ml-finance-python

06_model_interpretation.ipynb

(6684841B)

 {
  "cells": [
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "# How to interpret GBM results"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Understanding why a model predicts a certain outcome is very important for several reasons, including trust, actionability, accountability, and debugging. \n",
     "\n",
     "Insights into the nonlinear relationship between features and the outcome uncovered by the model, as well as interactions among features, are also of value when the goal is to learn more about the underlying drivers of the phenomenon under study."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Imports & Settings"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T20:42:15.206898Z",
      "start_time": "2018-10-24T20:42:15.202934Z"
     }
    },
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import warnings\n",
     "from random import shuffle, randint\n",
     "from time import time\n",
     "import numpy as np\n",
     "import pandas as pd\n",
     "from itertools import product\n",
     "from sklearn.metrics import roc_auc_score\n",
     "from sklearn.externals import joblib\n",
     "from sklearn.ensemble.partial_dependence import plot_partial_dependence, partial_dependence\n",
     "import matplotlib.pyplot as plt\n",
     "from mpl_toolkits.mplot3d import Axes3D\n",
     "import seaborn as sns\n",
     "import shap\n",
     "import xgboost as xgb\n",
     "from xgboost.callback import reset_learning_rate"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:29:09.597003Z",
      "start_time": "2018-10-24T19:29:09.590474Z"
     }
    },
    "outputs": [],
    "source": [
     "warnings.filterwarnings('ignore')\n",
     "plt.style.use('fivethirtyeight')\n",
     "idx = pd.IndexSlice\n",
     "np.random.seed(42)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Helper Functions"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
     "DATA_STORE = '../data/assets.h5'"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 22,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:30:22.292648Z",
      "start_time": "2018-10-24T19:30:22.288662Z"
     }
    },
    "outputs": [],
    "source": [
     "def get_data(start='2000', end='2018', holding_period=1, dropna=False):\n",
     "    idx = pd.IndexSlice\n",
     "    target = f'target_{holding_period}m'\n",
     "    with pd.HDFStore(DATA_STORE) as store:\n",
     "        df = store['engineered_features']\n",
     "\n",
     "    if start is not None and end is not None:\n",
     "        df = df.loc[idx[:, start: end], :]\n",
     "    if dropna:\n",
     "        df = df.dropna()\n",
     "\n",
     "    y = (df[target] > 0).astype(int)\n",
     "    X = df.drop([c for c in df.columns if c.startswith('target')], axis=1)\n",
     "    return y, X"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 23,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:30:22.684372Z",
      "start_time": "2018-10-24T19:30:22.668264Z"
     }
    },
    "outputs": [],
    "source": [
     "class OneStepTimeSeriesSplit:\n",
     "    \"\"\"Generates tuples of train_idx, test_idx pairs\n",
     "    Assumes the index contains a level labeled 'date'\"\"\"\n",
     "\n",
     "    def __init__(self, n_splits=3, test_period_length=1, shuffle=False):\n",
     "        self.n_splits = n_splits\n",
     "        self.test_period_length = test_period_length\n",
     "        self.shuffle = shuffle\n",
     "\n",
     "    @staticmethod\n",
     "    def chunks(l, n):\n",
     "        for i in range(0, len(l), n):\n",
     "            yield l[i:i + n]\n",
     "\n",
     "    def split(self, X, y=None, groups=None):\n",
     "        unique_dates = (X.index\n",
     "                        .get_level_values('date')\n",
     "                        .unique()\n",
     "                        .sort_values(ascending=False)\n",
     "                        [:self.n_splits*self.test_period_length])\n",
     "\n",
     "        dates = X.reset_index()[['date']]\n",
     "        for test_date in self.chunks(unique_dates, self.test_period_length):\n",
     "            train_idx = dates[dates.date < min(test_date)].index\n",
     "            test_idx = dates[dates.date.isin(test_date)].index\n",
     "            if self.shuffle:\n",
     "                np.random.shuffle(list(train_idx))\n",
     "            yield train_idx, test_idx\n",
     "\n",
     "    def get_n_splits(self, X, y, groups=None):\n",
     "        return self.n_splits"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 24,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:30:22.901890Z",
      "start_time": "2018-10-24T19:30:22.891533Z"
     }
    },
    "outputs": [],
    "source": [
     "def get_one_hot_data(df, cols=('year', 'month', 'age', 'msize')):\n",
     "    cols = list(cols)\n",
     "    df = pd.get_dummies(df,\n",
     "                        columns=cols + ['sector'],\n",
     "                        prefix=cols + [''],\n",
     "                        prefix_sep=['_'] * len(cols) + [''])\n",
     "    return df.rename(columns={c: c.replace('.0', '').replace(' ', '_').lower() for c in df.columns})"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 25,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:30:28.337320Z",
      "start_time": "2018-10-24T19:30:28.334152Z"
     }
    },
    "outputs": [],
    "source": [
     "def get_holdout_set(target, features, period=6):\n",
     "    idx = pd.IndexSlice\n",
     "    label = target.name\n",
     "    dates = np.sort(target.index.get_level_values('date').unique())\n",
     "    cv_start, cv_end = dates[0], dates[-period - 2]\n",
     "    holdout_start, holdout_end = dates[-period - 1], dates[-1]\n",
     "\n",
     "    df = features.join(target.to_frame())\n",
     "    train = df.loc[idx[:, cv_start: cv_end], :]\n",
     "    y_train, X_train = train[label], train.drop(label, axis=1)\n",
     "\n",
     "    test = df.loc[idx[:, holdout_start: holdout_end], :]\n",
     "    y_test, X_test = test[label], test.drop(label, axis=1)\n",
     "    return y_train, X_train, y_test, X_test"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Get Data"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 26,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:38:11.474372Z",
      "start_time": "2018-10-24T18:38:10.493164Z"
     }
    },
    "outputs": [],
    "source": [
     "y, X = get_data()\n",
     "X = get_one_hot_data(X)\n",
     "y_train, X_train, y_test, X_test = get_holdout_set(target=y, features=X)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 27,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:38:19.357311Z",
      "start_time": "2018-10-24T18:38:18.792602Z"
     }
    },
    "outputs": [],
    "source": [
     "dtrain = xgb.DMatrix(label=y_train,\n",
     "                     data=X_train,\n",
     "                     nthread=-1)\n",
     "dtest = xgb.DMatrix(label=y_test,\n",
     "                    data=X_test,\n",
     "                    nthread=-1)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Retrieve best model parameters"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "The results used below are created by the notebooks [xgboost_lightgbm_catboost_tuning](04_xgboost_lightgbm_catboost_tuning.ipynb) and [xgboost_lightgbm_catboost_tuning_results](05_xgboost_lightgbm_catboost_tuning_results.ipynb) that need to run first."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 28,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:41:25.897395Z",
      "start_time": "2018-10-24T18:41:25.889095Z"
     }
    },
    "outputs": [],
    "source": [
     "with pd.HDFStore('results.h5') as store:\n",
     "    results = store['xgboost/dummies']\n",
     "best_model = results.iloc[0]\n",
     "best_params = best_model.drop(['rounds', 'train', 'valid', 'time'])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 32,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:41:28.426749Z",
      "start_time": "2018-10-24T18:41:28.422689Z"
     }
    },
    "outputs": [],
    "source": [
     "params = dict(\n",
     "    booster='gbtree',\n",
     "    objective='binary:logistic',\n",
     "    eval_metric=['logloss', 'auc'],\n",
     "#     tree_method='gpu_hist',\n",
     "    max_depth=9,\n",
     "    learning_rate=0.1,\n",
     "    gamma=0,\n",
     "    min_child_weight=1,\n",
     "    max_delta_step=0,\n",
     "    subsample=1,\n",
     "    colsample_bytree=1,\n",
     "    colsample_bylevel=1,\n",
     "    reg_alpha=0,\n",
     "    reg_lambda=1,\n",
     "    silent=1,\n",
     "    seed=42,\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 33,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:41:36.093910Z",
      "start_time": "2018-10-24T18:41:36.089595Z"
     }
    },
    "outputs": [],
    "source": [
     "params.update(best_params.to_dict())"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Train XGBoost Model"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 34,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:43:03.670087Z",
      "start_time": "2018-10-24T18:42:58.587040Z"
     }
    },
    "outputs": [],
    "source": [
     "scores = {}\n",
     "model = xgb.train(params=params,\n",
     "                  dtrain=dtrain,\n",
     "                  evals=list(zip([dtrain, dtest], ['train', 'test'])),\n",
     "                  verbose_eval=False,\n",
     "                  num_boost_round=int(best_model.rounds * 1.2),\n",
     "                  early_stopping_rounds=None,\n",
     "                  evals_result=scores)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 35,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T18:43:03.684751Z",
      "start_time": "2018-10-24T18:43:03.671462Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "0.4872499688425391"
       ]
      },
      "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "y_pred = model.predict(dtest)\n",
     "roc_auc_score(y_true=y_test, y_score=y_pred)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Compute Feature Importance"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "A common approach to gaining insights into the predictions made by tree ensemble methods, such as gradient boosting or random forest models, is to attribute feature importance values to each input variable. These feature importance values can be computed on an individual basis for a single prediction or globally for an entire dataset (that is, for all samples) to gain a higher-level perspective on how the model makes predictions."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "There are three primary ways to compute global feature importance values:\n",
     "- Gain: This classic approach introduced by Leo Breiman in 1984 uses the total reduction of loss or impurity contributed by all splits for a given feature. The motivation is largely heuristic, but it is a commonly used method to select features.\n",
     "- Split count: This is an alternative approach that counts how often a feature is used to make a split decision, based on the selection of features for this purpose based on the resultant information gain.\n",
     "- Permutation: This approach randomly permutes the feature values in a test set and measures how much the model's error changes, assuming that an important feature should create a large increase in the prediction error. Different permutation choices lead to alternative implementations of this basic approach."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "All gradient boosting implementations provide feature-importance scores after training as a model attribute. The XGBoost library provides five versions, as shown in the following list:\n",
     "- total_gain and gain as its average per split\n",
     "- total_cover as the number of samples per split when a feature was used\n",
     "- weight as the split count from preceding values"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "These values are available using the trained model's .get_score() method with the corresponding importance_type parameter. For the best performing XGBoost model, the results are as follows (the total measures have a correlation of 0.8, as do cover and total_cover):\n",
     "\n",
     "While the indicators for different months and years dominate, the most recent 1m return is the second-most important feature from a total_gain perspective, and is used frequently according to the weight measure, but produces low average gains as it is applied to relatively few instances on average)."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 38,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:25:49.115533Z",
      "start_time": "2018-10-24T19:25:48.023459Z"
     },
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 1008x360 with 5 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "fi_types = ['weight', 'gain', 'cover', 'total_gain', 'total_cover']\n",
     "fi =pd.concat([pd.Series(model.get_score(importance_type=f)).to_frame(f) for f in fi_types], axis=1)\n",
     "fi = fi.div(fi.sum()).sort_values('total_gain', ascending=False)\n",
     "fi = fi[['total_gain', 'gain','total_cover', 'cover', 'weight']]\n",
     "fi.columns = [' '.join([c.capitalize() for c in t.split('_')]) for t in fi.columns]\n",
     "fi.head(20).sort_values('Total Gain').plot.barh(figsize=(14, 5), subplots=True, layout=(1,5), sharey=True, legend=False)\n",
     "plt.tight_layout();"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 39,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:25:59.831425Z",
      "start_time": "2018-10-24T19:25:59.576118Z"
     }
    },
    "outputs": [
     {
      "data": {
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\n",
       "text/plain": [
        "<Figure size 720x360 with 4 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "corr = fi.corr('spearman')\n",
     "sns.clustermap(corr, annot=True, fmt='.2%', figsize=(10,5), row_cluster=False);"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Partial Dependence Plots"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "In addition to the summary contribution of individual features to the model's prediction, partial dependence plots visualize the relationship between the target variable and a set of features. The nonlinear nature of gradient boosting trees causes this relationship to depends on the values of all other features. \n",
     "\n",
     "Hence, we will marginalize these features out. By doing so, we can interpret the partial dependence as the expected target response. \n",
     "We can visualize partial dependence only for individual features or feature pairs. The latter results in contour plots that show how combinations of feature values produce different predicted probabilities, as shown in the following code:"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Requires running cross-validation in [sklearn_gbm_tuning](02_sklearn_gbm_tuning.ipynb)."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 120,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:35:31.633654Z",
      "start_time": "2018-10-24T19:35:31.583734Z"
     }
    },
    "outputs": [],
    "source": [
     "gb_clf = joblib.load('results/gb_gridsearch.joblib')\n",
     "best_model = gb_clf.best_estimator_"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 116,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:32:58.691900Z",
      "start_time": "2018-10-24T19:32:55.093654Z"
     }
    },
    "outputs": [],
    "source": [
     "n_splits = 12\n",
     "y, features = get_data()\n",
     "X = get_one_hot_data(features).dropna()\n",
     "\n",
     "y, X, y_test, X_test = get_holdout_set(target=y,\n",
     "                                       features=X)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### 2D Partial Dependency "
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "The below plot shows the dependence of the probability of a positive return over the next month given the range of values for lagged 1-month and 3-month returns after eliminating outliers at the [1%, 99%] percentiles. The month_9 variable is a dummy variable, hence the step-function-like plot."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 121,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:36:09.146730Z",
      "start_time": "2018-10-24T19:35:33.742501Z"
     }
    },
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 864x504 with 4 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "fig, axes = plot_partial_dependence(gbrt=best_model,\n",
     "                                    X=X,\n",
     "                                    features=['month_9', 'return_1m', 'return_3m', ('return_1m', 'return_3m')],\n",
     "                                    feature_names=['month_9','return_1m', 'return_3m'],\n",
     "                                    percentiles=(0.01, 0.99),\n",
     "                                    n_jobs=-1,\n",
     "                                    n_cols=2,\n",
     "                                    grid_resolution=250)\n",
     "fig.suptitle('Partial Dependence Plot', fontsize=18)\n",
     "fig.tight_layout()\n",
     "fig.set_size_inches(12, 7)\n",
     "fig.savefig('partial_dependence', dpi=300);"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### 3D Partial Dependency"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We can also visualize the dependency in 3D, as shown in the following code that produces the below 3D plot of the partial dependence of the 1-month return direction on lagged 1-month and 3-months returns:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 133,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:42:18.038433Z",
      "start_time": "2018-10-24T19:42:09.187427Z"
     },
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
       "image/png": 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WNw0NDTE0NERvb++9HuV9uXbtGrVaja6urns9CgDVapVcLkc+nyeKIlpbW2lubv6B6Mvw8DDXrl2rq5jVuXPnGBgY4H/9uV/mwoULpH0GDDSaBqw3VEyVacGDpH2afe4A84O5HHPHqfkY6wMu+8s0mUYSn2CNpdt2c81f4yPRkwz7YY4nJznpTmExfCJ6hpqpsTveS87lCLzlElcASJMGPBmTpcE3cIELxMSkSTEpmIzxnrfdaSyWLFmGKGCxNJlGUj7FsCnSbtqo+RplX2GYAk00kSJFgQINpoGAgLzP02SaaDNtxNRweK776yyzS2myjVx2V9ie7MDheSJYS4Np4KK7yG73JhZDyqTIkr3xngyzOnwYYwyxi3kteZ2V4XL63QBn/FmG/BAGy8pgOdf8NU66U0wMJtJIAwdTh5m9fDaf+dxnWLZsGe3t7f/ssXLOMb93HitZPvKzN9wWlppFRCZis9vKCrvsxnO9Y7vficfTYBqYwTQuc4UL/iJDFIiJ6aKTRhoYYJCYhNnMxGLZy5t00UUPvZznHJe4zHjGUabMIFeZxUyaaOQSlznHecqUeITVpEyK2MdsYRvzmUuaNG+wmRQRMTEeT9mU+auv/L9ks1nCMGTixImkUqn7Og71ToODg0RRVDfz3i5U5L0fCVvVarWR+zdvxpgfGroKguCufP+dOXOGvr6++yKs9W4Vi0UKhcJ98731biVJwoULFxg3btxdfV/FrO68D0OISTErERERERERERERERERERERERERERERERERERERERH5sArv9QByf7nfA1bvZIzhn4qx3e/uh/mdcxQKBXK5HNVqlZaWFvr6+kin0z/0d+6Hud+rQqHAZx7/WRaZBcxPPcSm2lY+mn4K7+G71Rf4WOppIh/yjdqzPBk9RrNt5gEmsrO6i4qpsSicx5VkgAE/wIPBZNZVX+UnUs8QmIAW00IuzrE8XELKpHglfpUGsmR8hqv+GhnSZMmQ4JgWPEif6eP1eCNXGSRNmoXhPEaZURRdkcP+KKujVWTIsqm2iZCQp1NP0Wga2FXbw0w7g96gB4AXq+v4WPg0GTIcSA4xxUxmfHAj1LK+9hqPRqu/d38Da8LV1KjxRryFbjeGi1xkejCNNGnedPsp+iLDFGmhmeXBMlJEbHRvgIEGsrwWv05IyDBFlgWLaTSNNAaNJInjurlGmhTbkx0sChawJljNi8k6DIZqqcru9bvZsX47ZSq0BC2MnzaOr73w92Qymdseqy9/8cuM9b3wvY+i2MWkiIhMxBl3hh66R55rjaXHd3OaMxT8MAc4xATGUaHCTDOdDkZx3ec4yCHGMw4MHPPHqVClgw4cCdvZTiej6WMsl7lMijSdjOYEJ0lIgBtrMJ2p7GQnK1hBaEKW+sVsZisBli5GA4Y8efoYy1V/jV/69C9hgCbTRGQjMh1ZVj61kl/9336VsWPHfjAn+h1UT98Ft2OMIYoioigim83ess17j3PulshVuVweuZ8kyW0jVzdvdyo+5b2vu3Wux5mhfueWHwM6L0VERERERERERERERERERERERERERERERERERERE5ENEMasfU5VKhVQqhTGmbgMPxhicc/d6jPftXkWhvPdUKhVyuRxDQ0NkMhna2tpoamp6V+dCvcWsnHP8wsf/JU/YtZR8he9WXqTLdvFc+bvUqNFoGnm+8iJlyjSaRjbWNvNQOIvEO677PGujRzibnGNnvIuAkLwfYmW0jD3JXobjElVXZWzQw4RwPAAfCz7Ct8vPk7ZpHrWr2R8fZG44h1FBO1eTa7web2R2OJsqVaq+wkPhHJxzfMe9wNrUowTe8nz1RYyxNNNEo2kA4Kq/ygI7D7gReMqSIWtuRHouuovMimYA0O/6abdtI89LkSIwAQEBj4Vr+E78AmnSDLhBptopjLN9HHFHWW6XMEyRHW4nOZ8nwDLKNDDLzqBKle3JTjpsO3vcmxhnGM84znCWx8I1GGOY5qeytbada1wnIKTXdNNMM8f8CXpsN0N+iHbfTtfR0ayZ/gj/+j/8Jp/53GcAuH79Oqvnr751fQcAACAASURBVCaJE0yNW2JWm9hClSrr3WsYLA8x+5bje47zrLIrCc2NY7PNbaeVVi75y7zF25QpkyZNP/0M+xIORwNZChQoMEwDWWrUOMd5LJZOOnmAiQBsZTspUrTRxhjbRexitvvtLDFLCAkJsGTIkqfAfB4iZVLs9LsYYpgAQwONVH2NmW4mLYNNPPvFb/H1L32dr738NebMmfPBnfQ/Zt5rqMgYQxAEBEFw2+3OuZGw1e1iVzdDWf84chWGIUEQvKtZ6ukz9J3qee578bdOvf59JSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvJ+KGb1Y+r8+fNMmDCBMKzfU8BaW7dhDbj7UagkScjn8+RyObz3tLS0MGHCBKIoes+vVS/r3t/fz5OLnyDKR7zkXiH2MeODcfQnAwybIm20kfdDOBJWRw8zIRxPyZd4sbKOxDsaTQNfqnyZGglpk6LNtOJwDLhB5gUPsSneyrhwLANukJcrr/JwtJz98UF6gm7mB3PZWN1Mr+1mXNgHwFa3gx7Tw+H4MJFJkTUZXqisY8gP0WJa2FjdRMEXaKYRg2WM7QKg7Mo0mcaRMMqh5DAT7AQAqq5K2qSxxgKwLznAsnAJAEfcMSYE40fWw3tPm2lldfQwBV9gX7yfAT9II43scwdIvMOT8HT0BBERg/4q6+MNhARkTYYpdgqdtoNd8R5O+lPg4by7SF/QS+ADhk2Rp8MncTguJ1c46A4TmYhO08nicCFnkrPsSHbRUMzye5//Pf7Tv/+P/OU//A/+9c//BotK88mR55g7ziUu85Y7jcUQELDWrmGn281EM5Ej/ijz3VwabAOxi0mbNKG58TkW+Yh2084iuwCAnclu5thZtJt2ADYnW1kRLAPguDtBijTjzI1js81tZ7FZxAADHPSHGGCQlSyjyTSz2+/lvDvPWDuWiquw1+9lmCLzmEubbaPoixz0hxj0V+lgFI+aR3jbn+YiF+mll1P+JBeTSyxkAePCsfzMY59iweMLmT5jOj09PcRxTD6f5zd+4zfIZDIf0NXw7t2r8M/7dafntdaSSqVIpVK3fa8kSX4gdFWr1YjjGO/9bSNXURQRBAHW2lter57WGerv3LipXucWERERERERERERERERERERERERERERERERERERERERqSf1WzKS9+VmzOFuh5Q+CPW+D3djfu89xWKRfD7P8PAwjY2NdHV1kc1m33fYo16CIL/yr36FF77xAk2+gTx52kwbDSbLRXeJWeFMAgKOJydZGS2jK+jiQO0gu0t7GfbDYAxZMgy6qzg8AQFLwyU8GE7GecfrtU28UnuNgIDJwQMsiRYxmAzyzcqzRCaimRb+Nv4q44I+cuR5obKOa+4aZSpYLBmTodmkybs8Zcq0mFau+es0mybaaKVma3gfMzV4EIDdyV6m2Ekj+3beXWBmNAOA/W4/U+2DI9uMN9jEQAgX3EVmBTNHth32R5hgb8StmkwTMTFrotW0mBacd7xYW0efncCmZCuJSxhiiLnBQ0wKJlLwwxxLjrM52UKWDB8JnsQZz8HkEAeqh0iIWREuI23SOOc45I7wWPQoadLsS/bzcu1Vmn0TKZOiwTTivGeRW8BnP/5Z+uilMWikkUZ6bDcb3EY8jiqO2TxIyqRYapewyW1mhpnBDr+LFW4ZRzjKZPPAyP4d8IeYaiePPC5THglZnXcX6TSjR7Zd9v0sM0tG1rPTjMYaSxdd5HyOZtPMXr+PlX4FC8w8dvidZFyG8YzjNGfweCJuhOAaTAOxT5hppjPAAFv9NuYwm2aaOcghHAkL7HwOuEOM82N5IlrLSy+/wuaXN9FiWij5MlmT5dn/8i2itogJD03k3/3+v2Pq1Kl35mKQO8YYMxKouh3n3C2hq1qtRqlUGnkcBAFhGBIEAQCFQoEoigjDEGttXXy+1sOM/5hiVnLfsjovRURERERERERERERERERERERERERERERERERERETkw0Mxqx8Dtws4WGtxzt2Dae4cxax+uFqtRj6fJ5fLEQQBra2tdHV1jQRUfhT3+7o75/jM059haOd1VgXLeaO2mcimMAYuu356bDdDZohz8Xm6g272Jwfp9gM00kBMzEPRHC4ll+n3/YwJxjDkhliaWszZ5DzfqbxAzuXotmP46fRPUqbCttp2BpOrFClijCHxjoIp0GpaKPgCjb6Rq/4qVWp02dE8Gq3Be8+L1XV02k7aaWW/O0RgLIlPyJGjz4/lor/Ed6ovUKFCTMx4O46CK3DBXaRKjedq36HBNFD0RYYpccgdBuA611nvN1CqlokIcd5hjQVuxK1uRrAAYhJaTAsA1/w1umwnc8JZzGEWb8b76GAUl/xlTtZO0UCWoi/xeLSWnM+xLnmFB+wE+mwvF/wFxppejrkTlJMyV/01euwYsiYLwLxwLq/X3mDIFCj6Eqvtw5SCMq/WNjDJTCRjMryWvE6Co4EsNWq0085o28F5d54W10y7bWe5Xcpmt5WHzENs9TsIsHTQMbI/VSq0mlYA+l0/o98RrzrJSZabpQAUXZEGkx1Zl7fMWyxj6chzr9DPw2YlnWY02/0OlpmlLGQBG/0bxMQssYtJkeKoP8aQL9DsmxhtRjHRTmAiE6j4Km+4TXjg8eBR3nanyfk8y+1Sno9f4vHwUdaEj/Cd+HmGfZGEmNjHxEmNZMDRuKGBTz36KV478Brt7e13+Ar5593P1/ft3E+hImstqVSKVCr1A9u89yRJQhzHVKtVisUipVKJoaEh4jjGez8SygrDcCRydfN2P+zj/bTW70W9zi0iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJSTxSz+pD656IN93uQ6N34MOzDnZzfOcfw8DC5XI5yuUxzczO9vb1kMpk79h5w/6/78pnLsf0QmYgz8TmWp5cyJZzMufgCg36QhdECnHO86NbxRHotzjsO1Y6wz+1nUjiJtE1RSop8NvtpQhPy9dKz9AVj6QvGUnVVXqy9TNqkeaH2EkvCRXTaDoZcgQeCiZyMT5ExGZ5OPUloQzZU3uCkP0kTjWRshhbTys54FxfcRcYGvTSaRs4m51gULWCcGcvfV7/JjGAaadIMuQKPR2vxeM4l59kR76TX9tJCMx7HDDudRtvAJXeZIiVWBSvZUNvIonAhE+0E9icHuegu8nK8nrnhHDrpJGuyBOZG0KzfDdJm2kbWbW+yj2XhkpHHV1w/j0drscbivOP52osENuBMcpaZ4Qx6TS8vxus4xdtERAxyFecdISFPp56i313h5dp6pgUPkvN5Wkwz84KH+Vrt6zzrvkOP78ZgmGoe5LQ/yygzitjHnOQUP2U/yRtuM1PMZCYFD7Ax2cRCt4BG20BkQg75Q5QoUqXKNreDmWY6wxQZbb4ftjrCMZaYxQDELibtU0Q2AuCQP8JkM/n720gT2htfh2VXptk0Y42lk05iYra7HWTJMsqMIiTkgDvIZDOJucxhq99OgWGKFOly12i37VzyFxltRhMQcMadZUowmZ3Jbop+mNl2Fi/G6yhSIiJFlgxLg8VsS3bwaLSaATfIJX+ZJ+xaHp//GJuObL7j1/C7ofDPnWeMuSVUlcvl6OzsHNnunCOOY2q12i3BqziOieOYIAh+aOjKWntXjlm9RqHqdW758NN5KSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiHyaKWX3IvNt/FH+/B4neDWMMzrl7Pcb7Zq29I8egUqmQy+UYGhoilUrR2tpKb28v1to7MGV9qVarMOh5JvNRAL7uvsWMcDrGGPbHB3gi/RgAB5KDPBBMBMAayyV3iSdTjzE6GM2AGyQX5AlNyKXkMj1B98jr74r3MD+ay/igj5Iv8a3Sd0mZkOagGUdCS9BMT9DNhngjl90Vuu0YPpn+BNtqO3g4tYIW20zVVXm5vJ7xdhyX3GXAsLO2mwPmIE2mkZPJKWIS0ibN+upreOOo+Crtpo0BN8CgGWS0HY01lo3xJiJSjLLtfKf2PIEJgRvRlofC2YxxXbxR28Qr8Ws00cCiYOHIvrwZ72N59P14lfMJjaYRuBF4ypoM1tw4h3I+R2/Qy4JgHifdKV6urifPEBOCccy38wBYn7xGr+3hmr/OvngfS4MljIvG8WJtHSVf4mPR05zz55kTzOIM5xjjuxhiiB1+F1PMZB4wN45HfzLARreJHtONNRaLZUWwjI3JJhqTBsbZPiYGE3Hecdad47A/wl6/j5iYMmVOJKfw3LiuXvav4AGLISDg28nzWCwBAVf8FWo+xpHQRx+xiwltyH4OMMPMGFmXHtPD25zmCv3MZy6dtpPYx+xz+9nHfnroYW7wEFVf5ZA/zL7kAJaAR4PVAGxMNjHKjWKBncfGZBPdvocqNVpp4xOpj7G+9hqjg9E0u2aeq36Xj4RPUjQl9scHWelW8JElT7F+76s/ltfzu1WPoaLbzWytJZVKkUqlbvv8m1Grm7eboatarQZw28jVzdudWp96XGu4EQq7F3PX41qJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvF+KWX0IvJ9YgrW2rkNQcOdiUPfS+50/SRKGhobI5/PEcUxLSwvjxo27bQTlTrufQ2hf+LP/xkw7DYC8y9NqW0eiZ5aAjMkAcCI+ycczz4z8XoECo4PRAGytbuPh1AoAdtX2sipaMfK8AT/ICrsUgKzJEpqAT2Y+jjWW58svsSxawuigAyL4h9K3RuJZLk5osc03Xr+2g2vmOtf9deaH8wiM5fnKOpZHS8iYDK9VX2dCMJ6JwUTSJsVzle/wsdTTWGPZXttJtx3D+GAcAOfcedptO847EuN4KvU42+IdnK6eZXX4MAfjQ8wOZ9FME8fcCbYnu3g92USGDCEhWZ8FA5fcJTpt58h+7nP7mWgnjjzenxxgYbgAYwxTgskUXIFeejDGssvt4aK7RJYMM4MZhDbkorvEC7UXqRIzK5xBj+1mc7yVqolZGSyj241hh9vNcruUzW4b7aZ95L1WmZW86NfRw/cjYmmTptuMod8P8LY/Q80ljPU9HPMnWBOsJmMyDLhBDviDrLIrCUzA3uRNDAFTzRRqvsY2v52VZgVNpoltbjtjbBe99HLGn+WcP8eLvIR3EBLSalpuPbEMPGHXctgf5VhynBRpnEl4zD7KaX+G15INjDfj8ECTaaLoi9R8jZRNsTxYysZkEw/bFWRpYD/7eSRYxRF39Ma+kcY5R5NpZJQfxb74ABe5SEREyqVo7G9g2axlvLTlJdra2t7jFfH+1GuwqJ681zU2xhBFEVEU3XZ7kiS3hK6q1SrFYpFarUaSJARB8ENDV0EQvKe56zGspnNa7ltW56WIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiHx4KGZVp37UKMP9HCR6t+p9H97r/N57yuUyuVyOQqFAQ0MDo0aNorGx8a5GOu7ndf+7P/87ngk+AsDW6g7mp+YCcDg+yoTvBaBiF9NgGojMjY+/QTfIKDtq5DWKSZF8kqPV3ggaNdmmGz93RVps88hal12FZtuENTfCLrGJb4SsgIvJJfrCsQCcTy4wxo4Zef1L/hJPhY+zNdnB7HAWAGuiVWyJt7EmtZpHozVsiF9nWjgVgGnBVI4kx5gZTmdRsIB18SuMs30YY1gVrmRzsoUFwQJejzfyZryfacFUCqbAN2vP0WyamWImE9qQRtPIFrbxkfAJhnyBt5K3eTb+NmAY9gV6TS9VVyVlU1z115gfzBuZOcHR/L0YF8AV38/j0VqssVRdlR3sYpqdwmvJ63S7bhpNlsCGTDJ9nHFnGW/GszZcwzq3nmbTBAHESY3X3SZaaOKAP8gcZnPSn+ScP8/spnnsK+zmepJjup1KG230+wEeCx8lIeGCv8hGt5ksGXYku0hwFBiigQa2JNsoUiQhoZVW9vi9DDBIM83s9nuo+CoGwxQ/hbRNM9b3coELLLTzedufoYsuDrgDzLazbxwvd4lO00lkIh4ysylR5lX3GlmyXPaXmWofZBx9bHAbiYh4InyMIV9gc7KVNXY1kYlYHCzkheQlhijQQQcTwvG8VX0b5xwddhSXuESH6eACl8iRY6wdi8Fy3J+AxPNQbg4fn/UM4+aP4wt//X/S0dHxo10oHzL1GCq60zMHQUAQBKTT6du+1ztDV3Ecj4Su4jjGGHPbyNXN2zvnrMe1hvqNcImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUE8Ws6sydikhYa3HO3ZHXulduRpXqNa7xbqNQcRyTz+fJ5XIYY2hpaWHixImE4b25fO/XmFWhUMDkwaUcp5MzXIgvciXpJ2UivIciRbbXdlLxFabZqTjnsNayvbqTZeESdlZ3cyp+i7KpcMQd5/XSFvIuz3PF7/JYZg3bajuZFU0feb+dtd3MCmcAMOAGGW2/HxjaUdvDmtQqAPbEb47cP1o7xsxgBh1hBy2umXPJefqCsWRtBoNhIBlkdNBBg2ngUnKZ7mAMU8MHeb7yItP8gwQ2oMd285Z7m0nBA0QmwnlHyZeYbCfhjGPAD3DeXSQ0AY0my7r4Fcq+TJkKc4Ib8axm08QwwzyT+hhpkyLv8qyrrufF+GUKfggwDPkhWk0rV1w/He+IfVVdlZRJjUS8dsV7mBJOost28RH7BFvjnRxJjvJ49CgdtoO8y7Mhfp0O104qTAEw5AukbJpmn2LIFxjwg1zxVyhR5pm+n+KhjoWkz6TZf20PnX40J/wpwHDEHSVjMhTcMO20MyucQUjIjngnq+3DZE2Wqq+yxW1ngZ1HjZjD7iizmcXEYDx42Oq3M88+xBl3lqPJUXLkeSJYS9qkcc5zxfeTJctRd5RpdhqneJtlZvHI/h/xR1gcLKLDjOKEP8mr8QZiYtaEqznnz/Nmsp+5wRym2gfZmmxnWbCEjckmhiiwMljOeXcBgA7bwRX66bZjOBIf5aFwDg0uQ+xrPJZ6lM3VLbTQTJ4h8j7P9fg6xe1FVs9aRWdvJ1/81pd44bsv8Dd//jf84X/9Q1atWnWHr6j6cT9+Ht1PjDFEUUQURT+wzXuPc+6W0FWlUmF4eJg4jkmS5JawVbVaxXtPtVolDMO6CUTV698J8mNA56WIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiHyIKGZVBz6IAMP9GiR6L+o9TPFPze+9Z3h4mFwuR6lUoqmpie7ubjKZTN3v9532uU99jpP7T1DNVRlMBnmh8jKdtoPABnw0/RQtppmvlb/BR9NPMdp2cDw+wfbqLr5Y/jINJkviE75be5HpZhoxMZ9Mf5yWoAWA1yobGXAD/EPlm1R9lY5gFN3BGAD6/QAr7TIAttV2sipaAcB1l+NqMsg3ys9iMeDh6+VnSfmIVtvKk+nHAFgZLudb1ecAOO3OUHTDbDHbySYZmkwju+LdzPIzyJEnwfFivI5mmglMwInkFKfc2/gAOlq72F86zIR4LKfc2zwVPc4UM5l18cssj5aS83k21DbSa3q46q8xUBtk0A/SYlvYFe9mdjCT/clBZkczmRZMpezLHI6Psq72CjVqODwfiz4yst57kjeZFkwdeXyd63SbG2tijGHYF/hY9DR7kzcxCSwPljHBjmOfO8BsMxuAi/4SKSIm2Ykc8cf5SPA4L8Wv0BS18FDHQgC6m/rI1a5zfvgCa8M1nExOkWeIXtNDihSnOU2/6ycmpkyZ/f4gHYyi6qqUKJH3Q0QmYjSjOMoxCm6Iq/464xlHk2liZjCDXckeWmhmV7KHFeEyJtjx1FzMsC9QosaZ5DSRCUmZ1Mj+Fhim04zGGMM0M5Urrp+AAOsDptmpbHHbuOAu0mt7uBJf4Wvx14mp0cdYZoTTuVLrB6DX9nA0OcrSYAnDDNNgGij7CqNoB6BIiRXhMnYne3kreZse202jaeJIcoRD5w7z1MInyQZZZmRn8quf/lW89byy+xW6urp+5GuqHsM/9Tbv/bLGxhiCICAIAtLp9A9s997fEroql8tUKhUqlQpxHGOMuSV2FUXRyP0gCO6LfYR7t973y/6LiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI3A2KWd2nPugAgjEG59wH+h53w80oVz0GI24XFKtWq+RyOfL5PFEU0draSk9PD9baezTlD7qfQmj/4pnPkuyo8XTwJF8rf53JwSRKSYn97hAttpk3qpu56q/RYBq44vrpNKPJmAytpoWeoIeQgG21HYwyo9jn9jM26GVD7Q3StTSBt2SDBn46+5PUfMzeeC97q2+yr7afRtNIwRX4+/I3SXCUfImvxv9Ai2nCmoDOYDRPpZ6g4ip8q/ptJgeTyPkcj0SrRmY3xpDgONvcT2/jVD4z/ikA/r9Df8FHJ3+KDWdeYsANM6ZhHB/r/Z8JbchXj/wln576rwBYf+55JrdNY0LLZAD+r11/TKla5HByhFnhTHpMD2eTc0wOJ/FotJrjyUmWhIs4kZzkStJPu2kjaxp4vbYRh6fma7Sbdlpo5qK/yDPpp8n5PDvj3ayrvUJv0sPycBnX/XWWmEUAFF2RZtN0y/XnDbTaFh6xqzidnOEb1WeZGk5hXNhHr+kBoN/3Y7G00EzoAyq+QsEP80C6d+R1EhezuHMF66rf5o3aFqbZBznnLoCHsWEv5aRMhQozgxk8aKbwarKBaXYqQRjQ6BpJfMIUO5kJdjy5ZIjJZhIzbIpXkldpd22000bO51gbruGoO86uZDcLgwVMsZNYF68nJuYKV+jynTjnsNYy6AZpN20j+xu7mJSJWBosZkO8kcd4lKXBYl5NNtAYN3CKtwgJ+ZeZn2d99VUAsiZD2ZVpN21cdzlMaDDcuL7TJk1MDECn7aRsyjSYLE22iesuzzkuEJPwC5mfZ33lNeIk4UBxP72pXgITsGruKrYe2kp7e/udv9juY/fL59F7US/fW8YYoigiiiIAyuUyDQ0NNDY24r3HOUccx9RqtZHY1c3wVZIkt41c3bzdze+1ellvERERERERERERERERERERERERERERERERERERERERkXqmmNV95m7FFqy1dRkA+cduRrnup9jTu3UzCuWco1AokMvlqFartLS00NfXRzqdvtcj3ta9jllVq1XWr1/P53/581TzFbJk2eF30RP0gIHLXKHDjmJiOJ7xto9dtb08mn6EfbX9fKn4FQIb0GlHkzYpDsVHmBo+SEBALamxJr2arMlyOj7LhurrZF2WC/FFuu0YmmiiL+zj8fQatlV2ctVcI2VSlHyJFtNM1VcZ9sNkuRF9+XrlWxgMc6M5tJt2NlY33bIf2+OdLJuwlraG0VwvD96yrSXVxsen/Aw7L2+iIWwitDc+qg3viEa5BGO+f953No1hee/P8bWD/w/DtSIPBpPZFu9gkn+ADtvBzng3FSpMDR/kZPIW88O55NwQh/0RpgSTmRJM5rQ7zevJG4w1PTT4BppsE71RD9+pvkjO53mu9l1qvspXKl+jx4wBDHOiWSMzvJWcpsd2jzweZ/rYbw/Q7wdIjKOFZgAqVAHPeX+R8WYsl/0VerN92HfsT+xrhDbi12b+Gwpxgf9x5AukghSb4i30+B4aaeSMO0sbrTTaRibZB9jt9jDXPsR4M57Nbguj3WhSJmK6eZDtbicrg+Ust0vZ4DYygQlMsg9gjGF6MJX9yUEOJIcoUGCqnUKX7eJQcph+P8CLbh19vo9r/jpLwoUjMx70h5lkH6DBZFkYzGdTsoVV4UpmmZls9JtppIk0KQCsCXDOMcaO4ZR7i5nhDEJz47imTIrYxTSbZq776wCMtb0cS45T9EUWhgvYUdvJ6mgFl10/7baNTtvJBX+RJ6PH+W71BSZnpjA1M5XFMxZz4O0DZDIZkiQhCIL3doFRn3GoegsV1Wtc6Z1zG2MIgoAgCG77fXUzdPXO2ztjVzdDWf84chWGIUEQ3NH18d7X5d8J8mPA1t/ngIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyA+jmNWPqXsdJLpT6jXK5b2nWq2SJAmnTp0ik8nQ1tZGU1NT3QRO7naMZU7fHMaEYwhqAQPlASbZiSxpWEhkIr48/Hc8lllDxmS45q6xvbKLaeFUNle2MuAG2VN7k0bbQGADPpX9n0ibG+GV4/FJVqSXkSHN35a+ypvVfVSpcTo5y1jbS2gi9scH+bZ7nk7TQYLjS8Wv0GybmBJOZnowjW9UnuWn0z+JMYbnyy8yP5rLmKAL5xzfqDzL9GAaxhiWR8vYE7/JkmgRl5LL5NMlPjl2NUeu7r8lSuX5/vmceHdL4Omdar72j7YZ+lom8FvL/4DnTnyVg+UTlAtlXqito8N00GN62FbbySPRwyyK5rM33sfSaDFL/CIu+cscSY5SciVm25lkbYaX4peZZCdx2V9mYjCeOeFsAF6tbWCUaeeiu8SAG6QaV1gZLqfZNnM8OcGj0SMjEx1xR5kZzqDgC1x2/RhjGPZFEpeQMWku+yustMvY4Xezcsxj7L66feR3Y1cjMDdCTE1hE6Mbuvi5Sb+Ic47tg1vIVa+yNHqEi8Xz7B86Qm/jWErlGrvsPqquQlOqlcPJcYrJMNPbZzPZz2B/8SjFSp6IFKd4i2fMR79/fgWzWF97jQoVltrFhCZkSbiIA8lBLvpLvO1PE2DZnxxkgZ1HaEMG/SALzFwAumwn/b6fV2qvkZiYx6I17En2Yb8XIOu23Zz3Fxhjuzjl32ImM8iYDLGL6bU9nPFn6bU9XIovk3d5Rpl2Bt0gvUEPDf8/O/cdZtdVH/z+u9beZ582vfcZdcm2uuWCm2y5YWww4AI2mNhgWkggz5vykntz3yfJm4fkvSQhuSkkISYOMdhg3HAVtgHLvci2ZBWrjEZlZlSmafrZZa37x8gze48lGwjIGvT78MzDGa191l57YV6z9QAAIABJREFU7X3O8A9fnUGjmevOYUthG0opRhmlVJXyfPgi2mq2jm7BKAsWlrQswXUdImO47yf3sWjRol/48zZTvodg5oahZqJfZK+11nieh+d5R50niqKjhq6CIMBae9TI1Vs/v2iYSp4RIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi109iVicprTVRFL3Xy/hvm2lRriiKGBwc5PDhwxhjAGhtbSWVSr3HK/v5vRdBkFdffZWx0TGWZ5ZS41RhMobvj/2Q93EmAGsyF/JM4XnWZFZTrsspUCCwIZdlL+EHoz9klbcSV7mUqXJeDtZzjnc2AKvT5/O8/wIXpi9gVWolw3aEs7wz2eBvJMKy3FsCwN1j93Jp+iKKdTFrx59gkbuAZrcJgDbdyrZwOwtS87nEW8Mj/mNc6bwfrTWznVlsjbaxyF1Ak9vAK+PrGbLD/CxYx5dW/i8AjI0SexoSTr42NkIfCTq9bYxk6MpiJl9nUzmW1Z5Jc3EbAN/d9E1aK+fSe3A9D4+upZgiek0vY3ac2W4bbxa2cal3Mbuj3bwSvcYs1UqlquT1cCMuDsNqmE7Txagd4RTnFE5JLWQ5S9kb7eOl4BXu9u+lngZcpfHUVLhmr9nH5alLGTUjFKwPwD7TSUq5tKhmtpptaK0ZNWO05efwSt8LU9dqwsmY1cT1TXzOtdZ4TorGXDOnlS8D4Ds7/5Xr5nwKgF1DO9k/1slZ1ecBcEf7t7is6YMAjIfjPH7gIc6rW8N/bvkmT0Q/YTXnk9c5jDGkdZrT9Uqei17AMx5VlDPKKJe7l+Djs9lsZXe0l/uiByiJSqikInHvFqmF7FNdXO5ewhvRZpa6i9kd7WbEjFCnatkUbaLZacIcuVe1qoZO20WNruZ1s5HT9Uq00uyIdrIitRwXl2bdxLZwB2mVxlEO7pE/2ymV4jT3FJ4uPEuL20JgfTqjLnI6S4WuoMFpYMwZ5foLr+N9a85BZRWnLD2Furo6SkpKUEpRVFQEwNDQEG1tbdTX11NSUoL49ZupcaVf1d9bpdRkmOpojDGJ0FUYhoyNjU2+dhznqJGrVCqF1vpte/te7PdMvL/iPSCPiRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOI3iMSsTlIzLQJ1LDPhOqy1jI6OMjg4yMjICPl8npqaGtLpNO3t7TMqZPWWt/b9eMU67vrO97mq6EqeGX+ODztXobVmrjuHN4LNLPZOpdapZqgwyKAZokQXsyZ9IWsLj3N15ipWeMt5OVjPWd4ZtLhNvOS/xJgdI6uyVOhy9kcH2RpsY647mwfGH2KpXcwSbzF3j93LYnsKrnK5LH0JT/vPcnnmYi72LuT+wkM0OY0opTgzfTo/HLuPee5cXO1SokrYE+6lxW1mubeUe8YeYLYzi2E7TLNu5O7CvZTnqnH1xNevsSYRbVKxQNVEzGrqd1e5sTGDJnZsLGYVmTD5PtdjVd25rKo7l0d23cOi6mVsO7SBn/Y8TSpwKFHFvBa9zunuSt6MtrPcXYanUoz74wzZYZp0E/W6no3RG+y1+xgLR1nprqBclaGUYpFeRIfpIEuW7eEO5rlzJ2NUrnLoNF20qGYADpgDOMqhhCJG7DBb2EYqlZ54lmKPU2CCRMgrPhiagFwqd9RnJbQ+TuzaVWyPAuPjaJcyr4IvLv5D/t/X/h8ei37MPDuHcVtgvjOPSl3BRXo1+6MDvBi9RLEqYtwWyOoMLaqJfj1AyqQ4xVnElmgrxhi0njjHNrudBc48FIoD9hBn6jMIbciOaCdL3MWMMDpxP5j4zNc7dbwWvE6LbqZgfdLKI0uGHtsLQEZlqFQVvGpfJ6ezjJsCGo0xhmbdSK/pw9UpTkst4pnC85zhnY6rXLIqy6GohwangcPOIE88/gR5t4jXH3mdnqgHg6FIFzNuxghVSKkuJafyHAwOkndzpHWagWiA8684n7/5u78hn88fda9PFDMxDDUT1/yW47FurTWe5+F53tvGrLVEUTQZtgqCIBG6sta+LXIVBAGu687ofRdCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIU50ErM6SWk9EUSZ6U7kmFUQBAwODnL48GEcx6G0tJSamhocZyLQY62d/JlpcY3jve+vrnuVy1IXszV4k13hbma5razwlvG90e/jqRSdUTehNdw7dj8p7ZHNFBFlNN8v3EO1qqI77GZ5aikazQpvOY+O/5i0SlNIhSyfcz6BDfnBnvuxGNYWHud871xWpJbxsr+es9JnUKyLMEQcinqpdiqp07XsDNuZm5pDr+nDYLnHf4AsGRzlsi54lpKoBO24RK7lUZ4kwGdl27n8VulF/Lj9vslri2yUiDjFn4TQRonQVWSnPrPTn5t4+Cm0yZhV/DhjIjJOhkvnfBjmwA82f5tZFfN5oeNJXgheZLF7Gq+Fr3NG6nTOd8/lseBx2pxWfuo/xTxnDqe5p7It2sG94w/gW5+rM1eRVVlOMQt5NnyebeEOtpsd1FLDotQCAHpNH83ORMxqnHEAnoqepcat5YyW1ZR7lW+7+unXrhJjAa6aisDFr883Pk4s+hXfT98USB15n6tdGovb2D+8lwpVTjf72Rm1U6ZKyakcO81OLkidh0bzerSRkXCEgIDLvEs4YA6y2+5hmbuU58yLnKPPAqAj2kOeHBvUJjI2A0CNrmZj9AZL1RK8IxGrnMpy2AxSoooZZQylFN6RdaWYuq4aXc0+04VjHZqdJraHO6jXNew2e2lwGniq8DRKKap0FT4+bW4LPy08zWXZS3g92MCK9DJeDzaQVzlW5leyeWwzHy79CFppHj/8OKflTqPBq6fL72bT2BvMzs5m2AyTVmkWpRfxwiMvcO6j5zIUDXP+xedx23duQ/xqnKh/t97NifD3Sik1Gak6GmNMInQV/xkYGMBxnEToKpVKTb7WWr/n1ydOMvK8CSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIX6DSMzqJHUiR6B+EUqpEyrKZYxhZGSEw4cPMz4+TnFxMQ0NDWQymbcdO9ODGcfz+fH7AxzlcHF2Df8+8O88V0jjKpdRM8agHWGf6aImVcMcbw77sof45KovA/D4tvuoK25mrOMZ7h6+H2MN9WUtVKVbOTDSyS2rfh9Xu4z6IwwFh/nAgut5Y//L3LflfkqdUnrDQ/TYXoyyhK7hCfMzUoFDTuV4M9jOq+EG8sXlXL/iS5RlK7lz47/wscWfA+CuDf/CVQtvIJcqAuCeTf/BWU0XAuDGYkvGRon4UmLMhMnnRE3tucUmAlaGqc+BsVEiZqWJBbFIjimtWFV/Lqvqz+V7m77FxqHNjITDLHUXk9ZpSnUJQ3aYK7zL+IF/D0MMs9JdzrZoO5VOFc+FL7LaOY9KXcES5zTWmWfwrEcHuzlNnTK5VqUUY3YMYw3DdoRmt4kqp4riVAme402sJZaeimyQuD4ntmY/CnD01D5ppsZCE+DqeMwqGcHytJfYz5tP/TLf2fQPXOxeyGvhBtaFz1BBBSN2lHJdDsA5+mx+HDyBsgpXuTQ6DXSGXWilKVHFbIneJG08utlPNVWsclaw1bwJQFqleeuj4qk0vvFpVA3sMrtY5i7FY2I9GZVh3IxTpIrot/0ANOpGNkQb8VSKel3HM/5znJU+g/X+a8zKtBKpiJzKYq0lR5YSVcKIHSGrMhhr8ZTHqB2j3qnlleFXqPaqeXXsNQ743VSlqukOu9nh72A4HKbBq+econOo9qr5Qe/32VTYzKz0HC6uuIQ7D32XvU938v6L3s8jTz7CieZECCz9MmbimmfCXmut8TwPz5v6rIdhSElJCZlMhiiKCIJgMng1Ojo6+dpae9TI1Vs/J/q1CyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ7yWJWZ2ktNYnVATql6W1PiGiXIVCgcOHDzM0NITneZSWltLQ0IDW+h3f91ZUbKYFMn7Z9Y6Pj/Pl3/4y69au4+F1D9PW1vauxy+eu4QW0ww50EpRkiojiHxWZlYwEo0wNzWHjcMbadNN7HEOJuJF1hpKs2XcePbvAnDX+m9yzdJbAbjtpb+ePNZgUCi01ixpOIMN3S/wiZW/A8DG/S8RRSHLGs8G4Hvr/5mPL/8CfuizdscPWVF/DmXZSgB07NzGmslolDEmEWbSiWhThOdkYmM6NoedFqWaem2njRH7GBhM4tjIhonzxd8Xj2AVpYu4sO397OjZxOP7f0YUBGRVjhfCF7ksdTGNupFG3cBzwYtoNGu8C+iO9vNQ+Ch11HKIHj6R/RgPFh5lTeoCHvOf4BJvDWk1cX2dpotxW+DM1Cr2sg+l1DGDVcbYxO+JIJcJE2NObI7ABmR0bvL3+PNQMD4pNRW4iWxEZaaK6xfdytr2e3HCift2WupUXg1f40H/Ya70ruCwGaRUlVClq3g5eIXTUytZ6Szn8fBJ1jgX8mDwMD308pHUh1gfvcb81Dy2F3ZOnid1JFBWo6rZbXbT5rSxIXgDmIhd+canhmp2mQ4aVQN7zT4OmUNUqSoGzSCznTb6zAAFClSocg7bwYnrxqFe19IedRyJZlmKVH5iv458Rot1EU1OEyMUuKb6OraNbaUmVcN5pecDcMfB/+IzdTcwZIZ4Y+QNNvdv4tTcaVxb9jF+PLCW14bXc23V9Xz30H+Rbc9x0TkX8eQzT3IiORH+BvyiZuL3Psz8dSulJsNURxNF0WTYKgxDfN9PxK4cxzlm6EprndibmbhP4vhTWp4TIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxG+Ody7tiN9Yb0WUZrr38jqiKGJgYIA9e/bQ2dmJ1prm5maam5spKSl515AVzNz78Iuu++mnn6apspkVzSvZ/uhOPll+C9eecx1Pr3v6mO/5wq1f4PTmVdhRQ6vbCkBP1INrHYp1EbujvZzincLuaA+g2J0+wJrl1+Lq1OQc1tpEzMhVUwETR7mTsRFjokR4JIjFn8y0eItVE9ftud7bwi7x4JK1JGJZ8XMTe09kIpzYV3Hy3AYVG4vPEdggEcVKBKqMQcV+j9+pyISJgJSNjb4V4Dq39VI+d+ZXKa+o5+Zz/4DPnPU/ecI8RRqPzdFWLkyfj6c89kR7qXfquNJ7PztsO6enlpNSKc5OncHPgmeY58zhqcLTDB2JL3WZbgICFqbmERFhMMcMVoUEiUjVW/sOExEqJxEHm5ojNAFe7BmIbRGB8XF1PGIzEQRrzDdz8+LfxSnJ4XlZ1oVPs9RdzH57gH1RJ+ujV1niLmGeO5cRRug3AzjKYaWznPuDHzHCKE000uQ2kmLi3EUqT2gm7mW5KqPX9FLv1NFpu0mpFOkjUa16XUeH3U2Nrqbb7qdSV5BSLruiDpRSZFSGeqeeHdFOXFIopfCOvLdYFVGlq9kR7qDOqWWX2UVWZRk341TqCnqjPsp1OZ7y6Ckc5Jud/8hDvQ+yeWQTzx1+lm0jb9LgNZB1stSkamhJt7Iwv4h9wT56/B4uLr2ELr+bXePtXFd1PSPRMEO7R/i93/49TjQzLRw006NQM83Pu27HcUin0+TzeUpLS6msrKS2tpbGxkZaWlqora2ltLQUz/MwxjA6OkpfXx+dnZ3s3buX7u5udu7cye23387atWvZvHkzo6OjxzyfMYavfe1r3HLLLXz+859n7969ifH77ruPm266iVtuuYV169YBMDAwwO/8zu9w66238sd//MeMj48f81ghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOJ4ct/9EPGbaKZGlKY73tdhrWV8fJzDhw8zPDxMLpejoqKCfD7/SwU+Zup9+HnX/c1//CZ/9n/9GZ6T5rLyy1latIIn+n/Mc4ef4Ybqm/hfn/xTPvHVG7n5c7+VeN83/uYbrLt3HYNmkGK3lBanCYCOaA9ZnWWeM5s3oq1kdYY94T5KvDKuPuszpBwvMY/FJsJR8XBTPHRlMIkYVEpNxZAmglIkfp/cB0jEsnQiIDUVlApNmBgLjD81Hwal48GqWNDJBtPeNxW6wtpEsCp+nSiSkahpz2Z8zjhjTCJ09ZYir5jW6gXU5Bv42c6H2BZu51zvfdw1fjefzn6KN6ItrEgt5YXgZa5WV1Ln1FISFlOsiymoAjmVozPqZMgOkdM5DtoeqlUVo3Z08nzRtKCYVRwzuhXaACceB4vdg8AEyaBZ7KjQBNNiVsl9ybhZPrHss/SP9/Kfm/+JFtXMo+FaFqoF5FUOgHNT5/Cg/wgNqo4+209GZcipHI6dWGuxKuawOUy1rmKv3ccs2mjWzewMd3GGdzoRETDxjBljqNO1vBS+wnw1D4Nhp2knIqLX9AGQ1VmKyDNihynXZQyZIfIqh298mp1muk03g2aIM9NNvFh4iTnubLYGW2lz2tgSbqXNaaU93EVe5ZnlzWZ7sIPA+kQm4NWR9RwMDqKA1WUX8ezQ03y89pNERHx3/39ybeX1XFlxFd85+B+sO/wzGjPN9Id93P/DBzh0sIf/+sF3jvocHW8zMbA0E9cMJ/e6lVKkUilSqdTbxqy1GGMIwxDHccjn82zevJknnniC/v5+giAgk8nQ2NhIY2MjTU1NLFy4kI6ODnzf57bbbmPjxo383d/9HV//+tcB6Onp4a677uL222/H931uvfVWzjzzTL71rW9x2WWXceWVV3L77bdzzz33cOmllx71WM/z3rZWIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi1+XoRRPxG09rjTHm3Q88wR2vGFQYhvT19dHR0cGBAwfwPI+2tjYaGhooKir6pSMZMzVm9W62bNnCrKrZfPdrd1KXaeDG+k+xZWwrG4df5+KKS6l0K7n7wJ20OK381Z/8FfNrF/JHf/A/AXj00Uf533/6F/g2oNatxVGaMl0GwP7wAAbLHHcOvi0AMGgGKSmtmgxZ+XYqFBWaMBGbCu1UDGoiNnUkZmWiZOApdjutjRLRqHhUyRg7LWBF4jh15Ct2+vzx+YyNcGLRpmRMSiUjWzoZUYkfGw9wBZE/bc1TIptcS/zchmljOjk2q3wev3/eXzJUEfGM/yyNuoEX/ZfZY/awNLWYVamV/Nj/CQDnemfzavg6dbqWy9OX8LrZSEBAXufYbfZyqruQQTuMPrJHgUmGu7A2sbb4NQTGT1x7/NPnm2Da+6a+5wLrJyJYDslw11vPQ3mmkoayFj6y9GbK3Qq6bNfEHljDhnAjK93ljDKGtZaF7gIWOvNJ64nnr81p4c1wOw26gb1mHwBVupIeegBIHWlIlqlSeughp3KM2TGeC1/Ax2eEES5IncsoYwDUUk276cBTHk26ia3hdup1Le1RB3VOLd3RAVIqRYUqZ8SO0uQ0sDvaS71bx4HoAHVOLYfMIcqcUjYUNnBLzS1cWnY5L468SG/Yy0eqr2XH+A6+1f0vzMnOI6VTZHSGa2s+zt193+eJgccpcyuYl1tIf9jHGcVnc0vDrWx+fgttdbP4H1/5H4iTx8kcs3onSikcxyGdTlNTU8M111zDV77yFf76r/+a2267je985zt84xvf4MYbb2TevHn09fXR3t7Oa6+9xtlnnw3A4sWL2bJly+ScmzdvZsmSJXieR1FREU1NTezYsYPXX3+ds846C4Czzz6bl1566ZjHihlAHacfIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhDgOJGZ1kvpNiSj9Oq/DWsvw8DCdnZ10dHTg+z51dXW0trZSUVGB67rvPsm7mKn34Z3WPTo6ykfXXMOnGz/HGcVnUZuuoy7TwPV1N7I32MtP+59kJBqmQIFXhl9mQe4Ubqi5iZfvXE9DRSM3X38zC3MLubD0IkIbUqJLJiMkBQoUGKff9lNCCZE19IW91JW3TJ4/rdNTi7E2EXWKB5AiG8UOM7ixyFFog8nXxppERCp+3aGdHssKEsfpt2JZHDuWZaxJBqziIS1MYv74mg0GHRsL4mvGHjP2pGAyIDVxDhsbUzjqGH8W7MT+aa25ctENjOdh2BllffgqS53FALS5LWRTWbrCLhzlUKdr0UqjteY09xQqVCWNqp5BO0ipLsXHn7y3IUEiNuMbPxGlcmOvQxtNW2fsHphgWhBsyvTQVXwOY0zyHCYinyrmD8/8GkMMszV4k2fD55njzKHVaeG81DlopdkVdrAktZicyjNqRqnRNfTQR6kqYdgOH1m7S5qJ59JTHqNmlDpVy65oN6N2lDE7TqvTwscy1zLEMHldxHx3Lq/4r1Ln1NMZdeHhUa2r2W8O0OQ00R7tIqsyGCKyKkNgA9LKo0gXMWbH8JQ3eW6NpkQVU0Se7/Xeydz0XC4sXcOYGaU36OGTtTcTErF7vGPy+ovdYupS9ewq7CLvFHNB2YVcX3Mj20a3cueBOyhyivhUwy28fP965tTP4c/+5M/es0DiTAwszcQ1g6z7FzH9fPl8nnnz5rF69WpuvPFG1qxZw8jICEVFRZPHaK0Jw4no4vSxXC7H8PBw4t/z+fzb/i1+rBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIcTxJzOokpbV+z8Ijv0pKqV/5dfi+z6FDh2hvb6evr4+ioiJmz55NXV0d2Wz2VxrE+E2LWRljOHfZecz3FjIYDvKDg3dxceXlAGil+UD1h2gf38nmsc2cU3YBn2n6Ak2ZZu7uvpPNQxtxrKY120a1V0t/NEBKexQzEejwrU9oAgpRgfZgF/PduRyMDuJ5GTx3KmAVX1dExM9zt4w1GKaeIycWtjLWQOyee87UuZRSiVhWfMzGQlqhCRMxq3iEKjJRIlgVDzMZk4xgxdcYmCB5bu3F1hwlzhGPO9lpoav4/JEN3yEE5SfGcl6eL134Z1RkqtgYbpr893Ods3nBvMKmcAuHbA8L3PkAHLK9lLjFnJJahG/9iXWq+PX4pJypa5i+TteJBcWUTUSp4p/JiDAxFheaADcWJovvn298UrE9jGyIoyeeg99f8Re8Er3KSnc55bpsYj24FOviyf1rdZrZHu3EUykUCqUULlPPUUZlMMbQpJvYYdqpUBX0088z4XN8NPtBNkebGbNjXOZdwuP+kyxzljCqRuk1fRy2A1TpKrpMF4H1KVZFjNlxAFIqRavTzNZwGxmVmbgOUkfWOPHfnvKo0JUMmkHmpGdzV/9dLM8v55yS83i09yG6C118ova36At6ebTnoSN7FdJn+vls82/TnG/hez138P0Dd3I4GuSWxs/Rmm3j8b61nJI7jRXFq7j72z9kfuMCPnzlR4669yJpJkahZuLfqrecqPudz+cZGRmZ/N1aOxnKzOfzjI6OTo6Njo5SVFSU+Pe3IlbHOlbMAEodnx8hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOA4kZnWSmqkRpem01r+S6zDGMDg4yN69e9m7dy8ATU1NtLS0UFpaita/no/KTL4PR1v3By/4EH29fbwy8BKP9T7M6qo1fH//HQQmAGD78Ju0ZNu4uflz7Cns5tv7/pX79t/NYTPAkuJlVKdr+VjNJ7iwbA19YS+n5hYzNzUbgM6gC8961OkausJuZruz6Ij20Fw1PxEoeiuUBKDRiWBRInIUazsYTCIopZk6zliTCEOFNpx8HU0LSsUntbE5jY2wibhUMpYVD0rFkxOBTc4fX6OxUeJ6AhO7bu0kQlCRjSZfT0Spjv48h9PiWal4+AmFc5Sw1mfP+b/ZHu1gs7914j3KZaGzgFf912nQ9dQ5tQCM2THG7BgBAXlyjNox4k9QYELc+L6QvL74wZENE8GxiKl7EppgWuhqas2hDRPPSvwZDkyBlJoam9jfiXNUZCvJeXk2hG8cOb/hZ8E6Gp36yUhIg65nvz0AgMNELDCnsoybiehUhaqgy+6nVtew3xzAYCgYnzPclRTrYt6fvoyH/EdJWZc1qdXc7z/Ihd75vBa8Rsbm2BHtYFe0m7RKo5QirSbCWzmVI6+KaA930eg0sC3aQYkuZsgMUemU0x3up1xX4CoHg2X98Hr2jHfwT93/wLaxNzm1aDEP9T3ACwPPUJYqZ/v4Nr7b9R0e63uEc8ouQCnFwvwpXFn1IUIdEqmQZwae4uzSc7m88gqeH3yWvYW9fKHtKzRkmtDbUyydv4zj6UQNFf2meWufZ+Jen6jPyNKlS3n22WcB2LhxI3PmzJkcO+WUU3jttdcoFAoMDw/T0dHBnDlzWLJkyeR7nnvuOZYtW3bMY4UQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiONJYlYnKa0nYisz3X8nBmWtZXx8nAMHDtDe3s7g4CBlZWXMnj2b6upq0un0r3i1bzdTY1ZHi4Jcvvr9vLzxZZRSVGarWFa8ktNLz+SSqiu4o/s/GAwO8+zhp1ldeTGe9rio6lLQkE/lubXxC6ypuJRKt2oypjRqRhmJhml0GwHY6beTUikWpBbQE/XwlP8M7WE7bVULkiGqY4ShYCrANDEWC0MZMxklgomwUfw98ZhZfE6lnEToKjHGVPQlMiY+fWKNhjARXHor/AUTz2j8WEdPBZyU0on74GovcT3x93nO1LOsmL5H8QAX0yJYU/sVWj8x9tZaMm6G02vO4RF/7eTYbrOHYqcIw8T6IxthbMSYGaMj2sM8Zy5dZj9aJ2Nc8QiVtRZ9jD9R0bSQV3znI0xizGVqzwLj4+p4MGvqs+cbP7G/FnBi62sobmWnaacr6ubR4DG8yjJQanKFGZUhYiIaVqEqOMghmnQju8yuiffrOvaaPaRVmkiaQ53ZAAAgAElEQVSFrA0fZ4l3KhujzQAU6Tzv887ksfAJ8iqPUYbvjX8fowxFTh6FYm+0j2JbTK/pJauyjJlxWnUL+6J9jNtxGp1GOsLdtDmtbAm2MsuZxZZwC7PdNrqj/aSVR0umheuqP0bWydHtd5NRWT5X/9tk3BwHCgdo8dpoy89ib2EPfYWeyet/pPdBPlx3LTc1fYb5xYu4vftb3Hvwbm5p+Tyz8rN5Y/B1Plr/MboK+2gwTaw6bRUjIyPc8NFPUF9bz8VLL+EPvvyHR72f/10z8Tv0RI0rvZOZuGaYWPeJuvbVq1fjeR6f/vSn+du//Vt+7/d+jzvuuIOnnnqKqqoqrr/+ej772c/yxS9+kS984Quk02luueUW1q5dy2c+8xk2btzIddddd8xjxQyg1fH5EUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQojjwH33Q8RvorciSidq4OHn9cvEoKIoYnBwkMOHD2OtpaSkhNbWVlKp1K9plcc2k2NW8XVfev6l7Ny8i5yT5aMNN9CSaeXHPY+w9tBDXFr9Aa6p/zjf3vsvZHWerSObmZ9fyH3dP2A4GKIl00q5V8HDBx9gaX4ZAAf8/dR4tRwOBsh6WQCG7BBYy1P+06iiNC3zlpEaqMDVLkHkT67FxgJFhmSsKS4eZjI2GUCKR5aMMahYVCkenuJtn59kGGpq/jA5Rzy+ZMJEECvOWJMYcxOxJTMt9hS7bhsmglXxPQlMcMxAVmAKibGUMxXI0so9ZihsSdOZrD/4HC/6LzPbnYWnPOrdOsaPRMEORAdIqzQ5XPabAyxLLeYF1ieuJ7ABWsViXbEY2PQTGmuOuc5o2r2MB8wCEySDWYmxAq6e+g5QqMT+GgxfWfWn/H8v/zlnNF5AY8Us1h9+khTeRDxMa1wm5m5xmngz2s5Kdxk/859mEYsoU2UMM8KG8A0CG7DUXcKS1GlY4Bn/ec7xzqLZaWJTuJU7C3dznncOc5xZtEe72BhsYsyOU6HK6aKbkcIoc1Oz2RZtJ1KWHeEuSnQxJaqYYTsRgNsw/gYrvOU87T9Hta6iz/RTqSvoGu/kyooPcmPNJ/mPg9+mvbCTl/Y9T1pluLB8DeN2jFeH1qMsbB7ZyHOH1zE/v5CyVDklbikAs3Jz8JwMxalShsLDrK68mLu67qA528qlVVfwdP9TDPQOMmvWLGq8Oj7ecjObBzbw3IMv8LEdN3DnQ9/lV22m/R2biX97Z+KaYSp2diKuXWvNV7/61cS/tbW1Tb6++uqrufrqqxPjlZWV/P3f//3b5jrasUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxPGk3/0Q8ZvoRIw6/DJ+3hiUtZaRkRG6u7vZtWsX4+Pj1NTU0NbWRmVl5XsSsoKZH7MKgoBl85ez780uilPF1OeaeaH/Way1XFp9BVVeDbfv/Tfu7v4eF1VdxocbrqUQjfL1HX9Bt99JXaaeM8rOBuBQcIge/xCvDL3Eo30PcVp2CUPB4clzDkfD9Jo+rjrrZorTZZxSu5w1Cz6EtSaZgoptp50WPYozNoq9NomwUjx0NX2OlJ4KJ1lMMm6VmH8qlBTZCH2sz5xSx4xEgU2sJRnBihLnjgerImveFt2aOp1OzBnnOqljjhlMcl8S54s4teZ0fuqv45XoNS711lChypjltAKwK9pNmjSnuPPxrY/WGuuqREgrNAFu/Fpj6zdmIks2+fu0YFUiYGaj5J7pqfeFNhmzit9LPwoSz8D0mJZWDrlUnj86+y9JOSkybhZfBdTqavaZTgBKdCm9pp9KVUGf6SWncvj4R96v8Y2PRvOJ7MdpN7voNb2sSC1jxI7QEe6hx/QS4PPx7DX02B4eCh/j5cKraDTneefgaofrMh/FVz5vhJtYH75GWqW4IHsu/aafUTtKTufJqgyBDXGVi0bhKAcHhzJdhofHbfu/xd/u/TqzvTncWv95bqi9iUqvikd6HqRzfB+frv8sjnY4FBxiTcVllLnl7BrZwaMHHgTguf5nWFy6jA/VX8v9B+7BWMPVdR/lgYP3UOXWsHN0O4PRAF9a+Ee0Fc2htXg2Y3aMFZVnktmT54MX/mqDOzMxsjRT1zwTWWvR+vj/z92Zdn/Fe0Qdpx8hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEOA4kZnUS01oficTMXEqpd7yGIAjo7e1l165d9PT0kM1mmTVrFvX19eRyuRMiNjFTAyFRFLF07nKWO2fw+dlfIa0zXNt4I6dXnMntnf+Gb3xCE+A5aSq8KjYMvcr9+3/I033rSLtprqm7ga7xLh4+9CP+s+s2+oNeNo9von18J4vzy3h+8BkcNREXGjbDFOw4i1rPoLq4IdFlmNi/qX/xYoGi0ASJNbtqKloWv/fTA0jx4JGx0TsEq2wiMGWIB6zCqX83ZlqUKrZ+YxPzO04srKb0tGBV7NwcO9QVD3AZYxLXqpSaXHNoQqyyR33fxDqTASl9jLVEJuLUxpVoNIfCHrI6wwFzkHqnDoABM8AYY1TqShQT8SvXTZHSU9ca2gBXxYNiU+cKCXHicSuiyWdjOmNNYp74NYQmTLwvYuoeBcYnFX8+ptU/4jGywPikHI/QNTQ5jeww7QC0qma2RduPxKMmzpNWaQDG7BhaO3TZLpRSXJG+jMcLP8E3Phd7F/GS/wpPjP+MK9KXUaSLONc7m1mqlWK3CBTMTc1htXc+9xd+xAfTHyCFR9qmKaeMRakFLEwtYO3446TxGDWjZI6c1yOFMYa0StPsNDHOOP1RHyOMsHV8Mw/1PUCtW4OjHE4tXczBYD/f3v8tzqu8iI81fJKHe3/EswPrmJ2fR29wiH/Y9Te8ObyJpSUryDgZ3l97FXfvv5Osk2NBbhH/vO8bZJwMy8pXUZ9tpM/vJe8WoZVDU76VrSOb6d83SH9//1Hv38lipn7vnwh/M39RMzEcJoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCzEQSszqJKaVmbFDjLVrrt12DMYahoSH27dvH7t27CcOQhoYGWltbKSsrw3GcY8x2/M3Ue6CU4qaPfArPT7Oy/ExCG5JxMrjaZXZ+HlfVf5R/3/PPvDz4EivLzuQDdVdTnqpkMDxMebqSmlQ93+/6DkuLl/GZps9Tk6qjJl3HDfU3EdiABbmFfLD6w0Ta0B/1syfYy7AdYfX8KwEI4qEoDErHAkyx6JGeFoOK7FTcShEPM5lEiCousuaYIRQzbczYKLFHU3OEicBSPGdlsclIlI0FsUyIjh8bG8PaaTGrZFRLH7m+kDBx3MSeTBxrTISDc/T3mTBxDXZa8Cv+3EY2wtUpzmi6AB9/4v02wlEO1loK1iewAfuiTlp0M4dMDw1FLYk1hybE0bEIVWzNflRIRKis5ZjRrYn9dI46FhElQmXxZyAw/jEDWUBiLDABaSdNXXkLoY0YMAMA1Dm1HDQHAcjpHMYYSnUpg2aQrXYbF6TOYXHqNJ4s/BRPeVycvoj7Cw+yO9qL0ppyp4yH/Md4qfAK3cF+ukw3H0x/gOWpZfxw9D6qnWou8M7j7vF7uci7gJCQ+8cf5PnxF7kocwFWWfYG+3jef4liVcTB6BCucrlv/Ef0ml66wm7GzChlThl/PvevKE+V05xu5V8PfJNTihZzdc01zM0v4MzSs3l+4GlqvTouqLwIF5ddIztZWXYGxhi6Cp18fftf8ObQFhqzzYTG5/9s/3PeHN3CqvKzeV/NakaiYZRSpJ2JqFZKu5R7laSdDM35Nv7kD/7kmHv9i5qpsaKZtuaZus8zdd1CCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcRMIzGrk5jWGmOOHvCZKeIxqEKhwMGDB9m1axcDAwOUlJQwe/ZsamtryWQy7/FKj26mxqy++pU/prAroi0/G4Dne9exuHTF5HhFqoqKdBXXNN/AQDTAtzr+kQIFbmi+mUNj++ke30feLaa70MW/7fsmHePtfLD6wzjK4bKqK/hx/6MAXFV5NT8dfYqOoIO8V4KejFZN7ZnFEs+UBMaffP32INPUcfHwlDGWlPaOeq3GTgWeJuYwsbHobaGot8SjScZGODoWUUqErkwiuJQ8d5iIOtnYdavY/JGZvg5n8hyRCXF16qjzhzaM7SlgVTJ0FQs4RdYmriF+D8yRENUHFt9AT9TD/ugAKSbOOWgHcdATQaSog1anhS4O0Fo0O7EPwbTgV/x6AuPjxq43PmaMmRazMom9Jx4bM8mx+Dy+9RP7ND1+40zb75STZln9WeyzneScPACucievoV7Xsdvsplk1siPaySFziAa3gUXuAlzlsjXcTqWuQCvN0/4zzHPmcLl3CVd7VzHEMGuDJ5iv56KUYrbbxhJvMfeO3Y9FYbE8XHiMtEpzemoFO8N2bh/+LqvTFxDpiDeDbewO9nLP6H2UpyoYtiN8ouqTDDkjeHh4zsT3YZlbzjMD6/itxlt5bXg9PX4PW4Y38dzAs6wsXsUDB39IY7qJ7qCLETPCqwMvE6iA5eWrWF5+OpsGN/CXb/4pHWO7qM81kXOL2Dm8nffVriZ95Bw5N49vfIrcEgaDATJOlpaiWbzw05c5mc3EwNJMXDPM3HWLk4RSx+dHCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIY4DiVmdxGZqSCnOWovv++zZs4fOzk601jQ3N9Pc3ExJSUky1HMCmomBjS9+9kscWt9P/3gf8/OLAOgYbWd+0cLJYzYPbWBu0UJqM/U0ZBopmAIminihdx1nlJ2Fox3acrNpyDYR2pD3V11JkVsMQJVXzagZ4fH+x+j2u4mUZU+wl+qK5sn542Eha8wxg1LqyH+mTD3vnjMVrzIk5zBMBaumh1DiYxER6sjX6EQoaSrGlAxBGbQ6RgiKKBGsipt439HHEnElGyX3JBbcenvMaupaQvsOoSsTvG3O+F4momE2JKVTeG6G5lwrD40+SqPTAEBHuIeszpJWaQ7Rx6b0TijyKEqVJOaLbJCIWcXHfBsk9jMRurJBIrIV2WnBqtg8RiUDXfFHI4gCXH308wOJexQan7STobGkjUE1TEal8Y/sR1ZnMcZQr+poN7up0TXssfsoV2WT71/tnc/2aDv/NXInK1LLuSl3I3md40f+w9w+dgcazU25G9lkttAR7gFgnjuHjMry8PgjtDqtfCx7LVdkLqfH9DFgDuMozdrxx5ntzub83HmUpcrI6TzDZoSry67me33f4+qyq8m6OfoKvYQmpNqrwRBR4pYyJzOHRw49QEZnSOkUzx1+hr2ju/mn3d/gxpZPc27NhVTlaplTPI/LGj6IVppcKk9dtp4/WfpXVGdqCa1PJpUFoMgtZjwco61oDlsPb2Ju0Xze6H+NrJOjOltHsVPKT37yEy5efQmfveXz/HfMxFiRrPn4ea/WPRP3SgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+O84sUs/J6HjGZdSSmGMefcDTzDWWsbGxti/fz8HDx4kDEMqKiqYNWsWVVVVeJ737pOcIGZiUOyJ+5+kEI3TExzk0UM/4h93/g1D0RChDSePeX3wVVqyrTzadT+HxvbziaabMTbiqtqPcF7VRbRk21havIKzy88j66Sp9qon3zscDhOmYPbyM3mel9HFafLFZTixMFlko8nXFpsIRdlYKCqyYSJKpGPRo9DE5rBR4jhjp43FoiTx+2XN1JjBJKJK8fdEJiJRTkpEnEJ07Ks4Hk2yHDtmpaZFqZLrn/pchyZMxJ0SASkTkNJTn5d4eyW0YWK/LMkgTDyC5YcFXGfi9yuXf4ohO0yDUw9Ad7Qf3wSMpnxOq13FqZXLuLDh8rddT2DCRMwqLjTJ0FUiZmX8ZKAKmwyaxSNl1ibvUXwPjY8Tj1nFA2bGTAtvmcl9C3REHbXsNLsAqFKVdNn9lKoSxhgjJCSyIe9LnZWYO41HrVvDhmgjP/OfpkpV4hOwylvBIdsDFj6Y/gAbzSb2hHvYF3aitOLT+U9R61bzI/9hHhj7EWC5KvsBDIaPZq+mYMYZs2Ocnz0XV7v0Rj20F9pZlVvFw4OPcF3ZdaQdj20jW2lMN5PVWf6p4+/QymFJ8TKWlZ/B7NwcsHAg2M951RdS7JUyu2geY9EYjdkWdo3soDnfRrFXSqk3EekaiYb5UOv1BEx8D7QVzWXz4Q20Fc1h2+AmmvNt7BnpoDnfRsfQDjI6w+c/+UWC/ZZNL2056n0XJxaJWQnxa6CP048QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCHAfyf28+iWmtZ1RIKQxD+vr66Ojo4MCBA3ieR21tLel0mqKiohkZq5hpMasFzYuoTFVxYGw/Vzddz6fnfInqTA3zixdxx75vM+D3Y4whMhH3dt7JhZWXsKJ0FZVeFZGNOFg4AMBVdR/hp32Pk9Zprqz9MD/pexyYiFTd23M311/yZSqKq2mtns8Nq7/CrZf8SSKelAgNWZsIFsWLTFq5iYZUfI6UM/XaGJOcI8ZgULGvyngMycTCSZEJE1GtOEvEsR5PYyJ0bDAenrLWTp47MlEi0hSPdhkTJsY8NzP5OrJhIm4VX0ZogkTAKS4wAU5szshMxcqstYnzWwzOkb1tq5hHWqUnA13jjDOiR7np1N8mIrlONS3qlbjHsbHABO8w5k+LYB07QmUwif2N841PKnaO5FgBVydjWvpIXE17LtW6ij1mHwDNuokO00GBAqN2jCeDn9LitvB88GJizlHGuDJ7OdemP8wp7gLuLzzIPGcWy1JLuNi7iB8W7sday5Xe5ayPXmdt4Qku9y5GK81Cdz6tTguNqSbGGKNW13BF5jLuGbufyzOX0hV2c9fgD7gifzk3lt7Am4U38UiRJ8srw69Q5VSxtudhHO1i1cS+nFN2PltGNnFm5TkcCg9Rnq7kd+f/EaeWLmPz4Q1UpWsYDodoK5rDpv7XacnPomN4J3m3mN7xQ7QVzaFrrHPyXrQUzWLH0JuUeRWM2wJZN0dofFrys9g2sJkxM0Z9UTOfOu13SJn0Uff95zUTY0Wy5uNnpq5bCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYSYaSRmdRKbCSElay3Dw8N0dnbS0dGB7/vU1dXR2tpKRUUFqVQKY8y7T3SCmgn34Gv/+y957rnnWDJ3KTpwOOgfwCpDSns4yuHalk+ilSajMtzTdRf3dt5JuVfOvOJFbB9+c3KeD9Vew09612KtJTIRDg4bBl+jMlXNaDRKr9/Dg4fu4+yVH6A0V4HFJsJRxOJJTixeZDHJUEl8PxWJEFUywDQlwiSCUtNviUrEpqaCR65KTcaSIpOcI7LR1GsTJaJK8XVENkqEtHTia1lNzhnZKBFbMrH5Q3PsEFRowmTAKbZVE2PJ88XHTGwjkgGxZCQqtGEiDpYvLuUl/2V869NrelnReA5aa8Jpwa/4nKGdFrpKjAW46ujX59tkzCqerPGNn3hW/KiQ2IvpwaxESCx2j/zIT+yvYeo7p6ViHkN2iHE7BkCFKqffDvCIv5YPZC8HBRd7qwmJ2B5uB6A93EWLbk5c59L0Eg7YQ7zhb6LGqeIi7zzu8e9nQ/AGSmmWeKdxb+FBHio8xo5gJ52miyvSl3JR5kLuHPs+JaqESzMXc9fY3VzhXUaxLubfB77Njw8/zsdLr+f50RfYPL6FfvoZskM0phpZ3/c8jlU4aP5977+QdfJorfG0x5mV5/LG4Q3UZhvo8Q+ilSbleFSlaxgI+si6ORztMK94IRv7X6WlaBZvDmwirdMYYyhJlTIWjaKUIuNMxNUclaLMK2coOExttgGFwhhDzilifHycX9aJ/h16NDMxsDQT1wwzd93iJKHU8fkRQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiONAYlYnMa31CRuC8n2fnp4e2tvb6evro6ioiNmzZ1NXV0c2m50MU8yEGNQ7OVHXPzw8zJc++7usPvUS1t/xBh+98lqK/FI+PutmytMVfHbBV/jZwR+zeXjDkVhNlpTjkUvlGLNjXNHwYS6ovpgXBp6ZjDr1Bb30BwPc1v2v3DNwN6WN9exM7+Xbnf+K1fDd/f9Jp+liUcvpABhjEuGjeEAoHj2y1iaiRPEAVmj8RGDKWBN7n0n8ezx28k7zJ7pZTEVSDFEinBUX2SgZQzKx0JU1iYBVInRlgsnQVWjDaeufHsRSife9JTQhnpuJrSYZ3NKx2BPTzp1yvNh1T9vHeGzKhLh6ap7y4ho2hpvYE+6lYH1W1px95HwhDvFA2ZSJtRx9LDRBIuQVP3cQBYm9Tb7PJxO7dq11Im7lxNYcWZMYi4e8fFNIXF88JLa04Uz2mk5cJsa10vg24NLMGuqdOi5Mr+aewv1cmr6I14M3GDSDvBpuYIW3dHKOF8NXWO4s4ar0Fey2+9jkb6FaVaNQvBltI4PH4tSpXJf9COWqjHXBszToepRSNDr1nJM+mx+M3fP/s3PfYXZUB573vxVuvh3UyjkgaLIR0QQjjEUQNjk7p/FO9rybZ8e7M/PMu7uzs+Ed7+zOeDx4TDTRNtgYDJhkAbbJIqoBZSGpFTqHe29VnfP+0dK9py7dIBwktfl9nkfPU7er6tSpU9W3+YcvRa8AwO2Vu6hQYW4whwE7wLd6/pnYRFhr2VzdTF+tn/64n421TQwlwxxWOIyqHWF6fhYAc4vzMSRsr2wl9MN6SCzv5zHW1Nc75+eYW1zAltFNeyJXvcwqzmXD0Ft4nkfOH1v7QlCkEleYmptGX62HfFhgcXkpw9EgW4Y2sLD1EB566KFxn+G+mmyxoskYWJqMc4axvyUHYt6Tca1EREREREREREREREREREREREREREREREREREREREREfhWKWX2AHWwhJWMMAwMDbN68mc2bN2OtZd68eSxYsIC2tjZ8/52v68F2D+/XwTj/tWvXctzSE8g918qV0z7NWTPOYX5xIYEX8ELPMxzWeiQZP8u1S77ItngLN2/5FoNJH2fPPJ+8n+eqBZ8l8AJ83+fEjlN5eNcD3Ln1Vp7heX7vmr/m5GXnc8px5/OJM77ANSv+mPK0aVx76b/j7FOvpqW1ox6OSoWijGkKSjW2x9bP3dd4T8biRI0xcNY6HYZK3F1kgoyzrzng4lwbUw9YGROnglvpeFU6lOQ+8bHxG3N25xUEYT10ZUycij25c4ptnApwpcJWxOlYljN+bCKCpnBXY196TJexSWrMxMSETvgKPE5euoIHqj+hkC2nznOv5zWFtdzQlbsvMhGhs37u04hMrR5bgrG12KtmIwLnOVjSoTJ32xCnQmiumqmlYlaxaVyjPT+VQW+YsldiyAyxLemmzW/lp9GTAMwOZnJIeAirak9xceHjPFD7CVkbkvNyY9c1hsALKPpFPM/jwtxK1tuN/OPIt1iePYPPFK/lw5mTeaL2M74xeB2RH/Pl0hfYZXfxWrQGgMXhImb407h55DbKXomV+XP4Uvnz5LwM/bafPFlOyh5P2S9xbes1HFk4nISYxdklHFdaRmIMl3VcwYs9TxObmIXFJbwx+Br+npXOBTmMMcwrLuSNwdcoBEViE9OWncJwPAjW4ns++SDPkpbDeL3/VQBKmTIj8TALSot5vf9lDmnp5OXeFykFZablZ+J5Hq/vXs2StsP48d0Pjrv2+2KyRpYmm8m6zpN13vLB4HnefvknIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKyPyhm9QHm+/5Y4OcAstZSqVTo7u5m3bp1DAwM0N7ezpIlS5g+fTq5XO5dzz8YY1Dvx8E2/4GBAT5z4Re4eME1vDG8pv7zyxZ8ksAL8YD+Wi9bhjeR2IQz2lYwEg3TPdrNU7seo5pUyfqNqNHcwnzeHH2T0XLElef8EdkwSzrlBL4fEPohxy/5CJZGiMli6uElY00qDuWumcXgu/EmJzSEG8Qi/a6nglK8e7DK98aPQVljGuPbpuCWM5oheZeYRPra7viJaZyX2ISME4zymu7Zc77O3bWKTUzgRLASk6TOcwNZrthG6UBWU3gqff2EjHNNgDMPWUkh10JLoT11XirI5Y7JxKGryEYEfjjuvthGqWu79x6ZKpkJIlgw9u41xolTwTH3/mpxBZ/GPmMbawiwPdlGhixvJG/xonmJSwsXcWJmGT8Y+REAx2ePo8f0cvPI7WTJUqXKD6r3sTvZzS/iZzk6PDJ13ZyXZVn2QzwdPcd3Kz+g3/Sz2+zmnOLH2J50U7NVLsidz1qznrXRWgbMAN12B/+i/EU+kj+d15M3uW7o2xS8Il8ufZ7Z4WxGTIWz82fxo6EfMT9YQCko05f0gIVckOGlkdVc3HEJt6y7jqnZ6eyq7iTrj0WsZufnsmF4LQtLi3lrsIsFxcW8MfA6i0tLebnvRbLB2Pd0PigwJTuV3touAJaUD+W1vpeYX1rEm8NdzCvO5+3RTSwqH8LawS5KYQs7RrbTkZ/Ohq5NfJBMxsDSZJwzjM17vBimiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPx66f/u/wA7kCGlJEno7e1l48aNbNu2jTAMWbhwIfPmzaOlpWWfgxkHWwzq/TqY5m+M4cKzLuWCqVewpPVQdlV20FfrBaAclolNxPzSIrZXttJd2caq7oe5/q2/57DyEXxqyZe4cMGVBH7I1pEtAAxGA9y7827+8Jr/RjYsNK5jbSok5YaI3OiSNY1olbHpEFXsBKuMtam4USZoBNCsbYSPjDHpGJRzjjHpEJXLNo2fOCGjyMb1fc2hJnc4Y+lJiQwAACAASURBVJJUGCoV37IJvvtVPFHYysZYJz6XCTLOvoS8s8Y0ha7c+JJ1ol6xTVJr7ia+EhsTpvY562XTga/ExoTO2rLnuf3Lj/4XAicYNXbe+PEs0xy6cu4hNlEqNOXOJTLpmJV7vchE6ftr+l5x1z2xCaFzDXc7MrXUuLYpyDanfTFvJm+yNlmHbz0yfkhn5jA6wik8U32WnfFOIq/Gx/LLCTwfz/NpsWXuqtzNq9FrzPSnp8YbYoQz82dwReESVubO4dHaKmb7s+gMl/KJ3PncWb2bxCZ8IreSF5NXuW3kLi4tXEzgBcwMZjDIEOcUP0aFCm9Fa1mRP5tddhe7k92cnV3OEyOraKGFq6ZcxYbqOqYHMwm9DPf33EclHuHba/8vQ9EQ0zLT2Tq6hUWlJbzWv5qO7DQGon4Wlw/hjcHXmFucz9bRzUzNTmP7yFbmFxfy1sAaMnuCdgvKS1g/tJa2TDuj8TD5YOwdXVRewrqBN8gHeUIvxPM8vNr478W+mIyRJc15/5ms8xYRERERERERERERERERERERERERERERERERERERERGZbBSz+gDb3yElay3Dw8Ns27aN9evXU6lUmDFjBosWLWLq1KlkMpn3HqSJ7/sYY977wIPUwRSzuvBjl3Ja/mym5DoAuGTBNfx46z08vetJblr/T4xmY16ovMCi0hK2j77N2XNWcumiTzIUDdbjNRcvvJrHdz5ENalw2+Yb+OQn/g3ZME9sI+dKFt93gk3OnnS0yg0mGRKTMC5rU2GlNFOPmFhMKkjkXtlaQ+A34kVu9iQyEZ4zvhvECv1MfXxjE7Ju0CkVwErHn7ymgFRq37gzhMQYsmHe+Zw429GEYyQ2IXRiT7lMwTkvbopZuQGpBN8JOrkxGGOT1JrEJib03djU+BKbEKTWwWvaN37QKLYxYVN4aq/IRKnYmLtdMzVCLzPuvr0/qY9pkqb3oyEytVQw6x2/sx5c/uHfZbfp4azcGfUfL8+ewaZkC/dU7uXKwmV0Zg7jyuJlHJ05is1mC/PCeXy+9Gl+UL2PATMIwLp4PQuC+fUxKmaUpdlD8IOAp2vP0+63sTJ7Lt8ZvZ3N8WZqtsrhmU4ejB7mO6N3cMvIHUzxp9CZOYzLSpfybPQCG5JNnJ8/hw3xRh6rPkGGDFvjt/n/uv8XF7VfxM+HnuLpgZ9zdPlYymELeb/AobmlbBh8k7s23kzgBeyq7cTzPLJ+th61ygV5wOOQ8mG81reaBeXFrOl/lXyQJzYxLZlWaqaK53nkg7F3N+fnaM20M5IM0Z7tIDLRWGguyTIyMjLu+v82moyBpYPlb9X7dSDWerI9WzmAvP30T0REREREREREREREREREREREREREREREREREREREZD9QzOoDbH+FoKIoYvfu3axfv55du3ZRKBRYvHgxs2fPplgs/krRh4MpBvXLOFjm/9CDD/H2m28zp9CI6OTCAruqOwnzeUZtha9c9Vd85rL/wPpkPW8OvM7uyk5mFmYzEg+zq7IDgKyfZUp+Gt9c93dMXzCflmI7AEGYjje54ajY1Madk7EWs2dtjIVM2AhFudEhaw0475AbLEqsrX82xqTiUNkg17gWhsB3vw6bwk0TlCCao1HeBEEpY03qszte4ASxgNQYOSdeFduIMHXfjbtJSP8eu1Gw2MTpUJdzrdhE+E5AyjorlNgotc6+8+fCWJM+z9pUzMoy/jttSJ9nnCBXzdRS++KkEUCLTZS6B3dekY3I+uNHxCJTSwWymp9j6vmREDjxLj9wrpGkY1aenx4nDDIsnXEkR886kW8N38CoqYwd53l4gc+x+WO4a/Ru7hr5Ps9Wn2dtvI4vlj7HnMxsnoqe5sr8Zdxb+zEDZpCno2c5LjymPvZPqo9xcu4kVuTPptfrY3X0CtOCDlq8Mo/WVpHxsrR7bXwiPJ8MGaaGHWxKNmOMIfB8rixfzs+qv+C7w/cQeTFH545kajiVvJdnjj+b63Zcx2gyQpYsT/T/lI2VjVSTCptrmxhIBjh36kru3HAznh1bj2yQI7KN9yb0Q+YU57O9spWO7DQGo17mFOezbrALgNye37NypoWReIT27BR2V3eS9XMsLi9lJBpi0+A65pUW89BDD/HLmIxhqMlosq7zZJ23iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyGSjmNUH2G8ypGSMYXBwkC1btrBx40biOGbOnDksXLiQ9vZ2giB470H2wcESg/plHSzz/x9/+XWOnnECL/Q8DYzFir63/mY+POcs5pTmU27rwN8Te5q74BA+vOzj3LnhRl7qeY6PzFzBw9vuY/voVr636Tv0BgNc+fGvUsiX6uPnco1wlLWp9lQqYOSGh8A2okHWpEJE7rbBThibik2tfjGLSUWeXGPPYPyvQ8/z9ymEYkyC700cxPKdUFJi4vp2La7UQ1HGmNQYsYnS5ziviu8EneKmfUnSGN+QpENMqdhXes7uvtjE6RCUE/tKbEKQutfmd7jxuTnqNdGYnuel9mWdkNdYaMoJazn3npg4FaFy7yGyMaE3UcgrTkWxjE1fw41n1WyNTOC+w+n7NYxFua445StMzc3g74e+ycOVx3gtWkPZL3N67lQ+Vb6Gj+XP5hfRs8zLzMX3PE4JT6ToF3my+jMuy13IDyr34duAgjd278YYMmGWNr8Vz/M4L7eCjWYz3xz+Noszi/liy2e5qHABg94w36rcSNErsrJwHsvzZ3DLyO0YYwi9gLawHS/0sb5lbbSOD2WPJetlyQcFOsIOluWWcWrpw0wLp3JE4XCMNURJxMmtp7JhdB1XzLyaoaifalxhSflQXu9/mXJYpmZqTM1No7e6u76+GT/HwvISuvpfB6AUlhmqDbCovJSHtt3L5uGN3LHxJraPvE0504oHvLb7BRa2LuX+7z3IB8VkDSxNxjlP1rWWDwjf2z//RERERERERERERERERERERERERERERERERERERERE9gPFrD7AfN/HmPHjPr+sarXKjh07WL9+PX19fbS2trJkyRJmzpxJPp9/7wHep72BioMhCPXLOBhiVt3d3YRDeU6f+zFe7V9NLanxw4130Bv3ctKsM3hky32cfepVzhkeZ550CV/5zF/z8+qTPBs/x+64hx/tvJvDjz+dz1/6NRbO7JwgL7XnWTlhkUzOiTxZJ8JkLYV8Yc+2SQWgEps445l0qMTZtLYRujLWkHWDRE5wKbFJOoJkas5w3oQhLXcexhq8CQJPpikalc005mGw9fNi4lQ0yR3PkP5dTa9HTM6JP9mm4/xUJMwJOtl00MkVN0Wi3HiVsUkq9sQ7nrazXs6zsdjUOrjjG9KhK3fI2KRDU+lgVTRhsCoytdQ13EFrpkroNSJfybtdI6mljm1mnN/hZYecCcC8YC7GGnbWutke7wDghXg155fOY9Ab5ue1sXDcaZmTGbbDfHvkZkI/JOtnua3yXV6pvcYL0Wo6M4el7m2GP51F2YVsMBu5ffR73D58F912B19s/TxhEPJM7TnmBXM5PX8qd1bu5sXqasphmStaLuXalqs5p/QxHhh9kFFb4YT88Xym9VNk/QxrqmuY4U1nQ2UDiY1pDdp4dfBl8kGBlwZXc+G0i/nO+m8xv7iIdSNvsbC0mNf7XmZJ+TBe7nuB0A8xxlAMi7Rl2umPegBYXD6U53p+wUu9z7Nu+E0+c8wfsmzWh1nYfih3rr+RXJBn10g3U3JT2bL27QnX+N1MxliR5rz/TNZ5i4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEw2ill9gP26QkpJktDX18emTZt4++238X2f+fPnM3/+fFpbW/H93+xrdjAEoX5ZB8Pc/80f/ykfnn4WAMvnns831/wvBuNBjp16AqPxCN0jWynkSu84L58t0tE2gytW/hF/8vmvc9wxZ5PPFp0jxo+HWCyebewLgkZAqFBqnG+tqb87xhoyQTY1yl7GvnuQzY1ZuUGT2ETOtSy+sy81prVNkaoGNwaXmCQVmKoljSBWc8wq/cwbgSdjYqwTyErPN8Z3vrLDoBFXMiZJBaty2ULjPJukznOfirEJPuOHrhKbEPpuJMqNWaXDU+8MxbjxL/e+TdP1GhKbvodUNIyJ98U2aopQ4eyLU6Er9ylGppYKeSUk6fCVM1AtqaXW4h2sG0aLuPyU3+UnlUdYmlnCyvz53DZ8Bz1xL9tNN4cEi1mR/Sg99PFM7Xm2xG9T8ap8snwNM8MZjDBK0RZYFT3FM9FztNCautQGs4lzCiu4vHwp15SvwPpQoUpAwPmFc+mxvbxQXc2SzGKm+lN4qvoLsjYk2vNuPlR9lEtaL+bT7Z/kldqr3DF4FxnG3qXAD5ibmUPRKzAQ9bKruoPX+1/mraE1vNj/AtZabl9/PVuHNzG7MJ+1I28xpzCPraNbmFOYz9bRLSwqHcKa/lfJBmNxtWn56byw+xecf8jlXN75Ob775vWcNudsEptw9Izj2T66lcAL8DwPrzb+u/FeJlus6EB/5/+yJts67zVZ5y0fEJ63f/6JiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjsB4pZfYD5vp+K8bwf1lpGR0fZvn0769evZ2RkhI6ODhYvXsy0adPIZrPvPcivycEQhPplHei5G2PY8vo2phVmADCnPJ/heIjYRnS2H8OqrQ8xc+6ifR5v34Ih6ft1Y2fu2ekAiW06z0sfRzq0tFfgh/UxjDWpCJK77oZ06CqfKUy4L3FiU9kwmzrOjSq5EpOkw1RJI6TleV59XrExZIJcY0w3lmWTVHwpPac4FeNy40rGJKl5WWcdExOn9rlhsbF9bsDJjX01h67Sz9395O9jBCsxCUEqGpa+v9TaOhd4twhWZGpN5zX21UyN0GsEwcaCZu67mL7+RGEvAEvjOdWSGi35Fi488bN8P7mfJ2pPMt2fyg3DN3FYcOjY8/Y8VubPo5udfG/0B1xcvIiOYAor8mezLPMh+uinI5zKl9u/xM+in7Ez3glAX9LP1KCjvk6bos0szi5mZel8bhu5k8QazsuvYKvZxnX9/0zoZ/jKlC8zLZzOD0fu5R/6vkmZIrPD2WS9LCvL5zMvnMsL1RfJ+Xl6kh4WhQsJbMiccA6H5g+lPWjj9PxpjESDjMYjYCE0ITe8+Q9sGljLSz3P43s+C0tLeK3/JRa3LGXtwBryfp7YxKzqfoSjZp7Ia7tfZFHboSxqO5THN/+Yyw79NBv63+KY6SeyYXAdxhiyJs/Q0BAfFJMtsDRZo1AHYt6TcZ1EREREREREREREREREREREREREREREREREREREREREflWKWX2A/TIhpTiO6enpYcOGDXR3d5PNZlm0aBFz5syhXC4fkIDDrxLlOtAOdMzq7/72/3BUy/H1z09sfRifkNZ8B3etv4FN1Y1Ma5+5b4PZiZ+Be4/Wkq4dTXiOqR9orE2lrEK/ESEaiwM19rmhKLBOzCqhOaS1lzEmFcRKx7IMvhvLMomzzw1DNX6+d16NWZAaw0sFntw5xqkpNseefJwolXtta1LhqfS+OBVpcsePTZwKQQVOsCmxcTqe5dzbWFjLCV01v8POvN3xDelglMu8I0qVnmcwQbDqHaErZ19sY0JnXdxnXEtq6UAV6fX2msZJh73S3LuPkxqBH3L43BP40rl/hp1eZOmhJ1L0y7xafY0t8dax8T2PUUY5t+Ucflx9kNtG7+LxkVWsSd7gM62f4ujckfx4+MdcXrqUB2sP0xv38XhtFSdknd/X0ac4pXAy08NpnFNawU1Dt9AX99Njezks38lus5u7hr9Pd9RNfzLAWS1nMSXTwY39N7Mz3snOeCeb4k18pu3TfLLtGj5evoDnqi/g+z4JCReUzufjLRfwXOV5dsW7GE1GCI1PkTyloMTS/KG8vOs5do3upHt0Kzsr3YRehu2jW5ldnMuzu55ixI5y3iGXsauyg/V9XZwyezn91V7W9b3BjOJs3ux9lSSp8Q+r/4b5pSU88MADE67zhOs/ySJLk22+e03WeRtjJuW85QPC20//RERERERERERERERERERERERERERERERERERERERE9oOJ6xzyW29fI1DWWoaHh+nv72d0dJRyucysWbPI5/MHRSDiQAehfhUHeu533/Ijrpj9BWDsOb+663k+svA81g28zvlnfpZDFx7HvT/71i85ultlcn/eHI4an8HWg0LWpmMkfioG1YheAWSCbGMG1hkDi3HWOgwyznEmNWYqpNR07UzYGD82jXCWtQm5TKH+2Y09xUmUCli544WBG5BKUmEo916MjVPXdiU2aYpnNcaImyJR6X3p0JV7XGKS9Jo44xtjCDxn/Zrm4zP+s6I5ZpWKbiXp4JcbrKI5dOWGppJ06MqZZ2yipghWQ2SqqdAVTd9lqZCYTVJhr+YwiPs7HNskFVvzfZ+zjrqI0zrP5Zv3/SV3DN3Bkdkjmep3kPNyHJE9nCOyh1MxFf554AaWZBbjez5HZ4+iYis8MvIolxUv4fbBO8gHRaYFHXvuzeB7HkW/CMCscCZnls7klsFbWZxZzIn54yn5JV6uvszz1dV4nkfN1DitcCrLcsfxo+H72Vbdxkn544ltTMbL8MOhezm/5XwWZOezsbaJ7w/dQ0/UQzbI8Nkpn6E36eXlyiu8VXuLrJfDM5bYRnRkp/Dkrp9iTML3t9zOYdOP4ZldTzESDfP7J30NgAsPu5YbXvrfXF2cw9KOI3ho0w/w8Lj88M8zVBvkF28/yg/W3sYjX/sBF110EZlMht9WkzUKpXmLiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyLtRzOoD7L1CSrVajYGBAfr7+8lkMrS1tTF79mx8/71DRPvTgQ5C/SoO5Nz/4j/9FcVaSz0u1NXzCsPJMOtG3yA3rcShC48DeI/5OQGlpuPcj74bQrL2HTGg8caDRoDEWEMYjh9kGgskjR9ySmxSDx8Zk+A5p7lxImOTVGzKZUyUCqF4qVCTE3+y6fhTGLqxp3RMJR3maowRmxjfmVcUV9PjTxABS0yc3udGokw6WOU+J9McrHLHbIpguXuNTQic7wHblLOaKNzlNT345ldrojVKTNwUpWoKTU0QrBqLdbkRqsbeyESpmFUqkGXiVHAtsTGBG75y5j0WU2tIkigVMts7o2yYZ/myS7j/uVtoCcrMyczltaHXeT1cwxG5w3m++iLLW5bTb/p5ZORRzi5+lBNzJ/Bg/BO+PXAjgefT4rVx28hdFGweL4EPFT6UuvYb1Te4qO0iPDwerz7B5uomsl6Wz7V/FoBnq8/znYHbmGLbsb7lU+3Xsi3Zzn2jP2ZzdTN5L8+ccDYAC7MLeKXyCovLi7FYHhh6kN64l4SET037NA/0/5gVrSu4p/duzpj6MR7e/QC76SGXLXDu4ksYiYdZs+NFwj3vc+hnuPKIL/Ht1V9nWmkWv7vs3zMcDfLstlW8uvMFLJYLDr2KX2x5lJOPOI1zL13Bf/vv/5V9MdliRZNtvntN5nkfbP/dIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvLbSP93/wfYeCElYwwDAwNs3ryZzZs3Y61l3rx5LFiwgLa2toMyCKGY1fuzbds2zj3j42x4aCfdQ1tJTAzAk2//hH/9hb/n81f+J8Ig3bnb13yJGwTy/InP8ux7j2iNqY9mrU3FoaKk1jgOSzq01IgLJTapB4yMNWQz+fq+mhOKMphUpMUdw1ibChvFJmq6duOcdw1DOWP4E4WznPgW0DSnZMKQjLEmFXRyJTZuul469uXGnpqvN1EkyliTCkHRFLNKXS+1Kx2M8lP3Ou706/cw0f3FTfNMXcPGhBNEsGq2lopOufcem4iMsy82MaHzOf3ck1QYLbFJ6tjUmmI567greKn2KmC5uu0qHhh+kO5oB2vjdRyRPZzTCqdifHhq9OcMm2G2xFu4vPVSjskfQ+AH9Ef99CS9VIIqa2pdqbXYbXqYn5nP/Ox8LmhZSSkos6y0jFsHb2djtIkTs8cTEDDijeJ5Pg+MPMSG2kZ2R7tZ0XYOK1pX8P2hu/nh4I94ZvhZMn6GE0snclLpJJa3LKcclikGJaYEU/hIy5n8uP9+zm9fyfe23squyg5GKkMMDfbxj8/+N9oybUwtzOLbL/1t/TuumlSZ2TqXmS1zuPGV/8PD63/A5oENnDxvOTPLc/E9n88d91XyQYEnfvhz/u2/+nfjPnM5MCZzzGp/z3syrpMcIL63f/6JiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjsBwdfmUj2G9/3McZgraVSqdDd3c26desYGBigvb2dJUuWMH36dHK53IGe6rtSzGrf3XrL7Xzy3C+yov1yTpmznJPnLueJtx+mr7KbHaPbKeRK72s8N+pjYd+qV/t4v2NHeXu2TSqklg0b76RpCpW4wSKsrX+2zjaA5wSXrE2fl5jEOa4RJjHGpMJFLmMT0gvQ2LakQ1ep6JUz9+YQkjtGYg0BzrWdZYxtnIpSpeNe6ZAWzrWNTZpCV871muZMap4xgRM8c+NisYlTa1uLK41973LcO14e5/6S5mBVai5ROsiVCmZFTetCap8b5EqFrkyV0G/E05qv7773iYlTUSxjTTqS5YwbJVVK2RJfWfkXPJt/le8Ofp8Z/nSu77+BRZmF9fX+WOlsBrwhvtn3LS5s+QSzMrM4vXgaZa/MMcWjyQZZzimfw7zsfO4ffgCALbUtzMvOrb9Pm2qbmJeZy7LCMq5qu5K34rX8Q+83yHlZzm89jytaL+ND+WPps720Zdp5pfoKU4IpXNl+JR7wSu1VdiW7+G7f93hh6AXu7r2bizsu4eTySTzY/yDzc/Op2ipYOCS3lJPLJ1EMC/RWdzFcG2RH39uYJGJodJA7Xv8WAPe+dRsXHHoVZy++kC8s+xOG4iFGk2GOmHYcVx71Jbp2vcybu1/hU8f+PhbLE/f+gj/7918b9/m5JltkabLNdy/NW0RERERERERERERERERERERERERERERERERERERERETeTfjeh8hvK2MMSZKwceNGrLW0traycOFCMpnMe598ENkb5Zqs9mfMavWLLzO7vJCWXBsAx8w8kRu3fp23BzewcFHnPo5iJ9iGiWtWbthp38IiNhWiaopUueNZk9oXBo33N/DDRojKJlhMap8zSGpOxjaO872gPr7BpN61TJitbyfWvHM53Dl644e0XMk74lIT70vP973Oc2JP74hEuWM29hlr3iUSFRM4ISjfWcvYxKnru+uccSJkkamlA1XOvJp/n5vn4pMOgLnjNMfB3Hm6IhOR8wrj3l81qaZCV4lN36/7OxubmMAJXxmbpN8tZ01rcZXWQgflXCvXfOSPueGp/8kpi8/mwWdu5ZXRVzgydwRTM9PwPA9jDae3nM4vKk8zSpWe6i6WFg7l9NLpHF84ntt6b+PS1ksh9nhw+Cf0mT4+Xr6gfq2fj/6CC1s/AUDWzzIvnEupXGJ2OJtVo0+wpbKFqq3wxY4vUgyK9MV9PD6yio2j62n1W7m64ypKQYk3K2/yyOAjFMMSBb9AZ+Fwnh56hpqp8dGWs7m3714um3oZN+y8ni/N+xfcuu1mrDH4sUc1rrCkuJTt/dv47z//M6YXZ1IMywAM1QbIBTkuPfIPuf3lb3L10b/DlUd9kTtevY6tA5vxvQCL5c5b7uKZZ57m3vvvJZPJjPvdMdlihpM1rqR5i/wG6NUUEREREREREREREREREREREREREREREREREREREZHfIopZfcBYaxkZGWFgYIDh4WGMMcyYMYNCoTBpYw+e5026mMle+3vuUzo6eKPczWC1vx60OnLmCTy8/gd8aMnp7swmHMOdrxtlsjYdIPImGOOd9+uNu+mGpyym6f1sjGFsMuF1jRO6stimYFIjupTYBJ/GvWScIFYtqeHvDWKZmDBs7EuSxhjWmvpx7+B5eHvGNyYd33K3ExPXjxs7beJ9brzKYJpCV859WpsOXTn7EtKRKJoiUelAlhtwigidgJM7zzhOh6DcuFic1OrbkY0Ica7tjkGcvj9rUsEq9x1KTJyOYjliGxP4jX3GNN6VyNZS9xCbqLHP1HBf0yippcaxzlokNk69L4lJCJ2Ylft8a3E1tR4Ah887nsPmHMd19/0l3+65nmMLxxISsi16m5Xl8/CLPrGJucXcyuZoMxVToeAXuHrK1fWg1X2jXfTGfUQ22nMvMaEfUvSL9eu8UF3Nle1XkPWzLMkv4cboJi5svZgHRh6kFlc5pXgK/Ukfl065lBEzwqODj7KxtonAC/jijC/xk4GfsLW2lTnZOZzTdg739N7DlVOvpBgU6Il6OK64jNcGX2XF1PN4YNd9vF3bzMLiEqZnZ5CYiN6ohx39W/jGz/4zYTaD5wVcftQXKGdbufqYr/Cdl/6Bq4/6HWpJld7qLgI/YE7LQq48+ovc/8adHHvo8Vg/5s//839ixYoVhGFIJpMhDPWfMfvLZI1CTdZ5i4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEw2/nsfIr8Noihi9+7drF+/nl27dlEoFFi4cCGe51EsFid16EExq/fnw6dexFO7HqOWVLmn6xbe9rbxp390w4THN8/P8yb+2pgoYJUaD5uOOaVaVo0P1jYiSdZYJgpsGWsnnJMxSX0MYw1hkHUu5kavkqaQVuOewyDTCFFhKBQK9X2ZMFffTkw6/hS7oSsaQanm8FRqviSpuJT3jqDT+DGrxCZNESwnMtYcukqtcXrt0iGw9FxqURXnQEIn7lSLG/siE5N11iVy9qUCUaZG4ESffOfasYlScTHTFBtzJTZJxaya42CBE8xyr1dLaqnzMs67UTM18pnGc05sQuhl9tyDTb0fe8NRjWPj1HXc9Y2SajoC4MwRWgAAIABJREFUtmeuvu9z+fLfJefnyft5lrcuZ2l2Kbf03oK1locHH+aM8ke4dMql3N5/B1VTpegXWZpbyvcGvs+AGaQz38nT1We5qfdmruv5FoeEh6Tup+gXyPpj99gX99ERdDArO5NL2y9jRdu5PDD4IFk/x6rhVeys7aQ37uOElhNpzbQCcHbr2Tw6+CgAs7Kz8H2fvriPM1o+wh09d7J6ZDWvD73K030/I+NnCL0M64beoruyjbn5ueSCPIeUD6M36mFqMI0WSty/5nZ2j3RTzrZyzdH/gm+/+LdkggxXHv1FPrfsq8xvW8x1z/0P+qu9/N4pf0pHbhb/96+u449//6sEQUCtVqO/vx+AzZs38/bbb9Pd3U1PTw8DAwOMjo4SRdFB9/dhssaVDrZ13FcHYr0n4/OVA8Tz9s8/ERERERERERERERERERERERERERERERERERERERGR/SB870NksjLGMDw8TH9/P5VKhZaWFubMmUM+nwf2RFn2/JvM4QXFrN6fQr5EaeYM/nn139J51Emcc/qn3nFMek7pd2OiN8UN/LynfXnfrKlfzZKkrmusca6bTJzQcnYYa9LvuXOPBpOKQVnTGD9Oovp5iUlHlZIkcuZhUvEnUnNsxE1iE6djVs6cEpMQOmO44yUkBJ4Tf3KCSZam0JUbgnJCWmNjuqErO3FYyyapMcOgEWGKTUw2zI87ZpzUCILGvIvFkrPdCERFNiL0Jog+mSgVmgKvESUz5h3vQmrd3X2eJfDdmFVje+wa7vU9Z1/tHVEsN0aGTe8LfSeSZplwvWMTEwYTXTNi2ZFn8dKaJ1iaW8pZrWdx/e7r+WH/vfSZPs7LrwTgwvaLuLnnFk4snshu08MXp3+Jmq2xptrFE/2rqJkqp7ecztp4HRv61vOJ1k/wyOCjHFc4rn6tx4Yf44zyR+qft1S3cHLLKSwrLqNiKtzTezej/igfbj2VRbXF/LDvB1zecQWLc0t4deQVjioezbmt53LjzhtpDdu4aNolvDryCjtq2+kIOqglNfriXmISBpIBuge3c+38z1MMSmxat4GAgJ54gBnBbP756f9JMVsmny1x/JxTWdB+CPd03ULvyE5qcY3PnvBVntjwAOt63uDTy/6Am57/O7at6eF3v/x73Hrnd7DWsmnTJhYsWEAcx0RRRBzHxHHM6OhofTsMw/q/TCaT2t7ff/8m89/cyTbv34b/xhHZnzo7OwvAzcAMYBD4XFdX186mY/4c+DgQA3/S1dX1dGdn51Lgesb+k+cV4A+6urpMZ2fnPcA0IAJGu7q6Vu63mxERERERERERERERERERERERERERERERERERERERkf1OMavfQtVqlf7+fgYHB8lms7S1tTFnzhx8Px2t8TyvHlOazKGHyR6z2t+shbPOvJLZc5cwPLjL+XljDd0wle+xb/EpYOLUVdME9oHB1ANHpukddWNWnhekQkju3AO/EWCy1qSunV57L/U5fa2kPn5iktTvUZhtfIUmNkkFmIIgfe29sayx+FJjDHcWiU3wJ4gvGZOkz2taD3cN3DGag1Xucc3BquYx3UhUGDaCTbWkQslvqX+O4lp9OzYRxXyxcZ4TtnK3YxsTOkGud4SmnM/uvGqmlpqXsSYdvrLupiHAGdeZ51gcrLGvFlUbxyW1VOjKOiG0xCRYGu9fYhPSbbL092xzzCrwx/+zW42qFDJFfufjf873Vn2Das8gJb/Mm9U3WJo/tH5cR9jBR1s/xo/7f8TMzCx2RbuYnp3O+uo6zm4/m3a/nUcHH2FmMJNDyodwfc/1jCQjnNV2Vn2MUVNhWmZa/fPq0Re4dupY1C7v56kRcVT5Q7wy/DJHl47BYumP+zmlfAo37byRo4pH89ro68wvLGQ0GeGpgSdY3nYWfbk+nuxfRVumjXba8fGJ4xqD8SDXr/8GC0pLmJOfx+re58iFOYajYRaUFjGcDDMw2sNT6x7ipewvmFqeSSbM4/shGT/LxUd+hjtW/xPlbJmrj/0Kd75yHRtf3sZf/vlf8R///M/qf8symQyZTOP3rvH8bD1qtTd2ValU6ttBEKQiV27sqvnv5q/DZP2bO1nnDZMvwiUfHJ5/0L2bvwe83NXV9RednZ3XAF8Dvrp3Z2dn5/HAcuAUYD7wXeAk4H8BX+vq6nqss7PzG8DFwPeBQ4Gjurq6Jud/qIuIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyPuimNVviSRJGBwcZGBggDiOaW1tZf78+WSz2Xc9bzKHoPbyPA9jzHsfeBDa3+vfHPRww0/uPHxv4oDLhLPdx/uw2H1JXmGtxW98wHPOymScry6bfvbGJvXt5jhTOoLV2DcWm2p8dsNN2Vymvs/QiFIBqd8vY00qIpUkcWp8f8/1jI2b1jcdznIDT6n5kw5Weanz0sEqPxWsSkepjGmsT2Lj1L7UXJg4uuX5QSoUVio34lVRU2yq6cz6VmwifCc05V4rsjUC58+Te6+xjdLxKq+xTsaYVHctsSYVjwoDJ8hl0sGqllYnzmVqFHL5+udyubEvsREtpXLqPkI/m/q8lzHptU9MTOism/s8a3GFMMjQUmjnc+f+e65//L9z7fJ/yYPP3c6adc/w3d13cVrLaczKzOa5ynNcO/3TJDZh9ehq3up7g5JfojPbie/7XNvxSX42/DPu672fmq0yJz+Xh4Yfpj/uY8QOM8efU7/uqBmhHLSQ2TOv7lo3s7KzOLXlVL6z4yaOLBzFee3nc/fu7/OZ6Z/lxPJJ3NNzNxVqXDX9WjzPYzgZ4tadt4CFfFBgSW4pRxSP5I6dt9EWttGe6WDUjPD28CaqtkLez5EkhqoZZcPgWnJ+jlKmDAF8funvc/1bf8/R80/m5AVn8Z3n/y+fOu4PufLYL3HT839H59RjAA/rGW674XaefOIJ/uvf/BcWLFjARNzQVaFQSO2z1pIkST1sFccxQ0ND9W3f9+thKzdylclkfiOhq4PZZIxZjX0nTK45ixxgZwB/s2f7fuA/jrP/wT1xqk2dnZ1hZ2fndOAE4HHnvHM7OzufAtqBH3Z2drYDf93V1XXvb/wORERERERERERERERERERERERERERERERERERERETkgFHM6iC0r8EIay2VSoX+/n6GhoYoFot0dHRQKpX2Od7g+z7GGIIgeO+DD1K+70/aINfemNWBiIT4noc1TsDqNxhmcW/NNv9ggrSVsRa/HpFKr08u50SkSIeu3HfBHbk5zlQqlerbftAU+vIa0Svf851YUlKPUr1zvklqHu7vlBuiik2cCmK5oyU2HawitS+ZMDJmrMFn/EBWc6grm2lEmjzPnzBYFSW1CaNbUVIldMJd7tqNxZ3Ccc4i9dzHYlbOtd2YlYkIvQlCV6ZG4ESw3PFrppZ6pz3PS10jcN5xi0nfgzNSzdRoDRrvR/r+kqZAVULGd6OB7rFx07lxKq7l7qvGlVRsCyyhH3LBSZ9ieuscHnr+dlqCFlbzEv21HkaSYebm5rE8WM6uaBcfKh3HjT03cHLxFOZm57K2tpYvzfoyiU14q/ImqwZ+isVyVPkYcrkc1+/8NieXT2FjdQMnl0+uX3XV8E85r+PjBF7AKa2n8eDAg5zffj6z8nPYVNlI0SuyLd7O1Ox0hpJBWsJWNlc2My8/n5UdH6diRnl9+HVu3nEDLWErVVvBNwG7o10UgiLntq8k52X5cc99zMjNIONlxyJbyQhRXOP/vPrXGGt46s0H+Pnah8l4Id9+4m8oZsv0VHfyRP82soUCU/IdnLbwXF7Y9BS/98mv0lfpYc68WTz25CMA7Ny5kzVr1nDCCSdQLBaZiOd59UBVs72hqziO67GrkZGR+vbeSNZ4sat3+5s6GaNQB+rv1K/KWntAomOTbZ3kg6mzs/NLwP/T9ONuoH/P9iDQ1rS/FdjtfN57jLcncOX+LAv8T+DrQAfwZGdn59NdXV07fm03ISIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiBxXFrCahOI4ZGBigv78fz/NobW1l0aJF48Y43svemNJkNpnvYX8GL4wx1Go18k5jxfPf//VTzSfn57ZpX9NZzoHp+NSevNU7OeEUaw3Y8Qf3fC+1jhOFrawxFArjR208308FpvL5RvDJ0IhBjYWhxo8/GWtTkaMgyLi3Uo8qJTaZMK5iTEIwQWDJ0Ih7vXNfkopBxUmtvh2ZWmpe7lqN3Zt7P419iYlT57nPKU4iQifgZJ19URLh457XGNOdf2wjMs4aNQexUtf23NBUep/7jCMbNYWl0uMmSVzfDjL+hOsS2YgAN8jljGHjVKwrtjG5TK4xrvM7VYtH8Z3nWYsrTaEv99gqYdhYD9dJnR/lhQ1PsGlgI1+Y+WX64j6+3f0tTiifyLAZ5uSWD7M4t5hD84fxs8EneXjXQyzIL2Ig7mN6diYbqxs4vf1MjswfxbPx02yubmRp8TAeH3oUrMdAMsCR+SM4PH8kkY1pDVsBOKxwGM/0/5yKqXBm+Uz+qfsfmZmdxe/M/T16art5bOBRdtS6GYwH+N25fwBA3i/w4uDzXDXjWjqyUwG4efv1nDt1JbGN6I628eLQ83SEHQwlgxT9IgE+FTPKmW0fpegXeXJgFVOyUzgkv5SBeIDnhp6mEOeZEnRQMaNEIxEbBrrYvHMteGPvVc3W2LJ2E0tnHUohKGCtJSYmMhEAGT+ktdBGMV9gMBnC2IRaXGNkdJS8zTGtdRqHLzucSz97Keeeey5hGNZDV77v86f/9k+573v3kTd5OkodTF0wlYs+cxGXXHYJvu8TRREjIyP18JUbyWoOXhljJm3saLLNezIGuOQD5gC+nl1dXd8CvuX+rLOz83tAy56PLUBf02kDzn73GDPOz7YD3+jq6oqBHZ2dnS8AnYBiViIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiv6UUs5okrLUMDw/T39/P6Ogo5XKZWbNmkc/nf6VQg+/7GGPe+8CD2GSOWUFj/r+p4EatVqO/v5+BgQGqtSoU3t9a2YliU83H7fMzmPg4dw0sth4xMrY5/uIEkgI/HbByxk9MI170jjHcvhYTr79HI5YV2+bAkxvOStJRrdS9NK5trKmHrZqPS0gIvfG/lq1JB6tcUVIjcPZlnLiSxeJPcJ6xhiB1P+l97nnGJI0xPcj4bngpveZBKtg0vsjEZINGeKpWqzT22Si1Du5zjEwtdZ77PCJTJRs27j1JImf+Bt+ZV0JC4I0floptRMD4Ma3EJKlrJjYmdOZTKpXq29WkSntLe+Mek2oqcuaK4gr5XMe41zTGMHPqfLIdIbduuoWPtC7nuNIySkGZnriH9SNrafNbmRJ2YKxhxdTzaAvaebW6hjd6vk+C4cy2j5L1s5yWPYMXkyJrRl9nbnk+sR9TqY7y+MhP+Xnladqybal5ndtxPrft/A4JCR9uP50tlU3ctP16lpWPpyOcyqgZ4dT203mk/2GGkiF2VrbTkZnGsBmm3Uzh/p57+VD5eDpLhwNwe/d3uGTa5czNz8Nay/2776UYlFhQWETFjvKzgSeYl5uPxbJ29C12RN0UgzIFv8js7Bzermxm2BvmzLazMDbhsYFH8fGZ7s+gL+kl9EIOLXTSErTw8vBq5hcWckzpGHqjXh4beJRSXGJhsJDN1c2UgjJntBzF1tpWBioDPL3qaVY9torES+goTMULPHYP7iIyEceWPsQVbVfwRuUNdlR38Obrb/L1P/s63/jzb3DZ71zGv/7av66vmbUWY0w9bBXHMaOjo8RxTBzH9e/7nTt3viN2FQTBQRlfmqxRqMk6b5ED6EngAuBpYCWwapz9f9PZ2fk/gHmA39XVtauzs/OFzs7Os7q6uh7bc96jwArgj4ALOjs7y8DRwOv75zZERERERERERERERERERERERERERERERERERERERORAUMzqIFer1RgYGKC/v59MJkNbWxuzZ8/G98eP07xfkz0EBWP3MJmDXL+JZ2CtZWhoiP7+fqrVKq2trcyfP5/WllaI3/v8X96+RkPe+ziLSQWGvAnO8ZpCVBknLOSGrSwWz44/hrUGfx/mNBZ4Gv84w8RjGGvrISpjmoNY7nHJhPdsvImjVJ7vp0JXqTE8v+k8N8CVDla55wVBZsJ5WmsJnTCU+/pGSY3A/X6y499PbGNKfrH+OZNtRJ4SE6XGd+cYmygVA3Ofcc3U8FJfBV5qX+CcZ0iHvNy5JbY5yJUOXfm4UayYbNAIaLnvYi0eJXTiVbl8LnVfrlpcTY+T2lcjDDKsPOHTjHxokOse+H8pUaRrcA1XTr+GVf2Ps2rgp5T8Ihsq6yn6JY4oHMXc3Dw2jqznkumX8/jAI8RBxEIWsd3bzjVTP4XneVRNlduqt9CWb+ez07/EjwbupjfqYUpmLKw1PTsDm7GUsiVqQZULp19KJRnhlp03kqeAtYaNoxs5pnQsD/c+yJkdZ9MatLE52sJ3d95Be9hOX9zHC4PPMRD3k/WyxDbGGMP6yjpiEi6YeiEA9++6l7PaP8bR5WMAuHX7TVw2/Upm5mYxFA9y547bmJ9fwDSmsy3aypujb3Bc+XhmZ+bw1MATXDrtSlrDNgbjAe7r+SFHlo5iOBnmmcFn6I62MTMzk4Jf4K3qW0wNpxJ4AWsqa8h5OXZHuzm5fDKH5JeyrbqVe/vupRQUyfpZTiyfRE/cwxODT+DhU7U1VrSfwzNDz3BK6cO8ctOrfO65z/Pt7/4zvu/jeR5BEBAEAblcjmYDAwOMjo5SLBaJoohKpVIPX1lr62ErN3KVyWQOaOhqskahJuu85QPk4Hs//wG4obOz8wmgBnwSoLOz82+Au7q6up7u7OxcBfwM8IE/2HPevwL+qbOzM8tYsOqurq6upLOz87zOzs6fAwb4D11dXbv28/2IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMh+pJjVQcgYw/DwMP39/dRqNVpbW5k3b964UYxflWJWB96v8xlEUUR/fz/9/f1ks1na2tool8u/cvxsopBUOrnzbvfQ2GewTe2GCQJTBvY2jIw16eOczbGYkbuvsV0sNWJJxiSpqIl7T5bm4Ikbg3KCUsako1FNEQrv3aJRe0JKSVOwKoqr9e3EpPe5m6YpPJWYRpXMYlOBJ1fzeen7NhMGshIbp/a5YauaqRI4kSY3KJWYJBVlcrnrlZgYn8aYhXyhvh2ZmNBvjO++WhERGXd8d5+ppQJV7u9VZCPyuXz9s7EJoef+CXTm5iUEnhvTcuedpEJXCRFZJ6DmjlONq6n7ME2RrFKx5BxbSYWv0uOM1CNtxXwLHVNmcdXpv0+cJNzz038k44X0Rj18YvZFYOHv3/7fbI+2Yq3l2PJxtGemcPHUy+mP+rh95y1Mb5nJXUO3M9VMZXOyiYs6LqPbdPPE0OMsL67gRwN3c3XbJwF4c6SLY6Ys44T8yayvvcVdA7fTPbiNo0rHcEb7crJelh/t/CEP9T5Ie6ad1UMvECURQ8kg7WEHx7UsoyVoY1Xfo5w+5Uzm5ObSNfw6D/TcR2ITSkGZm7Zdz1AySM3WGDHDbK5uYnvlbRYWFjM9MwOAV4Zf5tBiJ2e0nwnAd7bfxGVTx0JXj/T+hKNKxzA/vwCAR/t+wor2c1hSOASAW3fcwqVTL2dGdiZvjHYReCErOy4AYCge4ru77+SMto/QG/fyyMDD9MW9fGLKJ9hW28bs7GyOKY7FtXbWdvLA4ANYa5gaTuOaadfyo957mRJMYd6b81h50krufPROWltbeTee5xGGIaVS6R37jDH1sFUcx1SrVYaHh4njsQDY3rhVc+wqDMPfaLRpskahDtS8J+NaiQB0dXWNAFeO8/N/62z/BfAXTfvfAJaPc96f/NonKSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi8v+zc59xdlX3we9/u5wy9ZzpRV0CBAIkgWgCBBLFwuAggzAEMODgixMnT/DnOg755H5yH2PnxnaS50kcx37iEnovopuO6KKDsASIoq6Rpmn6qXvvte6LYc5Z+8wcITAICf7fF/aZWXuvvfbae2b0hp8QQgghhBBiryUxq71QR0cHtm2TTCaprq7+TKMItm3v0yEoGL2HfTnI9cfGrLTWhfhZJpP5TONnH7GSXUSviizjf8OfShkBq9IgibldOnxV388bcxshKnTZcNNozOqjg18aVfYeNaokllU6/+h3AuWHwlDRaDHipFChGJNJaYWFGdIqfi69t3CwKthF6Kr8fSsVhOc0PvvKI2JEmkLRKOVRaVV+eJxf9veXj4+tJ762R3GOcWOBh6OLc1ZVmREsj5qqYkiotqbGGMsTj4RjVuZzMFc57jmYMSvt4xp/On3lU+lUGYcW7ylfErMCK7SnjlucR1sqFLoyn2HOy+C6xWCWr3wcJ0I0Euf8r3yf6574V/J9AXd238aSupM5pW4pXV4nk+NTWTXwDF25TqZWTGOLv5GlTWcwLToDX/nc3Xc7vgqocxtI6nrWplYTrVzIpPgU3su+ywHx2bzpv8HXqpdjWzazYgfwVnoNf9p2McN6iGeyT7JlaBOe8phUOZUp7hQGvAG6vE7OaF5GXud5ZeBFBvx+6qMNvJVay7uZdaS9FHmd54S6JVTYFTzb/wwHVR3MovrFDPtD3NF1KzMqZ2JZNvfsXEF3rpsAn4SbZFPnRga8fiJWhGeHnmZ7voOGSCPDaojNvRvZnusgakV5Ub3AG6k32JnvxbZsnhl8ioFgkHSQ5pCqQ+n3+0nYCe7euYJlDWeRdJMopbix5zpOrj2VJ4eewNcBOZ2j3q2nxW3hwaEH+dOmC1Ao7u5dwfzKwzizfhl37LydP/S/SU7lOP6gRbQn2si5eexKiyt+dAVLly7FtKvAkm3bRKNRotHouLGx0NVY7Cqfz5NOp/E8jyAIxkWuzNjVH/vvCIlZCfEZseX9FEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQnxxSMxqLzRp0iQcZ+Kgzaftjw0p7Q329Xv4pOv3fZ/BwUEGBwdxHIdkMklbWxu2veso02e1V+NntSb8vLtxEWXEsUZDTruKSBXvubKyYuLjdGm0LZybssoFtoy1+iooH39ClUSjzHtWhYiRQoXnNzYuUAGOXfzZVyoofjbmAHCdSOi4cuvSWheiTUqpcbs4NmeggtBzMd8TX/mhdVkWoZiVKVAezod/Wnzl41gT/5kJ8EPBKPPagfKJGjG22tpwlKoyVgxdOcY+eMoL/e405/RULnS9QKvwPRk7E+CXDUsFJREsX3tE3bhxbFE+yOK6xfWNf+9LIlnOxHua9bJEHCNupHVo7RWxSi4591/o6N3AA89fg+vb9Gd30hBt4KT6r/DmyOvUuXV05nZw09Zr+X9m/QgAO2KzoPYo3ki/ymGVR3Bi9ck8NHw/Z9Qu447+m5kenUHMrSDuFO/Pt3xaYq200Mr06Ex+r+7hzMRy+r0+1qXf4oPMezRGm1k19BydmQ40mknxKRxYNYc6t4EHe+9jfmIBFXYFGzMb6MhuYVp8BoPBAFdv+w0BATE7Tkd2K01uM/1eP5VuJSfULUFrxe977qXarcHBZUd+OxErQoVVQaVVxfvZ9zio8mAWJU5Eo7m952YOqpxDW3wSa0dW0xRp4SvNS+nKd/Hq8Ku8k36LpJvkwb4HiFpRuvJdODis2HkHx9Uez7E1x7HT38mbqdWsyKxgVnwWMXv0vfzTpgt4pO8hnhpYSVWkmm+1fJuRYIQXh1bROdSJa7m4Ay7//T+u5t8jP6dxvwYu/4fLOeqooz5xYGlXoSutdSFyNfb/mUymEL8ai1qVRq4ikchurWVfjULtq+sWQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH2RRKz2gt9VIzo076WUqWRn33LlylmpbUmk8kwMDBAOp2murqa9vZ24vH4R5/MBDGdP3bfQj0oHQo/fbLpjPM1hflGg1XGcWZ0aReLskqDUnY4YDVG7WIfwrcYYFsTzw+qbDRFa41FMRplPm8dWodfOC68QvCCXEksy7wTHQo1mZuljHUpFLY9cSgv0LsIT6kgfK+2xjZiT+Y9BMovrNMP8uFgFeF12aGxIk97ONpcpxEUwydGzBgxxnQxpFV6Xl7lcaxiLEqPi48Z96sD3HKhLe0TIRr6OmrEnsxj80GeeKQ4ZpfEwsKRLA/X2FNzQ3J+OhSzKveeTWqcyaT2/Tliv8U0Jybz7Jr7eW3do+RVjjnVh3Jyw1dYM/ImD3bfS0VFJQuqj2ZaZAa377yRQ+PzaYq0ELOj9Ht9HFZ9BDf33sDiplMK868deZNZ8f0LX7+aepE58UOxLZuGaCM9I12c1/5NEpEkADd1XMsF7ZfQ5+1kfep9VvY9RkuslS25zXRmt+NYLjWRBN1eN8PeAJ72OanhVA6oPJDO3A4e6n2AQ2vmYWPxVN9KAu1zYPXBdGS2MaKGOL/lIhJuglWDz7Mx8wHHJo9nyB/kpq7r8AloijTS6Xeyuu8NZsZnkVVZ7ui9DVc7dHldLEouZm7VPLJBhuu7ryavPWrdWk5NLGVzdjO37LwZL8hjWRYXt1zKuszb3NV7J1+vPxvbtkmrNIvqFpNTOZ4afJIt2S0E2ueY2mM4vOoIev0eHul/mJF0ik2vbuSvlv81TdVNqEpF++xWvnHRN1i6dOmn8jffsiwikQiRyPgg2ljoyoxdZbPZwmfHcUKRKzN2Nba2fTUKta+uW3yJyOsphBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+AKRmNWX3L4egoJ9/x52Z/1BEDA0NMTAwACWZZFMJmlpacFxJg4T7d6FdzOgsptbu7tPQKNL2g3lAlAK9IcxKw2Y4aHQxVQhCqS1Dk9ntrG0xmIvDCVIAAAgAElEQVTiQBJorNB+TLwmpVUoNmUKdHiOcOaqGJQKdEDULcaYtC7G5AIdYBtzRNximMZx3VCUJRTqQpeMGXemKczpq/JxKV/5OHa5sXw4ZmVZofCS+f76FOfxVDjQFI5ZBeEAlxl2wi9ZZ5GvPGzzORqDnvKIMnH0yVMerhNeSzhyU7q2idft44fCUl7gEXXLXNPPUWVVG2N26Dxzv33l4zrF511bW1v4nPdyRIwxq/T9DF0zj+tEsG2bE+ctY9vARmY2HsRjax6mJdrKsYnjua/3buZEDmFJ5CtYlsVxiRN5PPUwp9V8jRMqT+K23ptIxuoICHg7vYYmu5kqt5p38mv5euW5hWtt8TZxdM1xo3umFMrWhZDVlvQmWmJtWJZFQ7SRDakPOCZ5PIcnjwDghm1Xc27bBUTtGEopbtlxPac2nkZHroO7e+5kwOsnGa1jU3YjA14/1W4N1XYSX/sEVsChNYfx4vAqtme24ToR4k4Fa1NrGPD6sS2LGqeW4WCEoWCQSqeKiBXhqMQxvDi8Cl/5nFF7Jr1eN/+9/dek1Ahxp4JKpxLXirA1t5Wjqo/iueHnaIw30+N1sdPr5ZjaY1mf+YDreq5hRnQmTdEWDq2eB8DbI2uJWBGWJE/hrfRa7upbwU6vh0ArLmr5FgrFO+l3eGlwFdUj1WzZsZnXn1nNlc6PydgZKuJxfnXDLzniiCP4tJmhq4qKitCYGboai13lcrnC17Zt4374uycIAlKpVCF2tSfDm5+UxKyEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQog9R2JWX3K2baOU+ugD92Jf1JiV1ppsNsvAwACpVIqqqipaW1uJx+N7NM7xcXa2/KrC4aiyRxrfVkaERGtVdm5NMSA0GpsqE6JCYWEGiia+1vg1GZGjXcSstKWwy5S0zKCUKglWmc8+0KokqmWuUWFbE8fLtA6wmTjGZd6Xr/zwHMZyfeWH9s4uCS2Zax63VcZLonVQuIYf5HcRrFJlw1raCt+ruSe+9nH0xOd5Ok8FFROPqXw4/maZzyccWAt0gFMmwhXgE7GL8Spfe8Sc+IT3mA/yOFbEGDLG/EwoiqV0gGsbwSrjnvN+NhS6Kn1HzGec9dKheUCz8JDTWHjIaby5YRUdAxuY4s2kY3ArVuPoeVMi03idVxj2h9jibaImUoO2FPVVDcyM7sdz2afozOzA9z30hw97ID9AfbSh8F78IfU6B8QPLFz1pcwqTk+eWfj6ndRbXDDpktE1qiwVdgVRezTq9urQSxxSM4/mWCvNsVbWp97nrNZzaY61AHD9tqu4ePK3AXiy9zEW1S1m/6rZAFzb8TsuaLuE6IfP5IbtV3NR+6UAPLXzCZqjLRxQNZvt2Q7u2XkXVXYVjuXw0vALDPlDJKN1LKk9hTXDqzm1/qvUuXX0eN3c1XMHFhZfb1yObdnc13sX2/JbOTG5hPWZD9iQ30DEcrm1p4Naq5bt+e1c2nYZtmUzv/owBrx+psSnUuskeHboaXq9Xvq9PlqirRxTs5C2yCTu7rsTT3sEfsAx9rH85MJ/xplm8dvbfkNdXR17ghm6KqW1JggCfN8nnU7jeV7h/33fL5zrui6u64Y+/1GhxU+RUmqPx6wkniWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4stKYlZfcvt6CAr2/SBX6TMIgoDh4WEGBgbQWpNIJGhubv504iAWfLw81XjlX5fy845LWVml35lotmKYSlM+NjW6d+WOKwlRlRnD0iUhqonXPhqimjgUNXpf9oQnmvcyGqUyjjM2VOmgbBBr9DxroiGU1sWAlPLL3ouv/LIBKV/lQ6Euxyn+efC1F4o7lf7O0Jj3ULw/X3k45QJiliob4BoNXU0c9fJ1+XvwlI9thq6MC3raw7WMtZiRL+3jGGOBDkquURTgE3VixXkDj6gbN44N76lr7Jv5XLJ+logRqPKVH9pzc568n6Mmlpxw7Xk/T8RYT6B8XNcMaBU/eirPjLaDOOOoi/nBb8/i/fS77F85GoVaXHUqd/XeRn1FPcubL8C2bAa9Ae7tuYOMlyGncsyq2o/HUw8zmO+nN9XL7MoD6Yl20RRr4V3vHZZXnV+4l4gTocqtBiDlj1DlVBX2/5mdK1mQOLqwrvfS6zi/7eLi3qhMIWS1Kb2ByfEphbHt+Q4W1508eu8qT20kWQhZvTn0BgdUHVQ4dlNmAyfULca2bKZWTCNmR7mg7WIsyyKv8tzTfSfntl4AwBtDr1EfqQegKdJMlVPN0obTuaH7GpbVn83ZTeeysv9xfrHtf5OM1HFO87kk3CSvDL3E26m1TIpP4oaua2iKNDMjPpMRPcySxOg6D6iczU1d1/OdSd9lwB9ga3YLD/Y/gIPDha0XE7creHLgCXbmezhqx0JOmHsCs+bsx4//9UfMnTuXz4tlWYU4ldYaz/NoamoCwqEr3/cLoauxz+a5Y5Grsf+3bXuPBZ+01tj2xL9LhNgrSPxMCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII8QUiMasvuS9CzGpfv4ex9WezWQYHBxkeHqayspLm5mYqKio+1ejHZx0Q+WTzlzknFHnSobhPOCKlC5EnpVQoyBRKZmmFpSeOQWkdjmBZZdYUaBUOVoXWGx4rTVKNzR/oILRGU2noyiqJWYXvzRwLCvMrpQphq9LjAu2HQ1pm0KkkghWKPQUerm0EkkoCZObPn6IYgvKCfPh6JWu2ywSjFKVjxnlWSWjKONHXHg7lQlcelVROOJYPcqHoVKCD0NeUhK/ibk3xa+URcaLGocax+DjGvoUjVFnc0giVeWxJzMoMVoXGvDSxaDGmFQThecywVT6fJVFTB8A3T/4+16/8Of84+18BqHFq8LVPWmVYOfAoJyROojO/nYaKRk5vP4thf4j1+Xd5oec54nYFFW4F273tvLXjGtBQH6vnvuEVZPIpBrKDNEQa6M510Rxr4dnhJzm24YTCOnry3ZzScBoAI/4wNU5N4Zm+l1rHrKr9C8e+OPA8Z7YsHz0v101LpKWwj0/3rWRBzZGFY9em1nBuy2hQqz/fR0u8tfD+bc1sYVJsSuHclTsf48jEMQD8YWg1syr2K8yzeuR1ZlceRHOshW+2fYvbu26hxWlhm7eNM5vOJh2kea7/Gd7PvEvUjnFAxYGcULeYiBVhZf/jPD/8HNVOFbd23ciM+CzeTb3D0obTqXSqqHSqWDPyJifWn8zU+FQe6X2IuB3n5LpTua37Zl4Zfokqq5rud3v4wVlXkHOyROuj3PLAzTQ2NvJ5Gfc70ohVTXSsUqoQtvJ9n0wmw/DwML7vo7UuhK3MyJXrujiO86n+nSpdtxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIT47ErP6krNtG8/zPu9l/FH25ZjVWPCju7sbrTWJRILp06dPGAjZW5QLg+z+M9jVcUa0iGLASmsVGtPj5vgw5IQKr8/4qLSGMrEprXXZwJQ5X2lsyqQJB7fG56xGjcasJh5T6FAQKxSJUsUQla/8cOBJFdflay8UezJ3yld+OAQVGvPKhrR87RNxi8Gm0t031xkYkSpPhddiUqhdjAVl1xkQjnWF9rYkdEUoZpXHphihMu/VU3lcqxh9Gh/aKh4bKJ+oXQxLgcaxJz5WaQ/XcY2x4npyXiYUnRoXs7LMtefKBrMy+QyuVbyGRuM6xXmiESNmFWRwP1z7/FmLWPH0r7l+21VcMOkSXhpZxQnNJ7N//CC25jZxb98d7BjezqGJ+Yz4w1Q7NbybeoezJ51Pa6QNpRW3d93A7NrjiboRhvxB3u5bS20kQdypwMLmsYEH6Up3UulUMcww+cEc/SP9KK24r2sF1U4Nm9IbOLHxlMIaX+p/nm+0XQiMvq+uHaHSGY2QPd77MF9t/JPCsd1eF6fElwKQDbJUu9VEPtzDJ/uf4MS6JYVjnx96jj9pPLPwdV/Qx/T4DAD+kFrNuU3nF8ZWj7zBN9u+BUDcqeD81ou4evtvaYg28fzgs+RVjj6vj2XNy5lVuR/r0+9zd8+ddOU7sS2bC1ovpj7awJA/xI3br6Uh2sgzg0/ha4+MnyIZaeCQ6kMBOKf1T3lreA3XdF5FxIowp+oQ5tcuYEt2Mw/23sdhiQXUZxt55olnOfu8s/i8fJwolGVZOI6D4zjEYrFx40EQ4Pt+IXaVzWYLn7XW4wJXY58/SehKa41tlwkQfkmlUiny+TzJZJIgCPbqf298KcjrKYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPgCkf+C/UtuXw5BjdkX7yGXyzE4OMjQ0BCWZVFbW0tjY+PHDnXsfcqsv+Tb5e4z9F2t4cPjSkNRVihspYpfaVU2ShU6bqKxsWuNe5eMa+0qRKV12dCV0kHos8PEESeNwqZMzMoIaQUqCAWUTL72w+sw5hgdKxO60j6ONfGfBF95odiTeabSKvTgtFaFtfnKD4WWQgExgrLxrPGhK/N5lwa5zLHSCFU4yOVoY05jMTmVw7XNe7dK1lbka4+oWwz0qJK0l3nNQPs4xrzme58PcqF4FRCK7pSu3YxiYcyT8zM4jhmzInRNc8xXfih0NfeAY3jp7ZU80v17tnvbuLTuBCzLYmp8Bq+NvMSF075NKhjmldwLvN+3jogT5eXhVbRYrezwO5iTOJS5FYcDcO/O2zl90jJmRvcn0AHP9q1kR2478xsX4OHxfv86mmIttNa0kc1n2ZLdTKADHMtl1cAzrOp/hgGvH9uyubPrFnJ+jgGvj7z2+Kf3f4iLTdyp4N6eFWSDLHmVxbEc7ui+hUqrih3ZDuqjjTzQfS8b0u+j0GyKraeqpoooURzLpsqpBmBHdgetsTY+SL3HQ32/J2K5PDf4DEfWHIVrRWiINRaiWAAvDDzH4vqTmV11EAB3dt7K4cmjeCuzlucHn2VSdBIZleVrTctwLJfXR15jU3o96SBNfaSeOVUHM7vqIB7quZ+aeAKlA+7svI0zm8/CxeXV4Ze5uP3bROwI69Pvc8OOa0DD11u/wbTKGSitePmpV/aZmNVH2VXoSimF53mF2FUulyOVSuH7PkqpQuCqNHjluu6E6/s017279ua/4/39/dxxxx28/vrr/PSnP+WOO+5g+fLlNDQ0fN5LE0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxBSAxqy8527ZRSn3ey/ij7CsxK6UUIyMjDA4Oks/nSSQSTJs2jd7eXmKx2B4LYJhbtTu7pnfrqPGzlQ1HabWLUfM4jaULX4QCPqWXtT4MDymtQoeFAklKl4SuzAhS8VilVUmwygw3aVzMWJJ5lAo9Q3MsCHxjHQERe+JfvZqS8EpJzGps/QFe+eiVCgerTIEOh6DM+QMdEHHMuJIRU1Lh88wnrXQ4PBUYwSwvyGMzcVwqKDkvPFY+ShUQlA1dBShc8zzLDEJ5oViXOaen8uHo1rh3LbwXUceM8JSPn/kqCAWrLCOQlfezRNyJx0rnUcobF74qzONlQnEty7JK3kNzPflQzCoajTFvxvG817GOsyefz3+t/zdm18yhMdZM3s/TEGuigSZa45MZ8gZZ1ngeQ/4g64bXMpgeYHu+g63eFrYPbcPSFmtZTcpNEXcqGGSA89ouwrZsnhl8nIWti1hQcQwA9/fdydHNxzIjsj89+S4e6rwP13KZXDEF14myJbWR5lgLs2r2Z0t6EzMqZjGtYjr9Xh/P9j1Fc6wV13LxlUdPrpuIFSHmxOjxunAsh0q3iqgd5YPMBzzf/zzYikqnilu7biJChM2ZjSgUHdGtJCNJXCvCoDfIVdt/i2O77Fexf2iPN2Y3cHz94sLXGZVmfmIB8xML8LXP1Vt+TWOsiVVDz6OVwlMeyUgdl7T/XwwHQ7w9vJbfbvsVrhVhWfPZtMUnsSO3nVs7b2LIG+SUxqVUu6OhrbZoO1MrpnFY4kjeHHqdaZUzsC2bFx99kRMXLGHRV4/jH/7hH4jH4xO+D5+VPRWFsm2bWCxWNnQ1FrnyPI98Pl8IXQVBMC5wFYlECt8Xo37+85/T3NxMV1cXtm2zceNG/v3f/50rr7xS9unzshfHz4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi45L/cv1Lbl8JQe3K3h7kyufzDA4OMjQ0RCwWI5lMUl1dXQiD7MlnMD5G8mle19qNRNX448pGrygGrBRqF8cVKRT2uCjQ2HGlkSpjzAi1jAaxinOEg1g+ljVx8EmjQ4Epytzl6L0Uj7OtkjmMa+tQSCsojPkqCN+ncSlP+eE5jHdrV1EqX/m4dtQ4T4XGyge+gnFrHgtRBdoPxaxMpc/K/BEoDWSVnheOYBUFlEawjDGr5Dxj3/MqHw5dlfychIJQ2iNqjw/tTHhN7eOEwmXF0ZyfoypaVfjafA+UUqGJfOXhOBPHrLJehrgxz7j1GHscKD8ULNNoLvrq3/LTa7/DxtQHzKmdS328kbZ4OxtS7/O7D37BjOr92JHZRkusjW2ZLdS4NWzOb2B5+wVUR2oBuD1/Hd9ouZghb5DN+Q2s7HqYycmpPDR8LztTvfi+R111PRvT6+lNdRO1Ysxw9sN3fbqDTqbWTeWU2tMBuHXbdZzcvJTW2CSe7n2MaqeGIxJHU+lW8lb3Go5MLuSYumMBWLH9VhY1LGZe7eFsy2zl2f6nOLftAhzLIeWPcEPH1exXuz8ZPwWWTVduB83RFubUHIJrRzilfikAaT/FDTuuocKtZHnrebybXsc9PSv4etNyBrx+WuJthXf1vdQ69quaXdjDIW+ASRVTOKN5GQCbM5t4of9ZaqNJ7u+7l95sD1mV4dL27+DaER7Z+XtS/Sm+1rSMAJ+DE4fybmYdLw+9iIvDSDDC6c3LaIw20e/1F67TGm1nU99GHr/pKe6//kEqo5XMOepAfvyvP2LSpElln/+nZU/FrHbFtm2i0SjRaHTcmBm6GotdZTIZcrkc6XSa4eHhUOTK/P/P+772pHXr1vGjH/2Il19+maqqKn7605/yjW984/NelhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKILwiJWX3J7e0hqN2xNwa5tNaMjIwwODhILpejtraWKVOmTBjhGDt+T/s4AY/dOfYT30OZuTW6GBHShAJQ4euqYohKlY9eKb2rmFUxYDUaZ5r4OGWuaRfrKCz6Q7ZdXLtSQehrqyQEFbpPY0u1LoauAuWHjrOM4wJdPjwVlISugsAzxjwwAlZmzCrQ3rjoVvG8IBxM0gGOPRbd8oibUSptBJt0UIhLjT634lhAUDY8NRrBMoNV5px+KEoVjoj5JRGs4pgX5EOxqPExqyJPeUTdePGWzLBXyX0oHeDaE0eyPD+PYyWNi4TX49rF9QTKD81jynlZIo4ZISv/cxhoD9cdf+zff+u3vPbOk7z02oO8PbSGP5v1XZZPvZDrN/yG45oW41out26+nsqR9cScOBEvwjUb/osDaw8hHaSpjSQZ8PqI2jFS+WEWtZ7EnKp5ANzuXcey9m8Rc2IopbiLm1icXEqn38FjQw/SOdxBW6Kd+4dWsGNoOzEd553htWzNbGVnficH1R7C0wMr2Z7ehkIx4PWzKbuRvnwvaE1uJM/a4T/Ql99JlVvNEz0Pc3jySB7sup+vNv8J0ypmAHBzx/VMr5hJd76bnnw3iUiSB3vv5/DqI3i0/yHOaj2XGreGOztv5cjaY2iOtnJ1x++odWtZXH9SYc9eHX6Z5a3nFb5+qu8JFtefUvj65YFVnN58JrVuAoAbO67hmNrjuLv3To6oOYplzct5eWAVt+64YfRd1XByw1fIqAwP9N7DMZNPYVXPc8QGo6SD1OjPk+Uwp+ZQGitasCybVb1Ps7DxRBq2NXLOovPIqRyJpgQX/+WFXHLJJaHfL5+WvSFmtSvlQlc9PT1UVFQQi8UKkSvf98lkMoXwleM4hbCVGblyXfcz2cvPU1VVFYODg2itcV2XdDpduF/x+dibf66EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4uOS/3r9S25vDEF9XHvTPXiex+DgIIODg0SjURKJBNXV1bsMYuwt6/9jV2BB2TBV+Dqq/HHm9409UTooG6kavfbYqA6FlcJNp3CIqjRKNfb16LXs0EhxClUyhzF9ybV932MigQ5CQSnbLgaWtFahMXN+M8YVlK7RODBQ4flNvg7CIShzvdon6saMtRT331dBSSQqvC5zTqUU9ofH+oGPraMfzuGHglhKK2xGz8urPI65D5TugxG60ioUpQoHqxROmfOUFb6HUMxK5XGdieNZpdfwlUfUNoJQxk9OPsjhGlEsP/BxysSs8iobXo8xlvMyoUCVr/3QvCbPz1FdmSh+w3xuvhfaKz/wQpEsM1g2qXkWcw87HsuPcNva66m2q2mKt/JAx12cM+VCzpt2Mbdtvo4Lp3+bIxuO5Y7NN3BIYj7VkRp+33EXT+UfozXeTr/Xxwtdz7I92UGgAwZTg/w+v4L2iil05Xcwu3oOyUg9DdEmNqU38LX2c4hYEfpzO9nqb+XIusOpjSRYPfAaR9cdxyGJeViWxTWbf8OFky8l7oyGxG7edi0XTP4WAC/sfIb5dUcwu2oO27PbuK/rbhzLYVX/czyz80n6sr0k43W0VrSTVim+2vQ1WmKtdOV3cG/nCjRQG0kQt+Nc0H4Jj/Y+SNpLAYoBv59H+h6m0qpkSmwKEStCzC7GzDztUR9tAEbffQ2FkFVe5alyq5lXexiH1Mzluf5neHLzfxBxIlwy+Tu4tsvm9Cau3fY7ZtTN5ozZF/L+yB+4YO536RrZzo1/+CV37riFw2qPYHrlTP4wsppN6fXEnQoe3nYvlgX7187h9Clnk/JHePFXb/Iv//NQEtVJ4rVxzjr/TP768r/+VIJMe3vMqhytNbZtE4lEiEQiVFRUjBsfi1qNxa5yuVzhs+M44yJXY/9fbl/31n0KgoCFCxdy/fXXk0qlePnll7nnnnuYO3fu5700IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBfEBKz+pKzLAul1EcfuBcbC0d8XrENrTWpVIrBwUEymQy1tbVMnjyZWCz20Sez98Ss/lja2tU9mJGq8SGpCeej+Dw1uuQcK3TcWAQrUKWxKTN0FJR9P8z5VWlQygxF6SAUZAqHlIw5lMJxJ44PKa1CEaNQCApdNkQ1upaxmJWPXWYPA+1jaTPAVXwugfJDexAx4lWB8lFmQMz4veArLxy6IhwaM9dsfh0oD+fDYJWvvNB9KyNK5ePhhsaCcLDKeLUC7YfGzF0IKI1uGREsSiJYlhmz8qigwjjLjFf5497XcMTGiFn52VCEKiiJUIWiXCo8Zu5hzg/HrEqPNZ9Nzs9S5zQxkayfCT1jX/m4xntp/sRmvTQRN8bRB5/GcfNO54bHf8ahc07myRfv4JYd14OvyPgpbtt8HQfWHsK8uiN4aMc9XDTjO5w79WJu2PQ7vjZpORE7QiJST9yJs6D+aPIqz22br+OgxKEk03Ws7HyYjuptROwomVyaFX03cVzjYpKReg5PHMXW9CYOTcxneuUMVvY+wo5cx4eL1dzdcSvN8VbSQZr+3E5WdNxCMlLH+8Pvctak87Atm6mV04k6Mc5pv4C3h96kM7uDvvxOKp1qduZ66Mv3UePWYFkWrbF2KpxKzmg9i5s7ruWMpq/TEm+l0W1kkz9Mc6yNtEqTDlJsznfR5+2kMdbITduvY1psGjVugv0qDyjs4eqh15hdfVDh62d3Psn82gUAOJbDcclFdGS2MDdxGI/0/Z6UnyIXZPna7AvYr2H0vJd6HwegpbqdKS2z+Mrks1nb9QpPdvwWBwfLdrFti3Omf5NBb4A3dr7EjR/8FsuyqHSrOG/mt3i+60l6u3t47Kpneez6p7GqFSeesYjL/++/Jhotvlcfx1gUal/zUf8usCyrELqa6NwgCPA8rxC7SqVShc9j547FrvL5PPl8nvb2dhzHmeBqny/Hcbjsssv4xS9+QWVlJT/5yU9YsmQJf/mXf/l5L00IIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxBeExKy+5Gzb/kKElMaCUHsyZuX7PoODgwwODuI4Dslkkra2to8d/NjzAa6Jn/ensYpywSnzu6VXL/f2mYGp0Wc70cyjRxaOQ2GViUGND2IZY8a7E6jy0SulFWhjfuMwFfiFIJFCld3P0ViWsTfGZ6VV2T0MhZl0eI0WxTX5OhxfMiNJgfYxd9x8V33tE3eLQaeI64bOc+zKCe8n0AGOMY/WCsceDbl42sf+cG2jMSsz8GIV7sFT+VCEKtA6FPkKR8PUuHkK5xGUD13p0jEzZpWniurimBUec20zABV+Y82vc0E2dKwZ7Cq9ZqA9HHvi0FXWy4biVaUxK3N9eT+La4SvbLt4vWw+RcQ1oliBH4pkaW1EsfIZIk4xfGVZFrMmH8Kscw4B4L4XfsefLfwRPf3befilG0lWNlKjmrhtxw1Y/uhO3L31Fo5oWMi0quk8sv1+plROoz7ayPy6I3ij7xUWt5xKfayJ53ue5LT2ZQDcsfkGWuPttFVMYkb1LG7ZfA01boIZVftR49ayJbOZU5pPQynFDVv/mxMaTyJiRxnMD/BI9wMsbjqV/asO5Oat1zA3cRi5IEvOz/Bg5z0c33AihyePYsgb5OHO+zml8TS2Zjbx282/5JuTL2VzdiPzkgtoiDXyzan/F/d23kH1UA0ZneYbbRdgWRYD+X7u7rqdi6d9mzcGXqU7342Dw7WCgDIAACAASURBVOrhN6hwKog7cTqy2zi0eh5vp9byp20XFfaw0+vk5Iqlha+f73+aI+qO5oDqgzikdh7rU+/x6M5HmVk/u3BM32DfaHTMdpleuT+dma0cP20pQwywoGkRLdWT6B7p5O73riFOJb25HhLRJB4e2wa20JnZTk00wUh+iDd7XqG5so18X5Ydv+3i0RuexK1ymLR/K3//479j5syZ7K7PKxb5x1JKfeJ1W5ZVCFWVGgtdjYWtPM9j/fr13HLLLfT19WFZFlOnTmXKlClMnjyZyZMnM2XKFJqbm0Ohq2w2yw9/+EP6+vqoqqrihz/8IXV1daFr/e53v+P555/HcRy+//3vc/DBB7N161Z+/OMfAzBr1iyuuOIKbNvmBz/4AQMDA7iuSywW4z/+4z9Cc3V3d7N48WIuv/xycrkc77777oQhL7EH7XuNOCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQoS2JWX3JjEah93Z66D601mUyGgYEB0uk01dXVtLe3E4/HP/Gce/IZfLKox26uzThMKVX2MKtkHeXSTehihGR0f8yAkXGYNqNX5a+rtYay918MtajSIJZxjtYqFIfSShuHFeNMShUjTqUUQUlwy5gfHZrfXK0ZwPKVj2PMb+5noAKikeL7aMaWAh2EYkYY712g/FAUq7KqGK8ajesYQSfjPKWD0HmBDgohKqX9YthKeaFglfkoPOWHok8aHdo/cx9GY2ATB6uU+qjQlXH9UMzKw2XisXyQI7KrmJWxF3kvFwpLme/E2NdjfO3jOu6EY56fDT0npQIcu3hsZUUxOuYFXmgeM3qV87KhQFWg/NA85s9LNp8JXbM0yje2J0117SQTDSw86Ks0JtsAuPPZ/+TMoy/jlXUreWfnBobTO2mZNJMnhh9ncLiH2ng9Q+k+er1uYlaMvnwvr+58gWlVM1nc8hUe6FjBGW1n0ZfvpSXeyh0dNzGzaj+Sbh2bUh/w7vDbtMcnc2LjyTzW/SCnt36d2kiChkgDqwdeZUHd0ZzQcBKe9ji5+TSyfpYV22+mKdoCQG0kQVOsmZcGVnF08lgOTxzJLduvp9Kp5M+mfxeAmBNjedv5/PfmX5GM1HF71814gUdndgeXTf9LEpEkpzR/lW3pLTzZ+ygH1RxMd76LfJBla24z61Pv0xRr5vbOm1BaUWFVkHQToee6JbuZRY0nFb5en1vP1MQMOlMdtFdPYfPgerJBhpve/jWTa6ZzUP2hrNr+JAfWzWN+/UI+GFlLS/Ukmqtbqatt4Nz9vzO6/+9dxVemLWcoO8ArnU+xbWATVRXVZFNZto5sGN2DaJK+bDf7qTkMv5PnH6/4Kdfc+bvi++j7E0abiu/Kvhmz0lp/7MDk7pgodLVw4UIWLlyIbdsopejt7WXbtm1s3bqVF154gdtvv53u7m4uu+wyFi1aBMCKFSuYNWsW//zP/8yjjz7K1Vdfzd/8zd8U5ly3bh2vv/4611xzDV1dXfzd3/0d1113HT//+c/5i7/4CxYsWMBPf/pTnn76aZYsWcLWrVu59dZbJ3xWw8PD/Od//iee5zF37lzWrFnDP/3TP3H55ZezZMmST32PhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJ8+UjM6ktuLLqwrxu7D8eZOHj0xwqCgKGhIQYGBrAsi2QySUtLy6dyvb0/KPbJAibluielMaBy1Gj2qnBOaLqSyQsRqZLYVGkoyipzL8oIYikVYBvHlYaULG3Gicz16kLUKShZhxmvMq9VOn/ey4SOteyJPysVDmKZUaJA+zihIFY4ghWziiGkfD5rnBcQsScOOgXKxw7FxIyYlVLYthGiMu5dGWGrvMqHQlOheFPpGMUIVKACzF1SOigbrFIEZUNXWqtCWKt0zMcru7Z8kAuFvErjbub7nFPZ0B7a434IwntqzmteM+dlce1iWEpD6H2KRIpjuZIIlRmrynnp0FhpXCsc4spQHa01jjXft/D7HAQermusHYtoNM5xc09n7caX8P0s82edCMBNK/+FC0+6onDsPav+ixPavsFb773Imv41VMcSRGtqeEG9RLe/neVL/oqldX9BR89Gnl/zAIftdwrvdq7nyc4nqI7VMpwd4MYd15LKD5OsaWS718nbHW9RaVWwI9NBc7yVxmgTs6vnsKrvGWZVHcDLA6sYZoR4VS3X7biKaqsax3KYVXUAz/as5Mj6hVS51bw6+BILG09gbuIwAB7uvJ8Z1bN4vPcRsirD5OgUNqTX880p3yLy4fO5Y/vNzEsuQKHYnNpIT76btJ9i/+rZZFSae7tWcEbTMob8QeoiDYV9zAYZenLdTErO5OH1d2JbNvVVzVx0+Pd4fP3dHNR2GK9ue4YdI9t4d+caZjccyhObH+C41qWjzyQLA9mdJOMNzEkezjs9qzl68mImJ77FjWv+D9+c+1f4yuea1/8dx7apqqimb6SHIyYfy361c3g/tZYH7v09v/zVL+nctJPG6lb60z0ox+Oyv/w2f/HdPw9FoPbuv1HlfR4RLtu2cV2X9vZ22tvbOeqoo8oe++abb3LRRRcBcOyxx3LVVVeNGz/mmGOwLIvW1laCIKC/v59169Zx+OGHF8576aWXmDt3LsPDw3z/+99nZGSEiy++uBDNAtixYwfbt2/nqquuwvd9jjjiCP7X//pf/OxnP2PJkiUf/i7/9MNf4iPsg5E4IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhChHYlZfcnt/SGn3fBb3obUmm80yMDBAKpWiqqqK1tZW4vH4pxrHsCzrcwuK7f6effT9aq0Khyl2dT/lo1LhKxYDVkqrUFwHY93aDFFpFVprKGZEOGpilYyOza/HXcuM/6jwHCVrGosXBToIxX/MqNFocMmIxBC+F3ssiKWC0BrNSFNQMoe5jkAHoIpzum4xZqS0T8QIKNXU1BTPU0FJsKqo9H506ZhxnhleMsNTo5GtcLBqjK99HMsIaRmPxlN5XCv8p2ps/tI9UlqFQ1fGswtKI1glzyR0fcyYVfj6pT8x5vPzvByOZQaqwmGY0FrxQ+Ep89hckMWNFOfZVRTLC3I4odhWUc7LhWNWJaEaZUTQsl6GpN1orMfYAz9LxHiP/MALzWuuL5/PEo3EJpwHwLEjHDLjaA6ZcTS/f/laFux3Eq31UwG487lf0NYw7cO1QnP9ZI499KtwKFz90D/xzVN+UJj79qd+xbmL/wqAN95/FsdyOCJexXubXufhDQ+QrKxnINXHzuoRckmLS0+5EoCVq+9ietuBZHMpnnnhbhJWgts7bmRyxVQ6s9updKppjDbRFp/EznwvS1u+hmVZo2GoTb8mGa1jRdft2Nom7aU4sHYOhyWPBKDaruXt1BqOqz+BR7sfpD02iVnVs7m18waGckOcN/mbhX14Y+h1jtv/q6T9FO/0reavj72yMJbxU0xKTGdSYjq3rP41L3c9x/t9b+Erj0AFOLbDgrbjeKv7dY6beioHNs7jtrd+x9GTFxeel698XNvlpJl/wvbhzSyatpQNfe9y99vX0VDZRJVbw33fu43pLQfRXBsjnU/RmphG7/B2Vlz1IP/n33+L5cITzzxCc3PzhM9yX/B5xKzKuffee7nllltC36uvr6e6uhqAyspKUqlUaHxkZIREIlH4urKykpGRkdB9jX3P930uvPBCzjvvPIaGhrjssss4+OCDqaurG32Hfb8Qq3Ld0d89Q0NDVFZWfmb3LIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDiy0ViVl9ytm1/biGlT9OnGbMKgoDh4WEGBgbQWpNIJGhubsZxJg79/LH2dFBs7Fq7E5T6WEJtKA3YEx6m0bvTxhpd51iEROvwdEacxJyvNFhVuqZy91waxDLDQtoI/qiSmFX4vornKeWHY1Z28d1RmtCY7+ULn51IpBhq0gGW8VrYthms8nGMgJQ5f2k0ypx/NOg08XMJtI9jTxyb0qjQms2kkyqJWVmhSJQqRLh85YVjVsZxvvJCP1/mtb3S0JU5pryyoSulVEk8Kigb09rVmKdyuEYsSpfkrMyf3ZzKhSJUob0oWY+vfFynTEDLyxGPFQM2ZoSqdB43Yofm8YPi8856aSKRiaNTH95M8Tw/hxsKVBWvmc2nibjFQJWvPFxn4mhXNp+mKl4z4ZhS4Z8t38+H5g1dM5ciaowFgY/rThz4yubTJKsbOWDyPA6YPI/rhn/GJaf9XWF8xVO/Dh0bjcSY2X4wB0yZzy9v/lu0UixqOom4U8GKrTfzRv8rvKiew9E22zJbmFwxlZQ/QnvlJM5oPxuAruwOHt5xH135Tu7ccQspP0V/tpf/MesHuLbLhZP/jDVDq3lgx114OkdrbBIr+x4jr3I0RBro8rpZ1LQMgNe3PUvWyxCPVADgEmFnupuGymaOn/4V3u39A5MSM3h77Wpe71zFnMb5zKo7iNe7XhjdC9smH2QL9zg1sR9bBzcwo+4AZtbN5qVtTwEws342iYp6Lj7se+SDHE+svw/LdTlrwaWs3ryKt3e8SjQS57DpxzOtYX9uf/nXHHfkifzsf/+EE048fq+JQn0ce1PMatmyZSxbtiz0vSuuuIJ0Og1AOp0uhK3GVFdXF8bHjqmpqQn9PRj7XkNDA2effTau61JfX88BBxzA5s2bqa+vB0bDWS0tLfzbv/0bS5Ysob+/n5UrVzJ37tzP6pbF7thL3k8hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+DRMXDURn7s9GTf6PK73afs0glDZbJauri42btxIOp2mubmZ6dOnU19f/5mFrGDPxqx2O+rxCdsKhciO1uE+g/FZ69KQ1sSfNcXAlNYaS5dblHGcUthlFq+sXUdNxsaUDseCQjEeS2GV+bWptC6MKa3Kxqw0QWh+2zHHimv0tR+OVAV+8bMKQutQKgiNmVEixy2GjgKCQlxq3PpLglXmKxkQhIJSuiRmZQayzHsLdDHq5ZXGrMywU2mwKhS6yuPaRrDKMkNT+VDMKhSEKjkv0Cp0DfNdCwhw7Imvnw9yJeeVxKyMrz0/h8PE6/FVHtu4hq+8UCTLvKYXZHEsY8y8Lz8XilcFOiBiPG8zhuP52bLRKRh9dub6Is7E68mUhKX8wMd1i9c0n0nOz+A6RqDKiO7k/SwRI0jlK4+IMY+5vkw+TdSNh9Zrh94z49hcilikeKw5z+jPg3FN3yusz3Wj1DW3Maltf+7cehOdme18rX05O/M9LJv0DZa0fIV7Om7j8e4HuWf77Wil2TyygbzK83zvU5zefhbLJp/LOVMupMKp4PiWk7hh23+zbvgtLMtiQ+p9jmtezLlTLqapopWsn8F1ogzbadI6Vfi9P7ftaNb1vllY4/EzTuUPnS8DMCU5k550Fwe1zOfSo37AS9uf5v71t3HjW/+HntQOntr0IGlvhMpILX2ZHgCOal/E2u5XP9wLi1yQKVyruaqVzpFtxN0Klu5/NiO5QX698kc8894D/Okxf8W3Fv0tm3vf46E/3Molx/+Auqpm/uFv/ydfWXw6d911F/39/exL9qaY1UTmzZvH888/D8CqVauYP39+aHzu3Lm8+OKLKKXo7OxEKUUymeSAAw7gtddeC5338ssv8/d///fAaOBqw4YNzJgxozBXa2srf/7nf05PTw9XXnklV199NfPnz+fb3/42EP5ZFUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghPgn3ow8RX2SWZRViSntz8OGjfNIglFKK4eFhBgYGCIKARCLB9OnTcd0996OxJ2NWn63i+6M+xrHlaeOTDgVzzLPNOJZClQR7jDiWLh+iMikdlMSswmu1QusIraQwFmg/FEAzz1E6vEYVFINCSgXYY0Es5YdCP65rBHp0EB6LRI0xnxjFmFA8Vvw8GtkqrsuMA6mS0JV522aUanRtRsxKqZLzwvc6FrDylR8OPZnxJu3hmM/GjEmVRrBC5+VDEapdha50SazLfHKjsS4z8hW+vmuHg2Mm82d39JoTB6Fyfo6oEVUKVBCKWYWuGeRLIlThWFTECEsFgY/jTLyvOS+Ha08ciypdu6/yoUCVeWw2lw5dU2uFY+yJbTw7P8iH4lqlUaxIKIrlhY819iCbTxOLVEw4VjrvaCTL2BPlGfOkiESKY16QI2r+7DgRzj3te7y18RXe2LiabdveBTQ3br6KYxtOYL+q2UyrmsWpbV/jqc7HeLXvRRpSTXhBnpU7HuJPJp+Da0ewLIsjGxZyeP1RPNfzJE9vfJxqp5a5NYdh2zYt8TZu2Xotf3LYxdTGk9y95lq6RjporZnM/PaF3Lr618xvOwaAyYmZPPHBfaF7yPlZmmraqI7Vcv7hfwHAfWtvJBar5O53b2Qo08czmx/mlJnLqI3X0Z/uKZyfjDXQk+6kuaqNIyctZk3XK7TXTMW1IyRidQznB1l++J9zw6r/YMmBZ3LG/At58p17+a8nfojSitnth9FY08q//eOv+K9/uZqcl2Uw28eNt17HMcccw95Ka73X/9tm+fLlXHnllVx22WW4rss//uM/AvCLX/yCk08+mYMPPrgQnFJKccUVVwDwve99j5/85Cd4nseMGTM46aSTcByHF198kUsvvRTLsvjud79LMpkMXa+trY0f/vCHRKNRLMvC8zx839+j/+YRJaQhJoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPgCkf96XWDb9miQxt53/4v6sXvYXblcjsHBQYaGhqioqKChoYGqqqrPJXqx18esdrG2cFRKhb4T3ksjKlUSAyq349qYQ6OxyixDGxGp0TWUUxo1MUNXRpxJl/9Z0KhQuMektC7EkpRW4chSKPQVjiqZISLPzxUiQoEOQteKhIJVAWbsK/CK8Z5Ahc8zo1qjwSoz6FR+XWbMSFs6NBa6tg6wzBCU8ZyULl7P017ZvfOVR5z4hOvyVD4cs6I0dGWGnDDGcqFnUBpyMucJdBAKX1klUay4VVzbuJiV8bXn50vWY0aosqF4lVJByfrM9fihY8215/KZUADKV35JEKp4bD7IlcwT/mlTZogr8MoGtLJeOGZll+6lcawf5Im4E689kxshFinuZRB4oShbKKCVT1ObSJRdO+NiVsV5zN8C6exIaJ89Pxe6l7F5D55xJJObZvJi5SMsXXgheT/Pf6/4n0QCm/U73se2bI5rPpFbNl/LVxuWUelWccfmG7hzy43YlsPCxhMAcCyHRY0nsWnkAw5MHMIdHTeRDdIEOiBNlvvfvonZTXOZ134Mb25/kdbZ52DbNhkvhdKKvnQPj75/FwOZnVz/+i+oitRQFalhXfebzGs/Gtd2Gc4NUhNLsGjmaTy78WG+ecT/IAgCfvn8ldzz7o14QZ7+zE6e3fwIs+oP4vD2hazpeoWTZ55JW81knthwb+H+tR+wYMYJtCWncsmiv+HB1Tfx+Ft34dou3z3lSgD+sOUFXvjgceqqG/EDn0WHnEF1PMmlF/45tmWjbJ8r/7//l3POOWev/HfEnv67/nGuF4/H+dnPfjbu+5dffnnh83e+8x2+853vhManTZvGb37zm3Hnff/73y97rd7eXu666y5ee+21QsxqZGSEU089lfPPP3+f/3egEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQojPn8SsxN4fU9oNu3MPSilGRkYYHBwkn8+TSCSYNm0akUhkl+d91vbk/luA4uNf62PHQHYRFrO0ptx0VriOVZxOK8qeNJq9+vA4HQomlU4X/ro4fzgkFA5WmWNalwaxzFXoQiDJVwGuEZEKHad1KDjkGhEeLLsQCgq0H5rDvGygg1AUiJIwk2MGjErWGApKmfeGwg5Foyg7Zp6nSkJQ5lig/EKIKlAejv3/s3PfYZJdhZ33fzdUjh0mjyYojUZhJIQklGAJkgi2ERbG5sU2tjC2wWv8LrwyJnjXa5vF2AJ7XwcclmAMSBgQQSQhJCQUEUhCeZRmRqPJuau76tYNJ+wfNVP3nNt1W3mC+H2ex4+75tx7zrmhuuU//B0dpRI6gYva6DGVwEdeaCqyI1SZOfPGsleoIHODWYmKUTX2lv2ump+FTnLjUVHSh++ZzxpWOMbcnVQxfCNyZsajwsw8SoncKJbSiXWsaz0bacWjpErsKJa59ziw3tPZwRvjfsk4E75Kx/pxgIJvxKzmCHolSR/FQsVYwohXJaF1XpyE1pqVUvq8gqhrha4Gn9NjhRTW2IHvVdEvYmJ8Ed5w3tshhMTPHr4B1z/0zyi7ZVzxxGfwssnz8coFr8U1276JVy14LW7deQM2BxtxythL8Nj0wzh9/Gyc0j4NZ0ycjR3hNnxz+1fx++f/KYp+CQ9vvwffWfsleK6HL979j/DdAnpxF//8449AaY0V81bh189+DwCgG07jiz/5B9y+8TqU/SpetuxVuH/rT3DuygsxVp3E3mAXgEG0bqw6ibed/gfwXB83rfs+QtHD3Ttuw86ZrQiTPoRKcOaSVyCW4SDa57hYNXEKIn/w+9r3CnjF6l/Ct+7+HJaMrcTX7/w0poK96AR78Aunvg2rl74UYRLgG3f+O3bNbEW5UMGqxS/B8QtPwb9+7Av46J9+HJ7nQ+gYF7zulbjkLb+M8847D4fKXL+vf55IKeF5Hm644QbcfvvtePvb345yuYwkSRAEAVasWAHg4Ee/iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6MWHMSuC67pQc8SHjgRzBaHiOEan08H09DRKpRLa7Tbq9fphE244qDGrF/ia7emdET8Ngkrmv+RfeRqHgtZWYMjJnH/guhSy0SvjOEdZ8R5732YASOUHq2aNOebgcExrCdcdHYaSmTnswJYaXptUCsVCyRi1I1Fm6KpWqxr7F/Cs67SjTWYYydoXlDWWDWSZY+b7qqDgGdEo1zWfjR5GsBItUEBl5BxCS7h6dEAsQZIb2UqMWFb2vEjF1r6yz9R+JtKOdVlrJPBhBu8yb6xOf3dKZMJSRjgslpEVlpr9jtn3OzeKJfqzolP2+5QJgXmj74GQdjBLSAHfT9c0n3cU99Esjo+cRyn7vZEqge+ZMTUjxBX1UPSM0JXr5u49UbEVoTIjbEHURdEYi0XmWDOgFXVRr7aHnzVgHauN59mPunCNexKEg/BVo1rFq896C7bs2YDffP37EcYBbr33O7h7/dWIEeGmXdfhNQvfgG9t+QpqfgNP9NZhYWXxMKZ0X/cenHf863DvpttxzjEX4OTFZ+DuJ2/Br53xLpT8Mn6y4QYct2ANTl16Nnzfxxfv+IfhHurlJnyvgN962Z/gOw9cARcuevG0cV88dKNp1EtNLGmuwLo9a3H8vFNw9vJX4dtrr8Qla34bAPCpH/8N1hx1Dm7Y8G10wn246qHP4szFr8DS5kr8+73/Gyce9VIAwLfv/jwuPuNStKqD5/1v130Ev3/B/8BdG27CXbfdgm4wBc/z8a7X/E84joP1Ox7E1376KYzX5qNRaaNcqMJzfPzo2tvx8B2bsHv6g+j0d+NP/vsf49JLL8XBxJjVwIF7EEURLrzwQrzqVa+a8zg6yHjfiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjoRWR02YV+rhzMmNILJXsNWmvMzMxg8+bN2LRpEwDgqKOOwtKlS9FoNA6raMOL4f5nKeTH0cz41GyZyNUwDpUfwNJG6MqMQWWmmzVmBm/s46Q9h0E52orzWFkrx44RuTDjSGaIKrHCPFkH5hFa5IanFCQcI/5kXssgSjU6zKSf5ZiaNZY+AamlHZQy41nGmFQJPHPPRuxLqMS6X9qI6yUygYfRwSqhEvgYvbZQCfycfQklrOeotIRvRaiMY3VsXZ/OxKzMN11qkRuPikUE34x+ZcJq5n6EzgahUrEI4btGzMrNvEvm/dGJHdAy15CJFd6SKraONVeNkjAT0DICVXEPBSO6JmRixaKsEFfSzwS9MvfA+JyNWZk3IYgGkakD4iTK3V8/DlD2y8PPruvBM969crlmzVsqpME1oRJrnQPvfblYxbIFx2HNSa/AH/723+LiN/0Rvr71S1BawXUcvHXFb2NZbSXum7obfRGgUKnglMVnYf2etcOZTlz4Ejy07W4AwOnLX45Hdt4L3/f3r6LRi2aGx47X5mFXbyveeOpvYl5zEbZOb8Q1a7+MR3c9gJMWnY4Htt8JADhvxYW4d+sdAICiX0Q36gz/thw9fgJmwin8ymm/i3ec8364votHOvfj8/f9I7rRDD7x7cvw6R/+FTq93fj2XZ9HEHfx0Oa7sGrJqWhWx/Cqky7GL5/5O6hX2li1+DR8467P4Au3/C2+duencfLSl+EtZ78bl/6XP0GiEtQqdUzUF2A62IdVi1+Ck5acjU9e/mmce8qrceIxa/DOd/wu9u7dixeaUvlhwp9HzWYTW7duxRNPPIHdu3djamoKvV7viI+ZEhERERERERERERERERERERERERERERERERERERER0eHDf+pD6MXOdd0jPmZwIAiVJAk6nQ46nQ6KxSJarRbq9TrcbPDlMPJiiVlpaCsClBeEembzzf45y0EazNFaW/ESrYzA2fBo88zZe1VaWdEfe09PL46ilMyNZUkprLFshC3dh8xEr8wgViaWZc7n2NEuc79qjv0rLWcFltJ9KXjGmBl0UpBWeAmZe3lgTqEFXO2NOAqQjh3EskJXOhu6StdOdGyNmdeWqNiKNdljiRWvmivIJSHhGRGq7HdV6/R3p9TCOjYboSpYgSr7OVgxNCngu8axxr2PkxDFshFnMsaUUtY7I2QmimXeAxFbY0LKWdS/GgAAIABJREFU/GNlZEWdrFhUFKDo2zGrvGBVGAeoVRrG3h3rPDOYJmRsBaoajaaxZg+lQtk6tpizvzDqoV2bTNfM/C0w718Y9lAp14efC37RCl+Z72UQdeHvj22NNeehNjGOs09+La794eexI9qOk5prsC3YjM39JzGxcCk27n0M/TjArpltiGWEZmUct677Po6ZXI1mZQyR6EMqCc/18NLlr8D9W3+Cs1e+BkIJ1EstfPPe/8BZK16JkxefifV7HsYZK1+Juzfdhsd3PgBAY2d3K1521KsQif5wj7VCHTu7W7GgsQTnrrgA33/kq1i1YA3alXH0ohn8ykt+FwBww2PfxtGLVuOuJ27Gjk6AmX4H/3nrJxHEM1iz7FwIIeD7Pr5517/j9ae9FZPNRQCAK275e/w/5/0hZsIp3PTIt/D4tgfgeT5OWnoGzjj6vyCIu/jMDR/DRH0+ysUqKoUazl11EW68/WqcevJpiESIP77s/fjj91+GF4LW+pD87T9cA1rVahU333wzfvrTn2LRokVwHAd79+7FO9/5Trz85S8f/P44jP9b6UXrMH1fiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIng3GrOiIjylprSGEwL59+7Br1y40m00sXboUpVLpqU8+DBz0+79/Kcd9PgIK+XPkBj0yl5o/gx5GaZ5uKEtrlT8Gnb8n45+VVlYMZ3Z0aHRgyooRIX8Ox3WsMSnF8GfPMwNLwgrtmFuXWsK17oe9fzMKhDnGzGiXhraCVVbgC8oK+ZjPUEFmwkvGmErXExC5wSjlSHtfZuRIJ6g6teFnK3SlEhSQrm2HrhI7nmXMGasQvpOeN/ue2TEr31jTfH211tZ3VyoJ33iG5s2IRIRaoTpyTChhB7S0yA1LRSJExU2DS+bDj0TfCmZJJeyAViYeZT43QFvhJvsdtaNYZoQqjHso+mXj2Pw1oyRAwcuJTsV9FAvpmJSJFdAyIzv9yF5Ta2V9d8w1wyRAqVAZuWb2cz8O0KiP5x5rvnth3EOjmh4rpcRJx56Nk449G9O9ffg///mnKCoffdnH2t6DGKtNQgiBT9/2N1g8tgJLxlai6Jfwzzf9JZrlNmIZ4xv3fBZHT67GRH0hfrrhRkz392FL5wmsWXY2TljyEnzxx3+Pa9deBd8rYPv0Zrz2xDdj+/ST+K1z3otOfx+uuOMf0E8CfO2+z+LUxWfjnBUX4L4td+DCEy5BuVjFnmDncL8Fv4RuNI16qYmTF70Un7vj7xAkPTQrY7jolDdi3Y4H4bs+fvzotfjJ49cPnoUGHtt2P5rVCQTRDHy/gBXzVwEAxmsL4DguLjjlzXho81244ra/x7a9G3HcojW44JRLUC+3cNf6m/DDB78BxwGOX7IGLzv+Qjz644247trrccFFr8HzLRs3/Hl14Ltz3HHH4c///M+RJAnCMITrupiZmcHRRx9tHUdERERERERERERERERERERERERERERERERERERERET0bDFmRUdszEoIgU6ng06nA601KpUKli1bdsQFGQ7q/X8WYQ+drU/lHqiH8yul5pzPDkSNjjJprYeftVLZ0ZFzK61h3krrXdDaCkDZjLCSVlasx5of+bEs6zgl4WJ0UEoqac9h7Nfz0nOUkrmBJZWJZZljGsqOYGXOs4NVxp61tOJWs++JGXTS1nmea4SErPPkMGCV3Zf5LiooeBgdnkpUfpQq0QJlpKEiMzaUqARlGMEjM3SlEitQBQe590xqAc9Jr8/8rmavXWqRuRfpnImM4DqtkdcRixAFr5jOo4QdxYJ5bATfSY+1g1CBFYCSMhPFQiZmZQWqMpEn49hExij45prpWD/qWWsC9nOYvaYxjxWomrHmmWvNKAlQrzWs3ebtPYr7ufNkP8dxPxO+so81r6sfBZgcWzr8bH53m7UxnHzCeXjt2W/DFT+4HOeveRN27tuEvZ3tWPfkfejG09gRbMFUtAenrDofvWAKU53dWLf7Yazb/TCalTaCqAuhE/ziab+JuzfejJ9tug2vPfc3sGLxalzx/cvx3QevxNrtd8N3fXT6e9GqjOOtZ74bt6y/Fq847g24c8OP8PD2e6C1xlS4F8vHjoXneNgb7MR4dT5OW3wu7t/6E5yz8gJM1hbi5CVnYs3yc/H1uz6Dmx/+DiIRohfNoORX8IpVv4BYhrj98R/gzvU/wk/X3YBioYxEJPjcjR/Hm856B777sy/gN17xPhT9Ek5bcS4e2XoPfuMV70UQz+DGh67Glr0boF2F91z813BdF/9xw19j69QT2Da1AX/8vg/gXz/9TzjrZWfh+cSYlW358uVIkgT33HMPXv7yl0MIgXq9jlar9dQn0wvnyPpPViIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiojkxZkVwXXfO+NDhRGuNfr+PqakpBEGARqOBxYsXo9vtwnGcIy5kBRwZMTE7PfX04iC5RzkaTz+qNThurgCWeee0VvBy3gGN/LCJk4kzOU7Oe6T1rOhPOocZQJLWWlqn3y8z6qSUgu+nQSHzeyihrPiWFYlyFFyjgGGuJbPRKHP7UPmBrEywKhu6MiNY5vsqtUDFrxpTms8mvV8SMn/+WZEtI4CkhR26Ms4TKraiYebjTVSMGurDz+Z7EasYrvnnz3iJtNZ2sAoyE7NKn5FQwvqdI5WA746ORyUygu+MjkdFSWgFl6QS8Mx5MnEvM3RlvgdRYoebhLJjVjDWnBWWmiPyJFRsR7HMgFYSZGJR2SiWsaaKrGPdTBSr6KfxMSGFFfjKRrsa1dFhsMGadvzLjGRlvxvWcxDZ8NUcx8Z9FM153dHxuka1jUq5hjNOfDUA4Go5gzee//sAgCt/cDkuOuetKBbKmO7uxU8fuRZnrXodNu96DN+//Quo1lv42s8+g1ef9aso72vgpatfBQCYN7kI73nrJ/Dg43fgmz/8N/x4/fW48MQ3Y6w2D53+HrSq43jNSb+MDXsfwaXnXQYN4Gt3fRraAb5676cH8aqFZ2LTvnU4Z+UFcBwHM/0pfOWOf8FkcxHeds574LouHtt2P2585FtYt/NBbJ3aiG44jfNOeQNOWHIafvzYD3D/pjvgOi6+dMs/wXFcfOW2f8brTvs1VMtNSCWxaHw5AGD5vFW45p4vAa6LjbsewcoFq3HKsnPhuMCrTr0EsYjw7a9fw5jVC+TAfbjttttw1VVX4ZZbbsExxxyDK664AuVyGR/60IdQqVSeeiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKip8CYFR0RMSUpJaanpzE1NQXHcdBut7FgwQJ43iAg0uv1DvtryHMk3H+TRv5e04iMRjaBhdxPeSNpiCQbosq7X3MFq2bvafS6KhtAMX5WUFYoJy/spbUdlEqicPiz6/nDSI6AgOfmh5IcZ3QgJzu/HWPKxqzsYFXe/VFznqetEJUVe9LKij3l3R+pJby8kNYcoSuphRWsMkcTLeDp0WOzIlhmEErGKBixKDNIJbSw9il0As8IFZnvv9TCunappfU8rSCUtiNUdnCpb4WlNGCtaYXMdJwboQqTvhWA0tlAWeYeeEZcyzHvgYit84TKD1/FcR+lUhrCcd38KFYik9xYVD8KrDgUtIJnRbvSeaKkj4KXHpt9o801o8w9sfYuYut5JSLKBKpc61gz6JWNZOWplcfRDfZh3thiAINQ2QGVUgMzwRQmWgtRr7YR9GfQqLexun4m7l13E950/rtRLlahlMLj2+4anieEgNYaJx37MswE+3D9HV/GfVt+gsnGQkwFu3H7uutwxopXYOXkaqzbtRbHLzgFb3zJb+Hqez6HS8+4DLEI8c83/CV818OVd34Sx0yeiBXjq7Bs7FjctuEH+Ltr3j94yxXwR6//Xyj6JWit8fU7P437N9+OOzfcgKlgD9qVcbz1nP+KdTsfwn1P3o5OsBc3P/w9dMNpSCXwyJZ7sGrJabhl7ffQi7s4fvEa3PnIDVi5YDVOXXkevvDDT+C0lS9H0S9h55NTUEo9r0HKQxGzOhzjWUopeJ6HK6+8Epdddhna7TaEELj88svxe7/3e1i7di1OP/10xr8OFd5zIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6EWHMiuC6LpRST33gQaa1RhiGmJqaQq/XQ61Ww8KFC1Eul2cFFxzHOSyv4ek4mDErB3PHqJ65OebKCzTMtbxxir3P7EnpZ9eMTWlpBXJMyghdKaUyIarsHM6IEQBzxT6Mf5aZfdQbDWvvLtz9+xCQSTIc8YyQi9ISnrkP89442fCUObsazp+loDJhKPM8bUWcrKyYltZ65tMQWsA3wlDWXTUDZFCZ+e1IWF7oSjoKnrG2Oad0ZG70KRuzMueMdZyJThnRIhlZ8aNsrMv8PSOVfV+kysSsrPdKwDPvkxVcCu241qzfb0ZoSiX2/TbnicNZ0Sn7XTbuj4xR8Msjx8IkRLGQhpqkTFDwzWec7ieM+6hVmyP3GschPCMAJWRih6XMNeOevZ9M1Mi+B3ZIqt6op2smofVOJCK2AlVWQCvsolRM14xFjEIh79gZlIpV41j7HpnHmr/PJ5oLMNPfN/xsxqzq5Ta6+2NWrutC6XSsWmqgG3RQLlbhuq51XrFQQhj1UCnXsXByOS447y1QwsH9D9+CWrmFH6y9Cjc9+h0sai/HzpnNOHreapT9MoKoC601in4ZqxefhmPmn4yVkyfgJ+uvx8+evAUL20fhPRd8BNc+9BVs2rsO1WIDn73pcvSjLuqlFpbNOxaXnPlOAMBMfwqfuvGj+Ni33oNyoYrlC06A7xfw0OY7sWT8aAiV4Nt3fR47p7eip7potMaxrbcJnf4+fP76j2Ph+HLEIkIQzqBabqChluCNr78Ef/jed+Giiy56XqJWjDMNDKOQWqNarSIMQ9RqNQBAqVRCqfTUUTYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKip4MxKzqoMaWnQ0qJmZkZTE1NQWuNdruN+fPnw/NGR3gAxqyeyVov7AKD/6W0Rt5KGk8vMKJ1GrvRWlvhGytYZQaTtLY+m+eYcyio/OiVVvDyQldz7N1cSyoJ1zX3a0SEhBh+lkqh4Kdxn1KxaMwh4LqjY0xK2/s3589emx2l0nYYyrq2NMw0+C7Z1+1asan0fVVaWoEi87y8+bP7klpa81vBKog5Ilgyf8zJjBlzJiqG742OTiUyhm/GqyDhG4Eqc+NCJVboSip7r+bXWihhzWNFqMTsCJXJen+UsPduzdOH76bzZINn1nWqGKWCEY8y5hmEpdLAjZAid3+DNUsjx4K4a4WkhIqt9918T8MkQLPYzt07rGeUWPOYx/bCGWvvSRLlHhtEMygVKumxmfBV9tiyEbNKRGytYz4xIWN4+5/R/LGlWLf93uGYlGmUaqzxFKGr/hQm24sGY1oOx6rlJrr9DirlOuaPL8Gjm+/CRWf9Bs5Z8zpc+YOP49JL/geSJML3b/8i7nvsFvzdtR/AZGMBOv19uPvJW3DCwlNx/nGvxw8eugrHzD8RZx97IR7ZcR/edPqlAIBKoY5asYHffPn7oLXG9qkncdVPP4XdM9vxH7f8HcqFCvxCEW//pQ/h2js/j1+/8AMAgF37tuDBJ27DGasuQrXcwL9980PYsOdhXHj2W7F19xOoVGr4hfN/GwDwue98BH6hiM9dfzkWji3DCUedDi9s4k8v+0v869Gfxdev/k88V4xZ2Y4++mjcfffd2LRpE/r9Ph566CFEUYTG/tgi7xURERERERERERERERERERERERERERERERERERERERE9V4xZ0WETggrDEFNTU+h2u6hWq5g/fz4qlcrTCiy4rntYBbmeiUMZE3s26zp5oSdzruy81iPU2X/I2ZsahqkU1NM5ZX90Kf/AA++SUsp6r8xTNBRcp5g9dbiCizT4lPduaig4MCNLKSHj4RwSwr6fVsRJWlElK8xl7GP2DlV+sErPEfFSKo1ZQVkhH63VrDDYcJ9a5kaaTBISLnLiXFBWBCob7rJDWsaes3MaS0tkAllWyClBwcmJM6nIuh6p5DBYpbWefe1eYfjZc93c9ypRMTxjXvMrEokQvpvO42SfrXGsVIm1prleLPqolhvpmGuOpYGlA/OYIScrLJWJWUkpcteUMs6NRYVRgKKfBrOESDIxK+O+x30UmgtG7if7XRMysgJq5rH9uIdWszX8nA1fWcdGXXt/s451jGN7s2JWZvjKfPfiJBz8/gIwr70YP1v3Q2ONNFg1b2wJtux+dPjZjFmNNRaga4aujPNqpTF0gynMG1uCarmJKOkPx6rlBnr9DsabC/Dm1/wB/JKLE5aehZvvvhq+X8T37v8SfvDQVRivzUck+rj1se/jJcvPg+f66EUzqJUaWLVgDYRKhvdge2cTzjnuIjy55zFccPKb8cXb/n/84st/B/Pai+HA3R/2KmKstQC9cBr16uD+NxvjeNtF7wcAREmInZ2Nw32WyxX82mv+PwDAbfd8Fw9s+Qli0cfb3nAZNvfuwvOBMasB1x288+9617vwkY98BNPT0/jkJz+JTZs24YMf/CCWLVt2iHf4c47vKBERERERERERERERERERERERERERERERERERERERvYgwZkVwXRdSykOytlIKMzMzmJqagpQSrVYLK1asgO8/s1fzUAahng+H996f/t4OBIM08iMiWqfdl7kialrrTDbLCDSZwSDrHAVoMw5lDqZBpkGsKSfKpexwk0npNIYjtbSjQ2bgR0sUnYJxZjpWLpeGcyglUS6XRxw1GHMxOqo1iHaNDlYN7r0ZQ8pEsHJDV+l5QsVWXMpxnDQElglbSSXgm2EhY8x8TlrbwSrrWjHHmKOGMans/BISnjs6WKUg4efErIRKUIYZckrXi1VshaWkVsM1FOwYmFBJ5j5lA0zGZygrCOVaEaoIpZIRRjKvPzOPVHZAy3wH4yRCszpu7MdYIw5Q8NI1EhmjVm6P3E8Y9a1Qk5uNdJlhMBmjkBO66sc9FAtGFEsJeNY9SPeeyNDanzlPGPdGRKfMY9N5gnDGOlZrZUXEzJcriHooFdP3QMrEfpeNPQRR1zpWyBgF49rMNeIkwrqt96P18BiOX3I6hEzSRfUg6uX7BcwfW4qHNv7YmNMOXT25Y226NyN0Nd6Yj244NfyslBm6aqEbDGJWAKC0wKoVp2PVitNxzY//AyevPA9bd6/Hlh3rsGXH47jhkavxo0e+jUqxjmse+E+8+oSLsbi9AvdtvmM456O7HsB0fx+UlPjmPZ9De3wcyxYdBwColOro9TtoN+bBd31rn1LJwe8x18Pk2BKs23rPyGtdOLkcfsnFWSe+HgDwxNRP8Xw4FDGrwzGeJcTgXpfLZXz0ox/F+vXr0el0sHr1auvvDxEREREREREREREREREREREREREREREREREREREREdFzxZgVwXGcOaNCL4QoitDpdDA9PY1KpYKJiQnUarVnHYI4kmNWh2rvgwjO01nXsWs/ubTxU/68DjCcT0PbASLjPRwc4gynNreQd78UNLy80JWTxpq0ltZoNqzk5IxpqOE7KrW0AkB2iGquIJYenie1HWMyZ5FawkVesEplglXGHrWC63hPOSaUsHftpIEsoUR+JEpLuK4ZbZJWzMhkhae0HdJCds6c8JTSAl5egGtWBMsYc6QdMTIDTDqBi9H3PVGRdZ6GGj4HqaS1nlT2Gubvr0EQLB1TSsC3jjVDThGqbm3kPLEIrTUTace2zEcYy9AaM9foJ30rvpTICMWCGfQy4lFJkBt1ys4rVALfL44cCzMBLcdxcmNqiYxRMOYxjwuirhXFmn2sGb4KrJhV9mtorhnGPZTKVWvvVrTLvJawh3LJPDZzLebzFBGWLT8JrUVH4foHvoLt2zbiazf9E0qFCrrBNB598mdYOLEcjdoY4qQ/PE8KCbX/ezJ/bCnuX3/LcEyIZBhnmtdegg0770/PMwJSrdqkFboyxxqVCQTxNM466ULgpAvx5Rv/Dn/4yo8jjAJcec0n8NDWu/HI9nswVp2HftLDy457DWIZYfmS1djX24ZfOPtSAMAV118+nLNWaqK7P2YFDL7LB5SLNQRhF/VqC41qC/24Zz2JA1GveWOLsX77vem1Js9PXHMQgjv84lIH2+c+9zkopdBoNJAkCdrtNsrlMm666SaUSiWcf/758LzRfzPoIBj9p5yIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOiIxJgVwXXdgxJTUkqh2+2i0+kgjmO0Wi0sX74chcLoEM4zcaTHrAAMQyUv7GIADtp9yglCGetrrazwlRlJ0jDvh87Ml3OflIKTEynSWg8/aa2tEI15R7RW+0NfeXM4+5eSmWiUHWcy57BCXNDDMZEJVpmXJbVCXuVCYY4wFBTcOUNa7nD/ecEqoRK4zug/D0ora89Cy0xAyQxk2ed5OZGt2ddjjDlznSfh5TzvQQzMuD5jL4mK4WkjLGVFlRL7eoxrklpYz1xqAQ+jrz0WEYpGcElokRu+ipMIvmPEmYzvQZj0rZCTVAK+GQ8zXl4hExTMCJXxnKIksKJjiYhQLtohp3Q/IUrlsjFmB+esmJVMrLCUkwlLmQGtWc/YjH/J2Louc55+1LMCVbOuMxPQqpbTMFi9XreWNH//hHGARn185DzZ/fbjHlr1idxjHde8fxGkSrDq+DOx6vgz8dVv/g0uufj9iOMQX/7a5Xho6114bOe96AUd7N2zA1f96B/Qqk0gjPrYvONxlIqDyNh0dx+6QQfVch2+V0QU91EuVTE5tgT3rr9xuJ5Uafxpcmwxdu7bmN4rkcasxlsL0A33pefJwVi5VMXZa16H08T5WLlwDe5++AY88Pht+NSNH0W5VMMf/MrH8N07Pjs8T2kNKQU8z0ejMo5uf2rWnABQLTXQ7XdQr7YG5xn7rJbq6IXTaNUnUKu00I/S0JUUgJTyOQeWtNbWd+nn1a5duxAEAR588EHMzMzg2GOPheM4eOihhzA+Po7zzjvvUG+RiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIXiQYs6IXPAQVxzE6nQ6mp6dRKpXQbrdRr9ef13ATY1bPbK0XhE6DU1qp/MOQBqGg7SiMY4WjjHMcnR+wskJOOhOiyqy7//qVVnCNe2HOrJSy17JCVMqYQ1pzZMNN1j60eV3ZOXIiTlraUSrHvk4zKGXtX6tMZMvcfxqzGgSrzNiTEXRSAp75XMy1tYSTCTr5bhoWyouODa51dDwrG7p6uudJLe1AlLELCZUb65KOhO+OvvZYR/AcMzqV3gephLVPoYR9rLFGKEIriqVUJvplxsN0DN8bvWYkQhS8NAiltbKu2bX2k8Az5jG/RFHct+aJRWzHrIz9RHEftVrDWMOMRfVQ9NN5hIwzAS0z0tVHuWTEooyw0OB7ZkSxVIyCMa8V9Ip7KBkxK621dZ3Z8FWrlq6Z/X55nmsdWyqMXnMwr/Ec4sCKis0VvopFhDDqDj8fCDwVi2UcvfJUTE4swvHHngkA+NrVl+OSN/4x9nV24vGv/BVue/gaNBptOAB2TG3GNT/7PMKwhz37duCrP/p7NGptjDXmoxtMD+cXIhn+PK+9BI9vvnvW2gAwf2wJ7t/whHGe2P/7wsVkezHWPvljtBsTePWZv4JtU4/jjy74BOI4RLFQgtJmpGoQomrWxjHRWoSZcE+6nkqPq5da6PU7w8/mHJVSA92gg1Z9Aq7rWqGrcqGGTqeD8fH0OT4bByUQeQT4wAc+AAD48Ic/jMsuuwxjY2MAgJ07d+ITn/gEfJ//p8AhxXeUiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIheRPj/wU77QxL58aFnQ2uNbreLTqeDKIrQbDZx1FFHoVgsPvXJz8ILcQ0H04siuGFcgxmO2j+Yjmk9PFZB20GojAOBGK11fsoqE5tCzpGDOQbzKS3t2FRm71aQyYxqAcOI1CDqNDrENYhZjQ5dmdcllYCLOSJOOcEqvT9AM2qB7FheBExoaYWZzDmEEnYQy7g/Ukl4rh148nOCUtb1IH9fSivrWs1ZZCZ0hex5OfdBQcJDznnID2QlKkEFRpzJuHah7XiV1AIF1zw23UsiQ/heGq+SSlgRKut+awHPDF0Za0ZJ345FOa41bv4sdWKt6RrBrjDpW3uNkxCVUm3kPLEI4btpuAlWLCqwolNS2ms6VvgqwIS3KN1PZo2Cn54nZIKCP/pe9qMe/JzQFQDru5yIMHO/7DWrlfSao6RvXYsVbVP2uxUnkR3bysasjHsdJxHiJBx+NgNPY+0F6Hb3GmODiNNYaz6OP+5MrFyxBiuXnwwAuOrqy/HmX7oMAHD9jV/Asce8FMuPWo3tO57A3V/9KK687uM45+RfgFRy+F2oV1sI4356Ta6HOAlRLJTRbsxHtz81HCsVKwijHqrlBsZaCzATpGMOXMRJhGJxEBELoz6UknBdD9X9IapmbRzzxhZjy+OPDc8TRjyr3VyAbpjOKWUarGpUxtEL09CVNEJXJb+OPXv2MGb1PNFaI4oiPPzww2g2m8N/bzab2Lhx4yHcGREREREREREREREREREREREREREREREREREREREREb3YMGZFcBxnEBh6HiRJgk6ng06ng2KxiFarhXq9Pis+8nx7Pq/hUDjS9w8cCFiln7NhmHTAzgrlxadg3A8zgDWbvU5evMQMbEltH2eekY1IWaErbc6ROS4zhxnYcfToPQ0CNOY+skGs0fNrKCv2Y81pRKOkktacVvhIJVYkKhtF8nJiT7PDU9m40OiIl5oVzzIOc5z85wGZ2UtmLDcGpuC5o8+TWlpRKnPtRMaoO62RY7NCXhC5MaRIhPCNQJWGtvdjfT8yQSiY82RjVva7ZB4rlLDwRsOgAAAgAElEQVSONZ9LJEKUKuX0WJmg6KefzTsUy8gKTZlrhnEPReOahRTw/Zz4l4xmhbgOCMIZa30h40zMylwzQL2WPpNsSMqcN1ZR5pmYa3ZRKlSMefu5Aa1BbKtofS7mzDt4L9Jnm8jIfr5SDuJYrouJicVY+/B647qT4c+t5jz0gn3pvEYYqtGYQNAfxJ8WLliBo5Ydj4vf8F784Iefxo7dm/H1H/0T4A7e3127tuFLN34Cnutj977tuPrWf0WjNo6xxnzs3LMFdz/2QwThDHbt3Yo7Hvo+Tj76XEy2FlnRrVq5ielgL7bsWYcHN9yOXVPbcOWP/hZlv4LpmSmsWHgSFmMlWrVJ9KLp4XlaqeH9mNdahA077zfuUzr/eHM+ekboSqk0dFX0atizZw+OO+44PBeHImZ1OMazHMeB67pYtWoV/uVf/gWvfvWr4XkerrvuOixduvRQb48Ow3eGiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjo2WLMiuC6rh0beoa01uj1euh0Ouj3+2g2m1i6dClKpdJTn/w8OdJjUAdz/890lWezL621dd7swMfgs1L5sRHt6DTU49jRnsyR1s/2caPX1VrlHqdmjRmz6zQipZS0gjZ2SEnawZ2cyJfUwo5SmfEnJzOHlQBT1pgd49LDOaWWcHOiVEIn9pgxiVAiN3Q169oyb5R9V83ztBXByotsDabMxLOsCJZ5/xQ81x8xsj9YhZzznGwgy4hZqRieHh26klrAQ8H4nKCYE2CKksiKWWXfqeyz8N3Ra8ZJCN81AlXZSJy5P5lk7ocxjwhRdxvDzxrKil25RoxJqBi+EaEy710Y96141axIl/GME5UfqOpHPRQLRsxK2CEuc54o6WPMnTdyHqXs76uQsfVMzHc1iLooFdK/S9qRVqDKFITTKBXT8FUiYiuSZT6Hfti1jo2TCI7xvSgVqwjDLqrVJsbbC9DtpREnKdKI0/jYQuzcvSEdMwJPY+2FmJ7enl63FPB9H6+/6PchlMDZZ7wR8yaPAgB87VsfxyW/dBkA4PvXfQYnrT4P4+2F2LZjA5J1N6Mybz4WtU5EV/fhlMq47dHvojuzB53OXnzj1k8CcLB11xO46kf/iNNeciHe9tY/wxVX/SXedsl/BwDceOuX8YM7r4TjAquOeqkVoioXqwjCaTSqY5hsLca9G24ajgmRxqwm24uwduMd6bXKdI5auYmdO3bhuToUMavDVbFYxHvf+1587GMfw3e+8x0opXDGGWfgL/7iLw711oiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOhFhDEretYhJSEEOp0OOp0OPM9Du93GokWLrEDKwcKY1dNcJzcI9XydN/q4/KBIJj41qz21/x8yURJ7vvwQlXmUGTYxo1SzdjRXAEWn90Jl5zBDVNBW7CaPVCo38KShM7Ese4/meeao1noY8BFa5Ea1hBKZIJYRBFJJbgRLagXHGJv91pr3335mB+6rUCLznLJxopTSKhOeMsfsKJUdwZK5YScFCd8ZPSYcmYkz2TEr874ICJS8+shjExXB94yY1VwBJiXsY42xKAlRKqfRJ/OdECq2gllCZYJQVlyrb0Wx9KwImXGdKkHB2I/vpdfcj7soeqWR52UlMsmNWYVJH0U/vS44dlDLCnrJ0A5JGX9jYhFacS0hI+tYO6DVRdFPo1NwlHWs1mlQqdfvWvuLRYyiEcJyXDOSNYNysZZet4isyFil2kAv6KBabcL3ixAyGY55no84DlEsljExuQTrnrhrOKZkGn+aGFuELdvWDj+boatqpYVeMI0DuS8zLlWrjSEIprF08fE4ZuWpuOeBRVh9/FkAgC1bH0e1WscrX/6rAICrvvVxvGl/BOv2n3wL4635WHXc4FgzNnX8MWegUPCwbvdDWLf1Put6KuUWuv1BzKpYLEOIGCYhEvh+AWPNBZgJjKiXMUet0sKO7TvwXDFmZZs3bx4+8pGPIAgClEollMtl67kSERERERERERERERERERERERERERERERERERERERERPVeMWdEzCilprdHv9zE1NYUgCNBoNLB48WKUjdjKocCY1bPzfK6otbJ+zotFmWEqpVRubERrPczkZMM7ebdKZ+NYs+YbHaKyAknIBrGMCJGjhgEoqWUmBmXuQ8HJiVRlo0p590lpBdeadXSwCsiEknQayBIqyYSgjICSFnYIyiC1sEJQVqhLS7gwz8uPItn/nhqEtLyRowJ2ZEshvR6p5KzgV3qtdiDLvA9Zg9DV6PuiIOHlha6UsMaEEmh4ZmjKCDCJCOVCGk4y40extENXSksrSmWHnCJU3cbIsX4coGiEnKRK4Hs5e5exteZc334pYztCZdzHOA5RKhlhKSN0pZSynp0QEXwzrgU7LJUX3hp8TudJsvsxxoJwBqVC2Tg2G9BKj+1HPRSNZyJkbMWsarU0SBVGXWue7LHZPZRL6bmxiKzf59VyC71eB/MmjwIAKJVGqirlOnpBB8ViGfVqG/2wa6zhDUNXrdY8dHtm/Cmdo1mfRNDvGGNpoKjdmoegP5UzNh/7prYMP5vxrHZrPoJwevjZ9TwkSYRCoYTx9gLct3Yf3nDR7+PxDffimmv/D755679gsrkYQb+LbrAPmFg+mNMIhFVLDXT7HbQbk/C9AqRxH5TWkFLA83zUKg3s2PEAnivGrFJhGOLqq6/GDTfcgEKhAK014jjGsmXL8OEPf5j36lA6+P1XIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiFwxjVgTXdaGUmvMYKSU6nQ46nQ4cx0G73caCBQvgeaNjOAfb07mGw9mhiFk9H+GK7I7NOXOjUtZZc4WQNA5EjrKRKivx5JiRJ5UZtVceRrS0HaxCZo6nE+IaxKxGx6bMtWYx/llqCc8ZHb3Sjh0GMilkxox3x3FgxMKkHawy9iSVyA9dKQE3L/aUiXjN9dZaz8xYW+gEvrm2cU8GAS47yHTg3ETF8BwzyJSOCZXANwJcjuPAiqZpM5glMzGtlISAb167ec+0HboSOkHRCByZDzeRMWpu07qOA6Kkb0WehBpEfEYdGydRbuhqME+6vlISnhmsyt5zY03z900sYiteJqSA748OTUVJH7VqGtcy34VYhNYaUovcsFQUByiVjBBY5nubDXEVjOt0M4EqM2YlZJJ/bNxDrd6wjvV9894agaqoi2q5auy3b90jKyoWzqBcTCNZsQit+9tqzkevPzpEVa20EATTGGsv2P93LI0/VSp1BME0isUyPM+zIliO4yJJYhQKRYy1F2BfZ+vI+cfHFmHDxp+NHhtfiE1bHjTG0rXH2gvw+Ponh5/LxSqC/gxahRLK5RqSJAIAHLvyVMxfuBS/dPF/w7bt67Dx1vW49s4r8cATt+LUY14BYV5ruYlefxrtxiQA2NdaqqMXzqBZG0PBL6E31cdzdSgCTYdbEOrAPdi4cSO++MUv4t3vfjfa7TaSJEEcx2g0Bt+Hw23fREREREREREREREREREREREREREREREREREREREREdGRizIpyQ0paa4RhiKmpKfR6PdRqNSxcuBDlcvmwCx8cihjU8+mg7d+BFT56oWhtB4pmb2N/ZAh6juPSEInWmHvC/ZROA1iDhYwIkxHEygaZrFUdPSusM2oOrRUcGCEqM3oEe8xmBqUkHC8nWJWJalmprFnBrdGhr0QlVrTJHBNK2EEnxx4rOKP/PCidjWzlB8ny7mOiYztYZcyXZGNWxn1NVH4EaxC6yjlP26ErrSV86/rMZ2cHq+znJeAjjR8JlaBohZOMCJWI4GH0fmIRomBEp6QSVrAK1t7jTMzKCEIlfWsewLGejfkOCpWgYISbzKhcFPdQMKJcQiXwc6JYcRLCd0vGUDoWxgGKBWMeac/juK5xbB+NWnv42TXGhIhhh8GiTBQrHQuiLgq+HbOyAlXGPGESoO1OWmu6OTG5MO6hVU+PrdVq1rrKCD8FUQ8lI2YllYTSCkopuK6L8bGF2Ll7QzpuBJ5qtTH0gjR0ZQarKgfiT+35w3kPKJfqCIIOWq15GB9fZEWplJJQSsJ1PYyPLcK9D1w/cu1WYx56QcfYtxnBWoiZ7r50L5XmIGbVnB2ikkrCdV0sWXwczj/nEmzZ9jBeeuobcPNtX8a2XU/i6zf9E5bOOw7QLnrh1Mj1qqUGev0OmrWxwZh47nHKQxGzOlyFYYg1a9bgda973aHeCmXxHSUiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiohcRxqwOYwcrxOC6LpRKwxFSSszMzGBqagpaa7TbbcyfPx+e580xy6HFmNXTX+e5UsY+7dm08VM2cGQcpbMf8mJO9tx5YSTrKK2soFBmdHj9g1DU6OPm/N5pPYwJSWUHsczrcpANPhmBJ2NqBQnPvH5jUDsaLkbPoZCOmd/d7BxCC3sfs8bM0JURbdISJYwOFkkt4SE9b8731uyKwQxWCXg5ka1YxVZoytxXomN4bk4gSsVWsMo6T9nnCa1y11eZmJW5hnAEil4aVRJKoGiElMyZhE5yI1ShCFFw03mktGNW5t5VJixlx6P6KHijn1P2s1QJPGMNrdP3JowDFM2YlRQoGNdp7ieWoRXFMtfoR73MPIkVyTLf50GIyxhz0+fRj3soG3GoRMTWvOYrF8Y9KyjmOJmgl/FzLELreTmZoJ31jOIAk+beM8eWy+lYP+qhboS5AEAmGmHUQ7XSwOTkUqx74q7hmBmCGh9bmIlZpWO16hgCIzZljlUrDfT602i15qHdmo9ef3o4VixWEYY9VKtNlMtVCBENxzzPRxyHKBbL8DwPSqdzOo6LJIlRKBRRLJat8yrlQcxquBfjPCnF8PfmWHsBHnn8dhSLRbzmlb+BXXs34uJfvgyPPX4XHnjip1i/7X488MRtqBTrmJregygJUSqUUS210eun1yqS5x6zOhATI6BQKEAIgQceeACTk5MoFAooFAqoVCooFApPPQERERERERERERERERERERERERERERERERERERERERHR08CYFQ1DSv1+H51OB91uF9VqFfPnz0elUjkoQa3n6sAeD1YA7Pl2OMe4zOiN1nqOWJSVrJojPmU8I63nSFSZc2TmywtRQQPaCEeZYzqdQ0FZ89lz2++Q+bPSyphD2nMYU8jMe2juww4VSfjwRx6ndDaIlbkWJ72WvCiVUjITbbLHXH906EqqBI5jxuvMeyBz9yWUyFz36PsoVJIbjEp0bO85G6zKDV0l9r0058ycp7QdrDKvT2oBz82JfEGg4KYRo0TFKBnBIytmBZEb3kpkaAWq4MCK7phrCi3sY82wlAjhm9GpbMwK9j03I1Tm75sw7lvRKa2lFZey5pGJHboy41pRkIl7afteWlG0OHeeIOqhZMwjVQLfT4815wzjPmqVurlkhnnfIxSMeZxM6MiKdonICmhlo0jmMwnDHkqFNL4FB6jX2+j1OqhWGqhVW+iH3fR6jPjT+PhiPPrY7cMxIcTw57H2fPSCfcPPSqYBqUqlPQxdDYKU6XmVch29YBrVanNwnhHBqpTrCPozKBbLs8bKpRr64QwKhYlZY63GJPphGswyx3yvgDgOUSpVUKu2EIaBca0Sruti1fFnotmawLr1d+H8c96Cfr+LT3/+A7jqpn9E0SvCd4poNtIg2PMRszpS/3vghVAoFLB582Z8+MMfxsqVKwEAMzMzOO+88/COd7yD4a9Dia8oERERERERERERERERERERERERERERERERERERERG9iDBm9XNOKYWZmRkAwLZt29BqtbBixQr4/pH3ahwIQh2J8YrDIWalzQqMuZfM7cy7v9oITpkBrLko6NwwFbQerq1H7CPdXjqgtZrz+Q+jZ0rBgRlySq93EKwaHfVw4KQRKaXg5MWmkB+iMkkt4Whzv8a1wJ7fjoPp4fyDMJRxnBXVEtY+zBmEysSfrICShIvR5w3uTxoTMt8boURuJMr8UegkN7KVDV1hjrFs6MqKR5lhIhVZMSudCYW5VszKDl1ZMSstrACTUIkVbzJDb0ol8L3R80RJCN+dI0KVCYv5OVGsWIQoFtN5zBhNLOz7IaWwwlfmcwvjAEUz8uS4maBbOq/IhKXMkFoY96wo1uzvhxGWErE1j3lsGNnzSCnsCJV5bNxDuz4x/Ox56X6ETOz3QEb2/qx3S1gBr0SGKBTMazGOFbF1bJj0UCyYUTOg1ZpEL+hgHpbuj02l8SfX9REnIUrFCsbbCzHTTYNV0ohSjY8vxvoNd40cG2vNR29/zArIBKsqTQSBGZ5KzyuXGgj602i35o04r4EgmEGzsT9mZfweb7fmY/fejelejLBWuVxHvz+DUqkC13WhdTqm9eD5eZ6PsdZCdHtT+9eqo92awNt+7c+glMINN30JN//sajy+5R6MNeajG+3Cc3Uo/nvgcPvvjwP7mZiYwPve9z54nofp6Wl4nocgCLBo0SLrOCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqLn4qlrK/SiFEURdu7cifXr16Pb7cJxHCxbtgwTExNHZMgKODyCUM/Wwdy7Fa3KoYy92BGlfLOOckaHjDTSwIjWOnd+bayttbKOs7NORogK2fmMuJCxlkI2emXPmD+WUrOCT2aIKn8fsOJIKjc2peYMYtnxJfs4M0olrNiQ+Uyy55lrSyXgajOQlT3PmNMgZAzPCjiltFLDdzxRCbz9QSytNcI4Gh6XKGGHrqxglR3BsuJIKh7Omb3WWMV2IMtxcp+xgoLvjl5fQqDgpdEipZUVmrKeC4Qd1zL3IyP4bsEYM2NRwoqpCSXge+mx5jOLkhCeZ85jBLPiwApACZVY85i/b6KkD9/Lj1BZQS8Zo2CtmR4Xxn0rmJUN5Jh7FzKywmBmCKwfdVE0olNwHPtdzQS9zECVGfTqRz2US1V77/7o/YVhYM0jZJzZXzpvEPVQKlaGn5UjrXMBB+OthZie3p0eY0SjqpUGer1BiKpQKELKxNijhFKDiNTk+GI7dCWN0NXYQvR6o8ea9QkEYccYM9autq3QlXleudxE0DfGlL3egRBVdqxSqiPozxhj6XqlUgX9sLt//ioSkX7XXddDksRwXRfnnPVGrDrhDLzlVz+E08/+RQTGcc/WkRq3fCGMj49j4cKFePzxxzE2NobVq1fjhBNOwIknngiAMatDynUOzv8QEREREREREREREREREREREREREREREREREREREREdBIxZ/RxRSmF6ehqbNm3C5s2b4bouli9fjiVLllgBkCOV67rDCMiR5mDFrGYFK4w1tUp/9nLeh7n2aIZDZh+WDSnkxawyQaicwIY9v2MN5J3jQA8jPUppK0RlmhXEMsNexj8rrWZFf9K922PWFRofItlHPw5G3lcNDTdz37TW6ET7EEQ9CDUI4EidH3+SSsA1Ak/mbCIzZm5MQdpzWlEwZYWhzJhYMkdsaiaawVf3fBHboi0Q+4/bHm/Fl/d+Abv1Xvykd8tgXzrJXVvqxApWmdeaqAS+4488T6gEvjM6+iSUmBXrssJXBqEFSm7R+Bf7udlrCjtYZYzFIrIiWGbIKY5DK7gkVTLHPCF8x4gzGe90mPSt8JaU0lrTilnFgRWhMveTCDtQJmQC3wpCGWvGAQru6LCUEDFcIxImVJIJS5l7D1Dwy8Z+snGt9HMiQit85VjRqRmUjHkSFVvHesZ+gmjGClTFSYRiwQ5UDY8N7XmFSuxjHWBsbBGmZ/amaxvBtmq1ZQeljDBUqVhBGPUAAMVi2Y4/OR6SZPB5cmIxZrrp/GYsa6y9EIEZujLmbzfnIeiboStjrDFpxayUEcFqNiasYJU5Vi417TFjL+VyDX1jTJtjpXSsWq0jTkIAg3DW8qOOtyJczwZjVun3/NFHH8WnPvUpXH755bjnnnvwve99D5dddhl27NhxiHdIRERERERERERERERERERERERERERERERERERERERELyajix30ohLHMTqdDqanp1EqldBut1Gv163Iw5EcgjrgYAWhXgiHYu+O40BZoaanjn5oPP09OrMCVqPmU1ZhyTrDCl1pO2hjnmN2p+bYnzmmoKzrtfeaDaCM/llqlRviQjaIZeiFXXx3+1fQQ4B9yRTKxToe3fkwyrqIzfs24TvuV6FciS3dTbjW+RbKhTJc7eHJfevwFf/zKLVaCOsSX9r8GbxuwS/D0y5cKyCVElpkwmR2tMmMAmWDVXZAyA5dmVEkM+gkZGyFoA6cFckQsujiV//fv8J3v/K/sW3noxAiweJjV+Ft7/xrfPMbf4sOFB7cdR+gdG6wKlYxfC8nWKUTO9xlnjdHBCsbusrGrLJRrKIRMcq+bU7m/pr3ydqPiOCZESpjLBR9FDwzZiWsmJT5wgsZ564Rxr1MLApWTErp9Pd9lERo1NrpscY7E8V9FIwAlFCJtT/zHYqTvhXFMsNS/Tiw7l0iMzErmHsP0KqPj7wupdSsiJk5j/ne9qMeigUjOiUT61rMefrhDMqFNGY1iG2NDnMF0QwKxrxJElrHAsDk5GI8sPYWY/7+8OdGbQK9YHRQqlJpIAimUa009l9vOlYu19ELptFuzUO5XEeyP/6UnWNsfCG2bFubjpmhq7EF2Lw1HTOjVO32AuzavcGYMx0b/DdCugYcB0LE8P0i2q1J9MP0esw5K6UGgn43HTP2UirVEYQzaDYnZo8Va5iZmUG7nb6Xz8SBv6c/7zErpRQ8z8N1112HNWvW4NRTT8WuXbvwO7/zO3jiiSfw3e9+F5deeimklPC80X9HiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ4uxqxepLTW6Ha76HQ6iKIIzWYTRx11FIrF4sjjj+QQ1AFH8jUcrL1n13CsKNTTjX483UjV6OO01mmiSmfDUaPXmhWpyrlVGjoTaMquu38+LZF3HRoqdw7zmpSWVuDGPE5l41v7R3cEW9BDH2//rx9EsVjG9dd8FseecBaWrzgJAPCVL/4F3vjWD8N1XXzliv+FN1z8h6jVWlBK4bvf/Ef84sV/BAC48vN/hjf/2gfx5U/9GRaK+fD90fElqTJ7tPYv4GpzjykJkRvIysaszFdKyASea543WO/J/np49RKKxRLe9Ot/gltv/hpc18U55168f18ufvFX/hu+/Jn/idK0woriMZkZ9s+vEhRQHDmWqBhllI0xxxrzcwJVsYpQsK7HDnnZMSuBgpdGi7QzO2d1gNQCnjt6zVn7MdaLktkxK99LY1vZgJcdj7KDWYWcsQPXOTw26cN3R4el+lEXxYIRs5ICvj963kRGmYCWOU8PRSP4JJXIhKXSexDGfUy6o0NSsQita557zS6KXvpOSJm5l8aaQdxD0TdiVnKumFUXpYJ9rHmPdu3ejLDfRd+IOEVRGp5qtxegF+wdfjYjTtVyE71gGpMTSwAA2hirVBroBR20W/MG12OMmTGrdnN+JpYlh79rJ8YWYe2jtw7HtNbDkNH42EJs2Piz9DyVWL+jzX1WSjUE/S6ajXG0mvOwY/d647x0L/XaGAJzL5mYVT8ndFUs1jA1NfWcYlaHImR1uMaz4jhGs9nEzp07UakM3t1qtYpyefD9OFz3/XOB956IiIiIiIiIiIiIiIiIiIiIiOj/snPnYZIchZ33f5mVlVVd1V1dPUfPodEcEiB0DRIgC7AEKw4j1tjIlv0CWrQcNjL4xdgYXsD2msO8XmPv4rUxmLUx4raROFZgDDqwEOhAWAwvAiGEkDTSjOY++qjKKyIy8v2jujMjsit7RtJoplv8Ps/jx10TWZEReXTLf/hLRERERERERERERERPIMNLJrRsSSlx8OBBPPDAA5ienkan08GWLVuwevXqypAVMAh1aK0rx5cDxqyqCSGwf/9+HD582KoPOUcRpjKPXxCVqvqKzhaZOcvjDYvtOUNmx7YwH1TRpXVbyapFohxOEWXJMrgVx+lFIihWsCorrcP4MdPaCuUAgEgTXLf3y1h3ypPg+4OAiJAJ6kYEp+6P5NEcpUQ+Fkd9+I0iyuO6Lny/iVf97l8iXOfi7gN34ntTtyCQfWsdaabgVESp0iytjDZpVAedNDRqbhEEMstiUivUrGjUwAPxz7By1RqYAytXriv2M3eu33jNu7Aj24ndwS4ILQaHmrGkTKGWGfsxxpRWcIwx8xYqrVCDOWbHrGpO3Rqz778dj2oY0ScYQSillRU8StPUCieZC0oziVpFoCopxZrSTNtRLHOecujKDELJsBS6sp9H891TmaiMYsUisqJOWaatYJkV10qFFdAyn6FBFMsOS1XtS6qkMnQVJX00jHmUEotEsULUPfu9Mc9jri9OAiuKBaC0T+PY2A5f6dI9espTN+GBXd/AwcM78Jmr3ofv3/kNaJ0iTQexplUr12Pf/oeNPcj857HRVQjCqfzz/HcAoD1ih6HM+JPjuJBy8M54nmfFrfx6A3ESAABarQ4SEeVjjUYLcdyfO/cKhFHP2L8PIYsIlx2iaufHTkysRT+YNtZVvBfj46sRxbND19wZXVE55nstzM4WY4/UiYpZLTXz1+Dkk0/G7t27sW3bNiilsHv3buzcuROrVq06wSskIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiJxLvyIfQUpdlGYIgwMzMDKIoQqfTwYYNG9BoNI785TnLOQQ1bznv4fFY+/xzMT09jSRJ0Ol0MNGdQLD/ES/uqKIgC+Ihi0WlMB+zKoepFh47P/f8fBoaVV/JsqwydGUuR2epFb1xSkEs9ygiX1mWwoUZbjKDTwtjWdfu+iIuvvzNuO2mq/N/U8qOWZkxJKUkvLm4Thj24PtFPMcxjjvz3IuwbvOT0OmswbW3/CsO9g/ia3s/j1X+JKbCKWyobxq6xtTRcJ3hgacM9hhK184zxszAWT2LjzkAACAASURBVKoFalY8a/DFwAng1yfyfxVJhLoRJJo/t+u6eNpz/jMOHdyFL+/9EuqJg6lgCg+NPICONw6RJnAxPnQ/MpN2sMoaE2hjdMG6AECkAl5FVKk8j9IKvhl2Mo4TKkbdNSNUpViTee0zVXlOIWM7UAVUhsVUJuHVhp9DqBi+P/zZAkoxq1Si7tlBr3mxCOBXBKoGxxafZSqtIJQ9T2hdu3JYyr7OSeU8YWxHsZSWqNeMeY1joyREuzl2VGuPkgCtkbXW+uxjjXlFgPGxlda85vhYZxR/8T/fA2AQEvzCF76IH99Tx8c+/XbUvRGMNMcwNbMPP7v/+xjvrMLMTBGCWrFiLfbs3V7sLy1CV93uJIKoODY1xprNUYThDMbHVwMYvKfzRppjCMNZjDQH70BmRKOazVGE0Sza7fG5qKU51kYU9dGY+92jdRHIGml0EM3FrMbaE4jmglgAoNMUWqdw3Romxidx8PAOY83FHOPjq9EPDhbfM85d99uYmiqiXo8UY1YD88/xJZdcgn/8x3/EAw88gKmpKVx11VW49NJLcdFFF1nH0QnAx5SIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ5AGLNaxpRSmJmZwczMDDzPw/j4ONatW/eoogSO40Br/Tis8vgZhDiW5x6OZcwqTVPMzs5ienoaruui2+1i/fr1cF0Xnlc78gSLOco1ZljkuCzL4w0ZUBm9ssNUmdV7sOM+xfEqU9UNLUOsIsRZaKwX1s9HE+VKM406Kt61LIMzN5ZlGe7e+wM854WX4qSTT7PWrqQdszLjOq7j5O9yFPXQaLSGHhdFg9DVaWecj9POOB9Xf/bP8Cuv/G/YueMnuPfrn8TOqW/j3uhubGicbIVkdJYuiPvke4OuDChppPDd4UEnlUq4rv2MiTRB6jvWmpWK81BXeT9SxDj3GS/E5i1nQ2uNK//xD7HjlBD9gw/goUN3o9Fv4M7sTjiZg8PhAXy593lkAA4lB3Cfuhc/xJ3IoHE4PICvuF/AZv8UBKqPldlq69rm69MCnhUlK0WMzP1pibq192L3sYqssJTOUivsVY5Q1dzh8SiRxvCMeJRTjiqZ86TSPtaYJ5ExWkbIqRyNy7Lid6XSwgpomfc+FhE8z3xGS7Ev43Oqhb0emPOE8GrDn/XyZ5VK1CsCWpEI4BvzqFTBM0NcxjkTFVmhKyxyLRMZwveKSNbCd8MMjkXWsY5rXxPX+Oz7Pi677JW47LJXAgD27x/UBL/2ta9hZmYGDz34Y/hNBx/5pz/AyEgHE91JBOEstj90FwDg8OGD2LP3AbTb45gYn8Td996ezz0zM5P/PNIcQxDNFjEr410faY4hjHqYz2+l1lgHQTiL+bfDDEqNjAy+152bMzXGxjurEMYzc/u1I1i+30QcB2i1OpjorkU/KAJc5nET3TXYd+C+/LO9rlEcOlR875FizMpWq9Xwxje+ES984Quxc+dObN26FatWrTrRyyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqInGMaslpksyxBFEaanpxGGIcbGxrB+/Xo0m80jf3kRruses5jSiXIsg1AnwmNde5IkmJ6eRq/XQ7vdxtq1a9FsNo950KNqvkHYpxirOmtWSkdZkR1rbjN6NfhOP5nF4XA/dk09hG889H8QpX0c7B/E57f/E1KkONjbh13JQ1g7dRLOWfXsfCalFVSqcPuef8fD0UOYUbPIHAc7t2/HRG0FEhHn8ZMs01ZYx1yfufdI9HEw3Ium24Zf8xEmAR6YugeBnsWe2YdxI76Cul+HyBTa4xN43kv+62AOI3SjpCjFrIxzGeGdMJiF7xuhHWOOKOxjdKyIFrmOC9d1sWnzmdj85Kdh0+YzccqTzsHPfvo9/Me/fAdf3PUprGuchED24VbEljIsErrKUnhGiMkMnEmtFgScdkQP4OQzzsXhgzuK40r7Nu+7UnE+5rouVq5chxf80uDa3XDdJ3DaU38BGzedAQD40uf/Er/+m+8YjF37MZx2+rOxcePpAID/84W/wst+/W24686bcM/XboVOMpw6dtqCvUotUHOMmNWC59u8LhlqRqzLfJalSqzQleu49v00rmeqlRW+smJWKsGIN2LMY44JuG7xvTRbbJ7Yuk/mWJZl0EbMKk1FZRRLyAjNZhFSM2OJQgnUjPXIVKLuDZ8nliE6fnfovpQS1rMotaieR4Som3EtlOJ2jnlvY+tYd5EQl0yFPa8xprX9O0GmdoSuHHBza9W/c7MsQ6fTwWte85qh43fccQf+5m/+Fod730W328E5T38KvnrD32Dq8CyybHCuBx/6MUbb4wjCGQgRw/ebGBkZRxgUcStlhKFG2ysQhsWYGaXqjK1CGM0aezWDUuP2WGrGrFZjanZPMZYVY83mKMKoj1arg0ZjBEoJY/4MaZqiVquhO74GgbFmM3TVGhnDoUPF74xHSmv9qMKeT1RxHOOGG27AXXfdBSkldu3ahZe85CUMWi0F7rH9bzQiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqITiTGrZSJNU8zMzGBmZgaO46Db7WLNmjWo1WpH/vJRWO4hKGB57+HRrj3LMgRBgKmpKQghMD4+js2bN8Pzju7VtsNSR3XCozxMY7Gw1XxMaLDnqjhWcZwDF/+643MYX7kazc44/HVdPO91b8RYZwU+97F34xW/9V4AwL9e/UGc94svRXusixuvuRI7ph7EVds/CtQcTMlprH3Rs/C8M9+M73z7yxjvrsQZWy/A1KF9uPJ/vQVXPfRPGMka2D+zB3f530OCCEkWY+ehB3Gd+wWsb29ElES4Zc912BPtxLSaxeSmJ2H3qh5EFGB6zyz2bYmxcvUWjOk1+OXL/whjnQn0Zg7hO9/+QrF3I4qjlEDdH0RxhIitUJF5XBwH8P1W5Vh35WQxZgRclCzCUE8+7ZnYdMZZ+LWXvxMPPvAj3PnZ/4lgfw8vrl+CFc3V1pOgM22HrswQU5ZaASXzGVJaWjErZMAD8c9w0XPegm/86z/Y+7YiXuY1SSoDX0pFlWNSJvDrRtTPceC6Lrae+3zs3bcdB3Y9hDuD7+Fp7WeWgkcCnlcbOqfSyroOC9+X4nOSxvDcxaJYhTRTdmjKeAcSFWPUHTOONsNSIepGdCpNq+dR5UCVa8e0zH2pVMGrmeEr4/mSMcbaE0PHkiSwAlBpKqvnESFWdtYMHYtECN+4r6kqx6zseVoj7aH7Kh8rlbSul7lnrTUclAJVFecUKrbGRJrAr4hk6UzDrVVHlI70e/68887DZz/7mUWPAQAhBD7zmc/ic//y51i35qnodiYx0zuYj8/MTOc/d7uTODy1P/8cR2ExNr4as719+WczdNUdX40oMgJZSubxrBXdtbj3/m35mBm6GmmMIYp7xZgxZ8MfQRz30W6Pw/d9K3SVpjqPUDVHRjE1VezhkZqPEx5Px/t8R2P+en7mM5/B7bffjmc/+9lYs2YNvvrVr+K+++7DW97yFnS73SNPRERERERERERERERERERERERERERERERERERERERERHQUGLNawrIsQxzHmJ6eRhAEGB0dxdq1a9FsNo95NMF1XWitj+mcx9tyj1k9kus/Hzebnp6G53nodrsYGxs7qufisVyho/3uYseZAass01YIpuq4QPbxX/7gv6PTXYVDB3bjB7d/HWOdFQDsgEiqEnh1H2OdFXjZf30brvnn/4FLLvt/AACf+sg7cdqZvwAAEHGIen09AGBi5RpsPu1MXHr5n0BrjY9/6K3oPv10nPX058J1PXzza1fiootfg3t+/F30rrkeT/rVX8ILTjkTN177aWzcfCZOPe1cAEAUzeA//dJlAIA7t12PRnMEABCGPfj+SL5GO9yk4M1FcqKwh0ajOM41Ij1x1Eens3LoHEKEqBsRJ3ssQt1fOLb5lLOx5cxz8bRnvhjfvPaf0T5cR2Y8fxoaNWMe8w7pLEXNCCiZ91ppieZc5GcQgnLRd/potexnU8nBfQLmokJmgEiK/JosuF7y6CNYrhU1SvCCX3kdvnP9v6AV/MTakdQSvjM8CCVKgapyzMr8fSNUYsejSpE283OqFWqu+efXXqvnmAEmMywVWXEmpcsRKmNfmbSiY3boSqFmfE+lqhRyMgNa9jnNsXKESmllxa3Mtau0dH3MeZIAvlc8p1JL1GvGfYZ9zvH2iqHnWLjP2FqPtS9lj6k0sdduvH9h3EOjXrybSpWONSJZUgm0WkV4bphj8ffb93287nWvxete91rcfPPNeNef/gVmZmbx3e99HXHcRxSH+Ku/eS1aI6PIMAiNPfDgnRjvrMLhqQP41q2fRxBM49DhvegH05jobsDGDadhZroISE2MT+LBHXdh+0M/xK3/8RXsePg+fOhjb8Z4ZzVWrjgJQkT5sTOzRfSq1eoiiobHrJrNNqK5mBUwiH8Ve2ogESFGmqNo+CPo7ek/6utzImJWS9H876ibbroJ73//+7FhwwYAwEtf+lK87nWvw/79+9Htdnm9TiRedyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiegJhzGoJm48VdbtdTE5OolarHflLj9JyDkHNW857ONq1z8fN+v0+RkdHsX79ejSbzSN+zziRdc6jUQ74LPa9fGxBGKMU9qmYwv7nLD9uOjgEby6aE0f9oYEmAFBSlmJHxYxW3EjG+XzmHK7rYnSsizOedgFarQ6mDu1DvTGCZmsU55z3Atz9gxux6ZQzB3OIGHV/+LlSpfJ1RGEPfmNk6HGu6+TRnCjq28eZMas4wMqVJ1XuxfcrAkJSwDeulRnokTLBeHcVXv6G92Hv7gfwuf/9Lly95xOoo45d0w9iasUhjDfno0HG3rIUdSP+BOO5VVrCxSDkI9MEOtNQ9fkZzPBUEaUSpSBSqsrBKiPQVApW2YEsgXrdiCW55nVI4PtN/Nqr/xj//JE/QiriYk4tMILiupsPp0iFvddyzAp2zMoMVFnPpVZW8CjVqR2aMh58lUkrNGXuMZEx6p4REstS+5zGNU61rIxHqVTAM4Jkg2PNoJe5dlEKZhnPZdK3IlTINGqu+XfKuHepsIJZ5rMYJX34RpAtTRU8b/g5pYwqg1lCCet6DOJaw8NgQdxDw3g3pJLWc1iObVkxq1RUHitlgna3Omb1eESDLrzwQnzzpguHju3fvx8333wLoijC059+LhzHwe23345Go4EnP/nJ2LZtG374wx/imq99AA6a0DrFP37iHXAcB2maYmpqDxIZYf5eqiyF69dx7/Y74HsjuPGWz+GiX3w5MiNKNT6+GtMzB/LPdsxqDGFV6MpvI4r6GGmOzp3/0Qc2GWcamH/PTj31VOzcuRNr1qxBlmXwfR+tVgsjI4PnmteKiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjgXGrJawTqeDbrd7XCIDrutC60cfjlgKHMdZtntYLGaVZRn6/T6mp6chpcT4+Dg2b94Mzzuer2/VM+gMPSLD0d0HrXX1850NZg2SHgIZwKsP4jZJHNlBI7cU6Zk7TmsNxwjrmMdJUY4ilYNYgwBOHPXQ8Ecqjquew3WdfF9RKb5lRo2sYE7Us8JTjhkCErE9ZkWcSusoRZyqw19JPufa9afglLPPxa/+5lsBAFd98j24I/wP3L/3J3ju6pdYDac0U1bcyAw6qVTBxWB/MpV4eHYHznrmxVBKwDXuhVIyjwyFYQ9+w4wKCTsSZuwnleXQ1fBAFmBfP/MaveJ3/hwffN9r8PWDX8JzOhdBaola5g39XqITeEYcacEbavzDINY0PEIVixB1IyyVZsqKSdkRKmGd04pZqRj1mr3/qmhcmkrUjftkRc5SacW0Um1HsVAOX1lBKOOZFZEVizLvx2A19jzmNTD3HIsAvmfHocz1WrEondjzmOuJ+1Z0SqrEntd4lsK4B98KVNnzmucPkz4aRmxLptKKeJnzChljfPT4xqwWMzk5iUsv/XXr304//fT85/POO2/Bd7TWUEpBKQUpJWZmZpCmKW655RZMTk5Ca42f/vSn2Lx5Mw4cOIx/vurPodMiStUdX409ex8w5lP5z+3WBCIrZlWMNZqjiKI+MDH4zJjVsdPpdPCBD3wAL37xi7F+/XrcdNNNcBwH27Ztw49//GNcdNFFaDQaR56IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIaBGMWS1hrlsOlTx+FospLReu6y7bPQy7z0opzMzMYHp6Gr7vo9vtYnR09IQGOha7ullp1KkMYGX52OA7w4/LkMF1HDw4fR9qLT8P6sRRH/VGVaBJwpuLFsVRH74RRbJiPiqBVx8exElTmY+FUd8KK7lGtEbK8hzD4ztxaMesYMxhRnDisA/fCGfZ5yoHvOy91CtCV1IleZirvEYlRXXoSkm88nf+DA/d/0Nc9cV/QksXcZ5Up1aICcY7l2qF2lysS2qJPb2H8Zpn/WfEcWgFq8xrHIU91I1QkFKyFKUyrkNpzLpGqtjPIJI2fMx1XWw64yw890WvxXVXfxB7Z7bjosaLh1+/NLH3WnrGzWibSBM0HDN85lhjZgCsHI+y4mSlWJgVs5IRvIqQUzkMpzKFmjEPrH0J1Fw7dGV+14pQaVmKRxXXNREhvNrwd6y8nlRL1EvBqnmD2NfweQbrMUNcojKgFSY9+MbzoVJVCmiZ5wzQMNYjU1k5bxT3UTfiVZnWqNXMAJoRs1IJRkfbWM5c14Xv+/D9wfXo9XpYv349Lr/8cmitIaXEc5/7XEgpIaXEeec9HVf89u/h01e9DxPjk9hw0lPQD6by+WZmZvKfO52ViOLic2pEsEZGxhFFs8WYevR/z09EzGopxrPm19RoNPDc5z4XBw8exP33349ms4ksy3DjjTei3+/jggsuYMzqRFl6jw0REREREREREREREREREREREREREREREREREREREdGjxpgVARgED8yoxHK0nINc5tqjKML09DSCIMDo6Cg2bNhw7CITDh7bNTrK7y52WIYsD+tkyEodB8c6EnDw0My9WLlqTR4uSqIwD1YBpRCVkvC8QaQnCgP4FbGmVAo78mREkbIsy0M1SRjAb4wMnWMQgxqsoxzuMY+L4wCd8ZWD7yhhBZjc0nF1I2ZlB6uqw1NSJnb8qbzGubHBuWvFNdBpvs/y+rNsEOs55SlPx+Z3nIP/9e5X4esPX40XrHsZdJaiboSQzIiZzlK4czErlQq0mqNojXZwYN/OBeufP18ch1bEywwFaa2tCJMZwVJKwHGK/WhjP0LEVmhMKbEg6jWxYg1e8YY/x79d8/e44/5tuHff3Xj2+PPsCJVOUHOKP5PlYJs2PstUwHMqIlQqRr0UqKqKR6Va2jErK5QUo1435zGeg1TAMwJZaarsc5qBqlRWBrPKn1VavFPleRIZod3qFGOuvVYzvCUXOWcsInRGJ/LP5juyINKlhRXFMo+Nkj58r3iWgMx65u3wVYC6cawDp3Rscc4oCaz1mfsEALcUkGuPrUKVExFZeqzMNbuui0ajYf1NWr16Nb57x7ehtcZ9992Ha6+9Ht//4Q588l/eja1nPg86K6JvE+NrcPc938k/a138d0dndCWipJd/TtPie49lzQS86U1vwtTUIDA2MTEBKaX1u4SIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjoWHCPfAj9PHBdd9mGoOYt55gVAAghsGPHDuzZsweNRgNbtmzB2rVrj13ICgujNY9yliE/DQJWZuim6lyD4+Z+1pkVK7KOw2C+QPXyaBQAJEk5ZjU8RBXHfTug5JrBGWHNiYp1x1EAr2IOMxSVxIEVlHJrxZqSOES9PojmhEEPjYpgVRT2Ua8b5zJ+PUsRG1EqZUWclBR5tGsQ/rF/rc9fjzDsoWGEuVy3CEqJJLKuh2NGr1KJ05/5HJz7m6/A1Ts+hu2Hf2ZFicxXLoXKA11KS7Tag9BRHAfwjb2Z8Z8oDqz75Lr29TeDZK4RgYqiPhoNc6zYTxTOWoEsZMV1mN+7eb5fvuz38Stv/lN8r3UnDvcP5fEdkUrUMDzcNdi7EbPSAp4RvrJjVhE8twg7uaV7ZMeaUitKZT5ziYpRcyuCUDK0Ik9KS3gVx6pU2uuxIlQCNSuKJVGvmSEwO0JVrzhHlATwjXdCpQJ1zw6KWWuvDR8TKrbG5IJ5jHOKEL43/HfDwrXb5zRDVoD9/sUigO+Zz2h5XmO9MsboaAtVlmNk6WjW7DgOarUaTjvtNPz+7/8ebvrWtbjh37+Arc/oQqkQn/jsu3DDNz8NpQSCcCb/3uzsbP5zd3wVwqAYS9NH//d8OV7nx9Mdd9yBP/3TP8Ull1yCAwcO4I1vfCPuv//+E70sAgDXOT7/Q0REREREREREREREREREREREREREREREREREREREdBwwZkUAln8ICliee5BS4uDBgzhw4ACklFixYgW2bNmCFStWoFarHXmCJSqbiwFVy3NWVgCrNAkAIMkSK/6TJJEVjjKDJWZkJonsSJIZnFFS5EEsKZPK0FEclwJT5hyqiFlFYR9+c2TocUIWoagwnIVvBqWsfQX2udzyuQbhnSiatSJOKpXw5saEsK+NuZcwmIXfbA0dC4IZNBrGmGN/r9loYePm0/Gad/4dEl9hb7AzHzcDTzpLUZuLAkVpgM1PPQcAEId9K0pl7m0QAjPHiuc+iuzrZce/elawytprOGuFu5xF4kNSxKj7DTRbo7jk1X8ENQr8x9S3B2M6sQJVC2JWxuc0k1YEygykCRlXhqXKx6aZsmJh5vshVFKKYhmhKxFakac0VahZ8xjPUyrsc5jPoRgSxao4VqoEnnGs+dzEpbCUSpU1rxXXUok1Zu4rjHtWCG0wjxGzKkWn6rXhz//gWKd07PBQ3YJ9puX1VT9PqRZot9uoshwjS492za7r4rWvfTVu/+5NuPGmL+EP3vp/4VDve9i956f42Kf/GFd98a8QRb08btXtTuLAob3596Mowe7du7F//35MTU2h1+shjmMopY74t345XufHi9Ya//AP/4DLL78cmzZtwsqVK3HhhRfiAx/4wIleGhERERERERERERERERERERERERERERERERERERERET3BeEc+hH4euK4LrY8UIFraHMdZFnvIsgxxHGNqagphGGJsbAwrV65EGIYYHR09zoupGigiIGY0ZLFIVYYMmIuHDL5jhEQqmiIaWeUYABzo78HE+g3oh4fzfxNJBM+M2RghGTNIE0WBHVAywiapknkcKi4fZ4WWwlI4y7XmmI9IhYuElaRIjOiVfZwVzJFxHr0C7GCOUjJfYxT2FoSn5vcW9mfQaJrrKMJQYVAKPDlmGGoWjarQVX8mj2C5rovNT92Kmx+4HiePnYKa61nPh0YK1xmc8/6Zu7H+KWcBGETBvIooWBIHGOtMDN13VIpgWWNRH35j+P0d3Pvh96N8fqUS6xwnbX4Kdh3ag4PxXshUoFUfhIlSnWI2nLXmQWbGrFJ4RszKXI9IRSlmZZxfq1IMSaHmDo9ZybQ6ipXI2Ao5ZcjysFj5WJkK+N7I0LFYBPCNZz5NVel9MyJUaYJ6rRiDeQ+SPnyvuK7ItLUeF6VYVG34Ox0lgR2zUrLy2FiEGGuNF+cwxrTWpUBVbO1zwbGl6+57w38PDI417mcmMTJSXNvl7lgGIp/xjGfgGc94Rv45DENceeUn8LVr/xZKutiw/gxEUS8f37VrL37xgufh4hf/Et71rv+Ger2OIAggpUSWZajX6/A8b8H/rtVqc/f7+Maslmo8K0kSCCFw/vnn40Mf+hBc18WrX/1qXHvttSd6aQRYvzeJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiWO/fIh9DPA8dxjmm04kRY6nvQWmNmZgY7duzA3r17MTIygi1btmDNmjXwff+4rH0QaDHPc3TnNFsLVrBjkQaDGYOxT5NZc5jHmVNnGbBj5l6cef5FduxHJqXAVPEltxRJqgoomYGeKOxZUSS3FJjyKs7lOE4eSYqjPupmEMsM9Yg4X28c9u2YlRHfUqV9mRcjTRVqtUHEKAxnS3MU5ypHtay4UNSD77eGfi8IZu1AllsKXRljQIbnvOwy3LrnepTpTKM2F7M6EOzDSLsz2HccoG7cC3P+RETWmLmuKO6jUbHXOOrDr1fEuaKedT/sMJiy5pEqse+d4+LSK96D6/d/BYmO4cJDIPu4+uGPo5/2S3G34meVSdSMmJUZaxKqFKEynnmhYtSNsVQreDWjM2nGo7SCVxsexYplhLoxZu65fE6lZSnOZMasItSNsSwrRbHMyJMW8DzznEZcS0Soe8Pva3lfUkvUKwJ1kQjgG5EuwI60WeeUIeru8OhULAI0jPVILUpRLPuemNdHqsRan/n8Loh/ZWLRmFWWZUs2ejTM/HofjzW3Wi286U2/i3/96tX4+nWfw6Uv/wUE4V58/NN/gmu++iGE0Sy63UnceOPNOP/85+Css87Ca1/32xBCYMOGDVixYgVarcHvpiiKcPjwYezatQs7d+5Ev99HFEWYmZlBEAQQQiyL2OXjQSmF8fFx3HPPPfm//ehHP4LvD57ppfzfTURERERERERERERERERERERERERERERERERERERERLS8eEc+hH4euK677EMPrusuySiDlBLT09OYnZ1Fs9nEqlWr0Gq1FoSRjkvMyjrnMW7ZZVmeucnKkaxSpCqntV2wMg7MkGFvbwf+0+n/N+741pfzf1dSwKv7c1/X1j4cK2YVodldOXTMjLNEUYB6RTBJSQHfHx7HsaJLYR++EUQyt6hUjPrcHHEcWHEsc79yQaSrmN91XGu9fqNYrxWeinqVUao46qPZahtzGgGjsId64+hCV1mmccbWC7Dtxq/gcHQAWVb83tBZFkx1rAAAIABJREFUCtetIdUKs2Imj1QlcYTu6Cpjb8a+RZyHxcpjcRTA84cHyaKob903a69xgHZ7bOh+4lIgS0lhX3fXhe838ayX/Rd8/dMfxLk4H9+d/TZ+403vxaf+7h2Yig9ixcjquf0Wd1ojtYJV5jMv0wQtZ9TYRzGWyNgKJWmdWlEsMx6Valk5JlQEzzWuo2tHsMxrJ1NhR8KsmFUIvyLyNPhsROEWBKHMyFOIuj98Hq21va+0OiwVi9CKa7mlKJZ5TpUKKyxlPuNB3LPiZ1LZ990MZIXxrPU+y9K85vqCaBZN83lKkzywNMxyjVkdDxdffDEuvvhiAMDevXtx5ZWfxNlbz8L6dWtxxhlnYPfu3XjDG38Xv/zLv4x6vY4777wTjYYdOsuyDFprHDp0KP/vmiAIoJSCUgqu68LzPNTrddTr9fxnz/OW1X15JBqNBl70ohfhwx/+MIQQ+MhHPoJbbrkFr3zlKwEsfMfpOOPlJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiJxDGrAjA8YspPZ6W0h6yLEMURZiamkIUReh0Ojj55JPhG3EX01Ja+2IWRKosTuVHxxor4igaGdzKkkMGAQHXde0wjypiVkLE8LwiIGQeJ5IQdX/90DErulMKUVmhJRnn5yp/zzwuiQM0jDlqtSKMo6TMozlxHGBifDIfM8M8UhTRK6WEFdexYkxRL49EldcUhT078FSKP3XGjaCUMWcY9rBi5dqh34vDHsa6K/LPei5e9euv/xN88a/fbcXJ0ixFzalhd+8heJ1WHu4SSVgZ6lLKjnhZka24j3a7M3xdcYDuRHEtnVLMqttdbYwVc4bBDBrNIjaktUatZgSi5s7/1LOfg5tWfgo/TX+C337n3w+iN+0mdob35zEr831IU1UdmkolPMd4To19CBXDK4Wc3IrnLNUKXq0+dCwRMZrN4c+FEJEVY0q1QLs5PPSWyAheRTyqHI9TqbJCXOaeYxmiNTL8/pT3LFNhBavKMauRphFhWxCzMt5XnVTGtSLRR8N4b1Qq4FecM4j6aJTDV+Y1MeYNY/tYlYrKmNVy+B1fdqLWvHbtWvzxH7/D+rdTTz0VN1x/3aLfcxwHtVoNruui2WxidLSIyGVZhjRNIaWEUgpSSsRxnH/2PM+KW80Hr2q12rIOPvm+j1/91V/FunXr8P3vfx9KKbztbW/Dueeee6KXRkRERERERERERERERERERERERERERERERERERERERE8wjFkRgEEgRGt9opfxmCyFIJTWGrOzs5iengYAdLtdrFu3bkGApWwprP2xy4C54EeWZVbYJrOPQl66ynTxc3m2LEPmD66bHT8SqM8FpuKwh3pjeMBHiiiPKZXHXNcOUc1HpAZjxXGpFKUIU0UQKw4wNjYxdEwpkc+fRAG81cV6zShOmhbRqzDsoWFEqUxxHKDVNsJTxnqjuI9OpwhPWQGhJETdN89dxLLiOLADWa4dwVo5eVL+OZv7PdFuj2PDuefi3u/cXIxlKVzHxQO9n+CkTU/J96NUAs8bHhka3E/jGltRqrAySpWUA1lwK8fKUS/feGZc1ynialpb12XL6efi7KdfBM8b/KnsjK/Aw9MP4mkrn4VUp1aILc0UvCFRLGAQWfLcigiVjFCvGBvsywi5Zaoy1pSoGG1nbOj3Ihla35MqQdN4vsxjExGiOVLEmMphKTNepVK5IMQ1T8gYnluMWfcgCey4Virt5wNmhCrE+KjxTBvnUEpY90stiGKZ5+xb8arBscOvZZz04Xtm+EpWzhsmPfhmzEoLKyo2zHILIy239QJzf4PK75Lj5MGqYcfPB67m/3cURZBSQms9NHTleZ4Vulqq12nHjh3Yvn07XNfF85//fKxbt86KfBEREREREREREREREREREREREREREREREREREREREREdK4xZLXHDggyPhydCTOlE7kEIgenpaczOzqLVamFychIjIyNHfe+O59of63ke69PoGKfXKIV9RIxUp6i5NahUYfNTtwIA3FLAZj58E0cBfH94HEqKInqF0nmsYFIUoD3aMVdonasIMkm4tRqGEXEIz6sIYimVr1fKuBTHMqNORswq6KFhBIXMSFIc91E34jnm3YzDACtXFuEpc34hIvtaGWtUpbHy98wIVpYV0btffOFv4ie3fTv/rKFRc2uYkocwOnJyvh8pEzsu5Zbup3WfimtcPre1rnLMypxTxnacy4wPhT34fnFtF0S9jLCZlLF1fgBInATAIF7lukZIKUtRc4yYlRm60go1d/iYUAm8WnXMCkbYKdWyNE9BpIkVlrKCbSKyYkwiFWg2zGCVEcWSMcZGu0PXE4ugFISSdhDKWKtM41IsyohrJX00jPujtKo8VsoI9VpFoEqE1jxS2YEq8/dGmIRW+G5w7PBQXZj04dfN+56hZtxr8/7FSWDNm0GjXq9jmOP19/xYWo5rBh75uh3HQb1eH3rvtNZW6CpJEgRBACklsizDj370I9x1113YuHEjtmzZgtNOOw2rV69eNGIZxzHe/e534/Dhw2i323j3u9+NiYkJ65iPfvSjuPXWW1Gr1fCHf/iHOPPMM/Oxv/7rv8amTZtw6aWXAgCuueYafOlLX4LneXjta1+LCy+8EACwbds2fOITn8C+ffsQxzGSJMHk5CQuu+wyvOQlLznq60OPI3f5vV9ERERERERERERERERERERERERERERERERERERERERVGLMiAE+cmJXW+sgHHiNZliEMQ0xNTSFJEnQ6HWzatKkyZLKY43X9j32TpJgwy7I88pJl2o5HGd/IkBWfjTDST/dsw57eblz9o4+gDg97px/Gy3/x4rkJjPCSVHn8qByzsoJGKoFXEY4yo1dJEmJ8YvXQ45QUedwojgIrflOrmdGluDK65DhFOEqVY1ZG7ETrFLW5aFUU9Ur7MiJBMoHvD1+HFKH1PbN0JUX1uYWsXr8UERqNIp5lvmNCxAidALtmH8RJnc1IMw0HLmInQVMm+X1KFwSrzIiXsENXZrhMRqUx896UAllGlEqppDIaFkeBvVfjOoTBLBrNIvI0uNbFsTrT0G6KVKu56FrxJ1Tr1IpSmU99mkl4ZoTKjHKpGDVn+LXRWtvXQ6tS+Mq4HqmA5xpjRlgqLgWhpErQMIJoVlBORlYUy4pHJfY7kC5YjxGh0rIUlrIjVHXPjoS51jtjzJMmqNeGh67CpGdFyxbEtcz7LgOsaE3mnwfhteKeuOb1EgHG/VVD11aeN0z6WN1eVxy7SJhmOYahluOagWO7btd14fs+fN9fMJamKZrNJrrdLnbu3InbbrsNX/7yl7F//344joP169dj48aN2LhxI573vOdhbGwMAPDFL34Rp556Kv7yL/8S119/Pa688kq89a1vzee955578P3vfx8f//jHsW/fPrzjHe/AJz/5SUxNTeE973kPduzYgU2bNgEADh48iKuuugqf/OQnIYTA61//epx//vl4+OGH8dnPfhbnn38+XvWqV+Vz33jjjfj85z+PsbExXHDBBcv2HhMREREREREREREREREREREREREREREREREREREREdHSw5gVARjEGo5nCOrx4LrucQlCpWmK2dlZTE9Pw3VddLtdrF+/Pg8WPRpLPyb2yEIXi+0kQ5ZXteb3fHB2D7btuQVPOecZuPQ17wQAfOwDb8GKVYNIjBnaSNMifhTHQWWwahA7GsRHhIit6JMV74lLwSTXDC3JPMIUhXboyIwgpbIcTzJCXo4doppfk9bainS5rpt/Lw778P3hsSEl7UiXGdqRpYiTa4auZGJFnMybpEScR7vK10CWQleZGbNKImw+fSu27f42Tupshs5SHAz3YWLDyZCiuE/l8JS1HyXzazI3aIwllQEuqeLqOWVi7cf8Xhz10BpdP3SvUThrhbvMdaepAgCs2nwq9h7chU6ji5oR0Eq1suJIjvHOqEyhZkWfiu0maWJFcqxnU9lhqTQtxaOsc8jKsJSQoRWEEjJB0zeeZXMeLaxzms9XLCIrZuXAKUXrjHlSsUgUqw+/NvwZHsxjvINaVEexkgC+Z8aslB2+MtYTiwhezY6m2e+peWyIVd7w96G8l0REVpjLrTFmtRQcr3XXajVMTk5icnISnueV/n4o7N27Fzt27MCOHTuQpmk+duedd+Lyyy8HADznOc/Bxz72MWveO++8E8961rPgOA7Wrl2LNE0xNTWFMAzx+te/Hrfddlt+7N13342tW7fmwa0NGzbgvvvuw759+zAyMoJXvepV+bkdx8Hzn/98pGmKG264ARdccAG01tbfRzrOluH7RUREREREREREREREREREREREREREREREREREREREVOXR13foCWXpx5SO7PHeQ5Ik2LdvH7Zv3444jrF27Vps3LgR4+PjjylkBZy4658tmp0acvyia8xKyauFgYYsy6wYUoZBWOfffvgpvObt/8OKxLhWfKr4d611PpZEoRVaKkeS5qNPSRyiXhGHSlWSB6sWjKUparVBoCgK+/AbRrTGLYeiGvn6zDiFFTeRRogr7MOvCEhFcc9arxWskjH8urFnM/AkklKUyogtpQK+b0Z3ijEhYmvMJEVirVNnRsxKxGi3xxHVE0QyRJZpPNS/F+dc8JK5vQ6uq1LSChKZEa80lfC84dEjJUUpVuZYY9WhKwG/boeL5sVJiLp5/YzzhWEPfqOIPJn3Vc5FxM4+7/nYEf0MaZZa8Sogs+6TGVJKtYJnha6K44RK7AiWYweYzDhTeR4r/JWWY1ZGcEkmVlhKaWlFoKzrmgrUK6JYiQjhH2XkSaX2PbfjWrEdunKLMa21vR4trOfDek+SEA2veE8G48N/b0gdW2t3FgloCZVUHjtYX/W8rvvECtMwZnX0yufzPA8bNmzAgQMHcM011+ANb3gDXvGKV+AVr3gF+v0+RkdHAQCtVgtBEFjf7ff7aLfb+edWq4V+v4+TTjoJZ511lnVsEAT5XOaxUkqMjAzejyzLUKvVrL/hzebw3/lEREREREREREREREREREREREREREREREREREREREREj5Z35EPo58F8TGm5hiuAxycIlWUZgiDA9PQ0kiTB+Pg4Nm/eDM87tq/OcoqJmSEX61ExPswHq7Isw107bsOugztw9bYPIc1SHAoO4uo7/g5tbwztWgd33PtN/O57PwKpJBpNI+BkRWmMOJTj5p/jJER7dGzo2lJVxJTisGcFmawYjbQDUOZtmA9ZAfMxKyOIBTOcVZxLiLgyzmSeK4x68P3W0OPiKEC7PV6MmUEsVYo4mQEhZUepzOsmpbD2aV8rmUfBtNZwzFCXiK1gWJqm+c8iieH5I7jwklfj+1/9JrTWOJTsw+ZTz8LN1342D1GpBee2Y1/l+5ufe5G9Lja2MIJlBr8iO+plXNs4tCNiqZL5OaSIUa/72LjlDNwuPoWnaAXXqQ6ume+DzpQdvjLeG6FieM7w50WoyApLwSm9FzAjULI6QiVDdFori3myzNq3HaESlc9vIqP8OS+fQyhh7XEQxTIiVEYsKhYh2iPFe+tae46t78lUWp/NixcndhDOKYWkrHc0Fah7w0NvCwJVaWw9W9YzUgp6yTSx4nJurTpsuBz/vi7HNQNLa90ve9nL8LKXvcz6t7e//e0IwxAAEIahFaMCgNHR0Xx8/pixsTEM0263Fxw7OjqKffv2YWJiAgDy/2apzUUMhRCo1+sLJ6Pjj1lhIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6AuH/CzUBGERJllNQaZhjuf40TXH48GFs374dhw8fRqfTwZYtW7Bq1apjHrICTkzMynEc4BieMssyK+Dz0L578dlbPoBkQw1bnnY2fvs9f4ffee/fY/2TTsXr/+zD+I23vwv9CYlzLnwh1m98EmanDmKkXcQ65qMb+VqH/CySCJ43PJKkpIQ3F96JwsCKFJlxqFQmdrjGOK9rxHGSOEC9PjwUpWQRVorCnh29csvRq7njoh4aDTPeZUSDkvK5ykGs4WPmOsqBnlTJPFIkRJxfG8AOQ8VR31qXUsKKPyHT+Y8iidBojOBJTz0XD/XuQ6oVElfm3/O8+txaUtTM0BKGh5QW7OcIwSp7zLzOsjqCJWM7dGVc9yjsw/ftezI/rxDFdReOgNISnjs8HqW0QM0pfk+kmbKPNfavtIBnRNNcmBEq+/l2F1wr45yZLF1jYx6VwHOKsaz04lvRp0WiWLEIUa8Nv65xElhRpzSVpSiWHdeqmidK+tY8KpVWhMq8drGMrHnKITTXuK4yTVCvWI9QsTWmUmEFq8z1hXEPDd9+P6z1udUBpaUUWDpay3HNwPzvv6W77qc97Wm49dZbAQC33XYbzjnnHGt869atuP3226G1xt69e6G1RrfbHTrXGWecgR/84AdIkgT9fh8PPvggTj31VBw+fBjf+ta3cN111+ErX/kKbrzxRtx6663Yvn077rnnHvi+P3Q+IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokfr2Fd5aNl6IsSstNZHPnARSZJgamoK/X4f7XYb69evR7PZPPIXH6Pjde0fa9wjy47u+m7ffxd6tT5+933/G57n4fMf/fN8zHUHsSi/2cIpTz0H7XYHANCbOYzW3M/mcYN1G/EjIz4k4tCKFsGMNxkxnTgOrCCTOV9SCjuZY2ZgKo76+VoHpyrWp5RA3S9iVlakylqTyte0IHplhZoS+H5FxElJ1OvDozxSiiK4JCLrONet5ccG/Rk0Gq1iDjj5XoP+DBpNY8xx8nuRZZn1jgkRYWR0cE02nPU0/PBb12PjxrMAAFpnqBkxoflzKyVK97ZYv9baCqKZe10Q50pVft+EiO2Qk1PcO6WUfa+kKD0LRqwp6qPuby7GjO9JERcRsWYdgeyj5gzfR6xi+GYcSaeouca1MONRmULNCF2Z+09UgnpFMEtrbYWd0jStjFCpVKBeK9aTobiHqU7hGvtQ5QiVsVYhY3g185kqRaisPavSeozQlBaVYamoFMVSSlYeG5eiWOa7FiYBGkZkSqXSClSZxwZRD436iHWseU7XOGeY2McKlcC3YniMWS0FWZZZz+dSc+mll+I973kPXv/618PzPLzvfe8DAHzwgx/EC17wApx55pk455xz8Fu/9VvQWuPtb3975VyrVq3Cy1/+clxxxRXIsgxvfOMb0Wg0cMopp2B0dBSf+9znEIYhkiSBEAJKKczMzOANb3gDACzr/+57QliG7xcREREREREREREREREREREREREREREREREREREREVEVxqwo57outNao1WpHPngJcl33UUUZsixDv9/H9PQ0pJQYHx/H5s2b4XnH//VYauGQQzN7se/gwzg48zDGWt1Fj80wuPbb7v937BG78byXvgKe5w2iO+7wQFTQm8bK1esBALMzh9BsjRrHDQ8FWZEelZRCVPa1mz9XHAV5bKpMpyoPYg2iSGaAyYhZJRHGu6uHnkunaRHOivp2LMncu+Pm34uiPur14VElIWJ49cbQMWRFJKoceMqyNB8Lg1krWGVe9zCYsUJa9pj9PXP9aargGr8fZBKh1RoDALzw116LW6/7PM5+9osAwPo9Yq4xivrWvSjHpMxrZ+41SYJSnKu4lmE4i4bxPfPZieO+FQZTMrECaFZkScXW+c3rIkSMuj+4ZhueuhUPbfsZav7wZ0XIGJ4RoUq1gleKbc3TWlpjZmQpUTE8d/jzLVQMz3hWlZbWOa1glhbwvGLM/D2ZiNAKN6WpvVZzsTJNqsNSIoTv2eE/6x0216ME6hVhqSgJ4NfMdzVDzZjHPFao2JrHseJadnRKpqWAlvnMxz0roCVVYs9rri/u27GttLQXd+n8/j4WltrfpKO11NfdbDbx/ve/f8G/v/nNb85/vuKKK3DFFVcM/X753y+55BJccskl+ecsy3DhhRfiwgsvPOJaTsR/6xAREREREREREREREREREREREREREREREREREREREdETE/8/2CnnOM6jikEtFY90/UopzMzMYGZmBvV6Hd1uF6OjoyckgOE4Tr7+x/v8R3ONpmYP4upv/y38iTbGNqzG7Q/egEj0sXnNmZXfcQD8+KHbMdOcwRnnXYDGyCBMFYd9NIxwkhmLisIeGs1BOKk/O4U16zYV883FZsoxLDMso6SoDBOZ30niEM3myNDjlJL5HEkcWpEncw4Rh6j7w+NTmLt/wHysafi5zPniOECnM5F/NsNJSlUHl6w1iXDBcXngKZiF3zSjVMV6w3CR0FU4C98aM+JVIrbOlyQhOqvWAAA8z8fYmtV46tZnz62lOF+ttO9mY/j1iaIePCMMZPSPEIY9+NZ1LQajsGffN2MsDGasvUolrJiWGUeSIrbusRVOSuL8/Oee/0v4zI1vw5Mntw49Z5LGVhAq0xo1x4wEGmGnTMJzjSiWMSZkjObI8GsVywh1I/qUaoWaFcwynqdMWKGr+fAcAESJHbNSWqJeM6JPMObRAl6tImaVBKVAVen3mBmhKwW8rHspgspA1YJ9aTuuZZ4zSgIrrqXS0r6sEFdQCl/JyphVmNgxq3KobLGY1VIPLA2zHNcMnJh1L6Xr5DgOtNbQWlv/Zv5vt/RuERERERERERERERERERERERERERERERERERERERERET1W/P9kp5zrulb4YLk6UqwpjmPs2bMHDz74IKSUOOmkk3DyySdjbGzshMcolkJM7Kc77oCspfjtv/g7vOadf4W6V8fv/NmHsTN9EN/9yddLRw+uV6pTTM0cxI7wfrzy99+LKJhFs9UGAMxMHcBIe6z4hhmZigI0RwbHRf1ZNOZ+BoqIUhLbwSYzFqOkgFcfhGSUUnBrRTDIDBElcWDPUSvGUiXzOcKgB983IzbmuRLU60YMx9iHGQWJwj78xvAgkvlzHAWo1804lh3p8ueiSlpra8ycIwx6VijMMcJTUdRDw4g/md+Lwj7qFdGuOLKjUdZ1TCI7ZhUHaI+O55/XrDs5vxZVAa4o7NvBqJq55sCKjllrjvp2uMu1x8wAl+OUx4o5lRKV80iZWKEr8/5LEaHZGgTaxidWoydmrUCUFaFSiT3mOtZc5rFpllaGnUQao2aGrsxgloyskFOWZai5FcEsreB5devYYp7QCjfpTFsBMzMQJVOJuhluQnVcC8Z11VrbUaxUWGu3Il0itOYxn4HBPMa+FolORaJvxawAO6TnlgJV5jyAfS3Ncw6iXeb7XbPui1tjzOpEWwp/R5eC+Uim67qo1WpwXdf6H1oiHOf4/A8REREREREREREREREREREREREREREREREREREREdFx4B35EPp54TjOso5AzIcbhsU3tNbo9/uYnp6GUgrdbheTk5Oo1WoVsx1/x+P6HylK8vD+e3Hnrtuw8clPyWMX8+GLl//eu/Bvn/kw7r7pG3BcB5tWn444ifDv/99V2Du7A6KhcMXb/juAQaSq0RzEhXozUxhpFTErM6Ih4hDN5iBglcTFdwbHDe5NHAV52GmwCTP6lMCbCxMlcWCFqExJEsHzh4ej7HP10TCiSGbwRso4jyApJeE6w8NZcRxgdKxrnMuIGLnm2u0wlLkmqZJ8TCSRFdEyr18Y9qxQkxkeCsNZ1P3hwaoo6qHTXTF0/VHUR3u0WL95Pili1I1QVxKHVszKPNac04oMxdWxrKgc0jLez3iRYFUY9UrBs1JczJgTWWZFjcrBMitmZj6rIkJrLmYFAM2RFuquGWRaJGZlnkMrO1yWSutYM0IlZALPMc5hjCUyRL1mPBeld9s6ZyqtY83fM7GwY1au49rPrLHWNBXwvOF7jpMQnbbx3JTCW77xvcF6hkfDEhGi0xofPlYKeMk0KUWximOjJETTjKa5petTClR1xlYax9p/F6x9ygi+N/xZG3ae5W65xqzm/3vg59X8NVhK/41DRERERERERERERERERERERERERERERERERERERERET3yMWVHOdV1orU/0Mh6TchBKKYXp6WnMzMyg0WhgxYoVaLfbSzJycSJiYubZDk7vxY0//ALe/IEr8c9/+678382g0LkXvhiNVhPPeO5L8f1brsP0tsP4tVe+HRufdAb+4f/9PTRGBrGhJArRHBlEqnrThzDSNmNWxXwijtAYmY9ZFWErpVQRmAr7qPtmbKe4d2kq89BTHPVRrwhWKVEdvTFjNHHYs+ew4lMiD2fFUQC/Mfw4EQd2pKoi8CRFUnmckjLfcxjOWsGqcpTKim+5ZvwpQGfcCPQ49tjKyZMqroEdD7ODTokVyIrjAO0xM2ZVM75nBpGMIFEcwvOGh4ziOLDmt0JXpSiVOZZEfTSbRrDKEMV91OsVz4UScNziz6CUSeUzJJIQ3bHimo10u/Dc4VEskcZWgMyaR8VWWEpnaXVcSwtrzNqztOcxz6G1tmJNqZbwakUwK8uK3/OJjCrDUuV5VKpK71F5X8PjbFHSt4JZKpX2PCjva3gsKkz68I17qZSsvAaxCDA2Mj50bMGxMsQqz3gfysca65MqXhD/Mrm16r8tyzEMtRzxOg/e45tvvhmHDh3C+Pg4ms0mWq0WRkZGMDIyAt/3sXLlSnge/8+AE8498iFERERERERERERERERERERERERERERERERERERERETLBf+/2Cl3ImJKx5rjOEjTFEIITE9PIwgCjI2NYcOGDWg0Gkee4AQ6kddfpRIHpvbg3R//ClzXtQNMRqCoN30YI+0OVqxeixf+2quxa/tPsPFJZwAYBEQ8bxDMEUmIRnMQWerNTmFyzYZ8DseYT8okj0KJpAhg9WcPo9mai1wlYXWkSkl4c1GcKOznPwN2hEupJA9RKSXhGGEnO6YUwvOHh32UFHlgKgpnrbCSeZxUpUiVsV4z8CRVXDquGMug84hRFPVK57JjVmb8yZw/jvpYtdq87mZIK7SDVWZkS0bVQSepyM3sAAAgAElEQVQRWd/TaWpdc2uvzvCIVxwHGG0PjwzFcYCWET4rj7XNMdeOYI2NTeSfzQBUHAdYMbrGmLP4XhT00PDNOJKw7okZUhJJhFa7k38++xcuwg++8XWcfdIvoF7z7eBRKtA074sRhIpLEapUKzuKZcajIOG5RYTKioLJGJ47PNCmtLDiValWdszKyNjFIlo8vGXcX1WKYlkBLxnBM/ZlhciSwIpQlddjr70cnrOjWL5n3K9UwjfDUlYUK4JfK45dPFCV2IEqtxQGM98PnVjnhGvGv1LUvOJ3S9lyjCxxzUdnKV6j7373u/je976HWq2GJEmglIJSClmW4eDBg/joRz+KrVu3Lst7TEREREREREREREREREREREREREREREREREREREREREsTY1aUW+4xK601AGD37t3IsgzdbheTk5Oo1arjIkvJ8YtJDO6xGc354b3fwilnb0VzLkBlhYhqxc+9mSk0W6PFmBGmssM/MRojg7miYDb/uXyc69byzyIuvjM7fRCt1iBcFIX9yjiUkiIP8cRRkAe0yuexjouDPKBV3kMSB2iPDQ8tpcqIWUV9K/i04FwVQSxrPikqo1FmeCcMemgYYSTXiOdEYR+diRVD55AiqrxuUpZCWq79PTt0ZQS4kgiNZnH/s0zDZF4He99GhCmJMNGdHLquOA4w3l1trMsOVnW7q4pzGd9Lkgh1I5Zk7ieO+/Dqm/LP5u+DMOxZz0ymtRXCgvGOJHGI1mjxbGSZxjNf+v+zc99xUtSH/8ffO2X7Fa7B0Q+EAxQFVLC3aDRWrBiNsSdGo8YYNSaxfGM3iT32EjXGFhRrFGsUQREVUUSUjrSDq7s7fWZ/f9yx+/kMe5j8osDp+/l45PHd/c7MZz7zmZk9/+F1BJ5/8++YOOJk+Ro9GymlGL6Sok+eCV0KTflQxWCVcM6NRZ9s10Qi0U3kzDGgq8X76wWeFJoS75vjmkjEqgvfFTH2ZeekyJPvu1KISwxCeUFomziOY0gRqkgkIj8foRCYppZ+bk07h5gwTj4v369w0EuKYiny76v0XPtytAti4M7JIiq8K+FYnSLFv2ykUyl0pydGg/L5vPRe9wQ9cZ2/Db/5zW+k70EQwPd95PN5GIaBsrLOv7Fcq82M609ERERERERERERERERERERERERERERERERERERERN8hjFlRgaIohSBUT+K6Ltra2tDR0YEgCFBdXY2KiooeF2jYFDGx7tZk3uKZGDh668J3KTglxFqymVbU9u5XHE/cT5V/TtZHZmwzi3iiM/DiOBY0vRiNkSIpkeIxmbYWxJOdMSDbNqF1E4fyfA+q1hn7sS0jFG8S9nPtwnktI9ttrMkyc6isKh1acr1iEMvMZaUglhTYcoqhqCAIgG4iVa5rdxubEgNblpWDHi0dLbKsHKr1vsJxofHF4JYY73Ht0BqIMSsb0ZgYzxJiPY6JRKqs8D0cs4pIMavSnx07FNkSIkOuY3UbCnIdU45/SQExayPBs+7DXYbRgWisGLNSQ8+weO2mlUNKiFlZZhZbb78n1EgE/37vuVAcyYaK0pElx7OhKUJYCnmowv2GFGTyoCml41qObyMdKR3MshxDijPl8/I5xN8ZyzVRLUWohOfLMRAVYlZBPpCezY3Go6Rx5ChWOI4kv9PyOIp0XTloWul7GT6n69vSOaVnwnel63B9W7pO8bnLmVnE9OL74HqOFOYKv9PJmuLzFNYTY5E9MQzVE+f8bWpqasI777wD27YRj8ehaRqamppw5JFHoqKi4usHICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvoPMWZFBZsipvRNyefzME0Tra2tME0T5eXlGDBgAFatWoV4PN4jQxaba/2Xrfoc5X1qC5Ei2zbl4JRajL6Y2XbEGxqL28SYlRAlEkMxtplDrCtmlWltRiKZFsYu/gSJUZhMprUQwLLNHOLxVGFbIKyRqqiFe90ZfeomMOW5haCRaXa/X2dsSwwmFa/J9zxoXZEdy8pKwSc5emVD74pvOY4FrSu2teGcnI3sJwa2skilKkqO4bpmt9fiuhai0dLhH2+D0JU4//BxxXvp2CaSZZWF7xvErLoJWEnn9v6L8FToerrb5rjhCFY43FU6VGSamdB9lH83FCEk5XuuFAAzzSzSFb0wfq9D8eyyBej4pL0Q0fHyLjSl9H23PROaWnpbEASICMEqP3BD+woxK9eSziFel+1a3QahgM4o1Xqeb0OXYlbFfU07FKGKKKE1EiJUXvdztR0D8Xgx8qSE3gNxncMxKymKZRtIpUoHvDpns7EolnDf7Rxiwnvu+m4ofCWsgZNFTIjJeb6NaHfPoWejKtV9zKrUnLd0PTEMFQTBBsG076P163DDDTegqakJCxcuxNChQ7Fs2TJUVFTg8MMP39xTJEAKGBIREREREREREREREREREREREREREREREREREREREfV0/Nf+VKAoCoIg+PodN6MgCNDW1oalS5eiqakJqVQKQ4YMQV1dHaLRaI8KcoVtrrm/P/dl7PzDwwoxq0xra+EzIMeMLCOLWEKI0ogxKmE/MSTi2CbiXcd0tDUjIcRopBiWWvyc7WhFPNEZvbJtOVSkCnEtKe5jmaHYUSi00xXosowMorHSwSrPtbsNJilKpDCmbRlyPEkawymGs3IdiImxJDGO5RfjWEa2Q4oqietimdnur8u1ENW7C3jZGwld2VKYSYxNua7TfezLziEp3L/w74X4DIjzlO+FI8XSpHvohddfiFJtJILlb3DcRgJZ4toaWUSFUJEYbuvcufgxn5cDOb7nFgJNh/7018jpOTw67694deFktJutUIVAE4TX2vFtaErp63d9B5oY0Ao8ORAlxpoCF1o3ESrbNaCrpdex81qKE/J8r9vgmu0YcuRJCYW3xPsaOPK+wn9eWI4VCmYVtxlODlHhOM935X2Fa7ZcA7pSOlDVGcUq3j/Xd6RxxbkadkaKWXm+KwWqpPCVlUVUE/f1pHVXpKiajVS6+5hVTwxDcc7/mS1xjdbPacGCBbj//vtx3HHH4bLLLsPjjz+OgQMHMvhFRERERERERERERERERERERERERERERERERERERERE3zj+S3Yq2JJDUI7joKmpCYsWLUIul0NdXR0GDRqEyspKKcgQiUS2+CBXdzbF+kcQgXiK9sw6RBIKDCOHeKozHtXRtg5JIWYlhaksA/FECgDguW4oYCV8FqJAtm0i1nVMpqMFiWS65Nji8baRQSyeKpxTk8JRwv0Ww0RWTtpPjh0VA1OdIaruIk8WdL10dEf8bJk5aN1GpIqxJtPMSpEqebxI4VoMswOxaOn9HMeU5huO5+jR0mvjOna3oavOYFXp0E/gFSNb4W22bSKVrih8z+fld00OWJVeu40FwzzPDoWuxOMc+TmQjnND1xPeVnodLDPX7TbP86RnMnyt4e+DG0fj9CvuwE4n/xQr3WWYv+6j4lzFd8i1oEVKh65s15RCTn7gQVNKh6a8vAtNiMnJMSsrFLqS/9RLMavACYWmxHFMeRyI4TE5UNUZeRLnKu7bfVzLtLOI6aGYlVZ67o5vSWEpKTrl5ELRqXDsS9jXlvd1vfAaCLEtW45ZKYoih4uk4JqNsrLi71sYw1CbRk+c87dh/RqUl5ejvb0dNTU1eP/991FdXY3W1lZomvY1IxARERERERERERERERERERERERERERERERERERERERH9dxizogJFUbaoEFQ+n0cul8OKFSuwfPlyRCIRDBo0CP369UMymSwZq1AUZYsNcn2dTRKzCq3ZB5+8gYmnn4dcRyviyc6AVba9BXEpZiWHqeJimErYL9JNmCrwfWhaZ+Qm0148T3g/RQjzmEZWiGbZUmAKQlBHjAR5XiiSpAiBpiAoBLYsy5ADUGL0yi2GqBzHgipEuaQ4j210G0HyPa8wD8vMhvYrHcExjYwcvVLkwFZUDDVt5JrFtXG9YrDK8xxprYE81K719jwXEUWIIgmxns41KG6zzBySqWLMKvBDMatQWK7UZ89zCrEsx7GhCuf2XSd0DzdyrWJEyLW7D5SFjhPvt2VloQsRMUW6Jx2IxZOF7/nQb2P4+/q59u43GEO2GQOvPoppS1/c4Pod34YqBKrEZ9j2TGmb67tyIEq4v17gdLvNdk3oSulAFQAEQojL951uI1S2Y8oRKkWMUOWkdd0wQiXcn/BcI/I4YiwqyAfSMyGN4zvdhq4MOysF4cLzkcJXdhZRvbgv8oH0nEvPiJ2DrpYOaAGhwJdrI5VO4rukJ4aheuKcvw3r/3uioaEBL730EoYOHYr33nsPc+fORSaTQTQa/ZoRaJNQNtH/iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiINgH+82Yq2BQxpf+E7/tobW3FkiVLsG7dOqTTaTQ0NKC2tha6rm/02C3lGv5/bOq5u56DVFkF6gc0INfRjtj6SFV7K+LJNICuCJQQQXIsE7FEZ6ylo3UdkulimEqKwQiBHlVVC2GRXKatMDaAQmAKCEVrHLMQEnJduxA/6tyvdDDJdWxoul5yPyUSKexrWzloYvhICQegOrdZRih0JKyD69qF6FWpOa0/l2nK0RxpTsIamWZOil6JwZzOUJMQFBK2ea6NaDdRLeSLwSrDyEhhJuncuQ7EY2LQSdhmZBCPpwrfHcdCQoiRBXm/OBfPk9ZIWhPhT43nFYNVnTGpuLDNDV1rpORxG6yD5xSCZ57nhCJYbmiNhDE3Egozcu2IxYSYVV6OVwWBL3wOpDV1LBP7H/NzRAaXYdqSF+Xgke9Ai5SOWVmuhahwjeGwk/j74AUeNLX0M+h4NtRI6ThTPp9HPgiN002EynYtaErpIJTlGIhqwlwDX5qrIt5z34GulQ6KmXYOuhCzUoSYGhB6djaIWRX3M+wsoqoYdguHp0IhLinSJYbe5H0t15RiW+IzEj5HAAfJZPcxq54YWeKce671a3D++efDMAyMGTMGyWQS559/PiZNmvS1/z1FRERERERERERERERERERERERERERERERERERERERE9N/Svn4X+r6IRCIIguDrd/yW2LaNtrY2ZDIZJJNJ9OnTB/F4/L+KUjBm9Z/IY/a81zHrk1ew+8FHAOiMLsW7IlW5jnb0qu4DALBMA9GYEBtyXehd8Z9MW4sUNhIjL2LUSPxsm1kpqiTHnYRolm0i3hXXCjwHWrQzYOM4FlRNK3m879nQugkhiXOzLXMjcahiFMk0c4jFxBCVGEGypeiQuE28DtPIwjSzuO3PZ0BRVJSX90IQ+FAUtRDBCYIARq4dqVRxLfP5PFatXIDXpz6CfN4vBJ88z0MkUhzfc4vxJ89zpKCYHGbqkMJM4nxzuQ5ExXsSOk7cls/L0SbxebWMTGG9giAonMPzvA3iUuvnbJpZxIRg2MaDVa4QrPKkeSBfjKmFx8wHQbfrEg6FifcuvGbhmJX43TKyUjDLcWzE4knsP+kXePEft6F5xlrYnoWYFofn29AUIboGMaZmQRfjUUqk22crCFxo3YSuHM+CrpaOPvmBB1WIyHmBG5qPsD6eFYpHCTErOydFnsIRKjEI5fluaD7C++gY8j2IyLEo6b3z7f98PhuMI4e4UulyYd9It/t2rkHp+XU+53Js6+tiVkoohrWl64lhqM0x5y1tjfL5PD799FOMHj0aixcvxkEHHYSlS5fioosugud5iEajXz8IbRpb2LNDRERERERERERERERERERERERERERERERERERERET0v2DMigoURdnkIah8Po9cLoe2tjbYto2KigoMGjQIuq5//cElMGa1cZlsB55/bTK232c/HHTCabBtGwBgGznEuuJRltFRCFt1tK5FQogsKapaiHZkO1qRSAvbhNCOHLYSwjVm8Txde5Y83nUcRLvCSK7rQOsK2ISjQd2FqMLbpJiSa4WiV2IQy4W2PmZldEjnUqQx7ELUKzwGALz07D14d9ozUDUN5RU18H0fDQ0jkUimcN0VP0ZEUeHaJq689AhEo3Gk0uVwLBuPP3It9GgMqqJi8ZLPceARZ2DW9BexYsWXqKysg2VlERPiYn7gQdU63xXDyBTWDJCjO0auA9FY6YiYaXTI0S7hOnPZdinoFAS+dJ15IX6XzbYX7q3jWIV1tK2ctI5B4BfiUpYp388gXwxPeZ4jhbvy+XzxOCv0HIgBrtA6hCMzciDLKoTCwvuaoXGCQH43xZhVJtOKWDJd+O57TuH5OPC4X2LRgjmYsvBviPsx2IaFreq3FeZePKftWtCU0s+wF3jSPfUCD5pa/J2U3p9QMEv8WXF9B6oQwfJ9F7omxKzEeFTgSucQt1mOIUWexG2lIk+adA7hN8E1URGrLjmO41rSXF3fha6WPqdp5xAV38lQNEpcO8s1EVVLPz9BEMiBMd9GVCv9rjuuJUXtvLyDRKL4zIQxDLVp9MQ5f9Ns28Ybb7yBUaNG4e677y6ESoMgQBAEqKiowLXXXruZZ0lERERERERERERERERERERERERERERERERERERERETfNYxZUcGmDEH5vo/29na0tbVB0zRUVlYinU5LwaD/H5FIpBBt6Gk2yfqrEZz0+yswYPAwvP7c46ioqgUA2JZRCFjZplGIEmXaWqSYlaoWgzmZ9lZU9BpeOF7TS4d1xM+mkUO8a2zPcQrBIyAcwIoUngXfcwuRKsvMhSJSQnjHcwqRqnDMRNrPteTolRAT8n0XetcYtpmDHisdvHHd4rkc2yoEpXzfx/JlC9C3YWsce+of8O5bz+KUs6+D5zr4+P03MO21JzFhj0NQ0asW0994GgcffRZsy8AHM16Crsdw5IkX4KulXyDb0YJUugIfz3oNJ555DWa+/Rz+/ebjGDFiPKJRIVilKIVrM3LdR6k6A0+lw1w5Qw5dqdJxHVLQKR96t8R3zci0IRbvHMfMZQqxKTMUrBLnHL6fSiRS2GaacrhLnLNpdh/uMs0MYtHS6wCEY0RO4X6Ht5lmVgoTifGq8LXnMm1IJIoxKzH6BgB9+g/C0af+HpZp4LbLT8eclTMwoGpo5zmFcJLtW9J7JIWdPAu6EJYKwjErYV8/70FTi8+4+N56visHojwXajfBKs93oWvCuwIxZmVK768SClRFheO8DSJUhY+wHAM1al9hm/BsWhnE9OI96JyP+LwIgSrHQCpRVnKb49lQhd8hL7BCIS5xX0uKV3m+/IyI42bNDkSF+fnBxmNWPVFPDEP1xDl/06LRKE444QSoqoqDDjoIgwcPhmVZ8DwPpmnCcZzNPUVa73v+rBIRERERERERERERERERERERERERERERERERERER0XcLY1ZUoCjKtx6Csm0bra2tyGazSKVSqK+v/0bjH4qibLIg1zdtU8SsXNdHTa8aAEA204a6/g0AAMcyEeuKWVlmrhAlyrS3SjErKfZjZArRq47WZiTT5QC6QiJCQEj87DhmIZqV6WhFMtUZAAqCoNsAVmc4SoxZyTGn9TzPhdYVlXIdG5pWOrTjeqGIlhDoiUCMKeWg60LMKiKeqxi4MYXg03WXH4vjT78UmUwbnn38Npzz+7sRiUQQUVTMnPYcTv/1DUilK3D/zRdi0kkXo//gEWhatQSB7+P4sy7HimULsOTLOTjxrKsQiUSwdNFnuONPZ2HMjj/A/Pnv4auV86EEETQ3r0R1dd8NI05ClEqMG1lmBknhPorrZhlZpFLFEJN4nZaRQVllFYqKz2c+n0cQ+IXvuWwHYvFU15pkCtEty8xAj5ZeR8vKQhdiQOHnSwp3ReQ4VyxavFYxSGYaWeix7p4RR3q2fNfpdm6mmUV5ea/C9/Bvo/g9m2ktvAvhc3aO23nOeCKJgcNHIR5N498Ln8GeQw+Tg1WujXg3kS7bMaVAlRf4UswKwnPsB8V3ofP83QeqFEWRziOO4/q2dA5xHNsxkIjXCNuEtbOz0ruzYRRLeB99W5qrFC1zcogKISk/8Lq9LtszEVW7CZPZWSmK5fiONB9VDGiZHVJ8zfVtKW4ljmtYHYjp8r7JZPG5DGNkadPgOneGFVtbW7FgwQLMnDkTu+66KyzLQiqVwtq1a/HII49g77335loRERERERERERERERERERERERERERERERERERERERHRN4oxqx5gU8UGvq2YUj6fRzabRVtbG1zXRUVFBQYPHgxN++Yfv00RhPq2bIq5Z3I5NKyPVhnZQljKcexCkMm1isGpbEcrqmrqCscrajEE5Jg5xJOdAZ/21nVIJDtjSaaZK4wFyPEX33UK29rb1iGR7AxgGdn2wjnD5/F9rxizsnKIRsWwjBDw8dxiYMrMQo91E6JyiyGq8DYxvGVbBsrKK4tzkq7Dhd41D8PIAvkI/njx4bCMLB6+63JEYzHsvNfhePaxW9C0agly2Q7o0Rhuu/oMqJqOZKocz//zdrS3NaO9tQm+7+Gqi45Cff8hcCwLuUwb0uW9MGjIKAwcMgpfzHsf0VgCiUQK2+96AJ588jooERX5fIB33n4KdXUD0dy8AjExzCREm0wrh4pexfsYCUWwKiprS66BaeZQXdev8F0MOPm+J4WhTKMD8a6gU2d0LF64F2JISAppWTmUV9aU3GaaWUTFexgKcIn3V9kgkCVsU0IRrHjxOROjZOF9bSsnRbHy+XDMqhjyMrIdSJeXC+Oown6BNK5rWzjo2LMw7flH8e7SqaGwkwUtIsSahLCU7ZpSVCmf96FE1JL7enkXmiJGn+Sgl9rNNiD0nAeeFNBCaD6aIgSqhHfRdAxprp3jlD6nGzjQu41Q5RDVhGcgND9x7Tzfhi6cU4y5GVYWUeGZ8EP7bix85XpOaN+IvK8QXPN8Z6Nxxp4YDuqpcw4H5b5vcrkcpkyZgiVLlmDOnDnI5/OwbRvRaBQtLS1wHAdAz7y/3znf70eViIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi+YxizogJFUaRYzf/K8zy0t7ejvb0duq6jsrIS6XT6Ww0nMGa1cbZlF8NQRq4Q9olEIoX4h2ObiMY7gyxGtg31A4YUjleFyJRt5hDvOj7b3opEqjNm1dGythA1AgBViJYpqgozl8ELj9+FdHklelV1RpTaW9cWwlYAoAoxIN9zoGlR5LLtWPTlHEQCHx++OxVrVi+V1sv3XGi63nVtWaiqjtdefAgL53+IwPfg+x5UVYPnOYU1cF0bilqcnxRMMrPoVd27uE0MZwU+VFXDrBn/wpTHboKiKkilK9B/4HDsP/FUdLS34JnHbkI63QuBH8A0syivqEZtnwHItDfjq2VfwHUcRCJA7/rB2G2/o/HRjKnYbvy+2KpxLB6+61Lsts9RiMYSMI0sTvvVnwEAy5d8jsfvvxq1df0R5AMY2Q68N/0Z1PYZiLLyKniOA8M00DhiQiigZCAaLR2Gcix5mxgLchyjEKUC5ICT41iFoBcAGLlMIUxlGpnCmJaZg9ZNgMxyTFSLYbHQ+kfFCFYoWCVuCx9XVVUvnE8IFeUyUmgNwnOfz+cBMfrkmNK6hH8bxe9GLoPquuI5pYBWrh0xIdTm2BaisQQOOO5MTLn3T2hd3gzLNRHXE3B8R44+KcJauaYUlopEFGktxc+eH4pHCREq15dDV2L0yfEcqErxffADF7pW3Fd8L93Aga6JoasiyzGg/8dzlcdRpOfDkGNWofCWOI4TGkfc17Cz0jiu74b2FQJVVhYxIXzl+R40TVyv0LhR8XnKS7+RYT0xHNQT5xwEwbcSy9yYLW2N0uk0Jk6ciPfffx+qqmK33XZDR0cHXNdFOp3GDjvsAADf++gXERERERERERERERERERERERERERERERERERERERERfbMYs6KCbyqmZFkWWltbkcvlkE6n0bdvX8Tj8a8/8BsQiUS+0SDXprQpYlZBvhjdcCwT8a7IjhhgyQOFeItlGFKIRwxfOLZV2JZpb0VZeWXX5xYk0+UbHGMYGSxfsgDX/OZY9B/ciDzymDXtJbz2wj+QSlcgEomgubkJmqpj1arl+OP5h8PItgOI4MoLD+8KVXXOPZWuwH6Hn4jZ767GS8/cjYattkOmow2LF3yC6a9PxsIvPkS6vBeCfICtRoxDde/+uPXa06FqOnzfQ9OqJUilK2GZOURjCbiujUVfzEY+KK6/61pYsvBTPPXoX9Crujc0NYq/33c5sh0tWLNyCS751QHQozGUVVSh/+BG/PDQU5DLtOPvd12Gyuo+KCuvwbo1yzBwyNbYeuxuWLLgU8ybMx1BECCCCOr7D8EBE0/HO6/9E2a2A6ecez2mTrkXX859H6ecez3+es2ZMI0OHHfapYU5vfDk7TjxzCtRVz8IQRDg1qt/jkOO+SXmzXkX69Z+hcDz0dKyGqtWL0Am044P3n8Zo7fbE45jQhejUUKQx3UtKVgFIcrihoJOEJ5PxzahC9Ef284h2hU36wxYdW6zLQOpaPEZioSCUeIYkVCwSo92E6yyciivqC58l0JXtiHFs6SwlJlBTIhZSc+zYxUiZ53XLq9LPvS7In63zUwhDNc51+L7lGlvkeJunucWImATT7sAN/7+JDy36GEodoCmdaswpPfI4jhChMr2LGhK6eiT6zlQpAhVKGYVikfJwSxh7RwDUS0m7OtBF76LPE+OR4mhK8vOQddK/+avf/7F+XQXobKcHOLi/RKuo3Mc4Vnybehq6Wia6eakmJXnO9J1hsNXuirG3SLS8yXNz84hmSwG7xR1ywoafRN6YsyqJ875m6ZpGoYMGYJoNArXdbH33ntv7ikRERERERERERERERERERERERERERERERERERERERHR9wBjVlTwv8SU8vk8MpkM2tra4HkeKisrUVdXJ0WSNgXGrDYuEMa3LbMQo1KEEI342bFyUswqIm0rxqyymVbU9ukPAMi0NSORKtvgmCvPPRJnXfJXVNXWY4XQXEsAACAASURBVNnCuXjy3j9h4FajkA8CtKxbjWxbKywrB12PIp/PY/SOe6BXdR988clMnH7BnxH4AW6/+mz84uKbMP/T9/HR9FewesUSLF80Dx/PegO+52Lqc/di9I57or1jLc6+9HYoioYFcz/AUw/diMrqOiASwcAhI/H6Sw9jyW0XQtWjUBUF0996FkOGbYtkeS/cdeM5WLNqKSIRBf0HD8ewUTvAtS2s/GohKiIRGLkODBq6DdatWY79Dj0F2+24N5Yv/hxPPng9VFXFgIaRWLfmK8TiSey052GwLQMzp72A/oMaseNuB2Hex9Ox94HHY/bMV9DSvAo/PesqvPzMvfjbbRdj/0NPwRMPXoc7rvsl8vkAh/34XMyfOxP/euputLetRW3vgfB9DwDw9zsvw0FH/QJbjRiHbcbtgXffnILlS+cD+Qham1dh1Njd0Nq+CnfcchYSyXJsvd1exXscilmJwSrx/oe3ie+W61jQhUidaxXDV5aZQ1myqvC5PNmr+DxI53ZCka1igKYzWFVTcs6WlUN1Tb+Sx7lu9+Euy8hC1xMlj8vl2hGLFZ9117UL15PP56VrDwIfechhr2i8dCQr29GGeLJM2iaet9/gYZj080sAAI/cfjle+eyfOL78XCRj6Q2iY2KECsI22zWhq8UglOe70MVglRSP8qB2E8WynJy0dr7vQRUiWVKILAhFscR1dg0pQiX+HXA8SxrTDUWxxASR5RgoS1YIlyzExzwLmha6ZuG7EoprJZLp7vcNBbQq0sXnTjxn53UK6+UaiKpiOG3jAaWeGFninHumIAigKAqWLVuGWbNmYdKkSbBtG7quQ1EUqKoq/U7R5vN9f1aJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOi7hTErKlAU5b8OQXmeh7a2NrS3tyMWi6GqqgqpVGqz/eP8TRGE+rZsihCXuDSOYyHWFZwRoxbiZ9vKIR5PltwWBD40rTNm45hZxJMpAMC61V8hH+Qx5eFb0Dh6e+haFH8893AcdvzZ6D94OADgnVen4PgzL8WQEdvBcSzcfuXZ+O2fHkE0nsAtl5+B0y+8AfFkCndcdQ5OO/96tLaswWN3XoUTzroMiVQZxkzYB63rVqF3vwYccOSpWPD5bLzzymQc/OOzcOc1v8Ipv7oa0a5re+PFf+Ck865B3wFD4Ngmbv3jmRg2anvsc+jxeOtfT2DnfSaiqrYei7+Yg3+/9BhG77AXdt5nIubNeRcnnPl/AIC7rj8PfQYMxeJ5H6F+wFCsWrEQQ4Zti9nvv4oZb06BZeXgWCbq6gdi5dIvESBAqqwSq75aiDUrFiNd3gu+72DuR29h6PDtsP3OB2DshB/izRcfxJN/uwrb73IwFs77AM89eRsqKioxYe8j0LffUDx63xVwbBO2ZaFXVR2S6XI8cuel8IIAiUQKM96YgmSqAoqq4NPZ7+DUc69HJBKB57m45cqfQdU0TNjjUIzbeT+8/vzfsXzpZ5iwy6FSoMd1bejR0kEpz7URjQkxq3zx+bRtC7pe3OY4VmFf2zLQq6K+6/8fjksJ43u2FCSSg1UGqmviJY9zXavbYJXnOojqpY8zzQxiCTE6VQwembkOKWblecV18T0Xihhksi3oelT4bhaet85xxZhVK+KJVHGbKgdkxH1VVcXEX16Af959C44ed6Y0d9uzkIgWxwlHlcSYVRD4ULsJTXmBjZgU9BLed9uArgnrGgpviffH9x15X3Gujol0orzkcaadk87vBx50IQgl5qw6I12l77NhZRATzt8ZxRL2FcYxnRwqyqqlc4j3XtzXcgzUCOOIc+86snjOUDgtfG/DemJkiXPumdZffyKRwOrVq3HJJZdg+PDhiMfjCIIAw4cPx/jx4zfzLImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOi7hjErKvhPQ1D5fB6WZaGtrQ25XA5lZWXo378/YrHY1x77bVMUpUfHrL7tuQfC+BFECoGeiBDqUcVoj2UVIlWdcxTCO1rnfkEQ4P23XsabLzwBTdM7Q0mRCPoO2gofz3wNruNgq1Hj8NnsGXjv38+jva0FsVgcSxfOhappmPzADRi32354+en78f5bL8G1TVx+1iHQo3EEnofLz5mIQUNHoa7fYDx29zUYOHQkRmy3E5Yt/Bw/PuP3mDt7Bu750/lIl/XCzZeeht0POAavP/8ImptWINPegv5DRqKud38AwLRXnsLW43bFAUeehmlTJ2PwsG0wZsI+AICPZryCPX90HD7/eDpmv/sqBgwZicfuuRorlsyHbZlIl1fiomseRSKZxh3Xn4OfnNEZumpatRSvPPcgDjziZ0iVVeC+my/CGRfcDNd18Ma/HsG4nfbD9rvsD8cy8fwTN2PY1hNw/82/xrGnXY49DjgB9/zlXEydcg/SZRXYae8j0X9QIx687WL4vgcgj6rq3uhV0xcrln0Jx8qhYfi2yHY0IxpPY+CQrXHfzRcgna5AeWUNmlYvRe/6wXjpqXuw816HYac9D8V7bz2PB//6B2w9ZlfM/ehtLF8+D45tYOoL9yEf5JHpaEU0Gi/cS/EeO44NPVoMQ+WF2JrrWIgK8SfHMQvjuI4FvStS5W0sPOWFQlqKGKUKHScFuLrftrHzWVYO6fJeJbcZRgdiQrjLdZ3C9TiOBT0qxKscE3q0GGRyHQsxIfoWEUJJRq4dvarqCt9VtfhnNwgC+bpsE336NeDYC/8Pj11/OZJ6cUzbs5COVBa+i5El27WkkFMe+VCESQiB+S5i3cS+LNdAVCtuU4RtnaE9IUQWeNCEYBYiG4tQybGoqHB//MArRPEAOTDmBXbhOeq8CiFQZecQE+6B57vd7ut6trQ+ihIKHQnzczwLUWlf8X2wpPvnBnZo340HlHra36b18+1pYajNEbPa0tZo/Xzi8TjGjh2LZDKJVatWwfM8NDc3IxqNYvz48QiCQHrGaTPYwp4dIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKi/wVjVlSgKEpXsKS0IAiQyWTQ1taGIAhQWVmJuro6KX60uW2KINS36duPWRU/K8J9E2MWUkzGLcaMwuEdRVHx+rOP4KV/3o/xe/4Iex38Yyz6/GO8M/VptDWvwdqVy3HoT84G8nm88PidiMYT0PUokqkyRCIRvPDEXVAiKhABXpnyIIxMB2LxJDQ9hmgiCd/zMGHfIzBq3C6Y+eYLaF23GmW9qvHB9KmY/sazsI0cPnr3VVRU1mBgwwgc/tPzYNsmnn7oRqiqBtPIYsS2EzB42Gg8cPPvsGLZQli5DBzXxvTXnkG/QVtBUTTccsUvsPqrxcjnfdT2HgBV0xBPpLBmxRLEEkm0tqxBNBrDyG13RiKZhpHtQHlFTWEd3n7lSey+79HoVdMH2WwbKnt1hot0PYoF8z7EnuceCwCY/ubTGDlmd4zcdlf0G9SIR+66BC1rV+H40y/DgKHbINPRipefvgv/mnwnNF1Hr+paVFb1xeoVXyCXaUXDsG3QvGY5TCODvgNH4svPZiLwXdT27ovK6nrsvNdheOOFv2PhF7ORTFfikElnAgB23utQqKqGj2a+ipo+A+A6NtpamrBu7Ursuf+xyOSa8enHb2GHnQ6E41jQhNCQ5zpSGCoI/MJnxzYRT6aL+zo2ol0xKM+xCpEqz3Wg6cXIkPiseZ4DXdgmxqVc1+52m+fa3QarXM+Vj1PkmJUYoRLjQ6aRhR4txqN8z4XWFUdyHAu6EIBybKtwreu3x2LiuEIkK9OB3n0Hl9xmGVnpOMe2EEskkS6vxFHnX4IH/ng+3vriOWzbb2e4ng1NKUafIlI8ykBULb3GQRBIUSovcBDVi+eUYl+2AV0V1zwUoRJiUW4oHqWIoSvfgaaWvnemnZWCWYAc5oqEwluaEMUSf7MMO4uoWhwnyAdQFfFvkRCo8i15rhH5b5b0bPlO6NkqjmM4WcSEwJjrOYgKz8XXxazC423pNkcU6pvQU+f9Tcvn8xg5ciRGjhyJbDYLXdcL/722/jeCISsiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6JjFmRQXr4w/hEITrumhra0NHRwdisRhqamqQTCa3yFhET45ZbYq5i+OL0SrpsyoHYdbHLrIdrUimygAAiz6fjWVLFiBZUY2ho8bgyFPOx7SpT+OlJ+5BLJHEsT//HYIgj8fvugrp8l6oqesLRdPR3roWtmki8D3E42lEozG0t66DqqiorKqDoqmwjBz2PfSnGL7Njnjn1afw/KN3AABamlYioqqwTAOB76Giqga19YMw8SfnwHMdPHTbpUiXVUJVNQwbtT122e8ITJs6GS8+cRdc14ZjW6iq7Ys9f3QMWppWYsG82Vi68DNUVFaj36CtEI+nsGLZl0imylBWWYPVXy2A61hIl1eirLwaO+x6AADgrVefxPa77l9YoTUrF2NAwwgAwNtTn8TYnfYrbNM0HbF4ZzhoyRcfYdd9jgQAVNX0Re++DRg+akfMeOtpvPbigwjyEUQiwC8vvhN6NIYPZryED955EQMaGtHctAIta1eitu9QLJ7/ITLta5Euq4CqKJh4/Pn49IM38eQD18L1HBwy6Sy4toVbrvo59tjvGPQbNBwfvjcVPzv/BiiKis8+noGPZ76GoY1j8OG7r+CoEy9EW8saPDv5ZozcelfE48VYTwSAqmqFZ0eM3TmOgWSyrPDddW14roNH77sSqqIUQlCea0PXYvA8D1/Of1/63fA8F5pWOhzkehsLVtmIRuMljxMDbIAcStoggiWGpcwsyiuqpPOtH9d1LGjR4nGObSIaLwahAt+Tgl3iXG07J6+p8K5l2puRSBXX0Pc9aFpnsKq+fwMaxm6LbX94CN56+mEsWfEZ/IiHht4joQhzAwDbsaCppUNXjmdLYSnPt1EeryjuCzGKZSKZTJW8DsvJQRciVL7vSuEriOscOKF4lBDFsg1pHPH+hM/p+fI44lwtJyfdy3BUUVoD30ZUeM4gbgutnRvaV5yfYWYQE54t13egi/uqG/+b2NMiSz1tvuv11Hl/k9avwdKlS/HMM89g7ty5SCaT0HUdCxcuxDHHHINJkybB9/0tKkj6ffQ9f1SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOg7hjErkiiKgiAIoCgKTNNEW1sbDMNAeXk5BgwYgGg0+vWDbEaMWW1cIAy/PlL1+ZxZ+GTWdFx59tGIRBT07T+ouI8QuehobUYyXY62lnW47Y9nI5lMY9ZbL8EPAvz+1P3RMHxbXHDdQ1i1fBFefup+WLkMqmrrEVEUGNkMstk2aHoUEQCVVXUo71WD5Yvm4YdHnIxttt8dTz94A4aMGIvRO+6JN198FB/NeBWuY6Nl7SqUVVRBVVXEEin4nou9DjwWex94HL5aMh9THr4ZRrYdsXgSDY3bYs8DJuGVKQ/gjqvORoA8bNtATW0/HHzsmVi57Eu8/fKTaF6zAvFUORq32QGaFkWmowVGtgPVtX3heS6yHS0Yvf1eWLlsAfY4YBLee/M5VFb1BgAs/uJj7HfwTzvXMwiQSJYVwimL5n+E/Q45EQCwfMnn6DdwWGH9YvEEdCGI1Nq8EhOP/zUikQg818E9N5yHrUaMxbOP/gUrli2EYWSx/8RTMWb8vgiCAA/edhFa1q5AIpmG61g48Oiz8NG7r+DRe/4I3/dw1Mm/RW1df0ydcjdMM4sTzrgCD95+MUwjh17VffCvyfegvt8QzJz2An52/l+gajq2Hrc7Hr/varS3NqGiqg5z574FO5cr/AZEVCEs5DlQtWL0x7EMpCtrCt9XfLUYD9x6EX5w8EmY8eYUzP98JmrqBiCbbcO9916A6tq+6D9oBCzLFsZ0oXcTgfJdJxSzEoJVTnibPE9xmxQuci1Eo6VDRaaZRXVtv+I2IXTlujb0aDFeZVsGojExUFWMS3meB0Ut/ml1rJwUvhLPmWlvRTyZLm5TVek6FUXF4OHbYPBF1+HpB/6MfD6Cf7x7I/YYfogcdvJMRPXS12U5hhSEcj0HMb04HymK5VooV4tBL0WRI1TiOYJ8IEXwxPlsEKES5+Ma0t+RiCLGzZyNxqzk6zKRSqRLbnNcSwp4BYEnRafEazacrBSvcj0ntK8Qs7KziOnFmJXnOfK6K4xZbQl66ry/SUEQQFVV/Otf/8JXX32F/v37IxKJoLq6GplMBg0NDQDk3zkiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKi/xVjVrSB9vZ2dHR0AAAqKyvRp0+fHhM8iEQiCIJgc0/j/8umiVl1jh8EARZ9OQ8XnXQANF1HXf9BOOqU85BIpnH3tReiZe1qVNX2gSpEedpa1mL6G8/j+cfvQyweh+s6SKbLUVlbh8D14Tg27r/htzBzWeSRx4lnX4He/Rvw0K2XoqauHxq32wkvPXkPbM9EPJnCquUL0X/ICKxY+iXee/M51Pbui6aVi4D87tj/iFPw2F1XYN/Dfop0WSX+/tfLkEiVwXVsDG0cjVVLP8cDN14A08ihT/8GHHnSLcgjjzkz38QdV5+DAUNGYPDw0WhuWoEfHfVbrFmxCO//+1msXL4Yvu8hnkxh9LjdMHDoKCz4bBZWLPsCI7fbGV8tno+O9mbU9O6Plcu/RFVtXwzbegfMmz29sA6JRLIQdfpgxsvYdoc9C9uqqmsK295942ns9aPjAQCLv5yDvgOGF/bzPA/psspCcGXeJ+9i3E77YcKeEwEA9998Pk79zV/w+ex38MQDV2Dxl3Mxevu9cOCRZ0BRFCz+cg4euPW3UBQVPz79ElTV9MXrz9+P5qaV2GXfSZg65R5Mfvh6pNMVqKioQsva1fhs9ltoXvsVbCuHBfM+QuPo8UiXVQIARo3dFYs+/xgHH3MmjFwHnp18M3bf6xg5EORYUnjKtgzUpcsBAI8/cDUOPeYsNK9diX+//CgmHncu2pqb8JerfgLfczFhj0OxfPE8TDzuHDxy+x+FJzIvPWNigMb17P8oWBUEgXRcZ8RFE7aJgSwLWjdjuo6JaLQYKhJ/8xzHliJYjmMinigrua+R60AsXgxdOZYlfRf3zWbaEBeCTGrod1aMydm2if2OOAWVJ/bGP2+/GquaV2D20mnYqvdouJ6FhBjXkgJVhhxr8h3Eo6nivkKEyvFM6GrpCJXpGlLkSYkocnhLXEvfDY0jRLEcEylx7cRzOIYci9roODlUpqtLzjUcnXJ9W4piqUKEyzAziEWLa+d68r4QfpJNOwtdK4bAPN+VolkRlTGrLcHmmPeWuk7ZbBaHHHII6uvr8d577+H444/H7bffjsWLF2P8+PE99h5/l3D9iYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjou4QxKwIAOI6DtrY2BEEAwzBQV1eHRCLR4/6RvaIo33oQ6tuyKWJW+TyQbW/FZb88Fof85BeY8cqzOPLU89B30FA88Jc/YLsJe+L8a+/BXddciIOPOwuKqsB1XVx17lHItDajvFcNEqkUVE3Hib+6ArPeegkfv/sGfnfTY0iX94LrOrjjynOwxwHHYM77b+Ld689HQ+NoJMsr8dlHb2Pk2J2w38QTEY3H8Y/br8JJ510FALj32l/htN/ehLbmJkyf+k98PPPf6DdoKL74ZDoWfP4JJv3sYjRutxPuv/7XOOlX10BRVRjZDvztpt8hGovj4dt+j9bmJrSsa0J9v0Ews21oaV6Lqpo6fDrrDSiqjiULP0P/wcOwbs1KHHnyZVBVDR1ta5HNtOK4M/6AdHkvPPePW3HeFfdC1XRMvv86TNhrIqZNfQI77nYgAOCtV55E776DCuv52ex/45iTfw8AmDdnBgYNHV3YZmRbUdtnIABg5r+nYN/DTits+2D6i2jcZufC99nvvYyJx59f+J5IpFFWXoUd9zgE9YMaUVn9GurqB+LRey9De2szIhEFZ1xwKzRNxyvP3oOO9haM32Mili3+G9559UlUVFbDc200rVmNaDSGHx31Myz6/EPkjAzOuOhWTJ1yD95+7Un07T8Mg4ePxg8OPgGmkcE/H/gTkulyDBo2Cvfd8RtUVNQU5uTYFjQh9mRbBlJllXjzpUfRq7oPtttxHwDAznsdhntuvAC6HsWOux4Ix7bwoyNOx7w5M/DwHZehoqw4phggCn/3PDcUnir+Fvm+B60rrOU4hhS9UpRiZMkys1KgyvUc6XtEiEd5jgVdCFaJ21zHRCxWDEDZloFUV8gLgBTkyrQ3I5EsBqocx0QsVgwgRYRAVS7ThsqqWmHuxW2+70tzcEwDsXgSmqbh2HMuxcM3/x7lOzRg6huTsXrpIvStGIyGupGI6QlpHS3XkIJQjmcjLoWv5AiVpurFbShus20Dulr6fnieI0fDAkcKQonbbNeAppYOipl2Tgpveb4rfRf3dTwrFNcqzsews4hpofuulZ674eTkgFbgyeMK98S0cyhLVRS+IxKRg15Kz/p7+XV6auiop8772xCLxbB06VLU1taiubkZq1evhmmaiMViX38wERERERERERERERERERERERERERERERERERERERER0X+JMavvsXw+D8Mw0NbWBsuyUF5eDl3XUVtb22NDB5siCPVt+bbjG/l8Hp4f4IKTDsKosTvh6QduwcBhIzF42CgAwOkXXYfH7rwWLz/1EJSIgtem/A1fzp2N/zvzMOx3+ImIJZJ4/dlHcPRpF6Jl3Sq89MS9CAIffQY0IF3eCwDwwdsvY/vdD8CYnffBmJ33wZdzZ+HkX18NALjjynNw2AnnoKyyCq88/RC226kzfuTYJsoqqwAAldV1qKytx/5HnoJxu+2PIAjw6F8vw6hxuyEIAiRSZVC6YkDvvfkc9vjRJGyzwx4AgDuv+iV+++ebkEpXYMpDN+JHk36BgUNHoXnNCjx65xW44NqHkSqrxH1/+jVGjdkFAPDaMw9i74OOx4htd4LjWKiq6Q1V64z5tK5bjfoBw/CPOy7HV4s+w+SH/oSKqlpsNWIMHrv3cuQy7Vi7ZgWeuO9KeL6LtatXoLZ3X8z/9D1Yton2lnV4+PaLsXrFUsSSabz23P046qTfQVEUfP7xOzj29MuKNycIUFbeuQZfzJ2FAUNGFjbNeO2f2OOA49G77yBsv+tBuPcv56Gqph7PP34TDj/hIhx23Pl46K+/wzuvPoGKymoEvofVK5ciGo3jqBMvxBefzsCH707FpJP/gDWrFuOhW3+L8l61sIwOzP90BvY+6AQAQCJZhuPOuBQ3XnYq1jWtwCU3PoXbrjoTQeBDUVS4joVYVwgq09GCWe+9gi+//BjlFdVob23CViPGYWjjGKxcugBr1yxHKlWGeXNmYN9DTgQAjNx2Z3S0NePj995APp/Hiq++gGkawhIEchDJcwuRKsexpGBURClGhIxcpttAlWFkEBVCUp5rS+ErKeTkWNCFcRQxnORYiCfLit/tHMqrewvjFN/dXKYdcTFmZVuIxotzEMfNZdrRu19DcZs492w74oliQMtxLMQTxQiVqunYfrf9sf1u++O5R25DMl2Bye/chfrkAARBUNjPckwpzuR4NuK6GLMSImGBA02KUBW32a4JXS+9zXRMOQjlu9CEgFYEQvjKd6S4ljSOnUVUiFDl84F834Vx3CAcqApFsYT5+IEnzUe8B5adk84J5KEKASt5fjlUVRTvu6rIMTbLNrF8+XLoul74n6Zphf/b0yJLPfVvaRAE0rv0fbT+Odt1113xzDPPYMyYMQiCAHfccQeam5sxfvz4zTxDIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi+i76fv9r/+8p3/fR2tqKJUuWYN26dUin02hoaEBtbS0URemxAQug58esvs25T548Gc//8xHUDxiMFUsX4Mp7nsWo7SbgbzdcCqAzpGPmstj1B4dCi8bwyax3kCqrQP2ABiyY+wGm/vN+lJVXYu6H07DV1jugo7UZR516AXr3G1w4x+wZr2Hszj8AABjZDvQdWAz1xHQd5ZXVAIBFn72PbbbfDQDwztSnsPX2exb2m/fB2xg5blcAwKy3XsTw0RMAAJ/OegtDR44t7Ldw7iwMH90Z5AiCAOmyCqTSFQCAtauWYsCQkYhEIoioKgYP2xqpskpkO9pQWV1XGGPxF7Ox1dY7AADeff0ZjBzTeV7PcRCNp3DdxcdB1WJobWkCAAwY3IhtJ+yHCXsfCT/wcdTJF2Hk9nsi29GKSaddjNN+cxMGN46FZWQxcrud0bRmJcaO3wfnXnoPdtz9INx7w6/Q2rwauq4XQkVtLU2oqu1bmNOsac9h6+33LnzPdbSgrn5g4XsqXYEjT7oIPzzidEx+6Fpcc9HRgKLiBwefhIknXAjHsbDPgcdhSONovPvGU9j30FOx36Gn4IFbL8ILT96OeCqFaCyOispqnPWHO7B21SL8/a+/h+NYmPy3P+FHR/0MejSGbKYNh/74l3jvnecAdMaUbMfBzdecjicfuQ6TTvkdKqvq4PsOTjzrKsya/jIu/Nne+NeUezF+94MwpHEczrnkbkx/42ksX/I5AGDCHgdDi2q46abTMWPWc6isqS+MPWfOm1KQaP0zCQCmmUU0WjoIZZoZxGJJYVsxFmQYHdI2z3OhR7uJWXlOt1Es1zaQFGJWtpVDuqxSmGcxfpTLtiEeL8asAIRCXMV9HctATAxdCds62pqRSBXP6XseNL10kMk2DYwcuwvOuv5ebHvMoViXacJTH9yJ1+Y+gWXrvoSmFI/zAw+69t+HpizHlANVihiEykrBLM/3oHVF4cLjeIEtnV8KSzk5OVAVChJtMFdxHEWOWemqfC+liJQUvspK+yqhZ1B6RnxLCl8pitwDTadTqK+vR0VFBaLRKDzPQyaTwZo1a7B8+XL4vo/m5ma0trYim83Ctm34vo8t/8zB4wAAIABJREFUWU+Kb63X06Jh34b178O4ceNwyimnYMSIETj66KORTqdx+OGHY5dddpH2o81I2UT/+w81NjYmGhsbJzc2Nr7d2Nj4YmNjY22JfS5rbGyc2djYOL2xsXF8aNuNjY2NZwjfT29sbJzV2Nj4bmNj48H/+UyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgn0r5+F/qusG0bbW1tyGQySCaT6N27NxKJhBR9UBQFQRBsxln+bxiz2tAvfnEmXn/rHaiahj4Dh+CC6/+GZQs+w62X/xJnXXIzPv94Jv7829MwZue90LvfYLz54hNQVQ1Dho/GEaf+Gg3Dt8HKpQsx/dVncOQp52Hpgs9w9zXn4ZTfXIO3X34S4/c8SLqGZFeA598vPobtJnSGrdpb1qJXXX1hv3giVYgKLfh0Jnb94ZGFbaqmIZHsjAF9OvMNTDqjM7b14bQXccTJFxb2iyWSiMY6wzKffvA2hozoDF0FQYBUWWUh0vH2vx7H2F32AwBMm/o4Ru9YDEXFEynoXYGgLz95Dz85+0oAwJsvPoLli+djxHY7o9+gYVi2YA6O+OkFWL7kc7zy1N1oaW5CvwFD8NmHb2Hh/DkYM2EvfPbRNDz10F9Q07s/dtnncKxZtRyN2+yApYs/w7w50zFqu13Ru98Q/O2W38J1XZhGFolkGtNefQKjhXiV61roVd0bAODYJtIVVYV3dN7HMzB42GgAQF39YOy4x6GorZ+NIcPHYvniT/DYvX9EZVUdRm63O8bt/COsWPo57r/pN8gHeZRV9kKvmno0rViCgyb9Ei1rV+DBmy/CLvsehd79huDKXx+BsRN+gNHb744BDY14+K+X4pd/uB2fzpqG5qaVePKRa1HXZyCO//llmPbqk3jthYfw459dgmULP8PlvzoUQ0eOxf6HnYxVKxbjkGPOwusv/h2vPf8QTj77Gtx300WYdMrFyHS0QFE1nHf5ffhk1luY88GbuPuuX6O9bS161dQjqiXw/HO3o6VlFVRdx+Sn/oJliz9Dn34NiEDBnbefizzyUFUVd95xDlzHRmVVbzQM2rb4DIpRIysjBaqAYjAqCAI5suRa0MWYlRiLsg1U1BSfX9PMIV3eTcwq046qmj7CtuI4jmNJkSfbyiEWL8a2xLln2luQEAJaSijIFFGFcS0D8UTnOFuNGovB226NE351NdatWYF/3HYFzDVZbDu4M9S2QehHXAPfleYnBbNcE7oaK7nNdAwp8hSJRKTtYoTK9V05piXFrAzooXHW67xfYljKDo0jhrdySApBsQ0DVeK+BirLiq0W8V5uOHcbui6sgVLc5vse9KgOTdOgaRv+p1UQBPjqq6+QTCbh+z4sy0Imk4HruohEItB1Hbreebz4eXNGmXpiFGpz/P3fEtfIsiw8//zzWLx4MQYOHIh99tkH/fr1wwUXXLC5p0Zbvl8A+GT+/PmXNzY2HgvgDwDOXb+xsbFxHIA9AUwAMADAZAA7dkWvHgIwHMCfuvbtA+AcADsAiAOY1tjY+Mr8+fPtTXg9RERERERERERERERERPT/2LnP6KjKvWHj1/SZTHpISCEk1NAFBAQEFAFBmqIiCiooSldALCg2FPGgiIUiSrHgQaWJICJFitI7hBZ6CyQEkkkyvb4fgjN7IpzznOfRI/j+f2u51uzc99z73ntPJnzxEkIIIYQQQgghhBBCCCGEEEIIIYT4L5KY1d9cIBDAZrNhsVhwuVzExMSQkZGBTqe76vwbOQYFZfu/UWNcf/S9P3nyJPf07E2rTvdxU3MdtRs2Jz4xmXef78dTY6fSb+SbTBn7FI1atMPtcrJt7XIKC/Jo3+MROvR4lPdeeJzMGnUBWPXdF3To8SgqlYrMGnWJT0whvWotCs6fJePKnPzzp0lISg2e/8zR/XS49zEA1i+by03Ny8JWJw7vIy0zKzhPbzQFo1QXzh6nYlpmcEyt0RARGQ1AwO8nOjah7NqOZJOaUTM4b+evy7jvSuhq568/UbN+0+BYwflTVKpS+8qeDtDh7rI9HT2wk/QrPwfQGQzoDSYAVi/9J8Nf/ZSKaZl8MuEp+g1/B41WR+WqdbGVWhg8+iP0BhNfTn6R3gNfITm9OpbCi1wuyOXRp/6B02Fj7sev8tjIiQT8PpZ9O4Wj2VsxmaOomFKZm5rfyfKF0yguukje+TNUzWqM1+vG6bQTEx8K62xe+z21G7YOHu/auIxuvUeGjjf8QJeHhhMbn0RWg+acPXmIO+8dwNczXqd2g5ZkVr8Jv99HauUaFBdepP3dj1NceJGvpo2hQbN2NGrRge/mvE9cQhKPj3yHnxfPAiA2Pok6DW9h6y/LqN2oBfPmvs19j4xi5+YV/LhwOg89+SqX884xblQPIqPiaN2hJ06HlXZd+7Lx54UsnvsB9/QeweK5H7Jj0woeGfIGsz94DlAx+IWye9esTRd2bVlJj4dHklypCpcLzjP30zdp1KIdCaWpHNq3Cbu9lKpZNwFw7PAuqmU1wmg0c/LYPiLMUUTFJOB2OfG4XeQc3sqx47twOpzB++N02NDrQ7EoZajI7XaiVYSJPF53uVCRIhblchBhjlGsayUyKv6qcx3WEgzp1a56TmtxEcYIc2hdpyMsZhU2t6QIo1kRZNKExrxuNxpN6Dvc7bRfNYpVoWIaNRs0Zc/6lRSUnCcxOhUIfcf4/f6wWJPX70GnCQWiwkNXLrSKc4bFvtx29Iqw1O/jUaFjr88ddo7wsJSD6EhFJCwsdGVDrwuFrrw+Dzpt6HmpCI9rxUSEno8yElZ+XbfHgf4az93rdYc9E4/XhV55TmVcy+vGbA49g/J+W9dsNoedIxAI4PP58Hq9eDwePB4PTqcTj8eDz+f7XeDqt2ONRnOtU/1hbtSYlUqluuH2/UdbsGABmzZtIj09naVLl3L+/HmefPJJIiMjb8jn+nd2HT6LVsA7V14vB165yvjKnJycAHAmKytLeyVkFQm8DtylmNsM2HglXuXKyso6BjQAtv+J+xdCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8hSRm9Tfl8/koLi6muLgYtVpNXFwckZGRYRGNq7mRY1BQFgy5UWNcf1TMyuFwcO7cOXrc/yBPvDCBCsmVmP3ey9x8a3sABox+h8mvP0VMXAVUGg3nTh8hNj6JvLMnia1QkY739cPn8xGXkBSMLBQXXiKlclmgx24tIaFiKl6vF41WG/xMrV70Obd1eTC4jwhzJFptWfzmwuljdH1oKACbVi3gzvsHYLdb2bd1DRUrVQm+59fl39Kq0wMAXLxwmsTkdACO7N+Jn7L4jlqtZvPqhXS474nQRStCV9k71vDgwFev/NiPOSomuEeTORLNlT1tXbeYzg8MAeDsicOkpFcH4MPXB3JTszvYueknsnesx2iKYNPPC2nWpivL539Mh3seR6szsGnNIuIrpJKUVhWAeTPH0frOB1nzwxx2bviRR556q+y8ajXd+4xk9vvPYj91hLiERPRGEx3vH8Tcj1+lXdeHKS2+yPdz3+dw9jZi4xNZv/xrWra/lxOHdtDijntCl+nzEhNXIXjs9XqIjU8C4OiBHaRXrUNicmUef+Y9fl4ym5nvj2LIS1OpULESF84d54sPX6BJ6y7UaXgrq5d8QWaN+rzy/iI+fXc4GdXqUu/mNmxctYBbO9zP7Xc9zMyJI7mQe5pKmbWoXKUO1WvfTF7uCd5//XFKLZcwGM30HzmRlLSqrFr6OSsWz6TjPU/w/dcf8uvqBXR/8Cnee/VR1q+YS1JKBgZjBJ9OGkV8hWQ0GjWNW7SjcrU6ACz5Zgq9+r9IpYwsiosvc3DvRoaOnoJGq+PrGePo3msY9W++jbOnDlN4+QKPPfU2KpWKkuLLfDzhKY6f3M3Ql6Yxe9ILwfvjdFiJVtyvsOiUrQTDlXgZQMDnR6MJ/UkMizU57URERAWPfV5PMMAG4bEkl8sWtq7ynNbSIkyKddxuBwZjaK5yHVuJhcTU9KuuU1pShEkRunK7nBhMV49iuRwl9Bj0LGs+m0mvlsMJBELf7x6vC60iLOX1ecKDVcrQlc+NLixYpYxQ2dFqlfcjNOb2utGoQ/fV6/eEraO8z06PnQR1kuIcoTG7y4peq4xZudFplGEp5TmdYaErdblYjDJ85fG7yq2j+Iy4bBj0oefj8bnCwlflz2mODIXKruZqESGVSoVWq0Wr1WI0GsPG/H7/7yJXpaWleDweVCpVWNxK+fqPiuPciNGjG3HPf4Y1a9bw2muvkZGRAcCAAQMoKCggMjJS7o8IysrK6g+MLPfjfKD4yutSIKbceDRwWXFcCsTk5OQcA05mZWXdVW5ucfm5/9d9CyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIa5fErP6m3G5XBQVFWG1WjGbzSQnJ2Mymf79G6+4kWNQ8McFof4K/5e9BwIBrFYrRUVFeDweHu73JFVqN+TM8cPMfPclIqNj+fQfL5Ccnsm5k0eIiUsgMTkV7WUt588cp+hiPl0efIKjB/cAsH3dj9Rr2hoAr9uNKcIcDGCsWTKXjBr1mDCqD7UbNuezSS9SXHgJy+V8tFpNWdxJBRFRcWxes4S8s8fJO3+GmRNGUlRYgF5vYt2SL8jLPY3b7SY1vQqfjn+aWje3ovhyPinp1bBbS1g2dxoOu423R/bEZI7i5lYdmPfpm9hKi7lw7jSX8s6RkJRGqeUy8YkpwXuhVmuIiIwGYOevP1GzfjPcbidzp73BpbyzzJ/1NgZjBGeP57D2h6+wWy2cOnaQhKRU9u/aSGlpMSnpVajTuAV5Z4/yyPDxnMzZy4pFn3Lm5GFUati3fQ3HDu2hTsPmfP/Vu1w4exK1RsvFvOOkV8siJ3szS//5Pp16DqFy1Trknj5KVHQc/Z+ZSNHlPLat+57529cTFRPH0QPbiUlIIy/3JA8PfpVKVetyJHsLs99/luKiQjasnEebTg9ht5USm1AxeJ3WkqKw4+2/LOGuK3EulUqF02Hn7oeHs+zbyVSt1ZjWd/aie+8RzHhvFHUatuSld+cxY+II/D4fnXsOZsHs8fR68hVmvDuCpq07ozdGkJnViIqVqnNzy47Mmf4q8Ymp7Nuxnpi4CrRq34PCgjzmzX6bwc99RIdu/VjyzWS2rF9Ct15PMem1vvy8bA6t291L1doN2b99DefPncBhL+HogbNExsRhKy3m5x++IgBEREbzw7fTcDhs2EqLiIlPYvZHo7FczsflcnL5Yi4rFs/C7XLQtFUXfD4PWq2ehV9O5P6+z2EpvMiCL94lMbly8J44nXYS9IrIkiLiYrMVYzCEAlAqjTpsPCxQ5bQHP1O//b4pKee6XY5yYanwCJXRFAoeeVwu9EZl+CoUobLbSjCYIq86VlJ8GZM5FMUKBALBcFz5uU67ndj4RFLr1eLI+d0ECO3d6baHxZl8Pi/aa4SmvP5yoatyMSuzMeqq73O6beh1igiVt1zMShHM8nid4WEpdXhYSrlXr88bfs2Kc3p8LvTaqweqyu/d43Oju0agyu6yYtApYlZed7lIluK5e1zEmEPPvbz/zXe7Wq1Gr9ej1+vDfh4IBPD5fL8LXXm9Xrxeb1jcShm70mg01zjTtfd8o4WPbsQ9/xl0Ol3w3xQqlQqfz4dWW/ZPfrlH15m/8Fnk5OTMAmYpf5aVlbUI+O0LPQqwlHtbiWL8WnP+N3OFEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQfwMSs/ob+C1kZLFYcLvdxMbGkpmZGQwX/CdUKhV+v/9P2OV/140Ya/jfxKx8Ph8lJSUUFRWh0+mIi4uj+729sBQVUlhUyIUzJxgx7mOSUtLZuvZH1iz5mloNm3H54nlO5OynsOAC1tIS7u4ziNISCy3adQNg75af6fPUWAA2rvqOpq3vDJ5zy7plBLxeMmrWIzOrHqaIFvy8aDYDXpyIzmBi29of2L9jA01bd+DUkX2cPnqARi07cDR7OzZrKTHpFTh19AB2m5WBYz4ktXI1vB43094Yhs5gYMHMt8nJ3onTYcNoNKPSqEhOr0JqRhaZWQ1Z+tWHPDBwNJfOn+braT9y7PA+YuMS+HzS85w5kUNqRnU+f/8FvB4P+efPElchke//OYVGLdrRo98zXDx/hiVzPqDj/f2Jikviuy8mUrthC0wRUfyyciEtbu9Cj77P4Pf72brme4wmM7UbtuTC2RPUvbkNdRq3wu/38+30sXTrMxyAOZPH0L3PCGLiEzm4ZxONW7Sn6W1dWfjZO+Ts28yJw7voN+IdAOISkrlw9gSPjfgHSSkZlBYXMmPiM1SpUY91P84lwhyN3mQmLqEij414hxOHd7Ng9njOnDzMre17Bp/DhlXzqdekbfDY7XYQl5AcPL54/iRdHxxGw1vasWXtIia/8SQRkZE8N/4rvpg8mgDQ5YEhzJv9Fr0HjWX7L0vJPX2U7r2H883McTwy9C1+WTGPp16eTlJKZZ589j2mjh9K116DaNqqM19MfpluDw7F63Uz88PnGPTcR3TrNYyPxg3kp+9mcte9T1C5el32blnJ6sWzsBRdxmEvpU7DVsTEV2TP1lU4HDaqZt2Ex+3g6KE9VEhKJ8Ichctpx1ZqQa83ojdG4HTaUGu1qNUaGjW/k/iEZGZ/8AIF+eeo1eAWqtdpDIC1pJAj+3aE7onLHhZSCosjOUoxGK4ekir7fQzN9fl9YcGjQLnvSOV7PS4HesW6KmWgqrQYQ0Rk2Hs1mrLvab/f/7uAllEZxVKEiKyWQkwRoT6IMphV/jpdTjsGYwRd+w1n8sjHidSFzu/02MOiTwH8aBT7VX6H+nzhISfl/XF5HMSaE0L7UbzP4bKiV8SrfH4vWo0ymFUuLHWN0FXZOuFhMmVMSrmO1+dCpziH8v64PU40iiiXx+cuF75SxKyc4TErr89TLmaleO5eF5GRoVDZtfwRf5dUKhVarRatVovRaAwbCwQCwcCV1+vF6XQGj1UqVVjcShm7utq+bsS/o3/Fnq/HexQIBEhLSwvuTaPRkJBQ9jt6Pe5XXFc2Ap2BbcBdwK9XGX8nKytrIlAJUOfk5Fy6xlrbgLeysrKMgAGoDez/U3YthBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEuC5IzOoG5vV6KS4upri4GJ1OR2xsLJGRkf+nUIFarf6Pg0rXE5VKFYxC3WjBhv8kZuXxeCgqKqKkpASz2UxqaipGo5H+AwZy+vRJKiSl4A8EqJZVn0WzP+By/nlKS4tp0LQVdRu35MLZk+Ts+5QqNevicNjoeF9fPnxlEJ16Pg6AWqUmIjIar9dL9rb1PDl6IgCX8nLRabS8+NE8ii7lc2DXBlbMm0WlzGqsnD+Tggu5uN0uUtIz2b15LXqDkZuatiKgUlMlqx5d+gxFrdXw+bsv8MSL77FpxQKWnDpK/vmzaDRaKiSlcPzQXlIqVaFxqw5sXbOUwa9OJT/3FBtXLODI/p3ExMZxcOcGmrXtzp7NP5NZvQ4xcYns2vIzLe/ozp33ll3D1DeH4PW6uVyQR7XajXA5rMybMQ7L5UukVMrk6IHtnDicTZNWd5JQMY15M98lNaMajW8tC3cd3LWRKlk3Be/5ycO7aHXnfQDs276OqrUaBce8Hjcx8YkA7Nq4nM4PDEFvMPHQoNeYPel5XC4XP3wzmbZdHuHU0WwyqtchKSUDgLU/fEnHHo9Tt3EbAFYt/owjB7ZjNBr58dtptL/ncXZvWUmTWztSUnSBzz58jh6PPEfu6cN06NEfAGuphZi4pOB+/H4/EeaoYMSnxR33sW/HL8TGV8RkjqRjjydY9Nk/6PnEGIymSM6cOEjnXsP44qPRDBo9hfgKyXw9fSwREVEkpVQOrhsIBGhy610A2G0lxCemAND1gcHMmDQKc1Q0dRq2oFaDFuzesoqdm1dis1pw2e3c3OouYuOT2Lp+CZbCfOo0aI61pJCc7G0kp1WhWs2byD1zDI1WR2LFSthtJRTknaFiaiYqlZrktKq07fQQKxbPZN+OtWi1Oh4b8TaL53zA5Yu5JCSlcXvn3liKCjh8eCu1at2C3VGKTq+IDymiRk67Fa0yOlXu+0J5HAiEx6v8fl/o2Xu9YTErt8tZLpIVOqe1tJjUuCpX34/THhbBcjtsGIwRV51rLbFgVMasFKErp92G3hAKHLldDowRZtRqNW0e6MO8j94OzXXZrxmogvCYlMfnRauIQCnH3B4nWs3V13G6bL+LUCnvrYrQXK8/PGalvGaH245OowxJld+rYp3y4S3FXm3OUgyKwFn5ucp1ywe0IHDN2Jfb4yQyOoFr+W/9TVKpVOj1evR6fdjPA4EAfr8/GLbyeDw4nU68Xi9er/eqgSufz3fD/R29Ef/2/xnOnDnDvHnzqFChAjExMeTl5XHgwAGSk5PRaDSkpqb+1VsUV1yHH9ePgS+ysrI2AG6gN0BWVtY7wIKcnJxtWVlZvwKbATUw9FoL5eTk5GVlZX1EWRBLDYzJyclx/tkXIIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPjrSMzqBuR0OrFYLFitViIjI4Mhoz/CfxJUul7dqNfw7/YdCARwOp0UFRVht9uJiYkhIyMDna4sMLNq1Wp27s5mwHPjyaxZl+/nTOORp14G4N3RT/LcOzMpuHCOPVvWsW/HBl756J8UFxWy7ZefAIiIjMblcjKmfxcqVanB11PGkr1rE5k16jB3yms4HU5OHjtEx3v7YTBFkJxehaVzPmTQmElUSK6E02Hji0ljGPDS+wBMeXUQA1/5CK1Oz9TXBvPE6PcwmCKY88ErdO49mArJlejedwSLZk2kRYceZDVszrkTORzauYFuDz/NgpnvcOd9j6NSqUiuVIW8s8cZ/uanGCMiOXfyMF+8P4YGzVqTWrk665Z9y8NDX6Oo4DwLZ7/LiZxsbrrlNmLiK1JUcJ4uvYcB8PGbQxj88mSiYxP4dvo4eg14gWp1mvDN9DdpcMvt2EsKSa9SG4Ddm36ia+/hwfuv0xuCsaHsrau5+5GRALjdTiKj44Lz3E57MPIE4Pe6Gfb6JxRcOMOWdd+xf+dGEhKTuXRxPLEJKVhLLcGQldNh5+SRPQx+cQoqlYrcUzl8/PYwjBFmuj00nJi4ChRdzmfRF+9SkJ/LTws+oVKVOpw5vp96TdoGz7l3289Ur9s0eGyzFqPXGwioAuTnnqRKVkO2/7qMC2dP0PmBoXz+4fMMGj2Fm5q1Y9r4YZgiTBTk55KUmhFcw+txExufhEqlwmG3Eh0bCvdk1qiPKcJMaUkRDruV5LQq3NTsDk4dzab3gFdQqTVk71jH1vVLqFqjHl6vm8P7tmAyR1O1Zn0IBMg9e5yUSlWIMEdy5OBu4hIqEh2TQFJqJu26PMyPCz5hxgfPYjBG8Nz4OSz9egrHDu7isRFv8+m7z/DEsxOJjIzF7/Ox//CvHDu+i9LSInSKcBGBUDXE7rASHRt6bsqIkdfrQaMO/XksH7NSHtutFgymUHTK43GhNypjVsrQVAl6ZaBKEaGyWi5jijAHj90uR9i6ynWspRZSY6tddazYcgmTORS68rhdwc9to1s78P3sD1mydQa3178fp9uBThOKHikjQB6vO+weeP2esNCUMlhVfkx5L51uOzpFEOp3ESrFOcvCUopzKCJUTred6MjY0Jha8T6/N2w/nt/tJ3R/HC4rBl3o+Xi9174uh8uKUfm8FOuUn+vxuoiMNHMtf3VkSaVSodFo0Gg0v/v3QiAQCAauvF4vTqczeAxl8cSrxa6ux2jUX32frxdNmjRh9erVeDweXC4XkZGRjB07Fq/Xi8PhYNWqVb8LngkBkJOTYwd6XuXnzytevw68fo33v17ueAYw44/coxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOL6JTGrG0QgEKC0tBSLxYLX6yU2NpYqVaqg0Wj+/Zv/A2q1Gr/f/+8nXsdUKhV+v/8Pvzd/tmvFrAKBAFarlaKiInw+H7GxsSQnJ6NWh0Iqx44dY/BTw7n/seHcdEsb5s36gCZt7gyOa7RaIsxRZFSvze5Na7jnkSHEVajId19MoVPPxzmwewvHD+/npX53kZhSCY1azZH9u8msUYfHnhmHMSKSd55/nLj4RO64uw8AZ4/nEFshmQrJlQD4Zto4uvQZAsDq776g2R3d0Or0bFmzlPpNW2MwRVB0KR8CftKrlgWjnHYbhQXnubf/swCsnD+T/s9PxFpaQnFhPtXrNQFg8eeTaNO5FxGR0QDs3byGrg8NpGHLDvyyfB5N23SkVsPmAJw6ks0DA54no1o9Phk/nAFjPipbe8EMmrbpTHRsAscP78HjceH2eFnx3WecOnaI59+dw9zJrwYDQx63k9iEJAAKCy6EBaq8HhfRsRUA2LbuB2rWv6Xs52435qhQcAdAbzSh0+lJrVwd9e3d0er0dLxvAJfyz/HlRy+TllGNmRNHkJRahfxzJ7n74ZHBZ3vqWDZtOt5H7cZt+HHeFNRqLZk1G6JSBRjwwvvYSovZuvZ7zpw8TN65Y1RMzSQ6tgLZ21bTs/+Y4B4O7dlAg1vaUafRrXz50UsMfP4juj70FHOmjGHgC5Np0LQt77/2GFHRsfh8bp4YPZ0Jz/ahaevOwTW2rltKnUa3AvDLynk0at4h7Do9XjfDxkzFWlLE9l+Xs3zRTBIrprH2h8+5dPEC1tISqtdqiFqt4fzp42g0OmrWvQVL4UUO7t1AVt2mGIwmjh3axe2detGq/QP4/T6yd65n8luDiEuoyLPjvmT9j3P4ZfnX3N1nOIu+mMCxQzvp9/R4vpryEi3uuB+NBh4d9iZej4e1P37Fsh8+pk1MRcKAAAAgAElEQVSbB6hSrQEOlyu4X6fTSoI+9EyVQSiHrQSDIkgVKPedqPyOLC2xYDRFhgYDoNGE/rSqFL+nbqcdgzKOpBgrLS7EFBGKULlczrA9KNdxWEswKMJXao1inaLLRJijQ2Mqddh5qtVvQJfew5j34Zs4iqw0qHpr6By/i1AZgsc+nxetRqeYqwhf+VzXHHO67eHBLOX9KB/M8nnQaULnDNuPx06CumLYdQXHXHYMimiZ1+tGr1Wuo4iYuazoFXEtnz/8utRhMSsb0WZF8ExdPpIUOvYFPJhMJq7leo4sqVQq9Hr97+JGFosFn8+H2WwOxq1cLlcweqUMXClfq9Xqv+xa/X7/dXuf/5vGjRsXdhwIBAgEAvj9frxer4SshBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8KSRmdQPweDycPXsWvV5PfHw8ZrP5T4s1/BaCupGp1eqrRqGud+VjVj6fj+LiYiwWCzqd7prPvrCwkIcfH0hqehWati4LDJ09foj7+g4D4MThbDJr1g3OP5y9gy69BwBwuSCfvNxTzJjwIqYIM4NfnkhaRg02r15M0zZ3Eh2XyHez3yfnwC7sNhspaRnMnjAKr8/HhbOnuKvXk9isJThtVrRaHRWSK3H80B7WL19ArfqN2fnLcgov5VMpoxpnjx/i6MG9JKakMf+Tt+nUayCLZr1Ll95lAazNq5cAar54bzTnz56gSlYD5n0yDq/Xw4mcA+TnnuLMscPUatici+dOUqXWTSyZM5mdG1bw6Ihx+P1+Thzag91WyubVi/lqylgqZdTg24/H4vV6OX/2JOmZ1Tmyfzunjh6kQdPWWC7lknviEPc99gynju4nLaMmAB63KyxKtWnVAurefBsAbreTyOj44NiR/Vt4aNDrAGz/dTlZV8JWAHm5J0lMrhw83rxqIU3adEGt0ZCUmkFixRR6D3kdv9/Pob2bObh3M0vmfkDlqvW45fbuHNm/lceeeReVSsVDg19n5aJZbF2/hLiERJZ89QGFBflUTMtg5BuzKC0pYvEXE0nLyEKtVmOOigme9+j+bTw4ZCxqtZqbW97Juh//ye2d+1C/ye188Fp/YuLiMUWYGThmMqu/+4ycfdtw2KzUbtAiuMbeHet4fMQEAI4f2k27Lo8Ex9xOB1ExZfckMjqOmPhEWne4n1Yd7gNg1sSRDHlpGg6HjQtnj1FcfJkWbXsAsGz+NB4ZOg69wcilvLO43S6Kiy7y5dTROJ0OAIaN+ZgtaxexYdV82nbty9K5H7Bjw4/0ePQ55k5/DbfbhVZnZPnCT7mnzwgAtDodmdXrc/7MMWz+Yn5YOhWn04bf70Ot1uC0W9EpAkjKyJLNVoLeEIpOBQLh34nKY1upBaPp6mEpCA9WuV32sECVMqBlLSnCGBGKYnk9bnR641Xnupy2clGs0FhpcSEmc2id3+9HS4XkNIa8PZ1Fn3/Ajm3rOH5xH5GGGBxOGy63A4PehNNlQ68LBaH8AV9YeEqlDDn53eHBqnJRrOjI0O9LWCzKWYpeGaHyudFqleuEzuH1usLiWqry62iV63jQaq6+jsNlDTtn+fCScl23x4FOsa5yrCyaFDr2+d1ERISeyd+FRqPBaDRiNBrDfh4IBIJRq98iV1arFa/XC/C7wNVvx392aCoQCIT9zokyKpUKlUqFWq1Gq5V/+l9XJL4mhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+BuR/6P9BqDVaklPT0ev1//7yf9Hf4eYVfko1I3it3273W4sFgslJSWYzWZSU1N/FxL5jd1up1O3Hox4cxqz3nuViMho/H4/OoMRtaYscLNm6Td0uxKvAoiIjEar1eFyObh4/gwrFnzBwNET2Ld1LXUbt8Tr9XL0wG6eGjsVlUpF1VoNeHVQD7RaLUNf/RBjhJnSkiI+n/QKqoCXn76Zzv4dG6laqz7L5nxE/vmz3HLbXdx65z2YIiL54Z/T6DX4RQCmjxvBoJc/4Myxgyyd8wG5p4+xasFMNGotp4/n0Knn4zRo3pZZE56j36jxqNVqtq9fTo26N9Pk9i6cPLSXuR+Po26jFliLCyi6nMftXR/i7LF9bFuzmNPHDlOv6a3c0u4eFs18l/6j30OlUrFt3TLqNb2Nprd3AWDO+2Po/mhZ9OjAjl+pWrshX097E4Cvpr2BRqOheq3GwXuWd/YYd/UaDMDWtUupdVMo8qRRayEQwO/3c3jvRnoNeDk4tnn1dzRp0zl4fCnvLGmZWQBYSyxExyUCZUGdcycPc1+/UdSo15Qj2dv4+O1hVKiYhsvhwBgRgdvt5ETOboa9+jEajZYzxw7y68pvUavULJ07he4PD6fviH8wY8JILIUXuXwxl4SkNPx+PzZrSTDw0uS2bsyeOIqManXZs/Vn9AY9T4x+n58Xf07Ovm20aH8vU8YOwRwVwz8/GUuv/i9hiohEq9Oj1Wp575V+uFwObFYLMVf2v/HnRdRr1Cp4ndt+WcbDQ14HyqI/pshoTOYoTOYofl3xLbd1eojK1coCa4lJqVSr1bDsfq1ZwB3d+pKUUhYA+2TCMPw+HxHmKDrc8wSL50xk95bVdH1oON98+gaXLubisJeye/NKfB43Tz47iX3bVrNh1bc0atGJ3ZuX8/jI99DqdDRr05nv505m5vRRPDFoEm63A71eGSpSBI/sJRj+RcxK+R1pKy3CaFLEoxRhKb/fjyosQuUsF6EKRXespRZiYkPRJ5VKHRwvW0cRWXLaMUaYw+YG1ykpIi4h6ar7KX9OgzGCnkNfoEa9m7GWWJj0fD++3zcT3H48Tjc2WylmYzQxEYl4PG4CBIIRK+U5vV4POq3y71PoXjo9DhI0ygiVMixlC4tQ+XzesHWU5/D4XOXGQuvY3daw8JZKde1AldPtwBwZHbofqvDwkTLS5fa50CsCWmFhMq8TvWI/Xr8bkykUKisvEAj86SGnP9q/CkOpVCr0ev3v/l0SuPJd6PF4grErq9UafK0MXClfl4+K/V/2/N++zzfacxVCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf4sErO6AfwWjfhvUKvVN2QISulGjFkFAgEcDgcAZ86cISYmhoyMDHQ63b9838DBw7j7kSF4XE4qVa0JwJ6t66lZNxRispZYqJiWAcCBXZvIqn8zAJ/+40XiEpIYPfEzJr86lEdHvgHAvE/epnOvJ4OBjhkTXqBarQaoVAQDOjvWr6BVh3todGt7ACyXRvLYqLcA+HjcCDrc+yjmyGh+mj+Les3aAOB2O4mKiQOgcvU6pGZm0bBFOxrccjter5evp7xB09vLwk8R5qhgRGXvlp95YMCLaLU6atRvQnpGde574jkA9m1dR5vOD6DT63E67Sye/R7dHnkav9+POTI6eA3ZW9fSa/AYAI5k7yC9Wm2gLBJ07sxJJr82iKjoOIoKL1K/SRtOHN7Lj/NnsPCL99EbTRhNZsaNuB+93oDH48Zpt7Hgiw+IiolHrYJ3X3wUl8tJcloGW9cupm23RwEoyDsdjFcBmCJD17X550XUadw6OHbmaDZ3dHsEtVpNrZuak5ZRjY49B/D19NdJTEnn8sXz3P3wCDQaLX6/n2XfTOHx597DYIzg0O6NTB8/DL/fT7M2d1G3SVu++/xdEpMrU6tBC5LSqgTPo1KpuKNbX76a9jpjPpjP6sWzOXVkP83b9WDu1NcounyJxi06ckeX3uTlnmDOx69h0Edw+eI5XhzYgds7Pchtdz3IpxNHMXT0VAwmEzkHttG6Y8+wz3NkVCwA+3f9StWshsGxggunqFSl7P4fPbiTSpm1gmO2kqJgyMrv9xMdE88d3fry2YfP0f+Z97n74VF8/clrXMo/S2nxZVwuBxq1lq59RqDVaFiz9HMK8s+hVmvYtekn/D4vW9YvplX7nhRdyuP86SPc228kWzYuxuf3otOHB5B+47CXojeEwkTlA39+vy+0Z1sJ8YkVg8fK+I/LaQ87h8cTHrNShq5spcXBawfQaENjDltp2PucDgcGkzKKpVinxEJKetWrjgHByB2A01aCMaIsxBUZHUtaler0f2EiAHu2ruPyhdNUrFSN3JNHsfmsfLvpAwwqA9HGeAotFzmTfwSjPgKHy14WdfvtuhRxH6/XhU5z9QiVw20Li1ChUoXFpcJiVn532DrKeQ5neBSrfIBJGahyum3EaiqExhRzy55zaK7H70Knu/pnxO4sxaALfUb+rjGr/3TPKpUKjUaDRqP5XYQxEAgEo1YejweXy4XVasXr9QKExa2Usav/ZA834n0W/39TqeXzKoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPj7kJiVCHMjhqDKu5GuIRAIUFpaSlFRUTCYk5mZiVb7P/vV3H8oh15Pv8XnH71J+7t74/V6mT/zfVq268ql/PNExsQSHR8Kt6z7cSEPDXqeH76ZwdGDuxn5xlQ+m/QKlqJLzP90AhqNllPHcijMv0DlrPrUa9IaS9FlBo+ZyLolXwfXObR7E/2uxKusJRZiEpKCYyqVCnNkNADHD+6mbffeAGxc8T11GrcMzjuydxutO94LwPb1y6nZoFnZ2nu2kFGzbnCe3+clOi4BgLxzJ0lMTQ+OGQwmdFdCb5tWfkftm1sBZZGrqnUaKe80kdFlIa1ta5bQ8YEnAXh1QBe69RlKs9s6M338SHoPeZm0jLIo2Kx3nqH7wyNITK3MqkWfERUTxy1t78bv9zP9raE8+cIH6PQGpr05hEEvfcipnD388tM8/AE/syaOou/TbxMRGR0M6+RkbyP9SsQJ4FTOXtp27RO6FqMJna7sWoqLCohNqEhKenX6P/8em39eTE72dlZ9Nwu3y0nhpYvcee9jwcBR7Ua3snPDcjweN6ePHaTp7XfzyNNvsXvjT3w59VWGjJkS9rk5c3w/5qgo1FotLe/syYIZb/P4cxOxFF6iZr1mHD24g8KCC9z76Eju6f0UE195DJPJTEp6VUzmKKJjE3h0yFimvzucp16ejl5vCkabCgsukJCYGjzXni0r6PHIs2XP0u/HHBUTvCfb139Pp55DAHA77UTFxAffd2jPRqrUvImU9Op0uOdxvpo2hoeHvEUgAKeO7kWn09O9zwj0egNrln7OySPZaHU6at/UklLLJS4XnKdt1/5Yiwv44LXHsdusDB87g8joWI5k76DYciksVFRsucySBR/S/f7h2O1WTKZQiCcQKB+zCh077CUYjFePR1mLizBdiUUBeD2esLiVWhOKI7kdtrBglTLIVGK5TERkVGiuy4lROVcZqHLYMZjMVx3zer1oNKHvFqetFJM5tD/l3kuLLlEhOZ16TVpRr0krTh/Zy4AxHwBw4vAeFn32AWeNp7EVWyiw5fH93pmoUaNVablYkMuPOz4nLb4aFtulYCRRpVKFBaGc7nIRKtW1I1Renxu9VhGWQhGz8tjQKdZRnsPv94fNdXudYedUho/KxkLn8HrDz6kuF7PS65UxK9ffLmb1R/stzFk+zhkIBPD7/Xg8nmDsymq1Bl8rI1fK12q1+nf3VO6zEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjx15GY1Q3ivxVoUKvVYaGWG9GNELPy+XwUFxdjsVjQ6XQkJCRgNps5fvz4//g5z1+wgISkFPQGA6eOHOSb6e9wMe8cHXv0ITGlEut/+IYt61dQITmN914aSGrlqpw/c5zxo/oSn1ARvcHAkjlTcLqcDHrxXZIrZXL0wG4qHdxNhx6PciR7B7MnvsTIN6exadUSGtzSNnhurVZLhLksrrN+2TwaNLsNKAtbxcYnBufpDUb0hrJwzOE9m+j3zLjgmE6vx2AqC/Jkb1nLQ0NfAWDbmh/o3HswAE6nneiYhOB7Nvw0nyZtOgOQn3s6LGx1NHsbLTqMB2D3xhXc0/cZAOw2azCGBWAvtZCYnM6aZd8Qn5RKs9s6c/zQbpJS0oIhqwM7fyUtsyaJqZWx262cytlL/+cnAfDD3Mnc3rk3Or2BDT/Np2HzOzBHxVK3ye2kZtbis0kvcPHCOV5/+m5q1WsaPO/OX5Zx5/0DgscGUygAlZ97moSkSqHrXLmQujffFjwuyDtDzwGjqVKzAYFAgGlvDGHP5pVYCvJo2/1RjuzfQXRsPHc/+gxH929j+vih3NnjCXL2baXWTU1ZuWgGvYeMDa539sRBOvTox4af5tGm84OoNRoK8nKJiIyl20NlcansHb8w4cU+qFUqej72HDs2/MSQMZOZM/V1dmxcQZNbO3JP76eZMm4wWVdCZADrf/qWZrd1CR7j9wcjVbs2raRm3dBcj9tBfIVkADavXUydRm2CY7s2LafHo6MAqJrVCFtJEW89ex89+z5H7Ua3Yrmcz89LPuP82eOoUNGk1V2UWgo4dXQvTVt3p32PJ5j61mAIBGh+WxcK8s9x/uwxatZtQru7H+bgno3BeNOenaux2oupoK2M1+vB6Sgl+kr8rOwSwr8TA35f8LXbaUdvCEWMVIoIVWlJISaTIhal0YT9fqtVigiV047BGFonLCxVXIgpIhSzCvh9aHV6xdzQOV2O0mtHsYouhUWxXC4HxmuEr0othVRMywweaxRjarWORs3b0q5HXwCmvT6EIa9PC47PnTKWe594juyt68k7spyfDy9Ef0KPGjWFloss2jKNKEMcbpebpLg0/H4farWmXFjKHXYPvF43Om3ompVznS478fpQtE+tHHPb0etC8SqP3xW2jjJQZXOUotcr5vrc6JQBLcW6NmcpBl343H8Vs7oR/bf+3aFSqdBoNGg0GoxGY9hYIBDA6/UGQ1culwubzYbH4wEIi1vpdDq8Xu+fvl8h/lDSXhNCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8jUjMSoS5EUJQ/871HORyu91YLBZKSkowm82kpqaGxTv+k/v/1oSJtLijGxNeGICl8CJ+v5dKGVU5tGcrRw/u4czxwwx+aQI16jSixFLI60/1BiA6Jp7Cy/nc33cYLdt356PXhlExLQOADSu/o9P9j6HRaqndqDmVq1YnMTWd00cPcNeDTwJQXHSJ2AoVg/s4cWgPHe4ti9r8snwB9ZqWRZgK8nKpUDEtOE+j1WC6EsAqupRPQlJKcCxAgMiYsniQw1YcfN+mFd9Rp0mr4LyLuadJr1a7bK8/zefmNp2CY1qtLhjm8bqcxCYkla2xahG1G7cu+7nXS0RUDIUFeSydM5kadW7mw1cGUlJ8mfTM6nw6/mkSUipzeM9mbm7dme8+n8SBXRtJqVSFZV9PRaXWsXvLzxQVXOCXn77l4oVz9Bv5dnAPUbEViIiIpP9zE9i2dimnjx3imYdvRQVUSEoL7u/ihTMkJlcOvm/T6oXc3Cp0LbknD9Hxvv7B4wunj9Kt9zAAbKXFJFfK5L7+z7N93VI+fmsIXrebwS9PBaBGvWZUrl6Pd194hPY9HqNFu+4smPE2Z08cJr1qLTweN06Hjfq3tGXG+BG06fwgN7e6i6lvDmXYy6EgUVa9Jvy8NJKnXvmY9197ksdHjEelUvHwkNf4avIY4hIqEpdQEa/Pw6lj+/l04iiatrqL/POnqFy1DgCWwovEXYlVAezfuZae/ccAYLeWEB2XFBw7fmgHLdvdF/pM+H1Ex4YCRQZTFHUatmDXlp/YvWUl9zwyCr0xgkqZWWi0WnKyt3Br+wdo260vk98chG+hh4cGjqGksIDc00e597HnmTlhBFVrNECr1/PgwJf4avKrJCSlc+bkAQaMfg+HtYTDBzbjcNrCglABxfeJXxGyAnC77NeMR1lLLRgjIq86BuHhK4/LHoy7lc0NhZysxYVh6yjDUl63G7U29Kfc7XRgjFAEqhTrlMWsYoLHLoc9bK5GE1rHaSvBFBEe4vqNpaiAiKjoq4653U50OgNGYwRNb7uL/dvXc1//54JBuS/fH8OjI9+i6FI+X01+g/z8bRwrykaDmsLSyyze9glqNOjUBs7mH2dd9kIcbhvnL51hz8lfqJnamIToZFSKCJXLY0erKYtOXSw6x+XiAo7k7qZKxbrYXaXhMatygSplzMrhKsWgCwWpvF43ep0yZhWa63Ta0OuU8bHfP1+l/1YY6o90PexZpVIFQ1VKgUAAv98fjFx5vV6sVisulwu/34/T6USn0/0udqVWq//wa/qr75EQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCHG9kJiVCHM9h6D+p663IFcgEMDhcFBUVITT6SQmJoaMjIzfxTmU8/+dIUOforSkhA2rllC9dgOatbmTuo2a0ey2Tvh8PiY89zj39X2KbWuXsfzb2eSdP0fbzvdz8uhB8nNPk5ySzq0d7sbv92OOignGOEqLLpFcKROAEkshsfFlsSFThBmttmy/vyyfT4Nmtwf3ojea0BvKgi8nDu2m3T2PlM378VsatrijbK2iS8QlhAJYv/44n/pX1rBbS4mOK4sWeb1ezJGxwXlHsrfS8s5QLCrCHBUMxlzMPUXlar9FkwqISyyLJrndTszRccH3nDiwk9adegKwe+NqqtW9mbHDetCoeTu69RnCqoWz6XR/P7IatsTv8zFjwiia39GdSlVrc+b4QRo0bU3zdvfgsFmZN/Mf9B78CmlVavL11Dfo/+w/WL9sLkmpmbTv8TjzP32Lzg8NIaNGPWrWa8pP82eg0+sxmCI4fnAvE1/qi8/rxm6zUS2rHiePZFOlZn0Kzp+mUpVawT0bI8xodfrgsTkqOhgM2rRqIXWbtEGlUtGsbXds1lK2rv2BVd/NpnOvwQBsWf0dt3V+gD0bl9OiXXe69nma2ROfZdBLUzl2YAdV6zRGq9WRlJpO4aU8MmrUw2QyM2fqq9zU7A5u6/QAsyaNJjW9Gh+NHUjhxVyOHtrNLYkpqNVqHhr8OtPeGkpRYQGjxn1GdGwCNmsxsye9iAqYNelZDAY9Z04dJSY2gW8+GYshIpL882fYsHIBEODI/u1ExyWw9OvJuF12LhfkYS21EJdQkeKiS8QlhmJnANt+WULXh4YRVyGZC2ePM3X8EFQqNf1HvkN8Ygoup50vp7zMojnv8ciwsdhLi9i7dQ09Hh3FoT2bKLhwhu4PP83X08fyyNNvkXvqCDZrMVHxCZijokmrXJ1AIMCuX1cT8KvQ6UMBJH8g9J3odjnQKuJIbpcTgzJIp4hH2UotRCqjT4rYkd/vD5vrcjr+ZRQrITEUBVO+r8RSSMSVSNxv+zMqolgqTWgdS2EBEVGhmBWBQPD3umxdRdjJbsVoVoa4QucsLbpEdGx88FgZwbJcuog5OnQOp8OG6SrrxFWoSEa12tRt2opqtRsCMGvCs/R/YSKBQIDs7b+i2b6eNj36EhWXwKx/PEu1zq3YtmYZxQfzKSy4yNJts4iPqsiFwpNcKsll+6nVRKdVJL5qKqXpXhbumI67xE6lhOrB83t9LvTaqweqHE4rBsWz9fm9aNSha1OGr+xuK/GmRMV1XTtkBddHGOo/dT3vWaVSodFo0Gg0YUFIi8VCIBAgMjIyGLpyuVzYbDY8Hg+BQCAsbqWMXV2v1yr+3uRzJ4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPg7kZiVCHO9haD+N66XawgEApSWllJUVITf7ycuLo6UlJR/GT1Rq9X/du9nz55l74EctBoNTz77JjXq3MSHrz1F0zYdAdi46ntuua0jLdt3pWX7rkx+fTgj3vgIvcHE6u/n8uiw0Rzaux2AnRtWk1WvCVAW1zFHxwbDCh++9hSXC/L4ddVS1Go1i+dM49b2d3M6Zz939ewPQH7uaRJT0/H7/Zw5cZiC/AuMH9EHp8OGWq1m2/oVuD0uVAGo37QVXrcbrV7P2eOH6Nx7IF63m9kTXyL//BnGDr0fr8eNx+XimV6tcTrtJCanceHMCapk1edI9g7SqmThdjrRG42YI6OD93Lpl1M4ffwQm/u0JUBZoGbXlrYYDCa0Oh1vPd0TY0QkRmME508fp2JKZR4d/ga5p44Q8HvJatiy7N6eOER8QhLte/TD63bz83efMejlyWg0Wtb98E9atb+HrAbN2PHrT2RUr0N6tdo8/PSbbFq5kKlvDCIhMYWMGvUAsJZYyD15iP7Pv4dKpaJiWlXiEirQ+cEhHNq9kQ2rFjJr0gt4XE4izFGczNlHtdoNyT19jIqpmcHnffJINqkZNYLHp4/s447uDwePjx/cydNvfsqh3RuZ9uYQ2t/7GDn7tzHo5clERsfy0/wZdOr5JM3vuJsVC2ZQYimgx2OjALi10wMs/+ZjbDYrbbv1oUnrTmxcuZBxI+5HbzDSuNWdJKVlElchib2bVxNfIZkadRoT8Pswmkx06zWY+bPewWYtxlZsITaxIt0eGkpicjr/nPIKHe/pS6OWHck9fYxFn0+k0/39iYxO4JcV35KYksotbe8hP/ck29cvo1vvYWxc9Q2XL+Zy8cI57u4zIuxz73U7iatQFnRKSa9GhaQUevR7lrVL51BYcB6tVk+lzOo0v70r+7atoXuf4RzYtYFTx/bTo+9zzJ5UFvOyWUt5ZUg3WtzRjaS0yjz5/Hus/2EOxw7upnqdRkTGxpF35hQ6fSh4pAz8uVzOYLwNwON2ojeYQr/DyuCRtYQKiiiXRqNRjBWHRac8bicGo2Id5dzSElIrh4JMyu+Q0uJLmMyhYJbH7Q7fjzJCVVxIbFwoQqVWRKi8bjcaTShs5bTbMJnMV91PSeFlkitVueqYpfAi5shQzMrv84fdy7DrspdgUoS4frsulUqF3+8js2Y9ElPSgbJgVp3GLajTuAUAX099g54DX+LciRwOfZpN28iTljcAACAASURBVO7307RNJwC+nPQSHe7vR4f7+7F78xp+mP4hberfg1ajw+PzoNOGQnHKkIzdZUWnUd47ddi4MnzldNnRaRURM82/DtJcz2Goa7lR96xWq4OBqvJ8Ph8ejwev14vH4wlGrrxeL1qtNixu9dt/5T8HQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEuDqJWYkwarU6LNxyI/qrY1Y+n4/i4mIsFgs6nY6EhATMZvP/OIbx7/b+2pvjKSmxULl6Leo0bMrksSPo0OPhKwEYP1vW/sio8Z8AcOZ4DrEJicTEV+CNYQ/xyNAXyMs9w0233A7Azl9X0mvQC2WvN66mRt3GABzYuRmA9+as5FJeLmuXfUv2tvUcP7gbu7WE0f06YzCZMEZEUmop5NSRQ2TWrEulqllUyqxO+7v7cPniBZZ/O5NOD/Tnl2Xfcjh7F6P63IHRFIFWq+P1gT2oWCmTeje3RKvVM/jlSQB8Mv4ZOj3wBJf/Hzv3GR5VuS9s/J7MJFPTAwQSIPQuTYqgKIgNRVBAUcAC0hEpUpTeBQTp0lUUQQSBDUhVOkjvSJFeUyfTSyaT90NwZg0G9znnPdst+/x/18V1ZfE886xnrVkzyac79RbH9v3EgkmDMBhNGEyRpN2+wbmTh3DarWRnZTCwQxMSEotTvFR5YhIKM3TmCrxuF4s/HcxTzd+kdMXqHNq1EafVzDOtOnLnxmU+6deBxOQU5ozqjsWcRaHEYiye/CHlqtXjl5/W0KTFW2xfv4xftq6mZPmqHNq1kQitnl2bVlKxej1mj+pO+t1b9B23OPCeNHi2FYd2bSRMrWb+hN4USUrh1rVLvN71o8D7vnXVAjoPnkZ4RASP1GvMvi2rGDhpCdcvnObw7o0smjoIdZgaTUQ47XqMCKx9cPtanmoejFdpdfrQOFCYGoMpitpPvECF6vWZOaI77Xvlv772Ey+wcGJ/7FYztR5/noUT++H1uNEZ8iNFicmlcTvtXD53gnY9hhEWFsYTz7fhyN6tdPvoM7Q6A4sm96fB+6OpVvcpFk/qT1R0PJu+/5yWb/UjMbkMjzZqxqovphBbKJHo2AQunNrPVzOGkFK2MpfPHefkoR1kZaSTUDiRUwe3c+fWVUyRsWjDw9m8cj5Wi5lCRYqBSsXL7fuwduk0jJEx/Lz+K8pWro1Go8FhtxAdVzhwzXarmZj4IsQVKkarjoO4eeU8s8f04JW3PyQmvjBnj+/lxuVztOjQl4WT+9Fl8EzKV63HkC7P8cTzbUCt5vlXO3H22B72bPqOuo1bsmLeWMpWrkmdJ59nyfSRRETo7n2efXg93sC5vR5XSCwqx+tGqzhWKUJTbredCEWwSqUKDUvpDKaQz7ZaEZdSBqs8LntI+EoZxbJmZ/0hCPX7M+f3+0NiVvbsLIompyjWCZ7DnJWOMSoYxfIonpP8dYPruJy2kL0rxyyZ6RgigzEr5Tl8Xi9qTTAw5HHaMSj3rrwucwZRMcHwlvKa3W4n4eFaNBoNKeWrkFisBGUr1yxwriUrnSpPNGLfuQ00qtISX66XcE3w8xMSqPI6iDYlBPejuj88GPwO9/ndRGiUn8P/vNjRwxqz+rM9q9XqkOdD+brfA1c5OTl4PJ5A6CovLy8kbqUMXj1s90cIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPhXkpiVCPHvDkH9b/h3XYPX68VsNmOz2TCZTBQrVgydTvffWuOf7X3kqNHs/+UXdDo9er2Rz4Z2x5yVydmj+zi0YyOXLpwlPDyc7xZM4dEnnuHbORMxRUbx9fTRFC2eQt0nn+ezoT1o2rIDAL4cLzFxhQA4smszbbsNxpqdxYJPh9J7xDTCwsIoXKw4t65c4KMpX6HV6blx5QI7N6ygfa+huF0O5o4fQO/Rs8nNyWHWqN680KYjKpWKFfMm0XHAeCKjY2nb/SM+H9OHtz4YQVLJMmxd/TXRcQk8/uyrTBvShY4DPgHgzJG9JCaVpGTZypQsWxm1OpzCRYvzUvse3Lr2G9vXfkP73iMB2Ln+O/x5uTz10pt89nFn3u47FpVKxd2bV4hLSKRSjfr4vF6O79lC9xGzARj/wZtUr/8kjZ5vw4Zlc+g2bBrxhZOwW7OZM6on5avWwedx8uvRPdR6/BlSyj+CNTudDcvn8kKb94gvUpx1S2fw3sDJLP98NPWfbkn1+k1Y981MGr/cjkfqNSEvL4+N380j1+dj04p5eFxOUm/fpHjpioTdixXt37aGyrUbEhNXmJj6TShashzrv52N3mjixqXzbF/3NScPbKfl2/2wmTMokpQCQNqdayQkJgeeB5sli+h77x+AwRRNZFQ0G76dRbehswB45d1+LJ8zmk6DplK4WAnOnTwY8kxVrFmf1Ds3MEbGBP5Pr9Oj1eXHk9TqMPT3wkVv9Z3A9KGdKFaiLInJZQDIuHuTzLRbtHq3PwC7Ny6ncbPXafBMGwDmTXif7h/PICo2gXMnf+HiqQM0f7M3fr+fueN70WfUQrxeNycPbGN8/9coW7Emr3cdxq0r5/jis/506v8Zu7d8T9U6jQP727XpO6rXbxo4PrRzHW/1HsPy+WPo9tFMWr71IYs/7U+3IbN58fXufPJhW0zRcSSllOe5Vu/x67G9bN/wNY2bv8XiSf156qV2aMLD8fv9FEosjs6QHwyz27JZ9uVoIiIUASaPk3BtMCyVByGBJmXYKcftDNxHgDBF2MlmNaM3RBb4OgCV4tjjdjxwHbvVHHh/8seCr3PYLCERLLfTdl+gKvgngMWcHvIMkOdHEx5R4Lpupw29MXjO0LhWJon3ntf7x8yZqZgUoSu3yxGyd2XMy2rOJDG5VIHrWDLSMESFrmMwBUNcIQEvcyY1Gj7Nxi/nYHdZyM3NRaMOvl8qlDErJwkabYHr+Py+kLiV1+cmPFwxV/3nUaP/xDDU35Hf7/8f7VmlUgUCVffLzc0lJycnELv6PXK1bt06Dh06RHJyMqVKlaJChQqkpKSQlJSERlPwn9dut5sRI0aQlZWF0WhkxIgRxMbGhsxZsGABe/fuRa1W069fP6pUqRIYmzp1KiVLlqRVq1YATJkyhRMnTmAw5H/OP/30U0ym0Eie+Ht7yD5iQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPGnJGYlQvwnxKzCwsLw+/1/ybny8vJwuVyYzWbcbjfR0dGkpKQ8MGTxzzzo/nu9Xuo3eByXJ4eU8pUwp92l+evvEhUbx8/rV9C2c35IaNLgLvQZNYMbly+yf8ePmKKi6TZ4AreuXeLKhdMAmLMyGdrlFdTh4eT6cujTtjF2m4W4+MKcP3WYNV/PJaVcZUpVqArAlh+WUL9JM7Q6PQCrFk2ly+DJAHw1bSStO/ZFpVLx9awxNG/XHUtWBnu2rqFC9TpERudHOk4d3kPREqUpXaEqDpuVq+dP8U6/cUwb3h2bNZsN385FazBybN/PfDx9OZAfJdm+bik9R+WHqFYt/JROgyYB4HY7OXVoJz1GzGb1VzPRhIdz7dKvZGem8f28T2j0Ulu2rv6KQ9t/RG+KZO6Y97l59RKVatSjdIVqrFgwkUKJSWSl3SUqphBrv5rKc63fpUrtRmxb/RUlSlfkuTadycvLY9aILrRo/z6Qx+ovp/BO/wkkFEmmy8fTWf/tLI7v34ZKpaJ5h94A5ObkcPX8CXqN+hy1WkNG6i3WfT2danWeYPnno7Bbsrl76xofT1sReH9XLZpI+w/GYoqKJfXWFdZ8MZVDezaxe8sq9AYTx/b/ROUaj7F380oefeL5wOv2bfmBKnWeDBzfvHKOpFLlKZSYzN4tK2n4bGviCydRomxlPhvyLnWffIHEpBL4fL7AM1qp5hOcPrI/sIbTYSOucCIAHrcTY2QwtKI3mIiOTaB46Qp8M/NjPG43aXdu0KxtDzwuJzk5Xi6cPkTHDz8FYPv6b6hRrwlRsQn4fD62/2MJnQdOA2Dd0uk89eKb6AxGdAYjUXFFqPVYEzJTb3Ph1EHKV6tL4+bt+Wb2ELxeN8++8k7wOi//ynOtOweOM9NuUqlmA7xuBxuWz+bFtj15vk0Xvps/hnOnDuP1ehgyfSVnj+5m54ZvafxSO/ZtXckzr3QiJqEIdms2j9R9in0/reHxZ16lbJXaXPz1MJcuHcHtseH2gN2WjSkyBq/HjVYRswoLU8SQ3M6QAJTX40Sr1QfnKmJIdosZnTJCpVgHQKU49rpdaBVRKmXoym7NJja+SIHrWLMz0BuDkSeP0/7A8JU1KwODKRiIUivO4XLYidAGw3ye+yJUIfEoqxl9hWoFjpkz0zBGBYNZOV4vEbrg/VGFnNOK3qiIfSn2mpVxF5MivOXL8Qb25/f7A9G4/HUsGIyRtO07nHWfTSEsLCwkdqT82etzE6GIWSnH3G4n2ojgXn0+L+GKuWp16Pt3v4cxDPWw7vn+z9L/L7VaHRJT+13Xrl154403uHHjBjdu3ODcuXNs3ryZmzdv4vf7SUxMpESJEvTo0SPwfbtq1SrKlCnDxIkT2bJlC4sXL6Z///6BNc+dO8fRo0f54osvSE1NZdCgQXz11VeYzWZGjhzJ9evXKVmyZMj8GTNmEBMT84f9CSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQfzWJWYkQf2UI6l/lrwhy5eXlYbPZMJvN+P1+YmNjKVq06P93RONBe+/x/ge8138M08cO4Or5s3TqO5xylavz7dxPefSJpoF5RlMkEVodZSpV45cdG2n9Ti+iY+NZvmAKdRu9wCcD3sPldNB//OfEFUpk/sSPeLFtJzxOB/u3/8h3C6aQl5dH0RKlmDO2P/5cL9ev/EbVWvWx2+w4rBYio+PZvXk11y+e4dL5M/zw5TQ8LhfenBx++WktEToDZ47+Qsky5ZkxrAdFU8px5shenmv1DptWfcXeLWuIio5hxfyJ+HN89Bw+HbfTwcpFU6nT6Fm+nzsem8VMeuoddAYD88b2ISvtLhF6I19PG0axkhU4f/IAKlUYC8b1JTMznWavdcRpM7N15SKKl61EGH5yPC5KlK1E8/Y9OHvsAL+eGI3BoCelbAWunitB226D2bVpFeuXzsJmMeOwZHPgp39w9851iiWnMH/c+2RmpBEeHs7543soXrYybpeDzd/No3WXj9Hq9DR9tROzRnajUJFiLBj/AVXrNubc8f20fLsP6ntBnRVzx9Ghz1gio+Oo2fBZvvh0EE1bdmDFvHE47BZMsQlUrv04pqj8aFSRpFKggj5jFuB2Obhy4RTrls5k5aJJFEpMxpfjIbl0JcLCwrh68SRNWr4deP9PH9zO48+3oXBSST4f1YtHGzVDqzPgsGYTFhbGU83fJK5QIjvWLaXpK/mvW7lwMjXqNwmssW/rairVaAjAwR3rqVjjsZBnUWcw0KTFWwCk3bnO6i+mYstOZeP3czhzdD8lSldg6ayh+Hw53L5xhaLJJTl7fC93bl4jOiaepXOGkef3c+v6ZbweNwmJJYmLL8Lerd/TZfB0yMvjy88GY4qOo1zVeqTdusaOTSvw5eSg1oTj9/sxmCID99fn82GMjEGlUlGjwbOcPbaH29d/o2jxcpw6so+iJUrj9bjISLtJpZoN2bd1FU+3eIuEIklYstKp//QrbF45j5c79OWLyf15/JlXeeK51swe3Yv+E77giykDyDZncGT/ep58tj1ejxOdMrKkDDlZzOiNwciT1+tBq1NGqILfDw67hbhCicF1FLEct9NBeEQwlOTxuNApYlbKKJbbaUOrNxa4H1t2FnpTcK9utwOdQTFXEWCymjOJK6SIYin2Y8lKxxgZDF153K771lFGqGyhkS7lOpnpocEstToQS/L7/SF7dztsITErtSJQZcnKCIliqdWawDoOa3bI3lxOO3pjJLEJRVDFRuDMsKOkIngPfLlewsOVMavgmNNjQxsejFnl5HrvC1/xpx7GSOTDGrP6q/asUqmIjo4mISGBWrVqhYz5/X5SU1O5ceNGSNzyxIkTdOjQAYAGDRqwaNGikNedOHGC+vXro1KpSExMJDc3F7PZjNPppHPnzuzbty/kHDdu3GD8+PFkZWXx8ssv8/LLL/8Lr1j8SzxknzEhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+DMSsxIhfo8pPYwRi9/9K2NWubm5WCwWzGYzWq2W+Ph4jEbj/9q9etA6ppgE1ixdQOGiSWg04VSrnR8YunH1Iq917gvAb7+epHip8oHX3L52iZTyVQD49cQRPN4cqtV5nNzcXIomp3Dz6m9ERkVTunxVAHSGSPZuW8+7fUfQ4OnmAMwa9QEfjJxOuFbHzcvn2f/TOho3a01soSIc2rWJYdO+ISo2nsmDOtF37BwMxkjmju/PewPGUbx0Bfy5uUwf2YvqdZ9AE6bCkpFKjXqNaNWxL7NHvs9bfUYQX7gol8+dIqFIUVp06AnAtd/OsW31V7Tp/CG5ubksnzOBrkOm4nY5+GntMuIKF+P1LoNYNmcsb/cdSVLJcqTfucmvx3+hXa+h+P1+ZgztSvcRs/C6Xcwb34+mL7/BewPGAbB38yriCxfllbd6odUZKV66PFVrNwBg8adD6Phh/rwFEwfTqlM/YhMK47TbyLh9lTqNX2T++A9o8U4f1nwxlY4fTiAhsTgel5Ml04fhdtrZsmoRHrcLm9VKpUfqEhkdB8DZo3tJKFKMJ154nSdeeB2rOZPZo3tiSb9LQtGSVK7ZgCO7N1O2cm2KlSybv9dNK+g0cCIREVp+WDyFsDA1c0b34Pk2XdDqDIRHRATe87Tb1ymSnAJAy3f78u3s0Tz1UltcbgclylQgK+MuVes8yZ5N75MHPPPK21w+d4I3ewwNrHH57BEq134cgIunD/JGz5GBMWt2JrHxweDRkV2baNy8HeWr1QHAnN6Xd/p/AsCJgzuwZ2fQ8NnWACz8pC+dBn2Wf03bVlOjwbMULVGGw7v/wbH923mqWVs0mnAA2r8/hsVTBlCzwfOcObaHNp0G8N3CsYRrIij/yGOUrlgzsIfDuzZQSRHceuXdgcwc3hmX20XvkZ+z/tuZtO36EVtXLqBdrzHEFS6GNTuT+k+/yubv59GmyxA2r5xPeHgEUXEJuJx2DMZIEooUYfm80ViyzditFq5fPg2A1+3EaIwKnC8kHmXJQqdXxKw8LiJ0+gLnuuwWdCXKKMaC4SSbNQu9Igjl83oJj9AFjlWKdTxO+wPDUrbsrJCwlMftCtlfSIjLmkVSqXIFrpOdlRYSoYJgXMrv94fM9dy7f/fPA7BmZ1AkKaXAMYfFjF5xHW5X6DrKc1izMihepoJineCYOeNuSOjK43RgMOW/X+36j2bU2y04e/UAReNLE2mICbnvObmekECVMhrmdNuICNcp5nqJUISvwtT//HfAw/Y79WH8O+DvsuewsDAOHjzIsmXLQv4/Li4Okyn/M2gwGHA4HCHjdrud6OjgZ81gMGC32ylevDhJSUkhMSuXy0WbNm1o164dubm5dO/enUqVKlGuXDmEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoh/B4lZiRAqlSoQg/o7BCH+J1QqFX6//391Ta/Xi9lsxmazYTKZSE5ORqvV/vMX/jcVFOK6du0aaHRkZtxl3OfLmDayP9p7gRyjyRQIuezY8D0vtHkn8DqjKQq1Ws3MMQOoWL0uHfuOYFy/dxg8aRF3bl1jycwx9B4xIzB/+oj3KVe1ZiBk9cvPP5JSrjLFS+dHY1YunErXwRMoVqIM386ZQMsO3YmKjWfZ3E949pUO6PRGDvy8gcSklMBrrl48S6HCxWj1bh/cbid7f1pHz2HTmDdhIBaLmYM7N2OMjGbvph/oP3EhkB/HWbXwU3oMn47OYGT60G506DMalUpFeISOi6cO0mvkbHZvXo1aE06E1oDP62XpzFG81K4HJw/sZPOqL9DpTSydMYKj+3dQqGgy5avWCFxrSGDHnE5kTP3AsUYTHHM5bERG54dx0m5fJyauEKXLV6Xv2DkM796amLgEbl+7SHRcEU4e3EFMbAKtB32KSqXi4M4NXDxxkAi9jsWT86NcGXdvMWDyN4H1V8wfx7sfjie+cBLbVi1m14ZvsWZn0X/iEgBuXrmAVm+kRJnKAHQbNovFkweSkXaHFQsnotFo8Pl8aDQacrxevG5nYO1iJcsSVziR7xdOZuCUpaTfucaGpbPp8MEYcny5/HbmKLs3fQ8qMEXF5r/n29dz49pvzB37PqboOPQ6XUhQ6Jef1lCp1uOB4xuXztD0lfxnzuf1YoqODYyd2L+Vl97sFXhPdYbgOueP7eX1bkMxRsbwUrve3LlxmXMn91OqYk2SSpZFpzfSoGlrNn4/n0o16lOm8qNUeKQ+Vy+eYsn0YRRNLkXlWo2IiS/M2aO7eLPX6MDaeoMJvTGSXiPnYTBFoTeaSCxeGq/HBUD9p19h8/fzadP5I2yWTFQqFckpFbhx5Rx1n2rB1h8W0bj5W1jMmeg9bgZMXsL3Cz/lxP6fSb1zBY/HQUyhooHzKWNIDns2On0wyOTPzQ0EugBUirlulxOtzqBYJzSKpVfcL1WYKuQ8yp89Htd96wTH7DYzhYsWDxzn+f0h8bMwdeizrgxoKfdjMWeExKyU8SiX0x5yfrfL+cB17FYzKffiefevk5WZijEq+Px4PW60+oLvj8NuRm8KBsVCY1apGCODMSufz0uENj9CFRGhI6lSOcIqRbLvxCay7tzBmpXFyUu7qFSyPr7cHMIVMSvl70CX205EeDBM5svNQaMJ3ku1OnjfC/Iw/k6VPf/XPOh8LVq0oEWLFiH/N3DgQJzO/O9pp9MZCFv9zmQyBcZ/nxMZGUlBdDodbdu2RafLf74fffRRLl68KDGrh8zD9hkTQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiD8jMSvxBwUFlR4m/1v7z8vLw+VyYTabcbvdREdHk5KSEhI7+t9W0N5/3LSFA3t20G3AaFwOB8VTygDw268nKV6qfGCeOTOdYiVKA3Dx7AmKly7Pt/OncOXiGdp26U//t16gQpUaLJ8/kau/nSMqOo4lM0bhy8nB4/WgDg8nKTmF+Z8MxG6xcPP6FRo0fZHjv+zEYs4kMjqWm1cvsW3NMk4e3kPqrWusXjKL8Ag9HqeDHT9+jzkznaJJxZk58n0eqfske7etodW7fTiydxvrvp1HRISWT/q/TeFiJXiz+0e4HDZWLJxKxUce5ZsZI3E5HFit2Wh1ehZ9+hHpd26hUoWx7ps5lKv6KEf2bsbny2XywHdQayJ49PGnObBtLb9s/5HSFatx8eRBzp8+QkrZytRr8jLrl81FrdbwSvseRMUmBG+qMkBky8YUmR/q8fl8qMOD8SHIQxOeH6xJv3uTqLj8NSK0OhKLFef9ETP4ecNyFk/qx40rv1HrsSYc3b0JX66P88f30/6DsYSFheH3+5k1vCvV6zfmq88+QhMeQXLpyiSXqkBicv579sIb3fny00EULVmWVQs/wetxcfnCWZq93jWwG7/Ph9ftpNeoOfywcBKFi5Vi3tiePNOqM3n+XFIq1ECpTJXanD26D41GQ9HiZXDZrXi9bjxuNz1HzMGX42Xt1zMZ9M7TFEkqSc0Gz1C4aAm6fjyV2aN6kevP4/ypQ1SoVgeAaxdP0eTl9oH1I3S6QBzp0J7NlKtWNzDmcTmJuxd9OnlgB2Uq1wze1Tx/IDjky8nBGBVDq04DWfhJP97sPpKo2AT2bv2eAZO+5sr5E3z12SAidHqyM9Lo+tE01Jpwtq5ehCUrlVxfTkg8CSAmPgGDKYpfj+8npXw1AMpWrsXZo3upXKshVnMaACXKVuHyuRM81rQVa5dM5a0+E9j2w2KWfT6KdwdM5PaVcyybPYq2PYZz98YlDuxaQ2x8EUyRweiSMlDltFvQG4N7UavVgVCJL8eLWvHd4fXcH7NSRKgsZnSKa1IrQk4+ny8kQuV1u9A9IPrktFnQlqkUHFNEn+4/p8dpD41QKeZazZkklSijGAue35x+F2NkMHSV4/UQodMr5irCVw4bekUcTTlmzkzDGBWMUIWFqQP78/v9qBRz3XZbSGRNuR9LZjoxCYUCx2q1JiQWo9cbaNSsNY2ateby+VNcOn0EfWQMKzfP5M6d61y+c4oKxWujizCgUgXvj8tjR3svGgSgQkWYYlz15y0rCUP9Rf7ue65evTp79+6lSpUq7Nu3jxo1Qr+zH3nkEWbOnEn79u1JS0vD7/cTExNT4FrXr19nyJAhfP311+Tl5XHixAlefPHFv+IyhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIAv2T/IL4v0ilUuH3+//d2/gf+//df15eHlarlevXr5OWlobRaKRUqVIkJCT8S0NWUHDM6uLlazjsVspVqcGG75fw6ONNAdi+4Xtq3/vZ7/djiooKRDx2/LiS9PRUzhw9iEoVxo4NK6lVvxE9hkymRfseRMfE0Wf0THoN/4zWnfpy6/oVPp7yJR3eH8rbH4wgJ8dD/7GzqVGnERfPHGHHhu+JSyhC2q2r3LhygYETF/J8m44UKpLE4MmLad6+Gzk5HgZP/oKuH0+hy6CJ7Nz4PSVKV+Ta+VNsXvkVdZ94lubtu2OMiqZD7+GULFeZ3ZtX0aZjb9p2G0TnwZOpXLsBKeUq80b3wZStVJMa9RoxfPYKXnitI8f2bUOnM/LiG50xmCLpM/Zznm7ZAa/HxXOt3qbTgE+Iii2E0RRN7See5+SBHfzy8wbmrNqDxZyOKSoucE81mmCwymm3ERmdHyfKTLsd+BkIlvGvAwAAIABJREFUiQ9lpt4hMiYYxNKEa9BERPDsK2/xZo+PadzsVV55533UYbBpxULcDhsr54/n4qlDLPqkH83b9+TFdj1476Op1Hu6BQd3bODqhVNkpN4C4Lezx4iKieeVd/vRtudw4osU56W2Xci4fZVFE/vjcTtZNmc0zTu8T+FiJegydAYxCQn4fD6+njGMbz8fS8MXWoc8O+eO7aVE6Qo47TYAKtVswJxRvWnTeSAqlYrwCC2vvtuPQkWL03vUPK5dPE2z17ug1Rno+vFnqNUqtv6wkDs3LgMQHqElPEILgMWcQUxckcC5fj26m/LV6gWeR2Vs6OSBbVSo3gDIjx2ZooL3+Oi+rVSoVhed3sjbfSfw9ayhfDtnJC+06UJ4hJby1eryTv9JpN+5iSk6mq0/LESr0/NS+954vR4cTjvW7MzAehdOHaJE6coAHN65jkfqPw1AnSYt2L9tFQDFS1fm6sXT1GvyCjvXf0NMfGH8/lyO79tMZmYqRYqXJq5QIlXrPkXhpJL8vHYJ3YZM5/q18zgdtpD9K4NQDrvlgYEqm9UcEovyelwhc1WKCJXDlo1OEcVSBqocVnNIMMvrdqFVxqyU0SeXA53eGDhWRrHcbifhETrFXCc6Q8FznbZsdIr3UzmWnZkWErNSBrz8fn/Ifv4QzFKsY81Kx2CKKvA6bJaskNe5XPaQe3D/XIMpuB/lOfL3F/xMZ6XdJSomnobPtuSDKQtJqlCa8ArRrDu5mO/3zuBW2jVOXt6D2ZaOy+MgXKNTrBsaTFK+1wV5mAORD5O/e8yqVatWXL58mc6dO7N69Wree+89AGbMmMGZM2eoVKkSNWrUoFOnTgwaNIiBAwc+cK1SpUrxwgsv0LFjR7p27UqzZs0oU6bMA+eLv6mwv+ifEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvwF/rVlHvFQCgsLe6jDG//T/efm5pKdnU12djZarZaEhAQMBsNfGsa4P2bldrs5++uvJBYrzpnjhzh2YDfHD+5Bq9NhzTazd/tm3C4n0bFxPPbUc/h8PtYvX8SF08cJ12rx+/MYPu0rZo7pT9suA/C63cydMIjOA8YFol+D3m1O6YpVWfPVTIqWKM3+7Rt5q9dQkkuVI+32Ta5f/JXBkxaSnZXBtBG9eOLZFmxZ9SVH9m6nQtUazJswgOtXfqNY8RTOHN1HtTpP8M2ssbz8ZhdqNmjK2q9nY8nO5Pqls+zcvJrylR7h6+kjyM7KwG6zcWjnJmzWbDwuN6cO7eHpFm+wb8saTh/ZR9ePJkNeHpd/PUF2Vjoly1Rg+dxPSChclC+nfIzX6+X2jSuULFWO04d2cufWdSpUqcm5o7v59egBpi3bhkajwZadiSkqP3DjtNvQKeI/ubk+IrT5kZq02zeIjisUGFOGb6zZ6URG1wscaxRjabeuEx1bCFNkFA2feZnj+3+i5/Dp2G1Wls4ZT+qdGxze+SMarY6o2AS2rVpMvwmL8HrdrP96Bl5vDpbMNLqPnA1AZupt0m5f5aV2PQC4c+MSc8f0Ik+lpkTZ/FBTWFgYFWs25ODOTZStVIOo2HgO7VhPkxYdgns2Z/JCm06s/3Y2r3UZTE6OD4fdxr6f1pJcqgJhYWF8M3MUz7fqxJdTP+L2jUukVHgEAGNkNO17j2HhxP58PWMoHXqPJTo2GPPav3UNlWo1DBzn+XMDIbAzR/cG1oH84FJsQn746vDuTZSrWjcwdvbwTlp1HgRAZEwcrd8byLwJ/SlV8RHKVKkNwLI5I2jd6UNSylcj9eYVVi2exPXL5+g5fDbhERF8O2sE3YbMAuDA9jW89Ob7AOTkeIiJzz+vwRhJhE6Pz+ej/tOvsGrxJN7tPwlUsGHZbKzZWezasorBny3ji0kDuHP9EkVLlKFJy7dZPmc0KxaMx+fzcPrEXvSRUTzaoBlRMfEhsSS3y4FWFwxCKcdslkx0+mCAKee+mJUyhmS3WYgvkhQcU8SarNmZIaEwCH1OVargOh6XI+RZV65jyUzHGBmMR3ncoTErlTKK5bg/HhU8h9Wcid6kjFkF9+K0W0Ou0e1yhOw9JEJlziIxuVSB65jT72KKilFclxP9A9Zx2a0hY2p1aMxKOTc7M43EpBKKueE0frktjV9uC8AXUz4msmYx9h3YyOXLJymanUKJIhXQRRhQ3RevCtP881rM3zmyVJC/exiqIH/3Pet0Oj755JM//H/v3r0DP3fp0oUuXboU+Pr7/79Dhw506NChwLlCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcRfTWJW4g/uDyo9bP67+/d6vZjNZmw2GyaTieTkZLRa7b9whw92/943bd7CubOnKFS4KKeP7Cc2oTCdPhhKUsnSeL1ePv24Oy+0eZuj+3dy9sRhhvdsS4s33oMwNZasLN7s1p8xfd+mRKlyLJ0zjtNHDlKybAW+mTUWrd7I2eOHiNBpmTh/BSqVij3b1hMRoeXnfyxl/bK53L19k4RCRZg7/kNS79yiXKVqlC1fmeIvtMSg19Gh52AApg57n17DprBt3QomDXwXp8OO22lj18aV3L11k24DRlO1Vn0mf9yd94d9CsDuLWvRaMKp0+hZ9v60nnWrv6JqjbqYU2+RdusqTzd/jV0/Licz9Q43r12m3pPP0eLNziyYPIQ+o2cCsPUfy3km/nVqN2wCwNxPBtN10Pj8PV3pSXyhogA47DZM90JL+cGqYJRJGaXKSL1FjGJMrQmO2S3ZIUEd5VhG6m1iEwoH17w3ZoqMonKNetRu0JjyVWuz9pvPOXl4H01btkdnMKI3mmjXezTTh3YhtlAiK+aMweNxc/3SBd7qMyqwXtHiZdBowilf7VHmj+vDW33HodUb+MdX0+g/cTFLpgzh+dc788304dRv+goGowlrdhZqtZqUClXZsHwe+39ax/XL5xg8dSmnDu5i9uielK5Uk3MnfuHm5TMUSizOu33HsmDCB3Qflh/ViokvglZvIDahKF9+NgS90cSh3RupUusJrv92iqdb5kdUfF4vBkXQ6Pi+LTRr2x0Av9+P3hiMJp07toc2XT4OHPtzc4iKiQ8cXzh1hNYd++N22pg7rhdxRZKJjIolpXw1AIoklyLH66JKzce4dO4Y9Ru/TJ0nm7FpxTyef60rHpeT2IRExrz/yh9CRjUbPsPujctp3Lw9kMfG7+Zgt2bj9Z6j38Qv+emHL9i1fjnt+4xlwYS+vDf4MwxGE2p1OB67lZj4BK5eOEvdps1Y+/UszOl3iYkO7t3jdhCh0weOlYEqh9WC3hCMLOV4PYGIWv7c4F49LjtavTKKFVzHZjGjMxQccvL7/SHreO8LVCnHLFnpGCKD75lKpQoJSIVGuuzoDcqYlTLylklcoSoF7seckRbymfF5vaH3Rxm+clhCA1WKazZnpmGMDK4DoNGEF7hXl9MWGrPShP6Zo9yf3ZKJoWK14Nz77qVWp6d+k5eo3+Qlls8dT0qF6qxcM4PKSXVQq4Jzfbk5REQE91OQvLy8kGv6u8vLy/vbh6EK8jDuWQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+E8hMSvxB2FhYfj9/n/3Nv7H/isxq7y8PFwuF2azGbfbTXR0NCkpKYEI0b+Lcu8zZsxk+uw5REVFM/yzxaTfvY3TYSOpZGkAFnw6lLad+1K6QlVq1mvEuP4d6T92Fnu2rScz/S5RUdEsnz+Vdt0+pN5Tz/Pt5xNp/vrbPN3iTQCWL5jGnZvXaPBk00DExWCK4pmXWvF089cAmD6qH72HTwVg2qh+vN1zMNGx8fx27hQxcYUC+1arNURERNCsVXssWRnUeuwpylepAcD8yUOpWqt+YN7vMtLuUr5ydTQaDU8+15LTh/fwXv/RAFw4fYQnn2uB0RSFz+djyezxtOv24b01QmM5JUtXCNnH73w+L9p74RyPy4HhXuAmPfUm0bGKvSve8+yMVJJTyinGgoEap936wJiVOeMuJcpULPB1mWl3qFSjLtFxCbzVexhzx/XH47Qwb+wHvNiuOzvWLeOpZq9RvUHT/Ps1rg9tOn/IL9vWcGzvFlq9N5C1X35G4+btqFbvKVJvXWXxpAEYImOoVKsBOp2BVp0HsHTGCFq9N4BvZwznvY+m8uuR3dRs+AwqlQqdIZJN3y+iycvtUKlUPFLvScpVrc2kAW9RrEQZstJv03HQZDSacBo3b8eSqR/xVr8JrFo0iRfbdqNctToArP5yGqcP7+bciYOoI/RMHNABU1QMYWo1vpwcxvd9g8joWOxWMwsmDUCnN6JSqcjxehjWpRk1GzxDbm4upqjYe++RLySCBXDpzCEeazoWvdFEncbNmfxhO2LiEli7ZBovtu3BoV0/UuGRejz5Ujvmj/+AqrUbUeepl/h62hCuXjyN3hjJhx0a0aH3CK6cO05W+l3iCiUCUOXRRswf9wEVazxGVkYqOTke+kxYzO6Ny9m4fC7Pv96V5bNHc+XcSd7sNYJFn/TLj4OZImnbYwh5eXn8evwXZo7oTkKRZLp8NIkvPxuOzZJFZHQcOR4XWm0w1qRSRJbsNnNIoAqVKhBWys3NDZnrcTnR6g2BY2WsyW41h4alFIEkp92KTvE6r8eNVhc8p/KzYzGnh9x75ZjTbgsJbbldzgee02W3oDcWPJadmRoSzApTq0NCQyHBLKc9ZB3lZ9malU5sQpEC9+rz+UICVW6nHYMpGLNS3le/3x8y12mzYjAFQ2vKc1rMGRgVY067jYrV6/BYkxf5ec1S0k7eYefxVVQqUReTIRZjVPC+F+RhjSw9bHv+q+/zw3Z/xN+PPENCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/yRh/3yK+L/mvxKD+jv7s/37/X4sFgvXrl0jLS0Nk8lEqVKlSEhI+LeHrCC49959+nHk9G9owtQ0adaK7Mx0po3sh05v5OyJQ1y/+hsaTQSlK1QFYP13i2n49Ivs+HElS+dPoUjRZIqVKI0mPJwje7YxdWhPDu3dTuqdm1w5f4bjB3bz3aJprPjpBOEREYHzZ6TeISomPnB8fyTGGJkfd0m7c4uomLjAmDLsZLeaMd0L2Hi9XjThwfWV99iWnYUpOlaxRjAA5XG5AvGczNQ7RD/oXJasQGDK7/ejUoR0NOERgUhEmFodiOxkpt7G9Gd7VwarFHGb3FxfII6VPxYe+rrogkNX9uwsIkOuU0PL9j14f9hU1n45ncvnTnL68G7WfPkZs0f2pMEzLXmk3lN06DOGqo824rOPOnH5wmmq1XsKgCJJKdRs2JQr505SqkJ1AOILF6N0xUe4efkcRYuX4szhvVw8dZjajz/DxTPHsFktDJm5ArfbydSPOnLh1GHG9XkdyMPn89KiQ0+WzR4FQKVaDalcuwFLZw7H47IHQlYet5PU67/xbv8JvPXBKOo2fpEqtRvSd/xCPhgzD61Oz3sDJ9F79Fw6DZhI4WIl6TtuIX3GLkAToaXfhMWklK9Kji+XYV1fYvuGZRzbt5WyVR9FKUytDkSNwsLCSEwqSddhM6la90mWzBjC9nVLefKldoSFhfFal4/4ZvpQAFq9N4iFkz/k9NF9FC6aTO0nnqPh863ZuGJuyPtpjI5l1eJJ9J24mEo16rN55UKeeKEtDpuFY3u30abbx+zasAybOQt1eAQbvp1DqYr591mlUnF8zxZadexH4WIlOH14Lz2GTWPTmvnYrWZyPB60OmWEKvg8OuwWtHpl9EkZj7LcF6FyhMSslM+13WJG+4CwlMWcgV4RYMrN9aEJD1fMDZ7Tlm1Gb4wscMxiTseoiFDleD1EKJ79P41QKZ59qzkjJJil/D5x2K1o9cE1PS5H6H4Uc22WrJDrUo5ZzRkYTaF7Vb4HIQGvrPTAd1P+3m0h4Svl3jNTb4V8P7md9kDcqknLdpSqXoWGb7fhuHkPP+ydhS83h/8kD2t8y+/3P5T7FkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh/hP8++s94m8nLCwMv9//797G/1hBMSufz4fFYiE7OxutVkuhQoUwGAx/u+iFSqUiPT0djSGGy6f2E6YJ5+Th/eza8g9e7dCFYsVLcfXiWTav/Y4SpcowcVAXYuMKc+zQXspWrMzlC7/icbkx6HU47dl8tngVxsgoTh09yLVLv1L38aasXf4F2zetZdEPO4mMjgkJuGRnppNStkLgWBlzygM094JTmel3SSpRusB5Dps1EIRKv3srNEQVMi87JCyjHFMr4lOpd24QHZvwgDUsgYiUOTMtJBqlUcxT/mzJyqBi9boPXO/3NXw+X0hg6/7YWZjmvtdFKYJV969ZQCArQqejwiO1qVjtUSrVqEt2VgaTBnViz+ZVFClemsLFSpJcugIajZpqdZ5g3rgPMJiiSSpVkbvXLzB89vfMHduX3mPnAdC01bvMHtGTLkOnMW9Mb8IjtOTl5bFg0kcMnroUjSacZ155iwbPtGTKwHdo+MwrnD60k25Dp2MwReJy2Fj75VRavNOPmg2f56d1y4iMimH5nDE0btGBjcvm8vLbH6BSqfD7/exa/y3dhs0E4PzJg5QsXZ4iSSUB+GHRJDr0GQfAsX1bqVqzPvGFixFfuBhJJcuxYfkc9m1djdfl5K2+YwP3xu10EBkdfF4yUm8RV6QYKpWKctUexeW088PiqZw7vp/KtRoSV7gYNRo0ZdsPi7l59Tf0xkjKV61FcqnyHNv/MzUfa4Lbbgl53/Jyc4E8/H4/jVu+xXdzxnLqwA5e7fghiyZ9SE6Oh5wcD//4Zia+HC/teg3n1tXzzB3TG7vNSsVHalOrYVNqNniapbPGQF4er3cbxHdzJ+JwWIjQKqNPwdCUy2ELCVQpx2yWrJAglMfjRveAKJbLYUWrNyrGgrEme3bWHwJVyu+4MLUirmXNRl++imIsuE52ZlpIzEqtDq7j9/v/ELnTGQqOdFmzs0hITAquoxjLSruLKTL4ufC4nOgfcF0uuw2D4rqUny9zRirG+z5fodesCFSl3wkJVLmcjgeum5WeGvIs5ubmEqHVKeaqKV66Am9/OJqbVy4Q5b7Bn3nY4lAP236BwO/9h23f4v84eV6FEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ/0HC/vkU8X9NQTGoh4kyxuXxeEhNTeXq1avk5OSQnJxMcnIyRqPxbxm8UKlULPxiCXt3/Ux2ViZt3u5G1w9HUbZiVZo2f53KNerisNto/XZ3+o+ZxaBP5pGWeps+Iz6lWp3HuXPrOu9078fEecsxmSIDgZyM1NtEx8RTuGgSnfsOpXa9x0lOKQOEBlxslqzQwJTmwUGoyOjgPGUwxuWwY4yMAvJjVlGx8cF5ygCU3RaIXnm9XjThEQWeN/3u7dA1FOdyOhwYTfnnSrt1g9j4QgWuofzZbsnCFFVwRMvtdAbiNplpt4mMUcSxFGEra3YWekXAx+NyYjBF3rsuK1pdMGjkctruCwPdd7/vxXVi4hIoVa4y3T+azJovprLh289ZNHEAHQdMpOmr79Bt6HSSSlVk6w9f8tIb3dHpjTR6oTXrvpkdWLfKo48zse+buJxO7DYbe7etpWTZiswb35ef//Etubm5zBreA63eyLnj+3HYLNy8fBaABs+1Rqs38NPqr/h8TC/e6TeWnqM+58nmb7L88/FkZaay6bt5zBv7PhP6vIbf72fDsrn8/I+lrJg7gSLFy3Js3zaWfz4ercHEmaP72LvlBzavXEiTlm8Hrnn1F5/yRo9h9Bo5i7hChfnx29lYszMBOLB9HRVrPBaYu2/LKqrUbhQ4Pr53C71GzubntUvwet0A1H+6Jcd/2YEpOg69Tkerjv2p89SLHNy2GoBSFatz4dRhAHJzfbhddtr3HsGi8f3w+/207jqYfdt+4MSBHXjdLg7v+pGwMDXPt3mPLh9P5di+rWxftxyH3Ur1eo347ewJfD4fKpWKdr2G8duvx5kxrDsOuwV9ZCRb/7GY29cvAqBSBJm8bgfaB4SubJYs9PpgVCnH4yZC8Qwp1/G4HeiUUSxFWMpmMYeEpdSKsfvXcTmtIc+wMh5lMWdgeMAz67Bmh5zD7XI+cB2nLfu+/Si/Q0KDWaqwsJBrCQv5XNr+EOn6XXbm/TGr4JjP5ws5Z3ZGGqaoYKCKvLyQ7x3lObMz0zCGBOpC/1wKuy/gFxcXy5952OJQD9t+Ibjnh23fQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfwqJWYk/UKlUgRjUwyo3N5ebN29y8+ZNNBoNKSkpJCYmotVq/91b+1Pnz19g448/kpF2lyo161CtVn3GD+xCybKVyEi9Q+qdG9y8eoknnnkZgAM7N1PpkVpcOn+GmWMHUbve47R4oyOQH3X5PZiTkZ5KZEww4qIMvKhDAlPWQOjJ6bSj1eoKnGe3mgPRK6fdik4fGun5PSiTkXqbaEWISnlef24uWp1OMU+xP8W5zBl3A3v3+/0hwRuNWh04V9rdW0TFFHwu5XpOhw3TvUiN3+8PCWypNerA+mm3bxAdq4hjKdZLu3WNmLjgmEYTHgiopN43FhYWFji/024LCRE5rBaiFMEstUaDMTKSvmNmc+f6RXy5PrasXMTdm1e4fP4Ul84cZvCUJSydNRqAWo8/y90bl7CaM/B63Jw+tIsixYozfOYyoqKjOLJ7K1VrPcbw6d9gNOoZ2a0Fubk5dP/oE5q99i4vvd6R7WuWcO3CKQCefa0LB3f8iC/Hy6/H9pOT4yH15mUKFSlKv0++oNPgKZSpUosa9RvzRq/hVH+sCYd2buDx51sRpobLvx4lI/UG1eo8iUYdxs4Ny6j6aCO+njaE+eN6s2T6MKrWeQJjZDSxCYm80XMYuf5cvvh0IB63k4unDlCuWt3A/bhz9SIlK1QNHLudDgoXK0GbzgNZMvVjAG5eOU9sQmF+O32QrMw0tHoDeoMJvcGEz+ulftNX2P3jtwBcOnuUkuWrUiQphWdbv8M3nw1BrdYQFVuInRuWEabR8OIb3ek0cBLnT+zn04Fvk3rrKu+PnoPRFEX5R+rRpssAZo/oHgha2cyZVHm0ISpUgIpGzVqxee0ipo3siMvpCOw9x+tG+4AIld1iRmcMRp/y8vJC4mnK8JXb5USnNyrGFDEra9Z90afg63xeL2rFmh6XA50huI4yAmXLzkRvjCpwr+bM0AiV359LeETwe1W5H7fLHojD3b+OJSsdQ2TBESqXw06E4rva5bIHwnx/XCcDgym6wLHsjNDQVX6gKngcpgmNfSnvl92SFbKu8vP/x/1aiVHE/QrysMWhHrb9wr9nzw/bPRJ/PyrVX/NPCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf4Kmn8+RfxfExYWRl5e3r97G/9tfr8fm81GVlYWPp+P+Ph4ihUrFhIo+btb9OXX5KnCUKnCSL9zi5F93qFTnyEAbFz1FUf276JoUnEmDu5Gcuny7Nq8huSSZfhl1zYGjZ3G6aMHAmspA042cyaRioiLckwZaXE67IFIVdrtm0THJhQ8z27DFJ2/Xurtm6HBKsXaWRlpJJUoDYDX60UTHq6YF4zBpN158Lls2VmBvWelpxIVU3D0Kiv9LuWr1vqn15jj9aLV5ce3rOZMjKbIAudlpN564HWl3b1FdFxCwWO3bxCtiFkpx+7evhYy5rRbMd0L+njdbiIUUaComFjadu6POlzDD1/O4vL5s3w8bSlanZ5KNeqxf9taHmvagjadB/HNjJEUK1GGl97oyvXfznDq8F7KV63Nvp83EnkvltXkxTYc2L6RwZMXA3DiwC6KJpegz9jPmTzoPV59bwCrF02h3ftDSUqpyLlj+5g1rBtul5PY+EIsnvghDrsNmzWbZ159B6s5k80rF9LohdeoWOsxbl/9jZtXLtC68yD8fj//+HoGr3cdTJkqtQE4d+IAa7+ajlod/DwmFi9DoxdeY9UXnzGud2tKlqkYEi3SGQyBqJPf78dgyg8sFUspR6kKVfnlpzVsWfUlhYsmU7xMJfL8uVw4dZjy1R7l0aeasW3NEp5/7T004eH4/X5OHdjOS+17AFCxxmOk3brOyK4taN6uG+3fH4E1O5O9m75nybShxBUqSp9x81m9eCrZGam8N3gyCyb056X2PXm1Y1/mjOpBmUo1qPPE0zz+QhsAbl39jZkje1K0eBk+nLiQz8f2x2rJJCo6HpfLQYQ2GH1TqYLPv8NuIaFIscBxSBDK6QiJRXndrpAolkoZurJb0OorBddRRp/MGRhNwUCVx+VCbyg4EOWwZqNTjKnDQiNUypiVMurkdjsJV0So3A77A89hzc4ioUhScJ2Q7427GBWhqxyPJzTgFRICy6JEuSoFjpkz7mJSfO85rFnoTdUVew+e0+t1owmPCBy77BYMyu8Gxf7cTjvhitCf22El+p/ErB42ErMSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4f+zcd3xUVf74/9fUTCYzk0kHQoDQEVEUG9YVe8W2tpW1oILYAAuInWIvKCrF3staUbGs2CsWRBEUkJY2vddkMvP7I3Hm3BjW/fy+u67ZfT8fDx4PLvfMOefeuXfcf/YlhBBCCCGEEEKI/6ueU/kRvxudTtejYlaZTAa/38+mTZuIRqNUVFRgMBgoLS3tUSGrXC7Hpk0bSSbiTJg0DYPBwKRLr2WP/Q5ml73GsXHdGmbccA9X3LKYi665lVUrPuLsadfw+YfvMGnaVRw6/kRNcMWohFpikTB2RyG2ogZf1L8D+eCU19WMo0wNRynRmmQCa0lH6MXjasJZ3n2IKhYOYOug8q6/AAAgAElEQVRc1+9u0Yao1HCUqwnHNsJR0UgoH6RxtzRsc61IKKAJ1+gN3cesDEZjPnjiaWmgtLy6cO3KuiGfG7uzots5/J5m7KUV3X7O72nWfs5YCHh5mxs0ESy9Xp+/Vo+rUXMP4pEwdmcZVTW1TJpxIzpyfL78FQDGHTOBLz9YRltrmvKqXvSqq2f92pWMGL0b+xx6Au+9+jRjxx1NkaVYEwlTI0khnxtHWSV6vZ5pc+5jybxp6I0mLFYHJrMZg8mMs6KamXc+xZRr72XA8B2p7l3HCWdNx6DX88x9c6ms7kPI28zSR+az7OlFDNl+Z3748j0evu1y7KVO3lv6OI/fdTVffvgmH7z6JJfe8gj1w0bxyiN35Pfx5fuvcdmtj7L9rvuycf1ali99AuiIiZVXF2JHq7/6iIHDCyGiA48/i3defpxhO+7KedfeTSIS4sRzL+eDV58EYMToPdm05hsAdhh7AB+/9Twhv1vzjNTUDaR+6Ah++OpDFs+9mJ/XrmL9D9/w57MvxWIpJuz3ctZlN/HB60+zad1qzp55G689cS8b1nxLWzrNt5+9TzQWIZPJALD08Xs465I5VPWuZcX7bzLl6jt484UlJOIRMm1pLGqESonuJKJhiiyFc3ol+BUNByguKUSV2lpTFFmUsJPyG5dMxjVr6LtEqKxKhKo1naRICUTplLHpREwTFdNEqII+rDY1ZqW+Mx5N6CqdSmJR51HWSERD2zwX9nspUX+v9AbN/VLHJuNRrMo8mv0EPJooVjIW1gS91BCX392SD78BJOLRLtEuNXSn/S1LxaM4nYV1utPTQks9bb/QM/cshE6n+13+CCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcTvwfjbQ8T/Gr1eTzab/U9v4zel02mCwSCxWAy73U7fvn0pKirKh2V6mlWrVrFly2Yqq3vx+Yd/x+duZvmrz/He6y/Q1LCF8qpqmrZsxGqzc+OMyeh0et5f9jyHHHU8J581BdDGWdQgVDwezUelUskE5qKijn+PhjXxG6PyeZ+nhcrq3oX5NHEoQz6i43e7qKmt63bdWCScjwd5XI2asJI6Luj30rd+cP5YrysEelLJBLbOqMw/il7Fo2HspR1rRcMhiq0doZ7WVAqjuajbz3hbGruEp9S9B/Mxm2w2q4ljxcIBbEr4Rj0XCfqxlRbOqVExr6uJgUNHdrueu3krzopCWCutBMMAho/aiVWfv8/Oex2M3VnOsWdM5bH513DEqZPZsv4HrJ1hIqvNjtVm45vP36PvwCFdAmKF7zcWCWDv3KfZYqFf/WCOPeMi3nrhYcKBAD//tJo99j+ML955hXAowMa133LaRddhtZXyzH1zOOKUc9l570NoadjICw/cysVzl2C2FPPIbTM4YeKljNx1XwC+//JDXnroTkbv8SdM5iL2PvTPLHtmIe++/DgljlK2G7MXlTW1nHLeLI4942JuvmQC77/2NDq9gTMunp3f77cfv8VRp11YuOd6Pb369OUvF1ydv257aTlGk6nz+zJQ1buOoM/NjnuM455rJuOsqEL16dsvcswZU6mo7k08FuGOmWdT3aeOUbvtx/DRe/DATZdxyIkTmXj5LTx48+WUVdXSnmljw+qvMJpMHHz4iVhLSnjwxktxNW1hr4PGM3T7MQwZuTMP33ENRVYrJ026lGcX30ZrOo3JbOn2u29NxylSQ1cUwiPRcIBiayHW1J7J5INzHfdBiVAl41iKS7o9Fw56sSohJ51Ol3+Hc7mcJoqVSsY1a2piVqEAlb1quz0X9ns0wSzIYVRiburYVDKqeb7Vc6GAB6sSoTIqIb3W1hQmk7kwTyKqiX1p9hPwUls3KH+ciEex2tSxhe8g4HVhcxTelXQy0SXopQbrWrCXFsYm4xEcjsK97U5PCy31tP1Cz9yzEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjx30T/20PE/xqdTkcul/tPb6NbuVyOeDxOY2MjjY2NmEwmBgwYQE1NDUWdgaaeEuPq6vDDj8SgN3DlDfOZffsidt5jL+bMf5Dr71hCv/71XDnvLqIhHzdePgmb3cEtix7n4lk30KszJJVMxCkqUmI5BjWWk87HnVzNjTg7o1Ku5kZKtxGHCvq9+dhR13Pq3KFAl3HKuWQ8lo9o+dwtmrCSUROOCuSjV62trZiKCvEpna6wtt/jxl7a/X4TsUg+euVu3poPZ3lcjZoAlhrs8ntacKgxK0PXOFbHdQV97vz+AOKREDYltqOJakVC27xv0aBPc04N/XhbmnB0iX39EmaJRkJYrCVMnHYtzz9wGwD9Bo+gqLiYB2+ZySXzFlNZ04dIKADA3gcdy8dvvYTDWalZTw39xKORX+2zrn4oZ186j/GnTWb8qWdzzGmTqe7dmy/ff53edf159dE7WXj9FH7+8TtWvPsqi2ZfwKK509ABD996OfOvOJOGTetZ+cnbrPpsOU1bNvDBq08x444ngBwfv/k8AIedNBm/eyvLX36M/Y44Jb+HD19/liNOnMjsRa+w7yHH88Q9s7npkglks1lSiRgVNX3yY7PZLFZbx/e9ZcMaetcNBGCnPQ/Ir7PnoSfwxtOLMJrMGM1FjNxlP1StqQQVncG2EpuDPnUD2Hns/jy14HpM5iImzryVN599gGXPPUg6lSQeDaDXGxg+eiznX3sPjZt+4pnFtxKJBDn0xLP4/quPyLS2otPpOGPa9Xzz8d95+M6rCQXcFJVYefWZe/jyo2XEIkFNPCqdSlBkKcSsNFG1cBCLEmvS6XT556K1NYVBeYZaU0lNFEtvKKwRDQfy9wu0YbNkPKpZP5VKaGNWenVsGMs2zoWDPkpsTuVcYf1ELIq5qLiwRkIbzFLfvXDQh7WksFf1uQ163ZpgVioR18aslP3EwyHN2HQioRmr3oOQz4PNUXgf0Gn3pM4b9Lk0wbpctl3ze9adnhZa6mn7hf/MnnvaPRJCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf6dJGYlfuWPGIPKZrOEw2G2bNmC1+vFbrdTX19PRUXFryIif+QY17bsvc++ZDJtzL5jMQOHDMftaqKqqiZ/3mg0UlpWzvgTJzB6lz04+8IZ2GwO3C2NOMsLYSpHWSEWpYZajKZCGMnjasoHrLzuZm3MyqBGdAqBqUQsss3YTjQSxF5a2u0cOXL5YFPA58LuLO92XDQcxN65lt/d8g/25Mde6uz2XC6Xw2TuiGB5XU2Udt4XT0sjzrIqZe+F+E8sEsCmzKdX5kslE1htjo45mhtwVhRCUx0hqO73kYhFNFEcdc5YJKyJ4GiiYH63Jqylhq7cjVsor6imuk8dtlIHa775lHDQT0vDJpwVlZgtFvY/8mRefnQBAMN23A1zsRW/p5mSzmsAKLEX/p5tb6fIUogLqffF1bSFsopqSssqGL37ftTVD2bC+bOYdMUtHDj+VI75y7lccsMiLrlhEfWDhnDZzfdzyQ2LGHfUyRw34TwmTp9NLOxjydypHHjMBIqtNsafPpUt61ez6vN3aW9vx928ldFjx7Fw9gV89eEbpFIJNq79ll3+dARGk5lDTjiTgcNGoifH1eccQcDrRvXDVx9TP3xHAD5/5xW2360jVDV67AH88OUHANT2H0Is7OfFB26hpnc/Pnv7RVpbUx3fYSxCaXnhudj40/f0HTCE3ccdxeCRo3n63jkYjSb0Bj1NP69Fr9ez/S77MuXaBcTDfq6bchzNm9cx847HsTuc1NTWc9KkmSy47nyy2Sx6vZ5ctp2K6j7YHE6SsSipeIRPl7/Isw/MI+Dz5NduTSWxKO+XGoGKRoMUW5UAk/ruhYKasFQ6lcBSXJI/1ukKvwHRcHCbEaqg30OJEn3KpNOYlWdDjUml4jFt6MqgjVlZledNfb6DPjclDiUslUxgKVH3o4SvomFtdEqvvCddwnKZTBvmzohfNpvVvsPxiGYedNr3Sq+J8nko2ca72TFv4TojQR8laszuvzBoJDErIX4n+t/pjxBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8DuT/3tyD/F6Bpj9SDCqTyeDz+di0aROxWIzq6mr69+9PaWmpJn7SnT/KNfyWcydNZu2aNRx+7EnYHB0hGK+rmVI1TGUshFRi0XA+HuVxt1DaGYjyuppxlnUEl3K5nCZ6o/7d52nB0fkZn6dLYEoZF49GsXXGZ1zNhWhW13GJaARbZ9glm82iV/aqhsZiSrAKQKfEdFKJBLbOmI6npYHSssru54iE83tqa2vDaDJ3O87vacHeGYbyu5uwl3Uf0YqHQ/m9p1KJfBQHwKA35J8xn6sRuxLEQkd+7VgkpAkIZbNZzEVFndcV0wSj4rGw5h4Yut6f0u7PuZsbKK3oWP+v58/izb89yIO3zOCCq+6gpMROprWVfoOHEwn5Ou5Na5qKqt6E/F5NhCeXLbwTXSNwRs0z0oxDCT2p5zyuJk0ESo1geVsaKC2vwmg2c/Axf2HA4GEsf/kxXA0b0el0nHr+Nax47zXuuPx0jj1jKkdPuIDzrl1AIhripqmn0Kv/4HyMxtW4CbPJzLS5i+nVuy99+g+iafP6/FpffriMyj51APhdjdQOGNKxV5MZZ2U1iVgEgPb2LLFIiFPPv5JTz7+SJXOnAvD+q0+z014H5uf7aNlz7LzPIQCMPfAY6oduz1UTD2evg4/j/GsXMPnqu0gnY1xz7ng2rP2WWXc+gcVqw9WwkbNn3MJrT96HTq/n6Annc+91F/DOK08ybPud+MuUmUyedQunXXAlrqYtWKw2Lp59D0NH7cz3X3VEt9LpJEXFhZiV+m7EI2GKlOdL/d2LBH1YuwTK1HcCJeyTikc1MSs1dhcJeDURKr2hEL/LtLZqnsVUMkaxEqEyKHtNRENY1AhVl1iUTQlAgTYspdOrEaqoZg31GQ4FPFjtanTKkN9rOOjDqqyfTEQ1x+o1dwTHlL1HgtoQlxoNC/s1Ubh4JKSJf+n/iX6ShJb+/eQeCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ/1kSsxK/otfryWaz/9E9pNNpXC4Xmzdvpr29nbq6Ompra7Farb8Zq9DpdH+oINc/MnfuXJ595mneW7WFSCScDzp53YXgFGijMLFoNB9E8ntc+XFe5e/RcIhiayGAowZngj4v9tKOGEzI79XGlZR1kok4Ntsvca1GSssquh2XSiaw2jqCMZFQAJutEHnRxrEK15eIRzWRJ3S6/FivuxmHupY6RyySn8P/D+5ROOjD1nldoYAHW2n3wa5EvBDs8jRrI1rquKDXlb9noI07uZq2aOJORlMh0ONq3IqzQolg5XKYzEXdX1s0jH0b+/S6m/J70+v1DBy2PduN3g1nRRV7HTSeV59ZAsDwHXdj1YqP+PSd1xg5Zi+y7RnNvSux27udv+O4sO9owK+9t8q5sN+tOadebyTo18TRzGYz0+fcxzML5xHyu0GnI9OaplfdAJY9vYimzesxGk00bVnPESdNpLbfQBbOvoCXHp7P35bcxDFnTMVqs3PYnydiNJp4/v6byWazJGJR1q3+hkfuvIa7r5nSGSYq/Odsr4OO441nF7Pm64/p1bcfxVYr3634kN79BjHu6L/w2J1Xs/mn7xi8/Zj8ZxLRMDW1/fPHVkcZu+13KGu/+Zh7rp3CJ2+9yFcfvcWZ06+nyGLB29LAxMtu5J2XHqW5YSPnXHErzy2+mdZ0mmQywQevP0c0Eiboc5NpbeWJe+ZwybyFHHHiWSy49iLGTziPUKCZNd9+SqatFZNZCakp0aV0MtolZlU4Fw0HKLYWvlO9EnbKtLZiMhfCVulETPObgK5wv8IBnzbkZFDOBX1YlXc6nUxq4m1qaKprhEqnV9fwUqwEoNRrTKUSmr2mkjFNhEpdIxz0d9mr9j21Kb9nqURCG95SxkZC/vzvFkAyHqXE1n2Iy+9uxu4svP+JeFQb//on/pdUTwst9bT9QkegrKftWYhf/jfrv/uPEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvwejL89RPyv+U+FoHK5HIlEgmAwSDqdxul0Ul9fr4me/LN6Sszq5Vff4I3P12IwGEjGY9hLO2IvAa+XPnX1+XFqeKg1ncxHaUIBPyN22AWAoM9Dv/rBALiau8SnlM/HwkFKOqMysUhIE39Rx+l0hWOf20Wvvv0K45TvRKfX549dTQ2UlhfWNXaJcJX8Eo5qaaRMDUCp4Sifh7oBg5W1CudySgzK3bxVs5YmDKVcVyys/D0SothaiNsAGE0dER1fSxOO8kLMSt1TNBzA5lBjVoWAk7elkdLy7iNYnpat2tCV8rlUIkaRxZo/zmTaNIEvdWws6NcEvuyOUtas+gqA7XYey9svPQ7APocex+IbLwe9kVOnXMlHbz6f/4y7aQtVNX26nT+TyWjXiwQ08S7N8xMJ4XAW9qKGhmKR4K8iWGaLhQuvuZN75kzHZLZw0PGnM2zH3YmGg7z1twf44ZvPGDF6D/Y4cDwAu487koVzpxIOFKJFI3bek1VfvM+IncayaO404tEwferqqR0whD3GHcHf7r8NVf3wHXjtqYU0b17PtBuWkMtmWThnKjW1/dl+131p3ryeT9evBToCH6lUQvO+AKx471VOPf9KSssqaU2nuXH6BKpqejNsh12pH7YDi+ZN49gzpnH2jFtZNHcau+x3OLlcjr+/9Bg6YLvRu1FT25/bZ00i257h4GNPw2qzM3LnPci0pZl/9flMnXMv986eTsDnoa01lX8edHo1ZhXHUlx4Trre7xIl+mRQ41EhvyZ0lU4nsCjPftfnu8+AIYWLV8InwYCHEiXclMu2a4JsmphVMk6xuh/lXCTop//g7br9XMjn1vwOpZNJLEqESg14JSJBbUhKncfvoUSZB3Lb3GvA06yJxyXjsS6BqsJYv9etGZtKaMca/omaVU+LQ/W0/ULHnvX/TFnsX6in3SMhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOLf6ff9f/2LHuH3DkFls1lCoRBbtmzB5/PhcDior6+noqLi/1fICjquIZvN/ot3+q+15P4HqKrpjaMzGmQ2mygqsgAQDgWw25VYihJ0MhiM+WBHNBzE3hmIiiqRKp+7Gacas9JEpSL5z8SjEWydn0klE5iV8IsaMAoHfNg7IzHZbBa9ck4NVvnczZSWFcJOeuWcDjB1hqO8riYcavRKE0sKYCvtPrBlNBaeB5+7GYez+4hUPBbJx5g6rrFjPlfTlm2Gp3xd4jaa+aJh7Oqeulyz3dn9vfa5WzThJ3VOV+NWnF3iWb+EUbLZrObexSKh/P0HCPm9OMvKadqyAb1eT79Bw2nY+BPFVhs2eym5XI6tG9Zq4j2uxq04K6q73Yu3pUHzvSUT8fyzlMlk8t9bx72I5L+fTGsrRlNRt59T13A4yznk2NPwuhrZ/NP3tKZT2EvLMBpM7L7fYRQXW1lw9WS+eG8Zrz15H0O3G82J51zCM4vm5ec6buIlrPzkHYwmE3ZnGadMvpxxR5/M3194lEHDR9HSsCk/VqfTYbU7qR8xGr1ej8Fo5KzLbuTJBdfz89pVrP7mEw45fgKP33kli+ZM5dlFt7Dj2HGoctls/p6Yi4ro3bcfu+x9EE8smI25qIhzZ97K8w/cyppvPiWbbefbT9/BaDRSXlnN8ROn4XE18fFbL+Esr2T2whdYu/Jz1q1eCcCOu+/H4BE7cvnphxGPhZlwwRW8v+wJXnrsTv7+0sOafbSmkpromRpZikVCFCmBKvX7job8WG2FsFRrKomlM4LXdWwiFsaqRKjUsFkk4MNqK3ynKLGgRCyKuagQYEsl4ppYnK7LGtrQlRqwc2O1ayNUv+yh67uQTES18yjPcSTo1czTNWykrhnwurEpwba21rT2PneJbZUoMbtsth1zkRLJ+i/sGfXUmFVP27MQ6HS/zx8hhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+B1IzEr8il6v/11CUJlMBp/Px6ZNm4jH41RXV9OvXz8cDsevIiT/V3q9/ncNcv1ftbe38+Qzz2EuKsrHN7TBqTC2XyJV0TBFlkIwRh0Xj0fzYSo1UuX1uLCXlXf7mUQsmp87kYhj64xmuZsbtaEn5TPRaDAfcwr6vfkAFnQJQrlbNIEYnfI9Go3/XOQpFglrw1makFchshP0u7E7C2upUa1MWxvmzjBYOpXIR318riZNtEmNpYUDHk3MShvQiVFiU6+5sI9oyJ8PZ3W9zkjQi93ZfSDL3byF0vIq5XPKtfncmnhWPBbRBL5a0ylOm3wZ7y59GoBxR5/C0icXAbDHAUfQmkqx5utPKK8oXKvf3dQl/lVYz920FWdlIXSl1xvy96YjdFX4rnTKXt0tjZogl0FvyL+7mdZWTEocLZVKcvzpUxg4bCRL5k3j3usuwGA0cdhJ53L0hAuZcs0CPl++lJWfLufgE85iu533xKA38NP3XwIdsaHS8koMBgPNW3+mdsAQavr0I9OWZt/DT2TZ04tQ5bJt+Jo2s2ndagCsNjsHHvdXHr7jKvoPHsmu+x3K2TNuYa9DjmXrhh9Y+clyzf2vqOmTP96w5lv6DRrOHgccRf9Bw3n+gduxWEsor+rFe689i06no7pPHSefN4toOMTfHrgdg17PrDsfZ+exf+KVx+5h0hW38tbzD7Jx3WpSqQTffvEB19/7DPsfcSLvLH2a71Z8wJb13+OsKCMc8rPmm086v+sklmIlQqW8U6lEFEtx96GraDigiT7lcjnNM6aOTcWjmgiVei4S9GNV3nf1+Q76XFhthehea2s6/951t4bV1v0a4YBXE0HThrYiWIqVYFY8prkuzTWHAhSr76nyDnedN+T3aAJVBqNBE0JS39WOMJg6rzayqP8nalY9LbTU0/YLPXPPQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfxOJWYlf0el0/9YQVDqdxuVysXnzZtrb26mrq6O2thar1fovC1H8u6/h/9XMK66kb/9BxKKR/L+p8ZREPJYPU3mam3GWq+GnQkglGY/nQ02JeDQfpgoHvNjthSCUOncOMJnMAOh1hXW9riZKlfCSGq2JRyP5gJWnpVETN1LnjoT8OJSw0y/rdB0X8ns10StNOCoeo6QzkBP0e7E5nN3OEQuHthm9MhqN+WdJbyhEavyeZuxKzEqN+8QjIc2e1BCOXq/XrK35rqLBbV5LPBLUhK7UOX3uFk3MSp3T1bSVsopCXEqn02n2mm3PUF5Zjc/dTKatlfLKGnS5HNlslp++/5ZoyM9pUy7DrMSkwkFfPqyVSsQwWwrRIU9LgzasZSqs1dK4BaeyF+0+N2vOmdTPNW3GqczpdTXirKhm9O77MuOWB0hGI2z9eQ3PLbmZkN/DR8ueo//g4Rx83ASWPbsEgOPOuoRlTy8m09rKY/OvxudpIRGP0K9+cD64N3TUGFoaNpFpS+fXam1N05ZOM/Gyebz8yF1EQgEA3n3lSa65+2l22G1vnlhwPXMuPIkV777GVfOfYvB2O/LUvXPz48bsc0h+vg9ff45d9jkUgD8deTKlznJmnXkkA4eP4tKb7mfqvMX0GzSCe2dfTCbTxpV3PsGYvcbx5L1zOfCYCTjKKlj65EImz7qdpY/fyx1XTOLcy+diczjZY/9D2XG3fRi501iG7bAL3335MZNm3IBO18Yzi+fidTdvMxCVTsQpUkNXBjVm5ae4pBCaUgNMHe+LEppKxrFYC/No43IB7Tx65T0OeH8VcvvlXctms5rwVjIexaIGswxdglnbiEUFfS5NdCqVTGAt6X6eZDysOadeR9d5Y+GAJtJl6BLDU9+3ZCxCid3R7dj2TAaTURu36k5PCy31tP1Cz9yzEDrd7/NHCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIX4Pxt8eIv7X6PX6fCjmXyWXyxGPxwmFQqTTacrKyqivr9fERf6V/sgxq6amJr5c+S37HHAEfq8r/+9G5V60taYpshQD4HE14SwrRKa0kSVD/h5m27P56E0sEsbWGcMKBXyaEItxG1Emn8dFRaUSLVLWSSUSWDsDU15XM6VqXEsZFw0HKelcNxIOacIy2nBUMB+i6jqHTq/L78vT3IBzG+GsWDSUD+mE/N78uh3jCmsZO+fOZNpo3LSe6t798qEdgybYVbhnHbGn4l/NAZBpbdXMH49G89eSaW3FqAS84rEINiXEowl/BX3bDF39Ki7VJcqTyWQA2G3fg/nyw7cYe8BR7PanQ3njbw/z+rMPcsPi50lEI5QosZ54OIjd2bGeq1Ebywr5PAwduVO363lbGqjuU1c4pwSrvC0N9O43sNvrczVspqyypnC9AR8OJZZWUVPDhdfMp6VhE48vuJ54PMaM2x5Bp9Ox5MZL8bQ0UN27juPPms78ayazYe0qnGWVXHvPs6z6/D2Wv/IUBx17GnsedCwP3noFI3cey8rP3mWnsePYuOZb6oeNoshSzNmX3ciSGy9jwNCRjDvyJKw2OyNG70FN33oev/t6IqEAqWScfQ49HnI5nll4I96WBo6fOC2/12QiqrkHA7fbiaatG2nZ+jMLZ19MJBLEWuLgqrue5LPlS3lm8S2cPOlyMq8+zTOLb+bkSTN48t55XHv+n6muqaVXXX+eW3IbZVW92HXfw/h+xQdccM1d6PV6vK4mFt90BZ7mrfTq2589DziC156+F73eyIBhozRVktZ0Aosas1LiUbFImPKq3oVzmuhTlCKLNX+cSiYoVkNTSjArFY9SvHGAMhoAACAASURBVI14VDjgo9jWfRAqEvLnfzMA0qmkZg01OhSPBCkusXc7T9DnpkRZA7Kad0y715hmHvVc1+BdIhrOR/O6rhnwubDZC79PiXhEcy3a8GCUUkfh3H+LnhiG6ol7FkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh/pvof3uI+F/zrwxBZbNZQqEQmzdvxu/343A4GDhwIOXl5f+2kBX8cWNWuVyOOTfcTCbTztaN66ioLASLDJrIlCkf5fB6XJSWVW5jnKHbv8ejkXxgyd3SpA1CGbqPWYX83nzsqOs5vV6f/7583hbspeWac79IJuL5dT1NWylV1lUjOLFYJB+OymazmmdBjV55XU041GtX9p6Mx/MxGndzA2UVyr3snG/jT6vZumk9C+dN5+pJx9GWTrBh9ZcsuPZ8Fs2bzrofVvH4XdfxwC0zaWnaytP33cCjd17DQ7dfxeqvP+OBmy9n3sWn4vO4+GDZcx17cjdRqkSZcrkcJnNR/pxDuYfZbBZzUce5tnQak6mocA8iQWxqzEq57qDXpbluNSAF0J5pA+DAI0/gm0+WA7DT2AN4bME8Kqp7Ud27Ly2Nm3EqwapEPJoP9Libt+BUYlnRsF8b1jJqY0Lbev5Cfg8OZ/exMa+rSRPkioYDmrG/fM+96+o54OiTScQibFn/AwCnnn8VTy6YDUBFTR82rPmO/oNG0H/gUIxGEzvusT8/fPUxAFabnSJLMbvtfySfvf0iAKu/+pD9Dj8BgLLKao478yJWfPg2qVQyv/5j86/ljKmzmXTFrSyadwnRcJB9DjsBh7MCj6uRaDgAQDIeo7SscB0AHy57jvETpnDqlFlccN3dmM1FpJJx2tuzjDvqVCqqanj+wTvZ/6hT0OsNzDzzCJLxKBPOn0V171pioQAGo4nN69fw6tOLSaeSBH3ujuut7k06leScy+YyYMhIVn/9KT+v+Zaff1zJ1vXfEQx4+Paz5eRyOdKpFEXFhSiVTq8GqyJYrIXQlUE5F/J7NKGzTGtaE29TI1DJRAyLEqFS39VoyE9xSSHkpL7jIZ9HE5jL5bL59wS0z3syEdFEqNQgUSToo1jZq0GvhOUyGQyGwjypZEIbs1L20xHXKpxLxqOaY3Ws39OCXXnH08kE1m1EsuLRMOVlhfDVtvS00FJP2y/8Z/bc0+6REEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjx72T87SHif41OpyObzf4/zZHJZAiFQoTDYSwWCzU1NRQXF/9u4Yc/asxq7g038elnn1JSYueya2/g1utm5M9pIlNKWCXg8zJo6IhuzxmVeJAagUok4pTYOyIzXleTJiqliWEpa0bDAWxKNEaNu6ihrGgokA8fZbNZTWipLZ3C0hnX8bqbt7luOpnMx2FCAZ9mXfWa/N4WhozcOb+WOodOp8sfe1oacTgryGQyPHD7NTRs2cjFJ+9P/dCR9OlXT9OWnwkHfAR9Lsore6HTG4hFgrRn21nx8XJa0ynspWVs+fknYtEwJlMR7ZkMm9atYfwpExl35J956fFFPHTblYza/U+Ulld2u193c4Mm4GRU7q/H1YijvHA/ErEIdkfHfcxkMpq4TzTkx15aCOSo39Mv46EjJGY0mfC5m7ni7PGM2XM/LEXFFFmKO/aiBL50On3+fvncTdQPHZk/F4uEcSjxHs1ewkFt6Mqg7jOwzc+F/W4cu+yZP04lE/lnsutYT3MDf5k0nRceupMLr78Xm8PJQceexhMLZvPJO6/Ru29/ZtzyIJ8tX8qXH73NrvscTHlVDbFICJvDya5/OpSP336RYmsJmdZWQj43TuXamxs2cdzpUyCbZeHcqfg8bvY84Mj8mHNn3sLCedPZ+5Dj2PjjKs6ceh2vPn4vAa8Ls6WEfQ49VnP/U8k4Vb1qgY7n0llWyfETp3Lf7Iu46Pp7OOi401n6+L3MOvso6oeOZOIls/nmk3d45+UnyOY64lF1A4fRnmmjftgo9jvsBJ574HaMRhPRaJTxfzmXYaPGMGzUGH745nM+fOtlSuylNG5az18mX0Yo4OOe684jEvYTj4Ty75IalkunEliKCzErTWgq4NXErPQGY/63OZPJoDeo72qcYiVmpYacErGwJh6l/jaF/G5K7M5uz3VEqJQ1EtpYlHouEvRR3adf/linXGM44NUEqTKZVsxFlm6vOeBp1jzHyUS8y96VgJvXRYkS7FN/a0D7W5aIRakrK9zLbelpcaietl/omXsWAnlmhRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP9F9L89RPyv0ev1/79DUKlUCpfLxebNm2lvb6euro7a2lqsVuvvGpnQ6/X/z0Guf7X3P/iAN958i6KiIhY+/gJFRRZN0EcTj1LCKrFIELujEEvZVoxKjcXodYVjn8eFXQkOqYElda5YNIKtc514NJyPUoE22BQNB/PxqVDAp4niGIyFKI7P3YK9rBB96rrXX8I7npYGTRxKE0sKB/NRp0goQIkSrlH3FPC6WLfmO6acsC8bf1pNpq2ViureGIwGDjjiBHbafW969+3HgUefRImjlNZUgr9MvpSZNy2iV20/bA4nVTV9iEUjnHr2NG57+BV23HUsO4/dl5Wff8B7rz/PsRMmc9gJE/jb/bcR8HnJZNp+dQ997iYcZUrMSgl9uZu34iyvzh/nslnMRUUAeN1NOMoK31E8EsauxHTUUBlAe2fMCuCksy5mxllHYS91MveeJ/L7CXiacTiV6JZJGwhSn4lstj0fAcpms5r14pFQPljVNSgWi4TzgaBMJoPRZM6fi4aDOJzamJkaW1LXCPpaKKvsxYkTL+b5B24DYNiOu/P5+29gsViwlTopshSzx/5H8tnfXwFg38P+zNIn7gNgh13348dvv2C3/Y/gzecfIp1Oau7X6hUfMXqP/dnn0OO48Nq7sVgsfPNJR8QMoKyymv2OOJE3n38Em8NJTW1/Tp96HfsdcSKelgZWvL8sP1ciFtUEyz5/bxkjdx5LRVVvzr5sHndfewEbf1rNj99/xXGnX4DZbOGN5x4kGgnRmk7Tb+BQikvs5LJZLrr+Hmr7DWTxzTPIZDI0N2yiLZ3k9Wcf5K0XnyAcCvDiY/dyzqWzOf3CWUyeeSPPP7yAR+6aQywS5NjTzuPnNSt44OZLuOe68/B5WkjEowCkkzGK1JiVEqGKhPwU29SYVeF7iQS9muhYayqp+S1Qf6dS8SjFJUroSo1QhfxY1TWU9cN+j+Z3I5VMbHOeZDyijU4ZtdEpqxrl0hk0/51R1wz63NgchZiVDu0z+I9iX11jcupxIhqm3OnkH/kjhhV/S08MQ/XEPQshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP9NjL89RPyv0el0/6f4Ri6XIx6PEwwGaWtrw+l0Ul9fr4kr/d7+r9fw7/b6smVMn34px596Oj+vW0uJzd4RBuqMonSNBKmhpngkko9HRSMhipWwjBpV0WsiVYVISyTox1FaiK3ojd1Hs5LxWH4dd3MjpUqISqczaMd1Rq88LY2UlhWCReq+w0EfIxy7dOwhHKLYWgjrqNfqdTVp1lLDOrFwKL+Wu7lBM07d+wdvvsSAIdsx86aF/P2VZ9nv0PGMGjMWr6uZO6+bRv2Q4ex78FFs2fATAwYNZeQJE4iGgyy8cRYHHvVn6oeM5KUnFjFh8iW8+/rfGDB0JOdeNpcP33yRzevX8tE7r/H1p++iNxjZ9+CjsJRYuff6iyixlxIJh/C5m6io7kPY52bA4O263aPP1USvPnXKPSh8R56mrZRVFEJXqVQcq637gE9rOqUJ79T2r6f/wMHc+uCLnd9Bx7zhkD8fAlP/veO+BnEosSyTMr/f3YzdWYj+tLcXQleRoB+bEjqCHCZzZ5CrpUHzLCRiUc36JqMaKdM+D5FQkNKyCsqravhs+eus+vw97rz6AoaP2plxR57IG88/itfVRFWvWqx2B23pNAOGjuS1pxbm74/BYKJp68+s+uI9dhq7P6pcrh27o7CXiupeHP2XSdx19XlcPGchRpOZj998gWvvfhqfu5FXn1zIhjXf0ad/PdcueIpP//4KT913A6dOmcXypU8xZu8D83N98/HbnDV9LgBVvfry14uu4s6rL2Tg8FH0rR/KrvsewjuvPMnalV9gMpsxmy1ceO1drPriA2674hwMRhNFlmLq6oeg13WEneqH7szHb7/MZ+++htFkJhT0UVVTS7HVRjQcZO6i5/A0N/DFB2/z9SfLac+0s8s+BzB69/345K1nWfPtCuLhYP67AW2sKRoKUDZwWP7YoESfQn4PVuU71un0ms9qYlaJmDZCpcTKoqEAvfrWF9ZQI1QB7RrZbPs295qMR7UxK+WdCvk92JTnWF0jlUpgNJo1Y3vXDSisYdT+90n9/YyHA9oQlzI2m8122V8Ep3Mg/4yeFFrqiWGobDbb4/YshE4vz6wQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDiv4fErMSv/BKC+q2YRTabJRKJEAwG0ev1lJWVYbfb/xAxiT9azOqhhx/jqdfepaKyilkXTwI6Aj4lnSGYUMCHXYm7qCGweCKGzdFxzt3crAkGbSuApX4+Fg1Topnb2O3fAYymjuCQx9WEw1n+q38HaGtNY+kManldzdsMTMUjoXxAyNPcQGm5Mk6NJ3lcDBmxQ7fnEvFoPrDl6RJL+mXcD998gb20jEtmz+eHlSswmc2MGjO28zONDB+5I3+9cBbJZJw7rrqIGTcvxmAwsPSp+zn65DP50+En8OGbLzFqzB7sdeCR7DT2Tzxw+zXUD92eLRvW0qu2P+3t7Wz4cTVBnxt3cwPjjjiBYyZM5vmH7mK7Hcfw+lOLCPq9eFqaCAd9mEwm+g0eobmWkN/DkBE7dnudXlcT5ZWFmJVeb8iHgeLRKBYl/BQNh7oEpWDAoKG/mjcWDmHfRugnEYtgU0JTaljL1bSFsoqa/LHJVPhcS8Mmyip75Y/VQFZL42bKKguf0+l0mvPq+s1bf6ZMud5ENJwPaJ1+0VWce8ye7HXA4Uy7bj7PPXw3R514Bh8ue5bjz5rO2HFH8sbfHuLo086j3+ARbF63hhK7Hciy6rP3iISC9Ok3OD93ayqFTQlZrfthJf0GDqN33UD+euHV3HX1eVT1ruPoUydhLiqiT79BHH7SRJ667ybCAR+JWJR9DzuBt198jBcfvoutP//I4SedlZ9Pr9Png2sAa7/9ipPPmUaf/oP55O8v892KjykqLmHWHY8C8NVHb3HrzLOxl5ZjMhUxfMdd2LrhR9b/sJL+g7Zj889r8LoacDjLGDBkBAccfQpLn1yE19VCPBFn4tRrsJbYGTBkO95f9iLjT5vEbvsezOqvPuWlxxfidTUyZs8D2HWfA3njmYUMHrkro/c8AL0SrEpGw5pAlBpnCgd8WEtKuz2XiEUxW4rzx+lUkmKrGrNSx3ZZQwldhf0ebI5CME39vcq0tmqex1QigXVbew16qe7TP3+s/gYGvS7sZYXnPxryM2i7wvun0xX2k0rENDGtZDxCib1wD9TftXDAqzmXTkQpLS0cd6cnhqF66p7V5+z30NPukRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII8e8kMSvxKzqdLh+D6i7UkMlkCIVChMNhLBYLNTU1FBcX/6GiDn+0mNV2o3akorIKAKOxI8biam6ktDO24mpu2makKpfNYu4MrXjdzTjVcUrYRY28qJ+PRyPYO+MrrakUJlPHXOt++Jb1P65m0c1XMnDYSNpa07S1pjGZi/B5XPTq00+5ghxbN62nadN6PO4W7r/tGrLZdrZsXI+zvBJnRRUjdtxFG7OKRUinkrz0+EJWrvgEg17H+h9WkkwkiEbCPLPkdnbd52AiQT+20jIymTZ87haSiSTt7e0YDAay2XZM5iI2rFnFB8texGA08MPKz9Hp9Gxct4Ylt1zBio/fZ/d9D+SyicdiMBgxmc0svGkW+x1+PM8/cjenX3AVX3/6Ps88MJ9xR5xA05af0ekMfPXpe+yy94HccfVFNGxez+2PvgaAtcTGhVffzqxJf8buKMVZXsnhJ55JLpvlwfmz6dV3AF9+/C5vv/Isfq+LH1Z9TWVVLxzOMi6dezfFVhtLn3mAZ5bcQjKRYMv6tfQfMoJ4OIhdDYQpwZ6Qr4UBQ0YUzpnUuNRmyiqq8seRcEAzTzabxWgy/2reVDKB1VaIABkMhTm7hqbUv3uaGymvKoSm1LCQu3krpcpeNEGu5kZ61ylhIZP2Py/aYNZWTfgqB5g6r0Gv1zNyx12Ydt38jusN+Nn34PF8+t4b5HI5ttt5T/7+0uMA7HvYiTyz6CZywDmX30i2PcM9c6bzwbLnGDRiFBXVvfns/WWM3GmP/Fqf/X0pBx13GgC1Awbx57Oncd+8y3FWVDF4xGiMZjOP3TWbc2bcSLa9nXvnTGPqnHs5+Li/8sIjd+N1N5NKJrHZTbibGqiuVd8T+P6rj5hy5W1Yiq2cePZ0GjetY88Dj+L2Wedy2J8nsuNuf+KDZS9gLy0jl23np++/ZuSYvfjx28/xuhsx6PU4nOWcO+NGfvz2C5bcfAWxaJiiomLqBgzmuQfvojWdosReislsZq8DjgRg5E57sPSp+7luwZO88bfHeP7huzn7kjl88eFb3HLpaViKrfjcTVTW1JJMRLEoESqDJhDl04TV1HNBv1sTcmpvb9dEoPTK+59OxCgusXV7LhL0U9WrdhtrePIBO4DWdBJLcSHmpv7OxSNBrMNGFc4pMa2Qz4PNXoiYJeNRTRTLpLxjfo8LuxJ3S8SilGjencK8Pncz9tIyZWz4vzJm1RPJfRY9kTyyQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP8mErMS3dLr9WSzWfR6ff7fUqkUwWCQeDyOw+Ggrq4Os9n8D2b5z/mjxayyuWz+779EXTyuFpzlHWEqj7s5H7bKZrOaKJRRDQa5W6iq6Q1AMh7HXNQRkslkMpqgkfr5VCqJxVrCTVdexJpvvyKTaSOVTtOwaT133P8M2fZ2rrjgr1isJdx+9UXodDpamhooq6jihcfuY/PG9VitJfz4/bck4lHS6VbIZTEajVw0ax59+w3kxace5NkH5hOLhLn8rGNIJhMUF1u549qLiUUitLdnSKcSVFTWsPNuezN5/nV4XI088+C9fLfyK1oaNhKNhkklkwwaMpx500+nuamBttY05x6zJ+lUCkuxlYqqGgI+D7FomFwWvv78I3Q6Hau//hyj2cwxp09kj/0P5fVnH+aRu+cyaNhIHlowl2Q8xoFHnoDRZOaeeTNIp5IUFVt568Un2Pfgo9j/iGO54dKJTJl1MxVVNTy1+HaO++skdtvnYFxNW3n0nhsJ+b3Y7A5y7W3U9K4jl81wxgUzSSbjfPT2q2z4cTUzJp1ASYmdvv0GMmy7URx6/AReemIJrzzegqu5IR9sAm0IKhoKYHcUAjnqd+5ubqC0XIlZBQOUVRRiQ0G/F5ujEOLRd37WYDDk399sNqtZT41XAZr3POBroX7odt3u0+9xUdt/cLfzhPwuhu0wZptraJ7jlkZGjdmz23NdPxsNBygtK6duwGA2/PANQ7YfQ01tf/yeFiqqe5NMJug3cAj2zntw2pQreHrxrdx/yxVcesMSVq/4iDOmXqtcn4s+/Qbmjzf+tJrTzrsMc1ExD95+JU1bN7HfYcfl43JnXzaX+VdfwMmTZ7D+h5UcO2EySx9bQMDnpmnrRk6/6BrN3ovMRViKrQCkU0lKy6sYO+5Ixux1IEufXMTDd13PbvscxPFnXozRaOSbz9/jtafux1Jspe+AIRx7+gWsW/01t10xiaDfS3llFX+98CrWff8VW3/+Ca+rgbZ0mrr6wbSm09x46URspWX43M1MnH4dzvIqTpl0CeGAj3mXngU5GDR8e/Y88EjWfvU+7y17AZOpiMovP6Q900bvuoGa0FQ8EtJ8x2o8Kuz3UmIrhJsMBuW/D4mYJmyVSsYpVuJR6jzRcIC6QcOVc4X1gz4XJerzrNNpPqsGqxLxiGYN9VkN+T1YlXlSiWiXuJv6XLfgcFbmj1vTKYqUgJZOp7wfXhe20kJMrq01RXFxMf9IT4wsyZ6FEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxfyUxK9GtX2JQuVyOeDxOMBikra0Np9NJdXU1BiUu8kf0S4zrjyCTyWgCLL/cO4+7herefQHwez307TcAgEgoiLXEpowvvKYBv49BwzpCQ66WRpzlHQEWn7sFR2kh3GIwFtZzNzVz7gnjOO2cqcyccwdrvvua+XNnUdOnLzMv+CuRYJBIOIi5yILVaiWZTNC7th8Bn5t0Os2Bh40nFAzgbmlk8qVXo9frWb7sZX78fiXXTD0bc5EFnV5Pe3s7yVgUa4mdQcO2o7JXb378/hsOHf9njjrxDL5d8THvv7WUFZ9+wJrTx5NMJDCZTNQNqCfo9xHweSCX4+svPsFgMHDI+BPZY7+DeempB9m0bg077b4P69aswt/gAp2eQUO2Y4ddx/LJ8mVMu+4OzEXFfP/lJ1x6xlHU9h/E4KEjWbvqG/rWD6L/gEFsWr+Gn1avYtDwkdT2q+eTd99gz/0Pxedp4cSJUxk0fAcW33wlw3fYhXDQx277HAxAeUU1bekUc+57GqPRxIY13/HkktvpXduPZc8/Sp+6eiyWYnbadU+Gj96Vd5Y+RzDgY/OGH1n3wyrOueQ6HrvnJsrKK3jo9qvYYdd9GHf0KZrvNRaNYFO/P+Wcz9XEkBGj8seRoI+aPn3zx80Nm6io7IhdtaZSmE0dQSFNECoUwGpzKM+H9qffoES2oiE/dmch1qPOEwn5sDsL0a1fBblKuz/X1tqqCR1Fgn4cZd2vAWA0FY5b02msJXaOP/N8Hpo/lyHbj+FPR5zEy4/dw8HH/pVUIoanuSE/vv/gEex94FE8+9Bd3DD9r5RXVWv2VWJzaII3a775jMkzb8JaYmeHXffmhkvO5KuP3ma/Q4/HbLFQ3buOQ084nUU3Xk5d/WBKy6uYcOFVPHLXbCqr+/DK4/dRP3QkxVYbmzespW/9kPzc7772HDuN3R8Ac5GFwduPwVJspaZPPx6582q2/LwOg8nIVXc+jtFo4rsVH3HnVVMI+D2UV1Yz8ZLr2bD6G95/7Vk2rv+RVDLOhPNnUl5RwxfvL6OpeSvhUACj0UCv2v48cd/NnD39empq63j5qSUcddJE9j7oKLZsWMvzj95HwOuiqMhCr779ybWleOi2K7CXlmGzl/LKY3fjaW7A1bARR1kl/Yduj9lcpPntCgd9FNsLMSs1MhXye7E5CufSqQTFShBKnScZj2BVQ1fKuVDAg9WmrlF4jjKtrRiUZyUdj3WZpxCdCge9VFQV3ptUIqEda1DDV25KnRX5YzUEB9rnMehzUzdwaP44m2mjpaUFk8n0qz89OazUE8NQPXHPQiDPrBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOK/iMSsxDaFw2Gi0Sh6vZ6ysjLsdnuPCUX8EuP6I4hEIprIyy+hoqDfy+Dh2+f/PmLUaAA8riZKy5WwihKmioYD2Dvn8riaKC3rGOduKfx9/drvWPPdSu6eOwNXcyMGs4ELp87h+5UrmHXBGQSDPkqdZdT0riWXy/FNy0cMGDyU9kwbsUiUAYOGEg76qeldy45jdiebzdK0dRMjR+3Emy8+jb20DE9LE3q9nr32P5R1P6zCVFRErz59yWWznD9zDvFYjLvmzuDgI09g04YfWXDDTGKRKG5XI336DiAWDmGz2aiq6c2w7UcTDPhZ8dFyKqpqyOZyHHDEcaTiMe6acxnDRo7m8GNPZuvmnxk4eDj9Bw+jPdPO+FMmcs8NMzn2tEn0qu0PwIYfv+OE089jn4PH8+7rz1Nit3PalBkA3DxzMhdceSP1Q7fnxsvP4cIrb2HAkOH8+N1XzJ1+BpNmzGPE6F1Z8dFyrCVWHr5rDkefei6P3XMDE6bMyAeXnn1wPtOuu4PSsgpyuRzzLj0bk9mMQW9g+A5j2Pfg8bz0xGI+fHspjy64iecfuY/BI7bn/CtuAuD9N17mtivOJdPezs8/fk/vugG0ppKa0I6hS0DKUVZ4HkJ+T/65AXA3bcVZUQ1AS9NWnBVVnXMUft5dTVso6xwDoFPiQalEjCJLcf44Hg1vM0qViIRwqOeUyE88GsGhRLDUa3A3b8VZXpU/jkUClKpjTdqYlbqm0WREp9NhtdqIBH20ptP06T+IcNDHs0tu5so7HmXFB2/w9MKbOeW8ju965efvM+WKm/lk+Wv89N3X3HfDDM65bC6b1q3WhIgAjAaD5t6XV1Uz/i+TuOPq87j0xvsxGo288/KTXHv3kyTiUb7++O88PP96hm43mrOmXounpYH5V5/PtHkLeXfpUxz25zPzc61d+QUHHHVy/vjjN1/iL+fNoLyqht32O5RbrziXMXuO466rz2fX/Q5j+zFjaU0nGX/quTRuXMfyl5+kpXErkVCA0y+6krKKGj5/73Xe3bCWgM/LiB12ZvyE83j7xceoqKzk1EnTeWrxbbQ0bKGsooozLpgFQK++/YlHw1y/4ElM5iJaGjZz95zpjNxpd1LJOH6vi1Wfv097po29DzqKcmcpD918GX6vC5ujI3SVTMTY+ON3bLfTWKw2JyU2B7lcIRgY9Ls1ESqdTp+PXWWzWU0AMZ2IUWxVg32Fc5GAn1519d2eC/rd2JSYVur/Y+e+w5su94ePv7O6mzbdZUPZe8qWJShDVBBElCFDqaNb2wAAIABJREFUQPYse0PZe29EZMkGlb1RlgzZu3u3Sdu0aZMmzx/FNPXg8zu/8zznd8Df53VdXFfvftedO3fSv3hnZeL6F4GqrHQDrh75x7BZUTtE2xxDXGmpSQQXDcl/psPeteTkFIhZGQ2pBebgrNHg6+uL2WzGbDZjNBoxm81YLBbUajUajQaVSoXNZiM7OxuNRlMglPWmehvDUP/Tc37b1kcIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPh3k5iVKMBsNqPX67FYLGRlZREUFISLi8tbF214k2JWer3eHj/JyszE2cUFgDRD/u/THX6Oj43B2yFepHIItBjT0+znJSXE4aXz48DOzezbvhEnZxd++HYdVpuVNIOeHJOJrKxMFqzbQcnS5XinUVOG9erE0k0/4Ormzs0rlziydzsT567C1dWV9Utms2DdbrKzs5g9diBTF29ApVIxcXAPxs5aiverwNb4b7rR+uPP8A8qxOkfD/BRlx60aNuRiYO7M37OKjw8tVy/fI7qderzUZe8sM+vF05y59plJi9cR3xsFEd/2MaQ8WGkp+n5bt0yci1mFm3ex+KpoxgQOh3/wEI8vnebmMgXDBgzgxyTiZmh/anbuBVbVy8gpFwlDny3BiXw26WTnP95H1kmE9Hhz8k2ZXH76kUe/n6TClVrsmbOeCJePCXblMXhHRtISUrEaMzAycUZgPJVazNkyiJmDOsJKOjSdyh1GrXg/u1rTB7YFb/AYHasW4RPQBBp+lTefb+9PRx2+9olSoSU48tvxpCUEMfB79Zy7/Z1SpWtyLwN+7h15TzHD3xPRpqBWaN68+WAUIqVKoNKqaBp60+5fekEPzy8S2pKEicPfMd7H3+JzWYrEHPKMKTi6eVtH6cmJxJUuJh9nJQQR9ESeSGemKiX6PzyolWOYZ+E6Ai0DjEpjUOcJzYq3H4NgMVsxsXVLW+/ZaTh4uJmP5adbbLHg9L0Kbi7a+3HbDYrGqe8NbVarfb4V94zXqLzC8y/j8mEm0f+tWqH15sXPnKIWTncp+6773Pj4jFKV6pJRpqeUmUroXFyomHLj4iNfMG5H/cQVLQUgYWKUqlmPSrVrIfFYmFCvw6M+LIVNquVsfM32O9nyjLi6Z3/WXt09zeKlSpH4eIhfNF/NEsmfkNIxeq82/oTPLReeGi9CCxUnPpN3ifNkMLF4wdp1Oojeo+YxpKJ3+Dk7EKwQ4jJxdXF/nkHyM014+MfaH+dnlpvWrTvQtM2n3Lup73MGd2HgODCZKSn8WHXfmxbOZvajZpTplINrp0/TlJ8DMkJ8ZQqV4GPu33D8f3fcfPyaYZOW86tX88ybcgXWK1WKteoh5fOl4UTvyEzM5PE2CgGTpiPk3PeXLatmkPfkTMIKV8Zq9XKtCFfMn7BRjQaJ36/cZk9W5cTXLgEQYWLY8oy8vvVc5hzctDqfIl6/pCrZ49SpGQ5dL7+HPp2KVlZWUQ8f0SxkmW4efkUVpuNDIPeHhdK0ycXiE5lZRoLhKYcw1LGjFRc3avmH3MIr6UmxeOuzf8sWCxm+56zWCwFY1bGtAKRMuWf9pjjfTPTDbg7zMcxoJWSHI+HNj/glpmhx81T63CuEmdnZ5ydnXFks9nsgSuTyYTNZiMlJQWz2YxSqUSj0fzDP6VS+cb8rZWYlRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf67JGYlADCZTKSmpmI0GtFqtTg5OeHn54erq+t/emr/EoVCgdVq/U9PAwCDwYCHNi9AFRcbbQ9VZaSn4aHNi6IYM9Lx1OZHqoIdYkWOYSOjMQOPVyGV+7ducPHMcXz8/KnxTkPu/HaVuo2b0X/EBO7eus60UQMpU6ESOl8/ABbPHM8XvQfiqfXCarWyd/t6JsxZiafWi6kj+vLNmGmoVCrmTBhKu07duXntMkf3fEeTlu3sIatjB3dTq35jWn7YkdjIcHKyTZStVJ0+HZvj4xfAt6sXoNJouH31Msu2HQYgx2TiyO5vmbJwA0qVik3LwpgwdzUACoWS+JhwJi1Yz9qF0/AJCCLTaCQj3cCm5XPoOXAMl88eZ8eGZQQUKsLSWaEs2bSX6nXqA7B01jiGTJgNwOyxg5m04yieXt7oU5LYt30jXw0KBWD6qK+ZvGAdAEf37cDDw4NtK8Ko37wtjVp+yKrZYxk6aQG+gcFcPnWU8f07k6bXU6xkaeo3b0OhoiXZuiKMkmUrcufaZS6d+pFylWvx+41LjF+QF0fyCwiiaKmyeHrpSE6MY/2CyXw9ajqVa9Vn4oAuqDXOzB7zNZmZGXmxNRQULVUWDw8Pxs1dzfnjh1g8cQDtun6Nu0PoKTMjHU+v/JiOOScbZ5f8z2W6PhmtzgeAhJgogouW5viB7cTHRrF302Lade1PUkIMFarXw5iexoFvVxATlffeOTm7EB8dgbdvfsxKrVbbgzCxkS/R+Qe+9lhM5Is/XZcfnUpNjCsQ4EqIiaBESHn7WKPR2O9jtVpROVybnBBb4PWqHcJbzdp2ZMbIXpz/aR8TFmzm+P5tnNj3HS07fEnHr4ayetYozv64h/GLvrVf892KWfQeNhmL2cy3q+awe8NChs9YhVKp5MKxg1Sp3dB+7qUTh2j9aXcASpatTPuufVg9dyINWrSlfHICnl4+HD/wHWPmrEWlUrNh/iTUTs7Ua/oBFau9w7VLp9m6dBptP++LITmJog6vOU2fgq9/kH189cIJKlSrA+R9xnX+wbT+9EsaNG/H3d9+YfI3nXHz8MRqtVC9fjPafd6XNWGhtP3sK66e+4m7Ny4zePJi7v32C6O6t8ZsNvPxl/0oX7U21y4c5+YvZ8nKzCTTmEG9Zu9z+dRhdqxfiD45EaVSxdmf9/Lw9+vcvf4L7b/4Gp9XQbOE2ChatO1M2849AZg9ug8Dx8+jeOnyGDPSmDOmL137jebJvVskxkfz7OHv5GRn4eLqRviT+9z85QwBwUWo06QVh7ctJy1NT2J0OFoffx7evoKPfzAmYwbODpE0x7BUVkYabn8RutInJ+Dumb+vVCqVfR8ZkhNwfxX6AzBlZhQIaDkGqgwpiQXOzcxIKxBXc4ypJcdHF9iPWcYM3D3yr/2rdJJCocDJyQknJyfUajU5OTkEBwdjs9nIzc21h65ycnIwGo2YzWYg77OhVqsLRK4cP3f/U97GMNTbOGchZM8KIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh/k4kZvW/mM1mw2g0kpqaitlsxtvbm4CAAFQqFVFRUW9MDOpfoVAosNls/+lpAHkxqz9CVfGxMXj75IWHjMYMPF8FVTKNGbi/ilSlJidStmJV+/WOYRVsNtLT0+jbqRWubu70GjiKgOBC7Nm2nq5f9ef54weMH9QDgyGNTt37UrJ0WXZtXsWvF87g6uaOISWRqxdPE/7iGa5u7mxYGsbTh/ewYWP5nEkkxMVSqVpNTh7ZR8TLpzRs2oqHd29x6cwxfAICuXP9Ku9/3JkNS2Zz4dQxDIYUrl4+T/MPPqRsxSqc/fkwnt7etOv0JctmhmIwpBAXHYWPXyCThvZEn5KMh1bLqnmTKFe5JqeP7MVssdDjw0Y0fq8NJUuXY+vKuSTGx1OuUlW2rlpATORLChUvya0rlwguXNy+ftkmExonJ/vSmExG+xrGRIbb4zyQF2H6Q1J8DCFlWzB9ySa2rFrAyB4f8t6HnSlRpgIAxULKERBYiFkrd5IQF8Wpw3v4ed93aL10ZGdl8lHXvty/dZULJ4+i9dKxdt5Eeg6egNVm4+av5wgNW4NCoeDlkwdMG96TpIQ4KtWoQ8NmbXFyceGHzSuoVLMuV86fwDUuipwcE8b0NN7/+HMav9eWCYO+xMPTi7iocIKKFEehKBiKys21FNhf6YZUkhPjWDp9NAA+AYVo+n57wtbs5N7NKyyZ9A3paQbio14S+fIJ1WvXp9eQ8awNG82AiYtIiosipLzDfnN4Vnx0ON4+Aa89lhAdjref47H8NY6NeonOLz/cZEhOxLN2g9eem5IYVyAWFBPxAt8CAa38ZyqVSrIzjbz3UVfcPDz56MsBrJs3nru//UrlmvUABX5BRVg+bSiVajWgdqOWZGcZKV+1NgDdBoxm14alLJ08iKHTV3D/t1/oNzbMYS6xFCpWyj5OTU7m0+79CS5agmN7NnHj1/M0b9vJPqfeo6azds44zv+8l1LlKjFr7R6iXjzh9IHvuXrxNPWafWC/17F926jzbiv7+Mrpo/QaOc0+vnh8P90GjcdD60W9ph9w4dh+Rs1eQ1xUOJdPHeHcsYM0fK8djVq2p1HL9tz85QwT+3UkLU3PZ72HUrpCda5fOM7GRZNJTzNgzbXy+dfD8QsqzE97tvDi8QO8/fzx8QvAnJPDnWuXuPXreWo2aMbFE4c4fXg3WZkZJMRF0eGL/ty6eoHffjlL9bqNKV46L8q1Kmws3QaOpWylGjRo3obVc8fTuXVHajdsjsViYcbwHgybuphnD+/y6O5vxES8wJyTjafWm1xLDjtXz0apVFK8TEWOfLecl08ekJWZgYfWm03zQ4mJeI6rqxuXj++nTJU6lKlcs0DMypCaROFipbly5ij7Ni/G29ef6+ePUbFmfVKS4vDQ5oeusk1ZuLp75O85x0DVn4JppsyMAjErx2emJsXj4eWbf64ps8B9lUr+WxQKBWq1GrVa/Q+xSMfIldlsxmQyYTabsVqt/xC4+uPfvyuE8zaGod7GOQshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEH8nErP6X8hqtWIwGNDr9ahUKnQ6HR4eHgUiEG9SDOpfoVAo3pgYV6pej2dwCAAJcTF46fJiTLZcqz3GlBcsyvs4phv0eL6KslgslgIhpmePHzBleB9q1m1Infrv0uaTz7h45jhVatSiXceu3LlxlTu3bhBStjwvnz7g9vVfiIuJpEyFynTtPRiwsWj6WIKLFMNitnD91wu4uXmgcXLCYrFQsUp1Il8+R61RU6x4KSJfPqNZ64+5fvEMTx/cpWrNuhz4fhNqJ2dUGjWtPuxIvXdbYkhNZufmVVSsWpN0fSp3f7uCk6sbzx8/xNc/CENqMhkZ6TRv/RGtP+nKr+dPsGXlfNw9tQQEFaJelerkZGVyYMcWioeUoUKV6ty/fYPSFSrzwced+fngHjROTtSoUxetV976xcVE4O3jZ18blUqN8lVZJjY6Ap2vf/4xhyBSmj4F7auQTc9vRvHs0T3io54zd2w/dP6BPPz9JpMWbsoLLtkg/NlDZqzYjsbJmZjIF8yfMAiNkzMt239Gy/afEfH8MesXTOHpw7uMmb3C/jkqVDwEFxdX5m/YS3xMJL/9cpZfz58kpEwFOn81iI+79mX7mgUkJ8WxaeksioeUJTvbRN1GzWje9lN2blxGltGIMSO9wH7KteTHrHJzc3n57Annjx2hQ/dv2LdtDRonDQd3biKoSDHOHjtMckI8Ts7OZBrTcdJo6NhjEJ5eXnzQ4Qs2LZiAu6c3Wm8f+z0d41FJcdGUqVzD4ZhDECg+hoq1Grz2uvjoSHz980NXGWkpeHn7vvbc2MiX+Pjlx6viYiLw9w9+7XsHUKR4SX45dYSSZSpSpGQZeo2YxqKJAzn/4x5q1G9Cw/fak2uxcOPSKcJG9aJd5572a6vUbkRqUgI71i9lXJ+PKVy0BG7unvbjHp5eBb4Hb1w6QY/BE9D5+lO+am3ioiN4/vAOv9/4lSq16qFUKilRpjwPbt8gJvw5K2eOpPEHHYl4/oheQ8eTmpzEnNG96NBjMBFPH9CxxyD7vRUK7PsQ8t5XnW/emuWYTHjpfFEoFAQXLUHVdxqjUWvwDQxm7pjeNG3TmYd3rlK7YXNq1G/GtQvHuXb+OLFREVhtVr4eNQM3D0/OHNnN7euX8QsIplDR4uTkZJOhT8ViMTMgdDYJsZHcunqBpw/u4OTknBee8vRm3/a1mE3Z6Pz9iYsK58yPe7HmWnB2cePwzo2UqVgDJ2dnXN3cqd2wOQDLpg/nsz7DKFupBmUr1SA5MZ7qdd+l6QefkGlMZ/HkYbT8uCsWi5moF0/47ZczFC4WgrePH9GRz8nMSMMvIIicnBw8tZ6c2LuJk/u34OXty6Fty0hJSuDWL2dwcnImsHBRgouWpFKNevj5+rB8Uj/M5hwav9/RYX0VBQJWqn8IVOWvvcVsxsnZxeHc/Ov0yYmElK9iHyuVKvv3DIDyn4gn/bORJZVKhUqlwsXFpcDvrVZrgciV0WjEbDbb/z68LnKl/O9Wtv7FOb9J/qfn/Latj3hDyTYSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/I1IzOp/EbPZjF6vx2Aw4ObmRlBQEC4uLq8NMiiVyjcmBvWvUCqVb0yMS683UKicFwBJifFUKVIcIC+W9Irjz6kpyZiyMrHZbCQnJuDplRe2WrckjGq16tG5R18WzhhPTk42y+ZN5ddzp1jz/SES4mNZEjaRZVv24ubuQUJcDAunjWHWsk0kxEaza8sqkhMTqVO/MSaTiajwF8xZ+S3hz59y7eJphk2aw/07v3Hg+02EzlqGSqUiJSmBcYN6UKtuQ5q0bMepnw7Se3AoGo0Tt65dov/IKSgUCiYP68XIyfMoU7EqAGsWTEWt1jB+zkounjyKX0AQzdt04MmD35kZ2p9CRUsyfPI8Th7Zw/g5q3Bycmb94pl06v41Ldp9yonDe3B1c+OrweP4ce92rl8+y9nfo5g6oh/aV+sRExVRIJjkGFqKj42mUrU6rz2Wbki1B8UAtF7eDBk/C4AtKxdQsnRZNi+ZTm6uhfAXz2jS6kMyjRl4OTlzZNdmOnT7mobN23L25/3MGtkLGwqcXZzpO2IK+75djbevPz0HT2Dl7DF0GzAKbx8/vH382LVxKbNWbSfq5VNmjPiK9l37UKlmXY7u3oKTiysnDu/B2cWVWvUa46H1YvCEuSyZOhxsNu7fvELFGnUByLWY7XNfNnM0hYqVJM2QSuVadaletxH7t63lyYPfGdevCx5aLxZ/exSLOZuFEwfTf8wMFkwcyLj566j+TiOM6WlsW7OQNp/1fu1eTNMnoXWIUBWMgiUViGAV2MOJsZQqW9E+Nqan4emte+25cdHh+AYE2ccpCbGULpcXD8rMSMfFzQ1HFouFifPXMnXYVwyavBittw/+QYWJj4nk6rnj+AUWoUyl6pw/tp9B4+dw6vAutDpf3nm3FQBXz59g8pItXDr1I1fOHWP68B6MmbWa8OcPKRZSruCzzGZ7FM1qteKh9ebr0TNYOnU4arWaoiXL8OD2NUbOXIVCoSAlKZ45of1wc3fH1cObanWbUK9ZazYunExcTAQXTxyicauPSE6MxT+oiP05+pQkfAPyA16nj/5AjXrN7ONTB3fySfcBBBUuRr1mrQkb3QeLxYK3zpdCJUrTsGV7tiydweCJ88nKyuTh7aucPXYAL50fgUGFUavV6FNTyDFl0Wv4FFKS4rh88jD3bl1FoVSi1Xqh8wsgNSmR5IRY3mn6AcVDynHj8hlSEuIoUqI0FrMZY7qBdIOBn/Z+i0qlwtXdg4GdmuDm4YXW24eD29fx65mfCQgqjCElni/7jwLgwonDlK9Wiw86fAnA1uWz+OiLr2ncsj3phlSWTh3G2PkbUKs1ZGUamTGsBxWrv0NGuoF0fQq3r5yjSPEQOvcewovH9+k3ZjbmnGzuXL3A5iXTKFWuMn1GTmPt/InUadYONw9tgXgVgLJAoCqB4KIlC+xHx7+DSodrM9JScfP0yj/X4ZjNZkP1T4Ro/l8jS0qlEmdnZ5ydnf/hvhaLxR65MplMpKenYzabUSqVBeJWf0SvVCrVPzWXty1mZbPZ3ro5CyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQfzcSs/pfwGQykZqaitFoRKvVUrx4cTQazf/1GoVC8cbEoP4Vb9L89QYDntq8GIohNRWPV2GUPwJLubm5YIOTR/ZxZN9OlEo4smcrqSnJ6PV6FEBk+AtePHmEyZRJfFwMNes24OcDeyhUrBiDRk9m3aJZ/HR4H9Vq1WXTygXUrNOAXd+uZdqidXjrfMnJycGSY2b+mu0kxMUwZ+IwvugzmF/OHmfH5jU0ataSBVNG8uDebeo1ak7Uy2cULVmaxTPHMnrqPEqXr8LysIlovXVcu3Sap48fUqhwEWaO7kdKchJms5k7N37FQ+vNjV/P4+TkQusOXTl/4ggGfSp9h09EoVCQGB9DqdLlKVK8JN+tW0yxEqVYPW8yhtQUnj15gDEjjdvXL/Pw7m2KlyrNjJF9ePn8CUcu30etVqNQgPrV3o2PiSa4aFH7OqsdQkuG1OQCwSrHY9kmE27uHg7H8r8Gs7NNdO7en5CyFQBYOHUUVarVZNPiqaSmJKNSa+gzfDIqtZoW7ToR+eIJWVmZJMREkptrZuSMZdy+dpFh3duhVNh49ug+3r4BHN//PS3bd8ZT602FqrWZsGA9kwd1IyMjnU+796fJ++3RpySxYlYoVy+e4e6ta5jNOXwzaiqVa9Zl0tCelKlcA43GCYvFAsDzx/exWq2Ehq3kxZOHLJo0lELFSnHu2EHKV62Fr68/Hbv3Z9n0EYwJW82QyQtZNmMkPQaNZW7oACYs3JgX2tLp2LpkCm7uWqrUaQQOMZh0fSqeXq+PUGWkGfD0coxZaRyuS0brsP4KhaLAe+D4c0piHCHlK9vHaQ7vXVT4c3z8AnFkzbXg5OTE8CkLWBEWStFS5SlUtAR9Rk4jTZ/C6SO7WDd/Aq0++pyylWsSUqEaa+aOQ6FQolSpKF2+CoWLlaLzV4Po0K0/4/t9ysiebbCYzUxavMX+HIvFgoc2P2J07fxJKlStjVqtYcjkhSyZOpyM9DQGjJ1tD+icP3aA9l2+onaj9/hh8zKO7txAlToNyck2MXHBZh7cvsK6uWN5dPcWTdt1st/7573bqNv0A/v47vWLDJ6y2D42ZhgIKlzMvnZOzi5MXLSajDQ9v10+w/IZIwkIKsTerSsoUqosd69fpts3odRq0Jwck4lFkwfR4sPO5FrMnPvpByJfPEWfmoKHp5YSpcuRmpxE+NNHvPv+x5SuVI3fLp/h+IHtFC1RBqfCRUjXJ5NrtRIb+ZISpSvS6L12PHvwO2ZzNlVqNUCfkkRaajJGYzo3Lp/G3dOTgKAizB3bj6jwZ7h7aPH00rF8+kjM5hwinz8CFNz85SxP79/mw8/7oFTmRaI2LZlG515DqF7vXQAWTx5Cr2FTiIsJZ/eGZcxZvx8AjZMzZ37ay6BJC7hw/BBXzx+n78jpbFs9j469RxeIV8GfAlX6FNwr1sjfuw7nmrKMaByiUVkZabh7al97bnZWJh4e+d8lf+XfFVlSKBT2WNWfn5ebm2uPXOXk5GA0GjGbzdhstgKRK8fYleMc37Yw1B/zfZvmLASAQil7VgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPH3ITGrvymbzUZGRgZ6vR6z2YxOpyMgIACVQ9Dj/0ahUGC1Wv/Ns/z3eZNiVhkZRlzd3PN+Tjeg9fLGarUSFxPFx02qU75yNWw2K3u3byI+LgZTVibPHj/EW+dD974DOfnTUS6cPkZAYDDlKlbFxdWV8yd+onL1mqTr9Vw6e4zzp4/hFxDIqm93Ex8bw5zJY1Cr1CyaNgZnZxceP7xHiVJlCBs/mOdPH1GmfCUinj/CaExj9JQw3mvzEQBhE0fQsWsPdm5Zy91bv6FUKtm9ZQ05OSYiI17Sd/AomrZsy8xxQ5k0ZzkAC6aF8vlXA0hJTmTPlpX8fvMGRUuUZN93a7l94wpVatRh+si+qDQaHv5+myo1alGrbn1iI18wdmZesGfOxBGs3LafgMBgMo0ZbF65kG9GTwFgysh+eL+KGzmGp1KS4ilfpbp97HgsTZ+K9lWEyWq1Fogwqf4UbXEMK6XpU+zP+uPc2g2aULtBE5bMHEtAcBHmhPaj2jsNyc7JwVPrxVdDxmM253Bw+3oOfr+BNEMqLdp0oG6TVjx78Dvj+3+Gt84XN4cgTkzES4qWCKHPsMlcOHGQuWO/IS4misYtWtP+s6+4dvE0Nes15sYv56hauz6ffN6bg9tW82mvoeS+illtWRFGaNgqAEqWKc/oWSuYOLAr8zfuY/2iqfQbNY3CJUIwm7NZMXM0gybOp3/oLOaE9sdL58vIHu0oXLwUM1fuQKNxwmq1Mr5/JzROLiyeOACNkxORL5+ze/0C1BoNGicXnj26x9Gd61EqlcREvuTcj3uwWXMxZRpJSoglMyMNNw9t3j739i2wjn8wmTJxcnZxWPMktN75a56RprdfGxv1At2fYlYWc97r9w8MplX7LmxeOYcPP/sKU1YmWm8fosOf0fmrQZw/fojy1epQskxF+oeGsWr2GKLCnzNz9S77vbYum0Gf4ZMw52Szfe0idq5dwKiwNSiVSq6eO0bFanXs5169cIwvBowB8kJKPYdMZE5oP7Ysm0lQ4RI0bdORF4/v8fEXX6NQKOg2cBxnfz7Asf3b8fLy5uShnbTp1JNbVy7wQYeuKBQK5o7pw7utOxLx7CGdew+1P8vZxQVnF1cAMjMz8Pbxsx+zWq14ar1QKpVovX0IqVCNuo3fo1OvIWRlGlk5ayxlKlXn7vWL/HbxJE8e3sXd3YOol09o3OpjUuJjcXF1o2v/UEymTFbPDqVs5eq0/KgriXGRbF02iyIlQihUuBjZWUacXdxISYynZLlKvNO4Jc8f3ePB7auUr1oLQ0oScZEvSDOkkpIQR7lqtWnd4Usinj/hl9M/UqxUWUqWqYgpK5PkhFhSkxNQKVWNrqMdAAAgAElEQVTkWnO5f/NXTFmZ1G7cEovZzJIpQ4l8/gQbVjw8vdCnJPLyyQNuXD7D0wd3cHZxoXOvwezatAR9cgL65ERqNmhG6QpVCSlfheUzRuLp7UuXPkPZtXFhgc+41WotELPKykjDzcMzf386HEtOiEXrlb93TZkZuHk4xKzU+ecaM9LQeecHz94UefE4NWq1GldX1wLHHCNXZrMZk8mE2WzGarWiVqvtcSubzYbZbMbJyemtCES9bfEtIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi70hiVn8zVqsVg8GAXq9HpVKh0+nw8PD4b0celErlGxOD+le8STErq0NkIyM9nTVLZnPh9An8AgIpUqIEKpUKP/9CmDKNjJ48i5Kly/HrhdNsWbOc+dMn4B8YTGBQMJPnrqBClepMHzOQoWOn8k6jZgCEDuxJrsVCteq1AAgMLkRImfK0avcxZStWBmDelFDGTJv76vxezFy8BoDNq5fgFxBkn6tKpaZo8ZKMnjKHcYN7MWX+SlxcXPn95nUe/H6T5u9/CIDaIf6SnmbAS+dD4WIlqFStFotnTWDkpDAAJgzrQ+j0+QCcPnaEZi1b07JdBwB+3L+rwD20Xt4AREeE4+MXYD+mLhCicgxPJaP11jkcyz/PmJFmv19yYrz957z75d/DlJmJk7Nzwete3dNisaDROBWYY78Rk/iizyAunT7G+uVz+ejzXlitVjQaJxq+1477t2/QpWM3nj/6nY2LZxAbFUHnnt/wXrtOnDqyhxnDe9FvzAw2L51F6OyVuLi60rJ9FyJfPicry0ixkHLUqNuYCycOU6h4Kc4dP0xifCy1GzTh+KFdRDx7BArYsXEZxvQ09m5dQ7dvRgGwMmwcPb4Zw5p5k8jOyqRwiRAAajdsQWZ6OkumDseYbqBd5x4YUpO5c+NXHt65SdeW1QgqUhxvnQ8duvWj7rutsFgshI35mkHjZlGuck3iYyNZNXsc/UfPwMXFhb1bV1G7QRNq1mtIcnwch3dupEnrT9i8YAJKtYaE2Gg0Tvnr6rjmsREv0Tm8vxkGPV66/HhQrsWCs0te7CoxNprKteraj1mtVnJzLfaxq7sbnbr1xUvnx4oZI0g36Gn6wcc0aNGOWg1bsHjyULr0HUHx0uXJzsqkYrXaLJ40mKKlytK0zadkm7IoX7U2AB0yjRzetYWlU4YyfMZyrl88QY/BE+zPysk24euf/1m5cOIQPYeMo2qtBjx9cIdl00ag8/MnJSkBX/9ArFYrF47tZ9qybajUGh79foNpw77ExcWN1h27U7piVVp+3JV18yaiT0li1axR1KjfgsBCRSlaqqz9OacO7qR2wxb28a9nf6ZyzXr28bH923j/ky/z1sPNnVxLDt0HjkWpVJJjMrFl2Qx6j5jGi8f3+WHLcoxpBgKCCrFu7jhePnuMm7s7T+/fJurFU549vkebT7vxfoduAPyweRkpiQl07TcKY7qBw7s2UTykPIWKFCcu8iUKhZLYqJdUrlmfLn1HEvXiIbs3LKVYSFlCylfCkpNDdPhTbDZwc/cg25SVF01SaWjSuiN1m7zPheMHObZ/O74BQej8/LHZbNz89TzH93+Pt48fpStWZfDEhUSHP+PUkd2EP32A1ktH87afcuHEYT7+sj9qtZqB4+exdNpwbl05R1JcJK5uHhzcuhS1kzNOTq5onPIDalmZ6QUCVUqVQyQvMQ4Pr/zvlZxsEy6u7vaxyuFcY3oaOt1/HbN6k0JLKpUKlUqFi4tLgd9brdYCkSuApKQkLBZLgciV4z+lUvmfeAmv9Z9Y4zflPRVvN9lFQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiL8TiVm9Zf4q2GA2m9Hr9RgMBtzc3AgKCsLV1fVffs6bFIP6V7xJ8/9jGtd+ucjDe3epXrsupctWYMq8pRQqUozoyHBmTxhJ3UZNuHzuFPt2fEtyUiJ+gYEUKVaS1JRkLDnZ7Nu+keSkRFJSkoh4+ZyQ8pU49eMhzp34kd+eJzJj3DD7Mw36lAJRJsfQk2McypCajNer87Kzs3Fyyo835VpycXHJ20Mx0ZH4+ucHiJQO98jKysTdwxOAlOREPLX5cReNw3nxMdGUKV/RYR75gaPcXIdnRYXj4+f/2vmqHCNaBoN97lAwdKVUKO2vOSbyr+NYMVERBY7ZbNgDVgmxUeh88yNL5pxsXN3cAGjY/H2u/3IOjVLBrFF9eL/DFxzdtZXQ2Svw8PSiSs26LJo2gtmrvmfP1pWsmnuLAWNmUrlmPaYM6Y6Xzhd9ShLuHp5EvnxGRloqUxdtZOrwXtRp2Iyeg8exaMoIhk2ex9KZoUxdvImhE+cweWgvChcrya1fzzF/ww9cPvMzEwd25Z3G7/H4/m1MWZmkp+lp0qodW5bNoueQvBhT7Xff46d93xMQFMyNy2eo3bAF1WrXx8PDkyYffEJ0xHPO/XyQXZtWcnjXVrKzTSTFx7Fk+mgUCgUWixmb1cqSaSNQKJVkGY1w8yqHd3+Lp1bL2LlrCSlXifc+7MyOtQux5lrYsWYOX3wz/h/WPDbqJTrfQPvYmpuLs0v+d5Vak/8+GlIS8db52ccZaQbc3PLDQrFREQQGBfNO4xY0aPY+Ewd24+r5k9Rv0Q43dw+GTVvC4slDsdpstP20G9XrNcFms3Hvt18JG9OXDzp+ab/XO++2Ik2fyu7NK5gy6HO8dT7ofPP2odVqxd0hfgTw9N4t2n/2FQqFgjIVq1GkeEl6DZ/E9tUL0Di7oFDAJ1/2x8nZ5dV+1dOg6Qe07tSDQ9+v54ctK9D5BeDi5sbstbtJN+i5fuk0K2ePJjC4KKnJ02jTqRcP71yjdcdu9uf+euYn+o2ZaR+nJMZTpERp+zw9vLzskaGTR/ZQs0EzVGo1pStWRa1SMWL6UrTePgAsnz6CwZMXYbVaOX1kD74BwZizs1g3dxxPH99HrVKj8/XjzJHdxEZHULlGPbr0G4WbuwfH933H04e36T5wHAkx4excNx8nZ1dKlq2AAhupSQmkJifi5u6BzsePpMQ4LGYzHXoMpFrdxlw9d5xpQ77ANyAYX/9AlAoFmaYsIl8+wdXNgzKVqjFq9mpePLrH7k3LePT7ddzcPRgTtoYd6xZRomxFSpSpwPxx/Qmduw6VWo2nl44cUyY+/oGkpSbz6M5VsjKNNG71EbnmHPZuXETld94l05iB26vvLCj4vZKaGI+nQ8xKpVIV+JvrGL4yZhgoHZwfyvsrb1LM6q8olUqcnZ1xdnbGZrORlpZG4cKFsdlsWCwWe+TKZDKRnp6O2WxGqVSi0Wj+IXb15zX7n/A2rLEQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPF3JzGrt1xWVhZ6vR6j0YiXlxfFixdH4xCD+VcplUpyc3P/P8zwP0OpVGK1Wv/T0wDABqSmJDNj3HA2//ATR/fvpnzlqhQqUgyAJbOnMH7mAgoXK4HVamVIry5UrVmHkz8dwtvbByeNmi27DwOwZuk86r/bjEyjkdXzp3H5wlku3Q1HqVQWCLIY09Pw8s6LrCTGxxWIPhWIWekNaF+dFxcdgc7X77XnJcTGUKFKdSAvmKNROxU474+ISExkOL4OcSjHwFRqcgJa74YApKXpC0SJNJr8Z8XFRlMypNxr7+EYwMrONuH66h761GTc3T1ee15sdAS6AnNyCCtFh+PjEOlyjG9FR77Ex9chgqXR2F9nRkYarm7ufNjpS9p27MqAru3w1HqxYdE0nF3dePLgLpMWrEfn60+/kdO4d+sqw3u2JycnmwlzVuPs5sbP+7YT/uwxSYnxzFn9PWqNhs97D2HNvMl8M3YmDZq9z8WTR6lRtzEnDu2mZfvO6Hz9sFptFA8ph1qj4d1WH/JO4xZM+OYLRkxdSNESIayaM4n2XXpxaMcGdm9cRufeQ1g1ayxDJ82jULGSZGUamT9xCM4uzri7e3D51BGiI16Qm2uhcLHiOLm48fjuLQKDC1OhWi3Cnz0i/Oljqr3TEKVKxf1b1/hq0GhqN27JtYsnuXjiCDNG9MZms+Li4saHnb9k7JzVHPx+A4e2r6b9FwNQOXwnJcZGUaZClde+H3l7If/c9LRUtDof+9igT7aHmACSEmIoV6mqfezppaVr3+EsnTqMYdOW4urmjqe3jqxMI8cOfI/JZOKdd1tydM8Whk2ez4mDO7l24SR1Gr8HwL2bVxg4PowXj+9z+9plhn75AW0/7YGXty/lq9YuME9nZxd7qCrHZMLTS4evfxBDJi/g3s0rrF0wDUNKEvrUZOo0bsnJQzsYN28DKrWaz78eybljB7lw7ABeOh8WTBiIp1ZHdPhzxs1dR3DREkQ8e8TmZTNISYjlwolDNG/bKW+9VEo8XgXjcnJy8PL2se/Li6eOUKVWQ/sc716/xNCpS+xjm81qX78Ht69TsmwlIO/78vbVi/QdNd0ewVswYSAjZ64E4MWT+5w/doAKVWuzd9MSHt79DavVhq9fAFfPHyMpPg53Ty/6h4ah8wtg39aV6PxS+WLAWGKjXrJ12QxGzlyJk7MLd69fYuawbji7uBIYXBgvbx9yLLk8fXAbdw8tIeUqM2DsHCKfP2LXugU8f3QPbDaGTFrI/m1rSEmIZcikBcwd248+I6bStnNPFk4YQPMPu+Dm4ky30dMBeP74Pkd2bqRqnUZcvXACUFC6QjX2bliIp5eOg1uXE1wshAo166N0+O40pCYSVKTEX+5Px+9ZkzENb+8Q/itvSljxn+UYhlIoFPZI1Z/Pyc3NtUeuzGYzmZmZmM1mbDZbgbjVH/8c/1b8O+cshBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/wyJWb2FbDYbGRkZpKamYrFY0Ol0BAQEFIhs/L9SKBRvXYDD0Zs0f7PZQqf3G9O1d396dW6Dt84XVzd3bly5RK4llzLlKlC4WAkA5k0NRaFQcOXiWeYuW0vDJi0YM7C3/V6G1GS8vHVUrVGbeo2aMGvCSNw98iJOjtGVHHMOLq5uAERHhePj528/plLln2fMSMPLKy9eExMdia+/Y7wp/zx9ShJeurzzEuJi7QEs+HM4KvIvg1hpej1er0I60eEvC0SkHOeempRA9dr1X3sPx/Mc41IxEX99v6T4WIoWL/Xa+cZFR1GidBmHe+ZHumKjowgMKvTaecREvLSvlVKpJCAwiMnz16BxciI7O5vB3T5i3cKp9Bk+CV//IJIT46lcow6Vq9dh95aVWK25ePn4o9ZoCC5clKTEeDy0XlSqUYczPx8g4vkTWrb/jJmj+tJv1FRWzZtEUkIcQcGFuX3jKuPmrrbPJSr8GbXqN6F85RqsDJtA+y49AWj/eR92rF3E8pljKFW2AoWKlQRAn5qEt07HkEkLADj6w7dUqlGXVh9/TlamkbDQfgydvABnFxce3rlJukFP174jUKpUbFg8jU49BnDn+mUunvoRtcYZlVLF8Cnz2fftWjp2789Pe7fR/vO+fNS1D1tXzOHMkZ2oVflrbkhJQKvL3yOOsbI/3tc/ZGdl4e6htY/TUpILhMkMKUl46XwLvLfFS5Wh79DxLJk6DF//IKrUrEfTNh0xmbI499NehndrQ8v2nSlTqTqlyldh2bQRuHlocffU4qH1ovo7jaj+TiOatenAqrBxnDr6A4aUZAZPmGd/jj4lqcA8zh0/RNU6DezjlOREOnbrS51GLbhy/jjj+nbA28ePNH0KOr8ALBYLF44dYPz89ajUaqxWK5MHfUGVWnXZuX4hCoUSZ1d3AoMKETp7BWd/3k/Y6F7Ua96OwELF7M85fWQPNes3s4+vnj1G/7Gz7WMXV1ecXfKCW0nxsQQEFcm/9vAuOvcZZh8rFNhDVhlpBnwcXt/Jgztp3akHRYqH8M67rZg7th+jZq7Eho3khDg2Lp5Kw+ZtOHFgG/duXs2be3Ahvl0+gwe//0axEqXZtnwWwcVLkRAbSbMPOtC681cAbF89j+uXTlO0RAj65CTcXF35ee9W3vvkS25fPU/dd1sR+fIJWZlGhk1bwrJpw3D38GLkzBUsnjSIr0PDcHF25bsVYdRt2orHd29SPKQ8366Yzdi563BxdaNp60/Y/91aHv5+ncBCRTGkJoMtl4vH93H9/E+4unmwb/Ni3D29eXrvJjUbtLC/dsfQlcmUicbJOX+ckYaXlxf/jLcptPTPhKEUCgVqtRq1Wo2rq2uBY3+OXJlMJsxmM1arFbVa/drIlVKp/LfPWYg3kexbIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxN+JxKzeIjabDb1ej16vR61Wo9Pp8PDw+Lf8R3iFQoHVav3/ft//KW9KzMpqtfLDrp2YzTns2baJQkWK8kWv/pQIKcvC6eOpULU6arWaGaFDePTwPuHPn2HMSOfjzl1p2CQvqKJxyg8spRvS0Hp52+/9R5gqKzMTZ2cX+3lqldq+L+Kjo9D5OsSs1AU/9n/Eg+JjovEPDMr/vUNkyKBPsUevYqMjCkSvHO8XHxdDleq1X3ssPU1vD2LFREXg4zAnx2el6VPxehXVyco02l+XyWTCyWEt/jGiFfDaY/qUJHukx2q1/imcFU/1OvXy5+sQrklOiKVcxSqvvWdMZDi+/oH2MQqF/X1KTojj3fc+oO2nX7BgyhiCipZAn5zIyGmLUCqVNGzRhkVTR3Lv1lUWbtyLxWJh3sQhTFuyGYCeA8cwb+IQPu7ah8xMI1OG98bPz5/ff7vCnFXfMW5wTwKCC9sf/f26pQyZNDdvHaLCKVe5hv1Yl6+HM6bPpxjT9KyZN5EPP+vNpiXTGTplEZAXLbpz7RJj56xBoVBw5qd9NH6vLeWr1MBqtbJ1RRhj56zF2cWVgzs20KLtpzRt3YGmrTvw6O5NNi2dQdmK1ahR9128vH3YsX4JbTp2Y8nU4Qybupgeg8Yye0w/FEoVubm5qFQq0lJT8Hy1lwA0TgVjVo6xNbVGXeD7LTU5gcBCRe3j9DQ93jofh/Pz7lWidDk6d+/PsrAJ+Pj550XgdL48vnuLrn2Hce7YAarWaUiJ0uUZNGk+iyYPxZCSwoSF6+33Wjd/Ev1Hz8DZ1ZX54weyY/1CBgXMJ7hocU4f/YEa9ZvYz7199Tz9Q2fax1fOHaPviCm4e2pp3vZTrpw/Qa8hE9i9cQmZxgxAwedfD7fvxe2r5/PJF32p1bA5AOdPHOLEgV24uLjw4skDWrbvQoPmbRn/dWcCgguzfMYomrTuwJ1rFxg6ZbHDHlXj4ZkXV3p6/w7FQsrbj/28bxt1m35gH2dlGfEPyttHiXHRBBbKD10dO7Cd2o1b2sf6lEQKF8sLwlmtVtw9PO1zf3zvJo3fa0/j9z8CYOHEgQwYOwc3D09Mpky2LZ9N39Ezyc3N5fiB74l68YTYqBesDQvl+dOHBBYqSrcBo8i12UjXJ9O83We8fHKfjfMnkpNtoveI6VgsZpZNHYqbh5aBExawZMpgPu83Gk8vHatnjyHblEWpchVITzOwes543D09cXJy5ud939Hus14kx8fy9P5txs5Zi0KhwGI2M2XwF1SsUZfkxDjSU1NIjL2Cu9aLUmXLc+bwDtp06YuPf3CB/ZgcH4Ond/5+M2Wm/1Mxq7cttPT/Ol+VSoVKpcLFxaXA761Wa4HIVWZmpv3n10WuNBrNPx25etvWWAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+DuSmNVb5I9AU3BwMK6urv/WZymVyjciBvWvehNiVrdv36Zjp84UKVYcc46ZReu+RZ+SwsmfDrNl7XKKFCnK8ycPcXZ25taN6/j5BWDMSOfU1TtsWr3cfh/HmEpGRjqe2rx4SmJ8rD36FBsThc7XL/8ah2BTYnw81YuVsI/VDsccf05KiKd0+UoOz80PO2Wkp6H1zotoxf4pjuV4D8dwVG5uboEAVG5uLi4uefs2IS6W0uUqOtwj/7z0NIP9dcVEhqPz83/13PACwSqNxiGiFRtNpWq1Xvv6M9L0eL0KHiUnxttjYABphlT7fP88D31qMlqHcI3jesTFRFG+SvX8uTg8LyriJb7+gfj4+jN7xWb6dWmLj68fm5eH0brDF5w/cZjS5SryWc9vWDozlNBZy2n2wUfs+XY1nboPwEPrhc4vgH3b1zN/3Q5mjhnAlAXrmDqiDyP6dsbJyYVtqxfQbcAockwmXN3cUavUjO3X5R/2/K2rF3m3RWs+6tqHiOdPWLdwMgqFgnXzJ5GTk01MZASFS5Rk26r5uHt6ceHEQTp2/4bLp3/i7M/7KVGmElcunMSYkc6daxeZuDAvuGW1Wtm1cQkzVnzH8QM72LNlBZ16DuLDz3py6sgP1GrQlA0Lp9K0bUew5VKjTiMWjutHncYtyTSmFYhZqVX5a26z2QrGrNQFQ1cpiXHUeKehfWzNzcXZxfW15ysU8EmX7pStVIONiyaTnJhEs9Yf06B5G2rWb8r8CQPpM3IqQYWL4a3zQ61Ss2bOeJQqFUVKlKV4qbL4BQYDMGrmCuaNH8jyWaMZPnUxT+/d4sPOPR1mZsNTm7+vrLm5ePv42dfK3UNLYOFiDBwfRmzUS+aOG8ThHRuwWq0UK12R5MR4e8jKarVy7ug+pizZgjknh31bV7J741LS0wyMmrmMYqXKkhQfy5blYWSkp7Ni5ihUajWBhUvhofXCarWiVCo5cXAHn3QfYJ9T9MtnhPTLi7NlpBnQ+eV/ln7eu436zdvax0/v3ab9530ByDGZ8NL52kNBNy6fpkK1OvZzr547Rr/Q2QXeAzcPTwBOHdpNzQZ5r0ulUvHswW2+HjXTvq4LJw5kxMyVACydOpTugyeiUCgoWbYSbu7utO3UgzVhofQfN5eBExeyZMpgug2aSGChYmxaPA2FAvwDC1GifBXu3/iF3Fw9ZSpUwZhu4J0mH+Du6cmYXh9hzsmmcauPyDJm4ObhyaqwsXTpO5yqtRsAsP+7tWQZM4iOeIHNZqPHoFAO79qMTaHGmpubv/8S4grGrIwZaLVa/itvW2jp3zVfpVKJs7Mzzs7O//A8i8ViD1uZTCbS09Mxm80olcrXhq5UKlWBOf4n1vhtek/Fm0u2kRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOLvRGJWbxkfH5//kYCCQqHAarX+25/z7/KfjllFRkbS++v+rNq6h+njhjF9wQoCAoPJteRy5+Y11mz7AVc3d2KiIpk5fjhhS9fRo+MHHDp1CZVSaY85QcFY1B9hD4DoyAh8/wg9RUXg4xCz+qvAlCkrC41TfkjEMfpkSE3GyyH0pHIIA1mtVpydXQBIjIuhaq26r31Wul5vn3tifCzeOp/XnpeanICXrtFrj1ksZnugKCYqAp9XAauYyHB8/PIjWo7Ro7TUJHuw6s/3y8w04uGZFwCLDv8/7NxnlFRV3rD9q2LnnHM3TW6iZBFUkiQFREAQEERAguQsOWcQFCQogoqigqggShAVEBSRnFPnHKojHaqr3g/dnDqFeL8z88yMMuv/W8u1arNP2CdUtZ+uu/j4BSpzBXkm+3ttMKjmch84pm0uJzsDTy8f21pUc6lJ8QQEhSjjgMAgFrz5LilJCWx7awVJiQms2voZAIHBYZw7fYKnOnZn8dQR5JlyyM/NoSg/DwcHI1qtlgZNWnDomy/IyEhn1NSFRNeI4ceD+5j1+kDc3D0xZWfyev/OdH7+JRwdHdm+fgkvvz4dgG93f8iEuavRaDRERFfHwcGBGUvfQW8wkJuTzfa3l/HikDHk5ebw3voldOrRDw1WSooKKSosoEq1Gui0Go59t5dqteqyeuZotHo95VYrz/UZjKOTM8/1HcIHG5Zx6KtPadv1Bb78+D0+3/4O5RYLv538kdXv7cXNw5MuLwxk/+6PSE9J5tCeD2jz3IsYHRzt7l1udiYulbG2B+85QHZmGqERVZSxwWBUPecCu7BVUkIsPv5B1Iipx+wVm5g5eiC//nSIVh264eTswvh5a1k5czSh4dFEVq1Bp54DALh59SIbls4gIqqqcix3Ty+69RvCh5tWM3NkXzy8vJXvUWlxMa6qkJXZbMZVdQ0XfjtJ1Vp1lfHt61fo0W8IT3d6noL8XOZPHEpQaBjLpg4nIDgMU04WvQaPxmAwYjAY6T9yKvPGDqRJyzZ8sWMDRUVFlJaW4uPnz/z1H6LT6bh6/gzb1i/isWateG/NXLLSU8nMSOeDt5YQVbMeT3Xsjqu7B1qtFoDv9u6kSasOypqSE+5SpYYtZOfk4qrc+yP7PuOxx59S5k4c/prBY2crY51Op3y/Eu7eIjg8Spm7/PtJ2j33ojIuKbmnhKyKCvLxVEXxLOWWPwTAmrbuQMm9QnasX8DA12fR7aXXWDd/PBqNhuq161OncUvOnfqR86d+wsvHj4K8HGo1eJLmT3dmxYzXKCstRauBhi2exNc/iA1LphN3+xp6vYGwqAsEhIRxryCf2JtXGDd3LRqNhp+//4bl01+juLgE/8BgnFxc2P3uajx9AyguvkdwmO36sJbbRe7+zF8dVvxn/bfDUBqNRolUPbiO8vJyJXJVVlZGUVERZWVlWK1Wu7iVxWLBarU+cuEwIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDif4nErMRDabXaRy7AoabVav+yGFd+fj5t23Ugqmp1ls+bjsFgYMv6ldy7V0RSfDzVatbi1PEfiKpag3GvvkRYRBSb1i5l5sLlVK8Vw2+//Iy3KvKiDk7pDbbPKclJeFYGrFJTkvELCFRtZ4uC5OWalEhVSnKiEsCCB0JUeblK9MpqtdrN6XXqOFYWHmT8U7oAACAASURBVJ62yJM6KpVfkIeHR8UxkuJj8fJRn0sVLTLlKMewWCz216g3KDGS1JQkwiMr4kWpyUkEh0ao7ov9NbpXnreoqAAHJ1vUSKfTKRGf1JRE5Z7dP/f9ANKDMaSy0hKcnJwBKC0txeBgi4Dl5WT/aagrMz2VGnXq/WEuKCSMvkNGsmj6WE7+eJAWT3ag39CxzJ/wKvUatWDImBmsXzyd8nIzbyxZz3tvLScrM512z/ZieO+OeHr78vsvx4iqVosnO3TF09uHDctmodFqCY+sxouDRwGw+4N3+Gz723TuOQB3Ty+cXVwBSEmKIzS8ivJufPDOSrr1fQX/oBD8g0Jwc3Onc2XQaeeWtfQZNIoGTZ/AYrFw/Mh+ho6vCBilpSQyY2Q/6j1mC5r1HzGFNXMn8PWu9xg0aipVqsfw2ftvc+v6ZZZOH0loZBX6vjqOU0cPMHf1FmJvXWfd3DH4h0Tg5OKiHCcp/jbevgGqZ2z/J6q0pBjHymdScW9t70Bi7F18/W3fgYyUJKKq1lDGzq6uvDR0HGvnjmPigvW4unlQtWY9bl27QHpaEjlZGbRq/ywfblzOgvU7uPjbSd5aPJXRM5YBcGD3Byzb/CmW8nKOfLOHUS+2o6iggB4DhtKgqS3M9vPRA9RpaLs3xw99zQuDRirjX388yJCxMwFwdfPAy9ub8bNXYbVauXX1IqvmTWTfp+8TEBKBt68/u3dsoE2XnrR+phsAp098z4kj+/H29WfD4qmkpyWTnpJE/cYtcPX0xsnFnayMNOat24HR6MC1i78zb9xAqlSrzYZFUyguvkdi/F1uXT7Ld3s+wNXdE1NWJtkZafgGBHH2l2NUq11fWe+lMycYM2etMrZaLHhUhtzSkhIIDLF9Jw9+8QEdevRXxo7Ozjg4VkTw8vNMds/22y8+onGr9gBkZ6ThFxiszJ375Sdq1n0MgFbP9KAwP481s0ah0WqZt/4jDEYH7ly7yOaVswgKjcTBaKRxq/Y0aPoEGxZP5dBXn2C1WGjY/Eme7tKLC78e4+tPtuLtF4CXjy8BwRGYTJnMfb0/nt5+VKkeo0SQHm/Tme/3fU6bzl24cfksGSlJhEY6cfvqOe4VFVG9zmPKOrX/RDTpUQos/V2CUBqNBr1ej16vx0n1mw78IXJVXFyM2WwmISEBvV5vF7oyGAzo9Xrl74AQfyd/g6+aEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvzbSMxKPJRGo3mkY1Z/1frLy8upVqMGXbv35I35Szl57EdMOdm80LciEjRqSH8WLF/Ld/u+ZOqoV2jfqQuT3pjHl59/gpNzRdQnNTkJb9+K4FJRURGOlTEYsI9KpaemUKd+RVglKyONajVjHrpdQUEe7vdjVokJePnaYk7qCFNhYQGubu4A5OZk4+LmpszpVBGtvDwT7p4VxysqsA9AYbViMBorzpWciLfvw6Nc+Xm5eHhVxKfSUpLwqIxoPbhddkYadRs2UT7XqtMQ+GMAqyDPdo3J8bF4+/g/9BozUpIJj4x+6LmSE+Lw9vW3m7sfdElLScTL23bfCgvycfOwrVkdDzNlZ+Cpjn2pzpEUH0efgUPZ/9kHxDRogruHFz0HDuPdtQvpO3QcGWkpPNb8CZxdXHn2hf5s37CSCbOX4+DgyKQ5y7l84QwzXx9IrXqN2P/ZB9SIqYenjy8Wi4XPtm+k18sj6DngNXZsWM6iSa8xdNwM5dwfbVrDwBGTbc8gN4eI6IrY05H9u2nyRFtl7s71S/R9dSwA3+39hCfadFbmfvh2LyOnzOfUjwc5efRbWjzdEY1GQ35uDh27vcj+z3bQsm1nXps8n23rl3D9ynnO/XaKS2dfIjgsAhdXd1o81YEmT7Rh+mt9MDq5YLFY0Gq1pCTG46UKHqnvK0C52Ww3VsfdkhPu4u1ni1mZcjLsnplebyCqag1eGjKadQsmUbNuI7RaDfPXf0C52cz5335m+YzR1H2sGW4eXjzetjNlZSW8s3wmYZFVadW+q/IdjanfhLSEWB5v05ktaxZgsVpp1LItRqOR08cO8Wpl+Ov+fQ4IDlPG5rJSJfJmNptxda94bzUaDcXF9+jSsx/Nn3yGjzevpLi4lLKyYnoOHAFUvPfffLqdGSu3YDAYsVgsLBg/mFXb9mLKzuLWtQt898XHhERE8c7S6aDVcvv6FVq07kCTVu0ot1j4fNt6pi1+m6CwKG5dv8S2NxfS7aWhHNr7EVnpqdy4egG/gGDOnz6OwWAkLSWRS7+fpEGz1uRkZeAXGKpcy4HPt/NUp+eVcXZmGqGRVQG4fukskVVrKXMH93xIk8p4FcDNy7/T9cVXKo6zewdNWj+jzB3/bi+Dxs5Sxh1feJnjR/YTHlWVLStmUJCbR0piHFNXbCY0oir3Cgs4uHcnu7auwWq10u7ZPjzZqQeXz5xiwfiX8QsIxi8giMCwSKrHPMaRr3fhUVqMX0AQL702hYI8E/PGDqRzr5c5/+tPdOj2Is2e7MAz3ftiys5k2/olDJ6wkE+3rsbZ1fa7+I+2kaxW6yMVUvq7xKz+LzqdDp1Op/x9zM/Pp7S0FC8vL8xmsxK5KioqoqysDLPZjE6ns4tb3f+s0+n+4qsRQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH+N0jMSjyUVqvFYrH81cv4f/bfjnIEBAQSFhHB1FnzcXV1JS01mfCIKsq8QW/A3cODXi8N5NjRQ4yZNAOtVkt6WioNGzcDIC05mVqVkarkxHi8fWxBHnUYyZSdqUSgTNlZuHt4PHQ7qxUlMJWakoSfvy34o9PZYkE6rVaJeiQlxOGjCjsZ9LbtCvLz8KgMOSUlxdkFq/Sq7TLSUgiPqqKas63JUm7BwcGx8lyxeKsDRqrtck3ZuFdeY54pG/fKSFRWRhrulREgAK1Wo4SPkhPj7aJU6jXlmrKU4z04l5wQb3fNdnPxsfj42dao0Wjs1qn/Q6jLWzVnO05KYjzR1Wsycc5SNq2ax+T5a2nYtBWfvv8Oi6e+xohJs9jz0bsARERXpzAvDwAnZxeCQsKIjK5O+y49GfnSs2zYuY+gkDCmjRrAvNVb2Lp2MUcP7OHpTs9Tt9HjXLnwO7veW4+njz/P9RmMxVKOf1AIAEe++YImLdso6zrx/QGmLn4bgCvnz1CjTgPle3P6xGFmLN2kbHvzyjl6DxpJw2atWDVnPJ4+/lw6c4o2HbvzVKcedOk1kMNff8qofh0JCglnyYadFBXm8/Un2zj98w8MfaEtYeGRaPU6Xp++iLs3b/DVzk107z+CrLQkwqOqAVBUmI+jozNqZnOZ3Vh9b1OTEqjToIkyzjOZ8PDyUcaGyvejdv1GdMwz8fbyuTz1zLPcvXGVkPAo9n64mdmrt3Ly6AF2bXmTPkPH8mTHHuTn5bLv0x1MW7pROdbOTauYtGAdLq5urN3+FZ++/xaj+rTDxc0DH18/PCsjWhaLBRc3d+Vems1mXN1s39NTPx4kRrXmnw5+SY+XhuIfGMzYWStYMn0kTk7OrJwxEoODE0WF+fR8eQQGQ8X3eevqubwwaCRuHl64eXix4+2lTFn0Ft6V7+riKcN4eeRkLBYLd29c5Mg3X1AzpgFffPgO2RkZZKSnEBwWQU5GGm279mbzqjkMmzSXeo1bEnfrOu+tXcCrE+eQEn+H91bP5tK53/Dy9mHt3LF4+wVy9eJvtOrYA7PZjMViwd3DW7nWI199Qs9Bo5Rru33tAt36D1fGzi5uynUkxd7kxaETlDmrpVy5hwC3rl6gScs2dB/wGgAfbFxOg+at2ffxFvJzTdSo25QLv51g2vLNuLp5cvnsKRaMexmNVotfQBA16jakSav2fPrum2Slp6LVaunQvR9Va9Xj823ryEhLpveg0WxeNRu90YheZ6BKjRh8/IPYvGougyYswGB0IDc7AxfV89P+g39bHoU4lNqjtl6wrVmr1WI0GjFW/s1Tz6sjVyUlJRQUFFBWVoZGo1HCVur/dDrd/3kfHrV7JP6eNMh7JIQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPjfITEr8VAajQar1fpXL+NfptFolGv4bwUnqlarRotWrdHr9Li5VwRP0lKSqdegkbKNk7MtzlNeXo6jkxMAOVmZuHtWxJmyc7LwrAwuVYSZbLEonV3oyYRbZcAqPy9XiTTdKyrC6OCgbKcOLWWlp1GtZgxQEdpRz6mPnZKUgJeP6ryVkSsArCjhqJTEhAcCUKrYVk4W7h5eD53TG2yfU5MS8fb1VW1nCxTl5+UqwS51JCo5IQ5vP9V5DbZ90lKSiKpa86HXlZ+b80DMyjaXlpxA1Zp1lLHhgfsREh7x0P3yTDk4Obsq47LSUhydbM9Zq7p3WZlpNGrektDwSCKjqnL0271kpqXg7euPk5Mj9Rs157u9uygpLsbB0ZFGzZ9g3+6duHt64uBY8a4YjUZCIyIJCgkDbGGwUVPns3z2eG5evUhhfh6L3/4QvcFA/N1bLJk2ipCIKFbMGkPJvXskxN2hZp2GJMbdRqd34F5RIT8f/Q69Xs9Xn7xHu2d78+Ohr8lMTcXbN0C5vzeunKdarXpotVoAxs1ewcLJw7FYy+kzeEfF/dbpyMpIo9+Q0Wg0GhZPHY5/cBhlJaVERFfHwdGJrr0Hsu/T7YRFVSOqWi0WTx9N3K1r5OVk4+Hlg9Vq5dP31lH+QLzKXGYbWywWdKp3xZSVgae3j9226u+b+r3yDwjh2Rf60bJNR778ZDunT/5Ej75DCAwOp8dLw/n0/bf4fPtGuvZ+mV9/OszYWcs5dfQAn733JtlZmTRr1RYXV7eK56vVEnvrGks2fESuKZtvdn/Ea73aYjAYeXn0NKrWqquc99QPB4lp2NQ2/vEgr4yZYXcNwWGRyrjcXMbEJW+j0WjISEtmybTRHD/4FYf27iTXZCIrK53QqOroDUZib16hYbNWSsjq9PHvia5em8fbdAZg/cLJjJq2kKq16gMwf/wgFr/zCZZyCzcun2PZjFFUr12Xnw/v59vPPyA9NQVPb29OHztM09YdOH38e/oPH0+zpzqSn2tixRujada6PVfPneSH/Z9y/vTPRFatwaZl00mIvY1Wq+WTTSsxm83UbNAMBycX5RmcP32C6Fr1OHF4P9/u3oFOr2P1zJHUrN+URi3b4RsYbPfcD3/1CT0qQ1YAybG36f/aZLRaLcX3ipgzpj+h4VFsWzMP34BgCvPyaNa6Pd0HjKCstISTRw+waflMHBwcGTBqOpFVa/DFjg18u2cHbZ59ka8+2sQ3u7fjHxhESERVajdsyuaVs0hJuIu7hzc/H/6Kp7u+iLmsFBdXd2Uduv/RBs2jHLP6M+pg1YP7lZeXK5GrsrIyioqKKCsrw2q1PjRypdfrH7n7I4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/DdIzEo8lFarxWKx/NXL+H/y3wxytWnbFg9PL7bv2sugPj2U+FNmRoYSqTKbzbi52qJH6iBSbp4Jd4+K7XJNOco+aSnJBKjCLup9CvPzlNBTYWGhEtBKTozHWxWiejAw5VF5nuysDCWGVbGdOgiVTI3atgiPOhqkDlGlpSQRFlnloefKN5mU9VWEh1QxK53tc2ZaKuFR0apz2ebMZWVKGKqstBSnys8pSfEPxLZU15iZgWeTlg9d072iQlzdHn7NOVkZeHh6246pip5kZaRSu35D1T2wzSUlxOJbGRCqmLOFTiwWC0ajLSyWm5ONp1dFcGnQyPEM7d2ZFk+2440l65g3cRgA7Z99gY+3vc2gERNp26UnYwZ1J6aBLYBksVjsrsHTy1P5PGX+Gl7t1Z6wiCg+eGcVrdt3ZefWdbwyZipNWrahtLSUhZOHMXraQoLDI7l59RKfb3+H7v0GgxX27/6QqrXq4OhoJDMtmZM/fEv9xi1YPmMkOoORrMx0pi16Szmf0eiAh6cXDo6OLJoynP6vTcLF1Y3khLu8NGwcAE+068K8Ca+Sm5PFmvf3khR3h23rlzJkzAxWz5vElAVrmTRvNTNGDUBvNODg6MjSqcOoVrM2d29ds4vUmFVxq8y0FDy8bGGyXFMWXj62KJrBaHtGpaWlGFTPISH+Dn4BQYRFVGH01HnMHDOY08cPExFdgxp1GtJ70Gg+2LiC8QO7Mn3pRqKq1qROgyb8/ssxDn25i7hb19m0cg5DJ8zh6oUzBIdGEBgSXvFfcDgbls3kqY7d2Ll5DaUl92jfrS8Gg4FffzrIkLEzlXWYy0rwrozBWSwWXNzc7SI5rm4eyrggL49mrdrQ55XRALy15A2ee3EQWo2W21fOcnj/XsKjqnD+9HGCw6O5eOYUE+avwWw2c+f6JVxc3ZWQ1e4dG3iqY3flPUqMvUX3fq/wdOeeACya9CqzVr+Lu4cXcXdusH7RVKpUq8WZn49y8ui3xN+9haOjEzmZaXj7h3Dlwhmqx9QnKCyK6xfP4OTsyowVm9EbDOTn5jB//GCiqtVi0/LplBYXc/vGVUIjokiMu0uz1u3oO2wipSUlXDx9nOXThhJVrRZqBXkmAkPCbffJ3V0JqukNRiKrVGfE9KVYrVZOHz/CVzu3YnQwsnb2aHJNOWi1Wua++QEarZbPt63jm0/f44XBr/Pe2vkc3rsTBwdH/PyDeKbnAM6cOMInm1YyYcI4nuvaFUdHRz786GNWT3+VoqIijA6Oyro0Wv4hj1oc6lFbL/zra9ZoNOj1evR6PU6Vccn7HoxcFRcXU1ZWxmeffcatW7cICwujWrVq1KhRg8jISLy8vP50DcXFxcyZM4fs7GxcXFyYM2cOXqrfL4AtW7Zw4sQJdDodEyZMICYmhhs3brBixQp0Oh0Gg4G5c+fi4+PD3r172bNnD3q9nsGDB9OqVat/+tqFEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoh/N4lZiYf6b4ag/lM0Gk1FRKkyLPWfYjabcXR24/MDP9w/sTKXa8pR4lFpKUl4eKliSarIUkFevrJdQV6eErbKykhTolIWi8UuvlRmLsPRsSK+odVqlOtMSU7E2/fhMav83FzcKwNTSQnxSkgH7CNVOVkZSiio4ryqEJVeHXlKp27Dxg+dKyzIx63yOjLT05TPD67JlJ2pRKT+cC5VGEqns33OTE8hJLzFQ4+Xm5utXCPYh7h0er0SwQHQqa45z5SDp+r5qINbuTlZeKpCV+rrTIqPxdvPdh+1Wtv7lpOVqTxLgPw8k905AkNClfvSqEVrfjr8Da3admLPR1sBcHJ2xtHRBRcXN2Wf2zeuEBIeqYwdHZ1Ri6nXkIlzVpCSlMCSGWOwWK18v383xw7u4/qVC/j4BXDx91NcPneaQ/s+p9fA4Wi1Or778lMcHB2p06AJKckJnPrhEAvWbcfFzR2ALWsXkJwYx6/HDtH+uT5AxfMqN5cx9o215Jqy+ez9jfx28kcGvz5NWc+1S2cJDg3nqWeeZeeWtfQbOo56jVtw89pFgkLDOfH9t5jLy8nLzaa83MK6+RMpLS7ildFTeG/9cq6c+5WYhs0qz2VWjpsYfwcfv0BlXFxU9KehspTEOLvvRGpiHDXrNlDGRgcHZi3fwIzRg+g7dDxVqsdw+/olevYfxte7tpGbk4VvQDDZGWlMW/wWeoOBS7+fYv6EV8hIT2HF1t3KsTYun8WQMdMJCAmjxVMdOPz1Z4wb0BVLeTlGRwdKS4qBit8NF9V6L5/9leiadZTxxbO/UqV6bWV8eN/ntO38vDLOyUqn6RNt0Gg0lBa3IDHuLqOmLcRcVsaHm9ZQpVpNThz6irxcE5fOnqZK9ZqsnTuOkuJiYm/foPlTHQgMPUdASDjXL/3OlMUbADi492Mea95aicWlJsbRsk1HXnh5FAA73l7Gk890p16TlmSmp7B+4VS69XkFL78AcnOySLhzg9r1G/POsjfIy80h4e4t6jVpyRPtuhARXYP54wbh4OhIRmoKVarXJs+UzYrpr+Hm6U1KQizj567i1tWL7Ny0gn7DJ1NUVGAXKTt59FvqPNZcGf9w4AvqN6sI+Wg0Gi7+9jNDJ84lompNABZPGkJQWCRbVs1i6OSFDBg1nU+2rmXTipkYDAYiq9WmU8/+XDh9gsUTBzNl8mQWnThmFyXq/1JfXuzTi5dfeZV3FozFzcuP+i2e5l5hIf+IRy0O9aitFyrWrP5t/3fQ6XTodDocHR3t/n3MmDFkZGQQGxtLUlIS33//PbGxseTk5ODs7ExkZCQ1a9akZ8+eyj67d+8mOjqaZcuWcfDgQd577z0mTpyozF+7do3ff/+dbdu2kZaWxtSpU9m+fTurVq1i8uTJVK9enT179rBjxw4GDBjArl272L59O6WlpQwdOpRmzZphNBr/rdcv/jsesa+aEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvyfJGYlHup/IWal1Wr/49dQXl7OosVL8fVXRaFUYSWr1Yqbe0WwJiEhHh9VlEW9XXl5OY5OFWGqsrIynJwqAkWm7GwlhpSTnYWbu7tqf8NDP6elJBMYFKyM1dGsoqJCXCvjRKnJiXjbrcd2jLzcHNw9vCrXkKVcw4PHy8vNVrZ7cE6r0yqBraSEWHx8Ax5+jDwTHpXxqYy0FLvjPRi2us+UnWkXrNIbbGsvyMtVjmfKycLV1RaCUh+vtLgYo9FBtZ9JOabZbMZgN5drFyKzv9+J1GnQRBmrj5kQdxsff9t1a6xgUAVHXF1dOffrCbq/OIh2XZ5n0bTRtG7XmWo163Lj2iWq16yDr38gFku5ss+V82eIiKoGQElxMY5OtphVQUEeLpXXGxQSRnhUNAOGjSMgOBSAlXMmMmHOCtJTk9m4cj49+g7Gzc0dc2kx5eVldOjaE6vFwoXffiY4NIw18ybhGxBEcfE9IqKqsnbbF7y5cCqePgE0afkU3+z5iCfadgbAw9Ob7v2GkJ+fy63L5/nm8w9o06UnB7/axazlm3F0cmLV3Akk3L3Ns30GsXjqCIZNnMOEIc/j6urBhp37WTh1FNMXr2PtgqlYLBb6DRnNumWziWnYjML8PLtrTUmMxz8wSBnr9Dq7AI/6GSXG38U3wLZtVkYaXt62d9+gN6DValm47j2mj3oZs7mc/sPHUbt+Yzr26Evs7etsXDEXR0dHjuzfzTPdX6TOY83Z//mHxDR4jq2r55KXm4untx8BwaEEhIRVPG+Nhl+OH2HxWzvw9Pbl+uVzzJ0wBGcXV4rvFdKw6RNYLBa0Wi0/HfyK5wcMU9b003df0r3fENX1xhFZraYydnF1U673+2+/pH6Tirib3mAgNSmOkdMWKt+l1XMnMGHOKgCOfvMFTVu1JaJKda6cP83bi6cTWbU66xdMpLy8nDs3rxNdozaOzm40a92Ow1/v4o0VFXG19JQksjPTaNSyTcWaEuKo26gZbbq+AMDCCYMZO3cNbu4Vv1krZ45m7OxVmM1lJMXeZOua+fTo9ypNWndgzeyxvD5zBTq9HqvVyryxA9BotfgHRRBdsx5f7NjIlx9tRqPV0qhlW+W6Tx09wPApC5Xx2Z+/Z9TMFco4IzWR8OgaytjVzZ1Xxs0iKfY2GxZNIT8/jxox9Vjw9sdYysu5dvEMb7zWmxf79ObUz8cxqH5L1PR6PR/teB8Ak8nEe+/voGH9Og/d9kGPWhzqUVsv/HfXrNPpCAwMJDw8/A9zBQUFxMXFkZ2dbffv58+fZ8CAAQA8/vjjvPvuu3+Yb968ORqNhsDAQMrLy8nJyWHRokX4+lb8VpWXl+Pg4MCVK1eoV68eRqMRo9FIaGgot27donbt2gghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEH8liVmJh9JqtVgslkcyanHffzLIVVZWRk5ODnl5eVy8fMUupuThYQs/abW2oFNachI+fn7KnH2MSm/3+f49z1eFmZIS4vD6kxiW+nNWeho1atV56JxOvZ6UZGrXbWCb09m2y8/Pw8Or4ryJD5zXoFp3fm4uHp4VkSeLxWIXqVKfNzU5EW9f27XrVMcoKizAtTKWlRQfi4+fOgz28HuUn2uyi1mpz2u1WDA6OAKQnBCLl+/Dj5eUGIe3j21NVsBgMFbemwQ8vX2UObO5zC6kpD5fTlaGXehKHcNJSYzHW3V+9X4VxzXj4+vHnRtXqVK9Fl4+vuTnmejaawDrl85i+ISZuLi5293/+Lu3eKzZEwBcu3yO0Igqyty1C2cJi4hWxqbsLCXiVFpaioOTM1qtlsDgUDRAl+f74eTsjNls5vqlc3R4tiJK9NPhfUyatxKj0YE8Uw6jB/agdbsuaDQaXp++mKVvjMHT24ezJ39g1orNyvl2bnmTF/oPI7xKNUpLS1gy/XXKzbZQ2/CJc1kyfRTz121n0KipTHr1BYJDI3B0csZodOCZ53qxf/dOWjzZngNffEKXnv0oyM2hpLgYU06m3TPJTE2iRkw9273V2d9b9b1OSYilao0YZZybk2V3T7WV3wm9Xs+8VZsY8dJzfPnxu/x24nvqN23F7h2bmLt6K45Ozny39xPmjBuMTqenXdeetGzTqeIcSfGsnjMRT28fNq+ezytjZnD53K9ERddQnoHBYKRpy6d4ddwb5Jqy2ff5hwzv1ZaSkmKqVKtBUGiEsqacrHRCwqOUsYurG1qtFqgImkVVtYWtzv3yE6OmL7JdvBUlZHX7+mVCwm3vyOkT3zNs4lw8vX2oUacB1y+eZcrCdcq2v5/8kac7P8/V878xc1Q//AODeXP+BEpLS0iIvUONmAbs+2w70dXrsHv7BgaOnsa5X49x7PA+Gj/RVglZ/XbiKGGRValVrxEACXdu0LXXQJ7qxcEwowAAIABJREFU3JP1CybR59VxyjP68cAemj7RluZPd2LVrNFMX76ZHgNH8MHbSzn/20k6v7DL9qy0GtwqA39QEYdzdnEFKt5xd09v5ffz+sWzRFarBUBIZDQTF65nwfjBFBcWsvKNkbh5eOPq7MjGt9bRuHEj/lGenp5MGDfmH95e/Of9Xf5fxdXVlVu3bvHxxx/z9ttvK//u7e2Nq2vFe+rs7ExhYaHdfgUFBXb/7+Ds7ExBQQFhYRVhvAsXLvDZZ5+xadMmTp06pRxLva14NP0NXlshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+LeRmJV4qL9DFOL/1X8iZlVSUkJ2djaFhYV4eHhw8+ZNasbU5fbN68o26piROsCUlppCw8bNHjqnDu+oozwFBQW4VYaeUh4IQv3Z/rmmbNw9K2IvFovF7njq7UzZWUqIymw226273GzG0bEiQJSSlGAXZNLqdbb7UVyMs4sLAOmpKUpAB2yBoPtz9Rs1VdakXrs6+JWSlICXKjBlv3b7ANb9aE5xUREOlfGqB6/xwZiUXWArKR5vvwBlbFDNJcXH4u2rmlPdG1NOlhLPAcjLzbGLWanPn5acTHhUVdv5VceBikjW8PFTeWfNMsbMWEznni+xY+MaRk2dh16vY//uj4moWp1wVaAqKz0V/6AQAK5dOke1WnWVueuXz1Ovke0dMxiNyr29eeUCIWGRypzVasHJuSLQdevaZYLDbCElrUaD0egAgLOrG01aPME3uz/C3dOL6rXrM2neKuZOeJWgkHC7683PMxFepRoARqMDVouZ+o2a8tOh/bRu3wVXN3d6DRzOnLGDycxMwy8wmEmzl3Pkm71cPPMLzVu1Zf6kYbyxfCOLpoykS89+tG7fhZPf78cvMBRPb9uzzDVl2cWtjA4OyucHw2qZ6Sk0efwpZax+f+7fp/tSkhLo0qMXLw4eSULsbWaMeYXQiCrk5WTj7OJKp+f7cfvaJYoKCzh28GuOHzlA6w7Pse/TbcxatRl3Dy8unz3N0umjiL19g2lL1ivH/nDzGqYtfgsAD09v4m9fZ+H690mMu8OOjauY9EpPlm35FL1ej4ubu/I7fOfGFUIjbUGqH779gmf7DEbt/vWUFhfjpgq9Hdr3Gc8810cZm81m5b5VbGt7d4/s+5z23frg6x9Iq/ZdOfrtXt5Y/o4SN1wzdyK9B40gNTmBLz56B7+gYG5dOoOTiyvJcbdxdXZmzezXKS0tJT72NsMmzKO0uBizxcyxw18THBrJ+V+OkZwYzze73qWkpJSYRi04e+pH3lixFa1Wy/BJC1g27TVmrHwXZzcPvH392bx8JvfuFVJSXIzBaMRisaDVaom7c4OQSNt348cDe2jYvLUyPvzVx7wweLQyPvrNHjr26MfjbToDcGD3B7SoE/lPhaz+FX+X0NI/6lFbL/y91tytWze6detm929TpkyhqKgIgKKiIrsYFVREsO7P39/Gzc0NgEOHDrFt2zbWrFmDl5cXLi4uf9j2weMJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBB/BYlZiT91P2CiU0WJHiX/rpiV1Wrl3r17ZGdnU1JSgpeXF/7+/uh0Ot59fwdhEVVAFdFQR3TU8aSc7Cw8PDxV2+keut2fhZ7SU1KoVqv2w/dRRZ/yck14VMZsck05uLi6PXSffFMOHpXRq7SUJLswkPp46SnJ1KpTH6gI4ehVUSm9Qa8ERJISYvH1U4ejbNvlZKUr4az01BTcVbEd9XaZaamEqcJN99drsVhISUzgraWzuHv7OiXFJSyaOgJXNw98/AIpKCjg5x8OkpuTRUZaKgf27MTdy4eLv/+Cr38Qn7z3Nolxd0hJSuBeUSFOzi6kJiUSHmULBOkNtqBRamICAcGhylj3QOjKx98WuioqsIWRSoqLMarCWrk5mXh6+ypjw4Mxq7IyvLx9yEhLpaSkmJox9fl4a0X8qE2n7ry/cS2devSxi1BptBol3pUcd4cn23dR5pITY+nUwxYuUke+Ll88S5Wq1R86d+XCGcIiqynj+yErgJtXLxIcFsGoqfOZPnIAIybPw1xejk6nxWItZ92iabw2eT7nT/9M3YZNlf1SEuMIj6pK31fHMHfCqzzWohWuru5UrVmX8nIztWLqk5+XS1BYBM/2GcCbC6dTt1Ez/INCKczPx8fPn4K8XNp06s6iaaNp2roDgSFhyvHz80x4eqneWdV7lJ1pe9+g4l33Ur3fWq0WrVYLQFlZmV3MKiHuDr7+QQCERUYTHhnNlPkrWTV/GoEhEVisViKiq/Ncn0GV9zyORVNH4uHpyenjR2nb5XliGjbhi4+3MmD4eH7/+Qe+/vg94uPu4OzsgrmsDIAbVy7iHxBMSFgkIWGRNHn8Kaa+1pfpI/qSn2cioko1SouLMTo6cnjf57Tr+oKyxqyMNEIjKt7dknv3cFNF5I5+9yX1G7dQxunJiURE1wCgtLTULjj3w3dfUb+JbdvU5EQiqtjeERdXN+U+/XLsCHUbNycsMpqwyGgOffkJI6cswMXVDbPZzI0rFxg2cS4Avx47wu+//ERa0h3OnDjM+d9O0vjxJ3mmez/SU5JIir9Flxde5l5RIavmjCc/Nwez2YzRaCQ4PIoBI6YwadCz+PgFMWb2Sjy9fDh76icO7N5Bk1ZtWTtnLBqNhnKLhT6vjlPWe/bkD7w+e5UyLirMJzAk3Db/81HGqOYLslNp2/YV/tP+TqGlf8Sjtl74+6+5fv36nDhxgpiYGH7++WcaNGhgN1+vXj3Wr19P//79SU9Px2Kx4OnpyYEDB9izZw8bN27Ew6MibFm7dm02btxISUkJZWVlxMbGEh0d/bDTikfA3/m9FUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQoh/lsSsxJ/6d8Wg/ir/r+u3Wq0UFBSQnZ2NxWLB29ub4OBgJe6yZs0aYu/epd0znSkrK1H2sw9T2QI7+bkm3CvjUcXFxXYxIfU+fxbDys7KwNPL+6HbqT/fKyrC1c0dgJTEBLx9/R66XX5+Hm6Vca3khPgHtrOFtkzZmXh4V5w3Mz3Nbg3q60tNTsTb1xazUoeb8nNz8fCqiOgkxcfi42Pb7v79BDDlZOJWeY8sFgtanY6ZY4dw48pFrBYLjk6O+Pr5UVJcTHBIGLeuX+Xkj0fw9PHh3OmfKSsr47EmLbh+6TynT/1IeVk5eqMBg97AyEkzCAmPZP6kYQwbN5PsrDTqPtbYds2qaFtWRio1KgNeFWu0zaUkxuPrF6Ca0yrPKTkxFh9V0CsvL+dP75fVaqWsMmzUrvOz/PDdVzzzXG/qNGzCmVPHSUmKxy8wkNvXr9C5+4vKfg6q0FROdiZ+AcGq+2yyewZGB9u2SbG3eeKpDsrYoJpLuHuLpi2ftp3DyUn5fOXiWcKjqqHT6Zi/ZiuTXuuLk5MLs1a8g7OLK9cvn2PR1OFkZ2aw7J1PlP0+2rKWAcPHo9PpGDl5HqvmTGTOqi2snj8ZvV7P9csX8AsMBMDD0xuDwYjFYqFT9xf5aPMa2j/Xi53vrmfY+JnotBpuXbvI0888Z7t/5Ra7cJj6uxIfewvfgCBlXJCfbxd8Use6khNi7Z5ncnwsMfUfszuup5c3C9Zs5uLZ0yybM4WaMfX56dA+GjZrxVtLZvDG0rcJCArlu692MWfsIAoLCug9aATNWrUF4MT332I4+QNtOj/Px1vfJD01mYS7d1i5ZZdynpSkeMIjq/D6jCUU37vHsSP7GTe4B24entwrLMBcZia6ZgxNW7XF1c1dCaAc/e5LGjR9XDnOmZM/8vqMxcpYHaQ6dng/dVWhq99/+ZFR0xYpY1c3d2XbuzevEaoKy/189BteHjFFGeu0eiWUd/zIN9R9rJkyd+rHg/QaPIqgypDUkmkjGPz6DAA+3/EOvQeNBMDJ2QWwMnraIpZPG86Mle+i1WpJS06g6RNtqV6nIV/t3MzNKxfIyc6ka+/BtO3Si/bP9uHw159x5Jvd7Hl/PcXFxdSo0wi9wVB5TCgqyMPLx/abBmB0MCrzVqsVo87+9+c/5e8eWnrQo7ZeqPh78d9c8z97rp49ezJ37lyGDh2KXq9nwYIFAKxbt462bdsSExNDgwYNGDJkCBaLhSlTplBeXs6qVasICAhg6tSpADz22GMMGzaMPn36MGzYMKxWKyNGjMBB9XsuhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8VSRmJf6UVqvFYrH81cv4l/2r67dYLOTl5ZGTk4NOp8PHxwcXFxclXmG1WmnXvgOm3Fzad+xCr74vceP6VQDyTCacK2MpYB/Yyc/Lx+N+PCoxAS8fn4dupw4eqf89z5SDR2XoCUCn0yvrtYthabVKmCklyT5mpT52ebkZR8eKaFFKcgJe3g/fLi83G4/KEFBi/F28fdTb2c6bkZpCWESUbR2qucKCAtwrj5GanGgXfDIYjcrnXFMOHp4V2/1y4ii3rl3B1d0DRycn/AODmDpvBYHBIRz97mv27vqQHi++TEpyIieOHmTE/Bk4Obvw8bZNFBbm8eqYKXy/fy/1GzXlqWee483FM3l5xDhWvPMB86eMJjkpgWd79X/oNeeasvFQR6hUYa70lCTqNrKFe9TRrqT4OHx8bWGk4qJ7SvDnwXPcKypUgmadu/di2uhXeea53rRu35WpIwag1+to9PiT3L5+xe786oCTwWC0i3AZjQ5KnCc7K0O55wDZmen4B1aEr0pLS3FyclbmMtJTCQgKAaCosAAXF1dlLuHuLVpURpkcnZ2pUrUmqcmJfPr+BvoOeZ0aMQ2IjK6Bq5sHy2eNpUZMA158ZTSlJcUEhVbEjIJCw2n2xNMsnjaapIRYXp8yjyPffIGbhycpCXEEhUXQsk1H9n3+Ic/1Hkh2ZgY16zRk17YNAPQeNIKJQ/vQf9jYhz6TwoI8HJ1t15OSEIevv+05aLQau/tkMNr2jY+9bRcEy8pKx8v34e94RJWqPN76aYaPf4Nvv/yMSUNfICAwBIPRAZ1eT+fnX+LWtUtERLtz6qdDHP76M4ruFXGvqIgVm3eh0+mo07ApS2eMpnvfl1m3ZAaR0dV5adh4tqxewLhZyyvus5MTv5/8iVnLNhAaGU252cyUEf0IDAnj4y3rMJstjOzbifLycgwGPQNHTlbWqAXc3Ct+J25evUR4VDVl7rfjR3ht8nxljNW27Y2rFwmPqqpMHd73OW07P6+Mi4uKlEBYYUEenj6+ytzpY4d5dcJsZZyfl0NgcBgAZrMZVzcPZa4gN5uAyjkAZ2cXomvE8OIro1nxxkgmLniLw1/v4o0VW9Hp9TRu2YYFEwaz+v0v+fWnQ6yePZbM9GS0OgPz39yBwWik+F4Rc8YMJDAkjHXzxlNUWIApJ5vn+g1RzhN76xohEVXtxg3qxSD+yGq1/lciX/9Of/c1Ozo6snTp0j/8+5gxY5TPw4YNY9iwYXbzhw8ffujxunfvTvfu3f+9ixR/iUcrGyeEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ/zeJWYk/pdFosFqtf/Uy/mX/7PrLy8sxmUyYTCYcHR0JDAzE0dFRiVjdN3vOPJxd3dDpDcyYM5/YO7fx9q4IUyUmxOPta4u8qINOZnMZjk4V8ajkpAS7KNT9MBXYx3PU++fn5+JeGcMqKihQQlSZGWm4eXio9rFFe9JSkqlas/ZDj6dXnTMzLZWo6Oq2OYN9hOv+8dNSkvBSr1t1PFNOFh6eFQGo0tJSjEYHZU6jsV1XRloyoarolTpKdK+oEDd3T9YumUXsreu4enpSmJfLio3bMWVn8cXH73Ps6CG8fXzxCwhk6/rlBIWGExwSxucfvMvdOzfxCwjCoNeza9smQsMjcXR2JSIqmiVvbWPd0tn8eOgAep0OVxdXNiybg39QCE936m63jopwmC02pg5W5WRn4KkOXakCVSnJ8VSpWlM1p1feH1N2Fi5utrCVKTvLLk7m5OzMxbOn+WDTGhat28qBvZ9y/swv+Pjawl8lxcU4qiJURgfbPQYwOtrGl8/9RngVW8hIp9cr13jj8gWCwiJs16fXK1Gxy+d/J0wVNcrOSFNCVxXrzmTJW9u4euEsCyYPp7zczBNtOvHq2OlYrVZOnzjKmIHPEl3TPhTUuWc/Dn69m5WbPuHLXe/T/tkX8PUP5KOt65g0bxUtnmrPgkmv8VzvgVSPqcfVi79TpVpN7ty4RtWadXB188BosF2f+r4nxd3F1y9QGaenJlGtVl3bfTHa3ye9wRZQS06Ipbpq29zsLLy9bd9hdWwt/u5tAgJD0Ov1dO3Zl+Pff8vY6fN5a/l83L18wGqles26dOr5EgC3rl3ioy1refzJ9qyeO5F7RYUUFuTTve9gHn+6I117DeTX498zYcjzgIaSkmIA7ty8hqeXN6GR0QBcv3Ke2nXq02vgcAA+2LSGZq2e5skOz5EQe5v1S2fy5cfbcHRyRq/XM2ZgN5ycnSkrLcHD04dFU0fQ46WhmM1mJdJWWlyMmyp2dnT/bp7p3lcZpyTGEVmt4l22WCy4utt+Yw7v/4IGzVopY3NZGV6V98xiseDi5qG89ye+P0Cdx5rb5txtcylJcfhXhq1q1W9Mx8ICxg/oTO9XRiu/LZtWzKLXoFE4OjnT+plu1KzXmO1vLaVh81ZsWjGTvNwcEu7eplWH53jh5ZEYjUb27drGrWsXOXP8MDcu/s7Lr8/guz0f0bX3YGXNF3/9kYkjXsZqtf7hN/7f7b9xjn+nR2298GiuWQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+F8jMSvxpzQaDRaL5a9exr/sH41ZlZWVkZOTQ15eHq6uroSGhuLwQCTovrHjxnPmzO8sXvUmO97djEajITExAW/fisBTclICPpWxJ6vV+ocwlRJxSU7C26ci/lJUVISDoyNwPwJli+eo9y8tKcHJ2QWApMR42zkTEvD2sQWP1GGsnKwMPD0rgjVms9kuyqQz2Ieo3FVhJXUoyFJuVsJZGWmphDZRhahU68vLzVFiWymJ8Xj5+D50u4qIk/dD5ywWCyP7d6MgPxedTkdwaDhe3j68+9ZK6jVqzumTx2jU/HE8vXz5/tuvCIuMpnOPPpSWlLB53VKq16xDenoqBfl5vPPhl7i5e7Bn5zZmTxjGrGVvExldg1PHvsfJyRl3Dw86de+D2Wxm7YJpuLq7s2TGaJxd3EhNSaL4XhFOzs6UFBdjdHC0XacpRwkCPXgfs9PTeaxpy4deW1JCLD5+Aap7nq08Q4BhY6cwvF8PqteKYfvG1dy9dYP5azbz0Za3lG2uXTpHaEQVZfxgzMrBaFvnzauXaPFkO9uc6hquXPidKtVr2I7jaJu7cfkcdR5rars+VQQLQKvVYjQ6UL9xc+o3bs5r/Z7l1+NHsVjK6dijL3dvXqNRsydIjLtLTlam8h6cO32S1m074uXjy92bVxg8ahIajYZ7RYUAGAxGfAMCyTPl0LF7X95aOpPhE2fz7puLia4RQ72GjXln5RxGTVuERqOxC64lxsfi4x9ku7dZGXh6256R+r0H++eSnZGGZ8unlPG9okK7cJP62hNi7+IXaDuPTqcjOCyCxeu3kpQQx+TXBpJnyubW9ctUrVWX40e+YdaKTTg6OdO110DeXjYTLx9fDnzxMVaNlpZPdcDJ2YXgkHC69X2FA3s+JCUxjjs3b/BE206kJiUQGBLGzi1v8sayjQAUFxVx9+YV+g8bh0ajISg0AhcXF+aufheNRsPJnw5z9cLvDB41GavVyvLZE6jbsCnnfj2OxQqj+nbC1d0TKrs/k4e9yJPtu5CUEEuEKmjn4uqKVqsF4OSPh4ip30SZu3TmJO26rAQqfrPcPGy/Hed+PU712vWV8eljhxkyblblO3CC6rVsc4e/+oymrdoo48aPP8VXu7aRkRzP24umkJ2ZQUpyIh2ff0nZZvPK2Yx+Yxme3r60e7Y3by+eRtvOL1BcVMC2tQu4efUiaGDFu3vQarVcOH2CxZOGkJ+bR4jqu2Muzse78h25/3fCarUqUaT7//bvCCQ9aqGlR2298GiuWQghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+F8jMSvxp7Ra7T8Ug/q7+v+LWZWUlJCdnU1hYSEeHh5ERET8IXrzoIKiIr776SQAO7e/B0BKki1MlZqSTEhYBFARK3J2cVX2VQd0MlJTiK5aEY5JTkxQ9k9OTMDL20fZTqfaR6+OYSXZ9rl66RzHvj9IZkYajzVpYRf0yDXlKKGZ9NQUPLy8yTXlEB97h7TkZLauX0F2ZgaXL5zFwdGRbr0HEBoeiVans1tDVmY633zxKT8c+oZrF8/y5a4dFBcXk5qSxNHvvqZpy6cpKihQzpWUEIeXty+3r19h9cJZZGWm8dupY4SGV+HqpfNYdr5HYHAozq5uxN6+zSfvv8PR7/YTf/c2zi4uhIRHUG42E1W1Bp26v8CWdSv59svPCAoJ49djP+Hu6cngEeMpvnePt1YswGwuw2A0cPfWDV4bPx2LpZx5k0cxZ+Xb9HzpFWrVacDA7m3x9PZi1cYPcXFzIys9jfHDXiIwJJSwiCisVgv37hViysniybYd2bhqLtZyC14+vrir4ltFRYW4uqliR6rwV54pC09V6EodQkpOiMNXFbPKyc7APzBEGTs6OdHx2e6MmjQTgGmvD8HLxwdnV9s7dO3SWarVrld5rhy7dWSmp9pFtlKS4ggKDVfGBlUkLTHuFi3bPKOM1RGs5IRYnunW2zanimABSngNKgJpNWPqMn7mYn44tJ9JQ/sQEVWNyfNWkpmeyqp5k1i47n0Avv70fSbMXslPh/fjFxCsvKcNGjXn1+NHafrE0zzT7UU+2vom/x87dxke1ZkHbPzOTDJxdyMJ7u6uxVqkFFrc3V2Cu3txKVYKBQqlLaXFihWKS4AQ4m4zE5/YzPsBOpnstu+7127f3WWv/+8L83Akz3nOOTPf7oGjppKcGM+RnRt4FfIUHz9/Fqz9nFPH9vPN0d18PHBMqXVPSYilZr1GxnFWphYn55L3yPQ+ZGdnYmVtYxxr1Wl/F177PeL0NgBXsm5JCbE0bN66ZE1Nzuvp7UuDxs2YumAlutxcpo7qj5WlFVuWz6Z85RqkpSbhWyaInv2GU1hYwNkvDzBr9GdkZ2aw5fBZVCpLqtSow4rZ4xg9NRiVlSU/nz/Br9cvY2vnwJr5k1CpLImNiuDj/sON67djzXz6j5xiHH938hALN+x9d23pKMwMdPm4LwCpyYns27KSuSu3AXDw83W4e3pja2ePvaMz4z7rjJWtLdbWNhj0xezeuIyGzdpw86dvGTFtYak1+v277dblH6hRv7Fx242fv+PT4RON48LCApxc3q7vzZ/P02dYybboiFD6j5piHMfHRlGpWk36jpgEwJFdG+nQvQ/3rv/Eib2bKSguonrt+sbzRbx+gbmFiqZtOgFQo34zDu9YQ/sPe7N82jA6dP+MRq0+4NL5r/HyDWD78hnkZGUSUKEKvq4OxjUz/c40/c34qyJX71to6X2bL7yfcxYC/ppgnhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8t5CYlfhT/68Y1H+7P5q/wWAgLy8PjUaDTqfD2dkZDw8PlCbxpj9TWFhoDFBBSZwqJTmJugFBAKSmplCtZm0A4mNjcHVz+7v94W3oytHJGSgdpkqIi8XZzR0AvV5f6hjTeE98bAzRkeGEvnhGyNNHfPxpf7IyM9m6dimurm7MGT8MhVJJZPgbdm9ejS4vj5SkRHKyszh/6iswM2Bna8+1n78nX6dj8erNODg5cXTvFmKiosnM0LIyeCpJiQkkxMYwdWQ/PD29KVu2HPFxMcRGR1KhUhV2fPEV1y79yKyxA8jIyGDxjLG8ePqIrKwszC0ssLW1Y8z0YF6/eMahnVuJDH+NmZkZ6vQ0ioqKsLSyprioiK8O7aUgvwAnVzcKCwvQpKdjbmHB7euXuX75IilJidg7OJCanEzNOvVJSU5k2dwpKBQKHJ1csLa1YeKMBYS+fMbNqz8xe+l6KlWtydKZE2jZvjNXfjzH0vWfk5WVyefrlxIV/oakxAR69RtMr/7DKCosYNGMcdRv3Jz0lGRev3yKnb0TOVkZpKUmkRQfy6Zlc/hs6DiUCoXxeXl7j0ruS1ZmBg7v7iuUjiglxsdRt2FJ9CctJZmAoLLGcUxkBB6e3ibnymTzigUkxMbw6Leb1GnYnPiYSFp98CH5Oh3rF88goFwF4/7PH90joFzJ86nLzcXxXYQrK0NbKnylSU/Dw8sHeBt3srGzN27LzNDi4uZhHP9dzMpk/OZVCD7v4m2tO3TltxtXiImKJDsrEzcPL9p37sGXe7fQZ+h4rKxs+Ob4Ae7euIKrq7vxHO0/+oR1C6fRsHkbKlatwd7NK1kdPImxMxZwZPdmVmzZz66Ny9Hr9XzSfzibls/j12sXUZqsuzotCUeTeJVBr8fSyrrkPihL3qO4qAjcTdY5JzsbB8eSe2YaqEqOj8XFZK7pqcm4uJi806Xubywu795dKxsb3NzcmbdiEza2djx5cJc1i2dRs04jtOp0nFxcad62M4/u3ab7Z4PYumIumRla1GmpNGzRhvrNWqNQKIiLjqBhs9YMnTAbg8HAF5+vw8u3DJkZGjYsnkZaSjLJifFgZsaNy98TGfYK/6AKZGo1uHl48fmaYEaZRKh2rlvI+NnLAdDl5RIXGcaQcTMwMzOjWeuOLJs1hqVbDlJYWMCDX6/z83eniQoPxdrOgcXTRmBn74izixuW1raM79cZaxtCQrnCAAAgAElEQVQ7dLocGjRpS6XqsXj5+JOdpcXLxx+Am1d+JDkpnvH9OlFcXIyFhTl2dg7G+djY2JYK9v307QmavQtTAUSGvaTv8Im0bN8Vg8HA3LH9yM3MYNOCyRQUFhAfE8X8dXuM++9aO5/xc1fh4uZB9TqNOHt8H5P6d6FS1VoMnzgPlZUVWk0664PHM2rtSv6IaVjmH4lc/e3//S+Ead7HMNS/e87v2/oIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBD/DhKzEn9KoVCg1+v/09P4p5nO32AwkJ2djUajobi4GBcXF7y9vVEoFP/w+TIzM3FwLAkCmVu8fX3U6Wk4Ojm93UejxuHd58T4eGOkCkrHrDIzM4zHJCTE4fouHpSUEI/LuwCWRp2OnX1J+EVp/jagdOH8GU4fP8zarbuoWr0mMVERTB8/kgoVK1OjVm1ysrKJiYnCwtwCXz8fXr8MoVLlqvj5+5OYmMCUMROJCHvNw3t3mL1oJWZmZvxw9hS/XPmJosIibGxtsbO1Ifz1S9LTUjAzU9Kl28f4lQnk+7Nf077TR3w6aDgP7/3K6kVziI2OxNnVjfS0VBLiY/HxD0Sny2PyvKVEhYdx+9olwl+/AMzw8S1DTm42tnb2KJXmWFlbo05LwdHJGWsbW5IS4nB2dqXv0LE0bdOB7asXY25hwZvQEMLDXlGQr+Pu7V9w9/Tmk35Def7kAVPnLefFs4f8cPYkC9Zs5/nj+0wf1Y/Jc5dh7+jIras/YaGy5MLZU/QfOQ4vX3+KioqZvnAVoSFPmD1uMFlZGdjZOeDtV4ZPB4/i1tWfOfXlQXx8/dGo05gwayH2Dg4snzeV9NRUkhPi8PTxQ5Oeir1DyTNhwIBKZWlyz0tiR1p1Ks4mIaT0lCRatu1gHMfFROLq4UlqciKzJ44EM/igWSs6dOnB9rWLufTdGVKSEgieNBSDQU/wis18c/wgd69fplHLdoS/DqFl+y7G81lYqIzBleeP7xNoEr4yNzc3Po8vnjygTFB54zaVytL4XmRlZmBrXxK6ys3JxsbWzjgOefqQwLIlAS2tWs3MJWvYsXYRs5Ztom2XnqxdMJU9m1YQ8uQRSUkJbP3iFOuXzKKoqAhzc3Ps7B2wsrahqKiItOREiosKcfPzp3b9xtjZL+DA9rX0GTSStQumM2fFJqbOX8n0UX3x8iljDNhkZmhLra3puutyc1GZhK3iYiJxM4lZKZXKUjE700BVVFQ47l4l+2ZoNTi7/vHfiYkMx/1dIAygsLAAaxtbAGrVa0Ttug3pO2wsW1bMwa9MWcJePmP+up3YOzjSuWdfdq1fQvXa9TG3sGDz8tnERkWQodFQpUYtDu/aRFaGBnNzc0ZPfxunSk1OZPOy2WzY9zWFhfncuPQDtrb2lKtYmQtnjnH/9i9Y29qxe8MSrKxssHV0wtrGlqKiIgoKCti+ej4DR08zPiPb1yxgyPiZmJmZoVJZ8uM3XzJz2Rbs7B0oKipiwaTBrNh+BIVCwRc71vHZsPG0+uAjCvJ17N28gu2rgrGytkFfbGDKkO44OLnQpGV7PLz96D9iMr4BQTy5/ytzxn5Gbk4W3fsOx8u3DKbiIsOoMHaGcWxtY2O8HwaDAU9vH4ZPDgYgOiKMQzvW8eOZo2jVqcREReJTJsAYYlOam1Og09Fn0BhsHRzYt3kp6WnJuDja89WxQzi9+/79R/0rkav3LQ71vs0X3s85CwEgj60QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDif4nErMSfMjMzKxXleN+YmZmh1+vRarVoNBqUSiXOzs7Y2dn9U9ELrVaLo5MzABlaLTa2b0M1GRkm/5+RgaPj20hKUlICgSaRIKVJzConKxOHd/ulpaRQvmIVAFKSE/EPKgfA1Z8vcOfmL6SnpqBRp6PVaBg3qBeubp706PUpB3ZtIykhHnV6OuUrVqZqzdpYqFQcPbCbZi3bkpqSTMiTR/j4+RH6MgS/MgFUqlKVzauXUb1WbZycndmwYiH1GjTmyYPf8PErQ9OWbTh/+gR5Oh05WVn0GzKKOvUa8fTxfQ7t2U7NOvUIefqIhTMmoLK04umj+1SvWZfnzx6TnZ1FfkEBllbWODo58+zhPTr16M3lC+fo3mcgdRs15/N1S6hWux7jZy4kOyuD2WMH0bRVB16+eEJ6UhKrth/AP6AcO9Yv4+Fvt5m2cBUXz5/i+eP7eHr6UKwvZs6y9Zw+uh9f/zIMGz+NjcvmUb5KdQaNnsTscYPo1rs/5hYqNq9aQFFhAV16fEqXnn248O0pJg/7DDcPT6wsLTl97ABZ2VmUCSzL5LlL0enyuHrxPAO6tcVgMLBl/3E8vX3RpKexa/Nqnj78jcrVazIteBk7Ny7D2y+AGvWa4OruabyvpnGjoqIiLCxUxnGWVo2js0vJ86RR4+7pZRwnJcSjSU9j3+ebWL/7KE7OrhzZs43gScOZNGcJk4f1IT8/n2HjpxEfE0nkm1DmrdzCgikjsbGzIyk+Fm+TOJCldUnAKfTFM+o1bm4cqyytSraFPKN2/cYlx1mVbHv+6B4BJrGqF08fElC25JmOiXhNo+atjWMLlYqgchXxDyzL5e/P0K7rx4yetoB+XZpiMBho0qotllbWtOn4Ed98eZDeg0YC0KZTN84c28fLpw9Ztf0LLv/wDUf3bmPAyIl07PYJN69epHKNWhzZvYWPeg+guKgI0LN8xigq16hNdmYGtibhN9MgVVxsJG4eJuscH0Odhs3+cF8ofQ/jY6IoW77k+osLC42Bqr89NjYqgnIVK5fa9vv3TH5+PpaWVvgHBLH28y9YOnsCekMx21bOw8u3DLk5OXh6+9B78BgA7t+5zqXzp1m/9wRadRrfnf6StJREnF3dWDFrDPn5BUSEveLD3gN4/eIJeXm5vHz6kHmrtqM0N+f2tZ/QqtOZFPw2Vhca8oTdG5fTol0nLp0/yYM7N1FZWvLVwe0UFhTg4e2HVpOOf9Db4Nm1H7+lbuOWxpje3s3LGTBqKgqFAl1eLrGRbxj0LjplbqEiJSGWFdsOoVAoyM7MYN2i6SzetI+46AhePntEYPlKANSs0wgfX3+at+/KkT2bKVuhZL0A7OwcjN+TSfGxePr4G7c9fXCH8pWrG8fXLp6j18BRVKtVH4Cl00dSuVotlk4fxtCJwdg7OBIXHU6/UVMAaNi8HYe3LWP5wrnYmwTa/lX/t8hVQUEBarUaMzMzlEplqd/U3//9bwwwvY9hqPdxzkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxP8aiVmJP/V7DOp9VFxcjE6nIy8vDxsbGzw9PbG2tv6XYhdarRYHR0cAYmOicXVzByA7K8sYsMrJzjZGqtJTU6hdt4HxeNNIjl5vQKV6GzrKUKuNx2jU6dy48jNbVi95Fz7RE/HmNcXFxRgwkJuWQ4VKVanfuAlJSQl4eHoxeWYwKSlJLAueiYurG8NGT+D7c6fx8w9k0IixHD+8Hzt7e4qKinj4210qVKrMgpUbsLGx4enjB6xZMp+2HTphwMD+nVsoLCzAycmFshUq8uzRfS6cO012djazFi6nVbuOFBUVMaJvdxITEigoKOTVy+cUFORTt2EzCgvyUSiUuLi68c1Xhzi0azOFBYW8efWCA59vwN3Tm1fPn/D1kX1Y2djg5OzKT9+dod+wsURHhHH62EFmLFzNpDlLuPLjOQb3aIvKwoKOH/UiIS6GZ48fMGvsINw9PMEAjx/cYcLMxcydNIzvz3wFBgPXfv6B4qICKlauxicDhnFo1xaOHdiJytKSMoFlqVmvIWZmZty6+hN1GjQlPiaS4Ckjqd2gMXdvXmPS7AUElq3AoV2b0ajV1G3UlPTUZJZu2MG5E0c4sHMTC1dvIfTlM1bMm463XxnMLSyoUKUmCoXCeI+T4mNwcnEzjnNzc7B3cCx5RouKSu1/9+Y1KlWvTc++g1k8YxwzFq5myNgpfHP8Cwb2aIevfwBePn506z0AMzMz1i2ehYOjE0s27mb2uMHk5uRg/+450uv1WJoEq5LiovDx628cqywtjZ8TYyPp3PPTkm2qkm2vXz6jQdNWxvGr549Lha/SkpPx8vY1jn8PYQ0ZO4WZYwZSrnINBnVrSesOnTE3tyA+JhK9Xk/D5m357vQIY8yqQbM2HN69hQ5de+Dg6ETPvkPZtnohN69cpHm7zty69hPfnzmOLjePi+dPseXA18YQ2A9nT5KaksTDO9ep1+TtXEvFrKJKx6zUaSk4m9wX0+AYvA1y/S49OZF6jZoax6bn1eXmYmVlY7IWSTRo2sLkvCahq+jwUnNQqSxZuHobXj6+JMbHMmvcYNJT/Fk5ZzzmFiqePrjL+NlLiI+JJCkhluS4aBau341CoSBfp2P+pCFMX7yWwoICQkOe8PDuTSpUrsa2VfOIj40mOysTbx8/ThzaSb1GLTi4bQ2LN+7BwdGZh7/dJDE+hhlLNqJQKNCkp7F42khatu/Ewa0r0aSnEh8bjZevP49+u4mVtTVhL0IozNfxw+kjRIS9olL1OmjSU3Fx82D/lhX0GjDK+CxvWzWPUVODSUtJYvmssUxZsMZ43TvXLaT/qCmUq1QNXW42ly+cZe+mpYycupC46Ai8/QKM+148+xUNW7Qzjq9f/JbeQ8Yax1FvXtF/xGTj2NLKip79RtD+w084tGM9j+7dZsTk+cbt925e5oM2Lf7SkNWfKSwsRKPRkJeXh5OTEw4ODsbfnr8NRP5t3Oq/IXL1voWhDAbDezdnIX4nT60QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDif4nErN5D/65og0Kh+Lvwxn+7wsJCtFotGRkZWFhYYG9vj5eX1//7wH+ARqPB0ckZgIT4OFxd38asioqKsLK2Bt6umVKpBCBDo8HB6W1cqKCgAAsLC3Q6HSqVCnOLkldPm6HF0cmJ4GkTuHX9KvUbNqbTR935/pvT1KxVl5Dnz8jQahkyaixdu/fi4O7PWbU4mLLlKpADjB/en9SUFKytrcnMyCA87DWWFip++PY0P104T5mAQDIzMnByceHgyW8JefqItUvm8fTRAwoKCikTGMTZr78iIT4OLx9fnJ1dcXVzR52WRmZGBlPmLKB6rbpc+ekHPmrTiGK9Hq1Wg5WVNbOXrqdB01a8ev6YTSuCUamssLK25uFvt7B3cKJKzboU6HS8CX2Bs4sb5hYqLCwt6dZ7AG9ev2DstGCSEuK4evFbFq3ZwcPfbjJ77EBmLFrHpe+/oe+QUeTl5hLy+D75+fnY2ttSvlJVylaoTEJcDIlxMQzp9QE52Vm4e3jR89MBPLh7k/S0NGJjLvDrjau4uLrj7eOLg5MzmVott679jH+ZIOwdnEiIi+aTASP49uujPL53B0tLK+7evEb9Ji2ZvXQdS2ZO5Na1n7F3cMTHrwwzF68hIiyUkX0/Il+no2LV6nTp2YfoiDesnDcRB0cnTh3Zx8f9hxEXE4Wrh6fxPiuV5qXiVcVFhQDcunaJ/Tu2oC8u5uO+Q/D1D6B1h65sW7OYZ4/vk5acRLUadVi76zCRr18RPGkYK7cdZPrC1SyfPRFLKys8vLx5/fI56xfNoEnrDvj4BRhjTwDZWZm4vIuvZWo1paJamZlaXN08AEhOjMfp3XMNkBgbjbdvGeM4ITaKLj1KwldKC2Wp+JNpQGveik306diUyXOW0H/4OOZNGkateo24/+t1GjZrjZePH+q0VFzc3FEoFCiUSnS5Ocbjx81cxKLpo/j26yNUqlKdjz4ZwPmvj/Iq5BmThn5CxUpVaf9RL67//D37TnzHinlTUSgU1GnUolQ4Lik+mmq16pdcr1aDs2tJzMrc3LzUNmsbu5J3U5OGi6tp+KrkvDFREaXWWKtOLXVeC/OSdYmJCMfD26fk72RocHZ1BcDb158q1Wsxb8UmAL46tJsKlaqgTUvi6f3b3L99A/+gcmxZMZcqNepw8duvGTJuJlVr1UWrTufcVwdZuf0QNrZ2RLx+xeGd61n5+WEKCwp4/uge6xfPoEr12hzYuoqkhDiys7NwcnZlz4alNG3bmWN7NzN35Va8fP3R5eayaNoIlm45gKu7JznZmSyaOoJ5q7dj7+jEN8f20bF7H8pWqsa5L/cRFf6axIQ4sjO0vHz2CAdnFyLDX7Nv83JiIiP4sPcA7t24xLkv95GTk4WFhYpylaoB0KXXAHKys7h78wpf7t1Mvi6Plh0+NK5RdHgoA0ZPNY4ztOmlnkUbG1tjXEyrUePi9vZds3dwYtyspSybMYqosBB++fEMBQUFeLm5MGbbJv5/Ki4uRqvVkpWVhYODA/7+/qXeefj7SNU/Grn6/bMEm/7cv3Nt5D4IIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBB/T2JW4k+ZmZm9NzGr/Px8NBoN2dnZODo6EhAQQHZ2NoWFhX/Z39BqtZT3KwtAYkI8/mUCAEqFc0qFcTIzcHR8G7PavWUDTx8/YtakMeTl5pKSnETjGuXJ1+lQmJlx4fxZyleoSMcPu3HjyiUe37+H0lzJ7Zs3MFOYYW1jw/4d2zi0bzdePr5kZmZy9fJFnJxcyM7Oxs3djZSkJJKSErC0tMbO3o5K1Wri7OrG0wf3cHF1Q6vR0qtTK3Q6HVZW1mRnZWAwQFJiAgX5+VhaqjDo9RgMBl4+f4qZQoG7hxf7d20jKzODwsJCrK1tqFmzDkkJsbTp9CHnvz7KqaMHiIuOoLCwgMrVa5MQG4VCoSSwbAWKiot4FfIElaUltvb2xMdEUbteIyYHL6eosIDtaxbh4eXLuOkLWTBtJB0++gSVlSULp4/CxtYW/8By1KjTgApVanB41ya6dP+UN69CiI4MJykhlvz8ApZt3E2GVsPP33/DyaMHyc7MwEKlokademRoNKjVqdja2RMTFUmrDp1IT01Gq0mnaq16PLx7i33b15GXm0u3Pv3p0v0Tnj28x8wxA0lKTGT8jLm0at+ZqPA3rJo/HXcPb2Kiwhk4YhytO3YlIiyUdYvnYGVtS4PGzWncojXxMTEsmDKcgLIVqd2gifF5UChLojZ6vZ7oqAiG9fmI3Jxsdhz5hqLCQjatXICjszODR0/hp+/PEhBYlgWrt3Dh3NckJ8RTpWYdevUfxtJZ41m0bgdNWrXji12bwWCgc/fedOn5KYd2bebAtrW4e3qTFD8TcwsL0lNTuHHpe5xc3HkTGoKDsytpqcmYK5WYoSBDq8agN3D7l0sElK1gnGdOdmapQFNWhgZXdw/j2FJlafyclpKMk7OLcezs6kb7zh/Rf/i4t/taWtJv2FhWzZ9Ow2at6fpxPw7v3sSU4JU8uX+HBo2bodWkc+PKRVq07YhSqcTCXIWjkwvhr19i7+DE1AWrWLdwBpmZWqIiw7nwzQmq1a6Hja0dyzbtZv7kkW/fQ5PolDotBScXV+M4X5eHjW1JsMp03+jIcDy8vEuuNzMDByeXP9w3JiocD6+SQFV2diaOf7JvXEwU1WuXBLUMekOp8JdSWfK9kZqcRKdun1Ch8tvo05KZ41i0bgdFRUUc/2IXBoOBy999zdnj+4mJisTH15/tq4Ixt1Dx4O4t+g0fT3pqCu6e3pw9foCFa3fgF1iOxNhoPl+7iA17T2ChsiTqTShrF06jQuXqHN29EZ1OR3TkGxydXDi+fxuePv5c/PYUrTp05dG92zx7eBc7O3vGzFgMQEDZiqydP5nNB86g0+UR9vI5R/dsYtKcFVy5cJZ6TVrxYe9BwNtI2Io54zAzUxD1JpTA8pUA6P7pUG5euUhoyBNyc7KJj4vGycWNCbOXYWNrh/Ld96ler8fO3tEYEEqIi8LLJGx18exX1G/W2ji+d+sqDZq3ocvH/QG4dfVHqvo58f+LXq8nIyODjIwM7Ozs8PPzK/Vb8I/4b4pcvW/RLL1e/17NVwhT8uwKIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh/pdIzEr8KYVCgV6v/09P408ZDAby8vLQaDTodDqcnJwICgpCqVQCbwMBf+X8tRkZODq9DaKkpaZQvWZtoHTASmnyOTcnB1s7e8YM/gzfMoGUq1CJ3Nwc0tJSyM3JJiCwLF269+JlyDN+vX6FzIxMvj39NTa2tlioLAEDvmXKYGtrz4tnj6laszY5Odm4uLoycdZ8Du3ezpvQlzi7uhAbHY2buwc+vv583HcQnl7ePLp3h1cvnlG7XkO0WjUVK1enWasOnPnqMAUFOqysbVAozGnbqStVa9Tml59/4M7NX7CxtcW3TCDOrm4YDBATGY6VtQ0161Zn4epNAEwa1pcefQbwSb8h6PV6lsyazOJ12wCYOPRTth74CjMzM6Iiwrhw9hRjps4FYMHUUbRo04GFU0cwY9Fapi9ay7I5E1gwdRT64iJ+u3GFvJwcKlerQcduffju1DFWzp+GAjMat2iDq4cXnj5+RO//nPW7jqJRp/P9ma948ewROdnZdOnZBy8fP3745iTRURHY2Nhia2NH1Rq1qde4OZ+vW46VtTW52Vl4+5VBqVBQuXothoydwoWzJ5k4pDf5Oh0Vq1Sj37AxfH30AAmxsfQdOoreA0ewe/NqAsuW5+7Na/z03VniYqMZN2U2586cIDExkZ8vfM+TB3fw8PLhyo/nSYqPQZefz671y1AoFIzp35301BQCypYjPz+ftTsOo0lPI3jySBo0bUGFylU5e+IILx4/ZMaClVy5cI4GTVvSoGkrFk4bxeylG6nfpCWZGVqG9GhH/SbN+fzwGYoKC7l78yoj+nTBxcUNL18/VCpLYqMjSE5MoHnbD3j98hl3r1/B2tYOd08v7t28ilqdjpe3N+sXzyQuOhJPbx/MzS24f/sqDVu0x9zColRoQ6WyRKEoiXKpTIJMzx7+RmD5isaxLjcXa5uSaJSlpRUqlYrcnGxysrMpV6kqmrRUAH46/zUzFq7CQqVi4dTR+AcEkZaSjG+ZAEZNmUtxcTF3rl9meK8P6PHZIPoMGsnZ41+QGB9Lfl4eJ4/so8/AESzfspcpwz7DydWN4uJilEolmVp1qSCX6TXl5mRjZWVj3BYfE4Gbh5dxrFAqS73fpoGqhLhoatdvVLKvwtz43aPX67FQqYzb0lOSSkXATM+TlZmBnZ29caxNT8PFzd04trB4ex5zc3Nc3TzpN3QMbT7oCsC8ScNZuXU/ANlZmezdugZXFxdOfbGD508eYufgyJf7tqFQKgh5+phmrTsQFf6a8pWqcWzvFibNWUa1Og3Q6/UsmjKcWUs2EFC+IskJcaxdMI2P+w7F2dWdJw/u4ujkTFC5iqxfNJWsDC0xUeG07tiNpIRY/IMqcGjHOlzcPNiyah7lK1XjdcgTFv86HB//IMJCnjB7xVbsHBxZPmssE+etxNPbl8/XLmDyvBWUq1wdgCUzRuPu7sWcMX1Rq1MJffGUSlVr8vi3W1SqVsu4JhfPnaRxyw7GcWjIIz7uP9w4vnHpewaNnW4cx755wchPZ/BXMxgMZGVlodFosLKywtfXFwuTe/tX+GciV7/HqP7ZKNX7FrMyGAylvpeEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxnyExK/Gn/uoY1F/FYDCQnZ2NRqOhuLgYZ2dnvL29/y5moVAo/i748a/QajNwcHwbs9Jo1MawlWnAytzcHK1GQ15eHlFREXRr35zAsuXo2q0XlavXZM7k0XTt1otOH/Uk4s1rVi+ZR5VqNek9YCg/fX+O3gOG4BcQyPb1K6heqx5FRUU8f/yAyXMW0qFLNwDOnTrOuiXBVKlRCzt7ex7c+RUHRyfMLSxwdnHl6cP7qNNT0eny2H/iPLa2duTn5zO6f09q1K7H6MkzOHHkAAOGjcEvIJDfbt3gi52bcfXwwsXVDd8ygYyePAtLlYrlwdMJqlARf/8gUlISS63H75Gf5MQE3Dw8S/3/7yGUsJchlKtYxbhNpbKkfZdu1KrXgCWzJpKZmUH7zt2ZtWgtv926xs0rP6JRp5MQH8eD327j7uGFl5cv9g6OhL56zuMHd/Hx9UepVHDu5GE+HTIWKysr6jduTsNmrTh97CDq9DQ27DnGsjkTiY2ORKtWo9GoefrwHg6Ojkydt5yc7AzOHD+Ej38AZgoln3VugZW1NQ2btcS/TCC3rl3C0sqa9bsO8+O5U3zWpRWFhYWMnDidFm0/4P6dW3x36ji9+g7m0L5d1GrQiIjQl4ycPIec7Cy2rVmEl48v9369SeiL56zbfRRNehpH9myl98CRbF4xnx1HzrBqwXSiI8KwsbXl8b07FOuL2Xrwa1bMm0KLth2p16gZ8yYNZ92uoyxYvY1FM8Yyc9E6fjjzFZ8MGE7Em1csmDISlaUVkWGhTJ69mMYt25KUEM/K4Cn0HToaOwcnfrt5lQd3btGyfSf0egNXL35HhSrVqVazDnExUSQlJlCxSjXy8/Ko3bAp9Rs3Z9ncSVhYWJIQG42PfwAAllYl8aqsTC32Do7Gcdir57Tu+KFxHPL0EQFB5YC3YSubd8GmD3v15dL3p+n+6WCq1KjNvV+vk52ZgZW1NQDzVm5m/uQRGIA1Ow69fceUSh7cucGU4KX8cOYED+9WpUffIZw+doDU5ATUKcmcPnaQhs1bY25hToXKVVk2fSSBFSqjVadjZ18yT9PYUGxUOO6eJfGqpPhYGjVvU7Kvecm+er0eC3PTQFUyzq6m0amSfeNjo3Ex2abVpONiEtT6PXoFEBX+Bg9vn5J1zcrCydm1ZN+/CWg1Np2fRcl8It+E4ecfSLvO3WjXuRuzxw9h+aY9xqjWmoUz6Ny9F5e+P8vnqxeiNxi48B7HLTMAACAASURBVM1xLn1/mvDXrwgoW4HCokKyMzM4uH0tfYeNp0KVGoQ8eUCmJpUZSzehUCgoKioieMIgpi9ejy4vl0d3b7Bm/hQ6duuNpbU1CTGRjJq2EDMzM4qKipg5sg9KcyUqSyusbWyZtXwzq+dNYPikYBQKhTFklRgXjbOLCwNGTWLAqEmo01KYM24gNrZ25GRn0qhlh3fPnBMx4a8ZNHqa8dqtLK1LhdVyc7Lx8PI1js0MRX9pZMpgMJCTk4NGo0GpVOLl5YWlpeVfdv5/xL8aufqjc5ge877FrN6n+QohhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP+rJGYl/pRCoaCwsPA/PQ0jvV5PVlYWarUahUKBi4sLdnZ2fxqxMI12/BXy8/OxehfzydRqcXJyIjUlmTu3b9KhWX20Wi2Wlir69+yKq7sHlpbWBJYrj42NLbOnjMHHxw9zC3Me3rvD7ZtXiYuJwc7Olof37/LThW9RANvXr8TKxgZXN3dePHuMq6s7C1dv4tIP5/n66BdkZ2eQoVaTX5BPcmICAIWFBRQXFqJSqSgsKuL1qxA6d+9FmYAgls2dSkRYKLq8PAz6Yi5d+JZXIU9xdnbh8o/nycrO4s2rF1hZWRMTFY6joxPRkWFMHdWfrMwszMzMcHR2QZ2eir2Dg3EtrKxLwjGvXz4nIKiscfx75AsgOvwNjVqYxHfehXXcPb0ZMGIc3359jKcP7/Lm9Qvs7R1IjI9j/MyFODo58/jebU4d+wI3D09CXz6jZfvOZKrTycrKoEqNejx/fI9ZYwdhMOgZOy2Yuo2aUb9JS47t3874QT1wcXHjizM/ceHsSS6cO4VKZYlSqeDHcycJffn8bYTMzIzI8NfUb9KcNh905esj+6hSozYrt+3ji52b2bxyIbk5OQwbO4XKNWpx9+Y1Bvb4AKVSiau7J6ePH2HD3uO4eXiSmpzI9rWLMbdQ8SrkKRZKc2YvXY+zqxubVwSzbtcxun78GQ/u3OSzIaMZ068bQRUq8emgkdy5cYX1u49ybN/n/PDNCZas30nw5JGs33WESbOXMGf8ENbvPkq1mvVYMHUU/oFB1K7fmG69+3Px/Gmu/vQdfQaN4PH9X9m/YwPmFipcXF356fwZEuNjycnJxtc/gBfPHpOcGI+llRV5udncv3OLnJxsNu45hpevP4UFBcyfMpIfz33N5DlLqVKtFnMmDmXe6u04u7iVCgY9fXSfgLIVjOPEuFh830WvAF48e0T1WvUBCHn6kICg8gC0aPsB8yaNoPung+n88WdMHdaHUVNmG4+ztbOjSo06vHj2kOWzJ9J32DisbGzQ5eXRqHkb6jZsxtLZE1AolfTqP4xF00YTGR6GTqfjxKG97D5+/m04aiRcvXie29d+5sGvv9Cg2dvn0DQAFRcdiZunt3GsTkvF2SQ6ZW4SQEpOjMfJtSQy9beBKtN9YyLD8fAqOW9eXi529iXvj2n4KCbqDR5eJTErpVJhjF3pdDosTdY8PTUZF7c/DmjFRL3B3dsk4GRmZnzfioqKUKksqVi5GhUrV2PzigX06DuYwLJv78ncCUNp2a4jT+/d4sSzx6QkJXDr8vfcv3WFZ48f4OsfwLqFU/Hw8iHk8X36DB5D9doNMDMz4/zJw9Rq0Jjw0OdEvHlNmcAgDu1YR/P2XTm2exOjpwXj4e3H6nkTWLRhH45OLkxfvIG54wdStWZdHt69Qa36TdmzcRlTFqwxzv+3W1fp/ukguvbqT74uj9NH9hE8cTA2Nnbk5eawdXUw7Tr1xC+wHK4eJUEyvV5fKrKWnZmBm3PJ+F+Vl5eHWq3GYDDg6uqKtbX1f1VI6c8iV1A6dPV/i1y9b3Go/8R836f1Ef/d5FESQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/C+RmJX4U391DOqfVVxcTEZGBhqNBktLSzw9Pf+hgMhfP/+Sv5eQEE+Xti0pExhErboNiI6MoHf/wbTr2JVfb/7C+dMnsLa2IjTkOQUFOvLz83n66AGW72JYtnZ22NrZo1arqVCpCrXrNiD0xXMat2iNq5s7r188o6iokLiYGCaPGIBKZYkBPebmKiwsLGjSoi39h43h+uUfuX/nFh0/7Mmb0BekpaZgY23DmeOHjaEbO3sHioqKsbO3x8PTk+jICLKzsygTWJYGTZpTJiCIOzeuEVS+Irb29jx/9IAKlatTtUZtLn53Bh+/AJq0aIVGnWa8fjs7e+PnyLDX1Khb3zg2jQUlJ8Xj/i4WlJOdhY2tnXFbeNgrenw2kEbNWqHX6xnTrwd+/oF88+UB9AYDz588ZMzUeXTq3pvU5ET2bl5NeNgr8vJy8fT2w8xMQY3adRk8dhrnThziq4O7sLazxdXVjb0nfuD+r9eZM34IHbv1ZtyM+ayYOxkLC0vehL5Ep9Ph7OxCQUE+K7fsJeTxA04e3kurDl345vhhDu3aSl5uLk1btaN2vQb8cuki2zetwtralrIVq5KcEMdHvQdSsXI11i2eScWqNbB3cCQ2KpzsrAzad+5GfEwUQRUq4+sfQKfufVi7aCazlqwjPjaa3NwcWnboyqvnj+g9cAS+ZYKYP2UUyzfvYfvapVz58VvmLt/AvEnDWLPzCJ7evgzs1paAoPLs+eo7EmKjOXfyMLevX0GpUFK+clViY6IID3uFt48f0xetxtbWnsUzxtLzs0F07dWX+7/e4MSh3WzY8yXOrm4smzWB7p8OoHylqpw6to+4mChSk5PpO2Q0zdt8wPypo5i7bCML12xnxbwpjJ6+oFRIKSzkKQ2atTSOCwp0pSJCcVHhdProEwBePHtM9dp1jdusrK1JiItGpbLCwkKFX5nAUm9a+OsXbN73FVpNOudOHOXShXMsWvf52+dLpWLhmu0smjGWPZtX0rbjR4yZFszpY/t59ugBo/t/SEBAOdp36cnVn85z4OsfWDxrItY2tlSv0/BtxOydxPgYatVvbBxnajU4u5QEqkxjUdERpaNT+bo8bE3eA9N946OjCCpf0ThWKpWlvq/MTd6RxLgYmrRsZ7LNNFAVjrtJqEmr/vOAVmJsNE1atf/D+cRFR+Li5mEcq9WpuJrcS3sHR1p36EzrDp05f+pLHJ1caNGuEwDzp4xk+ea9ACTEx/Lgzg1uXvmBC98cR6vVUKDT0bpDJ7r0/IzV86cxb+VmYiPD2bZ+GdlZmVSsVhulUsnE4JUsmT6CZdsOc2T3RoaOm46PfyAvnj7gi8/XYmam4OShnfQbMREbW3tuXb7Aks0HALC0subF0/us2/0V1jY2FBcXM21Eb04f28vLpw8ZP3up8Vp+vX6JqrXqGcfPH92lZfOm/Kvy8/NRq9UUFhbi4uKCra3texc0Mp3vH0Wu9Ho9Wq0Wg8GAQqH4u+3/rdf7vsW3hBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKI/1USsxJ/SqFQoNfr/2N/v7CwEK1WS0ZGBra2tvj5+WFpafkPH/9Xx6wMwKuXLxnwSTfy8/NxcXMnT5dHWlgoQWXLEfriGRGvX/Ey5Ble3j5MmbsIlaWK5fNmYmfvQNmKlbh68Qdyc3OoXL0GYS9f4OnlTXFREa+eP8EvIJCiwgJq1K6LpZUVl344R9tOXXn++CHXLv2Ij68/zi6uNGvVBjBw+tgBHt6/S/mKVUhOjKdx8zYc3rud/Px8WrRuz4PfbtO244eMnjKb3JwcJgzpze3rV3Hz8MTbxxdfP39SEuN5/uQRru7u2Nna8ubVSwKCyuLs4kpCbBRdPurFxNkL+OrQHvwDyxnXQqUqifEkJcTSrks34G0MxXRbhkaDq/vbiE7Yqxf4+JcpOS4uluat38Z3FAoFPn7+LFq3FYCTR/bTtlNXIsPCmD95OBqNGg9Pb3YeO8ebVyGcOrYfD09vfP2DGPFJJ2xs7QiqUBFXdw/ioiOJjYqgcYu21K7fhHEDeuDo7IKPrz/2jk7odPlo1Wn4lgng2aP7LJg6DnV6CioLC548+A1vHz9sbG2Ji47i9i+XuX/3Jvb2zsxcuJakhDiuXjzP7OWb+OH0l/z87Skiw15TVFhIhlbD+j1fsmXFAlq070L5SlWZP3kEK7cfoF3n7iQlxLFv61rKV67G0X3b0KrT0eXmMqBbG7Z/cQpNeiprFs1k1uK1zJkwlFu/XEJfWMi4Ad2xtrZh1dZ9REe8YfnciUSEhaLL01G3YVOatGxL2KvnPHnwG207fkhxUSHTRvRDqVQSULYc9+/c5NCebZQtXwlXNw9mjRuMpZUVdnb2vHz2mJp1G9Kpex92rl9O05ZtiXgTygcffsyCVVtZPGscq7YcYNKcJcyfNooho6cY719CbBQ+/gON499DbcZ7r9Xg5uEJQFx0BJ269TJuGzpuGrs3r0arTmfV9n2sXTiLxRt34uDgRGx0JEHlKqBQKHBxdadzjz4kxEWzY90yZi/bgKe3DxYqFUqFgroNm/Hg7i20GjUjJs5m3ZLZOGW5kJKUwPXLF6hWsw7WNras2rqPGWMGYmltXSoApUlPKRWvKioqxNrG1jg2NzcJVMVE4R9Y1ji2sFD9TaCqZN+UpHjqN2lesjaWJWuj0+lKrVV6WgrOJoEqC5O/GRPxBg/vkoCWXq/HytrG+Nk0HJeWmlIqNmYazIqMCMPLx69kDnl52Nk7/OG+CbExlKtUrWQ+qpL5GPR6Wrb9gKHjpgOweMZYpsxfgaOTMwCqd9fpH1SO2vUakZuVxdaVc5kyfw2+/oGMnBrM+P5dqFilBg1btEOlUpEQG0WFytWZFLyS0JDH7N+yipfPHxNYriKZGRqcnF358dwJmrT+AGubt9d+6/IFWrXrTK+BI3ly71d2rF/CN8cPsunAaW5d/oGhE2aXXHvoM4b17sQ/q7CwEI1GQ15eHk5OTjg4OPxPhpOysrLQaDRYW1vj6+uLhYVFqd/P3z//0f/9p9dDYlbifSbPrhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOJ/icSsxJ/6q2NQ/6j8/Hw0Gg3Z2dk4ODgQEBCAhUko5h/1V83/1atXTJs2nZcvX7J/7x7MFArs7e1xc/cgKzMDbx9ftu49hLm5OanJyWzdsJr2HTtz4/KPXP7pApWrVMfT25uw0FeMmjCFT/oORKFQsGTudJas2QTApJGD2LLnENmZmWxeu5x7d3+lctXqZKjT0ajTuHbvOd6+/kweOYhxU2dhZW1NUmI8p44dYsKMeURFRjB19FCat2xDUIUKqNPSCAwqi95QzJKZ43n6+BE+vn6cu3Sb/Ts3M2P+clxc3SgqKmLdsmBmL14NwLQxg9m46xAAZ746gtO70E98TAz1mrQEIDsrExtbe+P6qNPTcPf0AiA2OhJXd0/jNqW5EnPzt18zb0Jf4OMXYNyWlpqMh5e3cWxhEsGKj4mme5/+dO35KQCzxw/D1saGdYtm0mfwKNp07MaZLw8SHxdNpWo16dV/KF99sQtv3zIMHjOFA9vWkZQYj0adzrwVG6lQuTo6nY45EwZTvlJVdHnZDBk9BRs7OzatmI+njy/xMVFER74hX5dPQb6O4OXrCX/9ilPHj2Dv6EhYaAifDRlLyw5d2LpqIbev/YxSqeSDbp8wac5Sfr1+mc/XLmXeys0smj6a8TMWMmf5RoInDmPT/pO0/uBDVsyZyK/XL9G0ZXt6fDaY+7d/4eDOjYzq+xG6vDzydXlcOHsSe0cnevUfQnxUJNlZmegNMHnEZzg5uaDT6fDy9sHTx4+oN6958fQR1evUJbBcBU4e2Y+jswtuHp4UFxfy/MlDPDy9KV+xCtGRb0hPs8MMaNepGz37DiYuOpJ5k4Zjbm7O9i9O4+jszMEdGzl5ZC99Bo5kzpL1zJ00DE9vHzy9ffn+zHFs7Oxo1Lwt2dmZpUJQpsEmAJXKEoVCAYBWk258RgD8A4KIj4li4eqt+PiWYc7SdSyeNpb1e45xaOcmRkycadz3wI4NDBg5ESdnFxZNH8vcFZt4+fwx5StVY+i4qRgMBh7evcWw3h3p+dkg+g4ZzcnDe9Fq1eRkZ3Hu5FG69xnA2h2HmDS0Dz7+gcb4jVadXjokZfI9k5uTbQxHAaQmJ1CrfqM/3DczU4uNSQRLnZ5a6rymUayYqHDcPUreEa06HZdSczB5D2KjqVWv4R/+zcT42FLHZWjVpWJWKpN946IjqVqjjsl8zI0BFV1uLlbW1sZt6WkpuLiWnMd0PhFhoXh5l0SxcrKzcXB0Mq6Bra2dcVtKUgI9Px3My+eP2btpGaOmLeThnRs0bdUe3zJB7NmwlJiocFKTkxg2cRZmZmZUrl6H1y+e4ejkQp1GzTlx4HOSE+KIjnxDuy49SU6Mx93Tm5/On2TJ5gMA1GrQhKWbD7B81ljmjuuPJj2NqxfO0a3PIKxsbFBQ/E/9fhQXF5f6HfL39zc+z/8rDAYDubm5qNVqlEolXl5epYKRppEd089/+7v6t6Grf3fkSmJWQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEfweJWYk/9e+OWeXl5aFWq9HpdDg5OREUFIRSqfynz2dmZoZer/+njw8NDaVHz49x9/Si3Qdd0BUW4+Prx9DRE/j15i/8fOFbGjRuxsvnT4zBplcvn1OpchVatfuAVu0+ICz0FRt37gMgePokmrZsjbm5OYkJcbi5m4Rn3oWc7BwcqFW3Pg0aN6Pjh93fHTcBb19/AAwGvTE8ExoSgl+ZQAACg8oSVLYs0+cvBmDH5rU0ad6aOvXfhnDmTR3Hio07AMjOysLJ2QWAqIg3eHr7/N08AGKiIqhUrRYAqSlJeHi+DU+FvniOr38Zk5UyGENGYS9D8H03JygdwkmIjaZOg8bGcXFRETbv4jfFxcWoTGJIaSmJuHuWhK4cHJ2Yv3ITeXl5zJ44jKg3YazdeZiyFSpx5/plju3bTusPunLn1jW+OX4IvUGPm7sn9Ro358sDO3kV8hQMMHf5BmrVa0hmhpbtaxZjY+dInfqNufDtKcCM9NRkXNzc6fFpfw7t2U6vfkNwcXNjw67DfHvqS4InDSU2OpLo8Nf0Hz6eqPDXZGnV/HbrGk1atiMlKYH929cxb+UW5k0cysrtBxk5aQ7jB/TAzsGBtTuPYGtnz9MHd5k1bhCWlpb8H3buM0qKMn3Y+NVxcs6ZIQdRBAUEFREVVIwoShCRjKDknJNkVDISjKiIOSu6YsAcSJNznp7p6Z4cenq63w8D1dWIu/vfXXXX9/6dwzmU9dRTT1VXFX66AkNC8fcPApzkZmfStmNn2nfqytfH/0aV1UJsQls0OGmxO9Dq9ETGxFNaXEBRYQEhoeHU1lZz/NiH6A0GbE2N1NbWUFxYgMPZggYNdbU1tOvYlYDAYNp36sq9Y8aTevYUo4YOwMPDg8Vrt+LrF8DK+Q+zdd9hxk6dxeNrl/DJ+28Sci66ZCop5tY7h3PT7cPY+/gGPnr7VTQajRKQsdvteHi6gkjgHrfS6w2/CgGFR0TyxPrlrHvyAJExcYybNpvV86bhcLQQHet6vuqqq2nTtj0AKzfvYsXch3E67Gw7cARofc9PHD/GrEWreO+NI5z55QqGj5nIM3sex8fbj4zUs3z6wdtcdc31aLUatFpYMWs8fv6BlBYX4ePrCrOpo0f5udmEqgJclgqzWzxKrx6bneX2vNbV1hAQGHzRsQU5WYRHxijbjpYWt2iWeqy5rNQtUKWOYuVmphMe5ZrH6XC43XOdap7y0mJCrh+suk7Xe5mTnaG823AuivUbca3CvGw6dOmmbBs9jMozkJORTrjqW1JZYSYkLJyb77iXKquVVXMmER4ZzbT5qwDo0r0n+59Yx/Zn3+CLY++ydv5Uaqqr8fTyZtW2/Wg0Grr37MOS6WNYumEX1VVWPnj9MN988Sm+fv7YbI3o9a3fj71bVrJiyz7CIqKw2ZrYuXEFQ/t3osslPbht6M38XzgcDqqqqqiqqsLX15fY2Fjl+/5X0tjYiMVioaWlhZCQELy8vP7pINSF485v/1mRqz8jZiXxLPGfIk+SEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ4q/kr1doEP8xWq3234pB/TOcTid1dXVKVCMoKIioqKhfhW/+FVqt9h/GuPbvP8D2HTsIDg2lwmymqbGB4KAg8vLy0eq0XH5FbyIioygvK6apsQGrtYIXnz2AwWikwmym5xVXYi4zKfNlpKXSoWNnZVsdQamushIe3hrHSU1KIjaujbJPHZHKzc5mwA03KtvqmIzRw0P5e1ZmGt0uvfyic5QVFxMeGana5zrOYHCFhVKTzxAdm3DRcWWlJYRHtkZubLYmfP1aoz9Z6SnEJSRe9Jjc7Ax697v2omsyl7nmu/Ba8rIzCVeFgxobGpXzORwO5RxeXl506nwJYyZM5/mnniQoOJR7x0zENyCAb7/6DKPRSFxiW0qLiygsyAWnk4bGBobcfg9Dbh/Gjo2rSD5zkhFjJzFxxkKWzJhIblY6bdt1YOKMBZQWFbJzyxqe3bcTT08vNq1cSPderUGw2+8ZyY233sX8qQ9y9MMTAMyd+gCrtuxi+tjhhEdGc8fwBzi0czOvv/gM7Tp15eFRt+N0ws2330tBXjZrFz1CbHxbigpyuenWu7j/oSk4nU5Wzp1KXJu23PfgZIoKcjn6/AG69bgCj84eZGek4nA46TfgBpqbbZz+6TvaduxMbU01l1x+Jcvu3cnuLavJzkilQW/AaDTQ2NCAr08A944eT1BIGN98foyCvBxO//w9yWdO0tTYwJpte6iyWnjzyAss2/Ak4x+ezdKZk3hs+wFmLlnL5BFD0Wp17Hz2NfQGA68ePsTcKaMZOmwkGSlncAIbl81h+NjJNDU2Eh0bh5r69/Xycg9dNTU1otFpmbNsDY8tmcXqbXu5tGdvjj5/kJLiQn745kuuvOoavvrsGD379leOCwoJpUv3HmSmJbNkxgSGjXyIyOhYamuq6XfdDfS66mqWzZzMpJmLGDt1FmsWPsqZkz/x1fFP2b99M9ueeo7Yc8/uS0/vo6ykiH3b1jB59jI0Go17dCov2y1QVVNlJSAoRNlWh6Xyc7MIi3SFnPQ6vRLiczgcbpGswvxcLut1pWus6v2utFTgq4prVVrMBIeEK9sGo+qcedm069jlovNUV1fi4+3rNm9I6K/jeQB5WRlERLuiWBqNBsO5/Y2NjRg9XYEsU3ERfa+53rUe1XXlZWcSERWrbDc01OPr5w/A/WMn8cn7b6LVwLoFU/H08uHsqZ/YuPsF/AOCGHrPAyS068QbLx6ic7fL2LR8JnU11RQV5HP/Qw/TrlNXADKST3PjrXfR99ob2Lx0Fp26X073y3sTm9DW7bcK8DaQkpzMtm3buHXIEP4ZTqeTmpoarFYrnp6exMTEuF3fX0Vzc7MSjQwKCsLPz+8/Fmb6syJXf0bMSgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEL8mMSvxmzQazT+MQf2rHA4HNTU1WCwWtFotwcHB+Pr6/keDFL+1frPZzODBQ3A4Ia5NGxLbd0Cv16PTGcjLySI1NZVVG7by5fFP2fnUM3h5e3Pii+N06NSVB8dPoqa6mjH33cXHX/2Ip6cnH733tjJ3Xk4W1w4cpGwHB7viN06HE89zUZ+sjFS6X9ZT2WdQh6hKiwk/F2aptFrw8XFFadRxldKiAq6/6ZaLzmGxVBB2LpzV2NiIpypIo45P5WVncfXAGy86R21NDUHn1q8+pig/j159+l/0mLKSIreojHpfQ0MDfv4BF92XnppEdJwrquXh6ak8C/k5WW6hq3JTCe06dOSxJ/aRkZrMvCmjCQ2LIDougcioWE7//AM33HwbQcGhHP/4PRau2coHbx1h77bHWLZxB5+89wZjh93UGqva/QxBIaHk52Sxa8sastJSufHW24mOS+DE8U+prakhNCzc7dw9rrzKdS8NHmi1WrY99QJzpjzA6AmPkpmWhI+vHxXmMmJi29CmfUd+/O5LqiwWWlrsFOTm0KnrJWRnpjB8cF8Cg0IwGIxUV1o5+cO3lJeVkNiuIxogIzUJq8VM98uvxFxuIicjlfmrt9Cr79W0tLTwwZtHmDt5FDHxbXj6tWNsWjmfvtcM5J2jh4lv1wG73c6+x9fj4eHBnfc9wNlTP3HLnfdhMBp58cBu1j65nyqrhe3rV/DoolXcWmll7aIZNNTXced9Y7A3N7Po0XFMnb2E4Q9MICsthXdefRGNBibNWEBMXDzbN6wi5expxk2brdyX0uJCgkJCVb+ne8yqpLCAqKgY2nfszM13DGPnplUYPTzo1K07C9ds4Z1XD/PGi0+Tl5fD/pfecTs2OyOVbU89T11tLW8ffYEnN6xgxaadrefx8GTlll0snjGRwKBgfHx8WbxuK599+A6pSWd46J5b0Or0BIeE0H/AIHY//xpHXzjEoZ2bGP/IArdAVWlhAZdd0UfZ1ul0SpzO4XCgU4XqSosK6N3/OmVbHcUqN5USEBisbFeUmwhRPVPqdzonK4NwVViqqakJH1/1++/+nejdb8BF58nNTCc8yhXXamxoUMJSF66vqCCP3v0vPk9+TiZhYa53z2o1u61dHdAqKcqnY9dL3Naq/p7HJ7Zl5eZdABQX5rNz0yr2bluFh6c3l/bqyzfHP2bZ5j3Kt2b94kcZNmocFnMpW1fOIT8vG3uznd2HW5+Hldv28+kHb7JtzUJ69u6HqaSIiKgY3jv6HCOG34PNZmPSpEmt11hUhNFoxGg0YjAYMBqN6HQ65d+I80FFg8FAZGQkHqoQ219FS0sLlZWV1NTUEBAQQFhY2H8kGvnP+FcjV+f/tc5CggAAIABJREFU/o/+v8DhcEjMSvzPkkdXCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEII8VciMSvxm7RaLQ6H4z86Z0tLC1VVVVitVjw8PIiIiMDLy+t3CVFcGLOy2+1cfe0Aamtr8fDw4MBzL9OuQ0cy01NZuWge4eERBAQG8PRLrwFw/NOP8fL2BiA9LZXEtu0A8PP3JyGxrRKI0up0yjnKTSYlvFRfX4+Xj7eyTx1vKi0u4oYhtwJQW1uLt7ePss9qtSgBpdSUJOLaJF50jjKTibCICNc+VVhGowHjubFZGWlExcRddA5TaZHbetXrMBpdMRr1MRXlJsIjo9zGKWu3VBAa3rqmqiorPr7+buPUv7NRtd7czAy3qJZ6zvSUs26hq5rqKgLPRbY6dO5K98t6smLTDhwOB2sXz6a+vhYvL29uvXsE/a+7iR2bVmLw8KSpqYlxwwZja7YxevzDVJSbWL90Nu07dSE2vi3OFgfjp80k+cwpbr7jHk7//ANVlVa3EFN68hm338PjXJzM09OT1Zt3MWHEULpecjk33TaMXn2v4cjTe/nq+MeEhkXg6elFmamUZpuNlLOnsDXZsNtt5FZUoDcYMBgNNDY24mxpoa6mBofTgQbw8fMn5cwvxCYkMmfFBr449h6vvXAAJ048Pb3Y++LbHNq5mc+Pvc+C1VtYu3A6oyZOZ/+TG/j52y9ZvW0v3584js3WxOK1j7N8zhTGTZ/DjUPvZsPyOSxcvRVrhZnn9+8gIDCYkqICnE4nvfpeTXRsHDfceic7Nq7g1E8/8sDEhxk6bATVVZUceXY/33/zBXqdnvvGjOO911/mmkFD0Ol0nP75e9p26Ay0hq2CQ8NQK8jNpl2nLgAMGnIrfzsXm1qwehO+fn6MHDeV3OxMeoaFs2nlfFZt2QNAXnYG7Tt2RqPR4Ovnx0233U1magp7tq5lxaadBIeG4e3jS2RUDA0N9VRaLbz50rNccnlv8nOymDprEe+/dZR7Ro7lbx+9g9PpZPgD43nhwC6e2b3VLWZlMZsIVgW51PsqyssICAxy21aPdQtLZacToQpLVVoqCA5x3Q+DUR2PynKPwekNyjvT2Njo9ixWVpgJUd1XdaAqLzuTiChXFMtgdM1jt9vd4nQXxrXUgaq8rAwiVHGtxvp69yCdaqyl3ERIqGse9TvcOta1vuyMNK4eeBO33HUfNpuNCcNvISQ0nG2r5hHftgMFuTn0uXog199yFwA/fP05xz98i34DB7Pw4dEMHzOFnn2v5vOP3mHh2m2AhnePPktuZjrtEuPp3Xuacq6WlhZsNhs2m43m5mbq6upobm7G6XSi0+loaWlBo9Hg7++Pn58fOtX3/K/A4XBQXV1NZWUlPj4+xMbGKlG2P9u/Erk6H7dSR67+meCVEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghfn//HUUD8V/pwhjUv8Nut2O1WqmqqlKCGh4eHv/4wH/D+fV/9tln7N9/kFNnToMTYuLiuOrqa1k8+1EqKsrx8vbBoNfj4en5m2vKzcqk/zXXuq6n2Q6AzWYjRBWxcTocSuwlLSWJGFVESh13MZebCDsXkcpITSImLl7Zp9NpldhIZloK8W1aI1p2ux2jh6cyrqWlBR8fXwDKy0wEBAYq+9ThnfSUJGLiXTEo9ToqrVYlZJORcvY3o1fq8FRTYyO+fq2RqsbGRjw8XIEdnVarRGvSk88SrboudUDHZrNhUN3rclMxEVFRFx2bm5VB/wE3uK1Lq9WqtlvHarVaNBp47Im9fPvlZyya/hC3Druf2ppqYgICqcFJ246d6Hv1QE7//D1lpSX4BwVx6ucf+ObL4+x98U28vLz46fuvSU06zaMLV7BkxhQlaAatv8fVA28CoL62Fv8AV9hHbzBw3Q23MOmRebz03H72bF1LU2Mjl/XqjcHoQWZaEs1NjTyyaDVGg4GDO7cSEhbGwCG388sP35B08if6XXcDgYHBfPzua7Tr2JXQ8AjyczLRaDR4evmwdeUCvH19iU9sR/uOXcnJTMPH149p81eyYeksgkJDWbTuCVbMmcyMxWvZuGwOZ0/+yAMTH2HHxhX87cO3WbZhO0tnTmL+qs1UVVrYs3Ut/gHBfP7JhzhaWtj74lvU19aw5/HH0OsNDL5tGGWlpSxcvZGP332DE8ePMeGR+VRXWulx+ZWkpSRx5/DR+PsH8tzeJ3ho2hwyU5O58dbWENGpn76jbftOqGVnpDBoyFBl2z8gkA3bn+LYe2/x0tN7qaur454RDzLo5tv54tMPWTVvGis27+KZPU8wdc5i5bgD27cweuI0goNDWDb7YR7bcQBTSTEajYbVW3cDkJ+bw4JpD9Hzyr4MG/kgl/W6ku0bVzNq3BSWzJjE+h0HGD1hGktnTaEwP49fvv+ay67oS6XVQpBbzMr1z2VeToZbLKqq8oKxqnBTYV4O0bGu96+pqQEfXz/VvK53q6S4gA5duqmebVXoKjeLsHBXvK6urhZ/VVBLHZYqLiygbccuqn2ueYrycwlWRaesFrNbbEx9nQX5OVxx1TWq69Ir0aDm5maMqne4uqqSoHORuda1XxizUkWysjPp1LU70Po9ioiKZvOeZ9FoNKQmn2H1/Eepr63i+xOf4eHpTUlRPut3PofeYODK/tfx0oGd7N66mh5X9KV9p0vQ6/WEhUfx2tNPsm7NKrfz6nQ6vLy88PJyfaeampqoqKigubkZHx8fNBoNDQ0NVFdX43A4MBqNGI1GDAaD8nedTvc/FUxyOp3U1dVhsVgwGo1ER0f/KjD23+r/ErlyOBw0NTUpz+35Mb/3b/W/9CwIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBB/FIlZid+k1WpxOBz/1hxNTU1YrVZqa2vx9/cnISHBLazye6msrGTc+Alk5+TQt981ePj40rlrN/KysygvM/H266/QrkNnPLw8KcjLpbGhgbETJ/Ppxx8pc3h7uSJGJSVFRES6Ykuenq1Rqcy0VKJjYpX/bjAalMhFZlrKb0ak7M12JUSVnpZCTOzFo0/FBQX06dca0crJyiRSHXxShWRSk84Sl5CobKujXHnZ2dxwS2s4qMJcjp+/Knql0ykRkIy0FGLi1OttncPhcLiFadyvMZmoWHUAy3XerPRUEtq2V+1zzZGdmUZUtDoGVKkEdux2u1voqqy0hPBIdejKNY/VUoGfv7+yXWmxEBIWwZ33PcANt9zBg8NuJr5NW3r3H0Cfa64nLfksaxY+gk6nY/Btd/Hzd9+wYecByk0m1i2exdrH9/LoghUsnD6eGYtWERoeQWiYKyBUUlRIeGR06z1PPq2ExgDSkk6T0LY93r6+jH94FsmnfmbznmfQ6XTU19aydM7D3H3/GDKTT/Pph++S0LYdWp2Oz4+9S25mOu06dSU/O4MvszMICQvHoNdxac/eXDPoZvZuXUN1VRXX33wbQ26/lx2bVjJywnROfPYhW1cvYM7yjcxftYWV86ZQbirF6XCyZ8sanA4Hrx5+hob6OqbNW8FjS2YSHBrOiHFTmDHuXiKiovH28cVc9jVb9z1PaUkRS2dMpN+AG5mzbD3zpz7Iri1r6XLJpXTr0YueffpRmJ/HvKlj6NCpG/NX7uGn775mw/L5LF67hc8/+ZDUpFOUFOUTFBxKVnoqR58/yKCbXeEqAFNJMW3auZ6N0pIi2rbvyPR5SwAYfddNnPrpO64fchvXDhqC0+Fk9fzpNDfbiFQ9N5VWC+07dgZg2frHWfzIBDRaDeue3K+M2bvtMTbtOsR3Xx1n15a1TJu7lGlzF7Nn2wbuHT2OZbOmMHDIbXh4eLDz2Zd58dBTvPbCfgryc6mrrVHCbTq9e6AqUhWzsjc34+Xto2yrY1ZlpUV0v/xKZdtgcL0/NpvN7T22mssIDglTjVUHoDIIj3SdU6/XK1G3xvp6PFWxJovZRIg6UKWaJyfLPcTlcDjw9PS66FhLuYkQVfhKvZ6CvGy3d0Or1bpdtzqo19jQgIenK8RXVlpE/+tUgTrVPenctTs9el3J/FWbANj7xCZKi/LZs2UVD02fj6+fP3W1Ndxx72i8ff14ct0iKi0VeHkY2Ld7x9+NJDY3N2O1WmloaCAwMBB/f/9fRYlaWlpobm7GZrNhs9loaGjAZrMpkSt14MpgMKDX6//rwkYNDQ1UVFSg0WgICwtzC3n9L1PfZ6fTSW1tLVarFS8vLwIDA5X34XzQyul04nQ63cKc/22/lRDyTAohhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCH+SiRmJX6TOgDxf9XQ0IDFYqGxsZHAwEASExPR6XT/4RX+WkVFBTfedBNZmZkktmtPm8S22GxNNDTUUVpczIYndhEX34ZPPnqfzetWYbVU0KPXFXx0/GucwM8//qDMpdO7Xo+mxkb8A1ojUGUmkxJQSk9LITpOHaJyxV7yc3PocsmlwPkglCuyog47FeTm0v2ynhfdV15WSnhEZOu5UpMuiE25xmVlpNG56yWqOVQxKFMJ4RGtMajUpLPEqgJbOp3rGgtys+l+ea9fraMgL4fQ8AjVf3fNnZmaQnSsak0erjWVFObRu98A5frVcZvM1CSi413xLb1erzwfeVkZRJwLRkFrsChYFdRRx75Sk04TG99G2dbqdEoszdfPn8t79Wbx2i0cPriH5w/sRq/Xs/OZV3jn1ReJS2jL4KF3s2bBTLbse452HTpx7P13uPGW2xg7ZQaPLZ3LjUPvJjLaFeuqq60m+FwkKCM1yS3WlZ5yls7dLlO20aBcU0VFOR06dWHo3fcDcPKn71i//QAajYbammp2b32M+Ss3ADB/6oM8tuMgzU1NHD18iLeOvsjGXc8S16Ytm1fMpbSkmEkzF7Fs1gTW73gGa4WZAzs2Mm7aPDw8PPngzZdp26Ezjy5czbF3XuODt4/y47cn+PHbE/S4og+7t61Dr9Ozac+zvPHys1RXWlm24Um2rV1CVGwCi9dtY9akUbz+8jMMHHwrE6bP4dSP37Fm4aM01jfQ1NTItn0vsPfxDeTlZNGrTz9OfHaM7058wYpN25kxfgTm8nLmTB6Jp6c3Tx99h8UzJqNmszUp4RkAg17v9tx36dqddp0688Rjy5m5eDUDbryZ9958BXOZiQ/eOsrNd9zL919/SY9evZVjImNi6XvtQE4c/5TVCx7h0p69iYyMoW2HTiQktiMhsR2HD+1h3/ZNTJw+F51ez8Hdj2Mxl3P2zElGPDgeb29fpsycz9rFs7lqwHXs3LiC+MQOjJkyw+19Kyspomv3y13rV0Wcqqsr8fHxU7Yt5nKCQ0KVbb1bFCvb7d2qqrQSFBLiGquatyg/jx5X9FGdUxWHy0pXImvn53GPYrnmKcjLdlu7XvWdq7RU4O8foGxbLRVuUSz1PcjNSidCFRZTr8dms+GhCmTlZru/09aKckLC1JEs1/oqzGX4BbiCezWVFhas3oitsZHHFk3H08uHNu07cvt9DwJw9fVDOPj4atatWoaPjysoptbS0qJEFQMCAggNDXV7/tR0Oh06nU4JFqrn+G+PXNlsNiwWCzabjeDgYHx8fP6SoZz6+noqKirQ6XRERkb+KmB2YfTqwr9f7L/9Fe+TEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxR7t4zUEIXDGrfzZo5XQ6qa2tJT8/n9LSUnx8fEhMTCQkJOQPCVlt2bKFtm3bcunlvfg5JYvrbxzM4Vff4sk9+6mpqqL/NQM4sHs7s6eOZ/GcRxl8y60k5RRx6WWX4+XtTVpyMuGRrdEnh8OB/7lgFYCXl7cSu0hLPktCYlsAcrIziY6JVcYZPVwBlLLSEiVElZeTrfwd3KMw5aWlRJyLTQEYVVGYhvp6/M7FZXKzM4mKibvoHCVF+craGxsb8fJyhWSqqyqVIE1megoxqviThyrY0hrOap2jzFSCf0DredNTkoj+jYhWYV6OW9BGHZoyl5kIOzdfQV4OYarrL8jJJtLtONec6alJxCa41qjX6ZTgTmsUTBXxSkshJs41Vj2Pw+HA6OGBXq/nwcmP0K37pdjtNry8fRg7dSbvvXGEgMAg+l83iJefOcCYyY/ywZtHqK+tpWeffmg0GgwGo9s69QaDK7qVnUFUtOu3z8vNchur07qe+bSkM8QmtFW2PT29VM/TGeISfh328vT2ZtT4h7m0R092blxOfV0ds5dv5IM3X8bphGEjHmLdwke48/6xmIoLGXv3IG6/dzTbn36VPv2vY/7U0fgHBnPtDbdgtZgpLS7k3dePEBUTx7CRY3nyseVcP/g2Rk94hBVzH6YgL5ekUz8zf9pDdO56KYeOvk9IaBhzJz/AN18ep7nJRmh4BN4+vsTExTNvxXq2rF6Mw+Fg6uxFvHBwN3a7nYz0VMKjonjx7U8Jj4zAYDQSEBRETma6co1NjY2oqcNHBXl5hEdEMnzkWNq2b8+OjavYtGohffpdy77Db2C3NTP/4YfYtnYJQ4eNcJvnlx++Zcehl9i44yCdu3Xn4O5tbtGkUeOm0tLczN039uXGW+7g6aPvsXXvs/Tudw0vP3uQOwf1YfjN1xIYHMJ9D0xg275n6T9gAIumjaW4qJCqSisAFnMZQepAlSrGlJeVobyLANVVVQQGu8aqw0252RlERLkiT06nE49z3xC73e4WiDKXlSohtQvnyc/OdJsHpxPjucCP3W53fy9NJReEpFRRrMw0IqJcz3CL3Y6nl7eyrVOFuApycwiNcJ1TvZ68bPd70Bq+cr0rjQ0N+Pq5vq/qQF5Weprbe2W1mAkNC6d95648efBFzKZicjJSWDN/Kns2r2TPpmUsWzSPwEBXAOs8h8OB1WqloKAAgLi4OIKCgn4zZPX3nA9c+fv7ExoaSlRUFAkJCcTHxxMSEoKnpyd2u52qqiqKi4vJzc2lqKiIsrIyKisrqauro7m5+V8ORP49drud8vJyiouL8fT0JC4uDl9f379coMlms1FSUoLZbCY4OJioqKhfhawupNFolD9arRatVotOp/vV3y+8V/+X//cR4t+h+YP+CCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcQfQWJW4jedD0D8o6CD0+mkqqqKvLw8KioqCAoKok2bNgQGBv5L0ZB/xcfHjvH+hx/zzrHj7Nr/DHk5OcTEtoaftFot/gFBrFi3gYMvHOGqa67lrY/+xrade8nJylTGpael0K59BwBKiovwD1DFUVQlgIz0VBLbtQdag1XqSJM6RFVdVUnwueBNekoSMXHxyj51kKmmtorA4GCgNUTlqQpRGY1GJbJhKi5WglgXRp3MZWWER7buy0xLcYteGQwG5XcoKcwnQhWZUUdu6uvqCAxqXUdachKx5wJLOZnpRMXGK+fVq4I25WUlSgCrtqYaL28fZV9TUxO+fn6t9yw1yS2iVWYqISJSFcJRXUtudiaR0epAmGuNpcXFyj0FKC4sIFwV8VFfT252pltQx1xuYt7StTz52DJ0Oh0zF61izcKZ3Hn/GE79/B0WcxkzF61i1cIZvPf6y4SERVBWWkxYuOv3VYd/ykpLlVgXgNlUSpjqfOrAUWZaMm3adVC21XG39OSztGnf8aLXm5uVTtuOnZm5eDWPLXoEp8PB4nVPcGD7Rk58/gl5uVmMvu1a4hPbMXz0OF48tIu05DNcNeAGHl20hoM7t/D+60cYN20We198iwE3DqGoII/d29Zj9PBk7eJZLJk5kd79BzB+2iz8AwLo1LU7V117HctmTeHE8U9xAjmZafj5B7Bk3VZ69OrNO6+9hH9AACPHTWHrmiUYjEYmTZ/Dndf3YfS4KXh6eGIwGOjavQenT/7EpBnzePuV54HW70VT04UxK1dU7eSP39KuYxcAho8eR21tDb/88C1hkZHo9HruGD6KkLBwel55FZtWLlCOq6y0EBYWjtHDA4PRSEhoOIMG30pOehofvHlUGZeVnsLqzTvJzUpjwbRxPLFhBRWmUnY+8woPjJtCaFgExQV5LJw+geqqSuISEtHrddx+1z08vnoBq+ZOIS35rFtER39B5Ck80hWE0mo1Soyt9blQx+ByCQm7eMiuuCCPIFW8qtJiJjjEFaFSP19FBXmEhrvmUT+nRfm5BIe6jrNWmJW4HVzwvGVnEq6KWRmMrnM0Nze7XbPZVEJo+MXXk5uZ7hbFKsrPJUz1vutV37XW9apDWJluxzY3N+Pt46tsx7dJZPOup9m44wD3jRlHp/aJREa63lFw/ZtUUFBAc3MzMTExhIaG/i5Rxd+KXCUkJCiRq5aWFqqrq5XIVWFh4X8kcuVwOLBYLBQWFqLVaomLiyMwMPAvF7FqaWnBbDZTXFyMl5cXcXFx+Pj4/FvX+c9ErnQ6nTLmPAlcCSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQv01iVuLv+nsxq5aWFiwWCzk5OdTU1BAeHk58fDx+fn5/aEzj5MmT7N6zD71eT8S52FNGeiqJbdspY9QxGVNpqTIuPS1FGZedmU70uQhUStJZ4tu0UY7R6VzHFxUVEnkuoFRpsRAa1hp0KTeZCAh0BbD0BoMST8nKTCdaFYQyquJNBoNRiU1lpKUQHasKUaniTFZrBaHhEQDk5+a4RZZsNhu+vq3hqPTUZGLjE5R96nOVl5mUIFZtdTXePq74lMFgUH637IxUomJa12sqKVLOlZ58xi3yVVNdRWBwSOu+lCSiVGv3cIsyZSjX33ruKoJUUSp1hKq8pNgtCqUOXaUnn1YiWwAV5Sa3YJX6WtOSzxCnGtvcZKN7j55ERsfwtw/eIT6xHd179uK9148wZ9la1i2eTVryWQrzcjj2wdu0adeRCnOZW+xHHWfTajX4+LoiO0YPDzw9W0NkDofD7d4WFuS5RcQ8PF3BsvzcLKJiXPEu9fWmJp0hNr4Nie07MnriNDYsm8WuzasICg6mpspKh87dWPP4U6Qnn6G2toZVW/fx0duvMO2Bu9i9eTVPHHyZ3S+8gamokLULH6UgJ4vIqGhiExLQanX4+QcybORY9Do9bx55gX4DbqCoII+Dux7H7rDTuVt3AoOC2bLnGbx9fDj10/eMGj+VLz79GIu5nKuuGYhWq2XmhFGsXDCDu4aP4qHJj+Dl6YXD4eCu+x7g8IHdhEdEUViQS0tLC9YKM37nImfQGn3z8/NXtjNSk0hIdL27Pt7ebN75FCWF+cybOpapY+7hit5XsXjtZgbdfBvrFs8G4MCOrdx1/xjluKf3Psk9ox5i/sr1/PLDt3zy/tu89uIzXD3wRi6/sg/T5i5h5uLVeHh4ojcYePf1l7n3gfFs2HEAS4WZ0yd/5rYBVzLh/juZPncpt959H5t3P02PXr3p0Kkz65fO4pnd22hsqMegilmVFOYTEhbh+j1VoSaHw+G2XVFuIiTs4kGovJwst+CbrcmmPG8XRuUqyk0EqwJVelWEKjvLPSzVUF+Hr+p+q89pKiokVLV2t/BWbjahqm+O1Wom5Fwky+FwuM1TmJ9HWIRr7eZyk/KdvPCeNNbX4+nlrWyXFOUTGqF+p11jL1xTU2MT7RLbKttOp5Pa2loKCgqor68nMjKS8PBwt/P9UbRarRK5CgkJcYtchYaG4uXlpUSuSkpK3CJXVqv170aunE4n1dXVFBQUYLfbiYmJISQk5HeJdf2ZnE4nlZWVFBQUAPwhsS515Eodujr/x2AwKM+Tw+H43dYh/v+h0fwxf4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDijyAxK/F3abXaXwUb7HY75eXl5OTk0NTURHR0NLGxsXh7e/+hESuArKwsRo4aRcfOXfD19yPsXKgpOyuTGFVYSR0dqqgwEx7ZOi43O1sJP5WUliihp6z0VNoktleOUYeZzCaTEiY6H7cASE05S0ycK9ikjhKZSoqVuYsK8pUIDLgHmDJSk4mJu3iISn2utOSzxMa3uei4/NwcIqNd8Rr1Opqbm/E5F71KSz3rdi51OKu4sICIqGhaWlrITEth8aMTuXNgb57Zs53igjwWPTKBTSsWUF1VyWcfvcurzx9kz7b1nP7pB9565QU+/+QDrFYrrx1+mqWzJvH5sfcpyMtW5tcbDEoYylphxs8/QNlXXVVJcIgrzKMOXWVnpBEV4/pdWxwteHu3RqMqzOX4qUJbuVkZbmPP34fpcxbz7msvY7VUMOT2ezh8aC+Pr1lKdXUVP313gmeOvkt5qYl+AwZRU1WpHO9wONCoYlYX1iHU6ywtLiQy2hWoqrRUEHzuN7fb7W7PY2lJkRItag2duebJy8kk6lwErMcVfWhpaSEt6TTDH5zE8k27uOXO4ezdto5ul13B9ye+YPKIoZz+6QduGnoXwcGhbF45n3JTKQMH306LvRmnw8n46XPZuvd5amsq2bLnWV49/DSNjY1otFree+MIPXtfxcEj79Dc1MyE6XMIDAzm+6+/4JEFy9m/YwstLS3MX7meVQtm8NT2zXx74gti4trwyvvHSU85C8D1Q4Zy9PAhgkNC0ev0OBwOel7Zl++++oyigjxi27gCRKd++p52HTop28WFBcSoYmwlxYXExbdh7KSH2f3MizQ11JF0+hecTieDhgylx5V92LpmCaaSIrp0v0y5jzgdhEdGodFoWLJuK199doyjh5/hrvsfUObesHwey9Y/zuY9T9P1kkt5dNx9zJgwgiv69uPw28eYuXA5Hbt0Y8bE0Qzs1YmhA3qRn5PFusf3sOPgi/S+qj+Lpo8jIz2FM7/8gN1ux1JR5hZqU8eXTCVFSvwNwGoxE+w21hVdKsjNJkwVs1LH5sxlJgICg1zPl9V1LWzTAAAgAElEQVRCiCpmZVBHqPLc5zF6eCjz1NfW4uXpCklZzO5xLXUEKic7nQjVM91ss+Ht46taj+u6zGUlbvNUWsxu77R6fdmZaW7fK4u57ILwlWtsawzMtV1RbiIysjW+VV9fT1FREVVVVYSFhREVFeX23f5vcT5y5efnp0Su4uPj3SJXDofjNyNXFRUVFBQUUFNT86fGun5P6ihZY2Mj0dHRhIaG/qmxLq1Wi06nQ6vVKu+POm4ohBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIiVmJf0Cj0eB0OgGw2WyUlpaSm5uL0+kkISGBqKgoPD09/7T1jRs3nr2HnmX1+o14engq8ZKSwkIizgWrGhsb8fXzU45xOhzKmgvz85XIVF1tLSFhrcGV/Nwc5fhKi0X5O0BDQ70SX1KHorLS09xiVkZ1dMVcroS20pKTlIAWuEeQ8nOzifqNEJU6WJWTlUFUTOxF95WbSgg/F9u6cH63cFZaKtHq9ar2FRcVsHrRLMYOu4UKcxl9+1/L4tUbiIiMpLGxgeKCPL7/5ivqa2vZ+/gG3n3jCC32ZiotZl48tJf92zdjNhXz7hsvU1Fm4oU3PiQ96TQ7Nq7Ebrej1+uVc6UmnXaLF+kNBiVaYjGXu4WuSksKCVeHeVTXlpp0mriENsq2SRWJuvD6lj22hbmTx7Bh2TzuHzOezt0u5anDr2MpN+Hj64feaOSrzz6mpcWuHFNWWkJYuOs5uDCs4raWs6fcQmEeHp7K+NysdLfQj9FgwOtckKuoII+QsAhlX3lJEZFRrudBr9ex7akXePPlZ9m6agGe3j7o9QayMlKwNzcz+LZh3Hr3fXzz+Se0ad+J+8dOYc6kUcydMooVm3ax9ol97Nm6Dk8vbyY+Mo+9jz/GtDlL+Ozj97iyT388vbx4/81XWbVwJlVVlSx+dCIPz1nMc/t3ARpuvWs499zUnzWLZlNZaQHg0JG3qSgvxcPTk7DwCKqrKrl20GC++fI4ANfdeAtvvvICo8ZP5ZP33iQvO52u3Xso15R85iRt2ndUtp1OhxIog9ZvkKeXl7LdsXNX4hPasO/JTQDcNux+6mprKCos4N03jmC323nn9Ze59vrByjFarZbQsHAGDb6VVfMfZdbE0SyZ/TDX3XizEpMacOPNhEVE03/AIHKzMlm9YAYF+Xk0NtSzePUG7h01ltCwCPJzs1k0YzJWSwXhkVEYjQZWb36SH7/+nOUzJ3Lq5x/46O1XMZUUAe5BqNzsTCJUv2dDfb3b860eW24qdoveqb8FOZlphKvmcbTY8fRyRanUUazy0pILAlXu35HwKNc7Ul1VRWBw6EXHFuTmEKp6/t1CVxcEqVrjba54FbRGtC56bJZ7JKu2ppqAoOCLrsFUUkyQKgZWUW4iKCiQkpISKioqCAwMJDo6Gi/V8/K/4u9FrsLCwtDr9VRXV1NdXY3T6cRms1FeXo7JZMJqtVJXV4fNZlP+vf5f1djYSHFxMZWVlYSFhREZGen27f4zaLVat4iVEP9JGo3mD/kjhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEH8EiVmJv0uj0dDQ0EBxcTEFBQUYDAYSExMJDw93C5L8GUwmEwHBwVzZ5yplrefVN9QTci6mkpaSREzsxcNPVksFoecCVhqNRokslZaWKJGr1OSzxF4QfTp/LvVcRYUFRERdPJ6EEyW0lZWVRlRMnLLLYFQHbExKiMpUWkKgOuqimq+0uIiIqCjVPlcopqqyUrn2SqsFX1+/i44rzMt1CyUZjEYqzGWMvmswyadPUZiXg6+fLz16XklWRhq//PgdBoMHJYWF9OrTn7CwcBoa6hk2cgzL12/jkkt7kJ2Vid1up76+jgGDBvPCGx/x0NRHmTPlQSbPmMeVV/VnwbSH0Otd15yVnkZ0rHvM6rzUpDPExLdRtq0Ws/K7XHiPM9NSiFLNU11V6RbUUcd0omLi8PXzY97yddx9/xhO//ID3t4+hISGUVVpxWgwMHLsRHxU9y4l6RSJquiSlyq4dOG6szNSiUtIVLa9fVxj05LPkJDYXnUNrnWlJZ12O662toZAVbynsaGBkNAwlq9/gpEPTWbFnKn4BQQwff5ytj9zlOi4eN5/8xWslgp++vYrNq2cz+a9z3HbsBF8+beP8fL2Yfy02axfOodLe/UhKDgUg4cHDoeDl54/wPINTzJsxIPcfNs9DLntbtJSknn95eeIb9OOYTf248zJnxk75VEu7dGLnYdeJuXsaYKCQzB6GHE4HNw5fCQHd23DYDAQFRWD1VLBwJtu4cu/fYxer6ehoY6zJ3/msp5XKNdUmJdLrOo39vR0DxGpt83lZQQFhzB63CQ8DUae37+L1198Fi8vb/YffgOjwcC6JbN5bt9OLu99lds8udmZTJk5n7XbdrNxxwGK8nI5fuwDvvnybwAknf4FXx8fJj0yl8ee2Mfqrbv5+fuvMRiMZGWkMWXmAnYcegm73U7y2dPcdl1vJo66m75XX0dsfCLT5yzC18+PmfOXMuD6QRzcsYlF08dSUlRIY2MDAAW5WW5BNIPBoHxLGuvr8VBdq7XC7Pb8qr+3BXnZblE3vSr4VFtT7XbPKi0VyvfgwnlyczLcolgarVb5BtbX1uLl7QpkmctKCQ2PUM3jOmdeTpZ7XMvR4rYG9djGhga36yzMzyU8wvUt0+sNaLWu/zVRf/eyM1LdIn7lphKcTic+Pj7Exsbi6+v7l4u2tLS0UFlZSU1NDUFBQbRp04aEhAQlcuXt7Y3D4aCmpkaJTRYWFiqRq9ra2v+JyJXdbqesrAyTyYSfnx8xMTF/epRMq9Wi0+n+cs+UEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxe5GYlbgop9NJbW0tzc3NmM1mvL29SUxMJCQkBJ1O92cvD4BVa9bQpeslSmhCHZzQaDRKECU9LZUoVWhFHUrx8PRS4i1Oh8M1udOJr19ryCgjI42YOFckSR1XUf/dXGZSQku1tbV4qQJG6uhSaZErRFVdWYmvr7+yr6rSSnBIKHAuwqU+ryoIY60wExbWGpZxOBxu8xv0euUa05KTiIl3zaEeZzaVKBGZ459+yKmff+Txx1Zy6x130+/agTyx71kuubQH1dWV5OVmc+Lzzzh98kccOElNPoPT6cTL24c3jhxm0+qlZGWk4+3jQ+dul3Dw5bcozM/j2Advc+31N7F0/TaWznqYI88dQqcBc7mJ5bOn8taRF8jNSneLgHmo4k5Z6alu90CD5oL77xpbWlRAZLTrd9br9cqzarPZfhVJMuj1HD38NFqtlg6du5KRlsKwkWOZP20Cnbpegk6vIzjEFQHKSk1WwlqN9fUEBAYq+6qrK/Hw9HStpaTILTakfjaz0lOJa9PW9Zt4uK4nJzONqNiLh9Na741ru027DlzRuy8PTprOttWL2bB0Dh+8+QqDh95NRHQM81dtYtzDM/n4nde494EJfPvl3zCXm+jeszchoWGc+PwT+g+8iVXzHmHyzPncfd8YcjLTGXr3cN5+7SVuv2ck8Ynt+OjdN2mT2JY1W3ai1+u5896R/Pz9NwQGBePn54fD4eCGm2/nyHMH6XZZTwrycgG4Y/ho9u/YgsFoJCw8kuqqSu4eMYavjh/DP8B17+pqawhSBbvU9/HC7Z9/+I4OnboAMGXmXDLTUji4Zzt9rh6AwWjg+sFDqSgzMW/pGlYvmEFlpQWAtKQzdOzSTbl3yWdPMmjwrTz51PMkn/yFOZPHsH3DaqbNXaKca9PKhSxdt4XtBw/TvmMXZk4cxbj7bufyK/rwxrETHHjpTa4bNJhXX3qOOwddxYDLO1KQl0NoaDiXXn4Fj8xdRHOzjdFjJ7Js5kTeOvIcppJCQn4jCJWbnUmYKupUX1frdp/UsTRTcREhYeGqeVz7cjIz3N6nxoYGfP1c3xj1PCUFeb+KaynzZGW4PcOVFjMhoapzqt7DspKi3wxdXTj2wvfdUm4iJMx1rFF1bFWlxS0ol5udQUS0K2bV2FBPp06d8Pf3/8sFh1paWqioqKCoqAij0UhcXJzbdWq1Wjw8PPDz8yMkJITIyEji4+PdIlfn/x0/H7kqKCj4r4tcORwOLBYLhYWF6PX6X13nn+H8/z/81Z4pIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi96b/sxcg/rs4nU6qq6uxWq1oNBr0ej3h4eH4qMJM/w0cDgf19Y34+LkCVBdGcM7LSk9nyNDbXP/BLVDhCnlotK5Il7e363oL8/K4ss9Vyvb5MEtTU5NbtKWxoQE//wAAMlKTiYmJU/YZPVzRpQpzOeHnAjKpKWeJiXON0xsMSogqKz2Vzt0uBaChoQGdTofD4Wjdr9Eocxbk5RGmDsmo4kiZ6SnEt2kHnI9eudZRV1+Pf2AgNpuN7RvW8NQLrxIRFc2kUfewccc+goJDuKznFUwfN4LDb3yAn38A+7ZvoUOnrgy86RYApj10P9v2PYfBYGD25DFs2rmf77/+nI0rFrJ22x6eP7CbNYtn0+3Sy9Eb9PTudw1Jp35BbzDQo1dvPnjzKGi17HtiAz6+fkTGxNLQ2KBcZ2lRAQNuGPKrew/QUF/v9puby0yER7piQOprzc5IdQtdtbS0oNfryc3KwG63M3z0eLauW8bGHfux2Zrw8w8g9ewZYs/FqwCKC/OJOBf3yUhLIloVnUpPPktMnGus2WRSYkMOhwOdzvWptZjLlHkuXKepuNAt9KN+bgCMquttaGjA08uLdh06sXn3IZ5YvxJLRTnDx0zkpqF3s3bxDLY99SLffPEZGWlJzFn+GKvmP8JlvXqTkZbK559+QO9+19G+UxeG3nUftTXVLJk1hR2HXsbXzw8PT08MBgP3PTCestJievXpx9N7n0Sr1dKpazdKigoYNOQ2jjx/iHtGPsjcqQ8xYuxEOne9hPTks3Tu1p39O4oBuHP4aA7s2MbVA2/A29uHxsYGJS7m4emlRGMaGxvx8vZWrrGuthYfX19lO/nMKW66eaiyHRMXz/BRY8hIS2X57IcpLMhn4cr19Ox9FR27dGPh9Als2f0MT+/dztxla5TjXnp6P8se24bRw4PJM+bxwtNP8dXfPmb5vOnnnvvehIVH0rFzNwAG3nQzn3/6IYOGDCU/J4tls6dSVFhIbW0t+55/lYDAIE58/ikHdz3B/Ecn0WJvxmD0YO+zrxDXJpHrh9zKm6+8yJefHcNgMGAwehDfpq1bWCo/J5MIVXRP/S2w2+1uz4mlopzgUFdoTad3PV/5uZlERru+KQajQbm/F85jLiv9zShWXk4GEVGucJTN1oS3j+9Fx1rMZb8ZugIwukWy0omIcq2v0mpRAn4AeqNrbFZ6GpExrntiKi6i37WDXOfR6dzihH8FTqeTqqoqKisr8fHxITY2Vgku/jPOR648Lvh2OBwOmpubsdlsNDc3K7FKu92OXq/HaDRiMBgwGo3K33/PmJPT6aSmpgar1YqXl9f/+Tp/DxqNRvlzntPplKiV+F3J4yWEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4K5GYlQBaQxdVVVVYrVaMRiNhYWF4e3tTXFyM0+n8xxP8wXbs3Mld943g7ddfBVrX7+fnr+xXR47Ky8sIj4hUxqkjLOp4RkhoiPJ3oyrGUmYqVY4HqKmsZsGMh2loqKOxsZGZk8diMBgwmUr4+svjtG3fkfSUZGLiE7DZbFSYy7FaLLz92hE+//RjcnOymT1lLOYKM15e3nh5e1NmMnHb3cPdQjOFBflYrRbWr1hIk62JsLAIRt4xmOZmGwEBQSyb+wj9rh2IzdZMTHwCtbU1FObnUVdbR11dLT4+vhTl59O737X88uP37HliE3W1taxZPJtmm42SogI2rVzE9999Tb9rBxIRFc0P356gY9duBAW33osv/naMHr164+cfgN1uJ+n0SSZOnwPAC4f2ccsdwzAYDJw5+ROJ7ToQGhbOLXfcS9fuPZn+0P00N9sIDgnl4/feIjgklB69+jBy7CSWzZ3OmV9+JLF9Rxob6ikrLSEzLZX6ulqio2NYOO0hAoNCyExPJVQV2/HwcP2umWkpxMS5glItDocSSLrwN0xLPktcm0Rlu6K8jKDgYDp2vYQvPv2Q6wcPxel0kp+XQ0K79vj6+pOZmkRihy7KMdVVViXYk56SRHRsgmstqSkktu+gbKNxPVtFBXmERrhiY3W1NQSeu781NVX4+Pop+6qqKgkKcUWK1M/Dhdd0YUCrutLKVVdfy0uH9jBqwjRuv2cke7Y9xszFq1n06ATaduhMQ0M9Jz47xq5nj7J87jRmL1nNh28d5cO3X+OWO+/F398fu93OTbfexaHdjzN02H1kp6eSdPInxk5+hEsu60lGWgp3j3iQp7ZvZvHarcyf9hAjHpxAVEwsFeZy7h4xhq3rlrP+yafo2v0yzpz8icioGL77+gt0Oi0bn9zD2kWzWbNtNxqNBk/Vu3r25M+0aee6j7/89B3tOnRStovz84hLcF1zYV4O7TpM5oo+/RgxZhzTHhrJ/p3b2LhjPxFR0azc9CRzHx5LQFAQYefeYbvdjoeHB4FBQco835/4nO0HXsDD05OczAwWzpxCSGgov/zwLZdf2Zezp37B29uHu+8bDUBpSRGPr1/JkKF3su/JTVjMZszmMm68ZSjDRozlwK6tpCUns2nNUqKiY5m/Yh1nT/3ElOmz6NilGy8/t5fSoiIsFRW88dKz9LjyKgoKcrmi79XKmtShvKL8XIJVsaia6moCg0JUY13ftOKCPPoNuEHZVgezCvNy3OJVVZVWtyjWhedUz+MW7quvx8PTFR2rr6vFLyDwoutpXYN63jz6Xnu92351tE19ntysDLcwV0V5GWHhrm/xXykC43Q6qaurw2KxYDQaiY6Odnvf/13/KHJ1PnT1R0SuGhoaqKioQKvVEhER4fYN+LNotdqLXpeErIQQQgjx/9i5z7Cozn1h4/cMDDB0kN5FZARL7L0bu7H3XrFi710EG/au2GsssZtmjIlGY+8IQ0ekSe8wDDPvB80AOck5+7wn2Ts7+/ldF5f8mbXWrPLM+O0WBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBOEfJ2JW/6a0Wu0fEllQq9VkZ2eTnZ2NiYkJTk5OlcISEonkLxmzunf/AX2GjuL65YsAJLyNx7RCFMiqQqgmOysTW7sPMaGEhHhsbMvjLWbmHwJYKpWqUghJViEikp+fj5V1FTQaDQtmTUNuLKd1u/bcv3uHrIwoUpOTyMvNpXa9Blw6d5oXjx9TUFiAsbExBQUzMTYxQavVcv7z47i4uKEuVSGR6uGt8CE7O4uadepibmHO1LFDkMkM6dyiPsXFJUikEho0asLiVWtITHjL0QN7qeFbC5WqBKmeHg0aNeHEoRDeJcRhLDdh2/ogjE2M6dC5G8vm+JOU+I6U5CTu3r6Fq7sHZmZmlJYUExEeipGRHGMTEx7eu4MG8K1dlymjB5OclIiHZzVufn2ddp26cvpoCNv2HwdgQ8Bixk6egUQiQaPR8ODuj2wNOUFyYgLb1q1kx8HTunvm4VkNU1NTeg0Ywu3vb5CXk0NhURELZ0zEzs4edVkZ1Wv4UKd+I+7+cJM6DRrSqXtvbly/THxsDJnpaahUJXxSvyHLZk2iWZv29B44otJziQgPxcWtPFD16yBKxW3jY6Lx6dlbN6ckJ2Hv6MyIsX7MmjSO9p170LVnP1Yvnk3PvkMIffWct3ExPHl4n2oKH6rY2KFWl6Evk1FYWMA3V88zedZi3fHiYpQ0b1se6NGrEElThr7Cy9tXNxsYGOg+u+GvXuLs5lF+zjIZenp6wIfPZsWYVXFxMYYV1mhE2CucK4SdcrKzGDZ2MotmTCA6Ipy2nXrw851bhIe+IjY6EgMDAw6eucrK+dMp05TRrVd/Lp87SbfeA1g8w49uvQfQpWd/Pj+6n6FjJvHF6cNM8J/LlbMncXZzJ/19Kn2HjGT7+gCCtuwlPz8PmUyGg5MzGelp9B40nP3bN7IoYD1oNWg0GnoPGsG8qWMxlstZHhTMgV1bqVOvIa3aRbNn81omzVpYKVD26vlj6tRtoJtDXzyjSYtWurlEVYyFZflnu7CgAEsra91sY2uHn/9MFk73I3jXQZxd3DA1NUVdWsqciaP4tHtP0t+n0ql7L90+ebk52NrZ6wJ4JqamNGjUlGnzFnF03y6O7NtBbk42u4+e1e0TtHQeK9ZtxcbWjnadurMhYAmKmrV49vgBDo4uzF0aSPibVyyaOZlI5Ru+vnYBeydnPu3WE59adZjkP4eVC2ez/8R5wkNfcvnsUR78dJuI0JdcO3cSA0MjUlOSiAh7TTVvH2KjI7F3dCpfX1KJLpZWXFyMkbw8LJWRlvq7garY6AjsHV10s0ajqXT/K4avMtNTK4WvKn6eYqIjsKtwPvr6+kil0grHKd82Mz0NM3ML3Zz+PqVSoK5isEmlUlU6n6R38dSqW083lxQXY1ohWvh36QwVFRWRmZkJgK2tLXK5/H/Y44/ze5ErrVarC1z9VuTq14Grit9rv0elUpGZmYlKpcLa2hoTE5N/eSzq9yJWgvDPIkGsP0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQ/j5EzOo/lEqlIisri7y8PMzMzHBzc6sUFfmFVCpFo9H8C87w9925cwetFoKDAjAxMQUg/M0bqisUAJSUlGBUIYhSqlIh+xhpUb55g6KGD/DhHvyyf4QyDEcnZ90+MgMZZWVl5OXmEBsTSbd2LTAzN8PSyppSlYovr1wiKzsDd3dPAtZtpLCwgMVzZ6IuhXGTp3Lp/FmSkxLR09MjLzeX4uLiD2GQEhVmZmZ06taD/kOGk5z4jhkTx+JbqzYt23Tgy6sX0deXodFqMNAz4OmjB8TFRKGnp08Nn5pMmz0PL+8abF67mu++/pJPO3flx++/xbuGL6MnTEH55jWnjh4iUhmGVgJyuQle3grMLSxQvgklIyMdgIL8fAoKCnB2caVMoyE4cCm16tTj5KWvKC4q4sb1K/Rs3wwPz2qsWjiTZ48fUb2GL5fOnODEwb1ERSrxqFoNv6F9yMvNQeFbk23rA1m8ej0Anx87QNeefencozede/TmxpdXuXPrBh279iAj/T0xUZHcv/MjCfFxODg6ExsZybUvzlKrbj3CQ18xdvJ07v/0I++Tk5i/IojXL5/iN7QXllbWuphKQnwsdeo11D2zius3NTkR6yrlQZ+01CTsHcrjO4kJcXgpFEilUqRSKakpSbRo+ykHdm3hizPHkCBh3vIgLCytCFg4gwZNW6DRlNG/UxMcnJyZuySA3VvW41XDF3MLS1JTkrGzd9Qd37pCYCkmMpxmrTtUOM/yaExUxBuqedf4zddiopQ4OJeHhyLDQnF2cdPNCfGxNGjaXDfrfwxhBWzczeyJI9mw+ygduvXCf8xAvGv4kpuTDcCQUeM5uHMT0+evYKH/WPoMGkEVGxsK8vJo3qYDl8+eYPi4KbhX9SI1OQlX96o0b9Oe/duDWRy4kbKyMgDqNWzKvds36T1whC5ilfY+BYAW7Try5aVzvE9NQlOmZthYP+o3asqwMRNYNs+f1cE72LJ2Fft3bMSxwjXGx0bTo/cA3fw2LoYBw0bq5l8Hy4yMjHQhmvepKVhVqYKre1UWB6xhgf8E9GUyBgwbRat2n1JQkM/FMye58sUZmjRvSesOnZFKpezbvpE+g4bpjrln6wZGjp+MiYkpU2Yv4NLZ0/zw3TesW76A3NxsSlWl1KrbQBdkehsXS2F+HgtWBFFWVsb5U0cY0bcruTnZbN13FBc3dx79/BM7N69jQ8AScrJzKCrMp1GzFrx+/oSmrdpy6nAIqzdup26Dxmg0GqaOGcLg4aP47voFDu6IJu19CpbWNkSGv6GKrR3Z2dm8ePoQO3tHsjMzdLE+gOzsrF/FrMoDVQlxMdT8pDwWVvEzk56WirmFZflxsjIrfYZkFQJt8TFR2DtW+L6sEK/Kyc7CpEJYMDZKiYNT+TPOykyvfNxfnZ+NvUP5Ob1Pxca2/NpkBrJK4aHyfNa/p79i3OkXEolEF6uq6NeRq4KCAlQq1e9GrmQyGVqtlqysLPLz87G0tMTe3v5ffp0SiUT3IwhCOYVCIQdOAHZAHjBKqVSm/WqbFUB3QA3MVCqVDyu8tgVQKpXKvR/nbUDLj8cC6KVUKnP+9AsRBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBOFfQsSs/sMUFRWRlZVFUVERFhYWeHh4oK//+8tAIpGg1Wr/iWf437t27RrzFyxgyYrVuLm78vTJUwCiIiL4pP6HsFFEeBhOFQI5pmblYZWoyAjq1f8Qc4lUhusCVhFhYVSxtWPTutVcu3ieUlUpN76uiYWFJbXq1GX46PHc/v477ty+BVqtLgL2w81vaVxb8SGyIwELCysy0tPIyc7Ct1Yd6tSrj75Mn5dPn2Jnb09KUiIWVtbs2hLM6qULMTA0RKonRa1WU616dRo0asrilYHk5OSwYfVyatauQ3JSEsXFRbx/n8rAHl0wNDJEIpUgkxkSFvqa2nXrkZGexpghfTEykiORSGjeph1SqZR38XGkvU9FXVqKi6s76rIymjZrwb17d4iNiqSgIB8LK2sCg7fx8vkTVi6YRUxkJMXFhVhaWZOanERmRga2Dg6UlqqIjAgnKysLPT0JKUmJgJYV67dQq0497v5wkymjBrJ60y7u/nCT7QdP6u77xbMn2LrvGAaGhhQWFrJszlSCd4Xw9ZWLhFdKahEAACAASURBVL1+ScLbOAoKC8hIf49UKsXO3pElgcG8T01h4rB+qMvKmDxjLkgkzJk4gsGjJpCekoy9Y3mgSlYhuhIe+gpX96q6OS8vDyvrKro5IT6O7r36ADB19nzWLJtHSlISLu4eBO86SGFBPhsDl1OqKmH6gqWMG9gTTy9vNuw8wN4t67F3cmLZ2i0ELpxO4NYQJFqQG5sAoNFoKp1Lakoidg6/fZ6Jb+No3qbDb76mDH2FS4VriAh7jYu7p25OS0nGoUJQyPBjCMvIyIhRE6Yysk9HIsND2XHwFDe/voaRkRGvnz+hdr2GHN69FZmBAXYOTmRnZ9Kj7xAO7duK/9xlOLq4kp6WSp/BIzm4axPDx0/h1KG9uhhW89bt+OrKF3zWbzAr509n096juohVrTr1efHkIQ0aN2Pq6MGMmjCZ419cZ9bE0XhU9aJFmw7ExURzYNdW/OctoU/n1tRr2ISC/DxMTM0+hJkqxIzyc3OpUiHMZGgopyLDCnGrJw/v413DF4Bq1RU0b92WqxfO8+21y5SVleFVXcHtmzfYf/wcMZFK/McN4bN+g3n3No5an9TXHScnOwvP6t66+eY31wneEYLc2BiNRoPf8P5oytTMmzoWfZmMpHcJbD/wYa3r6enRvdcA7v7wPROmzuDUkf1kpKeR8DYOZxc31u8IQaMp48zxw3x15QJnTh7hwJ5tZKanM3vyWPJyc7GwtKDvoOF06dmPHn0HcepICKnJicxcuIK83ByWzpnGJ/Xq8fLRXZIT3/H86WNsbO2IiQzH1sGJ7KxM3sXHYWJqhrGJCbIKgbSM9ylU+RjhAtDXLw9JxUSEY+/kWn5ztWBgWL6vfoVgVVJCHE1atdPNFddtbJSy0rqMi4nCxbU8wgaVj1sxhBUbFVEpklWQl4tlhc9txW2LigqRyyvHzf5dqNVqsrKyKCgo+MvEnf5R/9vIVWlpKQD6+vqYmpqip6eH6mNgUir95+fIfitipdVq/23uv/D38xdcepOBV0qlcqVCoRgMLAVm/PKiQqGoD7QBmgCuwBdAI4VCYQscA7yB4ArHawB0ViqV6f+k8xcEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAE4V9IxKz+A2i1WgoKCsjKyqK0tBQrKyscHBz+oZCERCJBo9H8E87yv5eTk0PjJk1ITUmh/acdGTR0KEcPHaCaV3UAkpLe0bFbDwAilGG4uLnr9q0YTkl6l0CX7h+2Cw97g4urG1kZGaxZtQxnF1f6DRpM85atSYiPp3WHDpw+dpRlAWuws3egUZOmPH38kJNfXAHgyoXzPLx/lxFjJyCXywkOCmDngaNoNBrGDx/EvqOnkEql+I0czPqtu7CyroJWq2XEgF4sWBZAFVtbrl44T8MmTendfxD+E0azeFUQrm7u6Ccl4uziyoLlqwFQhoWyZ9smVqzZQBUbW5bOncnm3SG8ef2Sy+fPEBMdRfD2vbx8/gRbO3s+6zMAAL/hA9l95BT6+vpMGDaQnKwszp4+iYmpMS3adGDF2o08vn+XIyE7SXybgJFcjr5MH1mZASamZpiZW6AuVZGTk4NarSYtNRUnV1dKVSrmrwjCq7qCoKXzqflJPYaN8cNL4cOYgZ/h4VmNrMwMqtjYcvbkETp2/Uz3HNatWMDE6XNwdnFj3JQZBC2bz5Qe83n080+kpiQzccY8vrz8BSsWzsbIyJAV6zfj5OzK9g1BGMnl7Dx0ksWzpxIe9por505S85MGuLh7IJcb655zdEQY9Ro1080ymaxSrCQtNQX3qp5oNBpmThqLjZ09xy58xZXzp5k4rB8r1m1l3vIgerRuQHxMDL0HDiUvNwff2nVZtXEni6b7sXn/cUZP8mfd8rmYmpnqjp2anEQVm/JgUG5Wli4gpFarMTAsD/BkpKVi/zF0pdFoMKgQHkqIjcLnsz66+V18DPUbNdXNpepSTEzLQ20GhuVxmSYt22BrZ8e5r35ET0+Py+dOsnjVWoKDllO7XkNq1PqE1y+e0HPAMA7t3MKsJQEcD9kJQO+BIwjZvpFFq4MpyM+jajVvcnOyqVOvAY/v36NTjz4smu5H1579kBsbU1pa+iFi9fQRn3bryZxJo3Bx92DwyDFERyjR19cnaPNOZk0ey/aQEwwb44ff8P6c//wESwLWgUTLsrnTMDMzR61WV/peMjQy1D03tVqNUYV4UVlZWaWYVfjrl3Tp2Vs3Z2akE7RxG9Vr+HDicAhb1gbQrmMXrKvYfPg8N2vJ9PEjyMxIZ2PgMkZNmEpE+BsaNC5fN4WFhVhZWyM3/rC2YqMjqV23PjPmLwXgxlfXOBqyi+Xz/JmzdDXuHlVZuXAmc5YG4OFZjbYdu7BtfSCt23dEJpOxKXAZoa9eoiopxsnVDWcXVzLS06liY8v8ZYEkJyVw69uvuXrhHN99fZ2S4mKKiopQq0s5d+oYelJ9qlavztDW46nXpBkrF8xg5oKltO/UDYC924Mxkcv5+tIZCvJzefX8GeYWFqyaNxVrG1uiIsJQlRSjLi1FXyarFKF6GxeDk0v596ZMVh66Ki4srPT5Sv91FKvCtnHRUdhVCFKlJCVQt2Hj3zyuRqNBv8I5xMdG0bBpywrH1UdPT6983wrbZqS9x9HBnn8nGo2GnJwccnJyMDMzw9XVtdL1/TurGLnSarUUFhaSkZGBXC7H3NxcF7sqLCwkOzsbtVqNnp6ebh+ZTKb798+KXEml0t+MVomQlSBU0hLY8PH3r4Blv/H6t0qlUgu8VSgU+h9DVqbASqDrLxsqFAopUB3Yr1Ao7IGDSqXy0J98/oIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIg/AuJmNXfmFarJS8vj8zMTCQSCVZWVpiZmf2vwg1SqRStVvsnnuU/pnOXLkybPoNpM2czfvRIAOLj4qhbvyEAae/fY2/vAEBcTBTtO3bR7WsgKw+gpKel6rY7cmA/sVGRH0IsEkh8l8D5z0/h4uqGTF+PsydP0LlbD+w+br9pXRATp87QhTYuf3GW3QePITc2Zs60ScyYtwiADatXMNZvClKplPv37lCz9idYWVcB4NGDezRs3IRuvfqgVqs5uGcHvfoNJCL8DXb2Drh+jHAFLlvI8sANuvPevDaQtVt2YF3FhpWL5jLRfybGJiY0bNKM/Tu3sevgcczMLQjZvY29R04DcGjfLnr1H4RUKqVz68a4unnQpkNnYqIjCNq4g7u3v2dz0EoiI8LR19fH1d2Dd2/jqWJrh1wuB62W5OQk5MbGuLlXJSpSiZ29Axu278fU3Jw1yxbg5V2DoC27OXUkhDGDeqKvr8/KdZsxkss5sGsL8TFRvI2PZ87SVahUKnKys9CUaVD41gIgNyebnOxsOnb7jI7dPiMzI50po4eQl5fL3MWrePH0EUf372HZmmCCtuziWMgeRvTpSnFJCTV8a5KR/p7ta1eip6+PvoEBcdGReFSrTkrSOxwqBHUMKwTNAEpVJUilUvZu28S4KbOQSiVMGTWQucsCadWhM2MH9EBubIKnlwInZxfmr1jDpTMn2L1pDVPmLGbR6g3MmzyaHYc/5+c7P3Dv9i3exkbjVrUa4a9f4OzuoXsvPf3yIE9stBIHp/Lz0mg0GH2MBCXEx2Br76h77X1KEnYfQ1cAaanJ2DuWzxWvSaPRoF9hnQM4Ojrr3tdAZoCZhQWZ6emUlBTTa+AwNq5azJrtIRzevQWJREL1Gr5Ehb/Bq4Yv2VkZAHhUq8629aswNTPH2taOM8cO0LDpIaysq1CYn0/nz/qyb+t67J2cWbVgJlWreVG/UVMUvr4MHjGWvVuDOXPiMIOGj2F50EZmTxqFlbUNzVu3ZXL9Rlw8c4Ls7CyqK3wIffEcdZmaLy+do1vvDzE2owqxqjevXuDm4ambw0Nf4eZeVTcnvI3DrcJ9T3wbj6uHBwYGBoydOJXQl8+pW78B08YOZfjYiYS9fkmNmjXxn7uYN69ecOzAbn768Xt69O6vO0bIjs30HjBUN+/fuZmZ88u7Hl9eOs+OAydAq2XXlvXERkfhWV2Bh2c1AFKSE0lJTmTGgg/xq6at2hIcsJQNO0MoKMjnyhdnyExPw9bWjk1ByyksKCA2OorGzVvSrmNXCvLzuHT2FH7+s7GwtOL+3dtcOneas6ePsXt7MGmpqdz+/jsWqadQxcYWuVzO4FHjaNS0BYf37WDclOn0+Bi2++rqRd68fMblM0dJT0ujsLCA4qIi1i6djaGhEdGRSnxr1yUuWklRYQEpyUm8fPoQ39r1iIuNqrQ2s7MysK5iC0BWRjr5eXmUlZWhp6dHStJbfGt9ots2M/19pbibrMI6TUtNwcLSSjf/OpIl06+8pivum/4+FUcHB/4d/PJ/cVZWFkZGRjg7O1eKev2dlJSUkJGRgUajwcbGBmNj49/c7pe4VWlpKSqVisLCQnJycigtLdVFrn4JXP1fI1e/F7EShL+Cf+XSVCgU44BZv/pzKpDz8fc8wOJXr5sDGRXmPMBCqVRGAbEKhaJrhddMgB3AZkAPuKVQKB4rlcqXf9AlCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCILwFyNiVn9DGo2GnJwcsrKykMlk2NraYmxs/P8Vc5BIJH+JmNVnPXsxbeZsAAwMPgRNUlOSsfsYMylVqTA1MwMgJSVZF6BSq9UYVIj+lJSoOLB3N9998xVyY2POX/sGcwsL5s+cxvwly/n62hVio6NISEhAXyYj/E0oB/buonO3HkRFhDNv8YeQzcWzn9OuYyfkxsYkvkvAwMCAatW9efniGbd//B5jE1OuX77Ig/s/VYpS7duxlR0hRwFYu2IJYyZMZu+OzVy9dAE7O3umjBmOqrSE/LxczCw+9AMe3LuDb+3aWFexISf7Q/ypXsPGANy59R116tXHwtKK+f6TaNqiNWmpqVjb2PDg7m3Wbd1N93bNWbRiDWYWFqxftZT9J85hYmJK30HD+fHmtywOWEvdBo3ZsWENTZq3YuiYCZSVlTFl1GCCNu/Cw9OLaWOHsGXPISytrVm1cDbdevUlcNNOjh/Yw4Cu7TA3N6d9524kvYvn6P5duFX1BLSYmVsSuHEucTFRLJoxkdiYaGxt7bhw5gQ9+w1mzbKFTJ45X3d/UpKTaNy0Bd169WXr+kBGjJ/EwOGjCVg0h8R3CZiZmbP32Fksraw5GrKb299/i4W1NR06d6VH7wEsneuPp7cPae9TdWsAqLQGAFQqFWq1mns/3WHv8RlIJBJatOnAwhl+5GZns2brHg7v2U7Qlj3c/PoqO4JX4z9vGbs3reXSuZP0HjCMFm0/ZUCX1tja2bNgeRCnD+8hKzOdhPh4OnbvRZQyDEdnl0rRGmXoK1zcy4NMBgbl5xX++iUubuVxpqLCgkqhH1VJCaZm5hX2LQ/7xMVEVYp3aTQaZIblr/9y/Z26f8b3X12la+8BSPX10Gq11Kj1CW9ePqP3oBHs2LCa1Zv34OLmgd/QXnh4VuNdfBzePr6cPLgXSytr1Go1HXv0wn/CUKytq/DubTy9+g+iz4DBaIFxk6ezfN4MHnvfZeKMuSyd40+16t5UreZNUWERSNJJTHhLn4FDCQjezpwp43j94hnNWrZmwtSZLJnjj1RPn07de2FoJNddw/Mnj6juXUM3P3vyEC+Fr24uLVVhZl7e3ChRqTCvMMvlcjp370nHrj1YPNefpw8f0HvAYFKSElH41mLHprUErNtCSnIiU0YPpm3HLkRHhDNj/lLdMcrUahydXYCP3y1GBlhX+RCqWxYUjN+IAZiZmTJv6gTU6lKSEt+xcVeIbv+AhbNZtnbTx/Mx5scb37D94Ands5w0YgBrtu4mPzeXmOgIbnx1DR/fWly7eJaEuDhycnPwqOpJs5ZtaNKyLcGrFtOkZWtq1KzNm1cvuHT2NC+fPuGba1dITU7ku6+uEbB4Du5VvTA1M2P/yS+Qy+X89MNNrl08S9Dm3ejp6fHjza9JTX5Hm/YdMTM3Z2PgMsZPncnTB7c5fWg32VlZGMmNMTY1xcNLQXFxMV9ePMPzRz8TExVBg8ZNWTZjPCZm5rx7G0e/IWN115yfl4uFlfVvrtuYqHDd/QTIysygio2tbpYZlH92CvPzkcvLw0gZaalUq1WNvzKtVkthYSGZmZno6enh4ODwX8J6fxdqtZrMzEyKior+oXCmRCLRhapMTEx0f/8jI1cSiUT3IwjCf6VUKg8CByv+TaFQXADMPo5mQPavdsut8PrvbfOLQmCbUqks/Hjs74FPABGzEgRBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEIS/KRGz+htRq9VkZ2eTk5ODXC7HyckJIyOj/9MxpVIppaWlf9AZ/h9UiFH8EkPJzcmhShUbAGQVAinZGZnY2tkDEBMdiYODIwDhYaEkvkug38DBhL1xw3/WXGr41uTCuc/p2LkbderWx9bWnhGD+mFhZc2hU2cBOHZgP5PGjMDL2xv/CWPIzc0hIeEtHlU9+eraFXKyc/Dy9qZTqyZUqWJDxy7defjzXcwtLNm29xAPf77LhTMnSXj7Fo1Ww6LZ08hITyM5KYnzZ05hZWXN+Cn+uLq5c/LIAWrWqkO9ho1Zv2oJKcnJxEZH4+ruzrC+PcjNzcHW1o5Zk8dRr2Fjzhw/ip2DA13bNKFN+47o6UlZs2Ix0VER1KlXn/7dP0WrhUP7dlLVsxrpaanMmzqOGj41ef3qBXJjE57cv8vlM6d49PBnBg0fzZXzp7lw5hSWllZ8e+U8cbEx1G/UBM/q3gBs2XeEXZvWcWD3dmzt7Jm7dBUvnjzk+eMHSKRSyjQa4mNicHJxxcDQgJCdW0hPS0Wqp8eh05cwkhtx5/sbDOreASQSsrMydc9u9+b1rNu6BzNzC3YcPMmO4CCCA1dQUlzMkFHjsbKyYvLowZSqVEikUk5f/gaZTMaZ44eZ7+/Hqg1b2bw2gHfx8Xx99QKduvdGZmBQKRoFH2JWG1YvZ9zUmbrQiYmpGSXFxew/eZHHD+5Sp35DTM3M6TVgGHu2rOPC58eZPHshK+dN57vrV/D0UnDg9CXu377F+VNHiImMIDc3F1d3d4qLCti/bT1JCW+xtrFhyYzxqFQlJCYk4OLmzs8/fEdWVgapKUmsXz4XVWkp4a9fULdhU2rWbYCDkzMyA4NKEZZfB7n0ZeVrPvz1i48BsQ+S3r2jio3df9m3R5+BzJ/mR9feA2jbsSsXzxyn98DhbFy9hDXb9lNWVsaF00dJTX6HmZkZfv5zMJIbs2i6H2u37mXWxFFMHNYXM3NTzEzNmDBlBrb2jiydM429x86wftUSfrz5LcvWbGSm3yhc3DxYsW4zYwb1RFOmYeehE9ja2RMW+oqgZQsIC31FwLrNNGreki3rVnMkZDdBm3aweNY0khMTcHQqD3TFRkfQoXPX8jkygtbtO+pmowrhqw9z+XdfZka6LgwmlUrx8a1Nt8/6YGVtzc5Na3j1/AWt2n/KJw0aUU/ahM49ejPTbzT5+XnMnDiKxs1aYmhkRKu2n+qOefrYATp361XpPdzcPJi54EPw7vnTxxzYtZWTh/eTnZlJfFwsWo2GC58fp0bNOtz65kvGTZmh+z47uHs73fsM0IXqzp06ysadITg4OaPRaJg8ahCfn7xBTnYWL548Yu6UMfjUrE1keCh3f7hJRkY6Dk5OeFTzYuKMuezYEIiLe1Vq1amHMiyUS+dOMXnkINTqUvLycsnOyqRD0zrIZDIkSNBqNMzwG4GJqRndPutDy7YdaN+pK19fvcjDn+8wZ8lqnj9+SMj29USFvwE0ZKS9Z82WPSh8awHw0w83OLh7Kwe2r2dh4GakUin6+vro6enp7pNehbhbfEwUnl7eurlMrUZuXB42klUKX0XgUGE9ZKalYm/fnL+qkpISMjIyKCsrw9ra+v87KPlXp9FoyM7OJjc3F3Nzc1xdXX83LvWP+O8iV2q1GpVKhUqloqioqFLkSiaTkZubS1JSEl5eXri4uFRad1qt9m95/wXhT3AX6AY8BLoCd37j9Q0KhWIj4AJIlUpl+u8cyxs4o1Ao6gFSoCVw9E85a0EQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQ/hJEzOpvQKVSkZWVRV5eHmZmZri6uuoCKf9XEokErVb7hxzr/1deXh5mpmbAh2s1NPwQqdHX19dFMwwMDHj48z327NhCQUE+c/0nIZcb8/59KnXq1iM2JpoJI4ey/8gJrKys+eraVWrWroNGo+HS+bN069GLjq2aoFKpWLB0JclJiYwd0p+ioiLKyjT41qyFwrcWL58/ITo6ivoNGxEfG0N2VhZa4NnjR6hL1WRmZGBmbk7dBo14Gx/L3u2baN6qHUlJiTg4OlLV04sTRw5iaGiEnr4+jZo2o6S4hFNHD+JTszaWVtYow8PIL8hHKtUjPOwN3jV8eJ+STH5BPssC1tGm/ad89/VXLJzjj5GREfaOjvjWqs3zJ4+4e+cHzM0tkEgk3Ltzm3dv4/CbNpuvrl6gtKSIyxcv4OLiglarRalUYmlpibm5OXK5HK1WS05ODllZWdTycsfHxwdzc3MALl25wt4t6xk3bTYymYyYqAhGT5hCRFgoZ44dxFBuTE52Fm4enjRo1JToCCXhb16Rn5+PurSUFWs2kZT4lo1By3n3No78vFxG+02hQ+fuHA3Zw4FdW6hdtz516zfCzNxC90yLi4tYtDIIY2MTXr94ypGQ3ehJ9Th89jLxsTH4jxvO8DF+DB45lqzMTGb4jUZVUszaLTuJi4li0fTxGMqNqVrNS7eeysrKeJcQT2ZmBoWFxTRs0gKpVMq1C2dp1b4jYaEvWb14Npe+u6/bZ9LMBayY58+lMydw86hKzdp1eRsXw4aVi2jWugOZGekMHzeRmnXqExEWyp5t6/GuUZPadeuTl5tDXGw0lpbWeFT1JP19KpnpaRgYGODg4MTr508pLi5i5ISp+NSqw4Ht68jNyUVVWlLpc2BYIWaVn5eLmZm5bo6NiqBDl89085vXz3Dz+BC3UqvVus+MVCpFqichLTWZNp92ZZH/ePoNGYUEuH7hc96nJPHDt9fZd+ILsrOymO8/jq0hJ5m7LJDtGwJZFhTM3GkTOHXxa+wdHJk5cRRBm3cxc8Ey5k4Zz6Y9B5k1aQwenl4EbtrJjAkjMTE1oVXbDshkBqxcMBt3z2rUb9SYwsIClq/ZyL6dW6jXuCkzFyxl89oAjh3ax9KgDfTr0g6Fb00y0tOoYmNLxvs0HJ1cdNeYmpqCk7Nr+f35VbivYszq0f17VK/ho5ujIpS079gZN4+qBO/Yx4yJo/Hw8GDa2KH0GjCE6AglNWrWYursBRQU5HPjq2scC9mLo7Mzz548ZMS4STz46TbbQo7pjrl7ywb6Dxulm08e2s+SgHU4On845ymjB7M0MJjkpERiopSEvXlNSUkxxw7spmo1b148fcTG3QfRaDR8ffUS9Ro21sWb1ixfiN+02RgYGGBrZ8+TB/eYs3gFTVu2+bA+Rwzk8NnLSCQSXj59wqyJo/Cu4UPyu3hiIsOJi4nGxs6O5m3a4eXtw+ljIShq+NKybUeePblPanIyy9dsIiM9jVvffslXVy9w6+Y3FOTnUVxUhGe16kwfN4zk5EQcHJ1YtyOE2999jbpUjd/w/oAGWztHqnlV5+DpK3xz9SI71q9g+sIAZBWia+lpqZibW+rmlKR3NG7eWjdX/H9LrVZX2jc2SolDheednZWJtbU1fzWlpaVkZWVRVFSElZUVZmZmf8uIklarJT8/n8zMTORyOc7OzsgqhMr+aBKJBJlMhkwm+93IVXp6Oo8ePeL8+fNkZmZiZmaGh4cHnp6euh87O7u/5fMQ/n1J+cutxz3AUYVC8ROgAoYCKBSKDcB5pVL5UKFQ3AF+5kOgaurvHUipVIYpFIrjwH2gFDimVCpD/+wLEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEARBEAThX0fErP6NFRcXk5mZSVFRERYWFnh4eKCv/8c+UqlUikaj+UOP+b+VmpqKvaMjAJFKJU4fAy8GhoZkZ2czdtgg4mJjQAI2NjaYmZoSFRFBQWE+NWvVpqggnynjRtKgYWNMTc0Y0LMbDo6OjBrcj9evXiA3knP18gV2HThGdFQE6wKWY2Nji0Sqh72DA+YWVoSFhfLg/j309PSQG8lRhoeRk5WFoaEhMn0ZJaUqun7Wi5p16nD39g9EhL/B3NySF69f8+zpUyRA6MtXPHv6BGsbG1q0bktqSjI52dm07dCRzIx0kpMSPwSlsrIJD31NWVkZxiYmRCrD+ax3P5q1bM32TeuZOmEUrq5utG7XHrncmCePHpCfn491FRvev39PQX4BhoYGxMdGU827BkU56Tz4+V6ltSGRSKhRo0al+yyRSLCyssLKygpPT89Kr/Xu2ZPaNWPYsHIhGRmZ9Bs8glbtPoU+A0iIjyNg8Rxat+tIbEwU93/6kbfxcVhYWhFy4gsiw0P58soXPH/ykDJ1GX0GDcXC0opvr18hKyuTyTPnsWdrMA/v3cXU1JT83FxMzc3JzckmJzuLZh+DPUXFRXTs0p3OPXqzcMYkevTqx46DJ5g3zY8NQctp92lnTl78ksz0dM6cOMytm98g05fRwNubl08fU1xczJF9O/nm+iXGTPSnZ79B3Ln1Hf5jBzNi/FROHw0hOekdCp9aTJ+3lMAlswncvEd3b0pKivms70BCXzwjUvkGG1sHIiPCeHz/Ds6ubty+eYN9O7ZgZGSIpaU1ZWVq3iXE8+5tPM1atcXM3IKf79xCIpHQJvZkwgAAIABJREFUql0nYqMjyMnKJHj3ISytrPn22kW2bwgkKzOdNh06gUTKsf07GOnnD4C+fnkoJjz0JS7uHrr5fUqSLnwEEBMRTrPW7QGIUr7ByaU8AjR+6iwufX6CwWMmkpWVyczxQykrK+PqhTMcPX+dretW8e31S3Tq3ptFq9Yzf+pYth88Rd8hIzh7/DD9h4xkeN+ufHP3Gas37mDhjInsOXqWTj16sjFwOQtXrsFveH/sHByp9cknFBYW8vrlc3r3H8yg4aOZMm44Tx78zILlq2nQpBnWVtZMHjmYPcc+Z/ai5Ywc0JNjIXtZvWELllbWrF2+AJmBISUlxZXWsExfXxfPUalUGBsb615TqVTIK8yhr57TsWt57CvtfUqle2JkZMzwMeMZPmY8G9cGcOOr69Rr2JhrF8/hWd2bq1+cZf+Js9jY2hEbHUnAkvnk5+bwzbWLdO894OMzSManZm0ANBoNanWpLmSVnpaGk4sbTi6uOLm48vjhPWYtWErLth1QqVT4jxtOizbt+PzoAfJyc3j57Cme1b2ZN3U8eTnZJCUn4elVHQ+v6uTn5pGfn6cLWe3dtpHeA4dg+jH4l/A2jgFDRzJoxBgAVi+Zx9DRfri6e/AuIZ6Ngcvp2LUH5paWJCbGk5aagoubGxuDllFaoiI+LprO3fswZfYCCgvymTNlLDFRkZiYmWJjY4uJiSnXL5zls35DyMnO4pN6DXn66GcGDBvDtYtnkEgkdO8zgOysTA7v3lTpmcVGKnGsEKTKSk/Dxs6+/JlWiFclxMVg6+ComxPfxlHt0666WYJWFzP8KygrKyM7O5u8vDzMzc1xdXX9S53fH6moqIiMjAwkEgn29vaVwnH/bL9ErgwNDalbty5169YFPkSuiouLiYuLIyYmhidPnnD+/HlSU1MJCAj4L//HCYLwgVKpLAQG/Mbf51f4fSWw8nf2X/mrORgI/iPPURAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRCEvy4Rs/o3lZaWRn5+PlZWVjg4OPxp0QyJRIJWq/1Tjv2PSk5Jwd7+Q/AkPDwMV3c3oiMj+en2j3Rp2xJbOzs8q3lhYmKChaUlr168YMnKVXh4enLx7BmuXrmMvkzGze++4YdbN2navAXpae+JCA+jhk9NNu3Yw7Mnj1mzainp799j7+CIqakpBgYGREdHEh0ZiZm5OVZW1tjY2lJQWIDcSM6gIcMpKS7h57u3+bRrd548uM83168ikUgIC32FpVUVJFIpxsYm2Ds44OZelc17QigpLmbbxnW4uLrj4OjEq2dP0ZPpk/A2nsz0DMwtLDCSy9HT02PU+Ek0bNKUaeNHceHc5+jr69O1e0/kcjk52dmEx4ZSw6cmxiYmPHlwn07duuPi6s6KhXMYNnwE27dt/cOeQ7VqnqwLDGDjpi08vX+H5MQE6jVqSvDqZWzecwgzcwsK8vOZPmEEOw+dRPnmNduDV6MMD6O0uIS5y1ZRqirli8+PU81LwZZ9R5k7bQKXzn1OvfqNOXL2Mm/jY1k4cxKdevTi7o/fM3mmrp3AkX072bbvKEZyObsOnWLX5vX07dwGL28F2/Yd5frFc0wdOxTvGjWJDH/DZ737cffHHxg6egLL589iaK+O9B8ykoOnL7ExcBkvnj1iScAGjORyZk4cicKnFrXq1KX/0FG069gVraaMretXMXPBCuJjo6liY8OQURMAyEh/z5LZU2nfsQvJie+IVIZRVlaGg6MjxsbGpKWm8ublS8wtLXBycebhvTuo1aXYOziRl5fDrW+/ZOiYCaQkvmPXxiAMDAzRSiR4eHrSd+BQHty7zYr129gUtJyr50/RoUtPjE1MdfdC+eY11bzLY2T5ublYV7Ep/8wkvtPFrcJCX+FWtTzc4l3Dl9VL5vHm9XPmLl3Nvm3BrNu+jxvXLxGyczMzF65g4XQ/3D2ro/CpyZBR4xndvxsWllZ4ennz5tVzpHp6DOjensEjxzJzwTKmjh2KnZ0DSUkJTBw5kPqNmmJtXYVIZRj1GjVmxLhJzJ3mx+6tG1m1dhO+teswe8p4DAwNqV23PrMWL2fiyEEYGxvTs3c/GjZtzvFD+0lOSkThU5PXL56h0ZTx5eULdOvVFwBDI7numkJfPsO9ajXd/Or5UzwqzG/jYnGrEP+S6ct0kSW1Wl0pxlPNS4HP3Np07t6TL69cZP70Sbi5eXDy0H669xnA/Z9+pIavL3OXrOLz44eZNGoQrdp9yif1G+qOce3SOVq376ibd2/ZwMDho3Tzs0cPmDBlJgAGBgbI5XImz5gHwJOH93F0cmH81A+vL5o5Bf95S8jMSOfYvp38/NMd3Dw8mDd1PCUlxcRGR9H1s97Ex8Zia2/PnZvfsv3gCQBioyLRlJXRqFmLD/flxVM6dO7OuI/vPXnUIDbs2I+ZuQUAs/xGMmnmfN6nJLN+5UJePn9K81btWBa0kTXLF7A15AQymYzkpHfMmTgaCysr1m3bR0pSIsvn+TNxxlxm+o1kW8hxho2dyNZ1AcTHxfDs0T0UvnWIi4nAxa18LRYU5GNuYVn+XGTlwbaYSCUOTi66OT0tFdsK4SuJhL8ErVZLTk4O2dnZmJiY4OLi8odHJf8qSktLycjIQKVSYW1tjYmJCZJ/8YOQSCS6n1//XS6X4+Pjg4+Pz7/o7AThf/ZX+S4TBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEEQBEH4I/w9iwv/AaysrLC1tf3TQxISiQSNRvOnvsf/5H1qKr5166PRaDgUsp/c3BwKCwqZNG0GCW/jycvNJTJCye1bt3BwdMSjqicrlywCiYS096mUlWmQGxtjYWGJnp4eoS+fM3LMBC5+cY4Dxz/HyMgIb0UNVMXFnLl0HWMTE27fusnp40fYfeAY2VmZ7Nyykd0HjxH6+iWH9u5i296DxEZHsWbVMnYfOo6JqSkjxoxn1pQJ1KlbnwlTpvP19StIpVIGDhvJnGkTWbNpO8bGJlz+4ixVPasxbfaHUFNCQjxLZvsTuGErMkMD1q1Ywrb9hykoKODej7eYMXEcI8f58fTRA9q070T33n3Jyc7Gf8Io9h45RRUbWyaPHsq6rbuo26ARLer50Kdv3z80ZPULIyMjli5ZBEBcXBz7Qg7gWbUqR/dtx9TckpvffEngpl24unng6uZBakoSNrb2uHlU5eShEJq1asOaTbuY7jeKEf264+Nbi027DnBw9zbmThlP0JZd7Dx0ksmjBvH+fSohOzfjW6cuWo2G1m0/xUj+IWCkp6dHQnwswTv38ezRA7ZvCEQilaLVaEl4G4eevj6j/abyNv4tY4f0ZXngJmrUqs2mNSsJC31FQPAOQnZtoW1DHxo3a0nTFm3oPXAIzVq2Y/qE4bi6V6Vn/yHs2xbMuROHuHf7FivXl9/PjYHLWbBiDVWrVQdg6uhButBP+JvXXPvic6bOXYy6tJRFsyazZd96rKrYkJyYwNnjh6hTvxGP7/9EYUEBxcXFmJtbkJ+fx8hxE/GtXZfi4kK2rF3JnCUBrJw/ndTkJFzcq+rePzEhjlbtPtXNMgODSt8F2VkZ2Nh+CP/ER0dS55MBlZ6js7MLBoaG1KnXgBXrtrBwuh87D3/O1rUr+f6b66zcsI3Zk0azetMuzp08Qsu2HYiPjebd23imzJpPYkICe7YFc+pwCF9eOk9GehpyuRxbW3sWrVzDq+dPOH4oBH09PR7+fJcbX11n+ep1VPXyZp6/H5t3H2DTrhBmTRnHtDkLsbCwoKS4GCNDQ548fkDrDp1YHhTMvGkTefH0Ca3atmfC1OnMneaHiakJbTp0xrBCgOrZ40f41qqtm58/eUSt2p/o5pLiEiwsrXRzxX3DQ1/j5lF+b8NCX9Fn4GD09fXp2XcAN768yo4Dx4iNjiJk13Ye/HyXRasC0dfXZ/iYCXTr2YdxQ/vj6OTMoplT6D90JF9fvcyWPYd0x0xPS6GGb62Pzy4eTy9vXYDw9vc3aNi0hW7b4wf3smLtJt1cXFRInXoNAGjQuBm5OTkEBG8DYNuGQIaMHI+xiQlfXTrHt19fw8nZlenjRyA3khMeHsqQkeOIi4nG2dWNC6ePs+PQKQAO7t7GZ30G6EJWd76/gbdvLbr06A3AuZNH8FL4MnD4GAKXzmP8tNm62FToi6d06vYZ7p7VWLVgJivWb2Xx6mDWrVjAyAlTWTjdj5UbtvPm1XOmz1vMq2ePOH/8EHGxUXgpfLCxd6C6whd9ff1K61bfwED3e0J8LPUaNdHNOdnZWFWx1c1/Tr7xH6fVaikoKCAzMxMDAwOcnJwwqHD+fydlZWVkZWWRn5+PpaUldnZ2f1pA8x/1WxErrVb7L49rCYIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCIIgCMJ/MhGz+jf16wjIn0UqlaLVav/09/nvpKSm0trGltbNmjB1xkyat2hFwPKlTJsxC4BN69bQs3dfmjZvweOH91mzehXOLq68fPEcIyM5VtZVKCkpxsTElP1HTxD+JpRh/XvT7tNO9O3WERdXVyLCwxg0dATPnz6muKSYfTu2MWfRMpThbwhasZSOnbqwY+NaXr98QTUvLzasWkJJSTFuri7s2baJ1h06cvXCeRo2bkrHrt355vpVrl26QJ9+/blx9QvGjR5F2LMH/HzrG2LCI7C1t+fU0QPUqdeIVYvnMmPeYlKSE9kWvJbA4G2YW1hiaCTni7On6Td4KJFhoSQnviMm4g3bN4Rx6+YNPKp6cmTvDlJTU5FKtNz9/hvu3vyKfn36sGrVyj/9uXh4eLA2KFA3Z2dn4+nqyPXzJygt0yDR06ewoICFK9cgkUjo1X8w61ctZVjfbgwbPZ6Bw0dzeN9O5vtPIHDTLpLexTN2UC+ys7Pp0KkLe4+dIe19Kkvn+KMuK8PAwICuvfpiXcWGxIR4TExNqVn7E2rW/oSho8cztFcX3Kt6smHHPrYHB7EuYCnFRcUcPHWJtSsX4V61GivWbub8qSN0al4XC0tLfGrWZsqsBbh5eDJ9/HCcnN0I3nmAuZPHELR1D37T5zJ19CByc3MxMDAEIDkxASMjuS5kderIfrr26qcL/ezetJbAzbuQy42JiH+Du4cnXgofAAKXzGHp/2PnPqOiOteHjV8zDEPvTZpi793Yey+xl9g7giB2QVHBDhasoGLvNWqMMYnRmBhj771iBxu9MzAz7wfjAElOcs7/JDEn7/1ba9biZvbsefaePRs+XXMjcHB0okffQUyfOIqszDgGeftRqlwFJo4cQvDsBXTrPZB1UUvYsnYlgSHz+KRjcz7u8onhXMe/eYOzq5thLhhnAjA2VmNkZATAq5exFHHz+Nmnp6dy1WpsWLmUYf7jCJg4lSljRhC+fC2TR4/A1d2DYl4l8OnXjaat2jIiYDxKpZI3r1/hO6AXSqWSXQePcObkCQ4f/JQWbdqzb9d2Vm/eyahh/VEaGTHUx59cjYaH9+4yOjCYcb7DmLVgMQuWr2bcyGEsi97I4qh1DOzRCY02ly27P8PWzp7HMQ9ZGj6Hq1cuETo3nPqNmxE+cxp7dmxlUeQa/IYNQJOjwdYuP0715NED2nfqkj/HPKB9p66G2dTUpNDRmxY4X5cunKX0T58PvItNFS0QDjM1MwegeMlSdOnVm3IVKnD98kU+3bGNQcN9iVq6kKXRG/AqXpLY58+YM30ymRnpTPQfjoWlJU5FXCldroJhf1FLFuAzeoJh3rtjC/OWRAGQl5eHWq3Gzt4BgGNffUGdhk0M265avohuvfsb5vt3bhMwMRiFQkH1WrWJeXCPiFUb0Ov1XDh7mq8+34+jkxNHDx/g68OHKFWmLPNDJ6NQKrl2+SLFS5biyOGDVKxanXOnTrJ6yx4AMjMz+f7YN7Ro2wG/wZ+Q8PYNifFvePY4hraduvPZnu2sWL8DlUpFWmoqi+ZMZ+K02XwycBjzQoNITkqkQ+Na9Ow3kMpVq9GgcVNmTh5Pmw5jqdOwCZER4SS8fUtiQjzPnz7Gs1hxkhITsLCwNBzbm5exODg5G2alQmH4jgEolR8uWpSVlUViYiJ6vR4nJyfMfors/dPo9XpSU1NJSkrCwsICT09Pw33lQ1Iqlb/6/4+ErMT/IrlshRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP8kErMSv0mhUHzwmFViYhL9evWkddt29Ordl97du7B4+bv4S05ODjduXGN80BQUCgUHP9tPanIyKpWKfV98jYWlJWNGejM7fBGPHtwnYt4cDn9xkOIlSlLno1qMGR2AWq1Gr9cTFxfHw4cPuX7hHN26diEr+Q0ejrbs2bWTEiVKoFQqDWvS6/VotVo0Gg1paWmc+OEH0lOTePX8CQd2bCZXo2HP7l14eHigVqt/NT727Nkzdu7aRZtWLdGmJ+Ll5saC8DDu3rnK90cOcePGTUoU96J21Ur4Dx+MQqEgOzubpKQkBvTpha2tLZaWloXW9SHZ2trSrWsXunXtgk6n4+jRo/x4+gx7t22ic88+3Lx+hcSEt+z54hiREWGEBo5l5oKlPHkUQ5/OrcnLy8XVzZ1xvqOIuX+Xto0+wtzCkhof1SFk7gLiYl8wc8oEan5UlwvnThEaFmF47xWLwhg9cTJnT53kx++/pUmLNixbFM7KjbtQKBQsXrWR745+RdfWjShVpixFXN0IX7YaB0cnRg3ty5LozSyMXIv/0L4sjd7MrIUrmOQ3FEsrK2rUrkuV6rVYNn8mr1+95OmTx/TsO4jY509xdffkzMnvWb5uOwBnT52gUtXqWNvYAhC5aC4zF0YCcPPaFYqXKIWDoxMASYkJKBUQtXEn40cOITBkHvOWRjNp1DAWrFjLYJ8A+nVpw4HdW4mIWsfJ744xOWAYI8cHo9frMPspsgQYQlvvmRSIN+VkZ2FtY1Po+ZzsbPoOHs7sqYEcPfwZrTp0oWKV6nzSoSlFXN2JXDSPjIwM5i9fzaOH9wkKGEF2VjZpqSmEL1tFYnw8oZPHsXjlBoxURnz9xQG69uxDv27tWbtlN3ogavECVm3eyb6dW1kREc7iVesY5zuUORHLmb9sFd4DemFubkGHrt0xMzVl6oTRuLi60bhFSxIT4wmdO5/1qyOp16gpk0PnEBI4DmtrGyLXbqZdk7pUr1WbxIQE7B0cSIh/i0uBuFdCfDxFCsW+8mNDr1+9NHwGAA/v36N5yzaGWafTYWFpafi5YPjqysVzVK1Wk0ENG5OdnU3Xtu/O197tW2jdviO3b1zDw9OT4FnhKBQKrl66wLzQYD6qU4/QoLHEv33Lq7hYVi1ZSKv2HWnQpDkWlpZYWVkDsGPLelp36Gx4v88+3cn85dGG+emjGKrWqGVYd+ly5Q33lS8O7KFhs5bAu/v2nm0bCQyZg7NLEQBu37jOwhVrUCgUfHXoAOUrVaZHn4HkZGcze9oknJycCQsJIjs7i/t3blOseAnMzUwpWqw4oyZMxqtESX78/luG9GhP6fIVUKne/fvQ9ZN+bF4The+AnlhYWbJpzyES3r7h1Ilv2bdrO98e+ZLkxEQcnZ1p3qYdDo5OhIZFEBTgQ+u2H7NjXRRJiQnk5uZiaW1D7POnuHkUJSkxHscCMSsjVf6/K1qtFgV6dDrdX3r/02g0JCYmotFosLe3x8LC4h8ZUNLr9WRmZpKYmIhKpcLNzQ21Wv2hl/UvI1ZCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYT4e5CYlfhNSqUSnU73Qddw7tw5tDotYyZMYnC/3rx5/ZqTP5ygRcvWhM2ewdgJgeTl5dGoTk3atuuAlY0N4wKnEPPgAatXLGVexFLKlC1HmbLliF4ZiZdXcY5/e6zQeygUCtzd3XF3d6dJkya/uyaFQoFKpUKlUmFubk6vnj3p1bMner2e3NxcNBqNIXSl0WjQarWo1WqMjY0xMTFBrVbj7u5OUGDgL/Zdu3btQrNerycrK4ukpCR0Op0hYvV3jnoolUratGlDmzZtuHfvHqsXz+PUqVNs2/8lJqamTJo+mysXztGzQwvSUlJo0qIlPfoO4uql8yyYHYK9gyP1GjYmZN4iNq9ZScCwAcyNWMHS6I0M6tmZ7KxMvvx8PwOG+pCXl8fD+/cYP3k6dRo0ZuTgPtRr3IwmzVsyfWIAgSFzsLax5dhXX1ChUmWyMjPxLOqFZ7HiKBQKwpdFM85nEGt3HCBs6Sr8h/TG1tYOz2LFAbhx9TKZmZnUb9KMPds2MXLMBJRKI7asjeLc6R8pXa48U8eNJCkxgbdvXuPq7sEY7/4kxL8lMzOTkIn+5OXlEffiOR2790aj0aBWq5kfOpkxQdMxMTUlbOkqJvkPZ96y1cxasBy/Qb2wtLZm+tz5pCYns3zBXPoMHk6/wd4EjvYhISGBpMQE7OwdyMvLQ21SOGZlbJw/m5iYFLpW8vLy0P70nZ4+dwF+Q/px+OA+XIq4Mm32Ag5/9ilvXr+iVfuOzAuZ8u59HOypVbs+1y5fwNHJhbLlK6HVapnkP5yFUevQ6XQc2LOdRk1bMsZ3GMfPXWXk2In4De7Lyk072LN9MyuXLmLitJkM6tkZJydnGjZuTkZGOmd//IH2nboyf/lq/If249rli0ydMYdadetjZWWF76C+rN68g5nzF+PdrxcRYbPpP2QY7u4ezAsJJCc7m4T4+ELHqDZRY2RkBLwLEJmZ54e/Lpw9Q+ly5Q3z29evcHX3yD9fBeJVjx7eL/Tco4cP6Ny1FwCmpqZ4FS/J6k3beRkby+b1a/ju2BHKVqhI+IyplChTlgO7d7Bq0w4cHJ14HPOQudOD2Lj7ANnZ2Zw6cZzubZtSolQpxo8cikaj4cmjh5SvWJkbVy7h5lkME7UJFhbvwlq3b16nQqUqhuNcszyCsZOnG9b29aGDLIpaB2C4Z78PWd24doUKlfNfe/izT1m4Yq3heJMSE1i+ditGRkbodDqCRvuw4Kfnvzr0GRWrVEOhUNC2Y1e+PvQZRYt6sWXtSgZ6+wFQtkIlbly9hL2DI4vnhvD2zWviYl+wJHoTZcpV4MzJ7/ls705mTp5IRmY6Ts5F6NCpG0N8RwHw8P5dFs0NpUXrtmxfs4KEhLe8eP6MmPt3qVStpuE6fi8pMR4zM1OePn2KkZGR4d6qVqsNP/+Rkau8vDySkpLIyMjA1tYWFxeXv/X997+Rk5NDQkICWq0WBwcHzAt8dz4UhUJheAjxTyPXtRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKfRGJW4jcpFAr0ev0He/8+ffpgZWXNk8ePqF+rGv0GDGL6zNlcvniRTm1bUMyrOIsXhHPtymUqVanKhfNnycnOYUZwEAsXzMdvpC9f7NvN/jwtDx884N7d2zy4f/9PW69CoTAEVQrS6XSGwJVGoyEjIwONRlNo+5+HWPR6PZmZmSQlJQFga2uLhYXF/1z4oGzZssyaEcKlS5dYNGcaQ3xH4+ZRlIcP71OnfgO69urHretXmDN1EqmpqQz1DaDPwCHs2LyOUcP6MzdiBS3admBAj45kZWcxdeY8GjZtwfdHjxAY4MP9O7eZvWgZAGq1mklTZ7Jw3gxmhC/m/NnTRMwN4WVcLHEvntP2486kpaWSnZXFpjWRDPEJwMXVjYnTZjOoR3vUJiY0ataSzIwMYp89wdLahtLlynPhzClex8Xi7OLKlwf3E/viGZocDSVKlcbe3oGYmAfEPX9Gl159USiUfPPFZxRx96BLz9ZcunAGTU4Oy9Zu43HMPcKmTeL58yeYW1jgUbQYANY2tsyOiMR/8CfY2tnTom0Hbt+4xukfvsd3zERqN2jMotkhLAmbRfFSpRkXNJ350ydhY+9AvSYtcHP3NJxvnU5XKG7189DVm9cvcXBwNMyjJ05h6oQAjI1U3L97m/FTZ7JqyQJOHj+KRpPNyo07WDQ3lIbNWtJ3sDdBASNYELmWhk1boNNp6delLdY2NlSuVoPbN66Rm6uhbaPadO3Vl6EjAxjauyv2jo6kpqQQPD6Aeg0a4VG0GFcvXaBS1RpMn+OL/7D+rFu1nJA586laoxYB3oOwtbenao1aDB0xknG+wyhRqjRFixdnuP9ojn71BedP/8irVy8pUaIUDRo1ZUbQeGYuWIJCocDU1MxwfDevX8WrREnDfPvmVT7u0sMwq1TGGBsbG+aCr71w9myh8FVSYiIurq4Ftn0XvnJ1d6f/kGEYG6uYMGU6SQkJDB/Qm2JexZk+aQwqIxUPH9yjZu263L5xnZq163LhzCkCJgTRvnM38vLyGDmoN2FLonD3LMbzp4+YFRxEvUZNCB7vT0ZaGo8ePqBStRpERoRjZ+9IfPxbXFzdAMhIT8fe0RFTs3dr379nB81atTWsc1N0JMGzwgHIzMzEzs7BEPh69TIWz6JehvjX7q0badmuIwC3blwtFNC6fOEsVarVZLj/GMJnTOXg3l107N6LTWsiiVy33XCt+QzoSei8CHZsXENyUhIVq9YgJSmJ+StWk5yUxPEjX3LowF62bVxLZmYG9vb2zF++hpq169L24y6MHTGQabPCOHxgF5/v3Y7fxGkYF7inxr95TdkypfHy8iIvL89wX83MzCQlJYXc3FxD5KrgfVWtVv9H90+dTkdKSgopKSlYWVnh6elpOE//NHl5eSQmJpKVlYWdnR1WVlYf/G/Nr0Ws9Hr9B1+XEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghfp3ErMRvUiqV6HS6D/LeZ86c4fjx4zg6OtGwSVM8inry4P49BnzSEyMjI0qXLce4SUF0bNOKYsWKcfvWTRQKBWvXRFOrVi3Dftpjnxc3AAAgAElEQVS1a4ter+fUqVNs3rj+gxyLUqnE1NTUEL+Bd1EOrVZrCLFkZWUZQizvz7tSqcTS0hIrKyuMjY3/pyMeNWvWpEKFCiyPjCIhKY3U1GTmLYlCoVDw+tVL3IsWY8PCZUQvX8REf2/mLo6kfqOm9O3SDp1OxxDvkXiVLMXBT3ezb9c2GjRuRmpKMu07d2XPtk3UqFUbgLIVKuLs4sqJ40fp1rMvp09+x1DfURz98hD+44OYPHYkWq0WZ2cX9u/aRrfe/Xn25BHunsWwtrbmzs3ruHl4UsTdg5gH93B2KUL5ipWJeXif5KQkjFUqbGzssLCwJO7Fc+7cuolH0WLY2Nqxf9d2lEoFLq7uPLp3j5ysLBo1a8n9u7dZPC+E6jXrkp2dRcXKVXnz6iVXLp2jes06AJibmeNSxA0rK2sS3r4hYtUGvv36C3z698TBqQjotSxbs4WDe3ewbf0qeg8cxutXL4lcMIdW7TsazvOjh/cNkSMAtbpwzOpl7AvcPPPjV3dv38B39HjadOjE8W++ol/nNjRt2Zr1Ow9w/JsviVo8n4Ur1jIpwJthvqMJW7aaSaO8CV8ezf5d22jaqg1PH8Vw9/YNvEeNRaPJJSRwDPt2beXI4YOkpqRg7+CAlaUVgVNn8SjmHutWrkABXDp/hu+OfU3gtJmULV+RCaNGsHL9VpasXEfAiMHMXriEj+o1YMXiBSQkxONSxBWlQsHIMRMJHO1D+46duXLxAoO8fTmwdxdzpgUybc4CTAp8z65ePE/Z8hUN84tnzyjq5WWYC26bnp6OpZWVYb5/9xYf1R1umE1NTFAqlQVemx++On/mNOUqVALAzsEBO3s7FkdFo1Ao0Ol0TJs0jvGTp7J353YWzg3FyEiFVqvlx++/5cb1qzg7u3D10nni37xm/epIFkZGU6pMWQDmTAvio7r1adC0OSnJycwLmUKTFq2ZOXkcaampPIx5QLnyFfnq0GdUrVGT7775kiWrNgLvgkwKhQIHRycA1kUuoXPP3oZ1r1qykIHefob5x++PsSR6CwAbVq8gKHSu4blt66MJDVsMQFDoHEKDxnL060MM9vY3hKyWL5hL7wFDqNeoKfUaNeXN65eM8x2KV/HibI6Ows2zKHm5uTRp3opB3n5cv3qZb7/+gmkTR5GdnYOVtRUNmzSndv1G1K7fiKePHxEyfiQZGRncvXWdMuUrkfD2DaVcnVEoFBgbv4uRWVhYGNap1+vJzc1Fo9GQm5triAfm5eWhUqkKxa3e//zzYFJaWhpJSUmYmpri7u5eKHj2T/Jrwa6C1/iHolQqf/Xv3f/y30AhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKfTmJW4jcpFAr0ev1f+p6bNm1i6tRpOLk4M2f+QszMzPjq8GE+P3AACwtz7B0c6DdgEK9evaRVk4ZYmFuQEB/PuXNnsba2/pfH0bBhw7/0OH6PQqFApVKhUqkwNzcvFFAxMjLC0tISgNzcXF69eoVWqzXEVwo+jIyMPvCR/PvMzMwImjSRI0e+4dr16yyaFYzSSMWZU6fY+fkR1Go1oydN5f7d2/Tu1IacrEzCFkdiZm7B7q0bOfn9cdw8PEiIf8sXn+1juO8oWrRtz6J5M/nhu2M0btaSmAf3qPFRHU5+/y2LItdy8NNdNGragv27tpGXm4smJ4eXcbEc2LODrKwsEhLeEvPgHgtWRKNUKtHr9Yzo34PSZcrjWdSLl3EveHjvLigUODo6YWFpxZNHD3kZF0uVajVITErgxZMn2Ds4ULlqDR7cv00RV1cGeftx+ofjXDx3GnsHRwCuX71IclIC81dEk5eby4SRQ7GbOguvEiWZFxLE2KAQSpYuw/nTJ/Eb3Bu9Xo+5hQVWVpa8eP6Ue3duMiZoOvfv3CJ4wijMzcz57JsTTBrtw6OH9ylRqgx3bl6jqFcJADIzMzE3tyj0Gbx4+pRyFSob5pgH92nfqSsAzVu348DenbyKfcGpE9/SvHV7dDodoZPHsWD5GgIDvBk8wp+SZcoxon93an5UF2//sSiVSpKTEhnSuyvavDy27T/M1YsX+OrQAcpXqsLeHVvZceAww/v1QKfT02fAIIxUKp7ExBAwMYgxI4awYPlq5kUsx2/YANZu3c2SlWsZOaQ/Wq2WGWGLqFi5Cq/i4lgUNovrV68wfU4YjZs254fjxxjtM4Tl0RvJyclhylg/PIoWLXR8rTt0Msx5eblYWeXfJ8zM8oNUVy6cMwSkAF7GxuJZzMswmxaIV6Wnp2Px03cU4M7N63Tr3bfQtu/DO08exeDq7oGjkzMjR4/j0cP7jJ88HVe3d9GxiaN8mbNoKXdv3WLLxjWoVCqWhM3E3MKSly/jyMrIoFSZsjy4e4dtG9cSPDuMGrXeRdA2rV2Jm4cn7Tp15enjRwQG+GBlZc2MyePQaDQ8fvgQY7UxAcP6o9PpiH3xnPj4N+j0OmrXbUhKSjIlS5cBICHhLUXcPDA2NubI4YM8fviAhPi3ODm7oNVqMTY2xs7eHnh3/5o6ewEDu3/MwU93smPzWmysbUmIf8vowKmG8xA+I5iwJSsp6lUcvV7P9EmjUavVpCQnMS80iIyMDPQ6Pet27OfRg/ts2xBN/Js3+A3pw5QZYZiZm2OkVDJt1jy+OnSA9ZERJCclsGZV1C/uL+8pFArD/bGggpErjUZDeno6ubm5hSJXCoWCrKwsjIyMcHZ2LnR9/JPo9XrS09NJTEz8WwW7/lXESoh/KrnahRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP8kErMSv0mhUKDT6f6S95o4cSLHjh9Hr9MRFDwNcwsL7t65zekfT2JsbEz5ChXo0asPZ0//yMLwubyMi8PdzY2rV6/+Jev7s+h0OtLS0khOTkatVv/LgIpOpzNEWDQaDRkZGWg0mkLhlvcPY2NjlErlBzia36bT6UhNTaVcubJUq1YVOzs71Go1165dZ37oZPoN86VEqTIc++oQnbv1oFLV6uzdvoX09FTsHBwAPc+ePsF/3CSqVK+J76A+NGrekjGTgvEZ2Js69Rtx7vQpGrdoxZHDB9FqtWg0GpKTEkGh5MLZU6SmpeLk7EyJUqXp8Uk/xvgMpXrtuhzYvZ3WHTqxaE4ovQcOpUWbDgBM8BtKYMhsatVtQGZmJv5D+jBncSSmpuZ8fegA1vFvmBg8kzxtHuGhwQwZMYorF86xf9dW3Dy90Gm1KJVKMjMzWbdjHzevXWacz2CWrd1C2LJVjPcdyvjgGahN1IaoUO36jTh98nvS01J5GfsCNw9PJgTPYOv61XRoWodiXsXZuOsAq5Yu4tqVC4QvXcVo74EsWbONxw/v06JtRwDO/ngCByenQp/BsycxNGnRwjC/iovF1c3dMJuoTVi8ah3+wwaiVBrRsu3HvH4VR6+OLXEpUoS1K5eRkpRI2JKVvIqLZZL/cHR6PUmJCUwOmYVWq2XBrOlErFxHriaHc2dP0b5TFzq1bszSqHVYWFmycslCVm/eybYNa9iwOpJFkdGM8/Mmcu1mZoQtxGdgb5yLuFKseAmcXYqwJnIpuXm5mJiYYW1txf4vjzLOzxtXNzcaN2+JRqNhvJ83I0aNYdfWTbx5/YrtG9fSoUt3EuLfFjo+UxMTw8+vX740hMYArl25RN2GjQ2zkZESk5+21+l0mBb4Xl46f5bSZcsZ5hfPn1GsWPH882hqavj5/JnTlCtfwTAnJSbiUqRIgf2aYmpqSrWaNfnioD0j/AIoX6ESACMG9SU8YhmvXsZx984tNJocNqxcwXbTtaSnp/MqLpagkFnY2NoRF/uc2nXrM3bydBQKBds2rsWliCuBIbNJT01ltM9gVqzfAsAP3x5l/oypWFpZM2pYf5xdihDz4B4KhZKAYf2Ii31B8KxwTn57hPUrl/Ls8WO69+lf6FravmkN/uMDadKiNTqdjrEjBlG6fAXGjBiAq5sn1Wp9RMnSZSnq9e68xL99gyY7m4VRa4F3sbVxPoNw8XBnbeQSps1ZSJ0GjZk1ZQI3rl+hW5sm2NjbM2pcEJWq1qBK9Vp8981XpLx5QbFixfhP/avIlU6nIyMjg+TkZLRaLSqVCp1Ox6tXrzA2NjbcU9+/VqVS/U8Hl95F/BJQKBS4uLhgWuBa/VAUCoXhIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP9NErMSv+l9WEKv1/9pkQmdTkfdevXo8Ulv6tdvSK3atRk0dDgAI72HEjhlKh937sLzZ0/xGTqYeg0bYmlpRfny5Tl+/Pifsqa/wvuwU0pKCiYmJr8bFVEqlZiamhbaRq/XG4JNGo2GrKwsUlJSyM3NRaVS/SJy9aEiLDqdjpSUFFJSUjA3N8fV1bVQUKZq1SqEVyhP9Jq1rFmxGAdHF/zHBQFQp34jxvsN5/bNG0Rv3oW1tTW+g/uyYec+Jk2dQdCYkSxZtZ7A6TOZPNYPaxtbmrdph5W1DTevXaZshYqc+uE7GjRpxqkfvuNVbCzfnDzH8H69uHv7JqXLlUOpVFC5jBe710fxOu4F925c5e6Na9y5fQtbOzsUCiUP799jXkgQoydNw7OoFxfPnebZk0eEhEWAHgIDvJkyM4yKVarRpVdfrl+9xOK5M7C1tSM0fDHXLl9gvO9glq7ZQvc+A5g63p+5i6OYsWApw/t0Y2b4YsP50Gg0PI55wPK1W9DpdBw/8iX9urbFxdWNsCVRREaEYWVtw7gpIYwa2o+ojTsYNNyX1UvCef0ylk3Ry3HzKEZaSiIaTU6hzyI5KREnZxfDnJGejp29g2FW/xRvWrF2E6OGDWTnlvXY2zswe8FSDn/2KXEvntOlV1/WRS3l3p3b2NrZUa5iJZISEylboRL2Do5kZGQwdcJo5kYsJz09jefPn9KpSw/mhgTz5YnTDPHxY6zPEJav3Uzk4gXs372D8CWRDB/QCycnF6xtbNFptaQkJ2FrZ0/r9h+ze/sW1Go1jk7OWFlbs2z1ekZ5DyZ03nyat27LpnWrmTR6JHUbNGLMxMlcPn8W30F9yMrK4u6tG1SsUg0AE9P8INWFc2coU668YX78KIZe/QcZ5oLbPo55SBFXV8N87fJFGjRpapj1ej3mFhaG671g+Oru7Vv0HzLMMJuamhpicw/v38XN3dPwXOzz54WiWOYWFpQsXYaSpcuQnZ1N/8HD6PlTVGpI356EzA3n1vVrHPvqC86fPUPxkiUJDBhBVlY2N65dpmHjZkybEMDNa9eoULkyKUlJVKxSjeysTJq1asvoScHk5uayaU0U6elptG7fkSXhcwieOY+P6tandr0GHNq/m3Onf+TbI1/Sok0Hw/Vz+dxZBnv7A+/uT0ojIwKnz0Kv13Pr+hVmTJ6Ii6sr0yaOolP33mxbv5ppcxcajm1G0FgmTptF6bLluXb5AgHD+6FUqnB0dGT3599w784tvv36MJER4QSO9kGtVhM8bRoB/v78UXJzc0lKSiIrKws7OzusrKwM90idTkdubq7h/pqamopGo0Gn0xWKW72PXf3dI1e5ubkkJCSg0Wiwt7fHwsLig6/31yJWf+b/G0L83ci1LoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPgnkZiV+E3vIxN/dFxCp9MB76IVzVu0wMbGlnNnzpCRnk7Mwwd8cfAgahM1RkZGVKn2LkKzemUkWp0WrUZDx487MGnSpD9sPX8lrVZriFiZmZlRpEgRTH4KCP2nFAoFKpUKlUqFubm54fd6vb5QhCUtLQ2NRoNWq/1F4Eqtfnee/wwFj9Xc3Bw3N7dCEauCjI2NGeXvx5UrVzhy9BhLw2fRot3HfL5vD02bt6J+k2YETxjFum17GTNxCsHjAwhfGkWJUmX46tBB2nXsTKkyZblz+xanfviOFm06cOzrL+kzcAhrVy5nyox5+B3ch6WFOT989y2Nm7fkqy8O4uFZjOdPH9Ogfn0a1K9vWI9OpyM2Npbk5GTi4+N5dCOGRvXqEnPjAnevnCH2RSzly5Rk36ZV5Gm1ONnbcfSLAyS8fYNn8RJEL1vImq17Ofn9MWZOHkdo+BK6ftKPaRNGMScikuTEBPwGf4ICJbMWLOHrQ5/xxYG9TJu7iPkzgxnuNwZ4FwmqXK0GpcuWIzEhnirVa+I3NpCQSWOYE7GCiVNnMGWcHxFR69i+aR0P79/FN2A8hw58yrZ9hxg1bADJSUnY2tkBoMkpHLcyMTEpFO95fy0qlUoiVq6lZ4dWKBRw89plxk0O4bO9O/h8324yMjJYGBnN6mURdOvZlyJu7kzwG87ydVtp06ETmelpBI0ZSU52Nnl5ecS/fUNKShJ1q5Shd79BNG/djqAxI6lZux47Nq9n355dmJmbY+/oQFJCAlqdlvKVKnH21I9cv3KJPgOH0Ll7T1Ysns/q5UvwHT2OZdHrGTlkALkaDWMnTaZew8ZcOHeGmVMncePaNcqVr8DcRcuYPW0yCqUR/uMCsbCwNBz7rZtX6di5h2FOS00pFPoyMc3/Xl48d4bS5Soa5iePYug3eKhhNi0Qvrpz6wZFi3oZ5pexL/Aslj8XDF2dP3uGMuUrGOaCUSwAtXH+9+X+3TtUrVEzfz8mJtRv2Jj6DRuj0WiYFzqVGWHvYlFTJ45lz+dfU/Sn953g70PAhEns3raVJfPn8DI2ltr16hO1eD65uXns3LKBGrVqc+vqZcqWL88Px4+we9tGFCiwsrFhbsQKEuPjmTjKm2XRm0nPSMOzmJfh3nHi+Dd8VPfd90ehUGBuYUWDxk0ZNyWE2OfP2BgdRXJyEmEhkzE2MaGImzsOTs6ULvsuJla1xkd06taLE8ePolBASOBYLK2ssbQwJSJiIc2bNeOPpNVqSU5OJi0tDWtrazw9PQ2BsfeUSiUmJia/uD/rdDrDvfV9RPB95Kpg3Krg/fVDBmsKHquNjQ3Ozs6/ONYPQalU/up5+TPOlU6nY/78+Tx48AC1Ws3UqVPx9PQstE1SUhLDhw9nx44dmJiYkJ2dTWhoKImJiVhYWBAaGordT/dRIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/JLErMTvUiqV6HS6PyR+UTBipdfrGTJkCC9fvsTJ0QkjlQobGxvKV6jApYsXiV6/ge6dOzKwTy9UKmMsLMxZvGgRFStW/J13+XvSarWkpKSQmpr6u2Gn/5ZCoTCEVAr6eYQlIyMDjUZTaPuCMZb/62f+82N1d3fH2Nj433pt9erVqV69Ojk5OXxx+Etev4xj+pz5AHTs0oOVSxfhN3YiR78+zI8njuM3diI+g/rg6u7B2VM/0rRlay6fP0vIvAiOfnUIj6JepKYk8+jBPZ4+fsTKdVuIWhbB5JBZ3Lh2heNHvyZ4yuRfrEOpVOLp6fmL4MnP6XQ6UlJSSElJwcTEhHv37hO1YBaDvf0xNTOjVbuOJCXGs2z+HMYETSP+zRsGdG+PnZ09Rb1K8vRxDNY2toTMW8St61cZOagXqalpTJuzwPAe4TOCCZ4dTuzzZ4QGjWX2wuX8cPwoJ45/Q5PmrcnOzuaTjq1w9yhKteq1+KT/IO7eukFC/FsGDvPhsz3bGOwTAIBGUzhmpS4Q6nnyOAbnIq6G+c6tG/Ts25/B3iM5duRL+nZpS+ly5dm2/zDffn2YHRvXsXBFNONGDmXi1BnMXriM0cMHsGrzLtIz0klNScHczAyNVkurdh+j0+n56tABvvn6MDY2drx+GUdcbCyubh40b90WgKili7C0sKRilSo8jomhc/ee9B04lMDRflhaWREwPoiFc2exMXollapVx9hYRbUatdi6aT2f799LvYZNiH8bz6oNWzmwdxeTxvgxZ8Fi0lJTGNKnK0Vc3bh14zoVKlXmxdNnFPXyMhyvqampIaSTmBCPjY2t4bm7t2/Sf/Bww5yenoaDo1P+a81MDT9fPHeWMuXK519LRkpDEOldMCx/2/t3blO/YeNCayh4bRmb5H+H42Kf0/bjTvmfnbpw6MrNw8Mwx799g7NLkQKfsxqv4iUJmj6DzeuiKVaiBE1btObJ4xgChg/h+OkLODg6ceXiBS5fusBQHz8AAryHEPf8GclJiTg4OTF74TLG+g7GuYg7w/1GG/b/6Y4thC1daZhXL49gbOBUANw9i5KY8Jbla7fg6ORE/Nu3jBrWHysrKw5/9ikduvQgLy+Pz/ftYeWmnYZA1qzJ4xjl64NXgc/ov6XX60lJSSE5ORkLCws8PDxQqf6zf4WUSiWmpqaFPit4d98rGBHMzMwkNzcXvV5fKG71/v76Z0eu9Ho9qampJCcnY25u/n861j/Dv4pY/ZlOnDiBRqNhw4YN3Lhxg2XLlrFo0SLD82fOnCEqKorExETD7/bt20fJkiWZP38+33zzDRs2bGDChAl/6brFP98H7NwJIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghxB/uw1cNxN+eQqFAr9f/V/v4ecQKYPz48Rw+fJhq1WvgP3oM58+dJWDseHp26US9+g0Y0OcTYl88Z+DgwUydMuW/Po4PJS8vj5SUFNLS0rCwsPiPwk5/tF+LsOj1erRarSHAkpWVRUpKCrm5uahUql9ErlQq1b8MkRSMWP23x2piYkL3bl0xMVFz/JuvaN66HZ17fMIEf2+eP33M2KCp+A7qg1ptggKYNmE0fQcPpW7Dplw6dwaFQkF2Vhbxb9/w4O4dgsePwsTEBBdXV9Dr2b5pHUHTZ9Lz49Z07dLlP15fwYhVwWCXq6srjRs3ImTGLNw8PPEsVpxe/YawaukChvXuiq2dHS3bdODsjz/QpkMnypavyPKF80hOSsLS2goPz2J8VK8BY7wHUqJ0Gdp16k4Rdw+KuLpRxNWNE8eOcPK7Y/hPmMyooX05f+Y0T2IeUqd+Q2aGRzBq2AAAevUbRNSSBYTMXcjm9dGGdWtyCsesTArErG5eu0qJkqUM8+0b1/Aq8W5u2aY9u7duIjcnhwtnTtGqfUcyMtKJmDeThZFrGOczhFkLlzLYx5/OLRtRplx5Vm7YhlKpJCU5mWH9uqPX6Vm1cRsqIxUBIwYTtiSSSQE+zFm0jEVzZ2JkZETI7DBKli5D6JSJrN++l7mhwXz26W7Cl0YycZQvJiYmTJgyjR4ft2LzhrWsWLORKtWqAzB7+hT27NiKhYUFNra2TAwO4cXzZ/gM6subN28YPHwEHTp2Zc3KFSwJn82rl3Gkp6VhZWX97lyYmhmO/cLZ05QpV8Ewv4yLxbOYl2EuGL5KTU017APgwb27NG7eMn9bs/z93r19C8+iRQ3zq5dxeBQtVmC/+du+fvkSBwdHw/z2zRtcCgaqCsSs7t6+WWh9evLDWJmZmZiZmRuee/rkCXV/Cmh5FS9JUS8vQ5jrzu1bFC2wn6ysTBZHrSEwwJcl0RvwKFqMgEmTmT5xHDs2raV+4+bUadAIS0urQucgV5ODm8e7EJxOp0OpUOLo9O49TExMKFWmLDPnL2Hb+mj8h/TF2MQE/wmTDSGryxfO8lGt6n9YyEqv15ORkUFiYiJqtfpPiQkaGRlhZGT0q5GrX4sIAoXiVu9/fn8O/q/0ej2ZmZkkJiaiUqlwdXX908KJ/wmFQmF4/NWuXr1KvXr1AKhcuTJ37twp9LxSqSQyMpJBgwYZfnft2jUGDHh3P61fvz7r16//6xYshBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL8D5KYlfhdSqXSEKP6T/1axAogOjqazZs3c+/xMyaOHU27Dh+zb+9ujh35mqTEBL7+6jC+Pj74Hfr8DzmGDyE3N5fk5GQyMjKwsrLCw8MDlerv95VTKBSoVCpUKhXm5vnBG71eT25uriHAkpaWhkajQavV/iJwZWRkRFpa2p8S7Pq4QwdCZsykeq3a2Nk7MH3OfMb7edOr/yA0Gg3zZ05n58EvCRzjR1xsLBaWVuiB0z98z7Mnj/Hu150+/Qdx7JuvqFGrDts2rmPU+ECCJ47mxbOntG3b5j9az7+KWBWkVCoJnT6V4GkhDAuYhKOTMzEP7lG2fAWePn5Es1bt6DNwGKuXLWRTdBRm5hZkZWWQnZ2FpaUVDZu2oGO3XuzdvoXxI4cyN2KZYd8Bk4LxG9yHytVrodHkcvfWdUaOGc+RLw4CUP2jOpw9dZK6DRrx5vUrABydnLh/9zbFvEpAgZBMdnZ2odBSzP27tG7f0TA/iYmhboPGhtnExITIdZsZMbAv5hYWdOnZh8yMDIICfDE2VjPaezDJSYmMHDMB9HqmjPPncUwMuZpslkZvxNrGhnEjh7N09XqWrFpH0OiRhC+LIjDAj3Xb9+DpWZTRPkOYvXAx02aF4d3/E9Zt30Po5AmYmJiwcMUqenRoRVpaGlNCZ1G+YmX27dpO5JIFvHj+jI6du7PzwBfEPn/O7GlTcHB0IDc3j7oNGtFv4FAO7t/DnNBgnj19grOzM7PnRxA2Yyp29g74jZ2ESYEI0Y2rVwqdCyOlslD4q+C2F8+doVTZcob5zetXeHjmB6tMf7Zt2fIVDfP7YBxAUmIiNra2hudu37pRKFClzcvD3MLCMBur89fzOCaGNh0+zl9fgXjRvdu38CgQ0Hrz5tW7qNuvrO/Joxiq1qhhmNVqNW4eHoTMCSMwwIeQeYtYsSCctVt3k5OTzZWL5+ndqRXOTi4sCZuNz5gJnDh2hPqNmxn2sW/nNlq07WCYo5dH0L13f4yMjBg0wo+W7T9m9PBBbFy1HKWREc1at+PahTMsmh/GHyErK4vExET0ej1OTk6YFbjm/wpGRkaYmZkVet+CEcH399n09HQ0Gg1KpfIXgSu1Wo1Sqfzd98rJySExMZG8vDwcHDnkRd4AACAASURBVBwwMzP7IPGogn4tYqXX6//SdWVkZGBpaWmYlUoleXl5hr/JderU+c3XmJubk5GR8dcsVvx/5QN/PYUQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDiD/X3K+uIvx2FQlEoRPXv0Ol0htf8/LVffvklwcHBtGvfgaePH1G2bFnWr1nNMG8f5s+bS+XKldm5c+cftv6/mkajITk5mczMTKytrfH09MTIyOhDL+s/plAoDBGVgnQ6nSFwlZ2dTXJyMlqtFoVCgYmJCUqlkuzsbHQ6HcbGxv9WgOX3TBg3lvmLFjJlVjhW1jbkabV8vm8PO/YfYuTQ/pibm9OhU1eOHzvKD98d5enjR4TPCmbd1t2EzwqhXsOGREctZcOOTxnUqwvXr15myMABDBgw4N9ew88jVm5ubr84NwUZGxsTOn0q00Jnkp2TS7uOXWnVviPJSYksDZ9NekYGmpwcbGzt0Oq0qIyNmTBlBnl5eYSFTObhwwdUq1GTLXsPEjzOn7U79qFUKjE2NmbC1JkM79uVOYuWs2z+HDp3/4TnT55w++Z1evTux9SJo6nboBFVqtXk8vmzBEyYTNSShfQZPAInlyKGNd65eb1QLCku9gWu7u6G+WXcC9zcPQyz+qfPd82WHQzp3Z2mrdry/bEj1KxTj2ePH6FQKPDw9GTjmpXodTqMlEYMHuHL1UsXuXP7Bu07dmVR5BrGjRzG8jWbmbd4Bb6D+1KhcmX69+jIl8dPsWTVOsb4DGXhspUETp/J8P6f0LXnJyyeP49F82YzcJg3Rb1KcOTwIXZv24KpmRl6rY7R4wP57NM9RC2NwH/sBMKXrGBAry7Y2zvw+tVLTp74jt79BzNm5HCG+fpx/sxpNq5ZxazwhaSkpjCwV2esrKzZv3sHjZu35NnTxxQrXtxw7AWjX1qttlCY6PqVSzRu1tIwq1QqQ+As/u0bbO3sDc89uHeXRs1a5O+3QEjqwrkzlClXvtC2VWvWMswFY1qpqamF4jyvXsbiUiQ/UGVc4Nq8c/smnkXzP+fMjAxsbPKjWeoC+339Mo4irm75z/0UzCpdthyjxkxgYPePadi0OXGxL6hQqQqnT55gfNBUWrb9mEvnzzJv+mSuXr5Ih87dSEtNxcramu+OfsWytVsM+3wU84AJNT8yzLu3biJ4Vhi1atclIf4tC+eE0qdn9/86dqTRaEhMTESj0WBvb4+FhcUHDzu9VzAiWFDByNX7e+z7kOD7yNXPQ1fvw0xJSUlkZmZia2uLtbX13+JYlUrlr67jr16bhYVFoRiVXq//3bikhYUFmZmZAGRmZhb6vgkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOKX/vvKjPhg/tPA1P+VQqFAp9P9W9vqdDq0Wi16vd7w+LlTp08zeeo0AsaOY9OG9QRNnc6PP/yAnb0DsXGx/7Mhq5ycHF6/fk1cXBzGxsZ4enpib2//Pxmy+i1KpRKVSoVGoyEzMxMLCws8PT3x9PTE1tYWIyMjsrKyePv2LU+fPuX58+e8fv2apKQkMjIyyM3N/Y+vXRsbG1o1b8qh/XuZHjiWQUO90ebloVQqqd+wCce+/pLylSoDsH7lCvYc/BJ3j6LkZGfj7OLCutVRFHFzZ7y/N2bmpuzZuf3fDlnpdDqSk5N59uwZubm5uLm54ezs/Jshq/csLS2ZNiWI1KQErG1sALC1s8d/wmTevn6JkZESvV7P5NC5TJkRxoI50xnjMxhzCwv6DxmOQqGgiKsbI8dOZPqksYb97tm+ielzFjI7OJD+Q71RKBT0HjCEtZFLsbG1w9TUjLy8PHr06c+mtatwdHIm7sVznj95hGexYob93Ll1nWLFSxrm9LRUHBydDLNWq8OiQMDFxORdeEmpVLJ22262bliDubkFOq2Wob6jcHV3R6FQYmVlzea9n9G9d19inz9j9sKl/PDtMb795kucXVwIX7qSAT06Mdp7MIOH+1KmbHlKlCxFhxYN+aRTW2p+VAfvgb2ZFxKMnb0dR744hJubOx936cbzZ8+IXrGUJ48eoVQqKVO2HJpcDTY2tqzeuI1ixYvTs2MbOrVqzPwlK1i3dSfLo9fz4tlTBn7SFTMzU1q17UBYxDKmzZqHz5ABePfvS81atdm4Yw/mZqb4Du7L08ePWL4wjCsXz6PT6TA1zY9X3b5xnaJe+aGrJ48e/cvw1fmzpylbvoJhfv3qJR6eRX912+tXLlOqTDnDHPvi+a+GpQDu3rpZKESWkpyMo5Pzr2779PFj3D3yo2QmJiaGmFBmZibm5hb510BGOnb2Dvn7Mcm/zmvUrkP9Ro0Z6u3L5fOnGda3G48ePuD1q1dkZKRT46M6pKenMWHKdKrWqEnkojCG9Xn3me3aupHkpETu3b5NuQqVCsWMHt67S82P6gDg4OiEg4M9jRs34v8qLy+Pt2/fEhcXh6mpKR4eHlhaWv4t4k6/533kytzcHFtbW5ydnXF3d8fLyws3Nzesra0xMjIiOzub+Ph4nj59ypMnT3j27Bk5OTnY2tpiamr6l/1/8K8olUqMjIz+Nue8atWqnD59GoAbN25QsmTJ33nFu9ecOnUKgNOnT1OtWrU/dY1CCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcT/OtWHXoD4+1Mqlb8bxtDpdIZtfmvb+Ph4iri6ceHCeYYOH0Fubi4nT3xPjZq1mDMzlL27d/+ha/8rZGdnk5ycTE5ODjY2Njg5OaFU/jM7cXl5eSQnJ5Oeno6VlRUeHh6oVPm3kfcRlvf0ej25ubloNBo0Gg1paWloNBq0Wi1qtfoXj98KfzVr1gxfP39q1qlPmw4duXD2NE+fPqZnn/6M8R1GnQaNuHrpPMVLluTbb76mc7cebNu0Dv8xE+jTrSMNGtRnfljYvxWhgnfXdGpqKikpKZiamuLm5vZvv7YgR0dHtm/bwoHPDrJo9jS69x3MnGmTWLJqAw5OTsQ8uE/4jGDu3r5Fk+Yt+bhzNy6eO0OvvgMJf3CPMz+eoF7DJnx/7BtOfneU6h/V49H9+0we60ejps24evkSTZq3xsnFBX4Kz3Xo3I0t61cz1GcUxmo1Op2OBk2asWPzOob6+hvW9vTRI+rUy48GqVTGheIzpqb5QaS8vDxMCsx6vZ4mzVowY94C7t6+yYTRfri4FGH15p28ef2KwICRrFi7mR2b17NqWQRzI5YTOHokKpUx+3ftoFffASgUcPrkCfLy8vDwKIalhSVWNrbs2bH1XRjLSIUmR4OpmRlVa9bi0IFPsbSyJjcvF1//MezesYWiRb3wDRjHymURrFsdhUKhoHLV6lSqUpWVSyNITU3F0sISpZER+w5/w9PHj5gyfjTmFu8iXI2bNsdn1Bgunj1D+KxQrl29jFarJXTufMpXqEh01HKmB43DysqGlJRkbGxsuXj+LGXKlTeci4yMdOwdHA2ziUn+ebpx9SrtO3U2zEYqFcbGxgC8fvmy0OuePikcxXr75jUuLkUMs3GB6+/u7VsU9coPk6lUKsP3R6PRYGpmanjuVdwLXIq4GuaC1/GdmzfwLJq/H7WJutA1UPBYNBoNpqZmlC5bjtJly5Gelk7Xnr2I+3/s3GV4VAfagOFnNO6uhBCguFO80Ja2SCnu7l68OBQr7k7RFgptqevWZSvbYgkRLCHEdSaeTCYz348uJxOgsvtVaPa9r2su8mbOnDkefj0pyTzz9BTSkpOp16gxLR9si7uHJ15ePuzYvI4jL50lLuYyB3Zu5avPP6Vxs+ZYLBbUajVX42KpW6++8p2pKcmEBFbu83/CYrGQl5dHXl4eLi4uhISEVJuYoEqlQqfTKdeO1WqlsLCQnJwc7OzscHR0xGKxUFpaSkFBAeXl5Wg0mirPV51Oh16v/0MDUyqVSnndTzp37sz333/PuHHjsFqtLF++nJMnTxISEkKnTp3u+Zl+/fqxcuVKJkyYgFarZfXq1X/yVov/BSrur3tFCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf4/JGYlfpVKpfrZQNVvjVjddvrMy/gFBND6wbbs37ubhUuXsWzhQpKSb9GhXTvq1Knzu277H6mkpASj0YjJZMLd3R1fX99qHbEyGAwUFRXdM2L1c1QqlRJSsWWxWJTAlclkoqioCJPJVGV52wDL7eM6f95cPv3qGwBGjp/Eto1r2bbnEN4+Ply+dJGHHn6U3v0Hsnf7VrbsOcC7b73BJx9+gJ1ez7YtW37Tvt4ZsQoICPivIlZ3Hoe+fXrzWNdHWbx0KcHBIZgrzADUrBVBbnY2Dz38KB6eXnTv1ZfIC+f45qvPmbNoBVNGD6FZyweZOX8xPR9uh7u7B+XlJp7bsoNWbdoxadRQ5Xseebwbr505SZ+BQznz4nHGTprOEz168eKxQwwfM4FdWzbQsHEzZfn09FQCgoKU2TaABKC3q5yvxMYQHByqzDFRUYTUCAPggfoNCatZkybNWrB57UrmL32WtVt2MX38KPYefZGj+3ezb8cWvL192bVlI3q9nrCa4XTs8ghP9HyKWVPGUat2XUpKi1m6ej2FBXmsW7mUstIS0lJTMZlMoAJ//wDWb9/NxXM/cvL4EUaPm0hiYgKDnuqOo6MDIaE1cHVzJzkpkYKCfLo+0Z3TL57Ap5Y/N65e4dTxI4ydNJUN23czYkAfAoODiYuJZtGcmdR9oD7p6WkcOfkyWq2Wt18/y9YNa8nJzuaZpSuJqFOHedMm0bxVa27ejOeRx59QjoWdTQAqNTkZbx9f5b2kWwnUqBmuzA72DsrP33/7NXXrNVDmstJSPDw8lbmiogJHJyfg3zExm7DUrcQEWrdtV3mu9JXvXY2LJTAoWJkLCwqqRLP0NuuJi4km2DZmpau81tNTU/Hw8LK5BqIJCg5R5oz0VPwDA6nfsBGPPt6NKWNH0qFjJ1YumkuF2czF8+eYu2gZWq2WTl0e5eUXj7Fy3UYsVguTRw5iwLBRfPDOm8xfslJZ53tvvMroYYP4T1itVgoKCjAYDNjb2xMUFKREn6qj0tJScnJyAPD398fe3v6uZWxDguXl5coz1mw2o/13UO3O5+z/J0B1r4iV1Wq9b6JWarWaRYsWVfldWFjYXcu9+eabys/29vasX7/+j940IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBCi2pCYlfhVarUai8VS5Xe3I1a/JWB1m9lsxmA0Eh0dzdZde+jd4wm++uIL0lJT+fHHH/4W8RGr1apErMxmM+7u7vj7+983wY7fW3l5OUajkaKiIlxdXQkJCUGj0fy/16tWq7G3t68SYbFarVRUVCiBq5KSEvLy8igvL0er1aLX6/H08CDh2lWsViuhNcIoKy3DYrHQ7cnefPP1l1y/EoeTkzOOTk68/soZ+g0czPP79nDs6JFf3aY/ImJ1J2dnZ3Zu347RaOTECy+Sbcjj6pUrPL1gMY2aNmfe9Ikk3LjOnEUrmDpmKE1btGbBslX06/4IHh4ehNaoyaIVq3D38GLdikW0btueiDp1SbhxnZq1Ini8x1PMnDCS/kNGEFKjBulpqXR5rBuTRg4iMz2NgMAgoi6eo12nLgCUm0w4O7so22dnd2fMqjJ6FB15iZq1IirnqIuEh9dSZlNZGZOmzeTw/j1s37iGWQuWMnP+Ivp3fwSNRkPtuvUw5GRTv2Fjhowcwz+//Ixnlz6D1Wrl2OnXf9re1FQ2rF6GRqvF3t4evV6PSqUmM/4G//zqSzo+1IUl82YREBRE89YPsm3Tc1itVtRqDc1atiYp8SZ5+Xk8UK8+//r2W95+4zWsQI9evWnavCVvnn2Zvt27kpGRzrY9B2nd5qcY1ObnVnHh/I94enqxfOE8Oj7UhcyMDJq3aMXgEaPYuXkDnt7eHHrhJQ7s3kHUxYscO7iPbr1606LVg9jbOyrH4V/f/ZM6D9S3OS4mXF3dlNk2GHY58hK9+w+sfO+OKJHt9Zdw4zr+AYHKnJmejn9g5ay3q1w2LuayEhq7fR5vP6MsFkuV85yYEE+zli3v+Z3RUZcIDaupzLHRl6vMhYWFVeJbDg4O9BkwiD4DBnHpwjm+/uwzsFaw/tnFXLtylYg6dWjxYFu0Wi2t2rRn63OriYu5zCunTjBo+Gh8/fzJy83Gy6syoPVLbj+Pc3Jy0Gg0+Pn53TPsVF2Ul5eTm5tLaWkpnp6eODs7/+zfnp8LCdpGrkwmE4WFhZSXlyuRqzsDV78lcqVWq++5THX9uyjE70luEyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUR1IjEr8atUKhVWq1UJWv2nEavb3nvvPRo0bMT7771L5/ZtyMzI4M0336Rx48a/9yb/7qxWK8XFxRiNRiwWC+7u7r8YEvm7+6MiVr9EpVKh1WrRarU4OlbGge6Mr9SJCOfShfM0bd6Cx7v14MyLJygsLKBW7To4ODhy5OA+5i5cyrNLn+HpeQvJSEulVq1aP/u9FouFgoICjEYjdnZ2+Pv7Y2cTcfojuLu7M3PGdEpKSliybAU1aoajUqlYsW4TT08aw+FTZ1m0ch1zp40nJSkJc7mJg8dforCwgI2rV7Bt3/OACovFwtBRY9m2YS2bdh1Ar9fj4+dPvtHIoOFj2L1lAw2bNKWoqBCdRsu7n37F2GEDCAwOISw8AnubqJHJZMLBwUGZc3OycXNzV+Yb16/QpNkgZU64cZ027Too8+1jNm7yNPZu38LIAU/h7u7OoROnuRx5ic8+eh+1Wk3khfNER16krKyUUeMn0ap1W9YuX0jLB9syfupMHnq4K++8/iqeXl4YcnJp1aYtYyZOZfO6VaQk3yIxIYGU5GR0eh0+vn6069CJB+o3ZPnCeTg4OGAFQkPD0Oq09OrTjw4PPczeHVvYsn4tZrOZFq0fpMujj/PxB+9xeP8eEuLjCQoO5vkXTqPRaCgqKmJI3564uLjQoGETImrXYfeho3z95ec80bkdZnM5S1auoXnLVhw9uJ+Vi+ej19uxfeM62nZ8iEvnf2TgsJHKcbGNK6UmJ+Pp5a3MybcSqREWbrNs5fGHqjGx2OgoQmrUUOaioqIq50evr1w24cYNHu/R857v3UpMwMfXV5kz0lMJ+Hcky2KxoLNZ9uqVOJq2qAxdJdy4QY9eT9msV1/lGWj7PTGXo6hTvx5dn+jBoGEjGTN0IE9078WkkYOZOH0WYTVrER11ieOnXycp8SYvPL+fcz98z/ixY/gtysrKyMnJoaKiAk9PTxwdHavt89hisWAwGCgoKMDNzQ0fHx/UavV/ta6fi1xZLBblOVteXk5BQQEmk4mKigp0Op0StwLQaDS4uLig0Wiq7TEXQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHEf05iVuJXqVQqCgoKANDpdOh0uv84YGEymXj+8GFKiksoKipi+rRpTJgw4Y/Y3N+V1WqlqKgIo9EI/BQhcnJyqrYBD5PJhNFopLi4+E+LWP2aO+MrQ4YMYf3mrTRt3oLuT/Vl0qih1Kpdl0sXzrFh225mTBxLfn4eGelprFqygBdeOIHFYrkr/vJXRKzu5ODgwLIli9i4dSPPrFiHq5s7k2bMZuWiuQwdOZ7oyEgGDBlOpy4Ps3PLepY8uw6z2YzFYuGRx7vx6umTDBw6AlNZqbLOgcNGsmvrBjo/+hiXLvxIzVq1ePWdf/DMrGn88P237D38AhNHDmHrvsPY2YSWYqOjCAqtjCVFXrxAWHhlBCw9NYXA4JDKOS2VwKBgZbazCWNNnTWXzz79CKvVwrYNa3iwXUfKzRXUCK9FSx9fIi+eZ/6SZ3nl1Al+/P5bNu06wJmTx+javiWurm6cfO0dHBwcqKioYOyw/vz4/XeE1azJui07SbwZz+6tm0hNSSEnK4vTLx7H198fH18fDhw7yXtvv8k/3n+HgUOGczMhnp1bNqHWaqhXrwG16z7AldgYnt+3i9LSUqxWK+u37iAl+RYLZk0lIy2dzIx0tu45QKMmTfnys08ZM3QATZq34Mfvv2PPwSO4e3rywbtvs3/3DvKNeXj5+DD16dkEh4ayZO5sSktLSU/bgIODI+XmclKSkjj3r+9p3Kw5//run9Rr0Eg5ThXmCpycnQEoLS3F0aky4gZUCQ7duH6Nhx5+1OZ4V4ak8oxGZT0/nZsU/P8dqALQ21WuJzY6mtAaYcpcVFiIu4cnAGmpKXj7+CjvpSYn0e3JynjVneu1vV/y8/OrbENCfDyNmzavsmzP3n3o3uspVi5ewGeffMSAIcNRqVS0bNOWoqICgvx96Nu3D7+kvLwcg8FASUkJHh4euLi4VNvnsdVqJT8/H6PRiKOjI8HBwWi1f8x/29RqNXZ2dnc9A20jVyaTiStXrnDgwAFMJhPe3t7Ur1+fiIgIwsPDqVGjxp/+DBXi7666Pr+EEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQ/5skZiV+lsViAcDV1ZWCggIKCgowmUxUVFQocSHb189Fjw4fPszhI0fJyzNyYP9+OnTo8Gfuxn/FarVSWFiI0WhErVbj6emJg4NDtY0O2Eas3NzcCA0NvSv+dL+ws7PDXq+jsKAAZxcXHBwdqfNAPZJu3eSDd97E3dODJfNn065tGyZPnIjJZCIxMRGtVoter0en02E2mykuLv7LIla2PDw86Nb1UV5/+RR9Bw2jTftOvHT8KEP6dKNJs+bMWrAIq9XKwT07AOj86GO8/fqrPNHzKWZMGMXAoSPo8NDDvPfW63Tv1Yd6DRqzZO7TODjYs/fIC6xcNJ+J02ayZtN2powZxpqN23lu204Wz5mOt7evsh0xUZHUDI9Q5isxl2naopUyl5aU4Orqpszl5eVV4kX6O45hnTp1WbdlBxaLhVlTJ3LrZgLDRo+j76ChZGdlsnndKnKysygtLmHM4L4YDLmMGDuBmuG1WL1kAUlJieRm5zD7mcV07daDhBvXWbNsESaTCY1GQ1jNcFQqFYk3E7gSG4tGq6X/k4/zwAMNqN+gEYf27/kpiGWxUCu8DlasvPvW61gtVtQaNaPHT+JKbAwH9uxAr9NTUlxCaFgYj3fvyaa1q5gwZTqdujxMQX4eJ48fxdvHh43rVtGsRSvy8/No2Kgxy1at41biTd558w3WrVxGUHAw7h7ulBSXcCvxJgGBgWzcvot33nydvds3cysxkYi6dblw7gd8vH0wGHI5/8O/CAgMIv7GNWpF1FGOn8ViQafTKXN6Sgr+/jaBKpvQVfTlSGqE1VTmPKMRL2+fey57/Wocbdp3qnLebj/XoqMiq4SusjIzqsSrCvLyqq7X5pzHXr5c5bMZaan4B969vWq1mlXrN7NwzgzqN2zIxjXLKSwooFmTxsybO4efU1FRgdFopKCgQAnt3a/PqP8vq9VKSUkJOTk5aDSav/QZZRu5UqlU+Pj40LFjR8xmM6mpqSQlJREfH8/3339PYmIiJpOJwMBARo0aRYMGDf6SbRZCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcRfQ2JW4i63I1ZWqxWr1YpOp8PT07PK+yaTCZPJRFlZGYWFhZhMJtRqNXq9Hjs7OyVwFRUVxatnz9K4USOeeWYBNWvW/LmvvS9YrVYKCgowGo1otVq8vb2xt7ev1hErg8FASUnJfR+xstW3T2/eOvsyQ0ePw8vLh5vxN/D09OL0iyfo2aMbe7ZvrbIfVqsVk8lEXl4eeXl5qFQqVCoVpaWlZGdn/+Yw2x+lU6eOfL9lKzfjr5OSdIt/ffdPdu3eRXpqOrcSbxJaI4wGjZpwOfISPXr14enJY3mq30B8/fzJMxrp1XcAs6aMo3uvPrx04gj9Bw3h808/Yn7NFUybNZdZU8az88ARNu3cx8xJ41i2ah15RiPZmZm8/9brPNqtJzfjr9OqTRtlm5Ju3aRH737KbGcTPQKws7dXfjYaDLi6uihzWkoKnl7ewE8xHFdXV3YeOMznH/2DSSOH0LNvf3KyMmnZug2ZGemkpiQTHlGbrz7/lBOHD6LT6XiwbXsGDBnO6RePk5KcxOgJk+n25FO89MIxwmtFkJGWhslURlBICE7OTjRt1oLYmGguXDjH119/hZ+fLx4enrTv1ITvv/kaf/8AQEVAUCARtevyyT8+IDsrEyvgHxBIQFAgWZmZdHuyFwOHjWDfzq2sWbEEN3d3Tp19C51OR1lZGYP7PElQcDAqlYrJY0ag0qiIv3adrXsO0KRpM6IunmfjutWs2bCFmMuRHNq7iyuxsRiNRmpF1KJmzXCuXbvCd//8imEjx/D1l5/xr2//SUZ6Ov0HDVGOYcKN6/gHBilzTk42Pn5+yqzVVoaursXFUqNmLWXW6bTKNZyeloaHR+XzOzU5uUpkSmcburpyhWatWyuz1WrFwcGhyrK37yuLxVIlkhUXc5nQsDBlLigowNPTS5ltw1c52dm4u3vQ9fFudH28G2+/fpb6EZWftWW1WsnPz8dgMODk5ERwcDBabfX9r4vJZCInJwez2YynpyeOjo73xd8ftVpdZTu0Wi2hoaGEhobSvn175fcWi4W0tDScnJz+is0U4m/nPri9hRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOJ3U32LEOI/ZrFYsFqtAMq/96JWq7G3t8feJmZjtVoxm81K5KqoqIjvvvuOFStXMmXyZLp27YqdnR3FxcXY2dn96bGgX2OxWJSIlV6vx9fXt8r+VTdlZWUYjUZKS0txc3PDx8fnbxGxuq12RAQnXjxJbk42FRVmvvvnl8yYNpVtm9bfteztQJnBt0u6SwAAIABJREFUYECv1xMQEKCcW9sw2+3r1mQyoVKp7gpc6XS6P/QYPT1jOjNmzeHi+XOcPfsq9R54AKPRyKFjLzDl6XkMGj6aNcsXsvPAUby8fSgoKGDQsJHs3LKeZavX4+HpicGQy5effsSxl16lcbMWzJw0lt2HjnEr8Sab1q3i6XkL0ev1LJk/m/DatVm66jnefu0VZowfQXJSEpNmzFK2JzszE/+AyuiRnV3V+8FOXxknirx0gbDwCGW+dPE8NWtVzhnpaQQEBjFm0hSGjRlHty7tCQmtQWFhAUNHj+NKdDSnXjiCj68fNWuGM2fhUk6dOMIn//iQjTv28MarL/Nw2+ZoNBq27X2eRo2bYDKZmDh6GC1bteZW4k1iYy5Tp2493N3cMRgNmExlXI2LJSszA3cPT1QqFU/0eJKsrEw+/sf7qNVqmjZvQWBQMBfP/8i0WXNwcnJh3crlZGVlYi4vZ96ipRQWFbJwzkzS01K5lZjImAmTGD1+Emq1mm2b1pOVmUHvvgP5/ON/sHje0zg4OOHs7MwXn37M4GEj+dd33zB4+AgGDBlOWmoKc6ZPpsdTfdDr9Ny4fo0vPv0YTy8vPv7qO8YOG8So8ZNxcHAgNuYyoTXClGOo0WjQ6X4KWFmt1ipxqMSbCbTt0EmZtbrKyFRsdBShYZURwZzsLHz9/G3OY+Wyycm36N67jzLbxqqgapAqKSkRH19fm22Ip037DlU+ezt+dGf46nLUJcJswoZpKck82qldle+yWq0UFRWRm5uLTqcjMDDwru2pTsxmMwaDgaKiIjw8PHB1db0vI1a/ZfmgoKBfX1AIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDVjsSsxG+OWP0SlUqFTqdDp9Ph5OQEQHx8PB+8/z46nU6JBRUXF/9sLMg2fvJnsVgs5OXlkZ+fj729Pf7+/tjZBFuqm7KyMgwGA2VlZX/LiJWtJo0asn3jc0ReOM+rr5zB3d29yvu3I1ZGoxGdToefn99dgbKfC7NVVFQo12xJSQl5eXmUl5ej1Wrvuma1Wu3vct3q9Xpmz5yOl5cXPj4+ALi7u1OYZ8BiseDr54cKFRaLhX6Dh7Fn+yaeWfose3ZsBqDvwKGMGdibZ5Y/C0CrB9tw62Y8G1atYP7SFYwa1JeuHVqza/9hGjdvwaXz51i7fDFRkRcIDg5l+OixLJs/m237D2Nvb18lngRVQ0YAdvaVc+zlKBo3a67McTGX6dTlEWVWoVKOsV6vp0nTZmzbe5CE+Bs89+xyLkdeYvma9TzyeDdSkpPYvXUjqcnJlJaVMnHUUAoLCmjWohVP9u7HZx99wOypE1CpVLTr0InxU2Zgb29PdFQkK5cswNPLm4jadVm+dj3vvfUGLxx9nvyCfEqKi3j/3bfw9PSkQ6eHmLd4Oft3befSxfPMXrCYnVs2EX/jOvZ2djzR40myszI5+/JpAAry8wgIDGLeomVcOPcDMyaOJS4uFo1GQ/0Gjbh2JY7Y6Ms80aMXM+fMx2w28/knHzN2xGAaNGzE+R9/4IP33iE3OxsnZ2fO//A9rq5uXImLY+/zx9i9fTNlZWVMnjaTg3t28PS8hdy4do0OnR9WjqHOJlCVnpqK97+vEYDMjHT8AgKqXEu3XY2LoVHjplXP3b/P5Z2RqZysTPz8bdZz5zm3WTYmKpIaNpGs9H8Hy+78DoDkpFv4+Pop85WYaBo0aqTMeXlGXF1dlbm0tJScnBysVis+Pj44ODhQXVksFvLz8zEajbi4uBASEnJfxB5VKpXyEkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhPgtJGb1P+z3iFj9krZt2yo//1wsqKysjOLiYoxGI2azGZ1Od1csSKPR/O5BjYqKCiVi5ejoSEBAQJWoS3VTWlqK0WikrKwMd3d3fH19/7YRq9t69ujBrl27OXXyxSohqzsjVr6+vndFrH6JSqVCq9Wi1WpxdHSsst7y8nIlclVQUIDJZKKiouKeYbb/JkjzwAMP3PW7ju3b8+3XX9K+U2ce7dadV156gYFDR3Jw93ZUKhWNGjfj0vlzXL96BQtWmjStjEr1GzSUOdMm0qVNc8ZPnkZEnbqcOHqIwp1beeiRx0hPTWHKjNmcOXmCPgMG07RZC+ZMHc+2fYerhIwK8vNxdnZR5tycbNzcKo954s0Euj35lDKnJN0iKDhYmfX6O6JIdj+dj5rhtWjbviODh4/k4vlzvHzqBXo81ZeszEzatO+ASqXm+rUr5GRlcen8eaKjovDy9sbBwYHJM2bjYG/P4nlPEx0ViV6v5/Qb7+Hk7Mx3//yK8cMH4e8fgL29PUEhIaSnpXHrZgLJiYmYTGZGDOxN+06dwQobVq8kNzcHTy9v6tSpy+VLF0lLS6WstAxPb2+69exFTPRl9u3axs2EBAoLCunxZC8e696Da1ev8urpU3To9BCJN+MZP3IIFquFqzGxzJz3DC1atSYuJpo3X3uV/W+ewNnFhbffOMsrp0/h7OJMg0aNeXreQpYtmMO2vQc5uG83eXlG0lOT8fe/d6AqJjqKkNAwZS4tKcXV1e2u4/vTuUii6xM9lFlns560lBQ8vSujWFaqPqvvfCbaXhNXY2Np/1BnZS4rLcPFJkhl+9noyEuE2oSvkhJv0rVbd2VWYUWlUmEymcjNzcVkMuHh4YGzs3O1jSlZrVaKiorIzc1Fr9cTFBRUJR73V5GIlRB/LrnXhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEENWJxKz+B/3REatf83OxIIvFosSCbkeuTCYTgBIIsrOzQ6/Xo9Pp/qsYk9lsJi8vj4KCApycnO6bgMgfpbS0FIPBgMlkqjYRq9vs7e354vPPlPn/G7H6NSqVSrkObVksFiVwZTKZKCoqwmQyVVn+9uu/uW67dOnMqrXP0b5TZx7v3ovp40cyaNgo6jdsRHTUJQKCgpk7YxKjJ0zi+ROnmT5xDMdPn1W+x5Cby4FjL3L6xDG+/OxjwmvVJiszg4/ee5vGTZvxVN8BtGj1IJNHD+PA8VNMmT6LuVPH4+TsrGxDdORFwsLDlfnShfPUrBWhzNmZmfgHBCpzbm4uPr5+yqy3r4wgZWdl4u7hocwJ8Tfo1OVhHun6OGazmcc7tycwKIj4G9d5oH5DALx9fJk8YxaffvQht27eRKvVsm3DOuwdHCgsKGDVhs2kJN1i2vhRTJ4xizbtO/LuW69jqbDg6+eHITeXevUb4OfnR1pqCj4+PqSmJPPamTPk5mRRUWEhonYdaoSF8dWXn+PvH0BBfj4enp5UmM0c3LMLewcHioqLeaBefRo1acrNGzdYsWgBNWtF4OPjw5W4GJq3bM0/v/yc2nXrMWrsBOKvX2fs8ME0aNgId3d3Fs+fTVxMNN4+Ppx89Q12bt3E159/RofOXUCtJisrk/mLl7Fn+2ays7Px8as8hnY2x/DalTgaN6uMltnZ6ZUgiiE3t0pUKiszo0oUy/aeiL4cSWiNMGXWaiv/S1BaWoq9vYMyp6el4eHhpcypqckEBAZVnmN95TZYLBb0dpX3ybUrcbTt+JAyZ2ZmVLlerBYr2dnZFBYWVrvn1L2UlpaSk5OD1WrFx8cHBweHX//Qn0CtVktYRwghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEP+16luLEHexWCxUVFQoMau/ImT1S9RqNXZ2dri4uODt7U1gYCA1atQgODgYd3d3tFotJSUlZGVlkZiYSFJSEhkZGRgMBoqKijCbzT+7T2azmezsbJKTk7FarQQHB+Pj41NtQ1alpaWkpaWRmZmJk5MToaGhuLm5VctAzO2IVVJSEkVFRfj6+hIQEPC7hqx+iVqtxt7eHldX1yrXbVBQEG5ubmg0ml+8bsvLy3/xXtRoNDg7OVJQkI9er8c/IIC01BQKC4uYM30imRnpjB4/CWOugaCQEGYvWMTMyWMBOHJgL30GDKJ+g0as2rCFlWs38sVnn1C/QWOOnzmLg6MDu7dtIjgklA3bdzNp9DCcXV3Iy8vjxvVrvP7yacrLy7kcdYnQsMqYVVx0NKFhNW2OgQo7u8rYkl6nQ6PRAD89d2zfu3jhPOERlSGs9LQUAoOCgZ9iSnXrPsCLL7/Gzn0HqVu3LldiYigsyOejD97j4UcfQ6VW8UC9+jRt3pz6DRuy88DzvHTiGEm3brH3yAscPbSPxzq0pjA/n5XrNrJ55z5Wr9/CxXM/4uvrR1BwCLm5OZjNZiosZnr26cfKdRupEV6LLz79BGcXF25cv0ZychIJ8fEYjAbadexERJ26aLVaEm/Gc+qFY5SWlhAeUZvi4iLc3N1JT0vni88+pWHjpuRkZbJo3hw+/ehDatepi9lcztWrV0i6lciz6zag19uhVquZMmMWB/btAmD2/IUsWzCXho2bkBgfT1lpqRJOKy4uxsEm/JeSdOuukNRtMdFRhNSoocwVFRU4OjlVLmtzLq7FxRIcWrmsbbzqSmwMgcEhyhwddYnQsDBlzs3Oxs/f/57bkJSUWCVmlpKSTIBNvKqioqJKyLCkpASAkJAQ3N3dq+VzCqC8vJyMjAwyMjJwdXUlKCjovghZqdVqNBqNhKyE+Auo/qSXEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvwZtH/1Bog/lsViAbgv41W/hUqlQqvVotVqq8RPrFYrJpNJeeXn52MymbBarej1euWlVqspLi6muLgYFxcXgoOD0Wqr72VfUlKC0WikvLwcd3d3XFxcqm2gxGq1UlhYiMFgQKvV4uPjc1+EYeCXr9vy8nLlui0oKMBkMlFRUVHlur39uh2E6t2rF++98RqDRoymfsPGjBjwFGs2bKV5y1ac/+F7ps2ay+pli3jv7Tfo/mRvbibEs27VMm5cvcLhF19Wvn/ds8s4ceY13jz7MlvWr2XuwiVs3/gc+3ZuZcLUmbi4uLJo7tMEB4eyZtM2PnjnTaaNHU56WhpdHumqrCcpMYFeffsps20gCcDOJiSWkpSEr19l9Cj2chQPtmuvzBaLtcoxqrIulYrREyYydMQoMtLTGdy3F97ePnR7sjfNWrQkJiqSHVs2UFxUxJeffswP332DITeHCVNn4O7hwZJ5TxN16SKFhUVMnzOPvgMGo9VqmTlpHF2f6EadB+oTFxPN/l3bCA4JxT8wiFoRdZi/aBl7d26ltLQMV1dXEhISSLh+DUcXF4qKiikvL+erLz/HZCrH08sTF2dXSstKSUlJ5vrVK2i1Wnx9fcnIyEQFODjYM2r8RF5/9WU6PNSZ0pIStm/awJxnFtHlkUd56+wr9Oo3AA8vL+JvXGfZ6nVMHjuSzz/5CDd3d1KSkggMqgxLZWVm4OdnG5KqPGZXY2MIj6hj815lZOquKFZyEj1797U59pXLxsVEE1azMlh2NS6WZi1a2pwaVZUYoM42qBUZSQ2b2FlOdha+/gHKbBs3s1gsODrY4+3tTXVlsVgwGo3k5+fj5uaGj4/PfRHsUqlUyksIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBDi/6v6Vn3+x/3dI1a/RqVSYWdnVyWKAlBRUYHJZKK4uBij0YjZbAZAq9ViNpspKChQQkFarbZaRDysViulpaUYDAbMZjMeHh44OztXi327l9sRK6PRiEajua8iVr9GpVIp158ti8VSJc5WVFSEyWRSgkGOjg5ciYki6uJ5PvvoHwwfNYaYy1FMmDaD+OvXOHn0MEueXcuMiWOIqF2Hnr37cez5Azg4OJAQf4PwWhFcuxKHf0AgAYFBTJ4xmz3bt7B94wZmLVjEqMH9OfXCcTZu20W7jg8RFXmBNcsWERsbjYe7B12f6M7mdavYefAodnZ2ZGdn4WcTJ7orZmUzX7pwjvBaEcqcdCuRvgMH3XPZO+eYqEhatWkLgJ+/P+Hhtdh35ATLF83nxJGD1KvfAJPJRN9BQ4i8cJ70tFQcHB3Zu3Mbjg6OqNRqnF1cGTBkBGaTicc6PIiruzv29vZ889WXXI2L49KF8zyzdCXdnnwKq9XKG6+8zPrVK6hVuy5ms5mb8dexWsE3IAAPTy/s7ezIyEincZNmXDx/jm49e/HSi8fRarXUqBGGSq0iPS0ND08vrNZs9h0+zqK5s+g/aAglxcW8fPJFBgwdxskTxzCbzYwaN5FRgwfQq98A5i5cwrD+vTGVlfHQw49w+eJ5Pv/0E8pNZXh4eXPp/I94eHqRlZlBSnISwSGh2Nnbo7OJUCUlJtK+U2dlto1MXYmJJigkVJlzsjKV81haWoq9zX2UcOM6DRtXhq5Skm/R/cmnKs+TTbDMYrFUOW9XYmPp0LmLMt++7m+zDQrm5mTj4+NDdWS1WikoKMBgMODg4HDfxBQlYiXE/UNuQyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUR18tdXFcTvqrpHrH6N2WwmPz+f0tJSXF1dcXNzQ6VSUV5eroSC8vPzMZlMWCwWJSxkZ2en/KxWq//q3fhNrFYrJSUlGI1GKioqcHd3/5+KWHl7e/9tIla/Rq1WY29vj71NIKiiogKj0UhBQQEajQZfHy+eW7WcU2ffQqvVsmT+LD7/+CNmzF3AgqenUrvuA2zcvod+Pbri5OTEc5u34+nlzQtHDnIlLpaM9HRefPVNZf3TZs1l8byn6dSqKUNHjGb67Pm89MIxjh8+yJCRo8nKyuCpPv345KMPmTx9JjFRkcyfMZmtew+h0WjQ6XTAT88c2+02m81VokhxsTE8+ng3Zc7JzsI/IFCZbSNIqSkpeHh5KfOtxJv0GTBQmfX/vk/Xb9lBTnY2fXo8Rp26D3D50kW6du/JyydfwNPLix69enPpwjkyMzK4lXiTo4f2U1FhxtvHF5VaRVFhIdnZWWRnZzN05Gi++PRjXn/lNDk52WRmZjJp6kwi6tbl6y8+xdXVlRVrN6DT6Ti0dxc//vA9Tk7OrN6whWeXPEPbDh25fu0KkRcvYLFYqFOnHmqVmuMvvcIzs2dgtVjpO2AQh/buZuykKYwaMoCBw4YzZeYsVi5eyJqNm+ndrz9HDuzjX99/Q+++/QkMCiIx8Savv/oy9Rs0orzchFajISg4hB9/+IEmTZtx5oWj3ExIIDMzE72dngUzp2LvYM+Fcz/i6eXFJx++R1FREUmJiURHRVKvQUNiY6MJrRGmHE8rKOfu4rkfcXPzUN7LSEutcp6yMzN/NmB249pVAoKCK89janKVz+p0VeNttuc8LTWVwAB/qpvi4mJycnLQaDT4+/vfFW37q6jV6mr7N0IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBB/LYlZ/c3dDlbZ/vu/GLEqLS3FaDRSVlaGu7s7Pj4+VaJUt0NVtioqKpTAVVlZGQUFBZhMJjQajbL87ZdOp7tvAiC3I1YGgwGLxYKHhwdOTk73zfb93qxWK0VFRRgMBtRqNd7e3tjb21fr/c3Pz8doNGJnZ0dAQAB2dnbMmD6d9PRMiooKcXNz59nnNjNl7AjCwmsyf8kKhvTpiVqlZuK0GSQn32LrhrU0btqcrt16Eh0VRZNmzTmweweLlq9Svis1OZn9R1/g9IvH+WHXVtp36sJXn33Cwd07qVe/AROnzuCxbj2YMHIIx0+fZUBBAYvnzkSvrwzz3EpMwNe3MkYUFxNNUHCIMqck3aoya7VatNrKPz22kZ9LF89Tu05dZf6l8JVOr+fRro+zYu1zZGVmMmHUUNRqLX7+/sRcjqKwoJDsrCw27dyHh6cnZ8+c4rOP/kFojTAMubl4qlVgsbJjy0bc3d0pLS3FycmZoKAQDu3fDUCTps1xdnFm4FPdKCwooG69ehw4+iJb1q/hh2+/Ye7CpUyfOIbNO/cwY+I47OzsWL1+E9s2ruOfX37BnGcWs3j+HJ4/cYpRQ/ozbvJUBg0Zxp4dW5n29Bye37+HwsJCOjzUhdFDB+Li4sL33/4Tk8lEfPwNVq3dwBM9egKweP4c8vLy6NS5MxkZ6Vy8cB6dVoezsxM+vn6Yy018+d03eHh6Eh11kRvXrlGjZk2Wr17DW6+9zPaNa0lOSqZew4aUlpRQu249LBUVHD6wh3+89y5ms5mQ0BpMHj0MXz8/kpNv4enlrRxvi8VSJR5nZ/M8jY6KpIZNJCs3Jxs//8prwva8lZaW4ujkXHl9JCehU6tJS0u765n7dwkL2jKZTOTk5FBeXo6XlxeOjo73xbNKIlZC3J/kvhRCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEJUJ3+/UoS4y51Bq/8Vt6NOqampZGZm4ujoSEhICG5ubr8pgqLRaHBwcMDNzQ0fHx+CgoIICwvD398fZ+efYiuFhYWkp6dz8+ZNUlJSyMrKIi8vj5KSEioqKv7oXazidtQpNTWVnJwc3NzcCA4OxtnZuVrGEKxWK4WFhSQnJ5OXl4eXlxeBgYE4ODhU2/3Nz88nKSmJ4uJi/P398ff3V0JAdnZ2LFm8kM1rV2I2m9FqtWzZtZ9p40czfuRg9h85wbxFS/jys0+Iv36d5i1b8fknH7Fy8QIWLF3B+q078fX1ZcPaZwF4/+036PBQZxo0aszqDVvYvvcQJ48fpkZYTU6//jZOzs4c3r+XsJrhrFiznrHDBtH50a7o9XbE37jOF599gslkIuriBcIjIpT9uBx5kfBalXNeXh5e3j7KbBs2SklKqhJMiou+TFjNcGXWaHU/G76KvHBO+V4fX1/8/AM5duoM+w4fY9mqNWRnZdK2fXsO7t7OvGmTOHvmFE2bt2Dw8FHs2Pc8er2egKBgBg0dTrMWrbBUVODl7Q0qK55eXphMJiIvXSAh/gYuLi6cefM9CgsKUalUTJ05hz07t+Ds4kLrNu24dOE8jZo0wdHRkciLF5g0fRYH9uzEzz+AsLCaxFyOYsz4yWxcu5qevfvy/bffYLFYmL1gEVPGjGTB7BmcevV1zr7zPt2e7IW3tw/PnzjJjevXmDF5PI92bMsP//oOe3t7PD29yMzIpHeffrzzj0959a338PHxwd3Dgz0HDzNt5ixysrNZufY5WrRszfHDhzj3w/dcvXKF1m3aMHrMOHKzsxjevxfXr13j1ZdO0bBxYwKDgrBYzHR+5FGSE29ib2fP4X2773ns8/PzqwSprl+9SnBoqDKrVGp0Op0y6+3slZ9jo6MICa2hzBnpaTRq1AhXV1fUajXFxcVkZmaSmJhIUlISGRkZGAwGCgsLMZlM9+3fuYqKCrKzs0lNTVX+Ft0PkUGVSiUhKyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQvwptL++iLhfWSyWKpEK21jFnYGr+zUA8t+4HbEyGAxYLBbc3d1/t6CTSqVCr9ej1+ur/N5isWAymTCZTJSVlSlhFbVajZ2dnfIZvV6PTqf7XcMhVquV4uJiDAYDAO7u7vdFJOWPcjvaZTAYUKvVeHl5VduAFVRGuwwGA1qtFl9fX+zt7e+5rIeHBxPHj2P7hrXMW7KCrRvWMnLsBKxWK9s2rMPNw4NaEbW5cP5HvvnqK+YvWU6z5i2ZMm4Uzz63kfFTprN/13Y2rVtN1MXzHD55Rln3htUr2bprL199/jn7d21n7sIlrFq2iFdeOsmAIcNo16ETXTu2wd3Dg/1Hj/PBO29z4vABkm8l8cyyFcp6rl+7SrMWLZVZr9dXictVCVJdPE9E7TrKnHTrFsEhIfdcNj0tDU8vL2WOioykcZMmymwqK8PVzQ0AR0dHaoaHs2zVWgC2b9pAu44dqRkewekXT7Bi0Xz8/QMoKS4iMSGe77/9hrDwcNp17ISLixsfvvsW/WcN4fNPPubQiZcYN2wgHh6ePNW3P8cO7Wf0hMm06/AQH7zzFuMmT2PiqCHsPniUqeNHsXXDWo699CqdujzMW6+fZebcBcycPJ7jp1/lhaPPU15ezoTJU1m9fAmG3BwcnZxw93BnxeKFRF66gIe7B4HBIVyJiaZX3358MfNTtu3dT0TtOlyNi2PB7Jl0eeRRkm7d4umpk4iOisTbxxdvb2+WL1oAgLunJ9evXWPMhEmsX72Szg8/St8Bg7h+7Sob16+hrLSMkNAa5ObkMHXmLHr3H4harWbPti288erLRNSuzeYde3h26WLOvHicQcNHVXkmxlyOpEZYTWVOS0shIDDonuctz2jE1dXV5rNR1KhZ+dnszAwCAgLQaDQ4OTkpv7darZSXlyvP3dvP3IqKCnQ6XZVnrl6vR6PR/CXPCIvFQn5+PkajEWdnZ0JCQtBoNH/6dtxJpVIprz+LxWJhw4YNXLt2Db1ez5IlSwixuZ/feOMNXnvtNbRaLWPGjKFjx47k5eXRv39/atWqBUDnzp0ZPHjwn7bNQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGE+P1IzOpvzDYQc6d7Ba7g7x25+iujTmq1Gnt7+yqRIavVitls/tXYyu3Y1X8aOLkddTIajcBPISNHR8dqHXW6vb8qlep/ImJlG+3y8fHBwcHhVz9XOyKCju3bMGHkYNq068iQEaMBGDpyDGOHDSAm+jI79z9PcEgoMyeNw05vx97njzF1/ChWrd/MxGkz6dfjMcxmMzcT4qlT9wEKCwvJzc2hecvWNG/ZmtXLl3DyxFGWr36OeU9P48zJE7Ru2473Pv2KC+d+5PD+vXzz1Ze4e3qwZeduNqxbTVh4BLUiapOWkkJgULCyvXZ2lfeM2WxGbxM6io25TJdHuiqzwZCDr5+/zWcrl714/hy1bMJXiTfj6f7kk8pdP2+lAAAgAElEQVRsG1syGo242ASUEhMTGDRsOD6+vsyYM4/YmMvsff4YAJEXL9CwcWMmTJnOlbgYZk4aT/8hwxk+ejzJt24RefE846dO57lVy1m0fBXjhg1k5LiJjJ4wmQkjh/BEz1481q0nH7z7Fq1atyEuNpovPv2YUeMmMmbYQHr16UeTZs35+ovPmT57LksXzEWj1XAzPh5HJyfUKjXnfviB0tJSHuryMLMXLESlUjFnxlTOnDqJn78/u7dtITsri/S0NB5s2476DRsRUacOSxfMZf6ipYTWDOOlE8fx8/dn6bNrKCkp4avPP+XJxx4mLDycjPR0oqMiycnKwVRRTmlxCa3atGHOgoV8/OH7zJ4+iZioKB7p+jivv/shRw7uY9Nzq1mxZh1zZ07D1c0Nvb7yXMTFRFMzPLzyeBsM+Pj6KbNOp1N+jr4jfHUzIZ7mLVsps9Viueez8beEBcvLy8nLy8NkMmGxWO4KXP03z93f6vb9m5ubi16vJzAw8K5t/avYRi7/TF988QUmk4kjR44QFRXFjh072Lx5MwDZ2dmcOXOG48ePYzKZmDBhAg8++CBXrlzhscceY/78+X/69gpxP6im/8URQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/I+SmNX/mHtFru73wJXVaqWwsBCj0Yharb5vok4qlQqdTodOp8PJyUn5vW1sxWQyUVxcjMlkqhJnsX3dKzhmGzm6X/b3j2IbKVOpVHh6elb7iJVtlO2/iXY91KkTWVlZREZd5vl9u+gzcAi7tmzgyd796PpEd6aNH8XqjVvZsf95Zkwcy6RpT7Pn0DEG9+mJRqNhyYpnqVW7DkcO7icuJpq8vHw2bNuhrH/ps2tYOGcm3R89Ss2atej6RHeiL0cxecwIgkJCib9+jTUbNnPyxDGKi4s5/tIrjBzcn3Wbd1BWVoqrm5uyLtsg1fWrcQSHhCpzUtKtKuErvU6vRPrMZjN2NvG4mOgoOnV+RJkz09OrRrNslr147hy1Imorc27OnZGsymUjL16gVu06aLVaGjRsTI2wcL758guGjRrHtFnzeHryOI6ceoUThw9hMpkYMW4C2zauY+7CpXTv2YtTx4/i7e3Dtk3PUVCQj7nczLdff43VasXZxYXZM6YwZdpMJo4ZgUajxmgwoNXpsFiseHp6UGGuIDA4mGlPz6bcZGLkoP6o1Gp0Oh3u7u5oNFquX72Cr38AL75ylvy8PDauXU15eTlNm7fg3XfeIDoqigfbtsNgyGXMsEEEBAVz8dyP7Hv+KPUbNsJkMjG0f29MFeWkp6VSt249crKy+Ozjj+jdfxAfvv8eE6ZM47VXzlBQUMC4SVPZuvE5Du3dzZadexgxqB8mUzm3Em8SElqDxIQE2nfspBxDjUZTJRpley7iLl+mVp26ypyelkJAYJDN1fyf/b25V1gQoKKiospzt7CwkPLycuW5axsY1Ov1vxiD/DWlpaXk5ORgtVp/c4Tuz/BXRaxuu3jxIm3btgWgUaNGxMbGKu/FxMTQuHFj5fgHBwdz/fp1YmNjiYuLY9KkSXh4eDBv3jy8vb3/ql0QQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCHE/4PErMQ9A1fw10eurFYrBQUFGI1GtFrtfxX9+SvcK7ZitVqpqKigrKxMCVwZjUbMZrMSWdHpdFgsFoqKilCr1X+b/f1v3Rl1+l+IdpWUlGAwGLBYLHh6ev6/9rd/v37079ePlJQUTh3eT1JiIs8+twmA3YeOMXXcKJ7bsoPNO/fy1BMPo0LFqHETyc83cmDPblq2fpBxk6Yyf9Z0/Pz8eP3l0yxc/izw07Og3FzB4KEjiI25zL++/xa1Sk15eTmWCjMajZq2HTrSum07pk0Yi95Oz5EXTzN22CAcHB2VbSwtLcXeJvQTeeki4RERymzMNVSNTNlXhq+uxsUSHBKizEmJt6rMao0avV6vzLb32+XLl2jeopUy63V6JbZksViqBLauXb1CqzZtq6xn3OQpHNyzg1nzF9Gi9YN89vE/mD57HisWzWPDtt28dOIYJpOJNh07MX38aKxWKwEBAXh6eZJ06xYPtm3L8NHj+ODdt/nxh3/9FJIylVFcXAxWK8GhofTs1ZuU5CSMRiOpKSlMHT8GTy9vPD09sbO3p6S4mOTkJG4mJDBy7HhUKhg7fAhOTk4EBYWQm5PNxx9+SHhEBEHBIZQUF9N34BA+eOct8vPy6N1/ACeOHeZqXBzxN65TVmbC18+PLo90Zd7CJbi4uLBmxTIO7d9Ljyd7MXjYCNp16MiEkcN44eWzzJ6/kGWLFvBEl47UrluXDg91Yd/OraQkJ5ORloqnlyd+/gG4ubuj0+mU45dnNOLi4qLMiYk36fjwo8pcVFjE/7Fzn+FR1GsDxu/t6QVSSaEkoauHLiodQQHp0ntvIk0UFBBEutLB0BSkCIiCgK+KFQsKhBAChBYgJKEnm57d2fZ+8DBJlKOeIwLi87uuXPDsTGZmZ2f/8On28/cvepDv0D8rOp0Od3f3EmGpW+vurcCVxWIhJycHm82GTqf7VVjQYDD85vfRbreTmZlJYWEhpUqVwsvL675YrzQajfpzL+Xn5+Pl5aXOWq0Wu92OXq//1TYPDw/y8vIoV64cVapUoW7dunzyyScsWLCAOXPm3IvLF+Ke0HDv1xAhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEuFMkZiX+o9tFru5G4MrpdKoRK6PRSGBgYIlAyd+RRqNBr9ej1+vx9PRUX3c6nSiKQk5ODtnZ2er9dDqdZGdnU1hYWCK0otVq79VbuGP+aRErQI1YORwO/P398fT0vGPvNywsjAnjx/HN/v28tWQhw0aPxcfXl2Wr36ZHp7a4nE4WLo8l48Z1dmzbitFooEff/ix5Yx4f7/6IV6a/xhONGrNs4QKWLXyDUWPHY87MxG6z0X/wUAAURaFr+zZ4eHowa8FCDv10gEG9e7Dm3c0sjV3DiEH96NKjF17ePly7epXJE8bQsUt3NBoNZcuVV6/13OnTdHi2izobjcYSz3TxyFRC/BGiomPU2WzOKBm+MhXFq25cv14ikJRy/jztOnQq2rdYJOvihfMEh4aq8+W0NMLCiyJZRpORJxo2Inb5UrKyzAwcNoph/Xryzns7sFqtmDMzGT56LEP79USv07H5/Z34+fuzYe1qjsQdZtrMOXz9xT7Wxq7kfPI5CgsKqFGrNlWrVychPp6bN65TqUpVkk6e5HJ6Gpk3M/D09sK/VACZmRnYbXbM5kysVgulSpXGqlhZvGAeWp0Oh8NOTnY2qSmXMLm5YbEUcvJ4IuXKVSA3N5fYZUsIDSuDVqthx9YtXLx4keDgEIJDQgkMDGT0+Ino9XomjR/DxQvnqVm7Dp9+/S2TJozl04/30LJVG16bM4++3bswY/Y8zp4+xZCRozh5PJHv939N0skTFBQUsGnbB6SlXmLC6OF4enqRn5//c7jMzY0Tx4+V+MyvX7tKaGiZEp9x8Wdfc6dqVrdRfN31KBZZc7lc2Gw2bDYbiqKQn5+P2WxWw0u/jFxptVqys7PJycnBx8eHiIiI+2Itvl8iVrd4enqSn5+vzi6XC71er24rKChQtxUUFODl5UW1atXUEF3jxo2JjY29uxcthBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIO0ZiVuK/crvAFdyZyJXT6VSjTiaTieDgYDVy8SByuVxqREWv15d4vw6HA0VRUBSFwsJCsrKyfhVaMZlMGI1GdDrdfRMz+S3/xIiVxWLBbDZjs9nw9/fHy8vrL3u/jRo2xOV0snr5EgaPHM2Wje/wdOtnCA4JYcWiNwkOCaFdx86sW7WSFYsX8tzYCTRo1Jgh/XtTISqaUWMnMHvGNDasXcNPP37PC5OmqMd+dfKLTJk+ExfQr0cX3tm8DcWqMGxAH95at4GgoCDWr12N3WajU9eutOvQiTkzZ3DwwAHqPFofm82GwWAgPS2FMmHh6nFNRqP6d0VRcHMvCg6dO3uGTjW7q7PRUDJ8VXxtiI87THRMRXW+eeMGISUCSkX7Hj0SR3R00b4OhwMvLy/g5zXo1r6Tpr7Ksjfn8cqM2TRv+TQfbN3MwCEj6Nm5LTqdDl9fP/yDg+nW4RkcDgeenl6ERYRz+uQJ2nV8lv1ffcniFbHEVKrMubOnGf/cSBo0akLp0qXJzcnhwvlkfH39iK5Uibz8XOyKjdKlA+jQuQtPtX6GTRve5tOP9xAcHILZbCY/NxerYsWqKHh6eFI+Kprps+fz8Uc7+fGH7/jpwAHsdhsHD/6Ih5s7UTEVmTF7Hj8d+AFzZgaKVWHMiKF4e3tTJiycD/Z+woTRI0k+e5a5by7muSGD8PPzp95jj1P30fqMGNSPyLLlyM7Kov/gYUyeMI4xE14kIDCIRQvmYc7MwK9UacwZN6lSpSqjhwzAzd2djIwMnmrdRl2vbDYbXt7eRZ9jsc88NycHb2+v33u07ziNRqOuo7+MC94KXN2KDFqtVpxOJ1qtFnd3d7RaLRaL5Z6vvVqt9r5bOx955BG+/fZbnnzySRITE4mKilK3Va1alZUrV2K1WrHZbFy8eJGoqCimT59OkyZNePLJJzl06BCVK1e+h+9AiLvvPvsaCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcSfIjErcUfcLnL1RwNXDodDjVi5u7sTEhKCyWT6i6/43nG5XOTm5pKVlYVerycwMBB3d/cS++j1evR6PR4eHiV+71ZkRVEUsrOzURQFl8ulhlmK/xQP/9xLLpeLwsJCzGYzLpfrHxGxslqtmM1mrFYr/v7+eHt735X327hxYxxOJ2NHDKZUqQCmvT4bgG69+jBx7HO8OXcWS2PXUj4qmhED+xJZrizLYtcyYlA/lq9+m5emvMqwAX05d+Y0Pr6+AOTl5WE2Z1KrTl0ARj43hkG9e7Dm3c18+fk+Gj9am3adOjHnzcUoisIne/fQoXVLnE4nG7Zs4/zZcwzs1YV+g4ZiKbTg6+enXq++WNgo6UQiEZFl1flyehrh4RHqbHIrWhN+jk4VzSeOJ/J4gwbqrNPpMBgMwM+fRfHv0amTJ2jTrkPRcYsd51LKRYJDQwCoWq06qZcuce3qFfLycvlo5w5w/RxjunH9Ohk3b5KaeolKlavgsNvx8/cnNCyM5YsX8uGO9ykdEMjyxW9yOT2djIyb1H+sAbXr1qNK1Wq8OHY0Eya9TOUq1Xhv4wauXrnCgiXLsdlsfLf/K/p07URYRARlwsL/HbAzcVOrQ28wEBEZwawFi/j6i89ZvmgBZ06dwtPTkxmz57N+7Sr6DBjE3JnTebJFS779+itOJZ0kKCiIOvUexW63s2XHTkYPH8LppCSWrlrL0H69mbdwCYtWxjKsfx8+fH87bu5ufPr1d2SZzfzf3t3069GVgIAAfvrheyZMeoU3lixnQK9uBJQujcbl4tzZ0wQGBnIpJYWomIqkXrzIsP69MBqNXL9+jawsM35+/r+631euXCY0NPQPPNl3h1arxWQyYTKZKCgooLCwEKPRiL+/PxqNRl17CwoKUBQFoMSaazAY1MjVX3mN9+va2bhxY3766ScGDhyIy+Vi6tSpbNq0iYiICBo2bEjXrl0ZMmQILpeL4cOHYzKZGDlyJDNnzmTHjh24u7vz8ssv3+u3IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiP+RxKzEX+Z2gSsoilrl5+cTFxdHeHg4Hh4elClTBmOxuM2DpnjEymAwEBQUhJub2x/+fY1Go4ZWirPb7WpkxWKxkJOTg81m+3cEp2TgSq/X37UQSvGIldPpxN/fH09Pz/s2xHInKIqC2WzGYrHg5+dHUFDQXY+KNWvalIKCAg7HHWFt7Ao6d+3BJx/vwdfXjw/2fsrQ/r15c1ksS2LXMqx/b16bO5/FK1cxfGBfgkNDCQ4Jpt/AwSx5Yx6X09NJPneGpbFr1eM/+vgT3Lx5k8aP1qZc+Qq89+Eu9n60i6H9enPj5g1cThex6zZg0Bt4/dVp/KtmLTZv/5Ch/fuQlpbKnp07aNayFXq9Hk9PT/W4xxKOEhUVrc6FhYVqUAvAZCr6rpw7e4YyYWHqnJpykfAePYv2LRa+On4sgbLlyqtzeloa4RGRxfYtOu6RuMPExFRS59dmz6VD6yfRaXV0fLYrLhfs+/Rjxr84mUZNm/H9/m/YtmUT2VlZpF66xE8HfsCFi6PxcZTyL4W3tw95+XlUq/4w169fY+qkiVitVjQaDS+MHkXZ8uWpUbM2LpeDIf16Ur58FHGHDzJ/8XLq1X8Mp9PJsAF9OHfmNFqtjsDgYBwOJ9/t/4Znu/fkwHf7adXmGfZ/8xX/qlmTxxq8y5B+vVi4bCWjhw8mumIlJr0yjbWrVtKn/yAaNm7KkP69eWvteoYO6MOESZNZtmotwwb2Y9IrU7FYLOTm5ZKTm03/nl3RaLVkZ2Wxfece/Pz9SYg/wgtjRnEq6SSPPFKDoaNGExwcwnf7v2bZojd5olEjzp87x/WrV7h5/Trh4eG8Mm0G40YMocmTLejRZwDG4jGr9DTKlCnzxx7su0RRFDIzM1EUhdKlS5cI7/1yvXY4HOraa7Vayc3NRVEUtFrtr9Zeg8Hwp9YCjUaj/tyvtFotkyZNKvFauXLl1L+3b9+e9u3bl9geFhbGypUr78blCXFfup+/00IIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjx35KYlbjrLBYLW7duZc+ePTRv3pzHHnsMvf7nR/FW6OrWnw8Cp9OpRqyMRuN/HbH6PXq9Hr1ej4eHh/qay+XCZrOpkZWcnBwURcHpdGI0GjGZTCVCK3cyuPRPjFjZbDbMZjMFBQX4+fkRGBh41yNWxT3Tpg3PtGlDamoqb8cu44cfDrBt1140Gg1LY9cyashAVq7bwPLVb9O3+7O4u7tRunQAOq2O1JQU9u7eRePGzVi3JpauPXoze8Y03t26Q31Pe3fvZM2GTSSdPMGs6a+SnpYKQJu27Th96hSrVyxn3qIlrNu4hSUL59OsQX00Gg1r12/ixx++4/mhAykoKCCyXDlcLhcajYbks2epV/8x9T24FYtXKYpSImaVEH+ECtEx6pyRcZPgkFB1LrHv0SNUiC6KZOXn5eFfqlTReYp9F0+fPEHrdkWxndCwMJo2bcbr897g2pUrTJ8ymZq1a/F/ez7i6y/2kZJyEXNmJq/OmkvlKlXZ8u56jh2N55kOHbmUkkJC/BGsipWMjJsYDEY0Gg3RFStizswkJLQMgYFBpKRcIPNmBhZLITdv3KBRk2a8s/Yt+vXogq+vL06nk1p16qJYrXh5e/NUm7asX7uadbErqVy5CqPGTqB3/0EMH9iXxW+tZsnKNUwcM5I3lqzg+RFDqffY4zxSsyYjhwxg3cb36NmnH+OeG86y2LUM6deLkc+PRa/XM/f119BotLi5ufFIzVp8te8zKlaqhFar5fmRQ6lW/WEee/wJCvLz2b5zDykXL7BqxVK+2/8Nebl5dOjchU7PdqNUQACD+/aiV9/+fPXl5/z4/bds2r6DTRveoVv71kSULUthYSHu7u5cvZxOw/p1/7eH/A5zOByYzWby8vLw8/MjODj4d9csnU6Hu7s77u7u6msulwu73a6uv4WFhWRnZ2Oz2dDpdLeNXP3Wef4OESshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIkJiVuIvy8vLYvn07+/bto1WrVqxbtw4fH58S+/wy2FE8bvV3C1wVj1iZTCaCg4PvaMTqt2g0GjWW4uXlpb7ucDhQFEWNXOXm5qIoyq8iKyaTCb1e/18FVP6pEausrCzy8/Px9fUlMjLynkasfikiIoIJ48bxdc2vWfvWcgYNH0VAYCBvLltB/+7P4uHpSa06dfDz8+dU0glyc3IICQnh5PFEzp45TcPGTRn+3PPUf+xx+nZ/lvVbtnMlPR0vL28qV6lK5SpVadehE326dSY6piKHDx5k/uJlXDifzMDe3bHZ7ISEhrL70885n3yO9etWc+inn8jJzWboyOfIuHGTAT270m/wMK5cTicsLFy9djf3ou/KicQEylWooM5nTyXRrvOz6qzX69HpdADY7fYS37Pz587RsFFTdTaZTOozmZ6aSumAQHVbWmoq4eER6pxy8QJBIaEYjUYiypbF6YJpM2bh7e0NwOC+vXh52qvEH4lj0zvrSEu9RIWoaL7f/w2ply79+x42wcPDg++/3U+deo/ywstTCQuPYOP6dWzZ8A4RkWXx8fNFl6/n2uUrbH73HXDBkBGjGDpqDAe+288nez7icNJJ/Pz82PX+drQa+OSrb5k57WXe27SBbj37sHjlKp4bMpA1726hYZNmTJk0EbvdRs1qFZn22iymz5rLwN7deXfrDg79+CPPtGiKywVvLVuKTqvFw92dsuXKcyzhKPl5ebi5mTh79gxDho/khcmv0L1ze44eicNg0LNw/hx69R1AXk4e7Tt1pt/AIcTHHWbB3NkcO3qER2rUonvvPvTs24+Pd++iS7s2WCxWqlSrRmiZMoweOgCTyY2LF87TpUPbP/uY/ykul4vs7GyysrLw8vIiIiJCfZb+FxqNBoPBgMFg+I+BQUVRyMvLw2azYbfb1f2NRiNWqxVPT0+8vLzQ6XQP9PophBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIB4vErMRdkZSUxGuvvUbHjh15++23MZlMf+j3boU8igc9igeuiv95v3A6neTk5JCdnY3JZCIkJOQPv9+/mk6nw93dHXd3d/W120VWMjMzcTgcJQJXt35+GXpxuVxYLBbMZjMOh+MfEbGy2+1kZWWRl5eHj4/Pnw7g/NUaN25MfkEBmze8TY8+/bHb7Hh4eVC9+kOkpFzkcloqgUHBnE9ORrHZqVWnLq+8+hrTX5nEpvVv07Nvf0aPe4H+Pbui0WqZ++Zi9dgzX32F4aNG80Sjxpw7e5Zxo4Zx/cZ1/Hz9aN6iBcePJTBy8ABq161HeloaT7dpQ7XqD/H2mtXUf/xxNry3jeED+5F87izr162mecunqVipMiZTUZAq8ehRKkRFq3NaWsnoVPHn+fSpk4QV23Y5PZ0y4UWRLFOx0NWRuMNExcSoc35eLqVKly6xPSamojrb7TY1ZAXg7eNDw0ZNaNioCavcVhAVE03T5i0A6NejK7svXAJAURSmTX6Jp9u0YfH8OZw9fYrLly/TvMVT1KhVi2MJCayNXUFUdAwP/+sR3D09OXXyOONHDcXDy4sbV68yb+FSVi5ZyJgXXyLxaDzTX36Jaa/P4cVxo/H3L0XLVm0Y8fxYOrR6EofDQZ/+g6hRuzYb1q1hTexK1q9bw43r12j2xKPk5uXSrWdvwsMj+HDHdjJv3sRms6HV6YgsW47r167yTIeONH+yJb26dsblcmEwGBg4ZCht2nVg7+5djBk1jHLlynPt2hXOnjpNWGQkWeZMdn38GT/+8D09O3dg2KjRRMdUAo2Gdh07knj0KPFxhwkKCkav19Gx3fP3bG10uVwUFBSQkZGB0WikTJkyGI3Gv+x8xQODxTmdzhLr7/fff8+uXbtQFIXQ0FCqVatGhQoViIqKIjIyEr1e/tsmxIPkAf6vkhBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEOIfSKoI4q6IiYlh/fr1GAyGP32s2wWuoGTc6l4EropHrNzc3O6riNVv+U+RFYfDgc1mw2q1qpErRVHQ6XQl9i8oKMDpdOLv74+Xl9cDHbFyOBxkZWWRm5uLt7f3fR+xKq51q1Zsf38HG9at4ePdu4hdtwFfPz/2ffIxa1e9hc1m58mnnqb/oCEsX7yQN+bNZtrM2UyeOJ5tWzbRpXtPfP38OXXyBNs2b2TIiOcASLlwkScaNQYgOiaG5i2f5tTJEyhWK99+8zVlwsPJycnh6JE47HY7mRk3adS0GU2fbMGa2JU0e6I+VquVkaPHUKlqFdasXMbRI0cwubnx4fZttHi6FWfPnqF+g0bqeyksLMDXz0+di4evEo4cIbpYgMrlcuLh4aHORmPRGpR0IpEnn2pVdBw3txLP76kTJ2jXvmOx8xR9nwsKCvD09FLn5OSzNGnevMSxbklMiKdchQo0bNyUho2b8vyIoazduBkfH19++HY/R48cJiHpHGEREaxcuoiqDz1Mw8ZNAOjY+in8/Pz5V81aLI1dy9D+vZi3cBk52dm8OW82sxcs4vnhgzmdlETisaN8uPczCi2FHPrpR8aNHEapgAD+VaMmr0x/nVNJJ4hdtoSTxxN5e1Usbh4eBAYG8ujjTzB81Gh27tjO4YM/UVhYyPJFC9m+ZQsup5M27drxTPuOfLB9Gw3q1cLPz59yZcvTvMVTNG3RkueHD8FisWCxWEhOPkeLp1vRqGkzBvbtycXzF2jW/EmebtOWQUOH89HOD4j76QCvvPzyPQszWa1WMjIycDqdBAQElHg+7jatVovJZMJkMqHRaHj22Wfp0qULNpuNtLQ0UlNTSU5O5ptvvuHSpZ/jaGXLlmXIkCFERET8ztGFEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh7h6JWYm74m5ES24XuSoeuCr+5530y4hVaGjor8JQf0c6nQ6dTodbsSiPy+XCbreTl5dHTk4OTqcTjUaDy+UiOzubwsJCTCaTGrv6u4Sefo/D4SA7O5ucnBy8vLwIDw+/ZyGeP+PZzp1YuGgxURUqsHr5YgAOHjzIomVetcYAACAASURBVBWxhIVHMHXyi2zZ+C4jnx/Lm/PmsHThG8ya9wa9u3Zm6cI3GD1+AouWr+S7b75m8oSxHDp0kAGDBpc4x55dH/Lue9vR6XS4XC46tW1NYGAQHh4ezJy3gPi4wwzo1R2bzY6bm4kdH+3F6XTy1Rf7GDNiGO7uHkTHxDDttVl8/91+BvftSXp6Os1atCSmYiXg53jVre+5oii4u7ur5z935jQ1etRR5+LPr9lsxse3KIJ16VIK4ZGR6mzQl4ztpaelElFse4lo1tEjlKtQQZ2vXr5MeETRvm7FwldHDscRHROjzpkZGYSEhKLVamnxdCv2fLSLsH+Hic6fT+bpZ9qq+5YuXZp+Awcx4bkRLFwRy5LYtYwc1I8Va9azeuUyRg7uT35+HidPJKLX6xk9bBDBoaGcOnmCZavWUf3hRzh+LIH5s2Zw6KefKCjM541lb1GQn8fHez7i8MGf+OjDHWzZuAF3d3e8vb0Z/+Jkzief49LFi2hwsWnDBnbu2IG3ry8REWV59LHHqF2nHq/PmMaO7VvRarXMfXMROp2OebNm8tbypZQtV57o6BjWvbuFhKNHWLtqJV99/jmjnxvFq9OmcS/Y7XYyMzMpLCzE398fb2/v+yK+p9Fo1J9bDAYD5cuXp3z58jRs2FB93WazcenSJfz9/e/FpQoh7rD7YAkSQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCiDvm71djEeK/cLvAFZSMW/2vgSun00l2djbZ2dl4eHg8MBGr32K1WsnMzMRut1OqVCm8vLzQaDQ4nU4URVF/8vPzsVqtaLVaNWxlNBoxmUwYDIb7IiDzRxT/jD09PQkLC8NgMPz+L97Hxo55vsRcUFDAqzNm8MLkacyYNZeXxo/BzWRizISJdGjdki2bNtCkaTN69O7DZ/+3lz07PySmYiUuX05n+sxZHPrpRwb06s78RUvZ/t5munTvoUbMfjrwA4/Wf4yJL0/h+LFjjBkxlGvXrqHRQNv2Hbl4/jyTXhiH2Wzm6uUrTJ0xkxZPteJ44jFWLF3I999+h4eHB+/v2sPyJQvZtmkjEyZNwc2tKBR1IjGByHLl1TktLY3w8Ah1Lh6gOhp3mKhiUam8nBwCAgKL9i0WvgLIy83Fv1SpYscqOm/CkXgqV6umzhqNRg1nOZ3OEudNTj5L42bN1NloNKHVaoGfA0vuxc57/do1yoSFl7imBo2bkp2VzSsTx/P6/Ddp0Kgpvbt2JDMzA19fP0JCQjFn3CQnJwfFZqNMeAS169Zj/uzXqFmrDj37DeRSykVmzpuPTqfnk727OZF4jCuXr1A6IIDYdRs4n3yWrZs3knLhArNfm45er8fpdBBaJozxL03ixLFjJJ08wdUrV/i/PbtJOnECD3d3Fi1bic2mMHbUcKo//AiDhw7nuRFDURQbDruNSS+Mo0u3HigWC28smE+NGjW425xOJ1lZWeTk5ODj40NERIR6/+81rVb7X62HBoOBqKiov/CKhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIf43ErMS/0i3i1wVD1wV//OXHA4HOTk5asSqTJkyD3zEymKxYDabsdls+Pn54e3tXeLeabVa3Nzc1JgP/Hz/7Ha7GrgqKCggKysLu92OwWAoEbkyGo3o9ffPcuR0OsnJySErKwsPD48HImL1n3h4eDD1lVeYNn0aL786k9kLFtKmRVPmvD6D8S++RL36j7F100a2v7eZ7Ows3NzcKSwsUH9/0pRppF5KYfzokZw+fYr3d+5Rty1d9Car3nkXgOoPP8zAocPZvnULZcqEEXf4ENevXefK5XRatHyKXn37s/ejXbz7ztv4+vlhzsxk/ZatHPzxR8aPHsmgYSOoWbsOXTu0xeVy8cne3TRs0oxjR+OpEB2tntNmU/D28QH+HZUqFr46fiyB2vXqqbPRaFKfY3NmJv6l/EvcGzd3d3V7WmoqAYFF4avk5LO0bNVKnYuHrlIuXCAoJESdr16+THhEZNFxi13TqaSThEeWVWedTlfiWXP7dxSrTfsOmM2ZNH28LuXKl2f9e9vx8PBkw7o17NyxHX//Unj7+NK2fUcO/niAG9csdOvZh9VvLee7/V+j1en44rNP6dN/EDVq1eZyehpLV63l1InjfLhjG1/t+wyH08nOT/aRcCSOtbFv4ebuRnZ2Ntvf28L1q1dxuVysXv8u72/dQvLZc7yxZBkL5szC3cOd1+ctoH/P7nz5+T58fX1p/Uxb2nfqzKb17zBpwjjeXreWyMiie3A3uFwu8vLyyMzMxN3dnfDw8PtmnflvI1ZCiAeTBlkHhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEA+O+6PqIMR94LcCVwCFhYXEx8cTEhLywAeObvm9iNVv0Wg0GAwGDAYDnp6e6utOpxObzYbValUjV4qioNFofhW4MhqNdzX44nQ6yc3NJSsrCzc3t39EqMxms5Gfn0//vn2YNH4MN25cZ+iIUZSrUIFtmzexe+dOHHY7BoOert178cnHeygTFsb01+ewdOEbbHh7LRUrVcFoNPLmkuWsXf0WF8+fpzA/nxq165T47JcsfIPV77yrvtarS0denzufTz7ey45t72F3OnDaHYRHRJJlNvP1l1/Qf9AQ2nfqzIBe3Xlt6isEBgXxxuJlfL7vU4b260lKyiUerf8YHh6e/KtmLUzFPq/UlBSCg4uiUikXL9C+87PqbDQV7Rsfd5io6Iol7k3xOFvcoUNUrFRJna9dvUpYeIQ6G4qd90jcYaIrFh1Lo9Hg7u6uzqZix42PiyM6pmjfW/EqgIKCAry8vdS5Z9/+HPj+e2rXq8erk17kUspF0tPTWfLWGh57ogGpl1JYtnABSSdPUFCQT0FhIYGBgdgUG7Xq1iMvL5c+3TsTGhqGyWRi5ZJFNG/5NKeTTvLGkuW4XC7GjxpOp67d2bD1fZ4fMYSzp09z48Z1atSqTcfOXZjy0kSGDB9Jt569eXHcGPJyc0Gj4fkRw3D38KBJs+Y8074jb6+OZdaMabw4cSKf7/vsroebCgsLycjIQKPREBwcXOKzvJc0Go36I4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPEgkZiVEL9Bo9GgKAo7duzggw8+oGnTptStWxe9/uevzq3YVfHo1YPgz0Ssfo9Wq8VkMmEymdTXXC4XDocDRVHUwFVWVhZ2ux29Xo/RaMRkMqmBK51Od0djMC6Xi9zcXMxmMyaTiZCQkBLX9yCy2+2YzWby8/Px9fWlatWqzHr9Nfbs3cux+DjSLqUQU7EiF8+fp3GzZnz95RcYTSbe2fQeO3e8T89nO2E0/fxZXLt2BavVyv/t2c3QUaNZMPt1goNDuHw5neGD+jN7wUJ++uF7Hnv8CTVk9e03X1OzVh2aNGtOk2bNuXb1KmOfG47JZMJgMLDhve1s27yJLu2fwWK10qz5k4x6fixH44+wOnYF33z5JYrVSrMWLejQuQtf7PuUSRPGUrp0acaMGIKbmztXrl7mkX/VxGazYTAYuHHjBqFlwtR74FYsMHX8WAJ1H320xD0qHpY6eSKRlq1aq7NOp1NDZ06ns0SsKunEcZ5p31GdDYai0FVeXh5eXkWBqjOnk6hdp546Fw9dHT0SR/kK0eqccuECUTExDBwyjIFDhvHiuDHMeXMRH27fyrq3lmNRFGyKwrvbdpCdnc3/7d7Jvs8+xVJYSOKxo1SqXJUqVatRWFiIt7cP8XGHuXjhPHabDafTQb36j7PhvfdZ8sY8nm7SAI1Gy+q33+XCxQv83+5dvDF3NikXL/DtN18TWbYsRqORl16eSvyROC6lXCQ7O4s9u3by/tYtDB40mB8PHLjrwT9FUcjMzERRFEqVKoWnp+d9EY6SiJUQ4nZkSRBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEI8SCRmJcR/YLVa2blzJ7t27aJZs2asWrUKf3//EvsUD5P8Mmz1dwxc3YpYKYqCv7//HY1Y/RaNRoNer0ev1+Ph4aG+7nK51MCVoihkZ2djtVoB1LBV8R+tVvtfndflcpGXl4fZbMZgMBAcHIxbsZjQg8jhcJCVlUVubi4+Pj5ERESg0+kAKF26NH379AHg5s2brFixguoPP0SPXn0YPGwEa2JX0L1Te4wmE8EhIVStXp2Eo/Hk5uby5FNPsXvnTkYPG4zNZmPWvAU8/Mi/OHvmNBNGj+TE8URemzMfp9OJVqvlrWVLWLthk3pdk18cz7yFSwgLC+fTj/fSo1MHsrOyKB8dRa3adYg/Eke/Hl0JDA7l/LkzLF6xkpiKlTly+BCTJ4zD09ubyMhI9Ho9169f43L6ZZ5u1RqNy8WQvj0xGAykp6WybfNGQkJD8fD0QqvRqteTknKBTl27qteTcfMmvv5+6nzpUgoREZHqXDx2dubUKcLCI9Q5LTWViMiifd1+EagqVyFKndNTUwn/976KopSIYiXEH+HhR/6lznGHDxFTsZI6X71ymcpVqvLq63MA6NqhLeWjKjDlxQn4+vlx4ngijzdoyAuTp5J04jg7tm3hh+/2Y7VY6d1/AFaLharVH2LYqNG8OW8W61a9xZCRo/npxwOs2/gel9PT2L5tCydPJBJYOgBfX1+69+pNy1at+X7/fh75Vw2+2/8NPx74ntq169Diyea0evrpe/IdcjgcmM1m8vLy8PPzIygo6L9eD/4qWq1WIlZCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYR44EnMSojbSE5OZsqUKbRs2ZLVq1fj6en5u79zK1byy2jJ3yFyZbVaMZvNWK1W/P39CQkJuS/iKxqNBpPJVCIcBGC329XAlcViIScnB5vNhl6v/1XgSq/X3/Yzyc/Px2w2o9PpCAwMLBERehA5nU6ys7PJzs7Gy8uL8PBw9Pr//E9AQEAAU6dO5caNGyyaP4cKMZW4nH4ZL29vomJiOHfmDMcSjtKuYyc2b9jAt19/jdPhoGuPnjzdqg2L3pjP/NmvU6tOPSwWCwuXrSDpxHHGjBxK0skkjEYDmZmZhIWFcSE5mYDSgYT/Owj1VOs2fLx3N0+3bs3xxES+/forXGjINJupWLkKderVY23sW1y9epXr168TGBjEuBcmUqNWbV55aSI+Pj4MHTaSL/Z9xpn0NNLT08jOyqZWnTokxMfx9upDlCodQHBwMAN6diU/P5/MjAyMxqLnLD4ujujoGHXOzckhIDBQnU2momDTkSNxRMdUVOeCgnz8S5VS77ube9G+x47G81CxQJXD4cDLywuA48eOElmunLrtQvI52rRtp85JJ0/QvmMnddZqtSW+G8HBwby5ZDkAJxITWTDndTJu3GDU4P5YrRby8/N5/6P/49rVK8x9fQaNmzUnKCiYQX168HTrZ0g8msCC2TPR6XRsfvcd+vYfxKP161Paz4fRzz2HVqvl7NmzbNy4kfS0VD7/7FMaNmzIgvnzqVGjxn98lv5KLpeLnJwczGYzXl5eJeJs95pGo7lvglr3isPhQKfT4XK57ot/U4QQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCPHXkZiVELdRtmxZ1qxZg4eHx58+1u0iV/dL4Kp4xMrPz4/g4OC/RXBEr9ej1+tLfD4ulwubzYbVakVRFHJyclAUBafTiclkwmg0YjAYcDqd5ObmotPpKF26NO7u7n+L9/y/cjqd5OTkkJ2djbu7O2FhYRgMhj/8+4GBgUx55WW++uorvv7iElExMTRo1IRRY8YzavBAtmx8l8KCAgYPG0aDRk3YuP4dhgzoi5vRhM1m40LyOTw9PVm5dAmVq1Tl+rVr9O7Tl1p167HmrRVcSE7mzJlTbN72gXrOzMxM7HY7A4YMBX6Ol/Xo3JF2HTpy8ngi2VlZJJ8/j2K10LZDJ0JDQpn+ysu4e3hQqnRpbl6/joeHB3XqPcq5Te+ycOkKSpUuzce7d7Pnow/p0r0nVy6nc+H8ec6dPUPb9h3o2OlZlr65gNfmzgd+Dks9/kQD9Zrc3NzU58Rut5eISJ1JOknnbj1uu++pkycJj4hUt50/n0zrYoEqN7eiiFp8XBwVK1ZS52vXrlEmLFydU1MuElm2nDqb3IoiWU6nE2Oxa0o4Gk+Xbj1o9UxbAPp060JEZCQzp73M5Fdf453N23j91alseudt8vLz+PLzffj6+2Gz2ahd71EshYU881QzRo4cyZjnn1ePGxMTw/Tp0//D03L3uFwuCgoKyMjIwGAwUKZMGYxG472+LODntf7Wzz/drZBVfn6+Gm0TQhSRdUIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgjxIJGYlRC3cSuW9Fe5XeAK7l7k6pcRq6CgILRa7V9yrrtFo9FgNBp/FbRxOBxYrVby8/Mxm824XC71vubk5GCxWNTYlV6vf2DCEi6Xi9zcXMxmMyaTidDQ0D8V+2nSpAlNmjRBURT279/PiAF9CQ4N5fV5b+ByuVi5dDGxK5bj4eGBl5cXjzdoxPHEBMyZmeRkZ1NQUEBQUBBly5bn832fcfr0KR57ogEnjh9j3Asv8tqrUyhbrjyvvDqDSRPG8tIrU9Rzv/ryZMa+MJH6jz8BwMRxYxg4dDhBwUGcT05m/uxZxFSsSEFBAQGBgUSER7B370ekpFykbNmyzJk5g7TUVPz8/fH19ePgjwfIy80jOCSYTdve57VpU6j20ENcu3qF9LRUwsIjuJRyka49eqrXUDxedSrpJBGRZdU5LS2NiMjI2+4bHx9HdLFA1Y1fBKpMbkX7JiefpVHTZups0OtLhMcKLRZ8/fzUufjneeF8MiGhZdT5dNLJEtev0WpZsGgpl1JSmDB6JIrVio+PLzs//owLF87z6d49fPH5Z0RHR5Nw+BBPPtmcI3Fx6HS62z8Q95DVaiUjIwOHw0FAQMAdiQ7eCRKx+jmqVvwe7N27l40bNxIcHEzfvn2pUaPGPb5CIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/FUkZiXEfeR2kas7Gbh6ECNWv0dRFMxmM06nk4CAADw9PQGw2WwoioKiKOTm5qIoCg6HQw1i3foxmUx/q3vkcrnUcJdOpyM4OBg3N7c7dnyj0Ujz5s1p3rw5586dY9b0KURXrIzRaEKj0VKt+kOcP5/MV5/vA62G3Oxsnm7zDBoNxB06hMViISQ0lBOJiVxOT8fd3YMmTZvRpVt3vvryc9q3akluXi5+/qUAsFgsXL6croas8vLyyMzIoGHjxj9vL7TQpFlzps54DZfLxZf79rFi2RIef6IBeXl5HIuPx9Pbm3LlywOQnZ1FQOkAqlavTmiZMlSsVJkKUdEcjY9n7oI3mfHqNBYuX0nGzQxCi8WhjMUDVUfiiK5YUZ0VqxUfX191NhW732eSkujao5c663Q6NVDldDpxMxXte+XyZcIiIm57TgB3Nzd1bbDb7bi7u6vb4g4domKlomhW6qVLJYJbt56ByLJl2bxtB53btcHD04MxI4fiX6o0ep2OcWPH8FTLlrf72O8LdrudzMxMCgsL8ff3x9vb+74JR2m12vvmWu6FW5HAW2vlhQsXKCwsJD4+npkzZ7Jp0yb27NmDj48PUVFR9/hqhbh//IOXDSGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIcQDSGJWQtznbhe4gv8ucnUr6GSxWPD19f1HRKwsFguZmZnY7Xb8/f3x8vIqcQ9vxaqKczgcauBKURTy8vJQFAWdTveryJXBYLiv4jUul4vCwkIyMzPRaDQEBASUiB39FaKjo3l16lQSEhJYvGQplStXwsPDg7YdOrF+7Spq16yHoigcPPADBpOR4JAQzpw+haenJx4eHowaM4aQkFCmvTIZg8GIVqulSrVqPNO2HQvmzOLK5XSSk5Np36ETdrsdvV7PpBfGMfaFieo1zJs9k7fWvgP8/B1Zv24NsWvfJiAwEKfTSe9uXdi4dTsajYaL58/Tv3cPnm79DCNHP0/PZzsxfNRzjJv4EsMG9GPL+x/gcjo4nZSE0WhAp9MBkJWVhY9PUazq7KlT1OpVV52Lx6tuXL+uhrgA0tPSCI+MvO2+F84nExwaWuKeFg+P/TJCVvx3ExMSKFuuvDonnTxBp2e7qLPdbsPHx0edjUZDsW12oqKimLdwMQA/fPcdWTeu0vI+DVk5nU6ys7PJzs7Gx8eHiIiI+2b90mg098213EsajQaNRkNeXh6LFy/mq6++IigoiPr16xMVFUW3bt1YvXo18fHxREZGqkE3IYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCPDgkZiX+FIvFwrRp08jMzMTT05Np06bh7+//q/1SU1OZOHEiW7ZsASA7O5vOnTsTFRUFQOPGjenWrdtdvfa/u9tFrn4Ztrpy5QqKouByufD19SUwMPCBD69YrVYyMzOx2Wz4+fnh7e39h6NTOp0Od3f3EhEol8uF3W5HURSsVqsauHI4HL8KXBmNRjWAdDcVFhZiNptxOByUKlUKDw+PuxraeuSRR1i3dg0A169f5/333ycyMhJLYQENmzbjkRo1Wb1yOe7uHhgMBgYMGkJgUBAL588j8VgCBuPPYTAPTy/yruey77NPaduhE4sWzGXw0OEYDAZeGj+WU0lJmM1mYpcvIyo6Bq1Bx79q1FSjTccSjlIhOpqAwEAAZkybwrARo9R7MfXlyWz/8CNGjxzOiOdGM2TESF57dSrTZsykdt26fPn5Pua9uYjRI4eXCEcdOXyIqOgYdU5LSyOiRKDKpP798KGDxMRUVGdFUUpEpdxKHPcwMZUqFW0zFW2zWCx4eHiWuM8mU9F5jsbHEVOpctE1paYQEVn2tvva7XY8PIuOdfLEcSLKFu2beimFyDIh5ObmqqG2+2GdcLlc5OXlkZmZiZubG2FhYfdNBOlWvOlufs+cTidz587l7NmzGI1GXn75ZSIiItTtO3fu5IMPPkCv19O/f38aNGhAVlYWU6ZMwWKxEBgYyNSpU38VSftf2O12Nm7ciIeHB48//jhhYWHs3r2bXbt20bJlS8aNG8fmzZs5ePAgeXl5VKxYkerVq5OQkECFChWoWbPmn74GIR4EGu6fKKYQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC/FkSsxJ/yo4dO4iKimLu3Ll89tlnrFu3jvHjx5fY5+OPP+a9997DbDarr50+fZoWLVrwwgsv3O1LfqDdCquYzWZiY2M5evQokydPpnr16mi12l/Frh4kVqsVs9mM1WrFz88PHx+fOxKa0Wg0GAwGDAYDnsWCQE6nE0VR1J9bkSutVquGrUwmkxoH+iuiN8XDXf7+/nh5ed3VuM7tBAUFMWLECPX6vv32W1bHruLZ7j3o3rMXGTdvMnvmDDIyM7DbbJQJCyMoOJjkc+ewFhYSXbEih378kfS0NHx8fPn0470EhYRwPjmZ6o88wvSZs8i4eZMZ06aQZTYTHBxM3x7d8PLyJinpBPPfXISiKABcSE6mwWuvA3A88Rjly5cnKDiY4SOfY/rUKUyf+Tpvr1mNxWJh5PNj6du9K02bP0lAQADmzExcLhcajYbExARq166rvke73Y63t7c6uxWLWZ04doxGTZvedpuiKCVCaaeSTtKuY2d1Lh7FSkw4SrnyFdQ59dIlAgKD1Pns6dM80bCROlstVnz9/NS5+HkSExIoW668OscdPkSlylWKHTuFx+vVoaCggKysLOx2O3q9/lehNr1ef9eer8LCQjIyMtBoNAQHB9+RANOdcC8iVrd88803KIrCunXrSExMZPHixSxYsACAmzdvsnXrVtavX4+iKAwePJh69eqxZs0aWrZsSZs2bVi/fj0ffPABPXr0+FPXcfjwYZYsWULVqlUpKCjgq6++YuXKlURFRZGYmEiXLl1wd3enYcOGJCcns3XrVgYOHEjr1q2ZMWMGWVlZ6ndLCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQDw6JWYk/JSEhgd69ewPw2GOPsXbt2l/t4+3tTWxsLB06dFBfS0pK4tSpUwwdOhR/f38mTJhAQEDAXbvuB5XZbObdd9/l0KFDPPvss0yYMAGDwaBuLx4P+WXY6u8auFIUBbPZjMViwdfXl6CgILRa7V9+Xq1Wi5ubW4nIjsvlwm63q4Gr/Px8zGYzdrsdg8FQIgxkMpnQ6XT/07mLv+c7Ge6600wmE82bN6d58+YcOHCAiWOfp037DjgcTtxMbviHluFyejqFhYVUf+gh9n/zDQa9nqrVqpOVZebmzZvcvHGDixcu0LZDR/Lz82j82KN4ennhcjpp1qIFffoPxGG3M3r4UNq0bc+333zD6rdWcjwxkcpVqjC4Xx/yC/K5kJzMJ198DUCjJk1Yu/otLBYLYydMZNIL41m4dDktnnqaYYMGkpFxE6fTSZ/uXbh+7RpOl5Nj8fEc+OF7mrdoiclkVN9jWmoqAQFFkamUlAuER0aqs5tbsahUYgJlyxdFpdIuXSIi4ud9HQ5HiX0T4o8QHROjzkd+EaC6nJ5OeETReUymohCW0+ks8VweOXKYmIqV1Pnc6dM80aCBOlssFkJDQ9XZ5XKVCLXl5OSgKApOp/NXgSuj0fg/P8e3Y7PZyMjIQFEUSpUqhaen533zbGu12nt6LUePHqV+/foAPPTQQyQlJanbTp48ycMPP6x+JuHh4Zw7d46EhAT69esHQP369Vm5cuWfjlkdOXKE+vXrM3z4cLKzsxkyQ66ldQAAIABJREFUZAiZmZlUrVqVp556ir1799KiRQvKli1Lo0aN2Lx5M40bNyYqKopp06ZRunTpP3V+IR4k98nyJoQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBB3hMSsxB+2a9cutmzZUuK1UqVK4eXlBYCHhwf5+fm/+r0GxaIpt5QrV44qVapQt25dPvnkExYsWMCcOXP+mgv/h9i4cSOffvopPXr0YMSIEej1v/31vhVl+WWc5e8SubLZbJjNZgoKCvD19SUwMPCuRKx+i0ajwWAwYDAY8PT0VF93Op0l4kAFBQUoioJGo7ltHOg/BXPsdjtms5n8/Pz75j3/UfXr16devXqsWrWK7KxMqlStRoPGTfDz9WPSxAl4+/gQFh7OubNnKSy0kJZ6iciy5Zi/aDFXr1xh/pxZBAQEUCYsDF9fX5q3aElhYSEdn2lF+fIVKB1QmsMHf+Jyejr5eXk83qABD/+rJnabja++2Efb9h3YsW0rg4YOA2DcCy/x0oRxLFq2gpXLlnDm9Gk+/eRjYipWwt/fjyuXL3Px4gV8fHwJCAigWYuWeHt7Me65EQQEBjG4X29MJhPnk5MpFRDA7p0fEhUdw43rN/Dy8sacmYnVakVvKPoeJsQdITqmojoXFhbi6+cHQFLSiRIRrHNnz9DsyRbqfOJ4Iq3atC12R124uxfFr9yK/T353FnKhIUXHevMaRo2aqzOly+nERFZVp1/+bRpNBpMJlOJQBb8HNwq/hzn5eWhKAparfZXz7DBYPivnk2Hw0FWVha5ubn4+fndtSjdH6HRaO6La8nPz1f/vYWf41p2ux29Xv+rbR4eHuTl5ZV43dPTk7y8vD91DRaLBavVStOmTcnLy2Pq1KlYLBYWLVpE3bp1mTx5Ms2aNePgwYPUrVuXqlWrUqNGDfW8ErISQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCEeXBKzEn9Yu3btaNeuXYnXJk6cSEFBAQAFBQUlYhq/pXbt2ri5uQHQuHFjYmNj7+zF/gM98cQTdOvW7XcjVr/ndpGr+ylwVTzo5OPjQ2Rk5H0RmvktWq0WNzc39ZmHn+/hrTiQ1WqloKCArKwsNU5jMpnUMJBOpyMnJ0d9zxEREeh0uv9n587DmyoTv43fWduke0tbKC2LZa9CXRFkqbLouKGiouLC7qijKCAMoiwDLjg4/sBRBhRGUDYdFBAdUWdQZFMEgSqLrAKWrU3XpGma5Lx/+BKpoOJQ2lK+n+s6V3KWJM95kpzQP7ir8Yz+N2azmT/+8ceYlMfjYeXKlUydMpnGjRuTnJzMBW0yWTB3Do0bN+bhRx9lx3ffMWLoY0RERBAfH0+jxudx2x13UlxcxKTnnqVJ02Zcfnk7Dh8+zM4dO7Hb7TgjnDRv2ZK93+9l965dlJeX84/XZtCocWPuvLUn/QYOwmw2k3nhhZR6POT88AMmEzwwoC+xcXHs3rkTV34+RQX5zF/4Lo3PO4/c3FzuvfMO4hPiaXX++fjL/ez7fi8ul4vU1FSu6NCBTV9/xcSnxxMdE8M9t/fkaO5RkpKSiY6OZsB9d5OUlMye3bt4/IknQ/MRHh6Ox+Nh9szXWLTwbeLrJBAMBLnxlls4lJND/dS00LE/xr0aVnjsMcFgkPCwn9bXr1tH0+YtQus5OTmkpjU47viKISw4te+zxWLB4XBUeKxhGPj9/gqhtuM/xz+PXFmt1hOuLUVFRRQUFOB0OklNTT3ta1hlMZlMoaUmiIiIqBCMNAwjNFcRERGh32L46ff42Pbw8PATgle/l2EYhIeH8/DDDwNw5MgROnbsyMSJE1m0aBHLli3joosuon///owaNYqPP/6YtLQ0Hn300f/5NUVERERERERERERERERERERERERERERERERERERERETk7FEzihFy1mrTpg2rVq0iIyOD1atXk5mZeUqPe/rpp7nyyivp1q0b69ato0WLFr/9IPlVjRo1OmPPfbLAFVRt5Mrv91NQUEBJSQlRUVFnbdDpGJPJhNVqxWq14nQ6Q9uDwSDl5eWhyFVRURF+vx+TyYTdbicYDOJ2uwkLC8Nms9X4kNcvcTqddO/ene7duwM/xndWr15N86ZNcXs8/HvpEnbs2IHZbGbCs8/T5sILWbN6FSOHDaFJs+Y0b96CoqIituzdSzAYoEGDhqQ3a4or10W+K5fIiEjG/GU88fHxDBn8CG/OX0C/QYN4/tkJ/HnUaACuu6EHfXrfQURkFPVTUzl86BBHj+by0J8e5rwm6bw67R98+cVa3CVu4uPjyLzwYjLOP585b8zmlltvo/e99/H93j2MfuIJIqIiublnT/JdLtauWUOXLt3Iyz1KidtN3br12PJNNmkNGzL95ZcoLS3l6NGjHDp0kO6dr6BOYiINGjakT/+BREdH89CAvnhKvRw6mEOjxucBUFJcTHxCQmj+wo6LV+3//nuS69YLrW/buoXbet3x02QbVAhQ/TyEdTqpJpPJhM1mw2azERER8dNLGkYocOXz+SgqKsLn8xEMBkNhq2Pvu81mo169eqFt1a2mRayOadOmDZ9//jndunUjOzub9PT00L5WrVoxdepUysrKKC8vZ+/evaSnp9O6dWtWr17N9ddfz5o1a075NzoYDJ4wBz+fj6SkJG699VYAunbtyqpVqygoKKBv377s3bsXj8eDw+GocfMoUpOY9f0QEREREREREREREREREREREREREREREREREREREZFaRDErOS09e/Zk7NixDBw4EKvVyvjx4wGYMmUKXbp0ISMj46SPe+ihh5gwYQILFy7E4XAwatSoqhy2VJKTRa4qO3AVCAQoKCiguLiYyMhIUlNTsVpr76XLbDZjs9koLS2lpKQEp9NJbGwsZrM5FAbyer0UFRVRXl6O1WoNxYGOLVar9awLyDgcDtq2bUuzZs2w2+3Ex8djt9vJz89n1apVLF30Dh9//BGZF15I3br1OHjwENmbNzHk8eFc0aEjK1d+zjtvLcBssfDa67OxWq08dP9A5r29kPT0dDZ+/TXdr76G2TNn4vP5sNvtzHtzNove/5DIyEhKSkp45IH7mfjCi3y8bBlr3niD77Zvx+cro2OnzsQnJPDv99/jq3Vf0rBhQ7Z8+w239biRMl8ZDocTu93Oe4sXY7VaaXPhhfS+517Ob92a0U8+Qe6RI1zZpQsH9u3jwL59FBQWcDAnB6fTyauvz6JN5oUcOniQSc89w+pVq7jm2msZ8vgI7rmzFy9Pn0FScjJh4eGh9zQQCBDu+ClI9dWXX9C0WbPQ+v5935PWoGFo/fh41c/XDx86RHJycqW/nyaTibCwMMLCwipsDwQCuN1uCgsLCQQCWCwWysrKOHjw4Amf4+qItZnN5hr73cnKyuKLL76gf//+GIbB6NGjmTNnDmlpaXTq1IlevXoxaNAgDMPggQceICwsjH79+jFu3DgWLVpEbGxs6Df61wSDwdC8Hzp0iLp16570mP379xMMBmncuDHFxcXYbDbi4+MBGDduXOWevIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUeKZfC80UFhaeXoVGROT/Oz5udSqBq0AgQGFhIUVFRURERBAXF1erI1bw49wUFxeTn59PWFhYKOj0a8eXl5dTVlYWCl35fD4MwzghDGS326s8DHQqDMOgtLQUl8uFyWQiPj4eh8Pxm4/zer0cOXKEAwcO8ENODkuWLOHNBW9zMCeHMU8+wT/fmMOzE/5Cx85ZtG6TyaC+9zF/4busW7uWBQvm84drr2PTxq8Z8vgIAB66fyB/emQwLTPOB2Do4Ee46557admqFfu+38vghx6kS7duHDp4EK/Xy/Zt23BGRJCYWIfDhw9TUlxCncQ69B94Pw0bNWLMqCc4mnv0/39242nQsBFbsjexfsMGIiMjuadPP9pfcQVLlywm54cfyD16lAtat2b0Xybwp/sHMvLJ0SQmJTFoQF9e/ecbPDliGH+fPgOA7M2b+Oy//+FPjw4BYPyYp+hx8y20zrwQgHvvuI035r8dmqvBD97P5FemAeD3+xk1YhjP/+3/AFi7ZjXFeUe56qqrKukd/WV+v5/8/Hw8Hg9xcXFERUVhMpkwDAO/31/hM+zz+fD7/VUWazOZTDXy+1GVDMMIzWteXh4vvvgiW7dupW3bttx88800bdq0wvFz5sxh7dq1WK1WcnJy6Nu3L9dcc011DF3OITExMTWzNvc7HP/31UF31bxmvYif7teGORQRERERERERERERERERERERERERERERERERERERkZqpdpdhRH7G6/UyZswYXC4XERERjBkzhri4uBOO279/P8OHD2fevHkAFBQU8NRTT+H1eklMTGT06NGEh4dX9fDPasciKcdHaI4PXB27LS8vp7i4mKKiIpxOJ/Xr18dms1X9gKuQYRi43W5cLhc2m43k5ORT+nyZTKZQ4Od4gUAAn89HWVkZXq+XoqIiysvLsVgs2O12wsLCzmgY6FR5vV5cLheBQID4+HicTucpjyU8PJwGDRrQoEEDAFLr12fp4sXcfOutJCYmsXPHDgYPGUaf3nfx1ruLuLTt5fznk4/p0rUbU195mZen/B9z334HgNzcXAKBQChkVVJSQkFBPhdfcgkAPp+Py9u3Z/jIUQC8PnMG7Tt05O577wPg9lt68M6Spbjy8vh42Yc8/+zTxMbGUa9uPeLjE/j66w3s2b2biy65mHJ/gAnPPc97i95l1swZHNi3n9QGafS66y5WLF9OTEwM/5jxT/re05u/vjiZFyf/nQcH9qNuvZTQuX+9fj1NmzUPrR/Y/z0NGjY6bm5+ioH5/f4K61u+/abCsfu+30vrli1Oac7/V8FgkMLCQgoLC4mKiiItLa1COMpkMmGz2bDZbERE/FRcMQyjQtyqqKgIn89HMBg8aazNYrH87rGZTKbQcq4KBoOYzebQHHz55Zd8+OGHZGZmMmDAAF544QVWrFhB3bp1iYqKIhAIYLFY6NGjB1lZWXz77bdcddVVtT42KCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiK/TuUBOacsXLiQ9PR0Jk6cyEcffcTMmTMZOnRohWM++OAD5s+fT35+fmjba6+9xtVXX83111/PrFmzeOedd7jrrruqevi1zvGBq2AwyJIlS1iwYAGPPfYYmZmZ2Gy2UOiqNjIMA4/HQ35+PiaTicTERBwOx28/8DdYLBYcDkeF5zoWCjsWBiouLqasrOyEMNCx0NXxsaHK5vP5cLlclJWVERcXR1RU1GnHhNq1a8foMWO44aabGP7EKAY/9ABzFrxNVpcuLHpnIQ89Mph77+xF56wr8Zf7sVitPDRoAGVlZezcuYOM8y9g3RdfcGnbtowY+hhDHx8eeu5nxv+FaTP+GVr/99L3mPevH0NYC99+i67driYsLIx6KSk0b9mKbldfw6jRYzEMg1demkzzli145LEhzJ87l4suuoQLL7qICy+6iK1btjBh3Bi83lL6DRhIWloaDwzsz9RXZzBtxj/pf+/dDLj/fjxuNzu+287D9w+kXkoKW779hidGjw2Np9RTSkxsbGg9PDwsdP/b7GwaNm4cWl//1TqaNf8phLX/+31c263rac39LzEMg5KSElwuF+Hh4b87TGcymQgLCyMsLKzC9mOxtmNLSUkJPp8Ps9l8QuDKZrOd9LOsiNVPjs3Pxx9/zN69e9myZQt5eXkMGzYMp9PJddddx8qVK9m0aRMdOnQIRcMiIiKIjIykfv361Tl8kbOaLkEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlKbKGYl55RNmzZxzz33ANC+fXtmzJhxwjFRUVFMmzaNm2++ucLj+vTpA/wYzZk6dapiVpXEMAxWrFjB66+/TrNmzfjb3/5GSkrKSY872e3ZqrS0FJfLRTAYJD4+HqfTeUbDOiaTKRT4Od4vhYEsFstJw0CnM0a/309+fj5ut5vY2FiSkpIqNZrV6/bbeXPW6/TpP4CWrTL4Yu1aBt7/R+66/VZuuqUnCXUSuaRNay5o3ZqOnTpTVFTMhq/WMX3GTMLDHXz80TJGDBuCyQTjx40hKSkZi9VKTExMKAz2yksv0euu3qFxz5/7JnPf+ldoDH/760RmzHoT+HHOP12+nHlv/wuTycQ7b78VimABjB87mlemv0b2po0M6HMfM2e/QWFBASOGPsb4ZycSFhbO3DfeIDY2FovFQmJiHTZ8tY6U1FSe/ctY6qelcV+/gYSFhYXel2AwSFh4eOg11q9fR5OmzULrO7dvp0PHjqF1r7e0UgJqP+f1esnLywMgOTmZ8OPGdLp+Kdbm9/tDn2OPx0NBQQF+vx+r1YrVamXFihU0adKEFi1aVEpA7WwWDAZDn+F9+/axZMkSsrOzmThxIhs2bOC9995jw4YNdOjQgS5durB582bWrl3LeeedF7o+n8vzJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiInUsxKaq3Fixczb968Ctvi4+OJjIwEwOl04na7T3hcx+NCL8e43e7Q4yIiIigpKTkDIz73fPnll0yfPp309HSee+45kpOTf/HYY+GUnwdUjo9bnQ2Bq7KyMlwuF+Xl5cTFxREZGVmtUZhfCwOVlZVVCFwFAoETAld2ux2LxfKrrxEIBCgsLKSoqIioqCjS0tJ+8zH/i4yMDBa+8w4ej4dHhw6j/733MOettzFh4opLLyEQDNKiZQt+OLCfXTt2cN0NN9C0WTMm/+0FStwecg7sp1mLFkz++ys4nU4ee+RhigoLuazt5Tz1xAiyN23G7y+nUePGfLB0Cdmbs0lJSeH+/v249vrriYmL5bK2l4euFTOmT+Pmnreyd88eHn7wj1jMFnbv2knTZs1Zv24drVplEBcXR6esKyksLOSRB//IlFf+wbIPP6TdJRdy3Q03MnjIMOrUqcOYUU+Qk/MDDRs1Ijf3KHfcfTeXXXY5vW65GWeEkzFP/Jk/XH8DcfEJpKTUD83Jzu+206Fjp9B6Ts4B0ho0/GnSKvk7U15ejsvlwuv1kpCQQERERJV8vk0mEzabDZvNRkRERGi7YRihz7DH42HRokXs27ePYDBIamoqTZo0oUmTJqSnp5OamnpGPpc1kdlsprCwEJPJxLZt21i+fDk33XQTsbGxtGvXjrVr17Jp0yaaNm1KcnIy7dq1Y/ny5fj9/uoeukitYqKqfv9r/r+PRERERERERERERERERERERERERERERERERERERETk7KeYldRaPXr0oEePHhW2DR8+HI/HA4DH4wlFZ35LREQEHo+H8PDwCmErOT1ut5tx48ZRv3793z74F5wscnV84Or42+rk8/nIz8/H6/USFxdHVFRUtUasfs3xYaDjBYNBfD4fPp+PsrKyUOTKbDZjt9sJCwsLBa5sNhuGYVBUVERBQQERERGkpqZitZ7Zn5377r2XGdOn8fCjj2Eym2l7USbJyXXp0KkjBw78gMuVx6NDh3Hk8BG+3rCe3bt2UVhYgNfr5fobbiQ6JoasDlcQHx9PfEI8dpud/3zyEUePHqWosJCLLr6Ew4cP8f3e7/nLhKfpccst5Obm8tzTE9j09dekNUjjrttvxW63k715E/EJCbzw/ESGjxxJm8xMFr69gC3ffsu2bdv55NMVoXHf0OMmdu/ayaWZrUlMTOTFl17GXeLmvt53UVxciMVs4blJL9D28nZ4PB4eHDSAqS+9hDPCya29bufqa65l0vPPse6LL6hbN4Vnxo0hq0tX9n2/r0K8Khg0KoTLKitmFQgEKCgooLi4mJiYGBITEzGbzZXy3KfDZDIRHh6Ow+FgwIABoe2BQICcnBx27tzJrl27+Oijj/jhhx9o1KgR48ePr8YRnxmGYVS43hQUFDB16lRMJhN//vOfWb9+PUeOHOHw4cMkJyfTuXNnli5dypo1a7jpppvo2LEjV1xxRY14T0VERERERERERERERERERERERERERERERERERERERESkZlLMSs4pbdq0YdWqVWRkZLB69WoyMzNP6XGtW7dm9erVXH/99axZs+aUHye/7sorrzwjz/trgatj96sqcOX3+3G5XHg8HmJjY2tM5Od/YTabCQ8PJzw8PLTNMAz8fn8ocuV2u3G5XPj9fgAsFgtRUVE4HI4qiXc1bNiQA/u+p+Pll9GpcxajnhrN5o0bmTf3TXre1otDhw7ywXvvcfDQIQ4fOkh0dAzjJjxNZFQUY54cRWRkFJe1vYxAIMjBnBxyCnJCATKbzcaG9V/Ruk0mT44Zy/L/fMLsG//JwUMHKfeV88eHHqRr92tYvXIFj/7pT8QnJHDeeelkZl7I0sWLWfHpp7Ro2ZIybxnDho/gwYH9mfPWv0JjX/fll7yzZCk5OT+wcsUKlix6l2AwyKNDHyfrqi7MmjmDSROf5cjhw7S/ogP/fONNSktL+c8nH9Ozx40k1EmgQYOGXNm1K5mZmTz+2GPYbHb++uzTPD5yFA6Ho8J7FwwGOd235PhgmdPprJJg2akymUyh5ecsFgtpaWmkpaVVuA4FAoGqHOIZt337dsLDw2nY8Meg2datW2nZsiWxsbFcfvnlLF68mG3btnHdddcxZ84cNm/eTLdu3bjiiitYtWpV6PttsVjO2uuWiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiFQN068FXQoLC6um9iJSRbxeL2PHjiUvLw+r1cr48eOpU6cOU6ZMoUuXLmRkZISOveaaa/jwww8ByMvLY9y4caEg0fjx43E4HNV1GlKJjl0Df357ugKBAPn5+ZSUlBAdHU1MTAwWi6VSnrumMgwDj8eDy+XCZDIRHR0NEApd+Xw+TCYTdrv9hKUyQ1dFRUVs374dt9tNYWEhm7/5hmAgiM1uo/F5TfjPJx9RJzGJQX98gP379/HSiy8SCASoW68eYFCQX8Dhw4dwu900atyYwoJC8vNd3Ne3P/0HDWLFZ5/y6tSpFBQU4HaXcP4FrWnStCmffLSM7du3k5iYxF13301sbCwb1n9FUVEREc4I8vLysFgt3NCjB336DeC/n3zCnDdm89rrs9m6ZQtvzn6dZyY+D8CWLVt48/V/8tTYccyfO4fl//kP+/btIzIygiGPj2D1ys/ZvXs3R48cIeeHA0x6cTJXdu1KUVERY58axbfZ32C323j9zbls37qVF/76PHff15ePl/2bKVOnAXAwJ4cPFr9Dn/vu+5/e69LS0tC1ND4+nrCwsEp7D0+X2WyuknhaTVZYWMi7776LxWKhW7du7N27l9dee41BgwZx2WWXcfjwYd59910OHjzIuHHjePnllyksLKRXr16kp6fj8XhwOp3VfRoiFcTExJz1X+zj/746Ulo1p5Pk+OnfNrVhDkVEREREREREREREREREREREREREREREREREREREpGZSzEpE5GdOJ3AVDAYpKCigqKiIyMhIYmNjsVqtZ2ScNYnX68XlchEIBIiPj8fpdJ4QEzIMg0AggM/no6ysLBS48vv92Gy2EwJXFoulUoNEhmGwc+dOVq5cSYnbg8fjZu/evWzfvp0/XHsdaQ0asmb1Kjas/4q+/QYQMIIsWriQwUOGcNHFl7Ds3x/w4QcfkJOTg8fj4bobb6BTpyxmv/5PVq9aic1m4/obexATE8PuXTsJBg3qJNZh3/f7SE1NJTEpkZFPjuaxh/9El+7dueHGHrz7zr9Y8d/lHDp0iJenv0p8fDwAd97Wk1em/bT+zxkzcLnyCLPb2bRpE4cOHSTnhxw6du7MH669lhWffsr27ds4sH8/l17Wlsl/f5n9+/YxdvSTNGnalIceHsyN1/4Bm81Gp6wsrruhB26PG3d+HlddddXvmkefz0deXh5+v5+EhAQcDkeNCUeZTCbMZnN1D6NaBYPB0BzMnj2buXPn0rp1a/r27cvHH39Mfn4+Y8aMAeDzzz9nxowZ3H///aSkpDBz5kz69OlD48aNq/MURH5RbQgxKWYlIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiK1lWJWIjWc1+tlzJgxuFwuIiIiGDNmDHFxcRWOefXVV1m1ahUWi4UhQ4aQkZHB9u3bGTJkCGlpaQD07NmTbt26Vccp1Bq/FrkKBoMUFRVRUFCA0+kkLi4Om81WLeOsSj6fD5fLRVlZGfHx8URGRv7usFEwGKS8vPyEyBUQCluFhYVht9ux2WxnJFYUCATIyclhy5YtJCUlYbfbCQaD7Nu3j2+++ZagYbB37172fr+Xv7/yD9IaNmTO7FlM+Ms4An4/Xbt1IyEhgcSkJNpd0RGrzcqLk/5KZGQUV3bpwoBB9/PshPHExcUx8I8P8McB/bi3bz86dupMv3vvZtvWrXS7+hpu7HETmEwsXbyYsePHh8Z32809WLDw3dC5337LzQweMoRVn3/O7t272Lp1K3GxcUyc9AKvz3yN3KO5TH75FZxOJ3ff0YsjRw4TFh5O73vu4eKLL+H5557lm+xveO3V6aSnp5/SHPn9fvLz8/F4PMTGxhIdHV2jIlbHlnNVIBDAYrEAP16bTCYTCxYsYPHixVx22WU8+uijfP3118ydO5cuXbpwzTXXsGfPHp5//nnsdjsvvPACZrP5nI+BSc1WG0JMx/99ddRbNd+3xPBg6H5tmEMREREREREREREREREREREREREREREREREREREREamZFLMSqeHmzJmD2+1m0KBBfPTRR2RnZzN06NDQ/m3btjF58mReeeUVDh8+zIgRI5g1axaLFi3C7XbTu3fvahx97RcIBPjkk0/YvHkzvXv3Ji4uDrvdXt3DOuOOhY3cbncobFSZERzDMAgEAqGw1bGlvLwcq9UailwdC11ZLJYzHjLKyclh69atfLtlC7kFp9UoAAAgAElEQVS5ubz91ltMnjyZrl27hs69vLyctWvX8tLLL/O3yS9xXno6wx4dTIfOnbjp5p6MfHwYF158MTf3vJW7e92Oy+Xi9jvuoN+AAXyTvZkZr75G9uZN1KlTh9733Mstt97G36dMoW69utx62+0AfPbpp3yxZjXDRz4BwMaNX7Ng7lyioqLYuuVbJr88lUMHcxg5fDiHDx2k74AB/PHBh8jPz2fpe0uY+PQz9OvXlz59+uBwOH7zvIPBIIWFhRQWFhIVFUVsbGwomlTdFLE60YcffsjGjRtp164dbdq0Yd++fSxYsICuXbvSqVMnZs2axfvvv8+dd97JsmXLuO6668jKyiI2Nra6hy7ym2pDiEkxKxERERERERERERERERERERERERERERERERERERERqa0UsxKp4YYPH84999zDBRdcQElJCf3792fBggWh/QsWLMDr9XLfffcBcPfdd/PSSy8xbdo0vv/+ewKBAGlpaQwZMoSIiIjqOo1aacOGDUydOpXExETuv/9+GjZsGNp37Nr689uzXSAQoKCggOLiYqKjo4mJianSsJFhGCcErnw+H4ZhVAhcHVsqK7BVVlaGy+WivLyc+Ph4IiIifjWgVFpayrhxf+Gp8ROIjY3lgYH96XVnb67s0oXbb+7B/v37OS89nau6dOGb7GwO5uTww4EDRMfE8u577wGwYN48li5Zwu7du/jb/02h85VXAnDbLTcx6825OJ1OAO64tSfTZswgNjaWvXv28NQTI9m5Ywfp6U24t29flv/3v/zwwwECfj9xcXEMfuQRUlNTf/OcDcPA7Xbjcrmw2+0kJCRgs9kqYTYrh9lsPqcjVrm5uSQkJGAymQgGg+Tn5zNx4kRsNhtXX301s2fPpn79+jz11FNMnz6dkpIShg8fTmFhIcuWLWP9+vXceOONXHHFFdV9KiKnrDaEmI7/+yq3rGpiVnXCFLMSEREREREREREREREREREREREREREREREREREREZEzz1rdAxCRnyxevJh58+ZV2BYfH09kZCQATqcTt9tdYX9JSQkxMTGhdafTSUlJCRkZGfTo0YOWLVsyc+ZMXnvtNQYPHnzmT+IcsG3bNqZOnYrT6eTJJ5+sELE65lhk5/jYztkcuAoGgxQVFVFQUEBERASpqalYrVX/E2IymQgLCyMsLKzC9kAggM/no6ysDK/XS1FREeXl5Vit1hMCV1ar9ZQjSH6/H5fLRWlpKbGxsURHR5/SYx0OB088MZK/PDWKCRP/yt//MZ07br2Fp0aNpEuXrgwdPoKVKz7nww/+zcGDB/F6S5k6fTrbt21nUL9+OCOcNGrYCIfTwT9nv8Ga1auY++Yb7Ny1E7PJxK6dO7mgdWvWrlnDBa0vIDY2FoBGjRtTLyWFa6+/gT179jB/3lzcJSWkpKTQonlz7rjjDux2+2+O3+v1kpeXh2EYJCYm4nA4Tmm+qoLJZKq0SNnZ6MiRI0yZMuXHINp553HnnXfSrFkz9uzZQ6NGjXjwwQd55ZVXAOjYsSNWq5UOHTrw1ltvcdddd3HjjTdyxx13cPvtt1fzmYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIbaKYlUgN0qNHD3r06FFh2/Dhw/F4PAB4PJ5Q2OqYyMjI0P5jx0RFRZGVlUVUVBQAWVlZTJo06QyP/txw9OhRpk2bxgMPPECLFi1+12NPFriCmh25MgyD4uJi8vPzCQsLIyUl5ZRiSFXNYrHgcDgqRJcMw6C8vByfz4fP56OoqAifz0cwGAyFrcLCwkL3jw8kBYNBCgoKKCoqIjo6mrS0tN8dUIqOjmbY0KGMGv44nlIP6elN6NO3H2vWrOblKZPZvXs3VouFJR98wN49e3h95kyOHj2CIzycw4cOY7PaMJvMTJo4kW5Xd6e01MO1113HVV278fGyZUx8ZgLfbf+OsRMmhF7T6/Vy6OAh7ux9d2jb0EcfYezo0acUHysvL8flcuH1ekMhvVMNf51pJpMptJyLDMNgxowZrFixgs6dO3PvvfcyefJk3n//fZo1a0Zubi4rVqzg888/p3379kydOpX169czceJERowYQVhYGGvXrqVnz57VfSoi8v+dq9czERERERERERERERERERERERERERERERERERERERGpnRSzEqnh2rRpw6pVq8jIyGD16tVkZmZW2N+6dWteeukl7r77bo4cOUIwGCQ2Npa+ffsybNgwMjIyWLdu3e8OL8nJJSYm8uKLL1bqc54sclXdgSvDMPB4PLhcLiwWC8nJyYSHh1fpGE6XyWQKhaqOFwgEQoGrsrIyiouL8fl8WCwW7HY7hmFQVlZGeHg49evXx2az/c9jSExMpF/fPsybNw+H08mG9V9R6vHg9wd4c958tm75lhHDhuIv95OQEI/ZZObStpfz7TfZHM09Sp2EBPYfOMCyf39IXFwc2Zs2s2H9BsLsdsDEvxYt5o1ZrzN/zhwmv/wyY596kiGPPx56/c8+XU7byy77zZBVMBgkPz+f4uJiYmJiSExM/N3xrjPlXI9YAaxbt44nnniCa665hueff566desC0KBBAzp27AhAVFQUTqeTO++8k27dugHw3nvvcemllwLQvHlzmjdvXj0nICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiK1nunXAimFhYVVW08RkRN4vV7Gjh1LXl4eVquV8ePHU6dOHaZMmUKXLl3IyMhg+vTprFmzhmAwyGOPPUZmZibbtm1j0qRJWK1WEhISGDlyJJGRkdV9OnKaqiJy5fV6ycvLIxgMkpCQgMPhqPUhoWAwSHFxMQUFBZhMJqxWK36/n0AgEApiHb9YLJb/6XUMw2DLli3857//paiomC7du1Pq8TBt6iu0bpPJoUMHcbvdZJx/AVu++Yak5CRSUuqza9dOXC4X+Xku4uLjuPSytqxZvZqHHnmErt26s3fPHh59+E/s37+f2XPnkZGRgWEYDB38MBPGj//F988wDIqLi8nPz8fhcBAfH/+b4auqZDaba/1n71Ts2LGDu+++m9WrV2OxWNiwYQOzZ8/m4MGDPP300zRp0gSASZMmsWPHDi666CK+++47PB4Pf/7zn2nYsGE1n4FI5YiJiTnrLwjH/32V5/vffkt+rwR7IHS/NsyhiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjUTIpZiYic5SorcOXz+XC5XPh8PuLi4oiMjDwnQkLH4l2GYRAfH4/T6QztCwaD+Hw+fD4fZWVloftms5mwsLAKgSubzfa75isQCPDZZ58xffp0Wp1/PhdfcglZV3XhmfF/4eiRI9RLSSE3N5eS4hJ8Ph9Op5Ned97F/HlzaH9FBwb98QEmTXyOLd9+S6PGjcnLy+X+Bx7ko2Uf8t327Rw6eIgB/ftzzTVXn/T1PR4PeXl5WCwWEhISCAsLO+25rCwmkwmz2Vzdw6hRRo4cSV5eHs2aNWPz5s1kZmby5ZdfEhkZycUXX0zv3r2JiIjgq6++4uuvvyYpKYlbbrmluoctUqlqQ4jp+L+vXFUUs4pXzEpERERERERERERERERERERERERERERERERERERERKqAYlYiUimCwSATJ05kx44d2O12Ro0aRVpaWmj/okWLeOedd7BarfTt25eOHTtSUFDAU089hdfrJTExkdGjRxMeHl6NZ1G7nGrkyu/343K58Hg8xMbGEh0dfU6EhMrLy3G5XHi9XuLj40853mUYBn6//4TIVSAQwGazheJWx2JXFstvx0qCwSDffvst/1q4kD2795Bx/vm0zGiFYRi8NX8+XbtfzScff8Q99/bhpltuYf7cuSyYN5fYuFg8bjdx8fG43W7Cw8K55bbbWL/uSxqkpnL77bef8Fo+n4+8vDz8fn8o3lVTomUmkym0VAev18uYMWNwuVxEREQwZswY4uLiKhzz6quvsmrVKiwWC0OGDCEjI4Pt27czZMiQ0DWvZ8+edOvWrVLHVlpayh/+8Afat2/PM888A0BBQQErV65k/vz57N+/n2HDhnHDDTdU6uuK1CS1IcSkmJWIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiNRWilmJSKVYvnw5K1asYMyYMWRnZzNr1iwmTZoEQG5uLg8//DCzZs3C5/MxcOBAZs2axZQpU2jRogXXX389s2bNwmazcdddd1XzmdRux4etSktLyc7OJjExkejoaGJjY8+JiFUgECA/P5+SkhJiYmKIiYmplPMOBoOhwNXxi8lkCgWujkWubDbbrwabgsEg27dvZ/78BTgiIhg24s84HA7+PuX/WLNqNXXr1SUvN5cL2rRh186dFBUWcn7rNhw5dIi9e/fw1+efp0GDBiect8vlwu12ExcXR3R0tCJWPzNnzhzcbjeDBg3io48+Ijs7m6FDh4b2b9u2jcmTJ/PKK69w+PBhRowYwaxZs1i0aBFut5vevXuf0fG99tpr/Pe//2Xu3LkEAoFQKK20tJQlS5bQsWNHUlJSzugYRKpTbQgxHf/3VX65tUpeM87mD92vDXMoIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI1U9X8D2oRqfU2btxIu3btALjgggvYunVraN+WLVto3bp1KOaTmprKzp072bRpE3369AGgXbt2TJ06VTGrM8xkMhEMBlm6dClvvPEG3bt3p2/fvqEozvGxq9omGAxSVFREQUEBkZGRpKWlhc67MpjNZsLDwwkPDw9tMwyDQCBAWVkZPp8Pj8dDQUEBfr8fm81WIXJlt9uxWCyYTCbMZjMtW7Zk3LixHDp0iGfGjeWiSy+lfv00ysrKsNnsWK02sjdtpku3rvxw4ACHD+YwYvhwEhISqvS8T5fZbK72iNUxmzZt4p577gGgffv2zJgx44T9l19+OSaTibp164bCaNu2beP777/ns88+Iy0tjSFDhhAREVHp4xswYADvvPMOb7/9Nrfddht+vx+r1YrD4aBXr16V/noiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqdKMSsRqRRut5vIyMjQutlsDoVWfr7P6XRSUlJSYXtERAQlJSVVPu5ziWEYrF27lldffZXzzz+fl19+maSkpArHHB8V+nnY6mwNXBmGQUlJCfn5+djtdlJSUrDb7VXy2iaTCavVitVqrRA3CgaDlJeXV4hc+Xw+AMLCwioErpKSkhg9+ik+/fRTXvjb37jiig506NyJ9ld0YMar0/nwgw+Y+NxzJCcnn3Debrcbl8tV5ed9Ko5Fu6rL4sWLmTdvXoVt8fHxoWuS0+nE7XZX2F9SUkJMTExo/di1LCMjgx49etCyZUtmzpzJa6+9xuDBg8/IuB977DGefPJJbrjhhgrhNBE5+9SQjp+IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEilUMxKRCpFREREhfCLYRhYrdbQPo/HE9rn8XiIjIwMbQ8PDz8heCWVq7i4mD//+c/UqVOHCRMmkJKS8puPORa2Mv2stnF83KqmB648Hg8ulwuTyURSUlKNif+YzWbCwsIICwsLbTMMg0AggM/nw+fzUVpaSkFBQSgK17JlS2bPmoXJZOKbb77hxb8+T5errmJgv34nPL/X6yUvLw/DMEhMTMThcFTl6f0qk8kUWqpTjx496NGjR4Vtw4cPD12rjl2njhcZGXnCtSwqKoqsrCyioqIAyMrKYtKkSWds3N26dePIkSOh66uIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiISE1gru4BiEjt0KZNG1avXg1AdnY26enpoX2tWrVi48aNlJWVUVJSwt69e0lPT6d169ahx6xZs4bMzMxqGfu5IDIykscff5xx48adUsjq1xwLEZnNZiwWCxaLBbPZjNlsrhGRIgCfz8fBgwfJzc0lNjaWlJSUGhOy+iUmkwmr1YrT6SQ2NpakpCTS0tJo1KgRSUlJOJ1OgsEgpaWlpKWl0fOWW0hKSiI3N5eioiK8Xi8+n48jR45w+PBhoqOjqV+/fo0JWR37zBz7nNREbdq0YdWqVQCsXr36hGtS69atWbt2LcFgkEOHDhEMBomNjeWRRx7h22+/BWDdunW0aNHijI6zd+/eilmJ1AKmKlpERERERERERERERERERERERERERERERERERERERESqgskwjF/cWVhY+Ms7RUSOEwwGmThxIjt37sQwDEaPHs2qVatIS0ujU6dOLFq0iHfffRfDMOjTpw9XXXUVeXl5jBs3Do/HQ2xsLOPHj68x4R2pHMd+YwzD4Nd+byqL3+8nPz8/9JmKjo6useGk0+X3+/H5fPh8PsrKyvB6vQQCAcxmM+Hh4YSFhWG327Hb7Vit1mqdh5ocsDqe1+tl7Nix5OXlYbVaGT9+PHXq1GHKlCl06dKFjIwMpk+fzpo1awgGgzz22GNkZmaybds2Jk2ahNVqJSEhgZEjRxIZGVndpyNS68TExNT8C8lvOP7vq0J/1UTpYqz+n+7XgjkUEREREREREREREREREREREREREREREREREREREZGaSTErERGpUscHro6/PR3BYJCCggKKioqIjo4mNjYWs9l82s9b0xmGQXFxMfn5+TgcDuLi4jAMIxS4Oha7CgaD2O32CoEru91+xufIZDKdE++DiFSN2hBiUsxKRERERERERERERERERERERERERERERERERERERERqq6r5H9QiclZZsWIF69ev59JLL6Vp06YkJydX95CkFjGZTBVujzk+bnWqgSvDMCgqKqKgoACHw0FqaipW67nx0+bxeHC5XJjNZurWrUtYWFhon91uJzIyMrQeCARCYauysjKKi4vx+XxYLJZQ2OpY6MpqtZ7w3vxeJpMptIiIyC/QNVJERERERERERERERERERERERERERERERERERERERGqRc6P4ISK/y7x58zh69CiFhYXMnDkTr9eL0+lkwIABXH755dU9vEoVDAaZOHEiO3bswG63M2rUKNLS0kL7Fy1axDvvvIPVaqVv37507NiRwsJCbr31VtLT0wHIysrijjvuqK5TqDVOFrk6PnD189tjMSer1XpCzKk28/l85OXlUV5eTkJCAk6n8zejURaLBYfDgcPhCG0zDIPy8vJQ5OpY4CoQCIQCV8cvFovlN8emiJWIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyLlJMSsROcHevXuZNm0aDRo0AH4MPs2fP5+lS5fSpEkT6tSpA/wYwwkGgwCnFLqpiT777DN8Ph8zZ84kOzubyZMnM2nSJAByc3NZsGABs2bNwufzMXDgQNq2bcv27dvp3r07jz/+eDWPvvY7WeBq9+7d/P3vf+fGG2/kkksuITw8/JyIJwUCAfLz8ykpKSE2Npa6deue1nmbTKZQqOrnr1NeXk5ZWRk+n4+SkhJ8Ph8Wi+WEwJXNZguNwWw2nxPvg4hIZdEVU0REREREREREREREREREREREREREREREREREREREahPFrETkBAUFBSxdupRLL72Uxo0bU6dOHcxmM9nZ2aFjDMPAZDKdELHauXMnGzduJCsrKxS9qsk2btxIu3btALjgggvYunVraN+WLVto3bp1KNyTmprKzp072bp1K9u2beP+++8nLi6OYcOGnRXnerYrLCzk9ddf56uvvqJfv3507ty5QjzJMIyT3p7tDMOgsLCQgoICIiMjSUtLO6PxOIvFgsViITw8vMIY/H4/Pp+PsrIySkpKKCsr48knnyQ2NpbzzjuPVq1akZGRQWpq6lkbtxMRERERERERERERERERERERERERERERERERERERERERkf+NYlYiUsHevXsJBoMAzJ07l61bt1K3bl2aN2/O4MGDqVOnDm63m/nz57N27VqSk5Np37491157LQDr169n37593HrrrSd9/mAwiNlsrrLz+S1ut5vIyMjQutlsxu/3Y7VaT9jndDopKSmhUaNGtGzZkssuu4wPP/yQSZMm8dxzz1XH8M8JPp+Pt99+mw8++IC77rqLhx9++KSfoWNhq9oSuDIMA7fbjcvlwm63k5KSgt1ur5axmEwmbDYbNpuNiIiI0LbZs2ezf/9+tm/fzv79+1m5ciX79+/HZrPRuHFjmjVrRpMmTbjwwgtr1PdeRKQmOO7nSkRERERERERERERERERERERERERERERERERERERE5KynmJWIVLBx40aaN2/Ogw8+CMDSpUt59dVX6dmzJ82aNaOgoIDZs2fj8/mYOnUqGzZsYOXKlaSnp1NQUMC0adOoU6cOy5cvp1mzZlitVpKTk0PP//OgTSAQwGQyhZaqFhERgdvtDq0bhoHVag3t83g8oX0ej4fIyEgyMjIIDw8HICsri2nTplXtoM8xy5Ytw+/3M2PGjNC8n6qTBa6g5keuvF4vLpeLYDBIYmIiDoejuocUcvz31Ww207hxYxo3blzhGK/Xy549e9ixYwerVq3ioosuqqbRioiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIVVDMSkQq+Oabb2jatCnwY+Cnc+fOvP/++3z22Wc0a9aMrVu3sm7dOtxuN7m5uSQlJbFx40a8Xi8jRoygffv2JCYmEhcXx+LFizlw4ADPPPMMXq+XL774ArvdTrt27SgtLcXhcGCxWE4YQzAYBE4MX50Jbdq04fPPP6dbt25kZ2eTnp4e2teqVSumTp1KWVkZ5eXl7N27l/T0dMaNG8eVV15Jt27dWLduHS1atDjj4zyX3XDDDZX+nCeLXNWEwJXf78flclFaWkpcXBxRUVHVEnn7JWaz+ZTGEx4eTsuWLWnZsmUVjEpE5OxUc67uIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIip08xKxGpYNWqVdx7770ABAIBoqKiaNmyJV9++SUDBw6kpKSE9PR0+vTpg8/nY/fu3VitVi688EIOHz4MQLt27cjMzOSDDz6gefPmABQXF7NixQri4+Np1qwZTz31FE6nE6vVSrdu3UhJSaFevXrExsaecsTK7/djtZ7eZSwrK4svvviC/v37YxgGo0ePZs6cOaSlpdGpUyd69erFoEGDMAyDBx54gLCwMB566CEmTJjAwoULcTgcjBo16rTGIDXDyQJXUDWRq2AwSEFBAUVFRURHR5OWllYlMbdTZTKZatR4RERERERERERERERERERERERERERERERERERERERERESkZlHMSkQqmDRpEvXr1wcIhaLuuOMO5s2bx8cff8z555/Pm2++SVFREa1btyYpKQmn00mHDh34/PPPMQyD2NhYDhw4QFFREe3atQN+jFmVlZXRunVrcnNzKSoqom3btnTv3p0VK1bwr3/9i4SEBPbt24fdbqd///6hx/7cDz/8wKeffsqSJUtYsGBBaHswGPzdwR2z2czIkSMrbGvUqFHo/k033cRNN91UYX/9+vWZOnXq73odOXudLHJVWYErwzAoLi4mPz8fh8NBamrqaQfaKpPJZAotIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiv6TmFDNEpEbIyMg4YVtSUhJPP/009evXp169etx8880899xzJCQk4PV6SUpK4uKLL6akpAS73U6zZs347rvvOHLkSCgMVVJSgtvtpkGDBmzevJn09HSysrKoV68ecXFxeDwe7rzzTjp16sSzzz7Lp59+yqWXXnpC2Gf58uV8+umnLFu2jM6dOwMQCASwWCwVQlbHwlb/S+DqbBAMBpk4cSI7duzAbrczatQo0tLSKhyTn5/PgAEDmDt3LmFhYXi9XsaMGYPL5SIiIoIxY8YQFxdXTWdwdjtZ4Ap+X+SqtLSUvLw8zGYzycnJhIeHn6HR/n6KWImIVAFdY0VEREREREREREREREREREREREREREREREREREREpBZRzEpETslVV10Vun/TTTfRtWtXdu3aRVFRER07dgQgLS2NF198kVmzZtG1a1cKCwsJBAIALFu2jLKyMurVq8f7779PYmJiKKS0a9cuLrroIlq1agVAnTp1OHLkCIWFhSQ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       "text/plain": [
        "<Figure size 1008x576 with 2 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "targets = ['return_1m', 'return_3m']\n",
     "target_feature = [X.columns.get_loc(t) for t in targets]\n",
     "pdp, axes = partial_dependence(best_model,\n",
     "                               target_feature,\n",
     "                               X=X,\n",
     "                               grid_resolution=100)\n",
     "\n",
     "XX, YY = np.meshgrid(axes[0], axes[1])\n",
     "Z = pdp[0].reshape(list(map(np.size, axes))).T\n",
     "\n",
     "fig = plt.figure(figsize=(14, 8))\n",
     "ax = Axes3D(fig)\n",
     "surf = ax.plot_surface(XX, YY, Z,\n",
     "                       rstride=1,\n",
     "                       cstride=1,\n",
     "                       cmap=plt.cm.BuPu,\n",
     "                       edgecolor='k')\n",
     "ax.set_xlabel(' '.join(targets[0].split('_')).capitalize())\n",
     "ax.set_ylabel(' '.join(targets[1].split('_')).capitalize())\n",
     "ax.set_zlabel('Partial Dependence')\n",
     "ax.view_init(elev=22, azim=300)\n",
     "\n",
     "fig.colorbar(surf)\n",
     "fig.suptitle('Partial Dependence by 1- and 3-months returns')\n",
     "fig.tight_layout()\n",
     "fig.savefig('partial_dependence_3D', dpi=300);"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## SHAP Values"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "At the 2017 NIPS conference, Scott Lundberg and Su-In Lee from the University of Washington presented a new and more accurate approach to explaining the contribution of individual features to the output of tree ensemble models called [SHapley Additive exPlanations](https://github.com/slundberg/shap), or SHAP values.\n",
     "\n",
     "This new algorithm departs from the observation that feature-attribution methods for tree ensembles, such as the ones we looked at earlier, are inconsistent—that is, a change in a model that increases the impact of a feature on the output can lower the importance values for this feature.\n",
     "\n",
     "SHAP values unify ideas from collaborative game theory and local explanations, and have been shown to be theoretically optimal, consistent, and locally accurate based on expectations. Most importantly, Lundberg and Lee have developed an algorithm that manages to reduce the complexity of computing these model-agnostic, additive feature-attribution methods from O(TLDM) to O(TLD2), where T and M are the number of trees and features, respectively, and D and L are the maximum depth and number of leaves across the trees. \n",
     "\n",
     "This important innovation permits the explanation of predictions from previously intractable models with thousands of trees and features in a fraction of a second. An open source implementation became available in late 2017 and is compatible with XGBoost, LightGBM, CatBoost, and sklearn tree models. \n",
     "\n",
     "Shapley values originated in game theory as a technique for assigning a value to each player in a collaborative game that reflects their contribution to the team's success. SHAP values are an adaptation of the game theory concept to tree-based models and are calculated for each feature and each sample. They measure how a feature contributes to the model output for a given observation. For this reason, SHAP values provide differentiated insights into how the impact of a feature varies across samples, which is important given the role of interaction effects in these nonlinear models."
    ]
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    "source": [
     "### Summary Plot"
    ]
   },
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    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "To get a high-level overview of the feature importance across a number of samples, there are two ways to plot the SHAP values: a simple average across all samples that resembles the global feature-importance measures computed previously (as shown in the second plot), or a scatter graph to display the impact of every feature for every sample (as shown in first plot). \n",
     "\n",
     "The scatter plot sorts features by their total SHAP values across all samples, and then shows how each feature impacts the model output as measured by the SHAP value as a function of the feature's value, represented by its color, where red represents high and blue represents low values relative to the feature's range.\n",
     "\n",
     "They are very straightforward to produce using a trained model of a compatible library and matching input data, as shown in the following code:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 143,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:53:34.002578Z",
      "start_time": "2018-10-24T19:53:02.292499Z"
     },
     "scrolled": false
    },
    "outputs": [
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C=this.hoverGroup1.selectAll(\".neg-values\").data(p);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",r.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(b),C.exit().remove();var M=this.hoverGroup2.selectAll(\".neg-values\").data(p);M.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(M).attr(\"x\",r.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(b),M.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var 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f,p=this.usedFeatures[Symbol.iterator]();!(c=(f=p.next()).done);c=!0){var h=f.value;a.features.hasOwnProperty(h)||(a.features[h]={effect:0,value:0}),a.features[h].ind=h}}catch(t){s=!0,l=t}finally{try{!c&&p.return&&p.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var d=void 0,g=this.xlabel.node().value;if(\"sample order by similarity\"===g)d=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(d,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===g)d=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(d,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===g)d=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(d,function(t,e){return t.xmap=e});else{var m=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===g});(0,y.each)(t.props.explanations,function(t,n){return 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f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!y(s,l)||!y(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(m(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(12),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;P.postMountWrapper(t)}function s(){var t=this;N.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){A.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),y=n(332),m=n(334),_=n(20),b=n(81),x=n(21),w=n(156),C=n(22),M=n(82),k=n(51),E=n(157),T=n(4),S=n(351),N=n(352),A=n(158),P=n(355),O=(n(10),n(364)),I=n(369),D=(n(9),n(54)),R=(n(0),n(93),n(79),n(95),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o);break;case\"select\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var m=_(h);this._createInitialChildren(t,o,r,m),p=m}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(y.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=m.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"select\":o=A.getHostProps(this,o),a=A.getHostProps(this,a);break;case\"textarea\":o=P.getHostProps(this,o),a=P.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":P.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&m.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(95),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(80),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(84),s=n(4),l=n(12),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(80),a=n(20),u=n(4),c=n(54),s=(n(0),n(95),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),\n",
        "this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(84),c=n(4),s=n(12),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(12),a=n(53),u=n(9),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,m.EventEmitter.injectReactEventListener(y),m.EventPluginHub.injectEventPluginOrder(u),m.EventPluginUtils.injectComponentTree(p),m.EventPluginUtils.injectTreeTraversal(d),m.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),m.HostComponent.injectGenericComponentClass(f),m.HostComponent.injectTextComponentClass(v),m.DOMProperty.injectDOMPropertyConfig(i),m.DOMProperty.injectDOMPropertyConfig(s),m.DOMProperty.injectDOMPropertyConfig(b),m.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),m.Updates.injectReconcileTransaction(_),m.Updates.injectBatchingStrategy(g),m.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),y=n(361),m=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(85),u=n(159),c=n(51),s=n(161),l=n(12),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(85),p=(n(40),n(10),n(15),n(24)),h=n(342),d=(n(9),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],y=a[u];g===y?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(y,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(y)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(10),n(53)),l=n(87),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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\n",
       "text/plain": [
        "<Figure size 576x684 with 2 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "# load JS visualization code to notebook\n",
     "shap.initjs()\n",
     "\n",
     "# explain the model's predictions using SHAP values\n",
     "explainer = shap.TreeExplainer(model)\n",
     "shap_values = explainer.shap_values(X_test)\n",
     "\n",
     "shap.summary_plot(shap_values, X_test, show=False)\n",
     "plt.tight_layout()\n",
     "plt.savefig('shap_dots', dpi=300)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 144,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:53:34.851386Z",
      "start_time": "2018-10-24T19:53:34.003992Z"
     }
    },
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 576x684 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "shap.summary_plot(shap_values, X_test, plot_type=\"bar\",show=False)\n",
     "plt.tight_layout()\n",
     "plt.savefig('shap_bar', dpi=300)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Feature Interaction"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 154,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T20:51:27.173843Z",
      "start_time": "2018-10-24T20:51:27.159389Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Index(['return_1m', 'return_2m', 'return_3m', 'return_6m', 'return_9m',\n",
        "       'return_12m', 'mkt-rf', 'smb', 'hml', 'rmw', 'cma', 'momentum_2',\n",
        "       'momentum_3', 'momentum_6', 'momentum_9', 'momentum_12',\n",
        "       'momentum_3_12', 'return_1m_t-1', 'return_1m_t-2', 'return_1m_t-3',\n",
        "       'return_1m_t-4', 'return_1m_t-5', 'return_1m_t-6', 'year_2001',\n",
        "       'year_2002', 'year_2003', 'year_2004', 'year_2005', 'year_2006',\n",
        "       'year_2007', 'year_2008', 'year_2009', 'year_2010', 'year_2011',\n",
        "       'year_2012', 'year_2013', 'year_2014', 'year_2015', 'year_2016',\n",
        "       'year_2017', 'year_2018', 'month_1', 'month_2', 'month_3', 'month_4',\n",
        "       'month_5', 'month_6', 'month_7', 'month_8', 'month_9', 'month_10',\n",
        "       'month_11', 'month_12', 'age_-1', 'age_0', 'age_1', 'age_2', 'age_3',\n",
        "       'age_4', 'age_5', 'msize_-1', 'msize_1', 'msize_2', 'msize_3',\n",
        "       'msize_4', 'msize_5', 'msize_6', 'msize_7', 'msize_8', 'msize_9',\n",
        "       'msize_10', 'basic_industries', 'capital_goods', 'consumer_durables',\n",
        "       'consumer_non-durables', 'consumer_services', 'energy', 'finance',\n",
        "       'health_care', 'miscellaneous', 'public_utilities', 'technology',\n",
        "       'transportation', 'unknown'],\n",
        "      dtype='object')"
       ]
      },
      "execution_count": 154,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "X_test.columns"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Force Plots"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "The following force plot shows the cumulative impact of various features and their values on the model output, which in this case was 0.6, quite a bit higher than the base value of 0.13 (the average model output over the provided dataset). \n",
     "\n",
     "Features highlighted in red increase the output. The month being October is the most important feature and increases the output from 0.338 to 0.537, whereas the year being 2017 reduces the output. \n",
     "\n",
     "Hence, we obtain a detailed breakdown of how the model arrived at a specific prediction:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 152,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T20:42:57.417954Z",
      "start_time": "2018-10-24T20:42:57.414008Z"
     }
    },
    "outputs": [
     {
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        "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
        "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
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        "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
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    "source": [
     "i = randint(0, len(X_test))\n",
     "# visualize the first prediction's explanation\n",
     "shap.force_plot(explainer.expected_value, shap_values[i,:], X_test.iloc[i,:])"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "We can also compute force plots for numerous data points or predictions at a time and use a clustered visualization to gain insights into how prevalent certain influence patterns are across the dataset. \n",
     "\n",
     "The following plot shows the force plots for the first 1,000 observations rotated by 90 degrees, stacked horizontally, and ordered by the impact of different features on the outcome for the given observation. \n",
     "\n",
     "The implementation uses hierarchical agglomerative clustering of data points on the feature SHAP values to identify these patterns, and displays the result interactively for exploratory analysis, as shown in the following code:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 135,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T19:44:13.416782Z",
      "start_time": "2018-10-24T19:44:12.789835Z"
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    "outputs": [
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        "<div style='color: #900; text-align: center;'>\n",
        "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
        "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
        "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
        "  this notebook on github the Javascript has been stripped for security. If you are using\n",
        "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
        "</div></div>\n",
        " <script>\n",
        "   if (window.SHAP) SHAP.ReactDom.render(\n",
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        "    document.getElementById('iAXON924X16G4O6ULG6VY')\n",
        "  );\n",
        "</script>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
      "execution_count": 135,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "shap.force_plot(explainer.expected_value, shap_values[:1000,:], X_test.iloc[:1000])"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Interaction Plot"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Lastly, SHAP values allow us to gain additional insights into the interaction effects between different features by separating these interactions from the main effects. The shap.dependence_plot  can be defined as follows. It displays how different values for 1-month returns (on the x axis) affect the outcome (SHAP value on the y axis), differentiated by 3-month returns:"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 157,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-10-24T21:05:56.990130Z",
      "start_time": "2018-10-24T21:05:56.574995Z"
     },
     "scrolled": false
    },
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 540x360 with 2 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "shap.dependence_plot(\"return_1m\", shap_values, X_test, interaction_index=2, title='Interaction between 1- and 3-Month Returns')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "SHAP values provide granular feature attribution at the level of each individual prediction, and enable much richer inspection of complex models through (interactive) visualization. The SHAP summary scatterplot displayed at the beginning of this section offers much more differentiated insights than a global feature-importance bar chart. Force plots of individual clustered predictions allow for more detailed analysis, while SHAP dependence plots capture interaction effects and, as a result, provide more accurate and detailed results than partial dependence plots.\n",
     "\n",
     "The limitations of SHAP values, as with any current feature-importance measure, concern the attribution of the influence of variables that are highly correlated because their similar impact could be broken down in arbitrary ways."
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
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   },
   "language_info": {
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     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.0"
   },
   "toc": {
    "base_numbering": 1,
    "nav_menu": {},
    "number_sections": true,
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    "skip_h1_title": true,
    "title_cell": "Table of Contents",
    "title_sidebar": "Contents",
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    "toc_position": {},
    "toc_section_display": true,
    "toc_window_display": true
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }