCdPnqR58+Z07NiRWbNmER0dzQcffMCSJUu0+uPi4oiOjub8+fOEhIRw7tw5Fi5cyIEDB/joo49KnePAgQOZNWsWSUlJWFtbs3r1ai0YWrRoEUuXLiUoKIjMzMwyk6WfPn2aZcuWERQUxIwZM/j444+ZO3cuc+bM4dVXXwV0PSdbt27Vet2Kgzh3d3f++c9/cvXqVV5//XUOHjyIhYUFffr00UvVdPnyZX777TcMDQ3x9PQs99qXJzY2lkOHDtGoUSOcnZ154oknMDIy4rXXXiMmJoZmzZoREhKCj0/pB9P27t1Lly5d9LatWbOGHTt2cOrUKZYsWaLlmKzIsWPHmD59eqXlTp8+zYQJE8p8LTIyUm9ZpaSkJCwtLTEy0oUvdnZ2XLlypdR+Xl5ebNmyhUmTJhEfH09MTAzx8fEEBATwyiuv8Oyzz2JmZlZp20AXoAohGDhwIDdv3mTixIlakGtlZUVOTo72u3Q3VEBWiULA1Eh/yYuc/AKup2djZ/X3Gb67ffs2e/bs4cqVK4wbNw5zc3Pat29f381SlPtaZcFTVWRkZGBhUfWHjzp06KDlgfT19SUuLo60tDRSU1O1xN/Tp09n3Lhx2j6jR4/WK1+sf//+2ofU6NGjiYqKYuTIkbRv356uXbsCEBUVxaRJkzA0NMTGxobevXuzf/9+mjZtir+/P61b63IFd+rUiQEDBgDg4eFBRESEVs/48eMxMDDA0dGRjh07curUqQrP0cTEhOHDh7Nu3TrGjBnDoUOHGDhwIABBQUE888wzTJ48mdGjR5e5rE/btm0JCgoCYMqUKXz44YfMnTuXiIgI3nnnHbKyskhOTsbNzU0LyP7xj38wfvx4XnrpJTIyMoiOjqZ37940b66b+jJu3DjOnDmj1TFu3DgMDQ0rvfbl6du3r5Y/1NXVlYsXL5KYmEhwcDAPPPAAABMmTNCrs1hCQoJWBuDAgQO0aNGCdu3aYWtry4wZM0hOTqZ58+ZljpxUdzTF2dmZ2NjYau1TmRkzZnDy5En8/Pxo37493bt3x9DQkNjYWM6fP897771X5dyi+fn5REVFsX//fszMzOjbty++vr707dsX0PXAXb169a4DMjVkWQGJJF8ITAyN9bZfSLyFrWVjGhn9PVbov3DhAmvXriU+Ph5fX98q/9WgKMrfT8mlbAwNDas0h6l4nzvL3/nBXPxzkyZNqt0WAwMD7WcDA4Mq1VOR4mHLdevWMWLECG1O0AsvvMCXX37J7du3CQoKKjO4K6u+7OxsHnvsMdatW8fRo0cJCwvTJn4DdO/enYiICL1tFanKNTIyMtLmRd153L9yH4s1btxY73jh4eGcOnUKe3t7OnXqRHp6OuvXrwd0w3clJ7UnJydrQ51ubm7ExMRUWt/p06e1YeI7v1JTU/XKWltbk5qaqp3P5cuXsbW1LXVMIyMj3nvvPWJjY9m8eTOpqak4OTmxb98+Dhw4gL29PT169ODMmTOVZl+ws7OjV69etGjRQlt/8+DBg9rr2dnZNTK/WgVkFSla9sLIUH8eQFxiFu2s7/2gJScnh19//ZUdO3Zgbm7OqFGj8PT0xMBA/VooivI/zZo1w8rKSpsf9vXXX2s9NhXZsWMHycnJ3L59m02bNmm9SiX17NmTNWvWUFBQwM2bN9m9ezcBAQHVat/atWspLCzk/Pnz/Pnnnzg7O2NhYVHh5PHg4GDOnj3L0qVLmTRpkrb9/PnzeHh4MG/ePPz9/csMyC5dusS+ffsA+Pbbb+nRo4cWwLRo0YLMzEzWrVunt8/MmTMZMmQI48ePJz8/H39/f3bt2kVKSgr5+flagHOniq69vb29FvDcWV9ZAgMD2bVrF0lJSeTl5bF27doyy7m4uHDu3DlAN+/tu+++4+jRo8TFxREXF8fmzZu1eVPBwcH897//1ebLrVy5kpCQEADmzJnDypUr+eOPP7Rjb9iwgevXr+vVV9xDVtbXnVlghBCEhIRo57ty5UpGjBhR6hyysrK0hw927NiBkZERrq6uPProo1y9epW4uDiioqJwcnIq8wnMkgYOHMjRo0fJysoiPz+fXbt24erqCuim+ly7dq1GcoiqT95KCMDUQP8vlcOXU/G0bVY/Daoh8fHxrFu3jvPnz+Pr68vIkSO1rnNFUZQ7rVy5kueeew5PT09iY2O1uVIVCQgIYMyYMXh6ejJmzBj8/PxKlSn+Q9DLy4s+ffrwzjvv0KpVq2q1rV27dgQEBDB48GA+/fRTTE1NCQkJ4cSJE2VO6gddL9vYsWNJSkrSCy7ff/993N3d8fT0xNjYmMGDB5fa19nZmaVLl+Li4kJKSgqPPvoolpaWhIWF4e7uzsCBA/H39y+13zPPPIOPjw9hYWG0bt2aF198kYCAAIKCgrC3t9eGGO9U3rWfO3cun3zyCT4+PiQmJlZ6nVq3bs38+fPp1q0bQUFBuLi4lFmuV69eHDp0CCkle/bswdbWljZt2ui9fuLECRISEnjkkUewsLDAy8sLLy8vMjMzmTt3LgA2NjasXr2auXPn4uzsjIuLC9u3b6/WEHpZ3n77bRYvXoyDgwNJSUnMnDkTgC1btmjX5saNG3Tp0gUXFxfefvttvv7660qP+/3332NnZ8e+ffsYOnSoNoxtZWXFM888g7+/P97e3nTp0oWhQ4cCEBMTQ9euXbU5bXdD3PkUyL3Ez89P1ubaLoUF+Qxd7kG31o/y6tB/atunfxXN1K7t6ef6158UqS95eXn8/vvvnDx5EisrK735BPeSyMjIOknyq1Sduid37+TJk+V+SP5V1Z1DVlNWrFhR7qT6mhQaGsqwYcO0p+7uBcX3JDMzE3Nzc/Lz8xk1ahQzZsxg1KhR9d08AJ588kkefPBB+vXrV99NqTN/5b3y5JNPMnz4cG0+WUllvZ+FEDFSytJ/maB6yColAUOhP1fsSupt7JrfmxP6MzMzOXPmjPb49L0YjCmKovwdzJ8/H29vb9zd3enQoQMjR46s7yZpXnzxxbtewPV+4O7uXmYw9leopywrIQFDg/9dpuy8Av68mUm75vfOHLL8/HwuXLiAo6MjVlZWTJo0SU3cVxSlVoWGhhIaGlrr9axYsaLW66gtixYtqu8mlMvGxobhw4fXdzMavLCwsBo7luohq4CUhbqFYUsEZHFJt2hpYYqZyb0Ty546dYqIiAhtjoEKxhRFURSlYbl3oop6UigExgb/W/biUlIWnVs3/ITihYWFpKenY2lpiaurK9bW1nqrLiuKoiiK0nCoHrJK6B55+F/cevZGJo4tzcsr3iAkJyezadMmtm7dSl5eHgYGBtriioqiKIqiNDyqh6wCxUOWjUqs1H/2egbdOzXMnqbCwkKOHj3K/v37MTExoWfPntpih4qiKIqiNFyqh6wShQJMDf8XkJ2+nomjTcPrIUtLS+P777/njz/+oF27dowbN44OHTrUd7MURbmHxMXF4e7uXq19Sia4bkhWrFih5acsFhcXh52dnba6fTFvb2+9xUvvB5GRkfz222/lvr5p0yYtCXoxb29vJk6cqLftzvt/5+9QdHQ0vXr1wtnZGR8fH2bNmnXXT29euHCBwMBAHBwcmDBhArm5uaXK5Obm8vDDD+Ph4YGXl1eZi78OHz5cr62vv/46np6eeHt7M2DAAK5evQrorlWzZs207AHF1yU3N5devXpVKwtCRVRAVolCwKhoDllOfgEnE9Jxa9NwFoWVUnLixAnWr19PSkoKwcHB9O/fv0bSOCiKotSmmvogqyp7e3vatWunrXoPuoeeMjIyCAwMrNO2VEVtXp/KArJ33nmHxx57TPv55MmTFBQUsGfPHm0F/Mpcv36dcePG8fbbb3P69GkOHTrEoEGDKsygUBXz5s3j6aef5ty5c1hZWbFs2bJSZb744gsAjh49yo4dO3j22Wf1AvENGzZgbq7fufLkk09y5MgRYmNjGTZsmF5A2rNnTy17QPHisyYmJvTt27fMhYf/ChWQVaLkU5YXEm/R0qIRJkYN47JlZmaybds2oqKisLGxYezYsTg5OVU7sauiKEqx/Px8Jk+ejIuLC2PHjtV6MxYuXIi/vz/u7u488sgj3LmoeGFhIaGhobz88ssALFu2DCcnJwICAggLC9N6q0JDQ5k9ezaBgYE8//zzxMbG0rVrV21txOK8iCV7XhITE7XUNCtWrGD06NEMGjQIR0dHnn/+ea0Ny5cv1+rcu3dvmedXnMOy2OrVq7Ven7Vr1+Lu7o6Xlxe9evUqtW/x4sdjx46lc+fOTJ48WbsOO3fuxMfHBw8PD2bMmEFOTg6gCwJfe+01unTpgoeHh5aKaf78+UydOpVu3brh6OioBRCRkZH07NmT4cOH4+rqSnZ2ttbT4+PjoyVVX7FiBSNHjqR///7Y29vz0UcfsXjxYnx8fOjatSvJycnadXzyySe19c6io6OJi4vj008/5b333sPb21svQAU4c+YMjRo10nsQLDw8nKlTpzJgwAA2b95c5rW909KlS5k+fTrdunXTto0dOxYbm7++qLqUkl9//VVbCHj69Ols2rSpVLkTJ07Qp08fQJf829LSUvt9yszMZPHixdrvarGmTZtq39+6datKn6UjR47km2+++auno0fNIauERGg9ZKcSMvCzt6rnFv1Peno6N27coEePHri4uKhATFH+ZhbsW3DXx8jLzcPY5H9zSV/r9lqF5U+fPs2yZcsICgpixowZfPzxx8ydO5c5c+ZoPQNTp05l69atPPjgg8D/gjh3d3deeuklrl69yuuvv87BgwexsLCgT58+eHl5aXVcvnyZ3377DUNDQzw9PVmyZAm9e/fm1VdfZcGCBbz//vsVtjE2NpZDhw7RqFEjnJ2deeKJJzAyMuK1114jJiaGZs2aERISgo+PT6l9x48fj7e3N0uWLMHIyIg1a9ZoOR0XLlzI9u3bsbW1LZXUutihQ4c4fvw4bdq0ISgoiL179+Ln50doaCg7d+7EycmJadOm8cknn/DUU08BuvyWBw8e5OOPP2bRokW89957ABw5coTff/+dW7du4ePjo6XjOXjwIMeOHaNDhw785z//QQjB0aNHOXXqFAMGDODMmTMAHDt2jEOHDpGdnY2DgwNvv/02hw4d4umnn2bVqlVa/VlZWcTGxrJ7925mzJjBsWPHmD17Nubm5lqao5L27t1Lly5d9LatWbOGHTt2cOrUKZYsWcJDDz1U4T0qbt/06dMrLXf69GkmTJhQ5muRkZF6+SyTkpKwtLTUUhXZ2dlx5cqVUvt5eXmxZcsWJk2aRHx8PDExMcTHxxMQEMArr7zCs88+W+YSUC+99BKrVq2iWbNmWvALsG/fPry8vGjTpg2LFi3Czc0N0C0Mu3///krPsSpUQFYBiUQCBga6lfpPXkvHtXXTineqZbdv3+by5cs4OjrSpk0bJk2ahKmpab22SVGU2lFZ8FQV1U0H07ZtWy0J+JQpU/jwww+ZO3cuERERvPPOO2RlZZGcnIybm5sWkP3jH/9g/PjxvPTSS4Bu3lDv3r21/Ljjxo3Tgojinw0NDUlLSyM1NVXLJTl9+nTGjRtXaRv79u2r5X10dXXl4sWLJCYm6qWCmzBhgl6dxWxsbHB3d2fnzp3Y2NhgZGSkzSMKCgoiNDSU8ePHM3r06DLrDggIwM7ODtDNqYqLi8PCwoIOHTrg5OSkncfSpUu1gKj4WL6+vmzYsEE71ogRI2jcuDGNGzcmJCSE6OhoLC0tCQgI0OYAR0VF8cQTTwDQuXNn2rdvr51XSEgIFhYWWFhY0KxZM+1+eHh4cOTIEa2e4uTpvXr1Ij09vdxgs1hCQoJeFpcDBw7QokUL2rVrh62tLTNmzCA5OZnmzZuX2RFQ3c6B4uTiNWnGjBmcPHkSPz8/2rdvT/fu3TE0NCQ2Npbz58/z3nvvERcXV2q/f//73/z73//mzTff5KOPPmLBggV06dKFixcvYm5uzrZt2xg5ciRnz54FwNDQEBMTkxpJUdYwxt4aLIkUYFgUkJ29nknbel6hv/ivnOJhBBWMKYpSk+78MBVCkJ2dzWOPPca6des4evQoYWFhZGdna2W6d+9ORESE3raKNGnSpNIyRkZG2pyfO4/bqFEj7XtDQ8Nqz7UqHrZcvXq1FqwAfPrpp7zxxhvEx8fj6+tLUlJSqX3/St3F+9xZvqxrDVW7Pne2xcDAQPvZwMCgSvWUp3HjxnrXPDw8nFOnTmFvb0+nTp1IT09n/fr1AFhbW2vDzKBbdql4qNPNzY2YmJhKz+P06dPahPk7v+4MHq2trUlNTdXO7/Lly9ja2pY6ppGREe+99x6xsbFs3ryZ1NRUnJyc2LdvHwcOHMDe3p4ePXpw5syZMnPwTp48WTvHpk2bavPNhgwZQl5enl4y95ycnBr5LFYBWSUkYFCUy/LcjUxsLet+snxOTo72S+nr68uoUaPUavuKotSKS5cusW/fPgC+/fZbevTooX04t2jRgszMTNatW6e3z8yZMxkyZAjjx48nPz8ff39/du3aRUpKCvn5+doH252aNWuGlZWVNofp66+/1nrL7O3ttQ/zO+srS2BgILt27SIpKYm8vDxtGLIso0ePZtu2baxZs0bvqcHz588TGBjIwoULeeCBB4iPj6+0XtD18MTFxXHu3LlS51GRzZs3k52dTVJSEpGRkfj7+5cq07NnT22O0pkzZ7h06RLOzs5Valex4knnUVFRNGvWjGbNmmFhYVHu5HoXFxftXAoLC/nuu+84evQocXFxxMXFsXnzZsLDwwHdHLX//ve/2ly6lStXEhISAsCcOXNYuXKl3hOsGzZs4Pr163r1FfeQlfVVcrgSdMFkSEiI9juxcuVKRowYUeocsrKytIcPduzYgZGREa6urjz66KNcvXqVuLg4oqKicHJy0p7ALD5n0N2bzp07A3Dt2jXt/KKjoyksLMTa2hrQDaG2aNGiRpaYUkOWldDlsjQmN7+Q6+nZdf6EZXx8PLt376ZRo0aMGTMGExMTbRhAURSlpjk7O7N06VJmzJihfYCZmZkRFhaGu7s7rVq1KjNweOaZZ0hLS2Pq1Kl88803vPjiiwQEBNC8eXM6d+6sDTHeaeXKlcyePZusrCw6duzI8uXLAZg7dy7jx4/n888/1+ZWVaR169bMnz+fbt26YWlpibe3d7llLS0t6datG9euXaNjx47a9ueee46zZ88ipaRv3756894qYmpqyvLlyxk3bpwWkM6ePbvS/Tw9PQkJCSExMZFXXnmFNm3alBpmfeyxx3j00Ufx8PDAyMiIFStW6PWMVbV9Pj4+5OXl8dVXXwHw4IMPMnbsWDZv3sySJUvo2bOnVr5Xr148++yzSCnZs2cPtra2tGnTRu/1EydOkJCQwCOPPMKpU6fw8vJCCIGfnx9vvvkmoBseXr16NXPnzuXGjRsYGBjQq1cvBg0aVK323+ntt99m4sSJvPzyy/j4+DBz5kwAtmzZwoEDB1i4cCE3btxg4MCBGBgYYGtry9dff13pcefPn8/58+cxMDCgffv2fPrpp4DuD4JPPvkEIyMjGjduzOrVq7VexoiIiCr9flaJlPKe/fL19ZW1KTf3lvT9ylVuORQrz15Pl51f/rFW69OvO1fu3r1bfvbZZ/K7776TN27cqLO67wURERH13QTlDuqe3L0TJ07U+DHT09Nr/JhVkZGRIaWUMi8vTw4bNkxu2LChXtrREKWnp8vXXntNvvvuu7VeV+/eveX+/furvd8///lPuWPHjlpoUcP1V94ro0aNkqdPny7ztbLez8ABWU5Mo3rIKiGBpqaNOHM9E6dWdZPDMiEhgcjISDIyMvD09MTPz097okRRFOVeMH/+fH755Reys7MZMGAAI0eOrO8mKdXw4osv3neL5VZXbm4uI0eO1B7muFvqU74iUrfshYmhEZdScnCt5aTi+fn5HDhwgCNHjmBhYcGDDz6oclAqinJPWrRoUX03oUGbP39+ndRT1gr1VWFjY8Pw4cNrtjF/MyYmJkybNq3GjqcCsopISZ6BAGHAzYwcWlrU3hONN2/eJDIykpSUFFxcXOjatavKQ6koiqIo9wkVkFVBk0aNOBR/k7G+drVWR1paGrm5uQwePJi2bdvWWj2KoiiKojQ8KiCrgKQQAykxNDDk2JU0Xh9RvaS7lUlOTiYlJYVOnTrRqVMn2rdvr3rFFEVRFOU+pAKyKsjJk6Rk5dHeumbX/jpw4ICWo83Q0FAFY4qiKIpyn1ILw1ZCAgnpudhaNq6RXJHp6elkZmYC0KNHD0aOHImhoeFdH1dRFKWmbNq0CSGElgi7IUtLS2PatGk4ODjQqVMnpk2bRlpaWqX7RUVFERAQQOfOnencuTOff/55meVWrFjBAw88gLe3N507d9byUBb7/PPPtWMEBAQQFRWlvZaXl8cLL7yAo6MjXbp0oVu3bvz4449l1pOYmIixsbG29lWx4hXiS7anOFE7wKpVq3B3d9eSj1flYYo333wTBwcHnJ2d2b59e5llfv31V7p06YK7uzvTp0/XVsY/deoU3bp1o1GjRqXqSk1N1RKvu7i4aAsMJycn079/fxwdHenfv7/eyv7K/6iArCJFK/NeSc3Bu63lXR5KcuLECdatW8fevXsBMDMzUyvuK4rS4ISHh9OjRw9tNfa7VVBQUCPHKcvMmTPp2LEj586d4/z583To0IFZs2ZVuM+1a9d46KGH+PTTTzl16hRRUVF89tln/PDDD2WWnzBhArGxsezdu5d///vf2gr+W7du5bPPPiMqKopTp07x6aef8tBDD3Ht2jUAXnnlFRISEjh27BgHDx5k06ZN5a6Ov3btWrp27Vqta/7jjz/y/vvv8/PPP3P06FF+//33chfgLXbixAlWr17N8ePH+emnn3jsscdK3Z/CwkKmT5/O6tWrOXbsGO3bt2flypUANG/eXMtveqcnn3ySQYMGcerUKQ4fPoyLiwsAb731Fn379uXs2bP07duXt956q8rneD9RAVlFpC65+OWUbFqYm/zlw2RmZvLjjz8SFRWFjY2NlrhXURSlocnMzCQqKoply5axevVqAH766Se9pN+RkZEMGzYMgJ9//plu3brRpUsXxo0bp40A2NvbM2/ePLp06cLatWv54osv8Pf3x8vLizFjxmj5eM+fP0/Xrl3x8PDg5Zdf1usRevfdd/H398fT05PXXiudaP3cuXPExMTwyiuvaNteffVVDhw4wPnz55k4caJekBUaGsq6detYunQpoaGhdOnSBdClhHrnnXcqDRSsra1xcHAgISEB0K0Y/+6772q5G7t06aIlFs/KyuKLL75gyZIl2sr6NjY2jB8/vsxjh4eH85///IcrV65w+fLlCttR7M0332TRokXaKvqNGjUiLCyswn02b97MxIkTadSoER06dMDBwYHo6Gi9MklJSZiYmGjra/Xv319Lf9WyZUv8/f1LTbFJS0tj9+7d2qr5JiYmWtqjzZs3M336dECXeH3Tpk1VOr/7jQrIKqTrIbuelo21efVSVYCuV+zMmTOsW7eOa9eu0aNHD4YMGVKqC1pRFKWh2Lx5M4MGDcLJyQlra2tiYmLo168ff/zxh5YbsDgHZGJiIm+88Qa//PILBw8exM/Pj8WLF2vHsra25uDBg0ycOJHRo0ezf/9+redk2bJlgK5X5cknn+To0aPY2f3vSfaff/6Zs2fPEh0dTWxsLDExMezevVuvrSdOnMDb21tv2oehoSHe3t4cP36cCRMm8N133wG6RTx37tzJ0KFDOX78OL6+vnrH8vPz4/jx4xVem0uXLpGdnY2npydAhcc5d+4c7dq1o2nTppVe8/j4eBISEggICGD8+PFa7snKHDt2rFT9xT799NNSw58AV65c0XuS387OjitXruiVadGihbYuJuhSB1WW1/PChQs88MADPPzww/j4+DBr1izt9+X69evampqtWrUqlctS0VEBWQWkLAAhuJyajYdd9XJY3r59mx07dhAZGYmVlRVjxozB1dW1RuahKYqi1Jbw8HAt4fbEiRMJDw/HyMiIQYMG8f3335Ofn88PP/zAiBEj+P333zlx4gRBQUF4e3uzcuVKLl68qB1rwoQJ2vfHjh2jZ8+eeHh48M0332jBz759+7Tet4ceekgr//PPP/Pzzz/j4+NDly5dOHXqFGfPnq3WuQwePJiIiAhycnL48ccf6dWrF40bN672NVmzZg2enp44ODjw2GOPYWpas2tSrlmzRus5K77mFanK58js2bOrlE+zvOOvXr2ap59+moCAACwsLCqd65yfn8/Bgwd59NFHOXToEE2aNCmzx1EIoT4Hy6GesqyAlIUAxCVl4WVnWeX94uLi2L17N7m5uQQGBuLh4YGBgYp9FUVp2JKTk/n11185evQoQggKCgoQQvDuu+8yceJEPvroI5o3b46fnx8WFhZIKenfv3+5AUSTJk2070NDQ9m0aRNeXl6sWLGi0hXkpZT861//4h//+Ee5ZVxdXYmNjaWwsFD7P7awsJDY2FhcXV0xNTUlODiY7du3a716xfvFxMQwYsQI7VgxMTG4ubmVWc+ECRP46KOPOHDgAAMGDGD48OG0atVKO06fPn1KHcfBwYFLly6Rnp5eaS9ZeHg4165d45tvvgHg6tWrnD17FkdHRxo3bkxubi4mJrppM8nJydoQqZubW6n6K2Nra6vX23X58mVsbW1LlevWrRt79uwBdMHxnUnP72RnZ4ednR2BgYEAjB07VgvIbGxsSEhIoHXr1iQkJNCyZcsqt/d+oqKEChQWFoCU5OYVYtm46ktSpKamYm5uzujRo/Hy8lLBmKIo94R169YxdepULl68SFxcHPHx8XTo0IE9e/bQu3dvDh48yBdffKEFNl27dmXv3r2cO3cOgFu3bpX7wZ2RkUHr1q3Jy8vTAo/iYxTPTyqeswYwcOBAvvrqK21O2pUrV7hx44beMR0cHPDx8eGNN97Qtr3xxht06dIFBwcHQBdMLV++nD179jBo0CAAHn/8cVasWEFsbCygmzM1b948nn/++Qqvj5+fH1OnTuWDDz4A4Pnnn2fevHkkJSUBEBsby4oVK3jssccwMzNj5syZPPnkk+Tm5gK6jCxr167VO+aZM2fIzMzkypUrxMXFERcXx7/+9S8tyO3duzf//e9/Ad3Iy3fffUdISAgA//rXv3juuee0hwhyc3P58ssvKzyH4cOHs3r1anJycrhw4QJnz54lICCgVLnia52Tk8Pbb79daW9bq1ataNu2LadPnwZg586duLq6anUWPxSwcuVKvUBYKaG8rOP3wpevr28V87H/NZnpV6THcjfZ9d+/VFo2Pj5eXrx4UUopZUFBgSwoKKjVtt3vIiIi6rsJyh3UPbl7J06cqPFjpqenV7lscHCw/PHHH/W2ffDBB3L27NlSSikff/xx2aRJE3nr1i3t9Z07d0o/Pz/p4eEhPTw85ObNm6WUUrZv317evHlTK/fxxx9Le3t76e/vL+fMmSOnT58upZTyzJkzMiAgQHp4eMjnnntOtmnTRtvn/fffl+7u7tLd3V127dpVnjt3rlSbk5OT5eTJk2XHjh1lx44d5eTJk2VKSor2em5urrSyspKhoaF6++3atUv6+flJZ2dn6eTkJD/++OMyr8ny5cvl448/rv185coVaWNjo13Xjz/+WDo5OUlnZ2fp5+cnd+3apZXNycmRzz33nOzUqZN0c3OTAQEB8qefftK7J/Pnz5fz5s3Tq/Pw4cOyc+fOUkopL1++LIcOHSq9vLykp6enXLRokV7Zr776Srq5uUlXV1fp5uYm//Of/0gppfzkk0/kJ598UuY5vfHGG7Jjx47SyclJbtu2Tds+ePBgeeXKFSmllHPnzpWdO3eWTk5O8r333tPKJCQkSFtbW2lhYSGbNWsmbW1tZVpampRSykOHDklfX1/p4eEhR4wYIZOTk6WUUiYmJso+ffpIBwcH2bdvX5mUlFRmu+pbdd4rVVHW+xk4IMuJaYQsWtrhXuTn5yeLJx3Whsy0K3TfOBCn7M9ZN7t7ueWklGzcuBFjY2OGDRumxsfrQGRkJMHBwfXdDKUEdU/u3smTJ7WlAmpKRkYGFhYWNXrMmpSVlUXjxo21eUvh4eFs3ry5vptVqxr6Pblf1fR9Kev9LISIkVL6lVVezSGrgJQFCMDhgbKfirx27RqWlpaYmpoyYMAATE1NVTCmKIpSDTExMcyZMwcpJZaWlnz11Vf13SRFqRcqIKtAgdStTGxrqf9UTvHjwEeOHMHd3Z3u3burpSwURVH+gp49e3L48OH6boai1DsVkFVAFhYiAFur/z3inJiYSEREBCkpKbi4uODv719/DVQURVEU5W+hzgIyIcQg4APAEPhSSvnWHa83AlYBvkASMEFKGVdX7StLQaEunYSdVRMKCws5dOgQBw8epHHjxgwePFhvcT1FURRFUZS/qk4CMiGEIbAU6A9cBvYLIbZIKU+UKDYTSJFSOgghJgJvAxNKH63uFBTq5pA1IZtNmzaRmJiIg4MDQUFBWioMRVEURVGUu1VXPWQBwDkp5Z8AQojVwAigZEA2Aphf9P064CMhhJD1+BhoXkEBngU+7Nv5IyYmxvTr14+OHTvWV3MURVEURfmbqqsVS22BkomwLhdtK7OMlDIfSAOs66R15Ui/nYuFtKBtWzvGjh2rgjFFUf72auIBJXt7exITE2ugNYpy/7jnJvULIR4BHgFdOobK0m/cDVlYSIhVf0xMTIiOjq61epTqy8zMrNV7r1Sfuid3r1mzZmRkZNToMQsKCqp9zLttg5SSzMxMNbWjHH/lnii1r6bvS3Z2drX+T6yrgOwKUHIGvF3RtrLKXBZCGAHN0E3u1yOl/Bz4HHQLw9b2QpRqscuGSd2Xhkfdk7t38uRJvYUpv//++0r3adeuHV5eXlp5JycnnJ2dyc7OZseOHRQUFGiJoR988MEqtePOxTGDg4NZtGgRfn5+JCYm4ufnR1xcHAUFBcybN4+ffvoJAwMDwsLCeOKJJxBCYG5ujpGREaNHj2b06NGEhYVV9TL87amFYRummr4vpqam+Pj4VLl8XQVk+wFHIUQHdIHXROChO8psAaYD+4CxwK/1OX9MURRFqdjnn39OXFwcsbGxGBkZkZycrL2WmZnJxIkTmTZtGtOmTavHVirKvaFOAjIpZb4QYg6wHd2yF19JKY8LIRaiy+u0BVgGfC2EOAckowvaFEVR7ltV7dEqq7ypqSkPPvhgrfbG/PLLL8yePRsjI91HSfPmzbXXRowYwfPPP8/kyZNrpW5F+bupszlkUsptwLY7tr1a4vtsYFxdtUdRFEWpGiMjIwoLCwHdvJiqCAoK4qeffuKhhx5SKeUUpQrq6ilLRVEU5R5lb29PTEwMAOvWrdO29+/fn88++4z8fF2auZJDlgsXLsTKyorHH3+8bhurKPcoFZApiqIomqysLOzs7LSvxYsXM3fuXD755BN8fHz0lrOYNWsW7dq1w9PTEy8vL7799lu9Y33wwQfcvn2b559/vq5PQ1HuOffcsheKoihK7SkemrzTkSNHtO/feOMNQDeUuXjxYhYvXqxXNi4uTvt++fLlNd9IRfkbUj1kiqIoiqIo9UwFZIqiKIqiKPVMBWSKoigNiFp+UVHufX/lfawCMkVRlAbC1NSUpKQkFZQpyj1MSklSUhKmpqbV2k9N6lcURWkg7OzsuHz5Mjdv3qyxY2ZnZ1f7g0GpXeqeNEw1eV9MTU2xs7Or1j4qIFMURWkgjI2N6dChQ40eMzIyslr59JTap+5Jw1Tf90UNWSqKoiiKotQzFZApiqIoiqLUMxWQKYqiKIqi1DNxLz/NI4S4CVys5WpaAImVllLqmrovDY+6Jw2Tui8Nj7onDVNd3Jf2UsoHynrhng7I6oIQ4oCU0q++26HoU/el4VH3pGFS96XhUfekYarv+6KGLBVFURRFUeqZCsgURVEURVHqmQrIKvd5fTdAKZO6Lw2PuicNk7ovDY+6Jw1Tvd4XNYdMURRFURSlnqkeMkVRFEVRlHqmAjJFURRFUZR6pgKyIkKIQUKI00KIc0KIF8p4vZEQYk3R638IIezroZn3nSrcl2eEECeEEEeEEDuFEO3ro533k8ruSYlyY4QQUgihHu+vZVW5J0KI8UXvleNCiG/ruo33oyr8/9VOCBEhhDhU9H/YkPpo5/1ECPGVEOKGEOJYOa8LIcSHRffsiBCiS121TQVkgBDCEFgKDAZcgUlCCNc7is0EUqSUDsB7wNt128r7TxXvyyHAT0rpCawD3qnbVt5fqnhPEEJYAE8Cf9RtC+8/VbknQghH4F9AkJTSDXiqrtt5v6nie+Vl4DsppQ8wEfi4blt5X1oBDKrg9cGAY9HXI8AnddAmQAVkxQKAc1LKP6WUucBqYMQdZUYAK4u+Xwf0FUKIOmzj/ajS+yKljJBSZhX9+DtgV8dtvN9U5b0C8Dq6P1qy67Jx96mq3JMwYKmUMgVASnmjjtt4P6rKfZFA06LvmwFX67B99yUp5W4guYIiI4BVUud3wFII0bou2qYCMh1bIL7Ez5eLtpVZRkqZD6QB1nXSuvtXVe5LSTOBH2u1RUql96Soi7+tlPKHumzYfawq7xMnwEkIsVcI8bsQoqIeAqVmVOW+zAemCCEuA9uAJ+qmaUoFqvu5U2OM6qISRaltQogpgB/Qu77bcj8TQhgAi4HQem6Kos8I3RBMMLpe5N1CCA8pZWp9NkphErBCSvkfIUQ34GshhLuUsrC+G6bUPdVDpnMFaFviZ7uibWWWEUIYoeteTqqT1t2/qnJfEEL0A14Chkspc+qobferyu6JBeAORAoh4oCuwBY1sb9WVeV9chnYIqXMk1JeAM6gC9CU2lOV+zIT+A5ASrkPMEWX4FqpP1X63KkNKiDT2Q84CiE6CCFM0E2u3HJHmS3A9KLvxwK/SrWqbm2r9L4IIXyAz9AFY2peTO2r8J5IKdOklC2klPZSSnt08/qGSykP1E9z7wtV+f9rE7reMYQQLdANYf5Zh228H1XlvlwC+gIIIVzQBWQ367SVyp22ANOKnrbsCqRJKRPqomI1ZIluTpgQYg6wHTAEvpJSHhdCLAQOSCm3AMvQdSefQzchcGL9tfj+UMX78i5gDqwtesbikpRyeL01+m+uivdEqUNVvCfbgQFCiBNAAfCclFL18NeiKt6XZ4EvhBBPo5vgH6r+0K9dQohwdH+ctCiau/caYAwgpfwU3Vy+IcA5IAt4uM7apu69oiiKoihK/VJDloqiKIqiKPVMBWSKoiiKoij1TAVkiqIoiqIo9UwFZIqiKIqiKPVMBWSKoiiKoij1TAVkiqLUGSFEpBBiVn23oyJCiMlCiJ8reL2nEOJ0XbZJUZS/PxWQKYrylwgh4oQQt4UQmSW+2tRDOyKFENlF9ScKITbcTTJgKeU3UsoBJY4vhRAOJV7fI6V0vtt230kIMV8IkVd0HqlCiN+K0ulUdX+9diqKcm9RAZmiKHfjQSmleYmvq/XUjjlSSnN0K9BbAu/VUzvu1pqi82gBRABr67k9iqLUERWQKYpSY4QQVkKIrUKIm0KIlKLv7cop6yCE2CWESCvq2VpT4rXOQogdQohkIcRpIcT4qtQvpUwG1qPLp4kQorsQYn9RHfuFEN1L1BEqhPhTCJEhhLgghJhcYntU0fe7i4ofLuq5miCECC5a4RshxDwhxLo7zusDIcSHRd83E0IsE0IkCCGuCCHeEEIYVuE88oFvAFshxANFxwoQQuwr6j1LEEJ8VJSSp8x2Fm0fJoSILdHj5lmV66goSt1TAZmiKDXJAFgOtAfaAbeBj8op+zrwM2CFLoHvEgAhRBNgB/At0BJdmrKPhRCulVVelKdxDHBICNEc+AH4ELAGFgM/CCGsi+r4EBgspbQAugOxdx5PStmr6Fuvoh7ANXcUWQ0MEUJYFNVvCIwvajvACiAfcAB8gAFApXPoigKtaUASkFK0uQB4Gl3vWTd0ORAfK6+dQpfn9SvgH0Xn/xm6RO+NKqtfUZS6pwIyRVHuxqai3pdUIcQmKWWSlHK9lDJLSpkB/BvoXc6+eegCtzZSymwpZVTR9mFAnJRyuZQyX0p5CF2v17gK2vGhECIVOAwkAM8AQ4GzUsqvi44TDpwCHizapxBwF0I0llImSCmPV/fkpZQXgYPAqKJNfYAsKeXvQggbdDnxnpJS3pJS3kA3lFpRHtzxRedxGwgDxhb1liGljJFS/l50LnHoAqzyri3AI8BnUso/pJQFUsqVQA7QtbrnqShK7VMBmaIod2OklNKy6GukEMJMCPGZEOKiECId2A1YljNM9zwggGghxHEhxIyi7e2BwBKBXiowGWhVQTv+WdQGWynlZCnlTaANcPGOchcBWynlLWACMBtIEEL8IITo/BevwbfApKLvH+J/vWPt0SUtTihxHp+h6/Urz3dSSkvABjgG+Ba/IIRwKhoCvlZ0bf8PXW9ZedoDz95xHduiuy6KojQwKiBTFKUmPQs4A4FSyqZA8VCauLOglPKalDJMStkG3bDax0VPCcYDu0oEepZFw3CPVrMtV9EFJSW1A64U1b9dStkfaI2u5+yLah6/2FoguGiu3Cj+F5DFo+uRalHiPJpKKd0qO6CUMhFdD9f8Ek+MflLUTseia/siZVzXEuKBf99xHc2KegoVRWlgVECmKEpNskA33JZaNIfrtfIKCiHGlZjwnwJIdMOIWwEnIcRUIYRx0Ze/EMKlmm3ZVnSch4QQRkUT3V2BrUIIGyHEiKK5ZDlAZlHdZbkOdCyvkqLeuEh0c+cuSClPFm1PQDdH7j9CiKZCCAMhRCchREXDjCWPexrYjq4nEXTXNh3ILOrNuzNAvbOdXwCzhRCBQqeJEGJo8Xw3RVEaFhWQKYpSk94HGgOJwO/ATxWU9Qf+EEJkAluAJ6WUfxbNPRuAbq7VVeAa8DZQrcnoUsokdPPRnkU3Of55YFhR75MBunlmV4FkdHOxyuuBmw+sLBr2K+9pz2+Bfvyvd6zYNMAEOIEu6FyHrkeuqt4FHhFCtATmohsSzUAXbN35gIFeO6WUB9DNQ/uoqO5zQGg16lYUpQ4JKWV9t0FRFEVRFOW+pnrIFEVRFEVR6pkKyBRFURRFUeqZCsgURVEURVHqmQrIFEVRFEVR6pkKyBRFURRFUeqZCsgURVEURVHqmQrIFEVRFEVR6pkKyBRFURRFUerZ/wMREllmgsDKeAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_utils.plot_roc(ytestset, y_pred_test, leg_labels, multi_class_opt=\"ovo\")\n",
    "\n",
    "plot_utils.plot_roc(ytrain, y_pred_train, leg_labels, multi_class_opt=\"ovo\")\n",
    "\n",
    "\n",
    "\n",
    "roc_train_test_fig = plot_utils.plot_roc_train_test(train_test_data[3], y_pred_test, train_test_data[1], y_pred_train, None, leg_labels, multi_class_opt=\"ovo\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36185c2e",
   "metadata": {},
   "source": [
    "Evaluating the ROC AUC in training and test a slight difference is found. The higher ROC AUC in training compared to test is a systematic behaviour due to the small presence of overfitting, which indicates a successful training."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c87024f",
   "metadata": {},
   "source": [
    "### **Feature Importance**\n",
    "\n",
    "It is crucial to assess which feature is more important for the BDT to assign its score. This step is twofold. On one hand, understanding which features are the most important to the BDT can help us to interpret the outcome of the algorithm. On the other hand, the feature importance can be used as a cross-check to ensure that the algorithm predilection for\n",
    "a specific feature is matched by the physics of the problem under study. For instance in the case of D mesons, the most effective features are expected to be the ones associated with the decay length.\n",
    "\n",
    "The feature importance implemented in the [SHAP](https://github.com/slundberg/shap) library is used in this hands-on session. In the context of machine learning, the _Shapley value_ is used to evaluate the contribution of each feature to the model output, and it is calculated by averaging the marginal contributions of each feature to the model output. The marginal contribution of a feature is the difference in the model output when the feature is present or absent. The variables that are more important for the model are those that have a higher marginal contribution, and Shapley values consequently."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ebb90d8",
   "metadata": {},
   "source": [
    "**Q**: Which features do you expect to weight more?\n",
    "\n",
    "**Q**: What values will have these features?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d03e4ed",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "The SHAP feature importance can be plotted with the method _plot\\_utils_._plot\\_feat\\_imp_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "77511ecd",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/spolitan/user_python/lib/python3.8/site-packages/shap/plots/_beeswarm.py:699: UserWarning:\n",
      "\n",
      "No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<Figure size 1296x648 with 2 Axes>,\n",
       " <Figure size 1296x648 with 2 Axes>,\n",
       " <Figure size 1296x648 with 2 Axes>,\n",
       " <Figure size 1296x648 with 1 Axes>]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ffzTOaJfualFk+Zv3zfPVby0TRqrZ1v6iYmnF4mrdDDYalIUIFWdwqSqtY47DZNkhcuPHll2HL9wf8tsneRzWuulb5vn3n76ZheEBADzfJ3Qd6tkseA6h59FXWyEsK6zSWFfjhQZlLJGrOXjuMOrKDVxxZjdDCCHWNAmVhBBCrDmf3Wf4+P2GQ8tw24zlwBIdQUCSHqQqJf77bsuH7w5XjYX9K18xcebSqKBo/Nslo/ijbxi2DSn2LFjaSia6FAo1f09dO3c2r219jRk6uw9huwQvx1txahm6dXHbHOtGt55fOF6px4PwP/dEcaDUbdDxhnTIlQplms8BWMWut9c5Zxh+6VqH2aoi68ILdytCoxjIrt7ma45X+JHeXcAbr24PEv7jtoiFWo8ugz33feMca003V4UP3k4cwhjL7UdTO0GpeN83pu8YJ+vnP1nvGioFkeVDt4ZUQ3j91S7v+17I1x+IuHqr5q4pw5IPb36Kx4XrHt6xfGpho42m1X7TsT3dNCqX0mMvpZjOeZXCM4Y8UNeaw1oTYTHJNJMaNqUGWAq1wrfgJYuYi+CTBw1zR32wdXYFEWPJ68lLd5drrD+ZLwgsf/uRZd7yk0Or2vibf3CEr045FKxLVlk8Y1AWlstx0KVsfCgdY4mSHpPaxl383Cii6Adoa6m5Dof78qiO/aCAMLK4To99eIZUFwPmj9UYXJ+jOPTIBJxffP03WBxtDbYeeB7WWkbKc8wVRwBYyfXh5cM4yFOKegZ0FOGEERbY85mj1N6wnVBpbvrDWwhqEef+xLlsunYML392XgqZSgDGMvWZQ1gsG37wnGaXWyHEo9Hafn2ene+kQgghRMrnHjB87aBl56Dll78MS37yRK/xc5qVOq3QJt1DJ615naxoHwdGrQ5zAksrUErr7GaW7qfTMxyyrWCp8btSrRlNR+VV+oLC2NWfXxrL6fW5plkV1JpgoQZ/NxHxzUOGx21U7ByEo2XYtwBP36F53q7VXbnunrH8xx0Rg1nFm0qKbDJOTSWwfP1A1KNyJd2GbmVAatUsexfi/76wZ3WXtp+71uHvntd+0fsrn+8cVLqjDMq2figH7Su7fcqkJjrRB0Ob6naoupxUyXF0FM0B1dNhTI9z9sgilGsRd81C1bc8fpuD6ygu/JsKe+biaX76Y348f2T5l5tV85x4380RH3hlhtde8fAFAX/4nCxfur/cewJrW8ezcW42KoqguSvHgohZx2ntsrb549em07Hf05Napagq1byg1kBVKbzm+a6op8JT3XHY+4BlawmUYiCKGAkjUAofODTl85YPLDJY1Pzsi/oAuOGmMp+fdrAaRiIb57FKkwkjsmFE1XEItMJYi2vBjQy+MRwt5OmPIrbU/biyCvCMYXu1jo0i9vUVibSiEEVk+jR77q1QKDpMTYZ4GcUnvlTGrPgUHphnetGw1FfgmkuyjC0uU18Oue7Ht7P1iqHjHrN6LeLWW6rkXLjkqiJKKQ7tq5HJadZtPP4YZZ/5s3u568MPYCxkwpC+gmY5UCz39TEy6vKG95fwsg9vcDn/3Rlqs3UYTT2oFJccvoux+iyfv+DpAGSDOtoY0K31G63JhD4KcGsB//mkz+AaS8aP3we+8/mD+AOa0u9eyQWv2f2wtvuhssbA0SXqXoZ9/3Q/4b5lNr5yB2PP3Yz1Q2Zf/h+U//cQWMvR/CDj9gDmlXtZcQbY89QXcs7vXMfAdevQufgyb/6bU8zfcIyNrzmH3LCLrQbodf1neCuFEGuJ3P1NrGVycgvxGPCzX4h4x/cbAUuXi/6H8neuEdY0L3CbC23vCtVR6bJqGW3tOc460tN0u6Nb53o7l9EMolLzdIZSjSqrxjzNx5Lyim77r3O3JhUB73yewxuvcvjPO0PeMWHiwGkewmZ+ZXnWNujLwcfuSTU5HTJ0W1enZpjXZdu7tdHCu1/k8rLzNe+7zfDFvYYv7I3wI9W+vMbEHcv73Otcnr2r9b3b946ElN7pt9ah6TgfOtvT4/HOfdg4r5Igo73AzLaquTr3l1KsK8JzztW8/5ZetxBsP46b+uHwm4s9Gnbq6qHl1R8o87E7ouNP2Ag4Da2gKfWa2l4P2J/x2oNeIG8sGignBVzF5PQ0QJXWLskay6i18fhLiWVgvYkHB1fWss/RzYHAx8OIHVG8z2rElUmWOPw51w/Yk3FZdF1mlWK9je8iBjCsDdNW46NwrGVdFLE+aAWaEXH3tkZg5NqkC14YsGegv7ltlyytMBqEBFpRd93m4xvmF7h5dJgj/XF4denCEoVkH1lrKdZ98mFcSVms1ZkZ6MO1hkzNJ3A9Mtrw5n84n/EN7QOhBb6hOlPn3950C3c7A4SOQ6A1ORMx1K9ZXoiP37nDIUNLy3g7h9j2tPUMjnr89/ummZ6OKLqGrXfuJ1v3UZFBR61zbm79MEsD/diCh3EdIlezrVjlh57p4F+4jds/fBiz5HP167az7ooRlO54fzmOG57/eQ7cMs/e3ZsJctnmvrrmgZt44T2f5eYtl7KQH0T7hps2XRUf4+R4ZetVHD8+Fhao5zNccP8BNtTmWHYLzGYGefbUd/nOlgvY9bodnPPW5550u06WXaxiZivonSMopYje/w3CL9yFt70f/ZJr4KpzVs9T8amW/hx91xHqyqNiXcaYwqFGMDBIPdPP4swQJqkLyLDMRu5pzn+MLcyxhWFvEZXL4tTquEGdOg772Mx57lFyYQ3vzc8k+9YXPuzbLMRDtGbLeQL1f3p+GPXsu8/67ZZQSaxlcnILscYZa3H+MrmoPd4rvvNvXbcBrzt1rf45znydd7dKL6etLT3W1dnVrW35PYKeNK1WP9fokpSuaNKpYKnz9u/duk90rstRzX3R58Xdr+pRtw3tbEt6czr24wkHHT/B563Oyqwk9Mo6xG1r7N9ex6bj8X9/qcOX9hr8yDKYU1x/V8TBxdQEmmQ/9mjPyYRK6UqzdNjS+L3bMrqdq70CuvRzQEZD/Q/jUGnPrOH+WcMTtjv0d+kq2PD/Pl3lL2+Ig5OXXqI5b9SlmLH89VfrTK/0CCGhewWdtRCa9vMUyEaGum6veBuJIoaT87Ki4KjjoGwcMkUd5+j6KKLPQkB8Si8rRVkpLqn7eCrudjbnaI64DhkL28IIFygD66IIJ2luBIwHIfdmPO7PemhgYyrYDawlSLWzL4rYHgR4jXCwkedqjWdMs1vdMc9lwWsFlNtXKmyt1QkcTei0KmuUibi1v5+RMMQ1lqEgoD8IyUYROd/Has1KLosF8r5PxhgUMJ/LYZJ2FTLwghcOkh90OXY04OavL2KPLDOwXKZajI99NeMSuC6q8T6TZNFuFDG0UqaazVLNeKA1bhji+AEF32d8eg43jFBhhE7tl3Ixz4Edm5vHuW+5zOaZo5S9IlYpXJvcjS0y5Gp1Mh7U81n889czG3iMb/B43a9vY3g8S222xn3v20NoLMMXDXP7r32X+tEKSwNZIkczNz5ElPPIBnVeddtH2bJ0lIXcAPfVruCGx12CZwIyNuTCqbvZPrefT5wXhyb1fJb+SpkfuuVLZGx8Pu/Nb2RHdYq5XB+f330Vr7/lZavP4wcpqobc9tovsvi5A2ysT1HYOkhwtExf/SijHERhsWjMZeey9IxnUFu29L36IgaetZXaX34V9av/gSKkqvrI2oAss6jkRRXgMcluIuKqQ48VNnF3c92zrGOAkJrKst/dxo7gWDKfQ54ZFtnIMgN41Ni09xfxdg5T/cQ9VP7l+2Sftp2+X7zuYdsPQjwIZ3240ouvfrrnp9SMfddZv90SKom1TE5uIR4D1F8k1QLHfcV3XKQf70K8beG0h0WdoUt6/kalUGfhyMmESo3qItVl+uZ6OoOYLu1saI5J1CWcaIRCOlWl1Ktd3ZbhdAk+mvszvUG074vOUMkep41pxwtverWx8zg1fu0yhk+z218zYEqHPan50rNq1Tb2VHPazmCr27oa62g7T1oVSF23pzlZl+kav58gVGo8X/Di8ZCMhQvGFZ94XY5zx/Sq8Vi+fyTiyr8tt4LJRnVbOgAypsclgFr9Y6Ma7njbl9gWhKQ76u1zNEap1JBa8fYORYaitTTGk7fWMq0Ul5Zr2IzbvAmdBUKtqTR+VoqCiRhKnQ/GQi6KmMp4qKT7W02r5thNIbRVQxWNYTgIGQ1CKp4b3+nNGPojQ8bY5rorWnEwm8EmY0PtrFTJW3CiRnVavC2eNfgogiRoGvCDVhc+a4mUwiQDimeDgHwYYoG5fL7tfNDGYJPprIV8vc5Itd6cRhnDYi6LNoYo09rLXt0nYy1Wawzgu/Hd1Ebn5snXfSKlKK5UyNQDdBShLASuA1axd/c2HGPIRPEYRrlyjfmhATJRhLYWay1OFLHlgaO4UUTgudT7cswPDVDwfbSnecHvXMDdv/5taocrQDz+1PxQgf6lCjYJIq2Cya3rsFpjrWWosoRThUtvO8xNV29jvDrFuD/LQn6QRbefmcIYgeeireWyPffx9EPfbx3vpOTwYN8o3951MT/x/S6hkrVQDwi/dg/LE/PcM5th6oEaxWrIBU8uMvrPH0LNLDH/lGfwwFdr+C5cPbqXfTMj7As2NZdxTmWabfYu+plpvk2EZJjmfBqdOzV1BtUCVmny5gjzziiYfvrtPBkWkgZp6uR4IHcehZqlrIsExmMDexnlMBpLiIsiz83ZyxmKFlgXLnOns4t5PUjeVtgR7meeTSyTw6LJKZ8NdhaS2Gqhb4Rdn3sp/Y/fsHp/CHH6nfXhSi9rPVSSMZWEEEKctcyJApGmxjfyqQlP5ksVm/xfrwv8RiCRXt6JQiTV47Hj6gxJOheSDl5OsF2dwcSJArZTieebzUqWqWkFCDb1fHpfdXbra1tej3DoZNt2otClm24VZ50VTaozQaK92qwxcXrfNn7uGmx1HIOuTU1tS3pQ7Ea3ucb4TMdjLRW/tb67py27/7LCrhHFC86Px8hRClwMH70tKfFqtKkxBlS6u2Sv87aze2Hz8dSvbfuKtmnq0AyVfMCzliCZ3SEOjzLWkifJ5pJlKaUYsZbDOY+tkVkVqlmtmHYcNvgBOeKQyLFxABQpmE4CJaylz1r6onj9GstAZJj0XBZch6wxLKM4LzIYpeNACUBrTBTfCc8Sh2BZY9la80FBLqlgMkk4l+4JNrK0TCGImC3kmSsW0R2BdXM7gUApssQvr2wYUve85jaGWjcDLaWgnslAzSfNKkUtl8VrnEPWkg0jTFJRFQ8ybogcB4xhenQI4zjMjA2TL1epex6jc4sUqzVMxmHrsSnqGY9yscDwygrnHDnKLZld1LLZ5jlTyXoc3bKOrfuPEjmauuuSq8dhlwkMn3rzrWxOAiUALwiZ3TBGxj9Gxg+ap5LVGqsUo8fmyNZ8lLEcG++jlsuyt38n92Z2k63WyNV9skFAJgiItGbBK+Brh4yJK1tXnBzT+UEmNu5m5zM28Mmf+jZLNx6h/+g8Q8pn1J9hd/VOQjxy9RX6lMvBrT9AQIbCkRq3fS5D6F1N1o9wrg8IPRc3U6O2Z4VqZqx1haUUGp9+Zprb5jNAnYGkYik+rz3iAA4bMuds4DtDV7BjeYYR/4HWccNwj7qYve5WGIvI2JA6OTKzy4xyBLC4hFhWGDTLjIYLLKgB5vUgAFVV4JjeBMZhiDIOhkVboEyWFeJKtsLKIjM/8H7cT7yC/BO2wJE5ODgL15wL2VYIaW4/gL7rEDz/SijmORn2/kn8n/kgdv8U7noPe+9RnKEs+mO/DhduxfohKuM2/xVibTnrc6PjklesEEKIR6UV37J3wbKhYPmlr8Kn9ljG8vBTl8e35Z6vWW6Zpj2sOJHOMKYzLOgmPVD3qmU11p2u2jlBG3q1txm4dDzWy6rqIFb/ng5sFK2qH9Ux08kGSs12d4QqzW3qFrZ0hEYne6w613u8tnVu56rw6QTVUM15uwRKjeWvHpP8xI1OV+akK3YaQVDXsPI4y2tWXKXKnNLJRJfB45vrTP+cDriMZc+M4e/mbOvcaI4XZdur2nqFRZ3tXLU9HdM29mejS2mjTY4CrZkKDb61aGvJAustVK1lQcfhiibu7hYBRikiaAYpOeDCSg1fa5aSShybTGdRDBuLl2yHafyXjMmkVFytkTO2+QHZA/rCuJvcTj8g8gMOuA7ricMdhUWlxl5acTTzrstwFDWHkvKsJWcMIWC1IlIKZVNjUSmFtYpMFLFxeYXFXI5QK7SxKEimj0vF4uqkHJPFAoUwpN8Pmsu1jhtXPfkBxo33iNWKquuQT+6EhrX4XlyFFGiNNoZi3cc1hnrq6BkFmVoNpTWm0U0vCaOUsRzdFN+RbXB5hdHFJbJ+QD0T8IIbv0s+CNi7aVMcKqUEnotRiv07Nzcr4/LVGsVKlf65JSIFTnKq+J5L5Ghm1o+w/sg0OjIsjQxgtSZTrZNNgjKrFbODOYanFlHA1KZRvLA11pUClLUc3bCOT7nXsW15Cr2o8KtFTBmGFwLUP96Jm/NQIy7WzzCn8swxyLLOUqp+l2Xdx125izlnZpJcrc4+5xxsn8WpKZz4doW4AfiqyI3Za7g4uIMpZxyjHAajRfrsCgaNxhDST8gADtDHIssMY9G41IGQLHPkIsMz52f5Zv6p7PYdPOLtCchwVG1mWM3whNlv4tmQu51LcLAcZhtKGcbtJB4+W4OjKBQ12m9kEJJhI5Ns5R40AXNs4SA7m0e+Sh/ZpTIHnvYRXGoUqGKxeCMuA5dlCG5eIFqsMsBRwBLqDIsDF6E2DVL4qxeSu3wEbtsPV56DyedQOReMwbzjy1R/6zP4ZQ+PJbz7ZnAIUVMQXPSrVBilj+lkH+UwmzejX30tbn8E7/gM1iiiTRsg66C3jxMuGvSRSUxfH9VqH95TtlN441Wo8zeD2zFg/FIF+vMd719CiIeTdH8Ta5mc3EJ0seJbQgNDufYPWNZa3vYdw94Fy/ZBxYWjihfvgjtmFRuK8MCi5bYZy8vPVYwWNHfOWPYsWp6yGfYvK0ZyMJ6H6/ca3n2LZa4K122C26bh+9OQceAZW+EtT9Js7VfcPQfnDMbtmCpb/vBbhk8/YDm6Alevh28c7n3X+VWaf8u6lbKo1L8dj52ou1F6MdDq8tQtFGh2kaO9MuZ4197dAqFen3t7LWfVMnpM2CsQ6BYErVq+TVUVkdpfnfshFc6cqD2dbW4ewpOoTuoVvHVWYR1vPel5Oyt8TjIvOf45k1rXqm6SnfPb7o+l92X6vEqPg9XWHc123wfp8bqiVJe1zheYtZDcra9ZURaaVpVSY11Rr8G5Vfs5AnEA1hxHqWNfJINpt+1HR6GCeNyjvLUM2bjr2Uz6/EtkjWWg8bONAxhtLdsrdaxW9IUhnrXcUsyD0jgqHki7YEw81nryX5Tsr0bokkvCnEaTC2GIC/haY4Gy1tQdDdbSH0V4SQilkjYY4u52jW56g0GAAupaNyuwHGOag3o3xjC/aHIKBewdGUY32qMUOjJtA1wvuy7VpKpoy+Iyi/kcVivcIOQJ37uboeUKS315brxydxzCGIsyFqsgwpIPQqrJwNdeEGCVxjYDpjoKmC3kOffoJEZpZocHQCkyfsDw4jKzQwNtgdGWo5N4YUiUcfmhr38DgGNDQ3ymVKKSyRC6DpFW9C+W2XRokn3nbcMmXRpNcvz7llfYtu8Iromrd2bHh5lfN9xcR6Zex7EWozVuELLu4FTzGGX8iEwYn8y+53J4xxjZpLrJQnPMqeJSDRWF7Lp3hkM7Rij3ZxlarlB64D6wipq2HHM2oSNLkNEYR9FfrrM84DI3WCRyNPmKT7nPY2TeJ1MLyVVbrwXf0xhXc1n9VvLGZ1Jtpt8us55DxNFngM8IilboEQIuZfLMY9A4qRflPcVdzOsxSsvfAxR7uZgH1DYu877NBn+KSTazh0sJlKaqPFCKnK1wjtnDkKrj2hAHy136HCb1OhxrGYxWuIjvUWSxuX9u4cn4xNVGHnUGKROQo8Ay4OJSZR33EjBIRJEckzjUm+2cYxOzbCdLmQ3OHjJRmSm9m9AUQMFQ/yT5paMssgPQ9HMAJwm7Ijx8hnAp41HDoFC4KOIQTVHFJWSFUaY4B48qG9iDi5/sU4jfLSw+RbyMj/v/XgI33AVfuyN+T4wM5Dz4yK/D869GPKqt2eSvrn6m5yeGrH3nWb/dUqkkhBCPAZXAMlOFGw4ZfvzTtnl3royG52yHmSpMTLbu2rX6yr3l/3zOsnvQcP9ia5iVXn8pvzfV/vt/3Qv/dW/rQ7MCrtsIR1Zg/3JruhsOn+SGNVfcqxWN0EOtnqxH1xvSXX46NTa4ue5UINOolukWiqyqfOnxXK9MrNdyuk3YuKo93keUxvNRo4ImFVKs2i/JsrstT3X829h3vcYugvbAjdRjq/QICo8XxDW7gHVUwPRqS6/92QgPjxfkNRKJbu3ptuzGtLbbAT/OOdesbEqdZ4pWaJUOjBrPd5u/8VwyaPIqGlC6I3hTqTGtbCsE6qW5X23qv9STnfu9EVKltz00OMmiwmTSeud2WYu1MJRaZQBkklUeKsSjLHnGY0O1Rqg1XnJOFqxtViR17nNtLWN+gK91c/BwAyy6Lv1R1BxfKW8tgbUYpagqTYEoeeuIj4MLeGFEhKUvCbAgroiySjWrj4yFFddhIangWZ/L4KApZzz6ghDP2GYXqcYRs0CUCpiyUUQ+8Clns2w/PM3QctyFbGClyq4DkxzePEbkuM1xidwwZN3CIsuFuHLDoFguFuL2aY0TRoQ2HuB8angIozWFWh2w8UDd0F7oaG1cjVUNObp+jLlikZFymQ0LC1yyZy+37tzBcn8f2lj8fJb952zBqjiAM427tSko9xdZGh5gcCH+Q1Ap5ki7aHIPd63fRc3zwPMIt6xn/dFpIldTrAXN6TJBSHF2hcpgDi+y8ThUSjG0tMLuu49S1y5LowWWh+IQZW6oj/KIwwWzB9ifWc+4nmZLMMex2hiTzjD9VNg/sJFqIY4D/UyOa6dvYibawkq2Dye0eEGI0jAS1FEBzLOJMhbHWqoMsMA6xjjGd4evouwWuG46vltbiKKfQzQG4dYdKW/dzaAr/dzK05qPbXYOUIxWACgnkWqA03x91FSB2woXU+nPkTEB187fTmgc+sM6DoZ881UVU8Bm7mOK7YBiA/sBhxoFNBkcQjwqKAyN+j2D1wyVLNDHEopDFJghE1VZZDwOlIhfkItLY9TJoJJIdYWtDLAfhUETYcjhk8XhGDr1fu/hU2UAhzkqDJJjmXEO4rV1hjXNgCrLMsf88xn//Y8lrUyF37UAXvjH8Knfgnd+Fu49AoMFuGgLvPrJkHXhoq1QqcOGIci1V9kJIY5vTYZKpVJpBPggcB1w/8TEhMTSp6hUKv0rEE5MTLzhTLdFiEezSmC5e9Zy0SjkvBP3j9m/aPAjOG9E89F7It53p2WqAnsW4OoN8B8vcBjKKSqBZeKY5b55yxXrNAUvrhR69g7FUt1y/V6oBYa/vQkqATxxs+LeeUvOhadshotGFW//vmXPPCzWIehxveob+OS+U9/uexdbP59EHUpPFvjW0Ycwc5vjhAfpi9l0t7H0xbnqeK7bck5UmdJLW5jVsawTravZzp4rpuu2r1pfOnyw3cvAui2qc391a3Pn9N32RWf402hTt+Up6LpNPRuZWlbjKZPagW2hS7f1dbS5c/rGanvklk2dYV76vOp6fvTYlkaVUttDHUFZZ5e6Rrvp2Ked4Vq3dqTP/ba22jj4SXe365zfJueS27qde6stKg4uO499ur1m9YmYXkNkbXwpmnrtjhjbrC6COKBwbdxVLX14a1pzR18cmKDBTVUgASxrxTGtOS+MGAgCXBOP1eRFEZ4xVBzNrKPJWUWodduynSRU6l0ZCLOex0CtVdGRC0MMsOJ55KKIFcdhJptpPj9VKJJNgr+VjMdIzW9ml8ZYoqRirBCGWAvDtRrZKMIPHRbymprX/rE+9Jx4bCQdH3+LZdvBKaY2jjJYrZENAmb6+9r3vYKBcoVaMdfs9lbJ58BE9IdVIO7yFmpNkAxQPjkyTHHpKAbFh576ZC7etx/fdTkyOkq5WIwryExy9z7XYXg5Do6mh4dau8tYpjaNsdJfIFevMzS3wKKCMONx/uReLji2j8nMGPP9A1T68tT6CxzMb6ZQq3HV4X3sL8QDSxsFtYECtWKe/NQs1vXYPDfHlfv3x9VixuEu2scAanRdHAmX+OzG8+kPa2zyp1mM+sgS4KqQ5ihfSrGxOsmF9fs5kNlO5Cqq+Tzh0iiNTpg1ckkQo7BoIjTLbpbbRs8FYClTYKi2ws6lBxhI/XGO0LjJG7NBsWVxmXkWWWSwOc32cB99VPCVSz+zTNqtOBjCZN3KWnQSIPra47v9l+DUFcpaBmsVlIVJzmEbd+AQMM86DnApDgEjHGGU+A9yhUHKbMYCAQUqjDHLeiKyuAyznj24BERk8QgYZgZS1UeNN8zkFUqNQbLU0FgsLgYXB5+QHGDxWE4qjzSNvsYWWGYMlwrr2Js81nnp2npVaixjPECNIkXmWcWCfcGfYK2LxUVzFHXj/fCvX2mur7E0tWsDpmwwO7ehfvhxOM+6AM7fHC/nrkNw432wbTyu2hwbwI4NwOYROm94IMRjxZoMlYA3An3AKLClVCpZoEJSkQzsAT4J/PXExMRiz6U8Qkql0tOAL0xMTJyR41Eqlb6SrP+PTmGeVwHvAi6bmJg4mDw2CHwf+DvgJuBTwLUTExN3pub7KeD3k/lmH6ZNEA/CvXMWV8M5Q6v/AFYDyz3zsHMQBnvcbtqPLHfNwpZ+GM3H0+xdsLz3dsNYXvHGyxVZV7F3wbJ/ybDiw3nDml1DsOTDN4/EYcpS3fCeW2HbAPz+EzQ5z/LZfVCP4q5Xb7vRsm/Rcs16mKkpLhpV/Ma1ij3zhv/zecuxMly5Lg5O1hXgpkm4cy7urfG8HfCxlzncMQu3ThtumrQMZhW7hhQvPw8+tQdumjLM1RS10HLxmKbgWt7xfYtW8GdPUTx7h+bTew1/MWFZDuCyMfiBHfCH34bDK7Dsty4y3vZkw5cPwhf3x1/ueyp+w3nmNrh9Bg4ut6Z1lUlVBcU+vQ+uel9EOYCpavqZ1rdtjWu/zkKQ/Xe3Hvj6YXhoUc8a1ajqaPv9FJfRFtA05re9q1a6zdtzmR3/pvUa16kZiKWChl53XIO4QkXT6o6UPpHaAoFUWxoBT7oCKR3Idc6Lbd8XnaFYY991rq+xL23Hc12rjVKJWc/9qlr7pzMg6jp9l+3SXcKlziY0poP2Eo5eY251OlHg03i8GVAlK1epbW8L/hTnj8A9s6l1psMPrdrHMmqu9zhtcBoVTN2OxQk4qnUMGutM9tdAGDIQRBx2nWZXMcfaZLgly8bItu4CFxnyxJf2BRtXL83q+OcsUDCGfGQwChadeHl+slVjkcElfj+uQnOA70OOQ00pQhsSKI1WEfWkbiRSilwYMQisaM0RV7MxNM3Nz9n4TmtKKVYcTX9kkpdifCHtK8WK67DoOgyGUbL58SDa583OkwtCvr5pfduu0krR7wfko4jFbBZfK7LJa853WwNwO8BYtcpQrY6vNbWkW96+zeNsmF1kbH6ZxcEi+zeNUwhDCr7f3L8Htm8EranlchTqdXJ1n8jxCVwXLwzxjGFxaADHGFCtL0qKNZ9aJkPoujhRhNUQOZr+SpVCEDC3aQTPGOqZLN87f3frpWktOgwZWK5QKRawQHFhGSeKyJSrTK0bQwHjkzN4foBKzkVtDf0Ly4SewwNDm1kMBxg7ski+z2fP+Vvj/WUtGssFywdYV5sn1A55U+OD5zybfLVG5Lr0L1TYvf9Y86WSJWLDzBIzo33U8h4bl2c5b/YgAHNePyhF2csy6JcJUNRwuWD2KN/L7Yirtio1RmtzuBjOq9/LTHaYT2x4LheU5/DSw2QlL9gQxQgH8FODss3kh6jqHE+e/XrzMQt8eegpPGvhK3EIh2WmmOeOgc2sW1xktLLMAHPNbmsZGzLOFLPOQQ6559Dn14jQ5GzIgmpVeYU4OBisUpS9DEW/BgxwJ4/HY4kyo+SokaPOEuPAvck5FhHiUKaIRVMlg8GLX5tkOMZ55FkhRw2XORSGkAwVhtEEDHKIJTbSbTA6i0262xWJKJJlHo9y8lxjLDLNMuNoApYZZ4SDgINKWtDaa+2hdIYaHrVeUT2RzREylByjCI8VVHxvx7bvoMye2Xi6YwfgWwdQLKALwMZh7J7JVuEpCksf4MBIAdUXoabmYaQvHiB/qYq6eEv8nnv7wfhP6egA9uJdcO25KL+Cuv0ABBHccQD8CC7YDL/2EnjaJXBoNv4968HsMtxzGD59E4z0w7Mug8t2tDZwaiHu9pf14JmXQj6LvfMwfOxG1O7kvWbLKFx3fpe9I8RDsybHVCqVSu8BmJiYeEOpVNoB7AO2TkxMHCqVSh5wDfCnwAbgujMdbjwaQ6WTqVQqlUr/DmwGnjkxMWFLpdIHgHXAc5Lf3wY8B3jcxMREUCqVdgE3Az84MTHx+dO3RU1r7+R+mPzWDRF/8p34g+9fPE3zy6XWH/35muVJH4y4czYOab72aofzR9r/PFcCy9P/M+LGYzCUhS+80mE0Dxe9N6KajAl58Sj8yEXw5hta82mgPxsHQCej4EIlXP14zoFaryE9OvR5sBKceLpePOJuFeJR6ESv8M4qDlTvi/ZV85xCO9IBSXq+dBCQakLX5T+Ud6vOwCL9c2fYZWx8kZ+et9GobuMgKWgLG3rdXUx3zJv+zL9q2i7r6ha6NAKdVe3qcrmwqsqILse/oz29qkyaodJxQpZu29UtVEyHVN32Xfq8ONGd2xptbjuHbGsQ7cZjjXWlj13ndoSpO8dh42qixnHpFhylQy9j4ukb51GUTK9pH9+pbTsb4R6t10ty3C+r+sxqxeGkKsajNTbSoIkDlP6ku9lAapEBsKBgIGn6aNI1C+LTb97RhFgirRlI7dsFYMF1KCvYGUSMRqYZ1lhrUdaQMfFYSXWtcUwcVB3OZBhK7xpr8SwsOA6hVkkYAoNhRF8YoaxlTzGHVYpCGHFupZYcZsukozlWyGG0ZtgPKBhDIYzYsVJpbkOgFFXPwWjNohuPMTPUGIA6dSi1NTjJS26gUmG2UMAmx8G1loFqjUzStkgpKplWZZQbRQxWazhhyGKxQF+txmxfkcB1UZEhF4Zoa/GS7pJeFFLNZgmTc85ay7ql5bb93uhK1wjYUIpM3WfD1CxT4yP4rsOuPQepZzMsDfajIsPI3AJ+1iPqy/KMu28iU/f56u4rODK+HmUM/SvluK2zK2TqIfdctB2UQhtDvlbj8Xtv58oD9xGh+e6m87h3/VYMCqsVuUqd86am2DUb330t0JrPX3EpJrQMzZUZLlfYWjtGqBzuGt6CZyOunN7LvZntbApm2e5PAnDQG+VAdgM6NFyivsvG+hQZE3KYLdw4WqJcyHHRwSksijw+DhErKs+MW2CjOcxl0U3855aXspztQ1m4aOYIVy19h2wzTFFEaHyy7OFiIkdx18admCTY21bez6IdgXoGF5/rqt8gsC4Zt0YxrDDJDo6xEwuUc5aZ4nA8ble9cR/C+HiP15cpMs8yw4BDkRU2cxRFXCmVY5ocy1jgIJdSp795vjgEcbUZinn6yVDFIWI7e8kQMsNW4pgvPhdGOEiFUQwZNCEOES4hEOJRZYX1gGGYfXjUSItQyf8MFgdNhCWbVCoZFAFxB0KwaEL6sShcVtAdg5PH7cng4OMzjKEVunmsJN0Oa6jUF3gReaK2bV/BoUKahWQ8qIhWhB2hOz41dvurZZOlptfZeNxSABSKcjzfxVsh48LN+9oX4jnwjT+Ba86DL90Gz/9DqCfbfu25RK99DuoX371qf/AbL4O3/QiPUqf4rcXZQ8ZUOsuUSqXrgR9Ifn418JH08xMTEwHwzVKp9BLgbuCXgd9Kpr8E+EvgKuIvsz4A/G4yD0lA9efAk4i/6LoDePHExMRsqVT6E+DVxKHKJPD2iYmJv0nm+0/g2MTExC+k2vmTwP8DzjuJbXop8DvALuAo8EcTExMfSJ77ceC3iauDfh0oAv8F/N+JiYkomeZxwDuA3cAtwOeAn5yYmNhRKpX+Hngy8PhSqfRm4PDExEQjws6WSqV/Al4JlIG3TExMvCvVtJ8FbgV+pVQqHU32+2UTExONF83vAM8G3lIqlX4b+HfgPY9QoCR6MNbypzfGh8gCb/uOaQuVPn6/5c4kZp2qwL/cZvjTp7bfSeOLByw3Hot/XqjDO28xPHWLagZKAHfMwh99u2PdnHygBN0DJTj5QAkeWqAEEig9qp2oMgg6LtRP4qK98emvEWicctjTEdL0WkZnJU/nc70W3fz5OBUj3apr2gqJ0vP2WEa3gOk43XxWz3uSO64RKHVjOraBxmJT7U+HFI3fe+ROzWUdL1hKV/702oRTfvxEQWZHRdPxpI+dgnissNTGxl/xp7YrFS41josl7qoWGlr7shEEJutPv+WvGqMp+deknk8HRekwrhF4mc7g0zbHdbrbc1kfRsn8pnmI6igmk+Aqay0jxuBbGLPxGEN1peIiKGvjQr3U4sNkHW6X4HAIyIURvoLRyLTVUSilQDmEGI6l7hyHhWETNQeVhrgoLSC+s1uIalYCVRzdHLR7tB4Qas1AEKBtPJ7SsWyGA/l4vJaMMURKs61SIR+2/8FzbByIaWDU93EiQz0JlxqDjMdHuHFZDSu5HPVGaGQtxUq17RzXHdVmbjLguk6WEjhOHChZiwOErosbRkROvL66kwFrcQyESVe8mf4+hstl3OT1mq/XqXseUWocMD+boZ7xiLRiZG6RSCuObVyHdZK9ryDyXF733c+zfmkegJfc9g3e+YyXY7Wmns3gVqoEGYeBxQoDC8ssDvcTac1KocBXd19JbtJSrAcU5yz5QhWjFPPjQ+gIDvQPYSxkrOHe7ZtZ6SvGbV2pUq1nuK+4jf5wnssW7uCgt427MztAabb4083jsSmY4/7iZhbHi3iVC5iqbCJTtsyYzQzMGrIrNY6ty3PB1CQhLlMMUcfD4HDI3c4mc4BN1Uke0HHXu8VMnnm2M8BRNCEZVnCJqOGwwDh1x2kGSgD7c9sYXojveBeR4XavxC7/MPlwGkWFOcaoJnV9TrTCwFxcRh16GuNYtDVExmEHtxPhsswYAAWqzdeOg2GBDWwgDgo9aqlQyWIxWDR1PNZzgK1Jl7RJNjHHaPNtQyVn1SKbGGMKH5cpNmLwyFNmmGlaHVE1NQZXhUoWlwNcQp0C69jLANOARuHjENCKyiBkAEP8mjL4q0MUQOMnbQugGSoZVI83bo1P1LzXpE1Co3YKyLCULKe3bs/Fr9puH2ZdwEOljgt3HOy+4CCCz90Sh0p/+8lWoARw4/1E+wIyqX3RfHd+1+cezaHSmmWPe5ac/U75BrmPdhMTEy8iDoP+bWJiog/4vR7TzQGfB54JUCqV1gFfBT5KXH3zeOJA5DeT5wvAl4Ap4AJgDPgVaL7L3EkcNvUDPwW8tVQqPTd57l3A60qlUnrUtzcQByzH/QRZKpWeDfwz8IvACPBjwN+XSqWnpCbbDqwnDp2uIQ6BXp3MPwT8L/ChZP6fA346tR/eBNwA/OHExERfKlACeAVwfWq+vy+VSttT8y4BPwK8hTi0euPExMTh1PMB8FrgTcRjXBVJ9ucjYXl5WX7u8rNWis2pIRS2DrRPM+q09btia79atZxhXWl7a9zar7h6vUKnun4UXMv6Ig/JxiI8tBIOsaY1A4Xk947r655VKCez3ONNbFPTNMaNaVysxfcnb/2uVatdq8KXLsvuDFDS/61qh119sd5cjur+1Whj0GVjabtTWGN5nSFPZ+DycH0mSq+n1/Y11tdoZzNkSgVI3Ry3jcmFbqpSJtWo9h/TF+CdXfVOdOyay0kts3EuaJVUdqXCl4dSNZ4+B3p+JZ7sZEtrexwdVxYp1V5p1hbSrW6bo6AAOI5qVSul5yd1XI1NjZlkwZr499Q4Sr5WTHpOsl/imgELzXFuAOoKjroOhzIud3sOC1rhJ4FVpEBhqSXTG6CSDM68z3W4z3FYTgI7RXzJNhRFDCd3wWvbOmspRBFhagBx11istQQofFQyNDAc8+KubVUsxTAiG0XkjKHsaCpKUdW6OUj0Qi7LiuvE9/9K2tkfhly2UmFXrUYmGQDdKNV8OaxkPBQKbS25MCJjLf1BQL7e3k0HoO441B0HP10p1jjG1hC1zgCyQYAThmyanmHD7Dxe3afmuvE2Og591Rpu1Kr6Cl1n1UstU/eb55FxHJZzOVQUoa0lG4QUqh3dj6xFGUPGD3CiiNB16F+usH3fUcYn56nlsihr6a+1KkH66pXmuRcpxWJfHzNjwxzYOs7iUD/KtF6bfjbDfTs3c9OFO7j9gm1orVkYG8J4LlFGs7hukLt2buWm885hfqBVfZKrR1itMI5iMTvCVG0nxQVNLgiT884DDHmm6ecgz1u8nh9+4D8ZqJZ5oHAOx/SW5rKydcPRvmFmByMmGSLExbGWTBgHB/NqhGvmJti9eC+bj81RmA24ue8cDnjbcKkm9T1xDQ/Ed7TLNQYgT+7el+ZgqTk5vrjuiXx040s40L+RxpuTHw5glMZozYbgKM+rfY7n1T/P1cH3GGGqObA1xOM/NRhgiUEqxB8Sx9hPnkU0EX3MMcQ8ioAQxUYONOdbx1HSr6RW2AkRhgLHOIcJRtlPlSIhWTQai0FhqNNPQCrEBWbZQp0ifcwxwlFcQhyqVFhHncG2MMi2Xc6uvrRNv2W7rOCyiEM5GcepMTJKlOyDxpQRHnM4LOIx1zWoipfdPVCyHf92n7f3o/ZkL9Gv2x1/Pt861v54Xw6zdQTb9g1BLBptXQQ8Wq5NxNlvzVUqnaJDwLXJzz8K3JKqxDlcKpXeStxN7i3AC4mrk35hYmKi8c7SrMOYmJh4f2q5XyqVSp8iDqw+C3wZmAVeBnyoVCpdCJSAl59EG38B+NuJiYlGJ6IbS6XS+5P2fi15rEpcURUB95dKpS8my/9A0u4V4C+SAOvmUqn0L8Rh0Il8aWJi4hPJzx8tlUoLwBXA/tQ0twKNd4PrOxcwMTFxT1Kl9NfEVUynUKfy0PT398vPPX7+5MsdfvMGQ8aBP3+qbpvmRRcWeXvV8D/3W67dAD9zhVq1nCft7OO9P2B4352WS8fgzdfG4yd98ZUOv/X1eLl/8VSXoRy8+H8i9i7AcA5ecyHcPQv3L8Bl44qCC187aHkg9fek4EAxC8/ZrnjnszVfPWj5vW8Ybpmi63c6mnjsonrHX24FbCjCr5QUn9xruXce6gG4Dkwmn1u3D8B8DSo+XDgGF43C4WX4+pHWcgYz8KJd8D/3Q/k4ZUvnDcF9C72fb7Qp36NLnzgFnWESXX62bT+knltdudBV6oLluNN3ViI1LrKbYw/Z9gv0Rhvafk81s0uTuz6uOtbTCCtOpqtWI3AyHQlE5xg73SqhVi0r/VwqTGje7or2bevVxm665T3pJjf2SefiLO0PdlbQrFp4c8LWvOnue82v31X349loS2OG411NtAVUJ9gPjbCnsc5GsNbZTa5RCdQZBkHS3TF9cdJjnU5qnJJ0lZZKboOXhECetWyuBThAFMKhfCbuCtUpfS40fjfd9lfMb1ZfKcK2KrnUDEmIVFOaio3vwAbgWMgANa2al4gZpTjoaMpJyHKv1qyPIrLARj/AV4pMahWN0KVxpzbXxiO7ODY+lbPJ3ikk6/SA8chwxHWY1Q4lP2wOp+WEUTyIdzKwdxwsGKqOQ8ZYxoOQBddh3A+bL5NQK5zIYrUisFBxXeqeR973V+XDdc9tdiuDOHCJku1UjX2tFNkwxLGWYqXG+pl55kYGKRcL1DIeG2fm6avGlSFuGLJUGMU1hpVshrwf4EaG0G0Fa9oY0Bo3DBmZXyT0XCrF1mDX1WyWqFxpvlQix0FbsMRVZdoYFgf7qeTz1LI5huaWOPfeQ8l2LVJc7qdQrvPdrRfwlD23oIDbxs8hU/eJXIcgk4nPjYxHLRf/bDven6aHBzCNHVrIgbX0LZap9cVdEJ0wREUGQoNrIhx/dRclN1fFlHNYX2Mzljvz27iqdhN5M992Pl6z9F0O5zYTZDRuEhopFTK2PM/uxX3czKbmcpW16MgwZbaSx2dgMWCFbHy3whXLYWcL1ZzDkJrFsxFRLZ8cS0tp+hbqXh4vqlL1PG4fuJh8JSJnfDYGc3x3wzkETnwp5+RnOad8F5HJcr89P37J2IiLuLMZWK1nmoAsw0yxnv3MsR4fzVHGyRJQpkguGbMpPs99NnE3x7iQgCJhEqoOUsMnh0t8FzqDS4YVPCLq9GNwcAmbQZCTfHob4QhLrEMRUaOIi8ESd3Dzkrrwxtt6IzTKJetoPOfgU2OEbKqdDmUCBom7y7VXPHWKg+VWeNn4y2CBKqPkmG1OF99Zrv2yJf3n7Hhqeoj60CZy9Smy5ZkewZNCXXchvPhK+NId8IXbiesfA+KOwCEM51BveTXcdxQ+OQFLlbjL8UVb4LdfAc+8LK4le+vr4jGcvnQbbF8Hb3sd2Q2jhD/xL+hv3IYKq2gH2D6O88W3NNtwpq9HOn9e2x6ub+UenR7rodIWoDGe0k7giUlw0hC/f8V2AHtTgVKbUqn088QVSluS+fLAfwAk4wv9E3F10oeSfz85MTFx7CTauBN4eqlU+uXUYw5xdVHDVKOrW6IMzXrVzcCBjoqodCh0PJ33ZEovt+GdxOMkjQFvI66o6nQLYCYmJm4/yfWK0+zSccUnX77624uGN12ledNVx1/Gj12i+bFL2h972jbNN17b/u3KHT9x4reZemi5bcayfQDGC+3zv3CX4oW7dHO6rxw01CPFNRug4KnmQOL/fGvEP99uedwGeP2lmovGFDr50Pkr17Svb8W3ZBzION3f4A8vW244ZBjMKp6zQ+EkF01zVcOBZcuBRRgvKP77HstNU5afu1Lzg+dr5muWv5owTFcsjoIjZZgsQ2k9/Pilmp2Dij4PvnrI8vVDlo/vsZw7pNg1aPmz73a/3HMVbOyDX7sa+nOacwbhBR81q7r1be6Dy8fhM/vax3QeysD86qrts1uva/KT+XvdqB5qXISfTL6RDls619Fr/rbAIxVQGduaKT1v47S3HcvotsxuLKmAy66uhFm1HR0La+tSRft8nQ1ohBfpsKMR4hnbPmaStq07oqluy2w0s2Njj9fVrjMfau6ALmFP47l0xU16W7uts3P2yLYHWXT83BacpJ5LnwO91tWpud8a20JqH/eYp3kckhkak0Vdbu/XrQKpsfxGFduqDVTN9hT9oDVYtIViaFj0nFbXuW4hX9ftVaCSQblt0s2423hONg55THrcKKWoa4UXGiKlCJRqhkKOMfiOw6KCxY4unBdVqqwPAhYdl5mMh0qqguo6HvrXBVTySSpvDNpaqkn3M6DL9/3xHvI67ijnWouytm344KEgpOrEA2qvX15h5+w8e8eGKTtO3LnGWkIVzxEfcgVRRKZaY3agDycyZJJufyuuQyGyZMOITBQxn7r1uVWK8XIZZeJ9m/UD8tU6C/1FctU61XwOLGTC1h8QbS2+61AIQpTSVLNZwDbHiMIYLJbIGvL1eLhpJzIQGawTxxWFcgXXD7EZt7UNgGqcEioeGFwBxnVA67Z9NrSwgp9xWaoW+eTOx6PDgHImT75eo06W0GsO145jTFxJljq+ThiSq9WpFLLNc2RgvszKSLE5vlTkuhSXV8g6QfOxxZEig3PlZohWrffjJjUi+XLE9KY+luayjLUXcDerU/yCYnN1kUhp7t6xjpVcns/0P5VL9+9lKtoGWDZyiGpY5DJuxAJH9bUEWuGFyV6KHPb17WRh9EIAds8f5vL5WwAfS5F8cIwMy1CH86bvIdKaT2/8AepTDr4Td4fMmDrPmP4KGds4riEH7U5K9ptUGCOb3AnNApPswKPMIAsUksdc5plhI33MsI59rDCGTw4HRZkxTHO4/Phedg6wwBYCpsngJwNqu3ElHDVyLBCQp5oMiN08P4F+FslSpUwuqWZSuKg4YEnePBQwyiFq9FFhEMsh4nsXakIKdI5D5FDHskCNUbI9Koq6CchQp0iOFaoMAnksC6uWb9BEuOjRIuotr0L/2FPhY9+Bd342Hkh72xgMFqA/D4fn4GkXk//dV5FPxolj7zH4yLdhwxC85knwvq/CxB7UUy+BV1wXh/q/+YNwz2HU/ml44gVwdAH8AHXB5tZYdX/7+t4b05+H9/xs20MK8L70aye9P4R4KB6zoVKpVBom7t72nuSh/cSDVb+gxywPADtLpZLTEeBQKpWeSFzR9EzgOxMTE1GpVPow7R8j/5V4bKHdxFVCP3aSTd0P/OvExMSfn+T0nQ4D20qlkkoFS9s6pul2Y+kTKpVKryUeiPtS4mEKJkql0vUTExNffJBtFY9RWVdR2nDiRCDrKp67s3sY9vrLHF5/2cmtry9z/HVt7le8+sLV6xnJa0bycMW6+PfHb25/fjin+MMn9Q7rGp61XfGs7fD7T2w99v+us8xUYcdgPNSJp5MLiy6O/oziaNnyv3ssvlG86QpLPtNa7w2HLN8+YnnWdsWV6xXvuyPk726CS8fg95+g+PC9ilpk+d1v2JMaG/hkNO6s9Ig5Xrtt6odeYwM1qyts92W17fqO5TSClZNtR2fXqQe7zzvn6zx46Qv6dOCTbkM6oEhvQ3r8G0WqCx+pgCMVKHUus7Gcbqes4vj7uxGINNt0vNenWv3rifZnZ9DRdvw7FpYOv9J/GZtXyeljmdqmRkjppPZV8/jTPk9ndVsv6eqktqooRc+AqbFuaFU1Obrj/KV1nBttbyQnit6fCJIAJ63e6P7pdGlTZFpd/uzq5z1rKUTxYxGwYqNW+JpapzKWTGTxU3c4HA1DhiNLTcGKUnHoBCxqh2OOA9Yybgw5C/NKsTkI2F6P0/WcCfC1ouZ5TLkOdR3f2W40MriOphjFgYHGMudo1iW/zzrx3ddGkru8BSq+s9ec51CODMUk9CkE8Q3Vl5Jqmv4wbIZWNmnnsb4iQRKMRICrFNlku+PTz1L1XMzgAC6wlM2CNVRdB1B4Ku6611ev0+9rlpNgSYcR5Uw8kPal9+1jYbCfPds2YoF8rU42jChWqqwUCmT9RRSwnM8Rui4VrVPVP/ElfLN7mVZ4QUg+CJjvL+I7DvlqlaX+fpwwZP3MPLkwJKw51PJZikFIxVr8xvhO6UoqYGmwSD3jkvVDLDC1YYiF8SGUMYxML2JNSK4SkKmG1HI5dBTFlV/GMjw1z9y6ESKvdQlTqFSpZlu/G6UIsqm/xbbRfcxidetx4zosDRcpLrdSIz+jWRn0mgHH/X3nsq12CNeGrbcB4PlTn6LCCBU2sHd4nJVcXGE0nxvm7qHdjM1W2cHdbGNvc74Ql8PjY0SBx9Bc69uedNXVgf5xLps/gCUO97xUpY5HxM39l1LOZPjajgvI1QK0hXxUTQVKkPPK7A7uwsPnAOfgcB8Z6kyykToFFhlnffM7dXBwOZdbidDMcA5VhvGoMs79gMLBZ5JdZOPRw+I24zDDDvJUUCi85BOAxUUTkmWBKoMssxGHA2gi6gxRoIbG4hDQGCLf4LHEVgY4TISHQw2HkG3E30XXKeLTjyGHwWUg+W48/SfH4q6qKkqLUHHFlufCSB/RbI3FcAM+g6xow/BTCvC0S6j/zRfIhPPoq7einnsFVmvCC8/DuXIrztbB1gJ/+KnxfyfjnA3way9t/f6Tz4z/63T+Zjh/c7xN5244uWWLs8ZaH1PpMRcqlUoll7hr2NuIu239VfLU+4gHnP5J4gojn7g6affExMRngE8Bfwb8dalU+h3iqp0S8WDdA8SfiaYBWyqVXgA8D/jvxnonJiamS6XSx4krlarE3eI625breCgE/gb411Kp9G3gm8Rfll0KqImJiYmT2ORPEg/i/culUunvgIuBn6C9J9Ex4NyTWFa6rVuBfyAe8PsocLRUKv1G0tZLJyYmFk5leUI81g1kFQPJl6yZE+RSfRnFeRnFL5S6P//kLYonb2n98frRi11+9OLW843KrQtHDB+9z1LaoOj3DJ/aAweWYe9iPAC7JQ633vZk2DGouW3a8LXDcOs0DGTg2g1wtBzf5e8V5zs86YMRt8+0t8Ulvp6MbDzPunx8w5KFOiz78Z38/uiJ8OkHFB/f8zAkXJ2hCqnfof2CvNfFfTOoSF/IJx9fmxfGqYvytGa3t3SbUm15MJtoU/+2BRRdpms8ZoirhDqnO173ts4grbHeKNXoXsM82I5/Gz8YuyokWDUAdzpQ6rWfGlU0vY5Xo1KmGQql29Zlpl4BWLqdquNYWlr7oi0oa0zf0ahmF8DU+hvnXFvg1CskSgV/dJzLvdpvae1DR63e/+llNJxE77jG66bsuUwB+ciw7GhqrtNeYZQ+rxzdaqOrITBty/NS55UDOErFgzt3bGek4gvCuGLM0hcZ+gzMJGFZAMwpGDWWfNJVa5O1jCX7fdhaHNOelJW1ZkHrOFBK2rOiFKHWLGvFSGhwsWwLAlaUoqI0M66DIg6TCtZSVYpcZDgviuLqpOSSwThxFVV/GOImm+inzpUjg/2taiQgG0UUOqrKIq3x0odGKRyryPkhXlL9EDoOS7ksI9UauSBgZGqOuXWjRG78/KFN66lmM1hgbGmFoaS7W9nzKOdzVDMZrALfdemv1almWtVAnSGmtXFQU8tm6K/VWc7nmO/ri6usHIeFoUFGVuLwwwsjjOvQV6tTiSIq+VY3OYi7B4aey9HtY2w5PMXk8BBLY/HFutWapcEi2UqNXffMcdOW9QSehwL6llYYnZrDiQy5us+hHZuwWqOjCDcM2XFolqHFCvs3jXJ46zj5chXXDwgyoCMTD6yey+AEISo19pQyFh0ajKtZGPGwjmoNIA6EYYF77bUUmWE798bzAFnq+ECWJfoiD1Jd3tykCukQu9jK3tbLgJCxYJYD+a1Usxo3iF/jWoVAllw9YKy8Qpk8FocCs8R3OwtQwJLbR974PH5qgm+uuxbrwtbFQxzTG5jyxlgXzGCBuwfP5aK5+1EGRjnKPVwGWAI0OaoMstB2TOrkUQxj0VQZBiAgT5kxhjmET5YqObLN0S5iFTJoDNmOLmdlRlBJF7g6eZbZhEeAQ4SDDxiKzLDCGCGN80MR3w0t3lsWTVxDGFJmA5bW+WmJiF9xLpYIg4NB4yV3rev21uiM9cHPvxB+55XxsbCWsZv2EhkHddEmdDEJQH+vvbZAQbOrrBCit8dSqHRPqVQyxGHKXuKQ6C8b4cfExMSxUqn0dOKw6U+Iu689QDzINhMTE+VSqfQM4rvD3Uf8HnMb8BLigOh9wI3EH8k+DvxPlza8i3iw79+fmJjo/C7QIQ6b2qafmJh4Y6lU+iniu86dT/zR+Q7gd09moycmJhaSkOsfgD8Avk9cNfWq1GR/Dbw36fp3eGJi4mKOo1QqaeLt/ejExER6O/+BeAyndxAP0C2EeBR7+W7Ny3c3ftMnrPR6+e7jDxz53dc53DsPm/ssN03CaF5x1fr4ttNzNRjJ9a6++ukr4dN7DR++13DBiOaXS4o7Zy23zcDRFcPbb4bZ6kncza9RZdJtPY2woREY9bqA7nF93ww90t2kehS8rKpsOVF1Svor8HQXKoivLA2r19UZZDRvI5+eNrV+lZqu7ZZXHW3obGtnSNPZ7rRGWxtBUWOiztCpcRzab73VYyV0dKFj9b5P7+vOdXa2P729x9MYzyjqsoz09nUL/To3pXETobR0eNl1W2z3yqHOroudy4S4SkipOMFd9XpIH9/UsprhnmoPVdMVU45m2XNZ9mhfbue/ze1Oh1cqtd74vketTjUdm9nr9ZI8Vk11h/OAmtZMK8umMGKDtfSnQhENTGU8Fuo+Q1HEoqPZk8sSKEW/tc33pEBB2dHMac2Twjokl7f9FvpNxEAtInCcuLbCWkaDCEcpjAKTeilapSgrRcZaalonh8uCjbukxXf1Urg2HkI3G0btL2PAd3Tb2wjJdCNBwHyhFdKYpO0ZP6AQ+Ey7rW8knGRcJd9zGay2LvrzQcBSfxFcixMZdhw5hmMt00MDzA8MAM06JRqBp9EOfsZhxvPYODdHLRnjKJ5E4XsdlxPJueFGplmFo6xleHaZx998F7dftpPJoSHMtmQQ8NS5VM9lya+ERJ5LPd+6nDeOg5NUienIsOP+g8yPDLAyUGB5oI97zsviGEN8N0BDub9AoVzF9UO0tc39mfFDrFJEroMTWcaPrpCpBkxuKfCsY1/lq2NPa+3DKGLL/BIhGcoMYxrVLkCNQaqMArBlcZ6p3AxTxT7y5ZDB5Da3ThIGtY6tYsEbTLa1ddIUlgzr6vtxKvHdTY6wnmFWqLMRB4cMK2SZIxsaLlzeh0udXfv2E+JRo8g+FfCNkSfT585TcQqsuH1cPns7U2xggCmW6GeazUkQAwEOFQI2s59+pvDJcpTzGUsNvg1QpYhlA7NsxSOksRcVUCZHjRxDLJNnkRrDaCIiHCruEE4UErkOg8UabN8BF45Q/9AERcq4+FgUES4ONQp6gYwpx+t86pVkdJXMbXuwM3UUDjmWqTICQIihygh5FpK7wIGLwRnKoV70RIL+EewDk7hBBT2QjQfNfONz4MXXtm0bSsHVu7p2axVCnDplj1dCLR5WpVJpJ3EgtXNiYqLH/SEfkXa8Fbh6YmLiOWeqDY8QObmFWGO+dtDwmX2GWgS1EJ6/Q/Hq/7Xtg6inL47bdCQRp/r3Lx0Q9VgkkBqMukt1SdvyOPG7VDoI6lzRSbVftf5pXvXauOqj27g96fV1hijQ6t5Fl+fS7WoLlVLzdQtg0ttyvO5hx6v2Sm9bt25/xrTma1Y9tVdj9Bw7q1FR0+349WpHg6WjWqixb9LthVWhT3pbu/VR7Zi87TFr0baja2uqMiPrgB/aZFPjiRwF4wU4tsLqsKxzg5LuZasGAW92q+zxGuvcjsiQMRaNxVeqGZA4yXKiXsfbWrabVlhhgMOOJmNhIIpQSVjUl4x1FAH5MCJPHGwccR0mkzuabY0iIhSeNfSbeCydOpaRdBWVMeSjiCXXoeq2wpNsZJrfzDaqlAAmHYebCjl2V6pcs1IlSsZlMsCS6xI4STezZN+M1uvkkn1jiYOtRiWNNRbXWnJhyFAtDirm87nmwNyBtVRch6IfcMW+g0yuH292CyvUamhjmC8WGFteIZsMKO07DtOD/fH+tpZzDsfDey4XC6zkcwSZdEVIHCHY1Pmzfn6Bcj7HSjbL+skFNh+ZJcw4lIeyzddQPeNRy2aoZjKtbQGKS1XOv/sQt1xzLvlajUKyTVHymoy0Qy2XJV/xufbr93DTdbuo9MVF/H0LywzOLzE/OohV8aDhiyODWKVwo7C5LIjDttBz0UFAoVyLz6nE1tmDLNlBNszMEwUZQEM+oN8tc8HSPewbPY/7nY1gLcNLFTYtLzffqndwJzlWcKgzxy5sUsNiAZ8MVZXl/ux68n4Yh2qOzy5/PxGGDRwGXO7o381cZhC16OLbeNuUNWwyk5RTYxCNsoiLYZgZMvhAmSpx3/s+jqKI8MnSxxxLDLKk+7l99ELK9PP4pW8wXd/BNOtRxKFLg1Z1PAsQ8Ti+1Dxvlxlhhm0UWKFOH97FY4z/58tZ/L8fR9+5D13M4tdzeLv6qT7jKuozIQPVY/TdcQdsHaVy+ZWU33sremMfo+95AZmL2u9GZq1l+bq/J7rxfjQGnz4MHt7TdzL8gZeivng7nL8JrtnVmunOg/Der8LVOwkOrxAt1NCvfQLuxn709+6FqUW4Yiccm4fH7YZCFnHWO863S2e3qvq5nh/a8vbtZ/12S6j0CEm63f09MDoxMfHKR3jdzyGuqpoEnkRcRfWrExMT730k23EGyMktxGNA9q9C/M5qjs7bzwPt1Suq/YL3ZKpXTlR11BigOt3F6WSCo+NJtytV5dGoICD9UHr6zgW0dXGy7dVQ6dBE0x66pMOfLl2TunbPIll+o32OOvG+O9FzjW/10+u07U+vWkY6rGm2N9XOdJcjRSt4SQdL6X3VLVTqDHfajleXdWJXVx6lK4Ia6093rYu6hDV0/p5+ynbcaS21/7H81lM9fvwqj9snI/7iBp+pFcvvPyvLa6/w+OrekIWq5cpNmgfmLU/9x0pqOcThnLHxbTQb29bYT8frZtfr2HaOF0XcLcUzhmoy1lEx2ZcBcUWQVQrHWDYbS0Ur5h2ND2wII5Z0fHeqIRsvx7EW18L6sNXjf0XBMddBq7gSaTAyDEdRM9QCqFoYMwaspT+MyJq4u99ctlU5kw0NbmqTlTHck8vwQMZrBl6vmZ5Dq1ao4ut4nKWy4xBqjWMM2xaXmewr4BrLkuuQAXLGkIkiXBuHWkPVGhoItKaa8ZqnWl0rao7DQBCigFytjusHLPUV2LqwiO95BK4LxpANQiyW5UKeuus2j1fGjweuNo1xj5I74IGNq0lSXQSzvs/gSplqIU+mUqc0cV+zl+3RTcNMbRzCGsP80GBSqRS1nRc6CLnk1n3cftW5OFHEwPJK/JYTGUaOznJk20ZqhThoGZhf4fzbDjE73sfU+gGWR/qby1JRBCo1Vpg19JcrrUI9rYhcFx1GFMoVnNTr4Qf2fJ6vbH4iO5YOc8n0HYxW53HOGcP/+dfgXr6BzNPOoTZTY/KbU6x8b5bpD96HOrZCXzFka/8s4WzE0lyOPpaalXblXes5OK1Bg/EdamRxreHc2iEqtsgws4zR6huuqTLHCHfoCwlxudDeTt32Mc2WePswjLFIhoARplEYqvTTeIPJsIRPhjyz5Fmm4uT51JZns5gZpBhUeP7Bz3NvdBUr9GPQaAwKS1bXOdccxMVQIctmbmvuszKDzHAOfayQ2TFA3/2/iXKOX538YNjIoGaWiCYrmJrBvWojypV6IdF01ocrvaz1UOmx1P3tjCmVSiXgq8Td7l54BppwCXF3tQHgCHFXun87A+0QQoiHXVbTCpV6hUad0sFBr8qKXvP0fL7LNN1mSQcPDyp0Os62pcOsdOhhuqysEZi0hTDp1fQIDJIqppwHv3Kdwx9/o/1OOavCpuN1a2vbLNXR3vRzqWWm/z3RvutVdXMyx8la8hqqBvoy8KtPdPnP20Pummb1x97OCqvOcZSOuw9SYVJjWel2NUK+Vfukxw5IP54KlBSW/1PS/MGzMjhace6Y5qUXe22zPvWc1sfCbcPwludkeOuXfQIDL7jQ5dINmoJj+a3PBTRra3odg8i0gspu+7/HazVUcfCirSVvYSAVTA2FhrpSzGrFooIhY3FthAt4FpZsHLTMYMmh2Ggtxhp8WuOiGKVwUvtl0dFsrtdZSe4wFgG+glmlOLfup7rHKFxjMQpqSjGZcdkWhPEHaWvxrG0b7LpxZztUvMww6bLnRXHVVBBFbFkuU854VB2HASIGo4ia4+AZg2uTHE9rFvI5ImsJHIdi1Oou51joTwIlgFouSzWfY32lSnFnH/ZYncBa0JpqNsPI5Dx1x6Weupta4Dqk78XmhSGFICR0NJVkPKOM7zNUrpCJ4tf6slIM1v1moATgBRFOGDE9MtTct04QEma85ku1f7nM7HgRFUVEWrPY18dw3vCkF4yyedcFfPP9h7jvmME4mtHLh5g2PsuhpTJYbH9dqPawww0iXD8gcl2sTsbmMobCchkczWWTtzKfG2Lb8mF2LezjS9ueyr2ju3hgcAs/cueHyBw4RuHnH99cR24sx/YXb4MXb4M/uJJO62aqOENZgm8dgMCw7uk72bISsvS9I/R99w70eRvY+9t3snDHEEZprG1//dfJUaHA44a/Tz7jo558IeZHn0nmo1NU//tm1PIKGziKRqFQOFSo0kfjvcInT41+LAafMe7r28xiZhCAslfgloGr2bCwSMUW4yo6HbGcz7O5PombjC9WoM6Uu5P14T4iHMoXX86m3386LFZxX3XFaQmUgHi564dw1g9J1zPxmLLWB+qWSiWxlsnJLcQaZ63F/cuoa2bSMWH3x7tVszyohqSW1/lYt3V2m/d409ou03WrVOqctzOgaPxgU/82Ajmny/TpiqR0dyQF736ew09d6fALnwv4u++mGtgICRpd7I4XFrVtT8f2pndqZxDXa7uT9ha8uB2RsQRRvNqhHCzUUu3rbEuqOugvnq34P1dn6M8qVuqWYgaUUuT/qEYtYvX5pFRqkPYeQVazK176id5tWDV/ZNomM+mujZ3SAWfjQtmF6h8Uu0x86mbKhgv/osxMxbaqjZRqHW9jOu6elwpxG7/3CoCTnzPWUjC2OYyvARa1IiIej6jPxDc6t8TfkOYsHNOKulasi0wzjDKAsjDpKOYdh7y1jEYRDorxICJjbXyHNms5ms1Q1xqjFMYYttZ91gchFa2Y8TxyShECBzIuodbkIsNAZMhaQz4ZP+i2XIYIuHq5zOa6T83ziBTNSiCsJWMMRsXj2xhjMY5uju0UJWMt5SKT2l2W+WwGpWFspQpJ8GaUwkkqshrLfvpT+9iyI8cTnjmENfCtL84xfcTn1k9NEvqW0NEs5bKYpBujF0VtXdy2HThC/zmDzNQdQlczH7n0VWsMVlvDfs4XixgFV960h/6VGqHW3HnxFgZXVqjmMswPDZKp+xjXpZ7L4LiaJz+jn8tKRQ7OKZQGfykk3+dy9XNGcbp1qwUmPjvNF99yJ34+g+958SDkHa89ZSFbqzG8GA8ibZLz0AKh6+CEhg1Lx3jOA18mE/l8c+O13Dd6XnP+H7r7I/jbN7L5rrd0bcODZYOI+t4l3I0F5t5xK9k//SiZxQVmvUHuft4zecI/PJ7C5r5V881+Yj93v+Sz7OAuRjlGLrmjWUCOOoNYHGoMEN/tzEdjOdQ3wrc3NgdIpFD18V2HbVOTjFRCNqpj7MluYTAssymci9sHDN7+i7g7hyHrxt1ahTjz1mzyUlE/3/MDUMH+3Vm/3RIqibVMTm4hHgN2vTtk7+IJJjre37q2IOMUNatmOipVTrS8VcFIZ6DVUT2lOmei/flTCpXSy0x+jmgPldLLbORFCp5/nuJ3n+QynFPsHm0te7ocD+y7rqgIIstn9kT82ucj7pu3zWqZC0ahFlj2zqfadtzKsM5tX5XStP+ahDWehm+93uPqTa2LpCCy/P2NEb/8+XD1fmhIDSS9/JsZ+jLt39TPVixjf1pbvV8bIttxXDuOS+eYXKs23bZCpW53bbOWzX2WP/uBLM861+E1/+Vz27GI6UrnclLLTo0x9dSdDl/5qXyXiR+cbx+IePI/rBCGHfvQ0WBN+z1mm+MtsboyMBV2agsmVdmVN4bBZLZZrVt3UbOW0ci03ZVpJBk3qaJgj+uQt7DOGDSKCLjPc5rL7TOG82sBfanjnwlDDuZbN+HNmIiRKMTThss2u/zIa0d5x0eX+eIDptkFb2sQNguxqsCCVoyHEVVrCbWirjWD1rLeD3CUim8oaOPvq3XyvbW1MFCrM1eMj402hknXZTwIGMgohgYdhoZcnvqUItdc289v//oDLEwHcbc2Fd8IwYsiPCzXPbGfn3hT6y5kaXtuWebLHzyG8hR9G3LsP+DjKMNVlxVYv6vIkemIAS9ix0aX8UuHWgOY+xFf/8Bhvvn+Q3HlFDA1OMDI3BKLQ/30L1eoZT38fJbzLy/y2p8cY/6ORYqjWe6+cQm/P8flzxplbOODG+/mz5/8lXhPKQhRrPQVW2N5WVDW0r+8QrFSjd8yUhU2RisCzyNXrqFMfAe4dSvzTPUPg1Jkwjqblw7jvuwanvvX1zyo9j3cjB9x14s+y8LnDpPZWuTybffi3XwP0UA/y1dfRvCVSZyyj/U8bGBwkxfanSObmCwMMZIJ2ejMkh/PcezcS1n6yiRji/MMjkQUX3cx0f/eR9b6FH/piWRft7oKS4gz7KwPV3pZ66GSdH8TQghxVvvEyx3e/LWIW6dhshxf4PkReAoGsrBjEO6eU5SDHuHLcXKN8UJywRjQPhh4t2DB0h6UHLdyio5uXKrV1awzcWoGML3b2aYt4GpLNbo3QCna+rEY2zbm0vKvZ7hl0rC5X7FjqHuXiPFiqvuMo3jRbpcX7V79EeMXPxfyt99tv7V83Bzbvk86n0/vy+Y+bs0wlIV/e4nHlgHFziHFcL59QZ6juOlYtHp3NPZr6liM51kVKAEs1dNhUMfB6BrqqfYgJd3+xkzdgsTGIOmdYysBeU/z2ivirktf/Mkck8uGXX9dpezHzzsKzhtVvOZSlys2afwQ/vIbPucMa979shwPp+WaITQW3GRfRaYVHukkWGoe6i6VXc2n4huDbw7ibmw+cNiN75BWUyq5eXjcJS09f9sSrSVHnIv2W7ggiKhq3ex+Vu9cJzAShPipsVx8xyEXhtRcF6zl3HUOH/n9DW3zbN3pw/4aCihY2xyqrJF7TroOl5Sr3FbMsyEIqFuL1pq6UvRHEVa3gq341Ii703lRhEpeA/fmcwyMenzwD7bgup0vCPjzv93J/ffWWJgP6B902bI1S3//iatMdl3ez67L+3s+f1GPx72Mw9N/YhubLxvg4+8+QpBxedpAyFj/EOdfqBj59kHKl+xg5QnnsGlbDu0oBrfEFTjjpbEeSz15NtVV0aH1VgmAgoHKEi+/7Xo+t/OZRLrjbodJOOv4IdbROBl4/JvPJ/fk87jlfXt54EvHWDnvYn7gl3pt/SNPZxwu+szzCKaquCM5tBefZS4w3DGtmV5h+tp3oA4usLM+z44rRtj4369BjxQA2NZtBW95+ulsvhDiMUpCJSGEEGe1i8cU17+89efMWsuyDwPZ1gXZxneGlMPkaqRXFywFG3JwwRg8fpPidRdrzh9ROMmF/QfvNHx/ynDPrOUrB6FuLdsGFNXAcnApXsRQ1rJQVxRdSxDGF8gnDE46gwXV8Xv6x+NVJKWrW9LBUluo0aUBndVC6czHxl3Jnrj14eka8an7V41SHdMKwt7HpfPubHkX7vvZDPsX41mv23Li8T8+c39nJVFq+anH6mH3+b97xLJrVLFn1rRm6gypGrvXdjzRrLpqrUzpeBwgPxXgrWLSFWWwfbh9ovX9msXfLvC9w4ZzRzUjhdULecWlp+ej3i9dX4vDo0bwpXTrtWWSQKwxsLfqPK9TtKI/CZQgHvuoz1iWHNXsnamUwrMQNFZlLRVa4ySFNg5nqsTBQ+O4TDuKqyp1MtaSNx73ZDO4QGm5Ql8YMuM6zWDIKkXWQjYICYHzh9rHmwL4kacUeN/XahgTj6tkaA0Z5Vk414TMuQ5XlCtUHYcHCnlQ8WDaTt0nn3rvaW4bsJTLkkmeGwwjnn1xsWugBKC1YvcFeeDhqzo7GbuvHuLX3jW0+omXXMgQ0OWZh4V2NSa5mYACHGOJkoOmjeE13/sw25aOMHT3R5ksruMrW54ISqMjS2GpQuRmCAZzvP6GZ+B4Gp2EoM/64ytOU4sfOqUUmfWFE06nx/tYv+/XH4EWCSHE8UmoJIQQYk1RSjHQ0dPi4y/VPO8jhsW6pWNYafo8uGKd4p9+QHPBaO9w4jUXaV5zUffnj65YHBV3/6qHlqyruG/esvs9HWvrdWHdCCLaqnF6NiWlUT2TXMSvqnSie7UPqv3nVHCRlvNAn+xA2yfh8nWK++e7bJi1DGVh0U+a0FGV0j4tPH6zYvOAZvPAya/b7zzwjUqhtm5piiUfQmNxU1VCf/r1kDd/sZE2dQmUOha7ut2WsQK86yUem/s1l2+AXFKBcOvRkGf8q898rUdPxuSBoTy848WruxA5WnHtwxT6nYq7puzq45T+PUhVhjUCtR7hUqg1mNYBChVtIZwCtLV4Ufz61ViKtBaVBYJkWpP8p4EIxS/+6BDDQw5fPmDYul7jzAb800cdDnsu2DiEcoHDjmY8isgbA0rxzCevHn9q+7jDJ35jmH/5SoWd6xyestPlnz66RLVuefkz+ii6lj/7h2my1nIk4zXbH2pNTWs8G+EkXbZUo/sbEDhOc9Di8zc5/PxLV4+181j1xNdv52vvfqDZ9W4gZ5k3ioyNyC+tkI3iMr3x6hwj1QW+PXYt2UqrrNSr1skZi5eXSx4hxJmz1gfqlndYIYQQa961GzWzb4ov4ueqFkfHY+Qs+oor1tEcP+TB2tjXmj+bVBicMwhb+uDQCr3HDmrreqXi0qCeYVK3Mifag5FGGNU58HHn9jX663QZIDl9t66ahUpgKXgPz4ehD73c5Uc+HvG9o4Ydg/CELYorN2qeu1OR8zTfPhTxhH8NV3Vt6uxW+MbSqYcoLz5f8f5b09ubWn7j92TbI9Pq1QXwhX09Kqy6yLkwWlD8wws8Ng9ojixbLl2n2DSgmudG2mUbXWZ+M/44Nrls+L2vhEwuRRxYtAznFL/2ZJdL12vGCppMj+qVM8E0d1iX8q/Gnd+66XIaLytwlaLPWnylqKTO18ZiTBI0KRTGQrqOqLNmxypwrWU8smzbmuGSnRkef1lr6tFRjz2HQy7a7vHpb1XYMxnywt0uxWKe2x4Iue6iLM+8unsl0AWbXP7sta00829+bbzt+b4MvPWvJ8lHEYvJXdaUteSjCMc0Bt9OusChUNaik3N8bETzp7+1nmz29Nx562z0+B/expbLBtk7scglz13H6KYc1lqUUrz/F27l88vP4MV3f5pM6HPDlsfjex4ZgmZgZ5XCVwoTWXSPAcGFEEI8NBIqCSGEeEwZScbbGcye3gsMRys+/GLN0z4UUQs5/hhLaanBiNvuuNYjU2qTnifdBS49zlPXdthW0KRaE1jicap2Dp1Eu0+CqxUffFnvjx7XbXG4/ofghz8WslhvNS09sHjWgSs2nPpF97+8OMOKH/CFvYYVn/b9k/KkbawKf561U/OFvXGwtKHPMl1RRD26Ii78v1zX8OhkrO/X/OOLMiee8FHAUamxuBtjKTV+Pt5d/hrTAFjIRxGGuNJoKelSlg4Rx/oUm4uK/XOGvoxiuWyYt4oakEvGNUpXJ5EETpo4WLrvcMglO9v36XOvyUMyLvPTrnx4x5q64ooir3rtGO/7z3kGg4BAa0ZcwwCGxtvAs57Vx9VXFJmfCzi8v07kWy64OM9V1/T17Pb2WLb10kG2XjrY/L3xJcCO0jBfu20r/3zF61A2vtubG0YsaYXnh6A0+ZUQ/dQtEigJIc6wtf0eJHd/E2uZnNxCiDPu6IrlzhnDSF6xULN8/D7LsQocXbZ87VB6Sts+Cm1niNTtjmDY1sAsjXk6BnceyliuXB8v984ZuGQcvvhAr7fHdFcwGM3D5C94zXGlHkm3Txk+c7/hawcjnrTFYTgPt03Dqy7UPGnbQ6vkuOlIxLtuivifO9vvnrZlULHvF7JtXd8a/uuOuHro1Zc4HFqyPPW9dfykR5yjYLQA732px/O7DFC+FhV+a4lq0HGSNgbn7vbZUjdHLyKdbLrG8pShiFvnoWoUNQ0jfZr3vbbAuWMuO0Y0bioQmF0y/Ps3q7zlS3X6q1GrYslaAiBvIUdcHZRz4bNvHWOg+Mh3D9x3KGClEnHhrgyuo4mMZWo6ZGjQIZ+TSqSHQ3U55L9+806O3LnE9miO/ukp8vUyd43vZjlbxHoeSsFP/dPljO848RhFQogzbs0mL2X1iz2vS4v2b8767ZZQSaxlcnILIR618n8RUEuP89M5rlF6IOnjvZulq0I6q5ys5ROvcHjRea2L6puPWa56b0B37aHS9a/QvHCNhyRfeSDgi/vgNRcrLlp38ttaCSxzVcuWgcdmQPDKfy/z4dsatTcdGtVK6c+Yingw79ZEAAzmYOGPhvBDy/cPR2wZ0mwaPPE+tdYyt2J42lvmKdfisZbG+xS/8ew8hxfibmY//MwCY4OPfKAkHlnWWFTy3ldZ8FmYrHPf12epzAdc8ZKNbDxPxqgS4ixx1ocrvayoX+r5Sa7P/vVZv90SKom1TE5uIcSjVs9QCdqrjxq6vaMlf8MdDa+8QHFkRbF33nJkJR4S8k1Xa/7m2e1BibGWV/5PxEfvMbgawvRwQal1XDoO3/oxj2LmrP+sI06DyWXDeX+2zHK9x/kRmdUVS7ojVLKWS9crbv31oQfdDmMsCxXLcFE95LHRhBBCnFFr9k18rYdKa/vrRyGEEOJR6j3Pc/jxT0WEHR8zMjp1m/kTReNK8d7nK374YgfvJMcM0Urx4Zc57FlwGM3H67PW8on7YV0Bzh1W7F2wPG6TkkBJ9LS+X/MjpSzv+HYQV8WFHYOZd/vSsll1l4xlFVkev+OhjSGltWKkT85TIYQQj15r/e5vUqkk1jI5uYUQj2rGxl2ovnIAjqxYLPCD5yuqgWX3u098x7Hn7lT876sctFRoiDPgKe+qcMP+5Dy1lrbRy41p65qpNeQzmnLdopSl6MB1Oxw+/vp+ChJeCiGEWMOVSsvql3tel/bbvzrrt1sqlYQQQogzRCvFWEHxigtWP/fJVyh+5rMRGQf+5+UOn9tn+eQewxXrFT91uSaIFJeuQwIlcUZ85PaQr+9PBZ8qPci8Tbq6xV3gnjQ+zZd/7TxcRzGzYhjIKTJylzMhhBBiTZBQSQghhHgUesG5mgPntsaguXQd/MrjZNBh8ejwF1/z4x5u1q4eTL4RdDoarOXnLrgf19kNwFjfY3NgcyGEEGKtkr/sQgghhBDilGwdSn2ENKRCpeSHJFcqOCF5Jz0ivRBCCCHWEqlUEkIIIYQQp+QdL8mSc+HYsmXzALz/+yGRgWs3a246YghCy8YivP3yb53ppgohhBBn1FofqFtCJSGEEEIIcUrGior3vSrX/P0fX2aJDKsG3b7+erlnhhBCCLGWSagkhBBCCCEekqwMvC2EEEL0sLb/RsqYSkIIIYQQQgghhBDilEmoJIQQQgghhBBCCCFOmXR/E0IIIYQQQgghhDgN1vpA3VKpJIQQQgghhBBCCCFOmVQqCSGEEEIIIYQQQpwGUqkkhBBCCCGEEEIIIUQHqVQSQgghhBBCCCGEOC2kUkkIIYQQQgghhBBCiDYSKgkhhBBCCCGEEEKIUybd34QQQgghhBBCCCFOA3umG3CaSaWSEEIIIYQQQgghhDhlUqkkhBBCCCGEEEIIcRrYNT5Qt4RKQgghhBBCnMXumg74nS+EeFrx5F0ub7zaQau1fREjhBDi0UFCJSGEEEIIIc5S699aYSpyQGmILB+6O+Rn/zfktjc6XLLOO9PNE0IIscYrlWRMJSGEEEIIIc5C3zoQMBUocJL/dOvfS98ZnOnmCSGEeAyQUEkIIYQQQoiz0GfuN+DqOExSCtzkX6XAcViumzPdRCGEeMyzqJ7/rQUSKgkhhBBCCHEWumpDlxtVV3wwcZiUd9fGBYsQQohHLwmVhBBCCCGEOAt9/QHAj8BYsBZqEVigFkI9xHUkVBJCCHF6SagkhBBCCCHEWegJW4AIWPZhyY8DpgbJk4QQ4lFBur8JIYQQQgghHnW+NenEVUqdPA0Zl1ogYyoJIYQ4vdwz3QAhhBBCCCHEqZspm3iQbkPc/c1R8ad7x5FKJSGEEI8IqVQSQgghhBDiLLR5WEFGQ9aBnAt5F9zkO2ML+T+u87h/qmJsl2omIYQQ4mEglUpCCCGEEEKcJay1vPnzAe/6Rp1qzYDnxaGSq0Al5UnGxGMteZobJyHzJzXqv5nD0VK+JIQQj7S1MnZSL1KpJIQQQgghxFni8e+q8mdfD1n0wQ8M1H3wwzhQsja+81stgsjEd4LTisgo/vWW8Ew3XQghxBoklUpCCCGEEEI8it2x3+fV761wf+gSGEArVC3AtRZlIDKWKONANYwH7tZJ1ZJW4CkILW+4PuQN/xOwbQDu+6U8GWdtf3MuhBDikSGVSkIIIYQQQjxKLawYnvD2MrdHHjWlAAvW4thWhwonMlAOIDRxqBQaCKN4WlT8T2DAWg4swxPf65+x7RFCiMcai+r531oglUpCCCGEEEI8Sn3p7jpLjkPfUpUdkcEAB4pZKo5GRwaIMyNMajBua+MHl/24Wik0qfGWLBNHI4p/VqMvq/jUKzWlTd4jvFVCCCHWCqlUEkIIIYQQ4lFqz5wBP2RLFAdF93kuK4HBWAjyHsZziIZy4PX4WB91ufPbSkSlHDFVU1zz75ZbJqPTuxFCCPGYpo7z39lPQiUhhBBCCCEepbaMuKBAY1nWikC1LkKs1oRjBUzGg8EM5F1Ij5WkAEeDq5PqJQthEjLVIqgE4Ghe8T8yiLcQQogHR7q/CSGEEEII8Shz2z6fD97oY4uWUa04VsgwUAvaJ3I08ZhJBpZS1UaFDBgDGSfu/ua4UKmy6lvxugE35IGOxQohhHj4dKkXXVMkVBJCCCGEEOI0+d/vVHjP56soDIeXoJCHv3/DIBdtzfSc54NfqfAbHymzs+6TtbDRc7l94yBzA3kIIvCjuLtbPvkoH5jWzI4Tf8I3Og6dGpVNjTvCWQtax0GU1mAh9A0v/q86b32aw8Xr5PJACCHEyZO/GkIIIYQQQjyM3v+FZb759WUOTEfcrnMoa3EBqxRU4cVvm+d55ype8sQ+LtqZYdN4+0fyf/5ihfNqPp61aGA0iuJAKEj+Hcy1Jra2fZBuBeS9+PF6lAROKg6gTHotGrJO/GME1+9TXH9vxHN3Rnzmh7OnZb8IIYRYeyRUEkIIIcQjxizXCH7q37Df38fKERd12WZGbngjSq2NwSrF2latWzxtWV4M0K6mf8BF6/jcnZysE0aW1/zBLMXQYBX4SuFlTHzraN06xweN5aZ7LTfdu8QxrXjzC/KsW+/wa/+8Qr8xzHoOs305BiODKnhUMy4ZP8BfCQALKg9ZNxnnVUFGQ83Ev2eTIVPLQTx+kpP8HtHe+81NVTF5SVWTtnz2/pB7ZgIC43DeiPr/7P13nJxnfe//v67rbtN2tmulVbEkS7Yld3vcAIMJPWASQhLCIYEkB1J+KeTkhJyc5HwTkpNK2kkPSQhJgBByDgECwfQOBjPuRbIlq5ftu7M79S7X9fvjvmd2VpYMONiy5M+Th/Ds3GXu+57Z3Zn3fq7PReDK96YQQvxn2POkIfeZSKgkhBBCiG+r+M8+QfuXPoy2CTGK2dYIipj1TKEJCCnQJkeOFnz5EZb0f6PAHAZNnVHioVEKtWkca0hQzF99NaVdAwy9egf+91xztk9PPEOs1BPu+HqDpB1y310NPnlQUXc9SmGElxhc0iqikUaT2HGpBx4N12V9HOOgaLoOvoKBxBA5Dh1rMUqhrKWvzoiihd/9SIuStYwDC47mcJAOjas7DqBZ34y4qBnyQOBlB9eGXHHt0Dat0ibdCWmFkrFQcNO+SV2WdJoeT2frmvS26jbyBgKHS/4eIMHVluM/6bGueH5/IBJCCPHESah0ikqlMgK8F7gR2F+tVq/9Nu3XAjdXq9UvfTv293RUqVQOAf+rWq2++wzLfxm4qVqt3vqUHpgQQpyDbCfCHFlAvefz2KM19EVjxJVLUFtGcC4YTT8w+g5KP7GJXOMD80R3n0CNFiHwyN20GZIE+/k9RG2DaRgclaA/9nXsnQdIWoZmaZIwzJEMBOiiixvWyd/5AIHTob7i0TYlcoQYPAY5gYPlTm6myQBbOJx9kO7g0cEyTIRiiOM4xCRoFJaADslSjYgC4BBhyd/9IPW7iyz/816Gcu9GDeQxfp6Bd7+W3C0XPubc2odXMJ0kLdrYOoByFMrR1B9c5FM3/weJ1rhRQnElxNr0w7LSYLAYHLQFRxki7eAMu6icZm4kT9KyuGFEEoNNLPl6SKvg0cm5BGGC304IAwdnY0CQ8/ADTS1RLM9FRIGH7ytyBY2fxIw/az3XvulCpu9YYHBHET/nMrRzEMd//Oez04j5yj8fZfq+JfwhH41l+3XDXPHKjY//ejIWpZ94MPCf3f6ptrgQ8cgDdZSFkycj7rtjmVbLUKsbjFEMDmkcA8bTbNrk84NvnGBwxOcrX6vzvn9bIkkSpqZCZgsFlAXXai6st1hxI+4bHCDJehNt7oQ4xSLGWpq+x0S7jZONRHOs4WCxgFIKF1AWVhQ41mJJi4ZC4JjrkCjFMSBnLSXbN5TN0VDwmVKKlbwHK500SEosrIQw4Kdfe9nrJsq2jW16n6vXhkqeSoe8KZUGT45aDaaUAuya++LEMvGnIX5iePUuxbu/J0BLVaEQQnxLzvdKJWXt+d6L/FuTBR8vB54HbAIOAk3SUegx8CjwEeCPq9Vq7VvYby9UqlQqtwCfqlar33SoV6lUtmbHsghMVqvVdt+yvwJ+Avj1arX61m92n9+qSqXyD8DrgA7p9TgG/Gm1Wv3rbPkhHidUOgvkxS2EeHIZAzM1mBhKv+6f6juMMR+sQqODumAMCj72/mPYgzOoew+h9h9HDeWJcgPoOx/GNjpoDGBQ2ZuPNoMYCng0iPFZZogcDVwU2ZxPQExCQp4mMT6J4+C88mrUh++G2BKRI8ZBE+PRpEOOBJ8Inw4lNAklFiiylAYqdHCI6ZBnga10CChQI09CSA6DRmEIWMEjQmHRNKgzSpthAtrkqOPSQdPkBLtRWAZYYJjF3vVZpIBDiyGWeve1yeMCDmRXQqNp4WCwwAPcRI0hStTYwBRzTHDSHcbGmjEa5Iho47JCngRFrB0SV5NPOjiJpeHmiB1Nu+SSeJrCSodSIyRBk6DTXxoq++XRDeusxTUWqywGTavkUBvJYXQaKqg4PcrI1wSthNGZFotjAQ4WJ7GEvsNKyScIY7RJy0Ri3yX0NLGf9rNRxhK5LnHgps9rbIhyPk4U4UYx7cDHOA7W0ahsWvjicgOMJc77oDWJUiRaZ68Li4rTUE1DGoCo9FVllCLJeSSDAUHBZefVZSa2+Hz+XcdpNWKs1pRGA9Zv9DlxqE1zOcZPTG86eqs11lqiwCexFsdYlDUkroe2hsDEWEfTdlzyYYjnhvjjltL4Ohb3reD6mtz6AusvLLD/oSYrx9vkc1B56ToGJn1QDl/96AyzB5ooY9NhkQqM75JYhV/UOIMB9RWDrwy+r9Bln/WTPjllmaoZDj7Sxk0Mbhbe1H0fTfp8RUqRjyKankviptcba1m3tMz8QBHjpM9JpDU1R7OztoJrLbO5gBXPI9KaRwaKAHjGsLkTEhhDohQ112V7o9n76JAA9w6Vs5dRei51pRhOEvzs2OYczbTr0gSi7OeHtpa8UjRcjcp7WH/17eLG+TpzQMd10r5Jg329j4yFVhYUdd8BedmLOrFZo+7sB4ej02bfWqXBU3YdSABXrVYt9b+TUkBs0h5NyvLCCx0i4Mp1ijdcptg4oNkzbxnJKa6YcBBCiG/ReZu8nFRvPePn0g32ref8eUul0mNtB/ZUq9W4Uql077u4Wq0eq1QqHnAd8HvA6yqVyo3VanX+KT6+KeDVwHsAKpVKAXgN8MhT9Pj/WK1W31ipVHT2uP9cqVQeqVarn3mKHl8IIZ64h47BT78T2iH8/g/Csy8GwDY72Ff8Pur2ByGKUEn2l/3AJXzDy0ne+WW8pAGvvBash/nYQ6iwhbUJ4OPQQbH6YdKisThAgCJGkWT3eSgSFC006ec1D7KICLpddC2WBhsxaAY4llXwQJFZDJo2ZVwUBo8OBTrkWManRQEv6bDuA/eiUTQYpvsezWOaRUbJ0yDPEpoioxzBI51LvE2JJsMMcxSAiDFKdCjRYZFB0r+rKCxprVGbInla+LSIKKaBBYZR9qMxWDTzbKdAJzsnD4tCYUmIGeXkY54eSw6HRWKKeDTo/1g6yyQLjBAQ0aHEYbbQIYebKDpZlZOLoURIjMMyeZZGcrQLLtg8BoVxNIMLHQq1iJWxgFwY42LxiGjj45HgWUOMomH9XkhoAceCiyFKVBooAX5kKDZiFBC5ivnRPGGgSbKqES9MKNVD8tmJuEkawORbIQujpV54aLViaXQIsARhRFLKhjj5PoPzi+TbHZqlAn4nxIuTXpWL9Zx0pi/ovYIUaTNo6zp4rZDEc3qvNatUGpokFhY7LLcU9310mly7g2stBa2IfY9wps2hmTY2q7BxTfq6TLTCaA3G4IUR2klDmdj1cIyh0OlkZ5TQyWncVgRK02lA41gNtKbdNMzWWxzf1+odc9iwfOX9UyhjMQoi16XjBxit8cMQZSGxGrSm1YKoE2NJ+xVFHY2/2GL5YLN3niVjSLzVt7hO94IphWcttXwOm91OL5pipjyA1qvfiZ4xTLY7ONaSKMVYu8PJQh7TnT1NKba3O+lrVCmMgsQaWo6mkP38mPdXZ3czKv3uHopjgmx7BeSzBtv9/bONUmzphKxrGg6pPIvGsqHeJlEKP0lYLObAddJKJJOFRZDedlgbBEWkP2S6wZGxaRUTBjxn9T6V/Tfp68HUv59eSKXTfxY+dRzQis+fhD+9y4DOzsJaiBPoFjxZi1WKnAOffq3LszY9sepKIYQ4d53zudHjklCpT6VS+TDw0uz2DwDv719erVYj4CuVSuW7gL3AzwO/kq1/GfCHwDVAizT0+dVsm/7HmARuA5xKpVLP7v6parX6j5VK5Z3AC4Eh4Cjwm9Vq9Z9POcy/A96U7R/SYOd2YM00HY+3r0qlMgz8DfAdpK+BY8BPVKvVL1YqlauBPwMuJ/171V7g5dVqdbF//9Vq1QDvrVQqfwZcDXRDpS2VSuXTwA3AIeDHqtXqV7LHfSvwnGq1+kKEEOJseN2fwz2H0tvf/Qcw8zegFPaX3of67F2P/ZXfifH+5kN0PxomH7yDiFHSj/BFHBpZTJJDYVCkRaQqq7MxKDQWiyKhCFk1TFpP0iAbbMIpUzJh8EjI4VJ/zDFpDAWWAE2IT5txFOCRoKjTZIAGZYo06H8T02KMMiuUmAWgwAqmb3mOOktMMsVFKBRDLOJQJyKggIfJrkJa6GCJcWjh47HEODPQi85M7xoUmSVkgDaDROSYYxKHmAKzeDR6j53gAj4umpiBU64GtChj0AzSoEgIQISmQAssNPBZIY9Hgk9CnoiO69IuDKQ7yKpdYk8zvy7H5KE6A7UWfpRWH4HCwZAnBtJfjImNaSsPB4tLkjZaRpFrJajEkO8k+OHqFfRiixcZkr6mxpHvoAy4kcFqhc4+mEeuxmJwOx2s0iSeix+GFNpt2rm+bjtakbgObpxgtcaLk95zYPuniicNjLpfKZuW2hvPWa24AoxW6Xakr2C/06HQ7oZ+kLhp9U56h8WLYrwoInbdNASxqwFTrDWxn84wFkTRY3pAF8IIHJ3OdgY4WTWPVoqBVpvI84gdBwe7Gt5p0MbgGoMThnRcl2IYoYAkSWjkApRS6CykUNbiJDHKrg3VHo8Cyu0OtUI+DT+618bRKGPWNIwPkoTFfI7YcdDGYJSi5blsaaWBm2NXj903ll3NJpFSHMznsgopr3ctB5OERa1Z0pptYUTLzSqiFLRJs6DVuBCO+S5bmh121JrMel7v/FZcTdPNhq9pBe04HbvZn0ufehGS7M4kqz7Sau1KlqySiXRIXJikIVQ3iFLZ/xnSdbLvp/7rl1ZBqdX1s3CrW/2HUrQN3Pr/YuZ/bjVsE0IIce6TPxX0yXr9vIe0GqcE/NoZ1lsAPgm8AKBSqawDPg/8G7ARuAl4EfA/T7PtCeBlQFKtVkvZv3/MFn8JuIo0CPoN4B8qlcruU3bxQWB3pVK5KPv6TcDfnuYwH29fbwEKwAXZ8leRBksAfwF8AhgBJkiDs/DUnVcqFadSqfyXbL1q36IfBX4WGCS9Rv946rZPlZWVFbktt+W23F57e3a59zWLDYiT9P6j89/U35DsmtoZsja9j73dv0aqOxDp9Ps5lc6qm2ICzBnXtYQMrDnu7iO4JDiEWbjVXTeHy5q/c3QHfAGQ4GR9jAIKNPEI0RgCWjh0+s7FYlAkeHQoMss2WqTDgZxT4qA8NQY5RpnjKAwGl4gcLYZ6ewvxMQxgyGd799DZx2tIh8A1WEebcQp9v47cvsfysyqq7rC3BI1vkmy4WXbUfX1jAiIGWv2/2tSaa9G9NjkbMWKaDNKhkF07bWFsro0fr+2QYBTo2BC0ktW9mnR4WK5j1nyG7+QctLVpGGIMJgtmFODGce/Duk4S3Cj92o0ibN8+lAUnjlHm1AgufaaUSdbclwaYas3XbpKs+XrtBmlIYJVOQ63ufd3r01flY5Qi8ty+V0hWLaXWPl6XmxiM1qd/zOxeBQRR3FvHMQbHmN6IrP49W6UeM0rLSZLecahsqJklHTbW8VystcTZdr3Xmta9r+d8j9B1iLNKMKM1I1HEWLvNgDGMxDFBsnrtc9m19KxlIEmYyQdoYxiKYobjGKsUg0AJ2Bd4LCnFIcfhgOfR0YqwP+hRMB4bIqWwdu2bdSfJKoxcDe0kDZRgNZd29dqL7WVD4RpRGkB14rSKqPv8dYezJTbtx9S9AEnfFbWsDZBO5/EW970OWtHqik+b3wtyW27L7afF7fNZ9w9Tp/t3PpCeSqfI+gbF2RCvraR9jDZXq9Vjp6z3e8D3VKvVnZVK5ReA76xWq9/Rt/zVwO9Vq9Ud2dffck+lSqVSBf6+Wq3+Zf+xAD9H+uv7H0kDoC3Ax4Avnamn0in7eitpRdZPAXdnVUfd9T4H7CetbDp0mmvzWtJKrAQ4DPxZtVp9Z7b8EPAX1Wr197OvLwUeAIaq1WrtLFQqyYtbCLHWP3wO3vS36Yeq33oN/PKrALD3HIYbfjkd0sbaz2TR+gn01AIOEUmxRMwQtpEACYqQdHBROm+ZJl6zvel1P7LEFElrYCwQ4dDEotBEfcPmuh/+IaJIm1EUFocWOZayoXRpgKUg63u0vddzyAAuTcrUcLBZn6AElxZzXEiOFmWOoEmy/klJ73EX2EaLMg6WEosU6BbTQoRLizIJLg4xy5TpUOgtn2Afgyxi6IZrFk245rzalFliC6BxCSmySILhGJvZyT4cEiDMIitDiyFi8oSUSAhYoUiESze6SFDEWcF1C482Pg4JRTqQBUv1wGe+XMAoWCzlsI5mdLHJ5NwKFkWE07viywWXkXaIZwwGqLl5BuMWXl94VSOHRdHJO7QLXq/vjI4tTpjgxlAve8yvK5BrhRQbMX5kiFxFs+Bmw98szbzX66fUvUArIwN9w8w0OoxxkjgbfpUO7ws9D6XAjRN0klZJJVpjHE2i04onBWiT4Ebp8KM4qzzqBiyx76Uf8k06I1mh3em95tq+h8mqa5QxOHGCH0YkjkO9kMdPEpzsGEPXJfK618AS+R5OHFNstkCnFUrWGPzuOSlF7LqErsvQ8gqR59LK5XBsdn2zY+qGUaHroo0hH8W946/lcySu2/s+6avTQluLAbw46cWwsdY0s/NZ8f005MqGr3kmDW264RmANpaaq5kPfAbjhFIYrSkDr3ku+SRJ+1cpRT5J0NnwuHzWwwrgWD7gSCHP+lYHVynajibqqxibcjRNpRgLI/blfDqnNNtfHydcHK6e98HAYzQxJMAh12FluJBVHVkI+t5KatKKoVYMBScdxmYsNOI0POpSKp0VTqu14RGklUqQhlHe2tdoWhLZd6yxWW3ubUl7OXXXTezaZVkPst++WfM/ny0DJYQQp3V+JCyncUL9xhk/l07aXz3nz1t+qj9xm4BuP6VtwLMrlcpS3/Ju8e83JetR9FbS4WzrSX8FF4Hx06z+t8AXSP/g9Q+n9H/6Zvb1+6Qj7P8R2FCpVD4C/GK1Wp0GfgT4/4AvVSqVCHg3aQPwONv2XdVq9Y2Pcyr9TTK6YxsGgNrjXwEhhHgK/PAt8MoKRPFqc21AXXUBdu7vsHcfgh0T0GrDo9OweQxv12aSh06SnFzEefYOtAX71QOokTx2rkbymQPER5exjQ5eKUGNDqBMBFtHMH/7ZZKVGLXSwhqD0+5grcVEORI8FHUc/GyOM4eEAEWExafBCD4rJAwQUsYlrWBKo6MEhyYBDUpMUWcdDhFjHMIBYvLMsZ4VyoxwnEFaDDJFgzEW2Z4FWU3KzGUVRB4JXu96NBnAp5UN+7IsMkiJGDcLodIeUj4WF5c2RZawGJZZD3h4tAmY71VGKSDPMopDnORiCiS0KDPHINvZ39svuCjaWCDHCouMkRAQ4dLBxwJNX9Nyc9S8gPHlJtoa2lmHKU1CktV1rPg+pU5EcbZGBwfdTrBKMVZrE6PxMHjEWBSh0rSLAcdLAQP1EL8Zo2OT9c9JjywNzFJ+J6KdT4eEJRoaOZeBZUs7p5lbVwCdVrYAhK6mk9NoS69yymrdlyBavFbM8MwKzYGAKOfRCnyCJMGNLIm1uDbBODqtanI01qTDv4xSWJ0Oe7NaZcFOgr/SYGVkkNjRaaVUM+tfpDVOFJFoTei6xFoT5lxyLizHmsTz8KM4rUIyBmXSICvyXVxriHQaQ7pZVRVaE3puOmQsC3WauVwajhmD9T0IQ6zStHwf66QNxWulAoVWB7fTwXguVmmshkLBpdU2hFajEoMbx8TZudX9AKsVbhylAZXWaBQu6fMUZcPzIp1u2/1oEiQJEZCLY1pZj6NuhZYPGGuJs6opaw2O1azvhAx2QvLtkIViHuNoQq2puy6+Mb2+VW3X5WDgs7ET0taaIDGsuA7H8jlWlGIDUIwTIq3W1Ai2gRWlWMgH6csgq6RyScO3zVHcW1cBba24f7CEMQbbiSFJ0qqiU4sju0mboyA06Xqn+4ymSJd7p+zAkjbpTmwaRnWH99m+qLwZr+5SAVrhu2nBVMmDobxi9wgUHfjuS+BVF7kstuHLRwzP3uIwUZJBEkIIcb6RUOkJyHoSvYi0vxGkFTufqlarL/8md/HYWvW0AuiNwIuBh6rVqsmqix7zbqBarT5cqVT2kg59u+jU5d9oX9VqtUHaC+pXKpXKetLg6PeB11er1YOkQ9ioVCqXk1ZCHQT+/ps8NyGEeHobKZ32bjWQh+fuWr3jwsneTWf3Bti9IV0PUM+/pHdbv+CKvjhmLefnXnnGZf1sYlDW4rkOLKzAfYcZ+Ne7sP92BzpeJlkxEMbgeLB9HC4YxOzeCGFC4Pjkn3cJ7nddDVlVhg+sj2LWN9owWMSGCebOYwwXHFTYpv2bH4evPULD24lta7zv3Mnwr76Cztu/QvPzR3EOzhGFBdAxYeLiNw1xkuBgaRPgUafEHIq0o9Q8G/FZpsQ8TcYIyaEZRrGMQ3v1PFEkOCQoNJoizV4PJnpXtPv/CcMcoEmZY1wCKHzabAsfoh6VWVRbCF57JdGhGdZVNjD2Q5fROFjHHS8w/56H4e454qZl4PIRLvqVa9h8xzQHf+denFoLgyLMqr1i5dBxNetmG+kQNmA55+JFsGwDcm6EYy2LQYBKFEpB6HkslHzcxOCQ9kpqDObQicHtxER5j07eo5Nz8TsxbpTgJZZYKxrFgPZAgNeJ0MagSx6FksPQ+jwX/7fdrLt6FMfXdGoR/oDHgc9PszzV5uKXrWfheMihe5c5eNcitQdrOO2QWEHuggF+8G1XMjDsUhgOWJlpEdZjok7C0uEm9XrCzMMrDJQ11/7gNgrDa9owfkP3f2GBE/sbTGzx0MphcMKnNhcyPx1z6fVlyusCgoKzph9R14c//GEAbr311m/pMbuSyKBdddp9P56PvvckX/6PhXTGuJJLWDMU222MUnS0JhfHWO2gFZT9hN3Xldl1ccDnPlHj5ImYNlAr5Ch1OhwZLBM5Dn6S4BlDK6v+UiatPDuW89nUDlnMBYTAnFI0tebhnM9zVpqsa4dM53wirXGN5QJjOOK5aAPTjsZTipwxFIGcSQdDdNsXdYAlIOkOe+sGPJqssbbpNc6mk6S3C+7qkLNmnNaW66yNuadXh7IZs1qt1B32Zi0UvPTnTZhA4Kz2S7KWn71e8QOXOcRWcd0GTc79xs/LRAm+Z7eESUKIZ67zffiMhErfgkql4gIV4HeBFeCPskX/BPz3SqXyo8A/k/Yg2gpcVK1WP3aaXU2RNureloU4AGXSqXVmAV2pVH4YuBL4yBkO50eADdVq9cBplj3uviqVyq2kQ9weAeqkfzRLsmVvAD6Z9X5ayvaztjGDEEKIbyvl9H3gGhmAWy7DveUy+MvXA49f9nrGZZ4LQ2mApgIX/1lbe4sK/77z9Jv8/is5NXI7NX4on2a7MhDPN4jumcazCv21h4n/8DO0FyGXdWtKPwob1nOSBA+HiCKGZUYYZjbrLBBiUCwzDrjkaNGhxDqOookplNv4//JzFF92DROnOY5CVrQ7fMvkY5YNXDHC5jfuIpprYx2FPxzQOFxHBZrC+gLGGGqfPcb07fNMjuSYeMUWvIJDbiz3mH0BNKdb6LxGey5+/psuTP6mBQNpVc3uV27u3Te8GS68cZS0QPrMBtblYV16e/2uof/0sVz+3BEuf+7If3o/T4RzajXNN+k7X7uB73zthm95u5tfOLrm6+kTLX7jlw4z33bpOJpW1mPJj2Jca7mwaYmdtHvZTFY9dm29SVtrisakVV9KERiLnw318y1cHKVDZWvKwyXt71SKE/LWUjKGO/IBeWOpOTodptcNgvLp8MVgocm6OKGTxCyXAjpKYRMLrqW/hxHKpv+KTlrBZLPeSaGBTt9sbZZs/gE/DZu6wVUM77hV8aNXfTPxuBBCiGciCZW+OQ9XKpV0vAEcAP4D+MNqtboEUK1WpyqVyvNJw6bfBvKkM5+9/XQ7q1arj1Qqlb8C7qhUKh7wM6RD0b6DNOxpAu8CvnimA8rCpNMFSnwT+7oQ+GNgA2l/pM8C/yNb9h3A71YqlTKwSNq4/F1nOg4hhBACwB0t4r5ge/rFC7fBr7y0t8zedjfJ2z+LvnA9ShWwf/pl4kgR4xCTY3bTFQy979X4toO+aJKh8cHetqePdJ44ry8kKl6wGqFprRl+wRaGX7Dlm9pPYSL/bT4y8XQ0MZnnL/4prUw8uK/JJz6ySCGwzCw6BOM+P/bDYygFhw61+bt/WeLejmL6pGZnmPY/M0pRdzSxUr0AuFsUNOs6DKp0aNwmN2FuOM9sPWZkpcWl7ZA78wFxd5Y3302rjFwNtTb5xBC7mpl1pb5Z17Jhc/3D1jomrTiyNq1agt5sbL2ZAZVKAydFWrUUW378eofqNPzeLZoXbJOPC0II8Z9xvjTkPhNp1C3OZ/LiFkIIIc6i/+zwt3PRiemIX/q9aaaXLR2lMErTVOBl4c+SSnsydbTC8TSvuC7gbd8/gO8q/v3+kGbb8NvvXeIhfNYrOD6czq5IZNJwKDYUmh3cks/yYBaSKpUOhYtM2kBbq3Q4XNRXjdRPsRoqaQW5rBIpihksa5beIqGpEOIpd94mL8fU/z7j59JN9v87589b/vQghBBCCCHEt8nkhMc//dGm3tcf+PdF3veBJQ56PkuuQ6Asf/LGMs+/uvCYbV95eTrs8eihAv/f7QlxYti21GTG92j0QiBNczifDoXrfUxJK4wga9KtWA2UTqd/iJyfzmA5GChecpnHe75bhroJIcS31zmfGz0uCZWEEEIIIYR4krzqlcO86pXD39I2b/m+MsOjTX77ixGzywlx9/NIt/9R7pTgJ8z6ICmgmC1rRmnVUpclrUqCtaGSq5koKKZ+/ltr4C6EEELAYycjFUIIIYQQQpxlb/yOAgd+bZB/+7Eyg82Q8XqLyXqLkWYb2vHqiiarUIL0nb2b9V4a8MF1VvsnOdkscWsaeWfrCyGEEE+QVCoJIYQQQgjxNPXhu9r4iaFsTO+vwXahxeIIaWiUFSmh1NoRFkpB3oVOnIZJjkorlwa81ZnfAg1a8ZYbz++hGUIIcTad74265U8TQgghhBBCPE0Nlx00a9+0F6yFVpwNeyMNjYxNZ2/rik0aLOW8tP+SziqYlO7N+OYq+O2b4L8/S/ooCSGEeGKkUkkIIYQQQoinqR9/bsBffbpFPjR4pPlRzXcg56YhkrVpSGSzYXCteHWmOK3Ad9LAyZKGSrFBu4bklx/bKFwIIcS33/k+JblUKgkhhBBCCPE0NTmg+bMfLXNwuMCRUsD+kSL1wTx4DhRdMAbCGOIkDY+6s74plX7dSbKAifR2kvDwT0hTbiGEEN8eUqkkhBBCCCHE09hrLnN5zWUlAN55T8yPvr+ThkYFF+Lsb+AWiJIz7EGBNTzycwE7x+TtvxBCPJWkp5IQQgghhBDiaeFHrnJ53jadVh+1otUF3Sol2x0Sx5qZ3raNuxIoCSGE+LaTUEkIIYQQQohzyOd+NE/71/LcuNVJwyNr08bcSfZfV0HZT//rKBwXvvBDEigJIYT49pPfLkIIIYQQQpxjAldz9QR89YBN+yr1iwx0DOateQCUOr+HXgghxNOZDH8TQgghhBBCPO3M1Sw0Ish56cxuXZ4D1rJ/wUigJIQQ4kkllUpCCCGEEEKcg0b8rELJ1em/xAIWDKAUA/75PpG1EEKcC87vcF8qlYQQQgghhDgHTQ674CgIk7Qpt6vTWeBaERiDryRUEkII8eSSSiUhhBBCCCHOQSEKBgKwKqtSAlDgOtAO0Y5/Vo9PCCFEmvWfz6RSSQghhBBCiHNQ3tfpUDet0k8tvVxJgeel/xVCCCGeRBIqCSGEEEIIcQ760SsVWAteX3jUrVjSMJSTt/pCCHG2WdQZ/50P5DeNEEIIIYQQ56ANAw6OMhAbyClwSN/du1AM5G2+EEKIJ5/8thFCCCGEEOIcNfWLRS4aSKAdo5RhckjxU9c71P9n7mwfmhBCiGcAadQthBBCCCHEOWqsoHj4zcWzfRhCCCHO4HwZ5nYmUqkkhBBCCCGEEEIIIb5lUqkkhBBCCCGEEEII8SSQSiUhhBBCCCGEEEIIIU4hlUpCCCGEEEIIIYQQTwJ7tg/gSSaVSkIIIYQQQgghhBDiWyahkhBCCCGEEEIIIYT4lsnwNyGEEEIIIYQQQognhTTqFkIIIYQQQgghhBBiDalUEkIIIYQQQgghhHgSWKlUEkIIIYQQQgghhBBiLalUEkIIIYQQQgghhHgSSKWSEEIIIYQQQgghhBCnkEolIYQQQgghhBBCiCeBPdsH8CSTUEkIIYQQ4lzwxQcxt76NuOaCUijbwaUD40Ooe34XJkfO9hEKIYQQ4hlGhr8JIYQQQjzd1RqEz30bjVoZTQvfLuHRAgzMLmCveMvZPkIhhBBCPANJqCSEEEII8TRn3vTXdBikyBQu7d79aetPi5lvra5ss0L7ZgeMeSoPUwghhBCnsKgz/jsfyPA3IYQQQoinObtvmoAamuS0yxNc5vO/wEh7KlvHonDShTkP87bX4vzMS566AxZCCCHEM4KESkIIIYQQT0czS9g/+gj2q4/C8Xk86n0LLd06JYXCo8N4+3gWJDnZcgtoaMfon/0nzEfuRn/8l57y0xBCCCGeyc6XiqQzkVBJCCGEEOLp5k8+iv25fwAMGrB4KAIgASJsNpeMQmFxUCjWdjVQWBJUdp8C7Cfup/33X8Md9lF7TqBuvQp9+can8qyEEEIIcZ6RUEkIIYQQ4mx74Ai8+R1YrWF8EN77FRQGMICXhUaQViEZVBYrxeRxCLNlJlsOZEstGovmJBNMORNc+l//kgRFgo/6ldvw3vV63B+8/ik9VSGEEOKZxJ7tA3iSSagkhBBCCHE2fX0f9vpf6sVGafURpCER9L8dtX1F9AqLpk1MHq/XvNuQ1iUZFDrbg2YD85STJi2KDLMEdDAoor/+koRKQgghhHjCJFQSQgghhDiLzOv/PBuk1g2MTu2+EJMGRQqVNeFOpbGRogW9LWxvefr/Tm9ZkRaKiG40pTA4tYUn6ayEEEII8UwgoZIQQgghxFlkjtbQpymOtyg6jKKJ8FjuC5rWBkiqr2l3P4Xu9V7qXz9dlgZLemr223YeQgghhHis871Rt/7GqwghhBBCiCeLXlfqRT9pD6RuvZKDIUfMACGDfVv0zeyGy9pAqduwO61QSiubTLb/+JQ4SsNKm/jBKVq//knCD97/JJ2hEEIIIc5XUqkkhBBCCPFUmlvG/uw74aP3QqONjTtZHyUP8ACwdFBAwCwxBcA5pR5J9X3VDaG6w968rHrJZEtt1vRbY0myddLhb6oToi77eUATkafzIzcT/P3rATDHFgl/+UOwb5bYuti2gS3DqCs3EIz7OM/dib5qy5N5pYQQQohz3vleqSShkhBCCCHEU2WmBut/HGW7oY9B022r7fVWS4OhFg4xDp0sBFLQV9PUz/aKz23WN6m7ribtydSlsDikEZSbBVURmoSAFuqdH4e3fTfRncdpvfRv0r5LJFh8NCHxvYdxPnwvIQkWjVYWe8Umch/5cfTGQZRS2HoHVQqehIsnhBBCiKcbCZWEEEIIIZ4qv/JesN1AqFtJ1G25rXvztSnMKYPaLGurk7rbp3PAqcc06l77GOmS/nbgHqsVTipbz8UAzfFfRmXVTmlApbHE+LTwe8Pr0iAssS7hvTPMbP4rAHxahLjkSg4TB3/uiV8nIYQQ4jzx2K6J5xcJlYQQQgghnkxffQQWVjCXbsEeX0ITAc4pxfCWBiPkqKGwuLROWaqyYCn9Kg12ulFTf4tM07e+6tu+23/pdDSaBEuMxSNPmxhLgo/CIcKhwEpW+2T7trIYDCsM0Q2oQgoMMYdb77A8/r/YrUaZY4R7L/1XLvrAS8jvGDztEQghhBDi3CShkhBCCCHEk+UPPgRv+ScMDjFDaNqkAUxCw/UpxiEAmoQC07iEfRunQU2MyyzbWM8jfTGRweIQUsajjcZk87l1Z4RbDZrSSiSn93UaBqUVSOn9JuvAlDb9TkOtNmmE5JCjsaZ7k82iLJOtO8QiMR7LDGZH4GKJURim7TgWTf2BGo+85N+58tEfAiBZbGOWO7hbyphjy3TumsYMFijcuB6dk7enQgghxLlCfmsLIYQQQjxB0Yfuw775H3BnplBYrHKwnk/sl0hCF7c2j0OOhAJpbFMH0lojP+4OXUuri1w6PHYmN+hQxPYNY+tuHzKCRRPi41HDWRNI9Tt12Fw3cur2akqlYVOut4VHiySbRa7/cSOcrE4KLC4OBocORVaI8dBYXCJs1nepKz6wxNxPfpTOV47Tvm8BiyJHixCHCI1GYS+ZZMfdr0PnXKyx2HqILqf9mayxKH1+NzsVQghx/pFG3UIIIYQQAvvx+7Df/yeo5WXAkCif2OaADl5WgaRRRBiWGcGjQ54moOgQ4NHMQhZLkw0k5ICEIidxiNYEPDZ7C2qBAsvZ8LO0qihdrqEX2CgMHg4dVnslrc7+dmbZDHBoLBBn+9fZ9gqIyWe3OygsCR4JPhFu1s0p6e3Np4OLwaGFR0iMw04OEuExxRgFOsz89f0YPAaIUVhCfIaZwyeig0d9b8jMr34FdySg/rYv4S7WiPFp43G0OEItX+KyN2zlkj+46T/3ZJ4iXok4cdtxbm/mcI8tse0TD7LYVoy8dBu7f+oSgon8E953Yiz7FmF9EYoeGAuNMK32Gimc3x80hBBCnP+Uted72yjxDCYvbiGEEGlj7E/cA1OLMFiAoSIst+GFV0AhgCSBX3o39u2fwrYiWD9EtKyh3kB7LjqJ0lAl7g4Z6w4xy3afxTD9OgwRUczWdHBpErAMuMS4dBjpreuxQp454NQuS/19lNYu6VYqOYS92d40ySn9lRIskJDrawDebfhtgCjbm8N+LqfOEB4ddnIfAREROVoMYTEEWRWUBRoU8Ujw6GRHrLI57Gx2NdJAq0OBbvAV49CkhEdIkg2z655LgRp5OnTwOcFGkqwOKkQzQj3bHyxS5OjQCAe2jXPR8XmGl5bxFeSevYEjP3QFm/75HrzRIvr6jWy4dRMrcyH6xDIre2uMftc2Ri4dXnMVTTtGBQ6mlfDBmz7G3192CSeGygC87N49vP7Ld3JoeIzWxhFe+bWXEnoOeU9x5GiHubblg0c1ywshW+ohFwwbdgUxy9Ntbv/8Ip+Iy4w0mhwbLPD17RtwgWtOLKHqbfZuHGRqpAzG8tJNltteJzPlCSEEp/4SPI/co/78jJ9Lr7I/fc6ft1QqCSGEEOL89dW92Gf/L5Q5dfiYxuKT9hRq9sIbDXBshoAsNupoIMne6XYHfaks1jHQm3kt3d6gCRnE4mWP46GIyDPb28ohl62f7tWl0Tuq1NrhZqe/B3yWe0PnUg79LE5WaaSwRFnfJUWEg0+Y3e+zxBB1hgCICJhlko0cxuCSoDC4xPg4xITkmGOYDRw7pWuTzcK1BJtVTvUftcaQo511k1rLye5R2CycSrfLE/bCMIAcHYaXWhzYvpnYyXF5M2Kw3kB95igbP3OQhsqhLUzdNsVX/vghfAwTtRXyUcTx372D1k9ez3O/bxP1BxbY93ePcP+sw4F1wywVHYL1YxwZHuRYMSDWio9euoPXfeUuPJWwsNjm0l+e4+FNY9zyyAli7YG1uPUmn1s3ggf88Qe/yAnf584LJvjyzk1EWvH8Wo2FUkAr5wPwha3jPGfvIaZGs2bljuJrD67wk6+4n6nBIqHr8IY3TvL9N5cQQgghzhUSKgkhhBDi3HV8Hpod2DYBh2awf/Uxkj/6JGRtrFM+aVARkgZBKvtfhCXCEkAWeHTZ7P8VCSFlYgoUmO0tV319iiyKEB+HDhHjvfs1CQYXl3YvtFKAS5s8U4QMoWn1hs6l+7K9dRMCDAU0CQ4rawKkdO3H9lnqLusev8Xg9WIclcU9HZoM4PR6I619O+gQE5FHoXAwBLRYYEN2HOkwNbOmIgqSrJ5IZ3tIK6cMBp1dH68XefX/udYlIiZAAXWK9IdtSXYmureupUDM8770ACPTaRDXIodHnQgXne14fa3JwYkhXvDIgd62ibI0/uirPPI2gwE+e/VOjm4b4rardpA4mqbvkq9F5I2h5ro8MD7EFy/axpX7p5kbC3h40xjKGGKVXSulcHMBr7l7H/dduIE9V27nZD7HwYESOxttLjoxxWtuv4tD3/ei1edHK764e9ua6zbZCrnt0m0cHk+DpvVvvZvwnkPMDhX5+LMvYrJgyLmWLQW4+u5D+I7lit+/nvwFA5B32bcIFw5ByX/8P3THxuJKPyohhDgrzvfhMxIqiZ5KpTICvBe4EdhfrVavPcuHJIQQ4nxSa8BAPh2GlvNhZCC9f7kJpRw0OjC9BPMrcN9h+MKD2Bddk4ZGH/gqfGYvxKsBzdoQZTVKUTi96peUIX3L40JWobO6bjdsOr0Ej5h0SFREAY8my0GeQtgmtIMoIo5yMXVGGGKeDUz3tk0DpAYJXl9UknKJcJkD4jW9lOgNHtPZ46YxkMXisXzK0XWHsXWvSLffkpvdF9NmGEMTn2a2RYzGElGiwQDd4WcTnKDGMDkaDNLA4Gfn7+Kg8VhmiGU8IoaYpYPbG/bXJkdIAQCHsDdULq2MMigMJVq0KJPg0sjWLbPEIEsYNMsM4hOismoqhSGBNdFVt2pp/XSNsPcWNr12ASGNLMzquOlQvO62Foi0SxAngOKPX3ET77n5CpSxfF91L7fsPcx8qcBtV+0GpVDGEOmExM9zeHwM1/W5+OQiD28YxksSIjd9bD9JeM7CEjvzGg2MdkK2tEMauQDHUYzWW/zo5+/ka9smaXkeKAtOFq1Zy3AzpNw2FMOI4yOGnYfn+C+feZDI1dx3+VaGI8V0mONLk6PctOcI/+fa61goF/A/YNgyu8TxkTzLhQDPJLwsqfHiqwtsHYIPfGCWwr4VyseW2DdRZmK5Scv3eHDnOhY2DnLpgSnyQz6X+BG3zMwxdkGR4R+5iGNOwOUbNL6rWXloERMZ/NEc+U3FNa86Yy1aKay1dGoRn5p12DigGC8qHp1P2D5gyU036TQTxnYUiY81cUZ8/LEcjr+2mu5U1lo69Zig6EpTdiGEOEdIqCT6/QRQAkar1WpcqVRUdt8bgUuAJvAo8M5qtfr2s3eYQggh1phbhlYInSgNbSaGVpdZC7M1uO1u7IkaeC52soy96xj6u66BmUV4239AGMKzdqIWVmCkBOU83PkozNfhog3Q7GAOLWDHRuAVFbQfwbu+CI+cSB+nHkIUYdwCylEQdSDnwsYh1OFFCDtn6A+UHSaQNplO6IYjCuDdX+zrWbR24JTq/b/qDS1Lv3JPWddmw74GsCh8FvuOxWaNqlcHZnUHwtm+oVgAIYP819f8V95VeRbrl5f4xN/+by6fOsoW9rKHGwizmdNWxeRZAuLeEa4GYJrVKMzFEveOHlaDodUzcFiNWFbnXlsNlLrDzQxpLyW3F5uFFAkpoIkoMYPBIWSgdxU7FJngOBMcA8DgEfYFRSsMUKKOl/Vg8oizIXGamICI1Z5ACR6GsHekETksiiI18qzQppA9QyEjLGZnk1CkQY1hirQxwDJllshRJCQgBqCVBV0uMR3c7Coa8kS4GBRNQjze/eyreOVX99HRDr5Jh+P5iWEl8Fh2fd5z8xXpNdWKT+3eyi0PHeLw6DCo7NprzdbFGhMnl7n92ZdgteI7H52iVgwI4pCBMMKxlotm5/nwZduYKxe4dnaRDc02rknAwsmxUWaGyqgogYU2+Ak4CoZzoBRjc3WG6xHWgp9YCq2IwkoHgLsuu4B929cDaY3dD9x9gHsmytxw4DgPjY9yYHyIqaGA5UJ63SPtsGdesf/jy2w9uchSucxvfPgufBuzfusEb395hQe2rsONEwZXWjzvC/u46MgSFtizfZR1HzyK+bM93LNtHe8oFhhK0qommxhuHyrzpRsupDK9wPrlJktac9GxefIG/uPq7UwNFRlv1FnIe+yYWqTpaOYLATcePM6d2yc5sk6DLfHcBw7xfV9/kFximF9XpjE2wB3lIa585DgnRwfZ0mxwYOc65kKH0ZUmbjti99QiG+drHBsZ4N03Xc6rbn+YXJjw3lsuZWxAMaYjdhxfoDweML1iGT6ywANbJzjpBZSXWmyMOpTLDg8tw97RES7Y4HMLLZycw+i2PFOx4sILC4yVFVeOw+9+ssOd9zWoHJylvNJiPG94zvOHKU0GfPoDc9xdD1gq56kN+IyUNW9+SY73/esiqtbhe28KeM4Pb8XEFi+fBmcrLcPJR+rs29ti6+VlLt39xJu9CyHObef77G/SqFv0VCqVvwOoVqtvzL5+J/Bi4KeBT5KGShXgrdVq9TvP1nF+C+TFLcQzhP3yI3DnIXjJ5aiLN3zj9R84hv3MXtSN21HXb3/McrNvGvuL/xfGB9B/+l9Quaw/zicfhL0n4buuRm0ZXbvR+29Pq2x+4DnYn/kH7MfvgcSiPBc2D6LCEOodzFAR23Hg8EmINVy8Ef0H34966Aj85cfSEKfeBmMgcKAZrf400wprHvujbXWur/QDu6LVq+roX9sSZEOo4t4Si4si7gtoTv+j0/aWatIAI2303K0TWV0vPKXPT7d9M9hseJOmddqAKQ1SfNIeRylDLhueZtE0UH1hUbpPH0WS7c8hDVRWQ6n0uH0iilnD6g4+S6e5gt2Z1eJsAFq32sXQYYiEItXNG3nez/5Cb6vvu/d2/vXdfwzAHq6nRZnt7CUgRJPgsQD46CyMWZ3Trb8Bd7cX0drrFeOQMEQ3fHKp4dLJvnb7rmo3cHLWbB3h4xERMkCHAcAQsIRPEwvMc2G2ncWlQ4GlrM9SqkOBBkUKNHqBVo56b3lIgE8Li2KJ9cTZkDgF5KiTzgvnZs26YZBZaozQpFv1krA5C7HSxwtYYgSLok6eCI+m8mgpj0HbJEHh2NWzrOcCZgcHuHz6SK+RtwVWnBzagLaWGI1WFs+uvh5f92Ov4mV3HuCa/VPcu32CDzz7Yv7sLz7Ow1vGeM9LK2mwZC27pqa5fu8Ue3dvWn1iwg5bZheYGRxgIE748PaN3D65DoBcnPBT9+1jJZ8jUhpfa/wo4nODJe4fX20Qvs4akiRh3qaxW8EYLoojHpwcJHYdfu2dn8eWC9x76ZbeNm4Ucv2Dj/Cl7Zv57PZNDHciLlle5hO7tvSe8lff/yjrF+uUZ1YI2hGbFuvoxPDFXVt47wuv4Dv2HcVLDF/fNM4//N6H8G2SNk8PfB6+dD1fHBvm5FCJYj7HNQuLBFkPso9uGOOmqVkm2+lro+k6/MWNu2gEPsbJokNree7Bk7xw/wm+unmcj16yJa34SgxWq16+WwgjfvSOPQyFMUeAj1+7k431Jq+6Zz/vv+Yi7tm8rre/Wx44xBs/e0/vGrSNw6evvYT7Lhjlwexnbz6MeMtn76HtaK68+yBfvnIbUcHj+FCJj+3eCgZyjQ4vOjzNWKPNxzdNMJXPccPcIi8+cBQ/ijhezPOOm69kuNnhu+58hEuOzdEu52kUAnQU8/lt6/nSJVsodSK+7659YBUPj4/y7JPTHCgVOFnIk1dppVpkDMtas6O2xKPlQTzX5VlTs7jWshx47CvluKdUQgHbOyGOsRwrpEH0he0Wu6ZnIFbcc+FGtkUhYdljdn0Jf7pNsNBCaSgN+hTXB9xTKnD5Fo/feb7LSH71p8d0w/Kuu2IWvjLHRUXL8rXjbBvV3HpR+p2zNBfywNeWGZ8MuPjqAYR4mjlvk5e71F+c8XPpNfanzvnzlkolAUClUvkw8NLs9g8AXwO+A7ilWq1+vm/VO4DvzNbbChwE3gT8IjABfA54U7VancnWeTPwk8BGYBF4D/C/qtXqqX06hRDiCbG33Qsv/6O0Imcgh73nN1Hb1515/QePY67/LWiFWEejP/MLqOdevLp8pYW5/Negk1ZHJF87iHvvW7H/+CXsD78jXem3Pgz3/2/UeDosil9/H7z1fen2v/BPmFY3BEk/4DO7AqRVCN05sgwDgAv3T2Ne8oc4vWbNfeJTpoQ3Z/5bV1q10WG1qfTq/au3O6fZMu5b58xZ/GrclGNtxUxEem5pfKN6AVN7zbaGEmTNq8mGYp3pLFaPRmN71T8KQx4nCzbSWc0Gsyip1Rdkmd75rJ5NiM3CDYtzylC0bqBksdnsaSqLykwWNAUsYVlirLP26g90WgAkODjEjHOEQU4AlpiABIclxhjnZN9jwdpATT3mOVWAR4jDPAYfTUx3hrduaLa61dpqqvR2jJ91OAqo49PAYrG4JARoYJBpGr2G4g5NRlAs4PUNXSsQ4mBJsj22KOEQkeBQyJ4HhWWQaebYTHfoXpsSBRrZuiExLhFeNtwuFRAS4eISk+BQz6rI0mfDEAF5G/Wu1bCtY3Foksdoxb4LJ7nhob29QMmQVjI5Sbq9QeGSEOY0pVaHtvY5Plhm08wKL7vzAAAvvvsg1+w7ibaw6/Ac2kZsnV/BjyM+tmsL1z18Mg13tcZay4alFWqBzx9evYvnHTrGy+5+kCsPHOEdN11N23V4aN0o2+YWcR2HJAgIPY8ka9INoKxlqBVxzNG9l3lTa+6ZHAI/fUv+1tfdzNhcg6sbbYqJwU1i9g0V2DU6xE3zS1y9tEzbD3hXZSd0h4dZS7kd8qyHjzA+vciHrruYS5dm+PLOjXxh50b+S/Vhds2kVWG33HuIoulWnBlWvID379zCVzelPzO31xvc1NfU/kXHphmrNwhz6fd1IU6YXG7w8MTaGeue+2j6Gv/chZN9FV9qzY+Upu9x5+ZxThbz1Eo5BhptLpxeZnqgxL2bxldXtLBnYJC671EK02O97cbdHFs3zPGx1ddQy/eYLea4YKnOoa3jXLi8gl6G3VMLND2Xz128heefmGd7Pf1Z9MrjM9w+OsTJXECpnf4s3LbcYGNthf3rhvnA9ZfwsmA/I1HExEqL+XzAZy/dykizw3fsO8Z0IceW+RqXLdZo5PNMJBa/1eHAcNoPy08Sts0tcsPhk1ztTHP7zq242R/vy52IsXyenbHha/kcJ3M5CthefN4OY77n0SkUUPM0H7x+N/XAJUFzc6PBxkbITCHP4qJhcbFFOGD5m/ow/34oZt8bXUq+ohFanvXPCdvvmmHLcotpoPG1I7z5ok384YssP74b/vQXH2V5Mf3d9n0/tZEbXrg6C6UQQjxREioJAKrV6q2VSuUfgLharb6xUqn8NnDxKYHSmbweeC7pp4R/BN5NWuEEcAx4GXAIuAr4WHZbhs8JIb49Pn5/GigBrLThy/vg8UKlzz2cDhUDSAz2U3vWhkoPHk+HkXU/qO9JPyzZ2+5f3cn0MtxzFF50afr1bXf1FqlWB/BPCQ5OF9a4Z7j9n/FkF1ivDX3S2/3BVxr1nP58Tt9Lxa5Z7pNWP/U/3moEpHoVP9172tn8ZKtVP6cebfdelzoRGo8GafiRsDpjGVlQ078VWVC1eu/umRP80Yf+iT9/zovZMTfFb9/23uzIEy7ibiCtMJphOw1GAUsbRZE2ASso0sbfp/ZXOv01SYd3pdVJJqtLUtk+Tq1rSlgdOtd/u3+IX9LbZxpaRRSo06D7oVIRkcMjxGR1VgAGF49WNqzNxWShXD/dd526j9blElKiRnKa14TFpY1Pm9yaZz2fhZ8GxbBdJsiag4NhmTxtXHY/eIRcNiyu+5hNcoxTwyOhQUCEw0grDf7yJqQW5FlXa7A4FJA4ivJyiG9X/8a1b90QjuvhxjH/9SsP0Ck5TE7NMj8yRMPVfGb9GNpCoRPye//+SQazYGJdo8n8yAgTrQ4uYByHhZKlGfi84PgMheEyi4HPpkaLZqmAiWB/IRsKpRW4q98btxyb4epjszRdl09u38jCQI6dM0sU4vQ4c4lBRxHTpbVDLV9c3cuuw2k/r9fcsQetE3YuNTgxMsDk/kO99dYv1tds94lrtnK0VOh9PZ0LwNheYFVod8g12r1Qye1EvOHTd/Nbr3oujbzXC5ASR9PQDq/ac4JEwfajJxldbvD+ay/mK9s39vY/Um+xnPc5XMyxY2qFA2OjHBgbxY0NkZdeBydMaDsOH929ne+752HCwKMZpOHcYDNiqZDeHmp2mKinz2+51SEurAZ4o812Frat/swIjOWW2TRcqxfylJrptiPNNHSaKQW88+bL0cbwhjv2sm6lCUrxxq8+yP3lMrdt3sDw+BivPz6zus++b4bQcbh0ahYFfG7bJk4MlrikthqCtx2HsrFsiyIednxM33U+MVCk6boU45hNCyvU8qvnsqneJtEKo1a/R7rnNdVUPDAHN07CI4twcMlyy3Krt14xSX8+f+xRw62FsBcoATx814qESkI8Zc75YqTHpb/xKuIZahw4/k2u++vVanWqWq0uA28BXlSpVCYBqtXq+6vV6sFqtWqr1erdwLuAFzw5h7zWysqK3JbbcvuZcLsvECLn0di97nHXVzddiM0+vKAUrWs2rllH7ZrsVQ0AqN0b0vv7H2e4CJdv6juGS3uLrNttktz/BkKv+SCeLgn7vo74z0qrn3L/6XG/j799N8Doik+zjuqtuVb/sLV83zpe715oQV81lcKgCOmenTqlobZL5zFD7c4U0ClcfGpZ1c9qMLO6/emCqW6ItloV9N++dBuP/u6b+fjf/Q4T9eXecLauDkNZoJRunyPCwWIpYRigzThN1hMRYLOoqPuICZplxukwQHd+uu5MammfqNMFc93AKCIdupcQE2CyJbZbLUf6DPS/LnXfMEgAh4gYlxYlum2uVTavm0cTjw5+1og7JOgNwIvxs6Fx6bX0TnkOHQw+IQPUsiNIOzI1KRASkKdBzu2siQd9IvK0cUjo4BEREOKzEuSo5/LUcvm+mrS0sfkALTwSEjQhPgkezaxyTgGlTsSzDh1jYSRHbTDgxIYiXhSzMOjTyHv82Bce5A0fq/Kaz9/LaCP9YO4nCYVOyPs2beDjWzZy2wUbuWR6jlY+z8euv4bPXnUZE7HlwqUVSp2QoBOigNF6nUK9zvBynR+q7uWf/+bD/M57P81rq3t49fFpLms1oeTDWKEXLJRbIbccOMFgnLCh3eG79h+hHngsDqwNkE4MFLhsaqn3dakTsnF29etyo819O7eSeB4/fNce7lo/1lt2z/b1rGSBxXwpz7/dtIt8EqOyYH603iZqtynWGwwuLaNbHbyVFqMn5hiaWWTsxBzrVprkw5idx2vsOF5j82ydu8YGWSgVKcQJA1FCY7BMkBhee8ceXvngAS5YXObZB0/w/H1HKYQRXmwwevX1vHVqBRUl+MsdCvNZU/mcx9Edk9SLAVcdPoaTGNYvt3ne3mO8/jP38Iu3fY1Sq0Op1mRsZpmlLHhquQ5f2zgB9Yi7h8uP+QkB6fBJgFrO58ENY2AtRqeveaM1d28a5+DoIG4UM9rs8JV16fd03XWoO6sfn/xo9WdSLoxYzo4h0Yq7xof41KZ1PFoucWioTMtPf9YlAK5Dvu97b/NKg2Kcfp/esWOSXLT6s3U+76MtBMnqz9AjQ+nP0KJr2TGU3jfh1pkcUMz3BVKt7Fifu0WzfkuOfHH12CcvXP1ZedZ/j8ttuS3OadJTSfScplLp9dVqddPjrL+VdPjbjmq1+mh2n0v6zvaGarV6R6VSeS3w88B26DXL+Gq1Wn3+k3oyKXlxC/EMYf/jHqgehFdchbp22zde/yv7sZ94EPXsHagXXfqY5WbPCez/+H+wroz6qx9Ee+mbb/uvd8CeE/D916fhU28DA3//aZhawn7/s7Gvfzs8dAI8B1yNihuoKIIt49hNY5iFCI7PQ62JWldG3bAFtdKGA1NwbAHqrTV9lDDdLkFppQiexknaa4bDrfZUMmjaa+pUulbvW9vYmr59pP/1e/120n1p7JqPZk7vEdfuX5P2Rer2bVr7uOlQNgW0ep2C0l8LaaDUfy6rPZU8LG52HKf7sd5fPWV6Z7G6Dw1ZrMOaYWOrx2/RhJTxWUZhMbhYnKx9t8r2nAAOimhNkNXfKtuiaDPOMbb3Hn2AGcaYBdxseYm0y1ONoK+3k0WxwDZi8pQ5SX7NTG+271bcdw79Q+A8EizLpCFpmZls9jWLwct6SqXVPgE1nOxaRQR0KJFWQzm947QYCtRwCVFYQvJ0A7vulYzIkaBJ8Ok+y042ZA4MITk8OuRo042numFPjJtVmaV7XAzyqE4OTYyf1S0tUcTi4GXXu6F9ZoOBbD45xYbWUq+JdxsPn5gBWqxQIGT1g7XvtNgzsZ6G72MVveoagC1HVpgez5OLLRNzK+jsffHhLSPMrkuHt969dZJ/uGQrhAlEhvWNJm86coI4mwVudH6xt50F2vkcVikWcj5v330hH/vj/0uQVYy0A493v/Imvr5xhAcnhgldB6zl4tkaNx2dY+tCbc3x/fYtVxK6Dlcfm+UF+4/jWMXv3XIF61daLAcezSANKv7xLz/IlQfTqsqlcoEHdm6i237t3vWj3L1pHb61/Mp7PscnrrmQr16yiX2Toyxplxfd+yhh3uPzl27l1uo+3vDJ+3hk6xjlZgc74LBrzxRTIwXaxfSafu2C9fztc6/iuhMLrF+ss2NqgcqB43zuOVf0jj3X7nDxwWNYoFkuYAE/jGi6Dr/70htIFFz36ByNLNxpasUjI0X8MCbfjNjUbPHy49P4SUJQW2G0VidyNKHj8JkrL+FZDxzkwpNzve+AWMEDW9axf8t6vj4xwsHBdJjcaKfDT3ztPgbCmKOb1uNn1+SODcMMzy7x7Kk57r5gI03P4bZLNpJkwVKhE9H0XZxah+995DDVoTKPltN9jnVCvnO+hh/F7Dx+knrgkyjFgXKRqDTArhPTrLiav712N03PZX2zQ2WxDhb8dpuZYo6TAzmW8x5DrRCnnVCIEsrLK5hCwPRomecvLvDQ+mFODhYYWGxzyYkl/NiQ5F0KVw7yBa/I1hGHtz3f4bLx1dfLoZrl774asvLlebYWDLVrx9m+zuWHrtAopZg53uGeLy0xPhlw9c1DCPE0c96W89yp/uqMn0uvtT95zp+3DH8TZ/JR4H9WKpWbq9XqF7/BultJZ4Xr3gY4VqlUNpMOhfse4LZqtRpWKpU/IG32LYQQ3zbq5VfBy6/65td/1g7Us3accbneNQn//rOP3e77rz/DBhre+KJ0HUB99dfP/NicaSDY49On/Lfn/sNwdA41MYTeNAoDeVRhtToDY+DkIhyZg90bUT/zd3B8AV54FWp6Efvhe7CtNpR87OQGeHH6wVC12+h79sOWUfj3OyFOiC+/CPW1vWAszm+8GnvDLvj+P0QdmwULxlMoT0FswQ3AcaEdYqMoO55u1VF/xUw7i27UmoAmIYfNAiVLuxcLPfadV9otKCaHm3UoMVnD7nRdJ3vstUPCLGsDOZ+l3lKDxklbQ/ceZTWG80ibkXfvXzvM0SFmlBnqFPFoM85hFG7WxHo1jEqySp/Vui6LR4syU7i06TYK76/F6faLSo+9v4Iq3T6khMUloN5r1K5QaGI0UTYETRMygJ/1vNJAnhoRAVEWLik0BrcXKEUUsqAtPUODQ4SPTye71qtXI328EIPieHGQjvbY0ThKwYTE+OjseNJr4fS2W/AHKBjDSLQaLg5TZ4Fy7zoNmCbjrRoGxeFgnLoboOK0wisdRuejHEti1vbyeWBskmZWvWFJexspIGjHYC3tnMvAfKsXDAEQw0IhxwOTo3zg6ovScNdamGtSRPUCJYClgSLDy3UUcGhshOEwQmPZO1ymEfg0A4+gmVZvtXyXd1+1naa/9i34RKPDSCfCKNX7Hq97LlFWaXL3pnEmmhE75tLQaT7vE2XD5kqtDg+uG0Y7mth1+eolF/DJHRt45T2PsmN2iVv2HKJkFIfXj7MyOsD33r6XEMXdE6OMNZosjJW4ZGqeTct1PnvNdvKOw42PHKNV9hlYbvFvN1zM3gvGcFshRwdK7B0fodAIefb0PMO1BhtPzrI0UCC0Ck+BtZb103NYa/E7EW6zw/TIALoVce+FE9w4M8fNew6xef8cj46Nsm/DMEfGhriu2eZFD+5nYqXBXLnE13ZfwNe3jLPsufzAVx9gfa3B0sQQl1zgcWLHLnbtOYh/fJnIU0zli9wzvoF71o+xMexw9cwU7lIbLw45tGGU6XUDeEM5Lg0SdNnl1nUu0Z0um165k5c7be4/GLNLzfOZOM9Sw5B34Lk7XCYfnObeq0bYMGuITQfXWsY7HVY8mBh0Ca7eytDRJbbtLPLLP34hxaKLMdtJLLxqf8RKLUFFAaW5kC1jmm3P3sw3Z6zvdhF61Y+Pb+ug4jdfEsBLJk+7fN3GgBe/ZuKbPAYhhPjmSKWS6OmvVMq+fifwQtLZ3z4NNIBrSIe7vaKvUunzwGtIxy28EyhXq9UXVSqVXcBDwLOB24EbgA8Be6rV6i1PwSnJi1sIIZ4GbKOdNiufHEI1Qyjl0j4y7TD9N1RKV4xi7L/cDosNaLaw8034xH2og9Np/6ojs3DPYTBJGpahsHjZsD8HlTUAT8jj0kHTIu0jtFr31B2G1x9QnS6s6lbtrG4b9w3Xi1G9/dg1wVJEGYuTzTC3WqPVrXnqUCJiEIUhxzRO37BAg4c6pdH66pGdOr/F2mjSZAPGGozj0maAub6lCWmDb4cm42giHGISXDw6WdVSGs6AJiKgTZFBpojIY/qqfrqVbjEuCS46q0jqLnWJ0CQcyk2g2mlT8JmBArtWDlHoG74YZzPKdbUIsDi4xPQ/Mx00dUo42eDB3vrKY8UWe1d4bqTEgU0bOLlhmKAT8/wv3o+XJHRwObK+TKvorT521k8p14pZHswaTseGLXMrBGFCrDUfecHVTI8P8mBJc+fO1ZnYLj8yQxxqrlmqsaXRxABHyyXaroeyltBzmawts6HeYC6y/PlNl3HN4Sn++yeqxK7mD777Ju7ftn71qbGW7VOLHFg/zK7ZGkPtkMmlOjqxfH50hIX1A8S+y7p6m+9+4BD+wgoqMbzui/cxPVjiQ9ddxF2b1uFpGL5ulB9YmuFzRywj903zrAePUEg6nBwp8fHLd/CGQwfJLTWZzhfZf9lGLn/DNoLFNo29SwzGMRtfvwN/skiuGTE66pH3QbsamxjQCqXSZtDHlgzNyLBRxYxvyKGUotOMuftAzGzLcukOn/G8Yu+sobEU0ny4xs51Djufe+Zed6dqz7YJxgKUOvU7UwhxHjtvv+Grj1OpVJFKJXGe+1HSmdt+DXgvaai0H3jHKeu9G/gi6exvXwB+CKBare6pVCq/Rhok+cBns/1c9RQcuxBCiKcJVcxBMQse/NUP9+T89F+X56J+6ObV7QB+/3WPv/PDcziH5+C67ZhP3of5obejlxMsORJyQBuH7ixi/cFMWgm0tlqonyXGw6NNtxoq3SatztGks6kZAhzqWbiR7sljhf7qnfT/0zUC6gScvoeE4tQW3N3Aau37zdVarzRYShto+9ksbxATEOFnvY1sLwBTJAQsoXBoUyIkR8BqU1+NwaCz7UIaDOFgT/suvxukeXSIcDC4ONkQugQHr+326rLGV5osOYMEyVw2NC4dTNmkgJ/1cXKyWeA0SVb9BA4xHi55osdcCWM1LTyGqeMT03ZcTmxMqzlC3yXKO6h6GioNLXYIcw6Jo/HDGK0VjZJPq+BRbIQMNEIe2jXJ7LYJmrhMjw1SKxcBCOK0mgmlUNZyw8l57h4Y4s6xEfaVBzDWcvHUAtG61b5He0fKOK02bifkv33s6/zxy6/ndT/zXZBz0cagE4PJKpAK7ZCb9xzlwIYR9qwbAmsZGCvT9lwiq1gXWF71yH5233OYockcL/n9Sxm5ZIjlZoXaNPzcOpfZlmLXqGJDSQFlfgSAnb3jSToJbwwc4OrTvu7glOqZ0bUzu6m+HkJFX3HxOoc01Fz9Xg4KLjdetvZjxXWbNWx24fIC36rceO4brySEEOJpQSqVxBPWV6m0uVqtHjvLh3M68uIWQohnINuOsInB3ncc9Wf/jnrvF3rLupUtCQVQGm2bWOhV63QZHFpswGMZTUKC1+u5lD0KEUOkf5+LUcRZpU39NL2f1g5T6w69i8nTYgyFJWAuq9LRdPtRnWkGQYPuDW/rn9/NEmRDy7rVV92uUKvrpn23sobEKHRfZVS63O3dSnCz4YerQ9wM3TnsHLr9pzQhBeoYHJqUMXjMMErcnUFOwYBdZgMn1pzDCTYzyDIeEQZNg4GsQ1Na0RTjZA26vexsElwSWvjMMEioXS4yJ9BYmvgcWreOg2PruPD4NKO1BkbBicESFyzV0MpSv3IDR/7Hzbzg+gEe+uU7OfBQnfG5RdZPLfDFyqW0ijlWcgFHRkewWlNTho9cvInh5SYJMLbY4GXHZhmeX+LrmzaSOJoX37mfjzxvF+1ijvFGSKzhcxeM0fFcUJY/e+ened9NF/Ol3Wm1066ZJS6ZWuLDuzdTbIe4YczNdx3k+OQwM5ev5+9e5fPCrU9kgKwQQpzzzvmKnTM53yuVJFQST5iESkIIIc4JR2axB2bg9n3Ydgd167WoSl9PrSiGW38HPnlf2sjZd6EdERcGiaMSKurg2VpagUOzV3UUU6Q7k123OblDO5tVrRvsnNoKvdujSNFhlNWeTxEDHOsNLzt9MNWdb+2x0hbkzmOG9KVrp8PaLBrba6rd3SoNsgyKBI/uvIVpLyW/18Mpjd0UJgt4AJKsjkkBPk182sS4NBgmwTKl1mOVYtgs4GMos9gLwwyakNyaHmFLDNIhwGRrDVDH4hLi9aqXFDGzlDHKwc8b5oI8xcBywQsnGP6BXcw+uEzn9im8QJO/YYLBF28iP5GH2OCuLz72ukUJJJb3vfkeDj+SDq87VC7ynst30AkcCmHM332H5RXXF+lEaR/qT3+mxoOHI266QDM4tcSnPl3Dm8jzY7+1g3YLfvtPjvOheJAgihkhIliKqA/kGWt3uGCpwae3r2fj/BIb5xu85k2bufXlw6d9ToUQ4hnmnA9XzuTr6q/P+Ln0OvsT5/x5S6gknjAJlYQQQjyTmD/5D5K3vAc3CukGMWnjboWmg+71WVIYfCwuTi+ESpdE5OkwhsMKEWW6VUOKmAGOdx+Jtb/C+qOXbrC0us+1VUmrg/kiinRnx/Oy6p90a5c0uEpnsjNo6oxjcVEkuDQICEnQdCj1+i4lOMSsDo1Ksv10j6PEAhZYZB0h6ZAnjzYBbVoUcYjJU8+GunlrKqAA5hkmwiP/ml1MtxTjH76LvA3pEGSPZRlgCe+iMUqfeBP6gm9vGPPwZ2f49BeW+KxXpjPfZsOWAr/xxjEmio9pj/8tMcayf94wUYTBgsOJuZgDxyK2bvDYNCGdKIQQInPOhytnIqGSEOcueXELIYR48hiDufk34O4jkCREoY91FeEVF5KcbOO26pBY/JV5AHyWCRkiooxDk4AaMTk6DJJjEa/X3+jUUAm6wVL/rHVk96RU3780OErIEZLHp7WmIfjqFiZrHl6kxVBveROXcaZoUaRDmRx1gmyWvrQpd1q/1J1NLt1XQoElmhRpMYDBRZHOhqd7Z2SZf9k1tPausOHgATxiPGI0lhCPGgM4W0bYfM8P4wynPXXMQhMCBzPXwtlUBmtRrgwPE0KI89A5H66cyR2PEypdfx6ESvLnESGEEEKIJ0Jr9Jff2vuyW8PT32LYLDapX/57eMdP0qGMQwsokmMpq2dq4NJkiQuwKAaYxj+lkffqO9FuPLP23lO/Tm85WWXQcm/btNLIz2bGS1gdoLd2ZrkVioyi6TAAQISPTzuba69NmzwWB4+QJOub5JBWFDUY6g22S6UBlMbibCqx+6Pf23ucpB7SObCEO7tMbnyA4mJIcM0EemC1ebseSSuedHFt82ghhBBCPD1IqCSEEEII8STRwwXKx34de3QOdcc+qDXhv759Tc8kg0uc9WaqsYkx9mCzmdAAIgp4NKGvZ1La9eixVUu2Vz3UP/ucJUGxyCQWB4WhzBQeHRQWnzYJNeoME+IwyVE0JpuJzSXBp0WREgu9YXLpcWl8Wr3eTfNMYHDxs/12gyujFcFLdlD+0BvWHK1T8ilcsQ745qeaF0IIIc415vwtwgIkVBJCCCGEeNKpzWOweQz2HMPrzfKWvsnsH3qWRjGaBhvJUcOg6VBmiMNYNPRVFalsFjYnawwO3QjpsX2XOhSzHkbpY4QUsxnvIhQxBktMjgHmyNHGoimwQoc83X5JqhdarXJpkhDQoUiZJSI8NBY7XGB0+tf4yMc+CsCtt976bbyaQgghhHi6kFBJCCGEEOKpsmUMqzXKrAY/Hm1aGEBRZBoXi0eLZlbBk2OuV9fUDZYUipACMQ4FatnStKdSGiwZ+kMlN2vU3aXp0KSQbeuzzAYAXGL0//spzO174Q+/Qp4GFoPJwquAFTqUsr3ENCjjbRlk6KH/mfY68rNZ2tT5/VdZIYQQQqQkVBJCCCGEeKoUc6jbfgX7mj+G5Sag8EyDEY6iUDisAJYCs/gsszYQ6pCgcbCsMEaCzyBTpFVPlv63dQqDRfdiJZ8mA8xkjbub5FmhQ4CDoUWJgAY+LfzLxnFeXcH5nmtxCnmif3sAVfZhcYVOTaFHCxR/6HrUjvX4L9gBRV8aZwshhBCP49TB6ucbCZWEEEIIIZ5KL74atfhPq1//1ocw/+sDWTS0+tbTpfOYTR0MFhjIqpdU1hYb0uokRTfgsShMbxlAjjq5LLSygIfB+DmcV1xF/mQd97XX4P7M89OVlUL/xqsJfuPVve1X22cLIYQQQqQkVBJCCCGEOIucR46gaWOyoWun6p9H7bH/7fZOSofTWRLSht62d1933bQbk4PGZP2VFMqxBO//8W/7OQkhhBAidep8recb/Y1XEUIIIYQQT5p2hMrabp8qwaXJum9YOG+yGieFzQKl7i0Xi4NBEVEgwc+WJig6qPHSN9izEEIIIcSZSagkhBBCCHE2/cKtpC24zSl/zVSEDJGQx+CsuX/tP4PGoEkAAyTZIDqP9K2eg8rmevNpojHZ0DjgX37mST45IYQQ4pnN9v7Q89h/5wMJlYQQQgghzqbrdsL7fw4u24LaOQmXbYHABywOHSwOdTbSYuQ0JfSWhFMbZa/OLNcvoE6MQ4xLkxJ8/JdRN+18kk5KCCGEEM8E0lNJCCGEEOJs+54b039dx+exF/00XrOOwcOQP03HpbRSqVurpLMZ31YrmPr7LRmUdmj90U/BQp3Sj10LG0eeklMTQgghnsnOl4qkM5FQSQghhBDi6WbjKKrxXvjUvQSf24P5g4+gOu2+5tzd8Ag0lhYjgMLgkGcOjc3meOuub1C/9mpKb77pLJyMEEIIIc5XMvxNCCGEEOLp6oVXon7zB7DbJtBrBr+Z3q3evX5AoFZQ6OyvonHvn3rV9ahf/d6n7LCFEEII8cwglUpCCCGEEE9zSzc8h+G9x3CIs3t09s+iMASlDnrlbwCwcyvpKsUAtEIF3tk4ZCGEEELAafohnl8kVBJCCCGEeJpzdq6nxkaGOYLKhrOtVitp1K+9ureuGhs4G4cohBBCiGcgGf4mhBBCCPE0N/jmawm/4xpW1CQJOYzysDhYx8f82AtR//3Ws32IQgghhDgNizrjv/OBVCoJIYQQQjzN6ZLP+k//IPCDj1l2frwlFUIIIcS5SEIlIYQQQgghhBBCiCfB+VKRdCYy/E0IIYQQQgghhBBCfMskVBJCCCGEEEIIIYQQ3zIZ/iaEEEIIIYQQQgjxJLBn+wCeZFKpJIQQQgghhBBCCCG+ZVKpJIQQQgghhBBCCPEkkEbdQgghhBBCCCGEEEKcQiqVhBBCCCGEEEIIIZ4E0lNJCCGEEEIIIYQQQohTSKgkhBBCCCGEEEIIIb5lMvxNCCGEEEIIIYQQ4kkgjbqFEEIIIYQQQgghhDiFVCoJIYQQQgghhBBCPAnO90olCZWEEEIIIcQzhkkM9/zxgxz5j+N4820GSdj8+h0UX7iZ3HiO0sbC2T5EIYQQ4pwhoZIQQgghhDgvfeF/3cv+Dx7Fxoao4DM0tUyMoTGQZ3ShjdeMmAlcHvrbI+T+fB/KUTzvL29ky0s2nu1DF0IIcZ4wZ/sAnmTSU0kIIYQQQpx3vv5Ph7jrE7OEaLxWwtiBBbwwJh9ZJqbruFHC4miBMHCIfI/ZiWFsYrn3jx8824cuhBBCnDOkUkkIIYQQQpx3HvjgcdDQLvm0Sz5ulOBHEQowWjG1eZjE1ZSWW4zPLhH6Lm3fYf7RBlErpjnVZuFgneHtJYa2ls726QghhDhHWS09lYQQQgghhHjKJYmlVjcMlhTKWmxoaSxHPPypaWa+MMOB++oMLKww0AkZfelmbvr9awjKPgBxaNfsq533WBzP40QJfjsmcTVOlFBaaQMQhDE6Nmgsf3Ptxzi+ZYJcFDG41OCGbXDj/3vRU37+QgghxNOdhEpCCCGEEOJpxRrL23/qAZYfXGT9iUUuPjSFtXBwcpTaYIHyYhOFItoyRJIo/JmQ5Xc9yrs+M0Mn71FodiiuhHQmy8SBm4ZFicGJE6yCxlAei+XUCXm0NZzcPEa7mKPcbuO32+DC/rtWuHJfjfzOwbNzQYQQQoinKQmVhBBCCCHE08pn33OcE482WRkZYmawzNxYmWfd+QgDnZBmlGPdyWXuv/4CvE7CpgOLvWxocL7F4d1lRmdXyEURwZF5YschdhyW1hVw4oQ48DCeC9YSKcVKKaDY6JBozeJokXYpD4BVCmUU+ZUmrYJPUgvP3gURQghxzrLn9+g3CZWEEEIIIcTTy7HDHWaHBkGl78RPTCi+dtV2osADIHY1Lc9juTTIxZzsbTe42GbLnml8E4NSOBZUbFgeKWCVwtLX20IpcBRGwfJAQOI5mFP6XmgLA8stWnmf/FWjT8m5CyGEEOcSCZWEEEIIIcTTypZrhrj9/rne11YprIJNJ+cJPZeZsUHmymWWywWObh5h89EFLOloNi+yHNq5noXRMgMrTSZOzNMczKPjBBXBpul5jq0fw2pNcaXN+EwTgMXRHE5siJptIt/DjROG52qgFF4Y8/5Xfo7dOwosLXQ4ETnseMVGrvmhbWfnAgkhhDhnSKNuIYQQQgghnmTWWOLlDo2TbeJPHECbEqOLK7zwK/eRCyOMhlyUAHCg0Wbq8rSS6fZnX8w9jQ4v/ejdeImlUfKZPLLIyFyDvZdtxo1jNAbjOlmlk+Lmex9mJcixqIu9oXO5Zkwy4DB5eJZO4OFHabUT1mKBR9oBJ79aZ9dDR1m4cILPHoto1mKe89M7z9YlE0IIIc46CZWEEEIIIcRZYzsx+695F8lDC2ighcvK4Di7N4xwyfGTlFqddMXEMjdY4uT6Ycq1BqP1FUYW62w+Oo+TJCyPFIg9xYaTNXQ28ZsF4oKDtjG1wQKJ59IwPvN2gCQG/NXjSFxNbXQAbaDQaJO4Gm0sVkFroIB1HZaHSpzYMMyO/dM8sHuSh/71SC9UsonBWtCufiovnxBCiKc5e57/WpBQSQghhBBCnDX7fvrzzB/p0O1YlCdmd+0EhSim3Gz11rMovn7VhcR+2lepWGtw0QMne5VGrbzL1LoRJk8sk2iFNpZio0Oh1mI575OrtYh8j5G5FpFy6Tia+oBL0DEYrVgezBF7Lsc2j3Ny3ShuFHPBkWmCKGJxYnXWt1q5wMRUjYnjNdwo4X3r/4XY05AYwmIef9cI28ddWkfruFuKbLh2hIHJAuMvmQQLTl7efgshhDh/yG81IYQQQghx1vzd9Ag7tm/mlvv2ApBoRUd5FJshIS4BEVYp9u7YiN+J2XX/Mfww4cTkEP1dKsZX6ozsaVAv5dL7jWV6vMRQ3eLEhlxoiQJFq+hRrEc0yi6J59D0HCywMjKAdTQ+hkv2HgELG08sgIK59cOgwIkTWqUcB7eNMTRfB2BkocXSSJ6pySGsUrSWLMcXIzYcX6Z5rMX8vx3CKpe9uyZZN1tjfKbG0mCATgxB3uHCH9xOcUOBgQuKFC8dZmhj4al+CoQQQognTEIlIYQQQghxVrTbhmNDgzw6OMjYYo2RRoO7L9qO0ZqNRxbYdGyRNgEHLhjjyOQoynF44JptbD44y/ZHZlgYLZJvRWhrKMctltw8ytq0F5JWdIo52mEH1zWc2Jr2YFIThnVHFki8tY1TrdZgLRuOLlBeaKTBlLX4cczFDx5mbqyExuLGCUMLbfxOgttJsJFmesNQum8g12wTBh71UgDA1MYBItfh2rseJd+KAFDWYrRDHFrufNdhNpxIA6rDO8ZoD+f4ifffSGk0eOqeCCGEEE8a65zfjbrP89F9QgghhBDi6cr3QcUJiasZabfYt3kSo9O3p8e3jLA0mGd+pMjkkUWCyPRm0Dm6bRyrFdomjHdqbG4tMF0cpOnm0BaUSZsqtXIey8MFOjkPvxMDYB1NYzAgzCqUsOm8cblmh/Jik6H5RroPCwpDmPMYW2wwWmsRey6DCy2CTowCksDBeKr3eADKGorLjdWTVArHWA5tH+Peqzdx/1UbsVoxvNhkfKbO+pk6XpTgRQnbHpml5Qe8/TVff8y1sjZ9jLCVNitvzXdIwuTb+4QIIYQQ3yKpVBJCCCGEEGeFmW8zPruEOz7Extl5Dk6M95ZZ4OHdG9jx0DSOAT+M6RTSztpOlGA1OIllrjBAayggmI96w+GsUhzcvo6RuRpBnDA2uwLA/HiJpbESbpQQu5oEcOMEN0kYP7mIc0pIUy8GtAoebjGgky/QLuZpltrkOn2hkYWh+Tq1kSLKWnL1NkYpwqKXVi8ZS1QMSBKDAgyKYxcMUxtsUloJcUPDylBAs+jjd2KKtSaNch6TWLSjWDy4wr99zxdQyxGFRgeUpe27JIFHu+TznLfs4srXbn3SniMhhBD/OUaf35VKEioJIYQQQoizwhnNUwwj5hzN0XVjXL3/EPfs2EojCDg8Mcbz736QfKODxWXngyc4cMl6Ek9TWmrw8KXr2Xh4kchxeXTjBraEMwystAFoFAMuODhD4kKr4HN8yyDKWIZnG2AStDUQWZxsqFziKJQxxJ4mii1eYolcTTuXvlWOfc2mR2ZpFz2WB/OUF5u08gE6iQk9hR8njE/XcCLLykCO+Y1DOHHCyOwKVivapVOG2ilYHsyzXM4RdBLaBR9sOiwu12rhhSEfGn4vUV6TuAqV8yg2QmLPAQuDKyF6OaSz3Obzf7CXxY8cwQvAKs3wJYNsfc02iltKT/nzKYQQ4plHQiUhhBBCCHFWKK0Y2ujzgOcyVyqxYWaJGx7YT9P1OPmCET57/VV4nYith6ZoF3zKKw3GFpeZGxtkcm6JkxuHGFxsYZTijhsuYtuBaaxSuGFI2QcwLA/nQSmsViyP5Jk4XsdoWBzNnXIwYJRielOZxHXxWiFelA6Z07HBMRavHdMsudxd2cHo3CKFVhsMTJysoZO0j9PIfBPXwsktI6wMlxg7uQSJwWiNNgadGJzQMD8+jMJQXmmsPj6KRrmAstAacPESg5tYSo2QesmnXUz7LLWKMWMzDYJOghcm1D54BAWEJZepjxzjof+zh5d//eUUJotP1VMphBDiDOx53nRIQiUhhBBCCPGUik+usOd9B5kplsjvn2fbhMsnr7uCL165i1d+4S6CKCbMpQGKxlIbTcOR2fwghy6YoJML8KKIoNXh8PZJEqvo5Hz27t4MwMV7j5Cfj5gbLWJRa2aJU0DsajAWq9KvrQJjDAsbhkl8D6zFAF6UkF8JGVwMaRc9mgM+KMi1O2mgRPphYXpymMR3yNfb+J2IfL2TPphNmNk4iLaWxNEkjosTh2w4WWP9yRrHto7Sf3DNYp4w56dHqdSaYw6D1bftYc7FaIU2llwzxI0sUX71U4uNDf/8vE8QZesFruKCKwe55s27Gb1y5Nv0LAohhBASKgkhhBBCnBXLHcuD87C5ZNlU1iwutPm3+0PKo3m+7zIvXanVwZyo8cE/u4ePHctxZHCYmueQKI+Ljs/wX+69C7Ds+vkbmfn+61j++D7e+aWIXQ8eYtvcLImXY3y5zVBjmaLXJPebLyT/A9fwmUOGqyc0l9Ek/OR+vOduxd0y9G07N2stsydD5o7mGCi1e/c/+tkpbv+VO/nYtosJ3QHKYYTdsR2jAKWouy6fvXY33/mVe9IG2kqls7n1ufDQFGMLde6+YjtObABQOm3ObbWi0Ej7NFlgeK5FGGhqYwXcKGF4rpXuRAGOwhrLiYkRHGsIIoPxs7fGSmE9h2IzwrGW2nieqS0joBW5eshFd53Ei2IW1uWZ3ThEHKTPVyfvM3pykVZRETTaWL0aaOnEYFynFxYpoLjSZmUwj7YWoxSx56KNBQUL42XWnVxMQzCtsobiKSdKIDa08w5+GHJySzE91sSSaDBa40UJYeCgrSKKLPu/vsjcaz7Hq778cnIys5wQQohvEwmVhBBCCCG6rGX+6Aq58RIFIvj6AcBy+NKdHKprrit1YP9JPtMeYtbJszFqctlozOT2QW5fCrDAszYqlDqlKefUIvUvHeDNn1dccP9xGluH+OsNu3n5A1Wee+JhFopl/vy6l3CyPMxAp07ro+/m1Q99hSCO+D/Xv4S71m/jHf/xF0TK44Hhq9k1M0PT9fir6y7nux69m/U/9w7u/T938avf+Sre+PWv8cr7HsIASd9bvffccDm/s3AZ4dsT/FZM0In53gce4fVf+Spf2H6cPZdtJbEeL1w5wVV2hYcXfa555QaK33sJZdfwwL/s44MHXNzJIb5vZ8T0x46gbp8maLfJXTxI/leejS0EbNBt/u9v7mdpusPhkY08v/oIn/nxd/AfN15GY7hIvHE7Hd/DMWZNNU5Xx3e5e9dWIkfjWEsjF1BaaaAV5JsdLjw0gx8nVO7ez6OTo7QKAa1cwI1f3oMTG1wTYR1F0IgJWiZ7Xh3CgkZZSyfQNAsuTmI5MTHEcLMJQOI4hH3XSyWGoBUR5Vysk1YzAUweWiTIZpIbnWoxNzm0+vLRGqMVwysNlkwRq/vHPFishaG5eu+eMO/TyQc4SUKidXpNSBuN18tFNh2cw2jSMMqk1VMaCBoRSkOhlWBb4OQtrVKA1Yr8SgcvNtTGBmgVA3RiCFrtNLSzmsaxhoRKQgjxFLJP40bdSqkXAT8ArLPW3qqUqgBla+1nvtl9SKgkhBBCiCefMaAfp6lAGGGqB1ggILl8E8UvP8Rna3laV2znOZs1k6XTvyGz7QhcjXIdzN4T3P7VeX7+riI1qwh0wmR9ketUjfA1N3N5XOMd/2+aJcfnVz/7Mb5zf5Uor4guvIDbo2H+4HkvgCSg4Q8TxDX+5N//kiunH0YBxyd38rLv/++88NgjTA8MsXfDKLtnDvCv//wOik2XOQceuGoHl8we5dGlFq6FuzZs5Zr2Cq3lDv9+5XV8fdNOrtv/KKGneNvO63jT5z/GX33qXTjW8n9uupXLVxKuW5phz2CRG4/uoRilQ6h+4Wu3sftNv8ve0Q1cOX2MK2YOEFGiEEe85aufZ9BO8eXJnfzrlVfhxzFXHDsOWDRmTajkWwjd9Osw7zIy16A6Mc5vzs2zWC6z+cttnvXow6wUff78ec9iR7hA+Q/u4HfuLPC2j36UnfPz/ALwOzc/lxuuupK33FPj//fAHhpuwIcHR9nz+8eItOZ77r6bC8OYP3rZi3ndJ6pccHyeqfVD3PDQEe67bDNH140wvrjMLffu4XOVywg9D2VBJwm5TkQxilkYKhO5LlF27MuFIs/58kOMtJo4wHIpR+g5XLbvKM/9/7N333FuVOfCx39nmrq2F9vrXjAGU0XvxNSQhCQkpEA66f2m3ptCbgo3vfeQHtLzJoFQQg2dMDQb3Pt6bW9frerU8/4x2l3tYhubEhs4389n7ZE0OnNmNGqPnvOcVWspGTEGSCNNQYggENpEQAloGC7z2OwZBIYgVvVASuIVn9lbh/FiGqVsFNgxqh6hqRPoGoTgWRqJgsPItBb8UMdNmYRMPhdTo1WG42Y0jA7oHB6lI19k24xWwlCO19IoJRLkmxooJlM0D47imxpu0oxmnNPFpKwmISXpfInA1KjETbZ3NZEsVtC9gMAy8GM6em33BKCH4Js6yaLDcHsGN2YSmNFjHRo6vmUigoAwbnLVG++jZWGGrAxobrE45H0H07C4cQ9PXkVRFOW5SAjxHuB9wE+Ai2pXV4BvASfubTtPGFTK5XLNwG+B44H1tm0fvc+9fR7I5XISOMW27TtzudwpwNW2bTc+Q9vygWW2bd/2NLZ5OnCTbdsq0KgoiqI8zlAlpNhbYtbMJOj6LtfZOhpy8/ISlb8+yDmzYdvNa5h3y320lgvEA59RK0FvpoHWSgE/EUc6BvgOvz3iBB7t7OI3x56G5ftkr+5jR+NBBAGc9/cHOO8P38ULXO48PMePDjuBFz1wL1cdexKDyQbefuddvPjR5Syf3cqCHTv575e8gX8vmg/JaDjScjGbV/zxx9xUSPCTjvkMts4G4C+LF3Hh+n9hVYBHHyPbOY+7E9M43JUUTJ2+RApfj8IHAQaPTV9IosHimunH8YqH7ufYB+5hOJGmoRy9bVoBvPqBR9nILPqZyUy2sKywibGCOelKgDDiXHvoYQzoPiD58dkX8NMzz2XZ8gc5qAzp2lCu43oHaClNDBkLEXz0nqs5sncrACl2MMpsJAJLOrz5nDfx00NOorlc5g9/+QOHD+2kSowAA4mLj4WGzz2Lpo+3KWojqVyiiEdPQzOO7rH0sx9Ek5Jv/OmvvPrBBxDA4j9vJ1sOoFab6B22zayhIV732AoArjjrLO6bOxeArv4R5mzMEyYClmzpYfO0Zh49fO74sDJXQMfICK+87X5SVZfO4VEeOGgeTcNF5q7rI0RnxTEz6RwaYUYywfJFc9D9kJk9/ZhaSF97mhmFEYy4x+Z5MzCdZk5+ZDWW7zEyM83ag2eAEMxet5PUxkECNBBgBpLO/lGqCZ2qEKSKDjE3BEKogmfpVJIW2cEygzMa0IKQ5sECQkpMVzJ/fT+s78eJ6XiGINSiY+gkdcrZBJVEHCEloa6hmQaalCxev5P1s9upJGO4loHUo6FvpUyCUiZBdrTIwpXdaKFksD1LvjlF/UC/7EgJ19IpZkyyoyUCTSM96tAwWgAZ1XIKdIFn6XhGNNytmrQIzMc/Pw3HJ1Gs4sUMkmWH6mgV3/WpuAHdf91CfnoWKyaYsTBN7iOH0nRI0xO8IiiKoih7Sx64iUrvB14gpdwshPho7brVwEH70sjeBBDeDqSBFqCrFjwZBqbbtj3+iSeXy32/tu5nbNu+fF86sSu5XO4NwM+An9m2/aa66z9BFFA5/alu45li2/YdQON/Ylu14/RToAyEQBV4FPgN0bELd3/vPbZ7OXCybdvL9rEvn7Bte0Ht8s+B1wJOrW/bgG/Ztv2DJ9MnRTnQlFxJ3AB9Tymto2XIJHY5xOOZ4gUSP4SEGW2z7ElMDUxdRNkiO0egLQumgeNLhqrQGVYQ6fh4JknJleSLHtPjEpKTh0m4gSSUENOh4ELGgg1DITEDEqZGq+HDQIGgoxFd16BQgaoLxSrhnHY0ISAIYHMfTGvGi1mT+jvqSAwtarsjJWr7FNLf79DWYmGGIYUVPWxramUolqQlIehKS4qbBimYMUpWjMPKAwx1tGMlDLIxgZSSkRGXprQOtV/vkZLuNYPEWtO0NZls/OtjpLqydPbsgBVbuG7BUrySz3ntDua5h8O2IR4eEqS37GTB/CwrzQbWyiQvXBJj+2evZvtjfXS843QypuD2Xo1p/f1Mm5fFjrcz+76HaXTKzBzqp7/fwZzVQgj0TpvGkpRHfOVWwtefzi/cDtxtI9hOiu4NeS7qXsExOzbxfwefRr6zjUXlYayEQfu9K2nZ1M3alnbumb2IfCpFowknDGxl2YaVFEcqFHWTL53yIsJ4jG/d+hu+f/DJrOiYSVt+hDn5AT7x75tpd8vo28v4wuA3JxzP9ccfg1mtgGlwzMMPcca6x8hbCb6w7KXsyDQzkM5S1So89tUPkq1W+OHp5/HQzPn8z7W/p7k4yn+ffTHTRwusae9k68oePn/9DehSsqalk4FElvXtnTRUy1y40oZyCV/TOOj9X+X81Q9x5YnLQAiqpkUpFiMoeFB0edWDt5HxCwCc/vBd3NIyix+c/ALumL8EhKChWuCSR67ltI3dAMzQSuMBpehxhg0t7Xzspn/w27d8bPzqtQ0dk87rk3ZuZMHATobaZrCuMQlCsKaljSO2d1MQ03iVvYoTNnyH09/3Hk7ftI633nsHAYKVLfMIhcaCgQE0AhbzEA9yGkO0kqVnvP1pQ33clI5zYs86ztqxieuMHHfPXUhgGNxwxDGwrodUAEbg87nrvk2LkwcEFV3nY2e+irM3PjrelgAMvZ9UUEYC97TPgVCihT4ffMFZ3PbbX6LrDkXDpMUZIkYFA493/es21jZNo7stS6LgIoAXrV4DQFOpxAdfsYyv/OE65vcP8v+OXMKJm7YgNYHvRkEpnYA4VbLVKq997LGJY9nRPr68ra0RXYuGnb35n/9moCHNNV3Hjt8eSMmCvkHS1SoSjbZ8gVOXr2I4nhrP0jnloVXE/Wh42YzeQQpaHNMLyMfjLMjvJOtUaaoUyZTLfOvF59PRP0Q+nWbbjLbx19qt89tJl0skh3x0X+JaOp1bhhnpSqH7IZl8FUefOE88XacUj9N3UAtxz6NhuEDjSJXsqIPPRJDG9AIC06SSNQiN6PXSdH2krkUBISmJVR1GSEFFY96aQR49ehblhjQEIaliGdcyMYKA1t4R9DAKI3VsGyGVrzA4vRHXMmnrHWXW1mHWLmolFIKYG2AQkCm44wHBMJD0zswidQ0RhGghmH4AgBaGyCBAIkgWHbLDRTQZ3V5oSuEbepRZNVwmUXGRlYARLU75oQI7z70RI5B4MYNq2qI9Cf6oR7zJIn1iB72PjCD6KtASh4xFvOJBSqdcDWk5vDnKEtMkQhfs3FpBFD2mL0xz7IcOoTrk8K+33Y3ZEmfRa+fR/ftNuLpAW9xM2FtmdFMBTRPQU6JhaRNz37yQxoyB0DWaljbVXrolOx4YojxUxcpYJDsSiIJL/2PDZGemaTuqGYnAiOtousAv+2iWRn5TgZE1eYzmBFbKoHFuCqcYYCQ1hBviDLuYDRbOiEt6Vgq35OMMOWgJg2SzhZU0GFk/ipkyiDXHqAy7pNri6KZGGIRoenQ+OAUPK2XgVwP614zSsiiDlYjedyrDLm7JRzc0Es0WRjw6t7ySx/DmElbKIN5kURlyCANompsm9EKELtBNDafgUeytYiY1dE3gOT6g0Tg7TRjIaH+rAU7Rx4xrmCnj8UNxFUVRJmSA7try2O8aJuDuSyN7E1SaB6yybdvP5XJj1+0EXk4UuCCXyyWBi4G1+7LxvTAKvCaXy33Dtu3lT0eDuVzOtG3be+I1n1U21gVy0sDZwDeB84kep/3pF7ZtvyWXy2lE58hVuVxurW3bez1GU1EORB+8NeDrD0haEvCPl+kcN23Kh7aKA+d/Hm57FA6ZCbd8Btobn/F+/WNDyMXXhJQ9+NJpGk4An7wzJGXCn88NOPvNn4G7VsOcdlZf/XmW3Z7hKz/6Fq965G7kzFbETZdza7yTL3/+YX73i68SulUGPvYq2r/wCgD+vDbkkmtDXB/ak7CzDAeVh/j4337D2y56O45pcvm9/+DTf/4lt88/BDed4JxHbCTRF+ErT1hG0zuXcdFbPgmOR2AanPf2T3Hr7MV87iTBdZsld2wDTUAo4dIlsKI3pLJqB2vaZ7B4YBsNgct97XNqXx7H6qVIEBO/rE/Lm+xoEFiaz38fJ/j8PSEeOrNGBvjOIXn+fNsgP/7J15kZBnjAI9NmccSOrUjAR2AgOY8/jLcX1vq/FMa/Xh6MyRUXv52LjzieI4cWcqIT8vUHZqNLSaDrCNnFHz7ydV648kGSgTd+DGYBPho6ITOI3sFvmbeEV2RfwlDKhLAFHUlgdHJjVxtyrhbVZfGguGUH9qyFVHJz0I4K+eOvvsoV1/2WD51/Cd846XxOeOhBCjvzXLDqAXRAej5nrVtBY9nlu3NPZ1XLdFY1TeN2N+S26Yv5w29/yBF+GYsS77z9r5y34i5ecekH6Em28KN7vkxrucg7X/oWZg0XuP5H30WXko++8GXcNu9Qjt+6ljNWPsLHrv8TY4PafvnH7/OhF17K3w87lk988+PotcLCBw3uRLTqnHrxO/nTL786flyNMOSULWu49aClkwKvehgSFF1+dNMved3qe6OHGPjpMWfw+yOPZV3b9FpRZkh6Lq++5P18/Jb/R0u5wG+PPBmCsUcsOjdevuJ+ZuTLfP+avzFvZJg/LTmErD9Ua9cALEKgQQu4v3EiCPzOC97EsjVbSdQ+Ws0eHubU9RsYTKYB+PKZ5/DJ8y4E4OP/vB5EldsWHswL7t3Bix9YhacJzFodnF8vXsJJPWu55q8/BOAj9k0c+b7PsHJaF2iCe2Z3cFz3EItGdjJ7eMf4sYgHklnFKtcffCpnb1qBGQY8OH0OR23fDLW9fP9DNzEcS/LRB66nbJjopJFBnGxQ5JZ5h7GmpYPNLWmuPPJYfCH4/E9vIcj6rJozjQX5EXY0NpIQFd5/09287KEoWLR0206+fv45VI0Y7/v7TYTohOgIJLoMoHYNwIkbNvCPpYcBkNu8laawBMBjXa1YhZCqEMRr58IFd9/P0u07AVg5s4uGfJnuzhaquoXWFGIEHp1bR8b3P1OoUK0FCQWQcCc+52YrVVxD567DD2La0AiBPnEOWa5PX3uWGaVhti5oIjD18ULeACOpBO29BUDgWDrFTJL+aW0AlKXEdFwSFb/W2tizF0JNRK8TRjRtXKzkM21DVPfIi5u09I8SVoHas0KTkvYdefItaTQgmy8gRBQYCXXJYGuSZNGjY6BEetSnva9I3AvG9wOhYQaC5uHomIaGhuaGSAG9XVFACYgCS76PDELMiktg6mSGKjT1lXCTGuHYsZG1gt8i2qtqwkQgGW1Mk85HwdtiNkHTUIl42SNRcvFrXzOKww7VdUWsICTUBXJnmeGGBEHJwQhCNGBjdwU3bhEKQahrIATJ0QrFRwZZ/o8dtPUVEIAjJQ/dtmM8kDh6zyDpQhUhwdejme8Gt5fZctcAoS5oGK4gM2Y0Y181oBIzxs8LpCSTdyg1JHDiJqYf4Bk6aIL2rhjy371UYjp6KNFltN+FxiQiCMa/QQkgPeoghMQxdaSUBJYR7YMEP2lhVlzM2tBJgaCcSRBvspjTFaP/1u2kZqco7qwSeiFhW4KSbhC6YZS9ZmhYcQ1n1I+Ovwyx0gYv/sFxbPzbVh74c0+UyRZKdM8DXQMpkUIQGgZGXGPG7DjbVuSj9wMh0D2feMmhkkkQb41RGvXJTk9QHXYIh6poYUhmZpILfnYSma4UiqLsPwdwTaXbgY8Bn6+77r3ArfvSyB6DSrlc7mrg3Nryq4A/1276CXAZtaASUbDgHiA25f4/A5YRZe10A5+zbfuq2m1vBj4LHGHbdl8ul2sHHgY+adv2lbUm+oFrgS8D5+ymjy3A14kCKQA3AB+wbXuodvtmokyeM4BjgLfkcrm3Aw8Cc2v96wPeSvSe8g2iz/w3A6+zbbtQa+cL1ApYAb3At23b/sZu+nQ6dUPJcrncsto+zCeK+j08lgFUC8j9L1HwpwH4N/Bu27bX127PAN8BXgQUgE/taptjbNsuAn/J5XIDwL9yudxZtm3fWGvrQuCTtX7sIHo8fjO1jVwudzHw34CWy+XGqkkeVuv7T4CjAQtYDrzftu0H9tSnWr9C4Le5XO7bwJGACiopz1rrhiVffyD6KDpYgU/cGXLjK6YMN/jD3VFACeCxbvju9fCZVz3jffvQv0JKtbD5R/4Vjn9gLnrwkeuqnH3X6uiKzX187f/1s7Cnm1c9cjcAonsArvgzHznzHfzoml+TdaJZktqv+C186FxozvDBW0Oqte9ZO6PatqxJNvPxF16CY0Yf8C8//gL+6+rfc8aGiUyGsbfSy+65iX93bwIn6qTu+Vz+999w87s/y//cKcf7W/vxnl+thEN3bGPNtFkApMtl7pu18PE7PuWX2B0N0ZTZbij4/L0Sr/YFb2tjK5dsTLLuN1dghtEXN8e0OGLH1vF+GpMGoETGgib1j/J1iw/l17lTALhv9iJO3bSK47au4745UcawFBpfOe1FXLTivknHAMBgIolUAF8840KGUhkAlvT1sLJzJlSD6AtNXR2iO+Yuib5sEM3u9LdDjuVlj97P9YuO4GO3/ZXP3RgFwsb24IyNK2ktl7hmztn86aja6HVN0OBVuPNH/0fX6HBtTQeBZN5wH1+55le0l0ZpLUcv/9samvnOX/6IWSsg/Pnr/sqXTz+Fc9ZXOHhg++OO04LBKGCwubmNpTu38u+uBcwe6aenoZlQ0/jj0pM5a9UWjDDEMav8/M8/4Jb5h3D+mz+OY1ogJdNGhgjKDpc9esd429866VyGE6189oa/Ma3YS8mM8ZEXvpb/t/Q4AG6bv4QHv/4RRBhihT6OZtaO5zamD/dz+6xjeNXK6Dl57PYe3nru+cx585f55q1/4sUbH0MD/vfu6zjroIOh9p0+BBATj5WnaZiBx0sfWsHtsxbzpdPPHr/ti8vOJqw9VvfMOYi0PszSf6/k/459Af+Yvxh7ehdfuONv4+tbQcAhvduioBIwGje5cW4bd7UkucJMkPEqtT5YvPvef/L6V32cnxx+Id8//XiaB/Pc9svPjbd16aOPkCAPQNL3CCngEgdgdn4nX1r2YnZk4wRxEwe46vTFZEJBY6VCIAK+e845rGjI8MbbJ463Vjs3G6pRUnoVgxCN/nSSRrdEg1vBx0AgueRem/l9w5hBwAkbN9X6LWgqFbjtsMPRdwyxbk4HrpS8vxZQgmgY3M/OOZOZ/YO4cSs6d4OQ+QMDNNaKZxfTcUIp0GpBqaFYio5qFPy4e/FCQk2jdTQKVCRLFSqJOOlilRlb+imkLYqN8fHhYKEmCLUoGOTETbbPyGL4Ib4G1fqMTCFwLYtAF1he9Hz10ajEDQJDUE0b4/1x0gapIY/pGwYRSWgdLaN7AeXxIwiG66N7PovXbmfjrFYS1SrxskNg6gSmTqFJJ1n0yI64EIrxEFY5YVBKxenqHproGpJQg6G2FIE1+X3Hixlkig6BG71I+6ZOb1eKbN5Bl5JQgB8zxmeqg+iLTjVukc4XolnnAEk0655vCCw3GH/tMvwoEAygBZJAQKLqYQS1GfiAWMWPgkq1gBJAOROnY2sJEdZVo5KTXxOTJQdN1oaI1L2exxyfwbY0mXyVsFp7YmoCy/UngkpCUE5bVFPRY+jqGobrE2g6fd0OjbWMMl2OHUOIl10q8YnHEaCYjdM8VMY1omGMYe21FgHC8aOAUm17SEnM8aiOCDZtL5GWMNpdRtTa1/oryMYEoWEAgtANcdxw/P5Cglf0uf8Ha+m5tRc5dv5pAqnrCBlGAaXaUGO/GtL92Gj0flA7PoFpEBoeVtWlPBwN8xztqSB8f/z1utBd5pGfrufkTx2OoijKLrwHuFoIcRmQEUKsIYo5XLAvjeyhYibYtv0iosDRL2zbTgOfrt30V2BJLpdbVLt8GfDjXTRxJ3AEUVDpf4Gf53K5JbW2rwRuBH6Ty+VM4CrgxrqA0pj/BY7L5XLn7qabvwGagINrf63Ar6ascxnwQaL0rrFPdJcC/1fr2+9r93krcCowh2gc4Xvr2lgJnFxr4zLgilwut8tA1y78kqjYVQMwA/hc3W0/BhYT1azqBO4DrqkdE4iCXAuBJUSBnZcw+XvNLtm2fTuwHXgBQC6XOwu4kmjcZDPweuA7uVzu1F3c9/fAF4DbbNtO1/42Ep0v3wNm1/r6IFEAy5zaxlS5XE7P5XKvqW3bfqL1nw6FQkEtq+VnZDlhRJk0YzLWLtZPx5kkE/+PC9PkwAAA4NFJREFU9C1d92yMG2DVvcpnrMldatB9irGp/UyQMYJJ17umCZYRtT+ljTHZanl8OV2tEPP9Xa5XtGIMJyf/YjqYii6b2uODOdFU2hM7MZjM7LoDe2BMeafTAFef+E0lEHt8KwSi7KWppvZWImgvjk66rqOQ30WICpjS3lBq4pgcsrN7Yurw+qnUa9Or1193TPd6AE7ZvIpD+rY9rvX+VIYAk4Q7ERgBWNK3vS6gBPVvK0YYBTvGvP+OaxmJJ8Yv5+MJOoqjTKu7f/0+HrKzm8W923jbyy7jkPd9hdPeejkHfeAblPQYp2xcxQdvvR0ttAiJY3lRxs+ZGx7jNQ/dCcClD9zOqq9+kLnuCCXTGt+b+QOjfOKmf/DKFbdz6qZVnLf2Yf76i6+Mb7c/3cA9sxaybN3yKDilC9AFicDjf5a9nKxbmnQMXDPGtsZmXn/upbgY+Fhky1XO3bicq/74bT5++1/Z+rWP0OyUMami4VCOl/nWn/7CrOEiua07+fBNEz/khVMCm0FcQwDbM2ns6VHg6PrZB4+fz4VYnLUtneDWvihLCV5Ic9mh5M+gRAsFOqjQjCbhK9d+lcOGHmVLtpWHG2fzodNezX+d+kquOPrFDJrtyLpzytUmXgg2tLRz4uaHuPDBG6hWA6gGPDhnBo91tTHY3MK1Rx3P1nSKvpjFVYctpWhFT/JHu2awvqODNdPa2ZlqoEIMBxPXNXnnay5ixfRptVLgOoVkkjPWrOfk9RvRQ0kFixJJEnmfDZkk5XSS//nLDbz9ltspmRN9621qwDd04hWPQ5ZvZd66HaRLVYKyRpEYW1paaO0vkgg9pCGIOx4lEWdDUxs/e8GpXH/UESSrzviMaXoYkimUOPzBDRhFH9MN0L1w/Bz1YiZ+3MK3TLyYQagJfEvH9ENSpTKiFlQRYUi86jDclKQSN3BiBoVGi1VHz2LV0bPx6oM5QoAGgaHT3dXKQwfPZLAxTfe8Vh45dhbrlnTiWjqm4+NrGqGuEy9W0YLJz8mwNnwu0ATdMzJ0z8iSb4gzo2cIf8qL2K5esaIAqEagafimgeEEWFWfVCka5hgFIsT40Lkxuh9gut6kJ7Govca4sam/PU+sJIgCQKV0bNLz3ze1qauiBVFmlWeZE1eLya8bwVidNsn4a9xEJtXj65FM3Y+pwvo3aQnhlO2FumAXbznR5iH6ZaP+9VdM7oMYX5FJgal9FWuwEI/bmd28a+ziaiFr2XeT+jD5YElj4lw7UD5HqWW1vKvl57JQ7P5vf5JS7iBKvLkYeA1RjOBYKeXOPd5xiidblNklCpRclsvlfkEUhLkGeHf9SlMCRL/L5XIfAk4nCtAAvAO4nyg7xwRePHVDtm0P5HK5K4Av5XK5f9bflsvlphNlMC2ybXu4dt0HgdW5XG6abdtj+eM/tm37odpypTaM7w+2bd9Xu8+vgY8DX67LcLoGGB/vZ9v2r+s2fUsul/sHUcDmhj0cpzEuUXZQh23bO4HbattoJXrwZtu23Vu77jNEgZ/jcrnc3UQ1iV5Yux+5XO6jwEv3YpsQ1TBqqS2/D/hmrd4TwL9r+/06orS3J2Tb9lZg69jlWn2r9xIFvVbu5m6X5nK5i4h+990CvNm27X/tZf+fkkwmo5bV8jOynAF+dLbGF+4N6crA10/XHr/+y46H974Q/vZvOHExvPt8MnFrr9p/KstXnit50/UBBRe+fJqGF8LH7whpisEPz81C3yvhz/fCMQv41LsX0XO7zjd7XsUb7r6FhiO64NMX8yvL4i3r38pnfvw92p0iyS9fQns6QQb4xXmSy/4ZUPagMwVbR+HY4g7e95cf8aEXXkJlYRdf2vhPRubO4MdLTqTFCHjTfbeA5/NYpp0vvvCVvPqlM+Gdn4WNvVTmT+d7b387i5LRcL0bN8Pf1kc1m5oT8IGjBX9cM5Pptz3GjlQDx/iDLEDnRtkKwPQUJC3BluEA0/OQCCpWjIWDO0lkYzTNbeLDx2i87m8eI77GiQNb+J9z07znje/hR1d+ncZKidA0+OuCozl58xoyTgVP00l4XpR1IiX5eJLWSpEQGE6kaKyW0aRk6fYezl31MLctWMKRPZs4e80jfO/4iTJ0TeUCv77qW9y5cClzd+xgRnEQgYZEY1umgfbSMBoSMwz53HW/57WvfS8j8RQrOmdx1W++wbeOP5d7uxaB43P0zi20lwpsz2Z5ZPpcQPLaB+5ibet0/nLosSzu72Fdc0eUSROGFKw4A8k0l178bu767qc4cvsm/ucfN/Or448i5rlsamihN52loxYEq2oxdHx2ZJt474Vv4itX/5IX1DLNztzwKHfOXMxD07sINJ1Pn30B3//rDykZMSpmjNZKAUdY9DQ10N3Yygde9HqWdm/GaZrJxllRhpljmnzt5PP5f1d+B8OfCFDJumBW2Yp+qT9jw2MkfI8LVj/Iy1/2Xj5519/oS2bpLJbG7zVm5sjAeLDtokdsDD/DB265m5jvc80hOYzA5113X48TapzeY1NkBhKD5e3t3HDwYgLT5PDtW/BJIRDM6S/ylrtv5aWr7+NVj95HSJoQCwMPA7i/61CWrR1/G+TYLVujoJAmyFQrCF1jNJGgpVjkhY+uBCRf/Ne1ZNwqO1MZ3rDC5g0XvYWMV+WWBQeztq0TfXsBoQuEoZGSLm984C50aVImqlNkUOTrZ5zLnPwOLn3wDn705x/y1jPfzDePfAF+LZB1w5zD+Meff4I0CjzUOZNv5i7glK2bGUhlWNfazq//+mUuvvBdUaeTBsQNBlImDyUtTt00QByIhyHdHe2889WvZPFokYF0CiMMOXHdWhKOM/5YJV2fhrLDV89exqf/cR2BpvHQ7Fm89N8PIRCEgE8UODJCybLla9jRlmZmeYSZZQgQPDR3DuVEgnsPXkTrYJ6jHtg4nu3SPFgEBA4WViVg2/RWdnQ0oYUhpUSMfDrJmmltBJrGwh19NJfKSKFhug6hLog5PvnGFJovCTRBwg9oHCxRzMZxx7JBRDS8KjR0NNenZbhIqGvM6N5OJZHA8AIs36eYiUX1kjTBaEMMs1olJqGUjmO6UY0ioxrVLRpuS4y33TO9kdGm6LW50JQg35jATZisPmgGXZt60cIQPQzxTR2pa1EGjBYy0h5jtCGBa+k0DZXGQwN6GOKYGjEnQAui8z9W9aiko1nzQhFFTAzXRwtCGvMubrw2/C6Ioh+yVmTdqnjESw5OwkT3AqyqFw0rrLg4MROQxCserqkz3JpBD6PLgSYIBWjVKHOplLYYbknhJGL4lk5qtIpv6VTiJiIIiVdcvLiFFoakRyuUGhL4pk4hEyNZcqMsID8AoVPJxAl0gSw4mK6PCCSBIShm4pSyCVLDJVxTx9JAeiFaEOLETUJNRAEwTSNWdPFjHl7MxDSiIJVhaMxckmH0xgI6At8S0Xlh6ISmTiqrUxz1a6MbBemqR3xJA+6Agz/qIVyfwNCRpk5ydhZ/pIqxs4gWhAhDEDTEmH1cK21xyfbrekjPSzOypYQ76pI8rBkrE2dwzSihJkg0xki1WAyuLSC9AM0QzDiulZM/vITZRzVxy+cexdd0NAG6AYEfBYw030ckLZrmpJg5N8Gaa3twNQPD0rACH2nqBOkYnYc0MNxdoWluGiuuMbhiCOEFdB7ZzHHvOXS3nxnUslo+kJaV/UNKKYkSW+57sm08lZm+fkwUjEgDP59Sc4laDZ3LiaJenUQv2SmgbWwd27bLuVzuJ8DXgDfZtj3xU/dk3yQKQL1xyvUza/9vqrtuQ91tY0Glzbtoc0fdcnk3142f5blc7r1EGUpd1Ib1E2VX7Y2XEA0nW5HL5fqBH9WGzs2t3b68/tgRBdhmEh2r2JT+1+/rE+liYjzkXOCMWtBtjA7c8bh77UYtCPY1osBgI+PFTCYe0134lW3bb9nbbSjKs8Wbl2q8eekeMlyEgG++Ofr7DzqsTWBfOvml/eWL6vp5+auiP6IXuKsuAC54JfDK8VVmANd9cg588kuPaz/XKXjodVPfOmbCBz/P3RNbBF7Of49ffjUQpa3+duyqVd8GohfS+sj8SxbAd6ZMD/CmpcBFh9UuzX5cnyIGYyOw/VBiaF2Tbh384FjwIho6d+6Z0+AbPweiVNezvehXacsUVF0YCqAtKSAMMVf3IttTiBCaraimDNkkXULwkyK0BRWsvib4xqdYV9XY+NggYanCKWYBTv8UJ5+yGCEEI5WQxr5BREcDwjO5arMkZ4wyb6CXc46cxcBQEYwSa62ZDL3xbfzl3uXctf4OZrZbHPueRcjlo5R/+Eeu2jKX219wGqmT5qMPDnHX4k5OXzaD+Tffz/c7XsuJbi/ukln85oiT+Up8hJ8u/BRbHurD8i3eE+/lpY/cxAxnlBv+6xUkuoeZu30r0zd2Y51wIkP/dRHHPKbzvYbXcesDD7Nk5zZM1+O+zvn8OncyDZ7Lp1fcjP7iY/ji3BxL71rOiSseZm1LG/3o3LpgCVVN48Ylh/Oz336fiy75IIEWHfvNze189qwXc8ymHl5aG4ZWjnmIwOSag4/m6sVHEa9UiZer3DznEEqJGAPJDCe/7pPoMuQn//glx/RsJSSOTjQ0TA91Hv3K/zCcSNM1PELraDTTWaI6yjvuvoEFAzvpzTYyd6AXHZcsmwkxeNuFb6Zay5hZtnkDYxO5J32fbHGs7OLj57kYTiZZ2d7Okr4+AK4/aDHkHUiYzOsd5LdX/YYV06dxRE8P0wrD6LhkfI8v3vF3AgwEggXX9XPYhz9NMZFAlN2o7pQvwQ956aPL+fCdt+GQQsOnga1o+Fx2t8uhH7uC5nKRaaU8lXSMoDxRW+ie6TMJMfjBkWfz9ePPi66buQgDyPWuxZAhx2/fwF8WHzMpda8UM3AMjYQfjte/erSjkYGWNGkv4L3/vJEz16wlT5JBoppl25qz7GzMYAjBZy98MWYQ8IFr/xk9LwCoBR/G6vDEY3TmJzL4dCS3H7yATR3tzB0YJl2ujgeUIMog2Tq7lVlbBujpaGTbnIki4KEQWDKkazjPprYWAhENoY1XXFoHCoRSI1soA4JqzCBV8eme00Lc8aM6PWPZfjAejLAqIR4G6XyV3s52SpkEIgw57P7NtPUV2LyoCS9WK8jt+UhgtDHNaEOKhuFRJAKpgazLVPOsyQncUtcwghCDkNHmNJ3dA/imRqLkQihJuEE0JApoyFcw3BAnpo8nnIhQ0tznMNQWQzdqv2yHURaWb2ikRio09TuYnk85a6GHclJWjawNtxKAkzCimegQWJXoXNf8ECsIiVd9iukYxcYUmh/QHpdYx7YxtD3KBjv64i4Si5oJhh0STQYr/76d9oMzLHn1XO6/ciPpjhjzTmojv72Cn3do7EyQXphh0w07kH7A9KNbSc9McvcXH0NWAk66/DCsjMXKa7cTBJJFL+hgaNUoPXf3EmuLE2tPMveEVsyETuiHICAoB+gJHW1qCurYOeKHu7jtuF2uO36fQCI0JhW03tV1e/TlY/ZuvV1Y9Io5LHrFnL1a9+QrjnrS21EURZlKCNHNbtIjpZSz9radJx1Usm17TS6XW00UaFm0i1VeDbyFqNbRStu2w1wuZ1OXk5nL5RYTBZ6+RzSc7LqxjJwp26rmcrn/Ab4E/KLupu7a/3OA9bXleVNug119MtwHuVzuJOCLRJlJ99m2HeRyuT8xNb90N2zbfgS4OJfLCaIhdP/M5XLLiWZpA1ho23b/LrarE2U5zWEiWDZnL/t8CjCdidpFW4iCf1/em/uz62N2BTANOM627R21ek+j7OVxUBRF+U8wnkQxxKQ5VgkDGuqrA2oaDUum7fI+GjAjA5CExiQA09Mw/bjWXa7fmNBgdhSD74rDG5cKovh8Y7RCOsp0WATQmoVDTuaiuvuLRZ2kLzqGtxKN1Y7MnFjhrJewpG79EwHI1goOHlx3S/Sr9Ut20ccjgR8thWi09kTtqlcAEwPN3gBERRHhcOBSuoBQSo4fha8lYaAC/ts+xN/v6Obr9/lML4/yusIaut0Kc51udrTqdODxz+NP4qB8L82Hz+Pk3k3cl5rOJ898BX7CYkt7ByduWs37Hv4ny7vmcPnrX4//F5PDt21l/cmHM9hfoZoPObKvhy3NrTSEcPfcVmbvGGbpwAb+J/dytja0cv7qB7lh/lL+9+Y/oyEJtJBjdmxlddsMAO7pmvjM5Gkax/Vs5er5R2MEHtlqwJF9vZghbMs08H9nnMtAKsNLHn2UHYkU/5w1PyoKrglWtbaxPZ3hnNVrkEBfJsGcwii1CjVoBPSlkrz6tW/k7ff8kx8f/wJGjURdCWiYViwRkCRGH0lK6ETDSDudnfzXzTdiz5zP8o4F6DLk4KEelrdEwdPzNq8gwzb+6/4euop9/HPWsdy8KHrMb593MLfPPZgP3XctCd/ly6dfyNbOKFDTXKqScH1mDfTxudtv5pLXv5atbZ2MfSD5kOsigUytQtCKzun86tQj0TVBMggxA5+8YVC0rPF9EMCG5mYaA4/+TIrfnnQk8/oHOX7jZjSgEI9Ricc5bdVqyrEUdy2cxYK1O5jRn8c1NB44Yj6FTAKz7KIFk89PISVebZhUY7FEZ74AmqCUSTDSkuXIBzaRKUXBNtMPyGcSxCshDcMVGgYrOHGDLQe1YngBiZJDNWXiW1DMWlTiMYqZBIGmgSbomd1CW18BrzaGONCi1wgNCGs1mlzLGA+IjWU2Gp6kd1ozMc9D9wM0PySM62hBgBQC3Q9wEhaltMWMjcOYXkihJYbm1006ALgxE8PziTkBiaKPBiTLPuVsFLDSgHS+zHBrhs6eEtrYp7baED7LCXHiUV0nqQscXaPUkCDQNaQQUbZNGOJbJi1nttKxuIFKwWfRhTMp9FZJdyaYdlQzezLvvIng/Rkfm3j1aVmUnbTeIa+eO+ny6Z87ctLlJedPH1+ednQz045+/HbHAkVaZs/DlXcXbNrjffTHv2fs6jpFUZQn6wAu1H3JlMvTiEY4/W5fGnkqmUoQZQ5Nq9XbmSoL+ETFtrXadPOHEw2TGytQ/UfgG7ZtfzqXy8WICjkvs2072EV7VxENC7sMeAzAtu3ttSFxX83lcq8n+izzVeC6uqFvT4cs0fCtfkDmcrkXAufV+r9HuVzOIgqw/aM2lG+YKGAT1AqUXwV8L5fLvd+27Z5cLtdIVFT8Rtu2i7XbP5PL5R4FKkR1oPa0vRRwFlF2199s2x4bMvgNoppW9wJ3E2UpLQWEbdu7qnG0E5iVy+Us27bHfg7NEmVwDddmmfviE+2/oiiK8vygCcHshmh5lglkLeZdNJ/zxyNjj/8l/zV1yy8AwlAyVG2Okn8MSJhLaIpPDN3gg2/dTUuRpcANN+7g49ds47Jr/kLFtHjomBzG/Dm89azjeeGqB1jV2sV83eJjjTtYN6OL819yGDfPeDmxGx+ldWQ7S3uGWLZpPX846DBWNWS44ZCjeHj6DO6dNpu8mcA1TH655DDmDvYzszDMsb3dmHrIHxcdyQWvfQNnb1jLp26/lj+ccxrHrlnDYT3dOKHGXxYuZcngBu79wSfJWzF+sORU/njDD7ivbQ5/WHg8569Zy3vtaKa76xfnuHDtLeh1P+8UrDg4MW5onk3ouByS38lbH7mNpOfy2tX38u/OuWxuaOPHS0/lnHVbWTA8TE+6CUuGLLvsExzc30N/soE524e56OFVdJQKvPzhFcQ9j0vf8HoenDmTz119LRdf9jpc06BraJRV02eScXxGDQ1Htzh10xYO/UsP//XSF3HPQbNJV8ssGCjz3WWnccld97Fwez8rWztYOb+LbW3NdDhVlg4N8cq77yaOQ4BGc9XlE3/9Kxtb2rlv7nxc0+RnF5zAyas3MdKcpZiKgqv3HL+Yl/7jXo7q3UDSdVjd1cW/lh7KaCoK4LYUK8xaPYDUYNu8FkJdJ1Oojh8vywvondHMxumtVGfpnPDgehoLZeat2okfi4JC3qhGKaGDEBi+T9U08I3oo/FIY5JKUiNVdChmkvR1RsHibL5ArOzgJGOUsymyQwV8y0BqGul8hbYdo8SqAaONSRr686RKHpuWdJIuOuh+NGtZOW2gy5CdcxrIDlUZ7kjT0ldAC0J8w0CKgIFpWeJlj/mP9o1nfQXGxJcSAYw2pUiWXcpZE80PKTTEKWVMGkaqWE6ACMCPRUP9AlMnMKL9biPAWJgi3tnGrONbOeySyUGfzt08vxRFUZTnFinl48rSCCFuA64niifslacUVKoFk3YVUIIoo+hMogyiMlEh7PqhVt8lmnXtM7XL7yEax3c50QxlU7clazWZbpty0yVEs7+tqV3+J/CBfduTJ3QDUQ2pfxOlh/0N+H/7cP+LiQJfcaJ9/nRdXaHLiIbG3ZbL5TqBEaLjNBYMeh/RsVpNlBX0KeDCKe3Pq83SJgGHKAPqC0QztQFg2/Y/c7ncZUSz0B1EFNh6jN3PJvfHWr931oYyHllb9+fAINEMeJ+i/gdzRVEURXkKNE3QmhS0Jp98G+ecNY1zzpoG34xCT5Nno5i366KEx5wGnDZ+0QQuqWV86FN+XRytSiwd4mYG6fiIWJTp9FvA8SUx41jgWI4Got+IIgeHkm/c4fDtFZu5cKnJ9U1xbuw/mnf+/c+8YpXNjtgcYkGAq2s83NHBX+e+hW/c+kcanCLd6S5e+fC9PNbeyEcfGMVLtZF0R3jTY3cS9z02ZNt417I3sjPVwPE7N/HxF56LFIIv/PVWXrHiUY7auoMH505nybaHuPxlZ9Dsl8jdv5EHZ7dx9dKldBXyLGgTdJ3bzsOv9Ln+790EaZeTf3sGx888C/cvK6gWHO63zqC4uchlHRlemvE4I+MQS8W5lywzP3QBRy2KcWhZEhsqYrUnWX3tDq750ir+ePTRnLByK4Yv0eMh7YU804fzTGvKA+AbOv9eNJtZheL48aokYqTMKhknChQt6e7mxiMmZrAqpxNIKUkWPGatG2DjIdMoJS1StWGBA60Ztsxoobu1iTmDw2w+dDqZfJkZG/smHmc/RA81Qj3KIBoLKAGUknGchEG84rFxYcv4sLlCJs3BKzYx0pLBixs0DZaoJCwCHUQQsnFhO+29BRqHCriGhtQ0ZmwbZvamAQAGm1Nsn1GrriCgb1oDwhD0dkXDC9MjFSQuCEE1ZbHp4DZaegskSi5BXRaOZ0bBsGy+ijQE+cYElVRUty/fkoQgJFb1MYKQQNcop6MUTBGGvPjWZSSbJk3YrCiKojyDpk42cIBzmCjTs1eEfAozFijKAU6d3IqiKMoBLwwlmiaQJReSJrK/iGhMIKyJIMf2fMgnf19A3rGV6fl+Okd2cEj/EIcuSKPnptGQ8RGvPhGnpYmf/HY727aUeavZx/3lFOnfLSderPKnE5fSecpMPvau6eQdaNeiIsDPpKuvvhpCyYteEs3FsubWfq786jby6SQx16NxOM9gOsnS1duQlsnyQ6PPsZ29w1z8rztI4XDPQQexuaMDX9PY2dxEqGvofsCsnX0kCw5d6wbAEGihxAwCnLjB2oOn8cDCOWSqLrOGR8b707l1kMbhaLYhLQjJhBV2ZjO4hsGKwxbixqLj0Thc4IjlG5DA2iWzcWPRsLOuzb2099aCYbUhUtEslYKemS20DJVpHI6Kyksgn44zo3+UuDMxI+YdpxxENj+KJiWjmRTJikNgGRiOT6LgUEkZCE3HjZsgJV0bBolXo3pOhcYY5XSMciZOMl+maSSqL1bIxqgm6mo5BSHxiofhh5TSFlLTEEGITBi848EXPp0PsaIoytPl2RV62Qd/7Pzdbr+XvmLnq/bbfgsh/nfKVUngfGC5lPJVe92OCiopz2Hq5FYURVGU/ejqq68G4EUvetH4dWHZw91axJqbJax4XHnUPzl4y04Gm7MMN6VIlD26dgxihT5+k+DOww4Zv6/h+wxmMmTKZWJeFKhZ8Mj2unkEYducZpy4Sckw2dLVxsy6QuFN/aPM3NCHpkk2zm8nNHQyI0XiFY9K3GTT/Bm09I/Q3p9HSInhh1QSFju62pBCcNBjW8eHo0kgrCUPaSGMZixiriRR9ca351gamZI7XuupEjf51xmHkihXiFerWH6t4kMQInUNqUe1meKFKi0DJbrntNPWW6BhuIQENi9qJbAMkJLm3hHi1QA9lHiGRr4pEdXtCEMMN6Ct1eT4Tx3Bhr9sYetDw8Rmp3nhT08kln1mA4mKoihP0nM2qPSHab/f7ffSV+64eH8GlX425aoS8DDwKymls7ftPNWaSoqiKIqiKIqy17SkSXxxNNxLi+nMbA5J9HmsWTKddLHKzJ5BADx0hkmPF68GmLOjnwXdO9gwI6r8kxitYrohgTUxNExKjfmP7kSTcPBj2+me30q5IcH0LYM0DhTRA0nfrCx+zKR1xzB6GM0slqh6TN/eTzZfBhHNmhbogmrcpGQazNnSSzVh4ps68XIUOAoFpEoeWggtTpXhliTxqocARhoT+KbOaEOchoJLYJhsmtcBQlBKJYlXquiOh5CSwNQJBSRKDr6h48UNXEtnxtYBBtuzNO8oYPkhc9YOUcpYuDGJ6YcEQlLMJhBhQKJQrc30Jplx9nSW/fgkADrP7eKk/8QDqyiKojyrSCnf+HS0o4JKiqIoiqIoyn4zd+sOrj/sYGKOhxM3WX7EbJCSeev6aBouEau4BKYeDQXrHSBbqbB+xlg5aQFyol6FY5o0DJUwvajKeUxKDlqxHQG4iehjr9Q10kMO+YZkFFCqkQJEKCf9VF5MxxltTtPgOjgpi0pDHIDRRujpaCVe9cjdHw2T2zGriUJjgtGqiwxhtDWaBc0qV6kmHYZam3Bqw+tCTWA60QxxENVjmtk7TPNwhVDAlllNjCxsw+wv0tQ3QjltYo44JIsuvi6RerQvpidJDJY44mcnkT64kcCHtgUZdGvfZ0FTFEVRnvuEEGfuzXpSylueeK2ICiopiqIoiqIo+82WjmakFJx334MMNWXIJ+KkHJcHFs1nqxdEASUAIehpbcbfOkIoNTRNUm6I4yX08UCQGQbER/zxIWrCry1MibEkKi4ztg1TsTT0cCITSgqJaxlYrk8ooNSQQtSKdLtxE2NsuFo0qRqjjSlCTVBKxxhtjirMV5MxQjERmnKTcRr782SMAuVpreNFv7W6gJYAUrUhcpqEjt4Cr9v8cgBKOypcf/p1jJgS39Copkx0QyPbVyaeMjj+6mU0Ht78VB4CRVEU5RkUHlgD+67ci3UkMG9vG1RBJUVRFEVRFGW/ubtrHkc/uJ4AHX1Y0jxcIYbHCQ+v4+GDZuHXFSwv+xYFLUlq1EWIgJbeAiKUUJulL9QEVhBMar+U0dFDQShAD6OMpGrCoL2/QDVmsG16A4bro0mJ7kvK6TiVMAQJuheMbz+smwkw0ATVWIx0pcLW+a0kagGhMbof4NUmWNNdj2JjCi8Vo33nAKMNGSzXI152ohndRJRtpfsTQSbPnKgSlZqW4OVrXvb0HGxFURTleU1KuU8zu+0NFVRSFEVRFEVR9pvQD9k+rYGOvjxjdVodTNIVhyNWb+HOow5CD0Ka+kvonmTHrCZGWtNUkhZdG4cwnQA/riOQ9LU3YTUEzNwyBICb0PETBq6AasIkXvHGM4V8XSNV9pi5aZSB9jiBqZEqVJAVj8DQSRYcyikTTcrocqlKKZnA8Hw0JNP6BhACypk45ZRFqljFSVgkKw6poQKD7Y1IoZEeKZBvbQAg7ri0bNgGRD8Dx8shXkynnImxcUEbnTvySCRdV+T+44+DoiiK8syQ2oGVqvR0U0ElRVEURVEUZb8ZSqdI+x6h0NBqRblFbQLXaswiNHRC06Bvhklg6LXMHsnCdT1gQqziM6s8hIZk9toBrjv+SGJulUTVIzBqGUy6RiUVI1b1EUSZRpYXEKChB5JU0WO0KYYmJbGyO14c3HJg0SNb6Wtr4P5jF433OV0okCpVWLx6J93TG9GDANMLqFQtDBngxi06e4aRmkCGEi9Wxgnj+DETUajg6xpOU5IzP72Uecs6MeM6UkrcUQ/N1DCT6iO6oiiK8swSQmSBy4HTgFbqZuCTUs7a23bUO5aiKIqiKIqy3/iZONVRnZFknKTngyZpqFbwNY0Vi2aOZxaNDXFDShqGihQTMfoPSnPohm1oQ1EQyEBy6n2rGIinkQFopoaX0mnLF1jU20fVMlnb1U4q7+CYBkGoYfgSEUpaRkpYbkBva5ZY1ceNGZTSMaqDRaoJa1KfQ6HhCR0tadAhAnriJtWEiWZpnPLpIzAsHa8cELg+c18yG2svgkRCCGIN1hOupyiKojy7yAM3Uel7QBfwv8CvgUuADwN/3pdGVFBJURRFURRF2W/e9r5OvvctQW9DhrNuf5RKMsbDbVnKCR19ypCBtu0jGH5A01ARACdmULbMSetsnNvKQFOWWMlj2sZhdna0cNCKPgDMisOC7n48T8cIJL4IcQ2DQmOCwc4M2ljRbilBCAzXp2RZdO4YZuPcTkrpOJofYFWrDLY10tgckLvhnGf+ICmKoijK0+9s4GAp5aAQIpBS/k0IYQNXA1/f20ZUUElRFEVRFEXZb44+Os2Vv0jXLh0KwOprurnmC+sIhDYe4AGIl1wK2QReeyNtfSPEHJ+t01toLFZJug5bpzUz0JQFwEmZlJotunYMTtqe4QeEQTQdnNQElYTBYGcGhCDUBbrnI7Xo9uxQFcOBwVScQx5ez7oF0xjobGGwrYWDHutm9jeOeOYPkKIoiqI8MzQgX1suCiEagB3Agn1pRAWVFEVRFEVRlAPK0M09UVUlISaGvwFb57cz2BwVvS4nYyxetY2FG3pxdIP7j5mP4fuYvg+AFoRogGsYDKSStJTKOIbOiBUn6QcEmmCoOY5r6ViOhxuPhp7pgaRp5whWRRKvRG15hkb81Qt57QXT0ToSDN6yg67Pn0z2sOb/5GFRFEVRnoWkOGDHvz1CVE/pZuAOouFwRWDtvjSigkqKoiiKoijKAUUEUIlZVCyLhmoVIQQilIw2pMbXmb+hj0Q1AKAaNxACAkNHSIkkKsEUCtAk9Gcy9KXThEaUgTTYJKNqpLUP+o39JbKDw1TSJjtnZnFiBumRChC1UU0adM7OMO3sGQB0HK6CSYqiKMqz3mVMFOd+H/AFoBF43b40ooJKiqIoiqIoygFl6fuWcO8l97N5Wgf9QcC04TwLNu1gKBMNk9OCkOxoZXx9y/EJhUADPMtkNJmkeXgE3ZfjM8l5tYASgGcZGH6AViuhlCj56KEkPerSMFRhtDGBCCWmF+IbAk0IUhn9P7b/iqIoynNHeMAmKrFFShkASCn7gLc8mUa0J15FURRFURRFUf5z0vOzvPUXR/OaGQWyWkghneCxRbNIlavEKlVSpQql1MRMaSONSWQQUojHGU4nsYoVlqzqQQ9CDF9i+BLL8anWZmkrNiTwTCMq1+SFWOVgYuMSBlqbMIOQwBAYoQQBs45u2g9HQlEURVGeMTuFEN8TQpz8VBpRmUqKoiiKoijKASe1qJFlXz6KZXXXhX7IQ3/dzpbHinDBCeRv3UbX7DgHXbaIc2YkSTbHxte9T1uJHkhK8ei6VCmgryuGaxkMNDVSnRmjeXCUOZu2U2yyyIy4lNMWw60J8tkUA62NdPQO4xsazSe203F063/4CCiKoijPBQdwTaWzgVcDVwkhAuB3wFVSyhX70ogKKimKoiiKoijPCpqhcfRFXRx9Ue2K98/f7bquodNQqaI5tfuGMG3rCA8fNYdSOglAf0cTjSMFdBmwfX4LALqUfPXvhwOH4xQ8BGBlzGdupxRFURRlP5BSPgQ8BHxECHEaUYDpFiHEDinlYXvbjhr+piiKoiiKojznVE7sIp+M48YNtDCqqbRxdgd6EE5aTwIirBVXkhKnITl+WyxjqoCSoiiK8pRIsfu/A8hqYBWwFZizL3dUQSVFURRFURTlOefs286j4eXz0TMGhUOb4XWLOH2+ZOa2fhLlCkhJw0iBzh0jtPUWaenJk0+lOPzSufu764qiKIryjBNCNAoh3iyEuBnYCJwOfBFo35d21PA3RVEURVEU5Tnp2F+e+rjrjgwl/bfvJDEjSWZhAyMPLaKwZoSeYclJJ7Qx94iG/dBTRVEURfmP2w7cDVwFvFxKOfJkGlFBJUVRFEVRFOV5Q2iC9tOnjV9uPLKFxiNbmLkf+6QoiqI8d4UHbqHu+VLKHU+1ETX8TVEURVEURVEURVEU5Xnk6QgogcpUUhRFURRFURRFURRFeUYcYAW5n3YqU0lRFEVRFEVRFEVRFEXZZypTSVEURVEURVEURVEU5RkgD9yaSk8LlamkKIqiKIqiKIqiKIryPCIilwkhbhFCLK9dd6oQ4pX70o4KKimKoiiKoiiKoiiKojy//C/wZuBHwKzadduAj+5LI2r4m6IoiqIoiqIoiqIoyjPgAB7+9gbgSCnlgBDi+7XrNgHz9qURlamkKIqiKIqiKIqiKIry/KIDxdqyrP2frrtur6igkqIoiqIoiqIoiqIoyjNAit3/7WfXAV8TQsQgqrEEfBa4el8aUUElRVEURVEURVEURVGU55cPAJ1AHmggylCajaqppCiKoiiKoiiKoiiKsv9Jbf+nJE0lhNCBi4DXAFmiYFK3lHLnvralMpUURVEURVEURVEURVGeJ6SUAfA1KWVVStknpbz/yQSUQGUqKYqiKIqiKMou+dtG8VYNoM9pRA4ViPllmN0GXa37u2uKoijKs8QBPPvb1UKIF0kp96mG0lQqqKQoiqIoiqIoU4x89wE2v/dOHGER6CGtbj8eMUIsTFzm/+oUzEtO3t/dVBRFUZQnKw78SQhxD9DNxAxwSClft7eNqKCSoiiKoiiKokyx9T23E8g4BmAEgkbyxNDQkFSIs+bSezlUBZUURVGUZ69Ha39PiQoqKYqiKIqiKMoUoRB1v9kKDEw0fAASVEnigONCzNpvfVQURVEOfAdioW4AKeVnno52VFBJURRFURRFUQDPCRjZUibTYdEYjjBIEymzTDosQTAeYUICkhDp+AgVVFIURVGehYQQZ+7uNinlLXvbjgoqKYqiKIqiKM9r+fWj3H/qH4iNOpT1OLMr25lDH00Mo3n6+Ho+0XKJJDNYC4nY/uqyoiiK8mxx4BbqvnLK5TbAArYB8/a2ERVUUhRFURRFUZ63Ai/kjy/7F7KhnZReBcCPTadtaJh44BPWrVsiSYCJLnyE9PGGXaz2xP7puKIoiqI8BVLKufWXhRA68AmgsC/tqKCSoiiKoiiK8rzV+/AQfqgxvXsEwwtp0Qc5rLIBAIkkRKAh8dEJMdGAspbgodgxHJtWH6UVRVGUPTtQaypNJaUMhBCfJ8pU+tre3k+9EyqKoiiKoijPW1ZKp7M7T7IUFeEu0oCLgYUPCHrJkkQQoAOCgJD1mQ5isoLXXyE229yv/VcURVGUp9FZMClJ9wmpoJKiKIqiKIryvJW0NBqKFYLax2KJhl8LKjnEiONgEBKQBULa2YRR6iUehuhz3kYfbexkDoYBHZ8/mZaPHLt/d0hRFEVR9oIQopu6eU6BJBAH3rUv7aigkqIoiqIoivK8JcseLeEo/TQi0chSxCDAwWKQBmJU6GAdDil0PEwcUt4I1Ip2t7OTAaZj+i59H72V9DmziR3esV/3SVEURTlwyAO3UPclUy6XgLVSytF9aUQFlRRFURRFUZTnpNKoR3HYo7HFpDzsEW+2KO2o0DI3hdA1APwVO2mkTIYqARoBGhUSZBklS5kKKTZyOHkyGATMYyUpioTEEPho+MxhJSAx8Cn/bjmxw8/avzuuKIqiKE/sGCnlV6ZeKYT4oJRS1VRSFEVRFEVRnr+u+WMv//7hBvKZNDHHp6N/mM6tAyQDl6plsugDh3L0hw/Ff3AzADohOiEVLKrECZFsZSYNDBPDQaJRJMUGlrKIdQgE4GMxRJIiEI0h0Hf277d9VhRFUQ48Umj7uwu78yngcUElohngVFBJURRFURRFef6yf7iRUiqJJgROwmLz7E50LWR6/zBzewdZ/e2VLLpoNpl5CdYmG5hWHsVHp0ycAMEWptFKPwfzKAAeW3iYYwjRagElickQDllCdBIMoxFgadX9u+OKoiiKsgdCiDNri7oQ4gygfnzePKCwL+2poJKiKIqiKIryrOZUAr735oe53U8wYlkcMjBEV9XBicfRgmhWt7Jl4hoGedNibVsbMweGuPGkv5Nxy1SSKdLlgBBRK8qtoxPSykTWkYlPhjwSEx+BQUCZdqo0RX0gS5at6Ou27ZdjoCiKohyYpHbA1VS6svZ/HPhp3fUS2Am8Z18aU0ElRVEURVEU5Vntx29/hAdHNTZ0ZinGLQYScV68pYf6AQeW59HRM0yy6gKwpbmZTGyANrePlmGHMo34mAAIJK0UCYiP3z9AY5hGHJLkSXMYy3FJ1t0eBzSCbSPqA7aiKIpywJJSzgUQQvxSSvm6p9qees9TFEVRFEVR9rt/3pjn+9cVWOcbZIKQdscnISSHLDT50Hs7SMT1Xd5PSol8qJezRkucvmoj+YY0sTCkHDPJNzchawW5p2/rHw8oISXpqsOF3fcigEBobCBDklFa6cUhyQAzGaWVEJ1G+ljPApxaEKlKgh7m08DQ+JgBAwcNA06e/wwfKUVRFEV56p6OgBKooJKiKIqiKIqyn/3t931844YqtzekkTqcVK1ghOBJWLOiwmXv2MIvr5yLtoshBCPrRmkYLQHgxyxiYQhA0vFIbNtJJZUkVnVpHcwjASElVjVEC+HOxHF0Br1syU7HswTnb38QAWQYIcRgiOkUaQQMtLqSExohGiEhgkb6CDGIUUKgob3q5Gf+gCmKoijPGlIccMPfABBCZIHLgdOAVupqK0kpZ+1tOyqopCiKoiiKouxXd95ZxJc6oRA0+QHtfhDdIASOrpPyfDb3urSkDJIJgWlODGxLTEsSagItlAgpJxqVEsPzaBwcRg8kEvANMR5QAsgbWaxAMGOwjKPreJhYeADEKCMI0QnwidHKKA4JSsRxMdhGGzMQZBkgUZv9LQRGX/hDfK2RIBSkm11Sd7wPsaTrP3AUFUVRFGWffA/oAv4X+DVwCfBh4M/70ogKKimKoiiKoij71VAVAsPgyHKFDi8YzygaNHS2J2JYoeQjH+oGXSPuB1iux7TjmjhlrkHCCujvaCJZqDAcj+EmLJpLZWKOB7qGa+rkmxpIF8okyg4hPjEnmqEt6bs0u2UADD9km76AecEqQOKQQEciiAJVAsgyQp4ZmERBryImvbTTQTdxHMAghkY8HAUCxFAR55BPEav+EBEz/+PHVVEURTkAHJiJSgBnAwdLKQeFEIGU8m9CCBu4Gvj63jaigkqKoiiKoijK0yIM5aQhajtKMb736GI+fFM/fihxJKSkpIGQ912Y5jVnZQAYiMdoKofEg1oAR0p0Ce1ewKius9My2ZhOcl5PLwCOrjF0zyB/ulewKW5ROGgehw2PMJROs7Uhw8sfWEHccfENnaH2FqSuUTB0GoeLCAIqCQPTDfB0DSoT/d+RaWdWfhWeNBmmE9DQkJhUaGQnGzmSOB56LdAkEcxh1fj3BaeucDfoteCTQ3jVfehvVMPiFEVRlAOKBuRry0UhRAOwA1iwL42ooJKiKIqiKMp+FkqJdgDUXJBSsnU4RCfkz6slPfmAmIBXHmawdLqJF0hCCTFjcl/zlZBFXynSlw9B16JJiaUEP0cDkoqu0UjAcfkiAqhqGr/63TB/+FUfBoKyYZINQ9AESIlWG8UmgNmOy07LpKJNDHkzpCSOZEMyQU8qiWMa3JhJ8aJN3fTHY8Rq61WTifFC3b5lUsomaRguEpiSajrOhmnTSD3m0pEv4Og6shyyRh5OlSzp2jC4EIMiSTrxMJH4TAyxi4bITfDQWMcifHSaGWYufUBI2JtHURRFeX46UGsqAY8Q1VO6GbiDaDhcEVi7L42ooNJTlMvlmoHfAscD623bPvoJ1n8D8Anbtvcp+vdskMvl/hs4wbbtF+3vviiKoijPTn4QomsCsZsPYH4okTIKfljGRJDBC0JMXdvlff7TNg2HlDzJ9kJINgaX3x5y1zZIGOCFYBmSoSL4AdFvhJLoHwFoGrqQzE5DEIS0xiRFX1DyoOwLSoHE8QSWJknpUHKjII+uQVNcEABuAPOzEISQSQmKDnQmQoY9jZ0lOGYapA3Jqw83OK7LYHshYHlvyA0PuFz9sEsgQZOSlJRsTcVACL50q8vSkTIbYjqFZJxA04iHIe2uR0nXKJg6rlsXUAIQgmYpGTKiWdv6NIOCrjHHcQmAimkS6gaOEDQFAUhJIDQQUWBpjFe7PKccpRSFAjxdQw9D5pUrbGzMogM6sLK5kRO3bcczDcrpBHLKaWS4PkiJHkj0skuyWGXlrC6MFVsRgUAPIE8bCdxJ93OJU6KRNEWKZAiI9ilLrfh3bb1RmnFqIa1+2mghi4mG/vE/4P/8dsJMA66vYX371SRPnv10nG6KoiiK8mRdxsRb2PuALwCNwD7NCqeCSk/d24E00GLbtg+Qy+UEsAboBKbbtl18ujaWy+UsouJZrwHmAAVgFfBd27b/9BTbPgX4Zq1dHdgAfM627b/Ubp8DbALKRB8Zy0QRzf+ybXuzbdtfmNLebcBNtm1/rna5Cfgb0Yn7Ytu2h59KfxVFUZ4KKeVuAxdPtV0/lARSEK/L5pC1L8lDVUlLQqPoSoquxAkkXRkNfcqsVlVfEtNBCIGUklEXUiYYdetVvABNCFYPSkZdycyMwA8lvWVYNQQlB0YcWD8MS9uhPQHbSnBGl+SmrdCagMXNAieIEkSa49AShw15weohSVsSVvVLujJwxmyN7zwQ8q9tsD4fvZDPSEJDPGq/6AtiuiQMoCkO58yDRwdgxQDEBZR8cGrFkQlrARQJ6IK6xI/dHFQmPvKMBWA0AQRRW5K6NqIAhGWAaUBHEi5ZAj0lQXNc8M4jYcuooORJrt8gWT8UYu8QtKegPQ2NMYEMA/KO4IQZ0fCmogshggd6Qu7vAwNJ1oLhqiBWi2a4QRQkknUBlShTp7bTmkbRE1EQya39r9XtU1gLyACBhI1DATgBWzRtYudMEVWCliEu4Jp69G4dSnw3YKdPtNPAg4MyamhgLOVHi/ojYctA1KefP+wDfnRshWRG2WdUaLh6dLAHzVqAB3A1jeG4yaEVl/WaS9EyKZoGW5M6mh+Srri45uM/VoZAOghxhMDTBG7t/B17OAUwbBqMmpDyA5K+j0BQ0QRVTcMXgrVxixmVCrMqVXoaMmhSknEcYr5PMOU5bEhJk+shDZ0wDNGCkFipSqhrxCtVQLJlRjvztvaiSWjrzWO50TbrziBcDOJ4aNGDQwv96ATE8NEo42IggXZ6Jp2ag0yb1B+HLFm60QhgTYEQixhxKqd8gfyLTyB+7gKM9jhitIB25iHIGS0wUkI0pqKODBWhNTv+OCiKoijPPnIXM5ceCKSUG+uW+4C3PJl2VFDpqZsHrBoLKNWcUbu+CLwa+PHTsaFcLqcD/yCq0P4u4B7AA04lijI+paASUSDspcDW2uVTgOtzudzRtm2vqlvvINu2t+VyuY7aNn9Z68Oe+j4TuK62jdfatl19in1VnmEDZckn7grJO/Dfx2ksbXviF8OrVoX8ea3kmE7BR4/dfabBmP+5I+DXKyXzG+Eth2n8brVkcTN89iRt0tCKoUrIGb8PeXQg+oLSmYT7L9Xpykxuf8OI5NJrA3oK8PpDBB87TuNTd4XcvV1iCjhjlmB2A/xlLeQ6BZ88QXDnNvj2QyGzs/CpEwQv/VvIQ73R5/cghMZY9J11W3Hy996EDjMysCkffW8boxFlI5zcJThnDvx9g2TEidqq+oCArAXnzRWYmuQ3qyBtwqdO1GhNwGU3hGzKg6XDaw8WfO8sncvvCvjZo5L2JFy4UPDoAJzaJVjSIvjOQyGWDgVX0pkS/N8pGlsLcMW9AVsL0BCDYzsFf1wrcQM4cTrc1g0VHxY1wSdP0DisTfCJOwMe6ou2a2iwpEWQNOAXj0kqPhgiaqszBWuHwA0hbUVBiFO7BBlT8u2HJ47DWLxgqpY4PPg6jY/8S3LTVklCh57iE8cUngwNsAxw/Gem/b2y2w2Hk4s2ymDyzePfUuWUK55oI7XoylhAYzzjQ8DquqYmBWHk4/upSR73KMqQqda4TAR8RHSOIaFUhCuXEz0IQlAOp2xAE7WgUN0+7upY1UceBJP3Z+z1RaMWaJncvhtKXAc2ViT/eztR8AXJl++trVMLnBBE//dX4bF+IPSjJ0EAt24CdDke7Im2C0Eo6K9Ex9cPxo6BiLYRhEx6vDRtou/IKM1m0mNftx5EwaWgti1Tn/wCE4Zg6NE2nCDa77ge9U+EUeBo/NiNPX61YxbKWpCr7lwzxcR2gZ64BeVaho4+EVAa33zt/0YvJAw93CDE0zRCQ2M0EYv6Nfb4APEwJBuEIKJS13kN5lYdANYl4szwA4q6hgdsMw2kaTC/GDCv6jCYjHNrQ3r8MfelZHHMR9T6UbQsLD+greqwaGiEtc2NJF2PI/sHx/c/RCATMQRgeR4xx8OJW2yb2UmoC2bsGEQi6ZvVTru9BqQ+fjqHaIyQJGkWmO91oyFrTxsDDYjXBsHJKcGoZgbxMHCJkWGkFoQK6tbxEYQkqeD9/SbE329GUEEjHH9aemQRCDQ8BA4aASEGAosovOlFj4WVRBgaclYnYl4T4nobQh9pWYirP4o4+0h26StXw79WwnlHwDvPgRsegh/fCIumw6cvhidZUFzmy8hP/Bn6CogPn4fIzX1S7SiKoij/GSL6svYWophFq5TyMCHEqUCnlPIPe92OlLv6FKfsjVwudzVwbu2iA3zVtu1P53K53wMpoqyeE2zbztXd5w3AJ4gCTe8n+gj6K+Bjtm17uVwuBnwbuBCIA73Af9u2/cdcLncJcCVwqG3b6/bQr9OALwGLiQptfd227R/WbmsCfgScSRRU3Aa83bbtO6a0oQEnAjcBr7Bt++q6TKWZtm1vq633buAK27YzuVzucuBk27aX1W67rXb/vwLX1/5/r23bj/9m8sxQJ/dTcMFfAv6xMTqEnSnofps+KUNiqnu2S066Khg/6N9bpvGOI3Y/FOV3q0Nefc2uT4VPHC/47Mn6+OXDfu6zYmDyOm0J6HvX5Lj43B/5bB6duPyCWXDzVnbrcycLrrhPUorKZrC4GVYP7X79Z5IATC0K1tR762Hwo+W7vk9Mj75X1nvpQrhzG/RXdn2fqUwNlrbCg3373OUnzdSiIUDKkzA1xlT/Krc3cadJwYypGT5169QHfOoDC2F9oKr+PmKivXp6XTv1fZkaB9OZ3O7U9saDMnX9qO9jyETEQ6vbz7H1gqn9JQqaBOGUvtT2T9Tt69Ttj22vPshV/9o4dVt1QZbxtuqX649HUAv8jG1jLBg0Jq5P9MMPo+hw0oj2pVr7bcsyJrY73t7Y8QhrQa8aU58UVIr2O4SyFwXWdA0tlCSCgHgomVH1EFJS0jQ2xK3JQ8uM2oGXIQQSQ0jmlF3cuvZHdG08Yy+UcEjVIQX0GNGwOIDD86PMqzg8kE1zX0MGpGRpsUxXxaG1bnOW79NaKBFzXdKVKp4QUeKXFgUcpZRIIdDrzr1YoUy8WGHTvC6ayhXQBIbrsWDrZhL5kHIqifQDLFdi+QGuqXFIZQMd7kRidR+duLXhbRLoYCsNbEMgCYgTYuFj0cNsZvMoPhliDKHVTlCJBViAxCfAZPJvbBPhXI3oieHVhXfH7usSoqHXglVRLlUSjdHxmeqkEIiRX0E2Oal9fnMHXPKdictXvg3e8QNwa+fPx18GX7iEJyN8zQ/gt7WobVMKsfWriHT8SbWlKMrz0oGZzvM0+OZxN+72e+n77jtrv+23EOKzwFnAN4AfSCkbhRDzgD9KKfdY1qfegVF84FmqVjvoN8AvbNtO1wJKbUQBoZ/W/o7O5XJTH5DZwCyibKYTgBcRDWkDeD1wDHCwbdtZouDPY7Xbzgfuf4KA0lyiAM73gRbgDcAVuVzuFbVVPgwka31oJMpM2jaljRGiINkdwH3AP3ezrenAq4D7d9ef2v7dAXzPtu13/wcDShQKBbX8FJbXDk+89u0swfah4h7XXz8sJ303e6zX3eP6y/t3H/NbPeBNWn9b4fHrDFbkpHUgynipt354z6fbYwMTASWAHcX9F4eUPD6gBLC8f/f3mRpQAlg3vPcBJYiCO+tH9n79p4MKKD0FYxk7T/a++7re1GzDXWUf7s2wHCHq/uqul4xnM01ab0/tSrnrfRFT/t/ddZOun3KDZCJAVH/bpOCdePz/9UGzqZ+spu7z+HV1AauxANDU7QkxkdVlTskcmhTICqMgk+uD40X/+7t6ok3pyFj2Uv1NmgaWwdyyw/SKS0xK5lZcZla9aNeEYMTUHlerCGMsI0sDS8c3TbYmY+O7IgFHQEHXKGgabq1u1qgmGNE0fKDTcZhbdUEIDi+USPkBhxXLnD48yoKqQ8yL6iFpYUhjuYIuJY4e/QBhSokmJZ5h4JgGpXgMz5j44UFKyObLJB2fxWu2YPhRECXQdVJ6ke0HpVm+pAs/bdIQ5jmpehvn56+l0+1h7N1NAgZVRF1qXECMKp1U6MShhQpNeGSYziYEOgYBqzmaNRzBoxzHdubU7uti4Oz2EYq2EUw5hYPxS7s6zSe1IyXsGH78++/GKb8gPLxpIqAEeKu6J6+/D8vB6p6JdodLMFh8Uu2oZbWslp+fy89lUojd/u1nbwAukFL+jolPH5uI4hR7TQWVnn5vJJqW72rbth8CHgLeOmWdEPiwbdsV27Y3EGUVvaF2m0tUo2lJLpczbNvutm17Ze22NqCHPXs18KBt2z+3bdu3bfte4IdMjI90iYJNBwHCtu21tm1vqm/Atu3GWh9eClwL1A/tA3isFni6j2io3J4KeZ1c2+ZVT9Dvp10mk1HLT2H5XXVZRq9eLJjVuuf1z5srmNcQXZe14E1HxPa4/psPFVh1r0DTU9H/CQPedZQ1af1Lljz+BfeiRWLSOgBvO3zi9pgO7znKoK6OL3ENZta60hCDD+Q0TuuKLhsavP8o7Wl9UUztYYBxyph8+6JGOKJ98joxHa44VZCoWy8efX+iwYJcR7Q8/l1QwAeP1nj5wsnHa+w+9euOOWk6vHc3IyT0vXyf03fxnXlP5mSj78fKLuwqc2h3t09JgNn1+nVZKpOyhXaRVVS/jfr1nkh9dlG9sWCJlJPb2dMHqKnbq9/X8bam3GcsaDNWo2hv+hwSZeSMFceu397UoXp701dJFBQay24Su1gHuYu2a1HCYMrxmRrYs/Qoq6h+224QPfm8MPrTa8EnLwDPf3zwS8ro+IwFf3RRe5JLhOdPajsb+LQHITMdj6WFCmZddlNR1xiIxyY/joZWG+YnJvYzDHGFoNfUyWsafYaOM7aOlBhIRnSNB+Ix+kydQV2jwfXGd90AzhwZZWG5PpNH4iBpKpYwQknBstjW2syOxiy+puHETHzTINR1dGA0maSQiFOMx7CKZYza0D89lKRGy2h+QCY/ys2LjuPWxcewYfoMrj3xaA6tPkoqLKERECePVivaXSKJh0ATRTzNReDUhqm5CMJaCEhDInDJUqEVjxh5WhiikwJN9NMOlBB4tawigawtTU3gA33SUyCq5iUBD8nEDzkhBlOfGLKtEeZ3Pv799zUnQXvtzXpmC7zvhZCbH122DMy3nzt5/X1YNt61bOK8uOBwmNXypNpRy2pZLT8/l5X9Qicq2QMTbyTpuuv2iqqp9DSqFei+DPi1bdtj+Q9XAv+Xy+U+ZNv2WCi2z7btct1dNxPVSQL4NdABfB1YmMvlbgY+Ytv2eqCfKMNpT2YSRRfrbQBeUlv+MmACvwCm5XK5a2rt99bfwbZtB/hrLpe7FhghCkyNOWRs+Nte+BpRpPOOXC63zLbtNXt5P2U/e9/RGmfOEoy6UR2eJ9KaFDz4Op2HeiWLmgXT03v+tju/SWPr2+DXqyRHtwuOny54sBdmZ2HGlFpJ33qBztlzQv62PiQI4UXzBS9dpD+uzW+/wOCihSErh+DF8wUzMoKXLBCsH5HoSBa3aDTFo+yfBY3QnhL88xWCe7fD9DQsaBK8cWnIbd2giZBNecGR7TDqwm9XSkp+NEROSHAkvGQ+LB+IaiL1luDGLTCvAQ5vhwvma0xLCZb3S5wg+v4XyKjwsUCwqFmgC7hjmySuS06bqREz4I9rJOuHQ1oSglctFjQnNDZdJrl+U8isrODQVsGDvZLD2gQtCbh3O3SmJCOOoDke7cPrD5Xc3RN9VUEIlrbC39dHhZ5fcRDcsS3qy/S04JhOgaULXrZIMliVNFiCUVcS0wUHt8CVK0IKjiRhwMImwaFtgus3RXWnDmuDuQ0ax04TxA34wC0Bd2yL3pFmpKPAXdWPvg+3JaLC0S+YDVecqjNQlvxjI8xtDPnOgzDqQKEKq4ajpIuFLfCKhfCXdbCjBOfMhn/1wEAFjmyHjBkd+9Z4lJmVMKLv5S3xqBh0GML0TO27LXB0Czw0EA3zq3iAiO67qAk25qGnFLWh1x5bP4hGEc3LwKgXbXdGBg5uhlWD0Wij5jjkHRhxoyyzWWko+7B6MIrEj31vD2UURGuKQ2cCVg9PjLoa+yqfqp3OHaloRJMbRP+XA6Iv4EJweEcUfPRqZWv+vh688YwWGC9gXa/+urEgz1Sibt2xTKj6+00NnuxS7QZtynpyF+tMbSOsXSlqy0LW9aGuX1O/cU8N3NTXZhoLPokpy+PblFHSx9QhvRrRiTQp6Clq95/S/0nHiImhc9TaHTv5pu53KCeys6YG3Oo2Ob7PY8Gisft6QRRgmjqOVIjoeiHq+jbWH6L9FYwX8p4YWifA82onrA5S0lTXrgD6LYO8qaMJQd4yQEosJK6u1YbQ1bYTBFGbhj6e9eWaAlfU9dMQ48dnpzFxzEIhGDFNqA0Hk0A2CNFlFDwZjJlsSadACPqSCVocl0QQYoQhDY5LYBqE9Y+nEKScKvlUikATNAyMPO4wW1Unej23JmoIhZqG1CYek+ihkIySZC3zo0sSDM1lPj0YuIARHVocoECJdgRGbVSmwMTFI/qxJIaLTxoICNCjYXFGDM33CBAYVAk1g8BIYDYIxOAIoa4h25qRi2ai//eLkBu3o/17A+HS+SAF4th5aHOa4Et/I7h3PeK0JWifvTh6HKaa3wmrvgare+CQmdCQhNs/B/9eD7NaYW7H4++zl8SbT4MTF8JAAU5c+IxMhKAoivJsdABkJO3OtcDXhBAfAMZqLH0WuHpfGlE1lZ6iXC73c8C3bfstuVzuBUQ1hPIwPkjeIMoMertt2z+s1VT6IdA0FljK5XJvIQrsLJrSdiPwHWCWbdun1tVUOqQWZNpVf/4bON+27ZPrrvsCcLRt2+dMWbeTKIi13bbtXWYb5XK5fwLLbdv+0K5qKk1Z93J2XVPp88B3gZcDZ9m2vZsKMU87dXIriqI8zQpOQMLUxmusbc0HuCE0xQSVANxAMDsr0Wu1dOpn2fvW/R5fuR/yHkxPwtYCVGtBvrgBS1phe6E2U5wPMohiDnED5jfBSBU25AEhMTRqf4KsKSmUoRREsZZZWbjmlRrTkoJMfBdfrHdjTzMClj3J5pGQhrjAEJKBimBhY8iWgkbKkLSnBd0jAct+F7JxmMcH1uprL9UH7qSYqP0kqRUelxO1j8Yyi8aynHw5MSTODyZqSY0Fn8aynsYzlGr/TKo5JSAIMQIfXzdqmU9+FEkVgibXZ1FxIrjzSNKKhpnpWq1mESSDkAUjZbZn4oxYBr4fRhFbXUSFnuvfgf1wInhmCBJeQJPjMcdxuTsTpalqUnLyaImU7zOn6tAXizEYj9HoB5hBQN7QKdYFf+YVilihxPI8ZoxExfRCJIFeC6yFIaOJBJ5lIsKQaX2DJMpVGodKeKaOk7YQUqL7AflUknWzZtBaLJCouFx6+03MkqswQ5+yyFKSzfgINrAAiUYbg7QzXHsoA5IUgRCLYSQaI8wZ76eGj0GZnbQjEHTQjY6LR5LMj1+JeMuZuzzfFEVRnocO2MjLU/X1E27e7ffSD9zzgv2230KILFGyyXlEiSdVotI3r5NS7vXYRJWp9PR6G3A7cPGU679ANARuLNtHA76Yy+U+AkwDPkT0YJLL5c4kCkotBypAiYlB9L8lGib3t1wu9y7gXqLZ304G3mbb9mtq63wyl8u9jmjI2VG1fr2j1v6LgPXAWqK0tupY+7lc7uW161cRnRuXEtV0+vJTOSi2bUvgnblcrgTclsvlzrVt+99PpU1FURRl/8jEJgdpZjXsKmgz8fmoPkjz3mNM3nvMM9Wzp25PmRVJU7CkbWJfO9IAGgubJ9aZ26yx4Z27vn8YhmwakaQtQdmHdYMBl10T0FOSJEzQhKQ9DSfP1Ln8VJ32JCSsSSlTeIFk83CApukU3YC0ZTGvSVBwJRuGJTvyAcd16WTjGroAP5RIxKTZNPfkipuqfOlOn2Gpszph0eT5BEiSoUQTIXETWtIwUBbEUoIPXNTErHSUbSSF5JwrQ4JdHUNDTBQ3D6OZ3FwhiIeS4wslhnSNUDfIxyxWxi1aXI/WqkNF10BoSCDjuONBJSMIMcJo3rVQiPF42UgqRcU0sXyfhWu3kEnGqCTiZEdGKTVnmb4tT2akSihgZ1cWL2FgVTxm5/t5xb/vwwpDQmC7aOMny87jvLsf5pDSeuJEyedd7KCbGTTUjQqQ6ARoWBSozTeHRRGXNBKoEsPCoHOxTvr6tyOnNcHK7cRnNyOa0nv1uCiKoijPbgdappIQolNKuVNKOQq8VAjRTlRzuVtKuXNf21NBpadJLpdrJyrQ/XLbtndOue2LwKpcLjc2C9wWouLYm4jGMf6GqK4SREPfvkM0zM0F/k2tJpNt20EulzufqNj294A5wCiwkmjGOGzb3lRb54u163YCn7Rte2xKwPlEQ+umEQWtbgU+WrttGvB/tf9dYA3watu2b3xKB6fGtu0P53K5InBTLpe7wLbt25+OdhVFURTlQKdpGvPrA1CNGlvet29Tt5u6YGHr2Ee3iY9w2ZjgyE44snNygM/aw4ydu/LxZXE+vmyf7jKJf0WMdf0+F/y8zMbBWpkrPyTUBEEQYkmJCWS8gHQYUtI0XntanLOOS/LuL/QSdzyGGtJkPR8DmF6q0J9K4AuNg4aHMMMQV9doL1fwYlHdPl1KivEYJcuilIhmGnNMA02GpEoVNF3DT8ZJFqtkRqLsK01C284CpUYLpGTBSA9WGIWmNKBBluncmSddqmLhAZIYw3SxgxR9SBJMHP+QEANBwNiQwxS9uJrPo/EjOajcDYBx/qEwuy0Ktx7xRJUMFEVRFOUZtRbI1l3+gZTyZU+2MTX8TXkuUye3oiiKouxHV199NQ/0N/Lv8uEc3SI56iCLxdN0mgyNxqxGPBZlY73vZSsoaRpbUkmWlCamsFyXSREYOrPyo7SWq0gExZiFZ+gIKfE0DdP3CTUN15qY5KFzcJjGUhm9rubWwQ90M1YuyY1plLNRUK+5mueQgYlZ0QrE6TZbmeVtp5UCCYZJM1F6MgQKzAUEOgGCgDgDaDgIJFUSPGIcS9IPmE4PAYK2HZ9AdDY+I8dYURTlOeLASud5Gn3txFt2+730g3ef+R/fbyFEQUqZqbs8JKVs3tN99kRlKimKoiiKoijPmKPbRrj8Rdk9rqNLScE08euKS4fAgGVRMA1iloUvBC1JAeWQtladT35tPrFaUOr9Fy4fDyqZns9IJkVDuTKpEHp/Z5LsiEuogR+b+Ayf9fNYVPEx0XEJiXGot5ZYLfNITJ1ZDQOTKpKorzoekgQBMSQVtrGEjO/TzCAugo6PH6MCSoqiKM9jB9rwN57m5AsVVFIURVEURVH2K7cljl6UdCcTaBIaPJ+emEWr4zC9UqVqGLzp8lmcssDa5f3T5TKurmNISUOlgiEljmWiVx0ARBDiJAyKhiQ56mH6kkCGCAllwyLLZsCgShNJYjQzQonGqG8kiWFi4CERjNKOQ5YMo2iEaLi1XmiEmLQvDYhdtATj0qPRu5onZtxTFEVRlAODIYQ4g4nssKmXkVLesteNPc2dUxRFURRFUZR98u5Pz+Vzn9pCxvXYkkogpWRRsUI2CBkwDWaekN1tQAkgXapQteIIDYxadpITs6jGa7WX/IBTlq+muVzBExqbsy24RjT8bUPbbA4b6GWsLHqaMhoBJlV0KqTYiQBcUlRoJSSgkZFaBpNEYiDxAUGBaZgnHkLsU+c9cwdLURRFeVY5ADOV+oCf1l0enHJZAvP2tjEVVFIURVEURVH2q8UzTX79swV4fsB9q12kJ2kxU8xbEMcwNQx9zx/ILRmQLZcoJRMTVwoR/QHThkZoLke1mkwZ0uCV6TUaKKdMpK5RMS1SXpRxFGIyQDtJUSAlB8Z/trUoMUIbrfTh0lw3LE4AgioJXBLogxOzwymKoijKgUZKOefpbE8FlRRFURRFUZQDgmnonHxo4olXnOKkdyzgnm+sphKPU7IszCBA830CwwAh0Hx/0vqeoVONafi1YNWdsxYzd7SPplKFWDlkxEixLXkQJ5VKtAQDAAToVGkAtqLhAJNn79NxGSFDw+EzntS+K4qiKM9NB2Cm0tNKBZUURVEURVGUZ7XjLp3Dkhe0s+HhPKtWOoRmyJo/dWOZJs0Dw0hNY01nOzOGRiibJtuzWSQa7ce1sfjSufzu8xu5/ajDePFd93NQeSfJoEraqfCweQwH8SiZsEhJTiPEYpDZNLIdSRywAIlOBYcMPjr69H0PiimKoijKs5UKKimKoiiKoijPepnpSY6YnuSI86PL31kxirx3G6bnowlBd2sz/akUhhuAgP7WBpZ9dCnhSJXOoTzpcpmSrqOJkFBaWE40+1s3BxOnQhMVJJCnHYdMrfZSkSwjBBiUaaaFUeQPboY3nbQ/D4WiKIqi/MeooJKiKIqiKIrynPP2HxzOzz8WY/Rf3ViORyLwmTHLZHh7iJeOs+z9C+g8oom131tJ28ggGSPO0m070ZCUiDE2CU6AgQEMkQYELhY6GVoYZpC5CCSNjJLERQCyo2U/7rWiKIpyoJGaGv6mKIqiKIqiKM8qhiF4y1cOBg7e43pzLlnAyssfoLVcJkBHAgYBTu12QYiOJKBClUYgqq/UTwsaIBEEGICLhod58dHP3E4piqIoygFGe+JVFEVRFEVRFOW5afM/tpEaCkg6DgYhVSx0PGI4JKnSTIEqOvNYPeWe0exvOh7tbCZLN7FYEeOVuf/8TiiKoigHLCnEbv+eC1SmkqIoiqIoivK8teX/bSUZuDQHFQBCwCGFROIgqGJQwSRJiTmsZJBpxCli4BJ7zYlk2soYN6bhBSeR+sbFCE39ZqsoiqI8f6igkqIoiqIoivK8lW43CQwJfnQ5+t1YIhAYgCRAxyRE0ME2OthBiGSALjp+c2Gtldfsj64riqIozwLPlYyk3VE/pSiKoiiKoijPWx0vngtJh4oe/dYqAZ0ACbTQyxE8zInci45BSJaQNJBEwwfP359dVxRFUZT9TgWVFEVRFEVRlOet2Wd0MtKUpT3oJ8MIZUwCNAQBXWxDEGUvBSQZy2MCHQMdBgr7r+OKoijKs8JzvaaSCiopiqIoiqIoz1u6qXHuI69i5NITKXa1YDQIdOGTokRY91HZIYaPiSTKZhIE+LH4fuu3oiiKohwIVE0lRVEURVEU5XnNaIhz8C/PB84HwC+5bE5/hSKNCFxCdDQMPEASYlBmmBYy+7XXiqIoirL/qaCSoiiKoiiKotQxUhYJqgRY9NFOhhJZysD/Z+++4+O4y8SPf74zs31XvVqWLfcW24kz6b1CSIGEdsAdhPY7ejvgDi60O8oBB0dvR+8tgRwkIaQSUp1Jc9y7LVtWb6vtM/P9/TGrleSSQhwrEc87L8WzU78zO9LOPvN8nwGFwYhRR9jXGInQNLdUCCHEc91M6eZ2JBJUEkIIIYQQ4iCRWBZyIRoZwWSiILdGY/gWXlShInIpLYQQ4u+b1FQSQgghhBDiIA27rkE1GyiyePi44RDK0oBLbLaiPXvNdDdRCCHE88BML9Qtt1eEEEIIIYQ4WHMN9d2fmu5WCCGEEM9pElQSQgghhBBCCCGEeBbMlIykI5Hub0IIIYQQQgghhBDiaZOgkhBCCCGEEEIIIYR42qT7mxBCCCGEEEIIIcSzQM/s3m+SqSSEEEIIIYQQQgghnj7JVBJCCCGEEEIIIYR4FkihbiGEEEIIIYQQQgghDiKZSkIIIYQQQgghhBDPAslUEkIIIYQQQgghhBDiIBJUEkIIIYQQQgghhBBPm3R/E0IIIYQQQgghhHgW+NL9TQghhBBCCCGEEEKIqSRTSQghhBBCCCGEEOJZoJnZmUoSVBJCCCGEENMnk0fPeyv0jQCgAA3oz7wW499eMp0tE0IIIcSTkO5vQgghhBBi2vjL3o3qG0GV/wOFR4jih24k947fTHfzhBBCiGdEK3XEn5lAgkpCCCGEEGLaqM5+OKhrgIlLiBGMr98MWk9Pw4QQQgjxpCSoJIQQQgghpoU3ViDo7KYILkuD4JICTEqEGcT//u3T10AhhBDiGZJMJSGEEEIIIZ4FRr7I1IDS+KVpkJ2kAHXL49PSNiGEEEI8OSnULYQQQgghpoVqSKExCIJI/iHTNcDpi45xq4QQQgjxVElQSQghhBBCTA+tGc9KOhK1qOXYtEUIIYR4FsyUbm5HIt3fhBBCCCHE9BjOEHRyO3xgSQHaknugQgghxHOVfEoLIYQQQojpUZtEo1GVwNLku7kaDejGamb2PV4hhBAzmZ7hH2ISVBJCCCGEENMjW5j0vLfxHwjqKwXZS8Zhai0JIYQQ4rlBgkpCCCGEEGJ6REOUCBOiVM5WGjdpuHf0mDdLCCGEOFp8qakkhBBCCCHE0ac3d5GhPhiePH7KTJKpJIQQQjxXSVBJCCGEEEJMC91YRZEECg1YaEJoQkAIKOcr3bt1GlsohBBCiCci3d+EEEIIIcS0UGELk2K5JLc5acpEdpK7sUsuWIUQQjxvaen+JoQQQgghxNGnYmHi9JdfeZOmBMMaKKxeeqybJYQQQoinSG78CCGEEEKIY8bfO4D/2RvRP7sPN1/EQxGEj/IEl6aaiQCTQSQp90CFEEI8f830TCUJKgkhhBBCiGeH5zPvu+t45O2P8njDUmYND3DaLocILhZFLDQuZuVZbxqNTxiFh6KIwsd873fw3vs9FBoDDQ9/Dk5YMK27JYQQQoiABJWEEEIIIcRRpwtFLn75tWS9GjbNmsMljzwMmOSpJ0pXuTg3hPAoECNMCY8UVKZkMCgABkY5nwnAX/NB3E++gWI4ChevILm6ZTp2TwghhHhKfMlUEkIIIYQQ4unxv3kHnhtDm4pF+/swMIiQATQeFiZuZV6XECF8YOLCW2OVy3WbKLKV8QpN+JrvEUIx+sFZDJEnwRghioBiJFxL6PfvJdEcgZoEzK6HcOgY7bUQQgjx90WCSkIIIYQQ4mnztnTT+apf07kPakpDNI/2011Vx8b2xdSNZlm2Zy91mOzxOlAYzGdPJQfJI4JPCYWPj0VWJYnrLMFT3wyCukpFIAoUmXyPV1X+1aToQaFQlYCUpro4AC+6hgJJ8tQTYZjwW0/F+MY/H7NjI4QQQvy9kKCSEEIIIYR4Un7BZcvaIXLRKFW/f5DWT19HC5rZjGKRAcD1XR6ZdyWLe3aysnszI4UkaaoATQkLkyIACoVHDNAYuCR0gUHVQETniJMBPDalFjEQbqI920VHbhseESwKB7VKlX8MwEMzEXSKMIZJgS6W0vjNu7B+fA/p6FxCAwfop4lu2qlhmNl0YZkeoWsuxPr4VcfgSAohhPh7omd27zcJKs0Utm3XAb8ATgW2O45z4jQ3SQghhBDPQYX+LNvu2IeRirJ9Y5bi5n7it+xksKRZkt5LwsqxubGVUiZOMZpirDbC5evupaQijBgNRAoeB6pMBqvmUYqbnNJ9PxDkFjWODtI+sI+rHrgXnwguJgYePiY7mMsidhGmhMIDNAoPA48YHjGdR1PAwKUz2saj1atBKTpjrcR7s4SLYarZg4GPBnzCuNQAmhDpKXWXAHxMTFxmszHIkMoY1Ga2MkIVO1lEHaPMphcDE98zKX7iVsxECPWBy4/5eyKEEEI8X0lQaeZ4C5AE6h3HcW3bVuVxbwKWAllgB/ADx3G+/Uw3Ztt2LfA48FnHcb46afz/AGcB5wH3A791HOdjk6a3lpd7p+M4v3im7RBCCCGe6/xMga5tAww01FOXNBgcdlmYHyO+qB5lGgB4vuajP+tn3SOjrBzuZ6CuhrvNKrT2OW//buKNcawXLuHEWIkFc8LEXA/zt+vZ2VpPSJd4fFOe01an2PeTzXgb+smG4LjuIUYSMTpn1bH0wF5qx7JEPY+Qn2NL21xO6t3HOfk8m6pm89Cs2Vzct4nmTJrRcJIThtM8sLSVxxYv4ZQd66kr5IAcDYzyaHQhPaEGCIHheYwZVYT9HI9yKkViLHy8D48wCrDwmEsn+2ijhmFMlWc0GqM6nyekx1CYBFlGgfHuce35/ZwytJYH6k4BpRiz4tQWDUaZi0UOhYdVWU7hY2GQr6xnlFYyNNHANkLl8RoPhaaaAaoYpoU+jEl1nHxC6A/+gtwHr2OIZjzCVH/+IhKralCzatDDeazTF4Ax0V4hhBDiyWhmdqqSBJVmjvnAJsdxxqtefh+4GHgHcAtBUMkGPg4846CS4zhDtm1fDVxv2/atjuNssm37YuDNwImO46Rt2341cK9t2zc5jnP/pHbdJAElMRONFjR/3adZUKNYWj89Hx6+r7l/a4lYWHHC/MMXptVac/tuTdSCM9qP/OVo17BmQ5/m1DZFQ3xif1xXs+HxLImEga4Nc8tOn5qUQczU3NsFWoPdotAFj2VNBpGoybY+j5bRHK2NFl53BitiMntN7ZTtdY5qHuvTnNSiKHiwrjycCsOdnZo5KcXiOrh9t8YyNGOuYmWjYm4V3L5XUxNRnNw60c6BAZe9ewvMnx8hb5nc16VZ1aiYX6PYPKBxujx2D2pW1vpkt4+R8oqsrPa5y6rm1h2acxeavPacGIaC27e5RCw4YbbFV28aY9fDw7zs5CjLVlYxlvaYNT/KrZ3w8J0DpCzNC8+qolhSGHUh9o/BBXMUibCiZ0zzp+0eJV9x8QKD1iTctlfTGFOc2KIYPZDjm7/sIzmSY9mlbTjdmrb7dmEN5lh33hIuPbOK09sM9o5qbt+jKe4e5aSeftTGATaPmew6bQ7RpbWcWBhl6829hBZXMfusZkoeXLTIxDQUB/bmufZXB9jvGpyRGaaxd4TMzhH2t9Wza00HBzYOYc5O8KJTUqy9dQC3L8fJs3y+HW9loxthjZHjE2N72DPsUcxmSW0aJVuVYtPZ8xic38Cc9CgnRj0Gvvs4/RFFX7ya3OxatsYTeAM5Tu/sw5uVID+a5+72WSwc6CHVEGGdX0UiX6C6P0vR9OhJVhEfK5FLxdEpzeLdPSSzabShGUjFWd2b5q6F8xmKG0RGhjE9lyu3PEq06PLbFWdQl/c40FTPXDdNMaspeYrW3lHsfXvIhWEwmuTPy5bhWmGImGxsraEuM8hrHniMVN5kIB7ju2edhFUo8p4/3UuNN0zLYIbOmmYeXDoPE4+0KvGdc07H9DWeaVCVyVMwTJQOgiPZWAhQoMEoVmN5RfyhAq5p0BbRDFUVOHn3Pj51/bV8/9Qz+N6Zp8KsWu6tbuBfb7qZ71/5YlzTZFNjE5bvk1ibYySW4C2fvo9T9+9gQW8f1x+/hlvnLyJu1mN+4V5e+chDQTUiU1HtjeHlTFb3B9lBAE7NQrpSTZzT9Qh1paD49YrRTgarYrRk0gBUF8e4ffFitrbNBmD2UF/l98rEJxxy0UBPWx2ZZJT+9ItZ8/g2il4MgOioJkOUBPlKYClFltrIAL9ZcCF5K8xZ+9eyamAEjcdEFzYPJtVGmp/Zydrak4h7Wdry+7HwMCnhEsHHBBKVdhnkJv7GARkaDvmbpspzKjTH8wBg4lGFRwSAMBkMNDGKwCBFTPwP/JI0BglG6GMWWZJU008d/bjE8XEJOvOZKDQuFiWiaCzMcs0oizwGJUyKaMKUiEB52MRDKY2vFT4hrHLxcteIYlUplKlRY3ko+eDrIORmmeiQhVGXhONbsUyNiloQj4BhotM5MBVqVjXqhHnoNR2wdwB29sHiFrhgBUop9I4e9B/X4TdWY77keFQ8fMTPg2dC7+6De7aC56NOXwQL5Wl9Qggxkyit9XS3QTxDtm3/AXhh+WUBeAA4HzjXcZy/HGGZDmAXQRDog0AzcCfwZsdxesvzvBt4K9AGDAE/A65xHMebtJ7/Ac4BLgUeAv7TcZxvTpr+LwQZU8cDrwM+AKx2HGf0me/5k5KTWxwz6aLmlJ96bBqAkAG/v9LgRfOP/d3s931/lJseDmqOvP2SOO+4NHHIPP/0+xI/XR88U+nDZ5h86rxD7y88sN/nvJ+55FyYnQLn9SGakwqtNV/63AHWr8uyLxzi1rY6/OooKBVEkyY/MrXkwWiBUF2USzd10ZIpMKuvn1Q2+PJ30us6OOOtCwFY36c54xceo0WojQTfn8ZK0BiD5gSs7wdDwbJqzYYeDWEFShGz4MRmuHt/sMnPnW3wgZMN9u4t8Mn/7CKf1xi1IW5a0kJvLpj/k2coPnibhzdaxPJ83rh1N835AmhNtuTyW3s5s0aDzIaFC8Ko1jA/ejCoA7OiSnHZI3swtWYsbLGpror2XInRxhg7x1weXjSL9qEsc4ez9CYjbG0JHo9+QhP84kUGp3+vyGABUIpECFbNNrmvO2j7V1YVuP1He3jX7+8hXihx9TuuZNX+bj72+9t5xdv/gQ2zm0FrPnGGwecf1IyVAK2JD+b44k9uZ/Zgmm9cbrO/McXKnjR9NVWgNbGBYX6/dC4vO87iM2s0v3zdvbT3DQPw89NX8MnrbmPnrGZ+ddYpaEPRGzLJpcdoSFicvH8I31D8dPV8OmuTQUMzJX70g+s5ZU8XAEUsxqwIb/1/l/LYvBYuWLedt934ML5pgNYk0kWKlsW/v+48zljXyR/PWMSHf/9XoiUPtGbBgSFiOsP+ugbau0YBhVc+nwygp66KL738bE7cvZ5rbr4FgD+sWM4b/vE1FC0LfD/IHNGaVz5wF7+89uvcuWA13zn9nwj7mrxpcMPiFi5ev5mv/PL/MAjyWj56xYXcsfw4zuwcAGAwGmLEVMzJuhQNxfVLW8mHgt+Nd9x2D//6pzvJEWd7Uz2v/eeX0p+Ko7Tmpfdv5uX3bCQTDfPef7qQkVi08itw9d2Pce6GPayb28yXL1xD6sAww9EYVEWCH2BuzxCf/tVtfOxl57J91kQg5LV3P8S8vmF+d+JyTujq5LO//wOeYXDz0gVcsX4rpta86cqruHblKgCq8kW2fv6/McrXdQqfGNlyNzFVyenZH6vlltkruGLvQzQUxoDgw3KIOpJk0MA25jJGgnC4wIGFNWDAi9bfWw7KaG5achK9oQZG61OV9i7euY/azvHAjmYJuwmCNoocYYqEGW40WTm0mYSbA7zK0990uZUT93KDffCB3kgLdcUBwtotj6Eyh0ecEglCpDHLAaxxPiFy1JAnSV2lQPh4xSUDMMpb0ZRIYlHEwKusO2iTUT6WLoM0s5cllfUv4HFi5DBw0URQKDQagzwGHi4RRmmrzJ+gt/zkO/AIkaGBEEWiDKDQpGkmyXBl+wVSaEws8mgUGgMTtxxuAw+r3D6fCGPlratKm3W53QoV1PLQBpVqU/98Hlx9FvqcT6OKLj6K4qqlRNd+ABU5uveb9YM74ZxPQi4otq6jIdRtH4LTFx/V7QghZoQZm87znpduOOL30i9du+J5v9+SvzsDOI5zOUHA50eO4yQJgkr7jxRQOshrgbOBdoKrtZ9OmrYPuASoAl4MvIGgO91k/waEgMeAhycHlMq+COwGfg78F/CPxyigJMQxdX+XZlPw3ZSSDz858mfHsyZX1JWAEsB19+cPmafo6UpACeD7j3mHzAPwy40+uXLe4740/HlXsMzoqMf6dUF2w/ZoBD8WmggkqYM+E0MmJMJU5Uq0ZAoo368ElAA23XigMvzbrT6jQdyGoUIQUALoywUBJQBfw4YBgk+u8rZy7kRACeD75X178MEM+XzwHmwlTG9uYv7vPKbxih5oaM4VgoBSuf2ZqgQNmYljuH1HkZ88WH4dMmjrHsUsf2lPFl3GykGHqr4c+xqqAWgeC457XyrK+PXRI73wvcd8BvMTbc+U4L7Oiffi3lv6qBtMU5MtsGl2I5tnN3LZo5vZ2tIQBJTKbfzOOl05PihFNhHh3kVtoBRX3L+FE/f0BAGl8vSEaQbHeL3L/Tf1VQJKAKdu38/OpjruX7IAbQTtaip5bGtuYElfGpRiKBqeCCgB1V6pElCCIAsl4nqcv34XAJc9vDUIKJW371kGlq+55MHtPLqohQW9Q0FAqTw9HYswVqto6s9UjpepdeUrf/PgKKv39nHJxs2Vbd6zYEEQUIKJrkhK8bs1pwEwEmsk7AfLRz2f9tEcr1n7aOWiR2PQWVvL/KFMZZ2GBh0KsvvSEasSUAJ4rH0WYGDi8ZnLz6a/KgFKUZ0t8sp7NmIAqXyR2QPpyjJnbOnkHX9yOK6zj1ffvZ6XPbItCCgd5B233YenTAZT8YmRWvP6ux7htfc+yk+//Rs+/bsbCHs+sZLLCzbtqJyD982ZW1lkNBomHYlUXo93I4OpF3t1+QwXbNuLW0hSUiaeUuRIYGCwqb6Z3WYzGRIooFSMsGbjDs5dv548cXwUIXKceGAzpcTU4EOVn6aaEcIUaacLCM47s9yOKAWWDm0j6eZRGChC+JV3eTxXSVWGxkM6LYVewroElTHjQRPFMElMhrEOCigF+6yJMsJeZnEPF7GR4/EnhWTAI0uSDZzIFpYxRnLS0n65/SGCzCYoEp2y/iLRSghHlbeuynlZABYFDEqV+T0mMkcNSqhyHajx98mYFDAL1htkcPnlDCij3PqJY6Ura/PLx/rQe2nldunxfSr70d3wm7Wools5VmrdHvx1+znqfnV/JaAEoPIl+PUDR387Qgghpo0ElWamRuCpXhl8wnGc7nKg5wPARbZtzwJwHOdax3F2OY6jHcd5BPgJcMHkhR3HKQD3lrf5vYNX7jiOBq4uL/ctx3Hu+Rv36WlLp9MyLMPHbLg5lCViVl6yokEd8zaU8mlm10/8WV/Yah4yTyE7xqK6ia9fR2rnisaJeQwFyxoU6XSaRMKktjZYb43ngTvpi8rBma++hpLHWNiiYBpow5gIBAD1C5KV7Y6343Cipp46rKduq2biezQr6oN2trVNdOOoyZcmfXWF5Q1UAhFD4RD5yfVRXI9MeKKN0aTB4qbyG+v69CYnvlh6SqHLj/MoWAZ16SDYlg0F88eLbmXeqjCcOuvQfauOTex39cIqRhLB+luHxogWS2xoa2LW0CjJ3ESga3n9QSvxNe2DwXHsbKymPxkl5E5s2ygFwwvqFB0rkoxFJr7cdtWmaBlO0zA66TxSkMrnGYsG86WKLvHixJfjtGXRVTWRATf+VXdzW5Bls7G9acr7Y3jl4F5bPY0jGXY11eAaE/udyJeIFwuULJPDJZgWLZPhZIz75s2rjKvJZidmmLSt2mwQJOqeHKABhqMh9tZWTxqjWdHVzcCk7j6ugt5EcDJV512q8sXKtBes3zqx5KTgqWuqKfty2rZ9leG6SQFUgPqRDDX5HKfu38e8zm5aB4dRWtOSHgagKjv1qWbJQrD9RLFE0Zx4zzLhiTZftH3bxL7nCnzjrHNQ5QygMHmC0ItPbzxZ3kfFCEHAsUCMPWoun11zIUVijIXD/GbZMqL+oU9XMykRI4OBh0aRC0Xoqq6msW8I0/M4ced6Vu7fRT0Z5nGAeoamrMEzDUYiMZJunqk3okNoImisg955hc94Zs3ksJPPePe4IhEa6K1065tMl0NZXcxhlFo8QvTRRu+kzCHw2cZyCsTIkmAbK/CxcIkykdEE4xlNdfRglZ9cFyZHqpxVNJ5hNXm9cPCZ7BMiO+mVhY+JZtKHRjk3anxZvxycUpX1GZPmnFyfQ1fmOdTkVkw67ivbyS9qmDKXjsUw5tQe/c+mFbMPaQkr24/e+mVYhmV4xgzPZFqpI/7MBNL9bYawbfuHgOs4zpts2/408FrHcWY/wfwdBN3fFjqOs6M8zgJKwCmO46y1bftVwPsI6jVZQBi433Gc8yat52LgWoJaSS8GVh0uE8m27d0EXed+evC0Z5Gc3OKYun2Pz482aJbVKz5wksI0jv0HRWe/x//+OUssonjrC+PUJA69d7B7WPOZe1yiluIjZ5lT6iVN9tUHPZxuzZWLDV6yZGI93QeK/PnGYaJxg3WpONd3GsTjBtGQweZBjVKwtBaSpRIntSiMVJidO/Is7R5hUS1U9Y8QjpucfPU8olUTX5a/u87nrn2aF81XjBbg7v2aS+cr2lOK76zzmVetuKxD8/WHNKMuJCKK09sU57YrPv+gT00EPnKaQXUk2J87bh9l69Y8q4+P09sQ5/rtmpNbFW9cqfj8Az7XrnfpGvJYToHjuoeoH0hzfLLAl+s76M1btNfAd/5fFa6h+PQteSIWvHhNhC98uw+rP0dtCi5elSST9Zl3Wg0/3eSx5f4hDMvgjPlhaqsthmclGfQU/2+Vwcmtil+u9/iG4+JpxT+vMVkzy+B/HvJpiAVtf/gv/Vz/1Z0s6Ozn4YuX8UC8hqvuepREpsBvzzme5WfW850XhfjlZs3/PuyR25Xm4od2cOZ929mfSvDtq04itbiai9ZuY8+QQTikKFwyB6sqzAfPCdNRa3DTD/Zx22866Q+FKSUjXPngJuLpLPeuWMjG2S2U0lkaClkGW2tpHi6SypfIa4+7O1rYXZuibXCY//nz3dT1DxIuZsgV49yycinfe+GJZOJhlg8O8ca71pHYMwq+RmlNT32SW1bOIzVWZDQexTI9Tt69j7FwlFU7e6jOjaATJeKDEawSdNfGuXdRO+0jWTbNb2X93Gr6Yian79xD41iGx5tbmD2S484l84LqN4k4VdkC//nrG9k2v4YvXngRy3tHqc+5aNelLxrC8F3+/c93Mb+vn0zEZEtLM9877WRUKIoyFAcSEeKFPL4ZpjmdZU53Nz87bTVXPfw47//zXTTl+xiKWnzuvMv5xelr0ApM3+eMTZ38wz0bGYlF+OolNplIiOM6uxlJRPjQdfez5MAg3dUJvnj2St7+6N1Uac0tS5fypXPO5Bff+jWruvZxoDbFvfPm85krzmU0FmXN7v386hu/QgF506I7kaDWGiYXCnHX/IWcvGcfw/EYd86dT080SuNYgZc+uoGO7ADJUh6LEiEyROgnSxudVXW8/p9eRW0mz+d/djPhUvA78vMTlnH3cXOYOzrKXxd38PMffp+VffvZzCLSJKlhlFb6STJaCcy6hsEXzns5j7fN5du//CKpYp60SpLWjZXf5QQjQaYTIQYTSb78osvIRCK8/K/3cPmeOyZ1cRvvnFeYklkVTJ0cLJkcXAqGdoQXsLC445C/W0GgJgIoRknwKCdXpi3mMVrpLM+nGKKZOvopYbGF1SxlEwVSGAwTwSXIVFIUCJVrJVmEyGHho1BEGO8+aKGxcAmjKGJRIsjhC+OhMfEw8HGx0JgUSRBmGE2EULnoeIkYHhEMXMYzssafjKdR5aflKVTlqJhoFAYeVriE0hpCJtqwwPVAe6ioiWqpQZ+9DIbzsLMXTpoPH3tJMP7rt+J/72682mrMT12JeWrHYT8Lnin99VvgugdBKdRLT4K3XvisbEcI8bw3MyIsh/Hul2084vfSL/92+fN+vyWoNEMcFFQ6E/grcLbjOH89wvwdBEGlCx3Hua08biGwjaCGkknQbe0qgsLaRdu2/xuwHcc5tzx/PcGT3D4GfBe4laDb3WsPs73dSFBJCCHEDFNwNbdvKbDxwV7OHR6ifl41vQsbCNXHuP6+NFvu7qd9Zycr9u3kzo4l7G9r58Rde/DjYUp2O+fqUVKtFg/973oerm3m2pNOwDVN1uzs5IWP7iBnWcStAnWZLO2DI2gUPz51NSv39ZDMeCTjPttDFrcsXMzygUFe88g6ju/cS407TMGMAwrlaYajMe7tWELbYI62wT4eaWvFmdfGvOFuvn3BWWxqaeWLv/8Nb78n6DlfMgy2mQswShYL2VYJKqUjMf7fq9/N+Rse5Z/X/hGAQaOGvD9ReD9ElhxJQNFbXcV3XnQexVCIZDbHNb/9FTUMEyZLmCLgYTCeFaYr/1dM7Zo7OXfIR7EnNJ85pd2YeFNymTQxJifiP84Khmigln6Ow8HAr2QCTc4TyhFHEyFNnL0sQOFRxQiN9ICKoJNh4tV51AuPI70+T2K2RWR1I1yyBrW6HYoebucwxrw6TA06V4TqOHg+2vUxood/cIIQQoiK531w5UhmelBJnv42AzmOc3c5yPRz27bfAdwGZIA1BN3dLps0+0ds214P5IDPArc6jtNl2/YygquyPqBk2/apwD8BmyYt+x1greM4/wtQfhrcOtu2X+o4zrXP6k4KIYQQzwERS3HJiiiXrJgDzAGgozzthCtr4MoaYCFwHq+rLDV30hqCLlnnvWbRQWteUP451MuesEUnH3ZsM1TKTJd+upYd39hBUrkM1NQwf18/4ZzHn9uXcF7dLprSI6xPtdOeGaKeAXLKJGQEgZ119Qv5wK//yKxMb2Xdw+EEyXwBlwjgkyVRqTPUNDLK3N5+trW1ksgVGKaeEeroYHO5i54qZ+KMl7mOEmVyd4hgPR4GJcPC0j57Q3NZUNxLcP/LKOfujBfZnvzgZs1xPFQJUGlMfEL4RDDL3QPH1x8jBxQJtSiSXz2X8IpGzJooRuvkbpOByCFjAMsitKR5otXj3UwtE2WZh1tCCCHE34mZ0s3tSCSoNHO9geDJbR8DfkEQVNrOoXWPfkqQ1dQM3EUQOMJxnE22bX8MuJ6g29sd5fUcD2Db9huAM4CV4ytyHKfTtu23Ad+2bftex3EOIIQQQojnlNA/nswV/3gyVxwypYPg/hO0uh7+gTRGwqKUcfHzLsMf/j+W3vgY65uXMjAaIzkQRxEiljfIEimHZ6wpWUYaCBVc5nb1cdGD61FAmDxJRidVBQqeEmdQIkaW8aeaTb5pbeGTU2G2xubj+yFgb3nK1K5xCndSrSJV/i+YY4RGTDwipPFJlJ+O5mKUKzj5yie056uEwpJVJIQQQjxV0v3t79Sk7m/tjuPse5LZn6/k5BZCCCGeBb7rc3fH15mzfwSPEAZe+TH3mjHDIOWXUMD+aC1pnSTku7SURgCDBMPMZ8vEuspFq4N6QvlyEMgv11k6uFi3YkzFsFBEdbE8n1uu0GSUlwkDJj4agxwKcLFQPd/DbEpByUV3DaMjIVQ0jM4XMCwDGqqO3QEUQghxsBmbzvOOV2w64vfSr/162fN+vyVTSQghhBBCPC2GZXD2vnfiZUv4I3kyzgGKa/dTdXEHkTPmogyDTV98iPw1D4GGkmGRtsK0ur00cWgis4+FgUeQpeQd9HQzKsOgSepMZYpPHIUBFHHLT43Tyicc8Rhrm4ORzmItnk34undjNpafWhiyUHMbJh5zT+xZOkpCCCHEzCdBJSGEEEII8Tcx4yHMeIiay1Nw+eIp08IXL2HOB25mr9VMSYUZNeIsZpgYhSmFt3W5LpLPeE2k4LlnIUr0hprwlUFrsbuyXrfcic3HgFCM0IdfgPm2CwhXxeC+zbBwFrQ3cGg1JCGEEOLYk5pKYkZyHGc3MzjFUAghhBDTa/6KBN+5bBUr7t3NooFOkrqfGsbIkUChywW5gwCSwRgKv1wNycMsZy3Vu0Pc0nA+vflG5mV3YWgonHkq9X952+E3et6qY7Z/QgghhJCgkhBCCCGEeBYopZj1Jk3/1R2cfv4bwPVRIxnUG39M8S+dKB3GpIiiiIkud2MDylWQND6WhguX7qd3NEqh+niSH76c+hcc/KQ8IYQQQkwXCSoJIYQQQohnjWlpjOp48KI+SfyODxAfnziUJlP3dqY+b21yIrVP6EWrafu3lx6LpgohhBBHnT/DOwgZTz6LEEIIIYQQz4LOIYaoBvxJI4Ph8ee+6faGaWiYEEIIIZ4KyVQSQgghhBDTo6OBZnrR+AT3coNQkgaK1GKRRRWkCKQQQojnr5leqFsylYQQQgghxPQImeV6SgAmQW5SEEQyKFGiGn+GX4wLIYQQz2eSqSSEEEIIIaZHyEShAYUu5ymNsxjDI4KxbNZ0tU4IIYR4xvwZfm9EMpWEEEIIIcS08HYMlIdCGBhM7uimgL54HNU/Mh1NE0IIIcRTIEElIYQQQggxLQr9RSBEkDxvARHGA0saMHUBMsVpa58QQgghnph0fxNCCCGEENMi2pFkahnuoBucD7jKojXXCxccN02tE0IIIZ65mV4bUDKVhBBCCCHEtDBaqwG//MrHx8UjFEzT5dGF0nQ0TQghhBBPgQSVhBBCCCHEtNCZAj4emiIeHgYuFkUUZjl/SeH93yPT3EohhBDib6eVOuLPTCBBJSGEEEIIMT0yeQw8NBqjkrEECg8TF4B8bf10tU4IIYQQT0KCSkIIIYQQYlqo/jQKMNCUiFfGe4QJSnVrzJVt09U8IYQQ4hnz1ZF/ZgIJKgkhhBBCiOmxqIWgdJJBiBwuUTwsLAooghLemfv3T2sThRBCCHFk8vQ3IYQQQggxPSJhqFRPAosSTOoG52JR9YIF09I0IYQQ4mjQzJCUpCOQTCUhhBBCCDFt1ONfQJe7ugX/BUElH8jf8B+EZ6emtX1CCCGEODLJVBJCCCGEENPnuLko/RvYcQBueAQWt8KSWRjzmklOd9uEEEII8YQkqCSEEEIIIabfglbUu1qnuxVCCCHEUeUr6f4mhBBCCCGEEEIIIcQUkqkkhBBCCCGEEEII8SyQTCUhhBBCCCGEEEIIIQ4imUpCCCGEEEIIIYQQzwJ/ZicqSaaSEEIIIYQQQgghhHj6JKgkhBBCCCGEEEIIIZ426f4mhBBCCCGEEEII8Szwmdn93yRTSQghhBBCCCGEEEI8bZKpJIQQQgghhBBCCPEs0EoylYQQQgghhBBCCCGEmEIylYQQQgghhBBCCCGeBf7MTlSSTCUhhBBCCCGEEEII8fRJppIQQgghhDiqCrkS1y39HV7Ow42FuPbtv6J5RRXRNc2s/sBxhGrC091EIYQQQhwFElQSQgghhBBHjdaaXy68jlwszIG5s8gkorQMj1B6fABz7SjbvrWdl+++EisVmu6mCiGEEM86Xwp1CyGEEEII8dQM7xzFD5nEXI8Fe7tp6htme1sro9Vx5o70UJUv8O2XrZ3uZgohhBDiKJCgkhBCCCGEOGpKWQ8Dzfh92Zb+YbSGTCLGbaedyEBHgqY9+6e1jUIIIcSx4qOO+DMTSFBJCCGEEEIcNfGWGEpPvNZAzegoo4k4Y9Vxts6ZS93Q8HQ1TwghhBBHkQSVhBBCCCHEUeMVPKySj/I1ytdYrs+lD6xj2fY99KQS+KZBsRSZ7mYKIYQQx4SnjvwzE0ihbiGEEEIIcdR4fUWKEZNIyQcgWcjTkh6lJT3K3p2N5MIxumtrp7mVQgghhDgaJKgkhBBCCCGOmvicOIWwhWd4QbUIFTzlTQEnP76T3voqdsxtmc4mCiGEEMfMTH/6mwSVhBBCCCHEUWPFTQzfxzeDKgtjsSgFyyLiuhQwOWHfHsLKm+ZWCiGEEOJokJpKQgghhBDiqBnckUZpTbjgEs+WiOZKjPlh9oVr2T2nGYDa4bFpbqUQQgghjgYJKgkhhBBCiKMmM1jEdH0iJR/T14Q8TWd9LelEmN6WKg7UVLN9tnR/E0II8ffBV0f+mQmk+5sQQgghhDhqvFwRQ08dF/J9tiybSy4e46+rl1M05L6mEEIIMRPIJ7oQQgghhDhqopZBNh7CN4JbsMrXDNZVMdBQTSkUYiwRJ5EvTnMrhRBCiGPDRx3xZyaQTCUhhBBCCHHUNNqNeOEQYykDbZrE0gVa9g1ROzLGpqVzGK1O4JnmdDdTCCGEEEeBZCoJIYQQQoijZmygCEqRq4qRT4QZakmRSUaJjrjYD2yjfmCYFXt2T3czhRBCiGPCU+qIPzOBZCoJIYQQQoijJteXI5IrkY2EKuPcsEnUK2Hic4bzOLpKMpWEEEKImUCCSkIIIYQQ4qgp5V1C+SLKi6JNg0ihyOLBLiJuUL27EDbZUVc3za0UQgghxNEgQSUhhBBCCPGM3PXlLWz52iaU61OIW8RMRSSdJeUWOHvXZg5YTYALQKTosbx3z/Q2WAghhDhG/JnRy+2IJKgkhBBCCCH+Zt89/1aim4eIKBhsTpJI5/FNE8MHy/UY0jUYJV2ZPxcOUZsfmsYWCyGEEOJokaCSEEIIIYT4m7g5l2J3Fj8ZXFLGMoXKA5IVMByJk1FRtFZoFArNPccvYSy5kvbjr6OhN40xZGCGFWfe9yISy6VbnBBCiJnFY2anKsnT34QQQgghxN9kYMsIlhdcLitAo/HHJ2pNqOTSn4wBihIWg9EECx8/wCn37CA14LF5fgcPn7aQUgHuOfmGadsPIYQQQvxtJFNJCCGEEEL8TYbXD0K5Z5tnmZQiIQzXIz6Wx/I1hobBmjjFsIlrhqjqzxNSHkXLZP3SOXhW8BS4TSe1M3drN9ed9FuqOodJ6hL7qpMMVoUo1MfZXV3DKXM9LowOUPfeF0Bdahr3WgghhHjqvJmdqHTsgkq2bdcBvwBOBbY7jnPisdq2EEIIIYR45rTW7PrDHv7yjd0M9eQoRhTzchlGYgnckAVK4YdD5JOK1EgWANPX5MMhSqEQYx0J9s9rwHA90vEormURLpXwUkkyqzt4wf2PkMzk2FVbx1te/WIGknHsvbv57Q+/gTJG+deLXk7/e9bxl7mL8cwIIV/zgsc3ceKBzSzr6saZtxDXgqqxAk7rAlxD019lYRYVVW6RBU2KpTt2ks4rop5LqxrlnDeswrpoNbG4CVUJzFwBEtFpPtJCCCHE88OxzFR6C5AE6oHZtm1roN1xnH3HsA1PiW3bVwPXOI6zcNK4DmAXkCW4J5cF/gr8i+M4u499K/82tm3vJti3nz7D9ZwG3A6c4TjOw+VxFnAvcB/wDeAh4ArHcW6ftNzFwLXAGsdxtj2TNgghxN8brTVKTdzu0r5GGeqw0ybzXB/TMirz4WuUGbz2fR+lFNoHwzz88r4XzIMCfA1KoQyF72kMU+GXPJRl4BV8DAvcjIuVCgEKfI2bdwknw2itKfVlcMNhQpZCexptgBE2KA3kiTTHyHbl8KIWsaRJKGRilNvtehrLVIz1Zul5oJ+WkxrQIwUynRmSCxKEauMYUQu/4GElQwCMpYuECh5eLEQsYVLM+UTjZtB21w8CIAWPfTvGaF5SxdBgCa01TbUW/bszjD7UT34gT2HHMInWGNH2FCXAiJjMOquRUl6B9sgPFRk7UGDW4ihF30THQoSzRbJ7suRrwkSiIRpX1DC4fRij4OElwvhdY+wZ0ow9MsCi1VWEa0KMxCJ4/VnU9VvpT8VRnaOM7cmQ9k1KJZh3eiO9AyW6No7Q0dNLNGxyoKMJ37LIdeUYjIYItUeZs2eYdCLE8tAYO2rq6T0AdaMj1GVH6e1oo5jXeNoAz2dOJMcDyUYiYy5R7eFGQ5iZPEoZWPEwob4MhmnQsn+YeLaIF4WhuhjFWJSQabKtdRazB4e5cPdG7li8gqwVC96vsEXJMrFcF0NrojmPkhGic2ljcNwtg4jrUgqFKITDFEyfRX2DpMMxRlWIdbPqMQoF3uRsYEHvILcsWM3/nnUya+csAiBUKlEKhVBas619PiP1s7ljuUft4AGc+a2ctH8bVaMDDISq2JKcw4FUdXAyRww6Uh08+KX/oKsqzrzhA0TuvpOw7/NI6yK+cdqVXHPb91Ha5+MXXMmO+hbS4RR16TzJaouPv74JY8d+fme2MW9BNafMNlhUq9CApxWWASVPE7GkwoQQQoiAf4Trs5niWAaV5gObHMdxbds+hps96pY4jrPPtu1m4LfAj4Gzn84KbNs2Ae04jv+kMz8H2bYdchznPtu2/xv4qW3bJzqOkwM+AcSBf3UcJ2/b9vuBH9m2vdJxnOFyttoPgPf8PQeUNn34Ifb9bCfJ5TWc+JOzCDccu7uhOz/s0P2/W4kvq2b5b84n3Bw74rxuweO2Dz7MAWeA9jMbOe9TJ1S+3O38xKN0fm0z8UVVrPzNOUTbEk+7LcPOAUYv+y7x4TR9Lz2dZT97ySHz+J7mvvetZfOdfRQNRTaVwDqpjdf+21xqG8P89Ic97PvBFhK5PMsub+PCj6wAoDhYwHndXxl6eADPUqiWOGv+60R+8oDLF3vj5JTi/939GK90tlBsiLGhuR4iFqe9bymrXtUBwOCmEb77/i0MGmEWtVu8/msruOuWYW66boDqWot5G/bS01Mk5Hqc8s5F2K+fz47be7jjU+spjHmEkxZzTq1n3/0DJJoi6HSJ4X05arTPi354KtUn1DP8ww30fuhuzLoobb94EdFVjdz67d04v+vGKpRYtSrC8tct5M+f3kxpuIAxmEUXPVL5ErUNEewvn4LVUcVvPrqF/m1pIvkCUc/l3hev5M5QDa/ftJPY3lEaDwzRcGCErrYaauoVtQ0RBh4bwg2ZdLx6AWd9YBm3v/g2zNv3oYDa969m1ceP56b3PMRj2zy8SIj5NS5jjw9gFD2qh3J4s5KcvG8zu6xGRrwwA7Upti9qQ/mak9ZvI3F8HX1DHs2raznvE6vofMMdjNzZxaAbplSCTEOCrpY4pq/JJmMk0nmqhsdwIxYr338cgz/YQmGwwIoPreTeB8YYvbsLrSCfiDN3Wy++0ngxE7MuQiSd57EFcxmLRkFrGvpGOOuBTSR1AcvwGU3E2V5bj4oYmNkiyUKRzrYGimELozlBumiSGByjfVtvUFi4OowbNkFrzJBB1YIkoxtG0ApiOZexVIw5A8PUpDMMxaOMxGIM18SoGilS25/DDRn0zk6Ryueo7snhewauZbLuxA5qBkdpGBwFQCtFOhVF+R5aKaKFAguGBom6Lp1NDeyPVpOtjZOPhwGYv7mLlp40Eb9EqVrx0/NOp2VkjJgOHtOeHE4TzhfxDYPBxlqqCgWO27KTB5cspH3nIMrTHGipor1vCMP3GWhKMdhYQ7RYZMHGAxyYVUUmGcW1TLa2tTIWi3LKpm1c8dBDeKbB47Nmk7ZiZKMh0tUJSiGLdCTMK+9aS6JQYG9TPYWowZ7aJkzts7WtherRLPa6XVSnCxTCJjvnNZKpihIplYik8+xcOAfXNPFLHt2NtUSKJS674yHaBkbob4hjlHyGw3H2tNRzu72UxFiGq29+kFSuyIZEhJ76FBuWdeBbg5zz+EZqB0fZWd+IoTXhoodWkEnFiI/kyYcUi/sGqR3LcaChhhvPXMPSfXvJRmJ4lkVPNMKt7bNY0TPAmoFBLK1p7+ljT1U1ltbUDXUFt5Q8n9rhIrvzLqUqi7DvU4wrVvR2Muj7bK5tYU9dHYYOuoONpuJsnN+Op3pp7+tnTlcvf1wxn9tnz2IsEsbSCT74cYe8ZfKVs1fTPgxXP6ZpyA6wZFs/Yd8nnAqjQxa9P97FcE2EqKU4kKjF8DWRrWkKyTAGmvqMj9pcYE9Viq76Bsa6eoj2FAnFQwxX1zCQqibanYOwwfZZTTywqAPL1ywdTROq92gcGEKbJhHDxPA1o7Eoek6Ck+/dRjJTBCBvmIzFgs+tsOfRMJrm/044gRU9B5g9PMjW5rbgD7jWKF0O3JkQHXOJp8dQ6gC3nLmcoViUZLFIU76IrxRuJMz6BXNZu7CD65trGY1FsDyPs9fv5PQ9+3ENxVfPjk98RplBt7n6bJGWsTxN6SH++f4biBWz/HvNS/jFstOJD+XQwFg0xKLBXroTVVy8ZSOfuOcGhuIxVvbuRpX77j3S1M6bL3wVZ/b1cMfCEwh5OV6y8WHefeUb8JXBI3M7sLTm+tsMarIWP//x9+msruHi8y9mf1UdHkZQqTRiglKAT1MMenNUjsfq3n3c9fWPUhXW8Kt/gRec8LQ/O4UQQojnGqW1fvK5niHbtv8AvLD8skCQqfJayplKtm1/HDgLcIA3EHwsf6o83w+Ak4CtwD86jrOpvM47gUeBhcC5wB7g/Y7j3FSevhr4CrACMIH7gXc4jrOjPF0BbwbeCcwFRoDPEmTX3AGECbKRAC4DdhNkKlWyq2zbfgfwGcdxUrZtfxr4B6AJ6AG+6jjOl8rzdZSXfRPwL8CC8jbPBT4EzAMywP8B73McJ1NebjfwXeCC8jHYBbymvE//CTQCvwHe4jiOW15mDvBF4EyCy98/EGRTpcvvw6VAEXCBex3HubicYfRB4Opy+zcA73Ycxymv84dACCgBVwC/chznrZMyk9YCvwJuBk5zHOexSe/9/wEZx3FeZdv2rwDLcZyXcmw8+yf30zTw1x7uf+Etldcdb1vKis8fmyDryH29PHr6HyuvZ711KYu+cfoR51/3k53c+1/rK6/P/eTxLL1yDqOPDLB2zcR6Wl+/kBXfP+Npt2fH6q/Sum4itpi+7f00nz9nyjw7r93Dnf/2cOVLNUBvYx2LL53Nmksb+dHbH2N232Bl2hXfPIn20xrY+NFH2P7ljZXx+YjB4JJmPr16BZ3xIJBm+j43f+M6anIFdsyup68+BQpef+v5xOsj/OjlD/C4O/EF5rKX1fPrP6TRGiLFInN6+irTYpkib7z/Ir5/we2UCl75CwWgNWgOed7DwrDmoj+dx9bGb4MbxJZjZ87C+OYl/Pi9E+2Oj4yRagwzNlginM1jlP9eK1/T0JchOT9F9rLFbLxzoLJMYmwMD7hl+QLO2ttTGb/qkV3kLIvB2giJXLEyPhePsPwf5lD8z4cIl9viGYrqb53FzT86EATyiiUa+ieOc3ysSPVQjtGmGMmBPNpQ3Hfq8kptlHChyPxdnZX5l9k1JH68gRwhssbEe9kzO8lYTQTD9agazVfGj1XFqe9NA+CbBv0N8coxLIZDhAseqXS2Mn8hFmHL0rmV121dA5zrrCdKqTLu4VlteOUvoRrob60BFXydzCbiLH94L+FiEJzxTEVf00TA1fA03njWgdYs7uynqjhxDLc11zFSFWfetuHKuOHaKAfmVrPg8b5K2zOJMF6MyvmhgULYwDcUvqFoHxqiY2jiMeu3rlrJUEMVAInRHKucvZVpSXI8vGoOPc0Nwfq1pnFf75TjtK+jjTVbtmP1u8RHywGBpAnGxPY3r5wDhiKZyaJ9jW8o9tfX0tnYAMAHfv9/tIyMAOAaBjesWE0pGq6sQ/k+L3ow+JOfC4f4y3HLKm1EQeP+QeZ0pyujehuT7J7fBMBgVQo3EsYolNjb3FCZp6V3kH/48wOkI2H6U8nK+PtWzmfFrgOs2N1daf+1F59IX2NtpS3v/f2NPDarDYoTv3euZZCPRejo7KM1PdGW+1Yt5vGFc2gfmPj9eai5kZjrsXRo4r30ii5zOieOLVrT0pVFRaA6O37eapoYwsSnL5pgXUt7Zfl8LMxfTlxBybKCoGf3Ab41+TgZinnDaXIYDCai/PdNd5Mslmjoz1KdnjjP9rRXkRwukq4JT5yPEBTFNqb+lbFcj7+cuopYocgpD21jpKkc+Pd9QoVS5Rx8bM4sHumYTUc6Q32xSO3oGLF8gUhp4ncnMlpixeP7Js6tkMHu+dWVdexqqmf9nDaueHAdWvu44RBeyML0PJKjOQw/+LtVfyCH4UNnSw0NQxlKlsGN56zET1i0D48wUB1kEm1NxLijqaay/dc56/jIrfcA8P6rLuD3p60G4KWPPcBti1bwgs1b+fZvfkrczWCWS4TnrBDz3/1JCiWTsOvyiz/8gLM7dzAYjVFdHCPiu+NnB4rgPdxS28zSN/0XdbkxBr72TgC6UjWEPY8rrv4gj8yeRz408ffrfXfeyqdvuJ5XveJ1/G7F8ZMOvoKwyZF8/M+/5mO3/BZqEjD0kyPOJ4QQf4dmbDrPGW/tPuL30nu+2fK83+9jkpvrOM7lwM+AHzmOkwQ+dpjZzga2AS3APwKfB74HvB2oAzYRBIkmeyPwZaAG+DTwu3IAB4LrzY8DbUAHMAZM7vL1lvL0t5aXPwF4wHGc+8rTdjqOkyz/3HlwY23bnkUQRHqwPGojQSAnRRCs+oxt2y84aLFXA+eX5+kjCGS9urz9s8o/1xy0zOuAtwG1wGPA74DzgNXASoIgzyvLbYoSdEnbSBCoWg7MLh+j8fdhL/Cm8n5dXN7GJ4AXEwT+6oHvA3+ybbt2UjteDtxEEMj6l/L6XIL36mrgOuBjkwNKZW8EzrNt+xfl4/P/Dj6Wz5b0pC8Pz5VhXZqanOaX/GPWhoO3XcgUnnB+3506f3Ysd9j1FJ9kPUcaVq43ZT2Z4bFD21CcOg+A0uB5mnQ6izooKO65wfE8uO0QdJ2ZnHrqK4VXfj3xZRF8N1hn6aB1lAo+R4zBa016NI3vPbXkQ8/zSQ+nYdL8uuhXtl2hgu5FQRsnpunyj1fwKGSLUxbRKJQG46CYqh7fy8Psg1/SU46l0hq/5FcOjDp4XWp80kRwYur0qZ+NXtE//Kb1+Pamjp7cFj3R8onph7Rn6hy+cbjP5if+vDb8ifdC+Yfu7xNR+tB9MHx9yA6b3hPHuU1/6vljTjoO5kHno19+n5/sKsQzDIxJ59nkdmpVeSMrWR/luSpDljfxO2gcpnudVpPejYN2T6tD35vJr7VhHDIOqAQhDj7uhq9J5Cf+3iiCoOPk9ZWm7MfEnIc7Tv6k/R/nGoqwN/XvjvIP83utwJoyXuGXV1ayprbB8Cf9finFaDhyyOqShSKJQol4ySVZDAI6h/u98A7XPfEwowytSWbz5MMhDG/y7zYTQW+oHM9weV/Gn+A2WSQftGd8LYaviWeKFE2T7poqHpvXzgnb9uGbJkqDtkx0yMSNhhmtS4LWRLJu0BMSaOsZIVYoUZUpcMF9m1izaSdtff2M/4FtyuennHfLu4MAfkkZvObuDfzgZ9/ir1//KJ/9v1+z6zPv4Lu/+gFRtzTl70LMLRGxfLSCs/bt4OzOHQDU5XNYU97OYG994JozrwIgHY5WPhuax0ZoyKa5ZMtjNGTGJi9YaWPMLU0Z/2S3s0pG+fwoBcs/V65PZFiGZViGp3t4JvPK3zsO9zMTPJc6fG91HOe7juN45WyjAeBmx3E2OY5TAn4OHJzS8XvHcW5xHMd1HOdnBJlOrwZwHGed4zh3OI5TcBxnhCBwcqpt2+OpB+8EPuU4zt2O4/iO4/Q7jvMgT26DbdvDwAMEAZrXlrf3U8dxuhzH0eUaQjcQZBhN9gnHcbodxymO76fjOBvK299OUIfo4GW+c9AxmA/8u+M4Gcdx9gJ3TjoulwHKcZyPOo6TcxxnCPgI8Jpyl7tDlDO23gV8wHGcneV2fQ84QJDVNO5ux3F+VZ6enTR+V/mnmqAr4BSO4/QB/0wQgHuz4zgDB8/zbEmlUs+54frzWmh79fwgM2BZNQvfv+KYtaH6rGZa3rgYDEVsSTULP2E/4fzLXz6XljV1oGD26Y2senlQYqz65EZmv21JsJ6FKZZ88onXc8T2fOUlpJNJfKXYc/HJzL9q+SHzzLtyLrNPrMMsX3znYhEiC2t44auasdfU0n75HMaiETQw98JW5p7RSCqVYuG7l1O1shYUeBEDIxXikvcv4lXxLAnXxdQ+b77vceqyebLVEfqrgz8L9psXkGwOunVc9m+LqM7lQWs6qnzOf10bl1xVj2FAtDlGbSyoFRPOu6y8eh71zTWc+6EVGFbw4WCEFHNOrccwFYmmCMnqIEshlStyyn+fSE1HI02fPxtCBmZjjOYvns3c1VWsPL8e0FjFEvMWhLnow8uIpCz8RASlgoBHKl0glLQ44TMncuGb55GsDQVf3HIFQp7Hvecu4Z45LeQaYqA1TQeGMIoeA7UxYklF1eIg+8UNmcx9URunfnAF+TWNeAp8BdE3LWPlaxewYLaJVSpRCoeIzasOuoOVPJIjeTKtSU7q2kYUF6U1C7fvw3A9TNdjzbrtNDQENW3ql1Zxymdtkme1EjVclBV850rXRhmpjaKBkZoUo9UJNFAKmSx97XyiLTGMiMHqj6wmsqYFTRAsyibjpIbymOXgphE3qR8ZJZorBME2rTFKHkUs3HJoLR2OBHWATIXSmupcjnApaLdREwVDsX9uPb4K2jZcE6kE7gDibbEg0KQ1sVyJvc11pONB2/uTMTzTwDVhuC44d1xL0d+apDqbwzQ8QOMr2HxcGyPJWDmDLahr5BtGEMxUiv3V1WRDwXE7UFeDkS4SHSuA1ozWxBiuDbKnDDyyNSHuXLWMtBXMr7QmX26TZxj0N9VTN5qmY383u+c1UCpntvTUVpONhSmELbpn1QTL+j7ztveQGA3O96ahYVLZLMr3uWfREjyCi57HZrUTHysQyeQqx6cvlaI/lSQfCrGrtZG24QFMz8PyPba0tbBp8RwGq4Iv6ZmoxUBtAsPzSWWzLNqxJzgUYYumgWFM1yOWy3PqY1tJxyL4caguZtDAgfoqNs5r5YaTluOWg4aj8TAde7qxSkHWySmbtjJsRciEw+TiIXwFrmmQi4WoHsiwvzZJb3WSommya1YjGxbMZs3OLSQyGbKmwY7qFFtqa9ibiGGUAwZNg8OgNblYpPK+KV9Tsgy8ksIvXwtm4yF8AzwUXcnqynhfwWgyhlcOoLX0D3Hqjk7aMuMFrH0WDwzxvj89xAf//BD1mRyPN9cDMFgToRAyg3OyKoKnFKanUS6V8zGSd7HGA/3l9pmeRzLvMpRK0Do4zEh9nKr+LAUfWg8MkSgHojUwlIxz3IE+agoFzJKLBxTCocpFbj5k4Ssfr3zMg/M8TNj1ae0epbU7zStuf4QlB/rIJyP4hpqaRWWZKF8R9jTFuMneRfVMjrqEXJ+Vm7to2NmP2z/EXbUpNoXg+l/+kHeuvZvvX/9rLty+hTwWvjZZ3jtIfU+UpuEMjzZ1MBhNEC5nHflYlTX/ZuXp1BQtVhSKjNRVHxTnCeYvGYogcRuuW7iG3y9aA1pz2Z51lYCurxRFw+SsHdvZV1VDyHVBa+pHR3nfnbfRWV3D5qaGiYCWAsIT+58ITdqs1iwc6Oa9f70BLBO++zbguXN9IsMyLMMyPN3D4vnrWNZUejIHDnqdPWhcFjj4rNt9mNezAWzbXkCQ7XRKebnxa4pGgq5yHQRd6p6uFYcrLm7b9rsIMpRmE1xWxAiCQEdsr23bFwEfBZYCEYJuer0HLXPwMfDKgZrJ48aPyzxgTjnoNZkmyADbf5j9aSAooP6HcvH0caHyvhy27ZN8guAm383At4ArDzPPePbSuiOs4++GUorj//d0Vn/r1EqR3GO57SXfPZPF3z79KW07nAzxkp+cWSnEO9nSr5/Kkq+c/Iz2of6CDkh/Gq/ksSx02JgnZtTk4l+eUymoiwJjUhbKW989C/+drcHd9Unjo80xzr37RWh/IpVDKcXnr4LPlHwMU6HUGeAHx+KM8p38yfvZckoDH/lTA17Jwyy374pXNnDpy+oxTQUsxHc9lGlUsjeWv2Q2y65om7LNycfPd/1KXSqA+n85kbr3rpnS9hd/aBGXf3AhaF2Z921/bqoUYfZdL9ieoSrbfc+vT8T3dBBQMRXvVArP15jGarTWeK6u1AcaX0aXs0HGt/2itVfguT5KgVF+X1/+i+D9Hz/uuvxF1vc1ZshEa81ypfCLQU0gpTRaKwxzJcpQeEUfs/wFa+ldL6kUlfYKLmbEwisF+6JMhXY1vu9jhs2gjf+2orLPS95eLhRtKLxMCTMewi+6KCso4qy15sW+DhK/Si5WPExp7GzwdFCwWSlWuz5WOGizX/DwSj5W3KrsK0AxW8J3PaxwCGUqDFOhdXBe+J5PfihPpjtPdUeKcDJEvidLuDGKX07q0kUP3/XxDQPl+YSrwiilKAwXURZcGDLxPE3YCnJnVMhgZH+eWI1FKGahPR+tNCrv0REJcaYJ6a4ckZRFJBmi2D2Gb4XwwwpTKVb7ipraeQwPlHA7R4nMrSIeCgJMubwmYoJnnoQds3BHCmx3hli+sJq2WSF8D/yhLMXREkZTkmjdabgFj769WeL1YaI1EeJhRanYTubAaRQjES6qMskVFKNdWSKGT9j3Sc5P4edWMTTokhjzqG6OMNafozhc4opqi3RWY43OJjUnhY6FOTFq4N+zD10TJVvwWa5DFPKahWuq6dqfpzRcZMHnrkAZPlt+18Wis2qJLKijWNS8eM8IA4UEifNPZ/ihXurXNHCh53FWyie/sp769Eri1Tazo2E0ENoxiK+gYXkduZJm164Ckfowc2eZtO8Y4VzDQ9eeQb6kMCOKx27s5RK/n6XHGwzvCdP91z6iUQ/7NfPo2ZbGSGcZIIy/sA5vaR25W3ZhDI8RSoWIzkoRvmAWW0dgbGeGWZ0D1NWHaDiuhlI8QssWTXJ2lCbCeA/4fKnYzagVotEvEG4ySL1+PvGEwScf2I6VLJDLRyi5PgNhDy8WYbQpBfvH2NFYw4GmKlbu6yGsDEpxMAoligpK0QhRzyOaL7C3vYZT+jqprzEYHoRsVZiaXIb9s2oIDedJDWfIxaMct7+H6qEx6jI5jDBsndcC0QijlslQwcXeuBfDUHS3xAi5QVA5b1m4EYOI6ZMqZMkkY4xVJTA9n3wyhjbNSlfdUKGEGwmRARKZEqVYiM5FjTR0DnPnqUsYTUWJj+bY01yLVXLZnojyyp1bOKdzF+d07gJgmBQjTHSPHIhVcekV7+Mzt93IK694Nx0jfXz47ttpyGdwrSKPtszhV6tOpy5bYDRickLXHhQlfGVgaJfbF3TglzQv2LuBTbXzmDvUz1XbH2Xga+/iByeey9fPuJgb568iVcizpL8LheKrp55F28ggJcPkX4ydzBvq5Rvv+QcuOaOWP0VKhJYW2G4laUvCvnRw0XV8s0nYVHi+j2kYuL6PZcyG//h+EFSaIXenhRBCPDn3yWd5XnsuBZX+Fh2HeX1jefhbQBewynGcAdu2jwMeZyKzezewCLiFQz2tAtq2bZ9BUI/pAoIudJ5t27/l0Cxyf9IyYeD3BLWMvu84Tq5co+n9T2fbB9lDkPG14gnmOXjf+gnqOV34JJlahxwT27bPBN5NELjrBR63bfsNjuN8/+k1++/PsQ4oPZNtH+lpUEdrH8wjBJSmtOEJnqJjHLarU0AdZpoVmrSu8r4daR8P1z5z0ryGdWjbD96mMWX+Q/fjcG0Mlpk6fjwYdLhtHm4Zc7zmjVJYoUO3cbjtmodp3+T2B8soxnsYVdp0hPohZnjq+sa3aUaCj57Jx1aFFMZBybOTu1qNB3+sZFDTxIyGps5nKiwTKNc8CSUnap8AWOU2KqUwoxbmYerjh+Mhgnj6pDZM2n68IU68YaLOVrQ5GDbGm32E8zRSEz7seICa2ZOK5Y8f2JDF+JGpbp8ogh+ZXTVl2fFdqGuMQGPjlGnjD7oaF47GWXVpfOrImgiTD4MVMWk/bmpbwzGD8PyaiW2moLbhoJUnw7RO2nz97IO2c7CXL6oMzp00unlBcspsp7136nbqm5toBzirgcOrnfry+JrKYA3QunLStHkH7QNw4eojrfcIrmo+ZFR7ZWjBlPGLz5/04vLWI67y+KfXgmmz9q13s+WeQYyhArg+jfuHGa2KkKlOBkHVkkt9b5pkuoACcrFQufYXDLRUcf/KefRUJXGVYrSlvrLeNUNj3NExj6IyCesgW2xryxxuWLCIq+99jOF4lP+56BQO1NfyyRdeQLxUYiCygM9dMouOA/toGOrlkl1384U/foXrlp7A+qZFNA8N8IvjTqA3muLR9jl4EYOVA/tRpiLk+RTr2qh5y9lsPtXmRXMSXLFjHweWXc6aq5YSrQl+/66dsvfByf7yg47JeM5u60G3P83yHwhr/A9F6Pl+6S2EEEJM9Xz/ZHuJbdsXEHQBewXBZ/o/ladVEdRoGrZtuwH4j4OW/TrwYdu2HyHoylYHzCsHVrqBJtu2qxzHGX0K7agCPII6Sdq27UuBSwiKaB9JmCA7aagcUFoOvOMpbOuJ/BH4lG3bHwa+SlBHahZwsuM4vyvP000QTAPAcRxt2/aXgf+2bftNjuNss207CZwBPO44TtfhNmTbdhXwE+Aax3HWl8e9CfiZbdt3OI6z6xnuixBCCCGeg07+5pmcXB4e2DLCny66leRIgXRtMqhPZhrkkhGS6XLNpkJwjzaeLTJSn6JYDo4fXH4o6vq89bGN/GXWEpYM9zAYS7FldjU1qo9vXLSMRzoWcm6HxWP/VkVw6TXZ+KXNK4Fy8cenoWN8YM4i5p33NBcWQgghnsBMqZ10JM/3oNL3gPcB1wOdwEsnBTPeC3wbGCWoffR5pnbN+sakdcwBBoH/Iii8fQdBBtOuci2iFxNkAR3JzQT1hNYSXCNdT1BQ+4gcxxmzbfutwOds2/5Oebs/J3j63d/EcZysbdvnA58BNhN0i+sieDLbeHs+CXy13F3vfsdxLiEonP4u4HrbtmcTZC7dT1B36ki+BuwAvjRp+38oF+T+sW3b5ziO87QyvoQQQgjx/LL//h4KIZPOea3ES/lKwflsKkphKEs071aK1Nf3jtBW6CeVGeHOJUvQoRC16SxDqTixXBGl4N+dS6as/+k/W1QIIYQQx5LSR3yc0XObbdt3Arc6jvPJ6W6LeM56fp7cQgghxPPE5l/t5L5/fRjn5BU0DwxSlQmeFIrW1B8YxvR8NIpSNEQpajG7bwAz6rO1qYVQ3mVx3x5uXbqc/U3N/Ns1c1m6Woq2CiHE36kZm85zwtt7j/i99JGvNz3v9/v5nqkkhBBCCCGmycIXz2XTu+4jkcnTV1uDoSFSKBLN5ChGTJQ2KUUs8vEoqZEcdf15QtrHywxwyUBQsUB6mwkhhJjJ3Od92OiJTV+1YCGEEEII8bxmRU1euPFlrO7upHpolLxlYeXyWCWPYixMIR4mFw6xtaaWZG+OUSuCr8CfxgdWCCGEEOLoed5mKjmOc+50t0EIIYQQ4u9drD7Cax66ovLa+cpGHvzOjsrrkmXy6MJ2BpJJXn3bw9x7wiJecvfD09FUIYQQ4phzZ27PPkAylYQQQgghxFE09wWtUypjxIolALrrq5iT62dHayOeXIIKIYQQM8LzNlNJCCGEEEI89/hZl5DrUgqFAFg/uxWApd09PLJkDvO6ejkQq57OJgohhBDHTGlmJypJUEkIIYQQQhw92Z4sVWMZ+mpr0ErROjzMop4e7ly1gmtbmgi5Lgv39053M4UQQghxFEjusRBCCCGEOGqMWJiB6mq0ZYFpUp/Js76jHW0El50ly2Jfff00t1IIIYQQR4NkKgkhhBBCiKOmqjWOb5oTIwyDVL5E3/hLz8dyvWlpmxBCCHGsldTM7v8mQSUhhBBCCHHUhGvDmK6HawaZSVbR5aTHtnPyo7voaqphQWcvOiTJ8kIIIcRMIEElIYQQQghx1FhhEytXIFRwMbQmPlYkVnRpGs6wcH+QrzSSjE1zK4UQQohjozTdDXiWSVBJCCGEEEIcNZnePGFP097fT3N6jJJhsKG9lbrRLJav0UBRS6aSEEIIMRPIJ7oQQgghhDhqIrUhTDTdTbWs72jDNw0axzL88PLTeXDhXMaI4Brmk69ICCGEmAGySh3xZyaQTCUhhBBCCHHUuAXNUF2q8rS3kUSMmnSG3vpqbjm7GtP1aRocneZWCiGEEOJokKCSEEIIIYQ4agrpYiWgBJCLhNk2q6nyeiwRwQ+npqNpQgghxDGXmxkJSUckQSUhhBBCCHHUFIaLmMUSXjiEBlDQMjJKT201Smvm7++nEJNLUCGEEGImkJpKQgghhBDiqInVhmg8kMYseaBAK4WpNfbOPXz4uj/gNZm4ltRUEkIIIWYCCSoJIYQQQoijxopYGBpa9w6BUqAApYgWS4Q9j2LIIpcITXczhRBCiGOiiDriz0wgQSUhhBBCCHHU1HSkyMQNtKGo7x5F+RrT9Vi6fz9b22bRm6yi9oLW6W6mEEIIIY4CpbWe7jYI8WyRk1sIIYSYBqNdY1x7yo2EfI3hafKJMP7SBupX1LLkshaWn9043U0UQgjx3DIz0nYOQ7138IjfS/X/1D3v91uCSmImk5NbCCGEmEZ/+MMfALj88sunuSVCCCGe4573wZUjmelBJXn0hhBCCCGEEEIIIcSzQT3v40ZPSGoqCSGEEEIIIYQQQoinTYJKQgghhBBCCCGEEOJpk6CSEEIIIYQQQgghhHjaJKgkhBBCCCGEEEIIIZ42KdQthBBCCCGEEEII8WyQQt1CCCGEEEIIIYQQQkwlmUpCCCGEEEIIIYQQz4aZnagkmUpCCCGEEEIIIYQQ4umToJIQQgghhBBCCCGEeNqk+5sQQgghhBBCCCHEs2Jm93+TTCUhhBBCCCGEEEII8bRJUEkIIYQQQkyLdEHj+z4lT093U4QQQohnh3qCnxlAur8JIYQQQohj6kfrSlx9gw5ub/pAyac95LL3Q8npbpoQQgghngbJVBJCCCGEEMfMpgGfq//oBy/K/2AZdJZCbOrzj7icEEII8bw0wzOVJKgkhBBCCCGOmbf8NhcMGFSuRGcPjDC/e5AbNhemrV1CCCGEePokqCSEEEIIIY4ZdzgLpgLTKP8o9jVUc/qO/XznJ/186HP7GRpxp7uZQgghxFEys1OVJKgkhBBCCCGOmePnWqAmXUgrwFD87NxVbGus5of7Ta55+9Zpa58QQgghnjop1C2EEEIIIY6ZfSoOng+GGYzwNJQ0GiAWodvVjBY0nqcxzZlxF1cIIYSYqSSoJIQQQgghnjXposGXbxlhKBQh0tlPpsuicT/0zakDDZR8Kl0AtIawxU1zWzCUZqZ0DRBCCPF3bIZ/lElQSQghhBBCPCvW9aT43D6bUcsKMpJoCCY0ahhzwVDBz/gFdzmOlEShDKnSIIQQQjzXyae1EEIIIYR4Vnxp5/GMhkPgAyhmjwxw/s71pPLZoK6SJshO8v3yEhpMg3zIxNd6+houhBBCHDUzu1C3ZCoJIYQQQohnxVAoBF4wPCfdz59+8l8s6+9ia10Lp7zxPxiOxqHgg6/BUpAKQ96jJxwi72riIUX/qMu7/qsPc0cPbWP9VJ89n/f/SwchS+6NCiGEENNNabkLJGYuObmFEEKIaWR8dAwdsiAcFOVuyIyyvKsTCx/letzTtIj8eMFugJgFIQNrJMfof1SBDy97eyfaNFHaJ6cM4tkC8WKeSH6ES5vG+IfPnAJN1dO0h0IIIY6SmZG2cxjq39JH/F6q/yv1vN9vyVQSQgghhBDPimguRy5SVXndn6jirgUrAAi7JSj6UDroWrvk41oW+9MuN/+yH20GQSetDExgqCrBEAnQdfywv5vE227h8t++7FjtkhBCCCEmkbxhIYQQQgjxrMil4qjJWfGThoumRdEwwCzfpB3/t+iBr1n8uRxrb9oJWqO0JuJ66Mk3spXCMuN8vOakY7AnQgghhDgcCSoJIYQQQoijqmvnCP994a9pHhpB+4BXrpvkayq905UKurvVRqE+imUqLuzs59V7ezmrfwSAnx2/mq5YiN2hEDsiYRKlUiVIFfY8FhQKpA1JvBdCCPEcNrPrdEtQSQghhBBCHD3ZkuZ3L/8VHz7hInrCKciUoOCBp8EwgmBSRXlYKZaO5WjLFwlpzfxcgQ7l49VE6TEsCqZBEuiPRmjIFVg+MMQJfQNEteZFe/ZOx24KIYQQAgkqCSGEEEKIo+hLv+3mYxe8hNLkDCL3oLpJ43GlSaOVP3Ue5fowWgANTa6HSXDhOhoy6RjsI+Rr4pkcbSPDz8JeCCGEEEfLzE5VkqCSEEIIIYQ4av60dpSBZNXUa2VLgetPvC7Hj8LFchZTzmVzNEJ3LIwH7ElE2aUNyLpkDDXlca6JUp733vkjlm/bRmpsjIF46BjslRBCCCEORzqhCyGEEEKIZ6zo+sz/Yo7BZDMY5XpJrg6CS5qgrlKuBBELFFgln/rhPAfCQVColIxwc6p5YoXDOfA1adOkMxVhxcAo0VKBf73rt8S8InE1yueWncj7HrljWvZXCCGEeEpmRkLSEUlQSQghhBBC/E201nzqPpc/3NHP+bffxb+P9vOjZS/kgWWzQasgQwmCC+qwEfzrA0WfkOcxnAgT9jTFeCiY16+suPKkOAWc2D3Ayzc+zGse/mMwGcjEazi/u58T9u/ktz/u4qX/1IpSM/zKXQghhHiOUVrrJ59LiOcnObmFEEKIZ8lYweeEb+aY+/gmrnzsAZSCn6w5m/s7FkFRQ9EHE4iFgoILSgVPf3N9ZqfztKULAOxNRjlQFwtWmikF//r+RB0mQ1FXKPGODdtZ0ruNJX2d7Kifw9am+SQyOXpqq/nTkjaGo2E2fKSKRMw85sdCCCHEMzZj7wqoD48d8Xup/nTyeb/fkqkkhBBCCCGO6MHvP8Rdj6a5a/5xzAsXec+rmjjtmxmGSwapfI7OVAOvW3c3yVKBl258kHnv/DK5cBhMI8g+UgAqCBKVglSkEcuilQIG0JopcMAyIGSCVQ4IaYPkWIYrH9pJIWRyw/HzWPHwXsIFk78sOoVMXYwS8Oj8dlCKc7Z3c+3qDl7/xq0s6xmi5sJZvPdDHdNzwIQQQojJZngWrQSVjsC27TrgF8CpwHbHcU6c5iY979i2/UPAdRznTdPdFiGEEEIcnuv5eJ6m65EeSp+9gY119dw9FqduXzdr2xdx/bI10Gjwjj/fxH/e+iu++6Nz6b7y9ZzSvYMHZi/gJZsckqUg62h7XUsQUBrnA6iJmkpl6bBFzjJIuD4FQwVZTdakDCOleM39W7hq7XYAzt/UiWsYNKZzrHp0D594/fmMxWPUFYLMpv5EjDmDQ7Rkcszb0Qfb+/n8dTuJF3MsjRUY2Zqnr7mK6kIa3zDJRqK4rqa6lOPyX59N0p717B5kIYQQYoaSoNKRvQVIAvXAbNu2NZAluDxygR3AH4H/cRxnZNpaWWbb9rnArY7jTMt7atv2neXtf3I6ti+EEELMJL6vMYzgzmap5GOaiuKjnez477/yQOM8Eqd30DzUw/25FNVLG7BbFemdwxy4s5PRPb1kCyU6Ovfz4xXnsLGhlZguMhCN8IZ7HqJjKM222S005bM0DfeyrbmKxf272VnTwP3tJ7B6+xj1hVG+eN5l9Ceqgi5rwNdOu4SrH/kLX7jgJaAUF2/ZwPrGNh6YvYiCaRHxXFb2dhIrFciFIsGOmGpSZ/Txit2A1mQsk1HLYMgDLIPqdI6RmkRl+gse21M5Ho3pHL94xemc9uB2Ttiwlx2JGItGs1zy4FZSuQJ7OxpJqBGuWncnj89axvbkPBZu7GTX8lYeL0VpS7m0jKbZ01ZPsRz0Ur5PqifLlgt+wd6qBoaiSRrSY9RkcuxPVKMVxNwSsZMbOecrpxNpS2BE5dJZCCGEmEw+GY9sPrDJcRzXtu3xcUscx9ln23YIOAn4LPAa27ZPdRxnYLoaKoQQ4hnoGoSv3wTVcThnBVx7PyyZBW+4YCJd2fXg3d8DZzu84UL454snlt8/AN/4E9Qk4F2XQqT8ePP+UfjKDcHr91wGiejf1r7dvfDtP0NTNbzjEgiVP7of3QU//2vQ1heeEOzDpn0wvxnaGxj76f3srG0n+5ZLOfnxezEGRoNMkPoUvPsySJVr2Dy4DX5zHwyNQW0SXnkGnLggeP2VG4Jj8O5LoTpxaNt+fQ88uB1efDKcuQxKLnztJugdgbdcDHObyPfk2P3V9SScHdScUMf9cxay474BZh3Yxd5Ugt/NXUk4bHKum+G441Nc5G0h/PUbYVEL+ltvYfsPNlL3g+tJ7y+xPbmEwVQNd9c20FdjcY7Rwxv+50z6+2DtFzcxlvEY6MyhtaZndQPGmE+XLlLlulz1101Echk2tM0m5hepKYywdsFKemtr6Yqa1IxmeM+DNxAvFsjpatrz++hK1vDLEy/GClmsbZlFa98ePnXrL3BDMUYTSbJmlFghR79VR4gSSYZZ39TBvMFOfnbcqYxGEixIF6jJZ/nV/NW88bE7CEeSGChm9XSyo34evfEE98yZQ02mRNSH/Y21bK9NcVJ3Py3ZPOvrqsmHQiwaydCnfR5ougDPhdd89z5etHsLr+/awjteeDV3lwo4LfNYMKj5wMMPMiuXZl3LUiJGlOFImO2pGqoLBRpyJY470MeXTj6R7Q21XLljBz+74XNsr2uhppDhNytP5baFS7lk8y4yoTjz+9Lsrk3gq6Ab20te8wH2V9eBhlsWHscXbvwxPz/+TD52/ss4cd8OvrfmPHLhckApZARd4MaZ5aCSDxiKXbUJYiNZcuHgnB6JhIPpSoFpsLmtjhN39gCwZ04DAFsWtIAeJKsV5z24hcWdfQA0DqVZe/pSdjbM42WP3cJ3T7qKXctbMbXGsww6Z9Vz8mM7CRddNixpB6B5dIiLdz1OxoiiXIPR1gRddTUsHO4jOlpiR20T+UgU48Fe1i/9AcPJBF211RiepjabIxcJU2pMUoqFmXVqA+d+8nhCcbm0FkII8fdFCnUfhm3bfwBeWH5ZAK4FXgu0O46zb9J8dcBm4H8dx/n38rjjgC8Aa4Ac8DPgo47jlMrTO4DPA2cCMWADcIXjOAO2bX8a+AegCegBvuo4zpfKy/0K6HYc592Ttv8G4MPAIuAcniBTybbtlwAfARYAB4BPOo7zs/K0q4FrgK8AHwQSwK+BtzmO45XnOQX4BrAYeAz4M/AGx3E6bNv+GvBWggyuErDfcZwl5e5vJpAHXg5kgP9wHOfbT/IWHC1ycgshnpjnwfJ3w9au4HXIhJIXDH/hanjfFcHwq74Av7xnYrnrPghXnhoEm5a9C7YfCMZffR784J3B8Invh4d3BsNXnATXf+jpty9XgCXvhM7+4PU7LoGvvjkIhC17F4xmg/GNVdA3WllMM1HtsjdZT9PYQfc9XngC3PQR2NUDx70HsoWJaYkobPgS/NNX4K8bg3EXrIJbPz51Hb+8G171xWA4ZMHDn4dv3hwE2ADmNKA3f5Xbz7uFuQ89Rq2bAaCrpo7r7TN5tLmB+xpq6YqEeUVnN235Ah39e3jnX79XaXt67mysff3EvDwAtzSfzZ7UXADylsknLjyZn/3pe3Qay8HT+IpKIDAdi/KV05awpzoIRrxw3W7edP96huuD4J6vFNuWdOCGQxQMg9/Mm8XlD2/i1Y8+wnmDd2AQnAcPzj6Bb539KkpK8dE/fZmFA5XLgCnHOUsTCg/DHOWk13+cx5vmANCRzvCP2ztRXoG8ZWIZQZZMy2gPc7r28oYrX87Zuw/wwg1BN6+CZfKHNcexYHSUB5rqeKyhFoA3P7qFA/U1zMkVKCrFjQ01vHT3g+TCjVyw+S+86rJ/BjfoXvaXX/8XZ+/fBsC2xg4u+adr2FHOALI8jwse3szNC+dV9mP79z/EgpFefKV4zSveyS9Xn4HhedQP5xhIxvCNiVoQL9m4ljP2b+Uvc5fxx8VrALhq02Og4boTTghqJmmCYNJ4LaXJR0wBpYmP50g6T8GYFHiqCpWXVYTSBV5971YafY/dcxtBKWLFEg/EDHoS1XziD/cyb2DivF97+lKW923nVQ/dwNrWlfx1nj1l6yu2dBLP5olbWYohi6hfpHosx7qqeeXzRtNfH+ekfbuIFks80twBWhMu+pieRgPpVJh8xMTwNZbnV3Kv8rEIzaurufIXZyOEEOJvMmMLD6lrMkcu1P3JxPN+v40nn+Xvj+M4lxMEg37kOE4S+NgR5hsEbgEuALBtuwn4C3Ad0AacBlwEfKg8PQ7cDvQCS4EG4F+AYnmVGwmCTSngzcBnbNt+QXnat4F/tG07MqkJbwK+6zjOEwZPbNu+CPge8B6gDngd8DXbtidf+cwFmgmCTicRBIH+obx8DXAj8Mvy8u8E/nnScXgH8FfgPx3HSTqOs2TSel8G/GHScl+zbXvuE7X3aEmn0zIswzIsw088PJSZCCjBREAJKN29oTLs37eFKW5dB8DYngMTASWA+7cG6x8cmggoTR7/NNs5trVzIqA0aT1ZZ+tEQAmmBJRg6lVZbXaYQ4yvZ+3mqQElgEye7NotlXmO1P7iXesnppfcYH8nL7O3n9FHdzO2ZZSUm6uMbh4ZAmA0EiZTzmJpyQdtmD+wd0rbo/t7KgElANcITUxzPZrHcmxKtkL5C/8UfrESUALY3FpLITJRs8fQmmh5uxHfZ1auQD4Uor44VAkoAcwZ2g9AqpCdElCCqcfZpIBLCsPXrG+cXRnfEws+trUZwVIT2x9I1GHpHEOxKMt6ByvjI65HfSZLNhRiZ1WyMj4TDjEnF7Q3rDWrMzkeaWmnZWyQbQ1tU+oVndgz0W2sY2AfRWvics81TcYm1zwC6vJjANw+/zh+ufqM4PCZJn2pqQGl0/du5re//hLvv/sG/vCz/+bi7Y8B8MfFK9na1FF+2psBEXOip5ue6O5WGZ504DwDFvYMUzeWozGTC25N5X3wNKVoiPWLZ7Gho4mY6xEvlfB8l32JagBuOG4ebrl9mXiIaCHHqbsepUSIsZEa2ncMYLjBexkqukQKRXpnpehurGNOuo/67CiD4dSkAqqK+nSG+myG0XCQyac0mJ6uNDuWK6E0KK2ZWApM32dg48j0/02TYRmWYRl+ng6L5y8JKj1z+wjqLkGQzfSY4zjfdhyn6DjOfuAz5fEAlxFkJ73bcZwRx3Fcx3HudxwnDeA4zk8dx+lyHEc7jnM7cAPlgBVwBzAAXAlg2/YywAZ++BTa+G7gy47j/NVxHN9xnLXATye1C4Ksqo86jlNwHGc7cFt5/ePtHgP+23GckuM4jwDff4rH53bHcf6vvN3rgGHg+Ke47DOSSqVkWIZlWIafeLg+BWctr4ynqtwlTClCLzujMtp4+ekT8yjg1WcBkJzfBmcsnZh25SnB+utq4dITDx3/NNuZXN4Ba+Yfsp74WcfBnImACUvbmGxygGVv7WwOMb6e81ZDS83UabPqgvFXnvyE7Q+/9PSJrk21yaDrYHk+AE5cQPVJC2k4q5nBUFVl9M6mVgBaxrI0Fl0AdiTjAGxoXRJ0sypLn7CcoXB15bWl3cq+DcYidKei2OlOjJh1yO3NfCzJmu69ldenbT9ANDcRLPIMg1w8yFoqGor9sTAtmWG6og24TARdHpy7EoChWIJNjR1TtqEn/esSA3x6E9W8fNPayjzHDQYBv7yCfaGJy64T9z7C/tRcWtIZ+icFjwqWyVAiTkMmw7zRscr43TUpJsJGMBa2OL1zKyXD4L9PfgEhf2LqrxdXuu3jzFnFwuFMJaCzoKefk/ftJ14s388yFNctCc7VWKnIFAdls5+0fyfmpHEn79tROX7r66uxXK+cqaQnrjB9HQS8fM3s4QHqsmN0DPeC74Pr4aaibF/WwlBrFX0NE+fJeMbThnCI7YkY26MR9oXD9MYT5AxFCbivo4U/n76MR+0FbDhhPs0HemkZHOZeTkVlLRp70izc2s1F2//Ki9fdyfYFrextamZr82zuWLKaVDHPYGqiW6cGoqUCW6ta2BuvZ1ZmgKb8EIaeOLZeOQNLKzXl98xXilmnN07/3zQZlmEZluHn6fDMpp7g5/lPOn4/c7MJgj0A84AzbNsenjRdEXQBA+gAdjqO4x5uRbZtv4sgQ2l2ebkY8HMAx3G0bdv/S5Cd9Mvyv390HKf7KbRxHnCebdvvmzTOJMguGtc73tWtLAOM/5a3AXsPyojaw1Nz4KDXk9crhBDTSym4+SPw2/uCmkqnLIYbH4LFs+CMZRPzff5qWNYOd2+CN18Ipy2dWP7PH4Nr7wsCK5dNfJnnug8G642G4SUn8zcJWXDnf8J190NzNbww6G5EbRLWfm6irWvmB9va0wdtdaglbRS+dSu76+Zgvul82Lc1yMpyPYiF4apTg/U01YDzebj50eCLv2UEXeMaquBn7w3mMwy46pRD23bBKlj7WXh0N5y/EuY2wTUvD+ox9Y7AS08Fy+TUX59L1+86KK3rpGZVLak5czj+jv28avejdFLNXamlRNojLFIm81bNhi9+IehGt7qDure8gL1/2EnhV3+htKmX6lgDy1Y28Ocui27L5ycjD3DG/e9ltWvx0De34YcNHr5tEO15tF9axzs6swzsvY94RHFWqBeq97EpPouir4hl0hxIVzMajxPx03ziwd2cObCZpHWAh5pXUz82xAOtc3Dal3F6/0Zun7OUj573Gj5y63U0GUW8hEF3PkHOClGTKRB1NZtbGrh21WkkvQJXP3QvhVANLZ5HTzjCzniUJb3baB/qJmsm2B6Oc1Lvo3zupr38YfnpPDR/NtFCATcM77n112hDcdz+em6et4iBcA0L03k2NddR6ymyJpyx4z4u3bKOvdUNfOXANq5fcRF31lXhAR6Kvng11628gJsXn8y2eBRKPqfs28YrtjzKH5ccxwkjneyuamB/VT1vuuSNJF2Xc/ds4GXr7uXa405FuxoyxSBwGA8yxP68YCVj4QjJYoG8FeLB2cuIuh55M7jMcQ3zoDpK5a5wGprGRrjxx5+lK1nDC1/zr+W+gyoIQPmgDQMmh808Demgy+D2kMmwgrMyedCa+cUSOyJh5mey1BmQjwfZYD1NTXyj7pWsuXdXZTWNw8Mcx3b2M5ex6ESy90gswUg0zt6aBlKjeQxfk4+G2N9QR01fmnDR5YBVS8wrUNI+vmliaA2WS226iA6Z5BMREh1V+JbJysvbOP6Ni/+233MhhBDieUxqKh1BuR6Q6zjOm8p1kHZxaE2lWmALQRe0D9u2/UHgHMdxLj3COl8BfKm8Hu+gaWcAtxJkJj3gOI5n2/ZvgTHHca4uz9MI7AVWA3cDr3Mc56bytHM5Qk0l27ZvBO5wHOfzR2jX1cA1juMsPML+/yPwKaBjPLBk2/Z/AK91HKej/Pp2gqykTx5uHZPG7S5v66eHa8tRJie3EEKIGWO0t0DXiEedzhHrzxJbXo9SkHZNquvC+DmP/p0j3LcXwru6+dGBMA27u2kbGCbb0cicM9uI7+zkuj0Ws/sHUfkI1y5eQjFi0pof5aLNj5ANR2kZyPGLJSfRVV2FaSmGUrEgAGQoFvUf4Iw9W3igrp1UpJpZw3v4/bIg0ylVyJGuTVa6k0VKRT568294pHUu19zxe1b37OXVV72NX6ycyAJEa4iVuzV6Prg6qA2VK075FJ9TLGJnJrpCKs+jcSxDbaE4sb1cAUv7LFm3n7r+MUDjJhWjdTE8E0Jodrc0AzBroI+RSBRVhFiuiKld4r5LJhpD5T1Mz8PQYJiKJe9fyYp3r0AZM+OOshBCPEfN2D+y6prsE9RUij/v91sylf4Gtm1bBF3D/gtIA+VKpfwY+JdyAe2fE9RK6gAWO47zJ4LubJ8D/se27Y8QZO3YBMW6qwAP6AO0bduXApcAvxnfruM4fbZtX0+QqZQDbj5M2w5+vJBLEMj6oW3b9wP3EmQprQSU4zjOU9jlPxIU8X6fbdtfAVYAry+3d1w3sPAwywohhBDiKKhqilDVBBCHxfWV8TXlf824RfNx9bzkOIB6XgQEz/KYrJ1/nPTqy5Wh5mDewTSZA2PMv+kAf1zXg1M7h9RQnq6qGrSpOJCo5adLT6UmX+SirWt5xYZ7acqM0J2sYU3Xbj538RVkwxEoaYyCR1eyll//8iu85cVvZF3zHO5vWjBR4Xy8xFLBRUcsMBTki0FQ6aDL74ZiiepcnnQkjIeiy4DZuTHCnsI1LQytMX0PDIPNq9po6B3ExYSYwXmfWc3mP/WQu3EH8/Z1MxqJoPIesweH8E9q45zvXkzVrNgze3OEEEKII3neh42emASVnp4ttm37BMGUnQRBoi84jjMM4DhOt23b5xEEmz5N0H1tN0GRbRzHydi2fT7B0+G2AWHgceDFBAGiHwNrCS6lrgd+d5g2fJug2PfHHcfxD5pmEgSbpszvOM5bbNt+M8FT55YQ5JdvAD76VHbacZzhcpDr68AngEcJajm9YtJs/wP8oNz1b7/jOCueyrqF+P/t3XuUXFWd6PHvr6u7805IwjtAApeXAQHhCKOg8hhREB0VvYgygM4AOnIdnctjZlRAHBci6tyrogiIgDrozSiovAQccYkKckRAZEASDe+QB4GQpJN+7fvHOQ2VJt2piqmqTvf3s1Yt6pzadc7eZ9cJ3b/+7V9JkkaQGVOYNGMKJ+y13YvBpxVrEyseWUL79ffRe8D2bPPG3Xj/V1/g4Bv/xJSuNbz9wd9y4MLlTO5fxsn3384J//N07thxD7o6Orn4r97Ec5XxPDN+Cnduv2vxE1R/uSauPzG5p4+9X1hNV6WNP07opGugGFMUxbATway1a3nDkqLAe1tvH9/edkvWVircPXkKZzz8CFO6u4n+ftp6e+mLNqYuW8W+f7cbr/nYS98bstcR28JF+zb1UkqSNBa4/G0zk2XZzhQBqZ3zPH+8hf24ADggz/MjW9WHGvjhliSpgd5x0RPcvbyDPZ5cymXXXcIuK57kU4cdy3mHv+ulRqt7oLuvyEQaX2YkAazthQTjAnojqPT3092XYEI7bSR++/VPct+2s5k/6yBWjX+pHOPXZm3LmkobHf2JvoBTHnqAVzy3mqXTpvOhi/di+90s3ShJm6FRm88T5wyz/O18l7+picpld2cD1zY7oJRl2ZEUWVXPAIcApwJnNLMPkiRpZLn2zB342cNdLL9tERd2v49P3nAFp/3mVr69z+uYv+U2dK7tpru7TKxOqaqIN9BRgZ4+1pb7+toqMKUdOiv0A0d/4BMs+Ow/cXOawi92LYrFL+7oYE0ZlNq2p4eZvb08OnEi515xEFtt1Ul7p19sLElSMxlU2kxkWZYBP6dYdndMC7qwN8XyvKnAUxRL6a5qQT8kSdIIctgeE2CPfXnbaYmvXbcnH/19O1QqTOruZe+nlnPX9GlFw7by295imD/Ktr8UFHp6xjR+N2Ff3vrAT/jyPq9l6YQpPDWuk4kpseOatWSrVvNEZwfL2yay3azBJSUlSRopNvtkpGG5/E2jmR9uSZKarOPfuugtayPNeX4Vy8d18PykcbT393PQgqeYP30qz0yeWCx/g5eylxIwpQPaKwBEXz/X/Ps8znnfITwydSsmL++iO4Jpvb28+bkVdEdw56SJ7LXoMa6/7qAWjFSStAmN2shLnNM1zPK3CZv9uM0RliRJ0iazz9YUGUnAwmmTeH7yeIigt1LhqRlT+civ72fimu4iK2lCZ/Hftigeq3roWFM8zv7BL7h3z2n0pw72f3IZs/r6mdPby/QEd02ZzG3TpnD8XX/grQ8/1NoBS5I0hhlUkiRJ0iZzxds6i8LcvX2864Ff09b/0pfVtvf3M7mnl61Wr4HOSrEUrq0NOtqhsx2ijZ61ifYXukkTl3D2b77Lv918A6vGFcvbgqACvG3hE8y7/EccuGgJ7f2VFo1UkqQaxDCPUcCgkiRJkjaZfbetcMffj2OXqbDLssVssXIlnT297LD8Bd517x9ZPGkCT0+bXASTBtdYKotwd3V2MOeFpXS1d3LvnH3WCUxVUmLKyi6enDWdO+bOYf6sHZo9REmSVLJQtyRJkjapg2e3s+Cf2hm34ihmP7eMZ9vGM37VWv5rzix+v81MuisVIEF/f1lTKV5cMheROP2uWzj8Tw9y6jGnsM9zFU69/W6uet3+EMHR9z7El/fbg4l7zGZ6Wxun3pu3dKySJI1lZipJkiSpMdoqPLL1dtDexvyZW3DXjtuyurOj+Ak0URTljig2unqgAmlSJ5e96lB2e/ZiPv6xV7Jg5jTmrHiBqy+dxzcum8evt57BkokTWDx5Eq989jlmH7Fla8coSdIYZqaSJEmSGmJqdy9L29uLIFJ7+bfMnv4ikFQJ6CsbRkBHBbp6oaPC2knjiAgOevUk+nbbgu/Egcx9egl99LBgxy3ZedVqDl6xhJPfOZnD33tIq4YnSdKGjZLaSUMxqCRJkqSGaBv4EuX2tpdqJ3WUy93agN4ywDRQW6m9Av39pPYKa3oS4zuCeeduxc8e2oIbfjWDFY928ZUDx3HMW2YCs1ozKEmS9CKDSpIkSWqIWVNXsLhv3LrFuCPoILH3oudZnYKHp06EaCuCTR1lgKmvCCgNOGzPDg7bczowvfmDkCRJQ7KmkiRJkhriU3N/x+yOFUVB7gE9fbzxkafpSsHznR3stHJN8RPphEqR0dRRoa2/n77+NORxJUnabEQM/RgFzFSSJElSw3x5zzt509HHsGB5PzPGw+d/2c8tiyfw0LTJRYOUoLLue8bTO9pLUEiSNCoYVJIkSVJDdVaCV2xZRI5++Xg3S8Z3vvRiBLStmzwfKdHWZlhJkqSRzuVvkiRJaprxJBZNGkdbKpe3DcSOyuVubX19fGiXNa3pnCRJqouZSpIkSWqaLSb0kyaNIwXQD5CgD1jdww5pJZ8/bgbHzd2mtZ2UJGlTGeWJt2YqSZIkqWlmTuuEtrJAaSWK5wCVNi4/fhrHzfVvnpIkbS4MKkmSJKlpLjy8QnT3vrSjL0FfP21renjjHp1Dv1GSpM1SDPPY/BlUkiRJUtPMmFjh+ne1weoeYsVaYmUPE1au5UOvCtpGydcrS5I0VphfLEmSpKY6evdO0jmt7oUkSfpLGVSSJEmSJElqhFGehOvyN0mSJEmSJNXNoJIkSZIkSZLqZlBJkiRJkiRJdbOmkiRJkiRJUiNYU0mSJEmSJElal0ElSZIkSZIk1c2gkiRJkiRJkupmUEmSJEmSJEl1s1C3JEmSJElSI8TortRtppIkSZIkSZLqZqaSJEmSJElSI4zuRCUzlSRJkiRJklQ/g0qSJEmSJEmqm0ElSZIkSZIk1c2gkiRJkiRJkupmoW5JkiRJkqRGsFC3JEmSJEmStC4zlSRJkiRJkhpidKcqmakkSZIkSZKkupmpJEmSJEmS1AijO1HJTCVJkiRJkiTVz6CSJEmSJEmS6mZQSZIkSZIkSXUzqCRJkiRJkqS6WahbkiRJkiSpESzULUmSJEmSJK3LoJIkSZIkSZLqZlBJkiRJkiRJdTOoJEmSJEmSpLpZqFuSJEmSJKkRLNQtSZIkSZIkrcugkiRJkiRJkupmUEmSJEmSJEl1s6aSJEmSJElSI8ToLqpkppIkSZIkSZLqZlBJkiRJkiRpBIiIhRGxd6v7USuXv0mSJEmSJDXC6F79ZqaSJEmSJEnSSBURJ0bE7yPi/oi4NiK2Lvf/OiJeXT7/akT8oXzeHhFLI2JSo/tmppJGrYj4CbBlq/uxOWhvb9+yt7d3aav7oXU5LyOT8zIyOS8jl3MzMjkvI5PzMjI5L01xc0rpza3uRCOkM9r/olylcincZ4EDUkpPR8SngS8DxwE/BY4A7gYOAboiYjtgDvDfKaVVf8m5a2FQSaPWaP1HqRGyLMvzPM9a3Q+ty3kZmZyXkcl5Gbmcm5HJeRmZnJeRyXlRix0G3JhSerrc/jpwX/n8p8DHI+I7wDLg5xRBpp2B/2pG51z+JkmSJEmStPn5FbA/8BaKANNA5tIR5fOGM6gkSZIkSZI0Mv0MODoiti23TwFuBUgprQXuAf4ZuA24EzgY2Kd83nAuf5MEcGmrO6D1cl5GJudlZHJeRi7nZmRyXkYm52Vkcl7UbLdFRG/V9r8At0ZEAv4EnFb12k+BVwN3p5T6ImI+8OeUUnczOhoppWacR5IkSZIkSaOIy98kSZIkSZJUN4NKkiRJkiRJqps1laQxKMuyiym+EWAtsBL4xzzP8yHafhI4udy8Ms/zTzelk2NQlmUnAGcBc4GP5nn+lSHaHQrcCPyx3LU2z/ODmtLJMajWeSnbngKcDQRwE/CRPM/7m9LRMSbLsonAN4EDgF7gjDzPr19Pu0Pxfmm4LMt2B64CZlJ8pfGJeZ4/MqhNBfgS8GYgAZ/N8/zyZvd1LKlxXs4D/gF4qtz1yzzPP9zMfo4lWZZ9HjgWmAO8Ms/zB9bTxnulBWqcm/PwfpHWYaaSNDbdRPE/y32BC4Dvra9RlmWvB94N7F0+3l3uU2PcC7wH+I8a2j6Y5/l+5cNfkBvrXmqYlyzLdgbOBV4D7FY+Tmh058awM4AVeZ7vCrwVuDzLsslDtPV+abxLgIvzPN8duBj4+nravA/YleLeeA1wXpZlc5rWw7GplnkBuLrqHvEX5Ma6Dng98OgwbbxXWuM6Njw34P0ircOgkjQG5Xl+fZ7nPeXmr4Edsixb378Hx1H8j7Mrz/Mu4Opynxogz/MH8jx/EDCzZQSpY17eBVyX5/mSMjvpMrxfGuk4yl+Qy8yLHDiqpT0ao7Is2xrYH7im3HUNsH+WZVsNanoccFme5/15ni+h+AXu3U3r6BhTx7yoifI8vyPP88c30Mx7pQVqnBtJgxhUknQ6cMMQS3R2Yt2/1jwG7NiUXmlDds+y7J4sy+7KsuykVndGgPdLs9Vzvb1fGmtH4Mk8z/sAyv8+xcvnw3ukuWqdF4D3ZFl2f5Zlt2RZ9ppmdlLr5b0ysnm/SFWsqSSNQlmW3UPxA8n6bDPwA2aWZe8B3kuR6qsGq3VeanAPsGOe58+XS65uy7LsyTzPb9skHR1jNuG8aBPa0LzUcSjvF2l4lwCfyfO8J8uyNwI/zLLsFXmeL2t1x6QRyPtFGsSgkjQK5Xm+/4baZFn2DuAzwBF5nj8zRLPHgNlV2zsBpgVvpFrmpcbjrKh6/ucsy64DDgb8JXkjbKp5wftlk9rQvGRZNnC9l5S7dgJ+tp7jeL803uPArCzLKnme95VFhrfn5Z//gTm7u9wenI2hTaumecnzfFHV81uzLHucoo7iz5vaW1XzXhmhvF+kl3P5mzQGZVl2DPBF4E15ni8cpuk84MQsyyZkWTYBOBH4f03oooaRZdl2WZZF+XwGcCRFMWm11veBt2dZtlVZo+wUvF8aaR5wGkCWZbsBrwZuHtzI+6Xx8jxfTHFNjy93HQ/8rqwFU20ecEqWZW1lXZ+3A//ZrH6ONbXOS5Zls6qe70fxzVcPN6WTGor3ygjl/SK9XKSUWt0HSU2WZdkSoJuX/sIPRcbSsizLLgd+lOf5j8q251EEk6Ao2n1eM/s6lmRZdjxwETCdYn5WAUfmef5glmXnA0/leX5JlmWnAx8CeigyTq/K8/yiVvV7tKt1Xsq2pwFnlW+9BTjd5XONkWXZJOBK4FVAH3BWnuc/LF/zfmmyLMv2pPjq+unAcoqvrn84y7IbgXPyPM/LTJmvUAT2AC7M8/zS1vR4bKhxXq4CDqC4j7qBc/M8v7FlnR7lsiz7EvBOYFtgKbAsz/O9vFdar8a58X6RBjGoJEmSJEmSpLq5/E2SJEmSJEl1M6gkSZIkSZKkuhlUkiRJkiRJUt0MKkmSJEmSJKluBpUkSZIkSZJUN4NKkiRpxIqIORGRImKHBp/ngxHxrartmyLirEaeU+sXEfMj4uQa2zbl89EMETGuHPuere6LJEm1MqgkSdIoEBG7RMS8iFgUESsj4vGIuDYiOsvXT46I+et531D731f+sn7uel67PSLWlud5PiJ+FxHHNmZkjRcRk4DzgfMG9qWUjkopfa5lndqAcm4OaXU/xoJGXOuIODQieqv3pZTWAheVD0mSNgsGlSRJGh1uBJ4G9gCmAK8BfgLERh7vNOBZ4O8iorKe1z+dUpoMzASuAb4XEbtv5Lla7QTg9ymlBa3uiMa8a4DDI2LXVndEkqRaGFSSJGkzFxEzKYJJl6SUnk+FJ1JKl5TZD/Ue7xXA64CTgO2Ao4Zqm1LqBb4KVIBXrudYH46Iewft2zki+iJiTrn9zTKz6oWIeDAi3jtM386LiNsG7bs9Ij5Rtb13RPwkIpZExGMRcUFEdAwz5LcDtw51zKolVieV/VsVETdGxPSI+GxELC4zxD5c9f6Ty6VMZ0fE02WbL1T3Y0Pjjoh9IuLmchzPDow7Iu4rm9xSZotdPsS1mhgR/7c8x9KIuC4idho0xi9ExPfLPiyIiL8Z6iJVjeljEfFE+Z7PR8TM8hgrIuKh6qyeiGiPiHMi4k8RsTwifhoRe1e93hERX6y6hmev57yvi4g7ymuwICL+d0TUHCyNiGMj4r4yq+6+iHjH4DENan/lwDUd6lpHxMJyXHeU+/OIePX6jlG1b2FEnBAR2wM3AZXyvSsj4iSAlNIK4G7gbbWOT5KkVjKoJEnSZi6ltAz4A3B5RJwYEXPr+aV7PU4F7k8pXU+RAXXaUA2jWF73YaAHuG89Tf4D2DMi9qvadzJwe0ppYbl9B7AfsAXFMrQrI2LuxnQ8IrYGfg78AJhFkbH1RuBfhnnb/sCDNRz+WOAQYCdgDnAXsADYHng/8H+qgzbA7LLtLmU/3gqcWfX6kOOOiO3Kcfy8PNe2wGcBUkr7lu8/MqU0OaX090P099+Bvyofs4GlwI9j3cyzk4AvANOArwBXRcTEYa7B7LK/u5TX4n9RBEguAqZTXPdvVrU/EzgROLocwy+AWyNiavn6PwPHAK8Fdi7HOnvgzeX1uLE8/lbAW4DTgb8dpo8viojXAt8pzzMT+Ffgmog4qJb3b+BafxD4R2AG8J/AjVXjGu6YT1EEavvKY05OKV1V1eT3FJ9JSZJGPINKkiSNDocCtwMfBe4FnomITw4KLu0cEc9VPyiyjF4UEeMpggADgYFvAEfFywshf7x8/xPA3wDHppReVpsppbQc+CFF0IWyPycBV1S1+UZKaVlKqS+l9F3g/nI8G+NE4L6U0tdTSt0ppSeBC8r9Q5kOrKjh2J9OKT1bBvGuB3pSSpellHpTSjcBy4FXVbXvB85MKXWVS+s+RxFQAzY47r8F5qeULkgprSrHsk6G1nAioo3iOn8ipfRkSmkVxWfjFcCBVU2/l1L6VUqpH7iUIri02zCH7gI+VfbnPopA4t0ppTtTSn3At4FdI2Ja2f79wIUppYfKrLnzgT6K4BAU83JhSml+SqkLOANIVef7B2BeSumH5XV6iCL4Ndx8VjsZ+H5K6aZynm4ArgU+UOP7h/ONlNJvU0rdwIUU1+aYTXDcFRSBKkmSRjyDSpIkjQIppaUppX9NKe1PkUlyFnAOZTCn9OeU0hbVD4pf2qu9G5hMERyAIktkCTA4G+Yz5TG2Tim9NqX042G6903gveXSr8PL/v0AiuBHRJwfEQ+Xy5OeA/alyErZGDsDBw8KnF1BkSUzlOXABjNMKGpWDVg9aHtg35Sq7cUppdVV2wuBHaCmcc8B/lhDn4ayFTAO+PPAjpTSSmAxsGNVu6erXl9VPq0ew2CLywDUgMHXYWC8A8fYcVAf+imuw0Afdii3q/uwuOp4OwPHD5rPcymWZdZinfOXFrDuNdhYCweepJQS8Bjl/P6FplLUM5MkacQzqCRJ0iiTUlqdUrqSIvNlvzrffipFfaQHImIRRSbSdIYu2F2LW4G1FMu/Tga+W2alABxPEbA6FpheBrruY+gC4y8Akwbt277q+aPAbYOCZ9PKouJD+R2wUcvtNmDrQUvJ5lBcT9jwuBcyfMZQGuY1KAKBa8tzAhARk4Gtgcdr6fwm8vigPrSV2wN9eHLQ65NYN6D4KHDFoPmcmlLaa2POX9ql6vwb+jzB0Ne6ut9BsdRxYH7XOW5EtFNc+wHVgbnB9qb4TEqSNOIZVJIkaTMXRcHoC6IoUN1RFkc+luKX01/UcZy5FHVy3kERjBp4HEiR6XP0xvSvXBZ1NfAR4J1ULX2jyMropQiCtEXEBygydobyW2D/iDigHOfpFNksA64Gsoj4QESMLzOCdomINw9zzOuAv657YBvWBlwYERMiYheKpV0DtXM2NO5vA3tEUeh7YkR0RkR1HxcxTNCpzAi6Gvh0RGxfBre+ADwE/GYTja8WVwJnRcTuZf2tjwPtwA3l698CzoyI/xEREyiWCFb/fPpV4D0R8daqz/bciHhDjee/Cjg2It4UEZWIOIriMziwvPNeiuDfMeVn5R3A6wcdY6hr/YGI2L/MwDsTmFg1rt8CR0RRlH4c8Bmgulj8IopC3dWfXSJiCsX99qMaxydJUksZVJIkafPXTZEF8QOKZTNLgE8AH0kpzavjOKcB96SUfpxSWlT1uB+YxzAFu2vwTeANFEvwqoMaV1EUvJ5PkbUyl2ECYSml24EvAjdTLLvaBvhl1euLgMMovtFtIcXStmspslOG8i1g3zLwsyk9SpG58meKMd5METSBDYy7LOZ8KEWR8ScoghDVRb4/DpwfxTeqfX2I838MyCm+TewxiiVjbyuDfM1yEXANcAvwDMXyxyPLbzmDot7VT4A7Ka7TYxTXDYCU0gMUdYo+SjHfiykCVTUtj0wp/ZKittTnKT4LnwNOSCndWb6+gKLY9qUU986bge8POsxQ1/pS4EvlcY8D3pJSer587TsUgaF7KJbbPUYxzwP9+iPwNeA35bK+gcLjxwM/Syk9Usv4JElqtSiWgEuSJI1dEfFB4OCUUk3fKlbD8U6mKJK966Y4nkaWiFhIMb/f3lDbOo45DniAIvD335vquJIkNVJ7qzsgSZLUaimlS4BLWt0PjV3lt+MNV0dLkqQRx+VvkiRJkiRJqpvL3yRJkiRJklQ3M5UkSZIkSZJUN4NKkiRJkiRJqptBJUmSJEmSJNXNoJIkSZIkSZLqZlBJkiRJkiRJdfv/2+Zy2pGZEtcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_utils.plot_feature_imp(train_test_data[2], train_test_data[3], model_hdl) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae82b19c",
   "metadata": {},
   "source": [
    "### **Store the trained model**\n",
    "Once trained and tested, the model can be saved locally.\n",
    "\n",
    "The model handler from hipe4ml can be saved with the _ModelHandler.dump_model_handler_ function.\n",
    "\n",
    "The XGBoost model can be saved with the _ModelHandler.dump_original_model_ function.\n",
    "\n",
    "This will be needed for the Grid application!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "15db807d",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_hdl.dump_model_handler(\"./ModelHandler_MulticlassDs_pT_2_4.pickle\")\n",
    "model_hdl.dump_original_model(\"./XGBoostModel_MulticlassDs_pT_2_4.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **Convert the model in ONNX format**\n",
    "To be applied on the Grid, the XGBoost model has to be converted in ONNX format.\n",
    "\n",
    "This can be done with the _hipe4ml_converter_ package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File model_onnx.onnx saved\n"
     ]
    }
   ],
   "source": [
    "from hipe4ml_converter.h4ml_converter import H4MLConverter\n",
    "\n",
    "model_converter = H4MLConverter(model_hdl) # create the converter object\n",
    "model_onnx = model_converter.convert_model_onnx(1, len(features_for_train))\n",
    "model_converter.dump_model_onnx(\"model_onnx.onnx\") # dump the model in ONNX format"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb365a5",
   "metadata": {},
   "source": [
    "**<font color='red'>_Feedback Time_: the models have been saved for everyone?**</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fdc0f27",
   "metadata": {},
   "source": [
    "\n",
    "### **Visualise the results**\n",
    "Let's apply our model to the _hdl_data_appl_ sample!\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6a3c147d",
   "metadata": {},
   "outputs": [],
   "source": [
    "yPredData = model_hdl.predict(hdl_data_appl, False)\n",
    "Dsdf = hdl_data_appl.get_data_frame()\n",
    "Dsdf['prompt_score'] = yPredData[:, 0] # prompt\n",
    "Dsdf['nonprompt_score'] = yPredData[:, 1] # non-prompt\n",
    "Dsdf['background_score'] = yPredData[:, 2] # background"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "bdfd565f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f432016e130>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Dsdf['prompt_score'].plot(kind='hist', bins=100, alpha=0.8, log=True, figsize=(12, 7), grid=False, density=True, label='prompt')\n",
    "Dsdf['nonprompt_score'].plot(kind='hist', bins=100, alpha=0.8, log=True, figsize=(12, 7), grid=False, density=True, label='nonprompt')\n",
    "Dsdf['background_score'].plot(kind='hist', bins=100, alpha=0.8, log=True, figsize=(12, 7), grid=False, density=True, label='background')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "d48a416a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Dsdf_sel = Dsdf.query('prompt_score > 0.5 and background_score < 0.06')\n",
    "hist = Dsdf_sel.hist(column='fM', bins=50, range=(1.78, 2.1), figsize=(12, 7), grid=False, density=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7df22f1e",
   "metadata": {},
   "source": [
    "### **Addendum**\n",
    "You can try to optimise the BDT yourself with Optuna with the following commands.\n",
    "\n",
    "Remember to set the range in which you want to optimise the hyperparameters, the metric you want to optimise, if you want to maximise or minimise it, and the number of trials you want to try.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "a1dbdb5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#hyper_pars_ranges = {\"max_depth\": (2, 4), \"learning_rate\": (0.01, 0.1)}\n",
    "#model_hdl.optimize_params_optuna(train_test_data, hyper_pars_ranges, cross_val_scoring=\"roc_auc_ovo\",\n",
    "#                                 n_trials=10, direction=\"maximize\", save_study='optuna_study.pkl')\n",
    "\n",
    "#fig = op.visualization.plot_contour(opstudy) # plot the correlation between the hyperparameters and the relative performance\n",
    "#fig.show()\n",
    "\n",
    "#fig = op.visualization.plot_parallel_coordinate(opstudy) # plot the correlation between the hyperparameters and the relative performance\n",
    "#fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73d4b8ab",
   "metadata": {},
   "source": [
    "### **References**\n",
    "- [Deep Learning and Its Application to LHC Physics](https://arxiv.org/pdf/1806.11484.pdf)\n",
    "- [Machine learning at the energy and intensity frontiers of particle physics](https://www.nature.com/articles/s41586-018-0361-2)\n",
    "- [HEP ML Living Review](https://github.com/iml-wg/HEPML-LivingReview)\n",
    "- [Inter-Experimental LHC Machine Learning Working Group](https://github.com/iml-wg)\n",
    "\n",
    "Remember to follow the [ALICE ML meetings](https://indico.cern.ch/category/7570/) for many more inputs and applications of ML techniques!\n",
    "Contact [Francesco](francesco.mazzaschi@cern.ch) and [Fabio](fabio.catalano@cern.ch) for any questions ;)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **BEFORE THE COFFEE BREAK!!!** \n",
    "\n",
    "Don't forget to download the AO2D file necessary for the next step of the tutorial! You can do this (**on your laptop**) as\n",
    "```bash\n",
    "curl -L https://cernbox.cern.ch/s/0gqE44ggCn1y6qJ/download --output AO2D_MC_Ds.root\n",
    "```\n",
    "It will take some time to complete."
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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