{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<style>\n", " \n", " @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n", " \n", " @import url('http://fonts.googleapis.com/css?family=Kameron');\n", " @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n", " \n", " @import url('http://fonts.googleapis.com/css?family=Lato');\n", " @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n", " \n", " @import url('http://fonts.googleapis.com/css?family=Lora'); \n", "\n", " \n", " body {\n", " font-family: 'Lora', Consolas, sans-serif;\n", " \n", " -webkit-print-color-adjust: exact important !;\n", " \n", " \n", " \n", " }\n", " \n", " .alert-block {\n", " width: 95%;\n", " margin: auto;\n", " }\n", " \n", " .rendered_html code\n", " {\n", " color: black;\n", " background: #eaf0ff;\n", " background: #f5f5f5; \n", " padding: 1pt;\n", " font-family: 'Source Code Pro', Consolas, monocco, monospace;\n", " }\n", " \n", " p {\n", " line-height: 140%;\n", " }\n", " \n", " strong code {\n", " background: red;\n", " }\n", " \n", " .rendered_html strong code\n", " {\n", " background: #f5f5f5;\n", " }\n", " \n", " .CodeMirror pre {\n", " font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n", " }\n", " \n", " .cm-s-ipython span.cm-keyword {\n", " font-weight: normal;\n", " }\n", " \n", " strong {\n", " background: #f5f5f5;\n", " margin-top: 4pt;\n", " margin-bottom: 4pt;\n", " padding: 2pt;\n", " border: 0.5px solid #a0a0a0;\n", " font-weight: bold;\n", " color: darkred;\n", " }\n", " \n", " \n", " div #notebook {\n", " # font-size: 10pt; \n", " line-height: 145%;\n", " }\n", " \n", " li {\n", " line-height: 145%;\n", " }\n", "\n", " div.output_area pre {\n", " background: #fff9d8 !important;\n", " padding: 5pt;\n", " \n", " -webkit-print-color-adjust: exact; \n", " \n", " }\n", " \n", " \n", " \n", " h1, h2, h3, h4 {\n", " font-family: Kameron, arial;\n", "\n", "\n", " }\n", " \n", " div#maintoolbar {display: none !important;}\n", "</style>\n", " <script>\n", "IPython.OutputArea.prototype._should_scroll = function(lines) {\n", " return false;\n", "}\n", " </script>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "import warnings\n", "warnings.filterwarnings('ignore', category=FutureWarning)\n", "warnings.filterwarnings = lambda *a, **kw: None\n", "from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chapter 6: An overview of classifiers, Part 2\n", "\n", "<span style=\"font-size: 150%;\">Decision trees, ensemble methods and summary</span>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's repeat our helper functions from previous part:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n", " '''Return colors list from labels list given as indices.'''\n", " return [colors[int(i)] for i in ilabels]\n", "\n", "def plot_decision_surface(\n", " features_2d, labels, classifier, preprocessing=None,\n", " plt=plt, marker='.', N=100, alpha=0.2, colors=[\"steelblue\", \"chocolate\"], title=None,\n", " test_features_2d=None, test_labels=None, test_s=60,\n", "):\n", " '''Plot a 2D decision surface for a already trained classifier.'''\n", "\n", " # sanity check\n", " assert len(features_2d.columns) == 2\n", "\n", " # pandas to numpy array; get min/max values\n", " xy = np.array(features_2d)\n", " min_x, min_y = xy.min(axis=0)\n", " max_x, max_y = xy.max(axis=0)\n", "\n", " # create mesh of NxN points; tech: `N*1j` is spec for including max value\n", " XX, YY = np.mgrid[min_x:max_x:N*1j, min_y:max_y:N*1j]\n", " points = np.c_[XX.ravel(), YY.ravel()] # shape: (N*N)x2\n", "\n", " # apply scikit-learn API preprocessing\n", " if preprocessing is not None:\n", " points = preprocessing.transform(points)\n", " \n", " # classify grid points\n", " classes = classifier.predict(points)\n", "\n", " # plot classes color mesh\n", " ZZ = classes.reshape(XX.shape) # shape: NxN\n", " plt.pcolormesh(\n", " XX, YY, ZZ,\n", " alpha=alpha, cmap=matplotlib.colors.ListedColormap(colors),\n", " )\n", " # plot points\n", " plt.scatter(\n", " xy[:,0], xy[:,1],\n", " marker=marker, color=samples_color(labels, colors=colors),\n", " );\n", " # set title\n", " if title:\n", " if hasattr(plt, 'set_title'):\n", " plt.set_title(title)\n", " else:\n", " plt.title(title)\n", " # plot test points\n", " if test_features_2d is not None:\n", " assert test_labels is not None\n", " assert len(test_features_2d.columns) == 2\n", " test_xy = np.array(test_features_2d)\n", " plt.scatter(\n", " test_xy[:,0], test_xy[:,1],\n", " s=test_s, facecolors='none', color=samples_color(test_labels),\n", " );\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision trees\n", "\n", "Let's see what a decision tree is by looking at an (artificial) example: \n", "\n", "<table>\n", " <tr><td><img src=\"./images/decision_tree-work.png\" width=600px></td></tr>\n", "</table>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How are the decision tree splits selected?\n", "\n", "Starting from the top the decision tree is build by selecting **best split of the dataset using a single feature**. Best feature and its split value are ones that make the resulting **subsets more pure** in terms of variety of classes they contain (i.e. that minimize misclassification error, or Gini index/impurity, or maximize entropy/information gain).\n", "\n", "<table>\n", " <tr><td><img src=\"./images/decision_tree-split.png\" width=600px></td></tr>\n", "</table>\n", "\n", "Features can repeat within a sub-tree (and there is no way to control it in scikit-learn), but usualy categorical features appear at most once on each path. They do, however, repeat across different tree branches." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### XOR decision tree\n", "\n", "Let's try out decision trees with the XOR dataset, in which samples have class `True` when the two coordinates `x` and `y` have different sign, otherwise they have class `False`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 331, "width": 338 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv(\"data/xor.csv\")\n", "features_2d = df.loc[:, (\"x\", \"y\")]\n", "labelv = df[\"label\"]\n", "\n", "plt.figure(figsize=(5, 5))\n", "plt.xlabel(\"x\")\n", "plt.ylabel(\"y\")\n", "plt.title(\"Orange is True, blue is False\")\n", "plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Decision trees live in the `sklearn.tree` module." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "train score: 100.00%\n", "test score: 93.60%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x360 with 1 Axes>" ] }, "metadata": { "image/png": { "height": 302, "width": 324 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=10)\n", "\n", "classifier = DecisionTreeClassifier()\n", "classifier.fit(X_train, y_train)\n", "\n", "print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n", "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n", "\n", "plt.figure(figsize=(5, 5))\n", "plot_decision_surface(\n", " features_2d, labelv, classifier,\n", " test_features_2d=X_test, test_labels=y_test,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This surface seems a bit rough on edges. One of the biggest advantages of the decision trees is interpretability of the model. Let's **inspect the model by looking at the tree that was built**:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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0dLSpqen8+fM7PoHq6uqzZ88WFRWZm5vPmjVL/DL29PT0/Pz8RsFTpkwZOnSoePPq1as1NTXU5+Li4k2bNqmpqXVM2gAA8oJaHQAAAKDry87ODg4O9vPzGzNmTMefvbKycvLkydOmTXv9+vWxY8cmTZqUmppKCBGJREuXLn3+/Hmj+IyMDHGt/vTpU0tLS5FIRG1+9913KNQBoDvAHHgAAACArs/Q0HDjxo3yOntwcHBaWtrFixdv3Lixd+/etLS05ORkQkh8fLy5uXlBQQHvH3Fxcbq6uoaGhuK+3t7eN2/eLPrH+fPn5XUVAAAdCbU6AAAAQLfAYDAIITQarYPPy+fz58yZo6mpSW3a2toSQnr37k0I6dWrl4+Pj66urvI/IiIiFi1aJO5bVlaWlZU1fPhwnX/07Nmzg/MHAJALzIEHAAAA6GgikSgpKenhw4d0On3UqFGmpqZUe15eXkpKSlZWlrGx8cKFC8XxdXV1ERERCxYs+Pvvv2NiYj799FNLS0s6nf7XX39FRkYqKSktXryYqn5fvXoVGRnp4OCQlJQUGxs7ePDgtWvXqqqqNpdJSUnJH3/88erVK2Nj41mzZslOr3WUlZUlHz7PysqysLBgMpmEkKlTp0pGCoXC8PDw0NBQccvRo0dTU1N1dHSGDh26e/fuVatWdfxvDQAAcoFaHQAAAKCjubm5DR061MnJ6d69exs3bqSK4cOHD0dERNy8efPly5czZswoKytzcHAghCQlJa1bt+7Zs2eHDh3Kzc3t27fvtm3b5s2bN3fu3MTExIaGhqCgoIiIiMjIyICAAEdHx/r6+kePHvH5/LKysgMHDly8eDE5OVnqS+ASEhICAwMdHBw0NDSsra1tbW19fX2bS09SSUnJixcvpF4ajUYzNjaWukskEoWEhOzbty82NlZqQHJyMo1GkyzgTUxMBALB3bt3U1NT16xZExAQ8Mcff4jXpQMA6MpEAAAAACATISQoKKi9jiYUCrW0tBISEqhNDw8P6sPw4cM3btxIfba2tp4/f764i7e3NyEkJCSE2tyxYwchJCwsjNrcuXOniopKQ0ODSCRasWIFjUbLzs6mdu3atYsQcvLkSZFIlJOTQwg5c+YMtYvNZg8bNozD4VCba9euJYTcvXu3ufQkUflIxWAwpF41h8NZt24dtSxc375909LSmsY4OjqKv4FGHj58OGrUKEKIp6en1IC2aN+/LwBAu8Dz6gAAAAAdikajjRw50sbGJiIighDi4uJCtScmJnp4eBBCHj9+XFxc/OzZM3GXPn36EEKoeeOEkJEjRxJCxo8fT22OGjWKx+OVlJQQQtTV1RkMhnix9x07djAYjFu3bjVNIzAwsK6ujsVibdy4cePGjaWlpXp6evn5+c2lJ8nR0bG2GeKXqzWirq7u5+fHZrN9fHzYbDY1ZUCSSCQKCwuTfFhd0vjx4zMyMoYMGRIYGCg1AACgi8EceAAAAICOduzYscWLF1tbW8+aNSsgIGDgwIGEkMGDB8fFxUVHR5uYmOjp6WVkZDTXvdH6atT8di6X2zRSTU1tyJAh5eXlTXfl5ORoa2tTk95bkp4kBoNBrVT3oZSUlJycnP7888+wsDAej6eioiLelZyczOfzv/766+b6qqmpWVlZnTt3rhXnBQDodFCrAwAAAHS0CRMm3L9/f8eOHadOnTI0NHz06JGmpuauXbuoBeFUVVXDwsLa5UQ8Hq+srGzOnDlNd9Hp9NzcXIFA0PRRdqnpSQakp6fHx8dLPSOdTmexWLKzMjU1TUhIkCzUCSGhoaFWVlayn0UfNWrUiBEjZB8cAKBrwBx4AAAAgA7F4/EuXbqkoaHh6+t79erV0tLS8PDwgoICDw+PFStWUGu2C4XCdjlXSkpKfX29hYVF013jx4/ncrknT54Ut1RXVx8/flxqeo365uXlhTajJb8yZGdnW1paSraIRKLQ0NDmJsCLXb582crK6r3HBwDoAlCrAwAAAHQokUhELfZGCDEzM9PS0tLS0uJwOISQwMDAmpqa27dv37p1q6qqisPhsNlsQgj1vzwejzoCFVxZWUltUrPfxXvfvXv35MkT6nNoaKiJiQlVq799+1bclxBiY2Ojo6Pj4uLi5eX15MmT4ODg9evXr1y5Ump6jS5h+fLlGc1ITU1tFFxXV7d///7s7Gxqs6Ki4sGDBz4+PpIxd+/e5XA44pfGUfLy8pycnB48eEBt5uTkcLlcNze3D/y+AQA6JcyBBwAAAOhoBQUFy5YtW7Ro0cuXLx0cHKytrQkhdnZ2Fy9enDhxoouLy9GjR5ctW2ZlZRUSEnL37t3z588TQry9vffs2fPy5csTJ04QQvbt2/frr7++ffv29OnThJD9+/dTS9MpKSkdP35cVVW1uLiYy+VGRUURQtLS0vbt20cI8ff3HzFixLx581RUVGJjY62trVksFovFGjNmDHU7vb6+Xmp6rSYUCsPCwnbt2jVp0qS5c+dqaWnFxMT06tVLMiYkJMTS0lJZWVmykcPhXLhw4ciRIzNmzJg8ebKmpmZCQoLUl88BAHQ9NOpHUwAAAABoDo1GCwoKWrJkSXsd8N27d0KhsKys7LPPPpNsZ7PZGhoa1OdGS6+10A8//HDu3Dk+n19cXNynT5/evXu/t8vLly9pNJpkJs2l1xbV1dXKysrUO9uaKigo6N27d79+/Rq183i8oqIiNTW1wYMHt1cmTbX73xcAoO1wXx0AAACgo1GLqDethMWFOiGkFYW6JB0dnRZGfv75541amkuvLfr27Stj79ChQ6W2q6iofPHFF+2YBgBAZ4Hn1QEAAAC6jtra2nfv3okfSgcAgE4KtToAAABAFxEQEBAXFycSibZv3/7w4UN5pwMAAK2HOfAAAAAAXYSFhYW5uTn1uY1T6AEAQL5QqwMAAAB0EX369JF3CgAA0D4wBx4AAAAAAABAseC+OgAAAIB88Pn827dvR0dHm5qazp8/Xy45FBYW3r17l/o8YsSIiRMnineVlZU9ffp0+vTpkvEVFRURERFFRUXjxo0zMzNr9Jp0sczMzFu3bikrK5ubmw8ZMqQlmUg9XXp6en5+fqPIKVOmUOvGS03mxYsXqampVOTIkSMNDQ1bcnYAAEWD++oAAAAA8pGdnR0cHHz48OGSkhJ55ZCcnLxs2TIajTZjxowRI0ZQjeXl5S4uLsOGDbt8+bJk8MOHD6dPnz569GgWi5Wfn29sbFxaWtrogG/evLG3t3d1dbWysvr+++9bUqg3dzqRSLR06dJlTVRVVclIZuDAgdOmTdPR0Vm1atXvv//eli8HAECOUKsDAAAAyIehoeHGjRvlnQUhhMybN2/QoEHit7sXFhba2trW1dVJxgiFwtWrV8+fP3/KlClqamosFqtnz56rVq2SjCksLNTX1+fxeDExMS1/PbvU0xFC4uPjzc3NCwoKeP+Ii4vT1dU1NDSUkYy6uvrnn3/+1VdfDR48uJVfBwCAAkCtDgAAACA3DAaDEEKj0eSdyP8wMjIaNWpUo8aUlJTMzEwDAwNxy+TJk69fv56RkUFt8vn8JUuWaGpqnjx5su2nI4T06tXLx8dHV1dX+R8RERGLFi1qSTIAAJ0dnlcHAAAAaKuEhIS0tDRCSL9+/ezt7QkhiYmJqampAwYMWLNmDRWTl5eXkpKSlZVlbGy8cOHCpgeJiop6/vx5r1697O3t2Wz2xYsXBQKBtra2jY0NFVBSUvLHH3+8evXK2Nh41qxZHXVx/5Wbm0sIEYlE4hYjIyNCyJ07d6in3Hfu3Jmenn7mzBl1dfV2OePUqVMlN4VCYXh4eGhoaEuSAQDo7FCrAwAAALTVjBkzDh8+HBkZKV6nzcTExM7O7vbt29Tm4cOHIyIibt68+fLlyxkzZpSVlTk4ODQ6iKWl5dixY9++fWtvb6+hoWFraztkyJAxY8ZQtXpCQkJgYKCDg4OGhoa1tbWtra2vr2+jI5SUlLx48UJqhjQazdjYuC3XqKqqSgi5d+/e0qVLqRY9PT1CSFFREbUZGBjIYDAePXo0c+bMtLQ0Q0PDw4cPt+PSbsnJyTQajSrg35sMAEBnh1odAAAAoB34+PhER0dHR0dPmTKFEFJUVDR79mzxI9O+vr5z5syh0Wi6uroTJkyIjo5uWqsTQvT19VNSUqjPGhoaw4cPpz5zOBx7e/usrCx1dXUDA4PY2Njjx4+vXLmSOpdYUFCQs7Oz1PQYDIZAIGjLBRobGysrKyclJYlEImrS/tu3bwkhurq6hJDXr1+/fv16woQJu3fv1tTUzMvLmz59uomJydOnT9vrufGQkJCFCxdSp5adDABAF4BaHQAAAKAdDBs2bO7cuefOndu7dy+DwTh37tz69evFexMTE6mZ4Y8fPy4uLq6pqfmggwcGBtbV1bFYLGqztLRUT08vPz+/Ua3u6Oj4ww8/tPlSpNPR0fHw8GCxWGvWrFmyZMmTJ0/+85//EELGjx9PCLl//z4hxNraWlNTkxAyYsQIb2/vpUuXHj9+fP/+/W0/u0gkCgsLE6/rLjsZAIAuALU6AAAAQPvYuHGjubl5ZGSktbV1Zmbmvn37xLsGDx4cFxcXHR1tYmKip6f3oUug5eTkaGtrN5303giDwaAWq/tItm3bNnny5Li4uDt37nz33XcpKSnPnj2jFnjr06cPIURLS0scTE1Wpx4sb7vk5GQ+n//111+3JBkAgC4AtToAAABA+5g3b96wYcNOnTrVs2fPefPmSe7atWtXUlJSbGysqqpqWFjYhx6ZTqfn5uYKBIIePXrICEtPT4+Pj2/uCOLb8m1hYmJiYmJCCCkoKIiMjPTy8qLe9Ea9m13yN4jPPvusR48e4vfAtVFoaKiVlRWdTm9JMgAAXQBqdQAAAID2QaPRHBwcWCzWu3fvrly5Im4vKCjw8PA4deoUtSKaUChs7ggMBqO+vr5p+/jx47lc7smTJx0dHamW6urqf//73xs2bJAMy8vLo5ZJl3rkdqnVKXw+38bGZuTIkeIEBg0aNGfOHPHD9oSQZ8+eCQSCNi5oRxGJRKGhoadPn25hMgAAXQDerw4AAADQbuzs7Hr27Dl8+HDJG7wcDocQEhgYWFNTc/v27Vu3blVVVXE4HDabTa2IRgUQQszMzN68eXP+/Hkul3v+/PmKiooXL15UVVXZ2Njo6Oi4uLh4eXk9efIkODh4/fr1K1eubHT25cuXZzQjNTX1gy6kqqqKECL1hwMul7tu3bqhQ4fGx8dLTrk/dOhQcXHxn3/+SW0mJCTo6+uvXr2a2ly/fv38+fP/+uuvDz0dIeTu3bscDkfqa+qaSwYAoLNDrQ4AAADQbjQ1NZcuXfr9999LNjKZTDs7O+rV348fPz569CiHw7GyskpNTaWeaff397927RohZPHixVOmTLGzszMyMurbt+/EiRMnTJgQFhamoqISGxurq6vLYrFGjx7t7u7u6ur68eZ7X7t27ccffySEXLly5cyZM2VlZVR7RUXFuXPnzMzMrK2tg4KCBgwYINlrzJgxycnJu3fv3rNnz88//xwdHX3jxg1x/Xzz5s1r166JF4dryenEQkJCLC0tlZWVJRtlJwMA0NnRRCKRvHMAAAAAUGg0Gi0oKGjJkiUtCa6trVVTU2vazmazxdU1j8dTUVFp7gjl5eX9+/cnhNTX1/fs2VNy18uXL2k02mefffYB2csUEBCwYsWK6upqanE42a5cuTJu3Lhhw4bJDispKVFVVf3kk08kG3k8XkRERM+ePRcsWPChSRYUFPTu3btfv34flMzQoUMXLlzo7e393uN/0N8XAKBjYKYQAAAAQHuSWqgTQiRvg8so1AkhVKFOCGlUqBNCPv/887ZlJx2Px2tJmLW1dUvCPv30U6mnuHv3rpeX14dlRgghZOjQoa1IpqGhoRXnAgBQEKjVAQAAALqvHj169O7d297efurUqUZGRrNnz/5IJ0pLS/v555874JHy7OzsP/74o6ioqKampumPHQAAnQXmwAMAAAC8B/1T+UgAACAASURBVOZId234+wKAAsLacgAAAAAAAACKBbU6AAAAAAAAgGJBrQ4AAAAAAACgWLC2HAAAAIDi4vP5t2/fjo6ONjU1nT9/vrzTIXFxcRUVFc3tNTc37927d9N2RbsKAADFh/vqAAAAAIorOzs7ODj48OHDJSUl8s6FEEIMDAxSUlKWLVvm4uLC4/EaGhoaGhrYbPa9e/fWrFlTVFQktZeiXQUAgOLDfXUAAAAAxWVoaLhx40Y/Pz95J/Jf/fv3t7W1/e2334YPH7569WrJXXQ6nc/nS+2laFcBAKD4UKsDAAAAKDTqneQ0Gk3eifyXhoaG1HZHR0d1dfXmeinaVQAAKDjU6gAAAACKgsPhXLlyJTc3l8lkzpkzp0+fPlLD8vLyUlJSsrKyjI2NFy5cSDWKRKKkpKSHDx/S6fRRo0aZmprKbm9fAQEBy5cvl5FeU80lVlJS8scff7x69crY2HjWrFkfI1sAAMWHWh0AAABAITx9+nTr1q2enp7fffedra3thg0b0tLShg0b1ijs8OHDERERN2/efPny5YwZM8rKyhwcHAghbm5uQ4cOdXJyunfv3saNG8Wlb3PtYiUlJS9evJCaEo1GMzY2fm/mXC7Xw8ODqtWbS68pqYklJCQEBgY6ODhoaGhYW1vb2tr6+vq+NwEAgK4HtToAAACA/DU0NCxdunTDhg3jxo0jhLi4uISFhT1+/Lhpre7r6ztnzhwajaarqzthwoTo6GgHBweRSOTn5xcSEkIImTRp0oIFC6jg5tolBQUFOTs7S82KwWAIBAKpu7Kysqib3nw+PysrS3Z6TbtLTYzD4djb22dlZamrqxsYGMTGxh4/fnzlypVTpkyR/e0BAHQ9qNUBAAAA5C8mJubhw4fm5ubUpqGhIZvNVlZWbhqZmJhIPRb++PHj4uLimpoaQgiNRhs5cqSNjY2fn5+VlZWLiwsV3Fy7JEdHxx9++OFDEx43btyNGzeoz5WVlV9++aWM9JqSmlhgYGBdXR2LxaJiSktL9fT08vPzUasDQDeEd7YBAAAAyF9mZqa6unr//v3FLVILdULI4MGD09LSNm/e/OTJEz09PaFQSLUfO3asd+/e1tbWs2fPrq6uFsc31y7GYDBUm9eS5DU1NV1dXWWn11TTxHJycrS1tX3/cfXq1fz8/BUrVrQkBwCALgb31QEAAADkTygUcrnchIQEMzMz2ZG7du1KSkqKjY1VVVUNCwsTt0+YMOH+/fs7duw4deqUoaHho0ePNDU1ZbSLpaenx8fHSz0XnU4X3+WWzc7OTnZ6TTVNjE6n5+bmCgSCHj16tOSkAABdGO6rAwAAAMgfk8kkhPz73/8Wt1RUVFy+fLlRWEFBgYeHx4oVK6g73uK71jwe79KlSxoaGtTt6NLS0vDwcBntkvLy8kKbIbvYbqq59JqSmtj48eO5XO7JkyfFYdXV1cePH/+gHAAAugbcVwcAAACQvwULFhgYGPj7+/fs2XPx4sVZWVmJiYnBwcGEkLdv3xJCOByO+H8DAwO/++67zMzMW7du8Xg8DodTV1d38uTJFStW0Gg0MzMzLS0tLS0tQohIJJLaLmn58uXi1621BDVfvbCwsOmu5tITiUSSV9FcYvPmzXNzc3Nxcamvr7ewsHj06FFoaOjZs2c/9MsEAOgCcF8dAAAAQP7odHpUVJSpqamfn5+pqWlkZOTx48dVVFTS0tL27dtHCPH397927RqTybSzs7tz587EiRMfP3589OhRDodjZWX17t27goKCZcuWhYaGent7Ozg4WFtbU0durr11wsPDqVnxRUVF33//fXZ2tuTe5tJLTU2VvIrmElNRUYmNjdXV1WWxWKNHj3Z3d3d1ddXQ0GhLwgAAnRRNJBLJOwcAAAAAhUaj0YKCgpYsWdIB56qurhYKhY0eKW+EzWaLK1gej6eiokIIeffunVAoLCsr++yzzySDm2v/eKSm15SMxF6+fEmj0Tos4Y78+wIAtBDmwAMAAAAokL59+743RvJWs7gSZjAYhJCm9W1z7R+P1PSakpHY559//jESAwDoRDAHHgAAAAAAAECxoFYHAAAAAAAAUCyo1QEAAAAAAAAUC2p1AAAAAAAAAMWCWh0AAAAAAABAsaBWBwAAAAAAAFAsqNUBAAAAAAAAFAverw4AAADwfj4+PiEhIfLO4v81NDTQ6XR5Z9EaQqGQRqPRaDR5JwIAoNBwXx0AAADgPb799tshQ4bIO4v/kZmZmZqaKu8sPphQKIyPjy8sLJR3Iv/j22+/1dHRkXcWAAD/gyYSieSdAwAAAAB8gNzcXCaTeerUqTVr1sg7lw+2efPmoKCg/Px8DQ0NeecCAKC4UKsDAAAAdDILFy7Mzc3NyspiMDrf84yVlZVffPGFo6Pj3r175Z0LAIDiwhx4AAAAgM4kJSUlIiLi4MGDnbFQJ4RoamqyWKxff/21uLhY3rkAACgu3FcHAAAA6Ey++uorBoORmJgo70Raj8/n6+vrz5gx48yZM/LOBQBAQeG+OgAAAECnERYW9ueffx48eFDeibSJsrKyu7v7+fPnHzx4IO9cAAAUFO6rAwAAAHQO7969GzdunIGBQUBAgLxzaSuRSPTll19qaGjcuHFD3rkAACiiTvmYEwAAAEA3dOrUqefPn0dFRck7kXZAo9EOHjxoYmISGxs7Z84cGZFxcXEVFRXN7TU3N+/du7fUXXw+//bt29HR0aampvPnz29rxgAAHQv31QEAAACku3v3row3gauoqHzzzTcdlgyHw/niiy+WLl3q7e3dYSf92KytrZ89e5aZmSljnbzy8nIPD4/ffvvt008/3b9/PxVZW1ubm5vr6+t77969sWPHSu14//79U6dO+fn5nT592t7e/mNdAwDAx4H76gAAAADS+fj4JCcnL1u27NNPP83NzT116tT06dMXLlxYWVkZExPz7NmzjqzVf/311/r6+p07d3bYGTvAL7/8wmQy/f39165d21xM//79bW1tf/vtt+HDh69evVpyF51O5/P5zXU0NDTcuHGjn59fOyYMANBhUKsDAAAASMfj8eLj4/X19QkhV69ePXXq1IQJEzZv3kwIcXV1NTAw6LBMSktLvb29d+3a1a9fvw47aQcYOXLk+vXrd+/e/d1336mrqzcXpqGhIbXd0dFRRi9CCHUTnkajtTFPAICOh3XgAQAAAKT76quvqEK9KRUVFTs7uw7LZM+ePX379nV0dOywM3aYPXv2cLncVqxsHxAQoKOjo6mpSQjJy8u7ePGii4vL5cuXZXQRiUSJiYmHDx8+evTo9evXxe0lJSXnzp1zd3fHQncAoDhQqwMAAABIt23bNhl7XVxcCCFVVVXHjx8nhFy7du2XX3559+5dVFTU4cOHqTeHs9lsX1/fw4cPBwUFiTt+aGWYm5t7/vz5/fv3q6mptel6FFL//v23b99+8ODB0tLSlvficrkeHh7U58OHD3///fcrV67ctGmTs7PziRMnmuvl5uaWn5/v5OQ0depUNzc3qjEhIWHv3r0GBgb6+vrW1tYbN25sy+UAALQXzIEHAAAAaCV/f/8NGzbw+XyhUHjmzJnMzMx58+ZZWlqOHTv27du39vb2Ghoatra2Q4YMGTNmjI2NDSEkISEhMDDQwcFBQ0PD2tra1tbW19dX9llYLNbo0aNXrlzZIdckB1u2bDl16tSePXtkP1uelZU1a9YsQgifz8/KyhK3+/r6zpkzh0aj6erqTpgwITo62sHBoWl3kUjk5+cXEhJCCJk0adKCBQsIIRwOx97ePisrS11d3cDAIDY29vjx4ytXrpwyZUo7XyQAwAdCrQ4AAADQSqtWrbp+/XpAQMDgwYMfPnz49OnTUaNGEUL09fVTUlKoGA0NjeHDh1OfW1EZ3r59OzIy8o8//lBS6rLTIXv27PnTTz+tWbPG0dGRyWQ2FzZu3DjxTITKysovv/yS+pyYmEg9tf748ePi4uKamhqp3Wk02siRI21sbPz8/KysrKhpEYGBgXV1dSwWi4opLS3V09PLz89HrQ4AcodaHQAAAKD1Pv30U0KIlZUVIYQq1GX40MpQJBLt2LFj+vTpst9A3gWsWLHit99+2759e0xMTEviNTU1XV1dqc+DBw+Oi4uLjo42MTHR09PLyMhortexY8cWL15sbW09a9asgICAgQMH5uTkaGtrv3dqAwBAx0OtDgAAANB61O3uFt70/tDKMCQk5O7du+np6a3Pr5Og0WgHDx6cPn16XFycmZlZS7qI1/bbtWtXUlJSbGysqqpqWFiYjC4TJky4f//+jh07Tp06ZWho+OjRIzqdnpubKxAIevTo0Q6XAQDQfrrsZCoAAAAARSOuDFsSLBAI3Nzcli9fPnHixI+dmCIwMTGxtLTctm1bQ0NDy3sVFBR4eHisWLFCVVWVECIUCpuL5PF4ly5d0tDQ8PX1vXr1amlpaXh4+Pjx47lc7smTJ8Vh1dXV1GKBAADyhVodAAAA4P1EIlHLgxkMRn19fdP2D6oMT548+fLly3379n1oqp2Xl5fXkydPLl682Ki9urqaEFJYWNi0C4fDIYQEBgbW1NTcvn371q1bVVVVHA6HzWYTQt6+fSuOEYlEJ0+epP6OZmZmWlpaWlpaNjY2Ojo6Li4u1KmDg4PXr1/fhZfxA4BOBLU6AAAAwPtR5SJV+0nicrmEkIqKCslGMzOzN2/enD9/nsvlnj9/vqKi4sWLF1VVVS2vDNls9v79+zdv3jxs2LCPdk0KZ+TIkfb29m5ubtS3SgkPD6ee8C8qKvr++++zs7MluzCZTDs7uzt37kycOPHx48dHjx7lcDhWVlYCgSAtLY36pcPf3//atWuEkIKCgmXLloWGhnp7ezs4OFhbW6uoqMTGxurq6lKL7bu7u7u6umpoaHTsdQMASEH7oB+JAQAAALobgUBw6tSpEydOPH78uE+fPtu2bVu6dClVQp89e3bPnj2vX79esmTJ1q1bJ0+eTHXhcDimpqYpKSn6+vr79+///fffuVzut99+a29v/+TJE2tr67y8PELImDFjLl26ZGBg0PSkbm5uvr6++fn5/fr168iLlbvy8vLhw4e7uLjs2rWr5b3YbLa4wObxeCoqKlLD3r17JxQKy8rKPvvss0a7Xr58SaPRmrYDAMgLanUAAACAj6K8vLx///6EkPr6+p49e0rukl0ZlpSUjBgxYs+ePdu2beuIRBXM/v37Dxw4kJeXp62tLe9cAADkBrU6AAAAgGKxt7ePjY3Ny8uj1kvrburq6kaNGjVv3jzJB/sBALobPK8OAAAAoECePn3q7+//888/d89CnRCiqqrq7u5+5syZRo+mAwB0K7ivDgAAAKBALC0ti4uL79+/38J3tndJQqFw8uTJgwYNio6OlncuAADy0X3/PwAAAABA0dy6dSs6OtrLy6s7F+qEECUlpYMHD169evX69evyzgUAQD5wXx0AAABAIYhEImNjYw0NjdjYWHnnohAsLCxevXrVzacYAEC3hf/wAQAAACiEoKCg1NRUT09PeSeiKA4ePJiTk3Pp0iV5JwIAIAe4rw4AAAAgf3w+f8yYMdOmTfP395d3Lgrkhx9+iI6OzsvLU1NTk3cuAAAdCvfVAQAAAOTvxIkTr169cnd3l3ciisXd3Z3NZvv4+Mg7EQCAjoZaHQAAAEDO2Gz2zz//vHnz5s8//1zeuSiWAQMGuLi4HDhwoKysTN65AAB0KNTqAAAAAHLm6ekpEAi2b98u70QUkYuLyyeffIIZBwDQ3aBWBwAAAOhQz58/l9x8/fr1kSNH3NzcNDU15ZWSIlNVVd23b5+fn19OTo5ke2FhoZwyAgDoCKjVAQAAADrUtGnTrK2tc3Nzqc1du3YNGDBg48aN8s1Kka1atWr8+PGurq7UZllZ2fr160eOHMnj8eSbGADAx4N14AEAAAA6TkVFhZaWFvXC8PXr19vY2MyePdvf33/58uXyTk2hJSQkzJw5Mzo6+v79+9QjA+/evXv48OH48ePlnRoAwEeBWh0AAACg49y+ffvrr7+mPvfo0UMkEvXr1+/p06d9+/aVb2IKTigUTpo06dmzZ3V1dQ0NDYQQJSWlixcv4jcOAOiqMAceAAAAoOPk5OQwGAzqM3VzuKKiYujQoUeOHHn37p18c1NYN27cGD9+/MOHD7lcLlWoE0J69OjR6Al2AICuBLU6AAAAQMd58uQJNQFe7N27d9XV1c7OzqNGjbpy5Yq8ElNMOTk5c+bMmT179tOnT0UikeSEUD6f//DhQznmBgDwUaFWBwAAAOg4WVlZfD6/abtQKHz+/Pm9e/fwfKKkmJiY69evE0KaTjoQiURZWVnySAoAoCPgeXUAAACAjtO/f/83b940bafRaF5eXlu3bu34lBTc77//vmbNGpFIJJ79Lkaj0d6+fauhoSGXxAAAPircVwcAAADoINXV1U0LdSUlJQaDERgYiEJdqhUrVsTGxvbs2VP8nL+YSCR68uSJXLICAPjYUKsDAAAAdJDHjx83aqHT6SoqKlevXrWxsZFLSp3CzJkz7969269fvx49eki20+n07OxseWUFAPBRoVYHAAAA6CA5OTl0Ol282aNHj759+yYnJ5uZmckxq06ByWSmpKR89tlnkuU6nU7HUvAA0FWhVgcAAADoIE+ePBHX6j169Bg0aFBKSoqBgYF8s+osdHV109LSJk6cKJ4Mj6XgAaALQ60OAAAA0EEePXpELQLPYDDGjBlz79694cOHyzupzkRTUzMxMdHKykr83jssBQ8AXRVqdQAAAIAO8ujRI0IInU6fPn367du3BwwYIO+MOh8VFZWgoCB7e3sajUYIefPmTWVlpbyTAgBof6jVAQAAADpCTU3N33//TQixsbGJiYnp1auXvDPqrOh0+qlTp3x8fKhyHcvLAUCXhPerAwAAgCze3t53796VdxZdQWVl5c2bN0eMGDFu3Dh55/I/pk6d6uzs3MaDyGWcFBYWZmRkTJgwQU9Pr4NP3amFhITIOwUAeL/Gr6kEAAAAkHT37t2UlJQpU6bIO5FOr6amhslkjhw5Ut6J/I+UlJR2OY5cxomurq6amho1WwFa4tWrV+31FweAjw21OgAAALzHlClTcCOu7aqrq/v27SvvLBpbvHhxex1KXuNEMb9YxRQcHGxjYyPvLACgRfC8OgAAAEBHQD35keCLBYAuCbU6AAAAAAAAgGJBrQ4AAAAAAACgWFCrAwAAAAAAACgW1OoAAAAAAAAAigXrwAMAAAA0i8fjJSUlPXz48Kuvvvryyy/pdHqrI8vKyp4+fTp9+vRG7dXV1WfPni0qKjI3N581a5aMU0DHa/sASE9Pz8/PbxQ8ZcqUoUOHNmqsqKjw8/NzdXVt30sAgE4K99UBAAAApPv777/19fWLiors7OyuXLliZWXV0NDQisjy8nIXF5dhw4Zdvny5UcfKyspJkyZlZmZmZ2fPmzdv2rRpH/F64AO1fQCIRKKlS5cua6KqqqrpQezt7Y8cOfJxLwkAOg/U6gAAAABSCIXCRYsWMZlMe3t7LS0tT0/P7OzsnTt3tiKysLDQ1ta2rq6uad/g4OC0tLSLFy/euHFj7969aWlpycnJH/GqoMXaZQDEx8ebm5sXFBTw/hEXF6erq2toaNjoIKdPn87JyemICwOATgK1OgAAAHQpDQ0NQUFBbT/OrVu37ty5s27dOmqTTqevWrXq2LFjXC73QyONjIxGjRrV9BR8Pn/OnDmamprUpq2tLSGkd+/ebU8eJLVuSLTLAOjVq5ePj4+urq7yPyIiIhYtWtToCHl5eQ8ePLCwsPjwiwOALgu1OgAAACiQGzduXLhw4cKFC4GBgTwejxCSlpZ24cKFiIiI9/Z99+6dv7//6NGjv//++7ZnEh4eTghhMpnilrFjx3K53JiYmFZHNqKsrCz50HJWVpaFhYXkcYDIb0i0ywCYOnWqktL//3tbKBSGh4d/8803kt0FAoGbm9svv/zyoRkCQNeGteUAAABAgUydOvXHH3/Mycl5/vy5iooKIWTy5MmrVq2SXZgJBAJ/f39PT8+///5748aNLi4uhJCSkpIXL15IjafRaMbGxrIzodYD09bWFrcMGDCAEJKXl9fqyOaIRKKQkJB9+/bFxsa2sEv3Ia8h8TEGQHJyMo1Gmzp1qmSju7u7k5OThoaGjMsBgG4ItToAAAAoEDU1NU9PzwULFty8eXPYsGGEkNLS0rFjx44YMUJqPI/HO3fu3IEDByorKzdt2rR161YtLS1qV1BQkLOzs9ReDAZDIBDIzuSvv/6i0+nKysqSuVH5tDpSKi6Xu2XLloCAgNraWiaTGRcXZ2Rk1JKO3YS8hsTHGAAhISELFy6k0WjilqSkJAaDgTUFAaApzIEHAAAAxWJhYaGvr+/t7S0SiQgh//73v6kHuRupr6//7bff9PT0tm/fvmLFisLCQk9PT3FVRghxdHSsbUZNTc170+jVq1ejFmpl70GDBrU6Uip1dXU/Pz82m+3j48Nmsx0cHFrSq1uRy5Bo9wEgEonCwsIkH1avrq4+duyY1PXqAABQqwMAAIBiodFo27Zte/LkCfVgcHx8/Lx585qGJSYm7tmz5/Xr1+vWrduxY0e/fv0aBTAYDNXmNQpOTU01kpCUlKSjo9PQ0EA9IE1hs9mEkNGjRzfq2/JIGZSUlJycnL755psHDx5IHgqInIZEuw+A5ORkPp//9ddfi1u2bNliZGQUGRkZHh4eHh7+7Nmz+vr68PDwmzdvtvi7AYAuC3PgAQAAQOEsX758165dhw4d0tXVHTNmDIMh5V8sc+fOLSwsPHr0qI+Pj7+//9atWzdt2iT50G96enp8fLzU49PpdBaLJdny2Wefbdq0Sbw5bNgwfX19QkhxcfHw4cOpxjdv3hBppVrLI9/L1NQ0ISGBeiobJHX8kGj3ARAaGmplZUWn08Ut5eXl169fF2++ffu2trZ28+bNY8aMmTlzpszvAwC6PtTqAAAAoHCUlZWdnJy2bdu2bds2Ly+v5sL69Onj5ubm5OTk6+t76NChQ4cObd261dHRkZqTnJeXFxoaKrUjg8FoVJhpa2uvWrVKsmXt2rU//fRTcnKyuADLyMiYMGFC08ekWx75XtnZ2ZaWlh/aqzvo+CHRvgNAJBKFhoaePn1asmN0dLTkJovFunjx4qtXr2R/FQDQXYgAAAAAmvftt99+++23HX/empqaPn36GBkZtTCey+UeOnRo0KBB/fr1O3DgQLvksHXr1jFjxgiFQpFIVFdXN2LEiIyMDPHebdu2rV27tiWRIpGorKyMELJ+/XrJxtraWg8Pj0ePHlGbb968+de//lVdXd0uybdQe/19O2CcdPyQaMcBkJyc3KdPHx6PJ+N027ZtGzhwYCvybDnqPfMf9RQA0F5wXx0AAAAUkYaGxtKlS1v+snE1NTVnZ+cNGzacPn3a29t7+/btbc/By8uLwWAsWLDAzMystLTUzc3N0NBQvDcqKqqysrKhoYFOp8uOvHbtmr+/PyHkypUrRkZGFhYW1KpjQqEwLCxs165dkyZNmjt3rpaWVkxMTNOFyoDS8UOivQYAISQkJMTS0lJyrXgAANloIpFI3jkAAACA4lq8eDEhJCQkpONPbWZmFhwc3Ldv3w/tyOfz27EoamhoePPmzcCBAxu1czgcgUDwySefvDdSturqamVlZeotXx2vvf6+HTNO5DIk2mUAFBQU9O7du+lydx0sODjYxsYG//4H6BRwXx0AAAAUUWZm5rBhw1pRlRFC2vfuJZ1Ol1p9Nb0B3lykbK27xm5IXkOiXQbA0KFDW50AAHRPqNUBAABAgWRkZLBYLCaTmZiYeOXKFXmnA/KHIQEA3RNqdQAAAFAgQqEwPT09IyPj9OnTurq68k4H5A9DAgC6J9TqAAAAoECMjIwqKyuVlJSUlJTknQsoBAwJAOieUKsDAACAYmEw8O8T+B8YEgDQDeHnSQAAAAAAAADFgh8pAQAAoBN48eKFh4eHu7v7kCFD2jf4vXg8XlJS0sOHD7/66qsvv/ySTqe/t0tFRYWfn5+rq6tkS0RERFFR0bhx48zMzJouIX716tWamhrqc3Fx8aZNm+T1FjfF16kHQ3p6en5+fqOYKVOmUAvFV1dXnz17tqioyNzcfNasWS05PgB0VbivDgAAAJ3A/fv3z58//+jRo3YPlu3vv//W19cvKiqys7O7cuWKlZVVQ0PDe3vZ29sfOXJEvPnw4cPp06ePHj2axWLl5+cbGxuXlpZKxj99+tTS0nLZPx48eIBCXYbOOxhEItHSpUuXNVFVVUUIqaysnDRpUmZmZnZ29rx586ZNm9b2nAGg80KtDgAAAJ3At99+W15ePm/evHYPlkEoFC5atIjJZNrb22tpaXl6emZnZ+/cuVN2r9OnT+fk5EgeZPXq1fPnz58yZYqamhqLxerZs+eqVasku3h7e9+8ebPoH+fPn29j5l1b5x0M8fHx5ubmBQUFvH/ExcXp6uoaGhoSQoKDg9PS0i5evHjjxo29e/empaUlJye3MW0A6LxQqwMAAEDnoKWl9ZGCm3Pr1q07d+6sW7eO2qTT6atWrTp27BiXy22uS15e3oMHDywsLMQtKSkpmZmZBgYG4pbJkydfv349IyOD2iwrK8vKyho+fLjOP3r27Nn25Lu2TjoYevXq5ePjo6urq/yPiIiIRYsWEUL4fP6cOXM0NTWpSFtbW0JI79692545AHRSqNUBAABAgXA4nBMnTri6up47dy47O1s8x1goFCYkJKSnp4sji4uLjxw5IhQKs7Oz9+/ff+nSJaFQ2Fxw64SHhxNCmEymuGXs2LFcLjcmJkZqvEAgcHNz++WXXyQbc3NzCSEikUjcYmRkRAi5c+cOtXn06NHU1FQdHZ1hw4ZduHBBMrKba+FgkDESmga3WrsMhqlTp0q+eU4oFIaHh3/zdl5afAAAIABJREFUzTeEEGVlZeqRdUpWVpaFhYXk6QCgu8HacgAAAKAoqqqqpkyZcubMGVtb25UrV65du9bIyMjY2HjdunV79uwJDQ09ceIEVehGRUWtXbu2vLxcJBJlZWWVl5e7ubm9evXK1dX18ePHjYIllZSUvHjxQurZaTSasbGxZAu1Bpi2tra4ZcCAAYSQvLw8qUdwd3d3cnLS0NCQbFRVVSWE3Lt3b+nSpVSLnp4eIaSoqIjaNDExEQgEd+/eTU1NXbNmTUBAwB9//IFFxVo4GGSMBEKIjMHwQSOBtNNgaCQ5OZlGo02dOlWyUSQShYSE7Nu3LzY2VkZfAOjyUKsDAACAovDy8uLxeP/6178IIW5ubpcvX162bJmTkxMhZPfu3aGhoeJIS0vLtWvXHjhwgMlkUgETJ04MCwtzdXUdPXp0o2BJQUFBzs7OUncxGAyBQCDZ8tdff9HpdGVlZXELteRbo5XhKElJSQwGo+l6YMbGxsrKyklJSSKRiEajEULevn1LCNHV1aUCzMzMzMzMCCGZmZnfffddfHy8l5fXjh07ZHxR3UELB4OMkUAIkTEYPmgkkHYaDI2EhIQsXLiQGhUULpe7ZcuWgICA2tpaJpMZFxfX9PcmAOgmMAceAAAAFMXz58/Ly8v5fD4hZPz48erq6sXFxdQuFRWVRsHU/epRo0ZRm6NHjxbfqW4aLObo6FjbDPEr08SavlmNmoY9aNCgRu3V1dXHjh2TutKYjo6Oh4dHRkbGmjVrYmJiDh06tGfPHuoCG0WOHz8+IyNjyJAhgYGBzeXffbR8MMgYCU2DxT5oJJB2GgySRCJRWFgY9bC6mLq6up+fH5vN9vHxYbPZDg4Osg8CAF0YanUAAABQFDNmzKitraUe5K6qquLz+aampi3sS6fTW/KkN4PBUG1eo2AdHZ2GhgYejyduYbPZhJDRo0c3ityyZYuRkVFkZGR4eHh4ePizZ8/q6+vDw8Nv3rxJCNm2bVtiYuLgwYPv3Lljamqqq6vbp08fydXmxNTU1KysrJ49e9bCq+7CWj0YPsZIIO03GMSSk5P5fP7XX3/d9FxKSkpOTk7ffPPNgwcPJM8IAN0K5sADAACAorC3t8/Pz//hhx/279+fkJDg6ek5d+7c9j1Fenp6fHy81F10Op3FYkm26OvrE0KKi4uHDx9Otbx584ZIK8/Ky8uvX78u3nz79m1tbe3mzZvHjBkzc+ZMQoiJiYmJiQkhpKCgIDIy0svLq7knmUeNGjVixIjWXV1X8rEHwweNBNKug4ESGhpqZWUlY2ECU1PThIQEGZNEAKBrQ60OAAAAioLBYGhra58/f15LS2vBggUfo0rJy8tr7lF2BoPRqEJbu3btTz/9lJycLC7PMjIyJkyY0LSWjo6OltxksVgXL1589epVozA+n29jYzNy5MgNGzY0l+Hly5etrKxaeDld2MceDB80Ekh7DwaRSBQaGnr69GkZGWZnZ1taWrbkWgCgS0KtDgAAAIrixIkToaGhEydO5PP5RUVFgwYNEt98pmYCU3cyKdRDxdTzzNQuHo9Hrd/WNFhs+fLly5cvb2E+gwYN2rRpk5eXl62tLY1Gq6+vj4qKCgwMFL92i8ViVVZWnjlzpiVH43K5GzZsGDp06NGjRxmM//4bLC8v7/jx46tWraKmxOfk5HC5XDc3txZm2IW1fDDIGAlNg8U+aCSQ9h4Md+/e5XA4s2bNErfU1dV5e3tbWVmNHTuWEFJRUfHgwYOoqKiWZwgAXQxqdQAAAFAU2trajx49mjFjhrhl9uzZly5devny5cGDBwkhQUFBBgYG5ubmSUlJly9fJoT8/PPPP/30U2Ji4u3bt9lstru7u6mpqY+Pj2RwW1Ly8vJiMBgLFiwwMzMrLS11c3MzNDQU742KiqqsrGxoaJD9irWKioqIiIizZ8+6uLgsXLhQcheHw7lw4cKRI0dmzJgxefJkTU3NhISEHj16tCXnrqGFg6FXr17NjYSdO3dmZGQ0GjltSaldBgMlJCTE0tJSclV5oVAYFha2a9euSZMmzZ07V0tLKyYmpumCdgDQfdBasvYGAAAAdFuLFy8mhISEhHTAua5fv/769euvvvqqrKystraWy+WGhoYymUy5v8CsoaHhzZs3AwcObNTO4XAEAsEnn/wfe3ce18S1/g/8hIRFEfeNKgqKCCgiWOqC/eIGSAXBCuKKCthb3IqKqLeorVervVRxt+6tXkQQQdYqWgF3UFQQF3AHCigiaNiSkOT3x9zmlxuSyBKYLJ/3H30xZ87MPJl5inmYM2e6yN/83Llzw4YNGzBggNS1HA6noKCgffv2ffr0UUy4TaGo66vwPFHXZKC8fPmyY8eO3bp1k2ivrKzU0dGh3gbXGqKiory9vfH9H0Al4L46AAAAKIWsrKwFCxYUFBQwmUzRI8Hjx4+PioqiNzBCCJPJbFibEWnv8ZLKw8NDzlpdXd1BgwY1MzI1pcbJQDExMZHa3rlz52aGBQBqB7U6AAAAKIWcnJySkpIjR45MmjSpf//+r169yszMzMnJWbduHd2hQVtDMgAAoFYHAAAApbBgwYKKiorTp09/9913LBbLyspq4cKFmzZtEn+mFzQEkgEAALU6AAAAKAUGg7Fy5cqVK1fyeDxMrqbhkAwAAFp0BwAAAADwP1CbgQiSAQA0Fmp1AAAAAAAAAOWCMfAAAACg/rhc7tWrVxMTEx0dHb/66qs2PnplZeXRo0cLCgqmTJkyceJEqe/fLi0tffLkybhx48QbORxOenr6/fv3x44dO3LkyMa8uBuahN7EEJednX3lyhUdHZ0pU6b07duXakxKSvr48SP1c2Fh4dKlS1vvdW4AoGxwXx0AAADUX25ublRU1M6dO4uLi9v40O/fv//888+zs7Nzc3NdXFzGjBkj0aGsrCwoKGjAgAGxsbHi7W/fvrWwsCgoKPD19T137py7uzufz2/DwDUCjYkh8u7dO39//3Xr1rm7u//jH/8QFepPnjxxc3Ob/bd79+6hUAfQKKjVAQAAQP3Z2touWbKElkNHRUVlZmaeOHHizz///OGHHzIzM69fvy7e4dWrVz4+PrW1teKNAoFg+vTpVlZW/v7+3bt337p1a25u7vfff9+2sas/GhOD8urVKwsLCw6Hk5yc3K9fP/FVO3bsuHz5csHfjh8/TleQAEAL1OoAAACgEVgsFiGEwWC05UG5XK6zs3PXrl2pRR8fH0JIx44dxfvY2dmZm5tLbHjlypVr164tWrSIWmQymfPnz9+7d291dXXrR61ZaEkMCpfLnTFjRteuXX/99VeJVaWlpTk5OaampkZ/09PTa/sIAYBGeF4dAAAA2pRQKKSewWYymebm5o6OjqJV+fn5t27dysnJsbe3nzZtGtVYW1sbFxc3derUt2/fJicnf/bZZ25ubkwm882bN/Hx8VpaWl5eXlT1W1RUFB8fHxAQkJ6efuHChT59+vj5+bVr105WJMXFxefPny8qKrK3t584ceInw2sGHR0dExMT0WJOTo6rq6uVldUnN4yJiSGEiPccOnRodXV1cnKyl5dXS0JSZrJOfgsTgzQxN6Qmhpzwmu3777+/ffv2kSNH9PX1JVbt2bMnIyPDyMjIxMRkw4YN8+fPp+WvCQBAI9TqAAAA0KZCQkJMTEwCAwPv3LmzZMkSUcGzc+fOuLi4y5cvv379evz48aWlpVRltWjRoqdPn27fvj0vL69z586rV692cXGZPHlyWloan8+PjIyMi4uLj48PDw9ftmxZXV3dgwcPuFxuaWnptm3bTpw4cf36danv/UpNTY2IiAgICDAwMPDw8PDx8dm3b5+c8ESKi4tfvHgh9aMxGAx7e3upq4RC4ZkzZ3788ccLFy405iw9e/aMEGJoaChq6dmzJyEkPz+/MZurKKknv4WJQQhpUm7ISgxZ4Yk0IzEiIiJYLNaDBw8mTJiQmZlpa2u7c+dOW1tbQoiDgwOPx7t582ZGRsbChQvDw8PPnz+PyQUBNIsQAAAAQDZPT09PT09F7U0gEHTv3j01NZVa3Lx5s2iVqanpkiVLqJ89PDy++uor6ucdO3YQQs6cOUMtrl27lhBy9uxZavH777/X1dXl8/lCoXDu3LkMBiM3N5datX79ekLIr7/+Si0+fPiQEHLkyBGhUMhmswcMGFBVVUWt8vPzI4TcvHlTTngiVDxSsVgsqZ+6qqpq0aJF1MRgnTt3zszMlOjA4XAIIcuXLxe12NraMplM8T6ZmZmEENEpUhRFXd+W70fWyW95Ygjl5kZjEkNOeCJNTYyioiJCyPDhw8vLy4VCYV5enqGhYYcOHYqKisS73b9/n3pEYuvWrU06n1JFRkbi+z+AqsDz6gAAANB2GAzG4MGDvb294+LiCCFBQUGiVWlpaZs3byaEPHr0qLCw8OnTp1R7p06diNho8MGDBxNCrK2tqUVzc3MOh0NN4q2vr89isYYMGUKtWrt2LYvFunLlSsMwIiIiamtrg4ODlyxZsmTJkpKSkoEDBz579kxOeCLLli2rkUH0ei0J+vr6hw4dYrPZYWFhbDY7ICDgkyeqQ4cOEi3UJPC9e/f+5LYqStbJb3likEbnhqzEkBOeSFMT4+7du4QQDw8PajoDMzOzHTt2VFVV7d+/X7ybtbV1VlZW3759IyIimnZCAUDFYQw8AAAAtKm9e/d6eXl5eHhMnDgxPDy8V69eVHufPn1SUlISExMdHBwGDhyYlZUldXOJGbaoMcxSZ1xr37593759y8rKGq56+PChoaGhaGxzY8ITYbFY1GxkTaWlpRUYGHjjxo2zZ89yOBxdXV05nY2MjPh8vng3NptNCLG0tGzGoVWF1JOv8MQgsnNDTmLICk+kqYlB/a2he/fuopbRo0cTQvLy8hpG6+7ufuzYscbvHADUAGp1AAAAaFPDhw+/e/fu2rVrDx48aGtr++DBA+q+4vr166l5v9q1a3f27NmWH4jD4ZSWljo7OzdcxWQy8/LyeDxew8eVZYUncvv27UuXLkk9IpPJDA4Olh+Vo6Njamqq/EKdEGJhYUEIKSwsNDU1pVrevXtH1L1Wl3ryFZ4YRHZuyEkMWeGJ1jY1MczMzAgh4n966Nevn7a2toGBQcM9mJubU/0BQHNgDDwAAAC0HQ6Hc/LkSQMDg3379iUlJZWUlFATnr98+XLz5s1z586lpuYWCAQtP9atW7fq6upcXV0brrK2tq6urhZ/UVZlZeX+/ftlhScuPz8/WobGVJK5ublubm6f7Obn56erqyv+JvasrKzhw4erccEm9eS3RmIQ2bkhKzFkhSe+bVMTo3fv3s7Ozrdu3RK1PH36lMfjSZ2FLjY21t3dvSUfGQBUDmp1AAAAaDtCoZCa0IsQ4uTk1L17d2oMcFVVFSEkIiLi48ePV69evXLlSkVFRVVVFZvNpsZ+U7OviXq+f/+eWqQGOYvW1tfXP378mPo5OjrawcFBVI99+PBBtLm3t7eRkVFQUFBoaOjjx4+joqK++eabefPmyQpP3Jw5c7JkyMjIkOhcW1u7ZcuW3NxcarG8vPzevXthYWES3SoqKgghdXV1opbevXsvXbo0NDSUCqauri4hIeHo0aNaWmr75U3qyVdUYhDZudGYxJAVnnj8TUoMyvbt2wsLC2/cuEEtpqamWlhYLFiwID8/PzAw8N69e1T7w4cPq6urQ0JCWnqKAUClMH/44Qe6YwAAAADldebMGULIjBkzFLK3+vr6H3/8kRr3e/78+WHDhlETrfXq1auwsDAhISEqKmrQoEGenp4RERE3btz47LPPtm/f/ubNm9raWmtr6+zs7C1btpSUlBQXFw8fPvzZs2dbt24tKip6//798OHDb968SZU3aWlpx44dKysri46OpkabZ2Zm/vDDD8+fP3/z5k2/fv3Mzc0nT558/vz506dP79u37/Hjxzt27Ojfv7+s8JqNy+WuXr1648aNSUlJhYWFz58//+WXX0Qv/ab88ccf27Zte/jwYWFhYZcuXT777DNqYjlHR8fCwsLdu3eXl5cnJSVNnz598uTJLQlGKkVd35bvR+rJl5UY/fr1Cw0NbWRidOvWLTExUWpuNDIxZIXXwpPWs2dPV1fXtWvXPn/+/ObNm5cvX46Oju7UqdPr169XrFixe/fuK1euPH78uKioaP/+/Z98bqIxHj58GB0dje//ACqBQf11EAAAAEAqLy8v8nclphD19fUCgaC0tLRfv34Sq9hstuhh3U/OvtbQt99+e+zYMS6XW1hY2KlTJ4mSWKrXr18zGAzxSOSE12yVlZU6OjrUO9uais/nv3v3ruEUd4qiqOurkP3IOvktTAzS9NxomBhywmu54uLidu3adenSRdTC4XAKCgrat2/fp08fBR4oKirK29sb3/8BVALmlgMAAIA2Rc2VLbXaEZ9VqyV3EY2MjBrZk7plKk5OeM3WuXPnZm/LZDJbr1BXNrJOvqISgzQ6NxomBmmd3KB89tlnEi26urqDBg1S+IEAQIWo7SNPAAAAoGlqamrq6+upB48BxCE3AEDloFYHAAAAdRAeHp6SkiIUCtesWXP//n26wwElgtwAAFWEMfAAAACgDlxdXadMmUL9rJBZuEBtIDcAQBWhVgcAAAB10KlTJ7pDACWF3AAAVYQx8AAAAAAAAADKBffVAQAAgAZcLvfq1auJiYmOjo5fffUVLTG8evXq5s2b1M9mZmYjRowQrSotLX3y5Mm4cePE+9++ffvZs2cSOxk1apSJiYn8DRtD6oaVlZVHjx4tKCiYMmXKxIkTmUymaFV5eXlcXFxBQcGwYcOcnJyoV7ITQl68eJGRkUH9PHjwYFtb26ZGolSUNk/YbPapU6devnxpamo6e/bshi/kS0pK+vjxI/VzYWHh0qVLG//SvvLy8kOHDq1bt068kcPhpKen379/f+zYsSNHjqSSQc0uNwCIw311AAAAoEFubm5UVNTOnTuLi4vpiuH69euzZ89mMBjjx483MzOjGsvKyoKCggYMGBAbGyveWSgUzpo1a3YDFRUV8jf8JFkbvn///vPPP8/Ozs7NzXVxcRkzZoxo1f3798eNG2dpaRkcHPzs2TN7e/uSkhJqVa9evcaMGWNkZDR//vz//Oc/TT0nykY58yQvL8/MzGz79u1hYWGLFi0aNmxYaWmp+CZPnjxxc3MTJcm9e/caX6gTQvz9/Xft2iXe8vbtWwsLi4KCAl9f33Pnzrm7u/P5fKJ2lxsAxKFWBwAAABrY2touWbKE7igIIcTFxaV3796iN3i/evXKx8entrZWotulS5emTJny8uVLzt9SUlKMjY1FdzJlbfhJsjaMiorKzMw8ceLEn3/++cMPP2RmZl6/fp0QIhAIFixY8NVXX40aNap9+/bBwcF6enrz58+nttLX1+/fv//YsWP79OnT1EiUkHLmyYoVKy5cuJCfn19UVOTv7//8+fPvv/9evPOOHTsuX75c8Lfjx483/kCHDx9++PCheItAIJg+fbqVlZW/v3/37t23bt2am5tLHVHNLjcAiEOtDgAAAPRgsViEEAaDQXcg/8POzs7c3Lxhe4cOHcLCwoyNjXX+FhcXN3369E9u2LwjcrlcZ2fnrl27Uos+Pj6EkI4dOxJCbt26lZ2dbWNjI+r8xRdfXLx4MSsrqxlHV37KlidZWVlz5swZNmwYIaRHjx6bNm3S0tK6ceOGqENpaWlOTo6pqanR3/T09Bq58/z8/Hv37rm6uoo3Xrly5dq1a4sWLaIWmUzm/Pnz9+7dW11draDPBADKCM+rAwAAQEulpqZmZmYSQrp16+bv708ISUtLy8jI6Nmz58KFCwkh+fn5t27dysnJsbe3nzZtWsM9JCQkPH/+vEOHDv7+/mw2+8SJEzwez9DQ0NvbW9SnuLj4/PnzRUVF9vb2EydObKsP91+jR48WXxQIBDExMdHR0a10OB0dHfHH4HNyclxdXa2srAgheXl5hBChUChaa2dnRwi5du2a+CP3Skg98kR8MAUhxNDQcMSIEdQfFCh79uzJyMgwMjIyMTHZsGHD/PnzG/mHBh6PFxIScvTo0Y0bN4q3x8TEEEKoq08ZOnRodXV1cnKyl5dXSz8PACgr1OoAAADQUuPHj9+5c2d8fLxoCi4HBwdfX9+rV68SQnbu3BkXF3f58uXXr1+PHz++tLQ0ICBAYg9ubm5Dhw798OGDv7+/gYGBj49P3759hwwZIqrBUlNTIyIiAgICDAwMPDw8fHx89u3bJ7GT4uLiFy9eSI2QwWDY29sr8CNfv36dwWBIFPCtQSgUnjlz5scff7xw4QLV0q5dO0LInTt3Zs2aRbUMHDiQEFJQUNDawbSQeuRJt27dJFoKCwsXL14sWnRwcODxeDdv3szIyFi4cGF4ePj58+fF5wWUZdOmTYGBgaLHMUSoGQ0NDQ1FLT179iSE5Ofnf3KfAKC6UKsDAACAAoSFhSUmJiYmJo4aNYoQUlBQMGnSJOoZ2n379jk7OzMYDGNj4+HDhycmJjaswQghFhYWt27don42MDAwNTUVraqqqvL398/JydHX17exsblw4cL+/fvnzZtHHUskMjJy5cqVUsNjsVg8Hk9RH5YQcubMmWnTprX2wOzq6uoVK1aEh4fX1NRYWVmlpKTY2dnZ29vr6Oikp6cLhUIqgA8fPhBCjI2NWzUYhVC/PLly5QqLxVqxYoWoxcnJycnJiRCSnZ09c+bMS5cuhYaGrl27Vv5+0tPTWSyW+AyCIm/evGEymTo6OqIWaqY60YSCAKCW8Lw6AAAAKMCAAQMmT5587Nix+vp6QsixY8e++eYbalVaWtrmzZsJIY8ePSosLHz69GlTdx4REVFbWxscHLxkyZIlS5aUlJQMHDiw4evTli1bViOD6O1ZCiEUCs+ePSv+sHor0dfXP3ToEJvNDgsLY7PZVO1qZGS0efPmrKyshQsXJicnb9++nRoybW1t3drxtJya5Qmfz9+wYUN8fLzonXnirK2ts7Ky+vbtGxERIX8/lZWVe/fulZigTqThzqlJ4Hv37t2kaAFAteC+OgAAACjGkiVLpkyZEh8f7+HhkZ2d/eOPP1Ltffr0SUlJSUxMdHBwGDhwYDOmQHv48KGhoWHDwcwSWCyW+GPDref69etcLvf//u//2uBYhBAtLa3AwMAbN26cPXuWw+Ho6uquXr36iy++SElJuXbt2syZM2/duvX06VPx2eaUmTrlSVBQ0MqVK+Wc+fbt27u7ux87dkz+flasWGFnZxcfH08tPn36tK6uLiYmpnPnzhMmTDAyMuLz+dSlpzqw2WxCiKWlpUI+BQAoJ9TqAAAAoBguLi4DBgw4ePCgnp6ei4uLqH39+vXp6ekXLlxo167d2bNnm7FnJpOZl5fH4/G0tbXldLt9+/alS5dk7SE4OLgZh5YqOjra3d29MU8gK5Cjo2NqaqqoWnNwcHBwcCCEvHz5Mj4+PjQ0tOFzzspJbfLk0KFDNjY2U6dOld/N3Nyceiu7HGVlZRcvXhQtfvjwoaamZvny5UOGDJkwYYKFhQUhpLCwUDTg/927dwS1OoC6Q60OAAAAisFgMAICAoKDg+vr68+dO0c1vnz5cvPmzQcPHqRmRBMIBLI2Z7FYdXV1UldZW1tXV1f/+uuvy5Yto1oqKytPnTolPqEXISQ/P1/WxOwsFktRtbpQKIyOjj58+LBC9tZ4ubm5bm5uEo1cLtfb23vw4MESp0KZqUeexMbGCoVC6l16lPT0dOqvJw17uru7y99bYmKi+GJwcPCJEyeKioqoRT8/v3/961/Xr18X1epZWVnDhw//5J8AAECloVYHAAAAhfH19d2wYYOpqanoHm9VVRUhJCIiYubMmdnZ2VeuXOFwOFVVVUKhkJoRjepACHFycjp9+vTx48dnzJgRFRVVXl5eV1dXUVHRpUsXb2/vkJCQoKCguro6V1fXBw8eREdHHz16VOLoc+bMmTNnTss/RUVFBSFEVkF48+bNqqoqqS8Dk7XhN998U1RUdPz48V69ejXyiLW1tTt27HB3dx86dCghpLy8/N69ewkJCeJbVVdXL1682MTEZM+ePW0z+F9RVD1PLl269PPPP8+dO3fv3r2EED6f/+jRo6FDhzo4OOTn5+/fv3/+/PnUwPiHDx9WV1eHhISItv1kMjTUu3fvpUuXhoaG+vj4MBiMurq6hISEiIgILS3MPAWg1oQAAAAAsnl6enp6eja+v6+vb1ZWlkQLi8UyNTX99ddfo6OjdXR0JkyYcPHiRWdnZ0KIjY1NcnKyUChks9nUfN0WFhYxMTFff/21s7Pz4cOHqZ08evRIdBdxyJAhd+/ebflH+89//kMIqaysFG9MTk6mXgDWs2fPw4cPl5SUSGwVGBg4d+7chnuTsyH1TrVffvlFahhSN6yqqrKxsWEwGHZ2duvXr9+1axebzRZt8u7du6NHj44ZMyYmJkbWpzM2Nl6xYsUnT0JTr6+i9qO6eZKVlaWvry/xjVpPT6+8vJxa26lTJ0LI+PHj16xZ8/PPP9fU1IjvTX4yUFavXt2rVy/xFoFAsGbNGldX1927d69bt+7EiRMSmzTyckdGRuL7P4CqYAiFwtb+cwAAAACoLi8vL0LImTNnGtm/pqaGeqGUODabLbqDKj5FVkNlZWU9evQghNTV1enp6Umsff36NYPB6NevXyODkS88PHzu3LmVlZVUcdVIL1++7NixY8OXbMvB4XDi4uL09PQ++WyzhMrKSh0dnYbn89y5c8OGDRswYICcbU1MTKZNm7Zjxw75h2jq9VXUftQ4TzgcTkFBQfv27al30TVc27xkIITw+fx3795JvSHfyMsdFRXl7e2N7/8AKkGVhksBAACA8mtYgBFCxKc9k1OAEUKoAowQ0rAAI4T079+/ZdFJweFwmtTfxMSkGYe4efNmaGhoUzfs3Lmz1HYPD49Pbku91ktpqXFM7pP0AAAgAElEQVSe6OrqDho0SM5+mpcMhBAmkylr5LySX24AaAbU6gAAAKChtLW1O3bs6O/vP3r0aDs7u0mTJrXSgTIzM3/66ae2eaQ8Nzf3/PnzBQUFHz9+lFrHQlMpNk8Umwy43ABqDGPgAQAAQB5FjZEG5UTXGHigBcbAA6gQzB4JAAAAAAAAoFxQqwMAAAAAAAAoF9TqAAAAAAAAAMoFc8sBAACAkuJyuVevXk1MTHR0dPzqq6/oDoekpKSUl5fLWjtlypSOHTtKXaVsH0R1KduZvHnz5qtXr2St1dXV/frrr9swHABQK7ivDgAAAEoqNzc3Kipq586dxcXFdMdCCCE2Nja3bt2aPXt2UFAQh8Ph8/l8Pp/NZt+5c2fhwoUFBQWyNlS2D6K6lO1MhoWFBQUF3b17t7S0ND09ffbs2YcOHSorK8vLywsLC/Pz86M7QABQYbivDgAAAErK1tZ2yZIlhw4dojuQ/+rRo4ePj8/u3btNTU0XLFggvorJZHK5XFkbKtsHUV3KdiY5HM6lS5csLCwIIUlJSQcPHhw+fPjy5csJIevWrbOxsaE7QABQYajVAQAAQHlRr6FmMBh0B/JfBgYGUtuXLVumr68vZ0Nl+yCqS6nO5NixY6lCvSFdXV1fX982jgcA1AlqdQAAAFAKVVVV586dy8vLs7KycnZ27tSpk9Ru+fn5t27dysnJsbe3nzZtmqhdKBSmp6ffv3+fyWSam5s7OjrKalS48PDwOXPmfDJCcbICKy4uPn/+fFFRkb29/cSJE1sjWhXSkpSQdYYVmxKrV6+WszYoKIgQUlFRERERsXjx4j/++CMnJ8fMzOz169cdOnTw9/dns9knTpzg8XiGhobe3t6iDZEGAEBQqwMAAIAyePLkyapVq7Zu3Tpz5kwfH5/FixdnZmYOGDBAotvOnTvj4uIuX778+vXr8ePHl5aWBgQEUKtCQkJMTEwCAwPv3LmzZMkSqgaT2iiuuLj4xYsXUkNiMBj29vafjLy6unrz5s2iWl1OhOKkBpaamhoREREQEGBgYODh4eHj47Nv375PBqCuWpgSsi59G6SEuN9//33x4sVcLlcgEBw5ciQ7Ozs7O3v9+vUfPnzw9/c3MDDw8fHp27fvkCFDRLU60gAAKKjVAQAAgGZ8Pn/WrFmLFy8eNmwYISQoKOjs2bOPHj1qWJjt27fP2dmZwWAYGxsPHz48MTGRKsyEQuGhQ4fOnDlDCPn888+nTp0qq1FCZGTkypUrpUbFYrF4PJ7UVTk5OdTdTi6Xm5OT05gIxUkNrKqqyt/fPycnR19f38bG5sKFC/v37583b96oUaM+df7UUAtTQtalb72UkGX+/PkXL14MDw/v06fP/fv3nzx5Ym5ubmFhcevWLaqDgYGBqampqD/SAABEUKsDAAAAzZKTk+/fvz9lyhRq0dbWls1m6+joNOyZlpZGPRb+6NGjwsLCjx8/Uu0MBmPw4MHe3t6HDh1yd3enxh5LbZSwbNmyb7/9tqkBDxs27M8//6R+fv/+/ciRIz8ZoTipgUVERNTW1gYHB1N9SkpKBg4c+OzZM80s0lqYErIufeulhByfffYZIcTd3Z0QYm5uLr8z0gAARPDONgAAAKBZdna2vr5+jx49RC1SqzJCSJ8+fTIzM5cvX/748eOBAwcKBALRqr1793bs2NHDw2PSpEmVlZVyGsWxWKx2sjUm+K5du65bt64xEYprGNjDhw8NDQ33/S0pKenZs2dz585tTAzqp+UpIevSt0FKSNDS0hL995OQBgAggvvqAAAAQDOBQFBdXZ2amurk5CS/5/r169PT0y9cuNCuXbuzZ8+Krxo+fPjdu3fXrl178OBBW1vbBw8edO3aVWqj+Fa3b9++dOmS1GMxmUzR7U35xKf7lhOh/GiZTGZeXh6Px9PW1m7MQdVby1NC1qVvm5RoNqQBAIjgvjoAAADQzMrKihBy6tQpUUt5eXlsbKxEt5cvX27evHnu3LnU7U3xW9YcDufkyZMGBgbUrciSkpKYmBipjRL7zM/Pj5ZBTqUti5wIxUkNzNraurq6+tdffxV1q6ys3L9/f1NjUA8tTAlZl75VU0IoFDby07FYrLq6OqmrkAYAIIL76gAAAECzqVOn2tjY/P7773p6el5eXjk5OWlpaVFRUYSQDx8+EEKqqqpE/42IiJg5c2Z2dvaVK1c4HE5VVZVQKNTW1v7111/nzp3LYDCcnJy6d+/evXt3oVDYsFHi0HPmzBF/3donUaOmX716JXWtnAjFP4jUwFxcXEJCQoKCgurq6lxdXR88eBAdHX306NEmn0210MKUqK2tlXrpWyMlRKjcoMITV11dTQgpLy/v1q0b1eLk5HT69Onjx4/PmDEjKiqqvLy8rq6uoqKiS5cu3t7eSAMA+C8hAAAAgGyenp6enp6tfZSioiJHR0cGg8FgMMaNG1dUVCQUCjMyMpydnQkhNjY2ycnJQqHQ19eXxWKZmpr++uuv0dHROjo6EyZMKC8vr62tNTQ0nDlz5pkzZ3755ZcNGzYIhUKpjS1x9uxZBwcH6hvUN9988+DBg4Z9pEZ48eJF8Q8iK7BHjx6ZmZlR+x8yZMjdu3dbGHBjKOr6KjxPWpISf/31l9QzrPCUoHC53D179lhaWhJCOnXqtHnz5ufPn1Orjhw50qdPH0LIjBkzMjIyqEY2m03NFWdhYRETE/P11187OzsfPnyYWtuqaRAZGYnv/wCqgiFs9HAdAAAA0EBeXl6EEOo1V62tsrJSIBBIPD8sgc1mGxgYUD9zOBxdXV3q5/r6eoFAUFpa2q9fP1FnqY2tTVaE4uQE9vr1awaD0WYBK+r6tlKeNDslZJ1hWlJCqrKyMmryvLq6Oj09PYm1rZQGUVFR3t7e+P4PoBIwBh4AAACURefOnT/ZR1SVEULEy2AWi0UIkahtpDa2NlkRipMTWP/+/VspMFXU7JSQdYZpSQmpRLPcNyzUCdIAADC3HAAAAAAAAICyQa0OAAAAAAAAoFxQqwMAAAAAAAAoF9TqAAAAAAAAAMoFtToAAAAAAACAckGtDgAAAAAAAKBcUKsDAAAAAAAAKBfU6gAAAAAAAADKhUV3AAAAAKDsoqOjGQwG3VFAa/H09FTIfpAnAAAKxBAKhXTHAAAAAMrr5s2bhYWFzdiwsrJyy5YtNTU1v/zyS7t27RQeWOt5+PDhpk2bDh8+3LFjR7pjaQtGRkajR49u4U6anSdKa8GCBT4+PhMmTKA7EJm4XG5QUFC7du02bNigr6/f+A1nzJjRelEBgKKgVgcAAADFe/36taOjI5/Pv3jx4oABA+gOp2muX78+duzYoqKiPn360B0L0KZ9+/YHDhyYP38+3YHIU1BQ4ODg0KVLlz///LNLly50hwMAioTn1QEAAEDBnjx58uWXX+ro6Fy9elXlCnVCiK6uLiGEw+HQHQjQqb6+nsVS9sdF+/Xrd/HixTdv3kyZMqWqqorucABAkVCrAwAAgCLdvXv3//7v/3r37p2env7ZZ5/RHU5z6OjoEEK4XC7dgQCdVKJWJ4SYmppevnz55cuXLi4u1dXVdIcDAAqDWh0AAAAU5urVqxMmTBg6dOiff/7ZrVs3usNpJtxXBz6fLxQKtbW16Q6kUQYPHnzhwoXHjx9Pmzatrq6O7nAAQDFQqwMAAIBiJCcnOzs7Ozg4JCcnGxgY0B1O8+G+OvB4PEKIStxXpwwbNuzixYt37tyZOXMmFTwAqDrU6gAAAKAAp0+f9vDwmD59+tmzZ/X09OgOp0VwXx3q6+uJStXqhBAbG5ukpKTLly/PmjWLih8AVBpqdQAAAGipEydOzJs375tvvvn9999Vq7yRCvfVgap1VWUMvMjo0aOTk5PPnz/v6+srEAjoDgcAWgS1OgAAALTI7t27FyxYsGrVqr1792ppqcNXC+q+Omp1TaZyY+BFxo4dGxsbe+bMGX9/f5TrACpNHf5BBQAAALr8/PPPgYGBoaGh27ZtozsWhaHuq2MMvCZTxTHwIo6OjrGxsadOnfruu+/ojgUAmk8lfwEBAAAA7YRC4cqVK/fs2XP48GE/Pz+6w1EkHR0dBoOB++qaTKVrdULI5MmTT5065e3tzWKxwsLC6A4HAJpDVX8BAQAAAI34fP6iRYvCw8NPnz7t6elJdzgKxmAwtLW1cV9dk1Fj4FXueXVxX3/9dXh4+OzZszt16vTDDz/QHQ4ANBlqdQAAAGgaDocze/bs8+fPx8fHOzs70x1Oq9DR0cF9dU2m6vfVKTNmzKipqfHz89PR0fnnP/9JdzgA0DSq/QsIAAAA2lh1dfW0adNu376dkpJib29PdzitRVdXF/fVNZl61OqEkAULFlRVVS1fvpzFYgUHB9MdDgA0gcr/AgIAAIA2U1FRMWXKlBcvXqSmpg4fPpzucFoR7qtrOBV9Z5tUS5cura+vX7lyZYcOHRYvXkx3OADQWKjVAQAAoFFKS0udnZ0rKyuvXLliZmZGdzitC/fVNZzqvrNNqsDAQDabvXTpUm1t7UWLFtEdDgA0ipr8AgIAAIBW9erVK0dHRyaTee3aNSMjI7rDaXW4r67h1GYMvMj69es5HE5AQED79u3nzJlDdzgA8Gnq8wsIAAAAWsnjx4+dnJw6d+6ckpJiaGhIdzhtQVdXF7W6JlOnMfAimzdv5vF48+fPZ7FY3t7edIcDAJ+AWh0AAADkycrKcnFxMTEx+eOPP7p27Up3OG1ER0cHY+A1mZqNgRfZtm1bVVXVvHnz2rdv7+bmRnc4ACCPFt0BAAAAgPK6cuXKhAkTrKys/vzzT80p1AnGwGs89RsDT2EwGHv37l24cKGnp+cff/xBdzgAIA9qdQAAAJAuKSlp8uTJ48ePT0pK6tChA93htCnMLafh1LVWJ4QwGIwDBw54eXl5enqmpaXRHQ4AyIRaHQAAAKQ4ffr0tGnTPD09o6Oj9fT06A6nreG+uoajxsCr2fPqIlpaWr///vvUqVNdXV2vXr1KdzgAIB1qdQAAAJB08ODBOXPm/OMf//jtt9/U8tbiJ+G+uoZT4/vqFCaTeeLEiQkTJri5ud25c4fucABACtTqAAAA8D9+/vnngICA1atX79mzR0tLQ78q4L66hlP7Wp0Qoq2tHR0dbW9v7+joeO/ePbrDAQBJGvoPMAAAAEj1888/r1u3bvv27du2baM7FjrhvrqGq6+vZzKZDAaD7kBal46OTnR0tI2NjbOz86NHj+gOBwD+B2p1AAAAIIQQoVAYGBj4/fffHzlyZMWKFXSHQzPcV9dwPB5PXR9Wl9CuXbvExERzc/MJEybk5eXRHQ4A/H+o1QEAAIDw+fyFCxceOHDg9OnTvr6+dIdDP11dXdTqmqy+vl69B8CLa9++fUJCQr9+/RwdHV++fEl3OADwX6jVAQAANB2Hw/Hy8oqOjk5ISPD09KQ7HKWgo6ODMfCaTKNqdUJIp06dUlJSevToMX78+NevX9MdDgAQglodAABAw1VVVbm6uqampqakpDg5OdEdjrLAfXUNpzlj4EU6d+58/vx5fX19R0fHkpISusMBANTqAAAAGqyiosLR0fHBgwdpaWljxoyhOxwlgvvqGk7T7qtTevTocfnyZSaT6ezs/O7dO7rDAdB0qNUBAAA0VGlpqYODQ0lJydWrV62trekOR7lgbjkNp5m1OiGkV69eFy9erKqqmjRp0vv37+kOB0CjoVYHAADQRK9evfryyy95PN7Vq1cHDRpEdzhKB+9s03A8Hk8za3VCSN++fdPS0iorK7/66is2m013OACaC7U6AACAxnn8+PHYsWM7dux45coVIyMjusNRRrivruHq6+s17Xl1cf369bt48WJBQcHkyZOrqqroDgdAQ2no3wsBAAA0QUFBQb9+/SQa79y54+LiYmFhkZCQ0KlTJ1oCU0J5eXk7duyoq6urra0lhDx9+pTP53/55ZeVlZWEkLq6OgcHhyNHjtAdJrQRjR0DLzJo0KDU1FQHBwcPD4/ExEQ9PT26IwLQOBr9OwgAAECN1dTUjB49esuWLQsWLBA1pqenT5061d7ePjo6un379vRFp3SMjY0jIyM/fvwoFApFjeKzYa9atYqOuIAeqNUJIYMHD75w4cKECRPc3d3j4+N1dXXpjghAs2AMPAAAgHrat29fSUmJn59fTEwM1ZKYmOji4jJhwoTY2FgU6hJ0dXXnzZsna9gzg8Fwd3dv45CARho+Bl7E2tr60qVLmZmZM2fO5PF4dIcDoFlQqwMAAKihDx8+bNmyRSgUCoVCb2/vP/7449SpU19//bWXl9eZM2dwf0yqhQsXSn1GncFgjBw50tDQsO1DArrgvrqIjY1NUlLSpUuXZs+eXV9fT3c4ABoEtToAAIAa2rFjR3V1NSFEKBQKBAJ3d/d58+Z99913v/32GyoQWWxtbS0tLRkMhkQ7k8n09vamJSSgiybPA9/QmDFj4uLikpKS/Pz8BAIB3eEAaArU6gAAAOrm3bt3v/zyi+gOmEAgEAgE2tras2bNaliIgrhFixZpaUl+O+Lz+dOmTaMlHqALxsBLmDBhwrlz5yIjIxctWiQ+pwMAtB7U6gAAAOpm27ZtEk+W8vl8Pp8/adKkJ0+e0BWVSpg3b55Erc5gMKytrfv3709XSEALjIFvyMnJ6fTp0ydPngwMDKQ7FgCNgFodAABArfz111979uxpOAtUfX09m82eOHFiUVERLYGphG7durm4uIgXaSwWCwPgNRDGwEvl4eERERGxf//+lStX0h0LgPpDrQ4AAKBWNm3aJGuEan19fXFxsYuLC4fDaeOoVIi/v7/4BFo8Hg8D4DUQ7qvLMn369KNHj+7atWvTpk10xwKg5vA7CAAAQH28evXq2LFjDedqZjAYWlpaurq6/v7+q1atwjzwcri4uHTr1q28vJxaNDMzGzx4ML0hQdvD8+py+Pj41NfX+/v7a2trr1u3ju5wANQWanUAAAD18f3330vMHsdisfh8ft++fZcsWfLtt9926tSJrthUBYvFWrBgwe7du3k8no6OzqxZs+iOCNrCwYMH9+zZI/rfp7KyksFgjBs3jhDSpUsXbW1tb2/v6dOn0xmiMvH19a2url6+fLm2tnZQUJD4qtu3b+vp6VlZWdEVG4DaYGAiRwAAAPXw8OFDKysr0b/sLBarvr5+5MiRq1at+vrrr5lMJr3hqZCHDx8OHTqU+jk7O3vYsGH0xgNt4MmTJxYWFnI6IBMaCgsLW7Vq1b59+wICAqiW69evOzs7u7m5RURE0BsbgBpArQ4AAKAm3N3dk5KS+Hw+9ZztzJkzV65caWNjQ3dcKsnW1vbevXtGRkYFBQV0xwJtxMLCQuqLEhgMhqWlZW5ubtuHpPx+/PHHH3/88dChQ/7+/qmpqVOmTKmrq2MwGM+fPzc2NqY7OgDVhrnlAAAA1MHt27cTEhL4fH6nTp3WrFlTUFBw8uRJFOrNtmjRIkIIBsBrlFmzZkl9Rp3JZPr5+bV9PCph48aNa9as+fbbb0NCQiZPnszlcoVCIZPJ3LFjB92hAag83FcHAICW8vLyio6OpjsKaJTW+3c/KioK7zZTFZGRkTNmzKA7CqWTl5dnbm7esJ3JZBYVFfXu3bvtQ1IVc+fOjYyMFAgEAoGAatHV1S0qKurevTu9gQGoNMwtBwAACjBq1KgVK1bQHYXmYrPZz58/t7a2lphYTtzNmzd37tzZ2pFERka29iHazMmTJ+fOnSvnlKoo/ElFlsGDB5uZmeXn54s3MplMR0dHFOpynDlz5vTp00KhUFSoE0IEAsGBAwfWr19PY2AAqg61OgAAKEDfvn1xm075tUGtrk5p4O7urpYvt0OtLsfs2bO3bNnC4/FELUKhcOHChTSGpOROnz49Z84coVAoMWaHx+OFhYUFBQW1a9eOrtgAVB2eVwcAAACQQi0LdZDP09NTvFAnhLRr187NzY2ueJTckSNHZs+eLRAIpD5c8/Hjx99++63NgwJQH6jVAQAAAAAIIWTIkCGDBg0SLWpra8+ZMwd3hmXp0aPHkCFDGAyG1FdCCgSCrVu38vn8tg8MQD2gVgcAAAAA+C/x2eB5PN78+fPpjUeZubu7P3jwICUlZejQoYQQiYpdKBQWFRXFxMTQFB2AykOtDgAAAADwX15eXqJh8P369Rs9ejS98Si/SZMm3bt3Lz4+3tLSksFgaGn9//qCwWBs2bKFxtgAVBpqdQAAAACA/xo6dKipqSkhRFtb29/fX/1eBNAaGAyGm5tbdnZ2XFyceMUuEAiys7NTU1PpDhBAJaFWBwAAkI7D4aSkpPz73/++ceNGYx65LC0tTUtLk2hks9kHDx5cu3btkSNHampqJNaWl5cfO3bshx9+iImJqaqqUlTkoECNTwP5PeWsrays3L59+3fffZeSkoKHe5XBzJkzGQxGfX393Llz6Y5FlYgq9sjISFNTU+o5di0tra1bt9IdGoBKQq0OAAAgxdu3by0sLAoKCnx9fc+dO+fu7i6niCorKwsKChowYEBsbKx4e15enpmZ2fbt28PCwhYtWjRs2LDS0lLR2vv3748bN87S0jI4OPjZs2f29vYlJSWt+JGg6RqfBvJ7yln7/v37zz//PDs7Ozc318XFZcyYMW3xwUAuLy8voVA4evRoExMTumNRPVpaWl5eXo8fP46IiBg4cKBAILh06VJOTg7dcQGoICEAAEDLeHp6enp60h2FIvH5/LFjx06dOpVarK+v79+//5o1a2T1z8zMzM7OJoQsX75cvN3FxSU7O1soFL59+9bf358Q4uvrKzqEtbV1cHCwqPMXX3zh6Oio+A/zt8jIyFb9d7+199/2Gp8G8nvKX3vgwIHy8nLq502bNhFCrl271nofSigUEkIiIyNbaeeenp50fq+F/6WQ38y4pkpFzf61BflYdOcbAABAK+Lz+dHR0d7e3k3a6sqVK9euXUtISKAWmUzm/Pnzt2/fvn79en19/Yb97ezsuFyuRGNWVtacOXOGDRtGCOnRo8emTZuOHTt248YNau2tW7eys7PXrl0r6v/FF1/s3bs3KytrxIgRTYoWGqMZmdD4NJDfU85abW1tZ2fnrl27Uqt8fHw2bNjQsWPHln5aWo0aNWrFihV0R9FSMTExkydPbt++Pd2BNF9YWJiidtXCayoUCjMyMkaMGCGaYB+aR4HXFFQCanUAAFBeDx48yMrKIoQwmUwnJ6e7d+++efNGW1t7xowZn/zOV19fHx4e/tNPP71586aptTr1kiErKytRy9ChQ6urq5OTk728vBq5E2NjY1tbW9GioaHhiBEjWKz//subl5dHCBEKhaIOdnZ2hJBr166hVm+IlkxofBrI7yl/rfgo65ycHFdXV/Geqqhv374zZsygO4qW8vDw0NHRoTuKFjlz5oyidtXya9rUX8IglQKvKagE1OoAAKC8rKys7t69u2DBgrlz586bN09LS+u33347e/as/PKMx+P9/vvvW7duffv27ZIlS4KCggghxcXFL168kNqfwWDY29uLtzx79owQYmhoKGrp2bMnISQ/P7/xwXfr1k2ipbCwcPHixdTP7dq1I4TcuXNn1qxZVMvAgQMJIQUFBY0/hOZQVCa0UhrI79mY/QiFwjNnzvz4448XLlyQdyKgrah6oQ4AagC1OgAAKLX58+dfunQpOjp6w4YNe/fujYyMbFgDi3A4nGPHjm3btu39+/dLly5dtWpV9+7dqVWRkZErV66UuhWLxRK9Tpny5s0bJpMp/mWdGgrbkrnfrly5wmKxRONI7e3tdXR00tPThUIh9VKoDx8+EEKMjY2bfQj1ppBMCAsLa400kN/zk/uprq5esWJFeHh4TU2NlZVVSkoKNcgCAAA0GeaBBwAAZbdr167OnTuPHj3a19e3V69eUvvU1dXt3r174MCBa9asmTt37qtXr7Zu3Soq1Akhy5Ytq5Hh48ePEnvr0KGDRAs1a3fv3r2b9xH4fP6GDRvi4+NFezYyMtq8eXNWVtbChQuTk5O3b9++ceNGQoi1tXXzDqEJWp4JrZQG8nt+cj/6+vqHDh1is9lhYWFsNjsgIODT5wIAANQdanUAAFB2Xbt23bx5c3l5uZw3kKelpW3cuPGvv/5atGjR2rVrG95xZbFY7WST6GxkZMTn8zkcjqiFzWYTQiwtLZv3EYKCglauXGljYyPeuHr16rS0tD59+ly7ds3R0dHY2LhTp04SfUBcyzOhldJAfs9G7kdLSyswMPDrr7++d++eeGcAANBMGAMPAADKTiAQJCUljRo16rvvvnN0dJR6c3vy5MmvXr3as2dPWFjY77//vmrVqqVLlxoYGIg63L59+9KlS1L3z2Qyg4ODxVssLCwIIYWFhaamplTLu3fvSHNr9UOHDtnY2EydOrXhKgcHBwcHB0LIy5cv4+PjQ0NDxWMGCS3PhFZKA/k9m5ROjo6Oqampurq6nzwbAACg3nBfHQAAlF1YWJi7u/upU6e4XK6c4cGdOnUKCQl5/fr16tWrw8LCTExMtm7dKroBm5+fHy3D2bNnJXbl5+enq6t7/fp1UUtWVtbw4cPNzMyaGnxsbKxQKPTx8RG1pKenS/Thcrne3t6DBw8WzTwHUrU8E1opDeT3bFI65ebmurm5NeGkwN9evHjh6+tbVFSkwJ6NweFwUlJS/v3vf9+4cYN6uqHlPYGCawqajta3uwMAgDrw9PT09PRspZ0/ePDA1dWV+nnbtm2EkJMnT35yq+rq6u3bt/fu3btbt27btm1rxnFXrVo1ZMgQgUAgFApra2vNzMyysrJEa1evXu3n5yfev7S0lBDyzTffiDdevHhx5MiRe/62c+fOb775Zvfu3eJ9qqqqfHx8ZsyY8ebNm2bE2XiRkZGt+u9+a++flkyQnwZCsUyQ31PW2pqams2bNz948IDq9u7duy+//LKysrKpcTYJISQyMrKVdkqYX/oAACAASURBVN6qvw3ko15nlZycrMCen/TmzRsTE5PDhw+XlZWtXr16ypQp9fX1LeypKIq6Frim6ndNQVWgVgcAgJZqvW8Ply9fNjY2DgoKooqc8PBwQoient7hw4cbs3ltbe3u3buNjY2bcWiBQLBmzRpXV9fdu3evW7fuxIkT4mvNzc179uwp+lqWnJxMvT24Z8+ehw8fLikpEQqFWVlZ+vr6En8i19PTKy8vp7Z69+7d0aNHx4wZExMT04wIm0qla3W6MkF+GgjFMkF+T1lrq6qqbGxsGAyGnZ3d+vXrd+3axWazmxpkU6lrrS4UCsvKyhTeUw4+nz927NipU6dSi/X19f3791+zZk1LeiqQGtTqQlzT/4VaXdOgVgcAgJZS8m8PHA6n2dvW19eXlpY2bGez2e/fv29BUEKhUBgbG/v8+fMW7qTxVLpWV4hmZ4KsNBA2yAQ5PeWsraioqK6ubl5szaDGtXobS01NJYQkJCSIWjZs2KCvr19VVdXsngqkHrV6G9OQawqqAs+rAwCAmhN/r3VTMZlMqe8G69ChQ5cuXVoQFCGEeHh4DBgwoIU7gcZrdibISgPSIBPk9JSztnPnztQb1+GTqqqqDhw4sG7dumPHjuXm5oo/ISwQCFJTU2/fvk0tFhYW7tq1SyAQ5Obmbtmy5eTJkwKBQGrPZouJiSGEWFlZiVqGDh1aXV2dnJzc7J4aCNcUQBbMAw8AAAAAKqCiomLUqFFHjhzx8fGZN2+en5+fnZ2dvb19WFjYo0ePNm7cGB0dfeDAATs7u4SEBD8/P2pQdE5OTllZWUhISFFR0bp16yR6ShyiuLj4xYsXUo/OYDDs7e3FW549e0YIMTQ0FLX07NmTEJKfny+xbeN7ahpcUwA5UKsDAAAAgAoIDQ3lcDhffvklISQkJCQ2Nnb27NmBgYGEEEtLyw0bNkRHR1M93dzc/Pz8tm3bZmVlRXUYMWLE2bNn161bJ9FTQmRk5MqVK6WuYrFYPB5PvOXNmzdMJlN8vAY1PqKkpERi28b31DS4pgByYAw8AAAAAKiA58+fl5WVcblcQoi1tbW+vn5hYaForcRL6du1a0cIMTc3pxYtLS0LCgqk9hS3bNmyGhk+fvwo0blDhw4SLdT47d69eze7p6bBNQWQA7U6AAAAAKiA8ePH19TUXLt2jRBSUVHB5XIdHR0buS2TyRQKhZ/sxmKx2skm0dnIyIjP53M4HFELm80mhFhaWja7p6bBNQWQA2PgAQAAAEAF+Pv7P3v27Ntvv92yZUtqaurWrVsnT56s2EPcvn370qVLUlcxmczg4GDxFgsLC0JIYWGhqakp1fLu3TsirVprfE9Ng2sKIAdqdQAAUCUvXrzYvHnzpk2b+vbtq9jOn8ThcNLT0+/fvz927NiRI0cymcxPblJeXn7o0KF169aJNyYlJYkGXhYWFi5dupR6yrG8vDwuLq6goGDYsGFOTk4NB1iCiKqngfxrjUyQhcViGRoaHj9+vHv37lOnTpUz7LnZ8vPzZT32zGKxJOo6Pz+/f/3rX9evXxdVa1lZWcOHDzczM5PYtvE9NQ2uKYAcGAMPAACq5O7du8ePH3/w4IHCO8v39u1bCwuLgoICX1/fc+fOubu7i79YSBZ/f/9du3aJtzx58sTNzW323+7du0cV6vfv3x83bpylpWVwcPCzZ8/s7e0xQZEcKp0G8q81MkGOAwcOREdH83g8LpdbUFBADTkWoUYjU/c2CSHUX8SoB6Gpdg6HQw2Zlugpbs6cOVkyZGRkSHTu3bv30qVLQ0NDqd3W1dUlJCQcPXpUS+v/f8EODg729/dvTE/NhGsKIA9dL3YHAAC14enp6enp2WaHo97Z0xqdZeHz+WPHjp06dSq1WF9f379//zVr1sjf6tChQ4MGDerVq5d446JFi1JTUwv+VltbS+3f2to6ODhY1O2LL75wdHRseeTiIiMjW/Xf/dbevwQVTQP517ptMoEQEhkZqdh9irTqb4PY2Fh9fX3x77GTJk0qKSkRCoW3bt3y9PQkhAwdOjQxMTEtLW3AgAGEEH9//5KSkoiIiI4dOxJCfvjhh+vXr4v3bGFIAoFgzZo1rq6uu3fvXrdu3YkTJyQ6mJub9+zZs76+/pM9FU5R1wLXVKKDGlxTUBWo1QEAoKXU/ttDamoqISQhIUHUsmHDBn19/aqqKlmb5OXlBQQErFixQrxWLykpGTlyZGFhoUTn69evE0IiIiJELUuXLiWE3LlzR3EfQt1q9bankDSQf63bJhNUt1ZPSUk5fvz406dPr169euHChZiYmNmzZ2/durWVDtd49fX1paWlUlex2ez37983pqfCqUStjmvaJGr/ry1IwCANAABQRlVVVQcOHFi3bt2xY8dyc3NFI40FAkFqaurt27epxcLCwl27dgkEgtzc3C1btpw8eVIgEIh2ItG52WJiYgghVlZWopahQ4dWV1cnJydL7c/j8UJCQn7++WeJ9j179mRkZBgZGQ0YMOC3334T/j2DcV5eHiFEKDahsZ2dHSGEmhtZkzUyDYjcTFCqNJB/rZEJcmRlZS1YsGDevHmmpqZjx451cnKaNm3avn37unbtSndohMlk9urVS+qqDh06dOnSpTE9NRCuKYB8mFsOAACUTkVFxahRo44cOeLj4zNv3jw/Pz87Ozt7e/tFixZt3LgxOjr6wIEDdnZ2CQkJfn5+1PDmnJycsrKykJCQoqIiahKvR48eiXcW339xcfGLFy+kHprBYNjb20s0Pnv2jBBiaGgoaunZsychJD8/X+pONm3aFBgYaGBgINHu4ODA4/Fu3ryZkZGxcOHC8PDw8+fPM5lM6r1Bd+7cmTVrFtVz4MCBhBDRq4M1UyPTgBAiJxPkpAFpYiYoJA3kX2tkghw5OTklJSVHjhyZNGlS//79X716lZmZmZOTIzF3I6gQXFMA+VCrAwCA0gkNDeVwOF9++SUhJCQkJDY2dvbs2YGBgYSQDRs2iGb0dXNz8/Pz27Ztm5WVFbV2xIgRZ8+epb7nWVpaincWFxkZuXLlSqmHZrFYPB5PovHNmzdMJlNHR0fUQk0IJ3XSr/T0dBaLNWbMmIarnJycnJycCCHZ2dkzZ868dOlSaGjo2rVr7e3tdXR00tPThUIhg8EghHz48IEQYmxsLP9EqbdGpgGRmwly0oA0MRMUkgbyrzUyQY4FCxZUVFScPn36u+++Y7FYVlZWCxcu3LRpk/gVAdWCawogH2p1AABQOs+fPy8rK+NyuTo6OtbW1vr6+oWFhdQqiTf6UPchzc3NqUVLS8sLFy6I1sp6/c+yZcu+/fbbxsfT8KVZ1GDs3r17S7RXVlbu3bs3IiJC/g6tra2zsrIGDx4cERGxdu1aIyOjzZs3BwcHL1y4cMaMGY8fPz59+jTVrfFBqp/GpwGRmwly3gLVpExQSBrIv9bIBDkYDMbKlStXrlzJ4/G0tbXpDgcUANcUQD48rw4AAEpn/PjxNTU11DO6FRUVXC7X0dGxMRsymUzxZ31lYbFY7WRr2N/IyIjP51PvBKJQLxaytLSU6LlixQo7O7v4+PiYmJiYmJinT5/W1dXFxMRcvnxZomf79u3d3d2fPn1KLa5evTotLa1Pnz7Xrl1zdHQ0Njbu1KmTjY1NYz61ump2GpDWyQRFpYH8a41M+CQUdeoH1xRAKtxXBwAApePv7//s2bNvv/12y5YtqampW7dunTx5sgL3f/v27UuXLkldxWQyg4ODJRotLCwIIYWFhaamplQL9RbfhkVaWVnZxYsXRYsfPnyoqalZvnz5kCFDJkyYINHZ3NzczMxMtOjg4ODg4EAIefnyZXx8fGhoaMMn3jVKa6cBaWImKDAN5F9rZAIAABDU6gAAoIRYLJahoeHx48e7d+8+depUOWOYmyc/P1/WA8wsFqthre7n5/evf/3r+vXroiItKytr+PDh4pU2JTExUXwxODj4xIkTRUVFUo8VGxvr7u4u0cjlcr29vQcPHrx48eJGfhx11dppQJqYCQpPA/nXGpnQqrhc7tWrVxMTEx0dHb/66isaIykvLz906JD4bGocDic9Pf3+/ftjx44dOXIkk8mkMTwVQvs1ZbPZp06devnypamp6ezZs6n5LESSkpI+fvxI/VxYWLh06VKJDgANoVYHAAClc+DAgejo6BEjRnC53IKCgt69e4vuK1IjkKn7mYQQ6qsPl8ulFt+9e8fhcETzckl0FpkzZ86cOXMaH0/v3r2XLl0aGhrq4+PDYDDq6uoSEhIiIiK0tP77KFlwcPD79++PHDkiZyf5+fn79++fP38+NZ754cOH1dXVISEh4n2qq6sXL15sYmKyZ88eFkvT/41ufBoQuZkgKw1IEzNBIWkgIv9aIxNaW25ublRU1KFDh4YMGUJvJP7+/jdv3hTV6m/fvh01atQ///lPX1/ff//73z/99FNcXBzK9cag95rm5eWNGzfOwMDg9evXXC5327Zt165dE01m8eTJEzc3N9GDOTNnzkShDo2B59UBAEDpGBoaPnjwYPz48cOGDTMzM+vYsaOjo2NpaWlGRsamTZsIIZGRkUlJSenp6bGxsYSQn376qbS09PTp01evXmWz2Zs2baqvr5fo3MKQQkNDXV1dp06dumfPnk2bNoWEhNja2orWJiQkJCQkiN7+LVVVVdVvv/1ma2s7YcKEtWvXJiUlpaamip7SLC8vP3bsmJOTk4eHR2RkJPUyMA3XyDQghMjJhBs3bihVGpBPXWtkQtuwtbVdsmQJ3VGQw4cPP3z4ULQoEAimT59uZWXl7+/fvXv3rVu35ubmfv/99zRGqELovaYrVqy4cOFCfn5+UVGRv7//8+fPxS/cjh07Ll++XPC348eP0xUnqBZGY2ZeAQAAkMPLy4sQcubMGUXt8OLFi3/99dfYsWNLS0tramqqq6ujo6OtrKzWrl2rqEM0D5/Pf/fuXa9evSTaq6qqeDxely5d5G/O4XAKCgrat2/fp08fiVXnzp0bNmzYgAEDFBnu/4qKivL29m69f/cVvn91TQP517oNMoHBYERGRs6YMaM1dq7w3wat59GjR0OGDDly5Iifnx8tAeTn5+/cuVNPT+/UqVOlpaWEkLS0tPHjxyckJLi6ulJ9Nm7cuH379jdv3ujr6zd1/4q6Frimn5SVlfXkyRPRIJ2SkpK+ffuamZk9fvyYEFJaWurh4REdHd23b98WHkiFrgUoBEZVAQCAcsnKylqwYEFBQQGTyRQ9GDx+/PioqCh6AyOEMJnMhhUakfY2L6l0dXUHDRokdZWHh0eLIlM7apwG8q+1ZmaCUCikntBmMpnm5uaiCf/z8/Nv3bqVk5Njb28/bdo0Uf/a2tq4uLipU6e+ffs2OTn5s88+c3NzYzKZb968iY+P19LS8vLy6tixIyGkqKgoPj4+ICAgPT39woULffr08fPzk/q6B0pxcfH58+eLiors7e0nTpwoP7yW4PF4ISEhR48e3bhxo6gxJiaGEGJlZSVqGTp0aHV1dXJyMlWkqRCNuqbGxsbiQ2wMDQ1HjBghenplz549GRkZRkZGJiYmGzZsmD9/PvWUFsAnoVYHAADlkpOTU1JScuTIkUmTJvXv3//Vq1eZmZk5OTnicy+B2kMaaJSQkBATE5PAwMA7d+4sWbKEKpx27twZFxd3+fLl169fjx8/vrS0NCAggBCSnp6+aNGip0+fbt++PS8vr3PnzqtXr3ZxcZk8eXJaWhqfz4+MjIyLi4uPjw8PD1+2bFldXd2DBw+4XG5paem2bdtOnDhx/fp1qS8JS01NjYiICAgIMDAw8PDw8PHx2bdvn6zwxBUXF7948ULqR2MwGPb29g3bN23aFBgYKDHD/7NnzwghhoaGohbqIYj8/PymnE6loFHXtFu3bhJ9CgsLRbNCOjg48Hi8mzdvZmRkLFy4MDw8/Pz585iDABpFCAAA0DKenv+PvXuPhyr9HwD+jBmXkrYtXYQStohy6R6bLmiV2/YlEiqkRVKtqN2ydvPdra0tuuyi1DbfSoRyWVuxuVUuoRBFpVwWJbkz43Z+f5zfnu9855bczsz4vP/oNfOcM898Zp7PTD5zznkeKysrq6Hqra+v75dfflm5cqWkpKS0tPTSpUtDQkLwecLAYERERAzr//tD2z+kwfBBCEVERAxT5wP4Nujr65OVlU1JScHvBgQE4DdUVVU9PDzw25aWluvWrSMecuLECYTQ9evX8bv4ZRHR0dH43W+//VZSUrK3txfDMHt7ewqF8uTJE3zToUOHEELBwcEYhuEXip8/fx7f1Nraqqys3NbWht/FT6LOzMzkFR4rPB6uaDQa5/6pqan+/v747T179kydOhW/raurS6VSWffMyclBCBHvw0cZqm9mGNP+jCmrtLQ0BQWF1tZWtvbHjx+rqakhhH766Sf+PfAytP/bAsEHc8sBAAAQLBQKZe/evSkpKa2trW1tbZmZma6urhISEmTHBUYUpMHoQaFQ5syZY2NjExsbixDy9vbG21NTUwMCAhBCJSUlVVVVz58/Jx7yySefIJZzxefMmYMQ0tLSwu+qqakxmcyamhqEkLS0NI1GIyYG379/P41GS09P5wwjPDy8s7PTx8fHw8PDw8OjtrZWRUXlxYsXvMJj5enp2cEDsUwXoamp6cyZM1xnjOO8jAKfqpCYTlxYjLYxZdXb2+vn5xcXF8c5mlpaWnl5eQoKCuHh4R94BwFACME58AAAAAQW1xMawWgDaTAanDlzxtra2tLScs2aNVeuXMGnA5CXl79z505CQoKBgYGKikpeXh6vh0tJSbHexXOmvb2dc8+xY8cqKCjU19dzbiouLpaTk8NPkO5PeKxoNFr/l9bbs2fPokWL4uLi8LvPnz9nMBgxMTETJkxQVFTs7e1lMpmSkpL41tbWVoTQ3Llz+9m54BhVY8rK29t77969+NqcXKO1sLC4cOHCAHoGoxDU6gAAAAAAgEza2tr5+fn79+8PCQnR1dUtKiqaOHHioUOH8MnDxowZEx0dPSRPxGQy6+rq1q5dy7mJSqWWlpZ2d3dz/jzENTzWHR4+fJicnMz1GalUqo+PD2tLfX19UlIScbe5ubmjo2PXrl0aGhorVqxACFVVVRHzKb579w4JZ60+qsaUEBoaqqOjY25uzidgNTW12bNn83tJAPwDanUAAACjRVdXV0ZGRkJCgpGR0bp168gKo66u7tmzZytXruS6taGhITQ0lG0GNSaTiU9ZrK+vv2TJEpiUaJAEIRO4psHDhw/x2cVYLV26dNasWUh004DJZEZGRjo4OJw9e9bc3NzExCQmJmbNmjUBAQEhISH4/N59fX1D8lxZWVkMBoNYEY2VlpZWe3t7cHCwp6cn3tLU1HT16lVnZ2fO8FxcXFgfW1ZWFhUVxfUZaTQaW12XkJDAetfHx4dOp1dXVyOE6urqDh8+fP/+faJWz8vL09bWFrrSbrSNKe7GjRsYhjk6OhItaWlpBgYGnLtZWFh81GsEoxZcrw4AAGC0ePLkSWRkZGBgIH7R48irr6/39vZWVla+ceMGr31cXFyCgoJYW96+fauurl5ZWenk5HTz5k0LCwv8ElYwYORmAq80wDBs06ZNdhwaGxuRSKcBhmH4xGAIIWNjY1lZWVlZ2ba2NoRQeHh4S0tLRkZGenp6Y2NjW1sbfk44/i+TycR7wHd+//49fhc/U5rY2tPTgy9zjRCKiooyMDDA67rm5mbisQghGxsbRUVFb2/vY8eOPX36NDIy0tXV1cHBgWt4bC9h8+bNeTxkZ2f3/62YNm3azp07jx07hj8dg8GIj48PCwsTExOyv9hH4ZgmJycfPXq0u7v7zJkzZ86cCQoK2rFjR2FhYVlZ2e7dux89eoTvVlxc3N7efvDgwaF4m8EoQNKcdgAAAESHEM1MW1BQgBA6d+4cKc+ek5ODB7Br1y6uO4SGhn722WfEpNAYhvX29urr65ubm+N3e3p6Zs6c6evrO4BnF6554IcbiZnAKw3u3Lmza9euV69eMf9x584dJSUlbEjTABO8eeA7Ozvl5ORsbW2vX79+/PhxPz8/vN3JyYlGo6mqqgYHB0dFRUlISKxevbqhoeHBgwf4lGNbtmwpLy9PSUnBl7Zev359cXHxgwcPli5dihDauHFjWVnZjh07qFTqzp079+3bZ2tra2Zm1tLSgmFYdnY2fta0jo5OYmIi/owlJSXEEWwNDY38/Hw+4Q2Vffv2sX7k+/r6fH19TU1NT506deDAATqdPuCeSZwHfrSNaV5enrS0NFuRJSUl1dDQkJeXh0+bt2rVKl9f36NHj3Z0dAz4iYTof1swJITm/1QAAAACS4j+emBb0Wfk4ceFuNbqpaWlbm5urAs4YRiWkpKCEIqPjyda/Pz8pKWliVWI+g9qdVbkZgLXNHjw4AG+JBXBw8Pj66+/xoY0DTDBq9UxDOvu7mYymRUVFWzteA2GYzAYA4hnx44d4uLiGIZVVlY2Nzf35yGvX79mi4RXeMOnp6enrq5ukJ2QWKtjMKYsGAxGWVlZdXX14LsSov9twZCA69UBAACQA8Mw/OJbKpWqpqZmZGSEt5eVlWVlZRUWFurp6X355ZfE/p2dnbGxsebm5m/fvk1MTJw+fbqZmRmVSn3z5k1cXJyYmJi1tfX48eMRQtXV1XFxcW5ubvgkRvLy8s7OzvgVklzV1NTcunWrurpaT09vzZo1/MMbJt3d3QcPHgwLC/vuu+9Y22NiYhDLOkYIIU1Nzfb29sTERGtr62ENaWTweZ+5ZoIIp8GyZctY7/b19cXExOBXzIp8GuATbs+YMYOtXUZGhrhNTI0+MIqKiv3cc+bMmWwtvMIbPlQqlXNmcuECY0qQlJT87LPPRuCJgOiBWh0AAAA5Dh48OGvWrN27d+fm5np4eOBVUGBgYGxs7N27dysqKlatWlVXV+fm5oYQSktL2759+/Pnz3/55ZfS0tIJEybs27fPxMTkiy++SE1N7e3tjYiIiI2NjYuLu3LliqenJ4PBKCoq6urqqqurO3LkCJ1Ov3//PtfVv1JSUsLDw93c3GRkZCwtLR0dHfEFfriGx6qmpqa8vJzrS6NQKHp6eh/1bvzwww+7d+9m/SsWh880JicnR7RMmTIFIVRWVvZR/QssXu8z10wQ+TRgdf/+fQqFghfwIp8Gw6ejo6Onp6etrY1zsWsgpGBMwShC7mF9AAAAImAAZ+X19fXJysqmpKTgdwMCAvAbqqqqHh4e+G1LS8t169YRDzlx4gRC6Pr16/jd/fv3I4Sio6Pxu99++62kpCR+CrG9vT2FQnny5Am+6dChQwghfCYhtjOfW1tblZWViROJnZ2dEUKZmZm8wmOFx8MVjUbj9cK5nvycmprq7++P32Y7B15XV5dKpbLunJOTgxAi3qX+E8Bz4Pm8z7wyYUjSAPvfTBCQNGDj6elJvANDmAaYQJ4DP0wuX76MH512d3d/9OgR2eGMNHLPgR8mMKaCMxZgBAjZrJIAAABEA4VCmTNnjo2NTWxsLELI29sbb09NTQ0ICEAIlZSUVFVVPX/+nHgIPj0PcRrwnDlzEEL4dEQIITU1NSaTiU/rLS0tTaPRNDQ08E379++n0Wjp6emcYYSHh3d2dvr4+Hh4eHh4eNTW1qqoqLx48YJXeKw8PT07eGhpaen/W9HU1HTmzJlvv/2W61bOA0f47N/Tpk3r/1MILD7vM69MENU0YINhWHR09L/+9S/8rminwfAxNTV99uxZY2Pjv//9bzxVgLCDMQWjCpwDDwAAgBxnzpyxtra2tLRcs2bNlStX8EMl8vLyd+7cSUhIMDAwUFFRycvL4/VwKSkp1rv4ic34uj5sxo4dq6CgUF9fz7mpuLhYTk4OP9u5P+GxotFo+BWPg7Rnz55FixbFxcXhd58/f85gMGJiYiZMmLB69WpFRcXe3l4mk0lc2ImvbDR37tzBP7Ug4PU+9zMTRCYN2Ny/f7+rq2vFihX4XZFPg2GC/7IDRAmMKRhVoFYHAABADm1t7fz8/P3794eEhOjq6hYVFU2cOPHQoUP4TGBjxoyJjo4ekidiMpl1dXX4Wj5sqFRqaWlpd3c35zXMXMNj3eHhw4fJyclcn5FKpfr4+PQzvPr6+qSkJOJuc3NzR0fHrl27NDQ0Vq9era6ujhCqqqpSVVXFd3j37h0SoSKN1/s85Jkg4GnAJioqysLCgkql4ndFPg0AAABwglodAAAACZhMZmRkpIODw9mzZ83NzU1MTGJiYtasWRMQEBASEoJP1t3X1zckz5WVlcVgMExNTTk3aWlptbe3BwcHe3p64i1NTU1Xr151dnbmDM/FxYX1sWVlZfgc3ZxoNFr/i7SEhATWuz4+PnQ6vbq6Gr/r7Ox8+PDh+/fvE0VaXl6etrY2sWKwUOOaBi4uLq9evRryTBDwNGCFYVhUVNS5c+eIFtFOg/7o6urKyMhISEgwMjJat24dKTG8fv06MzMTvz179uwFCxYghJhMJr5SgL6+/pIlS4ifV/qvoaEhNDT0wIEDRAuvPsvLy7Ozs/Hbc+bMwVcgF14CO6atra1Xr1599eqVqqqqnZ3d2LFj2R71xx9/EFe4VFVV7dy5k3MfNqNkTMGQg+vVAQAAkADDMHyWL4SQsbGxrKysrKxsW1sbQig8PLylpSUjIyM9Pb2xsbGtrQ0/3Rf/F5+UCyGE7/z+/Xv8Ln7aM7G1p6fn6dOn+O2oqCgDAwO8SGtubiYeixCysbFRVFT09vY+duzY06dPIyMjXV1dHRwcuIbH9hI2b96cxwPxtxenxsZGhBCDwejnGzVt2rSdO3ceO3YMD4bBYMTHx4eFhYmJicL/4LzeZz6ZMCRpgP43EwQtDTIzM9va2oh145Cop0F/PHnyJDIyMjAwEJ+MgBT379+3s7OjUCirVq3CfyV5+/aturp6ZWWlk5PTzZs3LSws8HkEPoqLF2dVWwAAIABJREFUi0tQUBBxl0+fU6dOXb58uaKi4pYtWy5fvjxUr4ssgjmmpaWls2fP/uWXX06ePLl9+/b58+fX1dWxPuTZs2dmZmZ2/3j06NEHC/XRM6Zg6JEzpR0AAAARMoCZaTs7O+Xk5Gxtba9fv378+HE/Pz+83cnJiUajqaqqBgcHR0VFSUhIrF69uqGh4cGDB/j8YVu2bCkvL09JScGPP6xfv764uPjBgwdLly5FCG3cuLGsrGzHjh1UKnXnzp379u2ztbU1MzNraWnBMCw7Oxs/BVpHRycxMRF/xpKSEuLgpIaGRn5+Pp/wBikxMdHGxgYhNGXKlHPnztXW1nLus2/fPtZ54DEM6+vr8/X1NTU1PXXq1IEDB+h0+sCeXQDngefzPnPNhISEhMGnAcYtEwQqDXbv3m1vb8/WOFRpgAntPPAFBQUIoXPnzg1H5/2Bl1JNTU343d7eXn19fXNzc/xuT0/PzJkzfX19P6rP0NDQzz77jPjI97NPJSWlPXv2fLBzwZ8HXtDGFMMwExOTgoICDMPevn2Ln0Tj5OTE+pDt27enpKRU/qOzs5P/UwjmmAJhAbU6AACAwRrYXw/d3d1MJrOiooKtnSioMAxjMBgDiGfHjh3i4uIYhlVWVjY3N/fnIa9fv2aLhFd4ZOnp6amrqxtMDwJYq2N83+dBZoLwpkF5efm7d++4bhp8GmBCW6uzLbg48tjqupSUFIRQfHw8sYOfn5+0tDSx+N8HlZaWurm5sS7T2M8+RaZWF7Qxzc3NvXz5MrG1pqZGTExMTU2NaKmtrV2yZElVVVX/n0IwxxQIC7heHQAAADnw2bNnzJjB1i4jI0PcJma9HhhFRcV+7jlz5ky2Fl7hkYVKpXJOQi4C+LzPQ5UJQpcGs2bN4rVJNNIgJSUFXx9+0qRJ+KHL1NTU7OzsKVOmbNu2DSFUVlaWlZVVWFiop6f35ZdfcvYQHx//8uXLcePGubi4tLa20un07u5uOTk5/IQFXE1Nza1bt6qrq/X09FgvKBgqMTExiGX5QISQpqZme3t7YmKitbX1Bx/e3d198ODBsLCw7777bqj6JJFojKmSkhLrFeNycnILFixgXejh9OnT2dnZioqKs2bN8vPz27JlC4VC4d+n8I4pEARQqwMAABA1HR0dPT09bW1tnKtSg9ED0kBgrVq1KjAwMC4ujpjWy8DAwMnJKSMjAyEUGBgYGxt79+7dioqKVatW1dXVubm5sfVgZmamqanZ3Nzs4uIiIyPj6OiooKCgoaFB1HUpKSnh4eFubm4yMjKWlpaOjo6ca/LV1NSUl5dzjZBCoejp6fF/FS9evEAIycnJES1TpkxBCJWVlfXnTfjhhx92797N+oPU4PskkWiM6aRJk9haqqqq3N3dibsGBgbd3d2ZmZnZ2dnbtm27cuXKrVu3+E8oKLxjCgQB1OoAAABEypUrV+7cuYNhmK+v7/bt27W1tcmOCJAA0kDAnTx5MiEhISEhAZ9ioLKy0tDQUF5eHiF09uzZtWvXUigUJSUlbW3thIQEzroOIaSurp6VlYXflpGRIWbIRwi1tbW5uLgUFhZKS0vr6Ojcvn37119/dXBwwJ+LEBERsXfvXq7h0Wi07u5u/i/hzZs3VCpVQkKCaMHnGKutrf3gy09LS6PRaMuXLx/CPkknAmPKJj09nUaj7dmzh2gxNjY2NjZGCBUUFNja2iYnJx87dmz//v18OhHqMQWkg1odAACASDE1NV2/fj1+e5Cn0APhBWkg4JSVlb/44osLFy74+/vTaLQLFy64urrim1JTU6WlpRFCJSUlVVVVxOJY/RceHt7Z2UksmFdbW6uiovLixQu2us7T0/Orr74a8EvgPF8Dn9x72rRp/B/Y1NR05syZ8PDwIexTEIjAmLLq7e318/OLi4vjemKOlpZWXl7enDlzwsPD+dfqQj2mgHRQqwMAABApn3zyCdkhAPJBGgg+Dw+P9evXx8XFWVpaFhQUfP/993i7vLz8nTt3EhISDAwMVFRU8vLyPrbn4uJiOTk5zhOk2dBoNNZLkT+WoqJib28vk8kkfgzCFxScO3cu/wfu2bNn0aJFcXFx+N3nz58zGIyYmJgJEyYMuE8BIexjysrb23vv3r06Ojq8dhg7dqyFhcWFCxf49yPsYwrIBbU6AAAAAAAYaSYmJsrKyiEhIVJSUiYmJkT7oUOH0tLSbt++PWbMmOjo6AH0TKVSS0tLu7u7xcXF+ez28OHD5ORkXj0Qh3B5UVdXRwhVVVURp2q/e/cO9aMGq6+vT0pKIu42Nzd3dHTs2rVLQ0NjxYoVA+tTQAj7mBJCQ0N1dHTMzc3576ampkas9cjLgPMEAAS1OgAAAIHV1dWVkZGRkJBgZGS0bt06UmJ4/fo1MVXS7NmzFyxYgBBqaGiIjY2trKycP3++sbEx2ymOTCYzLS3t8ePH+vr6S5Ys4T/tEKs//viDODW0qqpq586d+GWNvPosLy/Pzs7Gd5gzZw7r9MUihvRM4JoGCKG2trbIyMjXr18vXbrUyMiIs4qoq6t79uzZypUr+/9cfPrkmnjCmwYUCsXNzc3Hx6enp+fmzZt446tXrwICAkJCQsaMGYMQ6uvr4/VwGo3GYDC4btLS0mpvbw8ODvb09MRbmpqarl69yjpJGEKorKwsKiqKV+cfrOucnZ0PHz58//59ogbLy8vT1tb+YPGWkJDAetfHx4dOp1dXVyOE6urqBtangBD2McXduHEDwzBHR0eiJS0tzcDAgOueFhYW/HsbcJ4AgBASIzsAAAAAgLsnT55ERkYGBgbW1NSQFcP9+/ft7OwoFMqqVavwP60eP368cuXKuXPn+vj4vHjxQk9Pj3WKoLdv36qrq1dWVjo5Od28edPCwgK/NPGDnj17ZmZmZvePR48eEYU6rz6nTp26fPlyRUXFLVu24KsEiyrSM4EzDRBCpaWlOjo606ZN8/HxaW5uVlVVTU9PJx5SX1/v7e2trKx848aN/j8Rnz55JZ5Qp4GTk5OUlJSqqioxHXpbWxtCKDw8vKWlJSMjIz09vbGxsa2trbW1tbm5mdgBIWRsbPzu3buLFy+2t7dfvHixoaGhvLy8sbERIWRjY6OoqOjt7X3s2LGnT59GRka6uro6ODiwPfvmzZvzeCB+/uBj2rRpO3fuPHbsGIZhCCEGgxEfHx8WFiYm9t+/rl1dXdetW/fmzZt+viH96VPACfWYIoSSk5OPHj3a3d195syZM2fOBAUF7dixo7CwECFUVla2e/fuR48e4XsWFxe3t7cfPHiQeCzX4RaBMQVkInNxdwAAACLBysrKyspqOHouKChACJ07d244Ou8PvPhpamrC7/b29mppafn4+BA7LF682MjIiNiqr69vbm6O3+3p6Zk5c6avr29/nmj79u0pKSmV/+js7Ox/n0pKSnv27PngU0RERAzr//vD2j+5mcCWBjgTExNnZ2fi7pYtWz7//HPibk5ODh7zrl27+v9EvPrkn3i4fqYBhmEIoYiIiP5H9VE+9tvAyckpLy+PrYVGo6mqqgYHB0dFRUlISKxevTopKWnt2rUIIR0dncTERAzDWltb8XnF1NXVY2JiNmzYsHbtWiJDSkpKiF9VNDQ08vPzB//SONOgr6/P19fX1NT01KlTBw4coNPpbA9RUVFBCB0/fpxPt/v27Zs6dWr/+8T6PdZD9c08esY0Ly8PnwOPlZSUVENDA74Vnwhj1apVvr6+R48e7ejoYO2N13AL4JgCYQHnwAMAABBc+CxBFAqF7ED+X1ZWVkFBAeusv4sXLz5z5kxeXt6CBQvS09Pv3bsXHx+Pb6JSqVu2bPnll18OHTrE+fcfq7q6usLCQj8/PwUFBbZNA+5TxAhaJiCEamtr8SN+OElJSSaTSdxdtGhRV1fXUPXJP/EG+AIEw+nTp4lTSHBhYWGBgYHEUdmWlhZ8Ui5DQ0PW3caNG5eZmVlfXz958mSEkImJiZSUFLFVXV29tLS0oqKCQqHMmDFjmIKnUChHjhzp7e199+7d1KlTOXcoLi6OjY1lDYzTzz///PPPP/e/T8EnvGOqq6tLHOTnuvXNmzeVlZVjx47F16Jjw2u4RWBMAVmgVgcAADASUlJScnJyEEKTJk1ycXFBCKWmpmZnZ0+ZMmXbtm0IobKysqysrMLCQj09vS+//JKzh/j4+JcvX44bN87FxaW1tZVOp3d3d8vJydnY2BD71NTU3Lp1q7q6Wk9Pb82aNUP+KkpLSxFCGIYRLYsWLUII3bt3b8GCBTExMQihefPmEVs1NTXb29sTExOtra35dHv69Ons7GxFRcVZs2b5+flt2bKFKEoH3KdgGnwaoH5kwnCnAW7Dhg1+fn6XL1+2t7dva2u7ceNGUFDQMPXJP/EG+aTkYivqcERRhz605B5e1CGEuNbDM2fOHFx0XLD+IoOjUqm8CjAmk5mZmXns2LGPfRY+faJ/Fv0SWCIwprxISkp+9tlnfPrhM9xCPaaALFCrAwAAGAmrVq0KDAyMi4sj5ugyMDBwcnLKyMhACAUGBsbGxt69e7eiomLVqlV1dXVubm5sPZiZmWlqajY3N7u4uMjIyDg6OiooKGhoaBAVWkpKSnh4uJubm4yMjKWlpaOjI+cCPzU1NeXl5VwjpFAoenp6/F8FPjdSbm7upk2b8Bb8pMfKykqE0IsXLxBCcnJyxP5TpkxBCJWVlfHv1sDAoLu7OzMzMzs7e9u2bVeuXLl16xY+gdyA+xRMg08D9KFMGIE0wLm6ul65csXBwSE/P7+4uDgkJITXjwv9x6tP/okHRoa4uPj48eNdXFyWLVu2aNEitmPCXOXk5Pz4449DtYrYkydPbt26VVlZ2dLSwv9YPeinAYwpHwMYbhhTwB/U6gAAAEbIyZMnExISEhIS8CsSKysrDQ0N8TMJz549u3btWgqFoqSkpK2tnZCQwLVIU1dXz8rKwm/LyMgQ0+oihNra2lxcXAoLC6WlpXV0dG7fvv3rr786ODjgz0WIiIjYu3cv1/BoNFp3dzf/l6CnpychIZGWloZhGH7oG58bSUlJCSH05s0bKpUqISFB7I8fX2KdfI4rY2NjY2NjhFBBQYGtrW1ycvKxY8fwE54H3KfAGnwaIN6ZMDJpgJs6dWpGRsayZctOnjy5bNmy5cuX9+8NGEif/BMPjIyNGzdu3Ljxox4yyNqPjaampqamJkLo1KlTQ9jtaDaAMeVjAMMNYwr4g1odAADACFFWVv7iiy8uXLjg7+9Po9EuXLjg6uqKb0pNTcWvvi4pKamqqiKWLuu/8PDwzs5OYkme2tpaFRWVFy9esBVpnp6eX3311YBfgqKiYkBAgI+Pz7Zt2zZu3Pj06dNr164hhLS0tBBCbIu3oX9Oa5w2bVo/+9fS0srLy5szZ054eDheqw++T0EjAmlACAsLMzAwMDAwuHDhwpIlS9LT0wd/GS3XPvknHgAAAJEEtToAAICR4+HhsX79+ri4OEtLy4KCgu+//x5vl5eXv3PnTkJCgoGBgYqKSl5e3sf2XFxcLCcnx3m2MxsajTbI81H37du3ePHiO3fu3Lt3z9bWNisr6/nz5zo6OgghRUXF3t5eJpNJXI3Z2tqKEJo7d27/+x87dqyFhcWFCxfwu0PSp6ARgTRACF28eDEiIuLhw4c0Gk1PT2/Hjh0eHh7ELIBD3iefxAMAACCSoFYHAAAwckxMTJSVlUNCQqSkpExMTIj2Q4cOpaWl3b59e8yYMdHR0QPomUqllpaWdnd3i4uL89nt4cOHycnJvHogjsfyhx/2RAi9evUqLi7u2LFj+LRJ6urqCKGqqirilOx3796hj6+r1dTUiKWJhqpPgSIaaXDp0iUTExO85ndycsrNzQ0LC2tqapowYcIAIu9Pn7wSDwAAgEiCWh0AAMDIoVAobm5uPj4+PT09N2/exBtfvXoVEBAQEhKCT6DV19fH6+E0Go3BYHDdpKWl1d7eHhwc7Onpibc0NTVdvXrV3d2ddbeysrKoqChenfezSMN1dXXZ2NjMmTOHeApnZ+fDhw/fv3+fqKvz8vK0tbWJwrufbty4YWFhMbR9CpRBpgHinQkjmQaFhYWsv5hYWFj89ttvb968GUyt3p8+ORNvNOjq6srIyEhISDAyMlq3bh3Z4aDMzMzXr1/z2iopKblhw4YRDEfICNpo3rlzp6GhgdfW9evXjx8/nusmQXshQPSIkR0AAACA0cXJyUlKSkpVVZU4JIivZxseHt7S0pKRkZGent7Y2NjW1tba2opPoEUseGtsbPzu3buLFy+2t7dfvHixoaGhvLwcX4/axsZGUVHR29v72LFjT58+jYyMdHV1dXBwYHv2zZs35/GQnZ3d/1fR3t6+ffv2WbNmJScnE2dTT5s2befOnceOHcPX1mIwGPHx8WFhYWJi//+/raur67p16968ecPaVVlZ2e7dux89eoTfLS4ubm9vP3jwYD/7FFIflQbon6nUPpgJI5kGlpaWN27cIH5TyMrKmj9/Put6Tnhmcv6mwDUN+tkn18QbDZ48eRIZGRkYGFhTU0N2LAghdPLkSW9v7/z8/Lq6urS0NDs7u9DQ0Pr6+tLS0pMnTzo7O5MdoEATtNHU0dHJysqys7Pz9vZmMpm9vb29vb2tra25ubnbtm3js9qCoL0QIIIwAAAAYHCsrKysrKz6v7+Tk1NeXh5bC41GU1VVDQ4OjoqKkpCQWL16dVJS0tq1axFCOjo6iYmJGIa1trbik4Spq6vHxMRs2LBh7dq1586dwzspKSkhjjZraGjk5+cP/qVdvnwZIdTU1ES0vHv3LiwsbPny5TExMZz79/X1+fr6mpqanjp16sCBA3Q6nXUrvs7W8ePHWRvz8vI++eQThNCqVat8fX2PHj3a0dHR/z4xDFNSUtqzZ88HX0tERMSw/r//sf33Mw0aGhqys7P7nwkjkwYYhrW3tzs7O2tqagYGBrq4uJibm5eXlxNbExMT8TXkpkyZcu7cudraWmIT1zT4YJ/8Ew/rdxpgGIYQioiI6M+eA/Cx3wb9V1BQgBAiPu/kMjc3LykpwW8nJCQghHbv3o3fZTAY6urq5IX2X0M1FsMxpgI1mhiG5ebmIoRWrFjB1r5v3z62ryk2I/xChu/zBQTTKPpFFgAAgIA4ffo0vvAYISwsLDAwkDjE2tLSgk+lxrYEzrhx4zIzM+vr6ydPnowQMjExYV2QVl1dvbS0tKKigkKhDH46bl4yMjJWrlzp5OTEdSuFQjly5Ehvb++7d++mTp3KtrW4uDg2NpZtEV1dXd03b95UVlaOHTsWX7rso/oUXv1Pg8WLF9+6dYt1Tz6ZMDJpgBAaO3bs+fPnOzo6KioqHB0dP/30U9atJiYmJiYm+GztbLimwQf75J94owF+HgG+ZB3p9PX18bkkOElKSo7mYeongRpNhBCvqR88PT3xxSl4EbQXAkQM1OoAAABGGluFhmP9U4mY85wrvDxDCHGtdmbOnDm46LhgMpnEbUtLyw/uT6VSuRbVTCYzMzPz2LFjbO2SkpKs5zl/VJ/on1XchM4g0wDxzYThTgPC2LFjedVsfPrhmgb8+/xg4glpGnDV1tZ28+bN0tLSefPmrV27Fj/xhFNZWVlWVlZhYaGent6XX35JtGMYlpaW9vjxYyqVqqamZmRkxKtxwPbt28dnq7e3N36jsbExPDzc3d39zz//LCwsnD17dkVFxbhx41xcXFpbW+l0end3t5ycHH4KBkKopqbm1q1b1dXVenp6a9asGUyEgkPwR5OXK1eubN68+YMRsuIVmEiOLBgBUKsDAAAAPImLi48fP97FxWXZsmWLFi1iO87/sXJycn788cehusz4yZMnt27dqqysbGlp4fqzBRgqkAYj6dmzZ19//fVPP/1ka2vr6Ojo7u6ek5OjrKzMtltgYGBsbOzdu3crKipWrVpVV1fn5uaGbzp48OCsWbN2796dm5vr4eGB10tcG1nV1NSUl5dzDYlCoejp6X3sC7l06ZK7u3tXV1dfX9/58+cLCgoKCgoOHTrU3Nzs4uIiIyPj6OiooKCgoaGB1+opKSnh4eFubm4yMjKWlpaOjo4fXH1Q8AnvaLa3twcEBBC1Op8IWXENTCRHFowQUs/ABwAAIArgCjqhIGjXqwOyIAG+Xr2np0dbWzs0NBS/m5eXJyEhER8fj2FYcXExQuj8+fP4JlVVVQ8PD/y2paXlunXr8Nt9fX2ysrIpKSn43YCAAF6NbE6cOMHrr2UajcYnZrbr1VnhlR4+xcDTp08xDLOyslJQUCB20NXVXbZsGYZhra2tysrKbW1teDs+O11mZuYH3i++SL9eXYhGs7S0FCE0YcKE1atXr169Wl9ff/z48ePHjyd24BUh6wvhGtjQjiz8bzvawHF1AAAAAAAgEBITEx8/frx+/Xr8rq6ubmtrq4SEBOeeqamp+IXEJSUlVVVVLS0teDuFQpkzZ46NjU1oaKiFhQV+OjrXRjaenp5fffXV0L6c6dOnI4TwJRjV1NT47BkeHt7Z2UmsF1hbW6uiovLixQt8DkUhJXSjOX/+/L/++gu//f79+yVLlnwwQlZcAxPJkQUjRrhXfAEAAAAAACKjoKBAWlqamIkAIcS1tEMIycvL5+Tk7Nq16+nTpyoqKsRCdwihM2fOjB8/3tLS0tDQsKmpiU8jKxqNNoa3gb0cfG3F/qywWFxcLCcnd/Yff/zxx4sXL+zt7Qf2vAJCqEdz4sSJBw4c6E+ErDgDE8mRBSMGjqsDAAAAAACB0NfX197enpKSYmxszH/PQ4cOpaWl3b59e8yYMdHR0aybtLW18/Pz9+/fHxISoqurW1RUNHHiRK6NrI96+PBhcnIy1+eiUqnEcdFhQqVSS0tLu7u7xcXFh/WJRpKwjybrfP58IuQfrUiOLBgxUKsDAAAQdF1dXRkZGQkJCUZGRuvWrSM7HHTnzp2GhgZeW9evXz9+/HjOdkF7FUJK0N7GzMzM169f89oqKSm5YcOGEQxH6M2bNw8hdPXqVaK6a2hoSE9PZ5t2+9WrVwEBASEhIfgxUtaDnEwmMzIy0sHB4ezZs+bm5iYmJjExMQ4ODpyNLi4urH2WlZVFRUVxjYpGo/Gp7jAM6/8LpNFoDAaDs11LS6u9vT04ONjT0xNvaWpqunr1qru7e/87FzTCOJpc8YmQFddoRXJkwYiBWh0AAICge/LkSWRkZGhoqIaGBtmxIISQjo5OQEDAqVOnpk+f/u9//xuf0Lujo6O0tPTs2bO5ubmampqcjxK0VyGkBO1tPHny5P379+3s7KZPn15aWhoSErJy5covv/zy/fv3iYmJz58/h1r9o5ibm+vo6Fy6dElKSsra2rqwsDA1NTUyMhIh1NzcjBBqa2sj/g0PD7e1tS0oKEhPT2cymfj0XeLi4sHBwfb29hQKxdjYWFZWVlZWFsMwzka2p968eTPrAl39h5/qjIfHpr29HSHU0NAwadIkvMXY2PjatWsXL17cuHFjZGRkQ0MDg8FobGy0sbE5ePCgt7c3g8EwNTUtKiqKiooKCwsbQDyCQ4hGEx9EXr+78YmQ9YVwDczExET0RhaMHBLntQMAACAaRmBm2oKCAoTQuXPnhvVZ+i83NxchtGLFCrb2ffv25eXl8XoUua9CZOaBF6hkMDc3LykpwW+zzQfOYDDU1dXJC40nJMDzwGMYVl1dbWRkRKFQKBTKypUrq6urMQzLzs5eu3YtQkhHRycxMRHDMCcnJxqNpqqqGhwcHBUVJSEhsXr16oaGhs7OTjk5OVtb2+vXrx8/ftzPzw/DMK6Ng9fV1XX69Om5c+cihD755JOAgICXL18SW8+fPy8vL48Q2rhxY3Z2Nt7Y2tqKTyqmrq4eExOzYcOGtWvX4slcUlIye/Zs/O9zDQ2N/Pz8QYZH+jzwmJCMZnR0tIGBAf7Ou7q6FhUVce7DNcKkpCTWF8IrsCEcWZgHfrSB4+oAAACEAH7smkKhkB3I/5ORkeHa7unpic8VzJWgvQohJVBvo76+vrq6OtdNkpKSrNe7gn6Sl5e/c+dOU1NTX18fcRHy4sWLb926xbpbWFhYYGAg8UlsaWmRlJTEb1dWVvb19dXV1VlZWeEtUlJSnI2DJy4uvnPnzp07d3Ld6uzsjC/QxWrcuHGZmZn19fX4jGsmJiZSUlL4JnV19dLS0oqKCgqFMmPGjKEKklxCMZobNmz44PkvvCI0NDRk3Y1rYCI5smBkQK0OAABAsLS1td28ebO0tHTevHlr16795JNPuO5WVlaWlZVVWFiop6dHXP2IYVhaWtrjx4+pVKqampqRkRH/9qF15coV4qxLruFx4hVYTU3NrVu3qqur9fT01qxZMxzRCoXBJAPi8fYObTLs27ePz1ZiNanGxsbw8HB3d/c///yzsLBw9uzZFRUV48aNc3FxaW1tpdPp3d3dcnJyNjY2+P6QABMmTPjgPqw/mRGlHfrn1xy2oohrI1mIqdGJQp0wc+bMEQ9n2InGaPKKkBWfwERyZMFwg1odAACAAHn27NnXX3/9008/2draOjo6uru75+TkKCsrs+0WGBgYGxt79+7dioqKVatW1dXVubm5IYQOHjw4a9as3bt35+bmenh4EGUYr3ZCTU1NeXk515AoFIqent4HI29vbw8ICMBrdV7hceIaWEpKSnh4uJubm4yMjKWlpaOj49mzZz8YgOgZZDIgHm/vCCQDm0uXLrm7u3d1dfX19Z0/f76goKCgoODQoUPNzc0uLi4yMjKOjo4KCgoaGhp4rQ4JAAAAAEGtDgAAQHD09vZu2rTJ3d19/vz5CCFvb+/o6OiSkhLO8uzs2bNr166lUChKSkra2toJCQlubm4YhoWGhl6/fh0htHDhQnNzc3xnXu2sIiIi9u7dyzUqGo3W3d3NdVNhYSF+zLOrq6uwsJB/eJwP5xpYW1ubi4tLYWGhtLS0jo6HihWRAAAgAElEQVTO7du3f/31VwcHB/wa19FjkMmAeLy9w5cMfGzZsiUpKenKlSvy8vKPHz9+9uyZmpqaurp6VlYWvoOMjIyqqip+GxIAAAAADmp1AAAAgiIxMfHx48fr16/H7+rq6ra2tkpISHDumZqail8WXlJSUlVV1dLSghCiUChz5syxsbEJDQ21sLAgTj/m1c7K09Pzq6+++tiA58+f/9dff+G3379/v2TJEj7hceIaWHh4eGdnJ7GkUG1trYqKyosXL0ZbqTbIZEA83t7hSwb+pk+fjhCysLBACKmpqfHZExIAAAAATozsAAAAAID/V1BQIC0tTVzJiRDiWpshhOTl5XNycnbt2vX06VMVFRVitdszZ86MHz/e0tLS0NAQX4OHfzuBRqON4a0/wU+cOPHAgQP8w+PEGVhxcbGcnNzZf/zxxx8vXrywt7fvTwyiZPDJgHiM+wgkAycxMTHiX/4gAQAAAODguDoAAABB0dfX197enpKSYmxszH/PQ4cOpaWl3b59e8yYMdHR0US7trZ2fn7+/v37Q0JCdHV1i4qK8JmHebUTHj58mJyczPW5qFQqcZCTP2LSb17hceIMjEqllpaWdnd3i4uL9+dJRdXgkwHxGPeRSYYBgwQAAACAg+PqAAAABMW8efMQQlevXiVaGhoabty4wbbbq1evAgIC7O3t8YOcxHFUJpP5n//8R0ZGBj8aWVtbGxMTw6edVVlZWRQP/IttTrzC48Q1MC0trfb29uDgYGK3pqamX3/99aNiEAGDTAbE4+0d1mTAMKz/L5BGozEYDM52SAAAAAA4OK4OAABAUJibm+vo6Fy6dElKSsra2rqwsDA1NTUyMhIh1NzcjBBqa2sj/g0PD7e1tS0oKEhPT2cymW1tbZ2dncHBwfb29hQKxdjYWFZWVlZWFiGEYRjXdlabN28mllvrD/zc6devX3Nu4hUehmGsr4JXYCYmJgcPHvT29mYwGKampkVFRVFRUWFhYR/7Zgq7QSYDhmHi4uKcb+9wJAMBzwo8PDbt7e0IoYaGhkmTJuEtxsbG165du3jx4saNGyMjIxsaGhgMRmNjo42NDSQAAAAABLU6AAAAwUGlUuPj47dt2xYaGhoaGmpgYHD58mVJScmcnJzvv/8eIXTp0qXZs2ebmJg4OTnR6fQFCxZ4e3ufPn3azs7OwsLi8uXLr169srOz+9e//lVRUeHm5mZpaYn3zKt9YGJiYk6dOoUQqqys3LFjh6enp6amJrF13rx5XMM7cODA8ePHWV8Fr8Bu375taWnp4+Pj4+OjoaGBHwceTMDCaJDJcP36dXFxcc63l8FgDG0y4Lq7u0NCQn777TeEUExMjIqKyqZNm4gp68PCwvAzAtzd3b/++uvFixcjhKytrUNDQ52cnI4dO/bvf/97wYIF7e3t0dHRLi4uI5AAXA/pD5Xq6mr8VxVArurqagUFhaHqCsZUEAzhmAKhQPmo87UAAAAATtbW1gghfB2sIdHU1NTX18d2FTGb1tZWooBhMpmSkpIIoZ6enr6+vrq6uhkzZrDuzKt9+HANjxOfwCoqKigUyhAGHBkZaWNjM3z/7w9T/wNOBsTj7R35ZOCjvr4enz+PwWBISUmxbhryBCBQKJSJEydaWloePnwYn6B+CFlbW0dFRQ1tn2DArKysBv/NDGMqUIZkTIGwgOPqAAAABM6ECRM+uA/rkUaiNqPRaAghzvKGV/vw4RoeJz6BzZw5czgCEzoDTgbE4+0d+WTgg5jonq1QR8OcAFu2bLl58+Znn33m6en57bffDuFxe6giRA+MKQBkgbnlAAAAAABGl6VLlz579uzHH38MDg5WU1MLDQ3t7e0lOygAAAD/A2p1AAAAAIBRR0JCwsvL6+XLl1ZWVh4eHvPnz09MTCQ7KAAAAP8FtToAAAAAwCg1adKkoKCggoKCmTNnrl+/3tzc/NmzZ2QHBQAAACGo1QEAAAAARrm5c+cmJiYmJydXVVVpaGhs3LiR63qEAAAARhLU6gAAAAalqKiI64LSAADhsmbNmtzc3LCwsOzs7Llz5/r6+r5//57soAAAYPSCWh0AAMDA/fbbb0uWLCkrKyM7EADAEKBSqVu3bn3+/HlgYOClS5eUlJT279/f2tpKdlwAADAaQa0OAABgIJqbm21tbT08PLZv375gwQKywwEADBkJCQlXV9cXL158++23v/32m4qKytGjR5lMJtlxAQDA6ALrqwMAAPho2dnZmzZt6ujouHXrlrGxsbW1dXV1dWRkJNlxAX4yMzNH4FkgDUTGuHHjfH19t27devjwYT8/v7CwsICAAGtrawqFQnZoAAAwKlAwDCM7BgAAAEIDw7BTp07t27dv1apVly5dmjZtGkLI2to6KiqK7NBAvwzf//uRkZE2NjbD1DkYWhERERs3buz//uXl5YcOHbp27Zqmpqa/v7+lpSVU7AAAMNygVgcAANBfb968cXR0TEtL+/777/ft2ycmJsoXUlEolI+tZ4DowRMAThbAlZSUHDly5OrVq+rq6n5+flZWVlCxAwDA8BHlP7MAAAAMobi4OA0NjYqKiszMTF9fX9Eu1AEAnObOnUun0wsKCnR0dGxtbbW1ta9fvw5HfQAAYJjAX1oAAAA+gMlkenl5WVparlu3Ljc3V0dHh+yIAACk0dDQwCv2OXPm2NjY6OjoQMUOAADDAWp1AAAA/JSWli5btuzixYt0Op1Op48bN47siAAA5NPU1IyMjCwoKJg9e7aNjc3y5cvj4+PJDgoAAEQK1OoAAAB4otPpCxcupFKp+fn59vb2ZIcDABAs8+bNi4yMfPTokaKiooWFBVTsAAAwhKBWBwAAwEVra6u9vf3WrVudnJzu37+vqqpKdkQAAAGlpaUVGRn54MGDSZMmmZub6+vr//XXX2QHBQAAQg9qdQAAAOxyc3N1dXXv3LmTkJAQFBQkISFBdkQAAEG3dOnS+Pj4Bw8efPrpp4aGhvr6+nfv3iU7KAAAEGJQqwMAAPgvDMOCgoL09PRmzJjx+PHjdevWkR0RAECYLFu2LD4+/t69e1JSUmvWrNHX109JSSE7KAAAEEpQqwMAAPh/9fX1pqam3t7eBw4cSEpKmj59OtkRAQCEkp6eXnJyckZGhqSk5OrVq/X19dPS0sgOCgAAhAzU6gAAABBC6K+//tLS0iouLk5LS/P394fl0wEAg4RfuJ6UlIRh2MqVK7/44ouMjAyygwIAAKEBf4oBAMBo19PT4+/vb2xsvHz58kePHi1fvpzsiAAAosPQ0PD+/fu3bt3q6OhYsWKFgYHBnTt3yA4KAACEANTqAAAwqlVUVBgYGPz8888nTpyIior69NNPyY4IACCC1q5dm56enpGRMX78+C+++EJHR+f69esYhpEdFwAACC6o1QEAYPSKjo7W1tZubm7Oycnx8vIiOxwAgIjT19ePj4/Pz8+fN2+era3t/Pnz6XR6T08P2XEBAIAgglodAABGo87OTi8vLysrKzMzs5ycHE1NTbIjAgCMFtra2nQ6vaCgQEdHx9nZec6cOUFBQUwmk+y4AABAsECtDgAAo05xcfHixYvpdHpkZCSdTh87dizZEQEARh1NTU06nV5aWmpqaurr64tX7J2dnWTHBQAAggJqdQAAGF3odPqiRYsmTZpUVFRkbW1NdjgAgFFNWVk5KCiotLTUwsLiwIEDSkpK/v7+LS0tZMcFAADkg1odAABGi3fv3pmbmzs5Ofn4+Pz1118KCgpkRwQAAAghNHPmzKCgoNevX7u5uZ08eVJFRcXf37+xsZHsuAAAgExQqwMAwKiQmpqqra39+PHju3fv+vv7U6lUsiMCAID/MWXKFH9//5cvX3p4eJw6dWrmzJleXl51dXVkxwUAAOSAWh0AAERcb2+vv7+/oaHhwoULHz9+vGLFCrIjAgAAnmRlZf39/SsqKg4fPhwZGamqqurl5fX333+THRcAAIw0qNUBAECUVVVVrVq16ujRo7/88suNGzcmTpxIdkQAAPBhMjIyXl5ez58///77769fv66qquru7v7y5Uuy4wIAgJEDtToAAIismzdvamtr19fXZ2VleXl5USgUsiMCAICPMG7cuK+//rq8vPzEiRO3b9+eM2eOjY1NXl4e2XEBAMBIgFodAABEEIPB8PLy+vLLL9evX5+bm6ulpUV2RAAAMEBSUlJubm7Pnz+/ceNGRUXFwoUL9fX14+PjMQwjOzQAABhGUKsDAICoefbs2dKlS3///ferV6/S6XRpaWmyIwIAgMESExMzMzPLysrKyMj49NNPLSwsdHR06HR6T08P2aEBAMCwgFodAABECp1OX7hwoYSERH5+/qZNm8gOBwAAhhh+UP3Ro0fz5893dnaePXt2UFBQR0cH2XEBAMAQg1odAABEREtLi52d3datW52dne/du6eiokJ2RAAAMFy0tLTodHpZWZmZmdk333yjpKTk7+/f0NBAdlwAADBkoFYHAABRkJOTo6ur+9dffyUmJgYFBUlISJAdEQAADLtZs2YFBQW9fv3a3d399OnTSkpKXl5elZWVZMcFAABDAGp1AAAQbhiGBQUF6evrz5o1q6Cg4IsvviA7IgAAGFGTJ0/Gl2QPCAi4efOmqqqqo6PjkydPyI4LAAAGBWp1AAAQYm/fvl23bp23t/c333xz+/btadOmkR0RAACQY9y4cV5eXi9evDh//nx+fv68efPwK9vJjgsAAAYIanUAABBWSUlJWlpaz549y8jI8Pf3FxODr3QAwGgnLi7u6OhYVFSUlJT06aefmpubL1iwgE6n9/b2kh0aAAB8HPjDDgAAhE93d7e/v/8XX3zx+eefP3r0aOnSpWRHBAAAAoRCoRgaGsbHx+fm5mpoaDg5Oc2ZMwemiwcACBeo1QEAQMi8fv16xYoVJ06c+O233yIjIydMmEB2RAAAIKDwg+pFRUWrVq3av3//zJkzv/vuuzdv3pAdFwAAfBjU6gAAIEzodPq8efO6urry8vJcXV3JDgcAAISAurr6uXPnKisrvb29z58/P2PGDJh8DgAg+KBWBwAA4dDa2uro6Lh161YnJ6cHDx589tlnZEcEgAjq6OhoZNHV1dXV1cXaAidRC6/Jkyf7+vqWl5efO3eOdfI5DMPIDg0AALiAWh0AAIRAXl7eggUL/vzzz7i4uKCgIElJSbIjAkA00en0iSxiY2NjY2NZW+h0OtkxgkGRlJRknXzOwsJCW1s7NDSUwWCQHRoAAPwPqNUBAECg4cunL1++XEFBoaCgwNTUlOyIABBlVlZWVCqV11YqlWplZTWS8YBhQkw+l5+fv3TpUi8vLyUlJX9//4aGBrJDAwCA/we1OgAACK76+nozMzNvb+8DBw4kJSVNnz6d7IgAEHGysrJGRkY0Go1zE5VKNTIykpWVHfmowPDR1tYOCQl59erVV199dfr0aQUFBUdHx2fPnpEdFwAAQK0OAACCKiUlRVtbu6ioKCUlxd/fn8+xPgDAELK3t+/r6+NsxzDMwcFh5OMBI2DatGn+/v4VFRVBQUE5OTkaGhpmZmbJyclkxwUAGNWgVgcAAIHT09Pj7+9vaGi4dOnSx48f6+vrkx0RAKOIpaWlhIQEZ7u4uLi5ufnIxwNGzLhx41xdXUtKSm7evNnY2GhkZIQv+dbT00N2aACA0QhqdQAAECyVlZUrV648evToiRMnoqOjP/30U7IjAmB0kZaWNjMzExcXZ22k0WgWFhbjxo0jKyowYsTExMzMzO7du3f//v1Zs2Y5OTl99tlnJ0+ebGlpITs0AMDoArU6AAAIkJiYGG1t7cbGxuzsbC8vL7LDAWCU2rx5M9uh1N7e3s2bN5MVDyDF8uXLo6KiSktLzczM/Pz8FBQUdu3a9fz5c7LjAgCMFlCrAwCAQGAwGF5eXv/6179MTU0fPnw4f/58siMCYPQyMTGRkZFhbRk3btzatWvJigeQSEVF5dSpU3///ffx48fv3LmjpqZmZGQEq7IDAEYA1OoAADByXr16xbW9pKRk8eLFly5dunbtGp1OHzt27AgHBgBgJSEhYW1tTZwGLy4ubmNjIykpSW5UgETjx4/HL2W/ffu2lJSUhYWFmppaUFBQe3s72aEBAEQW1OoAADBCiouLtbS08vLy2NrpdPqiRYvGjh376NEjGxsbUmIDCKGmpqZGFgih9vZ21haYX2pUsbOz6+7uxm93d3fb2dmRGw8QBGJiYviq7I8ePVq5cuU333wjLy/v5eVVUVFBdmgAABFEgRN4AABgBHR3dy9cuLCwsHDmzJlFRUX46bXNzc07duyIjIz09PQ8fvw421xWYIQZGxsnJSXx2kqj0WpqaiZPnjySIQES9fX1TZs2rb6+HiEkKytbV1cH6yYCNvX19RcuXDh79uzff/+9bt06Ly8vQ0NDsoMCAIgOOK4OAAAj4fvvvy8uLkYI1dTUODs7I4Sys7N1dHRSU1Nv3boVFBQEhTrpNm3axGuTmJjY6tWroVAfVcTExOzt7SUkJMTFxR0cHKBQB5wmT57s6+v78uXLa9euEWu8hYaGMhgMskMDAIgCOK4OAADDLjMzU19fv6+vj2jZsGFDbGzs+vXrL1y4MGnSJBJjA4SWlpbJkyd3dXVxbhITE7t06ZK9vf3IRwVI9PDhw8WLF+M3Fi5cSHY4QNDl5eUFBQVdu3Zt4sSJW7du9fT0lJeXJzsoAIAQg1odABFRXV394MEDsqMA/7Vx40b8RkdHh6amZlVVFXG1M4VCoVKp+/fv/+GHHygUCnkxAnYWFhaJiYmc16VLSEjU19ePHz+elKiEVGZmZlVVFdlRDJaHhwdC6OzZs2QHMliKiorLli0jO4pRoa6uLjg4+OzZsy0tLRYWFnv37l26dCnZQQ0L0fiMiwz4jIsmDAAgEiIiIsj+OgH/gxiar776ikajsW0VFxefN28ek8kkMWcAp8jISM5fT2g0mpWVFdmhCR8rK6uR+rSBD4McHmEdHR2hoaGampoIIQMDg+jo6J6eHrKDGmLwGRco8BkXSXC9OgAiheyvFIBh//u7SVJSUkhICOdx2u7u7qdPn+7fv39kEwR8gJmZGeeCeb29vZs3byYlHmEnAn87lpSUlJSUkB3FYEFNNfLGjBmzffv2wsLCpKSk8ePHW1tbKysr//TTT/hshSJDBD7jogE+46IKanUAABgujY2N9vb2YmLcv2l7enoCAwMTExNHOCrAh5SU1IYNG9jm+ZOWljYxMSErJEAudXV1dXV1sqMAwopCoRgaGsbFxT1//nzTpk2//PKLgoLCxo0b79+/T3ZoAAAhALU6AAAMFzc3t8bGxt7eXs5NYmJiNBoNw7CTJ09y3QGQhXVVbYSQuLj4xo0bJSUlSQwJACDslJWVjxw5Ul1dfe7cubKyMn19/YULF4aGhnZ2dpIdGgBAcEGtDgAAwyImJiYiIoK16kMIiYuLi4mJiYmJLV68OCAgoLS0NCkpCdaCEiiGhoYTJ04k7nZ3d9vZ2ZEYDwBAZEhJSTk6Oj5+/Dg3N3fu3Lk7d+5UUlLav39/RUUF2aEBAAQR1OoAADAsnJyciFnK8KOyMjIy5ubmFy9efP/+fWZmpq+v7+zZs0mNEXBBo9E2bdpEnAY/adKklStXkhoRAEDULFiwgE6nV1ZW7t2798qVK8rKymZmZsnJyRgszwQAYAG1OgAADDH8j63m5ma8Vp81a9auXbvS09MbGxujoqIcHR0/+eQTsmME/GzatAk/IUJCQsLBwQFOfAAADIdp06b5+vq+fPny2rVrDAbDyMhIXV09KCiora2N7NAAAAIBanUAABhiycnJCCE9Pb2ff/65rKysvLz8559//vzzz6HkExbLly+fPn06Qqirq8vGxobscAAAokxCQsLa2jopKSkvL8/AwOCbb76Rl5ffsWNHSUkJ2aEBAEjGvuQvAAAIDiaTmZaW9vjxY319/SVLlvCpdfnv2draevXq1VevXqmqqtrZ2XEuyoUQKigoSE9Pl5CQWL9+vYKCwoBj7u3t/fTTTxFC9+7dG3AngFwUCsXR0fHIkSOKiopLliwhOxwgQIbkS2nw31dAJOnq6oaEhBw9evTSpUuBgYHnz59fvXq1q6vrhg0b4KfeYdX/zzWurq7u2bNnnJdH8fnwtrW1RUZGvn79eunSpUZGRmyrjQDAC9TqAAAB9fbt26VLl37zzTdOTk4///zzjz/+GBsby/V/UP57lpaWrly5UkZGpqKioqur68iRI/fu3Zs2bRrx8Hfv3u3fv7+mpiY4OHjGjBmDDJtKpS5cuHCQnQi7yMhIskMYLHx6uUWLFl2/fp3sWAZr+fLlg/n5CRCG5EtpkN9XQORNmDDBy8tr586dcXFxZ8+etbGxUVFR+eqrr7Zt28Y67SUYKv3/XCOE6uvrjx49+uuvv27fvp2tVufz4S0tLTU1NQ0KCtq4cWN8fLyqqup//vOfFStWjMCrA0IPAwCIhIiICFH6RPf29urr65ubm+N3e3p6Zs6c6evrO4A9TUxMCgoKMAx7+/ati4sLQsjJyYnY+urVK1lZWXt7+yEMXsTGYgBI/o8N/K+IiAhS0sDKysrKyoqUpx4OQ/KlNMjvqwETsbEYVYqLi93d3WVkZMaMGbN169bs7GyyI/ovEcir/n+ucTk5OQUFBQihXbt2sW3i8+E1MTFxdnYm9tyyZcvnn38+tC9EBMYCcAXXqwMAhlJvby9eqQ5Senr6vXv3tm/fjt+lUqlbtmw5c+ZMe3v7R+2Zl5e3efPm+fPnI4QmT578ww8/iImJPXjwAN+5q6tr48aNEydODA4OHnzMgBVZ9eEQiouLIzuEIUB2IpBPoL6UBvN9BUanuXPnnj179u+//w4MDHz8+PGSJUsWLFgQGhrKmXhgAB/2/n+ucYsWLVJTU+Ns5//hra2tLS4uJnaWlJRkMpkfFScYtaBWBwD8V1FR0e+///7777//5z//efPmzZ9//vn7779fuXKFbZFwrnp6ei5dujR37twdO3YMPpKYmBiE0Lx584gWTU3N9vb2xMTEj9pTSUmJdXFsOTm5BQsW4NeTI4S+/fbbhw8f+vj4SEtLDz5mIGLMzMzIDgGgv/76C/9SCg8Px/+6zcnJ+f3332NjYz/4WAH8UhrM9xUYzWRkZFxdXR89epSbm7tw4cLdu3dPnz59x44dT548ITu0IUPKh73/n2v++H94N2zYkJWVdfnyZYRQW1vbjRs3du/e/VH9g1ELrlcHAPzXvHnz8vPzt27dam9v7+DgICYm9vvvv0dHR/OfBKW7u/vSpUs//fTT27dvPTw8vL29EUI1NTXl5eVc96dQKHp6evwjefHiBUJITk6OaJkyZQpCqKys7KP2nDRpEtv+VVVV7u7u+O3w8HAajVZUVLR69eqcnBxdXd3AwEBdXV3+sQEARsyyZcu8vLyKi4tfvnwpKSmJEFq8ePGWLVv4//kusF9Kg/m+AgAhtGDBAmL+uaCgoNDQUD09PS8vL0tLS2GfrmyoPuwf9Unv/+eaP/4fXldX1ytXrjg4OOTn5xcXF4eEhHz55Zcf1T8YtaBWBwD8jy1btiQnJ0dFRfn5+Z05cyYiIoLzfyACk8m8cOHCkSNH3r9/v3Pnzq+//lpWVhbfFBERsXfvXq6PotFoHzxQ/+bNGyqVKiEhQbTg86nW1tYOeE+EUHp6Oo1G27NnD0Lo77///vvvv7W1tf38/CZOnFhWVrZy5UoDA4Nnz57Jy8vzDw8AMDLGjh37008/mZub3717V1lZGSFUW1urqak5e/ZsrvsL+JfSgL+vAGCFzz/n6el59+7d0NBQOzs7WVnZLVu2uLu7D36GVLIM1Yf95MmT/f+kf9RHsv/YPrxTp07NyMhYtmzZyZMnly1btnz58sF0DkYVOAceAMAuKChowoQJy5Ytc3Jymjp1Ktd9GAzGqVOnVFRUfH197e3tX79+/dNPPxF/EyOEPD09O3hoaWn5YAzjxo1ja+nt7UUIcc6H3P89e3t7/fz84uLi8Ifk5+cjhCwtLfGZdWfPnn3ixIm2trZff/31g+EBAEaMqampurr6iRMn8Mvvr1696ujoyLmbUHwpDfj7CgBOYmJihoaG+EpgO3bsuHjx4qxZs4yMjOLj44V0rooh+bB/1Ce9/x/J/uP64Q0LCzMwMHBycsrMzFyyZEllZeWA+wejCtTqAAB2EydODAgIaGhoaGtr47VPamrqd9999/fff/8fe3ce18S1Pgz8hIQdlFquSkVFsAiCylIUi7eIFBFBoK2IK62AKCBeF0S9VbQWq61VqSuL6JWqlFURSpVSARHZDBUEFFT2AhaRJUEgQOb949w7v7zZCGsgPN8//DBnTiZPhOfJnGTmnC1btuzfv5/3u3cajSYvGFfnnJwcEw7p6enTp0/v7e3lnHyFwWAghObOncv1WNF7+vr67t6929DQEG9OnDgRIcR5Kr948WKEUGlpqZD/HADACKNQKHv37n327Bm+gzQlJcXGxoa325goSgOuVwAIMW3atCNHjtTU1Pzyyy8IIQcHhzlz5nz//fdNTU3iDq1/hiTZ+5Xpoqek6HiT9+rVq5GRkcHBwWFhYWFhYX/99Ze3t/eAjw/GFbgGHgDAjc1m//rrr6ampv/617+srKz4frq8YsWKysrKc+fOnTlz5tq1a3v27Nm+fbuysjLZIS8vLyUlhe/xqVSqn58fZ8uMGTO2b99Obmpqaurq6iKEampqZs+ejRvfvHmD+L19itgzJCTE0NDQ3t6ebMGX1dHpdM4wpKWlOV8FAGA02LBhw6FDh06dOqWhoaGnp0ej8Tl7GRNF6dmzZ6IchLdeAdAnGRkZJycnJyenwsLCS5cuHTt27OjRo+vWrdu6dauJiYm4oxPV4JO9X5kuel6LiG/yXrt2zcbGBr8WV1fXx48fh4WFtbS0qKioDOxZwDgi5sVkAABDZFAWWAUAACAASURBVAjX9P7xxx//85//lJeXKyoqOjo6Cu/MYDBOnDjxj3/84/333//uu+8YDAZuv379upEACxcu7DOG+vp6WVnZ//znP2TLnj17DAwMent7B9AzLi4uKCiI81FpaWkEQVhbW+vq6pKN+Bv10NDQPsMTDtZXR2Jas+3Vq1ebN2+uqakZ8s596uzsvHfv3vfff5+ZmdnT0zMkPYeEuH4XxFCv93vy5EmEkI2NTVFRkfCeo7koDaZeDQasvTwOtba2XrhwQV9fHyFkZGQUHBxM5sJQGaa/q0Eme78yXfS8JuEv4XnXVycEJ+97773n6elJNt69exch9Pz5c+Gvrl8gxyXVuD6bBECSDNX48OnTp3Z2dvjnEydOIIR+/vnnPh/V3t5+6tSpqVOnvv/++ydOnBh8GARB7NmzR09Pj81mEwTR0dGhra1Np9M5O+zdu9fNza3Pnr///vuiRYvO/U9gYKCHh8fZs2cJgigqKlJSUsrMzMQ9g4KCdHV1u7u7Bxk5jNXFNT6Mjo5GCCUlJQ15Z+Fev349a9as0NDQxsbGvXv32traChqEi95zqEjMWL2trW3ixIkmJiYi9h/5okRWJOE9B1yvBgPO48ezx48fe3h4KCgo4IXfuN5JB2OY/q5GONlFP9nAGhoaEEIeHh5cxxGSvJs3b546dSo5/j9y5Mj8+fOFfBwwAJDjkmpcn00CIEmGZHx4//59DQ0NX19f/KZ148YNhJCcnJyIXzV3dHScPXtWQ0NjkGFgbDZ73759dnZ2Z8+ePXDgQHh4OFcHHR2dyZMn9/T0COlJp9N5106Xk5NramrCHQoKCiwtLf39/Y8dO2ZnZ1dXVzf4yGGsLsbxYWNj4zB1FqS3t3fJkiX29vZ4s6enZ+bMmfv27RtMzyEkMWN1giC2bdt24cKFfj1kJIsSWZGE9xxMvRowOI8HLS0twcHBeCFxvPBbn1+zP3/+/OHDh0I6DN/f1Ugmu+gnGwRBJCUlOTs7I4QmT54cGhpaX1+P+whP3vb2djc3N319/cDAQHd3d3t7+/Ly8v7GKRzkuKQa12eTAEiS0TM+7OrqGsKj9fT0NDQ08N3FYDDevn0rSs8+/fXXX5yHGqTR87sQFzGOD0deamoqQghPvIz5+/srKioymcwB9xxCkjRWt7Kyam5uHsADR6YocVUkIT2F7xoOcB4PSPhrdnl5+QkTJnh4ePz555+Ceu7atUtGRkZIARm+v6uRT3bRTzYGrL29vaSkZAhPNjhBjksqmAceADDEONcpHTwqlSpo3TglJaX33ntPlJ59+uCDDzgPBUY5JpN56dKlAwcOXLlypaioCC+xgxBis9mpqal5eXlkz5qamp9++onNZhcVFR07duznn39ms9mCOg9MXFwcQgh/W4Xp6+u3t7fjeYwH1hPwKigo0NTUHNhUTCNTlLgqkpCewncBMKzwl+p1dXUnT57MzMw0NDT86KOPQkJC2tvbObt1dnaGhYWxWCxnZ+fvv/9+JCMUS7KLfrIxYAoKCrq6unCyAfoF5oEHAAAwljQ3N5uaml6+fNnFxWXTpk1ubm4mJiZmZmZbtmw5fPhwTEzMpUuX8KTHCQkJbm5u+EL3wsLCxsbGgwcP1tbWHjhwoKSkhKszp7q6uvLycr7PTqFQzMzMOFtevnyJEFJTUyNbJk+ejBAqKyvjeqzoPQGJTqf7+fnNmzcvLS3t9u3b4g4HAAmhoqLi4eGBb1//6aeffHx8/Pz8nJ2dvb2958+fjxCKi4vDq5chhP79738/f/48JCREWlp6+EKCZAeAF4zVAQAAjCUnT57s6ur65z//iRA6ePDgrVu31q9fv3PnToSQv79/TEwM2XPVqlVubm4nTpyYN28e7mBsbBwbG3vgwIG5c+dydeYUGRm5e/duvrtoNFp3dzdny+vXr6lUKueXOQoKCgih+vp6rseK3hOQ2Gx2Xl4enU4PDQ3V0NAQdzgASBpjY+Pw8PCTJ0/+5z//CQkJCQkJMTY29vDwuHbtmpSUFL5qic1mX79+vaqq6tatWxMnThymSCDZAeAF18ADAAAYS169etXY2MhisRBCCxYsUFRUrKmpwbtkZWW5OsvLyyOEdHR08ObcuXOrq6sFdSb5+Pi8E6CtrY2rs5KSElcLPrudOnXqgHsCkomJydu3b9++fevk5CTuWACQWFOmTNm3b9+LFy/u3r07Y8YMLy+vR48ekbcXIYR6enoePny4aNEisoQOOUh2AHjBWB0AAMBYYmFh8e7du4cPHyKEmpubWSyWlZWViI+lUqkEQfTZjUajyQvG1Xn69Om9vb14xV0MXzg6d+7cAfcEnGg0mpQUnK4AMOykpKSsra3j4uI8PDx4L3fv7u4uLy83NjbOz88fpgAg2QHgAtfAAwAAGEvc3d1fvny5bdu2Y8eOpaamHj9+fMWKFUP7FHl5eSkpKXx3UalUPz8/zhZdXV2EUE1NzezZs3HLmzdvEL8RuOg9AQBAXFgs1i+//MJ1sw/W3d3d3Ny8ZMmSqKgoOzu7kY8NgPEGxuoAAJGUl5cHBAQcPXpUXV19qHqKoqurKz09/cmTJ0uWLFm0aBGVSh1kz4KCggcPHsjIyNja2uIIGQzGzZs3KyoqZs+evX79enwLMRi1aDSampra1atXVVVV7e3thVzKPmBlZWWCbmWn0WhcY3U3N7dvv/02MzOTHIHT6XQDAwNtbW2ux4reE/SpX3VGXEUJa2hoeP78+dKlSwdwkKamppCQkAMHDgw+bABEFB8f39LSImgvvjjIwcHh7NmzwxrGmMhxQT3z8vLwZKKcTE1NZ82ahX9uaWkJCwurrq62tbW1tLTss4yAcQuuMwEAiCQ/P//q1atPnz4dwp59+vvvv3V1daurq11dXW/fvu3g4MB5+1x/e75588bd3f3AgQMODg5bt27F7+ilpaXa2tqnTp06c+bMli1b5s+f39DQMPjIwfC5dOlSTExMd3c3i8Wqrq4mZypGCOHLy/GX1Ri+vRzf3I534dV3+XYmbdiwgS5ATk4OV+epU6du37795MmT+LCdnZ0JCQlhYWHklZx+fn7u7u6i9ASi61edEUtRQgg1Njb6+vpqamreunVrYAdxd3f/6aefBh82AKILDg4W3oHNZrPZ7O3btxcWFg5fGKM/xwX1JAhi3bp163k0NzfjB759+/ajjz4qKCgoKiqysbH5+OOPBx82kFjiXNwdADB0IiMjhzuj8dpXQ9tTiN7e3iVLltjb2+PNnp6emTNn7tu3b2A9KyoqVFVVN27cyPVYGxubgoICgiD+/vtvPKBydXUdZOQj8LsY5RBCkZGRw3TwW7duKSoqcr6Rffrpp/X19dnZ2atXr0YI6evrJyYmEgSRlpamqamJEHJ3d6+vr4+IiJgwYQJC6MiRI5mZmVydB4PNZu/bt8/Ozu7s2bMHDhwIDw/n3KujozN58uSenp4+ew6HYf1dCLd69erVq1cP3/H7VWdGuChhubm5BQUFCKEdO3YM4CAhISEffvjhlClTBh/5cP8ugMRoaWmxtLTU19efPXv2tGnTJkyYwDtJByd1dfWOjo5hCmY057iQnsnJyTt27KioqOj6n+TkZA0NDfKxly5dampqwj8fPXoUIfTw4cNBRg45LqnG9dkkAJJE8saHqampCKGEhASyxd/fX1FRkclk9rdnV1eXiYmJtrY212MfP358/fp1crOurk5KSkpHR2eQkUve76K/hnV8mJycfPXq1RcvXmRkZNy7dy8uLm79+vXHjx8fpqcTXU9PT0NDA287g8F4+/atKD2HgwSP1Uee6EWJhC/f4Byri3iQ0tJST0/PXbt2wVgdjAbt7e1v374tLy9//vz548eP09LSkpOTTU1NFy5c+PjxY3FHN2SG5MQDT6HP2dnb23vPnj34566urvLycnJXZWUlQqiwsHCQkUOOSyq4Xx0A8H+YTObPP/9cXV394YcfLly4UFdXl7yHis1mp6enKykpmZiYIIRqamri4uJ8fHxKSkri4+NnzJixYcMGfCkvV88Bi4uLQwjNmzePbNHX129vb09KSuJa0KXPnl9//XVeXt7ly5e5vo/V0NAwMjIiN9XU1IyNjWk0KIyjF51O/+qrr6qrq6lUKnnXt4WFRVRUlHgDQwhRqdQpU6bwtvMu1SaoJ+AlqCjx1plRVZQGeZDu7u6DBw+GhYUdPnx4MAEDMFQUFBQUFBTee+89zsaQkBCEkLGx8WCOPEZzXPSebDY7Li6OnANFRkaGvGsdIVRYWGhnZ8d5HAA4wSkpAOC/mpubTU1NL1++7OLismnTJjc3NxMTEzMzszNnzpSUlBw+fDgmJubSpUsmJiYJCQlubm74erPCwsLGxsaDBw/W1tYeOHCAqyfXU9TV1ZWXl/N9dgqFYmZmxtmC52VRU1MjWyZPnowQKisr43psnz0jIiJoNNrTp0+XLVuWm5trZGQUGBhoZGT0/vvvcx2qpqbGy8tL1P8yMOIKCwvr6+svX7786aefzpw5s7KyMjc3t7CwECbfkkiCitKWLVu46sxoK0pCiHKQo0eP7ty5U1lZWfTDAjAWjd0cF71nZmYmhUJZvHgxVztBENHR0d988829e/eE/y+BcU28X+sDAIbK4K+7PnDgwMyZM/HPdDodIXTmzBlyL55C5tKlS3hz//79CKGUlBS8aWRkZGxszLcnp9OnTwuqRTQajauzkZERXg2blJubixDy9vbuV8/a2lqEkIGBAb49rLS0VE1NTUlJqba2lus46enp6urqDAZD6P9T3+AaeDRs112z2exTp04tXbpUVlZWUVHR1NQ0ODgYTxcH+Bq+30WfBn9NppCixFtnRlVRIvFeA9/nQdLS0o4cOYJ/hmvgwWg2nnNc9J4+Pj68jUwmc8uWLXjdGRUVldzcXN7I+wVyXFLB3LMAgP969epVY2MjnjF7wYIFioqKNTU15F6ulbHwZDM6Ojp4c+7cudXV1Xx7cvLx8XknAJ6vmxPvlcN4htWpU6f2q2d+fj5CyNHRcdKkSQghbW3t06dPM5nMixcvcj3E39//zp07vEcDoweFQtm9e3dqaiqDwWAymVlZWR4eHjIyMuKOCwwLIUWJt86MqqIkhPCDtLS0nD9//uuvvxb9gACMXWM3x0XsSRBEbGzsF198wdVZUVExJCSEwWCcOXOGwWB4enoKih+MczBWBwD8l4WFxbt37x4+fIgQam5uZrFYVlZWIj4Wf7rcZzcajSYvGFfn6dOn43VcyRa8OtfcuXP71XPixIkIIVVVVXIvvhSttLSU8yC+vr67d+82NDQU6QUDcZOWlhZ3CGDYjd2iJITwg+zatcvExOTOnTtxcXFxcXEvXrzo7OyMi4u7f/++6E8BwFgxdnNcxJ6ZmZksFuuTTz7hG5uUlNTOnTs///zzP//8k/NQAJDgfnUAwH+5u7u/fPly27Ztx44dS01NPX78+IoVK4b2KfLy8lJSUvjuolKpfn5+nC26uroIoZqaGnIKMbwUNu9bpvCe2traCCF8cR02Y8YMaWlpzntBQ0JCDA0N7e3tB/PqAABDa+wWJSGEH6SxsfH3338nO7e2tr57927Hjh16enrLli0T/VkAGBPGbo6L2DMmJsbBwYGcppcvKyur1NRUIZcGgPEMxuoAgP+i0WhqampXr15VVVW1t7cfjreNsrIycipU3mfnest0c3P79ttvMzMzyTdCOp1uYGCAx96i95w6daq1tXV2djbZ/8WLF93d3eSMMrdu3SIIwsXFheyQnp5ubm4+qJcKxgIWi5WRkZGYmGhlZbVy5UoxRtLU1BQSEkLOkJeXl4cnLuJkamrKOXvweDB2i5IQwg+SmJjI2dnPzy88PBxPugGA5Bm7OS5KT4IgYmJiQkNDhUdYVFS0atWqfr0oMH7AWB0A8F+XLl2KiYkxNjZmsVjV1dVTp07l/OYZX52FPzZGCOG7vPA9Zrgdz+9FoVC4enLasGHDhg0bRIxn6tSp27dvP3nypIuLC4VC6ezsTEhIiIiIwAu0YH5+fm/fvr18+bLwnqdOnTI1NX306NHHH3+MEEpNTdXV1f3qq68QQikpKd9///3GjRvPnz+PEOrt7S0pKdHX14ex+nhQVFQUFRUVEhKip6cn3kjc3d2zsrLwWJ0giHXr1r169YqrD51OH29jdSFFibfOjIaiRFYk8iHNzc0Ioc7OTtEPAsD4MXZzXJREzsrKYjKZlpaWnE/R0dFx+vRpBwcHfX19hFBTU9Off/6ZkJAgYoRgvIGxOgDgv9TU1J4+fWphYUG2fPrppz///PPUqVNzcnJ+/PFHhFBkZKShoaGSktKtW7cQQt999923336blpaWkZHBYDCOHj1qZWV15swZsqetre1gQjp58iSNRrO3t1++fHl9ff3Bgwc5l0NHCCUkJLx9+7a3t1d4Tz09vczMzN27d5uZmcnKymZlZf3xxx80Gi0/P9/R0bG9vT0nJ4fsLCcn99dffw0mbDBWGBkZeXt74yWCxSg0NLS4uJjcTElJsbW13bVr1wcffIBb0tPTPTw8uP74xwNBRamqqoqzItna2qanp4+GokRWJHzJ62+//Xbt2jWE0O3bt01MTOzs7PC8U31WNgDGiTGd430mcnR09KpVq7hmP2Wz2bGxsYcOHfroo49WrFihqqqalJQEk9oCQSiizMoAABj9oqKinJ2dB5PRv//++19//bVkyZKGhoZ37961t7fHxMTMmzcPr5IiRr29vW/evJkyZQrvLiaT2d3d/d577/XZE6urq5OXlyf7D5PB/y7GOgqFEhkZuWbNGnEH0reSkhI9Pb3Lly+7ubmJJYCysrLAwEA5ObmbN282NDQghLKyshYtWsT55cz27dvl5OTwmWt/ifF34eTkhBCKjo4e8BHGXFHiqkgDO8hwGPzvAgBekONCeiKEKioqJkyY8P777/PuamlpkZGRwWu2DQnIcUkF36sDABBCiE6nf/XVV9XV1VQqlbz5ysLCIioqSryBIYSoVKqg01muj6KF9MTILyrBKEQQRHp6+pMnT6hUqo6ODjkbcFlZWXZ2dmFhoZmZ2WeffYYbOzo64uPj7e3t//7776SkpA8++GDVqlVUKvX169d37tyRkpJycnKaMGEC7lxbW3vnzh1PT8/09PR79+5NmzbNzc2NdwZgrK6u7u7du7W1tWZmZpzXLgoKbzC6u7sPHjwYFhZ2+PBhshGvU0Bis9lxcXGC7reUYGOxKPXry7E+6xUAkk0yclxIIgu5a0lFRWUw4YHxA8bqAACEECosLKyvr798+fKnn346c+bMysrK3NzcwsJCcrIrAIbbwYMHZ82atXPnzsePH3t7e+PBcGBgYHx8/P3796uqqiwsLBoaGvCQe8uWLS9evDh16lRpaamKisrevXttbGxWrFiRlpbW29sbGRkZHx9/584dhNCNGzd8fHw6OzufPn3KYrEaGhpOnDgRHh6emZnJu/BbampqRESEp6ensrKyo6Oji4vLhQsXhIRHqqurKy8v5/u6KBQKOZEhl6NHj+7cuZNzYghemZmZFAqFawA/HkBRAkCyQY4D0CcYqwMAEELoq6++am5u/uWXX/71r3/RaLR58+Zt3rz56NGjXPdZATBMCIIICQnB1+999NFH5Pp5Fy5csLa2plAoGhoaBgYGiYmJnp6e5ubmnp6eu3fvnjFjxu7duxFCUlJSJ06cWL9+/fXr1xFCWlpaP/74I5vNlpKS2rBhw927d2/cuLF9+3Y8h5y/v/+333575cqVrVu3csbAZDLd3d0LCwsVFRUNDQ3v3bt38eLFTZs2mZqaCgqPFBkZiSPhRaPRuru7edvT09NpNBqe71CI6Ojozz77jEKhiPC/KFGgKAEg2SDHAegTjNUBAAghRKFQdu/evXv37u7ubt4vGwEYbhQKZc6cOc7OziEhIQ4ODr6+vrg9LS1NUVERIVRSUlJTU4PnAUYITZw4ESE0b948vDlnzhyE0IIFC/Cmjo5OV1dXXV2duro6QkhRUZFGo5GTve/fv//48eMPHjzgGqtHRER0dHSQS/jU19draWm9fPnS1NRUUHgkHx+fbdu2if56W1pazp8/HxERIbwbQRCxsbH4A4jxBooSAJINchyAPsFYHQDw/4H3SyAu58+fd3JycnR0tLS0vHHjBr4DcNq0acnJyYmJiebm5lpaWnQ6ne9j5eTkODfxn3F7ezvfzgoKCurq6o2NjVztxcXFampq5EXvooRHotFoNFo/3lJ37dplYmKCr9JHCL148aKzszMuLk5FRWXZsmVkt8zMTBaL9cknn4h+ZMkDRQkAyQY5DoAgMFYHAAAwKhgYGOTn5+/fvz84ONjIyOjp06eTJk06dOgQnhBOXl4+NjZ2SJ6oq6uroaHB2tqaq51KpZaWlgr6hodveOTevLy8lJQUvk9HpVLJ7+pJjY2Nv//+O7nZ2tr67t27HTt26OnpcY7VY2JiHBwc8AJgAAAAABhXYKwOABhpLBYrIyMjMTHRyspq5cqVI/zsTU1N8fHx1dXV8+fPX758Odecri0tLWFhYdXV1ba2tpaWljBGGjFdXV1RUVGbNm26cOGCvb29jY1NXFycpaVlQEBAcHAwnrOdzWYPyXNlZ2d3dnba2dlxtS9YsKC9vT0oKMjHxwe3tLS03Lx508vLi2947u7u5GPLysoETdVOo9F4x+qJiYmcm35+fuHh4bW1tZyNBEHExMSEhoYO7GUCEYm3IqG+ihJCqKGh4fnz50uXLh352ACQAOLN8by8vJcvX3I1mpqa4lni+0x/MM5J9d0FAACGVFFRUVRUVGBgYF1d3Qg/9ZMnT5YuXTp37lw/P7+XL1+amZnV19eTe9++ffvRRx8VFBQUFRXZ2Nj0OekXGEIEQQQFBeFF6ZcvX66qqqqqqspkMhFCERERbW1tGRkZDx48aG5uZjKZDAaDwWAghLq6uvDDcc+3b9/iTXz1O7kXIdTT0/Ps2TP8c0xMjLm5OR6rt7a2kg93dnaePn26r6/vyZMnnz17FhUV5eHhsWnTJkHhcca/YcMGugA5OTkD+z/JyspiMpmc68aB4SDGioT6KkqNjY2+vr6ampq3bt0a+dgAkAxizHGCINatW7eeR3NzM+or/QFAMFYHAIw8IyMjb2/vkX9eNpv91VdfrVy50tTUVEFBwc/PT05O7ssvvyQ7REVF5ebmhoeH//HHH0eOHMnNzc3MzBz5OMetioqK9evXx8TEnD592tPT09HRcd68ea6urg8fPjQ2Ni4pKTl37hyTyXRwcHj06NHVq1cRQqdPn66oqEhLS7t06RJC6JtvvikpKcnKysLfRR87duzFixf44FJSUhcvXvTz81u3bl1VVVVCQgJCKDc395tvvkEIXbt27bfffpOVlb13756Ghoafn9/cuXOPHj164MABckE13vCG+z8kOjp61apVMCXycBNXRUIiFKXKykoXF5eOjg6xhAeAZBBjjqekpNja2lZUVHT9T3JysoaGhpGRUZ/pDwCCa+ABAGKBZ+Ea4WWosrOzCwoK9u/fT7YsXLjw/PnzdDrd2NiYxWJZW1uTdyC7uLj4+/tPmDBhJCMcz+Tk5Kqrq9lsdkNDw+rVq8n2sLCwwMBAcsDc1tYmKyuLEOK823zWrFlcc85lZWVxHV9KSurcuXM1NTUTJ04kf60LFy68e/cuZzddXd3S0tKqqioKhTJjxow+wxsqP/zwww8//MDVuGPHDvgLHBliqUior6KEEDIxMWGxWCMcFQCSR1w5rqSkdObMGSmp//tyND4+/osvvkAipD8ACMbqAIxzBEGkp6c/efKESqXq6OhYWVmRu8rKyrKzswsLC83MzD777DPc2NHRER8fb29v//fffyclJX3wwQerVq2iUqmvX7++c+eOlJSUk5MTHl3U1tbeuXPH09MTTww2bdo0Nzc3fNcxX3V1dXfv3q2trTUzMyMv+hUS3gCUlpbiY5ItJiYmCCH8ta2MjAy+eQwrLCy0s7MjlwQDIwCfS3GOkDFyoI4QwgP1AZs+fboo3WbOnMnbKCi84cP5Bzl+CMp6vhUJSXRRGsyRARi1xlWOL168mHOTzWbHxcXhyU0g/YEoYKwOwLh28ODBWbNm7dy58/Hjx97e3uR7UmBgYHx8/P3796uqqiwsLBoaGvCb35YtW168eHHq1KnS0lIVFZW9e/fa2NisWLEiLS2tt7c3MjIyPj7+zp07N27c8PHx6ezsfPr0KYvFamhoOHHiRHh4eGZmJt8ZtlNTUyMiIjw9PZWVlR0dHV1cXPC6WYLCI9XV1ZWXl/N9aRQKxczMjLMFv2E/fvx43bp1uEVLSwshVF1dzdmNIIjo6Ohvvvnm3r17A/gvBaPQu3fvenp6mEwmTNsz+vHNer4VCSE0TooSAJJkXOU4l8zMTAqFggfwkP5AJAQAQCJERkb2N6PZbLaqqmpqaireDAgIIHfNnj3b29sb/+zo6Lhy5Ur88+nTpxFC0dHReBNfuxUbG4s3v/76a1lZ2d7eXoIgNm7cSKFQioqK8K5Dhw4hhPDsXARBFBcXI4QuX75MEASDwdDU1GQymXiXm5sbQigrK0tIeCQcD180Go2rc3V1tYyMjLGxMZvNxi2//vorQujs2bNkHyaTuWXLFgUFBYSQiopKbm5uP/5D/2cAvwsJgxCKjIwUdxT/df36dbwWupeX159//inucEaaGH8Xq1evXr16db8eIijrBVUkYoiKEmdFIkZZUcJTJO7YsaMf/488BvC7AKBPkON95jgXHx8f8mWKkv6igxyXVDC3HADjF4VCmTNnjrOzc3x8PELI19eX3JWWlhYQEIAQKikpqampISfomjhxIkKIvDJ8zpw5CKEFCxbgTR0dna6uLjzPqqKiIo1G09PTw7v2799Po9EePHjAG0ZERERHR4efn5+3t7e3t3d9fb2WltbLly+FhEfy8fF5J0Bbk8m2hwAAIABJREFUWxtX5+nTpwcEBNDp9M2bNyclJZ06derw4cOc8eOwQ0JCGAzGmTNnGAwG/lwfjGl2dnbPnz9vbm4+duwY/osFo5agrBdUkdA4KEoASJLxluOcCIKIjY3FN6sjSH8gGrgGHoBx7fz5805OTo6OjpaWljdu3MBfPyKEpk2blpycnJiYaG5urqWlxTVxF0lOTo5zE19mhpfL4qKgoKCurt7Y2Mi7q7i4WE1NDV97JmJ4JBqNhu8iFtHevXsXLlyYnJz88OHDtWvXZmdnv3jxwtDQkKublJTUzp07Hz16FBsb29XVNch7pIF44fM8MFbwzXoRKxKS3KIEgMQYbzlOyszMZLFYn3zyCdkC6Q/6BGN1AMY1AwOD/Pz8/fv3BwcHGxkZPX36FE+EfujQITw1i7y8fGxs7OCfqKurq6GhgXPubhKVSi0tLe3u7ua9o0xQeKS8vLyUlBS+z0ilUv38/Hjbzc3Nzc3NEUIVFRV37tw5efIk59RlnKysrFJTU2GgDsBI4pv1Q16R0NgsSgBIgHGY41hMTIyDgwOVSuVshPQHwsFYHYDxq6urKyoqatOmTRcuXLC3t7exsYmLi3N3d6+oqAgICAgODsYTn7DZ7ME/V3Z2dmdnp52dHe+uBQsWtLe3BwUF+fj44JaWlpabN2+6ubnxDY/zsWVlZXg+VV40Gk3IWyaLxXJ2dp4zZ46Xl5egPkVFRatWrRLp5YERwWKxMjIyEhMTraysVq5cKZYYKisryQXhtLW18Wy9XV1deN7gJUuWLFq0iOtUTBRNTU0hISEHDhzAm3l5eS9fvuTqY2pqShBETk4O3pwzZ46RkdHAX8moxLcoWVpaDnlFQmOzKAEw1o3bHCcIIiYmJjQ0lO9eSH8gCIzVARi/CIIICgrCc7EsX75cVVVVVVUVIcRkMhFCERERa9euLSgoePDgQVdXF56ChcFgIITwXEdkz7dv3+LJS/FFaOTenp6eZ8+e6erqIoRiYmLMzc3Jt8zW1lby4c7OzgcPHvT19cXvqU+fPo2JiQkLCxMUHqcNGzZs2LChvy+8vb3dy8tr1qxZ586dI69k6+joOH36tIODg76+PkKoqanpzz//TEhI6O/BwfApKiqKiooKCQkhb0cceZmZmRs3boyIiFi6dKmioiJC6O+//zY1Nf33v//t6ur6ww8/fPfdd/Hx8f0drru7u2dlZeGxOkEQ69ate/XqFVcfOp0+Z86cjz/+uKamZtmyZdu3b5e8sTrfrBdSkZSVlYekKHFWJDRqihLW3NyMEOrs7OzvMQEYhcZtjmdlZTGZTHJlOE5C0h+AcT1TMQCSZABzj3d0dKipqa1duzY6OvrHH3/09/cnd7m6utJotNmzZwcFBcXExMjIyCxbtiwxMRFPefLll1+Wl5enpqbioYKtrW1xcfGjR49MTU0RQmvWrCkrK9u6dSuVSt2+ffvevXvXrl27atWqtrY2fPCcnBx8TZqhoWFSUhJBECUlJdra2rgo6enp5efnCw9vwN68eRMWFvbxxx/HxcVx7WIymYaGhhQKxcTE5NChQz/99BODwRjYs8A88GjY5h4vKChACIWGhg7HwUVx/fp1hFBLSwve7O3tXbJkib29Pd7s6emZOXPmvn37+nXMkJCQDz/8cMqUKXgzOTl5x44dFRUVXf+TnJysoaHB+RANDY1du3aJcvDh+130aQDzEgvKer4Vqamp6dGjR4MvSrwViRgdRYkgiKSkJGdnZ4TQ5MmTQ0ND6+vrB/YsMEc0GA6Q46LbuXPnxo0buRqFp3+/QI5LqnF9NgmAJBnY+LC7u7urq6uqqop3Fzm0Jgiis7Ozv0feunWrtLQ0QRDV1dWtra2iPKSyspIrEiHhDcytW7devXolpENzc3N7e/sgnwXG6sM3PuRad2fkcY3VU1NTEUIJCQlkB39/f0VFRXIpoD6VlpZ6enru2rWLHKs/evQIrz9E8vb23rNnD2eLpI7VCcFZP8iKRIzZojQk4DweDAfIcdGVl5e/efOGq3EI0x9yXFLBhRYAjGv4aqsZM2bw7uKc3WQw86tNnz5dxJ4zZ87kahES3sA4OjoK76CiojJUzwWESE1Nzc3NRQi9//77+FbAtLS0nJycyZMnb968GfcpKyvLzs4uLCw0MzP77LPPeA+SkJDw6tUrJSUld3d3BoMRHh7e3d2tpqaGv4dECNXV1d29e7e2ttbMzIzvlYeDFxcXhzgWE0II6evrt7e3JyUlOTk59fnw7u7ugwcPhoWF4aV6sMWLF3P2YbPZcXFxgm6PlDyCsn6oKhIaa0UJAAkz3nIcmzVrFm8jpD/oE4zVAQDD4t27dz09PUwmU0lJSdyxgFHHwsIiMDDwzp075Dxt5ubmrq6uGRkZeDMwMDA+Pv7+/ftVVVUWFhYNDQ28a92vWrVKX1+/tbXV3d1dWVnZxcVFXV1dT08Pj9VTU1MjIiI8PT2VlZUdHR1dXFx4l+epq6srLy/nGyGFQjEzM+vzheAZ4NTU1MiWyZMnI4TKyspE+X84evTozp07hc/6m5mZSaFQuAbwYACgKAEg2SDHgeSREncAAAAJdOPGjeTkZIIg9u3b9+TJE3GHA0ajM2fOSElJJSYm4s3q6upPP/102rRpePPChQt6enoUCkVDQ8PAwIDsxgVPIIQpKyvPnj0b/8xkMt3d3c+cOWNoaOjk5OTs7Hzx4sXs7Gyuh0dGRv5TgKVLl4ryKl6/fk2lUmVkZMgWBQUFhFB9fX2fj01PT6fRaB9//LHwbtHR0Z999hmFQhElHiAIFCUAJBvkOJBI8L06AGDo2dnZ2dra4p9hfXLAl6am5ooVK65cuXLkyBEajXblyhUPDw9yb1paGp5lvaSkpKampq2trV8Hj4iI6OjoINfOqa+v19LSevnyJZ6FiOTj47Nt27bBvAreb296e3sRQlOnThX+wJaWlvPnz0dERAjvRhBEbGwsvkkeDAYUJQAkG+Q4kEgwVgcADL2JEyeKOwQwBnh7e9va2t65c8fR0bGgoOCbb74hd02bNi05OTkxMdHc3FxLS4tOp/fryMXFxWpqarwXvXOh0WiDXCBn+vTpvb29XV1d5KkhXl5o7ty5wh+4a9cuExOTO3fu4M0XL150dnbGxcWpqKgsW7aM7JaZmclisT755JPBBAkQFCUAJB3kOJBIMFYHAAAgHjY2NpqamsHBwXJycjY2Npy7Dh06lJ6efu/ePXl5+djY2P4emUqllpaWdnd3S0tLC+mWl5eXkpIi6Ajk1/JC4Ivwa2pqyMvv37x5g0QYqzc2Nv7+++/kZmtr67t373bs2KGnp8c5Vo+JiXFwcOjvau0AAAAAkAAwVgcA9IHFYmVkZCQmJlpZWa1cuXLkA6isrCRnINPW1jY2NsY/NzU1xcfHV1dXz58/f/ny5ZxXI3d1daWnpz958mTJkiWLFi0SfajT0tISFhZWXV1ta2traWmJH1heXp6Tk4M7zJkzBy/uCgaPQqF4enr6+fn19PTcvn2bbK+oqAgICAgODpaXl0cIsdlsQUeg0WidnZ287QsWLGhvbw8KCvLx8cEtLS0tN2/e9PLy4uxWVlYmaH51Go0myljdzc3t22+/zczMJMfqdDrdwMCAXLZXEK478P38/MLDw2trazkbCYKIiYkJDQ3tM4xxRewVCQkuSr/++it5v0ZNTc327dvx/AXCMZnMqKioyspKU1NTKysrvh8wFRQUPHjwQEZGxtbWVl1dHYoSkGCjM8fz8vLwZKKcTE1NeSd458pW4U/E96wDwYkHIIl1xTgAwJAZvjW96XQ6vpE4NDR0OI7fJ3yzbkRERH19Pbn+6p9//qmvr5+VldXe3v7999/Pnz+/rq4O73r9+vWsWbNCQ0MbGxv37t1ra2vb09MjyhM1NTVpaWlt2rRp2bJlUlJSCxcuxO1MJrOysjIjI0NaWlqURa1hfXUk8preTU1N8vLyHh4enI2FhYUIoaVLl7a2tj548EBNTW3SpEkMBqOtre3Ro0cIocDAQNzzypUrCKErV64wmcwrV67MnDlzypQpb9++7ezsnD59uoyMzA8//FBSUhIZGenk5MS5eO+Aca2vThDEnj179PT02Gw2QRAdHR3a2tp0Op3cu2XLFhsbm4aGBuGH3bt3L7m+OikzM3PixIldXV28/SV4ffU+ib0iEQKK0rNnzzinAFy7dq0oh3r+/Pns2bN//fVXBoNx8+bNGTNmpKenc3ZobGx0c3OzsbHhXPC5v0UJ1l4Gw2H85DibzdbS0uIdRnFWe0JAtgoh6KyDgBwH/wPzwAMA+mBkZOTt7S3uKJCNjc3UqVPx6lZsNvurr75auXKlqampgoKCn5+fnJzcl19+iXd98cUX8+bNc3d3V1VVPX78eFFR0ddffy3KU0RFReXm5oaHh//xxx9HjhzJzc3NzMxECCkqKs6cOXPJkiXkLOVgqEyaNGndunVbt27lbJw3b56rq+vDhw+NjY1LSkrOnTvHZDIdHBxycnLwPe3Xrl377bffEEJOTk6mpqaurq4mJiYqKirGxsYGBgaxsbGysrL37t3T0NDw8/ObO3fu0aNHDxw4IHxptAE7efKknZ2dvb39uXPnjh49evDgQc4vQO7fv//bb78NbHK46OjoVatWcU4yD9CoqUjo/y9KCKHTp0/fv3+/+n+uXr0qykF27dplbm6+cuVKJSWldevWWVhYHDx4kNxbWVmpq6vb1dWVlJTEueAzFCUgwUZhjqekpNja2lZUVHT9T3JysoaGBme1F5StQgg660CQ4+B/4Bp4AEDf8Pxbo2fVqOzs7IKCgv3795MtCxcuPH/+PJ1OZzAYDx8+TEhIwO1UKvXLL788derUoUOH8LzigrBYLGtr60mTJuFNFxcXf3//CRMmDN+rANi5c+d4rxMOCwsLDAwkR0FtbW148rZPP/2Us5uSklJWVlZjY+M//vEPhJCNjY2cnBzepaurW1paWlVVRaFQRDxtGhgKhXLixIne3t43b95MmTKFa29xcXF8fDwZlSA//PDDDz/8wNW4Y8cO+Avka7RVJIRQQ0NDYWGhv79/n5e8cqmvr29ubiY3ZWVlu7q68M8sFmvNmjWTJk0KCgoaylgBGPVGW44rKSnhdUbJlvj4+C+++ILcHEC2wlkHEAWM1QEYR1JTU3NzcxFC77//vru7O0IoLS0tJydn8uTJmzdvRgiVlZVlZ2cXFhaamZl99tlnfA+SkJDw6tUrJSUld3d3BoMRHh7e3d2tpqbm7OyMO9TV1d29e7e2ttbMzMzS0nI4XkhpaSlCiCAIssXExAQh9PDhw1evXiGE5s2bR+7S19dvb29PSkpycnISckwZGRnOu84KCwvt7Ow4jwOGiaAbejm/Bhe+AA8eqCOEeIfEM2fOHFx0/JGjKRKVSuUdqOOeWVlZJ0+eHMCz8N4GScIrw0mAwRelPisSGpGidO7cuZycnOnTp8+aNcvf3//LL78UcZjx+eef+/v7X79+fePGjUwm89atWz/99BPe9fXXX+fl5V2+fFn454wAjGaSkeOLFy/m3GSz2XFxcZzTnQwgW+GsA4gCxuoAjCMWFhaBgYF37twhZ0wxNzd3dXXNyMhACAUGBsbHx9+/f7+qqsrCwqKhocHT05P3IKtWrdLX129tbXV3d1dWVnZxcVFXV9fT08PvmqmpqREREZ6ensrKyo6Oji4uLrzrZtXV1ZWXl/ONkEKhmJmZ9flC8JRjjx8/XrduHW7BN5JVV1fjqV/U1NTIzpMnT0YIlZWV9XlYjCCI6Ojob7755t69eyI+BIwf0tLSEyZMcHd3X7x4sYmJCdf3/Lxyc3O/++67Qa4MRyoqKrp79251dXVbW1uf39WPCYMvSsIrEhqpomRubt7d3Z2VlZWTk7N58+YbN27cvXtXlFktPTw8bty4sWnTpvz8/OLi4uDgYHK4EhERQaPRnj59umzZstzcXCMjo8DAQJhiCowtEpPjnDIzMykUCucAfjDZCmcdQBgx3y8PABgiIs5n9urVKykpqa+//hpvVlZWbtmyBf88e/Zsb29v/LOjo+PKlSvJRxUXFyOELl++jDdXr16trq5O7jUyMlq8eDFBEAwGQ1NTk8lk4nY3NzeEUFZWFlcMp0+fFlSRaDQab8y8s3lVV1fLyMgYGxvjCb0Igvj1118RQmfPnjUyMqJSqZwPx5/oky9NOCaTuWXLFvxNr4qKSm5uLudeESf0grnlkPjmMwNcxPi7EHGuowEUJRErEjGCRYn05MkTHR0dhNDx48f7fO3Y33//jT9tXLx4MTkNIV4UwMDAoKmpiSCI0tJSNTU1JSWl2tpazseKWJRg3ikwHMZnjhME4ePjw3lSIWK28iX8rIOAHB/3YG45AMYXTU3NFStWXLlypaenByF05coVPNsqQigtLS0gIAAhVFJSUlNT8+LFi/4ePCIioqOjw8/Pz9vb29vbu76+XktLi3eNEx8fn3cCkMsdCTd9+vSAgAA6nb558+akpKRTp04dPnwYIbRgwQLOldswfLXw1KlTRTmyoqJiSEgIg8E4c+YMg8Hge2UBAGAISUZRIi1YsIBOp6urq0dERIj4kLCwMPxNY1ZW1qJFi6qrqxFC+fn5CCFHR0d8O6u2tvbp06eZTObFixf7FQ8AYidhOU4QRGxsLOfN6oPJVjjrAMLBNfAAjDve3t62trZ37txxdHQsKCjAE2sjhKZNm5acnJyYmGhubq6lpUWn0/t75OLiYjU1Nd5rz7jQaLTBXxK8d+/ehQsXJicnP3z4cO3atdnZ2S9evDA0NJw+fXpvb29XVxd5hzODwUAIzZ07V/SDS0lJ7dy589GjR7GxsZyHAgAMB8koSiQFBQUHBwe8oGCfrl69GhkZmZeXR6PRzMzMtm7d6u3tnZCQMHHiRISQqqoq2RNfcItn6wBgbJGkHM/MzGSxWJ988gnZMvhshbMOIAiM1QEYd2xsbDQ1NYODg+Xk5GxsbMj2Q4cOpaen37t3T15ePjY2dgBHplKppaWl3d3d0tLSQrrl5eWlpKQIOoKfn5+IT2dubm5ubo4QqqiouHPnzsmTJ5WVlXV1dRFCNTU1s2fPxt3evHmD+jlWx6ysrFJTU+EtE4DhJjFFiaSjo6OtrS1Kz2vXrtnY2OBRhKur6+PHj8PCwlpaWvDDOYcuM2bMkJaWHqalBwEYVpKU4zExMQ4ODpyzUQxVtsJZB+AFY3UAxh0KheLp6enn59fT03P79m3cWFFRERAQEBwcjKdtY7PZQo5Ao9E6Ozt52xcsWNDe3h4UFOTj44NbWlpabt686eXlxdmtrKyMc/ZUriP397SYxWI5OzvPmTMHP4ubm9u3336bmZlJjtXpdLqBgYGI582cioqKVq1a1d9HgeHDYrEyMjISExOtrKxWrlwp7nBQVlZWZWWloL2ysrKff/75CIYzhg2yKAmqSEhMRQkhdOvWLQcHB1F6FhYWcn6S6ODgcOnSpdevX8+ZM8fa2jo7O5vc9eLFi+7u7v5OggXAaCAxOU4QRExMTGhoKGfj1KlThyRb4awD8CHuG+YBAEOjX/OZNTU1ycvLe3h4kC2FhYUIoaVLl7a2tj548EBNTW3SpEkMBqOtrY0giEePHiGEAgMDcWd8beeVK1eYTOaVK1dmzpw5ZcqUt2/fdnZ2Tp8+XUZG5ocffigpKYmMjHRycsJHGAwhU7wwmUwXF5c1a9a8fv2abNyzZ4+enh6edq6jo0NbW5tOp5N7t2zZYmNjQ07gRHr37l1AQMDTp0/x5ps3b/75z39yPSnMLSciNDzzmdHpdHyXY2ho6JAffACcnJw++OADX1/f06dPb926FWfQTz/9dPjwYRMTExUVFXEHSBBjYW45rF9FScSKRBDEyBSl0tLSf/3rX/n5+XizqKho0aJFLBaL8yGCKs/mzZunTp3a29uLN48cOTJ//ny8WVRUpKSklJmZiXcFBQXp6up2d3dzPhzmnQJiNH5ynJSZmTlx4sSuri6uduHZyjf9RTnrICDHx71xfTYJgCTp7/jQ1dWVcwSLW2g02uzZs4OCgmJiYmRkZJYtW9bU1JSTk2NtbY0QMjQ0TEpKIgiCwWCYmpoihHR1dePi4j7//HNra2s8fCopKSG/wdbT0yNPXgeD71vmmzdvwsLCPv7447i4OK7+bDZ73759dnZ2Z8+ePXDgQHh4OOdePN/yjz/+yPUoJpNpaGhIoVBMTEwOHTr0008/MRgMrj4wVhfR8I0PCwoKRs9Y3d7evqSkBP+cmJiIENq5cyfe7Ozs1NXVFV9o/2esjNUJkYvS77//LnpFIkakKNHpdHzDqoWFxb59+77//vt3795xPURQ5Wlvb3dzc9PX1w8MDHR3d7e3ty8vLyf3FhQUWFpa+vv7Hzt2zM7Orq6ujuvhcB4PxGj85Dhp586dGzdu5PsQIdnKN/1FOesgIMfHPbgGHoBx6ty5c3iNEFJYWFhgYCB5e1VbWxu+aWrhwoV3797l7KmkpJSVldXY2PiPf/wDIWRjY0Mu9ayrq1taWlpVVUWhUGbMmDF88WdkZCxdutTV1ZV3F4VCOXHiRG9v75s3b6ZMmcK1t7i4OD4+nndtakVFxfz8/JaWFhkZGa7/GTB64Nt6KRSKuANBCKElS5bg+RF4ycrK8v3jBEKIXpS4lrUXUpHQiBQlIyOj169fV1dXKygoTJs2jW8fQZVHQUHh8uXL7969q6qqcnFxee+99zj3zp8/PyUlpa6uTl5e/t///vdwBA/AiBm7OU7asWPHhAkT+O4Skq180x/OOoAoYKwOwDjF942Bcx6UPmc3wW+ZCCHes8+ZM2cOLjo+urq6ODcdHR2F96dSqbwDdXycrKyskydP8n2UioqKkGPi5d/AyGAymbdv3y4tLZ03b561tTX+3pJXWVlZdnZ2YWGhmZnZZ599hhsJgkhPT3/y5AmVStXR0bGyshLePjB79+4VstfX1xch1NzcHBER4eXl9dtvvxUWFmpra1dVVSkpKbm7uzMYjPDw8O7ubjU1NWdnZ/KBdXV1d+/era2tNTMzs7S0HEyEY8sgi5KQioSGvyjJysp++OGHwjsLqTwKCgqCPvdBCH3wwQeCdkFRAmPImM5xbNasWcIfwjdbhaS/8LMOBDk+7sFYHQAw2klLS0+YMMHd3X3x4sUmJiZcH7f3V25u7nfffdevtVuKioru3r1bXV3d1tbG9xQBDLnnz5/v2bPn+PHja9eudXFx8fLyys3N1dTU5OoWGBgYHx9///79qqoqCwuLhoYGvDjtwYMHZ82atXPnzsePH3t7e5NjckHtpLq6uvLycr4hUSiU/k4UdO3aNS8vLxaLxWazL1++XFBQUFBQcOjQodbWVnd3d2VlZRcXF3V1dT09PXKsnpqaGhER4enpqays7Ojo6OLi0udaRGDkDaAoDaDyCAFFCYBhBSceYJSAsToAYLRbs2bNmjVrhupoA3jH1dfX19fXRwidPXt2qMIAQvT29q5bt87Ly2v+/PkIIV9f39jY2JKSEt6x+oULF6ytrSkUioaGhoGBQWJioqenJ0EQISEh0dHRCKGPPvrI3t4edxbUzikyMnL37t18o6LRaN3d3f16IV9++eXvv/9+48aNadOmPXny5Pnz5zo6Orq6uuR0wcrKyuSCBQghJpPp7u5eWFioqKhoaGh47969ixcvbtq0Cd+oCUaPARSlQZ7rc4GiBMCwghMPMErAWB0AAMDokpSU9OTJE1tbW7xpZGTEYDBkZGR4e6alpSkqKiKESkpKampq2traEEIUCmXOnDnOzs4hISEODg74WnQh7Zx8fHy2bds2hK8FXw+Jl+/S0dER3jkiIqKjo4NcPai+vl5LS+vly5cwVgcAAADGIRirAwAAGF0KCgoUFRXJWxMRQnwH6gihadOmJScnJyYmmpuba2lp0el03H7+/HknJydHR0dLS8sbN26QMxcIaifRaLShukoZk5KSIv/tU3FxsZqaGlz0DgAAAAAEY3UAAACjDZvNbm9vT01NXb58ufCehw4dSk9Pv3fvnry8fGxsLNluYGCQn5+/f//+4OBgIyOjp0+fTpo0SUg7KS8vLyUlhe9zUalU8hvvYUKlUktLS7u7u6WlpYf1iQAAAAAw+sFYHQAgEIvFysjISExMtLKyWrlypXiDSU5ObmpqErTX1tZW0DIqo+pVAFHMmzcPIXTz5k1yrN7U1PTgwQNymnesoqIiICAgODhYXl4eIcRms3F7V1dXVFTUpk2bLly4YG9vb2NjExcX5+7uLqid85hlZWUxMTF8o6LRaELG6gRBiPjqaDRaZ2cn310LFixob28PCgry8fHBLS0tLTdv3vTy8hLx4OPBaMvorKysyspKQXtlZWU///zzEQwHgDFstGU3nHgAsRPpqjwAwPhUVFQUFRUVGBhYV1cn7liQoaFhdnb2+vXrfX19u7q6ent7e3t7GQzG48ePN2/eXF1dLeiBo+pVAFHY29sbGhpeu3Zt27Ztf/zxx5kzZ1xdXfHpTmtrK0KIyWSS/0ZERLS1tWVkZDx48KC5uZnJZLa1tQUFBeHB8/Lly1VVVVVVVRFCBEHwbee0YcMGugA5OTlCYm5paSHD49Te3o4Q4jzbW758+Zs3b65evdre3n716tWmpqby8vLm5maEkLOz8/Tp0319fU+ePPns2bOoqCgPD49NmzYN7r9T0oy2jD5z5oyvr29+fn5DQ0N6evr69etDQkIaGxtLS0vPnDnj5uYm7gABGDNGW3bDiQcQPwIAIBEiIyOHI6MLCgoQQqGhoUN+5AF4/PgxQuiTTz7hat+7dy+dThfywBF+FcP0uxhDEEKRkZGDOUJtba2VlRWFQqFQKEuXLq2trSUIIicnx9raGiFkaGiYlJREEISrqyuNRps9e3ZQUFBMTIyMjMyyZcv++usvNTW1tWvXRkdH//jjj/7+/viYHR2ML5T/AAAgAElEQVQdfNsHicVinTt3bu7cuQihiRMnBgQEvHr1Cu+6fPnytGnTEEJr1qzJycnBjQwGA88Vp6urGxcX9/nnn1tbW5N/nCUlJdra2vgNWk9PLz8/f5DhDf53MWCrV69evXr1cBx5VNUle3v7kpIS/HNiYiJCaOfOnXizs7NTV1dXfKH9n+H7XYDxbDj+rkZVdhNj58QDclxSwTXwAABh8DxbFApF3IEghJCysjLfdh8fHzwZuCCj6lUAUeBJ41paWthsNnlL+cKFC+/evcvZLSwsLDAwkPzDaGtrk5WVRQhVV1ez2eyGhobVq1eTneXk5Pi2D5K0tPT27du3b9/Ou8vNzY33a1UlJaWsrKzGxkY8eZ6NjQ3n2rm6urqlpaVVVVUUCmXGjBlDFaSEGVUZvWTJEl1dXb67ZGVlXV1dRzgeAMa0UZXdCE48gLjBWB0AgBBCTCbz9u3bpaWl8+bNs7a2njhxoqCeZWVl2dnZhYWFZmZm5P3DBEGkp6c/efKESqXq6OhYWVkJahxyN27c2LBhg/DwuAgJrK6u7u7du7W1tWZmZpaWlsMRMBCdiopKn304T6TwQB397ySJd6wrqH3kkbPccw7USTNnzhzZcEYvEUuToMQfgdK0d+9eIXvJpQGbm5sjIiK8vLx+++23wsJCbW3tqqoqJSUld3d3BoMRHh7e3d2tpqbm7OyM+0MtAhJv9Ge3IEN44gGZDoSDsToAAD1//nzPnj3Hjx9fu3ati4uLl5dXbm6upqYmb8/AwMD4+Pj79+9XVVVZWFg0NDR4enoihA4ePDhr1qydO3c+fvzY29sbvwnxbeRUV1dXXl7ONyQKhWJmZtZn5O3t7QEBAeRbpqDwuAgKLDU1NSIiwtPTU1lZ2dHR0cXFBVbPAkCMRCxNQhJfXKWJy7Vr17y8vFgsFpvNvnz5ckFBQUFBwaFDh1pbW93d3ZWVlV1cXNTV1fX09PBYHWoRkHhjN7uH8MQDMh30TXyX3wMAhtKA75Hu6ekxMDAICQnBm3Q6XUZGJiEhAW8WFxcjhC5fvow3Z8+e7e3tjX92dHRcuXIlQRBsNltVVTU1NRW3BwQECGrkcvr0aUGliUaj8fYvLS1FCKmoqCxbtmzZsmVLliyZMGHChAkTyA58w+N6FYICYzAYmpqaTCYTb+JLl7OyskT+j/w/cL86Et890oCLGH8Xg7x/UkhpEqUuESNYmkhc96tzwmf2cXFxBEE8e/aMIIjVq1erq6uTHYyMjBYvXkwMaS0iwb2sYDgM+O9qDGX38J14DG2mQ45LKvheHYDxLikp6cmTJ7a2tnjTyMiIwWDIyMjw7ZyWloZv0CopKampqWlra0MIUSiUOXPmODs7h4SEODg44Gs++TZy8fHx2bZtW38Dnj9//h9//IF/fvv27aJFi4SHx0VQYBERER0dHeSiXPX19VpaWi9fvsTTgAEARpjopUlQ4o9waRLugw8+QAg5ODgghHR0dIT0hFoEJN6Yy+7hOPGATAeigDXbABjvCgoKFBUVybtnEUKCBuoIoWnTpuXm5u7YsePZs2daWlrkitbnz5+fMGGCo6Pjp59+ihevEtTIiUajyQsmSvCTJk06cOBAn+Fx4RtYcXGxmprahf/59ddfX758uXHjRlHCAAAMOdFLk5DEF1dp4iUlJUX+KxzUIiDxxnR2D9WJB2Q6EAV8rw7AeMdms9vb21NTU5cvX95n50OHDqWnp9+7d09eXj42NpZsNzAwyM/P379/f3BwsJGR0dOnTydNmsS3kfNoeXl5KSkpfJ+ISqWSHzYLxznNsqDwuPANjEqllpaWdnd3S0tLi/K8AIBhJXppEpL4YixNAwa1CEi8sZ7dQ3LiAZkORAHfqwMw3s2bNw8hdPPmTbKlqanp1q1bvD0rKioCAgI2btyIP3smPzzu6ur6+eeflZWV8QfD9fX1cXFxfBu5DlhWVhYjgJA3PEEEhcdFUGALFixob28PCgoie7a0tFy8eLG/YQAAhoSIpUlI4o98aSIIQvQXSKPROjs7eduhFgGJNxazm6/BnHhApgNRwPfqAIx39vb2hoaG165dk5OTc3JyKiwsTEtLi4qKwntbW1sRQkwmk/w3IiJi7dq1BQUFDx486OrqYjKZHR0dQUFBGzdupFAoy5cvV1VVVVVVJQiCt5HrqTds2MC56kmf8GVjlZWVfPcKCo8gCM5XISgwZ2fngwcP+vr6dnZ22tnZPX36NCYmJiwsrF//mQCAoSKkNIlSlwiCkJaWHpnSRMI1CofHpb29HSHU1NT0/vvv45bly5f/8ssvV69eXbNmTVRUVFNTU2dnZ3NzM9QiIPHGUHYP34mHjY0NZDroE6VfnwEDAEatqKgoZ2fngWX0X3/9tXnzZnxVmLm5+fXr16dNm4YQys3N9ff3v3fvnqGh4bFjx2xsbNzc3MLDwzU0NHx9fVVVVdevX79kyZLr168bGxubm5t/8cUXVVVVbW1t33zzTWdnp6amJlfjYF5gXFzc2bNn09PTEUIeHh4+Pj76+vpcffiGd+DAgR9//JF8FRYWFoICe/bsmaOjY1lZGUJIT0/v559/NjQ0HECog/ldSAYKhWJqaqquri7uQACKiYmJjIxcs2bNyD+1k5MTQig6OnrAR+BbmkSsS9HR0QoKCrzJPuSlCevu7g4ODr506VJJScnEiRP37t27bt06cgGqsLCww4cP//XXX2vWrNmzZ8/ChQsRQkwm08rKKjs7W1dX99ixY9evX29vb1+9erW7u/tQ1SLS4H8XAPAazN/VmMju4T7xGMJMhxyXVDBWB0BCDH582NLSwmazue7s4sVgMJSVlfHPXV1dsrKyCKGenh42m93Q0DBjxgyyJ9/G4cY3PC7CA6uqqqJQKIOJGcbq+KQBjBK7d+9evHjxyD/vUJ07ilKaBCX+6ClNgjQ2NuIZtjo7O+Xk5Dh3Db4WkeA8HgyHwf9dSUZ2D/LEY0gyHXJcUsE18ACA/1JRURGlG/mGhBAi35BoNBpCiOudhm/jcOMbHhfhgc2cOXM4AhtX4HQBDCFRSpOgxB89pUkQcipsroE6gloExgHJyO5BnnhApgMhYG45AAAAAAAAAABgdIGxOgAAAAAAAAAAMLrAWB0AAAAAAAAAABhdYKwOAAAAAAAAAACMLjBWBwAAAAAAAAAARhcYqwMAAAAAAAAAAKMLjNUBAAAAAAAAAIDRBdZXB0CiODk5cW6y2ezu7m5Bq32CYVJbWyvuEAAYFbKzs7mKkiAEQXR3d8vIyAx3SONTdna2qampuKMAEkj0HAcD1tnZKScnJ7wP5Likoh45ckTcMQAAhkBbW1traytnS29vb1ZWVlVV1axZs8QVVX81NDRkZGR8+OGH4g5kUCZMmDB37tw1a9aIOxAAxKlfH1oVFBQUFxdrampSKJThC2kwMjMzu7u7J02aJO5ABkJdXX3x4sWLFy8WdyBAokjGB9N//vlnQ0ODmpqauAPhr6OjIzk5WVpaWnjxgRyXVBSCIMQdAwBg6DGZTEdHx/z8/N9++23RokXiDkdUUVFRzs7OUJcAGFeOHTvm7+//yy+/jOYv6IyNjZcvX378+HFxBwIAGEr4g/WoqChxByLQ6dOnfX19g4ODt2zZIu5YwEiDa+ABkEDNzc0rV66srKxMT0+fN2+euMMBAACBfv7550OHDgUGBo7mgTpCSFlZmcFgiDsKAMC4s3v37rdv33p6eiopKa1bt07c4YARBWN1ACRNQ0ODtbV1a2trRkbG7NmzxR0OAAAIlJCQ4Orq6u/vv2PHDnHH0gcYqwMAxCUgIIDFYn355ZeKior29vbiDgeMHBirAyBRqqqqrKysqFTqw4cP1dXVxR0OAAAIlJ2dvW7dOldX1zExdY6ysjKTyRR3FACAcer7779nMBhOTk63b9+2sbERdzhghMCabQBIjufPny9ZskRJSenBgwcwUAcAjGbFxcUrV660tLS8cOGCuGMRCXyvDgAQIwqFcvHixU2bNq1evTotLU3c4YAR8v/Yu/eAmNL/ceDPNFPRxSW3WqXIpaiVfKM2uwkhUrFuodDNtmHdij7SWpcP1iLXtCqXRRspSiGtckk3uURRSCpdhKRJzUwz5/fH+XzObz5za6aZOnN5v/7qnPPMzHtmnvO8n6c553lgrA6Aknj06NEPP/xgYGCQnp7er18/ssMBAAChqqqqnJ2dv/3227i4OBpNMS7x09HRgbE6AIBEFAolMjLS1dXVzc0tLy+P7HBAV4CxOgDKID8/f8qUKaNGjfrnn38UdEkhAICK+PDhg5OTU69evRITE9tdNFh+wO/qAADSUanUM2fO/PDDD1OnTn348CHZ4YBOB2N1ABReZmbm5MmTv/vuu2vXrunq6pIdDgAACPX161c3NzcGg3Hjxo3evXuTHY4EYKwOAJAH6urqly5dsrOzmz59enFxMdnhgM4FY3UAFNvVq1ednZ1dXFwSEhIU6BcqAIAKYrFYc+fOLS0tvXbtmoGBAdnhSAbG6gAAOaGhoXHp0iVzc/NJkyaVlJSQHQ7oRDBWB0CBxcbGzpkzZ+nSpWfPnlVXVyc7HAAAEArDMH9//3v37l2/fn3EiBFkhyMxGKsDAOSHlpZWcnLyoEGDnJycysvLyQ4HdBYYqwOgqCIjI5csWbJ27dqIiAg1NTiXAQBybcOGDefOnbt48eLYsWPJjqUjdHV129raWltbyQ4EAAAQQqhHjx5paWl9+/Z1cnKqqakhOxzQKaB/D4BC+v333wMCAoKCgvbs2UOhUMgOBwAARNmzZ8+BAweioqKmTZtGdiwdhM8GAj+tAwDkR69evW7cuKGuru7o6FhXV0d2OED2YKwOgOLZs2fPpk2b9u3bt3v3brJjAQCAdpw9ezYkJGT//v1eXl5kx9JxMFYHAMihfv363bx5k8ViTZs2raGhgexwgIzBWB0ARYJh2Lp16zZv3hwVFbV27VqywwEAgHakpKQsX778X//615o1a8iORSowVgcAyKeBAwdmZGR8/vx5xowZ0EYpGRirA6Aw2Gy2r6/v0aNHY2Njvb29yQ4HAADakZeXt2DBAg8Pj+3bt5Mdi7RgrA4AkFuDBg26efPm27dvnZ2dm5ubyQ4HyAyM1QFQDEwm08PD4++//75y5cq8efPIDgcAANpRXFzs7Ozs6OgYExOjBNNqwFgdACDPhg0bduPGjRcvXsyePZvBYJAdDpANGKsDoAC+fv3q5uZ27dq1pKSk6dOnkx0OAAC04927dzNmzBg+fPjff/9No9HIDkcGtLS01NTU6HQ62YEAAIBglpaW6enpDx48WLhwYVtbG9nhABmAsToA8o5Op7u6uubm5t68eXPy5MlkhwMAAO1obGycMWOGjo5OSkqKtrY22eHIBoVC0dbWht/VAQDyzMrKKiUlJT093cPDg81mkx0OkBaM1QGQaw0NDU5OTkVFRZmZmba2tmSHAwAA7WhpaXFxcfn06dO1a9f09PTIDkeWdHV1YawOAJBzdnZ2ly9fvnr1qq+vL4fDITscIBVluCwNAGVVW1s7bdq0xsbGO3fuDBs2jOxwAACgHWw2e9GiRc+fP793756RkRHZ4cgYjNUBAAph8uTJV65ccXV11dHROXz4MNnhgI6DsToAcurt27dOTk5qamp3795Vvi4vAED5YBjm7++flpZ28+ZNMzMzssORPRirAwAUxdSpU2NjY+fPn6+urr5//36ywwEdBNfAAyCPSkpKvv/+ex0dnTt37sBAHQCgEDZu3PjXX3/Fx8d/9913ZMfSKWCsDgBQILNnz46JiTl48ODOnTvJjgV0EPyuDoDcKSoqcnJyMjQ0vHbtWp8+fcgOBwAA2nf06NE//vgjJibG2dmZ7Fg6C4zVAQCKxdPTk8Vi+fr6qqurBwcHkx0OkBiM1QGQL/n5+c7OzpaWlklJSfhyvgAAIOdiY2NXr169d+/eZcuWkR1LJ4KxOgBA4Xh7e9Pp9DVr1ujq6gYEBJAdDpAMjNUBkCOZmZmurq4ODg4XL17s1q0b2eEAAED7/vnnn+XLlwcFBa1fv57sWDqXrq5uTU0N2VEAAIBkVq9e/eXLl8DAQA0NDR8fH7LDARKAsToA8uLq1avz5s2bPXv26dOn1dXVyQ4HAADal5+f7+7uPnfu3F27dpEdS6eD39UBAAoqNDT069evK1as0NbWXrhwIdnhAHHBWB0AuRAbG7t06VJvb+9jx46pqcGkjwAABfDq1SsXFxcHB4dTp05RKBSyw+l0urq6dDqd7CgAAKAj/v3vf7NYLC8vL21t7VmzZpEdDhALDAkAIF9kZOSSJUvWrl0bEREBA3UAgEKorq52cnIyMTGJi4uj0VTiX/86OjrwuzoAQHH9/vvv3t7ec+fOvXbtGtmxALHAqAAAkh0+fDggICAoKGjPnj2q8MMUAEAJNDY2zpgxQ0tL69q1a9ra2mSH00XgGngAgEKjUCjHjh2bN2/e3Llz79y5Q3Y4oH0q8Y9wAOTWnj17QkJC9u3bt3btWrJjAQAAsbS0tMyaNevDhw9ZWVl6enpkh9N18GvgMQyD/6sCABSUmpra6dOnWSzWrFmz0tPTbWxsyI4IiAK/qwNADgzD1q1bt3nz5qioKBioAwAUBZvNXrJkSWFhYWpqqrGxMdnhdCldXV02m93S0kJ2IAAA0HFUKvWvv/76/vvvp06d+ujRI7LDAaLAWB0AErDZbD8/v6NHj8bGxnp7e5MdDgAAiAXDsBUrVly7du3q1avffvst2eF0NV1dXYQQXAYPAFB0GhoaFy9eHDNmzLRp04qLi8kOBwgF18AD0IkEXirJZDKXLFmSlJR04cIFNzc3UgKTHx8+fEhISCA2Hzx4gBD6888/iT09evSAxUUAkBOhoaGnTp26ePHihAkTyI6lK3A4nPLycjqdTqfTm5ubHz9+jBA6evRo9+7dGxsbm5qaGAxGZGQklUolO1IAgLhyc3OfPHlCbJaVlaH/7XiMHj16/PjxJETWtbp373716tXp06dPnTr1zp07Q4YMITsiIAAFwzCyYwBAafn5+c2dO3fatGnEHgaDsWDBgn/++efy5cuTJ08mMTY5wWQy+/XrR6fTBXZ2WSzWsmXLTp482fWBAQB4REREBAYGRkVFqc7VQBiGDRs27PXr18QeGo2mpqaG/xOWyWR+//33t2/fJi9AAIDEUlNTZ86cSaVS+Vfe4XA4bDY7JSVlxowZpMTW9RobG6dMmfL+/fs7d+6o2m1NCgGugQegszx//jwmJmb27Nm5ubn4HjqdPnPmzDt37ty8eRMG6jgNDY358+dTqVSWIAihRYsWkR0jAAD9/fffK1eu3L17t+oM1BFCFAplxYoV3B36trY2JpPJYDAYDAaNRnN1dSUxPABAB0ydOrV3795sNpu/18Fms3v27Onk5ER2jF2nZ8+e165d69Gjh5OTU01NDdnhAF4wVgegs2zZsoVKpTKZTCcnp8LCwoaGBicnp6KioszMTFtbW7KjkyOLFi3Ch+X8evfu7ejo2MXxAAB4ZGRkLFu2LCAgIDg4mOxYutry5cuFXeKOT6TcxfEAAKREo9EWLlyooaHBf0hdXX3RokXq6updHxWJ+vbt+88//9BotGnTpn38+JHscMD/gLE6AJ3i6dOnCQkJ+P9oW1paJk6cOGXKlNra2nv37qnghEyiOTg49O/fn3+/hoaGp6cnjQbTagBApoKCAjc3tzlz5hw6dIjsWEjQt2/fuXPnCuy7GxkZDR8+vOtDAgBIycPDg8lk8u9nsVgeHh5dHw/p+vfvn5aWRqfTp0yZ0tDQQHY44P+DsToAnWLjxo3EILOtrY1Op5eXl8fGxpqampIbmBxSU1NbvHgxf1eYyWSqZsoEQH68fv165syZ48aNO3nyJP+9nSoiICCA/9ofDQ2NH3/8kZR4AABSmjBhwjfffMO/X19f397evuvjkQeGhoaZmZmfPn2aOXMmnU4nOxzwHyqadwHoVPn5+devX+fu27FYrKampoULF8K9QAJ5eHjwd4UNDQ1VYSJWAOTW+/fvnZ2dBw0adPnyZU1NTbLDIc33338/YsQInkU9mEzmzJkzyQoJACANCoWyePFinsvgNTQ0vLy8VPafkgihQYMG3bx5882bN25ubq2trWSHAxCCsToAnSEoKIj//kYWi1VdXT1p0qRPnz6REpU8s7GxGTx4MPceDQ2NpUuX8q94BwDoGl++fJk+fTqGYcnJyTo6OmSHQ7KVK1fy9OC7d+/+/fffkxUPAEBK/JfBw9V8CKHhw4ffuHHj8ePHbm5uDAaD7HAAjNUBkLXMzMzbt2+3tbXxH2KxWC9evJg+fXpTU1PXBybnPD09uS+DZzKZsKw6AGRhMplz586tq6u7efPmgAEDyA6HfDwNFJVKnTp1qipfawCAohszZsywYcO49wwZMsTKyoqseOTHt99+m56enpeX5+HhIbA3C7oSjNUBkLFNmzYJnA4NX5LXwMBg/vz5XR+V/OO5DN7MzMzCwoLEeABQWRwOZ/HixXl5eSkpKSYmJmSHIxd69uzJM60GrNYGgKLj/h+curr6smXLSA1HjowZMyYlJeXmzZvLly/ncDhkh6PSYKwOgCylpqbm5uby/BsSH7qPHDny1KlTb9++3bBhg66uLkkByi98cI5f9K6urr506VKyIwJA+RUXF/PflbNmzZqUlJTk5GT4iYnbypUrif8ncjic6dOnkxsPAEBKixYtIjpsLBYLrubj9t133yUmJsbHx/v6+mIYxnO0vLycjKBUEYzVAZAZDMNCQ0O571TX0NCgUChOTk43b958+vSpl5eXqi3aKREvLy/802tra4OUCUAXCAsLs7Ozq6qqIvb8+uuvx44dO3v2LNyMzcPKysrKygq/a93S0lLgJNIAAAViamo6evRoCoVCoVCsrKx4LokHU6ZMSUxMPH/+/Jo1a7j3Hzt2bPz48S0tLWQFplJgrA6AzCQmJj569IjNZiOEaDSaurr6/Pnzi4qKUlNTp0yZQnZ0CmDhwoX4p/d///d/cOUtAJ3t3bt3ly9ffvXq1bhx454/f44QioyM3L59+/Hjx+fMmUN2dPJo1apVCCF1dXV3d3eyYwEAyAD+IwGVSvXy8iI7Fnk0ffr08+fPHzt2bMuWLfievXv3rly5sr6+/syZM+TGpiIo/Fc1AAA6gMPhjBw5sqSkRE1NTU9Pb926dStWrNDT0yM7LgVjb29///79I0eOBAYGkh0LAEpuy5Yte/bsYbFYNBqte/fu//rXv0JDQ7dt2/avf/2L7NDkVEtLy4ABA5qamvLy8mxsbMgOBwAgrZqaGkNDQwzDKisrBw4cSHY4curMmTPLly/fvn07lUrdtGkTQohCoZiYmLx69UqVl7jrGjBWV0LZ2dn79+8nOwqVU1FRkZeX16NHjxEjRhgZGXE3XhcvXuz6ePbv35+dnd31ryulsrKyR48ezZw5s1u3bmTHIrF169bZ2dmRHQUAYmEymQYGBsTN6vjtJ87OzsnJyZ390graOuEeP35cWVnp4uKiNCtK2tnZrVu3juwogDKYN28e2SF0RGZmJkJo4sSJJMfRIV3Ww4yIiNixY0dNTQ0xcqRQKAkJCXCRUWeD/4UoocrKyvj4eLKjUC0YhjU0NPzwww9Tp041NjYmBupVVVVkfRfZ2dk5OTmkvLQ0DA0NDQwMFHGgHh8fX1lZSXYUAIjrwoULDQ0NxCabzeZwOKmpqVFRUZ390graOuGGDBliYGCgNAP1nJwcxf2/CZA38fHx3JNfKApjY2NjY2Oyo5BYV/YwMQx78eIF90AdIaSmprZr166uCUCVCVhZCigHUn7LBTwuXLiwYMECsl7d1tZWEatBWVnZkCFDyI5CYkrTdwcq4sCBA2pqavgMETgMwzAM8/Pzq6qq2rp1a6e+uoK2TjgFbaMEUtAfQoHcWrt2rcItTIv/17J3795kByKZLuthstlsPz+/06dP81yLzWaz8/LysrOz4YrCTgW/qwMA5IvSdIIBkFsPHjx4+PAh90Cd22+//bZ+/Xq4RU4YaKMAUCa9e/dWuIF6l2GxWB4eHmfOnBG4yrq6uvqePXu6PiqVAmN1AAAAQLUcPnxY4PqRFApFTU1t2LBhjo6OcKkIAACouEePHuXm5mIYJjAjsFis5OTkV69edX1gqgPG6gAAAIAK+fDhQ2xsLIvF4tlPo9H69esXERHx/PlzFxcXUmIDAAAgP8aNG/fq1auTJ08aGhqqqanxj9ipVOq+fftIiU1FwFgdAAAAUCEnTpzgub5dXV29e/fumzdvLi8v9/f3x+eEBwAAANTV1b28vF6/fh0REdG/f3+eRdpYLFZMTEx9fT1Z4Sk9GKsDAAAAqoLNZh89erStrQ3fpNFoNBpt+fLl5eXlW7du7d69O7nhAQAAkEPq6ur+/v4VFRURERH9+vXj/pcuhmHHjh0jMTblBmN1oBgYDEZaWtrvv/9+//59YfMhiVOSTqfHxMSEhYWlpqbyXAIq4hCQE+JXA8KTJ08OHz4cGRnJs5BMbW0tvqQqACrlypUr1dXVCCEajUahUNzc3EpKSiIjI/v37092aIpNJklKdBr6+PFjTEzM1q1bExIS6HS67N8DAKpKVp1MwsePHwWuZ6bofQ8NDQ1/f/+qqqpjx4717duXRqMhhFgsVnh4eEtLC9nRKScYqwMF8P79e3Nz84qKCm9v78uXL7u5uQlrH0WXLCkpGTNmjL6+fnBwcGNj49ChQ+/cudPuISAnxK8GuA8fPvj6+oaEhLi5ua1YscLQ0BDfX19fv2HDhiFDhiQmJnZJ4ADIkYMHD+IXwP/www8PHz6Mj4+HWc2lJ5MkJToNPX78eOLEiSNHjgwODn716pW9vX1NTU1XvDcAlJ2sOpncfH19Dx48yL1Hmfoe+Ii9vLx8586dvXr1olAonz9/Pn36NNlxKScKLCh/aYYAACAASURBVMqifPAVF5Xmm+VwOA4ODnp6eleuXEEIsdlsU1PThQsX7t69W9KSM2bM+Oabb6KiovDNZcuWlZWV4Z0hEYekQeJ3ga+aq7grGPMQvxrgysvLbWxspk+f/tdff/Ecys/P19TUHD169OrVq3lSqTQoFEpcXJzCrSur0GBpaEl9+fIlLS2tZ8+eo0eP7tgP6TJpUlS2dRJdUkQa4nA41tbW06ZNI5ZHGj9+fM+ePdPS0qQMXsm+C0AuRcyDMuxkEk6cOLF3794vX77U1tYSO2Xe95BhD3P//v3Z2dkde2xbW9vLly9LSkq6des2bdo0WEBEenZ2duvWrSM24Xd10FnYbHZcXJz0z3Pnzp179+75+fnhm1QqdenSpUeOHGlubpa0ZE1NTVFREVFeU1OTwWC0ewhIo+urAUKIyWTOnz9fT0/v+PHj/EdtbGzMzMykDwmQLj4+nufWBiBadXW1tbX1lClTOjBQr6qqio+P74yoyCJvSUpEGsrJyXny5MmYMWOIo+PGjbt582ZBQYH08QOgNDpwUsuwk4krLS199OgR/1Ia8tz3yM7OzsnJ6dhjaTSaubm5i4vL4MGDP3z4INvAVFBOTg7P/01oZIUC5Nw///xTWVmJENLU1JwzZ46mpmZeXl5xcXHv3r3d3NxEP7atre3cuXP//ve/6+rqFixYIGUkCQkJCCFLS0tij4WFRXNzc2pqKs+vau2WnDNnTlhY2NmzZ5csWUKn0xMTE4l/bYo4pMoUsRoghDZv3pyfnx8VFaWtrS3l6wI5t3btWsX6DYdcwtbIFQf+G45s45HG06dP8ZEqlUqdOnXqw4cP6+rq1NXV58+fL3DpeG7ymaREpKGSkhKEEPcPaDY2Ngihe/fujR07Vsr4AZATpHQ5ZNjJRAixWKzQ0NDo6Ohff/1V/Bjkga2tLVxfIw/4+7QwVgeC2dnZ/fLLL0VFRa9fv9bU1EQIjRs3bunSpfiVP8KwWKzTp0/v2rXr/fv3gYGBGzZsQAhVV1eXlZUJLE+hUOzt7UVH8urVK4SQgYEBsQf/Rai0tFTSkv7+/ufOnfP09Hz48GFRUVFkZOTs2bPbPaTKFLEaIIRiY2NpNNrTp08nTZqUl5dnbW0dHh5ubW3dzrsFQNkp09WJlpaWDx8+XLZs2ZIlSzw9PdXU1E6dOnXp0iXRA3V5TlIi0hA+P/+DBw88PDzwPaampgihiooK0bEBoEBk1eWQ6IyWYScTIbRt27Y1a9bo6uqK9YYBEAOM1YFgWlpau3btcnV1vXXrFj7zUE1NjYWFxfDhwwWWZzAYMTExu3fv/vTp08qVK9evX9+3b1/8UFxcHPd9F9xoNFq7M67X1dVRqVQNDQ3u2PB4JC05YMCAu3fv2tnZHThwwM7O7rvvviNKijikyhSxGrx79+7du3dWVlZhYWF6enqlpaUTJ050cHB48eLFwIEDxXvfAAAFsHTp0vT09Pj4+LCwsCNHjsTFxfXp00dYYXlonUSXFJGG7O3tNTQ0bt++TVwZ0djYiBAyMTERHRsACkRWXY4DBw6If0bLsJN5+/ZtGo0GHUggW3C/OhDKxcXF3Nx8//79+HV358+f9/Ly4i/W2tp66NAhU1PTjRs3LlmypLy8fNeuXUQfCCG0atWqr0J8+fKl3TB0dHR49uCzburr63egZHR0tIODg7e3d3Z29vjx47l/lBBxSJUpXDV4+PAhQsjd3V1PTw8hNHz48P3799PpdFj8EwDlc/DgwV69etnZ2Xl7ew8YMEBgGflpndotKSwNGRkZ7dixo6CgYPny5ampqfv27cOvsB09enS74QGgQGTS5ZDojJbV+fv58+cjR45s3ry5Y28cAGFgrA6EolAoQUFBz58/T01NRQilp6c7OzvzF8vMzPz111/fvXvn5+e3adMm/p81aDRad+F4Cufm5tpwuX37tpGREZvN5p7prampCSE0cuRInse2W/LkyZNxcXGRkZHR0dHR0dHv3r0LDAxs95CKU7hq0LNnT4QQd0fczs4O/feGTwCAMtHT09uxY8fHjx9FrDcuP62T6JKi01BQUFBmZubAgQPv3bvn5ORkYmLSs2dP7tnmAFACMulySHRGy+r8Xbt2rY2NTVJSUkJCQkJCwsuXL1tbWxMSEm7duiXNBwIAXAMPRFm8ePGWLVv27dtnYmIyatQoGk1AhZk+fXp5efnhw4cPHDhw+vTp9evXr1y5kvtenfz8/PT0dIHPT6VSg4ODufcMGjRo5cqVxOaQIUPMzc0RQpWVlUOHDsV34vNM8jej7ZY8ffq0s7Mz/i68vb0fPHgQHR39+fPnXr16iTgk7oelvBSrGuAXy3FPjzxo0CB1dXW4fwwA5cPhcFJSUmxtbX/55RcnJyf+n8KQPLVOoku2m4YcHBwcHBwQQm/evElKStq7dy80a0D5SN/lkOiMltX5W19ff/PmTaJwY2Pj169fV69ePWrUqEmTJkn6IQDw/2FA6eDrVcjq2fbu3YsQcnZ2fvbsmeiSTU1Nu3fv7tevX58+ff797383NTXh+8+ePWstxLhx49oNoKamRlNT89SpU8Se9evXW1lZsdlsSUv27t07ICCAOHr9+nWE0IsXL0QfkoZsvwuJzJ07d+7cubJ6NgWqBhiGTZs2zdzcnNjEf1E/ceIEsQf/v/jq1avbfV3xIYTi4uJk+ISgXV35mb9+/Xr58uWVlZUyLCmO1tbWGzdu7NmzJysrq62tTSYlO0aGrZkMW6c//vjj1KlTZWVl2tra7u7uoguT3jqJLilmGmIwGDY2NpaWliwWq93Y2iXbTAFUnKzaZCm7HBKd0TLsZHILCgoaMGAAz07Z9j3ks02WFORWHvzfBYzVlZBsx4dfvnzp2bOnjY2NmOWbm5v37dunr6/fp0+f3bt3yySG9evXjxo1isPhYBjW0tIyfPjwgoIC7gJBQUE+Pj7tlly+fLm+vj7Rqm7duvXbb7/FN0UckobSjNXlvxoQdQDDsGfPnuno6GRlZeGbx48fNzc35+7X1tbWIoT8/f1lEhgOxupdrys/c3wxm9TUVBmWbFddXd3gwYNPnDhRX18fFBQ0c+ZMYR0F8Ut2mBz2C58+feri4oL/vXv3boTQX3/91e6jyG2dRJQUJw3R6XQvL6/58+fX1dXJJHIYqwMZklWb3MVdDll1Mnkewj9Wl23fQw7b5A6A3MoDxuoqQebjw59++uno0aMSPaSlpeXQoUMmJiYyCYDD4WzcuNHFxeXQoUMhISFnzpzhKWBmZta/f/+2tjbRJZubm318fCwsLMLDw319fV1dXcvKyto9JA2lGatjcl8NiDqAbz558mTy5MlhYWE7d+50cXGprq4mSqampuKLr/bv3//EiRM1NTUyCQ/G6l2viz/z+vp6mZcUgc1mT5gwwdXVFd9sa2szNjbeuHGjNCWlIW/9wlu3bpmYmGzYsAHvN587dw4h1K1bN+4raEQgq3USUVJ0Gvrw4UN0dPR3332XkJAgk5hxMFYHMiTDNrkruxyy6mRy4x+ry7zvIW9tcoepeG7lAWN1lSDz8aGTk1NDQ0MHHshgMGQYRltbW21trcBDTU1Nnz59EqckhmHNzc3FxcXc5cU51DHKNFaX82rAUwdw7969k+G3KRqM1buecn/mGRkZCKHk5GRiT1hYmLa2Np1O73BJaShNv5AbWa2TiCQlLA0lJia+fv1aVqES5Oe7AEpAhm1y13c5ZNXJ7DJK2SZ3AXnLrTz4vwuYBx6048mTJ0OGDOnYFGvcq1BKj0qlCluSR0dHp3fv3uKURAhpaWmZm5tzlxfnkIqT/2rAUwdw33zzDXybQHx0Oj0iIiIkJCQmJubZs2f4ejw4DoeTkZGRn5+Pb1ZWVh48eJDD4Tx79mznzp1//fUXh8MRWLLDEhISEEKWlpbEHgsLi+bmZnx65I6VBDzIap1EJClhacjd3R1fcRoApUdKl0NWnUzAD3KrNGAeeCBYQUFBcHCwpaVlZmbm5cuXyQ4HkAOqAVAdDQ0Ntra2UVFRXl5enp6ePj4+NjY29vb2Bw4cKC4u/vXXX+Pj4yMiImxsbJKTk318fPCL8QoLC+vr60NDQ6uqqkJCQnhK8rxEdXV1WVmZwFenUCj29vbce169eoUQMjAwIPb0798fIVRaWsrzWPFLAgCA3IIuh1KC3ColGKsDwTgcTn5+fkFBwYkTJ0xMTMgOB5ADqgFQHXv37mUwGN9//z1CKDQ0NDExcdGiRWvWrEEIjRw5MiwsLD4+Hi85a9YsHx+f3bt3W1pa4gXGjh176dKlkJAQnpI84uLi1q1bJ/AQjUZjsVjce+rq6qhUKvdvRFpaWgihmpoanseKXxIAAOQWdDmUEuRWKcFYHQhmY2Pz6dMnNTU1NTW4UUJ1QTUAquP169f19fVMJlNDQ2P06NHa2tqVlZXEUU1NTe7C3bt3RwiZmZnhmyNHjrxx44bAktxWrVr1008/iRmPjo4Ozx78ukH+JcTFLwkAAHILuhxKCXKrlOBkAELRaDRoLgFUA6AiHB0dv379eu/ePYRQQ0MDk8l0cnIS87FUKhXDsHaL0Wi07sLxFDYyMmKz2fh6vLimpiaE0MiRIztcEgAA5Bl0OZQP5FYpwe/qAAAAAPL19X316tVPP/20c+fOjIyMXbt2TZ8+XbYvkZ+fn56eLvAQlUoNDg7m3mNubo4QqqysHDp0KL7nw4cPSFAvQfySAAAAQFeC3ColGKsDiZWVle3YsWPbtm2GhoayKikOBoNx+/btx48fT5gwYfz48VQqtWMlm5qazp8//+bNm6FDhy5atAi/+aTdQ0AEib5osmoFQiglJeXLly/435WVlStXroSvGBBoNJqBgcHJkyf79u3r6uoq4nK7DistLRV2ux2NRuPpT/j4+Gzfvj0rK4voJRQUFFhZWQ0fPpznseKXVAUK0RyJKEmn0y9cuFBeXm5ra+vk5KSurs7zWGjHgIpQiHP58+fP0dHRFRUVM2fOnDx5MlEyPz8fn5mMm62t7eDBg4lNFTmXIbdKq/MWiANk6ew1vS9evIgQSk1NlWHJdtXV1Q0ePPjEiRP19fVBQUEzZ85sa2vrQMkXL17o6+sPGzYMnyvC1NS0pqam3UMdpkzrq4sg0RdNSq3AMOz58+cUCoVo+hYuXCh9ANyQUq/1LZ9k+5kfO3bM1tY2IyOjsLCwtLT0y5cv3EcLCwsRQtu3b8c3169fjxAqKyvDN2fOnKmrq8vhcPhLSmP9+vWjRo3Cn7alpWX48OEFBQXcBYKCgnx8fMQpKT1FWctX/psjESVfvHgxdOjQlJQU/B/HgwYNun37NvdjZd6OqdS6yqCzybZNlv9z+ePHj6ampp6enpMmTVJTUxs3bhy+n8PhmJqa8o+5uJtl6c9lRWmTIbdKhP+7gLG6EuqC8SG+oIJsS4rAZrMnTJjg6uqKb7a1tRkbG2/cuLEDJZ2dnZ88eYJh2Pv37319fRFC3t7e7R7qMBUZq2MSftFdXCtwfn5+GRkZFf/V0tIifQzcYKze9WT7mScmJmpra3P3q6ZMmYL/wy4nJ2fu3LkIIQsLi6tXr2ZmZuIrXfv6+tbU1MTGxvbo0QMhtHXr1qysLO6SUobE4XA2btzo4uJy6NChkJCQM2fO8BQwMzPr379/W1tbuyWlpyj9Qky+myPRJZ2dnfEOIm7p0qXff/8998Nl3o7BWB3IkMzzoDyfyxiGRUREfPz4Ef9727ZtCKF79+5hGJaWlrZ69eo3b94w/istLc3ExIT7sdKfy4rSJkNulQiM1VUCiePDTpKRkYEQSk5OJvaEhYVpa2vT6XSJSj548ODs2bPEoerqajU1NTMzM9GHpKE6Y/WuJ36twDCspqZm/PjxlZWVnRcPjNW7nmw/87S0tJMnT758+fLu3bs3btxISEhYtGjRrl27ZPX8HdbW1lZbWyvwUFNT06dPn8QpKT1F6ReSQlZJysrKytbWljjk7+9P/FKHdU47pnzfBSCREuRB8c9lBoNB/PyLYVh5eTlCqLCwEMOw+/fvs9ls7sKBgYHr168nNmVyLitKmwy5VSL83wXMtQgEo9PpERERISEhMTExz549w1cpwHE4nIyMjPz8fHyzsrLy4MGDHA7n2bNnO3fu/OuvvzgcjsCSHZaQkIAQsrS0JPZYWFg0NzenpqZKVNLExGTRokXEIQMDg7Fjx/bu3Vv0IUAQVivErxL8hTtM/FqBEDp8+HBubq6RkdGQIUNOnTqFiTGtKFApBQUFy5Yt8/T0HDp06IQJE6ZOnTp79uyjR4/q6emRHRqiUqkDBgwQeEhHR4e7mRJRUvmI2RwhhUpSc+bMycnJOXv2LP4GExMT8UWGcdCOAaWkoOeyhoYG983nhYWFLi4u+APt7Oy4Z7PncDgJCQlz5swh9qjOuQy5VXowtxwQoKGhwdbWNioqysvLy9PT08fHx8bGxt7e/sCBA8XFxb/++mt8fHxERISNjU1ycrKPjw9+3VFhYWF9fX1oaGhVVVVISAhPSZ6XqK6uLisrE/jqFArF3t6eew8+P4eBgQGxp3///gih0tJSnseKLtmnTx+e8pWVlT///LPoQwAnrFb4+fmJWSUQQiJqhURVAklSKxBCDg4OLBYrOzs7Nzd3+fLl586du379uuiJ6IBKKSwsrKmpiYqKmjJlirGxcXl5eV5eXmFhIV5vgbwRszlCCClWkvL39z937pynp+fDhw+LiooiIyNnz55NlIR2DCgfxT2XCRiGXbx48bfffiNWAueRlZVFoVDs7OyIPapzLkNulYGu+UEfdCXpr4oJCQkxNjbG/y4oKEAIHThwgDiKz+4QERGBb27atAkhlJ6ejm9aW1uPHTtWYElu+/fvF1YnaTQaT2Fra2t8iUVCXl4eQigwMLDDJTEMu337tqGhYVNTk0SHJKJM18CLqBXiVwn+wgSJqgQm4XdNePz4sZmZGUJI5tdfIcW/9k/hyPAz53A4+/btmzhxoqampra2tq2tbWRkJIPBkMmTKwe5ut5S/OYIU7Qk9f79e3xWKjs7O2FXXcqwHYNr4IEMdaBNVtxzGUen0/38/PD523v16pWXl8dfZtWqVcIeLs25LFdtsjCQWyUF18ADsbx+/bq+vp7JZCKERo8era2tXVlZSRzlWW6he/fuCCG8rUEIjRw5sqKiQmBJbqtWrfoqBLGCBUFHR4dnD36JlL6+fodLstnssLCwpKQkgQ8RdkiViagV4lcJ/sIEiaoEkuS75jZ69OiCggJDQ8PY2FiRbxeoFgqFsm7duoyMjKamJjqdnp2d7e/vjy8JAeSQ+M0RUrQkFR0d7eDg4O3tnZ2dPX78eO7GkwDtGFAainsu47S1tf/888+mpqYDBw40NTUFBATwFMAw7NKlSz/++KPAhyv9uQy5VXowVgcCODo6fv369d69ewihhoYGJpPp5OQk5mPx/0e2W4xGo3UXjqewkZERm81mMBjEnqamJoTQyJEjO1xyw4YN69atGzNmDH9sIg6psg7Xis6oEkiS75qHlpaWm5vby5cvxQkeqBr+5ayBHFLWJHXy5Mm4uLjIyMjo6Ojo6Oh3794FBgYKDA/aMaAcFPdc5qamprZmzZo5c+Y8evSI+7EIoaysLCaT+cMPPwh7rIqcy5BbOwzuVwcC+Pr6vnr16qefftq5c2dGRsauXbumT58u25fIz89PT08XeIhKpQYHB3PvMTc3RwhVVlYOHToU3/PhwwckqOkUs+Sff/45ZswYV1dX/lcXcUjFdXatkKhKIElqBT8zM7Phw4dLFS4AgDzKmqROnz7t7OxMo9EQQt7e3g8ePIiOjv78+XOvXr34w4B2DCgBxT2X+Tk5OWVkZPD8wh8fH+/m5ib6XnQ4l4EIMFYHAtBoNAMDg5MnT/bt29fV1VXElUUdVlpaGh8fL+zVeZpOHx+f7du3Z2VlEU1nQUGBlZUVf9MmTsnExEQMw7y8vIg9t2/fdnBwEH0IdHatkKhKIElqBb/ExEQ3NzcpAwZATEwm8+7du1evXnVycpoxYwZZYdTW1r548WLixIlkBSBDypqkCgsLuYcEbm5uERERdXV1Asfq0I4BJaC45zK/Z8+ezZo1i3sPhmHx8fEnTpwQ/UA4l8VEbjLNz8/Hpx7kZmtrSywHkJKSQtxVUVlZuXLlSnwiAynBWB0IEBERER8fP3bsWCaTWVFRoa+vr6urSxzFL+/B/9GIEMLrJX6vEb4fnzSCQqHwlOS2ePHixYsXixmPvr7+ypUr9+7d6+XlRaFQWltbk5OTY2NjuZfECA4O/vTpU1RUlOiS6enpe/bsWbJkyZEjRxBCbDa7uLjYwsLCwcFBxCHJPj4lJaJWiF8l+AsTJKoSSIxaQVSJ0tLSY8eOLV26FL+voaioqLm5OTQ0tKOfBACSefbs2YULF/78889Ro0aREkB9ff2ePXuOHTvm5+enHGN18ZsjJB9JimiORJd0d3dPTEw8cuQIvpmTk/Ptt98OGzYMIQTtGFBKinsut7S07N+/383NzcLCAiH08ePHR48eJScncz9bdnY2nU6fPHky9044lzuMxGSKYZiHh8fr16959hcUFOBj9RcvXsyaNYu4KWPhwoUyGaj/57WBkpF+ZsjExERtbW3uejJlypSamhoMw3JycubOnYsQsrCwuHr1amZm5pAhQxBCvr6+NTU1sbGxPXr0QAht3bo1KyuLu6SUb4rD4WzcuNHFxeXQoUMhISFnzpzhKWBmZta/f/+2tjYRJQsKCnjeF0KoW7duHz9+FHFImrCVaR54YbVC/CrBYrF4CksZkuhaQVSJgoKCnj17IoQcHR03bty4Z8+er1+/SvnS/BDMA9/lFOgzf/LkCULoxIkTpLx6Xl4eHsDq1as7/CRyNeewmM0RhmFykqSI5kh0yebmZh8fHwsLi/DwcF9fX1dX17KyMvxQJ7VjMA88kKEOtMmKey7T6fQxY8ZQKBQbG5stW7YcPHiQf/GgNWvWLFmyhGenrM5luWqTuwxZyTQtLW316tVv3rxh/FdaWpqJiQlRwM/PLyMjo+K/WlpaOvZC/N8FBRNjVgagWC5cuLBgwQJpvtmbN2++e/duwoQJtbW1X79+bW5ujo+Pt7S0xFfLIBGbzf7w4cOAAQP4D9HpdBaL1bt373ZLdiXpv4sOmzdvHkLo4sWLsnpChasV3FWCwWBUVFRoaWkNHDiwk8KgUChxcXHz58/vpOcH/BToMy8uLh41alRUVJSPjw8pATCZTE1NzdWrVx88eLBjzyDD1kz61kmhmyPRJRFCX79+ffv2rb6+Pnd51DntmMwzBVBlHWiTFf1c/vz5s4aGhrBfUN+8edOjR48+ffrw7JfJuSxXbXKXISuZ4gtzcF/Pu3Llym7duv3xxx8IodraWnd39/j4eENDQylfiP+7gGvgAa+CgoJly5ZVVFRQqVTidh1HR8cLFy6QGxhCiEqlCht+8yyzIaIk6ABFrBXcVUJTUxO/jhQADMNu3779+PFjKpVqZmZGzDlcWlqak5NTWFhob28/e/ZsfGdLS8uVK1dcXV3fv3+fmpr6zTffzJo1i0ql1tXVJSUlqampzZs3D/9tByFUVVWVlJQUEBBw+/btGzduDBw40MfHR+AqBgih6urq69evV1VV2dvbc18hKSw8QFD05kh0SYSQlpYWPsEVD2jHgJJRgnNZ4FwSBOJOZh7KcS5LlEyRJPlUomSKhORT2SZTOzs77k0Oh5OQkEDMg3D48OHc3FwjI6PBgweHhYUtXboUv+tTJmCsDngVFhbW1NRERUVNmTLF2Ni4vLw8Ly+vsLAwJCSE7NAAaaBWAKURGho6ePDgNWvWPHjwIDAwEM/f4eHhV65cuXXr1tu3bx0dHWtra/Fegp+f38uXL/ft21dSUtKrV6+goCBnZ+fp06dnZmay2ey4uLgrV64kJSUhhM6dO7dq1arW1tanT58ymcza2trdu3efOXMmKyuLf62ajIyM2NjYgIAAXV1dd3d3Ly+vo0ePigiPUF1dXVZWJvB9USgUe3t72X9e8geaIwCUA5zLCk38ZIoQEj+fSpRMkfB8KjqZIunyaVZWFoVCIQbwDg4OLBYrOzs7Nzd3+fLl586du379uujJ/yXQsYvpgTyT8g4WDoezb9++iRMnampqamtr29raRkZG4rN3AEkpzf3qUCvahRTn3mml0YHPnMPh9O3bNyMjA9/csWMH/sfQoUMDAwPxv93d3WfMmIH/vX//foTQxYsX8U38ssxLly7hm5s3b9bU1GSz2fjmkiVLKBTKs2fP8M0tW7YghI4fP45hWFFREUIoKioKw7CmpqYhQ4bQ6XS8GH4hX3Z2tojwCHg8AtFoNBFvHJ94STnuV4fmSIYU6D5VIP8kbZPhXJYGuW2ypMkUkySfiplMMeH5tN1kikmRTzEMW7VqFfE2uT1+/NjMzAwhtGvXLtHPIAz/dwG/qwNeFApl3bp169atY7FYAv+DBVQQ1AqgHCgUyogRIxYsWPDnn3+6ublt2LAB35+ZmYnPb1RcXFxZWUksu4LPAGRpaYlvjhgxAiE0evRofNPMzIzBYFRXV+O3qGlra9NoNGJ+2k2bNu3atevOnTsrVqzgjiE2NralpYVYKKimpsbU1PTVq1e2trbCwiOsWrXqp59+kvGHomigOQJAOcC5rLgkTaZIknwqZjJFIvOp6GSKpMinGIZdunTp7Nmz/IdGjx5dUFAwYsSI2NhYWc25AGN1IBS0m4Af1Aqg6I4cOTJv3jx3d/fJkyefO3cOvyNx4MCBaWlpV69edXBwMDU1LSgoEPjYbt26cW/ip0Nzc7PAwlpaWoaGhvX19Tz7i4qKDAwMiIvexQmPQKPRaDRI3P8BzREAygHOZUUkTTJFkuRTYckUicynopMpkiKfZmVlMZnMH374QeBRLS0tNze3mJiYDjyzQJDyAQAAqBArK6uHDx9ub52deAAAIABJREFU2rQpMjLS2tr66dOnenp6W7Zsweew6d69+6VLl2TyQgwGo7a2dtq0aTz7qVRqSUmJsN+RBIZHHM3Pz09PTxf4clQqlfhtAQAAAOhUpCdTJDKfik6mSIp8Gh8f7+bmJuJ2dDMzs+HDh4t6S5JQa78IAJ2GyWT+888/a9euTU1N7fpXp9PpMTExYWFhqampLBaL5+jHjx9jYmK2bt2akJBAp9O7PjwVQW4d4Pbx48ddu3aRGwPobAwG46+//tLV1T169GhKSkpNTU1CQsKbN2927NixZMkSfJpZDocjk9fKyclpbW11cXHh2T969Ojm5ubjx48Tez5//nzs2DFh4XE/trS0NF4IWfWKAIH01klEGsJX9/3999/v37/PZrNJCQ8ABUX6qU1Q3I6HPCRTJDyftptMUUfzKYZh8fHxP/74o4iAExMT3dzcJHyXQsFYHZDp2bNnFy5cCA8Pr66u7uKXLikpGTNmjL6+fnBwcGNj49ChQ+/cuUMcffz48cSJE0eOHBkcHPzq1St7e/uampoujlBFkFgHePj6+nZ46WmgKDAMw+enQQhNnTq1b9++ffv2xUdBsbGxX758uXv37p07dxoaGuh0elNTU1NTE0IIn5gNIYSX/PTpE76JX61HHEUItbW1PX/+HP87Pj7ewcEB7140NjYSD1+wYIGRkdGGDRv27t37/PnzCxcu+Pv7e3p6CguPO/7FixcXCJGbmyvijTc0NCCEWltbpf4IVQi5rZOINPT+/Xtzc/OKigpvb+/Lly+7ubnBcB0A8UHHQ3qSJlOEkET5VJxkioTn03aTKepoPs3OzqbT6dwrrZaWlq5Zs+bRo0f4ZlFRUXNzc2hoaAc/WT4wVgdksra2DgwMJOWl165d6+DgMGPGDB0dHQ8PD0dHR+K84nA4y5YtmzFjhq2trZaWVnBwcLdu3ZYuXUpKnEqPxDrA7cSJE/jkokDpvXnzZtGiRfHx8fv37w8ICHB3d7e0tPT29r53797YsWOLi4sPHz5Mp9Pd3Nzu379/8uRJhND+/fvfvHmTmZkZERGBEPrtt9+Ki4uzs7NPnDiBENq5c+fLly/xJ1dTUzt27FhwcLCHh8fbt2+Tk5MRQnl5eb/99htC6PTp09euXdPU1Lxx44aJiUlwcPDIkSO3bdsWEhKiq6srLDzp3/K1a9d++eUXhNDly5ejoqJqa2ulf05VQGLrJCINcTicH3/80dLS0tfXt2/fvrt27Xr27NnmzZtJiRMARQQdD5kQP5ni65lJlE/FSaYIIRH5tDOSKULo4sWLs2bN0tDQIPbQ6fRTp05ZW1tPmjRp06ZNKSkpGRkZMpyCAe5XByTD53WgUChd/Lo1NTX4D004TU1N4p95OTk5T5484Z6/cdy4cUeOHCkoKBg7dmwXx6kKyKoDhNLS0kePHrm4uJw/f56sGEDX6NatW0VFBYfDqa2tnTt3LrE/Ojo6PDycGDB/+fJFU1MTIcR9g9zgwYN5psnJzs7meX41NbXDhw9XVlb27NmzR48e+M5x48Zdv36du5i5uXlJScnbt28pFMqgQYPaDU9Kzs7Ozs7Of//9t6yeUHWQ1TqJSENNTU337t3De64IISqVunTp0n379m3ZsgWffhkA0C7oeEhJ0mRqZ2f3+PFjoli7+VTMZIqE5NNOSqYIodWrVxPx4Kytrevq6ioqKrS0tAYOHCjD18LBWB38B4Zht2/ffvz4MZVKNTMzc3JyIg6Vlpbm5OQUFhba29vPnj0b39nS0nLlyhVXV9f379+npqZ+8803s2bNolKpdXV1SUlJampq8+bNw2tzVVVVUlJSQEAAPtvEwIEDfXx88FtZBKqurr5+/XpVVZW9vT1xkYmI8Dpmzpw5YWFhZ8+eXbJkCZ1OT0xMJC5DKikpwV+RKGxjY4MQwv9TKOXryjlhn7PAOoAUvxoghFgsVmhoaHR09K+//ir9swH5h3fRuEfIOKJvgRDC+xYdZmRkJE4xY2Nj/p3CwgMq1TqJSEOvX79GXOseIYQsLCyam5tTU1PnzZsnzYsCQAqJTm3xz2sk4akt8LwWEZ40lKPjIT/JFAnKp52UTAcPHsy/U1NTc9iwYbJ9IQKM1cF/hIaGDh48eM2aNQ8ePAgMDCQao/Dw8CtXrty6devt27eOjo61tbV4q+fn5/fy5ct9+/aVlJT06tUrKCjI2dl5+vTpmZmZbDY7Li7uypUrSUlJ586dW7VqVWtr69OnT5lMZm1t7e7du8+cOZOVlSXw+pCMjIzY2NiAgABdXV13d3cvLy98JQZh4RGqq6vLysoEvjUKhWJvb8+z09/f/9y5c56eng8fPiwqKoqMjCQyAd6OP3jwwMPDA99jamqKEKqoqOjYZ6tABH7OAusAQkgJqgFCaNu2bWvWrOFOLQB0zNevX9va2uh0uo6ODtmxKCGVap1EpKFXr14hhAwMDIjC/fv3RwiVlpZ27IMFgFzin9rin9cIIYlObWHntbDwCB3odSDoeLQHkun/wIDSiYuLk/Sb5XA4ffv2zcjIwDd37NhBHBo6dGhgYCD+t7u7+4wZM/C/9+/fjxC6ePEivolfqnfp0iV8c/PmzZqammw2G8OwJUuWUCiUZ8+e4Ye2bNmCEMKnfMAwDL9XJyoqCsOwpqamIUOG0Ol0/JCPjw9CKDs7W0R4BDwegWg0msB3/f79e7z3Y2dnV1tbS+yvqKjQ0NAYO3Ysh8PB96SkpCCEDh06JNanyaUD34WszJ07d+7cuRI9RNjnLKwOYDKqBtx1AOvaapCZmbl161b877Vr1w4YMECiT4wbQiguLq7DDwcdIFef+dmzZ/HlW3/++edHjx6RHY7sybA1g9ap3dZJRBqytramUqnchfPy8hBCxOcgkQ58FwAI04E2WdJTW/zzGhP71BZ2XosIj9CBzqesOh7ktsmdR+mTqWj83wXMLQcQQohCoYwYMWLBggVXrlxBCG3YsIE4lJmZuWPHDoRQcXFxZWUlMYVSz549EddleCNGjEAIjR49Gt80MzNjMBj4BJva2to0Gm3UqFH4oU2bNtFoNO5J1wmxsbEtLS3BwcGBgYGBgYE1NTWmpqavXr0SER5h1apVX4X48uWLwHcdHR3t4ODg7e2dnZ09fvx44mdzIyOjHTt2FBQULF++PDU1dd++ffhFSsS7U1bCPmdhdQApeDX4/PnzkSNHYE4mIBMuLi4vXrxoaGjYuXMnfiIAGVK11klEGuL/oQmfBF5fX1/sjxMAeSHpqS3+eY3EPrWFndciwiNI2vmEjke7IJnygGvgwX8cOXJk3rx57u7ukydPPnfuHP4/LYTQwIED09LSrl696uDgYGpqyjMVBKFbt27cm/j1RfgCDDy0tLQMDQ3r6+v5DxUVFRkYGBDXHYkTHoFGo+G3pojp5MmTcXFx+fn5NBrN3t5+xYoVgYGBxGw9QUFB48aNS0tLu3fv3sKFC3Nycl6+fDlmzBjxn19BCfycxawDSNGqwdq1a21sbPCL5RBCL1++bG1tTUhI6NWr16RJk8R8EgBweA8SdB6Vap2Q8DRkZGTEZrMZDAZxIyi+EtLIkSPFf3IA5Ic0p7b45zUSfmqLOK+FhUeQ9LyGjke7IJnygLE6+A8rK6uHDx9u2rQpMjLS2tr66dOnenp6CKEtW7bgc3J079790qVL0r8Qg8Gora3lnl2ZQKVSS0pKWCwW/61EwsIj5Ofnp6enC3xFKpUaHBzMs/P06dPOzs54C+vt7f3gwYPo6OjPnz/36tULL+Dg4ODg4IAQevPmTVJS0t69e1XhziKBn7PM6wCSj2pQX19/8+ZNYrOxsfHr16+rV68eNWoUpEwA5I1KtU44gWnI3NwcIVRZWTl06FC82IcPHxCM1YHCIv3UFnFeCwuPOCrpeQ0dDyApGKsDhBBiMBgXLlzw9PQ8evSoq6urs7NzQkKCr6/vmzdvduzYERkZic9zw+FwpH+tnJyc1tZWFxcX/kOjR49ubm4+fvz4qlWr8D2fP38+f/68j4+PwPC4H1taWhofHy/wFWk0Gn9zWVhYyN2zcXNzi4iIqKurI8bqOCaTuWDBghEjRvz8888deLOKRWA1mDx5sszrAJKPanD16lXuzeDg4DNnzlRVVUn1xoDiYzKZd+/evXr1qpOT04wZM0iJoby8nFjAZvjw4dwrUNTW1r548WLixIniPxuDwcDnMZ4wYcL48eOpVCpCqKysLDc3Fy8wYsQIa2trmUXfCVStdeLGk4Z8fHy2b9+elZVFjNULCgqsrKyGDx/esfcLAInk4dQWdl7//PPPwrrHxGMlPa9VquMhn8k0Pz8fv8GBm62tLfcE7ykpKcQtDJWVlStXrtTS0hL9QgLzLJJFqoX71QFCCGEYhk+2gRCaOnVq3759+/btixCi0+kIodjY2C9fvty9e/fOnTsNDQ10Or2pqQm/6I5Ykxwv+enTJ3wTvwCJONrW1vb8+XP87/j4eAcHB6KtbGxsJB6+YMECIyOjDRs27N279/nz5xcuXPD39/f09BQWHrfFixcXCEGcJNzc3d0TExOJBJCTk/Ptt9/yrLjQ3Nzs5+c3ePDg9PR0ia5xUlACP2cRdQD999pLKasBdx1AXVsNAOD37NmzCxcuhIeHEzc9dr2srKxFixZRKBRHR0diDFZfX79hw4YhQ4YkJiaK/1Tv3783NzevqKjw9va+fPmym5sbfnvzgAEDvvvuOyMjo6VLl549e7ZT3obsqGzrxJ+G9PX1V65cuXfvXvzlWltbk5OTo6Oj1dSgRwcUj6SntkTnNRLv1BZ2XgsLjzt+6HWIIIfJFMMwDw+PRXwaGhqIh7x48WLWrFnEoUePHrU7UBeWZ5FMUm3XTGoHulIHZoZsaWkxMDBYuHDhxYsX//jjj7CwMOKQt7c3jUYbOnTo8ePH4+PjNTQ0Jk2adPXqVXwmj6VLl5aVlWVkZOD/KJo5c2ZRUdH9+/dtbW0RQvPnzy8tLV2xYgWVSl25cmVQUNDChQtnzZr15csX/Mlzc3Pxi5HGjBmTmpqKYVhxcTHRMR01atTDhw9Fh9dhzc3NPj4+FhYW4eHhvr6+rq6uZWVlxNEPHz5ER0d/9913CQkJ0ryKYs0DL+xzFlgHPn78eP/+femrAX8dwLqwGnALCgqCeeAVS+d95k+ePEEInThxojOeXBx4Rv/8+TP3zry8PDyw1atXi/k8bDZ7woQJrq6u+GZbW5uxsfHGjRu5y5iYmKxdu7bdpyJ3zmEVbJ1EpCEOh7Nx40YXF5dDhw6FhIScOXOmw68iV/M/A0XXgTZZolP7+vXr4p/XGIaJf2oLPK9FhCcr0nQ8FGIeeHlLpmlpaatXr37z5g3jv9LS0kxMTLgf4ufnl5GRUfFfLS0tol9CnDyLiZ1q+b8LGKsroY6dvSwWi8FgvH37lv8QMbTGMKy1tVXSZ16xYoW6ujqGYRUVFY2NjeI8pLy8nCcSEeFJo7m5ubi4+NOnTzz7ExMTX79+Lf3zK9ZYHRP+OUtZBzD5rgYyAWP1rtd5nznPSl1dT+BYHcMw/Pci8cfqGRkZCKHk5GRiT1hYmLa2NrE6EaYgY3VM9VqndtNQW1sb92qjHQNjdSBDHWuT5efU5j+vRYRHOtLbZHHIWzK9f/8+saQfLjAwcP369cRmTU3N+PHjKysrxX8JcfIsJsVYXfkv6wViwi+uGzRoEP8h7jnViIlnO8DIyEjMksbGxjx7RIQnDS0tLXyeHh7u7u6yfSFFIexzllUdQHJZDYCyysjIwJee7tOnD36HYWZmZm5ubv/+/ZcvX46XKS0tzcnJKSwstLe3nz17Nv+TJCcnv379WkdHx9fXt6mp6cyZMywWy8DAYMGCBXiB6urq69evV1VV2dvbT548uavenFgSEhIQ1/pGCCELC4vm5ubU1NR58+aRF1dHqFrr1G4aolKp/LPNA6Bw5OfU5j+vEXQ8/qvdfCp9MkWdn0/t7Oy4NzkcTkJCAveMA4cPH87NzTUyMho8eHBYWNjSpUspFIro5+zsPAtjddDpvn792tbWRqfT+VeFBaoDqgHoeo6OjuHh4UlJScTUMg4ODt7e3nfv3sU3w8PDr1y5cuvWrbdv3zo6OtbW1gYEBPA8yaxZsywsLBobG319fXV1db28vAwNDUeNGoV3LzIyMmJjYwMCAnR1dd3d3b28vPgX/qmuri4rKxMYIYVCsbe3l+V7/l/4DDoGBgbEnv79+yOESktLO+9FFQ60TgAoJTi1ZUh0PpU+mSIy8mlWVhaFQuEewDs4OLBYrOzs7Nzc3OXLl587d+769evERHECdXaehZlIQOc6d+5cWloahmEbN258/Pgx2eEAckA1AGQ5cOCAmpoaMfVuRUXFlClTBg4ciG8ePXp01KhRFArFxMTEysqKZ4ZeAvfVN7q6usT823Q63dfX98CBA2PGjJk3b96CBQuOHTuWk5PD8/C4uLjvhZBoOvcOqKuro1KpGhoaxB58jpyamppOfV0FAq0TAEoJTm2ZE5FPpUymiKR8evHixdmzZ3P/cj516tTff//97t27+fn5ZmZm6enpe/fuFf0knZ1n4Xd10LlcXFxmzpyJ/y3lJUxAcUE1AGQZMmTI9OnTY2Jitm7dSqPRYmJi/P39iaOZmZna2toIoeLi4srKSmKNFjHFxsa2tLQQq/LU1NSYmpq+evUKn9+IsGrVqp9++knqt9IR/L8m4ZPT6uvrkxGOPILWCQClBKe2zInIp1ImU0RGPsUw7NKlS8LmZh89enRBQcGIESNiY2M3bdok4nk6O8/CWB10rp49e5IdAiAfVANAosDAwJkzZyYlJbm7uz958uS3334jDg0cODAtLe3q1asODg6mpqYFBQUSPXNRUZGBgQH/RXo8aDQaWYs+GhkZsdlsBoNBdFXxFY9GjhxJSjxyCFonAJQSnNqdQVg+lTKZIjLyaVZWFpPJ/OGHH4QV0NLScnNzi4mJEf08nZ1nYawOAABAmTk7Ow8ZMiQyMrJbt27Ozs7ch7Zs2XL79u0bN25079790qVLkj4zlUotKSlhsVjq6uoiiuXn56enpwt7BuJnhM6AX3BYWVlJXGr44cMHBGN1AAAAkhOWT6VMpoiMfBofH+/m5ib6XnQzMzNiMT9hOjvPwlgdSIDJZN69e/fq1atOTk4zZszo+gDKy8uJOS2GDx8+duxY/G86nX7hwoXy8nJbW1snJyfu81zEIXHU1ta+ePGCuAemrKwsNzcX/3vEiBH4wp4qhfQ6gIRUg6ampvPnz79582bo0KGLFi3CbxYSh8AHwhetTCgUSkBAQHBwcFtb2+XLl4n9b9682bFjR2RkZPfu3RFCHA5H2DPQaLTW1lb+/aNHj25ubj5+/PiqVavwPZ8/fz5//vzPP//MXay0tJR7mlmeZ+7UsbqPj8/27duzsrKIPkRBQYGVlVW7nQ9FJLetE+Hjx49//vlnSEiImM8mTv568uTJnTt3NDQ0Zs6caWhoCG0XUD5yfmrzdBTF8fnz5+jo6IqKipkzZ06ePBkfLirEySswn0qfTFGX51MMw+Lj40+cOCG6WGJiopubm+gynZ5nxV8+DiiKzlvTu6CgAL815cSJE53x/O3C7yqJjY2tqakhFt588eLF0KFDU1JS8EHXoEGDbt++3e6hdr1//379+vXdu3fnXsqYTqeXl5ffvXtXXV29i1ckllQnrZZJeh3ABFWDFy9e6OvrDxs2DJ/bw9TUtKamRpynEvZASb9oDNZXJ4P4n/nHjx+7d+/u7+/PvbOwsBAhNHHixMbGxjt37hgYGOjp6TU1NX358uX+/fsIofDwcLwkfglcTEwMnU6PiYkxNjYeMGDAp0+fWltbjYyMNDQ0fv/99+Li4ri4uHnz5nGvCdxhwtZXr62tRQjxvBEMw/z8/JydnQWutr1+/fpRo0ZxOBwMw1paWoYPH15QUMBdQFHWV2+XfLZO3Nzd3QcMGCDmU7Wbv+rr6318fJydnblXfpa07YL11YEMdVIelNtTW2BHsV0fP340NTX19PScNGmSmprauHHj8P0k9jAlagf486n0yRTDsE7Kp8KSaVZWVs+ePRkMBvfOkpKSX3755eHDh/jms2fPxo8fz2QyiQLCUm27eRaTYn11mAceSMDa2jowMJDsKJCzs7O+vj6x8ObatWsdHBxmzJiho6Pj4eHh6OgYGhra7qF2lZeXe3l5tbS0cO/U1tY2NjaeMGECMY+0qpGTOoD+txqsXbv2xo0bpaWlVVVVvr6+r1+/3rx5szhPIuyB8EUrGT09PQ8PjxUrVnDvtLS09Pb2vnfv3tixY4uLiw8fPkyn093c3HJzc/F78E6fPn3t2jWE0Lx582xtbb29vW1sbHr16jV27FgrK6tLly5pamreuHHDxMQkODh45MiR27ZtCwkJ4V4TWLauXbv2yy+/IIQuX74cFRWFj9txt27dunbtmsA5cvbu3evi4uLq6nr48OFt27aFhobK58810pPP1olw4sSJoqIi8Z9EdP4qLy83NzdnMBipqancKz9D2wWUj9ye2gI7iu26cOFCXl7emTNn/vnnn61bt+bl5WVlZSHFOXn586n0yRQh1MX59OLFi7NmzeKevB0hRKfTT506ZW1tPWnSpE2bNqWkpGRkZHBf0CQs1XZqnoVr4IFk8BkduJc3IF1NTU1DQwOxqampyWAw2j3ULhsbGyaTKcM4lYa81YGCgoLFixd/++23CKF+/fpt27YtJiYG/1duJz0QKKLDhw/z3xkRHR0dHh5O9Aa+fPmCzw0zZcoU7mI6OjrZ2dn19fX9+vVDCDk7O3fr1g0/ZG5uXlJS8vbtWwqFwj1k6gzOzs7Ozs5///03/6GioqIrV64QUXGjUCi7d+9ms9kfPnwYMGBAp0ZIOnlrnQilpaWPHj1ycXE5f/68mA8Rkb+YTOb8+fP19PSOHz8u+1gBkD/yeWp3oKPIZDKnTZump6eHb3p5eYWFhfXo0aMToutE/PlU+mSKujafrl69mv9jt7a2rqurq6io0NLSEvgfE2GptlPzLIzVVVRGRkZeXh5CqE+fPr6+vgihzMzM3Nzc/v37L1++HCFUWlqak5NTWFhob28/e/ZsgU+SnJz8+vVrHR0dX1/fpqamM2fOsFgsAwODBQsW4AWqq6uvX79eVVVlb28/efLkTnovc+bMCQsLO3v27JIlS+h0emJi4sGDB9s9BJAsqkG7dQB1fjUwMTHh/v+lgYHB2LFjxZkmtMMPBIpI2BQG3P+2F72uD963QAjx52ljY2PpohNM/P8tMhiM7OxsEcvAUqlUYR0IfHUZeaMcrROOxWKFhoZGR0f/+uuv4j9KRP7avHlzfn5+VFQUvkgSAIqi3fMayeLU7przumM0NDQGDx5MbBYWFrq4uFhaWpIYUgcIzKcySaaoc/IpfzLl/ha4aWpqDhs2TMTziEi1IvIskiLVQq9URTk6OoaHhyclJRFTZTg4OHh7e9+9exchFB4efuXKlVu3br19+9bR0bG2tjYgIID/SWbNmmVhYdHY2Ojr66urq+vl5WVoaDhq1Ci8uczIyIiNjQ0ICNDV1XV3d/fy8uJfiaG6urqsrExghBQKxd7eXpz34u/vf+7cOU9Pz4cPHxYVFUVGRhKNu4hDAMmiGoiuA6hLqkGfPn149lRWVvJMRiLbB/4/9u49Lqb8fxz4e5qpJCXWLXeKLYmKKKyIJLXdhCS1Kpcky7p/llhy2XUptnUpuS4po1zSorZkpZRaFREZVArpoul+mfP74/w+5zufaWaamWbmzOX1/MOj8z7vmXmN97xf5/2eOed9AJA0VVVVbW1tPz8/S0tLc3Nzjp8mOsrMzNy3b59Q3zQ9e/bszp07xcXFtbW1XAdM5FKM7ITbvXv3unXrhD2Zk8/xKyoqikaj5efnW1tbZ2ZmmpmZhYaGKuqlDUCR8O/XSBxdW2r9uoswDLt69eovv/xy9+5dKbyc0hL2YMofOYfaTq9xB3JHwNUm3rx5o6Ki8vPPP+Ob7969W758Of63vr5+QEAA/rezs/O8efOIR+GX250+fRrfdHNzGzx4MLHXzMzM0tISwzAmkzly5Mi6ujq83NfXFyGUnp7OEcORI0d4fTJpNFrHmHktEfH582c9PT2EkKWlJceSD3x2dQr/Ho7rkiHSX41JWAKuFCLCx0DAzwAm9Y8BLjU1dfDgwUwms9P3LsgDBWxoDNaWIwP8n0uT9NcxUozsdP/+/V27duF/r1+/XvC15TAex6/S0lKEkImJSWVlJYZhhYWFurq6PXr0KC0tZX+syOsYASAyQXIyn36NdblrS6hfY7wHHnwGinzU1dUtX74c/3VaR0cnMzOTfa/CrPcJRNCxLeB3deU1cuTIuXPnnjlzZteuXTQa7cyZM/gymwih+/fv42fWFRQUlJSU1NbWCvvkUVFRjY2NxL0TysvL9fT0ioqKLCws2KsFBgauWrWqy28FRUZGWllZWVlZnTlzZvLkyQ8ePCAudOGzCyDF+hgghNrb24OCgm7evNmjRw/pPBAAICEKkJ1qamrCwsKioqJEezjX41dOTg5CyNnZGb/kdfTo0UeOHFm8ePHx48f37t0rcqgASAeffo263LWlP+oQjaamZnh4+MmTJ48dO7Zx40Z/f/8nT56QGA+QZTBXV2oBAQH29vY3b950dnbOzc3FV2tECA0aNOjevXvx8fFWVlZ6enrZ2dnCPvPz5891dXU7nnfEgUajdf3y4LNnz0ZHR2dlZdFotKlTp65cuTIgIODWrVv8dwGCYnwMcBs3bvzpp59MTU2l9kAAgOTIe3Zav369ubn5zZs38c3Xr183NTXFxsbq6OhYW1vzfyyv41fPnj0RQn369CFqWlpaIoQKCwtFjhMAaeLVr1GXu7b0Rx1doaKism7dukePHl27dq25uZn/Nd5AaZH/SQUksrOzGzly5KlTp7p162ZnZ0eYAPPxAAAgAElEQVSU79ixIzU19e7duxoaGvitFIRFpVILCwtbW1vZb3XQUVZWVlJSEq9nIL4Z5e/8+fN2dnZ42vXx8Xny5ElkZGRNTY2Ojg6fXcK/J4WlGB8DhFB4eLipqamjo6OwcYr8QACARMl7dqqoqEhMTCQ2v3792tDQsHbtWiMjo07n6ryOX6NHj0YIsc9hhg4dqqqqKrmbGwEgXrz6Nepy15byqEMsbGxsUlJSYKIOeIG5ulKjUCj+/v6bN29ua2u7fv06Xvj27dvg4OBTp05paGgghFgsFp9noNFoTU1NHcvHjx9fX19/8uTJwMBAvKSmpuby5cscC3e9evWKTqfzemYB02VeXt6YMWOITScnpxMnTnz69ElHR4fPLkGeWUl08WPA6zOApPsxiIuLwzDMy8uLKElNTbWyspLcA4ECaGlp+eeff+Lj421sbObNm0d2OOjevXuVlZW89trb2/O6tY+svRFxkffsFB8fz765efPmCxcu4Becd4rX8evbb7+1tbXNyMggdr1+/bq1tVU6C2IB0HVc+zUSR9eW5qhDXJ49e/b9999L8xWlQNYOSXJ9bFUh5VWB7PDx8enWrZu+vj7xlXxdXR1CKCoqqra29p9//nnw4EF1dXVdXR2TyUQIff36laiDEJozZ86XL1/Onj1bX19/9uzZyspKBoNRXV29aNGiIUOGbNy48eDBgy9evIiJiVmxYsXSpUs5Xn3JkiXZPDx+/FjAt+Ds7BwXF0fk9IyMjHHjxuF3XOCzCyG0YsWKefPmffr0idcz4/e25TXUUyRCfQwE/AwghKT2MUhKSvr1119bW1vDwsLCwsKOHj26cuXKvLw8ogKvtu70gUCxPXv2LCYmJjQ0tKysjOxYEELI1NQ0IyPDw8Nj48aNzc3N7e3t7e3tTCbzyZMny5YtKy4u5vVAWXsjYiTv2alTvLITn+PX4cOHS0pKHj16hO9KSUkxNDT84YcfxBIPAFLQsV8jcXRt6fdrXgNFXv26sbFx7969z549wzcrKyv//fffkJAQoV5U9snaIUm+j63kLHIHJEnYlSF9fHyys7M5Smg0mr6+/smTJ+l0upqamrW1dWVl5ePHj21tbRFCpqamCQkJGIYxmUx8xQ5DQ8PY2FhXV1dbW9uIiAgMwwoKCvBT9RBCRkZGOTk5XX9rXNfhrK+v9/X1HTt2bGhoqJ+fn6OjI4PB6HQXhmH4+rqHDh3i+loJCQn4/T/69esXERFRXl7Ovldh1oEnCPgxSExMFPwzgEnlY5Cdnd3xJsPdunXDF0nGcW1rQR4I68DLMrH8n+fm5iKEiE8s6fAVhqZPn85RvmnTJo4eykHSb4TENYflNztx2LRpU8d14Hkdifgfv3Jzc2fNmhUUFLR3714HB4eysjKOh8M68ED6hMrJHfs1Jo6uLYl+jfHo2nwGirz6dV1dnampKYVCMTc337Fjx9GjRzvetkYx1oGHY6toYB14wMXvv/+O3zeCEBkZGRoaSnzZWVtbi19IM2nSpDt37rDX7NGjR3p6ekVFRd++fRFCdnZ2xM0DDQ0NCwsL379/T6FQJLr0evfu3U+fPt3Q0PD+/XsvL69evXoJsgsh9Pz58xs3bvC626GdnZ2dnd2VK1ckF7lMEfxjwHF3Sj6fASSVj4GZmRnxXTsvXNtakAcChYdfD0yhUMgO5P/jddVxYGBgx6+W2MnaGxEj+c1OHH777bfffvuNo5DXkYj/8WvcuHFJSUllZWUaGhr/+c9/JBs3ABLQsV8jcXRtafZrPgNFXv1aU1MzJyenpqZGTU2t49tXJLJ2SJLfYyvM1QHimizYP9OdrniB50qEUMesNGzYsK5FxwV+N0sO3bt3NzQ05Fqf167m5ub09PSDBw+KEEN7e7sIj5JlXfwY8PkMICl+DPhUFq2tFa+hlVldXd3169cLCwuNjY1tbW3x9bQ7evXqVUZGRl5e3tSpU11cXIhyDMNSU1OfPn1KpVINDAxsbGx4FYrdpUuXlixZ0mmE7HgFVlZWdufOndLS0qlTp86aNUsS0YqdMmcnPoc2hNDAgQN57YLcBWQcr5mqWLq2JPo1EqZr8+/X/FdNkrvOC8dWJMljK8zVgTxRVVXV1tb28/OztLQ0Nzfn+J5VWJmZmfv27RPqvh3Pnj27c+dOcXFxbW0trx/kgaSJ8DEQtq2hoRXPy5cvN2zYsH//fnd3dy8vr9WrV2dmZo4cOZKjWmho6I0bN5KTk9+/fz9z5syPHz/6+/vju7Zv3z5ixIh169Y9efIkICAAP0JzLWRXVlbGYDC4hkShUARZD6y+vj44OJgYT/CJkB3XwFJSUqKiovz9/bW0tJydnb28vDq9uREQihSyE3+QuwCQBGG7tvKMMOHYiiR9bJXOyfdAmki8RhpwkKPr1UEXIbheXeoE/z9va2szMTEJDw/HN7Ozs9XU1G7duoVh2PPnzxFCp0+fxnfp6+sHBATgfzs7O8+bNw//m8Vi9enTJyUlBd8MDg7mVcjhyJEjvI6/NBqtY338Ltn4/betra2nTZumra2tra1NVOAVIfsb4RoYk8kcOXJkXV0dXujr64sQSk9PF+Q/EJP5ayOBaKAtgBjBcVCaZCEnw7EV6/KxlQNcrw4AAEDpJCQkPH361N7eHt80MzNjMplqamoda96/fx+/dK2goKCkpKS2thYvp1Ao33777aJFi8LDw52cnDZu3MirkENgYOCqVauEDXjcuHF///03/ndVVdXkyZM7jZAd18CioqIaGxuJ2xGVl5fr6ekVFRXhSzQBAAAAQoFjK5L8sRXu2QYAAEDB5ebmampqEhc3IoS4DiYQQoMGDcrMzFy7du2LFy/09PTYb/AbFhamra3t7Ow8e/bsmpoaPoXsaDSaBm+CBN+7d+9t27YJEiG7joE9f/5cV1f3j/+6fft2UVGRp6enIDEAAAAAHODYiiR/bIXf1QEAACg4FotVX1+fkpIyZ84c/jV37NiRmpp69+5dDQ2Na9euse8yMTHJycnZunXrqVOnzMzM8vPze/fuzbWQ/VFZWVlJSUlcX4tKpRLfxPPn4+MjSIT8o6VSqYWFha2traqqqoK8KAAAAMAHHFulcGyFuToQSEtLyz///BMfH29jYzNv3jxyg7l3715lZSWvvfb29tra2lx3ydS7kAsy9T8G7Q5EZmxsjBC6fPkyMZ6orKx88OABx0Kvb9++DQ4OPnXqFP6tPPvX6s3NzTExMUuXLv3jjz8cHR3t7OxiY2OXLl3asdDPz4/9OV+9ekWn07lGRaPRBBxPCBIhO67Rjh8/vr6+/uTJk4GBgXi1mpqay5cvr169WqgYZJas9fT09PR3797x2quuru7q6irFcACQG9CX5QUcW6VwbIW5OhDIs2fPYmJiwsPDjYyMyI4FmZqaBgcHHzt2bODAgXv37sWX2WxoaCgsLPzjjz+ePHkyduxYrg+UqXchF2TqfwzaHYjM0dHR1NT0/Pnz3bp1W7BgQV5e3v3792NiYhBCX79+RQjV1dUR/0ZFRbm7u+fm5j548KC5uRlfMEZVVfXkyZOenp4UCmXOnDl9+vTp06cPhmEdCzleesmSJey3hOkUfk4dr3EhnwjZ3wjXwOzs7LZv375x48ampiYHB4f8/Hw6nR4ZGSn0/6askrWeHhISkpaW5uHhMXDgwMLCwlOnTs2YMcPFxaWqqiohIeH169dKO74HgD/oy/ICjq3SOLaKtkgdkGUSWns8NzcXIRQRESH2ZxbBkydPEELTp0/nKN+0aVN2djafB0r5XSjAOvDQ7gJCsP6t1An1f15aWmpjY0OhUCgUyowZM0pLSzEMe/z4sa2tLULI1NQ0ISEBwzAfHx8ajaavr3/y5Ek6na6mpmZtbV1ZWdnY2Kirq+vu7n716tVDhw4FBQVhGMa1sCuuXbtmZWWFH51XrFiRn5/fsQ7XCBMTE9nfCK/ACgoKRo8ejT+/kZFRTk6O4LHJwprDnZKpfOXo6FhQUID/HR8fjxBat24dvtnU1GRoaEheaP8H1oEHYiTG4yD05U7JSE6GYyvWtWMrB1gHHogO/xmTQqGQHQhCCGlpaXEtDwwMxFdx5EWm3oVckKn/MWh3ILJBgwbdu3evpqaGxWIRl71NmjTpzp077NUiIyNDQ0OJT1ptba26ujr+d3FxMYvF+vjxo5ubG17SrVu3joVd4erq2unvM7wi5LjfL9fADA0NCwsL379/T6FQhg4d2vWAZY1M9fRp06YZGhpy3aWurs5+nSQAgAP0ZXkBx1Yk4WMrzNUBp7q6uuvXrxcWFhobG9va2vbs2ZNXzVevXmVkZOTl5U2dOpW4NAXDsNTU1KdPn1KpVAMDAxsbG16FYnfp0iX282G4hseBT2BlZWV37twpLS2dOnXqrFmzJBGwTIF2xylbuysbHR2dTuuwfyVEDCbQf8eOHIdhroWSxitCdnwCGzZsmIQCkyYBUxavhCCFlLVp0yY+e4m7EFVXV0dFRa1evfqvv/7Ky8sbPXr0+/fve/To4efnx2QyL1y40Nraqquru2jRIrw+5CigYKAvK0BfhmMrktixFebq4H+8fPlyw4YN+/fvd3d39/LyWr16dWZm5siRIzvWDA0NvXHjRnJy8vv372fOnPnx40d/f3+E0Pbt20eMGLFu3bonT54EBATg+ZFrIbuysjIGg8E1JAqFMnXq1E4jr6+vDw4OJuZsvMLjwCuwlJSUqKgof39/LS0tZ2dnLy+vP/74o9MY5Be0O16ubO0OgJwSMGXxSQhkpSwO58+fX716dUtLC4vFOn36dG5ubm5u7o4dO75+/ern56elpeXl5TV48GAjIyN8fA85CigY6MvQl0EnRD6fHsgska9gaWtrMzExCQ8Pxzezs7PV1NRu3bqFbz5//hwhdPr0aXxTX18/ICAA/9vZ2XnevHkYhrFYrD59+qSkpODlwcHBvAo5HDlyhNdHlEajdaxfWFiIENLR0bG2tra2tp42bZq2tra2tjZRgWt4HO+CV2BMJnPkyJH4khIYhvn6+iKE0tPTBf6P/D9ycb06tDv+RxfbHcH16lIH/+fSJCPXRmJ8U5Yg+QqTYsoicFzjyg7/qjE2NhbDsBcvXmAY5ubmNnjwYKKCmZmZpaUlJtZjEwGuVwdiJGxOhr6Ml4vWl2UnJwMxguvVAT8JCQlPnz61t7fHN83MzJhMppqaGtfK9+/fx68QLigoKCkpqa2tRQhRKJRvv/120aJF4eHhTk5O+HlBXAs5BAYGrlq1StiAx40b9/fff+N/V1VVTZ48mX94HHgFFhUV1djYSNzvoby8XE9Pr6ioyMLCQtgI5QK0O16ubO0OgJwSPGXxSghSTln8DRw4ECHk5OSEEDIwMOBTE3IUUDDQl/FN6MuADxWyAwAyJDc3V1NTs2/fvkQJrwkbQmjQoEGZmZlr16598eKFnp4ecSvCsLAwbW1tZ2fn2bNn4zdI4FXIjkajafAmSPC9e/fetm1bp+Fx4BrY8+fPdXV1//iv27dvFxUVeXp6ChKGPIJ2xwuVrd0BkFOCpyw+CYGslNWRiooK8S9/kKOAgoG+DH0ZdAp+Vwf/h8Vi1dfXp6SkzJkzp9PKO3bsSE1NvXv3roaGxrVr14hyExOTnJycrVu3njp1yszMLD8/v3fv3lwL2Z8tKysrKSmJ6wtRqVTiq0f+2Jfi5BUeB66BUanUwsLC1tZWVVVVQV5X3kG7K2e7AyCnBE9ZfBICiSlLZJCjgIKBvgx9GXQKflcH/8fY2BghdPnyZaKksrIyLi6uY823b98GBwd7enri3z4SX3A2NzdfvHhRS0sL/5qwvLw8NjaWayHHE7569YrOA58ZFy+8wuPAK7Dx48fX19efPHmSqFlTU3P8+HFhw5AX0O7K2e4AyCkBUxafhCD9lIVhmOBvkEajNTU1dSyHHAUUDPRlogT6MuCJnAvngSR1ZW05U1NThNDKlSuTkpKOHDni6OjY1NSE73306BFCKDQ0FMOwvLw8hNCMGTO+fv364MEDXV3d3r17M5nMz58/T5kyhcViYRjGYrH69u0bFxfX2NjYsbCL7/Hx48cIoaFDh3Ldyyu82tpa9nfBK7CmpqYhQ4aoqan99ttvBQUF0dHRCxYsqK2tFSFOeVlbDtod63K7I1jnTOrg/1yaZGcdIz4pS5B8VVtbyzUJSCJlES5evIgQWrZsWcdda9asQQh9+fKFKDlz5gxC6MyZM3V1dWfOnBk2bFj//v2rqqrEeGwiwJpSQIyEzcnQl7vSl2UnJwMx6tgWMFdXQF3pvaWlpTY2NhQKhUKhzJgxo7S0FC9//Pixra0tQsjU1DQhIQHDMB8fHxqNpq+vf/LkSTqdrqamZm1tXVZWpqur6+7ufvXq1UOHDgUFBWEY1tjY2LGwK65du2ZlZYV/2bRixYr8/PyOdbiGl5iYyP4u+ARWUFAwevRo/CWMjIxycnJEC1Uu5uoYtPt/daXdYd4offB/Lk0yNS7kmrIEzFeVlZVck4DYUxaupaXl999/HzNmDEKoZ8+ewcHBb968IfaePn160KBBCKGFCxc+fvwYL2QymfgSU4aGhrGxsa6urra2thEREZj4jk0EGKMDMRIhJ0NfFrkvy1ROBuLSsS0omDDncgC5EBMTs2jRoq60bE1NDYvF4ri2pyMmk6mlpYX/3dzcrK6ujhBqa2tjsVgfP34cOnQoUZNroaRxDY8D/8Dev39PoVC6EnPX20JkCxYsQAhdvXpV8IdAu+NEa3cKhRIdHb1w4UIRYgaioVAoZIegdMSSzUTITlwJkrJ4JQTZSVm8VFRU4GtuNTU1devWjX1X149NBHG1BQCoC8dB6MsiPK0YR5gLFiyg0+ldfx4gFm5ubuw5GdaWA1zo6OgIUo1ImgghImnSaDSEEEfe4VooaVzD48A/sGHDhkkiMJkF7Y5TtnaXX/ivCkBpCZKyeCUE2UlZvBCLY3MM7hHkKKBwoC+T66effsK/tgOyYMiQIeybMFcHAAAgl+AsBgAAAKCLLC0tLS0tyY4CcAfrwAMAAAAAAAAAALIF5uoAAAAAAAAAAIBsgbk6AAAAAAAAAAAgW2CuDgAAAAAAAAAAyBaYqwMAAAAAAAAAALIF5uoAAAAAAAAAAIBsgbk6AAAAAAAAAAAgW+D+6gqLQqGQHQIgGZ1Oh48BAEAGQXaSHW5ubmSHABTHokWLFi1aRHYUACgOCoZhZMcAxKy0tPTRo0f86/z9998RERGrV6+ePn26dKISVnp6emhoaHR0NNmBiMHChQul/6Lp6eklJSXSf13B+fv729vbOzg4kB0Ip8+fP2/cuNHGxmbp0qVCPXDKlCmDBw+WUFQAKIyuZ6f29vZdu3Y1NjYePHhQZuf8mzZtMjExWbJkCdmBdGLIkCGWlpZkRwEUQUxMDNkhiCIkJAQhtH79erID4dTS0vLTTz/p6Ojs2LFDXV2dax1SRphAmmCuroz+/PNPb2/vXbt27dixg+xYeIqJiVm0aBF8PhVVU1OTpqYmnU53cXEhOxYuLl++7OnpGRUVBb8PACCD1q9fHxER8fjxYyMjI7Jj4cnb27u8vPzevXtkBwIA4Aef7srmFw1FRUXffffdmDFjEhISeE3XgWKD69WVTlxc3LJly9auXSvLE3Wg8N6+fctisfT09MgOhDsPD481a9b4+vo+e/aM7FgAAP/j5s2bR48ePX78uCxP1BFCpqamOTk5ZEcBAJBj+vr6d+/ezcnJcXd3b29vJzscQAKYqyuXe/fuLV68eNWqVfgJPwCQ5c2bNwihESNGkB0IT0eOHJk4ceL3339fWVlJdiwAgP+vqKjIy8tr5cqVXl5eZMfSCTMzs8rKyuLiYrIDAQDIsXHjxt2+ffvevXu+vr5wtqkSgrm6EklOTnZycnJ3dz969CjZsQBlx2Aw+vXrp6WlRXYgPNFotOjo6NbWVg8PD/gyGwBZ0NTUtHDhwuHDhx85coTsWDpnYmKioqLy77//kh0IAEC+TZky5cqVK5cuXdq+fTvZsQBpg7m6ssjIyHBycnJwcIiMjFRRgXYHJGMwGCNHjiQ7ik7079+fTqenpqbu2bOH7FgAAGj16tVv376NjY3V0NAgO5bOaWtrjxw5EubqAICu+/7778+ePXvgwIFDhw6RHQuQKrhnm1J4+vTpvHnzZs2adfnyZSqVSnY4ACAGgyGzF6uzs7CwCAkJCQgIGD9+vGwugweAkjhz5sy5c+euXbsm+1/zEczMzGCuDgAQC09Pz5qamrVr1/bq1cvX15fscICUwO+rii8/P3/27NkTJ068cuWKqqoq2eEAgBBCb968kZcBt7+/v4+Pj7e398uXL8mOBQAllZ+fHxgYuHnzZvn6ygyWlwMAiNGaNWv+85//rFy5kk6nkx0LkBKYqyu4169f29raGhgYxMXFdevWjexwAEAIIQzD3r17Jy9zdYRQWFiYgYGBi4tLbW0t2bEAoHSYTObChQvHjx8vd1ejmJqalpaWfvr0iexAAAAKIjg4eM2aNUuWLIH7QSoJmKsrsuLiYhsbm6FDh/7111+amppkhwPA/1deXt7Q0CBHc/Vu3brR6fTKysoffvgBVmEFQJowDPPx8amurqbT6XJ3atiECRMQQrm5uWQHAgBQHEeOHHF1dXVzc8vOziY7FiBxMFdXWB8+fJg5c6aOjk5CQoIsr7YNlBB+wza5uF6dMHTo0CtXrty6dUsuFqAGQGGEhobGxsZevHhx4MCBZMcitD59+gwaNAhOgwcAiJGKisqFCxemTZs2d+7cFy9ekB0OkCyYqyumioqKOXPmqKqq3r17t3fv3mSHA8D/YDAY3bp109XVJTsQ4VhbW+/du3fLli1w4hkA0vH48eOtW7fu2bPHxsaG7FhEBMvLAQDETlVVlU6nGxgYzJkz5/3792SHAyQI5uoKqKamZu7cuS0tLcnJyf379yc7HAA4MRiMESNGyOO9Azdt2jR//nwPD4+3b9+SHQsACq6qqmrRokWzZ8/eunUr2bGIztTUFObqAACx6969e3x8fJ8+fWxsbGBRDAUmf2NlwF9tbe2cOXMqKioSExPl8YxBoAzk5YZtHVEolMjIyAEDBsyfP7+xsZHscABQWCwWy8PDA8Ow8+fPy+P3egRTU9OioqKvX7+SHQgAQNH07Nnz9u3bbW1t33//PZPJJDscIBFyfPwDHTU0NDg6OhYXFycmJg4fPpzscADgTo5u2NZRjx494uLi3r59u3LlSrJjAUBh7d69Ozk5+cqVK3369CE7li4xMzPDMAyWlwMASMLAgQMTExNLS0udnJyamprIDgeIH8zVFUdLS4ubm1tBQUFycvK3335LdjgA8MRgMOR3ro4QGjVq1IULFy5duhQeHk52LAAooOTk5ODg4JCQEEtLS7Jj6aqhQ4f26dMHToMHAEiInp7e3bt3nz596u7u3tbWRnY4QMxgrq4gWltb3dzcHj169Ndff40ZM4bscADgqb6+/vPnz3I9V0cIff/99z///POaNWvS0tLIjgUAhVJaWuru7u7m5hYQEEB2LOJhYmICc3UAgOQYGxsnJCQkJSX5+vrCnWUVDMzVFUF7e7uXl1dycnJ8fDx+N1cAZBaDwcAwTE6vV2e3a9cuGxubBQsWlJWVkR0LAAqitbV18eLFvXr1UqSTVmApeACApFlYWMTFxV25cmXdunVkxwLECebqcg/DsFWrVt24cSM+Pn7atGlkhwNAJ968eUOhUBRgPQUVFZU///yze/fuCxYsaGlpITscABTB5s2b//3339jYWG1tbbJjERtTU9OCggK4lBQAIFE2NjZnz54NCwv77bffyI4FiA3M1eUbhmEBAQEXLlyg0+kzZswgOxwAOsdgMHR1dbt37052IGLQq1ev2NjY3Nxcub6nFAAy4ubNm0ePHv3jjz+MjIzIjkWcTE1N29ra8vPzyQ4EAKDgPDw8fv/9961bt0ZERJAdCxAPGtkBgC7ZunVreHh4VFTUvHnzyI4FAIHI7w3buBo3blxERISHh8f48eO9vb3JDgcAeVVUVOTl5bVy5UrF60ejRo3S0tL6999/zc3NyY4FAKDgVq9e/fnzZ39/fx0dnQULFpAdDugqmKvLsR07dhw+fPjixYvQFYEckesbtnG1ePHizMxMf39/Y2NjMzMzssMBQP40NTUtXLhw+PDhR44cITsW8VNRURk3bhxcsg4AkI5du3bV1tZ6enpqa2vb2tqSHQ7oEjgHXl6FhITs3bv3xIkTixcvJjsWAIQg7zds4+rgwYOTJk2aP39+ZWUl2bEAIH9Wr1799u3b2NhYDQ0NsmORCDMzs5ycHLKjAAAoi8OHD3t4eLi6uj569IjsWECXwFxdLoWFhW3YsCEsLGz58uVkxwKAEFgs1vv37xVvrk6j0aKjo9va2hYvXtze3k52OADIkzNnzpw7d+7MmTOKlxkIpqameXl5ra2tZAcCAFAKFAolPDx85syZjo6OBQUFZIcDRAdzdflz7ty5H3/8cf/+/atXryY7FgCEU1pa2tzcrEjXqxP69+9Pp9MfPHiwe/dusmMBQG7k5+cHBgZu3rzZxcWF7FgkyNTUtKmpqbCwkOxAAADKQlVV9erVq2PGjJkzZ867d+/IDgeICObqcoZOp/v5+QUFBW3ZsoXsWAAQ2ps3bxBCivrr2eTJk48ePbpnz55r166RHQsAcoDJZC5cuHD8+PF79uwhOxbJMjIy6tatG5wGDwCQJg0NjVu3bvXr18/GxubTp09khwNEAXN1eXL9+vXFixcHBgbu3LmT7FgAEAWDwdDU1OzXrx/ZgUjKypUrfX19ly1b9uLFC7JjAUCmYRjm4+NTXV1Np9NVVVXJDkeyVFVVjYyMYHk5AICU9ezZ8+7du1Qqdc6cOTU1NWSHA4QGc3W5kZiY6O7uvnLlypCQELJjAUBE+MJyFAqF7EAkKCwszNDQ0MXFpYD3Zm8AACAASURBVLa2luxYAJBdoaGhsbGxFy9eHDhwINmxSIOpqSnM1QEA0te3b9/ExMTq6mp7e/uGhgaywwHCgbm6fEhLS3NxcXF3dz927BjZsQAgOgW7uTpX6urqdDq9urra29sbwzCywwFAFj1+/Hjr1q179uyxsbEhOxYpwefqkBMAANI3ZMiQhISEly9furu7t7W1kR0OEALM1eVARkaGnZ3d3LlzT58+raICTQbkmOLdXJ2rIUOGXLlyJT4+/tChQ2THAoDMqaqqWrRo0ezZs7du3Up2LNJjZmZWW1vLYDDIDgQAoIzGjh2bkJCQkpKybNkyFotFdjhAUDDxk3W5ubnz5s2ztraOioqi0WhkhwNAlyjkzdW5mjlz5v79+7du3Xr37l2yYwFAhrBYLA8PDwzDzp8/r1TfPo8bN45Go8HycgAAskyePPn69etXr1798ccfyY4FCEqJDpPyqLCw0NbWdsKECVeuXFH4pXeAwvv69WtlZaWSzNURQhs3blywYIGHh8fbt2/JjgUAWbF79+7k5OQrV6706dOH7Fikqnv37qNHj4ZL1gEAJJo1a1ZUVNSJEyf27t1LdixAIDBXl11FRUUzZ87U09O7fv16t27dyA4HgK7Cb9im8Ners4uMjBw4cKCrq2tjYyPZsQAgbR2XV0xOTg4ODg4JCbG0tCQlJHKxLy9XWlp669YtOp1ObkgAAGXj4uISFha2ffv2o0ePkh0L6BycUy2jSkpKbGxshg4deufOHU1NTbLDkYaysjIvLy9ixYva2tq+ffvOmDGDqGBoaHjixAlyggPiwGAwVFRUhg0bRnYg0qOpqRkXF2dubr5y5coLFy6QHQ4A0sNisUxNTXfu3Onl5YWXlJaWuru7u7m5BQQEkBub9GEY9ubNGyqVmpaWNnv27OzsbPzmSf7+/m5ubmRHB4ByiYqKioiIIK7ZLi0tRQgRA04VFZXly5cvXryYrPCkYNWqVV++fPnpp5/69+/v7u5OdjiAH5iry6IPHz7MnDlTW1s7ISFBS0uL7HCkZODAge/fvy8qKmIvTE1NJf62srKSelBAnBgMxuDBg9XV1ckORKr09fUvXrzo5OQ0ZcqUVatWkR0OAFKSlpbGYDC8vb0fPHgQFhZGpVIXL17cq1ev8PBwskOTnurq6t27d2dmZubm5tbX11MoFDU1teTkZHw1eBqNNmrUKLJjBEDpjB07NiUlhaMQP/UPpww/OG/fvr2mpsbLy6tnz552dnZkhwN4gnPgZU5FRcWcOXOoVOq9e/d69+5NdjhS5eXlxeey/EWLFkkzGCB2ynDDNq4cHBx27Nixdu3af/75h+xYAJASOp2upqaGEDp//vzEiRNXrFjx77//xsbGamtrkx2a9PTq1Ss3Nzc9Pb2+vh4hhGFYc3Mzcdu2tra20aNHkxogAMrI2NjYwMCA114DAwNjY2NpxkOWgwcPLl261M3N7eHDh2THAniCubpsqampmTt3bnNzc0pKSv/+/ckOR9o8PDy43vWRQqEYGxuPGTNG+iEBMVKSG7ZxFRQUZGtru3DhwrKyMrJjAUDiMAyLjo5uaWlBCLW1tRUWFl68eHHZsmVGRkZkhyZtf/zxB5/l7mGuDgApeP04pKqq6u3tLf14SEGhUMLDw+3s7BwcHJ4+fUp2OIA7mKvLkNraWltb24qKisTExIEDB5IdDgn09PRMTEwoFApHOY1GI654BPJLeW7Y1pGKisrly5d1dHQWLFiAT2AAUGAZGRmfPn0iNtva2lgsVlhY2Nq1a1tbW0kMTPoMDQ1Xr17NdVZApVKHDx8u9YgAADx/HGpra1OqszipVOrFixdNTEzs7e3hnjWyCebqsqKhocHR0fHdu3f37t0bMWIE2eGQxsvLi0qlchS2tbXB0hfyrq2traSkRGnn6gghLS2tuLi4/Pz8TZs2kR0LAJJ17do1/AR4An7i9/Hjx6dPn/7hwweS4iLHL7/8wnWN2EGDBsHdWAEgxbBhwyZMmMDx4xCFQpk4caKyDcI1NDRu3rypq6trY2NTXl5OdjiAE8zVZUJLS4ubm9vz58+Tk5P5XEKjDBYtWkSszIlTUVGxtLQcPHgwWSEBsXj//n1ra6tyXq9OMDAwOHfu3O+//37u3DmyYwFAUjAMu3LlCtfzR9rb2zMyMqytrfHrt5VEr169Dhw40PGUMbiwCwASdfxxiEqlKudZnNra2n/99ZeqqqqtrW11dTXZ4YD/AXN18rW2ti5YsODRo0d37txRwmv5OOjq6k6bNo09e1IoFOVMnQqGwWAghJT5d3Wcq6vr+vXr/f39s7OzyY4FAInIycnh+ss5Plm1s7NLSUlRknuREpYvXz5u3Dga7f9uvqOmpmZoaEhiSAAoOXd3d2KhRxyGYQsWLCArHnL17ds3MTGxtrZ23rx5SvVdquyDuTrJ2tvbvby8/v777/j4+AkTJpAdjkxYunQpRwncflYBMBgMbW3tb775huxAyPfbb79Nnz59/vz5X758ITsWAMTv6tWrHCfAI4RoNJqmpuapU6cSEhKUcEEWFRWV48ePt7e3EyUsFgtu2AYAifr27WtlZUX8OKSiojJjxgwlXNeZMHjw4MTERAaD4eLiAgvryA6Yq5MJw7BVq1bduHEjPj5+2rRpZIcjK9zc3IhVc6lUqo2NDUzw5NHz588fPnxILHvOYDD09fXJDUlGUKnUy5cvUyiUxYsXs4/dcY2NjaREBYC4xMTEsI/z8Hw+Z86cwsLCFStWkBcXyaZMmbJgwQLiAvW2tjaYqwNArqVLl7L/tN7xtyJlM2rUqPj4+IyMjGXLlnFckQrIAnN1Kbl///7Lly/ZSzAMW7NmzYULF65evTpjxgyS4pJFOjo6c+fOxc8VxDAMUqecys3N/e677wYNGqSurj5q1Ki4uLj29vZjx47dvn37xYsXTU1NZAdIpm+++SY2NjYtLW3nzp1EYVNTk7e398GDB0kMDIAuevr0Kftiwqqqqj179rx69ert27eV8Od0DocPH2a/wgtu2AYAuVxdXYkrU6hUqrOzM7nxyAJzc/Pr169fu3YtMDCQY9fp06dfv35NSlRKDQNSYWFh0bt379zcXKJky5YtVCo1JiaGxKhk1pUrV/ArG9XV1ZlMJtnhAFEUFhZyZBs1NTXiNyUKhXL16lWyYyTZ+fPnif+Hd+/ejRs3DiGkp6dHdlwAiG779u14N8d/Tp8/f35FRQXZQcmQ3bt349N1NTW19vZ2ssMBQNm5uLjQaDQajebi4kJ2LDIkLi6ORqPt2rWLKPn1118pFMratWtJjEo5wVxdGtLT0/GBi5aWVmZmJoZhO3bsUFFRuXTpEtmhyaj6+noNDQ2E0MKFC8mOBYiIxWL16NGD61eEFApl2LBhra2tZMdIvhUrVmhpaZ07d653797EFxnsX+oBIF/wS11oNFq/fv1u3bpFdjgyp6GhYdCgQQihUaNGkR0LAACj0+kUCoVCodDpdLJjkS3nzp2jUChHjhxhsVibNm3Cf0LT0ND4+vUr2aEpFzgHXhp+/fVXVVVVFovV0NBgZWXl7+8fHBwcERHh4eFBdmgyqnv37i4uLgghT09PsmMBIqJQKLyWS6RQKMHBwexLIiuto0ePjhkzxsfHp6amprW1FSGkpqZ25coVsuMCQBQFBQVFRUUIoaVLlxYWFjo4OJAdkczR0NA4evQoghu2ASAb7O3tu3fvrqGhMW/ePLJjkS3e3t779u3buHHj7NmzDx06hGEYQqilpeXMmTNkh6ZkyP6yQPG9efOGWCkNIaSioqKqqirNc0hgEXXpi46Ollr7yrItW7Z0XA5aRUVlxIgR8KM6hmFMJnP+/Pns+QE3cOBAFotFdnRKR1rpAQhELFk0Ojqa7PehdNzc3LrecEBOkf3pU0YSbdDm5mYjIyOOUcqgQYPa2tok+rqAHfyuJXGHDh2iUqnEaor4H8ePH585c6bUFrGwsLBYv369dF5LXNrb2+l0+qJFi8gORGjyGLOEmJub478Vc9i3bx/8qP769evvv//+zZs3HZdaLSsry8zMnDx5MimBKbN169ZZWlqSHYUcS0xMnDZtGn4FU1eIN4vK4Iy9tLSUwWBMnz6d7EDELCQkhOwQAMnkMYvm5eUhhPAlY+RIenp6aGio5J6/vr7eycmpsLCQY5RSVlZ2+/ZtR0dHyb00YKfsw2VJq6qqOnv2LMd0Bf/FbP78+efPn5fOOd6DBw9euHChFF5IvFxdXdXV1cmOQmgwVydMnDgR+98v2lVUVPT19eXx0yheWVlZ1tbW9fX1GLcfIvDT4GGuLn2Wlpbw4ewKcf3viTeLymabtrS0dDztSN5dvXqV7BAAyeQxi7q6uiKE5PEnBMnN1auqqubOnfv06dO2tjaOXSoqKocPH4a5utTA9eqSFRYW1vFTjv57yoq3t/eFCxekH5W8kMeJOmA3bNiwXr16sZdgGLZv376OZ30rm4kTJx4+fFhTU5NYT45dS0vLpUuX4NamACgwxZuoAyCn8HXgyY5ChtTV1U2fPj0rK4vrqZHt7e0PHjzIz8+XfmDKSdlHzBLV2NgYGhrKda5OpVIxDJsxYwbcXhUotkmTJuFrhyKEqFTqt99+i68aqOQoFMqKFStev369YMEC9N+7W7GrqKh48OABGaEBAAAAQHn16NHj8uXLdnZ2iMfpBqqqqvgamUAKYK4uQefOnfv69StHIf6hnzhxYnJy8t9//21hYUFGaABIiYWFBfHzEYvFOnDgAPyoThgwYMClS5fi4+P79+/PcThUVVWNiooiKzAAAAAAKK1x48YlJCSkp6fjl+NxjNxaW1svXLjw+fNnkqJTLjBolhQWi3X48GH2i1HxsbiZmVlSUlJGRsbMmTPJiw4AKZk4cWJzczNCSEVFZezYsXCBU0f29vZFRUUbNmxQUVGhUql4YWtra3R0NNfTzwAAAAAAJM3CwuLhw4eJiYljxoyhUCgcM/bIyEiyAlMqMFeXlOvXr7958wafq+Oz9PHjx9+8efPx48ezZs0iOzoApMTc3Bz/g8Vi7d+/nzgfHrDr3r37gQMHsrKyxowZQ0zXv379mpSURG5gAAAAAFBms2fPzsvLi46OHjJkiIqKCj6Qa21tDQkJgV8UpACWUpCUX3/9Ff/+icViGRsb79u3b+7cuWQHJceam5tTU1OfPn06bdq0yZMnE/MZoWpmZWUVFRVx1LewsBgxYgSx+fHjx5cvX86YMUPc70BJ9e/fv3///p8+fTIzM7O3tyc7HJlmZmaWnZ198ODBX375BcOw9vb2qKgo/IIxAEQmePLEcc2BNTU1kZGRxcXF9vb2s2bN6vRJQNcJ3nCVlZU3btwoLi4eN27cnDlzevTowbVOeHj4tm3buD5Dbm7ugwcP1NTU7O3tBw8eLLb3AICcELy71dXVxcTEvHv3zsLCwsbGhmOBWF6pUpDxpyyjUCgLFixwdnaOiIjYuXNnTU1NW1tbRUXFtWvX3N3dyY5OwcHv6hLx6NGjzMxMFotlZGR069atnJwcmKh3xefPnw0NDYuLi318fK5fv+7k5NTe3i5sTQzDFi9e7NFBdXU1XqGiomLjxo0jR46Mi4uT0htTDviiDPv27SM7EDmgqqr6n//859mzZxYWFiwW69q1a01NTWQHBeSY4MkT8c6BVVVVEydOzM3NffbsmZ2d3ZQpUyQfuLITvOGePn06Y8aMMWPGbN68uaioaOrUqeXl5R2r+fn5cV0L6suXL35+ftu2bXNyclq5ciVM1IESEry7FRYWmpqaDhgwYPPmzV+/ftXX12dfBZZXqux0/CkvVFVVV69e/e7du19++QX/TvDw4cNkB6UEMDbR0dFkhwP+ByYObm5ubm5uYnkqUrS3t0+bNs3R0RHfbGtrGzZs2JYtW4Stee/evbVr1759+7b5v+7duzd8+HDi4ZmZmbm5uQihtWvXdiVghFB0dHRXnoF4HiBlXW81yKLSJ678hsTUc2WH4MkTxysHnjhxorKyEv979+7dCKGHDx9KLmxMfG2B98euP4+UCXXUGz9+/ObNm4mSSZMm2djYcFQLDw8fNWpU//79Ocrfvn3bp08fT09PcUUu7+MN0EXymEWFypN2dna+vr7Epre393fffUds8kqVnY4/RSOu/AbjFukTKk9yOQce2qyLmpubc3Nzzc3Nu3Jpbnp6emhoqBijkr729nY6nb5o0aIuPs+DBw8ePnx469YtfJNKpXp7ex8+fHjHjh2ampqC1+zRo0dISAj7whg3btyYP38+sWlubt7S0tLFaMVr3bp1lpaWZEfRVXl5efjCcmQHwo94e5y4sujXr19fvHgBd4vgIyQkhOwQpEG0dCp48sRxzYEtLS22tra9e/fGN728vIKCgrS1tYV/E8pI0g2XkZGRm5u7detWomTSpElhYWHZ2dkTJkzAS169evXvv/86ODhcvnyZ/bEtLS0LFy7s3bv3yZMnRXlvAMgeEXqcUHmyvLyc/cdwdXV1fPVcxDdVdjr+lAWijVuqqqqKi4tNTEzEHo8CE3bcwmWuvnDhQjEFo7yWLl3a9Schd67+999/l5SUIITU1dVdXV3V1dUzMzMLCgp69erl5OTE/7FtbW2XLl3at2/fp0+fuj5Xj42NRQgZGxsTJWPHjq2vr09ISMDvTS1gTY5JL4vFio2NpdPpXQxPoiwtLRWgP7q4uHBc0CWbxNjjFKDV5MXVq1fJDqFzZKVTwZMnH2pqauxXVObl5Tk4OLA/pwKT/YYrLCxECGFs52Hhy3k+fPgQn6u3trZu3749MjJy586dHK/y888/Z2VlnT59musXNwBIX35+fnZ2NkKISqXOmTMnJyfn06dPqqqqCxcu7HQUIXKPEypPurq6BgUF/fnnn56ennV1dXFxccSlJXxSpVyMP2HcIjXCjltgbTnAnaWl5Y8//vj8+fM3b96oq6sjhCZNmuTt7X3jxg0+j2ptbT1//vz+/fs/f/4cEBCwceNGhFBZWRmDweBan0KhTJ06lX8k+Gocurq6REm/fv0QQq9evRK5JkIoLS2NQqEowK/Wsk8uJuoASA5Z6VSolNgpDMOuXr36yy+/3L17V4SHyyPZbzgNDQ2E0JMnTxYvXoyX6OnpIYSKi4vxzd27d69bt05LS6vj60ZFRdFotPz8fGtr68zMTDMzs9DQUDMzMz5vDQCJMjY2zsnJ+eGHHzw9PZcuXaqionLu3Llr167xH0V07HGSy5MrVqy4dOnS0qVLc3Jynj9/furUKRcXF446naZKGH8CocBcHXDXvXv3/fv3Ozo6Jicnjxw5EiFUXl4+duzY0aNHc63f3Nx85syZAwcOVFVVrVmzZsOGDX369MF3RUdH//TTT1wfRaPROr3fw6dPn6hUqpqaGntseDwi10QIXb161cXFBW4hBgCQNLLSqVApkb/6+vr169dfunSpoaHB2Nj43r17xO0YFZjsN9zUqVPV1NRSU1MxDMMPZ1+/fkUIDR8+HCGUmppKo9G4rgX44cOHDx8+mJiYBAUF9e7d+9WrVzNmzLCysnr58uWgQYME+c8BQBK8vb2TkpLodHpQUFBYWFh0dPQ333zDqzKvHhcSEiKhPNm/f/9//vnH0tIyJCTE0tKyY+cSJFXC+BMIBdaBBzw5ODgYGhoeOXIEP7/u8uXLXl5eHas1NTUdO3ZMT09vy5Ytnp6e7969279/PzFAQQgFBgY28FBbW9tpGB1vP4OvzzlgwACRa2IYdu3aNVm7WAgAoKhISaeCp8ROaWpqhoeHM5nMkJAQJpPp7+8v7DPIKRlvuCFDhgQHB2dnZy9btiwhIeHw4cP4ue7jx4+vqakJCwv7+eefub6vnJwchJCzszN+ee3o0aOPHDlSV1d3/PhxYf57ABC/o0eP6ujoWFpa+vj49O/fn2sd/j1OonkyMjLSysrKx8cnPT198uTJxDksuE5TJYw/gbBgrg54olAomzZtevHiRUJCAkIoKSmJ662e79+/v3Pnzg8fPixfvnzr1q0dvwGl0WgavHFUfvz4sTmb1NTUIUOGtLe3E6t3IISYTCZCaMyYMRyPFbxmWlpaS0vL9OnThfoPAQAA0ZCSTgVPiQJSUVFZt26dq6vrv//+y/60Ckz2G27Tpk33798fNGjQw4cPbWxshg8f3rNnT1NT0/Xr15ubm9+8eTM2NjY2Nvb169dNTU2xsbHJyckIoZ49eyKE2L9NwM/IxS+AB4BEvXv3Dg4OrqysrKur41WHf4+TXHc7e/ZsdHT0qVOnIiMjIyMjP3z4EBAQ0LEan1QJ408gLDgHHvCzZMmSHTt2HD58ePjw4UZGRjQalw/M3Llz37179/vvv4eEhJw/f37Dhg1r1qxhvzouKysrKSmJ6/NTqdTNmzezlwwdOnTNmjXE5siRIw0NDRFCJSUl+vr6eOGXL18QtzQqeE06ne7k5ESlUjv9HwAAALGQfjoVPCUKxcbGJiUlBb9+WxnIfsNZWVlZWVkhhN6+fXvz5s2DBw9qaWlVVFQkJiYSdb5+/drQ0LB27VojIyNra2v8NH58HS/c0KFDVVVVuV7ZDoA0sVis27dvW1hY/PjjjzY2Nlx/3+bf4yTX3c6fP29nZ4cnAR8fnydPnkRGRtbU1Ojo6HSszDVVwvgTCE0Sd+oTwZs3b5YtW1ZSUiL2yp1qamq6e/fur7/+mpaW1tbWJpaaXSfGtuji/U4PHjyIELKzs3v27Bn/mkwm88CBA3379v3mm2/27dvHZDLx8j///NOMh0mTJnUaQHl5ubq6+rlz54iSDRs2mJiYtLe3i1aTxWINGjQoISGh42vhX3/Kzv3VpXafUsH7lKL2PvHep7TrzyMISJuYWO/nLIUeJ+V0KnjyJAiSA9euXbts2bJO3mrXiKstxNUfZb/hMAxrbm42Nzc3NjZubW3tuHfTpk0c91e3tbU1NDQkNvFf1CMiIvi/Qf7g/upKTiw999ChQ+fOnWMwGJqams7Ozvwrc+1xkutuvXr18vf3Jzbv3LmDEHr58iXX2DqmSj7jTxHAuEUo8jtukZW5Or5+vYAfX6Eq8/fp06cRI0ZERERUVFRs2rTJ3t6eV6sIXlMsZGeuXltb27NnT3NzcwHr19fXHz58eMCAAd98882BAwdEfl12GzZsMDIyYrFYGIY1NjaOHj06OzubvcKmTZt8fX0FqYlhWFpaWs+ePZubmzu+0MePHxFCK1as6Eq08jhXF7xPKWrvk8djHqRNTN7m6tJPp/xTIpE5CR1zYENDQ3BwcH5+Pr755cuX7777rqamRoRgBCdrc3XZb7i6ujovL6+FCxd++vSJ6xN2nKs/e/asR48eaWlp+ObJkycNDQ25zvMFB3N1Jdf1npufn+/g4ID/feDAAYTQxYsXO31UF3uc4IPMZcuWDRgwgJjG79q1a9y4cfimIKmSz/hTBDBuEZxcj1tkZa6OYVhFRYWEKvPS3t4+bdo0R0dHfLOtrW3YsGFbtmzpSk1xkZ25OoZhq1at+uOPP4R6SGNj47Fjx4YPH96V1yWwWKwtW7Y4ODgcO3Zs27ZtFy5c4KhgYGDQr1+/tra2TmtiGLZu3TpPT8+O5QkJCfg9Ofv16xcREVFeXi5atPI4V8eE6VMK2fvk8ZiHQdqUt7k6JvV0yj8lEpkT3+SaA+vq6kxNTSkUirm5+Y4dO44ePUr8Viw5sjZXx2S44b58+RIZGTllypTY2Fg+T9hxro5hWG5u7qxZs4KCgvbu3evg4FBWViZCqOxgrq7kuthzk5OThw8fvnHjRnzafOnSJYRQt27dBDzdQ+QeJ/ggs76+3tfXd+zYsaGhoX5+fo6OjgwGA68jSKrkNf4UDYxbBCTv4xYZmqtLX0pKCkLo1q1bRElQUJCmpmZdXZ3INcVFpubqNjY21dXVIjxQXN8d4tra2j5+/Mh1F5PJrKqqEqQmhmEMBuPLly9iDIyDnM7VpUzWep+cHvOkT9YaTu7m6qSkU14pkSNz8lFdXV1fXy9yAMKSwbm6zDZcXFzcmzdvRH4JDMM+fPgg4MegUzBXV3KyMG4RuccJPsisr68vKCjg2mv4p0rxjj9h3CIgeR+3SHsd+Lq6uhMnTmzbtu3MmTPPnj3D74uAEGKxWCkpKVlZWfhmSUnJ0aNHWSzWs2fP9u7de/HiRRaLRTwJR2WRxcbGIoSMjY2JkrFjx9bX1+PLvYpWU/Hk5uaOHDmS67IZnWK/X2XXUalUXnfv6NGjR69evQSpiRAaMWIEn9t1KjBevQ8J0wGh90mfgGkTQcPJPLLSKa+UyJE5+dDR0cHvOaycZLnhnJ2d8Xu/i2zgwIECfgwAkH0i9zjBB5ndu3c3NDTk2mv4p0rlGX/CuEWMpLoOfHV1tYWFxenTp728vJYuXerr62tubj516tTly5fv3LmTTqefOHHC3Nz81q1bvr6++GkPeXl5FRUV27dvLy0t3bZtG0KooKCAvTL785eVlTEYDK4vTaFQpk6dylFYVFSEENLV1SVK+vXrhxB69eqVyDUVRnZ29ubNm42Nje/fv3/9+nWywwFdxav3hYSEcPQpPh2QT+9DQnZA6H0CEjBtIoSg4WQWpFM5BQ0HAADCgnGLmLH/yC7psyC2bds2bNgw/G/8TiEhISH4Zl5eHkLoxIkT+ObWrVsRQklJSfimmZnZhAkTiOfhqEw4cuQIr7dJo9E6xmNmZkalUtlLMjMzEUIBAQEi1xQX0s+Bz8zM1NLS6tmzZ0xMjFjCUB5IJs+B59P7MGE6IK/ehwnZAWWt98nsuWSCp01MKRtOLs6Bh3QqLHG1RRf7IzScsOAceCUnuSwKOoJxi5KMW6T6u/qbN28qKipaWlrU1NTGjx+vqalZUlKC7+K4/aCGhgZCyMDAAN8cM2bM3bt3ib28busaGBi4atUqwePp0aMHRwl+kkbHezkKXlNhmJubV1VVqaioqKhI+0IJIAl8JFiFPwAAIABJREFUeh8SpgPyuamyUB0Qep+ABE+bCBpOVkE6lVPQcAAAICwYt4iXVA8/M2fObGhoePjwIUKourq6paXFxsZGkAfiX3J0Wo1Go2nw1rH+kCFD2tvb8dvJ4phMJkJozJgxItdUJDQaDQYoCkPk3ock0wGh9wkIGk4xQDqVU9BwAAAgFBi3iJdUf1f38/MrKipatWrV3r17U1JS9u/fP3fuXDE+f1ZWVlJSEtddVCp18+bNHIWGhoYIoZKSEn19fbzky5cviFuTCF4TANkk6d6HhOyA0PsEBA0HAAAAAHkB4xbxkupcnUaj6erqnj17tk+fPo6OjnzObRDNq1ev6HQ6r5fuOFf39fXds2dPWloa0STZ2dkmJiajR48WuaYyYDAYwcHBu3fvHjx4sLhqCqK5uTk1NfXp06fTpk2bPHkylUrlVZPJZF6+fPnt27f6+voeHh7sa3JmZWXhS0ews7CwGDFiBEKorq4uJibm3bt3FhYWNjY2qqqqXQ9bRki69yEhOyD0PgFBwykGoZIhWZmTT00+SRUhdPv27draWvzvkpKSNWvWKMmi8bJ/NCRUVlaGh4fja/QS+DcrALJMLnqfcuZGGLeIGfvF65JeW+748eMWFhYpKSl5eXmvXr2qra0lduHrB+zZswff3LBhA0KIwWDgm/b29lpaWiwWi2vlrtiwYYORkRH+zI2NjaNHj87Ozib2btq0ydfXV5CaYkf62nJ8XL16FSGUkJAgxpqd+vTp04gRIyIiIioqKjZt2mRvb9/W1sa15suXLwcMGDBq1Cj8vh16enrl5eX4LhaLpaen17EX4E358uVLfX3927dv48OXoUOHpqamihAqksm15fj0PkyYDii13oexdUAp9D6ZXaNF8LSJyUbDSTltysXacpiQyZCUzMmnJp+kimHYixcvKBQKkU7d3d27Hra42kLSoxoZPxqyc3Z27t+/P3sJ/2YVDawtp+QkmkU5yH7vk0RuZAfjFsHJ9bhFqnP1uLg4TU1N9jnS7Nmzy8vLMzIy3NzcEEJjx46Nj4+/f/8+frNQPz+/8vLyqKgobW1thNCuXbtaW1s5KncxJBaLtWXLFgcHh2PHjm3btu3ChQvsew0MDPr164f3Q/41xU6W5+oYhuH3VxBvTT7a29unTZvm6OiIb7a1tQ0bNmzLli1cK9vZ2eXm5mIY9vnzZz8/P4SQj48PvuvevXtr1659+/Zt83/du3dv+PDhxAOJvophmLe393fffSdCtLI5V+fV+zAME7wDpqWlSa33YWwdUAq9T2aPeQKmTQzDZKThpJw25WWujgmZDKWcOfnX5JNUMQxbvnx5SkpK8X81NjZ2PXJ5matjsn00JISHh48aNYpjrs6/WUUDc3UlJ825OibzvU8SuZEdjFsEJ9fjFqnO1e/du3f27NnXr1//888/d+/ejY2N9fDw2L9/v+ReUUBtbW0fP37sWM5kMquqqgSpKXYyPleXspSUFITQrVu3iJKgoCBNTc26ujqOmk+ePPnzzz+JzbKyMhUVFQMDA3zz0aNH7e3t7PUDAgI2bNiA/21iYmJhYUHsWrFixaRJk0SIVjbn6nLX+7AOHVCivU9mj3ly13BSTptyNFeXPsEzJ5+a/JNqeXn55MmTS0pKxBu5HM3VpUzwNiUUFhb6+/uvX7+efa7Ov1lFpgDjDdAVipdF2QnV+ySUG9nBuEVYcjpukd716tnZ2T/88ENxcTGVSiUuA5g5c2ZMTIzUYuCFSqX279+/Y3nHtft51VQ8dXV1Fy9eLC4uHjVq1KRJkwwNDYlrclgsVmpqao8ePczNzRFCJSUlsbGxgYGBBQUFN27cGDp06JIlS/CFczlqiiw2NhYhZGxsTJSMHTu2vr4+ISFhwYIF7DWHDx9uZmZGbOrq6k6YMIFG+/+fc0tLS/bKLBYrNjaWuOLF1dU1KCjozz//9PT0rKuri4uLO3r0aFfClh3y2PtQhw6oPL2PII8Np8xpE/HOnIKnzY6VRSZ45uRT09ramk9S/f333x8/fjxkyJARI0YEBQV5e3uzn/OpGOT0aIhrbW3dvn17ZGTkzp072cv5HysBkBHy2/uUITdyBeMWsZNeXs7LyysvLz99+vTs2bOHDRv27t27zMzMvLw8jpVOgCyorq62sLA4ffq0l5fX0qVLfX19zc3Np06dGhISUlBQsHPnTjqdfuLECXNz81u3bvn6+uInF+Xl5VVUVGzfvr20tHTbtm0cNTleoqysjMFgcH11CoUydepU9hJ8NThdXV2ipF+/fgihV69ecTz2m2++4SgpKSlZvXo11xdKS0ujUCjEBH7FihWXLl1aunRpTk7O8+fPT5065eLiwv8/Sl5A75NT0HDyhVfmXL58uYBpEyHEJ3MKlTaRMJmTT82OY1D2pGplZdXa2pqenv748eNly5ZdunTpzp07gix1Ji/k92iI271797p167S0tDjKhTpWAkAKue59Cp8beYFxi/ix/8gu0bPFWCzW4cOHZ8yYoa6urqmpaWFhcerUqebmZgm9nLwj9xz4bdu2DRs2DP87OzsbIRQSEkLsxRd7OHHiBL65detWhFBSUhK+aWZmNmHCBK412R05coTXZ5JGo3FUNjMzw++4SMjMzEQIBQQE8H8jqampgwcPZjKZXPcGBgZyPMPnz5/xxecsLS1FPvsFyd458ND7OiWb55JBw3VKps6B55M5BU+bHSsThEqbmDCZU/CavJLq06dPDQwMEEJiOdFRXNmv6/1Rro+G9+/f37VrF/43xznwHPgfKwUH58ArOTGOWzA5730E8eZGdjBukVPC5kkVXp9RsaNQKD/99FNKSgqTyayrq0tPT1+xYgW++iiQNW/evKmoqGhpaUEIjR8/XlNTs6SkhNjLcfcFDQ0NhBCeiRBCY8aMKS4u5lqTXWBgYAMPxP0tCB3PTmlvb0cIDRgwgM+7aG9vDwoKunnzZseHI4QwDLt27dr8+fPZCyMjI62srHx8fNLT0ydPnky8EXkHvU9OQcPJFz6ZU/C02bEyQai0iYTJnALW5JNUx48fn52dPXjw4KioKK7Byyn5PRrW1NSEhYX9/PPPnb5H/sdKAMgiv72PnaLmRl5g3CJ20purExTpntWKaubMmQ0NDQ8fPkQIVVdXt7S02NjYCPhY/EvHTqvRaDQN3jgqDxkypL29vbm5mShhMpkIoTFjxvB5iY0bN/7000+mpqZc96alpbW0tEyfPp0oOXv2bHR09KlTpyIjIyMjIz98+BAQENDpG5Ev0PvkFDScXBA5c0oibSJhMqeANfkn1e7duzs5Ob1+/brTNyJH5PdouH79enNz85s3b8bGxsbGxr5+/bqpqSk2NjY5OZmjJv9mBYAs8tv7OChkbuwUjFvEBdYRAVz4+fkVFRWtWrVq7969KSkp+/fvnzt3rnhfIisrKykpiesuKpW6efNm9hJDQ0OEUElJCbFMxZcvXxDf/BgeHm5qauro6MirAp1Od3JyYr926Pz583Z2dvjiOj4+Pk+ePImMjKypqdHR0RHijQEAlJWkM6dQaRMJkzkFqdlpUkUIGRgYjB49WuA3JAfk92hYUVGRmJhIbH79+rWhoWHt2rVGRkbW1tZEuSDNCgAp5Lf3daR4uRFIjbzO1VtaWv7555/4+HgbG5t58+ZJ+dXr6upiYmLevXtnYWFhY2PD8dVRTU1NZGRkcXGxvb39rFmz5HElCRqNpqure/bs2T59+jg6OvI5fUhkr169IhZg7/jqHPnR19d3z549aWlpRH7Mzs42MTHhlfji4uIwDPPy8iJKUlNTraysiE0Mw+h0ekREBPuj8vLy2BOuk5PTiRMnPn36BHN1/sjtjAghJpN5+fLlt2/f6uvre3h4dO/eXfoxyCNyG04hW03SmVOotImEyZyd1uw0qRLVnJycRHpzMkp+j4bx8fHsm5s3b75w4UJpaSl7oYDNCgAp5Lf3daR4uZEUyjlukde5+rNnz2JiYsLDw42MjKT80oWFhQ4ODkePHl24cOGtW7f09fUvXrxInEpdVVU1adKkKVOmfPjwISwsbOLEiY8fP5ZyhF134sQJOp0+YcKElpaW4uLiAQMGsK8ii5//g3+biBDCL+nBLyjCy/E1JCgUCkdNdkuWLFmyZImA8QwYMGDNmjUHDx708vKiUChNTU23bt2KiooibnGEENq8eXNVVdXp06eTkpJ+/fVXT0/PsLAwhFB7e3tBQcHYsWPZxx/p6el1dXWzZs1ifxVnZ+e4uLiwsDD8aTMyMsaNGzdq1CgBg1RaJHZGhFBhYeGMGTO0tLTev3/f0tJy4MCBhw8f8r94DODIzaIK2Wp8MqfgabNjZYJQaRMJkDmJtMm/Jq+kqqure/z4cW9vb/z06efPn9fX12/fvl20/z3ZJNdHQ/5PJcixEgASyW/v27x5s8LnRlIo6biFfaE5ia4DL3a5ubkIoYiICCm/rp2dna+vL7Hp7e393XffEZsnTpyorKzE/969ezdC6OHDhyK8CrnrwMfFxWlqarJ/TmbPnl1eXo5hWEZGhpubG0Jo7Nix8fHx9+/fHzlyJELIz8+vvLw8KipKW1sbIbRr1660tDT2ml18FywWa8uWLQ4ODseOHdu2bduFCxc4KhgYGPTr1y8rK4sjcoRQt27diEbBrVu3ztPTk+MZ6uvrfX19x44dGxoa6ufn5+joyGAwRAgVyd468JJGVmfEMMzOzi43NxfDsM+fP/v5+SGEfHx8RHge2VxPVdJIzKJiaTXs/7F37/FQ5f/jwN9jhkKqLdumdMNWPrpQ326rXVGSCLUVFdokQtq2UH02Prv7sTdd6KJFqU9tEqFIcmmT2nIJu4SiVm4fpJTMTIzB+f1xfp/zmc+YGXMzZy6v5x8eM+ecOfOaec/rNe/3OOd95GweeH6VU/iyyWazuTaW8EUJrpx42ezt7RWwZUlJCb+iWlJSMmrUKISQpaXl/v37f/755/fv30sYME5a1U/yfFTcb0O8WQmBgYGc88ALaFZJYoN54FWcdPstipt9jx49GqLayAn6LbJEYr9FgcfqlZWVCKGzZ8/K+HlNTU0XL15M3PXy8lq4cCF+m8VicY7u6urqEELl5eViPAu5Y/Xs7Ozz588/e/bs/v37WVlZKSkpmzdvlvrVJsTQ29vL71JqdDr9zZs3Qu6ntrb29evXPFcxmcyqqirhdzWQCo7VyUrG4uLiS5cuEXebm5vV1NRmzpwpxq5U8zuPlIaTYqthcjZWV7jKObBsCqixPHV3d9fU1DQ1NUka4v+Sn7G6wrUpJuK3oXTBWF3FSbffotDZN0S1kRP0W2SG3H6LFI6BxzAsLy/vzz//pFKpM2fO5JyksaampqCgoLy83NzcfO3atfjCrq6u1NRUBweHtra2jIyMCRMmrFmzhkqlvnz5Mi0tTU1NbcOGDfjvYU1NTWlpaT4+Pnl5eVlZWRMnTty+fTvP2W5xzc3NmZmZTU1N5ubmxOHNAsITz7p160JCQi5duuTq6spgMK5du3b8+HF8lYaGxrRp04gty8vL7e3tZ8+eLeEzylhJSckXX3zR0NBApVKJc3IsLS0TExPJDQwhRKVSP/roI56rRLrYDGczcdHS0sKnD1FQ/D7wEiYjEjEfeSajgPDEM3Xq1Hnz5hF39fT05s+fj88OqFhUqooqTatxUcTKObBsCqixPA0bNkyJTxRSxDZFIn4bAiCfFD37lLs2Iui3yLDfIoWnOXTo0LRp0/bs2VNcXOzn50e8HREREampqXfu3Kmvr7e0tGxtbcXf9x07djx79uzo0aPV1dWjR48ODAy0tbVdtWrV3bt3+/r6EhISUlNT09LS4uLi/P39u7u7Hz9+3NPT09ra+tNPP128ePHBgwc8LwOQm5sbHx/v4+Ojo6Pj5OTk7u4eGRkpIDxCc3NzbW0tz5dGoVDMzc25Fnp5ecXFxbm5uZWWllZWVkZHRxMfRAKGYVevXv3222+zsrLEeEvJVV5e3tLScvbs2RUrVkyZMqWurq6oqKi8vPzgwYNkhwYGx/MDL2EyIoREykd+ycgvPIKoyTh27FiuJY2Njb6+vuK+eaRRqSqqNK3GBSqn8oE2BYAskH1yDvotsuu3cP6TXYyjIPr7+3V1dXNzc/G7oaGhxCojIyM/Pz/8tpOT0+rVq/Hbx44dQwhdvXoVv3vgwAGEUHJyMn7366+/HjZsWF9fH4Zhrq6uFAqloqICXxUcHIwQioqKwu9yHgVBp9MNDAwYDAa+avv27Qih/Px8AeER8Hh4otFoPF91W1uboaEhQmjJkiUDD4NhMBg7duzApwccPXp0UVGREG8kNxKPge/v7z969OiyZcuGDRumra29ePHi6OhofIoOIAxE3jHw/D7wkicjJjAfhUlGAeERxEhGTnl5efr6+nQ6Xeg37L9IPJZMNasoQZJWw+TpGHionFIkrSoqYV5Dm4oKjoFXcdLKXAyyTwjQb1GRfosav0CFRKFQZsyY4ezsnJqaihAKCAggVt29ezc0NBQhVFVV1djY+OzZM3w5Pt0CcWT4jBkzEEJz587F786cOZPFYjU3NyOEtLW1aTQaMdffgQMHaDTavXv3BoYRHx/f1dUVFBTk5+fn5+fX0tJiaGj4/PlzAeER/P393/OBzyo5UGxsrIWFhYeHR35+/qJFixoaGjjXamtrx8TE0On08PBwOp3u4+Mj7LspHygUyt69e3Nzc+l0OoPByM/P9/Ly0tDQIDsuMDh+H3jJkxEJnY/8klFAeAQxkpHQ19cXEhKSlpamcMd/qmYVxSluqw0ElVP5QJsCQBbIPnkG/RZZ9lukcAz8qVOnNmzY4OTktHz58ri4OOIUjokTJ2ZnZ6enp1tYWBgaGpaUlPB8+PDhwznv4kc4MJnMgVtqaWnp6+u/evVq4KrKyko9PT3iOFthwiPQaDSRTjk4f/58QkLCo0ePaDSaubm5t7e3n5/fjRs3uDZTU1Pbs2fPw4cPk5OTWSzWUFwWcqjxPNoEyDmeH3ipJyPin48CkpFfeARRk5FTQEDA3r178eujKBxVq6IEhW41fqByKh9oUwDIAtknn6DfIsZjxSOFsbqpqWlpaemBAweio6PnzZv3+PHjMWPGIISCg4PxWQE0NTWTk5MlfyIWi9Xa2mpjYzNwFZVKra6uZrPZA1OaX3iER48e3b59m+czUqnUoKAgroUXLlywtbXFG9jDw6O4uDg2Nrajo2P06NED92BtbZ2bm6uIA3WgoHh+4KWejIh/PgpIRn7hEWtFTUZCTEyMmZmZg4ODWC+FfKpWRXGK3moAAACAaoJ+i8xIegw8i8X69ddfdXR0IiMjb9682dLSkpKSghB68eJFaGioq6srPnFff3+/5LEWFBR0d3fb29sPXDV37lwmkxkVFUUs6ejoOH36NL/wONXU1CTxwfNDVl5e3tHRQdx1dHTs6el5+fIlz5grKirWrFkjzqtVPT09Pb/99ttXX32VkZFBbiRlZWUnT56Mjo5uamoiNxJR8fzAD0UyIv75yC8Z+YXH+VhRkxF37do1DMPc3d2JJXl5eVJ5jbKhglUUKX6rkYj0UslgMM6dOxcSEpKRkcFmszlXsVis7OzssLCwhw8f9vX1kRKeoiC9HXGtra13797lWgjtCJQb6dlHp9Ojo6MPHDhw9uzZ9+/fkxKDJKDfgpNNv0XSsTqGYfjp/gihlStX6urq6urqIoQYDAZCKD4+vrOz8/79+/fu3Xv79i2DwaDT6XQ6HSHEYrHwPeBbvnnzBr+LH/9ArO3t7X3y5Al+OykpycLCgmitd+/eEQ93dnaeNGlSQEDA4cOHnzx5kpiY6OXl5ebmxi88Tlu2bCnho7CwcOBLdnJyunbtGvH5KygomDNnDn5hhq6uru+//76iogJf1d7e/scff4SHh0v4JquIioqKxMTEiIgI4gRp2Xv9+rWnp+fBgwcdHR29vb319fXJikQ8PD/w0kpGxD8fhUlGfuFxxi9qMiKEbt++/fPPP7PZ7FOnTp06der48ePe3t7l5eXSektlQAWrqBK0GonILZXV1dVmZmbjx48PCgp69+6dkZERcRphW1ubsbFxQ0ODh4fH9evXHR0dYZgnAOlfea9evQoICDAwMLh27RrncmhHoPRIr6LTp08/evRoeHj4jh075syZ09raKvswJAH9Fpn2WzgnmhNjJsCuri49PT0XF5erV68eOXIkJCSEWOXh4UGj0YyMjKKiopKSkjQ0NKysrNLT0/GJBLZu3VpbW5ubm4tfsM7Ozq6ysvLhw4eLFy9GCG3cuLGmpsbb25tKpe7atSswMNDFxWXNmjWdnZ34zgsLC/HDIczMzDIyMjAMq6qqmj59Ov6iTExMSktLBYcnNiaTuX379lmzZkVERHh6ejo4ONTW1uKrGAyGmZkZhUJZsGBBcHDw8ePHxZ4kkMR54ElUVlaGEDpz5gwpz/7ixQtdXV1XV1cJ94PImwee3weeZzJmZmYKn4wYhvHLRyGTUUB4YispKdHW1uaqacOHD29vbxd1VyTOp6pqVVSKrYbJ0zzwskRiqbS1td2+fTtxd+vWrZ9++imGYX19fUuXLnVwcMCX9/b2TpkyZf/+/eI9i7TaQorfpEOB3K+8oqIiPIDdu3cTCyVsRwXqb4ChAFVUGLa2tmVlZRiGtbW1eXp6IoQ8PDzE2A/0WzDV6LdIOlbHMIzNZrNYrPr6+oGriDcXw7Du7m5R9+zt7a2uro5hWENDw7t374R5SF1dHVckAsKTBJPJrKqqevPmzcBVb9++ZTKZEu5fNcfqnFdikDEWi7VgwYLp06cT134QG4ljdYz/B17CZMREz8eBySggPNKR+J2HqWoVlQrVHKuTWCpNTU0XL15M3PXy8lq4cCGGYbm5uQihGzduEKtCQkK0tbXFq6gqMlYnsR1x+H+xOMfqErajAvU3wFCAKjqo4uLiS5cuEXebm5vV1NRmzpwpxq6g30JQ7n6LFOaWw2dZmzx58sBVOjo6xG1J5lebNGmSkFtOmTKFa4mA8CShpaVlbGzMcxXPSeYUDoZheXl5f/75J5VKnTlzprW1Nb68pqamoKCgvLzc3Nx87dq1xPZdXV2pqakODg5tbW0ZGRkTJkxYs2YNlUp9+fJlWlqamprahg0bRo4ciRBqampKS0vz8fHBJ5+YOHHi9u3b8TNbeGpubs7MzGxqajI3N1++fLng8MT29ddfP3r06OzZswN/OVMs/D7w0kpGJHQ+DkxGNGT5qOhUs4oqB5FKpfB1EolYKnnWSQHhiW3dunUhISGXLl1ydXVlMBjXrl07fvw4Qgg/G5C4Hg9CaNasWUwmMyMjY8OGDRI+qQyoWjvyo+jtCBSRSmXf1KlT8X8p4/T09ObPny/2FXBIBP0WmZHrD8f79+97e3sZDIYSXHpX4Rw6dGjatGl79uwpLi728/PDa1NERERqauqdO3fq6+stLS1bW1vxq8fn5eXt2LHj2bNnR48era6uHj16dGBgoK2t7apVq+7evdvX15eQkJCampqWlhYXF+fv79/d3f348eOenp7W1taffvrp4sWLDx484DlteG5ubnx8vI+Pj46OjpOTk7u7O35tBp7hcWpubq6treX50igUirm5OdfC+Ph4Go32+PFjKyuroqKiefPmRUREcNZTAPmoiKDVhprwpVL4OokQEqlU8quT/MIjiFonEUJeXl5xcXFubm6lpaWVlZXR0dF4H/r58+cIIT09PWLLcePGIYRqamrEfWtlStXakR9Fb0egiFQq+8aOHcu1pLGx0dfXV9w3TwlBv4Ub5z/Z5eposUuXLuFXw/P19f3jjz/IDkfWyD0Gvr+/X1dXNzc3F78bGhqK3zAyMvLz88NvOzk5rV69mnjIsWPHEEJXr17F7x44cAAhlJycjN/9+uuvhw0b1tfXh2GYq6srhUKpqKjAVwUHByOE8EkguA5JotPpBgYGxKF327dvRwjl5+fzC48THg9PNBqNa2N8vndTU1P8zJPq6mo9Pb0RI0Y0NTWJ9L7hEKnHwA8Rpc9Hco8lGyJK32oY2cfAi1oqha+TmNClkl+dFBAeQaQ6SWhrazM0NEQILVmypLW1FV84b948KpXKuVlRURFCiHgfRCKt6idkPqpmO2K8joGXsB3hGHgVB1VU+OzD5eXl6evrize5FfRbFJSodVLSeeCHjr29/dOnT9++ffv999/PmDGD7HBUC4VCmTFjhrOzc2pqKkIoICAAX3737t3Q0FCEUFVVVWNj47Nnz4iHjBo1CnEcOIc3GT6TBEJo5syZLBYLn29TW1ubRqOZmJjgqw4cOECj0YiZhDnFx8d3dXUFBQX5+fn5+fm1tLQYGho+f/6cX3ic/P393/PR2dnJtXFpaSlCyMnJCb/64vTp048dO8ZgMPArjQEE+aiYoNWGmqilUvg6iYQulfzqpIDwCCLVSUJsbKyFhYWHh0d+fv6iRYsaGhoQQgP/AYJPHj5+/Hih3kpSqWY78qTQ7QgUkSpnX19fX0hISFpaGvwDmQD9loHk9xh4PBsBWU6dOrVhwwYnJ6fly5fHxcXhv3JNnDgxOzs7PT3dwsLC0NCwpKSE38OHDx/OeRc/3Ai/JAMXLS0tfX39V69eDVxVWVmpp6dHHIY0aHicaDSa8Of/4B82zis6LFmyBCFUXV0t5B6UHuSjIoJWkwFJSqXwdRLxL5UC6iS/8Agi1Unc+fPnExISHj16RKPRzM3Nvb29/fz8bty4MWnSpL6+PhaLRZydiF+h529/+5tI+yeLqrUjP4rejkARqWz2BQQE7N2718zMTLyHKyXotwwkv2N1QC5TU9PS0tIDBw5ER0fPmzfv8ePHY8aMCQ4Oxufn0NTUTE5OlsoTsVis1tZW/BoMXKhUanV1NZvNHnhmEc/wODd49OjR7du3eT4jlUoNCgriXIJf74Hzm2Dy5Mnq6uqc02MAAMBApJc6+rKTAAAgAElEQVRKAXWSX3jEWpHqJO7ChQu2trZ439TDw6O4uDg2NrajowOfbLWxsdHIyAjf8vXr10hxxniq1o78KHo7AkWkmtkXExNjZmbm4OAg1ksBKkRGY/Wenp779++np6dbW1uvXr1aNk/Kqa6uLj8/H789ffr0+fPn47cZDEZiYmJdXd3ixYutra05s7SjoyM2NrahocHOzm758uVUKlXI52KxWPiMkUuXLl20aBH+wNra2sLCQnyDGTNmyPmkZSwWKzEx0c3NLTIy0sHBwdbWNiUlZfny5aGhodHR0fgUmv39/VJ5roKCgu7ubnt7+4Gr5s6dy2Qyo6Ki/P398SUdHR2XL1/evn37wPDwa1QSampqkpKSeD4jjUbjqp7jx4+3sbEpKCggljx79ozNZos0JY+iID0ZEZ985Jk4wqDT6ZcvX37x4oWRkdHmzZu1tLSQomWcMEhvOH5VlOf7Pyh+za1YDScPpZJfnfT19eUZHmepFKlO4srLyzmHbY6Ojr/88svLly+3b9/+z3/+88GDB8QYr6SkxNTUlLjyrTxTwXbkR6HbESgi1cy+a9euYRjm7u5OLMnLy7OwsJDo5ckfue23iNfh5NfbGfJ+C+fJ60M3u0BJSYmXlxdC6MyZM0Ox/0FdunQJIRQfH9/S0kJc9+/p06dGRkY3b97E3/3Jkyfn5eXhq9rb2w0NDd3c3KysrNTU1PDrxwrj5cuX06ZNO3PmzKtXrwIDA+3s7Hp7ezEMYzAYdXV19+/fV1dX/+qrrwbdD7lzy3V1dX3yySf9/f0YhvX393/44YfXrl0rLy9HCC1btuzdu3f37t3T09MbM2YMnU7H38+IiAiEUFlZGb6HM2fOIISKiorwu7GxscRab29vCoVSVVWFr9q1a5eFhQV+++HDhwihiIgI/G53d/ekSZM0NDTCwsKqqqoSEhI2bNjQ2dnJMzzJ3iSsoqJixIgRDx48wO9GRUUZGxuz2WwxdoXke2450pMR45WP/BJnUE+fPh0/fvzHH3+soaGBEDI0NGxpacHIyzgVrKI833/BBDS3qA1H7txyopZK4eskJnSp5Fcn+YUn2ZuEbdu2bfz48cTUTd98882cOXPwu/v27TMxMcGfrqura/r06SUlJeI9i7Sqn5D5qILtiGttbUUIeXl5cS6UpB1hbjkVB1VUGDk5OYsWLTr5HxEREV5eXidOnBB1P9BvGRTPfot4HU4BvZ2h7rfIbh74srIy0luro6ODc6Gtre327duJu1u3bv3000/x27/88gs+JTiGYd999x1C6Pfffx/0Wfr6+pYuXerg4IDf7e3tnTJlyv79+zm3mTp1qkKM1fX09FxcXK5evXrkyJGQkBB8uYeHB41GMzIyioqKSkpK0tDQsLKyam9vf/jwIT6xx9atW2tra3Nzc/Fflezs7CorKx8+fLh48WKE0MaNG2tqary9valU6q5duwIDA11cXNasWYPnT2FhIX5gkpmZWUZGBv6MVVVVxM/5JiYmpaWlAsKTUFlZ2fLly0NCQr7//nt7e/vm5mbx9iPnY3WM7GTEBuSjMInDj62tLf6t3NbWhv/U7eHhwbmBjDNOBauo4Pd/ICGbW8iGI32sLnypzMzMFL5OYhgmfKnkWScFhCcJJpO5ffv2WbNmRUREeHp6Ojg41NbW4qv6+/v3799vb29/4sSJgwcPXrx4Uexnkf1YXdXaEcOwjIwMZ2dnhNC4cePOnDlD9DslaUcYq6s4qKKDKikp0dbW5vq/6fDhw4lBh/Cg3zKogf0WsTucwvR2hqjfIruxOtfluGSMZy/T1NR08eLFxF0vLy/8/+csFovofGAYVldXhxAqLy8f9Flyc3MRQjdu3CCWhISEaGtrE9eBwBRkrI5hGJvNZrFY9fX1XMuJ36UwDOvu7hYjHm9vb3V1dQzDGhoa3r17J8xD6urquCLhF57k/v3vf79580aSPcj/WJ3cZMQG5KMwicNTcXHxpUuXiLvNzc1qamozZ87k3EaZxuryVkWFef8HErK5FWKsjslTqRxYJwWEJyEmk1lVVcWzVPb29hIXchObjMfqmKq2owDitSOM1VUcVFFZgn7LoAb2W8TrcArZ2xmifovI56vn5ubiF9scO3Ys/rvC3bt3CwsLx40bt23bNoRQTU1NQUFBeXm5ubn52rVree7kxo0bf/3114gRIzw9Pel0+sWLF9lstp6eHv4TL0Koubk5MzOzqanJ3Nx8+fLlogYppHXr1oWEhFy6dMnV1ZXBYFy7du348eMIIQ0NjWnTphGblZeX29vbE9eHECAlJQVxXEkCITRr1iwmk5mRkbFhw4YheAVDCJ86aPLkyVzLOadbI+aJFc+kSZOE3HLKlClcS/iFJ7kJEyZIfZ9DZNBkRELkozwko9iJM3XqVM7zgvT09ObPny+t+ZCHjtJUUfHef2Wqk0ieSuXAOomGrFRqaWnhk5ANRKVSB16YQ/6pZjsKoKDtCBQRZJ/8U5p+i3g9EHJ7myI/jaWlZURERFpaGnGyPn6d1fv37yOEIiIiUlNT79y5U19fb2lp2dra6uPjM3Ana9asmTVr1rt37zw9PXV0dNzd3fX19U1MTPDWys3NjY+P9/Hx0dHRcXJycnd3H3gdhebm5traWp4RUigUIacE8/LyiouLc3NzKy0traysjI6O5vp4YRh29erVb7/9NisrS5gd4hdj1NPTI5aMGzcOIVRTUyPMw1XE+/fve3t7GQwGXE9SQoKTEQmXj/KQjGInztixY7mWNDY2+vr6DvqM5FKaKire+w91UkhQKpUDtCMAZIHskxal6beI1wMht7cpzk8C4eHh6enp6enp+GkhDQ0NK1asmDhxIkIoMjLSxsaGQqFMnTrV1NQ0PT2dZ2shhIyNjYlpt3V0dIgZRxkMhqenZ3l5uba2tpmZWVZW1unTp93c3PDnIiQkJOzdu5f3S6LR2Gy2MC/ko48+un///pIlS8LDw5csWfLJJ59wrmUymV999VVcXNz79+9nz56dnZ29YMECwTt8+fIllUrFZx3A4ZMEtrS0CBOPKoiLi8vOzsYwbP/+/Tt27DA1NSU7IsUmIBmR0PlIejJKK3Hu3btHo9G++uorkR5FCqWpopyEfP+hTgoDSqVygHYEgCyQfdKlHP0WqfRAZNzbFGesbmBgsGrVqnPnzn3zzTc0Gu3cuXP4LH8Iobt37+JTJlRVVTU2NnZ2doq68/j4+K6uLuIiBy0tLYaGhs+fP+dqLX9//507d4oRPJfY2FgLCwsLC4tz584tWrTo3r17xFEu2traMTExUVFRJ06cCAgI8PHxKS4uFry3gb/b9fX1IYTGjx8veajKwd7e3s7ODr8t4RFNAAlMRiRxPsosGaWSOH19fSEhIWlpaQrx87kyVVGc8O8/1ElhQKlUDtCOAJAFsk+6lKPfInkPRPa9TTEPtffz87Ozs0tLS3NyciorK/v222/x5RMnTszOzk5PT7ewsDA0NCwpKRF1z5WVlXp6egMPe+BCo9EkP0/g/PnzCQkJjx49otFo5ubm3t7efn5+N27c4NxGTU1tz549Dx8+TE5OZrFYgrN90qRJfX19nJvR6XSEEOfVaFXcqFGjyA5B2fBLRiRxPsosGaWSOAEBAXv37jUzM5MkEllSjipKEP79hzopDCiVygHaEQCyQPZJnRL0WyTvgci+tynmC7a1tTUwMIiOjh4+fLitrS2xPDg4OC8vLysrS1NTMzk5WYw9U6nU6upqNputrq4uYLNHjx7dvn2b3x6IH2YEu3Dhgq2tLd7qHh4excXFsbGxHR0do0eP5trS2to6Nzd30J/l8Ll2GhsbiYM6Xr9+jaAPCoYSv2REEuejzJJR8sSJiYkxMzNzcHAQcnt5oBxVFCfS+w91EgAAAFA4StBvkbAHQkpvU8yxOoVC8fHxCQoK6u3tvX79Or7wxYsXoaGh0dHRmpqaCKH+/n5BT0yjdXd3D1w+d+5cJpMZFRXl7++PL+no6Lh8+TLXGfw1NTVJSUn89ixkL7O8vJyzbRwdHX/55ZeXL18OHKtXVFSsWbNm0B1u3779n//854MHD4hPQElJiampKXHNRmXS09Nz//799PR0a2vr1atXkxJDXV0dMcvF9OnT58+fj9++efMmcQROY2Pjrl278NNRhNHa2vr06dNly5bhd2trawsLC/HbM2bM4JwHUk7wTEYkSj6SnowSJs61a9cwDHN3dyeW5OXlWVhYCPNYEilHFUWiv/8qVSeRfJdKNKDiDerRo0f43DycFi9ejF88pb29PTU1taGhYc6cOStXrsQPEZT/KioG0puVX5t2dHTExsY2NDTY2dktX76cSqUOuisBbaqUbQcUDunphqRaRfk9UP7TTQn6LZL0QEjrbXJewE2kK+y1t7dramp6eXkRS8rLyxFCy5Yte/fu3b179/T09MaMGUOn0/ELJD58+BAhFBERgW987tw5hNC5c+cYDMa5c+emTJny0UcfvXnzpru7e9KkSRoaGmFhYVVVVQkJCRs2bOC8xKJ4eF5ffdu2bePHj+/r68PvfvPNN3PmzOnr63v//n1oaOjjx4/x5a9fv/700085H7tjxw5bW1uelx7dt2+fiYlJf38/hmFdXV3Tp08vKSnh3EBRrq8+qJKSEvxMlTNnzkh950LCmzU+Pr6lpYX4kDx58oRCoRCfcBcXFyH31tbWtm/fPk1Nzd27dxMLGQxGXV3d/fv31dXVhWk4jIzrqw9MRkxgPpKbjBivfBScOAIyLicnZ9GiRSf/IyIiwsvL68SJE8QG8nx9dSWoooLff34NN2idxBTn+uqDkttSybPiCdbf329oaDiwI4E33x9//DFr1qz8/Hwmk/nzzz/PmTOnubkZI7WKDt11g0lvVp5t2t7ebmho6ObmZmVlpaamtnDhwkH3I7hNRW07uL66ioMqKiSpdDih3zIonv0W8Tqcg/Y2sSHrt4g/VscwzMPDg6uD5eHhQaPRjIyMoqKikpKSNDQ0rKys2tvbCwsLbWxsEEJmZmYZGRkYhtHpdHzCAGNj45SUlHXr1tnY2OBJWFVVRfy8YWJiUlpaKnxI/PBsLSaTuX379lmzZkVERHh6ejo4ONTW1mIYxmAwzMzMKBTKggULgoODjx8/TqfTOR+If7EdOXJk4BP19/fv37/f3t7+xIkTBw8evHjxItcGSjNWxzCsrKxMHkonV7Pu2LEjNze34T+6urqE3FtRURH+injWXCEbDiNjrI7xSkaMTz7m5OSQm4wYr4YTnDj8Mq6kpASfzoTT8OHD29vbiW3keayOKXgVHfT959dwg9ZJTInG6pi8lkrBFY+n7Ozs3bt3v3jxgvUf2dnZU6dOxTCsr69v7ty5QUFBxMYLFy60trbmfLjsq+jQjdUxspuVZ5v+8ssvRPZ99913CKHff/9d8H4EtCkn2ecjUERQRYUklQ4n9FsGxbPVxOhwCtPbxIasTkp0gv7Jkye5Di2OjY2NiIjQ0dHB73Z2duLneC9cuDAzM5NzyxEjRuTn57969erDDz9ECNna2g4fPhxfZWxsXF1dXV9fT6FQiFnZh4KWltbZs2ffv39fX1/v7u7+wQcf4Mu1tbVLS0s7Ojo0NDR4HjtdWVmZmppKBMyJQqH89NNPfX19r1+//uijj4YueHmAn+rP+U9s0rW2tpaXl4eEhOjr64v62AULFvT09AxFVDIwMBkR/3xcsWIF52bykIyCE4dfxs2bN4/BYAxdVDKg0FV00PefX8OpVJ1EclkqkVgVb8SIEeHh4WpqasSS1NTUzz//HCFUUFBQVlZ24MABYtXChQtPnTpVUlLCebCoMpG3Zu3p6bGxsRkzZgx+193dPSQkZOTIkYIfJaBNAZAf8pZuOLH7jUrW4VSgfgsSq8NJbm9TorE6z3Es0VRIiGsk4E2FEBrYmZsyZYoksfHEYrEGLtTS0sJnGuAy8Kx1zv3k5+cfPnyY3wZUKpVfBxS/NoC8yc3NLSoqQgiNHTvW09MTIXT37t3CwsJx48Zt27YNIVRTU1NQUFBeXm5ubr527dqBe7hx48Zff/01YsQIT09POp1+8eJFNputp6fn7OxMbNPc3JyZmdnU1GRubr58+fKheCEnT54sLCycNGnStGnTQkJCtm7dKm+VfYjwOyFf+HyUcTIiXvnIL3EGzTgB5DPjCMpRRQVsLKDhBNRJJJcNN2idRNIolTKok2JbsmQJ593+/v6UlBT87MHq6mqEEIZhxNoFCxYghH7//Xc5H6tL/vWH5KNZNTQ08FkDcOXl5fb29rNnzxb8KAFtCoDUQRVVAsrRb1GgDqfULtgj59TV1UeOHOnp6blkyZIFCxZw/V9RVEVFRT/88INIlw2oqKjIzMxsaGjo7Ozk+Q95cllaWkZERKSlpREzZ1hYWHh4eNy/fx8hFBERkZqaeufOnfr6ektLy9bWVh8fH649rFmzZtasWe/evfP09NTR0XF3d9fX1zcxMSFKZ25ubnx8vI+Pj46OjpOTk7u7+8BrMzQ3N9fW1vKMkEKhmJubD/pCLCws2Gx2fn5+YWHhtm3b4uLiMjMzhZlcB8iSqPmofBmniMSookrWcILrJJJGqZRNnZSWBw8eUCgUfLCHzypUXFy8adMmfC1+JGFDQ4PM4hGP5F9/SM6aFcOwq1evfvvtt1lZWcI/CsfZpgBIHVRRIEvK0W9RlbH6xo0bN27cKK29iTHUnzVr1qxZsxBCJ06ckFYY0hUeHp6enp6eno6fSdLQ0LBixYqJEycihCIjI21sbCgUytSpU01NTdPT03l2VoyNjQsKCvDbOjo6xBSLCCEGg+Hp6VleXq6trW1mZpaVlXX69Gk3Nzf8uQgJCQl79+7lGR6NRmOz2YO+ipUrV65cuRIhVFZW5uLicvv27cOHD3Melgnkgaj5qJQZp3DEqKLK13AC6iSSuFTKrE5Ky9WrV9euXYsfu2Rubq6hoZGXl4dhGL7k3bt3CKGpU6fKLB6xSf71h+SmWZlM5ldffRUXF/f+/fvZs2dnZ2fjBzgIibNNARgKUEWBzChHv0VVxupgUAYGBqtWrTp37tw333xDo9HOnTuHz7qJELp79y4+p0JVVVVjYyNxOTThxcfHd3V1EVdTaGlpMTQ0fP78OVf19Pf337lzp8QvBSGE5s6dW1JSMmPGjPj4eBirAwCkQkCdRBKXStnXSUlgGJacnIzP3IMQmjRpUmhoaFBQ0LZt2zZu3PjkyZMrV64ghObOnUtqmEJRpq8/bW3tmJiYqKioEydOBAQE+Pj4FBcXC/lYrjYFYChAFQVAJDBWB//l5+dnZ2eXlpbm5ORUVlb27bff4ssnTpyYnZ2dnp5uYWFhaGhYUlIi6p4rKyv19PQGHobEhUajiXTYiWBaWlqOjo749SEAAEAq+NVJJHGpJKVOiu3Bgwc9PT2fffYZsSQwMHDhwoXZ2dm///67i4tLQUHBs2fPzMzMSAxSeEr29aemprZnz56HDx8mJyezWKxBTx/FDWxTAIYCVFEAhAefVPBftra2BgYG0dHRw4cPt7W1JZYHBwfn5eVlZWVpamomJyeLsWcqlVpdXc1ms9XV1QVs9ujRo9u3b/PbA/FDqfBmzpxJXAECAAAkx69OIolLJVl1UjxJSUmOjo5cs4FYWFhYWFgghF68eJGWlnb48GHOCYfkmfJ9/SGErK2tc3NzhRyoIz5tCoDUQRUFQHhDPlbv6em5f/9+enq6tbX16tWrh/rpBMvOzm5vb+e31s7Ojt/VTeTqVQwdCoXi4+MTFBTU29t7/fp1fOGLFy9CQ0Ojo6PxqYP6+/v5PZxGo3V3d/NcNXfuXCaTGRUV5e/vjy/p6Oi4fPmyr68v52Y1NTX8pp+l0WhiVM9r1645OjqK+iglI2+f3vz8/Lq6On5rhw0btm7dOhmGI4/krcnEq5zy9iqkhWedRNIolWTVSTFgGJaUlHTmzBmea3t6epydnWfMmMEVuTyT8OsPyWWzVlRUrFmzRsiNBbcpAFIEVVRZydv3vnJ0ONUG30QyFRUViYmJERERzc3NQ/1cgzIzMysoKNi8eXNAQACLxerr6+vr66PT6cXFxdu2bRMwXa1cvYoh5eHhMXz4cCMjI+KfIfgVBePj4zs7O+/fv3/v3r23b98yGAw6nY5PHURccnDlypWvX78+f/48k8k8f/58e3t7bW3t27dvEULOzs6TJk0KCAg4fPjwkydPEhMTvby83NzcuJ59y5YtJXwUFhYOGnxNTc2ePXv++OMP/G5lZSWTyTx06BDnNl5eXqtXr3758iXPPeDR8vvFQUHJ26c3PDw8ICCgtLS0tbU1Ly9v8+bNMTExr169qq6uDg8P3759O9kBkk/emky8yilvr0KKBtZJJI1SKZs6yYlfxRNcJxFC+fn5DAaD58WQmEzmjh07pk2bdvv2bcU6ylSkrz/0n8nz5KdZu7q6vv/++4qKCvxue3v7H3/8ER4eTmwguFkFtCkAUgdVFDqcMqAkHU6MQ0JCAtcSqSgrK0MInTlzRup7FgM+ycpnn33GtTwwMLCkpETAA2X8KqTYFuvXr1+/fr3w23t4eHC9FR4eHjQazcjIKCoqKikpSUNDw8rKKicnx8bGBiFkZmaWkZGBYRidTsdn7zA2Nk5JSVm3bp2NjQ3xjlVVVRGHo5uYmJSWlkr+0vApcDo6OvC7JSUlo0aNQghZWlru37//559/fv/+PddD8MsIHTlyZODeMjIy8At+jBs37syZMy0tLZxrp06d+tVXXwkTFUIoISFBrBc0JPvB5CwHHRwcqqqq8Nvp6ekIoT179uB3u7u7jY2NSYlKWhknrf3IVZNh4lZOGbwKUeubACJl3MA6iUmjVA5FncQGlEqcgIonoE7i9uzZ4+rqyrXw9evXsbGxn3zySUpKCs9Hyb6KipqPQn79tbe3FxYWktusA9uUwWCYmZlRKJQFCxYEBwcfP36cTqdzPkRws/JsU4KQbSfFfASKCKoosUpwukmlwylv/RacXPVe5LPDKWqdlMVv3vgv63JyCRB+5875+/vjM0/yI1evYkidPHlSS0uLc0lsbGxERATx1nV2duLnv3Fd2GDEiBH5+fmvXr368MMPEUK2traclxk0Njaurq6ur6+nUCiTJ08eisjnzZv38uXLhoYGLS0t4vofXCorK1NTU3le/9DW1tbW1hafu1jJyNWnd+nSpcbGxjxXDRs2zMPDQ8bxyCe5ajIkbuWUt1chRQPrJJJGqZRBnSQIqHgC6iRu9+7dA098uH///rJlyxQ6hYX/+lu4cGFmZibnlqQ3q7a2dmlpaUdHh4aGxsAPJxqsWXm2KQBDR5WrKHQ4ZUM5OpzSHKszGIzr169XV1fPnj3bxsYG/w8nTzU1NQUFBeXl5ebm5mvXrsUXYhiWl5f3559/UqnUmTNnWltb81sodXFxcVu2bBEcHhcBgTU3N2dmZjY1NZmbmyvi4WQ8v+M5e+qCJ6rB6yZCiGeFmjJlimTR8cBisYjbw4YN+/jjjwVvnJ+ff/jwYVGfpa+vT5zgZE7INOT3IZdBGgYGBgpYGxAQgN94+/ZtfHy8r6/vrVu3ysvLp0+fXl9fP2LECE9PTzqdfvHiRTabraenh/8yjRQ57yRpMn5NI/vKKUzZFBCYwjUfzzqJpFQqh6JOov8tlYNuKbhOTps2beBCJycnwbuV/yoq4dcfknmzDmzT0aNHC9hYQLPybFOC/LcdUDgqXkUFUJR0k//eizAdTlF7m0jmPRapjdWfPn26b9++H3/80cXFxd3d3dfXt6ioyMDAYOCWERERqampd+7cqa+vt7S0bG1t9fHxQQgdOnRo2rRpe/bsKS4u9vPzw5uH50JOzc3NtbW1PEOiUCjm5uaDRs5kMkNDQ4keJ7/wuPALLDc3Nz4+3sfHR0dHx8nJyd3dfdBLRwCxqaurjxw50tPTc8mSJQsWLOD62ZWnoqKiH374QfizKCsqKjIzMxsaGjo7OwX8l0lOCJmGAj7kZKUhlwsXLvj6+vb09PT39589e7asrKysrCw4OPjdu3eenp46Ojru7u76+vomJiZ49VTcvJOwyfg1jYwrp5Blk19gitt8ikLUUilqnRRMsaqoopDB1x+CtgPgP2RQRRUr3RS398JJ1N4mIqXHwnlAvNhnLPT29pqamsbExOB3S0pKNDQ0bty4gd+trKxECJ09exa/a2Rk5Ofnh992cnJavXo1hmH9/f26urq5ubn48tDQUH4LuRw7dozfS6PRaAO3r66uRgiNHj3aysrKyspq6dKlI0eOHDlyJLEBz/C4XgW/wOh0uoGBAYPBwO/ikxbk5+cL/Ub+F4nnqwMJIZLOVxeQhsLkICbDNCRwnT7ECR8E4ie+PnnyBMOw9evX6+vrExvMmzdvyZIlmJTyjpTzviRsMn5NI/vKKUzZ5BeYhM1H1vnqYEhJqy2GaBYewA/0N1QcVFFZIvF8dQXqvRD4dTiF721iUupwknO+ekZGxp9//mlnZ4ffnTdvHp1O19DQ4Lnx3bt38fMbq6qqGhsbOzs7EUIUCmXGjBnOzs4xMTGOjo74YQk8F3Lx9/ffuXOnqAHPmTPnt99+w2+/efNm0aJFgsPjwi+w+Pj4rq4u4mIPLS0thoaGz58/xyfAAGBICZ+G/D7kMk5DwSZMmIAQwi+5N3PmTAFbKm7eSdhk/JpG9pVTmLLJLzDFbT4AAABABSlc70UA4XubiKQei3Su2VZWVqatrU2cN4IQ4jdQRwhNnDixqKho9+7dT548MTQ0JC6feOrUqZEjRzo5Oa1YsaKjo0PAQk40Gk2TP2GCHzNmzMGDBwcNjwvPwCorK/X09CL/4+bNm8+fP3d1dRUmDAAkJHwaCviQk5WGA6mpqRF/BVPcvJO8yfg1jYwrp5Blk2dgitt8AAAAgApS6N4LF+F7m4ikHot0/q/e39/PZDJzc3NXrlw56McyFFIAACAASURBVMbBwcF5eXlZWVmamprJycnEclNT09LS0gMHDkRHR8+bN+/x48djxozhuZBzb48ePbp9+zbPJ6JSqcQvH4JxzgTILzwuPAOjUqnV1dVsNltdXV2Y5wVAioRPQwEfchLTUGyKm3eSNxm/ppFx5RSybPIMTHGbDwAAAFBBit57ERspPRbpjNVnz56NELp8+TLRZu3t7ffu3Rs4G/CLFy9CQ0Ojo6PxHz+I31dYLFZiYqKbm1tkZKSDg4OtrW1KSoqbm9vAhZ6enpw7rKmpSUpK4v3aaDRR24xfeFx4Ruvp6Tl37lwmkxkVFeXv749v2dHRcfnyZV9fX5HCkEM9PT33799PT0+3trZevXo1ucFkZ2e3t7fzW2tnZ8fvwjNy9SqkTsg0FPAhl30aYhgm/Auk0Wjd3d0Dlytu3knYZPwKEb/lnPuUYuUUsmzyC1hxm09I8lZ28vPz6+rq+K0dNmzYunXrZBiOwoB2BEAG5C3RoMPJkyL2XoTvcPLrbSKSOpzSGas7ODiYmZlduHBh+PDhGzZsKC8vv3v3bmJiIr723bt3CCEGg0H8jY+Pd3FxKSsru3fvHovFYjAYXV1dUVFRrq6uFApl5cqVurq6urq6GIYNXMj11Fu2bOG83Nqg8AMq+H3D8QsPwzDOV8EvMGdn50OHDgUEBHR3d9vb2z9+/DgpKSk2NlakN1M+VVRUJCYmxsTEmJiYkB0LMjMzCw0NPXHixIQJE77//nt8ms33799XV1dHRkYWFxfPmjWL5wPl6lVInYA0FCYHMQxTV1eXTRoS8HzEw+PCZDIRQu3t7WPHjsWXrFy58sqVK+fPn9+4cWNiYmJ7e3t3d/fbt28VN+8kbDKeZRPxL1CcpFg5hSyb/AKztbVV0OYTkryVnfDw8AcPHmzevHnChAnV1dXR0dHLli1bu3btmzdvMjIynj17BmM8nqAdAZABeUs06HDypEC9FwK/Dqfwvc0PPviAnA4n50Rzkswo2NTUZG1tTaFQKBTKsmXLmpqa8OWFhYU2NjYIITMzs4yMDAzDPDw8aDSakZFRVFRUUlKShoaGlZVVc3Oznp6ei4vL1atXjxw5EhISgmFYV1fXwIWSSE5OtrCwwF+4l5fX48ePB27DM7ycnBzOVyEgsKqqqunTp+NPYWJiUlpaKl6ocjgPfFlZGULozJkzku9KcsXFxQihzz77jGt5YGBgSUmJgAfK4FUgkuaBx/ikoZA52N7ezvODLfU0xPX09Jw8efJvf/sbQmjUqFGhoaF//fUXsfbs2bMTJ05ECG3cuLGwsBBfSKfT8dk7jI2NU1JS1q1bZ2Njgzel5HlH1nyqkjQZz7KJkVE5hSmbAgKTpPkUYh54uSqeDg4OVVVV+G2ueXG7u7uNjY3JC+2/pNUW0p0HHtpxUDAPvIqTSubKVaJhctzhJHEeeEyy3su///1v2fRecAI6nKL2NjFpdDhFrZNSG6vj3r59297ePuhmnZ2dxO3u7m78BpvNZrFY9fX1nFvyXDjUeIbHRXBgdXV1EsYsh2N1rsswkAu/gtTA0tnQ0CD4EyiDV0HiWB0nTBry+5DLTxry09bWht/o6uriWiVJ3pH7nSd2k/FrGtk3mTBlExMYmHjNpxBjdbkqnmFhYcTtgdewOXz4MBlBcZPPsTq046BgrK7ipJK5cpVomBx3OMntt+CUoPfCj4DeJiZZh5Oca7YRRo8eLcxmOjo6xO1hw4bhN/ADSyZPnsy5Jc+FQ41neFwEBzZlypShCEw2GAzG9evXq6urZ8+ebWNjM2rUKH5b1tTUFBQUlJeXm5ubE+eoYBiWl5f3559/UqnUmTNnWltb81sodXFxcZwHxvAMj4uAwJqbmzMzM5uamszNzZcvXz4UAQ8RYdKQ34dcftKQH2Le0eHDh3OtUty8E7vJ+DWN7JtMmLKJBAamuM3HScj6KXzxFLBcPIGBgQLW4tfIefv2bXx8vK+v761bt8rLy6dPn15fXz9ixAhPT086nX7x4kU2m62np+fs7Ew8UHELJk/QjsrRjkDOSZJoSFk6nAqddErQe+FHQG8TybbHIuWxOlB0T58+3bdv348//uji4uLu7u7r61tUVGRgYDBwy4iIiNTU1Dt37tTX11taWra2tvr4+CCEDh06NG3atD179hQXF/v5+eHFiOdCTs3NzbW1tTxDolAo5ubmg0bOZDJDQ0OJ0skvPC78AsvNzY2Pj/fx8dHR0XFycnJ3d4+MjBw0BgCAKhOyfopUPAUsJ0hePzlduHDB19e3p6env7//7NmzZWVlZWVlwcHB79698/T01NHRcXd319fXNzExIcZ4SlYwoR2Vox2BnJMw0ZBSdDgh6cDgOP/JLt2jxYAkSDkGvre319TUNCYmBr9bUlKioaFx48YN/C7XwTxGRkZ+fn74bScnp9WrV2MY1t/fr6urm5ubiy8PDQ3lt5DLsWPH+H1EaTTawO3xQ5JGjx5tZWVlZWW1dOnSkSNHjhw5ktiAZ3hcr4JfYHQ63cDAAJ8cC8Ow7du3I4Ty8/OFeQ8xOTgGHohBHo4lA2KQn2PgBdRPsYungOWcRK2fhIHHTuPwPmhKSgqGYU+ePMEwbP369fr6+sQG8+bNW7JkCX5bwoLJk7Sqnxj5CO2I3xWvHeEYeBUnfOZKmGiYUnQ4JUw66LcoKJKPgQcKLSMj488//7Szs8Pvzps3j06na2ho8Nz47t272traCKGqqqrGxsbOzk6EEIVCmTFjhrOzc0xMjKOjI34YHs+FXPz9/Xfu3ClqwHPmzPntt9/w22/evFm0aJHg8LjwCyw+Pr6rq4u48ENLS4uhoeHz58/xqSYAAGAg4eun8MVTwHJO4tVPASZMmIAQcnR0RAjNnDlT8MZKVjChHfG7it6OQM5JmGhIKTqckHRAGGpkBwDkSFlZmba2NnGGBkKI30AdITRx4sSioqLdu3c/efLE0NCQuGriqVOnRo4c6eTktGLFCvwCCfwWcqLRaJr8CRP8mDFjDh48OGh4XHgGVllZqaenF/kfN2/efP78uaurqzBhAABUk/D1U6TiKWA5QfL6yUVNTY34OyglK5jQjsrRjkDOSZ5oSPE7nJB0QBjwf3XwX/39/UwmMzc3d+XKlYNuHBwcnJeXl5WVpampmZycTCw3NTUtLS09cOBAdHT0vHnzHj9+PGbMGJ4LOff26NGj27dv83wiKpVK/OgomIeHx6DhceEZGJVKra6uZrPZ6urqwjwvAAAIXz9FKp4ClhOkUj/FpmQFE9pROdoRyDnJEw0pfocTkg4IA/6vDv5r9uzZCKHLly8TS9rb269duzZwyxcvXoSGhrq6uuK/QRI/IrJYrF9//VVHRwf/gbClpSUlJYXnQq4d1tTUJPEhoPDxwy88LvwCmzt3LpPJjIqKIrbs6Og4ffq0qGEAAFSHkPVTpOIpYDknsesnhmFCvjoajdbd3c1zlZIVTGhHYolCtyOQcxImGlKKDickHRAG/F8d/JeDg4OZmdmFCxeGDx++YcOG8vLyu3fvJiYm4mvfvXuHEGIwGMTf+Ph4FxeXsrKye/fusVgsBoPR1dUVFRXl6upKoVBWrlypq6urq6uLYdjAhVxPvWXLFs6rXwwKP3yorq6O51p+4WEYxvkq+AXm7Ox86NChgICA7u5ue3v7x48fJyUlxcbGivRmAgBUioD6KXbxRPzLFCdR6ycBL6R4eJyYTCZCqL29fezYsfiSlStXXrly5fz58xs3bkxMTGxvb+/u7n779u0HH3ygZAUT2lE52hHIOQkTDcMwdXV1Re9w2traQtKBQfEYqxNjM0Ci/Px82T8plUq9cePGtm3bYmJiYmJiLCwsLl26hF8Lsaio6Ntvv0UIXbhwYfr06ba2th4eHhcvXpw/f35AQMDJkyc3b97s6Oh46dKlFy9ebN68+fPPP6+vr/fx8XFycuru7h64UJI4U1JSTpw4gRBqaGjw9vb29/efNWsW5wazZ8/mGd7BgwePHDlCvApLS0uegQ0bNiwrK8vJySkoKCgoKMjExAT/NVSSmMVDysdANUn3rYYqKjNNTU36+vpkR4EQ//opZPH89ddf+dVJ6dZPHJvNjo6O/uWXXxBCKSkphoaGmzZtwq+WFBsbi/93y9fXd9++fQsXLkQIbdiwISYmxsPD4/Dhw99///38+fOZTGZycrKnp6f8FEypgHZUjnYEck7CRLt69aq6uroSdDjlJ+mg3yIzIvdbOCeFx2ftB/KDlGsDYBj29u3b9vb2QTfr7Owkbnd3d+M32Gw2i8Wqr6/n3JLnwqHGMzwuggOrq6sTI2YkvWu2ARmTvNWgisqenFyzjSBM/RS+eApYLnttbW34ja6uroFrxSuYPEmrLSS5FhG0oxjgmm0qTozMFTvRMCXqcIqXdNK9ZhuQJfGv2bZx48aNGzeSFTeQH6NHjxZmM84f//B/vyOEaDQaQmjy5MmcW/JcONR4hsdFcGBTpkwZisCEhMFwXQFBFQXC1E/hi6eA5bJHTNo8fPjwgWvJLZhSB+0IgAyInWhIiTqc5CYd9FvkHMwtBwAAAAAAAAAAyBcYqwMAAAAAAAAAAPIFxuoAAAAAAAAAAIB8gbE6AAAAAAAAAAAgX2CsDgAAAAAAAAAAyBcYqwMAAAAAAAAAAPIFxuoAAAAAAAAAAIB8oQ2+CVB8TU1NiYmJZEcBAAByLT8/n+wQgPTB15/MNDU16evrkx0FIBNUUZmBt1pFwFhdJRQUFDg7O5MdBQAAyLWIiIiIiAiyowBSBl9/srR+/XqyQwBkgioKgHRRMAwjOwagJL7++uuzZ8/W1dVpamqSHQu3jIwMOzu70tJSMzMzsmMBACikCxcueHh4fP/99wcOHCA7Fr4oFEpCQsLGjRvJDgRIRG7bsampaenSpXp6erdv39bW1iY7HACkAE80OTwAp7+/f/Pmzbdu3bpz5878+fPJDgeQA85XB9LBZDKjo6N37dolhwN1hNDq1atNTU2PHj1KdiAAAIWUlJS0ffv24OBgeR6oAzDU9PX1c3Jyamtr165dy2KxyA4HAGWmpqb266+/fvLJJ7a2tk+fPiU7HEAOGKsD6YiOju7u7vbx8SE7EL727t175cqV2tpasgMBACiY69evb9q0yd/f/5tvviE7FgBI9vHHH6enpxcUFGzbtq2/v5/scABQZurq6snJydOnT7e2tm5oaCA7HEACGKsDKWCz2cePH9+xY4euri7ZsfDl4uKir69//PhxsgMBACiSnJwcFxeXrVu3Hjt2jOxYAJALCxYsSE1NvXbtmr+/P9mxAKDktLS00tPTx44da21t3dbWRnY4QNZgrA6k4PLly83NzXv27CE7EEHU1dW//PLLs2fPvn79muxYAACK4cGDB2vXrnV2do6JiaFQKGSHA4C8sLS0vHLlSkxMDBxsAsBQGz16dEZGBpvNtre3ZzAYZIcDZArG6kBSGIaFh4e7uLhMmTKF7FgG4eXlpampefr0abIDAQAogIKCAltbWxsbm9jYWDU1+LoE4H84OjrGxsZ+99134eHhZMcCgJKbMGFCTk5OY2Ojo6MjTBWhUqDzASSVkZFRVla2b98+sgMZnLa2to+Pz4kTJ5hMJtmxAADkWllZmZ2dHf7PQxoNrm8KAA/u7u4//vjjvn37zp8/T3YsACg5Q0PD7OzsP/74w8XFpbe3l+xwgIzAWB1IKiwszNbW1tTUlOxAhOLv7//+/ft//etfZAcCAJBf1dXVNjY28+bNS0hIUFdXJzscAOTX/v37AwMDvb29b968SXYsACi52bNn37x5Mycnx9PTE666rSJgrA4k8ujRo3v37gUFBZEdiLDGjRu3devWo0ePwk+SAACenj9/bmVlZWhoeO3ateHDh5MdDgDy7qefftq6deuGDRvu3btHdiwAKLklS5ZcuXIlLi7u73//O9mxAFmAsTqQyE8//bRgwYJly5aRHYgIAgMDGxoakpOTyQ4EACB3Ghsbra2t9fX1MzMzR4wYQXY4ACgACoUSFRVlb2+/Zs2a0tJSssMBQMnZ29v/61//CgsLO3z4MNmxgCEHY3UgvpqamuvXryvQP9VxBgYG69at+/HHH+HwIQAAp5cvX1pbW48cOfLWrVs6OjpkhwOAwqBSqZcuXVqyZMmqVauqq6vJDgcAJbdly5YTJ07s37//7NmzZMcChhaM1YH4jhw5MnXq1LVr15IdiMiCgoLKysp+++03sgMBAMiLV69eWVlZYRiWlZU1ZswYssMBQMFoaGikpKR8/PHH1tbWjY2NZIcDgJLz8/M7dOjQzp07r169SnYsYAjBWB2I6eXLl7/++mtQUBCVSiU7FpH93//9n5WVVVhYGNmBAADkwrt372xtbVksVm5u7vjx48kOBwCFpKWllZqaqqOjY2tr++bNG7LDAUDJfffdd/7+/q6urtnZ2WTHAoYKjNWBmCIiIkaOHOnu7k52IGIKDAzMycmBM+sAAEwm097e/uXLlzk5ORMmTCA7HAAUmK6ubnZ2NpPJXL16NYPBIDscAJTcsWPHNm3atH79+uLiYrJjAUMCxupAHHQ6PSoqavfu3ZqammTHIqZVq1aZmZkdOXKE7EAAAGTq6uqyt7evqanJycmZNm0a2eEAoPAmTpyYk5NTV1fn5OTEYrHIDgcAZUahUM6cOfPpp5/a2to+efKE7HCA9MFYHYgjOjqazWbv3LmT7EAksm/fvsTExL/++ovsQAAA5Ojp6Vm/fn1FRcWdO3dmzpxJdjgAKAkjI6OsrKySkpJNmzb19fWRHQ4AykxdXT0pKcnY2Nja2rq+vp7scICUwVgdiIzNZp88edLb23vs2LFkxyIRFxeXKVOmREREkB0IAIAEfX19rq6uDx48uHXrlomJCdnhAKBU5s6de+3atVu3bu3atYvsWABQcpqamjdu3Pjwww+tra1fvnxJdjhAmmCsDkR26dKllpaWL7/8kuxAJEWlUr/88stz5869evWK7FgAADLV19fn5uZ28+bNGzdu/N///R/Z4QCghJYtW5aQkHD27Nng4GCyYwFAyY0aNSorK4tCodjY2HR0dJAdDpAaGKsD0WAYdvTo0U2bNk2ePJnsWKTA09NTS0srMjKS7EAAALKDYZiPj8/169fT09M//fRTssMBQGk5ODicP3/+hx9+OHr0KNmxAKDkxo0bd+vWrba2tnXr1nV3d5MdDpAOGKsD0aSnp1dVVe3du5fsQKRDS0vL19f35MmTMF0tACoCw7Bdu3ZduHDh6tWrlpaWZIcDgJJzdXU9fvx4YGBgbGws2bEAoOQMDAyys7PLysqcnZ17e3vJDgdIAYzVgWjCwsJWr149d+5csgORmt27d7NYrPPnz5MdCABAFg4ePBgdHf3rr7/a2dmRHQsAKmHXrl0HDhzw9vZOTk4mOxYAlNysWbNu3rz522+/eXh4YBhGdjhAUjSyAwCKpKio6Pfff8/LyyM7EGkaO3bsF198cezYMR8fHxoNMgIAZfbNN98cPnz44sWLGzduJDsWAFTIDz/8wGQyXV1ddXV1LSwsyA4HAGW2ePHi69ev29vbjx49+sSJE2SHAyQC/1cHIvjxxx8XLFjw2WefkR2IlO3bt6+pqSkxMZHsQAAAQygiIuK77747ffr0li1byI4FAJUTHh7u6Ojo4OBQUlJCdiwAKLkVK1acP38+MjLyp59+IjsWIBEYqwNhVVdXp6WlHThwgOxApG/atGmff/75zz//DAcLAaCsIiMjv/rqq8OHD3t7e5MdCwCqSE1N7ddffzU3N1+1atXTp0/JDgcAJbdp06ZTp079/e9/j4mJITsWID4YqwNhHT582MjIyMnJiexAhsTBgwcfP36ck5NDdiAAAOm7cOHC7t27f/jhh3379pEdCwCqS11dPSkpacaMGdbW1vX19WSHA4CS8/Hx+cc//uHj4wOHjiouGKsDobx8+TIuLi4gIEBNTTk/M3Pnzl2+fHlYWBjZgQAApCw5OdnT0/Prr78+ePAg2bEAoOq0tLTS09PHjh1rbW3d1tZGdjgAKLl//OMfe/bscXNzy8zMJDsWIA7lHHcBqTt27NioUaPc3NzIDmQIBQUF/fbbb4WFhWQHAgCQmtTU1E2bNvn5+X333XdkxwIAQAih0aNHZ2Rk9Pb22tvb0+l0ssMBQMkdOXJky5Ytn3/++YMHD8iOBYgMxupgcJ2dnTExMV9++eXw4cPJjmUIWVtbz5s379ixY2QHAgCQjtu3b7u4uLi5uYWHh5MdCwDgvyZMmJCTk9PY2Ojk5NTd3U12OAAoMwqFcubMmVWrVtnb25eVlZEdDhANjNXB4KKiovr6+nx8fMgOZMgFBAQkJyc/f/6c7EAAAJJ6+PChk5PThg0bzpw5Q6FQyA4HAPA/DA0Ns7Oz//jjDxcXl97eXrLDAUCZUanUS5cuzZkzZ/Xq1XV1dWSHA0QAY3UwCDabferUKW9v79GjR5Mdy5DbuHHj1KlT4V9wACi6wsLCVatW2djYnDt3Tlln2QBA0c2ePfvmzZu3b9/29PSE67AAMKQ0NTVv3Lgxfvx4a2vr1tZWssMBwoIeDBjExYsXW1tb/f39yQ5EFqhU6p49e86dOwdVDADFVV5evnr16k8++eTy5cs0Go3scAAAfC1ZsuTKlSuXL1/++9//TnYsACi5kSNHZmZmUqlUGxubt2/fkh0OEAqM1YEgGIYdO3Zsy5YtkydPJjsWGfHw8NDR0Tl9+jTZgQAAxFFTU7Ny5UozM7Pr168PGzaM7HAAAIOwt7c/f/58WFjY4cOHyY4FACX34Ycf5uTkdHR02NnZMZlMssMBg4OxOhAkLS3tyZMnAQEBZAciO1paWn5+fpGRkQwGg+xYAACi+euvvywtLQ0MDK5fv67cc2ECoEy2bNly8uTJ/fv3nz17luxYAFBykyZNysjIqK6uhqkiFAKM1YEgYWFh9vb2JiYmZAciU/7+/j09PbGxsWQHAgDga//+/devX+dc0tTUZG1tPW7cuJs3b44YMYKswAAAYvD19T106NDOnTuvXr1KdiwAKDkTE5Nbt27dvXv3iy++6O/vJzscIAiM1QFfv//++8OHD4OCgsgORNbGjBmzbdu2I0eOsNlssmMBAPDQ0dFx8uTJ9evXE936trY2a2vrESNG3L59+4MPPiA3PACAGL777jt/f39XV9esrCyyYwFAyS1cuPD69etJSUm7d+8mOxYgCIzVAV9hYWELFy5cunQp2YGQYO/eva2trQkJCWQHAgDgISoqis1m9/X1ubi4XLx48fXr11ZWVn19fdnZ2WPHjiU7OgCAmI4dO7Zp06Z169Y9fPiQ7FgAUHLLly+/cuVKVFRUaGgo2bEAvmCsDnh7+vTpzZs3Dx48SHYg5Jg6derGjRvDwsLgKjIAyBsWi3X06FH8LLv+/v4vvvjC0tKyq6srNzd3/PjxZEcHABAfhUI5c+bMsmXLHB0dnzx5QnY4ACg5JyenyMjI4ODg48ePkx0L4A3G6oC3sLCwjz/+2MHBgexASLN///6KiorMzEyyAwEA/I+4uLg3b94QdzEMq6iocHFxmThxIolRAQCkQl1dPSkpydjY2Nrauq6ujuxwAFBy3t7eoaGhe/fuvXLlCtmxAB5grA54+Pe//x0XFxcYGKimprqfkDlz5lhbW8MlZACQKxiG/fzzzwOX//DDDwcOHJB9PAAAqdPU1Lxx48a4ceOsra1fvnxJdjgAKLmvv/5679697u7ut27dIjsWwE11R2JAgIiIiA8++GDLli1kB0KyoKCg3NzcgoICsgMBAPx/t27dqqmp4TlvbVhYGAzXAVAOo0aNyszMVFNTs7Gx6ejoIDscAJRcWFiYu7v7+vXrf//9d7JjAf8DxuqAW2dn55kzZ/bu3QtXJ16+fPmiRYuOHj1KdiAAgP/vp59+otFo/Nb+/PPP4eHhsowHADBExo0bd+vWrba2trVr13Z3d5MdDgDKjEKhREdH29ra2tvb//nnn2SHA/4Lxuqqrq+vD5+iiXD69GkMw7y8vMgKSa7s3bs3JSXl2bNnnAt7enrIigcAVVZcXHz//n2ukoUQolAoampqEydOjI6OhsvPAKA0DAwMsrOzy8vLnZ2dByY+AECKqFTq5cuXFy5caGNjU1NTQ3Y44P+Dsbqqq6+v//jjj0+dOvX+/XuEEIvFOnny5M6dO0ePHk12aHLh888/NzAwIP61/uLFC39//+XLl5MbFQCqKSwsTF1dnXMJPkrX09P75ZdfXrx44eXlRaVSyQqPFB0dHW85IISYTCbnEhjhKARoR35mzZqVkZHx22+/eXh4DLwyC/x0DsTw/v17zuTq6enp6enhXIJ3iVWQhoZGUlLSpEmTVq9e3dLSwrWWzWbD1ZFIgAHVhp+XoqamNmrUqG+++ebYsWPq6uoNDQ1kxyVHIiMjhw0blp2d7ezsTKVSKRSKrq4u2UEBoHJevHjBNdulmpra+PHjIyIiuru7yY6ONNbW1gK+4mk0WltbG9kxgsFBOwqWk5MzbNgwf39/zoXl5eVz587t6uoiKyqgoKKjowUPjqKjo8mOkUyvXr2aOXPm7Nmz29vbiYXv37+3s7O7desWiYGpJvi/uqpraWmhUCj9/f3v3r0LDQ0NCAiYMmVKV1cX2XHJkRkzZlCp1JUrV6akpPT19WEY9vbt276+PrLjAkC1hIeHE/8zp1KpH3300bFjx168ePHll18OGzaM3NhItGnTJn6r1NTUrKysPvzwQ1nGA8QD7SjYihUrzp8/HxkZ+eOPP+JL8vPzzc3Ny8rKLl++TG5sQOGsX79ewLwnNBrt888/l2U88kZXVzcnJ6ezs9POzo7JZCKEOjo6rKysbt68eezYMbKjUzkwVld1LS0tRMHq7e3t7++vr6+fOXOmnZ1dUVERubGRq7+//8aNG/Pnz1+xYgV+lB2bzcZX9fX1vX79mtToQk/vKAAAIABJREFUAFAtb9++jYmJYbPZVCr1ww8/DA8Pr6+v//LLL2EKzM8//1xDQ4PfWjc3N1kGA8QG7TioTZs2nTp16v+xd6ZxURzrHq5hBhAB9RCjIuCGIqiEJcGoeERERGU1QcUNI6AREaMGUaOSxIMxbkDihqi4hcxhNQgSRSK4sAciawQV2QQUEWSGZWZg+n7om75zZ2M26O6Zej7wm66urn67/1311ktXVx04cCAqKurOnTuLFi3q7u6mUChw/leItOjp6S1ZskToB1Pou5kPPvhg6K0iFIaGhvfu3aupqVmxYkV9ff38+fOLiooAABkZGVVVVXhbp1qI/K8SREV4/fo137BSNCK9d+9eWlra559/HhcXp4KrrFdXVzs5OdXV1VEoFACA4IeCLS0tY8eOxcM0CKFpbGzMycnB2wol5ObNm729vTo6Op9//vnixYs1NDSSk5PRXUZGRnPnzsXXPBwZMWLE0qVL09LSBJspGo3m5uaGi1UQaYE6SoK/v39ra+u2bdvQ8YDo2o2VlZVZWVkLFy7E2zoImVi/fr3QtcQRBFm/fv3Q20NApk2blpKSYm9vb2VlxWAw0OiARqP99NNP586dw9s6FQLG6qpOc3Oz0OHc/f39mpqaO3bsUMFAHQBgYmKyevXq48ePC13GGQDQ3NxsYWExxFZBiE9OTs7q1avxtkJpYTKZ165du3btGm+ip6dnfHw8XiYRgfXr16ekpPAlogHeiBEjcDEJIgNQR0kYM2YM6peRf+a4otFoYWFhMFaHSIW7u7umpqbgWoAaGhqurq64mERAdHR0tLS03r9/j/0PkcPhREdHh4aG6unp4Wub6qCKYRiEl4aGBlELIN28eXPBggW4WEUEfvzxx6CgIPS9Oh9UKlVwekwIBAPneUiUjra2NgaDIXSXp6cn3mrjj6ur6/Dhw/kS+/v7161bh4s9ENmAOg7IsWPH/P390bqPJfb19aWmptbU1OBoGIR0DB8+3MPDg29hERqN5uHhoaOjg5dVhKKwsNDW1razs5MvTOjv779y5QpeVqkgMFZXdRoaGvhSKBQKlUq9efPmsmXLcDGJOBw7dmzr1q2CIwtoNFpLSwsuJkEgKoienh7sPIlh2LBhn332GV+nU1tbG7bh5ALqKAYEQXbt2rV//36he2k02tmzZ4fYJAjZWbduHTYPEQr81xjG3bt3FyxYwGQy+W4RAKCvry8sLAxOsTxkwFhd1Xn9+jVfCoVCiYmJcXFxwcUeQkGhUM6ePevr68sXriMIAt+rQyAQ4rB27VreHpW6uvqqVatUeXp8kgJ1FMWjR48uX74s6qM8DocTFRXFZDKH2CoIqXFycuL7ukRHR2fJkiV42UMcmEzmN99809vbKyogb25uvnXr1hBbpbLAWF2l6evre//+PW+KmpraL7/8smrVKrxMIhoUCiUyMhJdWR1L5HA4MFaHQCDEYfHixbxfD3I4nLVr1+JoD0Q2oI6iWLBgQW1tbVBQkKamJt/QA5Senh6+mSwgEPGoq6t7eXlh6y+oq6uvWbNGzHIMqoOOjk5hYWFcXJyRkZHQf5CpqamdPHly6A1TTWCsrtK8efOGd+40CoVy7do1Mau8qiZqamo3btz4/PPPsXAdQZD6+np8rYJAIBAMGo22Zs0aLIb54IMP4FRbZATqKAY9Pb0ff/zxxYsXX3zxBZVK5YvYuVzuyZMnRU0HC4EIZc2aNeiivAD+a+z/o6amtnLlyufPn58/f/6DDz7gW46+v78/JycHXcUNMtjAWF2l4X05TKFQzp8/D1eqEAqVSv3ll1+WLl2KtVZNTU34mgSBQCC8rFmzBh0+raGhsWHDBqFLB0OID9RRPAYGBlFRURUVFatWraJQKFjEjiBIbW3t3bt38TUPQi4WLFiArb/74Ycf/vvf/8bXHqKhrq6+ZcuWurq60NBQHR0d3n+Qqaurnz59GkfbVAcYq6s0WKxOoVBOnz795Zdf4msPkVFXV09KSlq8eDEarre2tuJtEQQCgfwf8+bNGz9+PACAzWbDhQPJC9RREqZPn/7LL7+UlJSgc+ugfplKpZ46dQpv0yBkQk1Nbf369RoaGhoaGt7e3qq5SvGAaGtr7927t66ubvfu3dhHKBwO59dffxWc9AqicOBDqdJgdezkyZMBAQH4GkN8NDQ0kpKS5s6dCwBgsVidnZ14WwSBDBYsFis9Pf348eM5OTkSTvdaUlJy+vTpCxcuNDY28u1qa2s7evQoX+Lt27fp/3D8+PHu7m7FmK6qUCgUb29vAICRkdGnn36KtzkQGYE6So65uXlSUtIff/zx0UcfAQC4XO79+/efPn2Kt10QMoEOg2ez2XAAvHjQj1CePXu2YcMGNTU1Go2GzumIt13KD23gLKpBXFwc3ibgwL179wAAXl5ehoaGQ38H5J/BrrGxMScnRyHGSI6fn19zc/Pz58+vXLmir68/xGfHHSMjI/S/FRAl5s2bN3PmzPnmm298fHyOHz/+ww8/JCcnixmL+/bt23379jU1NUVGRk6YMEEwg5+fX25uLu96S0+fPnV1dcUWSfby8hJcWXqIUQIvgE5LZmNjEx8fj7ct8jJv3jxDQ0M5C8HFR8gPqXVUiI/Izc0VXFBWDMHBwYWFhTExMS0tLV999ZWvr6+cBqggCqlxJG1FP/zwQwDA8+fPnz9/jrctUjP0fWknJ6dZs2bR6fTCwsJTp04ZGxvzfc0OGRDp2kkEgiDIP/1FyFAiv2qxsbF4X4TK4enpKb9wSgz6TOJthVz09/fPnz/fzc0N3ezr65s4ceLevXtF5X/58uXo0aPXr18vKkNUVNS0adPGjh3Lm7h58+bMzMz6f+jp6ZHNWk9PT0U9k3jXLcj/IzY2Vn5NoY8YehRSHz09PfG+DpVDITUO74tQReRXDbaTQ49U7SQcA/9/KKSdIhdZWVm4nFex7QIul/Du3buSkhJcTo0jsP9EZPr7+xVSsx4+fPj48ePNmzejm1QqdePGjWfOnOnq6hLMzGazV61apaenFxkZKbS06urqv/76C/2mFKOlpaW0tHTq1KlG/zBs2DD5LZcfJfACt27dwtsEBaBYWfG+GlkgqY4K9BEyx/w9PT2vX79W7HUpPYpSDZCzFX369OnTp0/xtkJqCNKXrq+vV+BFqQLStpMwVldp7Ozs8DaBrPzrX/9CP5CDQBRCWVnZ1atXr169euPGjdevX//+++9Xr16NiYlBZ4QWT19f37Vr12bMmKGQ6SGTkpIAAObm5ljKrFmzurq60tLSBDMfOHCgsLAwODhYW1tbcC+Hwzl48OCxY8f40k+fPp2fn29kZDRlypSrV68i8G2M4nB1dcXbBIgCgDrKzLBhw8aMGYO3FRAyMX369OnTp+NtBVkxMjLC2wQlB35gAIFAIPhjbm5eXFz8xRdfrF+/Hp245erVq4mJiXxrCPPB4XCuXbt29OjRN2/eBAQEBAUFNTU11dTUCM1MoVBsbW0HtAT9YI93Lga041tdXS2YmU6n02i0srKyRYsWFRQUWFtbR0REWFtbo3sPHz68c+dOXV1dvqPs7Ow4HE5ubm5+fv6mTZtiYmLu3LkD16aCQCAQCAQC4QXG6hAIBEIINm7cmJGRkZCQEBIScubMmdjY2A8++EBUZhaLFR0d/eOPP75792779u1ff/316NGjAQDh4eG7d+8Wegg6a+uAZrx+/ZpKpWpoaGAp6Kxv2BKPGK9evXr16pWlpWVISIienl51dfXChQvt7OyePn1qYGDw4MEDGo02b948wVMsWbJkyZIlAICSkhIvL6+MjIwTJ07s27dvQNsgEAgEAoFAVAc4Bh4CgUCIwk8//TRq1Ki5c+f6+PiMHTtWaJ7e3t6ff/7Z2Nh4796969evr62tPXr0KBqoAwACAwO7RSDhKoM6Ojp8KeiabePGjeNLLy4uBgB4eHig01abmJiEhYUxmcxz5851dHScOXPmwIED4s9lYWFRVFRkaGhIp9MlsQ0CgUAgEAhEdYDv1SEQCIQo6OnphYaG+vn5MZlMUXmysrK+/fbbjo6O3bt379u3j2+EOY1Gk3z1lPz8/O3bt2ObJ0+etLOzMzIy6u/vZ7FYmpqaaDqDwQAAzJgxg+/wkSNHAgCwfxMAANA1SKqqqnbt2mVjY3Pr1i00/dmzZ729vUlJSaNGjVq0aBFvIcOHD3d3d4+OjpbQZggEAoFAIBAVAcbqEAgEQhS4XO7t27fnzJnz1VdfOTo6Cr7KBgAsXbq0trb29OnT4eHh165d+/rrr7dv345F7IWFhRkZGUILp1KpwcHBvCkTJkzgjdWnTJkCADAzMwMANDQ0TJ06FU1/+/YtEBarm5iYAACKiop4C1RXV9fV1W1tbb137x6W/v79++7u7h07dsycOZMvVgcAmJqaokVBIBAIBAKBQDDgGHgcqKmp8fHxaWxsVGBOSWCxWOnp6cePH8/JyUEHtcqfU3WQSgsoHEQ2wsPD3d3df/31Vzab7e/vLyrbyJEjDx48WFdXt2fPnvDw8MmTJx89ehR9FV9dXZ0ggsTERL5y9PX1N/KAzubq6+urqamZnZ2NZSsqKrK0tBQMp8eNG+fk5JSXl4elPHv2jMPh2NrapqamNvLg7+//4YcfNjY23r17V/Bybt686e7uLv3dUhJg26IcQB1JChSOpMC+NBmB1U0GYKyOA8XFxVeuXCkrK1NgzgF58+aNmZlZfX29j4/Pb7/95u7uLur5kzynSiGVFlA4iAyUl5dnZWVt3Lhx8uTJhw4d+u2333755Rcx+XV0dPbu3VtbW/vNN9/8/PPPkyZNOnbs2Lp164pEkJ+fL4kZ48aN2759+4kTJ9Cl1Hp7e1NSUi5fvqym9r/+Ijg42M/PD/196tSphoaGnJwcdDMzM9PMzOyLL74QU351dfXOnTv/+usvdLOioqKrq+vgwYOS2KaUwLZFOYA6khQoHEmBfWkyAqubLOC9IDxRAADExsYO2elaW1sVnlMM/f398+fPd3NzQzf7+vomTpy4d+9eeXLKQ2xsrEKePUWVIyFSaaGUwnl6enp6eiq2TCVD5mfy/v37kyZNCgoK4nK5CILExMQAAIYNG3bx4kVJDu/p6UHDdRlOLQiXy927d6+Li8vPP/+8f//+69ev8+41NTUdM2ZMX18fullSUuLg4BASEnLkyBEXF5empibBAvfs2TN27Fj0d1FREfqhu729/d69e48dO9bd3S2zqQp8JofYC/AC2xY+FKUF9BEy5JQHRdXHIfY1UDhF1TjYl5Y2pzzAvrSEEE04ads3GKv/Lzj20oaAzMxMAEBKSgqWEhISoq2tzWQyZc4pDyRtX4YeogkHY/UBwfeZZLFYCiytr6+vpaVFMJ3BYLx7944v8dWrV4KJoujt7a2urm5sbJTXRGWJ1YceorUtfJA0Vh96iKYjSWP1oYdowpE0Vh9iiKYa7EtLCNGEk7Z9g2PgBwsmk3n+/Pn9+/dHR0eXl5fzjqDgcrmZmZmFhYXoZkNDw08//cTlcsvLy48cOXLjxg0ulys0p8wkJSUBAMzNzbGUWbNmdXV1paWlyZxTWRElnKAWUDgI0eBdFF1+qFSq0HXjdHR0/vWvf/Eljh8/XjBRFJqamtOmTTMwMJDXRFIB2xblAOpIUiQUToxqgpllBgonIbAvTVJgO6lA4Dzwg0J7e/ucOXMuXbrk7e29YcMGX19fGxsbW1vb8PDwysrKb7/9NiEh4fz58zY2NikpKb6+vugYj9LS0tbW1oMHDzY2Nu7fv58vJ98pmpqaampqhJ6dQqHY2trypjx//hwAoK+vj6WMGTMGAFBdXc13rOQ5lRJRwm3evJlPCygcBAKRHNi2KAdQR5IioXBiVAMAiBFOKtUAFE4yYF+apMB2UsEo8J0+qQEKHbezf//+iRMnor/RBY3Cw8OxvaWlpQCA8+fPo5v79u0DAGRkZKCb1tbWH3/8sdCcvISFhYnSlEaj8WW2tramUqm8KQUFBQCAgIAAmXPKA2HH7YgRTlALFRRO6cclyo/SjyUjGmQZAw/bFqlQlBbQR8iQUx4IOwZecuHEqCaYGUMq1RDiCaeoGqfYVhT2pcUD+9IkFQ6OgScEL168aG1tZbPZAAALCwttbe2GhgZsr6amJm9mLS0tAICpqSm6OWPGjPr6eqE5eQkMDOwWQWdnJ19mHR0dvhR0OIrg6s2S51RKxAgnqAUUDgKBSAhsW5QDqCNJkVw4MaoJZsaQSjUAhZMM2JcmKbCdVCwwVh8U7O3tu7u7Hz9+DABob29ns9mOjo4SHov+R2fAbDQaTUs0fJmNjIz6+/tZLBaWwmAwAAAzZsyQOadSAoWDQCCDAWxblAOoI0mRWbjBUA1A4SQDVjeSAoVTLPB79UHBz8/v+fPnW7duPXLkSGZm5tGjR5cuXarYUxQWFmZkZAjdRaVSg4ODeVPMzMwAAA0NDVOnTkVT3r59C4Q9fJLnVEqgcBAIZDCAbYtyAHUkKYMtnFSqASicZMDqRlKgcIoFxuqDAo1G09fXv3LlyujRo93c3MSM4pCZ6urqhIQEUWfne0x9fX3/85//ZGdnYw9fUVGRpaWliYkJ37GS51RKoHAQolFTUxMaGnr48GFDQ0PFZh4QFov14MGDJ0+ezJ8//9NPP6VSqaJydnR0XL58ub6+3tnZ2cHBActZWFiIztTCy5w5cyZPnoz+vn37NjZcraGhYfv27cOHD5ffcgIC2xblAOpIUgZbOKlUA1A4yYDVjaRA4RQLjNUHhfPnzyckJHz88cdsNru+vn7cuHG6urrYXnRwBfqvGgAA2lVFv+tA09FFkikUCl9OXtatW7du3ToJ7Rk3btz27dtPnDjh7e1NoVB6e3tTUlLodLqa2v99BBEcHPzu3btLly4NmFOJESOcoBZEEA5TTRKJIWSkuLj4ypUrK1eulCT8liqzeN68eTNnzpxvvvnGx8fn+PHjP/zwQ3JystBw/d27d7Nnz543b96rV6/OnDnzySef5OfnAwAQBFmzZs2LFy/48hcVFaGx+tOnT11dXbHRbl5eXsoaqAPYtigLUEeSIrlwYlQTzIwhlWoACicZsC9NUmA7qWAUN60duQEKnbvy5s2b2travPd58eLFzc3NCILk5eV5enoCAGbNmpWampqVlTVlyhQAgJ+fX3NzM51OHzFiBADgu+++y87O5s0pp0lcLnfv3r0uLi4///zz/v37r1+/zpfB1NR0zJgxfX19A+aUH8LOXSlKOD7VEAQhiHCYagPmVAhwHvgBGYx54NHlTAYjsyj6+/vnz5/v5uaGbvb19U2cOHHv3r1CM58/f76trQ39ffjwYQDA48ePEQRJT0/fsWPHy5cvWf+Qnp4+adIk7MDNmzdnZmbW/0NPT48MppJlHnjYtkiForSAPoKkPkLhvkZC4cSoxuFwBFWWB0IJp6gaB/vSsC+NwHZyIKRt3yiIBF/wqwIUCiU2NnbVqlUKKe3evXuvXr2aP39+S0tLd3d3V1dXQkKCubk5ujIBjvT39799+3bs2LGCu5hMJofD+de//jVgTvmJi4tbvXq1/M+eosrBIJ1wfKqJyakQVq5cCQCIj48fjMKVA4U/k7iQlZVlb2+fkpLi4uKCpnz77benTp16/fo1nwNms9mvXr3CxrTX1dVNmjSptLTU3Nw8Nzf3008/5f1v9Pbt24cNG3by5EkAQEtLi4eHR0JCgpxDABT4TCrWC/AB2xapUJQW0EeQ1Eco3NdA4cSjqBoH+9KwLw1IKBzB20k4Bl7xFBUVffHFF/X19VQqFfvgwd7ePi4uDl/DAABUKlXUk8e3UIGYnMoKGYUTXF5CBYVTDphM5o0bN+rr66dNmzZ79mwzMzN0wDmXy33w4IGOjo6NjQ0AoKGhISkpKTAwsLKyMjk5ecKECevWrcPiYb7MMpOUlAQAMDc3x1JmzZrV1dWVlpaG+hgMDQ0NLFAHAJSWlrq4uKAHzp07lzcnl8tNSkrCPjA7ffp0fn6+kZHR5MmTQ0JCNm7ciA4xVUpg26IcQB1JChSOjJBRNQD70uQUjuDVDcbqiqe0tLS5ufnSpUuLFy+eOHFibW1tQUFBaWnp/v378TYNIg4oHAQv2tvb58yZc+nSJW9v7w0bNvj6+trY2Nja2m7evPnbb79NSEg4f/68jY1NSkqKr68vOsq9tLS0tbX14MGDjY2N6CNaWVnJm5m3/KamppqaGqGnplAotra2fInohHD6+vpYypgxYwAA1dXVoi4BQZD4+Pjvv//+7t27QjNkZ2dTKBQsgLezs+NwOLm5ufn5+Zs2bYqJiblz546Y6etIDWxblAOoI0mBwpERqBpJgcIpHBirK54vvviivb39v//971dffUWj0czNzTdt2nT48GENDQ28TYOIAwoHwYsTJ06wWKx///vfAICDBw/evHlz7dq1O3fuBACEhIRg76JdXV19fX1//PFHc3NzdO/HH3+cmJiIusAZM2bwZuYlNjZ29+7dQk9No9E4HA5f4uvXr6lUKu+Tj8761tzcLLSQrq6uXbt2xcTEdHd3m5ubp6enC77Yj4+PX7FiBfbyfMmSJUuWLAEAlJSUeHl5ZWRknDhxAvcBcoMEbFuUA6gjSYHCkRGoGkmBwikcGKsrHgqFsnv37t27d3M4HHV1dbzNgUgKFA6CFy9evGhtbWWz2RoaGhYWFtra2g0NDeguvsVOtLS0AACmpqbo5owZM3jfY4taGSUwMHDr1q2S2yM4Hqy/vx8AMG7cOKH5tbW1o6KiIiMjf/7556CgIH9//z///JM3A4IgiYmJv/zyi+CxFhYWRUVF06dPp9Ppyhqrw7ZFOYA6khQoHBmBqpEUKJzCUYnFA/ACPqMkBQoHGWLs7e27u7sfP34MAGhvb2ez2Y6OjpIcSKVSJZkPhkajaYlGML+RkVF/fz+6XAoKg8EAAMyYMUPMWdTU1Hbu3PnZZ5/99ddfvMcCALKzs9ls9oIFC4QeOHz4cHd392fPng14IWQHti3KAdSRpEDhyAhUjaRA4RQFfK8OgUAgOOPn5/f8+fOtW7ceOXIkMzPz6NGjS5cuVWD5hYWFGRkZQndRqdTg4GC+RDMzMwBAQ0MDNjEMusCp+FgdxdHRMTMzk+8Nf0JCgru7u5jP0U1NTU1MTAYsHAKBQCAQCER1gLE6yWCz2Y8ePUpNTXV0dFy+fDleZrS0tDx9+nThwoV4GUA6cBfu9u3bnZ2d6O+Ghobt27ejXyBDiACNRtPX179y5cro0aPd3NxEDWWXmerqaqHfsaOnFozVfX19//Of/2RnZ2OxelFRkaWlpSThdHl5uaurK28KgiAJCQkXL14Uc9TNmzfd3d0HLBwC8G5MCgsL0akHeZkzZw7vcgAAgJKSkocPH2poaDg7O8u5LJ+KgK+sHR0dly9frq+vd3Z2dnBwUNZZHhUOKSojRBDcu2QosC8tLUQQbuhVg7E6ySgvL4+Li4uKipo5cyYuBrS2th47duzcuXObN2+G7Yvk4Cvc06dPXV1dscHSXl5eMFAnFOfPn09ISPj444/ZbHZ9ff24ceN0dXXRXehgcvS1NgAA/YcLm81GN9++fctisRAEQeds48uMsW7dunXr1kluz7hx47Zv337ixAlvb28KhdLb25uSkkKn07HF4YKDg9+9e3fp0qWenp6wsDB3d/dZs2YBANra2v7666+UlBTe0nJzc5lMpoODA5ZSXV197ty5jRs3WllZAQAqKiq6uroOHjwouYWqDI6NCYIga9asefHiBV96UVERFh68fft23759TU1NkZGREyZMGGILyQuOsr5792727Nnz5s179erVmTNnPvnkk/z8/CG2gaQQvDJCRAH70iQFX+HwUg1+r04yrK2tAwICcDSgtrbW29u7p6cHRxvICL7ChYWF3b9/v/4frly5gpclEKHo6+uXlZXZ29t/9NFHJiYmI0aMcHR0bGlpyc/PP3z4MAAgNjb29u3bDx48uHnzJgDghx9+aGlp+e9///vo0SMGg3H48OG+vj6+zHKadOLECRcXFzc3t9OnTx8+fPjgwYPW1tbY3pSUlJSUlP7+fi6Xm5iY+NFHH82ePTskJCQmJiYtLW3kyJG8RcXHx7u6uvLOActkMq9evWptbb1o0aJ9+/bdvn07MzMTftsmITg2JhkZGc7Ozi9fvmT9Q3p6+qRJk7Bno7a21szMjMVipaWlwUBdKnCUNS4urqCg4Pr163/88cd3331XUFCQnZ2NiyWkg8iVESIG2JcmKfgKh5dq8L06+aDRaAAAbOmjIcbGxgZ7pweRCryEa2lpKS0tDQkJgSNRCYu2tvaZM2fmz5/f0tLS3d3d1dWVkJBw9erVffv2xcfH8+bkfYvi5eXl5eWFbX766ad8meWBQqH8+OOP/f39b9++HTt2LN/ewsJCDodDpVK1tbWLi4s7Ojo0NDREDdbYsWPHiBEjeFOsra1fv35dX18/fPhwAwMDRdmsOuDVmOjo6ISHh2PDKwAAycnJn3/+OfqbzWavWrVKT08vMjJyiA1TDnCRlc1mOzk56enpoZve3t4hISF8FRYiBmJWRsiAwL40ScFROLxUg7G6XCAI8uDBgydPnlCpVFNTU2zq5urq6ry8vNLSUltb2xUrVqCJPT09ycnJbm5ub968SUtLGz9+vKurK5VKff369a1bt9TU1FauXIk5yMbGxlu3bvn7+z948ODu3bsGBga+vr5CZ2wGADQ1Nd25c6exsdHW1pZ3oKko81QcMbdFTuGkUg2IEE7hqp0+fTo/P9/IyGjy5MkhISEbN27EyzlBhFJUVPTFF1/U19dTqVTs+3B7e/u4uDh8DQMAUKlUwUAdCCzqNmrUKDGFCB2QqampOW3aNDnNIwIq5QXmzp3Lu8nlcpOSkrCpEA4cOFBYWHjp0iVtbW15zoI7KuUjNDQ0eGtoaWmpi4uLubm5PGXihVSb/fJQAAAgAElEQVSVEZBcOPGVkVyoVCuqNKhUO4kvMFaXi4MHD06ePHnnzp1//vlnQEAA+ihEREQkJyffv3+/rq7O3t6+paUFfeA2b9787NmzU6dOVVVVjRo1as+ePcuWLVu6dGlWVlZ/f39sbGxycvKtW7cAADExMYGBgb29vWVlZWw2u6Wl5ccff7x+/Xp2drbgMNHMzEw6ne7v76+rq+vh4eHt7X327Fkx5mE0NTXV1NQIvS4KhWJra6v4+0UMRN0WOYWTSjUgWjjxqgHphbOzs+NwOLm5ufn5+Zs2bYqJiblz5w6cOog4lJaWNjc3X7p0afHixRMnTqytrS0oKCgtLd2/fz/epkEGRpW9QHZ2NoVCwWIGOp1Oo9HKysoWLVpUUFBgbW0dERFBxhG5quYjUBAEiY+P//777+/evSv7vcMVySsjAEBphEPhq4zkQpVbUfKimu0kPiAQBEEQBAAQGxsr1SFcLnf06NGZmZnoZmhoKPpj6tSpAQEB6G8PD4/ly5ejv8PCwgAA8fHx6Oa+ffsAAImJiejmgQMHNDU1+/v70c3169dTKJTy8nJ089ChQwCAyMhIBEEqKioAAJcuXUIQhMFgTJkyhclkotl8fX0BALm5uWLMw0DtEQqNRhNz4ej8VTt27JDqdvESGxurkGdPhnLE3Bb5hROjGiKZcAOqhsgh3JMnT0xNTQEAR48elfyO8eLp6enp6SnbsSqCbM/kqVOnFi5cqKmpqa2tPWfOnAsXLqAzxkEGRIHPJPQCkjcmKIGBgdhlNjY2AgAsLS3b2toQBKmqqtLX19fR0WlsbJTkTvIhgxZCgT5CQlmZTObmzZvRz1hGjRpVUFAg1U3DUFR9lKEcaSsjoiDheFVDcHLuyP+vjDKgqBoHW1HJVYN9adK1k4giVEOkb9/g3HKyQ6FQpk+fvnr16uTkZABAUFAQmp6VlRUaGgoAqKysbGhoePbsGZqOzreEDS2bPn06AMDCwgLdNDU1ZbFYTU1N6Ka2tjaNRsPmOdy3bx+NRnv48CGfDXQ6vaenJzg4OCAgICAgoLm52djYGF3DQ5R5GIGBgd0iwBb3Uj7E3Bb5hZNQNSBauAFVA3IIZ2FhUVRUZGhoSKfTpblnkMGFQqHs3r07MzOTwWAwmczc3NwtW7bwzsQGISyq7AUQBElMTMS+jy0uLgYAeHh4oF8+m5iYhIWFMZnMc+fOSXo3iYFq+ghtbe2oqCgGgxEeHs5gMNA3z+RC2soIlEI4FL7KSC5UuRUlL6rZTuIFHAMvF2fOnFm5cqWHh4eDg0NMTAz6YaeBgUF6enpqaqqdnZ2xsXFRUZHQY4cNG8a7iQ7t6OrqEpp5+PDhhoaGra2tfOkVFRX6+vrYQB1JzMOg0WjoDA2qhqjbonDhRKkGxAonXjUgn3DDhw93d3ePjo6W7XDIoAInQicjKusFsrOz2Wz2ggUL0E20HzZ69GgsAzoct6qqSrbycURlfYSamtrOnTtzcnISExNZLJampqYMheCIPJURkFk4vspIOlS2FSU1KttODj3ksJKwWFpaFhcX79u378KFC9bW1mVlZXp6eocOHUKnQ9DS0kpMTFTIiVgsVktLi5OTE186lUqtqqricDhCe/lCzcP2FhYWZmRkCD0dlUoNDg5WiOUERNRtUbhwolQDYoUTrxqQWzhTU1MTExNprgMCgYhEZb1AQkKCu7s7NvMF2qrwdssmTJigrq6uq6sr2fURCBX3EY6OjpmZmaQL1AEBKiPASTi+ykg6cBcO9qVlQMXbyaEEjoGXHRaLdePGDV1d3bNnz96+fbu5uTkpKenly5ehoaHr169HZyzkcrkKOVdeXl5vb6+LiwtfuoWFRVdXF+8COR0dHeiYQ6Hm8R5bXV2dIAJFNYsERNRtGQzhRKkGRAs3oGpAbuFu3rzp7u4u56VBlAA2m/3HH3/s2rUrLS0NRzPa2tqOHj2KowHyoLJeAEGQhIQE3jG348aNc3JyysvLw1KePXvG4XCINUOPBEAfUV5e7urqKuelDT1EqIwAD+EEKyO5IIJwsC8tLbCdHErge3XZQRAkMjISnQJhyZIlo0ePHj16NJPJBADQ6XQvL6+SkpKHDx+yWCx02gMGgwEAQKclAACgOd+9e2dsbAz+GfiB7QUA9PX1/f3332ZmZgCAhIQEOzs79El9//49dvjq1asPHjwYFBSEPsdlZWUJCQmXL18WZR6v/evWrVu3bp0MF97e3g4A6O3tleFY3BF1WxQlnCjVgGTCDagakFK46urqc+fObdy40crKCgBQUVHR1dV18OBB2e8gRFkoLy+Pi4uLiorCvgrDBT8/v9zcXJJOeq+yXiA3N5fJZPIuawQAOHXq1Jw5c3JycubNmwcAyMzMNDMz++KLL2QoH0dUzUf09PSEhYW5u7vPmjULANDW1vbXX3+lpKTIfgdxQtrKqKurqxDheFUDQygchtDKSCJUthWFfWlAnnYSAx/V5JnITpkA0s9d2dPTo6+v7+XlFR8ff/LkyZCQEDTdx8eHRqNNnTo1MjIyISFBQ0Nj0aJFd+7cQWdQ2LhxY01NTWZmJrqSjbOzc0VFRU5Ozpw5cwAAq1atqq6uRhDkyy+/pFKp27dv37Nnj5eXl6ura2dnJ4Ig+fn56DgQKyurtLQ0BEEqKyuxIc0zZ84sLi4Wb56cpKWlrV69GgAwZsyYixcvNjc3y1AIjnNXirktQoVLTU2VXDhRqiESC6dw1YqKitDvSO3t7ffu3Xvs2LHu7m6ZS4PzwA+Iop7toaGkpAQAcPHiRbwMiIqKmjZt2tixY2UuAd954FXTCyAIsnPnzvXr1wuml5SUODg4hISEHDlyxMXFpampSbbyZdBCKNBHDAiTybSysqJQKDY2NocOHfrpp58YDIbMpeE4D7xUlbGtrS0nJ0d+4QRVQ4ZKOAxRlVEqFFXjYCsqIbAvTa52EkUhqiHSt2+k6VMONrK1UxwOh8Vi1dXV8aVjTxWCIL29vTLY8+WXX6qrqyMIUl9f//79+wHz19bWCpohyjzcwbF9QcTeFjmFk1Y1RJhwClett7e3urpatpWT+ICx+oCQK1bnW21oiKmqqvL399+1axd5Y3VEVb1ATU3N27dvRe199erVu3fv5Ckfx1gdUT0fgSBIe3t7V1eX/OXgGKsjRKqMyFAJhwxUGSUEx1gdIZJwsC8tOSrYTioKads3OAZeLtApBCdMmMCXzjubjpwTtBgZGUmSbeLEiYKJosxTccTcFkUJJ6FqQJhwCldNU1Nz2rRpiioNMhggCPLgwYMnT55QqVRTU1NHR0dsV3V1dV5eXmlpqa2t7YoVK9DEnp6e5ORkNze3N2/epKWljR8/3tXVlUqlvn79+tatW2pqaitXrhwxYgQAoLGx8datW/7+/uhcLwYGBr6+vuiHZEJpamq6c+dOY2Ojra0tNqhSjHkyw+FwDh48ePny5W+//Vb+0nBENb3A5MmTxewdP368Yk83xKiajwAAjBo1SoGl4QVxKiMYKuHAQJWRFBBHONiXlhwVbCfxAsbqBKW7u7uvr4/JZOro6OBtC0RSoGoQ2Th48ODkyZN37tz5559/BgQEYMFwREREcnLy/fv36+rq7O3tW1pa0Kh78+bNz549O3XqVFVV1ahRo/bs2bNs2bKlS5dmZWX19/fHxsYmJyffunUrJiYmMDCwt7e3rKyMzWa3tLT8+OOP169fz87OFjrbbWZmJp1O9/f319XV9fDw8Pb2RpdCEWUeRlNTU01NjdBLo1AoQmcXO3z48M6dO8k4SfiQAdsT5QNqSlKgcCQFCkdGoGp8wHngiUhMTEx6ejqCIHv37n3y5Ane5kAkAqoGkQ0EQaKioqZOnQoA+OSTT9zc3LBdZ8+enTlzJoVCmTRpkqWlZWpqKgDAzs7O398fADBhwoQLFy4cO3Zsx44diYmJenp6v/zyC51O/+abb9LT07lc7rp165ydnXt7e7dv33758uXbt28fOnSosLAwOjpa0Awmk+nn5xceHm5lZbVy5crVq1efO3cuLy9PjHkYsbGx/xbBwoULBfM/ePCARqOhM5BBhALbE+UDakpSoHAkBQpHRqBqgsD36kTExcXF2dkZ/U3GNU5VE6gaRDYoFMr06dNXr14dFRXl7u4eFBSE7crKytLW1gYAVFZWNjQ0dHZ2ounofIHm5ubo5vTp0wEA6MQtAABTU1MWi9XU1GRoaKitrU2j0bCZ3vft23f06NGHDx9++eWXfGbQ6fSenh5sTdHm5mZjY+Pnz5/PmTNHlHkYgYGBW7dulfB6Ozo6zpw5Q6fTJcyvmsD2RPmAmpIUKBxJgcKREaiaIDBWJyJoRxxCLqBqEJk5c+bMypUrPTw8HBwcYmJixo4di6YbGBikp6enpqba2dkZGxsXFRUJPXzYsGG8m+j4dnQFFD6GDx9uaGjY2toquKuiokJfXx8d9C6heRg0Gg39NkwSdu3aZWNjc+vWLXTz2bNnvb29SUlJo0aNWrRokYSFKD2wPVE+oKYkBQpHUqBwZASqJgiM1SEQCARnLC0ti4uL9+3bd+HCBWtr67KyMj09PQDAoUOH0DnhtLS0EhMT5T8Ri8VqaWlBlzzhg0qlVlVVcTgcwU/ZRZmHUVhYmJGRIfSMVCoVe1eP0traeu/ePWzz/fv33d3dO3bsmDlzJozVIRAIBAKBQDBgrD64sNnsR48epaamOjo6Ll++HBcbamtrc3Nz0d8mJiYff/wxAIDFYqETO8+fP//TTz+lUqlSldnS0vL06VPsS9Sampr8/Hz09/Tp09FVE0kN7sIJVQ3l9u3b2FjohoaG7du3Dx8+XHxpouRWPuHICIvFiouL27Bhw9mzZ93c3JYtW5aUlOTn5/fy5cvQ0NALFy6g07ZzuVz5z5WXl9fb2+vi4iK4y8LCoqurKzIyMjAwEE3p6Oj49ddffX19hZrHe2x1dXVCQoLQM9JoNL5YHf3qHiM4OPj69euNjY1yXRiBwb0xAQr1AoWFhc+fP+dLnDNnDt9k1CUlJQ8fPtTQ0HB2dmaz2crXzuAuqygf0dHRcfny5fr6emdnZwcHBwllVREfgbtqYEgqI4IgyqQaILBwKHxdYkkQqriSVTdAAOFEqSZPECQo92ALB+eWG1zKy8vj4uIiIiKamprwsiE7O3vt2rUUCsXe3t7ExAQA8ObNGzMzs/r6eh8fn99++83d3b2/v1/C0lpbW4OCgqZMmXLz5k0scezYsfPmzTMyMtq4ceMvv/wyKJcxtOAunKBqKE+fPnV1dV37D3/99deAgboYuZVPODKCIEhkZCSCIACAJUuWjB49evTo0QAAJpMJAKDT6Z2dnY8ePXr48GF7ezuTyWQwGAwGAwDAYrHQEtCc7969QzfR0e/Y3r6+vr///hv9nZCQYGdnh8Xq79+/xw5fvXq1kZFRUFDQiRMn/v7777i4uC1btmzYsEGUebysW7euSASYA1NZcG9MgOK8AIIga9asWStAe3s7luft27d+fn779+93d3f/8ssvDQ0NlbKdwV1WoT7i3bt3n3zySUlJSXl5+bJlyyScvlF1fATuqoEhqYxKphogqnBARJd4QEQpDoVTOEJVkzkIEiX3YAsHY/XBxdraOiAgAG8rAABg2bJl48aN09XV5XK5n3/+ubm5uZ+f3+jRo48ePVpeXn7gwAEJy6mtrfX29u7p6eFN1NbWnjhx4vz58w0MDAbBdhwgiHCYalhKWFjY/fv36//hypUr4ksQL7fyCUdSXr58uXbt2oSEhLCwMH9/fw8PDwCAubm5j4/P48ePP/7448rKytOnTzOZTHd394cPH6K6h4WFvXz5Misr6/z58wCA77//vrKyMjc39+LFiwCAI0eOPHv2DACgpqZ27ty54ODgNWvW1NXVpaSkoCctKCj4/vvvAQDXrl37/fffNTU17969O2nSpODg4BkzZhw+fHj//v3osyfUPIiEEKQxAYrwAhkZGc7Ozi9fvmT9Q3p6+qRJk7DXCLW1tWZmZiwWKy0tDVvYVinbGYLIyucj4uLiCgoKrl+//scff3z33XcFBQXZ2dniS1ApH0EQ1cAgV0YlUw0QUjh0U2iXWDxiFIfCDRK8qskTBImSe7CFg2PgBx10yiUKhYK3If/Lw4cPHz9+jPXXqVTqxo0bT506dejQIXTGafHY2Niw2exBtpEQEE04AEBLS0tpaWlISIihoaGEh8gpN2QIGDZsWH19PZfLbWlp8fT05N11+fLliIgIrFvQ2dmJTouKzZIKAJg8eTLfnHPYiC8UNTW106dPNzQ0jBw5csSIEVj67Nmz79y5w5vTzMysqqqqrq6OQqFggZYY8xTC8ePHjx8/rvBiCQXRGhOZmwUdHZ3w8HA1tf/7L39ycvLnn3+O/maz2atWrdLT04uMjBw844kD0WRls9lOTk7YXBLe3t4hISG8VV4oquYjiKbaIFVG5YNowqHI0CWGNQ5f5Ln/eEVAMFaXlMzMzIKCAgDABx98gH6rmZWVlZ+fP2bMmE2bNqF5qqur8/LySktLbW1tV6xYIVhISkrKixcvdHR0/Pz8GAzG9evXORyOvr7+6tWr0QxNTU137txpbGy0tbV1cHAYjAtJSkoCPKs9AQBmzZrV1dWVlpa2cuXKwTgjvgwo3ICqAWIIBwA4ffp0fn6+kZHR5MmTQ0JCNm7cOGDzp2pykxTUmWHhMS+8oyrkWb/EyMhIwpwTJ07kSxFjnkoBvcDcuXN5N7lcblJSEjZVwYEDBwoLCy9dukSuHqfS+AgNDQ3eWQNKS0tdXFx4VRYKeX2E/MINqBoYfOEGqTISFqVpRWWGpDVOadpJMt5/GKtLir29fURExK1bt7B3VnZ2dj4+Po8ePUI3IyIikpOT79+/X1dXZ29v39LS4u/vz1eIq6vrrFmz3r9/7+fnp6ur6+3tbWhoOHPmTPQxzczMpNPp/v7+urq6Hh4e3t7egusnNTU11dTUCLWQQqHY2toOeCHoTCT6+vpYypgxYwAA1dXVktwH0iFeOElUA8QQDrWcw+Hk5ubm5+dv2rQpJibmzp074qfEUDW5IXx0d3f39fUxmUwdHR28bSE90AvwkZ2dTaFQsJiBTqfTaLSysrJFixYVFBRYW1tHREQQf3okZfIRKAiCxMfHf//993fv3h0wM3l9hPzCiVcNDIlwg1QZCYvStKIyQ9IapzTtJBnvP4zVpSA8PDw1NTU1NXXOnDkAgPr6+sWLF2MfJ5w9e9bJyYlCoUyaNMnS0jI1NVXok2pmZpaXl4f+1tXVnTp1KvqbyWT6+fmVlpZqa2tbWVndvXv33LlzGzZsQM+FERsbu3v3bqHm0Wg0Docz4FW8fv2aSqVqaGhgKejkZM3NzQMeS1LECCehaoAAwgEAlixZsmTJEgBASUmJl5dXRkbGiRMn9u3bJ+YQFZQbghETE5Oeno4gyN69ezdv3mxpaYm3RaQHegFe4uPjV6xYgY7uefXq1atXrywtLUNCQvT09KqrqxcuXGhnZ/f06VPif3upND4CANDV1bVr166YmJju7m5zc/P09HQbGxsx+UntI+QXTpRqYKiEG4zKSHCUoxWVGfLWOOVoJ8l4/2GsLgVTpkxZunRpdHT0d999R6PRoqOjt2zZgu3NyspCB/5VVlY2NDRgq2pJCJ1O7+npwRY3am5uNjY2fv78Od9jGhgYuHXrVnmuQvD1Gjr/4bhx4+QplsiIEU5O1cAQCseLhYVFUVHR9OnT6XS6+FhdBeWGYLi4uGBftsszfh6CAb0ABoIgiYmJ2Jy3xcXFAAAPDw/0e2kTE5OwsLA1a9acO3fuyJEj8lg7BCiTj9DW1o6KioqMjPz555+DgoL8/f3//PNPMflJ7SOUQLjBqIwERzlaUZkhb41TguoGyHn/YawuHQEBAc7Ozrdu3fLw8CgpKUFnUUYxMDBIT09PTU21s7MzNjbmm+1pQCoqKvT19QXHe/BBo9HQb0dlxsjIqL+/n8ViYX13dP2nGTNmyFMswRElnJyqgSEUjo/hw4e7u7tHR0eLz6aackNQRo4cibcJSgj0AijZ2dlsNnvBggXoJvqw8a7nhw7HraqqksfUIUPJfISamtrOnTtzcnISExN5hRaE7D6C7MINRmUkPkrQisoMqWsc2asbIOf9h7G6dCxbtmzKlCkXLlwYNmzYsmXLeHcdOnTowYMHd+/e1dLSSkxMlLZkKpVaVVXF4XDU1dXFZCssLMzIyBBVAvYfKTGYmZkBABoaGrCRJ2/fvgXEfkzlR5RwcqoGhlA4QUxNTXmXXheKasoNgQwe0AugJCQkuLu7Y/NloG0RbxdtwoQJ6urqvJMjEhml9BGOjo6ZmZnix9SQ3UeQXbjBqIzERwlaUZkhdY0je3UD5Lz/MFaXDgqF4u/vHxwc3NfX99tvv2HpL1++DA0NvXDhgpaWFgCAy+WKKoFGo/X29gqmW1hYdHV1RUZGBgYGoikdHR2//vrrtm3beLNVV1eLmueTRqNJ8pj6+vr+5z//yc7Oxh7ToqIiS0vLAaM+UiNUOMlVAwQQTpCbN2+6u7uLz6OacislbDb70aNHqampjo6Oy5cvH3oDamtrsUllTExMPv74Y969LS0tT58+XbhwoYSldXR0XL58ub6+3tnZ2cHBAetl1tTU5Ofno7+nT59OwJnJoBcAACAIkpCQcPHiRSxl3LhxTk5O2IeIAIBnz55xOJxBnaVJgSiljygvL3d1dRWfh+w+Qk7hRKkGhkq4waiMxEcJWlGZIXWNU4J2kpT3H4EgCIIgAIDY2FhJcra1tWlpaW3ZsoU3sbS0FACwcOHC9+/fP3z4UF9fX09Pj8FgdHZ25uTkAAAiIiLQnOig5ejoaCaTGR0dPXHixLFjx7579663t9fIyEhDQ+P48eOVlZWxsbErV67s7OyU/9LQT5g6OjqwlK+//nrmzJlcLhdBkJ6eHhMTk6KiImzv5s2bly1b1tLSIqrAlpYWAADfHUCZNGnSrl27BjQpNjZWIc+eVOUICidGNQRB8BVOULWqqqqvvvqquLgY3SwvL//000/ZbDaWQZRw4uVGkVA4T09PT09P2a5IRVDUsy1IUVER+m3YxYsXB6P8AUGfSTqd3tzczPuEv3nz5uuvv9bS0tqxY4eERbW1tRkbG2/YsGHRokVqamqzZ8/GdjGZzNra2kePHqmrqw/xMwm9ALZ3QC+QnZ09cuRIFovFm1heXq6jo5OdnY1uRkZGmpmZcTgcLIOE7QwijRbiUSkf0d3dHRoaWlZWhm6+ffv23//+N28GEvkIqcqRSjgJVUMQZMiEG/D+i6+PQisjytDXOJVqRVFEdYnFqDag4rAvPXjVDZHP/YmJgJBBaydhrP6/SNVO+fj4CHoyHx8fGo02derUyMjIhIQEDQ2NRYsW3bt3z8nJCQBgZWWVlpaGIAiDwUBnSjAzM0tKSvrss8+cnJzQzndlZSX2f52ZM2diUZmcCD6pXC537969Li4uP//88/79+69fv86b39jYGABw8uRJoaWlpaWhiyuMGTPm4sWLzc3NvHuJ3L4gwoQTqlpbW1t+fj6+wgmqVlRUhH4Ram9vv3fv3mPHjnV3d/MeIko48XKjwFhdUQxerI4gSElJCe6xumBPpaCgADVM8lj9/PnzbW1t6O/Dhw8DAB4/fsyXZ+ifSegFMMR7AQRBdu7cuX79esH0kpISBweHkJCQI0eOuLi4NDU18e4leKyOkNxHMJlMKysrCoViY2Nz6NChn376icFg8B5CIh8hbTkSCidVZUSGSrgB77/4+iiqMiLEjtUR8reiiNgusRjVBlQc9qUHr7ohcrg/8REQAmP1wUaq9qWrq0toOu9/gHp7e8WU8ObNG/RHT08P367a2tq6ujoJLZEEUT3svr4+of836u3tjY2NTU5OluFcBG9fhAonuWrIEAonVLXe3t7q6urGxkahh4gXTpTcKDBWVxSDGqtXVFQAAC5dujRI5YtHVEuCIAiLxZI8VmexWDU1NdhmbW0tAKC0tJQvG8FjdRX3AjU1NW/fvhW199WrV+ibST6IH6uT3UcgCNLe3i7q4SSRj5C2HDmFE6MaMlTCibn/4oUTUxkJHqsrRysqigFbUTGKw7605MaIR4xqOAZB0rZv8Ht1WUDX4hOEdxId8bO5fPjhh+iPYcOG8e2aOHGifNYJB+1M80KlUseOHSs0Z25u7okTJ2Q4C7ryAWERKpzkqoEhF45PNU1NzWnTponJLEY4UXKjEFw4JSMzM7OgoAAA8MEHH/j5+QEAsrKy8vPzx4wZs2nTJgBAdXV1Xl5eaWmpra3tihUrhBaSkpLy4sULHR0dPz8/BoNx/fp1Doejr6+P/tMXANDU1HTnzp3GxkZbW1sHB4ehuriB0dDQmDx5MrZZWlrq4uJibm6Oo0kyoOJegFdBQcaPHy80nfjtDNl9BABg1KhRYjIrq4+QUzgxqoGhEk7M/RcvnJjKSEbVANlaUTE5xbeiYhQno3DkaicBqYIgGKsrP+rq6iNGjPDz85s7d66Njc3ixYvF5y8oKPjhhx+kWhShvLz8zp079fX1nZ2dQl0dRFqkVQ1A4ciDvb19RETErVu3sKna7OzsfHx8Hj16BACIiIhITk6+f/9+XV2dvb19S0uLv7+/YCGurq6zZs16//69n5+frq6ut7e3oaHhzJkz0Vg9MzOTTqf7+/vr6up6eHh4e3sLLoXS1NRUU1Mj1EIKhTIEU4IhCBIfH//999/fvXt3sM+l4gyBFxADbGcGA+gjSMoQCAdVGwxgX5qMKEk7KcMrfqUEKGj8D0QS8Bq3A5ETOAZ+QCR8Jl+8eKGmpnbgwAF0s7a2dvPmzejvqVOnBgQEoL89PDyWL1+OHcU3Bt7T09PQ0BDba21tPXfuXARBGAzGlClTmEwmmu7r6wsAyM3N5bMhLCxMlF+g0WiCNitqDDwKk8ncvHkz+k40VbkAACAASURBVO/5UaNGFRQU8GUg+Bh4yKCiKC2gjxhi8BoDD5ETRdU42IoOJbAvTVKkbd/UFB/9QyAQCEQsU6ZMWbp0aXR0dF9fHwAgOjoaneMdAJCVlRUaGgoAqKysbGhoePbsmbSF0+n0np6e4ODggICAgICA5uZmY2Pj58+f82ULDAzsFkFnZ6fclzgA2traUVFRDAYjPDycwWAIHTsAgUAgEAgEosrAMfAQCASCAwEBAc7Ozrdu3fLw8CgpKfn+++/RdAMDg/T09NTUVDs7O2Nj46KiImlLrqio0NfXFxz0zgeNRlPUIGeZUVNT27lzZ05OTmJiIovFGvAjNwgEAoFAIBDVAcbqEAgEggPLli2bMmXKhQsXhg0btmzZMiz90KFDDx48uHv3rpaWVmJiogwlU6nUqqoqDoejrq4uJlthYWFGRoaoEoKDg2U4tWw4OjpmZmbCQB0CgUAgEAiEFxirKxg2m/3o0aPU1FRHR8fly5fjbQ7Izc1Fl0QSiqam5meffTaE5hARokmWnp7e1tYmaq+zs/OIESME04l2FZABoVAo/v7+wcHBfX19v/32G5r48uXL0NDQCxcuaGlpAQC4XK6YEmg0Wm9vr2C6hYVFV1dXZGRkYGAgmtLR0fHrr79u27aNN1t1dXVCQoKokocyVi8vL3d1dR2y0w0xRKub0ClIC9EUhD5CKgh14bD2DQih9AKyVjdAvAsZGoh21cpR4+D36gqmvLw8Li4uIiKiqakJb1sAACA8PDwoKKi4uLilpeXBgwdr166NiopqbW2tqqoKDw9HJ51ScYgmmZWVVV5e3tq1a4OCglgsVn9/f39/P4PB+PPPPzdt2lRfXy/0KKJdBUQSfHx8hg0bNnXqVGyxEyaTCQCg0+mdnZ2PHj16+PBhe3s7k8lkMBgAgPfv32N5AABLlix5+/btlStXurq6rly50tbWVlNT097evnr1aiMjo6CgoBMnTvz9999xcXFbtmzZsGED39nXrVtXJIL8/HypLqS9vR0AIPiPgy1btixfvvz169e8iT09PUeOHCkvL0c329ra/vrrr/DwcKnOSCKIVjehU5AWoikIfYRUEOrCYe0bEELpBWStboB4FzI0EO2qlaTGDd40d+QCKG7uypKSEgDAxYsXFVKanLi5uVVWVqK/U1NTAQA7d+5EN3t7e83MzHCximhzVxJKMgRB/vzzTwDAggUL+NL37NlTVFQk6qghuAo4N++ASPtM+vj48Gnq4+NDo9GmTp0aGRmZkJCgoaGxaNGitra2/Px8JycnAICVlVVaWhqCIAwGY86cOQAAMzOzpKSkzz77zMnJCX0AKisrTUxM0EZ+5syZxcXF8l+aqHng09LS0IXixowZc/HixebmZmyXsbExAODkyZO8+ZlMppWVFYVCsbGxOXTo0E8//cRgMARPp0zzwBOqhSGmU+BDUVpAH8ELiXyEYn0NceQjbO1TVI1TSDnE0QtFtuqGDP6FEK0vjUIo+YhZ46Rt3+AYeMWDTtdEoVDwNgQAAObPn29mZiZ0l6ampo+PzxDbQ0wIJRkAAHvLykdgYKC2traoo4h2FRBJOH36NLpuGcbly5cjIiKwZ6CzsxP9kHv27Nl37tzhzamjo5Obm9va2vrhhx8CAJYtW4Yt7GlmZlZVVVVXV0ehUCZMmDCol7Bs2bJly5b997//FdxVUVGRnJzMt9yotrZ2cXFxR0eHhoYG37UrK4Sqm9ApyAChFATQR0gJcS4c1j5JII5eKLJVN0C8CxkaCHXVylHjYKwuF0wm87fffquqqjI3N3dycho5cqTQbNXV1Xl5eaWlpba2titWrMDSEQR58ODBkydPqFSqqampo6OjqESZ2bNnj5i9QUFB6I/29nY6nb5t27bff/+9tLTUxMSkrq5OR0fHz8+PwWBcv36dw+Ho6+ujb88AAE1NTXfu3GlsbLS1tXVwcJDHwiFGHslESaNYyUQRExOzbt06MeYJIsow8sqnfAgNVnl7BgPOuIYG6gAAvpAYADBx4kT5rBMCupS65Jlzc3NPnDghuGvUqFHij+3v75fOMmJA/BZGEqcgrUcAStSqEF9BUUAfIaF2QBr5YJdsUCF+L1oUvNVNjIW8KFl1A2RoLZXE3ynsjT7JAdKP2/n777+XL19eUlLC4XDWrFnzwQcfvHjxAkGQiooKAMClS5fQbOHh4QsXLuRyuS9fvpw0adK5c+ewEr755ht0lEhhYeHs2bPFJPLy6tWrRyJ4/PixGIP5hn9gXL16dfjw4TQa7fTp0xYWFgCAkpKSmTNnGhoaohk6OztHjBgxd+5cdPP+/fubN28uLi6Oi4vT0dHZtm2bVPcNwW/cjpySiZJG4ZJVVVWB/z/gislkmpqaijeP7ypEGSaPfHAM/IAodiwZoYiNjR0xYoSrq+sPP/xw7949SQ65d+9ed3e3VGcpKys7ceJEYGDgyJEj9+/fP2B+Qo2BJ0sLgyHUKUjrERBFOAU+5NcCBfoIkvoIGcoRpR0in3yq0CVDcBoDT5ZetPjqJsZCvgtReHXDdww8WVpLDOL4O2nbN+XsU8qAtO1UX1+fpaVlVFQUullUVKShoZGSkoIIPKZTp04NCAhAf3t4eCxfvhz9zeVyR48enZmZiW6GhoaKSuQjLCxM1H9eaDSaGJtFOQYEQdD/DiYlJSEI8vfffyMI4unpiT2pCIJYW1ujTyqDwZgyZQqTyUTT0YkZcnNzB7hf/x9c2hc5JRMlzWBIhjqGUaNGLVq0aNGiRfPnzx8xYsSIESPEmCd4FUINk1M+GKsPiBLH6sSEOLE6iVoYDFFOQXKPgCjIKfCBS6xOIgWV3kdIW44Y7RA55FORLhmCR6xOol60+OomxkLeCxmM6oZjrE6i1hKDOP4Ofq8+RKSlpT158sTZ2RndtLa2ZjAYGhoagjmzsrLQD1oqKysbGho6OzvRdAqFMn369NWrV0dFRbm7u6MjMYQm8hEYGLh161bFXs748eMBAO7u7gAAU1NTMTnpdHpPTw+2nlNzc7OxsfHz58/ROa6IjJySiZJm8CT76KOP/vjjD/T3u3fvPv30UzHmCSLUMPLKB4EQHNK1MGKQ3CMAJWpVSKcg9BEYkmsHpJEPdskGD9L1okVVNzEW8qJM1Q2QsLUUA/H9HYzVZaSkpERbWxv7UhQAIMorGBgYpKenp6am2tnZGRsbFxUVYbvOnDmzcuVKDw8PBweHmJiYsWPHikrkhUajoTM3KBA1NTXsr3gqKir09fXPnj2rWAOGAPklEyXNEEimp6e3f/9+8eYJImgYeeWDQAgOqVsYPiT3CIDMToEPUiuo4j5Ccu2AlPLBLtkgQepeNG91E28hL0pT3QDJW0s+iO/vYKwuI1wut6urKzMzc8mSJeJzHjp06MGDB3fv3tXS0kpMTOTdZWlpWVxcvG/fvgsXLlhbW5eVlenp6QlN5D2qsLAwIyND6LmoVCr2z55BgkqlVlVVcTgcdXX1QT2RwpFfMlHSDI1k2HyVYp4oPgQNI698EAjBIXsLIzNK06qQXUFV9hGSaweklA/WvkGC7L1o3inEJaxxSlPdAPlbS5nBRTKJ/osAEcTc3BwA8Ouvv2IpbW1tN2/e5Mv28uXL0NDQ9evXa2lpAQC4XC62i8Vi3bhxQ1dX9+zZs7dv325ubk5KShKayFdmdXV1ggjEe2UEQSS/QBqN1tvbK5huYWHR1dUVGRmJpXR0dJw7d07ykvFCTslESTOokgki5oniQ6hh5JVPBWGz2X/88ceuXbvS0tLwtgUAAHJzc+miEXzsVQ0ytjCSOwVRHgGQ2SnwQUYFBVFNHyGhdkBK+QhS+wDskhGjFy0UCWucMlU3QM7WksT+Tqqv4ZUYIP3cclZWVgCAL7/8MiMjIywszM3Nrbe3F0GQnJwcAEBERASCIKWlpQCAhQsXvn///uHDh/r6+np6egwGo7Ozs6enZ968eVwuF0EQLpf74Ycf3rx5U2iioq7xxo0bAIBNmzYJ7tq+fTsA4O3bt1hKdHQ0ACA6OprJZEZHR0+cOHHs2LHv3r3r7e01MjLS0NA4fvx4ZWVlbGzsypUrOzs7pbIEr7nl5JHszZs3QqUZDMny8/MBABMmTBDcJeaJ4r0KUYbJKR+cW25AFDi3XFFR0ZYtWwAA6JyouLNy5crx48cHBQWFhYV9+eWX6HP4008/ffvttzY2NqNGjcLFKkLNLUeWFgZDlFOQ3CMgCKIQp8CHnFpgQB9BUh8hw9xyorRD5JBPRbpkCE5zy5GlFy2muom3kPdCBqO64Tu3HFlaSwzi+Ds4D7yMyNBONTY2Ojo6UigUCoWycOHCxsZGBEHy8/OdnJwAAFZWVmlpaQiC+Pj40Gi0qVOnRkZGJiQkaGhoLFq0qK2traenR19f38vLKz4+/uTJkyEhIQiCCE2UHzabffr06RkzZgAARo4cGRoaiq1lgiDIpUuXDAwMAACrVq3Kz89HExkMBjpTgpmZWVJS0meffebk5ITGDJWVlSYmJuj/embOnFlcXCytPXi1L/JI1tTUJFQahUuWmJhoZ2eH3t4tW7aUlZXxZRBq3r179/iuQpRh8sgHY/UBUew88CUlJcSJ1d3c3CorK9HffPOp9vb2mpmZ4WIVcWJ1RL4W5tWrV0PTwqCIcQrSegREEU6BD1xidQT6CARBiOEjZChHqHaIfBVQRbpkCE5rtpGiFz1gdRNlIV+NG4zqhu+abdDfyVzjYKwuIzK3U+3t7W1tbeLz8P7HBftHL4IgHA6HxWLV1dXxZhaaiBdv3rxBf/T09PDtqq2tldlIfNsXmSUTJc3QSybqieJDjGGyyQdj9QFRbKwuuB4yjhw/fhz7Lbj2yYkTJ/AwilixOooStDCiEOMREPmcAh94xeooSqAg2X2EzOVIoh0ijXzEqX3IoHXJEJxidRTl6EVLUuMUXt3w7UujKEFrKYrB83dwzbahZtSoUQPm0dXVxX5rampiv9GZDCdMmMCbWWgiXmBzPA4bNoxv18SJE4fcHMUgs2SipBl6yUQ9UXyIMYy88ikrTCbzt99+q6qqMjc3d3JyGjlypNBs1dXVeXl5paWltra2K1asQBMRBHnw4MGTJ0+oVKqpqamjo6P4dNnYs2ePmL3o2irt7e10On3btm2///57aWmpiYlJXV2djo6On58fg8G4fv06h8PR19dfvXo1dmBTU9OdO3caGxttbW0dHBzksZAgKEELIwoxHgEoUauiBAqqrI+QRDsgjXzEqX0AdskAAETtRUtS45SvugGlaC1FQRx/B2N1CAQCwZmnT59+/fXXR48e9fLy8vb23rZtW0FBwZQpU/iyRUREJCcn379/v66uzt7evqWlxd/fHwBw8ODByZMn79y5888//wwICMBiclHpGE1NTTU1NUJNolAotra2Ul3FtWvXtm3bxmazuVzupUuXSkpKSkpKDh069P79ez8/P11dXW9vb0NDw5kzZ2KxemZmJp1O9/f319XV9fDw8Pb2JuPqNRAIBAKBQCCDAYzVIRAIBE/6+/vXrFmzbdu2jz76CAAQFBSUmJhYWVkpGKufPXvWycmJQqFMmjTJ0tIyNTXV398fQZCoqKj4+HgAwCeffOLm5oZmFpXOS2xs7O7du4VaRaPROByOVBeycePGe/fuxcTEGBgYPHny5OnTp6ampmZmZnl5eWgGXV3dqVOnYvmZTKafn19paam2traVldXdu3fPnTu3YcMG9DsxCAQCgUAgEBUHxuoQCASCJ2lpaU+ePHF2dkY3ra2tGQyGhoaGYM6srCxtbW0AQGVlZUNDQ2dnJwCAQqFMnz599erVUVFR7u7u6Fh0Mem8BAYGbt26VYHXMn78eACAu7s7AMDU1FR8Zjqd3tPTg62G2tzcbGxs/Pz5cxirQyAQCAQCgQAYq0MgEAi+lJSUaGtrY19GAQCEBuoAAAMDg/T09NTUVDs7O2Nj46KiIjT9zJkzK1eu9PDwcHBwiImJGTt2rPh0DBqNhn4bpijU1NSwvwNSUVGhr68PB71DIBAIBAKBCAXG6hAIBIInXC63q6srMzNzyZIl4nMeOnTowYMHd+/e1dLSSkxMxNItLS2Li4v37dt34cIFa2vrsrIyPT09MekYhYWFGRkZQs9FpVKxN96DBJVKraqq4nA46urqg3oiCAQCgUAgEDIi0dsPCAQCgQwS5ubmAIBff/0VS2lra7t58yZftpcvX4aGhq5fv15LSwsAwOVy0XQWi3Xjxg1dXd2zZ8/evn27ubk5KSlJTDov1dXVCSLg/V+AIAiCSHh1NBqtt7dX6C4LC4uurq7IyEgspaOj49y5cxKWDIFAIBAIBKLcwPfqEAgEgidubm5WVlbXrl0bNmzYypUrS0tLs7Ky4uLiAADv378HADCZTOwvnU738vIqKSl5+PAhi8ViMpk9PT2RkZHr16+nUChLliwZPXr06NGjAQAIgghN5+V/2rvTsCjOdI3jb9stuKHGuBGjRnGMG3GLjopnDHGLuyYiRg0miE5wSdQg0bgcY3T0iokao1Fxi1sIm3uIO26IYnQUUSMiCDKAQQRtEBqk+3yoc/pwAY3NYlc1/H8fctFvvVX1VN8zNI9VXTV+/Pjx48eXoub09HRjefllZmYKIVJTU1999VVpZMCAAb/++uv27dvHjBnj7++fmpqanZ2dlpb2yiuvuLq6LliwwMvLKzs7e+jQoTdu3AgMDNy6dWsp6gEAAKh46NX/3+rVq6V7JuNlS0hIKMetubi4lOPWUIyLFy9y369yp1arDx069Mknn/j4+Pj4+PTp02f37t22trbh4eFff/21EGLHjh2tW7ceNGiQu7v7zp07u3bt6uXl9eOPP44bN27EiBG7du2KjY0dN27cBx98EBcX5+npOXLkSGnLpsbLIjc3d9OmTRs2bBBC7N2718HB4cMPP5RuWb9161bpcoCpU6d+8cUX3bt3F0K4uLj4+Pi4u7uvXLly2bJlXbt2zczMDAoK8vDwsLW1PXr06MiRI729vb29vdu3by9dCFD2IkuNT4EKic8IiynHz4iLFy8SnDXit6jF8Le0lSrp70mV+ZcyVmz8b9Tyyv7bPCwsbNWqVeVSDMzUs2dPU0/5ghDC39/f1dW1dL9X09PT9Xp9ga+UF6DVao3drE6ns7W1FUI8f/5cr9cnJyc3a9Ys/2RT45aXkpIi3TwvOzu7WrVqBZbGxcWpVKrSFSn96i6XPw35FFCU2bNn9+zZs4wb4TPC8srlM2LVqlVhYWHlUg/MVC7/j+O3qOXxt7Q1KtHvSXp1ACg3ZenVUQrl2KsDAAAoCveWAwAAAABAWejVAQAAAABQFnp1AAAAAACUhV4dAAAAAABloVcHAAAAAEBZ6NUBAAAAAFAWenUAAAAAAJRFI3cBAFDRSA/9fnlycnI0Gk2VKkr/x9bs7Oxq1aq91F1cvHixR48eL3UXAAAAslD6n3oAYEWaNm06evTol72XiIiI8+fPv+y9lFFMTMzx48fz8vJe6l569OjRs2fPl7oLAAAAWagMBoPcNQAAzBUXF9e6dWsfH5+JEyfKXUtxHj161KJFiyVLlsyaNUvuWgAAAKwPvToAWJMpU6acPHnyzp07Go3Sv8Tk5eW1Z8+emJiY6tWry10LAACAleEaeACwGvHx8Tt27Jg/f77yG3UhxJw5c54+fbp582a5CwEAALA+nFcHAKvh6ekZHBx89+5dGxsbuWsxy8yZM/39/e/du8epdQAAgBLhvDoAWIeEhITt27fPnz/fWhp1IcTcuXPT09O3b98udyEAAABWhvPqAGAdpk+ffvDgwejoaCvq1YUQM2bMOHDgwN27d21tbeWuBQAAwGpwXh0ArEBSUtK2bdvmzZtnXY26EOLLL7/866+/fv75Z7kLAQAAsCacVwcAKyB98TsmJqZatWpy11JiVvc1ewAAANlxXh0AlC45OXnz5s3z5s2zxkZdCPHVV18lJyfv2rVL7kIAAACsBufVAUDpvvjii19++cWqH1RuRY+FBwAAUALOqwOAoj169MjHx+fLL7+03kZdCDF//vyEhITdu3fLXQgAAIB14Lw6ACjal19+uWPHjpiYmBo1ashdS5lMmjTpzJkzf/75J6fWAQAAXojz6gCgXKmpqRs2bPDy8rL2Rl0I8dVXX8XFxfn6+spdCAAAgBXgvDoAKNdXX321efPm2NjYWrVqyV1LOZg4cWJYWNjt27fVarXctQAAACga59UBQKEeP368bt06Ly+vitGoCyEWLlwYGxvr7+8vdyEAAABKx3l1AFCohQsXbtiwITY21s7OTu5ays2ECROuXr0aGRlZpQr/WAwAAGASfyoBgBI9efJk3bp1s2bNqkiNuhBi/vz5d+7cCQwMlLsQAAAAReO8OgAo0eLFi3/44YfY2Ni6devKXUs5Gzt2bGRkZEREBKfWAQAATOHvJABQnKdPn65du3bWrFkVr1EXQixatOj27dv79++XuxAAAADl4rw6ACjON9988/3338fGxr7yyity1/JSuLi4REdHX716VaVSyV0LAACAEnFeHQCUJSMjY+3atZ9//nlFbdSFEIsXL46IiDh48KDchQAAACgU59UBQFmWL1++YsWK2NjYevXqyV3LS/T+++/fv3//ypUrnFoHAAAojPPqAKAgmZmZa9asmTFjRsVu1IUQixYtunbtWnBwsNyFAAAAKBHn1QFAQb799tslS5bExsY2aNBA7lpeuuHDhycmJl6+fJlT6wAAAAVwXh0AlOLZs2fff//99OnTK0OjLoRYvHjx1atXjx49KnchAAAAisN5dQBQilWrVi1atCgmJqZhw4Zy12IhQ4YMefz4cVhYmNyFAAAAKAu9OgAoQnZ2toODw7hx41auXCl3LZZz6dKlHj16HD9+vF+/fnLXAgAAoCD06gCgCD/88MPcuXPv3bv32muvyV2LRQ0cODAjIyM0NFTuQgAAABSEXh0A5KfT6RwcHFxcXFavXi13LZYWFhbWq1evU6dOOTs7y10LAACAUtCrA4D81q1bN2fOnOjo6CZNmshdiwz69eun1+tPnToldyEAAABKQa8OADLLzc3929/+Nnz48LVr18pdizxCQ0N79+595syZf/zjH3LXAgAAoAj06gBgabdv327btq3x5caNGz///POoqKjmzZvLWJW8nJ2dNRrN8ePHjSNPnjzJzMysbN/eBwAAkPB8dQCwqNTU1A4dOri4uNy4cUMIkZub++2333p4eFTmRl0IsXDhwhMnTpw/f14IkZaWtnjx4mbNmh06dEjuugAAAOTBeXUAsKirV6927dpVrVbr9frhw4e/9dZbK1asiIqKeuONN+QuTWZ9+vTRaDQ9e/Zcs2ZNTk6OXq+fM2fO8uXL5a4LAABABhq5CwCAyiUuLk4IkZeXJ4QIDg4+cOBAu3btUlJSKnmv/ujRo9atW+/evfvcuXO5ublCiCpVqkjvFQAAQCXENfAAYFH379+3sbGRfpaa0rt373bv3t3Z2fnSpUuyliaPlJSUxYsXN2/e/Oeff87OzpbeEyGEXq+/e/euvLUBAADIhV4dACwqPj6+wIjUnYaGhvbo0WPs2LF6vV6OuuTx888/N2vWbNmyZc+ePXv+/HmBpZxXBwAAlRa9OgBYVExMjPHUcX56vb5WrVqzZ8+uUqUS/Wb+4IMPOnfurFKpilz66NGjnJwcC5cEAACgBJXoL0IAUILo6OjCN/VUq9XVq1c/efJk9+7dZalKLnZ2didOnOjVq5dGU8T9UwwGw4MHDyxfFQAAgOzo1QHAogo3nxqNpkaNGiEhIZWtUZfUqFEjODj4H//4R5HtOpfBAwCAyoleHQAsR6vVarXa/CMajcbOzi40NPTtt9+WqyrZSe36gAEDCrTrarWaXh0AAFRO9OoAYDkFOk+NRlO7du2zZ886OjrKVZJC2Nra7tu377333lOr1cZBjUZDrw4AAConenUAsJz79+8bf65atWrdunXPnj3boUMH+SpSEBsbm6CgoKFDhxrb9efPn9OrAwCAyoleHQAsJy4urmrVqkKIqlWrvvrqqxcuXGjfvr3cRSmIjY1NQEDA8OHDpXY9Ly+PR6wDAIDKiV4dACwnLi7OYDBoNJoGDRqEhob+7W9/k7sixalataq/v/+oUaOkdj02NlbuigAAAGRArw4AlnP//v3nz583bNjw3LlzLVu2lLschdJoNL/++uuHH34ohHj48GFeXp7cFQEAAFiaqvBjfgHgpVq1alVYWJjcVcjj5MmTOp3unXfeqVGjhiX3O3v27J49e5ZxIy4uLuVSjJkMBsPly5fj4+MHDx5s4bdLOQICAuQuAQAAyIPz6gAsLSws7OLFi3JXIQ+1Wu3s7GzhzjMwMLDwQ91Lt52EhISyb8dMKpWqe/fuDg4Oz549s9hOlSMhISEwMFDuKgAAgGw0L54CAOWtR48elfCEocFgePjwYePGjS28X5VKVV6bmjVr1pgxY8pra+bQ6/UpKSmNGjWy5E6VwN/f39XVVe4qAACAbDivDgAWolKpLN+oW7sqVapUwkYdAACAXh0AAAAAAGWhVwcAAAAAQFno1QEAAAAAUBZ6dQAAAAAAlIVeHUBFFhMT4+7ubuaTxko0+YV0Ot2xY8e+/fbbCxcu5OXllcvMysP8LEgNAABUSPTqACqyq1evbt++/caNG+U+uXh//fVX27Zt4+Pj3d3d9+/fP2LECFPtnPkzKxXzsyA1AABQIakMBoPcNQCoXFxcXIQQFnu++qNHj+rXr/8yJpui1+v79OlTr169AwcOCCHy8vIcHBzGjh27YsWKUs8sC5VK5efnV/bnopfXdsxkfhYVMjXp+ep8RgMAUGlxXh1ABVeiLq7sLZ8Q4uzZs+fPn588ebL0Uq1WT5w4cd26dZmZmaWeWQmZnwWpAQCAiodeHUBFkJGRsWHDhnnz5m3bti0yMtJ4QbJeiRjTwAAAH4RJREFUrw8JCbl8+bL08sGDBz/88INer4+MjFy2bNmuXbv0er1xIwUml9revXuFEI6OjsaRDh06ZGZmBgcHl3pmhWQqNVGS4EgNAABUSBq5CwCAskpLS+vRo8eWLVvc3Nw++uijSZMmdevWzcnJafLkyf/93/8dGBi4YcOGbt26HTp0aNKkSSkpKQaDISIiIiUlZcGCBQkJCfPmzRNC3Lp1K//k/NtPTEyMiYkpctcqlcrJyanAYHR0tBDC3t7eONKwYUMhRFRUVKlnVjymUlu9enWBLIoJrpjURAmDIzUAAKAo9OoArN7KlSt1Ot1//dd/CSEWLFiwb9++cePGzZw5UwixaNGiwMBAadqwYcMmTZq0YsUKR0dHaWnXrl2DgoKkXr1du3b5J+fn5+c3e/bsInet0Whyc3MLDD58+FCtVtvY2BhHatSoIYRISkoq9cyKp5jUCmRRTHDFpCZKGBypAQAAReEaeABW7969eykpKTk5OUKIjh071qxZ88GDB9IiW1vb/DOrV68uhGjTpo30sl27dvHx8calBSYbzZgx45kJT58+LTy/Vq1aBUakq7sbN25c6pkVTzGpiZIEZyo1UcLgSA0AACgKvToAq+fs7Pzs2bPz588LIdLS0nJycvr372/Oimq12pz7bGs0muqmFZ7ftGnTvLw8nU5nHNFqtUKIdu3alXpmxVPq1MTLCY7UAACAonANPACr5+HhER0d/emnny5btiwkJGT58uXvvfdeOW7/8uXLJ06cKHKRWq329vYuMNi2bVshxIMHD1q1aiWNPHr0SBTVy5k/s+J52amJEgZHagAAQFHo1QFYPY1GY29vv3379vr16w8fPryYi6JLJyoqytQ3ojUaTeFefdKkSd98801oaKixl7ty5UqnTp1at25d6pkVz8tOTZQwOFIDAACKQq8OwOpt2LAhMDCwa9euOTk58fHxjRs3trOzkxZJFypLpz2FENK3lKXvSEvjOp3OYDCoVKrCk43Gjx8/fvx48+tp3Ljx9OnTV65c6ebmplKpsrOzDx065OvrW6XK/37tyNvb+/Hjx1u2bHnhzAqsmNRESYIzlZooYXDmZGEMrtKmBgAALIZeHYDVs7e3v3HjhrOzs3GkX79+u3btiouL++6774QQfn5+nTt3rlWr1r59+4QQ//rXv7755pvTp0+fO3dOq9UuWbJk/vz5V65cyT95yJAhZSlp5cqVGo1m+PDhAwYMSEpKWrBgQZcuXYxLDx069Pjx47y8PLVaXfzMCsxUao0bN7506ZKZwfXv33/16tXCIqmJfMFV2tQAAIDFqMy5PQ8AlCMXFxchREBAQHlt8Pjx4//5z3969+6dnJz87NmzzMzMwMBAR0fHuXPnltcuSicvL+/Ro0eNGjUqMJ6RkZGbm/vKK6+8cGa5UKlUfn5+Y8aMUch2JFaXmigU3EtNzd/f39XVlc9oAAAqLc6rA7BuV65c+fjjj+Pj49VqtfH7w87Ozv7+/vIWJoRQq9VFNnKFH/plamZFZY2piULBVbbUAACAJdGrA7BuERERSUlJW7Zs6devX/Pmze/fvx8eHh4RETFv3jy5S4NJpAYAAFA8enUA1u3jjz9OS0v79ddfP//8c41G4+jo+MknnyxZssTGxkbu0mASqQEAABSPXh2AdVOpVLNnz549e3Zubm7VqlXlLgdmITUAAIDi8YAZABUELZ81IjUAAIAi0asDAAAAAKAs9OoAULScnJyTJ0/OmjUrODhYlgLS09O///77zz///NixY3l5ebLUYI1kD06SnJx8+vRpGQsAAABWjV4dAIoWGRnp7++/Zs2axMREy+/98ePHb7/99vXr1yMjIwcNGtSrVy/L12Cl5A1OCJGSkuLl5dWyZct9+/bJUgAAAKgA6NUBoGhdunSZNm2aXHv39/cPDw/fuXPnyZMnFy9eHB4eHhoaKlcx1kXe4IQQ9+/fd3Nzy8rKkrEGAABg7ejVAcAkjUYjhFCpVBbeb05OzsCBA+vVqye9dHNzE0LUrl3bwmVYL7mCk3Tr1q1Nmzay7BoAAFQYPLMNgHUwGAxnzpy5du2aWq1u06ZN//79pfGoqKiLFy9GREQ4OTmNGjXKOD8rK+vAgQPDhw//66+/goODX3vttWHDhqnV6ocPHx48eLBKlSouLi5S95uQkHDw4EFPT88zZ84cPXq0SZMmkyZNql69uqlKEhMTjxw5kpCQ4OTk1Ldv3+LLKx0bG5sWLVoYX0ZERAwdOtTR0bEs25RLiYIzPzVRwuCKTK2Y8gAAAORFrw7AOixYsKBFixYzZ878448/pk2bJvVUa9asOXDgwKlTp+Li4pydnZOTkz09PYUQZ86cmTx58t27d7///vs7d+7UrVt3zpw5gwYNeu+9906fPp2Xl+fn53fgwIGDBw/u2bNnxowZ2dnZN27cyMnJSU5OXrFixc6dO0NDQ4t8nFhISIivr6+np6ednd3IkSPd3NzWr19vqrz8EhMTY2Jiijw0lUrl5ORU5CKDwRAQEPD1118fPXq0LO+ejMwPzvzUhBAlCs5UaqbKMypdagAAAOXAAACWNXr06NGjR5doFb1eX79+/ZCQEOnl0qVLpR9atWo1bdo06eeRI0cOHjzYuMqqVauEEAEBAdLLuXPnCiGCgoKkl/Pnz7e1tc3LyzMYDBMmTFCpVJGRkdKihQsXCiE2btxoMBhu3rwphNiyZYu0SKvVtmzZMiMjQ3o5adIkIURYWJip8vKT6imSRqMp8qgzMjImT55co0YNIUTdunXDw8NL9KYZCSH8/PxKt24Zt1PS4MxPzWB2cKZSK6Y8o1KkJtHpdEKIzz77rERvV35+fn58RgMAUJnxfXUAVkClUr355puurq4HDhwQQnh5eUnjp0+fXrp0qRDi1q1bDx48uHv3rnGVOnXqCCGM142/+eabQoiOHTtKL9u0aaPT6aT7hNesWVOj0bRv315aNHfuXI1Gc/bs2cJl+Pr6ZmVleXt7T5s2bdq0aUlJSQ4ODtHR0abKy2/GjBnPTHj69GmRR12zZk0fHx+tVrt69WqtVitdMmBdShqc+akJs4MzlVox5RmVIjUAAIBywTXwAKzDunXrXFxcRo4c2bdv3z179jRq1EgI0aRJk2PHjh0+fLhPnz4ODg5XrlwxtXq1atXyv5Quk87MzCw8s0aNGq+//npKSkrhRTdv3rS3tzdePv3C8vLTaDTSDc9KqkqVKjNnzrxw4UJQUJBOp7O1tS3FRmRUluDMT02YDq6Y1EyVZ1Tq1AAAAMqIP0EAWIdOnTpdvXp17ty5mzZt6tKly40bN+rVq7dw4ULpvmLVq1cPCgoqlx3pdLrk5OSBAwcWXqRWq+/cuZObm1v4G9FFlpd/wuXLl0+cOFHkHtVqtbe3d/FV9e/fPyQkxOoadaGA4IpJzVR5xqVlTA0AAKDUuAYegBXQ6XS7du2ys7Nbv379b7/9lpSUtHfv3tjY2KVLl06YMEG69bdery+XfV28eDE7O3vo0KGFF3Xs2DEzM3Pjxo3GkfT09J9++qnI8gqsGxUVFWiCOc1qZGTksGHDynholqeE4EylZqq8/OuWMTUAAIBS47w6ACtgMBg2btwo3UtswIAB9evXr1+/fkZGhhDC19d37Nix169fP3v2rE6nk24hZmdnp9VqhRDSLb6EENLkx48fOzg4iP+7jtq49Pnz57dv327btq0QIjAwsE+fPlLL9+TJE+O6QghXV9cFCxZ4eXlJPeGNGzcCAwO3bt1aZHkFDmH8+PHjx48383izsrJWrVo1YsSIDh06CCFSU1P//e9/Hzp0qAxvoTxKGlyJUhPmBWcqNVPl5a+/RKnll5aWJoTIzs4uxboAAABCcI9ZABZXivvAZ2Vl2dvbjx07NiAg4Lvvvlu0aJE07u7urtFoWrVqtXHjxsDAQBsbm3fffTc1NfXChQvSDckmTpwYExMTEhLSpUsXIcSQIUNu3rx54cKFHj16CCHGjBkTFRX1z3/+U61WT58+fc6cOWPHjh02bNjTp08NBsOlS5ekC6o7d+4cHBws7fHWrVutW7eWfn+2b9/+6tWrxZRXahkZGZ07d1apVN26dVu4cOEPP/yg1WpLvTUh333gSxTckSNHzE/NYDCYH1yRqRVTXhkFBwe7uroKIRo2bLh58+akpKRSbIT7wAMAUMmpDAaDZf9xAEBl5+LiIoQICAgo0VrPnz/X6/XJycnNmjXLP67Vau3s7KSfS3frtU8//XTbtm05OTkPHjyoU6dO7dq1X7hKXFycSqXKX4mp8soiPT3dxsZGemZbWahUKj8/vzFjxsiyHeUEVzi1YsqTnb+/v6urK5/RAABUWlwDD8A6SLfjLtxQGfs9IUQZb73WtGlTM2c2b968wIip8sqibt265bg1uSgnuMKpiZcTHAAAQNlxbzkAld2zZ8+eP39u/FI6rAXBAQCACoxeHUCltmfPnmPHjhkMhi+//PLatWtylwNzERwAAKjYuAYeQKU2dOjQIUOGSD9b49PLKy2CAwAAFRu9OoBKrU6dOnKXgNIgOAAAULFxDTwAAAAAAMrCeXUAFUROTs65c+cOHz7cv3//wYMHy1LD/fv3w8LCpJ9bt27dtWtXIYROpztz5sy1a9d69+7997//Xa1Wm7m19PT0rVu3xsfHDxkypG/fvtKKMTExly5dkia8+eab0hPIrZpig5MkJyf/+eef77zzjvlbKzLxihccAAB4qTivDqCCiIyM9Pf3X7NmTWJiolw1hIaGjhs3TqVSOTs7t27dWgjx119/tW3bNj4+3t3dff/+/SNGjMjLyzNnU48fP3777bevX78eGRk5aNCgXr16SeONGjXq1atX06ZNJ06cuHv37pd4MJaizOCEECkpKV5eXi1btty3b5/5mzKVeMULDgAAvFT06gAqiC5dukybNk3uKoQQYtCgQY0bN7azs9Pr9R988IGjo6OHh0f9+vWXL18eGRk5f/58czbi7+8fHh6+c+fOkydPLl68ODw8PDQ0VAhRs2bN5s2b9+7du0mTJi/5OCxEgcFJL+/fv+/m5paVlWX+FopJvOIFBwAAXip6dQAVh0ajEUKoVCq5C/lfZ8+ePX/+/OTJk6WXarV64sSJ69aty8zMLH7FnJycgQMH1qtXT3rp5uYmhKhdu/ZLrVZGSgtO0q1btzZt2pRolVInDgAAUADfVwegRCEhIeHh4UKIV1991cPDQwhx+vTpS5cuNWzY8JNPPhFCREVFXbx4MSIiwsnJadSoUYW3cOjQoXv37tWqVcvDw0Or1e7cuTM3N9fe3t7V1dU4JzEx8ciRIwkJCU5OTn379i33o9i7d68QwtHR0TjSoUOHzMzM4OBgFxeXYla0sbFp0aKF8WVERMTQoUPzb0eZXpiaKI/gXnZqZVHqxAEAAAqgVwegRM7OzmvWrDl48KDxjl99+vRxd3c/d+6cEGLNmjUHDhw4depUXFycs7NzcnKyp6dngS0MGzasQ4cOT5488fDwsLOzc3Nze/3119u3b29s+UJCQnx9fT09Pe3s7EaOHOnm5rZ+/foCG0lMTIyJiSmyQpVK5eTkVPxRREdHCyHs7e2NIw0bNhRCREVFmfk+GAyGgICAr7/++ujRo2auIqPiUxPlEZwFUiuLsicOAAAgoVcHoFCrV68+fPjw4cOHe/ToIYSIj4/v16+f9F3f9evXDxw4UKVSvfHGG506dTp8+HDhlk8I0bZt24sXL0o/29nZtWrVyrgoIyPDw8MjIiKiZs2anTt3Pnr06E8//fTRRx9J+zLy8/ObPXt2keVpNJrc3NziD+Hhw4dqtdrGxsY4UqNGDSFEUlKSOe9AZmbmrFmz9uzZ8+zZM0dHx2PHjnXr1s2cFWVUTGqizMFZJrWyKGPiAAAARvTqABSqZcuW77333rZt2xYvXqzRaLZt2zZlyhRp0enTp2vWrCmEuHXr1oMHD54+fVrSjfv6+mZlZXl7e0svk5KSHBwcoqOjC3R9M2bM+PTTT0t9CLVq1SowIt0SvHHjxuasXrNmTR8fn40bN65du9bLy8vT0/OPP/4odTGWUUxqoszBWSa1sihj4gAAAEb06gCUa9q0aUOGDDl48ODIkSOvX7/+9ddfS+NNmjQ5duzY4cOH+/Tp4+DgcOXKlZJu+ebNm/b29oUvny5Ao9FItz0rnaZNm+bl5el0OltbW2lEq9UKIdq1a2f+RqpUqTJz5swLFy4EBQXl35RimUpNlDk4y6RWFuWSOAAAgKBXB6BkgwYNatmy5aZNm6pVqzZo0CDj+MKFC8+cOXP06NHq1asHBQWVYstqtfrOnTu5ublVq1YtZtrly5dPnDhhagvGE7ymtG3bVgjx4MED41Xcjx49EqXq3Pr37x8SEqL8Rl2YTk2UOTjLpFYW5Zg4AACo5OjVASiXSqXy9PT09vZ+/vz5/v37pcHY2NilS5du2rSpevXqQgi9Xm9qdY1Gk52dXeSijh07ZmZmbty4ccaMGdJIenr6L7/8MnXq1PzToqKiAgMDTW38hV3fpEmTvvnmm9DQUGPnduXKlU6dOrVu3br4FQuLjIwcNmxYSdeSRZGpifIIzjKplUU5Jg4AACo5nq8OQNHc3d2rVavWqlUrOzs7aSQjI0MI4evr+/Tp03Pnzp09ezYtLS0jI0Or1T558sQ4QQgxYMCAR48ebd++PTMzc/v27ampqTExMWlpaUIIV1fXpk2benl5rVy58vbt2/7+/lOmTPnoo48K7H38+PFXTLh06dILi2/cuPH06dNXrlxpMBiEENnZ2YcOHdq6dWuVKv//u3fKlCmDBw9++PBh/hWzsrKWLVsWGRkpvUxNTf33v/+9evXqUr2FMiicmiiP4CyTWn7S/1oK/8NBkakJ8xIHAAAwB389AFC0evXqffjhh//85z+NI46Oju7u7ufPn+/ateutW7d+/PHHjIyMESNGXLp0Sfpq9I4dO37//XchhIuLS48ePdzd3bt161a3bt2uXbt26tRJuvTa1tb26NGjb7zxhre3d7t27ZYsWTJv3rz8jWV5Wbly5dChQ4cPH/7jjz8uWbJkwYIFXbp0yT/h1KlTv//+++7du/MP6vX6oKCgt956q3v37osWLdqzZ09wcHCdOnXKvbyXpHBqojyCs1hqkt9///3zzz8XQuzfv3/Lli3JycnGRUWmJnlh4gAAAOZQSf/2DwAW4+LiIoQICAgwc/6zZ8+kB1/lp9VqjU1a8XdcS0lJadCggRAiOzu7WrVqBZbGxcWpVKpmzZqZWUzx9uzZM2HChPT09AJ9dV5e3qNHjxo1alR4FZ1Od+DAgWrVqg0fPrzAovT0dBsbm8LHLmnRosWoUaNWrVr1wqpUKpWfn9+YMWPMPo5y2E6RqYlyCq58UxOmgzOlmNQkxSRuZnD+/v6urq58RgMAUGlxXh2A0hXZ8uU/m1r8Hdekfk8IUbhRF0I0b968HFs+iU6nKzCiVquLbNukyWFhYYMHDy68qG7duqYadfF/DwNTLFOVl0twLyM1UVRwxcw0lZqkmMQVHhwAAFAI7i0HAOWmatWqtWvX9vDw6NmzZ7du3fr16/fCVcLDw//1r3+Z/4yxyMjII0eOxMfHP336tMh/fUAplDS4kqYmCA4AAJQQ18ADsLSSXgOPMpLlGniUEdfAAwBQyXENPAAAAAAAykKvDgAAAACAstCrAwAAAACgLNxbDoAVy8nJOXfu3OHDh/v371/MTbktIyws7P79+6aW2travv/++xYsR4kUlZcQ4tixY6mpqaaWDhkypHbt2kUuUtqBAACAiofz6gCsWGRkpL+//5o1axITE+WuRaxevdrLy+vq1avJyclnzpwZN26cj49PSkrKnTt3Vq9ePWnSJLkLlJ+i8hJCdO7c+eLFi+PGjfPy8tLpdHl5eXl5eVqt9o8//vjkk0/i4+NNrai0AwEAABUP59UBWLEuXbpMmzbNx8dH7kKEEEKn0504caJt27ZCiN9++23Tpk2dOnX67LPPhBDz5s3r3Lmz3AXKT1F5CSEaNGjg5ua2du3aVq1affzxx/kXqdXqnJwcUysq7UAAAEDFQ68OwLpJz7hWqVRyFyJ69+4tNeqF2drauru7W7geZVJOXhI7O7six2fMmFGzZs1iVlTagQAAgAqGXh2AdcjIyNi/f/+dO3ccHR0HDhxYp04dUzOjoqIuXrwYERHh5OQ0atQoadBgMJw5c+batWtqtbpNmzb9+/c3NVhqc+bMKWapl5eX9ENaWpqvr+/UqVN///33iIiI1q1bx8XF1apVy8PDQ6vV7ty5Mzc3197e3tXVVZqfmJh45MiRhIQEJyenvn37lqVCCzMzsiLzEhaJzJQ9e/aMHz/+hRXmZ6ow640PAADIi14dgBX4888/v/jii+XLl48dO9bNzW3q1Knh4eEtW7YsPHPNmjUHDhw4depUXFycs7NzcnKyp6enEGLBggUtWrSYOXPmH3/8MW3aNKmVKnIwv8TExJiYmCJLUqlUTk5OJT2QHTt2TJ06NScnR6/Xb9my5fr169evX1+4cOGTJ088PDzs7Ozc3Nxef/319u3bS716SEiIr6+vp6ennZ3dyJEj3dzc1q9fX9KdysLMyEzlJeSLLDMzc+nSpcZevZgK8yuyMOuNDwAAyM8AAJY1evTo0aNHmz//+fPnnTp18vHxkV5euXLFxsbm0KFD0subN28KIbZs2SK9bNWq1bRp06SfR44cOXjwYIPBoNfr69evHxISIo0vXbrU1GABq1atMvXLU6PRFFPz4cOHhRAzZ84svEhqAvfu3WswGG7fvi29Ia+//rpxQpcuXXr27GkwGLRabcuWLTMyMqRx6e50YWFhL3i/ChFC+Pn5lXStsmynmMjMyctgwcju3LkjhKhbt+6777777rvv9u7du3bt2rVr1zZOMFVh/gMpsrAyxufn58dnNAAAlRnn1QEoXXBw8LVr14YMGSK97NKli1artbGxKXLy6dOnpa8Z37p168GDB0+fPhVCqFSqN99809XV1cfHZ8SIEdLl6EUOFjBjxoxPP/20fA/ntddeE0KMGDFCCNGmTZtiZvr6+mZlZXl7e0svk5KSHBwcoqOje/ToUb4llTvzIysyL2HxyN56662TJ09KPz9+/Pjvf//7CyvMr8jCrDc+AACgBDyzDYDSXb9+vWbNmg0aNDCOmGrUhRBNmjQJDw//7LPPbt++7eDgoNfrpfF169bVrl175MiR/fr1S09PL2YwP41GU9200h1OlSpVjP8t3s2bN+3t7df/n99++y06OnrChAml268lmR+ZqbyEfJHVq1dv3rx55lSYX+HCrDc+AACgBJxXB6B0er0+MzMzJCRkwIABL5y8cOHCM2fOHD16tHr16kFBQcbxTp06Xb16de7cuZs2berSpcuNGzfq1atX5GD+rV2+fPnEiRNF7kitVhtPmb4karX6zp07ubm5VatWfak7KnfmR2YqLyFrZPlv2l9MhcVXa73xAQAAJeC8OgClc3R0FEL88ssvxpHU1NR9+/YVnhkbG7t06dIJEyZIZ1CNp0B1Ot2uXbvs7Oyk05tJSUl79+4tcrDABqOiogJNKKZtE0IYDAbzD1Cj0WRnZxce79ixY2Zm5saNG40j6enpP/30k/lblouZkZnKS8gRWZGKqTC/Iguz3vgAAIAScF4dgNINHz68c+fOO3bsqFatmouLS0RExOnTp/39/aWlT548EUJkZGQY/+vr6zt27Njr16+fPXtWp9NlZGRkZWVt3LhxwoQJKpVqwIAB9evXr1+/vsFgKDxYYNfjx4/P/+wu80lXQUu1FZCZmSmESE1NffXVV6WRAQMG/Prrr9u3bx8zZoy/v39qamp2dnZaWpqrq+uCBQu8vLyys7OHDh1648aNwMDArVu3lqIeCysmMnPyMhgMVatWtUxkUlL3798vcmkxFeY/kCILGzRokJXGBwAAFEHOG9sBqJRKeh94g8GQkJDQv39/lUqlUqneeeedhIQEafzSpUsDBw4UQnTu3Dk4ONhgMLi7u2s0mlatWm3cuDEwMNDGxubdd9/9z3/+Y29vP3bs2ICAgO+++27RokUGgyErK6vwYNnl5OT8+OOP7dq1E0LUqVNn6dKl9+7dMy7dsmVLkyZNhBBjxoy5dOmSNKjVaqX7jbVt23bv3r3vv//+wIEDN2/ebDAYbt261bp1a+nXdfv27a9evVqKkoTF7wNvMBGZmXmlpqYWmU65RxYUFNSnTx/p7Z0yZcqNGzcKzymywuPHj+c/EFOFlSU+7gMPAEAlpzKU5EJNACg7FxcXIURAQEBJV0xPT9fr9QW+n1yYVqu1s7OTftbpdLa2tkKI58+f6/X65OTkZs2aGWcWOSiXlJQU6WZs2dnZ1apVy78oLi5OpVKVukiVSuXn5zdmzJgyVliK7ZgTWZF5CSVFZqrC/IoprHTx+fv7u7q68hkNAEClxTXwAKxG3bp1zZlmbKuEEMa2SqPRCCEK9EtFDsrFeNf0Ao26EKJ58+YWL6d8mBNZkXkJJUVmqsL8iinMeuMDAAAy4t5yAAAAAAAoC706AAAAAADKQq8OAAAAAICy0KsDAAAAAKAs9OoAAAAAACgLvToAAAAAAMpCrw4AAAAAgLLQqwMAAAAAoCwauQsAUBkFBgaqVCq5q0CJubq6urq6yl0FAABAxUevDsDSZs+e7eLiIncVlUuvXr3KvhE/P7+ybwQAAADmUBkMBrlrAAAAAAAA/4/vqwMAAAAAoCz06gAAAAAAKAu9OgAAAAAAyvI/oazjpMP1S9kAAAAASUVORK5CYII=\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 600 } }, "output_type": "display_data" } ], "source": [ "# Note: scikit-learn version 0.21 comes with a handy `sklearn.tree.plot_tree`.\n", "# It does not integrate well with our notebooks, so let's use old-school DOT+PNG workaround.\n", "import pydot\n", "from IPython.display import Image, display\n", "from sklearn.tree import export_graphviz\n", "\n", "def plot_decision_tree(classifier, feature_names, class_names=None, dot_file='temp.dot', width=None):\n", " export_graphviz(classifier, out_file=dot_file, feature_names=feature_names, class_names=class_names)\n", " graph = pydot.graph_from_dot_file(dot_file)[0]\n", " plt = Image(graph.create_png(), width=width)\n", " display(plt)\n", "\n", "plot_decision_tree(classifier, ['x', 'y'], class_names=['False', 'True'], width=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<span style=\"font-size: 150%\">Whoaaa .. what happened here?</span>\n", "\n", "XOR is the **anti-example** for DTs: they cannot make the \"natural\" split at value `0` because splits are selected to promote more pure sub-nodes. We're fitting data representation noise here.\n", "\n", "Moreover, the tree is quite deep because, by default, it is built until all nodes are \"pure\" (`gini = 0.0`). This tree is **overfitted**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How to avoid overfitting?\n", "\n", "There is no regularization penalty like in logistic regression or SVM methods when bulding a decision tree. Instead we can set hyperparameters for the build such as:\n", "* maximum tree depth (`max_depth`), or\n", "* a minimum number of samples required at a node or a leaf node (`min_samples_split`, `min_samples_leaf`), or\n", "* an early stopping criteria based on minumum value of or minimum decrease in impurity (`min_impurity_split`, `min_impurity_decrease`), and some more (see docs).\n", "\n", "<div class=\"alert alert-block alert-info\"><i class=\"fa fa-info-circle\"></i>\n", " You might also hear about a <em>tree pruning</em> which is done after the tree has been built, but scikit-learn does not (currently) support such feature.\n", "</div>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise section\n", "\n", "1. In principle for our XOR dataset it should suffice to use each feature exactly once. Try to built a smaller tree using different values for `max_depth` or `min_samples_leaf` parameters.\n", "2. Build a decision tree for the `\"data/beers.csv\"` dataset." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "solution" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "max depth = 2; min samples per leaf = 75\n", "train score: 59.47%\n", "test score: 58.40%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 400 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "max depth = 2; min samples per leaf = 19\n", "train score: 65.07%\n", "test score: 65.60%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 400 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "max depth = 3; min samples per leaf = 1\n", "train score: 97.07%\n", "test score: 96.00%\n" ] }, { "data": { "image/png": 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pycbGpqKigvmvxMREbW1t7nXGAwIC7t+/X/Wvq1evSupdADDUQM4EAAAfBP4QN/xpdIOJxWJZW1uPHDkS33RyckIIqaqqIoSUlZUDAwO1tbWp/4qNjV2xYgXRt66urqCgQFdXV+tfw4cPH+T4ARiy4NocAED6YRiWmpr6+PFjMpmsp6dnZWWFl5eWlmZlZRUUFJibm3M/ea2joyM2NnbZsmXv3r1LSEj4/PPP7ezsyGTy27dv4+Li5OTkVq5ciWchr1+/jouLc3NzS01NvXv37pgxY7Zs2aKgoCAokpqamjt37rx+/drc3HzBggXCw+sfKpXKPTmpoKDA1tbW0NAQITR79mzulhwOJzo6OjIykig5ffp0dna2lpbWhAkTDh06tHHjxsHP+QAYsiBnAgBIPx8fnwkTJnh6ej569Mjd3R1PSk6ePBkbG3v//v1Xr17Nnz+/rq7Ozc0NIZSamurq6vrixYsTJ06UlJSoqant2bNnyZIlixcvTklJYbPZYWFhsbGxcXFxISEhHh4enZ2dT58+ZbFYdXV1x44du379ekZGBt/FC5KTk0NDQ93c3FRUVBwcHJycnM6ePSsoPG41NTXl5eV83xqJRDI3N+dbhWFYRETEjz/+ePfuXb4NMjIySCQSdyJlYWHR1dWVmZmZnZ29efPmkJCQO3fuCH8YMAAyBAMAgCEGIRQWFiauvXE4HHV19eTkZHzT19cXf6Grq+vu7o6/dnBwWLp0KdElICAAIRQREYFv4s/rjYqKwjcPHDggLy/PZrMxDFu/fj2JRCosLMSrDh48iBC6cOEChmFFRUUIoUuXLuFVdDp94sSJDAYD39yyZQtCKDMzU1B43PB4+KJQKHzfNYPBcHV1xadvq6mp5eTk9Gzj4eFBfAI8Hj9+rKenhxDy8/Pj22AgxPv9AjBoYD4TAEDKkUikyZMnOzo6xsbGIoS8vLzw8pSUFF9fX4RQcXFxdXX1ixcviC4jRoxACOHXsxBCkydPRggZGRnhm3p6ekwms6amBiGkpKREoVCIm+P27dtHoVDS0tJ6hhEaGtrR0eHt7e3u7u7u7l5bW6ujo1NWViYoPG4eHh7tAhCLAvBQUlIKCgqi0+mBgYF0Oh0/hcYNw7CoqCjuyUzcjIyMaDTa2LFjQ0ND+TYAQAbBtTkAgPQ7c+bMypUrHRwcFixYEBISMnr0aITQmDFjEhMT4+PjLSwsdHR0aDSaoO4886Dx625tbW09WyoqKo4dO7a+vr5nVVFRkaamJn4xTpTwuFEoFHxGeV/Jycl5eno+fPgwKiqKyWTKy8sTVRkZGSwW66uvvhLUV1FR0d7e/sqVK/04LgBSCXImAID0mz59el5e3r59+y5evGhiYvL06dORI0cePHgQn7itoKAQFRUllgMxmcy6ujpra+ueVWQyuaSkhO+D7fiGx90gNzc3KSmJ7xHJZLK3t7fwqKysrJKTk7kTJoRQZGSkvb298LlKenp6kyZNEr5zAGQHXJsDAEg5JpN548YNFRWVs2fP3r59u7a2Njo6uqKiwtfXd/369fg9bhwORyzHysrK6uzstLW17VllZGTU1tZ24cIFoqSlpeXcuXN8w+PpW1paGimAKNleYWGhnZ0ddwmGYZGRkYIuzBFu3rxpb2/f6/4BkBGQMwEApByGYfikbITQokWL1NXV1dXVGQwGQig0NLS1tfXBgwdpaWnNzc0MBoNOpyOE8P8ymUx8D3jjpqYmfBO/KkfUdnd3P3v2DH8dGRlpYWGB50zv378n+iKEHB0dtbS0vLy8/P39nz17Fh4evnXr1g0bNvANj+ctrFu3jiYAvsA3t46OjqNHjxYWFuKbjY2N+fn5gYGB3G0yMzMZDAax2AGutLTU09MzPz8f3ywqKmpra/Px8enj5w2A9JLkBHQAAOAHifW+qo6ODk1NzdWrV0dERPz666+HDh3Cy52dnSkUiq6u7oULFyIjI6lUqqWlZWNj48OHD/Hp3hs3biwvL09OTsaXybaxsSkqKnr48KGZmRlCaNWqVaWlpd9++y2ZTN6+ffuePXtWr15tZ2fX2tqKYVh2djZ+hc7Y2DghIQE/YnFxMXGpy8DAIC8vT0h4/cZgMIyNjUkkkqmp6cGDB0+dOkWn03naeHp6rl+/nqeQRqPhk9/nz5+/d+/e48ePt7e3DzAYvsT7/QIwaEjYvw8VAgCAIYJEIoWFha1atUpcO+zu7uZwOHV1dePGjeMup9PpKioq+GueKdIi+u67765cucJisaqrq0eMGIEvdCncq1evSCQSdySCwhuIlpYWKpUq6FFxFRUVqqqqo0aN4ilnMplVVVWKiopjxowRVyQ9if37BWBwwBxwAID0w28665mREAkTQqgfCRM3LS0tEVuOHz+ep0RQeAOhpqYmpJZ7oXBu8vLyX3zxhRjDAECawHwmAADov/b29u7ubmLSEgBAikHOBAAA/RQSEpKYmIhh2N69ex8/fizpcAAAHxZcmwMAgH6ytbW1sbHBXw/w0h4AYOiDnAkAAPoJv8sMACAj4NocAAAAAEDv4DwTAEBWsFisBw8exMfHW1lZLV26VCIxVFZWZmZm4q8nTZo0Y8YMoqquru758+fz5s3jbt/Y2BgbG1tVVTVt2rRFixYpKyvz3e2TJ0/S0tKoVKqNjc3YsWNFiYTv4XJzc8vKynhampmZ4ffZ8Q2mvLycWFdz8uTJ+FpWAEgnSS8QBQAAvNCHWfOQRqNt3boVIRQcHCz2nYvojz/+QAiFhobW1tbiq19iGPbu3bvdu3crKCjs2LGDu3F+fv7UqVMzMzPb2tqOHz8+bdq0mpoanh3W19dv2bJlyZIlr169EjEGQYfjcDg6Ojo9fyZoNJqQYBgMRmVl5YMHD4YNG7Zz505RAvhA3y8AHxpcmwMAyAoTExN3d3dJR4EQQkuWLNHQ0CBWh6qsrHRycuro6OBuw+FwNm3atHTpUjMzM0VFRW9v7+HDh2/cuJG7TWVlpb6+PpPJTEhIEH15J76HQwglJSXZ2NhUVFQw/5WYmKitrW1iYiIkGCUlpfHjx8+dO/eDLoMJwFAAORMAQIbgq0eSSCRJB/L/MTU11dPT4ynMysp68uSJsbExUTJr1qx79+7RaDR8k8VirVq1auTIkdzP/e334RBCysrKgYGB2tra1H/Fxsbiz/HtNRgAZAHMZwIAfHySk5NzcnIQQqNGjXJxcUEIpaSkZGdnf/bZZ5s3b8bblJaWZmVlFRQUmJubf/311z13cuvWrZcvXyorK7u4uNDp9OvXr3d1dWlqajo6OuINampq7ty58/r1a3Nzc57H2Q6CkpIShBDG9XgrU1NThFB6ejo+C+rAgQO5ubmXLl1SUlISyxFnz57NvcnhcKKjoyMjI0UJBgBZADkTAODjM3/+/JMnT8bFxRHzqS0sLJydnR88eIBvnjx5MjY29v79+69evZo/f35dXZ2bmxvPTuzs7KZOnfr+/XsXFxcVFRUnJ6exY8caGBjgOVNycnJoaKibm5uKioqDg4OTk9PZs2d59lBTU1NeXs43QhKJZG5uPpD3qKCggBB69OjRmjVr8BJ8slFVVRW+GRoaSqFQnj59amlpmZOTY2JicvLkSTFOwc7IyCCRSHgi1WswAMgCyJkAAB+lwMDA+Pj4+Ph4MzMzhFBVVdXChQuJKTVnz561trYmkUja2trTp0+Pj4/vmTMhhPT19bOysvDXKioqurq6+GsGg+Hi4lJQUKCkpGRsbHz37t1z585t2LABPxYhLCxs165dfMOjUChdXV0DeYPm5uZUKjU1NRXDMPxi4vv37xFC2traCKE3b968efNm+vTphw4dGjlyZGlp6bx58ywsLJ4/fy6ueUURERFff/01fmjhwQAgIyBnAgB8lCZOnLh48eIrV64cPnyYQqFcuXIFvycOl5KSgl+xKi4urq6ubm1t7dPOQ0NDOzo6vL298c3a2lodHZ2ysjKenMnDw+O7774b8FvhT0tLy9fX19vbe/PmzatWrXr27Nlff/2FEDIyMkII5eXlIYQcHBxGjhyJEJo0aVJAQMCaNWvOnTt39OjRgR8dw7CoqCj8Lr9egwFARkDOBAD4WLm7u9vY2MTFxTk4ODx58uTHH38kqsaMGZOYmBgfH29hYaGjo9PXqcpFRUWampo9L8bxoFAo+KTyD2TPnj2zZs1KTExMT09fvXp1VlbWixcv8InY+BLk6urqRGP8Iho+8WjgMjIyWCzWV199JUowAMgIyJkAAB+rJUuWTJw48eLFi8OHD1+yZAl31cGDB1NTU+/evaugoBAVFdXXPZPJ5JKSkq6urmHDhglplpubm5SUJGgPxGmqgbCwsLCwsEAIVVRUxMXF+fv74ysUTJo0CSHEnQuOGzdu2LBhxPoFAxQZGWlvb08mk0UJBgAZATkTAOBjRSKR3NzcvL29u7u7Y2JiiPKKigpfX9+LFy/iM5c5HI6gPVAolM7Ozp7lRkZGbW1tFy5c8PDwwEtaWlr+/PPPbdu2cTcrLS3Fbyvju2ex5Ew4Fovl6Og4efJkIgANDQ1ra2tiMhZC6MWLF11dXQOceI7DMCwyMjI4OFjEYACQEbA+EwDgI+bs7Dx8+HBdXV3uEx4MBgMhFBoa2tra+uDBg7S0tObmZgaDQafT8ZnLeAOE0KJFixoaGq5evdrW1nb16tXGxsby8vLm5mZHR0ctLS0vLy9/f/9nz56Fh4dv3bp1w4YNPEdft24dTQDicSIiam5uRgjxTeDa2tpcXV0nTJiQlJTEfSnwxIkT1dXVDx8+xDeTk5P19fU3bdqEb27dunXp0qVv377t6+EQQpmZmQwGg+/yCoKCAUAmSHIRcgAA4Af15dkazs7O+MM9eAopFIquru6FCxciIyOpVKqlpeW9e/esra0RQsbGxgkJCRiG0el0fFq3vr5+dHT08uXLra2t8SerFBcX49e/EEIGBgZ5eXlieWv4rOqWlhbuwoSEBHyBg88++yw4OLi2thYvb2houHz58pw5c6Kjo/nu7cmTJwsWLDh06NDRo0dtbW25n6yCrwXw66+/9uwl6HAET0/P9evX8xT2Goy2tjY8OwVINxLGtUYZAAAMBSQSKSwsbNWqVaI0bm9vV1RU7FlOp9OJk09MJlNeXl7QHurr6z/99FOEUGdn5/Dhw7mrXr16RSKRRH8sSa9CQkLWr1/f0tKCT+IWLiYmZtq0aRMnThTerKamRkFB4ZNPPuEuZDKZsbGxw4cPX7ZsWV+DrKioUFVVHTVqVJ+CmTBhwtdffx0QENDr/vv0/QIwdMCZVQDAx41vwoQQ4r5aJyRhQgjhCRNCiCdhQgiNHz9+YNHxx2QyRWnm4OAgSrPPP/+c7yEyMzP9/f37FhlCCKEJEyb0Ixg2m92PYwHwEYGcCQAABs+wYcNUVVVdXFxmz55tamq6cOHCD3SgnJycn3/+eRCmHBUWFt65c6eqqqq1tbVn0gmANIFrcwCAIQeu3Ug3+H7BRwrumwMAAAAA6B3kTAAAAAAAvYOcCQAAAACgd5AzAQAAAAD0DnImAAAAAIDewVoDAIChKDAwMCIiQtJR8GIymVQqlUQiSToQkXR3d5NIJJ7n7AIA+g3OMwEAhpxvvvlm7Nixko6Cj8zMzLy8PElHIRIMw+7fv19cXCzpQPj45ptvtLS0JB0FAH0G6zMBAIBIgoOD3dzccnJyTExMJB2LSC5evLh9+/bs7OyPJWAAhjjImQAAoHcNDQ36+vpOTk4nTpyQdCyiwjBs4cKFjY2Njx49GoQFwQGQenBtDgAAeufp6amgoPDjjz9KOpA+IJFI58+fLykpOX36tKRjAUAaQM4EAAC9SElJ+fPPP0+fPq2srCzpWPpm0qRJ+/bt8/HxKS8vl3QsAHz04NocAAAIw2QyjYyMDAwMoqKiJB1Lf7BYLGNj43Hjxv3999+SjgWAjxucZwIAAGF++umnmpqaU6dOSTqQfqJSqZcvX05MTAwNDZV0LAB83OA8EwBgqMjMzKysrBRUK96nCTIAACAASURBVC8vv3z58kEMByGESkpKjIyMfvnllx07dgzyocXLzc0tMjLy2bNn6urqwlsmJiY2NjYKqrWxsVFVVeVbxWKxHjx4EB8fb2VltXTp0gGFC8CQBOeZAABDRWBgoJeXV15eXl1dXWpq6tq1a4OCgurr60tKSgIDA7ds2TLI8WAY5ubmZmho6O7uPsiHFrvjx4/Ly8vv3bu315bGxsZZWVlr16718vJiMplsNpvNZtPp9EePHm3evLmqqkpQx8LCwvDw8JMnT9bU1Ig1dgCGCrj7FAAwVDCZzKSkJH19fYTQ7du3L168OH36dPwEz/79+42NjQc5nkuXLqWlpeXk5EjBUtqqqqqnTp1auXLlmjVrFi5cKKTlp59+6uTk9Ntvv+nq6m7atIm7ikwms1gsQR1NTEzc3d2DgoLEFTMAQw2cZwIADBVz587FE6ae5OXlnZ2dBzOYhoaG//73v99//73ULAi5YsUKe3v7bdu2dXR0CG+poqLCt9zDw0NbW1tIR3wVqI/l2TIA9BWcZwIADBV79uwRUuvl5YUQam5uDg0N3bZt299//11QULB79+6///775cuXysrKLi4udDr9+vXrXV1dmpqajo6OeMeampo7d+68fv3a3Nx8wYIFIgbzMS7I1Ktz585NmTLF19f36NGjfe0bEhKybt06/HVpaWlWVlZBQYG5ufnXX38tqAuGYampqY8fPyaTyXp6elZWVnh5/74RACQPAwCAoSc+Ph4h5OnpyV147do1RUVFCoVy+vRpIyMjhNCTJ08wDDMwMBg7dizeprW1VVVVdfbs2fjm/fv3XV1d8/LywsPDlZWVt23bJsrRk5OTSSRSTEyMWN/TkHDmzBkKhZKfny+kTUlJCULoq6++IkoYDIaenh7+OjAwcN68eRwOp6KiQltb+9y5c0SzoqIihNClS5fwzf/+97/BwcEYhuXm5s6aNQsv7N83AsBQADkTAGAo4pszYRiGn+qIjo7GMOzZs2d4If5MX6KNiYkJnjPR6fSJEycyGAy8HJ9FnpmZKfzQnZ2dkydPXr58ubjey5DCZrPNzc1nzZrV3d0tqA2eM6mpqVlaWlpaWs6dO1dVVVVVVRWv1dXVdXd3x187ODgsXbqU6MidM3E4HHV19eTkZLzK19cX6+83AsAQAdfmAAAfk88//xwhZG9vjxDS09MT3jg0NLSjo8Pb2xvfrK2t1dHRKSsrMzMzE9ILX5ApKSlJTCEPLXJychcuXJgxY8a5c+c8PDyEtJw2bdo///yDv25qavryyy/x1ykpKUpKSgih4uLi6urq1tZWvt1JJNLkyZMdHR2DgoLs7e3xS6v9+0YAGCIgZwIAfEzk5OSI//aqqKhIU1Pz7Nmzou+/pKTk119//eWXX8aOHdvPEIe8qVOnent7HzhwwMHBQUtLS5QuI0eO3L9/P/56zJgxiYmJ8fHxFhYWOjo6NBpNUK8zZ86sXLnSwcFhwYIFISEho0eP7sc3AsDQAffNAQCkFplMLikp6erqErE9JkULMgnn4+MzduzY7777TvQuxH2LBw8e9PX1PX78+IoVK4SvwjB9+vS8vLxt27alpKSYmJg0NTX19RsBYEiBnAkAMBRhfXlEAYVC6ezs7FluZGTU1tZ24cIFoqSlpeXcuXOC9oMvyHTx4kUpWJBJOHl5+fPnz//999+RkZF96lhRUeHr67t+/XoFBQWEEIfDEdSSyWTeuHFDRUXl7Nmzt2/frq2tjY6O7us3AsCQAjkTAGAoamlpQQi9f/+ep7ytrQ0hxPNwj0WLFjU0NFy9erWtre3q1auNjY3l5eXNzc2Ojo5aWlpeXl7+/v7Pnj0LDw/funXrhg0b+B5R+hZkEs7CwsLZ2dnDw6O5uZmnCv/w+T7HhsFgIIRCQ0NbW1sfPHiQlpbW3NzMYDDodDr69/vC22AYduHCBTz3XbRokbq6urq6ep++EQCGHMlOQQcAAB4sFuv06dNTpkxBCI0YMcLX1/fly5d41aVLl8aMGYMQWrVqVXZ2NtGFTqfjk4j19fWjo6OXL19ubW2N3+VeXFw8adIk/M+dgYFBXl6eoOOuW7dOS0uLTqd/6Dc4dLS0tHz++efffvstd2FUVJSFhQX+iW3duvXp06c8vZydnSkUiq6u7oULFyIjI6lUqqWlZWNjY3Z2trW1NULI2Ng4ISGho6NDU1Nz9erVERERv/7666FDh/Duon8jAAw18IxeAICUqK+v//TTTxFCnZ2dw4cP56569eoViUQaN26coL4pKSmWlpY3b97E78iTHX/99dfatWuTkpIsLS1F70Wn04m1wplMpry8PN9m3d3dHA6nrq6u5yff6zcCwBAEORMAQNYxmUwjIyMDA4OoqChJxyIB9vb2z58/f/LkCU+iCQDgAfOZAACyDl+Q6dSpU5IORDJOnz5dU1Nz7NgxSQcCwFAHORMAQKbhCzL5+vpK8YJMwo0bN+6nn37y8/MrLi6WdCwADGlwbQ4AILswDFuwYAGdTs/KypL69QWE4HA4c+fOxTAsIyNDxPVCAZBB8P8GAEB2yc6CTMLhD1Sh0WhBQUGSjgWAoQvOMwEAZFRDQ4O+vr6Tk9OJEyckHcuQsG/fvvPnzxcXF+MLOgAAeEDOBACQUevXr09LSysuLlZWVpZ0LENCR0fHtGnTjIyM+ro4OAAyAq7NAQBkUUpKyp9//nn69GlImAgKCgrBwcHR0dExMTGSjgWAoQjOMwEAZI6ML8gk3MaNG+/du1dcXKympibpWAAYWuA8EwBA5sj4gkzCBQQEsNlsHx8fSQcCwJADORMAQLbAgkzCjRo16sSJE+fPn8/IyJB0LAAMLXBtDgAgQ2BBJhFZW1vX1NTQaDQqlSrpWAAYKuA8EwBAanV0dFhaWhYWFhIlsCCTiIKCgiorK3/55Rei5O3bt05OTuXl5RKMCgDJgpwJACC18vLykpOTp0+ffuDAgY6OjoaGhv/+97/ff/+9iYmJpEMb6saPH3/o0CFfX99nz55hGBYcHKyrq3vjxo309HRJhwaAxMC1OQCA1PL39z9w4EBXVxeZTB4zZoyuru6LFy9gQSYRdXd3m5mZkUgkKpWalZWFYRiZTHZ2dr548aKkQwNAMuA8EwBAaqWnp7PZbIQQm81+8+bN/fv3NTQ03r9/L+m4Pg4Yhs2ZMyc/Pz83N5fD4WAY1t3dff/+fUnHBYDEwHkmAIDUGjVqVFNTE3cJhUIZPny4r6+vh4cHPIxWiIcPHzo7O5eVleFJJ4FEItXX148aNUpSgQEgQfAnAwAgncrLy3kSJoRQd3c3g8HYuXPnnDlznj17JpHAhrj379+7ubnNnTv35cuXPAkTQgjDsIcPH0okMAAkDnImAIB0evjwoaAzSXJyciwWS0VFZZBD+iiwWKzi4mKEUHd3d89aKpUK6zYBmQU5EwBAOj18+JDvggIkEmnVqlUZGRmwpiVfn3766f379729vUkkEolE4qllsVgpKSmSiAsAyYP5TAAA6TRlyhSeq2/4aaeff/557969EgrqYxIbG7t27VoWi8VzwmnYsGGtra3Dhw+XVGAASArkTAAAKUSn09XU1DgcDlEybNgwJSWlqKgoS0tLCQb2cXn+/Lmdnd2rV6+6urq4y9PT083NzSUVFQCSAtfmAABSKDs7mztholAokydPfvz4MSRMfaKnp0ej0ZYsWcI9M2zYsGGwsiWQTZAzAQCk0MOHD4kHpZFIpJUrV2ZnZ48fP16yUX2MVFVVY2Jifv75ZxKJhGdObDY7LS1N0nEBIAGQMwEApFB6enpXV5ecnJycnJyfn9+ff/6pqKgo6aA+ViQSae/evbdv31ZSUho2bBiHw3nw4AH3aTwAZATMZwIASBsOh6OmpoZPaYqJibGwsJB0RFKirKzMzs7u+fPnCKGioqIpU6ZIOiIABhXkTAAMLQEBAZmZmZKO4uPW2tqamJg4YsQIc3PzIXh6afbs2bt27RrgTiQ1Trq7ux89evT69WsTE5OJEycOfgAfo4iICEmHAMSDIukAAAD/n8zMzKysLDMzM0kH8hFrbGzU0tKaOXMm3/WZJCsrK0ss+5HUOKFQKGZmZuXl5c3NzYN86I/R69evxfWNg6EAciYAhhwzMzP4h+lAlJaWTpo0SdJR8Ldy5Upx7Uqy4+TFixdffPGFpI7+sQgPD3d0dJR0FEBsYA44AEDaDNmESZpAwgRkEORMAAAAAAC9g5wJAAAAAKB3kDMBAAAAAPQOciYAAAAAgN7BfXMAgCGEyWSmpqY+fvx47ty5X375pZDFAnptWVdX9/z583nz5vGUt7S0XL58uaqqysbGZsGCBUNwPQJZNvABkJubW1ZWxtPYzMxswoQJPIWNjY1BQUH79+8X71sAUgzOMwEAhop3797p6+tXVVU5OzvHxMTY29uz2ex+tKyvr/fy8po4ceLNmzd5OjY1Nc2cOfPJkyeFhYVLliyZM2fOB3w/oI8GPgAwDFuzZs3aHviuJuXi4nLq1KkP+5aAdIGcCQAwJHA4nBUrVhgaGrq4uKirq/v5+RUWFh44cKAfLSsrK52cnDo6Onr2DQ8Pz8nJuX79+j///HP48OGcnJyMjIwP+K6AyMQyAJKSkmxsbCoqKpj/SkxM1NbWNjEx4dlJcHBwUVHRYLwxIEUgZwIADAibzQ4LCxv4ftLS0tLT011dXfFNMpm8cePGM2fOtLW19bWlqampnp5ez0OwWCxra+uRI0fim05OTgghVVXVgQcPuPVvSIhlACgrKwcGBmpra1P/FRsbu2LFCp49lJaW5ufn29ra9v3NAZkGORMAMu2ff/65du3atWvXQkNDmUwmQignJ+fatWuxsbG99u3u7v7999+nTJny7bffDjyS6OhohJChoSFRMnXq1La2toSEhH635EGlUrkntRQUFNja2nLvByDJDQmxDIDZs2fLyf3vd43D4URHRy9fvpy7e1dXl4+Pz/Hjx/saIQAwBxwAmTZ79uzvv/++qKjo5cuX8vLyCKFZs2Zt3LhR+A9kV1fX77//7ufn9+7dO3d3dy8vL4RQTU1NeXk53/YkEsnc3Fx4JPi8XU1NTaLks88+QwiVlpb2u6UgGIZFRET8+OOPd+/eFbGL7JDUkPgQAyAjI4NEIs2ePZu78MiRI56enioqKkLeDgB8Qc4EgExTVFT08/NbtmzZ/fv38cfU19bWTp06VdDjR5hM5pUrV44dO9bU1LR9+/bdu3erq6vjVWFhYbt27eLbi0KhdHV1CY/k7du3ZDKZSqVyx4bH0++WfLW1te3cuTMkJKS9vd3Q0DAxMdHU1FSUjjJCUkPiQwyAiIiIr7/+mkQiESWpqakUCgXm/oP+gWtzAMg6W1tbfX39gIAADMMQQn/++Sc+0YdHZ2fnb7/9pqOjs3fv3vXr11dWVvr5+RG/jgghDw+PdgFaW1t7DUNZWZmnBL8TSkNDo98t+VJSUgoKCqLT6YGBgXQ63c3NTZReMkUiQ0LsAwDDsKioKO7JTC0tLWfOnOE7rxwAUUDOBICsI5FIe/bsefbsGT5xJCkpacmSJT2bpaSk/PDDD2/evHF1dd23b9+oUaN4GlAoFAXBeBpnZ2ebcklNTdXS0mKz2fgEGhydTkcITZkyhaev6C2FkJOT8/T0XL58eX5+PveuAJLQkBD7AMjIyGCxWF999RVRsnPnTlNT07i4uOjo6Ojo6BcvXnR2dkZHR9+/f1/kzwbINLg2BwBA69atO3jw4IkTJ7S1tQ0MDCgUPn8ZFi9eXFlZefr06cDAwN9//3337t3bt2/nnhSSm5ublJTEd/9kMtnb25u7ZNy4cdu3byc2J06cqK+vjxCqrq7W1dXFCxsaGhC/n0zRW/bKysoqOTkZn7UDuA3+kBD7AIiMjLS3t+deFbO+vv7evXvE5vv379vb23fs2GFgYGBpaSn08wAAIYQQBgAYSr755ptvvvlm8I/r7++PEFqyZElhYaHwlnQ6/dixY59++umoUaN+/vlnOp2Ol//xxx8mAsyaNavXAGpra+Xl5a9du0aU7N69e/r06Ww2ux8t8ZMQO3bsEH7QHTt2bN68udfYxEhc3+8gjJNBHhLiHQAcDmfMmDEJCQlCwt6zZ8/o0aOFv7UBwtdc+KCHAIMJvksAhhZJ5Uytra0jRowwNTUVsX1bW9uJEyc0NDRGjRp17NgxscSwe/duAwMDDoeDYVhHR8ekSZNoNBpRu2fPni1btojSEsOwuro6hNDWrVu5C9vb2319fZ8+fYpvNjQ0/Oc//2lpaRFL8CL6iHKmwR8SYhwAGRkZI0aMYDKZQg4HORPoK7g2BwBACCEVFZU1a9aIvliRoqLirl27tm3bFhwcHBAQsHfv3oHH4O/vT6FQli1btmjRotraWh8fH+7lm2/dutXU1MRms8lksvCWf//99++//44QiomJMTU1tbW1xWcHczicqKiogwcPzpw5c/Hixerq6gkJCT0nFAPc4A8JcQ0AhFBERISdnR33vXUADBwJwzBJxwAA+J+VK1cihCIiIgb/0IsWLQoPD1dTU+trRxaLJcYfJzab3dDQMHr0aJ5yBoPR1dX1ySef9NpSuJaWFiqVit+dPvjE9f0OzjiRyJAQywCoqKhQVVXtOS19kIWHhzs6OsLvrNSA80wAAIQQevLkycSJE/vx64gQEu+/5slkMt9fwZ4nhAS1FK5/71EGSWpIiGUAcC/4DoC4QM4EgEyj0Wje3t6GhoYpKSkxMTGSDgdIHgwJAASBnAkAmcbhcHJzc2k0WnBwsLa2tqTDAZIHQwIAQSBnAkCmmZqaNjU1ycnJcT/ZFMgyGBIACAI5EwCyju9yhUCWwZAAgC/4ZwQAAAAAQO/gHxMAAD7Ky8t9fX2PHDkyduxY8TbuFZPJTE1Nffz48dy5c7/88kvuZ18I0tjYGBQUtH//fu6S2NjYqqqqadOmLVq0qOctV7dv3yYeE1tdXb19+3ZJrT4w9H3UgyE3N7esrIynjZmZGX5jXUtLy+XLl6uqqmxsbBYsWCDK/oEsg/NMAAA+8vLyrl69+vTpU7E3Fu7du3f6+vpVVVXOzs4xMTH29vb4I+uFc3FxOXXqFLH5+PHjefPmTZkyxdvbu6yszNzcvLa2lrv98+fP7ezs1v4rPz8fEiYhPt7BgGHYmjVr1vbQ3NyMEGpqapo5c+aTJ08KCwuXLFkyZ86cgccMpJyE1yEHAPz/JPXslJ7q6+s/UGNB2Gz23Llzly1bhm92d3ePHz9+7969wnsFBQV98cUXxEMw2Gy2kZGRt7c30WDWrFlWVlbcXVxdXZOTk6v+1dHRMfDgRfQRPTuF20c6GBITE3fs2FFRUcH8V2Jiora2Nl57/vz5xsZG/PWRI0cQQunp6QOPnBs8O0XKwHkmAAB/6urqH6ixIGlpaenp6a6urvgmmUzeuHHjmTNn2traBHUpLS3Nz8+3tbUlSrKysp48eWJsbEyUzJo16969ezQaDd+sq6srKCjQ1dXV+tfw4cMHHrx0+0gHg7KycmBgoLa2NvVfsbGxK1asQAixWCxra+uRI0fiLZ2cnBBCqqqqA48cSDHImQCQaQwG4/z58/v3779y5UphYSFx7YPD4SQnJ+fm5hItq6urT506xeFwCgsLjx49euPGDQ6HI6hx/0RHRyOEuB9wNnXq1La2toSEBL7tu7q6fHx8jh8/zl1YUlKCEMK4nlZhamqKEEpPT8c3T58+nZ2draWlNXHixGvXrmHwXIt/iTgYhIyEno37TSyDYfbs2dwrJnA4nOjo6OXLlyOEqFQq91rhBQUFtra2oj9cD8gmmAMOgOxqbm42MzO7dOmSk5PThg0btmzZYmpqam5u7urq+sMPP0RGRp4/fx5POG7durVlyxb8mktBQUF9fb2Pj8/r16/3799fXFzM05hbTU1NeXk536OTSCRzc3PuEnyurqamJlHy2WefIYRKS0v57uHIkSOenp4qKirchQoKCgihR48erVmzBi/R0dFBCFVVVeGbFhYWXV1dmZmZ2dnZmzdvDgkJuXPnDkz+FXEwCBkJCCEhg6FPIwGJaTDwyMjIIJFIs2fP5i7EMCwiIuLHH3+8e/eukL4AIATXWQEYYgZznsr+/fvHjx+Pv8YvXQUGBuKbBQUFCKHz588Tjfft24cQSkpKwjdNTExmzJghqDEhICBA0B8fCoXC09jExIRMJnOX5OTkIITc3d177jklJeXw4cP46507dxJTWKqqqqhU6owZMzgcDl5y+/ZthNBvv/3Gs4fHjx/r6ekhhPz8/AR/SGI2ZOcziT4YhIyEno0JfRoJmJgGAw8PDw+e7gwGw9XVFb8DQE1NLScnh2/HfoP5TFIGrs0BILtevnxZX1/PYrEQQkZGRkpKStXV1XiVvLw8T2P8/A2eZCCEpkyZQpy56dmY4OHh0S4Acas/oeeKAPjlIQ0NDZ7ylpaWM2fOHDhwoOcRtbS0fH19aTTa5s2bExISTpw48cMPP+BvkKelkZERjUYbO3ZsaGiooPhlh+iDQchI6NmY0KeRgMQ0GLhhGBYVFYVPZiIoKSkFBQXR6fTAwEA6ne7m5iZ8J0DGQc4EgOyaP39+e3s7PtGnubmZxWJZWVmJ2Bc/B9BrMwqFoiAYT2MtLS02m81kMokSOp2OEJoyZQpPy507d5qamsbFxUVHR0dHR7948aKzszM6Ovr+/fsIoT179qSkpIwZMyY9Pd3KykpbW3vEiBHcs8IJioqK9vb2L168EPFdS7F+D4YPMRKQ+AYDISMjg8ViffXVVz2PJScn5+npuXz58vz8fO4jAsAD5jMBILtcXFzKysq+++67o0ePJicn+/n5LV68WLyHyM3NTUpK4ltFJpO9vb25S/T19RFC1dXVurq6eElDQwPi9zNZX19/7949YvP9+/ft7e07duwwMDCwtLRECFlYWFhYWCCEKioq4uLi/P39Bc100dPTmzRpUv/enTT50IOhTyMBiXUw4CIjI+3t7YVMXLOyskpOThZy0hQAyJkAkF0UCkVTU/Pq1avq6urLli37EL8WpaWlkZGRgo7O80u5ZcuWn376KSMjg/iZpNFo06dP75nTxMfHc296e3tfv3799evXPM1YLJajo+PkyZO3bdsmKMKbN2/a29uL+Hak2IceDH0aCUjcgwHDsMjIyODgYCERFhYW2tnZifJegMyCnAkA2XX+/PnIyMgZM2awWKyqqioNDQ3iZAx+hQL/lz0On3SCz3fBq5hMJoZhJBKpZ2PCunXr1q1bJ2I8Ghoa27dv9/f3d3JyIpFInZ2dt27dCg0NJW4X9/b2bmpqunTpkih7a2tr27Zt24QJE06fPk08dLa0tPTcuXMbN27EL9UVFRW1tbX5+PiIGKEUE30wCBkJPRsT+jQSkLgHQ2ZmJoPBWLBgAVHS0dEREBBgb28/depUhFBjY2N+fv6tW7dEjxDIIMiZAJBdmpqaT58+nT9/PlGycOHCGzduvHr16tdff0UIhYWFGRsb29jYpKam3rx5EyH0888///TTTykpKQ8ePKDT6UeOHLGysgoMDORuPJCQ/P39KRTKsmXLFi1aVFtb6+PjY2JiQtTeunWrqamJzWYLXxoAf9jc5cuXvby8vv76a+4qBoNx7dq1U6dOzZ8/f9asWSNHjkxOTh42bNhAYpYOIg4GZWVlQSPhwIEDNBqNZ+QMJCSxDAZcRESEnZ0dlUolSjgcTlRU1MGDB2fOnLl48WJ1dfWEhISeE88B4EYSZe4eAGDQrFy5EiEUERExCMe6d+/emzdv5s6dW1dX197e3tbWFhkZaWhoiN9MLkFsNruhoWH06NE85QwGo6ur65NPPhHePSYmZtq0aRMnTuRby2Qyq6qqFBUVx4wZI55w+0Jc36/Yx4m0DgZcRUWFqqrqqFGjeMpbWlqoVOqHe9pgeHi4o6Mj/M5KDTjPBICMotFomzZtqqqqIpPJxJSR+fPnh4eHSzYwhBCZTO75G4n43X/Ol4ODg5BaeXn5L774op+RSSkpHgw47iW/uampqfUzLCCTIGcCQEYVFBTU1tZeunRp4cKF48ePr6yszMnJKSgowBd0BjIFBgMAooCcCQAZtWnTpubm5r/++uv777+nUCiGhoabN28+cuQI95wPICNgMAAgCsiZAJBRJBJp165du3bt6urqgknQMg4GAwCigHXAAZB18BsJCDAYABACciYAAAAAgN7BtTkAgPixWKwHDx7Ex8dbWVktXbp0kI/e0tJy+fLlqqoqGxubBQsW8F2/p66u7vnz5/PmzeMuZDKZqampjx8/njt37pdffinKwj+gTyQ7MLg9efIkLS2NSqXa2NiMHTsWL7x9+zbxwODq6urt27d/uGUIwMcIzjMBAMSvsLAwPDz85MmTNTU1g3zopqammTNnPnnypLCwcMmSJXPmzOFpUF9f7+XlNXHiRHxtRsK7d+/09fWrqqqcnZ1jYmLs7e3ZbPYgBi4TJDgwCA0NDS4uLvv377e3t//222+JhOn58+d2dnZr/5Wfnw8JE+ABORMAQPxMTEzc3d0lcujw8PCcnJzr16//888/hw8fzsnJycjI4G5QWVnp5OTU0dHBXcjhcFasWGFoaOji4qKuru7n51dYWHjgwIHBjV36SXBg4CorK/X19ZlMZkJCwrhx47irAgIC7t+/X/Wvq1evSipIMGRBzgQA+CDwR7zhzyAbNCwWy9raeuTIkfimk5MTQkhVVZW7jampqZ6eHk/HtLS09PR0V1dXfJNMJm/cuPHMmTNtbW0fPmrZIpGBgWOxWKtWrRo5cuSFCxd4qurq6goKCnR1dbX+NXz48MGPEAxxMJ8JACmHYRg+R4dMJuvp6VlZWRFVpaWlWVlZBQUF5ubmxHPZOjo6YmNjly1b9u7du4SEhM8//9zOzo5MJr99+zYuLk5OTm7lypV4FvL69eu4uDg3N7fU1NS7d++OQoir6gAAIABJREFUGTNmy5YtCgoKgiKpqam5c+fO69evzc3NiaelCgmvH6hUKveKzwUFBba2toaGhr12jI6ORghxt5w6dWpbW1tCQgL+lBKpJOjDH+DAQH0cG3wHhpDw+u3AgQO5ubmXLl1SUlLiqTp9+nR2draWltaECRMOHTq0ceNGiWR1YIiDnAkAKefj4zNhwgRPT89Hjx65u7sTPzwnT56MjY29f//+q1ev5s+fX1dXh//Cubq6vnjx4sSJEyUlJWpqanv27FmyZMnixYtTUlLYbHZYWFhsbGxcXFxISIiHh0dnZ+fTp09ZLFZdXd2xY8euX7+ekZHB93715OTk0NBQNzc3FRUVBwcHJyens2fPCgmPUFNTU15ezvetkUgkc3NzvlUYhkVERPz44493794V5VMqKytDCGlqahIln332GUKotLRUlO4fKb4f/gAHBkKoT2ND0MAQFB6hHwMjNDSUQqE8ffrU0tIyJyfHxMTk5MmT+HN/LSwsurq6MjMzs7OzN2/eHBIScufOHbgJAPDCAABDyTfffPPNN9+Ia28cDkddXT05ORnf9PX1Jap0dXXd3d3x1w4ODkuXLsVfBwQEIIQiIiLwTfwRrVFRUfjmgQMH5OXl2Ww2hmHr168nkUiFhYV41cGDBxFCFy5cwDeLiooQQpcuXcIwjE6nT5w4kcFg4FVbtmxBCGVmZgoJj4DHwxeFQuH7rhkMhqurKz6BV01NLScnh6cBk8lECO3YsYMoMTExIZPJ3G1ycnIQQsRHJC7i+n4Hvh9BH/7ABwYmdGyIMjCEhEfo68B4/fo1Qmj69OmNjY0YhpWUlGhqaiorK79+/Zq72ePHj/FLt35+fn36PPkKCwuD31lpAvOZAJBmJBJp8uTJjo6OsbGxCCEvLy+iKiUlxdfXFyFUXFxcXV394sULvHzEiBGI6yrV5MmTEUJGRkb4pp6eHpPJxG96UlJSolAoBgYGeNW+ffsoFEpaWlrPMEJDQzs6Ory9vd3d3d3d3Wtra3V0dMrKyoSER/Dw8GgXgLgtnIeSklJQUBCdTg8MDKTT6W5ubr1+UD0f+IrfNKehodFr34+UoA9/4AMDiTw2BA0MIeER+jow8vLyEEIODg74dLdJkyYFBAQwGIxz585xNzMyMqLRaGPHjg0NDe3bBwpkAFybA0DKnTlzZuXKlQ4ODgsWLAgJCSEeET9mzJjExMT4+HgLCwsdHR0ajca3O89MWPzaCt+Z0YqKimPHjq2vr+9ZVVRUpKmpSVxzESU8AoVCwWcN95WcnJynp+fDhw+joqKYTKa8vLyQxlpaWmw2m7sZnU5HCE2ZMqUfh/5Y8P3wxT4wkOCxIWRgCAqP0NeBged86urqRMns2bMRQiUlJT2jtbe3v3Lliug7BzICciYApNz06dPz8vL27dt38eJFExOTp0+f4v/OPnjwID4/V0FBISoqauAHYjKZdXV11tbWPavIZHJJSQnfZ5kJCo+Qm5ublJTE94hkMtnb21t4VFZWVsnJycITJoSQvr4+Qqi6ulpXVxcvaWhoQNKeM/H98MU+MJDgsSFkYAgKj6jt68CYNGkSQog7BRw3btywYcNUVFR67kFPTw9vDwA3uDYHgDRjMpk3btxQUVE5e/bs7du3a2tr8RvEKioqfH19169fj9/KxOFwBn6srKyszs5OW1vbnlVGRkZtbW3cN3i3tLScO3dOUHjcSktLIwUQ5Re9sLDQzs6u12ZbtmyRl5fnXsmJRqNNnz5din84+X74H2JgIMFjQ9DAEBQed9++DgwNDQ1ra+usrCyi5MWLF11dXXxni9+8edPe3n4gbxlIJciZAJBmGIbhE28RQosWLVJXV8evTTAYDIRQaGhoa2vrgwcP0tLSmpubGQwGnU7Hr0nhs6SJlk1NTfgmfvGFqO3u7n727Bn+OjIy0sLCgvhdfP/+PdHd0dFRS0vLy8vL39//2bNn4eHhW7du3bBhg6DwuK1bt44mQHZ2Nk/jjo6Oo0ePFhYW4puNjY35+fmBgYE8zZqbmxFCnZ2dRImGhsb27dv9/f3xYDo7O2/dunX58mU5Oan9I8n3wxfXwECCx4YoA0NQeNzx92lg4E6cOFFdXf3w4UN8Mzk5WV9ff9OmTaWlpZ6envn5+Xh5UVFRW1ubj4/PQD9iIH0kNvscAMCPeO+b6+jo0NTUXL16dURExK+//nro0CGiytnZmUKh6OrqXrhwITIykkqlWlpaxsfH47N6N27cWF5enpycjN+JbWNjU1RU9PDhQzMzM4TQqlWrSktLv/32WzKZvH379j179qxevdrOzq61tRXfeXZ2Nn4hxtjYOCEhAcOw4uJi4pyNgYFBXl6e8PD6h8FgGBsbk0gkU1PTgwcPnjp1ik6n87RJSEhwdHRECH322WfBwcG1tbV4OYfD2bt3r62t7W+//bZ///7r168PMBi+hs59c4I+fL4D486dO6IPDAzDBI0NEQeGkPAG6MmTJwsWLDh06NDRo0dtbW1ramowDKPRaPhsp/nz5+/du/f48ePt7e1iORzcNydlSBiGDXKWBgAQAl9BMSIiQlw77O7u5nA4dXV1PE+KQAjR6XRiMkevs6R7+u67765cucJisaqrq0eMGMGz3DZfr169IpFI3JEICa/fWlpaqFRq/x4WxmazGxoaek5FFxdxfb9i2Y+gD3+AAwP1fWz0HBhCwhu4mpoaBQWFTz75hChhMplVVVWKiopjxowR44HCw8MdHR3hd1ZqwBxwAKQcfm8R318d7tmv/fhdJGhpaYnYcvz48TwlQsLrNzU1tX73JZPJHy5hGmoEffjiGhhI5LHRc2CgDzM2cJ9//jlPiby8/BdffCH2AwEpI7WX6gEAH1p7e3t3dzc+MQUAbjA2gFSCnAkA0B8hISGJiYkYhu3du/fx48eSDgcMITA2gLSCa3MAgP6wtbW1sbHBXw/w8g2QMjA2gLSCnAkA0B/4fUYA9ARjA0gruDYHAAAAANA7OM8EgExgsVgPHjyIj4+3srJaunSpRGKorKzMzMzEX0+aNGnGjBlEVV1d3fPnz+fNm8fdPjc3F39cKzczM7MJEyYI7ygKvh1bWlouX75cVVVlY2OzYMECMplMVDU2NsbGxlZVVU2bNm3RokXEM33Ly8uJFRQnT56Mr1r08Rqy44ROp//5558VFRW6urpr167tuZDE7du3iUfzVldXb9++XfTFJhobG4OCgvbv389dyGQyU1NTHz9+PHfu3C+//BIfDFL2dYM+k+zyUAAAHuJd05JAo9G2bt2KEAoODhb7zkX0xx9/IIRCQ0Nra2uJ1S/fvXu3e/duBQWFHTt2cDfmcDg6Ojo9/2TRaDThHXslqGNjY6OOjs6GDRssLS3l5ORmzZpFVOXn50+dOjUzM7Otre348ePTpk3D10LEMIzBYFRWVj548GDYsGE7d+7s9ehDZ01LvobmOHn+/LmGhsYXX3xBpVIRQjo6OsRKpLhnz56RSCRikKxevbpPR3RwcBg9ejR3ydu3bydMmBAcHFxfX79nzx4bG5vu7m6s7183rGkpZeDaHAAywcTExN3dXdJRIITQkiVLNDQ0iBWAKisrnZycOjo6eJolJSXZ2NhUVFQw/5WYmKitrU38y15Qx14J6hgeHp6Tk3P9+vV//vnn8OHDOTk5+OPnOBzOpk2bli5damZmpqio6O3tPXz48I0bN+K9lJSUxo8fP3fuXPGuhSgpQ3Oc7Ny58+7du6Wlpa9fv3ZxcXn58uWBAwe4GwcEBNy/f7/qX1evXhX9QMHBwUVFRdwlHA5nxYoVhoaGLi4u6urqfn5+hYWF+BGl7OsGfQU5EwCy4v+xd+/xUOX/48DfY8al1KZ7Khu66iZZRSpRyObWjS6i3Nqie6n2U9a23W2LUrtdsLWVSETyiWzul1pqSRdKF2zkEhqEGc7vj/Pd85vP3Awz48zl9fxjH805Z868zGvsvJz3+7zeeIdA1j/HJYGBgcGkSZM4t/fr1y8gIEBTU1PpX7GxscuXL+/yiT17xfb2dktLy0GDBuEPnZ2dEUJ49+rc3NyCggI9PT3i4FmzZt2/fz8/P78Hry75JO1zkp+fv3bt2unTpyOEhg4deujQIQUFBWLNOIRQVVVVYWHhuHHjNP6loqIi4MlLSkqePHnCtnhwenp6Zmamh4cH/pBKpbq4uAQHB+Nr6gF5BvOZAJA+KSkpjx49QggNHjzY3d0dIZSamvrw4cNhw4Zt2LABIVRSUpKbm1tYWGhsbLx06VLOM9y5c6e0tLRfv37u7u50Ov3KlSsMBkNdXR1fiA334cOHe/fuVVRUGBsbL1y4sLd+uP9jZGTE+rCzszM6OjoqKkpML6ekpMQ6TaqwsNDa2nratGkIoeLiYoQQxrL8hYGBAUIoMzOTdUqWBJKNzwnrxUWEkLq6ur6+Pl7Y4c6cOfPw4UMNDQ0tLS1fX18XFxcBCz4Gg3HgwIGQkJAffviBdXt0dDRCCM8+burUqc3NzQkJCfiSNUBuQc0EgPQxNTUNDAyMi4sjpsqamJi4urpmZGQghAIDA2NjYx88ePD+/XtTU9OqqqpNmzaxncHGxmbq1KmNjY3u7u79+/d3dnYePXr0lClTiO/ClJSU8PDwTZs29e/f397e3tnZ+ezZs2wn+fDhw5s3b7hGSKFQjI2NRfgjZ2VlUSgUtkJKHDAMu3nz5o8//piYmIhv6dOnD0IoLy9v9erV+BZ8olVZWZm4gxGSbHxOBg8ezLalvLx88+bNxEMTExMGg5GTk/Pw4cMNGzZcu3bt3r17rPP3eTl06ND27dtZF4rB4XceqKurE1uGDRuGECopKenynEC2Qc0EgFQKCAiIj4+Pj4/H15MvKytbtGgRPsfi7NmzlpaWFApFU1NzxowZ8fHxnN+FCCEdHZ3c3Fz83/379x83bhyxq6mpyd3dvbCwUFVVVU9PLzEx8dy5c+vWrcNfixAREbFz506u4dFoNAaDIaofFiF08+bNpUuXinvAqLm5eceOHdeuXWtpaZk2bVpSUpKBgYGxsbGSklJaWhqGYXgAjY2NCCFNTU2xBiMSsvc5SU9Pp9FoO3bsILZYWFhYWFgghAoKClatWpWcnOzv779v3z7+50lLS6PRaHPmzOHc9fHjRyqVis83x+G34FVWVnYrVCB7YD4TAFJJW1t78eLFoaGhTCYTIRQaGorf7oQQSk1NPXz4MELo+fPn5eXlr1696u7Jw8PDv3z54uPj4+Xl5eXlVVlZOXbsWM7b/rds2dLCA3HXt0hgGHbr1i3WyUxioqqqeuHCBTqdHhAQQKfT8RpCQ0Pj8OHD+fn5GzZsSEhIOHXqFD6Uo6urK+54hCdjn5OOjg5fX9+4uDii1wMrXV3d/Pz80aNHh4eH8z9PQ0NDcHAw20RyAufJOzo6EEIjRozoVrRA9sB1JgCklZeX15IlS+Li4uzt7QsKCn788Ud8+6hRo5KSkuLj401MTMaOHduDqcrPnj1TV1fnHGRhQ6PRWKeViE9WVlZ7e/v8+fN74bUQQgoKCtu3b8/Ozr5161ZbW5uysvKePXtmzZqVlJSUmZm5atWq3NzcV69esc4Kl2Sy9DnZvXv3zp07+bzzffv2tbOzCw0N5X+eHTt2GBgYxMXF4Q9fvXrV2toaHR2tpqZmZmamoaHR0dGBpx4/gE6nI4QmT54skp8CSC+omQCQVlZWVtra2ufPn1dRUbGysiK2Hzx4MC0tLTExsU+fPrdu3erBmalUanFxMYPBUFRU5HPYX3/9lZyczOsMPj4+PXhprqKiouzs7ASZoSJC5ubmKSkpxLemiYmJiYkJQujt27dxcXH+/v6c82Akk8x8Ti5cuKCnp2dra8v/sEmTJk2YMIH/MTU1Nffv3yceNjY2trS0bN26dcqUKWZmZjo6Ogih8vJyYiCytrYWQc0EoGYCQHpRKJRNmzb5+Pgwmczbt2/jG9++fXv48OHz58/jM5c7Ozt5PZ1Go7W2tnLdpaur29zc/Ntvv23ZsgXf0tDQcP36ddaJtwihkpISXjey0Wg0UdVMGIZFRUVdvHhRJGcTXFFRkY2NDdvG9vZ2R0fHiRMnsr0Vkkw2PicxMTEYhuE9IHBpaWl4Fct5pJ2dHf+zxcfHsz708fG5cuVKRUUF/tDNze2nn37Kysoiaqb8/PwZM2Z0WYoBmQc1EwBSzNXV1dfXd9y4ccQ1j6amJoRQeHj4qlWrCgoK0tPT29rampqaMAzDZy7jByCELCwsbty4ERYW5uDgEBkZWVdX19raWl9fP3DgQEdHxwMHDuzevbu1tdXa2vrp06dRUVEhISFsr7527dq1a9cK/1PU19cjhHh9Mefk5DQ1NXG9iZ3XEz09PSsqKsLCwoYPHy7gK3758uWXX36xs7ObOnUqQqiuru7Jkyd37txhfVZzc/PmzZu1tLTOnDnTO4OSoiLtn5Pk5OQTJ044OTkFBwcjhDo6Op4/fz516lQTE5OSkpJz5865uLjgA3bPnj1rbm4+cOAA8dwuPwycRowY4e3t7e/v7+zsTKFQWltb79y5Ex4erqAAM4DlHnktyAEAXHR3TQxXV1diORFiC41GGzdu3G+//RYVFaWkpGRmZnb//n1LS0uEkJ6eXkJCAoZhdDodv79JR0cnOjp62bJllpaWxIoZz58/J/6qnjJlyuPHj4X/0fA1MRoaGlg3JiQk4DeuDxs27OLFi2xrYmAYtn37dicnJ86z8Xki3gvg559/5hoG1yc2NTXp6elRKBQDA4ODBw8GBQXR6XTiKbW1tSEhIXPmzImOjub102lqakry2inS+znJz89XVVVl++ZSUVGpq6vD9w4YMAAhZGpqunfv3hMnTrS0tLCejf+HAbdnzx62tVM6Ozv37t1rbW19+vTp/fv3X7lyhe0pAqYb1k6RMRSMpVEbAIB0eNO8mzdvCnh8S0sL51qkdDqduKLAOpWVU01NzdChQxFCra2tnN2T379/T6FQvv76awGD4e/atWtOTk4NDQ34l5yA3r59+9VXX3E26eGjra0tNjZWRUWly7kvbBoaGpSUlDjfz9u3b0+fPl1bW5vPc7W0tJYuXfrLL7/wf4nu5ldU55Hhz0lbW1tZWVnfvn25rmfS4w8DQqijo6O2tpbrBSoB0x0ZGeno6AjfszJDmi4vAwA4cV28nXV6Mp8vQoQQ/kWIEOK63MSYMWOEi46Ltra2bh3P2p5b8JfIycnx9/fv7hPV1NS4bre3t+/yufjt6BJLhj8nysrK48eP53Oenn0YEEJUKpXXiJ6EpxuICdRMAIBeoqio+NVXX7m7uxsZGRkYGCxatEhML/To0aOjR4/2zpSjoqKie/fulZWVff78WfBlzgAfov2ciPbDAOmWczA2B4BkEdXYDZBMZI3NAVLA2JyMgbsAAAAAAAC6BjUTAAAAAEDXoGYCAAAAAOga1EwAAAAAAF2DmgkAAAAAoGtQMwEAAAAAdA36MwEgcaKioigUCtlRAHFZsWKFSM4DnxMAehn0ZwJAsuTk5JSXl4vkVG1tbadPny4oKNizZ4+urq5IzikO2dnZp0+fDg8Pl5MKQENDw8jISMiTiPBzIiE2bdpkbW29ZMkSsgNhV1RUdOLEiRkzZmzdulVRUbEHZ3BwcBB5VIAUUDMBIJsqKyttbW3fvn0bExMzb948ssPhJzY21t7evq2tTUlJiexYAGmGDx9+8OBBb29vsgPhIjc319raevz48fHx8d1a+hDIGJjPBIAMKioqMjIyamhoyM7OlvCCCf270llrayvZgQAyMRiM3lnupgcMDQ3T09P/+ecfExOTiooKssMBpIGaCQBZc//+/blz544ePTonJ2fChAlkh9M1vGbq7tq9QMYwGIyejXz1jsmTJ+fm5iooKMydO7e4uJjscAA5oGYCQKaEhIQsWbLE3t7+wYMHQ4YMITscgeBrncJ1JjnHZDIluWZCCI0cOTItLW306NFz5szJzs4mOxxAAqiZAJARGIb5+fl5eHh8//33YWFhUjQ3CK4zASTx15lwAwcOTEpKMjIysrCwSEhIIDsc0NugZgJAFrS2tq5Zs+b48eNXrlzx8/OTrhvQ8OtMUDPJMwzDOjo6JL9mQgj17ds3NjZ2zZo1dnZ2ISEhZIcDepWETrgDAAiutrbW3t7+xYsXiYmJJiYmZIfTbTAHHDAYDISQVNRMCCEqlXr+/PmRI0d6eHiUl5f7+fmRHRHoJVAzASDdnj17Zm1tTaVSs7OzJ06cSHY4PQFjc0C6aiaEEIVC8fPzGzx48Pbt2+vr6wMCAhQUYNxG9kHNBIAU+/PPP1esWKGjoxMbGzt06FCyw+khGJsDUlcz4bZs2TJq1Ki1a9fW1dWFhYVJXfygu6AuBkBahYWFWVlZmZub//nnn9JbMCEYmwNSWzMhhJYtW3b37t07d+5YWVl9/vyZ7HCAeEHNBID0wW+Rc3V13bRpU0RERJ8+fciOSChwnQlIb82EEDIzM3vw4MHTp08XLlxYXV1NdjhAjKBmAkDKtLW1OTk5HTt27PLly0FBQdJ1ixxXioqKCgoKcJ1Jnkl1zYQQ0tfXz83NbWxsNDIyev36NdnhAHGBmgkAaVJXV2dubv7f//43MTHR2dmZ7HBERllZGa4zyTNpr5kQQlpaWhkZGWpqavPmzXvy5AnZ4QCxgJoJAKnx+vXrOXPm/PPPP1lZWQsWLCA7HFGCmknOyUDNhBAaPnx4Wlra9OnT58+ff//+fbLDAaIHNRMA0iErK8vIyGjQoEE5OTk6OjpkhyNiKioqMDYnz/CaSWLX6BVcv3797ty5Y21tbWNjExkZSXY4QMSgZgJACly+fNnMzGzBggUPHjwYNmwY2eGIHlxnknOycZ0Jp6SkdP36dW9v7zVr1vz6669khwNESeqLegBkG4ZhP/7446FDh7Zs2SLDffOUlZXhOpM8k6WaCSFEoVB+/vlnDQ0NLy+v9+/fHz9+nOyIgGhAzQSA5Gpra3N3d79x48a5c+e+++47ssMRIxUVFbjOJM+YTCaSoZoJt23btoEDB7q7u3/8+PHixYsyMPIIIIUASKhPnz4tW7bs8ePHcXFxVlZWZIcjXjA2J+dk7DoTwdnZeeDAgatWrfr06dONGzekvZUakM3r/ABIu9LS0jlz5pSVleXm5sp8wYSgZpJ7slozIYRsbGwePHiQnZ1tZmZWV1dHdjhAKFAzASBxcnJyjIyMBgwYkJOTM3nyZLLD6Q1w35yck+GaCSE0e/bs9PT0Dx8+zJ8/v7y8nOxwQM9BzQSAZLl586aZmdm8efNSUlKGDx9Odji9BK4zyTnZrpkQQjo6Ojk5OTQazdDQ8OnTp2SHA3oIaiYAJEhQUJCjo6Onp+fNmzf79u1Ldji9B64zyTmZ6c/Ex8iRI1NTU7W1tU1MTLKyssgOB/QE1EwASIT29nYXF5ddu3YFBwcHBQXJak8BXuA6k5xjMBg0Gk0GFk/kb+DAgcnJyWZmZhYWFnfv3iU7HNBt8vX/ZQAkU319vaWlZXR0dGxs7ObNm8kOhwRQM8k5BoMhwwNzrJSVlSMiItauXWtnZ3fp0iWywwHdI8sXQgGQCm/evFmyZAmdTk9PT9fT0yM7HHLA2Jyck5+aCSFEpVLPnz8/cuRIT0/PiooKPz8/siMCgoKaCQAy5ebm2tnZqaur379/f/To0WSHQxq4ziTn5KpmQghRKBQ/P78hQ4Zs27bt06dPgYGB8jYcL6UgSQCQJioqyszMTF9fPyMjQ54LJgR9wOWevNVMOG9v76ioqIsXLzo4OMB1VqkANRMA5MBvkfPw8IiPj+/fvz/Z4ZAM1puTc/gccLKjIMHSpUsTEhKSk5OXLFny+fNnssMBXYCaCYDexmQyN23atGvXrqCgIDm8RY4rGJuTc0wmUw6vM+FMTU0zMjKKi4vNzMyqq6vJDgfwA/+zBqBX0el0W1vbq1ev3r5929vbm+xwJAVcZ5Jz8jk2R5g2bVpGRgadTjc0NHz16hXZ4QCeoGYCoPe8ffvW0NCwoKAgLS3N2tqa7HAkCMxnknNyXjMhhLS0tNLT0wcNGjRv3rzHjx+THQ7gTh7HjwEgxaNHj2xtbYcPH56bm6uhoUF2OCSrrq5OSkpqaWnBMKyhoaGwsFBJSWnfvn2tra1fvnzp6OgYPnz4kSNHyA4T9BKomRBCw4cPT01NXblypYmJya1btywsLMiOCLCDmgkAETt06NDWrVvV1NRYN0ZHR69bt27evHmRkZFfffUVWbFJjr59+27cuLG1tZVKpRIzugIDAzEM6+zsZDKZ33//PbkRgt4ENROuX79+sbGx69evt7GxuXz58qpVq8iOCPwPGJsDQJSys7P9/Pzs7Ozw9bNwQUFBK1eudHJyio+Ph4IJ169fP0dHRxqNxmAw2li0t7czmUyE0PLly8mOEfQeqJkISkpK165d27p165o1a06dOkV2OOB/QM0EgMh0dnZ6eXkpKChkZWV5eHgghDo6Ory8vHbt2nX06NHz58/L593UvLi6ura3t3Pdpa6uLrct0eUT1EysKBSKv79/QEDAnj179u3bh2EY2RGB/wP/BwdAZMLCwgoKCvD/wf3xxx9jxozJz89PTU2Njo62tbUlOzqJM3fu3LFjx5aWlrJtV1RUdHR0lPnlWgErqJk4bdu2beDAge7u7lVVVZcuXYK/uCQBXGcCQDTodPq+ffuIh52dnYcOHcrOzk5PT4eCiRd3d3fObwIGg7F06VJS4gFkgZqJK2dn57t37966dWvZsmUtLS1khwOgZgJARH766aeGhga2q+h0Oh16+/Kxfv36zs5Oto1qampz5swhJR5AFqiZeDE3N//zzz9zcnLMzMxqa2vJDkfeQc0EgAiUlpYGBgbik5dZYRhmb29fUlJCSlSSb8SIEZaWlqyXmhQVFZcvXw7DEPIGaiY+Zs2alZ6eXllZaWJiUl5eTnY4cg19ldxxAAAgAElEQVRqJgBEYNu2bVy3d3R0NDc3L168+NOnT70ckrRwd3fv6OggHjIYjGXLlpEYDyAF1Ez86ejo5ObmKioqGhoaFhYWkh2O/IKaCQBh3b9//+7du6zNBVhRKJS3b9+ePHmyl6OSFjY2Nqy9rPr06WNmZkZiPIAUTCYTLi7yp66unpqaOnbs2AULFmRmZpIdjpyCzygAQmEymVu3bqVSqawXSxBCVCq1s7NTVVV1zZo1Xl5e06dPJytCCaeoqLhhw4YzZ87gK9vb2NioqKiQHRQQu+Tk5Pz8fISQiopKnz593rx5M2DAgJs3b+J7+/btq6Ojo62tTWqMEkdNTe3+/ftOTk6LFi26du0a9DDrfRRo/ACAME6fPr1jxw7WicxKSkoMBmP+/Pmurq4rV67s06cPieFJhWfPnk2dOhUhRKFQbty44eDgQHZEQOyioqJWrlxJjMdhGIZhGOsfHvfv31+0aBFJ0Uk0vOvbpUuXfv31V7wPHCE/Pz8zM5PXVAEgPKiZAOi5T58+aWtrNzY2IoRoNBqTyRw6dKirq6unpyf8idwtM2fOfPLkiaKiYl1dXf/+/ckOB4hdS0vLoEGDeC3MPGLEiH/++YdYVAdwOnHixP79+319ff38/PAtr1+/nj17dmtr67t374YOHUpqdDILPpEA9NyBAwcaGxsVFBSoVKqVlVV8fHxlZeXx48ehYOouT09PhJC5uTkUTHKib9++S5Ys4TqHSUlJyc3NDQom/vbu3XvmzJmffvppy5YtnZ2dVVVVZmZmdDqdwWAcOnSI7OhkFwZkxYoVK8j+NAFBCZ/uiIgIsn8IIKiIiAjhMy57wsPDeXV7f/HiBdnRSYeYmBgVFRUbG5upU6cSA51UKrWkpITs0GQTzAGXKYaGhjt27CA7Cnnx4MGDESNG6OjodGuVj5ycnMDAQFHFIEuV07lz55ycnGRvDWNHR0eyQ5BQ1tbWioqKbGsOUigUfX39SZMmkRWVdLG3t4+Li7Oxseno6CD6wykoKHz//ffEhHogQlAzyZTRo0fD/Nle0+O3WoQ1kyyl28TEZPjw4WRHIXpQM/HSr18/S0vL//73v6zNYBUUFNzd3UmMSrp0dnZeuHCBtWBCCDEYjFu3buXk5BgZGZEYm0yCAWMAgESQyYIJ8Ofo6Mi2eI6CgoIs/SUgbjt27IiOjuZcgYBKpe7evZuUkGQb1EwAAADIYWtrS6VSiYc0Gs3e3n7gwIEkhiRFjhw5cvr0ac4VGxFCTCYzOzs7Pj6+96OSbVAzAQAAIEf//v3Nzc2JsonJZG7YsIHckKRFY2NjdnY2hULhteYMlUrdtWsXW69dICSomQAAAJDGwcEB+7dN4KBBg8zNzcmNR1oMGDDg7t27r1+/3rlzp5qamoKCAlt3ho6OjtevX//+++8kBSiboGYCAABAGjs7O/zLXklJydXVFVad6xZtbe3jx49XVVXduHFDT08PIaSkpETsxTBs//79zc3N5AUoa6BmApKura0tKSnp5MmT2dnZglxnrqqqSk1NZdtIp9PPnz+/b9++S5cutbS0sO2tq6sLDQ318/OLjo5uamoSVeSgBwRPN/8j+extaGg4derUtm3bkpKSYOSCdGpqamZmZhQKpb293cXFhexwpJKysvLKlSvz8vLy8vKcnZ0VFRXx0hPDsPr6+qCgILIDlB1QMwGJVl1draOjU1ZW5urqevv2bTs7Oz5fcjU1Nbt379bW1o6JiWHdXlxcPGHChFOnTgUEBHh4eEyfPr2qqorY+/fffy9YsGDy5Mk+Pj6vX782NjaurKwU448EeBM83fyP5LP306dP33zzTUFBQVFRkZWV1Zw5c3rjBwN84cNz06ZNw5cdBD2mr69/8eLFsrKygwcPDh06lEKhdHR0HD16tLa2luzQZAW5LTWBCK1YsWLFihVkRyFKHR0dc+fOtbW1xR8ymcwxY8bs3buX1/GPHj0qKChACG3dupV1u5WVVUFBAYZh1dXVeOsXV1dX4iV0dXV9fHyIg2fNmmVubi76H+ZfeBdKyTmP5BA83fyP5L/3119/raurw/+NLzGRmZkpvh8KwzAkzj7g0P1foojk/8CQU4nCllMYOQa9oaOjIyoqqrvN/dLT0zMzM+/cuYM/pFKpLi4up06dOnjwoKqqKufxBgYGbD2FEUL5+flr166dPn06Qmjo0KGHDh0KDQ3Nzs7G9+bm5hYUFOzbt484ftasWcHBwfn5+fr6+t2KFrDqQcYFTzf/I/nsVVRUtLS0HDRoEL7L2dnZ19dX2juPy0b3/+PHj2/evFmqcxEQECCqU4k2p2VlZX/++efSpUvV1NREdU45wZlTqJlA154+fZqfn48QolKpFhYWjx8//vjxo6KiooODA6/bXAlMJvPatWtHjx79+PFjd2um6OhohNC0adOILVOnTm1ubk5ISFi5cqWAJ9HU1Jw5cybxUF1dXV9fn5hnWlxcjBDC/r1tByFkYGCAEMrMzJTnmomUjAuebv5H8t+rpaVFbC8sLLS2tmY9UhrJRvd/fX39sWPHkh2FUES4VonIcwr9LXuGM6dQM4GuTZs27fHjx+vXr3dyclq3bp2CgsLvv/9+69Yt/l+fDAbj8uXLx44dq66u9vLywn9pP3z48ObNG67HUygUY2Nj1i2vX79GCKmrqxNbhg0bhhAqKSkRPPjBgwezbSkvL9+8eTP+7z59+iCE8vLyVq9ejW/B/8ddVlYm+EvIHlFlXEzp5n+kIOfBMOzmzZs//vhjYmIivzcC9BZpL5iAnICaCQjExcUlOTk5KirK19c3ODg4IiKCsxYhtLW1hYaGHj9+/NOnT97e3rt27RoyZAi+KyIiYufOnVyfRaPRGAwG65aPHz9SqVTWW2f79u2LEBJmjnZ6ejqNRiOuexsbGyspKaWlpWEYhi+129jYiBDS1NTs8UvIBpFkPCAgQBzp5n9kl+dpbm7esWPHtWvXWlpapk2blpSUhF9cBAAA/uC+OSCooKAgNTU1IyMjV1dXXkuDtba2nj59euzYsXv37nVycnr37t2xY8eIggkhtGXLlhYePn/+zHa2fv36sW3B734aMWJEz36Ejo4OX1/fuLg44swaGhqHDx/Oz8/fsGFDQkLCqVOnfvjhB4SQrq5uz15ClgifcTGlm/+RXZ5HVVX1woULdDo9ICCATqdv2rSp6/cCAACgZgKCGzRo0OHDh+vq6vh0MEpNTf3hhx/++ecfDw+Pffv2cV6ZoNFofXhjO1hDQ6Ojo6OtrY3YQqfTEUKTJ0/u2Y+we/funTt34p3fCHv27ElNTR01alRmZqa5ubmmpuaAAQPYjpFPwmdcTOnmf6SA51FQUNi+ffuyZcuePHnCejAAAPACY3NAUJ2dnXfv3jU0NNy2bZu5uTnXiz2LFy9+9+7dmTNnAgICLl++vGvXLm9v7/79+xMH/PXXX8nJyVzPT6VSfXx8WLfo6OgghMrLy8eNG4dvwbuM9KxmunDhgp6enq2tLecuExMTExMThNDbt2/j4uL8/f1ZY5ZbwmdcTOnmf2S3Pjbm5uYpKSnKyspdvhsAAADXmYCgAgIC7Ozsrl+/3t7ezmc4Y8CAAQcOHHj//v2ePXsCAgK0tLSOHTtGXKgoKSmJ4uHWrVtsp3Jzc1NWVs7KyiK25Ofnz5gxY8KECd0NPiYmBsMwZ2dnYktaWhrbMe3t7Y6OjhMnTiRmiMs54TMupnTzP7JbH5uioiIbG5tuvCngX2/evHF1da2oqBDhkYIQVad4wAly2jXhG3ABCSHWnpZPnz61trbG/338+HGE0B9//NHls5qbm0+dOjVixIjBgwcfP368B6+7a9euKVOmdHZ2Yhj25cuXCRMm5OfnE3v37Nnj5ubGejze4NvT05N14/3792fPnn3mX4GBgZ6enqdPn2Y9pqmpydnZ2cHB4ePHjz2IU3DS0tOSlIzzTzfGknH+R/La29LScvjw4adPn+KH1dbWzps3r6GhobtxdgsSc09LsjrZ4rdhJyQkiPDILn38+FFLS+vixYs1NTV79uxZsmQJk8kU8khREVUuIKeSnFOomWSH+H7THjx4oKmpuXv3bvxL6Nq1awghFRWVixcvCvL0L1++nD59WlNTswcv3dnZuXfvXmtr69OnT+/fv//KlSuseydNmjRs2DDi1yYhIQFvCDRs2LCLFy9WVlZiGJafn8/ZAFNFRYVoBl1bWxsSEjJnzpzo6OgeRNhdUlEzkZVx/unGWDLO/0hee5uamvT09CgUioGBwcGDB4OCguh0eneD7C5ZrZkwDKupqRH5kXyIqlO8mMhAzYRBTv8X1EyyTMLXTmlra+vxc5lMZlVVFed2Op3+6dMnIYLCMAyLiYkpLS0V8iSCk4qaSSR6nHFe6cY4Ms7nSD576+vrm5ubexZbD8hwzdTLUlJSEEJ37twhtvj6+qqqqjY1NfX4SBGSjZqpl0ldTmE+E+glrP1yuotKpXK9171fv34DBw4UIiiEELK3t9fW1hbyJIBTjzPOK92II+N8juSzV01NDe/YBLrU1NT066+/7t+/PzQ0tKioiHUGSWdnZ0pKyl9//YU/LC8vDwoK6uzsLCoqOnLkyB9//NHZ2cn1yB7j0+G9x0fKIcipMOC+OQAAAFzU19cbGhpeunTJ2dl53bp1bm5uBgYGxsbGAQEBz58//+GHH6Kion799VcDA4M7d+64ubnhgzWFhYU1NTUHDhyoqKjYv38/25FsL0FKp3h5BjkVEtRMAAAAuPD3929ra5s3bx5C6MCBAzExMWvWrNm+fTtCaPLkyb6+vlFRUfiRNjY2bm5ux48fnzZtGn6Avr7+rVu39u/fz3YkGzEtDCCOJQRkA+RUSDA2BwAAgIvS0tKampr29naEkK6urqqqanl5ObGXrakV3qR00qRJ+MPJkycTizbyaX9FSqd4eQY5FRLUTAAAALgwNTVtaWnJzMxECNXX17e3t5ubmwv4XCqVimFYl4eR0ilenkFOhQRjcwAAALhwd3d//fr1d999d+TIkZSUlGPHji1evFi0L0FKp3h5BjkVEtRMoCfevHlz+PDhQ4cOjR49WrQHd6mtrS0tLe3vv/+eO3fu7NmzqVRql0+pq6u7cOHC/v37WTfevXuXuFBcXl7u7e2Nj47X1dXFxsaWlZVNnz7dwsKC84KwHJL2dPPPKWScFxqNpq6uHhYWNmTIEFtbW3GsMIN3iuf16mzfr25ubj/99FNWVhbxrcmnU7yAR8obyKmQYGwO9MTjx4/DwsKePn0q8oP5q66u1tHRKSsrc3V1vX37tp2dnSDt893d3YOCgli3vHz50sbGZs2/njx5ghdMf//994IFCyZPnuzj4/P69WtjY2OYNIqkPN38cwoZ5+PXX3+NiopiMBjt7e1lZWX4UAgBHyXB/9ZHCOF/geATZfDteIMuziNZrV27Np+Hhw8fsh08YsQIb29vf39//LStra137twJCQlRUPj/X2Q+Pj7u7u6CHCmfIKfCEl8zKNDLerkTWreawPZyx1hWFy5cGD9+/PDhw1k3enh4pKSklP3ry5cv+Pl1dXV9fHyIw2bNmmVubi585KyktKellKabf057J+NIantaxsTEsPXQX7RoEd5ePzc3d8WKFQihqVOnxsfHp6am4k3O3N3dKysrw8PDv/rqK4SQn59fVlYW65FChiSqTvHiIBU9LSGn3QJ9wGWZzHeP7UEf2OLi4k2bNu3YsYO1ZqqsrJw9e3Z5eTnbwfiqruHh4cQWb29vhFBeXp7ofghprZl6n0jSzT+nvZNx6a2ZkpKSwsLCXr16lZGRkZiYGB0dvWbNmmPHjonp5QQnqk7xoiUVNRPktFugDzjoHl4dYwVvF8t5cI91tw8sg8E4cODAiRMn2LafOXPm4cOHGhoa2trav//+O/bvnSDFxcUIIYzlxhC8XRt+j4k8EDDdSMIaBOO4ppt/TiHjfOTn569fv37dunXjxo2bO3euhYXF0qVLz549O2jQILJDE1mneHkDORUezAEHPPHqGOvh4SFgu1iEEJ+Osd1qF4u63wf20KFD27dv79+/P9t2ExMTBoORk5Pz8OHDDRs2XLt27d69e1QqFb8PNi8vb/Xq1fiRY8eORQgRLUlkm4DpRghJWoNgHNd088+pnGecv8LCwsrKykuXLi1atGjMmDHv3r179OhRYWEh270UQIpAToUHNRPgiU/HWAHbxSKO3rKsutUuFnWzD2xaWhqNRpszZw7nLgsLCwsLC4RQQUHBqlWrkpOT/f399+3bZ2xsrKSklJaWhmEYhUJBCDU2NiKENDU1+b9RskHAdCPJaxCMeKebf07lPOP8rV+/vr6+/saNG9u2baPRaNOmTduwYcOhQ4eEWTgSkAtyKjyomQBPRMdYJSUlto6xXbaLTUxMJPbyup11y5Yt3333neDxCN4HtqGhITg4ODw8nP8JdXV18/PzJ06cGB4evm/fPg0NjcOHD/v4+GzYsMHBweHFixc3btzADxM8SOkleLoR34zzbxAseMZFkm7+OZXzjPNHoVB27ty5c+dOBoOhqKhIdjhABCCnwoP5TICnHneMFUe7WNSdPrA7duwwMDCIi4uLjo6Ojo5+9epVa2trdHT0gwcP2I7s27evnZ3dq1ev8Id79uxJTU0dNWpUZmamubm5pqbmgAED9PT0BPmppZ30Ngjmn27+OZXnjAsIvlxlD+S0x+A6E+BJ3B1ju9UuFnWnD2xNTc39+/eJh42NjS0tLVu3bp0yZYqZmRnbwZMmTWLtimZiYmJiYoIQevv2bVxcnL+/P+eMKJkkvQ2Cu0w3/5zKbcYBAN0FNRPgSdwdY7vVLhZ1pw9sfHw860MfH58rV65UVFRwfa2YmBg7Ozu2je3t7Y6OjhMnTty8ebOAP460k94GwQKmm39O5TDjvam9vT0jIyM+Pt7c3Pzbb78lMRLONvE96DUPkATklE6nX79+/e3bt+PGjVuzZg0+35HAa6UHIUHNBHjCO8bq6+vjHWNHjBhB/P0tYLtYfF4tr46xa9euXbt2reDxEH1gnZ2dKRQK3gc2PDyc6APr4+Pz6dOnS5cu8TlJSUnJuXPnXFxc8PGXZ8+eNTc3HzhwgPWY5ubmzZs3a2lpnTlzhkaTl98RwdON+Gacf4NgwTMuknQT+OdUPjPem4qKiiIjIy9cuDBlyhRyI3F3d8/JySFqpurqakNDw++//97V1fXkyZNHjx6NjY2FskkQ5Oa0uLh4wYIF/fv3f//+fXt7+/HjxzMzM4nJjvhKD8SEgVWrVomkYEJIpnviyRuRd0Lj1TFW8HaxDAaD7WAhQ+LfB5ZoF8v2rD179hBNDvPz8wcMGIAQMjU13bt374kTJ1paWogja2trQ0JC5syZEx0dLWSovEhsT0sB041hmIQ0CBYk3VhXOe2FjCOp7WkpWgUFBQihixcvkhgDZ5v4HvSa50UqelqKFok5tbKyKigowDCsurra3d0dIeTq6krs5brSQw9AH3BZJvLfNKnrGMvWLpaX1tbWkpKSiooKzl0xMTGlpaUiCJE3ia2ZZDXd/HPaCxmHmgn37NkzhNClS5fICoCzTXwPes3zIYc1E1k5zcvLu3r1KvHww4cPCgoKkyZNwh/yWumhBzhzAVehAXd4x9iysjIqlUpMKDE1NY2MjCQ3MMS7D6yAK9IrKyuPHz+e6y57e3uhIpNaMpxu/jmVz4xjGIbP4KFSqZMmTSJukCwpKcnNzS0sLDQ2Nl66dClx/JcvX2JjY21tbaurqxMSEkaOHGljY0OlUj9+/BgXF6egoLBy5Ur8WmNFRUVcXNymTZvS0tISExNHjRrl5ubG9TZY3IcPH+7du1dRUWFsbLxw4UL+4QkDbxMfEhLyww8/EBv59JpfuXKl8C/am+Qqp5qamjNnziQeqqur6+vrE6PqxEoPWlpavr6+Li4u+CwRkYCaCXAHHWPlCqRbrhw4cEBLS2v79u15eXleXl74F1hgYGBsbOyDBw/ev39vampaVVW1adMmhFBaWpqHh8erV69OnTpVXFyspqa2Z88eKyurxYsXp6amdnR0RERExMbGxsXFXbt2bcuWLa2trU+fPm1vb6+qqjp+/PiVK1eysrK43tyekpISHh6+adOm/v3729vbOzs7nz17lld4rLq7hADi0Sa+u73mJZlc5XTw4MFsx5SXlxN3b/Ba6aEnbysn4S9eAQkh2iu6nZ2dp06dWrBggbKysqqqqqGh4fnz5/F5vkAYkjk2B+kWHyRhY3OdnZ1DhgxJSUnBHx4+fBj/x7hx47y8vPB/29vbf/vtt8RTfvnlF4TQzZs38Yf79u1DCN26dQt/+J///EdZWbmjowPDMCcnJwqFUlRUhO86ePAgQui3337DOMZx6HS6trY2MQrm5uaGEMrJyeEVHis8Hq5oNBrn8ampqX5+fvi/WcfmZs6cibcWIzx69AghRLwP3ULi2Jwc5pRVWlra6NGj6XQ62/a///4b77vb4zkGsEYvEBTeMTYlJYVOpzc1NeXk5Hh6ekKLfVkF6ZYfFApl4sSJjo6OsbGxCKHdu3fj21NTUw8fPowQev78eXl5OdHoFSGE3zZBjGFNnDgRsXRLnzRpUltb24cPHxBCqqqqNBqNuJFq3759NBotPT2dM4zw8PAvX774+Ph4eXl5eXlVVlaOHTv29evXvMJjtWXLlhYeiNvLCXib+P/85z+c5xG817yEk7ecsuro6PD19Y2Li+PMJr7Sw+jRo7tcE0JwMDYHugAdY+UKpFseBAcHr1y50t7efuHChdeuXcOni40aNSopKSk+Pt7ExGTs2LH5+fm8nq6iosL6EP/MNDc3cx7Zt2/f0aNH19TUcO569uyZuro6PnAjSHisaDSa4C0hiDbx+EOiTbyamhrRa57oRsar17zkk6ucstq9e/fOnTt59e7HV3oIDQ3twZm5gpoJAADky4wZMx4/frxv377z58/PnDnz6dOngwYNOnjwID7Jt0+fPrdu3RLJC7W1tVVVVVlaWnLuolKpxcXFXBc+4xoe6wHdaijPp038/PnzkWC95iWfXOWUcOHCBT09PVtbWz4Bs630ICSomUBvI717LK6qqurly5cLFizgupezWTCCfsE9JQkZ55ruv/76C58FzMrQ0FBLSwvJbrrb2toiIyPXrVt39uxZW1tbKyur6OjohQsXHj58+Pz58/j9UJ2dnSJ5rdzc3NbWVmtra85durq6zc3Nv/3225YtW/AtDQ0N169fd3Nz4wwPb8BD6FZDeT5t4quqqgTsNS/h5C2nuJiYGAzDnJ2diS1paWn4Okhsh3Gu9NBjMJ8J9Da8e2xgYCA+WN77ampqdu/era2tHRMTw+sYd3f3oKAg1i3V1dU6OjplZWWurq63b9+2s7PDpz6ALpGbcV7pxjBs9erVazjU19cjmU43hmH4BF6EkIWFxZAhQ4YMGdLU1IQQCg8P//z5c0ZGRnp6en19fVNTEz5Whf+XWC8ZP/jTp0/4Q3wEh9jLZDJfvHiB/zsqKsrExAT/fm1sbCSeixBydHTU0NDYvXu3v7//ixcvIiMjPT09161bxzU8th9h7dq1+Tw8fPhQ8LeC6DWPvxzeaz4kJIToNS8t5DCnycnJJ06cYDAYwcHBwcHBQUFBGzduLCwsLCkp2b59+5MnT/DDuK70IJSeTSYHEkiKOqGR2xH40aNHeABbt27legBbs2BMpP2CJfO+OXEjMeO80p2UlLR169a3b9+2/SspKUlTUxMTdXtoJGH3zX358kVdXX3VqlU3b978+eeffX198e2urq40Gm3cuHG//fZbVFSUkpKSmZlZXV1ddnY2PjXYxcXlzZs3KSkpeGucJUuWPHv2LDs729DQECHk4OBQUlKyceNGKpXq7e29Z8+eVatW2djYfP78GcOwhw8f4qM5enp6CQkJ+Cs+f/6cuKIzZcqUx48f8wlPVNjaxPPvNd8tJN43J285zc/PZ1u0ACGkoqJSV1fHf6WH7oI+4LJMimom0jsC438/ca2ZOJsFYyLtFyyfNRO5Geea7uzsbPxWaoKXl9euXbswUbeHlrSaCcMwBoPR1tb2/v17tu34dyGutbW1B/Fs3LhRUVERw7CysrLGxkZBnvLu3Tu2SHiFJz68es13C7l9wCGnBD4rPXQX9AEH7DB56h7bJa7NgpEM9Qvm835yzbgMp9vIyIj1YWdnZ3R0ND6jQmbSzQt+g9LXX3/Ntp215SNxK1nPaGhoCHjkmDFj2LbwCk98ePWalyKQUwKflR6EBzWTvJOr7rFd4tosGMlQv2Be7yfXjMt8ulllZWVRKBS8kJKZdPe+lpYWJpPZ1NQk4Mo2QPJBTv+H8BevgISA7rFs+HSP5TpYw6tZMCbSfsEkjs3xeT95ZVwk6cb+N+MSkm42W7ZsId4B0baHRpI3NicmV69exa/WbN68+cmTJ2SH09tkco1eyCn0AQf/nzx3j2XDp1kwkpV+wXzeT14Zl9V0s8Ew7NatW8uXL8cfyka6e5+1tfXLly/r6+uPHDmCf1SAtIOcsoGxOXknt91j2fBpFmxmZiYz/YJ5vZ8CZlxm0s0mKyurvb0d73CIEJKZdPcyvMIGsgRyygZqJnknn91jOfFpFmxmZqajo4Nkol8wr/dT5BmX8HSziYqKsrOzI7pWyky6AQCiBTWTXJPP7rFc8WkWjBByc3OTgX7BXNPt7u7+9u1bkWdcwtPNCsOwqKioixcvEltkI93CkITW7e/evcvJycH/PWHCBH19fSSK5uycLf55nfPNmzdEN8WJEyfiHYykl8TmlE6nX79+/e3bt+PGjVuzZk3fvn3ZnnX37l1i5L28vNzb25vzGDZizCk5E6uAGPSsE9qcOXM6OzsxDOvs7Bw6dGhMTExhYSFCaMGCBY2Njenp6erq6oMGDaLT6Xifj8DAQIRQQUEBfgb8m+bRo0f4w5CQEJT5P1YAACAASURBVGLvxo0bKRTK8+fP8V3e3t4mJib4v7OzsxFCgYGB+MPW1lYNDQ0lJaWTJ08+f/48IiJi5cqVnz9/5hqecG/S/6mqqkIIeXp68jqArfEdhmG7du2aMmUKHsyXL18mTJiQn5/fg5cmcQ44r/eTT8ZFkm7sfzMuaenOysoaMGBAW1sb60ZRpRuTzjng+fn5np6eiLzGsxiGXb16FSEUHh5eWVmJ/8/n48ePWlpaFy9erKmp2bNnz5IlS5hMZndPa29vz/qrzeecTU1N7969y8jIUFRU3LFjR5dnlvA54JKZ05cvX44YMWL8+PFKSkoIobFjx1ZWVrI+5cWLFxQKhahYVq1a1eWriDWnUDPJDugeK6CEhARHR0eE0LBhwy5evMj2K4rjrJlE1S+Y3JqJ1/vJNePx8fHCpxvjlnGJSvf27dudnJzYNoqwPbQ01kwY2c36sX+/XxsaGvCHImnOztbiX8BzampqykDNhEleTjEMs7Kywv/oqq6uxi8qu7q6sj7Fw8MjJSWl7F9fvnzh/xLizinUTLIDusf2AuH7BZPbB5zP+ylkxqU33W/evKmtreW6SyTtoaW0ZiK9WT/b96vwzdk5W/wLeE6ZqZkkLad5eXlXr14l9n748EFBQWHSpEnElsrKytmzZ5eXlwv+EuLOKcxnknfQPbZbpL1fMJ/3U1QZl7p0a2lp8dol7enGpaSk4P2lBg8ejP8pn5qa+vDhw2HDhm3YsAHxbvpPuHPnTmlpab9+/dzd3el0+pUrVxgMhrq6On4BD8e1sbsICdmcnWuLf+lt+C4bOdXU1GSdUaSurq6vr896Y+yZM2cePnyooaGhpaXl6+vr4uLCOk7HlbhzCjUTEBfoHitXIN0Sy9TUNDAwMC4ujph+a2Ji4urqmpGRgXg3/WdlY2MzderUxsZGd3f3/v37Ozs7jx49esqUKcT3K6/G7qyE7OEuZHN2ri3+pbfhu2zkdPDgwWxbysvLN2/eTDw0MTFhMBg5OTkPHz7csGHDtWvX7t27x3/iv7hzCjUTEItr164lJSVhGLZ3714PD48ZM2aQHREQI0i3hAsICIiPj4+Pj8enoJWVlS1atGjUqFEIobNnz1paWlIoFE1NzRkzZsTHx3N+vyKEdHR0cnNz8X/379+fuKMQIdTU1OTu7l5YWKiqqqqnp5eYmHju3Ll169bhr0WIiIjYuXMn1/BoNBqDweD/I3z8+JFKpeIzhXH4zVOVlZVd/vhpaWk0Gm3OnDkiPCfpZCCnbNLT02k02o4dO4gtFhYWFhYWCKGCgoJVq1YlJyf7+/vjqxHwIu6cQs0ExMLa2nrJkiX4v4Uc2gOSD9It4bS1tRcvXhwaGurn50ej0UJDQ/FbqBBCqampqqqq6N8W8D1op040dscfEo3d2b5ft2zZ8t133/X4R+hxc3a8xX94eLgIzykJZCCnrDo6Onx9fePi4rheqNbV1c3Pz584cWJ4eDj/mkncOYWaCYgFdI+VK5Buyefl5bVkyZK4uDh7e/uCgoIff/wR3y54039e+DR2ZyVkD/ceN2fn0+Jf2hu+S3tOWe3evXvnzp16enq8Dujbt6+dnV1oaCj/84g7p1AzAQCA7LOystLW1j5//ryKioqVlRWxXfgW8Hwau7MSsod7j5uz82nxj6+WI70N36U9p4QLFy7o6enZ2tryP2zSpEld9pUVdxN/qJlAFyS2e2xdXV1sbGxZWdn06dMtLCzYLsn2uF8wn56zXM8pY82CkQRknGu6EUJNTU2RkZHv3r0zNDQ0Nzfn/L95VVXVy5cvFyxYIPhr8Tkn1w+Y9KabQqFs2rTJx8eHyWTevn0b3yh4C3gajdba2sp1F6/G7qyTeZHQPdx73JydT4v/qqoqqW74Lu05xeGta52dnYktaWlpJiYmXI+0s7PjfzaxN/EXvO0BkHBy1T32yZMnU6dOzcnJaW5uPnHixPTp0z98+EAc3+N+wXx6zvI6Z3cby5Lbn0kQpGecM90Yhr18+XLcuHF3797FV1r4+uuv09LSiKdUV1fv2rWrT58+W7duFfyF+JyT1wesu+nGJKk/U11dXZ8+fVj7ofNpAc/WrB8fEwkNDW1qagoNDR0zZszw4cM/ffqE8W7sLuSPxtn/sMvm7B4eHlZWVvxbarG1qxWk4bsk92eS9pzev39/9uzZZ/4VGBjo6el5+vRpDMOKi4u3bduGN7zFMKyoqGj27Nnt7e3Ec3mlW6w5hZpJdshP99iOjg5dXV0fHx/igFmzZpmbmxN7e9wvmFfPWUHOKeAvoeTXTBjZGef8HyuGYVZWVm5ubsRDFxeXefPmEQ8fPXqEx9ytmonXOfl/wHACphuTpJoJwzBXV1e27w+uLeDv37/P1rqdTqfj8391dHSio6OXLVtmaWlJfEK4NnYXEufHoMvm7GPHjkUI/fzzz3xOy1YzCdLwXZJrJkyac5qfn4/PVWeloqJSV1eH78UnSpqamu7du/fEiRMtLS2sZ+OVbrHmFMbmQNfwWX5dNhPrNbm5uQUFBax3T8yaNSs4ODg/P19fXz89PT0zM/POnTv4LiqV6uLicurUqYMHD3L+frKqqqoqLCz09fUdPXo0264en1NKSVrGEUKVlZX19fXEQ2Vl5ba2NuKhgYFBe3u7qM7J/wPWwx9AMpw5c4ZtfdOQkJDAwECicdHnz5/xybOLFi1iPaxfv345OTk1NTVDhw5FCFlZWamoqBB7dXR0iouL379/T6FQxNeSlEKhHD9+vKOjo7a2lmuv0WfPnsXGxrIGxunkyZMnT54U/JyST3pzOnPmzKamJj57P378WFZW1rdvX7yHAhte6RZrTqFmki+y0T22uLgYIYRhGLHFwMAAIZSZmamvr9/jPrB8es5Kab9g4dONBMi4uNONW7Zsma+v79WrV52cnJqammJiYoKCgsR0Tv4fMCFflFxcF4QXvAU8/uWKEOJal3A2dhcea2WM49Ocva2tLScnx9/fv7uvwr/hO36zusSSgZzyoqysPH78eD7n4ZNuMeUUaib5IhvdY/G5jXl5eatXr8a34Bdpy8rKkBB9YPn0nJXSfsHCpxt1lfFeSDfO09Pz2rVr69ate/z48bNnz86fP8+ryBMcr3Py/4CB3qGoqPjVV1+5u7sbGRkZGBiwXSPh6tGjR0ePHhXV3e9FRUX37t0rKyv7/Pkz/2tXQEA9yCkfPUi38DmFmknuyED3WGNjYyUlJXy6Ln4pqLGxESGkqamJhOgDy6fnrPT2CxY+3Yh3xnuzWfDw4cMzMjKMjIwCAgKMjIw4ezr3AK9z8v+Agd7h4ODg4ODQracI+R3MZurUqVOnTkUInT59WoSnlWc9yCkfPUi38DmFmknuyED3WA0NjcOHD/v4+GzYsMHBweHFixc3btxACOnq6iJR9IHl7Dkrvf2CZSDdhJCQEBMTExMTk9DQ0NmzZ6enpws/zYLrOfl/wAAAcgtqJnkkA91j9+zZM2vWrKSkpMzMzFWrVuXm5r569QrvISuSPrBsPWelul+wDKQbIRQWFhYREfHXX3/RaDRjY+ONGzd6eXkRs/JFfk4+HzAAgNyCmkkeyUb3WPzyAELo7du3cXFx/v7++LRHUfWBZe05K+7esmIlG+m+fPmylZUVXnu5urrm5eWFhIQ0NDSoqan1IHJBzsnrAwYAkFtQM8kj2egei2tvb3d0dJw4cSLxEqLqA8vac1bsvWXFSch0I94Z7810FxYWslaodnZ2v/7668ePH4WpmQQ5J+cHDAAgtxTIDgCQw9XVVUVFZdy4ccSfznifjPDw8M+fP2dkZKSnp9fX1zc1NdHpdHwCLNFIw8LCora2NiwsrLm5OSwsrK6u7s2bN3ifG0dHRw0Njd27d/v7+7948SIyMtLT03PdunVsr7527dp8HoiFKQTR3Nzs4eGhpaWVnJxMjP6MGDHC29vb398fv1e8tbX1zp07ISEhCgr/92n39PT89ttvP378yHqqkpKS7du3P3nyBH/47Nmz5ubmAwcOCHhOCdetdKN/pzx3mfHeTLe9vX1MTAxR2+Xm5k6fPp31PmT8E8hZ23FNt4Dn5PoBAwDILfi/gJwaNGjQ6tWrN27cSGyZNm2aq6vrlStX9PX1d+/efebMmTVr1tjZ2e3fv//nn39GCF2+fHnChAlWVlYrV668cOGCq6urv7//kSNH9PX1m5ubb9265e7urqysnJiYaG9v7+Pj4+PjM2XKlD/++EMcIxr4WmAhISG7d+/mvOfc39+fRqPZ2tpaWFhUVlYeOHCAdV2wBw8elJaWXr16ddeuXcTGpqam33//PSgoyNTUdNasWYMGDUpJSWEdcuJ/TgkneLpv3rz56NEjfM6TIBnvnXQjhIKDg7du3aqrq+vu7l5UVFRdXX379m2iZv3vf/97+fJlhNDt27cNDAysra2J6flc093lOfl/wCRKRUVFZGQk2VEAVFFRwdkOt8engpxKAi45FbDlOZB83e2439zczLmRdUWh1tZWPk+vrq7G/0EsMMLq3bt379+/FzwY/jhXUYiJiSktLeX/LCaTyXXlqdbW1oiIiNjYWM7tJSUlFRUVPTgnJvFrpwiZboxvxsWdbkJzc/Pz58/xJbEExCvd/M/Z5QdMctZO6f0vEsCLqNZOIfvnAP8frJ0C/o9Ud4+1t7fv8nhefWB5dY/l33OW/zmRrDcLRnwz3mvNgvv27YvPx+/Wefj3huZ6zi4/YBKS7ps3b5IdAhAxyKkkg5oJSAHSu8fyAc2CRQ7SDQCQTBSMZU0lINXwhc/gbxQJFxkZ6ejoKPzvnajOA8SNQqFERESIsP0xAIAs0nHXDwAAAAAAuaBmAgAAAADoGtRMAAAAAABdg5oJAAAAAKBrUDMBAAAAAHQNeg3IlO52j2UymbAiRC/LyckR4dmgWXDvg98aAOQW/ObLlNzcXEdHR7KjAL0H0g0AAL0G+jPJIzqdvnr16j///DMkJGTNmjVkh8NPS0uLqqpqfHz8kiVLyI4FiJezs3N9ff2dO3fIDoQfJpO5ffv2c+fO+fr6+vn5kR0OAKBXwXUmufPmzRsbG5v6+vr09HQDAwOyw+kCvkpue3s72YEAsWMwGKyLIksmGo0WHBw8ffp0Ly+vkpKS0NBQ6AYOgPyAOeDyJSsry8jISFFRMTc3V/ILJoSQoqIihUJhMBhkBwLErr29XUlJiewoBOLp6RkfH5+QkLBw4cLq6mqywwEA9BKomeRIaGiomZnZvHnzsrOzv/76a7LDERSNRoOaSR5IxXUmgqWlZWZm5ocPH4yMjJ4/f052OACA3gA1k1zAMMzPz8/Nze27776LjIzkusS9xFJUVISaSR5IV82EEJo6dWpeXt7o0aMNDQ3j4+PJDgcAIHZQM8m+pqampUuXHj9+/PLly0FBQQoKUpZ0JSUlmM8kDxgMhrSMzREGDx6clJS0dOlSe3v7EydOkB0OAEC8YA64jPvnn39sbW3fv3+flJQ0f/58ssPpCbjOJCfa29ul6zoTTllZ+fLlyzNnzty5c+ebN2+Cg4Ol8acAAAhCyi45gG7Jzc395ptv2tvb8/LypLRgQlAzyQ2pG5tjtW3btsjIyKtXr3777bf19fVkhwMAEAuomWRWZGSkmZmZrq5uZmampqYm2eH0HIzNyQlpHJtjtXz58uzs7JKSklmzZr18+ZLscAAAogc1kwzCMOzEiROrVq1at25dfHz8gAEDyI5IKHCdSU5I6dgcK11d3ZycnIEDBxobGz948IDscAAAIgY1k6xpbW11cnI6cODAmTNnzp8/LwMLY0HNJCekemyOMHLkyPT09MWLF1taWp49e5bscAAAoiT1X6iAVWVlpZ2dXWlpaWJiopmZGdnhiAbUTHJCNmomhJCKisrVq1fHjx+/ZcuWkpKSX375hUqlkh0UAEAEoGaSHQUFBba2tkpKSllZWZMmTSI7HJGB+UxyQgbG5ggUCsXPz2/y5Mnr168vKSm5ceOGtA+RAwAQjM3JjOjoaGNj4wkTJjx69EiWCiYE15nkhrTPAefk4ODw4MGDv//+e+7cue/evSM7HACAsKBmkgVBQUErV65cs2ZNQkLCwIEDyQ5HxKBmkhMyMzbHytDQMC8vT0lJycDAID09nexwAABCgZpJurW1ta1fv37Xrl1Hjx69cOGC7H3lIISUlJSgZpIHMlkzIYRGjRqVlpZmbGxsYWFx5coVssMBAPQczGeSYnV1dcuXL3/8+PHt27etra3JDkdcFBUVYT6TPGhvb5exsTlCv379YmJifvzxRxcXl/z8/ICAAKlbwggAgKBmkl5FRUW2trYUCiUnJ2fKlClkhyNGMDYnJ2T1OhMOnxX+9ddfb9q06Z9//rly5Yp0LZUNAEAwNielEhMT586dq66uLvMFE4KxOfnQ2dnZ0dEhwzUTztXV9cGDB+np6XPmzCkrKyM7HABA90DNJH0uXLhgbW397bff/vnnn8OGDSM7HLGDsTl5gJfFsjo2x8rY2DgnJ4fBYBgaGv71119khwMA6AaomaQJk8n09vb+7rvv/vOf/1y/fl1FRYXsiHoDjM3JAzzFMn+dCTd27Njc3NyZM2fOnz//+vXrZIcDABAUzGeSGvX19StWrHj48GF0dLS9vT3Z4fQeqJnkAX4pUU5qJoRQ//79Y2Njd+7c6eTkVFJS8sMPP1AoFLKDAgB0AWom6fD69WsbGxs6nZ6Wlqavr092OL0K+oDLA7m6zoSjUqlBQUFTpkzx9vZ++fJlWFhYnz59yA4KAMAPjM1JgYyMDCMjoz59+uTm5spbwYTgOpN8kJ/5TGw8PT3v3r2LLxD58eNHssMBAPADNZOku3jx4sKFC01NTTMzM0ePHk12OCSAmkkeyNvYHCtzc/NHjx7V19d/8803jx8/JjscAABPUDNJro6Ojn379m3cuHHnzp03btyQ224uMDYnD+RwbI7V+PHjs7Ozx48fb2JiEhsbS3Y4AADuoGaSUHQ6fenSpYGBgVeuXDl+/Lg8dw2G60zyQG7H5giDBg1KSkpat27d0qVL/fz8yA4HAMAFzAGXRG/fvrWxsfn06VN6evqsWbPIDodkUDPJAzm/zoSj0Wjnzp2bOHHizp07Kyoqzp07J89FJAASSH6vXkis7OxsQ0NDKpWak5MDBROCmkk+yPN8Jjbbtm2Lj4+/efOmmZlZTU0N2eEAAP4/qJkky40bNxYuXPjNN99kZGSMGTOG7HAkAsxnkgcwNsfKysoqMzOzoqLCyMjoxYsXZIcDAPg/UDNJCgzD/Pz8Vq9e7enpeefOna+++orsiCQFXGeSBzA2x2batGl5eXkjR46cPXv23bt3yQ4HAIAQ1EwSorm5efny5ceOHQsLCwsKCpLnGd+coGaSBzA2x2nIkCH379+3t7e3s7M7ffo02eEAAGAOuAT48OGDra3tu3fvEhMTFyxYQHY4EodYo7ehoQHDMITQly9fRo4cSXZcQCitra0NDQ3KysoIIWVlZbjOxJWysvLly5enTJmyY8eOZ8+eBQcHw1sEAIko+JcQELeWlhYajcY5XePvv/+2tbXt06fPnTt3JkyYQEpskqasrGzOnDmNjY0IIQzDmpub2Q749ttvYbRC2jU0NAwbNoztCiKVSsXXD6FQKKamptCpiBAVFeXi4mJsbBwZGammpsa2t7GxccCAAaQEBoBcgTGgXnL06FEPDw+2jVFRUcbGxjo6Og8fPoSCifD1118PHz68ubm5qamJs2BCCC1fvrz3owKipaamZmpqyjYM3dHR0fSvefPmkRWbBFqxYkVWVtbLly9nzZpVXFzMuqumpkZfX//JkydkxQaA/ICaqTeUlpaePHnyypUrJ0+exLdgGHbixAlHR0cnJ6e7d+9y/uEo59zc3HhN6qJSqfb29r0cDxAHBwcHCoXCdZeCgsLatWt7OR4JN2PGjNzc3AEDBsyZMyc1NRXf2NbWZmNjU1paunHjRhg0AEDsMCB+ixcvxmchUCiU27dvt7a2Ojk50Wi006dPkx2ahKqrq+M6b0NBQcHMzIzs6IBo1NbWUqlUzixTqVRLS0uyo5NQTU1NS5cuVVJSCg0NxTDM1dUVfw8pFMrly5fJjg4AGQfXmcQuPj7+3r17xLwNR0dHMzOzu3fv3rt3b8uWLeTGJrEGDRpka2vLWTZRKBRHR0dSQgIiN3jw4Pnz53OWTZ2dnW5ubqSEJPlUVVWjoqJ27drl5ua2YsWKsLCwjo4OfNeOHTvwWYAAADGhwsJGYtXe3r5kyRI6nY6xXDb//PlzbGysqakpiYFJPlVV1atXr7JtpFAoly5dUlVVJSUkIHJfvnxJSEjA/ndQqX///iEhITQa3NXLHYVCWbhwYXNzc0hICOtbx2AwWltbLS0tSYwNANkG15nE6+TJk2VlZcQfggihjo6O5ubmrVu3trS0kBiY5LO0tBwyZAjrFgUFBWNj42HDhpEVEhC5pUuXshVMSkpKTk5OeA8CwMvff/995swZto1MJjMwMPDp06ekhASAPICaSYzKy8uPHDnCWjDhGAzGs2fPnJ2dMZizyRuNRnNxcWHtzqCgoLBq1SoSQwIiN3z4cCMjI9b5/u3t7evXrycvIilQVVVlZWXFZDI5/wdCpVJhMjgA4gM1kxht376ds2DCMZnMW7du/fTTT70cknTZsGED60pzHR0dcMec7HF0dGStmbS0tGBpaj6+fPny7bffVldXM5lMzr0MBiMnJycyMrL3AwNAHkDNJC7JycnR0dFcF/2g0WgUCmXgwIGfP3+G1Wf5mDJlyrRp0/Db0SkUyuzZs6H9t+xZuXIl8aeFoqLixo0byY1Hwr17927MmDEKCgo0Go1rPw4FBYVt27ZxbWwGABAS1ExiwWQyt2zZwnZDEIVCwf83N2/evIiIiI8fP/7888+wkDt/7u7u+BcDjUaDgTmZNGLEiG+++QavjJlM5po1a8iOSKLp6OjExMRUV1efPXt26tSpiGPBmc7Ozrq6uiNHjpAUIACyDNZOEYuff/557969nZ2d+EN8ldnx48e7ubmtX79++PDhpEYnTWpra9XV1ZlMJoVCeffu3ddff012RED0AgICfHx8MAxbsGBBcnIy2eFIk2fPnv3xxx8XL16sr6+nUqnEgB2NRisqKpo4cSK54QEgY6BmEr3Kyspx48a1tLRQqdTOzs5+/fq5uLisX79eX1+f7NCkkp2dXVxcnL6+fl5eHtmxALEoLy8fM2YMhmHXr19fvXo12eFIn/b29vj4+JCQkMTERAUFBbxyMjc3T0xMJDs0AGTK/3RAqaioyM7OJisUmXHmzJmWlhYKhTJ16lQzMzN9fX1FRcXS0tLS0tLunsrBwUHIYGQgp/jfypMmTZKNma3C55SVDOQXN2bMmMrKyo6ODmnPMom/sy4uLnZ2dhkZGcnJyVVVVUlJST4+Pt98842Q8QDR/s4C6cbaFDwiIoLscMD/EL7RO+RU0gifU8ivJIOcyh7hcwpkBpdOuxiM1gmhqqpqxIgRwp8nMjJShIuESHtO//jjj3Xr1pEdhbBEm1NW0p5fhFBpaWlVVZWxsTHZgfScBP7Otra2trW1DRgwQPhTySfx/c4CKQWrE4iYSAomwEYGCibA39ixY8eOHUt2FLJGRUVFRUWF7CgAkB3QawAAAAAAoGtQMwEAAAAAdA1qJgAAAACArkHNBAAAAADQNaiZAAAAAAC61qs105s3b1xdXSsqKkR4pCDa2tqSkpJOnjyZnZ1NrAYqzJEFBQVnzpw5f/48ESGdTj9//vy+ffsuXbrU0tIikrClXbeSKOEZl1uS/zuLq6qqSk1N7dl56urqjh07JmTAUkTyc8rnyL/++iucw9u3b/G9DQ0Np06d2rZtW1JSEvw6A3Ho1Zrp8ePHYWFhT58+FeGRXaqurtbR0SkrK3N1db19+7adnR2v3yVBjqytrXV3d9+/f7+dnd3GjRtHjx6NECouLp4wYcKpU6cCAgI8PDymT59eVVUlfOTSrltJlNiMyzkJ/51FCNXU1OzevVtbWzsmJqZn53F3dw8KChI+bGkh4TnlcySGYatXr17Dob6+HiH06dOnb/5fe2cb1sSx9vEJiSiClmOpSiuCQhEFReCBQrGlYilFUKitYo+KL4A9SKHQFqwXStHi6fFYAa0tCEKvQ2s5asDDi1yKngIKgmBEEGkBBRoooICCCZAEyD4f5uo++yRk8wrJJvP7lJm5997Z/LmXye49M//zP/X19Y2NjT4+Pq+//rry3UYgRCEucAnXn53SNTT7+vpUbknCxMTEmjVrNm7cCIvj4+Pm5ub79+9XzLK9vd3ExGT79u0ix/r4+NTX12MY9uTJk5CQEADAnj17lOy5qrSYBk1JkEtEDVRctUyFFrocs5Campr6+noAQGRkpAJ+0tPTX3311QULFijfcwrFrMZqSm5ZUlISGRnZ3t7O/5OSkhILCwvYmpqaOjAwAD8fOXIEAFBRUaFkz9V7/0RoINM9ZppmSktLAQCFhYV4TXx8vKGhIZfLldeSz+c7OztbW1uLHHvnzp2ffvoJL3Z3d+vp6dnY2CjZcwrdfzUKFSqucig6ZppmFNCFz+eLj5lk8dPc3BwWFhYdHa1rY6ZpRlVRCV/VEe3Dw8M/++wzDMP4fH5bWxte39HRAQBoaGhQsufapwVCSVT/bo7L5aamph44cCArK6uxsZH4AFYoFJaWltbW1sJiZ2fnyZMnhUJhY2Pj0aNHf/zxR6FQOKmlwuTl5QEAVq5cidfY2dkNDw8XFxfLaxkXF1dbWxsbG2toaEg80MLC4q9//SteNDU1dXJy+stf/qJkzymEJMVll1vcWGFUqLjuQNGYVdLP2NjYwYMHjx07pmSHNROKakpu6ebmpqf3f/+zhEJhXl7epk2bAAD6+vpLlizBmxoaGvz8/Ih+EAiVoOK9U549e+bq6nr27NmgoKAdO3YERf8VSAAAIABJREFUBwc7Ozu7u7snJyc3NTV9+eWXTCYzNTXV2dm5sLAwODgYPvhtaGjo6+s7ePBgV1fXgQMHRCxFTtHd3d3W1jbp2Wk0msh+VQ8fPgQAmJqa4jXz588HALS0tIgcK9UyJyeHwWDcv3/f09OzpqbG0dExJSXF0dHxxRdfFHHV2dm5b98+Wb8yiiNJ8dDQUBnlBgCQKC6X3ECliusI1I1ZcqT6OXLkSFRU1Jw5c+RySwmoq6lc6ldWVtJoNDc3N2IlhmEXL148fPjw1atXpXxNCIQCEB86Kf8c8sCBA+bm5vAzi8UCACQnJ+OtDQ0NAIDU1FRY/OKLLwAA169fh0VHR0cnJ6dJLYkkJSVJuhYGgyFi7OjoSKfTiTU1NTUAgPDwcLks4cyR1atXw/flzc3NpqamRkZGXV1dIn7Ky8sXLVrE4XBIvyfpUOU5P4nissstbowjl9yY6hSfCjTz3Rx1YxZn0ndz5H7KysoSEhJgvfa9m6OupnKpHxERIVLP5XJDQ0Nnz54NADA2Nq6pqRE/Si7QuzmECCp+N/fo0aO+vj6BQAAAsLe3NzQ07OzsxFtnzpxJNDYwMAAA2NjYwOKKFSvYbPaklkQiIiJGJPD8+XMRYyMjI5Ea+IxafCddcsu7d+8CAAICAubNmwcAsLa2TkpK4nK533//vcgh8fHxBQUF4t60FRLFZZdb3BhHLrmB6hTXHagbs+SQ+BkcHDx9+nRcXJxcDikEdTWV3RLDsNzc3Pfff59YaWhomJ6ezuFwkpOTORxOWFiYpP4jEIqh4jHT2rVrR0ZGKioqAADPnj0TCAReXl4yHgt/Xkg1YzAYBpIRMTYzM5uYmIA/QyEcDgcAsGLFCrksX3jhBQCAiYkJ3gofCDc3NxOdfP75559++qmDg4NMF6wVKKz4VMgNVKe47kDdmCWHxE90dLSzs3NBQUFeXl5eXl5rayuPx8vLy/vll1/kOoXGQl1NZbesrKwUCARvvvmmeN/09PSioqI2bdpUV1dHdIVAKI+K85lCQkIePnz4t7/97ejRo6WlpV9//fW7776r2lPU1tZev3590iY6nR4bG0usWb58OQCgs7PTysoK1vT394PJIpDc0traGgAAn3JDFi9ePGPGDGIyRHp6uoODw8aNG5W5Osox1YrLJTdQneK6A3VjlhwSP1lZWdeuXcMth4aGRkZGIiMjbW1tPT095TqLZkJdTWW3ZDKZ/v7+dDpdUg+9vLxKS0tJHpUhEAqg4jETg8EwNTX94YcfTExMNm7cOBV/ry0tLUwmU9LZRWI1ODj4q6++qqysxCOQxWKtXr0ajoFkt1y4cKG3t3d1dTVu39raOjY2hqc6Xrp0CcOwoKAg3KC8vNzDw0OpS6UCU624XHID1SmuO1A3Zskh8VNUVES0jI2Nzc7OVtVq15oAdTWV0RLDMCaTmZGRQdLDxsbGDRs2yHVRCIRUVDxmSk1NZTKZTk5OAoGAzWYvXLiQ+CQGPiaFvxsAAPC1N3zpDuv5fD6GYTQaTcSSyLZt27Zt2yZjfxYuXPjxxx8fP348KCiIRqPxeLzCwsKcnBzihNXY2NinT5+ePXuW3PLEiROurq63bt2Cy8uWlpYuX758165dAIDr168fO3Zs+/btp0+fBgBMTEw0NTXZ2dnpwpiJRHHZ5RY3xpFLbiCD4rjcsvxt6AKUjllYhMtA83g8ef1oK5TWVBbVqqqquFzuunXr8JrR0dGkpCR/f387OzsAwMDAQF1dXWFhoYw9RCBkhZgQrvwcgUuXLoksX/T222/39PRgGFZdXf3BBx8AAOzs7IqKisrKypYuXQoACAkJ6enpycnJmTt3LgAgISGhsrKSaKlMfzAMEwqF+/fv9/PzO3Xq1IEDB7Kzs0UMbGxs5s+fPz4+LtWyvr5+3bp18fHxR48e9fPz6+7uxjCMxWKJXDIAYNasWfiKtIqhOXNwyJGkuOxyj42NiRgr2SVyHXG5pVqqHM2cN0fpmMUwrLi4ODAwEAAwf/78jIwM2HMZ/UBiYmK0bN4cpTWVRbWoqCiR/Ri4XK6DgwONRnN2dj506NDJkyeVn7yMoXlzCDFoGCHd78KFC4GBgZgMCYCSuHbt2h9//LFmzZre3t6RkZHh4WEmk7ly5Uo4nVWNTExM9Pf3L1iwQLyJy+WOjY3hq1CSWEK6u7sNDAymetVK5bVQrR9JUE5xEblJLFXOVGiBYlYZP6pFc2JWCzQlV629vX3u3Lnia+MNDg7q6+vDtQZUwlTfPxGUQ5Xv5lgs1q5du9hsNp1Ox99Gr1279sKFCyo8i2LQ6XRJ4Scyu5XEEvLyyy+rsmdUhoqKi09mlqq4FkNFBcFkIirmRyvRDk3JVSMu+U3E2NhYme4hEFJR5ZipoaGhp6fn7Nmzb7/9trm5eUdHR01NTUNDA1zrGaF9IMWpDlJQ+0CaIhBThyrHTLt27Xr27Nm///3vTz75hMFgrFy5cvfu3UeOHNHX11fhWRCaA1Kc6iAFtQ+kKQIxdahyzESj0T799NNPP/10bGxsxowZKvSM0EyQ4lQHKah9IE0RiKljSqbdokDVNZDiVAcpqH0gTREIlaP9S5UgEAgEAoFAKI+K17ScNgQCwc2bN4uKiry8vNavXz/NZx8YGMjPz2ez2atWrXrnnXdEZnwMDg5mZmay2WxfX99169aRrO6PIKJeTXEGBgbS09OJCbO1tbUPHz4UMXN1dZU0eQcxKZocs5De3t7ffvvtrbfemua+URc1aio1KmVRHIGQG+JiTRRav4vFYu3duxcAkJGRMc2nrqurs7Ozq6qqGh4ePnbs2KpVq+DilpCBgQFLS8sdO3Z4enrq6em5uLgodhbNWR9v2lCjpkQCAgKIKxwKhUJLS0vxwGGxWPJ61sw1LacNjY1ZDMOePHny2WefGRgYREZGKnwWFLPThtSolKq4jFBIC8T0QNV3c46OjuHh4dN/XqFQuGvXrvXr17u6us6ePTs2NnbWrFk7d+7EDS5cuFBTU5Odnf3f//43ISGhpqamsrJy+vtJRdSlKZGMjIwHDx4Qa65fv+7r69ve3s7/k5KSEgsLC0dHR3V1kqJobMwCADo6OoKCgkZHR6e/e5RGXZqSR6UsiiMQikHVMRMAgMFgAADgbmXTRnV1dX19vYODA17j4uJy7do1FosFABAIBN7e3vPmzYNNcMteuBcBQhbUoilOS0tLXV2dn58fsdLIyCg5OdnCwkL/T/Lz899//3219JDqaGDMQpydnW1sbKazV1qDWjQlj0pZFEcgFEMF+UwYhpWXl9+7d49Op9vY2Hh5eeFNLS0t1dXVDQ0N7u7u7733HqwcHR3Nz8/fuHHjkydPiouLX3755Q0bNtDp9MePHxcUFOjp6W3evBmOM7q6ugoKCsLCwsrLy69evfrKK68EBwcbGBhI6kl3d/eVK1e6urrc3d3x7RtJuqcAzc3N0Cde4+zsDACoqKhwcnLS19cn5rg0NDT4+fmtXLlSmTOqBZ3SFDI2Nnbw4MHMzMwvv/ySWO/m5kYsCoXCvLw8STu6UwWd0pc8ZpXxrFHolKbkUakjiiPUggrGTAcPHlyyZElUVNSdO3fCw8PxYEhJScnPz//ll19+//33tWvX9vb2wqgLDQ1tbW09ceJEc3OzsbFxTEyMj4/Pu+++W1ZWNjExcf78+fz8/IKCgnPnzkVERPB4vPv37wsEgt7e3n/84x/Z2dmVlZWTzqEtLS3NyckJCwubM2dOQEBAUFDQd999R9I9nO7u7ra2tkkvjUajubu7E2vgneLOnTsffvghrIGv1dlsNtEMw7CLFy8ePnz46tWrCnylakenNIUcOXIkKiqKuP37pFRWVtJoNJFbNuXQKX1ljFmqo1OaiiASlTqiOEI9EJObFMh3EwqFJiYmpaWlsJiYmIg3WVlZhYeHw88BAQHr16+Hn5OSkgAAFy9ehEW4bWRubi4sxsXFzZw5c2JiAsOw7du302i0xsZG2HTo0CEAQFpaGizCvJOzZ89iGMbhcJYuXcrlcmFTcHAwAKCqqoqkeziwP5PCYDBEjNlstr6+vpOTk1AohDWXL18GAJw6dQq34XK5oaGhcJ9IY2PjmpoaOb7QP1FjPqmuaYphWFlZWUJCAvwcHR1Nsst9REQE/g3Ii4bkgOuavrLELIZhfD4fAEDRHHBd01QEkaiUUXFZQDngCBGUzWei0WjLli0LDAzMz88HAHz++ed4U1lZWWJiIgCgqamps7OztbUV1r/wwgsAAPyN1bJlywAA9vb2sGhjY8Pn87u7uwEAhoaGDAbD1tYWNn3xxRcMBuPGjRvi3cjJyRkdHY2NjQ0PDw8PD+/p6bG0tHz48CFJ93AiIiJGJPD8+XMRYzMzs8TERBaLtXv37uLi4hMnTsBXOXj/YbfT09M5HE5ycjKHwwkLC5P3W1Uvuqbp4ODg6dOn4+LipH4zGIbl5uZSPZlJ1/SVJWapjq5pSkQ8KnVBcYS6UMG7udOnT2/evDkgIGDdunXnzp3DN6N+5ZVXSkpKioqKPDw8LC0tJeXfzZo1i1iEz3uHh4fFLWfPnr1o0aK+vj7xpgcPHpiamsKHwDJ2D4fBYMA0RhmJiYlxcXEpKSmpqKjYunVrdXV1a2srMd8QoqenFxUVdevWrdzcXD6fP3PmTNlPoXZ0StPo6GhnZ+eCggJYbG1t5fF4eXl5xsbGnp6eRMvKykqBQPDmm2/K6Flj0Sl9gcwxS2l0TVOcSaNSFxRHqAUVjJlWr1599+7dL7744syZM46Ojvfv34cTxw4dOgRzBg0MDHJzc5U/EZ/P7+3t9fb2Fm+i0+nNzc2T7q8kqXs4tbW1169fn/SMdDo9NjZWvN7Dw8PDwwMA0N7eXlBQcPz4cUl5MF5eXqWlpdQaMAEd07Svr+/atWt4cWhoaGRkJDIy0tbWVmTMxGQy/f39tWCRUp3SFyJ7zFIUHdQUIikqtV5xhFpQ9t0cn8//8ccf58yZ8913312+fLmnpycvLw8A0N7enpiYuH37dpiOJxQKle9rdXU1j8cTmQoOsbe3Hx4eTktLw2sGBwe///57Sd0j0tLSwpQA+S1GIBAEBgYuW7Zs3759kmwaGxs3bNgg54WqGV3TtKioqItAWFjYSy+91NXVJZK/j2EYk8mk+os5oHv6EpElZqmIzmoqNSq1VXGEulD2OROGYWlpaTBJ8J133jExMTExMQEAcLlcAEBOTs7WrVvr6+tv3LjB5/NhbiCHwwEAwIxL3PLp06dwagN8Goy3jo+P//rrr8uXLwcAMJlMDw8PPFaHhobwwwMDAw8ePPj555/DYL5//z6TyczMzJTUPSLbtm3btm2bvBc+PDy8b9++JUuWfPvtt/gj5dHR0aSkJH9/fzs7OwDAwMBAXV1dYWGhvM7Vi85qSk5VVRWXy8XnTlMXndV30pjFefbsGQCAx+PJ61YT0FlNyaOSXHEEQhGICeEKzBEYHR01NTXdunXrxYsXv/nmm/j4eLxpz549DAbDysoqLS2NyWTq6+t7enoWFRXBRLydO3e2tbWVlpbClVt9fX0fPHhw69YtV1dXAMCWLVtaWlo++ugjOp3+8ccfx8TEbN26dcOGDc+fP4fOb9++DR8OOzg4FBcXYxjW1NRkbW0NL8rW1vbu3bvk3VOY/v7+zMzM119/PS8vT6SJy+U6ODjQaDRnZ+dDhw6dPHmSw+EodhY1zsHRQU2JxMTETDpvLioqavv27cp41pB5czqoL0nMQoqLiwMDAwEA8+fPz8jI6OnpUeAsKGaxaY9ZSVEpVXEZQfPmECKoYL+5sbExPp//+++/izfhoYVhGI/Hk9fzRx99NGPGDAzD2Gz20NCQLId0dHSI9ISke4px6dKlR48ekRg8e/ZseHhYybOod+8qXdNUFtra2vr7+5XxoCFjJkz39JUasyoBxSzOtMWspKhUleJozIQQQQWPK+Ezz8WLF4s3EXPulMmDNjMzk9HS3NxcpIake4oREBBAbmBsbKyqc6kLXdNUFogrvFMdXdNXasxqAbqmKURSVOqC4gi1oNH7zY2MjIyPj8M35QjtAGmq3SB9tQ+kKQKBo7ljpnPnzpWUlGAYtn///nv37qm7OwgVgDTVbpC+2gfSFIEgorlTCfz8/Hx9feFnyq1vhJgUpKl2g/TVPpCmCAQRzR0zwaX9EdoE0lS7QfpqH0hTBIKI5r6bQyAQCAQCgdAcpuk5k0AguHnzZlFRkZeX1/r166fnpEQ6OjqqqqrgZ2traycnJ/h5YGAgPz+fzWavWrXqnXfeMTIywg/h8/nl5eX37t1bs2bNa6+9JvuOGYODg5mZmWw229fXd926dfDAtra227dvQ4Nly5bB1VAojcZqqrBwkIGBgfT09AMHDuA1tbW1Dx8+FDFzdXXFMEzLNCWisfoCAC5fvozv29rZ2fnxxx/Pnj2b3BuXy71w4UJHR4erq6uXl5f45h4QuPCjvr6+r6+vQCDQMn01U1NJ8SUyJ44ozaJFi6SeS0fuw4jphrjwwNStRcFisfbu3QsAyMjImAr/Uvnpp58AADk5OT09PfhqJXV1dXZ2dlVVVcPDw8eOHVu1alV3dzdsevz48ZIlSzIyMvr6+mJiYnx9fcfHx2U50cDAgKWl5Y4dOzw9PfX09FxcXGA9l8vt6Oi4efPmjBkzoqOjpfpR71ovsqCZmiosHE5AQABxTUuhUAhXRhaBxWKpS9Op9gnRTH0xDPv1119pNBouxNatW6W6+u2336ysrC5fvszhcH7++efFixeXl5eL2PT19QUHB/v4+OBrCKGYVTnimpLEF36UuDRS0bT7MEJrmKYxE4Zh9fX1ao/VwcFBvGZiYsLe3j42NhavcXFx8fLygk1r1qzZuHEjrB8fHzc3N9+/f78sJ0pNTR0YGICfjxw5AgCoqKggGlhYWGjH/RfTSE0VFg6Snp7+6quvEsdMJSUlkZGR7e3t/D8pKSmxsLAgHjXNmk61TxxN0xcSGhpaWlrK/pPR0VGprnx8fIKDg/Hizp0733jjDaJBe3u7iYmJpHXeUcyqCnFNpcYXuTSS0LT7MEJrmL58JrimGfEHonqprq6ur693cHDAa1xcXK5du8ZisW7cuFFRUREaGgrr6XT6zp07T58+DfdgIkEgEHh7e+P7dQcFBQEA5s6dOzVXoH40TVOFhYO0tLTU1dWJbD5qZGSUnJxsYWGh/yf5+flasFOvLGiavgCA3t7ehoYGKysrsz+ZNWuW1KN6enoePHiAF2fOnInvpAYAEAgEW7ZsmTdvHnFzWW1F0zQljy/FpNG1+zBiOpE7n6m0tLSmpgYA8OKLL4aEhAAAysrKbt++PX/+/N27dwMAWlpaqqurGxoa3N3d33vvvUmdFBYWPnr0yMjIKCQkhMPhZGdnj42NmZqawi2fAADd3d1Xrlzp6upyd3efol1Rm5ubAQAYhuE1zs7OAICKiopHjx4BAFauXIk32dnZDQ8PFxcXb968mcSnvr4+8R18Q0ODn58f0Y9mojWaws3SFRAOADA2Nnbw4MHMzMwvv/ySWO/m5kYsCoXCvLw8JpOpul5POVqjLwDg22+/vX37tpmZ2ZIlS+Lj43fu3CnLv/9NmzbFx8f/9NNP27dv53K5ly5dOnnyJN4aFxdXW1t79uxZQ0PDKeq2ytEaTcnjSzFpKHofRlACucdMa9euTUlJKSgowFP5PDw89uzZc/PmTQBASkpKfn7+L7/88vvvv69du7a3tzcsLEzcyYYNG+zs7IaGhkJCQubMmRMUFLRo0SJbW1sYq6WlpTk5OWFhYXPmzAkICAgKCvruu+9EPHR3d7e1tU3aQxqN5u7uLvVCDAwMAAB37tz58MMPYQ18rc5ms2FCoqmpKW48f/58AEBLS4tUtxAMwy5evHj48OGrV6/KeIga0RpNlRHuyJEjUVFRxF0mJqWyspJGo4nc6DUcrdEX9nxsbKyqqur27du7d+8+d+7clStXpKb5792799y5czt27Lh79+6DBw/OnDlDHEbk5OQwGIz79+97enrW1NQ4OjqmpKRoeHawNmlKRCS+lJSGWvdhBDUgvqiT8d3to0eP9PT04uLiYLGjoyM0NBR+trKyCg8Ph58DAgLWr1+PHwWfjZ89exYWP/jgg0WLFuGtjo6Obm5uGIZxOJylS5dyuVxYHxwcDACoqqoS6UNSUpKkK2IwGOJ9Fn+Pzmaz9fX1nZychEIhrLl8+TIA4NSpU46OjnQ6nXg4/EmHXxo5XC43NDQUTuQxNjauqakhtmpmboR2aKqwcGVlZQkJCfBzdHQ0MZ9JhIiICHFvmp/PpB36Erl3756NjQ0A4Ouvv5Z6+RiGPXnyBP4ocnNz6+3txeu7uroAAKtXr4bpL83NzaampkZGRl1dXbgNitnp0RT7//ElizQkaNR9GKE1KJLPtHTp0nfffTcrK2t8fBwAkJWVBediAADKysoSExMBAE1NTZ2dna2trfI6z8nJGR0djY2NDQ8PDw8P7+npsbS0FJ+JGhERMSIBfBIyOWZmZomJiSwWa/fu3cXFxSdOnIAvZezt7YkrDkAmJiYAAAsXLpTFs6GhYXp6OofDSU5O5nA4k/7C0zS0Q1PFhBscHDx9+nRcXJxU/xiG5ebmUjGZSTv0JWJvb89isRYtWpSTkyOLfWZmJnwSU1VV9dprr7HZbFh/9+5dAEBAQABMf7G2tk5KSuJyud9//728XZpmtE9TkfhSUhoq3ocRmo+C6zOFh4f7+voWFBQEBATU19cfPnwY1r/yyislJSVFRUUeHh6WlpYsFktezw8ePDA1NRV/CCwCg8GAyYzKEBMT4+LiUlJSUlFRsXXr1urq6tbWVgcHBzMzs4mJCT6fj+8VwOFwAAArVqyQ3bmenl5UVNStW7dyc3OJrjQWLdBUMeGio6OdnZ0LCgpgsbW1lcfj5eXlGRsbe3p6Ei0rKysFAsGbb76pTCfVhRboK8Ls2bP9/f2zsrKkWv7www/nz5+vra1lMBju7u4fffRReHh4YWEh+HOdaxMTE9wYvhiC+Y4ajpZpKhJfKpGGcvdhhIaj4J+7j4/P0qVLz5w5M2vWLB8fH7z+0KFD5eXlV69eNTAwyM3NVcAznU5vbm4eGxuTtOgcpLa29vr165I8xMbGyng6Dw8PDw8PAEB7e3tBQcHx48fnzJmzfPlyAEBnZ6eVlRU06+/vB3KOmSBeXl6lpaWUCFQt0FQx4fr6+q5du4YXh4aGRkZGIiMjbW1tRcZMTCbT399f3kUyNQQt0FccGxsba2trqWb/+te/fHx84H/3PXv23LlzJzMzc3Bw0NjYGB5OHFUsXrx4xowZUjPbNAEt01QkvlQoDYXuwwgNR8ExE41GCwsLi42NHR8f/89//gMr29vbExMTz5w5A9OrhUIh2YkZDB6PJ15vb28/PDyclpYWEREBawYHB3/++ed9+/YRzVpaWiTNXWIwGPLGqkAgCAwMXLZsGTxLcHDwV199VVlZif/rZbFYq1evluXuLEJjY+OGDRvkPUotaIGmiglXVFRELMbGxmZnZ8NcCiIYhjGZzIyMDKnd0Ey0QF9xLl265O/vL9WsoaGBOG729/dPTU19/PixsbHxwoULvb29q6ur8dbW1taxsTEF8penH23SVDy+VCgNhe7DCE2HmNwkV77bwMCAgYHB3r178ZqGhgYAwFtvvTU0NHTjxg1TU9N58+ZxOBy43uutW7cAACkpKdAYPlHPysricrlZWVnm5uYLFix4+vQpj8czMzPT19f/5z//2dTUdP78+c2bNxNXAVYMktxDLpcbFBS0ZcuWx48f45WfffaZra0tTA8fHR21trYmrksbGhrq4+NDzCSFjIyMJCYm3r9/Hxb7+/vfeOMNkZNqZj4pRAs0VUw4IjExMZPmgFdWVr7wwgt8Pl+8SfNzwCFU17e5ufmTTz65e/cuLDY2Nr722msCgQA3kKTv7t27Fy5cODExAYsJCQmrVq3Ci42NjUZGRpWVlbCYlpa2fPnysbEx/HAUs9NwH540vsilodB9GKE1KLUO+J49e4j/kGANg8GwsrJKS0tjMpn6+vqenp4DAwO3b9/29vYGADg4OBQXF2MYxuFwXF1dAQDLly/Py8vbtGmTt7c3XJ22qakJfzBga2uL3yKVYdJY7e/vz8zMfP311/Py8kTshULh/v37/fz8Tp06deDAgezsbGIrnIDzzTffiBzF5XIdHBxoNJqzs/OhQ4dOnjzJ4XBEbDT5/otRX1PFhCMiacwUFRWlIetEK+OT0vqyWCyY47J27dr9+/cfO3ZsZGSEeIgkfYeHh4ODg+3s7FJSUkJCQjZu3NjW1kY0qK+vX7duXXx8/NGjR/38/PA9lCAoZqc0ZiGS4otEGgrdhxFag1JjpuHhYfFK4m8RHo9H7uHJkyfwg/gGCB0dHbLvLiSVSWP10qVLjx49IjlqfHx80mcSPB7v/Pnz+fn5kx717NmzSb8ZiIbff6muKUQx4chpa2vr7++ftIlCYyaq68vj8VpaWiTNNifXd3h4uKmp6enTp5LO+Mcff0zaimJW9s6QQxKzJPGFSZCGQvdhhNag1JSHSfcSJyboSc25e+mll+AH8Q0QzM3NlenbpBA3TAAABAQEkNvT6fQFCxZM6qeqqur48eOTHmVsbEziE85+11iorilEMeHIEdllnYiGa0qE6vrOnDnz1VdfJTEm0Xf27NlwloAkXn755UnrNVxfqmsKIYkvIEEaLb4PIzQWVU791WRmzJgxd+7ckJAQNzc3Z2fnt99+WxlvNTU1f//73+WaZNvY2HjlyhU2m/38+XNZdshCSEUBTRUQjgSk6ZSC9NU+0H0YQXVoGGHDtQsXLgQGBhJrEOpCVVogTTWHqdAC6as5oJjVPpAWCBEUWQccgUAgEAgEQtdAYyYEAoFAIBAI6aAxEwKBQCAQCIR00JgJgUAgEAglmJrsAAAAmElEQVQEQjpozIRAIBAIBAIhnUlmaW7evHn6+4EQQXy/M2VAmmoCqtWUCNJXE0Axq31MXcwiKAo9ISEBLzx//nxoaEh9nUH8H3Pnzl2xYsWWLVuU9IM01RxUpSkRpK/mgGJW+5iKmEVQGhpaeQKBQCAQCARCKiifCYFAIBAIBEI6aMyEQCAQCAQCIR00ZkIgEAgEAoGQzv8C86JyMfzQGFUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "<Figure size 1080x360 with 3 Axes>" ] }, "metadata": { "image/png": { "height": 318, "width": 884 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# SOLUTION\n", "params = [\n", " # max_depth, min_samples_leaf\n", " (2, round(0.8 * len(y_train)/4)),\n", " (2, round(0.2 * len(y_train)/4)),\n", " (3, 1),\n", "]\n", "\n", "n_params = len(params)\n", "fig, ax_arr = plt.subplots(ncols=n_params, figsize=(5*n_params, 5))\n", "\n", "\n", "for i, (max_depth, min_samples_leaf) in enumerate([\n", " (2, round(0.8 * len(y_train)/4)),\n", " (2, round(0.2 * len(y_train)/4)),\n", " (3, 1),\n", "]):\n", "\n", " classifier = DecisionTreeClassifier(max_depth=max_depth, min_samples_leaf=min_samples_leaf)\n", " classifier.fit(X_train, y_train)\n", " \n", " params_str = 'max depth = {}; min samples per leaf = {}'.format(max_depth, min_samples_leaf)\n", " print(params_str)\n", " print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n", " print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n", "\n", " plot_decision_surface(\n", " features_2d, labelv, classifier,\n", " test_features_2d=X_test, test_labels=y_test,\n", " title=params_str,\n", " plt=ax_arr[i],\n", " )\n", "\n", " plot_decision_tree(classifier, features_2d.columns.values, width=400)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " alcohol_content bitterness darkness fruitiness is_yummy\n", "0 3.739295 0.422503 0.989463 0.215791 0\n", "1 4.207849 0.841668 0.928626 0.380420 0\n", "test score: 91.23%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# SOLUTION\n", "import pandas as pd\n", "\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.model_selection import train_test_split\n", "\n", "df = pd.read_csv(\"data/beers.csv\")\n", "print(df.head(2))\n", "\n", "features_4d = df.iloc[:, :-1]\n", "labelv = df.iloc[:, -1]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=0)\n", "\n", "classifier = DecisionTreeClassifier(max_depth=4)\n", "classifier.fit(X_train, y_train)\n", "\n", "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n", "\n", "plot_decision_tree(classifier, features_4d.columns.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One **issue with decision trees is their instability** - a small changes in the training data usually results in a completely different order of splits (different tree structure)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble Averaging: Random Forests\n", "\n", "The idea of Random Forest method is to generate **ensemble of many \"weak\" decision trees** and by **averaging out their probabilistic predictions**. (The original Random Forests method used voting.)\n", "\n", "\n", "Weak classifier here are **shallow trees with feature-splits picked only out of random subsets of features** (*features bagging*).\n", "\n", "<table>\n", " <tr><td><img src=\"./images/random_forest.png\" width=800px></td></tr>\n", " <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249\">https://towardsdatascience.com/random-forests-and-decision-trees-from-scratch-in-python-3e4fa5ae4249</a></sub></center></td></tr>\n", "</table>\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Demonstration\n", "\n", "You will find Random Forest method implementation in the `sklearn.ensemble` module.\n", "\n", "The main parameters are:\n", "* number of trees (`n_estimators`),\n", "* each tree max. depth 2 (`max_depth`), and\n", "* max. number of randomly selected features to pick from when building each tree (`max_features`).\n", "\n", "Let's build a small Random Forest and have a look at its trees, available under `.estimators_` property." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " alcohol_content bitterness darkness fruitiness is_yummy\n", "0 3.739295 0.422503 0.989463 0.215791 0\n", "1 4.207849 0.841668 0.928626 0.380420 0\n", "\n", "\n", "Random Forest\n", "test score: 84.21%\n", "\n", "Tree #0\n", "test score: 82.46%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 400 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Tree #1\n", "test score: 71.93%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 400 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Tree #2\n", "test score: 73.68%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 400 } }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import train_test_split\n", "\n", "df = pd.read_csv(\"data/beers.csv\")\n", "print(df.head(2))\n", "\n", "features_4d = df.iloc[:, :-1]\n", "labelv = df.iloc[:, -1]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=10)\n", "\n", "# For presentation purpose: 3 shallow trees, each picking only from 2 random features\n", "classifier = RandomForestClassifier(max_depth=2, n_estimators=3, max_features=2, random_state=0)\n", "classifier.fit(X_train, y_train)\n", "\n", "print()\n", "print()\n", "print(\"Random Forest\")\n", "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n", "print()\n", "for i, internal_classifier in enumerate(classifier.estimators_):\n", " print(\"Tree #{}\".format(i))\n", " print('test score: {:.2f}%'.format(100*internal_classifier.score(X_test, y_test)))\n", " plot_decision_tree(internal_classifier, features_4d.columns.values, width=400)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Random forests are fast and shine with high dimensional data (many features).\n", "\n", "<div class=\"alert alert-block alert-info\">\n", "<i class=\"fa fa-info-circle\"></i>\n", " Random Forest can estimate <em>out-of-bag error</em> (OOB) while learning (set <code>oob_score=True</code>). It's a generalisation (predictive) error, similar to cross validation accuracy (cf. https://scikit-learn.org/stable/auto_examples/ensemble/plot_ensemble_oob.html )\n", "</div>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boosting: AdaBoost\n", "\n", "<span style=\"font-size: 125%;\">What is it?</span>\n", "\n", "Boosting is another sub-type of ensemble learning. Same as in averaging, the idea is to generate many **weak classifiers to create a single strong classifier**, but in contrast to averaging, the classifiers are learnt **iteratively**.\n", "\n", "<span style=\"font-size: 125%;\">How does it work?</span>\n", "\n", "Each iteration focuses more on **previously misclassified samples**. To that end, **data samples are weighted**, and after each learning iteration the data weights are readjusted.\n", "\n", "<table>\n", " <tr><td><img src=\"./images/AdaBoost.png\" width=800px></td></tr>\n", " <tr><td><center><sub>Source: Marsh, B., (2016), <em>Multivariate Analysis of the Vector Boson Fusion Higgs Boson</em>.</sub></center></td></tr>\n", "</table>\n", "\n", "The final prediction is a weighted majority vote or weighted sum of predictions of the weighted weak classifiers.\n", "\n", "Boosting works very well out of the box. There is usually no need to fine tune method hyperparameters to get good performance.\n", "\n", "<span style=\"font-size: 125%;\">Where do i start?</span>\n", "\n", "**AdaBoost (“Adaptive Boosting”) is a baseline boosting algorithm** that originally used decisoin trees as weak classifiers, but, in principle, works with any classification method (`base_estimator` parameter).\n", "\n", "In each AdaBoost learning iteration, additionally to samples weights, the **weak classifiers are weighted**. Their weights are readjusted, such that **the more accurate a weak classifier is, the larger its weight is**.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Demonstration\n", "\n", "You will find AdaBoost algorithm implementation in the `sklearn.ensemble` module.\n", "\n", "We'll use `n_estimators` parameter to determine number of weak classifiers. These by default are single node decision trees (`base_estimator = DecisionTreeClassifier(max_depth=1)`). We can examin them via `.estimators_` property of a trained method. For presentation, in order to weight the classifiers, we will use the original discrete AdaBoost learning method (`algorithm='SAMME'`)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " alcohol_content bitterness darkness fruitiness is_yummy\n", "0 3.739295 0.422503 0.989463 0.215791 0\n", "1 4.207849 0.841668 0.928626 0.380420 0\n", "\n", "\n", "Random Forest\n", "test score: 91.23%\n", "\n", "\n", "Tree #0\n", "weight 0.75\n", "train error 0.32\n", "test score: 66.67%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #1\n", "weight 1.21\n", "train error 0.23\n", "test score: 73.68%\n" ] }, { "data": { "image/png": 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FhUW9+mGYpsaSDaNQmzdvRklJCT744AMAwOrVq3Hq1CnMmDEDixcvBgCsXbsWwcHBXJvx48fDzc0NP/74IwYNGsTVGzZsGE6ePMklmwEDBlRp+7aAgAAsXbpUZowCgQAikUjqtqdPn4LP51eZC61yYsusrKxq+718+TIEAgFGjBgh8/3fFBQUhEmTJkksXleXfhimqbFkwyjUv//+i5ycHG6W5CFDhkBNTQ2PHz/m6kib0LNykTZDQ0OubMCAATh37pxEvZomA120aBE+//zzOsdf3aSklZcBNTU1pW7Py8vDrl27arUqKRHh5MmTOH78eL36YRhFYMmGUShra2sEBgbi2rVrsLGxwcuXL1FaWgo7O7ta98Xn80G1XDFDIBBwMz7XRe/evVFeXl5lOYWCggIAFQlQmiVLlsDMzAxnzpzhyu7du4fi4mKEhISgS5cusLGxkWgTFRWF0tJSfPjhh/Xqh2EUgSUbRqHc3d1x//59fP755/j+++8RGRmJDRs24OOPP26S94+JicGFCxdk1uHz+fDy8pK6zcjICEDFgAV9fX2uPDc3F0D1ySYnJwfnz5+XKHv16hWKiorwxRdfwNjYuEqSCA4OxsSJE8Hn8+vVD8MoAks2jEIJBAJoaWnh8OHD0NDQwIQJE5p0HZzU1FSZ93SAihirSzZubm747rvvEBUVJZFsYmNjMXToUBgYGEhtFxYWVqXMy8sLR48elTrbAREhODgYBw4cqFc/DKMoLNkwCrV3714EBwdj2LBhKC0tRXp6OjQ1Naus+An879sCAOTn5wOoWBGzUm5uLkpKSkBE3A10aW3fNHPmTMycObPO8WtqamLhwoXYvHkzXFxcwOPxUFxcjLNnz8Lf319i6LKXlxdevHgBPz+/Wr/PjRs3IBQKYWtrW+dYGUaRWLJhFEpLSwt3796FtbW1RPlHH32EY8eO4dGjR9iyZQuAipFjJiYmUFdXx6lTpwAAP/zwA7777jtcunQJV69eRUFBAdavX49Vq1YhNja2SlsHB4cG34fNmzdDIBBgwoQJGD16NLKysrB69eoqT/ifPXsWL168QHl5ucSlMHkEBQVh/PjxTb4CKMM0FB7V9o4q0yy0ljXZz58/jydPnmDkyJHIzs5GUVERCgsLERwcjEGDBmHFihWKDlFu5eXlyM3NRY8ePaRuFwqFEIlEeOedd2rdd1paGjp16oR33323vmG2SK3leG/Dgtg3G0ZhYmNjMXv2bKSnp4PP50vc86gcpdaS8Pn8ahMNUP0waXn069evzm0ZpjlgyYZRmISEBGRlZcHPzw8fffQR+vbti4cPH+LWrVtISEjgHs5kGKblY8mGUZjZs2fj5cuX+PXXX/Hll19CIBBg0KBB+Oyzz7B+/Xp2f4JhWhGWbBiF4fF4WLp0KZYuXQqRSAQlJSVFh8QwTCNhsz4zzQJLNAzTurFkwzAMwzQ6dhmNaXNKS0tx9epVhIWFwc7ODvb29ooOqUbZ2dn4559/MGrUKJn14uPjceXKFSgrK8PBwQG9evXitgmFQgQGBuLhw4cwNzeHnZ0d+0bJNBn2zYZpcxITExEYGIjt27cjMzNT0eHIlJOTg2XLlkFXV5d7kFWa3NxcuLu7Y+XKlZg4cSLmzZsnkWhSUlJgYmICTU1NeHl54dWrV9DX18eVK1eaYjcYhiUbpu0xNTWFh4eHosOQy8OHD+Hi4oLXr1/LrGNkZISSkhKEh4ejT58+VeosWbIEVlZWsLe3h7q6Ov773//C2toaq1evbszwGYbDLqMxbVLlsgJvLkLWHJmZmUnM//a20tJSTJs2DV27doWvr2+19bKysvDy5UuJsvbt23NzxzFMY2PJhmk0RITLly/jr7/+Ap/Ph6GhocQ6NampqYiOjkZCQgIsLS0xadIkifavX79GaGgoJkyYgGfPniE8PBw9e/bE+PHjwefz8fTpU5w5cwbt2rXD1KlT0alTJwBARkYGzpw5g/nz5+Py5cs4d+4ctLW14ebmxi26JktmZib++OMPZGRkwNLSUmLyy5r2qamtWrUKMTEx8PPzg5qaWrX1Jk+ejLVr1+L48eNwdnaGUCjEqVOnsGPHjiaMlmnLWLJhGs3q1avRr18/LF68GLdv34aHhwf3i3n79u0IDQ3FxYsX8ejRI1hbWyM7Oxvz588HULHU8Zw5c3Dv3j1s3boVKSkp6NKlCzw9PTF27Fh8/PHHuHTpEsrLyxEQEIDQ0FCcOXMGJ06cwKJFi1BcXIy7d++itLQU2dnZ+PHHH3H06FFERUXJvCkeGRkJf39/zJ8/Hx07doSjoyNcXFywe/fuGvfpbZmZmXjw4IHMz4jH48HS0rIuHy8AwN/fHwKBAHfv3oWNjQ1u3boFU1NTbN++XWIi0Llz5+LEiROYNWsW4uLikJSUhH379lVJ8AzTaIhpkQBQQECAosOollgsJg0NDYqMjOTKvL29uf/X19cnDw8P7mdHR0eyt7eX6GPbtm0EgIKCgriyFStWEAA6efIkV7Zq1Spq3749lZeXExGRs7Mz8Xg8SkxM5OqsWbOGAJCvry8RESUlJREA8vPz4+oUFBSQrq4uCYVCrszNzY0A0I0bN2rcp7dVxi/rJRAIqm1fqaSkhADQF198IVGekZFBAGjo0KH0/PlzIiJKSUkhLS0tUldXp4yMDIn6z549Iz09PQJAFhYWlJ2dXeN7NxfN/XhnahTIBggwjYLH46F///5wcnJCaGgoAGDZsmXc9kuXLsHb2xsAkJycjMePH+PevXsSfXTu3BkAMGjQIK6sf//+AIAhQ4ZwZYaGhigpKeFGlqmpqUEgEMDY2Jirs2LFCggEApmjr/z9/fH69Wt4eXnBw8MDHh4eyMrKgp6eHu7fv1/jPr1t0aJFKCoqkvmqXJenLuLi4gAAjo6O6Nq1KwDAwMAA27Ztg1AoxJ49eyTqHzx4EFZWVnB1dcWNGzfw/vvvIz09vc7vzzC1wS6jMY1m165dmDp1KhwdHWFra4sTJ05wsyJra2sjIiICYWFhsLKygp6eHmJjY2vss0OHDlXKKi+LFRYWVttOVVUVvXr1Qk5OTrV1kpKSoKWlxV0yq+0+vU0gEHADERpDZTLW0NCQKLewsABQMdy50uHDhxEQEICYmBgIBAJYWlpi3rx58PDwwNmzZxstRoapxJIN02iGDh2KuLg4rFixAvv27YOpqSnu3r2Lrl27Ys2aNdzNexUVFZw8ebJRYykpKUF2djbGjBlTbR0+n4+UlBSZ87TJ2qe3xcTE4MKFCzLj4vP51S45XZPKJaffTtJ9+vSBkpKSxGqnR44cwdixY7nk5+rqitu3b+PgwYPIy8tDly5d6hQDw8iLXUZjGkVJSQmOHTuGjh07Yvfu3fjtt9+QlZWFkJAQpKWlwdvbG87OztzoMLFY3KjxREdHo7i4GOPGjau2zpAhQ1BYWFhlCHFeXh727Nkjc5+kSU1NRXBwsMxXfZKspqYmxowZg+joaInye/fuQSQSSQw8SEhIQF5enkS9iRMnorS0FE+fPq1zDAwjL5ZsmEZBRPD19QX9/0Kwo0ePhoaGBjQ0NCAUCgFU3CPJz8/H1atXceXKFbx8+RJCoRAFBQUAwP33zWdBKtu+ePGCK6u8fPZmvbKyMvz999/cz8HBwbCysuKSzatXryT6AwAnJyf07t0by5Ytw+bNm/H3338jMDAQc+fOxaxZs2TukzQzZ85EbGyszNfNmzdr/Cwrn48pLi6usm3r1q14/Pgxrl+/zpVFRkbCyMgIs2fP5socHR1x6tQpiaQeHR2NwYMH47333qsxBoapN8UOUGDqCs18dM7r169JS0uLpk+fTkFBQbRlyxZau3Ytt93V1ZUEAgHp6+uTr68vBQcHk7KyMtnY2NDz58/p+vXrNGTIEAJAn376KT148IAiIyPJ1NSUAJCDgwMlJSXR9evXydzcnADQtGnTKDU1lebNm0d8Pp8WLlxInp6eNH36dBo/fjzl5+cTEdHNmzdpzJgxBIBMTEwoPDyciys5OZkMDAy40WLGxsYUFxcn1z41hvDwcHJyciIA1L17dzpw4ABlZWVJ1ImPjydbW1tau3Ytff/99zRu3DjKzMyUqFNYWEhubm40cOBA2r59O7m7u9OECRPowYMHjRp/Q2nuxztTo0Ae0f//mca0KC1hTfaysjKIxWJkZ2dLnUKloKBA4r5CSUkJ2rdvX+/3/fzzz3Ho0CGUlpbi8ePH6Ny5M/fAp7wePXoEHo9XJe6a9kmRMjMzoaKignfeeafaOkVFRXj06BE0NTVl1mtuWsLxzsgUxAYIMI2m8mZ0db+U30w0ABok0bytd+/edWrXt29fqeU17ZMi9ezZs8Y6qqqqMDIyaoJoGEYSu2fDtDpFRUUoKyuTuB/DMIxisWTDtConTpxAREQEiAjLly/HX3/9peiQGIYBe86GaWXGjRsHBwcH7ufGuDTHMEztsWTDtCqVT9UzDNO8sMtoDMMwTKNj32wYuZWWluLq1asICwuDnZ0d7O3tFR2STA8fPsSNGze4nw0MDDBs2DAAFcOsK9elGTlyJN5//33w+fxa9R8fH48rV65AWVkZDg4OEsswA0B2djb++ecfjBo1qsa+nj9/jv3792PlypW1igGo+77k5eXh4MGDSE9Ph4ODA2xtbaW2EwqFCAwMxMOHD2Fubg47OzuZyzS8/bmUlpZKPLzav39/ieUPmLaBfbNh5JaYmIjAwEBs376dm2G5OYuKisKMGTPA4/FgbW3NzSX27NkzGBkZIT09Ha6urjh9+jQmTpyI8vJyufrNzc2Fu7s7Vq5ciYkTJ2LevHkSiSYnJwfLli2Drq4uTp06JVef7u7udVrIrK778uLFC/znP/9BfHw8EhMTMXbsWIwYMaJKvZSUFJiYmEBTUxNeXl549eoV9PX1pc6eXd3n0qNHD4wYMQK9e/fGp59+iuPHj9d6P5lWQMFPlTJ1BAU9UR0fH08A6MCBA03+3rV1/PhxAkB5eXlcWXl5OY0cOZImTJjAlZWVlVHfvn1p+fLlNfaZlpZGGhoa5OzsXG2dW7ducZ/T22vQSLN//3567733qEePHjXWfVN99mXv3r3cGjhEROvXrycAdO3aNYl6Y8eOJTc3N4myTz/9lD744AOJMnk+FyIiHR0dWrJkicw60ijqeGcaDFvPhqmdyocaeTyegiOpmytXruDatWuYM2cOV8bn8/Hpp59i165dMpcpKC0txbRp09C1a9cqk3W+yczMDIaGhnLFk5qaijt37sicILQ6dd2X0tJSjBkzRmKmahcXFwCoMtNCVlYWkpKSJMrat28vMQ+dvJ8L07axezZtQGRkJG7dugUAePfdd+Hu7g6gYgGzmzdvonv37vjss8+4+qmpqYiOjkZCQgIsLS1lLh189uxZ/Pvvv1BXV4e7uzsKCgpw9OhRiEQiaGlpwcnJiaubmZmJP/74AxkZGbC0tIStrW0j7XH1KmdofnNBNgAYOHAgCgsLER4ejqlTp0ptu2rVKsTExMDPzw9qamr1jkUkEmH16tU4ePAgvvnmm1q3r+u+KCsro1+/fhJlCQkJGDduXJW+Jk+ejLVr1+L48eNwdnaGUCjEqVOnJC75NfTnwrROLNm0AdbW1ti+fTvOnDkjccO8ctXGq1evcmXbt29HaGgoLl68iEePHsHa2hrZ2dmYP3++1L7Hjx+PgQMH4tWrV3B3d0fHjh3h4uKCXr16wdjYmEs2kZGR8Pf3x/z589GxY0c4OjrCxcWl2oXKMjMz8eDBA5n7xePxJKbRl8f9+/cBAFpaWhLl3bt3B1CRaKvj7+8PgUCAu3fvwsbGBrdu3YKpqSm2b99epxve69evx+LFi6tM2yOv+uxLJSJCUFAQvv32W5w7d67K9rlz5+LEiROYNWsW4uLikJSUhH379kn8AdLQnwvTOrFk00b4+PggLCwMYWFhMDc3BwCkp6fjo48+gra2Nldv9+7dGDNmDHg8HnR0dDB06FCEhYVVm2wAwMjISOlE6zoAACAASURBVGJNlY4dO0JfX5/7WSgUwt3dHQkJCVBTU4OJiQnOnTuHPXv2YNasWVw8bwoICMDSpUtl7pNAIIBIJJL7MwCAp0+fgs/nQ1lZWaJcVVUVQMVlI2mePHmCJ0+eYOjQoVi7di26du2K1NRUjBo1ClZWVvjnn38kPseaXL58GQKBQOpN+cbel0qFhYVYsmQJTpw4gaKiIgwaNAgREREwMzPj6vTo0QNXr16FhYUFfHx8YGFhIRFzQ38uTOvF7tm0Ebq6uvj4449x6NAhlJWVAQAOHTqEuXPnStS7dOkSvL29AQDJycl4/Pgx7t27V6/39vf3x+vXr+Hl5QUPDw94eHggKysLenp63F/nb1u0aBGKiopkvvLz82sdi7q6utTyytFbmpqaUrfHxcUBqFgXpvJeh4GBAbZt2wahUIg9e/bIHUNeXh527dqFVatW1Sb0Kuq6L5XU1NSwf/9+FBQUwMfHBwUFBVL/qDh48CD3LfjGjRt4//33kZ6eDqBhPxemdWPfbNoQDw8PODg44MyZM3B0dER8fDy+/fZbiTra2tqIiIhAWFgYrKysoKenV2XZ4dpKSkqClpZWtZfMpBEIBNxghIbUu3dvlJeXV1nOoHKhtgEDBkhtVzkzwdsLpVlYWACoGCIsryVLlsDMzAxnzpzhyu7du4fi4mKEhISgS5cusLGxabR9eVu7du2wePFiXL9+HSdPnpTo7/DhwwgICEBMTAwEAgEsLS0xb948eHh44OzZsw36uTCtG0s2bcjYsWOhq6uLffv2oUOHDhg7dmyVOmvWrMHly5dx7tw5qKio1GvZ4kp8Ph8pKSkQiUQyHwZ8U0xMDC5cuFBjv15eXrWKpXJ6/cePH0tc6svNzQVQ/S/oymd03k68ffr0gZKSUq3uu+Tk5OD8+fMSZa9evUJRURG++OILGBsby5Vs6rov1bGzs0NkZKRE4jpy5AjGjh3LJX5XV1fcvn0bBw8eRF5eXoN+LkzrxpJNG8Lj8TB//nx4eXmhrKwMp0+fltielpYGb29v7Nu3DyoqKgAgsYxwdQQCgdQliysNGTIEhYWF8PX1xaJFi7jyvLw8/PLLL1iwYEGVNqmpqQgODq7xfWubbNzc3PDdd98hKipK4hd0bGwshg4dyv3yfJumpibGjBkjcW8KqPhGIhKJajVQISwsrEqZl5cXjh49ioyMDLn7qeu+VCcxMRHjx4+XKEtISKiStCZOnIi9e/fi6dOn6N+/f4N9Lkwrp+gnfZi6QR0fcnv+/DmpqKjQ3Llzq2xLSEggADRq1Ch69eoVXblyhbS0tKhr165UUFBA+fn5dP36dQJA27dv59odOnSIANChQ4dIKBTSoUOHqG/fvtSjRw968eIFFRcXU+/evUlZWZk2bdpEycnJFBAQQFOnTuWWam4M0h7qJCL66quvyNjYmMRiMRFVLPdsYGBAsbGxEvU8PT0lHmhMTEwkdXV1ioqK4sp8fX3JyMiIRCKRRNvs7GwCIPVzlsbT01PqQ51z5syhsWPHUnZ2ttR28u7Lm/tTVFRE3t7edPfuXW5bbm4uffDBB1U+q88++4w0NTWpvLycK1u3bh0NHjyYK6vN58Ie6myzAlmyaaHqc/K5urpK/WVUuU0gEJC+vj75+vpScHAwKSsrk42NDZ0/f57GjBlDAMjExITCw8OJiKigoIDMzc0JABkZGVFISAhNnjyZxowZw800kJycTAYGBgSAAJCxsTHFxcXVbeflVF2yEYvFtHz5cho3bhzt3LmTVq5cSUePHq3S3tDQkLp3705lZWVcWXx8PNna2tLatWvp+++/p3HjxlFmZqZEu/DwcHJyciIA1L17dzpw4ABlZWXJjLW6ZKOnp0cAaMuWLVLbybsvb+7Pq1evyMTEhHg8HpmZmdGaNWtox44dVFBQUKVNYWEhubm50cCBA2n79u3k7u5OEyZMoAcPHkjUk+dzIWLJpg0L5BERNf33Kaa+6rMme1FRETc8VpqCggKJa+1v34CuTk5ODrp16wYAKC4uRocOHarUefToEXg8XpMsq3zixAk4OzsjLy9P6tID5eXlyM3NRY8ePaS2FwqFEIlEeOedd6psy8zMhIqKitRtDamkpAShoaHo0KEDJkyYUG29mvYFqLo/eXl5UFZWlnksVCoqKsKjR4+gqakpc59r+lz69euHSZMmYdu2bTW+55vqc7wzzUIQu2fTBtX0y+Xtm7ryLkBWmWgASE00ANC3b1+5+mpIb06t8iY+ny/zl3N1Q4sBoGfPnvWOSx4lJSW4ceMGNm/eLLNeTfsCVN2fLl26yB2HqqoqNyBBlpo+F3knO2VaH5ZsmFZLSUkJnTp1gru7OywsLGBmZoaPPvpI0WHVyq1bt/DDDz80yjDwppKYmIg//vgD6enpyM/Pr/YPEaZ1Y5fRWih2WYFpS9jx3uIFsRkEGIZhmEbHkg3DMAzT6FiyYRiGYRodSzYMwzBMo2PJhmEYhml0LXc8JQMfHx8EBQUpOoxGIRKJUF5ezobJyqmgoADq6uotdrlupvVj32xaqClTpqBXr16KDqNREBFu3bqFqKgoRYfSIohEIkRGRiIpKUnRoTSaKVOmoHfv3ooOg6kH9pwN0+ysWLECO3bsQGRkpNRVPJmqjh49itmzZ+Po0aNwdnZWdDgM8zY2XQ3TvAQFBWHTpk04cOAASzS14OLigrt372LOnDnQ19dnnx3T7LBvNkyzcefOHYwcORLz58/Hli1bFB1OiyMWi+Ho6IiYmBjcunWLXXZimpMglmyYZiE7OxtmZmYwMjJCeHh4i54LTJEKCgpgaWkJgUCAq1evQk1NTdEhMQzApqthmoOSkhJMmjQJqqqqCAwMZImmHjp27IgzZ84gIyMDLi4uYH9LMs0FO6tbkBs3buDhw4c11mvfvj0mT57c+AE1kIULFyIpKQk3btyo1bT3jHQ6OjoICQmBra0tvv32W6xbt65e/UVEROD58+c11nNwcECnTp1k1iktLcXVq1cRFhYGOzs72Nvb1ys2puVg32xaEB8fHyxbtgxxcXHIzs7G5cuXMWPGDOzfvx85OTlISUmBj48P3NzcFB2q3LZu3YpDhw7hl19+gbGxsaLDaTVGjhwJX19frF+/Hr/++mu9+jIxMUF0dDRmzJiBZcuWoaSkBOXl5SgvL0dBQQFu376Nzz77DOnp6TX2lZiYiMDAQGzfvh2ZmZn1iotpYRSzQihTFxMmTKDk5GTu57CwMAJAixcv5sqKi4vJyMhIEeHVWkREBAkEAtq8ebOiQ2m1Fi1aRCoqKnTr1q169XP79m0CQB9++KHU7Z6entUuNf62+Ph4AsAtGc60CYHsm00LMnLkyBpXS2zfvj1cXV2bKKK6S01NhZOTE6ZPn45ly5YpOpxWy8fHB9bW1nB0dMSTJ0/q3M/bq7e+bdGiRdDR0ZGrr8p7cmy2g7aF3bNpQTw9PeWq9+Yv75cvX8Lf3x8LFizA77//joSEBBgYGODRo0dQV1eHu7s7CgoKcPToUYhEImhpacHJyYlrn5mZiT/++AMZGRmwtLSEra1tvfejoKAAkydPRr9+/bBv375698dUj8/nw9/fHxYWFpg4cSKuXLlS47LgtXXixAnMnDmT+zk1NRXR0dFISEiApaUlJk2aVGMfRITLly/jr7/+Ap/Ph6GhIezs7LjtjXEcMk1M0d+tmLqTdhntTT///DOpqqqSQCCgn376iYYMGUIAKD4+noyNjalXr15c3fz8fOrUqRNZWFhwZRcvXqQ5c+ZQXFwcBQYGkrq6Oi1YsKBeMZeXl9O4ceNIU1OTHj9+XK++GPmlpKTQO++8Q1OnTiWxWFyn9pByGU0oFJKhoSH3s4+PD40aNYrEYjGlpaWRjo4O7dmzR6JNUlISASA/Pz+u7Ouvv+Yuq8XExNDw4cO5bY1xHDJNLpAlmxaspmRDRDRz5kwCQCEhIURE9PfffxMR0ZQpUySSDRGRqakpl2wKCgpIV1eXhEIht93NzY0A0I0bN+ocs6enJ3Xo0IGio6Pr3AdTN5X3yH744Ydat61MNl26dCEbGxuysbGhkSNHUqdOnahTp05cPX19ffLw8OB+dnR0JHt7e4m+3k42YrGYNDQ0KDIykqvj7e1NRI13HDJNLpBdRmvlevbsCQCYOHEiAMDQ0FCudv7+/nj9+jW8vLy4sqysLOjp6eH+/ft1mg7l+PHj2Lx5Mw4ePIj333+/1u2Z+rGzs8O2bduwePFiDBgwgDsmamPw4MH4888/uZ9fvHgh8W956dIl7kHS5ORkPH78GPn5+TL75PF46N+/P5ycnLB//35MnDiRuxTcGMchoxgs2bRy7dq1k/ivvJKSkqClpYXdu3c3SBxxcXGYN28ePD09W8QAhtZq0aJFSE5OhrOzM6KiojB48OB69de1a1esXLmS+1lbWxsREREICwuDlZUV9PT0EBsbW2M/u3btwtSpU+Ho6AhbW1ucOHECPXr0aPDjkFEcNhqNkYrP5yMlJQUikajefWVnZ2PixIkYOXIkNmzY0ADRMfWxc+dODB8+HBMmTMCzZ8/q3d+bfzysWbMG3t7e2LhxIz755BPw+Xy5+hg6dCji4uKwYMECXLp0Caampnjx4kWDHoeMYrFk04JRPaYiEQgEKC4urnb7kCFDUFhYCF9fX4nyvLw87NmzR+73KS4uxqRJk6CmpoaAgAC5f/kwjUdJSQlBQUFQUlLCpEmTUFJS0iD9pqWlwdvbG87OzlBRUQFQMTloTUpKSnDs2DF07NgRu3fvxm+//YasrCyEhIQ02HHIKB5LNi1YXl4eAODVq1fV1iksLASAKtONjB49Grm5uTh8+DAKCwtx+PBhPH/+HA8ePMDLly/h5OSE3r17Y9myZdi8eTP+/vtvBAYGYu7cuZg1a5bcMS5cuBDJyckICQlhU9E0I127dsXZs2eRlJSEefPm1Vi/8liTNV2SUCgEUHGfJT8/H1evXsWVK1fw8uVLCIVCFBQUAPjf8VpZn4jg6+vL/fE0evRoaGhoQENDo8GOQ6YZUPAIBaYOSktL6aeffqIBAwYQAOrcuTN5e3vTv//+K1HPz8+PtLW1CQBNmzaNbt68yW0rKCggc3NzAkBGRkYUEhJCkydPpjFjxnBDUJOTk8nAwIAAEAAyNjamuLg4uePcvHkztWvXjsLCwhpmx5kG98cffxCfz6etW7dWW+fkyZNkZWXFHQdz586lu3fvSq3r6upKAoGA9PX1ydfXl4KDg0lZWZlsbGzo+fPndPPmTRozZgwBIBMTEwoPD6fXr1+TlpYWTZ8+nYKCgmjLli20du1ars/6HodMsxDIlhho43JyctCtWzcAFZe8OnToUKXOo0ePwOPx0KdPH7n7jYiIgL29PTZu3IivvvqqweJlGt6WLVuwfPlyhIaGYty4cfXur6CgQGLGgZKSErRv315mm7KyMojFYmRnZ1d7nNXlOGSaDbaeDdPwUlNT8f7772P8+PE4evSoosNh5DB37lz8+uuvuH79OgYOHKjocJjWhyUbpmHl5+fDwsICKioquHr1KnejmGneRCIR7OzskJ6ejps3b3LfdhmmgbDF05iGIxaLMWPGDLx8+RKhoaEs0bQgSkpKCA4OBo/HwyeffILS0lJFh8S0MizZMA1m+fLl+PPPP3H69Gloa2srOhymljQ0NHD27FnEx8dj/vz5ig6HaWVYsmEaxLFjx7Blyxbs3r0bw4cPV3Q4TB0NGDAAR44cwc8//4xdu3YpOhymFWHJhqm3yqlovLy82FQ0rYCjoyPWr1+PxYsX4/fff1d0OEwrwQYIMPWSlZWF4cOHw9jYGL/99hubIaCVICLMmjUL4eHhiI6OhoGBgaJDYlo2NhqNqbvi4mKMGjUKeXl5iI6OZjMEtDLFxcWwtrbGy5cv2b8vU19sNBpTdx4eHvj777/ZVDStVIcOHXDq1CkUFRVh2rRpKCsrU3RITAvGkg1TJ5s2bcKRI0fg7++PAQMGKDocppFoamoiNDQU169fl1hunGFqiyUbptYiIiLw9ddfY/PmzbC3t1d0OEwjMzExwZEjR7Bz507s27dP0eEwLRS7Z8PUSkpKCszNzdlUNG3QN998gw0bNuDcuXOwtrZWdDhMy8IGCDDyq5yKpnPnzoiMjKxxckWmdSEizJgxA+fPn0d0dDT09fUVHRLTcrABAoyk/Px8+Pv7Vyl/cyqaoKAglmjaIB6Ph0OHDkFXVxcTJkyQuo7SnTt3kJCQoIDomOaOJRtGwsmTJzFjxgwsX74c5eXlXLmnpyebioaBiooKTp8+jfz8fEyfPl3iGDl58iRGjBhRZVVNhgHAFk9jJH3wwQfE4/GoXbt2NHr0aMrLy6OjR48Sj8ejEydOKDo8ppm4ffs2qaiokJeXF4nFYlq/fj3xeDzi8XjUqVMnKi4uVnSITPPCFk9j/ufJkyfo3bs3tzyvkpISunXrhufPn2Px4sX48ccfFRwh05wcP34cLi4uMDc3x82bNyEWiwFUXG4LDAzElClTFBwh04ywezbM/xw9elRiuhmRSIRnz55BLBbD0tJSgZExzZGNjQ20tbURExPDJRoAaNeuHQ4ePKjAyJjmiCUbhvPzzz9XeUq8rKwMZWVlcHR0xMaNGxUUGdPc3LlzB8OGDcPTp0+rHDPl5eU4f/48srOzFRQd0xyxZMMAAGJjY5Gamip1GxFBLBZj5cqVmD17NkpKSpo4OqY58ff3h7m5OXJzcyESiaTW4fF4Ukc1Mm0XSzYMgIr1aJSVlWXWadeuHU6cOIHg4OAmioppbpKSkjB37lyIRCKZc6WVl5fDz8+vCSNjmjuWbBiUlZXh2LFj1S4FzOPxwOPxMHz4cPz111+YOXNmE0fINBfGxsZISUnBjBkzAAACgUBqPSJCcnIy4uPjmzI8phljyYbBuXPn8OLFC6nbBAIBOnbsCF9fX0RFRcHY2LiJo2Oam549e+L48eOIjIyErq5utWsYKSsr48iRI00cHdNcsWTD4MiRI1BSUpIoEwgE4PF4mD59Oh48eIC5c+eCx+MpKEKmORo1ahQSExOxdetWqKqqVrkMW1paip9//rna+zpM28KSTRuXn5+P0NBQiV8I7dq1g5GREa5fv45jx47h3XffVWCETHOmpKSEL7/8Evfu3cPUqVMBQOKbTl5eHs6dO6eo8JhmhCWbNi4oKIibckRJSQnq6urYtm0b7ty5A3NzcwVHx7QUlZfWLl68iH79+nEJh8/n4/DhwwqOjmkOWLJp4w4fPswlmylTpuD+/fv48ssvq70OzzCyWFtbIzExEevXr0f79u1RVlaGs2fPVntPkGk7qkxXc+PGDWzbtk1R8TBNqKioCL///jvU1NQwbNgwdOvWTdEhKUxQUFCj9NuWz6eioiL89ddfyMzMhImJCfT09BQdEtNEpJxPVaerefz4MXuOoo3IyMiAkZERRo8e3WYTTUZGRqMe7235fFJVVcWIESPw4Ycf4uXLl4oOh2kCss4n6YPk0Xh/6THNx+vXr6GioqLoMBQqMDAQTk5Ojf4+bf18KikpgbKyMhvR2MrJOp+qTTZM69fWEw3TdNhiewwbIMAwDMM0OpZsGIZhmEbHkg3DMAzT6FiyYRiGYRpdm082Dx48gKurKzIyMpqkXW2VlJQgIiICmzZtwvXr17kHMGtSUFCAffv2YcWKFfDz80NRUZHUes+fP8ehQ4ewbt06hISEQCgU1rkvhmmt59Obnj9/jg0bNkjdVttzJT4+Hj/99BP27dvX6PuucPSWgIAAklLcagUFBREACg8Pb5J2tfH06VPq168fHThwgHJycsjT05McHByorKxMZrt//vmHNDU16b333iNlZWUCQHp6epSVlSVR786dOzRw4EC6ceMGFRYW0saNG2nw4MGUmZlZ675aqsY+3tn51LjtaqOu59PbHB0dqUePHlXKa3Ou5OTkkJubG40dO5YePXpU531qbmQc74FtPtkQVfzDN2U7eZSXl9PIkSNpwoQJXFlZWRn17duXli9fLrPt2LFjKT4+noiInj17Ru7u7gSAXF1dJfofMmQIeXl5SbQdPnw42dnZ1aqvlowlm4bX2s6nN+3fv5/ee+89qclG3nMlLS2NNDQ0yNnZuY5703yxZNMCRUZGEgA6e/asRPnatWtJTU2NhEKh1Ha3b9+m48ePS5RlZmZSu3btyNDQkCuLiooiAOTv7y9Rd+HChQSAbt++LXdfLRlLNm1DXc+nN6WkpND8+fNpyZIlVZKNvOdKSUkJmZmZkYGBgVzv2dLISjat+p6NUCjE3r17sXLlShw6dAiJiYlVrtGKxWJERkYiJiaGK3v8+DF27NgBsViMxMREfP/99zh27BjEYrHMdg0pJCQEADBo0CCJ8oEDB6KwsBDh4eFS2+no6HCrKFbS0tLCsGHD8M4773BlKSkpACpWVHyTmZkZAODatWty98W0DW3xfKokEomwevVqbNy4Uep2ec+VVatWISYmBl5eXlBTU6vLrrRYrTbZvHz5EsOGDcPAgQOxevVqhIWFYdCgQbCwsMCSJUsAAMnJyXBycoKNjQ1iY2MBAGfPnsWwYcOwePFi7Ny5E9u2bUN0dDRcXFy4A01aO2kyMzNx7do1ma+oqCipbe/fvw+g4oB9U/fu3QEAqampUtu9++67UqcEefz4McaOHcv9XDl7wO3btyXqVU6WmJ6eLndfTOvXVs+nSuvXr8fixYvRsWNHqdvlPVf8/f0hEAhw9+5d2NjYQF1dHR9++CHi4uJkvn+rUIuvQS3KypUrqW/fvtzPsbGxBIB8fHwk6iUkJBAA2rt3L1e2YsUKAkAXLlzgykxNTWnYsGEy271t27ZtBEDmSyAQSG1rampKfD6/SvmtW7cIAHl4eNT4GVS6fPky9erViwoKCriy9PR0UlZWpmHDhpFYLObKf/vtNwJAO3fulLuvloxdRpNPWz6fLl26ROvWreN+lnYZTZq3z5WMjAwCQEOHDqXnz58TUcWlOS0tLVJXV6eMjIwa+2zu2uRltH///Rc5OTkoLS0FAAwZMgRqamp4/PixRD1pczZV/tVvaGjIlQ0YMADp6eky271t0aJFKCoqkvnKz8+X2lZdXV1qeeVlC01NzRrfv7L+2rVrcebMGYk+e/fuDW9vb8TGxuKzzz5DeHg4tm7dim+++QZAxeclb19M69dWz6e8vDzs2rULq1atqjG+t/t9+1yp/Pbi6OiIrl27AgAMDAywbds2CIVC7Nmzp1bv0dK02mRjbW2NoqIiXLt2DUDFZYDS0lLY2dnVqT8+n1/l/kZNBAIBVFRUanxJ07t3b5SXl6OkpESivKCgAEDFySqPZcuWYenSpTAxMamyzdPTE5cuXYK2tjauXbsGOzs76OjooHPnzlLry+qLad3a6vm0ZMkSmJmZ4cyZMwgJCUFISAju3buH4uJihISE4OLFi1LbSTtXOnfuDADQ0NCQqGthYQHgf/dRW6tWO+uzu7s77t+/j88//xzff/89IiMjsWHDBnz88cdNFkNMTAwuXLggsw6fz4eXl1eVciMjIwAV13z19fW58tzcXADyJZv9+/fDxMQEEyZMqLaOlZUVrKysAABpaWk4c+YMNm/eXOXatDx9Ma1XWz2fcnJycP78eYmyV69eoaioCF988QWMjY1hY2Mjsb26c8XAwAAAqtyX6tOnD5SUlKq9H9RatNpkIxAIoKWlhcOHD0NDQwMTJkxo8mnOU1NTa1w4SyAQSD053Nzc8N133yEqKkri5IiNjcXQoUO5A7c6p06dAhHBxcVFovzy5ctccnlTaWkpnJyc0L9/fyxYsKBefTGtT1s9n8LCwqqUeXl54ejRo1Kf+K/pXBkzZgyio6Mltt27dw8ikQiWlpYy962la7XJZu/evQgODsawYcNQWlqK9PR0aGpqVvnrofJrdeVfOAC4676V16crt5eUlICIwOPxpLZ728yZMzFz5sw6xa+pqYmFCxdi8+bNcHFxAY/HQ3FxMc6ePQt/f3+0ayd5BdTLywsvXryAn58fLly4gI0bN8LZ2Rm7du0CUHENOTk5GQMHDqySIAoLC7FgwQL069cPP/30EwSC/x0Wte2LaZ3a8vkkL3nOla1bt8Lc3BzXr1/HiBEjAACRkZEwMjLC7Nmz67RvLUYtRhO0KKdOnSI1NbUqo1U++ugjbvqI6OhomjJlCgGggQMHUlhYGF26dIl0dXUJALm7u1NWVhb5+/tTp06dCACtW7eOoqKiqrRrDGKxmJYvX07jxo2jnTt30sqVK+no0aNS6xoaGlL37t0pJiZG6n4DoA4dOnCjYIiIcnNz6eDBgzRixAgKCQmp0mdsbKzcfbVUbDSafNrq+SRtKhtPT88qo9Fqc67Ex8eTra0trV27lr7//nsaN26cxBRRLZms0Wg8Ism7dJXLelItb941N+fPn8eTJ08wcuRIZGdno6ioCIWFhQgODsagQYOwYsUKRYcot/LycuTm5qJHjx7V1hEKhRCJRLV62PL06dMYPHgwdHV1GyLMFqmxj3d2PjU/jXU+1VZmZiZUVFRa1QPSMo73oFZ5GS02NhazZ89Geno6+Hy+xDVaa2trBAYGKjC62uPz+TJPDKD6oZ2yODo61jUkpg1h51Pj6NmzZ6O/R3PSKpNNQkICsrKy4Ofnh48++gh9+/bFw4cPcevWLSQkJGDlypWKDpFhWgx2PjENoVUmm9mzZ+Ply5f49ddf8eWXX0IgEGDQoEH47LPPsH79eigrKys6RIZpMdj5xDSEVplseDweli5diqVLl0IkEkFJSUnRITFMi8XOJ6YhtNoZBCqxE4NhGg47n5i6avXJhmEYhlG8VnkZrbkpLS3F1atXERYWBjs7O9jb2ys6JKmEQiECAwPx8OFDmJubw87OTupfsgUFBfjll1+QlpYGfX19zJgxA6qqqgqImGmLWtv59Kb4+HhcuXIFlJVylQAAE7ZJREFUysrKcHBwQK9evZoo2sbHvtk0gcTERAQGBmL79u3IzMxUdDhSpaSkwMTEBJqamvDy8sKrV6+gr6+PK1euVKlnYGCArVu3wsfHB3PmzMHgwYORnZ2toMiZtqY1nU+VcnNz4e7ujpUrV2LixImYN29eq0o0AEs2TcLU1BQeHh6KDkOmJUuWwMrKCvb29lBXV8d///tfWFtbY/Xq1VXqnTt3DqmpqcjIyIC7uzv+/fffWk/BzjB11ZrOJwB4+PAhjIyMUFJSgvDwcPTp00cBETc+lmyaSOV8Y9JW82sOsrKykJSUJFHWvn17iSnZY2NjMXPmTAwePBgA0K1bN6xfvx7t2rXD9evXmzRepm1rDecTUHFJcNq0aejatSt8fX2bMsQm12ru2RARLl++jL/++gt8Ph+GhoZV1tpITU1FdHQ0EhISYGlpiUmTJnHbXr9+jdDQUEyYMAHPnj1DeHg4evbsifHjx4PP5+Pp06c4c+YM2rVrh6lTp6JTp04AgIyMDJw5cwbz58/H5cuXce7cOWhra8PNza3atTXelJmZiT/++AMZGRmwtLSEra1trfapoUyePBlr167F8ePH4ezsDKFQiFOnTmHHjh1cHR0dHZiamkq0q1xn/c3JO5mWj51P9SPP+QQAq1atQkxMDPz8/KCmptYosTQbtZhIrVn7+uuv6cCBA0REFBMTQ8OHD5fY7uPjQ6NGjSKxWExpaWmko6NDe/bsIaKKZV/fe+89AkBbt26luXPnkpeXF6mqqtInn3xCBw4coJkzZ9L06dOJx+PR+PHjiYjo+PHj9M4775CKigp9/vnn5OrqSvb29gSAzMzMqLS0lHv/pKQkAkB+fn5c2cWLF2nOnDkUFxdHgYGBpK6uTgsWLJB7n9705MkTunr1qszXtWvXqm2fnZ1N/fv3JwC0ZMkSGj16tNTJOaXR1NSk9evXy1W3uWETcUrHzqemOZ+0tbVJIBDQl19+SdbW1qSmpkYffPABxcbGVtt3cyZrIs5WkWzEYjFpaGhQZGQkV+bt7S1RR19fX2KdcUdHR7K3t+d+rlzfPCgoiCurXDv95MmTXNmqVauoffv2VF5eTkREzs7OxOPxKDExkauzZs0aAkC+vr5c2dsnR0FBAenq6pJQKOTquLm5EQC6ceOGXPv0pvqsz17p2bNnpKenRwDIwsKCsrOzZdYnqrrOekvDkk1V7HxqmvMpIyODANDQoUO5WaFTUlJIS0uL1NXVKSMjQ2b/zZGsZNMq7tnweDz0798fTk5OCA0NBVCxLOubLl26BG9vbwBAcnIyHj9+jHv37nHbK5dsHTRoEFfWv39/ABXrrVcyNDRESUkJNwpGTU0NAoEAxsbGXJ0VK1ZAIBBUO/IEAPz9/fH69Wt4eXnBw8MDHh4eyMrKgp6eHu7fvy/XPr2pPuuzVzp48CCsrKzg6uqKGzdu4P3335dYJ/5t0tZZZ1o+dj41zfkUFxcHoGJC3K5duwKoWM1z27ZtEAqF2LNnj8z+W5pWc6F9165dmDp1KhwdHWFra4sTJ05IzOyqra2NiIgIhIWFwcrKCnp6elWWZ31bhw4dqpRVjpMvLCystp2qqip69eqFnJycauskJSVBS0sLu3fvrvM+vUkgENTrvsnhw4cREBCAmJgYCAQCWFpaYt68efDw8MDZs2eltpG2zjrTOrDzqfHPp8qErKGhIdHWwsICQMXw6dak1SSboUOHIi4uDitWrMC+fftgamr6f+2de0yV9R/H33gEhOKXXbg1EEMgCAaBY6jZFGsRA4FcBTOD5OYoZ5Iw5jRmrMso3c4Um2KeykRGEUwSZrFCtLitY4KKiIUIBKjBwAN4jlw+vz/YefRwbs+5PArH72s7G+f7fM73+X6OnzdfeZ7v833j/Pnz3P8YPvzwQ+6Go52dHX788UfBxqJQKNDf34+IiAitMSKRCJcvX9a515S+nO7FFH92APj2228RGRnJCSw5ORl//vknDh8+jKGhISxcuFAlXpvPOsMyYHoSXk9KK+qZk/SiRYtgbW2t5oI617GIy2gKhQLfffcdHBwcsH//flRWVqKvrw9lZWUAgKtXr+Ljjz/Ghg0buBUtU1NTgo2noaEBcrkc0dHRWmOCgoIwOjqqttxxaGgIX375pd6cZqL0Z9f10vULoaWlBUNDQyptsbGxuHPnDq5fv67SrstnnTH3YXq6P3pycXFBREQEGhoaVOKuXLmC8fFxvPDCCzq/l7mGRfxlQ0Q4cOAANmzYACsrK7zyyit46qmnuD9PR0ZGAExf101ISOC2hFAoFBgZGQERQSaTAYDKOnjl5wYHB7FkyRIAd//cvzduYmICly5dgp+fHwCgtLQUq1atUhHH8PCwSp/x8fHYuXMnsrKyOCGdP38epaWlOHz4sN6cZmKKPzswfd24vLwcBQUFnB97Q0MDAgMD4e3tzcXx8VlnzG2Ynu6fnvbs2YNly5ahrq4OK1asAADU1NTAz88P77zzjtHnn5UYsJpg1nL79m1ydXWlhIQE+uGHH2j37t2Um5urEpOcnEzz588nLy8vOnDgAJWWlpKNjQ2tWbOGTpw4QUFBQQSAkpKSqKOjg2pqaigkJIQAUFRUFF28eJHq6upo2bJlBIDefPNNam9vp02bNpFIJKLNmzdTdnY2JSQk0Nq1a+nWrVvcuRsbGykiIoIAUHBwMFVVVRERUWtrK/n4+HCrW/z9/ens2bO8czIno6OjlJKSQgEBASQWiyk1NZViYmKoo6ODizHEZ32uwFajqcP0ZDp89KSkubmZXnrpJcrNzaVPPvmEoqOjqbe3V7CxCYnFL30mIhofHyeFQkHXrl3TGnNvwRIRyeVyk8+7adMmsra2JiKirq4uGh4eNriPzs5OjePmk5O5GR0dpdbWVhocHLxv53yQsMlGM0xP5sEQPf37779zXne6JhuLuIwG3N2+Qte+QjNvuNna2pp1DO7u7kZ9zsPDQ2M7n5zMjb29PXf5gvHwwvRkHgzR09NPPy3waB4sFrFA4EEyNjaGiYkJ7toxg8EwHqYny4VNNiZQVFSEX375BUSEnJwcnDt37kEPicGYszA9WTYWcxntQRAdHY2oqCjuvbkvIzAYDxNMT5YNm2xMQPkEMIPBMB2mJ8uGXUZjMBgMhuDMmr9s5oqvODDtrFdfX8+99/HxwdKlS7n3CoWC881YuXIlwsLCIBKJDDrHwMAACgsLsX37dpV2Pr7mxnifa8PUXPr7+9HW1obVq1eb1HdlZaXKxofd3d3YvHkz+vv70djYyLU/++yzap47DyNMT3fRVYMymQzHjh3D1atX4eXlhfXr18Pe3l4tTlv9aYrVhbG58BmnobrX9L10dHQIpycD1kkLilQqpfT0dALAeU7MVo4ePUoAqLi4mPr6+lSeN7h+/To988wzdOjQIbp58yZlZ2dTVFQUTUxMGHSOuLg4cnZ2Vmlra2sjLy8vqqysJJlMRseOHaNFixZRbW2tQTF8MSWXGzdu0LZt28jOzo62bNliUt+XLl0iKysrlYdIExISiIhoZGSEOjs76cyZM2RtbU2ZmZkG5Wipz9kwPemvwba2NnJxcSFvb2+ysbEhALRkyRLq6+tTidNVf4ZgbC58xmmI7nV9LwLqaXY91Nnc3DynxDE0NKTSPjk5SStXrqSYmBiubWJigjw8PCgnJ4d3/4WFheTt7a022URGRlJKSopKW1JSEr344osGxfDB1Fyampq4f8+ZBW1o32lpaVRTU0NdXV3c6/bt22pxixcvZpPNPTzsetJVg0TTWmlubiai6V/AqampBICSk5NV4vjWny5MyYXPOA3Rvb7vRYmZ9TS7/Gxmu6+4Pk6fPo3ff/8daWlpXJtIJEJSUhIKCgp0bqOupL29HX/99ZfGTQf5+Jrz9T4XOpfQ0FD4+vqa3Hd/fz9aWlrg5eUFd3d37qVpu3qGKg+7nnTVoFQqxVtvvYXAwEAAgKOjI/Ly8jBv3jzU1dVxceaqP2Nz4TtOQ3Sv63sREpMnm5qaGuTn5yM/Px9fffUV137q1Cnk5+fj66+/5tra29tx5MgRZGVloby8XG/fP/30E8RiMdevTCbD/v37IRaLUVJSohLb29sLiUSCvLw8/Prrr6amZRTKHWTvNYwCgICAAIyOjqKqqkrn58fHx7Fz507k5+drPL5u3To0NDTg6NGjAMD5mm/dutWgmPuRi7n63rdvHxobG+Hu7g5PT0988803ICKjzz3bYXq6i5A1uHjxYqxfv16lzdXVFUuXLsXjjz/OtZmr/ozNhe84zaV7ITF5gUB4eDjEYjEqKipUbvIpHerOnDkDABCLxTh+/Dh+++03XLt2DeHh4ejv70dGRobWvteuXYuAgAAMDw8jNTUVDg4OSExMhJubG/z9/REfHw9gWqDFxcXIyMiAg4MD4uLikJiYqNVIqbe3Fx0dHTrzsrKyMniL77///hvAdDHci5OTE4DpXw66yMvLw9atW7X6WKSnp6OoqAhvv/02zp49i4sXL+LgwYN47bXXDIq5H7mYq+9Vq1ZhfHwc9fX1aGxsxMaNG1FUVISTJ08avOhiLsD0dBcha/DJJ5/U2N7d3Y13332Xe2+u+jM2F77jNJfuBcWAa25a+eeff2jevHm0Y8cOrq2zs5PS0tK49/o8y4nUfcWJiF5//XVyc3NTiQsJCaHly5cTkX7vcU2Y6i+u7RpzSEgIiUQitfimpiYCoJL/TE6dOkW7du3i3mdmZqrdsyHS72vON0YfpuSiRKFQaLwubGzf586dI19fXwJAn332mdpxS7lnw/R0d1xC1aAmamtryc3NjWQymcbj+upPF+bIRd84DdE9n+9lVt6z8fT0xKuvvgqJRIKJiQkAgEQiQXp6Ohejz7PcWPR5j2vCHP7imnj00Uc1tk9OTgKYNkvSxNDQEAoKCrBjxw6959Dna843RqhchOw7KCgIUqkUbm5uKC4uNvr8sx2mp2mErEFNfebm5qKiokLreU2pP3Plomuc5tC9kJjtOZv33nsPUVFRqKioQFxcHJqbm/HRRx9xx43xLOcDH+/xmZjqL64Nd3d3TE5OQqFQqGy1oTSSeu655zR+LjMzE6GhoaioqODarly5ArlcjrKyMixcuBBr1qzh5WvOJ0bIXITu297eHrGxsZBIJEaffy7A9CRsDc4kKysLH3zwAYKDg3XGGVt/5spF2zjNpXshMVuFREZGwtPTEwcPHsSCBQsQGRmpclwoz3I+3uMzMdVfXBvKrcS7u7vh5eXFtf/3338AtBfUzZs3UV1drdI2PDyMsbExbNmyBf7+/lizZg0vX3M+MULmcj/69vX15fzbLRWmJ2Fr8F4KCwsRHByMmJgYXvHG1J85ctE1TnPpXkjMtvTZysoKGRkZqK6uxp49e1RWUJjiWT5//nzI5XKtx/V5j2vCVH9xbaSkpMDW1hZ//PGHSrtUKsXzzz+vtUBPnDiBnp4elVdGRgYcHR3R09ODn3/+GQA/X3M+MULmcj/6Li8vR2xsrNHnnwswPQlbg0rKy8tBREhMTFRpr62t1fkZQ+vPHDWva5zm0r2gGHCDRy8DAwNkZ2dH6enpKu0tLS0EgFavXk3Dw8N0+vRpcnV1pSeeeIJkMhn3xHBdXR0BILFYzH1WIpEQAJJIJDQyMkISiYQ8PDzI2dmZBgcHSS6Xk7u7O9nY2NDnn39Ora2tVFJSQm+88Yaak6C50HZDk4ho27Zt5O/vT1NTU0Q0bUfr4+NDUqlUJS47O1vtIayZx2cuENi4cSO5uLjQ5OQk17Zr1y4KDAzk2vjEKElLS6PIyEitNxJNzaW/v58AqNUD374vX75M77//PmftS0R04cIFCgsLozt37qj1aSkLBJQwPQlbg9XV1RQWFkb79u3jXmKxmNLT02nv3r0G159QetI3TiLDdK/ve1Fi7gUCZt9BIDk5We3LU7Zr8ywfGBjQ6isuk8k4n3I/Pz8qKyujdevWUUREBPdktC7vcSHQJY6pqSnKycmh6Oho2rt3L23fvp2OHDmiFufr60tOTk5at6rQNNnw8TU3xPtcuXJl9+7dGsdgSi5VVVUUHx9PAMjJyYkOHTqksr0Gn76lUik99thjBIDCw8MpJyeH8vPzaWxsTON4LW2yIWJ6EqoGpVIpPfLIIxpXzi1YsIAGBgYMrj8h9MRnnESG6V6fNpXM+slmdHRU6zFTPMtv3LjB/axtqwht3uPmRpc4lExMTOhceiiTyYz2G+fja84nRi6XU0lJCR0/flzn+YTMRV/fcrmc2tvbqaenR29fljjZMD1NI2QN6sKQ+psNeuKje76Ye7Ix+xISXbugmuJZ7ujoyP2sbasIbd7jQqFrCxiRSARnZ2etx7UtheQDH19zPjEKhQL19fX44osvdMYJmYu+vm1tbeHt7c2rL+UyUkuC6WkaIWtQF4bU32zQEx/d88Xcepo1FgNzCWtra/zvf/9Damoqli9fjtDQULz88ssPelgG09TUhE8//VSQZav3iwsXLuDkyZPo6urCrVu32J5pcxCmp9mDkHqyIlLd6Of7779HfHy8Re8/xWAoEbremZ4YDxM66v2HWbXrM4PBYDAsEzbZMBgMBkNw2GTDYDAYDMFhkw2DwWAwBIdNNgwGg8EQHDbZMBgMBkNwtC4In6u+5QzGbITpifGwozbZrFixQs2PnMFgGAfTE4MxjdpDnQwGg8FgmBn2UCeDwWAwhIdNNgwGg8EQHDbZMBgMBkNw/g9elNiPzf1hVQAAAABJRU5ErkJggg==\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #2\n", "weight 1.21\n", "train error 0.23\n", "test score: 63.16%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #3\n", "weight 1.19\n", "train error 0.23\n", "test score: 73.68%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #4\n", "weight 0.52\n", "train error 0.37\n", "test score: 66.67%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #5\n", "weight 1.07\n", "train error 0.26\n", "test score: 59.65%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #6\n", "weight 0.73\n", "train error 0.33\n", "test score: 63.16%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #7\n", "weight 0.50\n", "train error 0.38\n", "test score: 43.86%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #8\n", "weight 0.69\n", "train error 0.33\n", "test score: 82.46%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Tree #9\n", "weight 0.47\n", "train error 0.38\n", "test score: 43.86%\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<IPython.core.display.Image object>" ] }, "metadata": { "image/png": { "width": 200 } }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "from sklearn.ensemble import AdaBoostClassifier\n", "from sklearn.model_selection import train_test_split\n", "\n", "df = pd.read_csv(\"data/beers.csv\")\n", "print(df.head(2))\n", "\n", "features_4d = df.iloc[:, :-1]\n", "labelv = df.iloc[:, -1]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=10)\n", "\n", "# 10 single decision node trees\n", "# (Note: with default real AdaBoost 'SAMME.R' algorithm all weights are 1 at the end)\n", "classifier = AdaBoostClassifier(n_estimators=10, algorithm='SAMME', random_state=0)\n", "classifier.fit(X_train, y_train)\n", "\n", "print()\n", "print()\n", "print(\"Random Forest\")\n", "print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n", "print()\n", "for i, internal_classifier in enumerate(classifier.estimators_):\n", " print()\n", " print(\"Tree #{}\".format(i))\n", " # Note: \n", " print(\"weight {:.2f}\".format(classifier.estimator_weights_[i]))\n", " print(\"train error {:.2f}\".format(classifier.estimator_errors_[i]))\n", " print('test score: {:.2f}%'.format(100*internal_classifier.score(X_test, y_test)))\n", " plot_decision_tree(internal_classifier, features_4d.columns.values, width=200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other boosting methods\n", "\n", "In practice you will mostly want to use other than AdaBoost methods for boosting.\n", "\n", "#### Gradient Tree Boosting (GTB)\n", "\n", "It re-formulates boosting problem as an optimization problem which is solved with efficient Stochastic Gradient Descent optimization method (more on that in the neuronal networks script).\n", "\n", "In contrast to AdaBoost, GTB relies on using decision trees.\n", "\n", "In particular, try out [XGboost](https://xgboost.readthedocs.io/en/latest/); it's a package that won many competitions, cf. [XGboost@Kaggle](https://www.kaggle.com/dansbecker/xgboost). It is not part of scikit-learn, but it offers a scikit-learn API (see https://www.kaggle.com/stuarthallows/using-xgboost-with-scikit-learn ).\n", "\n", "#### Histogram-based Gradient Boosting Classification Tree.\n", "\n", "Scikit-learn own new fast and performant implementation of boosting based on decision trees; see [`HistGradientBoostingClassifier` documentation](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.HistGradientBoostingClassifier.html).\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why does ensemble learning work?\n", "\n", "* Probability of making an error by majority of the classifiers in the ensemble is much lower then error that each of the weak classifiers makes alone.\n", "\n", "* An ensemble classifier is more roboust (has lower variance) with respect to the training data.\n", "\n", "* The weak classifiers are small, fast to learn, and, in case of averaging, they can be learnet in parallel.\n", "\n", "In general, **usually ensemble classifier performs better than any of the weak classifiers in the ensemble**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coding session\n", "\n", "For the `\"beer.csv\"` data compare mean cross validation accuracy, precision, recall and f1 scores for all classifiers shown so far. Try to squeeze better than default performance out of the classifiers by tuning their hyperparameters. Which ones perform best?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import cross_val_score\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import LinearSVC, SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", "\n", "df = pd.read_csv(\"data/beers.csv\")\n", "features_4d = df.iloc[:, :-1]\n", "labelv = df.iloc[:, -1]\n", "\n", "# classifier = ...\n", "# cross_val_score(classifier, features_4d, labelv, scoring=\"recall\", cv=5)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "solution" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LogisticRegression\n", "\t5-fold CV mean accuracy: 0.91\n", "\t5-fold CV mean precision: 0.91\n", "\t5-fold CV mean recall: 0.93\n", "\t5-fold CV mean f1: 0.92\n", "\n", "LinearSVC\n", "\t5-fold CV mean accuracy: 0.91\n", "\t5-fold CV mean precision: 0.90\n", "\t5-fold CV mean recall: 0.94\n", "\t5-fold CV mean f1: 0.92\n", "\n", "SVC\n", "\t5-fold CV mean accuracy: 0.96\n", "\t5-fold CV mean precision: 0.94\n", "\t5-fold CV mean recall: 1.00\n", "\t5-fold CV mean f1: 0.97\n", "\n", "DecisionTreeClassifier\n", "\t5-fold CV mean accuracy: 0.90\n", "\t5-fold CV mean precision: 0.92\n", "\t5-fold CV mean recall: 0.89\n", "\t5-fold CV mean f1: 0.91\n", "\n", "RandomForestClassifier\n", "\t5-fold CV mean accuracy: 0.90\n", "\t5-fold CV mean precision: 0.89\n", "\t5-fold CV mean recall: 0.93\n", "\t5-fold CV mean f1: 0.91\n", "\n", "AdaBoostClassifier\n", "\t5-fold CV mean accuracy: 0.92\n", "\t5-fold CV mean precision: 0.92\n", "\t5-fold CV mean recall: 0.95\n", "\t5-fold CV mean f1: 0.93\n", "\n" ] } ], "source": [ "# SOLUTION\n", "from sklearn.model_selection import cross_val_score\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.svm import LinearSVC, SVC\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier\n", "\n", "classifiers = [\n", " LogisticRegression(C=100),\n", " LinearSVC(C=10, max_iter=25000),\n", " SVC(C=30, gamma=0.1), # but, we didn't scale the features, did we?\n", " DecisionTreeClassifier(max_depth=7, random_state=0),\n", " RandomForestClassifier(max_depth=4, n_estimators=10, max_features=2, random_state=0),\n", " AdaBoostClassifier(n_estimators=20, random_state=0),\n", "] \n", "\n", "df = pd.read_csv(\"data/beers.csv\")\n", "features_4d = df.iloc[:, :-1]\n", "labelv = df.iloc[:, -1]\n", "\n", "for classifier in classifiers:\n", " print(classifier.__class__.__name__)\n", " for scoring in [\"accuracy\", \"precision\", \"recall\", \"f1\"]:\n", " scores = cross_val_score(classifier, features_4d, labelv, scoring=scoring, cv=5)\n", " print(\"\\t5-fold CV mean {}: {:.2f}\".format(scoring, scores.mean()))\n", " print()\n", " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below you will find a table with some guidelines, as well as pros and cons of different classication methods available in scikit-learn.\n", "\n", "<div class=\"alert alert-block alert-warning\">\n", " <p><i class=\"fa fa-warning\"></i> <strong>Summary table</strong></p>\n", "\n", "<p>\n", "<em>Disclaimer</em>: this table is neither a single source of truth nor complete - it's intended only to provide some first considerations when starting out. At the end of the day, you have to try and pick a method that works for your problem/data.\n", "</p>\n", "\n", "<table>\n", "<thead>\n", "<tr>\n", "<th style=\"text-align: center;\">Classifier type</th>\n", "<th style=\"text-align: center;\">When?</th>\n", "<th style=\"text-align: center;\">Advantages</th>\n", "<th style=\"text-align: center;\">Disadvantages</th>\n", "</tr>\n", "</thead>\n", "<tbody>\n", "<tr>\n", "<td style=\"text-align: left;\">Nearest Neighbors<br><br><code>KNeighborsClassifier</code></td>\n", "<td style=\"text-align: left;\">- numeric data<br> - when (fast) linear classifiers do not work</td>\n", "<td style=\"text-align: left;\">- simple (not many parameters to tweak), hence, a good baseline classifier</td>\n", "<td style=\"text-align: left;\">- known not to work well for many dimensions (20 or even less features)</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Logistic Regression<br><br><code>LogisticRegression</code></td>\n", "<td style=\"text-align: left;\">- high-dimensional data<br> - a lot of data</td>\n", "<td style=\"text-align: left;\">- fast, also in high dimensions<br> - weights can be interpreted</td>\n", "<td style=\"text-align: left;\">- data has to be linearly separable (happens often in higher dimensions)<br> - not very efficient with large number of samples</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Linear SVM<br><br><code>LinearSVC</code></td>\n", "<td style=\"text-align: left;\">same as above but might be better for text analysis (many features)</td>\n", "<td style=\"text-align: left;\">same as above but might be better with very large number of features</td>\n", "<td style=\"text-align: left;\">same as above but possibly a bit better with large number of samples</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Kernel SVM<br><br><code>SVC</code></td>\n", "<td style=\"text-align: left;\">same as above but when linear SVM does not work<br>- not too many data points</td>\n", "<td style=\"text-align: left;\">same as above but learns non-linear boundaries</td>\n", "<td style=\"text-align: left;\">same as above but much slower and requires data scaling<br>- model is not easily interpretable</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Decision Tree<br><br><code>DecisionTreeClassifier</code></td>\n", "<td style=\"text-align: left;\">- for illustration/insight<br> - with multi-class problems <br> - with categorical or mixed categorical and numerical data</td>\n", "<td style=\"text-align: left;\">- simple to interpret<br> - good classification speed and performance</td>\n", "<td style=\"text-align: left;\">- prone to overfitting<br> - instable: small change in the training data can give very different model</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Ensemble Averaging<br><br><code>RandomForestClassifier</code></td>\n", "<td style=\"text-align: left;\">- when decision tree would be used but for performance</td>\n", "<td style=\"text-align: left;\">- fixes decision tree issues: does not overfit easily and is stable with respect to training data<br> - takes into account features dependencies<br> - can compute predicitve error when learning<br> ...</td>\n", "<td style=\"text-align: left;\">- harder to interpret than a single decision tree</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Boosting<br><br><code>AdaBoostClassifier</code> (<code>XGBClassifier</code>, <code>HistGradientBoostingClassifier</code>)</td>\n", "<td style=\"text-align: left;\">same as aobove</td>\n", "<td style=\"text-align: left;\">- works very well out-of-the-box<br>- better performane and more interpretable than random forest when using depth 1 trees</td>\n", "<td style=\"text-align: left;\">- more prone to overfitting than random forest</td>\n", "</tr>\n", "<tr style=\"border-bottom:1px solid black\">\n", " <td colspan=\"100%\"></td>\n", "</tr>\n", "<tr>\n", "<td colspan=\"100%\" style=\"text-align: center;\"><em>[not shown here]</em></td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Naive Bayes<br><br><code>ComplementNB</code>, ...</td>\n", "<td style=\"text-align: left;\">- with text data</td>\n", "<td style=\"text-align: left;\">...</td>\n", "<td style=\"text-align: left;\">...</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Stochastic Gradient<br><br><code>SGDClassifier</code></td>\n", "<td style=\"text-align: left;\">- with really big data</td>\n", "<td style=\"text-align: left;\">...</td>\n", "<td style=\"text-align: left;\">...</td>\n", "</tr>\n", "<tr>\n", "<td style=\"text-align: left;\">Kernel Approximation<br><br>pipeline: <code>RBFSampler</code> or <code>Nystroem</code> + <code>LinearSVC</code></td>\n", "<td style=\"text-align: left;\">- with really big data and on-line training</td>\n", "<td style=\"text-align: left;\">...</td>\n", "<td style=\"text-align: left;\">...</td>\n", "</tr>\n", "</tbody>\n", "</table>\n", "\n", "</div>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You should be able now to understand better the classification part of the [\"Choosing the right estimator\" scikit-learn chart ](https://scikit-learn.org/stable/tutorial/machine_learning_map/):\n", "\n", "\n", "<table>\n", " <tr><td><img src=\"./images/scikit-learn_ml_map-classification.png\" width=800px></td></tr>\n", " <tr><td><center><sub>Source: <a href=\"https://scikit-learn.org/stable/tutorial/machine_learning_map/\">https://scikit-learn.org/stable/tutorial/machine_learning_map/</a></sub></center></td></tr>\n", "</table>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Copyright (C) 2019 ETH Zurich, SIS ID" ] } ], "metadata": { "celltoolbar": "Tags", "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": "3.6.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }