{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "GRqij8-m_Q40" }, "source": [ "# Double-descent phenomena on Random Forest\n", "The double descent risk curve, a phenomenon where test error first gets better, then worse, and then gets better again, is one of the most interesting phenomena in understanding and analyzing modern machine learning. \n", "\n", "We provide an example where ensembles of either shallow or deep trees can achieve Bayes optimal performance, but only the ensemble of deep trees exhibit the double descent phenomenon. This is because when the trees are deep, more trees (parameters) are essentially only smoothing, whereas when the trees are shallow, more trees (parameters) are both smoothing and adding capacity. " ] }, { "cell_type": "markdown", "metadata": { "id": "kuUdlTIW_ndz" }, "source": [ "*Let's first import the necessary packages and modules*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "e404u_OBMC2U" }, "outputs": [], "source": [ "import random\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.base import clone\n", "from sklearn import metrics\n", "from sklearn import tree\n", "from tqdm import tqdm\n", "\n", "from sklearn.metrics import log_loss" ] }, { "cell_type": "markdown", "metadata": { "id": "iKl67mmGAmf0" }, "source": [ "The experimental setup is as follows. We generate a two-dimensional Gaussian XOR dataset as a benchmark with four spherically symmetric Gaussians. Class one has two Gaussians with centers (-1,-1) and (1,1), whereas the other class has two Gaussians with means (1,-1) and (-1,1). There will be 5096 random samples from the two classes, which will be split into 4096 training samples and 1000 testing samples." ] }, { "cell_type": "markdown", "metadata": { "id": "KNfzRDb7Atpk" }, "source": [ "*Here, we define the function to generate the Gaussian XOR samples.*\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "HyLme8BCMC2h" }, "outputs": [], "source": [ "def generate_gaussian_parity(n, cov_scale=1, angle_params=None, k=1, acorn=None):\n", " means = [[-1, -1], [1, 1], [1, -1], [-1, 1]]\n", " blob = np.concatenate(\n", " [\n", " np.random.multivariate_normal(\n", " mean, cov_scale * np.eye(len(mean)), size=int(n / 4)\n", " )\n", " for mean in means\n", " ]\n", " )\n", "\n", " X = np.zeros_like(blob)\n", " Y = np.concatenate([np.ones((int(n / 4))) * int(i < 2) for i in range(len(means))])\n", " X[:, 0] = blob[:, 0] * np.cos(angle_params * np.pi / 180) + blob[:, 1] * np.sin(\n", " angle_params * np.pi / 180\n", " )\n", " X[:, 1] = -blob[:, 0] * np.sin(angle_params * np.pi / 180) + blob[:, 1] * np.cos(\n", " angle_params * np.pi / 180\n", " )\n", " return X, Y.astype(int)" ] }, { "cell_type": "markdown", "metadata": { "id": "GOegGz2uBnfs" }, "source": [ " *Let us visualize the Gaussian XOR dataset.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 564 }, "id": "hxfkPIoRHZYK", "outputId": "99bab5e7-c2cd-4019-a74d-a6aef5c09073" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "\n", "def get_colors(colors, inds):\n", " c = [colors[i] for i in inds]\n", " return c\n", "\n", "\n", "def plot_xor(data, labels, title):\n", " colors = sns.color_palette(\"dark\", n_colors=2)\n", " fig, ax = plt.subplots(1, 1, figsize=(7, 7))\n", " ax.scatter(data[:, 0], data[:, 1], c=get_colors(colors, labels), s=20, alpha=0.25)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.set_title(title, fontsize=30)\n", " plt.tight_layout()\n", " ax.axis(\"off\")\n", " ax.set_position([0, 0, 1, 1])\n", " # plt.savefig('gaussian_xor.svg', bbox_inches='tight', transparent=True)\n", " plt.show()\n", "\n", "\n", "X_test, y_test = generate_gaussian_parity(n=5096, angle_params=0)\n", "plot_xor(X_test, y_test, \"Gaussian XOR\")" ] }, { "cell_type": "markdown", "metadata": { "id": "0dyGepcxB6Da" }, "source": [ "*Since we will work on Random Forest and Gradient Boosting, we will define a function called ```get_tree``` to get an instance of either one of the models with a given set of parameters.*\n", "\n", " " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "SQbFy2tVh-s3" }, "outputs": [], "source": [ "def get_tree(method=\"rf\", max_depth=1, n_estimators=1, max_leaf_nodes=None):\n", " if method == \"gb\":\n", " rf = GradientBoostingClassifier(\n", " max_depth=max_depth,\n", " n_estimators=n_estimators,\n", " random_state=1514,\n", " max_leaf_nodes=max_leaf_nodes,\n", " learning_rate=1,\n", " criterion=\"mse\",\n", " )\n", " else:\n", " rf = RandomForestClassifier(\n", " max_depth=max_depth,\n", " n_estimators=n_estimators,\n", " random_state=1514,\n", " max_leaf_nodes=max_leaf_nodes,\n", " )\n", " return rf" ] }, { "cell_type": "markdown", "metadata": { "id": "39L11oxmDAcz" }, "source": [ "*Now, we introduce a helper function ```gini_impurity_mean``` that will be used to calculate a Gini impurity of the algorthms.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "LR9NEZP8TQa1" }, "outputs": [], "source": [ "def gini_impurity(P1=0, P2=0):\n", " denom = P1 + P2\n", " Ginx = 2 * (P1 / denom) * (P2 / denom)\n", " return Ginx\n", "\n", "\n", "def gini_impurity_mean(rf, data, label):\n", " leaf_idxs = rf.apply(data)\n", "\n", " predict = label\n", " gini_mean_score = []\n", "\n", " for t in range(leaf_idxs.shape[1]):\n", " gini_arr = []\n", " for l in np.unique(leaf_idxs[:, t]):\n", " cur_l_idx = predict[leaf_idxs[:, t] == l]\n", " pos_count = np.sum(cur_l_idx)\n", " neg_count = len(cur_l_idx) - pos_count\n", " gini = gini_impurity(pos_count, neg_count)\n", " gini_arr.append(gini)\n", "\n", " gini_mean_score.append(np.array(gini_arr).mean())\n", " return np.array(gini_mean_score).mean()" ] }, { "cell_type": "markdown", "metadata": { "id": "Mv1J_d1kDmKx" }, "source": [ "*Here we will compute the estimated optimal bayes error using HP divergence from the ```smartsvm``` package.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "YUKhUh_OYiJr" }, "outputs": [], "source": [ "# Optimal Bayes Error\n", "from smartsvm import hp_estimate, compute_error_graph\n", "import numpy as np\n", "\n", "bayes_errors = []\n", "for _ in range(1000):\n", " X_train, y_train = generate_gaussian_parity(n=4096, angle_params=0)\n", " X_test, y_test = generate_gaussian_parity(n=1000, angle_params=0)\n", " optimal_err = hp_estimate(X_test[y_test == 0], X_test[y_test == 1], normalize=False)\n", " bayes_errors.append(optimal_err)\n", " # G = compute_error_graph(X_test, y_test)\n", "print(\"Bayes Optimal Error: \", np.array(bayes_errors).mean())" ] }, { "cell_type": "markdown", "metadata": { "id": "PbEQktELECGE" }, "source": [ "*This is the main function we can call for an experiment of decision forests with shallow and deep trees.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "g4E3_zUuMC2n" }, "outputs": [], "source": [ "def rf_dd_exp(N=4096, iterations=100, max_node=None, n_est=10):\n", " # lists to store the average error and gini scores\n", " train_mean_error, test_mean_error = [], []\n", " train_mean_error_log, test_mean_error_log = [], []\n", " gini_train_mean_score, gini_test_mean_score = [], []\n", "\n", " # draw the training and test samples\n", " X_train, y_train = generate_gaussian_parity(n=N, angle_params=0)\n", " X_test, y_test = generate_gaussian_parity(n=N, angle_params=0)\n", "\n", " # set 'rf' for Random Forest and 'gb' for Gradient Boosting\n", " method = \"rf\"\n", "\n", " # if max node is None, we set it to the estimate of max nodes to overfit the training\n", " if max_node is None:\n", " rf = get_tree(method, max_depth=None)\n", " rf.fit(X_train, y_train)\n", " if method == \"gb\":\n", " max_node = (\n", " sum([estimator[0].get_n_leaves() for estimator in rf.estimators_])\n", " ) + 50\n", " else:\n", " max_node = (\n", " sum([estimator.get_n_leaves() for estimator in rf.estimators_]) + 50\n", " )\n", "\n", " train_error, test_error = (\n", " [list() for _ in range(iterations)],\n", " [list() for _ in range(iterations)],\n", " )\n", " train_error_log, test_error_log = (\n", " [list() for _ in range(iterations)],\n", " [list() for _ in range(iterations)],\n", " )\n", " gini_score_train, gini_score_test = (\n", " [list() for _ in range(iterations)],\n", " [list() for _ in range(iterations)],\n", " )\n", " nodes = [list() for _ in range(iterations)]\n", "\n", " for iter_i in tqdm(range(iterations), position=0, leave=True):\n", " ## uncomment if you want to draw new samples for every iterations\n", " # X_train, y_train = generate_gaussian_parity(n=N, angle_params=0)\n", " # X_test, y_test = generate_gaussian_parity(n=1000, angle_params=0)\n", "\n", " # we start with a single tree of depth 1\n", " rf = get_tree(method, max_depth=1)\n", "\n", " for depth in range(1, max_node + n_est):\n", "\n", " if depth < max_node:\n", " rf.max_depth += 1\n", " else:\n", " rf.n_estimators += 3\n", " # rf.max_depth += 10\n", "\n", " rf.fit(X_train, y_train)\n", "\n", " # if x-axis is number of leaf nodes\n", " if method == \"gb\":\n", " nodes[iter_i].append(\n", " sum([(estimator[0].get_n_leaves()) for estimator in rf.estimators_])\n", " )\n", " else:\n", " nodes[iter_i].append(\n", " sum([estimator.get_n_leaves() for estimator in rf.estimators_])\n", " )\n", "\n", " ## uncomment if x-axis is number of polytopes\n", " # leaf_idxs = rf.apply(X_train)\n", " # nodes[iter_i].append(len(np.unique(leaf_idxs)))\n", "\n", " gini_score_train[iter_i].append(gini_impurity_mean(rf, X_train, y_train))\n", " gini_score_test[iter_i].append(gini_impurity_mean(rf, X_test, y_test))\n", " train_error[iter_i].append(1 - rf.score(X_train, y_train))\n", " test_error[iter_i].append(1 - rf.score(X_test, y_test))\n", " train_error_log[iter_i].append(log_loss(y_train, rf.predict(X_train)))\n", " test_error_log[iter_i].append(log_loss(y_test, rf.predict(X_test)))\n", "\n", " nodes[iter_i] = np.array(nodes[iter_i])\n", " train_error[iter_i] = np.array(train_error[iter_i])\n", " test_error[iter_i] = np.array(test_error[iter_i])\n", " train_error_log[iter_i] = np.array(train_error_log[iter_i])\n", " test_error_log[iter_i] = np.array(test_error_log[iter_i])\n", " gini_score_train[iter_i] = np.array(gini_score_train[iter_i])\n", " gini_score_test[iter_i] = np.array(gini_score_test[iter_i])\n", "\n", " train_mean_error = np.array(train_error).mean(axis=0)\n", " test_mean_error = np.array(test_error).mean(axis=0)\n", " train_mean_error_log = np.array(train_error_log).mean(axis=0)\n", " test_mean_error_log = np.array(test_error_log).mean(axis=0)\n", " nodes_mean = np.array(nodes).mean(axis=0)\n", " gini_train_mean_score = np.array(gini_score_train).mean(axis=0)\n", " gini_test_mean_score = np.array(gini_score_test).mean(axis=0)\n", "\n", " error_dict = {\n", " \"train_err\": train_mean_error,\n", " \"test_err\": test_mean_error,\n", " \"train_err_log\": train_mean_error_log,\n", " \"test_err_log\": test_mean_error_log,\n", " \"train_gini\": gini_train_mean_score,\n", " \"test_gini\": gini_test_mean_score,\n", " \"nodes\": nodes_mean,\n", " }\n", " return error_dict" ] }, { "cell_type": "markdown", "metadata": { "id": "ITJ7VZtNEd-u" }, "source": [ "*Run the two experiments: one with deep trees and the other with shallow trees.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hUIvDgnXcD5u", "outputId": "55bd4916-abe8-4e6a-e699-1c0a95ceeac5" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 56%|█████▌ | 56/100 [28:01<22:19, 30.44s/it]" ] } ], "source": [ "iterations = 100 # the number of repetitions of a single run of the algorithm\n", "# Run DeepRF\n", "error_dd = rf_dd_exp(iterations=iterations)\n", "# Run ShallowRF\n", "error_5 = rf_dd_exp(max_node=15, n_est=100, iterations=iterations)\n", "# np.save('errors.npy', [error_5, error_dd])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "2OqN9XX1PTgq" }, "outputs": [], "source": [ "# [error_5, error_dd] = np.load('errors.npy', allow_pickle=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "6hZwxGShEtzz" }, "source": [ "*Visualize the generalization error and gini impurity of both decision tree variants.*" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 782 }, "id": "wvKc2CZAC6-A", "outputId": "f2e63636-f8de-4536-bb88-9b7782f5ba66" }, "outputs": [ { "data": { "image/png": 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AiIyMVPddz61du3apmxVOnz4927flAwcOVD+Evb29My3r0KEDxsbGKJVKdu/ene0xVJ937Ngx0w/+hw8fqt84zJgxI9OyjDw8PDA2NiYqKgo/P78cv8uUKVPUBeHbZsyYMVm6WsD/rj2kvxnPaPfu3aSmpqKjo8OUKVOy3e/EiRNzPO+FxcLCIlPFKqNTp05x69YtdHV1mTVrVo6tNyZOnAjA7du3M40HkN/tU1NTAbCxsdH8iwkhCoTUFfKnMOoKqmdjxm6Dmho8eHCmZIBKu3bt1FMAv1qO5Ybqe4WEhGRqRZJfqlZ3dnZ2jBgxIstyhULBN998g76+PkqlMkv9SJX8ebWZfMbkkGqdnO6porhfAD777LMckweqlwYjRozI9GM+o1atWtGiRQvgf11EC2L7jF1A83PviaIjCQHxRhkL55YtWzJw4EAOHDhA5cqV8fHxUTfHLmqurq5A5od2xiZdzs7O2T60VQ9sCwuLTIOrFYaqVatmW5ACVK9eXf33jH3Mc0M1UrODg0Om/byqU6dOQHp//4SEBPXnxsbG6sH2Xi0EIL3vu6rZ2avNyU+dOoVSqcTCwoKaNWuqK4Cv/klNTVUXIjlVFqysrLLtQ/+2aNOmTbafm5mZYWVlBaS3kshI1S2ibt26OVaeTUxMiqR/YkYtWrTI8c2camCgOnXqULZs2RzviYzf++rVqwW2fd26dYH0t2Genp6Z7nUhRNGQukLeFVZdQfVs3L59O7t27cqxr/nruLm5Zfu5jo6OujXfq+WYSkREBEuWLMHd3R1XV1fq16+vHiivcePG6vXu37+vcVzZUSqV6jK0ffv2OSaXra2t1YmiV2e+eLWbiYrqfnB1dVXfUxm7mWRMIBVF+axQKHK8Nvfv3+fJkyfqWHIqU+Pj49X3dsYyNb/b16hRQ901Ztq0aTx8+LDgT4AoUG/nazlRJIKDg/n555/57bffctU399ChQ1SuXLnAjq/KwGbsGxgQEEBiYiKOjo5YWFjg6urKmjVrsh0IxtnZucAHsnnV695YZmyW+OqgK2+ielBnbGqeHVXzyNTUVEJDQzNlebt3746Pjw83btwgKCgoU5M5VZLA2tqaVq1aZdqnKpMfHR2t7of+JjmNYFyQ90Nx9Lrrr3rD//Lly0yfq65tThl5lerVq2cZKKowve5aqe6J69ev5/qeyDjaeH6379GjB15eXgQGBjJ37lx+/vln9cwMzZs3p1mzZrkac0IIUfCkrvBmhVVXGDp0KNu3b+fp06dMmTKFWbNm4ezsjLOzMy1atKBBgwZv/G6ve8ObUzkG6edv3LhxuZoh4fnz529cJzeeP3+u3teb6ke1atXC399fXeZm/NzKyopnz56pu5m8mkDS09NDV1c3UzeTokwgQfoLlZxaB2RscdG3b99c7S+7Mjmv2xsZGTFhwgT+7//+Tz2AZO3atWnWrBnNmzenVatW2baeFNojLQTEGx06dIibN29y8+ZNTp8+zZo1a2jQoAEAhw8fzjQdSlGqXbu2+oGiehC/2t9P9UNA9dDObp3ClNsfIRlHYc4N1RvQ7AZ/yyhjYfFqn8zWrVur37bu2rUrUyx79+4F0ge0e/U75KXgzumtRF4G6itJcnP9X732L168AHhjl4A3XfuC9rprld97Ir/b6+vr4+npyciRIylXrhwvX77k1KlTLF68mMGDB9OuXTs8PT01/ncmhMg9qSvkXWHVFczMzNi2bRsDBgzA1NSU+Ph4jh07xoIFC+jbty8dO3bMtpVgRq8bcDCnuGJjYxk/fjwxMTHY2Njw1VdfsW3bNvz8/Dh//jwXLlzI9GZe1bUhv15tCfk6qvrRq3UjhUKhTiKpWoyo7gsHBwcsLCwwMTGhbt26mbqZFGUCCQq+TM44u0V+twcYNmwYixYtUrcCvX37Nps3b2bSpEm0adOGyZMnq1tUCO2TFgJCIxYWFri5udGkSRP69u1LUFAQq1evpnfv3q9tul4YVA/tAwcOqAd/ydikC1A/tK9evcrFixextbUlLCwMKJpCvrCoCro3NY3OuPzVTLKenh5dunRh48aN7NmzR90/+9y5c+qMeca+7q8eu1KlSjnO5SvyTpUIUCUGclKcmsWr7gkXF5c8DXaY3+0h/d/6F198waRJk7h58yYXLlzg9OnTHD9+nPDwcObOnUtISAhffvllnvYvhMg9qSsUHzY2NsyaNYvp06cTGBjIxYsXOXXqFH5+fjx69IjJkycTGxubaQC9/Nq/fz/R0dHo6uqyfv36bGeXeHV62YKQMQmQ2/pRdm/ZXVxc2L9/v7qbiSoxkPFeaN68OVevXlVPV5lxRgpty3gefH19NZ6VKL/bq3Tu3JnOnTsTHh7OhQsXOHfuHEeOHOHRo0f4+Phw6dIl/v77b0xMTPK0f1FwpIWAyJOyZcuqp9JJTU1lyZIlWokj4+AvSUlJXLp0Sd2k69V1Tp8+rX5gm5ubF0mTrsJiZ2cHpM95+zqq/m+6urpUqFAhy3LV+ACPHj1Sz8eseltQrVq1TCPOqqgKhvDwcI2bL4o3q1SpEsAbB1kqqD6XBUF1Tzx69Egr22ekUChwdHRk4MCB/Prrrxw9elRdQfP09CQuLi7fxxBC5I7UFYoPPT09GjVqxNChQ1m+fDmHDh3C3t4egKVLlxZoCyrVdHJ16tTJcapJ1ThFBcnU1BQzMzPgzfWjO3fuAP+rT2X06jgCqvtBlUDK+PczZ87w4MEDQkNDs6yjLRl/wAcHBxf59q+ysbGhU6dOfPPNNxw8eJCpU6cC6WV+xhaqQnskISDyzMXFRT1o2t69e7UyaEjGvoHbt2/P1KRLJeNDW5XlbdasWa6awb1KNRp+QTVvy6tmzZoB6YXugwcPclxv//79QPrAQtk1n2vcuLF6ICMfHx+Sk5PV27w6mKCKakyB5ORkfH198/4likjGPqsZR77NTnG4vqo+9NevX1dXMF4VFxeX7ZzZmijI76q6J0JCQjKN0l1U27+Oubk5Q4cOBdLvWRncSIiiJXWF4qlChQr0798fSB/8ryDf2Ku6dL3u++c0w1F+KBQKdRl66NChHI8fGRmp/pGf3bg1derUUd8bJ06cyDaB5OzsrO5mopreMT8JpIK8Z+rUqaMel+Kff/4p8u1fR6FQMHToUExNTQG4e/duge5f5I0kBES+jBs3Dkh/gK1cubLIj5+xQFcd/9XmfRn7BqpGM89rBld1LG33e+rRo4d6ypx58+Zl+0N38+bNXL9+HeC1cz+r5mf/559/OHr0KNHR0UDOCYGaNWvStm1bAObPn//G7HFwcHCeRjYuKGZmZur+fKomoDkpDte3a9eu6OjokJaWluMUW4sWLXpjl4I3Kcjv6ubmph7A8ttvv1XfQzl5tQKQ3+3fVKHI+AMk4w8AIUTRkLqCdrzpLbmqVZa+vn6OA9TlhWpQyHv37mX70uL8+fNs27atwI6XUZ8+fQB4/Pgxa9asyXadefPmkZycjEKhyLZ+lHEcAU9PT168eJElgWRiYoKjoyPJycmsW7cOyHsCCQr2nlEoFHz88cdA+rTTbxqAOC4uLlP9KL/bh4aGvrbLRmRkpHrsBimTiwdJCIh8ady4sXrak7///jvHN5qFJWPGVjU/76sFuKmpqfqhnd85hevVqwekF2YHDhwgJiaGlJQUUlJSinTAMhsbG0aPHg3A0aNHGTlyJOfOnSMqKoq7d+/yyy+/MGfOHADq16//2oSA6od/ZGQkP/zwAwANGjR4bT/PWbNmYWlpSXh4OH369GHZsmXcuHGD6Ohonj17xo0bN9i2bRseHh785z//0WozbSMjI3WzSC8vL27evEliYqL6umWkur6HDh3C39+fuLi4Ir++dnZ26r6cPj4+TJw4katXrxIdHc2NGzeYMWMGGzZsyHOfPhXVd/37778JCAggISEh23OSGzo6OsyfP58yZcpw69YtevbsiaenJ0FBQcTExBAREcHly5fx8vJiyJAh6gpbQW0/c+ZMunfvzvLlyzl37hxhYWFER0dz584dVqxYwcKFCwFo0qSJukuGEKLoSF1BO3WFESNG0L9/f/744w8CAgKIiIjg2bNnXL9+nZ9++gkvLy8gfYpi1RvqgtCxY0d0dHRITk5m5MiRHDlyhPDwcB49esSaNWsYPnw41apVK7DjvXrsli1bAvDLL78wd+5cbt++TXR0NJcvX2b8+PHq1gkfffRRjl0aVNdedb9kN5aE6h563Tq5pbpnHj58yObNm3n27Jn6nnlT68bsfPzxxzRp0oTU1FRGjx7NzJkzOXfuHJGRkcTExHDv3j327dvHtGnTaNeunXq6xoLY/sSJE7Rr145vv/0WX19fHj58SGxsLI8fP2b//v0MHTqUtLQ09PT01NNjC+2SQQVFvo0dOxY/Pz+Sk5NZvXo133zzTZEev3nz5uqm66826VJxdXUlMDAQSC/0VXPzaqpnz56sXLlSPYJuRj/88AO9e/fO037zYvTo0URERLBp0yb+/fdf/v333yzrODo6snz58tdO9WRvb0/9+vUJDAxUF2o5tQ5QsbOzY+PGjYwdO5b79++zaNEiFi1alO26urq6Wp/ybfDgwcyaNYuAgIAsAyWq+joCuLu74+3tTVRUlLqZuYqnp2eR9Q388ssvuXfvHn5+fuzdu1c964NK9+7dqVq1Kr///nuez+1HH33E8ePHefDgAf369cu0LC/Tfjk5ObF27VomTJhASEgIc+fOzXFdc3PzAt/+1q1br+2TWqVKFX788cc3fAshRGGRukK6oq4rXLp0ST1GUHbq169f4NeiRo0ajB8/nl9//ZX79+/j4eGRabmNjQ2//fYbXbt2LdDjQvq1XbRoER4eHly8eBFPT088PT2zrNetWze++uqrHPfzanmfXfnfvHlz1q5dm+n/86p9+/bY2dnx+PFjZs6cycyZM9XLxo0bl+U+ehMDAwNWrlzJlClTOHr0KJs3b2bz5s05rv9qPTG/28fGxrJlyxa2bNmS7fp6enrMnDlT3TpQaJckBES+NW3alFatWnHy5Em2bdvG6NGj1dPZFYWMD+BXm3RlXEf10HZ2ds5zk67y5cvz559/smzZMnWm9NWpVoqKjo4OM2fO5D//+Q9//vknFy9eJCoqCmNjY2rXrk2XLl3o169fruZ97tGjh7oSpKurS5cuXd64Ta1atfDx8WHXrl0cPHiQwMBAoqOj0dHRwdramjp16tCiRQs6d+6c7Q+4ojRgwACMjIzYtm0bt27dIi4uLtuMu6OjI56enqxevZrLly8TFRWVpzfm+WVgYMCqVavYvHkz3t7e3Lt3Dx0dHWrVqsWHH35I3759mT9/PpD9CMm50a5dO1asWMGGDRsIDAwkNjY2330XnZ2dOXDgANu2bePw4cPcvn2bmJgY9PX1qVChAg4ODrRq1Yr333+/QLefP38+fn5+nDx5kqCgIMLDw4mLi8PExITatWvToUMH3N3d3ziVoxCi8EhdoejrCqtWreLEiRP4+/tz//59wsPDefHiBRYWFjg4ONC5c2d69epVoK0DVMaMGYO9vT2enp5cv34dpVJJxYoVeffdd/n000+xtrYu8GOqWFhY4OXlxfbt29m9ezc3btwgPj4eCwsLGjZsSN++fXn33Xdfu486depgbm5OTExMjgkk1TgCqamp+UogQfo0gps2beL333/H39+f0NDQfHe3NDMzY8WKFZw4cYIdO3Zw8eJFIiIiSE1NxcLCgho1atCsWTM6deqUbex53b5z585YWlpy4sQJAgICCAsLIzIyEn19fSpVqkTz5s1f2zpDFD2FUiZmFkKIEmfMmDEcOnSId999l+XLl2s7HCGEEEIIUQLJGAJCCFHCJCQkqEfBrl+/vpajEUIIIYQQJZUkBIQQophJSkp67SwCCxYsUA/UmFPzeyGEEEIIId5ExhAQQohiJiwsDHd3d9zd3Wnbti2VK1dGqVRy69YtNm7cqB4Yq3PnzjIgjxBCCCGEyDMZQ0AIIYqZ4OBgOnTo8Np1mjZtyooVKzAzMyuiqIQQQgghxNtGEgJCCFHMJCUl4ePjg5+fHzdu3CAyMpKEhATMzMyoW7cuXbt2pWfPnlqfzlEIIYQQQpRskhDIp8jIONLS3rMtAlQAACAASURBVP5TaGlpTFRUgrbDEP8l16N4ketRvJTG62FjY6rtEN46b3v5Xhr/nWibnPOiJee76Mk5L3hFUb7LoIIiV/T05E1kcSLXo3iR61G8yPUQ4s3k30nRk3NetOR8Fz055yWTJASEEEIIIYQQQohSSBICQgghhBBCCCFEKSQJASGEEEIIIYQQohSShIAQQgghhBBCCFEKSUJACCGEEEIIIYQohSQhIIQQQgghhBBClEKSEBBCCCGEEEIIIUohSQgIIYQQQgghhBClkCQEhBBCCCGEEEKIUkgSAkIIIYQQQgghRCkkCYFiIMbvXxIfPtB2GEIIIYQoQIkPHxDj96+2wxBCCCFyJAmBYiD2xL88/vUXUmJjtR2KEEIIIQpIYtAdQv9Yw/Pz57QdihBCCJEtSQgUA+UHDSYtPp6QtatRpqVpOxwhhBBCFADzNu0oU70GoZ7rSImO0nY4QgghRBaSECgGylSugk3/ASRcvUy070FthyOEEEKIAqDQ08N2+EiUycmS9BdCCFEsSUKgGFi64wpnjGtRtklTwv/aSuL9+9oOSQghhBD59DIplVgjC2z6uZNwLZDow4e0HZIQQgiRiSQEigHDMnpsORrEi/98iJ6ZOU9XLiMt8YW2wxJCCCFEPhw894jpq0+T2MCVsg0bEeG9hZePH2s7LCGEEEJNEgLFgHv72liZlmH14QdYDR1OcngYYZs2ajssIYQQQuRD6wa26OvqsHrPdayHfIKOkTFPVy0nLTlZ26EJIYQQgCQEigVjQz2Gd6tHeNQLdj3SwapbD2JPniD21ElthyaEEEKIPLI0LcPgTg7cfRLLgcAoKgwdRlLwIyL//kvboQkhhBCAhgmBcePGMW7cOE6fPl1Y8ZRaDlUt6dS8KkcvPeFx3VYY1a5D6AZPksLCtB2aEEIIIfKoed0KtKhXgV0n7hNRwR7zdu8SdWA/CdevaTs0IYQo9S5cOIebmzNz587K976ePn2Cm5sz48aNzH9gRUijhMCRI0c4dOgQdnZ2hRVPqdarrT2Vbcqybv9tTAZ9gkJXl6crl6FMSdF2aEIIIYTIo0H/qYNZWQNW+VzDvFdf9MtXIGTtalLj47UdmhBCFCtubs58+GF3bYdRqmiUEChXrhwAJiYmhRJMaaevp8OI7vVJSExm4+lwKnw8lJf37xGxQ5oWCiGEECVVWUN9hnWty9PIBLb7B2M7YhQpsTGEbVyPUqnUdnhCCFFq1avnhJeXN6NGjcv3vmxsyuPl5c306XMKILKio1FCoFGjRgDcunWrUIIRUKW8Cb3b1uTi7QgC9CunNy3c/w/xgVe1HZoQQggh8qh+dSvea1YZ3/PBBGFOue49eX72DM9P+Ws7NCGEKLUMDQ2pVq061tbW+d6Xnp4e1apVp2LFigUQWdHRKCEwZMgQFAoFS5cuJS0trbBiKvX+41IFhyoWbPK9heL9DzCoZEfImpWkxMRoOzQhhBBC5NGH79TEtpwxa/dcp0z7ThjWqk3Ypg0kR4RrOzQhhNCqvXt9cHNzBiAk5Clubs7qP6o++R9+2B03N2eUSiXe3pv5+OMBdOjQmqFDBwKQlpbGwYP7mDXrGwYM6E3Hjm3o2LENw4YNwstrPcnZzPCS0xgCa9aswM3Nmb17fbh79w5Tp35B587t6dChNSNHDsXf/0SWfeU0hoDqu61Zs4LQ0BC++24G3bp1pH37Vnz8sTv//LM7x/Ny4MAB+vXrR6NGjXB1deWzzz7jwYMHLF68GAcHB7Zv367Rec6ORgkBFxcXpk2bxtmzZxk+fDjXr1/PdwAiKx0dBZ92qwvA2v13qDDCg7QXLwhZuwqlJGKEEEKIEslAX5cR3esRG5/EJt872H46EpRKQtZI+S6EKN3s7KrQuXM3AIyMjOjcuZv6j6trq0zr/vTTPJYsWYSlpSVubm2pVCl9fLvExERmz57OmTOnsLS0olUrNxo0aMSTJ09YtmwxX345QeOX2jdvXmfkyKE8evSQ5s1dsbevxbVrV/nqq4mcO3dGo32FhoYwfPgQLl8OoFkzZ+rVc+LevbvMnTuLPXt2ZVl/69Y/GT9+PFeuXKFhw4a0bt2awMBA+vbtS3BwsEbHfh09TVYeMmQIAJaWlvj7+9O7d2+srKyoXLkyZcqUyXE7hULB+vXr8xdpKWNtbsSgjnVYs+c6Rx9b07L/AMI2ehJ1cD9WnTprOzwhhBBC5EH1imb0aF2dHf/eo3FtaxwHDiZk7Sqi9u3Fqks3bYcnhBBa0ahRYxo1asw//+zG3NyCb76ZleO6x48fYe1aL+zta2b6XF9fn3nzfqZVKzf09P73Mzc+Po5Zs77B3/8EBw/uo1OnLrmO66+/tjJ69HgGDfpY/dmmTRtYuvRX/vhjNc7OzXO9r717fejTpx+fffYFurq6ABw54suMGV+zbt0qunbtoV738eNgli37DX19fVauXEmrVulJkZSUFGbMmFEgLQNUNEoInDlzBoVCkWkAnMjISCIjI1+7nUKhyFt0pVwrp4pcuhPB9uN3qTfEGZMmgURs98bYwRHD6jW0HZ4QQggh8qBLy2pcDopkw/6bzB7WHBPnS0Ts3IFxPScMq1fXdnhCCC07ceUpfpefajuMXHFraEvrBrZFesyBAz/OkgyA9IRA27bvZPm8bFkTPvvsC/z9T3D8+BGNEgL16zfIlAwA6NdvABs2rOPq1cukpKRkSj68TsWKtowdO0GdDAB49933qFHDnnv37hIS8pSKFdPP5Z49u0hOTqZ3797qZACkj1MwdepU9u3bR0JCQq6/x+tolBD44IMP5Md9EVIoFAzp5MCd4BhW77nONx8NIXHuPZ6uXE61b2ehY2ik7RCFEEIIoSFdHR2Gd6vHzHVnWPfPDT7/aAiJQXd4uno51WbMRuc1rS6FEKK0c3Nr+9rlQUF3OH3an5CQJyQmJqJUKtUvtIODH2l0LFfXllk+09PTw9a2Erdu3SA6OjrXAxI2beqMgYFBls+rVq3GvXt3iYgIVycErlwJAKBz56wtw83MzHBzc+PAgQOafJUcaZQQmD9/foEcVOSeqbEBn3Spy6JtAew8H0b34aMI/mk+oV4b0vseCiGEEKLEqWBlTP/2tdmw/ybHblrTctgIghf8SLj3FioMGqLt8IQQWtS6QdG/dS9JKlTIfhT/lJQUfvhhNvv3/5Pjtpq+VS9fvkK2nxsbGwOQnJxUAPsqC0BS0v/2FRkZAUClSpWy3cbWtuDuD40GFRTa0bBmOd5tYseBM494UKZ8+lRF/ieJzWZ0SyGEEEKUDO80rkQD+3JsO3KHmPLVsOzYiZgjh4m7HKDt0IQQotjKaey6zZs3sn//P9SoYc+PPy5i1679HD16Cj+/cxw5kj7Fa8au77mho1NwP5eLa0t7SQiUEP3erUV5SyPW7LmG4XtdMKrjQOjGDSSFhmg7NCGEEELkgUKh4JMujhjo67J69zXMe/bGwK4yoevWkBIbq+3whBCiRDl27AgAs2fPo1UrN6ysyqn792vaVUDbypVL74bw5MmTbJeHhBTcb8B8JQSCgoLYsmULCxcu5Pvvv2fhwoVs3bqVoKCggopP/FcZA12Gd69H9PMkNh26Q8XhI1Ho6vJ05XKUKSnaDk8IIYQQeWBhUoYhnRy49/Q5e88+xnbEKNJeJBC6fq3Gb7KEEKKk09PTIzU1NU/bPn/+HIDy5bN2KfD13Z+vuIpagwaNANi3b1+WZc+fP8fPz6/AjpWnhMDVq1dxd3enW7duzJo1i5UrV+Ll5cXKlSuZOXMm3bp1w93dnatXrxZYoAJqVjKnW6tq+AeGcCkslYqfDOPlg/tE7PDWdmhCCCGEyCNnx/K0rF+R3Scf8FjHHOvefYkPuETM8WPaDk0IIYqUtbUNz55Fqn/ca6Jq1WoA7NixLdPnZ8+eZvPmjQUSX1Hp2rUH+vr67Nq1i1OnTqk/T01NZf78+cTHxxfYsTROCBw4cAB3d3cCAgLUIzaamJhQvnx5TExM1J9dunQJd3d3fH19CyxYAd1aVaeGrSme+26QXMsJ83fbE7V/H/FXL2s7NCGEEELk0aCOdbAwNWDV7msYtWuPcd36hG/ZRFIBNgsVQojizs2tLampqQwb9hFz5sxg/vzv2LTJM1fbDhr0Mbq6uqxY8TvDhg1i5sxpeHgMY+LEsXz4oXshR16w7OwqM3r0ZyQnJ/PJJ58wZMgQJk2aRKdOnThw4AA9evQA0qdazC+NEgJPnjxhypQppKSkYGFhwddff82xY8c4e/Zspv9OnToVKysrUlJSmDx5Mk+flox5NEsCPd30qYqSU9JYt/c61h/2x8CuMiFrVpMSE63t8IQQQgiRB8aGenzatR6hzxLwPnaXCsOGo9DT5+nqFdI1UAhRaowaNY4+ffqRmprCoUMH2L17JydP5q55fKNGjVm+fC0uLq6EhoZw8uS/pKSkMHXqt4wePb6QIy94/foN4LfffsPJyYmAgAD8/PyoW7cuW7duVQ+saGFhke/jKJQadFD7/vvv2bhxI5UqVcLLy+u10x2EhIQwcOBAnj59yuDBg5k2bVq+gy2OIiPjSEsr+j5+hy8Es/HALT76Tx1aV1DwcO5sjGrVxm7CFygKcDRMFRsbU8LDNW+6IwqHXI/iRa5H8VIar4eNjam2Q3jraKt833zoNgfOPmJSv0ZUe3aXp8t/x6pbd6w/6FOgxymN/060Tc550ZLzXfTknBe87Mr31NRUevToQVBQEP/++y82Njb5OoZGvxxPnDiBQqFg8uTJb5z7sGLFikyePBmlUlmggx6IdO82scOphhVbD9/hmaEFNv0HknAtkKgDWQeeEEIIIUTJ0KedPZWsy7Jm73UU9Rtj1qo1z/bs5sXt29oOTQghRBF6/DiYmJiYTJ8lJSXx008/cefOHVq2bJnvZABomBBQTW/g6uqaq/VV60mXgYKXPlVRXfT1dFi9+xplW7fBpJkzETv+IvHeXW2HJ4QQQog80NfTZUS3esQlJLNh/02s3QehV64cIWtWkvrihbbDE0IIUUSOHTtC69atcXd3Z8KECQwfPpz27duzbt06LC0tmTFjRoEcR6OEgEKhAMj1VBCq9VTbiYJlaVqGj9935N7T5+zxf0CFIZ+gZ27B05XLpNIghBBClFDVKpryQZsanL0Rxrl7sdh+OorkyAjC//TSdmhCCCGKSNOmznTq1ImwsDCOHTvG6dOnMTQ0ZMCAAezYsQN7e/sCOY5GCQE7OzsATp48mav1VeupthMFL+NURfdjUrAd4UFyRARhG9fL/MVCCCFECdXZtRq17MzZcOAWLypUwaprN2JP+vH83FlthyaEEKIIODrWZcGCBRw+fJiLFy9y5coVfH19mTVr1hu772tCo4SAm5sbSqWSn3/+mYcPH7523UePHrFgwQIUCgVt27bNV5Di9QZ1rIOlqQGrfa6hU82ecj0+4PnpUzz3z13iRgghhBDFi46OguHd6pKWpmTNnutYdu1Bmeo1CPX8g+SoKG2HJ4QQ4i2hUULg008/pWzZskRGRtKrVy9+++03bty4QXJyMgDJycncuHGD3377jV69ehEeHk7ZsmX55JNPCiV4kU41VVFY1Au2HrmDVdfuGNVxINTLU+YvFkIIIUqo8pbGuHeoxfUHURy+FILt8FEoU5IJXbsaZVqatsMTQgjxFtAoIWBtbc3ixYsxNDQkPj6eZcuW0atXLxo2bIiTkxMNGzakV69eLFu2jLi4OAwNDVm8eDHW1taFFb/4L8dqlvyneRWOXHzMlXtRVBw+CoWeHk9XLiPtvwkbIYQQQpQsbRtVolHNcngfCyJczxSb/gNIuB5I9KGD2g5NCCHEW0DjCetbtWrFX3/9xTvvvINCoUCpVKJUKklJSVH/XaFQ8O6777Jjxw5atmxZGHGLbPRua4+dTVnW7b1OoqEJFYd+ysuHD4jc7q3t0IQQQgiRBwqFgqGdHSmjr8tqn2uUbd2Wso0aE/HXNl4GP9J2eEIIIUo4vbxsZG9vz/Lly4mMjOTixYs8fvyYhIQEjI2NsbOzo0mTJpQrV66gYxVvoJqq6Lv15/Dcd5MxvZpg/m4Hog7ux7hefco2aKjtEIUQQgihIXOT9FmFft9xBZ+TD+jx8TAezJzO01UrqDr9W3T0DbQdohBCiBJKo4TAuHHjABg8eDCurq6UK1eO9957r1ACE3lTtYIpvdvas+1oECevhtCyX39e3LpJyNpVVJv5HXoWFtoOUQghhBAaauZgQ+sGFdnjf5+GNctR8ZNhPPltEZHb/8Km/wBthyeEEKKE0qjLwJEjRzh06JBMI1jMdWpelTqVzfE6eItn8anYjhpN2suXhKxZJYMQCSGEECXUwPfqYGVqyOrd19BzdML8nfZEHdxPwvVr2g5NCCFECaVRQkDVDcDExKRQghEFI32qonoArN5zHf2KlbBxH0jC9UCi9v+j5eiEEEIIkRdGZfQY3q0u4VEv2Hr4DjZ9+6NfsSIha1eRGhen7fCEEEKUQBolBBo1agTArVu3CiUYUXCsLYwY+F4dbj2K5sDZR5i3aYeJswsRf2/nxd0gbYcnhBBCiDxwqGpJp+ZVOXrpCVeDn2M7fBQpsbGEblyPUqnUdnhCCCFKGI0SAkOGDEGhULB06VLSpOl5sde6QUWa1rFh+/EggsPjqTBkKHoWFoSsXE5qQoK2wxNCCCFEHvRqa09lm7Ks3XuD5PJ2lOvxAXHnzhL1zx5thyaEEKKE0Sgh4OLiwrRp0zh79izDhw/n+vXrhRVXJiEhIUydOhU3NzecnJxo3749c+fOJSYmJs/7PHv2LHXr1sXBwYGFCxcWYLTFh0KhYMj7Dhgb6rPKJ5A0AyNsR3iQ/CySp8uWkJaUpO0QhRBClGJSvueNvp4Ow7vVI/5FMp77bmL5fhdMXVsQsd2b6COHtB2eEEKIEkSjWQaGDBkCgKWlJf7+/vTu3RsrKysqV65MmTJlctxOoVCwfv36PAX48OFD3N3diYyMpEOHDtjb23P58mU8PT35999/+fPPP7G0tNRon3FxcXz11VcYGhqS8Ja/KTczNuCTzo786n2ZHf/epd+7tan4yaeErF3NkyW/Umnc5+gYyHRFQgghipaU7/lTtYIpvdra4300CP9rYbT6ZDhpiYmEeW1Ax9AQs5attR2iEEJozM3NmYoVbfH29inyY3/4YXdCQp7i53euyI+tTRolBM6cOYNCocjURy0yMpLIyMjXbqdQKPIWHTB79mwiIyOZPn06gwcPVn/+ww8/8Mcff7Bw4ULmzJmj0T7nzp1LXFwco0aNemvfHmTUqJY17zSuxP7TD2lUsxwOLVujTEsj9I+1PPn9NyqN+0zmMBZCCFGkpHzPv/ebVyXgTgSbfG/hUNUCW48xPP51ISHr1qAoY4hp02baDlEIIUQxp1FC4IMPPsjXj3tNPXz4ED8/P+zs7Bg0aFCmZePHj2fr1q3s2rWLr7/+GmNj41zt09fXl+3bt/Pjjz+SmppaGGEXS/3a1+LagyhW777G7GGumLduA0oloX+s5enSJdiOGY+Ovr62wxRCCFEKSPleMFSzCn279gxr91xn8oAm2I37nOBffiRk5TJ0xk+gbH0nbYcphBCiGNMoITB//vzCiiNbp0+fBsDNzQ0dnczDHZiYmNC0aVP8/PwICAigZcuWb9xfZGQkM2bM4L333qNnz55s3769UOIujgwN9BjRrR7zNp7nT99bfNqtHuZubVGmpRHm+QdPly3BdvQ4SQoIIYQodFK+FxwbCyMGdqjNun9usPXwHdw71Mbus0k8+mk+T37/jcqTpmBUq7a2wxRCiNfau9eHefNmAxAS8hQ3N2f1ssaNm7JkyUoAEhMT2bbtTw4fPkhw8CMAatSoSa9eH9K5c7cs+w0JCWHTpvWcPXua8PAw9PT0sLIqR/36DejTpx+OjvW4cOEcn33mod4m47G11X2hKGmUEPD09ASgefPmODo6FkpAGd29exeA6tWrZ7u8WrVq+Pn5ce/evVxVGKZPn05aWhqzZ88uyDBLjJp25nRrWR2fk/epV92Klk4VsWj7DqSlEbbRk6crllLJYywKPY1uCyGEEEIjJaF8L1fOpMD2Vdh6dahD+POX7Pa7RxVbMz5oVwurubO4Mm0GTxYvxOn7OZjY18iynY2NqRaiLd3knBctOd9FL6/nvH79OvTq1YsdO3ZgbGxMp06d1Mvs7e2xsTElMjKSsWM/5ebNm9jY2NC8eXOUSiUXL15k7txZPHhwhxkzZqi3CwkJYfjwj4iOjqZatWq0bdsWgCdPnnDgwD/UqVOTNm1cqVWrKr169WL//v0kJCTQq1cv9T4sLS3f+vtIo19+8+bNQ6FQsGPHjsKKJ5O4uDgATE2zvwiqz58/f/7GfXl7e3P48GEWLlyItbV1gcVYkioMAMM+aMDdkOes2XsdS0tj2jS2w6ZvT0yMDbi7cjWRf6zCYcokdLJJCrzt/xhKGrkexYtcj+JFrkfxVhLK98jIONLSlG9esZj4oFV1QsLjWLMrED3AtV4FbD+fzKP/m8vVb2dT5cupGNhWUq9vY2NKePibz68oOHLOi5ac76KXn3NerZoDX3zxDTt27MDMzJwvvvgm0/Lw8OdMmTKFmzdv0qdPP8aM+Vw9qP2zZ5F8+eVENm7cSOPGzWnRohUAf/yxkejoaHr37sukSV9l2t+zZ5FER0cTHv4cM7PyfPHFN/j7nyIhISHbY2tLUdRnNEoIWFhYEBMTg62tbWHFUyiCg4OZN28e77//Pl26dCnQfZe0CgPAmJ71WbQtgJ83nuf580RcHMuj19wNm+cvCP/TiyvzfsJ2hEemlgLyUC1e5HoUL3I9ipfSeD1KawKkMMv3kkZHR8GI7vWIjb/E6t3XMDPWp271clSe9CWP/m8ewb/8TJWvp6FfruCSJkKIwhF78gQxfse1HUaumLu1xaxV4c9qcvv2Tfz9T+DgUJfPP5+cqbuZlVU5vvxyGsOGfcTff3urEwLR0dEAuLi4ZtmflVU5rKzKFXrcJYHOm1f5n1q1agHw9OnTQgnmVSYm6W/fc3pDoPo8pzcMKtOmTcPQ0JCZM2cWbIAllFEZPSb0bURNOzNW7Azk7I0wACw7dMSm/wDizp/j6eoVKEvJoExCCCGKlpTvhUNfT5fxHzakopUxS3Zc4WHocwwqVqTypMmkvUwk+OcfSflvBVkIIUqSM2dOAdC27TtZxp4BqFPHESMjY65fD1R/5uCQ3sV9xYql+Pv7kZSUVDTBljAatRDo3bs3586dY+vWrXz77beFFZOavb09APfv3892+YMHDwCoUSNrv7iMrl27xvPnz3Psh7h8+XKWL19Ohw4dWLp0ad4DLkFUSYGF2wJYsTP9H46LY3ksO3YCpZLwrZsJ0dGh4qcjUejqajlaIYQQbxMp3wtPWUN9JvZrxNwN51m4LYBvBjfDukpV7D6fRPAvPxG88GeqTPkaSmmrEiFKArNWrYvkrXtJonohvWrVMlatWpbjeklJL9V/79y5G+fPn+XgwX1MmTIBAwMDHBwccXZ2pWvXnlSsWLHQ4y4JNE4IHDt2jD///BMrKys8PDzQK8QB6Fxd05t3+Pn5kZaWlikbFBcXx4ULFzAyMqJRo0av3c8HH3zAixcvsnz+4MEDzp49S926dalfvz716tUr2C9QzBmV0WNihqSAAnB2LI/lf95HmZZGhPdWUCio+OlIbYcqhBDiLSLle+GyMjNkYr9G/LDxAgu3BjD1o2aY1KyF3bjPefzrLzz+9Res583RdphCCJFrSmUaAA0bNsbOrnKuttHV1WXmzO8ZNOhj/PyOceHCOQIDr3DlymW8vNYzZ8583NzaFmbYJYJGv+aXLFlC7dq1uXTpEr///jteXl60aNGCypUrqwd1yMm4ceM0Dq5q1aq4ubnh5+eHl5cXgwcPVi9bvHgxCQkJ9O/fP9McxUFBQQDUrFlT/dn06dOz3f/27ds5e/Ys7dq1Y+LEiRrH9zbImBRYvjMQD9KTAlbvd4G0NCK2e4OODjZTJmg7VCGEEG8JKd8LX2UbEz7r04AFWy7xm/dlJrs3xrhuPWw9xvJk6WKuz/2B8mM+R8fAQNuhCiHEG9nYlAegTZt3GDDgI422rVWrNrVq1Wbo0OEkJiaydesmVq5cys8//yAJAfKQEFAoFAAolUqioqLYt29frrbNS0IAYObMmbi7u/P999/j7+9PzZo1CQgI4PTp01SvXj1LQa8aVOjmzZt5Ol5ppE4KbH0lKdClG8q0NCL/3s6dJQaYuw9BkU2fHSGEEEJTUr4XPoeqlozoXp/lf19lxa5AxvZqgEnjJlT8dAQhq1eSuvx3Ko0ZL9MNCyGKDT09PVKzGcfMxaUFq1cv5/jxIxonBDIyNDRkyJBh/PnnRiIiwomNjcXMzOy/x9YHICUlpVBbwRc3Gv26q1SpEra2ttja2lKpUqVM//+mP3lVtWpV/vrrL3r37s3ly5dZt24djx49YsiQIWzduhVLS8s871v8j1EZPSb2a4R9JTOW7wzk3H8HGizXrQflevYi7PBRQtevQ5mWpuVIhRBCvA2kfC8aLo7lcX+vNhdvR+B18BZKpRIz15bU9BhJ/OUAQtaslLJdCFFsWFvb8OxZZJZBZ+vXd8LFxZUrVwJYsOD/iI+Py7Lt7du3OHXqpPr/9+3bQ1DQnSzrXb16mefPYzExMcnUEk01de3Dhw8K6uuUCAqlUlmy5swrZkritIOv8+JlCgu3BnDvaSyjetTH2TG9ec6Lg3t4tGUbZm3aUmHwUGkpoGWlcVq14kyuR/FSGq9HaZ12sDC9beX7tiN3+Of0Q3q1tad7q+rY2Jhyc8MWIry3ppftQz5RtwIVhaM0Ppu0Sc530SuIc75o0U94e2/B1taOBg0aYmBgQNWq1Rg4cAhRUc/44ovx3Lp1ExMTU2rVqo2NTXnivxwP9gAAIABJREFU4+O4c+c2YWGh9O07gM8//wKAqVO/4N9/j2Fra0etWrUwNDQiLCyUK1cCSEtLY+LEKfTp01997M2bN7JkySKsrMrRpEkzjIyMMDe3YPTo8fn6TvlRFOW77qxZs2YV+lHeYi9eJPE2pVT09XRwdizPjYfR+J4Pxs66LJWsy2Lr2pT45y+I9j1IamwMZRs0lIqDFpUtW4aEBJk6pbiQ61G8lMbrUbbs68fxEZp728r3utUtCYt+ge+5YMqZGVLXvhzKStVQpqYS7XsQZWIixvWdpGwvRKXx2aRNcr6LXkGc80aNmpKQEM/9+/cIDLzCzZvXSU5OpkuX7hgZGfH++92wsrIiKuoZd+/eISjoNi9evKBSJTt69+5Hz569KFs2fWpba2sbjIyMiI6O4t69IO7cSW8l1aRJM6ZMmUb79h0zHdvRsR5KpZJHjx4QGHiFGzeuEx4eRr9+A/P1nfKjKMp3aSGQT2/bGwSVFy9T+GXrJe4/fY5Hz/q871aTsLBYIrZ7E/XPHszfaU/5QYOl4qAlkvUuXuR6FC+l8XpIC4GC9zaW7ympafy6LYDrD6KZ8akr1ayNUSqVhP/pRfRhX8r17EW57j21HeZbqzQ+m7RJznfRk3Ne8Ip9C4Hnz59z4cIFrly5QmBgII6OjgUYWsnwtr1BUNHX08HFsTzXH0bhey6YqhVNKWdaBuO69VAmJRF96CBp8XEYO0lLAW2QrHfxItejeCmN10NaCBS8t7F819FR0KS2DVfuRrL/9APqV7fC0tQQ4/pOpERGEO17AB1jY4zsa755Z0JjpfHZpE1yvouenPOCVxTle546gt+8eZNRo0bh6urKsGHD+OKLL5g6dWqmde7du0f37t3p06dPtnMEi+LPqIwek/o1prqtKT9uOMf5m+EoFAqsP+yHZcdORB8+RPiWTUgjEyGEEKJkUM0sZG5ShkXbAgiNSkCho0OFj4dh0syZ8M2biPE7ru0whRBCFBGNEwK+vr7069eP48ePk5aWhlKpzPYHYY0aNShTpgzXrl3D19e3QIIVRU+VFKhdxYLlO6/+LynQzx2L9/5DtO9BIrZulqSAEEIIUUKYm5Rh9ogWKJWwcEsAsfFJKHR1qTh8FMb1nQhdv47n585oO0whhBBFQKOEQHBwMJMnT+bly5e4uLiwceNGTp48meP6Xbp0QalU8u+//+Y7UKE9RmX0mD2yJdUrmmZKCtj0H4BFh45EHdxPhPdWSQoIIYQQJUTl8qZ8/mFDouNesmhbAIlJKejo61NpzHiMatXm6aoVxF+5rO0whRBCFDKNEgJr164lMTERFxcX1q1bh7OzM4aGhjmu36RJEwCuXbuWvyiF1hkb6jOpf2N1UuDCrf8mBdwHYv5uB6L2/0PEdm9JCgghhBAlRE07czx6OvEg9DlL/75KSmoaOmXKUGn8BMrYVebJ0sUk3Lyh7TCFEEIUIo0SAidOnEChUDBmzBh0dXXfuH7lypUBePr0ad6iE8WKURk9JvZLTwos+/t/SYHyAz/CvN27RP2zh8i/t0tSQAghhCghGte2ZkgnB67efcb6fTdQKpXoGhtjN/EL9K1teLJ4EYn372k7TCGEEIVEo4RASEgIAHXr1s3V+qrWAy9fvtQwLFFcGRtmTgpcVCUFBg3GvO3/s3ff8VVX9+PHX587Mm72hgSSQIAEwp4yRBRwoAzRKoogYtXaavvTokW/tqi1tba1WrHWCYJSccsUEVxElsgmAQJkQELI3uPO3x+XGwgz4yb3c+99Px8PHgk3n3vv+56Tc8/J+55xFaVrVlGy8gtXhymEEEKIZrpqYBxTRify474CPt90DABdUDBxjz6GNjCIEy/9k4a8PBdHKYQQoj20KCGg1+sBsFgszbq+rKwMgKAgOR/ZkziSAgmdgnjNkRTQaIi+626Cx4yldNUKSlatcHWYQgghhGimqWO6MXZAZ1ZvzuHbnScA0IeFEff7x1B0ek786x8YCwtdHKUQQghn07Xk4tjYWDIzMzl48CCjR4++7PXbt9t3qO3evXvrohOqZfCznz7wr49289oX+/n1tL4M6hVFzOw5YLVSsuJz6o5kog0IRNHrG/9pHN/rLnDb2f90F75do9eDVouiKK4uAiGEEMJjKIrCrOuSqag28v7XhwkJ9GVwryh8oqLp8uhjHP/H8+Q88yf8unXDLyERv4REfBO7oY+Kkj5ZCCHcWIsSAqNHj+bw4cMsXbr0sgmBhoYGFi1ahKIojB07tk1BCnU6Lylwc18G9YwiZs5ctAEB1KQfwFRchM1kavxnNZmgmTNMLkpR8O/Zi4gp0zCkNG/5ihBCCCEuTavR8KupffnH8l28sfIA82YMpGeXUHzj4uj62BOUf7OB+pxsyjd+jc1sBkBjMNiTAwmJ+CUm4pfQDV1kpCQJhBDCTSi2FuwAV1BQwHXXXYfRaOSuu+7isccew2w2M3jwYBRFISMjo/G6J554gi1bthAYGMjGjRsJCQlptxfhSiUl1Vitnr+JXlRUEEVFVRf8WW29mRc/3E3uqarGpMCl2KzWM0kCsz1J0Ph/o+M2Y5NEgiOZYDOZsNbXU7llM5aKcvxTehM5dTr+PXu2x8tWrUvVh+h4Uh/q4o31ERUlS/OczdP790u1k8paI8+/9zPVdSaeuGsIsZEBTX5uM5tpyM+jITub+pws6rOzaThxvDHhrwkIOCdJkIguQpIE3vje5EpS3h1Pytz5OqJ/b1FCAGDFihX84Q9/QFEUQkJCGDp0KBs2bEBRFKZNm8bx48fZvXt34z4DCxcuZMKECe0SvBp4+oDB4XIN/OykwG9u7sfAnpHtGo/VaKTi+28pXbsGS1UlhtS+REy9Gf/uSe36vGohb7jqIvWhLt5YH5IQcD5P798v104Ky+v463s/o9cqPDlrKGFBvpd8PKvJhDEvj/qcLBpysu1JgrwTZ5IEgYFNlhr4JSSiCw/3qiSBN743uZKUd8eTMnc+VSYEADZs2MAf//jHxk0DgcY3dMfDhYWF8de//pWrr77aSaGqk6cPGBya08A7OikAYG1ooPy7byj7ci2W6ioC+g8gYsrN+CUmtvtzu5K84aqL1Ie6eGN9SELA+Ty9f29OO8kpqOJv/9tJVIg/82cOxuDXopWmWE1GjCdOUJ+dTX1ONg05WfbTCqxWALRBQfgmJOLTqRP6yGj0UVH2fxGRaHwvnYBwR9743uRKUt4dT8rc+VSbEAD7HgGrV69my5YtZGVlUV1djcFgoGvXrowaNYqpU6fi7+/v7HhVx9MHDA7NbeC19SZe/HAPuaeqmH5Vd5JiQ+gSFYDBT9+u8Vnr6yn/ZgOl677EWltDwMBBREyZhl98Qrs+r6vIG666SH2oizfWhyQEnM/T+/fmtpMDWaW8/PEeenYJ4ZHbBqLXteiAqvNYjUYaThw/M4sgNxtjYSG2c46o1oaEnkkQRNo3N3T8XxscgqJpWxyu4I3vTa4k5d3xpMydT9UJAWHn6QMGh5Y08Np6Ey9/spcjJyoabwsL8iUuKoAuUYHERdq/do4w4KPXOjVOS10d5RvWU7Z+Hda6OgKHDCViyjR847o49XlcTd5w1UXqQ128sT4kIeB8nt6/t6SdbN5/krdXZ9C3WzjjBsXROyEMf9+WzRa4FJvNhqW6ClNR0el/hZiKixr/by4rhbOGq4pejz7yTLLAniiIbvy/WmcXeON7kytJeXc8KXPn64j+3Xnv5kKcZvDT88TMwZRWNpBXXE1eUQ0niuxfN+Qcx2yxd+qKAjFhBuKiAhqTBHFRAcSEGdBoWremUOvvT8TkqYSOn0DZ1+sp//orqnf+TNCw4URMnopP51hnvlTh4YxFhZR8/ilV27cRfuNkDH1S8Y1PQOsFs5+EEMJhVN/O1NSb+eyHY+zPKkWrUUiKC6Ff93D6douga0wgmjbsBaAoCrqgYHRBwRfcC8hqMmEuLTmTMCgubPy+7vAhrPX1Ta7XBgfbEwSNyYKoxv/rQkPdcnaBEEK0F5kh0Eae/gmCg7MyfharlcKyOk4U1ZBXdCZZUFhWh6MU9ToNnSMMjQkCx6yCsCDfFm8+ZKmupmz9Oso2fo3NaCToipFE3DQVn5iYNr8WV5IMbPuzWa2cePHv1B06eN7P9DGdTu+gnYBfYjfiBqdSVtPG4zSF03hj+5AZAs7n6f17a9qJ2WLlyIkK9meVsv9YCbmF1QAEG/Skdgunb/cIUhPDCQ7waY+QL8hms2GtqbHPKigqwlRchPGs780lJU1nF+h06CIjG/cs8GlclhCNPioSjV/7JXy98b3JlaS8O56UufPJkgE34OkDBof2buANJgsnS2qazCbIK66hrOrMmkKDr84+myAqkBG9o0mOD2v245urKilb9yXl327EZjYTPHI04TdNxicquj1eTruTN9z2YTyZT312NsZTJ6nesQNjwUn8e/bCXFlBl3nzMeYdP2tzrGzMpaWN9z03SSAzCVzHG9uHJAScz9P7d2e0k4rqBvZnlXIgq5T9WaVU15kASIgJom/3cPp2CycpLgSd1nWfyNvMZkylpecsQyhs/Gqtq2tyvTYo6KwEQdNlCbqw8DbNLvDG9yZXkvLueFLmzicJATfg6QMGB1c18Oo6E/nFZ5IEJ4qqOVFUTV2DhXGD4vjFuKQWrWM0V5RT+uVaKr77BpvNRsjoMYTfOBl9RPufiOBM8obrXDabjdI1qyhZ8bn9kyRFwTchkfDrJxE0dNhF72eurKQhNxtt0UlK0g9JkkAlvLF9SELA+Ty9f3d2O7HabOQUVDXOHjiaV4nVZsPPR0vvhDD6dY+gb7dwIkPV9R5oqak5bxlC4/9LShpPRABAq0UfEXnO3gVnliNoDYZLPpc3vje5kpR3x5Mydz5JCLgBTx8wOKipgRtNFj7fdIz1248THuzLnEm9SU0Mb9FjmMvLKF27moofvrcnBsZeRfikyejDmj/rwJXUVB/uzlxeRuEHy6j+eQdBI0YSfuNN6KOi0eibfzLG2fXhSBLITALX8cb2IQkB5/P0/r2920ltvZmMnNLGBEFJpX3GX0y4gX7dwunbPZzk+DB8nby5sDPZLBbMpaVNlyGcXopgKirEWlPT5HpNQMB5exf4OPYuCA8nulOo1703uZI39gWuJmXufJIQcAOePmBwUGMDP5JXwaI1GRSU1jJ2QCy3Xd2jxWckm0pLKF2zmoq0H1AUhfCbphB+/SQUnbr321RjfbgTm9VK9a6fqUzbRM3+fQBE3nobYdde3+J9KuDy9SFJgo7lje1DEgLO5+n9e0e2E5vNRkFpLfuPlbIvq4RDueWYzFZ0Wg3JXUOYdmV3kuJCOiQWZ7LU1mAqLj5rCULRmWUJJcVgOWtvGY0Gv+goNGGRZ80sOLM0QRsQ4LoX4qG8sS9wNSlz55OEgBvw9AGDg1obuNFkYUVaFuu25xIa6MucG1Lo1z2ixY9jKi6i6JOPqd6xHZ+4LsTMnoN/Uo92iNg51Fof7qAh7wSnlr5L/dEj6MLCCB45muDRV7Zpo8lWbc4lSYJ2443tQxICzufp/bsr24nRZOHwiXL2Hyvlp4OFVFQbuXlsN24YkdDqU4bUxma1Yi4rbbJngaaqjOoTJzEVFWGpblr2GoPhgkco6qOi0YeHq/6DCjXyxr7A1aTMnU8SAm7A0wcMDmpv4EfzK1i89iD5xTWM6d+ZGdf0wODX/CnfDtV7dlO4bCnmsjJCxl1D5PRbVflHmNrrQ42sDQ2Url1N6bq1aPz9ib7tDoKuGOmU46ecVR+SJHAOb2wfkhBwPk/v39XSTmrrTSz96hDbMwrpnRDGL2/qQ1iQr6vDahdnl7mlrg5zcRHGoqLGr469C8zFxdjM5jN3VBR0ERGNCQOfJssSotEEBLRqdpunU8vvuDeRMnc+SQi4AU8fMDi4QwM3mS2s/DGbL7fmEhLow+zrkhnQo+WbBVrr6yn+4jPKN36NLjSU6DvvInDQkHaIuPXcoT7UwlpfT/n331K27kssVZUEjxxN1G0z0AY57w22PetDkgQt543tQxICzufp/bua2onNZiNt70mWbTiMj07L3Em9GdjTvTb7bY7mlrnNasVcXt64V8G5exdYKiubXK/x92+6yeHZJyRERHrt7AI1/Y57Cylz55OEgBvw9AGDgzs18KyTlSxam0FeUQ2j+3ZixoSeBLRitkB91jFOLV1Mw/HjBA4aQtSdd6lm00F3qo+OZrNY7NM0i4upO5JJ+YavsVRXYeiTSsTkqfj37OX05+zo+pAkwaV5Y/uQhIDzeXr/rsZ2crKkhjdWHCC3sJrxQ7pw29VJ6HXq3XSwpZxV5tb6ekwlxU2PUDzrSMXzZheEhZ9zhOKZhIE2MMhjZxeo8Xfc00mZO5/qEwInT56kuLiYhoYGLvcww4Zd/Ogud+bpAwYHd2vgJrOVVZuzWbslh6AAPbOvS2ZQz6gWP47NbKbs6/WUrPwcRacjcvovCLlqnFOmmbeFu9VHe7LU1lC5+Ueqd+/CVFxk/8P4rGOiAvr1J/ymKe26J4Qa6kOSBGeooT46miQEnM/T+3e1thOT2con3x3l6x3H6RIVyK+mphIb6Rkb7nVEmdusViyVFY2zCoxFhWclC4qwVJQ3uV7x9TtzIsI5exjoIiJbdOKO2qj1d9yTSZk7nyoTAtXV1fz3v/9lxYoVlJSUNO9JFIX09PRWBah2nj5gcHDXBp5TUMU7azI4UVTNFakx3DmhF4H+Le/cjIWFFL63hNqMA/gl9SBm9j34xsW1Q8TN46714Uz12VmUf/cNVdu3YTMa8e3aFZ/YOPsZ0Y5BTXQM+oiWbzLZUmqtD29NEqi1PtqTJAScz9P7d7W3kz1HinlnTQZGk4U7JvRk7IBYt/8kWw1lbm1oOGt2gX3PgrOXJNiMxjMXKwq60LCzZhaclTCIjEIbHKzqOlFDeXsbKXPnU11CoLKykjvvvJOjR49edkZAkydRFDIyMloVoNp5+oDBwZ0buNliZfXmbNZsySHAX8+sa5MZktyK2QI2G1VbN1P44QdY6+oIv+FGwm+8CY3epx2ivjR3ro+2sBqNVG3fSvl339KQnYXi40PwFSMJGXcNfvEJLovLneqjuUkC/549CejXH31ky9uKq7lTfTiLJAScz9P7d3doJ+XVDby9Op307DKGJkdx9w0prVoCqBZqL3ObzdZkdkGTPQyKizCXlTW5XvHxOedEhLP2MIiMROPT8eOjs6m9vD2RlLnzqS4h8MILL7B48WIArr32WqZOnUpiYiJ+fn6XvW+cCz9NbU+ePmBw8IQGnnuqikVrMsgtrGZ472hmTuxFkKHlnZWlqorCjz6gastm9J06ETNrDobklHaI+OI8oT5aqu5IJgXvvImpqAif2FhCxl1D8BWj0BoMrg7N7evjvCRBdjbmMnuSwKdzLAH9+hPQrz/+PXu5xeZU7l4frSEJAefz9P7dXdqJ1Wbjq225fPbDMUIDfbh/Sio9u4S6OqxWcZcyvxiryYi5uNh+IsJZexY0zi5oaGhyvTY09JwTEc5seKgNCWn32QXuXt7uSMrc+VSXEJg4cSInTpzg7rvvZv78+e0Zl9vw9AGDg6c0cLPFytqtOaz6MRuDn45Z1yYzNCW6VY9Vc2A/he8vwVRURPCVY4m69Xa0AR2zztFT6qM5bGYzJatXUrpmFbqICHsCpk+qqqYpelp92Gw2TKdOUbNvDzX79lJ3+BA2sxnF14+APqkE9OuPoV9/1WyyeS5Pq4/mkISA83l6/+5u7eRYfiVvrjxAUUUdU0d346ZRiWg06ukHmsPdyrwlbDYblqoqe4LgrD0LHP83l5XBWX9yKD4+6CMjm25y6Pg+MhKNb9uPnvTk8lYrKXPnU11CoH///phMJtavX0/Xrl3bMy634ekDBgdPa+AnCqt5Z00GOaeqGJoSzV0TexEc0PLZAtaGBkpWraBs/Tq0gYFEz5hJ4LDhkvV2EmNBASfffoOG7CyCR40h6o6Zqlzj7un1Ya2vp/ZgRmOCwLHEwLdrVwL6DSCgX3/8uiehaNWxG7in18eFSELA+Ty9f3fHdlLXYOa99YfYeuAUvbqGcv/kPoQHX36Wqlq4Y5k7i9VkwlxS0nTPgtN7GBgLi7A11De5XhsSctbMgugm3+tCQpq1ubM3l7erSJk7n+oSAmPGjKGkpIStW7cSEhLSnnG5DU8fMDh4YgM3W6ys25bLyh+z8PPRcde1vRjeO6ZVj1Wfm8Oppe/SkJ1FQP8BRM+c3a6b2XlifZzNZrNR8cN3FH34AYpOT8zsOQQNVe9JJZ5eH2ez2WwY8/Oo2buXmn17qDuSCVYrGoOBgNS+BPQbgKFvP3TBwS6L0Zvqw0ESAs7n6f27O7eTzftP8t76w+g0CnNu6N2qfYFcwZ3LvD3ZbDas1dWnlyIUnreHgbm0tOnsAp3ugssQHLMMNKeXMkt5dzwpc+dTXULgt7/9LV9//TXvv/8+Q4YMac+43IanDxgcPLmB5xVVs2htBlknq7h6cBx3jO+JTtvyYwVtVivl32yg+PNPAQgZPYaA/gPxT052+saDnlwf5spKTr37DjV792DonUrM3F+qdmq6gyfXx+VYamupTT9Azb691Ozfi6WiAgDfxG6New/4JXbr0KM6vbE+JCHgfJ7ev7t7OzlVWsvrKw+QU1DFuEFxzLimBz56dcxSuhh3L3NXsZnNmEpKztvk0LEkwVpX1+R6bVAw+qgoArvEYg0ObZIw0IWGufzoaE8mv+POp7qEwN69e7nzzjsZNWoUb775ZnvG5TY8fcDg4OkN3GK18ul3x1i3PZeU+FAenNa3VRsOAphKSij+5EOq9+zGZjSi+Ppi6JNKYP8BBPQbgC607ZsheVp92Gw2TAUnqT14kJKVX2CtqyXy1tsIvWaCW3TcnlYfrWWzWmk4nmtPDuzbS/2xo2CzoQ0MwtDXPnsgILUv2sDAdo3DG+tDEgLO5+n9uye0E7PFymc/HGPdtlziIgN4YGoqXaLa9/2lLTyhzNXGZrNhralpusnh6e8tpcU0FBWD1dp4vaLToYuIbDKjQB8VjU9UFLrIKFUuS3Qn8jvufKpLCACsXLmSp556irFjxzJ//ny6dOnSXrG5BU8fMDh4SwPfvP8k7355iNBAH357a/82DSysRiN1hw5SvXc3NXv2YC4tAcA3IZGA/gMI7D8A34TEVv3B6+71YTObqc/NoS7zMHVHMqnPzMRSbX89vl3j6fTL+/GNc5/3Fnevj/Ziqa6m5sB++94D+/dhra4GRcGvexKG5BR0kZHow8LRhYWhCw9H429wyv4b3lgfkhBwPk/v3z2pnezPKuHt1RnUNZi5/ZoeXD0oTlUbzzp4Upm7g6ioIApPlmEqKz1vk0PH/621NU3uow0MOidZcGbTQ11YuFt8SOFK8jvufKpLCMyePRuA7OxsioqKAIiPjycqKgrNJRqIoigsWbKkjaGqk6cPGBy8qYEfza/g1U/3UW+ycP/kPgzq2fa1iY3rrvfspnrvHuqPHrF/chocTED/AQT0H0hAnz5o/JqXmXbH+jCVllK1bQs1B/ZTf+woNqMRAH10DP49euLfsyf+PZPRx8SociB3Ke5YHx3NZrVSn53VOHugISe7yZpQAMXXF11YGPqwiNNJgjB0p7/Xh4XbkwaGyycNvLE+JCHgfJ7ev3taO6msMfL2mnT2HytlUM9I7pnUm0B/vavDasLTylztmlPeliazC87Zw6C0BCyWMxdrtegdswvO3sMgKhqNrx9YLdisVmwWC5zz1Wa12n9uOfPVZrXAOV9tVitYmn497/GsFvv3597X8diXuq/FgqLXowsLRx8Rji48An2442sEmsDANo3B5Hfc+VSXEEhJSUFRFFo4qQBFUcjIyGhxcO7A0wcMDt7WwMuqGlj46V5yCqq4eWx3bhyZ4NQ/Ui3V1dTs30vN3tOfnNbWglaLITnFnhzoPwCf6Isfh+gu9WFtaKB6589UbvmR2ox0sNnwjU/Av1cv/Hv0wr9nT3Qh7nme9NncpT7UxGY2Y66swFxairmsDHNZKabSUsxljv+XYS4vOz9p4OODLiwcn5gYfGLj8I2Nwyc2Fp9Onb16IylJCDifp/fvnthOrDYbG346zsffHSU4wIf7bupDSoJ69qDxxDJXs7aWt81isfdNxcUX2LugqHFmY4fQaOwn+Wi0KFoNikYL53xVNBrQNv1qv8/Z12mwGo32vrakBJvZ3ORpFB8fdOHh9sR8RDj68Ah04RH2205/1fhcfEmt/I47n+oSAvPnz2/1H0XPP/98q+6ndp4+YHDwxgZuNFl498uDbE0/xfDe0dwzqTe+7bBhkc1ioe7oEWr27KZm7x6MJ/MB8OnUmYABAzD06Ytvl65og4Mb25+a68NmtVJ3+BCVm3+k6ucd2Brq0UVGEjxyNMEjR18y0eGu1Fwf7sxmsWCuqDidJCjFXOpIHJRgLCjAdKqgyWBGFxmJb+dYQpISsYRGnU4YdG72zBt3JgkB5/P0/t2T37dyCqp4fcV+CsvquHFUIlPHJKJVwVRvTy5zNWrv8rbU1WEuLsJYWGif9ej4w1yrafzDHc05f5if9VXRnHPdRf7QR6Npl5mTNpsNS1UV5lJ7v2ouLbEfDVlacvq2UiwV5efdTxsUZJ9REBFx5mtEJPrwCDolJ1BWj9vN9FQz1SUExPk8fcDg4K2dmM1mY+3WHD77/hjxnYJ4eHq/dj/z2FhUaJ85sHcPdYcONv7BowkIsH8a2jmW8F7dMAZF4NM5Fl1YmCreeI2nCqjc8iOVWzZjLilB4+dH4NDhBI8ajX+Pnh697s5b24er2SwWTEWFNOTnY8zPw5ifj/FkHsaCAmwmU+N12pBQ+xKEUMfX0//Cznx1942kJCHgfJ7ev3v6+1a90cz/vs4kbd9JkuKCeWByKpGhrm3nnl7maiPl3XZWkwlzeRm2eOWpAAAgAElEQVTmkpImiQNTyZnkgWMJqIPi42OfTRARgTYwEI2vHxpfXxQ/PzR+9u81vqe/9/c/3SeHNs7yE01JQsANePqAwcHb31R3ZxbzxqoD+Oq1PDy9H0lxIR3yvNb6euqOHsF48qT9D538fBpO5ts3ZztN4+dnnzLd+fTU6c6x+MbGoguPaPEf4Y71ZjazGVtDPZbaOqx1tVjr6+1fa+uw1tdhqTt9e539dlNpKQ3ZWaAoGPqkEjxqDIEDB6Hx9XV2kaiSt7cPtYkMN5CfcczeXvLz7OdYl5VhLi/HXFZ23iZScHr/guBgtEHBaIOD0QWHoA0OQhscgi442L5eNDoarSHABa/o8iQh4Hye3r97y/vW1vQC3vvqEKBw9/XJDO8d47JYvKXM1ULKu/3ZbDas1dWYTicJ/IzVlOXkNyYNrDU1WBvqsTY0YGtouORjafz90YWEonUk7wODUHx8UPR6FL0ejY8Pit7H/tXX93RiwRfF93RiISgIRafroFfecSQh4AY8fcDgIG+qkFdUzSuf7qWsqoG7r09hdL/OLosl1MdK/r7DjZ+INuTnYzyZ33gGPNgztI511Y1/5JvN2CxmMFuwWcxn3Wb/+dlH81yOxt8fjZ8/Gn9/tAEBBAwYSPAVI9GFqme9ZkeR9qEul6sPa0ODPTlQbt+nwFxWhrmiAktlBZbKKsyVFVgqK+3rQ8/pIjWBgfhEx6CPjsYnOgbt6U817P/8Gz/9wGaztyuLBZvZYt/gyWI+s9mTxYJ/corTZia4a0KgoKCAf//732zatIny8nKio6MZP348Dz30ECEhzUu8vv3222zbto2jR49SVlaGoijExcUxatQo7rnnHjp16tSq2Dy9f/em962i8jreXHmAo/mVXNm/M3dO6IWvj/OXAF6ON5W5Gkh5d7xLlbnNasVmbMBa39CYJLDW1JzVHzf9aqmuts8+aMGfqhpDgD25HxyMLiQEbUgIupBQdCGhaPz9UXQ6e9JAq0Wj19sTDj4+aAODVDtTUPUJgaNHj7Jjxw7y8/OpqakhICCAuLg4hgwZQlJSktOClAGD68mbql11nYnXPt/HwdxyrhvelV+M64FG0/HT9S9WH5aaGown8xtnEhhP5mMzGhvfABWtDkWnhcbv7f8/873Ovr5Nqz39x74fWn+D/Y9/x7/Tf/R48hKAlpL2oS7Oqg+b1YqluhpLRTmm0+tETadOYSw8hamwEHNZaYsGKucKnzyVyKk3tzlOcM+EQG5uLjNmzKCkpITx48fTvXt39u7dy7Zt2+jWrRsffPABYWGXTzBOnDgRg8FASkoKERERmM1mMjIy2L59O4GBgbz33nv06dOnxfF5ev/ube9bZouVFWlZrN2SQ0y4gV9NTSU+pmPbjbeVuatJeXc8Z5e5zWYDiwWryYTNZMJmMmJtMJ5OLJyZeWCpq8VSWYm5svJ0cr/SvgdRRfllZyY4aIOC0EfHoI+IsI9zfXzRBgTYkwqhofakQUAAit4HS2UF5rIyNH5+6MLD0QYFoeh97GNoq/X0Ro7OGSerNiGwf/9+nnvuOfbs2XPRawYMGMBTTz1F37592xSgDBjUQd5UzzBbrHy48Qgbd56gb/dwfjUlFYNfxx5tJPWhLlIf6tJR9WE1GbFUVdkHJfX12BoasNbXYa1vOL1plKYxwaZo7cm2MxtK6fDt2tX+fydwx4TAvffeS1paGk899RSzZs1qvP3555/n3Xff5fbbb+fZZ5+97OM0NDTge4HlSR999BF//OMfGTt2LG+99VaL4/P0/t1b37cyskt5a3U61XUmfjGuBxOGdumwfXi8tcxdRcq746mxzK319Zgryu3JA/NZs2PPSjBYKisxFhZgOnXKvrTQ2HC6T69v1XP6de9O/JN/ckr8qkwIrF+/nkcffRSLxdJ4/GBQUBAGg4Ha2lqqqs78Euh0Ol5++WUmTJjQ6gBlwKAOamzgrvbd7jyWrT9MVKg/v721P53CDR323FIf6iL1oS7eWB/ulhDIzc1l4sSJxMXFsWHDBjRnfZJSXV3NlVdeic1mY/PmzRgMrXtvraqqYujQoSQkJLB+/foW39/T+3dvbCcOVbVGFq89yO4jxfRPimDujb0JNlz8KDVn8eYydwUp747naWXeeERyWRmWmmqsNbVYjUZ0p2cNWOvrMZeW2pc3mE3YLBZQFHy7dCVw4CCnxNAR/XuLdl7Iz8/nsccew2w2ExYWxgMPPMANN9xATMyZDVpOnTrFunXreOONNygtLWXevHl8+eWXdO7c8vXWubm5pKWlERcXx8yZM5v87OGHH+ajjz5i5cqVzJ8//7IDhgslAwBuuOEG/vjHP5KTk9Pi+IR3Gzcwjs7hBv7z+X7+vGQHD05NpW/3CFeHJYQQqrdt2zYAxowZ0yQZABAYGMjgwYNJS0tjz549jBw5slXP8c033wCQnJzctmCFxwky+PDwLf34ZmceH35zhAXvbOe+yX3okxju6tCEECqi6HTowyPQh3v2+L5FixsWLVpEQ0MDsbGxfPbZZ8yZM6dJMgAgJiaGu+++m88++4zY2FgaGhpYvHhxq4JrzoChrq7ukksXLkcGDKItkuPD+NPdQ4kI9uOlj/ewfnsusk+nEEJc2rFjxwBITEy84M8TEhIAyMrKavZjfvzxxyxcuJAXXniBe++9l/nz5xMXF8fvf//7NscrPI+iKIwf0oWnZg/B4KfjxeW7+fi7I5gtzd9cVwghPEGLZgj8+OOPKIrCvHnzLvuJf6dOnZg3bx6PPvooaWlprQquOQOGtLQ0srKymv0Jwscff0xBQQG1tbUcPnyYzZs3t2nAEBER2Kr7uSN3m5LaUaKigvjXI1fx0gc7Wf7NEYqrjPz61v7ode27g7HUh7pIfaiL1Ie6VZ8+OjUo6ML15Lj97GWIl/Pxxx83+YCgX79+vPjii43JhZbyhv5d2om9DF7pFc3bK/bz5dYcjuZXMm/mUDpHts8Ro1LmHUvKu+NJmbufFiUECgoKABgxYkSzrndcd/LkyRaGZecOAwZPX2Po4GlrgtrDvZNSiAr2ZeWP2WTll/Obm/sRGnjhpSptJfWhLlIf6uKN9SEDMPueQABlZWWkp6fz0ksvMX36dF5++WWuvPLKFj+ep/fv3thOLuX2cUkkdQri3S8P8tsXv2XWdcmMTG3dCVQXI2XesaS8O56UufN1RP/eoiUDjl1YLRZLs653XNdRu7c2x0cffcShQ4fYunUrixYtAmD69Ols2rTJxZEJd6dRFKZd2Z0Hp/Xl+KlqnnprG9/vzsMqSwiEEKKJwED7p+8XS+g7br/YBwKXEhYWxujRo1m0aBF+fn48/vjj1Ldyp2jhXYamRPPM3OF0jQ7krVXpvL06nboGs6vDEkKIdtWihEBcXBwAmzdvbtb1jusc92spGTAIdzQsJZqn5w4nPiaQJesO8cKyneQX17g6LCGEUI3u3bsDkJ2dfcGfOzb67datW6ufIzg4mIEDB1JaWkpmZmarH0d4l4gQPx6/cxBTRiey5UABz7z7E1knK10dlhBCtJsWJQTGjBmDzWbjn//8J7m5uZe89vjx47z44osoisLYsWNbFZwMGIS76hRu4LE7BnHPpBTyi2tYsGg7X2w6hsksmxUJIYRjSWFaWhpWa9P3xerqanbu3Im/vz8DBgxo0/OcOnUKsB+DLERzaTUapl3ZncfvGITJbOWv7/3Mum25MuNPCOGRWpQQuPfeewkICKCkpISbb76ZV155hYMHD2IymQAwmUwcPHiQV155hZtvvpmioiICAgK45557WhWcDBiEO1MUhSv7x/KX+65gWO9oVv6YzYJF2zmUW+bq0IQQwqXi4+MZM2YMeXl5LFu2rMnPFi5cSG1tLVOmTGlypPDRo0c5evRok2vz8/MpLi6+4HMsX76cffv20blzZ3r16uX8FyE8XnJ8GM/MHc6AHpF89O0RXvpoDxXVDa4OSwghnKpFfwFHRkaycOFCfvOb31BTU8N///tf/vvf/wKg1Wqb7C1gs9nw8/Nj4cKFREZGtio4x4AhLS2NZcuWMWvWrMafOQYMt99++3kDBoCkpKTG2/Lz8/Hx8blgHDJgEO0tOMCH+yenMiq1E0u/OsQL/9vF2AGd+cXVPQjw07s6PCGEcIkFCxYwY8YMnnvuObZs2UJSUhJ79uxh27ZtJCYm8sgjjzS5ftKkSQAcOnSo8bb09HR+97vfMXDgQOLj44mMjKS8vJzdu3dz+PBhDAYDf//739FqW37qy3vvvU1FRQW33joTgE8+OZO4GDr0CoYPH8W7775Bba19SVhUVDS/+MVdfPfd16Sn72u89u6776eo6BRr165ovO2qqyaQmtqf1177V+NtCQndufHGaaxZ8wU5Occab//1rx/lwIG9fP/9hrPKYipRUTEsWfJm4219+vRj3LiJfPzx+xQVFQJgMAQwZ84DbN++mR07tjZee+utMzGZqnjrrbc86jW1Vz1pCr5maDBQAm+8+zM3TJpGbsYmt35NnlhP576mOXNmedxr8sR68tTX5E4UWysOTc/KyuKFF17ghx9+OO+TewCNRsNVV13F448/3qbp/AC5ubnMmDGDkpISxo8ff96AYfny5YSFhTVen5ycDDQdMGzYsOGyA4Y33niD4cOHtzi+l19+mYqKCo/+hZbX5LzXNGjwCE7UxZB3YC0+GvtGRZGR0dx2m/u+Jk+sp5a+poaGSpYvX+5Rr8md6+nXv36Qjz/+zC1eU3R0DM7grqcMnDx5kldeeYVNmzZRXl5OVFQUEyZM4KGHHiIkJKTJtRfq3/Pz83nvvffYsWMHeXl5VFRU4OPjQ9euXRk9ejSzZ8++7DHJFyOnDIhz5RVV8/rKA+QV1XDtsK7cclUSel3zJ9tKmXcsKe+OJ2XufB3Rv7cqIeBQUlLCrl27yMvLo7a2FoPBQFxcHIMGDSIiIsJpQcqAwfWkgTtX7qkqlqw7SNbJKvp2D2f2tclEhvo3+/5SH+oi9aEu3lgf7poQUDNP79+9sZ04g9Fk4aNvj/DNzjwSYoJ4YGoqncINl78jUuYdTcq740mZO5/qEwLC8wcMDtLAnc9qtbFx5wk+++EYNpuNaWO6M3FYF7Say3/aIPWhLlIf6uKN9SEJAefz9P7dG9uJM+06XMSitRmYLTZmTuzF6H6dLnvMtpR5x5Ly7nhS5s7XEf17izYVFEI4j0ajMHFoV/7yyxH0SQjno2+P8OclO+R4IyGEEELlBvWK4pm5w+nWOYhFazN4c1U6tfVmV4clhBAtJgkBIVwsPNiPh2/px6+n9aWixshzS3fwwYZM6o0ysBBCCCHUKjzYj3kzBnHz2O78lFHI04u3czS/wtVhCSFEi1z0lIEnnngCsB+d9te//rXJbS119mMIIc6nKApDU6LpkxjOp98f5esdx9l5uJC7rk1mQI/WndIhhBBCiPal0ShMHpVI7/gw3lh5gL+9v5NpV3bjhisS0FxmCYEQQqjBRfcQSElJaVwLlZGRcd5tzWWz2VAUpfExPI2nrzF0kDVBHevIiQqWrDtIXnENQ1OiuWN8T8KCfBt/LvWhLlIf6uKN9SF7CDifp/fv3thO2lttvYkl6w7x08FCeieE8cub+kjf7UJS3h1Pytz5OqJ/v+gMgWHDhjXrNiGE8/XoEsKCe4bx5bZcVm/OZt+xEqaO7saEoV3QaWWljxBCCKE2Bj89v5qaSt9u4SzbcJgFi7Yz98beDJSZfkIIFZNTBtrI0z9BcJCMn+sUltexfEMmu48UExsZwMyJvRg7NF7qQ0WkfaiLN9aHzBBwPk/v372xnXSkkyU1vLHiALmF1Ywf0oXbrk4itnOolHkHkt/xjidl7nxyyoAQguhQf357a39+e0t/jCYL//hgF/94fwdlVQ2uDk0IIYQQF9A5IoD/mz2UiUO7svHnE/x5yc8cPyV/KAkh1KdFCYH8/Hzy8/Nb9AStuY8Q4nwDe0by3C9HMGV0Ilv2neT/3trK+u25mC1WV4cmhBBCiHPodRrumNCT393an/LqBv7fS9/z/e48ZHKuEEJNWrRkICUlBY1Gw88//4y/v/9lr7dYLKSmpqLRaEhPT29ToGrl6VMKHWQKkLqYFIVXP9zNvmMlxEUFcNfEXiTHh7k6LK8l7UNdvLE+ZMmA83l6/+6N7cSVyqsbWPLVIfZkFjM0OYq7b0ghwE/v6rA8mvyOdzwpc+dT5ZKB1mQ1JRMqhHPFRgby/37Rn4en96O+wcIL/9vFW6sOUFEtywiEEEIItQkN9OXZ+0dx67gkdmUW8/Si7WSeKHd1WEII0b57CBiNRgC0Wm17Po0QXklRFAb1iuK5+0Zw06hEfjpYyJNvbeXrHcexWGUZgRBCCKEmGo3CpCsSeOKuIWg0Cn9btpOVP2Z59EwUIYT6tWtCIDMzE4Dg4OD2fBohvJqvXsv0sd35870jSIoN4YMNmTyzeId88iCEEEKoUPfYYJ6+Zzgj+sTwxaYs/v7BLkor610dlhDCS+ku9cMvvvjigrevWrUKHx+fi97PYrFQVFTE559/jqIo9OnTp21RCiEuKybcwCO3DWDn4SI+2JjJ8+/vZHTfTtw6LomQQF9XhyeEEEKI0/x9ddw/OZW+3cJ5b/1hFizazpwbejMkOcrVoQkhvMwlEwLz589HUZQmt9lsNhYsWNCsB7fZbCiKwqxZs1ofoRCi2RRFYUhyNH27RbB6SzbrtuWy/WAhVw+K44YR8ZIYEEIIIVRkVN/OJMWG8PrKA/zn832MGxTHjGt64KOX5bZCiI5xyYQANN0Q0JEcuNwmgTqdjtDQUPr06cNdd93F2LFj2ximEKIlfH203HJVElf278yqzdls2HGCb3flSWJACCGEUJmYcAP/N2sIn/1wjHXbcsk8Xs4DU1PpEhXo6tCEEF7gkgmBgwcPNvl/SkoKiqKwa9euZh07KIRwregwA/fe2IebRiWyWhIDQgghhCrptBpuu7oHfRLDeHt1Bn9esoMZ1/Rg3KC482brCiGEM112hsDZhg0bBsipAUK4mxhJDAghhBCq17dbBM/MHc47a9J5b/1h9meVcs+k3gT6610dmhDCQym2y83/F5dUUlLtFcfFREUFUVRU5eowxGltrY9TZbWs3pzNlv2n0GoVSQy0kbQPdfHG+oiKCnJ1CB7H0/t3b2wnrtaSMrfabHz903E++e4owQE+3D+5D8nxYe0coWeR3/GOJ2XufB3Rv7frsYNCCHVyzBj4y/0jGN47mg07TvD461tYvjGTiuoGV4cnhBBCeDWNonDd8Hiemj0UH52Gv/9vF5//cAyL1erq0IQQHqZFSwYupLa2lqqqKiwWyyWvi42NbetTCSGc7GJLCcYNjOOmUQkEGS5+vKgQQggh2ldCpyAW3DOM/32dyarN2WTklHH/5D5EhspeXkII52hVQiAjI4PFixezZcsWiouLL3u9oiikp6e35qmEEB3g3MTAxp9PsDW9gJkTezEsJVo2NBJCCCFcxM9Hx9wbe9OnWxjvfXWIBYt/4u7rkxneO8bVoQkhPECLEwLLly/nueeew2KxXPb4QSGEe3EkBq4bHs/itRm8vuIAP2UUctd1yYQEyGwBIYQQwlWu6NOJ7rEhvLnyAK+vOEB6dil3jO+Fr49s9i2EaL0WJQQyMjL485//jMVi4cYbb2TKlCk88MADKIrC66+/jslkIjMzk7Vr15KZmUmPHj147LHH5IhCIdxMl6hAnpw1hK+2H+eLTVkcfGsrd07sxRV9YmS2gBBCCOEi0aH+zJ85mBVpWazdkkPmiQoemJJKfIxsLCqEaJ0WbSq4dOlSLBYLY8eO5cUXX+Sqq65q/Nnw4cOZMGECDz74IKtWreLRRx/lyJEjvPnmmwwZMsTpgQsh2pdWo2HSFQk8M3cYncINvLUqnYWf7qOsSjYdFEIIIVxFp9Vwy1VJzJsxkNoGM88t3cHXO47LzF0hRKu0KCGwY8cOFEXhrrvuuuy1999/P3fccQc7d+7k/fffb3WAQgjX6hwRwBN3DeH2a3pwILuUP769jbS9J2XgIYQQQrhQ78Rwnp07nNTEcD7YkMm/P9lLZa3R1WEJIdxMixICRUVFACQlJTXe5pg+3NBw/qeGM2bMwGazsXr16rbEKIRwMY3GfvzRs3OH0yUqgEVrM3j5472UVta7OjQhhBDCawUZfPjtrf2ZObEX6dllLFi0nfTsUleHJYRwIy1KCFhPn30aEBDQeJvBYACgpKTkvOujo6MByMnJaXWAQgj1iAk38PjMwdw5oSeHjpfx1Nvb+H53nswWEEIIIVxEURTGD+nCU7OHYPDV8eLy3Xz83RHMFqurQxNCuIEWJQSioqIAmhw1GBcXB8D+/fvPu/748ePAhWcPCCHck0ZRmDC0K8/eO4LETkEsWXeIFz/czanSWleHJoQQQnit+Jgg/jRnGGMHxvLl1lyef38nheV1rg5LCKFyLUoIpKamAlBQUNB429ChQ7HZbCxduhSj8cy6JbPZzMKFCwGIj493RqxCCBWJDvVn3h2DmHVdMsfyK3nq7W189O0R6hrMrg5NCCGE8Eq+ei13X5/Cr6f15VRpLU8v2s7WAwWXv6MQwmu16NjBq6++mvXr1/Pzzz8zZswYAG6//XY+/PBD0tPTuemmm7jmmmuwWCz8+OOPZGVloSgKU6ZMaZfghRCupVEUrh4Ux+CekXz6/THWbctl8/4CbrmqO6P7dUYjRxQKIYQQHW5oSjSJnYN4c1U6b65K50BWKXdO7IW/b4uG/kIIL6B9+umnn27uxZ06deLHH3/EYrEwadIkACIjIzEYDKSlpVFRUcGePXvYu3cvZWVlAIwZM4Y//elPaDQtmozgNurqjHjD8umAAF9qZeda1VBbffj56BjUK4r+SREcy6/gm5157D1aQlxUIOHBfq4Or92prT68nTfWR0CAr6tD8Die3r97YztxtY4uc4OfnlF9O6EAG3ee4KeDhfToEkJooHe8X8jveMeTMne+jujfFZuTdgP7+eefWb58OYcOHcJoNNKlSxeuv/56pk+f7rHJAICSkmqsVg8eMZwWFRVEUVGVq8MQp6m5Pmw2G1vTT/Hxt0corzYyMjWGW8f1ICzIcwcgaq4Pb+SN9REVFeTqEDyOp/fv3thOXM2VZX4ot4w3V6VTWWPklquSuHZ4V4+fxSe/4x1Pytz5OqJ/d9q8oSFDhjBkyBBnPZwQwk0pisLI1E4M6hnJ2q05rNt2nJ8PF3HjyESuH94VvU7r6hCFEEIIr5IcH8Yzc4fz7pcH+ejbIxzILuWXN/YmxEtmCwghLs5zP7oXQriUn4+O6WOTeO6+EfTrFsHnPxzj/97axp4jxZe/sxBCCCGcKtBfz29u7svs65I5fLycBYu2s+/Y+ceGCyG8S4sSAq+++iqvvvoqGzdubNb1JpOJV199lf/85z+tCk4I4f6iQ/35zfR+zJsxEF+9ln9/spfPfziG1ZMX5wohhBAqpCgK4wbF8ae7hxIU4MNLH+3hw28yMVusrg5NCOEiLdpDICUlBeX0eqP777+fRx555JLX19bWMnjwYBRFISMjo22RqpSnrzF0kDVB6uKu9WEyW3jvq8Ok7TtJ/6QI7p/cB4Of3tVhtZm71oen8sb6kD0EnM/T+3dvbCeuprYyN5osfPjtEb7dmUdCpyB+NSWVmHCDq8NyGrWVtzeQMne+jujfW7VkwGaz8eabb/Lwww9TV1fn7JiEEB5Kr9Nyz6QUZl3biwNZpfx5yQ7yimtcHZYQQgjhdXz0WmZdm8xD0/tRXF7H04t/4sd9J3HSfuNCCDfRqoTAnDlzsNlsbNiwgTvvvJOCggJnxyWE8FCKonD14C48dscg6owWnlu6g58PFbo6LCGEEMIrDe4VxTNzh5PYKYh31mTw1qp06hrMrg5LCNFBWpUQ+N3vfse//vUvfH19OXjwILfeeiu7du1ydmxCCA/Wq2soC+YMo0tkAP/5fD+ffn/Uo6fnCiGEEGoVHuzHY3cM4uYru7E9o5AFi7ZzNL/C1WEJITpAq08ZmDRpEsuWLSMmJobi4mLuvvtuvvjiC2fGJoTwcGFBvjx+52DGDohlzZYc/v3JXmrqTa4OSwghhPA6Go3C5NHdmD9zMDYb/O39nazZki2bAAvh4dp07GBqaiqffvopAwcOxGg08sQTT/D3v//dWbEJIbyAXqdhzg0pzL4+mfTsUp599ydyCmRDGiGEEMIVenQJ4Zm5wxjcK4pPvz/Gi8t3U1bV4OqwhBDtpE0JAYCIiAiWLl3KzTffjM1mY/HixfzqV7+itrbWGfEJIbzEuIFxzJ85GLPFxl/e28G3u/JkYyMhPFxBQQFPPPEEY8aMoW/fvlxzzTX85S9/oaKieVOVa2trWblyJb///e+5/vrrGThwIIMGDWL69OksWrQIo9HYzq9ACM9k8NPzq6mpzLkhhaP5FSxYtJ3dR4pdHZYQoh206tjBnTt34u/vf97PFy9ezD//+U+sVis9evTgn//8J1OnTm3zsYMFBQX8+9//ZtOmTZSXlxMdHc348eN56KGHCAkJuez9a2tr2bBhA99//z0HDhygoKAARVHo1q0bN910E3fddRc+Pj6tis3TjyVykGNE1MWT66Oq1sjbqzPYd6yEEX1imH1dMv6+OleHdUmeXB/uyBvrwx2PHczNzWXGjBmUlJQwfvx4unfvzt69e9m2bRvdunXjgw8+ICws7JKP8cMPP3DfffcRGhrKiBEjiI+Pp7Kykm+++YaioiIGDRrEkiVL8PX1bXF8nt6/e2M7cTV3LfOTJTW8vuIAxwurmTCkC7+4Ogm9TuvqsC7LXcvbnUmZO19H9O9OTQiAvXOeN28eVVVVBAYGUlVV1aaEgAwY1EEauLp4en1YbTa+3JrDZz8cIzrMwG+m9aVLdKCrw7ooT68Pd+ON9eGOCYF7772XtLQ0nnrqKSU+Cj0AACAASURBVGbNmtV4+/PPP8+7777L7bffzrPPPnvJx8jIyCAzM5Prr7++SWK/urqa2bNnc+DAAf7whz8wd+7cFsfn6f27N7YTV3PnMjeZLXz83VE27DhB1+hAHpiSSmxkgKvDuiR3Lm93JWXufB3Rv7d5ycC5xo4dy/Lly4mPj6eqqu2/EM888wwlJSU89dRTvPbaa8ybN4+lS5cyZ84csrKyeOmlly77GFFRUfzjH/9g06ZNvPLKK8ybN49nn32WdevWkZqayq5du1i2bFmbYxVCOIdGUbhxZCKP3zGI+gYzzy3dwaa9+a4OSwjhJLm5uaSlpREXF8fMmTOb/Ozhhx/GYDCwcuXKyy4/7N27N1OmTDlvll9gYCD33HMPANu3b3du8EJ4Ib1Oy50TevG7W/tTVtXAs+/+xA978mVpnxAeoEUJgWnTpjFt2jR0uktP3+3evTuffPIJ11xzDbGxsXTu3LlVwcmAQQjvlhwfxtNzh5MUF8LitQd5Z006DSaLq8MSQrTRtm3bABgzZgwaTdOhSGBgIIMHD6auro49e/a0+jkcYxWtVv1Tm4VwFwN6RPLsvfZ++d0vD/LfFQeoldOBhHBrLUoI/O1vf+P5559Hr9df9tqgoCBee+01vvnmG7755ptWBScDBiFESIAPv799IFNGJ7J5XwF/W7aT2nqzq8MSQrTBsWPHAEhMTLzgzxMSEgDIyspq9XN8+umnAFx55ZWtfgwhxPlCA335/YyB3DouiV2Hi1iwaDuZJ8pdHZYQopVUvVNXcwYMaWlpZGVlMXLkyFY9hwwYhFA/jUZh2pXdSegUxGuf7+eVT/bwyO0D8dVLIk8Id1RdXQ3YPzy4EMftrV16+P7777Np0yZ69+7NLbfc0qrHiIhQ774lzuKOe0+4O08q87sn92XkgDj+8f4OXli2kzuuS+EX43uh1SiuDq2RJ5W3u5Aydz+qTgjIgEFdpIGrizfWx7VRQfgbfPnH+zt4e00G/3fPCPQ6p2+F0ireWB9qJvXhvdavX89f//pXoqKiWLhwYbNmNV6IbCoonM0TyzzMX8cfZw/lva8OsWzdQXYcKOC+yX0ID/ZzdWgeWd5qJ2XufB0xnrloQuDVV19t/P6hhx4677aWcjyGWsiAoWWkgauLN9dHSlwws69LZsm6Q/zt3W3cPzkVjYs/jfDm+lAjb6wPd0uABAbak+kXS+g7br/YBwIXs2HDBh599FHCw8NZunQpXbt2bVugQojL8vfVcd/kPqR2C+f99YdZsGg790zqzeBeUa4OTQjRDJdMCCiKfZB9dkLAcVtLtSYhIAMGIcSFXDUwjtoGMx9/exR/Xx2zr0tu9XuTEKLjde/eHYDs7OwL/jwnJweAbt26Nfsxv/zyS+bNm0dkZCRLliy56HJDIYTzKYrC6H6d6REXwusrD/DqZ/u4elAct1/TAx9Z3ieEql00IRAbG9us29qTDBiEEBdzw4gEauvNrNmSg8FXxy+u7uHqkIQQzTRixAgA0tLSsFqtTTYOrq6uZufOnfj7+zNgwIBmPd7KlSuZP38+MTExkugXwoViwg3836whfPb9MdZtz+Xw8XIemJpKlyjvWWIrhLu5aELgQicDtPa0gNaSAYMQ4lKmj+1ObYOZL7flYvDTcePIRFeHJIRohvj4eMaMGUNaWhrLli1j1qxZjT9buHAhtbW13H777RgMhsbbjx49CkBSUlKTx/r888958skniY2NZenSpcTFxXXMixBCXJBOq+G2a3rQJzGMt9dk8OclO5hxTQ/GDYqT2XxCqJCqNxWUAYMQ4lIURWHmxF7UNZj59PtjRIX6M7x3jKvDEkI0w4IFC5gxYwbPPfccW7ZsISkpiT179rBt2zYSExN55JFHmlw/adIkAA4dOtR429atW3nyySexWq2MGDGCzz777LznCQoKYs6cOe36WoQQ5+vbPYJn5g7nnTXpvLf+MPuzSrlnUm8C/Vu3b5cQon0oNptN1Tvi5ebmMmPGDEpKShg/fvx5A4bly5cTFhbWeH1ycjJw/oDhnnvuwWq1csstt9C5c+fznqe1AwbZVFC4gtRHU2aLlb//bxe5hVU8NWsoXaI7dmqi1Ie6eGN9uNumgg4nT57klVdeYdOmTZSXlxMVFcWECRN46KGHCAkJaXLthfr3zz77jCeeeOKSzxEXF9eqGY6e3r97YztxNW8tc6vNxtc/HeeT744SHODD/ZP7kBwfdvk7tpG3lrcrSZk7X0f076pPCIAMGNRAGri6SH2cr7y6gWfe/QkfnYY/3j2sQz+BkPpQF2+sD3dNCKiZp/fv3thOXM3byzynoIrXV+ynsLyOm0YmMmVMIlpN+x0d7O3l7QpS5s7n0oRAfn6+U5+oozck7CiePmBwkAauLlIfF3Ykr4IXlu2kd2IY/+/WAR12HKHUh7p4Y31IQsD5PL1/98Z24mpS5lBvNLPs68P8uK+AHnEh3D+lD5Eh/u3yXFLeHU/K3Pk6on+/6B4C48ePd9qTKIpCenq60x5PCCEupEdcCDMn9mLpV4f4fNMxbrkq6fJ3EkIIIUSH8PPRce+NfUhNDGfpV4dYsOgn5tyQwrCUaFeHJoTXuug8HZvN5tR/QgjREa4aGMvYAZ1ZsyWHHQcLXR2OEEIIIc5xRWonnp47nM4RBv77xX7e/TKDBqPF1WEJ4ZUuOkNg6dKlHRmHEEI4hf3kgWROFNXwzpoM4qIC6BwR4OqwhBBCCHGW6FB/5s8czIq0LNZuySHzRAUPTEklPkaWQAnRkS6aEBg+fHhHxiGEEE6j12n49bS+LFi0nbdWpfPkrCHotO23cZEQQgghWk6n1XDLVUn0SQjjzdXpPLd0B7dd3YPxQ7qgKB2zD5AQ3k5GyEIIjxQe7Mfd16eQXVDFqh+zXR2OEEIIIS6id2I4z84dTmpiOP/bkMkrn+ylstbo6rCE8AqSEBBCeKyhKdGM7teJ1VuyOXKiwtXhCCGEEOIiggw+/PbW/tw5oScHsktZsGg76dmlrg5LCI8nCQEhhEe7c0IvIoL9eGv1AeoazK4ORwghhBAXoSgKE4Z25anZQzH46nhx+W4++e4oZovV1aEJ4bEuuofApdTX17N69Wq2bNlCdnY21dXVmM0XH2grisKGDRtaHaQQQrSWv6+OX97Uhxf+t5MPNmYyd1JvV4ckhBBCiEuIjwniT3cP44ONmazdmkNGThkPTE0lOtTf1aEJ4XFanBDYu3cvv/vd7ygoKLjocYKKojT5mWwKIoRwpV5dQ7lxZAKrN+eQ3DWU0f06uzokIYQQQlyCr4+WOTek0LdbOO9+eZCnF21n9nXJXJHaydWhCeFRWpQQKCoq4v7776e8vJyEhAQmTJjAO++8g6Io3HfffdTX15OZmclPP/2E2WymR48eXH/99e0VuxBCNNvUMd04mlfJ0q8OERcVQGKnYFeHJIQQQojLGJoSTWLnIN5clc6bq9I5kFXKzGt74efTqonOQohztGgPgSVLllBeXk7Pnj1ZsWIFjz32WOPPHnzwQZ588kkWL17Mxo0bGTduHEePHqW6upqHHnrI6YELIURLaDUaHpiaSrBBz38+2ye7FwshhBBuIjLEnz/cOYgpoxPZfKCAZxb/RHZBpavDEsIjtCghsGnTJhRF4d5778XPz++i18XExPDaa68xYsQIlixZwsaNG9scqBBCtFWwwYeHpvenstbE61/sx2KVTYqEEEIId6DVaJh2ZXcev2MQRrOVvyz9mXXbcrFeZAmzEKJ5WpQQyMvLA2DAgAHn/cxkMjV9YI2GBx98EJvNxvLly9sQohBCOE9CpyBmX5fMwdxy1m7JcXU4QgghhGiB5Pgwnpk7nAE9Ivno2yO8/NEeKmpk1p8QrdWihEB9fT0AERERjbf5+9t3+6yoOP+M7+TkZAAyMjJaHaAQQjjb6H6dGd47mpU/ZnO8sNrV4QghhBCiBQL99fzm5r7Mui6ZQ8fLWfDONvYfK3F1WEK4pRYlBEJDQwEoKytrvC0yMhKAI0eOnHd9SYm9YV4oWSCEEK40c2IvAvz+P3v3HR5VmfeP/31mJpPJJJNeIL1AQgmkUBIg1GADBcRdiUpY3P3quorrsvrs2ngQVxR3Xfkp2F1BECkLSNEVpQgklACm0RIwhYQUEkLapCczvz8wecxCgISZOWfmvF/XlcvLOScn77lvJvfJ59znPir86+szfL4xERGRlREEAZNj/LDoNyOhc1Tj7U1Z2LjvPMd0ol7qVUEgPDwcwNWnDXQaNmwYAGD79u3X7L9582YAgJeXV58DEhGZg06rRvJdg1BUocc3vHWAiIjIKvl7OWHRvJGYHOuH744VY+naH3HpSqPYsYisRq8KAgkJCQCAU6dOdb02c+ZMGI1GfPfdd/jLX/6Cffv2Yc+ePXjxxRexevXqq9W7yZNNm5qIyARGRHghfqgPvj5ciJJK3jpARERkjdR2SiTfGYEFs4fhck0TXll1HPtOFMHIBQeJbqpXBYGpU6fCaDRi165dXa9NnDgRd999N4xGI3bu3ImnnnoKTz/9NL766isYjUb0798fTz31lMmDExGZwkOJA6G2U2LDvp944kBERGTFYsO9sOS3oxHcT4fl6zPwyc4zaGppFzsWkaT1qiAQGBiIEydO4NNPP+32+j//+U/88Y9/hI+PD4xGI4xGIzQaDWbMmIENGzbA3d3dpKGJiExFp1Vj5rhgnC64gpNckIiIiMiquTtr8D8PxWDu3YNw7GwFXll1DHmlXM+MqCeq3n6Dk5PTNa8plUo8+eSTePLJJ1FbW4vW1la4u7tDqVSaJCQRkTlNGeGPHzJLsWHvTxgS7A6Vsle1UiIiIpIQhULAnDsiEOCpxcc7TmPZF+mYNT4E98QHQSEIYscjkpRenfXu3bsXe/fuRXFxcY/7uLi4wMvLi8UAIrIaKqUCc6YMQPmVRvyQXiJ2HCIiIjKBgf6uWPLb0YgJ98KWA/n454ZMVNe3iB2LSFJ6VRB46qmnsGDBgm6PHSQisgVRYR4YGuyG7akF0De1iR2HiIiITECrscMfZg7F/HsGIa+0Fos/O4bMny6LHYtIMnpVEHB2dgYABAUFmSUMEZFYBEHAnMSBaGptx/aUArHjEBERkYkIgoAJUb5YPH8U3HT2eHdzNr7cfQ5t7QaxoxGJrlcFgc5CwOXLrKoRke3x93LCpGg//JBRgpLLDWLHISIiIhPq7+GIl+eNwNSR/tjz40W8tuYEyqo43pO89aogMH36dBiNRnz99dfmykNEJKqZ40Ngr1Zi477zYkchIiIiE7NTKfHw1HA886vhqK5vwZLVx3Ewq5SPHibZ6lVBIDk5GbGxsfjkk0+wbds2c2UiIhKNs1aNGeOCcSr/CrLzOBuKiIjIFkUN8MSrvxuNMF8XrP42Bx9sP43GZq4hRPLTq8cO7ty5EzNmzEBJSQleeOEFfPbZZ5gwYQL8/f2h0Whu+L2zZs26raBERJaSOMIf+zNK+BhCIiIiG+bqZI9nk6KxK60IXx3MR0FpHX4/YygG+LuIHY3IYnpVEHj++ech/OLZnefPn8f58zefVisIAgsCRGQ1rj6GcCDe3ZKNA5mlSBzhL3YkIiIiMgOFIGBafBAiAl3x0fbTWLYuHTMSgnHvmGAoFMLND0Bk5Xp92ctoNPb6y2DgCp5EZF2iBngg3N8FX+45h1IuMEhERGTTwnxdsOS3ozF6sDe2pRTgH+szcKWuWexYRGbXqxkCOTk55spBRCQpgiDgoanhWLL6OPacKMa8uweJHYmIiIjMyMFehcfuG4KhIe744vtzWPzZMTw6bTBiw73EjkZkNrwxloioB0H9dIgf4oP9maWorGkSOw4RERGZmSAIGDesP155dBQ8XR2wcutJrP0+F61tHWJHIzILFgSIiG7gztEBAIC/fngE+zNKYDDwsURERES2zsddi5eSR+Du0YH4Ib0Ef1tzAhcr9WLHIjK52y4IFBcXIysrC8ePHzdFHiIiSQnu54wXk0cg3N8Fa77LxSurjuPshWqxYxEREZGZqZQKPDhlAP78YBTqG1rxt89P4IeMEhiNvDhAtqNXawh0qqiowIcffohvvvkGdXV1AK5Orzlz5kzXPoWFhVi2bBnUajXefvttqFR9+lFERKIb4OeCvz4SixO5ldi07yf8Y30GYsO98OCUAfB2dRA7HhEREZlRZKgHlvwuDv/6+gzWfpeLU/lVeHTaYDg52Ikdjei29XqGQEZGBmbOnIn169ejtra229MEfik4OBjFxcXYvXs39u/fb6q8RESiEAQBowZ5Y+ljcbh/QihOF1zBy58cxb/3/4TG5jax4xEREZEZuTiq8acHozBnygBk51Vh8WfHkFvEGYNk/XpVELhy5QqeeOIJVFdXIzQ0FG+++SY2b97c4/733HMPjEYjDhw4cNtBiYikQG2nxH1jg/H64/EYPdgH3x4twu+X7UVKVikMnEJIRERksxSCgLtGB+KleSOgVinw9/UZ2JaSjw4+Yp2sWK/m8X/22Weora1FREQE1q9fD61Wi8bGxh73Hz16NADg5MmTt5eSiEhi3HT2+H/3DsGUWH9sPpCHVd/mYF96CR6aOhDhAa5ixyMiIiIzCe7njMWPjsK63eew41AhCsrq8fQDw6BScr12sj69+le7f/9+CIKAP/7xj9BqtTfdPygoCABQUlLSt3RERBIX6uuMvz89Ho/fNwR1ja1Yti4dH2w7hcu1fEwhERGRrdKoVfjd9CFIvisCJ/Or8PHOM3wSEVmlXs0Q6PzDPiYm5pb27ywaNDXxxJiIbJcgCIgf2g8x4V7YlVaEb49eQOZPl3HX6EBMiw+ERs1FVYmIiGzR5Bg/tLR2YNMPP2GNvQq/uTsCgiCIHYvolvXpLPVW/5F3PoHA0dGxLz+GiMiq2NspMTMhBOOH98fm/Xn4+nAhUrNL8cDEMIyJ7AcFTxCIiIhszt1xgWhobsM3Ry7AUaPCrycPEDsS0S3r1S0DPj4+AIC8vLxb2j8rKwsAEBAQ0MtYRETWy91Zg8dnDMWLySPgprPHv745i6VrfsRPJbViRyMiIiIzmD0hFJNj/fBtWhG+OVIodhyiW9arGQLx8fEoLCzEpk2bMHLkyBvuazAYsHr1agiCgHHjxt1WSCIiazTAzwUvzRuJI6fKsflAHl5f+yPih/jgV5PC4O6sETsekejKy8vxzjvvICUlBTU1NfD29kZiYiIWLFgAFxeXWzrGoUOHkJKSgrNnzyInJwc1NTWIjY3F+vXrzZyeiOj/CIKAR+4IR1NzO7YcyIdWY4fJMX5ixyK6qV4VBJKTk/Hvf/8bO3fuxJAhQzB//vzr7tfU1IRXXnkF2dnZUKvVePjhh02RlYjI6igEAeOG9ceICC/85+gF7EorRvq5StwTH4S74wJhb6cUOyKRKIqKipCUlISqqiokJiYiNDQU2dnZWLNmDVJSUrB+/Xq4ubnd9Djr1q3D3r17YW9vj6CgINTU1FggPRHRtRSCgN9OH4zGlnZ88V0utPYqxA3xETsW0Q31qiAQFhaGZ555Bm+//TbefPNNbN26FXFxcV3bV65cieLiYhw4cAC1tVenxj7//PNdtxr0Fa8gEJG106hVmD0hDBOG+2LT/jxsTy1ASnYpfjUpDHGDfbgAEcnOkiVLUFVVhZdffhnJycldr7/xxhtYvXo1li9fjldfffWmx3nsscewcOFChIaGoqysDImJieaMTUR0QyqlAk/OisTbm7Lw6ddn4GCvxPAwT7FjEfWo1w/LfPzxx/Hiiy/Czs4O586dwxdffNF1Ivvee+9hx44dqKmpgUqlwqJFi257dkBRURFmz56NrVu3Yvjw4Zg/fz78/f2xZs0azJkzB9XV1bd0nHXr1mHVqlXIyMiAt7f3bWUiIuorT1cHPDkrEn99OAZODnb4eMcZvPFFOgrK6sSORmQxRUVFSE1NhZ+fHx555JFu255++mlotVrs2LEDjY2NNz1WTEwMBg4cCKWSs22ISBrUdkr88YHh8PdywntfncK5Ys5cIunqdUEAAObNm4fdu3fjD3/4A6Kjo+Hi4gKlUgmdTofBgwfjsccew+7du68Z5Pvil1cQ3n//fTz33HNYs2YN5s+fj4KCAixfvvyWjvPYY4/h66+/RkZGBj744IPbzkVEdDsiAt3wv78Zhfn3DEJFdSP+9vkJfPr1GVTXt4gdjcjs0tLSAAAJCQlQKLqfijg5OSE2NhZNTU1dixMTEVkbrUaFhXOi4OGswTubs3ChvF7sSETX1aeCAHD1iQPPPPMM1q9fj6NHj+LUqVM4duwYtm7dimeffRb9+vW77XC8gkBEtkyhEDAhyhdv/H4M7okLxLGzl/Dix0ex83AhWts6xI5HZDb5+fkAgODg4OtuDwoKAgAUFBRYKhIRkck5a9V4LikaWnsV3t6UibKqBrEjEV2jV2sIWNqtXEFITU1FVlYWxowZI0ZEIqLb5mB/9ZnFE6N9semHPHx1MB8HM0vx4JQBGBnhxfUFyObo9XoAgE6nu+72ztfr68W7oubh4STaz7YUL6/rtz+ZD9vcsqTQ3l5eOix9MgHPr0zF8n9n480FCfB204ody2yk0ObUO5IuCNzKFYTU1FQUFBSIVhCQwwlDJ37ApYX9IS2m6A8vLx2WhPsg63wlPt1+Ch9sO4WhoR54bGYkwvxdTZBSPvj5oNtVVaWHwWAUO4bZeHnpUFnJKcyWxDa3LCm1txrAn349HG9+mY4X3z+EFx6JhbOjWuxYJielNrcVljif6XNBQK/XIycnB5cvX0Zzc/NN9581a1affgYg7SsItn7C0IkfcGlhf0iLqfvD11WDl5NH4GBWKbYezMfC5QeQMLw/Zk8Mg4sNnkCYmhw/H9ZWAHFyulpM72n87ny9p/GfiMjaBPro8MyvovD2xky8vSkTf3koFlqNpK/Nkkz0+l9hWVkZ3nzzTezduxft7e239D2CIPSpIEBEJFcKhYBJMX4YPdgbOw4VYu+PF3E8pwL3jQ3G1JEBsFP1eQkYItGFhoYCAAoLC6+7/cKFCwCAkJAQS0UiIjK78ABXPHn/MKzYko13N2dh4Zxo2NtxfTMSV6/OKC9duoQ5c+bgu+++Q1tbG4xG4y19GQyGPoXjFQQikjutxg5JiQPxt/8Xh0GBbvj3/jws+jQN6ecqYTTa/uwksk1xcXEAgNTU1GvOEfR6PdLT0+Hg4ICoqCgx4hERmc3wMA88dt8QnL9Yiw+2nUJ7R9/+TiIylV7NEFi5ciUqKiqgUCgwf/58zJw5E8HBwdBoNGYJxysIRERX9XPX4o+/Go5TBVXYsPcnrNx6EoOD3PBQ4kD4e8tnLROyDYGBgUhISEBqairWrVuH5OTkrm0rVqxAY2Mj5syZA632/xbeysvLAwCEhYVZPC8RkSmNHuyDxpZ2rNmVi0+/PoPH7xsKhYILCJM4elUQSElJgSAI+NOf/oTHH3/cXJm6/PcVhF8+aYBXEIhIjiJDPLDkt27Yn1GKbSn5WLzqGCZG+2HW+BA4a7m+AFmPxYsXIykpCa+99hqOHDmCsLAwZGVlIS0tDcHBwVi4cGG3/adNmwYAyM3N7fb6iRMnsHnzZgDoegzxhQsX8Pzzz3fts2zZMnO+FSKiXpsU7YfG5nZs3p8HrcYOyXeG86lCJIpeFQSqqqoAADNmzDBLmP/GKwhERNdSKhRIHOGPuCE+2JFagH3pJUg7cwkzxwVjygh/qJRcX4CkLzAwEFu2bMG7776LlJQUHDx4EF5eXpg3bx4WLFgAFxeXWzpOUVERvvrqq26vVVVVdXuNBQEikqJp8UFoaG7Dt0eL4KhR4YGJ/PuFLE8w9uIm1IkTJ6KiogKHDx+Gm5ubOXN1KSoqQlJSEqqqqpCYmHjNFYQNGzZ0yxIREQHg5lcQvvvuO3h4eGDChAld+/TlhIFPGSAxsD+kRez+KL3cgA37zuNU/hX4uGsxZ8oARIV5yPZKg9j9IQZre8qANbD18V2OnxOxsc0ty1ra22g0Ys13uTiQWYpfTw7DPXFBYkfqM2tpc2siuccOjh07Ftu2bcOZM2cwbtw4c2XqhlcQiIhuzNfTEX9+MBrZeZexYe9PeHdzNoaGuCMpcSD8PB3FjkdEREQ9EAQByXdGoKmlHf/+IQ+OGjtMiPIVOxbJSK9mCOTn5+OBBx5AeHg41q5dC7Wa96va+hWETqz4SQv7Q1qk1B/tHQbsSy/BjtQCNLd2YHKMH2aOD4GTg53Y0SxGSv1hKZwhYHq2Pr7L8XMiNra5ZVlbe7d3GLBiy0mcyq/CE7MiMWqQt9iRes3a2twaWGJ879WNpqGhoXj//fdRWFiIuXPnIi0trc+PFCQiItNTKRW4c1QA3vh9PCZG+2JfxkW88NER7DlRzEcbERERSZRKqcCT90cizN8FH+84jVP5VWJHIpno1QyBxMREAEB9fT3q669Wf9RqNdzd3bs9AeCaHyII2LNnz21GlSZbv4LQiRU/aWF/SIuU++NihR7r957H2QvV6O+hxUOJAxEZ6iF2LLOScn+YC2cImJ6tj+9y/JyIjW1uWdba3o3Nbfj7lxkor27Ec3NiMMD/1m6PlgJrbXMpk9waAiUlJde81tLSgrKysht+n1wXtiIiEpu/txOeS4pG5vnL2LjvJ7y9KQvDwzwwZ8oA9Pfg+gJERERSotXYYeGcaCz74kcs/3cW/vpwDAJ9WPQl8+lVQWDBggXmykFERGYiCAJiwr0QGeqBvT9exM7DBfjffx3DlFh/zEgIhqNGPusLEBERSZ2LoxrPJcXg9S9+xNsbM/HC3BHwcdfe/BuJ+qBXtwzQtWx9SmEnTgGSFvaHtFhbf9Q2tOKrg/lIySqFo4Md7h8fggnRvlDe4NYva2Jt/WEKvGXA9Gx9fJfj50RsbHPLsoX2LqtqwBtfpMPeTokX5sbC3VkjdqQbsoU2lxrJLSpI0ModeAAAIABJREFURETWz8VRjfn3DMLiR0fBz9MRa78/h1dWHceZwitiRyMiIqKf9fdwxJ/nRKGhuQ3/3JiJ+sZWsSORDWJBgIhIpgJ9dPjLwzF4clYkWlo78NaGTKzYko1L1Y1iRyMiIiIAwf2c8cyvhuNybTPe3pSFppZ2sSORjenVGgK/VFFRgV27duHUqVO4cuUK2tra8Pnnn3dtr6urQ3FxMVQqFSIiIkwSloiITEsQBIwc5I2oAR74/ngxvj58AS9/koZZ40MwLT6Ii8ISERGJLCLQDU/OisTKrSfx7uZsLHwwCmo7pdixyEb0uiBgMBjwzjvv4LPPPkN7+9UKldFovOaksb29HQ8//DDa2tqwa9cuBAYGmiYxERGZnJ1KieljgjFuWH+s33MeWw7k43JtM5LvjIBCwaIAERGRmKIGeOJ39w7GJzvO4MPtp/Hk/ZFQKTnZm25fr/8VvfDCC/j444/R1taGgIAA3HHHHdfdz93dHVOmTIHBYMCuXbtuOygREZmfq5M9npg5FNPHBOFAZine++okWts6xI5FREQke/FD+mHuneHI/OkyVv3nLAxcG55MoFcFgX379mH79u1QKpV47bXX8P3332PZsmU97j9lyhQAQFpa2u2lJCIiixEEAQ9MDMPDUwci8/xlvLUxE/qmNrFjERERyd7kWH/MnhCKI6cv4cvd58AHxtHt6lVBYNOmTRAEAY8++ih+9atf3XT/IUOGAADy8vL6lo6IiEQzdWQAnpgVicKyOixbl44rdc1iRyIiIpK96WOCcPfoQOxLL8G2lAKx45CV61VB4OTJkwCAWbNm3dL+Hh4eAIDq6upexiIiIikYNcgbf34wGtX1zVi69kdcrNSLHYmIiEjWBEHAryeHYfzw/th5uBDfHysSOxJZsV4VBGprawEA3t7et7Q/p7AQEVm/QUFueP6RETAYjVj2RTpyi1jkJSIiEpMgCPjN3YMwMsILG/b9hJSsUrEjkZXqVUHAxcUFAFBTU3NL+xcXFwO4usAgERFZrwBvJ7yUPALOjmr8c2MWfsytEDsSERGRrCkUAh67byiGhrhj9a4cjs3UJ70qCERERAAAjhw5ckv77969GwAwfPjwXsYiIiKp8XRxwIvJIxDk44T3vzqFH9Ivih2JiIhI1uxUCiy4fxhCfZ3x0Y7TOF14RexIZGV6VRC46667YDQa8cEHH9x0XYDTp09j7dq1EAQB06dPv62QREQkDU4OdnjuoRgMD/PA2u/PYevBfN4eRkREJCJ7tRJ/+nUU+rk7YuWWk8grqRU7ElmRXhUEHnjgAQwYMADl5eWYM2cOvv/+ezQ1NXXbp7i4GB9//DHmzZuHlpYWREVF4c477zRpaCIiEo+9nRILHhiG8cP74+vDhVj9bQ46DAaxYxEREcmWo8YOz86JgouTGv/fv7NwsYKLANOtEYy9vLRz8eJF/OY3v0FJSQkEQeh+MEHoulJkNBoRFBSEtWvX3vIihNaoqkoPg8H2r455eelQWVkvdgz6GftDWuTaH0ajEdtSCrDzcCGiwjzwxKxI2NspxY4ly/7w8tKJHcHm2Pr4LsfPidjY5pYl1/a+XNOE17/4EUYj8MLcWHi7aS32s+Xa5uZkifG9VzMEAMDf3x/bt2/Hww8/DI1GA6PR2PVlMBhgNBqhUqnw0EMPYfPmzTZdDCAikjNBEHD/hFAk3xmO7LwqvLU+A/qmNrFjERERyZanqwOeTYpBh8GItzZkorq+RexIJHG9niHwS42NjcjMzERBQQHq6+uh1WoREBCAUaNGwcnJyZQ5JcvWryB0YsVPWtgf0sL+AH7MrcBHO87A00WDP8+JgqeLg2hZ5NgfnCFgerY+vsvxcyI2trllyb29C8rq8Pf1GfBw1uD5R2Lh5GBn9p8p9zY3B0uM77dVECDbP2HoxA+4tLA/pIX9cdW54hq8uzkbdnYK/PnBaAR4i1MYlmN/sCBgerY+vsvxcyI2trllsb2BnAvVeHtTFgK8nfBcUjQc7FVm/Xlsc9OT5C0DRERE1xMe4Irn58ZCIQhYtu5H5Fy48dNoiIiIyHwGBbnhD7OG4kJ5PVZuPYm29g6xI5EEsSBAREQm4+/lhJeSR8DVyR5vb8rE8ZwKsSMRERHJVsxAL/xu+mCcvVCND7ef5lOB6Bo3nDdy9uxZfP/99wCAhIQEjBgxotv2xsbGa177JYVCgQ0bNmDYsGEmiEpERNbA3VmDF+aOwLtbsvHhtlOonToQU0cGiB2LiIhIlsZE9kNjSzvW7T6HD7efxkOJA+HurBE7FknEDWcILFmyBB9++CH27t2LoUOHXnefXz5l4L+/Ojo68MYbb5glOBERSZeTgx2emxON6IGe+HLPeWw5kAcuWUNERCSOxBH++PXkMGSev4znPzqCtd/l4kpds9ixSAJ6nCFw5swZZGZmQhAEvPrqq9Boeq4iCYKAhQsXXvP6p59+ioyMDOTk5GDQoEGmSUxERFZBbafEk/dH4ovvz+GbIxdQo2/Bb+4eBJWSd6sRERFZ2j1xQRg1yBv/OXIBB7NKcTCrFOOjfDE9PggeLpwxIFc9FgS+++47AMC4ceMQHR190wM9/vjj17xWXV2NVatW4dtvv2VBgIhIhpQKBebdFQE3J3tsSy1AXUMbnpwVCXu1UuxoREREsuPp4oB5dw/C9DHB+OboBaRklSIlqxTjh/fHtDFBoj42mMTR42WarKwsCIKAu+66q88HHz9+PAAgMzOzz8cgIiLrJggCZiSE4Dd3R+BUQRX+vj4DdY2tYsciIiKSLQ8XDebdFYFlvx+DCVG+SD1Zhhc+OorPd+Xgcm2T2PHIgnqcIZCXlwcAtzQ7oCchISEAgMLCwj4fg4iIbMPEaD84O6rx4fbTWPyvYxg5yBvRAz0REeDK2wiIiIhE4OGiQfJdEZg+JqhrxkBqdhnGDeuPe8cEwdOVMwZsXY8Fgbq6OgCAp6dnz9+sUuHee++FIAjX3a7T6bodi4iI5C1moBf+8nAMvjl89f7FvT9ehIO9CsPDPBA9wBPDQj2g1dzwAThERERkYu7OGiTfGYHp8UH4z9GrY/Shk2UYN6wfpo8JhhcLAzarx7Ouzj/y29vbe/xmtVqNt956q8ftTU1Xp5twZWkiIuoU5uuCP/5qOFraOnCm4Aoyzl9GVt5lpJ25BKVCwKBAV0QP9EL0AE8uckRERGRB7s4azL0zAtPig/Dt0SIcyCrFoZPlGBvZD9PHBsObhQGb02NBwM3NDeXl5aioqICXl1efDl5eXg4AcHV17Vs6IiKyWfZ2SsSEeyEm3AsGgxF5pbXIOH8ZmecvY93uc1i3+xwCfZwQPcATMQO9EOjj1OOMNCIiIjIdd2cNHrkzHNPGXJ0xcCDz/woD08YEoZ+7VuyIZCI9FgSCg4NRXl6O48ePY+jQoX06+LFjxwAAQUFBfUtHRESyoFAIGOjvioH+rnhw8gCUVTUg8/xlZPx0GTsPFWLHoUK4O9t3FQcGBblCqeC6A0RERObkprPHI3eE/zxj4MLPMwbKMHKQN6aPCUKgj07siHSbeiwIjBkzBkeOHMGXX36J5ORkKJW9e0RUe3s71q9fD0EQMHbs2NsOSkRE8tHfwxH9PRxxT3wQ6hpakZV3deZAanYZ9qWXwMPZHlNG+GNClC8cNXZixyUiIrJpbjp7PHxHOKaPDcbu48XYl34Rx3MqMDzMA/eOCcYAfxexI1IfKV955ZVXrrfB19cXX375JWpqalBbW4sJEyb06sBLly7FoUOHoFarsXTpUjg5OZkir+Q0NbVCDkskODrao5GPCZMM9oe0sD/My16tRJCPDnFDfHDHqAAE+ehQUd2Eg1ll2PvjRVTrW+Dt6gCdVg1Anv3h6GgvdgSbY+vjuxw/J2Jjm1sW29s8NGolhgS7Y3KMH+zVKvyYW4m96ReRc6EaXm5a6DQq3t5nQpYY33ssCOh0OtTV1SEzMxMnT57E+fPnERsbe9M/7C9duoQXX3wR27dvhyAImDt3Lu655x5zZJcEWz9h6MRfqtLC/pAW9oflqJQK+Ho6Ytyw/ogZ6ImWVgMOnyrDnhMXkV9aB53WDsG+LrLrDxYETM/Wx3f+3rI8trllsb3Ny06lRESAK6bE+sNZq0ZWXhW+PVKI7LwqODmo0c9Dy8KACVhifBeMN3gEQFtbGx599FGcOHECgiBAqVRi7NixiI2NRUhISFdxQK/Xo6CgAOnp6Th8+DA6OjpgNBoxatQorFq1CiqV7T5CqqpKD4PBhs8YfublpUNlZb3YMehn7A9pYX+Iq66hFfszS7AvvQR1Da0I8HHC5Gg/jInsB3u73t3uZq28vHgPp6nZ+vjO31uWxza3LLa3ZbW1G3DyQg027c5FRU0TfD0dETfEB2G+zgjp7wwHe9v9e9CcLDG+37AgAACNjY1YtGgRvvnmm6vfcJNKT+fhpk+fjr/97W/Qam17BUpbP2HoxF+q0sL+kBb2hzS0tRtwPOcSfsgsRd7FWjhqVJgQ7YsJw33h7eZg01cqWBAwPVsf3/l7y/LY5pbF9rY8Ly8dyi/V4kROJXalFeHCpavtLwDo7+mI0P7OCPW9+uXn5cjFgW+BJAoCnVJSUvDZZ5/h2LFj6OjouO4+CoUCcXFx+N3vfoeEhASTBpUqWz9h6MRfqtLC/pAW9oe0eHo64XDGRew+UYz0c5UwGgFHjQqBPjoE99MhqN/V/3q52k6RgAUB07P18Z2/tyyPbW5ZbG/L++82b2huQ0FpHfJL65BfdvW/+qY2AIDaToHQ/s4YFuqBYWEe8PN0tJkx2ZQkVRDo1NDQgMzMTJSUlKC2thYA4OLiAj8/P0RFRdns4oE9sfUThk78pSot7A9pYX9Iyy/743JNE04VXEFheT0ulNfjYqUeHT//ztbaqxD0c4EgtL8zBge7We0TC6y1IFBeXo533nkHKSkpqKmpgbe3NxITE7FgwQK4uNz6itU1NTV47733sHfvXlRUVMDV1RXjx4/HM888g379+vUpm62P7/y9ZXlsc8tie1vezdrcaDSisqbpaoGgtA45RTW4WKkHAHg422NYmCeGh3pgcJAb7NXyuOXvZiRZEKDubP2EoRN/qUoL+0Na2B/ScqP+aGs3oPRyAwrL63ChvB6FPxcJ2juMEAQgtL8zhoa4IzLUAyH9dVYzndEaCwJFRUVISkpCVVUVEhMTERoaiuzsbKSlpSEkJATr16+Hm5vbTY9TXV2NpKQkFBYWIj4+HsOGDUN+fj727t0LDw8PbNy4EQEBAb3OZ+vjO39vWR7b3LLY3pbXlza/UteMk/lVyM6rwpnCarS0dUClVCCkvw4eLhq46zRwd7aHm84e7joNvFwdoNXIZz0CS4zvVtGaUr6CQERE1sNOpeiaFdCpvcOAgrI6nMq/glMFV7DzUCF2HCqE1l6FwcFuGBrijv7uWrjq7OHqZC+bhQrNbcmSJaiqqsLLL7+M5OTkrtffeOMNrF69GsuXL8err7560+MsX74chYWFePTRR/H88893vb5mzRosXboUr7zyCv71r3+Z5T0QEdHtcXfWYGK0HyZG+6Gt3YDzF2uQnVeFgrI6nC+uRY2+omtmXycPZ3v4eTkhwNsJ/l5O6O+hhauTPZy0dlDwtoNek/wMAV5BkAZWWaWF/SEt7A9pud3+0De14Uzh1eLA6YIrqK5v6bZda6+Cm84erk5qeLlpEejthACfqyclYhULrG2GQFFREe644w74+flhz549UPxiJoZer8f48eNhNBpx+PDhGy5O3NDQgLFjx0KhUCAlJaXbbYsGgwFTp05FSUkJ9uzZ0+sx3tbHd/7esjy2uWWxvS3PHG1uMBpR19CK6voWXKlrxqXqJlys0KO4Uo/yqsZuxQKFIECntYOLoxruzhp4uznAy9UB3m4OcNPZw1mrhpODHRQK6ykacIYAeAWBiIgsy8nBDqMH+2D0YB8YjUZUVDfhcm0zavQtqK5v6fbftDPl2J9xdaFdQQD6uWsR4O0EZ60aWo0KWnsVHDQqOGnsuk5K1JxhgLS0NABAQkJCt2IAADg5OSE2NhapqanIysrCmDFjejxOVlYWmpubkZCQcM0aRgqFAgkJCdi4cSOOHj3ap6I/ERGJSyEIcHW6OkMvpL9zt23tHQaUVTWi/Eoj6hpaUdvQglp9K2obWlFZ04QzhVfQ2m7o9j0CAEcHO7g4qeHiePVLp1VDa6+CVqOCo8YOjg5X/6vVqKBRq6BRK2Fvp7SqQkJvSLogUFRUhNTUVPj5+eGRRx7ptu3pp5/Gpk2bsGPHDjz//PM3vYKwfft2aLVaLFiwoNu2uXPnYvXq1UhNTUVxcTFPGIiIqIsgCPBx18LH/fpjjNFoRFVtM4oq9Ci6VI/iCj0Ky+qhb2pDU0s7rnd92d3ZHj5uWtw3NhiDgm4+w80W5efnAwCCg4Ovuz0oKAipqakoKCi4YUGgoKDgpscBgMLCwj5nJSIiaVIpFQjwvnrrwPUYjUbU6K8WB2r0LahvbENdQyvqG68WDeoaWnHuSi30zW1oab3+U/R+SakQoLZTwsFeCQe1CnYqBVQqBVQKAYIgQKEQYKdUINTXGfeODTbxuzUfSRcEeAWBiIikTBAEeLo6wNPVAbHhXt22GYxGNLd0oLGlDfWNbaisaUL5lUZcutKIyprmrkcvyZFef3VVaZ3u+lMhO1+vr7/x1NPO7T094ehWj3M9Hh62/9Qka7vVxBawzS2L7W15Umtzb28g/Bb2a+8woKGpDfqmNugbW1Hf2NZV3G9qbkdLWwfa2jvQ3NqBpuZ2NDS3obWtA23tBnQYjDAajWjvMKKppQ31ze2Sa4cbkXRBgFcQiIjIWikE4eptAxoVPF0crpnqSNLGNQTI1NjmlsX2tjxbaHM1AHetHdy1t/cYYlO1g+zXEOAVBGmxpkqXHLA/pIX9IS3sD2nrHI97Gnc7X+9p/O/Uub3zfKGvxyEiIpIrSRcErIGtX0HoZAsVP1vC/pAW9oe0yLE/rK0AEhoaCqDnmXkXLlwAAISEhNzwOJ3bb3acnmYIEhERyZ3i5ruIh1cQiIiIbE9cXBwAIDU1FQZD9xWg9Xo90tPT4eDggKioqBseJyoqChqNBunp6deM8QaDAampqQCA+Ph4E6YnIiKyHZIuCPAKAhERke0JDAxEQkICSkpKsG7dum7bVqxYgcbGRsyYMaPbE4Ty8vKQl5fXbV9HR0fMnDkTjY2NWLlyZbdtX3zxBUpKSpCQkMAFg4mIiHog6VsG/vsKwi+fNHA7VxB+uZYAryAQERFZ3uLFi5GUlITXXnsNR44cQVhYGLKyspCWlobg4GAsXLiw2/7Tpk0DAOTm5nZ7feHChUhLS8OqVatw9uxZDB8+HHl5edi7dy88PDywePFii70nIiIiayPpGQK8gkBERGSbAgMDsWXLFsyePRvZ2dlYtWoViouLMW/ePGzatAlubm63dBw3Nzds3LgRycnJKCoqwqpVq5CdnY3Zs2dj69atCAwMNPM7ISIisl6C0WiU9Ip4RUVFSEpKQlVVFRITE6+5grBhw4ZuJw0REREArr2CUF1djaSkJBQWFiI+Pv6aKwgbNmzo00kDFxUkMbA/pIX9IS1y7A9rW1TQGtj6+C7Hz4nY2OaWxfa2PLa56VlifJf0DAGAVxCIiIiIiIiIzEHyMwSkztavIHRixU9a2B/Swv6QFjn2B2cImJ6tj+9y/JyIjW1uWWxvy2Obmx5nCBARERERERGRWbAgQERERERERCRDkn7soDVQKASxI1iMnN6rNWB/SAv7Q1rYH3S75PBvSA7vUWrY5pbF9rY8trn14RoCRERERERERDLEWwaIiIiIiIiIZIgFASIiIiIiIiIZYkGAiIiIiIiISIZYECAiIiIiIiKSIRYEiIiIiIiIiGSIBQEiIiIiIiIiGWJBgIiIiIiIiEiGWBAgIiIiIiIikiEWBIiIiIiIiIhkiAUBMqnjx4/jiSeewPjx4xEREYGtW7eKHUnWPvroIzzwwAOIjY1FfHw8nnjiCZw7d07sWLK1bt063HfffYiNjUVsbCzmzJmD/fv3ix2LcPWzEhERgVdffVXsKESSwTHd8jhuWx7HZvFw7JUGFgTIpBobGxEeHo6XXnoJGo1G7Diyd+zYMTz88MPYsGEDPv/8cyiVSjz66KOoqakRO5os+fj44LnnnsNXX32FLVu2ID4+Hk899RRycnLEjiZrmZmZ2LhxIyIiIsSOQiQpHNMtj+O25XFsFgfHXukQjEajUewQZJtiYmKwaNEizJ49W+wo9LOGhgaMHDkS7733HqZMmSJ2HAIwevRo/PnPf0ZSUpLYUWSpvr4e999/P1577TW89957GDhwIP73f/9X7FhEksMxXRwct8XBsdm8OPZKi0rsAGRZu3btwvHjx3H27Fnk5OSgoaEB9913H956660ev6e8vBzvvPMOUlJSUFNTA29vbyQmJmLBggVwcXGxYHrbY+n+aGhogMFggLOzs6nfik2wZH90dHRg165daGxsRExMjDnejtWzRH8sWrQId911F+Lj4/Hee++Z8+0QmRzHdMvjuG15HJsti2Ov/LAgIDMffPABcnJyoNVq0a9fP+Tn599w/6KiIiQlJaGqqgqJiYkIDQ1FdnY21qxZg5SUFKxfvx5ubm4WSm97LN0fS5cuxeDBg2U7yN2MJfojNzcXSUlJaGlpgVarxcqVKzldrgfm7o9NmzahqKgI//jHP8z9VojMgmO65XHctjyOzZbFsVeGjCQrR44cMRYUFBgNBoPx6NGjxvDwcOOzzz7b4/6//e1vjeHh4cY1a9Z0e/311183hoeHGxctWtTj90ZHRxu3bNlisuy2yJL98frrrxvHjRtnLCoqMll+W2OJ/mhpaTEWFhYaT548aXzrrbeMo0ePNubm5pr8vdgCc/ZHXl6eMS4uzpiXl9f12ty5c41Lliwx/RshMhOO6ZbHcdvyODZbFsde+eGigjITHx+P4OBgCIJw032LioqQmpoKPz8/PPLII922Pf3009BqtdixYwcaGxvNFdfmWao/Xn/9dXzzzTf4/PPPERAQYLL8tsYS/aFWqxEUFITIyEg8++yzGDx4MFavXm3Kt2EzzNkfmZmZqK6uxr333oshQ4ZgyJAhOHbsGL788ksMGTIEra2tZnlPRKbEMd3yOG5bHsdmy+LYKz8sCFCP0tLSAAAJCQlQKLr/U3FyckJsbCyampqQlZUlRjzZ6Wt/vPbaa10nFWFhYRbLa+tM9fkwGAwcAE2gt/0xdepU7Ny5E9u2bev6ioyMxPTp07Ft2zbY2dlZ/D0QmRPHdMvjuG15HJsti2OvbWBBgHrUec9QcHDwdbcHBQUBAAoKCrpea2howNmzZ3H27FkYDAaUlpbi7NmzKC0tNXteW9eX/liyZAm2bt2Kt956C87OzqisrERlZSUaGhrMntfW9aU/3nrrLZw4cQIXL15Ebm4u/vnPf+LYsWO47777zJ7X1vW2P5ydnREeHt7tS6vVwsXFBeHh4bd0ZYTImnBMtzyO25bHsdmyOPbaBi4qSD3S6/UAAJ1Od93tna/X19d3vXbq1CnMmzev6/9XrFiBFStW4P7778eyZcvMmNb29aU/vvzySwDA/Pnzu+27YMECPP3002ZIKR996Y/Lly/jf/7nf1BZWQmdToeIiAh88sknGD9+vPkD27i+9AeRnHBMtzyO25bHsdmyOPbaBhYEyKTi4uKQm5srdgz6GftCWngCLW1r164VOwKRpHBMtzy2t+VxbBYXx17x8ZYB6pGTkxOAnqt6na/3VBUk02J/SAv7Q1rYH0Q3xs+I5bHNLY9tbllsb9vAggD1KDQ0FABQWFh43e0XLlwAAISEhFgqkqyxP6SF/SEt7A+iG+NnxPLY5pbHNrcstrdtYEGAehQXFwcASE1NhcFg6LZNr9cjPT0dDg4OiIqKEiOe7LA/pIX9IS3sD6Ib42fE8tjmlsc2tyy2t21gQYB6FBgYiISEBJSUlGDdunXdtq1YsQKNjY2YMWMGtFqtSAnlhf0hLewPaWF/EN0YPyOWxza3PLa5ZbG9bYNgNBqNYocgy9mzZw/27NkDAKisrERqaioCAgIwcuRIAICbmxv++te/du1fVFSEpKQkVFVVITExEWFhYcjKykJaWhqCg4OxYcMGuLm5ifJebAH7Q1rYH9LC/iC6MX5GLI9tbnlsc8tie8sPCwIys2LFCqxcubLH7X5+fti3b1+318rKyvDuu+8iJSUFNTU18PLywtSpU7FgwQK4uLiYO7JNY39IC/tDWtgfRDfGz4jlsc0tj21uWWxv+WFBgIiIiIiIiEiGuIYAERERERERkQyxIEBEREREREQkQywIEBEREREREckQCwJEREREREREMsSCABEREREREZEMsSBAREREREREJEMsCBARERERERHJEAsCRERERERERDLEggARERERERGRDLEgQERERERERCRDLAgQERERERERyRALAkREREREREQyxIIAERERERERkQyxIEBEREREREQkQywIEBEREREREckQCwJEREREREREMsSCABEREREREZEMsSBAREREREREJEMsCBARERERERHJEAsCRERERERERDLEggARERERERGRDLEgQERERERERCRDLAgQERERERERyRALAkREREREREQyxIIAERERERERkQyxIEBEREREREQkQywIEBEREREREckQCwJEREREREREMsSCABEREREREZEMsSBAREREREREJEMsCBARERERERHJEAsCRERERERERDKkEjuAtauq0sNgMIodw+zc3LSorm4UOwb9jP0hLewPaZFjf3h56cSOYHNsfXyX4+dEbGxzy2J7Wx7b3PQsMb5zhgDdEpVKKXYE+gX2h7SwP6SF/UF0c/ycWB7b3LLY3pbHNrdOLAgQERERERERyRALAkREREREREQD+YtjAAAgAElEQVQyxIIAERERERERkQyxIEBEREREREQkQywIEBEREREREckQCwJEREREREREMsSCABEREREREZEMsSBAREREREREJEMsCBARERERERHJEAsCRERERERERDLEgoAE7Eu/iAvl9WLHICIiIhNqLshHzYEfxI5BRETUIxYEJOBgVim+2J0rdgwiIiIyocZzuahY+zlaKyvEjkJERHRdLAhIwNjI/sgrqUPRJc4SICIishW60fGAQoHaA/vFjkJERHRdLAhIwNjIfrBTKXAgs1TsKERERGQiB/MbUOwahNpDKTC0tYkdh4iI6BosCEiAk4MdRg/yxuHT5WhqaRc7DhEREZmAu84eh+1DYaivhz7jR7HjEBERXYMFAYmYFOOHltYOpJ29JHYUIiIiiygvL8cLL7yAhIQEREZGYsqUKVi6dClqa2v7fMzjx49j8ODBiIiIwPLly02YtveiBnqiwS8Meo0zbxsgIiJJYkFAIkJ9nRHg7YT9GSUwGo1ixyEiIjKroqIizJ49G1u3bsXw4cMxf/58+Pv7Y82aNZgzZw6qq6t7fUy9Xo+//vWv0Gg0ZkjcewpBwJ2jA3HccQCacnPQWsZbA4mISFqsoiBg61cQAEAQBEyK8UPRJT0Kyri4IBER2bYlS5agqqoKL7/8Mt5//30899xzWLNmDebPn4+CgoI+jc1Lly6FXq/H73//ezMk7ptxkf2R5xUBg6BADWcJEBGRxEi+ICCHKwid4of4wF6txP6MErGjEBERmU1RURFSU1Ph5+eHRx55pNu2p59+GlqtFjt27EBjY+MtH3PPnj3YunUrXnrpJXh7e5s6cp/Zq5WIGzUAuY6BVxcXbG0VOxIREVEXyRcE5HIFAQAc7FUYM8QHx85eQkMzVyMmIiLblJaWBgBISEiAQtH9VMTJyQmxsbFoampCVlbWLR2vqqoKixYtwtSpUzFz5kyT571dU2L9keUaAWNTE+qPHxM7DhERURdJFwTkdAWh08RoP7S2G3D4VLnYUYiIiMwiPz8fABAcHHzd7UFBQQCAgoKCWzreyy+/DIPBgCVLlpgkn6m56ezhO2I4rqhdcOWHfWLHISIi6qISO8CN3MoVhNTUVGRlZWHMmDE3Pd5/X0HYunWrWXLfjqB+OoT6OmN/RgmmjvCHIAhiRyIiIjIpvV4PANDpdNfd3vl6ff3N19TZvHkz9u3bh+XLl8PT09NkGT08nEx2LACYc9dgrD00EFMLT0Crr4JjSLBJj98XXl7Xb38yH7a5ZbG9LY9tbn0kXRC4lSsIqampKCgouKWCgNSvIHSaFO2Hz/5zFueKaxAR6CZ2HCIiIkm6ePEiXn/9ddx9992YNm2aSY9dVaWHwWC6p/7o1Aq0DhmB9pQM5H/1Nfol/8Zkx+4LLy8dKiu5iLElsc0ti+1teWxz07NEgUXSBQE5XkEAgHvGO2DjDz/hyNkKJIwINPnx+4oVP2lhf0gL+0Na2B/S5uR0dezsafzufL2n8b/Tiy++CI1Gg8WLF5s2oJlMHjsQZzOCEXn4ELx//SAUGgexIxERkcxJuiBgKtZ0BaHTmKE++CG9BLMTquDsqDb58XuLFT9pYX9IC/tDWuTYH9ZWAAkNDQUAFBYWXnf7hQsXAAAhISE3PM6ZM2dQX1/f4yzBDz/8EB9++CESExPx/vvv9z2wiQwL88APAcMw7Ewe6tKOwnXiZLEjERGRzEm6ICDXKwjA1dsG9py4iEMny3BPfJDYcYiIiEwmLi4OAJCamgqDwdBtnSC9Xo/09HQ4ODggKirqhseZNWsWmpqarnn9woULOH78OAYPHoyhQ4diyJAhpn0DfaQQBERPHomKnw7AuHsPXCZM4lpBREQkKkkXBOR6BQEAfD0dERHgiv2ZJbgrLhAKnjAQEZGNCAwMREJCAlJTU7Fu3TokJyd3bVuxYgUaGxsxZ84caLXartfz8vIAAGFhYV2vvfzyy9c9/tatW3H8+HFMnDgRCxcuNNO76Juxkf2x2nMwJpUeRnNBARx+PtchIiISg6QLAnK9gtBpUowfPtpxGmcKryAyxEPsOERERCazePFiJCUl4bXXXsORI0cQFhaGrKwspKWlITg4+Jo/5Dtv+cvNzRUjrsmo7ZTwmTAerRuPoXz3boT8/vdiRyIiIhmTdEFAzlcQACA23As6rR32Z5SyIEBERDYlMDAQW7ZswbvvvouUlBQcPHgQXl5emDdvHhYsWAAXFxexI5rNpDFh+P7bUESmH0dH41wotY5iRyIiIpmSdEEAkO8VBACwUymQMLw/vksrRnV9C9x09mJHIiIiMpn+/fvjjTfeuKV9ezOuz549G7Nnz+5rLLNzcVTDMGIslPvOofJgCvrdfbfYkYiISKYUN99FXJ1XEGbPno3s7GysWrUKxcXFmDdvHjZt2gQ3NzexI5rVxGg/GIxGpGSVih2FiIiITGTcHSNRau+Jyj17YTSa/mlFREREt0LyMwQA+V5BAABvVwdEhrjjQFYppo8NglIh+RoOERER3YS/lxMOh8XA98xu6HNyoRs8SOxIREQkQ/zrUgLK//UJ6tKO9Lh9UowfqutbkJ1XZcFUREREZE5Dpk1Gs8IOBV9/K3YUIiKSKRYEJKDtShWqtm2F0WC47vaoAR5wdVJjfwZvGyAiIrIVQyP6o9B7EOzOnUR7XZ3YcYiISIZYEJAAlwkT0VZZicacs9fdrlQoMCHKF6fyq1BZc+3jE4mIiMj6CIIAzylToDQacP6b3WLHISIiGWJBQAKcYkdA4eiI2oMHetxnQpQvIAAHubggERGRzRg1YThKHX3QfCSlx5mCRERE5sKCgAQo7NRwHpsAfcaPPU4ZdHfWIHqAJ1KyStHewRMGIiIiW2CnUgIjxsGxsQbFaRlixyEiIplhQUAiXMZPBDo6UHc4tcd9JsX4oa6xDennKi2YjIiIiMwpZmYimpT2KNn1vdhRiIhIZlgQkAh7X184DAxH7cEDPT6PeGiIOzxdNNifUWLhdERERGQuLi6OqA6LglvJOVSXVYgdh4iIZIQFAQlxmTARbRWX0JSbc93tCkHAxGhf5BTVoKyqwcLpiIiIyFwGzLgHChhxZisfQUhERJbDgoCEOI0YBYVWe8PFBROG+0KpEHAgk4sLEhER2Qr/QSG47BEIzaljaG1tEzsOERHJBAsCEqJQq+E8Zhz06SfQUV9/3X1cHNUYEeGFQyfL0NrWYeGEREREZC5ukyZD19aAjP+kiB2FiIhkggUBiXGZMBHG9nbUHTnU4z6Tov3Q0NyO4zm8z5CIiMhWRExNQJOdFg2pPa8nREREZEosCEiMvZ8/NGEDUHNwf48nAxGBrujnrsX+TC4uSEREZCsUdnYwRMfBr+YCTmf+JHYcIiKSARYEJMhlwkS0lZej6fy5624XBAGTYvyQV1KHokvXv7WAiIiIrM+g++8BABT+Z7fISYiISA5YEJAg3cjRUDg4oPbg/h73GRvZD3YqBRcXJCIisiEO3t5oCBiI/kUnUVxeK3YcIiKycSwISJDC3h66+LHQnziODr3+uvs4Odhh9CBvHD5djqaWdgsnJCIiInMJnHYXdB1NSN/5g9hRiIjIxrEgIFGunYsLHj3c4z6TYvzQ0tqBtLOXLJiMiIiIzMljRCxatM5wOJmGWn2L2HGIiMiGsSAgUfYBgdCEhKL2BosLhvo6I8DbCfszSrgaMRERkY0QFAo4j5+I4MYypO4/KXYcIiKyYSwISJjLhIloLS1F80/XX2m4c3HBokt6FJRxcUEiIiJb4XfHFBgEAfWpB9Da1iF2HCIislEsCEiYblQcFBoNalP297hP/BAf2KuV2J/BRxASERHZCpWrG4SIYRh05RwOZ18UOw4REdkoFgQkTKHRQBc3BvXHj6GjoeG6+zjYqzBmiA+Onb2EhuY2CyckIiIic/G7505oDS04//1BGHhrIBERmQELAhLnMnESjG1tqEs70uM+E6P90NpuwOFT5RZMRkRERObkOHgIOlw8EFJyCifzqsSOQ0RENogFAYnTBAbBPigYtQd6XlwwqJ8Oob7OXFyQiIjIhggKBbwSpyCw+RKO/JApdhwiIrJBLAhYAZcJk9BachHN+Xk97jMp2g9lVY04V1xjwWRERERkTq7jx8OoUMI55wSKLnEBYSIiMi0WBKyAc1wcBHt71KYc6HGfUYO9obVXYX9mqQWTERERkTmpdM7QxoxAZH0+dh/OFzsOERHZGBYErIBC4wDnuHjUH0tDR2Pjdfext1Ni7LB+OJFTgbqGVgsnJCIiInPxSEyExtAK/Yk0VNe3iB2HiIhsCAsCVsJlwiQYW1tRn3a0x30mRfuhw2DEoZNlFkxGRERE5uQwMBwK736IqjmHfel8BCEREZkOCwJWwj4oGPYBgag9+EOPCwf6ejoiIsAV+zNL+HgiIiIiGyEIAjymJMK35TJOHc5GS2uH2JGIiMhGsCBgJQRBgMuESWgpLkZLYUGP+02K8UNlTTPOFF6xYDoiIiIyJ+cxYwGVHQZVnsWhU5wJSEREpsGCgBXRxcVDUKtvuLhgbLgXdFo77M/g4oJERES2QunoCOe4OEQ2FGDf0TwYDJwJSEREt48FASui1GqhGx2HurSjMDQ3XXcfO5UCCcP7I/P8ZS48REREZENcJk6BXUcbvIvPIOuny2LHISIiG8CCgJVxmTDp/2fvzsOjrM7Gj3+f2TNLJjvZd3ZCwi47sqioCO4golVb31+rbd++XdRaq9Zal9a21tbXtr5axRW0KKIiJIRdgUDCvu9JCAnZ923m9wcNlUogE57Z7891cV0annmem3PmzDm55yw4W1up27Sp22sm5yTgcDpZt11mCQghhBCBwpSWhiEpmVENB/li8wlvhyOEECIASELAz5jS0jEkJlG7dnW318SEhTAkLYI120vpdDg8F5wQQggh3EZRFMKmXElkcxX1hw5x9FSdt0MSQgjh51xKCBQUFLgrDtFDZzcXnEzr8WO0HD/W7XVThiVQXd/KjsOVngtOCCGEEG4VOuYKFKORkfUHWbHlpLfDEUII4edcSgjceeedXH311bz88suUlsp0dG8JvWIsil5P7druNxfMzowkzGqQzQWFEEKIAKIxhRB6xTgGNhxjx66TVNW1eDskIYQQfszlJQPHjx/npZdeYvr06dxzzz0sXbqUlhbpjDxJa7ZgGzWa+k1f4uim7LUaDZOy49l1pJKKmgtvQCiEEEII/xM25Uo0nR0MrjtM7tZib4cjhBDCj7mUEHj77be55ZZbsFgsOBwOvvzySx566CHGjx/PL37xC7Zu3equOMV/sE+agqOlhfot3W8uOCk7HhRYK5sLCiGEEAHDmJSMKT2DsS2HWVNYQnNrh7dDEkII4adcSgiMGDGCX//612zYsIEXXniBCRMmoNFoaGxs5MMPPzy3pOCVV16hrKzMXTELwJSRiSE+4aLLBiJCTeRkRrFueykdnbK5oBBCCBEo7JOnYGmoIqq2hPU7T3k7HCGEEH6qV6cMGI1GrrvuOl599VXy8/P58Y9/TEZGBk6nk+PHj/Piiy8ydepU7r33XpYtW0Zra6vacQe9rs0FW44eofVk90cPTRmWQF1TO9sOVHgwOiGEEEK4k23kaDRmMxPbj7Fyy0kcDqe3QxJCCOGHLvvYwZiYGL7zne+wbNkyPvjgA+bPn4/dbj+3pOCnP/0pEyZM4Je//CWFhYVqxCz+JfSKcSg6HTUXmSUwOC2CKLuJ1YUlHoxMCCGEEO6kMRoJHTeepDOHaaqslsS/EEKIXrnshMDXDRkyhMcee4zc3FxmzpyJ03k2W11fX8/ixYu54447mDVrFkuWLDn3d6L3tFYr1pGjqP9qI45uZmFoFIXJOfHsO1HDqcpGD0cohBBCCHexT7oSxdHJFe3H5QhCIYQQvaJqQqCoqIjHH3+cqVOnsnz5cgCcTicpKSlkZmbidDo5ePAgP//5z5k3bx51dXVqPj4o2SdNwdHcTH3B5m6vmTA0Hq1GYU2RbC4ohBBCBApjfDwh/fozrP4gh4pr2HW00tshCSGE8DOXnRA4ffo0f/3rX5k5cybz5s1j0aJF1NXVYTKZuPHGG3nrrbf44osv+OSTT/jggw+YPXs2iqKwfft2/vCHP6jxbwhqIX37YYiNu+jmgnaLgRH9o9mw8xRt7Z0ejE4IIYQQ7mSfciX6umpG6Kp4/bN9NLa0ezskIYQQfqRXCYHW1laWLl3Kvffey9SpU/njH//I0aNHcTqdZGdn89RTT7F+/XqeeeYZRo4cee51Q4YM4bnnnuPJJ5/E6XSSn5+v2j8kWJ3bXPDwIVpLuj+LeEpOAo0tHWzZV+7B6IQQQgjhTtZhI9BabVylOUltQxtvrzjg7ZCEEEL4EZcSAgUFBTz66KOMHz+ehx56iI0bN9LZ2UlkZCT33Xcfn332Ge+99x633norFoul2/vMnDkTgPJy+eVUDaFjx6PodBedJdA/OYzYCDOri2RzQSGEECJQaPR6QidMxLl/FzflhPPVntNs3nva22EJIYTwEzpXLr7zzjtRFAWn04lOp2Py5MncfPPNTJ48Ga1W2+P7hISEAMjGgirR2mxYh4+k7ssNRN18KxqD4RvXKIrClGEJvJd3kBOn60nuY/NCpEIIIYRQW9iVU6nJW0n2kfVsjbuChV/sp29iGOE2o7dDE0II4eNcXjKQkZHBz372M9asWcNf/vIXpk6d6lIyAECr1ZKXl0dubq6rjxfdsE+ajKOpiYatW7q9ZtyQWPQ6jWwuKIQQQgQQfWQUEdfNonFrAff0c9Le4eD1z/bKFy9CCCEuyaWEwKJFi1i2bBn33nsvkZGRl/XghIQEEhISLuse4t9C+g9A36fPRZcNWEP0jB4Qw8bdZTS3dngwOiGEEEK4U/jVM9HHxtK+dBG3TUph19Eq8gtlmaAQQoiLcykh0NraypYtW1zKOG/ZsoUtW7r/1lqoQ1EU7BMn03zwAK2l3Q8ApgxLoLWtky82n/BgdEIIIYRwJ41eT58776a9ooKhJdsYkhbBolWHKKtq8nZoQgghfJhLCYEFCxZw991309LS0qPrOzs7z71GuF/ouAmg1VK7bm2316THh3LFoD4s3XCMJWuPyHRCIYQQIkCYBwzENnYcVcs/Y8GIcPQ6DX//ZA+dDoe3QxNCCOGjXN5DoDe/QMovnZ6hCw3FOmwEdRvX42hvu+A1iqLw7esHMSk7jk82HuPd3IM4pH6EEEKIgBB961w0RiMtS95lwVX9OHqqjk+/PO7tsIQQQvgolxMCrmhubgZwedNB0Xthk6fgaGykYdvWbq/RaBTuvmYAV41KIndrMa9/tle+PRBCCCECgC40lKibb6N5/z4G1B4+Oytw/TGOnqrzdmhCCCF8kFsTAjt37gQgPDzcnY8RXxPSfwD66Bhq16y+6HWKonD71EzmTEhjw84yXvl4N+0dkhQQQggh/J194iRM6RlULHqPeeMTsFsNvLpsD23tnd4OTQghhI/RXewv//znP1/w56+88gp6vb7b1zkcDioqKsjLy0NRFLKzsy8vStFjikaDfdJkzny4mLayUxhi47q/VlG4YUIaIUYd7+Yd5KW2HTxwUxZGvczoEEIIIfyVotHQZ8HdHH/qCZo+/Yh7r7uBF94r4oPVh7ljRj9vhyeEEMKHXDIhoCjKeT9zOp387W9/69HNnU4nOp2Ob3/7272PULgsdNwEznz0T2rXrSH61rmXvH7GqCRMBi3/WL6P379fxA9vycZsuuhbQwghhBA+zJiUTPj0q6hesZz0ceOZNiKR3K3FZGdGMTgtwtvhCSGE8BEX/a0vPj7+vP8vLS1FURTi4rr/1hlAr9cTFhbGoEGDmDt3Lv3797/8SEWP6ex2rDnDqNuwgcg5N6O5yGyOLhOz4zEZdfxt6W5++24hP7o9m1CzwQPRCiGEEMIdIm+YQ/2WzZxe+AY3P/IYe45V8dpne/nVfaOJ9nZwQgghfMJFEwKrVq067/8HDBgAwKeffkpISIj7ohKXzT5pCg1bC2gs3IZt9JgevWbUgBhMBi1/+edOnnt7Gz+ZO4xwm9HNkQohhBDCHTQmE9Hz5nPq5ZdoWrOKb18/nt8s3MrbKw7w6H1XeDs8IYQQPsClTQXnzJnDnDlz0OlkOrmvMw8chC4qipq1q116XVZ6JP9zew7V9a0889ZWyqub3BOgEEIIIdzOOmw4lqHZVC79iERjO7PGpfLVntOsKyzxdmhCCCF8gEsJgWeffZZnnnnmohsKCt+gaDTYJ06med9e2k6fdum1/ZLC+Nkdw2hp6+SZt7ZRXNHgpiiFEEII4U6KohBzx53gdFLx7jtcNy6FtLhQXv5wO9X1rd4OTwghhJe59dhB4V328RNBo6F23RqXX5saG8pD84ejKPDc29s4cKLaDREKIYQQwt30UdFEzppNQ+FWmnds5zuzBtHW4eD1z/bidDq9HZ4QQggv6jYhUFpaeu7PhX7m6h/hebqwMCzZOdRtWI+zo8Pl1ydEWXjkzhGYTTp+8coG9h2XpIAQQgjhj8JnXI0hPoHyd98ixqLl3lmD2XW0inxZOiCEEEGt280Apk2bBpydarZnz57zfuaqr99DeFbYpCmUFG6joagQ28hRLr8+OiyEh+eP4I8f7OD3i7bzvRuHkJMZ5YZIhRBCCOEuik5HzJ13Ufz8M1R+8jHX/r97WV9YzKJVhxiYEk5cpMXbIQohhPCCbmcIOJ3Oc38u9DNX/wjvMA8egi4ikloXNxf8unCbkWe+N57EaAt/+edONu1xbU8CIYQQQnifuV9/QidMpHrlFzSdOMk91w5Er9Pw6rK9dDoc3g5PCCGEF3Q7Q+DNN9/s0c+Ebzu7ueAkKj9eQltFOYbomF7dx2418tN5w/jTBzv429LdNLd1MCUnQeVohRBCCOFO0TffRkNRIUde+Rt9/vunLLi6P698vJtPNx7nhglp3g5PCCGEh3WbEBg9enSPfiZ8X+j4iVQu/Yi6dWuJuumWXt8nxKjjR7dl8/JHu3hz+X5aWju5ZkyyipEKIYQQwp20NhvRt9zO6X/8HyEb1zN6wiSKDp5h6YZjZGVEkhYX6u0QhRBCeJBLpwzs27ePffv2UVVV5a54hBvoIyKwDM2mdsO6Xm0u+HUGvZYHb8pi9MAYFuUf4p9rj8iSECGEEMKPhI4bT+iggVQsfp/O+nrmX9UPu9XA3z/ZQ2t7p7fDE0II4UEuJQTmzJnDTTfdxKFDh9wVj3AT+6QpdNbW0rBj+2XfS6fVcP+swUzKjmPZxmO8k3sQhyQFhBBCCL+gaDRkfPd+HC0tVHy4CItJz73XDaSsqokPVh/2dnhCCCE8yKWEgMViwel00q9fP3fFI9zEMiQLXXjEZW0u+HUajcLd1wzg6tFJ5G0t5vXPZEMiIYQQwl+Yk5MJn3E1devX0XRgP4NTI5g+IpG8rcXsPiozQYUQIli4lBBITEwEoL6+3i3BCPdRtFpCJ0ykafcu2s9UqHNPReG2KzOZMzGNDTvLeOWj3bR3SFJACCGE8AeRs2aji4yk/K03cXZ0cMuUDOIizbz22V4aW9q9HZ4QQggPcCkhMGPGDJxOJ7m5ue6KR7iRfcIkAGrXr1PtnoqicMP4NOZN68vWAxX86cMdtLbJ+kMhhBDC12mMRmLuWEBbaQnVK7/AoNfy7esHUdfYxlsrDng7PCGEEB7gUkLgvvvuIy0tjZdeeolNmza5KybhJvrISCxDsqhdvxZnp7q/tM8YlcQ91w5gz7EqXlhURJN8syCEEEL4PGt2DtZhI6j85GPaz1SQFhfKrPGpbNpzms17T3s7PCGEEG6mfeKJJ57o6cVFRUVkZ2ezefNm3nnnHXbt2kV9fT01NTWUl5dTWlra7Z+EhMA8s765uQ1/2k9PYzRSt24NOrsdY2oaiqL06HUWi5GmpraLXpPSx0ZClIXcgmJ2Hq5keL9ojAatGmGL/9CT+hCeI/XhW4KxPiwWo7dDCDj+1r+76uvtxJSZSU3+KtpOlWIbfQV9E+3sPlrFxl1ljB0cS4ix21OqhQuC8bPJm6S8PU/KXH2e6N9d+oRfsGDBuV8gnU4nq1evZvXq1Zd8naIo7Nmzp1cBCnVZhmZjSkun/O2FNBQVEjNvPobYONXuP3JADEaDlr/8cye/frOA784ZImcaCyGEED5MHxFJ1OwbqVj0Hg2F27ANH8G3rx/EE69t5rXP9vI/t2X3+AsEIYQQ/sWlJQNwNhHQde5813/35I/wDYpWS9LDjxI9dz4tRw5z7PFfULH4fRwtzao9Iys9kp/eMQyn08lvFm5lZcFJeQ8IIYQQPixs2gyMSUlUvPs2jpZmYiPM3D41k91Hq1i1rcTb4QkhhHATl2YI5OXluSsO4UGKVkv49BnYRo/hzD8XU/3F59R99SXRt96GbcxYVb4FyIi38/g9o3nt0728m3uQ/SdquPfaAZhNehX+BUIIIYRQk6LVEnPn3Zx89mkqP/6I6NvnMWVYAoWHzrA4/xCDUsOJi7R4O0whhBAqc2kPgdDQ0F7/CVT+vMZQYzRizRmOeUgWzYcOUrsqj+Z9ezGlpKCz28+7tjdrggx6LaMHxmAy6MgvLGHTntNkJtoJt8la18sla7R8i9SHbwnG+pA9BNTnz/17T1yonegjIuioqaFmTT7WnGHo7GEMSA5n7fZS9p+sYXxWHBqNLB3orWD8bPImKW/PkzJXnyf6d5eXDIjAE5KeQfLPH6PPXffQduoUx3/1OKffXkhnY+Nl31tRFK4Zk8xD84fj+NcSglxZQiCEEEL4pKibbkFrsXB64Rs4HQ7CbUYWXN2fo6fqWbbxmLfDE0IIoTKXZgiIbwqUbxAURcGUkop94mScrS3Url5F3bq1aM0WjEnJWKymy8r4RYSaGDckjuKKBnK3FlNyppEhaZHodZKT6g3JwPoWqQ/fEoz1ISUaKlwAACAASURBVDME1Bco/Xt3umsnGoMBnd1OzapcdGHhmFJTSYi2Ul7dRN7WEuqb2hiYEo5WI/23q4Lxs8mbpLw9T8pcfT53ykBpaWmvHxQfH9/r1wrP0VosxNyxAPvEyZS/8xan33ydmrWrCfne/RBxeacRWEP0/OCWoXyx+QQfrj7CidOb+e6cIaTGBu6SEiGEEN0rKyvjxRdfZN26ddTU1BATE8O0adN48MEHsf/H0rXuvPrqq2zatInDhw9TXV2NoigkJCQwbtw47rnnHmJjY938rwg8tivGUbt+HWc+XIR12HB0oaHcc+1AbGYDK7ac5FBJLd+dM4Q+4WZvhyqEEOIyKU4X5m4PHDiwdw+5zGMHfXnAUFnZgMMRmF8hOJ1O6jd/RcWi9+msrSF0/ESibr4VnQp7QhwqruV/P95FfVMbt0/ty9ThCXKkkQuio21UVNR7OwzxL1IfviUY6yM62ubtEFx24sQJ5s6dS2VlJdOmTSM9PZ0dO3awadMm0tLSePfddwkPD7/kfWbMmIHZbGbAgAFERkbS0dHB3r172bx5M1arlYULFzJo0CCX4wvk/h0u3U7aTpVy7InHsI0eQ9x995/7eeHBCl77dC+dDiffmjmA0QP7eCLcgBCMn03eJOXteVLm6vNE/+5SQmDAgAG9e4iisHfv3l69VgYM3udoaaY5bzklS5ehMRiInH0TYVdORdFqL+u+Dc3tvLpsDzsOVzKyfzTfmjkQs8mlSStBSz5wfYvUh28Jxvrwx4TAfffdx/r16/nFL37BggULzv38mWee4R//+Ae33347v/rVry55n9bWVozGb06pXLRoEY899hiTJk3i73//u8vxBXr/3pN2cuajD6la9gmJP3kI84B/fyl0praZVz7ezZHSOq4cnsDcqZnodZc3JggGwfjZ5E1S3p4nZa4+n0sIbN68+aJ/39nZSXl5ORs3buTTTz8lPj6eRx99lJCQEEaPHt2rAGXA4Buio22U7NhP+Xvv0LR7F4aERGLmzT9vgNAbDqfz3BKCSLuR783JIiXW/wa2niYfuL5F6sO3BGN9+FtC4MSJE8yYMYOEhARyc3PRfG09ekNDAxMnTsTpdLJx40bM5t5NS6+vr2fkyJGkpKSwYsUKl18f6P17T9qJo62N448/ClotKY8/hUb/76ODOzodfLjmMF9sPklyH6ssIeiBYPxs8iYpb8+TMlefJ/p3l3aEGT169EX/jB07ltmzZ/Pcc8/xzjvvUF1dzSuvvMLw4cN7FdyJEydYv349CQkJzJ8//7y/+/73v4/ZbGbp0qU0NTVd8l4XSgYAzJw5E4Djx4/3KsZgYoiLJ+G/f0z8A9/H0dJM8e+e49RfX6a9qqrX99QoCjPHpPDQ/GF0dDp5emEBq7YVyykEQggRwDZt2gTAhAkTzksGAFitVoYPH05zczPbt2/v9TNWrVoFQP/+/XsfaJDTGAzEzF9Ae1kZ1V98ft7f6bQabp/alx/cPJTK2haefH0Lm/ee9lKkQgghesttW8QOHTqUBx98kKKiIt54441e3UMGDL5HURSsw0aQ+tQzRMyaTUNRIcd+8TBVny3D0d7e6/v2TQzjiXtGMTAlgrdWHOB/P95NU0uHipELIYTwFUeOHAEgNTX1gn+fkpICwNGjR3t8z8WLF/PSSy/x3HPPcd999/Hwww+TkJDAj3/848uON5hZhgzFOnI0VcuW0lZe/o2/z+kbxRP3jCYhysIrH+9m4Rf7ae/o9EKkQgghesOtC7anT5/OM888w8cff8x9993n8ut7MmBYv349R48eZezYsT265+LFiykrK6OpqYkDBw6wceNGGTD0gsZgIGr2jdjHTaB80buc+ecH1G5YR8zc+ViyhvbqnjazgR/eOpTlm07wzzVHOFFWz3fnDJElBEIIEWAaGhoAsNku/Pne9fP6+p5PPV28ePF5XxBkZWXxwgsvnEsuuCoy0tqr1/mTnk5FDf3edyh84AfULHqbQU889o1NgKOjbfzuvyfz5md7WbL6EMdPN/DQXSOJjw78MnSVvy3v8XdS3p4nZe5/3JoQsFrPdgQnT57s1etlwOBbLtjAo23EP/Eo1dsKOfL31yh58fdEjB5F2n3fwtTLkxvunjWEkYPj+O1bBTy9cCvfmTOEmWNT5RSC/yAfuL5F6sO3SH0En0WLFgFQXV3Nnj17+MMf/sBNN93EH//4RyZOnOjy/WQPga/TE3nTrZS//SYH3/mA8KuuueBVs65IJinKzP8t28MPfr+ab10zgDGD5BSCLrK+2rOkvD1Pylx9nhjPuDUhsHPnTgD0X9uExttkwNA7l2zgSZkk/fJXVK9cQeWyj6l+4IdE3Xwr4TOu7tXzYmwGHrt7JK8u28P/friDgt1lfGvmAEKMcgoByAeur5H68C3BWB/+lgDp+sKgu4R+18+7+0LgYsLDwxk/fjxZWVnMnDmTn/3sZ+Tn52MymXofsMA+5Uqa9u6m4sPFmDL7EpKeccHrcjLPLiF4Zeku/rp0N/tPVDN3Wl8MejmFQAghfJHb9hA4fPgwTz31FIqiMHjw4F7dwxMDhtdeew2TycTPfvYzWlpaehWnOEvR6YiYeS2pv34W85AsKt5/l5r8Vb2+X6jZwH/fms3Nk9PZur+CJ/+xheNlwTXIF0KIQJSeng7AsWPHLvj3XRv9pqWl9foZoaGh5OTkUFVVxcGDB3t9H3GWoij0+da96MLDOfXXl+lsbOz22ki7iYfuGM7MMcmsLirl6YVbKau69AbQQgghPM+lr1sfeeSRS17T2trKsWPH2LdvHw6HA0VRuPfee3sVnCcHDLm5uRw8eJCsrKxe30ucpQ8PJ/7/PUDpyy9R/s5CtFYrtlG9O3ZSoyhcNzaVvolhvPLxLp5euJV50/syJSdelhAIIYSfGjNmDADr16/H4XB849jBbdu2ERISQnZ29mU95/Tps7ve63Qyu0wNWrOFuPu/x8nnnqbs9VeJf+AH3fbFOq2GW6/MpF9SGK8u28OT/9jC3df054pBvVtOKIQQwj1c6iGXLFnSo1/Cuo6MCwkJ4ZFHHunVVHyQAYM/U3Q64v7fA5T84XecevWvaMxmLIOH9Pp+/ZLCeOKe0fx92R4WfrGfI6W13H3NAHRat01yEUII4SbJyclMmDCB9evX8/bbb7NgwYJzf/fSSy/R1NTE7bffjtn873PtDx8+DEBGxr+nqpeWlmIwGIiKivrGM9577z127txJXFwc/fr1c+O/JriEpKcTfcttZ2cB5q0kfPpVF70+OzOKJ+8dzSsf7+ZvS/ew/0QN82QJgRBC+AyXfgMeNWrURf9eURSMRiNRUVFkZWVxzTXXEBER0evgZMDg3zQGA/Hf/yEnn3+W0pdfIvHHP+t2zWFPhFoM/Oi2bD5ed5RPNh6joamd/zdnCEYZVAghhN95/PHHmTt3Lr/+9a/58ssvycjIYPv27WzatInU1FR+9KMfnXf9tddeC8D+/fvP/WzPnj388Ic/JCcnh+TkZKKioqipqaGoqIgDBw5gNpt5/vnn0Wqln1BT2PSraNq/j4rF7xOSkYkpLf2i10eEmvjZHcNYsu4In391gsMldXx3zmDiIi0eilgIIUR3FGfX1/k+6sSJE8ydO5fKykqmTZv2jQHDe++9R3h4+Lnr+/fvD5w/YMjNzb3kgOGvf/0ro0e7Pq1dNhW8tI6aGk4+9zSdTU0kPfRzjPEJlx1P/rZi3lpxgMxEOz+4ZSgWk+9sXOkJwbhpmi+T+vAtwVgf/rapYJdTp07xpz/9iXXr1lFTU0N0dDTTp0/nwQcfxG63n3fthfr30tJSFi5cSEFBASUlJdTW1mIwGEhKSmL8+PHcddddxMXF9Sq2QO/fL7eddDY0cPypx0FRSPnlk2jNPfvlfsfhM7y6bC/tnQ7uvro/VwwOniUEwfjZ5E1S3p4nZa4+T/TvPp8QABkw+ILLbeBt5eWcfPbXKFodSQ8/ij4y8rJj2rz3NH//ZA9xkWZ+dFsO4TbjZd/TX8gHrm+R+vAtwVgf/poQ8GWB3r+r0U6ajxzm5HO/wZqdQ9x3H+zx3j5VdS28snQ3h4prmZQdz9xpmZgMgb9sMxg/m7xJytvzpMzVJwkBPxDoA4YuajTw1pMnOPn8M2jtdpIe+jk6W+hlx7X7WBV//nAnNrOeH9+eQ58I86VfFADkA9e3SH34lmCsD0kIqC/Q+3e12knVF59zZvH7RM+bT/i0GT1+XafDwUfrjvLpl8cJtRiYMyGNidlxaDWBuzdQMH42eZOUt+dJmavPE/279oknnniity/etWsXy5cv5/PPP2fFihVs2rSJI0eOoNVqiYmJUTFM39Xc3EYwpFQsFiNNTW2XdQ+d3Y4psy+1q/Jo2rOH0NFjUHSXN9U/JiyEwWkRrN9xig07TzEwJYIwa+DPFFCjPoR6pD58SzDWh8US+J97nhbo/bta7cSUkUnriePUrs7HMiQLXVj4pV/E2VOEBqVGMCQtgmNl9eQXllCwr5yIUCOxEeaAPEkoGD+bvEnK2/OkzNXnif69VzMENmzYwLPPPsuhQ4e6vSYzM5NHHnmEcePGXVaAvi7Qv0HoombGr2F7EaV/+RMh/fqT8MP/QaO//PX/pyob+f37RTS2dPD9m4cyMKVnAxJ/JRlY3yL14VuCsT5khoD6Ar1/V7OddDY0cPxXv0TRakl+7Em0Ztdm6zmdTrYdOMMHaw5zuqqJfklh3HZlJunxlz+T0JcE42eTN0l5e56Uufp8cobAa6+9xsMPP0xVVdW54wWjoqKIiopCr9fT1NQEQFVVFUuXLsVqtZKTk6N64L4i0L9B6KJmxs8QG4s+MoqalV/QVnYK64iRl/1NgM1sYGT/GIoOVZK39STxURbiowJ392LJwPoWqQ/fEoz1ITME1Bfo/bua7URjMGBKS6c6dwXtp8uwjhzlUr+uKArxURam5MRjtxoo2F9ObkExpyobSe5jxRISGBsHB+NnkzdJeXuelLn6PNG/u7RQa/Pmzfz2t7/F6XQSFxfHb37zGzZv3sz69etZsWIF69evZ/PmzfzmN78hISEBp9PJ888/T0FBgbviF34qdNx4om+bR8PWAsrfegM1trKICDXx8PzhpMTaePmjXawpKlEhUiGEEEJcSkhmX6JuuoWGrQXUrl7Vq3votBqmDk/k2f8ay/XjUik6eIZH/76Jd3IP0NDcrnLEQgghwMUZAk899RTHjh2jb9++LFq0iGHDhmE0np+1MBqNDBw4kNmzZ7NmzRoqKyupqqri+uuvVzt2nxDo3yB0cUfGLyQjE2dHBzW5K6GzE/PAQZd9T4Ney5iBfTh+uoEVW06i1Sj0TbQH3FpEycD6FqkP3xKM9SEzBNQX6P27O9qJKT2D1mNHz+4nkDUUXVhYr+6j12kYmBLO+Kw4GlvaWVNUyurCUjQKpPSxodX658aDwfjZ5E1S3p4nZa4+n5shUFRUhKIo/OQnP/nGcX//KSwsjJ/85CfnXifEhUTeeDP2SZOp+mwZ1Su+UOWeRoOW79+cxRWD+/DPtUd4L+8QjkAe1QkhhBA+QNFoiL33O2htNk698jKdzc2Xdb9wm5F7rh3Ik/eOpm+incWrD/Pzv3/Fxl2npF8XQgiVuJQQaGlpAWDo0KE9ur7ruq7XCfGfFEUh5s67sY4YScWid6nbuEGV++q0Gr59/SCmj0xkZcFJXl22h45Ohyr3FkIIIcSFaW024u7/Lu2VZyh/83VVlgQmRlv571uz+encHGwhBl5dtpdfvb6F3ceqVIhYCCGCm0sJgYSEBAAaGxt7dH3XdfHx8S6GJYKJotEQ++3/wjxwEGX/+D8atqszo0SjKMyb1pebJqXz1e7TvPThTlrbOlW5txBCCCEuLKRvP6Lm3ET9ls3UrslX7b4DUyN47FsjuX/WIBpbOnjhvSJ+/34RJ8sbVHuGEEIEG5cSAldffTVOp5PPPvusR9d3XXfVVVe5HpkIKhq9nvgHvo8xOYVTr/yFpgP7VbmvoihcPy6Vu6/pz66jlfzu/ULZmEgIIYRws/BrrsU8JIuK996h5cRx1e6rURSuGBzLb+4fw21XZnKktI4nXtvM/326h6o6mZEqhBCucmlTwaysLHJzc8nLyyM9PZ3MzMxur12+fDlPP/00aWlpPPvss+hVOGveFwX6pkNdPLFJiKLTYx02nIZtW6lbu+bshkSX2Kuip1JjQ0mMtpC3tZjCg2fIyYwixKhT5d7eIJu2+BapD98SjPUhmwqqL9D7d3e3E0VRMA8eQt2XG2gsKsQ+fgKKTr2xoFajITPRzqSceBxOJ+t2nCJvWwlt7Z2kxoai1/nexoPB+NnkTVLenidlrj5P9O+K04XFXVu2bKGmpoZnn32W0tJScnJymD59Ounp6YSEhNDc3MyRI0fIy8ujsLCQhIQEHn744YtuQDhq1ChV/iHeUlnZgMMRwCOGf4mOtlFRUe+RZ7VXVnLy2adxOjpJeuhRDDExqt177/FqXvpwBxaTjv+5PYe4SItq9/YkT9aHuDSpD98SjPURHW3zdggBJ9D7d0+1k6YD+yn+7bPYRo0h9jv/5bZTfypqmlmy9ghf7TmNNUTPDeNTmTIsAZ0PnUgQjJ9N3iTl7XlS5urzRP/uUkJgwIABqn6QK4rCnj17VLufNwT6gKGLpxt4a2kpJ597Gq3ZTNJDj/b66KILOV5Wz+8XFeF0wo9uyyYtLlS1e3uKfOD6FqkP3xKM9SEJAfUFev/uyXZSuWwplR/9k5i7vkXYpClufdbRU3Uszj/EvhM1xISHcMvkDEb0j/aJ44eD8bPJm6S8PU/KXH2e6N9dTps6nU5V/whxIcb4eBJ++D901NVR/McX6Gzq2UaWPZESa+Pnd47AZNDy/LuFskuxEEII4UYR116PedBgKt59m9aTJ936rLS4UH46bxg/vGUoOq2Glz/axW8WbuVgcY1bnyuEEP7KpRkCJSUlqgfQdXKBvwr0bxC6eCvj17h7FyV/+gMh6Rkk/PeP0RjVW0dTXd/KHxYVcaqyiftvGMyoAeotTXA3ycD6FqkP3xKM9SEzBNQX6P27p9tJR10dx5/8JZoQEym/eAKNyeT2Z3Y6HGzYWcaSdUeobWhjeL9obp6c7rXlgsH42eRNUt6eJ2WuPp9bMiC+KdAHDF282cDrt2zm1N/+F0vWUOK/930UnXqbATa1tPPiBzs4VFzLnVf148rhiard253kA9e3SH34lmCsD0kIqC/Q+3dvtJOmfXspfuF5bGOuIPa++z02jb+1rZMvtpzg800naG93MHlYPDeMT8NuMXjk+V2C8bPJm6S8PU/KXH2e6N9dOmVAfFOg70LcxZu7hhoTEtDaQqnJXUFHZSWWnGGqDSL0Oi2jB/bhZHkDKwqKKa5oIDPB7vMnEMgurr5F6sO3BGN9yCkD6gv0/t0b7UQfFQ2KQk3eSvSRkZiSUzzyXJ1WQ//kcCYOjae1vZM1haXkF5bgdDhJjQ312MaDwfjZ5E1S3p4nZa4+T/TvkhC4TIE+YOji7QZuSks7O4jIXYGjpQXz4CGqJQV0Wg0jB8Sg02lYt+MU+dtK0GoU0uJC0Wi8vwnRhXi7PsT5pD58SzDWhyQE1Bfo/bu32klI3360HDpI7drVWHOGoQv13Ma+JoOW7IwoRg2MoaKmmfzCUjbsPEWIUUdSjNXtMxaC8bPJm6S8PU/KXH0+d+zgfyorK6OiooLW1tZLbhDo78cLdifQpxR28YUpQE6nk4p336ZmVS5h068i6qZb0BjUne53pqaZd3IPUnToDHGRZhZc1Z8BKeGqPkMNvlAf4t+kPnxLMNaHLBlQX6D3795sJx21tRx/8jG0ZgvJv3jcI/sJXMiBkzUszj/E4dI6EqIs3HplBlnpkW5LDATjZ5M3SXl7npS5+nxyD4HGxkZeeeUVlixZQmVlZc8eEgDHC3Yn0AcMXXylgTsdDsrffYva/FXo+/Shz133YO4/QPXnFB06wzsrD3CmtoUrBvXhtqmZhFl95xs4X6kPcZbUh28JxvqQhID6Ar1/93Y7adq7h+Lf/5bQK8YRe993vBaH0+lk6/4KPlh9mPKaZgYkh3Hb1ExSY9WfueDtMg82Ut6eJ2WuPp/bQ6C6upp58+aRl5dHU1OTSw968MEHXY3NLwT6lMIuvjIFSFEUrEOzMWX2pbGo8Oy+AjU1hPTti0av3myB2Agzk3PiURSFtdtLWV1UgkGnJTXOhsYHzjL2lfoQZ0l9+JZgrA9ZMqC+QO/fvd1O9NHROJ1OavJW0l5ZiSkzU9WThHpKURTioyxMGZaAzaxny74KVhYUc7qqiZQ+NswmvWrP8naZBxspb8+TMlefJ/p3l3ZOe/HFFzl8+DAAs2bN4rrrriMpKQmTl6Z6ieBlGTSYlCd/TeXSJVSv+IKG7UXEzF+AbfgI1Z5h0Gu5cVI644bE8vbKA7ybd5D1O0+x4Kr+ZCbaVXuOEEIIEYwiZ83G2dFB9YrlNBRuI+rmW7BPnIyi8cwmf1+n02qYPjKJcUPi+HzTcVZsOUnB/nKmjUjkurGpWEPUSwwIIYQvcWnJwKRJk6ioqOCBBx4I2G/8XRXoUwq7+PIUoJZjRyn7x2u0FZ/EOmIkMfPuRBcWpuozuqYUvpt3kOr6ViZkxXHLlRmEmj17ZFEXX66PYCT14VuCsT5kyYD6Ar1/96V20lpaSvk7C2netxdjahp95i/AlJbu1Ziq6lpYsu4IG3eWYTbpuG5sKtNGJKLX9T5Z4UtlHgykvD1Pylx9Prdk4I9//COdnZ08//zzWK1WN4blPwJ9SmEXX54CpAsLxz5hEhqDgdq1q6lduxqt1YoxOUW1jYG6phROzonH4XCypqiUtUWlhBh1pPSxeews5S6+XB/BSOrDtwRjfciSAfUFev/uS+1EZ7MROnY8htg4GrYWnF0OWFtDSEam6psH91SIUcfwftEM7xdN6ZlG8gtL+Gp3GTaznvhoS6/6fV8q82Ag5e15Uubq87ljB5csWUJdXR33338/ISEhbgzLfwT6gKGLrzdwRaMhpG8/bCNH03L0CDWrcmk+eICQjL5oVUxe6bQaBqdFMKJ/DMfL6lm1rYQdhytJ7mMj3Oa5Abmv10ewkfrwLcFYH5IQUF+g9+++1k4URcGYmIh90mSc7e3Urs6ndt0atBYLxqRkjyfeu9gtBsYOiSUzwc7BkzWsKixh++FK+oSbiQ5zbSzsa2Ue6KS8PU/KXH0+lxA4fvw4O3fuZOTIkaSlpbkxLP8R6AOGLv7SwLVWK6Fjx6MLC6f+yw3UrMpF0eowpaeruiYx1Gxg3JBYYiPMFOyvYOWWk9Q2tpGRYMeg16r2nO74S30EC6kP3xKM9SEJAfUFev/uq+1Eo9djGZKFNWc4rceOUrMqj6Y9uzGmpKCzq7sc0BUx4SFMyoknJjyE7YfOkLe1mKOn6kiKsRJq6dksBl8t80Al5e15Uubq87mEQP/+/fn444/Zvn07s2fPxuClaVy+JNAHDF38qYErioIpNRXb2PG0lZ2iNj+Pxh3bMaWlqzqYUBSFxBgrk7LjaevoJL+whHXbT2E160mKsbr12wx/qo9gIPXhW4KxPiQhoL5A7999vZ3o7HZCx0/AEB1D/ZbN1OSuoLOhHlNGpqqnCrlCURSSYmxMyUkgxKjjqz2nWVlwkur6FlJiQwkxXnyvbl8v80Aj5e15Uubq87mEgNVqZcyYMSxdupTFixdjs9mIiIjAbDZ7bSqXtwX6gKGLPzZwbUgItlFjMCYkUr9lEzW5K3G0thKS2RdFq963+Hqdhqz0SIb1jeJwaS2rtpWw53g1douRiFATWo36bcMf6yOQSX34lmCsD0kIqC/Q+3d/aCeKomBMSsY+aRLO1hZq8ldRt34dutBQDIlJXht7arUa+iaGMSk7jo5OJ2u3l7KqsJj2DgepsbZuNx70hzIPJFLenidlrj5P9O8unTLQZfny5fzkJz+hs7OzZw9RFPbs2eNycP4g0Hch7uLvu4Z2NjZSsfh96tavRR8dQ5+778E8YKDqz3E4nWzYeYrF+YdpaG7HZNAyNCOSYX2jyUqPxGxy6aTPbvl7fQQaqQ/fEoz1IacMqC/Q+3d/bCctx49R/vZCWo4cJqRvP2LmL8CYmOTtsCivbuKfa4+weW85oWY9syekMTE7Hp32/MSAP5a5P5Py9jwpc/V5on93KSHgcDh49NFH+eijj4CzR7H16CGKwt69e3sXoY8L9AFDl0Bp4E1793D6zddpr6ggdOIkom+5Ha3Fovpz2js62Xu8mm0HKig6eIa6pna0GoWBKeEM6xfNsL5RhFl7n/ELlPoIFFIfviUY60MSAuoL9P7dX9uJ0+GgbsM6Kj5cjKOpibBpM4i8YQ5aH9js+nBpLYtXHeJAcS19IszcOiWDYX2jzs1k8Ncy91dS3p4nZa4+n0sILFy4kKeffhqApKQkZsyYQVJSEiaT6ZKvvfHGG3sfpQ8L9AFDl0Bq4I7WViqXfkT1iuVoQ0OJueNObCNGue95DieHS2spPHCGbQcqKK9pBiAjPvRcciAu0rWkRCDVRyCQ+vAtwVgfkhBQX6D37/7eTjobGjiz5ANq165BG2on+va52EaN8foSVqfTSdGhM3yw+jCnKpvom2jntiszyUiw+32Z+xspb8+TMlefzyUEZs2axaFDh5gxYwa///3v0enUmf7szwJ9wNAlEBt4y/FjnP7Ha7SePIF12Ahi5t+JLizcrc90Op2Unmlk28GzyYHjZWfLNC7SzLC+0QzrF0VaXCiaSwxoArE+/JnUh28JxvqQhID6Ar1/D5R20nL0CKffXkjrsaOEDBhIzB0LMMbHezssOh0O1m0/xUfrj1LX2MbI/tF856ah6AN5YwofEyjvcX8iZa4+n0sI5OTk0NrayrJly8jIyHBnXH4j0AcMXQK1gTs7Oqhe+QWVSz9C0emIAdTE6AAAIABJREFUvnUuoRMneewbhqq6Fgr/lRzYf6IGh9NJmNVwLjkwIDn8G2sQIXDrw19JffiWYKwPSQioL9D790BqJ06Hg9q1qznzzw9xtLYQPuNqIq+/AU0PZrC6W0tbB8s3nWD55hN0djqZMiyBG8anYjPLSV3uFkjvcX8hZa4+n0sITJgwgcrKSr766ivsdrs74/IbgT5g6BLoDbztdBmn33id5gP7MQ8cTJ+7voU+OtqjMTQ0t7PzcCXbDlSw82glbe0OQoxaRvSPYd60vucdZxTo9eFvpD58SzDWhyQE1Bfo/XsgtpOO+jrOfLj47EkE4RFEz52HdfhIry8jAKhpaOWLgmJWbDqOyaDl2itSmDEyCYNevVOPxPkC8T3u66TM1eeJ/t2lYwe3bdvG0aNHmT59OrGxsW4My38E+rFEXQL9GBGt1Uro2PHo7HZqN6ynJj8PjdGEKTXNYwMJg15LUoyV0QP7cNWoJNLj7SgofLm7jKJDZ8jOjDqXFAj0+vA3Uh++JRjrQ44dVF+g9++B2E40RiPWnOGYBw2mef9eavJyaTlyGFN6Olqr1auxmQw6rhyVwqCkMMqrm8kvLGHDrjIsJj2J0VafSFoEmkB8j/s6KXP1eaJ/dykhEBcXx5IlS6ioqOD66693Y1j+I9AHDF2CoYErioIpNY3QK8bSWlJM7apcmvbsJiQzE63Ns9++abUaYiPNDOsXTUaCnbXbS9mwq4yByeGEWY1BUR/+ROrDtwRjfUhCQH2B3r8HcjvRR0RinzgZrc1G/ZcbqcnLxdnejik9A8WL+19ZLEa0OBkzqA8DksM4XFpLfmEJ2w6cITrMREy42WuxBaJAfo/7Kilz9flkQiA2NpY333yTffv2kZWVRWhoqBvD832BPmDoEkwNXGs2YxszFkN0DHVffUnNqlwUjebsQELzzfX87hYTFkJ2ZhSb954mf1sJiTFWMpLCg6Y+/EEwtQ9/EIz1IQkB9QV6/x7o7UTRaAhJzyB0/AQ6amuoXZVH3aYv0UdFo4+N9co38l8v8yh7CBOz44mPsrDjcCV520o4VFxDYrQV+2UcSyz+LdDf475Iylx9nujfXdpD4K677gLg2LFjVFRUAJCcnEx0dDSai/yipCgKb7zxxmWG6psCfY1hl2BdE9RRW0P5O2/RsLUAY3IKsffchzEp2Sux1DS08uLiHZwor+e/5mQxur9n9zgQ3QvW9uGrgrE+ZA8B9QV6/x5s7aTpwH7K33qTttISLEOziZ43H0N0jEdj6K7M2zsc5BeW8MmGozS1dDB2SCw3Tkwn0u79TRH9WbC9x32BlLn6fG5TwQEDBqAoCi685OxDFIW9e/e6HJw/CPQBQ5dgb+D1BVsof3shnU2NRMy8lojrbkCj13s8jpa2Dv62dA9Fh85w1agkbrsyE41G1h16W7C3D18TjPUhCQH1BXr/HoztxNnRQc2qXM58/BF0dhBx7fWEz7wWjd4zO/5fqsybWtr59MvjrCwoBmDGyESuG5uC2eT58UYgCMb3uLdJmavPE/27Swup5syZI5ueiKBkGzkK84CBlL//DlXLPqFh21b6fOs+QtI9e/ymyaDjwZuy+GjjMZatP8qZ2ha+M2sQRtmlWAghhLgoRacj/KprsI0eQ8Wi96hc+hF1X24k5o47sWQN9XZ4mE16br0ykyuHJ7Bk7VGWbzrBuh2nmDUulSuHJ1zwGGIhhLhcLs0QEN8U6N8gdJGM37817NhO+cI36KipJnz6VUTOuQmN0bPr/aKjbbzz2R7eyztIalwoP7hlKHaLnGnsLdI+fEsw1ofMEFBfoPfvwdhO/lPT3j2Uv72QtrJTWIYNJ2buHegjo9z2PFfL/HhZPYvyD7H3eDXRYSZunpzBqAEx8uVcD8l73POkzNXnc8cOim8K9E2HusgmIf9m6BNL6MRJOBobqFmVR/2WzRgTE9FHeW5Nv8ViJDbMRHKMlfzCEjbvPc3gtAhsZkkKeIO0D98SjPUhmwqqL9D792BsJ/9JHx2NfdIUNEYjdevXUZOfB4ApLR1Fq/7MO1fLPMxqZNyQWDIT7Ow/UcOqbSXsPFJFXKRZ9hfoAXmPe56Uufp87pQB8U2BPmDoIg38fBq9Hmt2DiH9+tO4vZCa3BV01NYS0q+/R/YW6KqPuEgLg9Mi2LirjDVFpaTFhxIdFuL254vzSfvwLcFYH5IQUF+g9+/B2E4uRNFoCOnbj9ArxtF+poLaVXnUF2zBEBen+qaDvSlzRVGICTczOSeBSLuJokNnyC0o5nhZPcl9rPJFwEXIe9zzpMzVJwkBPxDoA4Yu0sAvTB8VjX3iZBzt7dTm51H/1UYMsXEY+vRx63O/Xh/hNiMj+0dTdLiS3IKTRIaaSO4j04c9SdqHbwnG+pCEgPoCvX8PxnZyMVqzGduo0ZjS02ncuYOa3BW0lpZgSs9EG6JOov1yylxRFFL62JgyLAGTQcuXu8vILSimpqGV1FgbJoNL24IFBXmPe56Uufq8euzgn//853P//eCDD37jZ67qukegCfQ1hl1kTdClNR8+xOl/vEbbqVJsY8cRc/sdaK1WtzzrQvXR1NLOX5bsYu/xam4Yn8rsCWmyztBDpH34lmCsD9lDQH2B3r8HYzvpKUd7G9VfLKfq009AoyFy1mzCp1+Foru8X7rVLPO6pjY+2XCM1YUl6LQarhmTzNWjkyQx8DXyHvc8KXP1efXYwa4jBoFzRwZ+/WeukmMH/Zs08J5xtLdT9elSqj7/DK3VSp+77sGanaP6c7qrj45OB28s38eGnWWMHRzLt2YOQK+TXYndTdqHbwnG+pCEgPoCvX8PxnbiqvaKCsrff4fGokIM8fHE3LEA84CBvb6fO8r8dFUTH6w5zNb9FdgtBmZPTGPi0Di0Gun75T3ueVLm6vPqsYPx8fE9+pkQ4t80ej1Rc27GOnwkZf/3d0pf+iOh4yYQPfcOtGaz25+v02q499qBxISFsGTdUarqWnjgpiysIXKGsRBCCOEKfXQ0CQ/+kIbtRVS8+zbFv3sO25griL51LrqwMG+HB0CfCDMP3JjFoZJaFq06xJvL97Nyy0lunZJJdmakzBQUQlySHDt4mQL9G4QukvFznaO9napPPqbq80/RhYXT51v3Yhk8RJV796Q+vtxdxuuf7cVmNnD3Nf0ZmuG+o5SCnbQP3xKM9SEzBNQX6P17MLaTy+Foa6Pq80+p/vxTFJ2OyNk3EjZ1ukunEbi7zJ1OJ9sOnOGD1Yc4Xd1M/6QwbpuaSVpcqNue6cvkPe55Uubqk2MH/UCgbzrURTYJcZ2i1WIeOAjzkKE07dz+r5MIajD374+iu7xv7HtSH0kxVoakR7LrSBUrC4o5U9vMgOQw9Dr1j1IKdtI+fEsw1odsKqi+QO/fg7GdXA5Fq8U8YCC2UWNoLS2hNj+PhqJCjAlJ6CMje3QPd5e5oijER1mYMiwBu9VAwf5yVhYUc6qykeRYGxZTcM0WlPe450mZq09OGfADgT5g6CINvPf04eGETpiEs72dmvw86jZ/hTExCX1UdK/v2dP6CLcZmTg0HqfTSf62UjbsOkVcpJk+Ee5fvhBMpH34lmCsD0kIqC/Q+/dgbCdq0Fqt2MaMxZiUTGPhVmpyV9B+pgJTRl80xou3Q0+VuUajkBYXypScBDQahQ07T5FbUExjcwdpcaEY9MHxxYC8xz1Pylx9khDwA4E+YOgiDfzyKFotlsFDMA8cRGNRITW5K+hsaCCkX/9e7VrsSn1oNQqDUiPIyohk97EqVm6R2QJqk/bhW4KxPiQhoL5A79+DsZ2oRVEUjHHx2CdNAaBmzWpq165GYzJhTEntdt2+p8tcr9MwMCWc8VlxNLa0s7qohNWFpWg0kBprC/iNB+U97nlS5uqThIAfCPQBQxdp4OrQR0ZinzgJR0szNavyqC/YgiklFX1Ez6YbdulNfXTNFoB/zxaIjTATK7MFLpu0D98SjPUhCQH1BXr/HoztRG2KTod54CBsI0fRevIENavyaNxehDEpGX14xDeu91aZhxh1DOsbzYj+0ZyuaiJ/Wwlf7irDGqInIdoasBsPynvc86TM1ScJAT8Q6AOGLtLA1aPodFiysgnp15+GbQXU5K7A0dpCSL9+Pd6cqLf1odUoDEyJYGhmJLuO/mtvgZpm+ieHYZDZAr0m7cO3BGN9SEJAfYHevwdjO3EXrc2Gbew4jPEJ1G8roGblCtqrqwjJyDxvGYG3yzzUYuCKwbH0S7RzsLiO/MISig6dISY8hOiwEK/F5S7eLu9gJGWuPkkI+IFAHzB0kQauPn1UNPaJk+hsaKBmVS4N27ZiSktDFx5+yddebn2EWbtmC0D+thI2ymyByyLtw7cEY31IQkB9gd6/B2M7cSdFUTAmJBA2aTLOzk5qu5YRmC0Yk5NRFMVnyjw6LIRJOfHERpjZfqiSvK3FHC6tJSnaSqjF4O3wVOMr5R1MpMzVJwkBPxDoA4Yu0sDdQ9HpsWbnYErPoGHrFqpzV+Jsb8eU2feiswXUqI+zswXCGZoZye5/zRaokNkCvSLtw7cEY31IQkB9gd6/B2M78QRFp8cyeAjW4SNpPXaU2vw8mnbtxJicgj2hj8+UuaIoJMZYuXJYPGajnk17TrOy4CSVtS2kxoUSYnR9fyNfI+9xz5MyV58kBPxAoA8YukgDdy9DTB9CJ0yks6aGmlVnjzIyZWSgs4dd8Ho16yPMamRidjxOZLZAb0n78C3BWB+SEFBfoPfvwdhOPEkXGkrouAkY+vShvmDz2dMIamrQpaSjMfjOt/BajYbMRDuTcuJxOJ2s21HKqq3FtLZ3khYXil7nvxsPynvc86TM1ScJAT8Q6AOGLtLA3U+jN2AdNgJjcgr1WzZRk5cLQEhGJsp/7ASsdn1o/jVbIDsz6txsgY5OBwNTwgN2syE1SfvwLcFYH5IQUF+g9+/B2E48TVEUjIlJ2CdOxtnexpncXOrWr0Vrs2FMTPKp/tWg1zIkLZIrBsdS29BGfmEJa7eXYtBrSe5jRaPxnVh7St7jnidlrj5JCPiBQB8wdJEG7jmG2Djs4yfSUXmGmlW5NO7aiXVoDhqT6dw17qqPrtkC9U1trCwopr3DwaBUSQpcirQP3xKM9SEJAfUFev8ejO3EWzR6PZYhQ0m6cgLVu/dSuyqPpr17MKWkorPbvR3eeSwmPSP6xzA0I5Li8gbyC0vYvPc0YVYjcZFmvxoPyHvc86TM1ScJAT8Q6AOGLtLAPUtjMGAbMQpDfDy169bSsGUzlqyhaK1WwL31odEoDM2IpL65nZUFxbRJUuCSpH34lmCsD0kIqC/Q+/dgbCfeFpbQB13OaPRRUTRs2UT1yhV0NjViSs9Eo9d7O7zzhNuMjBsSS1pcKHtP1LBqWwm7j1URH2khItR06Rv4AHmPe56UufokIeAHAn3A0EUauHcY4xMwDxxM3Yb11G1Yh3nAIHRhYW6vD0VRGJoeSUNXUqBdkgIXI+3DtwRjfUhCQH2B3r8HYzvxNovFSFNzO6bkFOwTJ+NobqY2fxV1G9ejs9sxJCT6VD+rKAqxEWYm58QTGWpi24EKcguKKS5vILmPDWuIbyUx/pO8xz1Pylx9nujfFafzwt3dtGnTzl6gKOTm5p73M5cf8rV7BJrKygYcjgAeMfxLdLSNiop6b4cRtNrKTlH8h9/R2dBI/APfJ3XyFR6pD6fTyTsrD5K3rZirRydx25WZPjVY8RXSPnxLMNZHdLTN2yEEnEDv34OxnXjbhcq85dgxyt9+k5ajRwjp15+Y+XdhTEjwUoQX19rWyRdbTvD5phO0tzuYPCye2ePTfPaoQnmPe56Uufo80b93e6ZISUkJwHmD/66fuUp+gRDi8hhi40h+5BcU/+EFSl78PRbND2HAULc/V1EU7pjRF4AvNp/E6YTbp0pSQAghhFCDKTWVpEd+Qe36tZz5cDHHf/VLwqfNIPKG2WhMId4O7zxGg5YbxqcxOSeBpeuPsqawlC93lTHzihSuGpWEUS9HFgvhj7pNCDz44IM9+pkQwjN0YeEkPfQIpS+9yIEX/kD03DsInzbD7c89lxRQYMWWk4AkBYQQQgi1KBoNYZOmYBs2gjNLPqB6xXLqNn9FzG3zsI4a7XP9rd1iYMHV/Zk+MpEPVh9mydoj5G8r5saJ6YzPivPLEwmECGbdLhkQPRPoUwq7yBQg3+Foa6Pqjb9TtWkLEdfNInLOTR4ZLDidTt7NPUju1mJmjExi7jRJCnSR9uFbgrE+ZMmA+gK9fw/GduJtPS3z5iOHKX/rTVpPHMc8cDAxd8zHEBfvgQh758DJGhbnH+JwaR0J0RZunZJJVnqE18cI8h73PClz9Xmif5dNBS9ToG861EU2CfEdilZL8owp1JaepiZ3JR011ViyhqJoNO59rqIwJD2CptYOcguKaWrtYEia9zt8XyDtw7cEY33IpoLqC/T+PRjbibf1tMz14RHYJ05GFxpK3Vcbqc5biaOtjZCMTBRdt5N7vSbSbmLi0DgSo63sOlJF3rZiDhbXkhhtJczqvc8meY97npS5+uSUAT8Q6AOGLtLAfYvFakLJHAROBzW5K2ktKcaaMwxF6971e8r/Z+++46Oo8z6Af2a2ZrOb3nsCJBB6EEIXBDtwJ7aooNjRg+fOdigCYgF8Tn3uFDk89U6RIhZERQ6BhBpa6L1ISyCNkF5I2d15/kiBCAEStszufN6v45LM7sx89/edn7/Z7zRBQJdYP1yosbAocAn2D3lRYj5YELA9dx/fldhPnK01bS4IAvSxcfAaMAiWslKUrk1D2dYtUPsHQBsSKrtxVxAEhAV4YkjPcJgMGmw/cg6rd5xBfnEVokNMMOgd/0QCbuOOxza3PRYEXIC77zA0YgeXl8Z8GDomQvT0REnqalw4dhTGpCSIGvve7bexKFBda8HqHWdRVW1GFxmcGuhM7B/yosR8sCBge+4+viuxnzhbW9pc1Olg7NkLhk6JqDpyGKVpq1F96hT0sXFQGY12irTtRFFAXJg3bu4RDkEA0vflIm3nWVyosSAm1ASt2nE3HuQ27nhsc9tz6mMHr6aoqAgrV67E/v37UVhYiOrqalxtMYIgYN68eTcUqFy5+zWGjXhNkLz8Ph/lGduQ++9PoQ0JRcQLL0Ht42v3GCRJwjdrjmPV9jMY1isCDw3vAFGhRQH2D3lRYj54DwHbc/fxXYn9xNlutM0liwUla9NQ+OMPkMxm+N55N/zuvBuiVp6P/QOAorJqLN14Epv358GgV2NE/xjckhQBjdq+lzkC3MadgW1ue44Y31tdEPjuu+8wc+ZMVFdXA8BVCwFNKxEEHD58uG0Rypy77zA0YgeXlyvlo/LQQeTMmQ2V0RMRL7wCbUiI3eO4tCgQFWzEA0PbIzHGz+7rlRv2D3lRYj5YELA9dx/fldhPnM1WbW4uKUHBd4tRvm0rNAGBCHzoERi797BBhPaTlV+O79edwIFTRQjw1mP0zXHo0ynYrgcSuI07Htvc9mRXENiwYQOeeeaZpr87deqE6OhoeHhc+zmps2bNaluEMufuOwyN2MHlpaV8VJ8+jewPPwAkIPzPL0AfG2f3WCRJwtZD+fhh/UkUllWjS5wf7h/SHpFB8juV0V7YP+RFiflgQcD23H18V2I/cTZbt3nVkcM4t2g+anNy4Nm9B4JSHoEmMNBmy7eHg6eK8O3a4zhzrgIxISY8MLQ9Okbb56xGbuOOxza3PdkVBMaNG4etW7ciKioKH3/8MeLj4+0Zm0tw9x2GRuzg8nK1fNTm5yH77x/AXF6GsOcnwrNzF4fEVGe2IG1nNn7ZfBoXaszo3zUE9wyKg5+X3iHrdyb2D3lRYj5YELA9dx/fldhPnM0ebS6ZzShOW43Cn38ErFb43TUCvnfcaff7Cd0IqyRhy4E8LN14EkVlNejezh/3DW2P8ABPm66H27jjsc1tT3aPHZwxYwbq6urw/vvvIykpyY5huQ53v+lQI94kRF6ulg+V0QjTTX1QdWAfilNXQ+3nB31UtN1jUoki2kd4Y3CPMEgSsHFfDtJ2ZaOm1oKYEC+HXC/oLOwf8qLEfPCmgrbn7uO7EvuJs9mjzQVRhEf7DvDqNwB1hYUoXZuG8u0Z0AaHQBsUbNN12YogCIgKNmFIj3DodWpsPZSH1TvOoLi8BjGhJui1tnm0Irdxx2Ob257snjIwd+5cmM1mvP7669Dr3f+o3/Vw9x2GRuzg8nKtfIh6PUx9+qLm1EmUrF4Fc1kZDJ0S7f5YQgDQalToHOuHfl1CUFZZi7W7s7Fhbw7UKhHRISaIovvdeJD9Q16UmA8WBGzP3cd3JfYTZ7Nnm6s8PGC6qTf07dqj8sB+lKStRs3ZM9DHtYfKYLDLOm+USiWiQ4QPBncPQ53Fig17c7Bm11mYLVZEh5hu+EACt3HHY5vbnuwKAsuXL0dRURFSUlLg5eVlx7Bch7vvMDRiB5eX68mHqNHAlNwXktmMktRVqDp8EIbOXaG6jnt+2IJBr0GvhCD0aB+AswUVWLs7G1sP5SHY1wPBfvLcOWkr9g95UWI+WBCwPXcf35XYT5zNEW2uDQqC9+CbIep0KE3fiJK1aRAEAfrYOAiiPM/U02lU6Brnj76JwSgqq8Ha3dlI358LnVaFyCBjmw8kcBt3PLa57cmuIFBRUYEtW7YgMjIS3bt3t2NYrsPddxgasYPLy/XmQxBFeCZ2hjY8HKUbNqBs0wboY2KhCXDcTYd8jDr07xKC9uHeOJJZgjW7shEf4YMAH8cUJhyB/UNelJgPFgRsz93HdyX2E2dzVJsLKhU8OsTDq28/1J7LR+naNFTs2A5taJisbzro6aFB745B6BLnh6y8cqzdnY3tR87Bz6RDiJ8BQiufSMBt3PHY5rYnu4JA165dkZ6ejpUrV6Jv374IDpbntUmO5O47DI3YweWltfnQhYXDlJSEyr17Ubx6JQSNFvr27Vs9uLaVIAgI8jWgb2Iwdh0rQPq+XCTFB8LooXHI+u2N/UNelJgPFgRsz93HdyX2E2dzdJurDAZ49UmGLiYWlfv2oiR1FWrzcusvI3DQ2YJt4WfSY0DXUESHmHA4sxhpu7JxJLMYoQGe8DNd/yXL3MYdj21ue7IrCOzatQvdu3dHRkYG5s2bh6ysLFy4cAHFxcXIzc1FTk5Oi//Cw8Pt+DGcx913GBqxg8tLW/KhMpng1X8Aas/loyRtNWqzz8LQpRtEjeO+lGvUKnRt54/0fbnYebQAyYnB0Gnsf18De2P/kBcl5oMFAdtz9/Fdif3E2ZzV5trgEHjffDMElQqlG9ajZN1aiBo19NExsr2MQBAEhPp7YkjPMPgaddhxrACpO84i+3wlooON8LyOAwrcxh2PbW57jhjfW/XYwY4dOzYdUZQk6bqPLgqCgEOHDrUtQplz98cSNeJjROTlRvIhSRJKVq9EwfffQhMUhLDnJ0IX5tiC3fHsUvxt0W7EhprwckpPl38CAfuHvCgxH3zsoO25+/iuxH7ibHJo89qCcyj4eiEq9+2FNjwCQY+MhSE+wakxXY8LNWaszMjCrxlZsFgkDO0ZjpEDYmAytPx4RTm0t9KwzW3PEeN7qwsCbVqJIODw4cNtmlfu3H2HoRE7uLzYIh9Vx44i95M5sNbUIGTckzD17mOj6K5PxuF8fPLTQfTrHIynRiQ67PIFe2D/kBcl5sNVCwJ5eXn48MMPsXHjRpSUlCAoKAjDhg3DhAkT4O3tfc35q6qqkJqaivXr1+PgwYPIy8uDIAiIjY3FiBEjMGbMGGi1bXseu7uP70rsJ84mlzaXJAmVe/fg3NcLYC4shKlvPwTe/yDU3j7ODu2aSipq8FP6KWzYmwO9VoW7+kbj1psiob3C2YZyaW8lYZvbnuwKAtnZ2W1ekbteMuDuOwyN2MHlxVb5MJcUI2fuHFSfOA7fW29HwL33Q1Db5vm/12PZplNYuvEU/jgwFqMGxjpsvbbG/iEvSsyHKxYEsrKykJKSgsLCQgwbNgxxcXHYt28ftm3bhtjYWHz99dfw9fW96jI2bNiAp59+Gj4+PkhOTkZUVBTKysqwZs0aFBQUoGfPnpg3bx50utafcunu47sS+4mzya3NrTU1KFrxC4p/XQFBo4H/H0fDZ8gtDnlE8Y3KPl+JJetOYM/x8/A16TB6cBz6dQ5p9kQCubW3ErDNbU92BQFn4REE52MHlxdb5kMym1Hw7WKUrEmFR3wCQp99zmFHCSRJwr+XH8bmA3l4ZmQi+nYOcch6bY39Q16UmA9XLAg8+eSTSE9Px5QpUzB27Nim6bNmzcKXX36JBx98EG+99dZVl3H48GH89ttvuOOOO5qN4xUVFXj00Udx8OBBTJo0CU888USr43P38V2J/cTZ5NrmtXl5OPf1AlQdPABdZBSCHhkLj/YdnB3WdTmaVYxv1x7HqdxyRAYZcf/QdugS6w9Avu3tztjmtseCAHgEQS7YweXFHvko27YF+fO+gOhhQNj4P8Gjg2N2BurMVnzwzR6czCnFKw/1RIcI+Z+y+HvsH/KixHy4WkEgKysLt956K8LDw5GamgrxkhubVVRUYNCgQZAkCZs3b4bBYGjTOpYtW4aXX34ZQ4cOxSeffNLq+d19fFdiP3E2Obe5JEmo2LUDBYu/hrm4CF4DBiHgvvuhNnk5O7RrskoSdhw5h+/XncD50mp0jvXD/UPaoVeXMNm2t7uS8zbuqhwxvrfqKQPO8OKLL+Lo0aOYMmUKJk+ejP79++Oee+5BRUUF1q1bh/LycgwdOvSqy6iqqkKvXr0wc+ZMjBgxAv3798fQoUPxwAMPYNOmTdi3bx+8vLzQs2fPVsfn7nchbsS7hsqLPfKhi4iEsXsPVOzeheK0VVD7+UEfFW3TdVyJShTQo0MAdhw5h/T9eeiVEHhddw+WE/YPeVFiPlztKQOrVq3CmjVrcNddd+EQj97fAAAgAElEQVSWW25p9ppWq8X27dtx8uRJ9OvXD5GRkW1ax8mTJ/Hrr7+iffv2uPvuu1s9v7uP70rsJ84m5zYXBAG6sHB4D74ZktWK0g3rULp+PUQPD+iiomV9nx9BEBAeaMSQnuEwemiQcSgfqTvOIq+oChEBnvDQOe5SSKWT8zbuqhwxvsv61t5ZWVlIT09HeHg4HnnkkWavTZw4EQaDAT///DOqqqquupxOnTph1KhRl10WYDQa8fjjjwMAMjIybBs8kQvSRUQiaso0GBI6Iv+Lf6N0w3qHrNfoocFf7u8OSZLw92/3ooyDCZFbO3nyJAAgJibmiq9HR9cXI0+dOtXmdSxZsgQAMGjQoDYvg0hpRL0egfc9gOg33oYuKgrnFnyFrJlvo/rUSWeHdk0atYjbekfi3fH9cEdyFDbuycZrn27F9+tOoKra7OzwiGSrxZJZp06dADR/ZGDjtNZq62MHt23bBgAYOHBgs9MJgfov80lJSUhPT8fevXvRr1+/NsWmbriBmsoFbqBC5AgqgyfCJv4ZOXNmI/+rLyBJEnxuHmL39Qb7GfA/93XD+4v34MPv9uKVh3pCr2VVn8gdVVRUAABMpiufCtk4vby8baeeLliwABs3bkSnTp1w7733tmkZ/v7GNs3nSlztUhN34DJtHpiA8G5v4/zGdJz6zzxkzXwbwbfdiugxD0PjJe/PEAjg+Ug/3Dc8AQt+PYz/bs3Exn25SLktHnf2i3X5Rx3Lncts49Skxb3tK91awNG3G7ieIwjp6ek4depUmwsCN3oEQQk7DI3YweXF3vkIfGMyjrz7Hs7N/xJGTy1C77zdrusD6j/TJI0aM7/MwOfLj2Dqk8lQq1xj4Gb/kBfmQ7lWrVqFmTNnIjAwELNnz4ZG07ZLkHgPAbI1l2zzTj0Q9VYCCn/+EfmrV6Ng02YE3ns/vAYMgiDKe3wOCjRh7K3xGNw1FN+uPY7PfjyAn9adwL1D2uGmhEBZXwbhqlxyG5c5R+zPtFgQmDVr1nVNsydXOILg7jsMjdjB5cVR+fB/6jnU1n2Mk598ioryC/AZOszu64wLNuLROzriyxVH8Ld52/HkiE4QZT5os3/IixLz4WoFEKOxvpje0vjdOL2l8b8lqampePHFF+Hn54evvvqqzfcfIKKLVB4eCHrwIXgPGIhzC+cjf94XKN24AUFjHnXIvYZuVHSICS+n9MCBU0X4bu1xzP3xAOLCvPDA0PaIj3S9GxkT2VqLBYF77rnnuqa5KlsdQSByZ6JGg9DnJiD3X//EuYXzIUkSfG8Zbvf1Du4ehpKKGvy48RS8jVo8MLS93ddJRI4TFxcHADh9+vQVX8/MzAQAxMbGXvcyV6xYgZdffhkBAQGYN29ei2cXElHb6CIiEfHX11C+dTMKvv0GWW9Ph8/QW+D/x9FQGTydHd5VCYKArnH+6Bzjh00HcrF0w0m8u3AXenYIwH1D2iHUX97xE9mTrC/Q5REEIucTNRqEjf8Tcj6Zg4JFCwCrBN/ht9p9vSP7x6C0sha/bsuCj6cWt/WJsvs6icgxkpOTAQDp6emwWq2XPXZw165d8PDwQPfu3a9reT///DNeffVVBAcHc1wnsiNBEODVbwA8u/dA4Y8/oGTtGpRv347A+x+EqV9/2Z+GL4oCBnULQ59OwVi9/Qz+uzUTUz/PwOAeYfjDwFh4e2qvvRAiNyPri3/sdQThz3/+M/z9/bFgwYKmdRBRywS1GmHj/wRjz14oWLwQxatW2n+dgoBHhsfjpoRALF5zHFsP5tl9nUTkGFFRURg4cCCys7OxcOHCZq/Nnj0bVVVVGDVqFAwGQ9P0EydO4MSJE5cta+nSpZg0aRJCQ0OxYMECFgOIHEBl8ETQw2MRNXU6NIGByPvPZzj7t1moOXvG2aFdF51GhRH9Y/Du+H4Y2jMcG/fm4NV/bcHP6adQU2txdnhEDiVIjr5TYCtkZWXh1ltvRXh4OFJTUy87gjBo0CBIkoTNmzc322loiT2OIPAeAuQMzsqHZDYj97NPULFzBwIfSIHvbXfYfZ11Zgv+75u9OJ5dij/f3w1dYv3tvs7WYv+QFyXmw9XuIQDUj/EpKSkoLCzEsGHD0K5dO+zduxfbtm1DTEwMFi9eDF9f36b3JyQkAACOHj3aNG3r1q14/PHHYbVace+99yI0NPSy9ZhMJowbN67V8bn7+K7EfuJs7trmktWKss3pOP/9d7BUVcLnluHw/8M9UHl4ODWu1rR3flEVvl9/AjuPFsDbU4s/DorFwG6hUMn8xoly467buDM59aaCAHD48GGsWrUKQP2j/3r16tXs9aqqqsumXUoURSxevBhdu3ZtU3CNRxDS09OxcOFCjB07tum1xiMIDz744GVHEACgXbt2zZa1dOlSTJ48GWFhYfjqq68QHh7eppiIlExQqxH69HjkCv9CwbeLIVmt8LvjLruuU6NWYeK93fDuwl2Y88MB/PXhnogN9bLrOonI/qKiorBkyRJ89NFH2LhxIzZs2IDAwEA8+uijmDBhAry9va+5jJycHFitVgAXnxr0e+Hh4W0qCBDR9RFEEd4DB8PYIwnnl36PkrTVKN+egcAHUmDqkyz7ywiA+kcf/+merjieXYpv1xzHvF+PYvWOs7hvSDt0b+fvEp+BqK2ueoZASkoK9u7diw4dOuDbb7+FXq9v9npVVRWSkpKuuoKkpCQsWrSozQHyCII8sOInL87Oh2SxIO/zf6F8ewYC7r0ffnfebfd1FpfXYNaCnagzWzH98d7wNursvs7r5ex8UHNKzIcrniEgd+4+viuxnzibUtq8+tRJ5C+cj5rTp+DRsROCHh4DXZjjD8S1tb0lScKuY+fx/brjyC++gI5RPrh/aHsejLgOStnGHcmpZwgcOnQIe/bsgSAIeOutty4rBlxKEAS88MILl03//PPPsXv3bhw5cgQdO3ZsU4A8gkAkP4JKhZCnngUEEeeXfAdIEvzuGmHXdfqadPif+7rhnXk7MPeng3jloR48lY+IiEhm9LFxiJo8FaUb1uH8D0uQ+eY0+N56O/xHjIJ4le8TciEIAnolBKJ7e39s2JuDn9JP4e15O5CcGIzRg+MQ6OPcSyGIbK3FgsDKlfU3DRswYAB69OhxzQU988wzl00rLi7GF198gRUrVrS5IAAAoaGhmDVr1nW999IzAxqNHj0ao0ePbvP6iehygkqFkCefBgQB53/4HnXFxQh68CEIavs9vCQi0IjH7uiIz345hB/Wn8T9fBwhERGR7AiiCJ8ht8DY6yacX/Idin/9L8q3bUXggw/B2OsmlzgFX60ScUtSBPp1DsGKbVlYlZGFnUfP4ZakCIzoHwOjBx9ZTu6hxcNre/fuhSAIuP3229u88EGDBgEA9uzZ0+ZlEJF8NRYFfG+7A6Vr03DmvXdhLim26zr7dQnBkJ7hWLEtC7uOFdh1XURERNR2apMXQsY9icjXpkBlNCL3kznI/scHqM1znScHeejUGD04DrOe7Yd+nUOwescZvPrJFvy6LQt1Zj6RgFxfiwWBxpvzXc/ZAS1pfBxgS48NJCLXJ4giAh9IQeizz6Pm7Blkvj0dVccuP1PHlh4a1gExISb8e/kh5BdX2XVdREREdGM82rVH1JQ3EPjwGFSfPIHM6VNwfukSWGtqnB3adfM16fD4XZ3w5uN90D7CG9+uPY7Jn27DloN5sMr3oW1E19RiQaCsrAwAEBAQ0OLMarUaI0aMwIgRV7522GQyNVsWEbkvU+8+iJo8DaJej7Mf/A3Faathr6eaatQinr+nC0RBwJwfDqCmjhV6IiIiORNUKvjeMhwx77wLY+8+KFq+DKenTUbF7l1221+wh4ggI/5yf3e8ktIDRg8NPlt2CH9buAtFZdXODo2oTVosCDRe22M2m1ucWavV4v3338d77713xdcvXLgAAC7VyYmo7XTh4Yh6/Q14du2Ggq8XIu/zT+1W/Q/w9sAzozoju6ACC1Ye5X9niIiIXIDa2xuhTz6DiL++BlHvgZw5HyHno7+j9tw5Z4fWKp1i/DB13E14/K6OyDxXgTf+k4Hdv/FSRnI9LRYEGh/ld+4GOmdew/VBPj4+bV4GEbkWlcGAsOcnwv+Po1GesRVn3n0HtQX2GeS7xvlj5IAYbDqQhw17c+yyDiIiIrI9Q3wCoqdOR+ADKag6dgyZ0yaj8OcfYa2rdXZo100UBAzqFobp43ojwNsDs5fsx6LUY6gzW50dGtF1a7EgEBMTAwDYvn17mxeekZEBAIiOjm7zMojI9QiiCP8RoxD+5xdRV1iErLeno3L/Prusa9SAWHSO9cOCVcewZP0J1NTy8gEiIiJXIKjV8L3tDsTOmAVjUi8U/vwjMqe9jop9e50dWqsE+xkweWwvDL8pAqk7zmLm/J3IL+I9jsg1tFgQ6NevHyRJwqJFi2CxtH4H22w24+uvv4YgCOjfv/8NBUlErsmzS1dET50OjX8Asj/6OwqX/QTJatuquSgKGP+HzujTKRjLt2RiyudbsfNoAS8hICIichFqH1+EPvMcIl76KwSVGjkf/R3Zcz5CXeF5Z4d23TRqEQ8Pj8fEe7vifOkFTP9yO7YedJ2nKZByqaZPnz79Si+EhYVh0aJFKCkpQWlpKQYPHtyqBc+YMQObNm2CVqvFjBkzYDQabRGv7Fy4UAslfO/w9NShqsp1TuFyd66UD5WnJ7z69UddUSFKUlejNjcXxqReNn0GsVatQq+EQHSM8sGhzGKk7TyLU7nliAvzcshzgl0pH0qgxHx4euqcHYLbcffxXYn9xNnY5temCQyE9+AhEHU6lKVvRMnaNACAPjYOgkrVqmU5q71D/T3RNzEYx8+WYvWOsygsq0ZitB/UqhaPw7oNbuO254jxvcWCgMlkQllZGfbs2YP9+/fjt99+Q1JS0jW/2Ofn52Py5Mn46aefIAgCxowZgzvvvNMescuCu+8wNGIHlxdXy4egVsPYMwmiVoeStFWwXqiCZ5duNl9PgLcHBncPg6dejc0H8rBmVzZ6dgiAl6fW5uu6lKvlw90pMR8sCNieu4/vSuwnzsY2vz6CKMKjQ3z9wYSCApSuSUP5ju3QhoRAGxR03ctxZnt76NTo3yUEkgSk7TiLnccKkBDpY/f9EWfjNm57jhjfBekq59XW1dXh8ccfx44dOyAIAlQqFfr374+kpCTExsY2FQcqKipw6tQp7Nq1C5s3b4bFYoEkSejduze++OILqNVqu38QZyksrIDV6sZ7DA0CA00oKCh3dhjUwJXzce6br1GyeiUCUx6G7/Db7LaeorJqvP75NvRsH4BnRnW223oA186HO1JiPgIDTc4Owe24+/iuxH7ibGzztqk8sB/nvl6Auvx8GG/qjcAHHoLGz++a88mlvQ+fLsKnyw6hqsaMlGEdMKRHmE3PkpQTubS5O3HE+H7VggAAVFVVYerUqVi+fHn9DNfYgBsXd/fdd+Ptt9+GwWCwUajy5O47DI3YweXFlfMhWa3I/WQOKnbvQuhzE2BK6mW3dS1O+w2pO87i3Wf7IsDHw27rceV8uCMl5oMFAdtz9/Fdif3E2djmbWetq0PxyhUoWr4MEEX4j/wDfIffBuEqBx3l1N5llbX4/JdDOHCqCDclBGLcnR1h0Nv/kkZHk1ObuwtHjO8tXjLQSKPR4Pbbb0f37t1x/vx55OTkwNrCTcFEUUTfvn0xffp0PP3009Bo3G9D/z13P6WwEU8BkhdXzocgCPDs3hNVhw+hdG0aDImdofG9dqW/LcICPJG68ywsVgnd2vnbZR2Aa+fDHSkxH7xkwPbcfXxXYj9xNrZ52wkqFQzxCfDq2w+1+XkoXZOGip07oA0LgyYg8IrzyKm9dVoVkjsHQ6dVYe2ubGw7lI+4cC/4mfTODs2m5NTm7sLplwxcSWVlJfbs2YPs7GyUlpYCALy9vREeHo7u3bu77c0DW+LuRxAaseInL+6QD3N5Gc7MfAfW6guIfG1qq64LbI1//3II24+cw3vP94fJYJ9r99whH+5EifngGQK25+7juxL7ibOxzW2nYu8eFHy9EHXnC2Dq0xeBD6RA7ePT7D1ybe8T2aX4188HUVxeg9E3x+H2PlEQ3eQSArm2uSuTxRkCv6fVahEVFYXOnTujV69e6NWrFzp37oyoqChote59o4wrcfcjCI1Y8ZMXd8iHqNPBs0tXlG5cj4rdO+GV3A+iHf4bEuxnQOqOs9CqRXSM9rX58gH3yIc7UWI+eIaA7bn7+K7EfuJsbHPb0YaEwHvwEEAUUbZxPUrXrYGg0UAfEwtBrL+bv1zb289LjwFdQ5BXVIXUHWdxMrcMnWP8oNO27ikKciTXNndljhjf3f/5F0QkW9qQEIRP+AvMhYXI/vhDWOtsP4iEB3iiR/sArNmVjZpai82XT0RERI4narUI+MM9iH5zBvTtO6Dgm6+R+dYbuPDbMWeHdk0GvQbP/7ELxt6egCOZJXjjiwwcPl3k7LBIoVp9hgA15+5HEBqx4icv7pQPjb8/tCEhKFm1ErX5+TAm9bL53Xf9vHRYsysb3p5axIV523TZgHvlwx0oMR88Q8D23H18V2I/cTa2uX2ojEaYkvtBFxmFyj27UZK6CnXnC+DbpRNqrPI99ikIAmJDvdCjQwD2Hj+PVdvPwGKVEB/p7bKXEHAbtz1HjO8sCNwgd99haMQOLi/ulg9dWDgErRYlqasg1dXBM9G2jwn099Lj4OkiHDhZhKE9w6ESbTvQuls+XJ0S88GCgO25+/iuxH7ibGxz+xEEAbrQsPrLCACUrF+H/JWrIOp00EXHyPoxf96eWgzsGoqSilqk7jyLo5nFSIzxg4fO9R7bzm3c9lgQcAHuvsPQiB1cXtwxH/p27WEpL0dJ6iqovLygj4m16fJ9TfVnCUiShMQY2z7VwB3z4cqUmA8WBGzP3cd3JfYTZ2Ob25+gVsPQKRGm3n1gzctBUepqVO7dA11EJDR+9nmikS2oVSJ6xgciyNcDG/blYsOeHIT6GxDq7+ns0FqF27jtsSDgAtx9h6ERO7i8uGM+BEGAZ+cuqMnKREnqauhiYqANDrHZ8oN8DSgsq8aaXWfROdYPfl62e9SPO+bDlSkxHywI2J67j+9K7CfOxjZ3HJXRhJi7b4XZOwDlu3bUX0ZQXASPdu0h6uT738vIICN6JwTh4OkirN5+FpXVdegY5WvzMxvthdu47bEg4ALcfYehETu4vLhrPgRRhLF7T1Qe2I/S9evg2bnrZY8RuhEdo3yx9WAe9h4/j0Hdw6BW2ebaQnfNh6tSYj5YELA9dx/fldhPnI1t7lienjqYfQLhM/hmSBYLStevQ+mGdRANntBFRcn2MgKjhwYDuoaiusaM1J1nsf9EITpF+8LooXF2aNfEbdz2+JQBIlIcUa9H+P+8AJWnEdmz/466wvM2W7aHTo0n7k5EfvEFfL/uhM2WS0RERPIk6j0QeH8Koqe9BV14BM7N/xJZM99G9elTzg6tRRq1iIdvjcfEe7vifOkFTP9yO7YezHN2WOSmeIbADXL3IwiNWPGTF3fPh6jXw5DYBaXr16Jy7x6YkvtC1GhtsuxAHw9UXqhD2s6ziA42IcTfcMPLdPd8uBol5oNnCNieu4/vSuwnzsY2d6zft7faywte/QdCGxyMih3bUZK6GuaysvrLCLS22cewtVB/T/RNDMbxs6VYveMsCsuqkRjtZ7MzHG2N27jt8ZIBF+DuOwyN2MHlRQn5UHt5QR/XDsWpq1F98gS8+vSFINpmAEyI8sH+U0VYvzcHPdoFwMvzxnYElJAPV6LEfLAgYHvuPr4rsZ84G9vcsa7U3oIgQBcRCe9BN0Oqq0Xp2jUo27gBKqMJuohIWV5G4KFTo3+XEEgSkLbjLHYeK0BCpM8N77vYA7dx22NBwAW4+w5DI3ZweVFKPjQBgdAEBKBk9UrUFZ6HsWeSTQZrlUpE93YB2HQgFzuOnENy52DoNKo2L08p+XAVSswHCwK25+7juxL7ibOxzR3rau0tajTw7NINxp5JuHDyBErXpqHq0EHooqOh9rbdvYtsRRQEdIr2RYcIb2w7lI+0XWdh9NAgJsQkqyIGt3HbY0HABbj7DkMjdnB5UVI+dJFRgCCgJHU1AMDQsZNNluuhUyMh0gdpO8/itzMl6Nc5BGIb7+KrpHy4AiXmgwUB23P38V2J/cTZ2OaOdT3trfb2hteAgdAEBKBiewZKUlfBUlkJfbv2EDXyu4lfoI8H+nUJQVZ+OVJ3nEXO+Up0jvWDRt32gxq2xG3c9lgQcAHuvsPQiB1cXpSWD4/4BJiLi1CSugpqP3/oo6Jtslxfkw4BXnqs3nEW3kYtYkO92rQcpeVD7pSYDxYEbM/dx3cl9hNnY5s71vW2tyAI0EdFw3vQzbBWX6i/jGDTRqi9vKGNiJDVEXgA0GtVTWc2rt2djW2H8hEX7gU/k+0ep9xW3MZtj08ZICJC/WAdPOYxGBI7I3/+l7hw4rjNlt23czDiI33wU/opXKgx22y5RERE5DpUnp4IfuRRRL3+BjT+Acj796c4+967qMk+6+zQLiMKAu7sG41XH0mCJAHvLtiFFdsyYXXnKibZDQsCROQSBLUaoc88B42fH3LmfgxzaYltlisIePCW9iivqsOKbZk2WSYRERG5Jn1MDCJfm4KgR8ehJvssMt+choJvF8NafcHZoV2mXbg33nyiN3p0CMB3a0/gH9/tRVklj9BT67AgQEQuQ2U0Iuz5ibBWVSH3k39CMtvmiH5sqBeSE4OxKuMMistrbLJMIiIick2CKMJn8BDEzvhfeA8chOLVK3Fqymsoz9gGSWZH4Q16DZ7/YxeMvS0eRzJL8MYXGTh8usjZYZELYUGAiFyKLjIKwY89gQu/HUPBt1/bbLn3Do6DVZKwdMNJmy2TiIiIXJfKaETwo48j8rUpUHt5I/fTucj+v/dQm5vj7NCaEQQBQ5MiMOXRXvDQqvH+4j34YcNJWKxWZ4dGLoA3FbxB7n7ToUa8SYi8KD0fuogIWC5cQEnaamgCAuufRHCDDHoNqmrMWLc7G0nxgfBuxfN9lZ4PuVFiPnhTQdtz9/Fdif3E2djmjmXL9tb4+sF70M1Qe3mhbOsWFKethrW2Fh7t2kNQq22yDlvwNuowsGsoiitqkLbzLI5mFiMxxg8eOsfEyG3c9nhTQSKiFgTe9wA8Ejoif/6XqM48bZNljugfA4NejcVpv8nulEAiIiJyHkEU4TN0GGLeeRdeyf1QvGI5Tk99DeU7d8hqn0GnVeHJuxPx9IhEZJ6rwBv/ycDu3wqcHRbJGAsCROSSBJUKoc8+D5XRhJw5s2EpL7/hZXrqNRg9OA6HM4uxZle2DaIkIiIid6L28kLIE08hctJkiAZP5M79GDkf/R11RYXODq2Zfl1C8Ma43vD31mP2kv1YlHoMdWZeQkCX4yUDN8jdTylsxFOA5IX5qCfqdPDo0AEla1JRffoUTH2SIYg3VueMCTHhZG4ZNuzNQfd2/vA2XvtULeZDXpSYD14yYHvuPr4rsZ84G9vcsezd3hp/f3gPuhkqT0+Upm9E6bq1EA0G6KKiIQiC3dbbGkYPDQZ0DUV1jRmpO89i/4lCdIj0gZfh+i+LbA1u47bniPGdBYEb5O47DI3YweWF+bhI7esLta8vSlavQm1eLow9e91QUUAQBCTG+GHTgVzs/u08+ncJhUZ99eUxH/KixHywIGB77j6+K7GfOBvb3LEc0d6CKMKjXXt49emLmqxMlKxJxYWjR+DRvgNURqNd1329VKKAru38ERVkxKYDuViZcQYb9ubgeHYpCsuqIUmA0aCBWnXjJ45zG7c9FgRcgLvvMDRiB5cX5qM5fVQ0BJ0OJamrUFd4HsYePW+oOq/XqhAX6oVV289AgoTOMX5XfT/zIS9KzAcLArbn7uO7EvuJs7HNHcuR7a3y9ISpX39o/P1RtnkTStakQdBooI+Nu+EzF20l1N8T/TqHwN9bD1EUcDqvDNuPFCB9fy5WbM3Crt8KkHWuAhUX6qBRi/D00LR6X4rbuO05YnyXz20xiYhugN/td0Kqq0Phjz9A1GgQNHbcDRUF4iN90L1dAFZszULfxBBEBsmj0k9ERETyIwgCvAcOhmeXrshf8BXOf/cNyrdnIGTcE9BFRDo7PACAr0mHW2+6GEtZZS1O5pThZG4pTmSXYevBPKzbXX8PJYNOjbgwr4Z/3ogL84LRQ+Os0MmOWBAgIrfhP2IUpNpaFP33FwhqDQIfeuSGigJ39YvGnuPn8eWKI5j62E02jJSIiIjckdrHF2F/+h9UbM/Aua8XIPPt6fC7awT87x4pq0cUAoCXpxY9OgSgR4cAAIDVKiG3sBIncsrqCwU5pVi2+XTT2VLBvh4I9feEShQgiAJEof6SBFGo/9vToEVtjRliwzS1WoBWrYJWLUKrUUGjFqFVi9CoVdBqRGhUYtN7BfHiskRBAIT6eKySBItVqv/dKkGSAEEARFGAIAgQBAASUGu2orbOgjqzFbVmS1PM9YsSoFIJ0GlU0Grq40HDfE3vE9G0brVKgEYtQhAEmC1WWCwSRFFoiL0+ZlXD+kVRgNC4HkGwyaUXjiavrZKI6Ab533MvrHV1KFm9EoJGg4D7HmhzUaB9uDc89Wqcyi3Dix+nIz7SBwCaBioB9QORh4cGNdXmhsEAAOoHSTQMVPW/Chd/NoTTtJxLltVs/mbvaT7gNC6r/j1XWNclv0NoWA4uX1fj75e+RxQESEDTY5QkCZAgoeF/kCSpaQC94mtA099o+FuSmr/WRLj449I8CZdMb/xDuNr7L/nFy+SB8vLqi+18ySCuUYnQaFT1PxumadUiVCoRVqmlzyg1fU6phc8FAFbpytObzdvYXgCig00uueNARERXJwgCTH2SYeiUiHOLF6Fo2U+o2LkDweOehEdcnLPDa5EoCggPNCI80Ncu8lIAACAASURBVIjB3cMAABdqzDidV46TOfVnERSWVcMqXfyCbrFKkCQJ1obx0Wy2Qmr4Em+2WGG2uPG1V1cgCgI6Rvvg5ZSezg7lurEgQERuRRAEBD6QAqmuDsUrV0ATEAifobe0eXlP3p2Ij5bsQ3lVHTLzKy75wnfxC56oEmBueJTPlb5UNvvCCKnhi+PvviQ2vefi/OTeRvSPwejB8t0xJCKiG6MymRD69LMwJSfj3PyvcGbW2/C99Xb4/+EeiDrXuPeLh06NTtG+6BTte833BgaaUFDQ/DHQVquEWrMFtWYr6urqj97XH8W3os5shVWSIDWcCWC1oqnAIKH+y7VKrD8KL4qAquFoxqX7V9aGHabGsxC0ahEaTf3R/cZ9NkiA2WJtOougpq5+n63x4AlQv48mNRQ66ixWmC1WWK2AWiVApRJhsdbHazZbL56x0BSDdMlntSLU32CbxncQFgSIyO0IgoCgh8eg7vx5nFu8ELroaHjEtWvTsnp0CMB/Xr16QeFKA6AtSFcoPrRYUMDFwbHxCPVlR+d/d5RbaqF4IUloOAMC9WceAJef1XDpa2h+5oPQ7GyEi2cpCL977dIbtjUdTW/6v4tH4ht/v9L7L3lL05kKfv5GFBZWNBVVLA1HKOrMVtQ17IhcujNSZ7HCYrFefsZF42do+P3Ss0J+f3bFxemXtlfjmSJXPgOkQ8MZJ0RE5N6M3XrA460EnP/+GxSv+hUVu3ch+LHHYejYydmh2Z0oCtBr1dDb50mHZAMsCBCRWxJEEaFPPYPMd6Yjd+4cRE2bDrXJy9lhtcrFL6LyeJ6xqwj0M0C0WJwdBhERUROVhweCx46DqXcy8ud9gbPv/y+8Bw9BwH0PQGVwrSPK5F548SIRuS2V0Yiw5yfCUlGOvE8/gWS1OjskIiIiUjBDx06Inv42fG+7A6Ub1yPzjddRsW+Ps8MiBWNBgIjcmj4qGkGPPIqqw4dQ+OMPzg6HiIiIFE7U6RD4QAoiX5sK0eCJnI/+gdzP/gVLue0vPyS6FhYEiMjteQ8cBO/BQ1D0319w4cRxZ4dDREREBI+4OERPnQ6/kX9A+Y4MnJ42GeUZ25rdJ4fI3lgQICJFCHwgBSpvHxQsXsRLB4iIiEgWBLUaAX+4B9FTp0PtH4DcT+ciZ85HMJcUOzs0UggWBIhIEUS9HoH33o/qUydRvm2Ls8MhIiIiaqKLiETUa1MQcP+DqDp4AKenTkbpxvU8W4DsjgUBIlIMU99+0MfGoWDJd7BWVzs7HCIiIqImgkoFv9vvRPT0d6CLjEL+vC+Q/X/vobbgnLNDIzfGggARKYYgighMeRiWkhIU/brc2eEQERERXUYbHIyIlychaOxjqD51EplvTEHx6pW85JHsggUBIlIUj3btYUrui+KVv6LmzBlnh0NERER0GUEU4XPzUES/NQOGhI4o+OZrnPnfmajJyXF2aORmWBAgIsUJuO9BqIxGnHnvXVw4edLZ4RARERFdkcbPH2H/8wJCnnoGtfl5yHprGgp/+RmS2ezs0MhNsCBARIqj8fVF5F8nQ+VpwNkP/oaqo0ecHRIRERHRFQmCAK++/RHz1kx49khC4Y8/IGvGm6jOPO3s0MgNsCBARIqkCQxE5KTJ0Pj7IfsfH6Dq8CFnh0RERETUIrWXF8LGP4+wP02EuawcWTPeQsH338JaW+vs0MiFsSBARIql9vFFxCuvQhMUjOzZ/8CF3445OyQiIiKiqzL27IWYt2bAq/8AFP/6X2S+OY37MNRmLAgQkaKpTV6IePEVqH39kP3h//H0OyIiIpI9lacnQsY9ifAXX4FkMePM/85E/sL5sFZfcHZo5GJYECAixVN7eyPi5UkQPQzI/eSfHEyJiIjIJXgmdkbM9HfgM/xWlK5bg9PTpqDywH5nh0UuhAUBIiLU32gw5OlnUXe+ADn//JiP9SEiIiKXIOr1CEp5BJGTJkPUapH9jw+Q95/PYKmocHZo5AJYECAiamCIT0DQw2Nw4cRxnHn3HZhLip0dEhEREdF18WjfAVFvvAm/u0agbOsWnJ42GeU7tzs7LJI5FgSIiC7hM3QYoqe9CclsRv78eZAkydkhEREREV0XUaNFwOj7EDXlDah9fJE7dw5y5n4Mc2mJs0MjmWJBgIjod7TBIQj442hU7t2D8m1bnB0OERERUavoo6IRNXkqAkbfh8q9e3B66uso3ZTOAx10GbWzAyAikiOf4behfOcOnFu0EIZOiVB7+zg7JCIiIqLrJqjV8LtrBIw9k5A37wvkf/E5StJWQx8bC21oOLShodCGhUPt4wNBEJwdLjkJCwJERFcgiCKCH3sCmdMmI3v2h4h69XVApeKASURERC5FGxqGyL++htL1a1G2dQvKt2+HtWpd0+uih0d9cSAkDNqwhn+hYdD4B0AQeUK5u2NBgIioBbqwMABAzelT+G38U/UTVSoIKhUEtRqCSg1BrUKmVgMrxIZpKghqFQSVuv69avXF6Q3vb5reNE3dtExc8r5L19NsnmbTfj+9Yd2XTpPZYN54uiKLK0RERI4hiCJ8hg6Dz9BhkCQJlrJS1ObmojYnGzW5uajNzUHlwf0o25x+cR6tFtrgkKYCQVORQHNxH0hQa5r2dax1ekiSxPHdxbAgQER0FTFvz8Tpaa/D97bbIWh1gMUCyWyG1PTTDJ1aRHXlBUhmCyRLw2sNr1urq+vnsVwyj9lycVrDsmC12u9DCELzgkNjMeOyaReLEAAgWa31cUlS0+/NfkqNf0tXmGaFZPnd35csrzEuCEJ9wUIUL/4uiA0/BUC8+HvT+0QBAlre2TijVsFiaaE9r7qPcpUX27pz08J8ggD4jfgDTL1uattyiYiI2kgQBKi9faD29oGhY6dmr1kqK1Gbm4PanBzU5uagJjcHF47/hvJtW6+53OONy1ergUsPbjTsc0B98XdBpbp45mXDeF8fW/04D6B+/6hpf8nStL8kSQ37Ho37GJJ0yb5Kw++SFZCAhv9r2I9QAaqG/QoJDe+RAAgQNZqmfSI0LF+yWpv29YCGfSmViPr9BanZMupjkwBRgEe79gh7fqINMuUYLAgQEV2FNjQM8Z99cdX3BAaaUFBQfkPrkazWhoHPfLGwYL5YWECzgkJj0cHcUKCwNJsmWSzA797XfFkXixnNp9W/11pdXR9U45dxlQqiWlP/RbzpS7nY/Mv7Ja/V/1RBEBu+0Au/m6fxjAXp0kKCdMkgb60/i+D3r1kvDtBXaUnodGrU1Jiv8FIbb6R0tfmu+tLV16fy9GxbPERERHai8vSER/sO8Gjfodl0a3U1avPyYC4pbtgXqbtkf6X+n0GnQkVpZdPf+N1BElzye+P0+oVb61+TpPrxX5IASE1nQ4pa7cUCwiX7HxCF+n2MpgMIQv30xgMOAgA0FByk+gMVktUCWKwN89TPL0kNX/zr6upfa1iOIDac/alW1cdlsdQf7GjUeIBCEOrPABUEQAJ0ERGOSpdNsCBARCQDTQOcRuPsUFyeLQo0REREdJGo10MfEwMgpsX3cPx1TfK6sJSIiIiIiIiIHIIFASIiIiIiIiIFYkGAiIiIiIiISIFYECAiIiIiIiJSIBYEiIiIiIiIiBSIBQEiIiIiIiIiBWJBgIiIiIiIiEiBWBAgIiIiIiIiUiAWBIiIiIiIiIgUiAUBIiIiIiIiIgViQYCIiIiIiIhIgdTODsDViaLg7BAcRkmf1RUwH/LCfMgL80E3SgnbkBI+o9ywzR2L7e14bHPXI0iSJDk7CCIiIiIiIiJyLF4yQERERERERKRALAgQERERERERKRALAkREREREREQKxIIAERERERERkQKxIEBERERERESkQCwIEBERERERESkQCwJERERERERECsSCABEREREREZECsSBAREREREREpEAsCJBNbd++HePHj8egQYOQkJCAH374wdkhKdq//vUv3HvvvUhKSkLfvn0xfvx4HDt2zNlhKdbChQsxcuRIJCUlISkpCQ8++CDWrVvn7LAI9X0lISEBb731lrNDIZINjumOx3Hb8Tg2Ow/HXnlgQYBsqqqqCvHx8Xj99deh1+udHY7iZWRk4OGHH8bixYsxb948qFQqPP744ygpKXF2aIoUHByMl19+GUuXLsWSJUvQt29f/OlPf8KRI0ecHZqi7dmzB9988w0SEhKcHQqRrHBMdzyO247Hsdk5OPbKhyBJkuTsIMg99ezZE1OnTsXo0aOdHQo1qKysxE033YQ5c+bglltucXY4BKBPnz548cUXkZKS4uxQFKm8vBz33HMP3nnnHcyZMwcdOnTAtGnTnB0WkexwTHcOjtvOwbHZvjj2yova2QGQY/3666/Yvn07Dh8+jCNHjqCyshIjR47E+++/3+I8eXl5+PDDD7Fx40aUlJQgKCgIw4YNw4QJE+Dt7e3A6N2Po/NRWVkJq9UKLy8vW38Ut+DIfFgsFvz666+oqqpCz5497fFxXJ4j8jF16lTcfvvt6Nu3L+bMmWPPj0NkcxzTHY/jtuNxbHYsjr3Kw4KAwsydOxdHjhyBwWBASEgITp48edX3Z2VlISUlBYWFhRg2bBji4uKwb98+fPXVV9i4cSO+/vpr+Pr6Oih69+PofMyYMQOdOnVS7CB3LY7Ix9GjR5GSkoKamhoYDAZ8/PHHPF2uBfbOx7fffousrCy899579v4oRHbBMd3xOG47Hsdmx+LYq0ASKcqWLVukU6dOSVarVdq6dasUHx8vvfTSSy2+/4knnpDi4+Olr776qtn0mTNnSvHx8dLUqVNbnLdHjx7SkiVLbBa7O3JkPmbOnCkNGDBAysrKsln87sYR+aipqZFOnz4t7d+/X3r//felPn36SEePHrX5Z3EH9szHiRMnpOTkZOnEiRNN08aMGSO9+eabtv8gRHbCMd3xOG47Hsdmx+LYqzy8qaDC9O3bFzExMRAE4ZrvzcrKQnp6OsLDw/HII480e23ixIkwGAz4+eefUVVVZa9w3Z6j8jFz5kwsX74c8+bNQ2RkpM3idzeOyIdWq0V0dDS6dOmCl156CZ06dcKXX35py4/hNuyZjz179qC4uBgjRoxAYmIiEhMTkZGRgUWLFiExMRG1tbV2+UxEtsQx3fE4bjsex2bH4tirPCwIUIu2bdsGABg4cCBEsfmmYjQakZSUhAsXLmDv3r3OCE9x2pqPd955p2mnol27dg6L193Zqn9YrVYOgDbQ2nwMHz4cy5Ytw48//tj0r0uXLrj77rvx448/QqPROPwzENkTx3TH47jteBybHYtjr3tgQYBa1HjNUExMzBVfj46OBgCcOnWqaVplZSUOHz6Mw4cPw2q1IicnB4cPH0ZOTo7d43V3bcnHm2++iR9++AHvv/8+vLy8UFBQgIKCAlRWVto9XnfXlny8//772LFjB86ePYujR4/igw8+QEZGBkaOHGn3eN1da/Ph5eWF+Pj4Zv8MBgO8vb0RHx9/XUdGiFwJx3TH47jteBybHYtjr3vgTQWpRRUVFQAAk8l0xdcbp5eXlzdNO3DgAB599NGmv2fPno3Zs2fjnnvuwbvvvmvHaN1fW/KxaNEiAMC4ceOavXfChAmYOHGiHaJUjrbk4/z583jllVdQUFAAk8mEhIQEfPbZZxg0aJD9A3ZzbckHkZJwTHc8jtuOx7HZsTj2ugcWBMimkpOTcfToUWeHQQ2YC3nhDrS8zZ8/39khEMkKx3THY3s7Hsdm5+LY63y8ZIBaZDQaAbRc1Wuc3lJVkGyL+ZAX5kNemA+iq2MfcTy2ueOxzR2L7e0eWBCgFsXFxQEATp8+fcXXMzMzAQCxsbGOCknRmA95YT7khfkgujr2Ecdjmzse29yx2N7ugQUBalFycjIAID09HVartdlrFRUV2LVrFzw8PNC9e3dnhKc4zIe8MB/ywnwQXR37iOOxzR2Pbe5YbG/3wIIAtSgqKgoDBw5EdnY2Fi5c2Oy12bNno6qqCqNGjYLBYHBShMrCfMgL8yEvzAfR1bGPOB7b3PHY5o7F9nYPgiRJkrODIMdJTU1FamoqAKCgoADp6emIjIzETTfdBADw9fXFpEmTmt6flZWFlJQUFBYWYtiwYWjXrh327t2Lbdu2ISYmBosXL4avr69TPos7YD7khfmQF+aD6OrYRxyPbe54bHPHYnsrDwsCCjN79mx8/PHHLb4eHh6ONWvWNJuWm5uLjz76CBs3bkRJSQkCAwMxfPhwTJgwAd7e3vYO2a0xH/LCfMgL80F0dewjjsc2dzy2uWOxvZWHBQEiIiIiIiIiBeI9BIiIiIiIiIgUiAUBIiIiIiIiIgViQYCIiIiIiIhIgVgQICIiIiIiIlIgFgSIiIiIiIiIFIgFASIiIiIiIiIFYkGAiIiIiIiISIFYECAiIiIiIiJSIBYEiIiIiIiIiBSIBQEiIiIiIiIiBWJBgIiIiIiIiEiBWBAgIiIiIiIiUiAWBIiIiIiIiIgUSO3sAIiIiFojISHhhuY/evSojSKxj1tuuQXZ2dmYMGECJk6c2Kp5t23bhkcffRQAkJaWhoiICHuEeEPy8/MxZ84cbN68GXl5eairqwMA/Pjjj+jUqZOTo7OdG8kjERGRo7AgQEREdB0aCxGzZs3C6NGjnRyNa6qoqEBKSgpycnKcHQoRERGBBQEiInIxu3btuuL0HTt24JlnngEAvPnmmxg5cqQjw6LrsGzZMuTk5EAURcyYMQODBg2CwWAAAHh4eDg5OiIiIuVhQYCIiFyKp6fnFafr9fqm37VabYvvI+c5duwYgPqzLXiWBRERkfPxpoJERETkENXV1QAAk8nk5EiIiIgI4BkCRESkMCtXrsTSpUuxf/9+lJaWwmQyITExEaNGjcKoUaMgCEKz948dOxYZGRlNf7/22mt47bXXmr3n0hv4VVRUYOPGjVizZg327duHvLw8WK1W+Pv7o0ePHnjooYeQnJxs/w96FSdOnMD8+fOxZcsWnDt3DpIkITw8HEOGDMETTzwBf3//K85XVFSE9evXY+3atThw4AAKCgogiiICAwPRu3dvjB07FomJiZfN13iDvUYZGRnNbg7Zmhvvvfrqq1i6dCn69OmD+fPnY9++ffj888+xa9culJaWIjg4GMOHD8dzzz0Hb2/vFpdjsViwdOlS/PLLLzhy5AgqKirg4+OD7t2747777sPQoUOvGkdhYSHmzp2LNWvWoKCgAD4+PujduzeeeuqpK7bBlZSUlGD+/PlYt24dsrKyUF1djcDAQPTp0wfjxo1Dx44dW5w3LS0N33//PQ4cOIDi4mJotVr4+/sjIiIC/fv3x4gRIxAaGnpdcRARkXKxIEBERIpQU1ODF198Eampqc2mFxUVIT09Henp6Vi6dCk+/vhjGI3GNq9n0qRJl60DAHJzc5Gbm4sVK1Zg/PjxeOGFF9q8jhvx6aef4h//+AcsFkuz6cePH8fx48fx/fffY+7cuUhKSrps3ieeeAKHDx++bPqZM2dw5swZ/PTTT5g6dSoeeughu8V/qZ9++gmvv/5605MKGmP54osvsGHDBnzzzTdXPBuhtLQUzz77LHbv3t1sekFBAVJTU5GamoqRI0di1qxZ0Gg0l81/7NgxPPbYYygqKmqadu7cOSxfvhyrV6/G3//+92vGvmnTJvzlL39BWVlZs+nZ2dlYunRpU1s+/PDDl807bdo0fPPNN82m1dXVobKyEllZWdi8eTM0Gg3GjRt3zTiIiEjZWBAgIiJFePPNN5u+qI8YMQLjxo1DREQE8vPzsWDBAnz33XfYsmUL/vrXv+Kf//xn03yfffYZLBZL0xfkK92wsPHGeADg7++Pxx57DMnJyQgPD0dgYCBqamqQlZWF7777Dr/88gs++eQTdOvWDcOGDXPAJ7/oq6++wgcffACgvg1SUlLQrl07SJKE3bt348MPP8SxY8fw3HPP4eeff0ZwcHCz+cPDw3HzzTejV69eCAkJQUBAACorK3Hy5EnMnz8fGzduxDvvvINu3bqhc+fOTfMtX74cVqsVb7zxBpYtW4ZevXrhs88+a3r9Sl+6r+X06dOYMmUKkpOTMX78eLRv3x5lZWVYuHAh5s2bhxMnTuCf//wnJk2a1Gw+SZLwl7/8Bbt374YgCBgzZgzuv/9+BAUFITMzE5999hlSU1OxbNky+Pj4YMqUKc3mr6qqwvjx41FUVAS9Xo8JEybgjjvugMFgwO7du/Hee+9ddgbJ7+3fvx/PPvss6urq0KNHDzz11FPo1q0bdDodTp48ic8//xxpaWl46623EBERgcGDBzfNu2nTpqZiwN13342HH34YkZGR0Ov1KCwsxKFDh5CWltamNiUiIgWSiIiI3MDWrVul+Ph4KT4+XlqyZEmz1/bv39/02pQpU644/9/+9rem96xfv/6y11tadmt98MEHUnx8vJSSknLF14cOHSrFx8dLH330UauXfWkbnDlzptlreXl5UpcuXaT4+Hjp3//+9xXnr6iokO68804pPj5eeuONN1q9/hdffFGKj4+XXnrppSu+PmnSJCk+Pl4aM2ZMq5f9+2XEx8dL48ePlywWy2XvmThxovT/7d1pTFxVH8fx74AUC6UlrdUoUFzKYBcbCUWlUWurjRvSVFGroC0vUNSoDSqGmHRJBIlUW+NCcWsCYmmEuhRJNWANRYGIEAiNlEXjSBtSYBwo0ASQeV5MZh6GmWGp8PQJ/D5vejPnnHvP5Z4Xvf97zv8YjUZrdHS0S9mxY8cc7bOzs13KR0ZGrDt27LAajUZreHi4tbW11ak8JyfH0b60tNSlfVdXl/W2225z1Bn7HEdGRqwxMTFWo9FofeaZZ6zDw8Nu7/OVV16xGo1G6/33328dGRlx/J6RkWE1Go3WLVu2uP8DiYiITIGSCoqIyKxXVFQE2La2S01NdVvnxRdfdKydLywsnLG+xMbGAlBfX8/58+dn7DpjFRQUMDg4SFhYGImJiW7r+Pv7O7ZuLCkpwWq1Tuka9nurqqr6d52dpLS0NLy8XP8rY+9Hd3e3U+4C+O9YCAoKIikpyaWtwWDgtddew8fHB6vV6jIWvvzySwBuvvlmtzM8lixZQnJyssc+V1VV0dzcjLe3N7t378bb29ttPfuSkpaWFpqamhy/25d6LF261OM1REREJktLBkREZNb79ddfAYiOjvaY4X7evHls2LCBwsJCR/0L9ddff3Ho0CGqq6sxmUz09fUxMjLiVOeff/7BZDI5JdebSZWVlQDccsstDAwMeKy3fPlywLbO3mQyERoa6lTe1NTE4cOHqamp4fTp0wwMDLgEDjo7O+nr6/tXuRgmsmzZMpYtW+a27Oqrr3Ycd3d3ExQUBNiWC9TW1gK2RIeeXsYvu+wy1q5dS2VlpdNYsFgs/P777wDcddddHvu2adMm9uzZ47bMHiwxGo34+/vT39/vtt7ChQtZvHgxZrOZxsZGVqxYAeD4t7y8nNzcXOLi4pyWrIiIiEyFAgIiIjLrnTlzBvjvy64nYWFhAHR1dTE4OMi8efOmfK2SkhLS0tIcW+yN59y5c1M+/4X6448/AMjLyyMvL29Sbcxms1NA4ODBg2RlZbkkJHRnpgMC430hv/TSSx3Ho5/DuXPnHH/zicbC8uXLqaysdIwdwOn42muvHbdvAQEBbp+v/Tn89ttvbhM3ujM6eWFsbCz5+fmcPHmS9PR09u7dS0REBFFRUdx0001ERkZ6DHSIiIiMpYCAiIjMevYv4hN9SfX393cc9/f3TzkgYDKZSE1NZWhoiNDQUBITE7nxxhu5/PLL8fX1xWAwcObMGWJiYgAm9WI9Xfr6+qbcZnBw0HFcU1NDZmYmACtXrmTbtm2sWrWKJUuW4Ovr66hjX3IwPDw8Db32bLIvvaNnL4yeGTHZsTD6C/7o9vPnzx+3vZ+fn9uAwIUEgUY/Bx8fH3Jzc8nJyaGoqIju7m6qqqocMw+WLl3KU089xRNPPOGyhaaIiMhYCgiIiMisZ385G2+qPDi//I0ODkxWUVERQ0NDBAQEUFBQwOLFi13qzPSLsid+fn709vby3HPP8cILL0y5fUFBAQAhISEUFBQ4ggCjjd7+7//R6CDARGPBXj56HIxuP1H+B0/nt58jKiqKzz77bPwOe7BgwQJeeuklUlJSOHXqFLW1tVRXV1NeXk5nZyfp6el0dHR4zJchIiJip6SCIiIy69nXkLe1tY1br7W1FbB9Zb2Q5QKnTp0CbAnn3AUDwLaH/cUQEhIC2PIbXAj7vW3cuNFtMAAu3r1NVkBAAAsXLgQmPxbsYwfgqquuchzbcwm409nZ6XEmwL99DqMZDAauv/56Hn/8cd555x1+/PFHoqKiANsWkxcyK0REROYWBQRERGTWi4yMBGyJ9Ty9JA0ODnL8+HEAt2u7L7nENqluvGn+9i/k49UpLi6eXKen2bp16wBbMjpPiezGY5+2PjY5op3VaqWkpOTCO/g/YDAYHM+2rKzM43Pq7u7ml19+AZzHQmBgoCN3QGlpqcfrjFdmfw4dHR3U1dVN7QYmsGjRIrZv3w7YxqLJZJrW84uIyOyjgICIiMx6Dz30EGCbxr137163dd599126uroAiIuLcykPDAwEbF9/PbF/Ta6rq8NisbiUl5SUUF5ePrXOT5P4+Hh8fHywWCzs3r17wvwF9uR3dsHBwQBUVFQ4rWm3++ijj2hpaZm+Ds8Q+1g4ffo0n3zyids6GRkZDA0NYTAYXMbCli1bAKiurqasrMylrdlsJjs72+P1b731Vkfyyp07d7odJ6ONnYkw3swEwCkIYB+zIiIiniggICIis96qVascL4KHDh3i5ZdfprGxEYvFQlNTEzt37uTDDz8EbFPib7/9dpdzrFy5EoCvvvqK+vp6BgYGGB4edsoJcO+99wK27emSkpKoqqrCbDbT1tbGvn37SE1N5brrrpvp23XryiuvJC0tDYBvvvmGrVu38u2339LehWiB6QAAA71JREFU3k5vby8dHR1UV1fz3nvvcd999zkSCNrdc889gC1Q8Oyzz1JfX4/ZbKapqYk9e/bw1ltvXbR7m4pNmzYRHR0NwNtvv016ejotLS1YLBYaGhp4/vnnHbM4EhISXO4pISHBEfhJSUnh448/pr29HbPZTGlpKY899hjnz593LE0Yy8vLi8zMTHx9fWlubmbz5s3k5ubS1tZGT08PXV1dNDQ0kJ+fz5NPPukYt3a7du3igQce4MCBA9TU1HD27FksFgutra3k5OSwb98+ACIiIpyWOIiIiLijpIIiIjIn7Nq1i56eHkpLSzl69ChHjx51qRMdHU1WVpbb9gkJCZSXl/Pnn3/yyCOPOJWVlZURHBxMdHQ0cXFxFBYW0tDQwLZt25zqXXPNNWRkZPDoo49O341NQXx8PABvvPEGDQ0NpKSkeKw7dlu9Bx98kGPHjlFRUcGJEyc4ceKEU3lERATJyck8/fTT09/xaWQwGNi/fz/JycnU1dWRm5tLbm6uS72YmBheffVVl9/9/PzIzs5m+/btmM1msrKynMaMj48P+/fvJyMjg97eXrd9WL16NZ9++ik7duygo6OD9PR0j/1dtGiRy2/Nzc3j5msICQnhzTff9FguIiJip4CAiIjMCb6+vrz//vt89913HDlyhMbGRnp6eggICGDFihVs3ryZ2NhYj1u1rV+/npycHPLy8jh58iS9vb1up92//vrrrFmzhsOHD9PW1oaXlxfBwcHcfffdJCYm8vfff8/0rY4rPj6ejRs38vnnn/PTTz/R3t5OX18f8+fPJygoiBtuuIH169dzxx13OLXz9vbmwIEDHDx4kK+//hqTyYSvry+hoaHExMSQkJBAbW3txbmpKQoMDCQ/P58jR45QXFxMU1MT/f39BAYGsmbNGh5++GE2bNjgsX14eDjFxcV88MEHHD9+nLNnzxIYGEhkZCRJSUmsXr2ajIyMcfuwdu1avv/+e7744gt++OEHWlpa6OnpwcfHhyuuuILw8HDWrVvnmJlhl5mZSUVFBT///DNtbW10dnbS19fHggULCAsL484772Tr1q0TbosoIiICYLCO3qBXREREREREROYE5RAQERERERERmYMUEBARERERERGZgxQQEBEREREREZmDFBAQERERERERmYMUEBARERERERGZgxQQEBEREREREZmDFBAQERERERERmYMUEBARERERERGZgxQQEBEREREREZmDFBAQERERERERmYMUEBARERERERGZgxQQEBEREREREZmD/gPkAQZmvB1IpAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "tags": [] }, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "sns.set()\n", "sns.color_palette()\n", "\n", "##Figure params\n", "fontsize = 26\n", "ticksize = 20\n", "plt.figure(figsize=(14, 10))\n", "plt.tick_params(labelsize=ticksize)\n", "plt.tight_layout()\n", "\n", "# Misclassification Error\n", "plt.subplot(2, 2, 1)\n", "plt.plot(error_dd[\"nodes\"], error_dd[\"train_err\"], label=\"training\")\n", "plt.plot(error_dd[\"nodes\"], error_dd[\"test_err\"], \"-r\", label=\"test\")\n", "plt.xscale(\"log\")\n", "plt.ylabel(\"Generalization error\", fontsize=fontsize)\n", "plt.locator_params(axis=\"y\", nbins=6)\n", "plt.tick_params(axis=\"both\", which=\"major\", labelsize=ticksize)\n", "plt.plot(\n", " [0, np.max(error_dd[\"nodes\"])],\n", " [0.289, 0.289],\n", " \"--\",\n", " color=\"gray\",\n", " linewidth=1,\n", " label=\"optimal bayes error\",\n", ")\n", "plt.title(\"RF with overfitting trees\", fontsize=fontsize)\n", "\n", "plt.subplot(2, 2, 2)\n", "plt.plot((error_5[\"nodes\"]), error_5[\"train_err\"], label=\"training\")\n", "plt.plot((error_5[\"nodes\"]), error_5[\"test_err\"], \"-r\", label=\"test\")\n", "plt.xscale(\"log\")\n", "plt.locator_params(axis=\"y\", nbins=6)\n", "plt.tick_params(axis=\"both\", which=\"major\", labelsize=ticksize)\n", "plt.plot(\n", " [0, np.max(error_5[\"nodes\"])],\n", " [0.289, 0.289],\n", " \"--\",\n", " color=\"gray\",\n", " linewidth=1,\n", " label=\"optimal bayes error\",\n", ")\n", "plt.title(\"RF with shallow trees\", fontsize=fontsize)\n", "\n", "# Gini Impurity\n", "plt.subplot(2, 2, 3)\n", "plt.plot((error_dd[\"nodes\"]), error_dd[\"train_gini\"], label=\"training\")\n", "plt.plot((error_dd[\"nodes\"]), error_dd[\"test_gini\"], \"-r\", label=\"test\")\n", "plt.xscale(\"log\")\n", "plt.ylabel(\"Gini impurity\", fontsize=fontsize)\n", "plt.locator_params(axis=\"y\", nbins=6.5)\n", "plt.tick_params(axis=\"both\", which=\"major\", labelsize=ticksize)\n", "\n", "plt.subplot(2, 2, 4)\n", "plt.plot((error_5[\"nodes\"]), error_5[\"train_gini\"], label=\"training\")\n", "plt.plot((error_5[\"nodes\"]), error_5[\"test_gini\"], \"-r\", label=\"test\")\n", "plt.xscale(\"log\")\n", "plt.locator_params(axis=\"y\", nbins=6.5)\n", "plt.tick_params(axis=\"both\", which=\"major\", labelsize=ticksize)\n", "ax = plt.gca()\n", "lines, labels = ax.get_legend_handles_labels()\n", "plt.legend(\n", " lines,\n", " labels,\n", " loc=\"best\",\n", " bbox_to_anchor=(0.0, -0.03, 1, 1),\n", " bbox_transform=plt.gcf().transFigure,\n", " fontsize=fontsize - 5,\n", " frameon=False,\n", ")\n", "\n", "plt.text(0.7, 0.04, \"Total leaf nodes\", ha=\"center\", fontsize=fontsize)\n", "\n", "sns.despine()\n", "plt.savefig(\"RF_dd.pdf\", bbox_inches=\"tight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "CNLkM_UfFAwb" }, "source": [ "## Discussion\n", "In the top row, the figure shows classification error versus the total number of leaf nodes. In the RF algorithm with deep trees (left panels), a single decision tree is grown until each leaf node is pure, and then more trees are added with similar complexity as the first tree. These deep RFs exhibit the double-descent phenomenon, just like deep learning methods: as the number of leaf nodes increases, first test error drops, then it increases as it overfits, and then it drops again as more trees are included. On the other hand, consider the RF algorithm with shallow trees (right panels), that starts with a single tree increasing the number of its leaf nodes until it achieves a maximum depth of five, and then increases the number of trees, all of which having maximum depth five. These shallow RFs exhibit the classical monotonically decreasing out of sample error rates. Notably, both algorithms demonstrate monotonically decreasing training error, and eventually both achieve Bayes optimal performance on the test data. \n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Double-descent: RF.ipynb", "provenance": [] }, "file_extension": ".py", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "version": 3 }, "nbformat": 4, "nbformat_minor": 1 }