{ "cells": [ { "cell_type": "markdown", "id": "oZ511soZ8yH3", "metadata": { "id": "oZ511soZ8yH3" }, "source": [ "# **Visualisation de données sur Seaborn**\n", "\n", "---\n", "\n", "\n", "---\n", "\n" ] }, { "cell_type": "markdown", "id": "PMlRa4bO9igp", "metadata": { "id": "PMlRa4bO9igp" }, "source": [ "# Introduction\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "00ec26b2", "metadata": { "id": "00ec26b2" }, "source": [ "Afin d’utiliser seaborn, nous allons d’abord importer les bibliothèques nécessaires." ] }, { "cell_type": "code", "execution_count": 1, "id": "a0640849", "metadata": { "id": "a0640849" }, "outputs": [], "source": [ "import seaborn as sns\n", "import seaborn.objects as so\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "from matplotlib.patches import Ellipse" ] }, { "cell_type": "markdown", "id": "8a76a386", "metadata": { "id": "8a76a386" }, "source": [ "Nous allons charger un jeu de données parmi ceux mis gratuitement à disposition par seaborn." ] }, { "cell_type": "code", "execution_count": 2, "id": "6c0ba412", "metadata": { "id": "6c0ba412", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2599a10f-9af1-4a81-bbbf-d05ce3afc8c3" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " species island bill_length_mm bill_depth_mm flipper_length_mm \\\n", "0 False False False False False \n", "1 False False False False False \n", "2 False False False False False \n", "3 False False True True True \n", "4 False False False False False \n", ".. ... ... ... ... ... \n", "339 False False True True True \n", "340 False False False False False \n", "341 False False False False False \n", "342 False False False False False \n", "343 False False False False False \n", "\n", " body_mass_g sex \n", "0 False False \n", "1 False False \n", "2 False False \n", "3 True True \n", "4 False False \n", ".. ... ... \n", "339 True True \n", "340 False False \n", "341 False False \n", "342 False False \n", "343 False False \n", "\n", "[344 rows x 7 columns]\n", "species False\n", "island False\n", "bill_length_mm True\n", "bill_depth_mm True\n", "flipper_length_mm True\n", "body_mass_g True\n", "sex True\n", "dtype: bool\n" ] } ], "source": [ "data=sns.load_dataset(\"penguins\")\n", "print(data.isnull())\n", "print(data.isnull().any())" ] }, { "cell_type": "markdown", "id": "e78894dd", "metadata": { "id": "e78894dd" }, "source": [ "Si nous voulons travailler avec des points de données contenant toutes les variables, nous pouvons utiliser la fonction dropna afin de supprimer les points de données incomplets." ] }, { "cell_type": "code", "execution_count": null, "id": "20cfdb49", "metadata": { "id": "20cfdb49" }, "outputs": [], "source": [ "data.dropna(subset=[\"body_mass_g\"])" ] }, { "cell_type": "markdown", "id": "yu0zO1IZ9zCw", "metadata": { "id": "yu0zO1IZ9zCw" }, "source": [ "# Graphiques de données quantitatives\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "363c0bdd", "metadata": { "id": "363c0bdd" }, "source": [ "Nous allons d'abord travailler avec les relplots. Ce sont des graphiques permettant de réaliser des nuages de points. Seaborn nous permet de choisir les variables des axes x et y, et d'ajouter la représentation d'autres variables grâce aux paramètres hue, style et size. Le paramètre col permet de séparer les données en différents graphiques en fonction d'une variable spécifique." ] }, { "cell_type": "code", "execution_count": null, "id": "6188b0a4", "metadata": { "id": "6188b0a4" }, "outputs": [], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.relplot(data=data,x=\"bill_length_mm\",y=\"bill_depth_mm\",hue=\"species\",style=\"sex\",size=\"body_mass_g\",col=\"island\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "05c34982", "metadata": { "id": "05c34982" }, "source": [ "Nous avons 3 graphiques, un pour chaque île. La couleur représente l’espèce, le type de point représente le sexe et la taille du point représente la masse corporelle.\n", "\n", "Si nous voulons ajouter une représentation statistique de nos données en plus des points, nous pouvons utiliser Matplotlib pour tracer une ellipse de confiance. La fonction suivante, add_confidence_ellipse, utilise Ellipse de Matplotlib afin de la tracer. Le paramètre n_std de la fonction nous permet de choisir l’intervalle de confiance souhaité." ] }, { "cell_type": "code", "execution_count": null, "id": "d0cf097c", "metadata": { "id": "d0cf097c" }, "outputs": [], "source": [ "df = sns.load_dataset(\"penguins\")\n", "df = df[[\"species\", \"bill_length_mm\", \"body_mass_g\"]].dropna()\n", "\n", "g = sns.relplot(\n", " data=df,\n", " x=\"bill_length_mm\",\n", " y=\"body_mass_g\",\n", " hue=\"species\",\n", " kind=\"scatter\",\n", " height=5\n", ")\n", "ax = g.ax\n", "\n", "def add_confidence_ellipse(x, y, ax, n_std=2.0, **kwargs):\n", " cov = np.cov(x, y)\n", " mean = np.mean(x), np.mean(y)\n", " eigvals, eigvecs = np.linalg.eigh(cov)\n", " order = eigvals.argsort()[::-1]\n", " eigvals, eigvecs = eigvals[order], eigvecs[:, order]\n", " angle = np.degrees(np.arctan2(*eigvecs[:, 0][::-1]))\n", " width, height = 2 * n_std * np.sqrt(eigvals)\n", " ellipse = Ellipse(\n", " xy=mean,\n", " width=width,\n", " height=height,\n", " angle=angle,\n", " fill=False,\n", " **kwargs\n", " )\n", " ax.add_patch(ellipse)\n", "\n", "palette = sns.color_palette()\n", "\n", "for i, species in enumerate(df[\"species\"].unique()):\n", " subset = df[df[\"species\"] == species]\n", " add_confidence_ellipse(\n", " subset[\"bill_length_mm\"],\n", " subset[\"body_mass_g\"],\n", " ax,\n", " edgecolor=palette[i],\n", " linewidth=2\n", " )\n", "\n", "ax.set_xlabel(\"Bill length (mm)\")\n", "ax.set_ylabel(\"Body mass (g)\")\n", "ax.set_title(\"95% Confidence Ellipse by Species — Penguins\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "620810b1", "metadata": { "id": "620810b1" }, "source": [ "On peut choisir le type « line » afin de représenter les données avec des lignes." ] }, { "cell_type": "code", "execution_count": 3, "id": "abcf072d", "metadata": { "id": "abcf072d", "colab": { "base_uri": "https://localhost:8080/", "height": 507 }, "outputId": "146c6805-2424-45a1-9ee2-37413eeb10f6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ], "source": [ "df = sns.load_dataset(\"penguins\")\n", "sns.relplot(data=df,x=\"bill_length_mm\",y=\"bill_depth_mm\",hue=\"species\",style=\"sex\",col=\"island\",kind=\"line\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "dac5e185", "metadata": { "id": "dac5e185" }, "source": [ "Les données ne sont pas les plus adaptées à l’utilisation du type « line », mais on remarque que le paramètre size n’est plus utilisé, car il ne fonctionne pas avec les lignes." ] }, { "cell_type": "markdown", "id": "wYNdo3mWDDD5", "metadata": { "id": "wYNdo3mWDDD5" }, "source": [ "On peut utiliser la fonction displot de Seaborn afin de tracer la distribution statistique de nos données." ] }, { "cell_type": "code", "execution_count": 4, "id": "H4aqV1o_zONV", "metadata": { "id": "H4aqV1o_zONV", "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "outputId": "7e6dc23c-4d43-48d1-d2b9-be22c41f9cbe" }, "outputs": [ { "output_type": "display_data", "data": { 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\n" }, "metadata": {} } ], "source": [ "sns.displot(data=data, x=\"bill_length_mm\", rug=True, hue=\"sex\", bins=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "M4Y41U1ozeUw", "metadata": { "id": "M4Y41U1ozeUw" }, "source": [ "Par exemple, avec kind=\"kde\", on obtient une estimation de densité par noyau (kernel density estimation) des données. Le paramètre rug permet d’afficher les points de données individuels sur l’axe. Le paramètre bins permet de choisir le nombre de barres affichées. Ainsi, un nombre plus élevé de bins augmente la précision de la distribution représentée." ] }, { "cell_type": "code", "execution_count": 5, "id": "eba75690", "metadata": { "id": "eba75690", "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "outputId": "100336d2-4b19-43e3-993a-d4bf68b2b324" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.displot(data=data,x=\"bill_length_mm\", rug=True, hue=\"sex\", kind=\"kde\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "5a4557a8", "metadata": { "id": "5a4557a8" }, "source": [ "Si nous attribuons une variable à l’axe y, on obtient un graphique KDE en 2D. Il fonctionne essentiellement comme une courbe de niveau. Chaque courbe correspond à des points de données ayant une densité de probabilité similaire. Le centre d’un ensemble de courbes correspond à une zone de forte densité." ] }, { "cell_type": "code", "execution_count": 6, "id": "36fb9c95", "metadata": { "id": "36fb9c95", "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "outputId": "c662ebec-84cc-4721-eae8-64e5e46903f5" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.displot(data=data,x=\"bill_length_mm\", y=\"bill_depth_mm\", rug=True, hue=\"sex\", kind=\"kde\")\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "472dcabf", "metadata": { "id": "472dcabf" }, "source": [ "L’autre type de graphique de distribution est la fonction de distribution empirique (ECDF). Cette distribution est univariée, donc seul l’axe des x doit être défini." ] }, { "cell_type": "code", "execution_count": 7, "id": "8bfcab9d", "metadata": { "id": "8bfcab9d", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "48475781-c0e8-4be7-855b-1c4a88cddbb4" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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nuPnmmyt8vLFjx5rOnTubzz//3OzcudOsWrXKvPfee6Ve47Rp00xMTEyZj927d5e4748//mhsNpuZPn16ue+lJHP++eebN99803zzzTfm/vvvN/Xr1zc//vijMcaY1atXG0nm0KFDxhhjFi5caBwOh0lOTjaff/652bBhg2nXrp25/fbbjTHGeL1eExcXZyZMmGCys7PNV199ZRYtWmR2795t3G63eeihh8zll19u9u7da/bu3WvcbnegjubNm5v09HSzfft2s3v3buPxeMykSZPM559/bnbs2GFef/1143K5zJIlSwL1V+RrXZLWrVub1atXl/r6jTfeaK6//nrzn//8x2zfvt28//775uOPPzbGGHPo0CHTrFkzM3HiRLNlyxazceNGc/3115trr702sP/DDz9sWrdubQ4fPmw2btxonE6neffdd0s93+7du8v9ek+bNq3U/U99nb7++msTFRUV+N74y1/+Yjp16mTeeecdU/TH+7fffmtmzpxpvvjiC7N9+3bzxz/+0djtdpOVlRVoc/XVV5sHHngg8Pzuu+82V155pfnkk09Mdna2mTlzpomKijLbtm0rtS4A1Ye+kb7xFPpGU+LXqSiPx2PatWtn7rrrLvOf//zHfPXVV+b22283l1xyiSkoKAi8jw0aNDBjx441W7duNQsWLDCSTEpKipk2bZrZtm2bmTp1qnE4HCYnJydw7KlTp5q1a9eanTt3mvfee8/Ex8ebZ555JvD65MmTTadOnQLPX3/9ddOiRQvz9ttvmx07dpi3337bNG7c2CxatKjUawNQ/QhKUONt2LDBSDK7du0q8fXhw4ebxo0bm7y8vMC2l19+2dSvX9/4fD5z/Phx43K5zLp164L2GzVqlBkyZIgxxpiJEyeaNm3aGI/HU+o5Tv0yWJHj9e/f34wcObLC1/jjjz+ab775psyH1+stcd+srCwjySxbtqzc80gyaWlpgee5ublGkvnHP/5hjCn5l0FJJjs7O7DP3LlzTXx8fKBuSYFfgs905i8HResYP358ufWOHTvWDBw4MPC8vK91acr7ZbBDhw7mqaeeKvG1qVOnmj59+gRty8nJCQQVxhhTUFBgOnfubG677TZz2WWXmdGjR5d5XV6vt9yv96lf0EtS9Os0YMAAM2XKFGOMMddee62ZM2dOsaCkJDfeeKN56KGHAs+LBiW7d+82drvdfPfdd0H7XHfddWbixIllHhdA9aBvpG88hb7xpFNfpzPDlYMHD5q//OUv5pJLLjGFhYWB9gUFBSY6OtqsXLnSGHPyfWzdunXQe3bJJZeY3r17B56fOHHCxMTEmL/+9a+l1jFz5kzTtWvXwPMzv94XXnihefPNN4P2mTp1qklKSirz/QFQvbhHCWq8Tp066brrrlOHDh2UkpKiPn36aNCgQWrUqFFQG5fLFXielJSk3Nxc5eTkKDc3V263W9dff33QcT0ej7p06SJJ2rRpk3r37l2hucDZ2dnlHu+ee+7RwIEDtXHjRvXp00cDBgzQlVdeWeoxGzdurMaNG5f/ZpTAGHNW7Tt27Bj4e0xMjGJjY/XDDz+U2t7lcunCCy8MPG/RokWgfePGjTVixAilpKTo+uuvV3Jysm677Ta1aNGi3Dq6detWbNvcuXOVnp6uPXv2KD8/Xx6Pp9gN78r6Wrdu3brc85bk/vvv1z333KOPPvpIycnJGjhwYOB92rx5s1avXl3iHOft27erbdu2cjqdeuONN9SxY0e1bt1azz//fJnnq1u3ri666KJK1Xqmu+66Sw888IDuuOMOZWZm6m9/+1vQUGdJ8vl8mj59ut566y1999138ng8KigoCHofi/rvf/8rn8+ntm3bBm0vKChQkyZNQlI3gHND31g2+sbI7Rv/9a9/qUGDBoHnjRo10ubNm5WdnR20XZKOHz8emEomSZdffrnq1Dl9Z4L4+Hi1b98+8Nxut6tJkyZB3xtLlizRH//4R23fvl25ubk6ceJE0D1SisrLy9P27ds1atQojR49OrD9xIkTNf6eP0CkIShBjWe327Vq1SqtW7dOH330kV544QU98cQTysrKUps2bcrdPzc3V5K0fPlytWrVKui1qKgoSVJ0dHSF66nI8fr27avdu3frww8/1KpVq3Tddddp7NixevbZZ0s85vTp0zV9+vQyz/vVV1/pggsuKLb94osvls1mq/BN6c78hddms6mwsPCs2hf9BXThwoW6//77tWLFCi1ZskRpaWlatWqVevbsWWYdMTExQc8XL16sCRMm6LnnnlNSUpIaNGigmTNnKisrq0LXdS7uvvtupaSkaPny5froo480Y8YMPffcc7rvvvuUm5ur/v3765lnnim2X9FfetetWydJ+umnn/TTTz8Vu76i9uzZo8suu6zMmh5//HE9/vjj5dbet29f/eY3v9GoUaPUv3//EoOMmTNnas6cOZo9e7Y6dOigmJgYjR8/vtT567m5ubLb7dqwYYPsdnvQa9wUD6gZ6BtPom+sOuHaN7Zp00YNGzYM2pabm6uuXbvqjTfeKNa+WbNmgb+X9HUt63sjMzNTQ4cO1ZQpU5SSkqK4uDgtXrxYzz33XIm1nfp3Mn/+fPXo0SPotTP7WwDWIihBWLDZbOrVq5d69eqlSZMmqXXr1nrnnXeUmpoq6eQnG/n5+YFf6j799FPVr19fCQkJaty4saKiorRnzx5dffXVJR6/Y8eOevXVVyt0h/nLLrus3ONJJzve4cOHa/jw4erdu7cefvjhUn8ZHDNmjG677bYyz9uyZcsStzdu3FgpKSmaO3eu7r///mK/hBw+fLjYLwyh1qVLF3Xp0kUTJ05UUlKS3nzzTfXs2VNOp1M+n69Cx1i7dq2uvPJK3XvvvYFtRT/lOaWsr/W5SEhI0JgxYzRmzBhNnDhR8+fP13333acrrrhCb7/9thITE1W3bsk/Mrdv364HH3xQ8+fP15IlSzR8+HD9v//3/4I+lSqqZcuW2rRpU5n1VPRT1Lp162rYsGH6wx/+oH/84x8ltlm7dq1uvvlm3XHHHZJO3nBx27Ztpf5C2qVLF/l8Pv3www/q3bt3heoAUP3oG+kbT6FvLNsVV1yhJUuWqHnz5qWO9qiMdevWqXXr1nriiScC23bv3l1q+/j4eLVs2VI7duzQ0KFDQ1YHgNAjKEGNl5WVpYyMDPXp00fNmzdXVlaWDhw4oHbt2gXaeDwejRo1Smlpadq1a5cmT56scePGqU6dOmrQoIEmTJigBx98UIWFhbrqqqt05MgRrV27VrGxsRo+fLjGjRunF154Qb/+9a81ceJExcXF6dNPP1X37t11ySWXBNVTkeNNmjRJXbt21eWXX66CggJ98MEHQfWe6VyGF0snh+X26tVL3bt319NPP62OHTvqxIkTWrVqlV5++WVt2bKl0scuy86dO/XnP/9ZN910k1q2bKmvv/5a33zzjYYNGyZJSkxM1M6dO7Vp0yadf/75atCgQeCTxTNdfPHFeu2117Ry5Uq1adNGf/nLX/T5558X+2S0rK91ZY0fP159+/ZV27ZtdejQIa1evTrw9Ro7dqzmz5+vIUOG6JFHHlHjxo2VnZ2txYsX65VXXpEk3XHHHUpJSdHIkSN1ww03qEOHDnruuef08MMPl3i+UE69kaSpU6fq4YcfLnVazMUXX6ylS5dq3bp1atSokWbNmqX9+/eXGpS0bdtWQ4cO1bBhw/Tcc8+pS5cuOnDggDIyMtSxY0fdeOONIasdQOXQN5aPvjGy+8aihg4dqpkzZ+rmm2/W008/rfPPP1+7d+/WsmXL9Mgjj+j888+v1HEvvvhi7dmzR4sXL9bPf/5zLV++XO+8806Z+0yZMkX333+/4uLidMMNN6igoEDr16/XoUOHAiEnAOsRlKDGi42N1SeffKLZs2fr6NGjat26tZ577jn17ds30Oa6667TxRdfrF/84hcqKCjQkCFD9NRTTwVenzp1qpo1a6YZM2Zox44datiwoa644orA8M0mTZron//8px5++GFdffXVstvt6ty5s3r16lViTeUdz+l0auLEidq1a5eio6PVu3dvLV68uMreo5/97GfauHGjpk2bpoceekh79+5Vs2bN1LVrV7388stVdl6Xy6WtW7fq1Vdf1Y8//qgWLVpo7Nix+u1vfytJGjhwoJYtW6Zrr71Whw8f1sKFCzVixIgSj/Xb3/5WX3zxhQYPHiybzaYhQ4bo3nvvLTZKoryvdWX4fD6NHTtW3377rWJjY3XDDTcE5lK3bNlSa9eu1aOPPqo+ffqooKBArVu31g033KA6depo6tSp2r17tz744ANJJ4cc//nPf9aQIUPUp08fderU6Zxqqwin06mmTZuW+npaWpp27NihlJQUuVwu/eY3v9GAAQN05MiRUvdZuHChfve73+mhhx7Sd999p6ZNm6pnz5765S9/WRWXAOAs0TeWj77xqXO6jnDvG4tyuVz65JNP9Oijj+rWW2/VsWPH1KpVK1133XXnNMLkpptu0oMPPqhx48apoKBAN954o5588sky3/u7775bLpdLM2fO1MMPP6yYmBh16NBB48ePr3QdAELPZs72bldADTNixAgdPnxYf//7360uBVWssl/rxMRELVq0SNdcc02V1AUANQ19Y+SgbwSA0Kv8eDwAAAAAAIBahqAEAAAAAADAz9KpN5988olmzpypDRs2aO/evXrnnXc0YMCAMvdZs2aNUlNT9b///U8JCQlKS0srdV4nAEjS7NmzNWDAACUmJlpdCgAANQJ9IwCUztIRJXl5eerUqZPmzp1bofY7d+7UjTfeqGuvvVabNm3S+PHjdffdd2vlypVVXCmAcDZ+/Hh+EQQAoAj6RgAoXY25mavNZit3RMmjjz6q5cuX68svvwxs+/Wvf63Dhw9rxYoV1VAlAAAAAACozcLqHiWZmZlKTk4O2paSkqLMzEyLKgIAAAAAALVJXasLOBv79u1TfHx80Lb4+HgdPXpU+fn5io6OLrZPQUGBCgoKAs+NMfJ4PGratKlsNluV1wwAQDii/wQAAJEqrEaUVMaMGTMUFxcXeDRs2FDNmzfXsWPHrC4NQDVye04o8bHlSnxsudyeE1aXA9R49J+ICJ486am4kw9PntXVAABqiLAKSs477zzt378/aNv+/fsVGxtb4mgSSZo4caKOHDkSeOTk5FRHqQAAhDX6TwAAEKnCaupNUlKSPvzww6Btq1atUlJSUqn7REVFKSoqqqpLAwCgVqH/BAAAkcrSESW5ubnatGmTNm3aJOnk8r+bNm3Snj17JJ38NGvYsGGB9mPGjNGOHTv0yCOPaOvWrXrppZf01ltv6cEHH7SifAAAAAAAUMtYGpSsX79eXbp0UZcuXSRJqamp6tKliyZNmiRJ2rt3byA0kaQ2bdpo+fLlWrVqlTp16qTnnntOr7zyilJSUiypHwAAAAAA1C6WTr255pprZIwp9fVFixaVuM8XX3xRhVUBAAAAAIBIFVY3cwUAAAAAAKhKBCUAAAAAAAB+BCUAAAAAAAB+BCUAAAAAAAB+BCUAAAAAAAB+lq56AyCyGWOU7/VVy7ncnuo5DwCgChgjed2hP66nCo4JAAh7BCUALGGM0aB5mdqw+5DVpQAAajJjpPQUKSfL6koAABGCqTcALJHv9VkSknRr3UjRDnu1nxcAUEled9WHJAk9JYeras8BAAgbjCgBYLn1aclyOasnvIh22GWz2arlXACAEJuQLTmrINBwuCT6BgCAH0EJAMu5nHa5nPw4AgCUw+mSnDFWVwEAqOWYegMAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBX1+oCANR+xhjle31B29weXymtAQARzRjJ6z793OMuvS0AAFWAoARAlTLGaNC8TG3YfcjqUgAANZ0xUnqKlJNldSUAgAjG1BsAVSrf6yszJOnWupGiHfZqrAgAUGN53aWHJAk9JYereusBAEQkRpQAqDbr05LlcgaHItEOu2w2m0UVAQBqrAnZkrNIMOJwSfQXAIBqQFACoNq4nHa5nPzYAQBUgNMlOWOsrgIAEIGYegMAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBHUAIAAAAAAOBX1+oCANQuxhjle32B526Pr4zWAICIZYzkdQdv87hLbgsAQDUiKAEQMsYYDZqXqQ27D1ldCgCgJjNGSk+RcrKsrgQAgGKYegMgZPK9vlJDkm6tGynaYa/migAANZLXXXZIktBTcriqrx4AAIpgRAmAKrE+LVku5+lgJNphl81ms7AiAECNNCFbcp4RijhcEn0GAMAiBCUAqoTLaZfLyY8YAEA5nC7JGWN1FQAABDD1BgAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwK+u1QUACE/GGOV7fUHb3B5fKa0BABHNGMnrPv3c4y69LQAAFiMoAXDWjDEaNC9TG3YfsroUAEBNZ4yUniLlZFldCQAAFcLUGwBnLd/rKzMk6da6kaId9mqsCABQY3ndpYckCT0lh6t66wEAoByMKAFwTtanJcvlDA5Foh122Ww2iyoCANRYE7IlZ5FgxOGS6C8AADUMQQmAc+Jy2uVy8qMEAFABTpfkjLG6CgAAysTUGwAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAL+6VhcAoOYwxijf6yu3ndtTfhsAQIQzRvK6JY/b6koAADgrBCUAJJ0MSQbNy9SG3YesLgUAEO6MkdJTpJwsqysBAOCsMfUGgCQp3+s765CkW+tGinbYq6giAEDY8rqLhyQJPSWHy5p6AAA4C4woAVDM+rRkuZzlByDRDrtsNls1VAQACFsTsiWn62RIQp8BAAgDBCUAinE57XI5+fEAAAgBp0tyxlhdBQAAFcbUGwAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAD+CEgAAAAAAAL+6VhcAAACAMGOM5HWX/rqnjNcAAKjhCEoAAABQccZI6SlSTpbVlQAAUCWYegMAAICK87orHpIk9JQcrqqtBwCAEGNECQAAACpnQrbkLCMIcbgkm6366gEAIAQISgAAAFA5TpfkjLG6CgAAQoqpNwAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH6WByVz585VYmKi6tWrpx49euizzz4rs/3s2bN1ySWXKDo6WgkJCXrwwQd1/PjxaqoWAAAAAADUZpYGJUuWLFFqaqomT56sjRs3qlOnTkpJSdEPP/xQYvs333xTjz32mCZPnqwtW7ZowYIFWrJkiR5//PFqrhwAAAAAANRGlgYls2bN0ujRozVy5Ehddtllmjdvnlwul9LT00tsv27dOvXq1Uu33367EhMT1adPHw0ZMqTcUSgAAAAAAAAVYVlQ4vF4tGHDBiUnJ58upk4dJScnKzMzs8R9rrzySm3YsCEQjOzYsUMffvih+vXrVy01AwAAAACA2q2uVSc+ePCgfD6f4uPjg7bHx8dr69atJe5z++236+DBg7rqqqtkjNGJEyc0ZsyYMqfeFBQUqKCgIPD86NGjobkAAABqMfpPAAAQqSy/mevZWLNmjaZPn66XXnpJGzdu1LJly7R8+XJNnTq11H1mzJihuLi4wCMhIaEaKwaqjzFGbs+Jc3j4rL4EADUI/ScAAIhUNmOMseLEHo9HLpdLS5cu1YABAwLbhw8frsOHD+vdd98ttk/v3r3Vs2dPzZw5M7Dt9ddf129+8xvl5uaqTp3iuU9Jn4glJCToyJEjio2NDe1FARYxxmjQvExt2H0oJMf76ukUuZyWDTgDUAPQf6JUnjxpesuTf3/8e8kZY209AACEmGUjSpxOp7p27aqMjIzAtsLCQmVkZCgpKanEfdxud7EwxG63Szr5H8WSREVFKTY2NugB1Db5Xl/IQpJurRsp2mEPybEAhC/6TwAAEKks/cg4NTVVw4cPV7du3dS9e3fNnj1beXl5GjlypCRp2LBhatWqlWbMmCFJ6t+/v2bNmqUuXbqoR48eys7O1pNPPqn+/fsHAhMg0q1PS5bLWfl/D9EOu2w2WwgrAgAAAIDwYWlQMnjwYB04cECTJk3Svn371LlzZ61YsSJwg9c9e/YEjSBJS0uTzWZTWlqavvvuOzVr1kz9+/fXtGnTrLoEoMZxOe1MmwEAAACASrLsHiVWOXr0qOLi4phjjVrF7TmhyyatlMT9RQBUDfpPBHCPEgBALRdWq94AAAAAAABUJYISAAAAAAAAP4ISAAAAAAAAP4ISAAAAAAAAP4ISAAAAAAAAP4ISAAAAAAAAP4ISAAAAAAAAv7pWFwDg7BhjlO/1BW1ze3yltAYAAAAAnA2CEiCMGGM0aF6mNuw+ZHUpAAAAAFArMfUGCCP5Xl+ZIUm31o0U7bBXY0UAAAAAULswogQIU+vTkuVyBoci0Q67bDabRRUBAAAAQPgjKAHClMtpl8vJP2EAAAAACCWm3gAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAAAAAPgRlAAAAKBijJE8bqurAACgStW1ugAAAACEAWOk9BQpJ8vqSgAAqFKMKAEAAED5vO7gkCShp+RwWVcPAABVhBElAAAAODsTsqWYppLNZnUlAACEHCNKAAAAcHacLkISAECtRVACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgR1ACAAAAAADgV9fqAgCUzhijfK8v8Nzt8ZXRGgAAAABwrghKgBrKGKNB8zK1Yfchq0sBAAAAgIjB1Bughsr3+koNSbq1bqRoh72aKwIAAACA2o8RJUAYWJ+WLJfzdDAS7bDLZrNZWBEAAAAA1E4EJUAYcDntcjn55woAAAAAVY2pNwAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH4EJQAAAAAAAH51rS4AAAAANZgxktctedxWVwIAQLUgKAEAAEDJjJHSU6ScLKsrAQCg2jD1BgAAACXzuouHJAk9JYfLmnoAAKgGjCgBAABA+SZkS07XyZDEZrO6GgAAqgxBCQAAAMrndEnOGKurAACgyjH1BgAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwM/yoGTu3LlKTExUvXr11KNHD3322Wdltj98+LDGjh2rFi1aKCoqSm3bttWHH35YTdUCAAAAAIDarK6VJ1+yZIlSU1M1b9489ejRQ7Nnz1ZKSoq+/vprNW/evFh7j8ej66+/Xs2bN9fSpUvVqlUr7d69Ww0bNqz+4gEAAAAAQK1jaVAya9YsjR49WiNHjpQkzZs3T8uXL1d6eroee+yxYu3T09P1008/ad26dXI4HJKkxMTE6iwZAAAAAADUYpZNvfF4PNqwYYOSk5NPF1OnjpKTk5WZmVniPu+9956SkpI0duxYxcfHq3379po+fbp8Pl91lQ0AAAAAAGoxy0aUHDx4UD6fT/Hx8UHb4+PjtXXr1hL32bFjh/75z39q6NCh+vDDD5Wdna17771XXq9XkydPLnGfgoICFRQUBJ4fPXo0dBcBAEAtRf8JAAAileU3cz0bhYWFat68uf785z+ra9euGjx4sJ544gnNmzev1H1mzJihuLi4wCMhIaEaKwYAIDzRfwIAgEhlWVDStGlT2e127d+/P2j7/v37dd5555W4T4sWLdS2bVvZ7fbAtnbt2mnfvn3yeDwl7jNx4kQdOXIk8MjJyQndRQAAUEvRfwIAgEhlWVDidDrVtWtXZWRkBLYVFhYqIyNDSUlJJe7Tq1cvZWdnq7CwMLBt27ZtatGihZxOZ4n7REVFKTY2NugBAADKRv8JAAAilaVTb1JTUzV//ny9+uqr2rJli+655x7l5eUFVsEZNmyYJk6cGGh/zz336KefftIDDzygbdu2afny5Zo+fbrGjh1r1SUAIWGMkdtz4owHNykGAFQjYyRP3hkPt9VVAQBQ7SxdHnjw4ME6cOCAJk2apH379qlz585asWJF4Aave/bsUZ06p7OchIQErVy5Ug8++KA6duyoVq1a6YEHHtCjjz5q1SUA58wYo0HzMrVh9yGrSwEARCpjpPQUKSfL6koAALCczRhjrC6iOh09elRxcXE6cuQIw4hRI7g9J3TZpJWlvt6tdSP9bUySbDZbNVYFAMHoP2s5T540vWXpryf0lO5aIdEXAQAigKUjSgAEW5+WLJfTHrQt2mEnJAEAVJ8J2ZLTFbzN4SIkAQBEDIISoAZxOe1yOflnCQCwkNMlOWOsrgIAAMtYejNXAAAAAACAmoSgBAAAAAAAwI+gBAAAAAAAwI+gBAAAAAAAwK9Sd430+XxatGiRMjIy9MMPP6iwsDDo9X/+858hKQ4AAAAAAKA6VSooeeCBB7Ro0SLdeOONat++PUuXAgAAAACAWqFSQcnixYv11ltvqV+/fqGuBwAAAAAAwDKVukeJ0+nURRddFOpaAAAAAAAALFWpoOShhx7SnDlzZIwJdT1ArWeMkdtzosjDZ3VJAAAAAAC/Sk29+fe//63Vq1frH//4hy6//HI5HI6g15ctWxaS4oDaxhijQfMytWH3IatLAQAAAACUoFJBScOGDXXLLbeEuhag1sv3+koNSbq1bqRoh72aKwIAAAAAFFWpoGThwoWhrgOIOOvTkuVyng5Goh12VpACAAAAAItVKig55cCBA/r6668lSZdccomaNWsWkqKASOBy2uVyntM/QQAAAABAiFXqZq55eXm666671KJFC/3iF7/QL37xC7Vs2VKjRo2S2+0OdY0AAAAAAADVolJBSWpqqj7++GO9//77Onz4sA4fPqx3331XH3/8sR566KFQ1wgAAAAAAFAtKjXu/+2339bSpUt1zTXXBLb169dP0dHRuu222/Tyyy+Hqj4AAAAAAIBqU6kRJW63W/Hx8cW2N2/enKk3AAAAAAAgbFUqKElKStLkyZN1/PjxwLb8/HxNmTJFSUlJISsOAAAAAACgOlVq6s2cOXOUkpKi888/X506dZIkbd68WfXq1dPKlStDWiAAAAAAAEB1qVRQ0r59e33zzTd64403tHXrVknSkCFDNHToUEVHR4e0QAAAAAAAgOpSqaBEklwul0aPHh3KWgAAAAAAACxV4aDkvffeU9++feVwOPTee++V2famm24658IAAABQxYyRvG7Jw834AQA4pcJByYABA7Rv3z41b95cAwYMKLWdzWaTz+cLRW0AAACoKsZI6SlSTpbVlQAAUKNUeNWbwsJCNW/ePPD30h6EJAAAAGHA6y4ekiT0lBwua+oBAFhq6dKl6tChg6Kjo9WkSRMlJycrLy9PkvTKK6+oXbt2qlevni699FK99NJLgf3uuusudezYUQUFBZIkj8ejLl26aNiwYZZcRyhUanng1157LfAmFOXxePTaa6+dc1EAAACoRhOypce/l+5aIdlsVlcDAKhme/fu1ZAhQ3TXXXdpy5YtWrNmjW699VYZY/TGG29o0qRJmjZtmrZs2aLp06frySef1KuvvipJ+uMf/6i8vDw99thjkqQnnnhChw8f1osvvmjlJZ2TSt3MdeTIkbrhhhsCI0xOOXbsmEaOHBnWyREAAEDEcbokZ4zVVQAALLJ3716dOHFCt956q1q3bi1J6tChgyRp8uTJeu6553TrrbdKktq0aaOvvvpKf/rTnzR8+HDVr19fr7/+uq6++mo1aNBAs2fP1urVqxUbG2vZ9ZyrSgUlxhjZSvi04dtvv1VcXNw5FwUAAAAAAKpHp06ddN1116lDhw5KSUlRnz59NGjQIDmdTm3fvl2jRo0KWvX2xIkTQf/3T0pK0oQJEzR16lQ9+uijuuqqq6y4jJA5q6CkS5custlsstlsuu6661S37undfT6fdu7cqRtuuCHkRQIAAAAAgKpht9u1atUqrVu3Th999JFeeOEFPfHEE3r//fclSfPnz1ePHj2K7XNKYWGh1q5dK7vdruzs7GqtvSqcVVByarWbTZs2KSUlRfXr1w+85nQ6lZiYqIEDB4a0QAAAAAAAULVsNpt69eqlXr16adKkSWrdurXWrl2rli1baseOHRo6dGip+86cOVNbt27Vxx9/rJSUFC1cuFAjR46sxupD66yCksmTJ8vn8ykxMVF9+vRRixYtqqouAAAAAABQDbKyspSRkaE+ffqoefPmysrK0oEDB9SuXTtNmTJF999/v+Li4nTDDTeooKBA69ev16FDh5SamqovvvhCkyZN0tKlS9WrVy/NmjVLDzzwgK6++mr97Gc/s/rSKuWs71Fit9v129/+Vlu2bKmKegAAAAAAQDWKjY3VJ598otmzZ+vo0aNq3bq1nnvuOfXt21eS5HK5NHPmTD388MOKiYlRhw4dNH78eB0/flx33HGHRowYof79+0uSfvOb32j58uW688479cknnwRN0QkXlbqZa/v27bVjxw61adMm1PUAAAAAAIBq1K5dO61YsaLU12+//XbdfvvtJb72v//9r9i2d999N2S1WaFOZXb63e9+pwkTJuiDDz7Q3r17dfTo0aAHAAAAAABAOKrUiJJ+/fpJkm666aagZYJPLRvs8/lCUx0AAAAAAEA1qlRQsnr16lDXAQAAgKpkjOR1n37ucZfeFgCACFapoOTqq68OdR0AAACoKsZI6SlSTpbVlQAAUONVKiiRpMOHD2vBggWB1W8uv/xy3XXXXYqLiwtZcQAAAAgBr7v0kCShp+RwVW89AADUYJUKStavX6+UlBRFR0ere/fukqRZs2Zp2rRp+uijj3TFFVeEtEgAAACEyIRsyVkkGHG4pCL3nAMAINJVKih58MEHddNNN2n+/PmqW/fkIU6cOKG7775b48eP1yeffBLSIgEAABAiTpfkjLG6CgAAaqxKjygpGpJIUt26dfXII4+oW7duISsOAAAAAACgOtWpzE6xsbHas2dPse05OTlq0KDBORcFAAAAAABghUoFJYMHD9aoUaO0ZMkS5eTkKCcnR4sXL9bdd9+tIUOGhLpGAAAAAAAQ5nbt2iWbzaZNmzZZXUqZKhWUPPvss7r11ls1bNgwJSYmKjExUSNGjNCgQYP0zDPPhLpGAAAAAABggREjRshms2nMmDHFXhs7dqxsNptGjBhR/YVVoUoFJU6nU3PmzNGhQ4e0adMmbdq0ST/99JOef/55RUVFhbpGAAAAAABgkYSEBC1evFj5+fmBbcePH9ebb76pCy64wMLKqkalgpJTXC6XGjZsqIYNG8rlcpW/AwAAAAAACCtXXHGFEhIStGzZssC2ZcuW6YILLlCXLl0C21asWKGrrrpKDRs2VJMmTfTLX/5S27dvL/PYX375pfr27av69esrPj5ed955pw4ePFhl11IRlQpKTpw4oSeffFJxcXGBqTdxcXFKS0uT1+sNdY0AAAAAANQqxhi5PSeq/WGMqVS9d911lxYuXBh4np6erpEjRwa1ycvLU2pqqtavX6+MjAzVqVNHt9xyiwoLC0s85uHDh/V///d/6tKli9avX68VK1Zo//79uu222ypVY6hUanng++67T8uWLdMf/vAHJSUlSZIyMzP11FNP6ccff9TLL78c0iIBAAAAAKhN8r0+XTZpZbWf96unU+Rynn0UcMcdd2jixInavXu3JGnt2rVavHix1qxZE2gzcODAoH3S09PVrFkzffXVV2rfvn2xY7744ovq0qWLpk+fHrRPQkKCtm3bprZt2551naFQqaDkzTff1OLFi9W3b9/Ato4dOyohIUFDhgwhKAF0MiHO9/qCtrk9vlJaAwAAAEDN1axZM914441atGiRjDG68cYb1bRp06A233zzjSZNmqSsrCwdPHgwMJJkz549JQYlmzdv1urVq1W/fv1ir23fvj28gpKoqCglJiYW296mTRs5nc5zrQkIe8YYDZqXqQ27D1ldCgAAAIAaKNph11dPp1hy3sq66667NG7cOEnS3Llzi73ev39/tW7dWvPnz1fLli1VWFio9u3by+PxlHi83Nxc9e/fv8TVc1u0aFHpOs9VpYKScePGaerUqVq4cGFglZuCggJNmzYt8KYBkSzf6yszJOnWutE5/YACAAAAEN5sNlulpsBY6YYbbpDH45HNZlNKSnDI8+OPP+rrr7/W/Pnz1bt3b0nSv//97zKPd8UVV+jtt99WYmKi6tatOe9FpSr54osvlJGRofPPP1+dOnWSdHLIjMfj0XXXXadbb7010LboXXGBSLQ+LVkuZ3AoEu2wy2azWVQRAOD/t3fn8VFVdx/Hv5PJTDIDZGELi5GIUMCyKSkQqUs1GsVasUV5kKcgIq2tuEUUsAgoVay1CCqCYpHayoPWrSqISyq2amQJglqUTSBUCaAsIZmQGSbn+SPDwJDJSjI3k3zer9e8yJx77r2/mxtyhi/33gMAAGrPbrfryy+/DH59ouTkZLVp00Z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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.displot(data=data, x=\"body_mass_g\", rug=True, hue=\"sex\", kind=\"ecdf\", row=\"species\", col=\"sex\", height=5)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8ChAwF7wFGL3", "metadata": { "id": "8ChAwF7wFGL3" }, "source": [ "Comme prévu, nous avons 3 espèces et elles sont assignées aux lignes, donc nous avons 3 lignes, et nous avons 2 catégories de sexe, donc nous avons 2 colonnes." ] }, { "cell_type": "markdown", "id": "378ed865", "metadata": { "id": "378ed865" }, "source": [ "Un autre type de graphique est le boxplot, un outil statistique classique. Le paramètre dodge permet de s’assurer que les différentes boîtes ne se chevauchent pas." ] }, { "cell_type": "code", "execution_count": 8, "id": "033dc1c0", "metadata": { "id": "033dc1c0", "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "outputId": "b0f1dfd8-b327-4baf-87b3-9cdf8f37e6b6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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Hjhxx4xLXH44gAAC8VkhISKX/9F988UWFh4dr9erVuueeeyoNez44vPvuu3r//fc1ePBgTZo0ScuXL1dQUNBl1VFcXKzIyEht377d6Ge32y9r2p7CEQQAQKNhs9nk4+Pjurbgl9q0aaMxY8Zo/fr1WrFihV544QVJUkJCgjIzM/V///d/Fx0vPj7eeBT0rl271K1bN0lS7969lZeXJz8/P3Xp0qXSy1u/ZskRBACA1yorK1NeXp4k6dSpU3rmmWdUXFysG2+80Rh27ty56tOnj7p3766ysjJt3rxZ8fHxkqQ777xTS5Ys0U033aS0tDRFRkZq3759ateunZKSkjRjxgzdfvvt6tWrl4YMGaK3335br7/+urZt2yZJGjJkiJKSknTTTTdp2bJluvLKK3XixAm98847Gj58uOu6B29CQAAAVOnEGd8GPZ+tW7cqMjJSkhQaGqquXbvq1Vdf1cCBA3Xs2LFKw/r7+2vWrFk6duyYgoKC1L9/f23cuNHV77333tMDDzygP/7xj/rxxx/VrVs3rVq1SpJ000036amnntLy5cs1depUxcTEaM2aNRo4cKCkn45cvPvuu3r44Yd111136fvvv1dERIQGDBhQo69tNiQ2y7Ks2oxYVFSk8PBwFRYWKiwszN11AQDqQWlpqXJychQTE6PAwEBXd2+5URIurqr1KlV//80RBACAweFwaH1GRoO+1TLqFgEBAHBRDoeDHXYTxrcYAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGAgIAADBwoyQAwEXl5+c36Dspjh07VuvWrZMk+fn5qWXLlkpISNCdd96psWPHyseH/4EvBwEBAGDIz8/XyFEjVV5Wf89i8A/wV8b6mj2L4frrr9eaNWtUUVGh/Px8bd26VVOnTtVrr72mt956S35+5m7u3LlzatasmTtLb5SIVwAAQ0FBgcrLyuW81qmKIRV1/nJe61R5WXmNj1gEBAQoIiJC7du3V+/evTV79mxt2rRJW7Zs0dq1ayX99KTF9PR0/elPf1JISIgeffRRSdKmTZvUu3dvBQYGKjY2VgsWLNCPP/7omvYTTzyhq6++WiEhIYqKilJKSoqKi4td/deuXSu73a7NmzcrLi5OwcHBuvXWW1VSUqJ169apU6dOatGihaZMmaKKiorLXif1jSMIAIAqWWGW1KIe5qNaPVj4on73u9+pR48eev3113XPPfdIkubPn6+lS5dqxYoV8vPz0z//+U+NHj1aK1euVP/+/XXkyBGNHz9ekjRv3jxJko+Pj1auXKmYmBgdPXpUKSkpeuihh/Tss8+65lVSUqKVK1dq48aNOn36tG6++WYNHz5cdrtd7777ro4ePapbbrlF/fr10x133OG2ZawPBAQAQKPTtWtXZWVlud6PGDFCd911l+v93XffrZkzZ2rMmDGSpNjYWC1atEgPPfSQKyBMmzbNNXynTp20ePFiTZgwoVJAOHfunNLT09W5c2dJ0q233qqXXnpJ+fn5at68ubp166ZBgwbpww8/JCAAAOBplmXJZrO53icmJlbqv3//fu3atct1ukGSKioqVFpaqpKSEgUHB2vbtm1KS0vTv/71LxUVFenHH3+s1F+SgoODXeFA+ukJmJ06dVLz5s0rdTt58mRdLWqdISAAABqdgwcPKiYmxvU+JCSkUv/i4mItWLBAN998szFuYGCgjh07pmHDhmnixIl69NFH1bJlS+3cuVPjxo1TeXm5KyD88mJHm8120W5Op9Ndi1ZvCAgAgEblgw8+0BdffKHp06dXOUzv3r2VnZ2tLl26XLT/Z599JqfTqccff9z1dclXXnmlTuptqAgIAACvVVZWpry8vEpfc0xLS9OwYcM0evToKsebO3euhg0bpo4dO+rWW2+Vj4+P9u/frwMHDmjx4sXq0qWLzp07p6efflo33nijdu3apeeee64el8zzCAgAgCrZimxu/YbBpeZTG1u3blVkZKT8/PzUokUL9ejRQytXrtSYMWMueaOkoUOHavPmzVq4cKEee+wxNWvWTF27dnV966FHjx564okn9Nhjj2nWrFkaMGCA0tLSLhk6GhubZVm1WvNFRUUKDw9XYWGhwsLC3F0XAKAelJaWKicnRzExMQoMDHR195YbJeHiqlqvUvX33xxBAAAYHA6HMtZnNOhbLaNuERAAABflcDjYYTdh3GoZAAAYCAgAAMDAKQYvV9+PY/VGnNcEgJojIHix/Px8jRw5SuXlZZ4upUHz9w9QRsZ6QgJwCbX8QhsaKHesTwKCFysoKFB5eZlKOw+UFWT3dDmSJNvZAgUe2d5garKdLZCObFdBQQEBAbiI87cFLikpUVBQkIergbuUlJRIMm8FXRMEhEbACrLLGdLa02VI+vmiloZSExfZAJfm6+sru93uephQcHBwpYccwbtYlqWSkhKdPHlSdrtdvr6+tZ4WAQEAmriIiAhJ8sonDuLi7Ha7a73WFgEBAJo4m82myMhItW3bVufOnfN0ObhMzZo1u6wjB+cREAAAkn463eCOHQsaB07RAgAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAEOTCgilpaXKzs5WaWmpp0sBvAJ/M0DT1aQCQm5uru69917l5uZ6uhTAK/A3AzRdTSogAACA6iEgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGP08X4AmN5cl0jWU56gNtVTu0G9B0NcmAsHjxYk+XgHrGOgeAmmmSAWHOnDmKjo72dBmXLTc3lx1fNTWWdV7f2MaApqtJBoTo6GjFxcV5ugzUI9Y5ANQMFykCAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAoUkFhOjoaK1evVrR0dGeLgXwCvzNAE2Xn6cLqE+BgYGKi4vzdBmA1+BvBmi6mtQRBAAAUD0EBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAEOTehZDY2U7W9Bgkp7tbIHrZ0Oo6Xw9tZWfn6+CgsubBuqf3W6Xw+HwdBmAVyMgeDG73S5//wDpyHZPl2IIbEA1+fsHyG6313i8/Px8jRo5UmXl5e4vCnUqwN9f6zMyCAnAZSAgeDGHw6GMjPX8h/sravvfZEFBgcrKyzWx+xm1C6mog8oaphNnfJT+ZXNN7F6sdiFOT5dTYyfO+Cr9y5/WHwEBqD0CgpdzOBx8CNaxdiEViglrOgHhvHYhzia53AB+0hBOEwMAgAaGgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgINRQaWmpsrOzVVpa6ulSAKDJ4LO3/hEQaig3N1f33nuvcnNzPV0KADQZfPbWPwICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAwc/TBQAAgJ9VVFQoKytLP/zwg1q1aqWEhAT5+vrWex0EBAAAGogdO3Zo1apVysvLc3WLiIjQpEmTlJycXK+1cIoBAIAGYMeOHZo7d65iY2OVnp6urVu3Kj09XbGxsZo7d6527NhRr/UQEAAA8LCKigqtWrVKSUlJWrJkibp3767g4GB1795dS5YsUVJSkp599llVVFTUW03VPsVQVlamsrIy1/uioqI6Kchb8MjRxo917N1Yf41LY1+fWVlZysvL07x58+TjU/l/dx8fH40aNUopKSnKyspSr1696qWmageEtLQ0LViwoC5r8SqLFy/2dAkALoG/UXiTH374QZIUExNz0f6xsbGVhqsP1Q4Is2bN0v333+96X1RUpKioqDopyhvMmTNH0dHRni4DdSg3N5edjBfjb7Rxaex/j61atZIk5eTkqHv37kb/o0ePVhquPlQ7IAQEBCggIKAua/Eq0dHRiouL83QZAKrA3yi8SUJCgiIiIvTSSy9pyZIllU4zOJ1OrV+/XpGRkUpISKi3mrhIEQAAD/P19dWkSZO0e/duzZ49WwcOHFBJSYkOHDig2bNna/fu3UpJSanX+yFwHwQAABqA5ORkLVy4UKtWrVJKSoqre2RkpBYuXFjv90EgIAAA0EAkJyfruuuu406KAACgMl9f33r7KuOlcA0CAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQaig6OlqrV6/mMbIAUI/47K1/3Gq5hgIDA3mELADUMz576x9HEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAw9rQp3Lz89XQUGBp8uosdzcXEnS/v9tphNnmk6W/v7sT8u6/3/9vHK5vz/rK+nn9Xc57Ha7HA7HZU8H8EY2y7Ks2oxYVFSk8PBwFRYWKiwszN11oZHIz8/XyFEjVV5W7ulSgBrzD/BXxvoMQgIaleruvzmCgDpVUFCg8rJyOa91ygqrVRZFdRRJvp/6quLaCom87ha2IpvKPy1XQUEBAQFNEgEB9cIKs6QWnq6iCQgT7ewmlgi0aNq87wQjAACocwQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAQ4MLCKWlpcrOzlZpaamnSwEAoJKmtI9qcAEhNzdX9957r1ue5Q4AgDs1pX1UgwsIAADA8wgIAADAQEAAAAAGAgIAADAQEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAIDBz9MFVKUpPCmrKWA9wtuxDeNCTWl7aLABYfHixZ4uAQD4LEKT1WADwpw5cxQdHe3pMnCZcnNz+YCFV+OzCBdqSp9pDTYgREdHKy4uztNlAGji+CxCU8VFigAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGBocAEhOjpaq1ev5vnrAIAGpynto/w8XcAvBQYG8ux1AECD1JT2UQ3uCAIAAPA8AgIAADAQEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAIChwT2LAY2TrcgmS5any2i8in7xE5fNVmTzdAmARxEQUKfsdrv8A/xV/mm5p0tpEnw/9fV0CY2Kf4C/7Ha7p8sAPIKAgDrlcDiUsT5DBQUFni4FqDG73S6Hw+HpMgCPICCgzjkcDj5kAcDLcJEiAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGAgIAADAQEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGAgIAADAQEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGAgIAADAQEAAAgIGAAAAADAQEAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAwEBAAAYCAgAAAAAwEBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAQAAGAgIAADAQEAAAAAGAgIAADD41XZEy7IkSUVFRW4rBgAA1K3z++3z+/Gq1DognD59WpIUFRVV20kAAAAPOX36tMLDw6vsb7N+LUJUwel06sSJEwoNDZXNZqt1gY1NUVGRoqKi9M033ygsLMzT5Xgt2tE9aEf3oB3dg3Z0j8ttR8uydPr0abVr104+PlVfaVDrIwg+Pj7q0KFDbUdv9MLCwvgDcAPa0T1oR/egHd2DdnSPy2nHSx05OI+LFAEAgIGAAAAADAQENwsICNC8efMUEBDg6VK8Gu3oHrSje9CO7kE7ukd9tWOtL1IEAACNF0cQAACAgYAAAAAMBAQAAGAgINRCenq6EhISXN9BTUpK0pYtW1z9Bw4cKJvNVuk1YcIED1bsHZYuXSqbzaZp06a5upWWlmrSpElq1aqVmjdvrltuuUX5+fmeK9ILXKwd2SZ/3fz584026tq1q6s/22L1/Fo7si1W3//8z/9o1KhRatWqlYKCgnT11Vdr7969rv6WZWnu3LmKjIxUUFCQhgwZokOHDrlt/rW+UVJT1qFDBy1dulRXXHGFLMvSunXr9Oc//1n79u1T9+7dJUn33nuvFi5c6BonODjYU+V6hT179uj5559XQkJCpe7Tp0/XO++8o1dffVXh4eGaPHmybr75Zu3atctDlTZsVbWjxDZZHd27d9e2bdtc7/38fv6IZFusvku1o8S2WB2nTp1Sv379NGjQIG3ZskVt2rTRoUOH1KJFC9cwy5Yt08qVK7Vu3TrFxMTokUce0dChQ/XVV18pMDDw8ouw4BYtWrSwXnzxRcuyLCs5OdmaOnWqZwvyIqdPn7auuOIK6/3336/UdgUFBVazZs2sV1991TXswYMHLUnW7t27PVRtw1VVO1oW22R1zJs3z+rRo8dF+7EtVt+l2tGy2BarKzU11bruuuuq7O90Oq2IiAjrP/7jP1zdCgoKrICAAGvDhg1uqYFTDJepoqJCGzdu1JkzZ5SUlOTqnpGRodatW+uqq67SrFmzVFJS4sEqG7ZJkybphhtu0JAhQyp1/+yzz3Tu3LlK3bt27aqOHTtq9+7d9V1mg1dVO57HNvnrDh06pHbt2ik2NlYjR47U8ePHJbEt1lRV7Xge2+Kve+utt5SYmKjbbrtNbdu2Va9evbR69WpX/5ycHOXl5VXaJsPDw9W3b1+3bZOcYqilL774QklJSSotLVXz5s31xhtvqFu3bpKkESNGKDo6Wu3atVNWVpZSU1OVnZ2t119/3cNVNzwbN27U559/rj179hj98vLy5O/vL7vdXqm7w+FQXl5ePVXoHS7VjhLbZHX07dtXa9euVVxcnL777jstWLBA/fv314EDB9gWa+BS7RgaGsq2WE1Hjx5Venq67r//fs2ePVt79uzRlClT5O/vrzFjxri2O4fDUWk8d26TBIRaiouLU2ZmpgoLC/Xaa69pzJgx2rFjh7p166bx48e7hrv66qsVGRmpwYMH68iRI+rcubMHq25YvvnmG02dOlXvv/++e86XNVHVaUe2yV/3hz/8wfV7QkKC+vbtq+joaL3yyisKCgryYGXe5VLtOG7cOLbFanI6nUpMTNSSJUskSb169dKBAwf03HPPacyYMfVSA6cYasnf319dunRRnz59lJaWph49euipp5666LB9+/aVJB0+fLg+S2zwPvvsM508eVK9e/eWn5+f/Pz8tGPHDq1cuVJ+fn5yOBwqLy9XQUFBpfHy8/MVERHhmaIboF9rx4qKCmMctslfZ7fbdeWVV+rw4cOKiIhgW6ylC9vxYtgWLy4yMtJ1VPq8+Ph41+ma89vdL79J485tkoDgJk6nU2VlZRftl5mZKemnFY6fDR48WF988YUyMzNdr8TERI0cOdL1e7NmzfSPf/zDNU52draOHz9e6XqPpu7X2tHX19cYh23y1xUXF+vIkSOKjIxUnz592BZr6cJ2vBi2xYvr16+fsrOzK3X7+uuvFR0dLUmKiYlRREREpW2yqKhIn3zyifu2Sbdc6tjEzJw509qxY4eVk5NjZWVlWTNnzrRsNpv13nvvWYcPH7YWLlxo7d2718rJybE2bdpkxcbGWgMGDPB02V7hl1c4T5gwwerYsaP1wQcfWHv37rWSkpKspKQkzxXoJS5sR7bJ6nnggQes7du3Wzk5OdauXbusIUOGWK1bt7ZOnjxpWRbbYnVdqh3ZFqvv008/tfz8/KxHH33UOnTokJWRkWEFBwdb69evdw2zdOlSy263W5s2bbKysrKsP//5z1ZMTIx19uxZt9RAQKiFu+++24qOjrb8/f2tNm3aWIMHD7bee+89y7Is6/jx49aAAQOsli1bWgEBAVaXLl2sGTNmWIWFhR6u2jv8MiCcPXvWSklJsVq0aGEFBwdbw4cPt7777jvPFeglLmxHtsnqueOOO6zIyEjL39/fat++vXXHHXdYhw8fdvVnW6yeS7Uj22LNvP3229ZVV11lBQQEWF27drVeeOGFSv2dTqf1yCOPWA6HwwoICLAGDx5sZWdnu23+PM0RAAAYuAYBAAAYCAgAAMBAQAAAAAYCAgAAMBAQAACAgYAAAAAMBAQAAGAgIAAAAAMBAXCTgQMHatq0aVX279Spk1asWOF6b7PZ9Oabb0qSjh07JpvN5rov/aVs375dNpvNeHCQp/zacgPwTjzuGagne/bsUUhIiKfLqLXt27dr0KBBOnXqlOx2u6fLAVDHCAhAPWnTpo2nSwCAauMUA+BGP/74oyZPnqzw8HC1bt1ajzzyiM4/7uSXpxjcaefOnerfv7+CgoIUFRWlKVOm6MyZM67+nTp10pIlS3T33XcrNDRUHTt21AsvvFBpGh999JF69uypwMBAJSYm6s0333Sd9jh27JgGDRokSWrRooVsNpvGjh3rGtfpdOqhhx5Sy5YtFRERofnz51e7dpvNpueff17Dhg1TcHCw4uPjtXv3bh0+fFgDBw5USEiIfvvb3+rIkSOucebPn6+ePXvqP//zP9WxY0c1b95cKSkpqqio0LJlyxQREaG2bdvq0UcfrV2DAiAgAO60bt06+fn56dNPP9VTTz2lJ554Qi+++GKdzvPIkSO6/vrrdcsttygrK0svv/yydu7cqcmTJ1ca7vHHH1diYqL27dunlJQUTZw40fW8+aKiIt144426+uqr9fnnn2vRokVKTU11jRsVFaX//u//liRlZ2fru+++01NPPVVpuUNCQvTJJ59o2bJlWrhwod5///1qL8OiRYs0evRoZWZmqmvXrhoxYoTuu+8+zZo1S3v37pVlWcbyHDlyRFu2bNHWrVu1YcMG/fWvf9UNN9ygb7/9Vjt27NBjjz2mOXPm6JNPPqlxmwKQeNwz4CbJyclWfHy85XQ6Xd1SU1Ot+Ph4y7IsKzo62nryySdd/SRZb7zxhmVZlpWTk2NJsvbt2/er8/nwww8tSdapU6csy7KscePGWePHj680zD//+U/Lx8fH9Vz46Ohoa9SoUa7+TqfTatu2rZWenm5ZlmWlp6dbrVq1qvQc+dWrV1eq6ZfzvXC5r7vuukrdrrnmGis1NfVXl8WyfmqHOXPmuN7v3r3bkmT99a9/dXXbsGGDFRgY6Ho/b948Kzg42CoqKnJ1Gzp0qNWpUyeroqLC1S0uLs5KS0urVh0AKuMIAuBGv/nNb2Sz2Vzvk5KSdOjQIVVUVNTZPPfv36+1a9eqefPmrtfQoUPldDqVk5PjGi4hIcH1u81mU0REhE6ePCnpp6MCCQkJCgwMdA1z7bXXVruGC6ctSZGRka5p13R8h8MhSbr66qsrdSstLVVRUZGrW6dOnRQaGlppmG7dusnHx6dSt5rUAeBnXKQIeLni4mLdd999mjJlitGvY8eOrt+bNWtWqZ/NZpPT6XRLDZc77QvHPx+wLtbtwmlebJ51uYxAU0NAANzol+e7P/74Y11xxRXy9fWts3n27t1bX331lbp06VLracTFxWn9+vUqKytTQECApJ++lnkhf39/SarToyEAGg5OMQBudPz4cd1///3Kzs7Whg0b9PTTT2vq1Kl1Os/U1FR99NFHmjx5sjIzM3Xo0CFt2rTJuKjvUkaMGCGn06nx48fr4MGD+vvf/67ly5dL+vm/9+joaNlsNm3evFnff/+9iouL62R5ADQMBATAjUaPHq2zZ8/q2muv1aRJkzR16lSNHz++TueZkJCgHTt26Ouvv1b//v3Vq1cvzZ07V+3atav2NMLCwvT2228rMzNTPXv21MMPP6y5c+dKkuu6hPbt22vBggWaOXOmHA5HjQIIAO9js6z//yVtALhARkaG7rrrLhUWFiooKMjT5QCoZ1yDAECS9Le//U2xsbFq37699u/fr9TUVN1+++2EA6CJ4hQD0MBMmDCh0lcWL3xNmDChzuabl5enUaNGKT4+XtOnT9dtt91m3G2xpjIyMqpclu7du7upcgB1gVMMQANz8uTJSt/3v1BYWJjatm1bzxXV3unTp5Wfn3/Rfs2aNVN0dHQ9VwSguggIAADAwCkGAABgICAAAAADAQEAABgICAAAwEBAAAAABgICAAAwEBAAAICBgAAAAAz/D20TEn1gXaztAAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.boxplot(data=data, x=\"bill_length_mm\", hue=\"island\", dodge=True, width=0.5)\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "DO8wl8D1FZIu", "metadata": { "id": "DO8wl8D1FZIu" }, "source": [ "Avec l’utilisation du paramètre dodge, les graphiques ne se chevauchent pas. On peut vérifier cela en mettant dodge à False." ] }, { "cell_type": "markdown", "id": "64ebd4b1", "metadata": { "id": "64ebd4b1" }, "source": [ "Le paramètre gap permet de contrôler la distance entre les boîtes, et le paramètre log_scale permet d’activer l’échelle logarithmique." ] }, { "cell_type": "code", "execution_count": 9, "id": "fb8f7460", "metadata": { "id": "fb8f7460", "colab": { "base_uri": "https://localhost:8080/", "height": 452 }, "outputId": "67304b71-1456-42a0-95d4-e1dc12ff852f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.boxplot(data=data, x=\"bill_length_mm\", hue=\"island\", dodge=True, width=0.5, gap=0.1, log_scale=True)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "c091c72e", "metadata": { "id": "c091c72e" }, "source": [ "Un autre outil statistique classique est le violin plot. Le paramètre inner permet de contrôler la représentation des données dans le graphique. Le paramètre split permet de superposer deux violin plots différents en un seul, puisqu’ils sont symétriques." ] }, { "cell_type": "code", "execution_count": 10, "id": "f97f5700", "metadata": { "id": "f97f5700", "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "outputId": "f6f0598d-212b-4077-f2c5-e3531f036ae1" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.violinplot(data=data, x=\"bill_length_mm\", hue=\"sex\", dodge=True, linewidth=3, split=True, inner=\"point\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "436f570f", "metadata": { "id": "436f570f", "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "outputId": "2e2b7ada-8332-4f4a-f9ab-e3d692fa578b" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data = sns.load_dataset(\"penguins\")\n", "sns.violinplot(data=data, x=\"bill_length_mm\", hue=\"sex\",dodge=True,linewidth=3, split=True, inner=\"box\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c88cad20", "metadata": { "id": "c88cad20" }, "source": [ "Les regplots sont des outils permettant de réaliser une régression sur des points de données, avec un intervalle d’incertitude visible autour de la courbe. Ici, par exemple, nous sommes confiants à 70 % que la vraie courbe se situe dans l’intervalle représenté sur le graphique." ] }, { "cell_type": "code", "execution_count": 12, "id": "92d5c163", "metadata": { "id": "92d5c163", "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "outputId": "d1f6732c-5ba9-414f-f48e-70c62b04178f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "sns.regplot(data=data, x=\"bill_length_mm\",y=\"bill_depth_mm\", ci=70)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bce25baa", "metadata": { "id": "bce25baa" }, "source": [ "Différents types de régression sont disponibles, ici par exemple le type LOWESS." ] }, { "cell_type": "code", "execution_count": 13, "id": "42e18e0e", "metadata": { "id": "42e18e0e", "colab": { "base_uri": "https://localhost:8080/", "height": 450 }, "outputId": "acfbe9a0-ca1c-4eda-8831-c4843272162f" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "sns.regplot(data=data, x=\"bill_length_mm\", y=\"bill_depth_mm\",\n", " ci=99, lowess=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "91602aa3", "metadata": { "id": "91602aa3" }, "source": [ "On peut choisir une régression robuste, qui est plus précise, mais aussi plus coûteuse en termes de calcul." ] }, { "cell_type": "code", "execution_count": null, "id": "9e59df9c", "metadata": { "id": "9e59df9c" }, "outputs": [], "source": [ "sns.lmplot(data=data, x=\"bill_length_mm\", y=\"bill_depth_mm\", ci=95, hue=\"island\", robust=True, col=\"sex\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b91b2b75", "metadata": { "id": "b91b2b75" }, "source": [ "Une autre représentation disponible est la heatmap, qui nécessite une configuration spécifique des données, que les pivots nous permettent d’obtenir. L’index correspond à l’axe des y, les colonnes à l’axe des x, et les valeurs à la variable que nous cherchons à analyser. Nous allons utiliser un autre jeu de données, glue, qui représente les scores de modèles d’IA sur différentes tâches." ] }, { "cell_type": "code", "execution_count": 14, "id": "e7025494", "metadata": { "id": "e7025494", "colab": { "base_uri": "https://localhost:8080/", "height": 467 }, "outputId": "1a5da2d4-8ca7-4274-a35d-fdb1d2619627" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "glue=sns.load_dataset(\"glue\").pivot(index=\"Model\",columns=\"Task\",values=\"Score\")\n", "sns.heatmap(glue)" ] }, { "cell_type": "markdown", "id": "3424b97f", "metadata": { "id": "3424b97f" }, "source": [ "On peut choisir la plage de valeurs utilisée pour la heatmap avec vmin et vmax, ainsi que sélectionner une colormap et les couleurs des lignes." ] }, { "cell_type": "code", "execution_count": 15, "id": "a5910782", "metadata": { "id": "a5910782", "colab": { "base_uri": "https://localhost:8080/", "height": 473 }, "outputId": "0b2f5d3c-aae2-4ae1-ef16-b891e1a90b7b" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 15 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "sns.heatmap(glue,cmap=\"viridis\",annot=True,vmin=20,vmax=80,linecolor=\"red\",linewidths=0.1)\n" ] }, { "cell_type": "markdown", "id": "31787103", "metadata": { "id": "31787103" }, "source": [ "Pour les besoins du clustering, nous avons la clustermap. Pour effectuer un clustering, il est nécessaire de travailler uniquement avec des valeurs numériques." ] }, { "cell_type": "code", "execution_count": 16, "id": "f06e2421", "metadata": { "id": "f06e2421", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "fbb61340-6d88-4f22-c0ab-2b8517ac6feb" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 16 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "iris = sns.load_dataset(\"iris\")[:100]\n", "species = iris.pop(\"species\")\n", "sns.clustermap(iris)" ] }, { "cell_type": "markdown", "id": "3266aa33", "metadata": { "id": "3266aa33" }, "source": [ "On peut utiliser le paramètre row_colors afin de réintroduire les espèces que nous avions retirées des données. Cela permet de vérifier si les espèces sont effectivement proches les unes des autres dans le clustering, sachant que nous avons accès à différentes méthodes de clustering et que les résultats peuvent varier selon celles-ci. Les paramètres method et metric permettent d’essayer différents types de clustering. Ensuite, on trouve des paramètres visuels tels que dendrogram_ratio, figsize et cbar_pos. Le paramètre z_score permet de choisir si l’on souhaite calculer le z-score sur les lignes ou sur les colonnes." ] }, { "cell_type": "code", "execution_count": 17, "id": "072f091c", "metadata": { "id": "072f091c", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "27dc6a8f-b51b-4712-e930-960bb3f2b597" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 17 }, { "output_type": "display_data", "data": { "text/plain": [ "
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eSzp61VRObDrIsfX78uhqXnypSSqiHxmvhIgYKr5Sy1D0Ku1tKFO/Mv6rs//+Cjl1HbdKJY32uVUsSdyd+wCYW1pgbmWBLt049Dddm44iu2cpCllWUx+yU61aNc6ePUtcXBwbNmxg4MCBHDhwIM8LYSmChRB5LvGP9bhMm0za1WukXrqK/du9UFhbk7xtBwAun01GG3mf+EW/ApC0cSt2/+uB07gPSVq/CfOypXEY+A6J6zYZzuk48j1Ux06iDQtHYWeLbcd2WDWsR8JY+fj2eQX8soOqY3uSdCuMpOBIakx6C1V4LPcyrfvbfP0U7m33J3CZvtAyt1ViVzFjDWTbch441ipPWmwiKXeiALB0tsOmtDvWJfSfCth763+pqyNiH5uDLHLuv2X/0mX0m0QE3SMqJIJuE94mLjyGc7v8DG0++n0a53ae5MCqnQDUaFUPhQLCA+7iUaEEPae8S3jAHY6t3w9AUmwiSbGJRu+j1WiIj4wl4ta9Aru2F9HxpTtoNboH0YFhxIRE0nbC/0iIiOXqroyHhwes8eHqTn9OrtwNwLFftzN043RajnqDS9tOULp+ZRq904a/fZYCoE5MIejYZTpO6YtGlUrsnftUeLkG9Xq1ZOeXqwvlOvOSlZUV3t7eADRq1Ag/Pz++//57lixZkqfvI0WwECLPpezdj5mLMw7vDcbczYW0GwHcHzeJ9Bj9w3LmXp7oMk190EZEEjV2Ek5jPsDut1/RRt4ncd1GEn/709DGzMUZl88mY+7mSnpiEmkBt4gaO8l4FQrxTG4u+BsLWyX15r2HpaMt0Sevc6zvbNIzrSZgV8ELK1cHw7Zz/Uq02DjNsF3ni3cBCF57gDNj9L+oSnRqRMPvRxjaNFnyEQBX5/3FtXl/5es1vch2L96C0kbJO77DsXW0JcDvKgsGzkKTabw8ynth7+po2LZxsKX7xL44l3AjOS6RM9tPsHXeH6RrJA02vx1ZvA0rWyXdfIdi7WhLsP91Vg+YYzReruW8sHXJ+P66e/4Wa9//jnaT+vDqRz2JCY1kx+erubD5qKHNhtELaDexD29+/wE2zvbEhd7nv6/X4b+6aIZlPI/09PTHHqrLCzkugnWy3JkQIjd0OkAHusdfuj9q/GP70oJuk3rtOuYlvDD3dMeuayfSrgcYEuPSrlzHqkY1dI4OKJRWmFlbg7l5Pl+EidFlGq9Hxm13kzHGO9J1hO06/cTEOE1CChH7zxebxDh7is//T/vn/8X++Rl/SHQc9z9e6tsWG0c7gvyvsbS/L/eDwgzXdP2fk3z9T0a6osJMQdex/6NhzxY4eDgTHx6D/4YD7P0x49OXOS30Y15U/12CFXlfFOWXlfPXsHL+GuOdmYJEx7ccCUDDzi/Tul9HKtSphL2LA9O7fkxI5rnemcNH70dweeKPj79Z3gWUFgofHx+6dOlCuXLlSEhIYM2aNezfv5+dO/WfaoSFhREWFsbNm/pnGy5cuICDgwPlypXD1dU1V+9VNCeOCCGKNUmMK14kMa54az2iG68M7szGqUv5scc0UlPUDF315ESy1iPeoFn/Dmz+bAXz2k/g39lraD28G68M6lSAPRePUtoqueF/hfWzi/+UhmcVERHBgAEDqFatGu3atcPPz4+dO3fSoUMHABYvXkyDBg0YNmwYAK1ataJBgwZs3bo11+8l0yGEEHkuc2IcQOzc+Vi/0hTb17uQ+NvjBdHDxLjI90eDVv/xrDYs3KiN6vAxo+34Jcuwe/MNrGrXQBMYlD8XYiIyJ8YBnB69iM4XFlGyc2PubDmW5TER/50j4r9zTzxv6IbDANiUdc/bDgsjLYZ0Ye+Pm7i8Wz9+a8cvZJr/Ymp1bMy5v7MevwqNqnJptz9X950BICb0PvXfaE7Zet7AzoLqunjEsU0HAXAr41HIPSk8S5cufeLrM2bMeOKyarkhd4KFEHlLEuOKFUmMK95cy3ri6OnCjSMZ46dKSCHkbADln5BIFnTqOt6v1Mb9wcONJWuUo0Lj6lzbfza/uyxEkSHrBAuRBzIHYzwUERGRTesXmyTGFS+SGFe8OXjoxyjxkfFLiIzD4QmJZPsXbcXawYaP936DTpuOwtyMnfPWcWbLkfzsrhBFikyHECIPGAVjPDBu3DhAXyA/W8aT6ZDEuIIjiXHFW4Pur/DmrPcM28uHPNv41X29KQ26t+CPMQsIvx5KqZrl6fbZAOLDYzj118G86q54gqbdWzIgUxrg/EGzuOF3pRB7ZHqkCBYinz16h/hFJ4lxRZskxhVvl/ecIvhsxvg9TJCz93AiIVOCnIOHE3efkCD3mk8/9i3aYpgzHHYtBOfSHrT54A0pggvI2T1+3MqUBhgTlvXPR5F/pAgWQuQtSYwr0iQxrnhTJ6lQPzJ+8RExVGlem3uZEsnK1q/MsdW7sz2PpY0VOp3xOni69HT995QoEKokFaqksMLuhknLeREs6wQLIXJIEuOKF0mMK94OL9tO29E9uB8URnRIBB0nvEV8eAyXdmWM37Dfp3Jppx9HV+nH78re07Qd1YPYO1GE3wihVK0KtBzaFb8HCXKicNg52eNa2h1nT/33TIlKpQCIi4wlPtOdfpE35E6wECLPPZoYp7lzl7RbQXiuXIK5hztpAYFPTIxLj4/H3NUVpxFDcRqRMX/VplN7zF2cJTEuj2mTVCgU8NLKCaDTEXsuMNvEuJJdm1B1THfsvUthYWdteP3RxDj7KqVotPBDnOtUMLSRxLj8sX/x31Rv04ABS8ajMFOQEpfE7x9+b5RI5lbeC7tMiX9bP1/Je79NYeAvEzAzNyNdoyXo1HV2fbOuMC7hhddjXB9a9W2PraMtN/2vserTn4kIevwucP0OjRk670PD9sgF+mChpNhEdi3dxt8/bjBqX7Jyaf43uT/VXq6JuYU5d2+E8tPIeUTfvZ+/F/SCkCJYiGLG+Y2yhd2FnEk9hXqFvkA1r1QXszJVSDu4D/NeH6E9sxVunH7kWhJI+3sOaYBZuerY9PMheclEUGd89KtLiidzlJlNSbAp4v8eVX4t2r+MHF9rSakZ/bk3bQEp567hNrgHjl1aUFYThtYu425tUOtBAHi+XIeExWu4HxCKLi0Nh7Yv4eXzHsHvzSDp0GkAatYoQcWNnxG7fhe3pnyDNjEZZZXypJy9ijZKf84qdgV+qU91ROv49EZFUOsR3ShZoxyrRnxLdEgknSa8xZuz3uObDp8YCuHZLT4yOqbZux1xK+fFymHfEH4jhDJ1KtH76xE07deeIyuKxzrBTsWkhGk74g3aD+7KmgkLiQqJpMuE3nyyahqzO3xs9IcKwMUNhxm34TDtP+jBq+915Y8Ji7h3I5RydSrx9tcj0CWoOLRC/4maWzkvxm34ihNr97Hwu79QJaRQomoZbNTpxebfprDlfPJPuvbZvoQQJk976zxpB/9Cez13d211SQnokuIMX1lmMIvn4jakJ7FrdxD31x5Sb4Zw79MFpKeocP5fxyzbJ5+4QMKuY6QGhJAWHEb0iq2orgZi2zhjDWjPCQNI3O9PxJzlqC7fIi04jMS9JwwFsMhbmcMywq4Gs3b8Qhy9XKjVsXG2x2QOy4gJvc+F7Se5fuj8g7AMkZdeHdKFXT9u4uLuU9y7Gsya8T/h6OVCnaeMz8Xdp7i87wwxoZGc236Ca4fOU65eZUObrp/04cq+s/w9ew13LgURFRzOpT2nSIyKL4jLylcHDx6kW7dulCpVCoVCwebNm41eT0xM5MMPP6RMmTLY2NhQs2ZNFi9enOv3kRnwQogiy2bIF9iM/h7rtz/BrLQEN+Q5Swusa3uTdPRsxj6djqSjZ7FtUD1Hp7BrXg9lpTIkn3wQ1qBQYN+6CalBdyi3/Auqnvydin99i0OHpnnffyFhGUWc24PxuX7kgmGfKiGF22dvUqFh1WyPCzp1naqv1Majon4efaka5ajUuBpXHoyPQqGgZpsGRATeY/gqH77wX8LYzV9R+wmFdXGSlJREvXr1+Omnn7J8ffz48ezYsYPVq1dz5coVxo4dy4cffpjr6GS5Xy5EPrG2tmbcuHEmG5rxPHSJsai3Lyc9LAjMLbCo9yrW/SajWvkF6eGybFdesXBxRGFhjuZ+rNF+zf1YlJWyn2ZiZm9L1aOrUFhZoktPJ+yzhSQdOQuAuZsz5va2uA9/i4hvfyN87grsWzWizMKp3O7nk1EsizwhYRlF28MxeHR8Ep8yPnsXbcHawYbJmcbn33lrOf1gfOzdHbG2t6HdyDfY/s06/p69hhqv1mPw4vEs7PslASeK3nrDarUatVpttE+pVKJUKh9r26VLF7p06ZLtuY4ePcrAgQNp3bo1AO+//z5Llizh5MmTvPHGGznukxTBQuQTX199REbnzp0LuSfFjy46DE10xkMjqXduYubiieVLnVD//XMh9kwApCelENBtNGa2Ntg1r4fX1PdIDQkj+cQFFGYKABL2HCd6+WYA1FduYduwBi7vdJUi+DlJWEbR1rD7K/SeNcyw/cuQOc90nvqvN6Vh9xasHvMjYddDKV2zAj0ejI/fXwcNS9ld3H2KA0v/BeDu5dtUaFiV5v3aF8ki2NfXl88//9xo3/Tp05kxY0auz9W8eXO2bt3KkCFDKFWqFPv37+f69euPhVY9jSyRJkQ+S5fI8TyhvXsL87LZf3wock8TE49Oo8XC3dlov4W7M5rImKwPAtDpSLt9D9AXuMrKZXEf8RbBJy7oz5mmQX0z2OgQdUCI0bxh8WwkLKNou7TnFPOyGZ/MS5zZezhx93L2n2p18+nP3kVbOPNgfO5dC8GltDvtPuiO318HSYqJR5umIfxGqNFx4QF3qdS4Wh5eUd7x8fFh/PjxRvuyugucEz/++CPvv/8+ZcqUwcLCAjMzM3755RdatWqVq/PInWAhRLFg7lUOXWJsYXfjxZKmQXXxJnbN65Ow+7h+n0KBXbP6RP+2LefnMVOgePDLnjQNKRduYFWxjFETq4qlSLsjU4Oel4RlFG3ZjU/V5rUNRa/S3oby9b05+oTxscpifNIzjY82TUvw+Vt4PlhH+CGPiiWIvlM0V6TJburDs/jxxx85fvw4W7dupXz58hw8eJBRo0ZRqlQp2rdvn+PzSBEshMh/lkrMXLwMmwpnD8w8y6FTJaKLj8by1bdQOLiQuk0/1cGiSUd0sZGk378D5pZY1n8Vs/I1Uf35dWFdwQsratkmSn09npQLN0g5dx23wd0xs7UmdoP+F3SpeePRhEURMW8lAG4j3kJ14QapwWEorCyxb90Y5x5tufdZxgMsUb/8RZnvJ5Hsd5Gk4+exb9UIh7YvE/TO5EK5xhedhGUUbQeWbafD6J5EPhifLhN6Ex8ew4VM4zPy90+5sNOPw6v0y9Nd2nuaDqN6EHvnPvduhFKmVgVaD32NE5nGZ9/PfzPgxzEEnLzCzWOXqP5qfWq1a8RPb39R0JdYoFJSUpgyZQqbNm3itddeA6Bu3bqcPXuWefPmSREshChazEpWxKafj2Fb2f4dANLOHyL1n19R2Dth5uhqeF1hZoFlu74o7F1Ak0p6RAiqP+aQHny1wPv+oov/5xDmrk54jO2PhbsL6iu3CB78GdqoWAAsS3pAesYdKTNba0p88QGWJdzRqVJR3wrlzoR5xP9zyNAmYdcx7k37CbeRb1His+Gk3rpDyKhZpJy6XNCXZxL2L/4bKxslvXzfw9rRliC/aywdOPuJYRlbpq+g44Te9PxyMPbuTsSHx3BizV72/CAhJnntv8VbsbJR0tt3GDaOtgT6XWPJI+Pj/sj4bJy+nC4TetPryyGG8Tm6Zg+7Mo3PhZ1+rJ/6K+0/6E7PGYOIvHWXFSO/JdD/WoFeX0FLS0sjLS0NMzPjTy3Mzc1zPf0w50WwzGsUokgwq1L8lgo7FXiXlW+05crdaCITUvi236u0rVkO0F+P5voBw38DaKNv8PvMbaw9fpW7MUmUcLbjvda16dag+F27jf3dwu7CU1laaVCQDuhQmKdjZZMK9qkARAyfAICN/YPGYSEoK5TW/7e1EtuGNbCuVZm0A3sN57Nt1wLHHi2xcHbAzFpJ1Iy5aK8FZJyjiAqJTSnsLjyTJp2b4tmgMliYYam0YunMZdy+FWjUZtQrw4y2y5R0x6qkMxqdDktrK/5ZsY3ty/4uyG4/NxtF8bmPt3b+H6yd/0e2r3/cYiQADTu9TOt+HalQpxL2Lg5M7/oxIU+Y2717/R52r9+T190tdImJidy8mTG3OjAwkLNnz+Lq6kq5cuV49dVX+eSTT7CxsaF8+fIcOHCAVatW8e233+bqfWTyjxAi36Wkaqha0gWfbi/lqP26E9f4cdcZRrStx19jujGyXV18t57kwJWQfO6p6bHr9CpuHw8ndslq7r49ktRrtyixyBczV+dsj0lPSCK4bW/DV0jnfkavm9lYozpzkejvfs3n3gsApY011/wu88fsVTk+xspGSURwGH/MWUVMRHQ+9k7khtJWyQ3/K6yfvbqwu1Ko/P39adCgAQ0aNAD06wI3aNCAzz77DIA///yTJk2a0K9fP2rWrMns2bOZOXMmI0aMyNX7FJ8/o4QQxVaLaqVpUa10jttvOxtIryZV6FS3AgBlXB24FBrF8kOXeLVG0Y5JLm4c3+1FwsbtJG7Rz0WM+up7bFu9jEOPTsQtW5vlMTqdDm1U9qtHJG7T35myKOWVbRuRdw5v2g+AexnPHB9z6/xNbp3X32nrO2lAfnRLPINjm/Qrc7iV8SjknhSu1q1bP/ZgYGYlSpRg+fLlz/0+UgQLkc88PEz7h9mzSNNoUVqYG+1TWppzMTSKNG06lubyIVaesLBAWaMqcUv/zNin05Fy/DTKutkvZ2Zma0PZ7avBTIH6yk1iflxGWoCEmAghipcc/ybR6dKf6UsIU+fpmfO7M0KvWZVSbPK/yeU7Ueh0Oi6FRrHJ/yYabTqxjyw/JJ6duYsTCgvzx+7qaqNiMHd3yfKYtKAQ7k+fR/jY6UROmYPCTEGpld9j7uleEF0WQog8I3eChchnV64UveSeou79NnWISkhhwOLt6ABXO2u6NajMikOXMHuQSCYKh/r8FdTnM/6fVp27RJlNS3F46zVif1pZiD0zDa/0aMV7s0YatmcP/JJrfrLqRnHUtHtLBsx637A9f9AsbvjJ74uCJEWwEPlMEuNyz9rSgs97NefTHk2JTkzB3cGGv/xuYKe0xMXWurC798LQxsSh02gxdzO+62vu5oL2/hMS4zLTaEm9GoBl2ZzP+RbP7tTuk9w8c92wHR0mD7UVV2f3+HHr7A3DdoyMZYGTJdKEEEWWpbkZXk52AOw8H0TLaqXlTnBe0mhQX7mO9csNSN53VL9PocDm5QbE/7klZ+cwM8OySgVSDp/Mv34KA1WSClVSWGF3Q+QBGcvCJ3eChRD5LlmdRnBUgmH7TkwiV+9G42SrpKSzHT/sPE1EfApfvfUKALfvx3Mx9D61y7gTn5LK6iOXuRkeyxf/e6WwLuGFFf/bX7h/OZHUS9dRX7yGY/+eKGysSdisXy3C/auJaCPuE/PDMgCch/dHff4KacF3MHOwx2lQbyxKepGwcbvhnGaODliU9MTcww0Aywr6CGXt/egnriohno2dkz3upT1w8dIHzpR8EKUbGxlDXGQsACO/HUNMWBR/ztUvvWVuaUGZKvqVViysLHAp4Ur5mhVRJaUQflsKs8Ji52SPa2l3nD31n86UeDCWcZGxxD8YS5F3pAgWQuS7S3eiGLZ0t2H7m39PAdCtQSW+/N8rRCakcC8uyfC6Nl3HqsOXuX0/HgszMxpX8mLl8M6UdiniaQvFUNLOA5i5OOPywUDM3V1QXwsg/IMppEfHAmBRwtM4Mc7BHvfPxmHu7oI2PpHUyze4N3AMabeCDW1sWzfD48tPDNuecz8FIGbRKmIX/1YwF2ZCGnV4iZHffGTYHvOT/t9+w/w/+es7/cof7qU80GUaRxcvV2Zvn2/Y7ja8J92G9+TysYt8+fanBdRz8aj6HRozdN6Hhu2RC8YDsOW7dWz5bl1hdeuFJUWwEPksr5dIS16+++mNigDlaz2w6fU2Zi6uNAsM4OS9NDTXH4k9TkgmeflufADrN9/Cqml3zDy8qB4fx9pSTUhe8QukpUKaBradJPnBYdZvvYPdoOGkbF5P8i8LCvrSciUwrOitlVt6cCfKfdANK09nEi/f5vqUZSR8N/qRVvo7UYGvz8SjW1MqbViBdVkPUgLDuPTxMqL2nsmyfbW5w/AY2IHr01YQ+vO/hleb+S3AZeQAXEZmrEkb8NXv3P4xh9MuCoCVjbawu/BM0hJVXDx4lgp1KmPv4sC0rhMIfpAyZqXQLzU4p+90o20HW1v8th+nQp1KeJTx5PcvlrFr2T9GbUTBS0lI4eLBczlOjBPPJ+eLberSn+1LCBNnikukWbVsg92wUaSsWUncR8PQBgbg8OU8FE7OWbd/tT22g94nec1KYkcMIOn7OShbtsV24LDH2ppXqY515zfQ3LqZxZnE03h2b0aVzwcQ9M0G/DpMIvHSber/ORVLd8cs2zs2rkqtxWO4t+Y//NpPInK7H3VWfIJd9cdDS9y7NMGxURXU97J+wOfW7LUcrj3M8BWydEeeXpupUtpac93/Kutm5/wuu5WNFZHB4ayfs5rYCJmiUlRIYhwsWrSIunXr4ujoiKOjI82aNWP79u1GbY4dO0bbtm2xs7PD0dGRVq1akZKS+9hzWXFeCJHnrHv2Rr1jG+o929GG3CZpwTegUqHs2DXL9pY1aqG5fJHUA3tIjwgj7Yw/6gN7saha/ZET2+Dwyack/fg1usSELM8lnqzsiNe5u3ov9/7cT/L1O1z75BfSU1Ip1bdN1u3f70r0vrMEL/yb5Bt3CJyzloQLtygzpLNRO6sSLlSdNYTLH/xAepomy3NpklJIjYwzfKUnq/P8+kzR0U0H2PLDei4dOZ/jYwLPB7DWdxUn/j5CWmpaPvZO5MaxTQf5+4cNXM7FWL5oypQpw+zZszl16hT+/v60bduW7t27c+nSJUBfAHfu3JmOHTty8uRJ/Pz8+PDDDzEzy31JK0WwECJvWVhg4V2V1LOnMvbpdKSePYVl9VpZHpJ25RLm3lUNRa9ZiZJYNmlKmv8Jo3Z2I8eS6neMtMznFjmmsDTHoW4log9dyNip0xF98AKOjatmeYxTo6pEH7xgtC963zkcG1fJdGIFtX4aTfDCrSRdC832/cuP7kHLK0tpsmcO5T7ohkKS/4QQj+jWrRtdu3alSpUqVK1alZkzZ2Jvb8/x48cBGDduHB999BGTJ0+mVq1aVKtWjd69e6NUKnP9XjInWAiRpxSOTijMLdDFGn/EqouNQVG2XJbHpB7Yg5mjE45zF4BCgcLCAtU/W0hZl/GRoFWrtlh4VyVu7PB87f+LzNLVETMLc1Ifeco8NTIW2yqlsjzGytOZtMi4R9rHofR0NmyXH90dnUZL6C/byU7or9tJuBBIWmwiTo2rUXlqX6y8XLg5fdUzX48QovhQq9Wo1caf/iiVyicWr1qtlvXr15OUlESzZs2IiIjgxIkT9OvXj+bNmxMQEED16tWZOXMmLVq0yHWfcv5neLr22b6EMHHW1hLu8DQWdepj06cfSQvnE/fRMBK++hTLJk2xeVv/EJWZuwd2748m8esv9Q/KiSLDoW5FygzryuWPFj6xXciSf4g9epmky8HcXbWbmzN+o8zQziis5F5MbjTr3pIll1Ybvqo2qVHYXRLPqGn3liy89Jvhq8oLPpa+vr44OTkZffn6+mbZ9sKFC9jb26NUKhkxYgSbNm2iZs2a3Lp1C4AZM2YwbNgwduzYQcOGDWnXrh03btzI8lxPIj99hMhnvr6+MHt2YXejwOji49BpNSicjVPIFM4u6GKyfmDKtv9Q1P/tQr1L/3S69vYtsLbG/sOPSVn7G+be1TBzccXph18yzmdugUXtelh360l0jw4S6JMDadHxpGu0WHk4G+238nAmNSI2y2NSI2Kx9HB6pL0T6gftnZrWwMrdkeanM4pgMwtzqswYQNlhXTnW5EOyEn/6BmaWFtiU9SA54N4zX5OpObPHjwBJGXshmFpinI+PD+PHjzfal91d4GrVqnH27Fni4uLYsGEDAwcO5MCBA4YE1uHDhzN48GAAGjRowN69e1m2bFm2RXV2pAgWQuQtjQbNzetY1m9E2vHD+n0KBZb1G6LatinLQxTWStDpjHc+LGoVCtLOnSL2g0FGL9uPnYw2NJiUDWukAM4hXZqWhPO3cGlZm/vb/fQ7FQpcWtbmzrKsV2qIO3Ud15Z1jJY7c321LvH++l/eYesPEvPInOH6f04lbMNB7v2xL9u+2NeugE6bTur9+Oe8KtMiKWMvDlMby6dNfcjMysoKb29vABo1aoSfnx/ff/89kydPBqBmzZpG7WvUqEFwcPBj53kaKYKFEHlOtWkd9uN90N64iub6Vay7/w+FtQ3q3fo5o/bjp5AeFUnySv2d3dQTR7Hu2RtNwA001y5jXrIMtv2HkHryqL7ATUlBezvQ6D10qhTS4+Me2y+eLGTxNmr8MIqEs7eIP3OTsu93xdxWyd0/9wNQ48dRqMOiuTXzD337n/+l4eYZlB3xOlF7TuPV4xUc6lXm6sc/A6CJSUQTk2j0HulpGtQRsYY7vI6Nq+DYsAqxhy+hSUrBqXFVqnwxkLANh9BkCkkRz8bOyR630u44e+oT4zKnjD1MjHv/m9HEhEezfu7vgD4xrnQVfZKfhaUFLl5ulKtZAVWSighJjCs0khiXtfT0dNRqNRUqVKBUqVJcu3bN6PXr16/TpUuXXJ8350WwrPkrRJGw53SZwu7C052+gXf8H9SZPBY7Bxv9CgTnAjkeWInEwHDa2JQlSWfDyQfXojj3HzXvOlJl2Hjsne0A0Ko1RKVGcjauCQmZPi6v1L8N5Xs2x7xmNSzrNmD7pF2kxSdn2Y2i4LyN7umNCtIuP5rOWkOLSb2p6uHMvSu3+XXQHEITk2g35W08ejTHzNwMTcMqbP10GVGXbnFjzE+0n/AWFaf0JSoojN/e/5brt+/x8amfcCnzeBiMKjGFG5ZmHLWxoPusoVRpUx8HLxcUKNDpdMSERLBv2XaO/PovWpuicy/GuRgtmNRl3Fs069sWG0c7ooIjKFk14+fCqAUTANj+3QZ2fLcBAM/SnlSoWZFm3Vrg4OFMYlQcrqUzxq7r8O50Hd49y/faMms1//28LR+v5tkkkPVSfMVZ93G9aT8oYylJU0yM8/HxoUuXLpQrV46EhATWrFnD/v372blzJwqFgk8++YTp06dTr1496tevz8qVK7l69SobNmzI9XsVnZ8+QogXioWtforD4cHzSQqOoM7Et3j1j8lsf3Ui+3rNNGqr06Zz6duNuDX2JnjzcaLPBmBmYU4dn968+udktreaiDZF/1SxhY2Se/vOc2/feepNfbswLq3YO75qF8dX7TLa13JEN5oN7sSfo34gOiSCDhPeYtCqyXzf4RMu/nuCi/+eeOw8C9/4FLNMy5x5VS3LkN+nsPq9eQQevwLA3QuBnNt8hNi797F1sqft2F6UrFmeQ4v/NorxFTnXbsQbtBrcmd8nLCQ6JJKuE3pjaW2Jb4eP0aizXvP32sHztH6vK79PWETYjVDK1qnEO1+P4J95azm4Qj8VxuGRud81W9fn7TnDObf9ZL5fk9ALPHeTTd/+SWx4DIPnjDTJxLiIiAgGDBjAvXv3cHJyom7duuzcuZMOHToAMHbsWFQqFePGjSM6Opp69eqxe/duKleunOv3kiJYCJEvqg7rzOXvNnN3p35N3xMfLaL7+YWU7tyIkC3Hszzm4DtzjbZPjl1Cj4uLca1Xkcjj+sjl67/of2F7NHuxn6QuaK8M6cz+HzdzZbd+vNaPX4SP/yJqdGzMhb+PZXlMcrRxYEmrkW8QFRRmKIAB/P74z/DfsaH32f3NOj7aMQeXMh5EB0fkw5W8+F4d0oVdP27i4oOxWj3+J77yX0Kdjo05k81YVWxUlYu7T3F5nz7uOjo0kkZvNKd8vYzCIeGRpfBqd2jMzWOXiQqRcSooxzYdBMAti09YTMXSpUuf2mby5MmG+cHPIxdLpKU/25cQwuTYlfPAxsuF8EOXDPvSElKIOhOAe+aQhaewdLAFIPWROacib7mU9cTB04WAIxcN+9QJKYSeDaBcw5yNl7mlOfV7tODUugPZtrG0UdLorVeJDo4g7l7Uc/fbFLmV9cTJ04XrRzIeRlQlpHD77E0qNsw68AQg8NR1qrxSG4+KJQEoVaMclRpX4/L+s1m2d3B3olabBhxfm/3DjUIUd3InWAiR56wfBCmoHrmzpIqMw/qR5bmypVDQ4It3iTx5jbgnpJCJ5/fwY/DER8YrMTIO+0c+Is9OjY6NsXa05fSGx4vgl/u3p5PPOyjtrIkMuMvy/rPQpsk68s/C4cH3z6N3bRMi4wyvZWXPoi1YO9gwZe836LTpKMzN+GfeWk5tOZJl+ya9WqFKUnFup0yFEC8uKYKFyEc+Pj6oVCrmF3ZH8ln5N5vTaO5Qw/ahd79+7nM28h2EU/Uy7O3+xXOfSxir1/0Vus/KGK9VQ+Y+oXXONO7Thhv7z5GQxXrDZ7cc4ebhizh4OtNi2Gu8/dMYfv7fjGznr4oMjbq/Qp9ZwwzbS4bMeabz1H+9KY26t2DVmB8Jux5K6ZoVePOzAcSFx+D318HH2jft3ZpTmw/LGOWjpt1bMmDW+4bt+YNmccPvyhOOEHlNimAh8pFKpWL+/Pnw3XeF3ZV8dWfnaaJOBxi2zR6kgFl7OKHKVBRZezgRe+n2U8/XcOZASrVvwH89vyTl3ou9gHxhuLLnFCFnbxq2LR6Ml72HEwmZlmGy93Di3uWnj5dzaXcqv1KbNSOy/nNPnZCCOiGFqKAwQs7c4NNzv1CzU2POb816/qrIcHHPKW4bjZUloL97n3nJLAcPJ+48Yay6+/Rnz6IthjnD966F4FranQ4fdH+sCK7UpDpelUuz4sPv8/BKxKNMLSyjKJIl0oQQz02TpCIxSWW0LyU8Bq8WtQxFr4W9DW4NKnNz5Z4nnqvhzIGU7tKYfb2+IikkMt/6bMpSk1REPzJeCRExVGpey1D0Ku1tKFO/MidWP3m8ABq+9SpJUXFc++/M099coQCFAvMHxZx4MnWSCvUjYxUXEUPV5rUNRa/S3oby9b05vHp3tuexsrFC90ggTXp6OgrF448GNe3ThuDzAdy9kvvwAZFzphaWURTJnWAhRL64/ssOao7tQUJgGEnBkdSe9D9SwmO5s+OUoU3rdT6Ebvfn5nL9L+9GvoMo17M5hwd/iyZRhfWD+ahpCcloVfqPZa09nLD2dMahohcATjXKoklUkXznPqmxErzwrI4s20Gb0T2JCgojJiSS9hPeIiE8liu7/A1thvw+hcs7/Y2WV1MoFDT8XytO/3WIdK3xzRKXsp7U6daUmwcvkBQdj1MJV1qNfAONKpXr+84W1KW9cA4s207H0T2JDAojKiSCrhN6Excew4VMYzXq9085v9OPQ6t2AnBx72k6jupBzJ37hN0IpUytCrQZ+hrH1+83OrfS3ob6XV9my8zVBXlJ4gEJyyhYUgQLIfLF1Z+2YWGrpPHXQ7FytCXy5HUOvDOH9ExzDO0reKF0dTBsew/SrwPZduM0o3OdGLOEoHX6j2wrD2hH7Y97GV5rt/mzx9qI3Du0+G+sbJT08H0Pa0dbbvtdZ8XA2UZzQl3Le2GbabwAKreojUsZD06t2//YOTXqVCo0qc4rg7tg7WRH4v04gk5eZUmvGSRFSVzys9q7eCtWNkr6+A7DxtGWW37XWPzIWLmV98Iu01j9NX05XSf05q0vh2Dv7kR8eAxH1uxh5w9/GZ27YbfmKBQKTm3N+oE5kb/qd2jM0HkfGrZNMSyjIEkRLEQx45pe+ClJZQZ3pMIH3bDydCbx8m2uTllO/JmAx9rdnbOWu3PW4tmtKd6TetN5ry/JgWHc/PJ37u89y9HG+h/2rkDliW+hDo/BwtGOWL9rXJ34K8mB+o8Krct60OKbobi2qI2VhzPJQWHc23CYwO82onuwyoCZ0pKW84fhUK8SdlVKc3/3ac4Nmldg/ybZSXh6kyKh67i3aNS3DUoHfVG17tNfiQwy/qh2eouMX84KMwVdxr5Fk54tSVWlMmDFRE5sOMDOHzdmHJCuITYqlhLpWtK1Wu7dCOHv79Y9dt6iQkPxCe9IR4dOp0OnAx060nRa0si4Ez+txSij9mak6495sB1/P5azu/1QpRk/+Hbwj90c/GM3fWcOo2W/Dqz/YgX7lv2b35fzTOJ1qYXdhWfycudmdOzXmUp1KuPg4sjHXcYQdFkf/759/S62r9/12DHt3+7IJ+s+p2y18gDcunCTNXN/4+a5G4+1FTkn6wQLIXLFq3szqn0+gFvf/MWJDpNJuHSbhn9OwdLdMcv2To2rUmfxR9xZs48T7ScTud2Peis+wa56WUObCh++Qdn3unBl4q+c7DoVbbKKBmunYKbUzxu18y4FCjMuf/wLx16dwPXPVlFmYHu8p/TNeCNzM7SqVEJ+3U70wQuPdkM8QfsRb9BqcBfWTf2Vb3tMJTVFxchVU7BQZj9vt/2I7rTo34H1ny1jVvvxbJ29hnbD36DVoM6GNu/9/DFuZb34Zdg85r42ieg79xm1+lOsbJQFcVkvrA4jutN6cBf+mPoLX/eYgjpFzehVU584Xv3njKB6i7qsHL+AmZ0mcOXQeT5aPQ0nL5fH2tbr1IQKDaoQKw9q5QuljZIrfpdZPXtljo+p1aw2h7ceZMbbU5nS8xPu373PtN8+x9XLNR97WngSEhIYO3Ys5cuXx8bGhubNm+Pn55fn71N8gtKFKEZ8fHwYN24cEREvXtJS+RGvEbp6L3f/3E/S9Ttc+eRXtCmplO7bJsv25d7vQtS+s9xe+DdJN+4QMGcd8RcCKTekU6Y2XQmcv5HIHf4kXg7m0oc/ofRywaNLEwCi9p3j8thFRB84T8rtCCJ3nuL2wm14vvaS4RzpyWquTlrKndX/kZrFMl0ie68O6cquHzdyYbc/d68G89v4n3DycqFuxybZHlOxUVUu7Pbn8r4zRIdGcnb7Ca4eOk/5et4AeFQsScWGVVn36a8Enw8g4tY91k39FUtrKxq98UpBXdoLqe2Qruz4cSPnd/tz52owK8cvwMnLhXrZjJel0pL6nV9ms+9qbp68QuTtcP75bj2Rt8No1b+jUVsnLxd6zxjCijE/oNUU/qdOL6KDm/az4Ye1nD98LsfHfD/mW3b+tp2gy4HcDbjD4kkLUJiZUeeVevnY08Lz3nvvsXv3bn777TcuXLhAx44dad++PXfu3MnT95EiWIh88HBpNE9Pz8LuSp5SWJrjULcS0Ycy3WnV6Yg+eAGnbJLgnBpVJfrgRaN9UfvO4dRYn25lU94TpZcLUZnu3moSUog/fRPnJ6TLWTjaopEkuef2MIHsWhYJZBWekBYXeOo6VY0SyMpTqXE1rjxIIHu47Frmeao6nQ5NahqVmlTLhysxDQ/H6+qR84Z9qoQUgs7epFI2iXFmFuaYW5iT9siav6mqVCo3qW7YVigUDJo/mj0/b+XeDQmoKcqsbJSYW5qTGFtcJlzlXEpKCn/99Rdz586lVatWeHt7M2PGDLy9vVm0aFGevpfMCRZC5JiVqyNmFuakPpJWlRoZh12VUlkeo/R0JvWRp5pTI+Ow8tSv/GD1IOXq0XOqI+OwepA89yibCl6UHdqZG5//lvuLEEYcn5BA5piDBLKpe781SiDz33IYgPCAu0SHRtJtYl/+nPILqSkq2gx9DZdS7jh6Pv4RvMgZpwdjEv/IeMU/YbzUSSpunbpGl496EXbzDvH3Y2nyRgsqNaxqND+748jupGu07Fu+Pb+6L/JIf5+BxIRHc/5Izu8mFza1Wo1arTbap1QqUSqNp0dpNBq0Wi3W1tZG+21sbDh8+HCe9inHRbBOJxGXonh5mNZWEJ407cHHxwffAumFaVCWcKHhn1OI+Ps4d1b/V9jdKXYad2/xSALZ7Gc6T4PXm9H4QQLZveshlKlZgTc/G0hceDQn/zpIukbL0hHf0HfuCOacX4ZWo+X6kQtc2ncGhSKvrubF16R7C/pmShVbNOTZfpqsGLeAd78eie/JJWg1WkIuBuK/9Qjl6lQEoGztirQe3JXZr03Kk34LvZY9XuX9WR8YtmcN/Jwrfpef65w9RvbilW4tmdFn6mN394syX19fPv/8c6N906dPZ8aMGUb7HBwcaNasGV9++SU1atTAy8uLP/74g2PHjuHt7Z2nfZI7weKFZUhrKwDjxo17Yj9eFKnR8aRrtFg9WL/3ISsPJ9TZzMNVR8Qa7vZmbp8aob+T9fAusX5fxjmUHk4kXAoyOk7p5UKjjZ8R63edyxN+fp5LMVkX9vgTlCml6kkJZKGXg7I9T3effuxZtIXTfx8F9AlkLqU96PBBD04+SCALuRjI3K6TsHawwcLSgsToBMZv/oqQ87fy/sJeUOezGS/HR8bL8SnjdT84nPl9ZmBlo8Ta3ob4yFiGLhjL/WD9H/DeL9XAwc2Rr44uNBxjbmFOr6kDaDukK9MyrQwics5v90lunLlu2I4Oi3qu873xfg96juzFF/0+4/bVoOfsXcHy8fFh/PjxRvsevQv80G+//caQIUMoXbo05ubmNGzYkL59+3Lq1Kks2z8rKYKFEDmmS9OScP4Wri3rELn9wcL8CgWuLWsTsmxnlsfEnbqOa8vaBP+cscyS26t1iPPX/2JIuR2BOjwGt5Z1SHyQLmdub4NjQ29CVmYkYClL6AvghPOBXBqzEHTFZzmroiT7BLI6hgQy6xwlkCkfSyDTpaejyOI2ryohBQCPCiUoV6cy/34j653mlDpJRWQW41WteR1CM41XhfreHFz9+NJaj0pNUZOaosbG0Y4areqxyVcfinFy40GuHjZeVWX0qqmc2HSQY+v35dHVmB5VUgphSSl5cq7uw9/kzQ/f4qsBMwi4cPPpBxQxWU19yE7lypU5cOAASUlJxMfHU7JkSfr06UOlSpXytE8SmyyEyJXbi/+h1g8fEH82gPgzAZR7vyvmtkru/rkfgFo/jkIdFs3NmX8AEPzzdhpvnk75Ea8Tuec0JXo0x7FeZS5//IvhnME//0vFcT1JDrxHSnAElSf1QR0eQ+R2/ZI4yhIuNN40nZTQ+1yf8RtWbhnLsWWeS2xXtTQKSwssXewxt7fBvpZ+Tc2HxbXI2oFl/9JpdE8ig+4RFRLBaxP6EBcew/ldGUsSPZ5AdoqOo3oS/VgCWUbBVL9rUxKj44m5c59S1cvx5vSBnN/lx9VD5x/rg8i5/5b9S5fRbxLxYLy6TXibuPAYzmUar49+n8a5nSc58GC8arSqh0Khn6vtUaEEPae8S3jAHY49SIxLik0kKdb4QVOtRkN8ZCwRt+4V2LWZAnsne9xLe+DyYHmzUpVKAxAbGUPsg7v7o78dS1RYNGvmrgKgx4g36TO+H9+NmUdkaDjODz5dUyWpUCW/OJ82PsrOzg47OztiYmLYuXMnc+fOzdPzy51gIUSuhG85hpWbI5Un9kbp6UzCpSBO9/U1FKPWpd0Ma4RXnvgWpfu3Ax1UntQb76lvk3wrjHODvibpaojhnEELtmJuq6T2wtGY2yohXUdafDJ1lozhxpe/49S4KraVSmJbqSStzi026s++KoPRxCcD0OD3ydiUy1iRo9l/+h+Yu7365Ou/SXG350EC2du+7xsSyBYN9DVa2cG9vBf2rg7U7fQSLfq1p2zdytg529N39vvYONkTHx7NkTV72PHDBsMxjp7O9Pz0XRzcnYmPiOHkxoPs/PGvrLogcmH34i0obZS84zscW0dbAvyusmDgLKPx8ijvhb2rI/U7vUTLfh2o2LAq1vY2pKWmkRybyJntJ9g67w/SNfK8T0HrPb4vXQd1M2yP/2kiAOvm/8G67/Q3D9xLeZCenvFJyxvD38RSackni32MzpX5mBfJzp070el0VKtWjZs3b/LJJ59QvXp1Bg8enKfvo9A9+nlWNlRntz3TG1jXf/2ZjhPieY0bN65A5wRnfq+H2z4+PgQHB/P7mjV59l5rS7yTZ+fKT9VHvU6N0W9wYswSkoIjqDPxLZxqlGX7qxONopMza7VmIsGbjxN9NgAzC3Pq+PTGqXpZtreaiDZF/1Rx1WGdDSEa9aa+zcZqw0h7UAQXRTuUL9ZdmmY9X8WjrCex4dEMnvMBn3WdQMgT5qIWJ+a8eE/sNe3ZCveynsSFxzBwzkg+7/rxCzNescU0Ma5Vz9Z4lvUiJiKakXNGGyXGZWfM9+O56n+Fa6eukqpOpceIXrzcqSnjOnxIdHjxCDXZcHtrjtuuW7cOHx8fQkNDcXV1pVevXsycORMnJ6enH5wLcidYiHzk6+v7xIfmXmRVh3Xm8nebubtT/yDDiY8W0f38Qkp3bkTIluNZHnPwHeOPuk6OXUKPi4txrVeRyONXAbj+yw4APJrVyMfei+wc23QAALcyHoXcE5ETxzfpH1KU8So6Dm7aD4BHmZyvI//9mG+NthdPWkDTLs2p80o9Dmx88eZs9+7dm969e+f7+0hsshAiz9mV88DGy4XwQ5cM+9ISUog6E4D7EwIwHmXpYAtAqoRiCCGEwYscllGQJDFOCJHnrB+EXKgeWdBfFRmH9RMCGIwoFDT44l0iT14j7pqkVwkhxEPFMSyjKJLpEELks0dTb15E5d9sTqO5Qw3bh979+rnP2ch3EE7Vy7C3+xfPfS7xbJp2b8nAWcMN298OmskNvyuF2CPxJC93b8m7mYI1vh80S8arkElYRtEmRbAQ+czX1xdmP1sqV3FxZ+dpok4HGLbNrPQ/Wqw9nFBlCsCw9nAiNgfLlTWcOZBS7RvwX88vSblXPB76eBGd3ePHrUxBDTFhMhZF2dk9fgTKeBUpEpZRtMk6wUKI56ZJUpH4yIL+KeExeLWoZSh6LextcGtQmZsr9zzxXA1nDqR0l8bs6/UVSSGR+dZn8XSqJBWqpLDC7obIIXWSiggZryJFwjKKNrkTLITIF9d/2UHNsT1ICAwjKTiS2pP+R0p4LHd2ZMRetl7nQ+h2f24u1yeTNfIdRLmezTk8+Fs0iSqsH8QzpyUko1XpP/az9nDC2tMZh4peADjVKIsmUUXynfukxiYV8FWaHjsne1xLu+PiqV/ov2SlUgDERcYaxfiKouHheDl7ugBQQsar0ElYRtEhRbAQIl9c/WkbFrZKGn89FCtHWyJPXufAO3OM1gi2r+CF0tXBsO09qAMAbTdOMzrXiTFLCFqnX+qp8oB21P64l+G1dps/e6yNyD/1OzThvXkfGrZHLpgAwObv1rLlO4lDLmrqdWjMkEzjNXzBeAC2freOrTJehaJxh5f48Juxhu2chGV07N/FpMIyCooUwUIUM923vVXYXciVpQums9fvIoF3I1BaWVK/TXnG9u1KhVIeEHEE7zbmeLfRX5Pq1GYA9py8yNIt/xESHkWaVkv5Eu68O6kV3Vo2NGqXWb0BXtQbUPT+bTy65l1QSl4pPbgT5T7ohpWnM4mXb3N9yjISzgRk296jW1MqTeqDdVkPUgLDOPeOL1F7zxi1cQTexZxqc4dRemAHrk9bQejP/xpeb+a3wCjNDyDgq9+5/eOWPL2257HG5sWb9qdKSOHSwXOUr1MJexeHFyosw1FhVdhdeCan/zrMkL8OZ/la684tad2vI+WrV6BWszrsX76dkMtBTG45KtvzFdd/h6Ig50VwukQrCiFyz//KLfp0aEatymXQatP5ce1ORsz+lY1zJ2BrnfUPbyd7G97r0ZaKpTywtLDg4OkrTF+yHldHO16pV62Ar+DF4tm9GVU+H8C1ib8Qd/oGZd9/jfp/TuX4K2NJux//WHvHxlWptXgMt2au4f7u03i92YI6Kz7Br8Mko+hrAPcuTXBsVAV1Ng8z3pq9lrurM+aEa5LkY9z8ZmWr5Ib/Ffz/OcrAOSMLuzviKZQPxsvvn6MMlvHKd7JOsBAiXy2aPJTurzbGu0wJqpUvxRcj3uLe/ViuBGa/9m+TmpVp16Q2lUp7UdbLjX5dWlClXAnOXAsquI6/oMqOeJ27q/dy78/9JF+/w7VPfiE9JZVSfdtk3f79rkTvO0vwwr9JvnGHwDlrSbhwizJDOhu1syrhQtVZQ7j8wQ+kp2myPJcmKYXUyDjDV3qyOs+vTxg7vukg237YwOUj5wu7KyIHjm06yN8mPl6LFi2ibt26ODo64ujoSLNmzdi+fbvh9eHDh1O5cmVsbGzw8PCge/fuXL169ZneS4pgIUSBSnzwEIejvW2O2ut0Ok5cvEnQvUga1aiYn1174SkszXGoW4noQxcydup0RB+8gGPjqlke49SoKtEHLxjti953DsfMyX8KBbV+Gk3wwq0kPSHYpPzoHrS8spQme+ZQ7oNuKMzlV5AQwliZMmWYPXs2p06dwt/fn7Zt29K9e3cuXdInkDZq1Ijly5dz5coVdu7ciU6no2PHjmi1uZ+xIEukCSEKTHp6OnN/+5v6VStQpWyJJ7ZNSE6hw6hZpGk0mJmZMWVwD5rVybpQEzlj6eqImYU5qY+sCpAaGYttlVJZHmPl6UzaI8l/qZFxKB+kAgKUH90dnUZL6C/byU7or9tJuBBIWmwiTo2rUXlqX6y8XLg5fdUzX48QovhQq9Wo1caf/iiVSpRKpdG+bt26GW3PnDmTRYsWcfz4cWrVqsX772cEwlSoUIGvvvqKevXqERQUROXKlXPVJ3kwTghRYGYt30JASDgrpo94als7ayXrfMeQrErlxKWbfLN6G2U8XWlSM3c/5ET+cqhbkTLDuuLXftIT24Us+cfw30mXg9Glaaj29TACZq5Bl5r19AmRO5IYV7w07d6SAZnGa/4LPl6+vr58/vnnRvumT5/OjBkzsj1Gq9Wyfv16kpKSaNas2WOvJyUlsXz5cipWrEjZsmVz3ScpgoUQBWLW8s0cPHOFZZ+NwMvN+antzczMKFfCHYDqFUoReCeCpVv2SRH8HNKi40nXaLF6sMboQ1YezqRmSvbLLDUiFssH6zVntHdC/aC9U9MaWLk70vz0QsPrZhbmVJkxgLLDunKsyYdkJf70DcwsLbAp60FywL1nviaRQRLjihdTS2T08fFh/PjxRvsevQv80IULF2jWrBkqlQp7e3s2bdpEzZo1Da8vXLiQiRMnkpSURLVq1di9ezdWVrlfJUOKYCFEvtLpdPiu2MJ//pdY+ulwyjwIWcitdJ2ONI2sUvM8dGlaEs7fwqVlbe5v99PvVChwaVmbO8t2ZHlM3KnruLasY7TcmeurdYn31//yDlt/kJhH5gzX/3MqYRsOcu+Pfdn2xb52BXTadFKzWJFCPBtJjCteTC2RMaupD9mpVq0aZ8+eJS4ujg0bNjBw4EAOHDhgKIT79etHhw4duHfvHvPmzaN3794cOXIEa2vrXPUpF0ukyZxgIUTuzVq+me1Hz/LdhIHY2Si5H5sAgL2tNdZWlgBMXbgWT1dHxrzdBYClW/ZRs1Jpynq6karRcOjsNf45fJqpQ3oW2nW8KEIWb6PGD6NIOHuL+DM3Kft+V8xtldz9cz8ANX4chTosmlsz9Qvwh/z8Lw03z6DsiNeJ2nMarx6v4FCvMlc//hkATUwimphEo/dIT9Ogjog13OF1bFwFx4ZViD18CU1SCk6Nq1Lli4GEbTiEJk5S/vKTJMYVLzJeelZWVnh7ewP6B+H8/Pz4/vvvWbJkCQBOTk44OTlRpUoVmjZtiouLC5s2baJv3765eh+5EyyEyFfr9hwHYOiXS4z2fzH8Lbq/2hiAsKhYzMwUhtdS1KnMWraZ8Og4lFaWVCzlwcwP3qZzs3oF1/EXVMSWY1i6OVJpYm+sPJ1JuBTEub6zDA+/WZd2h0xJVfH+17k08gcqTX6bylP6khx4jwuDvn5sjeAnSVdr8OrRnIofv4WZlSWq4AhClvxD8OJteX59wpgkxhUv9Ts0ZqhRIqN+vLZ8t86kExnT09Mfe6juIZ1Oh06ny/b1J5EiWIhiJumz+YXdhRxRvtYDm15vc/XCeTSBASQv/h7N9UxrOe49RNLeQwD8AFg36YqlV0PMPLwYV645o47sJ3nFL5CWCrpU2P4fSdv/A8D6rXewGzSclM3rSf5lQSFcXc5dtcr9wxr57erqfbD6kakKVlY0mdALK+/SODSqgqa0OwenLCcuKJyrO09zaOfpx9pn1uCDbjTz6cO5X3ew/BX9L26lpwtNxveibKs62JV2IyUqnsCdhzk5bwOpCSmA2WPnKUxWpBZ2F3Ls9XG9eaVvO2wc7bjlf5U/Pv2VyKDHP1r333AQ/w0HUdpZ021CH+p1fAkHdydqt6zHlf/OcPt81kmBfWcOo2W/Dqz/YgX7lv2bZZvCpuLF+4Q6JSGFiwfPUeFBwt/0FyjhL6d8fHzo0qUL5cqVIyEhgTVr1rB//3527tzJrVu3WLt2LR07dsTDw4PQ0FBmz56NjY0NXbt2zfV7ySKNQog8Z9WyDXbDRpGyZiVxHw1DGxiAw5fzUDg5Z93+1fbYDnqf5DUriR0xgKTv56Bs2RbbgcMea2tepTrWnd9Ac+tmPl+FaWkw8nXqDu7IgSnL+KvbdDQpal5fPQlzpeVTj/WsV4la/dpw//Jto/12Xi7YeTlz9Ks1/Nl+Mv+N/5lyrevS5uvHx1XkXIcR3Wk9uAt/TP2Fr3tMQZ2iZvSqqVg8Yaz6zxlB9RZ1WTl+ATM7TeDKofN8tHoaTl4uj7Wt16kJFRpUIfYFf1CrKHqYGLd+9urC7kqhiYiIYMCAAVSrVo127drh5+fHzp076dChA9bW1hw6dIiuXbvi7e1Nnz59cHBw4OjRo3h6ej795I/IeRGsS3+2LyFMnI+PT2F3ocBZ9+yNesc21Hu2ow25TdKCb0ClQtkx67/ULWvUQnP5IqkH9pAeEUbaGX/UB/ZiUbX6Iye2weGTT0n68Wt0iQkFcCWmo+7Qzpz6cQtBu04TdTWEvWMXY+flTMVOjZ54nIWtkvY/jGT/pKWo45KNXou+FsrO4T9we88Z4m9HcOfoZU7MXU+F9g0kKOM5tB3SlR0/buT8bn/uXA1m5fgFOHm5UK9jkyzbWyotqd/5ZTb7rubmyStE3g7nn+/WE3k7jFb9Oxq1dfJyofeMIawY8wNajSxdV9AkMQ6WLl1KUFAQarWaiIgI9uzZQ4cOHQAoVaoU//77L+Hh4aSmphISEsLvv/9OtWrVnum95KeQEPlMpVIVdhcKloUFFt5VST17KmOfTkfq2VNYVq+V5SFpVy5h7l3VUPSalSiJZZOmpPmfMGpnN3IsqX7HSMt8bvHcHMt5YOflTMihi4Z9qQkphJ8NoETDKk84Elp9NYjb/50l9PClHL2XlYMtqYkp6LRyk+RZuJX1xMnThauZiiRVQgpBZ29SqWHWYTJmFuaYW5iTpk4z2p+qSqVyk4w/NBUKBYPmj2bPz1u5dyP75D8hXhQyJ1gIkacUjk4ozC3QxcYY7dfFxqAoWy7LY1IP7MHM0QnHuQtAoUBhYYHqny2krMv4SNCqVVssvKsSN3Z4vvbfFNk+WDc45ZHlylIi47H1dMriCD3vN5riUacCG17/LEfvY+1iT+MxPbi8Jvul08STOT0Yq/hHUvziI+NwfGT954fUSSpunbpGl496EXbzDvH3Y2nyRgsqNaxqNI+448jupGu07FueffKfEC8SKYKFEIXOok59bPr0I2nhfDTXrmBeqjS274/G5u0BpPy5CjN3D+zeH038pxP0D8qJ51KlR3Nazx5i2P5n0Lxcn8O+pCstZrzL3+/MRvvIHcasWNrb8NrKj4m+cQe/bzfm+v1MVZPuLeibKVVs0RDfZzrPinELePfrkfieXIJWoyXkYiD+W49Qrk5FAMrWrkjrwV2Z/dqTk/9E3jG1xLiiSNYJFkLkKV18HDqtBoWz8QM3CmcXdDFZP2hj238o6v92od6lj9bV3r4F1tbYf/gxKWt/w9y7GmYurjj98EvG+cwtsKhdD+tuPYnu0UF+RuVC0O7TrD2bsSqAuZX+V4GNuyPJmZLjbDwciboUnOU5POpWxNbDibe2f2XYZ2ZhTqmXq1FnUAeWVB6E7sFSa5Z21nT77RNSE1XsGPYd6RJ6kmPn9/gTlClVzOLB2tqOHk5G68Y6ejgR+oRVBO4HhzO/zwysbJRY29sQHxnL0AVjuR8cAYD3SzVwcHPkq6MZyX/mFub0mjqAtkO6Mq1F1sl/4tmZWmJcUSR3goUQeUujQXPzOpb1G5F2/LB+n0KBZf2GqLZtyvIQhbUSdDrjnQ+LWoWCtHOniP1gkNHL9mMnow0NJmXDGimAcyktSUVakvFc9aTwWMq0qEXUZX3Ra2lvg1f9ylz6bW+W5wg9fIk/20822tf2m/eJuXmXM4u2ZRTA9jZ0Wz0RbaqG7UO+zdFdY5FBnaQi8pGxiouIoVrzOoQ+WI3D2t6GCvW9Obh611PPl5qiJjVFjY2jHTVa1WOTr37K0cmNB7l62Dj5b/SqqZzYdJBj62X6Sn4wtcS4okiKYCFEnlNtWof9eB+0N66iuX4V6+7/Q2Ftg3q3fq6h/fgppEdFkrxSf2c39cRRrHv2RhNwA821y5iXLINt/yGknjyqL3BTUtDeDjR6D50qhfT4uMf2i2dzfukOGo3uQVxgOPEhEbz08f9ICo8lcGfGQ4hv/OHDrR3+XFy5m7QkFdHXjB+eSktWo4pJNOy3tLeh2++TsLSxYs+YRVg62GDpYAOAKireUCiL3Plv2b90Gf0mEUH3iAqJoNuEt4kLj+HcLj9Dm49+n8a5nSc5sGonADVa1UOhgPCAu3hUKEHPKe8SHnCHY+v3A5AUm0hSrHHyn1ajIT4ylohb9wrs2kydJMYVLJkOIYTIc6mH9pHs5IxN/yGYubiivXcX7e1AnH/4FTM3dzRBt9BlWkIx5c/fQKfD9t2hmLl5kJ6chEKnw7JBY1w37iI9IgzVjr9RbV5fiFf1YjuzaBvl2tanyy9jwUyBOjaJXaMWGN25dSzviY2rg2G74ahuVOrSBOfKJdGoUlGYmZEQet/wevk29SjRUB992v/wt0bvd2Dqci6tyvous3iy3Yu3ULtNA4Yv+QSFmYLkuESWfvg9mkxj5VHeC3tXR8O2o7sTb80YjI2DLQDxkbEs++j7bKem9J05DLcynlR5uWaRDct4EXUf15v2gzKWkpTEuPwld4KFKGaUNV0Luws5ort1gJSvDwBgXq0h5hWqo/b/F5uBk0nbvxbtpZNG15J+7m9Szv0NgFmpiph5lib93m10qSrMK9bEduAIzF3M0JzYDYD6ty+Aov/v4XimsHuQMzVHvY5HjbIceO87EoMjqTfxf7TxHcLfrSeR/qC42vryOAAellblXq7BzeW7iTp7C4WFOQ0m96ZMsxq4WCnRpqiJ3HqCDUeMH/Sp0r8NNUe+xr21h3EsalODzQu7AznTYUR3Stcoz88j5hEVEsHrE/rwzqxhfNFhvKEQfnQOb+22DYkNi2bxe3OJC4/mpZ6tGPHzRL7oMI64cOOVXDKHZdw4cbnArktA4LmbbPr2T2LDYxg8Z6RJJsYVJFknWAiR77TXTpO6cw3aiyee3hhIvxuI5uxh0sND0MVEojl9AO21s5hXrJnPPTVdNd7rzIXvtxC68zSxV0I4+tFibL2cKds5+7CM//rN5da6Q8Rdv0Ps5WCOjl2CfRl33OpWAECXrkMVGWf0VbZLY27/fQJNsrqAruzFI2EZLy4Jy3jc7NmzUSgUjB071rAvLCyMd999lxIlSmBnZ0fDhg3566+/cn1uKYKFEEWeWamKmFWohvZWzgIZRO7Yl/PAxsuZsExhGWkJKdw/E4BHoyeHZWRm6aj/qF0dm5Tl6651KuBauwI3/zjwfB02YRKWIUyJn58fS5YsoW7dukb7BwwYwLVr19i6dSsXLlzgzTffpHfv3pw5k7uP3nJcBOt02mf6EkKIZ2U79RfsfNdhM+Zr0o5uR3NyT2F36YVk7ekMgCrSOCxDFRmP9RPCMowoFDT+vD8RJ68Rdy3rAqpy39bEXr/Dff8bWb4unu55wzKcPF1QmCl4qUdLKjWsipNHxlKGEpYh8pNarSY+Pt7oS63O/hOhxMRE+vXrxy+//IKLi/GSm0ePHmX06NG89NJLVKpUiU8//RRnZ2dOncpdmqjcCRZCFFkpC6eS8v3HqP9aglWLbljUb1HYXXohVOjZnD43fjV8mVk8/2TYl2YNxLl6GQ6P/CnL182tLanYsxkBf+x/7vcyJU26t+DbS6sMX+aWzzZWK8YtQKFQ4HtyCT9cX0PrQV3w33rE8IDqw7CMVR8vfMqZRF5p2r0lCy/9Zviq0qRGYXcpX/n6+uLk5GT05eubffjLqFGjeO2112jfvv1jrzVv3py1a9cSHR1Neno6f/75JyqVitatW+eqT/JgnBCiyNLFRKAD0sOCUTg4YdXhbTRnDxd2t4q90F2nuX/m8bAMaw9HUjKFZVh7OBKTTVhGZk1mDqB0hwbs6vkVyfeyXvC/3GsvYW6j5NZ6Gb/ckLCMF5ephWX4+Pgwfvx4o31KpTLLtn/++SenT5/Gz88vy9fXrVtHnz59cHNzw8LCAltbWzZt2oS3t3eu+iRFsBD5LCIiorC78GJQmIGFZWH34oWgSVKR+EgAQ0p4LCVa1DIUvZb2Nrg3qMz1pyxj1mTmAMp2bszu/80kKSQy23befVsTuus06uiE578AEyJhGS8uUwvLUCqV2Ra9mYWEhDBmzBh2796NtbV1lm2mTZtGbGwse/bswd3dnc2bN9O7d28OHTpEnTp1ctwnWSdYiHwWGZl9YWAyrKwxcy9h2DRz9UJXqgK65ER0sfex6tIfhZMr6j9/AMCyeRfSYyJJj7wDgHnFmli92p20w/8USvdNwZVfd1B7TA8SAsNJDI6g3sT/kRweS8iOjDl27db6ELLDn+vL9cvUNZk1iIo9m7F/8HzSElVYe+jnD6clJKNVZTyEZV/BC8+m1fiv/7yCvagXlIRlvLgkLANOnTpFREQEDRs2NOzTarUcPHiQBQsWcO3aNRYsWMDFixepVasWAPXq1ePQoUP89NNPLF68OMfvJXeChRD5zrxMZWxGfmXYVr4xBIA0//9Qr/0RhaMLZs4eGQcoFFh1fRczV0/QakmPCkP97yo0x59+p0s8m8s/bcPCVsnLc4dg5WhLhN91/us317BGMIBDBU+sM4VlVBukn6vXceOnRuc6OnYJt9YdMmx7v/0qyfeiuXfA+E6jeDa7F29BaaPkHd/h2DraEuB3lQUDZz0xLMPGwZbuE/viXMKN5LhEzmw/wdZ5f2QbliEKR/0OjRk6L2PqiSmGZbRr144LF4x/VgwePJjq1aszadIkkpOTATAzM36szdzcnPRc3rCVIlgIke90Oh2ay36Yla6MmZMrKSt80V46aXhdvfZHo/baO4FYqJIgLQ2srFBYKVFYWIGu+MXsOhSTT9GqT/wf5d9pjaWDLdEnr3Np0jIIDMMhU5u9TcYA4AC4Na1O2K7TONetiHUJF04M+pawHf6Gtg5Aya5NqDCgHc51K2Ll6kDp6mWIv3S7QK/rhabTGb4ldI98bzw6h/fS/jNUalSVeh1fwsHdiXK1K+JVsRS3zweQlYeJcaJgpSSkcPHgOSrUqYS9i4NJhmU4ODhQu3Zto312dna4ublRu3Zt0tLS8Pb2Zvjw4cybNw83Nzc2b97M7t272bZtW67eS1aHEELkO4WVNel3g1Bv/jlnB6SqSDvyLymLppL89WhS927AqvM7WLzcIX87aqK8P+xGpaGdODdxGQe7TkOTrKLZn5MxU2Y/B9vcVkncpduc91n+xDZRJ69x6as/8qPbJqvDiO60HtyFP6b+wtc9pqBOUTN61VQsnjBe/eeMoHqLuqwcv4CZnSZw5dB5Plo9DScvl8faZk6MEwVLaavkhv8V1s9eXdhdKbIsLS35999/8fDwoFu3btStW5dVq1axcuVKunbt+vQTZJLzO8G64nE3QwhR9GivnUZ77XSO26ffDST9bqBhWxNzAIvaTTGvWNMQmyzyTuVhnbn23WbCdurn/54evYjOFxZRsnNj7mw5luUxEf+dI+K/c088b+gG/UoQNmXd87bDJi5zYhzAyvELmOP/C/U6NuHU30cfa/8wMW7JsLncPKmPsf7nu/XUadeIVv078vc3aw1tHybGLRgwkw+WTy6YCxIGxzYdBMCtjMdTWpqW/fv3G21XqVLlmRLiHiV3goUQRZ4kxuUf23KeWHu5EHkwIy1Ok5BCzJkAXBrnPC1OFAxJjBMi78icYCFEkWU79RcU9k5gZkbq7rWSGJcPlA8S4dSPJJCpI+NynhYnCszzJsaF3bxD/P1YmrzRgkoNqxIZlLFElyTGCVMjS6QJIYqslIVTUSitMStXDWXXd9HdvydhGc+pzJuvUO/roYbt4/3nFmJvxNM06d6CvrPeN2wvGpJ9wtaTrBi3gHe/HonvySVoNVpCLgbiv/UI5epUBDIS42a/NilP+i2ermn3lgzINLbzB83iht+VQuyR6ZE7wULkAWtra8aNG2fYloCMvCGJcXkvbOcpYk7fNGybKfW/BpQeTqgzpcUpPZyIuygrORQ2SYx7cZlaYlxRJEWwEHng0fzzzAWxyCOSGJcnNEkqNI8kkKnCY/BoWcuwfJmFvQ0uDSoTtEKmnxQ2SYx7cZlaYlxRJEWwECL/SWJckRbwyw6qju1J0q0wkoIjqTHpLVThsdzLtO5v8/VTuLfdn8Bl+kLL3FaJXcWMMbUt54FjrfKkxSaScicKAEtnO2xKu2NdQr8Ml713SQDUEbGPzUEWOSeJcS8uSYwrWLJEmhAi30liXNF2c8HfWNgqqTfvPSwd9WEZx/rONkqLs6vghVWmtDjn+pVosXGaYbvOF+8CELz2AGfGLAGgRKdGNPx+hKFNkyUfAXB13l9cm/f8yxuZKkmMe3FJYlzBkjvBQuSzR6Mdn1fc4eJxB82uV3fs+/XB3NWVtJsBRAz9gLTLV7NufPgrFPZ2OI4Yis2rLTFzdEAbFk7U5M9RHzuhP1/PN7B7/2vMS+rvPmpuBRG/7DfUx09mfc4i4o6lXWF3IUfuzN9IEzMFNfu2weWlqlSbM4SDU5YTFxQOwIrmD6b4WOr/f77jd43zZfsbjm/wQTea+fQhJiGFOw/a3P/vDBbLd1G2VR0cSruREhVP4M5TnFy2g1TLordCZyrF52bPxvl/snH+n9m+PqnFBwA07PQyr/brSPkHCWSf5yKB7OE5RMGRxLiCVfR+CgnxgqlRo0Zhd6HA2bRrjdNHI0lYuoqIQcNJuxGA+/w5mLk4Z32AhQXu33+NRYkSRE+dQXifgcTM/gZtZKShiTYykriFvxIxaASRg0eiPnUGt7lfYlGxQoFc04uuwcjXqTu4IwemLOOvbtPRpKh5ffUkzJ+QQvaQZ71K1OrXhvuXjR+ks/Nywc7LmaNfreHP9pP5b/zPlGtdlzZfD8uvyxCPsHqQQPaXJJAVC5IYp3/GpkmTJjg4OODp6UmPHj24du2aUZuwsDDeffddSpQogZ2dHQ0bNnym8Ay5EyyEyHP2fd8iaeu/JP+zA4DYufOxfqUptq93IfG3xyN0bbt1wczRkcj3R4NW//GsNizcqI3qsHFyWfySZdi9+QZWtWugCQzKnwsxIXWHdubUj1sI2qVP9ts7djGDTv9ExU6NuLn1eLbHWdgqaf/DSPZPWkqjj3oYvRZ9LZSdw38wbMffjuDE3PW0/34kCnMzdNric+e1uDouCWTFiiTGwYEDBxg1ahRNmjRBo9EwZcoUOnbsyOXLl7Gz03+yNmDAAGJjY9m6dSvu7u6sWbOG3r174+/vT4MGDXL8Xjm/E5ye/mxfQgjTYmGBZbWqqP1OZezT6VD7ncKqds0sD7Fp0ZzUi5dw/ngMJf7ZgOfqpdgPfAeym0piZoZN+zYorK1JvXA5Hy7CtDiW88DOy5mQQxmpcakJKYSfDaBEwyenxrX6ahC3/ztL6OGcpflZOdiSmpgiBbAQIks7duxg0KBB1KpVi3r16rFixQqCg4M5dSrjd8rRo0cZPXo0L730EpUqVeLTTz/F2dnZqE1OyJ1gIUSeMnN2QmFhTnp0jNF+bXQMyvLlsjzGvHRJlI0akLxrD1HjfbAoUxrnT8agMLcgYdkqQzuLyhXx+HkBCisrdCkpRE2ejiZI1rJ9XrYPksZS7scb7U+JjMf2Calx3m80xaNOBTa8/lmO3sfaxZ7GY3pweY0suSWEqVGr1ajVaqN9SqUSpVL5xOPi4vTPwbi6uhr2NW/enLVr1/Laa6/h7OzMunXrUKlUtG7dOld9kiJYiHzi4+ODSqWS4IwcUCgUaGNiiJ39LaSnk3btBuYe7tj362NUBGtuhxAxcBhmdnbYtH0Vl2mTuP/BOCmEc6lKj+a0nj3EsP3PoHm5Pod9SVdazHiXv9+ZjTbTqgTZsbS34bWVHxN94w5+327M9fuJp3u5e0vezZRA9r0kkBVpppYY5+vry+eff260b/r06cyYMSPbY9LT0xk7diyvvPIKtWvXNuxft24dffr0wc3NDQsLC2xtbdm0aRPe3t656pMUwULkE5VKxfz5800uOCM9Ng6dRouZq4vRfnNXF7RRWSciaaOi0Wk0RlOo0oKCMXd3AwsL0Gj0OzUatKF30QJp125gWaMa9n3eJHbO/Py6nBdS0O7TrD0bYNg2t9L/KrBxdyQ5U2qcjYcjUZeCszyHR92K2Ho48db2jKXvzCzMKfVyNeoM6sCSyoPQpesAsLSzpttvn5CaqGLHsO9kWa58cnaPH4GSQFZsmFpinI+PD+PHjzfa97S7wKNGjeLixYscPmycFDpt2jRiY2PZs2cP7u7ubN68md69e3Po0CHq1KmT4z7JOsFCiLyl0ZB27TrKxg1RHTyi36dQoGzckMQNm7M8JPX8RWw6tgOFAnT6wsmiXBm0kfczCuAsKBRmYCkpcrmVlqQi7ZEUsqTwWMq0qEXUZX3Ra2lvg1f9ylz6bW+W5wg9fIk/20822tf2m/eJuXmXM4u2ZRTA9jZ0Wz0RbaqG7UO+zdFdY/Fs1EkqIiSBrNgwtcS4nEx9yOzDDz9k27ZtHDx4kDJlyhj2BwQEsGDBAi5evEitWrUAqFevHocOHeKnn35i8eLFOX4PuRMshMhziX+sx2XaZNKuXiP10lXs3+6Fwtqa5G361SJcPpuMNvI+8Yt+BSBp41bs/tcDp3EfkrR+E+ZlS+Mw8B0S120ynNNx5Huojp1EGxaOws4W247tsGpYj4SxkwrlGl8055fuoNHoHsQFhhMfEsFLH/+PpPBYAndmPGjyxh8+3Nrhz8WVu0lLUhF9LdToHGnJalQxiYb9lvY2dPt9EpY2VuwZswhLBxssHWwAUEXFGwplkX8kgax4kfECnU7H6NGj2bRpE/v376dixYpGrycnJwOPr8Fvbm5Oei4XZJAiWIhixmVwvcLuQg7EkOb/N05j30dh68jJvdv59d1eXA4L436Smh8Swmn3cjXMVRnXkrr7F2xa9cCu5+tMnvgJm5s1Mz7lzM+pXKki/2zbBqkppEfdQ719Cba1NdjWLrr/JqU/C396oyLA1doKCwtzuiwdB+k6Yk7dxK/vbEokZjzI4lrek0Rne0qnpePWtDreH7yOc92KWJdw4cSgb1HqdNin6yidpv9FVHVQR0o01M/R63/4W6P329XkI1JC7hfcBebACfPiWZQ36vQybft1pEKdyti7ODCt6wSCHwQs1O7QmGGZEsiGP0gg27NqO04eLlSoUwmPMp78/sUydi0rXrHkFXXWhd2FHGszvhcN+7bB2tGOEP/rbJu6jOigx3821G/fjB7fDDdsP0yM02q03L95ly0fL+HuhUBAvwZ0+8lvU71jY2xc7IkNieTE8p34/571pzfFxahRo1izZg1btmzBwcGBsDD93XInJydsbGyoXr063t7eDB8+nHnz5uHm5sbmzZvZvXs327Zty9V75bwIluXOhBC5oLl0GM0l/TyuuMAIqjpZ0L1qLSZsPY3G719SY08btU+PuI16y/cAjK+oYdSIdobXtOnp9Fl1mPZe5qQs/aTgLsJEeH/YjUpDO3Fq1E8kB0dQfdJbONYoR8qdKKN2u5uMMfy3ua2SuEu3Cf5jPy8t1/+iPvLmV0btk0MiuTJ3PaqwGBp8+z772vkQf0keYsxrSltrrvtf5eQ/Rxkyxzjl7fCGfRze8PhqHBXrVual117B79+jvDNtcEF11SS9MuJ1Xh7UiU0TlhAbEkGbCW/x7m+T+an9RKOoa4CzGw5ydsNBrB1tGfHvLAKPXcZ/9R6SohNwq1CClLgkQ9tO0/pTsXlNNo5dSGxoJJVb1uG1rwaTEB7DtT2nH+1GsbFo0SKAx1Z6WL58OYMGDcLS0pJ///2XyZMn061bNxITE/H29mblypV07do1V+8ld4KFEPmuRUVPWlT0zHF7B6UlDpmmju27EUa8Ko03apfNh96JysM6c+27zYQ9mPpwevQiOl9YRMnOjbmz5ViWx0T8d46I/8498byhG/R/BNmUdc/bDgsjRzcdAMA9FwELgecDCDyvfzjyrUn9n9JaPI+mQztzcMFmru3Wf39tGr+IT/wXUr1jIy7+nXUQTYuR3Yi7F8WWT3427IsNiTRqU7ZRFc7+dYig4/oVJU79sY9G/dpRun7lYl0E63RP/0SmSpUqz5QQ9yiJTRZCFHmbL4bycnl3SjnaFHZXXji25Tyx9nIh8mBGUIYmIYWYMwG4NH5yUIYQ4slcynrg4OnCrUxhMuqEFELPBlDmCUE01To04u75QN5a+BGfnFrI8H9n0vDtNkZtQk7doFr7hjh46ecPV2hWE7eKJQg4eCF/LuYFVKSK4JzkRQshTEtEooojgZH0rCN3gfOD8kEYhjoyzmi/OjIO6ycEZQghns7e0xmAxPvG319J9+OwfxBSkxWXsh406d+O6MAwfhswB//f9tDl8wHU69XS0Obf6SuJvHGHCScXMO3mSvqvnMi/01Zw++TV/LiUF1KRmhOck7xoIYqbK1de3MXPC8Lfl0JxUFrQxtursLvyQijz5ivU+3qoYft4/7mF2BuRW826t2TQrIwHp74ZNJPrL3DAQnFTp0dzus3K+P76ffDXz3QehZkZdy/cYu/X6wAIu3Qbz2plady/Hef+OgTAy4M6UqaBN2uGzCPuzn3Kv1ydrl8OIiE8hltHchZjburyfU5wbmLyduzYYbS9YsUKPD09OXXqFK1atcrXfgqRX3K7ZIvIoNPp2HIxlNdqlsbSvEh9cFVshe08Rczpm4ZtM6X+14DSwwl1pqAMpYcTcRflIbai5swePwJMKGChuLm2+zR3zjweRGPv7kRipu8vO3cnwi5n//2VEBFL5I07Rvsib96hRpcmAFgoLWn3SR/+HD6fG/+dBSD8agglapan+fuvSRGcQ/n+W8XX1xcnJyejL19f3xwdm1VetBDCdJwKjSYkNpkeMhUiz2iSVCQFhRu+Eq7dQRUeg0fLWoY2FvY2uDSoTIz/jSecSRQGVZKKiNthhq80dWphd0lkkpqkIvp2uOEr8sYdEiJiqPhKxveX0t6GMvUrE3o6+++vkFPXcatU0mifW8WSxN3RLytobmmBuZXFY2ttp2vTUZjJDYOcyvc7wc8SkwfZ50ULIYqf5FQNIbHJhu078Slci4jH0dqSko42/HDoKhGJar7qYrze7+YLIdQp6Yy3u0NBd9mkBPyyg6pje5J0K4yk4EhqTHoLVXgs93b4G9o0Xz+Fe9v9CVy2C9AvkWZXsYThddtyHjjWKk9abKJhaTVLZztsSrtjXUL/4I69t/6Xujoi9rE5yOLZ2TnZ41baHWdP/Q2jzAELcQ8CFt7/ZjQx4dGsn/s7oC+iSlfRp3BZWFrg4uVGuZoVDEW2yDvHl+6g1egeRAeGERMSSdsJ/yMhIparuzKCaAas8eHqTn9OrtwNwLFftzN043RajnqDS9tOULp+ZRq904a/fZYCoE5MIejYZTpO6YtGlUrsnftUeLkG9Xq1ZOeXqwvlOoujfI9Nzm1M3kPZ5UULIYqfy+FxDFt3wrD9zX79HMZutUrzRed63E9SExafYnRMgjqNvTfC+KRNzQLtqym6ueBvLGyV1Jv3HpaOtkSfvM6xvrNJz7SGqV0FL6xcM/4Yca5fiRYbpxm263zxLgDBaw9wZswSAEp0akTD70cY2jRZ8hEAV+f9xbV5z7+8kdBr0KGJUSDGqAUTANj03Vo2f6efU+pa2p30TEtPuXi58OW/3xi2uw7vTtfh3bly/CKz355eQD03DUcWb8PKVkk336FYO9oS7H+d1QPmGK0R7FrOC1uXjO+vu+dvsfb972g3qQ+vftSTmNBIdny+mgubjxrabBi9gHYT+/Dm9x9g42xPXOh9/vt6Hf6ri3dYRkEqkusEZ5cXLYQAyzdHF3YXcuWXVWvZc/4GtjY2WCutqF+nJuNGDqFi+Yzvbd83jY8Z9OFE/M/ol/n5cvdFvtytX76rZbMmLJr3RYH1PS9UmVP0x8ul/2u49X4FCydb1FcCSZi/lFLh1yHT88hBrQcB0LBnc9w/6I1V+ZKkJ6tIDbpL1NKNxG3OCGSoYgdWlcvi1a0B2oQkFObmqG8GE/LBLDT3Ig1tiho7bRHsVDZeH9ebV/q2w8bRjlv+V5ne+iMigx6/g2uHOQA/D51Ltwl9+PbwYhzcnQi9FMicN3y4fT4gy2P6zhxGy34dWP/FCvYt+zffr8cU6NDx8M+QR9fC/a7F2Mfa37sURPiV2zh4OeNcxoOXB3ci7FKQITEuNUlFWoqahyfV6XSkpcj0mNwoUhNHdDodH374IZs2beK///57LC9aCFH8+J+9QN83u7Hm5/n8/N0s0jQa3h83leQUVbbHfD9rGvu3/m742vzbYszNzejUpmW2x4hn4/haS7ymDCPyhzXceuMjVFcDKb/iS8zdsl4eTRuXwP2Fawn838cEvDaK2L92U2rOOOxaNjS0sSxXggpr56K+FcLtdyYT8NooIhf8iS5VfkHnhQ4jutN6cBf+mPoLX/eYgjpFzehVU7FQWmZ7TP85I6jeoi4rxy9gZqcJXDl0no9WT8PpwRqzmdXr1IQKDaoQKw/d5YmHiXHbpizn1+6fkZqs5t3fJj9xvKwdbRn613S0aVp+HziXn9pPZNdXvz+WGOf9al02jl3IT+0+4fjS7XT9YiDV2jfM9rzFxcGDB+nWrRulSpVCoVCwefNmo9cHDRqEQqEw+urcuXOu36dIFcGjRo1i9erVrFmzxpAXHRYWRkpKytMPFkIUSUu+/Yoer3XAu1J5qlepxMyp47kXHsHla9k/FOLk6IC7m6vh65jfaayVSjq2lSI4r7kN6Uns2h3E/bWH1Jsh3Pt0AekpKpz/1zHL9sknLpCw6xipASGkBYcRvWIrqquB2DbOmLbiOWEAifv9iZizHNXlW6QFh5G49wTaKJkHnBfaDunKjh83cn63P3euBrNy/AKcvFyo17FJlu0tlZbU7/wym31Xc/PkFSJvh/PPd+uJvB1Gq/7G4+zk5ULvGUNYMeYHtBpNQVzOCy9zYlz41RA2jV+Eg6cz1Ts2yvaYzIlxd87dIjYkkoBDF4gJjjC0yZwYFxt6n1N/7CPsSjCl61cuiMvKV0lJSdSrV4+ffvop2zadO3fm3r17hq8//vgj1++T8yI4Pf3ZvnJh0aJFxMXF0bp1a0qWLGn4Wrt2bW6vSwhRRCUm6R+Qc3LM+cNuG7ftokv7V7G1sc6vbpkmSwusa3uTdPRsxj6djqSjZ7FtUD1Hp7BrXg9lpTIkn3yQOKdQYN+6CalBdyi3/Auqnvydin99i0OHpnnffxPkVtYTJ08Xrh45b9inSkgh6OxNKjWsmuUxZhbmmFuYk5ZpDipAqiqVyk0yxlmhUDBo/mj2/LyVezdC8+cCTIwkxj2bLl268NVXX9GzZ89s2yiVSkqUKGH4cnF5/FONpylSc4JzkhctRHHj4eFR2F0oMtLT05n9/RIa1K1JlUoVcnTMhcvXuHEriC98xuZr30yRhYsjCgtzNPdjjfZr7seirJT9snRm9rZUPboKhZUluvR0wj5bSNKRswCYuzljbm+L+/C3iPj2N8LnrsC+VSPKLJzK7X4+GcWyeCZOD1LG4h9ZXSM+Mg7HbBLI1Ekqbp26RpePehF28w7x92Np8kYLKjWsajSPuOPI7qRrtOxbvj2/um9ynjcx7tiv2zn00xZK161El88HoE3TGMIy/p2+km6+Q5lwcgHaNA26dB1/T/61yCbG5SY3Iif279+Pp6cnLi4utG3blq+++go3N7dcnaNIFcFCvIiioqIKuwtFxlff/MTNW0GsWjQvx8ds3LaTKpUrUKdmtXzsmciN9KQUArqNxszWBrvm9fCa+h6pIWEkn7iAwkwBQMKe40Qv3wyA+sotbBvWwOWdrlIE51KT7i3oO+t9w/aiITlbZ/9RK8Yt4N2vR+J7cglajZaQi4H4bz1CuTr6Z2/K1q5I68Fdmf3apDzpt6mSxLjs+fr68vnnnxvtmz59OjNmzMj1uTp37sybb75JxYoVCQgIYMqUKXTp0oVjx45hbm6e4/Pk+xJpQpg6SYzTm/nNQg4cPcnKn76mhGfO7o4np6jYvucAo957N597Z5o0MfHoNFos3J2N9lu4O6OJjMn+QJ2OtNv3AH2Bq6xcFvcRbxF84oL+nGka1DeDjQ5RB4QYzRsWOXN+jz9BmRLiLKz0D1M5ejgR/2AN4IfboZeDsj3P/eBw5veZgZWNEmt7G+IjYxm6YCz3H8wx9X6pBg5ujnx1dKHhGHMLc3pNHUDbIV2Z1uLD7E4tMpHEuOw9a25EVt5++23Df9epU4e6detSuXJl9u/fT7t27XJ8HrkTLITIVzqdjlnfLmLvwaMsXzCHMqVKPP2gB3b9d4jUtDS6dWqbjz00YWkaVBdvYte8Pgm7j+v3KRTYNatP9G/bcn4eMwWKB8UZaRpSLtzAqqLx8pZWFUuRdicii4PFk6iTVEQmGa+kEhcRQ7XmdQh9UERZ29tQob43B1fveur5UlPUpKaosXG0o0aremzy1QcrnNx4kKuHjeeSjl41lRObDnJs/b6sTiWykJqkIvqR8XqYGPew6H2YGOe/ek+253kRE+OeZ+rD01SqVAl3d3du3rwpRbAQouj46puf+Hf3fn6Y/Rl2tjbcj9Ivu2Rvb4f1gx+IPl/Ow9PdjXEjBxsdu3HbTtq2bIazk2OB99tURC3bRKmvx5Ny4QYp567jNrg7ZrbWxG7QJ1eVmjceTVgUEfNWAuA24i1UF26QGhyGwsoS+9aNce7RlnufZTzFHfXLX5T5fhLJfhdJOn4e+1aNcGj7MkHvTC6Ua3zR/LfsX7qMfpOIoHtEhUTQbcLbxIXHcG6Xn6HNR79P49zOkxxYtROAGq3qoVBAeMBdPCqUoOeUdwkPuMOx9fsBSIpNJCk20eh9tBoN8ZGxRNy6V2DX9iKSxLj8FxoaSlRUFCVLlnx640ykCBZC5Ku1m/4BYPCHxnMNv5oynh6vdQDgXngEZgqF4bWpX33Dlu0Zd0l27D0IQOUK5djy+5L87rJJif/nEOauTpSYNhwzB1vQ6VBduIm5gy3aqFgsS3pAprtNZrbWlPjiAyxLeqAwM0On06GwtEAbE29ok7DrGPem/YTHhHcp6fYh6HQoLMxJT85+bWiRc7sXb0Fpo+Qd3+HYOtoS4HeVS/vP8OWhBYbwDK/KpbB3zfjj0cbBlu4T++Jcwo3kuETO7DhBaoqaGfu+x9HDmbjwaI5vOMD2HyXJL68dWbyNqm3r0+fncSjMFKTEJbFh1I9PTYzbOvFXOs94l7af9AYdJITHEBWQ8QfJlom/8M6yjxmwZgoKMwXaNA3Xdp9+IRLjEhMTuXnzpmE7MDCQs2fP4urqiqurK59//jm9evWiRIkSBAQEMHHiRLy9venUqVOu3ifnRbDMaxSiSEjb+GNhdyFXzkzoyuHACM7diaGGlxMTtp7m2zca0kZ9lbSN+qeYf2mrX4ng4bVNqKzgwxEZH2lp09Pps+ow7UtaFbvrv5GUdehEUeJt4Yy7DvwHfUtycATVJ71FyWUz+a/VJ9zoMftBK/113PhyK3y5Fc+29XBtUpW484G8tHw8d1V2hGW+1pUnKZNkhW05D1RhMTT49n2CU+yJL8L/HvbWxWeFov3z/2L/fH3B2npEN9p80J21ExYRHRJJpwlvkZ6q4ciiv7F/kBh3/Z+TfP3PScPxbT7oTqv3XmPthEWE3wihTJ1K9P56BOkJKRxZob97PKfFGADDOcSzeWXE63hVL8fa4d8RGxJBmwlv0c13KD+1n2gohB9NjLN2tKXN+F5c3emP/+o9JEUn4FahhFFYRouR3TC3NGfVO7OIDY2kcss6vPbVYKq1b8i1PacL8hLznL+/P23aZCwJ93Au8cCBA1m0aBHnz59n5cqVxMbGUqpUKTp27MiXX36Z6+kWcidYCJHvWlT0pEVFzxy3d1Ba4pDpZ9m+G2HEq9J4o3b2y3aJZ1d5WGeufbeZsJ36j2dPj15E5wuLKNm5MXe2HMvymIj/zhHx37knnjd0w2EAbMq6522HhZEWQ7qw98dNXN6tH7+14xcyzX8xtTo25tzfWY9fhUZVubTbn6v7zgAQE3qf+m80p2w9b2BnQXXdJGQOywDYNH4Rn/gvpHrHRlz8+3iWx2QOy3goNiTSqE3msAyAU3/so1G/dpSuX7nYF8GtW7d+4rK5O3fmzf+jRXP2tBAvEFkn+PltvhjKy+XdKeVoU9hdeeHYlvPE2suFyIMZS5dpElKIOROAS+PsF/MXRYNrWU8cPV24cSRj/FQJKYScDaD8E8IYgk5dx/uV2rhX1D+oWrJGOSo0rs61/Wfzu8smRcIyija5EyxEPvP0zPkdUPG4iEQVRwIjmfVa/cLuygtJ6amfnqB+JHxBHRmHtWfRnbog9Bw89GOU+Mj4JUTG4fCEMIb9i7Zi7WDDx3u/QadNR2Fuxs556ziz5Uh+dtfkSFhG0SbrBAshirS/L4XioLSgjbdXYXflhVDmzVeo93XGYv7H+88txN6I3GrQ/RXenPWeYXv5kGcbv7qvN6VB9xb8MWYB4ddDKVWzPN0+G0B8eAyn/jqYV901ORKWUbzInWAhRJGl0+nYcjGU12qWxtJcZm/lhbCdp4g5nfHUtZlS/2tA6eGEOtNi/koPJ+IuZr+Yvygcl/ecIvhsxvg9DM+w93AiIVN4hoOHE3efEJ7xmk8/9i3aYpgzHHYtBOfSHrT54A0pgp+DhGUUL1IECyGKrFOh0YTEJtOjjjwQl1c0SSo0jyzmrwqPwaNlLeIv6X8pW9jb4NKgMkErsl/MXxQOdZIK9SPjFx8RQ5XmtbmXKYyhbP3KHFu9O9vzWNpYPfbgkS49HYVC/th8HhKWUbzIv5QQIt8lp2q4FhHPtQj9WrJ34lO4FhHPvfgUAH44dJVPtz++0sDmCyHUKemMt7vDY6+JvBPwyw6qju1JiY4NcaheloY/jkQVHsu9Hf6GNs3XT6HikI6GbXNbJY61yuNYqzwAtuU8cKxVHpvSboY2ls52ONYqj0NVfXqcvXdJHGuVR+khc43z0uFl22k7ugc12zeiRLWy9Pl2JPHhMVzalTF+w36fSvMBGeN3Ze9p2o7qQfU2DXAp406tTo1pObQrFzMFboi88TAso1r7hnhWK0vPb0dkGZbx0sAOhu1jv26nTANvWo56A9fyXtTp3pxG77Th5Cr9HzaZwzIqNK2Bc1kP6v+vFfV6teTKThnDnJJ1goUQ+e5yeBzD1p0wbH+zX7+kT7dapfmicz3uJ6kJe1AQP5SgTmPvjTA+aVOzQPtqim4u+BsLWyX15r2HpaMt0Sevc6zvbNIzLeZvV8ELK9eMP0ac61eixcZphu06X7wLQPDaA5wZow80KdGpEQ2/H2Fo02TJRwBcnfcX1+ZJKENe2b/4b6xslPTyfQ9rR1uC/K6xdOBsozAGt/Je2GUavy3TV9BxQm96fjkYe3cn4sNjOLFmL3t+kHHJa0cWb8PKVkk336FYO9oS7H+d1QPmPDUsY+3739FuUh9e/agnMaGR7Ph8NRc2HzW02TB6Ae0m9uHN7z/AxtmeuND7/Pf1uhciLKOgyHQIIfKZtbV1np7v8heBeXq+/OIxsAslRvTE0sOZhleC2HzmF5LO3jBudBIunwzkw3d64darDVbVygGQfCGA6DmrWRpXDTZrubw5EOcuTfHo3xm7upWwcHHkUsdxpFwu+v8WJ61tC7sLOXLyhw20M4cmfdvg/FJVKswdwtZPlxEVFKZ/vaU+OIGH/zufvkKt0EhcyhgvAViuz6vcVav5+7MVnNxyEM3LVaj8Sm0cvVxITVIRfPo6O7Yf437eflvkiRBdytMbFUFNOjfFs0FlsDDDUmnF0pnLuH3L+Htj1CvDjLbLlHTHqqQzGp0OS2sr/lmxje3L/i7Ibj83G0XxKWFWzl/DyvlrjHdmhGQyvuVIABp2fpnW/TpSoU4l7F0cmN71Y0Iyz+3OdAz3I7g8MYvwIMXju0TWZDqEEPnM19e3sLvwf/buOyqqY4Hj+Hdpy9JBihWx9xJLjL1jiQjGGGusMWqMDZKnxBg1RYwxamJP1Bhj1NiNMfbYK6CIXUBQVHpnYRe2vD/AhVVQVBCB+byz53jvzp2dy7wlw71z5/fa2bq1pcpXo3m0eAs3enmSfiOMWhtnY1Qu79vglq0bEr/nFLc/mMUt9+lkPIql1p9zMC5vpytjYGZKqu8NHszb8LpOo0xpP96N1qN6sGfmOlZ6zCIzXcHIDTMwkhrne8yKvl/i03KC7rVu6DwArv2bc9X/0dVQdn6+miXdPmP98PmAhFEbZiAxEP+lLixSmSm3fW+weX7BvxsmMinR9yPZ/P0GEqLji7B1wouQmkkJ8rvJtvkbi7spZULBB8Eazcu9BEEoc5w+did28yHitv6HIugB92asRKNQYj+oa57lQyctJmbDftJvhKIIeUjY58uRGEiwattYVyZ+x3Eilmwl+VTg6zqNMqXt6J4cX7qbm4f9iboVzjbPlVg62VDPtUW+x6TFp5Aak6R71en6FnFhkYRmJ1gB+G7+j7CLt0h8EMuj62Ec/nErNpXsn7qCLLy807uOs/PnrVw9XfDvxt3AYDbN+51ze0+jUqqKsHXCizi36yR7f97OjTNl9/fcypUrady4MVZWVlhZWdG6dWv279+ve79Tp05IJBK91/jx459RY/7ElWBBEAqVxNgI80Y19AerWi3Jp65g3qxOgeowkJkgMTZElZhaRK0UcrOt4oiloy0huVLHHqdaOT8j1So3Q2NDmnq0w3/riXzLGMukNB/Qkfj70SRFxL1yuwVBKH0qV67M/Pnz8ff3x8/Pjy5duuDu7s716znLvo0dO5aIiAjda8GCl1svu+RMqBEEoUQwsrNEYmRIZq41SwFUsUmY1qxcoDoqfzGCjMgEkk8/vWKEUPjySx1LjUnCooArOdRzbYGplRmXtj89CG41rBs9vIcgNTclJuQRvw2bhzpT/eoNFwShxFAqlSiVSr19UqkUqVSqt8/NzU1v+7vvvmPlypWcP3+eBg0aAGBmZkb58uVfuU3iSrAgCG+U8hPfw869HSFjfdDmenpaKDxN3Nvy1fV1upeBseEr19liYGeCjl8hJVcgwGMBe86w/N0v+PWDr4m9G8Gg5VOeOddYyF9bjw78dmOz7lWnpVg9paR6x709K67/oXvValmvuJtUpHx8fLC2ttZ7Pe+ZGbVazZYtW5DL5bRu3Vq3/88//8Te3p6GDRvi7e1NWlraS7XpBWKTtc8vIwhCmaeKT0GrUmPsYKO338jemszohGce6zTOnfKf9OfO4K9IvynSyorKzSP+hOuljmWnWj2ROmbhYK0LYHgWm0r21GjbkE3jF+f5vjIlHWVKOnFhkYRfDuLLK79Sv0cLAv8+92onUgb5H75I8OU7uu34SPFQW0kVcMSXu7lWzEko5X3p7e2Np6en3r4nrwI/dvXqVVq3bo1CocDCwoJdu3ZRv37WH3xDhgyhatWqVKxYkcDAQKZPn87t27fZuXPnC7dJTIcQBKFQaTNVyK+GYNmuMYkHs1cJkEiwateY6PX/5ntc+Qn9KD/pfYKGzSUtMCTfcsKryy/VqnqbBnqpY5Wb1uDCM1KtHms2oCPyuCRu/3f5+R8ukYBEgqGJuBL8MhRyBQp5ZHE3QygEZa0v85r6kJ86deoQEBBAUlIS27dvZ8SIEZw4cYL69evz8ccf68o1atSIChUq0LVrV0JCQqhRo8YLtUkMggVBKHRRv+yh2uIppF0JRh4QhNNHbhjITIn9K2sRd5clU8iMjONh9jJA5T/pR0WvIdydtAhleDRG2VeRNXIFmrSswZqhjQUmFR0wyV42zbRGRQAyYxJQPTH/WHhxZ9YdoPOkfsSFRZIQHkM3rwGkRCVyM1fq2Og/v+DGQT/Obzik2yeRSGj2fgcu7TiFRq2/IpBtFUcaub1D8MmryOOTsS5vR4cJfVEpMrhzLOB1nVqpZ25tgX0lB2ydsr4bFapnfTcSYxJIyv5uTFg0hYTIOLYsyPrOGRobUblWVhy5kYkRtuXtqFq/Ggp5OlH3ys7A7E1jbm2BXSV7bBxtASif3ZdJMYkkl6HfcyYmJtSsWROA5s2b4+vry08//cTq1aufKtuqVSsAgoODxSBYEITil7D3DEblrKn42WCMHWxJuxFK0IdzUcVmPXglreQAuTLvHT7shYHUmJq/TNer59GiLTxatAUAm+5vU23xZN17NVZ+/lQZ4eWdyk4d88hOHbvne4f1T6SO2VV1wsxOP8K6RruG2FZ2wH/r8afqVCkzcGlZl7ajemFqbU5qbBJhF2+xuv8c5HHJRX1KZUbz7m8z4cec78aU5Vnfje2Lt7BjSdZ3w76iA9pc3zlbJzvm78+ZvuI2rh9u4/px49w1vhn05WtqufCkpt1bMGbhp7rtCcuypg/sWbKVPUu2Flezip1Go3nqobrHAgICAKhQocIL1ytikwWhCJiamnL//v0iqbtak2fPq31TSCvKMTJWI5FokJqpqFgzGZUmq+0Z305EAlRrklU2dfwAVO7vY9rbHQMHJzTJSWScOY705FqqNcnIKnRnB3HvZkW6mg4YgvnIcaTv3ob06EpdPW8iy2sWxd2EApMiQaIFtFn/cTDXSMjQ5jw/vbrtNAAss5+pbjf1PdpNew8Az2OLAIgLfsSvXf+XdUBUMoc+/5XOXwzGpV1DzGzMKV+zEi61nVGGRL228yoo8xKUQJab/46TfLTjZJ7vte/Zlo5DXXGuW5X6rRty/Ld/Cb8RRvrDeD5yeT/PY0rKz8GyBF3H6zltAK0Hd8HUypwwv9ts+3ItsWFPX3G/tv0007afRmIgoefUATTv1w5LBxva9uuIsRoOL9Wf9+pYoyJuM4ZQo1V9DIwMiAp6yG8TFpH4qOQuQejt7U2vXr1wdnYmJSWFTZs2cfz4cQ4ePEhISAibNm2id+/elCtXjsDAQKZNm0aHDh1o3Ljx8yt/Qsn5f5AglCA+Pj5MmzatuJtRbEzad8Z87ETkyxahun0DU48BWH6zkMSPh6FNSny6fMdumI38mNQlC1DdvIZhpcpYTPMGLaStWa5X1rBWXUx79kV1N/ipeoSX12p8H5qPdGWf12oSw2Po4PU+A/+Yzq/dpqN+xiodMbfD2TJ0vm5bo9Jf+qzPovFIrczY8dEi0uJTaODRBvflk/jdbRZR18XDj0XNJDuBzG/fWUZ8P6G4m1MmdRnflw6jerLJawVx4TH08vqA8Ru8md/9M707Lbl1He9Om2Hd2Oy1koigBzg3qs6gH8ajSEnj1PoDAJRzdmLy9rlc+OsYB5ZsR5GSTvnalfOts6SIjo5m+PDhREREYG1tTePGjTl48CDdu3cnPDycI0eOsGTJEuRyOVWqVKF///58+eXL3b0Qg2BBEAqdab8PUB74B+WRrJQf+bIfMWnxDlLX3ii2bXqqvHG9BqhuXCPjRNZDWJroSJQnjmJU54klg0xlWH7+JfKlPyAb+GGRn0dZ0nJMT84u20PQ4UsA/OO5ikl+y6nt2pybe8/ne5xGpUH+xPrCuVVqXouDM38j4spdAM4u3UPLMT1xalRNDIJfg/O7sq4QlxMJfcWm4+heHFq6i2uH/QHY5Lmcr/1W08i1BZf35r1Cikvz2lw77M+NY1kPmyY8iOGtvm1wbpIz57X35wO5eSyAvfNzfqfG3X/z7rC8qLVr1+b7XpUqVThxIv9Anhcl1gkWBKFwGRlhVLM2GQH+Ofu0WjIC/DGu2yDPQzJvXsewZm2MatcFwKB8BYxbvkOm3wW9cuYTppLhe47M3HULr8y6igMWjjaEndZPjHsUEEKl5yTG2VZzYuLFpYw/tQi3nyZgVbGc3vsP/YOo5/YOptbmIJFQz+0dDKXG3D93M58aBaH0KFfFEStHW+6cuarbp0hJ515AMC7Naud7XJj/HWq3bYhDtax5rhXrOVO9RR1uHg8Ash5Ird/5LaJDIxi3wZuv/VYzdfe3NHxGzLnwNDEnWBCEQiWxskZiaIQ2UX/usjYxAUkV5zyPyThxBAMra6wWLAOJBImREYp9e0jfulFXxqRDF4xq1iZp6rgibX9ZZOFoA4A8Vv9hNXlsMubPSIx7FBDMPq9fiL8bgYWjDW2n9mPotlmsdZ1BRvYSbLsnLsV92adMDVyNOlNFZnoGOz9eQuK9kn/FShCexzJ7pZu80hgtn1hLPbejK/dgailjxtEf0ao1SAwN+HfhX1zacwYAC3srTC1kdJ3Ql/0/bmXv/E3U69iEUas8WTH4G0IuiD8yC0JMhxCEIubt7c2zM3EEo0ZNkQ0cinzFYlS3b2JYsRJmH09CNmg46Vs2YGDvgPnHk0j+0gsyM4q7uSVefY829Jw3Wre9bdTCl6rn7vFA3b9jboXzKCCECWeWULdPKwL/yrpl2cHrfUytzNg8xIf0+BRquTbHY/kk/hzwDTG3H7zaiQh6Wrm358N5OWuo/jRyHkG+YjD0OjVzb8sH88bqtn8d/f1L1dO0zzs0c2/HxilLibzzgEr1XfD4ajjJUQn47jiJRJJ1I//aYX9OrM1af/3RjXu4NKtNm6HdxCC4gMQgWBCKmEKheH6hUkSbnIRWrUJiY6u3X2JjizYh70Qks2FjUP53COWhfQCo790FU1MsPv2M9L/+wLBmHQxs7bD++dec+gyNMGrYBFO3fsR7dBd3q15A8OFLrLucE0jyODHO3N4Kea7YY3N7K6JvFHyVE2VyGgmhkdhWdQLAxtmR5iNdWdNtOrFBDwGIvnmfKm/Xodnw7hyc+VshnI3wWMARX0LLUALZm+j6EX8W6qUxZoXCWDhY663za+FgzaNnpDG6eQ/j6Mo9ujnDEbfDsa1kT9dP3PHdcRJ5QjLqTBVRQfp/SEaFPKJ6izqFeEal2wvEJov/wAiCUAAqFargOxg3bU7m+dNZ+yQSjJs2Q/HPrjwPkZhKn45mfzyolUjIvOJP4icj9d62mDoD9YP7pG/fJAbALyhDrtBNV3gsNToRl7YNdINeEwsZFZvW4PLGowWu19hMik1VR1J3JmZty0wA0D7Rtxq1BomB5BXOQMiLUq4gugwlkL2JlHIFyie+W8nRCdRu01A36JVayKjatCZnNx7Otx4TmcnT3xuNRncFWJ2p5n7gXRyzwzQec6hWnviHsYVxKmWCuBIsCEKhU+zaioWnN+qgW6ju3MLU/X0kpjKUh7NWi7Dw/AJNXAxpv2dd2c24cBbTfh+gCglCdfsGhhUqYzZsNBkXz2YNcNPTUd8L1fsMrSIdTXLSU/uFl+O79gBtJnkQHxpFUng07b3eJzU6kTuHch5CHLTJmzsH/bj0e9Z/vDvPHEzwkcskP4zFwsmWdtPeQ6vWcOPvrKtXcSERxIdG0nPeaP77bhPpCanU7tGcau0bsm30j8VynmWNSCArfifW7af7pH7EhEUSHx5NL68PSI5K4GquNMYJf37J1YO+nN5wEIDrRy/RfaIHiQ9jiQh6QOUGLnQa8y4Xth3XHXPsl70MXzqFkIs3CT53nbodm9Kga3OWD/r6dZ9iiSUGwYJQwkjr2xV3E54v7goZ+37HbNRHSCxt0cRFoo0Jx2bFOgys7VBH3EPz0Fh3LprAf8h0MMV8zMdIrO3QpqcBYNKiJXa7D6FNiCHz/CEyT+3VfYSBuTGG5Uzf/J/HtecXeRNcWPUPNbs05b1fpiIxkKBIkrN74jK9NYJtnR0xs81JjKvesTGtPn5Xr56Ee1Gkx6cAWWsG/+O5Cvdln/Lh7jlIJBJUigz81x/m7rErr+fEXoBJCVowqc+0D2g7uCsyK3Pu+t1i85driMkjfKF595YMXzhRtz0uO4Es4VEsv4z/kXuBIU8dAzD4u7G0H9qdbV+v59i6f4vmJF6RtdawuJtQIP4r99G481uMXu2FxEBCepKc7ROXYq7QAFnn4OjsRDlbK905HflqA4azhjJi2RSMzaRZa6bHJxN6wF9XJvLkde773ub9b8dgYGiAWpnJpc3HiPcNxpqS8bMpbmIQLAhCkcg8u5/Ms1lXfg3rNMPQpS7qk38jGzGDjIObUF+/mFNYoyHz8FYyD2fFghpUrIaBYyU0EffQZigwrFYfaf/xaDMUqC5kXYVMXzXrtZ9TadZqfB8c6lZh17glurCMXj6j9cIyVrbTD4C5/a8vwDPDMtpP6488JondE37WhWW0m9afq9tPinWCX1L38e50GtWLDV7LiQuPpo/XQCZtmMnX3T2fCko4v/0E57efYMyyqVSoXYUtX64hKSqet/t1YPLGWXzdfRpJUforuTTp0RKXt2qRKOYUF4q24/vgVNeZv8YtITE8ms5eA3DzGcPybv/T9deSdlP1jjEwNKBGu0Zc33cBv41HkMenUM6lvF7ceI9Zw7CpVI4/hvqQ+CCGGu0b8e63owg+foXbRy69zlMssQr+Z69G83IvQRDKPPXtS1kD32sXnl8Y0DwKRRVwGk1UONqEGFSXTqC+HYBhtfpF3NKyK3dYRsytcP7xXIWFow21XZs/87jHYRmPX+kJqXrvV2peC//1h4i4cpek8BjOLt2DMlmOU6NqRXk6pVqX0b05sHQngYf9eHjrPr97LsPayZYmri3zLG8sNaZpz1bs9tlI8MWbxNyLYt+SbcTci6TDMFe9stZOtnwwZzTrp/yMWqV6HadT6r0zpicnl+3m9mF/om6Fs8tzJZaONtR9xner3QQ3kiLi2PP5Lzy8cpfE8BhCTl0l4X60rkyV5rUI2HGKsPM3SXwQi//mY0TevE+lpjXyrbck8PHxoWXLllhaWuLo6IiHhwe3b9/WK/PLL7/QqVMnrKyskEgkJCYmvtRnlZx7P4JQAnl7exMdHf38gsIzGVSshoFLHdR3rxd3U0olEZZRcpSr4oi1oy23zuQsT6dISScsIJjq+YQvGBgZYmhkSOYTV4kzFBnUaFlXty2RSBi5eBJHfvmbiCCxfF1hsK3igKWjLXdP5/zuUqak8yAghMrP+G7V6d6cR4GhDFgxmc/9VzDu3+9oNqizXplw/yDqdGuGpVPWfG+X1vUpV608ISev5lVliXHixAkmTpzI+fPnOXz4MJmZmbi6uiKXy3Vl0tLS6NmzJ1988cUrfZaYDiEIRUihUODo6FjczSixzGb+isTCGgwMyDj8F6qLR4q7SaWSCMsoOayzAxaSnwhfSI5Jwiqf8AWlXMFd/9v0mtyfyOCHJMcm0rJvO6o3q603j9h1gjsalZpjv+0vquaXOY+/W6mx+v0lj03C4hlhGbZVHGg5rCvn1uzn1PI9VGpcnV5zh6POVHFlxykA/p39O24+Y/C6uAx1pgqtRsveGWu4d/FWUZ3OK1EqlSiVSr19UqkUqVSqt+/AgQN62+vXr8fR0RF/f386dOgAwNSpUwE4fvz4K7VJDIIFQXhjpa+YiURqioFzHaS9P0QbG4Eq4HRxN6vEE2EZJUdL93YMzhWAsXL0y0XvrJ+2jA9/mIDPxdWoVWrCr4Xi9/cZnLOnpVRpWI1Oo3oz/93phdLusqqRRxvc5o3Rbf856oeXqkdiYMCjq3c5+kPWcxKR1+/hWKcKLYZ11Q2CW410pfJbNdk0eiFJD2Op2qouvb8ZSUpUAnfPvHl3zXx8fJg7d67evtmzZzNnzpxnHpeUlPUHhJ1d4T8E/QLrBGufX0YQBKEQaROi0QKayPtILK0x6T5IDIILgQjLKDkCj/gRlisA43H4gtUT4QtWDtY8uBGWbz2x96NYPHAOJjIpphYykmMSGbNsKrHZc0xrvl0Py3JWfHt2he4YQyND+s8cTpfRvZnV7tPCPbFS6vbhSzzM9d0yzP5uWdhbk6r33bIm8hlhGSnRicRkf2ceiwl+SL1eWfO+jaTGdP18IFvGLSbovwAAom6FU75+Vdp8/O4bOQj29vbG09NTb9+TV4GfpNFomDp1Km3btqVhw4aF3iZxJVgQhJJBYgBGxsXdilJBhGWUHEq5gpgn+iopOoE6bRrxIHsQZWohw6VpTU5uPPTc+jLSlWSkK5FZmVOvQxN2+WwE4OLOk9w6rT+XdNKGmVzYdZJz244V0tmUfhlyBfFP9FdKdALV2jbQDXqlFjIqN62B38b8p3eF+9+hXPUKevvKVatAUnYQhqGxEYYmRmg1eX233szHvfKa+vA8EydO5Nq1a5w+XTQXP8QgWBCEomdiioF9ed2mgZ0T2oouaNNS0SbGYtJrGBJrO5RbfgbAuE0vNAkxaGKyroQYVquPSUd3Mk/vK5bmlwUiLKPk+G/dv/Sa9B7RYRHEhUfj5jWIpKgErhzy1ZWZ/Ocsrhy8yIns8IV6HZogkWTF6jq4lKffFx8SFfKQc9nhC/LEVOSJ+it7qFUqkmMSib4b8drOrTQ6v/YAHSZ5EB8aSUJ4DF283iclOpFbub5bwzd5c+ugHxezv1vn1uxnzM7ZtJ/Yl+v/XKBS0xo0H9KZvd5rAVCmphN27gauXwxGpcgg8WEsLq3q0aR/ew5+s7FYzrOwffrpp/zzzz+cPHmSypUrF8lniEGwIAhFzrByDWQTvtVtS/tmzUfN9PsP5V9LkVjZYmDjkHOARIJJ7w8xsHMEtRpNXCTKfzegOv/8K13Cy7mw6h9MzKT09BmNqZUZD/zu8NfwBc8My7Asb0ffpROR2ViQFp/CA9/bbPCYoxeWsW3kD3SaMZD313phbC4lMSyKfzxXv5FhGSXF4VV7kMqkDPEZh5mVGSG+t1g2Yp7eGsEOVZ2wsLPSbcsszXD/32BsypcjLSmVy/sv8PfCzU+t6ywUvjPZ3y03nzGYWplx3+8OG4d/r9dfds5Oet+tR4F3+evjJXSdPpCOk/uR8CCGA3M3cnX3WV2Z7ZOW0fV/A3nvp0+Q2ViQ9CCW/37Yit8L3L15E2m1WiZNmsSuXbs4fvw41aoV3XKKBR8EizV/BeGlmJqaFmp9yhslYwF76bseyPoPwsDWDlVoCEnTxqG6k/dTy8rZczF1fx/ZlJ8wcHBCk5xExpnjpK3/FTIznipvOmAI5iPHkb57G2m/LivqU3klKRJZcTehwJRos/8HKkCOhhRJzu/+Be2nZP0jeyZDhWY1dcszWVWwo37f1tTv25rzGw6x96v1AHQZ1xv7+lUxsZSRIVcQ9zCG4KshevW+KeSUnAHhX4s389fizQA079GK9+eOwqVRDSxsLZnV2wvPdhP0yp/ad5pT+3JuKVeqVYXBCybg0qg6DpUd+fPrdRxap3+n5ck63jRJkjfztn9eFGjRoEUDqNCSjJokSc7/3+a2n5T1j+zvlsRAgv1b1TEyl6IBJMZGGDla6R2TFBvPgdV7cLM1p0ar+lhWtKNe39ac33+OxEdxr+/kCtnEiRPZtGkTe/bswdLSksjIrBVMrK2tkcmyfp9GRkYSGRlJcHAwAFevXsXS0hJnZ+cXeoBOXAkWhCLm4+MD8+c/v2ApYtK+M+ZjJyJftgjV7RuYegzA8puFJH48DG1S4tPlO3bDbOTHpC5ZgOrmNQwrVcZimndWVOia5XplDWvVxbRnX1R3g1/T2ZQN7ce70XpUD3Z4rSI+PJruXgMYuWEGP3X//KkUssdW9P0SA8OcgYhT7SqM/vMLrv2bE4ry6GooV3afIfFRLGbWFnSZ2p9RG2awsP2Up+YzCi9HambKHb9bXNx3ltHff1KgY0xkJsTcj8L337MMmTWqiFtYtnUZ35cOo3qyyWsFceEx9PL6gPEbvJnf/bN8v1tdx7vTZlg3NnutJCLoAc6NqjPoh/EoUtI4tT5rCbFyzk5M3j6XC38d48CS7ShS0ilfu3K+dZYUK1euBKBTp056+3/77TdGjhwJwKpVq/RWmni8dFruMgUhBsGCIBQ6034foDzwD8ojWeuNypf9iEmLd5C69kaxbdNT5Y3rNUB14xoZJ7IeFNFER6I8cRSjOvWeqFiG5edfIl/6A7KBHxb5eZQlbUf35PjS3dw8nDVPcZvnSrz9VlLPtQVX957L85i07GkPj3WY0Je4sEhCz+cEYfhu/k/378QHsRz+cSuTD3yPbWUH4u+LIJnCcHZX1nJ09pUdnlMyR2hgCKGBWasYDJg+rEjaJWTpOLoXh5bu4lr2d2uT53K+9ltNI9cWXM7nu+XSvDbXDvtz49hlABIexPBW3zY4N8lJg+v9+UBuHgtg7/yc36lx90v++ttPPkiblzlz5jx3abWCELHJgiAULiMjjGrWJiMg56EPtFoyAvwxrtsgz0Myb17HsGZtjGpnpVcZlK+Acct3yPTTj1k2nzCVDN9zZOauW3hltlUcsXS0JeSMfmLcg4AQnJ+TGPeYobEhTT3a4b/1RL5ljGVSmg/oSPz9aJIiSu7tWkEoqHJVHLFytOXOmZyVNxQp6dwLCMYln4Q/gDD/O9Ru2xCHalkrRFSs50z1FnW4eTwAyEr3q9/5LaJDIxi3wZuv/VYzdfe3NHRtUaTnU9qIK8GCIBQqiZU1EkMjtIkJevu1iQlIqjjneUzGiSMYWFljtWAZSCRIjIxQ7NtD+tacp5xNOnTBqGZtkqaOK9L2l0WW2alwqU+kkKXGJGHxjMS43Oq5tsDUyoxL258eBLca1o0e3kOQmpsSE/KI34bNQ51ZcubfCsLLssxOhcvru2X5jMS4oyv3YGopY8bRH9GqNUgMDfh34V9c2nMGAAt7K0wtZHSd0Jf9P25l7/xN1OvYhFGrPFkx+BtCLohY8oIQg2BBEIqdUaOmyAYORb5iMarbNzGsWAmzjychGzSc9C0bMLB3wPzjSSR/6ZXng3LCi2ni3hb3XKlWG0YveOU6WwzsTNDxK6TkCgR4LGDPGYJPX8PS0YZ2Y99l0PIp/PL+nBI/d7E4tHZvz8h5OX8I/jjyO+74igHPm6KZe1s+mDdWt/3r6O9fqp6mfd6hmXs7Nk5ZSuSdB1Sq74LHV8NJjkrAd8dJJNkPBV477M+Jtf8C8OjGPVya1abN0G5iEFxAYhAsCEKh0iYnoVWrkNjY6u2X2NiiTch7ZQuzYWNQ/ncI5aGsp9PV9+6CqSkWn35G+l9/YFizDga2dlj//GtOfYZGGDVsgqlbP+I9uovpVy/g5hF/wgNyHix8nBhn4WBNSq4UMgsHayKekWr1mE0le2q0bcim8YvzfF+Zko4yJZ24sEjCLwfx5ZVfqd+jBYF/5z0fUsjf5SO+hORKkEuILBmrxZQV14/4s1Dvu5UV8GPxRMKfhYM1j57x3XLzHsbRlXt0c4YjbodjW8merp+447vjJPKEZNSZKqKC9KPHo0IeUb1FnUI8o9LtBWKTxX9gBEEoAJUKVfAdjJs2J/N89pJMEgnGTZuh+GdXnodITKVPR7M/HtRKJGRe8Sfxk5F6b1tMnYH6wX3St28SA+AXlF+qVfU2DXSD3sepVheekWr1WLMBHZHHJXH7v8vP/3CJBCQSDE1E+t/LUMgVKOSRxd0MIR9KuQLlE9+t5OgEardpqBv0Si1kVG1ak7MbD+dbj4nM5OmkRY1GdwVYnanmfuBdHKtX1CvjUK088dmpcsLziSvBgiAUOsWurVh4eqMOuoXqzi1M3d9HYipDeThrtQgLzy/QxMWQ9nvWld2MC2cx7fcBqpAgVLdvYFihMmbDRpNx8WzWADc9HfW9UL3P0CrS0SQnPbVfeDln1h2g86R+xIVlpVp18xpASlQiNw/56cqM/vMLbhz04/yGnNASiURCs/c7cGnHKTRq/T9GbKs40sjtHYJPXkUen4x1eTs6TOiLSpHBnWMBr+vUSj1zawvKVbLHxjFrfdTy2QOjpJhEkrKvPn784yQSouLZtuBPICt2t1KtrBQuI2MjbJ3K4VzfBYVcQfQ9McguTCfW7af7pH7EhEUSHx5NL68PSI5K4Gqu79aEP7/k6kFfTmcn/F0/eonuEz1IfBhLRNADKjdwodOYd7mQnfAHcOyXvQxfOoWQizcJPneduh2b0qBrc5YP+vp1n2KJJQbBgiAUuoxTx8ho0wHzKdPBwACtQkHa6p90D8sZODiizXV3KX3LHxjVqYeF1xdgaAQaDep7ochX/5xn/aYDhmDc+C0k5uav5XzKglOr9lKnc1OGrvZEYiAhPUnOlk9/1k+1quqEmV1OqlWXqf3pOrU/AB0n9KXjhL7EhDxiSdfPAFApM6jRtiFdJr+HkdQYtJCeLOfo4u3I45Jf7wmWYm91b8nYhZ/qticu8wJg15K/CL95jy5DXanbuiFGxkZc+OcM92+EYetkyzf/5kRX9x7nTu9x7tw8f435g2a/9nMozf5b9TcmMikf+IxFZmVGqO9tVo+Yr/fdsq/qhLmdJY16tKTt0O5UblwdcxsLPpg/Fpm1BclRCZzddIRDP+/QHXP1oC/bZq6h2yfu9Jszkpi7j1g/YRGhfreL4zRLJDEIFgSh0Jm074xJ63bIf/5BF5Zh9tFEMi6eQ5uUSLL31KfKGzd+i9RF8/XCMmTvD3lmWEbm1Tc/etdSWzJSrVqN70OFus7sGreExPAYOni9z3vzPuLXbtN10cmr204DwDJ7dU2pVkLM7XC2DM0Jg9Go1DnnHJWMoVpLzK1wDn/1O2nxKTTwaMO7Xw0n1jeIqOvPn2/8OhlLJMXdhJdyYftxLmw/nud77/TrQLDfLfz3nWPE9xMwQoIxEpIexPKRy/t5HmNMyfg5JKEq7iYUWO6Ev7x8lp3O17pfB2743eDsvjOM+n4Ci0bNI/xGWL7HHd52hMPbnj9lSchbgX87azXal3oJglD25A7LUIffQ77sR1AokLr2zrN87rAMTXQkmZf9ssIystcNzqk4JyxDm5qSZ13Cy2k5pidnl+0h6PAlYm6F84/nKiwcbajt2vyZx2lUGuQxSbpXekKq3vuVmtfCf/0hIq7cJSk8hrNL96BMluPUqFpRno6Q7fyuk/zz83ZunAks7qYIBXBu10n2iv4CYPny5bi4uGBqakqrVq24ePFioX9GybhEIQhCySHCMkoc6yoOWDjaEHZaPyzjUUAIlZ4TlmFbzYmJF5cy/tQi3H6agFXFcnrvP/QPop7bO5ham4NEQj23dzCUGnP/nFjCSRCEvP311194enoye/ZsLl26RJMmTejRowfR0YWbMimmQwiCUKhEWEbJY+FoA4A8Vn+erjw2GfNnhGU8Cghmn9cvxN+NwMLRhrZT+zF02yzWus4gI/sJ+d0Tl+K+7FOmBq5GnakiMz2DnR8vIfFeyY93FQSh4JRKJUqlUm+fVCpFKpU+VXbRokWMHTuWUaNGAbBq1Sr27dvHunXrmDFjRqG1SVwJFgSh2OUOy0iaPJaUb7/EuOU7yAYNB9CFZaT+8I0IyygE9T3a4Hljje5lYGT4UvXcPR7I7X8vEnMrnNCTV9k2ciFSKzPq9mmlK9PB631MrczYPMSH392+wnfNfjyWT8KhTuXCOh0hWyv39iy7/ofuVatlveJukvAM77i3Z8X1P3Sv0t5fPj4+WFtb6718fHyeKpeRkYG/vz/dunXT7TMwMKBbt26cO1e4a4sX/EqwWIdTEIQCEGEZb77gw5dYdzlEt/04LMPc3gp5rsQ3c3srom/cL3C9yuQ0EkIjsa3qBICNsyPNR7qyptt0YoMeAhB98z5V3q5Ds+HdOTjzt0I4G+GxgCO+hIogjRIj4Igvd8tQf3l7e+Pp6am3L6+rwLGxsajVapycnPT2Ozk5cevWrUJtk5gOIQhC4RJhGW+8DLlCN13hsdToRFzaNtANek0sZFRsWoPLG48WuF5jMyk2VR1J3ZmYtS0zAXh60X+1BolByViBoCRRyhVEiyCNEqOsBZ/kN/WhOIlBsCAIhU6EZZQ8vmsP0GaSB/GhUSSFR9Pe631SoxO5cyjnIcRBm7y5c9CPS79nJV11njmY4COXSX4Yi4WTLe2mvYdWreFGdhxyXEgE8aGR9Jw3mv++20R6Qiq1ezSnWvuGbBv9Y57tEAqXubUFdpXssXHMujOTO0gjd4yv8GYQ/QX29vYYGhoSFaX/3EBUVBTly5cv1M8SscmCIBS6jFPHSLO2QTZsNAa2dqjuBpPy1efPDMtAq8XswzEYlHNAk5RI5sWzpG1YU1ynUOZcWPUPJmZSevqMxtTKjAd+d/hr+ALdGsEAts6OmNnmhGVYlrej79KJyGwsSItP4YHvbTZ4zCE9Pmv5Oo1KzbaRP9BpxkDeX+uFsbmUxLAo/vFczd1jb/4az6VBk+4tGJ0rSGPcsqzb0X8v2crfS7YWV7OEfDTt3oIxufprQnZ/7VmylT1lpL9MTExo3rw5R48excPDA8iKjD569Ciffvrpsw9+QeJKsCAUMW9vb56e+v/yYkPMCrG2omMTY4xJpgSJBlQKAxLDpSiy2x77wRfZpXKdy7fb4NttWPbuSMVFM0gzdSImUJNVxsgQ+ykjsOjYAuPKFdCkypGfvUzMot2oo9/sn0eKpORcQFCizf4fqAA5Gr32L2g/Jesf2TMZKjSriaVT1hUrqwp21O/bmvp9W3N+wyH2frUegC7jemNfvyomljIy5AriHsYQfDWkRP1cSjJFSjrXT16haqPqWNhaMrf3Z88MXxCKV3pKOtdOXsElu79ml9H+8vT0ZMSIEbRo0YK3336bJUuWIJfLdatFFBYxCBaEIqZQKJ5fqJSx7NUBhxkfEzVnKYort7Ed4UHlNd8S2mss6vikfI8zquSIw/8+Is33qt5+A1MppvVrELdiM4rbdzG0ssTxi3FUXjGbe+9PKerTKRPaj3ej9age7PBaRXx4NN29BjBywwx+6v65Xrxrbiv6fomBYc4iQ061qzD6zy+49m/O+s6ProZyZfcZEh/FYmZtQZep/Rm1YQYL208RgUqvgYmZlCC/m/jtO8uI7ycUd3OE55Bm95fvvrOMKsP9NXDgQGJiYvjqq6+IjIykadOmHDhw4KmH5V6VGAQLglDobEf2I2nbfpJ3Zs0djZq9FPOOLbHu70r8r9vyPsjAgIo//I+4pX8ga9EQA0tz3Vua1DQejJmp284Eor9ZSdXtP2FUwQFVRExRnk6Z0HZ0T44v3c3Nw1lzgLd5rsTbbyX1XFtwdW/eyxKlxeun9nWY0Je4sEhCz+cEYfhu/k/378QHsRz+cSuTD3yPbWUH4u8X7sL3wtPO7zoJQLnKDsXcEqEgzon+0vn0008LffrDk15gibSi/Yvd29u7TF4xE4pOYSfLCAVkbIRpg1rE/5Jr/ppWS9q5AEyb5r8OZrmJQ1DFJZG04xCyFg2f+zEGlmZoNRo0yfLCaHWZZlvFEUtHW0LO6CfGPQgIwblZrXwHwbkZGhvS1KMdZ9b8m28ZY5mU5gM6En8/mqSIuEJpuyAIwst6Y64EKxQKFi9eXNzNEEqRadOmFXcTyiRDWyskRoao4vQT49SxCZhUyzsgQdasAdb9e3DPY2KBPkNiYozDZ6NJ2XcCjTztldtc1llmp8KlxuhPVUmNScLiGYlxudVzbYGplRmXtp946r1Ww7rRw3sIUnNTYkIe8duweagz1a/ecEEQhFfwxgyCBUEomyTmMsov+IyoWT+hTkx+/gFGhlRc8gUgIWrOsiJvX2nUxL0t7vPG6LY3jF7wynW2GNiZoONXSMkVtvFYwJ4zBJ++hqWjDe3Gvsug5VP45f05+c41Fl5OK/f2fDjvY932TyPnEeR78xlHCMXpHff2DM/VX4tFf712YhAsCEXE1NSU+/fv4+joWNxNea3UCcloVWqMyuknxhna26KKTXiqvEmVCphULk+llXNydmYHKdS+9g+hvcaSGR6Rtd/IkIqLv8CooiPhI2eIq8Av6eYRf8IDgnXbjxPjLBysScm1FqmFgzURN+49tz6bSvbUaNuQTePzvpunTElHmZJOXFgk4ZeD+PLKr9Tv0YLAvws3ArWsE4lxJUtZS4x7E4nYZEEoIj4+PmVzSkamCsX1IMxaNyX1aPYgRyLB7J2mJP7591PFM+6GE+o2Xm+f/ZThGJibET1vFZmR2Q+9ZQ+ATapWJHzEDDSJKU/VJRRMhlxB/BOJcSnRCVRv00A36JVayKjctAYXNh55bn3NBnREHpfE7f8uP//DJRKQSDA0MX6ptgv5E4lxJUtZS4x7E4krwYIgFLqE9bsoP98LxbUgFIFZS6QZyKQkZa8WUX6+F6roOGIXrUebkUlGkP7VRk1K1sNuuv1GhlT8aSam9WvycPxsMDTA0D7rSrM6KQUyVa/v5EqpM+sO0HlSP+LCIkkIj6Gb1wBSohK5echPV2b0n19w46Af5zcc0u2TSCQ0e78Dl3acQqPWv1hiW8WRRm7vEHzyKvL4ZKzL29FhQl9UigzuHAt4XadWpokEspJF9NfrJQbBgiAUupT9JzG0s8Z+0jAMHexQ3gzhwdhZqOMSATCu6Ajagq84Y+RUDsuurQFw2bNC7737w/9H+sWreR0mvIBTq/ZiIpPi4fMRplZm3PO9w/oR8/Xm7dpVdcLMzlLvuBrtGmJb2QH/rcefqlOlzMClZV3ajuqFqbU5qbFJhF28xer+c5DHFWD+t/DKRGJcySIS414vMQgWhCJW2Eu1OS9zL9T6ipLq5i5WL7nI0YBgwqLikZob0aR6RaYG/YOLk12+5xL86AIrt5zjhm0sEfHJfNaqChWPrMqzrMPw6jC8elGexiupNOp0cTehwCy1Egw0INGCVAtOKgmm6pwwjM2ts6b3VCJnX/rx66yoMozWn7jR2nsgV9Yc4MzcjQBI09Uow6LJdHbC1FKGoVaLQXwqlpHJSHPV+6ZIMHzz2pSfPtM+oO3grsiszLnrd4vNX64hJuzpW+t+20/it/0kUnNT3LwG0sT1bSztrWnYvgk3/7vMvcCQPOsf/N1Y2g/tzrav13NsXf7L3hWnaG3JXFa1Vc/WuA7tSfVGNbC0teKzXlMIuxEKwP5th9i/7dBTx3Qb5MrnW+dSpU5VAO5eDWbTgj8IvhL0VFmh4Ar+jddoXu4lCGVcTEzZDnLwD3rAwA5N2PDZIFZN6o9KrWHC0p2kP2NlAEWmikrlrJni3g57qzc7Frm0eGtCHxqPcuXEF+vY4TYbVbqSPhunYyh9/txdxybVaTC0M7FPPERn7mSLuZMNZ7/dxJZuM/jP8xecOzWm8w9ji+o0yoTu493pNKoXm2f+yg8eX6BMVzJpw0yMntFXw74fT912jfndcxnf9fDi5qlAJm+chbWT7VNlm/RoictbtUgUD2oVCalMyk3fG2yc/3uBj2nQuiGn/z7JnEEz+aLf58Q+imXWH3Oxc7IrwpYWj5UrV9K4cWOsrKywsrKidevW7N+/H4D4+HgmTZpEnTp1kMlkODs7M3nyZJKS8k8ifZaS82evIAgl0opP38O9dQNqVrSnTmUHvv7QlYiEFG7cj8r3mIZVy+P5Xgd6tqiDsZG4YfU6NB7TE/+lewg7dIm4W+EcnboKcycbqvVo/szjjMykdPt5Asenr0WZpL9aR/ztBxwc9zP3jlwm+V40D8/e4MKCbbh0ewtJCbrq+qbpMro3B5buJPCwHw9v3ed3z2VYO9nSxLVlnuWNpcY07dmK3T4bCb54k5h7Uexbso2Ye5F0GOaqV9bayZYP5oxm/ZSfUavEXPuicHLXcbb//BeBp68U+Jifpizi4B/7CbsRyqOQh6yavgyJgQGN2jYpwpYWj8qVKzN//nz8/f3x8/OjS5cuuLu7c/36dR49esSjR49YuHAh165dY/369Rw4cIAxY8Y8v+I8iN9CgiC8VqnpGQBYm5sWc0uEx6ycHTB3siH8VE5iXEZKOlEBIZRvVuuZx3b4diT3/gvgwenrBfosE0szMlLT0arFncKXUa6KI9aOttw6E6jbp0hJJywgmOrNaud5jIGRIYZGhmQ+cfclQ5FBjZZ1ddsSiYSRiydx5Je/iQh6UDQnIBQKE5kUQ2NDUkvhKjlubm707t2bWrVqUbt2bb777jssLCw4f/48DRs2ZMeOHbi5uVGjRg26dOnCd999x969e1G9xB9tBb/E8gIPsQiCIORFo9Hyw47jNK1ekZoV7Yu7OUI2MwcbANJj9R9WS49Jxswx/8S4mn3fwaGRC9v7fFWgzzG1taDFFA9ubDr20m0t66yz+yr5iXS/5JgkrLLfe5JSruCu/216Te5PZPBDkmMTadm3HdWb1dabR+w6wR2NSs2x3/YXVfOFQjLMewQJUfEEnin41eTiplQqUSqVevukUilSqTTfY9RqNdu2bUMul9O6des8yyQlJWFlZYXRS9w1FFeCBaGIpaamFncT3hg+f/1H8KM4vh/du7ibUqbV8mjD2FtrdC8DY8MXrsOigh3t5nzIkUkrUBcg+c3YQsa7v39GfNBDfBftfJlml0kt3dux6PoG3cvwJfoKYP20ZUgkEnwurubnO5voNLIXfn+fQavNuiJfpWE1Oo3qzYbPVjynJuFFtPfoyB83/tK96rWs/8p1ekzoT1u39vzwsc9TV/ffZD4+PlhbW+u9fHx88ix79epVLCwskEqljB8/nl27dlG//tM/u9jYWL755hs+/vjjPGp5PjHZThCKmFbcRQGyBsAnr91l3bQPcLK1fP4BQpEJO3yJvwJyVgUwzE6Mk9lbkZYr9ljmYEXc9ft51uHQuBpmDtYM2P+tbp+BkSEVW9Wh0cjurK4xEq0m6//7xuamuP3xORmpCg6MXYJGpS6CsyqdAo/4EZYrVcwoO2TEysFab91YKwdrHtwIy7ee2PtRLB44BxOZFFMLGckxiYxZNpXY+1mr19R8ux6W5az49mzOINjQyJD+M4fTZXRvZrX7NL+qhWfwPXyRoMt3dNvxkXGvVF/fjz3oN6E/Xw/9inu3wl6xda+Xt7c3np6eevvyuwpcp04dAgICSEpKYvv27YwYMYITJ07oDYSTk5N59913qV+/PnPmzHmpNolBsCAIRUqr1TJ/6zH+uxLMmqkDqGSf/+114fXIlCvIfCIxTh6VSOV2DYi7kTXoNbaQ4dS0Btf/OJpnHQ9OX2dLtxl6+7r8+DEJwY+4vPKfnAGwhQy3jf9DnaFi/+hFBbpqLORQyhXEPNFXSdEJ1GnTiAfZq3GYWshwaVqTkxufXlrrSRnpSjLSlciszKnXoQm7fLKWs7u48yS3Tuuvtz1pw0wu7DrJuW1i+srLUsjTiZSnF0pd7uPe471PB/Dt8DmEXA1+/gFvmOdNfcjNxMSEmjVrAtC8eXN8fX356aefWL16NQApKSn07NkTS0tLdu3ahbHxyyVQithkQRCK1Ly//mO/322WjOuLudSE2KSsNDgLmRTT7CuQX/5+AEcbCya7twMgU6UmJCLriolKrSY6MZVb4dGYSU1wdrQplvMo7QLXHqD5JA+SQqNIDo/m7c/eRx6VSOhBf12Zvpu9uXvAj2u/HyZTriD+tv7DU5lpShQJqbr9xhYy3P6cjrHMhCNTVmJsKcPYUgaAIi5ZN1AWXsx/6/6l16T3iA6LIC48GjevQSRFJXDlkK+uzOQ/Z3Hl4EVObDgIQL0OTZBIICrkEQ4u5en3xYdEhTzk3LbjAMgTU5En6k/dUqtUJMckEn034rWdW1lgYW2BfSUHbLOXN6tYvRIAiTEJJGZf3Z+0aCpxkfFsWrABAI/x7zHQcyhLpiwk5kEUNtnzvxVyBYq0krle8ovQaDS6+cTJycn06NEDqVTK33//janpyz9kLa4EC4JQJAwrN8CoalNmtR/FgFu3+Oabb7h6NedK09xhrri3bgBAREIKMnNzjOu0w9CxGqZGUmzuhzNv3jxikuRsOOpPpmNtRo/4ANMqlQHQpsaTGeqPJi68WM6vtLm88h+cuzSl169TwUCCMlHOoYnL9K7cWlV1RJYrMa7ltPdo6fmeXj3l6lXRhWU4NHShfLOsqznDTi/SK/dH66mkPIgtorMp3Q6v2kPDzm8xbvXnSAwkpCWlsvbTn/TS/RyqOmFhZ6XbtrK3ZsCcUcgss9bdTo5JZN3kn/KdmjL4u7GUq+xIrVb139iwjJKqRfe3+fTHqbptz+X/A2Dr4s3cuxWG69CeNGjdCCNjI87+c4qwG6G4DuuFsdSYz1d569W1dfFmti7Z/DqbX+S8vb3p1asXzs7OpKSksGnTJo4fP87BgwdJTk7G1dWVtLQ0Nm7cSHJyMsnJWQ/0Ojg4YGj4YnPmxSBYEIqYiYlJodYXP+vNj86Ude2E7VejSVywhIzrN6k5sD9b1/1G1KARaBISswr9e534f7OW1frByAiHBbNQ3U8k4dsZqKNjsajgxLcKLSq7rKskpvJMtEt/JSr8ARKJBLPerlgMHUj0iHGoQsOK50QLINmgYnE3oUBaje9DuXpV2DluCYnhMXTwep8O80fza7fpuoHwinZZiXGPH6lWSiDmdjhbhs7X1aNRqUnPfj/54k1CT15FamXG4a9+Jy0+hQYebWg3rT8qW3OSH4lB8MvoPt6dSvWq8sv4hcSFR9PHayBD5o3l6+6euoHwk3N4G3ZpRmJkPKs+WkBSVDxv9+vA+F/+x9fdp5EUlaBXNndYRtCFG6/tvF6UlaRwf7e+Lpd2nGb0jryTJFv368Bdv9tc2neeUd9PwFxijJXEhBntJ+ZbX0n9OeQnOjqa4cOHExERgbW1NY0bN+bgwYN0796d48ePc+HCBQDddInHQkNDcXFxeaHPEqtDCEIRK+gcqNLEYvAA5H//S9q+A6jC7pG4YDFapRKzPr3yLG/m1gsDKyvips8iI/A66sgoMi4Hogq+qyujOH0O5bkLqB88RBX+gOTV69Cmp2PSsN7rOq1SreWYnpxdtoegw5eIuRXOP56rsHC0obbrs8MyNCoN8pgk3Ss9Qf+WeqXmtfBff4iIK3dJCo/h7NI9KJPlODWqVpSnU6qJsIzS69yuk+z9eTs3cq0DXdasXbuWsLAwlEol0dHRHDlyhO7duwPQqVMntFptnq8XHQDDC8Uma1/uJQhC2WJkhHGd2ih9c+aSotWi9PXHpGHeywPJ2rUh49p1bD6bQvl923HcuBaLEUPAIJ9fUQYGyLp1RmJqSsbVN/dKVUlhXcUBC0cbwk7nhGUoU9J5FBBCpeeEZdhWc2LixaWMP7UIt58mYFWxnN77D/2DqOf2DqbW5iCRUM/tHQylxtw/d7NIzqW0E2EZglB4xHQIQRAKlYGNNRIjQzTx+rdY1fEJSKs653mMYaUKSJu/RdqhI8R5emNUuRI2n09BYmhEyroNunJGNarh8MsyJCYmaNPTiZsxG1XYvSI9n7LAIvthQ/kTYRny2GTMHfJfzeNRQDD7vH4h/m4EFo42tJ3aj6HbZrHWdQYZ2Ssa7J64FPdlnzI1cDXqTBWZ6Rns/HgJiffyj80W8ifCMgSh8IhBsCAUMYP8rmYKOhKJBHVCAonzF4FGQ+btIAwd7LEYOlBvEKy6F070iLEYmJsj69IR21nTif1kmhgIv6D6Hm3oOW+0bnvbqIUvVc/d4zlXI2NuhfMoIIQJZ5ZQt08rAv86AUAHr/cxtTJj8xAf0uNTqOXaHI/lk/hzwDfE3BZXG5+npXs7Bs/LCQJYOTrvcIHnWT9tGR/+MAGfi6tRq9SEXwvF7+8zOGdPS3kcljH/3emF0m7h+d5xb8/wXH27eOQ8gnzFHZLXSQyCBaGI1atXDw4eLO5mvDaaxCS0KjUGdrZ6+w3tbFHHxed5jDouHq1KpbcUY2bYfQzty4GRETyem6hSoX7wCDWQeTsI43p1sBj4HonfLy6q0ymVgg9fYt3lnLAMo+yl6sztrZDnCsswt7ci+kbeYRl5USankRAaiW1VJwBsnB1pPtKVNd2mExv0EIDom/ep8nYdmg3vzsGZvxXC2ZRuIiyj9Ao44svdXH2bEJn370eh6BR8EKwV6wQLglAAKhWZt+8gbdEMxckzWfskEqQtmpG6fXeeh2QEXkPm2hUkEshO2DNyrow6JjZnAJwHicQAXnKR9LIsQ67QTVd4LDU6EZe2DXSDXhMLGRWb1uDyxrzDMvJibCbFpqojqTsTs7ZlWU+tP5maqFFrkBhIXuEMyg4RllF6KeQKFPLI5xcUioy4EiwIQqFL3bwN21kzyLx1m4zrt7AY1B+JqSlp/xwAwParGahjYkleuQYA+c6/MX/fA+tpnyLftgvDKpWwHDGE1K27dHVaTfgIxbmLqCOjkJibYebaFZNmTUiZKm7fFgbftQdoM8mD+NAoksKjae/1PqnRidw5lPOA46BN3tw56Mel3w8D0HnmYIKPXCb5YSwWTra0m/YeWrWGG3+fAyAuJIL40Eh6zhvNf99tIj0hldo9mlOtfUO2jf6xWM6zNBBhGaWXubUFdpXssXHMupNWvnrWEotJMYl6V/6FwiEGwYIgFLr0o8cxsLXB8qNRGJazJTMohNhp09EkZD0sZ+jkiDbX1Ad1dAxxU6djPeUTzP9YgzomltStO0n9Y4uujIGtDbZfzcCwnB2aVDmZIXeJmzpdfxUK4aVdWPUPJmZSevqMxtTKjAd+d/hr+AK9sAxbZ0fMbHPCMizL29F36URkNhakxafwwPc2GzzmkB6fAmStGbxt5A90mjGQ99d6YWwuJTEsin88V3P32JXXfo6lxeFVe5DKpAzxGYeZlRkhvrdYNmLeM8MyZJZmuP9vMDbly5GWlMrl/Rf4e+HmfMMyhOLRtHsLxizMmXoyYZknAHuWbGXPkjd/jfiS5gVik8VyZ4LwJrDpW6W4m1AwGf4o12cNUA2q1MFuxlgMyrtgYGmLYvtPEHTpiXNJIXPv92QCBs51sR7vjfX4j/SqTPt5Mlp5zlPxsgoge9N/HqtK3iBD99v+iWkMKx+HZWSLD4mgft/WAFhVsKN+39Y41a/Kr13/pyuTIVeQmZ6hmxKh0WhRKTKKrO1lilar66Inp5w8OYf3+vHLVG9emyaub2Npb41zw2o4VavIvcAQ8vI4Me5NZl2CruP1nDaA1oO7YGplTpjfbbZ9uZbYsKenQlzbfppp208jMZDQc+oAmvdrh6WDDW37dcRYDYeX7tQr71ijIm4zhlCjVX0MjAyICnrIbxMWkfgo7nWdWokmHlsXBKHISYylaKLDyTj0xwsdl7b6f6T9PFn30sqTn3+Q8FJaje9D85GuHPxiHRvcZ5OZpmTgH9MxlD57znXM7XCWtpioe218/2u99/ssGo9d9Qrs+GgRa129uXPAF/flk3BqULUoT6dU6z7enU6jerF55q/84PEFynQlkzbMxOgZfTXs+/HUbdeY3z2X8V0PL26eCmTyxllYO9k+VTZ3Ypzw6rqM70uHUT3ZNnMNSzy+RJmuZPwG72f2V9fx7rQZ1o2dX/3G/G5e/DN/E13GudF+ZE9dmXLOTkzePpfokEcsH/w1P/SczqGlO/XuCJRUJ0+exM3NjYoVKyKRSNi9e7fe+1FRUYwcOZKKFStiZmZGz549CQoKyruyZxCDYEEQipz6biCZJ3egvvNiUxe08hS08iTdK9c1SqGQicS4kkMkxpUsHUf34tDSXVw77E/Erfts8lyOlZMtjVxb5HuMS/PaXDvsz41jl0l4EMOV/Re4fSoQ5yY1dGV6fz6Qm8cC2Dt/Ew+vhxF3P4rrR/xJjSv5FwvkcjlNmjRh+fLlT72n1Wrx8PDg7t277Nmzh8uXL1O1alW6deuGXC5/oc8Rg2BBEN5YstFfI5v0E6aDPseg0rOTy4SXJxLjSg6RGFeylKviiJWjLXfO5Ky8oUhJ515AMC759BdAmP8dardtiEO1CgBUrOdM9RZ1uHk8AMjqq/qd3yI6NIJxG7z52m81U3d/S8NnDKxLkl69evHtt9/Sr1+/p94LCgri/PnzrFy5kpYtW1KnTh1WrlxJeno6mzdvfqHPKfCEmtwPsQiCIBQlbWoiyv2/oYkMA0MjjJp0xHToDBS/f40mSgRjFDaRGFdyiMS4ksUyu09Sn+iv1Jgk3Xt5ObpyD6aWMmYc/RGtWoPE0IB/F/7FpT1Zy05a2FthaiGj64S+7P9xK3vnb6JexyaMWuXJisHfEHLhzfsjU6lUolQq9fZJpVKkUukL1wNgamqq22dgYIBUKuX06dN89NFH+R36lJIzq1wQSqibN9+8X0ZvOm18JKr4nP84ZzwMxsDWEeO3e6Dc+0sxtqx0EIlxJYdIjCtZmrm35YN5Y3Xbv47+/qXqadrnHZq5t2PjlKVE3nlApfoueHw1nOSoBHx3nMxaIx24dtifE2v/BeDRjXu4NKtNm6Hd3shBsI+PD3PnztXbN3v2bObMmfNC9dStWxdnZ2e8vb1ZvXo15ubmLF68mAcPHhAR8WLL+YlBsCAUMY24i1Io1I/uYlgl/9uHQsGJxLiSQyTGlSzXj/izMCBYt/24vyye6C8LB2se3cj/rpab9zCOrtzD5b1Za25H3A7HtpI9XT9xx3fHSeQJyagzVUQ9MW0lKuQR1VvUKcQzKjze3t54enrq7XvRq8AAxsbG7Ny5kzFjxmBnZ4ehoSHdunWjV69eT62S8jxiECwIQolg6OSMNjWxuJtRKojEuJJDJMaVLEq5AuUT/ZUcnUDtNg11g16phYyqTWtyduPhfOsxkZk8/b3RaHRXgNWZau4H3sUxO0zjMYdq5Yl/GFsYp1LoXmbqQ36aN29OQEAASUlJZGRk4ODgQKtWrWjR4sXmRIt1ggVBKHrGUgxsnXSbEhsHDByd0SpS0SbHY9xxABJLWzL+yZrqYNTSFW1iDJrYh2BojHHTjhhUrY9iyw/FdQalnkiMKzlEYlzJcmLdfrpP6kdMWCTx4dH08vqA5KgErh7y05WZ8OeXXD3oy+ns/rp+9BLdJ3qQ+DCWiKAHVG7gQqcx73Ihu78Ajv2yl+FLpxBy8SbB565Tt2NTGnRtzvJBXz/ZhFLL2jrrmYWgoCD8/Pz45ptvXuh4cSVYEIqQqanpUw8ClEUGFaohG+qt25Z2GwJAZuApMvatQWJhjYGVne59iYERxl0HI7GwBVUGmuhwFJu/R3P/1mtve1khEuNKDpEYV7L8t+pvTGRSPvAZi8zKjFDf26weMV+vv+yrOmFul/Pd2jn7N3p5fUD/b0ZjYW9NclQCZzcd4dDPO3Rlrh70ZdvMNXT7xJ1+c0YSc/cR6ycsItTv9ms9v6KQmppKcHDOtJLQ0FACAgKws7PD2dmZbdu24eDggLOzM1evXmXKlCl4eHjg6ur6jFqfJgbBglCEfHx8XvhL+TyqOw8Ltb7X4s5DMo48fVvdsHYjpL3GY1ilFga29mBeFdXls6ju/Ap//FoMDS18KZI3O3UrNyXa7P+BCpCjIUWSM6d9QfspWf/InslQoVlNLLPDFh4nxtXv25rzGw6x96v1AHQZ1xv7+lUxsZSRIVcQ9zCG4KshevW+KTJ489qUn52Lt7Bz8ZZ835/e7hMAmvVoRcehrlRtVB0LW0vm9v6M8GfMHc6rjjeVogT111+LN/PX4vyX7/qs3QQgq786DXXFJbu/Zj+nvw5vO8LhbUcKu7nFzs/Pj86dO+u2H88lHjFiBOvXryciIgJPT0+ioqKoUKECw4cPZ9asWS/8OWIQLAhCsZFITVGH3yXj1AHMJ819/gFCkWk/3o3Wo3qww2sV8eHRdPcawMgNM/ip++f5JlCt6PslBoY5y8071a7C6D+/4Nq/F3T7Hl0N5cruMyQ+isXM2oIuU/szasMMFrafglZMsytyJmZSgvxu4rfvLCO+n1DczRGeQ5rdX777zjKqDPdXp06dnvmQ2+TJk5k8efIrf07BB8HakvMXlyAIJYPqqi+qq77PLygUubaje3J86W5uHs6aA7zNcyXefiup59qCq9lPqD8pLXvaw2MdJvQlLiyS0PM5yzP5bv5P9+/EB7Ec/nErkw98j21lB+KzVyYQis75XScBKFfZoZhbIhTEOdFfr5VIjBMEQSjjbKs4YuloS8gZ/cS4BwEhOD8nMe4xQ2NDmnq0w3/riXzLGMukNB/Qkfj70SRFxL1yuwVBEF6FmA4hCEVMPBgnvOkss1Ph8kq1snhGYlxu9VxbYGplxqXtTw+CWw3rRg/vIUjNTYkJecRvw+ahzhQPZAmCULzEEmmCUMQyMjKKuwmCoKeJe1vc543RbW8YveCV62wxsDNBx6+Qkits47GAPWcIPn0NS0cb2o19l0HLp/DL+3PynWssvJxW7u35MFe63E8j5xHk++YlhwlZ3nFvz/Bc/bVY9NdrJ64EC4IglDE3j/gTrpdqlfWfAgsHa1KeSLWKeEaq1WM2leyp0bYhm8YvzvN9ZUo6ypR04sIiCb8cxJdXfqV+jxYE/p33XGPh5QQc8SU0V7pcQmR8MbZGeJ6AI77cFf1VrMQgWBAEoYzJkCuIfyLVKiU6geptGugGvVILGZWb1uDCxucvv9RsQEfkcUnc/u/y8z9cIgGJBMPsOFmh8CjlCqLlkcXdDKGAFHIFCtFfxUoMggVBKD5SUwwcK+k2DRwqYFClBlp5Ctp4sXLA63Rm3QE6T+pHXFgkCeExdPMaQEpUIjdzpVqN/vMLbhz04/yGnHheiURCs/c7cGnHKTRq/VWEbKs40sjtHYJPXkUen4x1eTs6TOiLSpHBnWMBr+vUyjRzawvsKtlj45i1nnP57JjdpJhEknNd9RfeDKK/Xq8XmBMslkgThDfBgQNOzy/0hmj4eX+qD+2MsZU5sb538J+xjtTQKN37Dq3r0WXVl7pt2eCsdTE1mSoykuTE+gUR+O0WUkJyYlurD+tM1X5tsG1UDWNLGTvrjCUzOe31ndQLSpGqirsJBSMzRmJkwLBfvdBqtYRdCmL5iHkkKHOuGNtUdcTIzpwU1EgMJPSaOoA2g7ti5WBDo75tSE1L5+DSnbryFubGvP1hd7p7fYDEQIJKmcmtU4Es6j+L6LiE4jjLMqfvtA/oOrK3bnvcsqzQgb+XbOXvJVuLq1lCPtynfUC3XP01Ibu/9izZyh7RX4VOXAkWBKFI1J3Yh1pjenBhymrk96Np9L8BdNw8g/0d/4cm+4GomHM3+avCUN0xHTb9j/u7zxMfEIKBkSGNvD+g45YZ7O/wP9TpWatsGMmkRBwLJOJYIE1mDiqWcyttuo3vS4dRvfhj6jLiwqN51+sDKtRxJuFRrF65ue0m5TrGnXbDurPRawWRQQ9wblSdIT9MID0ljZPrDwAwaN5Y4u5Hs3bcjyhS0+j8UR/qdWhCYoSY+/i6hF4JZveiLSRFJTDi+wkvlBgnvH6hV4LZtWgLiVEJjPp+wnMT44RXI9YJFgShSNQe25MbS3bz6KA/STfDuTB5JTInGyr1bJ7vMSeHLCBs60mS7zwk8cZ9Lk5djXlle+yaVNOVufPrAW4t20ucf3C+9QgvpuPo3hxaupOrh/14dOs+f3gux9rJlsauLfM9plrz2lw97MeNY5eJfxBDwP4L3DoVSNUmNQFwqFaBas1qs/XLNdwPDCH6bgRbZ67B2NSE5n3bvq5TK/PO7zrJPz9v58aZwOJuilAA53adZK/oL06ePImbmxsVK1ZEIpGwe/fuIvkcMQgWBKHQmTs7IHOyJerUdd2+zJR04i6HYN+iYOELAMaWZgBkJKQWehuFLOWqOGLtaMvtM1d1+xQp6dwLCMblGUEZof53qN22IQ7VKgBQsV5Vqreow83jAUDOihO5l0HTarWoMjKp3rJOEZyJIAilhVwup0mTJixfvrxIP0esEywIRUwikRR3E147U0cbABRPhC8oYpIwdbApWCUSCW99/SExF2+TdPtB4TZQ0LHK7o+UJ/oqJSZJ915ejqzcg6mljJlHF6FVa5AYGrBv4V/47TkNQFTII+IfxOD2v8Fs+eJXMtIVdB7zLrYV7bHKfuhHEISyQ6lUPhUeJZVKkUqlT5Xt1asXvXr1KvI2iTnBglDELCwsirsJRa7qe21oviAnfOHUhz+8cp3NfUZiXbcyR92/fuW6hBwt3NsxcN5Y3fbq0fNfqp63+rSmhXs7NkxZSsSdcCrXd+G9r0aQFBXPxR0n0ajUrB3/I4MXjOf7wHWoVWrunLnK9WOXKYN/F74WIiyjZClrYRk+Pj7MnTtXb9/s2bOZM2dO8TQIMQgWBKEQPDx4ibhLIbptg+xb4aYO1ihyJYiZOliTeP354QvNvhtBxW5v8V+/b0gXD1EVqqtH/AjLtUC/UfZ6vZYO1npLMFk6WPPgGQ/kuHsP5cjKPVzaexaAiNvh2FZyoPsnHlzccRKA8GuhLOg9HVNLGUbGRqTGp+C5+1vCA+8W/okJIiyjhClrYRne3t54enrq7cvrKvDrJAbBgiC8MpVcQeoT4QvpUQk4tWugG/QaWcgo91YNgn9/dvhCs+9GUKlXC471/xZ5eEyRtbmsUsoVKJ/oq6ToBGq3acTD7KAMUwsZVZvW5PTGw/nWYyKTotXqT5PTajR5Tv9RpKQD4OBSHudGNfj3R7HUU1EQYRklS1kLy8hv6kNxKvggWCvWCRYEoeDu/HqA+lM9SAmNRH4/hobT3yc9KpGHB/x1ZTpt9ebBfj+Cf8sabDX3GYlzvzacHrUIVaoCUwdrADJT0lArsh6wMnWwxtTRBstqWeslW9ergipVQdrDWDIS5a/5LEuHE+v+pcekfsSERWQvkTaQpKgEAg/56spM/PNLAg/6cmrDQQCuHfXHdWI/4h/GEhn0gMoNXOg85l3ObzumO6Zp73dIjU8m4WEsFes6897sEQQe8uXWqbL95PvrJMIXShbRX6+XuBIsCEKRuLX8H4zMpLT4YQwmVmbEXLzDiSHf69YIBrBwcUJqZ6nbrjmyOwBdds7Sq+vClNWEbc26xV5jeFcaftZf917X3V89VUZ4MUdW/Y2JTMogn4+RWZlx1/c2K0f46K3sYF/VCYtcfbV99m+86zWQD74Zg4W9NclR8ZzZdIQDP2/XlbFytKHflx9iaW9DcnQCF3ee5ODSHa/13Mq6Jt1bMHrhp7ptEZbxZmvavQVjcvWXCMsoWmIQLAglTDuXiOcXegOY93fHYnAbDK3NyAwOweD3FTTV3AKXnDKJHwzEFmjnAhILc1J37EbWsT0GVpaoI6NIXLIC5bkLVAbqTOuL+XtuGFYoj0YuR3U3jOR1f6A8fxGAykBll6eaUewCI8oXdxMK5NTinZhgQMvBnaneog6Dv/mIv79cR1xY1u3aRe2mAmCJYdYB8kyauLbEtrIDAPZVy9Nj0nv0mPQe5zccYu9X67m8/jDOtZ2p0bYhVk62tB/anar1qnJg/hZiQx4Vx2k+k4qSswpSn2kf0HZwV2RW5tz1u8XmL9cQE/b0rXW/7Sfx234Sqbkpbl4DaeL6Npb21jRs34Sb/13mXmBIHrXD4O/G0n5od7Z9vZ5j6/4t6tN5KQpK3x3q9JR0rp28gkuj6ljYWpbZsIzU1FSCg3PWgg8NDSUgIAA7OzucnZ0L7XPEEmmCIBQ6WddOWE+eQOKCJWRcv4nFwP7YL/6eqEEj0CQkPn2AkRH2P/2AJiGR+JlzUEfHYljBCU1KzvrA6pgYklasQRX+AIlEgllvV8ot+IboEeNQhYa9tnMrrdqPd6P1qB7s8FpFfHg03b0GMHLDDH7q/rneFeHcVvT9EgPDnOXmnWpXYfSfX3Dt3wu6fY+uhnJl9xkSH8ViZm1Bl6n9GbVhBgvbT0Er/rvyUrqPd6fTqF5s8FpOXHg0fbwGMmnDTL7u7plvXw37fjwValfhd89lJEXF83a/DkzeOIuvu08jKUo/wrpJj5a4vFWLxFL+oNabSGomJcjvJr77zjLq+wnF3Zxi4+fnR+fOnXXbjx+oGzFiBOvXry+0zxFhGYIgFDqLwQOQ//0vafsOoAq7R+KCxWiVSsz65L3uo5lbLwysrIibPouMwOuoI6PIuByIKjhnFQHF6XMoz11A/eAhqvAHJK9ehzY9HZOG9V7XaZVqbUf35PjS3dw87E/UrXC2ea7E0smGeq4t8j0mLT6F1Jgk3atO17eIC4sk9HzOMk++m/8j7OItEh/E8uh6GId/3IpNJXvdFWThxXUZ3ZsDS3cSeNiPh7fu87vnMqydbGmST8KfsdSYpj1bsdtnI8EXbxJzL4p9S7YRcy+SDsNc9cpaO9nywZzRrJ/yM2qV6nWcjpCLSIzL0qlTJ7Ra7VOvwhwAgxgEC4JQ2IyMMK5TG6VvzgNwaLUoff0xaVg/z0Nk7dqQce06Np9Nofy+7ThuXIvFiCFgkM+vKAMDZN06IzE1JePqjSI4ibLFtoojlo62hJy5ptunTEnnQUAIzs9IjcvN0NiQph7t8N96It8yxjIpzQd0JP5+NEkRca/c7rLoccLfrVyDJEVKOmEBwVRvVjvPYwyMDDE0MiTziavEGYoMarSsq9uWSCSMXDyJI7/8TUSQCKgRSj8xJ1gQhEJlYGONxMgQTbz+LVZ1fALSqnnP5TKsVAFp87dIO3SEOE9vjCpXwubzKUgMjUhZt0FXzqhGNRx+WYbExARtejpxM2ajCnv+usPCs1lmr8KR+kRqXGpMEhbZ7z1PPdcWmFqZcWn704PgVsO60cN7CFJzU2JCHvHbsHmoM9Wv3vAyyDo7xS/5ib5KfkbCn1Ku4K7/bXpN7k9k8EOSYxNp2bcd1ZvV1ptH7DrBHY1KzbHf9hdV8wXhjVLgQbBWU/omoAuC8GaQSCSoExJInL8INBoybwdh6GCPxdCBeoNg1b1wokeMxcDcHFmXjtjOmk7sJ9PEQPgFNXFvi/u8nIS/DaMXvHKdLQZ2Juj4FVJyhaM8FrDnDMGnr2HpaEO7se8yaPkUfnl/Tr7zV4UcLd3bMThXqtjK0T4vVc/6acv48IcJ+FxcjVqlJvxaKH5/n8G5UTUAqjSsRqdRvZn/7vRCabfwfGUtMe5NJK4EC4JQqDSJSWhVagzsbPX2G9rZoo7L+0EbdVw8WpUKcv2xnRl2H0P7cmBkBI/nJqpUqB88Qg1k3g7CuF4dLAa+R+L3i4vqdEqlm0f8CQ/IefLaKDvhz8LBmpRca5FaOFgTceP5f2DYVLKnRtuGbBqfdz8oU9JRpqQTFxZJ+OUgvrzyK/V7tCDw73OvdiJlQGA+CX9WTyT8WT0n4S/2fhSLB87BRCbF1EJGckwiY5ZNJfZ+NAA1366HZTkrvj27QneMoZEh/WcOp8vo3sxq92l+VQsvqawlxr2JxCBYEITCpVKRefsO0hbNUJw8k7VPIkHaohmp23fneUhG4DVkrl1BIoHsFDIj58qoY2JzBsB5kEgMwNi4sM+g1MuQK4h/IjUuJTqB6m0a6Aa9UgsZlZvW4MLGZyf8ATQb0BF5XBK3/7v8/A+XSEAiwdBE9FtBKOUKYvJI+KvTphEPciX8uTStycmNh55bX0a6kox0JTIrc+p1aMIun40AXNx5klunr+qVnbRhJhd2neRcrgAUofCUtcS4N5EYBAtCEXNwKHtPwadu3obtrBlk3rpNxvVbWAzqj8TUlLR/DgBg+9UM1DGxJK9cA4B859+Yv++B9bRPkW/bhWGVSliOGELq1l26Oq0mfITi3EXUkVFIzM0wc+2KSbMmpEwVt28Lw5l1B+g8qR9xYZEkhMfQzWsAKVGJ3Dzkpysz+s8vuHHQj/MbcgZbEomEZu934NKOU2jU+tPmbKs40sjtHYJPXkUen4x1eTs6TOiLSpHBnWMBr+vUSp3/1v1Lr0nvEZ2d8OfmNYikqASu5Er4m/znLK4cvMiJ7IS/eh2aIJFAVMgjHFzK0++LD4kKeci5bccBkCemIk9M1fsctUpFckwi0XdLxtrkpYFIjHu9xDrBglDEHB0di7sJr1360eMY2Npg+dEoDMvZonr4iMy7YTj+vhpDB3syQ0L1njNQR8cQN3U61lM+wfyPNWiSkzG0s8N6/Bisx+fMXZX16IahrQ2aVDmZIXeJmzpdfxUK4aWdWrWXOp2bMnS1JxIDCelJcrZ8+rPevF27qk6Y5UqN6zK1P12nZqX3dZzQl44T+hIT8oglXT8DQKXMoEbbhnSZ/B5GUmPQQnqynKOLtyOPS369J1iKHF61h4ad32Lc6s+RGEhIS0pl7ac/6fWVQ1UnLOysdNtmVuYM+vYjzKzNAVCkpnP89/1oVDkPKK4IezqRbMBXIzE0MuTIL3uL8IyEx9ynfUC3kb112yIxrmiJK8GCUMLY9K1S3E0omAx/lOuzBqiG1RtjULkWmSePYdh/MurLf0PQpSfOJYXMvd+TCRg410U21Ju01f8DZc6tYK08GXKleskqgOwN/3lYrioZqyC0Gt+HCnWd2TVuCYnhMXTwep/35n3Er92mo84eXK1uOw0Ay+zVNaVaCTG3w9kydL6uHo1KjaU2e2m7qGQM1VpiboVz+KvfSYtPoYFHG979ajixvkFEXX+zHmhMlZSMVUO7ju9LpXpVWTv+R+LDY+jt9QFD5o3Fp/tnuoHw1+0mA2Cc3VdOzuXRajT8MnoBkUEPqNKoOkN+GE9abAon12fdofmy5Ti9z6nfqSmDvh/Htf2+unreJKUxMS70SjC7Fm0hMSqBUd9PKLOJca/Lm/f/akEQSh313UAyT+5AfefFrtpq5Slo5Um6FyUo1rakaTmmJ2eX7SHo8CViboXzj+cqLBxtqO3a/JnHaVQa5DFJuld6gv4t9UrNa+G//hARV+6SFB7D2aV7UCbLccpelUB4cR1H9+LQ0l1cO+zPo1v32ei5HGsnWxo9I9ikWvPaXDvsz41jl4l/EMOV/Re4fSqQqk1q6MqkxCTpvRp2b0HwuRvEhUe/jtMSEGEZeZk/fz4SiYSpU6fq7T937hxdunTB3NwcKysrOnToQHp6+gvVLQbBgiC8sWSjv0Y26SdMB32OQaWChTYIL866igMWjjaEndYPy3gUEEKl54Rl2FZzYuLFpYw/tQi3nyZgVbGc3vsP/YOo5/YOptbmIJFQz+0dDKXG3D8nloJ6GY/DMu6cyXmITZGSzr2AYKrlE5YBEOp/h1ptG+JQrQIAFes5U71FHW4cD8izvKW9NQ06v8X5v8RDcULx8fX1ZfXq1TRu3Fhv/7lz5+jZsyeurq5cvHgRX19fPv30UwzyC1jKh5gTLAjCG0ebmohy/29oIsPA0AijJh0xHToDxe9fo4l6s26hlwYWjjYAyGP15+nKY5Mxf0ZYxqOAYPZ5/UL83QgsHG1oO7UfQ7fNYq3rDDKyVzTYPXEp7ss+ZWrgatSZKjLTM9j58RIS70UV2fmUZpbZgRgpT4RlpMQk6d7Ly5GVezC1lPHF0R/RqjVIDA3Yt/Av/PecybN8y/4dUMgVXDl4sbCaLpRxSqUSpVKpt08qlSKVSvMsn5qaytChQ/n111/59ttv9d6bNm0akydPZsaMGbp9derUeeE2iSvBgiC8cbTxkagCjqOJDEPzMJiMf9eieRiM8ds9irtppUJ9jzZ43lijexkYGb5UPXePB3L734vE3Aon9ORVto1ciNTKjLp9WunKdPB6H1MrMzYP8eF3t6/wXbMfj+WTcKhTubBOp1Rr7t6WBdfX616Gxi/XV037vENz93ZsmLKUH/p486fXSrqM7UPL/h3yLP/OB53w331aBJoUoXfc27Pi+h+6V62W9Yq7SUXKx8cHa2trvZePT/7hLxMnTuTdd9+lW7duevujo6O5cOECjo6OtGnTBicnJzp27Mjp06dfuE3iwThBEEoE9aO7GFbJ/3avUHDBhy+x7nKIbvtxWIa5vRXyXIlv5vZWRN+4X+B6lclpJIRGYlvVCQAbZ0eaj3RlTbfpxAY9BCD65n2qvF2HZsO7c3Dmb4VwNqXbtSP+3NMLNslaX9nyibAMSwdrHj4j2MTdexhHVu7h8t6sgJKI2+HYVbKn+yfu+O44qVe2esu6ONWoxPpPfyrEMxGeVNbCMry9vfH09NTbl99V4C1btnDp0iV8fX2feu/u3bsAzJkzh4ULF9K0aVM2bNhA165duXbtGrVqFXzqXMEHwdrS9xSmIAglh6GTM9rUxOJuRqmQIVfopis8lhqdiEvbBrpBr4mFjIpNa3B549EC12tsJsWmqiOpOxOztmUmAGi1+tPpNGoNEgPJK5xB2aGUK1DmEZZRu01D3aBXaiGjatOanN54ON96TGQmT/eDRpMVOPOEdwZ25n5gCI9uFvwPIOHFlbWwjGdNfcgtPDycKVOmcPjwYUxNTZ96X5O9vOa4ceMYNWoUAG+99RZHjx5l3bp1z7y6/CQxHUIQhKJnLMXA0RkDR2cAJDYOGDg6I7Gyy3q74wBM+nysK27U0hXDWm8hsXVEYl8Jk25DMKhan0z/gg/IhBfju/YAbSZ5ULNbMxzqVKbPonGkRidy51DOih6DNnnTbER33XbnmYOp0qou1pXtqdS8Fu/9MhWtWsON7DjkuJAI4kMj6TlvNBWaVMfG2ZG3x/aiWvuGevUKL+bEuv24TupHw27NqVCnCsMWfUJSVAJXcwWbTPzzS9oPz5k+dO3oJVwnelC/81vYVXagcY+WdB7zLoGH9K+0SS1kNO3dSjwQV0zMrS2oUt+FijWzpguVr16RKvVdsHrGfO/Sxt/fn+joaJo1a4aRkRFGRkacOHGCn3/+GSMjI5ycsu401a9fX++4evXqcf/+i/3hJqZDCIJQ5AwqVEM21Fu3Le02BIDMwFNk7FuDxMIag+wBMYDEwAjjroORWNiCKgNNdDiKzd+juX/rtbe9rLiw6h9MzKT09BmNqZUZD/zu8NfwBbo1ggFsnR0xs80Jy7Asb0ffpROR2ViQFp/CA9/bbPCYQ3p8CpC1ZvC2kT/QacZA3l/rhbG5lMSwKP7xXM3dY1de+zmWFkdX/Y2JTMpAn7HIrMy463ubVSPm683fLVfVCfNcwSY7Zv9Gb68PGPDNaCzsrUmOSuDMpiMc/HmHXt3N3NogkUjw/zvvB+aEotW0ewvGLPxUt10WwzK6du3K1av6Ed6jRo2ibt26TJ8+nerVq1OxYkVu376tV+bOnTv06tXrhT5LDIIFQSh6Wi2qoMsYlHfBwNIWxfafUAdd0r2dsW+NXnF1xF1MugzM2jA2wbBqPWRV65H28+Ts9YKFoqS7af7E7fOV7abpbceHRFC/b2sArCrYUb9va5zqV+XXrv/TlcmQK8hMz9DditdotKgUGUXW9ldRTvtyD50VBzMkSLRa0IIxEmw0EjS52r+87VQAypG9LzWTy6v+xc7WipqdmmDtZEvT7i25f/ASEVdDdcfFX7xD6OlrzD2zHAMjA2KCHrJt/E8kP4p7nadXILaUnP7q7NmfZoM7Y2plTrjfHf6ZuY74sKdXSAnfdo4527LupFg62dLdexA1OzWh93gP3unZmj2freZRdn+ZmEnpNmMQdV1bILO1IDE8hgu/HcTvz5J9x8zS0pKGDRvq7TM3N6dcuXK6/Z9//jmzZ8+mSZMmNG3alN9//51bt26xffv2F/ossUSaIAhFTmIsRRMdjirwFKb9Jxf4uLwT44Si0Gp8H5qPdGWf12pdYtzAP6brJcblJa/EuNz6LBqP1MqMHR8t0iXGuS+fxO9us964xLiSos34Prw9sge7vVaTGB5NZ68BDP1jBiu6/S/fvjK1MmPUjtmEnbvBphELSItPwc6lPIokua6MrbMjI7d/RcBfJzixeAfKlHQcalcWK0S8orbj+9BqZA925eqvD/+YwfJu/8v3Z2tqZcaYHbMJPXeDP0csQB6fQjmX8qTn6q8es4ZRrU19dk5dQeKDGGq0b8S7344iJSqB20cu5VlvaTF16lQUCgXTpk0jPj6eJk2acPjwYWrUqPH8g3MRV4IFQShy6ruBqO++eAKSVp4CyrQiaJHwpNyJcQD/eK5ikt9yars25+be8/ke9zgxLj+Vmtfi4MzfiLiS9UT32aV7aDmmJ06NqolB8EtqNaYnp5bt5s7hrHnVuz1X4uW3grquzbmeT1+1neBGckQcf3/+i25fYniMXpnOn39A8LErHPHZrNuXcF+kxb2qd8b05OSy3dzO7q9dniv5PLu/ruXTX+0muJEUEceeZ/RXlea1CNhxirDzWcEz/puP0XxoVyo1rVHqBsHHjx9/at+MGTP01gl+GeLBOEEQ3lgiMe71EIlxJYdNFQcsHW25e/q6bp8yJZ2HASFUfkZf1e7enEeBoby/YjJe/isY++93vDWoc04BiYRaXZoSFxrB0A3T8fJfwZjdc6nznNhs4dls8+mvB8/przrZ/TVgxWQ+91/BuH+/o1nu/gLC/YOo060Zlk62ALi0rk+5auUJOXk1ryqFPIgrwYIgvHFEYtzrJRLjSo6cvtK/+p4am4TFM1YQsK3iQIthXTm/Zj+nl++hYuPq9Jw7HHWmisAdpzC3t0JqIaPtBDeOLdzGkflbqNmxMR+snsqGQd9x74J4KPVlPO6v1Cf6S16A/mo5rCvn1uzn1PI9VGpcnV7Z/XVlxykA/p39O24+Y/C6uAx1pgqtRsveGWu4d1H0VUEVeBCsFXOCBeGl3Lwprni9KG18JKr4nPUzMx4GY2DriPHbPVDu/eUZRwoFUd+jDT3njdZtbxu18KXquXs8Z4pLzK1wHgWEMOHMEur2aUXgXycA/cS49PgUark2x2P5JP4c8A0xtx+82omUAQ092tBn3hjd9uZRP7xUPRIDAx5dvct/P2StMBB5/R4OdarQYlhXAnecQiLJWrf59uFLXFh7AICoG/eo3LwWzYd2FYPgAmrk0Qa3XP315yv219Fc/eWY3V+PB8GtRrpS+a2abBq9kKSHsVRtVZfe34wkJSqBu2euP6t6IZu4EiwIRezxwt7CqxGJcYVHJMaVHHcOX2J1nn1lTWquvrKwtybyGYlxKdGJxGT3wWOxwQ+p16slAGkJKagzVbp+yinzCOeWdV71NMqM24cv8TBXfxlm95fFE/1l/hL9FZOrv4ykxnT9fCBbxi0m6L8AAKJuhVO+flXafPyuGAQXkBgEC4JQIojEuMIjEuNKjrz6KiU6gWptGxCVPYgysZBRqWkN/DYeybeecP872FevoLevXLUKJD2MBUCTqeZR4F3KPVWmPInZZYTny5AriM+nvyJzJfxVLkB/Pd0XOf1laGyEoYnRU3fps75b4nGvghI/KUEQip5IjHvjicS4kuPC2gO0n+RB7W7NcKxTBY9F40mJTuRWrp/ph5u8aZmrry6s2U+lt2rSbmJfbKs60dC9Dc2GdMZ3Q07U8tnV+2jQ5x3eGtQZ26pOtBzRndrdmuG3If84ZuH5zq89QIdJHtTJ7q9+efTX8E3evJ2rv86t2U/lt2rSfmJf7Ko60ci9Dc2HdOZidl8oU9MJO3cD1y8G4/JOPWyqOND0/Q406d+emwd9n2qDkDexTrAgCEVOJMa9+URiXMlxNruv+viMwdTKjPt+d/hz+PdP9JWTXl89CrzL1o+X0GX6QDpM7kfCgxgOzt3Itd1ndWVuH/Rj38x1tP2kLz3nDicuJIKt438i3O/Oaz2/0uZMdn+55eqvjcO/11sj2C6P/vrr4yV0nT6Qjtn9dWDuRq7m6q/tk5bR9X8Dee+nT5DZWJD0IJb/ftiK3wvcvSnrxHQIQShhzi5RPL9QEas8yhWXT9wwcbQh9cY9bn3xG8m55sE9ydHNlJpvP8S0igNpoZEEf/MnsUcDcgosWUaN/w2g0uglGFmZk+h7m1u95pEWmvVwnGkVB6p7vofd0DGYONigjIonYvtpQpfsRJuZFc5gIDWm3oKPsGxSHfNalYg9fIkrI1/uga/C9EhW3C0omN7TBtBwcCdMrMwI8bvN1i/XEBMWCblmLcxqnx3nKgGJgYT7YY9weqsGUq2WjIwMQoPucyP8oe4YS3trOk9yo3yzmhhbmBJy8SbbZ//2VL1vChUl52JPKhrUaNEAGWiIIZMYSc6g6ov2E7P+kf1zlpqb4tS+HkYWpmiAlKRUbtwMIVKiH9ZwYNsRDmw7wuDvxtJ+aHcMne2eKvOmUFBynrf4ffEmfl+8SX9nru+AZ/sJADTr2YpOQ11xaVQdC1tLZvf+jPAbYXkeQ2w0N/639OkPewO/W28qMR1CEIQX4uTemjpzh3P3xx1c6D6DlOv3aLblC4ztrfIsb92iNo1WTebhpmNc6DaDmP2+NFn/OeZ1q+jKuHzalyof9eLm/9ZwsfdM1GkK3vrrCwykxgCY16wIEgNufPYr5zp6ceerDVQe0Y2aXwzO+SBDA9SKDMLX7CderJP5QrqN70uHUb3YOnMNizxmkpGuYMKGLzDK/vnnfYw77YZ1Z9tX65jXzZO/52+i67i+dBjZU1fmo18+o1wVJ34du5AF704n/mEsEzd+iYlM+jpOq9TqPt6dTqN6sXnmr/zg8QXKdCWTNsx8Zn8N+348dds15nfPZXzXw4ubpwKZvHEW1tlrzObWpEdLXN6qRWJkfFGehpAHqZmUIL+bbJu/sbibUmxWrlxJ48aNsbKywsrKitatW7N///6nymm1Wnr16oVEImH37t0v9VkFHwRrNC/3EoQyzsHBobibUKiqjn+XBxuP8mjLceR3HnLz8zWo0zOoNLhznuWdP+5F3LEA7q3YizzoISHfbyX5aijOo3vkKtOb0MU7iTngR+qN+1z/dDlSJ1scsp+Ejjt2hRtTVxJ/IpD0e9HEHPTn3op/cHz3bV0dmjQlt6av5eHG/8jI9RS28HwdR/fm0NKdXD3sx6Nb9/nDcznWTrY0dm2Z7zHVmtfm6mE/bhy7TPyDGAL2X+DWqUCqNqkJgEO1ClRrVputX67hfmAI0Xcj2DpzDcamJjTv2/Z1nVqp1GV0bw4s3UngYT8e3rrP757LsHaypUk+/WUsNaZpz1bs9tlI8MWbxNyLYt+SbcTci6TDMFe9stZOtnwwZzTrp/yMWqV6Hacj5HJu10n2/rydG2dePGGztKhcuTLz58/H398fPz8/unTpgru7O9ev6694sWTJEt3Sfi9LXAkWhCLm6OhY3E0oNBJjQywbVyf+VK4rrVot8SevYt0i7/Qj6+a1iT95TW9f3LErWLfIWu5MVtURqZMtcbmu3qpS0km+FIxNPnUCGFmZoUpIfYWzEQDKVXHE2tGW22dyfv6KlHTuBQTj8oxEq1D/O9Ru2xCHallPsFesV5XqLepw83gAkLOUV+55j1qtFlVGJtXFklsv7XF/3co1SFKkpBMWEEz1ZnkvIWhgZIihkSGZSv1pDRmKDGq0rKvblkgkjFw8iSO//E1EkFjDWSgebm5u9O7dm1q1alG7dm2+++47LCwsOH8+J2I6ICCAH3/8kXXr1r3SZ4k5wYIgFJiJnRUGRoZkxOinH2XEJGFeq2Kex0gdbciISXyqvIljVhKZSXZq0pN1KmOSMMlOW3qSzMWJKmN6EjT3jxc/CUGPVfbPP+WJn39KTJLuvbwcWbkHU0sZM48uQqvWIDE0YN/Cv/DbcxqAqJBHxD+Iwe1/g9nyxa9kpCvoPOZdbCvaY+X49C14oWCss/sk+Yn+Sn5GfynlCu7636bX5P5EBj8kOTaRln3bUb1Z7az52dlcJ7ijUak59tvTt54F4VUplUqUSqXePqlUilSa//QotVrNtm3bkMvltG7dGoC0tDSGDBnC8uXLKV++/Cu1SQyCBUEoUaTlbWm25Qui957n4cb/irs5JU4L93YMnDdWt7169PyXquetPq1p4d6ODVOWEnEnnMr1XXjvqxEkRcVzccdJNCo1a8f/yOAF4/k+cB1qlZo7Z65y/dhlXvEOZpnS0r0dg+flLB+4crTPS9WzftoyPvxhAj4XV6NWqQm/Forf32dwblQNgCoNq9FpVG/mvzu9UNotPN877u0ZnqtvF4+cR5Bv6U0Y9fHxYe7cuXr7Zs+ezZw5c54qe/XqVVq3bo1CocDCwoJdu3ZRv359AKZNm0abNm1wd3d/5TaJJdIEQSiwjPhkNCo1Jg7WevtNHKxR5jMPVxmdqLvam7t8RnTWlazHV4mz9uXUIXWwJuV6mN5xUidbmu/8ikTfO9zwEvHJL+PqET/CAoJ020YmWQ9TWTpYk5zrir2lgzUPcj+V/gR376EcWbmHS3uzlmyKuB2ObSUHun/iwcUdJwEIvxbKgt7TMbWUYWRsRGp8Cp67vyU88G7hn1gpFZhPf1k90V9Wz+mv2PtRLB44BxOZFFMLGckxiYxZNpXY+9EA1Hy7HpblrPj27ArdMYZGhvSfOZwuo3szq92nhXtiAgFHfLmbq28TSvmDiN7e3nh6eurty+8qcJ06dQgICCApKYnt27czYsQITpw4QXBwMP/99x+XL18ulDaJK8GCIBSYNlNNSuBd7No3Ima/X9ZOiQS79g0JX3cwz2OS/O9g174h93/5V7evXMdGJGWvPZp+LxplVALl2jci9XpWopKhhQyrZjUJ/z1nkX5p+awBcEpgKNenrACt+MP8ZSjlCpRPJFolRSdQu00jHmYnWplayKjatCanN+YfkmAikz6VBKfVaPJ8UEWRkg6Ag0t5nBvV4N8ft77qaZQZSrmCmDz6q06bRjzI1V8uTWtycuOh59aXka4kI12JzMqceh2asMsnaxWCiztPcuu0/qoqkzbM5MKuk5zbdqyQzkbITSFXoJBHPr9gKfG8qQ+5mZiYULNm1kO2zZs3x9fXl59++gmZTEZISAg2NjZ65fv370/79u05fvz4C7VJDIIFQXgh91bto8HPn5AcEELy5RCcP+6NoZmUR1uOA9Bg6USUkfEEf7cZgPu/7KfF7tlUHd+HmCOXKO/RBqsmNbjx2a+6Ou//8i/VpvUjLTSC9PvR1Jg+EGVUAjH7s5KPpOVtabFrNukPYrkz5w9MyuUsx5Z7LrF57UpIjI0wtrXA0EKGRYOqALrBtZC3E+v+pcekfsSERRAXHs27XgNJikog8FBO8tTEP78k8KAvpzZk/bFz7ag/rhP7Ef8wlsigB1Ru4ELnMe9yPteAqWnvd0iNTybhYSwV6zrz3uwRBB7y5dapsvvke2H4b92/9Jr0HtHZ/eXmNYikqASu5OqvyX/O4srBi5zI7q96HZogkWTN1XZwKU+/Lz4kKuQh57YdB0CemIo8Uf9BU7VKRXJMItF3I17buZV15tYW2FWyxyZ73nz56lnPWiTFJOpd+S9rNBoNSqWSuXPn8tFHH+m916hRIxYvXoybm9sL1ysGwYJQxExNTQu1vrd7xxVqfS8s8x8ythtSf/YHSKxtUd8PQbF0Bk1bZt3iNm9sjaZiOna6dp4j/Zd51Bg/ilpfDkQT9ZD05V/RoHoAhj0bIe31AYZVa2FgY0HjlROQmEhR37lG+sr/0aJr1lUS47bNMateAbPqFehwZZVec5JGddP92/KHnzCwz3lQovV/C54q87rtPVau2D67oI6s+pv6nd/io9WfITGQkJYkZ/2nS/RWdrCv6oSFXU6i1Y656/nkj5mM/fVzDAwN0KjU3PW/w74f/9KVcahWnqELJ2StC6yF2PAovfffNBklJHxh36pdGMlMGOLzMWZW5gT53mLxiG9Jy/XQkX1VJ2R2ljTs0ZKOQ12p0aw2phYyMjMykSemcmn/eXYt3IxClX8QhhZQo31jfy7J2ozibsJLadWzNa5De1K9UQ0sba34rNcUwm6EAtCsW1M+/XGqruyEZVnTB/wOX8Tc2pwqdbL+sL97NZhNC/4g+ErQU/WXdN7e3vTq1QtnZ2dSUlLYtGkTx48f5+DBg5QvXz7Ph+GcnZ2pVq3aC3+WRPvk/ax8pIzv+fxCebBcdaBA5aZNm8bixYtf6jMEIS9v1P+nCvFJoKSRXQutruJm1KglhrUaog67g/mkuch//grV5bPPP7AEmVUCBsHdxvel2yce/Om1IvtK8AdUqOPMvO5eegPh3Lp/4kHnj95lo9cKIoMe4NyoOkN+mMA/C7dwcn3W7/1pO79Bnalm93d/oEhNo/NHfajXoQnzunuRka7Ms97ilIa6uJtQ6N7p1wH7Ko4kRSUw4vsJzH0ygawESyyhg+AO/TrhWMWJhOh4Jnw/SW8QnJ8pP3lyy+8mt/1vkaHMwGN8f1r1eIdp3T8lPqpkzCXefu/vApUbM2YMR48eJSIiAmtraxo3bsz06dPp3r17nuUlEgm7du3Cw8PjhdskrgQLglBsVFd9UVDWYDwAAQAASURBVF31fX5BoUjlDssA+MNzOd/5/UJj15a6B9+elDssAyD+QQzN+rZ9KixjXncvIrPXnN06cw3f+q6med+2nPtLrOzxOpzflfWQYrnKpSu0pyQ7ues4AA6VC76G/E9TFultr5q+jHd6taFR2yac2Fm65myvXbv2hcoX8FpunkRYhiAIQhkmwjIEoeQxkUkxNDYkNTGluJtSookrwYIgCGWYCMsQhJJnmPcIEqLiCTxzpbibUqIVeBD8KpebBUEQhDeDCMsovVq5t+fDXOELP5Xy8IWSoL1HRz6e94lue96Iudz0vfFKdXpM6E9bt/bMGTjzqShs4cWIK8GCIAhliAjLKL0CjvgSWobCF0oC38MXCbp8R7cdH/lqq/v0/diDfhP68/XQr7h3K+wVWyeIQbAgCEIZIsIySi+lXEF0GQpfKAkU8nQi5emFUpf7uPd479MBfDt8DiFXgwulzrJOxCYLglB8pKYYOFbSbRo4VMCgSg208hS08dHF2LCyRYRllF4ifOHNY2FtgX0lB2yd7ACoWD3rd2BiTAKJ2X0yadFU4iLj2bRgAwAe499joOdQlkxZSMyDKGyy5+sr5AoUaYqnPkMoGHElWBCEYmPoUgeLGT/qtmWDJwCQcfog6Wt/KK5mlTlHVv2NiUzKIJ+PkVmZcdf3NitH+DwzLGP77N9412sgH3wzBgt7a5Kj4jmz6QgHft6uK2PlaEO/Lz/E0t6G5OgELu48ycGlO17ruZV1Tbq3YPTCT3Xb47LDF/5espW/l4gr8sWhRfe39QIxPJf/D4CtizezdUlW0qZ9RQc0uS4+ug7rhbHUmM9XeevVlfsY4cWJQbAglDB/Hnk6LedN1dKrP/UHd0ZqbUaE7x1OfvEbSWFROQWORMHyYXke+9YnY2ntPZAraw5wZu5GAKQ25rT07E+VDo2wrFSO9LhkQg/6c3HhdjJSCueWY2E7kVky5r+e8FkEPjlrkXbt3ZHBs72o17gONnbWfNB1BLev50qnUsChL76FL3J2rdm5jMVBm56q++SRs0wa9llRNr9QtDStWNxNKHSKlHSun7xC1UbVsbC1LFVhGVYSk+Juwku5tOM0o3eczvO9Tj3b02moK1XrutCgdSOO/7af8BthzGg/Md/6SurP4U0g1gkWBKFIvDWhD41HuXLii3XscJuNKl1Jn43TMZQaP/dYxybVaTC0M7HZc1QfM3eyxdzJhrPfbmJLtxn85/kLzp0a0/mHsfnUJLwsmZmMyxevsOTbFQU+xnO0N10a9dG93us4FJVKxeG9IhijuJiYSQnyu8mO+RuLuylCAUiz+2tbGe4vtVrNrFmzqFatGjKZjBo1avDNN98UySplYk6wIAhFovGYnvgv3UPYoUsAHJ26ipGXllOtR3OC/z6f73FGZlK6/TyB49PX0nyyh9578bcfcHDcz7rt5HvRXFiwjW4/TUBiaIBWrSmScymL/tmeFX1csUrB7zwkP7Fwf0+PbijSlWIQXIxEYlzJck70F99//z0rV67k999/p0GDBvj5+TFq1Cisra2ZPHlyoX6WuBIsCEKhs3J2wNzJhvBT13T7MlLSiQoIofwzUsgAOnw7knv/BfDg9PUCfZaJpRkZqeliAPwG6jfEjQO7j5AuHtwRBKGAzp49i7u7O++++y4uLi68//77uLq6cvHixUL/LDEIFgSh0JllP7mcHpustz89JhkzR+t8j6vZ9x0cGrlwfn7BHtgxtbWgxRQPbmw69vzCwmvV8K161KpXg12b/i7upgiC8AZQKpUkJyfrvZRK5VPl2rRpw9GjR7lzJ2t95StXrnD69Gl69epV6G0SD8YJwgvw9vZGoXjxq1qLi6Atb5JaHm3oNH+0bnvfyIUvXIdFBTvazfmQvUPmoy5ACpKxhYx3f/+M+KCH+C7a+cKfJ+To/Z4rs374n277kyFeXL7wanGs/Qa7cedGMNcui8Sy10UkxpUs77i3Z3iu/lpcyvvLx8eHuXPn6u2bPXs2c+bM0ds3Y8YMkpOTqVu3LoaGhqjVar777juGDh1a6G0qeGyymBMsCCgUChYvfokh7ZIlhd6WN0nY4Uv8FRCi2zY0yfrVIrO3Ii06Ubdf5mBF3PX7edbh0LgaZg7WDNj/rW6fgZEhFVvVodHI7qyuMVL3e8jY3BS3Pz4nI1XBgbFL0KjURXBWZcfxg6e5eiln+kl0ZMwr1SczM6WHRzdWLFjzqk0TXoBIjCtZAo74crcM9Ze3tzeenp56+6RS6VPltm7dyp9//smmTZto0KABAQEBTJ06lYoVKzJixIhCbZO4EiwIwivLlCvIfCKFTB6VSOV2DYi7kTXoNbaQ4dS0Btf/OJpnHQ9OX2dLtxl6+7r8+DEJwY+4vPKfnAGwhQy3jf9DnaFi/+hFBbpqLDxbmjyNNHlaodXX3a0LJibG7NtxoNDqFJ5PJMaVLAq5AkUZ6i+pVJrnoPdJn3/+OTNmzGDQoEEANGrUiHv37uHj4yMGwYIglAyBaw/QfJIHSaFRJIdH8/Zn7yOPSiT0oL+uTN/N3tw94Me13w+TKVcQf/uBXh2ZaUoUCam6/cYWMtz+nI6xzIQjU1ZibCnD2FIGgCIuWdyxKkRWNpZUqFQeh/L2ALjUdAYgNjqOuJisK1bfLp1FdEQMP89bpXdsv8F9OHbgFEkJ+nPChddPJMaVLKK/IC0tDQMD/UfWDA0N0WgK/+FnMQgWBKFIXF75D0ZmUjrNH42JVVZYxj8fLtC7cmtV1RFZrhSy53Fo6EL5ZjUBGHZ6kd57f7SeSsqD2MJpvECnHu355qcvddsLVn8DwMqFa1m1cC0A5Ss5PfUfpqo1nGn2TlPGfTDl9TVWyJdIjCtZmnZvwZhc/TUhu7/2LNnKnjLSX25ubnz33Xc4OzvToEEDLl++zKJFixg9evTzD35BYp1gQShhyqlKznfRTKNFotWCFoy1YKPSYJSr/fvfngpAueztepP6Url3CyxrVkStyCDWL4iH64/ozll5+ga+n6+har822DaqhrGljJ11xpKZnIZJrnreJM1MKxR3E17Kgz2XGbWn/1P7m/doxZ9bV+DSqAYWtpZ81dtL/xwfZjLKJeu4knrupUlpToyzLkHX8XpOG0DrwV0wtTInzO82275cS2zY01Mhrm0/zbTtp5EYSOg5dQDN+7XD0sGGtv06YqyGw0v1HwJ2rFERtxlDqNGqPgZGBkQFPeS3CYtIfBT3uk6t0C1dupRZs2bxySefEB0dTcWKFRk3bhxfffVVoX+WWCJNEIQiUXdiH2qN6YHf9N848u5XqNOUdNw8A4NnJMY5tK5L0G9HOPLubE4MnI+BkSEdt8zAUJYzj8xIJiXiWCA3ft7zOk5DeIKJmSlBfrfYNv+P4m6KUAAiMa74dRnflw6jerJt5hqWeHyJMl3J+A3eGD3jd2HX8e60GdaNnV/9xvxuXvwzfxNdxrnRfmRPXZlyzk5M3j6X6JBHLB/8NT/0nM6hpTtRlfDnJCwtLVmyZAn37t0jPT2dkJAQvv32W0xMCj8e+o36M+rkyZP88MMP+Pv7ExERwa5du/Dw8CjuZgmC8BJqj+3JjSW7eZQ9B/jC5JW4B66gUs/mhO/JOzHu5JAFetsXp67G49oq7JpUI+b8LQDu/Jr1sJVD63pF2HohP+d2nQDKdqJVSSIS44pfx9G9OLR0F9cOZ/0u3OS5nK/9VtPItQWX957L8xiX5rW5dtifG8cuA5DwIIa3+rbBuUkNXZnenw/k5rEA9s7fpNsXdz+qCM+k9Cn4lWDNS75egFwup0mTJixfvvzFDhQE4Y1i7uyAzMmWqFM5y25lpqQTdzkE+xbPTozLzdjSDICMhNRCb6MgCEJRK1fFEStHW+6cuarbp0hJ515AMC7/Z+++w6I4GjiOf492d7Sjg4K99x57VyyJYondxJrYY4tRTGJMUdQkljfWJJaoMfYWY4m9xIYo9oIIioXey1Hu7v3j8OAQFJTOfN5nn9fdm52bvc3CsDc7v4ZVs9zP3+sBVVvWxr6CdkhR6Rplqdi4GndPeQMgkUio2b4BwX4vGLPRne+urGHK3h+o7do4T4+nuClUd4K7deuWJ4kggiDkL5mDFQDKkCi97cqQKGSpaXJvJJHQ4LuPCLl8n6gMs0YIgiAUBRapP+9iM/wsjA2J0r2WmeOr9iGzkDPr+M9oVGokhgYc/GkbV/f9B4C5nSUyczkdx/Xk0M/b+XvBFmq0rceI1dNYOeh7fC8V39CN3JTnneDExMRXYvGyO1ecIBQH7u7ueBR0I/JYuT4taLRolG797Ec/vnOdjTyGo6juwnG37965LuHtNHNrzbD5Y3Tri4fPK9aJVkWdSIwreA3dWtJ//ie69d9GLnyreup/0IyGbq3YPPkXAh88xblmeXrN+ZjooAg8d51BItF+kX/rqBen1x4E4Pmdx5RvWJUWQzqJTnA25XknOLsxeYJQXL1NzHJR8+zIVcKupiXGGaQmxsnsFSjTJcbJ7BVE3n78xvoazhtG6U4NONH7exJeFO8UpcKspCVaFXUiMa7g3T7mxU/eD3XrRibah9/M7RV68/ya2yt4fifrn4U93IdyfNU+3ZjhF/cDsHa2o+N4Nzx3nSEuIhpVcgpBPvrfkgX5Pqdi42q5eETFW57HJmc3Jk8QhKIrJU5JbIbEuISgCBxb1dJ1eo3M5dg2qMTDP469tq6G84bh3K0xJ/v+QFzAu8X3Cu+mpCVaFXUiMa7gJcYpSczwszA6OIKqLWrrOr1Scznl6lfm/OajWdZjIjdBo9Hvd6nVat0dYFWyiic3HuGQGqbxkn0FJ8KfifnSsyvP7wSLoQ+CUDI9+O0wNaf0IsYvkLgnIdSe+SEJQZE8O5yWGNduuztPD13h4XrtL4NGHsMp27sF50YsJiVWicxeAUByTDwqpXbaH5m9ApmDFRYVHAFQ1ChDSqyS+GehJEXG5fNRljwvE62sHWwAKFUCE62KEpFAVvBOrztE50m9CfEPJDwgmG7T+xMdFMHNf6/oyoz78ytuHvHk3MYjANw+fpXOE3oR+SyUFz5PcalVnnaj3ufSjlO6fU7++jcf/zIZ38t3eXjhNtXb1qdWx0asGCiGkGVXoXowThCEN6tkWDQ6elYJ0RgYQKsN00CjIe76Q/yGzqVCSiQYppYp74DKTobtRy2w7dsei6Y1Aeiw+2u9uvym/g9VbDz2Q7ti8V4NDNLNG9xx7xxdmbAdJ/Ll2HIiRpP7UZ/5oWnX5rgO6UrFOpWwsLbk826T8b/jR6NODZj48xRduXHLpwOwfclfhAeG0bZve8pUKwfAo5sP2bJoEw+v+2T2FoWOmSTreVsLs0ZdmtJhiKsuwOTr7tN5khqIUbtzYz7JJDHu2MZDKOytKV+nIvYuDvz53Tr+XfdPQTT/rUWRUtBNyJY9q3ejkRvTz2M0ppZm+Hje46dhPxCWmKArY1POASMbMyp1aUS7Ia6Ur1sRcysLPlzwCWYKMyKDIji55V/2/28nqtTjPnfkAnwp5/3xvek9dxiBj56zYtxPeF+5nVVThAwKVSc4NjaWhw/TxtL4+fnh7e2NjY0NZcuWLcCWCYKQE9Y9WlJmzkgeu68i7toDHEf3xPr9Fqii9TvwN5trH+Kp8MtUwved5cnXv6FJTMJpfB+sujbjdsdJJKeOa7Tp245YzztEHDhH+R8nctt1Kgl3/PL92EoKqVzKXc87nP/nHOMWTtJtP7XzBKd2Zv7HxuRl0zi3/wz3ve6RlJhEr7F9+XrTt0ztPJHwIDE+Na9ITWU8uHKPy/+cZ+TC8Xqvndt5knM7T76yT4W6lXjv/ZZ4HjzP4K9H5FdTS6y9S7axd8m2LF//opX2vDXv3QafK3fx/Oc8IxaOY+mI+a9N+Du34wTnCuEf/0VFoYpNvnLlCu3bt9etvxxLPGzYMDZs2JDn7y8IQu5w/NSN0L/+JWy79ofz41mrUHRshN3AjgSu2P1Keb9JS/TW/WesoEH35li2rEvYrlMAhKf+v4mLQ562XdA6s+cUAPY5+LyXTV6st7565nKadWtBnZb1OL371Y6YkDvOpwaY2OUgEMPvhi9+N7QPs/abOTRP2iXk3AURboKHhwe7d+/m3r17yOVyWrRowcKFC6lWLfcf+CtUscnt2rVDo9G8sogOsFBUubu7ExwcXNDNyFcSYyPM6lQi+uyNtI0aDdFnr2PWMHs/xAzkJkiMDUmJFCEZRZmJXIqhsSGxkTEF3RRBEIqI06dPM2HCBC5evMjRo0dJTk7G1dWVuLjcHwpYqIZDCEJxo1QqcXAoWXcujWwskBgZkpzhoZuU0ChklV2yVYfL7GEkBUYQfe56HrRQyC9D3YcRERTOjf/EeRSEki67uRGHDx/WW9+wYQMODg54eXnRpk2bXG1ToboTLAjF0d27YtLynHCa0Acbt1b4fuKBJjG5oJtTIrTu1ZZNd7bplhpNar5znb3G9aVlj9b8+KkHyeI85prmbq1Zc3uzbqnapEZBN0l4S83cWrPy9ibdUqWYn0sPDw8UCoXe4uHx5iipqCht2p6NjU2utykHY4Jz/b0FoURQq0vWxZMSHoMmRYVxhkhQIzsFycERr93XcYwbTuP78mDQHBLuvjlUQ8gdnkcv43PtgW49PDDsnerr+Wkveo/ry3dD5vD4nv87tk5I79oxT3xFIEaxUNLCaN4mN0KtVjNlyhRatmxJ7dq1c71NYjiEIAi5SpOcQtxNXyxa1SXyyCXtRokEy1Z1Cd5wMMv9nMb1xmnSh/gM/Zb4G75ZlhNynzIugcC4hDcXzAa3MX3oM7EfP3w8F9+bD9+8g5AjIsCk+Chp5/JtciMmTJjArVu3OHfuXJ60SXSCBUHIdUG/7qPCksnEX39InLcPjqN7YCCXEbrtOADll04mOTCMZws2A+A0vjelpw/m0aTFJAYEY5R6F1kdp0Qdr01fMrQyx6S0PSZO2q/EZJW0k/4nh0SQIib9z3XmCnPsnO2xdtR+3qUrOgMQGRJBZOrnPWnxFMICw9myaCMAvcb2YcC0ISyd/BMhT4OwSj2PyjglyvjiHx9eUMwU5tg622GVGmCSPhAjKvVcffrzJCKCwtmx6E8ADI2NcK6iHaNvZGyEtaMtZWuWRxmnJPhxyemYFTYi3CTNxIkTOXDgAGfOnMHFJXvPk+RUnscmC4JQ8kT8/R9GtgpKfz4IY3tr4u/44fPRt6SEasd2SZ3t9aZdtP+oGwZSYyr/OlOvnueLt/J88VYArDq/R4Uln+leq7RqxitlhNzTuPN7eqEY01Z8AWhDMbYv/QsAu9L2qNOdR9eh3TCWGjNjtbteXen3EXJfg85N9AIxJqQGmOxZuo29S7cDYONshzpdDK+1ozXfH/xZt959jBvdx7hx9+ItFgz8Jp9aLmRUv3NjRqU7l+NSw032Ld3OvtRzWdxpNBomTZrEnj17OHXqFBUqVMiz9xJ3ggUhj9nb5+58j1U6F5Fpw55tR/n1dl7e/yttB3TW/lv96xSMgeoT6iDt1h9Dc+0zunH/m0PKtfO6KsyAKqn7ELmfqBH7X3kbvTKFUMyxoplCFh4dg9eZq1SpUxlLa0vGdZnAozuP9MpM6/+F3vpHLYbr/t22Z1tmr5jF+SPnWbt4Y340+Z0lSorm+P2Q6CiunblKpdRz9VnXSfhlCJL5ov8svfVqNcvgc8OHUuVKYWRsxHO/5+z9bQ8ni9B8zvYGsoJuQq5LiEng1pnrlK9TEXNrC77p/vlrwzKKowkTJrBlyxb27duHhYUFgYHabyYUCgVyuTxX30vMDiEIeaykTZGWExKpDFXAIxI2/1LQTREykJnKuH35Nmvnr8vxvo4uDnzy1WhuXrqZBy0TMpKZyrjjeYc/PDZke5+YyFi2/7KdGb0/Z1KXiRzbcYzJP02hQZuGeddQ4Y2kplJ8rtxlR+pQsZJo1apVREVF0a5dO0qVKqVbtm3LOnHvbYk7wYIgFJiUm56k3PQs6GYImTi+W5v255jDhD4DAwNm/u8LNv28idpNa2NuaZYXzRPSeXn31iEH5+rWRf0/UP5et5+OfTtQs0lNrp25mqvtE7JPJMZph0Pkl+zfCVa/5SIIgiCUGEOmDCYyLIoj2/4t6KYIOVC3ZT2cK7lw+/Ktgm6KIOQbcSdYEARByBW1mtSiy8AujO8yoaCbImSDqYUpGy7/gbGJMWqVmlVfrcL7rHdBN0sQ8o3oBAtCHpPJit/DG0Lx0r5XeyYvmKRb/+rjr7l1+XaO6pCbyfli6ecs/WIZ0RHRud1EIVXbXu2Y4JH2R8bcYXO5k8Nz9VJCbAKTu36GzExGvZb1GfX1KAKfBL4yVELIG83cWvPx/E9160uGz8fHUySM5ifRCRaEPObh4QELFhR0MwQhSxePXuS+9z3deuhbJMaVKlcKp7JOfLd+rm6bxEACwEG/A4xq9wkvHr9457aWdJePXuLBtfu69bB3SPfTaDS6c+J3x48ylV3oN6Gf6ATnk5KWGFcYiXmCBSGXuLu7o1TqBwIEBwcXUGsEIfsS4hJIeMfEuADfAD7tNFZv2/AZHyM3M2XV3NWEPA95p/oFrdw4V1mRGBhgbFI0p/QrikpaYlxhJO4EC0IuUSqVLFmyRG/b1KlTC6g1RYRUhoGDs27VwL4UBmUqoYmLQRMu/oAoSBZW5tiXdsDW0RaAMpW0iU0RIRFEhEQAMGPJdEIDw1i/cAPJick8vv9Yr47Y6DiAV7YLuctcYY69sz02qefKOd25epnuN3XJNMICw9i48A8APpzQj4c3fHjx+AXGJsY0bt+E9n3as+rLlQVyDIKWSIzLX6ITLBRbMpks1zuh4s5u9pl06Im0W38kChtUT3xR/rkcld99vTKG5athPisttUo+aBwAmsQEkk4dRLnzd0hJfqVuafeByPqNJvHfXSj/WpW3B1KCfDz9I7oO6oq5wozAJ4GUq1pO99rsldoUuE2LN7N5iTZ6t80HbTCRmTBw4gC9evb/8TcrvtJ2pirWrMj6c+uwdbQhIU7JXa87rJ2/jgDfp/l0VMXTkGlDcB3cBTNLM4KeBFG2alndazNXaJMXtyzZwl9LtgBgX9qeCjXK06ZHa6wcrElOTEatViOVS0lSJvH04VOMjI2YtOgzJi36TO+91s1bx541u/Pv4IqhXlMH0GZQJ0wtTXl45T4bv/qVYP9X7wJnlRgX/iKUP9zXcPPUNd1rH8//lJot62LlaE1inJKHVx+wY8EmAn2f5/0BFROiEywUWx4eHrleZ2G4s5sS/GqnsLAxad0e2cCxxC1fTMr9O8h69cN02gIiPx2KJipSVy4l+AqJZ9ti0rYT5lO+IHbpIlLu3sLQ2QXzqe6o41XE/75Cr27DKtUxbv0+KY8eoo5XF/rPo7Fh0QhLaT22B21H9mTX9NWEBwTTeXo/wmVylnWeQUqi/mfc2FB7l+rHFpMwMEybadOxahlG/jmb4EPeNDa05vSM9cQP6kCI73Min4diqjCnw5S+/PSnBz+1nlzohtnFFpF5PTuO7UmnkT35c/pKwgNC6D69P6EyKR6dP3/lXFU0MAfg8dnbtBvdnT+nryLQ5yll6lRk8I9jObDgL85sOAyAhb1Cb9+a7eozcOEYnh721tVTmNRPLhpdmDrjP6DO8O6cm7KGmIAQGs74kC//mMOe9jNRZThf/HWR9X9dpEznBmhUaqL9AkEioXK/1nz260z2d/mSyAfPADD2DuDKzkvEPQtDamVO/el9mL1xDjubTS1011ZhJeYJFgQh18l69yfx8AESjx1CFfCYuOU/g1KJ1LV7puWNa9Qi5c4tkk4fQx0cSPK1KySePo5R1eoZKpZjMeMr4n75EU1sTD4cScnRcmRXTv2yl7tHvQi6F8COaauwcLSihmvjLPeJD48hNiRKt1Tr2IAw/0D8LqY94e751wn8L98j8mkoz2/7c/Tn7Vg522FdgsMA3lXbkd3495c93DrqxfN7T9g8bQUKR2vqvOZcVWhUlVtHvbhz8hrhT0O4fugS98/eoFy9SroyMSFRekvtzo15eOEOYQHiG7B3UXN0V24s28eTf68ScTeAM5NXI3e0omyXRlnuE3D0Gk9PXCfaL4joR4FcXbiDlDgl9g0r68o8+PMkQZfuE/s0lLBb/lxdtANzZzvMyxSva2vBggVIJBKmTJmi2zZmzBgqVaqEXC7H3t4eNzc37t27l3UlWRCxyYIg5C4jI4wqVyXJ2yttm0ZDkrcXxtVrZbpL8t3bGFauquv0GjiVwrhJM5KvXNIrZzZuCkmeF0hOX7fwzqzLOGDhYI3vf2lBCYkxCTz19qVswyrZqsPQ2JD6vVrhtf10lmWM5VIa9WtL+JNgol68/awGJZltGQcUDtY8+C9tBgdlTAKPvR9SoWHVLPfz83pAlZa1sa9QCoDSNcpSsXE17pzyzrS8hZ2CWu0bcHHbyVxtf0ljXtYeU0crnp9Lu7aSYxIIveaLQ6PsXVsSAwkVejbDyFRKsJdPpmWM5FKqDGhDzONg4p4Xn2vL09OTNWvWULduXb3tjRo1Yv369dy9e5cjR46g0WhwdXVFpVLlqP6i8V2CIAhFhsRSgcTQCE1khN52TWQEkjJlM90n6fQxDCwVWC5aDhIJEiMjlP/sI2H7Zl0ZkzYdMKpclagpY/K0/SXRy6/BY0Oi9LbHhkRhnuEr8qzUcG2MzNKUqztf7QQ3HdqJLu6DkZrJCPF9zvqh81El5+yXlaBlYW8FaO/aphcTEqV7LTPHVu1DZiFn9vGf0ajUSAwN+OenbXjt+y/T8k36tkEZp+T6kcu51fQSydTBCoCEEP25sxNCo5E7vP7asq7uwvv752IoNSY5TsmJ0UuJ8tEf71t9WCcafzkQYzMZkQ+fc2TQAtSF9NpKTEwkMTFRb5tUKkUqlWZaPjY2liFDhvDbb7/xww8/6L326adp8yuXL1+eH374gXr16uHv70+lSpUyVpWlbN8J1qjfbhGEkuzu3buFYhxxYWdUpz7yAUOIW7mEqM8+IeaHrzBu0gz5wI8BMLCzx+zTScT++D0kJxVwa4u+em4tmXN7nW4xMDZ85zobD2iPz6nrxARHvvKa977/WPH+bH7r/x2hj14wcMVkjKRiKq7saOTWkkW3N+gWw7c8V/U/aEYjt1ZsnPwLP37gzp/TV9Hhkw9o0rdNpuWb9W+H195zr4wxFl6vYu8WDH3wu26RGL39tRXl+4J9rl9y4INvuL/xOK2XjkFRpbReGd/d/7G/y5cc7PM90Y8Cabd6EoaF9Nry8PBAoVDoLa97dmfChAm8//77dOrU6bX1xsXFsX79eipUqECZMmVy1CZxJ1gQ8pBardZOm7Z0aUE3Jd9ooqPQqFKQWFnrbZdYWaOJyHwyeNOho0g88S+J//4DgOrxI5DJMJ/4OQnbNmFYuRoG1jYo/vdbWn2GRhjVroesR2/Ce3UGtfirO7vuHvMiwPuhbt3IRPurwNxeQUy6aZjM7RW8uPPm6c2snO2o1LI2W8YuyfT1xJgEEmMSCPMPJOCaD19d/42aXRpzY/+FdzuQEuDWMS8e650rbQfHwl6hN2WWhb2CZ685V27uQzm2ah/X/tZ+5i/uB2DjbEfn8W547jqjV7Zik+o4VnJmw8RluXgkJcOTf68Scs1Xt26Yem3J7S1JSPcHotzOkvDbT15blzpZRYx/EABhN/2xq1+RWqO7cn7mOl2Z5JgEkmMSiPYLIuTqQwbfWUPZro3x21f4ri13d3emTZumty2ru8Bbt27l6tWreHp6ZlnfypUr+eKLL4iLi6NatWocPXoUExOTHLVJdIIFQchdKSmkPHyAcf1GJF88p90mkWBcvyHKA3sy3UUik4Imw9PMLzu1EgnJ172IHD9c72XzKbNQPX1Cws4togOcQ0lxSsLj9INdYoIjqNiilq7TKzWX41K/Epc2H3tjfQ37tSUuLIr7J669sSwSCUgkGIpQhmxJjFOSmOFcRQVHULVFbV2nV2oup1z9ypzbfDTLekzkJmgyXGNqtRqJ5NUvhJsNaM+TG748v/v6TprwqpQ4JTEZzld8UCSlWtXSdXqNzeXYNajEvY3Hc1S3xECCgclrum0SCRKJBENp4ezavW7oQ3oBAQFMnjyZo0ePIpPJsiw3ZMgQOnfuzIsXL/jpp5/o378///3332v3yahwflKCIBRpyj3bMZ/mjsrnHikP7iFz+xCJTE7i0UMAmE+bjToshPg/tHd2ky6dR9a7Pym+PqTcv4NhKRdMh44k6fJ5bQc3IQHVYz+999AoE1BHR72yXXg7/607TPtJvQnzDyQiIIRO0/sRExTJ3X+v6MqM/HM2d45c4eLGf3XbJBIJDT9sw9VdZ1Gr9P8YsS7jQJ0ezXh45iZx4dEonGxoM64nKcokHpz0zq9DK3ZOrzuE66TehPgHEhYQTPfp/YkKiuBmunM14c+vuHHEk7MbjwBw6/hVXCf0IuJZKIE+T3GpVZ72o97n4o5TenVLzeXU796UffM2I+SOO78fpt5nvYh+FERsQDANZnxIQlAkT46kPeDbZZs7Tw5d4e4G7R8yjWb15+nJ68Q9C8PYXEbFXi1wal6DfwcvArQP3FXo2Yznp2+iDIvBrLQNdSb0IEWZxNPj1wvkOHOLl5cXwcHBNGzYULdNpVJx5swZli9fTmJiIoaGhrohFVWqVKFZs2ZYW1uzZ88eBg0alO33yn4nWNxoEQQhm5LOniReYYV86EgMrG1IefSQmDkzdA/LGdg7oEn30EDC1k2g0WD60SgMbO1RR0WSfPk88Rt/L6hDKHHOrv4bE7mUXh6jkVma8tjzARuGLdAbE2pTzhFTGwu9/Sq1qo21iz1e20+9UmdKYhLlm1Sn5YhuyBRmxIZG4X/5Hmv6ziUuLPqV8kL2HF+9HxO5lAEenyC3NOWR531WZzhXtuUcMUt3rnZ9s57u0/vT7/uRmNspiA6K4L8txzjyv116dTfs0QKJRILX/swfmBNy7ubKAxiZSmmxaCQmlqYEez7g36GL9OYItijngDTd+ZLZWdJ62VhMHaxIiokn4m4A/w5exPOz2lkmVInJOL1XjVqju2KiMEMZGkXgxXv84/YdyiJ+bXXs2JGbN2/qbRsxYgTVq1dn5syZGBq+Os5ao9Gg0WheefDuTcSdYEEoYkJ9TQu6CdliFWKMSbIEiRpSlAZEBkhRprY9tP/s1FLpjuWHHfDDDiy6t6X04lnEyxwJuaHWljEyxG7yMMzbNsbYpRTq2Djizl8jZPFeVMGF+/Ow0BSdmSilSJBoAI32l4OZWkJSuvavaal9yNMi9ZnqVlP60GpqHwCmnVwMQNjD5/zW8QvtDkHR/DvjN9rPHkT5VrUxtTLDqbIz5auWJdE3KN+OK7uSJUUnYODEkp2cWLJTt+469UPeG9QBuaUZ/lfus3bofEL9A5Ei0RaIS+Tgd5s4+N0mQPvVeucpH/LViSVY2FsRHRTBlZ2nOf7LHq7+dQIgbd9CKvLdn+fMN0oJvPyvK0UC0RKNXvt/T722SN0WFhhO1dT5fuVSBfLWCmSlbPijg/baigyN5N5RL6qZSnGoXR6z0rYcmfMHidHxujqKKgsLC2rXrq23zczMDFtbW2rXrs2jR4/Ytm0brq6u2Nvb8/TpUxYsWIBcLqd798znos+K6AQLgpDrLLq1wX7WpwTN/QXl9ftYD+uFy+8/4NftE1ThUVnuZ+TsgP0Xo4n31L8LYCCTIqtZibCVf6G8/whDSwscZo/BZeU3PP5wcl4fTonQdOwHNBruyj/T1xAZEEKb6R8yYNNMfuuUSapVOiH3A9g6ZIFuXZ2iPz3TB4vHIrU0ZdfoxcSHx1CrVwvcVkzijx5fE3T7zQ/dCW/WbmwPWo7oyrbpqwgPCKHL9H6M2jiLnzNJ+0vbpyfNh3Zm2/RVBPkE4FKnIv1/HIsyJp7/NhzJ5yMo3hqP+4D6I1w5Mm0N0QEhtPj8Q/psnskfHV9/bYXeD2DX4KyvLSO5CY9P3+Dx6Ru0mjUg4+7Flkwm4+zZsyxdupSIiAgcHR1p06YN58+fx8EhZwmdohMsCEKusx7em6gdh4jerR3fFvTNL5i1bYKiryvhv+3IfCcDA0r/+AVhv2xC3rg2BhZmupfUsfE8HfWlbj0ZCP5+FeV2LsOolD0pL0Ly8nBKhCajunJ++T58jl4F4MC01Uy6soKqro24+/fFLPdTp6iJC8n6DxvnRlU48uV6Xlx/BMD5X/bRZFRXHOtUEJ3gXNJqZDeO/7KHO0e1Y0y3TVvJ11dWU8u1Mdf/znyWgPKNqnL76BXundQ+zBjxNJT6PVtQpl5lQHSCc1PDUV25/Ms+HqVeW4enrmaM1woquTbiwRuurfjXXFvX1mrPk0uzGrnb4ELo1KlTun+XLl2agwcP5kq9Yp5gQchD9vbFK74yW4yNkNWqQvx577RtGg3xF7yR1c/6h7XthMGkhEURtevfLMukZ2BhikatRh0d944NFhRl7DF3sML/nH5i3HNvX5zfkBhnXcGRCZd/YezZxfRYNg7L0rZ6rz/z8qFGj2bIFGYgkVCjRzMMpcY8uXA3ixqFnLAp44ClgzU+6dL+lDEJBHj7Uu41587f6wGVW9bGroITAKVqlKV84+rczyJBTng7irL2mDlY8STdtZUUk0Cgty+l35AYZ13BkU88f2HkucV0XTYOiwzXlvDuxJ1gQchDOf1qpjgwtLZEYmRISph+YpwqNAKTCi6Z7iNvWAtF3y487jUhW+8hMTHG/vORxPxzGnVc/Du3uaQzT021igvVf6AmLjQas9ckxj33fsg/038l/NELzB2saDmlN0N2fM1a11kkpU4TtXfCL7gtn8iUG2tQJaeQnJDE7k+XEvm48I0JLoqySvt7U4LcqVX7kVnI+TxdgtyRn7ZzLYsEOeHtmKaeg/gM11Z8aDSmr7m2Aq895Mj0X4nwfYGZgxXNpvSm/86v2dh5FskZpmAT3p7oBAtCHnN3dyfrTBxBYibHadHnBH29DFVkNp5qNjKk9NLZgISgucvzvH3FUc1eLeg6f6RufceIn96qnkenbuj+HXIvgOfevoz7bynVP2jKjW3a+OQ20z9EZmnKX4M9SAiPoYprI3qtmMSf/b4n5P7TdzuQEqiBW0v6zB+tW18/ctFb1VP3g2Y0cGvFX5OXE/TgKaVrlqPHnI+JDorAK0N4hpB91Xu1oKNH2rW1d/jbXVv+6a6t0HsBBHr7Mur8Uqp+0JTb216NJhfejugEC0IeUypL1l/tqohoNCkqjGz1E+MM7axJCY14pbxJmVKYuDjhvGpu2kYD7VPpVW8dwK/bJyQHvNBuNzKk9JLZGJV2IGD4LHEX+C09PHqVdelSrV4mxpnZWRKXLtXKzM6S4DvZD0xIjI4nwi8Q63KOAFiVdaDRcFd+7zSTUJ9nAATffUKZ96rR8OPOHPlyfS4cTcly55gXTzJJkMuY9mdhr+D5Hf8s63nffQgnV+3TjRkOvB+AlbM97cf3FJ3gd+B79Cov0l9bqcEVphmuLVM7S0Le4tqyKu+Ya20VxDzBgiDktuQUlLd9MG1en9jjqQ/lSCSYNqtP5J/7Xyme9CgAvx5j9bbZTf4YAzNTguevJjkw9aG31A6wSbnSBAybhToyJq+PpNhKilPqhiu8FBscSfmWtXSdXhNzOaXrV+La5uynWhmbSrEq50Ds7kjtulwbYfpKUplKjcSgcE+/VVhlliAXHRxBlRa19dL+ytSvxIXXJMgZZ5Igp8kiQU7IvuQ4JVEZzk9ccCRlWtbSdXpNzOU41a/E9U05v7bupl5bQu4Qd4IFQch1ERv24LRgOspbPihvaKdIM5BLiUqdLcJpwXRSgsMIXbwBTVIyST76swSoY7QPu+m2GxlSetmXyGpW5tnYb8DQAEM77Z1mVVQMJKfk38EVU55rD9NiUi/C/YKICgim9fQPiQ2O5MG/aalWA7e48+DIFa7+oT2P7b8cxMNj14h+Foq5ozWtpvZBo1JzZ7/2j58w3xeE+wXSdf5ITszbQkJELFW7NKJC69rsGPlzgRxncXRu3SE6TOpFqH8g4QHBuE7vR3RQBLfTJch98ueX3D7iyfnUtL+7x6/SYUIvIp+FEeQTQOla5Wk9qjueGRLkhHd3de1hmn7Wi0j/IKKeBNPi8w+JC47EN9211fcvdx4evsL11Gur9ZeDeHTsGjHPQjFztKb5tD6oVWru70ub7cPUXoGZvUJ3d9iuehmSYhOIfhZGYpR4YDg7RCdYEIRcF3PoDIY2CuwmDcXQ3obEu748/eRrVGGRABiXdgBN9oMJjBxtsejYHIDy+1bqvfbk4y9IuHwzs92EHLi0+gAmplK6eoxEZmnK0ysP2PaxfqqVdVkHTK3TUq0snGzo+csE5FbmxIfH8NTzPht7zSUhXHuXXp2iYsfwH2k3awAfrp2OsZmUSP8gDkxbw6OTRTvatTA5lZr21zc17c/f8z5r35Agt++bDbhO70/v70foEuQubTnOsQwJcsK7u7LqAMZyKZ08RiK1NOX5lQfs/kj/2lKUdUCe7vxYlLKh+/IJyKzMSQiP4bnnfbamu7YA6g7tSPPUsBqA/ju/BuDItDXc2Xk2H46s6Mt2J1hMdyYIOSeTyXjyJPvjvrLD3DpnsZAFRSpPRmKgQaLRYGikQW6RhFFq2yMmTwHAPN2wYYm5GZZjRyFv2xoDSwtUgUHYdq9P4oVLEB9A5KKlmPXpgWEp7ZROKY/8iV63CUOfK3r1FDYxyqLzwzMRTer/IAWIQ02MJK39i1qnBpOkjmQo1bAyFo7aD9+ylA01ezanZs/mXNz4L3/P2QBAhzHdsatZDhMLOUlxSsKehfDwpq9evYVFIkUnMa7b1H40T02I87tynx1freXvJVnMwQ181+Yzuk3px8yzy3QJcZd2nmZuq0m6Msv8t9JxUu9X9t03fzMnfj2QJ8fxLqKKUMJfokSDOt21FYNar/1LWk3R/iP12vpr0nIsHK3p7D6Qyu3qUdG1EVZVXdj3+Rqe3/QD4OSvBzC0Mae6a2Pk1uZEBoRwaf0Rruw6QyEP+ys0xJ1gQchDHh4eTJ06taCbke/kHduh+GwckYuWknT7LuYD+mK3ZCFBA4ehjoh8dQcjI+yW/Yg6IpLwL+eiCg7FsJQj6phYXRFVSAhRK38nJeApEokE0+6u2C76nuBhY0jx88+3YyuuWo/tQfMRXdg1fTXhAcF0nt6P4Rtnsew1qWMre36FgWHaGFLHqmUY+edsbh28pNv2/KYf1/f+R+TzUEwV5nSY0pcRG2fxU+vJaNRFpxNTmHQc25M2I7ry5/SVhAeE0H16f8ZudMej8+dZnqtOY91oObQTf05fRaDPU8rUqcjg1IS4MxsOA/BVkzF6+9RsV5+BC8dw/dDlPD+m4qzl2A9oOrwLe6avITIgmPbT+/HRplms6PRFludLZmnKqF3f4HfhDn8OW0RceAy25Z1ISDfMocvXQ6nQoia7p6wk8mkIlVrX4f0fRhATFMH9Y1fz6/BynYeHB7t37+bevXvI5XJatGjBwoULqVatml65Cxcu8OWXX3Lp0iUMDQ2pX78+R44cQS6XZ/u9xAh4QRBynfmgfsTtP0j8P4dJ8X9M5KIlaBITMf2gW6blTXt0w8DSkrCZX5N04zaqwCCSrt0g5eEjXRnluQskXriE6ukzUgKeEr1mHZqEBExqF/+0pPzQcmRXTv2yl7tHvQi6F8COaauwcLSihmvjLPeJD48hNiRKt1Tr2IAw/0D8LqYFYXj+dQL/y/eIfBrK89v+HP15O1bOdli7lMAgmVzSdmQ3/v1lD7eOevH83hM2T1uBwtGaOq85VxUaVeXWUS/unLxG+NMQrh+6xP2zNyhXr5KuTExIlN5Su3NjHl64Q1hAcH4cVrHVbFRXzizfy/3Ua2vPtFVYOFhR3bVRlvu0GteDqBdh7JvxK8+uPyIyIATfszeJeJJ2Lso0qoL3rrP4X7xL5NNQvP46SeDdJzjXr5RlvUXB6dOnmTBhAhcvXuTo0aMkJyfj6upKXFzaHwAXLlyga9euuLq6cvnyZTw9PZk4cSIGBjnr1opOsCAIucvICONqVUn0THvoA42GRE8vTGrXzHQXeasWJN26jdXnk3H6ZycOm9diPmwwZPUDzcAAeaf2SGQykm7eyYODKFmsyzhg4WCN73/6iXFPvX0p+4bEuJcMjQ2p36sVXtuznsPUWC6lUb+2hD8JJupF2Du3uySyLeOAwsGaB/+ljYNXxiTw2PshFRpWzXI/P68HVGlZG/sKpQAoXaMsFRtX404WCXEWdgpqtW/AxW0nc7X9JY11GXssHKx5dO62btvLa8vlNddWtc6NeH7Dj34rP2OG10rGHJxHw4Ht9coEePlQrVND3ZCk8s1rYlvBCd8zRfsZicOHDzN8+HBq1apFvXr12LBhA0+ePMHLK+13ytSpU/nss8+YNWsWtWrVolq1avTv3x+pVJqj9xJjggVByFUGVgokRoaowzMkxoVHIC1XNtN9DJ1LIW3UgPh/jxE2zR0jF2esZkxGYmhEzLqNunJGlSpg/+tyJCYmaBISCJv1DSn+jzOtU8i+rFLHYkOiMH9NqlV6NVwbI7M05erOVzvBTYd2oov7YKRmMkJ8n7N+6HxUyap3b3gJ9DIFLiaHCXHHVu1DZiFndrqEuH9+2oZXFglxTfq2QRmn5PoRMRTiXbxMY4wN1T9fcaFRmL/mfFmXsafJ0I5c+P0QZ1fsw7luRbp9+zGq5BSu79I+9Hbwmz/o4TGK6ZeXo0pOQaPW8Pes33l8+V5eHc47SUxMJDFR/5kWqVT6xo5rVJT2s7OxsQEgODiYS5cuMWTIEFq0aIGvry/Vq1dn3rx5tGrVKkdtEmOCBSGPyWSygm5CoSeRSFBFRBC5YDGo1STf98HQ3g7zIQP0OsEpjwMIHvYJBmZmyDu0xfrrmYSOnyo6wjlUz60lbvNH6dY3vmXqWHqNB7TH59R1YtIFArzkve8/Hp67hYWDFa0+eZ+BKybz64dzsxwPKaRp5NaSAfM/0a2vGbnwreqp/0EzGrm1YuPkXwh88BTnmuXpM+djooIi8MwkHKNZ/3Z47T0nzlEO1enVgh7prq0/R/z4VvVIDAx4fvMRx3/cDkDg7cc4VCtD46EddZ3gpsNdcWlQmS0jfyLqWSjlmlan+/fDiQmK4NF/t19XfYHw8PDg22+/1dv2zTffMHfu3Cz3UavVTJkyhZYtW1K7dm0AHj3SDpObO3cuP/30E/Xr12fjxo107NiRW7duUaVK9r69AtEJFoQ85+HhAQsWFHQz8o06MgpNigoDmwyJcTbWqMLCM91HFRaOJiUF1GlfOSX7P8HQzhaMjCAldR7glBRUT5+jApLv+2BcoxrmA/oQuXBJXh1OsXT3mBcBeqlj2l8FGVPHzO0VugCG17FytqNSy9psGZv5eUiMSSAxJoEw/0ACrvnw1fXfqNmlMTf2X8i0vJDm1jEvHmeSEGdhryA6Q0Lcs9ecKzf3oRxbtY9rqQlxL+4HYONsR+fxbq90gis2qY5jJWc2TFyWi0dSMtw/epVn6RLjDF9eW3YKYvXSGBUEvuZ8xQRHEpKasvhSyMNn1OjWBAAjqTEdZwxg65gl+JzwBiDoXgBONcvR4tP3C2Un2N3dnWnTpulte9Nd4AkTJnDr1i3OnTun26ZO/T0xZswYRowYAUCDBg04fvw469at0/7OzSbRCRYEIXelpJB8/wHSxg1Rnkn9qlUiQdq4IbE792a6S9KNW8hdO4JEops/2KisC6qQ0LQOcCYkEgMwNs7tIyj2kuKUhGdItYoJjqBii1p6qWMu9StxafOxN9bXsF9b4sKiuH/i2pvfXCIBiQRDE3HesiOzhLio4Aiqtqit6/RKzeWUq1+Zc69JiDPJJCFOnUVCXLMB7Xlyw5fnd3N3eseSIKtrq0LLWrpO78tr68prrq0ArwfYViylt822QiminoUCYGhshKGJ0SszrGjTGAvn417ZGfqQ3sSJEzlw4ABnzpzBxcVFt71UKe3nUrOm/jMmNWrUyPGUpNn+pDTqt1sEQSh5Yv/agVnP9zHt7opRubJYfTEFiUxG/AHtVEzWc2ZhOW60rnzc7v0YWFqgmDoRozIuSFs0xWLYYGJ37dOVsRw3GpP6dTF0csSoUgXtesN6JBzJfvSokLX/1h2m/aTeVO/UEMdqZfhw8ThigiK5my51bOSfs2n2savefhKJhIYftuHqrrOoVfo/9K3LONBmfE9K166AorQtZRtWYdCKyaQok3hw0js/DqtYOr3uEK6TelO7UyNKVSvD0MXjiQqK4Ga6czXhz69o/XEX3fqt41dxndCLmu0bYONiT90uTWg/6n1u/OupV7fUXE797k3FA3G56OLaw7SZ1ItqnRriUK0MvRePJSY4knvpEuM+3uLOe8M669Yv/H4IlwaVaT2hJzblHKnj1oJGg9tzeaP2D53E2AT8L9zBdfYgyjergVUZe+p/2IZ6fVtz94jnK20oSjQaDRMnTmTPnj2cOHGCChUq6L1evnx5Spcuzf379/W2P3jwgHLlyuXovcSdYEEoYl4EWBZ0E95sw1UqNL2MjfsMMDRAHa/k8de/EXZDBVhiaVWaxBgj3bHYtW6D0j8Ys949MfuwF2plEqHbTxAw/x9Qa8uYV6yFbf8PkUiNkUgkxF69j8+Qb4k+6wMU3s/kvmHsmwsVAvdX/UWMXMIH80dhZmnGc79nBAWF8vnFX7CwtuTzbpOxKGtPgrWU+5q0Y6rXqj7WLvbs3HaQWgNa0LZve8pU0/4ienL/MQYGBjQd0RUzhRlRoZHcvXybVX2+4Hno84I61Cw5S0wLugnZcnz1fmq2b8CoNdORGEiIj4pjw8Rlr02I2/3tBsZtms3o3z7HwNAAdYqKR14POPjzNl2ZZf5bdf/uP280/edp/1AtrGEZTyRFIzjoyZpdJJga0X3BSEwtzfDxvMeiYd8TlBSrC7WwLOdAso0pdl3r026IK+XrVMTQ2Ija/VrTZnJvQgKC2fLdBs7sO6nbZ+lni/nwi8G4LRuHmZU5Yc9C2fXjFv7982CRDsuYMGECW7ZsYd++fVhYWBAYGAiAQqFALpcjkUiYMWMG33zzDfXq1aN+/fr88ccf3Lt3j507d+bovSSajN+PZCGofducHwngeDLr6XLSmzp1KkuWiHF9QuH2uv9OX/vfsCT3fiJdcXbLtbryinWPllRYOoXH7quIu/YAx9E9sX6/BbfaTiAlLOqV8hV+mUqs5z1ir9xDk5iE0/g+WHVtxu2Ok0gO1I4jtunbDmkZB5KDwin/40Ruu04l4Y5ffh9aji0wLJpfibXp3Q6HMo5EBIczbuEkPu82Gf83fN6Tl03j3pW73Pe6R1JiEr3G9qVpl2ZM7TyR8KDMx4MXJkWlE9xxbE86jXfTC8soVa3Ma8MyOo/vRbvR3V8Jy/jnp226sAyLDDOBvAzL+KHtlEI5V3AMWQ+VKqqa926DXRkHIoMiGLFwHN90/5yAO/4F3axcsc4/ex1USRa/L9evX8/w4cN16wsWLGDFihWEh4dTr149Fi1aJGaHEASh4Dl+6kboX/8Stv0EAI9nrULRsRF2AzsSuGL3K+X9Jun/8eA/YwUNujfHsmVdwnadAiA89f9NXBzytO2C1pk9pwCwz8HnvWzyYr311TOX06xbC+q0rMfp3eLr9dySPiwDYPO0FfxwZQ11XBvrHnzLKH1YBkD40xAa9WzxSlhGeiIsI/9d2KN9SNG2BIfJZPPeLLNmzWLWrFnv9F7ZHz2tkbzdIghCiSIxNsKsTiWiz95I26jREH32OmYNq2W9YzoGchMkxoakRBaNoQRC5kzkUgyNDYmNjCnophQbIixDEHKPuBMsCDkgk8mYOnVqpq8FB4u7JQBGNhZIjAxJTjd9E0BKaBSyyi6Z75SBy+xhJAVGEH3ueh60UMgvQ92HEREUzo3/xHnMLSIsQxByj+gEC0IOvG7+waw6x+7u7mR/1kLBaUIfbNxacb/fV2jERP35onWvtnw6f7xuff6wb7nr+W5x1L3G9aVlj9bMHfAlyeI8vjURllF8NXNrzcfzP9WtLxk+Hx/PuwXYopJHxCYLQh5TKpVvLlSMpITHoElRYZzhrpSRnYLk4IjMd0rlOMYNp/F9eTBoDgl3RQpcfvE8ehmfaw906+GBYe9UX89Pe9F7XF++GzKHx/f837F1JZsIyyi+vI958sjbR7ceEVj4Hx4tbsSdYEEQcpUmOYW4m75YtKpL5JFL2o0SCZat6hK84WCW+zmN643TpA/xGfot8Td8sywn5D5lXAKBcQm5UpfbmD70mdiPHz6ei+/Nh2/eQXgtEZZRfCnjlCjjAgu6GSWa6AQLgpDrgn7dR4Ulk4m//pA4bx8cR/fAQC4jdJs22KL80skkB4bxbMFmAJzG96b09ME8mrSYxIBgjFLvIqvjlKjjtR0AQytzTErbY+JkA4CsUmkAkkMiSMkw/lh4d+YKc+yc7bF21H7epSs6AxAZEkFk6uc9afEUwgLD2bJoIwC9xvZhwLQhLJ38EyFPg7BKPY/KOCXK+JL1jUheehmWEeIfSFhAMN2n9880LOPGEU/ObjwCpIVlRDwLJdDnKS61ytN+1Ptc3HFKr+6XYRn75m3Oz0MSUpkpzLFxtsPKQRs771RR+3MuKiRS786/kDtEJ1gQhFwX8fd/GNkqKP35IIztrYm/44fPR9+SEqp9mEfqbA/p4j7tP+qGgdSYyr/O1Kvn+eKtPF+sncDfqvN7VFjyme61SqtmvFJGyD2NO7/HxJ+n6NanrfgCgO1L/mL70r8AsCttjzrdeXQd2g1jqTEzVrvr1ZV+H+HdHV+9HxO5lAEenyC3NOWR531WD1vw2rCMXd+sp/v0/vT7fiTmdgqigyL4b8sxjvxvl17dDXu0QCKR4LU/8wfmhLxVv3NjRv00Ubc+bvk0APYt3c6+pdsLqlnFVg7GBIvpzgShMChVJrqgm5AtZlYJGBqqkaDBxESFrUMclqltj56m7cyWKqMtG9p/IBJzMyzHjkLetjUGlhaoAoMweXpdd7xmpdQkP/TFsJQTACmP/IletwnNxcu6egojixfWBd2Et+K16ywjdp19ZXujLk2Zu+k7ytephLm1Bdu6T8dCoh2nOrP1+FfKv/SyTGFmqzEs6CZkmykSJBoNaMAYCVZqCep07V/RcgoAtqRui03m2uqD2FhbUrldPRSO1tTv3IQnR67y4mZaCEr45Qf4nbvFt/+twMDIgBCfZ+wYu4zo5+82TjwvxEiKX1hGQkwCt85cp3ydiphbWxSrsIzCKPvzBAuCIGSTvGM7FJ+NI2btRoKHjyHZxxe7JQsxsLbKfAcjI+yW/YiRkxPhX84laMAwIhb8jCokRFdEFRJC1MrfCR4+lpAR40j0uobtou8xqlA+X45J0DIxleFz5R47Fmwq6KaUWC3GfsB7w7vwz+z1rHWbQ3J8IkM2zcJQmvUfGjJLU0bs+gZ1sootwxaxqtMXHP3hT5RRcboy1mUdGL5zDmG+L9g48AfWdHHn7P/2ihki8pHUVIrPlbvsWFByh6N4eHjQpEkTLCwscHBwoFevXty/fz/TshqNhm7duiGRSNi7d2+O30sMhxAEIdeZD+pH3P6DxP+jjWONXLQEWctmmH7QjdhNr34tbtqjGwaWloR8OglUKgBUgUF6ZZTn9JOwotesw6xPT0xq1yDFzz9vDkR4xYU9p4GSnWhV0JqO6srZ5Xt5kJoYt3faKqZfWUl110bc/vtipvu0HNeD6Bdh7J/xq25bZECIXpn2M/rz8OR1jnmkXaMRT8T85/lJJMbB6dOnmTBhAk2aNCElJYXZs2fj6urKnTt3MDMz0yu7dOnSLGOWs0N0ggVByF1GRhhXq0rMxi1p2zQaEj29MKldM9Nd5K1akHTrNlafT0bWpgXqiCjijx4ndtNWUGcyP6OBAfIObZHIZCTdfLf5bAWhKLEqY4+FgzWPzt3WbUuMSeCZty8uDatk2Qmu2rkRvqdv8OHKzyjXtDrRQRFc2XiMa1tTE+EkEqp0qM/5NQcYsnEmTrXKERkQwrmV+7n/r1d+HJogAHD48GG99Q0bNuDg4ICXlxdt2rTRbff29ubnn3/mypUrlCpV6q3eS8wTLAh5wN3dXTc/cElLkjOwUiAxMkQdrj8nsCo8Amm5spnuY+hcCmmjBsT/e4ywae4YuThjNWMyEkMjYtZt1JUzqlQB+1+XIzExQZOQQNisb0jxF/MJCyWHuYMVAHGh+olxsaFRmL8mMc66jD2Nh3bk4u+HOLdiH6XrVqTrtx+jSk7hxq6zmNlZIjWX03JcD07+tINjC7ZSuW1d+q+ZwsaB83h86V4eHpVQEiQmJpKYmKi3TSqVIpVKX7tfVJT2v3UbGxvdtvj4eAYPHsyKFStwcnJ66zaJO8GCkAeUSiVLliwBoGvXrgXcmsJPIpGgioggcsFiUKtJvu+Dob0d5kMG6HWCUx4HEDzsEwzMzJB3aIv11zMJHT9VdITzSDO31gybP0a3vnj4PJFolc9q92rBB/NH6db/GvHjW9UjMTDg+c1HnPhRO8NA4O3H2FcrQ+OhHbmx66zuK+X7R69yaa32TlzQnce4NKpCoyEdRSc4D5S0xDgPDw++/fZbvW3ffPMNc+fOzXIftVrNlClTaNmyJbVr19Ztnzp1Ki1atMDNze2d2iQ6wYKQx9SZfZ1fjKkjo9CkqDCw0Z8VwdDGGlVY5olIqrBwNCkpekMfkv2fYGhnC0ZGkJL6FHhKCqqnz1EByfd9MK5RDfMBfYhcuCSvDqdEE4lWBe/B0ausuZYWHmNkov21bWanIDY4Urfd3E5B4GsS42KCIwnxeaa3LfThM2p0awJAfEQMquQUQl8p85yyTaq962EImShp15e7uzvTpk3T2/amu8ATJkzg1q1bnDt3Trdt//79nDhxgmvXrr1zm0QnWBCE3JWSQvL9B0gbN0R5JnWuUYkEaeOGxO7cm+kuSTduIXftCBIJpKZaGZV1QRUSmtYBzoREYgDGhX/qraJKJFoVvKQ4JUkZEuNigiOo0LIWQamdXhNzOc71K3Fl87Es6wnweoBdRf1xk7YVShH1LBQAdbKK5zceYftKGSciU8sIuaukXV/ZGfqQ3sSJEzlw4ABnzpzBxcVFt/3EiRP4+vpiZWWlV75v3760bt2aU6dOZfs9sj1FmkYjeatFEISSJ/avHZj1fB/T7q4YlSuL1RdTkMhkxB/Qfs1qPWcWluNG68rH7d6PgaUFiqkTMSrjgrRFUyyGDSZ21z5dGctxozGpXxdDJ0eMKlXQrjesR8KR4/l+fCWZmcKcMjXL41xZOzlzqYqlKVOzPJavGY8q5K5Law/TelIvqnZqiEO1MvRaPJaY4EjupXuA7aMt7jQZ1jltn98P4dygMq0m9MS6nCO13VrQcHB7PDemRS2fX/MPtT5oRoOB7bEu50iTYZ2p2qkhVzZmHccs5K6X11fpytpOn1MJvL40Gg0TJ05kz549nDhxggoVKui9PmvWLG7cuIG3t7duAViyZAnr16/P0XuJO8GCIOS6hOOnkLVvg5X7DDA0QJOgJHLx/1BHaB+WM3R0QJNu6IMqOIRw97lYf+OO2Ye9AFBHRZP8MO1rYJP6dTEf1E87PALQxMURvWYdiZ7iyfX81GvqADoN765bH7d8OgB7l24TiVb55PzqA1TpUJ/+v05FYiAhISqOXRN+QZVuPl/rso6YWqclxr245cfdQ560ndKX9jP6o05R4XPSm1t7z+vKDPh1KgA9Fqb9gQrg0qgKAVce5PFRCQBuU/tnuL5KXmLchAkT2LJlC/v27cPCwoLAQO3dcoVCgVwux8nJKdOH4cqWLftKh/lNRCdYEIRcJ+/YDnnrFkQu+Jmk23cxH9AXq8/Gk3j+EuqISEIn6I8Lw8gIy7GjSL73gJiNf6IKDsWwlCPqmFhdkdhNf6FRqUkJeIpEIsG0uyuWo4ehPHtezBOcjx5df8iexVuJDApnxMLxzOk+vdgkWoVJVAXdhGzpOLYn9jXKsnbsz4QHhNB9en+6eYzEo/PnumCLb1pP0hZO/UK287helG9Vi9/H/Eygz1PK1KnI4B/HUmtEZ85s0H5D81WTMXrvU7NdfQYuHMOFQxeLzGdT1Pnprq8IRiwcVyIT41atWgVAu3bt9LavX7+e4cOH5+p7iSnSBEHIdSIso/gSYRkFr+3Ibvz7yx5upYZlbJ62gh+urKGOa2Ou/X0h030qNKrKraNe3DmpfZgo/GkIjXq2oFy9SroyMSH6067V7tyYhxfuEBZQsqZ5LEgiLEM7HCI/9gERmywIec7evoT9MEsNy9AbppCDsAynf3bisHkt5sMGg0EWP6IMDJB3ai/CMoQSx7aMAwoHax78d1O3TRmTwGPvh1RoWDXL/fy8HlClZW3sK2gffCtdoywVG1fjzinvTMtb2Cmo1b4BF7edzNX2C0JhIoZDCEIec3BwKOgm5CsRliEIecci9QGpjHdtY0KidK9l5tiqfcgs5Mw+/jMalRqJoQH//LQNr33/ZVq+Sd82KOOUXD9yObeaLgiFjugEC0Ieu3u3+E5+nltEWEbhJMIyCl4jt5YMmP+Jbn3NyIVvVU/9D5rRyK0VGyf/QuCDpzjXLE+fOR8TFRSB564zr5Rv1r8dXnvP6cYYC7mvpIVlFEY5GBMspjsThLchwjK0RFhG0VPSJvMvjG4d8+Kx90PdupGJdl5sC3sF0SGRuu0W9gqevSYsw819KMdW7dONGX5xPwAbZzs6j3d7pRNcsUl1HCs5s2Hislw8EiEjcX0VPHEnWBCE3CXCMoqNkjaZf2GUGKckMUNYRlRwBFVb1NZ1eqXmcsrVr8y5zVnP52siN3nl4SG1Wq29hjJoNqA9T2748vzuk1w4AiEr4voqeKITLAhCrov9awfWX88i+d59km7fw3xg31fCMlQhoUSv+h3QhmWYfdgLxdSJxO3Yg2EZZ21YxvY9ujotx41GeeEyqsAgJGammLp2xKRhPWKmzCyQYyypzBTm2DjbYe1gA2jDMgCiQiL17kwKeef0ukO4TupNiH8gYQHBdJ/en6igCG7+e0VXZsKfX3HjiCdnNx4B4Nbxq7hO6EXEs1ACfZ7iUqs87Ue9z8Udp/TqlprLqd+9Kfvmbc7PQxJSvby+rBy036Q5iesrT4lOsCAIuS7h+CkMrK2wGD0CQ1trkn18CZ0687VhGWFTZqKYPB6zTb+jCgkldvtuYjdt1ZUxsLbCes4sDG1tUMfGkez7iLApM0VYRj6r37kJo3+aqFsXYRn57/jq/ZjIpQzw+AS5pSmPPO+zetgCvfG7tuUcMbNJC8vY9c16uk/vT7/vR2JupyA6KIL/thzjyP926dXdsEcLJBIJXvszf2BOyFv1OzdmlN71VfLCMvJT9scEv90UbIJQ4uX2FGl3HhX8lGsuI1wpP74HJg5WxN55zL3Z64m+5qtfaNF/2gVw6NGMyrO+RFbGnni/QO58/yehx72BtGOp9GE7LO1LoVZD1KMw7m24SbyfLQCyMvZUjJFhk2yARAWJ0Ym8OO2H3+5naJK1dRhIjamxaDQW9SpiVsWZ0KNXuT78p/z4OF5PnvVwjqJIGRPPrTPelK9TCXNri2IVllHUaDSatN/NGX5Jf9dqkt56UkIiibFKvSERKUkpqJLTQjCW+af90bnwZlr87L75mznx64FcbLmQlYSYBG6duU75OhUxt7YokWEZ+UnMEywIeay4TZHm6Nacat9+zKOfd3Gp8yxibj+m4dbZGNtZZlpe0bgqdVZ/xrMtJ7nUaRYhhzypt2EGZtXL6MqUn9iTMqO7cfeL37nc/UtU8UoabJuNgVQ73tescmmQGHDn89+40HY6D+ZsxGVYJyrPHpT2RoYGqJRJBPx+iPAzNzM2Q8glJqYyfK7cY8eCTQXdlBKr49ietBnRle1f/s6SXl+RlJDI2I3uGEmzHh/faawbLYd2Yuec9Xh0ms7+BVvoOKYHbYZ31ZX5qskYvWXLjFWo1WquHxLTpOUXqakUnyt32bFADEfJD6ITLAhCjpQb+z5PNx/n+dZTxD14xt0Zv6NKSMJ5UPtMy5f9tBthJ715vPJv4nye4btwO9E3/Sg7sku6Mt3xW7KbkMNXiL3zhNsTVyB1tMa+WxMAwk5e586UVYSfvkHC42BCjnjxeOUBHN5/T1eHOj6RezPX8mzzCZKCI/P0MyjJLuw5zf7/7eD2fzcKuiklVvrEuOf3nrB52goUjtbUcW2c5T7pE+PCn4Zw/dAl7p+98UpiXPpFJMblvwt7zvD3/3ZypwRfX6tWraJu3bpYWlpiaWlJ8+bNOXTokO51pVLJhAkTsLW1xdzcnL59+xIUFPSaGrMmOsGCIGSbxNgQi7oVCT+b7k6rRkP4mZsoGlfJdB9Fo6qEn7mlty3s5HUUjbXpVvJyDkgdrQlLd/c2JSaB6KsPscqiTgAjS1NSImLf4WgEoegRiXFCcefi4sKCBQvw8vLiypUrdOjQATc3N27fvg3A1KlT+fvvv9mxYwenT5/m+fPn9OnT563eS8wTLAhCtpnYWGJgZEhShrSqpJAozKqUznQfqYMVSRmeak4KicLEQaGtMzXlKmOdiSFRmDhYZVqnvLwjZUZ1xedb8ZW8ULKIxDihqEpMTCQxMVFvm1QqRSqV6m3r0aOH3vq8efNYtWoVFy9exMXFhbVr17JlyxY6dOgAwPr166lRowYXL16kWbNmOWqTuBMsCHlMJpMVdBOKFamTNQ23zib474s823yioJtTrDVza82q25t1S5UmNQq6SSVOI7eWLLq9QbcYGhu+VT3pE+N+/MCdP6evosMnH9Ckb5tMy4vEuLzXzK01K29v0i3F/fry8PBAoVDoLR4eHq/dR6VSsXXrVuLi4mjevDleXl4kJyfTqVMnXZnq1atTtmxZLly4kOM2iSnSBCGPeXh4wIIFBd2MXJEUHo06RYWJvUJvu4m9gsQsxuEmBkfq7vamL58UrL2T9fIusXZbWh1SewUxt/319pM6WtNo9xwiPR9wZ/qv73IoQjaIRKuCJxLjiq+Sdn25u7szbdo0vW0Z7wK/dPPmTZo3b45SqcTc3Jw9e/ZQs2ZNvL29MTExwcrKSq+8o6MjgYE5Dx4RwyEEQcg2TbKKmBuPsGldh5BDqRPzSyTYtK5NwLojme4T5fUAm9a1efLrQd0227Z1iLryAICEx8EkBkVg27oOsbe1v8QNzeVYNqxMwB9pCVhSJ20HOOaGH7cnrxTzNuYDkWhV8ERiXPFV0q6vzIY+ZKVatWp4e3sTFRXFzp07GTZsGKdPn871Nok7wYIg5Mjj1f9Q63/jifb2JfqaL2U/7Y6hqZTnW08BUOuXCSQGhvNw3l8APPn1EI33fkO5sR8QcuwqTr1aYFmvEnc+/01X55NfD1Jham/i/V6Q8CSYSjMHkBgUQcghT0DbAW685xsSnobyYO4mTGzTpmNLP5bYrKozEmMjjK3NMTSXY16rHICucy28O5EYV/BEYlzxJRLjtExMTKhcuTIAjRo1wtPTk2XLljFgwACSkpKIjIzUuxscFBSEk5NTjt9HdIIFQciRoH0XMLG1pNIX/ZE6WBFz25+rgzx0nVGZsy2kS4OLuvKAm+N+ofKsAVSePZB4v0CuD/+RuHsBujL+y/djaCqlxk+fYmRpSuTl+1wb6IE6dTyiTdu6mFYshWnFUrS5vlqvPUcdB+j+3eDPWcjLps3L3PzEolfKCO9GJMYVPJEYV3yJxLjMqdVqEhMTadSoEcbGxhw/fpy+ffsCcP/+fZ48eULz5s1zXK9Ek/H7kSz41++c48oByntn/fVMelOnTmXJkiVv9R6CUBi4u7ujVGq/tgwODubPP/9Me1GSe8OJrji75Vpdecl+WDecxvbG2N6K+Lv+BHz9G3Hpxr+lZze4M7Z92yOvVhaA+Ju+PFu4Wa+8Vbdm2A/tilndihhZW3LbdSoJd/zy5VjexaiUojnHasfuben3cW9q1K2GlY2C/h2Hcf925ufvpd93L6dJi4avbD9z7DyThn6eV03NNfVlpQq6CW+lUZemdBjiqkvx+7r7dJ68IWXMuUoZek8bSPk6FbF3ceDP79bx77p/8qfBucSQ4jdMs2GXprQb4losE+PW+e/MVjl3d3e6detG2bJliYmJYcuWLSxcuJAjR47QuXNnxo0bx8GDB9mwYQOWlpZMmqRNRzx//nyO2yRikwUhl6R/ynXq1KkF2JKCZ92jJWXmjOSx+yrirj3AcXRPqmz+hlttJ5ASFvVKeYvmtQnfd5bYK/fQJCbhNL4PVf6cy+2Ok0hOfVjEwFRGrOcdIg6co/yPE1+pQ8hdclM51y5f58j+48xd7J6tfaaNdMfYOC21zMpGwfbjf3D0bzGLR16Smsp4cOUel/85z8iF47O1j4nchJAnQXgePM/gr0fkcQuF7HqZGOf5z3lGLBxX0M0pEMHBwXz88ce8ePEChUJB3bp1dR1ggCVLlmBgYEDfvn1JTEykS5curFy58q3eSwyHEAQh1zl+6kboX/8Stl3b+Xk8axWKjo2wG9iRwBW7XynvN0n/WyD/GSto0L05li3rErbrFADhqf9v4lK8YqgLqwM7DwNQukz2x9lFR8borXft1QllQqLoBOex83u0DwzZudhnex+/G7743fAFoN/MoXnSLiHnLuzRztRhm4NzWdysXbv2ta/LZDJWrFjBihUr3vm9xDzBgiDkKomxEWZ1KhF9Nl3sp0ZD9NnrmDWslq06DOQmSIwNSYkUiXBFWe/BPTi89xgJ8co3FxYEQchnohMsCEKuMrKxQGJkSHKGJ5lTQqMwTn3i+U1cZg8jKTCC6HPX86CFQn6o3aAGVWpUYs+W/QXdFEEQhExluxOsUUveahGEks7dPXvjKQUtpwl9sHFrhe8nHmhEWlW+6N7HlQu+x3RLg6b13rnO3oN68ODOQ25du5sLLRReau7WmjW3N+uWqsU8Zaw4K2mJcYWRGBMsCHns5YwRJUVKeAyaFBXGGVLijOwUJAdHvHZfxzFuOI3vy4NBc0i4K+b2zS+njpzj5tXbuvXgwJB3qk9uKqNLr06sXPT7uzZNyODaMU98S1DKWHFW0hLjCiPRCRYEIVdpklOIu+mLRau6RB65pN0okWDZqi7BGw5muZ/TuN44TfoQn6HfEp/6wI6QP+Lj4omPi8+1+jr36ICJiTH/7Dqca3UKWiUtZaw4E+ey4IlOsCAIuS7o131UWDKZ+OsPifP2wXF0DwzkMkK3HQeg/NLJJAeG8WyBNpXKaXxvSk8fzKNJi0kMCMYo9S6yOk6JOvWhKkMrc0xK22PipE0qk1XSJiklh0SQUoKSlPKLpZUFpZydsHeyA6B8Ze0czqHBYYSFaO9Y/fDL1wS/COF/8/UDTHoP+oCTh88SFRGdv40uocwU5tg622GVmuKXPmUsKvXa+PTnSUQEhbNjkXb+ckNjI5yruABgZGyEtaMtZWuWRxmnJPix6JgVFJEYl79yME+wGN8rCIWBr8qsoJvwZnu9ibTeQp3vPsHYQg4aDeHX/XhmakusKoWypR1Rqgx1x1Ljo+4YSI2p/OtMvWqifZ5zbsRiYnxfUL5jaxosG6N7rdKqGQDc+WU/9+dvy79jy6F4VWJBN+GtTP98Mh+PTkvaW7TmewD+t2gNv/z4KwAOpe1JVqXoHeO02RNo2Kw+SYlJHPbazeG/j/PTD8tJSkzK3wN4C3GaojkGfcDUD+k+vIdufUJqit/2JX+xfak2vtyqtC1JapXuGHuN6snQWcN0+3Qf40b3MW7cvnCTbwZ+mY+tL3madm2O65CuVKxTCQtrSz7vNhn/1OCfhp3qM/HnKbqyLxPjrhy9jJnCjDLVtFHwj24+ZMuiTTy8/voAG+H1xJ1gQRDyhJGpFDQazo1YQtyTYOp80Y+2f83iUNsvONl3nl7ZA+9NAaDNli94svci4d6+GBgZUse9P223zuJQmy/w334G/+1nqPpJVwyk2kCGel8O5N7yv/P70EqEG1dvsWxBBEFBIcxf8jU92w/i7q0HemWG9hqjt96jT1dGjhvCtDFfctXzOhUqlWPBL3PRaDR4zBGJoHnlobcPW3/+k4jgcMYtnKTXqXopY8e2XPVy/PbVKu573SMpMYleY/vStEszlk3+OT+bXiJJ5VLuet7h/D/nGLdwkt5rp3ae4NTOV+fVnrxsGtdOe+mdr683fcvUzhMJDxJjid+W6AQLgpAnqn7SlTtL9/L8iBcAlz5bhduNlTh3bUTAvouZ7nNm8CK99ctT1tDr1mps6lUg5OI9AB78ph1nat9cPEmdl/bt0I7fdi6T/SjhBu/Vxevydf7erT1HzwJecGD3Eeo1qp0nbRS0zuw5BYB9DoJklk1erLe+euZymnVrQZ2W9Ti9+2RuNk/IQJyvNztz5gw//vgjXl5evHjxgj179tCrVy/d63PnzmXr1q0EBARgYmJCo0aNmDdvHk2bNs3R++RgirS3WwShJHN3dyc4OLigm5HvzMraI3e0Juhs2owDyTEJhF3zxa5xlWzXY2xhCkBShAjNKAquXb5B7Xo1qNugFgBlyjnTrlNLTh87V8AtE97ERC7F0NiQ2Aypf0LhVNzPV1xcHPXq1csyFa5q1aosX76cmzdvcu7cOcqXL4+rqyshITmb2UbcCRaEPKRUKnFwKHkxvzIHKwCUIVF625UhUcgyTJ2WJYmEBt99RMjl+0Tdf5q7DRTyxN+7D2Nta8VfB9YikUgwNjZiy/qdrF66vqCbJrzBUPdhRASFc+M/EVBTFBTF85WYmEhiov4zElKpFKlU+krZbt260a1btyzrGjx4sN764sWLWbt2LTdu3KBjx47ZbpNIjBOEPHb3bvEPCyjXpwV9Hq7VLQbGhu9cZyOP4Siqu3Bh7PJcaKHwOj37dsPb/6xuadys/lvV816LRoydMoK5MxfQq+MQxg/7nHadWzFh2ujcbXAJ1rpXWzbd2aZbajSp+c519hrXl5Y9WvPjpx4ki4CaXCXOVxoPDw8UCoXe4uHh8c71JiUl8euvv6JQKKhXL2dBP+JOsCDkMbW6+I8LenbkKmFX0+b2NTDR/miR2StQBkfqtsvsFUTefnMIRsN5wyjdqQEnen9Pwgvx0EdeO374NN5Xb+rWg168XVjGFPdx7Nt+kB2b9wLw4O5D5KYyfvj5K1YuWYtGo8mN5pZonkcv43Mt7QHF8MCwd6qv56e96D2uL98NmcPje/7v2DohI3G+0ri7uzNt2jS9bZndBc6uAwcOMHDgQOLj4ylVqhRHjx7Fzs4uR3VkuxOsFlOkCYKQhZQ4JbFx+sl4CUEROLaqpev0GpnLsW1QiYd/HHttXQ3nDcO5W2NO9v2BuIB3Sy4TsicuLp44v3cPy5DLZa/80adWadclEonoBOcCZVwCgXEJuVKX25g+9JnYjx8+novvzYe5UqegT5yvNFkNfXhb7du3x9vbm9DQUH777Tf69+/PpUuXcjQEUdwJFgQhTzz47TA1p/Qixi+QuCch1J75IQlBkTw77KUr0267O08PXeHh+qOAdghE2d4tODdiMSmxSmT2CgCSY+JRKbVf+8nsFcgcrLCo4AiAokYZUmKVxD8LJSkyLp+PsvhSWFlS2sUJByd7ACpU1s5PGhIcRmiw9m7WouXfEhQYws8/aIesnDhyhpHjhnDn5n2uX71FuQplmOI+jhP/nikR34gUFHOFOXbO9lg7asMySld0BiAyJILI1ICFSYunEBYYzpZFGwHoNbYPA6YNYenknwh5GoRV6lh9ZZwSZXzJinrPb+J85Q4zMzMqV65M5cqVadasGVWqVGHt2rW4u7tnuw7RCRYEIU/cW3EAI1MpjX8chYmlKSGXH3B68ELU6cawmZd3RGpjoVuvPLwzAB12f61X16XJa/DffgaASh93pPbnfXWvddw755Uywrvr2LUtC3+Zq1tf9tsCQD8so7SLk97d3ZWLtUMeps4ej6OTPeFhkZz49wyL52X+hLeQOxp3fk8vYGHaii8A/bAMu9L2qNVp58p1aDeMpcbMWK3fYUi/j5A3xPnKG2q1+pUH795EdIIFIY/Z29sXdBMKlkaDrp+U4evwlyEZL92Yvw2X7o2xqFwalTKJ0Cs+3PhhKzG+L3RlEoIiCD5/B+s6FTC2kLO72ickR7/7V/l5xdQw977+y0/JcYlcOHWZGnWrYWWjoH/HYdy/rU2nenlMn/b9TG/9993LadKioa6O0i5ODB3Zn7JlXZg09PN8PoKcM5MYF3QT3oo6NolbZ7wpX6cS5tYWfN19Ok/u+ANpx7Ro0Fy99aUjPeg9bSDl61TE3sWBP79bx7/r/tErU9gZUjSHaV7ddY6RuzKfNrBd19a0G+JKuerlqdW8DqfWHyLgjj+zWk/Isj5LiUleNbXAxMbG8vBh2pAPPz8/vL29sbGxwdbWlnnz5tGzZ09KlSpFaGgoK1as4NmzZ/Tr1y9H75P9eYI1krdaBKGkK4lTpAFUn/ABVUZ14crM9Rx7fw6q+ETa/jVLl/aWGfvm1fFZf4xj73/D6QELMDAypO3WWRjK0zqSRnIpL07e4M7/9uXHYZRYclM51y5fZ+kPK7O9z7SR7nSo84Fu6dN2CCkpKRz9+9UELCH3SE1lPLhyj+0LNmV7HxO5CSFPgtixcDORwRF52DohJ6SmUnyu3GXHgs0F3ZQCdeXKFRo0aECDBg0AmDZtGg0aNGDOnDkYGhpy7949+vbtS9WqVenRowdhYWGcPXuWWrVq5eh9xJ1gQRDyhEiMK9oO7NR+zqXLOGV7n+gME/d37dUJZUKi6ATnsfN7TgNg55L9b538bvjid0M7o0u/mUPzpF1Czl3Yox3SZZuDc1kctWvX7rUP0u7evTtX3kfMEywIQq4TiXECQO/BPTi89xgJJfTBHUEQCjfRCRYEIdeJxDihdoMaVKlRiT1b9hd0UwRBEDKV7eEQGrUY3ysIb0MmkxV0E/JcuT4taLRolG797Ec/vnOdLxPjjrt99851Ca/XvY8rX//4hW59/ODpXLv0bnGsvQf14MGdh9y6VvwTE/NTc7fWDJ8/Rrf+8/B5PPAUn3FR1MytNR/P/1S3vmT4fHzEucxXYkywIOQxDw8PWLCgoJuRp0RiXNF26sg5bl5NG7oSHPhuISVyUxldenVi5aLf37VpQgbXjnni6+2jW48IFNdHUeV9zJNH4lwWKNEJFoQ8IJPJmDp1KsHBwQXdlHwhEuOKtvi4eOLjcm+auc49OmBiYsw/uw7nWp2CljJOiTIusKCbIeQCcS4LXvaHQ4i0S0HINg8PDwCmTp1awC0pOCIxrmiztLKglLMT9k52AJSvXBaA0OAwwkK0d6x++OVrgl+E8L/5q/X27T3oA04ePktURHT+NrqEMlOYY+tsh5WDNoHMqWJpAKJCIolKTSD79OdJRASFs2PRnwAYGhvhXMUFACNjI6wdbSlbszzKOCXBj0XHrKCYKcyxcbbDysEa0D+X0annUsg94k6wIAh5QiTGFW3turTm+2Vf6dYXrfkegFU/rWX1T2sBcHJ2fCUOuVylsjRsVp8x/SfnX2NLuAadm/DJTxN16xOWTwdgz9Jt7F26HQAbZzvU6e5mWTta8/3Bn3Xr3ce40X2MG3cv3mLBwG/yqeVCRvU7N2ZUunM5bvk0APYt3c6+1HMp5B7RCRaEIsZGnVLQTcBlhCvlx/fAxMGK2DuPuTd7PdHXfF8p93zhNp4v3IZDj2ZUntmfrsc9iPcL5OH3fxJ63JvzjbU/7G2ASl/0IzEoAiNLMyI973Pvi9+J99PekZKVsafVz6OwaVUbE3sr4v0DebHzHH5Ld6NJVgFgIDWm9ZJPsKhXEbMqzoQevcr14T/l22eSFScTRUE34a0Yx2vwOnOVKnUqY2ltybguE3h05xEATsbaY/pqwJd66wCJT6LoUqYbbXu2ZU3gec4fOc+3o7/P/wN4C2YYFnQTsu2Dqf1pOagjckszHl25xzftPiPE/9U7uC+P6ddRi+gxfQCLz63Gwk7B09t+LOzpzuMbr163ZhgyaN4ntB7SmR3fbeDkuoN5fjxvQ4n6zYWKmISYBG6duU75OhUxt7bgm+6fE5Ca/ifkPjFFmiAIOeLo1pxq337Mo593canzLGJuP6bh1tkY21lmWl7RuCp1Vn/Gsy0nudRpFiGHPKm3YQZm1cvoypSf2JMyo7tx94vfudz9S1TxShpsm61LlzOrXBokBtz5/DcutJ3OgzkbcRnWicqzB6W9kaEBKmUSAb8fIvzMzTz9DEoCmamM25dvs3b+uhzv6+jiwCdfjebmJXEe8kLnsW60G9GNv778jR97zSYxIZFJG7/E6DVpjEMXjqV6q7r8MW0587pM5+7ZG3y2+WsUjtavlK3XpQnlG1QhUjyole9EYhysWrWKunXrYmlpiaWlJc2bN+fQoUN58l7Zj01WS95qEQSheCk39n2ebj7O862niHvwjLszfkeVkITzoPaZli/7aTfCTnrzeOXfxPk8w3fhdqJv+lF2ZJd0Zbrjt2Q3IYevEHvnCbcnrkDqaI19tyYAhJ28zp0pqwg/fYOEx8GEHPHi8coDOLz/nq4OdXwi92au5dnmEySlm5FCeDvHd5/gz2VbuHbuWo72MzAwYOb/vmDTz5t48USMLc0LHUZ25/Avu7lx9ArP7j3hj2nLUThaU8+1SabljaXG1O/alL0em3l4+S4hj4P4Z+kOQh4H0maoq15ZhaM1/eeOZMPk/6FKKfhvnUqaC3vO8Pf/dnLnvxsF3ZQC4+LiwoIFC/Dy8uLKlSt06NABNzc3bt++/eadc0jcCRYEIdskxoZY1K1I+Nl0d/g0GsLP3ESRRRKcolFVws/c0tsWdvI6isZVAZCXc0DqaE1Yuru3KTEJRF99iNVr0uWMLE1JEUlyhc6QKYOJDIviyLZ/C7opxZJtGQcUDtbcS9dJUsYk4O/9kIoNq2a6j4GRIYZGhiSnG48PkKRMolKT6rp1iUTC8CWTOPbrfl74iIAaoWD06NGD7t27U6VKFapWrcq8efMwNzfn4sWLuf5eohMsCEK2mdhYYmBkSFKGJLikkCikqSlxGUkdrEjK8FRzUkgUJg7acaQmqQlyGetMDInCJIs65eUdKTOqK083vX66NSF/1WpSiy4Du7D0i2UF3ZRiS5F6vURnuF6iQ6KwzCKNMTFOySOv+3T7rC8KB2skBhLe69Waig2rorBPGw7hOs4NdYqKk+vz5qtnoWRLTEwkOjpab0lMTHztPiqViq1btxIXF0fz5s1zvU2iEywIeczd3b2gm1CsSJ2sabh1NsF/X+TZ5hMF3ZxioX2v9uy9t1u31H6vVo7rkJvJ+WLp5yz9YhnRYmq0XNPErRWLb2/ULYbGb/fw3oapy5FIJHhcXsP/Hmyh3fBuXNn/HxqN9uGyMrUr0G5EdzZ+vjI3my+8RjO31qy8vUm3VGlSo6CblKc8PDxQKBR6y8vpRDO6efMm5ubmSKVSxo4dy549e6hZs2autynbs0OoNWJ8ryC8DaVS+eZCRURSeDTqFBUm9vozHpjYK0jMYhxuYnCk7m5v+vJJwdo7WS/vEmu3pdUhtVcQc9tfbz+pozWNds8h0vMBd6b/+i6HIqRz8ehF7nvf062HBobluI5S5UrhVNaJ79bP1W2TGGh/bxz0O8Codp/w4vGLd25rSXPj2BX806WKGZloH36ztFfozRtraa/g6WtmEQh9EsSSAXMxkUuRmcuJDolk1PIphD7RBvpUfq8GFraW/HA+rRNsaGRI3y8/psPI7nzdamJWVQtvqaQlxrm7uzNt2jS9bVKpNNOy1apVw9vbm6ioKHbu3MmwYcM4ffp0rneExRRpgiBkmyZZRcyNR9i0rkPIoSvajRIJNq1rE7DuSKb7RHk9wKZ1bZ78mjbNkm3bOkRdeQBAwuNgEoMisG1dh9jUdDlDczmWDSsT8MdR3T5SJ20HOOaGH7cnrxQJPrkoIS6BhLiEd6ojwDeATzuN1ds2fMbHyM1MWTV3NSHPRfrf20iMUxKSIY0xKjiCai3q8PSO9nqRmcspX78yZza/eRx2UkIiSQmJyC3NqNGmHns8tLMQXN59hnvn9GfzmLTxSy7tOcOFHSdz6WiE9EpaYpxUKs2y05uRiYkJlStXBqBRo0Z4enqybNky1qxZk6ttEp1gQRBy5PHqf6j1v/FEe/sSfc2Xsp92x9BUyvOtpwCo9csEEgPDeTjvLwCe/HqIxnu/odzYDwg5dhWnXi2wrFeJO5//pqvzya8HqTC1N/F+L0h4EkylmQNIDIog5JAnoO0AN97zDQlPQ3kwdxMmtmnTsaUfS2xW1RmJsRHG1uYYmssxr1UOQNe5FrLPwsoc+9IO2DraAlCmkjZdLCIkgoiQCABmLJlOaGAY6xduIDkxmcf39T/n2Ghtgl/G7cK7ObHuIN0m9SHY/wVhAcH0mD6QqKAIrv/rqSvz2Z9fc/3IZU5v1P5xWqNNPSQSCPJ9jn15J3rP/ogg32dc2HEKgLjIWOIi9R80VaWkEB0SSfAjcQc/v4jEuMyp1eo3jh9+G6ITLAhFTM2KBXxH7eZ+YlYYUH32AAxtrUn28SVi+hdUtngIFmBb2ZIUs3isZ7TAfMgADG1sSAkMpOJYV6p8OYCUgGeEz/qacklXoWJqnQfXklDBgLq/foZEKgWNBlVgMPU+LEPihUuYdm+IacVSmFYsRZvr+hG9z5p30P3bcfsyjEo56dabn1j0Spl89zR7dz4Km4+mDcVthJtuffZK7dj2TYs3s3mJNnrX3tlBL4UsvbY92+LarzNhQTkfWlFQkopI+MI/q/dgJDdhsMenmFqa4eN5jyXDfiA+XSfBrpwjchsLandpQtshrlRqWBWZuZzkpGTiImO5eugie376C2VKcpbvowFUaArt56IoQl2YrlP70XxQB2SWZvhfuc+Or9YSmkm4SZPOTRn80zjd+svEuPjIWE6tPcjRX3brlXeoVJoeswZTqWlNDIwMCPJ5xvpxi4l8XnSuu4zc3d3p1q0bZcuWJSYmhi1btnDq1CmOHMn828Z3ke3/gjRiTLAgCKnidu4lbufeTF8LnTANecd2WM+ZReSipSTdvov5gL7IO7QlsNdA1BGRr+5kZISsYQOSvLyJ2fgnquBQDEs5oo7R3pmKP3gEdXQ0GpWalICnSCQSTLu7Yj5kAEYVypPi5w9AUJ/BeXPAJdB97wds/GkTYUFhTP1xil5i3Etf9J+Z6b7pwzJiImPyo7klzr4l29i3ZFuWr89qNR6AZr3b4HPlLlf+Oc+wheOY38s92wlkL+sQ3k2HsT1pM6IrW6avJCwghG7T+zN2ozsLOn9OSoZp6zx3nsZz52k6je9F29Hd+Wv6Kl74PKVsnYoM/HEsyph4zm44DIBtWUc+2/ktl7ad5PDSnShjEnCq6vJKnUVNcHAwH3/8MS9evEChUFC3bl2OHDlC586dc/29is6fUYIgFBnmg/oRt/8g8f9of1hHLlqCrGUzTD/oRuymv14pb9qjGwaWloR8OglU2hhkVWCQXhnluQt669Fr1mHWpycmtWvoOsFC7jm+WzvzhqOLQ472Sx+WUbtpbcwtzfKieUI2XdxzBgBbF/sCbknJ1XZkN/79ZQ+3jnoBsGXaCr67soY6ro259veFTPcp36gqt456ceekNqwm4mkIDXq2oGy9Sroy3WcM4O5Jb/5esEW3LexJ0Ct1FTVr167Nt/cSU6QJQh6SyWQEBwcXdDPyl5ERxtWqkujplbZNoyHR0wuT2pk/2Stv1YKkW7ex+nwyTv/sxGHzWsyHDQaDLH5EGRgg79QeiUxG0s07eXAQwtsSYRmCkMa2jAOWDtY8+C/toUNlTAKPvR9SPotwEwB/rwdUbVkb+wqlAChdoywVG1fj7ilvQBtsUrN9A4L9XjBmozvfXVnDlL0/UNu1cZ4eT3GTg+EQedkMQSiePDw8mDp1akE3I18ZWCmQGBmiDo/Q264Kj0Barmym+xg6l0LaqAHx/x4jbJo7Ri7OWM2YjMTQiJh1G3XljCpVwP7X5UhMTNAkJBA26xtS/MVDV4XFy7CM8V0mFHRTBKFQsEidHjI2Q7hJbEiU7rXMHF+1D5mFnFnHf0ajUiMxNODgT9u4uu8/AMztLJGZy+k4rieHft7O3wu2UKNtPUasnsbKQd/je+luXh1SsSKGQwhCHrt7V/wwehOJRIIqIoLIBYtBrSb5vg+G9naYDxmg1wlOeRxA8LBPMDAzQ96hLdZfzyR0/FTREX5H7Xu1Z/KCSbr1rz7+mluXb+eoDhGWUfCaurXmo/mf6taXDZ+Pj6f4+ZOfGrq1pP/8T3Trv41c+Fb11P+gGQ3dWrF58i8EPniKc83y9JrzMdFBEXjuOoNEov2W7NZRL06v1U4/+fzOY8o3rEqLIZ1EJzibRCdYEPKYWl04n6zOK+rIKDQpKgxsrPW2G9pYowrLfDJ4VVg4mpQUSPdZJfs/wdDOFoyMICVFuzElBdXT56iA5Ps+GNeohvmAPkQuXJJXh1MiiLCM4sH7mCd+JSh8oTC6fcyLn7wf6tZfhpuYZwg3MbdX8PxO1n+893AfyvFV+3Rjhl/cD8Da2Y6O493w3HWGuIhoVMkpBPk81dsvyPc5FRtXy8UjKt5EJ1gQhNyVkkLy/QdIGzdEeUb71R0SCdLGDYnNYkaJpBu3kLt2BIlEN/bKqKwLqpDQtA5wJiQSAzA2zu0jKHFEWEbxkBinJLgEhS8URolxShIzhJtEB0dQtUVtXadXai6nXP3KnN98NLMqADCRm6DJMA5VrVbr7gCrklU8ufEIh9R5hF+yr+BE+LPQ3DiUEkHEJguCkOti/9qB9dezSL53n6Tb9zAf2BeJTEb8Ae1sEdZzZqEKCSV61e8AxO3ej9mHvVBMnUjcjj0YlnHGYthgYrfv0dVpOW40yguXUQUGITEzxdS1IyYN6xEzJfNpuoR3I8IyigcRvlDwTq87ROdJvQnxDyQ8IJhu0/sTHRTBzX+v6MqM+/Mrbh7x5FxquMnt41fpPKEXkc9CeeHzFJda5Wk36n0upYabAJz89W8+/mUyvpfv8vDCbaq3rU+tjo1YMfC7/D7EIkvcCRYEIdclHD+FgbUVFqNH6AI1QqfORB2h7TwZOjqgSTf0QRUcQtiUmSgmj8ds0++oQkKJ3b6b2E1bdWUMrK2wnjMLQ1sb1LFxJPs+ImzKTP1ZKIRc06xzMz5fPF23ntOwDKFwqNe5MSN/mqhbH5MavrB/6Xb2L91eUM0qUU6s3o+JXEp/j0+QW5ri53mfNcMW6M3na1fOETMbC9367m/W0216f/p+PxJzOwXRQRGc33KMf/+3S1fm5hFPdnz5O53Gu9F77nBCHj1nw7jF+F25n6/HV5SJTrAg5DF7+9ydn/NFgOWbCxUC9uFS5CkSDNSQlGRIWJAZcaltf9Fzbmop7brd4M5Y9m2PgUtZVAlJxPuF8PzAfeIem+vqS9h/A3vL0pjVNcXIxpp7AzeTcMdPV0ehJcn9qM/8EB8Tj9eZq1SpUxlLa8schWVAWmLc+SPn87qpwmsoYxK4feY65epUxNzagm+7f57tsIzCLoqsh0oVNtuW/MW2Ja/Okf7S5620KXENuzSl3RBXyqeer2/ecL6O7jjG0R3Hcru5JYaYJ1gQ8piDQ87CBooD6x4tKTNnJM+XbOVOt2kk3PGnyuZvMLJVZFreonltwved5X7/r7nnNpOk56FU+XMuxk42ujIGpjJiPe/wdP7GTOsQcpfMVMbty7dZO39djvdNnxgnFCwTUyk+V+6ya8Hmgm6KkA3S1PO1Q5wvnQULFiCRSJgyZQoA/v7+SCSSTJcdO3bkqG4RmywIQq5z/NSN0L/+JWy7NnXs8axVKDo2wm5gRwJX7H6lvN8k/dkd/GesoEH35li2rEvYrlMAhKf+v0kOE8yEtyMS44oHkRhXtFwQ50uPp6cna9asoW7durptZcqU4cUL/Zlmfv31V3788Ue6deuWo/rFnWBBEHKVxNgIszqViD57I22jRkP02euYNcze1D0GchMkxoakRMbmUSuFvCIS4wRByA2xsbEMGTKE3377DWvrtCk3DQ0NcXJy0lv27NlD//79MTc3f02NrxKdYEEQcpWRjQUSI0OSMzx5nhIahbGDdeY7ZeAyexhJgRFEn7ueBy0U8srLxLilXywr6KYIglDIJCYmEh0drbckJmb9zMSECRN4//336dSp02vr9fLywtvbm1GjRuW4TaITLAh5TCaTFXQTihSnCX2wcWuF7yceaNI9PS3knfa92rP33m7dUvu9WjmuQyTGFbymbq1ZfnuTbqnSpEZBN0l4jWZurVl5e5NuKe7ny8PDA4VCobd4eHhkWnbr1q1cvXo1y9fTW7t2LTVq1KBFixY5blMOxgTnuG5BENBe+CxYUNDNyDcp4TFoUlQY21vpbTeyU5AcHPHafR3HuOE0vi8PBs0h4a6YWza/iMS44kEkxhUt3sc8eVSCzpe7uzvTpk3T2yaVSl8pFxAQwOTJkzl69OgbbyIlJCSwZcsWvv7667dqk5giTRCEXKVJTiHupi8WreoSeeSSdqNEgmWrugRvOJjlfk7jeuM06UN8hn5L/A3ffGqtACIxrrgQiXFFizJOibIEnS+pVJpppzcjLy8vgoODadiwoW6bSqXizJkzLF++nMTERAwNDQHYuXMn8fHxfPzxx2/VJtEJFgQh1wX9uo8KSyYTf/0hcd4+OI7ugYFcRui24wCUXzqZ5MAwnqVOA+Q0vjelpw/m0aTFJAYEY5R6F1kdp0Qdr40gNbQyx6S0PSap06bJKmmTr5JDIkgRyVe5TiTGFQ8iMa5oEecLOnbsyM2b+tMrjhgxgurVqzNz5kxdBxi0QyF69uz51vPxi9hkQRByXcTf/2Fkq6DMd6MxtDAFjYb4G74YWpiSEhqF1Nke1GljrOw/6oaB1JjKv+qHLyQ8fMrDkfNJfPQcq87vUWHJZ7rXKq2aAcCLFbt45rEpfw6sGPt4+kd0HdQVc4UZdzzv4HX2KqNnpz1okjExrnbT2jTp8B5SuZSBEwcwd/R3XDhyQa9OB2cHylctx44b27IM3BDeTZX3atD1UzfK1amIlaMNyz9diPe/nrrXs0qMi42IwVRhxvENB9n23Yb8bnaJVDX1XJVPPVe/fLqQa+nOFUD9zo0Zle58jUs9X6qUFIIfB3Fqy1GOrj2Qr+3ObxYWFtSuXVtvm5mZGba2tnrbHz58yJkzZzh4MOtvGN9E3AkWhHwgIfcG1W9VDcm1uvKSscyCUhq4MGIJcU+CqfNFPyps/pZDbb/At8/Lhx20c8j6vjcVgDZbvuDJ3ouEe/tiYGRIHff+VNzyHYfafIHv1ktc3jqEqp90xUBqDEC9Lwdy4X+HSVYV3rlox2tMC7oJb1R5Yg+qjujJ1c9WE/8kmOoz+zFoSA/+LjcMdYaHEy2B8VjjYGJH4B/Hibrhx3vrp9EtxZwGyfqzf6i2/MeLsg9QBkbQYPGn9E+xJDo5ezOEFIQO7xe9MZmGtTQYJvmg3nMQxs5hVAMlKQbpphaMPUDM2LROk8TWEZOOvTF87IOmY2/alkumWdeiORWhxEJe0E3IEcNqJhjih+rwMRg2i9Et1KgUqgyljhM7Q/uNmUHpChg4OKN+8RhNkhLrCjUZOHMsvWvEk3LpaP4fQCGzbt06XFxccHV1fes6RCdYEIQ8UfWTrtxZupfnR7wAuPTZKtxurMS5ayMC9l3MdJ8zgxfprV+esoZet1ZjU68CIRe1D249+O0wAPbNi/eT1Pmp0iddub90L4Gp5+rqpFV0vbmKUl0b82zfhUz3CT5xneATr5/C7unOcwDIy9jlboMFHdXtK6huX8l2eU1YEInbVwNg3LJLXjVLyITq/lVU969mu7z6uR/q53669ZSI0xjVboZhhZolrhN86tSpV7bNnz+f+fPnv1O9Yoo0QRBynVlZe+SO1gSdva3blhyTQNg1X+waV8l2PcYW2ruoSRFF805VUWBa1gGZozUhZ27ptqXEJBBxzRfrHJwrQRDylkHpChiUr4bq0e03FxayRcQmC4KQ62QOVgAoQ6L0titDopBlmDotSxIJDb77iJDL94m6/zR3GyjoSB0UACRmOFeJIVHIUl8TBKHgmH75GxJzBRgYkHR0GymXjxV0k4oNMRxCEHKZu7s7SqUyw9YlBdKW/FKuTwsaLUp7iOrsRz++c52NPIajqO7Ccbfv3rkuIY1Ln5bU+zHtXF0cuug1pQVBKGgJK79EIpVhULYa0u4foQl9QYr3uYJuVrEgOsGCkMuUSiVLluh3epcuLZi25JdnR64SdjVtbl8DE+2PFpm9AmVwpG67zF5B5O03T5fVcN4wSndqwIne35Pwoug9rFSYBR7xIuLqQ926gVR7rqT2ChLTnSupvYKoW2JqM0EoaJqIYDSAOvAJEgsFJp0Hik5wLhGdYEEQ3llKnJLYOP273wlBETi2qqXr9BqZy7FtUImHf7z+q7yG84bh3K0xJ/v+QFyACFjIbSlxSlIynCtlUAT2rWsRne5cWTeohP8G8bWrIBQqEgMwMi7oVhQbYp5gQRDyxIPfDlNzSi9i/AKJexJC7ZkfkhAUybPDXroy7ba78/TQFR6u1z7p3MhjOGV7t+DciMWkxCqR2WvHpCbHxKNSaqfqktkrkDlYYVHBEQBFjTKkxCqJfxZKUmRcPh9l8eD722GqTulN3CPtuaoxsx/KoEheHE6bdaDFjtm8OHQFv3X/AmBoKsWsgpPuddOy9ljWKkdyZCwJz7Sxy8ZWZsid7ZA5aadFM69cCoDE4MhXxiALb0kqw8C+tG5VYueEgUtFNHExaCJCMOk1AgMrW5QbftKVMXCpqC0rlSGxUGjXVSmoXzzJ9+aXKCYyDOzSrhkDG0c0pcujiY9FExmKSbehSBQ2JG79HwDGLbqhjghBHfIMAMMKNTFp60byuX8KpPnFkbgTLAhCnri34gBGplIa/zgKE0tTQi4/4PTghXrzzpqXd0RqY6Fbrzy8MwAdduvnwF+avAb/7WcAqPRxR2p/3lf3Wse9c14pI+TMw+V/Y2Qqpd5PozG2NCX88gMuDFqgd67Myjtiku5cWdWvSKt056nOdx8B8GTbaa5NXgOAU5dGNFyWFqXcZI027OTeT7u4/9OuPD2mksKwXFVMp6WN65b1GwNA8oWjKP/4GQOFDRIbB719zL5aqbe/8XsdUIcFEfflsPxpdAll6FIJ+bgfdOvSniMBSL5ygsRtvyCxtMbAKl3ymUSCSfePMLBxAJUKdVggiQc3knLx3/xuerEl0Wg02ZrF/1LpPm/1Bk2f785WualTp74yjlIQiqLM/luW5OIXKXUdW+ReZfmoY/e29Pu4NzXqVsPKRkH/jsO4f9vntfv8vns5TVo0fGX7mWPnmTT087xqaq76QFa+oJuQbR2nfkiTQe2RWZrx+MoD9n+1jjD/wCzLf35uGdYur8aVXtz4L3/P2QCA2/xRVGpZG0tHa5LilDy5+oDDC7YS6vs8rw7jrQ0gpqCb8FZsP+qO/Zg+GNlbo7zrx7Nv1pBwPfNry7JLcxwm9ENavhQSIyMS/Z8T8tteIveczOdWvztj44xBE4WP9ZAPsBndFyN7axLv+RH43SqUNx5kWtbCtQW2YwdgUk57bpIePyNs7R6i953QlZGYynD4fAQWnZtjaGVB8tMgwjfuJ/Kvt09Nyy81fApfG8WdYEEQ8oXcVM61y9c5sv84cxe7Z2ufaSPdMTZOG/9mZaNg+/E/OPr3idfsJbyN1mN70HxEF3ZNX014QDCdp/dj+MZZLOs8g5QMqXEvrez5FQaGadPNO1Ytw8g/Z3Pr4CXdtuc3/bi+9z8in4diqjCnw5S+jNg4i59aT0ajzr0kxZJK8UErSn01mmdfrSD+2gPsRvakwsbvuN9hLKqwV4ecqKJiCF6xncSHT9Ekp2DRsQllfpxMSlgksWeuFcARFF8W3dvgMPsTAucsJ+H6PWyG9aLsuu/xdf0UVXgm5yYyhrBVW0l89BRNcjLm7ZtSesFUVGGRxJ3Thmw4un+CWfN6PJ/+I8nPgjBr1RCnuRNICQoj9sSlV+osqmJiYvj666/Zs2cPwcHBNGjQgGXLltGkSRMA5s6dy9atWwkICMDExIRGjRoxb948mjZtmqP3yXZYhuYtF0EQBIADOw+zZvF6Lp31zPY+0ZExhIWE65ZmbZqgTEgUneA80HJkV079spe7R70IuhfAjmmrsHC0ooZr4yz3iQ+PITYkSrdU69iAMP9A/C7e1ZXx/OsE/pfvEfk0lOe3/Tn683asnO0yvYMs5Jz96F6Ebz1CxI7jJD4M4NmXK9EkJGLTv3Om5eMu3iL6yEUSfZ+S9CSQsPV/o7znj1njmvnc8uLPdmRvIrcdJmrXUZIeBhA4ZznqhESsPsw85jf+8k1ijl4gyTeA5CeBRPyxj8T7fpg2rqUrI29Yg6g9x4m/fJPkZ8FEbjuM8t4j5PWq5ddh5YvRo0dz9OhRNm3axM2bN3F1daVTp048e6YdH121alWWL1/OzZs3OXfuHOXLl8fV1ZWQkJw9TC0S4wRBKDJ6D+7B4b3HSIjPOA+z8C6syzhg4WCN739pqXGJMQk89falbMPspcYZGhtSv1crvLafzrKMsVxKo35tCX8STNSLsHdud0knMTZCXrsysf+li6/WaIj5zxvThtnrFJm3qIu0ojNxl0UKWa4yNkJWqzJx573Ttmk0xJ33Rt6geraqMG1eD5MKLsR7pl2XCVfvYt6hKUaOttoyTetiUt6Z2HPZj2Mu7BISEti1axeLFi2iTZs2VK5cmblz51K5cmVWrVoFwODBg+nUqRMVK1akVq1aLF68mOjoaG7cuJGj9xLDIQRBKBJqN6hBlRqVmDvt3bLihVdZpM7CEZthxobYkCjM7bOXGlfDtTEyS1Ou7ny1E9x0aCe6uA9GaiYjxPc564fOR5Vc+MdzFnaG1pZIjAxJCY3Q254SEomskkuW+xlYmFLj4gYMTIzRqNU8+2oVsee887i1JYtR6rlRZTg3qrBIpJXKZLmfgbkpVc5tQpJ6bgLnriDuv7RhKkHfr8Lp+8+ocm4TmuQUNBoNgV8uIyFdR7mwSkxMJDExUW+bVCpFKpXqbUtJSUGlUiGTyfS2y+Vyzp17dX7kpKQkfv31VxQKBfXq1ctRm7J9J1itkbzVIgglnbt79sa/Fifd+7hywfeYbmnQNGc/mDLTe1APHtx5yK1rd99cWHitem4tmXN7nW4xMDZ85zobD2iPz6nrxKQL3HjJe99/rHh/Nr/1/47QRy8YuGIyRlIx12lBUccm4NN9Mj5u0wj8cROlvx6FWbPaBd0sAVDHJfCo50T8+k4hZPEfOLp/gul7dXSvW3/UE3n96gSMmYtf788I9vgNx2/GY9qifsE1Ops8PDxQKBR6i4eHxyvlLCwsaN68Od9//z3Pnz9HpVKxefNmLly4wIsXL3TlDhw4gLm5OTKZjCVLlnD06FHs7Oxy1CZxJ1gQ8tirEcrF36kj57h5Ne3r1eDAdwu9kJvK6NKrEysX/f6uTROAu8e8CPBOS40zSk34M7dXEBMSqdtubq/gxZ03p8ZZOdtRqWVttozNfIafxJgEEmMSCPMPJOCaD19d/42aXRpzY/+FdzuQEk4VEY0mRYWRnbXediN7K5JDIrLYC9BoSHqs7Uwo7/ghq1wGh/H98LtY+O8mFhUpqefGMMO5MbS1IiXkNSmYGg3JT7TnJvHuI6SVymI7tj/xl28ikZrgMG0YTyf8QOwp7bMViff9kdWohO2oPsSnH3pRCLm7uzNt2jS9bRnvAr+0adMmRo4cibOzM4aGhjRs2JBBgwbh5ZU2z3z79u3x9vYmNDSU3377jf79+3Pp0iUcHBwyrTMzYkywIAi5Lj4ungD/Z7olUZn0TvV17tEBExNj/tl1OJdaWLIlxSkJfxykW4J9nhETHEHFFmkP4EjN5bjUr8STq6+fxg6gYb+2xIVFcf9ENmYXkEhAIsHQRNwJflea5BQSbj3EvEXdtI0SCeYt6hF/9X72KzKQIBHnI3clp6C8/RCz5um+BZNIMGtRn4Rr97JfT7pzIzE2TB0moT/tgEatAoPC352TSqVYWlrqLVl1gitVqsTp06eJjY0lICCAy5cvk5ycTMWKFXVlzMzMqFy5Ms2aNWPt2rUYGRmxdu3aHLVJ3AkWBCFfWFpZUMrZCXsn7ddV5SuXBSA0OIyw1DsjP/zyNcEvQvjf/NV6+/Ye9AEnD58lKiI6fxtdgvy37jDtJ/UmzD+QiIAQOk3vR0xQJHf/TUuNG/nnbO4cucLFjWmT9UskEhp+2Iaru86iVqn16rQu40CdHs14eOYmceHRKJxsaDOuJynKJB6c9M6vQyvWQn7fS5mfp5Jw8yHx3g+wG+WGgamMiB3ayOsyP08lOSiMwEUbAbAf/yEJNx6S9PgFEhNjLNo3xrp3e559taogD6NYClu3h9KLpqG85UPCjQfYDHfDQC4lcpc2IbPUoumkBIUR8vMGAGzH9Ed5y4ekJ9pzY962MQq3DgR+swLQDmOJu3QDh5kjCVImkvw8GNP36qDo1ZEgj98K6jDzlJmZGWZmZkRERHDkyBEWLVqUZVm1Wv3KmOM3yXYnWCPG9wqC8A7adWnN98u+0q0vWvM9AKt+Wsvqn7R/vTs5O6JW63ekylUqS8Nm9RnTf3L+NbYEOrv6b0zkUnp5jEZmacpjzwdsGLZAb45gm3KOmKZLjQOo1Ko21i72eG0/9UqdKYlJlG9SnZYjuiFTmBEbGoX/5Xus6TuXuDDxB01uiDpwDiMbBY5Th6SGZTzCb9g3pIRGAmDsbE/6TCwDuQzn78dhXMoWtTKJRN+nPJn6M1EHXn3gSHg3MQfPEGxjif3kjzC0tybx7iOejJqDKiwSAOPS9qBJ+3lnYCrDae54jJzs0CiTSHwUwLPPfyLmYFoS5rMpC3H4fDilf56hDct4FkzI4o1Ebil8QRTv4siRI2g0GqpVq8bDhw+ZMWMG1atXZ8SIEcTFxTFv3jx69uxJqVKlCA0NZcWKFTx79ox+/frl6H3EnWBBKGJmSyoUdBOyrfaMvlQc0h5jSzNCPR/wT4tpxPoF6ZWxIe2YpKd8aN29MVceHkelTCL0ig83ftjKtlJD6AB0kFSg4tD2lOvdAus6FTC2kLO72ickR8fn/8FlU8Xkwtu2VyzaxL1FmwBwGNaNCRtnYWxvRfwdf558/TsPm36KJdAr/T4nLuM3YyWfLBiNvJr27n7cTV+eLfiTOG8food+S8bubqt8OJS34dywaHTMpd17Ie8zEANrG1L8fIlfs4yYcX/pXrcBSH2WKnHeRGQ9P6TWuRUY2Duijo4i6fwpIqb/BsnaYUr2g4ZTbvnfeu+hevqYyHEf59MRvR0Dk8J/c05aOgkDYzUSNBjLVdhWSkCl0f5MSFqkjRF3ejma5dRvqGziMWzXBQMbe0xsTFDYhWNWN+1niFHNykjLmWFoAgYyKck712DidS6tjmIiKioKd3d3nj59io2NDX379mXevHkYGxujUqm4d+8ef/zxB6Ghodja2tKkSRPOnj1LrVq13lx5OqITLAhCnqg+4QOqjOrCpclriHsSTJ0v+tH2r1kcavsF6iwSyOybV8dn/THCvX0xMDKkjnt/2m6dxaE2X6BK0H7NZSSX8uLkDV6cvEG9Lwfm5yGVGDY9W1LmmxE8nrWa2GsPcBzdg6p/zuFmm4mkZJJCZtm8FmH7zhJ75R4aZTJOE3pTdcs33OrwGcmBr3kISMgxk1btMRs9gbgVi0l5cAdZz35YfPcTkWOHoomKfLV8206YDvuU2P8tIuXuLQydXTCf7A4aiF+7Qlcu5fEjor+anrajWkxh966MW7RHPnw88WsWk+JzF9n/2Tvv8CiqLg6/23fTe0IKvSMgRZGiiAICUqUIAtKkSe9EUEBQEKkqAqI0BSmfIihNQFBQepGSkECoCek9m+273x8bN1lIIIE0wrzPM4/MnXPvnJsxm7tnzj2/jj1w+vBz0sb0x5KW8oC9qs8Q5K+0Qb1qEeaoO0iffwGnqXNJnzEK082sjawKJaZbEegP7cFp2rzinVAx0qtXL3r16pXrNaVSyc8//1wo9yn9mdQCAgJPJdWHtiNk2S/c23+W1NC7nBy7EpWvGwHtGuXZ5693FnJr21+khUeREnKHU+NX4xjohUf97Oh3+Jp9XP3qVxLPXs9zHIEnw3doZ+I3HyBh2x9or0Vye/oqzBodXr1fz9X+xphlxG/Yh+bKLbQRUdya/DUisQiXFmUsPFUKUHbthW7/b+gO7cV09zbqrxeDTouiTYdc7WU162AMvYz+z4OY42IwnD+D7q9DSKvfJ9hgMmFJSco+0h78siNQMJSdeqI7uBv94X2YI2+TuXoJ6LTIX8/9WclbtkX78yaM505ijo1Gv38XhvMnUHR622ZjPH8K7Y/fYTglpK8UBvmOBJsfbSIgIJBFcHCwrTRaXFxcCXtT/DiW90bl607s0ewyaYZ0DYnnI/BqXI27O0/kaxyZswMA+uSMIvFT4EFEMimO9aoQ/dVP2Y0WC2nHLuLUKH8qZGKV3CrikCI8t0JFKkVatTqa/23KbrNY0F84i6xGHXIrxmi4egX5q22QVquJ8dpVxL7lkDV+Cf3h3+3sJP6BuK//CYtBj/HqFTI3foM5/tn77Co0pFIkVWqg3bE5u81iwXDxLNLqtcl1+5ZMhsVgX0nHotMjrVU3N2uBQkBIhxAQKAK0Wi1Ll1prpk6YMKGEvSl+lD5uAGjvUyDTxqei9HbL3yAiEQ0+7k/8qTBSwyIL10GBPJF6OCOSSjAk2D87Q3wKyioB+RojaMa76GOTSTv676ONBfKNyMUVkUSKJdm+BrAlJRlRYPlc++j/PIjYxRWXz74CkQiRVIp2z04023+w2RjDQ8lYtgBT1B3E7p6o+gzEZcGXpIweCBpNUU6pzCJydkUkkWBOsU8HsqQmIwnI/VkZL5xG2aknxpB/McfcQ1q3IfKXXn4qyp89rQiLYAGBIiY0tOwrnFV4qxmNFg6xnR/t//kTj9lo/kBcawZyqMvHTzyWQPHhN+otPDq34GrPD7HkkfstUHxIn3seVc++qFctxRgWiqRcAA7DxqBKehfNVmvZNMPZkzZ7060bGMNDcftuK4oWrdAdKFtVB0ozmWu/xGHkFFyWW5+LOSYK3R97UbyWe/qEwJMjLIIFBB6DnOkO9xMXF2enWHN/ya+ySNT+cySei7Cdi7MUyJTermhzyOgqvV1JufJoBbKGnwzAv3UD/ug2F020sLGqODEmpWMxmpB5udq1y7zdMORQk8sNv+FdKDfqLcJ6z0IT+ujnLFAwLGmpWExGRO72KmQiN3csybn/njj0G4Lu8O/oft8NgOn2DVAqcRo9Gc2278FieaCPRZ2B+V4kknL5i/wLPIglPRWLyYTYzYOcWwxFru4PRIdtfdJSUX82E2RyRM4uWJISUPUbhjnuXvE4/QyS/zrBlP5SJAICxUXOdIf7eRbTH4xqLRlq+y8FmthkfFvUsS16pU4qPBtU4fqGgw8dq+EnAwho35jD3eehvvtkcssCBcdiMKK+GIFLi3qk7D9lbRSJcGlRl9h1e/Ps5zeyK+XG9iC878dkXozI007gCTAaMV4PR1avEYYTWRujRCJk9Rui3b0j1y4ihQLuUxjjvy/mIlGui2CUKsR+/pjzWFgL5AOjEVNEGNK6DbM3sYlEyOo1Qrs392dlw6DHkpQAEgmyl1qi/+dw0fv7jCJEggUEBIqE8DX7qD2+K+k3Y1Dfiee5aT3QxKYQtS9b+/3VbcFE7j3D9XVWBaVG8wdSvlszjg1agjFDi9LbGo00pGdi0lpfrSu9XVH6uOFcyRcA11pBGDO0ZEYloE9RF/Msyyaxa3ZRaelY1BcjUJ+/hu/QjohVShK2HgKg0vKxGKKTiFxgzSv1e78bAZP7cGP0EnR345Bm5X2b1VrMmbm/MRF4PLS/bMNpQjCm61cxhl9F2aUHIqUK3UHrFxSnCR9gTownc6NVQUx/6h+UXXthvHENY3gIknKBOPQdjP7UP7bFsMPgkehP/YM5LhaxhyeqdwaD2Yzuz4d/YRV4ONpft+M4JhhTRJitRBoKJfo/rM/KYUww5qQEtJusz0pSrRZiDy9Mt64j9vBC2WsgiEXoftmSPahShcQvO0Iv9vFDUrEq5ow0LAnCRsaCIiyCBQSeMlZKYh9tVBpY9R2DnIx0+nwQTi5O3L0Ryc3YONqe/wJXdxfeazuclhW9uOQlZn3WnI4MbAPAaz9/mOewJqMJiVRiO3/9l48AWDBhIfu2/55XtxKjntSzpF3IFx0m9KRpn9dRuThy80wY+1ftosnkPpT3diMy9BbfD5zP7VQNyOSMCfQhCRHJ0/rxQreX8Qj0RiQSUXXNNLsxD32zCycPF2q+XA+ViyMRp0L536x1xN+KKaFZPpz3LrmUtAuP5tJZPNXr8B72Hg5ZCnEJmw7gNn81Um93LAYjGSevEPXfXEJ+wSdWjnuvoTj6eWJSazFbLEjrN8F96350t+5h1ulxaNYGiZsLxqRUMs+EEDNuCvo7FqD0/kxkslJey/jiSQJqncB55FSQiLFkaomeu4q0ozrAgfKqchgQE3PRWgXHs0VTvEa+jUghB8CcmkH8Fz+QfMIMWG0cX25E+cVzbbdwGDQagJSfDxAzLfe3k6UF90ebFDv5L5GWyxsTAQEBgYexbtEG1i3aAECb7q0pF+THvu37mfK5tSh/76b97OxfDWxtd96uZ1tGzxnFuy0H2tosFgvJWZKwAoVD6xGdeWVQezZN+prEu3G8OakXL7z1MvNen2Anm/wfX/b+mDbvd6XVe2/yw6SvibkWSfm6lXnn85H8tmgLf63fB8CEn+diMphYM3QR2oxMWr3XkVE/zOTTNpPQa3ItEiWQDxI37iZxozXH17VjC4IWTyRq5goyz4fjNbgzrm+2QOLpiikxFUxm4pZvIW65NZro+NJzSFyd0F2PxGIw4vz6C/jPGMLNwXPI+Ot8SU6rzOHc4RWcWjcleuYXaP69iseArvgFv4f68ClMSanc6Tfdzl5z5gr3Ji5EdyMSi8GAU6sm+H4wDP3NKNTHzlnHbNsM/e17RH+wHENULI4tGuI3exTp+/8piSk+9Qh1NwQEBIqFAz8dZOOyHzh79FzBOlosJMUn2w5hAVz4tBzcgd+//JlLB85w7+odvp+4Aldfd+q1fSHPPpUaVefSgTOEHD5PUmQ8F/ae5OrRi1SoXxUA70rlqNSwOttmfsudixHE3Yhm24xvkSnlNOrcvLimVubxfq8rSVv2k7z9ELrrd4ma8TUWjQ6PXm1ytVefuEza/hPoIiLR34khcd2vaK/ewrFx7WL2vOzjObgbKVv3kfrTAfTX7xLz0VeYNTrcerTN1T7z1CXSDxxHH3EXw50YkjfsRBd2E4fG2VLAqoa1SN1xiMxTlzBExZGydR/aqzdQ1c9fDe+ngdmzZyMSieyOmjWt4i63bt164Np/x/bt2wt8L2ERLCBQxHh7e5e0C081KkcVW05sYtupzcz77mMqVq9Q0i6VKTyDfHD1cSfs70u2Nm26htsXrlOxYbU8+908G0715s/hXakcAP61KlC5cQ1Cj1wAQJpVISRnJNlisWDUG6j8Qtn5g12SiGRSVM9VJePvHPWYLRbS/76AQ8P8/YydmtVDUTkA9akrjzYWyD8yKco6VVH/cyG7zWJB/c8FVA1q5tktJw5N6yOvFEjm6cu2Ns25UJxea4LU15pm5dCkHvKKAWQcK2BwoZRTp04doqOjbcexY9bNhUFBQXbt0dHRzJkzBycnJ9q3b1/g+wg5wQICRUzOcmkCBeNOxF0+m7SIG6E3cHRx5O3hPfnqly8Y9PoQ4qMTStq9MoFL1ia29PuETdLjU23XcuPgyp0onVXMOLQEi8mMSCJm96KtnNlp/WMVG3GPpMh4Ok3tw5YP1qDXaGk15E3c/b1w8SmN2YFPHxJ3F6syX4K9eIYxPgVllcA8+4mdHah1Yj1iuQyL2UzUzJVkHLtQxN4+W0izno3pvmdjSkxBUSUoz35iJweqHfseUdaziZm9AvXf2WkqsXNX4jd3LNWOfY/FYMRisRAzYzmaHAvl0opOp0Ons0+DUigUKBSKB2ylUil+fn4PtEskkgfad+zYQa9evXByciqwTwWQTRZKpAkIPA7PgljG/bTu9hqTFmSXipvaP5hLpwr+IR1yLpSQc9k/v8tnrrDxyFo69e3I2kXrC8PVZ47GXVrw9qdDbeerBy94rHEadGxK4y4t2DjuS6LD7xJYuyJvfTSA1NgkTv30F2ajie9GLKbPwhF8dnEtJqOJ8L8vceXweUTCn5MSxZyh4VqHcYgdlTg1q4//h0PQ341BfaL0L6TKOma1hhudRyN2VOHYtD6+wUMx3Ikh85T1TY17/86onq/J3eGzMUTF4fDCc/jOeh9DXBKZOaPOpZD58+czZ84cu7ZZs2Yxe/bsB2yvXbuGv78/SqWSpk2bMn/+fMqXf1Bp7+zZs1y4cIEVK1Y8lk9CJFhAoIh5FsQy7ufv348Tev6q7Tw+pnCitiajiWuXrxNQ0b9QxnsWuXTwDLcuXLOdS+UyAJy9XUnLIYbh7O1KZMitPMfpEtyXgyt3cu5X64ac6LC7uAd40+b9rpz66S8A7l6+ycIO01A6q5DKpGQkpTPxl3ncvXij8Cf2DGJKTsNiNCH1so+sS73dMMQn59ELsFjQ344GQBtyE2XVIHze78lNYRFcaBizno3kvmcj8XTDGP+Q+ssWC4Y71mejC72Bokp5PEf0IvPUJUQKOT4TBxA5ah4ZR05bbcJuoaxVBc8hb5X6RXBwcDATJ060a8stCtykSRPWr19PjRo1bOkOL7/8MpcvX8bZ2dnO9rvvvqNWrVo0a9bssXwScoIFBAQKHY1aQ9Ste7ZDr9UXyrhisZjKNSuRGCcU8X9cdGotCbdjbUfMtUhS45Kp3qyuzUbppKLC81W5de5anuPIVQos9wktWMxmRLmEebXpGjKS0vGu6Ef5ulW4dOBM4U3oGcZiMKK5fB2nZvWyG0UinJrVJ/NcWP4HEosQZX0ZEigkDEa0V67j2LR+dptIhGOz59HkCBA8khzPRiSTZKVJ3P97ZwJx6V/OKRQKXFxc7I7cFsHt27enZ8+e1KtXjzfeeIM9e/aQkpLCtm3b7Ow0Gg2bN29myJAhj+2TEAkWEBAoFpzdnPH198HTz7qhIygrLy4pPomkrKhV8LJpJMQksGbBdwC8O74fIedCibp1DycXR3qP6IVvoC+7f9xTMpMoo/y5dg9vjOlG/K3orBJpb5Mam8zF30/bbEZtmsnF/ac5unE/AJcPnaXtqG4kRSUQcy2SwDoVaTXkTU5sz1a3er7DS2QkpZEclYB/zfK8NWsAF38/zdWjF4t9jmWV+G9/IWjxBDSXrpN5IRyvIV0QOyhJ3m4VughaPAFDbCIxCzcC4P1+DzQXr6O/HY1ILsO5VWPcu7UiaubKkpxGmSRx7Q78F05Ee/kamovheAzsglilIOUnqzhQuYWTMMYmEr94PQCew3uhvXwN/R3rs3Fq2RjXLq8RM8v6qt+coUF98iI+0wYTq9VhuBeHw4t1ce36OrHz15TUNIscNzc3qlevzvXr1+3a//e//5GZmcm777772GMLsskCAgLFQvM2TZm+dKrtfNbKmQCsX7KR9Uusf6B9A3yw5EgfcXZ1ZvLCiXh4u5ORmkHYpWuM6jKO29fuFK/zZZyDq3YhVynoPX8YKhcHbpwOY+WA+XaVHbwq+OLkkf0q8n+z1vHmpLfpNXcITl6upMUm8ffmg+z74n82GxcfN7rN7I+zlxtpccmc+vkv9n/5U7HOrayT+tsxpB6u+E7oizRLPOPmgFkYs0oJygK87SL2YpWSgLkjkZXzxKzVo4uI5M6ExaT+dqyEZlB2Sd/zF3EeLniP64/E2x1d6A3uDPkIU2IKADJ/b7Bkf96JHZT4zX4fqZ8XFq0e3Y27RE1eRPqev2w2UeM/w2fyQPwXT0Hi5owhKo74JRtJ2Vx2AwMZGRlERETQv39/u/bvvvuOzp07P1EFJpHl/vdZeXDI9+3HusHrsVvzZTdhwgSWLi3daicCAv/xsP9fJ0ywbgj773rfvn3ZvHlTod17i1/fQhurqHluSncq922FzMWRhNPhnJ2+loybeSve1RrTmcAOjXGu6o9JqyfhzDUuzttCekS0zaZyv1ZU6NYM97qVkDmr+LnGUAxpmcUxnceisrj0+vYwfAa0x29kV2TebmSG3OLOh9+ivpB7eoTXO23w6vEqqhrWjSvqSxFELdiUp31ppWYnTUm7UGAkVZ9D3rYH4vLVELt5olk5B+O/x/O0F7l4oOgxFEmFaoi8/TEc3olu++pi9LjwEDmrStqFAiGuVBv5q10RB1RB7OqBZv18TFdO5W1fsRaKN/sj9g4EuRxLcjyGE79jOPprMXpdeDh9viNfdpMnT6ZTp05UqFCBe/fuMWvWLC5cuEBISIhtwXv9+nWqV6/Onj17aNeu3WP7VPqTSAQEnnKe1RJpNUd1pNqQNzgzbR0H3/wIU6aOlj9OR6zIO/fQu2lNrq07yME3Z/Hn2wsQSyW03DIdiSo7b0yqUhB9+CIhX+wsjmk8k3h0bk7QrEHcW7KVK+0mkRlyi+qbPkLq6ZqrvUvTOiTuPMrVXh8S2nk6+nsJVN88C5mfRzF7/gyiUGKKvIluSz53x8tkWDJS0e35EXOksEGxOBHJlZjv3UL3yzf566DXYvh7D5qVM8j8fAz6Q/9D3u4dpE1yF0IpK0RGRtKnTx9q1KhBr1698PT05MSJE3YR37Vr1xIYGEjbtrkLj+SXUrkIXrFiBRUrVkSpVNKkSRNOncr7m5KAgEDppPrQdoQs+4V7+8+SGnqXk2NXovJ1I6Bdozz7/PXOQm5t+4u08ChSQu5wavxqHAO98KhfyWYTvmYfV7/6lcSz1/McR+DJ8B3amfjNB0jY9gfaa5Hcnr4Ks0aHV+/Xc7W/MWYZ8Rv2oblyC21EFLcmf41ILMKlRb1c7QUKD9OVM+h3bcB4IX+yuZbEWHTbVmE8eQiL9ul8S/G0Ygo7h37/ZkyXT+bL3nzvJsYLxzDH3sWSHI/x3J+Ywi4gqVS21f22bNnCvXv30Ol0REZGsmXLFqpUqWJn8+mnn3Lnzh3ET7ghMN+9zY95FJStW7cyceJEZs2axblz56hfvz5vvPEGcXFxjzGagIBASeBY3huVrzuxR7NVqAzpGhLPR+DVOG8VsvuROTsAoE/OKHQfBXJHJJPiWK8KaUftVcjSjl3EqVH+VMjEKrlVxCFFeG4CAoWF2L8S4oo1MN0Q1P0KiyKvDlEQhRCAJUuWMHToUAYNGgTAqlWr2L17N2vXrmX69OlF7a6AgEAhoPRxA0B7nwqZNj4V5UNUyOwQiWjwcX/iT4WRGhZZuA4K5InUwxmRVIIhwf7ZGeJTUFYJyNcYQTPeRR+bbL+QFhAQeCwcZqxB5OQKYjH6A1sxnjpY0i6VGYo8HWL+/Pm4urraHfPnz8/VVq/Xc/bsWVq3bp3toFhM69atOX4870R/AYHSjFKpLGkXipwKbzXjrevf2Q6xTPLEYzaaPxDXmoEcH/FVIXgoUFz4jXoLj84tuP7eAiw5qksICAg8HpqvZ6BZPhndT6uRt+iE9PkWJe1SmaHIS6TlVyEEICEhAZPJhK+vr127r68vV68WoLi0gEApYv78+Sx4PGXap4ao/edIPBdhOxfLrR8tSm9XtHEptnaltyspV24/cryGnwzAv3UD/ug2F020IIxRnBiT0rEYTci87DfBybzdMORQlMsNv+FdKDfqLcJ6z0IT+ujnLCAg8GgsyXFYAHPMHUTOrsjb9MZ4QShpVxgUeSQ4vwohAgJlBaVS+czlsBvVWjJuxdqOtPAoNLHJ+LaoY7OROqnwbFCFhDMPL5vV8JMBBLRvzOGen6C+G1/Urgvch8VgRH0xwn5Tm0iES4u6ZJzNW4XMb2RXyo3vSXi/j8m8GJGnnYCAwBMgEoNUUPcrLEpVdQgvLy8kEgmxsfZ1RGNjY/Hz8yshrwQECsb8+fOf2bJoOQlfs4/a47vi37YhrjWDaPLlCDSxKUTtO2uzeXVbMFUHZZf7aTR/IBW6N+fEqBUYM7QovV1RersiUWZ/6Cu9XXGrUwHnStY3Rq61gnCrUwG5m2PxTa6ME7tmF97vtMGzZyuUVQOpsGA4YpWShK2HAKi0fCyB0/vZ7P3e70bAlHe4NekrdHfjkHq7IfV2Q+xQ9lOBShyFEnFgZcSBlQEQefkhDqyMyN1aTkredRDKgZPtuvxnL1IoETm7Ws/LlS9215855ErE/hUR+1cEQOzhi9i/IiI3L+vl9v1Q9B5rM5c1a4+kVmNEXuUQeZVD+sLryFt2wXjuz5LwvkxSqmST5XI5jRo14tChQ3Tt2hUAs9nMoUOHGD16dMk6JyAgUCCurvgNqYOCxp8PQe7iQFpEDJrYZDqf+xKFhzP7W3+AU0VfFDlUyKoOtC6IX/v5w3zf5/VfPgLg5LjV3Nr21yOsBfJD0q6/cW5Rj4oLRiBSyBCJRESMWYoxa7Oc3N8bzNk6Sz7vtkOskFF1zbQHxjJr9Zyt8nhiSwKPRlKhOg4TF9rOlT2HA2A4fgDthsWIXT0Qedh/KXec+bVdf9mLr2FWp6Oe1LN4nH4Gkbftg6xZe0SO2Z93is6DATCc+QPd1i8RubgjdsuqhSsSI6ndGHmVeiCRgMWCJT0F3Z6NGE/8bhtD5BOIokN/JJXrgESCOfYu2o0LsaQkFOv8nlbyvQh+nHJnj8PEiRMZMGAAjRs35sUXX2TZsmWo1WpbtQgBgaeRwpQdr29pWmhjFTkLF1kPoGOPdgSUL0fclgRmLwnmO0sUU1/oYmf+qV8zu3MXN2dksuwosJuHK9sObWDOpAXs2vp0yIQ68XRGQ984eRb/e1EkxCYyfdFk5oaFcI2sihE9x9obv9QbgA693mDcnFH0eWWA7ZLFAsnYV5oorVTd517SLhScfRE0u/sF3kE+pMQmMfiz9/mwwyTuhNwCHGHfqizDHG9KKnanUr0qvPhmc25djuCdDwexe9UOft/3dL1N8eDpSAt4bURnWjd5k+/Hf03i3XjaT+qFf40gFrSZnEOaXAHbv7H9u/X7XWnpXZUfhy4m+lok5etWpvfnI9hzUcnRbXIAPMv7MmHnPP7aephzU39Gm67Br3ogt8+LyEgsfWmnSz8vaQ8epFRFggHefvtt4uPj+eijj4iJieH5559n3759D2yWExAQeLr47X/7APAPyn9qU1pKut15u66t0Wp0HPj1j0L1TeBB9v90AAC/wIJ99loskBSfXBQuCeTBPzusr8e9Ar0fYZnNzYsR3MzK3e45rd8jrAWehJaD2/P7lzu4fMCaCrZ54go+PrOaum0bc/7X3CtfVWxUncsHzhJy+DwAyZHxNOjcjPL1s0UjOkx5m9DDF/h1wWZbW+KdvGXpn1YWLFhAcHAw48aNY9myZQB88803bN68mXPnzpGenk5ycjJubm4FHrtU5QT/x+jRo7l9+zY6nY6TJ0/SpEmTknZJQECgFNDtnU7s++UgmkxtSbsikAcqRxU/nfyRn09vYcHauVSqXrGkXRIQKDE8g3xw8XEn/O9LtjZtuobbF65TsWH1PPvdOhtO9ebP4V2pHAD+tcpTuXENQo9cAEAkElG7VQPibkYzfGMwH59Zzfhf5vFc28ZFOp/i5vTp06xevZp69ezVJzMzM2nXrh0ffPDBE41f6iLBAgICArnxXINaVKtVhdkTPy1pVwTy4HbEXeZPWkhE6A0cnR3pM+JtVu38gn6vDSY+WshRFHj2cM4SB8q4TzgoIz7Vdi03Dq3cidJZxfRDi7GYzIgkYvYs2sq5nX8D4OTlgtJJxesjO7N38TZ+XbCZWi3rM2jVRL7uM5eIk6FFNaXHpqDiaRkZGfTt25c1a9Ywb948u2vjx48H4MiRI0/kU6mTTRYQKGsEBweXtAvFToe32nI84qDtaNCk/hOP2a1PJ8JDrnP5fOn7cH/aadvtdQ6E77Yd9V+s+1jjXDkbwr7/HeDalQgunLjIB+99REpiKl37dSpkj59dmnZ5mdVXfrAd1V+oVdIuCeSgYZfmLLiy3nZIHlM46PmOL9GwSwt+GPclizsG8+OklbQa2pEXur8CgEhkXb5dPnCWP7/bw72Q2xxauYuQQ+do1rf1w4YuMQoingYwatQo3nzzTTsBtcJGiAQLCBQxWu2z9+r+yP5jXDqXrW8fF/Nk9X5VDkre6Nqarxd++6SuCeTCsd//4UqOLxfxMYUTtTUZTYRfuU5AxfzJLQs8mvMHTxNxIbvWdnKMICZTmrhy8CyLLly3nUvl1s17Tt6upOUQm3HyduVeSN6CMp2C+3Fo5U5bznB02F3cA7x4/f0unP7pL9TJaZgMRmKv2UvKx0bco3LjGoU4o8KjIOJpW7Zs4dy5c5w+fbpIfRIWwQICAoVOpjqTTHVmoY3XptNryOUydv+0r9DGFMgmU60hU60p9HHFYjFValbi+B8nC33sZxWtWotWHVPSbgjkgU6tRae2D3ykxSVTvdlztkWvwklFheer8s8PB/IcR66SY7FY7NrMZrMtAmwymLhz8QY+lf3tbLwr+ZEUVTpTjx6W+pCTu3fvMm7cOA4cOIBSWbTVdYRFsICAQLHg4uZMuQA/vP2sheErVrUW50+ISyQx3hrNmvflh8RFx/PFp6vs+nbr05HD+46SmpxWvE4/wzi7OeMX4IOXr/V5la8SBEBiXJKt+sPM5dNJiE5g1QJrhH7Q+P5cORdK5K0onFyceGfk2/gF+PLr5qejnN3TiqOrE54BXrj5eADgl7UwSo1PITUr+jhs8RiSY5PYvnATABKZlIBqgQBIZVLcfT0pX7siWrWWuNvCIrsw+XPtXtqM6Ub8rRiS7sbRflIv0mKTufT7GZvNyE0zubT/NMc27gfgyqFztBnVlZSoBKKvRRJYpyKvDnmTk9uP2Poc/uZX3v1yHBGnQrl+/Ao1Wz5PndcbsaL3x8U9xULl7NmzxMXF0bBhQ1ubyWTir7/+4quvvkKn0yGRPF6ayf3kexFcmHVOBQQEnj1efeNl5i6faTtfuHouACsXfceqRd8B4Bfgi9lsv5ugQpXyNHzpeYb3Gld8zgrwcttmzFiaLX7x8UqrKMl3izewdskGAHz9fbDkeF7Obs5M+3wSHt7upKdmEHYpnOFdxnDrWt6vfQWenAZtXmDoomxBqVFfTQJgx7Kt/LJsGwAeAV6Yc0QW3X3dmbtnse28w/AudBjehdATl1nQe1Yxef5s8MeqXchVCnrNH4rKxYGbp8NYPWBBjhrB4FXBF8ccwkE/z1pH+0m96D53ME5erqTFJvPP5oP8/sVPNptL+0+zfca3tH6/C91mDyT+xj3Wj1zCzTN5y5s/Dbz++utcunTJrm3QoEHUrFmTadOmFdoCGIRIsIBAkRIcHExcXBwiLI82zicTlL0Lbayipt2EnrzU5zVULo7cPBPGp6+OJ+HWg1Gm15XWqPCWfp/zxvie/HH6F1y83UiNTeb0//5kYsXeOGbZvTG+B893aopbOU9MBiORl26yZ9FW7uTIwytNVDU9PR+zL0zqTu0+rVC4OhB9OpxNL08i9daDdUf7iq2RxhNvL7KdN3i/E02H9uDfb/fx85wfAFC4OTJxYg+CXqmLc4AnmsQ0bu4/y6lF/0OfXvjpF09K94qRjzYqBai6dsWxd2/EHh4Yr18n7YsviH311QfsmgFv/rIM+fPP29pe7tEKAN3x49Y+EglOQ4Ygf+klpOXKUb2qH6tWDyPjm28wJyYWy3weF1U1eUm7kH8ur0ay7h94oydVn6vGB4eXkrliNsYL/1ivz+lLM6BZtoo8opCNKOsoEcuq4xnkT8ta8NKr9+2vSPkZPv0ZLeAM9AR6tuGpxtnZmeeee86uzdHREU9PT1t7TEwMMTExXL9u/dy/dOkSzs7OlC9fHg8Pj3zfq1TWCRYQKCtotVp8fHwebVgGeW1EZ14e1I7tM75lWdeZ6DU6hm8MRqrIW+XptRFdaNavNT9/tI4FrSfx24LNtBreiZcHtrPZxN+I5ueP1vH5G1P5ssdskiLjGb7xA7soikDBaTCyI/UGteXPD9byU6dZGDU6Ov4wDclDntd/+NSvTJ2+rUi4b6OPo687jr5u/DNvM1taT+ePid9Q/tV6tPp8aFFNo8yjaNUK5/ffJ2P9ehKHDsUQEYH7558jykMoIOXDD4l/6y3bkTBwIBaTCe2fVoENkVKJtHp11Bs3kjhsGKkffYQ0KAi3T4VShIWNSKHEHHkD7eav8tdBKsOcnop+92bMkTeK1rmnjFWrVtGgQQOGDrV+lrzyyis0aNCAXbt2FWic/JdIEz3eISAg8GzyyuD2HPhyB1cOnCX66h02T1yBi6/7Q4u5V2xUnSsHzhJ6+DzJkfFc3HuS8KMX7VSSzu36m2t/Xybpbhyx1yLZOe97VC4O+NesUBzTKrPUG9KOs1/u5Nbv50i8epdD41fh6OtGpTcaPbSf1EFB6y9GcmTad+hS7TdDJoVFsn/4F9w+eJ6023FE/RPCyYXbqdi6ASKJEIN5HBx79kSzezfaffsw3b5N+pIlWLRaVB065GpvSU/HnJRkOxSNG2PRatFm1Ve1qNWkTJ6M7sgRTHfvYggJIW35cmQ1aiB+Rr/AFxXGy6fR/bIe4/m/82VvSYxFt3UlhuMHsWjURexd6ebIkSM2tTiA2bNnY7FYHjgGDhxYoHGFTyEBAYFCxyMPlaQ7+VBJqnafSlKlHCpJ9yORSWja53U0aWruhQp5p4+LS3lvHH3duHv0sq1Nn64h9kIEfg2rPbTvK/MGcvuPC0Qeu/JQu/+QOzugz9BgMQmV5AuMVIq0Rg30Z89mt1ks6M+eRVa7dr6GUHbogPaPP+AhpRvFTk5YzGYsGRlP6rGAQKnm6UlWExAQeGpwyVJCSr9PJSn9ESpJf2SpJE3LoZK0N4dK0n/Ufq0h/b8ci0wlJz0uhVX9PkGdnF7Y03hmcMh6JpoE++obmvg0HHxc8+xXtfNLeNetyP86fpSv+yjdnWg8rishmw8/tq/PMmJXV0QSCeYk+9rA5uRk5OXLP7K/tGZNZJUrk7ZwYd5GcjlOw4ahPXQIS2bhlTkUECiNCItgAYEipqjrHJYGGnZpTs9Ps/M8vx382WONUz+HSlJseCT+tSvS9aN3SY1N5sxPf9nsrh+/wuIO03D0cOal3q/z7orxLO86k4xEoYRafqjWtRmvLhhsO989cFGBx3Aq50GL2f359Z0FmHLscs8LmZOKNzdMJulaFKeX/Fzg+wk8OaoOHTBERGC8ejV3A4kEt1mzQCQifenS4nVOQKAEyPci2CyUSBMQeCzmz5/PggUl7UXRcuXgWbvqDJIslSRnb1fSc6gkOXu7EvUIlaQ/Vu7kQi4qSTkXwXqNjoTbsSTcjuX2+esEH15Kk7dbcejrnYU8s7LJrQPn2HohwnYukVv/FKi8XMiMS7G1q7xdSLxyJ9cxvOtVwsHblZ5759naxFIJ/k1qUHdgG1ZXGYjFbK2KInNU0un7KegztOwbugyz0VQEsyr7mFNTsZhMiO/b/S52d8eU9AjlOKUS5WuvkbFuXe7XJRJcZ89G7OtL8sSJQhRY4JlAiAQLCAg8MXmpJFW7TyWp/PNV+buAKkmWHCpJeSESi23ypAKPxqDWYrjvealjUwhsUYfEEOuiV+akwvf5Klz5/lCuY0Qeu8KW1tPt2l5bPIzk6/c4v/K37AWwk4pOP0zFpDeyd/CSfEWNBfLAaMQYFoa8YUN0x45Z20Qi5I0akbljx0O7Kl99FZFcjvZALr9/WQtgaWAgSePHY0kT3qgIPBsIi2ABAYEi4a8slaSELJWkdlkqSZdzqCSN2DSTy/epJLUe1ZXkqARislSSWg55k1NZKklylYLWo7tx5eAZ0uJScHR3pvm7bXH1c+fC7hMlMc0yw8Xv9tFoTFdSb8aSdjeOFyf3QB2bws392ZuwOv8YzI19Z7i84QAGtZakMPu6uoZMHdrkDFu7zElFp03TkKnkHBy3EpmzCpmzCgBtYpptoSyQf9Tbt+MaHIwhLAxDaCgOPXogUirR7t0LgEtwMOaEBDLWrLHrp+rQAd2xYw8ucCUSXOfMQVa9OinBwYgkEkRZkWZzWhoYjcUyr2cChRKxT7bMsdjLD3FQZSzqdCxJ8Si6DUbk7ol27efZNkGVARApVIid3aznRiPm6Nzf0AgUDGERLCAgUCT8p5LUM4dK0jePUEnakUMlydnLldTYZI7nUEkym834VPHnhe4TcXR3Rp2Szt2LN/iq52xirz0dQgellfMrf0PqoODVBYORu1jFMn7rv9AucutSwQdVAeoxez9XEb+GVQHod2yJ3bXvm44nPTKhcJx/htAdPky6mxtOgwbZxDKSp07FnGyVspb4+sJ9b1MkQUHI69UjedKkB8YTe3ujbNECAM/vvrO7ljR+PIYLF4pmIs8gkgrVcZySnX+vfHsEAPp/fke7bhEiNw/EHvZl6Zw+ypaQl1SsjqzJa5gTYsgIfrd4nC7jFEA2WUBAoDQwqVxcSbuQLxy7d8GpV3MkLg4Yrkfgtm4l72qvQrlsG03Pt3kOeK4ciJwccRnRG1XLJohdnDHFxMLyr6l9/CS1vcCxW2cc3+qEpJwfAMbwcAxrv8f9xCl6gd24pQmlR+nPf1W82RVV996I3T0w3oxAPX85DuFXaecM1Mu2M4zoQWWg9oc9UHbogtjbF3NaKvq/j5C5fg3MG0EgMGBuXxTNXkESWB5zSjLG0Muo163GHHXXNlYHDyD/wk7FgjxIVdIu5I/QvWTOtkZ+JVWfw3XkAMTlqyF280Szcg7Gf4/jUDPnhtx40ke0QwrIXvRH0WMokgrVEHn7Yzi8k/QR7XK9jQyQ1Sy9G3vFQU9XHWOxrzvGa+cR+1VE7OyOdvsyTOHnAJBU9MNw+Afbv/9D/Yl1sSsOrIay/weY4yPRfvuhnY3A4yPUCRYQKAKUSiUTJkwgLu7pWLAWNqrXX8V17EjSv9tI3MDhGK5F4LX0M8Tubrl3kErxWv45Uj8/kmbMJvbtASQvWIwpPlsi1BQfT+rX3xI3cATxg0aiO3sez4VzkVaqWCxzKqvIX26F49BRaDZvIHXsUEw3I3CeuwiRq1vu9i1b4zBwGJmbN5Ay4l3Uyz9D8fJrOAzIrg4iq1sf7e4dpE4aSdrMSSCV4jJvEShK74LqqUWhxBR5E92WFfmzl8mwZKSi2/OjoEJWzIjkCsyxd9Dv31iwjgoHFJ2HYboZUjSOlTJMJhMffvghlSpVQqVSUaVKFebOnWu3X2TgwIGIRCK7o1273L/MPQwhHUJAoAiYP38+ABMmTChhT0oGpz49Ue/aQ+bufQCkLFyKsvlLOHRsT8b3Pz5g79CpPWIXF+KHjQGTNXJqiom1s9EeO253nrZ6LY5vdUb+XC2MN28VzUSeAZTdeqHb9xu6g9bIovqrxcgbv4SibQe02zc/YC+rVQdjyGX0fx4EwBwXg+7PQ0hr1LLZpH801a5PxpL5ePy4C2nV6hivXCzC2Tx7mK6cwXTlzKMNs7AkxqLbZn3FLmv+RlG5JZALpoiLmCIK/v+/ov1AjFdOgNmMpEbDIvCsdPHZZ5+xcuVKNmzYQJ06dThz5gyDBg3C1dWVsWPH2uzatWvHuhzVThQKRYHvJUSCBQQEChepFFmN6uhO26ta6U6fRf5c7qpWqhbN0F++gtvkcfjt/h8+P3yH04B3QJzHR5RYjKp1K0RKJfpLz0Z0pEiQSpFWrY7+wn0KZBfOIqtZJ9cuhtArSKpWR1q9JgBiv3LIXngJw5mTed5G5OhkHTpDEDQRECgI0novI3L3xvDXw6t/lCX++ecfunTpwptvvknFihXp0aMHbdu25dSpU3Z2CoUCPz8/2+Hu7l7gexWgTrCAgIDAoxG7uSKSSjAnJdu1m5KSUVTIXdVKElAORaMGZP5+kMSJwUgDA3CbMg6RREr62uxXh9IqlfD+5itEcjkWjYbE6bMw3hLkkh8XkYsrIokUS4r9s7KkJCMKyv1Z6f88iNjFFZeFX4FIhEgqRbt7J5ptP+RxExGOw0ZjuHIR0+2bhT0FAYEyi8jdF3mrXmi+/wQsT/8qTKfTodPp7NoUCsUDEdxmzZrxzTffEB4eTvXq1fn33385duwYS5bYb649cuQIPj4+uLu789prrzFv3jw8PT0L5JMQCRYQKGKCg4NL2oVSj0gkwpScTMqCJRjCrqE5dIT09Ztw7NbJzs54+y5xA4YS/977qHfswv3DaUgrVighr59NpHWfR/V2X9RfLyV17FDS581E9sJLqHrnvlvdceQEJBUqkfHZx8XsqYDAU4xIhKLrSPRHf8aSFFPS3hQK8+fPx9XV1e74L3UwJ9OnT6d3797UrFkTmUxGgwYNGD9+PH379rXZtGvXjo0bN3Lo0CE+++wz/vzzT9q3b4/JVLCNyEJOsIBAEaPVah9tVIYwp6RiMZoQe9i/mpJ4uGNKzF3VypSYhMVoBHN2tMNw6w4SL0+QSrNrlRqNmCLvYQIMYdeQ1aqB09tvkfKZIPH6OFjSUrGYjIjc7J+VyM0dS3Luz8qh3xB0f/yO7vfdAJhu3wClEqfRk9Fs/d6uPJfjiHHIXmxK2rQxmBPjcx1PQEAgF+QqJP6VEftVQP5G1hdMkQiRSIxD8Dq0mxdivh1asj4WkODgYCZOnGjXllse77Zt29i0aRObN2+mTp06XLhwgfHjx+Pv78+AAQMA6N27t82+bt261KtXjypVqnDkyBFef/31fPuU/3QIkSCbLCAgkA+MRgxh4SgaN0T719/WNpEIReOGZPzvl1y76C9eRtX2dRCJbIsoaflATPEJDy3WLxKJQSYoxT02RiPG6+HInm+E4US2Apns+YZof8s9B1GkVDxQh9b25SXH83McMQ5505dJDR6HObZsRLIEBIoNnYbMb+zfIsoatUZSoRban7/EkvL0fanMLfUhN6ZMmWKLBoN1kXv79m3mz59vWwTfT+XKlfHy8uL69etFswgWEBAQyC8ZP27H/cPpGK6Gob9yFafe3REplWT+Zq0W4f7RdEzxCaSt/BYA9c+7cOzRFdcJo1Fv34EkKADnAe+QsS17IeYy8j20x09hiolF5OiAQ9vXkTesT/r4aSUyx7KCdsc2nCYGY7p2FWP4VZRdeiBSqtAdsFaLcJr4AebEeDI3WBXI9Cf/QdmtF8aIaxjDQpCUC8Sh32D0p/6xLYYd35+AvOXrpM+dgUWjQeRuLQhsUWeAXl8yEy2rKJSIvbNVyERefogDs1TIkuORdx2E2M0T7fpskQZx4H8qZEpEzq7Wc5OgQlbkyBSIPXxtpyI3b8S+5bFo1FjSEpG92hORszv6X78BLFjio+y6W9RpWEyGB9rLGpmZmYjv2xQtkUgwm/POi46MjCQxMZFy5QpWMF5YBAsICBQ6mkNHULZ6BbfgKSARY9FoSVnyRQ5VKx8sOT7QFC+9iOleNI5vdcaxR1csOj2Ze/bZlVOT1aqB49vdEcnliEQidJdDSBw/zb4KhUCB0R89jL7ZKziOmwZiMRatlszVy22b5cTePlhybMrRbPkepDIcR09C5OAIgEWtRv/3nzYb5ZtdAXD97Av7e104S/oM+9ehAk+GrNkbKN8eaTtX9hwOgOH4AbQbFiN29UCUQ4VMUqUODlMWZ59XqI7sxdcwJ8ainpF7lE2gcDivV/HDmQQuX75M/Oc1WLFiBa3f64vh36Pof1uDyMkNsav9xq49NxLYcCWau2lanHaG8HLzZoxxMuCmLLtvwDp16sQnn3xC+fLlqVOnDufPn2fJkiUMHjwYgIyMDObMmUP37t3x8/MjIiKCqVOnUrVqVd54o2Bl/4RFsIDAU0b0XZeSduGRuHdqjrJFc25NXYH6fDi+73XGffQo7mwPwZiYSnTn2VmW1rlUqtmYe+sOkXHmKhadHr/338KtXWsiPt2JIcaam6r74SiKoDAMsUlU/Hw01yeuQRNy0zZGaSVAklrSLjwU5WutkL/UgtTPFmEICcWxVw8choxCffAk5pQUEt7/b9GaFZmRSnCu1xj9v5fJ+H4T5vh4JH5+mDMyMKZabWI7drUrbyetXAnPZYtJ/+579Kmldz+2smHp/n8pV3TJ6I/8hPneDZTvTEG7+XNMoacBEHu7oN+zxvZvAJGjBO225Zhjb4Neh7hCTRSdh2I49ovN5mlBXCGopF0oEJrr0VQxJNLp1apM3B6P7sgPaGIOA9a5GC/ts/0b4PzdBD76O4LJbevTspo/ceka5u05zjwPJ5b0alZi8yhqvvzySz788EPef/994uLi8Pf3Z/jw4Xz00UeANSp88eJFNmzYQEpKCv7+/rRt25a5c+cWuFawIJssICBQ6PgO60LCj7+TuO0PAG5PX4nr643w6v06MSt+fsD+5hj7jW23pqygQYemuDSvR+JPRwBIyvqvPPDpkkot7Tj27knmr7vR7LH+AU79fAmKpk1QdWyP+odchE3ebI/YxZnEEaPzFDYxp9gv/JX93sEYGYX+/L9FNItnF9O1C5iuXci3vTn6FkTfyu6fEo+p9otIKtTCeOZQofsnkE2LquVoUTX/r+svRibi7+bIOy9WAyDA3ZEeDSuz7p+wonKxVODs7MyyZctYtmxZrtdVKhX79+8vlHuV3q/kAgJlAKVS+cxJJ4tkUhzrViHtaA5lJIuFtKP/4tiwRr7GEKvkiGQSjCkZReSlAGAVNqleHd2Z+4RNzpxDXid3sQxFi2YYLofgOmk8Prt+wmvjWhz7981b2EQqRdW2DZm79xbBBASeFHG5ioiDamC6JYjOlDbqBXoSk5rJ0WvRWCwWEjO0HAyNpEVVv5J2rcwgpEMIPJUEBweXaOmx/C5s58+f/8xJJ0s9nBFJJRjiU+zajQmpKKsG5muMwA8GoI9JJu2YEDksSsSuuQubmJOSkeYhbCL190fS0A/NgYMkTQlGGhCA66RxiKQSMtZtfMBe+UoLRE5OtkizQOlANXklIkcXEEswHN6O8ewfJe2SwH00CPLi025NmPbzSfRGE0azhZbVyhHcvkFJu1ZmEBbBAk8lWq2WpUtLrjZsQRa2oaFPVy3HksZv1Ft4dGlBWM+ZWHSGknZH4H7EIswpyaQuXAxmM8awcCTeXjj2eTvXRbDDmx3QnTyJOTGxBJwVyAvttx+BQokksDrytu9gTozBdOnvknZLIAcR8Wl8vv8Cw16uRbMqviRkaFl68BKf7DnH7E6NS9q9MoEgmywgUMQ8rKxLWcSYlI7FaELm7WbXLvVyxRCXnHunLHyHd8Hv/e6E9/kITaggh1zUmFNzFzYRe7hjzkvYJCEJTPbCJsbbtx8UNgEkvr7IGzckecasopmAwGPzX51ZY+xdRE6uyF/riUZYBJcq1v59lfpBngxsZk0jq+4LKpmUQRuOMOrVOng7q0rYw6cfISdYQECgULEYjKgvReDcol52o0iES4t6qM/lvaHDb2Q3yo3rxbX+c8i8GFEMngpgNGIID0fRqGF2m0iEolFD9Feu5NrFcOkykoAAqzBGFpKgIEwJDwqbqN5shzk5Bd3x40XivkAhIRKBRHgxXNrQGkyI7xMqE4ut50KxgsJBWAQLCAgUOrHf7MS7Txs8e7RCWTWQCvNHIFYpSdhq3X1ecdk4Aqb3s9n7vd8N/8nvcGvyV+juxiH1dkPq7YbYQWmzkbg5oapdCVV1a/kgZRV/VLUrIb0v4ixQMNRbtuPQqSOqdm8grVAel8kTEKmUaHZbc3hdZwbjPPy9bPtfdiJ2ccZl3GgkQYEomr6EU/93yPz5F/uBRSJUHdqh2bcfTM/W25BiRa5A7FcBsV8FAERuPoj9KiDKqjcra9MHefdRNnPpi28gqdEIkYcfIg8/pA1bIWveCeO/R0vE/WeJTL2RqzEpXI1JASAqRc3VmBSiUzMB+OLQJWb+cspm/0r1cvxxNYptZyKITM7g/N0EPtt3gef83fERosCFgvDVT0BAoNBJ/vVvpJ6u+E/ug8zbncyQm1zrPwdjgrV0liLAG8zZsQzv/u0RK2RU/cZe/e3eki3cW7IFALc2L1Jp6VjbtSorpzxgI1BwtH8cJs3NFaf3BiLx8MBwPYKkSdPshE1ypj6Y4+JJmjgVl7Gj8F7/HaaEeNTbf0a9yb6cmrxxI6R+fkJViCJG7F8F1ZDZtnNFB6vgheHcEfQ7vkbk5I7Y1Su7g0iEvE0fRO7W52pOikH/+yaMZw4Ws+fPHlfuJTH0+79s54sPWCvodKpXgbldXiA+Q0t0Wqbtepf6FcnUGdlyOoIlBy7irJTxQkUfxr1et9h9L6uILJb7ReBz50f/vo91gz73NuXLbsKECSW60Ung6aKk/38pyP379u3L5s35+z3ID12DOhXaWMXJS+2a8ka/9lSpWwVndxcmtBvLrZCbj+zTfXRPylUoh0QmJfrmPXau+YU/fz5cTF4/OU1EriXtQr55eWJ36vdphcLFgagz4eyfsY7kW7F52rcY/xYtJrxl15Z4/R5rXp9qO3f0dqXVB32o2OI55E5Kkm7EcPyrnYTtPV1k83hcmutKruJMXpQb1I7A9zsj93YjI+Q2ETO+I+P89TztvTo1pcLU3iiDvNHcjObmvB9IPnTedl3m5UqlD/vh1rI+UhdHUk+EEDHjO7Q3Y+zGcW5UnYrBfXBuWA2LyYz68i0u95mHWVt6ZK/L+6eUtAuPxKlXZ1zf7YXE0wN9eARJC79CfyX3tDDHTm3xmjPVrs2i03OnaQe7Nmml8riPfQ9lw/ogFWO4cYf4KXMwxZTucpwVzpW+L1pCOoSAQBHj4yOIOwAoHJSEng5h4/wN+e6TnpLO/77cxvRuU5jwxhj+2H6QMYvG8fwrQomgwqbJiI40GtiW/R+sZWOXWRgydbz9/TQkiofLs8aH3eXLxqNsxw89Pra73nHJCDwql+On95bwXdtgwvedpsuKMfjWqVCU0ykTeHVpRuXZA7izeDvn205FfeUWz/04E5lX7spuzo1rUHPleGJ+PMS5NlNI3Hua2uum4lAzW1mt9vqpKMv7EjLwM863mYIuMp6622chdshW2nJuVJ3nfpxB8pF/udB+OhfaTefeur12UucCj8ah7at4TBxByjffE/3OCPTXbuCzYgFid7c8+5jT1dxt09N2RL75jt11aWA5/L5bhuHWXWKGTSL67WGkrvkBi670fDkpDNLT0xk/fjwVKlRApVLRrFkzTp/O/uKckZHB6NGjCQwMRKVSUbt2bVatWlXg+wiLYAEBgWLhz58Ps235Fv49diHffa6cuMzJ/SeIvB5JzO0Yflv7K7dCb1HrhdpF5+gzygtD2vHPVzu5duAc8Vfv8tvEVTj5uFG9baOH9jMbzajjU22HJtle4CSgUTXOrv+d6H9vkHo3nn++3IkuTY1v3UpFOZ0yQcDwTsRsOkjslsNkhkdyfeo3mDU6fHu/lrv90A4kHb5A1Ne70FyL4vbCLWRcuon/oPYAqCqXw6VxDa5P/4aMCxFoIu5xfdoaxEo53l1b2Map/PFA7n27l8ivfiEzLBJNxD0Sdh3Hojfmel+B3HHp2530HXtQ79qP4eYdkj5ZhkWrw6lLu4f0smBOTM4+klLsrrqNGozm75OkLF+DIew6xshoNH8dx5yckutoTyvvvfceBw4c4Pvvv+fSpUu0bduW1q1bExUVBcDEiRPZt28fP/zwA6GhoYwfP57Ro0eza9euAt0n34tgM6LHOgQEBAQKi7rN6xFQJYCQU7lXLhB4PFyDvHHycePWscu2Nl26hnsXIghoWO2hfd0r+TLq1JeMOLqETstH4uLvaXc96uw1anV6CaWrI4hE1Or0EhKFjDvHhfrZD0Mkk+JcrzIpf9krL6YcvYRL49yVF50bVbe3B5KPXMC5cXXrmHJrVN+szVF/22LBojPg2qQmADIvF1waVceQmEr9Xz+hyaVvqbdjDi4v1izE2T0DSKXIa1VHe/JcdpvFgvbkORT18v4SL1KpCNi9iYA9m/Fe8jGyyjnemIhEqFo0wXg7Ep8VCwg8uB2/DV+ierVZEU6k+NFoNPz0008sXLiQV155hapVqzJ79myqVq3KypUrAfjnn38YMGAAr776KhUrVmTYsGHUr1+fU6dOPWJ0e4RIsICAQKnGwdmBzaHb2B6xg5nrZvHtR6v59+iFknarTOHk4waAOiHNrl2dkIajd945zfcuXGf3pG/Y9u5C9s9Yh2uQN323f4jcMbuqxy+jvkQslTD+4mqmXFvHG58O5udhy0i5nXeusQDIspQX9fGpdu36+BRkWc/rfuQ+bg8oNRriU5Fn2WuuR6GNjKfijL5IXR0RyaQEju6KIsALuY+1VrSyvC8A5Sf1ImbTQS73+YSMizepu30WykqCXG9+kbhZ1RhN96kxmpKSkXi659rHcPsuiXMWETfhIxJmLgCxCL91XyDxsW5sFHu4IXZ0wGVQbzT/nCb2/elkHv4b70WzUTSsl+uYpQmdTkdaWprdodPpHrAzGo2YTCaUSqVdu0ql4tixYwA0a9aMXbt2ERUVhcVi4fDhw4SHh9O2bdsC+SQsggUEipj7f5GfBV7p2pLNodtsR60XHz99QZOhYWK7cUzpNJFNn3/PoA+HUOel5wrR22eP2l2bMTHkW9shlkoea5wbRy4StucU8VfvcvOvS2wfuAiFiwM1Ozax2bwyqQdKFwd+fGc+Gzp9xOlv99J1xRi8a+RPQlug8LAYTYQO/hxV5XI0DdtA85ubcG1Wh6RD57DtkRdblwXR3x8gdsth1JdvcmPWejQR9/Drk3sahkDhoL8Yinr3AQzhEejOXSR+8mxMKSk4de8IgEhkfTaaI8dJ3/QThvAI0tZvQXP0BM49Opak6/li/vz5uLq62h3z589/wM7Z2ZmmTZsyd+5c7t27h8lk4ocffuD48eNER0cD8OWXX1K7dm0CAwORy+W0a9eOFStW8MorrxTIJ6FEmoBAETN//nwWLChpL4qXUwdOEX4+3HaeFPP4krkWi4WY29YPvlshNwmsGkT3UT25cuLyI3oK5MX1A+dYez5bkEQqt/4pcPRyQR2XYmt39HIhLuROvsfVpWWSfDMG9wrWaKJbeR8aDWzLt62nkXDNmssXF3qHoBdr0PDdNuyfsa4QZlM2MWQpL8rvi8TLvd0w5HhGOdHHpTyg1CjzdkWfwz7j4g3Ot56CxNkBsVyKITGN+nvmk/FvRNYY1shlZvhdu3Eyr0VaSxsK5AtTilWNUXKfGqPEwx1T4sOVM20YTeivXkcW5J89psGI4Ya9mqbh5h0Uz5f+wEBwcDATJ060a1MoFLnafv/99wwePJiAgAAkEgkNGzakT58+nD17FrAugk+cOMGuXbuoUKECf/31F6NGjcLf35/WrVvn26d8R4Itj3kICAg8e2jVGmJuR9sOfSHuXBaLRcjkD69YIPBw9GotKbdjbUfCtSgy4lKo2LyOzUbupML/+SpEnbuW73FlDgrcKviQkbXokqnkANxfidNsMiMSC3tGHobFYCT94g3cXs5RE1Ykwq1FXdLO5F5iK/1suL094P5KfdLPhD9ga0rPxJCYhrKSH871K5O4z7rzXncnDl10Ig5VAuzsVZX90UbGP+GsniGMRvSh4ShftFdjVL7YAN3FkPyNIRYjr1rJKlWeNaYuJAxpRfu3KLLygZiiS3d5NLAueF1cXOyOvBbBVapU4c8//yQjI4O7d+9y6tQpDAYDlStXRqPR8MEHH7BkyRI6depEvXr1GD16NG+//TaLFi0qkE9COoSAgECx4OTqRMXalQiqZi3XFFAlgIq1K+GWI3I1dukE+k1713b+1qge1H/5eXzL+xJYNZDOQ7vS8q1W/LnjSDF7X/Y5/d0+mo3pStXWDfGuEUjHJcPJiEsh/PezNpvem4NpOKCN7bzVjD4ENamJa6AXAY2q8dY347GYzITsssokJ0ZEk3QzhnafDqZc/cq4lffhxaHtqfTyc3bjCuRO1Opf8evbGp9eLVFVC6DqZ0MROyiI3WKtk139yzFU/CC7hFbUmj24t3qegBGdUFX1p/zkXjjVr8y9ddmCJV6dmuLarA7K8j54vPECdbd9ROLe06T8+a/NJvLrXfi/1x6vji+hrOhHham9UVX1J3bzoeKbfBkgbdNPOHfrgGPHNkgrlcfjg3GIVEoydlnVGD0/nobb6CE2e9eh/VC+1AhpQDnkNaviNW86knK+ZOzYkz3mxm04tn0Vp24dkAb54/x2F1SvNCV9e8GqIjwtODo6Uq5cOZKTk9m/fz9dunTBYDBgMBgQi+2XsBKJBHMBy/gJ6RACAgLFwgttmjB2yXjb+eQVVnW4LUs3s3WpVW3M298bSw4lOaVKybB5I/Es54leqyfqeiTLxi/m71+PFavvzwInV/2G3EFBu/mDUbo4EHkmnK3vLsSky64k4F7eBwd3Z9u5s58Hnb8chcrNicykdCJPh7Gx62w0SekAmI0mtg/8nFenv02P7yYhc1SQciuW3yau5sbhfx/wQcCehJ3/IPN0ocLU3laxjCu3uNLnEww25UUvOzW/9DNhhL2/nArTelMx+B00N6MJGbSQzKvZqQ1yH3cqzx5gS5OI2/Ynd5b+z+6+99bsRqyQUXnOQKTuTqiv3Oby23PRCpsZC0Tm70dIdnfFbeRAJJ7u6MMiiBsdbCt7JvWzV2MUuzjj+eFEJJ7umNMy0IVeI2bQOAw3s1OSNIf/JvHT5bgO6o37lFEYb98lfsocdBfKVnrY/v37sVgs1KhRg+vXrzNlyhRq1qzJoEGDkMlktGzZkilTpqBSqahQoQJ//vknGzduZMmSJQW6T74V437w7/dYE+l374d82ZW0ApjA00VJ//9S0PuLCvHN7xa/x1NvLAmem9Kdyn1bIXNxJOF0OGenryXjZt5/SGuN6Uxgh8Y4V/XHpNWTcOYaF+dtIT0i2mZTuV8rKnRrhnvdSsicVfxcYyiGHFKjpY1XqtwraRceicNbXXHs87ZVNjkigrSlX2AIvZqnvcjJEedh76F85WXELs6YYmNJW74C3YmTAHhv/xFpuQcrCah//oW0JcuLbB5PirLc05HEp3ijK4rOvRG7eWC6fZ3MtV9gup7H85JIUHbri7zlG4g9vDHdu4Nm0zcYL2SXklJ2fQdZk1eQBJTHotdhDLuCZtNqzPfu5j5mKUFWMfcqC6UVcaXayF/tijigCmJXDzTr52O6kndJL3HFWije7I/YOxDkcizJ8RhO/I7h6K/F6HXh4fT5jnzbbtu2jeDgYCIjI/Hw8KB79+588sknuLpac+RjYmIIDg7m999/JykpiQoVKjBs2DAmTJiAqAB/cPMdCTYL6VsCAgIFoOaojlQb8gYnx61GfSeOulN70vLH6extORVzjuhiTryb1uTauoMkXYhALJVQN7gXLbdMZ+8rUzFprKV0pCoF0YcvEn34IvVn9C7OKZVJlK+1wmX0SFIXLcUQEopjrx54LFlIfJ93MaekPNhBKsVj6SLMySkkfzgbc3w8Ej8/zBnZIhmJQ0fYqgwASCtXwnPZYrSHjxT9hMo4smatUA14n8xvlmC8HoryzR44zfictHH9saSlPGCv6j0E+SttUK9ahDnqDtLnX8BpylzSZ4zCdMsqvyyt8zy6/b9gvH4VkUSC6p33cJr5OWkTBkIplJJ+WhHJlZjv3cJw+hCqAdMf3UGvxfD3HszRt7HotUgq1UbRfQQWvRbjyQNF73AJ0qtXL3r16pXndT8/P9ate/KNtUJOsICAQJFQfWg7Qpb9wr39Z0kNvcvJsStR+boR0C5vBbK/3lnIrW1/kRYeRUrIHU6NX41joBce9bPVxcLX7OPqV7+SePZ6cUyjzOPYuyeZv+5Gs2cfxlu3Sf18CRatFlXH9rnaO7zZHrGLM8nBMzFcuowpJhb9hX8xXs+uNmFOScWclGw7lM2aYoyMQn9eSIF4UpQde6I7tBv9kX2YI2+T+c0S0GuRv9YhV3v5K23R/rwJ4/mTmOOi0f++C8O5Eyg6vW2zyfhkatZ4tzDdjkC9YgESbz+klasX17SeCUxh59Dv34zp8sl82Zvv3cR44Rjm2LtYkuMxnvsTU9gFJJUExczCQlgECwgIFDqO5b1R+boTezRb2c2QriHxfARejR+uQJYTmbMDAPr7pHgFCgmpFFn16ujO5NikZrGgO3MOeZ06uXZRtGiG4XIIrpPG47PrJ7w2rsWxf1+7yO/991C1bUPm7r25XxfIP1Ipkso1MF60f16Gi2eRVs9jYSSTYTHYV2ex6PVIa9bN3R4QOTgBYM5If2KXBQoPsX8lxBVrYLohKGYWFsLGOAEBgUJHmaVQpb1P7Uobn4ryvjqmeSIS0eDj/sSfCiM1LLJwHRQAQOxqVbUy36dqZU5KRlqhfK59pP7+SBr6oTlwkKQpwUgDAnCdNA6RVELGuo0P2CtfaYHIyQnNnn1FModnCZGzKyKJBHNqkl27JTUZSUDuz8v472mUHXtiDPkXc+w9pHUbIm/yct5fWkQiVANHY7x6CfPdm4U9BYHHwGHGGkROriAWoz+wFeOpgyXtUpkh/znBRemFgEAZJTg4GK1WC5TtTZ8V3mpGo4XZpX6O9v/8icdsNH8grjUDOdTl4yceS6AQEYswpySTunAxmM0Yw8KReHvh2OftXBfBDm92QHfyJObExxdMEXh8Mtd9icPwKbgs3wgWMMdGoTu8F0Ue6RMO741HElSJ9A/HFLOnAnmh+XoGIoUScfkaKDr0x5IQjfGCUCGnMBAiwQICRYhWq2Xp0qUsW1bSnhQtUfvPkXguOydUnKVApvR2RZtDrUrp7UrKldv3d3+Ahp8MwL91A/7oNhdNdNIj7QUeD3OqVdVKfJ+qldjDHXNi7j93U0ISmIx2pZ2Mt28j8fIEqRSMRlu7xNcXeeOGJM+YVTQTeMawpKdiMZkQu3pgytEucnXHnJL787KkpaL+fCbI5IicXbAkJaDqOwxz7INVS1RDxiFr2JT0WWOxJAnCGKUFS3IcFsAccweRsyvyNr2FRXAhIeQECwgIPDFGtZaMW7G2Iy08Ck1sMr4tsvNKpU4qPBtUIeHMwxXIGn4ygID2jTnc8xPUd4U/xEWK0YghPBxFI3tVK0Wjhuiv5J53aLh0GUlAgF3dP0lQEKaEBLsFMIDqzXaYk1PQHT9eJO4/cxiNmG6EIa1r/7xkdRthDH+ECplBjyUpASQSZC+1RH/6b7vLqiHjkL/YgvQ5EzDHxRSB8wKFgkgMUkExs7DIdyT46aieKCAgUFoIX7OP2uO7kn4zBvWdeJ6b1gNNbApR+7I39by6LZjIvWe4vs5a7qfR/IGU79aMY4OWYMzQovS21oQ0pGdi0lrLqim9XVH6uOFcyRcA11pBGDO0ZEYloE9RF/Msn37UW7bjNmM6hqvhGEJDcejVA5FKiWa3NYfXdWYw5vh40ld/a7X/ZScO3bviMm406p92IA0MxKn/O2T+72f7gUUiVB3aodm3H0xCQl1hof1tO46jgjFFhNlKpKFQoj9s3XjoMDoYc1IC2s1rAJBUrYXYwwvTreuIPbxQ9hoIIhG6nVtsY6reG4+8RWvUC2dg0WoQuXkAYMnMAH3hSZ4/88iViL2y62eLPXyx+FfEkpmBJSUBeft+iFw90G35AgBZs/aYk+Mxx0cBIKlUG3nLLhiO7S4R98siQjqEgEAhkp0DbCUurvD13BOlT0fR7r9X78ardQNarJ0AYhG6FDW/j/qKeJMRsuagquiL2cvFNqeqA62SvK/9/KHdWIcmriZs+1EUbo68umESvg2q2K69/stHdjaljcibbiXtwsP57jw+pvX4jRyMi7c7mVducrXPXBzrtcNvZFfkAV4Yk9O5s+Vf1BeuwU0DiX3mUn72ILzWdUQfk0TayXCkzzfDu5e1brP6UgQp+08h9fPjxuq/0ZX2n0EWXulPQRWS8GNQ+ziOI6aCRIxFoyVxwQoyTmcAMpQOfhhTRKSEW6OF7u1a4jLEvp62Ra8n+YIOyLJ5oysAznPshUziP/ycjF2/F/WMHhs3c/KjjUoYRbuuKLpYhU3McdFIAitkX+s8GADd4X1kfrUAmdgJSWBNVJO+QuzhnZ3+4uIKJhOm2Htof/8ViX8QDsFrEHt4kfHZTAynhNSIx0VYBAsIFCL/5QD/x4QJE0rQm5KlwciOeNUKYu+wZaTfiefFKT1oOX8wW16fZpPi/aGZ/c/n6yCrMqVP/cq0/Xo0+gwNUf+E2ha3jr7uZEQncuaLX0i+FoVzgBct5w8iMfRuqVwAPy3Erd9L3PrsEmYenZsTNGsQt6evIuN8OL7vdaL6po+49MpojImpqM+GEdopu9h/5S/Hk/jLUTLOXMWiNeA3qhsBU97hQqMhGGKEnO7CxPGNlji2akrCx0vRXQrFpe9beEweTubRk5iTUoh5b7KdveHWXczpaiK7DLK13S8UGz/jM6QBfhjjEvGePZGoXiPQh0Ug8GTImrVCNfB9MlcvwXgtFGXHHojcPEgbk7uwiSU5EZFUaids4jBglFXY5GaWsEmDF0GvR39oD07T5hXzjMoeQk6wgIBAkVBvSDvOfrmTW7+fI/HqXQ6NX4WjrxuV3shbLANA6qCg9RcjOTLtO3Sp9nLISWGR7B/+BbcPniftdhxR/4RwcuF2KrZugEgifJwVFr5DOxO/+QAJ2/5Aey2S29NXYdbo8Or9eq72N8YsI37DPjRXbqGNiOLW5K8RiUW4tKhXzJ6XfVz6dyf9571k7NyP4cYdEuctx6LV4dz1jTz7WCwWTInJtsOclGJ3PeO3g6Ss/gHtyXNF7P2zhbJTT3QHd6M/nCVssnoJ6LTIX89D2KRllrDJuZOYY6PR79+F4by9sInx/Cm0P35X5qO/UVFR9OvXD09PT1QqFXXr1uXMmTO52o4YMQKRSMSyx9iBnu+/GmbR4x0CAgLPHi7lvXH0dePu0cu2Nn26htgLEfg1fLhYxivzBnL7jwtEHstfQXi5swP6DA0WIe+0UBDJpDjWq0La0RzqbhYLaccu4tSoRr7GEKvkiKQSjClPQXrB04RUiqJWdTQncixWLRY0J86hqJe3ipjYQUXQ3h8I2r8Jn2VzkFWpkKetQCEhlSKpUgjCJjo90lp5C5uURZKTk2nevDkymYy9e/cSEhLC4sWLcXd3f8B2x44dnDhxAn9//8e6l5AOISAgUOg4ZAliaBLS7No18Wk4+Ljm2a9q55fwrluR/3X8KF/3Ubo70XhcV0I2H35sXwXskXo4I5JKMCTYC50Y4lNQVgnI1xhBM95FH5tsv5AWeGIk7lZxE1OifS6sKTEZWaWgXPsYbt0lYdYi9NduInZyxHVAD/w3LCfyrfcwxSUUh9vPJDZhk5QCCJtcOI2yU5awSUyWsMlLDxE2ecrQ6XTodDq7NoVCgUKhsGv77LPPCAoKYt26dba2SpUqPTBeVFQUY8aMYf/+/bz55puP5VPZ+MkKCJRSlErlM5EXXK1rM4Ze/dZ2iGWSAo/hVM6DFrP7c3DM17ac4Ychc1Lx5obJJF2L4vSSnx9pL1A8+I16C4/OLbj+3gIs+XiOAkWL7mIoGb8dRB8WgfbsRWInzsGUnIJzz8dbNAgUHZlrv8QUHYXL8o24bT2Iw3vj0P2xF8xloz7X/PnzcXV1tTvmz5//gN2uXbto3LgxPXv2xMfHhwYNGrBmzRo7G7PZTP/+/ZkyZQp18pB4zw9CJFhAoAj57xe8rItl3Dpwjq0XsjfSSLLEMlReLmTmEMtQebuQeOVOrmN416uEg7crPfdmb/YQSyX4N6lB3YFtWF1lIJasPwYyRyWdvp+CPkPLvqHLMBtNuY4pUHCMSelYjCZkXvYRe5m3G4b4lIf29RvehXKj3iKs9yw0oY8WRREoGKZkq7iJxNP+tbDE0x1TQj4rJRhN6K9GIAvKX1Rf4PGwVXZwK6CwyWf3CZv0G4Y57kFhk6eR4OBgJk6caNd2fxQY4MaNG6xcuZKJEyfywQcfcPr0acaOHYtcLmfAgAGANVoslUoZO3bsE/kkyCYLCAg8MQa1FoNaa9emjk0hsEUdEkOsi16Zkwrf56tw5ftDuY4ReewKW1pPt2t7bfEwkq/f4/zK37IXwE4qOv0wFZPeyN7BS/IVNRbIPxaDEfXFCFxa1CNl/ylro0iES4u6xK7bm2c/v5FdKTe2B+F9PybzolBZoEgwGtGFhqNs0oDMw/9Y20QiVE0akLZlZ/7GEIuRVauI5tipovNTwCpsEmEVNrFtYhOJkNVrhHbvjof3vV/Y5J+yke6VW+pDbpjNZho3bsynn34KQIMGDbh8+TKrVq1iwIABnD17luXLl3Pu3DlEoifbfCZEggUEBIqEi9/to9GYrqTejCXtbhwvTu6BOjaFm/uzN4p0/jGYG/vOcHnDAQxqLUlhkXZjGDJ1aJMzbO0yJxWdNk1DppJzcNxKZM4qZM4qALSJabaFssCTEbtmF5WWjkV9MQL1+Wv4Du2IWKUkYav1C0yl5WMxRCcRueAHAPze70bA5D7cGL0E3d04pFk54Wa1FnOmNq/bCDwGad//hNfcqeivhKO7HIZLv26IVErSf9kPgNe8qZjiEkj+Yi0AbsP7obsYiuFOFGJnJ1wH9kJazpf0n7O/0IhdnJGW80Hi7QmArGIgYJXIvj//WCD/aH/djuOYLGGTrBJpKJTo/8gSNhmTJWyyKUvYpFouwiZiEbpfsoVNUKqQ+GVH8cU+fkgqVsWckYYlofDr0pcE5cqVo3Zt+82DtWrV4qeffgLg6NGjxMXFUb58dm61yWRi0qRJLFu2jFu3buX7XsIiWEBAoEg4v/I3pA4KXl0wGLmLA9Gnw/mt/0K7yK1LBR9UHs75HtP7uYr4NawKQL9jS+yufd90POmRwkafwiBp199IPVwImNwbWZaARni/jzFmbZaT+3vb5Sn6vNsOsUJG1TXT7MaJWryFe0u2FqvvZR31/j8Ru7vh/v4AJF7u6MIiiH3/A1vZM6mfj92zETs74fXRBCRe7pjSMtCHXCN6wDgMN7LTkhxebYr33Cm2c5+FMwFIXrmRlFXfF8/EyiCGfw6jcXVD2XuQNS3i5nUy5k3Fkmr9YiH28oUcNZtFMjmqPkMQ+/pj0WownDuB+otPrcp9WUir1MD542W2c4dBo4FswY2yQPPmzQkLC7NrCw8Pp0IFa1WT/v3707p1a7vrb7zxBv3792fQoEEUBGERLCAgUKTY1eW/r0j//WIZOWnwficCmtYi4Up2bmni1TtcXPc7Qa/UxTnAE01iGjf3n+XUov+hT9cUtuuFQuXnS79YhOLNrqi690bs7oHxZgSZq5ZjvLCJjOGbbDa+AM9b/y25fBj3Dl3wvLEFc1oq+r+PkDhmDWSVd1L27Iui2Sv4j+xMuSFvYAy9jHrdasxRd4t9bgVBHqQqaRfyx+3f0Hz8GwCSqs/hM7Uv4vLVELt5olk5B/49jlfTrM2pf69B83f2piKRiwc+k4YiqVANkbc/hsM70W1fTfqIB9OUpJA9TilE5OxU0i48EnPYETQLjwAgrlQbh3cHIw6ogtjVA836+ZiunEJWOSvHW3sHzRfZn4niirVwnjkPsXcgyOVYkuMxnPidjCndcr2XbZynnAkTJtCsWTM+/fRTevXqxalTp/jmm2/45ptvAPD09MTT09Ouj0wmw8/Pjxo18lfG8T/yXyf4MQ8BAYFnkwYjO1JvUFv+/GAtP3WahVGjo+MP05AoZI/s61O/MnX6tiIhxH5zlaOvO46+bvwzbzNbWk/nj4nfUP7VerT6fGhRTaPMI3+5FY5DR6HZvIHUsUMx3YzAee4iRK5uudu3bI3DwGFkbt5Ayoh3US//DMXLr+EwIPsZyOrWR7t7B6mTRpI2cxJIpbjMWwQKZTHN6hlCocQUeRPdlhX5s5fJsGSkotvzI+bIG0Xrm4AdIrkS871b6H75Jn8d9FoMf+9Bs3IGmZ+PQX/of8jbvYO0SZuidbSEeeGFF9ixYwc//vgjzz33HHPnzmXZsmX07du30O8lRIIFBASKhJyKcQCHxq9i4LkVVHqjEdd3ncizX07FuEZju9pd+08x7j/SbsdxcuF2Wi8fiUgiFgQzHgNlt17o9v2G7qA1T1H91WLkjV9C0bYD2u2bH7CX1aqDMeQy+j8PAmCOi0H35yGkNWrZbNI/mmrXJ2PJfDx+3IW0anWMVy4W4WyePUxXzmC6kruSVm5YEmPRbVsFgKx53ipzAoWPKewcprD8q/KZ793EfO+m7dyY/CfS515CUqk2xpMHisLFUkPHjh3p2LFjvu0LkgecE6FOsICAQKEjKMY9JUilSKtWR3/BXtVKf+Esspq51940hF5BUrU60uo1ARD7lUP2wksYzpzM8zYiR+tra0tGeuH5LiDwjCH2r4S4Yg1MN/L32SjwaPIdCbYIEsgCAgL5RFCMezoQubgikkixpNhXALCkJCMKyl3VSv/nQcQurrgs/ApEIkRSKdrdO9Fs+yGPm4hwHDYaw5WLmG7fzN1GQEAgTxxmrEHk5ApiMfoDWzGeOljSLpUZhHQIAYEiJjg4GHhQFacsUa1rM15dMNh2vnvgogKP8Z9i3K/vLBAU40ox0rrPo3q7L+qvl2IMC0XiH4DDsDGoer+LZsvGB+wdR05AUqESaVPGlIC3AgJPP5qvZyBSKBGXr4GiQ38sCdEYLxwrabfKBMIiWECgiNFqy36dVEEx7unEkpaKxWRE5Ga/q1zk5o4lOfeqFg79hqD743d0v+8GwHT7BiiVOI2ejGbr93YVQBxHjEP2YlPSpo3BnBhfdBMRECjDWJLjsADmmDuInF2Rt+ktLIILCWERLCAg8MQIinFPKUYjxuvhyJ5vhOFEDlWr5xui/S13VSuRUvFAqTvMZlvf/645jhiHvOnLpAaPwxwbU1QzEBB4thCJQfroCjsC+UOQTRYQECgSBMW4pwPtjm04TQzGdO0qxvCrKLv0QKRUoTtgrRbhNPEDzInxZG6w1prVn/wHZbdeGCOuYQwLQVIuEId+g9Gf+se2GHZ8fwLylq+TPncGFo0GkbsHABZ1Buj1JTPRsopCidjb33Yq8vJDHFgZizodS3I88q6DELt5ol2fnaIkDqxstVUoETm7Ws9NRszRub+lESgk5ErEXn62U7GHLxb/ilgyM7CkJCBv3w+Rqwe6LdYKOLJm7TEnx2OOjwJAUqk28pZdMBzbXSLul0WESLCAgECRcL9iXMqNGDLjkhlw+guU7s5sfeODRyrGKT2cqdalKTV7voxYJiEzLhXXir6AoBhXWOiPHibT1Q1Vv8FWsYwb10n/aAry5i2tAhrevljS09AfP4ox/CqaLdaUB4f+QxB7emNOTcEccw+xtw/uW60CDmIn6zN1/ewLu3tlLJ2P7uC+Yp9jWUPWshPytj0QubhjTohBUi57E6Oy53AADMcPoN2wGFnTNohdPZC91DrXsSQVqiN78TUsRgOYTFg0akxXz6PbsRZLaukXeintyJq1R9ayKyJnNyxJsYh9g2zXFJ2t+ygMZ/5At/VLxJVqIa1UG1mjVjYbi8UCBh2YTJgTY9Dt2YjpxhWUA4ORVK4DEgnm2LtoNy7EkiJ8/hUUYREsIPCUcUCUWtIu5JsDS9bCkrUAtHyrFb5BviRtT2LUwjGcEGWwpXnWZro8qs/c+3AFTq5OREVEYjQYafz6CwycOYR5A+dw4a/zD3YohVVsXrjgUdIuPJoLf8K8P22nHp2bU2nIaG5PX0XG+XB83+uEx6zFXHplNMbEVDj3K/Crzb7yl+NJP3OVjDPfYdEa8BvVDfd2L3H5tbEYYu5fSJXen0d5dfKjjUoYRatWOHUfStqSJRhCQ3Ho0QPlq+4k9O+PJSXlAXtNvwGIZNmvz0UuLnh+9x1pn3+Odt8+RI6OuM6Zg+a33zBGRCB2dsZ59GgUg2eRNHx4Mc6s4GjTjCXtwkNxaPsqjm8OJPHT5egvheLctzsOrd24120Q5uSUB+wdHX7DY3IFot4amN1osdgksQGkgeXw27iCjJ17Uc9bi0WtRla5IrpLyZiTS3cJwtKo7yfUCRYQECgW/vz5MNuWb+HfYxfy3efKicuc3H+CyOuRxNyO4be1v3Ir9Ba1XqhddI4K4Du0M/GbD5Cw7Q+01yK5PX0VZo0Or96v52p/Y8wy4jfsQ3PlFtqIKG5N/hqRWIRLi3rF7HnZx7FnTzS7d6Pdtw/T7dukL1mCRatF1aFDrvaW9HTMSUm2Q9G4MRatFu2RI9brajUpkyejO3IE0927GEJCSFu+HFmNGoh9fIpxZmUPl77dSd+xB/Wu/Rhu3iHpk2VYtDqcurR7SC8L5sTk7CPHAhjAbdRgNH+fJGX5Ggxh1zFGRqP563iui+qnmaioKPr164enpycqlYq6dety5ky2KExsbCwDBw7E398fBwcH2rVrx7Vr1wp8H0E2WUBA4KmhbvN6BFQJIOSUUCy+qBDJpDjWq0La0X+zGy0W0o5dxKlRjXyNIVbJEUklGFMyisjLZxSpFGmNGujP3iducvYsstr5+2Ko7NAB7R9/wEOq1oidnLCYzVgyhOf32EilyGtVR3syh0KcxYL25DkU9fJ+ViKVioDdmwjYsxnvJR8jq1whx0URqhZNMN6OxGfFAgIPbsdvw5eoXm1WhBMpfpKTk2nevDkymYy9e/cSEhLC4sWLcXe3VrGxWCx07dqVGzdusHPnTs6fP0+FChVo3bo1arW6QPcS0iEEBARKNQ7ODnx7aj0yuQyzycw3M1fy79ELJe1WmUXq4YxIKsGQYJ92Y4hPQVklIF9jBM14F31ssv1CWuCJEbu6IpJIMCfZp5iYk5ORl89d3CQn0po1kVWuTNrChXkbyeU4DRuG9tAhLJmZT+ryM4vEzRWRVIIpyT7FxpSUjKxiUK59DLfvkjhnEfprNxA7OeLybk/81n3BvZ5DMMUlIPZwQ+zogMug3qR8vZ7k5WtQNXsB70WziR02Gd250i1JrtPp0Ol0dm0KhQKFQmHX9tlnnxEUFMS6detsbZUqVbL9+9q1a5w4cYLLly9Tp45V2XLlypX4+fnx448/8t577+XbJyEdQkBAoNB5pWtLNodusx21Xnz89AVNhoaJ7cYxpdNENn3+PYM+HEKdl54rRG8FChO/UW/h0bkF199bgEUoX1eqUHXogCEiAuPVq7kbSCS4zZoFIhHpS5cWr3MC6C+Got59AEN4BLpzF4mfPBtTSgpO3TsCIBJZl2yaI8dJ3/QThvAI0tZvQXP0BM49Opak6/li/vz5uLq62h3z5z8oJLVr1y4aN25Mz5498fHxoUGDBqxZs8Z2/b+FtFKptLWJxWIUCgXHjhWsfrIQCRYQECh0Th04Rfj5cNt5UkziY49lsViIuR0NwK2QmwRWDaL7qJ5cOXH5if0UeBBjUjoWowmZl728tczbDUN8ykP7+g3vQrlRbxHWexaa0NtF6OWziTk1FYvJhNjDfnOh2N0dU9IjKjkolShfe42MHNE1OyQSXGfPRuzrS/LEiUIU+AkxpaRiMZqQeNgL0Ug83DEl5nMDptGE/up1ZEH+2WMajBhu2P9uGW7eQfF86Q8MBAcHM3HiRLu2+6PAADdu3GDlypVMnDiRDz74gNOnTzN27FjkcjkDBgygZs2alC9fnuDgYFavXo2joyNLly4lMjKS6OjoAvmU70iw5TEPAQGBZw+tWkPM7WjbodcVXm1YsViETC4Uiy8qLAYj6osR9pvaRCJcWtQl42xYnv38Rnal3PiehPf7mMyLEXnaCTwBRiPGsDDkDRtmt4lEyBs1whAS8tCuyldfRSSXoz1w4MGLWQtgaWAgyZMmYUlLK2THn0GMRvSh4ShftH9WyhcboLv48GdlQyxGXrUSpoQk25i6kDCkFQPtzGTlAzFFxxWS40WHQqHAxcXF7shtEWw2m2nYsCGffvopDRo0YNiwYQwdOpRVq1YBIJPJ+PnnnwkPD8fDwwMHBwcOHz5M+/btEYsLluAgRIIFBIqI4OBgtFotcXGl/8OpOHBydcIrwBsPX2sUKyArvzQlPpmUrAjj2KUTSIpJ5IfPNgLw1qgeRFy8TsztaGRyGQ1bNablW61YPWNliczhWSF2zS4qLR2L+mIE6vPX8B3aEbFKScJWq9pfpeVjMUQnEbngBwD83u9GwOQ+3Bi9BN3dOKTebgCY1VrMmWVfNrw4UW/fjmtwMIawMFuJNJFSiXavVdzEJTgYc0ICGTleH4M1FUJ37NiDC1yJBNc5c5BVr05KcDAiiQRRVqTZnJYGxtJdhqw0k7bpJ7zmTEUfEobuShgu77yFSKUkY5e1Vrbnx9MwxSWQ8tV3ALgO7YfuUijGu/cQOzvi8m4vJOV8ydixJ3vMjdvwXjAT3blLaM9cQNXsBVSvNCV22KQSmWNRUK5cOWrft9GzVq1a/PTTT7bzRo0aceHCBVJTU9Hr9Xh7e9OkSRMaN25coHsJi2ABgSJCq9WydOlSJkyYUNKulApeaNOEsUvG284nr5gGwJalm9m69EcAvP297VTflColw+aNxLOcJ3qtnqjrkSwbv5i/fy1Y3pdAwUja9TdSDxcCJvdG5u1O5pWbhPf7GGPWZjm5vzfkeE4+77ZDrJBRdc00u3GiFm/h3pKtxep7WUd3+DDpbm44DRqE2MMD4/XrJE+dijnZ+opd4uv7gKy1JCgIeb16JE96cKEk9vZG2aIFAJ7ffWd3LWn8eAwXLhTNRJ4BMn8/QrK7K24jByLxdEcfFkHc6GBb2TOpn0+25DggdnHG88OJSDzdMadloAu9RsygcRhuZiv5aQ7/TeKny3Ed1Bv3KaMw3r5L/JQ56C6UnfSw5s2bExZm/9YpPDycChUqPGDr6mpN27p27Rpnzpxh7ty5BbpX/mWTS2ERegGBp4HQ0NBCHS/ZrCnU8YqL+PQUTv95hur1quPq7sJ7bYdzPcT+tfnonvZfGCJu3qZnpbcBUCgV1Gxci8rPVeG3nbm80i2lpBtLnzhEwKA3KP9+J+Q+bmSE3Cb8g7Wkn7d/FunfHiTi24MAeHd6icpLx6EM8kZzM4aIuZtIPHQesKal/N14tK1fjYVDCRjQhvAP1xP5zR6bTdPTX6Eqb193NmLeJm5/ubPoJlpAdBmSknYhX8i0IixmwAJmswhDpgh9lu8x7/230LWeO3Z8A8/ZUwFwX7wYAItOz93m7a1m1+O5+/KbuI0Ziqplc8SuLpjuxZC+9Wcyjl2yjVMayUyXl7QLj0ShkWA2gdgCZrMYrVqKNsvvm32Cs6yH/VdDAAEAAElEQVSs55J/QpHVq4fI0RGRgwNiLy8sAVXJPJO9CBY5KHGuXAPk1k1hFokck7PPU/GzyC8TJkygWbNmfPrpp/Tq1YtTp07xzTff8M0339hstm/fjre3N+XLl+fSpUuMGzeOrl270rZt2wLdS4gECwg8BkqlMtcIb26pD2azUDEbQOmg5NLpyxz57U+mfJ7/V3cZaWrebTnQdm6xCLsNngSfLk2pNuddwqauIfXcNYKGvcnzW2Zwovl4DAkP5oK6NK5OnVXjuPHJZhIOnMP3rRbUXT+F022mob56187Wq/0LuDSqhi46901aNxZs5d4PB23nRrWQKlFQHNq8ivuEESTNX4bu8lVc+ryFz5efca/7wDwFE8wZGdzrPjC74b5fIfcJI1G80IDEj+ZjvBeD8qXGeEwbhyk+Ec1fx4tsLmUd5w6v4PPBUGI++grNv1fxGNCV8mvnEtF2GKakB5U/TSnpJK7cgu5GJBaDAadWTfBfMAFTYgrqY9Z6w77BQ3FsWp97kz7HEBWLY4uG+M0ehTE2kYw/Thb3FIuEF154gR07dhAcHMzHH39MpUqVWLZsGX379rXZREdHM3HiRGJjYylXrhzvvvsuH374YYHvJSyCBQQeg9zKugBC6sNDOPCTdfHjF+hbsI4WC0nxpV/O9mkhaERH7v1wiOgtRwAIm7IGr9YN8e/TKteobNCwDiQdvsCdr60yyTc/24pHy7oEDm5H2NTsvFO5nzvVPx3Mv70/od4P03O9t1GtQR//9Mh+l0ac+/Yg45c9qH/dD0DS/GUoW7yEU+d2pG3YknsnC5gfUpFAXr8O6t9+R3fWWtdZvWM3zm91RF6nprAIfgI8B3cjZes+Un+yvrmK+egrnF59AbcebUn8ZvsD9pmnLtmdJ2/YiVu313FoXMe2CFY1rEXqjkM225St+3Dr3R5V/RplZhEM0LFjRzp2zLvs29ixYxk7duwT30eoEywgIFCqUTmq2HJiE9tObWbedx9TsfqDeWEC+UMkk+BcrzJJR3P8sbVYSPrrEi6Nq+fax7VRdZL+sv/jnHT4X1waV8sxsIg6K8Zw5+tdqMMi87x/hTFdeTn0O144+Bnl3++ESCL8CSoQUinymrmokJ06h/wRKmT+v27G/7cf8Vp8nwoZoP/3CqpXmiLx9gJA0eh5pOUD0Z44k9twAvlBJkVZpyrqfy5kt1ksqP+5gKpBzXwN4dC0PvJKgWSezs731ZwLxem1Jkh9Pa02TeohrxhAxrFzeQ0j8BDynxNclF4ICAgI5MKdiLt8NmkRN0Jv4OjiyNvDe/LVL18w6PUhxEcnlLR7Tx0yDxfEUgn6++r96uNTcKjmn2sfuY8bhvuit/r4VBQ+brbzCmO6YDGaiFyzN897R367l/RLNzGkZODauAZVZvRB7uvO9VkbH3s+zxp5qZCZH6FCljT382wVsn698F37BdG9rCpkAEmff4XHjIkE7N2KxWgEs5mkT5agO38p1zEFHo3U3cX6rBLuU4xLTEFRJfdnBSB2cqDase8RyWVYzGZiZq9A/fd52/XYuSvxmzuWase+x2IwWuuoz1iO5nTZ2RhXnAjpEAICAoVO626vMWlBdmrI1P7BXDpV8A/pkHOhhJzL3lh4+cwVNh5ZS6e+HVm7aH1huCrwhDjXq0Tg0A6cbj3toXZ3V++2/VsdcgeLwUiNz4cS8clmLHqhDFdRob8Ugv5Sdl3a+H+vUO5/63B6qyOpq9YD4Px2VxR1axE/YSbG6FgUDeviPnUsxvhEdKeECGNxYlZruNF5NGJHFY5N6+MbPBTDnRhb+oN7/86onq/J3eGzMUTF4fDCc/jOeh9DXBKZOaPOAvlCWAQLCAgUOn//fpzQ89nSrPExhRO1NRlNXLt8nYCKuUctBR6OISkNs9GEPKuO73/Ivd3Qx6Xk2kcfl4LM2/U+e1d0WfauL9VC7uVCs3Nf266LpRKqzX6XoKEdOP7CaHIj7dw1xDIpqiBvMiMKpvL0rJKXCpnYwx1T4iMU42yDmDCEXUcaZK3TLVLIcRs1hPjJs9D+bc0pNVy/gbx6VVz69SReWAQ/FsbkNOuz8rpPMc7TDWP8Q56VxYLhjvX3QRd6A0WV8niO6EXmqUuIFHJ8Jg4gctQ8Mo6cttqE3UJZqwqeQ94SFsGPgZCQJSAgUOho1Bqibt2zHXpt4SjGicViKtesRGJcPv/gC9hhMZhIv3gD95dzSKyKRLi//BxpZ8Jz7ZN6NhyPl+vatXm0rEfamWsAxGz/i1OtpnD69am2QxedxJ2vd/Fv70/y9MXpuYpYTGb0uVSkEMgDoxH91XCULzbIbhOJUL7QAH0BVMhkOVXIpFJEMtkDtYUtZjMUUH1LIAcGI9or13FsWj+7TSTCsdnzaHIECB6JWIQoSyFTJJNkpUnc/6xMwrN6TIScYAEBgWLB2c0ZX38fPP2sGzqCsvLikuKTbNUfgpdNIyEmgTULrEX73x3fj5BzoUTduoeTiyO9R/TCN9CX3T/uyf0mAo/k7qrfqPXFKNIv3CDt/HWChnVA4qDgXla1iFpfjkIXk8SNT6wCJne/2UPDX2YTNKIjiQfP4du1Oc71q3B1srVmpzE5A2Nyht09zAYjurgUW4TXpXE1XBpWI+XYFYxqDa6Nq1Pt4wHE/O8oxlR18U2+DJC+6X94zp6GPiQc3ZWrOL/THbFKSUZWtQjPOdMwxiWQusL6O+TyXn/0l0IwRN5D7ORkVSHz8yXjF+vvkEWdifbsBdzGDSNZp8MYHYuyYX0cO7QhZamgzPgkJK7dgf/CiWgvX0NzMRyPgV0QqxSkZFWLKLdwEsbYROIXrwfAc3gvtJevob8TjUguw6llY1y7vEbMrBUAmDM0qE9exGfaYGK1Ogz34nB4sS6uXV8ndv6avNwQeAhCOoSAgECx0LxNU6YvnWo7n7VyJgDrl2xk/RLr5ijfAB9rBCoLZ1dnJi+ciIe3OxmpGYRdusaoLuO4fe0OAo9H3M7jyDxdqDy1F3IfN9Kv3OLfPp/aNr8pA7zs1ODSzoRzZeQXVJ7emyof9CHzZjSXBn7+QI3gh2HWGfHt2oxKk3silsvQ3onj7urd3Fn1W6HPr6yTeeAIYndXXEdkqZCFRxA3ZjrmrM1yEj8fu0ih2MUJj5mTbCpk+qvhxA4Zi/HmbZtNwgfzcBv1Hp5zP0Ds4owpJpbUlWvJ+OnXYp9fWSJ9z1/EebjgPa4/Em93dKE3uDPkI0yJKQDI/L2xqp5YETso8Zv9PlI/LyxaPbobd4mavIj0PX/ZbKLGf4bP5IH4L56CxM0ZQ1Qc8Us2krJZCAw8DsIiWECgiPH29i5pF0oF6ozMRyrGje9pL6IRERJBz6HdAfDw8aDp601o1LwBbat2KDa/yyQWq+jIf8IjOQVIzr81J48+WfaP0CqpsXDoA8pwGZduIvd2Q+bqCIBjjUCqzHgHLJZSpRgnlT8d7zzFYgvWhwgiEUikZpvvSWOsG1KlWQJiGV+tQL1+PS7D30PZ8mWULzbEu3wAqctXoDtuzQF27tURp87tssevWB6nt95Es31bsc6roDg4F06aVVEiUxgRicyILBbEYjNKlR5xlt8JIycC4OCcZRx7B3lFa642SgUODWujqlOVO0ezBWbQxaLe/CNyL0ckDesj8/fCrcsrGI4dxhTzoFiTwMMRFsECAkWMj4/Po42eAQTFuNKBoBj3dKN8vRWuY0eS8vlSDFdCcXy7B55LFxLX593cFeOkUjyXL8KcnELyjNmY4uOR+PlhzrBPYTHcuEni2By/lyZT0U7kGcCh7at4TBxB4qfL0V8Kxblvd3xWLOBet0F5q/ulq4l6a2B2w32fd9LAcvh9t4yMnXtJWbURi1qNrHJFLLrS/4Ugv5hMJmbPns0PP/xATEwM/v7+DBw4kJkzZyISiQDr34FZs2axZs0aUlJSaN68OStXrqRatWqPGN2efC+ChT87AgICT4KgGFc6EBTjnm6cevckc9duNLv3AZC6cAnKZk1w6NiejO9/fMDeoWN7xC7OJAwbbVvYmmJiHxzYaLKlVAgUDi59u5O+Yw/qXVnqfp8sQ9WiCU5d2pG2Pg91PywPVfdzGzUYzd8nSVme/btnjCxb1VU+++wzVq5cyYYNG6hTpw5nzpxh0KBBuLq62lTiFi5cyBdffMGGDRuoVKkSH374IW+88QYhISEolcp830uIBAsICJRq/lOME4tFhF+6zreffcet8NuP7ijwAP8pxt3+4pfsxnwoxt1ZbZ+7m3T4X7zav5Bj4PwrxlWa0B1tVAKxPx/j7urdWExPRwpCqUAqRVajOhnfb8pus1jQnT6H7Lk6uXZRtmiG/nIIrpPHo3y5GeaUVDS/HyLjhx8hR/69JCgA353bsej16C+HkL5qDaZY4fX6YyOVIq9VndR1Ob6YWCxoT55D8Qh1v4Ddm0AkQn/1OilffYfhRtbnnUiEqkUT0jZsxWfFAuQ1qmCMiiF13Y9ojvxTxBMqPv755x+6dOnCm2++CUDFihX58ccfOXXqFGCNAi9btoyZM2fSpUsXADZu3Iivry+//PILvXv3zve9hJoaAgICpZb/FONmDv6IT8YuQCwW8dUvX+BdzqukXXsqeZhinDyHAlxOClMx7srwZZzrPoeojQepMK4bVT7q97hTeSYRP0QxTuLhkWsfSYA/qldbglhM0qRg0td9j1OfnjgNzP7Z66+EkjLvMxInTiN10TKk/n54rlyOyEFVpPMpy+Sl7mdKSkbi6Z5rH8PtuyTOWUTchI9ImLkAxCL81n2BxMf6eSf2cEPs6IDLoN5o/jlN7PvTyTz8N96LZqNoWK/I5/Sk6HQ60tLS7A6dTveAXbNmzTh06BDh4dayjf/++y/Hjh2jffv2ANy8eZOYmBhat25t6+Pq6kqTJk04fvx4gXzKf4k0UYHGFRAQeIYRFOOeHQTFuNKNSCTClJxM6meLwWzGEBZOurcXTu+8TcZaa1UW3YlTNntjxA30V0Lw/XkLqtdakfmbUHWguNBfDEV/MfvzLv7iFfx/WotT946krlyPSGSNW2qOHCd9008AGMIjUNSvjXOPjujOXSwRv/PL/PnzmTPHfuPtrFmzmD17tl3b9OnTSUtLo2bNmkgkEkwmE5988gl9+/YFICYmBgBfX/vUOl9fX9u1/CKkQwgICBQ6gmJc6URQjHu6MedQjDPkaBd7uGNKyn0zoikxCYxGu9QH463bSLw8QSq1XrsPS4Ya491IJIHC79njkpe6n8TDHdNDcn7tMJrQX72OLMg/e0yDMTs9IgvDzTsonn8utxFKFcHBwUycONGuTaFQPGC3bds2Nm3axObNm6lTpw4XLlxg/Pjx+Pv7M2DAgEL1SUiHEBAQKHQExbjSiaAY95RjNGIIC0feqGF2m0iEonFDDJev5NpFf/EyksAAay21LKTlgzDFJ+S6AAYQqZRIA/wx51eKWeBBjEb0oeEoX7R/VsoXG6ArgLqfPKe6n9GILiQMacVAOzNZ+UBM0aU/f1uhUODi4mJ35LYInjJlCtOnT6d3797UrVuX/v37M2HCBObPnw+An58fALGx9hs8Y2NjbdfyixAJFhAQKBYExbjSgaAY93STsWU77jOnY7gajiHEWiJNpFSS+Zu1WoTbh8GY4uNJX/UtAOodO3Hs0RWX8aNR/28H0qBAnN59B/X2n21juowegfbYcUwxMYi9vHB5byAWkxnNgUMlMseyQtqmn/CaMxV9SBi6K2G4vPMWIpWSjF3WZ+X58TRMcQmkfGX9vHMd2g/dpVCMd+8hdna0qvuV8yVjR/bnXdrGbXgvmInu3CW0Zy6gavYCqleaEjss/2UnSzuZmZmI75OBlkgkmLPeZlSqVAk/Pz8OHTrE888/D0BaWhonT55k5MiRBbqXIJssIFDEFKRcS35oKH16NoW1m9CTl/q8hsrFkcQ7cfhVz45g/KcYt3/Z/9i/7H8AVAkM4Lk61WnX5XVcvN0w6g1YLCBXyslMUxN56QZnfzrKwm/n4lbOE5PBSOSlm+xZtJU7F66XyBwfRf36pexVf9QvaNeJqPFhb8TuHhhvXMd46FeaHfoYsbsHFqMRw+V/cW78X5QlFvWiuVQeOoSqM3tjiopEf2gPjTeNQ+ztizktFf3fR8hcvwYM1oi/wl1JlTHtqRbcC4teh+nOLXByQjKtOyKZHFNsNLrftiLfsY36jQ15ulrcqNrULGkX8kEUhn9+wnXcUEQOLphTE7Ckx+CzdS1iJzdMCVFY4m4j6ZVd7UP/21eoXumJY7dOWLRqxE5uuAx/D5fh79lsHLq0Q6RwwKLJwHzvOvpfPselrS9QwJKGxYhFrSlpFx5BOPojW/CYNASRoyvm5DhIuUfAjjWInd0xxd3FHH0LaXdruoO8oR8u73RE5OiKRavGHHML3Q/zcG1oRNy5Jcr+H2COj0S/fwPuo95B5Dwac1I0uh1f4lwlCecqZSN9pVOnTnzyySeUL1+eOnXqcP78eZYsWcLgwYMBa577+PHjmTdvHtWqVbOVSPP396dr164FupcQCRYQKGLmz5/PggUl7UXx89qIzrw8qB2bJ31N0t142k/qhUwp47M2kzHqcl/4hP11kZbvdeDHSSuJuRZJUN3K9P58BL/O38TR9dboScPOzfl3zwkS78QhU8ppOaQDwzd+wKevjkOdlF6cU3xq0f62A+1vOwCQv9wKp0kfoP5qCcawEJRdeyJv8SoiVzcsqSkA6I8dQX/siNW+ZWucxk8lY9lCjKGXkQQE4jQhGCyQ+e0KAIzhoej/+gNj+FWQSHAYMBSJXzmS3+0BOkEg40kx/nsE479HABBXrIOkXFXM5w6i6DQS4/GdmCL+tbM3R99At/Uzq31gdZQ9JqFZ/yEWfY5nkZmOoAhQ+BjPHMR4xlojXVKlHuLAaphP7UPZYxyGP3/CFH7OZqs/uBkObn5wEIUDis7DMN0MQeTkgvHfvzD++9eDdmWEL7/8kg8//JD333+fuLg4/P39GT58OB999JHNZurUqajVaoYNG0ZKSgotWrRg3759BQ46CYtgAQGBIuGVwe058OUOrhw4C8DmiSuYc2Y1z7VtzIVfcy9jU7FRda4cOEvo4fMAJEfG07BzM8rXr2KzObfrb7s+O+d9z0u9X8O/ZgWu/VPwChTPOspuvdDt+w3dQWt5M/VXi5E3fglF2w5otz/4B1lWqw7GkMvo/7T+YTfHxaD78xDSGv9n77zjoyq2OP7dvpuekAqEFqoUqQ/pIkgVaYKiCAiCCFIVMIiIIiLYEBQUVFAEAUXFRi8K0nsvSUghpPeyfff9sXGTJQkkkELCfP3c9/bOPTP3TIZk5849c36N7DYZc2c61Mn8eCFeP/yGvG59TBfu7x3sFQ1L+AUs4QXHA98OqzYD9Pf7Smrlwhx6FnNo8f/9q3qPwnThMFgsyBq0vHOFCo6rqytLlixhyZIlhdpIJBLeeecd3nnnnXu6l9gYJxAIShyvQF/cfD25+u85e5kuQ0vk6RBqtSxYlAEg/MRV6nVogk/tAACqNqpB7dYNuLTvdIH2MoWMdsO6oU3P4uYlIaBRbORy5HXrYzh9IrfMasVw+gSKhgWLLxgvXUBWtz7y+rbQAal/AIo2j2A8fqTQ20icXWxNZ4qV+vsF9XNz0IxdjGrgFKQBQXeuICgX5M06IfH0wfjPL+XtSqVEyCYLBIISxy0nBVfGLSILGQlpuN6Snisve1ZsQe2qYdbuj7CaLUhkUrZ+uJGTWxxXfx96rCXPL5uMQqMkIz6VL4YvICtFTLCKi8TNHYlMjjXVMWWTNTUFSWCNAusY/t6F1M0dt8WfgUSCRC5H9+cWtJu+L+QmEpzHvYLxwlnMEddLuguCYmLNSsOw+3vMcRFIZHLkTTqieupVdBsWYk2IKm/3BHmQePqh7DoU7doFYBU7s0oDEQ4hEAjumZb9OzDkvbH2869GL7qrdh5+4hFa9u/I91OWEXf1BlUfqsWAuSNIi0vh+ObcGLiQQxf4qM8snL1ceeSZboz4fCqfDphDZpJIt1XayJs2R/P0c2Qt/wTTlUvIqlbDadwkNM+MQLvhu3z2zi9PQ1azNukzJpWDt4JbsabEYUqxbXq0AoaYMFTuPihadsewfXX5OifIRSJBNeBlDPt/xppcPAEIQdERk2CBQHDPXNh1wiE7g0ypAMDVx52MPBK9rj7uRF8sPGyhX/Bw9qzYYo8ZjrkShWc1b7pN6O8wCTZo9SRGxJEYEUfEqRCC935C26e7snv5lhLuWeXGmp6G1WxC4uGY0F/i4Yk1peAcsU7Dx6DfswP9DpsCnDkiDNRqXF55De3GtWDNfW/oPH4Kiv+1I33WJCxJCaXXEcE9YYkNR1qtbnm7IciLUoOsah2k/jVR9hxhK5NIkEikOAWvRrd+MZaIS7dvQ3BHxCRYIBDcM/osHfosx13/6fEp1GvfhJs5k16Vi4Yazevy7/c7C21HqVFitToGX1ktFrtcaGFIpFLkORNvQTEwmTCFXEXRvBXGwwdsZRIJiuYt7dkjbkWiVjlMdIFcNTKJxH7NefwUlO06kRY8BUucWMm6n5H6VMealXZnQ0HZodeSvTLYoUjRqjuymo3Q/bwMa6p4qCwJipEnWEQFCwSCovPPN1t5fNJAEsNjSY6Kp9erQ0mPS+H8juN2m/Hr5nB++zEOfLcdgAu7T9J94gBSohOJvXaD6o1r0WVMX47+uA8ApUZF91cGcmHXcdLjU3H2dKXDiB64+3ty+s/D5dHNCo/ul024TA/GfO0ypquXUfd/Colag36nLVuEy/TZWJISyP52FQCGIwdRDxyKKfQapisXkQVUx2n4aAxHD9onw84TpqHs0o2M+W9g1WqReHoBYM3KBEPJqAcKclCokHj42E8lbt5IfKqDLgtrRgqKDgOQOHtg2LEGAHmLbljTErEk3QS5AnmTjkgDG6L/5dNy6sADhEKF1Cs377LEwwepXw2s2iys6UkoHh2CxNUTw+8rASvWhGiH6tasdKxmY75ywd0jVoIFAkGpsOeL31BqVAxZOBaNmxPXj11h5cj3HXIEe9f0w9nL1X7+y1ur6f3qUAbPH42rtztpcSkcWr+LHUs3A2CxWPANqkqbwdNx9nQlKzWDqLNhfDZkHnHXbpR5HysDhv17yXb3QDN8tF08I2PuDPtmOamPL9Y8m3K0G2whD07Pj0FaxQdLWirGowfJ/u4ru4267wAA3BctdbhX5icL0e/aVvqdeoCQ+tVE/VSuWpiyy1AATBcPYtjxLRJndyRuXnkqyFB0fgqJiwcYDVgSo9H//AmWGwXLZgtKDmlAbTTPz7afqx5/DgDjmf0Y/liFxMUDqXuV8nLvgURMggWCCkYVq6y8XSgyGiRIrVawggIJ7hYJljz+r+gwFYAq5JRlGjn9xV94eroR9OjDuPt58vDjbYjafpKYc9eRmiRkXo9DXysAjZsTUiRY0rVIY9Lu259L3GWX8nbhjni2VqIwSJBYwKSVkXRdgy7H77iBc3KsbOeuPdrj9HAncPHAarZiTMwiaW8oaSdybeKC+qIMCsRv5gs4tW2CRCZDHxLJzc1XMMXcvz+PwMAKmGbP5Irp7GGkNeoh9aiCdsXbmM7k5uHWXnbMo2q5uRmJygtZzXpIfKpivnoR467CQ5TuZ0wJ97/wiqrXAFT9n0Hq4YU5PIT0WeMxh1wu0NZwZh7qQc+hHrMQqZcP5puRaNeuxHT6qO36yU+RP9QMVf/xyOvUR+rlTeaiORiPHijLLt01zuXtQAEUOU+w5S4PgeBBQq1WM23aNKZNm0Z8fHx5u1OutBv/BG1G9WTr7NWs6T8XY7aeYWtfR6YqPHZX7ebEiM1vYTGa2ThyMV92n8mud9ehTcsCQKFR4t+kFgeW/sLXfefw00tLqFIngKFfv1pom4Lb49a3E36zx5KwdD1hT05Gd/k6NdfMR1bFvUB7c1oGics3cv2p1wjtO5HUzTupumgazp1yk/gravhTa+Ni9GFRRDz7OqF9J5Lw2QasIhSi5FGpMd+4jn7D50WzVyiwZqah/+sHLDfCSte3BxxF+65oRk1At2kN6TPGYo4IxeXND5C4eRRorxk2BtXj/cj+einpU0ei3/EbLjPnI6udZ9OiSo05PJTsVUvKpA/lwbx585BIJA5Hw4a5kuaPPvpovuvjx4+/q3uJlWCBoARZuHCh/fO0adPK0ZPy539jenHgs1+5mqMY99v0FUw9vpwGPVpx8feC43fbvdyP9Jgk/pix0l6WFpW7AUSfoeWH4Y4a1Nvnfsvo3+fjVrUK6TeTSqEnlZsqoweSunEbaZttCnAxcz7D5dHWeDzVg6Qvf8xnn33knMN58prfcB/YDafWD5G13yYB6/vqCDL3HSd+UW7KLWOk2BxXGpgvHMd84fidDXOwJsWh3/QFAIoOPUvLLQGg7jcE/a4/Mey1hQBlf/kx7i0fQdmtD/pf8qsxKrv0QLf5e0wnbcIzhu2/oWjWClW/p8leugAA06mjmE4dLbtOlBONGzdm165d9nO53HG6OnbsWAe1OCcnp7u6j1CMEwgEJY5HoA8uvp6EH8iVc9VnaIk+HUq1lvUKrVfv8VbEnL3OoOWTmXpiOWP+WkDzZ7re9l4qVw1WiwVdenaJ+f/AoJCjblKXrIOnc8usVrIOnsapRcNCq+XFuf3DqOpUJ/tojmS1RILLo20whEdTY/U71D+6jtqbP8b18UdK3n+B4H5FLkcW1ADTWUc1RuPZE8jrP1RwHYUCq9HxbYlVb0DeqGkpOnp/IpfL8ff3tx/e3t4O152cnByuu7m53dV9xCRYIBCUOM6+HgBkJTqmXcpKTMPlNopxnoE+tBrejeTrsfwwYhEn1+6ix9sjaDq4U4H2MpWCx4KHceG3QxgytSXl/gOD3NMNiVyGKTHVodyUmIrcx7PgSoDUxYmGZ3+i0eUtBH41j9i3vyDr39MAyKp4IHNxwvulIWT+c5KIkW+SvuMQ1Ze/gdP/mpRibwSC+weJqzsSmQxLqmO+bWtaClIPrwLrmE4fQ91vCNKAaiCRIG/WCuUjnZB6Fmxf0dDr9aSnpzscer2+QNtr165RtWpV6tSpw3PPPUdkZKTD9XXr1uHt7U2TJk0IDg4mO/vuFkGEbLJAUMoEBwcDC+9oV5FpPKA9fd4bYz/f+MIHd9WORCol5lwY+z7YBEDchQh8GgTScng3zm3e72ArlcsY9PkkJBLY+oZQuipLLFlaQvtNQuqkwbn9w/i98SKGqFiyj5xDIpUAkLHrMMmrfwVAfykMp5aN8Hy2T+6KsUAgcCD7m2U4vTwDt09tyouW2Gj0e7aieqxPOXtWMixcuJC3337boeytt95i3rx5DmVt27ZlzZo1NGjQgJiYGN5++206derE+fPncXV15dlnn6VmzZpUrVqVs2fPMmvWLK5cucLPP/9cbJ9ETLBAUMrodPf/DuZ75drOk3x1KtR+LlPa/rQ4e7uTGZ9qL3f2difuNopxmfGpJF5zzIGZGBJNw95tHMr+mwC7V/Nm3bD3xCrwXWJKScdqMiP39nAol3t7YEpIKbyi1YoxIgawTXBVQYF4jx9C5JFztjaNJvQhjis3+tAonFoX8hpYIKhkWDPSsJrNtqwQecol7p75VoftddLTyFo0BxRKJK5uWJMT0QwfhyX+Ztk4XcoEBwczffp0hzKVSpXPrnfv3vbPzZo1o23bttSsWZNNmzYxZswYxo0bZ7/etGlTAgIC6NatG6GhoQQFBRXLJxEOIRAI7hlDlo6UiDj7kXgtmsz4FGp1aGy3UbpoqNY8iOiT1wptJ+rEVbzqBDiUedUOIC060X7+3wTYs7Y/659biDY1s+Q79KBgNKE7H4Jz++a5ZRIJzu2ak32q4DROBSKVIPlPsc9oQnvuGsra1R1MlLWrYox+sDOmCB4gTCbMoVeQN83NmoJEgqJZK0xXL96+rtGANTkRZDIUj3TBcPTf0vW1jFCpVLi5uTkcBU2Cb8XDw4P69esTEhJS4PW2bdsCFHr9dohJsEAgKBWOfr2NDpMGUK97S3waBPLkx+PJiE/lyo7cjSLPrg+m9cjHc+t8tZVqLerSfuKTeNb0o3H/9rR4tivHv7PlMZXKZQxeMYWAZnXYMmU5EpkUZx93nH3ckSruzzzB9ztJ3/yCx9M9cR/UDWVQIAHzJyJ1UpP6k+1nXvXD6fi+NtJuX2X8EJw7NEcR6I8yKBCvMQPxGPAYaVv25ra5ajPufTvh8XRPFDUD8Hz+CVwfa0vy93+Wef8qPSo10up1kFavA4DE2x9p9TpIPG0qcsoBL6Ae9ZpDlf/sJSo1Eld323lAjTJ3vbKj+/1HVN2fQPloT6TVauA0bhqo1Bj22NQYnSYFo35urN1eVq8RiradkPoFIG/UFJc5i0EqQf/rhtxG1Rpkteoiq2VLmyb19UdWqy4Sb98y7VtZkpmZSWhoKAEBAQVeP336NECh129HMWSTBQKBoOgc+uIPFE4q+iwcg9rNiajjV9kwYhHmPIpxnjX80Hi60qBXa1o+1x3/prWQKeQ8PKQLnSYPJPVGAjvf/p4Lvx4EwNXfk/o9WgEwdptjnPXap98l8vClsutgBcZzeF+qjB2M3McT/aXrJH/3Oz5ThyP39kR/KYzIF+ZiTkoFQBHggyLAh6AdX6Co7oclMxuryYTM3RWrzoA+7AbRr35I+p+2mG3/+RPxerYPab//TZVxg/Gf+xKGsGjMqRnU3uQYKx63eE2BadgERUfRvifqp1+2n6uHvASA8dBOdN9+hNTdC4lX7gRJ4uaF85zl9nNZzfoo/vcYlqQ4st7IfdgR3DvGg3sxPtIZpwkzQSoFnY6srz/FmpajxujtB9bcHVdOL01HXjt/9hznqW+Q+V6wzebFKai69sqt88IrAOj3biP7s/fz1a2IvPbaa/Tr14+aNWty8+ZN3nrrLWQyGcOGDSM0NJT169fTp08fqlSpwtmzZ5k2bRqdO3emWbNmxb6XiAkWCCoYIZKKE2Mc8sk6+GSdY6Ek9+O0TrYE5+0GduHM8Qv8/ed+Xlg0gSUTPyDqYnj+OtE3eKHW4MJvKCn8UnkRm3l/6ST59m+H3+yxXJm5irST1wgc1xffIT053GEqxsT0PJY2v7Pnb6LllrcJW7CexJ0n8RvUkZqv9OfY47PIuhzlYO/duw2KZg+hj0km7uh1bryYK+DQ7thnRL6/kZvf5+b+NGXpsGTfPz+f6sbbxEHfp1huRqH/Yx3m8Gs4vTKP7M/ewnTqoP269qvFt9SQot/1C5bwqyh7DMZ05Sz6DSvK1ukSwpB8f2/ZV3XtiqJNB9I//ADjpYs4PTUEp5ETSdx9CGtqKsmTpjjYJ0+ZhkSeKyYkcXejyldfk71zn72v0n+Pkf3HDswxN0GlwvmpIai6PErap8uxpt3fP4+icuPGDYYNG0ZSUhI+Pj507NiRw4cP4+Pjg06nY9euXSxZsoSsrCwCAwMZPHgwc+bMuXPDBSAmwQKBoNw59MvfAFSp7lPOnlR+Asc/wc3vdxOzYR8AV2aswrt7S6oO60rEsi357cf1IXnvaSKX/w7A9UUb8erSlOqje3Fl5iq7ndLfk/rvjebMMwto9v3rBd7blKXFkJBW4DXB3WE6fwzT+WNFtrcmxaH/wbYSrOjY6w7WgnvBechQtH/+gW6bLfwh4+OPULV9BE3vPmT/kF8sw5qR4ZCJy+mxx7Dq9Oj+3mcv0+3e5VAnY/nnaPo+gSIoCMPJk6XRjTJnw4YNhV4LDAzk77//LrF7iZhggaAUCQ4OfuDlkwX3DxKFDNdmdUjen0f1zWol+Z9zuLWuX2Ad91b1Sf7nFpW4vWdwa53nta1EQuPPJxG5/Deyrtwo9P41Jw2g06WvabNrETUm9EMiE19BgkqKXI68fn0MJxzFMgwnT6Bo3LjwenlQ9+mLbu8eKCzDkFyO5ol+WDIzMIaEFmwjuC1Fjwm+D18zCgT3OzqdDl/fyrthQVCxUHi5IZXLMCSkOpQbElJxqle1wDpKXw+Mt6zeGhLSUOUIogDUnNQfq8nMjVVbC733ja+2knHuOsbUTNxbNyDojWEo/TwJeeu7u+6PQHC/InV3RyKTY0lxDLGxpKSgrHHnTYjyhg1R1KlD+geL8l1TPtIO97lzkajUWJKSSHntNazp4g3L3SDCIQQCQZnySP9OjHzvJfv5x6MWcO2Y2NBWUXFtVpvqY/twrPus29pFfZmbGSLrYiRWo4kGH4wldMF6rAZTabspEFQoNH36YgwNxXQ5f6pCw+lTJL/4IlJ3dzRPPIHHW/NImjAea2pq2TtawRGTYIFAUKac3nWMsNO5uYJTYgtOHC8oeYzJ6VhMZpS3SFcrfTww5BE1yYshPhWFj/st9u7oc+zdH2mE0tuN9idzMw5I5TLqzRtB4Ng+HGrzSoHtpp+8hlQhRxPoQ3ZozF33SSC4H7GkpWE1m5B6OsqPSz09MSff4W+eWo2662Nkrvmm4Os6Heab0ZhvRmO8dJEqa9eh6dOX7PXrCrYXFEoxUqRVjl2HAoGgfNFl6dBlxZa3Gw8kVqOZjLNheHZqQuLWnM1UEgmenZoQ/c22AuuknbiKV6em3Fj5l73Mq0sz0o/bHmRif/yHlFtihptveIPYn/4h5oe9FIZLk1pYzRYMDhkpBIJKgsmE6epVlC1bof/3gK1MIkHZsiXZv/xy26rqLo8iUSrQ7dxZtHtJJEgUijvbCfIhVoIFAkG54+zuglc1bzx9vQAIqGOLT01LSCX9lvhVwb0R9cUfNFo6kYzTYaSfCiFwXB9kTipu5mSLaLRsIvrYZMIW/GCzX/kXLX+dR+D4J0jadRK/AR1wfTiIy6+tBMCUkokpxVG1z2I0oY9Pta/wurWuh1vLeqQeuIApS4t76/rUe2cksT/tx5SWVXadr4yo1Eh9q9lPpd7+SAODsGalY01OQDVoNBJPb3Rf56ZKkwbapGUlag1SV3fbucmIJSYyX/OCuyfrx024vx6M8epljJcu4/TUU0jUGnu2CLfg2VgSEsj8apVDPU2fvugPHMCafssDolqNy/Dn0f/7L+bkJKTu7jgNGIjMx9shg4Sg6IhJsEAgKHeaP96GFz/MfW3+8mevAvDrko1sWbKpvNyqlMRvOYSiiht1Zg5F6etBxoVwzgx7z775TV3NGyy5b/7Sj1/lwstLqfP6MwTNHkb29RjOjfrglhzBt8eiN+E3oD21XxuCVKlAFxlP1Jd/EvnFHyXevwcNWa36OM/8yH6ufsYmnGH4dwe6bz5A4lEFqZfj5lyXeV841Fc80g1LYiyZs54vG6cfEPR795Lh7oHLqNFIvbwwhYaQMmuGfbOczNcXLI5SZLLAQJTNmpHy2qv5GzRbkAXWwP3tnkjd3bGkp2O8cpnkyZMxh4eXQY8qH2ISLBCUMmq1ukTb66Uv2fZKkyYzBlPnua4o3JxJPHaVE69/Q+b1uPyG6w6xcd0hGk16kup9WuNatypmnYHWDYNQVq9NRp6Y0TrDu1JzYHs8m9ZG4arh5wZjMaZnl2Gvioe/S2p5u5AP86afCdv0s/282vC+NFs1xa4gl7JxC/4ueVZo9+4mYu9uAFx7tKd+8FCUX0xCIpdjCL9J0tc/k/ZrbujD9a4voAwKpM26V3Fq2wSJTIY+JJLrfSdiikmw2/kpAWWpd7fImNONdza6D1D1HIDqyWeQenhhjgghPXg85pD8G6gAspYtQj3wOZwXrEHq5YP5ZiQZC2ZiOn3UbqMe8CyKtp1x/WwLVoMe05ULaNd9ieVm0R90BIVhzXPgoBCXMm2qg6XnJ0tQNm9h+/xh7oON/vAhUoNfB6MBU1go8lo1wcUFiUqFRK0GqUjfdbcUOUmj9S4PgeBBZ+HChXc2qoQ0nPgE9cb05Pis1ezqOxdztp4uP7yOVFV47JpPu4ZcW72LXX3f4u+n30cql9Flw+vINCq7jVyjImbvWS4uzS/sICg+bn074Td7LAlL1xP25GR0l69Tc818ZFXcC7Q3p2WQuHwj1596jdC+E0ndvJOqi6bh3Kml3UZRw59aGxejD4si4tnXCe07kYTPNmA1GMqqW5UWRfuuaEZOQPfjGtJnjcUcEYrLGx8gcfMo0F7zzBhUj/cj+5ulpE8biX7nb7jMmI+sVl27jbxxc/TbfyV99gQy57+GRC7DZc4HoKo4D9z3I6quXXF9eSKZ335L0rixGEND8Vz8IRIPjwLtU+e+ScKggfYj8YWRWM0mdPv22W3MN26Q8emnJI15geTJr2CJjbW16V7w76vg9ohM5QKBoFSoP7YXF5f8ys3tJ0i7FMWRySvQ+HlQrVerQuv88+xiwjf9Q/rVaFIvRnJ06pc4V/fG6+Hadpurq7Zx+bPfSToRUhbdqPRUGT2Q1I3bSNu8C0NIFDFzPsOi1eHxVI8C7bOPnCNjxyEMoVEYI2NJXvMbusvXcWr9kN3G99URZO47Tvyi1eguhmGMjCVz9xHMSSKX6b2ifmII+t1/Yti3DcuNCLJXfgwGHcrH+hRor+zcA93P6zCdOoIlPgbDjt8wnjyMqt/TdpvMBTNz2gvHHBFK1ufvI/PxR16nYAEVQdHIqxhnjogg4+OPsOp0aHoXPFbWjAwsKcn2Q9WqdYGKcYaTJzDHxGAODydj+edIXVxQBAWVUa/KhoyMDKZOnUrNmjXRaDS0b9+eY8dylRFHjRqFRCJxOHr1Kr4CopgECwSCEse5hg8aP0/i9l+wlxkztCSdCsU7r9LYHVC4OgFguGXjlaCEUMhRN6lL1sHTuWVWK1kHT+PUomGRmnBu/zCqOtXJPnreViCR4PJoGwzh0dRY/Q71j66j9uaPcX38kZL3/0FDLkdWpwGms44qZMazJ5DXf6jgOgoFVqPjCrzVYEDesGmht5E4uQBgycy4Z5cfWIRi3D3x4osvsnPnTtauXcu5c+fo0aMH3bt3Jzo62m7Tq1cvYmJi7McPP/xQ7PuImGCBQFDiqHPUxHS3KI3pEtJQ35KjtlAkElq88zwJR6+QdhspXsHdI/d0QyKXYUpMdSg3JaaiqhNYaD2pixP1D36HRKnAarEQO3c5Wf+eBkBWxQOZixPeLw0h/uO1xC1eg0vnVlRf/gYRzwXnTpYFxUbi6o5EJsOS5phn1pqWgqxawSpkpjPHUD8xBNPFM1jibiJv2hJl204gLWQNTCJBM+oVTJfPYYm6XtJdeGAQinH50ev16PV6hzKVSoVKpXIo02q1bN68mS1bttC5c2cA5s2bx++//86KFSt499137XX9/f3vyacirwRb7vIQCASVn5qD2jMo5Gv7IVXI7rnNVgtH4d6wOofGf1YCHgpKEkuWltB+kwgbOI34j77D740XcWprW1mU5GzSydh1mOTVv6K/FEbSlz+SuecYns8W/BpYUHpkr16GOSYat0+/w+OHXTiNmYJ+71aHDVp5cXpxKrLA2mR+8k4ZeyrIS1EU41JemYjh2FE83ppXaJzx/cTChQtxd3d3OAraM2MymTCbzfk2lWs0Gg4cOGA/37dvH76+vjRo0ICXX36ZpKSkYvskVoIFAsE9E739JEknc1/HSZW2Py1qH3d0eZTI1D7upF6IuGN7LReMpGr3FuwZOB9tjFCUKy1MKelYTWbk3h4O5XJvD0wJKQVXAtsr+Ahbxg79pTBUQYF4jx9C5JFztjaNJvQhjjln9aFRDnHDguJjzUjDajYjdffCnKdc4u6JJbXg3xNrehpZH8wBhRKJqxvW5EQ0z43DEnczn61mzBQULduR8dZkrMkJBbQmKCpCMS4/wcHBTJ8+3aHs1lVgAFdXV9q1a8f8+fNp1KgRfn5+/PDDDxw6dIi6dW0bOnv16sWgQYOoXbs2oaGhzJ49m969e3Po0CFksqIvwoiYYIFAcM+YsnRkhsfZj/Sr0WjjUvDrmBv7JnfRUKVFEInHr92mJdsEuFrv1uwdsoCsKPFFXKoYTejOh+DcvnlumUSCc7vmZJ8qOOVWgUglSJQKe5vac9dQ1q7uYKKsXRVjdPy9+/wgYzJhDruCvGluJg4kEhRNW2G6evH2dY0GrMmJIJOheKQLhmP/OlzWjJmC8n8dyXh7GpZ4oeh4z+RRjLOToxhnvHCh8HpUXsU4lUqFm5ubw1HQJBhg7dq1WK1WqlWrhkqlYunSpQwbNgxpThjPM888w5NPPknTpk0ZMGAAf/zxB8eOHWNfnkwaRUFMggUCQalwddU2Hpo6gKo9WuLeMJC2y8ajjUslelvuRpFHNwVT94XH7eetFo6i5uAOHJ74OaZMHWofd9Q+7sjUuX/g1T7ueDSuiWttPwDcGwXi0bgmSg/nsutcJSLpm1/weLon7oO6oQwKJGD+RKROalJ/sn0BV/1wOr6vjbTbVxk/BOcOzVEE+qMMCsRrzEA8BjxG2pbcPMFJqzbj3rcTHk/3RFEzAM/nn8D1sbYkf/9nmfevsqH740dU3Z5A2aUn0mo1cBo7DVRqDHttKmROrwSjfnas3V5WtxGK/3VC6huAvGFTXN5YDBIJ+i0b7DaaF6ei7PQ4WZ++i1WnReLhhcTDC5T3URLnCkjWj5vQPNEXdc+eyGrUxHXa9HyKcS4vjs1X77aKcS+ORdHoIaR+fsjr18dt5qxKqRgXFBTE33//TWZmJlFRURw9ehSj0UidOnUKtK9Tpw7e3t6EhBQva1CRwyEsIuuvQCAoBpc//wO5k4rWH4xB6eZEwtGr/P3sIiz6XEECl1p+qLxc7ed1R9kmxI/9/KZDW0emfEn4pn8ACBrRjSavDbZf6/br3Hw2gqKT/ud+ZF7u+EwdjtzbE/2lMCJfmIs5KRUARYCPg4Kc1EmN/zsTUPh7Y9UZ0IfdIPrVD0n/c7/dJmPHIWLe/JwqLw/Bf+5LGMKiiZr4HtoTd1itFNwR48G9aN08UD/9gk0sIzyEzAUzsabZwlek3n4O8b4SpRLNsDFIfati1WkxnjpM1rL3sGbnZlxR9xwAgOvbnzrcK+vz9zHs21b6naqkCMW4e8fZ2RlnZ2dSUlLYvn07ixcvLtDuxo0bJCUlERAQUKz2RUywQFDBOKIy39noPsFTZiUQK3IgXWrljMJMYh7/j3SaZPuQ80bsaJ1h9Jw6hFYDO+Lm40FaXArHfvqbnVv22m085FZ8QqPxCKiC2Wjixrnr/PXhRiJPh9ht7ifq6O7/1bSsVTu4sWqHQ5nvyP74vzwAhY8HVqUaGjYm6/Q1st7bCO9tdLD1fvZxAtd/gKaBbdd71rlQot9fR3SHV3Dkfv9ZZN3Z5H7Aar1FkSp30ps5b6qDqenKeQz/7rGtHHv5IKsZhKxmEKaU3E1E2nUrUbTtjKxajQqlGKf0uv+V0uRO2N+5S2SgcAVpjt9Z86cBefohk6Hu8xjm2Gg83luI+WYk2rUr86j7GTHu/Amp0zNI6tRH5u2N9uttSBOuVIifRXHYvn07VquVBg0aEBISwowZM2jYsCEvvPACmZmZvP322wwePBh/f39CQ0OZOXMmdevWpWfPnsW6jwiHEAgEpcJj45+k0wu9+PGNr1gyYA4GrZ6XvgtGfhvFuMfG96f98O78PHc173d/lT/eX0/Xl/rRaVRuEvSEsBh+nruaD3rOZNlT80i+kcBL383GOc+KsuDe8HqyA4FvvcDNjzdyoderZF8Mp/66ucgLUZFza9eYpC37uTz0TS49+TqGm4nUX/8WCn+vMva88iMU4yoOivZd0YyagG7TGtJn5IzVm7cZq2E5Y/X1UtKnjkS/4zdcZs5HVjt3rFCpMYeHkr1qSZn0obxIS0tj4sSJNGzYkBEjRtCxY0e2b9+OQqFAJpNx9uxZnnzySerXr8+YMWNo1aoV+/fvLzTGuDCEbLJAICgVOo/uzc5lv3Bh5wliLkeyfvrnuPl50qRH60Lr1GpVnws7T3Bp7ylSbiRwdusRru4/S42Hc9WQTv72L9f+PU9yVDxx126w5d21aNycqNqwZll064HAb+yTJKzfSeKmPeiu3SDi9S+waPV4P9OtQPuwSUtI+HYb2gvh6EKjCX9tORKpBLeOzcrY88qPUIyrOKj7DUG/608Me3PG6suPQa9D2a2QseqSM1Ynj2CJi8Gw/TeMpxzHynTqKLofvsZ49ECBbVQWhg4dSmhoKHq9npiYGD777DPcc6ShNRoN27dvJz4+HoPBQHh4OCtXrsTPz6/Y9xErwQKBoMTxCvTFzdeTq/+es5fpMrREng6hVsvCv1jDT1ylXocm+NS2xXVVbVSD2q0bcGnf6QLtZQoZ7YZ1Q5uexc1Ld069JrgzEoUc52ZBpO8/k1totZJ+4CwurRoUqQ2pRmkT4UgVSn8lilCMqzjI5ciCSmCs9AbkjQofK8G9IWKCBQJBieOWowqXcYtiXEZCGq63UYzbs2ILalcNs3Z/hNVsQSKTsvXDjZzc4pjO6aHHWvL8sskoNEoy4lP5YvgCslLEF3ZJIPdyRSKXYUx0HDtjQirqoGpFaiPwjREY4lIcJ9KCe0YoxlUc7GOVWoyxOn0Mdb+csYrNGatHbjNWgntGTIIFglJCrVYTGRl5Z8NKQMv+HRjyXm6qn69G55f6LAoPP/EILft35Pspy4i7eoOqD9ViwNwRpMWlcHxzbuaHkEMX+KjPLJy9XHnkmW6M+Hwqnw6YQ2ZS+m1aF5QF/hMH4fVkRy4PeRNrnkwggvIhe/UynF6agdun34EVLHHR6PduRVVI+MR/inEZb04qY08F2d8sw+nlnLECLLHR6PcUPlaCe6cYKdIEAkFxWLhwIdOmTStvN8qEC7tO2LIz5CDLEU5w9XEnIyHVXu7q4070xcLDFvoFD2fPii2c/v0QADFXovCs5k23Cf0dJsEGrZ7EiDgSI+KIOBVC8N5PaPt0V3Yv31LCPXvwMCVnYDWZUXg7boJT+HhgzDOWBeH/Un8CJg7iyjNvoRXhKSWOUIyrONjHyqOYY7XolrEaPg5LfP6xEpQMYo1dIBDcM/osnX1SmhgRR9y1G6THp1CvfRO7jcpFQ43mdQk/ebXQdpQaJVar45Zaq8WCRHL7P1USqRS58v5XTKoIWI0mss6GOm5qk0hw69iUzBNXCq3n//IAAqYO4erwd8g+G1qoneAeEIpxFQeTCXNoAWPV7C7G6ui/t7cX3DX3TTiEWq1+YFbNBPdOfLyQX73f+eebrTw+aSCJ4bEkR8XT69WhpMelcH7HcbvN+HVzOL/9GAe+2w7Ahd0n6T5xACnRicReu0H1xrXoMqYvR3/cB4BSo6L7KwO5sOs46fGpOHu60mFED9z9PTn95+Hy6GalJG7Vb9T+ZDJZZ0PJOnUNv7FPINWoSdy4G4Dan07GGJPMjfe/B8B/wkCqvTaMsFc+Rh8Vjzwn7tuSpcOSrSuvblRKdH/8iPPEYMyhVzCFXELd96l8inGW5ER061cBNsU4qZc35vAQpF7eqIeOKlgxrmN3sha/YVeMA2yCGgZDPh8ERUP3+484T8oZq2uXUD+RM1Z7csZqUs5YrcsZq3oFjJVUgv7X3LFCrUHmnxubL/X1R1arLpbMdKyJ4nuxuNw3k+CFCxeWtwuCCoR4YLr/2fPFbyg1KoYsHIvGzYmMhDRMBiPzT61Cl5HN1QPn8akd4JDf95e3VtP71aEMnj8aV2939Fk6rFYr7Yc/TvvnuhMXEo3FbKHN4M44e7qSlZpB1NkwPhsyj7hrN8qxt5WDqq8Nw+fZ7sjdnNHfiKf6688h93Qj+8J1rg5/B1POZjllVZuKXLPDX6IK9LXXr7tqlkN70R9tQOHniVvHh1H6eWLO1pF5/Ao3FnyHLjS6TPtWWTAe3IuxbWecXp5p2zCl15H19adFU4wzmZA6OWE8fVQoxpUBxoN7MT7SGacJOWOlu/1YKR5ujXrwcFDYRGWsWRloN6xxGCt5o6a4zslVTXN6wSZIo9+7jezP3i+LblUqhGyyQFDBWHpz/52N7hOWztgPM8DNzZVNG1by1TfrOXv2Ip4e7nzy8duExtyg78wpDnU+GL/T/vmJvo9jNpu5FnIdiUTCiOeH8Or08bT+X08uXiw8rOJ+QlO1S3m7UCQ6je9HkzF92fTqFyRHxfP4q0Pwa1CDT5u9iOm/DW4Kje3/n30PACcvV6Sy3FAVv/qBjF43m6+emc/1w5cAaDPsMRJ+O0LqzUSc3F14bOpgAn+Yx4edpmC13F/fKyPPa8vbhTvi0rsz7q07EPfmEnRnr+AxYgCuwycSt/4U5uQ0Ep56PccyR+ji/BXYNB55VT8C132I7mIollQTCedzhTASGtnEaFy6t8drwnPIvdxJ/uYnUr/bl9vOfYjZdH9HdLr26Yx7m47EvLEU7ZnLeI0cgNvzE7m59gzm5DQYODvH0sn2v+qryPYvRh92A6vRiEvXtvi9PpGkf+PJOnASAP8hXTFE3CRm9qcYo+Nw7tgS/3kTid9whMyzTuXU06LhWd4OFMD9/S9IIBBUCtLTM+jVZxg//fQ7V6+GcuToSSZPmUPrVg8TGFi10Hp//LmTrdv2EBJynWvXwnhz7iIyM7No+7+WhdYR3B0dRvdi37JfubTzBHGXo/hx+gpc/TxodBtxk+zkDDIT0uxHg24tSAqPtU+AAY79sIfwo5dJvZHIzQvh7PxoEx7VvPGs7lMW3ap0eI4cRPqP20j/ZSeG0Eji5y3DqtPjNug2crFSKQEfzCTps+8xRhUc7yv3rYLPGy8TO3MxVlPFkWa/n6kyeiCpG7eRtnknhpAoYud+hkWrx+OpHgXaZx89R8bOQxhCozBGxpLy7Rb0V67j1Lqx3UbTshFpv+wm++g5jNHxpG7chu5yGJqHi5bDu6IQHR3N8OHDqVKlChqNhqZNm3L8eG4ondVqZe7cuQQEBKDRaOjevTvXrl0r9n3EJFggKGWCg4PL24X7End3NywWC6mpRUtrJpVKGTr0SZydnTh85MSdKwiKjGegL66+noT+e95eps/QcuN0KDVa1itSGzKFjOYDOnJi09+F2ig0KloN6UJyZDxpMUn37PcDh0KOunE9sg6dyi2zWsk6dApN80aFVqsy4VnMyamkb95esIFEgv+iGaR88xOGEJHVo0RQyFE3rkvWwdO5ZVYrWQdPo2nRsEhNOLV7GGXt6mQfy/291J68hMtjbZH7VbHZtG2GslY1MnNWiisDKSkpdOjQAYVCwdatW7l48SIfffQRnp65a8mLFy9m6dKlfPHFFxw5cgRnZ2d69uyJTle8PQj3TUywQFBZKe4v5YOASqXivfdms2Hjr2Rk3F5VrEmThhz45zfUahWZmVk8NeRFLl0q/hO/oHBcfWzp0DJvETfJTEjDxce9oCr5aNSjNWo3J07+lH8S3HZ4d3oGP4vKWU1C6E1WD38Ps1GsNhYXmYcbErkMc1KqQ7k5KRVl7cAC66hbNsZtcE8iBk4stF3PF4diNZtJXStSDJYUcs+csUpMcSg3J6WiCip4rACkLk7UO7AWiVKB1WIhdt7nZP2b+9ATN38F/vMnU+/AWqxGE1arldg3PkWbZ6J8v6LX69Hr9Q5lKpUKlUrlULZo0SICAwNZvXq1vax27dr2z1arlSVLljBnzhz69+8PwHfffYefnx+//vorzzzzTJF9KvJKsPUuD4FA8OAxbNhAUpOv2o+OHf5nvyaXy9nwwxdIJBImvnLnVfIrV0Jp1aYH7Ts8wZcrv+Obr5fQqFHRVicFBfNw/w7MvfCN/ZAqZPfcZuunu3Jt3xky4lPzXTu95V8+7zubVUPfITEshmc+n4JcJVLalTYSJw0Bi2YQN/dTLIW8cVE9VBfP5/sTG/xRGXsnKAhLlpawJ1/h+uCpJHz8LX7BY3H6X65ssufzT6Jp3pCol+ZxfeBk4heuwu+tCTi1b15+TheRhQsX4u7u7nAUlBTht99+o3Xr1gwZMgRfX19atGjBqlWr7NevX79ObGws3bt3t5e5u7vTtm1bDh06VCyfxEqwQCAocX7/fQdHj+auXkRH2+IQ/5sA16hRncd7DL3jKjCA0WgkNDQcgJOnztG6VXMmvfIiEybOun1FQaFc2nWCqDziJnKl7avA5RZxExcfd2JuI27yHx7VvAnq0IT14z8p8Lo+Q4s+Q0tSeCxRp64x58wqHurZmrO/Fe8L60HHnJqO1WRGVsXDoVxWxSPfiiOAskYAiur+VFv+dm6hVAJAvXN/Et7nRTStmyCr4kGdPWvtJhK5DJ+ZY/EcMZDr3UeWSl8qO6aUnLHydtwOJqvigSmhYLEMAKxWjJExAOgvhaEKqkGV8UPJPnoOiUqJ7/SR3Jj4Lpn7jtlsroSjbhRElTGDyM4benEfEhwczPTp0x3Kbl0FBggLC2PFihVMnz6d2bNnc+zYMSZPnoxSqWTkyJHExtq+T/z8/Bzq+fn52a8VFTEJFggEJU5mZhaZmVkOZf9NgOvWrU33x4eQnJz/S7soSKVSVCplSbj5wGLI0pGc5RimkxGfQp32je2TXpWLhurNgzjy/a47ttdySBeyktK4sufUHW2RSEAisasKCoqB0YTuwjWcHmlO1u6cBwiJBKdHmpO67vd85oawKMKffMmhzHvySKTOGuIXfoExNoH033aTfchx3KqvWkD6b7tJ+3kngrvEaEJ3IQTndg+TuSt3rJzbNydlbf6xKhSpBEnO74pEIcsJk7hVUMhsS8F2n1NQ6ENBWCwWWrduzXvv2bLQtGjRgvPnz/PFF18wcmTJPpQJ2WSBQFDqyOVyNm1cSYvmTek/cCQymQw/P1t2gOTkVIxGWwquHds28uuWrSxfsQaABe++zrZte4mMisbV1YVhzwygS5d29On7bHl1pdLy7zfb6DppIEnhsaREJdD91SFkxKVyKY+4yeh1s7m4/TiHv9thL5NIJLR8qjMnN+/HYnb8pvAM9KVpv0cI+eccWcnpuPt70fnlJzHpDFzde7qsulapSPn2Z/wXvob+/DV0567gMWIgUo2a9F9sY+L//muY4pJI/GQ1VoMRwzXHlXxzhu3h9L9yS2oGhtQMBxuryYwpMQVjuMi9fS8kffMLVRdPR3f+GtqzV/Ea1R+pRkXqZtvDRcDiVzHFJZHw0RoAqrw0FN35axgiY5AoFbh0aY17/8eIfetzACyZWrKOnMV31mjidHqMN+Nx+l9T3Ad0I27hqsLcqHAEBATw0EMPOZQ1atSIzZs3A+Dv7w9AXFwcAQEBdpu4uDiaN29erHuJlWCBQFDqVKvmz5P9bCmcTh53XF3q1v0p/v7HtlJSp05NvL297Nd8fLxZ/c2nBAT4kpaWwblzl+jT91l27a44uZIrCvu/+B2lRsWAhS+idnMi4thV1ox8PzdHMOBV0w+nPOImAEEdm+BZ3YcTm/bla9OkN1CrTUM6vNAbtbszmYlphB+9zJeD55GVVLSsIAJHMrf+Q6KnO1UmP4/M2xP9pTCix82xb5aTB/jed/mXH1Qy/vqHeC83fKY8j8zHNlaRY+bax0pR1QesuQ+OUic1/vMmIPf3xqozoA+LIvq1D8n46x+7TfTURfi+NoqqH81A5uGKMTqehI+/I3X9X2XdvVKjQ4cOXLniKNF+9epVatasCdg2yfn7+7N79277pDc9PZ0jR47w8ssvF+teYhIsEFQwlvp1LW8XikybVwfz0LCuqNydiNp/nn9mryYtPM7BZjBqBuf06a9OwXhj62OLCf1o98LTnPlqG3+9bdtAp/JwZvH00QR+9gmu1aqgTUrn+vYTHP3wJwwZ96fQwaOyuwv7KEs8h/elytjByH080V+6TtS4LzCcvUovgDx75mK6jKJ+j/a0//1tlDUDkMjlGMJvEv3qh/SKvOJgqwwKxG/mSJxa10Mik6G/HEb8hPdQxiTQ85Z27xd8mlSMTC6qACNSuRUJoHCy4FFHj9li813/wWQAfJrkGMtkqAc+h7JLT6RePphvRqJdt9Khr+oBz6Jo2xlZtRpYDXpMVy6giv33/v95VIBX1KqqBqQKCxKsKDRmqgRpMVuzATAsto2Vf7Mc432rMHtlI3vUNlZKLyXu3sk4N8u2tyd/qC6qms7IlCBVqzD+9CXKEwdy26gETJs2jfbt2/Pee+8xdOhQjh49ysqVK1m5ciVge/s0depU3n33XerVq0ft2rV58803qVq1KgMGDCjWve7/IBKBQFAhafHyEzR7oQd/z/6Gzf3ewqTV88T3s5AVISuA78N1aPxcVxJv2ZTl7OeJs58HB99dz4bur7Nn+kpqPNqMrh+MLa1uVHrc+nbCb/ZYEpauJ+zJyeguX6fmmvnIqhScGs2clkHi8o1cf+o1QvtOJHXzTqoumoZzp1wBE0UNf2ptXIw+LIqIZ18ntO9EEj7bgNVgKKtuVVoU7buiGTkB3Y9rSJ81FnNEKC5vfIDEzaNAe80zY1A93o/sb5aSPm0k+p2/4TJjPrJade028sbN0W//lfTZE8ic/xoSuQyXOR+A6v5Vi6sIKNp3RTNqArpNa0ifkTNWb95mrIbljNXXS0mfOhL9jt9wmTkfWe3csUKlxhweSvaqJWXSh/KgTZs2/PLLL/zwww80adKE+fPns2TJEp577jm7zcyZM5k0aRLjxo2jTZs2ZGZmsm3bNtTq4v2bLUaKtLv7TyAQPJg0G9OLE8u2EL7jJEmXo9g99Quc/Tyo3bPVbevJnVR0X/oy+2Z9jT4t2+Fa8pUbbH9pKRG7TpEeEU/0wYscWfwjtbq3QCITz/R3Q66q1S4MIVHEzPkMi1ZXuKrVkXNk7MhVtUpe8xu6y9dxap0bw+f76ggy9x0nftFqdBfDMEbGkrn7COaktALbFBQd9RND0O/+E8O+bVhuRJC98mMw6FA+1qdAe2XnHuh+Xofp1BEs8TEYdvyG8eRhVP2etttkLpiZ01445ohQsj5/H5mPP/I69cuqW5USdb8h6Hf9iWFvzlh9+THodSi7FTJWXXLG6uQRLHExGLb/hvGU41iZTh1F98PXGI8eKKtulAtPPPEE586dQ6fTcenSJcaOdVzokEgkvPPOO8TGxqLT6di1axf16xf/36v41hAIBCWOWw0fnP08iNqfm8DdkKEl7nQo/ndQIOv87igi9pzmxoELRbqX0tUJQ6YWq7kCvBu931DIUTcpWNXKqYiqVs7tH0ZVpzrZR3PGWiLB5dE2GMKjqbH6HeofXUftzR/j+vgjJe//g4ZcjqxOA0xn8ygmWq0Yz55AXv+hgusoFFiNjivwVoMBecOmBdsDEicXACyZGYXaCO6AXI4sqATGSm9A3qjwsRLcG2ISLBAIShwnHw8AtImOm5+0Cek4+RauQFb3yUfwaVqLw+9vKtJ91J4utJ4ygIvr9961rw8y/6lamRJTHcpNianIfTwLroRN1arh2Z9odHkLgV/NI/btL8j69zRgy4Mqc3HC+6UhZP5zkoiRb5K+4xDVl7+B0/+aFNqm4M5IXN2RyGRY0hzzzFrTUpB6eBVYx3TmGOonhiD1rwYSCfJmrVC27YTUs2B7JBI0o17BdPkclqjrJd2FBwb7WKUWY6xOH0PdbwjSgDxj9chtxkpwz4iNcQKB4J6pN6A9j74/2n7+56gPi92GS4AXHec9z+/Pvo85T0aCwlC4aOj77WskX4vm2Mc/F/t+grvHkqUltN8kpE4anNs/jN8bL2KIiiX7yDkkOWIMGbsOk7z6V8CW9N+pZSM8n+2Tu2IsKBOyVy/D6aUZuH36HVjBEheNfu9WVIWETzi9OBVZYG0y3pxUxp4Ksr9ZhtPLOWMFWGKj0e8pfKwE947IEywQCO6Z8J0n2Xg61H4uy1Eg03i7kZ1HRlfj40bShcgC2/BpVhsnH3eGbH3XXiaVy6jatgFNRz3Ol0Gj7KmfFM5q+q2dgSFTx7axS7CYzKXQq8rPf6pWcm8Ph3K5twemhNtktbBaMUbkVbUKxHv8ECKPnLO1aTShD3EcZ31olEPcsKD4WDPSsJrNSN29yPsvXuLumW/F0V4nPY2sD+aAQonE1Q1rciKa58ZhibuZz1YzZgqKlu3IeGsy1uSEUurFg4F9rDyKOVaLbhmr4eOwxOcfK0HJIFaCBYJSRK1WExlZ8KSvMmHM0mG8RYEsKy6V6h0bk3TR1n+Fiwa/5kFcWLu7wDZuHLjAhu6vO5Q99tE4UkJucmrFH7kTYBcN/b6fidlgYuvoj4u0aiwoBKMJ3fkQnNs3J2PnYVuZRIJzu+Ykr/2j6O3kUbXCaEJ77hrK2tUdTJS1q2KMji8hxx9QTCbMYVeQN22J8VjOxiiJBEXTVui2/XL7ukYD1uREkMlQPNIFw0HHECLNmCko/9eRjLemYokvnvSsoABMJsyhOWN1NM9YNWuFbuu9jZWg5BCTYIGgFFm4cCHTpk0rbzfKhbNfb6PVpAGkXY8jPSqe/732FFlxqVzfnrtR5Mkfggnbdpzz3+7EmKUj+YqjQpUxW48uJdNernDR0G/dLBQaJbumrEDhqkHhqgFAl5QuRALugqRvfqHqB9PRnruG9sxVqrzQH6mTmtSfbKImVT+cjik2ifgPvwWgyvgh6M5dwxAZa1O1erQ1HgMeI2bu57ltrtpM9U9nkX3sPFmHz+LSuRWuj7Ul/NnXC/RBUHR0f/yI88RgzKFXMIVcQt33KVCpMezdCoDTK8FYkhPRrbcpiMnqNkLq5Y05PASplzfqoaNAIkG/ZYO9Tc2LU1F27E7W4jew6rRIcmJWrdmZINLa3TW633/EeVLOWF27hPqJnLHakzNWk3LGal3OWNUrYKykEvS/5o4Vag0y/2r2U6mvP7JadbFkpmNNFA+ZxUVMggUCQalwasUfyJ1UPPr+aJRuTsQcu8ofzy92WLl1q+mL5hYFstvh06QW/i1tOTOHH/jY4dradlPJuJFYMs4/QKT/uR+Zlzs+U4cjz1Egi3whj6pVgA/kebiQOqnxf2cCCruq1Q2iX/2Q9D9zVfwydhwi5s3PqfLyEPznvoQhLJqoie+hPXGxrLtX6TAe3IvWzQP10y/YXrWHh5C5YCbWNFv4itTbD6y54yVRKtEMG4PUtypWnRbjqcNkLXvPNsHNQd1zAACub3/qcK+sz9/HsG9b6XeqkmI8uBetuwfqZ3LG6noIme/eZqwUOWPllzNWJw+TtdRxrORBDXB9Z4n93OmFVwDQ791G9mfvl03HKhHFiAkWKywCwf3ATknFybW68+Nv4ONvAHikVzt6vvscQU2DcPV0Y1qvyYzskLOZTlJw/YzVvzD4lSGMPP8FMoWcmOs3WTL1Y/7+uZDXg4W0U540zHQubxfyUe2FntSY0A+lrweZFyO4OvsbLq145RYrm9+x/d/Fp98j1Nm2EnWgD9rrsVye/R1Ju08VaN9g8ViqjXycq2+u4XLb3Lcg7Y59Ro0v33SoEfruOiKWbSnp7t01vumZdza6D7BoLWC2gtWK1QyWLAvmdNt3dNr0KQ62LoNGIateC7BNiFVdeqLq0hPDkUOkz7WtzCc9PQDnMS+haNUGqbMLxvNnyPz8Uyw3o8u0X8VF5nIf/sLfitUKVrBPofJMejPfmupgarpyHsO/e1DmKMbJagUhqxmEKSUpT3sWDMcPIq9TH6mXN5mL5lT6nMGliUiRJhAIygSVk5pLxy7y3cJvi1wnIzWDn5Zt4vWBM5jWcxJ7ftzFpA+n0Lxzi1L0tHLj278d9d4eQfhHP3Hs8VlkXoig+YY3UHi7FWjv1ro+jb+YQsz6PRzrPouErcdoumYGzg0D89l6926DW6t66GMK3vgT9v5GDjQZaz+ivharjMVF2aUrzuMmkr3uW1InjsUcForbgg+RuHsUaJ8+/02SnhloP1LGjcRqNqHfv89u4/bWAmQBVcmY9wapE1/EHBeH+/sfC8W4e0Qoxt0dZrOZN998k9q1a6PRaAgKCmL+/PlY8zxAxMXFMWrUKKpWrYqTkxO9evXi2rVrxb6XmAQLBIIy4e+f97Lp0w2cOXC6yHUuHD7Pke2HuRFyg9iIWP745nfCL4XTqI3IMnC3BI5/gpvf7yZmwz6yr0ZzZcYqLFoDVYd1Ldh+XB+S954mcvnvZF+L5vqijWScC6P66F4Odkp/T+q/N5qLE5ZiMZoKbMuUpcWQkGY/LNn6Eu9fZUczaCi6bX+g37EVc2QEmUs/wqrXoe5ZcBota0YG1pRk+6Fo2RqrTo/+n30ASKtVR/FQYzKXfYzp6mXMN6LIWvYxEpUKVdduZdizyodQjLs7Fi1axIoVK/jss8+4dOkSixYtYvHixSxbtgwAq9XKgAEDCAsLY8uWLZw6dYqaNWvSvXt3srKyinWvYsgm390hEAgEJUXTDs2oFlSNi0eLpiYncESikOHarA7J+8/lFlqtJP9zDrfWBUuOureqT/I/5xzKkveewa11HuU/iYTGn08icvlvZN2yuTEvNScNoNOlr2mzaxE1JvQTUtfFRS5HXq8+xpO3qJCdOoH8ocZFakLdsy+Gv/eA3pbNRaJQ2prJuwHOasVqNKJoLJTK7hqhGHfXHDx4kP79+9O3b19q1arFU089RY8ePTh69CgA165d4/Dhw6xYsYI2bdrQoEEDVqxYgVar5YcffijWvcRfIIFAcF/j5OrE+kub+DH0F+asfouv5n7Jmf2ny9utConCyw2pXIYhIdWh3JCQitLXo8A6Sl8PjAlpt9inocpjX3NSf6wmMzdWbS303je+2sqFl5ZwcvDbRH+3i5pTBhI0d/jdduWBROrmjkQmx5LqmMPZkpJSJFUxeYOGyGvXQbctN/2dOSoCc1wszqPHIXFxAbkczdBhyHx8kXpVKfE+PCgIxbj86PV60tPTHQ69Pv/boPbt27N7926uXr0KwJkzZzhw4AC9e/e2twO2FKT/IZVKUalUHDhQvBVykR1CIChlLl26VN4ulDmdB3Rh/MKJ9vP5I+dx6ejdZQbQZmqZ3msKamc1zTo8zAtvjiE2MpYLh4Xy2P2Aa7PaVB/bh2PdZ93WLurLP+2fsy5GYjWaaPDBWEIXrMdqKDh8QlCyqHr2xRQWiunK5dxCs5n0d97EdfpMqmz+E6vZhPHUCQxHD4OkAmw8q0RUdsW4hQsX8vbbbzuUvfXWW8ybN8+h7PXXXyc9PZ2GDRsik8kwm80sWLCA5557DoCGDRtSo0YNgoOD+fLLL3F2duaTTz7hxo0bxMTEFMsnMQkWCEoZi+XB01s8uvMoV09dtZ8nxybdxvr2WK1WYnPUycIvXqd63UAGTxwiJsF3gTE5HYvJjNLHw6Fc6eOBIY+yX14M8akofNxvsXdHn2Pv/kgjlN5utD+53H5dKpdRb94IAsf24VCbW7NO2Eg/eQ2pQo4m0Ifs0OJ9cT2oWNLTsJpNSD08Hcqlnp5YUgrejGhHpUb16GNkf/dNvkvmkKukTngRiZMzKORY09Jw/3QFpqtXStL9BwqhGJef4OBgpk+f7lCmUqny2W3atIl169axfv16GjduzOnTp5k6dSpVq1Zl5MiRKBQKfv75Z8aMGYOXlxcymYzu3bvTu3dvh81zRUGkSBMIBCWOLktLbJa2VNqWSiUo/lMnExQLq9FMxtkwPDs1IXHrMVuhRIJnpyZEf1Nwpoa0E1fx6tSUGyv/spd5dWlG+nHbTuzYH/8h5ZaY4eYb3iD2p3+I+aFwpSuXJrWwmi0YEtPvsVcPECYTpmtXUbRoheFQHhWy5i3R/XZ7FTJV50eRKBTod+8s1MaabdtUJK1aDXm9BmR/+3WJuf7AIRTj8qFSqQqc9N7KjBkzeP3113nmmWcAaNq0KRERESxcuJCRI0cC0KpVK06fPk1aWhoGgwEfHx/atm1L69ati+WTWAkWCARlgou7C97VfPDys8W3VQuyqR6lJqSQmhOjOvmTaSTHJvH9ItvrwEETnyL0bAixETEolApadm1Nl0Fd+fKNFeXSh8pA1Bd/0GjpRDJOh5F+KoTAcX2QOam4uWEfAI2WTUQfm0zYAtsGk6iVf9Hy13kEjn+CpF0n8RvQAdeHg7j82koATCmZmFIc8+tajCb08an2FV631vVwa1mP1AMXMGVpcW9dn3rvjCT2p/2Y0oq3m/tBR/vzJlxfC8Z09TKmK5dRD3wKiVqDboctHttlxmwsiQlkr17lUE/dqy+GgwewZuR/6FB2ehRrWirm+DjktevgPH4ShkMHMJ48XiZ9qqwIxbi7Izs7G6nUccuaTCYr8K2qu7vtLdW1a9c4fvw48+fPL9a9xCRYIKhghBnuPrSgPHl96giGjRliP3/tc1sM6YoPv+aLD20rTi4BHqSbtPY+dnu2J8/PGpmvraY9WrHyu+LtAi4/qpe3Aw7EbzmET9+2NPpkPMikmLP1XJv9jX3zm7qat4NCXPrxq0R9tZWgN4ZRd97zWPRGwpf8TNblqALbb7B4LJoavni0e8i+emzRm6g75zmkKscV/OywyvGatywx/L0XQ4fOuEyfBVIpVp2OrM8/xZqzWU7m4wt5Jgvui5egeDg3r7bqUVvas7xiGbJq1dG89jqSnLzAlpibZIlV4HvGeHAvxkc64zRhJkiloNOR9fWnhSvGqdQ4vTTdnkfYmpVJ9qolDopxqsd64zRmsv28MirG9evXjwULFlCjRg0aN27MqVOn+Pjjjxk9erTd5scff8THx4caNWpw7tw5pkyZwoABA+jRo0ex7lVhJ8ELFizgzz//5PTp0yiVSlJTU8vbJYFAcBvOn7rE8sWriI9NZN7HwQztNpIrFxyTm784yDF+9OnHbfFf/+Hh5c6m3d+y8/c9ZeJzZcS3fzt8erXh8qtfknbyGoHj+lL37REk7jqJMTGdU4McN664ta5P4Ng+hC1YT+LOk/gN6kitqYNI+PNIvolwXrGM1EO5GyEzz11HH5dCzPq93Px+l73clKUr3c5WQpRduqJs15HMJR9gunwRzcAhOL80EcPRQ1jTUkmbOdXBPn3+myDP/R2SurnhseJrB7EMZdv2mK9dJWvlcqzZWagHDcX93cWkjB1pT6UmKD6K9l1R/K8D2Ss+sK8EO42aSPqJw1jTU/MpximatwGTicz3XscSHYm8eRucJ8wkIzoC8/UQAMwxN9D+tBZz6BVcZr1bKRXjli1bxptvvsmECROIj4+natWqvPTSS8ydO9duExMTw/Tp04mLiyMgIIARI0bw5ptv3qbVgilyijTLXR6lhcFgYMiQIbz88suleBeBQFBS/PHTNr78eDVH9h8rcp301AySEpLtxyOd26DT6sUk+B4QYhkVGyGWUXEQYhl3h6urK0uWLCEiIgKtVktoaCjvvvsuSqXSbjN58mSioqIwGAxEREQwf/58h+tFpcLmCX777beZNm0aTZs+WEmkBRUPHx+f8nah0jDw2X5s+3UX2myxOnU3CLGMCo4Qy6g4CLGMCkGp/wUqanJkgaCy4uvrW94uVAqatGhEvUZB/LL+t/J2pcIixDIqNkIso+IgxDIqBqU+CV64cCHu7u4Ox8KFC0v7tgKBoBzpM6gHh0J32Y8WbR++5zYHDuvH1YshnD/14ImP3M/8J5ZxcfLy29pFffknqQcvknUxkpvf7SRk3lqqj+mFRFlht6ZUOG4nliGrVp0qm/+kym/bUTzcwiaWUcycq4J7I/ubZZhjonH79Ds8Nu7C6cUp6PdsddioKihZivzXx3qXeYKLmhwZbCohixYtum17ly5domHDhnfli0AgKBv2bT/AuZMX7OfxsQn31J7GSU3PAd1Zvvire3XtgUaIZVRshFhGxUGIZVQMSv0RvKjJkQFeffVVRo0adVubOnXqlIBXAoGgNMnOyiY7K7vE2nu832MolQr+3FywoIOgaAixjAqOEMuoOAixjArBffUeysfHR2wiEggqKW4ergRU88fH3xuAWnVrAJAYn0RSgm1l5N1lbxIfk8DS975wqDtw2BPs3baftBQxYbpXhFhGxUaIZVQchFjG/U8xZJPvLyIjI0lOTiYyMhKz2czp06cBqFu3Li4uLuXrnEAgyMejPTsx/9M59vPFX9qUffKKZfhX88unClQzqAYtH2nOS0OnlJ2zlZj4LYdQVHGjzsyhKH09yLgQzplh791WLOPCy0up8/ozBM0eRvb1GM6N+qBQsYyCsOhN+A1oT+3XhiBVKtBFxhP15Z9EfvHHnSsLHDD8vZcsdw+cRoxG6umFKSyE9DdmFCqWASCrHoiiSTPSgl8tsE2pVxU0L01E6uGJJTkJ/a7tZK//rtT7UtkxHtyL1t0D9TMv2MIiroeQ+e7MwsUyFEo0w8Yg9auKVafFePIwWUvfcxDLkAc1wPWdJfbzyiiWUZbcVyvBxWHu3Ll8++239vMWLWyKOHv37uXRRx8tJ68Egvyo1eoSbW+oqnaJtleadJ4+mBbDuqJyc+bG8ass7zKdlPC4fHb/9WnHsI9w9fPk+xWLCXr0YRQaFSnhcXzzxBxqnEuklnNdurw2hLpdm+NRwwd9hpbrB86z9/0NZBYS01re+MtTy9uFfJg3/UzYpp/t59WG96XZqinIfTzRX7pOysYt+LvkWaHdu5uIvbsBcO3RnvrBQ1F+MQmJXI4h/CZJX/9M2q+5r2yvd30BZVAgbda9ilPbJkhkMvQhkVzvOxFTTG58uJ8SKH5qz1JDch/5clukViDnkIBEbrX7nj5nKuDYF+UjbTHfiMRt3ntY0tMwHNxH9rerICcdl9TD1TZ5BmR+/jg9NxJVl0dJfXlE2fWpsmK12ofKfp7DrWIZpivnMfy7B+WjPZF6+SCrFYSsZhCmlDwqoVYLhuMHkdepj9TLu1KKZZQlFTZJ45o1a7BarfkOMQEW3G88qNlQ2o1/gjajerJ19mrW9J+LMVvPsLWvI7tFOjcvajcnRmx+C4vRzMaRi/my+0x2vbsObc4rc4VGiX+TWhxY+gtf953DTy8toUqdAIZ+XfAKl+DOuPXthN/ssSQsXU/Yk5PRXb5OzTXzkVVxL9DenJZB4vKNXH/qNUL7TiR1806qLpqGc6eWdhtFDX9qbVyMPiyKiGdfJ7TvRBI+2+CYi1ZwVyg7dsX5xYlof/iWtKljMV8PxfWdD5G4exRs36U7TiPHkb3hW1InjCBr2SJUHR/DacRYBztTRBjJzw+0H2mzJpVBbyo3ivZd0YyagG7TGtJnjMUcEYrLmx/YZZFvRTNsDKrH+5H99VLSp45Ev+M3XGbOR1a7bq6RSo05PJTsVUvKpA/lRUZGBlOnTqVmzZpoNBrat2/PsWO5QktxcXGMGjWKqlWr4uTkRK9evbh27dptWiyYCjsJFggE9zf/G9OLA5/9ytWdJ4i/HMVv01fg6utBgx6tCq3T7uV+pMck8ceMldw8E0ZaVALX958jNdIW66bP0PLD8Pe59OcRksNiuHkqhO1zvyWgWR3cqoqcpndDldEDSd24jbTNuzCERBEz5zMsWh0eT/Uo0D77yDkydhzCEBqFMTKW5DW/obt8HafWuQIAvq+OIHPfceIXrUZ3MQxjZCyZu49gTkorsE1B0VEPGIp++x/od2/FHBVB1vKPQK9D9XjBKmSKho0xXTqP4e9dWOJjMZ46jv6f3cjr35JlyWzGmpqce6SLsbpXhGLc3fPiiy+yc+dO1q5dy7lz5+jRowfdu3cnOjoaq9XKgAEDCAsLY8uWLZw6dYqaNWvSvXt3srKKt8egyJNg613+JxAIHjw8An1w8fUk/EBumjR9hpbo06FUa1mv0Hr1Hm9FzNnrDFo+maknljPmrwU0f6ZgOd//ULlqsFos6NJLLhvFA4NCjrpJXbIOns4ts1rJOngapxZFS0Xp3P5hVHWqk330vK1AIsHl0TYYwqOpsfod6h9dR+3NH+P6+CMl7/+DhlyOvG59DGccVcgMp0+gaFCwYpzx8gVkQfWR17ONp9QvAEXrRzAeP+JgJ6taHc81m/FY9QMur85B6iNEfu4JoRh312i1WjZv3szixYvp3LkzdevWZd68edStW5cVK1Zw7do1Dh8+zIoVK2jTpg0NGjRgxYoVaLVafvjhh2Ldq8LGBAsEgvsX5xw1saxEx9WkrMQ0XG7JUZsXz0AfWg3vxpGvtvLv51uo2qwOPd4egdlo4tzm/fnsZSoFjwUP48JvhzBkakuyCw8Eck83JHIZpsRUh3JTYiqqOoGF1pO6OFH/4HdIlAqsFguxc5eT9e9pAGRVPJC5OOH90hDiP15L3OI1uHRuRfXlbxDxXHDuZFlQbCQ5inHWFEfFOGtqCpLqNQqsY/h7F1I3d9wWfQYSCRK5HN1fW9D++L3dxnT1EplL3sccHYnUswqaYaNwe38Zqa+MAq34vbobbqcYJ6tW8Fj9pxhnungGS+xN5E1bonykE0grx0t7vV6fTzG4oDS6JpMJs9mcbz+NRqPhwIEDPP20bWU873WpVIpKpeLAgQO8+OKLRfapcvxkBQJBudJ4QHtmXPzafsjksrtqRyKVEnshnH0fbCLuQgSnftjL6R/20nJ4t3y2UrmMQZ9PQiKBrW+svtcuCIqBJUtLaL9JhA2cRvxH3+H3xos4tbWtVkmkEgAydh0mefWv6C+FkfTlj2TuOYbnswW/BhaUHvImzdEMeY6sLz4hbepYMhbMQdHmETRP5256M544guHffZjDwzCeOkbG27OQOLug6nj7tzCCkqWyK8YVVUHY1dWVdu3aMX/+fG7evInZbOb777/n0KFDxMTE0LBhQ2rUqEFwcDApKSkYDAYWLVrEjRs3iIkpnvCOWAkWCAT3zLWdJ/nqVKj9XJYjhevs7e6QtcHZ2524ixGFtpMZn0ritWiHssSQaBr2buNQ9t8E2L2aN+uGvSdWge8SU0o6VpMZubeHQ7nc2wNTQkrBlcD2WjfC9mWjvxSGKigQ7/FDiDxyztam0YQ+JNKhij40yiFuWFB8rDmKcRJPR8U4iYcn1kIU45yGj0G/dwf6HX8CYI4IA7Ual1deQ7tpbYHSyNasTCw3byALqJbvmqBoCMW4/BRHQXjt2rWMHj2aatWqIZPJaNmyJcOGDePEiRMoFAp+/vlnxowZg5eXFzKZjO7du9O7d2+sxZT6LvJKsOUuD4FAUPkxZOlIiYizH4nXosmMT6FWh9w4RaWLhmrNg4g+WfgO3qgTV/GqE+BQ5lU7gLToRPv5fxNgz9r+rH9uIdrUzFubERQVownd+RCc2zfPLZNIcG7XnOxTl4vejlSCRKmwt6k9dw1l7eoOJsraVTFGi2T+94TJhCnkKopmeTaXSiQoHm6J8cqFAqtIVKr8K4n/5RGWSAq+j1qD1L/qnaWYBYWTRzHOTo5inOnqxdvXvVUx7ui/petrGaFSqXBzc3M4CpsEBwUF8ffff5OZmUlUVBRHjx7FaDTaVYNbtWrF6dOnSU1NJSYmhm3btpGUlFRsVWERDiEQCEqFo19vo8OkAdTr3hKfBoE8+fF4MuJTubIjd6PIs+uDaT3y8dw6X22lWou6tJ/4JJ41/Wjcvz0tnu3K8e9sUq9SuYzBK6YQ0KwOW6YsRyKT4uzjjrOPO1LF3YVgPOgkffMLHk/3xH1QN5RBgQTMn4jUSU3qT7afedUPp+P72ki7fZXxQ3Du0BxFoD/KoEC8xgzEY8BjpG3JzROctGoz7n074fF0TxQ1A/B8/glcH2tL8vd/lnn/Khu6Xzeh7tkX1WM9kVWvifOE6UjUGvS7chTjps12SH9mOHoQVZ/+KDs9htTPH0Xz1jg9NxrD0YP2ybDT6JeRN3kYqa8/8oaNcZ39Llgs6P/eVS59rCzofv8RVfcnbHl/q9XAady0fIpx6udyx0pWrxGKtp2Q+gUgb9QUlzmLC1aMq1UXWS1b2rT/FOMk3pVzI6OzszMBAQGkpKSwfft2+vfv73Dd3d0dHx8frl27xvHjx/NdvxMiHEIgEJQKhmw9EgkM+Wo6WK3cPHudDSMWYdYb7TaeNfzQeLrS/JmuNB3cEZ8GgZgNJjpM7E+nKYNIjYpn59vfc+HXgzTo1Zr/jelNjf/ZdrmP3eYYS7b26XeJPHypTPtYGUj/cz8yL3d8pg5H7u3J8vcWse39t4jSpqOUSWm5aTUTuvTmv+zOUic1/u9MQOHvjVVnQB92g+hXPyT9T9vGxf2SDD7es5YOj+9nxbff4D/3JQxh0URNfA/tiTusgAnuiOHAXrLdPdA8Z1OMM8fcxBxxHY8lXyGt4o0pIgyrNfc9rHajLeTBafgYpFV8sGRnIbFaUTRvjddPO7AkxGLV61F17o7EzQ1LWiqmi+dIe+1lkSbtHsmnGBd7E3PUddw+XIXUyxtTxPXbK8adP4lVm43rohVI/auh/+tnjEcPPBCKcdu3b8dqtdKgQQNCQkKYMWMGDRs25IUXXgDgxx9/xMfHhxo1anDu3DmmTJnCgAED6NGj4NSOhSGxFjGAYmStwcXvBfBt+Oa7qicQ3I5p06bxySeflLcbRaawt453w7FqA0qusVLCs18Hai+ZSkTwCrJOXcXvxSfx7Nue810mYiogV2ztZdPIPHaZzOOXseoN+E8YhEevR7jQbRLGWNsrWa/Bj6IK9MUYl0ytD17hQo9paC9eL+uuFZumf71c3i4Ui/HvLqd3h1Y0rlsDs9nC0vW/ExIVwy+fzMZJXfCry/+Ijk9i5JtLqO7njbuLE5/OHHtb+/sN47ovy9uFYiNr0AJZzYaYo8PQjJiF9tv3MV88Wqi9tGptpD7VsMRGYDXokNVqhGrQePS/r8Z0dGcZen7vWJIrViiUvEkbZHUbY464htOEt8j+fB6m0wcLtZdU8UPZfRCWyGsouw/CdPUs+o1flKHHJYvbqh1Ftt20aRPBwcHcuHEDLy8vBg8ezIIFC3B3t4n4LF26lA8++IC4uDgCAgIYMWIEb775Jkpl8WQfi7wSbClmsLFAIHhw8RvXn8QfdpC0aQ8AEa+vwL1bK7yf6Ubs5z/ns78+yfGBJnzG57To0w63Ds1I2rwPgOSc/1dWr5yv/e4XvpgzweF8/sTnePTFN7gYFkXrh+oWUgvMZgvBS79jwtA+nLwUSka22KxYFpivnMJ85VSR7S03r2O5mfvwaEpJQN7kEWS1G1W4SXBFw3T+GKbzx+5smIM1KQ79xhUAKDr0LC237kuGDh3K0KFDC70+efJkJk+efM/3ETHBAoGgRJEo5Dg3DSJ9/9ncQquV9P1ncG7ZoEhtSDVKJAoZJrHprdzJzNYB4O7idFu7L37ahpebK4O6tSsLtwQlhLRqbaQ1G2AOE6EqggcPERMsEAhKFLmXKxK5DGNCqkO5KTENdd3qBVe6heqzR2KITSH9wJlS8FBQVCwWC4vX/EyLBnWoV6NqoXYnL4Xyy55D/PjBrDL0TnAvOM1ehcTZDaRSDLs2YTomNsEJHjyKPAkWwRACQdEJDg5Gp9PlKak48cvljf/EQXj178iVIXOw5tlEJyh7Fnz1IyFRMayZP6VQmyytjtnL1vLW+GF4urmUoXeCe0G74g0kKjXSGvVR9Xoea2IMpjMHytstgaBMESvBAkEpoNPpHDbuLVlSfr6UNabkDKwmM4pb5JHl3u4Y428jwAD4vdQf/wmDuTpsLtpLhYtqCEqf9776kX9OXmD121Pwr+JZqF1UbCI3E5KZ/P5Ke9l/e0haPD2V3z59g0B/n1L3V1A8rCnxWAFLbCQSFw+Ujz8tJsGCBw4xCRYIBCWK1Wgi61worh2bkbr9iK1QIsGtYzPi1/xVaD3/lwfiP+kprg1/m+yzoYXaCUoXq9XKwq9/Ys/Rs3z99iSq+1W5rX3tan5s/uh1h7LPNvxJllbPrBcG3XYCLbhPkEhApriznUBQyRCTYIFAUOLErdxC7U+mkH0mhKzT1/B7sR9SjZrEjbsBqLVkCsbYJKLf/x4A/wkDqfrqs4RN+hh9VDzynFVkS5YOS87GLJmHC8qqPij9vQBQB9liVI0JKZhuiT8W3D0LvvqRrQdO8OnMF3FWq0lMSQfAxUmNWmVLPzR72Vr8vNyZ8tyTqJSKfPHCrk4agNvGEQtKCKUaaRV/+6nUyxdrQC2s2kysqYkoez2HxK0K+k1LAVC064UlNRFLvE2eXFbnIZSd+2P8VwiZlDoqNVLf3N8Jqbc/0sA6WLMysCYnoBo4GolnFXTffJBrE2hTQJOoNEhdPWznJhOWmMh8zQuKT9FTpImoYIFAUERSfv8XeRV3qr42DIWPJ9kXr3Pt+bcxJdpyBKuq+ThIufo83xupSkHdlY4bq25+vIGbH9vUkjwe/x+1P8lNiRO0YkY+G8G9s2mH7ZX46HnLHMrnT3iO/l3bAhCbmIK0JJNfC+4aWfUgNC/Nt5+r+o0GwHh8D/ofP0Pi6onUwzu3gkSKstdwpF6+YDFjSYpDv3UtpiNFz+EquDtkNevjPOND+7n66fEAGA7uQLf6QyQeXrZxyYPL3Ny8wLJa9VG0fQxLYiyZwSPKxulKjlgJFggqGCnG2wsWlAXVX+hBrQn9UPp6kHkxgsuzV5N+yjGEIWXVbq6usq38+vZ7hLofT0Ud6EP29VhC5q8jcfdpwNaXf1pPImjmEKoN74bczZnUY1e4PPMrsq/HAirUgT4o2zRBGxmP0scDfVwyMT8d4PqSn7EazYAKqUpBo8Uv4vpwHZzrVSNx50nOjPqQ8saalVzeLhSLyU91Y/eJS1yPSUSlkNO8biBThz5OrQBve1++njkcyO3b5n0n+P3gGUJuxAPwUK0AJj3VrcL1XeJ6+zRw9yUaJaarJ5EG1Ebq6olu0yeYr9qkySWuThi2fWP/DGA6tw/TuX0ASKvXQz1iDop2vTBf2F8Ozt8bUkvFWpyTOKswXTyGtFoQUncvtGsWYr5gEzaRejhj+GWF/TOAtFYjzOGXkPpUB6USa0oCxsM7MO7/3W4juDdEnmCBQFAs/Pq3o8HbIwj7aDNHHn+djAsRtNwwG4W3W4H27q3r0/SLyUSv38uR7q+TsPUYD6+ZgXPDQLtNrVeeJPDF3lya+RVH+7yBOVtHi42zkapscYrOdauCRMrF11ZxqMurXJ37HdVHdqfu7GG5N5JJMesMRH21leR/zpXqz6Ayc/xyOE8/1oa1b77IlzNGYDJbGP/hWrL1htvW6d22CV/NGsnaOWPw83Ln5Q/WEpcTSiEoPSQKFZb4SAzbvi1eRZUTqv7jMV+/UDqOCfIhUaqx3AxH/+vKOxsDGHQY//0L7Yo3yP5gEobdP6Hs9Szyto+XrqMPEGISLBAIikXN8X258f1ubm7YR9bVaC7N+Aqz1kC1YV0LtK8xrjdJe08Tsfx3sq5FE7poE+nnrlNjdM88Nn24/snPJGw7TubFSC688jkqP098ercBIGnvGS5OXUHy32fRRsSTsP0EEcv/wLfv/+xtWLL1XJ71NdHf78EQn1qqP4PKzIrXnqd/pxbUreZLgxr+vPPiAGKS0rgUfrPQOgvHD+bpbv+jYc0Aalf1Yd7oJ7FYrRy9GFaGnj+YmEPPYtz3E+Yrx4tVT9XnBUznD2GJDiklzwS3Yr5yEsP29ZjPHymSveXmdUynD2CJi8KakoDp5N+Yr5xGVvuhUva0fJk3bx4SicThaNiwIQDJyclMmjSJBg0aoNFoqFGjBpMnTyYtLe2u7lXkSbD1Lv8TCASVB4lChmuzOiTvz7PSarWS/M853FvXK7COe6v6JP9z3qEsae8Z3FvXB0BT0xeVnydJeVZvTRla0k+G4FFImwByNydMKUJRrrTJ1No2Jro5a4pcR6c3YjJbilVHUHbIH+6MxMMX4z/5JcwF9y/SqrWR1mqAOazyr943btyYmJgY+3HggG2vws2bN7l58yYffvgh58+fZ82aNWzbto0xY8bc1X1ETLBAICgySi83pHIZhgTHp25DQhrO9QrOBKDy9cBwS/YGQ0IaSl93W5s5mSBubVOfkIbS16PANjW1/Agc04trb68tficERcZisbB4/Taa1wukXnW/Itdb8uNOfDxceeShOqXoneBukHj6oez6NNrv5oPVUt7uCIqA0xurkLi429T9dm7EdLRiqvvp9Xr0er1DmUqlQqXKv89FLpfj7++fr7xJkyZs3rzZfh4UFMSCBQsYPnw4JpMJubx401oRDiEQlDLBwcHl7UKlQuXvScsNs4n//TDR3+8pb3cqNe+t/YvQG/EsfvmpItf5+o/9bDtynk8mP41KKXLP3ldIJKgGTsTwz2asybHl7Y2giGiXv4H209fQb/4SZcd+yJt3LG+X7oqFCxfi7u7ucCxcuLBA22vXrlG1alXq1KnDc889R2Rk4Snh0tLScHNzK/YEGMRKsEBQ6jjKJ1dsDMnpWExmlD7uDuVKH3f0hcTh6uNT7au9ee0N8baV3/9WiW1luW2ofNzJuBDuUE/l50mrn+eSeuwqF18t4uYSwV3x3to/+efMVb4JfgE/L/c7VwC+3fovq/88wJczR1A/MP8qjqCcUWqQVa2D1L8myl4jbWUSCRKJFKfZ36JbvwhL+MXy9VGQDwd1P1d3lI8/g+l0xVP3Cw4OZvr06Q5lBa0Ct23bljVr1tCgQQNiYmJ4++236dSpE+fPn8fV1dXBNjExkfnz5zNu3Li78qkYeYIFAsGDjtVoJuNsGF6dmpKwNWcjjkSCV6cmRH2zvcA6aSeu4tWpCZErc9XiqnRpStrxqwBoI+LRx6VQpVNTMi/YpJJlLhrcWtYl6tud9joqf9sEOOPsdS5MWQ5WseegNLBarSz8/i/2nLjM16+PorpP0RTfVv91gK9+38+KV4fTuHa1UvZScFfotWR/6ajup2jVHVmth9BtXoo1NaGcHBMUGYkU5BXzDUthoQ+30rt3b/vnZs2a0bZtW2rWrMmmTZscYn/T09Pp27cvDz30EPPmzbsrn8RKsEAgKBYRX/xJ46UTSD8dSvqpUGqM64PMScXNDfsAaLxsIvrYZEIW/ABA5MqttP71LWqOf4KEXSfxH9Aet4eDuPjaKnubkSv/ova0gWRfj0EbGU/QrKfRx6WQsPUYYJsAt/7lLbQ3Erk6by3KKrnp2PLGEjvXr4ZEIUfh6YLMRYNL45oA9sm14M68t/ZPth46x5Ipw3BWK0lMzQByFONywhveWPkzvp5uTBnSHYBv/jzA8l/28v5Lg6nq7WGv46RW4qQu/7zWlRqFCqlXbry2xMMHqV8NrNosrOlJKLoOReLqieG3LwEr1oQbDtWt2elYTcZ85YJSQKlG6p1X3c8Pa9VaWLNz1P16D0fi7oV+Q466X/veWFISsCTkqPvVfghll/4YDzxY6n4eHh7Ur1+fkJDcTCYZGRn06tULV1dXfvnlFxSKu3swEJNggUBQLOK2HEJZxY2gmUNR+XqQcSGck8MW2iej6mpVwJL77ijt+FXOvbyMuq8/Td3Zz5B9PZYzoz4g63KU3Sb8s9+QOalo9OE45G5OpB69wqlnFmLRGwHw6tIMpzoBONUJoPOZLxz82en3tP1zi3Wvo6mRq7jUbs/ifDaC27Npj22Ff8z7axzK3xnTn/6dWgAQm5TmoBj3455jGE1mXv18k0Od8f278PLAglPnCUoGadU6aJ5/w36u6mETMjGe+QfD7yuRuHggdfcurLqgDJFVD0Lz8rv2c9WTedT9Ni5D4uaJ1MMnt4JEgrLP8zYVObMZS1Is+r++w3T4wVL3y8zMJDQ0lOeffx6wrQD37NkTlUrFb7/9hlqtvuu2hWyyQFAIwcHBdx3PGx8fb2/jv8+VCavVClar7f9tBfZrJwa9U1glrHnrFGJj/1OTxy7l4EWi1+/Bq2OTfIpx/yFVKUg5eBFTlu7+UoyLrVir0F+P6823/5znUnQiCRlaPn7+MR7LWVH/ry9fvfCYw/mIjo3YePASN1My8fdw5sWuD9OvVV0Hm4qA+XpcebtQfBS+GE8fQlarPlKPKmR/9hamUwftl7VL5zuYS9y9UA99CWmt+kh9q2LY/StZb7xY1l6XDNKKJd0tydBiPHMYWc16trH6fB6m03nG6sv3HewNB3YjDQgCiRSpT1VMl89g2Fr509q99tpr9OvXj5o1a3Lz5k3eeustZDIZw4YNIz09nR49epCdnc33339Peno66ek2UR4fHx9kMlmx7iVWggWCQtDpdHzyySd3VXfatGn2Nnx9fe9gXbH4TzHu0syvSDt5jRrj+tByw2z+7TANY2J+hbD/FONCFvxA4s6T+A/qwMNrZnD48dftq8H/KcZdmLw8JxxiKC02zuZQp1ex6I0OinHa8FhcGgbS6KNxyJxUXHv7e9uN8ijG+fZtW5Y/kkqF1miifoAnA1rXY3oRsm9sOnyZZdtOMHdQexpX9+H8jQTe2fwvbholXR6qUQYeP9hIlGosN8IwHtiO0yvz7lxBrsCSmYbpj3Uoewwudf8EuUhUOWP173acJrx15wpyBZaMNEx/rkfZfVDpO3ifcOPGDYYNG0ZSUhI+Pj507NiRw4cP4+Pjw759+zhyxCY2UrduXYd6169fp1atWsW6l5gECwSCYpFXMQ7g0oyv8O7ekmrDuhK+bEs++7yKcQChizbh1aUZNUb35NLMr3JschXjAC688jmdz6/Ep3cb4n49SNLeMyTtPWNvUxsRj1PQH1Qf9bh9EvyfYhyAR5sGyN2dS+1nUJnp2KA6HRtUL7L9HydDGNy2AT0ftuUErl7FlQtRiaz++5yYBJcBpvPHMJ0/VmR7a1Ic+h+WA6Do2Ku03BIUwF2N1cYVACg69LyDdeVhw4YNhV579NFHb/82sZiIPMECgaDICMU4wa0YzRZUcsdXkCqFjPM3EjGaRV4hgUBw/yJkkwUCQZG5nWKcqhB1t9JUjLuxtmIqJ1Um2tWrxi/HrnLxRiJWq5ULNxL55dg1TGYLqVmVJ0e2QCCofIhwCIGglLmXnauC/AjFuPuLcd0eJilDy4jlf2AFvFw09GsVxJq/zztkkBAIBIL7DTEJFghKmYULF/L++3e2qwgIxTjBragVct4e0pE5g9qTnKnF21XD5qNXcVYp8HQWD4ACgeD+RcQECwSCIpNXMc5OjmJc2vFrBdb5TzEuL4Upxv3Hf4pxqXnaVPl70uoXoRh3v6KQSfFzd0YmlbL9TBidGgYirWAprAQCwYOFkE0WCATFQijGVW6y9UYik3JT3UUnZ3L5ZhLuTioCPFxYuu048WnZvPt0ZwAiEtI4fyORJoHepGsNfL//AiFxqbwzpFN5deHBQqVG6psrUy319kcaGIQ1Kx1rcgKqQaOReHqj+3pxrk1gEAAStQapq7vt3GTEEhNZ5u4/UKjUSH2r2k9tY1UHa1aGbawGjkbiWQXdNx/k2gTasq5IVBqkrh62c5NJjFUJIcIhBIIKRrK0fH9tk38/htF7PQ1nPY3ax53UCxHse3YxyUlZIJUjr+6N3mrzs8mMwdR5ritWK9SZNZSgN54hMyyWAy98TMzVGMjpS/LyvzA4a2i8fBJyJxVWixVjRjYNVk7l7LsbcGtVr1DFuJ8bjMWYng1A+/XBOAfmKi79pxi3MeC5MvrpFEBG2p1t7iN+ORrCBzvP2s8/+vMoAP2a1WB+v9YkJKcRk5pt75c5M53Pth4jNl2LFVDKpHSq64+zUQsZYvmktFF07IXm2Yn2c/UzLwNg+HcHum8+QOJRxaY4loPE3QuXebm/Q7Ja9VE80g1LYiyZs54vO8cfQBQdeqEZNsF+rn56PACGgzvQrf4QiYdX/rGae8tYtX3MNlbBI8rO8UqMmAQLBIJiE7J6JyGrdxZ4be/gBQA0nPgE9cb05MiUL8mKjKfpzCG4NwpkR6837XLIeTn/wWa8WgQR+ethkk+HIpXLaBo8lC4bXmdr55mEb/oHgPpjeyFV2XTiH37jGYc2/vjf1BLs5YNJTS8XXuzQgIf8PZi++QgfP/UIjzXIXb2a36+1g32a1khchpYZPZrRpV4A8Rla3t16mnf+OsXHTz1S1u4/cFjjotH/sQ5z+DWcXpmXTzEu76oiAHIF+l2/YAm/irLHYExXzqLfsKKMvX4wscZHo/9zPeaIazhNeCufYpxu9S0Kl/+NVeQ1lN0HYbp6Fv3GLxCUHCImWCAQlAr1x/bi4pJfubn9BGmXojgyeQUaPw+q9WpVaJ1/nl1M+KZ/SL8aTerFSI5O/RLn6t54PVzbbnN11TYuf/Y7SSdCyqIbDxwd6/rzyqONeaxhtTsbA2ejk6jq7syzbepSzcOZFoHePNWiNudvJpeypwKwCTDof1mD6dS/RbL/TyzDeGgX1uysUvZOkBfT+WPofy3mWG1cYRsr7YMzVrVq1UIikeQ7Jk60vfF49NFH810bP378Xd2r6HmCrda7OgQCwYOHcw0fNH6exO2/YC8zZmhJOhWK920EMG5F4eoEgEGIYty3NKtWhdj0bPaHxGK1WknK1LHrcjQdg/zL2zWBQFABOXbsGDExMfZj507bW8chQ4bYbcaOHetgs3jx4sKauy0iHEIgEJQ46hyRC90tAhi6hDTUt6RLKxSJhBbvPE/C0SukXblRsg4KSowWgVV4b0AbZv1yFIPJjMlipUs9f4J7NS9v1wQCwX2EXq9Hr9c7lKlUKlQqlUOZj4+Pw/n7779PUFAQXbp0sZc5OTnh73/vD9oiHEIgENwzNQe1Z1DI1/ZDqpDdudIdaLVwFO4Nq3No/Gcl4KGgtAhNSOeDHWcZ17Eh60c/xvJnOnAzLZsFW0+Vt2sCgeA+YuHChbi7uzscCxcuvG0dg8HA999/z+jRo5HkEd9Zt24d3t7eNGnShODgYLKzs+/Kp2KkSBOhDQJBUVGr1UybNo34+PjydqVMiN5+kqSTofZzqdL2p0Xt444ujwDGf9kk7kTLBSOp2r0FewbORxsjYkvvZ745eIWHq1dhVLv6ANT3c0ejlPHCd/8wsctD+LhqytlDgUBwPxAcHMz06dMdym5dBb6VX3/9ldTUVEaNGmUve/bZZ6lZsyZVq1bl7NmzzJo1iytXrvDzzz8X2ycRDiEQlAL/Pd1OmzatnD0pG0xZOjKzdA5l2rgU/Do2tk965S4aqrQIIuTbXbdtq+WCkVTr3Zq9g98lKyqh1HwWlAw6oxnZLaIY/8kli6UTgUDwHwWFPtyJr7/+mt69e1O1am6GmnHjxtk/N23alICAALp160ZoaChBQUHFal9MggUCQalwddU2Hpo6gIzrsWRFJtBk1lNo41KJ3nbCbvPopmBubD1uT7fWauEoagxsz4EXPsaUqUOdI89szMjGrLOlVVP7uKP29cC1th8A7o0CMWXqyI5OxJD64OygLi2yDSYik3M3IkanZnE5NhV3jZIAdyeW7j1PfIaOd5+0pUrrXC+A+X+dZNOJMNrX8SMhU8cHO8/QpKonvmIVuPQRYhkVByGWUSwiIiLYtWvXHVd427ZtC0BISIiYBAsEgvuDy5//gdxJResPxqB0cyLh6FX+fnaRQ45gl1p+qLxc7ed1Rz0OwGM/v+nQ1pEpX9rzBAeN6EaT1wbbr3X7dW4+G8HdcyEmhbHf77eff7TrHJBHLCNTR0xabvxd/4drkm0wseF4KB/vOoerWkGbWj5M6dokX9uCkkdWqz7OMz+yn99JLAMQYhnlhKxmfZxn5OYCvpNYBvBAi2WsXr0aX19f+vbte1u706dPAxAQEFDsewjZZIGglAkODgZuH/xfHLwsphJr626p/kIPak3oh9LXg8yLEVyevZr0U6H57G4u2sjNRRvx7fcIdWcNpdfuhWRfjyVk/joSd5/mYOtXAPACgmYOQR+XgtzNmdRjV7g88yuyr8cCoA70oeNHY/Dq2ASljwfZ4bHE/HSA60t+xmo0AyBVKej0yVhcH66Dc71qJO48yZlRH+bzqcxxdS9vD4qF1ElL54aBXIpOJCFDy8fPP8ZjOfLTAPOf7ZavjkSjwSqRYgWc1EraNaqFX7WKlyJN6u16Z6P7DImbBtPFY0irByF180L77fuYL9pU/qTerhh++8L+GUBaqyHm8MtIfaqBUok1JQHjkR0YD/xR8fpvqVgBNxJnlW2sqgUhdfdCu2Yh5gs5Y+XhjOGXFfbPANJajTCHX0LqUz13rA7vwLj/d7tNZcVisbB69WpGjhyJXJ47VQ0NDWX9+vX06dOHKlWqcPbsWaZNm0bnzp1p1qxZse8jVoIFglJGp9Pd2agC4de/HQ3eHsGlmV+RdvIaNcb1oeWG2fzbYRrGxPR89u6t69P0i8mELPiBxJ0n8R/UgYfXzODw46+TdTkKgFqvPEngi725MHk52sh4gmYNpcXG2Rzq9CoWvRHnulVBIuXia6vQhsfi0jCQRh+NQ+ak4trb39tuJJNi1hmI+morvn3bluWPpFKhNZqoH+DJgNb1mP79njvabzp8mWXbTjB3UHsaV/fh/I0E3tn8L24aJV0eqlEGHj/YSJQqLDHhGI/vQTNi1p0rGPQYD/6FJTYCq0GHrFYjVIPGYzXoMR0tWAVSUDJIlGosN8MxHtuNZuTrd65g0GH89y8sMTljVfshVIPHYzXoMB2p3GO1a9cuIiMjGT16tEO5Uqlk165dLFmyhKysLAIDAxk8eDBz5sy5q/uISbBAICgWNcf35cb3u7m5YR8Al2Z8hXf3llQb1pXwZVvy2dcY15ukvaeJWP47AKGLNuHVpRk1Rvfk0syvcmz6cP2Tn0nYdhyAC698TufzK/Hp3Ya4Xw+StPcMSXvP2NvURsTjFPQH1Uc9bp8EW7L1XJ71NQAebRogd6/cKyWlRccG1enYoHqR7f84GcLgtg3o+bAtdrF6FVcuRCWy+u9zYhJcBpivnMJ8pejp6Cw3r2O5ed1+bkpJQN7kEWS1G4lJcCljvnIS85WTRbbPP1Z/54zVQ5V+EtyjR48CBdcCAwP5+++/S+w+Ik+wQCAoMhKFDNdmdUjefy630Gol+Z9zuBeiBOfeqj7J/5x3KEvaewb31raUWpqavqj8PEn6J7dNU4aW9JMheNxGXU7u5oRJKMmVO0azBZXcMS+0SiHj/I1EjGYRSHe/I61aG2nNBpjDLpa3K4I7IK1aG2mtBpjDLtzZWFAkirwSbBXJbgSCBx6llxtSuQzDLUpwhoQ0nOtVLbCOytcDQ0JqPnulry1WVpmjIHdrm/qENJQ5ynO3oqnlR+CYXlx7e23xOyEoUdrVq8Yvx67S9aEaNKpWhYvRSfxy7Boms4XULB0+bk7l7aKgAJxmr0Li7AZSKYZdmzAdu33qQkH54fTGKiQu7rax2rkR01ExViWFCIcQCAQVCpW/Jy03zCb+98NEFyFmVVC6jOv2MEkZWkYs/wMr4OWioV+rINb8fd6eL1hw/6Fd8QYSlRppjfqoej2PNTEG05kD5e2WoAC0y/8bqwao+uSM1WkxViWBmAQLBIIiY0hOx2Iyo/RxzHig9HFHn0cZLi/6+FT7am9ee0O8beX3v1ViW1luGyofdzIuhDvUU/l50urnuaQeu8rFV1feS1cEJYRaIeftIR2ZM6g9yZlavF01bD56FWeVAk9ndXm7JygEa0o8VsASG4nExQPl40+LSfB9isNYubqjfPwZMQkuIURMsEAgKDJWo5mMs2F4dWqaWyiR4NWpCWnHrxVYJ+3EVbw6OeaMrdKlKWnHrwK2TW76uBSq5GlT5qLBrWVdUvO0qfL3pNUvc8k4e50LU5ZDAZsmBOWHQibFz90ZmVTK9jNhdGoYiFQqVoIrBBIJyBTl7YWgKEikIBdjVVIUI0+w+MIRCAQQ8cWfNF46gfTToaSfCqXGuD7InFT2bBGNl01EH5tMyIIfAIhcuZXWv75FzfFPkLDrJP4D2uP2cBAXX1tlbzNy5V/UnjaQ7OsxOSnSnkYfl0LC1mOAbQLc+pe30N5I5Oq8tSiruNnr5o0ldq5fDYlCjsLTBZmLBpec/LaZOdLNgjuTrTcSmZSb6i46OZPLN5Nwd1IR4OHC0m3HiU/L5t2nOwMQkZDG+RuJNAn0Jl1r4Pv9FwiJS+WdIZ3KqwsPFko10iq5OZmlXr5YA2ph1WZiTU1E2es5JG5V0G9aCoCiXS8sqYlY4qMBkNV5CGXn/hj//bNc3H+gUKqReucdKz+sVWthzc4Zq97Dkbh7od+QM1bte2NJScCSkDNWtR9C2aU/xgNirEoKEQ4hEAiKRdyWQyiruBE0cygqXw8yLoRzcthC+2RUXa0KWHKzAqQdv8q5l5dR9/WnqTv7GbKvx3Jm1Af2HMEA4Z/9hsxJRaMPxyF3cyL16BVOPbPQri7n1aUZTnUCcKoTQOczXzj4s9PvafvnFuteR1MjV3Gp3Z7F+WwEt+fCjUTGrtpmP//oT1sy/34t6zJ/aCcS0rXE5JGnNlutfPfPeSIS05BLpbQOCuDbl/tSzauCCS9UUGTVg9C8NN9+rupny6tqPL4H/Y+fIXH1ROrhnVtBIkXZa7hNmcxixpIUh37rWkxHdpS16w8csupBaF5+136uejLPWG1chsTNE6mHT24FiQRln+dtY2U2Y0mKRf/Xd5gOi7EqKSTWghKxFUCfGn3u6gZ/Rf51V/UEgtsxbdo0Pvnkk/v+HtOmTQNgyZKS8/Xz6sNLrK3Sps2rg3loWFdU7k7EHLvKP7NXkxYeV6S6LSb0o13w05z5ahv/5uQCVnk402b6YAI7N8W1WhW0Selc336Cox/+hCFDW5pduWtGTpDd2eg+QhrYAEXb3kj9ayF19UT306eYrxUtt6m0Wj3Uw4OxJNxA983cUva05DGej7qz0X2A8vH+qPs+jcTdC3NkKNpvl2EOu1ywsUyG6slnUXbqidTTG0tMFNoNKzGdPZZro9ageWo0ijYdkbh5YA4PQbv2M8xhV8qmQ3eJVXf/p+BT9RqAqv8zSD28MIeHkP31UswhhY+VetBzKB/tidTLB/PNSLRrV2I6fdRuIn+oGar+zyCvUx+plzeZi+ZgPFox4oM9N+8rbxfyUeSYYKvVeleHQPAgo1ariY+PL283yoUWLz9Bsxd68Pfsb9jc7y1MWj1PfD8LmerO8Wy+D9eh8XNdSbzoGMbg7OeJs58HB99dz4bur7Nn+kpqPNqMrh+MLa1uPHBIFCos8VEYdhQz/ZzKCVW/cZjDRb7Z0kTxyKNonnsZ3c/fkTHnJcyRoTi/vgiJm0eB9uoho1E91g/tt8vImPkC+t2/4zztHWQ169ptnMa+hrxpK7JWLCTj9TGYzh3HJfgDJJ7eBbYpKBqK9l3RjJqAbtMa0meMxRwRisubHxQ6VpphY1A93o/sr5eSPnUk+h2/4TJzPrLauWOFSo05PJTsVUvKpA/lQa1atZBIJPmOiRMnOthZrVZ69+6NRCLh119/vat7iY1xAkEpsnDhQnx9fe9sWAlpNqYXJ5ZtIXzHSZIuR7F76hc4+3lQu2er29aTO6novvRl9s36Gn1atsO15Cs32P7SUiJ2nSI9Ip7ogxc5svhHanVvgUQm/pyVBOawsxj/2Yz56oli1VP1Gonp4iEs0SGl5JkAQNV7CIa9f2H4ZxuW6Ai033wCej3KLr0LtFd2fBzdb+swnTmCJSEGw+7fMJ4+gqrPEJuBQomiTWe0P3yJ+fJZLHE30f38Lea4m6i6P1mGPat8qPsNQb/rTwx7t2G5EUH2lx+DXoeyW8Fv1pVdeqD7eR2mk0ewxMVg2P4bxlOHUfXLDecynTqK7oevK8zq791w7NgxYmJi7MfOnTZ1vCFDhjjYLVmyBMk9pmEU3xoCgaDEcavhg7OfB1H7c5XiDBla4k6H4t+ycBU4gM7vjiJiz2luHCiaKpLS1QlDpharUCcrN+RNOyHx8MW4/9fydqVyI5Mjq10f0/k8DyhWK6bzJ5DXe6jgOnIFGAyOZQY98gY52VhkMiQyGRgLsKnvmNVFUAzkcmRBDTCddRwr49kTyOsXMlYKBdZbxsGqNyBv1LRg+0qKj48P/v7+9uOPP/4gKCiILl262G1Onz7NRx99xDfffHNP9xKTYIFAUOI45eQF1iamO5RrE9Jx8nUvoIaNuk8+gk/TWhx+f1OR7qP2dKH1lAFcXL/3rn0V3BsSTz+UXYeg//0LsIoHkdJE4uqORCbDkpbiUG5JT0Hi7lVgHdO546j6DEHqVw0kEuRNWqFo0wmJR469Tovp6gXUA55H4lEFJFIUHbojq/eQ7VxwV9jHKjXZodyaloLUo5CxOn0Mdb8hSANyxqpZK5SPdELqWbB9RUOv15Oenu5w6PX629YxGAx8//33jB492r7qm52dzbPPPsvnn3+Ov7//bevfiSJPgi13eQgEDzqXLl0qbxdKnXoD2jP28lf2Q6oo/mYwlwAvOs57nl2TlmPOyQpxOxQuGvp++xrJ16I59vHPd+O24F6RSFD1H49h/y9Yk4u24VFQtmi/+wxL7A1cP1yD+7c70IycjOGfbQ55trNXLASJBPfPf8T92+2oeg7CeHCPeKgpY7L/z959x0dRtQsc/81sT9v0hNACkY5UEUGKgHQRLKAgCoKI5aqAqMQGCr7BBioqoiIiNrCAiNICWJDeewuQQEjvZfvO/WNxw0oCCaQRzvf97Oc6Z8+ZeYa5m5zMnnmeL+bgSErE7/2v8F8ci9cjz2BZvxKcNeP5qpiYGIxGo8crJibmkmOWLVtGdnY2o0ePdrdNnDiRzp07M3jw4KuOSaRIE4QK5nTW/F8kp9fuYvGeOPe2Suv60WII9qPwgipwhhA/Mg4mFLuPkFYN8AoxMnRlUQohWa0iomMTbhzdm3lRo1HO/zLQeOsZtOg5rPlmVo17D6fdUQFnJVyW1oCqVkPksPpo+zzoapMkJEnG64UvMH//Ns74mv9HYGVR8nJQHA5kYwAX/n+87BeAkpNZ4piC2a+CRoPkY0TJSkd//zicqUnuPs7Uc+TPmAg6PZLBCyU7E6+nXvHoI5SN+1r5B3pcK8kYcNHdYfeY3BwK3nwZNFokXz+UzHQMIx/FmXqucoKuYNHR0UyaNMmjTafTXXLM/Pnz6d+/PxEREQAsX76c9evXs3v37nKJSUyCBUG4arYCM7YCs0dbQUo2dbq0IOOQa9Kr8TEQ1iaKg4vWFbuPsxsP8v3tUzzaer77KFknzrF77oqiCbCPgUFfP4/DamflmFmlumssVBCLicLPXvRo0rTvhap+M8w/f4iSk1ZFgdVQDjuOU8dQt2iHbec/rjZJQt2yHZY1yy491mZDyUoHlQpNh27Ytv5xcR+LGcViRvLyQXNjB0zfzSvvM7h+2O044o6ivrFd0UNskoSmVXvMK5deeqzNipJ5/lrd0h3rppqx3Eun01120nuh+Ph4YmNj+fnnom/61q9fT1xcHP7+/h5977nnHrp27coff/xRppjEJFgQhAqxb/4q2j81hJxTKeSeSeXmyfdSkJLNqdVFD4rc+V00J1ft4MDCtdgKzGQePeuxD1uhBXNWvrtd42Ng0DcvoDFoiX1mLhpfAxpfAwDmjFz3RFm4ChodckCYe1PyD0EOrYdizkfJzUTTfSiSbwDWFZ8CCkp6osdwpSAXxW67qF0oH5aVP+A1fgr2U0dxxB1B1+8e0Omx/ukqcOL12BScWemYF38OgCqqKXJACI74E0iBwejvHgWyhGXF9+59qm+8CSQJZ9IZ5LDaGEaMx5GU4Fo2IVwx868/4P1UNI64o9iPH0Z/x72ua7V+JQBeT0XjzEzH/I2reqaqUTPkwGAcp08gBwajHzbada2WFV0r9AZU4bXdm3JoOKrIG3Dm56Kk16x0nAsWLCA0NJSBAwe626ZMmcIjjzzi0e/GG29k9uzZDBo0qMzHKPUkWBFlkwVBKIPdc1dQr2cb+n82wfWDPLuANU9+6HHn1q9+KIYSKou1fWIQtTs1Q3t+kgsQcUtTwtu5cmaO3DjLo/+iThPIO5te/idyleTaEVUdQpnsytOwaHsqBw4cIO2tJnz00UfcPnYE9hM7sW36ETm0FpJPgMd5/XYggYWbj5OQmY/PskN0u7UzTzcOwt+r9Hd9qgNVSvFfU1cnzrjtWJZ/gWHYGCS/AJzpSThTEvCd+SmyMQhHUjzSGRWqEG8AVCFGdEPHIgeFo1jMOJPjUfIy8Z39NZJagzM5AfuxfWjadUXyD0YpyMO+bxOW3xahCtRX8dlemv1MXlWHcEm2TRuw3dINryeeB1kGs5mC+e+jnH+wUQ4O81ibLen0eI2f5M4jrBTkU/jZeyiF+e4+up798Rr7tHvb6+H/A8CyYRWFH86shLOqHE6nkwULFjBq1CjU6qKp6r8ZI/6rXr16NGjQoMzHEXeCBUGoEG0fv4PgZnVZ+eh75CWkcfNz99I9Zgzf93rBPRH+uvPEYsdeWCzj3Jai6kp5Z9KI+30bR374m6zjifjWDqZ7zMNkHD5TLSfA16LClDNEWTMY1K0hk35Kw7JhEaZzRUtYbJt+9Oi/+0wGryzfweTerejeqBapeSZmrNzE6yd8mHXvLZUd/nXBtvE3bBt/A0DVrD2qBs2wbViGYexLWH//Gvv+Le6+jrgDFM4sKjKgu+sRlJxMLMu+QDHlo+l4O9qed1E4ezLOxJOVfi41maZzDzQ330rh3Lfdd4K9Rj9J7s4tKLnZ5E+d4Nm/TQew28n/3xSciQmo23TA+4nnyUuMx3HKlX/bkXQW04+LcMQdxeeFGddUxbiyiI2NJSEhgTFjxlToccQkWBCECnFhsQyAdRM+YfSuj2jQtz0nlm8pcdyFxTLaPz3E471/i2X8Kzc+la1v/cDt7z+OpJJFruBy0OWGcLrcUPq0Q/sSM4gwejOig+sOfW1/b+5t24AFm6t3yd2awnF4J47DpS9sYln6uce29bdFqFvegrrlzVjFJLhcXVgsA6Bw3iyM7W5B22sAlqXfXtRf270P5p++xr5rKwDW1cvRtGqPbtB9FH7wBuAqlmHfve2isTVNnz59Sl11+GqqE4s8wYJQwUJCQqo6hEonimVcP1rVDiI5t5C/TySjKAoZ+WZijyTSJerq8ncKlUSSkPQGlILqvbTgmiOKZVwTSn0n2CnWBAvCFbkeyyZfbbGMH+94tVTHEcUyql7bukH8b0gHXli6Davdgd2p0L1RONH92lR1aEIpaHvchaTVY99T875Sr0qXKpahql2v2DH/FsuwH9qLM/kc6hvbob2lq2s9sVAhxHIIQRCuWqMhnbltZtHard9Gv1PmffxbLOPXETNFsYxrSFxaLm+v2cejXZrSuWEY6flmZq/fzxsrdzPtjvZVHZ5wCep23dH2HY5p/gyU/JyqDue6V/jFHLwefw6/978CwJmciGX9SnQ9B1RxZDWXmAQLgnDVRLGM69cXm47Suk4Qozs1BqBxmBGDVsXDX/3Fk92bE3JBdg+h+lC37Yr+/qcwfTkTx7G9VR1OjSOKZVwbSp8i7SoWHguCULOJYhnXL7PNgUqWPNpkybUtfmtUT+p23dDf/zTmr97GcWhHVYdTM4liGdcEcSdYEIQKIYplXJsKrXYSMovykiZmF3AkORujQUstoxcfbDhAap6ZGXfeBEC3RrWY/vsuluw8SeeGYaTlm3l77V5aRgQQKu4CVzytHjmklntTCgxDrt0ApSAfJTsN7R0PIRuDMH8zG3AtgdA/MAHLz5/hiD+K5OsP4Hogy1xYFWdQY4liGdWfmAQLglAhds9dgdpLx20zx6D18yJp+zFWPPhWqYtlFCekZeQ1VyzjWnMwKYtxX//t3n43dj8Ag1rVY/qgm0jLN5OUUzRZGty6PoVWO9/viGNW7H589Ro6RIbwTI+WlR779UhV7wa8/i/Gva2/y1VNy7ZtHeZv30P2C0QKKMpQo+ncF0mlRj/0cRj6uLv93/5C+bFt2oDJ6I/+/oddyyJOnSB/xvMlF8vQaDEMH4scFoFiNmHbtYWCD/7nUSxDHdUE39ffc2/X1GIZlUVMggWhgun15Vt1KUu+du52miUF5/l6k3YJciSnR/xzukxw/ccFDz/7hgXQI/p+om5rjcagQxPgg751JEn7T5Gz6yihc3/lhh5t8K8XgiXPxKmNB9gw83vyU7OrZ9LH8LpVHUGZ7NuXTPN6oZxOyUKnUdO6QS0mDO5CZFgAANPHXXw+HW7yYkdKPiZnKkmZeTRv3ICwxo0rO/SrJvvGXb5TNSPptdiP7ESOaIDsF4j527dxHN4OgOxrwPrrPPd/A9g2LEHSaJBDaoNGh5Kdhm17LPbNv7n7XCtUgZaqDuGy7Ft/w771fGGTRjdiGD4KVf1GyP5BFH40DfueTagCtQAoyYcpeP1R91jJGIj3uCeRIxsjh0RgXb8My+JPyB3Xp9hj/bsfofRK/SvDiXJFL0G43sXExFy+Uw3U6bE76DC6LytfXMCXg1/FVmhh+KIpqHSaEsfo/bx46KepOG0OFo96i3m3P0/sjG8w5RQAoDFoCW8ZycYPljJ/4Mv8OP49ghrWYtj8ZyvrtGq8nScSua9ra7569j4+efIu7A4nj3+0FNMl1l6brTZqBxt55s5bCfbzqsRoBUmrw5l8GuuK+aUbYLNg27oa0/ypmD6YiPXPn9Hefh/qm3pVbKACkk6P8+xJzN9+WLoBag3OvBysv32L8+z1U8gkMjISSZIuej35ZFHlw82bN9OzZ0+8vb3x8/OjW7dumEymMh9L3AkWBKFC3Dy2Hxs/XMaxta41wMsnzWXCjo9p0qc9h34tvmJcp8cHkZuUwYrnPnW35ZxJc/+3Jc/EdyM9v/Jb/epCxvw6Hb+IIHLPZVTAmVxfPn5iiMf26yN70/PFzzh0JpX2N9QudkzL+uG0rO8qjvH+8n8qOkThAo7je3Ac31Pq/s6k05B0umh8dhqO5jejqt8M+47iH1oVyof9wHbsB7aXur+SkYJl8VwANLf2raiwqp3t27fjcBTl1Dhw4AC9e/dm6NChgGsC3K9fP6Kjo5kzZw5qtZq9e/ciX0E+ZTEJFq5Jer2eiRMnVugxUlPFQwZXyr9uCD6hAZy+oOqbJc9E4p44ardrVOIkuFHv9pz8cx93f/w09To2JS8li51fxbLn+5Kfjtb5GlCcTsy54qGeipBvdlWwMnrpqjgSoSLItSKR6zbBtu77y3cWhErw3yqrM2fOJCoqiu7duwMwceJEnn76aaZMKcom1KRJkys6lpgEC9ekylhiUNGT7JrMO9QfgIJ0zwT8Bek5+JyvJlecgLohtB/Zi62fr+Sfj34holVD+rz2EA6bnf0//X1Rf5VOQ8/o4Rxcvhlrftm/ChMuzelUePunP2nTsBY3RARXdThCOTJMnovk7QeyCtuGH7DvXF/VIQk1nMViwWLxXMet0+nQ6Ur+A9tqtfL1118zadIkJEkiNTWVrVu38sADD9C5c2fi4uJo2rQpb7zxBl26dClzTKW+d6xc4f8EQaj5WgzpzHOH5rtfKrXqivYjyTLJB0/zx9tLSDkYz+7vNrDnuw20G3nxekVZreLuj55CkmDlSwuu9hSEYsT8sIETSRm8Obp/VYcilDPz569i+mQK1uWfoek0ANWNt1Z1SEINFxMTg9Fo9Hhd7obWsmXLyM7OZvTo0QCcPOlaGz1t2jTGjRvHqlWraNeuHb169eL48eNljkncCRYE4aodX7uLz3dfXDHOO9joytpwnnewkZRD8SXuJz81m/TjiR5t6ScSadq/g0fbvxNgY+1gvhn+P3EXuALELNnAXwdO8cUz9xIWUPo0dsK1Qcl2rbW3p5xB8jGi7TkU036xnluoONHR0UyaNMmj7VJ3gQHmz59P//79iYiIAMDpdAIwfvx4Hn74YQDatm3LunXr+OKLL8r8LbGYBAuCcNWsBWas/6kYl5+aReStLdyTXq2Pgdptotj1dWyJ+zmz8xiBDWt5tAU2qEVOYlH+338nwAENwvnm/jcwZef/dzfCVVAUhZk//MH6fXF8/vQ91A42VnVIQkWTJFCJ6YBQsS639OG/4uPjiY2N5eeff3a31arl+v3QvHlzj77NmjUjISGhzDFVx6yagiDUANvmr+LWp4bQ6PZ2hDSpy52zHiMvNZuja4oqxo34NpqbRvUuGvP5Smq3vYHOT95JQP0wWgzuTNsRPdjx1VrANQG+Z+4z1GrVkF+e+RhJJeMdYsQ7xIisubIlGIKn/y3ZwG87jhAzqh/eei3puQWk5xZgttrdfV7+ajUfXJAFwmZ3cORsGkfOpmG3O0nNyefI2TQS0rKr4AyuM1odcnh95PD6AEj+ocjh9ZGMQQBoeg9He09Rain1zX1RNWmPFBiOFBiOul0PNLcOwr734jX3QjnT6ZHrNkSu2xAAOTgcuW5DpEDXg2C6u8agH/Ocx5B/+0s6A7Kvv2u7Vr1KD70qLFiwgNDQUAYOHOhui4yMJCIigqNHj3r0PXbsGPXr1y/zMUr9p59TEet7BUEovc2frOCGnm2499OJSLKEOaeApU/O8agYF1AvDMMFX7UnHzjFkZXb6TbhHm57bhhOu4MTG/ZwcNkmAHzDA2jcpz0A41Z5fu216L4ZJGw5XAlnVvOo6rZEHdkGSevF0LBbOTJ9Oo988JNHn9ce6M3gW5qjimjCu18/4fGezmHn/uYt3NtJchAFjXtxQ6sbMfgZMW9ejJIn0teVF/XNfdF0GYTk44+SlYocWsf9nm7AKABsu/7AuvRjJJ8AVHUbY3jmPSRjMNit4HSCRgtOJ87MZBzxh9Hedg/a2+5x78eZlojpA/Fw8NXS3DYIXd+hSMZAnGnJqCKKJrD6+x4DwLppDeYF7yA3bIo6sjGa9zuBSo0zNRFV3Sh3f1VkYzQde6KYClDMhUjefjjTk7GuX4btz98q/dwqktPpZMGCBYwaNQq1umiqKkkSzz33HFOnTqV169a0adOGhQsXcuTIEX788ccyH0d8/yEI15gMyXH5TtVAz8fuJKRZPRY89i6ZZ9Lo/+ww+saM4c3ek7Gfnwi/3vUpV2fJ9X96PT6E+l1a8MX4d0k+fpa6Nzbk/rcfo/nDvfn7y1VkJKbw9dNzyMvIISMhFY1eS/exA2g94BaOHY+noBr+2yQ/t7SqQ7gk777dCZlxC+kzPsCy/zANHribxV8s4OzgMTgzs4s6/nSU5J+O4nNnH4Lq38LZwQ+731IUhVX6ol/uPsa6qPfFYY7dhu+0SWTM3oD1aPWvxuZXz1rVIVyWtksPtP0epOCjWdiPHUJ/51C0XYxkPzYSJSf7ov5O49/4PN2J/A/ewn74AKradfB5JhrL2lUUzv8IAMPw0aAPIPflC4rOOB0ouTkX7a86ST3iXdUhXJLvgG5EDH2M5Fc/xLT3CIGjhuDXP4C4Po/iyPzvv60ar8LvUBl9sJw8i2Kz4dOjI2FTIjkzbioFG3cBED79Kbw7tSbpxfexJabg3aUd4dP+j/S/s8lfv7XyT7IM/MrQNzY2loSEBMaMGXPRexMmTMBsNjNx4kQyMzNp3bo1a9euJSoqqpg9XZpYDiEIQoXoNqY/a+cs5eDanSQdSeDbSR/hFxZAyz43lTgmsn1jDq7dyeENu8k6m8a+lVs59vc+6rUu+uG2a/k/HP/nAJlnUkk5fpZfZizC4OdFRNOyfxUmgN+D95D380ryf1mN7WQCGTPeRzFb8B1ScnJ+RVFwZGS5Xx6TZSB/RSzZ877GvHVXBUd//dEPGYZl9Qos61biOBNPwcfvgsWMrveAYvtrmrbAfvgA1j9jcaYmY9u9A8tf61A3burZ0eFAyc4selXzCfC1IGjMXWQvXkXOT2uxnjhD8qsf4jRZ8L+3+LLHhdv2k7d2M9a4M9gSksla+AuWo6fwuqnoWxZDu2bkLF1H4bb92BJTyV68CvORkxhaX1me3OqqT58+KIpC4xLKr0+ZMoUzZ85QUFDApk2brig9GpQpRdqVvQRBuP4E1g3FLzSAY//sd7eZ80wk7DlBZLvif6gBnN55jEa3tiSkgevhh4hm9WhwUxMO/7Gn2P4qjYpOw3thyi3g3OGSs04IJVCr0TVrjGnLBZNVRcG0ZRe6Vs1LHCZ7Gai78mvqrv6G0PdeQxMl/gCpFGo16hsaY91btK4eRcG6ZyeaJi2KHWI7chBVVGPUjVyTXjmsFpqbbsG2w/OuoSqiDgFf/oT/Z9/h8+zLyCGhFXYa1wWNGn2LGyjYtKeoTVEo2LQHQ9umJQ67kFen1mgb1KFw+wF3m2nXYXx6dkQd5lrz7dWxFdrI2uRvFH9wXgmxHEIQhHLnd74gRl6a592kvLQcfC9RLGP93F/Q+xp4Yd27KA4nkkpm5TuL2fWLZ+qm5j3b8eCcp9EYtOSlZvPJyDcoyMor79Oo8VQBRiS1CkdGlke7IyMLTYO6xY6xnT5D+tR3sB4/hezjjXHUvUQsfJ+zdz+CIzW92DFC+ZD8jEgqNUqW5/VSsrOQ6hT/sJT1z1hkPyN+b34IkoSkVmP+/RdMP3zt7mM/dpj892biSExADgjCMHw0fjPnkP1/o8Ek0g9eCXWAn+uzlf7fz1Y2uqjiP1sAso8XjTYuQtJqUJxOkqd9RME/u93vp0yfS/j0p2m0cRGKzY6iKCS/9D6mCybKQumJSbAgVLDo6Gig4ivcVaV2g29l6P/Gubc/H/PmFe2n9R230G5wF75+Zg4px84S0TySIa8+RE5KFjt++svd78Tmg7w74AW8A3255f5ePPTRBN4f8jL5GblXfS7CpVn2Hcayr+gBRPPeg9RZOh/foQPJ/mhhFUYmFEfdsg2GoQ9Q8Mls7EcPo6pVG69Hn8KQ+RCmxV8BYNtZdFfYcfok9mOH8Z+/GF2XHljW/l5VoV+XnAUmTt75f8jeBrw7tSYsehy2hGQKt7m+VQt48E4MbZpyZvw0bImpeHVoSdjUJ7ClZlJ44V1noVTEJFgQKpjZbL58p2vcwdidJOw54d5WaTUA+IYYybsgTZZviJHESxTLGBQ9kvVzf2HPr5sBSDp6hoDawfR6YrDHJNhqspAen0J6fArxu08QvWE2He/rwbqPfynnM6vZHFk5KHYHqqAAj3ZVUMBFd7BKZHdgPRKHpm7tCohQuJCSm4PisCMFeF4vyT8AJSuz2DFeI8di2bAGyxpX9gBH/EnQ6/H5v8mYliyCYjI/KQX5OM+dRVVLXNMrZc/KdX22gv/72fLHnlb8tQJAUbAlJAFgOXwSXVQ9gh4bRuG2/Ug6LaGTRnH2yRnk/7Hd1efoafTNoggae7eYBF+BUq8JdqJc0UsQhJrPUmB2T0rT41NIOX6W3NQsGnVu6e6j8zFQr80NnN51rMT9aA1alP/8UlacTiTp0j+qJFlGfX7iLZSB3Y7l8DH0HdsWtUkSho5tsew7VLp9yDKaRpE40kUKtApnt2M/cQxNq/ZFbZKEpnU7bEcPFjtE0unA+Z/fxeerbiFJxR9Hb0AOj8BZwsRaKAWbHfPBE3h3al3UJkl4d26DafeR0u9HlpDO/2yTNKrzyyT++zPSAbLIc3AlxJ1gQRAqxF9frKT3U3eRfjqZzDOp9Ht2GLkpWRxYs8Pd57FvXubA6u1s/Go1AAfX7eL2J4eQlZhO8vGz1GkRSfexA9n2wx8AaA06bv+/uzgYu4Pc1Gy8A3y59aE+GMMD2PPblqo4zWte7qKfCJ7+PNaDx7AcOIrfyLuQDHrylrmuSfCM53GkppP1wRcA+I8fiWXfYWwJici+PhhHD0NdK4y8n1e69yn7+aKuFYoq5HzBhkhXHltHeuZF64+FsjEvW4LPxGgcJ45gP3YE/eB7kfQGLLGuf3+fiS/izEij8KvPALBu24R+yDDsJ49jP3YIVa06eD0wBuu2Te7JsNeYx7Fu24QzNQU5MAjDiDHgdGL5s+TqjsLlZXyxlIi3JmE+cBzTvmMEjh6MbNCR/ZOr+E+tt57FnpJB2rtfAhA0fhjmA8exJiQhaTX4dL8J4+CeJE91pbJz5pso2LqP0BfGkGK2YDuXitfNN2Ic0ouUmM+q6jSvaWISLAhChVj/yXK0Bh1DY8Zh8PPi1PajfDpqpjtHMEBw/TC8A4uKZSyduoD+zw7jnulj8A02kpOSxeZvY1lzvnCD0+kkNCqCDvdMwjvAl4LsPM7sO8mHQ6eRcvxspZ9jTVCw+k/kAH8CnhiFKjgAy9E4Up540Z32TB0e6nEnUfb1IfjViaiCA3Dk5mM9dJykUc9gO1lUstTrtk6ETC+qfBX61ssAZM39iuxPFlXOidVQ1o0bKDT6Y3hgDHJAIPaTJ8ib+hxKtuuPCzkkFEVxuvubFruWPHiNHIscFIIzNxvbtk0ULvrc3UcOCsF38qtIfn44c7KxH9pPzuTHRZq0q5T3+1+kBvoR8syDqEICsBw+ScLYV3FkZAOgiQiBC66V7KUnfNoTqMODUcxWLCfPkDj5HfJ+L1oKljjhTUInjybi3edQ+ftiS0wlbdZXZH8r1m5fCTEJFoRyFB0dfdEa4NTU1HI9RpBy7ZQHNiAhKwoooEHC6JRwXhD/3FsnABDE+bZ8G3s++Z2AAD+ibmuNMSyA1r07cGb1LpL2n0K2S+SfSsESWQuDnxcyEs5cE3JSTrX9dwloWf0KePyXtpYDWeOa6KoN4NvAgZfiitvynqtqWMD5lS3K2k+wGXKRuvZFFRCMrn4wxnZG7OoLzvPUasxLw9HcejuyfyDOrAysf61C2vi1ez/VkbpOUFWHUCrKqb8wveuaGMkNmuM9dixynShkv0BMC2fiOLQNXfOic3HuW4Fp3wpX/8im6Po/RMD870GrRclKw7Z1DYVvfeRxDE0gEFi9/z0C86v/EhyDvwVZ5UDCiVrrwC+kEK86BQDkT3EVCwo8X/DPr3MTtJHn12HrdXi1a45Xu+ZYhncnO3oKAN6jhqLv0BiV0RvFZoXsFNRndxJ4fp9C2ZS+bLJY3ysIl2U2m5k9e7ZH28SJ12fp0U6P3UGH0X359dl5ZJ9JpfuzQxm+aArzbn/eo3TyhfR+Xjz001TiNx9i8ai3KMjMIzAyHFOO6we8xqAlvGUkGz9YSsrhBPRGb/pMfZBh85/li0GvVObp1RiaW27D8MDjmL54D3vcYXT97sF7ypvkTR6Fkpt9UX/90DFob+1N4efv4jyXgLpVB7wnvk7+tKdwxLsejtQNuh/t7XdS+MlMnGdPo2rYBK9Hn0cxFWBdXb0r6F1rJK0OZ9JpbDvWY3johcsPsFqwbfodZ3I8itWMKrIZursfQ7FasG9bW/EBX0d0PXrg+/iT5M6ehe3wIbzuHUrAW++Q/tBIlOzsi/pnv/oKkrro2QbJ6EfQ5/Mx//GHu81x9ix577+PI+kc6HR4/7vPkSNQcmrGnfvIyEji4y9+gPqJJ57go48+Yvz48cTGxnLu3Dl8fHzo3Lkzb775Jk2bli7/8oXESmpBECrEzWP7sfHDZRxbu5PUI2dYPmkuvqH+NOnTvsQxnR4fRG5SBiue+5Rze0+ScyaNU3/vJzvBdTfdkmfiu5EzOfzbVjJPJnFu9wlWv7qQWq0a4hdRve9aVVe6/kOxbvgd61+rcCbGY/piNlgsaLv3L7a/tktvzMu/wb53K860JKzrlmPbsxXdgKHuPurGLbDt/Af7nq0401OwbfsL2/4dqBuW/ZeUcGmOo7uxrvkOx8HSlcx1njuFfe9GnClnULLSsO/+C8exPagaNKvgSK8/3kOHYfptBeZVK3HEx5M3610UsxlD/+Kr+yl5eTizMt0vXfubUMwWzH/+4e5jXheLdddOHElJOE6fJu/jj5B9fNBcQcng6mr79u0kJSW5X2vXuv44GzrU9TOmffv2LFiwgMOHD7N69WoURaFPnz44HGX/1k1MggVBKHf+dUPwCQ3g9MaiJ9YteSYS98RRu12jEsc16t2epH2nuPvjp5mw82PG/v4Gbe7vcclj6XwNKE4n5tzCcov/uqFSo2rQGPsBzwpk9gM7UTcqoWKcWgNWq2eb1YK6yY3uTfuxg2hatEMOd33PK9driLpJS2x7t5X3GQhXSY5ogFy/CY6TpcwGIpSOWo26cWOsO/9T3W/XTjQtiq/u91/6AQMxb1gPJaXZVKsx3DEIZ34ethNx5RB09RASEkJ4eLj7tWLFCqKioujevTsAjz76KN26dSMyMpJ27doxY8YMzpw5w+nTp8t8LLEmWBCEcucd6g9AQbrn13MF6Tn4XKJiXEDdENqP7MXWz1fyz0e/ENGqIX1eewiHzc7+n/6+qL9Kp6Fn9HAOLt+MNV9UtiorydeIpFLhzPHM2ODMzUIdUXwFMvv+HegGDMV+ZB/O1HOoW7RD06GrR4omy6/fIRm88X37S1cGAlnG/MN8bJvWVeTpCGXg9eJnSN5+IMtYY5dg3y4yQZQn2eiq7uf8T3U/Z1YW2nrFf7YupG7aFE3DhuS+fXHhIe0tnTC++iqSTo8zI4OsyZOviYcYLRYLFovFo02n06HT6UocY7Va+frrr5k0aRJSMSn9CgoKWLBgAQ0aNKBu3ZIr8ZWk1JPg/+buFAShdPR6fVWHUOFaDOnMgP+NdW8vfvjtK9qPJMsk7T/JH28vASDlYDwhTerSbmSviybBslrF3R89hSTBypcWXHnwQpmYvvoQr0eexfedL0EBZ8o5rH+t8lg+oel4G9pbe1H40Rs4Ek+jqn8DhpFP4MzKwPb3mqoLXnAzzX0JSadHrtcYXb8HUdKTsO/dWNVhCecZBgzEFheH/cjFOYWte3aT+cgjyEYjhjvuwH/qNDKeeKzYdcbVSUxMDK+99ppH29SpU5k2bVqJY5YtW0Z2djajR4/2aP/44495/vnnKSgooEmTJqxduxatVlvmmMSdYEGoYDExMcycWdVRVKzja3fx+e6ir+NUWtePFu9gI/mp2e5272AjKZeoGJefmk368USPtvQTiTTt38Gj7d8JsLF2MN8M/5+4C3yFlLwcFIcD2RjAhavpZL8AlJziCyUoeTkUzH4VNBokHyNKVjr6+8fhTE1y9zGMGI/51++wbdkAgPPMKeTgMPR3jhCT4GpCyUpFAZzJCUg+/mh73ycmweXImeOq7if/p7qfHBCAI/MyRUj0evQ9epL/5RfFv2824ziXiONcIrbDhwha9A2GAQMp/Pabcoq+YkRHRzNp0iSPtkvdBQaYP38+/fv3JyIiwqP9gQceoHfv3iQlJfHOO+8wbNgw/vnnnzLfdBJrggVBuGrWAjNZ8SnuV/rxRPJTs4i8tWjtm9bHQO02USTuOl7ifs7sPEZgw1oebYENapGTmO7e/ncCHNAgnG8fiMGUnV/+J3S9cNhxnDqGukW7ojZJQt2yHfbjl1kjarOhZKWDSoWmQzdsO/8pek9bXJUyR8kVyoSqJUmgEhUXy5Xdjv3YMbTtPKv7adu1w3aw+Op+/9J3vw1Jq8G8tpTZOiQJSVP9r59Op8PPz8/jdalJcHx8PLGxsTzyyCMXvWc0GmnUqBHdunXjxx9/5MiRIyxdWvbMMyJFmiAIFWLb/FXc+tQQMk8lk30mje7P3kteajZH1xQ9KDLi22iOrd7BjoWuH/bbPl/JqJ+n0vnJOzm8YisRbaJoO6IHv0fPB1wT4HvmPkN4y0gWj3kHSSXjHWIEwJSdj9NW/XPyVjeWlT/gNX4K9lNHccQdQdfvHtDpsf65CgCvx6bgzErHvNhVXEEV1RQ5IARH/AmkwGD0d48CWcKy4nv3Pu27N6Mf8gDOjBRXirTIRq4sFH+uLDYG4Spo9chB4e5NOTAUpVYkiikfJTsdbb8HkPyCsCz5AABNp344s9Nxprq+cVE1bI6222Bs//xWJeHXZAU/LME4JRrbsSPYDh/B615XdT/zKtfnwC/6RZxpaeR/7lntzTBgIJaNG1Fycz13qNfjM/JBLP/8gyMzA9loxGvIXahCgj0ySNQUCxYsIDQ0lIEDB16yn6IoKIpy0Xrj0hDLIQRBqBCbP1mBxkvHgJix6P28OLPjGN8/9KZHjuCAemEYAooqxiXtO8mPj75Hjxfuo+vTd5F9No21r33NwWWbAPAND6Dx+RRr41bFeBxv0X0zSNhyuBLOrGaxbfkDk68/hnsfRjIG4IiPo+DNF1Byz1cgCwr1qGqFRot+2MPIIREoFhP2PVvJnxuDUliUrL9w4RwM947B6+EJSH7+rmIZ61dg/vmryj69Gk9VJwrD+Onubd2gMQDYdqzH8sOHSL4ByP7BRQMkGW2/kciBoeB04MxIwbJyEfatYplKebNs2ECe0R+f0WOQAwOxx50g64Xn3A/LqUJD3aWr/6WqWxdtq1ZkTX724h06nKjq1sP4Wl9koxFnbi62o0fIfPppHFeQGaE6czqdLFiwgFGjRqFWF01VT548yeLFi+nTpw8hISGcPXuWmTNnYjAYGDCg+NRzlyImwYJwjfk8/0BVh1Bqn79+AF53PQjR945ePDB1KC1bNyMg0J8B3YfxeZvbLx60/AAsd5XWVavVPD5hLCP/mEl4rVBOnjjNqKGP89f6TZV5GlflsWz/qg7hspyFDhSHE0lRUBwKzjwHjmzXXfWc557x6OvYshs57Ff0AwYjh4ShatoGbe+hFH75GdhcqdP0QwejimqB5OWLUliI42Qcpt9X4cwo+52aymRPr/4VyAD0g4ZguPd+18TqZBzZT4/HfvTiB6gAdCMCUEW1xOfNnz3arVs3k/uqqwqZ5B+A99jxaNp3QPb2wXZgL/kfvY/zXGJxu6w2Ms96V3UIlxWQpUVvl5AUsFtV5KboMZ+PO3PoS+d7ubZ9+3TG77H7cOTmY3z9DazxiWTMX0ruL+vd+8t66j1CJz+Mb+9OqPx9kcLqYQ29kex1Zyr71MosrAx9Y2NjSUhIYMyYMR7ter2ev//+m/fee4+srCzCwsLo1q0bmzZtIjQ0tMwxiUmwIAiVwsvLwPYtu/lt2Wpmvj+tVGOefen/GDJ0INETXiPu+Cm69ezMvK9mc0//URzaX/wvfaFstF174D3uSQo+nIX96CH0Q4biO/0dsh8diZKTfXH/7rfjNfpR8t97C/vhA6hq18FnYjQoUPi5q/Su5sbWmH9biv3YEVCp8Bo1Dr8Z75D92CiwlJDzVCgVbfceeD/6JPlzZmE/cgjDXUPxe+MdssYWf71yp7/iyu18nuznh//c+Vj+/sPd5jf1DXDYyZv2EkphAfq7h2GcOYusceJ6XQ3fAd0IfXEcya9+iGnvEQJHDaHeF9OJ6/MojsyLU5o5svPImPs9lpNnUWw2fHp0JGLmRBwZ2RRs3AVAWPQ4vDu15tyzb2NLTMG7SzvCpz2JPSWD/PWlK5hyLejTp0+xWckiIiL4/fffy+04pX4wTrnC/wmCIAAsXbKCOe/MY+Ofpf9BfdewgXw8+3P+iN3ImfhEvlnwAxtiNzLuyYcqMNLri/6uYVhWrcASuxLHmXgKPnwXzGZ0fYr/alHTrAX2Qwew/hmLMzUZ2+4dWP5ch7pxUTW4vFefxxK7CkfCaRyn4sifFYMqNBz1DY0r67RqLMPdwzCvWoFlzUocCfHkf/AuisWMvm/JVciUrEz3S9POVYXM8tcfAMi166Bp3sI1qT52BMfZMxTMmYWk06Hr0asSz6zmCRpzF9mLV5Hz01qsJ86Q/OqHOE0W/O/tU2z/wm37yVu7GWvcGWwJyWQt/AXL0VN43VT0gLGhXTNylq6jcNt+bImpZC9ehfnISQytm1TWadUoIjuEIAjVllarxWL2rE5mMVu4qWObqgmoplGrUd/QGOue/1S12rMTTdPiq1rZDh9EdUNj96RXDq+FpsMt2HaU/MeN5O3j2nV+XvnFfj1Sq1E3aoxtl+f1su3eibp5KauQ9R2I9c/17ju8ksaVW1W5sAqgoqDYbGha3FjcLoTS0KjRt7iBgk17itoUhYJNezC0LV35cK9OrdE2qEPh9qIlcKZdh/Hp2RF1mKtMvFfHVmgja5N//k6xUDZiOYQgCNXWX+s3MfaJB9m2eSfxp85wa/eO9B3YE1mlqurQagTJz1XVSsn2rGqlZGch1S2+qpX1z1hkPyN+b33oSs2kVmP+7RdMS74u4SAS3o/+H7aD+3DEnyrvU7iuyOevlzP74ipkmhKu14XUTZqibtCQ/NlFVcgcZ+JxpCTjPeZR8t9/B8VsxnD3UFQhoTgCg8r9HK4X6gA/JLUKR7rntXJkZKOLKrmymezjRaONi5C0GhSnk+RpH1Hwz273+ynT5xI+/WkabVyEYrOjKArJL72Pafu186xIdSImwYJQwaKjo4GYy/arSQbfO4A33n3Fvf3wfU+wfcvuS4wo3usvvkXMe68Su2UZiqKQcPosP373C0NHDCnHaIWyUN/YBsN9D1Dw8WzsRw+jiqiN16NPYbj/IUzfX5z9wfvxiajqNyD3uaeqIFrhQrq+A7GfjPN8iM7hIPf1V/Cd9DxBP/2G4rBj270T67YtIq9zFXAWmDh55/8hexvw7tSasOhx2BKSKdy2H4CAB+/E0KYpZ8ZPw5aYileHloRNfQJbaiaFF951FkpFlE0WhApmNl9/D5bErvqDPTv3u7eTk1KvaD+ZGVmMf3AiWp2WgEB/UpJSeWHqBBLiq/dT69cKJddV1Ury96xqJfkHoGQVX9XKa+RYLOvXYFnjyivriD/pyl/6f5MxLV4EF/yu8H7sGTQ3dyL3hadwZqRV3IlcJ5znr5fsf3EVMmcJ18tNp0d3W08Kv7q4CpnjxDGyn3gEycsbNGqUnByM78/FfuxoeYZ/XbFn5aLYHaiCPa+VKsgfe9olrpWiYEtwVV+0HD6JLqoeQY8No3DbfiSdltBJozj75Azy/9ju6nP0NPpmUQSNvVtMgq+AWBMsCEK5K8gvJP7UGffLYr661FhWi5WUpFTUajX97ujF2pUbyinS65zdjv3EMTRtPKtaadq0w3ak+KpWkl7nMdEFinKdXnDn0PuxZ9B26kruixNwpiSXd+TXJ7sd+/FjaNpefL3shy5dhUzX7TYkjQbLupKrkCmFBSg5OcgRtVE3aoJ1syijfMVsdswHT+DdqXVRmyTh3bkNpt1lyGwjS0haV3YPSaM6v0zC8/OnOB0gi+nclRDLIQRBqBRGfz8i6tQiLDwEgIY3RAKQlppOeqorP+u7H88gOSmVt6e7qlu1aX8jYbVCObT/COG1QnnmhceRZZl5H3xZFadQI5mXLsFnUjSO40ewHzuCfrCrqpVlrauqlc+kF3FmpFG40FXVyrp1E/q7hmGPO4796CFUtergNXIM1m2b3JNh7ycmou3ei7zpL6GYTEgBgQAoBflgtRYfiFAqpp+X4Ds5GvuxI9iPHkF/1/kqZGvOX6/nXsSZnkbhAs8qZPp+A7Fu2oiSl3vRPrVdb0PJycaRmoK6QUO8H3sK6+aN2HbtqJRzqqkyvlhKxFuTMB84jmnfMQJHD0Y26Mj+yfWHSK23nsWekkHau18CEDR+GOYDx7EmJCFpNfh0vwnj4J4kT3WlHnTmmyjYuo/QF8aQYrZgO5eK1803YhzSi5SYz0oKQ7gEMQkWhGuMn6b6J4gvzgsvPs3wsUPd2x/OfwuAue/M55N3XGWR69atjQrZfY4xs16lacuL02p9+NlbPDVyciVEffV0rYIv36kq5ezHumoRXg+PQ/L1x5mZjJJ+Fv+5XyD7BeJIjseZqHWfh/PQ79jCDHg/8iiSXyCKuRAU0N7UgcBla1Cy0pFDawNgfPMDj0OZf/gQ+67qexffmXrxBLHaifsH8w+f4T1mLJJfAM60cziTThMwbz6yfxCOs6dwxEto62jdQ+SwOmhatqLg3RfQtQhHP2w8cmRj5NAIrOuWoaQloe33JJJfAEpOJrZNa7H8+o3HPqqjcJ/Cqg7h0s6uwr6jI7ViJrju1JrNFMx/n5Da56A2eDcKwulvQ9XKdR76BmqCxz+P5OPnGm8xY17+PfqjSwlv5Wpy/rEE/dinqbfof0iyCkdGGubvP0d/4Ed3H6H0Sj0Jdoqcv4IgXIUDuw/z8VufkZqczrRZ0QzrNYqjB4979Hnk7v/z2B5371NoNEWJ/v0DjSxZt5C1v65HKD+2zSuxbXbdSVQ1bouqflMcfy/H8OALWNd+j+PQtqLOTie2dT9gW/cDAHKtBsihtXEmxaNYzagim6G7azyWFV9i317yV+/ClbOt/wXb+l8AULfsgKpRC6xrfsLr/6ZhWfYl9t2eFRWdKWfJHdsbACkoDGd+DvYV36Dtcw8A1nXLsK5bVqnncD3QdO6B5uZbKZz7Nvbjh9HfcS9eo58kd+cWlNxs8qdO8OgvyTJYreT/bwrOxATUbTrgNepJbJv/wHHqhKuTzYr1j9U44o7i88IMTJ+/j22bWLZypcQiEkEQKsWKH1cxb9YCtv69vdRjcrPzyEjLdL9u6dYBs8kiJsEVyHFsN9a133lOfC/BmXQK+96NOFPPoGSnYd/zF45je1A1aFbBkQoA9gPbsSz9Evvuf0rVX8lIwfLdx9g2x6IUFlRwdNc3/aChWGJ/w7phFc6z8RTOmwUWM9pexRc20Xbvg/nnb7Dv2oozJQnr6uXYdm9BN+g+dx/77m2Yv5tfoye+DoeDV155hQYNGmAwGIiKimL69OkeCRokSSr29fbbb5fpWGI5hCBUoOjoaFJTrywzgnCxu0YMYtWyWEyF11/GjWuFXKsBcv0mWNd8V9WhCELVUatRRTXBvPTbojZFwbZvJ+rGzSn2UWGNBsXmuWZesVhRN7u+ipa8+eabzJ07l4ULF9KiRQt27NjBww8/jNFo5OmnnwYgKSnJY8zKlSsZO3Ys99xzT5mOJVKkCUIFMpvNhIaGVnUYNULLts1o1CyKaZP+V9WhCMXwmvIpkrcfyDLWdUuw71hX1SEJQpWRfI1IKhXObM90aEpOFqraxRc2se/Zjn7QUOyH9uJMPof6xnZob+laYzI/WCwWLBbP6b9Op0On03m0bdq0icGDBzNw4EAAIiMj+e6779i2rejbqfDwcI8xv/zyCz169KBhw4Zliqlm/MsKglCtDLi7D5vjYt2vth1bX37QZdw1fBDHDp3gwO7D5RChUN5M817G9OHzWJZ9ivbWO1C37lLVIQnCNaXwizk4khLxe/8r/BfH4vXIM1jWrwRnzbgJGRMTg9Fo9HjFxFxcSKpz586sW7eOY8eOAbB37142btxI//79i91vSkoKv/32G2PHji1zTGI5hCAI5e6P1RvZv6sob2lq8tUVSjB46ek75HY+fuvzqw1NqCBKVioK4ExJQPIxou01DPvemrtuURAuRcnLQXE4kP0DcVzQLhkDLro77B6Tm0PBmy+DRovk64eSmY5h5KM4U89VTtAVLDo6mkmTJnm0/fcuMMCUKVPIzc2ladOmqFQqHA4Hb7zxBg888ECx+124cCG+vr7cfffdZY5JTIIFQSh3hQWFFBaUX/qi3oN6otVq+O2nVeW2T6ECSTKoNZfvJwg1ld2OI+4o6hvbFT3EJkloWrXHvHLppcfarCiZ6aBSobmlO9ZN1TetYFkUt/ShOEuWLOGbb77h22+/pUWLFuzZs4cJEyYQERHBqFGjLur/xRdf8MADD6DX68sck0iRJghCpfDz96VW7XBCwl35ZiNvcK2LS0/NION8GdEZc14hNSmND/73icfYu4bfwYZVf5OTdQ3kcb3WafXIQUXr7eSAUJRakSiF+Sg56Wj7PoDkF4jlhzkAaG7phzM7HWeaq5S1qkFztF3vxLbp9yoJ/7qj07vzMgPIweHIdaNQCnJRMtPQ3T0GKSAY8/m83ABy3SgAJL0B2dfo2rbbcCYlVHr4NZn51x/wfioaR9xRd4o0dHqs613pCL2eisaZmY75G1ehC1WjZsiBwThOn0AODEY/bDTIEpZl3xftVG9AFX7B9Q4NRxV5A878XJT0mvEQ9nPPPceUKVO4//77AbjxxhuJj48nJibmoknw33//zdGjR1m8ePEVHUvcCRYEoVLc1rcr099/2b391rzpgGexjPDaYTj/LcF7Xv2oerS7pQ3jhz1TecFex1S1ozA8+rp7W3fHwwDYdm7A8uOHSL4ByP4XFACRJLR9H0AODAWnA2dGCpZVX2PftqayQ78uqSIb4/38u+5t/f2PA2D9Zw3mL95G8g9yXZsL+Ez7xGO85pZeONOTyX/hwcoJ+jph27QBk9Ef/f0Pu5ZFnDpB/oznUXKyAJCDwzxKkEsaLYbhY5HDIlDMJmy7tlDwwf9QCvPdfdRRTfB9/T33ttfDrtzqlg2rKPxwZuWcWAUrLCxE/s/DgCqV6qLfDQDz58+nffv2tG59Zc+diEmwIFSwK/mK5lLGa8r29GtV6vDsPTQf3gOd0Yuk7cf4puuz5JxOuajfv+e0/b5Z7u22TwyiU/R97P18FR/XHUlr4OaQG+kw6R7qdrsR39pBmDJyObV6J9ve+RFrnqkyT63UlJyMqg6hTJR8E/b9W5Hr3oDsH4Rp3uvY9252v3/hHUUA26b1yLWikCQZKSQCx9F92NZc5uveasppdly+UzWg7T0Y/cD7kIyBOBLiyHvlCRwnjxTbt3De2+juHIH3/xYiBwTjTDpD/psvYN93Qb5uvQHDvWPwefNrJD9/HKdPYFr0IY6TRyvpjGowRQEF3F+mXzDp/W+xDPvRA1j/WY/2tr7IgSGoIqNQ1Y/CnnXBzxDFiXXHJtQNGyMHBpP/5ss1LmfwoEGDeOONN6hXrx4tWrRg9+7dzJo1izFjxnj0y83N5YcffuDdd98tYU+XJ7JDCEIFK+7p1+tB28fvoNXDffjzxS/4adBU7CYLd3z9Aird5deKhrZuSIsHepB+KN6j3TssAO8wfzbN+Jbvb5/C+kmfUu+2VvR4e1xFncb1R6vHcfYklsUfl66/WoOSn4Nl1fc4E09VbGwCmltuw/DA45h//oq8l8fjSIjDe8qbSH7+xfbXDx2DrucgTAvnkPf8w1jW/Yr3xNdR1b/B3cdr3GTUN7anYG4MeVPGYt+/A5/ot5ECqnnJ72pO07kHhtFPYF7yJbnPjcMRH4fPK2+XeK0Mw8ei6z2IwvkfkDthFJY1y/F5fjqqBkXXCp0ex+k4Cj97r1LOoSrMmTOHe++9lyeeeIJmzZoxefJkxo8fz/Tp0z36ff/99yiKwvDhw6/4WKWeBCtX+D9BEK5Prcb2Y+ecXzi9ZhcZR86wbsIneIf506Bv+0uOU3vpuP2Dx/njhflYcjwfrss8epbV4z8gPnY3ufGpJG46xNa3fiDy9rZIKvE3fXlwHNqB9devsO/ddPnOgJKZiuWHedi3rkMxiQpkFU3XfyjWDb9j/WsVzsR4TF/MBosFbffi00dpu/TGvPwb7Hu34kxLwrpuObY9W9ENGOrqoNGi6dAN03fzcBzZhzPlHOafF+JIOYfu9jsr8cxqHlEx7sr4+vry3nvvER8fj8lkIi4ujhkzZqDVaj36PfrooxQWFmI0Gq/4WOK3hiAI5c6vXgjeYf6c+fuAu82aZyJlTxzh7Rpdcmy3GaOJX7+HsxsPXrLfv7S+XljzTSiOi9eLCUKNolKjatAY+4GdRW2Kgv3ATtSNmhc/Rq0Bq2cVMqwW1E3OVyFTqZBUKrAV06dxy/KL/XpzvmKcfZ/ntfq3YlyxRMW4SicmwYIglDuvEH8ATOme2RxMabl4hZb8V/sNd95CyI2RbJm5pFTH0Qf4cNMzQzj0bc1IISQIl+KuQnb+wap/OXOzkIyBxY6x79+BbsBQ5LDaIEmoW7ZH06Erkv/5/mYT9mMH0Q95EMk/CCQZza23o2rU3LUtXJFLVYyT/Uu4Vucrxsm1zl+rVu3R3tIVOaD4/sLVEw/GCUIJ9Ho9EydOLNOY1NSakaKmrBoN6cxtM4seWvht9Dtl3odPrUC6THuQX0fMxGGxXba/xsfAwIWTyTyeyPZZP5f5eIJwPTB99SFejzyL7ztfggLOlHNY/1rlsXyicG4MXo8+h/GjH1AcDhynj2PbtB5Vg8ZVF/h1qPCLOXg9/hx+738FgDM5Ecv6leh6Fr98Qrh6pc8TrIj1vcL15UoeaCvrpLmmOL12F4v3xLm3VVrXjxZDsB+FqdnudkOIHxkHi89FGtKqAV4hRoaunOFuk9UqIjo24cbRvZkXNRrlfPlQjbeeQYuew5pvZtW493Dar42n+gXharirkBkDPKqQyX4BKDklVCHLy6Fg9qug0SD5GFGy0tHfPw5napK7jzP1HPkzJoJOj2TwQsnOxOupVzz6CGUjKsZdG8SdYEEQrpqtwIytwOzRVpCSTZ0uLcg45Jr0anwMhLWJ4uCidcXu4+zGg3x/+xSPtp7vPkrWiXPsnruiaALsY2DQ18/jsNpZOWZWqe4aC0KN4LDjOHUMdYt22Hb+42qTJNQt22FZs+zSY202lKzzVcg6dMO29Y+L+1jMKBYzkpcPmhs7YPpuXnmfwfVDVIy7JohJsCBUgOjoaMxm83W7PAJg3/xVtH9qCDmnUsg9k8rNk++lICWbU6uLHhS587toTq7awYGFa7EVmMk8etZjH7ZCC+asfHe7xsfAoG9eQGPQEvvMXDS+BjS+BgDMGbnuibJwFXR65JAI96YUFIZcpyFKQR5KVhrawaOR/YMwLyzKzSnXceV5lnR6JB+ja9tux5ksKpCVN8vKH/AaPwX7qaM44o6g63ePqwrZn66S4l6PTcGZlY558ecAqKKaIgeE4Ig/gRQYjP7uUa4qZCuKqpCpb7wJJAln0hnksNoYRozHkZSA9S9RpvxqiIpx1V+pJ8Ei3ZkglJ7ZbGb27NnX7fIIgN1zV1CvZxv6fzbB9YM8u4A1T37ocefWr34ohkBfj3He4QF0ir6fej1aoTN6E9ikDseW/kPavlOEtm5IeDtXzsyRG2d5jFvUaQJ5Z9Mr/LxqIk23O9D2vhfJLwBnejKqWvXc7+nvHQ+AbfNazItmIRuDkKNa4v3aF0j+QThTzqKqU1TARVW/MZqbe7jKLBfmI53/qt62ZS3Wld9V+rnVNLYtf2Dr0A2vcc+BLIPFTOHCD1Byz1chCwoFpShTimHMJNSRN1y0H68nXqLgnRcBkIJCMYx8Aknv+oNSyUilYNYr4BDLjK6GbdMGbLd0w+uJ513XymymYP77JVeM0+nxGj/JnUdYKcin8LP3PCrG6Xr2x2vs0+7tmlgxrjKJO8GCcI3Jkq+NP0g7PXYHQc3q8uP498g+k0r3Z4fSdeYY5t3+vHsiPKfLBFfn83lq9H5ejPj5VeI3H+K7UW9RkJlHYGQ4Wbn5ZMsKhQfiOPn3fvZ8t4GUwwnojd70mfogskom4Vxatcx348ixVHUIl6S55TZ094zD9MV72OMOo+t3D5JfAHmTR6HkZl/U35GWhqqxmsLP38V5LgF1qw4YRj5O/rSncMSfAEB35wh0A4ZSuOB9nGdPo2rYBK9Hn8eRlYN1dfWtJmdPr/6TPm33HmjadSb/vbexHzmE4a6hGEY8gXndJpScbLInepYXz5k8wZUm7TzZzw//ufMxr9vgPl/vW/vjOHGcgk8/RiksQH/3MLyfeZ2scaPA4rnMqTpR+UhVHcIlaTr3QHPzrRTOfdt9J9hr9JPk7tyCkpt9UcU4TZsOYLeT/78pOBMTULfpgPcTz5OXGI/jlOuz5Ug6i+nHRTjijuLzwowaWTGuMlXDXxmCINQEN4/tx8YPl3Fs7U5Sj5xh+aS5+Ib606RPycUyOj0+iNykDFY89ynn9p4k50wap/7eT3aC62s+S56J70bO5PBvW8k8mcS53SdY/epCarVqiF+ESOd0Jcq9+AKgbtwC285/sO/ZijM9Bdu2v7Dt34G6YdPKOq0ay3D3MMyrVmBZsxJHQjz5H7yLYjGj71t8BgElLw8lK9P90rS7CcVswfLXHwDIteugad6C/DmzsB87guPsGQrmzELS6dD16FWJZ1bziGIZVyYyMhJJki56PfnkkwB8+umn3Hbbbfj5+SFJEtnZ2Vd8LDEJFgSh3PnXDcEnNIDTFxS8sOSZSNwTR+1LFMto1Ls9SftOcffHTzNh58eM/f0N2tzf45LH0vkaUJxOzLmFl+wnFKMiii8A9mMH0bRohxxeBwC5XkPUTVpi27utvM/g+qJWo27UGNuu/xRg2L0TdfMWpdqFvu9ArH+ud9/hlTSuKlzKhddUUVBsNjQtRJGGKyaKZVyx7du3k5SU5H6tXbsWgKFDXX9oFxYW0q9fP1588cWrPpZIkSYIQrnzDvUHoCA9x6O9ID0Hn/OFNIoTUDeE9iN7sfXzlfzz0S9EtGpIn9cewmGzs/+nvy/qr9Jp6Bk9nIPLN2PNN5XnKVwXLlV8QR1Rr9gx/xZfsB/ZhzP1HOoW7dB06Opa83ie5dfvkAze+L79JTidIMuYf5iPbVPxmUGE0pH9jEgqNc7s/1yvrCw0dYu/XhdSN2mKukFD8me/6W5znInHkZKM95hHyX//HRSzGcPdQ1GFhOIIFN+uXKlLFctQ1S7hs3W+WIb90F6cyedQ39gO7S2en61rmcViwWLxXB6m0+nQ6XQebSEhIR7bM2fOJCoqiu7duwMwYcIEAP7444+rjqlm/MsKQjUWHR1d1SFUuBZDOvPcofnul0qtuqL9SLJM8sHT/PH2ElIOxrP7uw3s+W4D7UZe/LWsrFZx90dPIUmw8qUFV3sKQimZvvoQZ/JZfN/5EuPCNRhGPe3KInDBjRJNx9vQ3tqLwo/eIO/l8RTOexPdgGFouvapwsgFXd+B2E/GYT96pKjR4SD39VdQ1a5D0E+/EbR8NZrWbbFu2+JxTYWKV/jFHBxJifi9/xX+i2PxeuQZLOtXQg3JehMTE4PRaPR4XS4fv9Vq5euvv2bMmDFIUvmvARcPxglCBTObq++DJeXl+NpdfL774mIZ3sFG8i8oluEdbCTlUHyJ+8lPzSb9eKJHW/qJRJr27+DR9u8E2Fg7mG+G/0/cBb5CFVV8wTBiPOZfv8O2xZXf1HnmFHJwGPo7R2D7e01FnlKN5szNQXHYkf0DPNrlgACcWcVfLzedHt1tPSn86ouL3nKcOEb2E48geXmDRo2Sk4Px/bnYjx0tz/CvK6JYxsWio6OZNGmSR9t/7wL/17Jly8jOzmb06NEVEpO4EywIwlWzFpjJik9xv9KPJ5KfmkXkrUXrFLU+Bmq3iSJx1/ES93Nm5zECG9byaAtsUIucxKLUZ/9OgAMahPPtAzGYsvP/uxuhtC4ovuB2vviC/fihS4/9b/GFf4s3AGh1F9+9cjqgAu7kXFfsduzHj6Fpe8HDpZKEpk077IcOljwO0HW7DUmjwbJubYl9lMIClJwc5IjaqBs1wbq55j58VeEuKJbhdr5Yhv3Y5T5b/ymWse2fS/e/Ruh0Ovz8/Dxel5sEz58/n/79+xMREXHJfldK5AkWBKFCbJu/ilufGkLmqWSyz6TR/dl7yUvN5uiaogdFRnwbzbHVO9ix0PWLedvnKxn181Q6P3knh1dsJaJNFG1H9OD36PmAawJ8z9xnCG8ZyeIx7yCpZLxDjACYsvNx2qp/iqvqpiKKL9h3b0Y/5AGcGSmuFGmRjVxZKP5cWSXnWJOYfl6C7+Ro7MeOYD96BP1d9yLpDZjXuP5tfZ57EWd6GoULPvMYp+83EOumjSh5uRftU9v1NpScbBypKagbNMT7saewbt6IbdeOSjmnmkoUy7g68fHxxMbG8vPPP1fYMcRyCEEQKsTmT1ag8dIxIGYsej8vzuw4xvcPvelRLCOgXhiGgKJiGUn7TvLjo+/R44X76Pr0XWSfTWPta19zcNkmAHzDA2h8PsXauFWea8kW3TeDhC2HK+HMahbblj8w+fpjuPdhJGMAjvg4Ct58ocTiC2i06Ic9jBwSgWIxYd+zlfy5MSiFBe4uhQvnYLh3DF4PT0Dy88eZlYF1/QrMP39V2adX41j/3ECB0R+vh8YgBwRiP3mC3JeeQzn/sJwqJNT1MOIFVHXqomnZipzoZ4vdpxwYhGH8k8j+ATgzM7DErqbwW3GtrpZt0wZMRn/09z/sWhZx6gT5M54vuViGRoth+FjksAgUswnbri0UfPA/j2IZ6qgm+L7+nnu7JhfLWLBgAaGhoQwcOLDCjiEmwYJwjenrKLh8p2ogZFR/wu/ugsbPi8LDpzHPXEiHE3EefU50GocX8MCI3gTd0wNDE9dT04X74zg++QMK9hwnDOgL+Pe/hZCR/bBn5aIO8ONgn4mYDp1y76vZ+Vd1o2lZt6pDuCwlaSemz1x36OW6TTA8OA45PBLZNwDzj+/jOL7rgvPIwvzVVI/x6jpeUMcLuXYj9COjcaadxfzFq9j3LPfop2nmudSlulHFp1R1CKWi7F9F4X7XnXrVDS3xeWQ0cr1GyP5BmOa+hn3vZnQNDBeMSCfvsX7IgL51bXT3jkNVvxFSSAS2Db9g+WEehft+9ziGrq4G0FCdSb6Gy3eqYs6jf2B66w8A5AbNXX+81I5CNgZi+jIGx8FtaBqeX+NtTsD0QVGVUTmyGb4vz0AOqQNaLUpWGrYta8h/7q5ij+XeTw3gdDpZsGABo0aNQq32nKomJyeTnJzMiROuAiL79+/H19eXevXqERgYWKbjiDXBgiCUu4BBt1L31TGcm/09h/pPwnToNI2+noo6yFhsf99OLcn85W+ODnuFI4NfwHounUbfTEMTXvQDTfbSk7/9EGf/J+5QVSRJo8OZegbrmkVlG6jzQjfoURynL7PeUShfOj2Os6ewfP9R6fprNCj5OVh+/w7n2ZMVG5vgQdLqcZ47jWXZp6UbYDVj++d3THNfovDtp7Cu+xFtvxGoO/au2ECrgdjYWBISEhgzZsxF733yySe0bduWcePGAdCtWzfatm3L8uXLL+p7OSJPsCAI5S7s0cGkf7eGjCXrAYifMhdjr/YE39+L5I8uXt916qnZHtunn/uItgM64XdrKzJ++gOAzPP/V1sntEJjv945Tu7DcXJfmcfp+o3CfmgzOJ2oGre7/AChXDgO7sBxsPRrd5WMFCxLPgFAc2vfigpLKIbj6C4cR3eVur/z3Cmc54q+7bJn/Ym65S2oGjTHvrXkBxxrgj59+qCUMO+cNm0a06ZNK5fjiDvBgiCUK0mjxvvGKHL/vmAipSjk/r0X73ZNSrUP2aBF0qiwi8wP1wT1jV2R/EOx/b2sqkMRhBpLjmiAHNkEx8lLZwIRSk+sCRaECqTX60lISKjqMCqVOtAXSa3Clpbt0W5Pz0F/Q51S7aPOi6OwJmeRu3FvBUQolCcpIAxtj6GYvn7D8wE6QRDKhddLnyH5GEGWsa5djH1bbFWHVGOIFGmCUIFiYmLo169fVYdxTQl/8m4CB3fh6NCXUS7IJCFUQ5KEbvBjWP9eipJ5bTxUJgjXGtPHLyHp9Mj1mqAb8CBKehL2PSKHc3kQd4IFoYI5ndfX3TF7Zh6K3YEmxN+jXR1sxJaadcmxYeMHE/7EPRwb/iqmwyVXlhOqCa0BVa2GyGH10fZ50NUmSUiSjNcLX2D+/m2c8SJtnSBcDSUrFQVwJicg+RrR9r5fTILLiZgEC4JQrhSbnYL9cfh2aUX26q2uRknCr0srUr/8vcRx4Y/fRfhT93J85GsU7osrsZ9QjVhMFH72okeTpn0vVPWbYf75Q5SctCoKTBBqKEkGdfVOXXctEZNgQRDKXcqnv9Bg9jMU7j3hyvX7yCBkg570xesAiHzvGWzJGSTO/BqA8CfuIuLZEZx8ahaWM6moz99FdhaYcRaaAVD5+6CNCEF7Pm2aPspVRtOWloX9P+uPhaug0SEHhLk3Jf8Q5NB6KOZ8lNxMNN2HIvkGYF3xKaCgpCd6DFcKclHstovahQqi0yOHFJWUlYLDkes0RCnIQ8lKQzvkYWT/IMxfvuPuI9dp6Oqr0yP5Gl3bDjvOpOvr+YVKp9UjB4e7N+XAMJSISJTCfJTsdLT9RyIZA7F8/wEAms79cWal4UxzfZZUDZqj7T4Y28bfqiT8mkikSBMEodxl/foP6iAjEZOHowkJoPDQKY4/+Br29BwAdLVDwFn0MyXkwf7IOg03fPqCx37Ozfqec7NcJUP9e99Mg9lPu9+LmvvcRX2EqyfXaoDhgWj3tu72EQDY9v2N9bfPkXyMyH5lS0gvVBxV/cZ4TXrLva0fOh4A2+a1mBe+i2wMRAr0TCvo/fLHHuM1N/fEmZFCwUujKifo65SqThSGx2e4t3V3unLg2nasx7J4DpJfALJ/SNEASUI74EHkwFBwOHBmJGP5/SvsW9ZUdug1lrgTLAjXmNUq76oOoXQW/Um3kGDaDu+Brlkk+hdGseGlL8g6ncLq+8+XPD5/Lqu7FFVJ8g0LoEf0/UTd1pqQJ+5GPeBWVkyeR9LPW5GXP0T3yUO5oUcb/OuFYMkzkV6/Nv/Uqk1+anYVnOTlNffzvXynamTHwQN81fdWDqXlkl5gZdbA1vSIck2iJD9fbH8vdv/3v6x2J59uO8lvR5PI+Gorwd46Hr25IUNa1K6Sc7hi+syqjqDs1DL2A9uQ60YhG4MwzX8D+/4trvf0GsyLP3D/N4C6VSfsR3cj126IpNbgTE7AsupbHEd2u/sIFUNRFOyHtl9UMe5flsVzPPo7Ek+hNheAzQZaLZJWh6TWepRaFq6OyBMsCEKF6PTYHXQY3ZeVLy7gy8GvYiu0MHzRFFS6kn/R6v28eOinqThtDhaPeot5tz9P7IxvMOW4SkVrDFrCW0ay8YOlzB/4Mj+Of4+ghrUYNv/ZyjqtGs9kc9A4xJfo20pfhPr5lfvYdiaTqb2as+yhW4npdyORAdfIH2vXOp0ex7lTWH78pFTdVVEtcBzdg2neaxS8MwH78X0YHnkFuXbDCg5UEBXjSmfatGlIkuTxatq06UX9FEWhf//+SJLEsmXLruhY4k6wIFSwkJCQy3eqgW4e24+NHy7j2NqdACyfNJcJOz6mSZ/2HPp1S7FjOj0+iNykDFY8V/RLIudM0cNVljwT342c6TFm9asLGfPrdPwigsg9l1EBZ3J96RIZTJfI4FL3/+d0OjsTs1gxugvG83cSI/wMFRWe8B+OwztxHN5Z6v6WpZ97bFt/W4S65S2oW96MNVGUUa5IomJc6bVo0YLY2KJ8yGr1xdPV9957D0mSruo4Ik+wIFSw0NDrr8yvf90QfEIDOL2xqLKRJc9E4p44ardrVOIkuFHv9pz8cx93f/w09To2JS8li51fxbLn+w0lHkvna0BxOjHnFpb7eQiX9+epNJqH+fHlztP8diQJg0ZF9wYhPNEpCr1aVdXhCZcjSUh6A0pBXlVHIlzGvxXjrKu+repQKpxarSY8PLzE9/fs2cO7777Ljh07qFWr1pUf54pHCoIglMA71B+AgvMPwv2rID0Hn//kD75QQN0Q2o/sxdbPV/LPR78Q0aohfV57CIfNzv6f/r6ov0qnoWf0cA4u34w131SepyCUUmKOiT3nstGpZGYNbE2W2UrMhiPkmG281rtFVYcnXIa2x11IWr3IO1uN1ZSKcRaLBYvF4tGm0+nQ6XQX9T1+/DgRERHo9Xo6depETEwM9erVA6CwsJARI0bw0UcfXXKiXBpiTbAgCFetxZDOPHdovvulusI7gJIsk3zwNH+8vYSUg/Hs/m4De77bQLuRvS7qK6tV3P3RU0gSrHxpwdWegnCFnIqCBLzRtyUtw410jQzh2a6N+fXwOcx2R1WHJ1yCul13tH2HY1r4Jkp+zuUHCFXC9PFLmN6fjOWneWi7DELdpktVh3RFYmJiMBqNHq+YmJiL+nXs2JEvv/ySVatWMXfuXE6dOkXXrl3Jy3N9WzFx4kQ6d+7M4MGDrzomcSdYEISrdnztLj7fXVTgQqV1/WjxDjZ6ZG3wDjaScqjkSnD5qdmkH/fML5t+IpGm/Tt4tP07ATbWDuab4f8Td4GrULC3jlAfHb4XPPDYINAbBUjJN1PfXzwgVx2p23ZFf/9TmL6ciePY3qoOR7iEmlIxLjo6mkmTJnm0FXcXuH///u7/btWqFR07dqR+/fosWbKEkJAQ1q9fz+7du8slptKvCVaur9KvgiCUnrXAjLXA7NGWn5pF5K0t3JNerY+B2m2i2PV1yV/lndl5jMCGnuu7AhvUIicx3b397wQ4oEE439z/Bqbs/HI8E6Gs2kT4E3sihUKrHa/zf/zEZxUiSxDmo6/i6ITiqNt1Q3//05i/ehvHoR1VHY5QFtdwxbiSlj5cjr+/P40bN+bEiRPs37+fuLg4/P39Pfrcc889dO3alT/++KNM+xbLIQRBqBDb5q/i1qeG0Oj2doQ0qcudsx4jLzWbo2uKnmQf8W00N40qSvez7fOV1G57A52fvJOA+mG0GNyZtiN6sOMr15PQslrFPXOfoVarhvzyzMdIKhnvECPeIUZkjXgIqzwUWu0cTcvjaJrrq8fEXBNH0/JIynPdbf/gn+O8vOaAu3//xuEY9Rqmxh4kLiOfnYlZvPfPcQY3ry0ejKsMWj1y7QbItRsAIAWGIddugHS+6IL2jofQP1CUh1vdrjv6ByZi+eULHPFHkXz9kXz9Qe9VFdFfX7R65IhI5IhIwFUxTo6IRPJ3ZWPR9h+J7v6igkCazv1RNbsJKbgWUnAt1B16oe0+GPuuP6si+iqTn59PXFwctWrVYsqUKezbt489e/a4XwCzZ89mwYKyL4sTyyEEoYLp9eV7N+wGa7nursKkfbCCvB5tGPrpRJAlrNkFbHpsDg3ybO4+ofXCKPDzJfv8OTXr1JLCM+nc9uxQbntuGPYCM0fm/IplySZuALxCA2jcpz0A41Z5riVbf/cM0jYfrqzTKzUpok5Vh1AmyzYe5O0VRQn83/37GACD2t3A9GFdSVdOkWwxu8/LG7jz5kwW/X2Q2BOpqGSJjlERvHB/TyTNtfUrRpVfUNUhlJmq3e3oej/g3tbf9QgA9v0bsf4+H1VYLSRjMKpa5ydafYchqdTohz4OQx93j7Mf3op1eelyDVcbPtfWUpvdZm8WHc3hwIEDpH3ShI8++ojbJ47BfngL1vVfI9eqjeQXhBzpKjIjBQUg3dKHed/8wK8rfiMt/S9C3lvEuDa1r71CNGUwefJkBg0aRP369Tl37hxTp05FpVIxfPhwQkJCin0Yrl69ejRo0KDMxyp92WSRIk0QLkuv1zNx4kRSU1PdbTExMcyceYlBNVTTJ+/Av1k9No59j4KEVG58figd3hrLyu7P47S4JsIrbp7gMSakU1MOvf8LmXvikNUqboweRsMHenB03kocJguFZ9PZ/eoi5PPrT1u/dD8/NxmHTaRHKzf1Q4w80qMVzWsHM+nr9cx6sCc9W9R3vz99WFeP/ku2HOHbfw7x2r230qJOCAfOpvH6T/+w9fg5ujevV9nhX3eU7BRsm37FmXwa3d1PYfn5AxzHi9ZLWn+f79Hftu5bVCOmYPp0Cor1grX0IkVahStIjicqP5s7bo7g2d/SsPz+KYVHl7nft67/2qO/ff+fTPjf+2QWWnmlUxT1/KNIK7DU+IJxZ8+eZfjw4WRkZBASEkKXLl3YsmVLheTcv7b+TBeEau7fJ10nTpx4mZ41X+Nx/Tj03jLOrXYtf9j69FwG7/uY2v3ac+aX4vME/zXiLY/tbRPmMeTAJwS2bkDaliMAHPtsFQAhnUpf0UwovS5N6tClSenvXq/YdYJ7Ojahb2tXxbE6Qb4cPJPOgj/3i0lwJXCe3I/z5P4yj1MKc8EiHiitTKIQTel8//33ZeqvXMVfBWISLAhCufOuF4IhLICUv4uKZdjyTGTsjiP4pkYlToL/S+PrWqdozRIPv1VXNocT3X/W/uo0Kg6cTcfmcKJRiUdPqiP9w68jqdQ40xOxbVyGM/FEVYck/IcoRFPxxE8nQRDKnf58sQxzmmfuUXNaDvpLFMvwIEm0ff1B0rYdJefo2fINUCg3nRrVZun2Yxw6m46iKBw8m87S7cexO5xk/ydjiFD1lIIcrKsWYln6IZZlH6HkZqIb/gJSWP3LDxYq1b+FaOIy8pk1sDWTuzUm9kQKMRuOVHVoNUYZUqTV8EUogiBcsfp3d6b9W2Pd238/+PZV77N9zGiMTeuwbvDrV70voeI82qs1GXkmHvp4BQoQ6GNgUPsovvzzALIkVXV4wn8omcnYM5Nd/w1YE0+g8w9Bc1MfrL99VrXBCR4uLETzbx5ua1cnz/2+j+geTcXd4HIglkMIgnDVElfvImNXUbEM+Xy+WH2IEfMFxTL0IUayD5ZcLONf7d4YRcTtbVl/13RMSZnlHq9QfvQaNa8N7cLLd3cmM99EsK+Bn7Ydw1unIcBb5Am+FjiTTiHXaVTVYQj/IQrRVDyxHEIQhKtmLzCTfzrF/co9logpJYuwLi3cfdQ+BoLaRpG+4/gl99XujVHU7n8TG4a+QcGZtIoOXSgnGpVMmNEblSyzeu9JujatiyyLO8HXAjmsniibXA21ifAnrcBCodXubhOFaMqXuBMsCEKFOPbZKppPGELeqWQKEtJo+cK9mFKySVxVVCzjtiXRnF25gxMLXMUw2seMpt5dndn48Czs+Wb0IUYAbHmFOMyutGr6ECP6UH98G4QBYGxWF3u+mcLEdKzZ116e1+qm0GIjISPXvZ2Ymc+RcxkYvXTU8vfhg1U7SM0pZMZ93QCIT8vhwNl0WtYNJtdk5eu/D3IiJZvXh3Yt6RBCedLokAJC3ZuSMQQptC6YClDyMtF0uxfJ1x/rb58DoL6pN0p2Os70RFBrULfuhlyvGZYl71TVGVw3Cq12zuQUZeT4txCNn15NLV8DH/xznNQCCzP6tARchWg+23aSqbEHeaxjFNlmmyhEU85EnmBBECrEkY9WoPbScdPbY9H6eZG27Rh/jnjTnSMYwCcyDF2gr3v7htGu6nE9f37FY19bn5nH6SV/ARD1UC9aTr7H/V6vZa9e1Ee4cgfPpjPufBo6gHd/cxXO+LdYRlquiaQL/thwKApf/XWA+PQc1LLMTVG1WPj4QGpfcF2FiiOHR6IfMcW9re01HCgqliH5GJH8gi4YoEbT8z4knwCwW3GmnsGy+G2cCeJhq4p2KDWXcT8X3QRwF6JpVovXe7ckvdBCcl7Rw6ReWjVzh7TnzT+PMHLxVox6Db0bhfFkpxsqPfaaSlJK+cRbncCWV3SAs5kHLt9JEGqYiRMnMnv2bPd2eT4fdKRJ//LbWQXyH3EHgWPvRRUcgOXISVJnzMW8/9hlx/kO6E7ErCnkxW7i3P9NdzWqVQQ/Mwqf7jehqVMLZ34BBZt2kzZrAY7U6r1muPZd11Y5WjmyOdpug5FrN0T2C8S06E0ch7aV3L9+U3T9HkQOrQ0aLUpWOrZta7D9s6ISoy4nzmvvZo/c4Pz1qhPlul4LZ176ekU2Rdf/IeSQ2qDVomSlYdu6BtvGa+96SX4+VR1Cmch1m6DpNAA5PBLZNwDzD+/hOLardGPrNEL/4Is4085i/vyVyw+ohrxf+qqqQ7iIWBMsCEK58+3fjZApj5L+0TfE3/0UlqOnqPP5DFSBxkuOU9cOJeT5Ryjc7pn8X9br0DePIuPj7zh9z/+R+NQMtA3qUOfjqRV5GtclSavDmXQayy+lzBRgtWDbshLTvFconPUM1g0/ou0zHHWH3hUbqABccL2WleF6bfod07yXKXz3aazrf0TbdwTqm8X1qmiSVoczJQHr6jJOBnVe6O58FMepQxUTWDUzbdo0JEnyeDVt2tSjz+bNm+nZsyfe3t74+fnRrVs3TKayF38Ra4IFQSh3AaPvIueHleT+7FrrmzJ1Dt7dO2C8pw+Zn/1Q/CBZJuLt58mYswjDTS2RfYuefHbmF3J27EvubRuQOn0u9X98H3WtEOxJ4gG68uI4thvHsd2X73ieM+kUzqRT7m37njTULTqiatAM+/a1FRGicAHH0d04jpbhep07hfPcBdcrKw11y1tc12ubuF4VyRG3D0fcvjKP0/Ufjf3gFnA6UTVpVwGRVT8tWrQgNjbWva1WF01XN2/eTL9+/YiOjmbOnDmo1Wr27t2LLJf9vq7IEywIQvnSqNG3aETmp0uK2hSFws170LcpudRx0JMjsGfkkPPTGgw3XX75lezrheJ04swVD8NVJ3KtBsj1m2Bd811VhyKUghxx/nqtFterOlK36ooUEILtl0/QdBlc1eFUGrVaTXh4eLHvTZw4kaeffpopU4rWwjdp0uTKjnNFowRBEEqgCvBDUquwZ2R5tDvSs9A2qFPsGEO7Fhjv6Uv8kCdLdQxJqyFk8hjyfvsTZ0HhVccsXD2vKZ8iefuBLGNdtwT7jnVVHZJwCV4vflZ0vWKXYN8ee/lBQqWSAsLQ9hiGadEboDirOpyrZrFYsFgsHm06nQ6dTndR3+PHjxMREYFer6dTp07ExMRQr149UlNT2bp1Kw888ACdO3cmLi6Opk2b8sYbb9ClS5cyxyTWBAtCBYqOjmbixIlVHUa1JnkbCH9rMimvvI8jO/fyA9QqIt57EZBImfZhhccnlI5p3suYPnwey7JP0d56B+rWZf+FJFQe09yXMM15DsvSeeJ6VUeShG7I41j//hnlfIW/a11MTAxGo9HjFRMTc1G/jh078uWXX7Jq1Srmzp3LqVOn6Nq1K3l5eZw8eRJwrRseN24cq1atol27dvTq1Yvjxy+dg744pU+RJpZDCEKZmc1mZs+ezXvvVXUklceRlYtid6AOCvBoVwUHYE/Puqi/tm4ttHXCqT13WlHj+SILjQ+s4FT/cdjOJLna1SoiZr+IOiKUM6OniLvA1YiSlYoCOFMSkHyMaHsNw753Y1WHJZTAfb2SE5B8/NH2vk9cr+pEa0AV0RA5vD7avg+52iQJSZLxil6A+du3cMYfrtoYyyg6OppJkyZ5tBV3F7h//6IMSK1ataJjx47Ur1+fJUuW0KyZa0nd+PHjefjhhwFo27Yt69at44svvih2Un0pYjmEIAjly2bHfPA4Xp3akL9us6tNkvC6pQ3Z3yy/qLv15BlODXrMoy34mYeQvb1I/d8n2JLPP/R2fgKsrR/BmVFTcGbnVfSZCFdKkkGtuXw/oXqQJFCJ61WtWEwUfhrt0aRpfzuq+s0w/zwHJfvaexi4pKUPl+Pv70/jxo05ceIEPXv2BKB58+YefZo1a0ZCQkKZ9y0mwYIglLusL5cSPvNZzAeOY953lIBRQ5ANOnLOZ4sIn/ks9tQM0md9iWK1YT0e7zHemed62M3drlYR8f5L6JvfQOJjU0Elowp23Wl25OSBzY5QTrR65KCiB1LkgFCUWpEohfkoOelo+z6A5BeI5Yc5AGhu6YczOx1nWiIAqgbN0Xa9E9um36sk/OvOf69X4PnrZcpHyU5H2+8BJL8gLEs+AEDT6fz1Sj1/vRq68gzb/vmtSsK/rmh0yIFh7k3JP8RVstpUgJKbgea2oUi+AVh//RRQUM5/pv6lFOSiOGwXtdd0+fn5xMXF8eCDDxIZGUlERARHjx716HPs2DGPO8ilJSbBgiCUu7yVf6EKNBL81EhUIYFYDsdxdtwrODKyAdBEhEIZllipw4Lw7dUJgMhfPvZ4L+Gh5zFt21/cMOEKqGpHYXj0dfe27g7XV462nRuw/Pghkm8Asn9w0QBJQtv3AeTAUHA6cGakYFn1NfZtayo79OuSqk4UhvHT3du6QWMAsO1Yj+WH4q6XjLbfSM/rtXIR9q3ielU0uVYDDA++6N7W9X4AANvev7Gu+AzJxx/ZGFTS8OvG5MmTGTRoEPXr1+fcuXNMnToVlUrF8OHDkSSJ5557jqlTp9K6dWvatGnDwoULOXLkCD/++GOZj1X6FGnVqGzy6dOnmT59OuvXryc5OZmIiAhGcA8cIAAAVKlJREFUjhzJSy+9hFarrerwBKFC9Us7V9UhlM5781yv8/re0YsH5r5Ky9bN8Ar0Z0D3YRwu6VwemQy40uQ8PmEs99w/CIvZwskTp5n52nv8tX5TZZxBudiXE1HVIZSJkm/Cvn8rct0bkP2DMM17Hfveze73zfPf8uhv27QeuVYUkiQjhUTgOLoP25qllR12+bgGK8YpeSbs+7Yg12vkul5zX/O8Xp//53r985/rdWQvttXielUGJaAA+6HtyLWjkI2BmL6MwXGwqLqf5etZHv3lyGboBj6IHFKnqLrfljUoNXwp2NmzZxk+fDgZGRmEhITQpUsXtmzZQkhICAATJkzAbDYzceJEMjMzad26NWvXriUqKqrMx7om7wQfOXIEp9PJvHnzuOGGGzhw4ADjxo2joKCAd955p6rDEwShGF5eBrZv2c1vy1Yz8/1ppRrz7Ev/x5ChA4me8Bpxx0/RrWdn5n01m3v6j+LQ/iMVG/D1SqvHcfYktk1rMIwvRXlWtQYlPwfLqu/R9ryr4uMTPOn0OM6ecl2vx169fH/N+ev1+3doe4nrVZkkrR7nudPYtq/DMGrK5QdYzdj++R1nUjyK1YyqQXN09zyGYjVj31pzC5t8//33l+0zZcoUjzzBV6rCJ8FlyQtXWv369aNfv37u7YYNG3L06FHmzp0rJsGCUE0tXbICgNp1S39n9K5hA/lo1uf8Eet6av2bBT9wa/dbGPfkQ0x87MXLjBauhOPQDhyHdpS6v5KZiuUH1x1/Tac+FRWWUALHwR04DpbhemWkYFnyCQCaW/tWVFhCMRxHd+E4uqvU/S+u7vfn+ep+zWv0JLgyVXie4NLmhbtaOTk5BAYGlvt+BUGoOlqtFovZ6tFmMVu4qWObqglIEAShisgRDZAjm+A4ebCqQ6kxKrxscmnzwl2NEydOMGfOHHEXWBBqmL/Wb2LsEw+ybfNO4k+d4dbuHek7sCeySlXVoQmCIFQKr5c+Q/Ixuqr7rV2MfZuo7ldeKvxOsE6nw8/Pz+NV0iR4ypQpSJJ0ydeRI57rABMTE+nXrx9Dhw5l3LhxFX06glBm0dHRl+9Uwwy+dwAH4je7Xx1uaXtF+3n9xbc4fTKe2C3LOJa8g9fejObH735BcV77JUQFQRBKw/TxS5jen4zlp3louwxC3UZU9ysv1erBuGeffZbRo0dfsk/Dhg3d/33u3Dl69OhB586d+fTTTys4OkG4MmazuapDqHSxq/5gz86itGXJSalXtJ/MjCzGPzgRrU5LQKA/KUmpvDB1Agnx11eeTEEQrl8e1f18jWh73499j6juVx6q1SQ4JCTEnQLjchITE+nRowft27dnwYIFyHKF39QWBKGUCvILKcgvv5LGVouVlKRU1Go1/e7oxW+/iJymgiBch0Q1xnJV6kmwsxrlCU5MTOS2226jfv36vPPOO6SlFZUPDA8Pv8RIQRCqitHfj4g6tQgLd/2h2/CGSADSUtNJT80A4N2PZ5CclMrb013Vrdq0v5GwWqEc2n+E8FqhPPPC48iyzLwPvqyKU7g+6PTIIUUZPKSgMOQ6DVEK8lCy0tAOHo3sH4R54bvuPnId1zd0kk6P5GN0bdvtOJPLXsZUKKP/Xq/gcM/rNeRh1/X6suiZGY/r5Xv+ejnsOJPE9apQWj1y8IXV/cJQIs5XY8xOR9t/JJIxEMv356v7de6PMyvNsxpj98HYNorqfuWlWt0JLq21a9dy4sQJTpw4QZ06dTzeu9IH+AThWtHGu15Vh3BFHnn5UQY+PMi9/eH5ogvfz/6WxbO/A6BxvUj8ZS/3OQ7t3Y97nxqKRucqgpOfk8/3s74lyhEA3gGVfAZXRjJeWwV8NJ0GoLtzrHtbf+94oKhinBwcihwQgmT0AkCu3xSvx95w91fVb4zm5h44s1IpfOvxyg3+KknehqoOoczUHfqg6/uQe1s/9Pz12vsX1l8/Ra5VC9k/BLlOUdU475eLqi66rldPnNlpmD6cWHmBlwMlp6CqQygTTYde6IY84t7W3XlBdb/Fc5D8ApD9i74Nl4LC0Q8cBZrzP0PsNuyHd2Bd812lxl2TXZOT4NGjR1927bAgCNXL8b3H+e7db8hMyeTJt55iYr+nOX3olEefV+7zzP17aPtBZj0VT2LcWew2Ozf16sCYVx/h3MlE9vy1uzLDv244M5Kwrv8RR2IchgdfwLToTRyHLqhq9eOHngOsFszfzy5K6B/ZDN1d47Fu+LmSI78+KZnJWDcuw5l0Gv3QCZiXzMZxbKf7feuvFz8vUzBjJOi8MDwyHWdmCpK3EfPnL1Vm2NclZ3oS1tgfXJ+tUVMurhi3eI5Hf/vOP3CeOX5RsQzHzbeLPMHlpMJTpAmCIAD8+fMGAELqhJZ6zMEtBzy2V3zxK7fd04tmHZqLSXAFcRzbjeNY6f9tnUmncCZdkNB/TxrqFh1RNWiGfbv4RV3RHHH7cMTtK/M43YCHsR/YDIoTVeP2FRCZ8F+iWEbpREZGEh8ff1H7E088wfTp05k6dSpr1qwhISGBkJAQhgwZwvTp0zEajWU+lniaTBAqgF6vZ+LEiaSmppKaemWZEYSL3XhrK2pH1ebQNpEsvrqSazVAri8S+ldn6tbdkPxDsf0l7tZfS66XYhnbt28nKSnJ/Vq71jXhHzp0KOfOnePcuXO88847HDhwgC+//JJVq1YxduzYy+y1eNfkcghBqO7+rYo4ceJEDh6s2T+wKpqXrxefb/sSjVaD0+Hk05fnsvfvPVUdlvAfXlM+RfL2cyX0X7cE+451VR2SUAwpIAxtj/swfTUdFJFv+1pQU4plWCwWLBaLR5tOp7uodsR/s4TNnDmTqKgounfvjiRJ/PTTT+73oqKieOONNxg5ciR2ux21umzTWjEJFgSh3HUb0p3HYp50b08fNY3D2w5d0b5M+SYm9XsGvbeeVre25uFXxpKckHzRUgmhapnmvYyk1SPXa4yu30iUjGTse0Uu02pFktDd9STWv35CyUyu6miEUjJ9/BKSTo9crwm6AQ+ipCddk3mCY2JieO211zzapk6dyrRp00ocY7Va+frrr5k0aRKSJBXbJycnBz8/vzJPgKEsKdLEmmBBEEpp29ptHNt9zL2dmZxxxftSFIXk+CQATh86RZ0b6nLPk0PFJLiacSf0T0lA8jGi7TVMTIKrG60BVURD5PD6aPuNcrVJEpIk4/XiQszfvonz9JX9sSpUnJpSLCM6OppJkyZ5tJVUQfhfy5YtIzs7u8RkCOnp6UyfPp1HH330imISd4IFQSh35gITyQWmCtm3LEtotCJZfLUmEvpXTxYThfOmeDRp2t+OKrI55p8+QMlOK2GgUG1cw5+t4pY+XM78+fPp378/ERERF72Xm5vLwIEDad68+SXvJl+KmAQLglApfIw+BNcOITAsEIDaUbUByE7LIjstG4CnZ08kMzmDr9/8CoC7n7yXuH0nSI5PQqPV0K7HTXS/uwfzXppbJedwXdDqkYMuSOgfEIpS63xC/5x0tH0fQPILxPKDK52T5pZ+OLPTPRP6d70T26bfqyT8645GhxwY5t6U/EOQw+qhmApQcjPQ9BiG5BuAdfk8QEFJO+sxXCnMRbHbLmoXKoAollEm8fHxxMbG8vPPFz/AmZeXR79+/fD19WXp0qVoNFf2h4GYBAuCUCk69O7I07MmuLcnf/QC4FksIyQiBMVZtPRKb9Dz6IzHCaoVhNVsJfHEWd6b8C7//HrtfRV4rVDVjsLw6Ovubd0dDwNFxTIk3wBk/6LCC0gS2r4PIAeGgtOBMyMFy6qvsW8Tpa0rgxzREMODRTl+dX1GAkXFMiQff2RjcEnDhUqkqhOF4fEZ7u3LFctAktAOeND12XI4cGYkY/n9K+xbro/P1oIFCwgNDWXgwIEe7bm5ufTt2xedTsfy5cvR6/VXfAxJKWUC4ACfG67oAFn5J65onCDUBBMnTuTw4cOsXr2q3PY5uv495bav6qJ9347c9kAfIm+MwifAl1cHPMuZQ6erOqxy8ZzKXNUhXFbAyIEEjbsHdUgAlsOnSHrtE8z7jhXb17dPZ4KfGIa2fi0ktRrr6XNkzP+ZnGUbPPppo+oS9vzDeHVsiaRSYTmRwJkn/oc9qfp+5a7WOqo6hFIxjhhE4Jh7UQUHYDlykrQ3Psa8v/jrdSHfAd2p9W40+bGbOPfU68X2CZ36FP73DyQ15hOyv1pWzpGXL4e9+md5DXjgDgIfOf/ZOnKK5NfnXvKzFfTYfUWfrfhEMuYvJfeX9e4+kpee0MkP49u7Eyp/X2xnU8j8ajnZ31X/b16aHS99jE6nkwYNGjB8+HBmzpzpbs/NzaVPnz4UFhaydOlSvL293e+FhISgUqnKFJO4EywIFaxZs2asXl3VUVRvWi89x3ccYftvm3j4zSeqOpzrit/AroS9OI6kVz7EtPcoQQ8Pof6X0znR+1EcGTkX9Xfk5JH+8WIscWdRbDZ8e95MxJsTsWfkUPC3qxCApl44kYvfIvuHNaS9/zWO/EJ0jeqjWK2VfXo1jk//boS8MI7UaXMw7zuK/0NDqP3ZG5we8AiOzIuv17/UEWEEP/cIhTv2l7zv2zujb90Ue0p6RYR+3fEd0I3QF8eR/OqHmPYeIXDUEOp9MZ24Po8We60c2XlkzP0ey0nXZ8unR0ciZk7EkZFNwUbXZyssehzenVpz7tm3sSWm4N2lHeHTnsSekkH++q2VfYoVJjY2loSEBMaMGePRvmvXLrZudZ3nDTd43pw9deoUkZGRZTpO9f8zShCEGm/z0j9Z/sEPHPyn7JWvhKsTNOYushevIuenWKwnzpD08oc4TWb87+1TbP/CrfvJW7MZa9wZbAnJZH65HPORU3jd1NzdJ/TZh8j/Ywepby7AfOgktoRk8tdtLXZSLZRNwKi7yf1hFblL12KNSyB12hwUswW/u/uWPEiWqfX282R8+DW2M8WnRlOHBhHy0uMkP/8Wiv3auCNe3RV9ttZiPXGG5Fc/xGmylPzZ2rafvLVFn62shb9gOXoKr5tauPsY2jUjZ+k6Crftx5aYSvbiVZiPnMTQukllnVal6NOnD4qi0LhxY4/22267DUVRin2VdQIMYhIsCIJw/dKo0be8gYJNe4raFIWCTXvwatu0VLvw7twaXcM6FG47n7JOkvC5rQPW04nUW/A6jbd9Q4OfZuHb+5byj/96o1Gjb9GIgs0XlLVWFAo278bQplmJw4KeGIEjM5vcn0r4SkqSCH/zObK++BHriYvL1QpXQKNG36L4z5ahlJ8tr06t0TaoQ+H2onSQpl2H8enZEXVYkKtPx1ZoI2uTv7H05ZiFIqXPE4zIEywIglCTqAP8kNQq7OnZHu329Gx0DeuWOE728aLxpq+QtBoUp5PkVz+m4J89AKiC/FH5eBE8fiipsxaR8taX+HRrT52PXyL+geiiybJQZip/1/VyZGR7tDsystE2KP566du1wO+evsTf9WSx7wMEPDIMxeEge9Ev5Rnude3fz5YjPcuj3ZGRjS7q0p+tRhsXFX22pn1EwT9Ff/SkTJ9L+PSnabRxEYrN7sqj/tL7mLaLz9WVEGuCBUGoVLcM7sqo/413b88a/QbHtx+uwoiEsnIWmIgb9BSylwHvzq0Je+kRrGeSKdy6H0l2VXXKi91C5oJlAFgOn8SrXTMCRgwQk+BKJHkZqPXmc6S8+j7O7Nxi++ia30DAg4OJv+f/Kjk6oTjOAhMn7/w/ZG8D3p1aExY9DltCMoXbXGu5Ax68E0ObppwZPw1bYipeHVoSNvUJbKmZFF5411koFTEJFgShUu2J3c7JPcfd21nJmVUYzfXNnpWLYnegDvb3aFcH+2NPyyp+EICiYDtfxc9y+CS6qLoEPzaUhK37Xfu02bGcSPAYYok747FuWCg7R7breqmC/D3aVUH+F91xBNDWq4WmTji1P76gVO35P1Ia7f+N0wMewXBTS1RB/jRcv8jdRVKrCHl+HAEP3cWp20dVyLnUdP9+tlTBAR7tqiB/7GmX+JmnKNgSLvxs1SPosWEUbtuPpNMSOmkUZ5+cQf4f2119jp5G3yyKoLF3i0nwFSj1JLiUmdQEQRAuyVxgxlxQ/MM5QiWz2TEfOIF35zbkrd3iapMkvDu1IXPRitLvR5aQ/q3iZ7Nj2n8cbYM6Hl20DSKwJaaWU+DXKZsd88HjeN3ShoJ1m11tkoTXLW3I/ubXi7pbT57h9J3jPdqCnx6F7G0gNeYTbMlp5C5fR+GFa4yBOp+9Qe7ydeT8vLbCTqXGs9kxHzyBd6fW5McWXSvvzm3IWnTxtSrRBZ8tSaM6v0zCcz6mOB0gi0e8roS4EywIQpXzNvoQWDuYgFBXNblaDV0lMnPSssk9X01OqBgZXywl4u1JmPYfx7T3GEEPD0b20pP9o2sCFPHOJOzJGaS+sxCAoMeGYt5/HGtCMpJWg89tN+E/pCdJr35UtM/PfqLO+y9QuP0ABVv24dOtPb49O3J6xJRiYxBKL2vhz4THTMZy4Djm/Ufxf+guZIOe3KWuAgrhMydjT8kgffYCFKsN63HPB90ceQUA7nZndh7W7DyPPordgT09C9tpUUXuamR8sZSItyZhPnAc075jBI4ejGzQkf2T67NV661nsadkkPbulwAEjR+G+cBxrAlJrs9W95swDu5J8lTXZ8uZb6Jg6z5CXxhDitmC7VwqXjffiHFIL1JiPquq07ymiUmwIAgVZsjE++k+/Ha8/Lw4vuMoi17+lJTTSRf1a9O7A4+8U7Qm8fEPn3X/95ovVvDd6wsA12R5yMT7aNG1NUG1g8nLyGXXmm0snfU9przCij+hGij3t7/x7duZiJhnQCWjFJpJem2e++ErTa0QuODOk+xjoPb7L6Ay+oIEislC+uc/kb2kqIpVXuxW8v/eRa3XngC1CsVmJ+e3vzHtPFTZp1fj5K/8i/QAI0FPP4gqOABbQhLWE/HU//kj1KFBWI6dvuhO4YVUQf4YWjUhavMSJL0O+7lUspf8TvbCpZV4FteHvN//IjXQj5BnHkQV4rpWluMJNPhlDpqwIMzHTmNWnO7+spee8GlPoA4PRjFbsSQkYdp3lMBx9xI+4ymyvlpO4oQ3CZ08moh3n3MVy0hMJW3WV2R/W/2LZVRHpa4Y5+fd8IoOkFtw8orGCUJNMHHiRADee292ue3zozojy21fFant43fQ7slBrJs0j7yENG5+7l4Cm9Tl+14v4LDYLjk2tHVD+nz8f1jzTSRuOsw/r30NQGCTOnSYdDdHfvibrOOJ+NYOpnvMw2QcPsPqxz6ojNMqsxHdzlV1CJekueU2vB6bgumL97DHHUbX7x40HbuTN3kUSm72Rf31949De2tvCj9/F+e5BNStOmAY+Tj5057CEe+qEKq7cwS6AUMp/GQmzrOnUTVsgtejz2P6YT7W1dV3sqWu41/VIZSZqklbVPWb4kg8ieGhFzAtnInj0LYS+8sRDZBDauNMjkexmlFFNkN392NYfl2Afdu1tfzBmZlf1SGUibplB1Q3tMARfxyvJ6ZS+NE07Hs2ldhfCgpDe/vdOBOOo739buzH9mFZ/EklRly+/D6rfuWeS72IxKkoV/QShOuZXq8nNfX6XAfZamw/ds75hdNrdpFx5AzrJnyCd5g/Dfq2v+Q4tZeO2z94nD9emI8lx/PububRs6we/wHxsbvJjU8lcdMhtr71A5G3t0VSiTVxV0LXfyjWDb9j/WsVzsR4TF/MBosFbff+xfbXdumNefk32PduxZmWhHXdcmx7tqIbMNTdR924Bbad/2DfsxVnegq2bX9h278DdcPS5UcVSs9xdDfWNd/hOFi6amHOc6ew792IM+UMSlYa9t1/4Ti2B1WDkvMMC+XDfmA7lmVfYt/9T6n6KxkpWBbPxbY5FsVUUMHRVS+JiYmMHDmSoKAgDAYDN954Izt27HC/P23aNJo2bYq3tzcBAQHcfvvt7kpyZSF+awhCBYqJiSE0NLSqw6h0fvVC8A7z58zfRemwrHkmUvbEEd6u0SXHdpsxmvj1ezi78WCpjqX19cKab0JxOC/fWfCkUqNq0Bj7gZ1FbYqC/cBO1I1KyOSg1sB/yx9bLaib3OjetB87iKZFO+Rw18Nxcr2GqJu0xLa35DuUQtWQIxog12+C46RYqiJUD1lZWdx6661oNBpWrlzJoUOHePfddwkIKMq00bhxYz788EP279/Pxo0biYyMpE+fPqSlpZXpWGJNsCAI5c4rxB8AU7pnblJTWi5eocYSx91w5y2E3BjJj3e8Wqrj6AN8uOmZIRz6dsMVx3o9k3yNSCoVzhzP9FrO3CzUEfWKHWPfvwPdgKHYj+zDmXoOdYt2aDp09Xg63fLrd0gGb3zf/hKcTpBlzD/Mx7ZpXUWejlAGXi9+huTtB7KMNXYJ9u2xVR2SUMNZLBYsFotHm06nQ6fTebS9+eab1K1blwULFrjbGjRo4NFnxIgRHtuzZs1i/vz57Nu3j169epU6JnEnWBCEq9ZoSGfGHfnc/ZI1qjLvw6dWIF2mPUjsUx9fds0wgMbHwMCFk8k8nsj2WT9fSdjCFTB99SHO5LP4vvMlxoVrMIx6Gutfq+CC5W+ajrehvbUXhR+9Qd7L4ymc9ya6AcPQdO1ThZELFzLNfQnTnOewLJ2H9tY7ULfuUtUhCTVcTEwMRqPR4xUTE3NRv+XLl3PTTTcxdOhQQkNDadu2LZ99VnL2C6vVyqefforRaKR169Zliqn0eYJF2WRBEEpweu0uFu+Jc2+rtK4fLYZgPwpTs93thhA/Mg4m/Hc4ACGtGuAVYmToyhnuNlmtIqJjE24c3Zt5UaPdT71rvPUMWvQc1nwzq8a9h9PuqICzqvmUvBwUhwPZGMCF/4KyXwBKTvEJ/ZW8HApmvwoaDZKPESUrHf3943CmFmX9MIwYj/nX77Btcd2hd545hRwchv7OEdj+rn4Px1yPlKxUFMCZnIDk44+2933Y926s6rCEGiw6OppJkyZ5tP33LjDAyZMnmTt3LpMmTeLFF19k+/btPP3002i1WkaNKiresmLFCu6//34KCwupVasWa9euJTg4uEwxieUQgiBcNVuBGVuB2aOtICWbOl1akHHINenV+BgIaxPFwUXFfyV+duNBvr/dM49sz3cfJevEOXbPXVE0AfYxMOjr53FY7awcM6tUd42FEjjsOE4dQ92iHbad5x/WkSTULdthWbPs0mNtNpSsdFCp0HTohm3rH0XvaXUeadUAcDpAksozeqG8SBKoNFUdhVDDFbf0oThOp5ObbrqJ//3vfwC0bduWAwcO8Mknn3hMgnv06MGePXtIT0/ns88+Y9iwYWzdurVMz+GISbAgCBVi3/xVtH9qCDmnUsg9k8rNk++lICWbU6uLHsK687toTq7awYGFa7EVmMk86pmc31ZowZyV727X+BgY9M0LaAxaYp+Zi8bXgMbXAIA5I/eS+VGF4llW/oDX+CnYTx3FEXcEXb97QKfH+ucqALwem4IzK53/b+/Ow6Ks3j+Ov2eAYV8V3EXMFVPD/Pl1SUWtzCW30lxy1zTNUqPUSlRKMStEs0jN3FJbzNIsyzL3jRRySRRwTVNk37dZfn+gIyOLaMIDzP3qmutynjkzfKZziWeeOc99Z339OQAWjzRB7eqO7nI0Kreq2AwYCWoV2du/Mr6mNvwwNv2GoY+PySuRVq9hXhWKvTsUeY+VmsYGdZXqxrtqNw8MNephyEzDkBSH5plhqJyqkP1NXglBq3bPoE+KQ3/zGgAW9b3RdOpL7sGfFIlvVqxtUHvUNN5VV62Ouk59DOmpGBJise4/BpVrFbK++ODOmDp55WlV1raoHV3y7mu16K8X/o1aZVCjRg28vU0vzG3atCnfffedyTF7e3saNGhAgwYNaNu2LQ0bNmTVqlXMmjWrxD9LFsFCiFIRHrIdSztrfBeOQeNkx/U/I9k+fJHJmVsnTw9s3RxL/Jruj9ajeqsGALx4IMjksfXtppJ6Ne7hhDcjuUf2kOnogu3zo1E5u6K7fJ7092dgSMm7WE5dxQPyFfTHSoPNoNGo3WtiyM5E+9dR0kICMWTcKeGUsfZjbJ8fg93oqaicXNAnxpPzx3aytqwr67dX6VnUfgTbCe8a71s/OwaA3GN/kP3tMlSOrqhd8n1FrFKjeeZF1G4eoNehj48he8d6tEdlm0pps/BshP0bHxrv27wwEYCcQzvJWv0hKhe3vHnJx8H/Tl1gi3qNsPpfV/RxN0ibNaJsQiugQ4cOnDt3zuRYZGQknp6exT5Pr9cXuPDuXkq8CJaav0I8mIiIiIf6elW0Fefvop3egMpgAANYGcBFq8cyX/4dbaYCUOXW/aZT+lC7Z2scG9REl5VD3LEorq353fiesw+c4c83Psezf3tcm3th5WjLlsbjyU3JQJPvdcT9MuRd2Ga4c/e2tPmme/h0UX+Tc3g3mo7dUbtWxaLuI1jUrY82Kf7OoOxsDFkZGPR6bm+AMOTmgE5bqu/ivzJUwK01huxctKdDUdd5BLVzFTJXzUd76ojx8awvTRv16ONvYkiOx+DgjMrSCnJz0Mdcw5CVc/dLi4fNYCD3xBEsPBuidqlSoFlG1uoPTYarnN3IPfoH6nqNULvXJOePHyp0s4ySmjZtGu3bt2fBggUMGjSI0NBQVqxYwYoVKwBIT09n/vz59OnThxo1ahAXF8cnn3zCtWvXGDhw4D1e3ZRUhxCilOn15lm/tsnk3jQc251jM1bzey9/dBnZdN40E7V10XsP3ds1IWr17/zeaw57X1iI2tKCzl/NxML2zj4yS1trru8+yZmlW8vibVR6Vm19sR32Mllb1pH6zgR0V85jP/N9VE4uhY63GTgG667Pkrn2Y1LfHE32rh+xnxaAhWcD4xjrZwejebIPmWuXkvrGKLK+WoFN78Fouvcvo3dlRqxt0P17kezNJVscWTzSDN25v8hcPo/0D6eijTqJ7bjZqGs9WFdYUXIqaxv0Vy+QtXFZyZ5gaYU+NZmcnzaiv2o+3Xf/7//+j++//55Nmzbx6KOP8u677xIcHMywYcMAsLCw4OzZszz33HM0atSIZ599lvj4ePbv30+zZs3u62fJdgghRKloNP4ZzgT/wL+39gAffTWEvic/pdYzj/PP1iOFPmff0EUm90OnLqff6c9wa+lF7JGzAESuzNur6t5OOlw9DPk7xgFkfrEYq8faouncg+wfNxUYr3niKbK25nWMA8jZtQ3LR1vltUkOySt3lL9jHJDXNa5dVyzrN0HONz5cuojj6CKO33vgLdnff25yP+en9Vg+2hbLR9uQc818FlpK0J7+E+3pP0s8/nbHOACrDt1LK1a51Lt3b3r37l3oYzY2NmzZ8nDKYpb4TLDBYHigmxDC/NjXdce2misx++90fctNzSQ+/DxVWxffMS4/K0c7AHIS0x56RoF0jBOgUqGyscWQnqp0EiHKnJwJFkI8dDYeLgBkxSabHM+KTcbmVje5e1Kp8AkYTmzoOZLvqhohHg7pGCc0Xfqj0tig/UtqBAvzI4tgIcR/5jmgPY8vGmu8v3/4B8WMLpnHA0fh3KQ2u/oG/OfXEg9P5rpl2I17HccP14AB9DH/krPvFzSdexjH5O8Yp7t2CQvPBti+OAl9Yrw0yyhHLFt1RtN9CJmr3sOQlnzvJwhRycgiWAjxn137NYz4sDsd49S3OsbZuDuTla9jnI27M0l/X77n67WaP5KaT/rwR/93ybxeeOcy8d9JxzjzZenTEZvBU8hcsxBd5Aml4wihiJLvCX7A/4QQlZ82PYu0SzHGW0rkNTJjEqn2xJ0rdS0dbKni8whxx6KKfa1W80dSq0drdg+cT/o/saUd3bzl6xhndKtjnDbqTPHPvbtj3O2OcyAd48o5y1adsBnyGlnrPkB35pjScYRQjJwJFkKUisiVv+A9tR+pF2+QfiWWR2c8T2ZMEtd+uXMRlu83s7i64xjRq38D8rZA1O3fngOjg9CmZWHj7gxAbmoGuqy8Gq427s7YeLjg6FUNAOemddCmZZFxLY6cpHTE/ZGOcRWcxga1ew3jXZVbNdS1vDCkp2FIikXTewRq5ypkbcirF2zZqjM2w6aSvWUlusvnUDm6ALfqOGdlKPEOzId0jCt3ZBEshCgVZz/J6xjX+oOxaJzsiA2NZO/Q99Hna0jgUK8a1vk6xjUY9RQAXbfMNnmto68t59I3+wB4ZEQ3HvV7zvhYtx/8C4wRJScd4yo2i7oNsHsl0Hjfpv84AHJDd5G1MRi1kxsqV3fj41btu6OysMRm4Msw8GXj8dvjRemRjnHljyyChShl7u7u9x50H45a6+49qJxwtTBQBwOWQIrawAkrHXH58h/tOCXvD7d6YYTWH0L3qQN5vP8TOLm7kByTyJ+b9/Lb1t3GMS6WBtzPX8OlRhV0uVqunrrIzx9+zZW/oo1jypM2py2UjnBPjs1UWGUbsNCDNhNSzqvJuZU7ccgbt0bl3XeoXwvHWvUAUGk0aDo+jWUbXy636WV8PbtubbB2qYfB0ha1xpobUwLIOXfe5HXKIzvXilEmzLZfP+wHD0bt5oY2Opr4iRPRnj1b6FjrUVWwatAcx+AfTY5nHz5M0qxZYGGBw9ixaNq2xSHwG/Tp6eQcP07aihXo4+MLfc1yQ1X+t1za9uuH/Qu35ur8eeJfnlDkXNnYuWPZuCVOK033zWcfOUzSrJkA2I8chU3Xrjgu3YpBqyU38hxpqz5H+5A7k5YGJ6UDFELqBAtRyjw8PO49qBLqOrEPHUc/w7dvf05wv3fIycxmwrpZWBbTMa7rxL60f/FJtvivZuGTr7N94Ua6THiWjqOeMY6JvXCdLf6r+aD7m3z8/FwSrsYyYd1b2Oc7oyxKzr57Z6r4TSBp+Zf8O/hlcs5doHpIIGo3lyKfo09N50rXQcbbP88MM3lcbWtDVvhpEoI/L+IVxIOy7tIFx0mTSFuzhvjx48k9fx7XDz5A5eJS6Pik2bOJHTDAeIsbNQqDTkfW3r0AqGxssGzUiPR164h/6SWS/f2xrFMHlwULyvBdVU7WXbrg+PJk0tauJf6lW3O16MOi58p/NrED+htvcaNHYtBpydqzxzhGd/UqqUuWED92NAmvvoL+xo2813R2Lps3VQZ0Oh2zZ8/Gy8sLW1tbHnnkEd59913jmjI3N5cZM2bQvHlz7O3tqVmzJiNGjODff/+9758lbZOFEKWi05ge/Pbx9/z923Gun73Cxumf4FTNlUefbl3kc+o93oi/fztOxO5wEq/GcnLHUSL3n6Ruy0eMY8K2HSTq4GkS/rlJTNRVtr63HlsnO2o28SyLt1XpOA1/jtQtO0jb+iu5F64Q/94SDFnZOPYrukOVwWBAF59ovOkTkkweT9v+O0nLvyTraFgppzc/9gMHkvnTT2T98gu6y5dJDQrCkJWFbc+ehY43pKaiT0gw3qxbt8aQlWVcWBnS00ny8yN7zx50//xD7pkzpCxZglXjxqjN9AP8w2I/cBCZP20n65cdt+bqo7y56lHMXCUmGG/Wj7fGkJVN1t49xjFZu34nJ+w4uuvX0V26ROqnn6B2cMDqkUcKfc2K6P333yckJIRly5YRERHB+++/z6JFi/j4448ByMjIICwsjNmzZxMWFsaWLVs4d+4cffr0ue+fJdshhBAPnVsdD5w8XIk8eMp4LCs1kyt/RVOvVSP++vFwoc+7dDySdkO74e5Vg9iL16nZtC5erRuz9b31hY63sLKg3ZBuZKak82/EvUuvibtYWmLdtBHJq+5c1IbBQOaRMKxbFNExDlDb2VJnx5d5F8RFRJP48Rfknpf//6XO0hLLxo1J37jxzjGDgZzjx7HyLnq+8rPp2ZOsP/6ArKwix6gdHDDo9RjSpFPjA7O0zDvDvmHDnWMGAzlhx7Fq1qzo5+Vj07MXWbuLmStLS2x7P4s+LZXc6POFj6mADh06RN++fenVK2+LVb169di0aROhoXkdJ52dnfntt99MnrNs2TLatGnDlStXqFu38EY/hZFFsBDioXO61RUu9a6OcamxyTgW0zHuj5Ct2DjaMmPXRxh0elQWanZ8+DVhWw+ajPPu2orhH7+Kla2G1JtJfPbifNITK8Z+zvLEwtUZlaUFunjTjnG6+ESsvOoU+pzcS/8QN+dDcqIuonawx3nk89Rcu4SrA8ahuxlXFrHNltr5Voe/BNMazvrERDQl+IffskkTrOrXJ2XRoqIHaTQ4vPQSWbt2YciQahEPKm+uLNEn3tWN8X7n6oP3CzymadsOZ39/VNY26OPjSfTzw5BS/pudZGdnk52dbXLM2toaa2vTiznat2/PihUriIyMpFGjRpw4cYIDBw4QFBRU5GsnJyejUqlwKWKrSVFKvAiW/b1CiKK06tuBgQvGG+9/PqbgL+6SaNm7La36PsGXr31MTORVanrXo5//CJJjEjn23Z3KD9GH/+ajnjOwd3Ok7eBujPhkKkv6vUNafMp/fi+ieNknI8g+eecinKwTf1P7+1U4DuxF0idrFUwm7sW2Z09yz58v8sIsLCxwmTMHVCpSFy8u23DChG3PXkXOVc5f4SSMG4fa2Rnb3r1xmTOX+EkTMSQllX3Q+xAYGMi8efNMjs2ZM4e5c+eaHJs5cyYpKSk0adIECwsLdDod8+fPZ9gw02sPbsvKymLGjBkMGTIEJ6f7u/xOzgQLIf6zv38/nled4RYLTd7Fb47uzqTGJhmPO7o7c+1M0V+bPzvrRf4I2WrcLnH93D+41qpKt0l9TRbBOZnZxF2OIe5yDJfDo5m1ezH/e6ELuz7d+pDfWeWmS0zGoNVhUcXV5LhFFVd0cYlFPOsuWh05Z89jVadWKSQU+emTb3X4c3MzOa52dUWXcI/OijY22HTtStrq1YU/bmGB89y5qKtVI3H6dDkL/B/lzZUWtavp360Sz1WXrqSt+aLwx7Oy0P17Dd2/18iNOEOV9Ruw7dmLjI0bCh9fTsyaNYvp06ebHLv7LDDAN998w4YNG9i4cSPNmjXjr7/+YurUqdSsWZORI0eajM3NzWXQoEEYDAZCQkLuO5NcGCeE+M+y07OMi9K4yzHERF0l5WYiDds/ahxj7WBL3ccacCksssjX0dhqCnzrZNDrUamK/1WlUqux1BRddUIUQaslOyISm//53DmmUmH7Px+yT96jY9xtajVWDeuhiyvn5bQqA60W7blzaFqZdvjTPP44uWeKny8bX19UGg1Zd+2lBIwLYMvatUl8/XUMKfKNyn+m1aKNjETT6vE7x1QqNK1akfv338U+1aazLyqNVeFzVRiVCpVV+f/9Z21tjZOTk8mtsEXwG2+8wcyZMxk8eDDNmzdn+PDhTJs2jcDAQJNxtxfAly9f5rfffrvvs8BwP9sh7vulhRDmbN8XO3hqSn/iLt0g4Z+bPPP6IFJiEjm9806b1okb3uH0r39yYN2vAPy9K4wnJ/cj8VocN6KuUrtZPTqP7UXot3sA0Nha8+Qr/fn792Ok3EzC3tWRDiOexrm6K3/9dESJt1nhpaz/jqrvvknO35Fknz6H04v9UdnakPpD3pxUfe9NdDfjSFyad1bKZcKLZJ+MIPfKNdSODjiPGoRljWqkbrnTDU7t5IhlDQ8s3KsAYFWvNgC6uIQC+4/F/Un/9lucZ80i99w5ciMisHv+eVQ2NmTtyPv/7zRrFvq4ONJWrjR5nm3PnmQfOFBwgWthgfO8eVg1akTSrFmoLCxQ3TrTrE9JAa22TN5XZZT+7Tc4z5xFbuRZciPO3porW7J+uT1Xb6GPjSXt87vnqlfhc2Vjg8OLw8k+eBBdQjxqZ2fs+vXHwr2qSQWJii4jIwO12vTEh4WFBXr9naY9txfAUVFR7N69mypVqjzQz5LtEEKUMhsbm4f6eonk3ntQOfDdZ9+hs7Xi+cBx2DnZE/nnWT4Y+S6x2Xe+ZnXz9EDtZkf97q3wHfY09Vo8goOLI88vHI+9sz1JMYns3riTrUu/RYcWSz24PlKdEc9Nw8HVibSkVC6djCZw4DtcjLqo4LutuNJ/3Ytdt45Unfs6WKgxZGYRv/ATY9kzy+oeoL9zGsS6ZTNcJ5l+JWnIySX3wp02ri6TRuA8pJ/xvseidwBIDFlH0meFV/ooDyysy//pHu2hP8g53BGnN98EtRpDVhbpnyxBlZGAhXXefOlUeuN7cV4UjFXLO2f6bbp2BSDn6GFS/GeirlYVmyeeAKDKqlUmPyv5jdfIPflX2byxB6DLUTpB8bJ37yarYyec3phhnKvUpUuMF8tZeHhAvoWd6+JgNI/ln6tuea9zu1mGTo/1Ex2xe2EwWFiAwYA+JYWUoCB0ly6V6XsrTc8++yzz58+nbt26NGvWjPDwcIKCghgzZgyQtwB+/vnnCQsLY/v27eh0Om7cuAGAm5sbGo2mxD9LZSjhFW+Wmgfb76XNufZAzxOiMlGpHt5rjfJ87t6DKph2/TvjXseDpJgERr8/Cf+er/PPmUtKx3oo/J3L91fL9t074/7em8S9t5TsUxE4DRuA/dOduNp3TIH6vwAOfZ6mypuTuNp3tPGYwWAwGevQ+0ksa1VHezMe97nTuTZoYr6OceWXY/VyvqoCNJ274Oj3FmkfB6E9ewbb/gPRdPQlceyLGJKTCoxXOTqC5Z2vytVOTriErCJt8Qdk//YLAM6LPwWdlvQVn2LISMdmwCA0rduQOH4kZBddSk1p5X0RbN2lC84z3yJlcRC5EWewe34gNp19iRvxYqEXsakcHVHlmyuVsxNVPl9FygcfkPVr3lzZdHsSfWIiuuv/grU19s8PxLqzL3EvDsWQXL4rRFTbvbdE41JTU5k9ezbff/89N2/epGbNmgwZMgR/f380Gg2XLl3Cy8ur0Ofu3r0bX1/fEmeSM8FCCMUd/j7vl2OV2g+3xbS4t/zNMgDi31uCXaf/4divO8lffF3oc243yyhK2vbfAbCsWe3hBzZztgMGkfXLdrJ35n2lnrb0I1zbtMWme08yv9lYYLwh1bR0oJVvVwxZ2WTv2wOAulZtrLybkfjSSHSXLwGQ/nEQ1l99j3WXbmT/8lOpvp/KLH+zDIDUoI+w/l9bbHv0JGNT4XOV/6ykXdeuhTbLyC/100+w7dUbq0ceISescjSncXR0JDg4mODg4EIfr1ev3kOrWFbiRbCc0RVCiEpGmmVULJaWWDZsROZXpg0YcsOPY+ldwgYM3XuRs/cP4xlelVXeV8eGnHynVQ0GDLm5WDVrLovgByXNMioEqQ4hhBBmqrhmGRZVXQt9zu1mGTFT5xD71vuo1Cpqrl2ChUfVsohs1tROtxowJBVswKB2dSviWXdYNm6CpVd9sn7Zbjym++cyupgb2I95CZWDQ97CatAQLNw9ULs92MVGovhmGRZuJZirW80yMn/aXuAxTdt2uP+8A49ff8Pu+YEVpllGeSSLYCFEmWrbtyMhf39pvDX8v6ZKRxL3IftkBGnbfyfn3Hmyjp8kZvo8dIlJOA7spXQ0cQ/W3XuhvXAe7bl8DRh0OlICZmNRqzZVvvuJKtt+xaqlDzmhR0CaZCmmJM0yEl+ZTM6fobjMmYvqPjuliTyyJ1gIUab++v1PLvwVZbyfeOMeheNFqZFmGRWLPuVWAwaXgg0Y9In3+HtkbYO1b1cy1hVswKCLjiRp0jhUdvZgZYkhORnnJSFoI889zPhmRZplVAxyJlgIUaay0rO4efmG8ZabXc4v8a7MpFlGxaLVoo2KxMrHtAGD1WOt0J4pvgGDdSdfVFZWZO8qugGDISMdQ3Iy6pq1sGzYmJzDBx5WcvMjzTIqBDkTLIRQnL2zA261quLqkbdXrkb9mgAkxyaRkq/tsnj4pFlGxZK55Rsc/WahjTyL9txZbPrfasBwq1qEwxtvoY+LJWO1aQMGm2d6kXPoAIbUgiX7NB19MSQnobsZg6VXfewnTiHn8AFyw44VGCtKTppllH+yCBZCKO6xp/6PcR++Yrz/8rLXAfgh+Gu2Bn+jVCyzkP7rXtSuLrhOGolFVVeyz50nZtJbRTbLUDs6UNV/GhZVXdGlpJFzJorrI18zaZZh59sO93ffMN6vKM0yKoKcvbtJd3bBbsQY1K5uaC9Ek/L2GxhuXSxn4W7agAHAonYdrB5tQfKs1wt9TbVbFWwnTEbt4oo+IZ7s338lY+O6Un8vlV327t2kOrvgMGoMajc3tOejSZzxRpHNMgAs6tRB06IFiX6FzJVOj0WdujjP647a2Rl9Sgq5586S8OqrlapZRlkqcbMMIUTpyc7OJjAwkFmzZhXaS72yM/f3X9HIfFUcMlcVi8xX2ZJFsBDlQEpKCs7OziQnJ+Pk5KR0nDJn7u+/opH5qjhkrioWma+yJRfGCSGEEEIIsyOLYCGEEEIIYXZkESyEEEIIIcyOLIKFKAesra2ZM2eO2V4IYe7vv6KR+ao4ZK4qFpmvsiUXxgkhhBBCCLMjZ4KFEEIIIYTZkUWwEEIIIYQwO7IIFkIIIYQQZkcWwUIIIYQQwuzIIlgIIYQQQpgdWQQLIYQQQgizY6l0ACHM1dq1a6latSq9evUC4M0332TFihV4e3uzadMmPD09FU5Y+vR6PdHR0dy8eRO9Xm/yWKdOnRRKJYqSk5NT6FzVrVtXoURCCPHgpE6wEApp3LgxISEhdO3alcOHD/Pkk0+yePFitm/fjqWlJVu2bFE6Yqk6cuQIQ4cO5fLly9z9a0ilUqHT6RRKJu4WFRXFmDFjOHTokMlxg8Egc1WORUVFsXv37kI/uPj7+yuUShRm165d7Nq1q9C5+uKLLxRKVfnJmWAhFPLPP//QoEEDAH744Qeee+45XnrpJTp06ICvr6+y4crAxIkTad26NT/99BM1atRApVIpHUkUYdSoUVhaWrJ9+3aZqwpi5cqVvPzyy1StWpXq1aubzJlKpZJFcDkyb948AgICaN26tfz9KmNyJlgIhXh4ePDrr7/i4+ODj48P06dPZ/jw4Zw/f56WLVuSlpamdMRSZW9vz4kTJ4wfBET5ZW9vz/Hjx2nSpInSUUQJeXp6MmnSJGbMmKF0FHEPNWrUYNGiRQwfPlzpKGZHzgQLoZCnnnqKcePG4ePjQ2RkJD179gTg77//pl69esqGKwP/+9//iI6OlkVwBeDt7U1cXJzSMcR9SExMZODAgUrHECWQk5ND+/btlY5hlqQ6hBAK+eSTT2jXrh2xsbF89913VKlSBYDjx48zZMgQhdOVjpMnTxpvU6ZM4fXXX2fNmjUcP37c5LGTJ08qHdXspaSkGG/vv/8+b775Jnv27CE+Pt7ksZSUFKWjikIMHDiQnTt3Kh1DlMC4cePYuHGj0jHMkmyHEEKUGbVajUqlKnAh3G23H5OLrZR3e65uuz0v+clclS9Lly41/jk9PZ2goCB69epF8+bNsbKyMhn76quvlnU8kc/06dONf9br9axdu5YWLVrQokWLAnMVFBRU1vHMhiyChVDQ/v37Wb58ORcuXODbb7+lVq1arF+/Hi8vL5544gml4z10ly9fLvFYcygRV57t3bu3xGM7d+5ciklESXl5eZVonEql4sKFC6WcRhSnS5cuJR67e/fuUkxi3mRPsBAK+e677xg+fDjDhg0jLCyM7OxsAJKTk1mwYAE///yzwgkfvvwL23379tG+fXssLU1/DWm1Wg4dOiSLYIXlX9heuXKFOnXqFHom+J9//inraKIIFy9eVDqCKCFZ2JYPsidYCIW89957fPbZZ6xcudLk668OHToQFhamYLKy0aVLFxISEgocT05Ovq+zJKL0eXl5ERsbW+B4QkJCic8+irIVEBBARkZGgeOZmZkEBAQokEgUZcyYMaSmphY4np6ezpgxYxRIZD5kESyEQs6dO1doVzRnZ2eSkpLKPlAZK2yPKUB8fDz29vYKJBJFKWqu0tLSsLGxUSCRuJd58+YVWmYxIyODefPmKZBIFGXt2rVkZmYWOJ6Zmcm6desUSGQ+ZDuEEAqpXr060dHRBcqhHThwgPr16ysTqgwMGDAAyNuXOGrUKKytrY2P6XQ6Tp48KeWCyonbF++oVCpmz56NnZ2d8TGdTsfRo0d57LHHFEonilPUB5cTJ07g5uamQCJxt5SUFAwGAwaDgdTUVJMPlDqdjp9//hkPDw8FE1Z+sggWQiHjx4/ntdde44svvkClUvHvv/9y+PBh/Pz8mD17ttLxSo2zszOQ94+0o6Mjtra2xsc0Gg1t27Zl/PjxSsUT+YSHhwN5c3Xq1Ck0Go3xMY1GQ8uWLfHz81MqniiEq6srKpUKlUpFo0aNTBbCOp2OtLQ0Jk6cqGBCcZuLi4vJXN1NpVLJWftSJtUhhFCIwWBgwYIFBAYGGvfuWVtb4+fnx7vvvqtwutI3b948/Pz8ZOtDBTB69GiWLFmCk5OT0lHEPaxduxaDwcCYMWMIDg42fuiEvA8u9erVo127dgomFLft3bsXg8FA165d+e6770zO0Gs0Gjw9PalZs6aCCSs/WQQLobCcnByio6NJS0vD29sbBwcHpSMJISq4vXv30r59+wI1Z0X5c/nyZerWrVvo9hVRumQRLIQoMz4+PiX+RW8OFTIqitv7uO+mUqmwsbGhQYMGDB06lMaNG5dxMlGUojr5qVQqrK2tTba2iLJ3P10xW7RoUYpJzJvsCRaiDA0YMIA1a9bg5ORU5MLiti1btpRRqrLTr18/45+zsrL49NNP8fb2Nn49e+TIEf7++28mTZqkUEJRGCcnJ3744QdcXFx4/PHHgbwPKUlJSTz99NN8/fXXvP/+++zatYsOHToonFbAnf2mRalduzajRo1izpw5qNVSKKqsPfbYYyYdMosjHRlLjyyChShDzs7Oxl94+ffqmYs5c+YY/zxu3DheffXVAvuf58yZIw0Yypnq1aszdOhQli1bZlww6fV6XnvtNRwdHfnqq6+YOHEiM2bM4MCBAwqnFQBr1qzh7bffZtSoUbRp0waA0NBQ1q5dyzvvvENsbCwffvgh1tbWvPXWWwqnNT/5G5uEh4fj5+fHG2+8YTwhcPjwYT766CMWLVqkVESzINshhBCKcHZ25tixYzRs2NDkeFRUFK1btyY5OVmhZOJu7u7uHDx4sMAV7JGRkbRv3564uDhOnTpFx44dzaLGdUXQrVs3JkyYwKBBg0yOf/PNNyxfvpxdu3axfv165s+fz9mzZxVKKQDatGnD3Llz6dmzp8nxn3/+mdmzZ3P8+HGFklV+8h2IEAq5ePEiUVFRBY5HRUVx6dKlsg9UxmxtbTl48GCB4wcPHpQGDOWMVqstdKF09uxZ41e1NjY2cmFPOXLo0CF8fHwKHPfx8eHw4cMAPPHEE1y5cqWso4m7nDp1qtDOi15eXpw5c0aBROZDFsFCKGTUqFEcOnSowPGjR48yatSosg9UxqZOncrLL7/Mq6++ypdffsmXX37JlClTmDx5MtOmTVM6nshn+PDhjB07lsWLF3PgwAEOHDjA4sWLGTt2LCNGjADyqhE0a9ZM4aTitjp16rBq1aoCx1etWkWdOnWAvO6Mrq6uZR1N3KVp06YEBgaSk5NjPJaTk0NgYCBNmzZVMFnlJ9shhFCIk5MTYWFhNGjQwOR4dHQ0rVu3Nouvlb/55huWLFlCREQEkPePwWuvvVbgK1yhLJ1Ox8KFC1m2bBkxMTEAVKtWjSlTpjBjxgwsLCy4cuUKarWa2rVrK5xWAGzbto2BAwfSpEkT/u///g+AY8eOcfbsWTZv3kzv3r0JCQkhKiqKoKAghdOat9DQUJ599lkMBoOxEsTJkydRqVT8+OOPxj3d4uGTRbAQCnF2dmbPnj0FvrI8fvw4vr6+pKamKpRMiKLdLr0ljTPKv4sXL7J8+XIiIyMBaNy4MRMmTCjQql0oLz09nQ0bNhi3HTVt2pShQ4dKM6FSJotgIRTy7LPPYmtry6ZNm7CwsADyzri98MILpKens2PHDoUTCiGEEJWXLIKFUMiZM2fo1KkTLi4udOzYEYD9+/eTkpLCH3/8waOPPqpwwofPzc2NyMhIqlatiqura7EXUiUkJJRhMlGcmJgY/Pz82LVrFzdv3uTufzakjmn5lJSURGhoKDdv3kSv15s8dnsvt1DGtm3b6NGjB1ZWVmzbtq3YsX369CmjVOZHFsFCKOjff/9l2bJlnDhxAltbW1q0aMErr7xi0kO+Mlm7di2DBw/G2tqaNWvWFLsIHjlyZBkmE8Xp0aMHV65c4ZVXXqFGjRoF5q1v374KJRNF+fHHHxk2bBhpaWk4OTmZzJlKpZIPmQpTq9XcuHEDDw+PYpuVqFQq+ZBZimQRLIQQoliOjo7s37+fxx57TOkoooQaNWpEz549WbBgAXZ2dkrHEaJckhJpQiho//79vPjii7Rv355r164BsH79erPoujVixAhWr17N+fPnlY4i7qFOnToFtkCI8u3atWu8+uqrsgCuALKyspSOYLZkESyEQr777ju6d++Ora0tYWFhZGdnA5CcnMyCBQsUTlf6NBoNgYGBNGzYkDp16vDiiy/y+eefF9pARCgrODiYmTNnmkUTl8qie/fuHDt2TOkYogRcXFzo1KkTs2fPZteuXWRmZiodyWzIdgghFOLj48O0adMYMWIEjo6OnDhxgvr16xMeHk6PHj24ceOG0hHLxLVr19i3bx979+5l7969REZGUqNGDa5evap0NHGLq6srGRkZaLVa7OzssLKyMnlc9peWP6tWrSIgIIDRo0fTvHnzAnMmF1uVHwcOHGDfvn3s2bOHQ4cOodVqad26NZ07d8bX15ennnpK6YiVliyChVCInZ0dZ86coV69eiaL4AsXLuDt7W02X5FlZGRw4MABdu/ezZ49ewgLC8Pb25vw8HClo4lb1q5dW+zjchFj+SMXW1VMWq2WP//8k+XLl7Nhwwb0er3MVSmyVDqAEOaqevXqREdHFyhcf+DAAerXr69MqDL01ltvsWfPHsLDw2natCmdO3dm5syZdOrUSVq5ljOyyK147i6JJsq3yMhI9uzZY7xlZ2fTu3dvfH19lY5WqckiWAiFjB8/ntdee40vvvgClUrFv//+y+HDh/Hz82P27NlKxyt1CxcuxN3dnTlz5jBgwAAaNWqkdCRRjPPnzxsvZFyyZAkeHh7s2LGDunXr0qxZM6XjiWJkZWVhY2OjdAxRhFq1apGZmYmvry++vr7MmDGDFi1aFFtCUjwccmGcEAqZOXMmQ4cOpVu3bqSlpdGpUyfGjRvHhAkTmDJlitLxSl14eDhvv/02oaGhdOjQgVq1ajF06FBWrFhhbPMqyoe9e/fSvHlzjh49ypYtW0hLSwPgxIkTzJkzR+F0ojA6nY53332XWrVq4eDgwIULFwCYPXs2q1atUjidyM/d3Z2MjAxu3LjBjRs3iImJkYvjyojsCRZCYTk5OURHR5OWloa3tzcODg5KR1LEiRMnWLx4seyDK4fatWvHwIEDmT59usn+9dDQUAYMGCAXMZZDAQEBrF27loCAAMaPH8/p06epX78+X3/9NcHBwRw+fFjpiCKfpKQkkwuEz5w5w2OPPUaXLl2YP3++0vEqLVkEC1EO/PPPP0BePVZzYTAYCA8PN+6BO3DgACkpKbRo0YLOnTuzePFipSOKWxwcHDh16hReXl4mi+BLly7RpEkTs7mIsyJp0KABy5cvp1u3biZzdvbsWdq1a0diYqLSEUUh4uPj2bNnD1u3bmXTpk1yQqCUyZ5gIRSi1WqZN28eS5cuNX697ODgwJQpU5gzZ06BkkaVjZubG2lpabRs2ZLOnTszfvx4OnbsiIuLi9LRxF1cXFy4fv06Xl5eJsfDw8OpVauWQqlEca5du0aDBg0KHNfr9eTm5iqQSBRly5YtxpMBZ86cwc3NjSeeeIKPPvqIzp07Kx2vUpNFsBAKmTJlClu2bGHRokW0a9cOgMOHDzN37lzi4+MJCQlROGHp+vLLL+nYsSNOTk7Fjrt69So1a9YstuSTKF2DBw9mxowZfPvtt6hUKvR6PQcPHsTPz48RI0YoHU8Uwtvbm/379+Pp6WlyfPPmzfj4+CiUShRm4sSJdOrUiZdeeonOnTvTvHlzpSOZDdkOIYRCnJ2d+eqrr+jRo4fJ8Z9//pkhQ4aQnJysULLyxcnJib/++sssysaVVzk5OUyePJk1a9ag0+mwtLREp9MxdOhQ1qxZg4WFhdIRxV22bt3KyJEjmTVrFgEBAcybN49z586xbt06tm/fLg0YKqCFCxcyceJE+bbsIZJFsBAK8fDwYO/evTRt2tTkeEREBJ06dSI2NlahZOVL/v2MQllXrlzh9OnTpKWl4ePjQ8OGDZWOJIqxf/9+AgICOHHiBGlpabRq1Qp/f3+efvpppaOJByAnBB4+WQQLoZCAgADOnj3L6tWrsba2BiA7O5uxY8fSsGFDKT11iyyChRBCfheWBtkTLIRCwsPD2bVrF7Vr16Zly5ZAXpmwnJwcunXrxoABA4xjt2zZolRMYaamT59e4rFBQUGlmEQIIUqHLIKFUIiLiwvPPfecyTFzKpEmyrfw8PASjZOuVuWHq6triecjISGhlNMIUf7JIlgIhXz66afo9Xrs7e0BuHTpEj/88ANNmzale/fuCqcrP2SRpYzdu3ff93OkkoeygoODlY4gRIUii2AhFNK3b18GDBjAxIkTSUpKom3btlhZWREXF0dQUBAvv/yy0hHLBblsoeLw9vaWC3cUNHLkyPt+jlQcEOZMPq4LoZCwsDA6duwI5NXurFatGpcvX2bdunUsXbpU4XTlx5kzZwrUOhXlk3xgqXgWLFggWyMqiI4dO2Jra6t0jEpFzgQLoZCMjAwcHR0B2LlzJwMGDECtVtO2bVsuX76scLrSkf9iv3u5fTGg7JMWovTIBxdlpKSklHjs7YZCP//8c2nFMVuyCBZCIQ0aNOCHH36gf//+/Prrr0ybNg2Amzdv3rOLWkXl7OysdAQhhFCci4vLPa93MBgMqFQqdDpdGaUyP7IIFkIh/v7+DB06lGnTptGtWzdj6+SdO3dW2ramq1evVjqCEEIo7kEuPBUPnzTLEEJBN27c4Pr167Rs2dJ4RX1oaChOTk40adJE4XRC3B/paFXxSAMGYc7kTLAQCqpevTrVq1c3OdamTRuF0pS9zZs3880333DlyhVycnJMHgsLC1MolXhQck5FiAeXkZFR6O/CFi1aKJSo8pPqEEIIRSxdupTRo0dTrVo1wsPDadOmDVWqVOHChQv06NFD6XjiAUglj4pHKg4oLzY2lt69e+Po6EizZs3w8fExuYnSI9shhBCKaNKkCXPmzGHIkCEmX8n6+/uTkJDAsmXLlI5o1h6kkodQ1oNUHBDKGzZsGJcvXyY4OBhfX1++//57YmJieO+99/joo4/o1auX0hErLdkOIYRQxJUrV2jfvj0Atra2pKamAjB8+HDatm0ri2CFSSWPikcqDlRMf/zxB1u3bqV169ao1Wo8PT156qmncHJyIjAwUBbBpUgWwUIIRVSvXp2EhAQ8PT2pW7cuR44coWXLlly8eFH2lpYDUsmj4pGKAxVTeno6Hh4eALi6uhIbG0ujRo1o3ry5XBtRymQRLIRQRNeuXdm2bRs+Pj6MHj2aadOmsXnzZo4dO3ZfX8ULIfJ07txZ6QjiATRu3Jhz585Rr149WrZsyfLly6lXrx6fffYZNWrUUDpepSZ7goUQitDr9ej1eiwt8z6Lf/XVVxw6dIiGDRsyYcIENBqNwglFflLJo2KSigPl35dffolWq2XUqFEcP36cZ555hoSEBDQaDWvWrOGFF15QOmKlJYtgIYQQxVq6dClvv/02o0aNYsWKFYwePZrz58/z559/MnnyZObPn690RHGX2NhYRo8ezY4dOwp9XPYEl18ZGRmcPXuWunXrUrVqVaXjVGpSIk0IoZjExEQ+/PBDxo4dy9ixY/noo49ISEhQOpa4y6effsqKFSv4+OOP0Wg0vPnmm/z222+8+uqrJCcnKx1PFGLq1KkkJSVx9OhRbG1t+eWXX1i7di0NGzZk27ZtSscT+QQEBJCRkWG8b2dnR6tWrbC3tycgIEDBZJWfnAkWQihi37599OnTBycnJ1q3bg3A8ePHSUpK4scff6RTp04KJxS32dnZERERgaenJx4eHvz222+0bNmSqKgo2rZtS3x8vNIRxV1q1KjB1q1badOmDU5OThw7doxGjRqxbds2Fi1axIEDB5SOKG6xsLDg+vXrxovjbouPj8fDw0PO2pciORMshFDE5MmTGTRoEBcvXmTLli1s2bKFCxcuMHjwYCZPnqx0PJHP7UoegLGSByCVPMqxwioOAFJxoBy6XbbubidOnMDNzU2BROZDqkMIIRQRHR3N5s2bsbCwMB6zsLBg+vTprFu3TsFk4m5SyaPikYoD5Z+rqysqlQqVSkWjRo1MFsI6nY60tDQmTpyoYMLKTxbBQghFtGrVioiICBo3bmxyPCIigpYtWyqUShRmxYoV6PV6IO8MfpUqVTh06BB9+vRhwoQJCqcThXnttde4fv06AHPmzOGZZ55hw4YNxooDQnnBwcEYDAbGjBnDvHnzTBrUaDQa6tWrR7t27RRMWPnJnmAhhCK+/vpr3nzzTaZMmULbtm0BOHLkCJ988gkLFy6kadOmxrFSzkmI/0YqDpRfe/fupUOHDsZykaLsyCJYCKEItbr4SxJUKpW0eC1HEhMTWbVqFREREQB4e3szevRo2bNYTgUEBODn54ednZ3J8czMTD744AP8/f0VSiYKc/78eVavXs358+dZsmQJHh4e7Nixg7p169KsWTOl41VasggWQiji8uXLJR7r6elZiknEvUglj4pHKg5UHHv37qVHjx506NCBffv2ERERQf369Vm4cCHHjh1j8+bNSkestGQRLIQQoljNmzenXbt2hISEGC9k1Ol0TJo0iUOHDnHq1CmFE4q7qdVqYmJicHd3Nzn+xx9/8MILLxirRQjltWvXjoEDBzJ9+nQcHR05ceIE9evXJzQ0lAEDBnD16lWlI1ZaUiJNCKGY9evX06FDB2rWrGk8MxwcHMzWrVsVTibyi46O5vXXXy+0kkd0dLSCycTdXF1dcXNzM1YccHNzM96cnZ156qmnGDRokNIxRT6nTp2if//+BY57eHgQFxenQCLzIbuwhRCKCAkJwd/fn6lTpzJ//nzj17MuLi4EBwfTt29fhROK26SSR8UhFQcqHhcXF65fv46Xl5fJ8fDwcGrVqqVQKvMg2yGEEIrw9vZmwYIF9OvXz+QrwNOnT+Pr6ytnQMoRqeRR8UjFgYrDz8+Po0eP8u2339KoUSPCwsKIiYlhxIgRjBgxgjlz5igdsdKSRbAQQhG2tracPXsWT09Pk0VwVFQULVq0IDMzU+mI4hap5FExScWBiiEnJ4fJkyezZs0adDodlpaWaLVahg0bxpo1a0y2IYmHSz4iCiEU4eXlxV9//VWg8sMvv/xicmZRKO/ixYtKRxD36e6KA/Pnz8fDw4MTJ06watUqqThQjmg0GlauXIm/vz+nTp0iPT0dHx8fGjRooHS0Sk8WwUIIRUyfPp3JkyeTlZWFwWAgNDSUTZs2ERgYyOeff650PJGPlKireGbOnMl7771nrDhwW9euXVm2bJmCyURhVq1axeLFi4mKigKgYcOGTJ06lXHjximcrHKTRbAQQhHjxo3D1taWd955h4yMDIYOHUqtWrVYsmQJgwcPVjqeuMv69ev57LPPuHjxIocPH8bT05Pg4GC8vLzkIsZy6NSpU2zcuLHAcak4UP74+/sTFBTElClTjBctHj58mGnTpnHlyhUCAgIUTlh5SYk0IYQiMjMz6d+/P1FRUaSlpXHkyBGmT59O7dq1lY4m7hISEsL06dPp2bMnSUlJBSp5iPLndsWBu0nFgfInJCSElStXEhgYSJ8+fejTpw+BgYGsWLGCTz/9VOl4lZosgoUQiujbty/r1q0D8i4M6dOnD0FBQfTr14+QkBCF04n8Pv74Y1auXMnbb79tcpFO69atpVFGOTV48GBmzJjBjRs3UKlU6PV6Dh48iJ+fHyNGjFA6nsgnNzfX2Ikxv8cffxytVqtAIvMhi2AhhCLCwsLo2LEjAJs3b6ZatWpcvnyZdevWsXTpUoXTifwuXryIj49PgePW1takp6crkEjcy4IFC2jSpAl16tQhLS0Nb29vOnbsSPv27XnnnXeUjifyGT58eKEf/FesWMGwYcMUSGQ+ZE+wEEIRGRkZxgt2du7cyYABA1Cr1bRt29bYPU6UD1LJo+KRigMVy6pVq9i5c6exDvfRo0e5cuUKI0aMYPr06cZxQUFBSkWslGQRLIRQRIMGDfjhhx/o378/v/76K9OmTQPg5s2bODk5KZxO5CeVPComqThQMZw+fZpWrVoBebWdAapWrUrVqlU5ffq0cZxKpVIkX2UmzTKEEIrYvHkzQ4cORafT0a1bN3bu3AlAYGAg+/btY8eOHQonFPlt2LCBuXPnGv+RrlWrFnPnzmXs2LEKJxOFKariwLJly5g2bZpUHBACWQQLIRR048YNrl+/TsuWLY1dyUJDQ3FycqJJkyYKpxO3ZWZmYjAYsLOzIyMjg9OnT3Pw4EG8vb3p3r270vFEIdzd3Vm6dClDhgwxOb5p0yamTJkiZdKEQBbBQggh7uHpp59mwIABTJw4kaSkJJo0aYKVlRVxcXEEBQXx8ssvKx1R3MXFxYU///yThg0bmhyPjIykTZs2JCUlKRNMiHJEqkMIIYQollTyqHik4oAQ9yYXxgkhhCiWVPKomKTigBDFk0WwEEKIYkklj4pHKg4IcW+yJ1gIIUSxpJKHEKIykkWwEEKIe5JKHkKIykYWwUIIIYQQwuxIdQghhBBCCGF2ZBEshBBCCCHMjiyChRBCCCGE2ZFFsBBCCCGEMDuyCBZCCCGEEGZHFsFCCCGEEMLsyCJYCCGEEEKYnf8HOE0NbUkmh1EAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "source": [ "lut = dict(zip(species.unique(), \"rbg\"))\n", "row_colors = species.map(lut)\n", "sns.clustermap(iris,row_cluster=True,dendrogram_ratio=(0.3,0.1),row_colors=row_colors,method=\"weighted\",metric=\"correlation\",z_score=1,annot=True,figsize=(7,12),cbar_pos=(0,0.1,0.02,0.8))" ] }, { "cell_type": "markdown", "metadata": { "id": "3cTrW-zPz6-0" }, "source": [ "# Graphiques de données qualitatives\n", "\n", "---" ], "id": "3cTrW-zPz6-0" }, { "cell_type": "markdown", "source": [ "La fonction catplot() permet de générer différents types de graphiques dédiés à l’analyse de variables catégorielles. Généralement la fonction demande une variable quantitative et une variable qualitative Elle offre une interface commune pour produire plusieurs représentations adaptées à l’exploration et à la comparaison de groupes de données :\n" ], "metadata": { "id": "tfZ8ofag0XJ2" }, "id": "tfZ8ofag0XJ2" }, { "cell_type": "code", "source": [ "tips = sns.load_dataset(\"tips\")\n", "sns.catplot(data=tips, x=\"day\", y=\"total_bill\", kind=\"strip\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 525 }, "id": "kBYbB-670MO1", "outputId": "4f470eef-576c-4133-becc-0db467a80c65" }, "id": "kBYbB-670MO1", "execution_count": 19, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 19 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "\n", "\n", "Plusieurs valeurs de l’argument kind sont disponible :\n", "\n", " strip : Permet d’observer la dispersion des données et la présence éventuelle de valeurs atypiques.\n", "\n", " swarm : Permet une meilleure lecture de la distribution lorsque le nombre d’observations est limité.\n", "\n", " violin : Permet d’observer la forme de la distribution (symétrie, dispersion, plusieurs modes)\n", "\n", " box : Met en évidence la médiane, les quartiles, l’étendue et les valeurs aberrantes. Adapté à la comparaison rapide de plusieurs groupes.\n", "\n", " boxen : Variante enrichie du boxplot conçue pour les jeux de données volumineux. Elle affiche davantage de quantiles et permet une analyse plus fine de la distribution dans les extrémités.\n", "\n", " point : Représente une estimation statistique (souvent la moyenne) pour chaque catégorie avec un intervalle d’incertitude. Permet de comparer les tendances entre groupes.\n", "\n", " bar : Affiche une estimation agrégée (par défaut la moyenne) pour chaque catégorie sous forme de barres avec un intervalle de confiance. Adapté pour comparer des valeurs résumées.\n", "\n", " count : Affiche le nombre d’observations présentes dans chaque catégorie. Permet d’analyser la fréquence ou la répartition des modalités d’une variable catégorielle.\n", "\n" ], "metadata": { "id": "hBqOO3nO0bxW" }, "id": "hBqOO3nO0bxW" }, { "cell_type": "markdown", "source": [ "Il est également possible d’utiliser les paramètres spécifiques aux différentes méthodes de représentation directement dans la fonction catplot(). Par exemple, le graphique de type boxplot() possède un paramètre fill permettant de contrôler le remplissage des boîtes ; ce paramètre peut donc être directement transmis lors de l’utilisation de catplot()." ], "metadata": { "id": "iU3iVpCS0rHQ" }, "id": "iU3iVpCS0rHQ" }, { "cell_type": "code", "source": [ "#Code d’affichage\n", "sns.catplot(kind=\"box\", data=tips, x=\"smoker\", y=\"total_bill\", fill=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 525 }, "id": "QxlZJoHD0veh", "outputId": "8d55b235-3eaa-4483-b2bd-e20b378258c4" }, "id": "QxlZJoHD0veh", "execution_count": 20, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 20 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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sWSooKPDcd7vdSkpK6oxRAQAISO2O/XvvvdfujY4dO7bd64aFhemmm26SJI0YMUL79u3TSy+9pIcffliNjY2qrq5us3dfVVWlhISEa24vPDxc4eHh7f75AACYrt2xHzduXLvW8/Y1+ytaW1vV0NCgESNGKDQ0VNu2bVNeXp4k6fjx4yorK1NmZqbX2wcAoLtpd+xbW1s7/YfPmjVLo0ePVnJysi5evKh169Zp586d2rJli6KiojRt2jQVFBQoNjZWLpdL06dPV2ZmJu/EBwDgOrQ79r5w9uxZ/fSnP9WZM2cUFRWloUOHasuWLbrnnnskSUuXLlVQUJDy8vLU0NCgnJwcrVq1ys6RAQAIOO2O/bJly/TYY4/J6XRq2bJl37vuz3/+83Ztc82aNd/7uNPp1MqVK7Vy5cr2jgkAAP5Gu2O/dOlSTZo0SU6nU0uXLr3meg6Ho92xBwAAvufV5+x99Zl7AADQ+Tp8bnzLsq55Vj0AAGA/r2O/Zs0aDR48WE6nU06nU4MHD9Zrr73WmbMBAIBO4NW78efMmaMlS5Z4PgonSXv27NGMGTNUVlamwsLCTh0SAAB4z6vYr169Wq+++qomTpzoWTZ27FgNHTpU06dPJ/YAAPgRrw7jNzU1KSMj4zvLR4wYoebm5g4PBQAAOo9XsX/kkUe0evXq7yx/5ZVXNGnSpA4PBQAAOk+7D+P/9ZXkHA6HXnvtNX3yySeeU9cWFRWprKxMP/3pTzt/SgAA4LV2x37//v1t7o8YMUKSdPLkSUlS79691bt3bx05cqQTxwMAAB3V7tjv2LHjujdeUVGhvn37Kiiowx/nBwAAXvJphQcOHKhTp0758kcAAIC/w6ex58x6AADYj+PrAAAYjtgDAGA4Yg8AgOF8GnuHw+HLzQMAgHbw6tz47WXyG/Qsy9Llpha7xzDKpcbmq36NzhERGswTcKCb8mnsjx49qr59+/ryR9jCsiw9+Js9Kvn6gt2jGCtjwTa7RzBORkqMNvwsk+AD3VC7Y5+bm9vujW7atEmSlJSUdP0TBYDLTS2EHgGn+OsLutzUoh5hPn2OD8APtftvfVRUlC/nCFjFs7PVIyzY7jGAa7rU2KKMBZ/aPQYAG7U79mvXrvXlHAGrR1gwe0oAAL/GR+8AADCc17ukGzdu1Pr161VWVqbGxsY2j/3hD3/o8GAAAKBzeLVnv2zZMk2dOlXx8fHav3+//uEf/kFxcXH63//9X40ePbqzZwQAAB3gVexXrVqlV155RcuXL1dYWJieeuopbd26VT//+c9VU1PT2TMCAIAO8Cr2ZWVl+sd//EdJUkREhC5evChJeuSRR/Tmm2923nQAAKDDvIp9QkKCzp8/L0lKTk7W3r17JUmlpaVGnzUPAIBA5FXss7Ky9N5770mSpk6dqhkzZuiee+7Rww8/rAceeKBTBwQAAB3j1bvxX3nlFbW2tkqS8vPzFRcXpy+++EJjx47V448/3qkDAgCAjvEq9hUVFW1OhTthwgRNmDBBlmWpvLxcycnJnTYgAADoGK8O46empurcuXPfWX7+/HmlpqZ2eCgAANB5vIq9ZVlXvXJWbW2tnE5nh4cCAACd57oO4xcUFEiSHA6Hnn32WfXo0cPzWEtLi4qKinTzzTd36oAAAKBjriv2+/fvl/Ttnv2hQ4cUFhbmeSwsLEzDhg3TzJkzO3dCAADQIdcV+x07dkj69uN2L730klwul0+GAgAAncerd+P/9eVuKyoqJEmJiYmdMxEAAOhUXr1Br7W1VYWFhYqKilJKSopSUlIUHR2tX//6157P3wMAAP/g1Z79M888ozVr1mjx4sUaOXKkJOl3v/ud5s2bp/r6ej333HOdOiQAAPCeV7F/44039Nprr2ns2LGeZUOHDtUPfvAD/du//RuxBwDAj3h1GP/8+fNKS0v7zvK0tDTPBXIAAIB/8Cr2w4YN04oVK76zfMWKFRo2bFiHhwIAAJ3Hq8P4L7zwgu677z59+umnyszMlCTt2bNH5eXl+vDDDzt1QAAA0DFenxv/yy+/1AMPPKDq6mpVV1crNzdXx48fV0pKSmfPCAAAOsCrPfvU1FSdOXPmO2/E+9Of/qSkpCS1tLR0ynAAAKDjvL4QztVwIRwAAPyP1xfCmTNnDhfCAQAgAHAhHAAADMeFcAAAMFyHL4QDAAD8m1exBwBfsSxLl5v4RE9nu9TYfNWv0TkiQoPlcDjsHuOaiD0Av2FZlh78zR6VfH3B7lGMlrFgm90jGCcjJUYbfpbpt8H36qN3AOALl5taCD0CUvHXF/z6iBR79gD8UvHsbPUIC7Z7DOB7XWpsUcaCT+0e4+8i9gD8Uo+wYPUI458ooDNwGB8AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwnK2xX7RokW699Vb16tVLN9xwg8aNG6fjx4+3Wae+vl75+fmKi4tTZGSk8vLyVFVVZdPEAAAEHltjv2vXLuXn52vv3r3aunWrmpqadO+996qurs6zzowZM/T+++9rw4YN2rVrl06fPq3c3FwbpwYAILCE2PnDP/744zb3X3/9dd1www0qKSnRXXfdpZqaGq1Zs0br1q1TVlaWJGnt2rVKT0/X3r17dfvtt9sxNgAAAcWvXrOvqamRJMXGxkqSSkpK1NTUpOzsbM86aWlpSk5O1p49e2yZEQCAQGPrnv1fa21t1ZNPPqmRI0dq8ODBkqTKykqFhYUpOjq6zbrx8fGqrKy86nYaGhrU0NDgue92u302MwAAgcBv9uzz8/N1+PBhvfXWWx3azqJFixQVFeW5JSUlddKEAAAEJr+I/RNPPKHf/va32rFjhxITEz3LExIS1NjYqOrq6jbrV1VVKSEh4arbmjVrlmpqajy38vJyX44OAIDfszX2lmXpiSee0Lvvvqvt27crNTW1zeMjRoxQaGiotm3b5ll2/PhxlZWVKTMz86rbDA8Pl8vlanMDAKA7s/U1+/z8fK1bt07//d//rV69enleh4+KilJERISioqI0bdo0FRQUKDY2Vi6XS9OnT1dmZibvxAcAoJ1sjf3q1aslSXfffXeb5WvXrtWUKVMkSUuXLlVQUJDy8vLU0NCgnJwcrVq1qosnBQAgcNkae8uy/u46TqdTK1eu1MqVK7tgIgAAzOMXb9ADAAC+Q+wBADAcsQcAwHDEHgAAwxF7AAAMR+wBADAcsQcAwHDEHgAAwxF7AAAM5zfXsw9Ulxqb7R4B+F78jgIg9h2UsWDb318JAAAbEXsAfokjEggEgfJ7Suw7qHj2KPUI448R/utSY3NAHoEKxJkBf0WlOqhHWAixBwD4NSoFwC9x1AyBIFCOnPE3CYBf4qgZ0Hn4nD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYLsXuAQGRZf/n6UmOLfYMA7cDvKABi74XLTX/5xzNjwac2TgKYhSfSCDSB8ntK7IFuIiMlRhGhwXaP8b14Ig34BrH3QlzPMBXPzpYkRYQGy+GweSBDXGpsVsaCbZKk4tmj1COMX8/O9O3vKr+sgC/4+5Np/jX1gsPhUO/IcLvHMFqPsBBi3w3xRNp3eDLtW/7+ZJr/2wD8Bk+kuwZPprsfPnoHAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOFtj/9lnn2nMmDHq27evHA6HNm/e3OZxy7I0Z84c3XjjjYqIiFB2drZOnDhhz7AAAAQoW2NfV1enYcOGaeXKlVd9/IUXXtCyZcv0m9/8RkVFRerZs6dycnJUX1/fxZMCABC4Quz84aNHj9bo0aOv+phlWfqP//gPzZ49W/fff78k6b/+678UHx+vzZs3a8KECV05KgAAActvX7MvLS1VZWWlsrOzPcuioqJ02223ac+ePdf8voaGBrnd7jY3AAC6M7+NfWVlpSQpPj6+zfL4+HjPY1ezaNEiRUVFeW5JSUk+nRMAAH/nt7H31qxZs1RTU+O5lZeX2z0SAAC28tvYJyQkSJKqqqraLK+qqvI8djXh4eFyuVxtbgAAdGd+G/vU1FQlJCRo27ZtnmVut1tFRUXKzMy0cTIAAAKLre/Gr62t1VdffeW5X1paqgMHDig2NlbJycl68skntWDBAv3oRz9Samqqnn32WfXt21fjxo2zb2gAAAKMrbEvLi7WP/3TP3nuFxQUSJImT56s119/XU899ZTq6ur02GOPqbq6WnfccYc+/vhjOZ1Ou0YGACDg2Br7u+++W5ZlXfNxh8OhwsJCFRYWduFUAACYxW9fswcAAJ2D2AMAYDhiDwCA4Yg9AACGI/YAABiO2AMAYDhiDwCA4Yg9AACGI/YAABiO2AMAYDhiDwCA4Yg9AACGI/YAABjO1qveAUCgsixLl5ta7B6j3S41Nl/1a38XERosh8Nh9xgBj9gDgBcuN7Vo4Jwtdo/hlYwF2+weod2OFuaoRxip6igO4wMAYDieLgGAFyJCg3W0MMfuMYwXERps9whGIPYA4AWHw8HhZQQMDuMDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGA4Yg8AgOGIPQAAhiP2AAAYjtgDAGC4ELsHgG9ZlqXLTS12j9Eulxqbr/q1v4sIDZbD4bB7DAC4JodlWZbdQ/iS2+1WVFSUampq5HK57B6ny11qbNbAOVvsHsNoRwtz1COM580A/BeH8QEAMBx79oYLpMP4gYrD+AD8HcceDedwODjEDADdHIfxAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADEfsAQAwHLEHAMBwxB4AAMMRewAADBdi9wC+ZlmWJMntdts8CQAA169Xr15yOBwd2obxsb948aIkKSkpyeZJAAC4fjU1NXK5XB3ahsO6sutrqNbWVp0+fbpTnhnB99xut5KSklReXt7hX24AbfH3KzCxZ98OQUFBSkxMtHsMXCeXy8U/RoCP8Per++ENegAAGI7YAwBgOGIPvxIeHq65c+cqPDzc7lEA4/D3q/sy/g16AAB0d+zZAwBgOGIPAIDhiD0AAIYj9ugSlmUpOztbOTk533ls1apVio6OVkVFhQ2TAWaZMmWKHA6HFi9e3Gb55s2bObFYN0bs0SUcDofWrl2roqIivfzyy57lpaWleuqpp7R8+XJOfgR0EqfTqeeff14XLlywexT4CWKPLpOUlKSXXnpJM2fOVGlpqSzL0rRp03Tvvffqlltu0ejRoxUZGan4+Hg98sgj+uabbzzfu3HjRg0ZMkQRERGKi4tTdna26urqbPyvAfxXdna2EhIStGjRomuu884772jQoEEKDw9Xv3799OKLL3bhhOhqxB5davLkyRo1apQeffRRrVixQocPH9bLL7+srKws3XLLLSouLtbHH3+sqqoqjR8/XpJ05swZTZw4UY8++qiOHTumnTt3Kjc3V3xqFLi64OBgLVy4UMuXL7/qy2MlJSUaP368JkyYoEOHDmnevHl69tln9frrr3f9sOgSfM4eXe7s2bMaNGiQzp8/r3feeUeHDx/W559/ri1btnjWqaioUFJSko4fP67a2lqNGDFCp06dUkpKio2TA/5vypQpqq6u1ubNm5WZmamBAwdqzZo12rx5sx544AFZlqVJkybp3Llz+uSTTzzf99RTT+mDDz7QkSNHbJwevsKePbrcDTfcoMcff1zp6ekaN26cDh48qB07digyMtJzS0tLkySdPHlSw4YN06hRozRkyBA99NBDevXVV3ktEmiH559/Xm+88YaOHTvWZvmxY8c0cuTINstGjhypEydOqKWlpStHRBch9rBFSEiIQkK+vehibW2txowZowMHDrS5nThxQnfddZeCg4O1detWffTRRxo4cKCWL1+uAQMGqLS01Ob/CsC/3XXXXcrJydGsWbPsHgU2M/4St/B/w4cP1zvvvKN+/fp5ngD8LYfDoZEjR2rkyJGaM2eOUlJS9O6776qgoKCLpwUCy+LFi3XzzTdrwIABnmXp6enavXt3m/V2796t/v37Kzg4uKtHRBdgzx62y8/P1/nz5zVx4kTt27dPJ0+e1JYtWzR16lS1tLSoqKhICxcuVHFxscrKyrRp0yadO3dO6enpdo8O+L0hQ4Zo0qRJWrZsmWfZv//7v2vbtm369a9/rS+//FJvvPGGVqxYoZkzZ9o4KXyJ2MN2ffv21e7du9XS0qJ7771XQ4YM0ZNPPqno6GgFBQXJ5XLps88+009+8hP1799fs2fP1osvvqjRo0fbPToQEAoLC9Xa2uq5P3z4cK1fv15vvfWWBg8erDlz5qiwsFBTpkyxb0j4FO/GBwDAcOzZAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YA+hUU6ZM0bhx4+weA8BfIfYAABiO2APwa42NjXaPAAQ8Yg8YbuPGjRoyZIgiIiIUFxen7Oxs1dXVeQ63L1y4UPHx8YqOjlZhYaGam5v1y1/+UrGxsUpMTNTatWvbbO/QoUPKysrybO+xxx5TbW3tNX/+vn371KdPHz3//POSpOrqav3rv/6r+vTpI5fLpaysLB08eNCz/rx583TzzTfrtddeU2pqqpxOp2/+YIBuhNgDBjtz5owmTpyoRx99VMeOHdPOnTuVm5urK9e/2r59u06fPq3PPvtMS5Ys0dy5c/XP//zPiomJUVFRkX72s5/p8ccfV0VFhSSprq5OOTk5iomJ0b59+7RhwwZ9+umneuKJJ67687dv36577rlHzz33nJ5++mlJ0kMPPaSzZ8/qo48+UklJiYYPH65Ro0bp/Pnznu/76quv9M4772jTpk06cOCAb/+QgO7AAmCskpISS5J16tSp7zw2efJkKyUlxWppafEsGzBggHXnnXd67jc3N1s9e/a03nzzTcuyLOuVV16xYmJirNraWs86H3zwgRUUFGRVVlZ6tnv//fdbmzZtsiIjI6233nrLs+7nn39uuVwuq76+vs0sP/zhD62XX37ZsizLmjt3rhUaGmqdPXu2E/4EAFiWZYXY/WQDgO8MGzZMo0aN0pAhQ5STk6N7771XDz74oGJiYiRJgwYNUlDQXw7wxcfHa/DgwZ77wcHBiouL09mzZyVJx44d07Bhw9SzZ0/POiNHjlRra6uOHz+u+Ph4SVJRUZF++9vfauPGjW3emX/w4EHV1tYqLi6uzZyXL1/WyZMnPfdTUlLUp0+fzvuDALo5Yg8YLDg4WFu3btUXX3yhTz75RMuXL9czzzyjoqIiSVJoaGib9R0Ox1WXtba2XtfP/eEPf6i4uDj953/+p+677z7PNmtra3XjjTdq586d3/me6Ohoz9d//WQCQMfxmj1gOIfDoZEjR2r+/Pnav3+/wsLC9O6773q1rfT0dB08eFB1dXWeZbt371ZQUJAGDBjgWda7d29t375dX331lcaPH6+mpiZJ0vDhw1VZWamQkBDddNNNbW69e/fu2H8ogGsi9oDBioqKtHDhQhUXF6usrEybNm3SuXPnlJ6e7tX2Jk2aJKfTqcmTJ+vw4cPasWOHpk+frkceecRzCP+KG264Qdu3b9cf//hHTZw4Uc3NzcrOzlZmZqbGjRunTz75RKdOndIXX3yhZ555RsXFxZ3xnwzgKog9YDCXy6XPPvtMP/nJT9S/f3/Nnj1bL774okaPHu3V9nr06KEtW7bo/PnzuvXWW/Xggw9q1KhRWrFixVXXT0hI0Pbt23Xo0CFNmjRJra2t+vDDD3XXXXdp6tSp6t+/vyZMmKCvv/76O08WAHQeh2X9+TM4AADASOzZAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGI7YAwBgOGIPAIDhiD0AAIYj9gAAGO7/A1FmUVBltDV6AAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "id": "wMbexlD5-HD5", "metadata": { "id": "wMbexlD5-HD5" }, "source": [ "# Multiple graphics on a figure\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "725f13f6", "metadata": { "id": "725f13f6" }, "source": [ "Seaborn permet une représentation visuelle facile de différents types de graphiques sur une même figure. Par exemple, on a le jointplot pour tracer une figure en deux dimensions, comme une KDE 2D, avec les KDE unidimensionnelles correspondantes sur chaque axe. La deuxième partie du code permet de tracer les points de données." ] }, { "cell_type": "code", "execution_count": 21, "id": "27a7919a", "metadata": { "id": "27a7919a", "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "outputId": "64e25fb8-3d4c-4afc-e113-6b551a94f776" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "g=sns.jointplot(data=data, x=\"bill_length_mm\", y=\"bill_depth_mm\",\n", " kind=\"kde\", hue=\"species\")\n", "\n", "for species in data[\"species\"].unique():\n", " subset = data[data[\"species\"] == species]\n", " g.ax_joint.scatter(\n", " subset[\"bill_length_mm\"],\n", " subset[\"bill_depth_mm\"],\n", " s=subset[\"body_mass_g\"]/500,\n", " label=species,\n", " alpha=0.7)" ] }, { "cell_type": "markdown", "id": "050fac76", "metadata": { "id": "050fac76" }, "source": [ "JointGrid permet de faire les mêmes choses que JointPair, mais avec un contrôle plus poussé sur la figure. On peut par exemple choisir différents types de graphiques pour le tracé 2D et les tracés 1D. À noter que l’on peut utiliser les paramètres propres au type de graphique choisi, comme fill=True pour un kdeplot." ] }, { "cell_type": "code", "execution_count": 22, "id": "3bdd9b16", "metadata": { "id": "3bdd9b16", "colab": { "base_uri": "https://localhost:8080/", "height": 625 }, "outputId": "114925a7-0871-413e-dabc-5e6fd732fc9b" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 22 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "g5 = sns.JointGrid(data=data, x=\"bill_length_mm\", y=\"bill_depth_mm\",\n", " hue=\"species\")\n", "g5.plot_joint(sns.scatterplot)\n", "g5.plot_marginals(sns.kdeplot, fill=True)" ] }, { "cell_type": "markdown", "id": "8c2153cc", "metadata": { "id": "8c2153cc" }, "source": [ "Un autre type de représentation utile est le pairplot. Il permet de créer une figure contenant des graphiques correspondant à toutes les combinaisons de variables du jeu de données. Le paramètre kind permet de choisir les graphiques marginaux, et diag_kind ceux de la diagonale." ] }, { "cell_type": "code", "execution_count": 23, "id": "09092554", "metadata": { "id": "09092554", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "8509588c-733b-4c75-a0eb-fa90fb9d66c7" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 23 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "data=sns.load_dataset(\"penguins\")\n", "sns.pairplot(data=data, hue=\"species\",kind=\"kde\",diag_kind=\"hist\")" ] }, { "cell_type": "markdown", "id": "3b6f885c", "metadata": { "id": "3b6f885c" }, "source": [ "Comme JointGrid, PairGrid permet de faire la même chose que PairPlot, mais avec davantage de contrôle. On peut par exemple choisir le type de graphiques que l’on souhaite pour la diagonale, la partie inférieure et la partie supérieure de la figure." ] }, { "cell_type": "code", "execution_count": 24, "id": "6648da1a", "metadata": { "id": "6648da1a", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "574466b7-746e-4ec6-f320-7d9aeccf020f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 24 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "g = sns.PairGrid(data, hue=\"species\")\n", "g.map_upper(sns.histplot)\n", "g.map_lower(sns.kdeplot, fill=True)\n", "g.map_diag(sns.histplot, kde=True)" ] }, { "cell_type": "markdown", "id": "abd0154e", "metadata": { "id": "abd0154e" }, "source": [ "Le FacetGrid permet un excellent contrôle de la figure. On peut créer différents graphiques et modifier des graphiques spécifiques de la figure en utilisant les différentes valeurs d’une variable." ] }, { "cell_type": "code", "execution_count": 25, "id": "f68cd3cd", "metadata": { "id": "f68cd3cd", "colab": { "base_uri": "https://localhost:8080/", "height": 626 }, "outputId": "82c72fc1-23a6-4f24-dcd6-0874f7470940" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "tips = sns.load_dataset(\"tips\")\n", "g = sns.FacetGrid(tips,col=\"sex\",row=\"time\",margin_titles=True,\n", " despine=False,sharex=False)\n", "g.figure.subplots_adjust(wspace=0.05, hspace=0.2)\n", "for (row_val, col_val), ax in g.axes_dict.items():\n", " subset = tips[(tips[\"time\"] == row_val) & (tips[\"sex\"] == col_val)]\n", " if row_val == \"Lunch\" and col_val == \"Female\":\n", " subset = subset[subset[\"tip\"] > 2]\n", " sns.scatterplot(data=subset,x=\"total_bill\",y=\"tip\",hue=\"smoker\",\n", " ax=ax)\n", " ax.set_facecolor(\".3\")\n", " ax.set_xlim(0,20)\n", " ax.set_ylim(0,30)\n", " ax.set_xticks([0, 5, 15])\n", " ax.set_xlabel(\"tip>2\")\n", " ax.grid(True, color=\"gray\", linestyle=\"-\", linewidth=0.5)\n", " ax.spines[\"top\"].set_color(\"red\")\n", " ax.spines[\"right\"].set_color(\"red\")\n", " ax.spines[\"bottom\"].set_color(\"red\")\n", " ax.spines[\"left\"].set_color(\"red\")\n", " ax.tick_params(axis=\"x\", colors=\"blue\")\n", " else:\n", " ax.set_facecolor((0, 0, 0, 0))\n", " sns.scatterplot(data=subset,x=\"total_bill\",y=\"tip\",hue=\"smoker\",\n", " ax=ax)\n" ] }, { "cell_type": "markdown", "id": "0c31fad8", "metadata": { "id": "0c31fad8" }, "source": [ "Vous pouvez soit enregistrer depuis la fenêtre qui s’ouvre lorsque vous affichez votre figure à l’aide du bouton, soit sauvegarder directement sur votre ordinateur avec la fonction savefig, qui permet de choisir la résolution de la figure via le dpi, ainsi que de définir si l’arrière-plan doit être transparent ou non, par exemple pour l’intégrer à un site web." ] }, { "cell_type": "code", "execution_count": null, "id": "5bfbc1c5", "metadata": { "id": "5bfbc1c5" }, "outputs": [], "source": [ "g.savefig(\"img\",dpi=200,transparent=True)\n" ] }, { "cell_type": "markdown", "id": "FOSBnBTd-hB9", "metadata": { "id": "FOSBnBTd-hB9" }, "source": [ "# Seaborn Objects\n", "\n", "---" ] }, { "cell_type": "markdown", "id": "03f55bda", "metadata": { "id": "03f55bda" }, "source": [ "Un autre paradigme a été ajouté à Seaborn en 2022 : la représentation par objets, inspirée de ggplot2. Elle permet de construire des figures d’une manière différente et plus séquentielle. On commence par choisir les données que l’on souhaite représenter, puis le type de graphique que l’on veut, par exemple :" ] }, { "cell_type": "code", "execution_count": 26, "id": "c58f2a69", "metadata": { "id": "c58f2a69", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "d5a5e0fd-a9fc-454c-c3a2-23adaf7b9332" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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AGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEMIbwAAAIYQ3gAAAAwhvAEAABhCeAMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAIYQ3AAAAQwhvAAAAhhDeAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEMIbwAAAIYQ3gAAAAwhvAEAABhCeAMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAISOS3QAAXGjJ+j1Jq91YU5q02gDQF4Q3AI7l9ST2zYFQOJLQegAwEP0Kby+99JL+7d/+TW+99ZaCwaAmTpyoxYsXa9GiRXK5XLF1O3bs0NatW/XBBx8oNzdXK1eu1KxZs4a8eQCfX16PW/k5GQmt+XbLqYTWA4CB6Nd/a3/2s59p5MiRqqmp0ZYtWzRz5kytXr1adXV1sTW7du3S6tWrVVZWpoaGBhUWFqq6ulpvvPHGUPcOAACQcvp15G3Lli0aO3Zs7HZJSYk+/vhjPf744/rHf/xHud1ubdq0SfPnz9eKFSskScXFxTp48KDq6urU0NAwpM0DAACkmn4deTs/uHWbPHmyTp8+rTNnzqi1tVUtLS0qKyuLWzNv3jy98sor6urqGly3AAAAKW7QZwP/4Q9/0Lhx4zR69Gg1NzdLknJzc+PW5OXlKRQKqbW1dbDlAAAAUtqgPm362muvKRAI6L777pMktbW1SZJ8Pl/cuu7b3fsHY8QILk2XTJ7PPv3nOf9TgC7J5XZd5B7DwNWH50Gie/qspuP6Oq+nXmfngL4utcaRM0ywS84NjsXc7LIwuwGHtxMnTmjlypUqKipSZWXlUPZ0UW63SxkZoxJSC5fm842Mu+31ehJavy/Pg0T3JDmzrwt7unB23ZLdV2+cOsNkuNjc4GzMzS4nz25A4S0YDOrOO+/UmDFjVFtbK7f703Sanp4uSWpvb1dmZmbc+vP3D1QkElUweGZQj4HB8Xjc8vlGKhjsVPi8a2KFQuGE9nHqVMdl1yS6J8mZfXX3dLHZJbuvS3HqDBPpcnODMzE3u5I5O59vZJ+O+PU7vH3yySdatmyZ2tvb9fTTT+vKK6+M7Zs0aZIkqbm5OfZ9922v16vs7Oz+luvh7FleBE4QDkfOzSIqRSPRxBWP9uF5kOiePqvpuL566Sludg7qq7c1jpxhkvQ6Nzgec7PLybPr1xu6Z8+e1YoVK9Tc3KytW7dq3Lhxcfuzs7OVk5OjpqamuO2BQEAlJSVKS0sbfMcAAAAprF9H3tauXau9e/eqpqZGp0+fjrvwbn5+vtLS0rR8+XKtWrVKEyZMUFFRkQKBgA4cOKDt27cPde8AAAApp1/h7Xe/+50kaf369T327d69W1lZWVqwYIE6OzvV0NCg+vp65ebmavPmzZo+ffrQdAwAAJDC+hXe9uzZ06d1FRUVqqioGFBDAAAAuDjnXsQEAAAAPRDeAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEMIbwAAAIYQ3gAAAAwhvAEAABhCeAMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAIYQ3AAAAQwhvAAAAhhDeAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCEjkt0AAFixZP2epNR9YUN5UuoCcCbCGwD0k9eTuDctQuFIwmoBsIHwBgD94PW4lZ+TkbB6bx89lbBaAGzgnDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhE+bGpGs60s11pQmpS4AAOgd4c0Yri8FAEBqI7wZkvDrS7VwfSkAAJyGc94AAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAIYQ3AAAAQwhvAAAAhhDeAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEMIbwAAAIYQ3gAAAAwhvAEAABhCeAMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABD+h3ejh49qjVr1qi8vFz5+flasGBBr+t27NihuXPnqqCgQAsXLtTevXsH3SwAAECq63d4O3TokPbt26eJEycqLy+v1zW7du3S6tWrVVZWpoaGBhUWFqq6ulpvvPHGYPsFAABIaSP6e4fS0lLNmTNHklRTU6P/+q//6rFm06ZNmj9/vlasWCFJKi4u1sGDB1VXV6eGhobBdQwAAJDC+n3kze2+9F1aW1vV0tKisrKyuO3z5s3TK6+8oq6urv6WBAAAwGf6feTtcpqbmyVJubm5cdvz8vIUCoXU2tp60bdb+2LEiBT+jIVLcrldCa134Z+3x+OO++qUvnpbk9CePqvpuL7O66nX2Tmgr0utYYbn9Do3ONYlX29wNAuzG/Lw1tbWJkny+Xxx27tvd+8fCLfbpYyMUQNv7nPA6/UktN7F/rx9vpFxt53S1/kS3ZPkzL4u7OnC2XVLdl+9YYbnXGxucDbmZpeTZzfk4W04RSJRBYNnkt1GUoVC4YTWO3WqI+62x+OWzzdSwWCnwuGIY/rqTaJ7kpzZV3dPF5tdsvu6FGZ4zsXmBme63OsNzpXM2fl8I/t0xG/Iw1t6erokqb29XZmZmbHtwWAwbv9AnT2bwi+CqBSNRBNa72J/3uFw5Nw+B/V1/pqE9vRZTcf11UtPcbNzUF+9rWGG5/Q6Nzgec7PLybMb8jd0J02aJOncuW/dmpub5fV6lZ2dPdQlAQAAUsaQh7fs7Gzl5OSoqakpbnsgEFBJSYnS0tKGuiQAAEDK6Pfbpp2dndq3b58k6fjx4zp9+nQsqN1www0aO3asli9frlWrVmnChAkqKipSIBDQgQMHtH379qHtHgAAIMX0O7x99NFHuueee+K2dd/etm2bioqKtGDBAnV2dqqhoUH19fXKzc3V5s2bNX369KHpGgAAIEX1O7xlZWXpvffeu+y6iooKVVRUDKgpAAAA9M7UpUIAAD0tWb8nKXUba0qTUhdIdYQ3APic8CbwivAhrl0GJA3hDQA+B7wet/JzMhJW7+2WUwmrBSCec39wFwAAAHogvAEAABhCeAMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhPAGAABgCD+YHgAw5Jas35OUuo01pUmpCyQS4Q0AMGy8nsS9wRMKRxJWC0gmwhsAYFh4PW7l52QkrN7bLacSVgtIJs55AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEP4tCkAIGVw/Tl8HhDeAAApZ9ivP+c6923oLNefw9AivAEAUkoirj/ncrvk9XoUCoX1VvP/DmstpB7OeQMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAIfxgegAAYMaS9XuSUrexpjQpdXtDeAMAAOZ4PcP05qHrvO+jn34JhSPDU2uACG8AAMAUr8et/JyMYXlsl9slr9ejUCisaOTT9PZ2y6lhqTVQnPMGAABgCOENAADAEMIbAACAIYQ3AAAAQwhvAAAAhhDeAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGENwAAAEMIbwAAAIaMSHYDTrRk/Z6k1G2sKU1KXQBAcjnx3x0n9oRPEd4uwetJ3IHJUDiSsFoAAGdy4r87Tuwp1RHeLsLrcSs/JyNh9d5uOZWwWgAA53HivztO7Amc8wYAAGAK4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYMmzh7ciRI7rttttUWFioG2+8UQ8//LC6urqGqxwAAEBKGJaL9La1tenv//7vlZOTo9raWp08eVLr16/XJ598ojVr1gxHSQAAgJQwLOHtF7/4hTo6OrR582aNGTNGkhQOh7V27VotW7ZM48aNG46yAAAAn3vD8rbpv//7v6ukpCQW3CSprKxMkUhEv/vd74ajJAAAQEpwRaPR6FA/aElJiRYtWqRVq1bFbZ8xY4bKy8t7bO+raDSqSGTI2+3hw487h71GbzLHjLzoPqf05HJJbrdbkUhE0ahz+jpfsnqSnNlXd08Xzs4pffWGGcb786tG9Zjb+ZjhOZfqSaKvCzHDvrtcX0PB7XbJ5XJddt2wvG0aDAbl8/l6bE9PT1dbW9uAH9flcsnjufxvarD+/KpRw16jv5zWk9v96UFbp/UlObMnyTl9dc+um1P6Op8Te5KS29eFczufE/+8nNiTRF/94cSeJOf2lUhcKgQAAMCQYQlvPp9P7e3tPba3tbUpPT19OEoCAACkhGEJb5MmTVJzc3Pctvb2dn344YeaNGnScJQEAABICcMS3mbOnKnf//73CgaDsW1NTU1yu9268cYbh6MkAABAShiWT5u2tbVp/vz5ys3N1bJly2IX6b355pu5SC8AAMAgDEt4kz798VgPPvigXn/9dY0aNUrl5eVauXKl0tLShqMcAABAShi28AYAAIChx6VCAAAADCG8AQAAGEJ4AwAAMITwBgAAYAjhDQAAwBDCGwAAgCGEN/Rw9OhRrVmzRuXl5crPz9eCBQt6Xbdjxw7NnTtXBQUFWrhwofbu3ZvgTnG+l156SXfddZdmzpypwsJClZeX69lnn9WFVwNibs6zb98+3XrrrSouLtbUqVM1e/ZsPfTQQz1+RvSePXu0cOFCFRQUaO7cuXruueeS1DF609HRoZkzZ8rv9+vNN9+M28frzjmef/55+f3+Hr9+/OMfx61z8sxGJLsBOM+hQ4e0b98+XXfddYpEIj3+8ZekXbt2afXq1aqqqlJxcbECgYCqq6v15JNPqrCwMPFNQz/72c80fvx41dTUKCMjQ7///e+1evVqnThxQtXV1ZKYm1N9/PHHmjZtmhYvXqwxY8bo0KFDqq2t1aFDh9TY2ChJeu2111RdXa1bbrlFDzzwgF599VV95zvf0ahRo3TTTTcl+XcASXr00UcVDod7bOd150xbt27VlVdeGbs9bty42PeOn1kUuEA4HI59f99990Xnz5/fY81f//VfR++99964bd/61reid9xxx7D3h9599NFHPbZ997vfjX7lK1+JzZS52fH0009Hr7nmmuiJEyei0Wg0umTJkui3vvWtuDX33ntvtKysLBnt4QKHDx+OFhYWRp966qnoNddcEz1w4EBsH687Z3nuueei11xzTa9/Z3Zz+sx42xQ9uN2Xflq0traqpaVFZWVlcdvnzZunV155RV1dXcPZHi5i7NixPbZNnjxZp0+f1pkzZ5ibMWPGjJEkhUIhdXV1af/+/T2OsM2bN09HjhzRsWPHktAhzrdu3Tp9+9vfVm5ubtx2Xnf2WJgZ4Q391tzcLEk9/pLKy8tTKBRSa2trMtpCL/7whz9o3LhxGj16NHMzIBwO6//+7//01ltvqa6uTqWlpcrKytL777+vUCikSZMmxa3Py8uTdO41ieRoamrSwYMHdffdd/fYx+vOuRYsWKDJkydr9uzZeuyxx2JveVuYGee8od/a2tokST6fL2579+3u/Uiu1157TYFAQPfdd58k5mbBrFmzdPLkSUnSjBkztGHDBknMzsk6Ozu1fv16rVy5UqNHj+6xn9k5T2ZmppYvX67rrrtOLpdLe/bs0caNG3Xy5EmtWbPGxMwIb8Dn0IkTJ7Ry5UoVFRWpsrIy2e2gj+rr69XZ2anDhw9ry5Ytqqqq0uOPP57stnAJW7Zs0VVXXaVFixYluxX00YwZMzRjxozY7a9+9av6whe+oCeeeEJVVVVJ7KzveNsU/Zaeni5JPS5jEAwG4/YjOYLBoO68806NGTNGtbW1sXMYmZvzXXvttZo+fboqKir06KOPav/+/fr1r3/N7Bzq+PHjamxs1D/90z+pvb1dwWBQZ86ckSSdOXNGHR0dzM6IsrIyhcNhvfPOOyZmRnhDv3Wfd3PheTbNzc3yer3Kzs5ORluQ9Mknn2jZsmVqb2/v8TF45maL3++X1+vV+++/rwkTJsjr9fY6O0k9zoVDYhw7dkyhUEhLly7V9ddfr+uvvz525KayslK33XYbrzuDLMyM8IZ+y87OVk5OjpqamuK2BwIBlZSUKC0tLUmdpbazZ89qxYoVam5u1tatW+OuWSQxN2v++Mc/KhQKKSsrS2lpaSoqKtLLL78ctyYQCCgvL09ZWVlJ6jK1TZ48Wdu2bYv7df/990uS1q5dq+9973u87owIBALyeDzKz883MTPOeUMPnZ2d2rdvn6RP3xY4ffp07El8ww03aOzYsVq+fLlWrVqlCRMmqKioSIFAQAcOHND27duT2XpKW7t2rfbu3auamhqdPn1ab7zxRmxffn6+0tLSmJtDVVdXa+rUqfL7/briiiv07rvv6qc//an8fr/mzJkjSbrrrrtUWVmp73//+yorK9P+/fv14osv6pFHHkly96nL5/OpqKio131TpkzRlClTJInXncPcfvvtKioqkt/vlyTt3r1bzzzzjCorK5WZmSnJ+TNzRaO9XD4fKe3YsWOaPXt2r/u2bdsW+8tqx44damho0AcffKDc3Fzde++9mjVrViJbxXlKS0t1/PjxXvft3r07dnSGuTlPfX29AoGA3n//fUWjUY0fP15f+9rXdPvtt8d9gnH37t3auHGj/vu//1tXX321li5dqltuuSWJneNC+/fvV2VlpZ599lkVFBTEtvO6c45169bpt7/9rU6cOKFIJKKcnBxVVFRo8eLFcrlcsXVOnhnhDQAAwBDOeQMAADCE8AYAAGAI4Q0AAMAQwhsAAIAhhDcAAABDCG8AAACGEN4AAAAMIbwBAAAYQngDgAscO3ZMfr9fzz//fJ/vs3//fvn9/h4/D7E3NTU1Ki0tjdvm9/tVW1sbu/3888/L7/fr2LFjfW8cQEogvAFwnP/8z/9UbW2tgsHggO7/5JNP9it4AYAlhDcAjvP6669r8+bNAw5vTz31lHbu3DnEXQ2dBx98sE9H6ACgNyOS3QAApBqv15vsFgAYxpE3AI5SW1urhx9+WJI0e/Zs+f3+2LlfZ8+eVV1dnebMmaOpU6eqtLRUP/nJT9TV1RW7f2lpqQ4dOqT/+I//iN138eLFkqSPP/5YP/rRj3TzzTdr+vTp+spXvqI77rhD77777pD1H4lE9JOf/EQ33nijCgsLVVVVpf/5n/+JW9PbOW8A0FcceQPgKF/72tfU0tKiF198Uffff78yMjIkSWPHjtV3v/td7dy5U3PnztVtt92mAwcO6LHHHtORI0dUV1cnSXrggQf04IMP6otf/KKqqqokSV/60pckSa2trfrNb36jm266SVlZWfrTn/6kp59+Wrfeeqt27dqlcePGDbr/LVu2yOVy6c4779RHH32kJ554Qv/wD/+gX/3qV7riiisG/fgAQHgD4CjXXnut8vPz9eKLL2rOnDnKysqSJL377rvauXOnKioqtG7dOknS3/3d32ns2LFqbGzUq6++quLiYs2ZM0cbN25URkaGysvL4x7b7/fr5Zdfltt97k2H8vJylZWV6dlnn9Xdd9896P7b2toUCAQ0evRoSVJ+fr5WrFihZ555RpWVlYN+fADgbVMAJuzbt0+SdNttt8VtX7JkSdz+S0lLS4sFt3A4rFOnTumLX/yicnNz9fbbbw9Jn3/zN38TC26SdNNNNykzM7NP/QFAX3DkDYAJx48fl9vt1oQJE+K2Z2Zmyufz6fjx45d9jEgkom3btunnP/+5jh07pnA4HNs3ZsyYIelz4sSJcbddLpcmTpzYp/4AoC8IbwBMcblcA77vv/7rv+pf/uVftGjRIt1zzz1KT0+X2+3WD3/4Q0Wj0SHsEgCGD+ENgOP0FtDGjx+vSCSio0ePKi8vL7b9T3/6k4LBoMaPH3/J+0vSyy+/rKKiIv3whz+M2x4MBmMfjBiso0ePxt2ORqM6evSo/H7/kDw+AHDOGwDHGTlypCSpvb09tu0v//IvJUlPPPFE3NrHH388bn/3/Xu7wK/H4+lxhO2ll17SyZMnh6ZxSb/85S91+vTp2O2mpiZ9+OGHmjlz5pDVAJDaOPIGwHGmTJkiSXrkkUc0b948eb1ezZo1S1//+tf19NNPKxgM6vrrr9ebb76pnTt3as6cOSouLo67/1NPPaVHH31UEydO1NixY1VSUqK/+qu/Ul1dne6//35Nnz5dBw8e1AsvvKDs7Owh6z09PV1/+7d/q2984xuxS4VMnDhR3/zmN4esBoDURngD4DjTpk3TPffco1/84hf67W9/q0gkot27d2vdunXKysrSzp079Zvf/EZf+tKXtGzZMlVXV8fd/+6779YHH3ygrVu3qqOjQzfccINKSkpUVVWlzs5OvfDCCwoEAsrPz9djjz2mDRs2DFnvVVVVeu+991RfX6+Ojg6VlJToe9/7XuxoIgAMlivKWboAAABmcM4bAACAIbxtCgCX0NXVpba2tkuuufLKK/nRVwAShvAGAJfw+uuvX/bHWj300EP6xje+kaCOAKQ6znkDgEtoa2vTW2+9dck1X/7yl/Vnf/ZnCeoIQKojvAEAABjCBxYAAAAMIbwBAAAYQngDAAAwhPAGAABgCOENAADAEMIbAACAIYQ3AAAAQ/4/NeBfUgKlejgAAAAASUVORK5CYII=\n" }, "metadata": {} } ], "source": [ "so.Plot(tips,x=\"total_bill\").add(so.Bar(),so.Hist()).show()\n" ] }, { "cell_type": "markdown", "id": "d06cc890", "metadata": { "id": "d06cc890" }, "source": [ "Nous avons accès à différentes options selon les graphiques. Pour les scatterplots avec so.Dot(), on dispose par exemple de Jitter() pour éviter le chevauchement des points. Le paramètre color est en pratique l’équivalent de hue dans le paradigme précédent, et marker permet à nouveau de représenter d’autres variables." ] }, { "cell_type": "code", "execution_count": 27, "id": "01ac7697", "metadata": { "id": "01ac7697", "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "outputId": "9436ca3a-f4ab-4794-c830-4850310922a0" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips,x=\"smoker\",y=\"tip\").add(so.Dot(),so.Jitter(),color=\"day\",\n", "marker=\"time\").facet(\"sex\").limit(y=(4,11)).show()\n" ] }, { "cell_type": "markdown", "id": "e61cf6ed", "metadata": { "id": "e61cf6ed" }, "source": [ "Dans le cas des scatterplots, on peut ajouter une régression linéaire en utilisant Line() et Polyfit(). Il existe différents types de lignes et pas uniquement des modèles Polyfit." ] }, { "cell_type": "code", "execution_count": 28, "id": "41ce2fb6", "metadata": { "id": "41ce2fb6", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "d9c1fe2c-c4ee-470f-ba16-1d20ed8f88c5" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips, x=\"total_bill\", y=\"tip\").add(so.Dot(), color=\"time\", marker=\"day\").facet(\"sex\").add(so.Line(), so.PolyFit(), color=\"time\").show()" ] }, { "cell_type": "markdown", "id": "ac7b0a53", "metadata": { "id": "ac7b0a53" }, "source": [ "Il est également possible d'effectuer des requêtes sur les données elles-mêmes grâce à la fonction query. Elles fonctionnent avec une logique classique utilisant des opérateurs and et or, != et ==. On utilise ensuite la méthode pipe afin d'ajouter le graphique souhaité aux données filtrées. On peut alors enrichir la figure comme on le souhaite. Ici, on ajoute une ligne d'agrégation et une estimation de l'erreur avec Band et Est." ] }, { "cell_type": "code", "execution_count": 29, "id": "f06afe1e", "metadata": { "id": "f06afe1e", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "af518309-153c-4ee1-b57c-6b1225e56dd7" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "diamonds=sns.load_dataset(\"diamonds\")\n", "diamonds.query(\"cut == 'Ideal' and (color == 'D' or color == 'F')\").pipe(so.Plot, \"depth\", \"price\",linestyle=\"color\").add(so.Line(color=\".1\",linewidth=1),so.Agg()).add(so.Band(), so.Est(),group=\"color\",color=\"color\").show()\n" ] }, { "cell_type": "markdown", "id": "d1e43255", "metadata": { "id": "d1e43255" }, "source": [ "Path() est une alternative à Line() quand vous souhaitez que le graphique suive strictement l'ordre des points de données. C'est utile lorsque vous voulez tracer une trajectoire." ] }, { "cell_type": "code", "execution_count": 30, "id": "5911ac6f", "metadata": { "id": "5911ac6f", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "453fe2d7-8db8-4aba-afce-c9a5e39f0fb6" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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iTm5WVhQFd9pf2Nd8Bc5KUOvQdRqO5B8MgKT1Q5PUFUnrd9p7SRodhmEPUfnzc8jmXGzLZ2EY9nCD9u8TBEGoSyJxE4R/UNxu8j772NssCqiDQwgffTVBffs1yklsVTodhuYtatzfri64c3Z7/yGpQJG9zaUnJG6KvRz7mi9xp28AQNUsGcPAO1GFRJ/3/VT+IRiGPkTl/6bjydqBY/33+PWeWOvnEARBaIxE4iYIR8lOJ0dmveedokOtJuyqkZiGDW/QpauaGsVRgVzona9Ok9wdd/qGk/q5ubN2Yv/jE5RKM0gqdF1HoesyAklV87cjdbMk/Abejn3ZTFw7f0NlikHXun9tHkUQBKFREombIOBdCSH3nRnY9v+NpNMRc8/9GDt0bOiwmhx3zh5QFFQhMWjiO1RL3BS3A8dfc3DtWQ6AFByFYeCdqCN8M5hCm9IDuVsuzs2/4FjzJargKDTRrXxybUEQhMZCJG7CRc9jtZI943UcmYdQGQzEPPAw/i3FB35NeI42k6rj2qEyeScmlkty8BSkY1vxIUpZHgDadoPR9xyHpPFtbaau6yjk0hzc6RuxL30X/zFPowpq5tN7CIIgNCTRg1e4qLlKS8l69WUcmYe8y1dNeVIkbbXgzvYmbprYdqhMMQAotjIq572IUpaH5B+C4cop+PW9yedJG4AkqfAbcDuq8EQUuxXbb2+hOG0+v48gCEJDEYmbcNFSZJmcN/+L80guGpOJuCf+dU4rIQinJlsKUKyFoFKjjmmNpPVDCgjz7lRkNCk9MF77Ipq49nUah6TRYxj6EJJ/CHJpNrbfZ6HIcp3eUxAEob6IxE24aFXu3YMzNxeVvz/xT05DHxPT0CE1ae6j04CoI5tXTeGhbdkPyRiK36C7MVx+b7UJdOuSKiAUw9AHvWuaHt6Oc+OP9XJfQRCEuiYSN+GiZVm3BoDAnr3Qhot+UO7D23Du+R1FOf/aKUV24z60BQB17PG57vTdrybghjfQNu/lszjPlToiBb/+twHg3L4I14F19R6DIAiCr4nBCcJFyVNZSflWb6IR3KdfA0fT8BR7Obal74LHjSdnD34D70TS6M5+nseNa/8anNsWoFiLANAkNJ7RuNrmvZFLc3FunY9r70q0Lfo0dEiCIAi1IhI34aJUvmkjitOJLjoGfVJyQ4fT4FwH1oHHDYA7YxOVlWYMwx5C5Rd4yuMVjwvX36txbl2AUlECgGQIQtftatThSfUV9jnRdb8aVXAUqtC4hg5FEASh1kTiJlyULH+uBSCoT79GsUxUQ1IUBdffqwDQtOyL+9AW5PyDVM57Ef/hj6EKijh+rNuJa98fOLcvQqkoBUDyD0HX6Uq0bfrXyUjRU9mw5FuOZOwhpX0vWnTpj5//qRNM8I401bbsWy9xCYIg1LVGl7gtX76cWbNmcfDgQYxGI926dWPKlCnEx8cDUF5ezmeffcYff/zBoUOH0Ol0dOzYkUceeYRWrcQ0DsLZOfPzsR3YD5JEUO/eDR1Og5OLDiGXZINag1/v65E7Xont1zdQyvKp/OUFDFc8gsoUi2vvCm/CZvMuai8ZQ9F1vhJtq8vOqVnVlzwuF/YKC3vWL+HvzStIad+bVt0HYQwKrdc4BEEQ6lujGpywfv167r//fpo3b857773HtGnT2LdvH7feeit2ux2A3Nxcvv/+e/r27cuMGTN44YUXsFqtjB8/nrS0tAZ+AqExcOTkULpsKc78/FPuP1bb5t+uPZoQU32G1ii59h2tbUvujqQ3og6NxX/0/6EK886FVjn/FSpmT8Hx13coNgtSQBj6fpMwTvgPunaX13vSBtDt8nGERiYA4HG7OLBtFQs/fZ71v36NpTiv3uMRBEGoL42qxm3hwoXExMQwffr0quar0NBQJk2axK5du+jevTtxcXEsXboUg8FQdV6vXr0YNGgQ3377LU899VRDhS80ArLdRvab/8VjNlP43Tf4paQS1LsPgd17oA4MRJFlLOuONZOK5jPF7cB18C8AtK0uq9quMprwHzkV2/KZeLJ2onicSIHN0HcZiaZln1qtK+oLOr2B/tfcy8q571GanwV45+U7tGcDh/ZsJLZ5B9r0GEJYVGKDxikIguBrjSpxc7vdGI3Gan2OAgO9fVcURQHA39//pPOMRiMJCQkUFBTUT6BCo1U8fx4esxmVnx+yw4E9PQ17ehoF332LsX0H9AmJuEuKURkMBHTu2tDhNjh3+iZw2ZACm6GOaV1tn6QzYBj2EK7dvyP5BaBJ7YmkUjdQpCfT+fnTf+y9rPzxXcyF3vVQg8KisRQfIefgDnIO7iAyoSVtegwhIr7lRd+XURCEC0OjStzGjh3LvHnz+Oabbxg1ahRms5k33niDtm3b0rXr6T9kLRYLBw4coE+f2g3112h803KsVquq/S3UzrmWpz0nm9JlSwGIvfteDElJlK3/i7J167BnHqJi+zYqtm8DILhnL3T+fnUad2N0Ylna9q8GQN/mMrTaU70d6NB2uaLO43I7HVjNhVhLC7GUFGAtLTj6dyF+/gF07HcV8S07n5R8aQID6TdyMou/+i8elxO3087wm59k3+YVHNqzifzD+8k/vJ+wqETa9RpKXIsOSJLvfi/F77pvifL0LVGevtOYylJSjlVlNRIrVqzgscceo6KiAoA2bdrw8ccfEx4eftpznnrqKRYsWMDixYuJioqq0X0VRRHfyJswRVHY9X/PYNm1m9Cel9Bm2tRq+ysPZ1H4xyoK/1iFy2Kl46svY0y6uJvRXCVHyHr/fpBUJNw/C01QWJ3ez+NxYykpwlyUh7koH3NRHmXF3r/Ly0rPen5Mciv6XTWBiNgkZI+HzP072btpNYf2bUeWPQD4BwZz05T/oNXpsZQWsXX1r+zZuAqP2wWAKSKGrpcNp2XnXqjVjep7qyAIwjlpVInbli1buOuuu7jmmmsYMGAAZrOZmTNnotFo+Pbbb/HzO7mGZO7cuUybNo1XXnmFq6++usb39nhkLBbfLEatVqsICjJgsdjweMQaibV1LuVZ9uc6cj6YhaTTkTr9FXSnSfSPrVkpqRr+W1ND+GdZlq/9HvuW+WgSOhI4YopP76MoMln7t1OYnY6ltABrSQHlZcVnXJVB5+dPUGgEgaaIqr8DQsLJObiTPRuWHU2+JGJT21Gcdxh7haXq3LDoRFI79CaxTTd0ekO169orrOzbvIL9W1fjcnh/x/0DTbTpMZjmHfug0dZ8cIX4XfctUZ6+JcrTd3xZlkFBhlrV3DWqr5wvvvgivXr1YurU47UlnTt3ZsCAAcybN4/x48dXO/6PP/7g6aef5t57761V0naM2+3bF7bHI/v8mhez05Wnp7KSvO9mAxB61UhUIaFnL/eLfNFxt8uFY5+3mVTT8lKfvk7NhblsXj6Hotz0k/apNToCTc2O/okgwBRBYIj333qD8ZTXCw6PI6ldL3asnk/mvk3kpHnXRNUbAkhq24Pkdj0JDo8+/mwnPItGb6R9nxG06jaYg9vXsH/LSiqtpWxe/iO71i2mRZcBtOh8KTq/k/vPnivxu+5bojx9S5Sn7zSGsmxUiVtaWhqDBw+uti0qKgqTycThw4erbd+2bRsPPfQQY8aM4aGHHqrPMIVGpvh/v+ApK0MbGYVpaN33x7oQuA7vQKk0I/kFokns4ptrOh3s/nMx+7esRFFkNFodye16ERQeXZWcGQKCa9QlwT/QRK8rb6Z550vJTd9FaFQi0cltz6u5U6s30KbHEFp2HUDG7vXs27ScirJidq1byL5Ny2jesR8tuw7AEBB83vEJgiDUl0aVuMXExLBnz55q23JycigtLSU2NrZq28GDB7nrrrvo1asXzz33XH2HKTSQgp9/omTZUjihdV+2eZu/Iq6/EZVW2xChNSmKIuPY4R3EoWnRB6mWfb0URSZz72Z2rJmPrdwMQFzzTnQZOBb/QN/Okxcek0x4TO2WKFNrtDTv1I+UDr3J+nsrezcuo6wol32blrN/6x8kt+tJ6+6DCAhp5qOoBUEQfKdRJW4TJkxg+vTpvPjiiwwaNAiz2cz7779PWFgYw4cPB6C4uJjbbrsNvV5fNb/bMQEBATRv3ryhwhfqUNmu3RTN++W0+wN79sLYrn39BdREKYpC8dLPcWfvAkmNrs2AWl2vIOsA21b9UjWXmjE4jK4DryUmpZ0Poq1bKpWaxDbdSWjdjSMZu9mzYSnFuRmk7VhL+s51xLfsSpselxPSLPbsFxMEQagnjSpxu/nmm9HpdMyePZu5c+diNBrp3LkzM2bMwGTyfnM/ePAgeXnemdEnT55c7fwePXrw1Vdf1XfYQh2THQ7S35kJeNcWDb3yquoHSCq0zUTtyLlwbF2AbeNCAPwG3o4qJPosZ5yatbSQ7at+ISdtJwAanZ62PYbSokv/WnX2bwiSJBGT0p7o5HYU5qSxd8NS8g7t5fDfmzn892aik9vRsd9IQprFNHSogiAIjWtUaUPyeGRKSip8ci2NRoXJZKS0tKLBOzFeCIrmzKZkyW9oQkNJfPZF1KeYhFk4O9ffq7H/8QkAhr7Xo2k39LyvIcse9m9Zya61i/B4XEiSitSOfWjXe/gZF3pvakoLsti7YRnZB7ahKApBYdEMn/Svk44Tv+u+JcrTt0R5+o4vyzI01HjhjCoVhBPZDhygZOkSAGIm3yqSthpyZ27FvuozAIJ7j0HV6YrzfvMxF+Wy8bdvKcn3DhSKTGhF14HXEBRWs7kTGzNTRDx9RtyCtbSA9J1/EhwuatsEQWgcROImNFqy00ne55+AohAxeBABHTuKb4014Mk7gG3ZTFBkdK0vJXTgjZjNled1jfSdf7J5+Rxk2YNWb6Bz/zEkt+t1wU9aHWiKoNNloxs6DEEQhCoicRMareJ5P+HKz0MTYiL51slYXQ0dUdPjKcmh8rcZ4HGhTuiE/4BbzzvZyj64g03LvkNRFGJTO9Bt8DgxZYYgCEIDEYmb0CjZ0tMoXfIbANGTJ6MJMEKpb/ogXizksjxsi18DRwWqyOYYLr/3vBeJL8pN56+FX6AoCikd+tD98vEXfC2bIAhCYyYSN6HRUWSZgq8+B0UhsFdvAjv7ZoLYi4Eie3Af3o5r70o8WTsBBZUpBv9hDyNp9Od1LUtJPqt/+RCPx0VMSju6Db5OJG2CIAgNTCRuQqNjXf8XjqwsVAYDEeOvb+hwmgTZWohr3ypcf69GqTRXbVfHtsOv/21IfgHndT1beRmrfnofp72S0KhEel81GdV51tYJgiAIvicSN6FRkV1Oin6ZC0Do8KtQB144U0zUBcVRgX3VZ6wp3s1Bfy3jbBb0foFoW12KtvVlqILPf8Snx+1i1S8fUGEpISCkGZeOuRPUavYW72dH0R5yynMZkTKUliYx2bUgCEJ9E4mb0KiUrViBu7gYjclEyOAhDR1OoyZbCrH99ibF1jzmJ4bhkSS6Jw+ge9tRtVrGat+m5ZgLstH5GQm99DK+Tf8fu4v/xu6xVx3z3vZPub39jXQIb+uDJxEEQRDOlUjchEbDU1lJ8cL/ARA2agwq/fn1ybqYePIPYlvyNorNwoqYcDxH+57l+hvOOWnLtGRhcVqrbXNayzj4168A7IhysSxrYdW+QF0AHcLaYnFa2FW8jw93fsnkthPpFtnJR091cbJUOikosREfEYBeJ5qjBUE4M5G4CY1G6a+LkCsq0EXHENSnX0OH02i50jdgX/EReFyYm8WzyegCxTu/XZY156znF1QU89HW2Wwv3F19h6LQLsNFmCxTGqCiIFgiyj+Cjs3a0SG8LUlB8agkFR7Zw5d7v2dT/jY+2/0tTtlF7+judfGoF7xKu5sXv9hEUZkdlSSREBlA89hgmscF0zw2mNAgv4YOURCERkYkbkKj4CotpXSZd4WE8LHXIqlFzcOJFEXBuW0hzo0/AqBO6Mwf8VHI+Vsw6UModZjJsuagKMopR3+6ZTdL01ezKGMZTo8LlaQiLiAGCe+xhqJywixHUCSJ5L6XMza5JxH+J68Bq1apmdR2Anq1jrW5G/h67xycHif94/rUbQFcgL5dtr8qaZMVhUN5Vg7lWVm2ORsAU6C+WiIXHxGAphZL5QiC0PSJxE1oFErm/4LidOKX2hyjmP7jJIrHjWPNF7j+Xg2Atv0QrJ2Gsn7D6wDc1GYc727/mHJXBWZHGSa/kGrnZ1lz+Gz3bPIrCwBoaUphXMuriTZGAmCvsLD029epBNpeMoSO7UacMR6VpGJiq2vQqXWsyFrDnP2/4PA4GJo40LcPfoIjxRX8uDKNq3onkRITVKf3qmub9hWwblcekgRP3tCF0EA/DuaUVf3Jyi+n1Opg474CNu7z/r/pNCqSo4NoHhdMaqw3mQswaBv4SQRBqE8icRManLusjLK1awAIv0bMFXYixV6Obek7eI78DZKEvs8N6Npdzg975yArMm1CW9IqtDlR/hHkVuSRXZ5bLXH788gmvv/7J1yym0BdAJO6XEv7oHZ4PAoAZcVHWP3zB1RaSzEGhdK257ktPi9JEtc0H4mfWs/iQ8uZl7YYh8fJiOShdfJ/qCgKny3ex8HsMorK7Dx7yyVN9rViLnfwxa/7ALiyVyIt4kIACAv2o2dbbzLtcHrIOGLhQE4ZaUf/VNjd/J1l5u8sc9W1osP8q5K45rHBRIX5o2qi5XIhkGUZj8fd0GEAIMsSdrsap9NR9fsu1Iwvy9JuV5/XIvNarRb1P1qhROImNLiyVSvB48EvJQX/lq0aOpxGxWPOxfbrDBRLAWj9MAy+F01CRwoqi9iQtwWAq5K9iVZ8YCy5FXkctubQIbwtLtnNj/vnsSZ3PQDtw1pza8friYtoRmlpBaCQf3g/a+d/gsthIyCkGZddfRcare6c45MkiREpw9CpdcxLW8yvh5bj9DgZ23yEz5OqLfsLOZhdBkBWQTk70orp1Dzcp/c4Vy63zJHiCgL8tYSE+J/XuYqi8OmivVTY3SRGBjK6X/Ipj9Pr1LRONNE60QSArCjkFVcer5XLLiOvpJIjxd4/a3YcAcDop6lK5NokmkiNFcuT1QdFUbBYSrDZyhs6lGqKilTIsljj2Rd8VZalpRJw7u+PkgQhISFER0cjSZJI3ISGpbjdmP9YAUDIoMsbOJrGxZ29G9uyd8FpQwoMxzDsEdShsXhkD9///TOyItM2rBXJwQmAN3Fbn7eZLGsOpXYzH+36ikxLFhISVyUPYVjSIHTa47/yGbvXs3HpbBRZJjwmhX6jb0dvOL+Jeo8ZmjgQvVrPnP2/8HvWahweBxNajUUl+aY/ltsj88PKNABCAnSYy50s+PMQHVPD6rzWze2RyS4s51Celcw8K4eOWMkuLMcje791G/00JEQGEh8RQGJkIAmRAUSF+aNWnfrZV2zNYVd6CVqNittHtj3nPmsqSSIm3EhMuJHLOsUAYK10kpZrIe1oIpdxxEKF3c2OtGJ2pBUD8OA1HencomES3IvJsaQtIMCETqdvNLXBarUkatt8xFdlqVJJnPvLQ8HhcFBaagYgJiZGJG5CwyrfshmP2Yw6KIjA7j0aOpxGw7nndxxrvwZFRh3ZAr+hD6AyBKEoCt/s+5F9pQfQqbSMSb2y6pz4wFgA0swZvLLxLcpdFfhrDExudz3two7XZCqKwvbVC9j1p3faj4RWXekx7AbUmtr1leof1wedWsc3e39gbe4GHB4nN7cZj9oHKy6s3JpDQamNIH8tT17flac+2UBajoW/D5uraqR8we2RySms4FCepWqgQE5hOe5TvFn76zU43R4q7G72ZpayN7O0ap9OoyI+IoCEyEASo7zJXGx4AEVlNub8fhCAawekEhturFW8gf46OjcPp/PRmke3RyaroJyD2d5aubJyB9Fh51cjKJw/WfZUJW0BAY2r76VGo8LtFjVuvuCrslSrVeeRuIFO5x1dbjabiYyMFImb0LBKly8FILj/QCSNeDkCODb8gHPbQnYE6NkSFY3KFAF//wCA3WMnvSwTlaTitvY3EhsQXXXesX9Xum0AxAfEcHuHmwk3hFYd43G7WDrnQ/Zv+wuANj2G0qHvlUg+qhnrHd0dnUrL53tmsyl/Gy6Pi1va34BWVfP/20q7m/+tPQTA6EtTiAz159KO0azYmsPCPw/VOnGrtLv5fUs2W/YXkn2GJC0p2puEJUUFkRQVSHiwH5JKotwps+PvAjKOWMjMt5KVX47D5fHWhOVaqq6hVknotWqcbpm2SSYGd4urVdynolF7By8kRwcx5JJ4n19fODWPxwOATifmnhTqhl6vx2oFl8slEjeh4dgzD2FPOwhqNSH963Y0YlPhKTqEc9tCFGBedBgVSiWUHjjpuAmtrqZ9eJtq2wwaP+ICYsguz6VXdHfGt7wanfp4LZrDVsG6+Z9QkH0QSVLR/fLxpHTo7fNn6BbZCZ1ay8e7vmZ70W4+2PE5d3a4GZ363PvO/dOivzIpt7mIDvPnsk7e5HR4zwT+2JbL7kOlZByxkBx9/rUc1konSzdls3xzNjbH8c7k/nrN0QQtkKToIBKjAmkW7HfKpi+NWkVyTCAhBg192nuXF5NlhfzSSjLzrRzOLyczz8rhfCsVdjeVDjdGPw23XdVWDCC4ADWW5lHhQnT8tSUSN6HBmJcvAyCw2yVoQkIaNphGwrl5HgDm5t2oULLQqDRMaDW2WjfWKGMESUEJpzz/7o6TKbaXkhqcVO1DpNxcyKqfP8BaWoBOb6Df6FtpFld3A0E6hLflno638MHOL9hbsp93t33CPZ1uwaA5vwlli8vsLNmYBcB1A5pX9RsLDzHQq10k63blsWDdIR64puM5X7Os3MFvG7JYsTUHh8tbUxITbmTYJfG0SgihWYihVh/AKpVEdJiR6DAjvY6uCKYoCsUWO9kFFUSH+2MKFDUzgiDUjEjchAbhtlqwbvA214UMFoMSADxFmbgztwISOYltIDOLhMDY81qVwOQXctIcbrbyMpZ//xb2Cgv+gSZG3/ooKr2pzvu9tA5twQOdb+e9bZ+SVpbBO1s/4r7Ot2HUnnufq59WpeP2yLROCKFT87Bq+67slcifu/LYeqCInMJyYpudeWBFicXO4vWHWbU9F9fRZ0+IDGBknyS6tGxWpzVgkiQRHmwgPNhQZ/cQBOHiIKbgFhqEZfUqFLcbfWISfimpDR1Oo+Dc4q1t0zTvySG3t29UclBira7pcbtYO/8T7BUWgsKiuOKmKYRF+b5v1emkBCfxUNc7MWr9ybRmMWPLrJPWRz2dzDwrf+7OA2DcoOYn1YLFhBvp2sq7ssPCvzJPe50Cs43PF+/jyVl/snxzNi63TGpMEA9f15FnJl9Ct1YRotlSEIQmQyRuQr1TPB7MK38HvFOAiH4hR2vbDm0BJHRdRpFR5k1EkoNrl7htWTGX4iOH0On9uXT0HRgC6n9Or4TAOB7ucjdBukByK/J4c8v7lNrNZzxHURS+/93bt69X20iSok7dh21E7yQA1u/Jp8Bsq7bvSHEFH83fw7QP/mLV9lw8skLrhBCmTOjMtJu60TE1XLz2BAHIyEjnscceonv3jsTHNyMlJZarrhrChx/OxGaznf0CdezTTz/iu+++aegwGg3RVCrUu/JtW3CXlKAOCCSwh5gCBMC55X8AaFJ74goMJbfcW9N0bI62mji4Yy3pO9cBEr2umkRAyMnrjtaXmIAoHul6D29v/ZCCyiLe3PI+D3S+k2b+Yac8fkdaMfsOm9GoVYy9LOW0102MCqR9Sii70kv49a9Mbr6iNVkF5SxYd4hN+wo4Nj60fUooI3on0TI+xPcPJwhN2NKlv3L77ZPQ6fSMGzeB1q3b4nQ62bDhT5577in+/nsfr7/+doPG+PnnHxMaGsaECTc0aByNhUjchHp3bFBC8GX9UZ3HLP0XKk/xYdyHNgMSuq6jOGDJQkEh1M9EiL5mNWRFuels/d27GH3HfiOITmpzljPqXoR/OI92u4d3tn5Egc2bvD3Y5Q6ijq6XeoxHPj7Z7uXd4wgPOXO/sBG9k9iVXsKanUcotTrYfnTiWYAuLcIZ0SepRqNOBeFCl5l5iDvvvJW4uHh++mkBkZFRVftuu+1O0tPTWLbstwaM8PxVVFRgNNZufsTGTjSVCvXKkZWFbf/foFIRPGBQQ4fTKBwbSapJ7YHaFENG2WEAkk8zcvRsivMyWTPvY2TZQ1yLzrS+pPEM/gj1M/Fw13uIMUZR5rTw5pZZZFlzqx2zescRcosqMPppGNH77E3FLeNDaBkXjNujsD2tGAno0SaC527twQPXdBRJmyCcxrvvvkVFRTlvvvletaTtmJSUVO68814A3G43r7/+Hy65pCNxceF069ael156DofDUe2ciIggXn11+knX6tatPQ88cHfVz9999w0REUGsX/8XTz31L9q0SSYpKYpJk66nqKio2nn79u1l3bo1REQEERERxJgxV1a7xrp1a3jiiUdo2zaFzp3bsGbNKiIigli4cP5JccydO4eIiCA2blxfs0JrBESNm1CvzCu8tW0BXbqiDQ09y9EXPk9xVrXaNoAMS837t2Uf2M5fi7/E43Zhioijx7AbGl0/rmB9IA91vYv3tn3MYWsOb239gPs63UpycCJ2p5tfVmcAMKpvMv5+57aaw7hBLfho/m5SY4O5qnci0WEX9jduQfCFJUsWk5iYRI8ePc967COP3M/333/LyJFjuOeeB9iyZRNvvfU6+/f/zRdffFvjGKZNe5yQkBCmTJnK4cOH+fDDmfzrX1P46KPPAXjhhVeYNu1xjEYjDz88BYBmzSKqXePJJx8lLCycxx57koqKSvr2vZTY2Djmzp3DVVeNrHbs3LlzSEpK5pJLzv7MjZVI3IQ64bFaKf19Gcb2HTCkNvduKy/H8tefAIQMHtKQ4TUaVSNJUy5BbYpFVmQOHa1xSzmPxE1RFPZvWcG2P+YBCtFJbek9YjLaRjKTu8vtYUdaCXsyS/B4vFNxhDGAEu0yyt35vLHpA1q4LsdRasJS4SQixMDArrHnfP2UmCBevsv3kwkLwoXKarVw5EguV1xx1VmP3bVrJ99//y033jiJN954B4Bbb72D8PBmzJz5NmvWrKJfv8tqFIfJFMoPP/xS9QVTlmU+/ngWFksZQUHBXHnlCF555QVCQ8O47roJp7xGSIiJuXPno1YfX17v2mvHM2vWu1XXASgqKmLlyt+rEsCmSjSVCj6nKApHPppFyfx5ZL38IvlffY6nooKytatRnE50cfEYWrRs6DAbnKc4C3fGJry1baMBmJ/+GxXuSvRqXbXlrM5Elj1s+f0Htv3xC6CQ2rEv/cbcgVZ3fpPd+prLLbP1QCEfzt/NQ2+v4b2fd7JiSw6rth9h1fYjrNteTOGWDnjKwpAlN/s0S/jbvB+AawaknvPi64IgnD+r1TstT0DAmec/BFi+fAkAd999f7Xt99zzAABLl9a8H9zNN0+u1irQq1cfPB4PWVlZ53yNG2+cVC1pAxg3biIOh4P58+dVbZs3by5ut5trrx1f43gbA1HjJvhc2YrlVO7ZDWo1eDyU/bGS8i1bQOX95TSJKUCAE2rbQmNZlb2OJZkrALiuxWg057C+p8tp58+Fn3MkYw8g0emy0bTqNrDOy9cjy1Ta3SdtV4BDRyxs2FvA1gOF2Byeqn2hQXq6tmxGkH/1ASkeJYVtriUUcAi/Vlu5NPhKurdquBGwgnAxCAwMBKC8vPysx2ZlZaFSqUhOrj7COzIykuDgELKzzz3JOlFsbPV5JUOOrqJTVmY+52skJiadtK1Fi5Z06dKVuXPncMMNNwPw449z6NbtElKa+NyhInETfMqRm0Phj3MAaDZuAvr4BAq+/Bxn3hEAVP5GAnv2asgQGwVPSfbR2jbQdR3F9sJdzNnvTeRGJA+ld8wlpz233FxE3uG/yc/cR/7h/bgcNtRqLT2H30R8y851Gne5zcWKLd71PS2VrrMebwrU071VBD3aRJAcE3TaiW5HyMl8sec7NhdsZ3XZQpLyjPSM7ubr8AVBOCowMIioqGj27dtzzufU5guhx+M55fYTa8qOURTllNtPxc/v1K0L48ZN5N//fpLc3BwcDgebN2/k5ZdfO+frNlYicRN8RrbbyJ35DorTiX/bdoQMHIykUpHwzPOU/rYY84rfCRsxCpW+cfS7akj/rG3LVLv5bMe3KCj0jenBFUmDqx9rr6Qg6wB5mfvIy9xHRVlxtf2GgGD6jryNsOikOou3wGxj6YYsVu/Mxek681JZwQE6ureK4JLWETSPCz6nVQnUKjWT201Ep9bx55GNfLn3e5yyk0tjRb81QagrQ4ZcwVdffcbGjevP2Fk/Pj4eWZZJT0+jZcvjaxwXFBRQVmYmLi6+altISAgWS1m1851OJ/n5eTWOs6YJ45gx1/L009P46acfsdttaLVaxoy5psZxNBYicRN8QlEU8j7/FFdeHhpTKFF33IV0dEFwlVZL2IhRhI0Y1cBRNg6ewkO40721beZ2lzFr++e4ZDftw9owvuXVSJKELMvs37KC7APbKcnLrPbtU1KpCI9OJjKxFZEJrQiNSkClOvW31trKOGJh8frDbP67gGMhJEQEcEXPBLq3jkCtOvUbak3eaFWSiutbX4NerWNl9lq++/tn3LKHgfH9avMIgiCcxv33P8TcuXN49NEHmDt3ARER1UdrZmSks3TprwwePJSXXnqODz6Yyeuvv1W1f9asdwEYMmRY1bakpGT+/HNdtet89dVnp61xOxf+/v6UlZWd/cAThIWFMXjwEH788XscDjuDBl1OWNipJ/1uSkTiJviEeflSyjdtBLWa6LvvRRMo5s46kSJ7cO38DcemnwEFTXJ3FhZto8JdSWJQPLe2vwH10QRs55r57Nu0vOrcQFMEUYmtiUxsRUR8izodeCArCjvSivl1/WH2Z5mrtrdPCeWKHgm0STTVWR86laTi2haj0Kl1LMlcwa+HljMgrq/oEykIdSA5OYVZsz7hzjsn069fd8aNm1i1csLGjeuZP/8Xxo+/gTvvvJfx46/nq68+w2Ipo3fvvmzdupnvv/+W4cNHVBtResMNk3j88Ye55ZYb6d9/ILt372LFiuW1Spg6duzM559/whtvvEpycgrh4c249NL+53TudddN5LbbbgJg6tT/q3EMjYlI3IRasx04QOEP3wPQbPzEquk/hOM8RZnYV32GXHQIAHVsW+Se49i5ZQYAE1uNRa/2dtrP3Le5Kmnr2G8kCa27YQyq+znvXG6ZP3fn8duGwxwprvTGqZLo2TaSK3okEBdx9tFnviBJEqNTh5MYGIdWrRVJmyDUoSuuuJKVK9fx3ntv8+uvi/j880/Q6fS0bduO5557iRtvnAzAm2++S2JiEt999y2LFs0nIiKShx56jClTpla73k03Tebw4Uy+/fZLVqxYRs+evfnhh1+49tqat7g89thUsrOzePfdtygvt9KnT79zTtyGDRtOSEgIsqwwbNiVNY6hMZGU8+kBeAHzeGRKSip8ci2NRoXJZKS0tAK3+8z9gZo6xe0m419P4C4tIbBHL28TqY8/aJt6eXryD1L5v5dB8YDOH7/eE9G07MeGvC18ufd7Iv0jeKrnY0iSRGlBFsu/m4HH7aL1JZfT6VLfNi+fWJYVdhe70kvYfrCInenFVBwdKWrQq+nfOZbLu8URGtSw04o0Zk39tdnYNNXydLmcFBcfISwsGm0jW8ZPo1E1qbL0NbfbTceOLRk6dDgzZrxXq2v5qizVahXn+zHpdDooKsojNTVF1LgJteMqKcFdWoKk1RJ5wnw8gpcrbT0oHtTRrfAbfA8q/xAANuZvBaB7ZCckScJeaWXNvI/xuF1EJ7WlQ98RPo9FURSy8q2s2pzF1v2FHMguQ/7HdzdToJ4h3eO5rFMM/n7i7UEQhKZt8eIFFBUVMW7cxIYOxWfEO7NQK7LdBoDKaER1miHZFzu52LsSgrbVZVVJm9VZzt+lBwHoHtkZ2eNh3YLPqLSWEhDSjF5X3oxK5ZsJaN0emb+zzGw/WMSOtGIKSm3V9seGG+nYPIxOqeGkxgah9tF9BUEQGsrmzRvZs2c3b7zxKh06dKJPnwtnkJNI3IRakW3eJEDtZ2jgSBonRZHxFHkTN1X48UXjtxTsQFZkEgPjifBvxubff6Qw+yAarZ5+o29H5+dfq/uWlTvYkVbMjrRidh0qweE8PqJLo1bRJtFEx9QwOqaG0SxE/N8JgnBh+fzzT/jxx+9p374jb7/9fkOH41O1StycTic6nW/b85cvX86sWbM4ePAgRqORbt26MWXKFOLj46sd98MPP/Dxxx+Tm5tLcnIyjzzyCAMHDvRpLMLZHUvcJFHbdkqKtQhcNlBrUIUcX8Jq0z+aSdN3/cnBbasA6DX8JoLDzm2pq3+SFYXD+Va2HyxmR1oRGUes1fYHG3V0SA2jW6tm9O0Sj73ScVH3exEE4cL2zjuzeOedWQ0dRp2oVeLWr18/hg0bxujRo+nevXutg1m/fj33338/Y8aM4ZFHHsFsNvPWW29x6623Mn/+/KrZkRcuXMhTTz3F3XffTa9evVi0aBH3338/33zzDZ07d651HMK5kx12ANQGUWtzKp6iTABUpjiko0tYFdtKSC/LREIiRQll4/JPAGjfezixzTue9z3ySyp568cd5JVUVtueFBVIp+bhdGoeRkJkICpJQqNRYdBrsFc6avlkgiAIQkOoVeI2bNgwlixZwo8//kh0dDQjR45k1KhRpKbWbB2whQsXEhMTw/Tp06s6uYeGhjJp0iR27dpVlRy+/fbbXHXVVTz88MMA9OrVi/379/Pee+/x0Ucf1eaRhPN0rMZNJZpKT+lY/zb1P5pJN+dvB6CVIZ7tv36H7PEQm9qRtr2GnfIaZ3KkuIL/zt6KudyJXqumXXIonVLD6JAaRkiAWKFCEAThQlOrXsgvvPACa9as4e2336Z9+/Z89tlnjBgxgrFjx/LFF19QVFR0Xtdzu90YjcZqIxOPLYR7bNaSrKwsDh06xPDhw6ude+WVV/Lnn3/idDpr80jCeZJt3ho3lUE0lZ5KVY1bWGLVto35W9E5FeL2l2CvsBAUFkXP4TciSef365hbVMGr33qTtthwI6/c3Zv7x3bg0k4xImkTBEG4QNV6cIJWq2XIkCEMGTKE8vJyFi9ezIIFC/jPf/7Df//7X3r37s2oUaMYMmTIaReCPWbs2LHMmzePb775hlGjRmE2m3njjTdo27YtXbt2BSA9PR2A5OTkauempqbicrnIysqqcY2fRuOb0XRqtara3xc0pzdx0/j7+6z8TtSUy1MuyQJAF5GE7LazY8cfhG8/TGq5jBMHOr2BAWPvwuB/foMRsgvLeXX2ViwVTuIjAnjyhq4EGc/e37Qpl2VjJMrTt5pqecpy45wG6VgdiCSBmLG1dhpTWfp0VGlAQADXXXcdrVu35qOPPmLJkiWsXr2a1atXYzQaGTduHA888AD+p/mQ6t69O++++y6PPfYYzz//PABt2rTh448/Rq32LgV0bL2yoKDqSyod+7km65kBqFQSJpOxRueeTlDQhd98WCp7J2z1NwX5vPxO1NTK01NRRlF5KYUeLfs2ryJz/048bjchR/dHJ7WgzxXjiE5MOq/rHjpi4ZWvt2CpcJISE8zzd/Um+Dxr2JpaWTZ2ojx9q6mVp92upqhIhVot1dkX2NpoaolwY9YYytJniVtWVhbz589n/vz5HDp0iJCQEG688UZGjx6NVqtlzpw5fPXVV2RnZ/POO++c8hpbtmzhiSeeYNy4cQwYMACz2czMmTO58847+fbbb89aY1cbsqxgsVSe/cBzoFarCAoyYLHY8Hgu7JF7lWYLAE5JQ2mpb1aeOFFTLc+0NfPZXBGICwn2eEeR2g0ajoTAoN7X0Kf5pQDnVW6H86288vUWym0ukqICmTKxM7LLTWmp+5zOb6pl2ViJ8vStplqeTqcDWZbxeJRGNVpbkrxl6vHIDV5L1NT5sixrsnLCP9UqcSstLWXRokXMnz+f7du3o9VqGTBgAI8//jiXXXYZGs3xyz/99NNERUUxc+bM017vxRdfpFevXkydenzts86dOzNgwADmzZvH+PHjCQ4OBsBqtdKsWbOq4ywWbwJxbH9N+PoXzuORG9UvcV3wVB6dzFWnr/NnbSrlqSgK+zYuY8e65YCEn1ZDUqf+aOJimJkxB51GT+f4S877WTLzrLz23VYq7G6SowN5dHxn/LTqGpVJUynLpkKUp281tfL0eBpnVnQswRBJW+01prKsVeJ26aWX4na76dy5M8888wxXXnnlSU2Y/9SiRQtCQ0+/WHZaWhqDBw+uti0qKgqTycThw97ReSkpKYC3r9uxfx/7WavVnjTfm1C3nPl5AGLVhKNk2cPm5T+QvnMdAElaB536DUXX+Upm7/sJJIlO4e3Qqc9v/sOMIxZe/24blQ43qTFBPDKus1iSShCEOrN8+RI+/vgDtm3bQllZGSEhJjp37sK1145nzJhrfLayi3D+avXOf9dddzF69GgSEhLOfjAwcODAM06SGxMTw549e6pty8nJobS0lNjYWADi4+NJSkri119/5fLLL686btGiRfTu3dvnEwILZ+bMzTn6d24DR9LwXE476xZ8Rt6hvUiSROsgDW6djZ/kPHasfRGrsxzwLnF1PhxOD+/+tJNKh5vmscE8Mq4TBr1I2gRBqBsvvfQcb731OldeOZKXX36NyMgoCgsLWLRoAffeewchISYGDbr87BcS6kSt3v0feOABX8UBwIQJE5g+fTovvvgigwYNwmw28/777xMWFlZt+o8HHniAKVOmkJCQQM+ePVm0aBE7duzg66+/9mk8wpk5/pGseWy+6R/YVFVazaz+5QPMhTlIag3Ojql85c6gUm2Csv0AGDQG+sX0pG1Yq/O69uL1mZRaHYQH+4mkTRCEOrV06a+89dbrTJkylSeemFZt36hRV3Pnnfeg1WprdQ+bzYZBTNpeY7Wq61y4cGG1/mgn+te//sWiRYvO+Xo333wzzz77LBs2bOC+++5j+vTpJCYm8uWXX2IymaqOGzFiBC+88AILFizgtttuY8uWLbz77rt06dKlNo8jnCfrX+uq/u0Xn3iGIy9s5sIcls1+A3NhDi6NxOZUFX8qmVSqVRg9Cn1jenBfp9t4pd9TjGl+JarzmK+txGLn1/XebgLXDWwukjZBaEIURcHh9DTIH6WGnbFmzXqPyMgoHn30iVPu79q1Ox06dKr6eenSX7niioEkJETQpk0yjz/+CBUVxwdcrV27moiIIJYu/ZVbb72JlJRYbr/9Zg4fziQiIog5c2YzZcrDNG8eT9u2Kbz//rsA/Pzzj/Tu3ZWUlFgmT76BsjJz1TUrKiqYOvUxevfuSmJiJN26tWfKlIexWKrPKtGtW3umTn2MTz75kK5d25GaGsfNN0+smmPW5XLRrl1zpk9//qTnvOOOyQwbNqBGZVjXavUp8Nlnn9G2bdvT7tfr9XzxxRdceeWV53Q9SZKYOHEiEydOPOux1113Hdddd905xyr4liLLWP6RuGnO0HfxQpZ3aC9rF3yK2+mg0k/FrmQN+sBg+qlDaHNwB6nN2hDY+toaX3/uH2k43TIt4oLp3qrZ2U8QBKFRUBSFl7/ewsGcmk1RVVvN44L51w1dz+sct9vNhg1/MWLE6GqDC09n/vxfuOOOyUyceCNPPDGN/Px8XnjhGcrKSvnww8+rHfvYYw9x7bXj+fzzb6qm9wJ4+eUXGDFiFB9//AWLFy/gmWemUVxcxNq1q3n66RewWi1Mm/YEzz//NK+//jbgrbHzeGSmTXuasLBwcnKymTHjNSZNup6ff15Y7b6//baY9PQ0XnnlNUpKSnjqqX8xbdoUPvzwc7RaLRMm3MCcObOZOvX/qvrtlZaW8OuvC3nxxf+cV/nVl1olbhkZGVxzzTWn3d+6dWsWLlx42v1C02Xb/zfukpKqnzWmiytxk2WZ9F1/smX5DyiKjGwKYlusg/jQRB7tdi/O1Z/jsrnQhdW8JjI918Kfu/MBmDC4RbUVRQRBaAKa2K9sSUkJDoeD2Ni4atsVRcHj8VT9rFKpkCSJZ5/9P8aMGcubb75btS8yMpKJE6/l0UefpHXrNlXbhw27kqefPl6zdfiwd1WZ7t178MILrwBw6aX9WbDgf3z88Qds2bKL0NAwAHbv3sW3335VlbiFh4fz3/++WXUtt9tNQkISI0cOJS3tAKmpLarF/tVX36PX66vu+9ZbryPLMiqVihtuuJl3353BihXLGDx4KABz585BpVIxdmzNv3TXpVolboqiYLVaT7vfYrHgdp/b/FJC02L5c121nzX/aMq+kJWXFZOx6y8O7dlApbUUgPDUNvxsTEdRSVzbchQqSYWnyNu8qQo7t4E7J1IUhdnLvX3j+raPIjn69KO1BUFofCRJ4l83dMXpaphpTXRaVY2/7J143oIF87jttpurfr711ju4/fa7yco6zAsvvFLtc753736oVCq2bdtSLXEbMmToKe/Vv//xAYtqtZrExCRUKlVV0gaQmtqcsjIz5eXlBAQEADBnzmxmzXqP9PQ0KiuPN82mpR2slrj17t23KmkDaNWqNS6Xi8LCQiIjI0lJSaVv30v59tuvqxK32bO/YcSI0QQGNs733Volbm3btmXBggVMnjz5pNGcTqeT+fPn06ZNm9OcLTRVssOBddNGAAyt22Bs1x71eS7Z1JR43C6yD2wnfddfFGTtr9qu8/OnVbdBLFbvR7FI9IjqSlJQAorsRi7JBkAdXrMatw17C0jLsaDTqhjbv2ZLuAmC0LAkSUKvU5/9wEYiNDQUvV5P7tHZAo659NL+LFmyEoCbbpoAQHFxMQCTJ19/ymudeI1mzSJOedyJc6/qdDqMRuNJ2wAcDgcBAQEsXDif+++/i5tuuoVp057CZAolPz+fyZOvx+FwnPH6Wu2xa9mrtt144yQefPAeiouLOXIkl507t/P889NPGW9jUKvE7Y477uDuu+/m5ptv5s4776RFC2+Wu3//fj788EMOHjzI+++/75NAhcajfNtWFIcdbXgz4h59HOkCns9n/9Y/2LVuES7H0YmGkYhMbElK+97EpnZgbd5G0vcfRqfSMjrVO/JZNh8B2Q1aA1Jg+Hnf0+ny8OPKgwBc2TMRU6BYMF4QhLqn0Wjo0aMXq1f/gcfjqeqL5p3DzduqciyJOjZg8OWXX6Nbt+4nXSsqKrraz77s6jF//s+0b9+R119/q2rbunVrany9q64axbRpj/Pjj9+RmXmIpKRk+vTp54tQ60StErf+/fvz0ksv8dJLL3HfffdVbVcUBaPRyAsvvMCAAQNqG6PQyBxrJg3s1fuCTdoURWbbqnns37wCAP9AE8ntepLcrifG4DBkReZ/ab+y9PBKAIYlDSZE7/1mJx9tJlWHJyCdxwjSY5ZszKLY4sAUqGdYz5o1tQqCINTE3Xffxw03jGPGjNd47LEnT3tcixYtiYmJJTPzELfddmc9Rgg2mx2drvqUJHPnzqnx9fR6PdddN4Gvv/6CwsIC7rrrvkbdp7jWcwuMHTuWoUOHsnbt2qrVDRISEujbt29VW7Rw4XCXmancvROAoN59GjiauuHxuNn427dk7tsEQMd+I2nVfXDViCOb28bnu2ezq3gfAEMTBzI0ccDx84u8nW5VYQkoLgdyaQ4qUyyS9uw1Z+ZyBwv/9J5/7YBU9Nqm08wiCELTN2TIFTz44KP85z8vsWvXTsaMGUtkZBQWSxl//fUnBQX5BAQEIkkSzz8/nbvvvo3KykqGDBmGv78/2dlZLF36G//+99PV+pr5Uv/+A5k69TFef/0/dO/eg2XLlrBq1cpaXfPGGyfzwQczUavVTJhwg28CrSM+mRQqICCAYcOG+eJSQiNnXrEcFAW/lFR0kVENHY7PuZx21s3/lLzMfUgqFT2GXk9S2x5V+wsqC5m14wvyKwvQqjTc2Po6ukd55w9UFAWlLA/XriXea+1aimvXUgA0SV0xDH3wrPdf/NdhHC4PKTFB9GwbWQdPKAiCcGb/93/P0rNnLz799COefPJRLBYLISEmOnXqzIwZ73H11d7RlqNGXU1QUDAzZrzGjz9+D3grbgYOvPy0fdp8YdKkW8nMPMQnn3zAe++9zcCBg5k16xOGDx989pNPo1Wr1qSmNicpKZno6BgfRut7klLTWfr+oby8nNzcXCwWyykn/bvkkktqe4s65/HIlJRUnP3Ac6DRqDCZjJSWVjSphZLPxpGdReYLz4LHQ/Td9xHYvX7+X+urPO2VVlb9PIvS/CzUGh19R95KdPLxeQr3luznk13fYHPbCNEHc0erccTZ7HgK0o7+SQfHqV9D+stuQde6/xnvLysKj89cR6nVwQPXdKBLC9/P23ahvjYbiihP32qq5elyOSkuPkJYWHRV5/fGQqNRNamybCgZGen06tWFjz/+kpEjR5/yGF+VpVqt4nxbYp1OB0VFeaSmptSuxq20tJQXXniBJUuWVM3xoihKVdvwsX/v3bu3NrcRGgHF4yHv80/B48HYpSsBp+iM2pSZC3NYO/9Tys2F6A1GLh1zN2HR3hGhiqKwMnstcw/MR0EhUTJwU66VgN0vYTvLdSVDEIbhj6IOTzprDIeOWCm1OtDr1LRPvrjmxRMEQWgIJSXFHDx4kNdff4X4+ASGD7+qoUM6q1olbk899RQrVqzgpptuonv37gQFNc45T4TaK13yG45DGaj8/Ym84eZG3XHzfMiyzP7NK9i5bgGyx4MxKJT+19xLoMlbze902fhu2xest6YD0M1iY0xhAdqjFctSUCTqiBTUkamoI5qDWkvlj/8GjR5997Fo21+OpDq3fmpb9hcC0DElDK1G9G0TBEGoa0uW/MpDD91LSkoq77330TmtGNHQahXh2rVrmTRpEk88ceo1zYQLgzMvj+L//QxAs/ET0YSENGxAPlJRVsz6X7+mMCcNgJjU9lwyZCJ6vR+u9I2UZKznC0c6mX4aJEXhyqJyLrWr0ba8DE1iF1RRzVH5BZ50Xf+xzyH5B6PyDznnWBRFYfPRxK2bWNpKEAShXkyYcEOjH4xwololbn5+fsTGxvoqFqERsh3Yz5FPPkRxufBv156gRjy3zblSFIVDezawZcWPuJ0ONFo9XQaMJbl9L+Tiw1Qu/AC5NJfvooPJNOoxyAo36pNpf+lA1FEtz1qDVpNJd/NKKskvqUSjluiQEnb2EwRBEISLUq0St1GjRrFs2TJuuKFpZavC2SluN0Xzfqb010WgKGjCwoi8+ZYm30TqsJWzaen3ZB/cDkB4TAo9r7gRY3Aorh2/4tj4I8geJEMQR4xGwM0dXe+kVWjdDGs/JjPfu3RcUlQQBn3jr6oXBEEQGkatPiGGDRvGxo0bue222xg/fjxRUVFVMy3/U7t27WpzG6Geuc2l5Lz1Jo4s77x8QX360WziDagNhgaOrHYKs9NYt+BT7JVWVCo17ftcSavug6GyFNvC/+LJ9Q6i0SR2QX/ZLTjW/wdkCDPUfQ1YTqF3NGpcM+NZjhQEQRAuZrVK3K6//vgaZevWrTtpvxhV2vQoikL+F5/hyDqMOiCQiJsnE9i1W0OHVWtFuRms+vl93C4nQWFR9Bp+E6aIeFxpG7Cv/hyclaDRoe99PdrW/ZEVGafsAsBPU/dLTh1L3GKbiUmrBUEQhNOrVeL28ssv+yoOoZGwbviLip07kDQa4p74F/qYxj0R4bkoLchm1c+zcLucRCa2ot+oO1ArHmwrPsJ9YC0AqmbJGAbdhSrYO6mww+2sOt9PXQ+JW1E5ALHhosZNEARBOL1aJW5XX321r+IQGgGP1Urh7G8BCB0x6oJI2izFefwxdyYuh43w2BT6jbodijOpWPEhirUQJAld5xHouo1GUh3/dSiyFwOgUWnQqOq2z5nD6aHQbAcgRjSVCoIgCGcgekELVQrmzMZTbkUXG0foFVc2dDi1Vm4uYuWP7+GwlWOKjKffqNvwbFuAc9sCUBSkwHD8Bt6JJqpltfPcspvZ++YC0KaOByUA5BZ7m0mDjDqC/BvXrOuCIFxcXn11Oq+99spJ21u3bsOqVesbICLhRLVO3BwOB7/99ht79uzBarUiy9WXg5AkienTp9f2NkIdK9++Deuf60CSiJx0K1ITmITwTCqtpaz88V1sFWUEh0XTr/9I3L++iVzonUhX06IPfn1vRNL5n3TuwoylHLbmYNT4M6HV2DqPNbtQNJMKQmPjcnooK7VhLqmkrMSG1WLHFGYkIcVESJh/kx9hfyYGg4G5c+efsO3k90qhYdTq0zknJ4ebb76ZnJwcgoKCsFqtBAcHY7Va8Xg8mEwm/P3Ff3ZjZ920kbyPPwAgZPDlGFJSGjii2rFXWln543tUWEoICAqlZ3QwnkX/ARTQ+eN36SS0qT1Pee5BcwZLM1cCcH3rawjRB9d5vMcHJojETRDqk8cjYy2zYy6xUVZSibnE5v13aSUVVucpz1n3OwQG6YlPCSU+OZS4pBAkVT0HXsckSUX37j3OepzNZsPQxGcbaIpqlbi9+uqrlJeXM2fOHOLi4ujTpw9vvvkm3bp148svv+Sbb77hk08+8VWsQh0oXb6Uwu++BUXB2KUr4ddc19Ah1YrDVsHKH9/DWlqAQa/nEiUXzaFDAGhSe6LvOQ5VwKmn97C5bXyx5zsUFHpFd6dzRId6iTmn6NhUIGJEqSDUhCwrVJY7AeW0+y1me7UaNHOJDYvZhnLqUwDwM2gJCTUQHGrAGKinINdKbpYZq8XBnm1H2LPtCCqVRELzYNp2DcDt9qDRKBdsbVxERBD/93/PYjab+f77b6msrCQjI5eNG9fz9ttvsG3bVqxWC8nJqdxzz/2MGzex6tw1a1YxduwI5sz5he+++5rffvsVk8nELbfcwQMPPFztPhs3rufVV6ezefMmFEWhVatWTJ36FAMGDAK8LX2vvfYKc+fOoaAgn8TEJB599AmuuWZcfRZHg6lV4vbXX38xceJEOnbsiNlsrtqu0+m4/fbbSUtLY/r06Xz44Ye1jVOoA9ZNGymc/Q0AwQMGEXH9jUiqpvvVUVFk1s3/hLKiXPQq6KEuwqAoqKNboe85HnXEmWsSv//7F0rspYQbwriuxah6ihpyjjaVxoimUkE4J06Hm/xcC3k5FvJzLOTnWnA6PDW6lkarIsTkT3Co4WiS5u/922TAz6A96XiX00Nulpms9FIOp5dQVmqjMM+K02GgrNROhdqDTq9Gp9eg1apQKe7aPm7NaHS1SiDd7upxH5uj9cMP36dbt0uYMeNd3G5vmWdnZ3HJJb24+eZb0el0rF//F488cj+2SidjRo/D45YpK7UBMGXKw4wbN4HPP/+GxYsX8MILT9OuXTsGDRoCwPr1f3HNNSPo1u0S3nzzHYKCgtm+fSs5OdlVsdxxxyTWr/+TKVOm0qJFK5YvX8K9995BSEgIgwcPrfEzNxW1StzsdnvVklcBAQFIkoTVaq3a36VLF/7zn//ULkKhzpRv3QxA8GUDiLjhpib/LfHg9rUUZB9ErVLRQ28hINCEX9+bUCd2Puuzbcrbysb8ragkFZPbTsBP41cvMZfbXJjLvU0yoo+bIJxMUby1ZXk5FvJyysjPtlB8tHvBP0kSqFSn+T2XJAKC9ISYDISEVk/SjAHnl+BodWoSU8NITPXW3FvMNrIzi9Fo7EiSt3bPbnNjr3ShW/sm6tKMGj13bakjW2AYNa1G51ZWVhATE1pt23vveStgTCYTn376NbKs4HHLVFgdDB54FR63jNsjI3sUWqR0JjPjMF9/8znDh3n7CR+r2Rw8aDgP3D8Fg7+Oyy4bwLJlS5g/f15V4vb880+RnJzCTz8tqEoWBw4cXBXHmjWr+PXXRXz//c9V2wcMGER+fh6vvjpdJG5nEx0dTX5+vvdCGg2RkZFs27aNoUO9BXfw4EH0+rqfA0uoGXu6t6N+QNduTT5pq7SWsmP1/wBopakgUAOGIfehjkg967nFtlK+2/8zAFckDSY5+PzXGq2p3KPNpGFBerHUlSAcVVZqI+3vQnIzzeTlWLBVuk46JijEj6jYICJjg4mKDSK0mfH0iVsdCgox0MIYQXHxEUyh/qCocTo8OO0uoGm+rxoMBn75ZdHR5ExBlmViYxIA6N2rP8UF1RPnMouZ92a+zoqVv1FQkIfH462JM5lCCQjSo9GoCA7xfhnu0/syrGUOJEnCz6ClRYuW5ObmAFBZWcnmzRv597+fPeUqTAArV/6OyWTi0kv7V6sV7N9/EI8//jAej+e0514oavVJ0atXL5YvX879998PeOd1+/DDD7FYLMiyzP/+9z9Gjx7tk0AF3/JYrbgKCwDwS27agxEURWHTsjm4XQ5MaplErQtdt6vPKWmTFZmv9n6PzW0nOSiBKxIH1UPExx3r3yZWTBAuZrKsUHDEwuG0Eg6nl1KYZ622X6WWiIgKJDI2iKijiZp/QOObOkeSJLQ6DTq9BoL0uK/+N85KGy6HG6fTgyKfoUNdDahUEhqNCrVWhVqjRqNRodGovF/Ez6GpVFGUqpozj0fG45Zx2FxISMSeME3SMaGhzarurdaoUGtUPPzYY2zZspFHHnmCNm3aEBQUxOeff8Ivv/yEv9H7/6RSe7vhhDfz1lRay+xIKgmtVofFUgZAWZkZWZaJioo6bcwlJcWUlpaeVCN4TH5+HjExsWd87qauVonbnXfeyc6dO3E6neh0Ou6++24KCgr47bffUKlUjBgxgqlTp/oqVsGHbBne2jZtVBRqY9Nuojv89xaOZOxGBXTQV6KOao6u84hzOnfZ4T84YE5Hr9Yxqe1E1Kr6/aaWI6YCES5SLqeHrIwSDh0sJjOtBPs/atUkSSI6LoiE1FCi44IJjwpEo2l6/W81GjWaIO+XMkVRcLs8uJyeMw6IOBuPR8btknG7ZWTAKQMOwKEAHsDjTeC0Mhqtt6+dJIHsUaqSM/c/ErUTY3F7lKohHpKENzlTq6rK32jUER5pRHW0P7Tdbuf335fw/PPTufPOe6quI8sfnTJ+f6MWP4MGu82NpdSG8o8AgoKCUalU5OXlnfb5Q0JMhIeH8+23P55yf3h4szOU3oWhVolbTEwMMf+YXV+v1/PSSy/x0ksv1TowoW7Z09MAMCSfvVaqMXPYKti6wjtZbqrOToBeh2HgXUjnkIAdtmazIH0JANe1GE0z/7pfTP6fjhRXsDPdu0KDmApEuNB53DL5uRayM83kZJZSkGtF/kcNlE7v7TvWvkss4VFGNNoLq7nrWG2cVuebLhGKouB2H0viPHiOJXPy0e1uGWxuvFndmak1KjRqbw2aXq9GkiTCIrxNzyfW2qnUqqqkDcDpdCDLMlrt8RrQ8nIrv/226JT3kiSJwGA/ZNmG03EskfW+DoxGI9279+CHH2Zz770PnLLJ87LLBvDuuzPQanW0a9f+XIrqglOrV9C//vUvJkyYQKdOnU65f8eOHcyePVusadoI2Y/WuPk18Tnbdq5biMNWTqBWTarWib779aiCzv6Ny+lx8vnu2XgUD52bdaBXdPd6iNZLlhWWbcpi7qp0XG4Zo5+GdkmnrvYXhKZKlhUK86zkHE3UjmRb8LirT9AebDKQ2DyUpOZhRMUFo9drMJmMlJZWeBMP4bQkSUKrVaPVqgHv6NdjTZ9VyZz7eO2cSi2hUauqmjfVahVqjYRaraqWnB1LmNXqc6vhDAoKpkuXrrzzzpuEh4ejVmt45503CAwMxuEoPG3sQSGGqpGmbpe39k+tUfF///cc11wzgmuvHcUtt9xOcHAIO3ZsJywsjOuvv4kBAwYxbNhwJkwYy/33P0Tbtu2prKzk77/3kpGRzptvvluLUm0aapW4/fzzz/Tp0+e0iVt2dja//PKLSNwaCVt6Os7cbIL69DueuDXhGreS/MOkbfcuEt9WY0UlgSa52zmd+9PBheRXFhKsC2Ji67G1HpwhKwort+ZQbLGf9dgD2WUczPb26WiXHMotw1sTHCAG8QgXhv278zm4p4DcrDJczupTdBiMWmITTcQmhhCXGEJgsF+THxjVmEiShFrtTcb0Rz/eNRpVnSfB77//CY8//jAPPHA3JlMot99+NxUV5cyc+c5pz1GpJIJNfkiSd/Y9c0klIWH+9OrVm59/XsQrr7zAgw/eg0qlplWr1vzrX09VnfvJJ1/x9ttv8NlnH5OdnUVQUBCtW7dlwoQb6vQ5G4s6HcZWUFCAn1/9TKsgnJmiKByZ9S7ukhIqdu5ArqxE0mrRx8U1dGg1oigym5f/ACjExyURZt6BKiTmtJPr/tOuor2szvkTgJvajiNAW/tmyj+25fL1kv3nfLxep2b8oOb07xQjPriEC4KiKPy1MoNt67Oqtun9NMQkhBCb6P1jusCXiroQPPHENJ544tTTiBQUWE65PSUl9aQlso5d65i+fS896XyVSsXX33yPubgSj0ehrNRGSKg/PXr05KefFpw2Rp1Ox5QpU5ky5eLsQ3/eiduyZctYvnx51c9z5sxh3bp1Jx1ntVpZt24d7dtfnG3QjY2rsBB3SQkA5Zs3AaBPSGyya5Jm7FpPSV4mGq2eNiYjmEEdd/bXmtVZztd7fwBgUPyltAk99cip82Eud/DjSm+fwe6tmhEadOYvKzqtmss6RhMeIpaKES4Msqyw6rf97N3u7VTeuWcczdtEEBYR0CBTdAhNh1qtIjjUH3NxJW6Xd6LeYJNBvG7O4Lw/tdPS0vj1118Bb7Xs9u3b2bVrV7VjJEnC39+fSy65RIwqbSRsB7y1QZJOh+L0Tvjql9I0m0kdtgp2rPHO2dau93C0f89HATTxp1+iKrc8j60FO9iQvxWrq5wYYxSjUq7wSTzfLjuAzeEmOTqQu0e3F284wkXF45ZZNn8v6X8XIUnQ/4qWtOkU3dBhCU2IRqMiONSAuaQSl9OD1WwjyGQQtbOncd6J21133cVdd90FQOvWrXnppZcYOXKkzwMTfOtY4hYycDCKy0XZqpUEdr+kgaOqGe+AhAqCwqJJTWqOfUspqLWoo1tVHaMoCrkV3mRta8FO8ioLqvb5awxMbjcRrfrk5WzO1/aDRWzaV4BKkph0RWuRtAkXFZfTw68/7Sb7UCkqtcSQUW1IaXXhT8cg+J5WqybYZKCsxIbD4cFaZhd9IE+jVu1k+/bt81UcQh2zHfQmboYWLQno3IVm4yciNcHZpYuPZFYNSOg26FqU3D0AqKNbIavUZJZlsrt4H1sLdpBfeXxEk0ZS0zq0JV0jOtIhvC3+2to3U9qdbr5e8jcAQy+JJyEysNbXFISmwm5zseiHneTnWtFoVQy/pj1xSaaGDktownQ6DUEhBixmG3abG0nlICBQL5K3E9Qqcdu9ezfbtm3jhhtOPZLjm2++oWvXrrRp06Y2txFqyW214Do6oaGheQuAJpe0ybLM3o3L2b56AaCQ0KobEfEtyN71E/uC/EgLUjiw5jls7uOjOjWSmjZhLenSrCMdm7XFoPFtn7JfVmdQbHEQFuTH6H7JPr22IDRmFVYHC+bspKSwAr2fhqvGdSAyJqihwxIuAHo/DYHBfljMdmwVLlSShDFQjLr/p1olbm+++SZ+fn6nTdzWr1/PqlWr+OCDD2pzG6GWbAcOAKCLiUUd0PSWViorOsKy2bPJz/JOYeIfGcPhBAO//fkfCvXFEBEETm/tmkFjoLWpOR2btaNDeBufJ2vHZOZZWbrJO3rupmGt0OuaViIsCDVVVmpj/nc7sJbZMQboGDG+I6FiAmnBh/wMWmRZodzioKLciaSSqpbOEnxQ43asv9updOvWjQ8//LA2txB8wH7geDNpU1OUm8GKH95B9rhBo+FAtIojocVQ6B0hq1IUElzQrtVQ2oS2IjEoDpVUt0vjlNtcfLJwL4oCPdpE0DG1fldcEISGUlxQzoLvd1JZ4SQoxI+REzoSJEZHC3XA36hDkRUqyp2UWxyoVN5F6YVaJm4VFRWnXJLiGJVKhdVqPe3+E910001s2LDhlPveeOMNrrrqKmw2GzNnzmTRokUUFRURFRXF1Vdfze23346miU5tUddsB701boYWLRo4kvN3eN9mZI8bXbNwVjWz4tRJNDOE0RJ/UtJ3kWpzEtRhOPrkIfUST4nFzhtztpNbVEGAQcvEwU2vTAWhJvKyy1j4wy6cDjdhzYyMGN+xUS70Llw4/AN0yLKCrdLlXZRektD7ic/5WpVAYmIia9eu5aabbjrl/tWrVxMfH3/O13vmmWcoLy+vtu2LL75gyZIl9O7dG4Dnn3+eJUuW8Oijj5Kamsq2bdt4++23sdlsPPLIIzV/mAuU7HBgP5wJNM0atwqrt2Ztt96MU6dhZHQfBpRW4Nq1FABt6/7oLrmmXmI5UlzBG99vo9jiwBSo59FxncSKB0KTpigKh9NLsJjPvOKHy+lh87pM3C6ZqNggrryuPXo/Ufsh1C1JkggI0qMoindRerON4FADOh+t99pU1erpr732Wl5++WVefvll7rvvPoKCvJ1TLRYL7777LqtXr+aJJ5445+s1b978pG2PPfYYffv2JTQ0FFmWWbx4MbfddltVv7pevXqRkZHBwoULReJ2CvbMQ+DxoDGFog0Lb+hwzpmiKCgVJRTmZwBg10kMMNvpe/AXXEeP0XUfi67LyHoZcZRxxMKbc7ZTbnMRGerPY+M7ER4smoiEpklRFDL2F7NpzSGKCyvO+bz4FBPDxrRDK/p0CvXkxEXpy0rtmEINVWuqXoxqlbjdfPPN7Nu3jy+++IKvvvqKiIgIwLvUlSzLjB49msmTJ9f4+lu2bCE7O5uHH34Y8L7ZuN1uAgOrT7sQGBiIoig1vs+FzJXvHU2qi4lp4EjOTHFW4inIwFOYjlyQjqcgnT2SDVulHxqgld3BMEs5aP1QN0tG23YQ2pT6mYdu96ES3p27E4fLQ1JUIA+P60SQv2giEpoeRVE4dKCYTWsyKSrwtm7o9Grikkxn/QIUGu5Pl94J57z4uNB0LV++hI8//oBt27ZQVlZGSIiJzp27cO214xkz5hpUqvp7DXzwwXukpjZn0KChlJXacDk9mEtshIT5o9FUj6Nbt/ZkZR2u+tlkMtGuXQeeeGIavXr1Oeu9Dh/OpHv3DnzyyZeMHDmm2v0vv3zYecf+6qvTmTnzHQ4dOnLe555JrRI3SZJ4+eWXGT16NEuWLCEryzvKbvDgwQwdOpSePXvWKrgFCxbg7+/P4MGDAVCr1YwdO5avv/6arl27kpqayvbt25k3bx733ntvre4FnPQiqKljb2yN4Q3OXVwEgD4qymfP50uK20n5gv/izv272vY0g5bvmgXTs8C7ysPNva9HFZ4KgZFI9fimsX5PPrN+2YVHVmibFMpD13XEoG+61fSN6bV5IWgq5akoCocOFrNh1SEKjnj7HWt1ajr3iKNzz/hG0+m7qZTniWS5cc4zdiwXlyQ417qNl156jrfeep0rrxzJyy+/RmRkFIWFBSxatIB7772DkBATgwZdXndBn+DDD99nyJBhXH75MEJCDZQeWxqrpBJTuP9JSeTIkWO45577ASgqKuLDD2cyYcJYVqxYR3JyyhnvFRkZxaJFy0hNPd76d+z+Q4Z4E7fzKcsbb5xUdZ4v+eQTqFevXvTq1csXl6ridrtZvHgxgwYNwt/fv2r7M888wzPPPMN1111Xte2uu+7illtuqdX9VCoJk8m3Q9qDghq+KS2/tBiA4MQ4nz+fL9gy0jAfTdo0IZHoY5pzJKwZX+VvJLDY2+8m0BROeHffv/jPZtG6DGb9vBNFgb6dYnjs+q5oNRdG9XxjeG1eSBpreSqKwsF9Bfzx235ys8oAb8LW49JkevdPabRTLDTW8jwdu11NUZEKtVpqlF+QzzURXrLkV95663WeeOJfTJ3672r7xo69hnvuuQ+tVnvaZ/R4PMiyjFbr2y8CKtXxcg1rFkBxQTlut0xZie2k9XAjIyOq5SP9+vUlNTWBVat+p0WLk7tjHWOz2TAaDafMZVQqqUZfKhIS4klIOPd+/ufKJ4lbfn4+GzdupLi4mGHDhhEVFYXH48FqtRIYGHjGkaens3btWkpKShgxYkS17a+99horV67kxRdfJCkpiW3btvHee+8RFBTE7bffXuNnkGUFi6Wyxuf/k1qtIijIgMViw+ORfXLNmqrIzgXAExhCaem592WpL7Y078oH2tQeBAy7n9zyPN7aOBO77KJTuR5wkdSmO0C9laeiKMxbncFPq7zzxg3qGsvNV7Sm3HrmDtxNQWN6bV4IGmt5Hht0sH7VIfJzLABotCo6do+ja694DEYdDqcLh9N1livVr8ZanmfjdDqQZRmPR8HtbjxxS5K3TD0e+Zxqid577x0iI6N4+OHHT/kcnTp1BajaN2bMlRiNRkaOHMNbb73OoUMZLF68nM6du7J06a+8/vp/2LNnN0ajkREjxvDssy9iNHorECoqKnjhhaf5448V5ObmEB7ejIEDL+fpp58jKCgYON70+fHHH/Lxx96pxd5++32uu24ipcWVuFwyxYUVhIQeX9dUlqv/H+h0BtRqNQ6Hs2r7sSbMn36az7///SS7du1g6tSnGDlydLWm0tPdf8KEG/j++2/56qvP2b9/H4oC7dq15+mnn6dr1+5V9z6xqXTt2tVcffVV/Pjj/5g9+yt++20xISEmbr/9Th588Nz76NcqcVMUhVdeeYVvvvkGt9uNJEm0bNmSqKgoKisrGTRoEA8++GCN+rktWLCAkJAQ+vXrV7Vt//79fPrpp7z//vsMGjQIgEsuuQS3281bb73FhAkTCKjFBLO+/oXzeOQG/SVWFAVnQT4AqtBmjeoN5Rh3fhoAqmbJFJaX8Nbmj6hwVdJcG4W+xDsaNrmdt8m9PspTVhRmLz3A8i3ZAIzqm8TofsnIsoIsXzj9KBv6tXmhaSzlqSgK2YdK2bgm83jCplHRrmsMnXvGV9WwNYZYz6SxlOe58nhO/d6gKApOuWGSY51KC0hH4zj78W63mw0b/mLEiNHnNbXWtm1byco6zJNP/pvg4BBiYuKYP/8X7rhjMhMn3sgTT0wjPz+fF154hrKyUj788HPAW8Pl8chMm/Y0YWHh5ORkM2PGa0yadD0//7wQgM8//4aJE6+lZ8/eVc2fSUkpqNUqQkwGSku8fd7KSm0EmwxHn9XbFx6guLiIN954FY1Gc1IfNZfLyd1338Zdd93Hv//9DCZT6EnPduL91WoV8fFJAGRlHWbcuIkkJSXjcjn56acfGT16OCtXriM19czTRE2Z8hDjxk3gyy9ns2jRfJ599inatm3P5Zef27RWtUrcPv74Y7788kvuuOMOevfuXa25MjAwkKFDh7JkyZLzTtzsdjvLli1j1KhR1apcDx48CHDSElpt27bF6XSSn59fq8TtQiNXVCDbbABomzXOhZ89Bd5aLXtoLO9t/wSzo4woYyTdC0PIVQ4RndyWQFP9xO72yHy8YA8b9hYgAdcPacngbnH1cm9BqA1FUcjJNLNxzSHysr0Jm1qjol2XaLr0TBDzrTUARVF4Y8tM0ssyG+T+KcFJPNr1nnM+vqSkBIfDQWxs9fc8RVHweDxVP6tUqmr9yszmUpYsWVl1nqIoPPvs/zFmzFjefPPdquMiIyOZOPFaHn30SVq3bkN4eDj//e+bVfvdbjcJCUmMHDmUtLQDpKa2oEOHTuj1epo1a0b37j2qxaXRqgkx+WEu8Y42tZZ5W0Q+++xjPvvs46rjDAYD7777ASkpqdXOd7lcTJv2NGPGHJ9O6vDh6v9XJ95fo1FVfaGYMmVq1XGyLNO//yC2bt3Md999y7///cyZipqRI0dXNUX37z+AJUt+43//+6V+ErcffviBMWPG8Oijj1JaWnrS/latWrFq1arzvu7vv/9OZWUlI0eOrLY9NjYW8K7YEB0dXbV9165dSJJETCMfOVnfnAUFAGhMJlS6xvfGLVeUolSacUsSX+Sv5UhFPilmDa0O28gt8Y4M6tD3qnqJxe50897Pu9idUYJaJXH7iLb0bBtZL/cWhJqyltlJ319E2t4C8nO9gw7Uaom2XWLo0iseo5hnsIE1zkELZ3Li6OIFC+Zx2203V/1866138Morr1f93LZt+2rJXlraQbKyDvPCC69U1XwB9O7dD5VKxbZtW2jd2lv5MmfObGbNeo/09DQqKyuqXeNstVYAWp2GIJMBS6l3UXpZVhg16mruv/8hAEpLS/nppx+47747CQoKZsCAQdXOr8lI0WP27/+bl156jo0b11NUVFgt9rMZMGBw1b+9LZWtyM3NOed71ypxO3LkCF26dDntfoPBcNKEuudi/vz5xMTE0K1bt2rb27dvT/v27XnmmWcoLi4mISGBHTt28OGHH3LNNddgMDStDq11zVXobSbVNoto4EhOzVOYjgz8GBfJgbIMoqwq4g6VU4H3NZPQqhumCN937DyRtdLJjB92kHHEgl6r5r6x7WmfLJaxEhqn0qIK0vcXkbG/iMK84++vKrVE207RdOmdQIBYlLvBSZLEo13vadCm0vOZ4zI0NBS9Xn9SAnHppf1ZsmQlADfdNOGk85qd0JpTXOwdEDd58vWnvM+x6y9cOJ/777+Lm266hWnTnsJkCiU/P5/Jk6/H4XCcc9x6/fFF6RVFITjYROfOXav2DxgwiJ07d/DSS89VS9z8/f1r3EJXXm5l3LgxhIWF8/zz04mLS8DPT88jjzyAw3H2vtDBwcHVftbpdJSVmc/5/rVK3MLCwjhy5PTzk5xYM3YuysrKWL16NZMmTTrpRadWq5k1axZvvfUWH3zwAcXFxURFRXH77bdzxx131OgZLmSuozVujTVxkwsy+C3MyDa9jMEJbbI8eICUDn1IbtejXpK2Eoud17/fxpHiSox+Gh4e14nUmOCznygI9URRFIryy0n/u4j0/UWYi48PopIkiI4LJrllOKmtm2EUCVujIkkSenXja+04FY1GQ48evVi9+g88Hk/VoELvHG4mwJtgnOjEz2mTyXvsyy+/Rrdu3U86PirKmxPMn/8z7dt35PXX36rat27dmhrF7mfQohztg+x2ylRWOKv6c0qSRIsWLfntt0UnRl6jewFs3LiB3Nwcvv56Du3bd6jabrVagLpv+atV4jZkyBC+++47xo4dW5W5HvtPXLNmDT///DO33XbbeV0zODiYXbt2nXZ/s2bNePHFF2se9EXEVXgscWuc/dtWlezmD5MRSVbomxeA01lMWHQSXQddi1pdP3OlfbJwL0eKKzEF6nlsfGdiwhvflCnCxUeWFfJyysg4mqyVW47XQKhUEnFJJpJbhZPUPKzRTukhND13330fN9wwjhkzXuOxx56s0TVatGhJTEwsmZmHuO22O097nM1mR6erPm3I3LlzTjpOq9WeUw2cwairyj/+uSi9oijs37+P0NCataKc6v52u7dW7Z+J7IYN6zl8OJNWrVrX6D7no1afjg8++CDr169n9OjRdO/eHUmS+Oijj3jrrbfYtm0bbdq04e677/ZVrMJ5chV62921EY2vxm1bwQ7macsBiUGlYThLctH5Gel91eR6S9rKbS72Hfb2zZwyoTPRYSJpExqOxyOTk2km42gzqK3yeBObRqsiISWUlFbNSEgJFQttC3ViyJArePDBR/nPf15i166djBkzlsjIKCyWMv76608KCvIJCAg84zUkSeL556dz9923UVlZyZAhw/D39yc7O4ulS3/j3/9+mtTUFvTvP5CpUx/j9df/Q/fuPVi2bAmrVq086XotW7Zi9epVrFz5OyEhISQkJJ42CVOpJMxlxWzfsRkAj2zjf/N/Yu/ePUyb9nSNyuSf9w8LCyU2Np5u3S7BaAxg6tTHeOCBR8jLO8Krr04nOrp++tnX6rc/MDCQOXPm8Omnn/Lbb7+h1+vZuHEjCQkJ3Hfffdx+++34+fn5KlbhPPxzKhBdI2sqTS87xOe7Z6NIEr1z7bgKcgGJXsNvwhh08pDsurIroxhFgdhmRpG0CbXicnlYs/Rg1aoENWEuqcTpOD56T++nIbF5GCktw4lPNl3UazMK9ef//u9ZevbsxaeffsSTTz6KxWIhJMREp06dmTHjPa6++tqzXmPUqKsJCgpmxozX+PHH7wFISEhg4MDLaXb082jSpFvJzDzEJ598wHvvvc3AgYOZNesThg8fXO1a06Y9wxNPPMKtt95Eebm1ah6101n863wW/zofAKMxgOTkFGbMeI+JE2+sUXmc7v6ffPIFzz77f0yaNJGUlOa89toM3nlnRo3ucb4kRSzyCXi/7ZaU+GaCWo1GhclkpLS0osHmIirfupnc995B0mhIefMd1I1k4EZ+RQGvb55JhbuSNhY7sZkqnB6Ztj2H0qHviFOeU1fl+dH83fy5O5/hPRO4buDpZ9S+kDSG1+aFRKNRodNq+PrD9VXzptWGv1FHcstwUlqFEx0f3OSWfqqtpvr6dLmcFBcfISwsGq22cTVd/3MKi4uFoihYSu04HG4kFYSE+qP1wRcfX5WlWq3iPMaNAN5JnouK8khNTfHNygngHUmSk+MdLRIbG0tYmBiV11Bkh4OC2d8CYBp6RaNI2mRrIeaSw7x3eCEV7kriFR3dsso47NETaIqgba8r6jceWWFnegkAHVPFa1WoGXNJJQu+30lpcSV6Pw19L29e42ZMg7+WiOjA8xoJKAjCySRJIijED/PRRenLSmyEhBnQXCBLFtY6cfvzzz/573//y969e6ttb9OmDVOmTKFPnz61vYVwnkoWLcBdUowmNIzQq0ae/YQ6JlsLKf7x33wUaaTYT0uY0811h4vZ7PKuQdtlwNh669d2TEaehXKbC4NeQ2qsGEUqnL+8HAuL5+7CXukiKNiPK8d1wBTmf/YTBUGoc5JKIthkwFxybFF6GyFh/hdELXatPi2XLl3KQw89RFhYGLfffjtJSUkAZGRkMG/ePO644w5mzJjBkCHnNhuwUHvO/DxKf1sMQLPxE1HpG356gIrNv/BFhD85flqMMtxS7keGW0HBQ3RSG6KT29Z7TDvTvHMNtUsORXMB/CIL9StjfxFL/7cXj1smOi6Y4de2Q+/n24W1BUGoHVVV8mbD45arat7+ufJDU1SrxG3GjBm0aNGCb7755qSJ7O6++24mTpwoErd6VvjdtyhuN/7t2hPQtdvZT6hjLnMOX1h3kWHU46fS8sAl96IuLKXwlw9RqdR0GXjN2S9SB3YcTdw6pohmUuH87Nycw5ql3tnRE5uHMvHWHlRUOi66fkSC0BQcX9e0EvfR5C041B+Vqul2SahV2pmVlVVtDrd/CggI4NprryU7O7s2txDOg6eykoqdOwCImHhjg/eVkRWZr7Z8wl6jHo0Cd3e6jRhDBFtX/gxAy64DCDTV/4jXsgonh/K8o/86pNTfKFahaVMUhXW/p1UlbW07RzNiXAd0ejE1hyA0ZmqNN3lTqSRcLhmL2UZTHpdZq8QtJSWFkpKS0+4vLi6uaj4V6p7r6Hpp6sBAdFFRDRqLoij8uPM7NlOOSlG4JflKWphS2L/1D8rNhej9A2nbq+brxNXGrnRvbVtiVCDBYi1H4Ry43TLL/reX7Ru8X0R7XJbEZcNaNPkmF0G4WGi0aoJNBiQJnA5P1RJZTVGt3nUef/xxvvvuO5YtW3bSvqVLl/L999/z5JM1m31ZOH+uoiIAtOENu1KCoij8fHAhfxRtA2C8HEbnlAEU5Waw+69fAdjnaotMw/QJ2p1xdDSpaCYVzoHd5mLB9zs4uLcQlUpi8IjWdOuT2OA12oIgnB+t7njy5rC7Kbc4mmTyVqs6/q+++gqTycQDDzxAREQECQkJABw+fJiCggKSkpL48ssv+fLLL6vOkSSJ999/v3ZRC6fkPlrjpg0Pb7AYZEVm9r65rDuyEYBRhVZ6D3mQotwM/vhpJh6XkyK5Gfsroli/N5/LOtXPTNP/VGzxLlcSH1GzBYaFi4fFbGfhDzsxF1ei06sZdnU74pJMDR2WIAg1pPvHovS2SheSSiKgia3xW6vEbf/+/QBVC8kfm8dNrVYTHR2Nw+GoOuYY8S217hxrKtU0UI2b2VHG93//wo6i3UgKjC2w0DuyM6V2F3/8NBO304FfaCLb8joAEiu25jRI4lZpdwPgL5YNEs6gMM/Koh92UVnhxBio56rr2hMmkn1BaPKOrWFqLXNQWe5EpZKa1Jq/tfrk+v33330Vh+ADx5tK67fGrdJlY+nhlazIWoNLdqFGYmKemfaVLsq7XcLqn97H7XQQEdecssgr8OR5+wll5lnJOGIhOTqoXuOtsHvXgDSK6RuE08hMK2bJL3twu2TCmhm58roOBAQ1rW/lgiCcnsFfhywrVFidlFscSJKEwb9pfCaInrUXEFdVU2n91Li5PC6WH17Fs3/+hyWZK3DJLpL9mnF3dgntKxxUtB7C6iXf43LaiYhrzqVX38WRUidA1dxpK7bm1Eus/1QhatyE0/B4ZPZsy2Xxj7twu2RiE0MYfUNnkbQJF41XX51OUlJ0Q4dRL/yNOvyN3mTNWmbHcfRLfWNXq0+u119/nQcffBCt9tRZakFBAU8//TSzZs2qzW2Ec6AoSr3VuMmKzMa8rcxP/41ShxmAKGMko6J6kbzyWySHC1fSJazbsQ2X006zo0mbRqsnt9i7HuywHvEs/DOTDXvymTCoOf71VPvlcntwHZ1vyygSt4uSoiiUWxyUldowl9goK62krMT7b2uZHVn2dlZu2T6SAcNbXhAzrQuCcDJJkjAG6pFl7yAki9lOsElq9FP81Cq6Tz75hJUrV/Kf//yHtm2rz34/b948pk+fjiyLSSnrg8diQXE6QZLQhNbNaElFUdhdvI95aYvJrcgDIEQfzFXJQ+kR1gbHvOnIjgqkZinstEq4HDZCIxO47GjS5pFl8ksqAbisUwzbDxaRXVjBul15XN49vk5iPtGx2jYJ8Gvkv5xCzSmKgq3SRVmJ7WiCVnk0SfP+8ZxhslyNVkWXnvF06ytGjgrChU6SJAKD9SiKgsPupqzUuzSWLxalryu1+uT68ssv+de//sW4ceO4++67ueeeezCbzTz99NMsX76cvn378tJLL/kqVuEMqgYmhJhQnaYGtDYOWQ7zy8FFHDCnA2DQGBiWOJD+cX3RqjTYfpuBbM5FMpooTL6MvN9/QqXW0HP4TWi03mamQrMdt0dBp1URFuzHgC6xfL1kPyu35TK4W1y9fEj+s5lUJT6UmzRFUbDbvG+0ltLjSdmxWjSnw3Pac1Uq7yLUwSYDIaH+BIcaqv5tDNSJhE3wCUVRvF+oG4Ck883r+IUXnmHZst/IzMwkKCiI3r378PzzLxMZeXyu0DFjrsRoNDJq1NW89tor5Ofn0bVrd1577S2aN29RddzMme/wyy8/kpaWhl6vo0uXbjz//HRSU48f88ADd7N9+1Zefvk1nnrqX6SnH6RVq9a8+uqbdOrUpdbPcyrHFqUvK7HhPLoovSnMH7Wmcda21ypx6969O//73//473//y8yZM1myZAkFBQU4nU6ee+45xo8f76s4hTNQZJmShfMB0EX7tm9CfmUh89N+ZWvhTgA0Kg0D4voyNHEgRq13QW33oa14Dm8HtRbp0tvYNv9rANr1voKg0Miqa+UWeZtJo0ONqCSJ3u2i+GFFGrlFFezPMtMqoe6nWag82odB9G9rGhRFwVbhqkrKyszVk7QzJWcAgUF6go8mZiEmg/fvUH8Cg/2a9JI3QuOnKApZr7yEPe1gg9zfr3kL4p+cVuvrFBUV8tBDjxEVFU1xcREzZ77D6NHDWbNmIxrN8ffRHTu2c+hQBk899RwAL7/8AuPHX826dZvRH10z+8iRHG699U7i4xOwWq188cUnXHXVEP78cwsm0/FVbAoK8pk27QkefPARgoKCePHF55g8+QY2bNh+2q5ZtSVJEkH/WJTe4XDjr2mcI01r/ellMBh48MEH2blzJzt37kSSJB555BGRtNWjork/ULFjO5JWS/jVvln7s8xhYdGhZazL3YCsyEhI9IzuxojkoZj8QqqOUxQFx7ajSWOHoWzavh6no5KQiDhadxtc7ZrHEreYcG/CZ9Br6Nk2klXbc1m5LbdeErfjNW5NY/TQxaKi3FHVrHnsj6XUTpnZhst55uTMGKgn2ORHsMm/6u+QUANBJgOaRvqNWbhIXAA1t2+9NbPq3x6Ph+7de9CpU2tWr/6DgQOPv8cXFhYwb94iUlKaA9C+fUf69OnGd999w6RJtwLwwguvVLtW//4Dads2lfnz53HzzbdU7SstLeWXXxbTunUbAPz9jVx99VVs3ryJXr1619mzqlQSIaH+OB3uRt3PrdaRrVixgqeeeorKykqeeOIJ1qxZw5tvvsmePXt45plnMJnEZJV1qWL3Lkp/WwxA5C234ZecUutrFlQW8uqmd7G5bQB0CG/DqJThxAScvIyW58g+5IJ0UGvJ948l+8BqJJWKHkOvR6Wu3kfg2MCEmHBj1baBXWJZtT2XTfsKmDi4BUF1PJdOcZl38l0xMKHhWcx20vYVcHBvIUX55Wc8NjDYj2CTH0EmA8Eh3mbNYJOBoBA/NI24L4pw8ZIkifgnpzX5ptLly5fw+uuv8vff+7BaLVXb09MPVkvcWrduW5W0AaSkpNKuXQe2bNlUlbht2rSBV155iZ07t1FaWlp1bNoJtZJRUdFVSRtAy5atAW+NXV1TqST8DI37i32tPr2mTp3KvHnz6Nq1K6+88grx8fHceuutzJ49m//+97+MGDGC5557jssvv9xX8QonKN+8CYCgSy8jqEevWl9PVmS+3TcXm9tGjDGK8a2upnlI8mmPd25dAICS0oetaxYC0OaSIZgi4k46tqrGLex44pYYFUhydBAZRyys2XmEK3sl1voZTqfEYueX1d4+ei3jQ+rsPsLpVVgdpO0r5ODeAvJzrVXbJelYcnY0ITP9IzkL9mu0fU0E4UwkSULSN92pZLZu3cxNN03giiuu4sEHHyU8PBxJkhg+fDB2u6PaseGnmIaqWbNm5Od7B7JlZ2cxbtzVdO7chddee4vIyGh0Oi3XX38dDoe92nnBwcHVftbpvImUw1H9nherWiVuixcv5vHHH+eWW26pltlPnDiRfv36MW3aNB544AH27t1b60CFU6v8ex8AAbXotLm/9CDFdjO9orrxZ+5GDpjT0am03NVxMuGG0NOe5ynMwJOzGxk1u8uc2CutBIVF0bbn0JOOlRWFvGLviNJ/1rjx/+3dd3hUVfrA8e+UTPqkJxBICAkklBASakIV7DRBV7AhirtrRUX9rbq76K7urr0X1t7WBqgoVQRUEJDeOymQQCCkTvq0+/tjyMCQhEySITOB9/M8PDp3zj33zCEkb055D3BJWjTZ+QZ+2XqUqwbHnpdNA1arwnsL9lBZY6ZLh8DzGiAKR9VVJrL224K1Y0fKHN6Ljg2me68IuiZGtJvkl0JcLBYvXoher+f99z9Brbb98pSbe6TBsoWnNsid6eTJkyQn9wFg5crlVFZW8NFH/yMoKBgAs9lMaWlJvfvEubUqcPv2229JSEho8L2YmBg+++wzPvvss9Y8QpyDubQE04njoFLhm5jYojoUReGNbe9jVayU1RpYfuQXAMbHX3nOoA1so20FZi17lWAqs3YDKgZefiMabf0fwEVlNRjNVrQaFeHBPg7vDeoZxdcrDlFYVsOe7GKSz8Ph74t+P8z+3FK8vTTcNaG3PQGwOD9qa8xkHyjk0N4C8nJKOPMc5w6d9CT0jCChRwT+Ae13NEKIC11NTTVarZfDwMw338xpsOy+fXvIysokPt4WE2RlZbJ790772rWammpUKhXaM34+fP/9t5jN5vP4CS5MrQrcGgvazjR16tTWPEKcQ91om3dsFzR+/k2UblhxTSlWxZbTakHWUgC6BMZwScywc95Xkr2TrXv3ctLiBxjx8QskbdR1hEc3PK1aN03aIdQPjdoxaPL20jCkTweWb8rj561HXR64HTpaxverswG45YpEokL9XFp/e6UoCuZz5DNrLqvFypGsEg7tLeBIVjFWy+loLTwqgG69IunWI4LAIJ9z1CKEcLe6QG3kyFG8887bPP74I4wZM55NmzYwd+5XDd4TERHJ1KlTePTRvwHw7LP/omPHaG644WYAhg0bCcADD9zDrbfezv79e5k9+0376JtwXrMDt3/84x9cd9119OljG/40mUz89NNPpKenExrqOEKzdu1a/vvf//Lpp5+6prXCQdU+2xS0X48eLa7jWGW+w2u1Ss3NPf+AWtX4iNTxnL2smv8+iqJFpYKk/pfSa/AVeHn7Nv6cBjYmnOmS1E4s35THtkOFFBtqCNW75od7VY2Zd3/YjVVRSO8VxZDk+hssLkY5h4pYuWgfleXnb+F0SLgf3XtGktAzgmAJloVoF2pqavD2tm0Su+yyK5k16yk++OAdvvrqcwYOHMznn88hPb1fvftSUvoybtw1PPXUE/Y8bi+88Ko9FUivXr15/fXZvPDCM9xyyxJ69+7DBx98yh//OK1NP9+FoNmB21dffUX//v3tgVtFRQUPP/wwH374IRkZjtt0CwsL2bhxo2taKuqp3r8fAN+klgdu+RUnAPDX+mG0mhjb9XI6BTSeC85UW82GHz9HURTCNWb6j72D4G79m3xOQxsTzhQd7k9STDD7c0tZtf0YE4e3fnesoih8+uM+CstqCA/yYeqVSRd9YlWz2cKP83ez/tQIpKvpg31sI2s9IwmLaNkosBDCfbKyMuncOdb+esaMB5kx40GHMgUFBhpy4423cOONtzRa9+TJNzJ58o0O1zZv3uXw+o036h+RGRQU3OgzL0YuyYmgnLmARbQJU3ExpoITtvVt3ZNaXM/RUyNul8aO4Mq40U2W3776B6orDfipLAyM74LeiaANIL+RjQlnGtWvkz1wGz80rt6UanOYzBaWb85jw94C1CoVd07oja8H5+VpCyWFlSxfsM+eeqNP/04MHB7n0kS0Wi/1RR8cC9Ee7dy5g3XrfmP58h/5v/973N3NEedwcf8ka8eq69a3dYlD49v4FGVT8ittI24N5Wg7W0HuQTJ3rAGgj3cNfv3GO/UMRVFOn5pwjsCtX2IEgX5elFYY2XawiP5J9beXN/WcnOPl/LYznw17TtiT7U4c3pWETkFN3H3hUhSFvdvzWbM8E7PZip+/jtHjkojpeu7NJ0KIi8eDD95LaWkJd911H/fe+4C7myPOQQK3dqpq/6n1ba2YJrVYLRyvLAAg2v/cgZvZZGTjsi8BiNEaiYjugia65znvqVNSXkuN0YJapSIqpPEgU6tRMzwlmsW/H+aXbUedDtxKK2pZt/s4a3YetweIACGB3oxK63RRp/6oqTbxy5IDZB8oBCCmawh/uLU/ZovFpRsThBDt24oVq1t87/z5i13YEtEUCdzaqep9thE3vx7OBU8NKaguxKJY8NboHI6xasjudUuoKCvER6XQw7sGXeo4p6fE6jYmRIX6NpmGY2RqNEt+P8zu7GIKSqqIDDn3ovY1O/P5aPE+rKem6720avonRjA0pSM9Y0Mu6vMoLRYr3322ldLiatRqFYNHdqX/kFgC9T6UlFQ2XYEQQgiP06LAbf78+Wzfvh2wZTJWqVR8/vnnrFixwqFcdvb5WQB9sTOeOIGp8CRoNPh2797ieo5V2Na3Rft3OOcu0sqyIg5s/QWA3t7VeIdGo+2S6vxzCk+tb2tkY8KZIoJ9SY4PY2dWEb9uO8b1o7o1WrakvJb//XQAq6IQH61neEpHBvaIkgPkT1EUWz41gMBgH7r3ipT1Z0II0c616CfcmjVrWLNmjcO15cuXN1hWflC4XuWuHQD4dk9E7dPy9W3HKmxHkXRsYpp055pFWC0Wwr0gUmM+Ndrm/MYBZ9a3nemStGh2ZhWxekc+E4fHN3pQ+JfLD1BrtJAQrefxqf3Py4kL7ZlWq2b8DSks/HonZcXVfPe/bUy8uS8hIbLbUwgh2qtmB277Tk3RCfep3GkL3PxPHSXSUsec2JhQfCKXw/ts56EmaStQ68PRJgxu1nPy7TncnMvllZIQRkigNyXltWzeX8CwvtH1yuzMKmLT/pOoVSqmXpkkQVsjwiIDmDQ11Ra8lVQz7+Mt3PznwfgGyPFSQgjRHrXpuT9VVVW8+eab5OXlteVjLyhWo9G+o9S/T0qr6jpzqrQhiqKwfdX3tjI+KoI0VnR9x6BSa5x+xpk7Sp2ZKgXQqNWMPBWs/bL1aL33jSYL/1tmy2F32YDOxEYFOt2ei5E+2JeJt6QSHhVAdZWJT2evIze72N3NEkII0QJtHri99dZb5ObmtuVjLyjV+/ehmExoQ0LRRXdq1r1ltQb+s+EV5hz4nmpzNYU1th/ejY24Ze5cS0HuAdRqNYlqAypfPV6J5z4K62yGKhOVNWZU2I67ctbwvtGoVSoO5JWRV1Dh8N7CdYc5WVpDSKA31wxr+Igt4cjPX8c1N/Wlc1wwxloLP3y1g8x99Q+FFkII4dna/KRtSdbbOvZp0j4pzV4/+Nux9RytyOfXvDW8vvVdAAK9AgjUBTiUs5hNbPzpKzYv/xqAeH8NfmoFrz5XodLqmvXMutG2iGBfdF7Oj9SFBHqT1j0cgJVbTo/Q5hdVsuT3wwDceGn3iz6pbnPovLVMuKEvPVM6YrUoLJu/h11bjrm7WUIIDzJjxl2MGNHwcpi///1R+vdPtr/etGkDN9xwLb17dyM2NpL+/ZOZPn0qmzc3fGLS3/72FyIj9bz00nPnpe0XizYP3ITzFEWhYsc22w7SUyp37QTAv0/z1rcpisKG41vsr4+U26Ygzx5tqyovYcXXr5K1cy2golevNLpbi0Dnh67XqGZ/Bvs0qZMbE850SZptRHHNznxqas0oisJnP+7HYlXoEx/W7AS9AjRaNddN7Uef/rap6NXLDrJxdY78QiWEaJb1639nwoSr0Gq1vPDCq3z++Vzuv/8hqqoq2bp1c73yFouF+fO/BeDbb+e2dXMvKDJc4cGq9+3l2OuvovL2JurmW/FJ6GY75kqjwa9nr2bVlW04TGF1ETqNjum9b+Kj3V9QazHWC9zWL/2ckhO56Hz8SR9zK/qtc7CqQNf7UlS65u9grcvh1tHJjQln6hkXQmSwLwWl1fy69Shmo4l9R0rx0qq5+YpE2bHcQmq1ipFXJeLt48WmNYfZtOYw1VUmhl3e7aLOeyeEcN7HH79PTEwsn3zyJRqNbTZl+PCRTJs2Hau1fnLvVat+4eTJAkaMGMWqVT+zY8c2UlJS27jVFwaPCtymTp3Khg0bGnzv5ZdfZuzYsQAYDAZef/11li5dSllZGVFRUdx0001Mnz69LZt73lUfPACAUlvL8Q/fw6uDLchqSRqQ9adG21IjkukT3ouZ/e5mzbENjOp8es1aRWkhBbkHABWX3TgT38qTVJ/MBo0Or+TLW/QZ8pu5MeFMapWKS9I6MefnQ8xbeYCqUznJxg2JIzK45WlQhC1Nz8Dhcfj6e7F62SF2bz1GdZWRy8b3RNNI+hUhhKhTVlZKeHiEPWg7k7qBc6a//XYuAQGBvPHGbAYM6MO8eXMkcGshjwrcnnzySSoqHBeif/LJJyxbtoyMjAzAtsFh6tSpaDQa/vrXvxIWFkZOTk69+y4ENYdzAPCJT6AmOwvTcVveteamATFZzWw5YUuYPLiD7VD4mMBO3JA0yaFczh5b0NyhSxKBIZFUrfkIAK+eI1H76lv0GY45cbj8uQzt04FvV2Vy/FQ9HcP8uGpQbIvqEvUl9+uEzlvLigX7yNpfyDLrHq6+LrnpG4UQTVIUBbPJPUfLab3U53VWIiUllZdffp5nn32a666bQvfuiY2WrampYdGiBYwZM46OHaMZPfoy5s//hn/8418NBnni3DwqcOvWrX6W/IcffpihQ4cSGmo7EPvdd9+lsrKSH374AT8/2/Tb4MHNyyvWXtQFbhHXT0FRFI6/9w5mQxkBaf2bVc/uon1UmasJ0ulJDElosIyiWMk+FbjF9R6MpSATy7G9oNKgS7mqRe2vqDZhqDQCtoCrJQL9dAxLieaXrUdtOduuSMJLRoRcorK8lt3b8tmz7fQGheKTchSWEK6gKArz/7eN40cNbnl+h856Jt6cet7qv+++B9i8eSMvv/wCL7/8AiEhIYwadRm33XYH6elDHMouW7aEiopyrr32egCuvfZ6fvxxCWvWrGb48JHnrY0XKo8K3M62ZcsW8vLyePDBB+3X5s2bx80332wP2i5U5rJSLKWloFLhHROL2seHuH8/i7WqCm1wcLPq2pBvWyg6sENao0dbFeQeospQjJe3L50S+mBcORsAbfchqAPCWvQZ6jYmhOm98dG1/Ett2tVJTLykGxaTmZAA7xbXI2w/TA5nFbHm50yy9p3EarVtSvAL0NE7tSO90uonOxZCtNAFvGQ0ICCQuXO/Z8uWTfz0049s2PA7CxbM57vv5vHSS69zyy3T7GW/+WYu4eERjBxp2+B25ZVj8PcP4Jtv5kjg1gIuDdzKy8vx8/NrcM4bIDQ0lBUrVhAR4dxuwIULF+Ln58ell14KQF5eHidPniQkJIS77rqL3377DT8/P6644goef/xx/P1bd5RPY0crNZfm1EHqmiYOVD+X6twjAOg6dkQXcCpI1fqAn0+z6qkwVrKryJawd0inAY1+xpw96wGI69kfr6pCqg9vBVT49R/X4jVPRYYaAMKDfFvVtxqNmoSwQAyGaiwW90w7tHcmo4X9u06wc/NRCk+cXlYQHRNEysDOxCeFt+rr9WLlin/r4rT22p9Wa/0ITaVSMfHmVLdOldZtNlKpbGcXO3WfVovFYmnwPYvFglbrGDb06zeAfv0GAHD4cA4TJ47h6aefsAduZWWlrFixjOuvv4GKinL7faNGXcqiRQt47rmX8fb2/F/I62adm9OX50urA7edO3fy6quvsmnTJkwmEx988AEZGRkUFxfzt7/9jdtuu80+lalWq+nUybmksWazmSVLljB69Gj76FphYSEAzz33HFdccQXvvfceOTk5vPTSS1RVVfHyyy+3+HOo1SqXn+Go17d8AX35CVu6jqDE7q1q18ZDm7AoFroEdyY5tuED22trqsg7aFsD1zfjEqxbFwLg3yOd8PjGD3lvSs8EWx62nBPl+Pp549PKnGut6c+LVXFhJZvWHmbbhlxqqk2A7Rt6Sv/ODBgaR4folq1dFI7ka9O12lt/1tRoKCxUo9Go6v2S6tWM/JXnS3MC4YiICAoKChr8ZfvEieNEREQ2+ot4QkI811wzibfffoPi4pNERkaxaNEPGI1GPv/8Uz7//NN696xcuYzx469x/sO4mSf8UtGqn6Rbtmxh2rRpREVFMWHCBObOPZ2bJTQ0lIqKCr7++usWrUFbs2YNxcXFjBs3zn6tbotx165dee45WwK/jIwMtFotf//735k5cyYxMTEt+ixWq4LBUNWie8+m0ajR631bNUJUste2o1Qd3ZmSkpavO1pxaB0AAyPTGq3n0Pa1mE1G9GEd0FjVlO/+zfbsPle36tlh/l5EBPtysrSaXzcdYVCvqBbV44r+vJgoisLhzGJ2bMrj8KHTR1vpg31IHRTD4OFdMZktWCzWVv39CvnadLX22p9GYy1WqxWLRcFs9px2q1S2PrVYrE6PEqWnD+HVV19i9erVZGQMtV8vLzfw22+ruPXW6ZjNVgoKCoiMjKx3/6FDB/H29sbfX4/ZbGXevDnExnbhtdferlf2z3++nTlzvubqq8e3+DO2lZb0ZWM0GjWt2TfSqsDtlVdeISEhgTlz5lBRUeEQuIFt08B3333XoroXLlxIcHAww4adTlcRFBRkr/dM6enpABw8eLDFgRvg8n9wFou1xXVW52QDoIvp0uI6DpVmk112GLVKTb+Ivo3Wc2jHWgDieg2iZutiUKxoOidDSGyr+qSorIaqGtsoT2lFbav7tzX9eTGorTGzb8dxdm89RllJtf16bHwoyf2jiY0PxctLg6+fjpqSSulLF5KvTddqb/1psXhmAuu6AKM5gcYll1xKevoQbr/9Zh5++FF69OjF8eP5vPnma2g0Gv70p7sAePjhGZjNZsaNu4b4+ATKyw0sWPA9y5Yt5c4778Hb25v8/GOsXfsbM2f+H0OHDq/3rGuvvZ6PP34fg6EMvT7IFR/5vGlJX54vrQrcdu7cyUMPPYROp2tw23FUVJR9erM5ampqWL58ORMmTMDLy8t+PSYmBp2u8SOXamtrm/0sT2QuddyY0FJLspcDkNFxIEHeDU+JlRXmU5Sfg0qtpkvXJEzffwWALnVcg+WdZbZY+e/3u6isMdO1YyDDU2TR+/lSVFDBri3HOLD7hH09jc5bQ4+UDiT360RQSPuadhJCuI9areaLL+by3HP/ZvbsNzl+PB+9Xs+wYSP56KPPiIqy5RO9/fY/MWfOl7z66osUFJzA19eXuLiuvPrqW0yZchMA3333DVarlcmTb2zwWVOm3MQ777zFwoU/cNNNU9vsM7Z3rQrctFptgxmS65w4caJFuz9XrlxJVVUV48c7Dp/qdDqGDh3KunXrHK6vXWsbMerdu3ezn+WJ6tKA6Dp0RO3TvM0IdTJLc9hXchC1Ss2VXRo/qiprl60vo+OT0WSuw2Ixo47qhqZjUoueW2feL5lkHjPg663lrmuSJYWHi1ksVnIOFrFz81Hyc8vs10Mj/OnTP5ruvaLw0rl/bY0Qov0JCAjk6aef5emnn220zOjRlzF69GXnrOeee2Zwzz0zGn0/ObkPBQXuSZfSnrUqcOvbty8//vgjt912W733qqqq+Pbbbxk4cGCz612wYAHR0dH0718/X9l9993HDTfcwMMPP8ykSZM4fPgwL730EuPHjyc29sJIzFp7KnDz7tKlxXUszv4JgIyOAwjzDW2wjMVsImeP7TDg+KQ0jGvfsz03dVyrEjduPXCSZRtzAZg+picRcsqBy1RVGNmzPZ89W49RWWHLkadSQXxSBMn9oukYEyRHgQkhxAWsVYHb/fffzy233MKf//xn+3FU+/fvJy8vjw8++IDi4mLuueeeZtVZVlbG6tWrmTZtWoM/gJKTk3nvvfd48cUXufvuuwkKCmLKlCnMnDmzNR/Fo9hPTIjr2qL7s8rOHG0b3Wi5o5k7MdZU4hsQRGhFHiZTDerQGDSxfVv0XIDC0mo+WLQXgMsHxFy0B8Hn5ZSwc9NRunQLpWffjk4HU8eOlLJl3RFMpvrb8RWrwsnjFfbca75+XvQ6lXstINDzt9MLIYRovVaPuL377rv84x//4NFHHwXg2WdtQ6uxsbG8++679OjRo1l1BgUFsWvXrnOWycjI4JtvvmlZoz2coijUnNqY4NMlrkV1bDqxDYCBUWmNjrbB6WnSrj0HYt5tG6HTpY5t8YiN2WJl9ve7qao107WjnutHNXxKw4WssryWtSszObT3JAA5h4o4sLuAS65OJDj03MsG9mw7xuplh+yBWWOiOulJ7hdNQlKEnCsqhBAXmWYFbhUVFfj6+jok2M3IyODHH39k79695OTkoCgKMTExJCcny5RNC5iLi7GUlYFajXdsy6ZKD5XaAr/k8J6NlqksK+LE4f2Ais7eVpSaclSBEWjjmz+1XWfOz4fIzjfg563l7om90XpAvpu2YrUq7Nx0lI2/5WAyWlCpoGtiOEeyisnPLWPOh5sZOKwLfQfF2JNinnnv2hWZ7Nxsy93XrWcECT3qb7MHCArxISwy4Lx/HiGEEJ6pWYHbwIEDef755+2bBh5//HFuuOEG+vbtS8+ePenZs/FAQTinJjsTAO/OMahbkE262lzNsQrbYfQJQXENlik+cYRNP9l2j0bFdsfr4CoUTo22qVu2oD3zaBnLN+UBcMe4noQHXTzr2vLzylj940GKTp3zGRkdyIgruhPRIRBDaTW/Lj1IXk4Jv/+SzaG9Jxk1JonwKFvwVVtjYtn8PeTllAIwaEQc/TJi5ZceIYQQDWpW4Obl5YXRaLS//u677xgyZAh9+7Z8TZRwVJOVBYBP1/gW3Z9VdhgFhXDfsHopQEy11excs4hD21ejKApe3r706NQJZecmVH7BeCUObaTWpv2y1TZalNG7A2ndL451bdVVRn7/OZt9O22BsrePlvRL4unZt4M98NIH+zJuSh/27zzBmhWZFJ6o4JtPtpCaHkO3HhH8+N0eykqq0XqpuXRcT+KTwt35kYQQQni4ZgVu8fHxzJ07l06dOhEYGAjA0aNH2b179znvu1DSdLSFmuxTgVt8ywK3umnSbkGOGxsKj2WzdsGHVFfaUkfE9uhP6vCJWBY/YxttS7kSlcbr7OqcUl1rZuP+AgBGpTl3pFl7ZrFY2bstnw2rc6itMQPQI6UD6ZfE4+tXvw9VKhU9UjoQGx/K6p8OkrW/kC1rj7Blre082gC9N1dfl2wfhRNCCCEa06zA7aGHHmLmzJncfvvtgO0H0muvvcZrr73WYHlFUVCpVOzdu7f1Lb0IKGbz6R2lXVu2sD+z1HZ/QvDpwM1iNvH7kk+priwjIDiC/pdOpkOXJExZGzCXHQdvf7x6XNLidq/fewKjyUrHMD8SOl24Z18qikLOoSJ+/zmL0mLbyQRhkf6MuLI7HTo1nfXbL0DHlZN6k7nvJKt/Okh1pYkOnfRceW1v/PwbTywthBBC1GlW4DZixAhWrFjBzp07KSoq4rHHHmPy5MmkpaWdr/ZdVGqPHUUxGlH7+qLr0KHZ95usZg6X2/KnJQTH2a/v27SSyrIifAOCuOKW/8NL54OiKBi3LgJA1/syVLqWr0lbvT0fgOEp0Rfs2qyTx8tZuzKTY0dsI5Y+vl4MHN6FXqnR9TYbNCWhRwSd40I4frSMzl1CZGeoEEIIpzU7HUhwcDDDh9vOHPvmm2+4+uqrycjIcHnDLkY1WbaNCT5x8ajUzf9hvrVgB2armUCvACJ9bWulKg3F7N2wDIC+IybipbOdxGDJ3Ym16DBovdElX97iNucVVJCdb0CjVjEkufnBpqerMNSw/tccDuw+AYBGoyJlYGfS0mPx9ml5Nh1vHy1dEsJc1UwhhBAXiVblcfvss89c1Q7BGRsTEpq/vi3HcIQv9s0DICN6oH3ka9uv87GYTUR0SiA2qR9gm/Kr3fQtAF69RqHyafnaqlU7jgGQ2i0c/QU03WesNbP191y2b8zDcuqw6+69Ixk8oiuBQS07hkwIIdqLpUsX88EH77B9+1YqKyvp2DGakSNHc88995GQ0N3dzQOgrKyU7t1jef312dxww83ubk6baVbgNn/+fACuueYaVCqV/XVTJk6c2MxmXZzsGxOaub6tqLqY/+74GJPVTO+wHozregUAJ47sJ+/gNlQqFf1G/8EezJkPb8FamGMbbes7psXtNZmtrNtl21E5vG/HFtfjSUxGC3t35LNl7RGqq0wAdOwcxJBL44nseOGu3xNCiDpPP/0kb7zxCuPHT+Sll94gPDycnJxsvvjiM/70p9tZufI3dzfxotaswO2xxx5DpVIxZswYdDodjz32WJP3qFQqCdycYDUZMR63rRXziYtz+r4qUxVvb/+QcmMFnQI6Mr33TWjUGqwWC1t+tp0ukdB3OMERtt2eimLFuPE7AHR9rkDt2/JgZOvBk1TWmAkJ9Ca5a/ue9quuMrFz81F2bT5q3ykaFOJLxqh44rqHXbBr94QQ4kzLl//IG2+8wkMP/YXHHvu7/XpGxlBuvPEWli1b4sbWCWhm4LZixQoAdDqdw+vGVFZWUlFR0cKmXVzMRcWgKKi8vdHom96hCLbNCO/s/ITjVQUEewdxd8rt+Ght03gHt63CUHQcb19/+gw5PapmztqItSQPdL7oUq5qVZtXb7dNkw7t07HZC/Q9haG0mu0b8ti34zjmU1Oi+mAfUgfH0COlA5qL6PQHIYSYPftNIiIiefjhRxt8/4orrgbg7bffYP78eWRmZuLtrSMtrT9PPfUfh2nUGTPuYvv2rTzzzIvMmvU4WVmHSErqwfPPv0Lfvqc3NTpTF8Bnn33Mq6++SGHhSQYMGMSsWf+s176vv/6Czz77mAMH9qEo0Lt3Mk888RT9+g1wRfd4hGYFbp06dTrn67PNnj2bN954gz179jS/ZRcZU1EhAF5hzo/uLMpaxqHSbHw0PtzTdzohPsFYrRYOblvFzjW2HaN9ho1H52M7I1OxWjBuOjXalnIVKm//Frf3yIly9uSUADAspf1NkxaeqGDr+lwy9xagnDoaNKJDAGnpsXRNDG+3gagQwnMoioLFbGy64Hmg0eqaPVNgNpvZsOF3xo6dgJfXufN65ucfZfr0PxMTE0t5eTmffPIBY8dezrp1WwgJOX1GdkHBCf76179w//0z0ev1/Otf/+S2225mw4bt9mc4U9eyZUt4+OH7ueGGm5k48Tp27NjGH/84rV67cnOPMHnyjcTFdcVkMvLtt/O45pqr+eWXtR6zNq+1WrU5wRmKcu4Ds4WNuagIAG2o85nzdxTaAuIpSRPpFNCRk0ez2LxiDmWFtpGwDl16EJ+cfvoZh37HWnYclXcAuuQrWtzWWqOFd37YjQL0T4wgMrh9HG+lKApHD5eybX0uudkl9usxXUNIHRxDpy7BMiUqhHAJRVFY8fWrFB3Ldsvzw6PjGT3lgWbdU1xcTG1tLZ07xzRZ9umnn7X/v8ViYeTIUfTqlcCCBd9z6623298rKSlh/vwl9OhhOxLTz8+fSZPGsnnzJtLTM5yu65VXXiA9fQivvz4bgNGjL6OmpoaXX37eoV2PPHJ6CZfVamXkyNFs3bqZr776gr/97clm9YenOu+Bm3COfcQt3LnArdxYwYkq22kFPUO7s/Gnr8jauRYAnY8fKcMmEN8nHZXKNtWnWM3Ubp5ve0bfMa3K2/bligPkF1URFKBj6lVJLa6nrdQlzt285ggnj5cDoFLZ8qmlDo4hokOgm1sohLgQqWifvwg68wvspk0bePbZf7Nz5zZKSk7/IpyZecihXIcOHe1BG0BiYg/ANsrmbF0Wi4Xt27fxxBNPOdQ9fvzEeoHbgQP7+fe//8nGjespLDzZaLvaMwncPMSZU6XOyCo7DEAH/yjK847Yg7b45AxSho/H29cxxYdp/28o5SdR+erR9b60xe3csPcEq7bnowL+PK4Xej/PTgFy9HAJ63/N5sQxW8Cm1arpkdKBvoM6o28nI4VCiPZHpVIxesoD7WqqNDQ0FB8fH/Lycs9ZLi8vl8mTJ5GamsaLL75GVFRHdDovbrrpempraxzKBgU5rtnW6WzTo7W1tU7XVVhYiNlsJjzc8RzsiIhIh9cVFeVMnjyRsLBwnnrqP3TuHIuPjzczZ86o1672TAI3D1E3VeoV5tyIW1ZZDgAJQXEUn7Cdedml5wAGXnFjvbKK2Yhxyw8A6NLGo/LyblEbC0ur+WTpfgDGZHShZ1xoE3e4T0F+Oet/zSbv1Do8rZeaPv070XdQZ3w9PNgUQlwYVCoV2hZ+v3UHrVbLwIHprF79K2azGa224RBh5crlVFZW8NFH/yMoKBiwrY8rLS1psPy5OFNXeHg4Wq3WYQQN4OTJAofXGzdu4Nixo/zvf3NITu5jv15ebgCim902T9XswK2pA+XPVFBQ0HQhAZwecdM6OeJmP5M0KI7S/VsACIlqeF2Cad+vKJXFqPxD8eoxssVt/OTH/VTXmknopOeaYV2bvsENSgorWb8qh+wDtv5Uq1X0Su1I/yFd8AuQgE0IIc7l7rvv5aabrueVV17g//7v8XrvL1/+IzU11bagVHt6A8P333+L2Wxu9vOcqUuj0ZCS0pfFixdy11332a8vWDD/rLpso2p1mS8ANmxYz5Ejh0lK6tHstnmqZgdu1113ndPDr3WHzItzU8xmzKfm9Z0ZcTNaTBwpzwNsZ5KuO7kAgJCIzg3UXYtxq+19Xdp4VNqWBS/VtWb25BQDcMfYXmg9LE1GeVkNG3/L4cCuE/ZdoonJUQwc1kWmRIUQwkmXXXYl9933IC+88AwHDuxn4sTrCAsL4/DhHL788n8YDAbefPMdAB544B5uvfV29u/fy+zZb9pHzJpj2LCRTtX14IP/x6233sD9999t31U6b97XDmX69x+Iv38Ajz32MDNmzOT48Xyef/4/dOx44Yy2QQsCt2eeeeZ8tOOiZi4pseVw02rR6JtOiHvYkItFsRCkCyQAb6oMtoCqLsnumUy7V6JUG1AFRuCVNLzFbcw8WoaiQESwDx1C/VpcT3NUVRrZsy0fs8mCt7cXtbUmrNb6u5Rrqkwc3FuA1WJ7r2tiOIOGxxEa0fJ0J0IIcbF64omnGDhwMB988C4PPngvVVW2I68uueRS7rlnBvHxCbz++mxeeOEZbrllCb179+GDDz5tMD1HU3r16u1UXVddNYYXXniVV199kfnzv6FfvwG8++5HXHXVaHuZyMhIPvjgE/7xj78zbdqNxMd348UXX+WNN15tbZd4FJUi+ToAsFisFBdXuqQurVZNSIg/JSWV9qSu51K1by95Lz6HV1QUXf/9XJPll+asZEHWUtIiUxivH8Qv897EPyiMcXc4bnVWjNVUfvl/KLUV+Iy8o1WB2ze/ZrJo3WGG9unAHWN7tbgeZxlKq1nw1Q4Mpc4vKO3UJZjBI7sSFS1HUzWmuV+b4tykP12rvfanyWSkqCifsLCOeHl51pIMrVbdrvrSk7mqLzUaNc2djDQaayksPE5CQrxsTvAEprqNCU7mcDtzY0JpgW3KtKHRNuOun1BqK1AFdUDbfUir2nggtxSAxM7BrarHGSWFlSz4egeV5UYCg3zo3isSHx8vamoaHnFTqaBzXAid40LOe9uEEEIId5LAzQOY6zYmhDe9McFsNTsEbsd2rQQgJNJxfZtSW4lxh+1MOe/+E1GpNS1un9FkITvfAEBibHCL63HGyePlLPx6BzXVZkLC/Rg/JYWgEN92+Vu4EEII4WoSuHkAc7ktKNI6sbBzw/GtVJtr0OsC6RTQkT0FtiSGZ4+4GXcsBWM16pDOaBMGtap92fkGzBaFoADdeT0l4VhuKUvm7cJYayGiQyDjpvTBx/fcx64IIYQQFxMJ3DyAtbIKAI3fuRfTWxUrPx3+GYBLY0egWCwYik8AjiNu1ppyjLt+AkA3YJL99ISW2n9qmjQppnlHQp08Xs6RrGKUBqY3z2a2WNm58Shms5XomCCu/kMyOm/58hRCCCHOJD8ZPYClyha4qf3PvVvzQEkmBdWF+Gv9GBadTllhPopixdvXH9+AYHs547bFYKpBHd4FbVy/VrfvYN36tpjgc5YDsFoVsg8UsmNTHsfzDM1+VpeEUK6Y2AutV8undoUQwh1kr584f05/bUng5gGsVbbdrBq/cwdumaW2w4p7hSXho/XmqH2atLN9JMxaVYpp9woAvAdc2+o8emaLlUNHT61vO8fGhJpqE3u357NryzEqDLajTNRqFXHdw/Dxc266MyjYlz4DOqHxsBxxQghxLhqN7RdNo7EWna79nJQg2o/a2lpUKvDy8pLAzRNY60bcfM8duNWdT5oQHAdAyUnbjtIzp0mNWxeCxYg6qhuamJRWt+3IiQpqTRb8fbREN5AXrbKilm3rc0/lW7NtHPDx86J3akd694vGP0C+iQkhLmxqtQZf3wAqKmyJ1HU6b49JPm+1qrBYZCTQFVzVlxaLqhnpQBRqa2spLy8lJCQYjUYjgZsnsNSNuPk3vsbNYrWQZbAFbvFBcQD1UoFYK4ow7f0FcM1oG5xOA9K9czDqM+qrKK9l2++57Nmej+XUTs+wSH9SBnSmW69ItFoZNRNCXDz0etvZzXXBm6dQq9VYrbIb3xVc1ZdqtQpw/uezSgUhIcF07NgRkKlSt1MU5fSI2zmmSo9W5GO0GPHV+tDRPwqr1UrpyWPA6RE345YFYDWj6dgDTXRPl7TvwFnr22przGxYlc3e7fn23zyiOukZMLQLMV1DPOa3TCGEaEsqlYqgoDACA0OwWJp/Zuf5oNGoCAryo6ysSkbdWsmVfRkU5NusJUFeXl726XiQwM3tFJMJ5dRhuupz7CrNNhwBoKu+C2qVGkPJCSxmIxqtFwEhkVgNBZj2rwZAN9A1o21WReFgXikASafyt/28eL/9APcOnfUMHBZHpy7N220qhBAXKrVajVrtGacnaLVqfHx8qK62SA7MVnJlX/r4+LRqLbcEbm5WtzEBlQq1d+PrwfIrbWk/OgfaDsutmyYNCo9GrVZTveV7UCxoOiej7ZDokrYdO1lJZY0Zby8NsVEBHD1cSvaBQlQqGHN9HxlhE0IIIdqYBG5uZjljmlSlbjwCP34qcOvgFwlAScHpjQmW0mOYD64FbGvbXKUuf1u3TnpUqFiz4hAAvdKiiY0PddlzhBBCCOEcWUHuZqeT7557R2ndiFtH/ygASk/aUoGERHbGuGk+KAraLmloIuNd1rYz17ft23GcooJKdN5aBg6Lc9kzhBBCCOE8CdzczFJtmyo91/q2CmMlFSZbuSj/SBRFsY+46XVemLM2ALZTElxFURR74BYfFcj6VbYccgOGdcHXybxsQgghhHAtCdzczFrZdPLdnFMbE0J9QvDW6KiuKKO2ugKVSoVv3mYAtPGD0ITFuqxdx4urKKs0otWoKDlcSk2VieBQX5L7RbvsGUIIIYRoHgnc3MxcYsv5ow0OabTML3lrAOgb3hs4PU0aGByBcngLALqUq1zarm2HbDtHe3TUs3uzLe3IkNEJcqqBEEII4UbyU9jNTMXFAGjDGl7sf6ziOHuLD6BCxSUxQ4HTGxOCfLzBYkId0gl1RFeXtmvbQVvgFl6rYLUqxHQNITZBNiQIIYQQ7uRRgdvUqVNJSkpq8M+iRYvqlV++fDlJSUmMGzfODa11DXNxEQDa0LAG3/859zcA+kb0JtzXVqYuFUhArS3o80oa5tK0HIYqI4eOlhEIVJ6sRKWCIZcmSOoPIYQQws08Kh3Ik08+SUVFhcO1Tz75hGXLlpGRkeFwvaamhv/85z+Eh4e3ZRNdzlRkC9y8QuuPZpUbK9hwwjYVOipmuP163RmlgVUF4KVG222IS9u0M7MIRYEEjRYsCr3TogkNb3zzhBBCCCHahkcFbt26dat37eGHH2bo0KGEnhXYvPPOO0RHR9O5c2d27drVVk10uXONuG06sQ2z1UxsYGcSTp1PaqytprLMdo9eY0UT0xe1X5BL27TtYCGRqPCyKHj7aBk4PM6l9QshhBCiZTxqqvRsW7ZsIS8vj/HjxztcP3LkCB999BF///vf3dQy17BUVWGtrgYaHnErrrFtXEgMOT1NWbcxwUcNOpWCV9Lweve1hslsYX9WMZ1PHYA7aERXfHwl/YcQQgjhCTxqxO1sCxcuxM/Pj0svvdTh+r///W+uueYaevTo4dLnabWuiWPrdl42tQPTbCgFQO3vjy6g/lRkldmWnFfvHWBvm6HQFrjpVSZUPoH4xKehcuFOz13ZRXQ0K2hQ0TEmiL4DO7l9bZuz/SmaJn3pWtKfriX96VrSn67jSX3psYGb2WxmyZIljB49Gr8zcpytXLmSrVu3snTpUpc+T61WERLi2nVcer3vOd8vzrSt5/ONjGjw2TWKbTQuKjjU/n5l6XFb3WorgX1GEBru2mnSrZu3E4wKVDDpxjRCQwNcWn9rNNWfwnnSl64l/ela0p+uJf3pOp7Qlx4buK1Zs4bi4mKHHaO1tbX85z//YcaMGfXWvLWW1apgMFS5pC6NRo1e74vBUI3FYm20XMlhW340VVAIJSWV9d+vMgCgNnvZ3z9+JAsAvcaC0jWjwfsafV5RFb5+Xo1OfVZV1FKWWYwGiOsThUanalb954uz/SmaJn3pWtKfriX96VrSn67jyr7U631bNXLnsYHbwoULCQ4OZtiwYfZrn3zyCWq1mrFjx2Iw2IIak8mE1WrFYDDg4+ODTqdr8TPNZtd+YVss1nPWaSy05UrThIQ2WK7caAuafNW+mM1WLGYTZUW2EbfgsA4Q3NnpNhefrGTuR5vx9tUyfkoKYZH1R9KW/LAXjQLVKhh1aTeX90drNdWfwnnSl64l/ela0p+uJf3pOp7Qlx4ZuNXU1LB8+XImTJiAl9fp0aGsrCwOHz5cLzUIwMCBA/nHP/7BjTfe2JZNbRVTceOpQAD7+aQBXrYgq6zoOIqi4IWCvteIZj1r55ajWK0K1ZUmvv9iO2Mn9yEqWm9//3BmEceySlBQ8I4JwsfbI780hBBCiIuaR/50XrlyJVVVVfV2k/7pT39i0iTHg9TfffddsrOzeeaZZ4iLi2vDVraeue7UhAZSgRgtJowWIwABOtv6tuLsnYAtDYhX9/rBa2OMtWYO7DphuzfYB0NpDQu+2sGYPyQTHRuMsdbMqh8PAnAChSv6dGj5hxJCCCHEeeORgduCBQuIjo6mf//+DtcTEhJISEhwuPbdd99x4sQJBg8e3JZNdInTI271AzeD0TYV7KXW4qPxBiB/3wYAQkLCUfsEOv2cA7tOYDZZCQnz49pb01j67W6OHi5l4ZydXDmpF7lZJVQYaqlB4RgKKQkNn+IghBBCCPdy/77Ws5SVlbF69WrGjBnj9jQU55NitZ4+YL6Bc0oLq22jcWE+oahUKmoqS8k/Feh16ev8NKmiKOzaatsE0btfNDpvLWOu70OXhFAsZitLv9nNzs22FCOHsZLYJYRAv5avExRCCCHE+eNxI25BQUHNOgnh2WefPY+tOX/MpaVgsYBajTYouN77J6ttQVq4ry2oy163EAUVei2E9bnE6efk55ZRUliF1ktNYu8owJav7spre7NiwT4y950EoMZXg6HawsQeka36XEIIIYQ4fzwucLtY1OYdAUAX1QGVRlPv/aJTI251B8vnHNgGQJeYeFTq+uUbs2uLbbQtsXcU3j6n/7o1GjWXTeiJPtiHE8fLWZhThEoF/RIjWvR5hBBCCHH+edxU6cWi9vBhALy7dGnw/dMjbmEUHdmLocaIGoWuGeMaLN+Qyopasg/YUo70Touu975arSL9knh0XYOxAEkxwej9ZZpUCCGE8FQSuLlJzeEcAHy6xDX4fuEZU6VZ6xcDEOXvjW+Hbk4/Y++2fKxWhQ6d9YRHNX4CwqZ9BQAMlGlSIYQQwqNJ4OYmNTnZAHg3ELgpimLfnBCi1ZN71DY617VH/3plG2OxWNmzLR9oeLStTmFpNdn55bZp0iQJ3IQQQghPJoGbG5jLSrGUloJKhU9s/anSSlMVNZYaAGoO7MBkBR+VlehBzk+THtxdQGWFER8/LxKSGl+3tuWAbXNCUkwwQTJNKoQQQng0CdzcoG6aVNehI2ofn3rvF9bYpkmDdHpyd64DICYiAo2vc7nbKgy1rFmRCUDfgZ3RaBv/az58ohyAnnGuPftVCCGEEK4ngZsbNLUxobDKFrhFqgIoKCsFIL7/ZU7VrSgKvyzZj7HWTGTHQFIHx5yz/LHCKgA6hfs7Vb8QQggh3EcCNzeoOWIL3Hxi4xp8v7DmVCqQfAOgItQLgpKcO+Jq99Z8crNL0GjVjB7XA7W68STGVkUhv8h2HqoEbkIIIYTnk8DNDYzHbCcVeMc0PBp2sroIFAXdcVsA1yUuEZW66b+qspJq1v1smyJNH9mVkDC/c5YvLKvBaLai1agJD64/ZSuEEEIIzyKBWxuzGo2YCmzpN3TRDe/2LKwuQl+poBitaFCIy5jgVN2rfjyA2WQlOjaYPgM6NVn+WKFttK1DqB8aJwJDIYQQQriX/LRuY8bj+aAoqP390eiDGixTWF1Mh2ILANGBfujCY5us11BaTV5OKQCjxiQ6dc5r/qnArVOETJMKIYQQ7YEEbm3MePTUNGl0pwaDK5PFREVVGRGltsCta+9BTtV7YLdtFK9zXDD6YF+n7qkbcYtuYkpVCCGEEJ5BArc2ZjxuS4rb2DTp0cp8wkrNaKzgr7YS1f/qJutUFIUDu04A2A+Sb0pVjZmdWbbdq50jGj9VQQghhBCeQwK3NmYqsp0d6hXe8CkF20/utk+TxkZ1RO3d9GhYQX45ZSXVaLVquiaGO9WOH9ZkY6gyERXqR5+EMCdbL4QQQgh3ksCtjZmLbKNc2rD6CW8VRWH34c0EVSqAQtdBVzpVZ91oW9fEcHTe2ibLHyusZMXmPABuuqw7Wo18GQghhBDtgfzEbmOmYlvg5hVWf2Qsv/IEXsds74d5qwmI79dkfRaLlUN7bcdWJSY3PU2qKApfLD+AxaqQ2i2cPvEy2iaEEEK0FxK4tSHFYsFcUgKANrR+wLTtxE6iSmzTpPEJvVGpmv7ryc0uoabahK+/F53jQposv+VAIXtyStBq1NxwWfdmfgIhhBBCuJMEbm3IXFYKVitoNGiD6qcCOXBgPd4mUKkUYgaPd6rOumnS7j0jz3lKAoDRZOHrlQcBuGpwDJFO7j4VQgghhGeQwK0N1a1v8woJrXcSQmF1Mdpjto0LnfR+eIV0bLK+2hozOYdsdTozTbp0/REKy2oI1XszNj2uma0XQgghhLs1vZJduEzd+jZtWP1p0q15mwkzWAFI7O3cuaSH9hZgMVsJCfMjPKrxlB5mi5Vftx1j0e+2M1Inj+qGt07T3OYLIYQQws0kcGtDlkpbwltNQP0gK2vXGoIV0HgphKde1mRdVZVG1v+aDUDP1I4NJvNVFIXth4qY8/MhjhdXAZCSEMbAHg2nIhFCCCGEZ5PArS2ZzQCotF4Ol8tqDWjzbZsW4sLCUPk0nRB3zfJD1NaYCY8MILlf/WS+J0ur+XjJPvYettUb6OfFxOHxjOjbcJAnhBBCCM8ngVsbUuyBm2O3bz26hYAaBUUFPdMubbKe7IOFHNp7EpUKLhmTiKaBPGwfLd7LviOlaDVqLh/YmbHpcfj5yF+3EEII0Z7JT/I21FjgtqNgG4bOWpJrzfh1H3zOOmprzKz+0bYzNHVwDBEdAuuVqag2sT+3FIAnpg2gc6QcaSWEEEJcCCRwa0MNBW5VpioOVh3DGq7lVlUCKq3unHVsXJ1DZYWRoBBfBgzt0mCZXdlFKAp0ivCXoE0IIYS4gEg6kDakWOoCt9M7Onee3I0ViKo1E919ZJN1HM607UzNGB2P1qvhnaE7TqUISZEzSIUQQogLigRubUgx205FOHNzwtbcdQAk14Imuuc57zebrZSX1QAQ1VHfYBmL1crOLFvg1jfBuQPnhRBCCNE+SODWhhSzCTg9VVprMbK34igAqeG9UKnPnVutrKQaRQGdtwZff68Gy2QeNVBZY8bfR0tCp4aDOyGEEEK0TxK4tSH7iJvGFqDtPrETs0oh1GQhtvuoJu8vLbLlYgsO82s0pcf2TNvpC33iw9Co5a9XCCGEuJDI5oQ2dPbmhG2H1wCQbNKgiYxv8v7SU0l0Q0L9ANuJCK/P20GAnxc3XZZIgK8XO06tgUvpJuvbhBBCiAuNBG5t6MypUpPVzO6qo6CC1Ig+TiXFPXPEDeDIiQp2ZRcDsP9IKX8YmcDRk5WoVSqSu0rgJoQQQlxoZC6tDSkW21QpWi378rdTo1IINFtISLrcqftLiqoBCD414naytPr0e+W1vLdwDwDdOukJ8G14DZwQQggh2i8J3NqQfapUo2Xb4d8ASLb4oA3u0PS9inJ6qjTMFzgduA1IimBo8uk6UrrJblIhhBDiQiRTpW2oLnBDq2Fn+TFQQ9+oPk7dW1VhxGS0oFKBPsQxcOscGcCEoV3pHR/K7qxiRqbWP7tUCCGEEO2fBG5tqC5wO1F2hEqtgq/FSo/EK5y6t+TU+jZ9sK/9bNK6wC0i2BbIpffqQHqvpkfvhBBCCNE+yVRpG6oL3A4V7QOgF354BYQ6dW/dNGndxgSoH7gJIYQQ4sImgVtbOnXkVaa5BIC0yBSnby09tTGhbn2b2WKl2FALSOAmhBBCXCwkcGtDiskWuJVrQWdV6OXkNCmcniqt21FaVFaDAui81Oj9ZAepEEIIcTHwqDVuU6dOZcOGDQ2+9/LLLzNy5Eg++ugjfv31V3JyctDpdKSkpDBz5kySkpLauLXNV3fIvEWtoqdfNN6+zh9JdXpHqWMqkIhgX6dywAkhhBCi/fOowO3JJ5+koqLC4donn3zCsmXLyMjI4NixY3z99ddcd911PPjgg9TW1vLhhx8yZcoUvvnmGxISEtzUcufUHXll0UC/hKaPuKpjMlqoODUtGnx24BYk06RCCCHExcKjArdu3brVu/bwww8zdOhQQkND8fHx4aeffsLX93Swkp6ezujRo/niiy+YNWtWWza32SwmI2A7q7R3WA+n76sbbfPx9cLnVGLdk6U1gKxvE0IIIS4mHr3GbcuWLeTl5TF+/HgA/Pz8HII2AH9/f2JjYykoKHBHE5vFbLKNmnUJicNX6+P0faXFp05MCDv92etG3CJDJHATQgghLhYeNeJ2toULF+Ln58ell17aaBmDwcDBgwcZMmRIq5+n1bomjq3Ls1b33zpWqwUN0KtDr2Y9q6zEFqSFhvvb7ztZZrvWIczPZe32VI31p2g+6UvXkv50LelP15L+dB1P6kuPDdzMZjNLlixh9OjR+Pn5NVruhRdeQKVSceONN7bqeWq1ipAQ/1bVcTa9/vRoWEFlEZt7+BJYZWHKgFEE+Tr/rKpy2xRrdOdgQkL8URSFwjLbVGlCbKjL2+2pzuxP0TrSl64l/ela0p+uJf3pOp7Qlx4buK1Zs4bi4mLGjRvXaJlvvvmGOXPm8Oyzz9KhQ+tODLBaFQyGqlbVUUejUaPX+2IwVGOxWAF44ff/criPP4khCVhrNJTUVDpd34l8AwA+/lpKSioprzJSVWPboapTK5SUOF9Xe9RQf4qWkb50LelP15L+dC3pT9dxZV/q9b6tGrnz2MBt4cKFBAcHM2zYsAbf//XXX3niiSe45557mDRpkkueaTa79gvbYrFiNluxWC2cqDwJQL/Ivs16jqIolJ7K4RYY5IPZbOX4qdchgd6oUbm83Z6qrj9F60lfupb0p2tJf7qW9KfreEJfemTgVlNTw/Lly5kwYQJeXvWTy27bto0HHniAiRMn8sADD7ihhc2jUWv4vwH3cbK6qFm7SQEqDLWYzVbUahX6YMfD5SOCnN/gIIQQQoj2zyMDt5UrV1JVVWXfTXqmQ4cOceedd5Kens4///lPN7SuZTr4R9HBP6rZ99WlAgkK8UWttiXaPXFqs0K4pAIRQgghLioeGbgtWLCA6Oho+vfv73C9qKiIO+64A29vb6ZNm8auXbvs7wUEBDSYB669qzujNDj0dJCWebQMgJjIALe0SQghhBDu4XGBW1lZGatXr2batGn1jnI6dOgQx48fB+C2225zeG/QoEF89tlnbdXMNlNyasSt7sQEq1XhYJ4tcEuKDXZXs4QQQgjhBh4XuAUFBTmMpJ1p8ODB7N+/v41b5F6lZx0un3eygupaMz46jYy4CSGEEBcZ92eSE+dUetaI2/7cUgC6dw5Go5a/PiGEEOJiIj/5PZjJaKHyVPLdkFPHXR04UgpAYkyQu5olhBBCCDeRwM2D1Y22+fp54e3jhaIo9hG3pJgQN7ZMCCGEEO4ggZsHKzxZAYCXny2XXX5RFRXVJry0auI6BrqzaUIIIYRwA4/bnCBO27jdtoM2s7CCr1YcJPxUwt2EaD1aDzjoVgghhBBtSwI3D1VsqOHo0TKCUVENLNuYi+ZUAt7EmGC3tk0IIYQQ7iHDNh7qm18z0Sm2/788owt+3losVtuFJAnchBBCiIuSjLh5oKxjBjbvPkFfNKCC9P6d6dO3Ix8s2kutyUK3zrKjVAghhLgYSeDmYRRF4auVBwnDNi3aKTYYvwAdfsBjN/dzb+OEEEII4VYyVephco6XcyivzB64de8V6eYWCSGEEMJTSODmYXZnF+EH+KJCrVERnxTh7iYJIYQQwkNI4OZBKsprOfJbLr3RABAbH4q3j8xmCyGEEMJGAjcPcjizGNWpnaNqjYo+/Tu5uUVCCCGE8CQynONBsnOKASjRqvjLg0PRajVubpEQQgghPImMuHmQE8dtR1yFRvhL0CaEEEKIeiRw8yA1hloA4roEu7chQgghhPBIErh5iNKyGtSn1rel9Ipyc2uEEEII4YkkcPMQW3bmA2BWQXRkgJtbI4QQQghPJIGbh9h3sAgAX723m1sihBBCCE8lgZsHMJosFJysBKCzHCAvhBBCiEZI4OYBdmUXc9xqoUSnYvjIru5ujhBCCCE8lARuHmDz/gKMQNeUjvgHylSpEEIIIRomgZubVdea2XKgEIABPeRcUiGEEEI0TgI3N9u0r4Bak4WoEF+6dQpyd3OEEEII4cEkcHOz306lARmW0hGVSuXm1gghhBDCk0ng5kbHi6s4mFeGSgVDkju6uzlCCCGE8HASuLnR2l220bbkrmGEyKYEIYQQQjRBAjc3spw64uqyAZ3d3BIhhBBCtAdadzfgYnbtiHgu6x8jo21CCCGEcIqMuLmRRq2WoE0IIYQQTpPATQghhBCinZDATQghhBCinZDATQghhBCinZDATQghhBCinZDATQghhBCinZDATQghhBCinZDATQghhBCinfCowG3q1KkkJSU1+GfRokX2cnPnzuXKK6+kT58+TJgwgZ9//tmNrRZCCCGEaBsedXLCk08+SUVFhcO1Tz75hGXLlpGRkQHAokWLmDVrFnfddRfp6eksXryY++67j88//5zU1FQ3tFoIIYQQom14VODWrVu3etcefvhhhg4dSmhoKACvv/46Y8eO5cEHHwQgPT2dAwcO8NZbb/Hee++1ZXOFEEIIIdqUR02Vnm3Lli3k5eUxfvx4AHJzc8nJyeHqq692KDdmzBjWrVuH0Wh0RzOFEEIIIdqER424nW3hwoX4+flx6aWXApCVlQVA165dHcolJCRgMpnIzc0lISGhxc/Tal0Tx2o0aof/itaR/nQd6UvXkv50LelP15L+dB1P6kuPDdzMZjNLlixh9OjR+Pn5AVBWVgaAXq93KFv3uu79llCrVYSE+Lf4/obo9b4ure9iJ/3pOtKXriX96VrSn64l/ek6ntCXHhu4rVmzhuLiYsaNG9cmz7NaFQyGKpfUpdGo0et9MRiqsVisLqnzYib96TrSl64l/ela0p+uJf3pOq7sS73et1Ujdx4buC1cuJDg4GCGDRtmvxYUFARAeXk5ERER9usGg8Hh/ZZQq1Uuj6T9/b1dWt/FTvrTdaQvXUv607WkP11L+tN1XNGXarWqVfd7ZOBWU1PD8uXLmTBhAl5eXvbr8fHxgG2tW93/17328vIiJiamxc9UqVRoNK3rzLN5wlz4hUT603WkL11L+tO1pD9dS/rTdTyhL93fggasXLmSqqoq+27SOjExMcTFxbF06VKH64sXLyYjIwOdTteWzRRCCCGEaFMeOeK2YMECoqOj6d+/f733ZsyYwSOPPEJsbCyDBw9m8eLF7Nixg//9739uaKkQQgghRNvxuMCtrKyM1atXM23aNFSq+lOX48aNo7q6mvfee493332Xrl278uabb5KWluaG1gohhBBCtB2VoiiKuxshhBBCCCGa5pFr3IQQQgghRH0SuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuAkhhBBCtBMSuLlQZmYmt99+O6mpqQwdOpTnn38eo9Ho7ma5zZIlS7j77rsZMWIEqampXHPNNcybN4+zD+uYO3cuV155JX369GHChAn8/PPP9eoqLy/nr3/9K4MGDSItLY3777+fgoKCeuW2bNnClClTSElJYdSoUbz77rv1nnehqKysZMSIESQlJbFz506H96RPnffdd98xceJE+vTpw+DBg/njH/9ITU2N/f2VK1cyYcIE+vTpw5VXXsk333xTrw6j0chzzz3H0KFDSU1N5fbbbycrK6teuQv9e8SKFSu4/vrrSUtLY9iwYTzwwAPk5ubWKydfn44OHz7ME088wTXXXEOvXr0YN25cg+Xaut8UReHdd9/lkksuISUlhSlTprBt2zaXfObzqan+rKio4I033uAPf/gDAwYMYMiQIdx1113s37+/Xl0e2Z+KcInS0lJl6NChys0336ysWrVKmTt3rtK/f3/ln//8p7ub5jaTJ09WZs6cqSxatEhZu3at8uKLLyo9evRQ3njjDXuZhQsXKklJScorr7yirFu3Tpk1a5bSq1cvZevWrQ51TZ8+XRkxYoSyaNEiZfny5cq4ceOUCRMmKCaTyV4mJydHSU1NVe69915l7dq1ykcffaT07t1bef/999vqI7ep559/XhkyZIiSmJio7Nixw35d+tR5b7/9tpKWlqa88847yvr165WlS5cqTz75pFJRUaEoiqJs3LhR6dmzpzJr1ixl3bp1yiuvvKIkJSUpS5Yscahn1qxZSv/+/ZW5c+cqq1atUm666SZl+PDhisFgsJe50L9H/P7770qPHj2Uxx57TFmzZo2yaNEi5YorrlAuu+wypbq62l5Ovj7r++mnn5QRI0YoM2bMUMaNG6eMHTu2Xhl39Ns777yj9O7dW/noo4+UtWvXKvfee6+SlpamHDly5Lz0g6s01Z/79+9Xhg4dqrz88svK6tWrleXLlys33XST0rdvX+XQoUMOZT2xPyVwc5H//ve/SmpqqlJSUmK/9tVXXyk9e/ZUjh8/7r6GuVFRUVG9a3//+9+Vfv36KRaLRVEURbniiiuUhx56yKHMlClTlD/+8Y/211u2bFESExOV1atX269lZmYqSUlJyqJFi+zXZs2apYwaNUqpra21X3vppZeUAQMGOFy7EBw6dEhJTU1Vvvzyy3qBm/SpczIzM5VevXopv/zyS6Nlpk+frkyZMsXh2kMPPaRcffXV9tf5+flKz549la+++sp+raSkRElNTVXeffdd+7UL/XvErFmzlNGjRytWq9V+bd26dUpiYqKyceNG+zX5+qyv7vuhoijKo48+2mDg1tb9VlNTo/Tr10956aWX7GVqa2uVUaNGKU8++WTLP2wbaKo/KysrlaqqKodrFRUVyqBBg5SnnnrKfs1T+1OmSl1k1apVZGRkEBwcbL929dVXY7VaWbNmjfsa5kahoaH1rvXs2ZOKigqqqqrIzc0lJyeHq6++2qHMmDFjWLdunX0KadWqVej1eoYOHWovEx8fT8+ePVm1apX92qpVq7j00kvR6XQOdRkMBrZu3erqj+dW//rXv7jhhhvo2rWrw3XpU+d9++23dO7cmZEjRzb4vtFoZP369Vx11VUO18eMGUNmZiZ5eXkA/Pbbb1itVodywcHBDB06tF5fXsjfI8xmM/7+/qhUKvu1wMBAAPuUkXx9NkytPvePYnf025YtW6ioqHB4pk6n4/LLL3eoyxM11Z9+fn74+vo6XPP39yc2NtZhGtRT+1MCNxfJysoiPj7e4ZperyciIqLBtS4Xq82bNxMVFUVAQIC9X84OPhISEjCZTPa1MVlZWXTt2tXhBwLY/gHV1VFVVUV+fn69v4P4+HhUKtUF9XewdOlSDhw4wL333lvvPelT523fvp3ExETefvttMjIySE5O5oYbbmD79u0AHDlyBJPJVO/zJyQkAKf7Oisri7CwMIKCguqVO7OPLvTvEddeey2ZmZl8/vnnlJeXk5uby8svv0yvXr3o168fIF+fLeWOfqv7b0Nf/8eOHXNYB3ohMBgMHDx40OHzemp/SuDmIgaDAb1eX+96UFAQZWVlbmiR59m0aROLFy9m+vTpAPZ+Obvf6l7XvW8wGOy/uZ/pzL4tLy9vsC6dToevr+8F83dQXV3Ns88+y8yZMwkICKj3vvSp806ePMlvv/3G999/z5NPPslbb72FSqVi+vTpFBUVtbov9Xq9Qx9d6N8jBgwYwJtvvslLL73EgAEDuOyyyygqKuK9995Do9EA8vXZUu7oN4PBgE6nw9vbu94zFUW5oPoX4IUXXkClUnHjjTfar3lqf0rgJtrE8ePHmTlzJoMHD+bWW291d3PardmzZxMWFsZ1113n7qa0e4qiUFVVxWuvvcZVV13FyJEjmT17Noqi8L///c/dzWt3tmzZwl/+8hcmT57MJ598wmuvvYbVauXPf/7zBTc6Iy4s33zzDXPmzOGJJ56gQ4cO7m5OkyRwcxG9Xm+PvM9UVlZWbwrlYmMwGPjTn/5EcHAwb7zxhn39QV2/nN1vBoPB4X29Xk9FRUW9es/s27rfis6uy2g0Ul1dfUH8HRw9epQPP/yQ+++/n/LycgwGA1VVVYBtuL6yslL6tBn0ej3BwcH06NHDfi04OJhevXpx6NChVvelwWBw6KML/XvEv/71L9LT03nsscdIT0/nqquu4t1332XPnj18//33gPybbyl39Jter8doNFJbW1vvmSqV6oLp319//ZUnnniCe+65h0mTJjm856n9KYGbi5w5512nvLyckydP1pvTvpjU1NRw5513Ul5ezvvvv+8w7FzXL2f3W1ZWFl5eXsTExNjLZWdn18uJk52dba/Dz8+Pjh071qur7r4L4e8gLy8Pk8nEn//8ZwYOHMjAgQO56667ALj11lu5/fbbpU+boVu3bo2+V1tbS2xsLF5eXg32JZz++o2Pj6ewsLDeVMfZa9ou9O8RmZmZDkEwQIcOHQgJCeHIkSOA/JtvKXf0W91/s7Oz6z0zOjoaHx8fF30699m2bRsPPPAAEydO5IEHHqj3vqf2pwRuLjJixAjWrl1r/w0IbIvI1Wq1w46Ui4nZbObBBx8kKyuL999/n6ioKIf3Y2JiiIuLY+nSpQ7XFy9eTEZGhn2HzogRIygrK2PdunX2MtnZ2ezZs4cRI0bYr40YMYIVK1ZgMpkc6tLr9aSlpZ2Pj9imevbsyaeffurw5/HHHwfgn//8J08++aT0aTOMGjWK0tJS9u7da79WUlLC7t276d27NzqdjsGDB/Pjjz863Ld48WISEhLo3LkzAMOGDUOtVrNs2TJ7mbKyMn777bd6fXkhf4+Ijo5mz549DteOHj1KSUkJnTp1AuTffEu5o9/69etHQEAAS5YssZcxmUwsW7bMoa726tChQ9x5552kp6fzz3/+s8EyHtufzUoeIhpVl1zzlltuUVavXq3MmzdPGTBgwAWTXLMl/v73vyuJiYnKhx9+qGzdutXhT11umwULFihJSUnKa6+9pvz+++/KE088ofTq1UvZsmWLQ13Tp09XRo4cqSxevFhZsWLFOZMgzpgxQ1m7dq3y8ccft8tknM3x+++/18vjJn3qHIvFolx33XXKZZddZk+uOXnyZGXQoEFKQUGBoiinE/A++eSTyu+//6689tprSlJSkrJ48WKHumbNmqUMGDBAmTdvnrJ69WrllltuaTQB74X6PeLjjz9WEhMTlaefftqegHfcuHHKkCFDlOLiYns5+fqsr6qqSlmyZImyZMkS5ZZbblFGjhxpf12XD9Md/fbOO+8oycnJyscff6ysXbtWmTFjRrtIwNtUfxYWFiojRoxQhg8frqxdu9bhZ9PBgwcd6vLE/pTAzYUOHTqkTJs2TUlJSVEyMjKUZ599tl0lgXS1UaNGKYmJiQ3+yc3NtZebM2eOcvnllyu9e/dWxo0bp6xcubJeXQaDQXn88ceVAQMGKKmpqcp9993XYNLSzZs3K9dff72SnJysjBgxQnnnnXccEoJeaBoK3BRF+tRZRUVFyiOPPKL0799fSUlJUaZPn17vG3ddtvTevXsrl19+uTJ37tx69dTW1irPPvuskpGRoaSkpCi33XZbvQzsinJhf4+wWq3KF198oYwfP15JTU1Vhg4dqtx7770N9oN8fTrKzc1t9Hvl77//bi/X1v1mtVqV//73v8qIESOU5ORk5frrr68XKHqipvqz7vtmQ39uueUWh7o8sT9VitLODnUTQgghhLhIyRo3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQQQoh2QgI3IYQ4ZerUqUydOtX+Oi8vj6SkJL799ls3tkoIIU7TursBQogLz/79+3nrrbfYuXMnhYWFBAcH061bN0aPHu0QGAnnrF+/nltvvZXXXnuNq666qt77Tz31FJ9//jn79++3XzMajXz55Zd89913HDlyBLVaTVRUFP369eO2224jISEBgG+//ZbHH3/cfp9OpyMoKIikpCRGjhzJtddeS0BAwPn/kEIIp0jgJoRwqS1btnDrrbcSHR3N9ddfT0REBPn5+Wzfvp1PP/20XQVunTp1YseOHWi17e9b5f3338+qVasYO3Ys119/PWazmaysLH755RfS0tLsgduZ5Tt37ozZbKawsJANGzbwn//8h48//pi3336bHj16uOmTCCHO1P6+GwkhPNp///tfAgMDmTdvHnq93uG9oqIiN7WqZVQqFd7e3u5uRrPt2LGDn3/+mZkzZ3LXXXc5vGexWDAYDPXuGTFiBH369LG/vvPOO1m3bh133XUX99xzD4sXL8bHx+e8t10IcW6yxk0I4VJHjhyhW7du9YI2gLCwMPv/JyUl8dRTT/HDDz9w5ZVX0qdPH6699lo2btxY774TJ07w+OOPM2TIEJKTkxk7dizz5s1zKLN+/XqSkpJYvHgxs2fPtgci06ZN4/Dhw/Xq/Prrr7nssstISUnhD3/4A5s2bapXpqE1bo899hhpaWmcOHGCe+65h7S0NNLT03nuueewWCwO95eUlPB///d/9OvXjwEDBvDoo4+yb9++875uLjc3F4B+/frVe0+j0RASEuJUPRkZGdxzzz0cPXqUH374waVtFEK0jARuQgiX6tSpE7t37+bAgQNNlt24cSP/+c9/mDBhAvfffz+lpaX88Y9/dLi3sLCQyZMns27dOm6++Wb+9re/ERsby9/+9jc+/vjjenW+9957/PTTT0yfPp0777yT7du388gjjziUmTt3Lk888QTh4eH2wOruu+8mPz/fqc9osVi44447CA4O5i9/+QuDBg3iww8/5Ouvv7aXsVqt3H333SxatIhJkyYxc+ZMTp48yaOPPurUM1ojOjoagAULFmA2m1tV1zXXXAPAb7/91up2CSFaT6ZKhRAuNX36dP70pz8xceJEUlJS6N+/PxkZGQwePBgvLy+HsgcOHOCbb74hOTkZgLFjx3LVVVfx+uuv8+abbwLwyiuvYLFYWLBggX2k6MYbb+Shhx7izTff5IYbbnCYwqutrWX+/PnodDoA9Ho9//73vzlw4ACJiYmYTCZeeeUVevbsyaeffmov161bN2bNmkXHjh2b/Iy1tbVcffXV3Hvvvfb2TJo0iXnz5nHTTTcBsHz5crZu3cpf//pXpk2bZi93++23t7hvnZWamsqgQYOYM2cOK1euJD09nX79+jFq1Ch7UOesDh06EBgYaB/FE0K4l4y4CSFcaujQoXz11VeMHj2affv28f7773PHHXcwYsQIVqxY4VA2LS3NHrSBbaTo0ksv5bfffsNisaAoCsuWLWP06NEoikJxcbH9z7BhwygvL2f37t0OdV577bX2YAxgwIABwOnpw127dlFUVMQNN9zgUG7SpEkEBgY6/TlvvPFGh9f9+/cnLy/P/nr16tV4eXkxefJk+zW1Ws3NN9/s9DNaSqVS8cEHH/Dggw+i1+tZuHAhTz31FKNGjeLBBx9scI3bufj5+VFZWXmeWiuEaA4ZcRNCuFxKSgpvvvkmRqORffv2sXz5cj7++GMeeOAB5s+fT7du3QDo0qVLvXvj4uKorq6muLgYtVqNwWDg66+/dpiGPFNxcbHD67NHlOrW2tUFK8eOHWvw2V5eXsTExDj1+by9vQkNDXW4FhQURFlZmf31sWPHiIiIwNfX16FcbGysU89oLZ1Ox913383dd99NQUEBGzdu5NNPP2XJkiVotVpefPFFp+uqqqpyWJ8ohHAfCdyEEOeNTqcjJSWFlJQU4uLiePzxx1m6dCn33XefU/dbrVYAJkyYwKRJkxosk5SU5PBarW54IkFRlGa0/Nw0Go3L6nJG3c7WmpqaBt+vrq4+5+7XyMhIxo4dyxVXXMG4ceNYunQpzz77rFNpTo4fP055eXmbBZxCiHOTwE0I0SbqpkQLCgrs1xra7ZmTk4Ovr699RMvf3x+r1cqQIUNc0o66EbnDhw+TkZFhv24ymcjLy3NZvrLo6GjWr19PdXW1w6jbkSNHWlQXQHZ2doPvZ2dnO7V2zcvLi6SkJHJycigpKSEiIqLJe77//nsAhg0b1owWCyHOF1njJoRwqd9//73B0a1ff/0VgPj4ePu1rVu3OqxRy8/PZ8WKFQwdOhSNRoNGo+HKK6/kxx9/bHCX6tnTpM5ITk4mNDSUr776CqPRaL/+3XffNXvt17kMGzYMk8nEnDlz7NesViuff/55s+uKjIykZ8+eLFiwoF4bd+3axfbt2xkxYoT9Wk5Ojn1K+EwGg4GtW7cSFBRUb6q3IevWrePtt9+mc+fOTJgwodntFkK4noy4CSFc6l//+hfV1dVcfvnlxMfHYzKZ2LJlC0uWLKFTp05ce+219rKJiYnccccdTJ06FZ1Ox5dffgnAjBkz7GUefvhh1q9fz+TJk7n++uvp1q0bZWVl7N69m3Xr1rFhw4Zmtc/Ly4sHH3yQJ554gmnTpjFmzBjy8vL49ttvnV7j5oy6HHHPPfccR44cIT4+npUrV9rXwalUqmbV99hjj/HHP/6RiRMnMmnSJCIjI8nMzGTOnDlERERw55132svu27ePRx55hOHDhzNgwACCgoI4ceIE8+fPp6CggL/+9a/1pntXrVpFVlYWFouFwsJC1q9fz5o1a4iOjmb27NntMhGxEBciCdyEEC71l7/8haVLl/Lrr7/y9ddfYzKZiI6O5qabbuLuu+92SMw7cOBAUlNTeeuttzh27BjdunXjmWeecZiuDA8PZ+7cubz11lv89NNPfPnll/azT8/Oz+asKVOmYLFY+OCDD3j++edJTExk9uzZvPbaa63+/HU0Gg3vvPMO//73v/nuu+9Qq9Vcfvnl3Hvvvdx4443NDoTS09P5/PPPmT17Np999hmVlZWEhYUxbtw4ZsyY4bB5YODAgdx///2sXr2ajz76iJKSEvz9/enZsyePPPIIV155Zb36X3/9dcAW2AYHB5OYmMhf//pXOatUCA+jUly5YlcIIZyUlJTEzTffzBNPPOHuprSp5cuXc++99/LFF1/Qv39/dzdHCNHOyBo3IYQ4T87eBWqxWPjss88ICAigd+/ebmqVEKI9k6lSIYQ4T55++mlqampIS0vDaDSybNkytm7dykMPPYSPjw9Go9Eh91tDAgMD5XB3IYSdBG5CCHGepKen89FHH/HLL79QW1tLly5dmDVrFrfccgtg21V76623nrOOZ555xmFDhxDi4iZr3IQQwk3qdseeS7du3YiMjGyjFgkhPJ0EbkIIIYQQ7YRsThBCCCGEaCckcBNCCCGEaCckcBNCCCGEaCckcBNCCCGEaCckcBNCCCGEaCckcBNCCCGEaCckcBNCCCGEaCf+H/d+A5gPSKinAAAAAElFTkSuQmCC\n" }, "metadata": {} } ], "source": [ "healthexp=sns.load_dataset(\"healthexp\")\n", "p = so.Plot(healthexp, \"Spending_USD\", \"Life_Expectancy\", color=\"Country\").add(so.Path()).show()\n" ] }, { "cell_type": "markdown", "id": "1f91ae65", "metadata": { "id": "1f91ae65" }, "source": [ "La méthode facet permet de créer des figures avec plusieurs graphiques correspondant à différentes valeurs d'une variable, wrap contrôle le nombre de graphiques par ligne. Area() remplit la surface sous la ligne que formeraient les données." ] }, { "cell_type": "code", "execution_count": 31, "id": "2fae7bc9", "metadata": { "id": "2fae7bc9", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "7ea6205b-8c66-49e3-a73d-7cccabc2821a" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(healthexp,\"Year\",\"Spending_USD\").facet(\"Country\",wrap=3).add(so.Area(),color=\"Country\",legend=False).show()\n" ] }, { "cell_type": "markdown", "id": "abf0d5d3", "metadata": { "id": "abf0d5d3" }, "source": [ "La méthode Stack() empilera simplement toutes les graphiques sur le même." ] }, { "cell_type": "code", "execution_count": 32, "id": "2ac5ed60", "metadata": { "id": "2ac5ed60", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "8d44116c-34f6-4110-b1dc-a3be534415be" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(healthexp,\"Year\",\"Spending_USD\",color=\"Country\").add(so.Area(),\n", "so.Stack()).show()\n" ] }, { "cell_type": "markdown", "id": "9236b753", "metadata": { "id": "9236b753" }, "source": [ "Ici, nous utilisons Agg() pour agréger toutes les valeurs en un point, ce qui revient essentiellement à tracer la moyenne de la variable, et Range() et Est() représentent l’incertitude de cette valeur, que nous pouvons contrôler puisque nous pouvons choisir le nombre d’écarts-types utilisés." ] }, { "cell_type": "code", "execution_count": 33, "id": "ovoqPswDF_Oe", "metadata": { "id": "ovoqPswDF_Oe", "colab": { "base_uri": "https://localhost:8080/", "height": 395 }, "outputId": "92160578-3ffc-470d-e114-f8e7100a6fe6" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 509.15, "height": 378.25 } }, "execution_count": 33 } ], "source": [ "df = pd.DataFrame({\n", " \"x\": [1, 2, 3],\n", " \"y\": [10, 15, 20],\n", " \"ymin\": [8, 12, 17],\n", " \"ymax\": [12, 18, 23]\n", "})\n", "(\n", " so.Plot(df, x=\"x\", y=\"y\")\n", " .add(so.Range(), ymin=\"ymin\", ymax=\"ymax\")\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "id": "d6466d66", "metadata": { "id": "d6466d66", "colab": { "base_uri": "https://localhost:8080/", "height": 481 }, "outputId": "0fa29cc9-4b3d-4b21-d523-225346f87a38" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(data,x=\"sex\",y=\"flipper_length_mm\",linestyle=\"species\").facet(\"species\").add(so.Line(marker=\"o\"), so.Agg()).add(so.Range(), so.Est(errorbar=(\"sd\",1))).show()\n" ] }, { "cell_type": "markdown", "id": "d979836b", "metadata": { "id": "d979836b" }, "source": [ "Exemple de différents types de graphiques sur le même graphique, grâce à un double .add()." ] }, { "cell_type": "code", "execution_count": 35, "id": "c5389698", "metadata": { "id": "c5389698", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "6d94740f-0ef8-4148-d97c-96ed91562af8" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips,x=\"total_bill\").facet(row=\"time\",col=\"sex\").add(so.Bar(),so.Hist(stat=\"density\")).add(so.Line(color=\"red\"),so.KDE()).show()\n" ] }, { "cell_type": "markdown", "id": "60846eb9", "metadata": { "id": "60846eb9" }, "source": [ "La méthode Dodge() a le même rôle que le paramètre dodge du paradigme précédent." ] }, { "cell_type": "code", "execution_count": 36, "id": "eb8559f0", "metadata": { "id": "eb8559f0", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "ebd2b6e7-9ea3-48ce-e71a-c2327f9e0ba1" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips, \"total_bill\", \"smoker\", color=\"sex\").add(so.Bar(alpha=.5), so.Agg(), so.Dodge()).add(so.Range(), so.Est(errorbar=\"sd\"), so.Dodge()).show()\n" ] }, { "cell_type": "markdown", "id": "6d27008e", "metadata": { "id": "6d27008e" }, "source": [ "La méthode Count() fait quelque chose de différent de Agg() : comme son nom l’indique, elle compte les occurrences d’une certaine variable, ici le fait que la personne soit fumeuse ou non." ] }, { "cell_type": "code", "execution_count": 37, "id": "c25d5366", "metadata": { "id": "c25d5366", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "4fe9989a-0c1b-4192-97bb-16a4b7c1d89c" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips,y=\"day\",color=\"smoker\").add(so.Bar(),so.Count(),so.Stack()).show()\n" ] }, { "cell_type": "markdown", "id": "f95a52c7", "metadata": { "id": "f95a52c7" }, "source": [ "On peut également représenter les percentiles avec les objets Seaborn. On peut fournir une liste à Perc() pour faire apparaître précisément les percentiles souhaités. Si on ne le fait pas et qu’on ne passe rien, il affiche automatiquement les percentiles 20, 40, 60, 80 et 100." ] }, { "cell_type": "code", "execution_count": 38, "id": "862c96e1", "metadata": { "id": "862c96e1", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "536749e2-df25-48e1-bc3f-237b604ff27d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(tips,\"smoker\",\"total_bill\").add(so.Dot(marker=\"s\"),so.Perc([10,50,90])).show()\n" ] }, { "cell_type": "markdown", "id": "63a13551", "metadata": { "id": "63a13551" }, "source": [ "Voici un exemple de Dots() qui permet de tracer un grand nombre de points avec de bonnes performances. Le paramètre Jitter crée une illusion de barre. Nous traçons ensuite les percentiles de 0 à 25 et de 75 à 100. Le Shift() sur l’axe y permet de placer le visuel en dessous des points. Avec .scale, on peut choisir l’échelle d’un axe spécifique, ici l’axe x." ] }, { "cell_type": "code", "execution_count": 39, "id": "f50bd0ac", "metadata": { "id": "f50bd0ac", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "c8d9bf2e-99b9-443b-c902-789093c27801" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(diamonds, \"price\", \"cut\").add(so.Dots(pointsize=1, alpha=.2), so.Jitter(.3)).add(so.Range(color=\"k\"), so.Perc([0, 25]), so.Shift(y=.2)).add(so.Range(color=\"k\"), so.Perc([75, 100]), so.Shift(y=.2)).scale(x=\"log\").show()\n" ] }, { "cell_type": "markdown", "id": "6bed1d4e", "metadata": { "id": "6bed1d4e" }, "source": [ "On peut créer des graphiques en choisissant une base, par exemple avec Norm, et une condition pour cette base avec where. Ici, on prend comme base x.min(), qui correspond au plus ancien année dont nous disposons." ] }, { "cell_type": "code", "execution_count": 40, "id": "692a4167", "metadata": { "id": "692a4167", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "245fb3fc-5eb5-4082-db5f-5ce53dcff116" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "so.Plot(healthexp, x=\"Year\", y=\"Spending_USD\", color=\"Country\").add(so.Lines(), so.Norm(where=\"x == x.min()\",percent=True)).label(y=\"Percent change in spending from 1970 baseline\").show()\n" ] }, { "cell_type": "markdown", "id": "1abe31f5", "metadata": { "id": "1abe31f5" }, "source": [ "Ici, nous utilisons Norm() avec percent pour montrer la variation au fil des années." ] }, { "cell_type": "code", "execution_count": 41, "id": "2bc7b257", "metadata": { "id": "2bc7b257", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "0a842b5e-ac11-404b-8c33-0a03fba2c427" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ], "source": [ "mpg=sns.load_dataset(\"mpg\")\n", "so.Plot(mpg,\"model_year\",\"horsepower\").add(so.Line(),so.Agg(),so.Norm(percent=True),color=\"origin\").show()\n" ] }, { "cell_type": "markdown", "id": "fXGsGzLPCrkV", "metadata": { "id": "fXGsGzLPCrkV" }, "source": [ "Il existe des variantes de la plupart des objets avec un s ; ces versions sont mieux adaptées pour tracer de grandes quantités de données." ] }, { "cell_type": "code", "execution_count": 42, "id": "sDom0hjWCHph", "metadata": { "id": "sDom0hjWCHph", "colab": { "base_uri": "https://localhost:8080/", "height": 395 }, "outputId": "101a4f58-5064-4a7f-a27a-ade94a81e453" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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cdOnpbdc54J2npJo8UKAjAIDxTUAObHFVVaV/aqNjLwcGAAAAoDtJmYAtrkpStZLmUIHLgdNMszGpSNgOAAAAQHcTkAOjYmhwMNfNbv9y4NdeckZSVcXCdgDWNqmvL0mKvRlZa/QVqQMAAFCagBwYd5aVDNsBWEutvnIjwCJvRrYaqer19usAAABsAQJyAADWUurNyEPPOiX1gf4CHQEAAJQnIAfoQJP6+pKqlllvm91+sapmvAHjjs19AbasWqMvVVWVG6XkZy0AME55BgPQgVaNN8jQ8vaLtVqpeow3YHypnv6nr1VmxEe9Xmu/DsAEUvWsfK5R5Ods4mftCEyZ0kizWe452tKly7J48VCxegDQLQTkAB1q2eBgbjn5pLbrzDrvAuMNGJeWLx7MTZe2P+LjgHeekmryQIGOACaW5UvK/JxN/KwdiWaznlRVBh9f2natga2aaTbrAnIAGAEBOQAAAIyBwceX5twrb2m7zklHzsjA1EaBjgCg+7gGDgAAAACArmQFOQAAwGpslg0A0D0E5AAAAKuxWTYAQPcQkAMAADyDzbIBALqDGeQAAAAAAHQlATkAAAAAAF1JQA4AAAAAQFcSkAMAAAAA0JVs0gkAALCFTOrrS6paZr1tdvvFqlpqjb726wAAMExADgAAsIXU6vWk1UqGlrdfrNVK1VNvvw4AAMME5AAAjBu1Rl+qqspJR85ov1ZVpa/p6TBb3rLBwdxy8klt15l13gWpD/QX6IiR6uvtSa1WZZttpqRWq5IkkybVss02Uza7Vq1WJVXpDgGAzeUVAQAA40bVs3I1bnNocfvFWo3U67bkATZdo15Lq5UMLhpKtVq43Wptfq2t+5vycQDoAAJyAAC2mKLzl5OkqmXZggW5bvbpbZc69KxTMmlgoEBTQElVVaV/aqNjrxQZXLQ05155S+qNSamqKq1WK8tGMELnQ29/SdG+AICREZADABOakRxjq+j8ZaArVE//09dypQgAsOV5hQcATGirRnJ0WtBScoVkpys1fzlJDrjs80XqAJ1t+eLB3HRp+1eKHPDOU1JNdqUIALB+AnIAYMJbvqTzgpYqSdVKmVnaSZJmoToAAADdQ0AOADBGhgYHi8zSTpLXXnJGkTqMTDddEQAAABOJgBwAANpU9ooAVwOwbkU3va1qqTX62q8DADDOCcgBAKCAZQsHc8+FF7ddZ58PFAg/mZCKbnrbaq3cowEAoMsJyAEAoJBaCgSXsAGlNr2ddd4FqQ/0F+gIAGB8E5ADwDPUGn2pqqrYLOFaVaWv6VcudIMF99891i0A40TJvQsGtmqkSlWgKwDoPl6tA8AzVD0rL2Hva5WYJZyk1Ui9XitTCwCYEKqn/ynxfKOWRuTjADAyAnJgnaqqysBWZVa0rKxXpAyMmuVLBnPTpacXqXXAO09JNXmgSC0AYOJYvrjM840D3nFKJk2d1n5DANCFBOTAOlVVUq1ImkMlVtA2C9QAAAAAgLIE5MB6DQ0O5rrZ7a9oee0lZxToBgAAAADKEpAD49LuO08b6xYAAAAAGOcE5DBBTJnSSLNZL1qzk+eG17J8rFvoXlWVSZP7M+ttswvUqqXW6Gu/DgAAAMAICMhhgmg266ll5ViUEhpbTytSZ0tZcP/dY91CF3v6nZOhAm9StFqpesq+sQMAAACwqQTkMIEMDQ7mzvMuKFLrhaedUqQOE9OywcHccvJJbdeZdd4FqQ/0F+gI2BKMswIAACY6ATkAAOtknBUAADDRCcgBAFiniT7OalJfX2pVlZOOnDHWrQAAAGNEQA4AsIlqjb5UBQPVTt4MuRvU6vWk1UpzaHGBas0CNWD8Kv3zMX4+AgCjREAOALCJqh6B6kSzbHAw180+ve06r73kjALdwPi16udjX8vPRwBgfBGQAwBsBoEqwLotXzKYmy5t/+fjgf/s5yMAMHpqY90AAAAAAACMBQE5AAAAAABdSUAOAAAAAEBXEpADAAAAANCVbNIJAADQZSb19SVVLbPeNrtMwaqWWqOvTC0AgFEkIAcAADZNVaXe358ZZ57bfq1abWVIy5io1etJq5UMLS9TsNVK1VMvUwsAYBQJyAEAYCIrGWpXVVpVsqRZtV2qmdbKkJYxs2xwMLecfFKRWrPOuyD1gf4itQAARpOAHAAAJrKqSitlQu3eJAuffDxnXD6n7Vpzjj07A42pbdcBAIB2CMgBAGCCG1xaJtQ+/YRLCnQDAACdQ0AOAHSkSVP6y2weZ+M4ABgzU6Y00myWG6e0dOmyLF48VKweAAjIAYAOVZXZPM7GcQAUUlVV+qc2ctKRM1KtNrWo1RppwSJtdbRms55alTy1eLDtWj1TBtJs1gXkABQlIAdGze47TxvrFrrSpL6+pKqVWYkL61FVVQa2WhkYlFJq8zgbxwFQSvX0P32txclIQ/FhzfYbGieeWjyYh665oO06O732xNQmDxToCAD+REAOjJpaCqwEZbPV6vWVy5pKrMSF9aiqpFqRNIcWF6rYPaEBAOPL8sWDuenS01OrqpW/AFutrBjBEvID//mMLdAdALC5BOTAqFlw/91j3ULXKrUSN0kOuOzzReow8QwNDua62acXqfXaS4QGAAAAbHm1sW4AAAAAAADGghXkAAAAQJJk2rS+9PRMKlqz1QWbkQIwfgnIAQCgk1RV6v39mXHmueVKFqsE40ut0ZeqqopuIt2R31BP97TNNlPaLlWrrZyrvnzxYNu1kmTS1GlF6gDAliIgBwCATlJVaSVZ0iyTwvUWqQLjU9WzcrPyvlZ3bCI9uGio7Rpb9zezfPFgfnTxxwp0ZDNSADqfgBwAADrM4NLHc8blc4rUOv2ES4rUgfFq+ZLB3HRpmU2kOznsXdFq5dwrb2m7zkfe8d8KdAMA44dNOgEAAAAA6EpWkANAl+rr7UmtVhWZVwoAjJ3is9Y7cc46AGwhAnIA6FKNei2tVrl5pZ1qUl9fUtUy622z2y9WufgOgM5TdtZ65/5OB4AtQUAOE0RVVamqpN7wbQ1susFFS4vNK62qZPedp7XfVGG1+srQIEPLx7oVANhiSs1a7+Q56wCwJUjSYIKonr4M8qmnVoxtI0BXq6UzQ+hlg4O55eST2q5zwGWfL9ANAAAAnUJADhNIq5X8Zt6CIrX2KVIF6DYL7r97rFsAAACATSYgB4AtrOTGWbWqSl/Tr28AgHZMmdJIs1kvVm/p0mVZvLj9fV0AGH1eYQPAFlZ046xWI/W6jSIBANrRbNZTq5KnFg+2XatnykCazbqAHGCcEpADwCgotXHWAe88JdXkgQIdAQCML7VGX2q1KttsM6X9WrUqyxcvyEPXXNB2rZ1ee2Jqnp8BjFsCcgAAutruO08b6xYA2AS1+sqr8lYsaX/Vd23qtPYbAmBCEJADANDValk+1i0AsImWLxkssup71yNPKdANABOBgBwAgK624P67x7oFAABgjNjlCwAAAACArmQFOQDAZjKzGgAAYGIYFwH5gw8+mB/84Ae59dZbc9ddd2X+/PkZGhrKlClTsvvuu2f//ffPYYcdlp122mmT633xi1/MD37wg8yfPz9JsuOOO+a///f/nv/5P/9ndt11103u7Xvf+16uvvrq3H777Xn00Uez1VZbZY899sirXvWqHHbYYWk0GiO6zwBA5zKzGgAAYGLo+ID8fe97X77+9a+v83MLFizIT37yk/zkJz/JZZddlpNOOilHH330Butdc801Oe200/LEE0+s8fF77rkn99xzT6666qqcdtppee1rX7vBOkNDQ/nnf/7nfPvb317j448++mgeffTR3HzzzfnSl76Uiy++OLvssstG7ycAMH6YWQ0AADAxdHxA/rvf/S5J0tvbm4MOOigzZ87MnnvumalTp+aRRx7Jd7/73Xzta1/L0qVLc/rpp2f58uU55phj1lnre9/7XmbPnp0VK1Zk8uTJOeaYY7L//vsnSW688cZcdtllWbJkSebMmZOBgYEcdNBB6+3r5JNPHg7H//zP/zz/63/9r+y222559NFH8+///u/5zne+k1//+tc55phj8tWvfjX9/f2FHxkAAAAAANrR8QH5n/3Zn2X27Nl54xvfmKlTp671+QMPPDCvfvWrc9xxx2VoaCif+MQncuihh+ZZz3rWGuc9+eSTOe2007JixYo0Go1cfvnl2XvvvYc/P2PGjBx44IE54ogjMjQ0lA996EN5yUtekmazudbXvOGGG/LNb34zSbLvvvvms5/9bHp7e4c/f9BBB+XjH/94PvvZz+a+++7LxRdfnPe+972lHhImkClTGmk262PdBgAAAAB0pY4PyM8888yNnrP//vvnb//2b3P55ZdnaGgo1113Xd7ylrescc7Xv/714dXoRx999Brh+Cp77713jj766Fx66aWZP39+rrnmmrzpTW9a67x/+7d/S5JUVZWPfvSja4Tjq7z73e/Ot771rcyfPz9XXnllTjjhhHUG/HS3ZrOeVFUGH1/adq2t+9d+MweYeGqNvlRVlZOOnNF+rapKX7PjnwoAAADAFjNhXhW/5CUvyeWXX54kue+++9b6/Le+9a3h43WF3qscfvjhufTSS5Mk3/zmN9c696GHHsrPf/7zJMl+++2XPfbYY5116vV6Xv/61+eiiy7K0qVL893vfjd/8zd/s1n3ie4w+PjSnHvlLW3X+cg7/luBboAtoqoyaXJ/Zr1tdvul6s2k1UpzaHH7fbUaqddr7dcBAACAcWrCBORDQ0PDx7Xami/2n3rqqfzkJz9Jkuyyyy4b3DTz2c9+dnbZZZfMnTs3t956a5YvX55JkyYNf/7mm28ePp41a9YGe3rxi1+ciy66aPh2AnKeqaqqDGzVKLISdGW9ImWA4p7+5hxaXqTassHBXDf79LbrHHrWKZk0MFCgIwAAABifJkxAfuONNw4fT58+fY3P3X///cMB+jM/ty577rln5s6dm6GhoTzwwAPZbbfdhj93zz33rPfrPNPqq8vvvffejX5duk9VJdWKlFkJGiNWoJMtGxzMLSef1HadAy77fIFuAAAAgGSCBOQPPvhgrrnmmiTJ5MmT84pXvGKNzz/00EPDxzvuuONG661+zkMPPbRGQL45tbbZZpv09fXliSeeyLx58zb6dbeU/v61Z6TTOYYGB3P9KR9vu87fXLyyRlUru4y8ZL0qE79W6XqdWqt0vdqIL3+onvHfdmqtrWStpPD/z4Lfm/XGpI2ftIk6+e9Zp9bafedpxWolnXs/i//d6ILfT92ikx//Tu2tU2slnft7uPTv9JX1/vQ8pJ0fSZ16P0s/Zo1GufihXi/33KVErapKarUqW289uUBHAIy2cR+QDw0N5b3vfW+WLFmSJDnuuOOyzTbbrHHO4sV/Wp07ZcqUjdZc/ZzVbzuSWpMnT84TTzyxVp3R1NNT7skDW0rJJ5+lX5gXrNepd7ODH7KOrVW6XrsvwFa/eckXc6XnFhUtVzAcKfqYlStVvF6H1qqlzOidYR16P8vnxh3691Y+vvk6+fHv1N46tVbSub+Hi/9OX61eNfyv9mu1q1NrJXnqqRXFanXiGwFVVXntDTBOjfuA/IMf/GBuvfXWJMnMmTNz/PHHr3XOk08+OXxcr9c3WrPRaAwfP/HEE+uttfp5G6u1+u1G21NPFX7hTTGTJq2al98qWLVkrcL1OvVudvBD1rG1StdrjbRYtfL16Oo3H3GtdShZKyn8/6BcsVbRx6xcqeL1OrTW4P33bPykzdGh97P4341u+P3ULTr58e/U3jq1VlLmd+fTm1vvd+x7C9Sqpdbo2wK/01tZ83lIG/U79blL4cfstw8Ntl1j1W5iKwr2VqpWq9XK8uXl3gQYz7xRAIw34zogP+OMM3L11VcnSXbfffd84hOfWGNDzVV6e/80YmTZsmUbrbv6hp99fX3rrbX6eRurtfrtRtvChU/6Rd2htttuapKktaJg0FWwVul6rZKBXofWKl2vU2uVrjfSFya14RVbf7p9J75gWqXo/8+C35vLCm0emnT237NuqFW6XqfWSrrj91O36OTHv1N769RaSanfnQU3t261UvXUi/9OX9FqrfE8pJ36nfrcZUs8ZqUsW1buuUuJWq1WsmJFK489tqRAR+PbpEm1bLPNxq+2B+gk4zYgP+ecc/KZz3wmSfKc5zwnn/vc57Ltttuu89wNjUxZl1XjWp5523Zqbco4FgAAAMptbj3rvAtSH+gv0BEAMFGNy4D83HPPzaWXXppkZTh+xRVXZIcddljv+TvttNPw8fz58zdaf0Mbca7+5/nz52efffZZb50//vGPwyNaVu8BAACALW9SX19S1TLrbbPLFFw1sgUAmDDGXUB+9tln51Of+lSSZNddd83ll1++wXA8WRmi1+v1LFu2LHffffdGv8Y996ycBdpoNPKc5zxnjc9Nnz59+Pjuu+/OK1/5yvXWuffee4eP99xzz41+XYBuU/RFqxesAMAz1Or1lfMvSo0Te3pkCwAwcYyrgPzMM8/MZZddlmRlOH7FFVfkWc961kZv19PTk3333Tc33XRT5s6dm7lz52aXXXZZ57kPPvhg5s6dmyTZd99915ppvt9++w0f33TTTfn7v//79X7dH//4x+u8HQArtfuitVr9D16wAsCYKb5Su6BS41oSI1sAYCIaNwH5GWecscbM8csvv3yTwvFVXvWqV+Wmm25Kknz5y1/Ou9/97nWe95WvfGWN2zzTzjvvnH322Se33XZb/t//+3+59957s8cee6x13rJly4Y3EG00Gjn44IM3uVeAbtLOi9Yq1fAenTPPO98LVugiu+88baxbAFZTfKU2bECjPm6iDADGgXHxW2X1cPy5z33uJo1VeabXve51ufjii/Pwww/nc5/7XP7yL/8ye++99xrn3H777fnc5z6XJNlhhx3yute9bp21jj/++JxwwglptVp5//vfn89+9rNpNptrnHPuuecOzzs/8sgjs9VWW21WvwAArF8tQjjoNKVWah9w2ecLdMNEtmz5irFuAYAJpOMD8rPPPns4HB8YGMj73//+DA4OZnBwcL236evry7Of/ey1PvbBD34wJ554YoaGhvKWt7wlxx57bPbff/8kyY033phPf/rTGRoaSq1Wywc+8IH09vaus/4hhxySV77ylfn2t7+dW2+9NW9605vy1re+NbvttlseffTRfPWrX813vvOdJCtXu7/jHe8o8VAAAPC0BfdvfF8ZACam38xb0HaNVYlBidXok5p9qWpVttlmStu1Vlm6dFkWLx4qVg+A9ev4gPw///M/h48HBwdzzDHHbPQ2M2fOzBVXXLHWxw855JB87GMfy4c+9KEsWbIk559/fs4///w1zunt7c0HP/jBHHLIIRv8GmeddVZWrFiR66+/PnfeeWfe8573rHXO9OnTc/HFF2dgYGCjPQMAAACjq8Rq9Kpn5YihFUvWv5Bvc/RMGUizWReQA4ySjg/IS3v961+fGTNm5Morr8wPf/jD4TEoO+64Y1760pfmiCOOyHOe85yN1mk2m7nwwgvz3e9+N1//+tdz22235Y9//GO22mqr7LHHHnnVq16Vww8/PI1GY0vfJQAAAGAESq1GX75kMA9dc0HbtZJkp9eemNpkC+0ARkvHB+Q33HBD8Zq77rprZs+endmz299h/eCDD7YBJwAAQBeY1NeXVLXMelv7ryVT1VJr9LVfBwBoS8cH5ACwKbxgBQC2tFp95SiNDC1PtdrHWyMp1mqtHM0BAIwpATkAE8LqL1jb5gUrALAeywYHc8vJJ6VKlVRJWklrBBH5rPMuSH2gv3yDjJkSG34mSVUlVVVt/EQAihCQAzBhrHrB2i4vWAEA2FwlNvxcRT4OMHoE5AAAAABtKrHhZ5LsNKKZPQCMVG2sGwAAAAAAgLEgIAcAAAAAoCsZsQIAzzCpry+papn1ttlj3QoAAACwBQnIAeAZavV60molQ8vHuhUAAABgCxKQA8A6LBsczC0nn1Sk1gGXfb5IHQAAAKAsM8gBAAAAAOhKAnIAAAAAALqSESsAAMCo6+3pTWq1zDjz3PaL1WorN1gGAIDNJCAHgHFo952nFalTVVWROgCbqz6pnlZaWdJs/+dQM62VGywDAMBmEpADwDhUy/IidcTjwFha+OTjOePyOW3XmXPs2RloTC3QEYyeSX19SVXLrLfNbr9YVUut4SoKABgJATkAjEML7r97rFsAANpQq9eTVisZKvCmd6uVqsdVFAAwEgJyAAAAGAPLBgdzy8kntV3nJf/26dSaTavRAWAEBOQAAAAwjlmNDgAjJyAHAACAca7UavRZ512Q+kB/gY4AYHwQkAMA0J2qKvX+/sw489z2a9VqKzfcAwAAxhUBOQAA3amq0kqypFm1XaqZ1soRBwAAwLgiIAcAoGsNLn08Z1w+p+06c449OwONqQU6AgAARpOAHABgIjAuZEz19vQmtVqZxz9J+2vaAQCATSEgBwCYCIwLGVP1SfW00iry+PcW6AcAANg0AnIAgAnCuJCxtfDJMo//6SdcUqAbAABgU9TGugEAAAAAABgLAnIAAAAAALqSgBwAAAAAgK4kIAcAAAAAoCsJyAEAAAAA6EoCcgAAAAAAulLPWDcAAAAAdIZJfX1JVcust80uU7CqpdboK1MLALYAATkAAACQJKnV60mrlQwtL1Ow1UrVUy9TCwC2AAE5QClVlXp/f2aceW77tWq1lat3AABglC0bHMwtJ59UpNas8y5IfaC/SK1UVSZN7i+zut3KdgCeJiAHKKWq0kqypFm1XaqZ1srVOwAAwNOefp5dYnW7le0APE1ADmzQ7jtPG+sWxpXBpY/njMvntF1nzrFnZ6AxtUBHAAAwcZRa3V50ZTsA45qAHNigWgrNHgQ6zqoxPicdOWOMO+lSJccyrSpZrBIAAEB3EJADG7Tg/rvHugVgC1m1CVdzaHGBas0CNbpMwbFMSdJbpAqQxL4iAABdREAOAF1s2eBgrpt9ett1XnvJGQW66T6lxjIlyeknXFKkDoxHvT29Sa1W7oqMqkqrsq8IAEA3EJADAADjWn1SPa20il6RsfDJMm9gffjtF6bZ07AaHTrMpL6+pKpl1ttmt1+sqqXW8L0JMF4JyAEAgHGvVKCdlL0io2R4bzU641HRILqgVaPmMlRgz6VWK1WP702A8UpADgAAsAWVCu/nHHt2BhpTC3QEo6doEF3YssHB3HLySW3XmXXeBakP9BfoCICxICAHAAAAtphSQfQBl32+QDcAsCYBObDlVVXq/f3FZm/WBwbM8QQAADpC6TEyk6ZYjQ4wmgTkwJZXVWklRWZv9iZpVWVqmeMJAAC0q/wYmTIbDgOwaQTkwKgYXFpm9ubpJ1ySxwvVMscTAAAoodQYmeTpmebTphWpBcDG1ca6AQAAAAAAGAsCcgAAAAAAupKAHAAAAACArmQGOQBsaVWVen9/Zpx5bvu1arVM6utrvw4AAAAgIAeALa6q0kqypFm1XaqZVmr1evs9AQAAAAJyABgNg0sfzxmXz2m7zpxjz85AY2qBjgAAAAABOUAH6u3pTWo1IzkAAAAAtiABOUAHqk+qp5WWkRzA+FdyBn/iTT8AAKAoATnQtYqu0n5a+3H2nyx80kgOYAIoOIM/8aYfAABQloAc6FolV2knSW+RKgATT6kZ/Ik3/QAAgLIE5EBXK7VKO0lOP+GSInUAWL/SV/+UvPIHAAAYfwTkAACbqvA8beHs5it59Y8rfwAAAAE5AMCmKjhPWzg7cqWu/nHlDwAAICAHANgMpeZpC2cBAADGnoAcWDdjBAAAAACY4ATkwLoZIwAAAADABCcgB9bLGAGA7tTb05vUaq4igg5T9HuzVkt9YKDY93lqtUzq6ytTCwBgFAnIAeCZCo8YSgSEjC/1SfW00nIVEXSY0t+brarM1YJJ0kwrtXq9SC0AgNEkIIfNNGVKI81muSf/ldQMOk/BEUOJgHDM2VNhRBY+6Soi6EQlvzcfL3S1YJLMOfbsDDSmFqkFADCaBOSwmZrNempJhgYH267V2Hpa2zWALaPUiKGkbEBY+vL6SX192X3nae3XKq1kqF1VxVZJerMDAABgYhGQwwgMDQ7mzvMuaLvOC087pUA3QDcpeXn9qsvha1leoLPCCm8UbDU0AAAA6yIgB4BxplTYu+py+AX3312gq/JsFAwAAMCWJiCHCaYjRyUAAAAAQAcSkMME05GjEgCAMVNVVbZqbpX3vuVf2q5Vq6qVeyEAAMAEISCHCaZTRyUAAJumZKCdJNXT/66WN9uu1Wqt3AsBAAAmCgE5AABbTOmwtxtWMJcMtFdZsmhpPnHuV9quc/LJb07f1EaBjgAAoDMIyAEAJoBOHaNROuztlhXMiwsF2kly2offWqQOAABMRAJyAIAJoJPHaJQMe61gBgAAShKQAzB2qir1/v7MOPPckd189T/UapnU11ekLRivSgXRQmgAAKBbCMgBGDtVlVaSJc1qo6duTCOt1OoTf+wCAAAAUI6AHIAxNbj08Zxx+Zy268w59uwMNKYW6AgA2Fy9Pb1JrTbiq8LWUKulPjBQrJYrzACADRGQw0TR5qiKdZYsVgkAgImsPqmeVlpFrgrrTdKqylxh1nSFGQCwEQJymCgKjqpIVr4wAQCATbXwyTJXhZ1+wiV53BVmAMAoEZDDBFJqVEWy8oUJAAAAAExktbFuAAAAAAAAxoIV5AAAjBuNZk9qVZX3vuVf2q5Vq6qVGwsCAABdS0AOAMC40VOvpdVKquXNtmu1Wis3FgQAALqXgBwAaF9Vpd7fnxlnnluuZLFKTDRLFi3NJ879Stt1Tn3/0ak3JlmNDgAAXUxADsDmKRyECkEniKpKK8mSZpn/o2JGRoPV6AAAgIAcgM1TMAgVgk4sg0sfzxmXzylS6/QTLilSBzam1Gr0k09+c/qmNgp01NnMgAcAYKIRkANMcL09vUmtVnT0xcJCQagQFGB8KbnqPkmaPQ1hOwAAY0pADpupqqpUVVJv+PZhfKhPqqeVltEXrKX0myfG5UB3KLXq/rQPvzVJZcQNAABjSsIHm6l6OgF66qkVY9sIbIaFTxp9wdpKvnnijRNgJIy4AQBgrAnIYQRareQ38xa0XWef9lsBaEupN0+8cQJAJyo+aq5Wy6S+vjK1AICOICAHYEIwLoTRUFVVtmpuZWYyaym5eSVQTulRc820Uqsb5wMAE4mAHIAJwbgQRkP19L/NTOaZSm9e6U06KKfkqLk5x56dgcbUIrUAgM4gIIexVFWp9/fn1WeeUqZckSowfhkXwmhYbGYy61F280oAAGA0CMhhLFVVWkkW9yxvu5SIBQAAAAA2j4Acxtjg0sfz8c/PbruOFa8A44uZ1QBd7umrSYvsn1Jy89CSfSU2NgWg4wnIAQDGQOmZ1YlRWwDjytNXk5bYP6Xo5qEF+0psbApA5xOQAwCMkVIzqxNzqwHGo8GlZfZPKb15aKm+EhubAtD5amPdAAAAAAAAjAUryAEAWIP56ADr1tvTm9RqmXHmuWuMtWqNsJ7RWJupU+e2AzCuCcgBAFhD6fnoAiBgoqhPqqeVVpH53L0F+uk6nTq3HYBxTUAOAMBaSs1HNxsdmGgWPllmPvfpJ1xSoJvOt/qq+xIWFpqP/uG3X5hmT6PYavT6wECx+1jv7y9SB4BNIyAHAADGtdJjgWpVtTLUA9rWqavuS/fVqsqsbE+SZlW5+gpgFAnIAQCAca30WKBWa2V4VkJVVdmquVWR8F5wz/qUXqVdOpzt1FX3Jft6vNDK9iSZfezZmdZrFTnAaBGQAwAdp3Sg1N/bb8NJmOBKjQVKklPff3TqjUlFfm5UT/+7RHhfMrhnYunUVdoAMB4IyAHgGUqGs4kVfyNRMlBKkthwEtgMpVeklwrvTz75zemb2ijQERNRp67SBoBOJyCHEWgM9OcvT59dpJagBTpP6XDWir+RWVxwk8gli4ZsOAlsFhvVAgB0BwE5XWHKlEaazXLhVKuq8kSj1XadyQV6gfGsk+eylgpnEyv+AAAAoFMJyOkKzWY9tSRDg4Nt12psPS2DSx/PR684re1a57zz/LZrwHhmLisAAAAwlgTkdI2hwcHced4Fbdd54YffnySZ3CuIgxJKrdQuuaEaAHSiRrMntarqyCuvAADGKwE5jFCV9kesAOWU3lDN/gAAdJrSv+uaPQ0bUgMAXU9ADiO07InFY90C8Aw2VANgoiv7u86G1AAAAnIAGEc6eWNTAMaXUmF7YkNqAGD8EpDTFaqqSlUl9Ya/8sD4ZmNTADqR+egAwHglLaQrVE8PE37qqRVj2wjQlUqGBkm5jU2t9gOglJLz0b2BO7ZKXq2WeMMDgM4nIKdrtFrJb+YtaLvOPu23AnQZG4gC0A1KjWzxBu7YKnm1WuINDwA6n4AcAEaBDUQBgNV18r4ipa5WS7zhAUDnE5ADAADAKLOvCAB0BgE5XaMx0J+/PH12kVrGGwAAwJbRTRt+2ldk83TyqnsAxi8BOV2jVVV5otFqu87kAr0AAADrZsNP1seqewC2BAE5XWNw6eP56BWntV3nnHee334zAADAenXqhp8lVzB3i5JXBCRW3QNQnoCcrjK51woBAABgZEquYP5TvYmt5BUBSXc8ZgCMLgE5XaVK+yNWYLwpvdLJvEYAoJuVWsF82offWqCb8aHUFQHd9JgBMHoE5HSVZU8sHusWYNSVXulkXuPE0U2boAEAAMC6CMgBukCplU6JeY0TSelLnps9DTNZAegopedfw7qUvmKzv7lVkToAbBoBOQB0sbKXPJe7UiExYxSA9pV+MzjpzN9P3ggYW+Vn03fi3zKAiUtAXsCiRYty1VVX5frrr8/999+fJ554Itttt11mzJiRww47LPvtt99YtwgTRsnVGbWqSn9vf0fO5i69CgVGQ6mwPTFjFIByuuH3k40wx17JKzbfc/KbM3Wrcm/qALBhAvI23XHHHTnxxBMzb968NT4+b968zJs3L9dee22OOuqonHLKKakqTzOgXaVXZ6TwiqJSIybKr0IpxwolAIDOYyNMABgZAXkb5s6dm+OOOy6PPvpokuQNb3hDXv3qV6e/vz+//OUv8+lPfzoPPvhgrrjiijSbzbznPe8Z447HjylTGmk2bQLIupVanXHah9+aJYuGCq8oKhdqd+qLHCuUAAAY7yz6AGAVAXkbzjjjjOFw/NRTT81RRx01/Ll99tknr3rVq/KmN70p9913Xz7zmc/kNa95Tfbaa6+xandcaTbrqSUZGhwsUq+x9bQidWBjOjXULq1b7icAABOTRR8ArCIgH6F777031113XZLkRS960Rrh+CrTpk3LqaeemmOPPTYrVqzIpZdemnPOOWe0Wx2XqqpKWivK1ixaDQAAgPHMog8AEgH5iH3rW98aPj788MPXe94BBxyQnXfeOfPmzcsNN9yQpUuXptm02cbGVFXSSpXFPWVC8kaRKgAAAADARCIgH6Gbb755+Hj//fdf73lVVWXWrFm5+uqrs2TJktx+++2ZMWPGaLQ47g0ufTznfuUjRWp9+JjzslVzqyLz5WpVld6e3gJddbaqqjxmAAAAAExoAvIRuueee5IkU6ZMyU477bTBc/fcc8/h43vvvXfUA/JJk6oktVH9miXUqlq27hsoUqt6+t896Wu7VquV1CfVs8M2G/7/vqlqVa0ja5V8zJKk2dPInKPPKFKrVquy/Z9N67hapet1aq3S9bqhVul63VCrdL1uqFW6XqfWKl2vG2qVrtcNtUrX64Zapet1aq3S9bqhVul63VIrSSZNGn+v41fmDwDjS9VqtVpj3cR4MzQ0lL333jvJyvD7G9/4xgbP/8///M+8613vSpK8/e1vHz4GAAAAAGDsjL+3IzvAokWLho+nTJmy0fNXP2fx4sVbpCcAAAAAADaPgHwEli5dOnxcr9c3en6j8actIp944okt0hMAAAAAAJtHQD4CzWZz+HjZsmUbPX9oaGj4uK+vzDxnAAAAAADaIyAfgalTpw4fb8rIlCVLlgwfb8pIFgAAAAAAtjwB+Qg0Go1su+22SZL58+dv9PyHHnpo+HjHHXfcYn0BAAAAALDpBOQjNH369CQrV5CvHoCvyz333DN8vOeee27RvgAAAAAA2DQC8hHab7/9ho9vvPHG9Z7XarVy0003JUkmT56cF7zgBVu8NwAAAAAANk5APkJ/9Vd/NXz8la98Zb3n/ehHP8q8efOSJC972cvS29u7xXsDAAAAAGDjBOQjtMcee+SQQw5Jkvz0pz/NF77whbXOWbBgQT760Y8mSWq1Wo4//vhR7REAAAAAgPWrWq1Wa6ybGK8efPDBHHbYYXnssceSJG984xtz6KGHZurUqfnVr36VSy+9NA8++GCS5K1vfWve+973jmW7AAAAAACsRkDepttvvz0nnnhi5s+fv95zjjjiiHzgAx9IVVWj2BkAAAAAABsiIC9g0aJF+eIXv5jrr78+DzzwQJYsWZLtt98+++67bw4//PDMnDlzrFsEAAAAAOAZBOQAAAAAAHQlm3QCAAAAANCVBOQAAAAAAHQlATkAAAAAAF1JQA4AAAAAQFcSkAMAAAAA0JUE5AAAAAAAdCUBOQAAAAAAXUlADgAAAABAVxKQAwAAAADQlQTkAAAAAAB0JQE5AAAAAABdSUAOAAAAAEBX6hnrBgBgtD311FP55Cc/mdtuuy2/+c1v8sc//jErVqzIzjvvnIMOOijHHXdctt5667FuEwDoIg8++GD+x//4H3nyySdz8MEH55Of/ORYtwQAXcEKcgC6ztKlS3PRRRflpz/9aXbYYYcceOCBefGLX5yFCxfmsssuy+te97rMnz9/rNsEALrIhz70oSxdunSs2wCArmMFOQBdp9ls5qqrrso+++yTnp4//SocGhrKqaeemmuvvTbnnXdezjzzzDHsEgDoFt/4xjfywx/+MG984xvz7//+72PdDgB0FSvIAeg6PT092XfffdcIx5Ok0WjkpJNOSpLcfPPNY9EaANBlHn/88Zx++umZOXNmXvOa14x1OwDQdQTkALCaVaF5vV4f404AgG5w9tlnZ8GCBTnttNPGuhUA6EoCcgB42lNPPZWLLrooSfLSl750jLsBACa6n/3sZ/nyl7+co48+OnvsscdYtwMAXckMcgBGxaJFi3LnnXfmjjvuyC9/+cvccccd+e1vf5vly5cnSS6//PLMmjVrs+pdddVVuf7663P//ffniSeeyHbbbZcZM2bksMMOy3777bdJdT760Y9m0aJFWbhwYe6444787ne/y4wZM/KP//iPI7qfAEBn6rTnIk899VQ+8IEPZMcdd8wJJ5zQ1n0DAEZOQA7AqHjzm9+cO++8s0itO+64IyeeeGLmzZu3xsfnzZuXefPm5dprr81RRx2VU045JVVVbbDWN7/5zfzhD38Y/vPMmTPz8Y9/PAMDA0V6BQA6Q6c9F/nsZz+bu+66KxdddFH6+vqK9AUAbD4BOQCjotVqDR9Pnjw5z3ve8/KHP/whDzzwwGbVmTt3bo477rg8+uijSZI3vOENefWrX53+/v788pe/zKc//ek8+OCDueKKK9JsNvOe97xng/X+67/+K0nyyCOP5Cc/+UnOPvvs/PVf/3UuuuiivPjFL97MewkAdKpOei4yd+7cXHTRRXnZy16WQw45pL07BgC0RUAOwKh4wxvekGnTpuX5z39+dtttt9Rqtbzvfe/b7BelZ5xxxvAL0lNPPTVHHXXU8Of22WefvOpVr8qb3vSm3HffffnMZz6T17zmNdlrr702Wnf77bfPK1/5yvz5n/95XvOa12TOnDn59re/nUajsXl3FADoSJ30XOTDH/5wWq1WTj311PbvGADQFgE5AKPiLW95S9s17r333lx33XVJkhe96EVrvCBdZdq0aTn11FNz7LHHZsWKFbn00ktzzjnnbPLX2HXXXfPCF74wN954Y37961/nBS94Qdt9AwBjr5Oei/yf//N/Mm3atMyZM2eNjy9cuDBJcuutt+aoo47Kdtttl/POO6/tvgGA9ROQAzBufOtb3xo+Pvzww9d73gEHHJCdd9458+bNyw033JClS5em2Wxu8tdZNQf0scceG3mzAMCEU/K5yIIFC3LzzTev8/arPrfzzjuXaRwAWK/aWDcAAJtq9ReR+++//3rPq6oqs2bNSpIsWbIkt99++yZ/jaVLl+YXv/hFkuTZz372CDsFACaiUs9F7rrrrnX+c/nllydJDj744Nx111254YYbtsC9AABWJyAHYNy45557kiRTpkzJTjvttMFz99xzz+Hje++9d43Pff/738/PfvaztW4zODiYOXPm5JFHHsmLXvSiPPe5z227ZwBg4ij1XAQA6BxGrAAwLgwNDeUPf/hDkmTHHXfc6Pmrn/PQQw+t8bnbb789F154YXbaaafstddemTJlSh5++OHccccdWbx4cXbaaaeceeaZZe8AADCulXwuAgB0DgE5AOPCokWLho+nTJmy0fNXP2fx4sVrfO4Vr3hFHn/88dxyyy35+c9/noULF6avry/Tp0/PQQcdlDe/+c2ZOnVqueYBgHGv5HMRAKBzCMgBGBeWLl06fFyv1zd6fqPRGD5+4okn1vjc8573vMyZM6dccwDAhFfyucj6zJo1K3fdddfmNwcAjJgZ5ACMC81mc/h42bJlGz1/aGho+Livr2+L9AQAdA/PRQBgYhKQAzAurD7yZFMuU16yZMnw8aZcBg0AsCGeiwDAxCQgB2BcaDQa2XbbbZMk8+fP3+j5q2+GtSkbaQEAbIjnIgAwMQnIARg3pk+fnmTlqq3VX3Suyz333DN8vOeee27RvgCA7uC5CABMPAJyAMaN/fbbb/j4xhtvXO95rVYrN910U5Jk8uTJecELXrDFewMAJj7PRQBg4hGQAzBu/NVf/dXw8Ve+8pX1nvejH/0o8+bNS5K87GUvS29v7xbvDQCY+DwXAYCJR0AOwLixxx575JBDDkmS/PSnP80XvvCFtc5ZsGBBPvrRjyZJarVajj/++FHtEQCYuDwXAYCJp2esGwCgO9x///259dZb1/rYKj/84Q+HV1qt8vrXv36tOu973/ty66235rHHHstHPvKR3HnnnTn00EMzderU/OpXv8qll16aBx98MEly9NFH53nPe94WuDcAwHjjuQgAsC5Vq9VqjXUTAEx8V199dWbPnr1Zt7nrrrvW+fHbb789J554YubPn7/e2x5xxBH5wAc+kKqqNutrAgATk+ciAMC6WEEOwLiz99575z/+4z/yxS9+Mddff30eeOCBLFmyJNtvv3323XffHH744Zk5c+ZYtwkATFCeiwDAxGEFOQAAAAAAXckmnQAAAAAAdCUBOQAAAAAAXUlADgAAAABAVxKQAwAAAADQlQTkAAAAAAB0JQE5AAAAAABdSUAOAAAAAEBXEpADAAAAANCVBOQAAAAAAHQlATkAAAAAAF1JQA4AAAAAQFcSkAMAAAAA0JUE5AAAAAAAdCUBOQAAAAAAXUlADgAAAABAVxKQAwAAAADQlQTkAAAAAAB0JQE5AAC54IILstdee2WvvfbK1VdfPdbtAAAAjAoBOQAAAAAAXUlADgAAAABAVxKQAwAAAADQlapWq9Ua6yYAAAAAAGC0WUEOAAAAAEBX6hnrBgAAut3cuXNz8MEHJ0lmzpyZK664IkNDQ/na176W//iP/8h9992XhQsXZvvtt8/MmTNzxBFHZJ999llvvZe//OWZN29ekuSuu+5KkvzoRz/KNddck5///Od55JFH8sQTT+T000/P61//+iTJBRdckAsvvDBJ1vj4+gwODubqq6/Of/3Xf+Xuu+/OY489llarlW233TbTp0/PrFmzcuihh2bHHXfcYJ2f//zn+d//+3/npptuysMPP5zFixdn2rRpmT59el7+8pfnsMMOS29v76Y9kAAAAJtJQA4A0GF+//vf5x3veEfuuOOONT4+b968fP3rX8+1116bt73tbXnXu9610VpDQ0M59dRTc+211xbr78orr8y5556bRYsWrfW5+fPnZ/78+fnBD36Qc845J3feeec6azz++OM55ZRT8u1vf3utzz3yyCN55JFH8n//7//Npz71qZx//vn5i7/4i2L9AwAArCIgBwDoIMuWLcs//MM/5I477sjWW2+dQw45JDvvvHMGBwfz/e9/P7/97W+zYsWK/Nu//Vt6enpy4oknbrDexz72sVx77bVpNps58MADM3369FRVlV//+tdpNBqb3d/pp5+ez33uc8N/3nbbbXPAAQfk2c9+dnp6evLII4/k9ttvz+23354VK1ass8bg4GCOPPLI3H333UmSvr6+HHDAAZk+fXp6e3vz8MMP54c//GHuv//+/P73v8/f/d3f5corr8wLXvCCze4XAABgQwTkAAAd5Gc/+1larVYOOuignHXWWdlqq62GP3fyySfnk5/8ZC644IIkycUXX5yXvexl2Xvvvddb70tf+lKe//zn58ILL8xOO+3UVm/XXHPNcDheVVXe+c535vjjj0+z2Vzr3N///vf54he/uM46733ve4fD8b/+67/O+9///gwMDKxxzooVK/KZz3wmZ511Vp588sm8613vyje/+c309Hj6CgAAlGOTTgCADtJqtbLbbrvl/PPPXyMcT5JarZa///u/z+te97okyfLly3PJJZdssN60adPyqU99qu1wfGhoKOecc87wn9/1rnflH/7hH9YZjifJDjvssM4RMD/+8Y/zve99L0nyile8ImedddZa4Xiy8r4ee+yx+bu/+7skyQMPPJBvfOMbbd0HAACAZxKQAwB0mBNOOGGD40/+8R//MVVVJUluuOGGDA4Orvfcv/3bv822227bdk/f+c538vDDDydJnvvc5+a4444bUZ0vfOELw8fvfve7h+/H+hxzzDHDxzfccMOIviYAAMD6CMgBADpIrVbLy1/+8g2es+OOOw6PVVm+fHluu+229Z77spe9rEhfP/7xj4eP/+Zv/ia12uY/jVyxYkVuvvnmJMkuu+yS3XbbbaO32WGHHbLNNtskSW6//fbN/poAAAAbYogjAEAH2XXXXTNlypSNnrfXXnsNB+O//e1v89KXvnSd5+2+++5F+rrnnnuGj/fZZ58R1Zg3b14WLlyYJJk7d2722muvzbr9Y489NqKvCwAAsD5WkAMAdJCtt956s89bFTqvyzPnmI/UggULho9HOrJl9RojsWTJkrZuDwAA8ExWkAMATGAjGYWypSxfvnz4eIcddhjegBMAAGCsCMgBADrIpo4RWf28/v7+LdXOsGnTpg0fP/roo23X6O3tXWMDTgAAgLHQOUuKAADIAw88sEmjRO66667h403Z7LJd06dPHz7e0KagG7LTTjulr68vycoZ5IsWLSrSGwAAwEgJyAEAOsiKFStyww03bPCc3/3ud/nFL36RJJk0adKIN83cHPvvv//w8bXXXpsVK1Zsdo1Go5EZM2YkWTlu5Zvf/Gax/gAAAEZCQA4A0GE++clPZmhoaL2f/9d//dfhgPqggw7KwMDAFu/pkEMOyZ/92Z8lSe677758+tOfHlGdo446avj4/PPPz8MPP7zJt221WiP6mgAAAOsjIAcA6CBVVeXee+/NP/3TP601gmTFihX55Cc/mauvvjrJyg04jz/++FHpq9Fo5N3vfvfwn88999xccMEFWbp06TrP//3vf5/zzjtvrY8feOCBOfDAA5MkDz/8cI444ojccsst6/26y5Ytyw9+8IO8/e1vz/XXX9/mvQAAAFiTTToBADrIX/zFX2TFihX57ne/m1e84hV5xStekZ122imDg4P5/ve/n9/85jfD5x5//PGjMl5llde+9rX5xS9+kSuuuCKtVisXXnhhrrrqqrz0pS/Ns5/97EyaNCmPPPJIfvGLX+S2225Lq9XKu971rrXqnHPOOTnqqKNy55135sEHH8yRRx6Z5z3veZkxY0a22267tFqtDA4O5p577sltt92WhQsXDn99AACAkgTkAAAdpF6v56yzzso73vGO/PKXv8yXv/z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}, "metadata": { "image/png": { "width": 629, "height": 378.25 } }, "execution_count": 42 } ], "source": [ "diamonds = sns.load_dataset(\"diamonds\")\n", "so.Plot(diamonds,\"price\",color=\"cut\").add(so.Bars(),so.Hist(bins=50)).scale(x=\"log\")" ] }, { "cell_type": "code", "execution_count": 43, "id": "DbvYbfO8BBIn", "metadata": { "id": "DbvYbfO8BBIn", "colab": { "base_uri": "https://localhost:8080/", "height": 395 }, "outputId": "b551d774-66ec-4cdc-9abe-bc856ad2792f" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 629, "height": 378.25 } }, "execution_count": 43 } ], "source": [ "diamonds = sns.load_dataset(\"diamonds\")\n", "so.Plot(diamonds,\"price\",color=\"cut\").add(so.Bar(),so.Hist(bins=50)).scale(x=\"log\")" ] }, { "cell_type": "code", "execution_count": 44, "id": "0d84c0b5", "metadata": { "id": "0d84c0b5", "colab": { "base_uri": "https://localhost:8080/", "height": 480 }, "outputId": "f135e3f5-6d7e-4c3c-d936-941ae160ac1d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "\n", "so.Plot(tips,x=\"total_bill\",y=\"tip\").add(so.Dots(),so.Jitter(0.5),color=\"day\",marker=\"time\").facet(\"sex\").scale(x=so.Continuous(trans=\"log10\"),y=so.Continuous(trans=\"sqrt\")).show()\n", "\n" ] }, { "cell_type": "markdown", "id": "T6SEKBuycDOj", "metadata": { "id": "T6SEKBuycDOj" }, "source": [ "On peut également contrôler l’apparence de ses graphiques, par exemple en utilisant des types de marqueurs spécifiques pour les nuages de points." ] }, { "cell_type": "code", "execution_count": 45, "id": "NcqAdH9HSJpx", "metadata": { "id": "NcqAdH9HSJpx", "colab": { "base_uri": "https://localhost:8080/", "height": 943 }, "outputId": "3b9fccb0-cffe-4ce8-bd5b-9e816e2c7a41" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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\n" }, "metadata": {} } ], "source": [ "tips=sns.load_dataset(\"tips\")\n", "so.Plot(tips, x=\"total_bill\", y=\"tip\") \\\n", " .add(so.Dots(), so.Jitter(0.5),\n", " color=\"day\", marker=\"time\") \\\n", " .scale(marker={\n", " \"Lunch\": \"o\",\n", " \"Dinner\": \"1\"\n", " }) \\\n", " .show()\n", "\n", "so.Plot(tips, x=\"total_bill\", y=\"tip\") \\\n", " .add(so.Dots(marker=\"x\"), so.Jitter(0.5)) \\\n", " .show()" ] }, { "cell_type": "markdown", "id": "Tirsrbrodsez", "metadata": { "id": "Tirsrbrodsez" }, "source": [ "On peut également choisir le type de lignes." ] }, { "cell_type": "code", "execution_count": null, "id": "M7YuXg5zdv7s", "metadata": { "id": "M7YuXg5zdv7s" }, "outputs": [], "source": [ "so.Plot(tips,\"total_bill\",\"tip\").add(so.Lines(linestyle='--'))" ] }, { "cell_type": "markdown", "id": "eL8eZKzvgCZP", "metadata": { "id": "eL8eZKzvgCZP" }, "source": [ "Et on peut également choisir les couleurs manuellement :" ] }, { "cell_type": "code", "execution_count": null, "id": "tRgvD0LKgFGU", "metadata": { "id": "tRgvD0LKgFGU" }, "outputs": [], "source": [ "so.Plot(tips, \"total_bill\", \"tip\",\n", " color=\"sex\", linestyle=\"sex\").add(so.Lines()).scale(color={\"Male\": \"blue\",\"Female\": \"red\"},\n", " linestyle={\"Male\": \"--\",\"Female\": (4,4)}\n", " ).show()" ] }, { "cell_type": "code", "execution_count": 46, "id": "k2RauHVkjVe_", "metadata": { "id": "k2RauHVkjVe_", "colab": { "base_uri": "https://localhost:8080/", "height": 395 }, "outputId": "96734761-552a-45fc-e37d-66fb8015d6d2" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": 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}, "metadata": { "image/png": { "width": 643.875, "height": 378.25 } }, "execution_count": 46 } ], "source": [ "so.Plot(healthexp, x=\"Year\", y=\"Spending_USD\", color=\"Country\").add(so.Lines(), so.Norm(where=\"x == x.min()\", percent=True)).scale(color=\"rocket\") \\\n", " .label(y=\"Percent change in spending from 1970 baseline\")" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "venv (3.12.3)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }