{ "cells": [ { "cell_type": "markdown", "id": "87042ed8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# 2次元の波\n", "\n", "## ライブラリの復習\n", "\n", " Python は、Fortran、C、または C++ とは異なり、プログラミングを容易にすることを目的とした上位言語です。Pythonをインストールすると、豊富で用途の広い **標準ライブラリ** が含まれており、個別のパッケージをダウンロードすることなく利用することできます。\n", "\n", " __ただし、標準ライブラリを使用することがいつも最適であるとは限りません。__ \n", "\n", " 必要に応じてライブラリをインストールして、効率よく作業を進めてください。" ] }, { "cell_type": "markdown", "id": "5c08deae-19b1-49ed-bdee-2aa744c96307", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "高度なライブラリを呼び出す方が良い場合もあります。以下は広く使用されているライブラリのリストです。\n", "\n", "- オペレーションシステム(OS)\n", "``os``, ``systems``\n", "\n", "- 時間\n", "``time``, ``calendar``\n", "\n", "- 数学\n", "``random``, ``math``\n", "\n", "- Webサービス\n", "``urllib``, ``ftplib``, ``xmlrpclib``, ``json``\n", "\n", "- プロット\n", "``matplotlib``\n", "\n", "- グラフィカルユーザーインターフェイス\n", "``Tkinter``, ``ttk``\n", "\n", "- 科学計算\n", "``numpy``, ``scipy``\n", "\n", "- 機械学習\n", "``scikit-learn``\n", "\n", "- データベース\n", "``dbm``, ``gdmb``, ``sqlite3``" ] }, { "cell_type": "markdown", "id": "34e2575f-a6bf-43f1-8069-7aed0adabab7", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 科学計算を行うNumpy\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "1082e318-9757-447c-8533-f8d67f53383d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[5. 5. 5. 5. 5.]\n" ] } ], "source": [ "import numpy as np # numpyを短い名前npにしてインポート\n", "array = 5*np.ones(5) # サブ関数の呼び出し\n", "print(array)" ] }, { "cell_type": "markdown", "id": "6e0a4ecb-aecc-432c-9e60-82def8eb042b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Web ページのコンテンツを取得するurllib\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "1efceda8-677c-44b4-a4d3-0f0ed100843a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "16\n" ] } ], "source": [ "import urllib.request\n", "\n", "req = urllib.request.Request('https://iikubo-lab.com')\n", "response = urllib.request.urlopen(req)\n", "the_page = response.read().decode()\n", "\n", "#print(dir(the_page))\n", "#print(the_page)\n", "print(the_page.count('飯久保'))" ] }, { "cell_type": "markdown", "id": "e4f74b75", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 使用するにはインポート\n", "\n", " これらを使用するために必要なことは、インポートすることだけです。\n", "\n", "```python\n", "import numpy as np # numpyを短い名前npにしてインポート\n", "array = np.zeros(5) # サブ関数の呼び出し\n", "```\n", "\n", " または、 \n", "\n", "```python\n", "from numpy import zeros # zero関数を明示してライブラリから読み込み\n", "array = zeros(5) # サブ関数の呼び出し\n", "```" ] }, { "cell_type": "markdown", "id": "7b9823fe-3156-433f-9d3e-8c43585e441f", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### ない場合はインストール\n", "\n", " ライブラリが存在しないというエラーメッセージが出力される場合には、anacondaプロンプトなどからインストールする必要があります。\n", "\n", "$ __conda install numpy__\n", "\n", "\n", " ライブラリは数が多くすべてを探索することは不可能です。目的にあったライブラリを見つけるには、__google__ で検索してみてください。ここからは、いつもの **numpy** と **matplotlib** を使用して進めます。" ] }, { "cell_type": "markdown", "id": "19e6c7f1-cd73-45f0-8da1-08fc581f1d78", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### クイズ\n", " インポートしたライブラリで利用可能な関数を知るにはどうすればよいでしょうか。\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "6e345642", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Numpy, matplotlibの復習\n", "\n", " この 2 つのライブラリはMathWorks社が開発している数値解析ソフトウェア **MATLAB** に非常に似ています。\n", "\n", " **NumPy** は Python の科学計算の基本パッケージです。http://www.numpy.org/\n", "\n", " 以下のような特徴を持っています。\n", "- N 次元配列オブジェクト\n", "- ブロードキャスト機能\n", "- C/C++ と Fortran コードを統合するためのツール\n", "- 線形代数、フーリエ変換、乱数など" ] }, { "cell_type": "markdown", "id": "894fe9b6-10da-4d0e-be65-2ad43fef098c", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " \n", " **Matplotlib** は高品質の図のための Python 2D プロット ライブラリです。https://matplotlib.org/\n", "\n", " 以下のような特徴を持っています。\n", "- Python および IPython シェル\n", "- Jupyter notebook\n", "- Web アプリケーション サーバー\n", "- グラフィカルユーザーインターフェイス(GUI)ツールキット" ] }, { "cell_type": "markdown", "id": "0e479593-6191-44d6-8523-aae23c44bc37", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 簡単な使用例\n", "\n", "#### 配列の定義" ] }, { "cell_type": "code", "execution_count": 9, "id": "03c8def9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0.11111111 0.22222222 0.33333333 0.44444444 0.55555556\n", " 0.66666667 0.77777778 0.88888889 1. ]\n", "\n" ] } ], "source": [ "import numpy as np\n", "array = np.linspace(0,1,10) #[Start, End, number of splits]#\n", "\n", "print(array)\n", "print(type(array))" ] }, { "cell_type": "markdown", "id": "53cb739d", "metadata": {}, "source": [ "他にもいろいろな方法があるので、以下の関数も試してみましょう。" ] }, { "cell_type": "code", "execution_count": 10, "id": "cb0d3aaa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1. 1.1 1.2 1.3 1.4 1.5 1.6 1.7\n", " 1.8 1.9 2. 2.1 2.2 2.3 2.4 2.5 2.6 2.7 2.8 2.9 3. 3.1 3.2 3.3 3.4 3.5\n", " 3.6 3.7 3.8 3.9 4. 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9]\n" ] } ], "source": [ "print(np.arange(0, 5, 0.1))\n", "\n", "#print(np.array([1,2,3,4,5,6]))\n", "#print(np.zeros([3,3]))\n", "#print(np.ones([3,4]))\n", "#print(np.eye(5))" ] }, { "cell_type": "markdown", "id": "4a28b00a", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### 配列の操作" ] }, { "cell_type": "code", "execution_count": 11, "id": "fa5e9f2d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0. 0.11111111 0.22222222 0.33333333 0.44444444 0.55555556\n", " 0.66666667 0.77777778 0.88888889 1. ]\n", "[0. 0.22222222 0.44444444 0.66666667 0.88888889 1.11111111\n", " 1.33333333 1.55555556 1.77777778 2. ]\n", "[0. 0.33333333 0.66666667 1. 1.33333333 1.66666667\n", " 2. 2.33333333 2.66666667 3. ]\n", "[1. 1.22222222 1.44444444 1.66666667 1.88888889 2.11111111\n", " 2.33333333 2.55555556 2.77777778 3. ]\n" ] } ], "source": [ "import numpy as np\n", "a = np.linspace(0,1,10) #[Start, End, number of splits]#\n", "b = np.linspace(0,2,10) #[Start, End, number of splits]#\n", "\n", "print(a)\n", "print(b)\n", "print(a+b)\n", "print(1+b)" ] }, { "cell_type": "markdown", "id": "d5bb563a", "metadata": {}, "source": [ "他にもいろいろな方法があるので、以下の関数も試してみましょう。" ] }, { "cell_type": "code", "execution_count": 12, "id": "a1dbd651-2618-43a3-8981-3da4b3f3a838", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , -0.11111111, -0.22222222, -0.33333333, -0.44444444,\n", " -0.55555556, -0.66666667, -0.77777778, -0.88888889, -1. ])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a-b\n", "\n", "#np.max(a)\n", "#a+1.0\n", "#a*b\n", "#a_trans = a.transpose()\n", "#np.dot(a_trans, b)\n", "#dir(np.linalg)\n", "#print(a_trans)" ] }, { "cell_type": "markdown", "id": "9ee7140e", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### サイン関数のグラフ\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "42b5932a-b40d-49bc-a7c3-04e991b54d15", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "x = np.arange(0, 10, 0.1)\n", "y = np.sin(x)\n", "\n", "plt.figure(figsize=(5,3))\n", "plt.plot(x, y)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "ac656a9e", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### サイン関数のグラフ2\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "98381547-96ca-4e68-a0cb-c3777e7b41f1", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pi = 3.1415926\n", "\n", "plt.figure(figsize=(5,3))\n", "plt.plot(x, y, '-.bd', label='sin(x)')\n", "#plt.semilogx(x, y, 'dr')\n", "#plt.loglog(x,y,'dr')\n", "\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "plt.legend()\n", "plt.xlim([0, 2*pi])\n", "plt.ylim([-2, 2])\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "63f66d36", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "使い方がわからない場合にはヘルプを参照しましょう。" ] }, { "cell_type": "code", "execution_count": 15, "id": "28575d2a-8c6a-4e36-9217-4b137594e2e2", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function loglog in module matplotlib.pyplot:\n", "\n", "loglog(*args, **kwargs)\n", " Make a plot with log scaling on both the x- and y-axis.\n", " \n", " Call signatures::\n", " \n", " loglog([x], y, [fmt], data=None, **kwargs)\n", " loglog([x], y, [fmt], [x2], y2, [fmt2], ..., **kwargs)\n", " \n", " This is just a thin wrapper around `.plot` which additionally changes\n", " both the x-axis and the y-axis to log scaling. All the concepts and\n", " parameters of plot can be used here as well.\n", " \n", " The additional parameters *base*, *subs* and *nonpositive* control the\n", " x/y-axis properties. They are just forwarded to `.Axes.set_xscale` and\n", " `.Axes.set_yscale`. To use different properties on the x-axis and the\n", " y-axis, use e.g.\n", " ``ax.set_xscale(\"log\", base=10); ax.set_yscale(\"log\", base=2)``.\n", " \n", " Parameters\n", " ----------\n", " base : float, default: 10\n", " Base of the logarithm.\n", " \n", " subs : sequence, optional\n", " The location of the minor ticks. If *None*, reasonable locations\n", " are automatically chosen depending on the number of decades in the\n", " plot. See `.Axes.set_xscale`/`.Axes.set_yscale` for details.\n", " \n", " nonpositive : {'mask', 'clip'}, default: 'clip'\n", " Non-positive values can be masked as invalid, or clipped to a very\n", " small positive number.\n", " \n", " **kwargs\n", " All parameters supported by `.plot`.\n", " \n", " Returns\n", " -------\n", " list of `.Line2D`\n", " Objects representing the plotted data.\n", "\n" ] } ], "source": [ "help(plt.loglog)" ] }, { "cell_type": "markdown", "id": "d5cd55a6-88fe-450f-b5b8-4cdc8c0c1085", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "その他の多くの使用例は、以下のサイトで確認することができます。\n", "\n", "https://matplotlib.org/examples/index.html" ] }, { "cell_type": "markdown", "id": "4fd58b13-9ecc-41bc-bfbf-5e5b285fd560", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### データからグラフを作る\n", "\n", " 初めからx値とy値が用意されておらず、一点一点計算してデータを追加するようなことがよくあります。そのような場合には、x座標とy座標の2つの空のリストを作成して、それらに値を追加します。ここではそのような形で、 $sin(x)$ のグラフを作成する方法を示します。" ] }, { "cell_type": "code", "execution_count": 16, "id": "cf09db23", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from math import sin, cos\n", "from numpy import linspace\n", "\n", "#空のリストを作成\n", "x = []\n", "y1 = []\n", "y2 = []\n", "\n", "#リストに値を代入\n", "for i in linspace(0,10,100):\n", " x.append(i)\n", " y1.append(sin(i))\n", " y2.append(cos(i))" ] }, { "cell_type": "code", "execution_count": 17, "id": "9e867cda-dce5-44bf-b044-52b3137749d7", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#プロット \n", "plt.plot(x, y1, 'r', label='sin(x)')\n", "plt.plot(x, y2, 'o', label='cos(x)')\n", "plt.legend()\n", "\n", "plt.xlabel('x')\n", "plt.ylabel('f(x)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "37ad3078-b977-4474-bc7c-2572be61ac42", "metadata": { "slideshow": { "slide_type": "slide" }, "tags": [] }, "source": [ "## 2次元の波の伝わり方\n", "\n", " 理工学分野では、2次元格子上のデータを扱う場合がしばしばあります。 \n", "\n", "1. 固体物理:電荷や温度の変化、または固体表面上の原子堆積測定など\n", "\n", "2. 流体力学:リップルタンク内の波の高さの測定など \n", "\n", "3. 素粒子物理:画像検出器に入射する粒子の分布の測定など \n", "\n", " 2次元データは、これまでのグラフで表示されてきたような1次元のリストよりも視覚化が難しいですが、そのような場合には密度プロットが役に立ちます。これは、色または明るさを使用して値を表す2次元プロットです。\n", "\n", " moodleから ``circular.txt`` をダウンロードしてjupter notebookのディレクトリにおいてください。\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "837e0902-ddc6-4727-bc5a-6c06d624a0ba", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(501, 501)\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "data = np.loadtxt(\"circular.txt\",float)\n", "print(np.shape(data))" ] }, { "cell_type": "markdown", "id": "e132aa34", "metadata": {}, "source": [ " 読み込んだデータは、501 × 501 個の2次元データとなっています。" ] }, { "cell_type": "markdown", "id": "0c7649c1", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " 読み込んだデータを2次元プロットするには ``imshow`` を使います。" ] }, { "cell_type": "code", "execution_count": 3, "id": "82903331-3e12-4ceb-be8a-cb245b1168d8", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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DkUytXc5hXSh6k4R8mxPVRnQYcp5dWL4mQYmFHZfyaxWlVnVTWY2ptAJkoPu3b9RUZ/N8uNW/1ga36ILsrhMZ348cdN65xW+XhbEEEmqNlAxTb23gdU3QrqiymvJaYxThH1WjkqpXOWn7kFbLwfUUPa+2rS/plnJb6DfH6JRBK4Vwr+fkTtTOGmwTcySmPuZO1CptqoQheV4tKTZIxUbf8vYxvHjJcmpcrU3zEBcUjXPf5tDnvcMcgeaBahjSzS6BK+XXGpCzFF3LOJIakRaQxhHe5710RIo30Cy3gPGm2hja4Gs7LTWr6sgwaAdG89uhZfLwMRwpxli5MtfezyHJOsxc2vJ9XxhHgnKbRUhygK/OVaNxvXPZ7qWlayb2VGpOSFGIXFUFCn39EKv9y83+DSqt90nw9MDmZpm4rNTB89g1edZgu8SAS8ilY3gFEQtoU5ybRjk1Umo5x5ZVWZoCkNTZKJyQlwxqex9WyOZqjYDmEZVagpSDn8NDhyHFI9o+E+g4AJVq682vCdgB7M3Z+NbHW+1cxRF5pU2rLQtoA1KfVFo1VyRMKPZ88dd5tgQ85gjqEUAuAqzVOLxagBowY4ww3Dq37VQmktazWVtlJF+3MFEbsngCANMJ2Sx5F9vi5Gx9nr1PW20L6E4/Gbvv73EV5bOsdt5gi3ABpBWYjnltR4LUJUYJN88htxMq7XLOxwS7/Txi8i4CLUIt5t18VHT7echQMx+QMEMMQ87U5wp4VXNtkOeq+TVqswev+i++IXpvG0f0m4S+6cVt6010Squ/y06L3gvKfWX+6HZFxsaVnFf3MrcwxuinoSZq9zbhmOyEVhuCp2m91UaslsxcjWe3FYKAhBqv5bruJmqr93uaet+Y6YGt8LrOL6FXZCQ5a7Dt/ViALewPEnCpgkgOPeZ9CksOVahdkhqLIcj9PCbDCKk0Pn/NAzkM6R3m2cXcWgRbUm+oKrMMr0oY0kswNcOQoGsa+bX4Wk/hSCt2bxlHTtxWW/0tlVbLndWKJ0dYUTjS82PWZH5OXc+3+t5i69M+Dz9S+Sz5dH0OP8awpG56gjYZRkY3Vydvc7jdS2uxaUDV3I/5C2wlZKlW39DVgahJqFnJ0nqfcDCrZjki+3JqxqBjM+mqiixcsTPyrMF2FyMudMX95IoccpV+HYJkJhAyigiwzTvMca4bQe3SjyIESfk2CkFOrG+ah5Rbm+ODnJKe3IksDClMI7OL0EGG1wzhlEwgM/qtMKQ4DzqWqssZILMqjhTqrCd2f0xHJKCU12CPiVZ/b4QnzbBjj1oDU2gWyNi+CENaffrHN1TaYOTb8rnZAOD6OpHlJO7TfhAV7kdGhDUftTV1Vsuv1eBYne9m9Isi5ah8f6m91Nf2V34ZB5W8u+52U92/3S4jlIAykawBl8pl8XzaAtSSISTm1bJKGwvDCG1pwnYxITtCjBRbkUvzLgDM5xRMyw2pTSG1MGS4js1fYyqviPGTirPCh8L6XzGOnLJGJDkit66cDaW4+Bw2MV8tqrQBQl2tMY9YAKvm29RT0VVHeidfD85XFdm9XieytWRNywAiFgO2Ijcd89ss23+XWutUdK25bOI9CNi1XOUTk1vdNpa8u5LKQFfczhps+5gTA8rlZghcdE6rNGHbj0YRHn4MYUdSbBlqPARJam3vhwQ1z5yQc3owtUZKjdRahFwxd21GcEiyECWN4wpuKQzJ3yxpagAPO4ZfVhl2tMKRQJFfC/tHLKV1DEekdc8eq7/Ris+qFJa0x2gXpDf6ivupc3pydnJBwhvhSAk/rdZq5bSCgUQpPRpTPsuiHaNOpLUgsFUncu1aaj2VR3Rt1zA2j/f8D8cjHarpEGR6P+rxh7BjwczlrNJ3Vrvq3NpSZaAT8vSswXbXj9hF9UXNglmYEjAkoJEKE2BTE7IJbHfnXRNqZQgywkzk1oas1ji8EqwiwMjqPyu15lGEI3vdkNUwpLbwe1+GI6k18mtXXnEktkKd6VqR1jpshiMyWfvjPbjVn48xQ5W8T+3znyH7jE/ABYs/39aapdb05OzeclpWO4YTck2dSP2v0XUipTKLX2obE7T1klK9zXx5yz+b/QFdg5qKptRaMab3S+I1vB+refByoDw+Yd7trMH2XX+BwefvlznPRitc20DLc9lssO3nWOB4zpVGTKgxB+REoUhmGOFV/KtqzagyQl/zkzozIHVIGBLI5xPQ4n5r/poPMdU4dj55fq3LONJT/FifqzgiF68DgbBxrZlj83Icz6dVwGKbR+Ym6MgVqQG2ND+tNZVgcC5N0t6adztWOa01bsc1RZKt9RKrrXFuiy0/X1u5WPUXRcqXrnkehhl72lmDbR+r8QO86ghBja2AXQFaqjCCAK4As2wUMZXazKDmDaipEKSfhzRnzXOwkRPSUmuGOuNGEqHi0jmv4ObhJhorw5DC5p/yauqXu6aCwSnza7qU1pJxhByQZBxRjkiuztJ4pcyqjkgrzdJQZyb82JbzlSZna9VGc9iscCNNzrbmsNUmZ9McNt3SdaLvdN+orbalnJb+MqvDkEvqbBZAc4Jb5nqJsfWoNf0Fsxir1Rv/YrrUlr4oXjXQegxeV9jOGmyXfoSbL0Qft/5ymIltLFxMSo3n02iydRVqfgFqNXs/gxmAlFtLTsi0j0KtJdCl45w74yDUYUgNu64wpJf9AlrW/LWryK8dWkqruH+Zm+uOTnHQgfb1OUiQWX2Q+1YIUj8lyq2FfW3rt8DHgOdmcUx5tnuxTQc+La3W+Ar34bhc1V43s06khpkCUjE+Ntvuv+EfyXPiqy+9wr/1NS8yCpw52L47X8CxUKSekM33OdAS2JhKS6HH+CaoQe1yynC7bObV6oYRJChJcwgHmanWKscJYFzBMXMJTcq23JCLYUjQaTYu/GJP8SftbyuNI1mphQ0/9hx0DskR6Z2xTfdFAa9wXzWG9xXXeFVGi9Qbh5QvwpJkCNFW/+o8tYYrsjaHrfbRdGiurTY5u/YMqSyeHCvXY1tTTsvqD28RqdzMQdbWGoO66uoOV1pAvYp2CACP9QX0CO2swXbHX8D5/E/Qc9ksmJFCoxAlV2mTdwlu+1pOzYDafhrYRGzugjRCkBFoORzJlJwITRpqbWZqTeXfEqjimByuZEaSGHYs3JD0qVIzjnTY/FN+TZw7QX4N7M0xqG04KR/ywvB0LAhx44jRZJgy91n7ac4GVF96HmoL+VSHCDtrgrbVuNVfuyJ7rP5XPYdNN2sOmzU5m6qOyGvl5GxdqGGppJaelJ2r+zOGpZ068KpOSNZv2/19eV06X1lWSv4DykiLbmtW3zh26/0CeuR21mC79CPGqNgS1JLd36XjFtDyhOus0gLo1kKtlVeDUGkZUhpgWc1p1VVVazwsya4zTSP0biVl5uUWQPlG2RCGPFqz4va1JWtqhY5Tno3dA2DgcSi+xCeV5gqjCAdcuk9FpXlAQY59Shn7S9VG0jHsBUaPYfU/p9Y7OTu7IcvFgKnVwpJt9RbOmdBpKC7teMwvBbleYuUJ2fvUeqsDHSPico8uWQOcOdjuzDuRYzOhxmAm93M4MlfrH3KZLO8WoZYdkAOmKSq1aciTsCsuSMswwoFVhBQNtaZdkE4ADFg0jRSqzR8tDHmS/FrvGmzaOMKf14HGEf4ZVzgjwa9nx1D7hiOShyOp31qDrbbAaM86bFtXzrYazWHbOjl78j7NYds6Odu87wazy9oJ2rrqiBzT8QM73xqL5bQav7euZaUOaceC0s16bHa7M18ADGw5HJHDEwQzOqaQI31r40DjZbLS3DRvWfqlUtNQm6cAMz85YOJhRzRDkFLZyQcs+Cm15mbATRFexTQBLwAmwpLWA1D7HWFI3g4to9VqKryRwGeWyor5NVJtRsURUmcpv2a0Anyg/QUV59Qj9pkzDpgj0sXjPCk7hxat5WqkeSTvH8PqP2A4ODzZM4eNJmfzz28NnVRByJi7qsfVXJE9C40WceZKS2eYeqsJc8sVme5jBT/IaNay/K9phdP5tBGX5lzTE7ezBtulHzFECFHjcMtFTykcKcMQPOyYqvTDCZXGS2W1oJYdkAhQq+TVaiFIC2RSydVzawS4Qq1NC6YRBTvH4bQlDOnno5Tnac1fa+bXAKSQZFmfKjzFCKb8meWMe3C1BkGfFsRkni1fX5hHHEAhSm7xTzCrKDUKQfIWyhNElQZZGFmCr75czSmt/seYw8bXVSzvr7/MDgXoeiZn65d+PlADPcoQ5JJ6M+5hAo9FWYonU4GZq73frC+if4DaWYPt7rwD5vBP4BADeDhSwowf83qPWqXxRUO5pX+ebajN8wA/A34K+bWg1BBexHE/KSpjzpppGPEScrK/zK1RKLJQa5OXMNOmEd7UVIA0KZu2p3BDWmFIN8gwZGv+WlJktmJr5tdA+zoE6Uq4MUCtMo5AXqv/2XofyLk1UnB6HtuSI1Jb/XWz8mz5Wrudah02IM9hI6t/z0rXGnQ9pbTKezDDCDhHHDONsEdsFtSKPkOldbsia83KsenpO2tudxXu5t4iCkdsZw62MYFt0mCjY0OpEcw00DyDnVZp5Tw1nVMzoDbbeTXLBVmEIAX4jJBjGpPVGp+QnSz+E1NrCnDVMCQpMh5i1LUhT+SGXGwKXkW4w5qYLez+ua+YY0Zw042DTMOqptyADDnns3GE98f9/NR8ckTmfy4PR0oTCW25I5JP2B5cfakaaqQAyep/SkfkFqu/2a9UmVimqpigzasQudRPq21Qqy5ZYwDSAlhTvVG/BTnPIi3FePneW111hLcTGb1WLysF5PfmCZl61mC7M+3gp6jYuM2XhyAZzABEY8ggADexNdVosVCCmihq3AO1BCkJNZ5XK1yQRi6tMIwIoPl8nKAl1VqeC9dQazXTCFdrgHiDnXpR0S6bfzjI+6To9HkONH6NlV8TP4iHIuU5r5ScFXqs59t8AplT+3odNss8Qm1kUEu/Ah1eVHm2liPyXm685isA6AVGrQVHC1dkQ8l51SehxraWGtPNUm9QQKqBLJ1T904/z1BqS61jIeCTtKXqQNa4I7ezBttdv4NXoUgA4ptZfoRfLA8/+gg9DjQPsGVoZOiRJl8nSz83iojwo8vhR7YN8IkQmmr5Ngm5WnjSkfkjwo9gKHJrW9UawLaVWP0x3FUAg40KQ1IjaFn1IQ3nYwE4MowMOdxo5tcc2hOzrQfkvjf6zWvj+bTL8mxgfdw4IrbMOBIqikTVpRyRI7wISfIm1F/suypHJLXZ+645bKj098xhs5yV9GVXux+Fakt9fICxNWDE1ZtlJDmo9Qiv6y6ecA+08wbbPMLPNI+NgY2BTIceCWb82AKa97ZKyxVFskGkC2oVeDX7GbDK0KNUdDQROwAM29UaoEKMXn7zozBk/mWfJgxpVTEYnP0NsFYfMhlGGOw41BiQevJrRU5NHyOPpX7dl4wjUEoNWa3xfzVXbkvGERpP5+TY9t9DY4o7Ig9t2hFpLVdTXlP/Nq/XWwRYUQY4o6SWnMOmz8mJ2Y59tzP+wAlaxvOzIKj343E2cdGxHGROzi5cjcYXUlTGttoxFgI+wnqJx2znDbZKKDIbSWRNuCL86F0KReiwowcyzLwuk8WgJuz8LPxYgxqZR1RerZi0nYBV9hXmkVRpJM9b26zWhGpjau0Uc9dUWxuGXHoj+UK9uazotMpicBPXQ4HMUmTp2Kf8Wh7Pv8rnraji5fjTy2FIkWtL4KobR5ZqRJIjUpTRMgCjHZFXUdW/x+ofxjFV1jCItMwj/Isub2ZujfVZK2fr3BpXb5bFv6XaXPgwEpAzrf0WyAA7j3ad6s16P19RHcmzBtvlPMDP0u7PIQZIuKV9yAQyKTTv84TrIE4IbEihRz9DlskisHnUoUaPKY/ReTVrWzohFfSYYcTNPqm1pMC8h5vm7Wot/ALzL7zXNNLbGm5IMaYWhuRjrEe6HpAGEhaSNCqPWCFFAp9WanyMhlzuj1/RU15N7muLP8+xWYuL8nGtUlpLNSK1cST+asx2FY7IfMzgxaz+taVoalb/md7PPGqj/tjhMyCD0KdvJShDj8jn3EJfsb8SckXrfGt1Tc7W79s1rVZIoecafuxcqWSP2M4cbCOmSf4T8gtUgQ0SZvSCppCjj9dQ2DF8fsdcGlCGHqNCS1BLln4bavJcCS7qw4Ja48aQwjBCUONhy6TkFtRa+KVJteZ9UmurTCNHyL0VaswKQyqbv9e5N2bz56FFa2HRpcLHOle2dGybR+J7PLI0s7cEnFRotJ+3NaiNbl5VSkuO26bMjtV4Vf9WFZFDl6vhX3Jlv7EvABY2QqU1+iyYFTk59n6WIX52zLaFgmu91+6lOWy1qTgnaucNtmnEMMmUdwIbO7Zg5hnwUqiRbSnsCEulpZqOCmYaavSinYEhqTgbaEW4Uai0MgQZtlmBuclHkFF/VmXdTkg+IZurNsBWa0dsB4chuUJDDkOaNn9AKix+3Jq/BhmW9I4fc4VmhC/Tw8enURpGKL9Wm7sGoFiDbYiwshYX7SmldVXGkV6rvzSAyP2lqv6t5WqWqo0kzrDUhVBuFsBQ7yv2PboUWhG+bNj6nRVVAWygXbEzsiikcMXtrMF2dxoxzvnFzFUaHdPf3IIZJYpJoZlA8w2VJnJrBDHmflThxwSxBCwNN6nUhkn3tUOQwQGTlZmLx26e2XbOkDIeYpXs8MusqzVeaWRtArp3UvaSG7IVhgRkGDKFJTPEdH7NG8c2oOg5Q4zzAIMcm7/G4Fc8dUAotkHt56LHsmqIXoMtjJ1N44juGwwY5nsdr5QWb1QjEkDVEakbt/qLe1UckTOcOV7cExJm1KpW/1qfVw9AuB8p382btSCwreyM69I/wPi76byb/lJqtEPz4qvnsN2YR/rafh7hJ3JF5n4vwJYVHIdZAl3MocFXgOZRqjQLahxgS1CbgFKt+ap6E25IGmeEIAvDyDxXQ5BdTkiC1TWqNQBFGNJxMmjI8TBkUm3hdN661TZ/c/5aBXLlfv604/k1OqaJ2fmfW+bXADl/Lfdl2ImVtGOOzVpctFXZ/9iltKwakdoROanzax2R1nVk9deOSMswYi1XIyuPuAJgi/khpegsI4luxZgsI+kfuPzFUb03r3wO21Lj79ETPrXzBts0wE/yxZpfCxlu3L4rwYaUQ0M6Dr9wz5RZAhtghx75PgfXGqgVOTVAGkZ4nzdDkASkbsNIhxOypdaK/UPVmm68NiS/Lp4TT8eoGSnCkI71cYXVa/M39oGGokO5z2cc8InZWq1ZTSxbE/NrFtRI2S01q+LIdRhHeOPPOhQvl8aR1vw2Ho5cKqdluSLNEKTeV30CWFrF6X3kvpz3pmNZH1K6ItMTtP8x9yK40n5jcjZQFD84ZjtrsF1OI2aWY+MAk1sGOB5TT30ENKbQ+Jbn0mK/CD1GaCXITfx8CScBtckbfQFeQxGijCHItO8z6HiOLb1xbLUGBsFCia3IrR29zlyrNiSpto4wpK7mf6wwpN7Pxz70gQMzj4UaVyt8nPaTUqtPzAYy7FpL1WjjiJVfO3Wr5deA7TUiJ++KhUR7HJFljo2nLsBkPdsHgtU/xZrz9xU5BuZ+d46NvZ+aYy3Tl7UOW8/78xhz2IB7ag4bcOZgmyYHTOGXKR1N5QvVhJnPn0Y+QQwSaD4rL75fqLQEsQ1QKx71vBqfiE3n6TmIECTfttQarwl5lWqNDpdMI9YSNXRcm5St3ZDI6ozCkAliW8OQ4Od5n08Qq+bXnE8czv/W/vyaVdGfT8xeu1SNNo5Y4chDK47oNsFXcUdKreivWP65zX/JEcnHyPqQMPd16JHn0Gp95j7yWJFjm/V5n6SrWOmejhvvs6Ww49HSCMaaiUW7ppWzqZ012ObJAXsVkmI5tbAjq3QLmDF4gYONAy0pMZdfiJZKK0KTSONN9yOHWgV28FKpOX7sqT+7IKshSMswwgAnakJaVUZOoda2mkYAWRtShSpNNyQpNCBDC1qpLYchrcfS+TxfDSm/xsOQPL/Wmr+WfxX1UKQ1MZsvVWNNzNb5tSH+nk5tHOGNnrWGGRlHivXXMBSOyHAfJ661HJFWGS3P98U3IeQHUKqwSp+138yxeSCFJvMTs7e9zVg30Ty3ph3j9SDet6dTcWcOthGYS8WG9FqQYYUi1KBhBkT1oxQaBxrBbEmleXUsAFaBmlJqyRUZtzwEKfJqPkBNuCAtw0gCX1ZrYsIm39baEctnrTWNhK2CmdV3ojCkVm1B7fk8ZiivK8KQyFDT+bVWGHI0cnC1/Np1T8w+lXEkjOfwcqkvLVPFakSK0nqsIDrBjJfTEl+IlSIz82ZWHyTAalX7C0ekOq9DidbcNatoeTjXB61TLldznQuMUjtvsFHlj+LFEV+kGmRcoRnnONDgGaw44JhKo/5FqFnwshyQlZwahxri/DWRV6OJ2NwFGUOR3YYR9mY6mVprWPxF0wuKWnPXGmHIrNrAQJTDkOFmWB2G5GpPA88DDHI+fxll12alxtjK8mu6+oj4lSDPX9OFj/lkbT5/7VwmZgN14whQrpo9+VwPUpbYsiFshSbLUKQ2mdEJdq0CnlZhtRCkAJnV1Hh5zsv9xry21Dqs/lfSrmEdNmpnDTa/H+BVKLL8tuVknwUzeoGSIiMwaaBplcYgV3UxVuG1BDVUlBo9V2TAzQQxQIYiGaB6DCM6fFH8wg+Yt6aaVmuLC4quMY3QGF0bkimtLWHIpWN5Lr5oUviRHSMDjdeH5P0Aivya7J+bK2ZbbWtF/3T/I0/MtowjVjiydmyV0kq1YCvGEZ2DE4DjyVK2Lz4jUh97UuLzRe7bOTZvw44f67dVD5+u0Oq/eR22K2pnDTZMNcVGW/Vti0DGjkUuLSkyBjgNNBo/Q4JNq7QCbhWjiDCQ5P1h702oibyaR1JwYdwsQpGtEGTTMJIqkByhthy1tRb/raaRpNqY2rJqQzoNN3lchCEHsPvSeZ/H6DDkkK+ndAL9+GGYTZt/qz5kbWFRQObX+Py1Lfk1a2L2oGCzthW1IBvqMZxXcIsVRxK8mBvSKqWlYagbr0IEyOBF6DC2DGiO98nvK8W++Fyp/LNdfB+LY7YtVJsVdSn/kbV/ftkOdETm48qXUt74e3fB5HNIe36AjTf1orRAll6kpLJYf4JVvIYrsTI8mbc11VaFWq2qCIUcPdpQi2aRHJKcIfJqEWa1EGSqMLJkGOG/2lOotSWLfxwDPsbIswnTSIIdWB/6a0My0Om8Wnhuss8DDHL0yZfHacNIOsXCkEs2//Br0Ktl+yK/xlux+Og15tdoqZotxhFxfwxiTPiZ5bprNeNIMXeNXSNDkGoLDhqjT/W3c2sQnx/5Xj79QlY5Ii2rvzlOnTtGLUlu6LqH2lmDLSzeycBFrXhxOvmitGCmX3QEFhpjAY32mWorQo9mSLIOtWEfoJYMIktQYzAr8mqk1BjoqiHI2je8IkS54c3Qq9aAUq0tVRopwo9QgIMEU1JYWcEthSE9U189Dz+wr/ECeD7yuQxDLtn8Kb82gOazlbDT+TXqa81fu878ml6qxppnhnROVhwRE7gN40i6Lt7PMo4ABDM+txX52wr7zOCfEaIPZf9SOLJoR3BEilJ4rUWBT1DVv2oWsXLjV9TOGmzYu/BgrfhW5Vk/V2scZgCDGBi0nKHaGNA8CuDVVBp8rv2Y9wH4Jfdj3icQiUnY1nw1HopkoMM8w6djuV1tGDmFWhtY+KJm8acfv8U0QqFGBqqeMGSh0AaCV3lOQy6wmVQZTDdkzzI1Vhktvv6aXFFbqrn061Yy4ipWzK61NUvVtNZgq1Uc0Y5IeY0uo+XEy1kYRwygWaBzrC/s8xsiOSBFbo3fN93b05OM92UDtBFMOyKtdsI82+qm8+IHhrhb7azBRiG9dKxfJICt1qCOPaQ6o34DaFYIUoYfvdEnz5XHDahxRUZQK2AGqcpaeTUAXS7I9Ds60DCyVa3Fcc5SZTXTSMqx8fPI4FGmET/kfTMMqfJq4eez+9HnXoIce3Gle/kSaEBXGJJaa+5acEnWbf7aFbk2v3ZI66nor5eqqZbNUkvVTBhMqG02jgAAHWvjCDsf+tgTa+zzfFurFfm39Hll0dZoKx2Rz3erP3DmYBv2DoNSbNYLxPF+9W1Lw8wEmQU0gqHY9+U5DTGPfqjRXDVu69dQ41X7PZ2bC9ClvNo0MeA1whLHNIzQYY9ai+fAIZfGRJDVTCOO5dAcukwjQX3JSiT52lKFpfP0GPR59onmPBw7zum/3jBkLqPFl6kB1pXRonbq+pBWfo0mZlN+zarovzQxu3epmlzoWPYBSPm1qnGEVBv/EkyNm0RUHyDB5PQ9is8R6Yjk4OPHwjii34ZWvu1ec0Reo9UfOHOwJcVEzYKa9SIDSpgpeNG16VgDjc6RqjLVGx1XTCK+L/yooZYVmnJAzjnvJh7TVM2rdYcgDzGMLM1bA7Jac2QQMSZkN9Rat2lkhFBnAmiUj2Og04qPKzOvHkUYMiq5xNWVYcglmz9fpqY1T+1Qm/8p2pr8WhjvsLRUjawbmXNvq9dgY58LhfJSfdZniJVXE8DSfyr6ApvGevnLCU+yBBq9d/lxvN9iO/YipEuOSOuL6QmBd95gm5DWJROtgBoLIVjfropvVSXoCqBFYFVDkgpoJuBimay1UCts/ZYD0pyvRnBqQC39Do8UgqTD1ry1Svms3gnZ2uJfmEYS7KSCWzKN1HJnss9HePqg1iDHWkDrdUPyaiMUitRmkvCrmTfb/MP1OQwp+g/Ir/UUPs7H+bVh5ddEOS01MXuGU4rOXqpGr8HWVXGktr90nvY57NT5/IWZdc7s2AJdpR1UI3KrshN58Prr46qLH1M7a7Bh7+BYKNLOsbFzrM8KH2jQmWpNA42AZ0DPhly8dlJ9s4Ra6vMVqCm3o2OhyDxhW5lFkrmkhFpqx3BB8tZbZaSl1iqPmloLiitC0Cp4zNVZwzSScmx6/lrs1wotgW4IIUg+KZvckGN3GHJuVhsBaM6aBBcPQ8p+uob96lEWPD6lS1IXPtb5tep1rO4jV2atidnUuGqzix83Ko7wL8LqS7H+guzEvk/7YevVl2Zvf8FOT9qz6/iXTWUc4c1yRBaKbuN7eYsjcs19T9DOGmxkHikStBbUeD9QhVlVrdWAJmAGIyzZCD3SeTbhuhtqLK9Wg5oIOy7k1bSqO8gFqd4I3VVGLLXWk1tLeTJDrSWoZYClXBwDHdi4IscGft7nz7wEQG8DjoSiWz8pO/waZgU8GYYEcjX/wVBIW23+p8qv8Wbl15JS68ivLVX05318S/m17IwE+0NC/NHlHFiX/6w1yOnPErAxlSa/cHu5D7ZvKS4Nvms2jojGX196/umJw5DAmYNt2AODThYYfzf+Iqspt1a+LX3jUkDjfYUbsugzQo8MZEU9SCpqrI0iS1BjSqyYhH0VebXaC7ZSwb86b21jbi2bRxgAk0rjcENyPmYTCfJYQ40V89kGzyAaf0fJLEJPlWBGkFsfhgRKi/+aaiN83lu49nrbKfJr4Vy9or81MdtWalDAckaOjcCX+8UYdh/5+bLSOMJ/Sa12hcaRVhP1Xfn2GtpZg02YR9TfsvjGpF6ctXxbBpevqje5L6HnYpzcVGn8fMX5GFQbm3yt3Y+t8CNzPZoOyI68mrm/6Y/D1NpSjqY1b22tWhsZyNKWQW/J4q9hJqDnBeRE+HJAhFoGGlwISQ4DV2nA1jDkmB5zCkNm0OUwJG/aVNJr8z9Ffm1Ge2HRVn7NKnzM82u6on8tv2ZNzA4dyPJcfy4YfVa/Vmtiqz9L0i+FvqzSWJ9/WVq16UdvxZEjttU1ImtfdG9KatWbmwC3N/oV1KqQMwHnBbj4i7UFtKTKqI/n0gyVllVcBFhSbX4d1LhRhEOtwwGZ2rFDkHS4YO9fVGtiPtoBam3UcAO087GVhysg58AgF7fgY0MfgWvLpGwrDBl+jaUbUochdbWR0fmQT4vP89g2f6utqQ/Zyq8BwJrCx3Rc3iOrNz0xO30spPe7y58JBrj0vhP7vhxnNR9+oFR5Xm7T/eq/u0KdWeqtmo/bCMO1NSKtL6gnbmcNtsVQpAE2/U2rTOzyc2rLlVwFaOmYw42rtHQ+wy4lhamfhxwpt7ZGqTGYtaBWzasd84VfsfcDyIYRsWXwc+rN0KnWJISkgtMQyw8noMZzdCmPZhlGBphz12j+WvpnICu1tF8JQ3LQ8UnZ2g0J1MOQ6VesPllPEYY8Rn3IWn5NFz6u5ddSlRFuFmHhSABFfi10hj+wOTE7fVa4/IVWwa74vIDsbxlH5GdRPLjXjCPpH6Rgpl3L1iXX5IgEzhxsNbt/EetmW/FCi/1NmLEXpGUmkUrOp+eToWaotJQvQ5FP4yDLii2rs26oTbMNNfpnHxtqlmGEvRlMtQaIydiWYWSLWvNjRa1xeBlqTUBRw4v6waBpmEZqc9fGYcY4hO0uPsZhxo7BbKk2pHZDWmFIXmFE7LurCUO22uT9pvqQPfm1cL6eXxM5NqS3EzOQsEcaxICWLjYgBxtwrfwafzLFUjVbjCPiF3dE48gaOKkakaHPeA3Re3hBqR/SzhtsMyqhSPnCCX352KkXcAtmuj+prwQ3No6HHenFzFQaEuBUPq0Hanzy9RLU2Le/MlTRYRZZ/YeQL9DuEKS1OjZt4/4p1BoBLufhnLhOWPy1kYTl0grTiMqxOZfza8tqTVUccdI4En6V692QfDpAOD5tGHJNGa019SGPlV/z6gEgQyzth91CoXGgQfbRsVZ0tUZfasUx+L28/KXVQEb3iNtrN45Q05VHrsgNSe2swTbswweHaOzQyq2l/soLshaa5N+6TIXGQpQcaFWVpnNoXu0rl+MqqE3he3F6kdcckNYk7HDhtj9IbwiSn2+oNT+qkCRtxzh2Qa2RIaSp1nj4sWXxV3PZfIIcTKCBQW1p7tqOVRgh00grDDmQ67HDDQlkpXZVYcg1ZbQ40OR9h2p9yDmdy2rMqjTCz3fn14BSuVl96rNEn6t+WZ5pjI/XZ4A1K47o460VRw5oRy2lRe/RE7XVX9F+7dd+DX/lr/wVPPTQQ3DO4V/+y38pznvv8bGPfQwPPfQQXvjCF+JNb3oTvv71r4sxd+7cwQc+8AG84hWvwItf/GK8613vwje/+c3VT55CkWQicft8POzV+QkYWP8g+gNkwjafC1vPztM1PiwEugerDIJk3Q+LhIZzwxTs+i4tHBpDjzQ/jYwhep/NR3PTnPZTfwtqM4NXA2pmu4oQZMswoh8DByCQIYc8CbvihPTjslorwo/KPFIuWeMTzJJac0g2/zDHXCq1HtOIXinbCkNm2PliiZrapGwdhhxwPWFIwLb5y/NGpZGA8TC+oz5kgpq6d2v+mlffWIoVszXEwI4BpuQ4gKwvyb68XpBVbg+qOGJEZsJF94Bx5AqmAax+9f7+7/8+/tSf+lP49Kc/bZ7/xCc+gU9+8pP49Kc/ja985St48MEH8da3vhXf/va305hHH30Un//85/G5z30OX/rSl/Cd73wH73znOzFNk3nPWiugxR7WOYIYB1kvzNLxPtv3NdA4wNwc9pONfyboRfUV56fx0KMwiaR+5X5kk6+LnBoPLyqziGXrP0lejdpSCLJmGKnY+0mlJUWmakI2nZC8+ohSa0nJ8fCjBhnrK+e4RaA5mAWPw1PsMI0YYUhLsfElaqymJ2WLc41v0KcOQ9Zs/mJdNWXz1+uvAUjrr7XqQ1r5NV4fUgsgW525DCwQhDLwrLy8GaqMP0T8Sfg19CQ8pHEk/fLCe7+6VE3NOMLbNRhH+u57OsCtDkW+4x3vwDve8Q7znPceP/MzP4Of+qmfwg//8A8DAH7hF34BDzzwAH7pl34J73vf+/DMM8/g53/+5/HZz34Wb3nLWwAAv/iLv4iHH34Yv/qrv4q3v/3t3c9l2Fdykws5tnQs9nlyl7b5G1bKn4kxyhiScm2e3Y+BzSPn0lJYke/7BDFzkVAGq+Y8NcCG2inMIkX/hhAk3a9mGInQ4+ut5ZJZMNVakVtjENPwKmEmFVsOV7JPORpL4cjY54A8by0aRCzTiM6r7YYJOzcVc9dqK2X3Tsqmp3cvhSHT2IVYFJlBwthBhCzFUjUd+TUARX7NCzcQ8gMMUAa0CqghX6P7S6B5dY2XY9P7HO33pIZf2r83jCNmdSF2X3/iXNtR4w3f+MY38OSTT+Jtb3tb6rt9+zbe+MY34stf/jIA4Ktf/SouLy/FmIceegivfvWr0xjd7ty5g2effVY8AGCYs+pKD1JUhlqTx16pN6nMshpDDC16UE3IYfJw+zmGI6VCc1GRJZjt53Q/7JlKm+V+EXokiCmo+XmGn+bjQu2QtjYEmeDFQpDjqEAm1Ro3jKTcGym5BDi6Lqo1XjdS59YSsJRaY3DUABOQS47I/CCLvxvm+E9mCs1Qazs3NU0jVgmtMeXZ7DCkdEHGffb5cS+EIcM+X/V6vc2/ll+rrb/G7f0ZapFBwhWpAMe/DBv7Gnx0viu/1pqYTY3e9/pB8FLq7Z40joQB8sH7T9SO+gp+8sknAQAPPPCA6H/ggQfSuSeffBK3bt3CS1/60uoY3R5//HHcf//96fHwww+HEyrk6CYCjwSYhpjMlxlhRoJZGp9BmEGFDLTZAJoKOxa5NO561KFHDruk2ia7oPExoHaVIUi6TlcGXzKMMLWWIJWckRJkPJ/WnVszHnJ8Xa3VLP5LlUZ2bsbFMK0yjVCrrZRtLVETxtc/RE4ZhgTkZG0+ioch01gWhmzZ/PM92mW0dH1IACK/Br4PmPm1Qr2BKbF03iulxo7pPGtHz6/1KLIDvsge3Thy/O9Oop3k9prg3vuS6qq1xnz0ox/FM888kx6/+7u/CwClWktwyqAqFZsXICMTCKmyGsxInWWFN2eFtjeAtpcQc3p/ZkCLKq0IP5JJRKynVoGaKHx8DVDjtSB1K/JpcRwpNQUz0zAyBkXGwZcVmlPw0jUgVZWRBbVmzVFLKs5Qa9oROQwRXhSKdL6Ys1Zbd23JNJLCkMjVSMKvuL5S9ij+FK6o6L+ltcKQAFIYsmbzNxcXLZyRLubcBmibf3JJsjBkvhdTZ2CGEdDbSxtIoB6O/2kXIVeEJTX8YIzTUOvNr4n7Gfk1QBpHLJjdI8aRU4Yjj2r3f/DBBwEEVfbKV74y9T/11FNJxT344IO4e/cunn76aaHannrqKbzhDW8w73v79m3cvn276HeT8bs28msAipqSwqEkXpTcks/P+7yd2TjWn1RYHJMs/HQsKu7nh1keS+fTlqDGFNvJoUaHCmqptSZiN1yQ4sVPRhHDMBIAp+z9KQ9GEHNCnZX5MvZFnTkfdUmtADsPmWNDglwKQcZw5FJdyJBnozBkfd21mmlEz13jQNNz11pL1JwyDKnLZ03ISq232sjshxSGBLgyWwhDGhVIytxafOt7Um+ofBbk/sIUoiBnmkkA9jmBnE9jEJPX0/uW7etGnw3UdH7NuO6g/NoJKo6kuacb+drTjqrYXvWqV+HBBx/EE088kfru3r2LL37xiwlar33ta3FxcSHGfOtb38LXvva1KthqjRQXf2jrf+7XjwA7Xl0/KTO14GehzsjCP83xmopCKxTbgkpTUPMEqWlaB7XZnxZqer5aGuL6QpCWC7IjBKmXpeGhRLE6tgBYzrHpEKV2QpYmEXadOOdRr+IvH1WLf8qrzUc3jYRtaCPuvTAkgcgyj+gwJBDVXFRqcn21bPNPfShza9Lmn180uqxWqdzYA3JfgswXUGvm18C+INM+/YLEF3NfPvI/Vvzeriu/BqAwjoQ+wziic2wnDEeuVmzf+c538F/+y39Jx9/4xjfwG7/xG3jZy16G7//+78ejjz6Kxx57DI888ggeeeQRPPbYY3jRi16E97znPQCA+++/H+9973vxoQ99CC9/+cvxspe9DB/+8Ifxmte8Jrkke5ubwrdk0dQhV2LieFbHnr3APIQyS+OEauOKzdsKTRxnCDml2NaqtPDPYVDTtR+Bk0NNmEW6rP3OGKdUmxWCVIYRvoioH7Mzkuz9nsYXqoseTqo3HorUjwiycE8vgApnqzVaTJSckBSGHFU9yN0wmaaRCzdhdDMu3LTZNGKtlK1NI4e0Y4Yhl6qNcABaYUga22vzz6FIQBhGgJhfc6nfQaoyG2r53yjyab481uMA5Peizq/V3qM8IqPCmKdq1fwamDob1DYPsIF2YlfkarD9+q//Ov7iX/yL6fiDH/wgAODHfuzH8JnPfAYf+chH8Nxzz+H9738/nn76abzuda/DF77wBdx3333pmk996lPY7XZ497vfjeeeew5vfvOb8ZnPfAbjuM6UnKrj637exf7oZQxcgQyQYUbAhlnq7wQaDzseCDXLJBKezhVDjVotr0bjt4YgKcyYjrFsGNEQc6yfqbjCOALe7w2VRj/XZ7VmVBtZUmu6LmSCG+YENK3WltZdy38GaRpZquR/XWHIHjdkq9oIAIgwZFJudZs/QDAzymhxaDFwybCjS6DiSswCnBlaZPeq5tcIaNS2zF8DZNSGt0MnZltty1I14vPkeE+leAr+WjXstvbss8/i/vvvx//2F/9vuBhfYA8S35B80W/Jf/1idOwFYqozGH3HBhqAIvRIP/fUUAPyC7FiFglDKmot2fijsWQYoiobGMTydRiHMGdtdGzL1NouHg8O846pthFRvQFz3Pox7o9IFUjE8UhjkMaHh88VS2h/9ABtBw+MHm70cLs5qLRxxhgfu2HGbpzTvLWLccKtYYrbPW7F7YWbcXvcx/0Jt+P2BcNlPA7bWy70X7g9XuAucSvuX8Tw5YWbcAszLiIUb7lQp+PC5TAk5de0zZ+U21qwccVGKs2av3bpfQLbpQ8wu/QDLv2AuxFYdzHi0o+49Dvc9SO+6y9w6Xe49CO+O+v9EXfmHe7Mu7R/d97hzrTD3XnE3XmHu9OIy3nE5TTich6wn0bspwGX04hpGjBNDvM8YN4P8JMD2MPRY4+wnRGMZZPLKY4ZRWWjIZnNwKYSIVcg4o7r/Ryd2yGtgWg2SwsK7+ectuBVh5iZTMxhjZWGfJr+UxpHPDeR9H4G0PuW3vOthYLHMb6fx/w+H8dgCqP3eHx/Yxjgd+F9vscd/L//4z/AM888g5e85CV9z6uznXetyCl8M7aSkIVdNplHGKjYsVRttjJL97VgRmO3Ai3+3K7QI7BsEgkHbP+KoeYGCTUdguRL09CLvicE2TCMCOWmJmPXwo5A6CdFVoYu8zmh1gbfVGtLVfy5Wluy+FMYktQatTWmkWPNXeudlJ3zaf1hyNqiola1kbU2//Q2tWz+vlJGiyus9IVYqzZfjJWqDOvza/zzgj+o0XucfzZU2rVNzK7cVzghz8UVedXN7T2cppr6I4uwpAoNcJClsQJSbBx/cVnqjK5ZAlq6d0Wl0fPpCT3ysbhCqKUhDaixmHvN2t8sm1ULQXLwGIYRYeVP16k+Hopk8JOGEV+EJltOSJ1bcwjQ4+WzdoOEm7b4BxVWt/hTu1dMI0tty6RsHYYEAHNiNpbDkDK/Jl2RIgwJCKDxP30LcnSdhJ1XkPPimq78Wq1dQ36t1ZruRyvtwM8NgP7oPmY7b7BNMxx7w4vGfmlF7BqWYlPQoj4LZnSOwyv2mUDj99JAA1CotPg8ryX0CCxDrdcsMo7tvBpTbU0XJJlEHJJ6C/PXYBpGBLQi1Mo+JFCtUmudTsha+Sw+ITsZRoZJqLWaxb/HNLK07tox24y5WCk79C9PyrYauSF50ePaoqK91Ua6bP4MXK7Sp/NpWpWVik3a/AENu/hkTpVfE58D2/NrqyZm6xxacTP54jwlks8bbKzSh3lefLPy5b4OB7TUWupXx/QCZMeLCg1YzqUB7dAjjcc1Qw2wocbNIi1r/1JereaCtMKOpOJ0uNEKRQqA+QS48PBpm6z/8VyvE1KXz+JqLcBtTnkyPSGbbP9LFv/w56hXGrEwduwwZDiu14acfATWyjCkKI6swpAATLjVw5BcpUnLP7yDm3kYsv6oga+5TZ8jiCkOBjm2TZ85rfetFY4E5OfEKZquFGQYylZPzHbupGQ7b7BN4SVfNP1HZkOcBbiaWqOtBlfcdwbkakALh14CDajn0vj11M/H0z/hFFAr+g2oUdPf3FheLUGNmUVEXq1i7QdXWAQ6ETp0qR6khJQTSguuBJ227Iu5cBCfd2wM+1TrUGuk2NaoNanYSKG11VpPpRGrnXruGlBfomarG/KwMCRUGJI9APaHD1v+Jy/HgUHOK5gZx+k6lrfXX5r5r5J/ORZflHMkB2J4/b1+1InZQBl6VGque2I2/ZzGNIJD21mDLbx76BtQ5Y9ogQxoqzWgBFTcmuqMj1dqy1Ro/Djub1ZprK/4N65pxrew6lw1Gr/GLEIhxpH1aWt/CifGb3p8VWwWjixCkEqZcdgVhpEiJOlPrtas8llareX8Gk3Urqs1atw0MqC0+F+VaSQdw4swZG2JGt34pGxr7TVdWeTgMKSh0KyQoyitpcY1FRtvuj+TlqVFPEQ4svIevmfza3yfK7paji2+5M6mpNZVNzeFt4PZ1BfKtlJT59T5QpnR1sqfxeNDgRZuswC1YwANML+lmVDj4xvrqwmzCFNoKSwR4ZbyabQszeCga0FSCJIUXeprhCB1iJKrNB2mlCD0Bux8cECKx5ygRqWyLLVGTkhe7PgiTb62y2eFMfumWhNltJhquyq1phuFIXnjc9doO2nV5tuTsqXhhNeGXBuGzDJchyGLkOOc92thRxNq1CK4uGqjMKQ4TtfTexwSdjq/lj53jPxa/Oy5p/JrFrSG3O8dcBOKrDQ3Ga5IoPwj1mLT1jckrcr01jrXAlpxXSPsCFytSgPWQa23sgh/jBla0jwyREWmQpAMZl4oOJQuSFJlDFh23k2etwwjxaRsFnrk7kgHGYocGmpNOyEpt0ZOyAs3JRW3Rq1tsfjzNjCYbGlLJbRaK2UfGoYM91gbhkQ1DLmq2giQgKTdjhxwIr/G4NVVRgviSatfvPFF/Jjrr1nNisDwc3wLlCFGHrHhfQBOOUH7rMGGeUbKztb+kC3IcUXGz9UUXQVmYaPgVVFoeWwJtHRO/MyGSrP+fb2tFnpkx6ugxh2QytqvJ2FzmHFrfypgzAHFK/fzvBoHl9iHCEFa4UmhyhwE5IL7EexcW63xCv6WWuvJra0pn2WpNfpYaVn8+YTs3Hd4GNKauxbO05ZWx26vlE1hyBRuhDtKGHKeB8yzS2HIQqXN9TCkDj26uQxDNvNrxjgA5udMMaUIbOxsf4k9em2NRn6taEv5Nfoyq/tSBMcVUbVjtvMG234CfCUUCRQvEmepNb6/FJq0YEbjteQ/NtBYn/VvW9VOCbWOOpDWfDWeV+MhSFELsjURWzycgJrOswnFRw8BxPhJxCdjD9GBOASY0STsIaq3wZU1IVMlf9SdkDy3RlVGLLVGrabW6KNoSa0d2npMIzoMSfu8YLG4ZwQWX6JmjlArl6g5zA3Jj5fCkDr0WAtL6tBiYR4BOybgaZs/CztaNn/v+WfMXHyRv7IyWlAQs/JrRo4t5dN4fu0mx2Y3N1dckdRaao0ft8KTLZgBqIYb2ZgtQAu7ZwA1betXDsiqWSS94NmL3Elrf+jTIFMAY+FDGmvl0FII0hG4sNowAuczp12uMDImyNk1IZNyi7m1bU7IckL2GrVG7VimEd20aYSHISmECMAMQ5Ja4yHIcJ+wXVMbctkN6ZJyWhOGlOYRqcbM7cyOe2z+rdZ6vxeK7jgy6OD5a/pY59fY9hTtrMEW/qArwFZ8o/HlOA0gHAAz6341oLF7nARowGmgxsOM3MLPoUY14lR+rZivNqotwasagjQAZvWbUKT+tmGE2/tJraXw4yCBNqacWqnWaA22rU5IUZEkAhOQag2oq7WTTM6GPXcNkHPX+MMMQxqmESsMOftQZ3JNGJIYBI/ghmSqjCuzwg0526HHtWFIruAon6Zt/iIMqR/a5m99WVbtaDb/rfk1rtjYsbT7A9jwNHvbeYNtmtvfUCwQWBBT/S0VVebdrgBotX/LmrYGai1Lfw1q/EVcc0CySdgZfJDz1XiIkKDmlLW/quKUC1IrNg4yda0IQToaX7f3U/jRAUVObTfMSa3pmpCk1i6GfbcTMvxpltWaha5jqDVqV2EaobGtlbKXwpBTJQxZuCEV5CyAtUKPPWHIIrcWFVw45+XnCQ9DsnYv2fwBZKUWX1tWfUgrvyauvwlFNtqSYktjVKslYC2wWOeXYMav6wBa2D2RSgNOAjUOMQ6wBDVeLstwQKY6kLX5agO6zCIw+iwXZKnKIEKQGWZYNIw45oQk16NeHXs3TNjF6iG7ZPWflFJbVmsAutVa+DOWHxaHqrWtphEAhWkk39Oeu2ZOyKYwZKHgKmFI74JhpAhDIkFGhyHNvBoOCENChiGTzZ/6uWqz3uM9Nn/gam3+QGkS0Q5I4yHya0a+7RTtzMHm0TSPxFa4h2pJ1jC4HMfPa5gBVXUmxq0Fmn4uW5oVOoCC2mB861qr1GpQo3JZHGa9ZpFWXs3oOzQE2WsYsez9Owo9xhwaAY2vjk3rremakLQkTU9ujZyQQP5M0EvTIG4PnZCt21rTyAwbaBSGnBLE2iW0eBiS4LafdZjSYZoHeLZtTsqO34d5GDIDzaUQZM08cswwJIAMMP1Iv3z5GVKs9HGKpl8nWpVpoFXvk7/MApD5tRM+/bMGm5/n8IGkW9X6vwCOGmR6YMb6FlUgTgw0oFulhaEMRsDxoWY4IJFCkwpqPARpqDULdtr9aEKuFoJ0BDWYhhE3SMMI5ddak7ED0OIaaWQecTqv1lcT0lqaxip2HP6cLsEt9W38WrzG4q9NI1alER2GpEamkdrctSIMybaFqpvl3LVqbUjD8t8MQ84oVFkrDAmosQD70hu2RbURq1nV/BfaUcto6ShOGj+U41kqolkfEgBNBvUnnMh21mALi+0tKLaazBdjtLzP53thVo4t1V7xojsF0IDrgxq9ePlcNQ41l1/gen21RbOIA2pqzTKP6InY1RBkGksqTYYgnSsNI85RGa3S3k/VRXiVflJreb7anBYLbTkhw5+pL7fGgVZTa1vbkloLY0Lj1UXA+mpz1yYGK8s0sp9Hc+7afh6SUss5NeMxA+BqDUjKLECr0w0594chRbURsGMGwfRLS2HEzmr+anL2Vdr8AXTl18RTEUDL8AvHx3961M4bbDr52hxrvDmXCopWzCWLMFM/7zqBFnZLqFWdj/H84jy1hlLTYccQV4ftgBQqquGAHF0Br3SeVrw2Q5A+j98UgrTrQWqVRoYRckCSWsuwi6FIZNv/GrXW44TU7RQTsnkjtWaZRkittUwjk88V+1tz1yy4LZXQCh8NRo6N2fC1OnNzGYbcOimbFFyqNqLDkFyJ1cKQHFq62oj+zLgCm7/4fOBbIH+p1Y90fXyaPL92nKdstvMG29yh2CrAa0IsDKie74FZOLwioAF9UOMqDSihpsceCjWuzmpQE+HICKtCnTkjX+Y25NWUsiMHpApB0qdX+CfmCiN6rTXLMMIXEb1g+TUqnUV9Peut9VQZKQB3YrW2ZnmankojQK9pZF0JLQigNcKQKx7dbsgCmhJOvWHI1GpmN9UOKqO11uafjhXA9Lkhj+H5NYrWnKqdOdjoFSRbs9TMgkvSGrfGfLIIs9rP29r0i6M39EjXLjgfzcnXjfCjgFprrhqDWumAlACzQKXzaVDnSI0R1HQI0otwpAxBcsNIzqlBTsaGNw0jae6aMRm7KJ3VUGsZbqTSbLUW/rSnV2v22LrFX6u1fM1G0wgLQy5V8p/nOCk8QQ3K2k/z1E4/KfuQMORStZGjtDVwEQqNKTg6Z+XXhAvSgfJr4dxBz7zZzhpsfprg3bIrMgyuvCgM0K1yUaLyTemagBZ2O0KPcf8gqLWU2hqoDQ61sGPu49t2Xi2M8QlwAnLGRGwdgmwtSUPGEat6f83eb03GJrV2K+XZ6uut9eTWTqHWeKtZ/EmtAbbFP1+fVRuvNFIzjVz6UZhG9kzJ1eauzXN4FCW0Uh8EgHh40s1qiZrKBO2D3JDIxwCyvLSckEthyOu0+QugDaVqSwrNuCapuPQd4iTtrMGWYw0drTZLv8dcApig6lJn4YcsPbt1bYtKA0ToMfUvQY0KGm+FmmOKyYVHATVesV+EHfsVnM6ryX6vIEifUhAhSD0Rmy9Jw+es6QojfK01be+/cJM5GfuWm5J5RMAN5erYPVVGeDuWWpsxd6k1oG7xt1bJDtevL3i892Oy+nsKU1aNI4hgyZ+gMgzpEuRMJ2TjuBmGBBsLMIXmM+BaYUiy8kNdj8pnFZ07ZjV/3daU0bL66H3Iznl3WrKdN9h4df9Ga4cmay+wDpBVxsUfuvi8VreVKi1cUgk90pga1Ph6agxkq5WaQ3OuGimwmSsxpcoKs4hWcQ6lgWSUsBMhSBaa7HFBWnPWcihy7jKMkGnkltvbIciKWgOQ1FpQaHaVketQa8A6i3+PaeTSj4umkf08YJ/mrXXOXbOUGegcGwep6O6JMGT4xR7t75maU58Z1Jbyaz02/wQ0BrskpmNIsqEQD21nDbbweuv4g29xTKLxLegqYQZsBxrQF3oEbJMIN4o4UmC5X8xTq4QfRaixArUSWjbU0r6GmOi382p+9EUI0o0eq1yQbM4aVRahOWsUgrxw+cENIzQJu2YYSVX/WW4tGVHQv97aVag1wK7i31pMtLY8zUlMI7OLUMsPZ0BOOySpPqQOO0Kdd96ruW2e3XthUrYON9bCkNTEKiGnC0O2mjSWGV+YjVZU7+f5eEdjjvo0RTtrsNXMI2brsMOuBhlwOphRO5JKy/0LocclqKWFQxnUyNJvhB811Hz8FrdmbbU1ZpFqXs3R1ue8misnYmsX5FII8iLBjcCUV8Veaxix7P16dexTVPBvtd4J2byK/6LFn52nECYpNZlzczm31mEaodybpcJk+LHPNKJzcmXIslwpuxqGBCDCkNbnBg9Dqrlspw5Drq7mny509iNdE8aUy9bQ/07Tzhtsnr52rbmk40WwBMFTwww4jUqja3pNIoZKW4RaI/yYjCG9UEuGESeOC7MIg1o1rzYS0JDzaqOuBWmHILNKyyFIvoAoD0HyepBrDSN6MnbYZrXGDSPHrOC/ptgx0FZrPRZ/Dq/LeVeotVzBP2z385hCjxxqU3Q/kmmEVFqRY+uZu6aNIjSfbfZJrSWAGXPdkmw8Nzfk1mr+Vj6N33vIY7jNP2zD59GRpt6Z7azB5mcf5iJtv0HnuCsAGbUeoPH+tSqNzrfyadwkkoDnRMhR5tawGH5M4DKgVubXUIedGYL0lX4s5tWktT+HIIPCki5IXtyYtnoB0RSGVBVGegwjllojw8jYeMkcS61tLZ+1Vq0Fdda2+FurZO/9kCqNTAx0hWlkdvkBZNOIrkJSefBQYtM0YlQjWQpDNpeoATLkwi+T/XGuJwwJwA5D8nM6vxbHWjZ/yq+dMgwJnDnYFtvWrwRXCTJqhwANsFUajesNPWqTyAao8ar9/euq1eDlBKTSvqsAzpFC8wlia6z9vBakFYLcuckMQVpz1roqjGy0959CrfHcWnM8bLVG2zVqrVUX8nIeFy3+RaURACBGWMqM4ANSYzJcmVRbUmQSWtaWhyGBfJyekHJD8ua0ErsmN+SmaiP8c0M9dDX/8ENIxUWosVzbKdp5g21DKFJefw0A482S8luARvdao9I41Eb5IjXDjynkKMOQKazAzSEOXeHHWc9Js+aqWUYRMU6GHDF4MY8thyAj0EaZV+NQa4UgCWpZpbVDkD0VRnoMIxxX2tYPEPDCqGPl1nrVGrCyfFYCWHjQXLVLP6aQ4+U8Qtv+e0wjfh7qphFj3hpYOFGEGlfOXbPCkByMGXhZtYn82TmFIfX1tcaARi5IHYYM99n+T1hq5w22VrtuaLXaAUALl6uwI3CYSmsArYAaU2yk6pqTr3uNIgJgDagxiPkIsWQWGZlZhOCWzCIorP21vJpDXjy0Wrk/WfztEKRYQJRb/xcMIwBMwwi9OrhaqxlJetuham2pfFbuX56QzdUaD29S+FEUPY5rrc3zEB8uqTVhGvGyr5iEnUKGqs9UZXzrzbG5z0tgPV/CkLzaCPvsKGz+QHZFGmHIcB43JbWqLcUczqRtARqwGHZM5whodM0hoUetzlQYsgtqzfBj7WGMYYAjiM3Mvm+aRWpL0TTyaqTUqBYkhSN3gx2C1Kti8xAkn7MW4DZHy3/bMNJj7+ftqtUasKzW8rhSraX8ms6jMaDt59FUa3xC9kThxwQuI8fGoaNVG8GuArRg6kAxBUBsyfofZGRWdUD+WCKgpV9KeNLFStmVJWquLQwJ9nmj21K1EQ4/sQ2bEIrMx6do5w22c2gLMAuHK4BG99RAo2stoAG2QYRejAxw1XxagtgAyqEhhiLXQK0IPwpwORVmLKEmwowENWYewcjMImmeGm378mq0HI0VgtQTsdeGIBPcOg0jlio7xmTsrfPWloodh3sNuPS7ZOu31NqlH0UV/70fEwRpWRqeY2tZ/MXyNLrSSApFMtDNEMDS/SmUyNXcHM0iHGBJ8clK/iIMmcKPsBVVa6Vsa4maQ1tvGDJ91tBnCvts0ffjfRSGpPcmy7elkGRUbv6w72DNdgO2U7TaN51jA43G9ubSWqFHI59mmkQ41AYC2xql1g+1mq3fClGm/JoqbkyPYVyfV9PWflo8dCkEmcOO9py1DLfjGkauat5aGJehxtUaXyE7ATABqiyflUKMnuaslYuJ8jXXptmlfbL4m2W0rDxaglWGHGBAbME0Up27ZoUhgazaWmFIoB2G5GOuOgwZ2+owJACr2kg6PmGw7QZsx2pbYMbP6xwa0JdHS/sNoAGlQaQVetRhSG4ScSjnqBHsjqDUwEA1Uw3JBDxdAxKpoohVWaQ0i8TQ49ier8ari/DlaMjan4CmKvcnxcaqjdxKVUfsEOSSYcRq16XWwn5Wa6IyP+XLkHNss5dq7TKqMr3mGldrrQnZvHTWbAGNFBqApVWyBejUvLQl0wipO20aseau8fXYzLlrgB2GnP29E4bkUSFtLGFjqouKqtwa+ONE7QZsh7ROmIWutjoLtzsMaOkeW1SaEXqs5dOW7PxwFsgaRhEGtXlEG2pUAzLOUYOGG5lFRpZTi2aRccxmkV2E2m6cypJZLK/GVRpZ+3ktyNZE7LUhSKA0jGi1RlA7tHQWNW4YOYoTMm5nP+BuDDdqtZZdkLZaownZfOK2afGf2dZwP+bJ16rSiFFOqzCNmHk1mqwtFd2muWvUamFIfr62UvbatjUMqa+nff7g/fHypTCkP+FkthuwrWk1kAHLMNNjdLgRWAYa3YPHujvDjjWVJnNoXLFFhTYwsNXs/IVKOxLUBuPBoCbzbQQ1FGYR6YD0qaBxnnRdzlcTy9EYeTVeC9KaiL0lBNmqMMLbMQwja9Zb63FC5msGM7dWXSHbt9dcsyZkp0ojWq21LP4RPKYzkqmwlEtTx4VpZDZMIx1z11JL8GMltNjW83PiumsIQ/a6IellkCAGlWdz8vhGsV1Ta4EM2AyzcGulzujnWTk0us8S0OgeSyqNG0Qo3MgVm0NZHssxkHHA9ULNqiiyBDUjBJlzaRFmCW4RaiMHGpgDUppFLsa5a76aLnA8goUehz3LscmJ2BSCvMC0GIIEcgiyVmHkmIYRaktqLV9HxhFXVWtTVGgzyBgic2tkFtFqjZfP2vshOSLNNdcqVfxDCBIKZi6rNoKRBl2CFMx6kLW8Gs+nJQW3ZBrpKaHFwpCtdqWTsnvCkEAKQwqbP5AUWp6YDXl8onYDNmAZYGmc/c14NcwAU52JMVbIke7N3Y4HqjSp2LJKy8cEp4V8WoKRS6qqbt0vFZwZfjSglkOSXKlBQm2cw69pmAuzyG6cRF7tYoymkHFicJMls3Ys5Hgx5DyaXo6mNhF7KQRJvL4qw4hVOkuet9Uaba2akJcxCHs3LTuznFvLDslBqDVyRE5zqJg5xflqHmB1IfOEbDkpG1GZgeXB6EGwy4pMhhRliFGqNK7cvAG7Elib5q61wpCHqLXeMCQ/Z11P+/oRIz0iDCmO6Tp+vu+pb2l/MMDWC67iuk6QWWN71BnrqwKNxq7Iowmg1VQaDz1arscEPGSokYIzw48aYgbUKmHJavgxQow++QuojRFqlq0/Qi0YRbil314NO5lEkjqLLkfk0lg6r6aXo7nF+44QguTt0AojS5OxuVqjRvZ+rdYAFLm18DPKeWtWbs0qdlwrnzXNQ8qtzUmxKbVGCgmIZbKcPGcoM9MkokwkayuNHMU0AtTDkDiOWlts6nOn1w1JY3QYUhjPEN/zN4qt0XTicvN92h8Qa0EGbFBn/J6GQkvjW0AD7LBjQ6Wl3Bl/8RlWfjgGsAShTqiNql/NTesJP1rHAmpxa9r6mVlEr692kUwiOQQ5MriRiaSWV6vVgjxGCPJYFUZqrTUZm1bHnlGujm1VGbn0O7PKiKXWUp9Sa7RC9t5HgIGZRcCETlRn2TQSPyWVIUQqMwY5Brqs7ryp9rhphJRbaTrxUp1x0wjYE+8xjShwHWXummqOf3nmrbc2pLiZWxWGFEWQT/S6Bs4dbD1tZaimGns2XwiGKgNsZcb6q/kzPn4p5EjX94QddS7NUGl0vVBpDtvyaRxA+pwIM7Jvb63w41BRapW5asPIzSKlAzJVFmnk1Wrz1XRe7ZY2jbAQpFUL8tAQ5LHUWsveH8YEtRauJ5W2riZkywm5lFvbz0MqnzWl0lmhfNbsXWCBsvSLCdmqir+l2JYs/kX+jcNu9tFAwhcWVYADUIQKF0wjYX8uxxw7DAkshyFrS9TwL868zwhDajdkAbcTtfMGmxtWgytctvAbrd2zR5WFE0V/U53RNazPBFo6rgBNqTTucuxSaY5BrBZ6dBugNspzPVBL4Uc2IVvm1LxQa3qu2jDMGEdSZ7JcFq8sQpOwBdTYUjR6vloOJ9rWfjFvDfNRQpDppXQFhpEltQbqY2rNquB/SG6tS615ptYIYnpCNghMDHIogdYyjSSDiGEaSSFQPodtrWkEyIC65rlrAIov2ItL1DCAWWFIui6FJXkY8gZsdnMcANtuUD9nvACKn7UWZvxn6nBj7EvhRrpPj0JbCjs6VzoemUoTBpEIte7QI0HQSWDROBgwMwGo1lQrwo+jqiqioKbnqhHUrHJZ3CRya9x3mUV0Xk2vsabzaqTSaI7bRczX6YnYPSHIUxhGas0qnQWsV2u8JqSl1mje2ma1VsAqw41XHrFCkzzcKCz+6lhAbkI2jUwUjqQQIwq11m0aofDjVc9d02PWLFHDrluclK0hlo7dDdhWtbVv+so3mCbEwgDz3CLM6FprGZpjAM0KOyaAdag0x4DkytBjBp6t1EyoVar0d0GNux811BbmqtVs/dkBmbd6fTWa26brQBLUxmjpr+XVbmGClVezakFeZQiS2prJ2CKn1qHWLv2OqbJGTciGE3JRrXlktZZyZZU11whyYHDrUGuFxT+pMwjTSA5HkipDXa0BtmmE1NpVzV3jYUjeelbKFp9NSKoN4CoNy2HIG7BVWisUuSS56RY1xdcCmTrfDTPVX4QbaZ9gxY97gWYqtoZKo/AAKTYKFVhWfhV6NCdRaxCa0Iv9fD21WFHENIoY9R+dUGu8VBYvbNwul8Ur9hPcCGocZnopGsqf0Xy1tXk1oA41aoeGIGvNsvdTf0/prDXrrdVqQi7NW+tSa7rYMYfVnB8iNGkATVcREduGxV8Qt3d5GkDtz3LbaFdSQmtLGBLA1jDk4f+iejtvsGmraWzd4UkNr3yD5rjiDw5IwPbCjO5dk/Kx7+hA61RpGVwq9NhjEmFKDfxalS9Lai6eS5OvLaOIzqlVoEZz1S5Yuaxbw2SWy7o97KsOSG0WoflquYL/trwafzVZVUWOEYJcMoxYk7Fr9n4egmyptUs/mmrtMs5tI7WWQ5GlWuNL0zTVWlJsyGqNtmAg4yFJFYJM4FNhSAk5Dzchg4wMI9PKupCgfm4IySouqTUdhryKuWv8842HIfkY47EqDCmO3Y1ia7XwO2xDqHmx1VoQA9qqjN93KdRIYyvhRgDrgCZCkCjDjgl6TIWxXJpQaSLcyAFXQq2aT2soNgxI66mthtpQQs2agF2FWmUlbF1ZZHQzLoY9y5NJs0hPXq1W4Li1eGh6mR0hBElti2EEqEzGrqi1u36Xq5CgXB27VhPSqjLSpdZaxY6t0KSl1pghRIQgKc+mQpFyUreX6oyAxhs/rq2STeca7crmrukwJJA/d8xr6HxWaSnqosKQfiBlxxRbrwDZ0M4abMHWXitCtHCd0bogVvTXFVs11Jj61DceUlLsuBtoSZG5/ALiriUr7MhfhJZBxACaGX60oMbnqjnd74vxRe3HTqWW1JpRVaQobGzZ+tlK2NoswqGmzSI9ebULzN0FjqlZE7G3ti2GkTC2XTqLq7W7SaW5rNTmXbE6dpijNia47edhe25NQayq1mhMTa0Vc9akWqPrUp9Rxb9pGgH7R2jTCCAVmaXWeOsIV4qmPsuqc9egPvd4GFKZ44owJFdt8QswkAHGw5Bawd0otlYbx+ofS7dmeFJ/I2lNvu4FGVCHGe3X1BkfeyjQamFHvlUqDWzfglwt9NjMp6WHj+oMzElJoPO59qNDAtpaqF0wmOkJ2LeGSUJthQOST8LmdSB78mqjs6GWXkKo14I8VgiyxzCi7f3aMHKJALIENMhCx6TUuFojoOnVsfe8sPGa3FqckC3UGjeJcNh1qjUJuVwDMq+kfQSL/9rlafxcqrW1ppGluWtLC4q2wpBA/gwS59N3EQY0FjnicDtRO2uwObdg918ykCxUDxHfepbqP66BWdyvqjPWtwZo6UUzSsiJsKNDVnBFqFEBzAHN0GMCkwExp461IcTlvqTQCG4roWauq7Y0AZtBjcplWQ5IXlnEmoRNebW8dM1yXo23Y1r7t4Ygj2EYEQ5IP+AyAoxAJ+GWc2w8t8ZrQq5yQhLAYINMKDZP10GEFq1wY21C9lEs/gCqFv8jt81z19iXa7OSP30pj8N5BChdT58DHGaOqbgTtbMGW1BsK0OR1h9Zw7GniHELZPw6rcLQqc6Aw4DWG3ZMLzwFMHUsFNZSPs2hNIkU47IbMq2rxqv0szJZfJ5azSiilZoFNWuu2pIDklcW4WaRWh3I1ny1U1r7eesNQYaxhxlGrMnYZBZJwJsz3II7Mq+Oba23drATMoUmJagS4Jh9X8INQq3la6RaO4rFv7U8zQlNI2JMz9w1o5kltNLnUNxXYUiu4G4U21LjCqd2vnqurdZMiAF9IFPbQpnx587HNdRZVlsrgOa4sopbFnYUioxDK+1r9SYVnAk3fq3OpxFchXrzLKcWoTbmgsa59uM6qN0apwJqt1MY0obakgOSKzbuhLTMIj3z1agdw9q/Zc5adz3IhloLTkh7MnY4FydlR7hxlabXW5tjX7WCf02tWU5IBjKu2DLcsrIT5bOEwqusuTbz8CLaag1Q+0ytXYNpZPXcNSsUSf06DEnvfwYvrs7SF2x+/kTtvME2jOvMIwYEi1CmBTHdvxZmtK2FGoGjAI3n0UiBaUNIdigZENMqTQDOLau0Ana+uAZDpZrIAtTy6tf28jNLSu1iQalZUKs5INPEbOaEXDNfLb28ThyC5EWO8zkZguypMNKy95NhxJqMrUtnhRDkmGz+AmqeGUdi2NEDEVAuKzMwtZaUHCTsGLx0SHGx2DFXdFzBRYhptbba4s+2J7H4q7ZoGqmFIYF2GDJew0HFK/nrMKQJuhuwVdrgClgtzmGzztcAxo9NA4ncNpWZ6jfVGbAMNAJMD9CWwo4JXApwBtSskKQJNT7puhhvrHqdVFvY5+uplQWN+8KPt4Z9AbXdCqjpZWjsiv2lWeSCjrEtr3bKEGRrSZpw3GcYIYDV7P2tQsfcJEJjUhhyi1ojWEEqsMIJSXDjgGuptSmrtVQ+i2AlzCCoq7XwS0/HV7aYqBWGBOqmkXgubfkY49FbyV+HIenzTOTwVxo917SzBpsbBrjavLXWfLaWSgPaEGP7VVXG79EAF2ABDrY6cyXQeMhxC9CsUORSLq0FQJ07y0YVL84L5yNBTa98LRYJ1bUf5Ty1VvhxqaoIQY0XNta2fssByWtA1swiW/Jqa9sxQpBrDCN3oyrjhhGy91/OY3MyNi1LMyPAjNTaNMeKJAQ1Ekx8OZr4z3ICcOxcywnJlZZh9V+l1mal1hTsHAEp9Rtqrdfif2DrMo04gpi97pocyz6r6HOChSF7SmilL9H0eXOidtZgwzgshyJrCq7pgGxAjJ/XWytnBuQXA+8v+tAHtIGPRQG0ah5NwCyfL+DEoFaHl6HadOhRQa0wiThI5+OBUKuFH62qIglQydXom7b+Lgdkp1mE2jGt/dRaIUjqt0KQWw0jNJ7s/WQY4fPVrMnY+6jYprRwqHpEtQbP4EaAY4pLqDVW4b+Yt8b7lVrjObek1hLQ6F51tZa2pvuRhRyVWuuy+N8DphGvAafVWvrz5PtkiEFCTW1vcmy1Ng5tZQbUwdZQbd0QM/oTtKjPUmbx3Bp1ll4QSwpN9LNvSEM+loCDhBP97IpCa6o0K/Q45P3CJGLZ+Z0vV752lYLGlYVCNdRuD5fgq1+n0GKlWj/VgMzmELm1HJC9ZpFT5NV6QpA55FgPQfJQ5F0/LhpGeMmsmr1/aTJ2odZmghuFIMFg5epqjQGqmLc222qtyK2x/Bs8lc1qqzWnICYglxSZodZo7BWptcI0wnNvnaYRaRJhx05+xmhlpnNxPGR5qnbeYBu2gc2vVGvhZzVABtiqzOxHhhmwDmjs29AWoMljlGFHDSw+boNKgzgvYUb5NMvOX135mkGtVibLgtpuyCYQCTR7ArZl519yQMZ/7mqzyLHyaj0TsZdCkBRGJJVGk7B5hZGWYYTOWfb+/TyA2/utydg0WdsnKCU5kBSZVmLkipQAlA+oa5pOSN+fWxNqDWxsz5prx67iX1NrunG1xq4T4FtpGkmfWco0YpbQyn/SG8VWa34YQpHfVrMUW0OtLeXXBLDo3CLksB1m6hsPz4s1gUYQovHiWO9LqLVyabJ/AWp60nXDJHIKqO1iLcgRc1ostLYEjZ6AbcFtqbJIegmpl9t15tXC+MNCkFaFkSXDiLb3C6DFrS6dRWFHS60FJeUY8HK/U4/ynM/HS07IZAiBUGtiPFdrllIrQpJzqdYAE25Ht/hr0wg1HqJUKZS1phENrJw2gQQgBxqNO1E7a7A1FVvtl9ap1gqA8fO1sGPcJonNw4z8HIcZ0AbaoM4rWNUUWg1oAkw87JjApMbRdaJ/RehRTbrW+bSanZ+qiexiPo0vElqDWmueWgtqIgzJoKZt/bcwNx2QpNYA2yxSqwN5SF4t99vL0RwzBLnWMEL2flJrBDWajN1dOitC7mC1loDmyz7DCcmp6yYKK0Jt4/me8lmAtPinYx2iXKnWVFu1PM2SaST15602jfCQo4CW8TkFvX+idt5gG4fw4K31LUCdE98YLICxfVOpxS0HWRrr+LXILwJ2vkud0ZhRjdcvml6gaQhqFcdBZY5ZGXrsyKe17PxLUKvVflwLNV1VJOXaMK2CGg9BHhtqvPUuR7M1BFlbkqZWYaTXMEKqrWnv1wqNAOYh56kZDwiAKbXGr0vqS47hfdWlaWoW/5paA7Jqa7SjWvzXLE8D5DH0mcXDkPFn1EwjFIasmUZ4lImnPtbWdV7TzhtsUbF1SVr9+dEIR7YgFs7TPRXI4hjP9ruVmQUzrdZSXyfQCDwCVK4BLcifc4hKc0Atn6ahFowi0vloQU2sfN2o/cjdjxbU+GKhPIdWgxoPP66x9VMbK6/PtVDbau3fEoLkOTVrzpquMLJkGKGwo7b3m5Ox+bI0KfyYgZUf+RwAEYpsqbW1TsiD1dqWCdkbW7fFPwyO2ww0cVyEHyE/C4VCoy3/8p0/j9LnG9/v+Nje2s4abH63kGMzPlAKCC4qNRrHIAY0QZbGOSiooYQZ3UsBTbqK2AtFxa3tnBqMPleeN8KOhXojNcbHrFVpRujRyqc5503nY7bz90PNVmu2UluCGp+rdsvN3VA7plmkBrWatR+Qy9GErSybRaWwtoQg9QKiISQ5mIYRmpCtDSPeG2ptqXRWh1rLDy/Vm4DcgU7IJbUGHKbWTmnxZ9f1mkZyjo1UGlI/D0OakSWVgxMwPFFb9e56/PHH8Wf/7J/Ffffdh+/93u/FD/3QD+G3fuu3xBjvPT72sY/hoYcewgtf+EK86U1vwte//nUx5s6dO/jABz6AV7ziFXjxi1+Md73rXfjmN7+5+sn7YZCPnXqMLj9iX1g/xAG7ITxI9Y1D+PBn184RnH4Xz43hBeNHl479LtwvXBf653HIYwbA7xzmncv3IcgMSM8vnEfYjnkOmR8dZhpDVfRHpD4/IPTzh+ij30G+Nlyv9gd1jxGYRy+vS2M8G+fzhGum2kTYcQyPYZgxjCGfNo5xfhozidwrUONVRcQE7I65avmNdXyolf0yr7a0HA3itjYRuxaCtIoc6yVpKASpq/bzRUa1YeQge79R6Ngyjsi8mxeQy+c2OCGXih1vWSH7wLZo8Q+DsmpbYRpJYwZSacw0Qsth8S/mhZKD+AJ/6hzbqnfYF7/4Rfz4j/84/sN/+A944oknsN/v8ba3vQ2///u/n8Z84hOfwCc/+Ul8+tOfxle+8hU8+OCDeOtb34pvf/vbacyjjz6Kz3/+8/jc5z6HL33pS/jOd76Dd77znZimyfqx9bZjgGKQ4g8/MmjRg0Fv3g0lwGoQG1wdZAPthzEZVkPoI8gx2GiYzRFA88iAlkDGgDa4Ak4toBUQ4/v0QhT38hleA3vw/jS5WkPNhyoianHQWj5NmEQi1C7GKc1RuxXDj7fGPW5FmN0e9otQk2Wy6lBLK2C7XCrLrCrSMVcNtH8CBySwPq82p/MyBHmXQo+dIUiryHFtzpquMNJtGOFhSBZiNCdjK4BpxyNXa9Liz9RaAhhdv9IJuajaNqi1U1v81ZSlVcvTUPqBhSVzjp9gl+FWTAkw9k8JNucPWADov/23/4bv/d7vxRe/+EX8hb/wF+C9x0MPPYRHH30UP/mTPwkgqLMHHngAP/3TP433ve99eOaZZ/A93/M9+OxnP4sf+ZEfAQD83u/9Hh5++GH88i//Mt7+9rcv/txnn30W999/P970Z/8udrsXLOfYrNMip2b085Aiu0d5DBamzNcXObN4jZU30zFp3V+EJVWcWptCirAh/Vy+D9mXwotpX17fzKVtCD0u5dN67fy0nlqtTNZapdaC2kUFagBOZhbpCUG28mozgLtJaQ0iBJnqPxZAy/u0/e58kZTanTn07eewv/cD7kw73J1D3915xDQPuDuPuJzGFIbcTzEkOYXHPMVw5D6qtSk+ZgcX990EONrOgJuAIfXnPnoMU1BevJ/6hjTeY5h8PB/H7me4GRimGZhiSHKaA/wmDzfPbDsD8xxyb3TsPTBN8HME2TwlReZpXEWteWvidk9TYHNMiWnTiHMuLPNFwBrHUI6QHmMWAnAO2I3wQ4hwpS2LXPFo2MyjQhRZYls/APOOffnehbH7/Xfxf/4//y6eeeYZvOQlL1n1vlhq695lqj3zzDMAgJe97GUAgG984xt48skn8ba3vS2NuX37Nt74xjfiy1/+MgDgq1/9Ki4vL8WYhx56CK9+9avTGN3u3LmDZ599VjwAJDWWiiGzhwhDcrXGFdxOK7D4B9NKbGRqLIYWuSJL55jCEj97xLIySy8Epc5UuFGHDWc2DkrdFapOqC/5mEV4kUFvUCrNmps2ZpXGH63Q424MlUQuxgkXQ9gKk0gn1IqHATUxCVtBzVJqulRWbQJ2ehNdI9SsJvJqsJejqU3E5mWzMtzsVbHJ1m/NWWtVGOGGkaDW3EH2fm0G0epNhiV9GbKcmYKjn+VX5tYOVWup40ComUOVWrMs/ta9mVorTSSk4CAUmPUFXeb8nRx7orbZPOK9xwc/+EH8uT/35/DqV78aAPDkk08CAB544AEx9oEHHsBv//ZvpzG3bt3CS1/60mIMXa/b448/jo9//OPlcyAwtZ6npeZc5TxXYdS4GgPyH43GcyVH+1yVAewP3lZmdSUnXxxZkbny3KBeTNZ1A9/3edwQ3utQ/YeotPCFsQw96knXPfm0wc0l1IYJaeVrFn6Uy83Yk68tpWaVyhoAXDg5Tw1YtvXzdmheTUMt9a+09lMIMlcMkROxKQSZwo8sBLlUNouWpCHDiFVh5BDDiACWgBU/l0tn5fCjF+DLYcqYI+tYby08r6zOqk5InXMDbLV2qrbV4m+FIRnMBKiof0ulEX18orYZbD/xEz+B//yf/zO+9KUvFef00jHe+6JPt9aYj370o/jgBz+Yjp999lk8/PDDSVUtNnVbC1xFv3ZFsm0RWrT6BfSwDWZVqLEXTDxnhR9bQIPzso9fx8OOjgGNjuMYDKja+J07LPQ4ON80iVA1Eb7ytV56Rtd+PAbU6M9dgxpvxzCL1OpAbrX238WY8mq0HM2SC1LUhDTKZpGCSyFHckH62py1FYYRoaz0sVJmpsJjzki1L3J4LbVGIUhuKul0Qp602DEdXoXFf+DnIQC1xTSSPrdO1DaB7QMf+AD+9b/+1/i1X/s1fN/3fV/qf/DBBwEEVfbKV74y9T/11FNJxT344IO4e/cunn76aaHannrqKbzhDW8wf97t27dx+/bton8enV14pPKHNnNpRb/cFjm1Fsj4vsq1rYVZTZ1tAZrcGvZ9Oi9ybAQwvs+hJlUa3LJBhFSaA7ryaaOAWzlHjYOMg42gpms/boEaL5VFrTVX7ZgOyLV1IEUI0tet/Xo5mlpejVful6aRXDYrq7UyBMnnrFHl/laFEdMwYgCsau9P8U02hoOLoDXRmKCeQiiyotbmWYYggW61VnVCHqt1TMgWVfwjoLbUhaxa/Hl0yiE7viufZcVn0onaqlt77/ETP/ET+Bf/4l/g3/7bf4tXvepV4vyrXvUqPPjgg3jiiSdS3927d/HFL34xQeu1r30tLi4uxJhvfetb+NrXvlYFW/X5kJNRPeaYt9IPmXcDyym54jEniz5SfixZ8VmejOfKdL6sljOTOTbD3Wjl2Xj/jo3bqWt4Pm7H7+kx78o8WuGC5Bb+2M/zaNVcWsqn5UfIpU3YkY2fuR5Dbi1sbw2TuTjorWEfHZAV56PxuOX2Sam1wo+3MCWoXcQQpwU1nVc75Vw13lqTsHUroIYMNTKM8Lwa5dNay9Hwidg8BLmPphG9zlorBJmAZoUgtSJbY++fgZqCSxBT14h+1gdSd1qtpVBkgFaarK3V2poqI4eoNdUOUmuVh1kXMoIsfcEeGPB0RIkBLj8ciwKx8SdqqxTbj//4j+OXfumX8K/+1b/Cfffdl3Ji999/P174whfCOYdHH30Ujz32GB555BE88sgjeOyxx/CiF70I73nPe9LY9773vfjQhz6El7/85XjZy16GD3/4w3jNa16Dt7zlLauePH0Qm+eWcmtDpd9yPZrHMtdWKjZD0S0pM6XmtKpaOrZVmi9VW+1cyqs1wo7Or8qlOdcOPQ7w3fk04X4ccrV9qiZyy+0TvPgioaJclqtPvtZQu4h/0quCWq9ZZGm+Wk9ejRyROq+WYSZrQRLUlkKQfM7aTOaRWgjS4zDDiIBZx2RsUmsMVi4CLE/UJoD5Uq3xx9YqI4c2ZRpJ+z1qDehXa3Gb4cXVGZQDm+DWZ/FPObYTtlVg+9mf/VkAwJve9CbR/7//7/87/vpf/+sAgI985CN47rnn8P73vx9PP/00Xve61+ELX/gC7rvvvjT+U5/6FHa7Hd797nfjueeew5vf/GZ85jOfwThWKFVppKKqzThlmUVCf6vP2YAz910DdOiDGd9qcDXi2D1AS+AiKOo8Gj1HI+wIh65cWoBZaRChvFlvPk2CTJpELKiJ1a0Z1Hh1/l6opVzaBqhtaUtQo7ZmvpoIPbK8Wqu6SHrArgW5FILkq2KHvNrCnLVewwgLTSa4WVBTYUlxH1U6K6m1ySeF5thxodb06tjg5+9BtRYG5e2KCdk1tebJda4/c4zPMt4njpmSO1U7aB7bdTWax/Z/fdf/HbuLF5hjzG8ErjGmYhZpHbfNIrJvFcwMGAmlBWMMfbticOoFGsR1PrsdI8hSPs1hs0qj+oza9UiKjdRZyKv1mUT0GmstqOmlZ2pQu4h/r63hR+B68mqXDGrWfDVbpdEcth3usHlqPASZ5qz5EXemHS79gLvzDvs5bO9O0VgS56vt5wGX04D9FMOTbM5aUm00X61jzpqb5Zy1gc1Zy/1e9A9sHlve5/PWPIZ9zK3tszNy2M9BpZFai1sxb837dIx5XjdvDTgMbEqt8XlrAOBIGIxjtvi7IcxRcwPcOIS5bM7JeWtiHptLWz6dKk+B0mkboJyulFM98y4quh1yuiSmQfb77+K/fOI089jOulYk5bHMZoQiTZNIpb8EmoLYwn4BqzSmDjMz1LgwlqBUA6Kt3hpAc42wozKHENjI8Tg4dKm0IQKP1JmGmw47cqPIoCDG7fy8msgFYhHkQrHlKv019yNwXlCzzCK9ebWWtb9VC5K2vHJ/jwuya0ma+DK0jCOWYUT083xb2mf2fg+zdFY2j6Cu1kQocoZQa3xbaydUa2JeWh6U4VZTa+yamlrL5hGX75O+IOcxQq3xfFoKaSJ9dqXHidpZg42+NZjnrG5XGSMg50RfbwjShBwHWdEPG1461EjX1YBlXZPGeHmt5XRUebQMs6zYhvgpw6uHONdWaY7UWlRpQ1RiBLTB+WbosQ9sx4GarigC4J6Dmm41s0hPXq3H2k/XtmpB1lyQtFSNCEFGyNTmrKXwpMdhhpEle78xGRsJdh2TsVurY1PfKWpCNnJroq0onyXvy89DAk59GecubRmClFv6/DNzbPSZdaJ23mAbDMVW+WUt5tZY/1I4sq3aVoLM6tPXKieRGW4EGOA6FZoBNIKZG3wYVgk7DmpeWgg12ipNG0SkMWROsNKhxwF+0SRi2fl5aJKu1UvPtKr0A9cHtdwnHZBardXMIlQHUs9X43m1lrU/GUXYitj7eVR5tXLxUDER2zdckMIEkgF3VMMIV2kd9v4ty9KsVmvAadVazwrZSxOyx8qE7Ngf+jjkItyS49GZn2lcwfHPshvFVmlcsTXpr84thiQXwCZVmxN/JAtQW2BWqrRSnZVqT49ZAFrcCqA5pDxaeC+UYUduDnERaLVc2iD2vel6HDGb89OyOitrPvJ8Ws8ctd6Vr4HrhdqSA5JCkBxqNbMIX4pG59V0ySxrjTVu7ad+vhyNtXioh+2CrIYgGch65qw1DSNJlYEpMUh7P6m9FJpcUToLSPveR5hRP03GPsV6a4eotVb5LMM0kh2RDoVaY1X803Qh/Tk08Idt8eePU7WzBts8Am7EIvmLX6ABtu48m4aQsS8ABayDmQCbL88NUZ0l8KlwI4fWEtAY2BLQWB6NHI887MihxlUaKTNLpfEcWobbcuhR59NaJpFDoXZVSo23rQ5IXVlEzlWT+TRrKRorr8at/VT1n1v795Rf03PVuFrzdRdkNQQ5xzcI0VqFIEEvXR6KrKk3DwE9c601gpmy94efrQwjNbUGZHXWWcB4c01I1TapNWBZraXw4roJ2Zss/gM9tv0OetpZg40mT5vnLNi5ynnR72SfATkNsXS+Abiq6tNQcgbMrBeNhh7PnznPXlQ51GiGHBXQuH3fAlrKq7FzO5dzamtVWk/oUZfH6smnLVUTuS6o9dj6t5pFCEoW3Frz1Wif59V0gWOy9tPWDEES0I4dgiwU3HbDSGHv59X7VQiy9miqNeDeU2vcDJLOMchZam3g50q1lmDF1JkAGPtsS4Ac8jH/4n+KdtZgS4pNN+MXVkzYNsC2qNo0lNS+qdR0v7lvwwwORe5MKDcBrgg0ev1vBFoCG8ujcbejAwpzSHY5SscjgcxSaW2F5hfzaUtQW5qj1lp6JvzKrxZqaUwP1NBvFumdr2bl1VoFjmlSdjKJ+IoL0hPEwr5wQUbIVUOQSqWVygwCYouGEVJtKRwpQ486BNlVOstnmBUTtmM7B7WWIafUWmXNNeoTubgBDGCsIgk3ivAv3Ddgs1vhiqz8olqhSFO5WVCj40qfvk81NNkLs/SNx5fn+URqfgywMOQ2oFHOzMqjkULj5hDa3w1T2rdUmmUQoQnXGmzJ+LGQT+sxiayFmi5ofFVQ67b1Y51ZpFYHspVXCy7J0tpvVRfhy9GkR0cIMsAq94n++Llf5Nm4MjMfC4YRbu+ntdaSSqOtgprOrxmTsc2pwGem1nrKZ4noEsuddVXxF59X7PoTtbMG2zwCrvUvaAANKMFl9hmQqyo7Zx8LkEH3Q8BM5M30PXjuTKszfp7yZxxqK4HG7fsaaFbYkVcPoZwaTbbeqtIsK3+pzux82pq6j6D9ewxq4VwJtUsMJtQss0itDmRrvhrPp/G8WjsEOZQhyGmohiBBeTQjBFmqNAkumWPz4j6mYYSgmO6xwjByYOmsg9dbo8ND1Vq8Z1Wt8VBjLJ9Fai2FGWlNywQ+BakELq74smIThSHYZ+Up2lmDrVUr0g5HVs5rePX2ceiYxwuqLF7ThBl7EQilBkh1VgMa2fZXAo2MIYM4tsOOEmTtXFpNpVkGkVboUZfHWjKJANcLtbK/hFoxBiXUquWyYJtFWnm12nw1nlfjWw01750IQcJ31oL07NEZgrSVmgpBsvCjMIzwfBoLQXarNW3vB5Jaq7ZD1Rq1Y6k1Vz4OUmvpM8qlzyqh4pR721RsN2CzmwBb45fUHYpU5y31Vs+5ebZvjxUhRgakFsyKUKNWZxpkzqdlZByQbPtbgGbl0QhiOuy4VqVR6NCacN0belxjEgGuF2o9E7B7bP2tclmWWaRcR01Cbimv1rL28xCkry1HsyIE6eKvywpBZjOIAiKDWbdhJB67eWbbOQNMqzVtGInhzeezWtOhRFlhRNr45edXY0L2oL6c34DNbvMO7VCkbjWgGfttqCmI8fP8mK7nwNJj18BMAK0dbkQCmITaGqCRfT9DTIYdhTJzPsMNcl5aj0qTdv126HFrPg2wnY9IYzK87gWoLdn6tQPSqiySJl/TPvL6atZ8tVpejdTafhpTXm2alLV/4i5IF2pBrghBmi5IBiw+Rs9ZczNS3UhpMsmGEdrnVftXGUaAMndmtWOVzqqpNV3B/wRqLRU7TmFICkVKtSbnrUGGH1WIksPS02fcidpZg81MQNa+Baj+PtOIV8d5ayo3fcyAZefgFMysvJkaRzUcSZ1RX3hN1oE2MGiNrM9yOlpAWwo7DglaUqktqbRjhB5PBbWtc9R6oZbGb7T11xyQS2YRvb6aqAO5kFebPfJkbK+s/V5Z+5HBVQs1LoYgzfPLc9asCiOrQ5DCODLn/d7J2Ftaj1orrjlArSX7Pe/vUGviSzntV9QaB1mE341iazQfF92sNuMXJ4Hmy/4q5FS/6mspsnQfC2T8D1yBmQ41kjqDy3UcS2WGUDEEELZ9rtCOBbQqzOBNlVYziOgJ163Q4+A8LuL1erXrrXb+sH91UFtyQN6Ndny+YKi29S85IMWCocwswqHG60AuzVdrWft9rNaf8moTQU0uR2OFIC3YQYDLetRDkMkwwidlewiV1m0Y2WrvP7JakxVEjqTWhiGptWD6yMWOtVrjn2u6qogAHDOLhA8gMICGP0sC54namYMtrvDM+2q/LN3PjpvwsvotiNF5cWyAjI0rxyiYFVCLx4Awg1jhRgckqz7NQ0sqrRFypGLFFtCsPFrLHGI5HnUubUmlbQk9AlefTwOuBmqWrd8ql5XDlBl8PN+mzSK1OpApDBlV2p5Nwp6nYTGvZq2I3RWCnAFeud8MQaocnDCRJOMIkAwjtSVpVhpGrsren5al4W1Qx62akPGePbk1odaq5hBbrYkwJYOZUGsEuAQ6Fp06QTtrsIHW9lkifwtq1hgOMKAOsaJPgizcw1BlYGMqMEshRgWzmjrT+TNeKYTPQ+MuxxrQLGNIYRKBrdR09RBhyY+5tCWVVqsi0ht6BHDWUKtNwK7Z+q1yWVZlkTxnLYcel8wier4ar9rPHZCeA80TuJwCVU150TWwXZBGCBKe583oOhaC5HPWCFyVEGTTMAI2FjidYaTVaqtjL9WEXJFbS2pN59ZGCbc8FvKLvDpOn4kJlr4A3RF+M9V21mCbR+Sv6LxZoFN9ZkjSGedrAKNz4nxFkfG+FshUmNGCWQoxMpg5SHWm82cCZi7b9mshxzVAq4UdWypNQq5uEFlyPQLb8mn8+F6EWlZoea6aLmx8V4Qal8tlcbNIqtjfYRbR89WmtGBo3E66ZJay9tNioQJq20KQXLUVWw8GPX4Pv7gkTbvCyCy3tWaptTVQ61FrvIl11oZSrRHAjuGENEOR/CFNJMJA4piKo0fKtZ0ObWcNNr/z8LuFX04LaPy8CTVfjnE0xoAYXSPGq1AjsAlmBLGk0oCkxrQ60/kzPrF6C9C4MaRQZ0bYUZtDtOPx2CoNWM6n5THHcz4C5eTrsH8cqPE5arXCxtzWb5XLshyQorJI7yTsWl5NVe0v82cMepUQZGkisUOQBQyjCzKFIGnO2rRyzpq2+a81jICGH+eDWhhGamotniMgHqLWqM/MrYlQ5Eq15hAh5+UkbX7didp5g601QRvogBp7IWrAWQDT96wpNHVcgCxe0wuzWqixps50/izBLQGsDbSaMYTn0WpuR8scslWlHRp6DP1tkwhw70KtZ64at/X3OiBrZhFrErZlFmnl1bS1H0KV0RimwtTWNosYLkgfwRWhBga4IgRpzVk70DAi2qH2fqXWin3duJqrqTWgrtZqTkgrt9ah1nifUGvsfuLLfVRrN3b/SvPjesWm+wpwWdeYys2GmmP7XJEByyADQpgxbG1lxmFWU2dW/oxPrObHZAppKbQW0LTbcckccqhKA9qhx7R/DaHHcG4b1Hj9xxbUaK4aQW3J1m85IC/nEXcpBMnyapfTWJhFaBI2hSDN+Wo8rzYZebVJgWrisIMBt9qDqzMOOXa+NwQ5z2YIstcwciX2/h61VoyJqmxUIUnajs52Qlq5NV6xn4UctVrjzsjCSKfVmobdidr5g22sgG0BaOW5ijJr9DtjTBNk7LqWKuuFWUudWYYQC2gSbm2Fxo0hVh6tFnbU1UMOVWlAf+iRH9/LUKP6jz1QownY3VAzHJCzd11mkWodyFZejUKRXh0TwFAHlwCcz30nCUEaVv+DKoycYjI2H5LANchreBhSP/h6axF+3bk1tS8hl0GX8mharencGn02klq7AVulxV+maK7yoipUmHGNpdriOa3EQp8KK8bzLZDRdceAWUudEaS4w3FwczfQdC7NUmqW27EWduyZl6aBRn/iraFHOg7b84eaNQFbFzZOD6i11bQDcoNZpJZXK+arTQx6lbyagCADmMy78b5sFNEhSNMF6VGGIA2QHVphxNzvbS21BgJZVmupLak1VcnfXh0b6Vytykh3bo3nzcD6nZe1IwvY3YQi7babw8NqPYqN/WIL9cXG1wBGQzTE6BoClz4mkAGHwaxmBpGAK/NnuvxVLeS4FmhLYcetKg2oT7gG2qHHsH+1UFsqk7UVanoCNsGr5oDkULv0A+7Ou9R/dx5Xm0VmPgE77Yd/WIZZqdyKEOOk4DZV8mrFvgpBWhOxW2Wz9Jw1yrXpECSpto4KI0ex96+ZjO0oxMjUmqnUhgirITggl9QaC01W1VqvE1JBLM37TbAj5bb+V9Xbzhtsow8P1tSXIHZCveDYOOcsmMnrnB6rIEbXpFqN1jEkyAAcBLNedcaPd0qVtYCmnY6tPNqxwo7AskoLv7d1ocdw/t6HmlX/UUONJmCvtfXTHLaWA5LMIlmpSbOIVGsELgUvobra/TV3ZOrz7JgvR9OaiN0KQVrGESsEmf7gCmqsHdMwotUaACxNxk5qLR4ntVYxjDTVmoCXodaM3Bo/ttRaGbpEgmman3GidtZgG8YZQ02xUTNeLwJ+XLWl8748J9SXHGeGGek5CtCVqiyNwXaYcXW2FG605qH1KLQeoK0JOwJYpdLC8dWGHoGrh5pV/1FXFemZq1YUNlYOSILaZQxDXk5GZZEENSuvBhaCJOXVyKvVYMfyanmMrdYCuJDgU52IfYwQZG+FkSO0BDWu1tYUOq48skpzWa0NWa1Z661xtaarjKxVa15AjG9hp5GO2M4abG70cFqx1cYWis0IQ7JxFrxq/RxiqS9CjI57QEbnDoFZjzrTQCtBJoGmrftLQNsSdgSOo9LC/tVALe2vgFrN0q/rP1pQ652AbRc2zqHIWrmswgFJZpHJ5UVDYwgyhRinRh1I+gV4YEjVQUqoFX0acJ6HIH07BGm5IOOSNEcJQcZ2Lfb+2mTsTrXGnZIEMQxOgkwDrVETsqbWKNRoqTWfirjfKLZqG4Y52eOrIUgYUFPj+flFsNHPVhALfZDwMkDGz3FA0b0OhZmlzjTQeKWQFtCs6vvHABqAg1UacLWhx7Bfh1oyjODqoFabgF2ugt1XLmvZARk+rXLerFxfjefVuEpDZVsNW2prP4Ug6TMxuSHRF4JsuSDBxqY/NoMfb8eqMEKHVzQZmyuvYPaQak2GGW2Y9ao1Gruk1tzNPDa7jbsZYyMUuQQ0PaYGL3FOKTE+jisvrsj4uQQ3pcroPqeCmZU/awFtTchxCWhAPewYfhdtlQZcjUEEaEONhx4BCbU5Xb9t8rUFtVr9R6oqQrZ+C2q1wsb7OcxXE2urtRyQ3DBSKW4s5qXxeWxqvpqEnLL2VxQcwY1ARZb+XP8x5M26JmLPsx2CVGWzluasHaXCyFZ7/9rSWQ215scFteYkxHpza6YT0lJrDTFyaDtvsI0e4yjBZsEMKH+HFrT0fgtgdKwhqJWapcj0OYJS2W/DDMBBQKsZQiyX4xagAVgVdgzH16vSgMPt/ACaVfrXuh9rUOuZgK2hdsns/doBObG8mumANCqLiEnXGl4T65+M/kWoeabKkEHIwo7QK2JbIcgIsMWJ2ASyKw5Bdtn7Bcxse39TrQ1DmJRNIBqjaWTkAMz5NjRgdjQnJKm1m1Ck3XbDjDGFItu/JH2ev6YkzHy9Tx1riNF2CWThWKoyACbM8rWnU2eHAA0AWmHHUSg2O+wY/u19Ki2MPa5BBLi3oGYpNb4KtobazGBmKjWWTyOzSM3WbzsgEZWTUzDKZhEemsxKSz0IVkbYMd2Hux4ndo7n1fi99DI0W0OQIsTYGYJc02q5kh7DCI2j+xQmkbpaE6Wzxhx29C6f8yOEwkK6pgTWUZyQcVwrfXRoO2uwXewmjLupep6rMmol4JhaM/otlSa2DYjReVJZdtjRUmEZZPweSzAL9zg90ABsyqOFf8vhKi3sHwdqk/qQOubEaw41XqV/rVITQDOqityZdwXUklFkHtKcNa7U9tMobP1pbTVeLovNTUsOyInUGk3GDv/4YaqbRRIMzflqlmpTeTVt7afakEZe7eAQJAPaKeesLVbvp7E9k7EttaZLZxHELLXmyM7vSig5OWa1E5KUmlJrN4qt0XbDhN1Ygq32RUCDrhaO1PACJMD0GA05K7RI53O/DDGWfRmGFswAbFJn+brjKzT6N64NO4Z/Z93xyPtOHXoM+xlqW5yPHGpy5evjQ+3SD6VS41VFGnPVqrZ+ckAS1JRZpFWxX+bRym0dZuzaqMaKvFrN2u/Zdm0I8ipdkHTYYxhp2ftTv0vXYGkyNoUjScWRgWRUfQNTa1zFaYApWJk1IVOYkys1ptZuwGa3iyGs3qxbLSzZAtvAPthakLMgRv3WGA0t3l/LlwEoYEb3bcEs/ZwOdcbHHqLQwjmZRwv/xvVhx3Du9CoN6A89Avc41OaxhJq3oabnqgmzyOzU2mrhk01AbQKsiv1luLEOsO68Wtr3GXQ1az9VGWHKrLYczeJEbN0ODUHyttYwssbePwwiBJnHISk5mowNAhdfRLSYpA2p6FgYUgDSoThn1oRUas05j5v12Crt9rjHbmytWxOaBbrBgFexb8DL3EL3lxCz+0tVpo9HGrMBZkCfOgNgAo1gxn9GS6GF49MCLYy5nnxa6F+GGgFNr3x9NKMIgxqFIWulsvQE7CkptcqCocI0ghR+zOoNdVOI7lchyCbUeAhSlcxKVfs9Yo7NJyVXWPvnWVYXMUOQTLVpF+Sxy2ZZhhH2+t1kGFGOyJq9vzYZmxyQGWLGPlNsVtixV63x3JqLkAtwm/PKKidoZw223TjjwghF8mbl2bg6C2Nmtt9Qa7DOSVi1zmmQ0X5NlQFlzgyQoUAeItyqzujn9AAt/fwK0NJ+/D0dEnYM+6dVaWF/GWpzusc2qOnFQalKPy+TdSjUtFLLRpEMtYkANzGo6VJZbPI13y+B1V9ZpN6XFZmAWiWvxq39oBBkxxprhUnkTEKQ4j4H2vuxUDpL7A95TM04ItQaKTy2OrZWawQ3l/55N2Az261hjwtdT81oJtwWVFo5JocN+TgOMTpvKT0NMiCHG8N1GWB0/xbM+PUEs3Bdqc7y/ctwo7x3P9Dy8TqgieNrVmlhP0ONhx6B0iQSztlQ4yWysvtxEFAT2wOhRrk1DjVeKotXFdlPpNTUBGxvAc2xvFnF1s/MIy2zSC2vliDIYciWomnm1ei8Ze23XJDT1BeCPLYLkrfeCiN03qoH2WMY4cYRgg7l0hxXZhxocp+HGAXIltQaaqHJrNZCCBJww4xh8NlVeYJ23mAbp6Zi08oMKCHH1RqQwcWv1/Di4yzDCIcYbbUio2vN/QJgbWVGz2cJZuHnLOfP8s9cDjmm/fR7cayvD2i875RAA06XT2tVE9FQ04uE6oLGfPJ1DWq8Uv/ex0VCGdQy2HJVEe6A5HPV0iRstvyMXDDUpTCjzLcxWM0Zbnlrq7VBzWfjdSAX82rM2p8t/hFqXLWx/a4QJHD6ECS1llpL0FqoB5kcj0ytjQ60cCg/Dvm0+mTsQplptaZMIxlypM7o0VZrwTQS4UahyRO18wbbgmIbnf2LK0ORpTLT19fybRbEdD+HV7ivCjUaqox+lgWzcK92qJHu3VJn1s+8LqCF/dx/KNCAw0KPoX+bnV+XyAq5NJ5b2w41K/zYgtpeVRUhqKW5ahxqnpRaRZnN+bylxqRSq+fVUugxgYyFHit5tTKfhgwqbhJZa+2/yhBkz5I0bFyPYYRs/dnCn1VZ1d6fIFaWzvIKarY5hI13Ua1FBUYqMYOOqbWYWxsGj+HG7l9vt9yEW8NSjq0MI2jg1XJuHHgaYHxfn9Pg4j/DAlm5L9VfD8zyeVud5fF2uJGe/yFAC8+3Ph9Njj9d2BE4PPRIY7bOUdsCtUs/BrCtgJoOP1pQ01VF/Az4aahPwJ5KW3+CXDU0aQDM6NNKrdgS9FReTebT4paHIFNhYwY4be0Pf2QbatSuKgRZW5KmZhgxVJtpGEnuR6Bm7y/zao3SWb1qLQHNZ1OICEci59acT49TtbMG2+1hwq1hXz1vQS30y1/oiNk8b4GN91vQMo8VXML96iCjawlkeUy+dglm/GcsqbO0n573cRWaHH91QAMOCz2GcdudjxpqScWl3JoTUNNV+mc/mJOv1yg1svX7VK2fQU24HR0gJl47BSYGNaoBaTkgk6OxA2raLMLqQBKURB1InVfTVfuXrP0tUF13CJKurYUgh6HPMELKjtn7cziSQ6wxGXvFsjThHt6AXVutDS4cn6qdNdhuDZe43fFZuGQeAepwGxkcNbCsPg4ffcxBRj+Dgyzc7zgwo+vXqLN0Pf1OVio0Og7n+8OOYdy9GXoEgMtKPq3Xzi9Ck56vgO0Wl57phVqxAvYS1KKiKqBmzlVTD95fBVgDeum6HFLUdSBToWOPDDMrr8ahRvvT1M6rXVMIshzOQpB8C9RDkL2GEWbvF4YRpshIxekwJDjk6J7IfaJSfxGe9Pl8hBtc+LwZ4vy1YQhf5NWv66jtrMG2G2bcbig23iy4cUABMiRpwYv3i1ycATF53A8yuk4bQGh/C8zyGFud5T76N3JwUd95AA3oU2nA9tBjy/nYmqM2szCkBN06qPWGHwuo8SVopvCJxSdgJ9BpRWbZ+rVamyylVoOdh2UWgUfTLLKYV5vnMq8G9EHNzyXUtrZKCNKcswZkBUZjkkorVduiYcRxhVabu5aNIhpm2UF5gFqLUBMmkQiyIdr9A9xuFJvZXjBc4iK+PiwHpG4aZNZ1AmgGvHh/DWChL8OKQyz8jDbIaOyof04nzOh8jzoLfVKdhXP0+1i27Yfrrh5owDqVBtRDj+F4u0mkZufnE691JREOth6o6cnXXVCjnBovlUVQU/Ufm1CL1UDW2PprDkhr0dCe9dX0fLWuvFqElYaaaLW82lWEIF3s612SZskwslC9X7ohnYIUTJCZ9n4dxiS4OZ+V2uDjPyuGH+P6meMwY7wxj9TbLbfH7YaetUBGrbD5G+DS5yTosgrTfT0g4/fVqozOmX0KotqAwmGW79NWZ+G50r/BVmfhnveGQgOWVVoYsy70GK5ZzqfVTCJLc9RqYOtVai2omeFHXtS4AbUckoQKP9pz1Uq4dTogvcqrUdTKMIsU66vx/NnavJrOmQGFqjtKXq3ot0OQAIzQ4wkMI3RulP1atWXllu395X3ytWVIUoUmE5ejQSRZ/OMQmst7Aza7vWDY4wVdOTYbcBxm1jhLgfF+Ga7sh5gcX6oy6rcUYS3sqUON4V62Ogv37ws3hp917yg04DgqjcatCT32mkRqzkc98XrCsAg1XqV/tVLrhFpRVUTk23J/odCmrMoIeAeZRaIKMydh1/JqyTF5TXk13jrLZhWrYjfmrKUKIlsMIwOEYYTb+0vVRaqPqTcGqlVqzWW15ipqbbwpqVVvF27CBf9g7YjZapNIuM5Xx1jwCv2+GKthw6/vARn1W6pM399SZuF+bZiJ49TfBzTL5aj7rwpowOEqLR+3ocYnXbfyaZZJhDsfeyZeyzxaWaWfl8k6BGrVUlkVqAlHpAE1O6fWATU9CdtD5NWEWYTXgTxkvhq1Y+TVThGCjDBLIchxCKFHbhSxFhBdMIxkoLF+Fm7Uebetk7F5oWNHLsghfC6RWnMIebZTtbMGW3BFLlPfghlQy7mV8NL3qOXeahDj46qAa8CMq7LQV8KMP9/e3Jns518QDgdaGHvasGPYr6s0oB16JNejBTVdmb+WT+uF2tIctauAGiisWJmPJk0kkMArHr1z1TIEufnDhBqHmZfji0r9S/PV0Mirtaz/R3RBOle+Jw4KQRpL0pCBJIUUtxpGCgUmVVsCHVhoUqy1FpUalc9ioUj+ILW2u1Fs9XbL7XFLvXaGCsSoWdVIbBXXhpf+WRpU/Lx5rkOVyf7tMAvn6Xm21Znou2agAf1hR+rjQAO2GUS25NNqJhHtfAzOyH6olYuE6tqPFfdjQ6kJY4iHWCwUXJVV1dqCrX/SgPM5F1dZCbswi1iTsJOdf07hx6Pk1Y4Ugiz2ge0hyIU5a2Ahx2aFEQ45ATwWcuThScrDge6BQpEltVbADbmCv6HWCGqk3FoeiEPbWYPtttvjBZ3U782zlVMASnjpaxcBpyAmrj0CyEI/f870M+hcvzoL4+4toAHHU2nhunWhx558Wi2XVnM+Tt41oXbJFgvV66np2o9XAjVTleVHrS5kDmkaDkgCmlBvszSL8EnYtfXVjpFXW9tOEYLkc9aYM9Kas5bWTxs0uFAaRjjotAqzqvdr0AkQbpuMPQxzCkMOzt8otla7wIQLQ+3z1nRGGkqtBi893gozAlrptSDnjXPrYBbOQfTVYBbOHabOwvG9AzTq26rSwvW261GHHpfyaXS8xvk4eYe7c5jfJowifjga1Mzwo4KaqA+ZVJQFOG/06X4vFgzNy8/AhFq1sgiz9ptmkQPyavb+PRiCHIcQehyAvDq2PWetu8KIAFccr2B2iL0fDmnyNYUfA8yQ1No4xJKDN0WQ7Xbh9rjgebBOaatVGrAMuZaD0lJifIwIZSpFJvoUyOQ5ek78OdMYOrcOZmHsNqAdE2ZAH9DCuFKlLTkew3Ff6JG7HntCj7Pn1UZsk0gKP3ZMvOZQyzk1V6ynpgsai4oihyg1jzL0yOFVnDPyalPDLKKh5iFgVq3Yr8wiRV6tArX8IjJCkNS2Qu3YIcha2SyxOrbL6ovNWeMLinI1lvNjvJ+rOMhQpBjDVRkixJAAxh/cLALnC7VGUEvrTw4z3E0o0m633SVesPKXU4OfCbsKvPT4aj6uocaAPpCF8yj70jkOIzq3LdSoz51anVE7dtgxnC9VWrhPe8J1K/TYyqfx8lg1k8jshy6oXU6jKJE1R3s/X/n6qFDjSq2xAnYtLDkUEKtAjefLfMUBaZlFDKj5aZZ5Nd4KA4kBtVNY+08dgkzhRMdyXJBz1qzQJMurrTKM0AM8zEk/V6m19E8r7f1DVG8EtFAI3t+ArdZuuakwjyy1eq7NUGxNlearYy01BrRBFs7HvoYqC+f7YFb03yPhRmpbwo7A8VVab+ixlU/rNYnMPhhC5phjs6qJcKjtpzCWoEYrXx8KtWJ5Gg21RaNIw9bvO2z9tXJZrcoiC2YRz1XadebV0nAGtZUhSFJrORTpilWxzTlrKWfmFIikIusyjHC1ttLeHwVidEKyECTl2NxNjq3awjy2/l+OpcqomcvbNOAVrmkDDFiGWBgDuz+dL0EWzm+HmT4Xju8doIVxp1FpNYPIUujRsvJbRpE1JhELavtpzNVEItRyTk0tEsqr9FuTr5eUWi/UxPncP0ylUpNmkTrUsp0fEOWyliqLrDWL1OarHTGvVowlwHGF1gpBqonYNFcthyJdVlEUgnQ83MjDjhxaTigxYRgRfZVHVGddhhFm69eTsXcRaqML+7thgr+Zx2a3tWAD2nCzw5ELcKtATI9dA7Iw5vkFM+A4QKPjY6m02oRr7nq0ihhT6JHn02qVRAhua+aoEdTSAqERamQYEYuEkjpjk65py0OMVaiJsGPY8hClCFcuTMDmUKNyWpi8aes311bTDkizssi8DDVqx5ivxltngWNrOZrFidg9IUialD1g3Zw1Iyy5usIID0E6AGzfAVV7Pym3XYTaEKsk3YQiK+0CM25tuM6q9E/NNpYoYC3Cjo/V9+LX8XHrQFacWwGz0HdvAC0cy7BjC2jhfLt6SLjXckV+UmlLE64txyMPPVLYkfbXmkT4HDWC2jRnoB0Lamb4USi0DDJSYmEfCmAroBafQ5etv9cBSVBaaxbZmlc7xNrPtt0uSJqPRi5IHoJ0OQRZzFkr8ms614Y03gpPVg0jLm4FBGO4sbbWGnNE7qJiy8dTDEXegM1sFK8F2krMvLal3MxJ3HV45evq52sQ02NHBZyaKgvX3bswA9YDTfSpPFo4Z4cd07mNKq1lENGuRyuntp+HqNbKfFoP1C5j6JHb+RPUpqDc/JwrioAek4sAcYBaT42rsEX342aooRJ+5PsRaLqwsWXr73VAxn2vYQYc3yxSg1qvtT9CzCmAJVBVakFWK/frSdeDi7k1qcDE/DQjLGnm2TjowEOQNDYqtEb1/mwS8YW9fzfM2LkphSWd4Ws4VjtrsF1gxsXCGAtSxZgK5JbgVRs36uONINPnNay2wixce3VAA9YZQ4Ayj0bjl8KOiMdrVVptwrV2PbZCjz35tBkBZNokUp2jtgJqWb1VoEaPLVCrhiJXQi0ZQxTA1jggdWWRU0/CLvpVXq3X2l9bjmaFCxJuIQRZVWJxjBFezPf2+ZifWzCMkL0/cLhu799FN+QAj4thwnxjHrHbLTevd0UunLfAVbtuCWDWdWtAFq4/D5gB/QotjF0OO2qghfEZaGHcdpXGDSJLE657Q489+TQLatrOX9R9TCaRHILki4QW66klYB1BqTFlJqDWUVUkQU3PVVO2/s0OyIpZJLWtZhHe1lTt52N0Xo0vFFoJQYqJ2IYLks9ZkzBzAmJahVHoUag0xx66f8EwAgpDJqhJw4i29+/iwqJkHBkQX6QnamcNNvoCwVsNTLXW+qjX4Mo/Yxlg4fp1EAv3aYPMGhP6rgdmwGmBFvoOCzv2qLSl0KN2PfLQY+/8tFo+reZ8LKqJWFCbaM20q4eanHRdgZqHUGgJarFUloCaVQOy1wFJ7RiTsIF6CBLozKs5YxxTZ6MCXQxB5q0KQRouyBSCFPBaF4JcNIxUQ5C+aRgZDZVGxpEx5tlu7P6VduGwWFLLajVgpfO1EAT6AAaUEKuO2wiy0H99MAOOD7RwvgRauF4CLYw9nkpbG3oM42RebYbbBDXtfCzs/BbU+HIzFGoU4DKWnuGPQ6E2R6ejglprAjZmSIBps4hp65+bUMsvtqvLq9Wv44qss8AxX44mQY/PU0NSW1tCkIVRJJ4Pz5f6uCoD+Jy1ZBaJj/AU1xlGkkpjxpHRecw3is1uI9qQagHKam31Zt/LAlhtvAWoY4As3Od6YAasN4UA24AWjq9OpZFCO0XosTCJpJqPzPmo5qhl16MrVVkv1Crz0VZDbVZbBqnaBGxzrtqSrd+3oXYyswgdGlDbZO1P89NUni25H1kIUkGwOhHbCEGWbkfHlNfCwwhBbjWMOKbSdm5Kk7JD3i30zW7CqdqqT8Of/dmfxQ/8wA/gJS95CV7ykpfg9a9/Pf7Nv/k36bz3Hh/72Mfw0EMP4YUvfCHe9KY34etf/7q4x507d/CBD3wAr3jFK/DiF78Y73rXu/DNb35z05O/cK75EF9CKo8LuPQYK48LN2BwznzUrhmM/0bnikf4I8j/qA1w4qHb6Ib0OHWb/GwqNL7YJ/03eS8UGhUqJqcjGUMo7EhQmyDDjpdKpV36AZcISunSD7iLHCa8izHNMbsbJ1FfIu/fTVVBdmn73flC9eW10y79iDtxn7b7OezfmXYp9Hh33uHuPOLutFsNtWmKRpFY/5Gg5qdo5xcVRFyG2qSgxoE1VaA24fhQ46WypgrUxJy1BahZtv4Y1hRQi+2kZpG189WWrP3cOLIUguT5NCMEqRUYD0FKiJUhyKS+GiHIpPKUmaRWYUQbRmhCNg9Fhm04vqDw5AlDkas+Eb/v+74P/+Af/AP8+q//On79138df+kv/SX81b/6VxO8PvGJT+CTn/wkPv3pT+MrX/kKHnzwQbz1rW/Ft7/97XSPRx99FJ///Ofxuc99Dl/60pfwne98B+985zsxTevpXYNK76MFrB541QBGcLIgFn7pNsjCuT6QXaVC6wFaGLsNaHeZ2/HSS5V2N0JsjUrjQONLzBDc7qZJ1rIMFoca1Xqk0OPdeSdCjwQ3Hnq8O40RdiMupxGXEWz7acR+ilsONMv5qAwieo6aUGUFvFwCVVWlnQhq1cVClyZgd9j6i3aKyiK8HSOv1hOCHMstX47m4BCkVmMOKoemQpARZD1L0lgVRviyNGOCV646chHhFhZPnnFxQsXmvN/61w/tZS97Gf7hP/yH+Jt/82/ioYcewqOPPoqf/MmfBBDU2QMPPICf/umfxvve9z4888wz+J7v+R589rOfxY/8yI8AAH7v934PDz/8MH75l38Zb3/727t+5rPPPov7778f/7//85V4yX3rP+BrYUWr1cKC6V4L4c7W9a3QYrj31cBLtzXhxjB+XciRrtFOx7TPjCFAad9vhR119RCrJBZdZ+XSdPiRcmd8wnUIR9pW/qOaRDxYaSwGtxh6zMYQJyBGhjN7bTU9B+0AqM021LJCY1CrzVWb5wS1mq2/xwHpNQRPNV9Ng20cZV6NQo3jCD5nLZlFUrWRoQxBjuFn+V0OQc67HIKkfQpFzmQeGQPw5jGGKSlUGffnEeH6NJ4eXhpQ4jFGDz/G0OMYHm70GMYYehw8xnHGOEaX4zhjN04YncfFOOHWMGEcZtwaJtwa99i5GbfHPW4Ne1y4GbeHS+yGGfPvfxef/N/+DzzzzDN4yUtesu7vtdA259imacI/+2f/DL//+7+P17/+9fjGN76BJ598Em9729vSmNu3b+ONb3wjvvzlL+N973sfvvrVr+Ly8lKMeeihh/DqV78aX/7yl6tgu3PnDu7cuZOOn332WQBZsa1tS7DSrSdXt3TPJYiFn3M9IKO2FWii7whAC8fr8mg1cwifl2bl0hLI4MxlZvjcNGvC9RwBtjaf1m0SIXXGJ17HfBo/lxSYDwpMqDZTkcGA15GhRirt2FCjdmoH5NJ8ta15tRbUBgo/sknaOgTpFkKQznZBtkKQPUWOaWG92gKiOx6CrBhGhqjkRswYT6jYVoPtN3/zN/H6178e3/3ud/GH/tAfwuc//3n8yT/5J/HlL38ZAPDAAw+I8Q888AB++7d/GwDw5JNP4tatW3jpS19ajHnyySerP/Pxxx/Hxz/+8aLfCuWtbesNJss/rwdi4WdfL8iA9TAL1xwOtNDXZwwJ962HHRPcjqTSuEFkjrk9bhDhgNOux9lTRX6k+WneOzv0yE0iM8AXBzXt/AxGXVCrKrITQE3k0vxyVREOtTVz1cKLoYTakcwiuf8IeTUeiuyx9qfwoS6FlVWahtliCJKHIa0QpAPgOoocp1xauSSNrjAScmq2YeQi9l8ME6Z7yRX5x/7YH8Nv/MZv4H/9r/+Ff/7P/zl+7Md+DF/84hfTeV1ixntf9Om2NOajH/0oPvjBD6bjZ599Fg8//HCRuzqkbQFkL8CAewNi1CyYAdvDjcB2hRbGlEADsKjStNuxZeFfcjzmbbbx8xDkPoYSLYPI7F0z9NicdF3Jp1Wdj7qPjn0GXqnYvIKZ1V+BGhUwXqvUOktleTZv7VqhtmV9NZ1Xo/Ajg1k1r+byMS9wnKDF+r1eETvBrJyIvd4FqZVdVGZpnbWg3rhhpDZnTVcY2bkZF1GtccPIhQsTtP3KMohr2mqw3bp1C3/0j/5RAMAP/uAP4itf+Qr+0T/6Rymv9uSTT+KVr3xlGv/UU08lFffggw/i7t27ePrpp4Vqe+qpp/CGN7yh+jNv376N27dvF/3HUGyttgZcvN1LEKO2BWbhuuX8mehj16wFGuK5Q8KO3MJfgK0zl8ZVWm1uWgpBrgw9pnwaL41F+TQONWYSSVCr2flVTk0qNgW1njJZ/LpTQG3lBOz8AmxA7ZDWub4a9S/OV+NV+2sLh5IhRJlLrALH2QVpVxfZ6oIM/cshyNacNWtJGl1h5GKYMLg5rsYyYYz7w3CP2P2t5r3HnTt38KpXvQoPPvggnnjiiXTu7t27+OIXv5ig9drXvhYXFxdizLe+9S187Wtfa4LtWE3b55ceS027FK/SrdjTyNFYczXq+o3a3Th5D2HjrzgcL6PL8ZKuQ7btc5fjZYQWt+5zlbbGvp9djtLKb1r4/Yg7sf+78wUuo21/Pw9xK52Od+Yd7s675HQkS79e5Vq7HglqfML1PA2pMv88BYOIn4YANA61yQET6s7Hmp2fgHdMqBmVRFaFH61J11WozYtQ67L1n8osQmMrdSC78mpUMkuFIEVeTVn7U65s5Mc8t6b3nehvhiATLOshyKTUhjIEac1Z40vS6AojA3wKQZJiG928unD9mrZKsf3dv/t38Y53vAMPP/wwvv3tb+Nzn/sc/t2/+3f4lV/5FTjn8Oijj+Kxxx7DI488gkceeQSPPfYYXvSiF+E973kPAOD+++/He9/7XnzoQx/Cy1/+crzsZS/Dhz/8YbzmNa/BW97yltVPvhdAW9q9BKg1rVeZhb52qBHoDzeGfpk/ozE1UwiwXqHV8mi1sKM2h1D1ECqJxcONZBSxVJqPTkit0rx3y6FHq4jxDCzm0yK0Uj5tVvAyoUXnfRmSVCBbXiQ07lcs/VWozXNWanyemobaPNWhFttJbP2HmEUcASsCkGpA9sxX0xZ/Z+TVRhZy5FCrqLXCINIbghzblfutOWtDLKOlixzvUr4tG0W4YYRMJKTYQh5uxnCvmEf+63/9r/jRH/1RfOtb38L999+PH/iBH8Cv/Mqv4K1vfSsA4CMf+Qiee+45vP/978fTTz+N173udfjCF76A++67L93jU5/6FHa7Hd797nfjueeew5vf/GZ85jOfwTguFbo6rJ0rqHraVpiFa9tAq4Ub+bVXDTTL7bgUdtS5NO545HCbvRM2/pA/Kw0im0OPDGqOT8BOUJI1HwXUSJV5mEDrhdpQmEJWQq2l1PicNQ61+OhSakDOq50KakX/wIYs5dWYqlOLhlbnq4lQJPK6alTU2CGpt6yo9ORsCMejCFFyFcfOmyFIcc4IQTqYIUgKPZJa40WOyTCi56zt3JTmrI0ujL0Y9rhwE/YnNI8cPI/tOhrNY3v6//tHNs1jO/dWAxlwHJgBfepM9rP9jUAL9wlORwDFfLRaHo27Hbk55BCVZtn4PdBvELFcj3x+GlNpGUAu59MipPSSM6adP0HOK8Dlx2AaRTZCTS8UqqBWFDWOaq2oKjJNEmpACkGeHGqHmEXGMefVavPVeAiyZe0f2YOrthGYR3Y88GOk+Wfz6PJctFGey31e9fvUD9rGOWsu7tOctSHOVxsGv2rO2s7NuD3ssRsm3I4gu3ATXjBcpv39738XH/6z/597ax7bTbu61gIZcDqYhbHy+l5DCCAnVufjukIDUHU6EtC0fX8p7Kgt/LV5adzxqFWadD3WVRo8cz16o4qIDj0KZ6PLk64Z6CyTiOl8nCXU7LXUVkCNqvT7A8OPR4Ca2a4AatRfNYtYUNN5NQY1M6/GVNlyCLJ8mCFInWsT/T2Lh5YhSF02a2nOGjeMkGILebY59u/h7pVQ5E27mrYFZKG/D2bA+lCj7M/HhwAtXNfndKQ8Gp9kXaizStiRLPwEMl64eFb7PTZ+D2wKPSaYTSr0GKElIKeVl4eRR1OwsuaobYQaQakXatXwowW1mYGLmrb1AwlqB9v6eWs5IPXQFWaRnvlqzbwawY1Z+0FhRwE+FH0UkuRwy/PZ1ETspRCkqtzP3Y+tEKSes8YNIxdDDkOOrH88YSjyBmz3QDsWyMK9DoMZv0dNnYVzZbgx3LtvYnW4rsyjkRpbAhrPo3Hrfi3sSBb+Q1TaHBXZIaFHMdGaLzeTYNXIpylFlqCkQ5K6n6Dl4/6ECKbjKLVV4Udu2b+KuWpAVmvHMItUoJbUmjVfzTHXYy2vlgBVN4tkWNWVnBzjmdsREWa632cXpFG5X89Zc4BR3Lics8YNIwN8Ah0puBEzW3nx+O0GbFfcliAGbAeZHmOFGYt+dZ+t6oz2CTz52DaFAO0cGgeaNoYs5dF02NEyh3DAacdjLZfmvduu0nToUezbfa18moBaU6k15qgldaagFvNrZkFjgpGep7YGalc1ARvogtoqs4gKP4pJ2DG/VsxXi2Wy0lQAFYpMQBtLUNUmYYvQI13HQ5DM9dgTgqy5IHkIsrbOWs+ctYthn8KQAXj7m4VGz7X1QAyogyycu16YhfP9QMvhx7rLMdy7bd2vGUN4Ho0rtaWwIzeH8GLFYn+rSvMIc9M8kCZdIyuywvWoQ4+k1KiAceGKtBSbr5w/AtRo5esFqK0OPx4CtS1NhRcF1NKQJai5DDXjYU7CXsqr6flqLK8m3ZBAMTfNyKvpMRTutPJtvROxrRAkL5tlrbO2NGctPGbccvswHjc5tnu29cKL2lqIhZ9RBxlwHJiFc8swCz+jHm4Ux0b+rFehHQK0VtiRFJtVPcQzqPXm0uA7XI8EK8P1aM5PS+MtuNWdj8nm79EFtTTxOvY1oVar0n9VUDuCWUTs9zogLbPIqknYLoGmmVfrnK9mVReRuTNgHssQpNzSPgdafwiStrsUkpwX56yF433sC6HI1mfhoe0GbB1tLbyANsDC+T6IWWMnde+1OTN+vhZqDH1l7gzIZhDa7zGEHAK0mjFkKY+2FHbkCi1ALjsec9ixodK2hB4FtMrQox1yhMyVNVWaBhgyvJQ6S9VEPDLUKL+mc2tnDrWmA5KaBTUWcqxOwk5jIPNrRh1IOOQQZAojagUn95fyalKV+XxfEYL0DRckDnJBXqT8Wn3OWqrqzwwmN+aRE7QtsLJa77eOU4MsXFfedwlmYcyyOqO+Vrgx3HM70LR1XwOtJ49Ga6XNXoYguTnEJ9VWqrRmLo3BrNcg0go9bsqnbYXa7O26j1uhpktnnRvUeFtZLqswiyRlVk7C5iFLCkWGPh561IAqASZNITWosQeM8KUzQpBxKZraRGxakqZVuZ+HIPMEbTKKyBDkgGD1v+Wm6mfiMdpZgy3UQTztz1gjl5f+UD0QAw4DWRhjnZd9a2FG+wShdMzUWbjf8RXaEtB0Hm0p7OiRzSHB2CfnpRHYjqrSEqAqocdCnYGByDhfQI3t+3UTryFAp6DGFFlfQeN7EGrUONTWOiBrZhEOs9YkbHJGbpyvRpO0rXlrSMfM2j8CRYHjrhDkDKtyvxWCvOgom6VDkLci7Gj/VO2swbalHRrX7fmWYQGsdW0LZPp8L8w48HthRsc6dxb6+8ON+dp+l+MaoNWMIRpoFHZMJbC8LIdFao3MIVypiVyaP51Ka4YeF/JpPSYRUmDSMNKGWs6tZRiRmjtLqC2tgr3kgGRhx2QW6VkJe1Aw44qMQS3NV9uYVwv38glwi9b+RghyXBGCJBckrbO2JgQ5uhnTjWKzm65Qf/j91v2iawBr3WsNxMJ97J/XE2IM49p5MxrDgZT7bHWmj7U6o59XK1DcAzSeS2sZQ3QejcBluR1b5pCjqDSPPqjFP15SZibc6qHHFLb0bahlcHHVxsBmmEPOEmq8bZ2r1nJA8mVoRHhxKMwioPAihfwIZiLHVlNqjflqOuRohjDRYe2HsvaXy9H0TsSuuSB1CDL4nee47+P+zQTtaptXo6ivtYClf371HlaZqxUQ08+jBTLRZ4CM9/fAjPpaubPwM9blzzTQuMvRUmiWdb8XaJRHa4Udvedggz0vza9QaQSzLaHHTqi18mkSdBxkqM5R43m0KtQSnOia2YZaLJMF4GqhdpS5am65BuQGs4iYr5ZAteCAHHMfij4DcqM3+/vXWMsrYlshyF0lBKknYtdCkJRT4/sEt1O1swZbq/XCqdUWc2a1idSVn30oyMIYo+/IMAv3Ws6dhevXAY1PrO4BGldoS8aQBDfD7bgYdgSDGVNrR1Npxww9FgAjdRaPGchadv6cR+O5tQykLqippWeAM4Uat/V3lMsSy88Mg1mxX5hFWAgyqTgNKAUunU9r5dV6rf1ldZEcgkymkcpyNDoEObh5tQtydHPKr003E7TtRothLrWtuq4GrnTfToCF56DGVCCmx/aALJw/HszSmBXqjH6mBTRe+upYQOvJo/G10lphR2iVJqBmqDQBsAy4o6i0Ao5aqVn7DGrR6Vh1PkaomROv10LNWnoGuDeglob0QU04IHm9R+2A1JVFyAE5MujRQ+TXjjtfzVOIkc6JEKRvWPspBGlZ+/OK2NZyNEKldbggWyFIguKp2lmDrScUuQSn6r0bb7SqUrPGFuHH+jVWaDFcsw5ksl8aQIq+lTALP7s/3KiBxidWW6aQrUDjKo2A5mNfT9ixmGjtUVdpUcEdrNKisrLG1EKPeeyCSaTmfFyw81fnqXGoxfyamU8D7g2o1SZg0xgFtWLBUDKLENR4uaxes0iXA9KYrzZaoFMKT5fMoqVpmJJbDkH67hBkVmn+KCFIgt2p2lmDbYJvgqsFp6X7Vu9Zu8b4Wb0QK86tAJkYr6z5YdsHs/Az+pyN9PN7gMYnU7eAxnNoW4CWQ40wJ1mHz1oj7Ohhm0O0ShOQWqnSGLhWhR69NbaeT+PlsZacj5ugNs1omkSAa4Fa7q9AjbfBlVBbY+tX5bK4WaRYU80BwiziOqDWNQm73i/zakylxQe39juXq4sMaT+bRvhK2K1akGtCkFmthXOnamcNNu89Zt+GW29bVH7VsOPyvXogFsatB1k4V8Ks6NsAM3l+vTqzgMbnnrWAtmTdn70zjSG8tqNnW+52JJjVzCGiJNZWldYbejSVnRFuTNBCDj0ykBUmEcv5WLPz14B2L0ONd9WqilBbmqumCxtTrozXgBQwC89Dm0UKB2QC1XKosQg5JmXGVRqSGqMxS3k1bu0fWtVFkp0/wCeEGGfwFbF3zNpPy9G0JmJbIUiq7k9L25yqnTXYLuFxecAvZyk/V5s+aIcc2+M4wML4OsSAMrTI91uqjPq1mzH8zDLMSNf1wiyPbwOtVGrR1h+rg2i4JZitUGi8DBZdL0whDGg8j7YYdvSANS+tBFap0oBG6FGrtCIEqWFnW/lF4eKk3AheKPJpXJ112/ljyLHbzg9cLdSWSmXR+LVz1SinplfBZjBrOSBzGBMsBLmgxtT5wjTCQooiryZCkr7Mq41MrRlQs0KQBDWRVxumVDqLTCXWcjR6InYrBEmPU7WzBluveSSN7xxXDzf2ja2psDC+BBVwOMjCzzoOzOj5HKrOLEOIrhTSAzRt3ddOx/D5rYwhHnYprAitZthRKLIIPEABiis5yNBjTaUxUK0JPeYiysv5tDC2wyTSgtraOWrAvQM1Pt6C2jDmsdZcNVXY2LT1x5AiV3dmfk1X7G8CrqLgRKixZykaHGTt12us8QLHfEXs2nI0LRckD0GOsTzXqdpZg+0yPg5trbJcS+DK9+gDGNCGWDi/HmTUX/QdCWZ0ryWg0URsrsgIaFyt8Xlo3La/BWimMQSw82gcbLWwI1dsBLkEu/UqrZxILQFmhiF16NGz8z35NKHOOp2Ph0JNQexaoNZyQGqo1ar1W7Z+7YB0CmY108gAzKMNtU15tbHsF3m1kUKP8THKvJqu2p+gpqqL0PYiwS2HHSkEyZejuXATbjHTSM0FObgZtxAheKPY7Db5NpR4q6mw4p4GtMLPKvtnNbYGMH2uBbGw3w8y6ucgo3PWXDMaQzCi8wXENqozrchq+TMdgpz4vsqhLQFt0Rii82jhl1gPOzKYZbUlVVp3Lq2m0kzYaYChXOk6XZf7MbNJ1wXIgE3Oxx6oxdzaWUBNVxXhUNPV+snWz6HWckA6DpuVDsjaJGwNs0YdyGPm1Xh1EcqrXUR1Rvk2GX4kkElrvxWCpFwcQe0mx1ZpezhcVkDU0yxYUdPQStc04GWd74WYdb4FMtFvqDL692mY0XNemzeT19XNIK382amABsqvKZh5Hm7sDTt6iD4av0qlpes7DSICchROzH0i9EhKa00+jcFLAO0PEtR4VRFjCZrmXLUlW/9CuawyFIkCcIVpJMEKWKoDuWY17NbCoXkB0TlZ+3mBY4JTdj+uC0Hyx4Bw71O1swbbFI0EVquBybxPZayGVm2sBS/rnFZi/LyGVe0cV2T8XlaIkfoJQjS+R5nRz92qzmr5swQwSJhZtv1eoFWNITWgcfWlw45CgWmbP9sXQKyHHbny00ArQpS+7nq0Qo8pn1YLPfaaRBacjwDOG2q6qghTZQJqjblqNE1Auh3R5YCca/PSqJ/NP5tjZRIwpZb2HVNuI4MaAx+FH9fk1VrWfh2C5NZ+etwq5q3tzRAkqTWC2k0ostIuMeCSgaDWLEDpVg1BGv098NJjpaGEqbQONcbP10BGYy1VRtcXCk0rshWhRkudWeFGnT/jtRwJZrMC2syUWxfQfAgxmmWwCGIJRNQHO+yYIMTBx5WVGt+AmqnSDMhlaHWGHhtWfgp/mvm0rc5HQEBNmEQAwM8ZaPE47x8RatTWQk3kzvg5BTU9V21AUnEUcmxCrdcBORrnCW6OjzUmYQtl5xMEW/PVrLwauRud82ZerdfaX6sukuBmhCAJattjbcvtvMHmg+NuTasBjJqGlnVNDV7W+B4lxs+3QBbOO2NsmS+je1wFzLga4/PPuAWfG0JqQFut0AhoCWYMbOEfV+TRCnClcXROhR09v0bur1FpdcCVE64XQ489+bRjmkSA9VDbAjSgDbVVy88YUNNVRfQEbD1XrcfWT2HGlXk1E3gENTV3LefvwEKRPu1vyatpaz+v2k/z1njFfrL2t6qLiInYzP2oQ5CI/4zxhGQ7a7Dt/bgKbEtQ08AClkE3qfMWwPg4cb4DYvwarchorAYZ3y8AtpAz4zCj52CVutIwo2u4Xb8IP6r8GS99peehkU3/JEDzEEqtGXbUyowrOBNaQB1ieryh0jyKCddF6DGQX4BscdL1Ifk0oITaKZadOXb4UUNNVxUx1lXrmatW5Nc6oTY3lBqHl1BrTJGV+TYGtNFjGHNebRznZl6tWbU/zVtTj4XqIhdujwtMKQR5C1M1BDnG7w6namcNtrsYcbHy12OBippt46+DS19jKTDdvwZi/HwNZHQvS5XRfbgqy/coYRZ+fp8641Z9rc50uJHnz7ghxLN+DjSy7S8CjYMtPHk4yqspY4ioGlKEFJ1SbTBCk2pfQUuHK2WYcYVKS30Zdll1dVj5dT5Nwe4PCtS4MqtCjVcVGbAeatVtXalZJhGpxjS8GOQGD1DerToJu68O5FJeLRlFhqzEyNbP82pL1UWsECR9Go7bXild7azBFkKR6349GlS8aWgBRhiypdAMgAElxMLY44Is3MsOMeb7SJjR9WtDjUvqjM8/s8KNS0Aj2/4i0CL8BNA4qLRiK2DlCsi1wo4cUmtUWgATgc+emwbmikwTrsMvcFvocY1JBLChdhUmEeAkUBNFjWtQ41VFjCVoEvjoUZmA3YKaBpe5jaqsahbRxY21WaQ2CXshr9YqmVWz9uu8Wk91keSCjFA7tVoDzhxse79bBNtS+BGwYVcos0YeDZBKUKswfj8NsHCtE30aXPznbQGZPM4go/uthZll1a+pMx1uDFG0IX7WsrAjbQHbtq+hFv7RbaCRYiuA5Qog9YQdRS5NneOWfaHS+Dmm0rjL0fE+VevRVGlqvxp+XJtPA64PanypmSuCWrWqyJpq/UV4UTod87bsJwdkzql5GZrkZpFRLxrKgQZmFsnrq+m82sU4rSqZZVn707y1FdVFKATJoTYCGPkXmiO3swbbXT9i1wCbpcB4q6m3JSekzsW1AMbHc3dmbRK2mS9rgIzuy39GeSxVWerfALNW7kyYQ1i4kV/LDSECaJ7CjxuBlqDEgEZj2bhmHq2i1shpaJ4zIVYqMqsvqbReg0hv6HFrPg14fkLNORNqYrFQXlWklktzBsxcVmRVW39NwbFrxTI0/BEnY2uziEsVRmDOVxuMECSfp6bzajRfzSqZJRRbHFuoNGdb+3kIEpBQu5mgXWmXTLH1KDPearm2FrSAtpLrARh/rlWoqRxZ+LltkNHPWsqX0b/pEJi11Jl2N0oziDSE8D7PQoubgMYVWxobt0W+jSmyGsxMQMkxunpIUmH6Wl28WCgzLBtEDg09HsH5GDZnCjWj/mMBtZ4J2ElxLYcdm+eNsljpEfv7KouEvNowHj+vpktm1az9a0OQAEENGE9o+D9rsN3BDoNf/ie0KowAtrIrQ4/5eFb3a8GL91sACz+/hBgdl2HKPpClsQpuNO4QmHlIZ2Mtd1aEGz3s/BlTaYihwrQl+KxRaBbQONiwBDPaN8KOFeCJcKJWafx8TaX1GES0EaQWeozhxyrQwosDq00i4YDtb4Dakp0fOA3UuANS13/shVoxAduxMKKT4ErXogxLCqUG6GLGSCFJH2HqYZpFjLzazoJaow6klVcr3JCVhUN5CJLmrdGctQs3V0OQV9HOGmyXjVBkyySSxpj2fhta+XwbXrX+Hojxny8NHq5Qg61cWbhfqdQOhRnvs3Jnljqr5s+8QzKEWEALv5xtCq2An1JnYpy13xF2FM+jI5eWlBmNUSqtZRAx1Fhh5ScF16HSAOCeMomw44Ohxk0fS1DrLZVVQKyu2hbnqjGgLTogaevyGDEJW0CtnIRt1YGkEGQOPZZ5NZqvtlQyi1v7a3k1OwQZ1NoJU2znDbbvzhdwc/8/wQIZYIcl2+YQ+5y0+7vFviU1lvukIqOfyRWYpdQ4tNI1B8LMCjXW1Jmw60ewpPyZB0yHYwJQPleaQDYAzYJYRaHBOG+aQ4q+TpWWFF+p0mS4ke9nEB0cegSev1DTy8/oSv2iugiDmkM8jwbUlImE9c0RVDRXrbD1MygSpGYqi1VzQI4eySzClZqo2N8/CZvqQa7Nq+mSWWut/aMroTY4d2P3r7Xgigz/hDU5tnp+rQ4zwIZUrV/0GbCq9XOIhfuUwOL9VniR38vq3wqzWqjRzJ2hoc401AAFszBOhhEbIUcOOw3BKsR4nzfPm2FHs295XpqZS1syiLQcj72hRwBFPq0WeqSxuEaoLS4SeoTwo6HUCGBwdaiVE6wl1KgPrI+fM239A9oOSL4MzTgXlUXGMSquceqahL3jk7A7lqI5Rl7N/rQ9bTtrsH3X74COHFtzUrZxrliOpgI0fs42jLiOc7LKB3++Fsh4v4SYhKJWZbp/Dcx4qLHIma1VZxxs4UmFcCMHGsGlF2gKVBbQLBWmzR6mmivCkhVzCCmsNSrNA6UpRKm0Q12P4QXSnU8DzhBqtfDjklILL88CajQNYH2prLxvzVXL19oOyJRfa5TL6q3Yr80igwg95vXVdB1IvRRNrWTWkrUfKK39Uq05DDfmEbvdmXdw80X3+FrezVoJoJiIbcBJ92sFxvssJUb9XHW1zvWCDICpyvi1a2EWPheHAmaFVT9CKplBYr8ZbvQOOn+WAcQAF/6RxwEa3aPIk7ExDGhdYcd0/fFVWgahgt0pQ4+sLw7GprYEtbi/BmrVMlkW1ITrcSihNjDQWXPWWlCz1k6rmUV4OJKUGXNGpnJZIwENKNyPqrJIKJlVcUBaZhFnr69m1YGszVerlcyihUMvMIsQZAtqp25nDbZQKzLa/TvMItS0QQRYNpL0gU3CKzyvUoXxMVqJ0TkNMbqHNoLQPgeZ6KuADMBhMEPcnzPMFtWZAlhSYwIsHHzlucLlyMZ2Ac0whmh4Wbm1WthRqDhuDkmwAoNTZy6tptLouDbhOvzhUYQewx+7D2rHABqwHmost3Yw1Hj4UUENpMxaUOus/yjh5WyYOT2O9dMctTFDzXRAsmVoxrFeWaRlFuGTsEnB1epAWvPV+FI0h+TVqA0YbtZjq7XvzhfwDcVmAWzpfOmCLMEF2PDiY1oqzDqvQUVjl0DGz3k9ho9VqgxAFWatvJkINXqHau6M+sI/sgw3ajDx4sQrgVaHGFiIsWIMEcde9fkSbgthx80qTefTthpEwh//+vJpwPVCTYcfFdSOVf9RPgwFR4pM9Bu2/tgvHJARcksOyEPMIjy0aJlFrKVolvJqiP+sVl4thCCHWHXkBmxmuzvvgIYrchlshkorcmgVsPF+BS8+1gKY3mqlZ0GMzluKLB0b/T2qrNxHG2YeZagxhRUr6kwdOw048H52XuTbtiu0RaAtHfeEHblKI9V2LJV2jNBjeKGUQAsHbH/jB44BtLDrwPNpYSiDVAxDdq98rctkdSi1VeHHUUJNmEb0kjK1sCSHGs1Vi0YSYetvLRhacUDu0sKh680iehJ2bX212nw1Uml8jTWran89r5ZfF0MVf4e3Mwfb2AQb0J6cbYJNjV9SZvwaPtYCGL+updQsNZb6+TEU+JQqE/04EcyMfZ47a6kzobjEGGdDC+uAxkOK4nzqVwDjkOoNO/aaQ06l0gAcFHpkfem6Le1QO388vxpqtTJZzCjSFX6sQK2q1FpL0LBHgphwTlrhRyQVt+SAJKiF2o9hu3Nz2vLKIhfKAdk7Cbs2X00vRbMlrxbODQgfEqdpZw22O9MOfur7J1gGEcAGX02Z8fvU8m8tgFlbDTHaarMH0AYZ3ctSZeHcNpiBjUuKjMMs/CNzqLEGL55PE+NyX6noVgKtABM9Nz3WNobw80cJO6p9U6X5BRv/lgnXwL0VegT6oTYOCW4Canzl6xbUlPuxO/xYyamJ+o+9K2SnUCPAJ2B7hyIcWdj6F2pAWmaRgW3JLMIr9g/Ilf17J2FvzasBS3m1utA4ZjtrsN31O/gFxdYKR1qwK0BWBZgEFz9vwYuPrZ43IEbnrdAiP+ch+5ZARj9jkzIL/5gCZkXoUMMqXUfn4jXe6q+pubpCs8KWS0BDRx5tMezYUmmFYpMQW71uWnihYEvoEbgHoVaz82+BmjVPrVepFXBrPCzYqQnYoXq/T/shNJkdkS1bPy0YSjUglxyQFxFmt4Z9CkHeHvbCLFJbNNSahM3zaQluLK92QXBDOV/NmnQt82o5BHlj96+0u/MIPy/PX6/BzeqvGUT0eA0nYB3ARH9lTN7PkErn2FgLZLx/lSprwSyBhtQbMpgYRKzcWTPcqMFlAC7fexvQpDqDDTQrj+ZRuh1Z2DGAcE6A06FGqdgytA7KpcUXxbWGHoHTQ20c4/irh1pRqb9ZE7KEWjEBm10TnJAl1JL7kdn61zggB+dTPi0oMNsskiqMVMwiusKIrgOZoObspWh0CNLKqwWoHfDaW2jnDbbOUGQtDGmDzVZoQAYJv6c1vgWw2jgNMTrPr62BLPRJkKVxwPFgFsHBYdarzuh8LQxpAq2m4g4Fmhgn56ZlgEGEHSmPpsOOTXOIlS9bo9KAEmrHCj3Si2ZLa5lEqG/DHLUq1CLITga1pdAih5qCWa2qSGn35yCDhFqjsPE4RpCNyw5IvgxNrbKINIz0m0XW1oG08mrUTqnUqJ012C7nwVRsS25Ib5xvqTN9rMHF91vwksf5XsUYNq5UYHVFln5+C2Tx/CHKrAkzBo2stpy8jgMPSwBT/QSdBgA19LRCWwO0oMh8AmLV7ZhA1WEOeZ6ptLDrhEoLQxmIgD6oEdA01EYFNL3ytWNQG1x4KW8MP9p5NVfCbIC9WKhSccIkQlunoDZKW/842rb+i7SdFh2QS5VFeswilFejSdjb5qu5tM/b6OTxMduZg80ORW6Zv6ZhV1NuvjKmB2DmOHVOQyzsQ+y3QJZ+BodZDWTxWrqRtufXYNYdalQAMtVZDWD6uk6gLSo0bzgdaT+5JH0ay/NoS2HHmjkkQa2neghQQu0Qlcb68gtoY+sMPYah1wi1wSGVxFqp1DjUsovRlTCzoNaqKqKXoLHmqjkvoFZbMNSCmVUuy6osstYswm39a+pALuXVAtTmytWHt/MG2zTCTwFsSzCjZkJtYYw3ICf7ynEWwKhfQKrZRxexHFk6zjc1QUY/1AIbO2caQFowqwCqqs44oCBhpOFUwoqDpzZmA9CSyorjJi9+pplHK/JlHGJcsTXMIWtUGgD02PjFC/BEoUegG2pWPi1c3oBapUL/ZqXWA7UFpUbgqhU1TlCzwpYRdmJdNdo6n0KRwdLvk61fLBjq6oWNxYKham01axmaNRX7LbPIcfNqV9POGmx3pxHTtGwesUKPwLJyE196DWjxe/CPDK3OOKxoW/YhQceEWPwhCWL8nOhjxxpkcbsaZpYyW4BZAhpsNdY+9s2xtXHdObQFoGUgVYCWcmcMaAQkvbRML9DoRdCh0nJ/BWisT7wAt7SefBqwbBKhsT1z1DjQNNQIZim3BljrqfEq/YdAjYcfF5XagARWE2qUXxM5NYTwo4Iad0BS+PHWMC3WgFzjgKxV7G8tGtozCZtanq8moXbKECS1swbbfs6KrdbmxntaA68VjrTAxfcteNn9dKENsTSGX+f1uQbI2H1aqgwoAbUGZkuhRsBQY3psodYYaOg5GGN1WDKBSkOvptA8zAnWdE7k0TxMiJlux2Pn0oB7LvQYdhWoQIpsyNetsfPXoMaLGUdzyBLU4FCHmjn5uq3UdE6NjCKt+WsZdD6HIQl4EWpgUONz1caUT2sUNlZmET5nzXJAWpVFUgWSlWaRAXWoUWvNV7sKqAHnDrZpgJ/kL6onJGm91VuQ458NPVAT12jQib78hDyHURxjhhXpegUpPsYV4AO6Q4ywxpQwsxQX0FBjGlTp2Kfj0nTC9728HweVuG9nyLEHaLU8WlJsBwKNXgQHqLSwW/YdBDTAhNpR82nWHLUDocaLGAeFx2C2AWrWmmql1d/bUNNVRdi6anyumpiAzaC241VFehyQXKl1mEVErchGZZHaJGwACWrU+vJqV9POGmyX04i5KxRZ62+HIvV1heoCCnABDJydAEtjWhBL/QeADJVzUOMqMKsqsxa8LAD6BXUm4OUVyGqg6ww59gKtFoI0cmndQAOWVdqWXBrryy+mA9op82m9c9QU1HRuzccxZmV+bh7pqShyVVAbJdT0BOydgtpitX7XrgFpQU0vQ1OrLLI0CVvY9zvyalcJNeDMwTZNDpjav7DWe7xUaXpAqc4ABi42hsNLjLcAxu+9BmJx2wQZ62uqMnNcRZlpsKGEUE111dSZqeqU8joYaB4i5Ih03HA69uTRDg07AqdRaeIFtqEdmE8Lt1iAmnY+WlCzihlzqA3Uvw1qVvjQgpp0RtpQQxpTKZWlqoqsmYAt56q1bf1URosckLQEjXZAntosUsurXXU7a7DNkwMmAkTfL9FUaUVHRbXxL8gmdBrwMsYVUCvuFyHGx7LxzuuxNMY4x+7RC7KmMuuBGYdPBZJNaKVxOqfGoBevWaXQUp+/GqABKFSaBhq9cO5FlUZ9Pfk0PjZCrVhypscooiZeU1+q++iOo9Rq89SaSm3wCno+XzuqUllMrVHYka+r1pqAzeeq3Rr3zcLG2iySFwu1y2Vxe/8xzSJWu2q1Bpw92EbggFCkJloBPQG1Guw64GX185+RwGEosXiNqcbScSfIwI8Pg1kNTnkMg0/l2iV1ZuXPgsLK+wKK8zLQmgrNzKltBBpQhh2BBLWaOQRACUT6051CpQFtqNXyaXTdWpPIGjt/CkOysOMQ+9w6qImlZwyoWfPUlpTasaBmTcBuzVXbLUCt5YDUiu3YZpHrDkFSO2+wzUyxWa31fl8RhhT3qsCuC2BsW0CMttqxGPvXgExcr0EG3a/22bUmkFSfVGveHFsDoKnkCFKiTxlCTgE0Om5NsLaABpRQ6w078mupn8YDuA6VFnY7Qo9x/2Dn4xaoDQS2PqiZoUgFta7w4xalVimVJauKbJurVlsFO5fNWnZAklmkVVkEyGrMMotQu1egBpw52Px+gN93/vJqnwEtoBXnjDHWWA4vcV15Dw2b1MfGFUCCOjaBdQSQQYPLGmfDzFZgcrwEXj3cmK5Tln2zUsiakKMZguwAGvi9OtyOgG0OAZoW/rBb9onrt7a1Vn7guCaRJedjyqGFMd7BLpHlUECtVGfOgBS/Bn3hR2tNtQ6lZpXK4ouF6nXVaM7amrlq2QCSbf29DkgOtWwaKSv206vkXs2r8XbWYAPPsem29L5vAa01lu0X4OL7LYDFbdlXwghgaoxfVxx3gIzdZ40qWwUzthVQMsbbii0DzcyfEdCEGeVAoKUwZFZZju1vyqPRcU/YEbgelQbgoNAjjV9rEtlg50/w0oaRQqVV9otFQFdAbUv4cdgOtWICdrLzK6gNDFgpP2bXgLxw+wS12tpqLQckD0H2QO061RrwfAZbrVmfC6rP1VRbdb8OL7u/odbU9XVF1wAZymNz/wQwq0LKApSGnAKhGK8MISbQKrb9RaBtyKMBOEnYMeyWfen6Q9qK0GMYzsKIwLZ8GnM7ms5Hy85/bKgVwCrnrqWtU1Czwo/pWntNNVHU2PF5arL+I0FNhB9rtn4Daj22fl0DkhQdX4JmrQOS2r1kFtHtrMHmJge3Oce2dCzvW8BJ7XfBi211ODGNNaFWUXIaLrDvtQQtPuZoMPOohxoN8BHcTHWmx1uW/asAGsK9NwEN6DeHqP6DgQaYUGu6HoFtoUcjn2aZRAo7v3I+Wnb+nGvrhJpWaXq8VmwaamuUWkel/mr9R1VV5NY4bZ6AvWTrz/b+HHrsdUBSuxfNIrqdNdgwxUen1R9gAOCtATkxXuy7ckwLXrzfGM8hlsbo8+Z4FONrwGsCLo05DGbltix1BeO4BrRW/uxKgAasz6Oxa9I+sD7sSD/jkHas0CONWZNPW2ESWYKaqCbSgprlfuyFmlpqpgo1S6lVoLZU/5GvgL11Ajafq6YLG7ds/WsdkMeuLDLp1/oR21mDzU0Obr8MNRNmQAk0wAaWHsvB1zjfDE325t4McOnjHpDxcZYqq5+vbZdh1lRnCThsvKXOrgNoiPfcmkfj16MOtLBbgdqJVFrYLaHW5XqMYwXUdGX+Vj5NQ42ZRITz0ZVQk4WNGdwcB50BNau/ptR6oNaj1Fj4cRznBLU0V40rtY6qItYEbL4ETU9hY8vW3yqXpduxK/afEmrA8wBsQwfYUusEnKud02DR/RpoAGoKTIyrQY3/LAtwvnKuATiXPrg7QFaMOwLMrGs40FKejN/zCDBDvma1QgOqQAu39ehyO9J1uEKgAX0qDTgs9KjDjI18mmkSiYASzscEMpZna1YTyXPWoPvNsCSkUuNV+hPYtoUfa1DjSm10cww7ZqjdjhOxlyZg1+aqWYptrQPyHM0iuh30bB5//HE45/Doo4+mPu89Pvaxj+Ghhx7CC1/4QrzpTW/C17/+dXHdnTt38IEPfACveMUr8OIXvxjvete78M1vfnP9k58Q3XMLjyk+OvqHifXv2T57DLx/71Kub4gPOg7n1PjWYy6fy1AZO+zlOf4zymuC+WKYfGNM7ku/1wnxmnytGJP6PeuPx3sPt0fYTvRg1+znOIbfYw75s8lHM0kE2ezDHLSJ+uYwZvJh3pl5HB9pXtoc7xH7+BieR5sm+HmGn8j6PwPzFO8Vj6cpqTQ/Tfln0D1qFn4/w89emkNOrdJ6Q49qqZnV+TQ9R80qjxVNIlXno7bzXyXU1GMT1FYqNQ21WqmsJajV5qq1ChtvdUCmz94DoEZqba4qjcPbZrB95Stfwc/93M/hB37gB0T/Jz7xCXzyk5/Epz/9aXzlK1/Bgw8+iLe+9a349re/ncY8+uij+PznP4/Pfe5z+NKXvoTvfOc7eOc734lpmlY9hyog9upRO69BUQPWPj7ivgaXAIvaFv0TA+gsj82xdB8LkOycvC7DRQOpBkENppPAbGb90c6fHqcAGq2NtgS0acpA43mzeWKKbgYPO4rajgpo6R78OiyotGPk0ioGkVroUbgetZV/HOtQG8fwGEqgCZPIOGSQcZMI1Xzk1fl3g4TaQKquDbV5dPFhQG1UUBtRHpNSswoar4WasaYah1qrqHFvqSxrAvYtNwmo1Wz9vLDxLTdvckAOChn3ItSAjaHI73znO/hrf+2v4Z/8k3+Cv//3/37q997jZ37mZ/BTP/VT+OEf/mEAwC/8wi/ggQcewC/90i/hfe97H5555hn8/M//PD772c/iLW95CwDgF3/xF/Hwww/jV3/1V/H2t7+9/4nsT5Fja1znF8ao8abBw7hPEfajc/y8sV8LLYpx3rh/0efLc+I+68KMxXUnyJ2Fn8H72D6FGwHR1ww5AnWnY9zfYgwJuxWg0fM7tG218dO1W0OP2srP82lkDBmQ961KIiqfttr5qFSWXkutqcjiAqBpnEOGGo1rzVPrDD9ay8/cGvYCareHaTXUWhOweWjyEFv/uZhFdNuk2H78x38cf/kv/+UEJmrf+MY38OSTT+Jtb3tb6rt9+zbe+MY34stf/jIA4Ktf/SouLy/FmIceegivfvWr0xjd7ty5g2effVY8AMhwYi1cVwsD1pRcSwVWQoZceS2FEHXor1RblfMqrNgTWkz9sxyzqMqimlpSZuHfTGpKXVcLNe7DuUPVWU2hJXXGVJQVliwU2jRJhTZNWaFNNG4uoFYoNEAotGbY8UQqLewuqDS6nkKPI8GsE2os3Jjyadaka1JsSYVlZYZRQu2gOWrjkaE2+j6osfBjv1KbC6U2RNt9C2pWVZHWEjSntPWvbRxqpNZmzLXhB7fViu1zn/sc/uN//I/4yle+Upx78sknAQAPPPCA6H/ggQfw27/922nMrVu38NKXvrQYQ9fr9vjjj+PjH/940T/sgWG5BnJunZ8ja1SY3t+i0tJx0ec7VZvaV+OqhhHR5+vXamVGz1Ffayiz9O9Yoc7yv72m2Eo15rQaO7ZCo3uy42ux71PbotKADKe4X6g0uvdaK7/OpxW2ftjlsZyEGgS0FqBmVBPhE65FyNG1oRbKZan11I6g1HbDHCdi20rtIim2fZjnZkAtw6msKmLZ+XPBY7taf/w1FFCjtmTrB7abRa4CasBKsP3u7/4u/vbf/tv4whe+gBe84AXVcc5Jqnvviz7dWmM++tGP4oMf/GA6fvbZZ/Hwww8nhWTfsPnj7PCk7rOAVes3zvdDToFHX9OCmLlfArEKMtGnnsvGMGP6NzVgxu/TdDeCj2Hn47nC4QjIcdbEauAkQAu7FaidAmgAoM0hrK+w8dP1a+ambbXyKwckXxg0w4spNlJMnSaR4qGqiQjwubwfwOcl+CK8CHik3NJ6ao3aj2vCj5ZSS7k1pdQotEiA6oVaz1y10dlQ61kwFDg8r0ZQm471njDaKrB99atfxVNPPYXXvva1qW+aJvzar/0aPv3pT+O3fuu3AARV9spXvjKNeeqpp5KKe/DBB3H37l08/fTTQrU99dRTeMMb3mD+3Nu3b+P27dtFP4XbROv4XfVArZpfU/tVez7vMwBmjatOCTDGL4GM7+exHapM33MBZunflaDFf46X91urzuJz7s6f8b4NQAvD/XGBxu9zaDuFSqPxW638OvRo2Pr1pGuy9ovcWupbATVjjlqh2BTUErjoXC/UeO3HDvejHX4sl5+hbXArzqL241KprFpVEQ61C8wF1CwsncrW34LaPROKfPOb34zf/M3fFH1/42/8DfzxP/7H8ZM/+ZP4I3/kj+DBBx/EE088gT/9p/80AODu3bv44he/iJ/+6Z8GALz2ta/FxcUFnnjiCbz73e8GAHzrW9/C1772NXziE59Y9eS7Q5Gtz5UVQKuGKMWYDnjxazogV0As7aO+T4qmATIAfSFGYJ0y489VwwxYp85YXzPcmI4zuK5VofH7HNpWqrRwSZlLy/0bVNqa0GOC2JCApU0irUoidA1NntaLgxZ2fhWW1GosnydwZaiJsCONcUhAW6rS3xN+tBYKrRU1Xqr/uFRVZGkCthWCbNn6eTvULHIVSo3aKrDdd999ePWrXy36XvziF+PlL3956n/00Ufx2GOP4ZFHHsEjjzyCxx57DC960Yvwnve8BwBw//33473vfS8+9KEP4eUvfzle9rKX4cMf/jBe85rXFGaUpWYqNmoLv7v1oUhf6S/HmwDsBF2hhOK5RfApkFVhOKv7G/chVSbvtxFmgIRXC3DAtnAjYANNl74CnhdAC7tXoNJarscCZIMdelzKp7n1zkcr/KhVnFnMmJTcBqjRIqFLRhEr/Hgo1Kz6j7WqIlsnYFM7hQOSW/sJajNmTD3htY3t6JVHPvKRj+C5557D+9//fjz99NN43etehy984Qu477770phPfepT2O12ePe7343nnnsOb37zm/GZz3wG47jGCYLk9hOt43flrA8er8fUzy8ptybsqscLECvOGTmytK9Axvv1NRyIs76nl/frgVl8bnUltlKd6XH8GKgbQmjcMYDGrm8Cjd/r0HZqlUbXa6gxcC2GHgesz6eRgtNKjWCz1s5fhCWxDDVeMksYRXwyizgWguRQW1Jqa8KPS1DT9R91qaxWVZE1E7ABnMzWz0OQGmr+WO8Vozl/yrufqD377LO4//778Zq/+f/AeKtuYhGt8q9cVG4t4Fmwa/StDVPWIJbO8fvSvqXI4nUWyPi9JFx9yoFpA0i6d0uZ0XELZvzYUmfpnvq4kT/j11Afz58BZwm0sLtRpdE1h4Qejar8MgxZDz3mGo8H5NNYf5edf8gAk0ovuyGRQpPxzTEgTbxeghqv0q/LZLXcj2ugdouHIWEotgbU1kzAPna1/qW8Gim1Z56d8Ko/8SSeeeYZvOQlL1n9c1rtzGtFGopNt8bnzWoTiQWtot/Xx3YArHregGOhxvjP7QBZuh+/nqsyek4bYZbvz8BkgGutOgvdCl5W2PDYQGP9+fhIQAMk1FpAAzKYgMNVmgLXYuixUGxYtPJb+bRcfLgDaipc2W3nF+P7oTaMHs4FqI1jzq3xRULrBY3r7sc14cdeqOlSWT1QSy+jI85VA/rNIrP35xWKvMq2BDYTXNQq59ohSF/pL8e3w5ENgIljCatCjdE5AUB174qDMe1rVUbPT8BuI8zS2BJchbOxNlars/h8hDrTfecMNOBaVVqh1Hpcj7XQI1Nqtkpr7cM2iQhFFrcs9KgBlqcRqGVnYggSzsecGlZD7VRKzYJaq/4jL5XVU1UEtH+Ftv60D5+gdsqZbGcNtmGfv6z2NjO/BhSg25Jjk/2+OrYLYLXzBiQ5xNK5DSDLY4x8GVCx4vOfw8euhFnxs1aqs3i8BLN0P+t6nDnQaFyvStMhRkOlma5Hqyp/LfSYwGKEHpNiW4CaYRJJtn6n+3y+1iGps8IsEgFHys2Nc3Q+As7xuo8zxjEoM3Pl60ZB42OFH6lUlqXUNNQusFxV5JS2/rI/v1801O6ZeWz3Whti+aZVrTK8BbLivPqDNPNrrH8VwES//LmFGtP36AFZvGZJleV7boNZ+Hfa/d3qDKgDrVOdyTFnADTe32sOoWuOqdJ46LHleqQ824Ck3njoMSm23tBj7O8yibDwox6/CDVm5XcDMAxzyq3dS1AjpcaLGuv6jy2oUTs11FpmEQ21pSzSIe2swYZJfCYstnZosgKrdL5xLw0mNb4KMD6uA2Lp2AChyJHF67tARue1KuvuPxBmQFud0ThDnaXxdA99T36eXXNtQAOqUFsEGnA8lcaUmVeAq66dltyRcsL12tBjzrWtgJphEimXnPE5v+YY1GoTrxegFowibahZK18fCrVcDsuu1M+LGvfUf6R26gnYwDLUdLsJRVbaMIUX4WJrDOkzkOgPP3ZurvT3wAtoA0xc48tjBjF5jS+va4AsjetSawpKx4JZGmfkzgB0qTPW18qfhV27P/ddDdDCbkfYke5hmUPomkNVGg83HjP0mJTV8fJpVeejy32Fnd9BzlHTxYz5sjNk4Sc7P5+n5nJuTUPt9hDChLdj4eLB+YOVmoaaDj/W6j8C9QnYevmZ0H8cqOU+OVdNq7W1wbY17azB5lYotmpuDTDBV9SgbMHOUG9hDPX5sk8DjF1rQgxYVGNyrDVGAYv6FiFnjO2BWdG3EGosft46dSbHdABNnRP3PFY7VtgRaKs0XR/yUJW2FHpkrkcdesxqakM+jZ8b1XkOtQXnY2uOWlFNxIDajjsfO6FG66kN0aW4G2Il/iNCTYcfdf1H3nqqihxi66fW64DkUDulWgPOHGzDPryAulpTtRkndVcBNn7OABcgPlztPNwywOS1dYjZ41aArDhnw8w1FNsSzMLGAFcNcoeEG/l9cI8qNN6/JexIP2eNShvY+ZZKO0LoUebVbKg182kRUJZJhLsca87Hws6vJl7rYsYDBxnbT+7HCtRux8oi1npqZd3H44YfCWphG14TQbnVoXYVc9UA2yxCUJt88yP54HbWYHNTnHfS05pgs8b79hgLWurn1KcH2AAT99oCMXbPQnXpc9S/ADIAdTcjXWeFGdnxUWHG+g7On+n7HqMdA2h0nzVhR35Ny/F4iEqrGEQE1EQOzd5Pio5gZVXm53BL46jPF+PA1JtYR23Bzm9VExmHOAGbVJcBtVtRvV0MUxVqNtjq89QOglp8WWmoUbvXoDYDuOu3q8Sldt5gm8PCk6uuaQ3XH4TW+Bq4Wud6AMau3wSxtect5cW2RYhR3LcTZmnsSpgZ9ztquJHf91hNAw2wodYDtHh8sDmkodK4KaTbIELQUhOuzdAjCx2uzqcZqm2VScSy8w8+WvqxGWq3himUyIp9W6DWmqd2CNSuuqoINauwcQ/UJrgb80itDfsQa17dmuqtDitzjDCP1FTcknJrKbYKpHrG1BSZse0OMYqfd4AyY32b1Zm635Xnz6itMYYA68OOaX9D2LGm0gagnHgN0yAilpmhcwPMAsabXI8WxBw7Vvk00yTS6XzUc9SsElkcaheDzKP1Qq0E2/ac2imgtqX1FjbugdqlH24qj9Sam1nOh9qK31XVUFIYR+S4UsUtgAtohC4VLNjPL5QW319UaxtAVru+R5UB9ybM9L2P2Y4MtHSuAbQ0ZglqvY7HY6g0U5kREPuhVlTmZ9BK513ZB67UHErnY8ytDS7Xf7TmqLUXCF0HNVr5+tThx61QO/VcNd401CbvgmI7HdfOHGx7D9dLsoUPt548W+jT162Al97vUWHWOBN0RwSZ6N8IM36uBjPr5/BxtfvhDIDG+9fk0ei6Q8whVo5Nq7S0v6DSHEyDSHXCtVPHK0OPzUnXHGoLJhHLzt+ao1YrkXUDtX6o8aYnYXOozXCYvbuZoF1rbprhCl/+Qmt81pkKrivvVgEXINRfE0xs7DLoFiCF44Es7B5RmVk/i4/j99P3RAfQTgUz4LhAi8er3Y7pHIOaZeGPebUEsQ0qLRlEElBsg4hUZnboMc91g7GqNVDMTxPhRch8Gt1Tm0Rin1NqTTsfa3PULKi11lIbMZtQy/PNykVCny9Qy30Zaq0QJIdaCEPe5NiqzQxFAiaMqveoDTXVWh1a4V4VYFVycovjZ6PPGFdAzBpfAxnQr8rM+62EGes/Gsz0/Y/drgJoaX9D2JEBTphDRP7M9efSelVaBWhlCNIOPWqoFUWMaYyDnU9bYRJJSo2ZRDTUbg1Tc46aVU0kTcBeATVdpf8coaaXoGlB7ZJBbfr/t3e2sXYU9R//zp77ANbSUMA+CMWiRSOUGouWEiNqFWIohvBCRV800ReglrShxAi8KCZN2/gCHxIfEuUPqDF9UzAYH9I2QtE0RNOH0BbTkIAVDPUGAy1q6b3n7O//YnZmZ2dnZmd295x7zu18zcnZnZmdPXd7OB+/v/nNjPKaiVmRZrFeGs79qh9AQ3fmeW76j60ZXqXrrcCrcHM6xNR6n9Bkoc4CssJ1prGv5jCz3k/rtwQz/b6me7StmkDjlypQs42jiWtVoGX91EoOCXVpDIU0fusKIsq7cW6aljBSN/RYNZ4mYabudu1IEtFX5zdBrWqOWtUSWYkIOSZdWS5ApUKttPO1svbjMEJNVd0J2HJcTYGacGsz1ImhSKt6AAyxRecqI7psbY1hyXJROYvSFZb0AJwrnGg7dsHOAJqq+V9BrsxyD718ZN0ZEA40g0PL6wxAU86NQBP3yMqMQJNJI/ZjYrkDq+XSNKiZJ2CHuTRj6FG6NBRDjwWnVnRrriQR2z5qtjlqIes+JqAC1HKwdfPV+DWo+azSP9tQa3Oumg61lBL0kBjXj2xLIw021uOmNlgVJs/LoZnKSj/KDsiZAGa7xgoFhxtTyoJBptcPA8z0+7StNoAG+Ds0cU8daGofoWHHBEXHliWH1BpLc7k0A9Cg1QVBzbTeYwYtUV8IPbpWEvFIEqmTzl8MOaqhyLQx1FzLZI0y1Pg4msiAZBJq0+jw9z7+5zziYGsvK9LZxhgWc0DMcF6elhAQnrS1scDFG2S2+tTWlzsBxHpvvX8YYGZoU/qs/VCbQBP9qUAT7S1Ak+1aCDtaXZqAlsWlgeUgc6XxQzs3j6nVDD0W2vuPp/kkiair8zOgVjq/bTFjFWx1oTZM4UcX1GQbT6jlaf0M00gyp5bBjTqgOI/NojRFabXi0MkRrh9OzzClMYHF060B8AtRhkAMgHOMTK3Xyhu5Mtc9MEQwA5zjZ/y0RaDJ45aAZoKYJTmkFZfmCbSmoUeU3JsCNQZUjaf5Jok0SefXVxMRYJtg3SK89NR+0EiHH8V5CNRmkBScGg9HjmGaOkgRHZtdvRSghkOQjh9RI7Bs14TAS68vta0JMb2vtkCm1Vk/h34fBMDMdM9+aDaBlp2XgCb7aRB2VJNDVJdmSg4R4UL13delGQFlyIhUFy5WrxGp+2qWo6wPHE/LoGZaScQEtfFO5rwc+6jJeo/VRExQy9vMbaiVr7fNVROJIhxqPDyZZHCLjs0o1uuB2X4kfVT1QxqUWFIBNr1MC+Hp7YMh5mrnAzLH53O6Mv1eGAGYAYMDmuhPB5roo+2wo4SVEnZswaWZVxFhGpgMjq0q9KhDTg896pOuO+bxNJ/lsUKSRExz1FxLZMnsRgPUinDL3OQQQq1cXoaakO7WdKgVsx8ZekgMcAv+qN4aabDxH9+aYKv6QXWFNH2TS0Lgpd/TNfHYBZbUBUg/R1a+zg0yXjRkMAPqjZ8BxVAhkINI9DlIoLFiyn5o2LHk0hLINR5tGY++Ls0Eu+DQo2kVET30mOTjafrK/LbxNFuSSMIIEwmHUtM5arbVREKgNo7yztcABg41H6cGlDcLTQHMkBlq+SvBDHUk1PJwZHRsZvVS+4+nr+q6Nh1alraVbgeoDzGtvnwvP0fm9TlHBWZAvXAj0D+gib7qjKMVIJY7NmPYsSI5xLQMVqhL0zMka7s0V+hRQE3LeDSNp7k2BvUdT+Mhxeo5aiao2fZSqwM1+TXEcDo1n1VFihOwOxJqPWWMrUc8kWQmpvtb1MSxlfpxyPIPUIKB7C8QXqZrHAAz3rvCHQ4cZKbP0E/VDTcCdqBp50FAE9c3AZqEmObYDGHHyuSQNlyavI+fSwMDUpmqr7k039CjEn60hR7bSBIxpfPrc9RME69dS2SJ9SI53HKoTbDUGHoEZgdqPus/+q4qos9VE1CbQQY34mXcsbXw223RiIONUABbgx9SK6QK97Jd7JnZ5wMGQ5umEDP3URNklrbWz9JPmWAG2MONal3V+Jly3irQIEKHyj0sQCtnPlrCjhKScCeHMDXJwz4vTXdqIS4tTx4hJdMRIMA94Vq4NFsqfwa1jpIo4go92sbTEkaYzEKRPjtem9L5XauJ1IWa+MYOG9RClsoqjqtl6f0K1GZoTIFaEjcatYnSNHvkngqZClAV4mzi1iztjHCtgpihjbkfv8811K5MqAV3xrsZANBEeZ1xtIR/ltIkawaZ7WgMO0pnpM1PS5S2JmjpLk2A0ebSdJg1DT16pPI3gVohOYRRZTp/yBy1KqjlWZBzA2r83TwBW0BNAEyFGn9aCaZpLIYirer10M90f6kqINp++H3hBXiP2bUJMV485K5MyMOd8VM30Jjaj+/SV+L62QJa07CjArViCn59l8azLU11LYQeHUtj1Qk9JiBrkkghBOmRzu+aeK2v+5gwwjjSysxHYAShhiLUxATsfFUR4crypBERmpzOIEdN8yMcGm2wEYU5J+9+Kx64o29nSNMXXpa23hADwkKLlvbKje11/dZsuDPRTwFQOeDaAJorMcRnHM037GhLDimATALIUt9vl+YIPbY9npZDzpwkou6j5pvO33Q1Ef614lATEBsU1PKyMKjlY2l+UMvDkPydJ49Y/s9qCxptsKUtODbAG4LV43A14GC5pinEeHFNkPEP4K7vpzxgxotmAWjq9U2AlkGs7NhQHEdjKE+yZnBmO5pcWV5WsXpICVga+Prp0loMPYp0/tAkEVvm41yFWvBK/RaoqauL5BOwkwLUeDYky6DWwUx0bBalBPuGarkqgWTt3+PBN4BdUFalvKgPEOMfprpNP9VSqJF3pbQJHT8TbX2Bprq3PgFNDSn6hh1tySEFcDmg1rpL02DW1KUlYiURUK3xNPdYWnXmow63uquJQBwPGGp1w482qJXnqCmOjZjMhhSQ46/o2IyiXg/E+rCrj++PvAf43KHJejByQqzi2rzNLIMMqAczvb6pOxPn2viZbC/CjaK/hkATYUYVaKXEENlGCSmqQGMVYccSvAzJIbINMzsz9foAl1aE3+BDj7bxNH0lkaokkRCo1V1NBJgdqOVlYU5NXdRYX//RtGSWgFoOMxVqHXQj2CwiAtqcve7j0Aq372PiiaxuAWLAcIAM8IYZL+qDO1P7GjTQxLlnYog6jtY07Gh2auaJ2N4ujc1e6JFl5yGTrtUwZJ0kEZ90/lGAWp3tZ/RFjfX1H0uOjRIj1HhfSfYK/rO8NdpgM63uX0O1QpW+ySke4KmEl2c/edshgZhQGzADiuCRZRrMlDJrdqNoX5UQIs81eAHhQCuk4jcDWtmFVQBOh5e8nykkmZXBw6Ux8L3SBuTSxLiZLfTYKYyrmbebMY2n2ZJEfDMfXXPUAD+oiWNg+MKPdaA2XYBZvsTWTBpDkZUiAlrZ06efGZSFpu3BMG87ZBATqgszvY0r1KjeJ9SdZWXG8TPR76CAJp0fzPPRqsbRCu6qIuyoOzC1ncGp2cbSeH17Lo2xsNBjooUhm4yn1U0S8ZmjBqAANTWdH7BDrQ7QgP6EH01Q0xc1VpfK0qEmQZZqocj+5Y6MNth8k0eCVDNTxxtaTe4zrBAT6ifMgGp3pl6rZzdqZdaEENGHAi8yZD3WDTnK/oRzUmBlSgypGkcLCTuWQo6mc3Fvl0vLgBXk0lj/Qo/lcbXqsGPVeFpbmY/AcECtbvhR3X7GtaixulQWL08qoJagG0ORFlFLa0Uau2741Oumsg47vFTZQAbMHszEuc2dib7qjJ+pfTd0aFagMQVCFqDpYUXvsGMJWshdourGLC6NMidWx6WB1UsQsWU95kti2VP5TfPTqsbT2k4S4V+Z/k68BgYXfrQtaqxDTYWYCWo8eaTWn+qlkQYbpcTTiAd/4xb6GCGACQWCjBc3gJl6Tx+Yqe2r3Jlo65sQotYHAM3boalA0x2WXldqqwDJ4tCsIUhjG0PGY+bEfFwaWHiCiAScI+vRtNWMHnrsIPUaTwtJEpkLUJP1NaCmOzWx/qMOtVR3aU6odTATQ5F9UB8nB/L+RxBcJjV1ZXq7GjArtG3DnanXhYyfAfaVQnyAJtyVDCWKtvnYWK1xtBKkNOiZwo5QICfbtODSMsj5JIgwRpUTrkWY0RV6VFP5m4yn6UkiTTIf+VesvxOvgf44NT38qG8/o6/UX1z/0RdqHXTjWpEW9TEUab/nHAGWTW27MqA/MBPXaGW13ZlS5jV+ZgFaZcixKdBcTksNO1rbaDBUwo5qG1N5W2NpBaAZXFoix9PcWY9q6LFqTK3JeJorSQSYnXR+wH+TUKC98KPNqYVDLUGXOuiXRhtsdTXX4RQiF8iAeq4MCIOZUh4UaszKC+5M9GVzZ1k7MpS1DjSXQ2OOTEcdXvo4mgSPEpZUoWU7NkBROjCmX6dCrblLY4ycCSIJo8rQo2mrGVPosWo8zXclEZ8kEWA4oJaXt+fUTFCrcmpplhmZIu8vJVaCWnRsLrU9QXuuqwpiQCuujN+qvzCT17ncmTj2CTdmbYOAJsfHAhyaAWhVmY4loEkwMZhgVRV2FLAqhB0BCa9C2JHpx/5jaYxR5bJYprUec8dWL/Sor/cYOp4WsjxW9ticmY/q+Sg4NVf4UU/j16FWdG3qKiM61BJ003p/v49GG2xRbtVwY3lVA1cGtBNmNJSXYCba+rgzta3DnQEolHFHpI2faUBT56H5hhzrAq3cn9JWhZfu1AS4NMfnTA5hFpeWga6OS0uYOUHENDdNdWlVoUdbKn8/x9MAvy1n+HEzqFWl84vzfoQfG0EtNUNtOu0ffiLY5ooauDFeFQYyfkuLK1M/jw/MCmVKnQozvc867kzcp2a4sRbQVIfGbHBD4TrvxBAToMSxEXiWsKMhOUSGIDWXxoEW7tIE5PQEETXcqALOlPWoriLiSuUPGU9zrSTSVuYjP+Zl/ZqjJs77FX60QU2EHp1Qo6QEtW7aQa/plCqHIthGTT4AA8IhZrrGBTLAP8So9tUvmGXHVe4MQCOgqYsTF4CmgMrHoQUDTcDUBCb9OhVyCrisYUfZj5YcYpmXJpxaU5eWZNAyzU3T13p0OTSfVP6m42nA7CeJANVQS7PzoXFqlBQcm4DadNpBL3Bt3hBFsA2rfAEGOCHGqwcDstI1dcKMar0OM9FWA5d1ZRC1jQlmgBNotoQQGeZT5671G2gGB1Y4RhFyJnBZw47MkByStZEuTYCNlV2aa0ksBlS6tNIYWoVLK4PNL5W/6fw08XWJUPN3atPpmAVq3MX1SxFss60QgAHtQQwogYx/HDOwskpjXSnEqN5Ph5lWZ4SZOHfADNBCjaKuRXfWd6BZYaZBzxiShLkPeb1n2JHpx1nYMTv2WT3E5NKSrMy1goi6GagKNwEs36xHU+ix7fE0YG5CrW74sQA0h1PrEStArUuJhFovJo+MsELBJa+r/kcPghgQ5sh4A2NdrRCjUt4KzNTyCncGmACHWuNn+bUK7BITrLSkEB1WCuxsQHOCjZnr1T3RUGhHxbKqsKMGtoTxsTV9XhoDgl2aK43flCBiTw6xZz3qoUfX/LQm42nA7EBNX/dRHsNvk9AmTs0XasKxqVCb6Slwi2AbUtWFlrze7x/WCjBXH1VuDGgGMvXehbKGMNPLbKFG0d4ZWjTDDEARaHIemICTBWgSUll9R3NyVUBjdkiZgGYElwmIihMrjbNlgMrH2AT4KsKO2kRrxlBaPSSpGEtr6tJ8E0RsW83UTeUHmieJAINdzJi3aQ41dfJ1v6EWHdsg1BRS1n79//GcAHP15QMxoD2QqeWWEGOhnzZgJo4r5p0B9dyZV0LIoIGmwMmUGFJwYibwFVL7LdmOEmr2FH7Gii7NtHoIQ9Gl6avxqy6tY4Rb2aFVJYjYsh6bhh6BZkkivH70oKZPvm4CtW7aKUCtq4QfuwJscYzNIvVHb+D3Dv9HqQRXVb+W64MhptUPBGSFclYuqwszU5kJZrKd6NMj3CghUXRrBcgwVgJKIUSpgqYNoCmgKkFOtq8YR6sIOzKgMoWfMbNLMy2JVeXS6iaI9DP0CMz+eBo/Li9mrG87w68vQm0GeTq/gNo0eMKHbZPQfjm1bspT/QtQSxP00v79do822Jqq5pfQ3l3AP1QNgAHNIVbqowpkan+G0OPAYaa0NZehnjtT22pwknATkPIEmri2NtCgjZXJunJiiMm9eYUd9TlpWnIID0HmK/EnDNKlmVYPsY2lmVyaaQURnwSR0NCjgNp45vIE0IDRGE8T57Y5agBag5q+9mMbTq2nhh+JSajFUKRNLGkdTuVb1Px/FT6fqynAeENnm/K4Wg2QKfVBINPLRajQBTOl3DpuViqDlzvTgWbMblThpLo5poFJhZLm4lxAK0HMBTQJKAVoahlEH6R8ZqCQvi/+Nku2owg9mpJD9BR+1aWNJXm4UXdp6pJYVZOtbeFH19w0n9BjSCo/4A+1QY+niXPXxGveBpih4sTrOk7NtPZjENTI7tR6xNDtdSTUItgsYmq6eP9vFta+AojOz+0DMEO7RhCztLGCTC2rcGWA+GE3AM3XmQF2mAH13ZkKKwVUxVBiOWW/5OJMYUdT3z4OTW/nAbSiM/MfR2OANeyoJ4eoKfzCjYW6NGO2o8Olmeam6S7NNuG6X6n8/Hg4oGZbTaSpUwuFWlX4UYVaN02Qpgn6OD97tMHmrTZdnaeDqwSuCV78Qq+23hAr1QWCTL2/jyvL3snh2IwwAwrgAmBJDIF/qBECBpaxMz3cqDkv0d6WEOIeR2sOtMpMR3HuGkdjjmxHR9hRTQ7Rl8NSV+JXVw8xjaX5uDTfBJGquWm20COAoRpPA/oPtTxhJME0Oma4tQQ1n/Cj6tQ41BjSOMZmUZ1QZN3Qorilr0O0gYt34n2NE2BAI4gV+m8IMsARYhTXVjgzIBBm4toAdyYBpqzfWASVPpamgYpZQKO2s8IOQUAzglMFWgY4fmweR9NX4FcnWevZjgyoTA5RU/jVTUCLIKs3llYnQSQ06xGY3fE0oD9z1EKhNp3Ba5qyFH8k9aFGZajN9DrW8GOaMvR6CagXQ5FmqT+WFWolZOmCVX6j4OvN42kBANPv67NjtW9o0VRuApl4N12rQ0spt7s1lGAmy2vCzMedlWBSaqc7OFFmAJ8BgN4hx9L9LBOsPYBmG0drEnZUV+I3rfGoZzy25dKqEkSahB55+WDnp/HjZun8AmoCaOq2MwJe3JEp7xaolcAWGH70hlrKQ6X90kiDjf8Oej4cHyhV3azBPbzgBZgdaA2IFe5pcmNquQ4jU50KM0tdZYjRVm6DmWwPN8wAO9C0VP0CMET7RC8rOzdTQkhbQNMdWrG/ikxH5GXG9H0GmCZZ+4Qdq5JDiqn7VGsszbaCSNWK/FULGIuvV9PQIz/uL9Rc6fy8PAxq3KHVg9pMOpb1Vy/8WAW1NGUSahRDkRYlCZD0b3txHxi6k0AsdaHwMl1T5cQAN8TUPmygggfIxLnNlWXv1tT8rB9vmAHtujOtnTHcWAIOK0POFX5EjZCjC2jib7UBzTKOlocew8KOVckhTVyabxp/k7lpwHCHHgvnHnPUfDYItUGNj63xcKQ6Z01AbYY6HGwtJYroUEt7/PNSL4LNrk7HDIkaCgpVtrTEldEFhmzmWQdipnpXaFF9t4EMqHZlsjzvxzvMCNSCme7OTOn7JndmDTfq9zC0KYcyoYQPRVuPkKMLaCL8qIQZbUBTx9HU9H3VpYmwozonTV05RIQdXckhVpg1cGk+CSLDHHoE2p+jlgKYpqSQ+WhbTaQAMzAvqPFQJCtBbTrl17YJtQg2ixhrkO4fmkRSNLyJSgAADqdJREFU9eW2urMweOWXGUAk2xsgph67IKYcB4FMvc7lyoDGMFPbNYWZ7s5y8DBDmdK3Ns5mdGQWyJWAJvrTgOYMOcqxMxVqhkxHFj6Opk6yZkAp29EVdnQlh+hrPHYUF9fEpfluBgoMT+gRaC/zkbc3T7z2Wcw4BGoq2Fz7qflkPxqhlipQ60WwmdXpAKzlUKTXsleONnW2hzH16VpNxNeJKcfk4dhaBVnWn3WeWXZdP5yZEWYSMG535gw36m2NY3Pl+iCHxgyTqwOBxhiMW8oIoJnG0UzZjnmiSFhyyGy7NGD4Qo/8uL3MR32OWhXUZF3BwZWh1k15my7lMLNBrbZT6yX8j4qOzSLGwp2XuM67bT2nZnSSIfDSz61p/H2AGFANMlGnOi8PV6bWFx0a3DADKoFmDTUqbXW4GN2ZC2C6W9M/l+Ky3PBrx6ExQE6wFkAT72piiGkcTYDLFXY0rRxihZk2nmbLeOy3SxNf0arQozjn7/2DWtV4mjxGeDq/aeK1adsZFWrC4dWFWmmV/tDwo4BaH8EW9C/40EMPyfCfeC1evFjWExEeeughLF26FBdeeCE+8YlP4Pjx44U+zp07h3vuuQeXXnop5s2bh8997nN49dVXa376Tr2XmP+mvzqd8ithhRfrJMWXeBZJUniBMUNf2j34L1D+YgzoJOZXYn5Rp/wytrX0R+LVYXyJKfFS68eSUh11Eu5+OgzpmHqecECJ1xi/hjr8PO0k8pgSZNcz0FiCVLTrIHMtWbsOQGPg7TosawekHSjnWX/ZS5QV22b1nfyVyrL83vorNZ0n5b74i5B2KD9P9LaUvfJzdAhQ6pCIsvzFOikfR+vwcTS5hUwnRafDnVqnk/KXcF5JirFOirFOD+OdHsaz8vEOn3s2nvDyiU4PE0kXYwk/HmMpJpIuxpMeJpNevrt1NtHa9LogmcF40tXK+bm6JJYo4+/d0jqP46yLCfS8oNZhwLgGtQRmqCXZ/1SXNgxQ66H+xGvbaiK2vdRmDWp6+FFAbZhWHrnmmmuwb98+ed7p5KHA73znO3j44Yfx2GOP4eqrr8a2bdvwmc98BidOnMD8+fMBAJs3b8ZvfvMb7Nq1C5dccgm2bNmC9evX4+DBg4W+vCSAY1Ht8beq60JWDSm5NIcr08+VY6MLU49N7i7AjVnrVdeV9a2HF2W9wZWpx0VXB2uYkf+9xTLvUCMzzDsLcWcut8Ys5boDE/VQ2pkmVhfcGUoOreTOFIfG/z+ROdNRuLTE4tLUcTTXJGtT2NGVHKIuheWal+Zyaa51HgH7CiLia1s39Mjr+w8103iaaBOSzi8mXouMx5DFjHuUBENtWoQdFaipq/Tny2QV56kZw48Z1NgwjbGNjY0VXJoQEeF73/seHnzwQdxxxx0AgMcffxyLFi3Cr371K9x11104ffo0HnnkEfziF7/Apz/9aQDAL3/5S1xxxRXYt28fbrnllqDPIt1RiELaO8fSDHU+mY8V55UAU48rxtcGArLs+uIYmQo10Yd+bbFtIaxXA2Y6mIr3yN8LY2cGkBkTO1Bul4PNPActb9cC0Bigz0UTQBOZjuoEa5n5CBjH0Uzp+/o8NDXs2DQ5RF89pOlYmvjKViWI8HaDz3rkx80yH037qIVMvHat0K+CrQ2o9aqgpocfM6gNVVbkiy++iKVLl2JychJr1qzB9u3bcdVVV+Hll1/GqVOncPPNN8u2k5OTuOmmm3DgwAHcddddOHjwIGZmZgptli5dimuvvRYHDhywgu3cuXM4d+6cPD99+jQAoMu6CE73J+W4ypkR3GN4+vXkUUYKBHgnWntLncmZKW1JtGWG9uKeBAViKNaLzypARlmbFDlUxN+SZH8HmGwj4VLoh39G+d++CWbZfYjcMJPXQuvDBLvUBJmsfVosN4JQnKMMOhVYavsiKMng3MKABpbNS8uSQjggeT1lwINM68+Ax1LZnjLQUebQiIkpASlYdk6JOE7BkCJlBGR1KUuRsh7ACB3WQ5q991gKAiFJegAICeuhy1IQUrAMdgTexxh6SDOXlmYg6ylw62XgE1BLHFBjsCWIkIQYY3mdABd3epRBLVXqMgfI8vJQhSaJUMV4GrJPxdP5Rbgyhx4HHQfjNAEE/p4q7zPZPacpwQwRiFLMEMNM9t4lxjMsiaGbAl3ir5kU6BKhSx3+nmYp/imhl6alna95NqQafgSffK2OqZE5/CigRmff5n8zqT/K7SgIbGvWrMHPf/5zXH311fjXv/6Fbdu24cYbb8Tx48dx6tQpAMCiRYsK1yxatAgnT54EAJw6dQoTExO4+OKLS23E9Sbt2LED3/72t0vlz7z2fyEfPyoqKipqyPTvf/8bCxYsaLXPILB99rOflccrV67E2rVr8d73vhePP/44brjhBgAojWsRUeVYV1Wb+++/H/fee688T9MUJ0+exIc+9CG88soruOiii0L+jPNGZ86cwRVXXBGfUYXic/JTfE5+is/JT6dPn8ayZcuwcOHC1vtulO4/b948rFy5Ei+++CJuv/12ANyVLVmyRLaZmpqSLm7x4sWYnp7GG2+8UXBtU1NTuPHGG633mZycxOTkZKEsycbKLrroovjlqVB8Rn6Kz8lP8Tn5KT4nPyWheRI+fTa5+Ny5c/jb3/6GJUuWYPny5Vi8eDH27t0r66enp7F//34JrdWrV2N8fLzQ5rXXXsOxY8ecYIuKioqKivJVkGO77777cNttt2HZsmWYmprCtm3bcObMGWzYsAGMMWzevBnbt2/HihUrsGLFCmzfvh3veMc78KUvfQkAsGDBAnz1q1/Fli1bcMkll2DhwoW47777sHLlSpklGRUVFRUV1URBYHv11Vdx55134vXXX8dll12GG264Ac899xyuvPJKAMA3v/lNnD17Fl//+tfxxhtvYM2aNdizZ4+cwwYA3/3udzE2NobPf/7zOHv2LNatW4fHHnsseA7b5OQktm7dWgpRRuWKz8hP8Tn5KT4nP8Xn5Kd+PidG/ci1jIqKioqKmiW1P2oXFRUVFRU1i4pgi4qKioqaU4pgi4qKioqaU4pgi4qKioqaUxpJsP3oRz/C8uXLccEFF2D16tX405/+NNsfaaB69tlncdttt2Hp0qVgjOHXv/51oX7g2wcNoXbs2IGPfOQjmD9/Pt71rnfh9ttvx4kTJwpt4nMCfvzjH+O6666Tk4nXrl2L3//+97I+PqOyduzYIac3CcXnNGTbmtGIadeuXTQ+Pk4//elP6YUXXqBNmzbRvHnz6OTJk7P90Qam3/3ud/Tggw/S7t27CQA9+eSThfqdO3fS/Pnzaffu3XT06FH6whe+QEuWLKEzZ87INnfffTe9+93vpr1799KhQ4fok5/8JK1atYq63e6A/5r+6JZbbqFHH32Ujh07RkeOHKFbb72Vli1bRv/5z39km/iciJ566in67W9/SydOnKATJ07QAw88QOPj43Ts2DEiis9I11/+8hd6z3veQ9dddx1t2rRJlsfnRLR161a65ppr6LXXXpOvqakpWT/IZzRyYPvoRz9Kd999d6HsAx/4AH3rW9+apU80u9LBlqYpLV68mHbu3CnL3n77bVqwYAH95Cc/ISKiN998k8bHx2nXrl2yzT//+U9KkoT+8Ic/DOyzD1JTU1MEgPbv309E8Tm5dPHFF9PPfvaz+Iw0vfXWW7RixQrau3cv3XTTTRJs8Tlxbd26lVatWmWsG/QzGqlQ5PT0NA4ePFjY9gYAbr75Zhw4cGCWPtVwqWr7IACV2wfNRYmtjsSCq/E5ldXr9bBr1y7897//xdq1a+Mz0vSNb3wDt956a2mVpPiccoltzZYvX44vfvGLeOmllwAM/hk1WgR50Hr99dfR6/WMW+O4tr05n9TP7YNGVUSEe++9Fx/72Mdw7bXXAojPSdXRo0exdu1avP3223jnO9+JJ598Eh/84Aflj0l8RsCuXbtw6NAh/PWvfy3Vxe8S12xta2bSSIFNqM7WOOeb+rF90Khq48aNeP755/HnP/+5VBefE/D+978fR44cwZtvvondu3djw4YN2L9/v6w/35/RK6+8gk2bNmHPnj244IILrO3O9+c0W9uamTRSochLL70UnU6nRG91a5zzXSILyfWM1O2DbG3miu655x489dRTePrpp3H55ZfL8vicck1MTOB973sfrr/+euzYsQOrVq3C97///fiMMh08eBBTU1NYvXo1xsbGMDY2hv379+MHP/gBxsbG5N95vj8nXeq2ZoP+Lo0U2CYmJrB69erCtjcAsHfv3rjtTaa4fRAXEWHjxo144okn8Mc//hHLly8v1MfnZBcR4dy5c/EZZVq3bh2OHj2KI0eOyNf111+PL3/5yzhy5Aiuuuqq+JwMmtVtzYJSTYZAIt3/kUceoRdeeIE2b95M8+bNo7///e+z/dEGprfeeosOHz5Mhw8fJgD08MMP0+HDh+WUh507d9KCBQvoiSeeoKNHj9Kdd95pTKu9/PLLad++fXTo0CH61Kc+NadSj7/2ta/RggUL6JlnnimkH//vf/+TbeJzIrr//vvp2WefpZdffpmef/55euCBByhJEtqzZw8RxWdkk5oVSRSfExHRli1b6JlnnqGXXnqJnnvuOVq/fj3Nnz9f/jYP8hmNHNiIiH74wx/SlVdeSRMTE/ThD39YpnCfL3r66acJQOm1YcMGIuKptVu3bqXFixfT5OQkffzjH6ejR48W+jh79ixt3LiRFi5cSBdeeCGtX7+e/vGPf8zCX9MfmZ4PAHr00Udlm/iciL7yla/I/5Yuu+wyWrdunYQaUXxGNulgi8+J5Ly08fFxWrp0Kd1xxx10/PhxWT/IZxS3rYmKioqKmlMaqTG2qKioqKioKkWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKUWwRUVFRUXNKf0/nYa+HeGEwCgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "af0b81a1", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " 縦軸と横軸の数字はリストのインデックスになっています。またデフォルトでは原点が左上にあります。\n", "\n", " 原点の位置を左下に設定します。" ] }, { "cell_type": "code", "execution_count": 4, "id": "524c7805-5ec3-463e-9706-d9758c65b1bc", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data, origin=\"lower\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6a70435f", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " このままでは色の意味がわからないので **カラーバー** をつけます。" ] }, { "cell_type": "code", "execution_count": 5, "id": "fe787270", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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KJF2sz7tQe6iU1intM19frdc5xoRRsN36Ibki++6AhgLTEOZlnbAsbV+vj9tJWAQgAgEbl2m/Q5+HYYx/oepTsAVfQ8GT0NnHkG8hHHP6TcG0WNpn5lnoMziKqdH6tzJvboT/FqOjIVjrP0YZGMXcGM2McdnM+OUznrbGeWOj8YZGAQIz23pTIjMJa+pbPAbe2DhHA1KeBBfaiIlRPAhrmVdhXa0jpsaxXoWSqTH6FKTe7qBPYbqhUVgSp5bnPoUN8sxOCw/qvPeg8f4FeG9BG4yLjTc0QoyN/tu3t8G8uOlmYdqRUaZGb3bccH7dDTcLZkbxK2y6JpoZ2aPQ9nkU2J/Qfvsovvarb8Fjjz22Yzq/9BX/vy99z5aNi6c/92s7eqzHa9mSJ+GYl7b15q1tKEWkVIvdVeJWF1wo2kB3zJpNCA+dkiTRyobT9XrYh0S6qAGHhCWIcoBex1A6D0jHagrbQCpPMIXYyzJIvTORFeDtBB8DiJd3GYYxkkSNYYBFVY4AUWinTiUyC4E9yKQIxUAUfQsCHDLaVpgFYTVC25IMIW35eBIZQuoorkt8LsYaGIpyg2YVIoPgin4FLztECcIaC0cuSBCeOWgz30JXgmgN+xQcz28Dq7BOQKTtUWUVFpEfZLvHwqcQ3r7Dn6cwIfocfPU6MzSWDDaN5fNt/fGSnBthg+D9Hnx9fZlBpIjkOqlDcPJ3q+vtHHPHXgbpNrQMIWWC9GB2kUloiQLoWnT9E7UsN0hwDkXPQKkskqyjzzPAJbl18n1UwQRvtwQiagCCsmMpgYdMtjDJA7JwjBV5QdflwGEQNCTAQPZJhXolSxCgzY/RtzAAGISCRQ9gsAxOSIOATI4gme7xLoh0YJBKEWJU1NKDPHwdgkwRr7lukwICAQtFGaIEFuQJH5ZryUJYBQ8WiByfKyXmxgAeyCR+BQEPMxg0DAC0BOFgYEFobYs1430LWoIAUmOjvw0sYOMbte8qDbfp9yp4Y57FhgEaMh2vwppxCVBwTLYcL/JDn0+hbmhUf79Vn4L/bSLQadEQYcMA60AACmXAEH8jnvEyUe5X6PgT5rBo5NItLD3sJkg4Fp6E75Sy1CCBCOnbdU8xbhsYhyGg0bb9YKICIkYBiNwTUWIeMqBB0q6PcdAGyZxtCLp3/DZtfMMpehqmsAxUMD/WAIO8kWeAITAFnWgCXpeol12IHbQCBewfSFmIAlNgoPZrYhvpgJSXICxTP2EOFkjAjFX9WQ4WBLwwe0Am2wEpVoIAHQlhDfkYfLKwln0L1tP2RL5jbSwB1oGcDbkJvIHRJdPiQ/DeAw8Q4ABrpG46q6AjIMSt7+DCdKs7UWEAlBkwNzUWWYXwt0Z8i9ejH6Qj3w5WoQQU/HR6DjlQaFlC6QcKYJAUgUfDbFcJKGzA1/t9zhRYggdxsp1eoBDBX1Iv1rIeoEBEsA5wuwgSVmXxstQgwbvpx91oydv2oqVtC/JCpZQARUkSgOIM9DodAJGBhxrzoFmHEYxDL9tQYxr6WAaZH8MyZIAhAokaYIihlcTLOoBhpOERTYVdsCYBAf4tW7dD7HhU3yzSAYxRdbHDlwiJPrAwSoYIBjbjz5WXi+ch9HcWnh1wnGOBAGflAJT8QCxBWAfXNh0JIhgZrcGM2QMdBeE4EdMYYyMwwCqoCAjfVrMLYvgDL4umRgcCTJsBAplOgUJL5PuxYyA/jDU0LhoiuWZ4u2Q7jEIrPgj+7gMKyVvzCEbBGgLa2QSg4NAyaN2t4hBzUiy6/olalhskkENqza0U/Qe9UMik2uXIZ8Mgc1EDESUAMRU8LAocZLv5cSwAGgZZhoL8EMHBMGBAkB3UC2JgEXi/wjnn7ILRACFjFyiTIqQDN3HfAQSozh+6nXTqGlBQ2n4MsxDYAy1jkGxXgQXJuCYsQmgr18coYODBQu5XGCtB6CiIWZhuk9wKsIBrtW+hTdiFMayC/1ayg3gWDLqhknAANZ1QSY+iEJIPWZRyKlB6/eG3V5MfdsOnMCXyIQcKvj6yLOuEJFRSRzvoTlNLEJtAmqJugFGAAxwzSVOAgmu2x082pqzkhsXLcoOEsWU7EmHIA2EkyBgCE70goiNLjAMPo4GDlipM2mYQNFTlCcTOm2jYy5ADBq4XhiHsuyJJeIe/CX2m5GHoyBHSV5g6uxA2knsXJHpA+xN0kibNOihpIQEVoVPXyyaCBS2lhHbGXycFHEiuuz4eYRoozhP528FYwLSG2YNxEkSeiEmm+4yNQmFP8SoAQIMYuBZD0GZFU6N4FrSpcdNYBgdUZBWG5Idj4VMoGRpbkI/KmAgUJJfCOgGtcciTLunHv5ci5mF+KlAoSQ9OnjMZUJAraFdyw1KUpQYJ5Ig12Z0rJnSoE4GG639wBL9AqdRkjQHwMBo4JFJFD9tQAg25PCGgwRjPcvSxDEOyhPgYOPqha3DM6pyJb/sjDI+5HIEmghotRQi7EEyJyugY66BYBwUWFCDQoKITESGmxhFgQUCKTx4G5QEzDAI0qwAkCZk0SCH41LgBXMhifyDOEQMFL0E44/MrlCSIkIipx9gokQ8aNAx5FQDuNMlizcwTVkG+SwmYACTyg4+EyN7Ea0Ah3KekOllA+xR83c77FBYBCtbwkVZyKRSZhAJQyOn4aUChID3okgGFFkC7GBGzUFlFNyxelhokjJYbamXEHzZNkCeM7vSHQIWxdVbCegq5U8aAh6nAoY9tqIGGPk9DnzQxJEvkgKHAMBjVNqmrAQbBAPImbuTDrv8SuyAAIfEGcCevwyilk819C1wv0QgaLBDLFcE/MIZZCMsUWEg6OgECUm9CniXPKsgEQiciEoRIGs4yCKAoQVjrk954MiPN2kiQtM8mpHT2P0M+7YFMiVUoeRVK2RoBjA6V1KZGHwnRlR8EDNSSLzUwcNzhik9BWIWd8ClsC6MAYM2gmnRpFFAgD8I0o9Ch2adKD0A16qHZpvD1MWWLPcWW1l32stwgYatlKzJE4YEwBChGgYgFwENRuhgLHKaCBgEMfKwaNFSliRLLUJAlBgFDbnqs1fHb9KhwyhDBAaX9SzvEMMos2iGJiuAOv8NASIdvoJ7pC8gQqk0AC7oz0MdN8djAbILRUQ+yDvG++HhDyGSfBMHyAmA5n0KWW6HAKnQAAnsVxKOgvQqwLEU4JGNAABFEiC8hdmgMEELnGU2NeU4FkR96UzoLo6Cve9jqzvgUxoZIhq4qHKL6m0rkh+1jFDpsgj/ILUkPxPfQboKEVVm8LDdICELrNpTSG3rvvkfe4OqhMQpE9G23ImGU/A9TgMM00MDnUAANJOfaJ034hilg4DaLAQajwIF/MpIx/XKEif2BZwYqkRGyTh5G2SjWIAuhzP0IuQSxMFjIPA8RiKiOLrThDpMovCoX/QrkrxFp+cEZHpLaA7xOFATQMTY2ITIisgoCHGpehTwCAgBax9IDGxkBDRJEdojygzY1AnPkpkadU2Fs9AOIeNAoE5aN8SlooABM9yn0RT70hUiGv0fNKjBQaAx5mYbHc0jSOBfGeygNDAUsAhTKeRQ657ybyZSwteiGray77GW5QcJ2lkU0pzHAoq/Tz0eYrICIXl9EhXkYBRy2CzTkRsiCNFFkGQAFGGg8YFAAo25urLMLoScWs6NFR4rwHWwmRUhqZIpgwR8rgwWLKAlYBGmimENhClhg2aIUudBhD5I2sk1C8CtY5VfQKISAMNIkX8oQBWG9J0GiIHJjo5gZ4SxKGRvHsgrCJjjyv4mMLFkzNfrMgbOR8kOMfuhmbMyAApCyCuqNXPsUaoZG/2ezM/LDYrkUJNpBzrlFbbyHYBDdMlDoMgrEv6uU1ox80dqG0lKS226h9U/UsgIJWyljgEUfkBgJIHrBwxaAw7aBhiFpYlHAoCUJri9GSWSJm1JwwOspdiF6DyJTMEqKkLd07VsQicFOAAsZKzAEFjptO6yCnDvS44W04fNg4CBqSlWC4O0FCQJpIqZaboWcVWg42RKAagSEBwicjAmRTYCLWnYeKgmk8oM2NY6SH8gGn4KWH/rCJEs+hZ3MpzAVKPABbwtQ2E5GIUnhnA0zPV95EpairEDCTpchIFEDEX2ehdCku+0pwKHDNuTGyEmgoYdl6JElhgEDImAAulESNTlCgYMx7MIUKQINbz/xLUAlTjIxIoLitjUQmCRDaEAg30VWQYGTjgzB5yu5I8SHIHKEliA068GfPBGTsArWEsjZDqtAmlVATMKUswpBdmgNWhvHgAijT5IJACKESjLD0MJiDW1iapTvUk6FReUHGOmokS47Bj6FWi6FccNNu97xHtLrUBjfAdsLFGYrT8JSlBVIONalBiKmgIdFgUPucciMkb1Mg1pGo1gGiiAivF6OYBiMKZseEQFDUY7QeR4K7ILIEyXvgrAFxJ15LkVIVISEUCa+BW1y7ExnQCBjFsLYDMI+CFuhO+0cGOifUNUHc6N0/uHbRMaB4hDWiQSh9pMkYrKeEZCxIIRVsNZfDx0u2VgHjGAVctkBNo7QqM2No02N6hsQU56tyg9jwyQ9CIjLpvoUdjryYTxQAEAuAgWIlFO6DlsHClpe4p15wOl2m0kwgXFadP0TtaxAwvFapoCHicCh6nHIQMNoeaLCMkTJsQAYAITx5JkJIGPHA4YgBRT8C9KxmAgYitLDkHdBppUUgQYdsFA0OU4BC8GEWGIXYgZHDSg0cKhGQpT8CuHHlR3ydePt9EoQ5K+TjAWhWQVrfUdQYhWQsQqNeBJUtkaRHZL8CqZragTiA7vP1Jh+d1M6pwNGlQeJ0p1jKZ3zdwxQ6JEe+oCChRmRR2HO4C7NnbABhFDZ3Sj+ftza+idqWYGEZStjwUMPcBjNNkwBDQVpQgOGoiwRti+dcjseMGQSg0xX5QjFRPSyCwNSRAAmuW9BmRxJDH8cEYFGJ13aIlhQbYLvUE9nHXwELFCgQC57BiJEgihFQShWIcmtkLEKMhy1ZhXy1M7OdrM1yhgQcOChp42SJGICJme8/DBsakQ1+iEMGBUGQhIdrDtIVG86Z/kzMsAYQ+NuAQV/HJAbpxcohBEkF5Ae/Flnz5IaowDTiXTYTSZhVRYvK5DwnVJK4GEIOAyxDRNAwyiWYQxgCNt0ddOj7EvyMJQMjyaOWFk1O1bAAjTb4BgIDPgWtMkxBAxwgiLfeRuEtM8FZiGXGGCRMAdBLhBjojjFBQxIXyBtpR8TCYOUBGGybeYSBDMGBt5bESQIASRiGyEEY6OwCj7VbpdVkNTONVYBDrGeAYJnFyjsLwxrrEyNJfnBn98MpegHPaJkGPuBsJBPIaAEXqYNjbWRJLcSIrlTaZytgEQsJj2MYRSc+p3l99zdEMityQ1bWXfZywokfCeXHDhsgW3ogIbMCDmKZSjJEjlg6DM9asAA36n2yhF8zr3sQjHvAhIAIdEPHd+C7YKFzlt+H7OgwUIwHEbWIEn3nG0zgiPEB3fCHqDsVwhMBEWgENrwjjSrwMdQZBUCAzGNVRAJQrMKMrKk+BAcyqZGb1xMMzV2cipwSme/3BXlhy2HSep7Ty3byciHPJfC9gEFtyUzIzCcwjlhEvh73c6xW2UFEhYvyw0SRHOeWoYiDr5TyxbYBg0atsQyFMyPWwUMVTliDLtQiYwYJUXIPnKTozyT+WFYZBYKYMG3nQAWdCSE7sQ1w0DxFMNyWSewB1Adgq43zJoUjI28H+J1dLjkEKugszX63wthZMk8xXMeKhmiI4TGlnMHOgNFSfTDupn7AYzgtXA99kN8g44+BR0m2edTiJ2u6S7bBZ/CUHbGqUAhSA9AD6uyGFBwih2S71V0w3KU5QYJi5ZFgIWU7zSAMYVt2AaWYRAw1CSJGmAoRUhoOSJnF8QXoCMjtBFgEbCgTI55RETHM5CDhQ6boMBCkAN0W3QAgX+DB4K5MdRn07xeUYLoyBr+uEiOheI6HVbBpn1OiVWwSm7wZkcTxoAIBsdATaehkjHqgRK6WudUkIGitPywBt9xAZlPQdIRV3wKaTrn6FPwdTkYAHKfwm4aGgUoxPqdlx50wqV8rAeRHyxZWPhcFBYUTKf699zcVeOiB5xbWf9ELcsNEiTZ/CJl0XEbxgKMZQUTfaBhG1iGQcAwxsOQAAYaZhc63gUEwDBKihBwAIJpxoGFJJNjH7NQioYQsECAHkgqWa476ox5AJkoOWRtahJEZEdUmx5jY84qBD+EKbMKebZGwMFRHANCmxqD690CrrVwtg1RD75unPxQS77U+c58CtV8CmQXMjTuBlAIFwzYPkahR3qw6kYqpizWckM+L0yCAIddKCu5YfGy3CBhK2VRcAGMAxhDYGJZQIQ+zu1gGbYIGMLLh1CVrixHJNERQ94FXtZlFxRYkPMngzx7IxnD4AEBLGgvQwALJWZBtw0eAwY63Kn6jluHQPq2gQDpsACEMNpkDhIoghR/YXUbE9ZPtlcwNvaxCnq+xCrIGBANgwXAggwFVkFMjaHzV5S1lh9EphiSHwCWE9AfJtnnUxg97DQDBZ2hsS/yYccGhxozMNRIRqEmPfQxCnxAvUBhN0MgV2XxstQgwcib3g6U3sGYxvwxDw4VXTnu4xk8bDfLMAUwTPUvFKIjetmFkDuiJEWY8PDvlyLqYKHoWfC9YsizoCMXjOOxIUKkA3XDJi3C237YXpAZsmRMsl+K7fzFRuzUQxvTNTYagGAYzAB9rELwKsgvZg3IVVgFNjUGpztLEn4axfEfUn+CK8oPsIAkX9I+BQmTzH0KtXTOOp/CVoBCLfJht4CCdOgLmRnRF/UQuxAPsFQbf0BVoCCZNHejtLABIC62/olblhokbEluqBX+Y0uGdR61Wt6BDhxXNe1yz36PNwAxFjQcK8AwhV3okSJqGR17wYLlExkjQ5TAgnTwatTJIDeEN/soMYi5scMalPIryLI8CiJZt8IqJGzDAKsgvgY+7j5WITc1ivwgmRr1qJI6p0JJfgCy5Es89gMARc1Py6ewThideCmRHtR1LUU+7HQuBe2tmM4o9EsP4Rrl3QjNRgGF3WQSaIueBFp5Epa06Pj3rRTdwU/9A50AKmjsfqYAiOMJONSkie0GDD2Gx0SOGMsuDBgdiwNMjQELzo1mFnRSpmRsCGELmtToWDU35n6FPglCtdOJmORwi6yCPPAZAAyxCqT3Jb+Di2+2fOGRp3XWpkYZVVI74yNo6MoPekRJIPoR/J7i9BifQsokqBtsyNCoQahaJkBBfAoCFPx+aUeAQv/AUENAIZUeuoyCpL7uAgUXZBsUgcLKk7AcZalBgjHYFrmhNKzyYJFObgJjUAMSo1iIZQMO2wEYKlESk9iFPu+C65EigK5vwRjuIyaChYIMIdMCFoKcYPhtW9I/k0ExCZN0yAwwcr9ClB1QlyCSZVCduVxw+XRZBY9huBcJQGEkq2DRMTXaEN0gvYlIDlF+cKabU0G75YvjBGSAoc+nEDtIAPBGRr88NTTGDI2yjjc0rifsAlTHq65T+FMYBgrA9iZd8nVblB5UCucox0Sg0ML4JFVS9DlnQGEVArkcZalBgn/z27rcEP9uJ9y0TToYUrXkgyjlhVwvC0FDYKSYEOk4Aw4LA4ZsOS8bLUcMeheoX4oo+RbGmBwXkCGIIxKMzbwHDRBp/jQSQidGogAohKnAKAkiXxZYBfUSHOszVkHtcxKrwJ+p8sNMh0lm8kPiT3DojP3g63SYpFUSRLyHSsNOdwyNhG7kA4ANsknkgyhLeeRDKURyu5Mu7YT00AEKCdsiQIE9HvqAyJ+pAwF2Hj0Juyg3tGTRLvQ2KOtv48EsWVlukGDiQ3tbStP475EdaicVcaH03peOBjv/EoAYlC3GAIdjBRoWAAwLyxF9UkTYDnWlCO70esECpM0CYAEOndBJwPen0l8EJgGR5kcaCVE0N8r+CKMkiNDJAxEgaEYhAxAJq8DH5f1828cq5KbGMfKD/13Fn9CGsR901IN+c61JEGWfQs3QuFjkQw0obKehcWekh2lAIXg8dKEGzjg4cEruXSoOJjBHi61/4qKEpQYJpmlgTDPYbtQbf6kMgYCmGexs+4BEFUAMgIfJwOF4BQ0jAcMoOcJGZqfDLuQDTuXsQi5FkEHiW6iZHBcFC2Q8cNF5FhyBGut3Y/jaNP4BHjruirmx6lcIHXQEA0UJgjv23NiYMAZI64sREAxG+EqDuJdJxoDgJRRhBQD/E8RoR+7de+QHIgM0SKIf9IiSXRmiTTYz5FOQcR/yxEu+g3TI/QrTUjkfe6Dg66ZLDyGsk4BWnK8ZUJBwUl9kDI1uWYVALkdZapAw1rhohkwntXDHJgUgg2CjBAh62AlTXaciZdTAwxBwGMM2HGvQMAQYhuSILbELeVQEUPUtJINLKbDAHcBYsGCoBVwKFgw5/6IuYEGYBvEzlMyNNgcIWX6FHglCZ14sGRuLI0zWWIWEoTCxTuQHa/x13Cb5QVI6NyqPQg4M5I01D5Mc41Pw0yVDYznyYVIqZ+1RgCzbXaCwuPQgwMCHhG4YdIECokzjSxxkS5ddlRtWxsWFy5KDhMZ/SmXKAOD5JiomwQA2ekBFL5AoAQJb/qMvMRBF5mECcJjENiQd9XEAGMbKEUPswhgpYgxYSPItCBDAdLAAh4RlELDQxFEniS9D0dzIAGFQgpAOnH0CAgDS/AlsbFTLpfMP/dwEVkFLGjsuP8AkPoWZTVM6y7cVBgaqzovmHlwoWrlmaBwT+TAWKORJl46l9ACMZRTKQEGYhTQxlQ3AQa6phcMagDUTr/VOl617Enb5GXgcleUGCX2ehKZSn5fij5+hhhwU9ICKhLXorNcDInJQUJAySszDaOAwlW1IOuVjyDIkDnGp65Mj+tmF0VJEJ4SSH5rK5GiALYMFgpYdFFgQPWDA3BhkgyEJghBZBm10TBgA+XCnFTp6YJJXYYhVGGNqbKbJD7pZzaeQh0sCaT4Fb2iM90fN0Oi/XfguRz5YDh0Uv0IPo8CLBSjI+rstPQBTUjh3gYLkklhHxiQohkHKJnaXSViVxctyg4Smh0kolRIDUMMSuiMqAY6ko1THoPch1SUQMRZA5OAhYx7GA4eJbIN+CB0PLMNEOaLGLoyWIvp8C2xy3A6wIKmbU48C51iwfMAlcyNPa7+Czq9QlCAoBRdA2djYSf9c6MSnehVGswrqJ18k+ZIeenrIp5DLDsCwoTHP0DgU+bBp7GAuBQse/4CX7VR2xrEpnMcChTBmw0igIHKNFLOLTII3Lo58caysf6KWpQYJxloY3WkOdVg97EK3gx5gE/SmSoCiBCLGAIgx4GEIOIyRKnK2oRBNcdyyDBPYhWpkxGQpYotgQQ6t9QbFeB5e1jCuKzt0IiG0uVE64SAjpPkVYgrlTIIYMDb641Lbl86rh1WQ0ZXjukatB3+vt3xM3LEkpkbrgVL8ef1xluSHqBEIg5DPo8MkaIDg+F52kqgKajnSzkCPIukP1z8uJeJBA4XcX+Cd/93BoYq5FJYUKDTJ+A7RvOkZlQgUGmOgh5iWcR7WdrHfddhaWuZVdMOyFmuqmv6k4vhBXCviNO9Uy41TABR5c3LpNvJ1pUMeAx6GgENJqhhiG3KmYRlYhhHsQjUyok+K2DGwwOxB6yKrwOBgbCRE4legQjIm7rx7JQih+6VDt7ItWYYUEASwUGYVOsNQ+6vlrRwMB7gXxELyA/9cXgGSoaYx2acQ0znP/LgBmeyQMwstWazZSJN3Ih9QDpGsAgX4XAo1oMAzSwQUSDELUBJEi4bISzDymxq5bnId4K/Dqhz3ZRt62GNYrN36xxjfqdY+1pbrjQlMRvgY/5A3jQ0fD2TUPmS8CTFd2oaPwcZPqX04Hu5MZB9hn016XnyM4ZMtD+vxJxynfGS/anwMY03y4cpOu1D0/ne6EMVPqHMJiCFHETToZZ63DkY5OMedN2+vbQHn1HKuI8fT0tYBbQtqHVPuvC1eHy1/ePum9Z+wP7XcOAfTkpc91DScg5nzuo5gWoJx3G7up23L9XNpA18/5+lW6gDbEixPd5dJHcI2wnL+JG2c3g68jaA1heWGP34aYd54RoHr4AzIGVDrP85ZuNaibQ3a1vqPs5g7i9YZtM7Pt2RiPfnvOVnMXROmN10Tvo+6GeauwSbxJ5mexWmaVb9bsthE47+lDgab1GADfkjslinvDbLYhPE/Jzx2aonQEvG8T8gkdL6DC8a5GGkR7/M2B+ojigYWAjgsLL/183Qit3i2ozEGDcDTwBr80NkWhAY+sqMBwRqHBg5rpkVjHNbgvxvj69ZNm3g+drqIcXErn0XKLbfcgrPPPhsnnXQSDhw4gE996lPVtv/+3//7znPZGIPnP//5oc1tt91WbPPEE08sdHxjynIzCY1dnEkInUmlAwtvzYXlRJ3wyOJbc85QZIxEh4kI+0TswDryRdOVLUQqGGIcStkJufQyDYtKEzVZYrcYhkpkxFjfQsIsCFgwZjqzYJgxqGRwXMTcaAB+QyP/XmkQb2X5CUpREMwIAMq3IG+v/HsGViHkgUCXVcgjIAqsQvwIQyD70fV8zWvyA7MbIjfYBiiN/TAHen0Kcl2c89S3DDtdSrwE+GkrmrnUmxYiOcT7Cb6zU7kUdIjk4CiSwWASSUQXThy7xiik9SYdZtoAjohBQ5dR0LkT/PHLspRF0QNCtTC7Gt3gMz7urtxwxx134Nprr8Utt9yCSy+9FB/4wAfwspe9DF/84hdx5plndtq/+93vxu/93u+F+fl8ju///u/Hv/pX/yppd/LJJ+NLX/pSUnfSSSdNPr6xZblBgt0CSAD6Oyvbs7wICKjbpg9IDAIItUzLF1q2KIGMTK5IgEMfaMgkCg0apkoTxw1g6PMujIiKCOfdtvG30hERU8GC0MoTwYJh80DHr9CYugTh0MnaKFJDx9hYC5dMluWAgPMqINYVx4BIAETF1Kh8D0PygwMGwyT9u7lNfQrw595YB2CWDDtd+s4zNIqfIURCAInGXR8cahgo6DTOLZH/EzbquuwCULA5wsykhz6gsJZJD2theFHpXPU5x0iH3aSxWzJo9TN1gfWnlne961245ppr8Eu/9EsAgJtvvhmf+MQn8P73vx833XRTp/3evXuxd+/eMP9nf/Zn+PrXv45f/MVfTNoZY7B///7Jx7NoWWqQQE0THtSLb6TeSZlaPoTSOjkq7ngGKO2s+jpKDSAUePAdvAIEGjgA7G4vMA41tmEk02CyZUMsw3EHGErehTFREUMmxylgwRUyOFYGkuqABX5Ql8IktXchSEXhbZ1C1kZA3RsGRWNjHi4JDLAKvEzaEhCTMaHCKkjHD06tZOGlBQVKiOJ2NHMhU7ItiX5IengLzNum6FNAI0wCqgDBGQufgCn1LJRKKUTSlxwgdIebnpqd8XhiFOTyaaBg5WRyoFAZEMrnUtg9JmG7ypEjR5L5PXv2YM+ePZ12GxsbeOCBB/Cbv/mbSf1ll12G++67b9S+br31VrzkJS/BWWedldR/61vfwllnnYW2bfEDP/ADeNvb3oYXvOAFE89kfFlqkOA1/IEohKHS0zFR7SbumAIzAJC3yVgCvyxjCpK2hSyNiwCHnQINY1mGRQHDbrILuwYW+B5xlbEhgE6nFF7IaubGDDiEt3otQTBgGDQ2CohIwEGZVVC7SZZFOYLbWETTovbq6f0FQAPEQSeQyg+yQwEOcQ+ANXCthQ6TRCMMgrqg1gFtw0xCNDfqAaKccR1DY/6b1KIf1s0cG3xgATD0JV3SISHHEVAoJVvKgQIIMfwxrI+I4Iz8NHLc6TgPkmxpV5mELUY3yPmeccYZSf2b3/xm3HDDDZ32jz76KNq2xb59+5L6ffv24fDhw4P7O3ToEP78z/8cf/Inf5LUP+95z8Ntt92G888/H0eOHMG73/1uXHrppfj85z+Pc845Z+JZjSvLDRJKckPtPhjT8dTalICHahvCyHq21WElkrdbKtcnGRILb9xjgQOArkyRSRRTQIOSJvq9DAsCht1kF6b4FrYKFiyQjA1RAgtT/AoYKUHw6YoEUcytMIVV0OGTyFiFUqikAAEg6eyL8oMGDyX5Ifx8vl0SJqniHkv5FNC0cG0jTVImoVSngIIznFfBRrnBrxKPKc+l4H99F74l6dKW0jgfR0ABBX9CChTigFDJOA+Q6IYdfBnIiiPrPRELr++P9aGHHsLJJ58c6kssgi551BwRdepK5bbbbsN3fdd34Wd+5meS+osuuggXXXRRmL/00kvxgz/4g/iDP/gDvOc97xnc7iJlqUECNf6hOK7oN/eBlnnHVPMnlCSFyvIOK5Ho/xWQIOto5kGzFiOBQ5Ft6EgUw0xDIu0UAIM/l5osMQEw7KYckYMFvf9FwUIpdLKU7lmBBQPEazoGLIyRIAJlINvh85OfQjqfhEnQ0wVWQa6ZAgMx7DEum2RqDOyB9JOybb8tGQ6qNPZDXNub07RPwZ+rZhWYSWgb5IbGIaBgZS8Zs6BBgj8Y/0itJV3qAAV/oywNUADSxFFDQEFMjXn65nV1estUTj755AQk1Mqpp56Kpmk6rMEjjzzSYRfyQkT4r//1v+Lqq6/G+vp6b1trLX7oh34IX/7yl4cPfsGy5CChAeVyAwqdfF70302hLWn9Nm61CC6SfeVgog9E1ABECTwMsQ4l4LAIaMiZhjAGwkjAAIyTJYYAw7GQI7YTLPRlcMzBQl8kBC+GeBusnSZBhGk+HRM7/BqroL0KQCECIkgOKueCBgS8TEZ5TC4xKvJD6PgpboOgxIa6T0H6o+BTyNI5e8aD+EHHPXzB0KgzNHoZIqZybq3xnXhBgtCDQ8mpLAIUAtg4zoECaNoQ0zoro3gxQlbG3Ry7YZvkhrFlfX0dBw4cwMGDB/GKV7wi1B88eBBXXHFF77r33HMP/uEf/gHXXHPN4H6ICJ/73Odw/vnnTzq+KWWpQQIalJMc9WHUUuevSx8QKICLsK+w3S6YSNavgYgCICiBhyLrUAMOQPFNPHTeY0BDRZpI0ktrWWKbAMMxkyMSQCa/7USwkEdDDIIFg15zo5F7yk2TIHQiJm1sBKIGoUaYlHBJkRp6IyB0Z61YhSgzbFF+4CyNxeRLvT6FaGgkipTAHLaYeMn/RuhnEioSBCwzDD2+hVJ2Rp3GOYz3sETSwxSgsG4cNmJMMcSL0ZCBejfY8eKwWISCXn9que6663D11VfjggsuwMUXX4wPfvCDePDBB/HqV78aAHD99dfj4Ycfxoc+9KFkvVtvvRUXXnghzjvvvM423/KWt+Ciiy7COeecgyNHjuA973kPPve5z+F973vfIqc1qiw1SKDGgmaFm7/XvJjeKB0wqylVmewAAd7OSDCQrKbSzyYsRF9Hr+p6gUN4iKjt5WwDUV0iyEHDGGkiZxkmAAZSlHYSJbGIHLEb7MJEsNBlBSJYSEadHGtuXECC0KNMSr+j0zuTOr3wpzGGVVC0PzK/QCon+PXHyA9+K6HXUX+Lvk6WE/p9CoALPpAWA4ZGRBNjIHYnAIVOLgWw7BFKNzujpHFuIH9fgB4Y6ngBCvFybG3kyDR9swCFNknW9J1YrrrqKvzTP/0T3vrWt+LQoUM477zz8PGPfzxEKxw6dAgPPvhgss5jjz2GO++8E+9+97uL2/zGN76BX/mVX8Hhw4exd+9evOAFL8C9996LH/7hH96x8zDUO7bx8VmOHDmCvXv34kUX/jZms4lJJHrOtihTFABHB1j0SgyF7VfZhMJxlNbJWYdCm45UkX/XlmvAEA4hXydrk9eruiJgKNRR6fzybUIBhsryHQELUnLDkXroJimsTQQLfjXFKujtcObL0DawCtxGSxA6CiLMx/oAFPQya0HGMwDBUBmmfRtZz897EECG/Qe8nBh/kDWeaeDlxHUwSObjdPzAwHuIGOt4xkK2y3V63sKDAMttw3KK22wotIGMxdAQjPWAy/DHWgdrSX0cGkOYNQ6N5Y8hNNZhZn1WwJl1mBmH9WaOmfFDT69l3w18uzXTxo+d+yyDIKyZOdfP0Rg/L/U6C6Fv78J6krnQwmczbODzKDT8U3oClTMgwsAaEzrcPGui/1bMxkSgoEMjhXsRcOAzRLqYGZK8vOB4GSfdREvgDJNe0tkkixYGR75JeMn5D+Gxxx4bpfMvUqSveP/f/BCe9NTF34kf/9Ycv/qDn9nRYz1ey/IzCc3Im36g8/BgN+sE9JtuqEtxhu/Q1duwqKzSSLEK0esg7fU2YtvUE2G67fpYh5xxKLENehs1eSL3NPSxDD3mx16GoRIlsZAcsZtSxERmoW9siDHmxmIyJkC93bqyBAGkrAJ5Wlu8CSAbWQWa4FXQY0AQxRwKco1K8oOWJuR6aHahID9AWAMg+BTyLI3Bp9Ag/P0ljAV6DI2tTTI0hqIZg3aWhEjq72IuBZ7PM/SFDJESFsnZGeMbNk8fZ4zCdg0xrbMySg4Fm12jnSxbSa0s65+oZblBwsyAZt1OvFy61JZ+Y09WC8+LMpWd9NG6Q5c4dN5e3L5Rb8emAyDGgoIEZNSAw06AhoUAAxT9PkKSWFCOOCZSxBSwMJTuueZX0CMail9higTRWD8OhDI2kpIj9HSg54H4ZyI/h3REybRR2gX/3tKB21gvICCVGTxQKA4/zddIj/uT+xR8wsLYOabpnON2oCepbGgsyQ9OdOtcYijVKdmhCxTmjFwK5TsEKJQGhJJigfDsiJcnAgXLDMmqHP9luUGC0KWTV5SvCnCwedsCwyDFqeWa7ie1fd3ZkXomhA4//uUbeatKwEMBFAy1EQZjK6AhOT50Ot3Q2QmIITPMMEwADEbV1dgFnU65GhlxTMFCrBsLFqrJmEohk7VETK3rGBt9P1NgFeB3McQqyBgQ4c2fWYXItrFXgMAMA1AC50A5+gFQrEMCHlRPGhgHVafzKTSkMjgmmKGQoREopnJeIESyBBRcNsph4q7/DgUKcvxdwCDnSIFZsB3ddueKg0kMpYusf6KWpQYJbmbgciZhoPTely6Qm/X2qvPvAoqMdg3b7QERBQCRg4cycIjb7TAOshuXHaf2H4wBDX0sA1FqgBSWQQOG0HYAMIjFoRRWGej4ghwxlV3YKSkiPKhlfgRY6DE3EgCUwIKwCtXxICqsAvsT0LroccjDJTkJUy+rQEg7aTYOhgRMuZmQ+NpsIfoh9o1GbQ8c/aDqgjQxbGjUGRp9XZrKGU2LUohkKCOBQt6xrGGODf3IPcZAYWopAQVfv0iyJYcKz7IjZSU3LF6WGiR4I9XIG56Sr6RE+r/biVDeRooCFMmysB+TvfUDUOCCgMhC9IGHScAhYxPGgIYS00Dkr2uJZWCpYRRgCLLEAMOQ+xegAEOfHFFiF46VFJGzCrI/le55y36F0ngQwipwtscELDRxfYJLWAU01kfeGXi2QHI7AfEe5nmRk+M/Ao55WtfrkEXFMCSMAqlvisuyVmn78DNlPgVAoAHCuA8AksRLYQ0f5ZCOJBmBgk66lAAFrt4Av5FS6+/ZMYxCVtYwP24Yhe0Y52EryZZ2s9vdep6EFUhYyjIp42JfX1DqKLKY2rxJEqKXdfKhPtFW43EEcGHV0xh18LAl4FCQIKaCBs0y1GUJtU7JxzBWkhhjeMzYhdS7MEKK2E2wsBVzY58EYYGOsRFIWQlmDoZYBT0UdZiWvArhG4BFkichmBptampMwLCWHwhIMjeGn8qvWwuTdE1km3ydSf7mfNt4z3UMjS1P823n/M8Bo3p4L4+EPwwATX8uhRYh6RKaeRUo1Gjq0giSWwUKgltyoADw6JLbDBS2I4fCqhz/ZalBwhS5oS8LI1F3G537N189eUiZYnUAEtL5Q4EFZiLSQIUyeMjlBRCNAg5GjGQJaOgCgyJo0BJDBTD466RAQs3HUAAMvabH3PCYyxFblSJ2w7ewHWChT4Jgf0JibGSWoVeCgO2wCr6/6cmrAHRZhXBu3fwJyfgP+o2eeAMj5QfZvZXrogFEYC58A95zrCMtPyAch/RZUiTyQSMA4iWaEpBRJIvehHYWsjP6W9qihR+K2qloDl0S6cEAFg5bZRTa5J7TAMIDg+MNKIx8vduW4shEU+qC65+oZalBAjWoGojThkDuNZBS9CgQEiq7AzDU9hIwQek6YTZ09tKRI7z5hnS+NfBA8mYknToQWIY+xsGYftDQAwz8M3MYMPhTiyChFzBkkoRxDlGOUIABPezCAFgI28VIsAD4ZccLs5D7FSZJEPwQdgPGRh0uKeHDQ6yCpxAgI0uS7L8B9P0XprUU0alDrB8xp4kq6Zhj/6h7U1nd1wloiOM+pE31vLMA2pQqmCP+bfoqb2isAgX+tq6BNQ6WHObOwhlTlSAW9SjUUjhbg0Tnb3uAgpStAIVwaXqAAoB6aOQuFrdFucFtYd1lL0sNElxj4EYP8FQGBLEjTxd2wxzL2wqOb6RgQrMTmirt7ItMUmUq4CH0LfwmRTAJ41CSKnK2wff3GjQgAw3+gdZlGbr1HU8CxgAGjAAMps4uLCJFjPEtHAfMwrZJEFOMjUB/BISwCqiHSoYhqIEoPyCTH2rRDwR0xn4gvlZafgjXEKmJUg4krIOyoZEGIh8IwZjYl0sBTQu0DZw1mMkFyIECgDX+jZ2xmMmokSOBwijpoZLCOUBd/s29KlIGCjAONjugncyhAIj0EYHChEf3qhzDstQgAWOZBC7524QuZsiDQOlCKixLgIHGAfKwl85UZIUMPISOXjpm+fsmsKRAcR788pnt21hS69N00GAq0kRP/bYBhj45wjCQmMgulKWIAWZBLi6wM2ChYG5cSIKoJmLiDn0rrIK1oBbQI0vKSyuArvwg9ygK6ZulrpBKWfVg+YVCEiYpAEJmLb9Yh/oBQ2OQHtL9kZpyWRfnbzdhawqGRmQyRIFZGGNq3C7pwWotSAEFf5yyrAsUdis00mV/Q7v5br71oaJXTMJSFmcNzEQ4WvMm9IKCbHkCKNQbSeovoEKdSerGgoewc+oCB+LOH0AqVTAgGA0atDxRlCYUm9AnS/QABqPHj2DmIEgYxkBTkR05wtnILujOPmMXqlKEGg3zmIOF7ZIg+saCGMsqSASEzqvAD/Y8VLJXfgh/EppOVvdZBhoiA8DXo8+nkIMIXp4YGuH/Lp0ABW6XjCQZ5jKgQAyqGCjkuRR6gYIFNlpsL1AAUJIeZKwHGU3R717uIbm0XaAAUDQwwp/bsQIKWnbY1RBIGLRbcEFsZd1lL8sNEmaA6TmDsryg/qh61gmLE3BAsYoq64QXZlOo43a5lDAFPBSAQyJV1NiGKaDB0giWAV1Zos/HQBQyBgbAIMsLbQfZhVJkhO2RIgopoDtgAQgREccPWBgnQRBPT2YVShEQALQ0EZkElh+cg2kMDDkOlUXo+EbJDxKJMMWnUMinYOV6hPvbd1LVkSQRh5zuhkhavo99iKTkUpATS4ebbjppnDdakSzmOwwUPIUThpnWKSoHgALI+wN2Giik9fXQSO2NWJXjtyw1SBgyLuadeV6KIILqbapyQglIlEBEDiCmgAfi54ECDmlYGMWHO1TfK296hF6mwQh2cFDzPSxDJj8MAoaMYeiEVcrDTNoOsgsm9S5YYFEpomRyPOZgoZRfIcvaWEzEVErvPIZVUGOg1FiFwCRkUkRgFZD2T9WUzvwd2YIRPgUFGxIAIWAgYd/Ufm3YG6SjDDIGIQ2R5DUdEHIptKqXn8MqoOCvVyeNM2Zw5NKwyIlAoZZHQUZTbEDY6AEKYdTFkUDBH872AYWxEQ8ruWE5ync0SEgbl6tq0Q1hsgIacgDS50uIYICy+Xx5HTyUgINmHKpsgwYNOdOgQAOR7ugrLANhYcCQZIUUEMAHVvQvTGEXtBRRMjpuN1jYqWiI8DAHelkFBgujjI1jWQU1zoOwCtTw9hhEGJ5OMjUqU2Mt+sEQ8d+p7x3k3tV1mjfozqvrUzI0AsqHwGuWIh8UeEjGfNCDQyECBR9hGoebFqCQp3G2WdIlX20XZhSAWgpnP8z0BgHrQAIUmmAaATbI+hwEA0DBH4IHGdudlXFMxMNuDhXdYmuSQbt9h7J0ZalBgpsZmNEDPMVSHNipAgbyhh1gUQANZfmBH0zJvF4eTYsl8NBdlgIHLVXU2IYh0JAbIbssQwYYtPlR+RhIXgMVYCjVhdfFmn9hLLuQSxGogIUB38JosLCTSZkGJIjJxsaprAJs6LgMA4cgH2TyQ25qHJQfAN9HWaO6Y/4WiSDICoSST8Gh39CY1sVtFcFDLZcCxSPz/Xg3O6OkcZbiiNmtwGp4RsFJdMO2SQ9loOC/3SSgALMzWRmljIl4WJXjvyw1SIhvI6WFPevBdEFAtg5l82l4o64vrF8CETmA6MwrhkABB2lbBA4acCipYhA0hOOMD2KCBw0BfJRYBgOEB3ovYECdYTBpjoZeOaLELhA/3aROd/C5FJGDBSDxLUwGC7XQyRwsbDerIPvYqrFxKLWzrKtDJXndkIAplx/0NKd3jqM1IpUfFHjQkQd5mKTq1dR0XL3P0OjPF1kyNN8x+nscIQwyAATq5lLQ0zlQICJlZuTC19YY6gAC69HNtkgPDawHCCOAQqsklt0ECmONjMaY/g1tY1nJDYuX5QYJE5IpVauyZXUGwRQBQQlM6LqwTuW7DzwkwIHXqQEHLVWUQEOYFtBAfE4ubtfvwyQsQzhOYRnkMxowKElCHuwOKWCoyRE1doHBQFWKALq+hTyEciGwEEFBL1g4rlkF7pA1q9AXKsngoCM/6JwKjd9fntK5mnxJvckjhCTGnkzkM8fTLgMKyZywDapoKS6spDvM8LafRjyEEMk23Z9cipjGGczOxOsOAHoEySTaoZ0t7FEIm4aDPK4DQDDwngmyaNmbkACFgJbGAQVg+9I3jxkMqglGkp0vqwGeFi9bOvObbroJxhhce+21oY6IcMMNN+D000/Hk570JPzoj/4ovvCFLyTrHT16FL/+67+OU089FU95ylPw0z/90/ja1742ef9uVvg0hU/WRsAFNQDN+MPznTZqebIP3S5Z348nQfztZj7hk69P19fr5sel28h5yPZdk26700Ydh7T107LcxOUzA5pxexvb+uMwIWEVzSy3Vdu0Bq6x/lxn/N1YHh+AtzezcDPrlzfWd0BhfQtqGiAs93W+jQVmjf/mOmrUNnS7xka6vGn8x/hYf9OwFm+sd6PJG3LTQHR601gYY2Caxm9DJA3ehzE8QiKfl0/8LzKEiem3Vb2fNykbsGgRYBTmo/QRvBIBLAiI9IAJwrDwNAVg5fx36wDXAm0Lah3IOT9YVNv6dVr+EMG0zksQsk2eNi15AJJME+zcwTiKH6lvCXYu9eC2/GlVXev7ONvyOi18nXy4nXGxzrbwuEY+bfy2rUnXbQEjdc4APA+CBwqtAZwBtfxxBs5ZuNai5Y8jg9ZZzFuL1lm0ZDB3Fpttg5Ys5s5iThYb7QwbrsHcNdgkm33zR0+Hzyx8t2SwSTNsUAMHiw2phwnfPiW0T0HcwqDlbwegZUKjhQcDfprgiPw3d9ptBdyWohf6Sg4qxCR5LKIaCH6o6EU/tYy9J0JZmEn4zGc+gw9+8IP4vu/7vqT+ne98J971rnfhtttuw3Oe8xy8/e1vx0tf+lJ86UtfwtOe9jQAwLXXXouPfexjuP3223HKKafg9a9/PX7qp34KDzzwAJpmfPRsL5PQ8xJHKDAG2TpdhqCy7ZwhQJcdiG1MMt8nKyTbTRiD0rTJ6oUpiC/mht+mwrRmCcQMVpEmjNC77I3IZYlEO+5jGISK57c4w76EhE3I2YXck5BIEaYuRYR99ZgcLaCZBYAJh51gFrZbghjJKtQiIKrZGseESkKN/9AX/SDyAxCTMQGFVxPJ8JizCilv0J3nKor1hGh3Cftq9doGZFTSJYcofWhGoeH7V+1Gdu1TJpi4g22QHhrr0BoLSwSLvnuFJQdoJmGG4Fkwc/9QNC1AwKYYbQ2fRWAO0rLTyZZKRsY84+OqHJ9lIZDwrW99C//23/5b/Jf/8l/w9re/PdQTEW6++Wb89m//Nn72Z38WAPBHf/RH2LdvH/7kT/4Er3rVq/DYY4/h1ltvxR//8R/jJS95CQDgwx/+MM444wx88pOfxOWXXz76OMgCk1igHARUSlVW0Mt0fQlMqE5az5dkiDQsUbchBSSybaq2Jp/O/A25KVLkibSOuuvaSP32yRJh3RGSRKCY5eGu/QsMDgDAWO7UMz9DAAtAAhiqUsSQybEAFrYqQxQjIXZSgujxKozOq1AbWVKASdOoTs31yw85aID11x2FMEmCvx8kn4LcOHKvCJgtGRrTCwOJfPDSgNq+CnMEefo75FKQVZVHojc7I6/jlPRQBQoF6aEW9WCpQRvAmmyVYI1D6U1oHX7oav/jaoDQBQouaD7hZDk5poBOn2wpBwp+aodDI3eprOSGxctCIOHXfu3X8JM/+ZN4yUtekoCEr3zlKzh8+DAuu+yyULdnzx686EUvwn333YdXvepVeOCBB7C5uZm0Of3003HeeefhvvvuK4KEo0eP4ujRo2H+yJEjALBQMqVQSstqgKCwrLMPtXwcMMjmC22SgaHGAge1LPSrMBlAoEI7xTIgBQ01wMANRwMGqU+YFZ24ydFIdiGChJxdqEZFEHVMjqTBwYJgIQxTPTYSYjvBwsQkTL2sQhIqCXRYhbZFnqkxiX7Qw08jS74UTGpZmCT0P/KbKoCQMAeVaYqrgrv3hEmQYvM11T510qWcUcjYC73ZdARJq4aaln0q4JBFPXQ8CgDWjPM6ve6PHAA79x00pQ+7GlAIGQ4DUOiOHBmEgwwoADErY19o5KJRD4mRcRc9CatRIBcvk0HC7bffjr/5m7/BZz7zmc6yw4cPAwD27duX1O/btw9f/epXQ5v19XU8/elP77SR9fNy00034S1veUunvje6AZXOvtSgVpcvp4E2NZBR+S4DgzidgwFfb5L1O1JFtq2SRFGSJ/SLumGAIuCjBhjAHTfUNkqShACGGFbJsfOBnUBHjsjZhRws+OuiVi6BBdneToAF3s7CkRDbARYqrILss5dVsNzBDYVKDskPteiH2tgP4PXAfVZ49nIHbdV0R3KoTfMWyMOQJESydNnCmilQ8Ky8AgokLXqAQiI9CBAblh5yRsESwRnCJinGJuyE500LC+vlCAmHhHTqDBDCj+xXjGmbh8d5QGAZ5JfqBwpTSjXiYVWO+zIJJDz00EN47Wtfi7vvvhsnnXRStV0e2kJEg+EufW2uv/56XHfddWH+yJEjOOOMM4AZgWaFhyz1zhbBQTeqwfQyCjLdBwgoq9erFlkFaZOBg9LyOK+kirAeFcGBBg16O6Hz1509yizDGIZBA4bkWY8yYCjJETm7EKUH8HoFdqEAFlDyLWQREVsCC8eDX6GHVah6FUaHSvrfJJEfxDfk+J9S9ANQDJMUxhvyrfqJ8JP5OQBp4iWfiTHN0JhHPngWIQuRJLVP1VbkkbDQSn2sozBHyfYSoDCGUcilB3C6ZfVCHQaLAupAIbk86ePbhxmqcw14pzvE9FBWRu9b2LnQyN0uLbY2VPRW1l32MgkkPPDAA3jkkUdw4MCBUNe2Le699168973vxZe+9CUAni047bTTQptHHnkksAv79+/HxsYGvv71rydswiOPPIJLLrmkuN89e/Zgz549nfqthEDm9V1AEJ8ElDVKQYN6KxoBFGr1RbChl2fAIV/WkSkSIKBAg9531neOYxmmAYZEjtCAoWB41HLEIuxCCSyAiBP8UBksAGWwkBscdZ4Ffs6R6mCPuV+hwiqM8ipMNTW2LUopnYP80NiQwVE64k6YZOZT8KAte0kglBMvqd7NIk3lnPgRQOHvU1d1p4Wdo1BtxBeBClDINuUsgDb2+GMYBWu0zwPMMDQRDIwACpI3IZbuyJFhQCiVQGJKsiWgGxopZSv+hN0sK7lh8TIJJLz4xS/G3/7t3yZ1v/iLv4jnPe95+I3f+A0861nPwv79+3Hw4EG84AUvAABsbGzgnnvuwTve8Q4AwIEDB7C2toaDBw/iyiuvBAAcOnQIf/d3f4d3vvOdkw7eNfHFbFQZCRZMZZkGDUUwUQERulNOtln6rgGHrE0EAHE+7/hje6PqKRxrAjgKgMG367IM2wIYanKEoZ0BC8YUfAsZWNAdvRgcBSxInoU83bMMJLVdfoXdYBUGEjB1hqAekh8kpXM+oqQsa6yXxg1SnwIv7/gUpIQX336gIK2AmMnAZPXFS2XDS3ayv7jWAKMQlvoyJupBp3AujR7ZiPNyLFAAsG7mXnIIB1Mf50Gnbx6bbAkq4qEJUsT2GBlX5fgvk0DC0572NJx33nlJ3VOe8hSccsopof7aa6/FjTfeiHPOOQfnnHMObrzxRjz5yU/GK1/5SgDA3r17cc011+D1r389TjnlFDzjGc/AG97wBpx//vkh2mFsoYbgSnJDVqZ5EibKDIXlKVigpFMP9Ro8qGXdDj4DAPrYesBBLjHIOoEpyDr+uFx1zJTXbTNgcJkcwT6CrUoRJWmiJEWMkiFGgoWSuXEhv8KusAoF+UGbGqfID3yuAHrCJOHbZhEP2tCY+BQc/LW1WSdNfLPIvSB/AOEtLwIFuX91fQLC4X92J2GahNgm+WOfCBQy6aEDFKDeSktAIU+8BIwCCtmhAhiRlXFCsiUNFLYjNHK3i4PliJTF1z9Ry7ZnXHzjG9+Ixx9/HK95zWvw9a9/HRdeeCHuvvvukCMBAH7/938fs9kMV155JR5//HG8+MUvxm233TYpRwLgQQLNCB1KMW+npouAgbIZitV1oNAvMxS3n3yn4CFuo8I8lObV4Y5jFLJ6ecDK+Wadfx/LMBUwREDAB+n4jWaAXZDXwp1gFxZmFvwrXwQLW/Qr7KgEMZJVWFh+gMPoMEkeJCr4FLShMe+XkxkNehRAgOFjUSCgxBxU6kkOteG+MizOoUAOVgaAwkRGYe6oLDlkQKGxDs5wgh/ynbQDYTO7XBYuSd+cZ2VslR/B6h+AAlbrlDGjRk4pHlDsnj+hJZ9Yaivrn6jFEG3lKXRsypEjR7B3716c8Z/fBvukuoGyyBTUlnXm05uiAwSy6S5QMJV6bq+3IXVZ56+BQ8mroDvyfD+mr10OAlCulwiG8rLad1zHOL2M6m2lnaNue0fd9i2p7VFc5nSdgAfqmVfTGiyUlodxDQQskO9k5c9HZzEEUgkitHFqGdcpI1cAC1n9liUIIIIFAFH6yOp4PhiIJfukgB3JOiltTZw2OkulSA9SJz6FrJ4a/uYsnFInw1SHDKDWeBBj47RfBjVfmG6g5tFtz8thPVCASeupobDcr0NxnYa8QdHCsyuWgIZgLMHwt7UO1hKaxn9bQ5g1LRpLaKzDmnVorMPMOqzZFjPrMDMt1psWM8N1/L1u51gzrf/YNk6Hj1/eGBfm100LC4d1nm9A6rvlbwcLQmOI5/0pNQAnPPK+BIl4aOCTIInsIKBBgMIUNuHINx2e/pz/Lx577DGcfPLJo9ebUqSv+NVP/Sz2PHVt4e0c/dYm3v8j/31Hj/V4LUs+dgP5zGiTVhquM9rxrL8qAKEsHZD8XwQQnXppq/cZOn+JFpDj89tI2ATdiSOdD/tS01pOGGIZFmYYZBRJV2YXEjkihCzywefsQkvxnI0cG6VSRGACdoBZ0BkcgXRsCB0JwZRH1a/AGSBHRUHsJKtQMjXWxn+oyQ9jfAoSJik+BTmfzKeQGBodgZr4fipSVTx9xSQkb/SFafU3Ea9hBEfaAhAYhbjU3xdhjUjBj2IUgvTAwLBxmLeSlMFy9kXpZHlNy4szr4IF1eWHrOTjPJSyMu5UaOTxKjusjIuLl6UGCWg8ei+Woedpvpz0HzrV26ppGVQpPAj08j5AIL11oW1SVwAOsYNOsyiW1u181K77wUGpbjpg0BJDUY5w6jpwx6m9C8apUEqTSRHibdBShIAHyx37VLDQcmfYGO/UB9BJypSBhWokRM2vMEWC2G5j4wT5ITE1DiZfIowKkyz5FDifQtXQCO6QO3+wE4ACVJXUK7lQM/vdxHp8/4RN8P4MH5fJgIL6MwRS6UEGhXIiWaEBmhZwFnNBKwBLDpRKEGT7fQqdEtM3+51zDgX2E/hDXjw0EkBiZNTleAQKtMVRIGmVcXFJSx9IyEutGWUTGjF2gASSNgmYKACJwEiQAhB94EHeWrJ2nc4f2TxvPGUHepgG3bGjWx8ZDPiH0aKAIfSvZf+C7/gL7ILzB0W2x+jIL9o134J/i50IFoDIKjT+LdBoCUAe2kKjU8HcOORXGBMFsZOsgqw3xtTYF/0wlHxJwiRznwIsA6v4mpyP9dDJ0MiH3e2O+DcgJLkUXA0oJJcs1mugUH5frDAKEACTAQVZyrMugSEOc1h+8Cqg0DYqhwJgJWFCziRkQMHaONaDT+HczcoYky2pa2BiaORWIx6WwcjYwvC5Lb7+iVqWGiSYmYOZ9Zhf+p6jGX0Un7kFsKC3RZU2lH9LStfyck3/pyAgNy6miZGgOt1wGPIATTr+8aBBv0zLsYU6G7eRtJP1XQ9gYLZVAgI6gMGQ2q7OpUDIIyPQ8oMskyLgSCkNPirCuC5YIIIfxbAPLJgGJkQvMFioShB8LTuRENzZQ0kQkoypIkEcF6xCKVPj1OiHkvyg0zmzibE38VIpQyMZD1igumECimM+cEfVl3QpfTGI4z1Y9F3SHAqMBAq8valAITAAQJdJUEDBqgPe5DTMeVbGuBkbDluHRo6JeBD80gCjB4Nale+MstQgwVqCHcEklP/wST0spP8x1eWJHKEfMkFywMjvjIVQnb2h+OAnytZJgARl8ybZTod54HXkoWXydSof7q/TOg0C+PndyzAEGSDtYw2/kXfaEkBGgARxHY8SKFJEG9chYwJYkARNvi4FC4YAMnYYLMBO9ysA0W8A6eyzzI1TJYjdZhW2Gv0wMZ9CJ/FSHvkQZIikr4rT4R/dURPSNVSXbtIOXF0EyHgPWrGqMgol6SHsvwIUwiPCD2xk2NnfhoRLDtbYGPXAB6MlCIs04sGSg4PxwEBKLkEYn2yplEOhLzSyFPEg0kKL7hgPtYiH44lN8I+HxcGLW/BP7DuhLDdIaFrYRo1FO6JQoZ38/kH3rAICaae3oztso9apAYisXq2bAAf+FskigAZpkrAJOeVvsrYp0xBAw1YBgxU2AV0AIYDBAkZFKISP0X2tUQyCZi0MtytIEZlvQcCCNjn2gYWqDGEI5FzXrzDB3FjM3KjzK/RlbRwwNu4Wq1BM6Zz7FJgRGfIpGGENdD4FnXiplKExAwoasBPi4Y4FCp4lyBgFtcXoL9gh6QHSh1tvJJTenMMj23xn/HcT5IbEYcnegbjRWGpeBcOGRsoNjd3QyHzUyMDVZrLDMhkZ3RY9CVtZd9nLkoMEQhOYhPJDsu/ZmQOGTtsELKR/9DmgiMBAg4iRAELX6dPpAw6KGUiAAe+kChr0OYZ+LpUmugmXeD3NQmZgQdYtAgZr2D+gQIBFJkMAxigpQtoa9EsRLjIQIdWzMjmiRQALIAO0cgKmLkOYxidl2g6wkPsVhGWoRUEcS1ZhQvTDFJ+CH+gpMzQmiZdQztCIwpDTUpI/3fGMgqRx1mDB97++zWjpYRFGAT1AoY3n1gEnFp0kS0Ppmxub5U8IG5+nqZyLw0uPj3jwbAUzC7Q8RsZVGV+W+pdrGh+D3PeZzfqXd9tS+NjGhU8za+O8LX0oyB+mIdiZg20IdsZx0zMH0zg/3RBP8/yMogkzmXb+m2OwwXHZkkQqhIA28HHbqk7GtfAfiuvMCK4UP561d8XtoBN77rJl+XyMOYePeW8MXGO6+7Xp+k7i46Uu7E9i52UdAzczyfZjzDwvU/M0M17HtjLEsae8Q3w+x+xTk06TtTxv01j/kC+AP3qecwaE/AJNA9hGtfNv5yHPgLXpukBcV9rnOQ5UHa+w+B8UUewZSegXxPwNgVVg4AMgjIiZ54CQnBEUp4nIexTaNgFccM6DLdlW63xdSx54OOc7Qq4zLC0ZR2HeOKhlzF61iMvCd/cDB1huK9NQy5L2rXybsNy3Mcn2jJhsnUk+5HzoLDkL5wycs3DO+mQ/zqDl6bmzPG0xdxbz5LvBnCw2XYM5NdikBnNnfZgfTJAh5O3ZkUFLfrubNMMGNXCwaOHnvanPBnOffBx8AiIHj60dPFHUEvE0wRH5b+Yb/DI/7SovbseiyHXZymeRcsstt+Dss8/GSSedhAMHDuBTn/pUte1f/uVf+hel7PN//s//SdrdeeedOPfcc7Fnzx6ce+65uOuuuxY6trFlqZmEtaZFI3IDlzG6U+nW7bIKJckhr1dSQG2dwCDwt2IRNPuAAvOQ+hJkmtcPb/IZ20BlpiGRJ8TTIPslvX2k88nbf8YwuLQtgV9uKWMJbHhxrrMLwvGqF3PP7FakiNy3oEIo0Zp4nk4xCzUZwvB1UKZEQzzWQ0vDkRCLSBAhCsKgamzcCquwk/JDzaewiKERosGzoVGOv+NNcAgyBCyCfyQ58PhGH/JoQH33MAoU9ph6FAalh8AgIHAIgBEBw4P41qg2vN0GcK3eCzAHXycVGlkbECrPymhNZZjpTplHn0JheOnSYFC1iIcgNwSm4fj1JxyLjIt33HEHrr32Wtxyyy249NJL8YEPfAAve9nL8MUvfhFnnnlmdb0vfelLScKmZz7zmWH6/vvvx1VXXYW3ve1teMUrXoG77roLV155JT796U/jwgsvnHyMY8pSg4QZMwB9pc9w0gcM/LpdujBvR0mHr+flm4rtNHiQx0oCHoiibEHIlqkDogw0JPtAChoSYCEddipNhE7ZpdvIAYN3nHO9y9upZ4wGFTkQkM45zKfeBd1vJ1KEo/DsN5zeWad/FpNjEhGhwQIhkSF6wYIxHdnBPxMtEjAwWYJgcCASBHsVAHlG8wM1AwujvQo7Kj8Io1DwKfAxjzY0gq957lEYCpHMcilIkUvu/XzSuZWlB8CDhTFAoVd6mAIUTAoUyPk3dcPAyL/yKKDQxlBInb459yhMSbakSy3iQYdG1lI3MyTsGBmPd3/CbpV3vetduOaaa/BLv/RLAICbb74Zn/jEJ/D+978fN910U3W97/7u78Z3fdd3FZfdfPPNeOlLX4rrr78eAHD99dfjnnvuwc0334yPfOQj234OwLKDBNtlEkqlZFYEyqyDbptkya34E2QbJRDRByCK4CEDDkB86AUkryIgErYhAwYdpkEt12xAl02g8LQcDRiMKew3rlKNhpCOPszHaIfw+lZqq9uFesPbz8CCE4DAP6iAEoOUWZBwTNmvk/NSwxrzdg0RCClwCGCAO/Ikc5/0NkA3CqKPVQCisZEInXDJjFWojgGxjUDBT1bCJAs+haqhsWkiUFBeBCADCvw3EbwJA0DBDwvOv61fEwlASACD/Dx1oKA9fNJX+vtKbUI9RhKgYBgoGONTODvfOG6PQjfqgkwUe3qjIx74OKWJTrZkLWEzS7ZkyedPsCBY40dclNDIoYiH7TQy5uVYAYXtMi4eOXIkqd+zZw/27NnTab+xsYEHHngAv/mbv5nUX3bZZbjvvvt69/WCF7wATzzxBM4991y86U1vwo/92I+FZffffz9e97rXJe0vv/xy3HzzzVNOZ1JZapCw3rSYMUgYG95SBAYDbYqgoAAmSkAiBxEeIHTBQ0m60KxDzjjU2IauRBE7xg5okM41Yxl6AQNlHTvBPwClzqn1M6ahwy5U502IitDSg2YggsGSWYNYn4GFsTKEMUiGqjYmjZwI7dKcCokEIY7z7WAV8nDJEREQnWGot8PUKOuMDJPM8ylUDY1ti85IkmNDJAujSAagQAQj/pJQSkzCOKCAzMwYvmujR8plMtFAGRiFsHUtq3igwD8kX2oTpQZFCWzAd+L+eCPDUMqhoPMnVJkFA5QHg9o+I+PxkmjJD4o1ro+orQ8AZ5xxRlL/5je/GTfccEOn/aOPPoq2bbFv376kft++fTh8+HBxH6eddho++MEP4sCBAzh69Cj++I//GC9+8Yvxl3/5l3jhC18IADh8+PCkbW5HWWqQsKZAgi5DN8MQg5C3qckOrg8UhPl0eQk8pAwD1LTUU4dxILV+YBv6QEPpI9vjDRk3AjDo+gLDEDpnvW6NERAAor0KGWMQgQF12ziZ1qGRFbBQkiFUNETIs2BMZDEsgDZeXzImjYRAzKkQwIJc1JIE4Vx8kANlVsEAxXDJilehlq1x20MlK/LDtvgU4MqRDzLmQy2XAqzvx5zfFsHyuYduWJUCQKBxQKHkUQhAocQo8PAMOtIiAAW57wzCeQDk39bZoyDpm0vjPEjuhKEcCvNwjbkMSBA5QLC8QenYp6ZuRo8/YZnLQw89lPgFSiyCLiZjU4ioUyfluc99Lp773OeG+YsvvhgPPfQQ/tN/+k8BJEzd5naU5QYJtsXMTgcJJfkhd6/m2+gDBHqa8vkR4GEqcNBSxRBoCPJE2I7UofMJp8PzgX6vAQaLlDkA4sOqT47Q7AHi8yUHFKk0wRIDP2CHwEKUNhRYEJbCyHYE7BBLDmq/Lu5Xwib9s9FyB45gd+hNxiTjQVj4rmaQVSAk4ZIlr0ItW+MxkB8Sn0Jt3AdmFwZ9Cm3bHfNhEaAgh9o5gQJQCDQVX9IMKPjTLedRSBiFZPsIKQqJ9+EBgngU4Pt++PtOVo3jPMTfX8Z5yJMt1XIoWCLMSV1DCzTGIR9e2sGh5a67OMZDcrna3tTNKp1TKGP8CbtZCItHKMj6AHDyySePGgXy1FNPRdM0nTf8Rx55pMME9JWLLroIH/7wh8P8/v37t7zNqWXJQYIfRnWo1G6OEpioMQhACi5km0WgkHX6YwCEBg8aIPQBh1ym0KAhtIMAhJiQKAEN1Q+vy5JBAB7c0YaO3Ko3fEnRLM8TF9tEpgIIfWXoiFXfaeOLdBE8qKiIWIfIRghYMOjKEAbhOgQZQoMFo/Yr22QAkpgbmU6WsSFMwiRkEkT8UcsShAwk1csqGIyJgNg1+aHqU3Bx/4saGvMxHzRQUKNI+r47RjvEPoy7ofiTZqUAFHoYBXXioY3GvR2gEG5atVoiOSig4FQTLnn6ZsnK2Em2FA82ydLYaG0EHjRs6pwKlSJjPORGRhgf8TCUkTFnE/oSLUnZTaCw26NArq+v48CBAzh48CBe8YpXhPqDBw/iiiuuGL2dz372szjttNPC/MUXX4yDBw8mvoS7774bl1xyyaTjm1KWGiSsN3OsNcPaVu0HLoOEuL0+diEHAIDq9DMAMQY8jAEOyTLVNgcNNaaBMMAyDAEGfipWGQahIaUuXBj+WFLSgklYA80udJgCVRefRUo+cGq5ejkclCGksw/0KfsQCpJDYm5UfgWwJl6TIIpREIjGRDQ2LttpVmG75IcxPoWxhsa+EEkNFIwaRbKUdElnZ4RnHozLUxpJKQCFjFEos7fdrQXAwD+T0duX+8f5OoLqSA2SbZGaTdM3o5psSRiE3tDIAFSRAAXLXgExMm4kt8F4IyP/InzgKVDwLIM/Wp1o6VjIDsci4+J1112Hq6++GhdccAEuvvhifPCDH8SDDz6IV7/61QB8ZMLDDz+MD33oQwB85MK/+Bf/As9//vOxsbGBD3/4w7jzzjtx5513hm2+9rWvxQtf+EK84x3vwBVXXIGPfvSj+OQnP4lPf/rTC5/bUFlukGDbQSbBKZqss6ywwGXotsYsyE2jt5F3/p2OfwR4qAGHdDoFCGNAQ1maEICgWQaAtIRQAwzS4SoPQxy1MQKKjhwRgAE/KAVQlACDqkulh8XBQpAhdOikUbkYrB8bwrc1cVtsbiz6FXSa5yxkshMF0fpObjKrIEAhGzCqEypZMjXuVE6FCT6FkqFxoVwKOwkUVMtSZkY+0RqCkKUBKHh5gStcWIBiVkaFq8kAcBbOXyBmtpy/Z8GGRpVDQUIjvdRgmXwhTsoUWQQd8ZCM+QBg3cyZSXDopm5OjYzb5U/4Ti9XXXUV/umf/glvfetbcejQIZx33nn4+Mc/jrPOOgsAcOjQITz44IOh/cbGBt7whjfg4YcfxpOe9CQ8//nPx//8n/8TP/ETPxHaXHLJJbj99tvxpje9Cb/zO7+DZz/72bjjjjt2LEcCABiiRZ8Qx64cOXIEe/fuxSv/P6/E+lPXh1dAGRAA5SQZCZuQLe+TGfR0DiL6AESpTR9wyNmG3N+gQYM2PEbQgA5oIMg0+I1dOnclYWRSQzAxOAEMCB+jwIEYB42eD+1iXbKOU9+Q5YVl/B227Sitc911DVFn3XQ9nm4j+AhtJHNfaKM7e8QoCOJ6NQ2HkFRJWAXfxsU22TIJf0wyGepp/vFJtfW/iQuMUrxBlPyg5sMNsmjRnWYpIySAkFUSiD4Fa1Wd8W0bC8lEaYwJ7fwnzofsmBwN4SMh/HKSTJmSUVOya6pMmxSmETJ7Jt8WMcMnTyfZRkv1ajnCvMpaauCzmPIyNOSlOIuQUdXwt228jOUzvHJmWes/M55ek3mWXWfWYd3OMbMOM+Owx84xsy3WjMPMtthj51gzbfxk8+tG5udY5+8GhDWub+D4m7BmXPJt4aN4LYB1442eDUyQHRr4EExhEywsjnzT4buf+1U89thjo3T+RYr0FVfc/R+w9pRxfUWpbH57Ax+97L/u6LEer2WpmYQ9zRzrA3JDX6YsRxYzk9eZ2DMhBRd6WyUgkbIKLl3WAx6GgEPOKIwBDTV5YgzLwC/VHVmCavkQ5GU0gADDb8qIoCLMI2UXErZARUbkL3iOX2R0nUn3H+SDTGKI7IG0Zc+CmCAdQJpN0MyDioQI5kZmEQJTLeuLBOF/YH8dMiahZGwklhwCqwCHwOH2sQoDoZKT5Idt9ilMYhQkukTyKZRyKYDvCxluusYoNB6o9Y4gmZTsZjLpWmV/AtSNqDaqmhHPi2ERjIG8MdHPk16eZWUkQ+y/icmW8tBIiXiwhtDy99x5hkDnTmgagiOTRDw0xi1kZJSMjH2JltoR/oTdLltJrSzrn6hlqUHCum2xbufV5Y5MBwSky7sAI78Z6sCgCyRKbXMAUQIPQ8BByxV5fTJfqM9Bw1YAg7HUL0kw0yCGxySkUkkPZGOkQVgP0gZIpAh5ZodlSKSEIliQdaWjL4IJIERMhDDJ2Nl7YJBGQmi/QpAg5DfX4CH4HHxHXDU2Osednm8bvAo28zHU8ioUQiWnyA/bGv1QAQp+8ylQAJCESMoxd+SHtq0nXdJAQfZbGBhKfvrw+2EEUMjghSkBAn+iYCRQLoKPucNUWwzrJlkZxbtgALnhnTH+kgg6bVyIeEiyMkrEBBsik4iHbDCoxrqO3JCXmpFRMjKKP2FT7h0GCmP9CWm2sVU5nsuSg4Q59tjaX2hXKhizvM1swCUfAjDMMAQwkAGIMnhoi4yCR/p14JAvGwINQ36GLmgAnDP9gMEp06PqyKUz55P0b9WSdY4MtyW1nkmezyGZUgAbcVkOFkJEhJWOJr7AJvkRCmAiRDoIWFBsRG5u7PgV+A04sBS8LbQCMnjeqkRM2tiYswpA16swhVWwzqvdjiKrUMypIJKAkh+2CyiE9WVbwirwfCnyoS+XAiddSoab1kCBjErjDC9ThLBIbZFzkHzCU4GCBZAMM51cmmxrRn0ndqkIFPxcRLohK6NszwA+dJKPvAEzEB5wzGH5wV0PjaxFPJTGeChlZBw2MobUl6mRUf7OgCJQQOZP2K2y29EN30llqUHCSXYTe/hGb0vu08rvGn5wtVzAwUzduNr06KfbpK3Uz0Ib30uVAEQfeHDs1NLAwU+7eHObcaChxDRshWUwxvYzDIZ7a5YlPBAwKcOAGB1huAMi6VCljcgRJSkiSAdlsJDS/lzP3yTPWkrBgm4bOnkBAwIgVDpnzzDwcQ5JEOp0VP8Pcb9vmVVo2zJQKJkap8oPu2FoLAGFgVwK1KIMFIDueA+GovSggILuznuBQkSPScsio2CyremNhnwIUi/bVewG7y/kUAjgIsuhwD2+4QFQ8tBI2W0e8WCbGALpkyx1jYybbpZEPgCpkdGncfbXtg2dfDfRUiNMQmAOukXnT9jNsgIJi5elBgkz02KNddU1M5wvoVXami4OBmsp7PdtVTt9k+QgIZ8uLc8lBQ0e+liHFDhEqSKXKWKdAgCqPjdC9rEMGjBYGwGCcwXAYIR9QAAKPtRRdfYKOJA8d3WfpABDIkXIMmEoJIRSmAfNXEhnX34ZTGQIDxyo01aASAADuk56/DESRPBFmJCICcB4VqEUAaGzNTYNivIDZazCkPxwLH0KC+RSGA8UUGUUQue8gPRgNCDorKjOV29KfjNdJ9+1rIyVHAqkOuvREQ866RLidEdyYHzVgLAJwA8m7ZB0EQv4E3I2QfsT2gVuq1XZ/bLUIGGPnQcmoa9IZ1oCEiUGwsEkbTVgyAFFq+UDbiMgITIApsNClCSFEuvQYRx43SmgIfc0DLEMQ4DBubKHwZEaqTEABV6uwIEwBjqUMpEi5OGiZQgp8rwJnbzpsAujwELuR2BWAUbaxYRMkZUwqr3fyaAEwd9FY6MOl9SsAhCZA2EVYPng+QK3qtNHgVUYIz/Irb9TYZJjgAIfewAKHKXRBxT6xnvojCBZkR4GwyMLN1BMfZutFSbLW+tsW27oUlZG/pvQzATJtwF0aCQgREV9MKjaGA9WSQ46I+MmGqwB2Aw8QD60tD987U+QREuL+BN2q6yYhMXLUoOEk8wcJ4WOuedHzMCB9hYkYCDbRg4uNKCQznvNtEUQkdQphmHGEoIGDxo45JKFgIOZKYOGsC0GDbkhUgODBgoMLAgYWvIu62ICp8y/EDp7PkYdAaFe67pSBL/xJzKEgIHwm6ILFpTMIKxF/qwPMkOoU516AAOxgxc3eiJJMKdakyDimyYfhBwvEM9BzIhMj49hFUwbHrtRmpDttG0ZKABd+YEoyA+5T2Hb5YcpkQ8jgUIY7wGIDAQfW6/0oKIeAlAg6df492z5/nPxDT8yCRoExPNS7wcR45a+AwjlberHTQADkv45YywMJkU85GM8hMgHiyR1c19GRmsIkjMh1MGOSrTUGPJMQbgwXaCwm7kSViBh8bLUIGFm5ljj325tRPsgA1RAw1rS1iTtHNkIFipgIgERxsQ6BSB0u1ye0DdyBzjw+jWZosY0pN6FFDQsAhgsA4PW+XcV7V+wVrMMAIxiF6wMxcxAQiSIkhRhEYz7kSmgsExMXP63RAQLuQxRAAtFlkHvQ9UHb0IiN/A2eiSIhVgFoOxVAAKrQDxdNDU2zULRD7viU5gKFAAkIZJjgEKVUUCUHpBGPfhuSo31IKGK/GevpQBwSxfmEW4kud38rVQeEMoYucaytvgQeMU2AoeQbEmHRvoTBVCOeJDBoCYbGeX3lHnEoaU3qeG3fpv4E/SIkTV/wpjxHVZlOcpSg4ST7CZOsuWHVklG6PgOCqBBOtS1ShtHVi0zYVkNROQAQqQMAQ8586BBgmYcajJFDhpKTIMOv9TSxFYAQ2MJresaHiPLwHoz+TefXnZBnqQk31F+CH2Ulh5Yd62CBQEXJbBg1HQHOFTMjQaIcoOAAV2XpXiWN8CCsVHaA0hZhZJXQToxAQQsOQRWITc1AhiUH0Tr1vLDGJ/CbgIFNjFOBgqAypkwgVGAHz0SLYEaZof4x8mBgoQzJoxCBxSkA0LlVgX5OxDQYQCWHmTb8ueRhUYibiyPeIAF3BaMjNaQZxWQRj6USgAIW/QntLvIJPi/IDPYrm/9E7UsNUjw2cHKP3zqKai04W+n/yKMrCPsQhbRYNoykGCgIPUlACF1YX4EcBCg0GEbWKbIJYqSPBEAA3deOcuwCGBonQ2AIJEjEpDg652WJ1gtzSMjQqImeU46BGMbDNIETcmbv0n/gjVYkOgEvU2oB3dgBfJpZW7kV8QOXawZggIoSIyNUMeo5AjjFElSYBWCFNECRgCBjCopCZhCKmf+Z0h+KI39MOBT2DZD424BhaL0gP4UzuEdWIrqsBVQiI8bBQbVsggK1LkapN96C0b7EDwwkPs6hEbyveXvw7jNUsTDWCNjAhCyoaWHEi2V8icsMr7Dbib7XckNi5elBgl7MMdJ/FbW50lYKyxKEylpXwJ39MGHkAICJ38c0p5sBBImduQlABHq5G1AWAZk89xp50BCsw3a35CzD7k8McQyLAIYGuOzuLUj5IiEXbBtzL2gIyOkZ+RRHlN2ITM5arAghscSsyDREBqAxGd/nDa1af/AjmbH+IxL5IYAMlQiptzYWAqXBLfLIyDg0myNhpTBEZE5cNGAN15+4OmeMMkdzacg7U0EBrWkSwsDhb6ohxwokAC9cUAhgEKu1dPR2IjC8myzTi9iYCB7MyriQQyNecSDYC2kYzz41HLDRkaLOBBUI8yWG5doKZaYP8GfRhzfAWSxxig4H9/hWEgPK5CweFlqkOBzivs7tORJSBiCvKgOONkm2gRwCMCIoCIaDf3yNgESAiI0ExGBQmyXgwfxQGjWocM4GJOwDX2gIfc0DLIMCwIG62xRjjCGAjBwJq7byb0gUoT0N9ILc13CLqAHLPQxCzrPgt6mU9NVwGD4gU7x7d/E9QNzoCUHpquDsRGKVQjLU3YiYRVYVigxCUX5AYWcCmOjHzRQMGb3fQql4aZ3CijIddFAARL94LczCBQ4h0ECFBgcJBghsAeacVD1qtMP95xMO7+vcD8HpsEk7QmM+VphFDwC9Uk/CUNGRjifsnlTSQ460ZL2J+hES1vxJ+i0zbspN6zK4mWpQcK6abHeC/DaUQxDDhZCZ59sidTyLpDIQcQQeBBkL+AhBw62ABoAv58+0CCSQmAVeDuaZah5GaYChpb8QyiXI1ryA7tIfesMrJIqpF9JpIiSb2ERsFCKhgjr88OWTAoGRGrgfejOe5QEAbXvIFswq6CXyZMdilXw2khs11I4ff8DqcvBaXe1FCENQ04FkR909EMt+dJW8yksE1BwPCJnafRIAQpkgLYHKLDMlKBIAZsQWl115OE7Agldn0hYYR/ZbsHgxAA64iEchY54CGDFhNTN2shoGwqygg3f0/wJef4E7U9o+Phr/oRcdnDYvbJiEhYvSw0SZopJqJWcYSiyB2JKTIBBakLMAUXHz6De+AVEpCxEBA9+Oyaub6JskbMOrbFFtqEXNECBho4UYaIpktcvyRLjAIPXMnN2YUZ+MBlhFxrr5YfgXTAUZIoQEREiI/ybNEH6IaG+CxER0jdpsCCygwYLHcaAH8ZahuA2ARSY2Iel7ILfdr5MmIrE2GjkGCkuIwJaxSp0/A2IcoSACzY1erc7IRmCWmdqrMkPefKl1t8hASg0gOERJY+ZobGUxnk7gUJlUCgvUcVlhpcVgUIOEDrf8gZf6lC69RaAY3Y+XMPw8oB6xANLHmTiOs4YaCNjLSNjHNuhSRgFSbSU+xMAoCEX/Aml/AlTwiL1ZWhXnoSlKEsNEtaMK/oN+krTQ3G1BWxrM1DRZKBEr2PVX1ajpoWF0AyELJdllrcT6xXjkLENDjQIGrSnwcHAEnVZBjJomQnwRqQcINQBw9xZTzDyCHO5HCFyg9Tr+dYZ36lTmnchGCENhwAy05CYHBUwEBYAJWYhkSCAkMFRPdOTSAgFFOA3mUoLui9QkkJYllDH0qHI26J6S3T6ABCn9RunsAeKRfA/rsY4E+SHYG7kzrKxw2GSUwyNOxb5sPNAwf8aTNdroEAcokr+EoKgrEsZQDBxPrBD4TdFZARMvBXDtxGGJ8CMGBpZingwJogf/h6OKMCLAN6P4JWHNCOjZfBuLalvSkeMzPwJzpjEo+Dlhyg76Mfp1LDIVVmOstQgYR0t1ifoWi0Mmp7Rx3QnL6ULKlKpQYOINdMqNiK2WzORgQjggTtwzTrkjEPLwECzDUOgwYEST4PIGsIyCGDwL0amyDBYWDgxhCrAsEk2sAgeHJTlCHkA1bwL1tgAKIwKo8zBgk7Q1AsWwnNUgYWwXJ7IqpPO1iNDRb/CoAShWQCTrVdiFbRXQZaBdyKmS327yW0WgIvfQWJqhEvlh1LyJa3HT/Up1BIvLQFQ8Nc1Zw4yoMAMC/H10xJEODT1U6Q/Dh+zSryRZGXk6aBumUJopNow38IYjHgQFsGl6/k6b2TU/gQwcFjUn2AtBX9Cx9RoEPwJU8Ii9bAWu1HEH7WV9U/UstQgwY/dMP6BlIQmFpfHMMZQTNfXoMHEmsnXUeAAChyE44zLZTsRCIwDDh2JgjvdNWTyhDFllqHkZRgADC0xGzFCjrCm6bALc+VdaHh7JSmidZaf/zYxOfaCBSU/BLAgeRbCm1psaxxip+yb+7dyizRscowEkTMWsp5eroBE8CrIMkMI2Ro1yGgjKOk1NTKTEEEDINEPxNNh7IdFfAojIh+KIZLbDRTgj20KUKiO9aCBAuD9CQIUwuCGE4CC+k4HgYrsAkGCCdQ5mmxT+r4JwIDxF98rBsKUqQ2YSKrZBiAnxmUGCxwKOZRoKQwpreQHAJ2ES34gp25YZC1tczEscrc9CTDRL7Lg+idqWWqQMFZu0HpSTW4IMkCWjbFNHhW8jewB2Cp2os34CNlfIkuId0ExD7Jc1u6XI9rwBxrqTJdpsAWWwfKxalnC8lvLEGAY41+Yk2UwEdvPHXdkDCjmzgYjY6ukCJ97oYVz1nc+iP3NKLCgn9kO3tAV8iWI7i9aLsUOHoidcejsFehwWRueThgGKGOjfssLwACI8oSJcoWsV2IVBKHw7nL5IRgZJfoBheRLLBWEsR9yn0JPPoVahsYIFDw4CEABQGAVQmc/ESwM5VLYKlAIAx7xnS/sSwYUtFchHBpivx5kKDLxtwtMgvyWUHWaPdDLEYEB/wShyHKJhJDb1fSnbtYZGccmWvKpmi0sSbZFP+3g5YZ8fIdaEX9CC/El1EeLXA3wtBxluUECXDUds0Z+uY8gL610lPk2yHRAhZcsUiChLU41ABGiF5AClQAOKoyDSBXCNmjQkDMNlq+Hb5eyDJaZCmEWcllCAwZn0mROQ4Bh7pqMbUjZBYsmlR4QpQiRIbRvoeX+h8hARl8eBRaMr4sPcIQ3c/8C1xMJUfIr6Hr9ls/tEpkhgIz4BlhjFaQk2RoFILQyzI9J2pcyNfqxBlwADsXkS/ALE5+CAAUgzaeQGxorGRpLIZLbnkuhBhSAydJDAhQA+NdmQKJBqIksQ8zGGCWI4BcwJozzEMEARACAsAbhR+KZWAfFHpQZBS1rhRtN7h9tZDSIrIICqQJuHbNntURLHX9CT/6EfHyHobBIDxBmgJn75w4BMG1HdthNjLAyLi5elhokNIaqAKDPoChFIgyKAAGmuO3c85wDiTZbpwQgNPMQJIcgWyg5IgMOLQMDDRpEotCgoRUAQCZhGXTkhMgSOtSyBhj6PAxz16BpqMouzFWYpICLuZrXywQwNNaxBKGAA4bBQuwtDUJSphwsWGETFJMgnXruV6hJEOpYoD7xAT/AKsiyAA6gGIQ0AZM8/I2MliNgBIjyQ82n0CL6EYDoU6jlU+gYGgVIFQyNOx35sM0eBSKWYjRQYF9CAhQAlY0xH2KahC9QskIKFJJkS0b21BMaqZ4PZGLEQwAmKBgZed8hIyMfgb8H1faQJlpa2J+g5AZrCZtulkQ/FAsPK63DInPZoXdQvm0uK0/C4mWpQcIMhLWReLSkf5VAQIw+yBiBAqDIgUTOSGgAoRmIInBANFVGySGCA6AMGqS9lifE05BLEzpywrKuqM2Pkku+wzCI6dHEKInWeFmhsa6XXbDkEinCUazT0oTOudAquUFMjmPAgoROwgjjnaV7Zi8CNf7B1TE3SkctP2HokOVtLoIFjvJKAYICEtKZdFgFKZpxCB1LloBJ1h+SHzDgUxA/gkoqlJgaFzE0LhtQaFtQ00SgECSfDCg4jyhDNsbALPi2vcmWTJZsSTpzAyUnqdUgjEC8fwL4lK0ysNRGRhhmLozKyCj3kYnrkUF1xMhS/oQ0j0IDayn8LTfWoTU2GBd1WGQtbXMeFtmJdjiBO95lKksNEhrjP6Pa9izT2ljOKgRWNgMDfpuqjjKAoABEDh4a/uMYBA6TQEPL+1GehiLLoGQJYzs+Bs0wiIdBZ37UURIlOWKTGv+AKLAL1jWJFOGZA/EtRGOjNjnKI3gMWJDQSYIFWfIjTjK7QNLBi8kRUXpglSJ23LJhLRWQkiB0p+/gE/GUWAUDJEmYdJsEGCA1NUIdi8gPhhuV5AcNQJRvoRsmCb++zqewFUNjHiJ5vAMFaQsAbet9GQooeMOnf/NG5NKGx3mQ3l2DuyAnjI94iNsrTStQ2WoAKvuSNrH5WH9CZ3yH4E+wEGuL5UiHUlgk4BkILTvIENNJWCQBWnbYTTPgSm5YvCw1SFjDuCGipdRCbmz2++sXPv2nIGAiBQPcLgMRoUPvAQ8pMKgDhymgQcyQNZYhlyVyH0MJMEiUhAAGoU+1HKHZhdy7IKGTEhYpbyc6jFL7Fvwwyp55EFAwBizkeRYI1r9NyXM7m4YDvIdBBtKh+MDXEoQUo+o1WCC9PGMVDJiNUA951aZoajQIUkMiP0C9mYr8gIhr/Iw/MZEfSuZGMPMQHPy5oXEKUNAhkkJBb3eI5HYBBfiLUQQKRvkT8pEjE2bBeEbGWJVtUx+sAgjMJKRyg69LWQN1fkZtT4M/Xa+MjJ454O1JpAwU6AXCiJFVf8LA+A4eNHAdUQQOyIaVTi7DHDosUssOPurBreSGJSlLDRIaY9CY8T9ezibUMn5JuxxUBN9UqW2BjXBAwib49l3wIMBBMw4iVSwKGjTLsBXA4PgtILw/lfwLBXZhkxoGDkpygMGma2BhEqZB+xYieOiCBZEhdNpnYyhEQ+g8C84ZkHGebiX1EJVQyAQoxPmiBCGsQiIvRFYhRDyMYBWkOzdQxyAPdKfvxwheEvlBSQ6hcwmyA6JPoeWOLfcpcOcX8imgYGicEvmwW7kUpgAFaT8GKMhx5ENMi1+jlpWR9wdCBAvqt9O5E8LAX+FNX7ELARCo5Qok9BoZgz9B7rEY+uvXjfsY608wKspB5MA5S4QWXm7I0zY3dprsINkYd/PtXHKxbGX9E7UsNUhYg8EaFh8oxCqAUfQsqGkNKJL6sK1Y57J2LXXZBw0epHO36kaUPOwCDBJ/Q8ZElECDBgySryGXJXTERBUwsCQhURK5f6GXXSgYHaVdBAipbyExMnK+hQAWeFmemEmiIVwwO+rsjZzd0XXNjcT0q8gG0jEXJQjp1bUEUWAVer0K3DbID+qm65gaDWKmRqjjkJTOgmg0sDAGYewH7jhLPoVgaMwTL+UZGkdEPgzmUjgWQEHYhBpQMP6bLGCETZDtAx4o8PkkWRk1s4Do3IucjgafIyMekm+K9wfivUNyjxpA50kwYUVZrz/R0ih/QjAwDqdtlrDInEVojIsjQ3IpZWPcTSZhVRYvSw0SjPFvlLmVSIqb8BBKO/7uegIocjARgUAXROQAQoOHXLooAYeEbeD9C9tQAw2OLBq0RZZByxLa/DgGMDQj5IgSuxAZha7RcU6NMjGmIZThLabELGQGxzx00muumlWwgUXQ5kYBDKQ6+aoEEcAFogQRgEDZqwDbZQwiaFDgQz3U44br8kPoIZzunoDkttXTwjSw5NBJvJQbGksZGhs7DBSM2V2gIFV9QAHoAgXpRXOgUBsQilRWRhVhoCOhic8nsj4sA6Ac8RCiIzKwUDIwJucK8L1GqcRU8ifIF9+jU/0JfWmb+8IiN2iGdTPvhEXm2Rhd8dVsZwph+q2Wr3+ilqUGCQ0Mmh402pjFWAbf2daliBqIKAGIHDyMBQ6LgoYSyyCRE2MBQy5JaEPSkByRswuNcYkUsUlN8DAEiUGBBUn/LGChV4bImAWRJKxxId1zy2/nRXOjif2VdOARKGQSBL/Zy+O/Y2wseRWcoovjbjL/ABXYBnRZAk1dGyQJfIB+n4KCFlFykF9MRT4A8IbGWuSDhEi27fEBFNTokb6+AhR0b+vIXxwLJEChlpVRmJVSDoXgDfC5OqLmqN7uPaZGvGc0uxABjzYyJv4E+Zb7Ut8j6NYn/oREWvPTOn+CMV66M86Dhpb/liz/HdXCIj1oiB4FixgWWcvGKLIDiJ8//IzYreJgYLbAXKwyLi5psfxffxsshFj7AEaUANLlkUGI9TkDkTMPNeCQSxVjQUMEBwwiDKEkS/QDhihJ6CiJyBhMYxc23SxIEQE0kORZ0HkUrAIIi4EFaedDI/0DsGpuZAkijDYpEoT0qkqCSFgFC+5sMI5VSJYrQCBvmOrtU7fpyA9B25YNCstB8TgKPoVoolOGxkyG8DcR0/OlyAcAIUSyafj8nb95R2Vn3FmgkGRlLAEFYRNknb4BoZKsjBjMoYBkWkoEBJH9ifPRkxBBQ2QPCiyDQZTGjP79ebINv3bdn2DkDumO7+CZDf/3U0rbbBOAwKyCjWM5NNzp92VjBFLZoTSg3qocf2WpQUKfcVG/wQ8BiXoZuIlr4LLwvMsZCM08DAGHqaAhN0JqwCBppscChtz0qAEC4DM6yngSNXahsRSkCB8iGX0LIj/MnU1MjmPBgqR8ljwLwirI25DvaGMkhJgajTFheF3i4ZL1WxqJKUwxAoFVcIAozomxMazfwyqYbD+hTjp71bknN5oCB0btVzoZsE8hu/8M5HhZVy8ZGvPIB53K2bG8gAgADBANjZYSRgFQrMKxBgoAiKWCSQNC8R0PiyDBVHMoEGLEA+tLhvg30KNGhsgDAQUaCFSMjKpO+xTkHhEfAgyfbrhny/kTwEAk+BOCP8JLcoCDNRHsiEFxTg1sCI+0kVVQYZGBWRiRjVGiHSQD7W6UVXTD4mWpQUJfmRL1kBfprIfBRRlEVFmITlVWoY5ZSxU10FCSJ7YbMORREjm7kMsRml3okyJafusYCxa0Z0GiIUJaWW7T6sQwlIZN6nEhWn4o+jf0ggQhD9pOpsUCq+AQO2j9km8msgoMFIKpMQMTiYchaNz5m2q2H6j9hZassWvJAVnkA4AkRLIPKKBByM6IFnB8fY4HoOAsYM1ooJBkZQzAL16PYmik/JUFo2T8VcIhGkAbGZOIBXXq4UfSoBJlnwJx29H+hARoUADIfhWW5cTnY1TaZhD/rTXhW8sOraEgIU6RHTYIcLR740A68ue3lfVP1LLUIGGM3DCliCwxGmD0ampdAJGDh9z7MMQ25KAhlydqLAMQIyecMZMAQx5WWZIjcu9CGK1SRUZ4A2MKFhpyweQoDxptbNxUXgXLuRYcuTDtWYWYlCnIDvz41mGT2tw4RoIID+uCsTH3KoQHs2xwiFVoEUMls+If7dLxl5eS4ZdcZkmSYakT8ICyJyIoG0pycM4fUx75IEBBcimANf5SLoWmQS2N81IABZ2VMTMzpjkUUA6NVM8iDRTE4NgxMprYqmNk5LpioqWMHQi/eVaf+hNindyL/q/WsT+hJyyyMlqk3bLscOJ2vMtUlhwk1CMbasVVfAZ+e8OAQ/sb+qSO0rYcXMdoOQU4jAENY1gGS2Y0w5CHVZbkiBws+GNKwUMDF8MoNWjQIZQKLIixUTMLc2oUm8B1QXaIbRKWQfkVZMRJ/1AckCCEVdAP3eRNfYBVYMY7/pJxGCAAMVQScfspu6CYA1UveROc7mwSCqPALuTvtvpPQEkR1RBJVHIpTMzOuKNAIZxbHSj48x0ACjorY55DIeRGICQRD8EkKJ2xEazkfwLlOUlSN5v4O2kjY5AUVF0HGNhsPpkWAKL8CeG+jaDX10V/gjEGlgxaZ7zswGOoJLKDzqMgrIL6m50iO7S7aFzkn2xL65+oZalBwiJlq6CiD0gMMhGFP4oScOgcIlVm9H4qgCHUURcwAKgCBknilIdVWvi39sa0CbugB59ynQdCV4qIoMG/ddTAgpYh8mgIPbiUZGy0TrwLMceC9iv4HPVtVYKQy5qwCkIhmwmsgjys5fc0E+WH8PtSaNLrU0g8C6x/54ZGeWulCqwohUiWcikcj0ChmkMhAoVRWRn7cii4yBoAgB5eepSRUTr2AOBEfuDhzPnHWcifgOhPkOunx3eIjAOS+9EPhGZCWGRr/O/SGmY3RH6QFxV0ZQfPKvDyCbIDbSMLPFRWnoTFy1KDhMZYNGaxG60NsW/9ZQhUaBAxBCCK4KGIprNjU6tppmGIZejzMgwBBh0locMqa+xCzbswBBYcXPQpMDgYCxYaowagUTppnmNhHoADQad5LkkQSdbGnFWQ3nQMq2AQH+5D8gODDYsMCIRtY9inoPcZkjBlhkbLN0RgD9Q2kA05rTs6lUuhCBRoQnbGYwUUgMgS9AEF6XmnhkYSFGAAOkDBIDUygoKRMQ47bQLgDM3Ct/IzmH5/guxLj+/g14n7CIAW0Z8gsoP/zTiNMydZ0qNFdmUHFwaB6pMdJMmSNf4ZsJGncl6V47IsNUjYSpkCLvoARTWR0wADUWMdylLFdNAgT5A8VwNQBwww6Jge/QtQTKFaYxdCCumMXZgEFng7Q8yCJGgqGami0bFrboRDnIYHRTISnURBuCBLyMdGVoHbbplV4K3k8oPrS+msWIXuzUCF+QJQoMKare9Ew5DTDt6boIFCNopkNTvjcQ0UWP/J0zcDESjAIIQ/QpgFUoCCyhEPYmRskEY88DQIneyakBBea+IyYQZyf4LcT07dH9JegGoOIPPxHYwAYOVP4PvXSyOp7BAMjMaExGUSetwnO+QehVKSpU0e/Mlh94yLKyZh8XLCgoQppQ9Q1ADEEHioehZGsQ110CAdQYllKAEGWbcBWFes+xdydiH3LpQiI7bCLORgQUdD5KBBA4Tc3Ch+BS1BCBthnT8rGQ8isArOwjQxP0HRq8DXr49VCGFoAgrkhzAD8oOaJD1X8ykYMC2MgqERXgfPMzTK9pUvAajkUigBBSBJxLR0QCFPtuSoG/HQAkYMi8IKgdcLEQ8YbWT0ngT2C8CMT7Sk63KQkPgT5L5Dkh0S+f2YAIiu7ACLkI1xSHZIWIUp0Q67mUxpFd2wcNm9X+k7tIjkUfqUipgt9Scu6/7n92GST95GMk824DTV/Enq4X/sNd7GujFo4EfRlGWNAdYMtwOhAWHdOKzJBw4NKMyvw3/WTIs102IdLRo4rJm5nzetn4aaNnOcZDZxkt1MvtfMHOu83hq33WM3cZLU2TlOspvYw/Mn2U3ssXPMrMMe69v67zlmtsUe22LNtli3c6zbFuuNn54Zh/XGL5sZh7Wm9R/rMLMOs6bFrPHfjfEgpGnkQ7CNg7XOA4iGAEswDXeGDfmPAajxb53U+A6JGp5uoOalztdD6k1c7hrdFqDGwDXGd8SWtxU+xrfnaV3v92vUvOH2NkzDGlDjQRCsr4cxQMMhjdb6ztBwO56WOj/dcCdjfIesp610QFJv4xu9tAGiPKD/hmo+n1rRoEIDeZl2xG/VLnT2fp7Yw8BON+J6Ih/xENqwRyMscx50ON43f5vWG0BY0YFxxKCNfN/tPAsR6sN3Pl2ug3zz9uEA25ow7T8m+5ZpDwz8x3eEznlvjnOeZWsZMBPgszCSDd9z/pZB2kT6k8gkYfwkP8omzbjOvxTs7iiQW/8sUm655RacffbZOOmkk3DgwAF86lOfqrb97//9v+OlL30pnvnMZ+Lkk0/GxRdfjE984hNJm9tuu02xnPHzxBNPLHaAI8qKSdjBUgIKJeYhZx1qPoeSRNGVJ9T2CwyDnskZhlqUREmO8MfBfgaSVKvUI0VoZsHLEsAM/ErnR4jrYRZ0NERDLiRlaozDpmvQGi8n6EiIhApVbzo68kFPt84C2thogNaZ8GZpmI4tswpektA/AzFj0Cs/JL+JiT9fzacAIR2ELUBhKfVM62/fWZEanSwwCpxLoTzcNCJ7IAewG4zC1KIZBWDxZEuliAf+7ozxQN3UzaYt+BMoMgdQ/oQwYiSzFklOBV63kz9B2ujlAhpy1gCFsEhtikSUHUjnTdCDQEkuEjMu2kEPKS2yg4XDfCBMctnLHXfcgWuvvRa33HILLr30UnzgAx/Ay172Mnzxi1/EmWee2Wl/77334qUvfSluvPFGfNd3fRf+23/7b3j5y1+Ov/7rv8YLXvCC0O7kk0/Gl770pWTdk046acfOYwUSdrmMAQ410FDyNXTkCSoDhiTUsgAYcg9DJ0pCgQXp6IN3waS5F2pSRNHkaHh4aRMTLNWiITYxg86zENI9cy753NyY+xVqEoRkbRRjo86tIOGS+QiTiVdBSwYBEMjlr5saY9ZGWU/JD0CvT8GDBwUCkjYKjGgvQ2KQU+NAqDEfZFM6l0I5OyN85wnEt+qdBgpTZQc+Nr+elh14fmwOhVLEQ83ICKQZGVu+spaykEh1iAIMgtQQf46SPyHJn6D//DUgkHsj3IuCHARcpLKD3Ice9NZlh7mABstAgTt6i9wbFMd2KA0pvYkZWppP+y23UDwbsDhzIbfdkSNHkvo9e/Zgz549xXXe9a534ZprrsEv/dIvAQBuvvlmfOITn8D73/9+3HTTTZ32N998czJ/44034qMf/Sg+9rGPJSDBGIP9+/cvfC5Ty0puOA7KkEwxVp7w2yrLEgCC9LBmbEeSWFOSRNgG2KsAL0PkcsS6cWgMVaUIPx+lCC1DNMaVpQgr0kOUHUSG2BOkiTZIDsm0bbldbD/j+ZIEMbMumfbLvPzg50WOcJg1Do11sIaU/OCC/GAtwTZeejCNi9IDSxIiK0DkB5EiSvKDnrdqOU/DahnCdNvmckMj8gJPz8DygpYeUhkifBrjO0/LnXojQ2z7Dlakg8nSA7CY9DBVdgDU27/jLzWvB9GqSQ8UJYhUoohcdJAeeMwL0/J3WO5ZBuMIaPmbADieZsmgT3YQSaEuReRtTEd26NYb/yHD8sN42UFGa5XvTdf4b7KJ7OBgAquwSQ1LDT5UereKGBe38gGAM844A3v37g2fUmcPABsbG3jggQdw2WWXJfWXXXYZ7rvvvlHH7JzDN7/5TTzjGc9I6r/1rW/hrLPOwvd8z/fgp37qp/DZz352gSsyvqyYhOOw5EBhEaahwzJQtiy8qqgNUToxJEdodqEkRXjpQeZ9VIRmFhxLDX53PvfCBkk2trrBUc41MAoqbFLMjV56sMrkmEoQsAhUKYCwHEBgFeYsP5RYBVgHZNfbUMyHH97OZMaxOUze//M3/tao5EuRBQg8gPwQCZOgtq8YBVme1Cfz8TsJkUxkCN6W9M2eBkDICVAY72GS9BDodjk0kzIKQGAQtoVRkDIUGqmbkmd7qhEPYmQ0SoJQqZtjgiX/bVpmDUhOQ/0Wyrgo64T8CcYfY5I/getgYprnaHCEioZQ95iDYg9KsoP8Lv2yw1CSJUcWThkYA5On/l4b7G4ype0qDz30EE4++eQwX2MRHn30UbRti3379iX1+/btw+HDh0ft6z//5/+Mb3/727jyyitD3fOe9zzcdtttOP/883HkyBG8+93vxqWXXorPf/7zOOeccxY4o+GyAglLUKaAhqmAoeRhSLM+pnKEfjhr70IeGaGlCAEL2rdQkiH8vh020WDNAJs0K4MF47BBM5TCJoNfwbImGnLOpxKEdU3I2qgTMVk0Ic+CRd2roPMqBPnBMUMt4Wd8TQejH+Q6F5IvWaGa1UNeuuZUhoiAQPUDIcLBBrAwHijAQsX2M1CQaIcCUJgkPTQeciaygwYK7AWoehKmAoWpEQ9J2KPyJ0CN8VBL3SxGRiBeq5o/Qc6l4E8I+RP4uBMpQoEBw4A0uR9c1jbUyzbLsoOA2yHZoTfJEgMPkR0k4gEAGnJwIGxihvluyg1I4fIi6wPeD6BBwlApAs8RbNhHPvIR3HDDDfjoRz+K7/7u7w71F110ES666KIwf+mll+IHf/AH8Qd/8Ad4z3veM/q4ppSlBgktuTiE+0BZNOnS8Vj6QMN2Awb565CQyhq74JmEaHTUpkbtW8hNjjVmwcECZo6+0EnvUSibG8WvIIyBhEqGGG6LqrHROtthFcSrgAKr0Iq2XzI1hvCzbmcv3bP2KcAYpmuk6YBPISkx8VLKNCAxOtqxQMEBpsm4CDEx9jAKIURyCCiYgj8BKAIFY93uh0Zul5GRUEy0JKSB/rMb608Q86Ix6pwUGEgMj8EPI82EXciyMart6kGg/L3ufP4QnrdN62UH489xTrY4pLT/G7NorIv5TtjE+J08CuSpp56Kpmk6rMEjjzzSYRfycscdd+Caa67Bn/7pn+IlL3lJb1trLX7oh34IX/7ylycd35Sy1CBhShmbYVHKMoEKfayLAgYdJTFWjtDsggYL0mRRsDA2zwIAaHOjnKdlcFCTIOCAcmrZOBaEZhXkrUiyzc2V3GCNK7MKualRXz6msDvRD7qzFpMbgJApT65vfiubdJLiu2v29uSXOj5WuxWgYOuMQlV6EPlEgEI2zHQACkS7AxSSegYKwDQjY56RkYipf/YngI2NhURLcAqqMZvg7wX/9xGjHCTqARApQu6ZUGfiPRPYhUA5IZEdSJSyPtmBZQ4tO6RJliqyg6MsqVlkEvLcCf0D5C13WV9fx4EDB3Dw4EG84hWvCPUHDx7EFVdcUV3vIx/5CP7Df/gP+MhHPoKf/MmfHNwPEeFzn/sczj///G057lJZapDgnbLjHxBTxm0YAyqORyCxKGBIU8KNYxf6wELuW+gkaDLdiIjJYME4bHI4lQwitYkmrstvLlqC0GyCTsRk2WxVYhVKERCWH46ts5AnriXOfQ/FKrS+MxHfRlV+SFgF0ZD1G2J845NuPflNgKSDAAOFhIIOKwigqiRdkt/UUTeNc9jKAtJDPtYDeJjpFmWgwNdxx4DCooNBCT/vQl7SKE0oFqHjTxDAIN99/gSBD0ZYhcgiBClCMQ15WGR+XyQfiyBp1GQHUtvVsoNpKJEdakNKw7EvqSdlc7ubaZm3S2+YUK677jpcffXVuOCCC3DxxRfjgx/8IB588EG8+tWvBgBcf/31ePjhh/GhD30IgAcI/+7f/Tu8+93vxkUXXRRYiCc96UnYu3cvAOAtb3kLLrroIpxzzjk4cuQI3vOe9+Bzn/sc3ve+923h5PrLpF7u/e9/P77v+74v6DIXX3wx/vzP/zwsJyLccMMNOP300/GkJz0JP/qjP4ovfOELyTaOHj2KX//1X8epp56KpzzlKfjpn/5pfO1rX9uesxkoAirGfoaKlzu6n+Ol1CIm+iIl/HrlCIk8YVMeGSGJmkpRERYxQVMeEWENJ26Cq0ZDlCIh1kP0Q4yEiBEPOjGTj3TQURA6EdPMtlgzDnsan2xpj50niZd0BERjfNKlUgIma320R9NwtIP1yZdMX/SD5Qd1Q57G1xEPVkdCyLdKvGSRJF5KEiwlyZOybeSJlvS0REyE+RjpAB35IImWLMpRDyb7SF3T8Nur1NnkO494ABDbctnWZEuViAfSoENHPADQiZbCdBbxMC7Rkl/fJ1Ti6AdmEIzzzEOSaIkQIhh0NINEO+j60D6pY+ROst5AtEM4RR3twCO5crRDyzS+JFdyMOE7JFeCjMliQsRDS7ubTAlbjWxYQKq46qqrcPPNN+Otb30rfuAHfgD33nsvPv7xj+Oss84CABw6dAgPPvhgaP+BD3wA8/kcv/Zrv4bTTjstfF772teGNt/4xjfwK7/yK/je7/1eXHbZZXj44Ydx77334od/+Ie3fo0qxRCNh+Af+9jH0DQN/uW//JcAgD/6oz/Cf/yP/xGf/exn8fznPx/veMc78Lu/+7u47bbb8JznPAdvf/vbce+99+JLX/oSnva0pwEAfvVXfxUf+9jHcNttt+GUU07B61//evzzP/8zHnjgATTNOGR55MgR7N27F4e/dAZOftr2vM33Dc5UX2f8jXM8sQ41IJMDIz0stk7nLPV6iGsxOkqdU+u1Yb04hLVDHE++JR8i1YLzxEs9fGKmlvXLME0+fGpDsrdxvV9u1UPIhsiHFnHwKFkuD670W4VwwYSwrrmTUC/PKujsc44kTMzyx4R6HUom4z9QGzPdhYcyP6BNMg3uJJj2lwe+rpN56UAcYOXtPywvh8ul9dm0dE6SGZDD9nQInywHd4DGOb9MOk3uKGN4oOpUOXshqWmd7bCYDdHfaOWOHZjGJgApsNAhl/K3WssQmYAbE0M9GQD5OgtYy6GmNs5zSCkZA8xsEYS5RoEzCXFVWTNDVs1GTyNtp7N12qxNAkQV8JQwXUsBxBrrM4sK4JXQXw+OfViwgGYdRjzjbw28Z1mIcvvtJ/C7F9+Nxx57bJIZcEqRvuLs//bbsE9ePOGQ+3+ewFd+8Xd39FiP1zJJbnj5y1+ezP/u7/4u3v/+9+Ov/uqvcO655+Lmm2/Gb//2b+Nnf/ZnAXgQsW/fPvzJn/wJXvWqV+Gxxx7Drbfeij/+4z8OhowPf/jDOOOMM/DJT34Sl19++aSDb4m6YxFMLKLJ6w6xr6SafnnfJfBQ6piPFXAYkiRyOaJudhwnRegxI0oRETBIZAgdOgnjo6mLMkQiL2i/gsMGmqIEIVEQm27mszVKmFby7RkBnYSp5E+QMSAkVFJMjUADGYJ6Dm/68nEbKvpB0b9BfkCc1j6FRHOWqyuJl6QwC66kZlVkG/mdIHS2/ID5tNDunbVGSg+ojx7JNL4BQCxDIHgVdinZ0nYbGWtDS+f+BDifcMmVx3eIo0LKT8C/E0cmBKmhFBbJcsUo2UHJCzXZwf9AfrTUfEhpP7y17chvc5EZyKqRIjk8ksF6Y5wINatynJeFPQlt2+JP//RP8e1vfxsXX3wxvvKVr+Dw4cNJ8og9e/bgRS96Ee677z686lWvwgMPPIDNzc2kzemnn47zzjsP9913XxUkHD16FEePHg3zkvXKje7a06I7+jEgQ3eQtT0OgYcxwOFYgIYSYMj9C9XoCFIgAuphBQyChdCWPQsun2ew0Aiz4HsNRIGcDWSEjl9hA0jSPPtzovDblYyNkt7Znw+fhPUsh/jxbMifQGkdMlMjO78BhxmQjDSZRz+4cNp88uJTQOpTSEyFRtZRHTkQIh+svvxGT5Tu9RI40NMZYKhsrW5mRBkoyD0lQMFw/bEECkm9w5aMjGrEyKH8CcFAmPsT5FKBymmboYCAeAl4OvGiyI8VOn4V1WABGZGyFu0gPhnHCZdkSGlv1m2jebFnpEg/voPKwigUyC6V1SiQi5fJIOFv//ZvcfHFF+OJJ57AU5/6VNx1110499xzQxapUvKIr371qwCAw4cPY319HU9/+tM7bfoSTNx00014y1ve0qlvQQnlPb6MhxYWthdIDDER8W18GDgca9Ag+5vMLpSMjhOZhdzgKM0lKdMUcyOQJmMCYhSEnINmFfzLrQmdfnBiUzevgjAJeagkHLznQL1V1XIqeFbBdyy2QQyTTLr3zNAY3voVFSNvjoIajO+sQ4ikLvLgT95Q9ULqtpkKFLhXS4CCUO9DQKGxoFYuJIaBAhCAQQAK4UAWBAqLGBkbXh8CGBgQhGgDSvMnMODQ+RPiXxhPy23QojysNAMBH90QAUNkDwSAIDIEQMIQdJIsKcaqG+1gIOwWyPDp+XvZOcsjtZqYsjk8K9LcCT4nCctzxsLtqnFREM8W1j9By2SQ8NznPhef+9zn8I1vfAN33nknfuEXfgH33HNPWL5I8oihNtdffz2uu+66MH/kyBGcccYZICKV9Gd8CR3eCLNTiza+JZdKDxpujCmCh7HA4ViBhinsQi2McrvAQp7BcQxY8P19JQpCJ2KS7G+S9KXAKuR5FSx8eJeAghAqKbJDOH3fyYGvXuhErL825TBJ182nAKGANbMA/0YnV1O//alLn1z/MJ927eXsjFsHCiAT8ynoYaZDRyc7XhAoMM2fRjno6e0FCqWMjH699HetJlqS/AmAnw/hkGlYJDE4kD1JtElnWGloqUGHSMpPlMoOBAUcc5YhYxqqSZY4d4IlgnOp7GDUAFDV3An+jxuW/FgOJ3LHu0xlMkhYX18PxsULLrgAn/nMZ/Dud78bv/EbvwHAswWnnXZaaK+TR+zfvx8bGxv4+te/nrAJjzzyCC655JLqPmuDaCzOJPD6RP0AQEpvkzqDkDMQNdahJlUcD0zDELuwk2ABBbCQ9l/jJAjQDDDzABoAeFYhvJjLvlNWAa6bV0HqdaiknKYfHS+VHwyAWvKlxKcg2zG60/Un6w9ThUiG65ffmNKyLCzEEltIP7AwUCB08yiI7q4TL6mMihIC6Dt9MFKReYPOgFA67SNQBArbEhoZzikDCgAm+xOAuO/AIMgbuu+Rk3BIKH+CMdlgUPy7C2tgMtlBywt9sgOhLjuo62Vcn+wAlso8IHLOMkvGidY4gqHlPAmOrP+bULkTHFm0hnaVSRDVZyvrn6hly70MEeHo0aM4++yzsX//fhw8eDAs29jYwD333BMAwIEDB7C2tpa0OXToEP7u7/6uFyTUyiZR78cBg59NUPi0lc8mOThmLfJPbR1X+E+MlvoDoNNOylBI5m6GXfaFUvppFSrJoZC6vhY+aeFvwjx0Ug8mlYdN6kGkxoZM6jDJ3nBJO1dhk/Pke8ahk+LY1oNFrTdzzAyHSVqHmYnO78b4jI+NpRAmaW13kChjo5vchBBJIBkgypJysvvlvSGSenniaI+hj7CILnkJieyEUJqsTjnwjfE/mEkHheqGSdoIFNTgULq+OCBUHmXAZVRo5JSShD264nQx6kJFZVQHgpLpPMrDIfv2n1JYJJLv+JH6MB+WpVEt4LYBKDjEMEhKt4fAbsS2EpETTIzO8CEzWOCQyJa9Od2BoGwYAErAxK4V2obPCVomMQm/9Vu/hZe97GU444wz8M1vfhO33347/vIv/xJ/8Rd/AWMMrr32Wtx4440455xzcM455+DGG2/Ek5/8ZLzyla8EAOzduxfXXHMNXv/61+OUU07BM57xDLzhDW/A+eefP5h+slRadN4x0uUV+FfDr7KtzvDL0Jp8dx9FNqJ4/xc680yuKEkUNXmiJk3sJMPQJ0V0kjQVEzTVmQVJ+ZxncMwjIUSSSMyNFQkiDhgVjY0AOqyCZIWrRUBENoF9DSoBk7ALufwg0Q9DPgVNR3QNjYhviMwmePo4Us0G/OYZbuwBRsHECS830OKMgg10TOaYVIxC4lWAp+BzRkElXBqVvlmiI4yJbXfAyDhpaOlF/Akkw0lrTwLLDhT/hKJskMkObkB20INASZ2+D/KPmCm1xKUYCi076JTNkjvBGMnA6MOa55yMrGRi3FVPwqosXCaBhH/8x3/E1VdfjUOHDmHv3r34vu/7PvzFX/wFXvrSlwIA3vjGN+Lxxx/Ha17zGnz961/HhRdeiLvvvjvkSACA3//938dsNsOVV16Jxx9/HC9+8Ytx2223jc6RoMsm+Y8uzQhwqrvgUncq4KJ0RC26IEJS4Obb6ICHbLZBwbOwIGg4loBhCCyUTY49MkRom6V7prK5sU+C8FEO0diYjzLpjzMaHEsREFwBS6RkCAodoyUKIZOJymKhe15UfQqNm2ZohBpJUk5e7OYlQyPCqp3in/9mMaBAxH9wUYIIo0ca+E7RpkDBexUYEHAHb4KUFL8NEDv/WvrmZLwHs/1AYcjI2FlPyQ5Q/gQtO8C/4Seyg7WpP0ENSBNMg1uRHQRsKDBA0PUF2cHEfei3aQ9e/L7ylM2WIwgSE6PlwdUKJkZaRTcsRZmUTOl4KZIg42++8N146sRkSkOtayCjtF4OIkoMRL5eDhxy82RnebaFfB+lJFC1JE877WHIZY8xyZnyxEw6KZNTbfOETGEZTDEZUykRU0i+hCwhU5aESca8LyVf0omXZHpOTUi6JFnmJAFTKfnSXNGyLSdbmnPCpd7ES61/e0NIpBS/TQv/ZqcSKyVJl1pEWlmmVT0cYDm5kp/OKGud+U/qW8QkSyExE4U6OP/mbEIWQv9mbVrubVoXaPiQcCl8L5BsKUuuRCrxkq+Y+KgLoIVh09RES7bx7az17SQbJa9DnGAJjY1ZK8O3LOfpWZRyHKcwJWvgZiIPbXOSJZlWmUAlyZLhaTtznjWoJFlaC5lJW6w3LWamDRlM14yD+38ex4d+7I5dSaZ05gf/37BP2kIypcefwIO/8tZVMqVlKxtksTGARhuTPhhK8kSjOjMdSaW3HKWIWOeydiUGImceOqxD/tzq9O/xIZebIXOW4VgzDDVmQY4pZxaGDY58Hpm5USSINrwOxaalKAh50R3LKvhvATHMirCpsSY/eEbBJfJDl0nwkoSfFlbBN5oBZUNjYAaU9MAMQhhyOrAGivqXy8jXIKwrbENWFmUU/Ium/tFMsk3i8zNMIgRmQQb4YLkhhkfy8etxHsbmULDAtkY8hIuoGQUXgEJv/gQ0kVkQ2QHw5yvPJPEoFIaVDpycsYnsEE4DwjCUZYc8yRIxG5HIDvJzskLSJzvIPRe2ZciDVws4Z2Bt2cQoORTEvDhnOa5pKLJ0q3Jcl6UGCZuw2Awac/mPv2aOsap9nkNcgIUGFLJ9ARF9AMLly5k2D2Vh0FCXJhYFDLsBFmTfNc9CFSxoCQIID/k+CaIcBdEOehV0BASAQflBBosKfoQs+kFkCJ9PIQuTbJD4FHyv7aDlCD1AlFM/UXJ7tAZkY2ikYQmAso5aup2Au0Q/z8ogUCA1zfXeyV8YPVJtMwAFIOROoAapBCG/bykrYyU0MuT4ljd5DRSAruwwtWT+hFifyQ45UABLArnsIP6EXHbgfRXDIvlcQmisyBETZQcjbTJAkPgNOAwzefthOcIYFHMnkPHH6UMiKZoYeZ+WIliQTIyS7tzsIoW/khsWL0sNErRDdkqKTyuadqE0oA6wsEjb+w4pXccfj7QvA4ewLGMcNNvQCxp6WIZFAcNOsgtjPQs5WAgZHBNWwU9ocyMQXzyjyNpN8TyGVQByM6N8d02N/tgVo5PlUmhMmnxp0KfQtB1DY7ISZ2h0QHy4Iy72p8RvfJpR4PYCFJK3y8S/EMtURsF7zyrDTCetFVAAd+jMLPgLXUi2NBAaaQxFNkH2tVNGxin5ExyhNyxSDystRkZH0FkYTas7ZQYA8ST5YRN/aw0KdJKlNBRSgZ7ACKgfSX8ASBro2HZBEyPnSggmRmYVuk6uHSzCmGxl/RO0LDVI2ITFxsQbrQHFt83Cshxs5IAiBxEaQOQMhG8r7RCWlRgHzTbUQEPHDFljGSYAht1gF8aAhUXMjSUJIo+CQGe6n1WQP4k+UyMwTn6IjIKDGLfi0NNpPoVYZEXpfOK+LR+VdMGkTi4ABWRZGpk1kFaGTLyMLVD685kCFEiccRlQMMQZAuWt2PqeJh57JSujTrYkBkfLyYek85erwG2PmZERiABgkbTNPbKD6GnhL0VkB2YCwngfnFkxZl4sjO2gOvawnkgYClz46XLuBAirYfnndp7Fkv2PNTE69uxYQzC7Kjdo9LPo+idmWW6QQI3PfjeyeBBQLta4ruyQAYocRGgAocGDvGW2MAlw0IzDFNCQUp5UnFwUMOwmu9AHFqZHQvRLEEOsgn8Fdh1WAQbIQyU9iJiHtM7h2JX8IPKC6uNH+xQCoQJP0SbyQxb5YJGFSJp40j79bj7uA7zhsYmMQpAegAgUsj7TIPajetr3CEpuIA1Z4t6pAUzLQAEAtdypy0+nx3lAT7KlWmhkT8RDKXVzp2zRn5BPLxQWqbMxjpUd+NjHRDuIDyEwAY7vLwEOwjyEjt/X5SmbI2sATrTE5ySpn8lD0tIAUMZY2KaFDCdtHIXxHXYzumFVFi/fASBhfOjkJvgNsFCaAruQu/NbtW4OIJLOVpklddpoobC1XJGzDSXQMIZl2Apg2G12YQpYGOVXUCGTsnyQVTAt8rwKsrl8DAj5DuwCyw9yzP4cohQR/AhU9imAj82iwQaQgQYvP0iGxnkrYZU+lXPLnU0IkRRIauBz/Texq47gkjpAIaHIK2bG7EIX64Vx6ACF7O8p31LiRwiAAWkOhb7QSMknPdLIuOWMjCPyJyRtnQc2o8Iiw2iYkWEwLfwrjREwa/35E7wXQxCii8AgH9vBCCILngIBDUqKkDr9Q+WfAROjgA6yCNp/amKMmUdbycCIBuR2ESSs5IaFy1KDhA1qsDYxIUctDbMr8K4pKHBo1b5SUOASRiGMN6CYB2EdcsahxDaUmIYhlmEIMOicDDpKoo9dOB7Awji/wuKswkbodVxo08JBjIxyHPlgUVLy6Ad/XnHshxwgzPm6zxVgyxMvoW0QIx/ikNOyIWccXCsdk68Lo0gqoABkPgEFFIrSwxBQ0PcVxXotOQAUOv6coi0Bhd4cCotGPLRtFygA22dkHCM7QNgFRNmhMQV5Qih8SmQHNJZ1fmZaWGfIox1qSZbI+PTKQvzk0kInysGoPxWWe2q5E/pMjJFNYHaBTYvaqCsZGHfTuLgCCYuXpQYJR2kNjeq4mwpLoIsY0PLSoruuBhQ5iEgARIVRkDYaOMROJUoVwjZo0JAzDWNYhuTNEdnkAuxCnxSx3WChLxJiUILYAquwTi7J1hhAg5kH+QHwUQ8yBLXID/4oFMDhfkuP/QB4Y6Olxo8Y2Sc5qLroU/ALJERS120VKAxGPWiJIf+boVjv5PwFKDQps6DXkY6plGypFBo5OuJBO4l1BMF2GxnDuWigwG/6Q/4Ecf3VsjHKIFDWDssO3DEbuWd8jxze+rUXIQw9Ha6732ZnpEj50+GfzuiOVe4PK6AjMzFa8qRJYmIEZDhp8SeEYaVptz0Jq7JoWWqQsEmzRG7Isy8CZeCwyd9CH3PLTnsNKDaz9jUAUQIPReAQIhxStgGog4YhlqFVb9FNBhgS02MBMNTYhZoUsd2+hS1JEOpU/fkThlgFkL++zpgIPIzDOmG0/OC/hWlglsFGKULYAzE2Sl1kFhyAWTA0ArMUPAAhlfMmoDwKcUPkDN9//PYtPQYDBSFd+oBCMeohL4o5SAsDEQUayt/p6n6JZw3ENV/Kzjg64qEndTNfyC5QCAczASho2aHiTwCA0WGRHdnBxmyMEu0gskMp2kF+M3jgYKBlB52m2UtAmlGo5k4IbQpsgvI/hLdz8gxCXLc7nHQpJLJvBN1tLyQIaQvrn6BluUEChj0JsrzsReiyCnkKZM0w6KRIGkAkbZTsIOAhMgpRspBON2cbBDTk8kQJMADoMAVjAENJjqixC1qw3A0pYhEJImEVgAAG8nBJzSro1M5rxgX5ITc19skP6XcEk2vqfEKopDpMAQjerzCPvgXMQ+RDKCp3wmY2L3sXS6O87mmgAGvC9RglPag3xngtpXCn3+lPxcDIbYiYDaA4b2SbJtuavzAGiDkUGDAAGB/xsIiRcYf8CYNhkRNkB7lGQXYAkI/tQNx5exmAZQcGGMGo6BQQYBAwJndCr4mxEBIJlhMsUfQnkIEjRBaBQyLJ7V7HK5d0K+ufqGWpQcJRmsFSego26+RDIWEK0l97E77zDvMdUKHYBEqZhggOmlAvbnfNPDSho+syDjnbkDMNWp7w20/fZJsO+4CMKegChqJ/YSK7cCzAQkmCyFmFlsFBR4IYYBWg6zNTYwAImfwAoPPtjyLeYzqfgjALJUNjUXIAsbExAoPWAGjjvDE+7XQfUJgsPdSKsAX6iUlyziaea1jMHAZlTEYGFAZDIwEkEQ9bNTICu+tP2G7ZQSWRIi0nyP1j/G/bjW4gBMMiITAMui7Uy4+Tf8aaGJGGRDpnYTmHgoRF2hP47XyZylKDhA2aoaHhU0hBgKo38oYW2YgAMqgJHbAGEpvU9AKIBBzwwywm4qkDhz7QMJVl0IChMxYFxQcMVyRffplMHB9gYadYBZEchFXQpkZ+yiP4EzL5Qad0BhRog4sJl1QOBX8uZUNjH1BYBwq5FADjDOZqQwEohN+1CxTGSA+DQEFfPCC5b5IwSYW8SlkZOTDDr5OFRnoDIwMG6UCNGgxKhUX2GRnRpmey0/6EzjSwmOzAhseO7JB8wwMKIHoSWsEf/ofupGw2SKcZq4wyMVqKTJiwCxbsTaDAQJExMJZZhFpIJMsO812VG1BgwCauf4KW5QYJbg3WxVOohTdqEFBmDdI7IAKCFEiUAEQyaFGQGmxnfWEdQvgi/4GEegUafLRElCdKLEMfYIj9ddf0WJMj+tmFxcHCbkgQNWOjZhVaOT/VEZSyNcZzd1X5oZR8KXtB5roZYNrQ8eeGxrFAIZkOxTfqAAUHuHC7j5AehGpmkoRI0jtnz0XKvzVLwFXat6CjH1RWRnnjz7BaKKmBUdobf4CaRZAfr+RP4C16UBDZhJI/oVOOB9khT7IkbIIMKW05MoCZBXYH+lt4IGVzzi7AYJyJUSQFIHa4CUAICJT9CVFu0J/WmRgSuavRDXLCW1j/BC1LDRI2qUmiG1DxJ2jwkAKG9G3IZsxCA1cEEr5emANJ0+sCeNDMQw4c4qiHPaCBvHxRYhkkIVRJlhDAoCWJkulRR0n48x9gFzKw4JfZcPx9YGE3JIi6sVGxCuHn8w/LPFvjWPlhw8TkS0M+BbkmPJEkXoLz91QDH/kgqZzlW8Z8CH+iCigYtfWpQEFLD57mL6IbqFY9xeitp+ZFNZ2ESFJ3f8l+XCHiQaEm/3NwhyqvwVvwJxTzJ0wpOyE75EmWWpaWZEjpluL1EU+BHsdiKHdCn4nRIqlHmN5qSCSzCSw3EAC3m3kSVmXhstQg4Qk3A9xadXnwDxTAg2VpILQFhXZdsOAferpeAEQfeCgBhyhXsATB7UugocQylGQJydNQYhgcUUeOkPOpsQvDYMHv2S87NmBhKquQyw/+fNRbo+maGkV+KEU/jPEp+OOL90eSnIv9CYPMAuaQwaHKaZQFHOjpcUChk8I5KV2gIC+Nmj3QQCHiGP02nmVlTHIqxF2F0EiWEoKBMTEy+o61aGTUGRm36k/YzrBIoJyNcazsUBnbIY7xwFefq7V8EHIncHudO6FqYlSAYlImRm1iDD+V36brhET6iJ3dfDs3iqBZdP0TtSw1SNigGQxJrv3ur5hHPiThkAIIeL1N3aYDFrogYlP8CAo8SCijBg8NnGIPaqyCKTINJZahKEtUGAYNGHI5ohNSqf5eu5EROeNiPEsBlYhpl8HCdrIKQ6ZGHf2Q5FGo+BQknwJQNzT6Y5YLGg+vT3JwgWLPr4ZVW18MKPjUusafu3QO3Kkbnsy9lhEwGJYpVN+q5QiJdCCDJIeCTKpshX6J34tMJ0ZG45mD3oyMW/EnxAbjgUImO8R6ZglsYdlWZAdCmjuBiDtlBgD6ByLqmhgJwyZG1T7IC3wYcZ43Fr4RQIXfrgnHSHy8/pB4YL5VMqWlKEsNEp5wa7CuLDHkRafSlZLnULCIbRKwAOqACM1ECOUvYEGDh000aKQjY3o5Zxsa2A7T0MAWWYYaYKhJEmJ6zOWIktmxJkXkvoWQc+E4YBbGsAqD2RoD8xBZhZr8oJMvSSfX9SlEI2Mp8ZKUPPJhECggZmfslh7pIYQj1oFCfBUNCFJdJH99TBuBgkQ16u94TeVbe12k01VMAnX3AfKhfME/EXwJWepmU8jIWBsxUkIrS/4EANsaFrmdsgPvO8gOzv+GWoYpjhRpsL0mxoRxGMkmhPp8lEjFJqw8CUtRlhokzJ3FUTd8CjblR0OdBg1N/gAXJiDJE8BDBhcARA4ehHnQrIOF60gVQ6DBsw8Nd/wxemIsYEiiJEayCyUpouRbELAgzAL4CPzi3QMLQ6xCzGEbX8vTUEl1boXohxwoxOm26lPQf1p54iUpOpUzH/goRgHWv43pzemBoTrSA1R4pDAGAhQsAwXKGIUSUOA3zsSUHv6uEoomqQ8eAFVnmMLSo0b6Wz2Nriimbq5lZBQ4ov0J1KKWaGnU+A6LlJGDQKHhCyx0nkFgZDw7QBGREYMHCJDgzlpGiizkTljYxEhG+QvUn7wpfEohkVxPVm/L3wfOGT59i9UAT8tRlhokbLg19HkSgmGxABB0XQPHufHT5RpIaBCRA4gcPJSAgxsADdKBaNCQyxBarpgCGHSUxFh2IZci+sBCYM0zGaIUDaEzOG53JMQUVmFIfvDnw61G+BS0DFEzNOZFp3JWlWHeWgLcrAwURB8JdRYUxnsoSA8BKPg2QVoIPIJJpkA+Bj9sX9O1BCVJqCLcdUbt5hIEgE7Egyb5NJEjKYbFl9DJyKj9CZb3caz8CQPRDrns0BnbwWj5gffNMoBhNqIqO7QxMVLIndBjYiRCkBiI0oRKAhhACKmZw+9BfE21vKA+hiUGJBETPF6N8yZH5zwg21WdP7snF1r/BC1LDRKOugY0wCSUwiLzhEq5n0HWyU2JoS50itRdBt/Bl4BDWCZsA5GSJNS0Bg3kIstADo1hRkHJEkOAQUdJjGUXJDICI8BCXYaIDEKMJDh+WIU++WEo+iH3KfQZGiO7kAIGHfkg1fG3jgDVkvX3jwAGIACFSdJDByjEk0uAgvgJoN7q86gEzTRo8IBup0oaPMj++iIepK+1QDUjo5gWAUzyJ0gO484lM9vrT5gqO6ghpSelbB5rYjTDmRijP0GYh1g/mU3gv6u+BEtmNQrkUpSlBgkb1IB6PAmNd0116ruggNR05FM1mJB1EgBBkYXI2QcNHEqMg2YbctDg/NORp00iTTikskQJMOQeBm+CFDZhHLsAYDJY8CWCqBpYGCNBbDerUBwwagH5QQMFqV8nVzU0doHCzM8nyxGAQm8uBaALFArSg15RgAIR8UspIRkUKnTsAFlJzxw7b+6u5P0/HjAhPS512fIcCnEf8aKFiAeht2XbTo5PX3YLQw6QBEvCQ+lES2P8Cf6ParG0zYuUoSRLTZO2lSGlx6RsnmpiZNYgmBg1iCABDojAQDpVBSIgtw13/ElIZNiH8ZdNM0qS0yGcQsybsCrHf1lukOBmvUxCKeIhT5zkQUGc151TBAYKIGQAQoOHPuCgQUMY0Inf4IVpcEqeaPhxqKWJEmDIJYiuRFFnF3R0hIRSAtgyWAhmtQpY6PMrbDersJ3ywxBQyBMvySbkXomRDnWgsOlmWFMJmKRed8iWLJL8Cbn0EIoGCnFeRo8MEQmyuPU6svcoqGuAGOEg4zxoLBguFddNjnjQjEIT50PnZwBqTJZgSb6Zcsj9CYvkT9gl2SEkWWKGIDExoomAQZsYteww1sQoklDFxJgMJ62AAwwi0yA/U+jw40ekCEC27W8AEiAxwCasohuWoyw3SGgbUDsc3ZADg7QuzXWggUWHYUBTAAcKQMB3CCXWQYMELVMkEgVRIk+UWIbEy0CuyzCwJCGmRx0loeWIonehIEXkvgWdoEkiIurMAk+PBAs7IUFsl/wgYZLhRTXzKWz61ydI4iXp93Tkg3wD9VwKsOgkXUqmw7cyRw5ID0QEPSiUAAXbxBfDuGZMoKx9C5Iq2Xf6ETiEn5ayw0PswiLD4LdfingoGRnJdhM6JZ0iKiNGihTB00LyFP0Jets7ERY5VXYwgsDruRNGmxhb/r0qJsbOcNIqOsGzB7FuFJsQIh+6CZZ8tIpkYWQ2YRcHeFpFNyxelhskDDAJQJQFkrqsQvsWUmCggADrwvPOMhdkDVneXeb3KayFdOzCNlgx9iDKE7k04VgDz2WJPoZB2AUAybxmFywkBbRJpAjfaaa+BRgkJkd5vawxC7U8C77zTM2NOy1BbFl+GAyTdJmhMY18yEMkdS4FL0XEY01GkuwBCs64Xukhuct5UCh/+BbEb6uCbfKOnIJcYGJ9Ii944CAMQ29oZLJtfuGUt1w5VjEycueaGBm5oyHuuDqJlowJvw9Zk/oTauM7iDVhaljkIqVPdii1HcidMNnEGKIMMhMjIdbxdAAOij3QDEP4HQLjYCKwUSxDZB6MYhd8W3KWWdPFL+mq7F5ZapAwby0wgkkwvUwCfPavUn2BEQjflIKHdHkKHMaChlyeSKQJog5g0BETWpJoYZMoCe1fKIEFAAm7MAYs+HXqMkQoCfXKkQ9Eqk2dVfBLt0+C0KzCGPlhEZ/Cmo4RVJEP3RDJGBoJpMwCMBIoAB2PQi3hkmenLdDEDbUBZvpjT8CCYhSK6ZtDY399wmlngCA44VVdbmQU1iAwFrJdeett9OUWjoK3HXwKCMxBuN9q/oSxYZHAzsgO/IOMMTH6E6S4PQEGTt7UKWUTtImREaCERIL3n0Q2BICArlchYxM6MoMGBHJbDbAJ5ABipmM3mQQjx72F9U/UstQg4Wg7Q9t2T6EECoCu7FCTGUwCIAhakgjfBQAR29jQJgUIaX0uUeS+BtlmboLUgKEpAYYgTbgAGHKAsKnaSsKmXIoo5VwYkiE0WJCkTDrd81i/wlAUxHazCtvpU5DIB0mEn0c+lHIp6KRL8Yqo+3UsUACqKZw3AdbE/VOdSOIdYsxF+hfCb4EoZGXMIxtkuhbxgLqRMYl00BkZK/4EcKKlrk/BQP4yg+wQZAblT+iTHRKgsFOyQ2QTirkThkyM4OkhEyMfMxkdzcDX1+iQSJ2SWQGHDmCIn1EJlgK7ENkEYwjkjH8KrDwJS1EWf9IeB2XT2fKnbSZ/Nlz8bPKnJRumQzv5hPYzzMl/b7TyaTB3NrSZk8WGm+FoO8Oma3DUzXBU1uXt+7pZrKNYd9TNsEm+bpOXPeHWcJRm/tut4Qm3FtuET1xvg2bY5PZP0Bo21PI4PfPTaOI0NQwcLFqWNTapwQYsNskym2BY8rDYIMvzPhPuJr9ItPBgoWWXfQsPLBxRABkAojxCcV7qdKfZkgsd/SIlNagyW8P/NcagMSawGZIwKkzDMx4NIhiy8P4DAXwNCGvC8PD3mpl3v43DmmmxblpYOKybOdZMizXTwvKy8LFxemZbrBnnv22LmXGYWT8/Mw6NdeG7MYTGOqw1Dtb6dtYSmsZ/G+tgLME05KlpC9/xGvKAwvLbX8P1/HwnqbeIH4N0PnxY7y/UhWnD3zystZ82YRqN4XWk3vg3ZGvDNyzXW54XZoE/vkPjep23QNrmRYPRrY47ou9XcqETT5oQswOyPHyTBxFhOWfelHnn/B8aRzfEdgggwri4LggwLTh5EmAcBWBgHGN0x/NEHfbAuPh2ni8TUADnh4cWsAHn2QNyZvc9Cceo3HLLLTj77LNx0kkn4cCBA/jUpz7V2/6ee+7BgQMHcNJJJ+FZz3oW/vAP/7DT5s4778S5556LPXv24Nxzz8Vdd921U4cPYMmZhLnrNy6WDIs5y6DbmEK9fJtsPmcUTMYk6OU1tqHLKKR1uTShZQjxMYgkkXsYxPQYWIUR7ELNt9AXEZEzCwAAQpKUKbDHGPArjJAgtpNVGDVQVN8gUaMiH1xnzIcpjEIiO/gD7TAKwZug2AWRqaIE4d+aHb8CWn6bjtkQyUcKUrwKcj4ExNBIlg8kNDIwDVnEg7AGyXfCLsh3NyOjV+oqiZa0P0GMjS1gGlMf36EvLHJJZIfExCj7zkyMxog4lw4nDWFKhC2Qe8UQ0KrQRxclhlKCpQ6boJb3sQnGpXIFSLJDfmeDhDvuuAPXXnstbrnlFlx66aX4wAc+gJe97GX44he/iDPPPLPT/itf+Qp+4id+Ar/8y7+MD3/4w/hf/+t/4TWveQ2e+cxn4ud+7ucAAPfffz+uuuoqvO1tb8MrXvEK3HXXXbjyyivx6U9/GhdeeOGOnIchGnunHz/lyJEj2Lt3L55/+/8LzZP3AKhLDFK64KC8LAcFSV02bw0VwUMZOFCyTDr9BDhkAEF7HXRdCTDIdCpDKLCg3mgFLMh6MfJBtuP4rVjqo+ehybYBINl2AzkefqPmc2tYZpC3bl8nQEHexHk6eWuPQCH8HhDZJtZtNa+CZiUEiJRYjcB4MPvh1PIWCAyKA7BBFt4jYgLjskkNf8+632R5uVXsT2RzEpbIxek5M1FzZr7mZJnJmmHuLFpmtVpm2lpn0TqDedv442otnDNwrWeGqDWg1vo3vZY7WGdgeNq0nuY3znc6hk/cSn0LD255Wtr4b+rU2ZbUPPn1HMHM+dsBZu74DZf8NpzX3U3rO0n5huMOt3Vc72JHKtNtG9/YXZu8sRMvFxNj8mYP38GnjMDIx6dmKfheNZZZDcsMh7AZ1vJ8XA7b+HbWeklCIjisjayJzDcmfFNj/SiS1oBmkYlxs8jI0MyDMtfAz1vANR6c+Tr+MMuT1Fu1vKFsHWafGgI15Fmoxn9MQ8DRx/HVX3obHnvsMZx88skj/1KnFekrznrH22FPOmnh7bgnnsBXf+NNeOihh5Jj3bNnD/bs2VNc58ILL8QP/uAP4v3vf3+o+97v/V78zM/8DG666aZO+9/4jd/A//gf/wN///d/H+pe/epX4/Of/zzuv/9+AMBVV12FI0eO4M///M9Dmx//8R/H05/+dHzkIx9Z+Pz6ypIzCRaUZe2qgYUcsyYMQmVagEQOBPT8EHAQYBCHSE3ZhsSLENbJGAUQpwMWs6MdDxhy/4JxWFOWNW10XJRZ8K8qFuIj0HkW8kgIzzJEv0ItZDKOB9HPKmynqXGsT6EU+RB8F0BgEtaNw0bwWPDpGRlZqYdRYCYmZxQsTNHM6IzBmm0jk8DfjtqAyGbdv4AQ4eA9Cr5DlAGh0hwHzBLoHApy7sxIGF5fqOaikZHAfoKUOSB547XMWFimlcSfQBT8CYbADAjCH2h1fIc8bbMJf9D8c/BbufgPJORBOuztjHbI2IRYL79BD5sg7cTEmBkZ+0yMxiK+ubd8bqQlAuqOEmnA3gY1dLSwN7yerC+3QZQZqBwNIV6QnE3YrbJNIZBnnHFGUv3mN78ZN9xwQ6f5xsYGHnjgAfzmb/5mUn/ZZZfhvvvuK+7i/vvvx2WXXZbUXX755bj11luxubmJtbU13H///Xjd617XaXPzzTdPPKHxZalBQtsaH9pVKSXAIH+nbaGNTOcdf7LMUC940KyDZglkmWYNYp0N29EdfxEw8LwAhgYGlvxIaxaEhkPxLLpyhIOBJQtnbFmKkLwL5Fg3Hw8WdJ6FZMwME8MmxdxYkyB0FETkreUX6IZL7rT8kOdTqBsa1bFn8sO64YRXkqa5AhRiGufuwFC6lKIeXHDzIwEK9UgHAx8OKdywX1lnZZQcCh1pAIXQSO64wzTUOkWDY+zwpZ+SusTUaHU707m8glF6wyLHyg4eme6O7FDKnQAsZmIMEh9F0KBNjCGdM8sHLQP2WoIligmWRF4QUDg2XTNZsLzEKzPY0JEOZJYz42KJSSiVRx99FG3bYt++fUn9vn37cPjw4eI6hw8fLrafz+d49NFHcdppp1Xb1La5HWW5QcLcguZM3fXcb31gIV8ewUAc0jSp53a6849gIWMZMsYhZxtyCUKDhimAYaocsYaWwYJTnaHpsgs8boRnHqaDhVLYpLwlN4FliBdVR0GMYRXyCIjtYBX68ilUEy+F1ymknUYCIoRtQQcodNM41xkFgFkFsiEzYwvb8Sl4JsGU5wEfOtzIAAzaEprmUAhnFhooBiWk2zUqmoJUG8R6BTak00/YCgEhY/0JDEz85fQnKdNG3w06LHJKNkZ1vQeTLC1S8twJQwNA1TIx8vVKMjFmbEItJLIvwZKAjGq65h42wR8LOixEGEpabWPXylb3x+uefPLJk6QRYwq/aU9nVWqf10/d5lbLUoME5yy/CcRSu1QdoJAAA9NpF5lJKtY7DRJ43Rw4aMahBho0YPAdInVYhkUBw8y0RXahNTaRItY4S2ANLAB5MqbFwIJIEJpJkKdMR4KosAq1JEzbySqMyadQBgp8vFOBAjJTZMYolMIjYX0KZwuqpnFuMwlCMwtEBnrkSMnK6F9G5dePKEHnNtDDS/uESvJKL6eqjIyC5+Qn5xfeBBwoEBHNjYX8CVbdN/LHRQQdFllM2zxFdlgkydJOmxjBHbkFd9TcKYhfgiWFoZBIEoDm0EmwpDt+zSZI7gTi2zdJ11xhE0R59LdMZBMkqiKwCbuacRHbAhLGllNPPRVN03Te8B955JEOEyBl//79xfaz2QynnHJKb5vaNrejLDVI8AarDFXljUxnImUdNFgIy9VrDNcaxRKUAIRmHnLgkEsVY0HDVgFDa02VXfAhdl6CaMkmvoUIGrhbZNliqgzhL0LqV5CHfJ8EAdRZBS0/+DpbzNa4k/JDLfLBEY+COQAU8jTOWwEKcJX5ApPgx4uYRcCA+PciyZYkh4KsKCOICkySNXyHnw4GBRINXN6AyhkZI6ugrlEACVwnQEYAQvAnyMmy9t2okSrlmNRba3G0SEnZfKyjHcZmYnQewCXDSWs2wWtEC7EJkmCpyiZwvckAQx+b4KMZyt6ElE3YRZCwy2V9fR0HDhzAwYMH8YpXvCLUHzx4EFdccUVxnYsvvhgf+9jHkrq7774bF1xwAdbW1kKbgwcPJr6Eu+++G5dccskOnIUvSw0SXGuBecYkVKmE+AdMQAIepLOO9UahY34ohO1HACEMhAYPWn4wxjMOWqoQEJBLFBocbAUwzEw0ODpnquyCdPwCHNZsG3wLATTUTI4DYGFd9etjJQjpTfJETGNYhZ00NU5KvDQaKAAg1wsUnIRLZkCh0WDCH1QVKLTakxAkBxc74OxybEKGnrLl0EiRFqRjaApGxtYoZkDeICOJkrzRhY4ixuGHZEfI/AnQgxaZaF4EymGRmhtTo0WGe4kZhkR2aBEBQ0F2COs5xSZsQykOALXIcNI5myDrKjahlmCplK45lR4QOvwxbIJeVmUTtu8SDhYj57CF9aeW6667DldffTUuuOACXHzxxfjgBz+IBx98EK9+9asBANdffz0efvhhfOhDHwLgIxne+9734rrrrsMv//Iv4/7778ett96aRC289rWvxQtf+EK84x3vwBVXXIGPfvSj+OQnP4lPf/rTi5/cQFlqkIDW+I8q4bfsgAXTrQvgoAsKUsBAYT5IE6rjrwGHlH2gBDTkTEOJZZgCGGbcqTtjkLMLa7YN0RGtiezCzLZBimid7YAFMTl2mIVAwXejIWQgo6kSRJ61sY9VKKV23mn5YTeBggMDhEIeBQAAzfxvEG4iFIGCMzYFCM5gxhKElh7EyJjkUGiiDFGMeCAAjkeN5M5ev00GAJKDgoI/IYKDtF6P72CIL49ICULBGxM6z1Gygx4EKpcdBsZ2SIaUxvayCbmJEUA0L4Z1mEXIx3VomsAeJGyC/PYJq4BwnNLxk0FvuuZk8Cf5beR31b+h/r1HRTrsIpOg78NF159YrrrqKvzTP/0T3vrWt+LQoUM477zz8PGPfxxnnXUWAODQoUN48MEHQ/uzzz4bH//4x/G6170O73vf+3D66afjPe95T8iRAACXXHIJbr/9drzpTW/C7/zO7+DZz3427rjjjh3LkQAsO0iYd5mEKuTrAARVqUBArINaFkFEHPVMg4cUZHSBQwQJQGQbctCwFcDgrKmyC5E1iFLEzLaKaYgShIAFmdfMggYLkVHITI1sqFtEgkin66yCTu1cMjXuhPwwFSiEc1kEKAwkXApFX7cCUGiRh0VmzASgAIOFC/4EeaOl/ogHOSECdOrmABgAiD+BOuupzkYuigIJ+fgOIl+U0jYbQld2gPXO/lx2aF0cBGpLskPFxDgFKIRr1DUx9g4nHaJSyiGRsg4wkGCJ2QBhDvoGf4oAApPYhMFIh+/w8prXvAavec1ristuu+22Tt2LXvQi/M3f/E3vNn/+538eP//zP78dhzeqLDdIKFJWWSdfWFRcEDp1FL8D6NVMgpqOTIO0FVdwCTSYhGnYDsAw84/FjhwxM22HXdAAYWbbNIySwYFIErkMsWbn0AZHAJ08C75uugQxhlWInW3WsZhp8sNOA4XiKJLbABRamDh6JG/C8fk541keB5+8KTE0CpMg2RmBwAhJDoU8NDJ2dVnEQ/bWSA2gjYwQwMBtPANhYvvQccRtwMY3TwpSgq6T35tlB4PQmRVlB0M+C+NWZYdAKRTKNudOGBUS6X8o/l17RolspFOOJsbIKqDMJhiUx3DQbIJiDyKjhOJ9UY10sHH5rpVjwCR8p5SlBgk+89vAjTYAFih03qa4vAog5Plv1Lo5cBgCDRlgAABruROy0wADkemwC41V8gMDAmsoAQjat+BlCQ8W1hhcdGQIZ5JoiBaGfQsxKROA0RKE7wSHWQWZDh688ICl7no98sPyAwXPAPhRIzMjoy65iVEDBAc4YzBjECEGx9ERD+HFlc9NOit20EN+H/E9yHmKP6HVHQXC9kAFScNmYZEWybDSFKIcEEeLJNpatIOWHeTNd6dMjFIWDYmsjBIZ6pSJ0ZgBNiEwBj1sQgAbGZuggIa/KMgAARA8CRJWuYsdr5Fj38L6J2pZfpAw7wEJ2aIOcDXqjafKIHDvky/PwQMDgSBH8F8LCQDQoAF+eQk0ONfAGGLjcmQZZLqpAAbpI/vYBUmqJPJCnPcAwbVRlpCES7kMsWbbrvxA4luI5sZ1zAclCOn8xrIKeV6FkqmxT37IfQqLGhrzEMm+pEtTgELwWYwACr54m2G1KKDgjMkiHbhof0ITrqRfREAn4oEILuQq0OZCcEZGQJsbdeedAAKVP8EIBlR9m24b6yrDSpOck4wWGf/Qi9EOxjMHg0mW8iGl1WXLcycsXPrYhDEhkTU2oXU+HXPGJpiWQPLqb5QZNGcTWtTZBKN+N0KM7BWgoX4/I14IBhL+IaVA4Koc92XJQYL/9DdKJ1OgUOr8VRsBERk69m0UeNDb1POCpgU0GOVvyJgGGSClxjIIMKAKwyC+gxq7MDNOeRNsMj+zLgCEaHK0VWZBexV8vVOMQhx4uE+CCABhC6yCr5cOV3UYfO1z+QHGhc58O1mFUtKlxYCCPG3lfMtAIcg3wP+/ve+P2uyqynvOud/3TX6YjIRpMkkdINYI1ESURCDRShANUGMqtCKGproaA/4ImgXUiqyuDKyWULqK2CDWUgpIwgqrS6NYMWUQCGaFSEyIkMjKohogsRmiNkyIwsz33bP7x9l7n33OPfe+9/3xfTMv8+5Z79z7nnvufe93f5zznGc/ex8Aa6q/qJqH3jP5jgC0zmGNgYNGPLQusk81IaOPI9lSyJhYgPjHSEZGq2gnASYVfYJ2NJCOw9xHBQl8LGE7xO3AnY+OeslOf4z+aAcgT7IkAKp0O2gIKbsdBnInOB92PiRyKMGS6AscZWyCsgp8P6IbIrZjLuFA5GmZh7UJyUVRYRMsIJD7K2GVO5onQR6IOfY/Tm25QcJWD5NQu58u35Td88KdkMBEDhCq4CHbXgEOGWBwCg5k3ZaNAQyxjQodDQNRGGQXorCRQx41CmIYLGTr5LNoCJtnIWVw9AW7sFV1QURbm4pVWJehnAEKLWL7NuR+KJMvDWVpnBcoAAI+FgcUWv2eA4QYDsnlbC3/VR4ufihqUMpkS61zWDfMQigiHsYKGat+aKb50zwOk/UJGdCQjkSjJpA6bFDqcBbpdoBPHSxgOlq5aPE4o90Oc9pCEixJm2bcD3mCJepqE8jgG6tNoJHaBPlZ+0yE1J4pm2BdEDtl8/7eccx6LDVI8G38TAR55XbT91NZYL5aUACkTrwPPDgBBwYkUPG9BA1k/HrimpAy56kKGMQloboFF/3KpTvCsgs2L4ICBuRREYHaTkSEBQvinljzbdruWrSuYBdY3AgAtZDJFh7r2JqSVZBz7E/AVHM/pPu68zqFRQCFDQo6zXTrAjYgiZXkzyxdEMasLsF874RG6v2Jy7FCxsQZyWgfdX2CuAYq+oTkKkDW0RC6TIXrAAa+frLkkasTEDHG7cBug9Lt0JeyGW1Pb7GoTIxZSOQINqEvwRL/bi+b0FpQgWFtwgg2QbUJOtDh8xRXhgUGNsnTDpkzuGnW/Y9XW2qQAJmK1hT1AoYKUJBFAgN9dVNlrW/ZB2fqOWTgwmUvD6WDZGAB2QumLINkLvMwDVsCDHH0kNwR3hMDjS67QF7Wc/AgugUrcpSICGEWYgQE6XoUwaUIiDWmpkXcGDui3AURb5ewClGpn7siJIshuJPMWYVIvZvrpusVoKD3jHgQmHQKywIUdHInBzTcKm8QcMRBgUKcPjsCrCQSHc7KGO9rCo20gkaZNXJIyEiO4H2IQkbDJlT1CdzZJ4YAHUCQuR18GpkmQJD268wW6YjFfem3dGQLdN0OKqaUZYHwrdtBRIxyj9jjELUIU7AJs4gYS+tjE0RHEn0G7F6Ujp/UxTOGTZioTSALEOI1GcUmiMgxyHU39ea7KivbIVtqkFCLbnC9X6LV3Ax9QGGw3LAJyjCUjINLdRRdZ4CAsjp9gCGOKiouCYqdvoCREHJ2QfrOCAygrojgQ0e3UIIF64bIGATuVCJlHTKdgtUrlC6IMgrCChsB44pw6Mmr0HREjXHUBVigUI1+IHN9RwoajzZQyKeZFmYhAYUG5gYb8aJkZQzKyLQIzkNCI602oRPxkLkbUE3dnGdkDEDre/UJOWtA+jIR3x+Z30FcCg55Z9PndkiaAb48BNYlsNuhN8lSmlI6TS2NPHcCABE2jhUxxusp9Qo2YRobwyZMSLCUsQnRDzGKTZioTaD4AJRZGIVVsGwC8fOUACTfP2EfxM0xh95zajOAdOb9j1NbcpCALtPaB09dvlndBrywX3PtQR0olOsZcLAAQ3xxo0AD0kir3MYvMHx8O2X/VtwSYACgQCF2At7ztNKGPbCCRulnSrAgbogaWGh9i8bxLJIuKFgQcWPpggCAMgoCSMJGILkigIJVQBz/t9xBWlHjpvMjox9I94EbJ2g8loFCQwZYKjjqaXFpLQGDeFLaONuIh6qQkeS76wgZY8QDIpsljALSnwNCN38CL7P5HUq3QzEirbkddGBOBhjY36glWSIomO5zOyhjWMudMCBiXGgmRr1vhYhxKMFSX7rmMWxC4N+xbAKhrk1wXTZBBy2GTXAGDJCCAgMakO7vjtm8v7cCCctpLqQ+Y9wO49YTMHAZgKiChxI4dACFM9uoqOvSccU1IRSprx+bSPajtCRog+e4s4QjeJ86f2KwYN0UjY/ugsYHUPBoDIDoAwtrPhRsQmw8GwYBoldY89L551EQAIzIL114SRKU5QBwMKJGH0fQs7gfnGO2OG2rCRprQAGYLURyLFAAMJjCuXGpg1RVQPG323keOsmWaua7EQ92MqghISNRE58XAEQ+urjI5E9QtwCAFux2MPM7xL6sAwjKcu2MgHzfwu2QRTvU5nYQnCjlhGERo4xyZxYxzsAgWMt0NagnWOrsU7AJjRvPJvRFOgjQY0CQEldRmiHS3Ccw6EBxr529d8GGiOO47niXyZYaJPgtwAvz1nlzknV0CnYgVtsvAwrp2KVwUd5l7eR13XykukPGNCho6AMMIdXNAIOgdC91u+4I5+NbHgcjoeOKkDBKAQsCDMQNUYIFiYZY8w6hZSDAI0+hsnN3RHQ92AyO8dTjH2FZhShibKsREJJXAcBE90Mt+sEChTgVtetuw/ZEPowFChEI9c/1YHMnrOssSQIYavM8JKAV9Np5eDisA2j7Ih7sXA4FiMuEjE0LoIkj5ybw5Y09cjd/AoA2n98BZCaJ4s6p43YwHU+sxx2dqdNxO3hotAMjaaiPjc9J1qspm8eIGKfIxDhXSKRYX4KlaSZ/mlKboNe51CYwm5C7GxhkmDatlyGtgIadDYHEfKDkOAY0Sw0SBvMkuO5qrkcwC1ff7iaVZWAgAYfk2qQuaLDgQQ7oMQowkCfdBhECyYuo3wU08AvLXV0OCqYDCxINYd0ONXFjqVeABxoSUZzTRExDrILoEkDoZGscdj+k6IdYVoIBmFEa8YBwewWNiwAK8RcrQGFUDoVo69yhbQJY91u5L1hZhTBKyEjBcy4FwIZFTsqfYN0LTqgv3m7dDrVsjKI50OMqoyDr/W4HJyCr4XOQd6pM2SzXw6ZuLkWMs2ZiFBsLFMawCQIUUqXZ2YRpIh1KNsFhHJsggxvHrqp5O+1pbQUSZrZvXJAA5B0EsvcOQNHZowIAzD4dYGB+Q/dz5ffks1MQIPu4tI+qwCcABkfpNzRSwp6TNILauJGWORcbzGnBQuOSS8IKGoN3VRcEPDT5jmUVrLARyFmF+D02eK0uc1HjkPtBHwK5JOQ7OoXu1NM7DxTy8vrskVkdxHZcneq87vm+Sg4FXSLPoaCAqzRxKyCf4yEDCK0AQI81H6qJlohY18JAoaUIRpPmwKmiPQuLNM/xaLcDFeABULeDgAhhC6zbIc4cmX5rdO6EkSLGqUIiZ7FJ6Zq3kU2I0S2UzRCpUckOZl+XAQGtY4GcBQ2iUTiOO95lsqUGCb6NLge1WoMI08EX9Vy5jfvpDrNQAIFOnQpw6AKCRMt1BY3pYwGDc2D2gLcbRqGqXxA2QXx/vnBF+OnBgoROKovArEJiGDwCBXVB5GxDHgWhnVGHVcgjIICuqFGWVfcDYSadgpbr/dxeoDBq9kgFBLINRTkg8zxIDoXe0EjeJQKuFPEgk0GtI7kcAqW5HBCAVnUJQ/oEB3F8xH6nnN+B5+uUEelIt4PeEjNCTYyEcTs4AJZhEFeFnVLalCcNAyBK/alFjML0sMdh20IijwE2QSMWzAyRotkguV/28Pycaoik2RbbJ66njM/ky7AoczQfKDmeAc1SgwTXElwNybvuVyppBAMUOqCAyzIQYdqNmmBRjmOBRNUtoZ8Ky1D7SEpBW4/LlDolBg8lu8BfqWQVRoAFz9/FrUs+xJFk28QRpnOZXqF0QYhift2lFM8AxrEKJlsjgCytc5/7IbILSafQTe3cDxSi6JIUKMTt3RDJowEUrD7BAgU53xIo2NDIwXTNxlrn9Z7F70mQWtMnELnoirL5E5hNkGsbZPTpTZZEPrdJbgdpkGtuBwXFGaOQjq+uiyYxDAo2gDQKbuL17sud0BExyvNyFEMiY9kcbIKZGXJhbIKTfV0Cb/Z+lUCP0r5Tic5XdtRsqUGCZFysWckeOBmF1bbbftW5vKwEEAVA6ACHYlu13NR3jKwHAYN0bqJHcOAGhMsCErtADBakE50RLEg0hBdXA3llCQjI9Ao1F0RcNwBBQUNdqwAAnjx3TLHJXccWjmBNRY216If4twUkv7zXlmyMoFEZBaTrZEMkdxIoAMjYkSGgUEu2ZEMjy4iHNCtnN3WzjXIY0icEx6DQ5E8I5OB9f1gk8Qg+sQnI3Q7aOac6Q24H1RvY8mya6Xx9Yu6EMDITo2UTxJ3nkUSMY0IitcDc0ylsbjaBf7OXTVA2J96TyATE65bpRlR3kCJXSrGjRF9lrgd5aPQ+Tn0JVnYUbKlBgttigO0q28x6zd3giorqgjRgoutucGlfhypwyF0KCRCU5RkTIcjaIXdLGFeDgghpD5RhIPMjZtChx0DqGOVltW4JT1WwYFkFBQeUXA8iblRAwH7ruB6jIIJvVdjY+lZZBWEdlE0I0LwKCFBRo03ABETGIH43bggHTb4EQLM0Jp3CBEEjA4XY1KdtRwMogOn6MUBhKDTSRjzUhIyZMYEBINMn6H2w+oRK/gQ7vwPxAePz0zOtNCFzO2QdR+F2SKCiHI3Gi5AJ5syzLsAb2rFRv4jRTgBFnOO9lonRpe/xdZMLR8hCItsWvSGRxzibAI5g0KViBxcZW3kOW5c0UupSSHkUMjZBGIeQLmEGCHfK5v294xjQLDVIsExCBwgY6xUsAqlzt+W2w4dtLyh9L4GDrVuAgA6jUCtDvl1OqMMwkDkGpd+PACABho4rQoADpaX4EGvMQgQELE7zAeScYRAiixDFjMQiNv4eXMqTIL5uWe9hFcq8CqJLKEWN2T3Tlzaf9GjDbq8IGoeAglbeZqAgNgQUAAwmWxoMjeyZDKpM3Rwo6RMCnN6bQC5qSHjejrWKPiGEXMhIPLKM64CGRU5wO6SJiuQFQj5qlblZBCDLqFU7edmHr4/qDmKFjohRnoeqiHEgE6OdTrpt4/daSGQPS7AMbILcow6bwGxPdEdwe0dp7gzLJlhXgwV2es8AHRSt5m5YDltqkGA1Cfq49Tx3VpNgQYMFDFXXQmWpHTcicMgZBacAosMcTAsY5GXy8bgyoLChj6pXkBN3QJodjmndSWCh5obgbpAo5umX9qXUKzSeO4bgsygIdUUUrILVKqQRqzTASEl90HU/ABjUKaQO0enf1hE0cuTDRuaGAEDEgr/tZxT6QiMtUACGszLGX0tAoRbxUBUyIqVuXq9MDNXRJ4hgkcsjoHO9YZGhbTjBEuVuBz7dqtvB88Y+twP08ey4HSTqQcps7gTn0BUx8vumYELeD9fvdkhMAum6A/rZhKEES0eLTZBnR0CDHDdjEwQEUBp06LVGh01QxtOAgr6Jn/SelMBhJ+047ujnseUGCWF2TYLUkc48lbmsrKxTuhFKQCC/kzr9LmhwZtkp8+gABh0oyu8Fx99JO9ecZZAGi3jpkm5BRI92H3FDGLCggEHimByBKInURK8QQUQKmdSQSBeFjTZEMlCbaRUCXFTZF6LGPvcDANiUznHp86V2ql1B44bO9QAcIa8hkusGKOwUozAEFGJZAgrx7zOdFFEnNHKskLEvI2OLCfoEOGURymUeFhk7r5Q/wYzMBZAqUJjB7SDAWPYToKAdvxxjgohRbrUHuxoCJoZEWjbBhkSOmSUSWEy6ZmA2NsFRziYQtw2WTWjF3ZgAnCPEv8ml6221CSRsjUvREDU2wYIHy2Cu7Ni35QYJbQzvq24rfQwogIPT/qJgEygrS+yC0+92W02XYNmBXqYhAxJmHyq+y3Yq6nLnH/ehtI07/9jfi/jKTN9rG2BB+PalddKQy1seOwJJ96yJc4wLQr9TA+KUvQ1fR2EVGh8y5kBHq+zzbn1yPwCANy2ITd/cTekcxXmaVGhA0HiEO9F04+Vvt6GGMnTlgxwFoNCXbMlaOt/4h4wXMuYZGUXImIVDop4/QeZ30HwZsvQOoeV0zdyRBJdmi4yghkfofW4HAajCMHG5CtwUPECjHOwIVTulsSJG+S64q4lAYCKbwK6L+Ig4aEgkX//+kMgZGARr87AJ3EZkbIKKmykdX5bMJqhWgQGZXnvWLJQRDa5YCpAAOXOcdIwdZRLmBSXHMaBZapDg2xw8W6PKE9inTXBmYxccyPcEHhzvZFkHZQZkH9uhZ3VsFsYKYBCw74tjSB35ey1w4PzrJJ2cS8cQ3ULJLFTdEJSOG7fHRoSIOnqFjgtCgAC8CtpUa8AdjY2AiDcQmc9b67luTgW950qvQF/cWj6F2LEKk5ADhb4QyU1dl+t4bAGFmttBymtCxlrq5phfYlif0Jc/QVwMNixS7rGdVjoQNKHWVG4H+bTIQa9p4KsiRpmWWjoh8zzHdXlQedkkwJCF8jk3mU0AGCzMwCYsKl0z0D+ngz2WgAgnSwME5AOnyzwcEpCIkAgE4vOlMzlSz8RPyi4gtSuCazr3buo/e2ZbaRJmt6UGCYNMgv6XW782gSplCUDUwEMGHLTczIzG59CnQRgCDJEKRMf9oNSqBQkMLmLfYlwRsl3ZAj4pqoMFTftM6dj2pbZ6BRAnaTIuiNiW5ImYYlvT1SrEDqZNrggWz60ZNsG6H+ChyZdih5WocdEpWOCQsQvSQdpUzipiNNeRgUJfdsadAAp5+TShkaTb+1I36+yaM+gTZPIucf9EFqHtuB2aSW4HQq4HYJApbgftzCGXPbnIBFTYTqZXxMj3LAkaezIxmpBIahyG5nXQl3zOBEsz2yQ2YWhOB4fcLcFswuDET44AYX6mmPgp0yowkEihpnz/+f6u7Ni3pQYJfiuK6GrWSZ4ExAeYn0zyZXmxn7TJ3Hl0mYUcOFjGIWkMXLa918UwBBioqFt+t4wD2SU3wj1gQdwQUlf9jw4c724QCTe2lioOTNc6jkogHg2KsFF69hqrIKK4yCRw5+N1FyNuTIABAeleBwA+ag2AlE8BSILGaMWcBoD664eAQgIE4ImfpgcK09qY0EgAvUJGnnZJ739NyFjTJ0zKnyCRDjI3R3AUox6EVaDc7WCzMUbwWI92gCPt1GHcDhlQECbMslzmuZ8oYpR3SuqKiFEihWRwXZnXoZdNEPGeXHvnEpswMl3zdrEJPZUANAlM1NgE8+ljE+T6QgcvRXIlCx6o64rIAB3/yTuaTEmA5Tz7H6e21CDBtQlQWyMDBvId8n3le84u5CCipkmI33PgIBoICwasiFFAw9SAwboSHJS6s2xCxxVRgAVxNViwoOGTFkiIT7YyOut1QfQIGwlQrQLgQY6UVQg+FzUKaJC0zpJTwWoYVMfAFoJLIjskQeOG28IRvvUpAiIPkZwGKHggdQZTAIXtyKEgQsYSKMQ00jBlScg4SZ/Qa+z6kbBIuT/WRRQCL/nAZTbGoWgHHeX3ze0gH6uhkedQn1+Y57NfxKgsGTkVMQoIUfpcQDOHRJaswjKwCfFRLtiE+DAkrZKwCU0zjk3g6x/BgdOxg6RqBiGlYRZGkiyAy9ctWNhJW7kbZrclBwkBrgJH+9A12WLLNNgngIu131Bw0AUPOVNAZr0HNBQsw2jAIJ2zlMuI26V+zg78dWm2iQ+xBAsZ66CUtTNCJ+QUr0OnIQ9efjR1BlarQBRiqCQQVfBto24H636wcwckfUKKflCmAbmYETBaBXQjH8oQSQEKmnRp2uyM2wgU7N8zKeIh/b1sBigkIWPQv2+SPqGc36Eb6cDuHQ2LNG4Hl7Ixlm4HCt4ABeN24BGnPPODbgdlGWDAA4ZFjKwxILOPLbdlmQvEmZBIdk8om9B4uFaGwi49F8cqmxAonouwCWiQ9AhI671sArFQ0UHZGorAw4nWI7iM2REQIdNKg9sxacOycMiVHfM2VQt23XXX4Xu+53twyimn4PTTT8eP/uiP4v7778/qEBH279+Ps846CyeeeCIuvvhi3HfffVmdw4cP41WvehX27NmDk08+GZdddhkeeuih6U++jb71zmeL8g/nU/Bb8eNagtsK8RMIviU+VqorM0ym7+kYro3trN9K++i5cIInx8fzsl9rt8GUU1EO89vp4+15hFQPobKfvRamPNZ1/CnqtuU2F0cUuo74PQBoXcy61npQ6xFaB2JhIoWYaKdtffwEj63gsdV6bLYem22Dlhy2Am8jU4caXnocCWvYDA22yPOywSZv36QGmyF+r31aeGzSGlpyCORxhBoEFEvyXK9BC4cWDpsUwzJbit8D6u18ixjpYTtr0Q4k8SRx+XScqgUVAnw8vOZw8PBo4OCdi0tE7UID8LosCR6Ehj/rrkUDgnchLhHQuPhZdy02XIt1t4V1s/QuwCMeJ36PrqR1F7NtrvsWay5gzQescdmai3N8OACNj+CwcVGn4hzBszvKecSOWj7iAmBwnH18/YOyzHRKWkePwR2UYz2ClPnoRiDp9LlMWQHv0zYB/t7UdcwmZN9l8BC3deosyuyzRSGO7okie8FLTQ8duAe3dUy5M9uFOYjHJR6FJ3eDrks93i6sgtMydNkDQtp+NNwN83yOU5sKJNx66634+Z//edxxxx04cOAAtra2cMkll+Dv/u7vtM5b3vIWvPWtb8Xb3/523Hnnndi7dy9+6Id+CF/96le1zjXXXIObb74ZN910E2677TY8/vjjuPTSS9G2Q/M+dy12wmHwk3f8qWNWYGDARA1EaL0MPFSAB4MG2d9r3QQaZgUMfqv8ns5Ftilw4WUNBGR1J4IFqR8BgdSPQMEZoJB/QvAxeVIBFiJQaLDV8jJ4bIYIGo6E2OkfaRscCWs40q4pWLBA4XBYw+GwjsNhLQMKXw/r2JSy7LOGI2Y5K1DYpOjzb4kiVkIOFAQYCFAQWyRQiOWWLRkGCg1IgYJ3pABhA7HzbziKYd1toXGBy4jXY91112LdR8AgYELAw7pv4UFY8xE8rHGyrMYzaOBpxhsf4twOAhB8FLzGKaVZeMwdvuphtCwBB92WfR8ADbrdJbBQrGeAxEdQQAIkHBApdAc07DoQEFBzP+jSp6V3qIViy3ZlAHSfkQCieM5okgsjUAIUuqT8OBU2IYEAAx5ExyS4LgMICQyUSwESWs5AYcdsBRJmtqncDbfcckv2/d3vfjdOP/103HXXXfj+7/9+EBHe9ra34fWvfz1e8pKXAADe+9734owzzsD73/9+vPKVr8ShQ4fwrne9C+973/vwgz/4gwCAG264Afv27cNHPvIRvOAFL+j87uHDh3H48GH9/thjjwFgxqDn7qmQsNxuX0SftteiHsg59tNBWHgAid6ThiTuxA0YwJEJLnNR5C4GytwSY1wSSn3Lh1JdiVpQxtIh+WZlP5/20zKCxobryy+XQWhgbRTM9LCGMlQ/MVPEpVYhRp+wD8EjUrLWb+BZUAVo9AMaZMmXajqFfkGjrFr8y7kU0HVBZFEDZr6H0vWg4ZFUz8wIpGmm4QK7BpLNG/EwjZAxXYb4TE7SJ4jbodQp1MIixe0g0Q5Dk0B13A4AiMT1ULod+B6MFTHKc87PorrWjIgR8g5oYiWpb46rHRnp+wY9DpCHRPL9K9M1W22CuiegmZo7kz8tQpvQZ4E62gQ0jW6bKlVz5now4ma+ltVwSKqEQ2obgQ5wWNmxb7M5TNkOHToEADjttNMAAA888AAOHjyISy65ROvs2rULz33uc3H77bcDAO666y5sbm5mdc466yyce+65Wqe06667Drt379bPvn37ACBqEtpIs5WfjD0I5sP7uJAYBFj3g7ALzFIoExGMS0HYgi3KXBbiCsjYhlC4JzqMwWSGwboXvIz6zXepV3M9jHFDxHouL+MhswuFC4JdDy5wIzqCVWjbYfeDMArifthsm477YSs02OwsKx9mFCIrsKaMgiylXBiFlnyVUYgsQs4oRAYhMQpiNUahdDvE8tkYBet2iOVO3Q41y9wOyN0O6ZPcDuJqkHKPoGGRyh4Uboc132LdRTeDsAribijdDt6Ruh28sAiMU+JkZJS5HYiZhNyVIOtUMA9paXU9GcPg0rboWkj1bNkgm2CWgx/IHwVlE4asoyeYlk3gZ4osW9CpSgmUUKxnp/XuABZ1Uch2KGDIXQxFh29AhGUSrPshujVM3R0yR/N/jlebWbhIRHj1q1+N7/u+78O5554LADh48CAA4IwzzsjqnnHGGfjiF7+odTY2NvCEJzyhU0f2L+11r3sdXv3qV+v3xx57DPv27Usd+AAkpdo752XoyKN1KedRIwDo5CPydIhI0af9dBAaUhVyBJ1ZTpgGPQYylmE0w0AFuxCKRlFGSDyKUHRfMgs8xFSWAUijb7L78Iss5fLHlKyCTfFsGoo+VqFP1BjZg1bnfxAmId6rGCaJZovFcsI6SFpnM3Mh8r8p9D0Xmp0xpXHuMAq1qAeqpXAm7ayjRqHLKCxiQqghIaMVLGYCOC6XREuSP6FvfoehsMh1z9cfKaqknASqL8mS3AVJsmRzJ1DwSaRPjkVymFnESGYfZwCDPLNSn+xxiboJljwwVbrmlnrZhFFZGGeZ06HPSjZBbESqZn2uOwJGvoEu5ZvIBIwS4cDtC/iwcKRtloA1WV+FQC6HzQwSrr76anzmM5/Bbbfd1tlW+uFUKT9gQ3V27dqFXbt2dTdsFei50vYmAGCOLbG/gHE3yDG0F0gAQsCDc9A4YfnOLosOaJB1F1+immtiFGDgkKzMHcGNUMcVYQEAU8xVsGDXhb4ncxxtgCm5KVCUE/t3QXBwHN1hG3LtV+Ml9+xZ0BtVuh8aTt0cAE7xG28Vhz62a2aSqLUUmmfcDiVQCEOtkEnjLJ2ozTPQBxS8/GGQa8w7UKT+LVCIpzFfDoVJGRmB4URLtfwJMr+DuB0aOHU7lNNKB64TyKvboXVeWYXS7WCTLFGb3A3BEbyLYkZ9hIZyJ/D7lI36kdadLc/AgHwMKDDvT3xHXALz7E6UED44MxuivnMj0jVbbQIRd/ojIh2A2ed00JMMyMIhSxA6RarmMeGQETDYuRoSaJt2dsgdsxVImNlmAgmvetWr8MEPfhCf+MQn8C3f8i1avnfvXgCRLTjzzDO1/JFHHlF2Ye/evThy5AgeffTRjE145JFHcNFFF011Hi4UIZBln5CBDgEDLvsuHYuT+kK9OcedP1dn9qEDHCSTWA9okGNaliE1SrJfFzBoPSrYBRk1iR5BMp6NAAswjai2Q7KesQZcLg2tbDOMQ4dV8JzHXtCHwC9prwiagEnSOtucCkCI8ftAplPINAhyf8uyPqAwyQyjUE41rambC6Cg6Y8HgAL/NVhUaORQRsYhfUKZPyGyBKR/nw2L7JtWep1n0Fx3bWcSKJtkqTq3A08p7R2Z3AleXwsJi+zkTuDnbyY2wYIGl55tYRgcFQmWjI6hlq45n0rabS+bMKf1TvzUNLYSJqZqNh9lEaROgDYeju+XnR0yS8lsQEEOFMy9W9kxb1PxnkSEq6++Gr/zO7+Dj370ozj77LOz7WeffTb27t2LAwcOaNmRI0dw6623KgA4//zzsb6+ntV5+OGHce+9904PElhHgJbqn62QPiF+XNvGTwjxk2kRzPG2pL7oFwLrELhsS/QKwWgPQqFxyHUNEk0hWgYNu1T/f9Iw9OkXSu2CjYyohU+mMhO+2fep6hUc/FYtCqKrVcgiIFqHWqhkjHoQrUL8BNYphNDVKcT1uBRtQi3yoRMiSQ0OUxnxEL8fGdAoSNTDEUj0Q4x4EI3CEfIaGllqFMrQyIA02l9UaOQ0+oRpwiI3XAsbFjkU7WBDJxsErLkW66JRYLbHO4lwSBEPGhLJEQ8SEul80EgHZ8MiWXtAnlSPkLQJ3U9Hx2CjGYr9hBqXKAdIWcPaA9EmGBZwlDYBMMud1yboutUZECELhzT7jQ2HdAoa0B8OSdxGyHoGCtDRMKw0CcthUzEJP//zP4/3v//9+L3f+z2ccsopqiHYvXs3TjzxRDjncM011+BNb3oTzjnnHJxzzjl405vehJNOOgmXX3651r3yyivxmte8Bk984hNx2mmn4bWvfS3OO+88jXYYbSH2WNnr1PdyhXIbwUY0wMwBoW4P3UfqEjMFSKyD1RyI1kFZBDkGlxmWQVlCZhgyl0TNHdHEbZEhqLgimAqMgN7paElGWWnUxCjeMAbZeuZeAI/oIquQeGJz7BqrwH7n2DrzMeT4cjsK94PVKcSuVyoYRqFFNu9DkIZ1gFGws0mKrWMrzfcA9DIKNjOjjQho5YLJtQNfF5eXq1aBUkSEtVkZhVn1CRLlIG4HUEzbPNbtUCZZqs3toG4H7zjldtQlBGbg7EyRok1wzmp4KD1bIT5HMieAkjrKFph3TfdP70NJbcd3x7B1comKdM3ybumIuJlCm2AjHQy7uFPahLmSK8kzWmUTKLkehCbQ9z9daxvRoNFQ7AEhARYenfZg223e3zuOQcJUTMJv/MZv4NChQ7j44otx5pln6ucDH/iA1vmlX/olXHPNNfi5n/s5XHDBBfirv/orfPjDH8Ypp5yidX71V38VP/qjP4qXvvSl+N7v/V6cdNJJ+P3f/300lhYbY23ofrba+OnbFgpWwTIKEk1g2YmyrmEdZHvJNijTwJEXHZbBRlz0MQySZ0HqldERAVlkRB75MMwspMRRyKIlvGELyigKYRCyKIixrEIAJL9CX/RDCF5nirT5FCYlXjoSGhxu13CYcy3UGIWWfJVRSOVrzBR08ygIo3AEUVSZMwuTGYVFRzyI1RItAf35E2LdlD8hMgiWUcijHTx/l2iHWpIl2U+iHRon0Q2pzLsYzSC5E2KkQy13gmETBARIXgRmEUTQOIZNUPbAAPZsP2UH8jq2LLIKad+p2QTvMBebMNYG2IQyuZKaMA26DAkYADmbwL+RohssM8DlwUQ0sMYpYw2YMZVoByf1V4ZHH30UV1xxhUbvXXHFFfjKV77SW39zcxP/9t/+W5x33nk4+eSTcdZZZ+Ff/at/hf/7f/9vVu/iiy+OANx8Xvayl019flMxCRld1WPOOezfvx/79+/vrXPCCSfg+uuvx/XXXz/Nz3eNmYQJJ1TsUynLGIW4ntgCu73CKARpGNI252VfUrETvNMBfCYIkpGGaaRUR5CJuAy7wHHeTho4j+RrzQSNBbNQsAaa8tmKG0t2wWgKUvlIVgEsarT7E1TYFMWLDghx9FrTKQAN7GySwbuoGwCqeoWYU8EhOI8Wrc77YKebHrJaCmeJBojMgozWZVjbZRRUwKjli4t4GKtPsJeIeRm9p/G7XOG0HBvtIDkT7NwOMqV0nJgrptOGR2J8AjR3wmQRI+XPCzNZ2fOpzx2hnNfB1uljE2y6ZkdIbILRJuj7uAg2ga9zxibod9TZBMsETWFDbELUKSAJGBGZnVLAmLWJlkWoCBhFhlQTMOq8DsW9UACxQzavy2A7Ac3ll1+Ohx56SPMQveIVr8AVV1yB3//936/W//u//3vcfffd+Hf/7t/hGc94Bh599FFcc801uOyyy/Cnf/qnWd2rrroKb3zjG/X7iSeeOPX5LffcDSHweG6oUvdloSH/H7l6uU21aurFBYMGsy0JHllBPBIwOD/gjpD9+EWP2eDINHwGLIigUVwM2XcUnXua8rW7Ddl+JOAoXg0GArF+7D8ZMCGud9wP8QLxXh4SJmmpc75wPKGx9R1E98MRoB8oFMvGB7TORzzSM614PEyAvA4WKLQISNNNe7RGuOj1JsYyeays5wPIQyPj9sVEPIxxO7RgV8eMbgdJstRSfW6HljyzBoETLQUE5zU0UnImBOeURQjkOiJG5xD1CD0iRmUWLLhmYJ1FQAhmz7aJEj89xyLsjZ00MVAmfu6njHSA/SOcAfpOQXA8d4Fs8tAlsCCmkQ6LsmnCIQFBbJ1PdT4HGazwvUrtxxQCxp2yeUHJNp3q5z73Odxyyy2444478OxnPxsA8M53vhMXXngh7r//fjz1qU/t7LN79+5M0wcA119/PZ71rGfhS1/6Ep70pCdp+UknnaQBBbPaUoOE+IJNDxLcBDYhAxEFKNDvVdBAOkpxUrcs7wMM0qgJiK+xC6HQLngDEPrAgrIEJjuj9deaUYCGVsq20q9bsgokIzwqtkvjHhtfaRxkcJ0YBejLF9sTzw0MQbraLcRz03bTAIU16WAHgcI6gM3YSU1slLbQgEFIByDIsgFY8R+cSx0YTIKlQp+wHREPYrWwyCF9QgIwlAGGGM3BfxcKXQKtYcOlzi0yCnFK6XXXQvIirLu2mjshhrEKi1CABcrZBO8oZt50gLBnqkcg12EKZmITHNBhExRA8AsxTaQDX9sOmwAGE5ZN8JLnxANlGnqrR9jucEgVcjB4IhMJMRQOaa63dvohArxpMzDuJJOwKJNsv2K94fkj7ZOf/CR2796tAAEAnvOc52D37t24/fbbqyChZocOHYJzDt/8zd+cld9444244YYbcMYZZ+BFL3oRrr322sz1P8aWGyS0ARNFPhWQAKDrHzT1XIVN6AAHCzQMcHBmW4dl0PJ+wKCuhT52QUdV4A4qBwsicszAgjZu8qLydjLH0cYyuSAS1Wu2VxrhMe4H4h7LwTT0bBY4BO/gmdqWxEtoIjDYBDjZUpsEjUhuCGCrFyis+VZBQkwI3N9CSermeG8tQIhLHf1Tnr55KIeCjtArQEFsVreDAIVY7rI5JGxY5KLcDutmNBycn5iyuSNi9C5OIe1iJkYrYpw5JNLecwO6lT0I5j2xz3LJJsi0yuTYBQFlE+Dz9zXNFOnSOVk2QUWKji+2y9kErrMdqZonhkNOEjD2sgmpbdLwSL4nmoSKEAGGsJclqDDXf8dsXlDC+0q2X7Frr7120LU+yQ4ePIjTTz+9U3766af3Jhcs7etf/zp++Zd/GZdffjlOPfVULX/5y1+uEYf33nsvXve61+HP/uzPOizEJPsGAAk9vmah1moo3Lk8uYnxGcZ9uyBhEDhYNsECBtlWcz/UGAZCfHOG2AUzYIBPZQIWVDMgzILkqS9HYj7RhH0uCGUVbL9l69nvVLAK3PaI+0GuD5EABYohktIBmB+QMbZ0gQAUKIhOIQMKXOxdM+x6QNDDbbKcL4rwHCS6IVpkFKKbgIEBaxA8PF/vln86dVSTcigIUADyiIdF6RPK+R2AfFrped0OtSmlvQvwFJMrNQjV3AneJdAgIkbJxBiY5s8+nmFccPkIlbUNmXsBso3ZBOMWy55NKef9hE2YNtKhyiaILknutbgZLJvg5GGkxCbUbuo800j3sQnBpzaNKGcT+uZz4IurbIL5jU4GRm4viI/nODmWphkR7FEsd5JJsI/LrPsDwIMPPph1xH0swv79+/GGN7xh8Jh33nlnPHZlIDsmASEQRYwve9nLEELAO97xjmzbVVddpevnnnsuzjnnHFxwwQW4++678cxnPnPiscWWGiRQCMiz6JsL3jejZO3CW19dFUBgGDjUQIPdVgCGBA6ggEFYB8ejnl52QYCBM1SfNm7ye4UbwjEY4I7AOZcGYgIGzOAhuRlyVqFkHqqsggUFNfeD6Bg6OgXAChoDPPssDUGehUg2CN7cew8c4RDJPkbBU2MPF02+u0iie1ABGIAIFNKfpetFVsaxoZFHS5+QesJht0OZZMmyCRsQd8R0IsYyE6NzMcoiVEIiieL7ko3gKd72UQmWSjZBWHz7bgg4lWfZsgnq5uhqE2psggUF5E1yIWET2rbOJmzzxE+jwyHJYaKAcUwGRr5+VQGjAATDMOxoWuYF2amnnpqBhD67+uqrMnfUogAAkUZJREFUJ0YSPOUpT8FnPvMZfPnLX+5s++u//uvO9AalbW5u4qUvfSkeeOABfPSjH514Xs985jOxvr6Oz3/+88cPSIgvVP5SEQZeMhlVG3PO5YDCggjvU/2aoLFgEixoyACDNFDSmMjvluDAlvWxC4buQ+MSRM5GQsgbRGUThBngDsvQgSnzHHQkZoVIpVYB8jOAdsT6veZ+iH8lHKQhkdPmveR344UFEcE3QGg9yHLJHthqGxjNfnRBmPOIj3UXKDQyIuoDCnp/o8vhiHlUos8/nqPNWpjlUKhEPNSCekXIuF36BKDf7RD0CkP/ntLtYOd2aOTe8CU+Aqi7ocyd0Cdi9C5oJkbRI6zBgchpiKT3oTOvw8RZIllZL/dMgUGNTTDPc8kmdLQJlUiHITYhMhIC5uXAlNgEJ3kgcjZhVKrmaa3GJsSblQsY+2aHdJTYhF6Xg3T+lAkYEzCAuW9FzgQBBxZ074R1u4rp95/C9uzZgz179kysd+GFF+LQoUP41Kc+hWc961kAgD/5kz/BoUOHBpMLCkD4/Oc/j4997GN44hOfOPG37rvvPmxubmbZkMfYkoOEFplauLSSNbBVnYyj+O5bOg4FeKgBB2EcZJQoLwq/XB3AoNsMeBANA1ABBxPAgo5mu2DBuiGIUyGLv1UbQKtXgOwXewMBA9bNkPyPqUOfJGpU1gB2W2odCEnERA0Y9DntkwIA3wA2RLIKFHyAH+F68KFJ5zkJKADYcFsplBGAzPNQhkb2RTzIGZZswpCQUWy73A4RHBiw7BKLELjTtuAnIAKfmtshpmquixjF9RAzNcaQ1DUfdDppjyRejGxCw6JFcTsUCZZcAgTE28Ej2Q6boAI7/lMZuwkzlyYoQnqO3RRsAjN7SZPAJ1qGQ8p9r7EJ0yZXGutyKCyyCRUBI7jjZu+doPaM5p5SwCiDglLAWCa2ygSMO2ROznGO/bfDnv70p+OFL3whrrrqKvzmb/4mgBgCeemll2aixac97Wm47rrr8OIXvxhbW1v4F//iX+Duu+/G//pf/wtt26p+4bTTTsPGxgb+4i/+AjfeeCP+6T/9p9izZw/+/M//HK95zWvw3d/93fje7/3eqc5xuUGC0GL9FbpF2ikW7EEBIDLwMAQcVPvgivL0veqW6AMMFddDbKhc+u7dIFgQN4S6DYwuoapXICQXRIVVyN0M3IhagGAbW6knl9LqFMSdj/S7HUEj1xCmIcTbYWj0fkYh3eMe14PZDmAUUIh/BODBkQ5IIZJxW3/EwxghI9CvT5jGFuF2SOmk01KBUOF2KEWM5QRQmonR+XpIpI8puvOQSEzPJkhnLKyCdtpczefPZfaM6mvoumyCvgNM2VMSD8O+H6xJyFwP9iMHlE5+lomfFmi98zlMIWDkA3UFjCZnAmqgoMiZ8I3MJExjN954I37hF34Bl1xyCQDgsssuw9vf/vaszv33349Dhw4BAB566CF88IMfBAB813d9V1bvYx/7GC6++GJsbGzgj/7oj/Brv/ZrePzxx7Fv3z788A//MK699tqpkxYuN0hoOfVfn9X8cRU2QZ+AEkBY8NAHHHRENgAarOvBJZ9lR8MgYMGU1dgFdTmMAQuERCeSvNQWOBgXhKH9M2GjHEc7UMpYgFSK5H5oYQCEQ+cts2VUSbwkC16Pg5NECxAR0ARstQ27I7he4XooGYXGUQ4GCmDQUEBUusQMiUfsK+K21A1RhkjWIh7GCBmH9Anb4Xbo1oWCBznfWUSM5QRQKdwxVEMivfNoTP4E54gf5zgRVHzm4nA/S7DEU4grm8DAwDJZtcmfNGafgbbkRCinT3fCHAjj4Phd4UnalIEwbIK49qpsgrgVJqVqti5P0S0sOhxyDgGjtb4ppCOzENsMnULasgaCPcxyZXH0f8MNNwzWsYkMn/KUp2Tfa7Zv3z7ceuutCzm/pQYJJC9dnxmUXleK8ospL44BBPwLaXsJHKy7QpKKCNNgAYOlQwvA4EzvPopdGAkWpA3T0T+7HOL8D+AOPp5X5oJgtkEoRDuy7zAGwjho52hAiQEUqY+UY7AKwUOjGxQgUBH5kN8FALFLTbSA16gH5/hHC9fDloS0lS4HAw48Uey8nMMm5Shb5nkoky21CBMjHkoh4zT6BN2+ALeDrPexCfE8ktZirIixlokxOB9Bg2+rIZEexG4HETMGzcQobEJomzQQZ544ros7AOiwCfJnc7+m/Rt/rD4hmztAAQJHOjhTZtwUotiXyyauP+i+A2yCsgjOAIBWXgI+b5dcDjO4FYZslIBx1imkxT3Jl0RzJihbmFwOto2QSZ921FagZCZbapAQ/XzjJLLZ8+GLRpfBRAISFfBggUMPaCj1DRnL0AcYnNR1w+zCFGBB3tioVga6uRLQ74Ig12UVmHGI52kaWNlWcz+UF1/LTcept0E6KxP50FAKkSwOWQMKva4HpGodl4NGPZAcuHf3aGVopDkx1xUyVjMyjtAnxO/zhUVOk2SpO6U06TkMiRjjueUhkSpgBGlypRwg8LoLmmApzjLZn2CpwybwJ3XKSCN5udwWPBSggRhwaBZGBgaJHk9sQnRXUIdNEBcDHBlNAv9mjU0g12UT+KEYFQ6pZQnYjbKxAsZZppCGXN9KzgS5R3pN47UpcybslB2rmoRlsOUGCSGgkyehBAA1s6N9Y1Tu31IdOGSMwwTQICyDdg7IAYPVMAyxC2PBgjhhDSjgvgtoTCdvXRA2CkJaXwEQKmTkJEzVEYlwAd0Lqj5gY45iB+ZMvSzyQb41pPSy3h/tz4eBgncEyaOgiZPUBUGZC8JD/lbkDIMLADW87P7VZcSDzBopQsZNpYnjbyhGmaBPqM3vMIuNdTsow+HksRAAM1nEKJkYhU3wcFj3W3GyLogQMk4n3bIOYVKCJedININ1NkE6fH79erUJto5hEjqsl3w3bIKAig6bIKI8OR/vMk1CxibA/BElmzBtOOS0s0Pa9gaYLGBURpASm2C1C1RhE8iAg5B+TzQIpcshZxLQg4xWdqzZUoOEOLAonrS27XEtVKwGKAoAMRE4yAtfYxoqgKHqknAuRUr41Khk2oWxYAEBNhqC4HPXYs0FwZ2/dNJoYs+V3Armepb+Xn3xKzkVUAw8TZln94KeU2uAAiYABf5qgYKo3RNQSAmXyrkevHFBeE/YJJ9YBUfwRPAgbIY1wG9FFwR39Mok6GMXIx5apBF3TcjYp0+IQR2EReoTZnU75CJGhwaEsSLGDWxVQyKFTfAgnSWylmBJ2ATnJAvjCDYhuMnahBI0SOfPgMOyCert84Dk7IhlXVcE+DcVFCiTYTt2813YBAiY8GlgsV3hkNNYLQMjAHU5NJU2lVkEmzMB5NTlIMyBuByU3VSgsIMoYV5QchwDmqUGCdnEJMZ0BD/JhgBFBgwGgIOChrbinugCBpKGvgQMJbtQ0S6MAgtSt4nbHIXYbzfeuCVQd0FkrELs66C+RUBCJ6W3k5c9dzNksKCqU0h1uRElQOMFtaE1uRRs0iUyPwMLFJQWmAgUvDSAHkBYM+t5Vkb+gboLwgGeR9M20kE64TSVs+NHwvytLo3eW5CyCPHnFqtPqLkdAGYuDFAoUzbPImJcV1YhD4kUIWMtwZJoFJRNIOn4R7AJxi02MdKBn+kOuJX7q88pg2d91Zy64sBAVPtQBRGGRVDXA7+XQ+GQ8j5tVzik/GZFwLjInAn6W4HviRksVBkbSjkTdspW7obZbblBAgXkjmakl2Ek8i6pcD1MMTtbh3Uw26kDGADVSvQBhjDJHSGtI3VcEaPAAnzOMkSeHeIm18Gr/CdvO6HLKijgSv7EjnAxu6g8eiD0tmXa7dvRl1f4oWXxfB0o7SH9QroVFaAQOIWzl1Cz4LHFbgZZxktdMAmVrIxlxEPLGxuEbDIoLw+TG9Yn9OVPKN0O84ZF1qxvSmmbsnleEaPUDS5EVsalBEuNI54qmhMsVdiE0dqEMZEO6h5AnU2QPCLmddKlvpsMFph1SMfg31SwTZg5HHIo3wsWwyZMNYW0QxIwAv0CRjgT7ZDnTLBpmgW8ZWma5/prVrZTttwgoWbT+O2c7wUTHfBQYx0UHCSmgaR8ImAgZRc67ogQ0vGd4w5tSrCgbocEDDouCB7dZ0mVFA+4NFJDRdSoFyqN5vKRQaFTqFzmdCSXVciBQiU7oz2kk/XYSTnOatcyENvUe8VRD9IeN+joEzwRtiS6IcRppmsRD2JH0MSkSjpSjydV0ydMkz9h0W6HaXInWBHjpEyMfSGR626rwyZIgiVhExrnGSxQl00Yq02oRTqUWRi9GbWKyt5G95nXp+N20PUUMgkRNbp6ciVY18PYcEh59wO64ZAAMj3CnMmV1KyAcWzOBK1j0L9xOWhbgthmTUrTvKMU/ry/t2ISltOonHxkpCma7gMUPeChI8CzbINlGrh8EDCEYXah44pwrqNbGAQLxPSl1StYF0RTYRUIuVYBZiRVihoJyNwPmW5BRgtCR+bbshdO113qrGDLmFFQ2FABCpB+PnZaOpTk8EiJptS9PNJsf+0a0GxFUGAFjeDOfGLEg7UhfUJ//oQSgiwyLDL9ybOIGIVNqGdiHGIT1tFWEyyldM0RyNXYhDXPnMUkNsEAgt4sjCF1+IqL2LOXXA+51kH1CGRAg534SVI1O5fAyzzhkJ6SgBHQd34h8zn0uRzs80OEUTkTFBw43W8qlwOQtQ0rd8Ny2FKDhKq7obSamnfgpYvUWOWYFeCQpS2eGjAUokcPdLQLnkfiFiwAk5kFeO4IA3pdECxEKFmF+MfIucdGwuZVEFEj9K+qrVe+9fggyaPIh5WgQPymQ93kepCRi/kt2Y4QOyYLFFyI18TZiAcGBL4hbDHDYHMoRDdEYhW8jyNemTVSJoMSIeOs+oQ4uDQjSoKGRQLzux0WI2I0bAKioHESm1AmWGpc6E3X3GETnGMWfwKbYLIkCmDN3AuAggaXAQooSzCJTdDkSsIm8MmQngMwUzgk+Ng1NqHnXm63ywEAenMmyLaayyEkVmUal8PxPDpfJltukDDGxrgfDJCovYRV4FCAhoxlKF0T2rkzYODvOguaD13tAkIGFjLdgnVDWKDSEqhhIdIkFwSvl6wCiJKSWdGDXY9LdT8wfag6BS03o7X4VwOVDs4REHiwnbEKAgzAQIH9n+p6kKgHl3YJgE4KJRfHOWArXnxYIaPQxzbZUu56MDoFlwMGxR8oMjJien3CUFjkdrodrIixZiI3kZDIWdgEjxD1Cb1sgpn8aRY2QcLutHM3nXQhYMySKZHURwYWShdDlqqZ0JtcqS8cUkGXNXVJ+Op8DvHiexUwap1FCxiB3OVgBzaTXA5WwGh/w7ocCAoeBl0OO2XzgpLjGNAsN0igkXe+fFE7xxlwO6ALHKqgIeQNdpVlKDQMvexC6Ypg2TTJqMiCBRsN4RxcG3JWwYIFyyRYd0TBKhDQyavQ636AXepfX3znooyqTAsPBgrZJTUApfiujIIkXDK/KECBgovuUh7uCVBwLGT0xf2KTAIxQAjYMqyCjXhoOE9AAGETa1lGxsQq5PqEciIoGxbZmksyye2waLMTQE3DJsjSsglwW2hpHJugYZEFm6BTSY9lE/h9IL5M8d1Jnb1ELah7iQEFmW1JfT9h4icGAjJhWg4w0nFtOCQ5l95V62oA8u8D8znEOVUW20P15kwY63Io9AljZ4ZMdZwyDTtmK5Awsy03SBhrkx7Gvga4xh5gBGiwLINPL3nVJVFlFyxYALfUiW0g7oPy8MkCLNRcEJZJaJDcEVIeh9P8N8D8tv1jAZvPQLtn9TG61NnUqHHXLe8ABd0cj0/6Lf1elkdBgAIPHMmRjrtb6enh4+Vz8dck2ZJ3hJaXW6HRpQgZA7MIkrq5JmL0jjpTS+f6hHx+h1ndDmWSpUWJGIE8JLI2nbQNiWwpdvCWTWjRoHHj2ITotqHeqaTLSAe5P+QDsw38JChgcKwvAcizSt+5tE2wkHT+xiWRsQdSR/F1nlxJ2AU9vgzohWo3QIFxPaYWMIL3rwkYgZ3LmSAuB0QX0MQ0zZlOIXc5gOQ6OR2AqMthh2ylSZjdjg+QMMn6QEQJHkaAhg5gMCPWUexCDSyoboE78lKzIHShIPcCLFRdEIU+IYuACNFt4fjSaLn05kBXp2DCJHXdjCTy68jlci1k8IGRrgcLFByr3AO4DHIkBQqB76NzTnMoaGhk26QcDQ1SBEQhZCxTN1t9ggAHmVo6sQr5/A6LdDuILULEWIZERnCQRr0SEtmXYEnSNbfw2HBgncICtAkc6dCYOR183wyR2vG7nA2wGgUGDQoGfNpOvG8tuZIwCEnMKADEggn+DQmH5I5/tICxzMAo92CncyZofaYS7f52vfzUohwI5juSywHAUZm7YWUz2QokDFn58g2BhhkBQ4ddKFwRVd1CDSxYFwSQ+c47LoiSVeB1ArsfhFXgUQ9lf3qKfuh3OfSsZ5czlSuTAAMUelwPkaxgJsMZRsEcU+oAFAFCSCABHgg9oZEuEOyskV4ZheR+kIyMm8jzKTR25IyYvMme+jxuh3g7c7fDTogYW90PHTYBlBIsSbrmDbQ4QmBQUJ/8aVptgp0hUvInOI5kyNgE6ZzlOiog4I5J/jwFDKgyDKPDIRlU6IyR0ikygJhawOjkDaDENPTYtgoYS5eDR9flUHnupnE56PXeSZAgvzvP/seprUDCNDYEGqYBDMYdMcguhFAHC1azgDQamKhXqLEKjY8Reg5wDAxIOmn757qe9Qwg8FifhLKugYbsgmp5L1CQ3eyyTOHs+JsD05882uP6tRwKjhxaFjBu8bIlr0LGmDPBRw8MyIAF36tPsGbzJ8zrdoBLSZaA+USMYmNCIocSLAXDKrQuoGU2pXEBAQEN5dqEgAgE+tiEMm9CJ7GSj9c6uh2YTQik1D604wZT2Y5Ht+bjgcFUzdyxp04O9XBIAQBk5iZQNoFvYilgLE3YhB4BY6/LYTtyJtRMXA4AQCNdDswa1FwOZZQDqVtyZ8xJ2zjH/serrUDCPGYfnJGAoZddqGkXesFCKXCUFszoFSx92BLQsBujwyrE386YhFLUCAER/DeXedzNyEDSOcvcDBLpEEqgQHZlAChoG2kaW3YPEHjUlmkU+ABS28nxUg4F57oRDyJklORBNnWzRDo0MvQJcVRr9QmeXQq1sMgcIPS7HSZNAmVFjLO6HWYJiawlWKqxCXJ9WwR4F7ABcPlwpEN1TgfEBEy5TiGyGEHEjD42/BIURAUwUBahBAaGPegNh/Rpe641YOZAwajZ3yMHB1bAWHM1APn3WgbGjsthjs5qrMuhnBlS3vchl4MtH5FYyYXju+NdJluBhEXZSMDQyy4MuSIsWOgTOHpAIiGqLggGB0OsQgQBFVEjOxWz6Ac9WeQ6hY77IS7jACMerXLx9IjC2CpgqAEFbZBjWXI58Db5DTNYiSxDnkMhHjYyDCJkLFM3i5CxaQibIfrEWwmJDND8CRYwNMa/n272VhxFT3A7JOag3xaVO2FsSGSaZ6I/XbPVJjTOKRDyFCZqE2wWxjUzp4OwCbmIkV0RnhACqeshuR2A3omf+Npq9AOXO4JqGqyroXQxZK4I1TPEDrGcHXJuAeNRzpnQmRlyksvBRDmkfYAssRLQcTnsmM37e8cxnlmBhO2wSYBhiF2ouCIysFATOGZ6BcC6IBwQ99EJXFDXKgiQsKJGncwwRT9Q4yPNCNsfp1H+EFCIl6NgFNLF6ZQrYDADXKsCT9dYWAPHAIOP5dL2AHRCI2MKbM+jVN/VJ3CiJc8AwbIKok8QcGDnd9jkbrUMixzrdhia22HRIsbSpmETssRKRpsQGARE1iPNd2HZhNqcDpZN8C7Ou9HItNLkEJzMEBlpbhExOhqY+KnicrDhkAA0JFI0CYMCxgI8WAEjeN/4Oy67fhMFjEDH5RDLGMjrDXLzCRinMetyAAOHSS4HGH0G3wN1OZDLXA47aavohtltBRK222qAoYddmAos2NBJybOQ6RWE6mRWoS9ckl0YpKqu2Elk7gek6AdJvhR/HEh91DigIIxCHGiUYKEPQJRbRYfABS0f38lvIzZctdBI5+JlEpDgo5CxTN0cGYQ4Ms2mlq7oExpXcz3M4XbQkBIARFkoJLBYEeO0bIJlEfq0CR5x/gZgraNNkIiQoTkdJMIhUFB3gxUxVj/iriOoUDVLrmTzJBh3QxYOyeXKLFjg4A1VrhoEfi5oYD4HZRFIR9OZiYCx5nKwORPE5TBv5zqry8HJkrrHs+cUgJSFMW4fcjms7Ni35QYJgsRrdiz6u6wfUssSKBgEC6VmoZJnoeqCKFmFbF/+r+Z+aHwnjwLBK7sQfxMDUQhmJsm1LqNQXobMf2FEh51LyOUqvHPc1gWnDZhSvRIayeBBOonA9TMhY5G62bGADkj6BJkxUiaC0kgHdkNIWGQGGBAArEWaHgwQKm4Hz44d63YQJjjIX86Xb9EiRmtDCZYEQIjHvF+bkP5272zK5nxOB2ETRKzYaAhkjHAQNsEjAoHGRVePrAcdwfOoVtgES3HL6F/dA/JJI/ycCUigIE58hgQcSlZBAIArBIzq9kJiEfSBiAfIppCOD1d/zoSee7WjLgdrtcRKDBY6Lgc4s+TzFlyxk030vL93DHYnO2XLDRKGrA88WDtaQGIWsFAIHCfqFYRVmKRVYEAAILkfGqNhkOgH1ilYdgFA3gDGo6QQSRlByUh/rOuhVl4AijhYi8cjLRZGwegUHLiXJaaH+XIj6ROcK/QJTYu20Cd4CthSgEA5q9DjdggIHPWwZVwQye1g53ZQNoFp/JqIsUEaxVsR46w2KcFSpz4vJ0U6pDkdwOV1NiFGQki656Cgo0GKcFhjd8MaYibGNI00wfvAfZMHqasgMQYdQKACXyRgYASKNbDginUrYOwAC63PvyEuh0lTSNsOd0Ka5oXkTJjGZkyslPIkkJ5XBAf87hN2VLi4cjfMbssNEpxHbQIntUnzNhxtFmLIFTEBLExyQSirIMqpIVbBihq9h2tDN/pBXQ49gkb7d3W+cCusk0PF5aCYUUYf1WMWxxcGga9jJzTSVNVBjsN0+gTOn6ATQymrMJvboZzbYYyIsQVlLAIwfybGmk1iE8ZGOvTN6SBix3XXoiWvaZo1qqG1LoacTYh9bzdVs/MpuRJx5IG4EDrhkAIMijLJBKiet6LznzYDo7ocINv5PTA5EvS9K3Mm9KRpXoiNdTlo/YDexEo1E5cDTPpl4reSOPGVajZWdqzbcoOESTapoeyds6HokXYCNJTswixgYVZWwYoaxf0Azr0QROkY4LwHcWZCFTQyyMiAQueyGwZBWYIeRiFjDGSfyuGCWXd5uYRGKm3rkB/HYbQ+oZM/IVDH7QCg1+1QJlmyIkZQSrK0aBHjWJuXTUhZGPvYhO4MkWkmzX42Yd23lRDIPLlSFg7pUnIlKzBMYIFQTggWO/hUpq4FGaRPEDAmIGHBgIAJYFLOBPIOzgIAmxfhWHA5TDN9tPnY0Ed9hyld/8go0M6ChJW7YWZbapDgOL5/GsteqD4Q0Um/vIOgYRqwUOgVBlmFoQiIbCpq3h5CV6cAabCMoNFGPqBI5ZyZDD8tQEiMQiePguxS0yi4so4FA3kdAkc8MAMQGQa+vq5fn+Cci3MU9MzvgJDSNsu00jW3Q5lkCYiMwxEyM0aOFDH2hUXWQiIXla55EpswaU6HGpugugRxK4CyxEox6ZJhEwrXgyRXaoMrgIJJ0y2dgg2HZCGdzZlQ+ygAMCx+1eXAzIAFEjD7js6ZsEwuB4cU5SDbSpcDX+cEFrouh52m71fuhtltqUHCRHeDNX6ZhuZSVwBRHnMINGwXYBgFFqZgFcoIiD73A5Baw8Z3dQosaCRhF+BThkbpohxqXT60t6mIGZ0AghpzUBwtRStA+zCIn1h+JiTgEOub1M0y+tOjd/UJdiKoobDISW6HWpKlI9RkU0r3iRgb0SXwgLSWiXGRbILY7GwC8XmMZxPW/RaLFBMYsKmay+RKlk2QcMg0nwOPZJ08D4CGQ6pmIXX6yjCQU1ChgIBZBchIXdwR3OHbvApjcyYA0oG6roBxWVwOfdNHl8cWITFxcjbwV0BdDjva8a6YhJltuUGC9ZsPWaBhMNEDIEaBhu0GDOWLaF5qpQlnYRUsUGgBapoEFDRTY8hEjVbQGJs8AxS0b+dcCsSn1Xm7uPEoGIXECBV/r2AkAwwUhDjdgxtsm1ApAoOkYo/UsgoZpTPgzoN4xCmzDIYQO6k2+I7bwXvSZS3aoSWvI+TocihyBaCbO6EqYjRiRitiLEMigcWxCaWNyZswC5sQmZbEJqy7tpqqeSi5Ui0U0jtC69J9z9gnK2CspWZGH5BAFt2QWIckYOzkTIA8oOJyIGUREmgoTNg8SdNMetGPqsshuSMLlwMA62aoZmBkl0PmgvACEI7jnneJbKlBgut72QqjoXayD0BQGAcadgIwLJhV6IoaHdC2dZ0CJ1jKBI2sQ4iDf6faBGoNUBhwPWiYWMYkGLbArKsY3ZG6DtSq66mxFr+yTd2sVIMADUD1CXYiqDIs0qZtttkYJdohmwSKhLKPiYU0ssHNJ2LsC4kcYhOmTdc8axZGyyZkSZZ62ITIHHSjHMpwSBUujhQwxnDEeG06AkbrZpBLYhgG6DvTBQsSRhlD95JLQwBCOenTkMtBO8fS3WDLNTTSQWeGPEouhzjoQNflYAFEYVkoJMADGH5mTYTDTtrx7DKYx5YaJMCPczfEdrROn1YBRA049IGGnQQME8DCWFahV9RY0yk0TVfQCBMVISGSfUDBdMb20pQJl5I/XGomN0RiDQzLUAKE1qzLNpnHwQnbMKxPIHiQCwihEhbpCJ4ctsjnbgcBDEwli9tB5naoTSk9jYhRQiKBekik2CISLPXZ2BkixR0QoxfAIY91NiEyCd2Jn4RRyPIlIGcPZCrplhy7HOqzQzpPoAIYZBM8IQELyzok9wH0+ZgkYJR94u+6xbocAPE3LeR+qtVcDkBkPca4HOQYAxM+aaQHv4QS7SDZF3fMSoZjlv2PU1tukKAIfIT5OphwFfDQAQ49YEBAw2iGYZFgoeKCGGIVYohfGOd+KFM6l4LGaYCCcT1IJyOKbgsUyHHDLECA110JCsqIBzsK1IZZfoi/l/oE8VdzvgPJn1ALi/QU4/MnuR0Cj5i3jIDRTind+DJ3QrQ+EWPjkrpfOmGZTtqGRELL0vOwE2yCzBApT3lkE0juesq+WLAJcvaN60/VLKGPDXKAsOZaBO9Abey0G0c8aq99jCbBZmAUMKCuBwj+Tc+L6fxr3/tyJghDpnVhnkUO+ctcDrWbYF0Odn9g210O8SIVgAHodzmUQ/NaR0wCFuI6q4ZWkzstkS01SHBNA+e6dNdg6tISFDRN58EumYcuaMgLtFNGBTBsF1iYklWY6H4YI2isAQX5/UmMQnbyqeEToOCClAOWe6hjwJxRqAoZIalypZqD1Seo20EWDtWwyJrbQaIdsiRL6mqIbgdhEoRK3+QOc6yIcZqQSA/HHfTOswmer1+osgmJcfDMJsTyycmVIqPgFTCsueFwyMalKaSDjGwZMKbMmwwGDVNQZRhcfG2IL2nmclCA0M2ZMNHlYFkEeYaHXA47HOUw1YRPUm1S9kW7D5yCBnkdd8pW0Q2z21KDhD7hYpZKtETXjIg7QKIED4Z5GAQNlmUoXBK97ojtBgt9rMKA+6EbJhn9p5mgEYgNHIdFai4FonGuh+zEC6AQez5kHTdQaBXSrmOFjDV9grod5Pe0A4jrNixS3A7OtRoG6Tm6IbobGtYl+AQQGsMkmNwJ04gYbUhkw4LAGpsAAKEiZlwUmxDL3EQ2gb3m6h4pJ35K7on+5Ep94ZCN8whGrzBJwOh97KQyAaM3j5ejqK0pgYGABpSAADjqLoftjnIYY3bCJzLZF2Vb6XLgtqEWCgl2P+yYEeb7vRVIWFLzTfwA/f4t81Bb0wQhWq8ZBg4WNPQChhwQ9LojtgssFEBBfltZhQH3QxI0ImcV2rYb+SBRD2NcD4Q8PDI7aTtyMt+d3BsTGqkuCHDjbYSMBjxE94JZN6PFLKqBG2wi0nJxOzhGH3FUmkc7BHLYksyMnoECGs2h0DSs8IfPcidYEeOkTIzdkMj4B/axCZn7YcFsQhkO2cDpbRIQkdgE0uXY5EoAqkyCpmieR8CoHTx17nvn+RjxGe1yMAyDnpS4HMooh94Lv8Muh3myL84QCingYWXHvi03SLCahKbnddMH0TzY8iIVAEIZCN1eAIdyvgSMAAw7CRYsqzCt+yFwk19zP3Dkg5PESn1AoeZ6AOdRINfNzBjPIHXgOrKXIV8RGsl7Jp9v0ThVAUElf4JxO2TzO2gH0B/t4EzK5i0XG7robjC5EyaIGCdlYhwKiRzSJmw3mwDKAUMEB67KJoxN1dwnYJRwyCEB48QMjNblUDwbgzkTQto2bZrm0uUAF8V7vVEONZeDpe/HTB8NIKWJnM9myr4IJLAwFArpkYdC7qC5gDQImnH/49WWGyQ0hkmwlmVVNOXyEtkHOxbk+zWprmUcyCLqAcBARCZezWwvtQvbCRYq7ofB6AfvebTer1OgFsNAoXA9xE42gQjno6NX2QWhgKXxkyGqyaGg7gaHnF2Q+2q3y8gOyDr+Mn+CdTso9cu086Roh9gh5dkYPVEULRa5EwIzAVbEWGZijPR7nU0Q9sEmWJqkTYh3anvZhHqdeqpmSFkPmzBJwFgDCDKVdEteJ3xqXdftkE0hXaZkVuHiSJeDuqAmuxziF37fgkwsNpvLIZ5vj8sh0yVQUX82XcJEq2VfHBsKKaydJLhauRuWwpYaJDjvzUjTWMEqUB8YkGoWPNi6Us9PBxiq7EKPdmHbwEIPUAAMWCl1CiMEjROBgnE9SNeVAQUklwdadLoucg4ulExC+ls0CsI0+FJW0ycouyAMhQEPad9iWmkBCQ6aZClGejmd28GxSC+6G6g6U6RnnYJkCwzOChijSyImXhrHJog2IbIKlLEJQKL7hyIdxtoQm1AKGOG6yZUmhUNuyquFMHp2yMzlIPVcyq/QeNK5ysTlkDrnAZeD0St0EyZJx5+DgSGXQ/ZcWmA6g8uhNn30kM3kchgTCmlBwDShkMJYUh4KuXI3LI9N33ocS+ZdfHiHPs5FMGE/Tfpkx3A+6Ryci51fub1pAO/i/k4mBvJpJO64PpelOi6xCyadtPMu0XtlmukaAJrGLOVHQUGINiIU4oscOKWtihPjOsmLL/UorlMbQCHE+sIc8D4uUFbuQoidL1EMfQwBro0NiQsU00XzupQjIC6Zccg/VC1Dp4z7iN5yx98d78utekif+Gc7hBDBAVHs7NsQQyJbDo/cIo+tEMMfA39vKYVEtqxPaCmCgmA+m9Rgk9bQwqOF0PJO67WQpePtwg5EaxGzLQaIJiEuA/LQReno2xkp6UlAo0FqTGSq54Y/3nC1jQvKkkRRoqyb+kbAmMBBUH3CmrfAQQBCgDNLcTUoPvQJJMDHD7n8IwwD+bIs/9htFlDa78nlYH7TOd7u8pa3z+WgF99lS21z5m0fhqx8Tmz7AOTMxVBnL+wB15EogZ2OFpDohnk+22WPPvoorrjiCuzevRu7d+/GFVdcga985SuD+/zUT/2U9i3yec5znpPVOXz4MF71qldhz549OPnkk3HZZZfhoYcemvr8lhwk+OGPdNj2430dQDjXBQ4CGrTzL7aVgMGAA91nCrCgVgKFRYAFXa8ABWBqoKDrk4CCsBQtZQ2GawUEEG9D/G6BQmtBAVWBAiplFhyIls8CgvRxaSl0JIEBgv14Bgo8uZABClvBa9lW8NgKDBRCo2BByjapgYRDSqcfwUECFQokGCwASACBeB+molvqunZDpcGe5CqYZNZV0bjIgDRw8M5xLgOY7bKM55F1/gYsRAaBgQCfXwIDQYGDggAjZkzAgeoCRhaVWrCQdfQQZkGAA3U6f+tySAAgBwHUt/RpX/gIDEgAg5RbsFB7vyVyS7ZJm1BqSoRN9a5oN6T+9G3HEBPRFXcXYKHyUcZA3n37faesTzMxzWeb7PLLL8c999yDW265BbfccgvuueceXHHFFRP3e+ELX4iHH35YPx/60Iey7ddccw1uvvlm3HTTTbjtttvw+OOP49JLL0Xbtj1HrNtSuxtipz2Ac2oPtH1parR+4FkNibTFI3m7Jc0rheSaEM2BuCSkjzXUfdyeuyJqbghxA/S6ILbB/VATNA6GSA65HoReFNeDoxTxQMQhkTw5VAOdD8IRTGiXS/SvuB0cQWfzE/+xULaZ64Hy0Vswf7IDgxKXOofS7SD7koAWl83tkOVOYFaBAM2Z4FjVLxNACUBoGop+dzKTQoW1ToKl2BHOp00oPcPzzOkwzcRPQ+GQQAQAfQJGsJAzwKXoj4qAUcEB5RM9VXMmKDiIYKB0OWgHbZ6B/FnoLxsd5YBKYiVHHZcDxA1hdQnmXU+aGlN30aGQ09gIXYIz4mgARRtLLN7cub9hXjZgu5iEz33uc7jllltwxx134NnPfjYA4J3vfCcuvPBC3H///XjqU5/au++uXbuwd+/e6rZDhw7hXe96F973vvfhB3/wBwEAN9xwA/bt24ePfOQjeMELXjD6HL+xmYTy0/R8sjo97gpmGjosgx5nArswllkA+l0Q87IK0zAKQGIDJrgelFEIdhvFGSSFZQghjiAMsxBdDHEf625I7ghmCHoZhe5nXrdDYhgiiwD9c5LbIQQf3Q3MJgRxQ5AwCz6xCnDYDI2yCS08q/ktozDMJrTwo9mEFoRApC4HsXnZhNJKNiGVR4vgJrEIlk0Ql4OyCRWXQ+NKl0JkGdYtw1C4HMqcCd6HrsvBo9P5d10L7HLweXm5viiXg36vfWSw0edyqNjQTLe9RkU7IOuWYay0H3l9Su9/5bu8/3Hb9Kd4LNhjjz2WfQ4fPjzX8T75yU9i9+7dChAA4DnPeQ52796N22+/fXDfj3/84zj99NPx7d/+7bjqqqvwyCOP6La77roLm5ubuOSSS7TsrLPOwrnnnjvxuKUtNUgg70HN+E/HFVGCB+/iMttmXBRDgKHmjmAAMBVYGOuCmPmibQNQkJffAgXeT4ECl7nWUJBEjPBzalKAgozoB/UJXK7uih4QIW4HZRPke+F2KLepy4F7Bf1T1e0QO3cLFraI17kzl/VN1ixshpo+QUbZk7UJAJRNkCZatAk1m0ebIIxD6XIozZvyJvV/KRxS9oUBCAoYggoYBQzE44gbwrgcrKthyOUAedVKlwOzCRBmgbScyaPFuRzkO7sc5Fh22dEn1GzofS/Bwpyzfor1uhxqugQLDPQAJYubyo6KLoEW8AGwb98+1Q7s3r0b11133VyndfDgQZx++umd8tNPPx0HDx7s3e9FL3oRbrzxRnz0ox/Ff/7P/xl33nknfuAHfkBBy8GDB7GxsYEnPOEJ2X5nnHHG4HFrttzuhrUmzyleM/Owaohesc1pJ1k8vUQAXDq2dU8UbgmdsMQhdqIe0AgJ64qQ3AsT3RA9LohFREBM43pwzrgTelwPZcIlx52uvY6BiWhHeQ4FE/EAQETm8U9spcxkZHSucDXEPbQTAJe5NB9ETvkij5CQBiCYbTL6y9wRKXdCzMTI00i71ggaKyGR4AyM4mbgBEuWTZB0zUeIwyIhYZE20iFaCzeYhTHIVdQLOVt0Q59NCoeszQ4JWXdxPofOMZ0JieQppPtdDtFVMj5nAmBdDnAmLXc24kdyc5nOvqNnMGBgrMsBkHounY93SOma+VzmyL7onNuxUMjRKZoL8K/5EXzBKuyALcrd8OCDD+LUU0/V8l27dlXr79+/H294wxsGj3nnnXfGY1dAIBFVy8V+/Md/XNfPPfdcXHDBBXjyk5+MP/iDP8BLXvKS3v0mHbdmyw0SZLQP5Gh8CNVWVLnk8rJB0CC6hhpgcDICb9KIu+EXXf14YSJY0DwLBhhoaNOitAr6tyVgkIVIzgMU2jaCN83AGLUH+rdKDoUCMMj5SDrbOJBMwACiT0CRP0FCJUsgUAKCrOM3nUUAZG4H0usu9bszRQYXlAGyIZGeuiGR4m5Ik0A5ZRP60jW3zoZFTp+FsUyqBDCb4BafXAlFOKSdHTLm2qEUmkmTMzDKFNJjJ30a43Ig8qotyWZ8ZGBA5vnIGQeXgYVZEytlgEPeOasxEEBbcycKUzBl9sWZTDv3gImMhLRnumvR+XA7WuoSYigk7axocYF26qmnZiChz66++mq87GUvG6zzlKc8BZ/5zGfw5S9/ubPtr//6r3HGGWeMPq8zzzwTT37yk/H5z38eALB3714cOXIEjz76aMYmPPLII7joootGHxdYcpBAjQNVMy26zkOoilrLJiilnoMEcvl2J3SaCI9kmwUMBbtAlklASCAm+IxZyASORJAEKcCUrMKsqLzSMERWYQagIHXttRWgIA2G0SWIgFGzIDIzoHfUIQEsAQityzt+YQosExDADbTpDMx2Wc/mdmBGQZkHdi1YESOIKWkCiN0NEhJpp5NOYMBns0QqWCCH1vksXXPrYtSABzME6JnTAW0vm6D5u+Jd7GUTtjO50qIEjNVUzS7+TZ2cCSPSNGczQ8oHMAJHBolIz4zL6vGqdvomu6Ipl0dWQEV8LmPHTk6yLxqWwfMOtru3mgRb3pd9saJWX+iskJNSNNfyJdiEdUGG8aYsIu6ds3mZiyn33bNnD/bs2TOx3oUXXohDhw7hU5/6FJ71rGcBAP7kT/4Ehw4dmqoz/9u//Vs8+OCDOPPMMwEA559/PtbX13HgwAG89KUvBQA8/PDDuPfee/GWt7xlqr9luTUJTaOfjkhxjT+Ni+6ANa+ggtY86xl4vzUrQOTv5ljUeNBa09U1WB1DoV/QRE+iUZBQykKzIAJHq3uwegUAVWGjfl+EqNGKlqxOoaZRkPpVjYIROrVtRjdqaKQIGa0uQfQLImTU8kKfIDqEmoiRTFgkd/ayXbQIdV2D7I+JIsahkEgBDJJgqQ1etQlb5LGpYZBetQkidiy1CcN5ExzKvAlJp2CSV/bYogWMAFTAaM3rNtKlXbcCRj1ORcDodZ9QuBxyFqHP5SCMQnI5pHU7p0PmciiYgknfyf7pDCCsiFF0Cdl3Azb0gkn7AERGS77bd7sWCsltxo6FQo7RJdQ61YouYaesc9tn+GyHPf3pT8cLX/hCXHXVVbjjjjtwxx134KqrrsKll16aRTY87WlPw8033wwAePzxx/Ha174Wn/zkJ/GFL3wBH//4x/EjP/Ij2LNnD1784hcDAHbv3o0rr7wSr3nNa/BHf/RH+PSnP41/+S//Jc477zyNdhhrS80koEEKU7Qjo+wBzVmFklEgHUbGerq9ZAx43bIMzr4YjlJdIsgU1NIBZrqFimYhC500Logqq1DL2LgI90NVp1AwCjKaEKBgGQUZppcjDwmNZCFjdD1EhkXndmgpzfHA15v074nbAR6BtXy9i7DImmuhFs5mNQiZ20F+j1mISBuT1i0zMZbTSdfYhC1OyRy0LCVR6tMmjGETgCietGxCio6Te5mzCbVUzYucz6GRi+tSBsbkcsgzMFoT10o56ROYaZnX5WATK5EDnKcYudIDAKzLwYoUnalX1yMYxkHM1tPv/KUv+2LPO3wshUJO1CVIu2o/YlaXsDLceOON+IVf+AWNRLjsssvw9re/Patz//3349ChQwCApmnw2c9+Fr/1W7+Fr3zlKzjzzDPxvOc9Dx/4wAdwyimn6D6/+qu/irW1Nbz0pS/F1772NTz/+c/He97zHjQ9KbT7bKlBQhzh+9SJq8UnVtGfcTEkUADoBD6mo9ftdlsJGLgRJpdGvEmwY8ACoGAh5g5A7oYQsBB8plfIXBBVrULSJWRahUUChay8ByjIOVrxqAcEKMSOXLoEdugagCFCxuRukGX8GxwhNYIMFlQQyfM7qBZBXAxIHXn0UMhxkXcGlD5O1pGXk647U06Zu6H8WDZBOi+NbpigTQjkIXkTghueIVLcBZ47zBaaFBtA5i7u2Kypmq2NETDWXA7dKaSndzkk0DCNy0HAQtflIIBgksuhCyrqOoTsO4StMBON8augeRIkJTj0ZLsfcStYVwMEONRtoSmaIcDA2CRdQnk+VM7jsIMgwb7js+6/TXbaaafhhhtuGP55056feOKJ+N//+39PPO4JJ5yA66+/Htdff/1c57fcIMFHJbDS8dnGdF+dMAWA+rcdYZhNkG1xOJvKK4Chyi5YsGB0C8IskIADhzj8JVK9gswRMcgq9IkaFwUUxiRc4pBOYqq/k2yJeKxRRDwom8Cuh9hnyxg1TVOk69yo6ily40u+FuEQQYFlDzpRDvLZSTahok0o2YTY0Y+b06EhQuNayJwQDWSOhGjCJmxHciXLJsTbkwsYJ00hDaRoBytgBJrIOrCAU4SONk1zg4AtTrg0T5RDNpeDR0rSNfCpRTxUmQS79ObZ81GUq0mWgJw90Nkhe8y+05NmhVykyTTz3mUDF9028zwOO2fzugx22j1yLNlygwTJf5AV5nczsrAubfMusbAKDAxwGGATqoCh5o6oggU+IeuGcKL0lVE2ULogOqwCiyNr7odO9IMzf/dUF3ZKoDAm4oHSNQIQGw/DLEjDkZYugbRWGtR4r3SUVrodyCUXg7IO4NGdy8q00dc6Agy6dbKQSAMeh9iEreBjRzUFm5CYBELrvAEI/WyChBl67m3KiZ9afdgBLIBBsOYRe8AyP0MEB07LhU0A0OtyAGAiPBzXTUyCAKr5XA4udcym058EAkpWoRutAPOs2GcmD4XMGQegGgoZ/3D0hULG3/PQUEhLK3g7K6QdMPjUHkzZFgxNHZ0xiOJbGupNpU0VsDDVmazsaNlyg4Q1B1pzBRVkOnaYTYG3GeGMggEGDolN4A7Hsgk1wBDcMLvQxywAqcMH+l0QNa1Cn/vBAgUAc7MKk4ACmF4cAgrccJAHXBEWCWYfdJTh6vkTpHMn604QZoHdDpkWAVzPdOxpFClpl+NHQYOP35N7AZBohrTk8jCSTWg4f4KCgTzSoaXIGEikQ65LkMyKOZuwzn9fy2xDQ5SlarZswlA4JLAYl8MkS3kbJGfC9C6HTWUN5nU55GCB1L3AJ1g+I1xmo2QyJgqpjgUNQ6GQgDkGANUWmGVH02DNV2aFPFZ0Cd2N3Y/dFob+0G2wYNreWfc/Tm2pQUJo2N1QMTLIW90HQELkVpego9wEGmRUK+DCFYBBjpmyDVbYhUlgoc8FAQMUSq1Cr/tBIh+4bBHuhyGgUJtmehohY0efgCx/QsqjULgdmFmIh44NjWpCiiRLqlfQzj0fJXJ/ND2bIOWeetmENnjtnMq8CbU5HaJ7IbEJLXd4lk1oyXOq43i9xD0xbTjkdgkYrcsBINYiQHC35kwY63JI+SO6Loc4RfR4l4PTe08KBmx0A+n9h9neBQY5IABgQEDpagDkOREQGy/OxFDIPl1C6Wrg5bbpEsaY5n/hayDtQU0cJ4yhZXZ3ygTkz7P/cWpLDRKocQhr3Yc5Y7xCeii1nFmEpD1w/PBCQYMyDV5GkQIEXAEOEpvQYRdmAQsudjyxvNAqTHI/bJdOARgECuX5KFBwAs4KIWOfPsG6HeQ4PW4H1yZgIA1+BAg8IqPELgyJGEvKOAMQ5Di/g8vZBBkYMU1cZxMcPzYVNoGzMCpY8EG1BS3FUXEgUfsnNiGKGfsmfjr2BIzNnC4HSawkUQ7W5SCN9qwuh4xtArrPhMvLSjdEub3DMMDsB2Gf+N0JlL7L/umCpoFMzfre4Zouwb77s5gVL86aL8HqErQ+hz+PxCGLMMF+8+x/vNpygwRfSaaU2g8ASP40BgH6oDB4SJ6CHDSojkCBRQQMlmFw7PwuwUEvWGB/obPvrRXllS6IklXocz9sJ1Cwo4oSKMh19DwK6+zbI2Ss6RPE7SBuBgmL7HM7ZMyBFTEiczHEjh55g88dvZMOH6nMuhdUcKYsRMEm+HGRDnZOhz42YVNCJZ3rJFdquIuNbEN/OKQVMCYmOl6rRQoYh6xBLmrspmmeL8rBAoXGRVHikMtBzAKFWICMMdAP8s6944bIWIQEDjIhokvPS3yQoL9ZdTdsmy6Bivqz6RJ6bYAxqNeXl04u9GJOY2Xba8sNEvoyLtqHz7oSzFfNM2A1CgE5aGC1sSOKfazp8/VlmwYs8AmMZRXUw9y2Kb0zn2jmfrA6hR0FClMKGTv1BJTJ388CAeNu6HU72D8F/SJGHeEZEaPtGCaxCfL7mq5ZXB4EjbUf1CY4gi/mdAgUEkAQEMFswyY1mDZVc1XAiCLaYYECxkk5E3y8KQD60zT3uRw2tX4e5bCJ+DeVczlI3T6Xw+Tsi+nZnir7YgEObHmvLqGoF585ARJpmQBGxY6CLqFXvAgkXYIVL9o2uaZJEJax50/cFivPYZb9j1ObuqX4xCc+gR/5kR/BWWedBeccfvd3fzfbTkTYv38/zjrrLJx44om4+OKLcd9992V1Dh8+jFe96lXYs2cPTj75ZFx22WV46KGHpj75sOY6H2oAWuNPA1NefuJonVjXQD5mYtS6PjEVofEskuRlI9kbPe/D+Rp8FOvF/Svfi6mpNTpDWi+bXc37lLXRzjQpGdW8xFj71OLYrGsm81qWoVFsrM8x3VizHqrr2ZSyZUZGqSvASOsxYDKZFpWOzJbQdWV4GF/JNtdCGYCUeZF0XesH7jC5nh5D93GGWUjHTNscu6VivWnYBHU9QGaI9NiixkwXzVNJa1bFeM+GppEuZ4eMy2hDs0PGenPQ0WxDgMPOGOl1yUxAZSip00eb8/IuqHtFgIGdPjrV67ocJmZfBMwDgP4P8nUy26aZFTIBEqcXhPT9Tdvj77nuJ/2x2XWbdtKehZqJ7kplodux1sDCDpm57TN/jlebGiT83d/9HZ7xjGd0MkKJveUtb8Fb3/pWvP3tb8edd96JvXv34od+6Ifw1a9+Vetcc801uPnmm3HTTTfhtttuw+OPP45LL70UbSUH+ZBR0/2ExunHggIFCwwgusBBjsH71gCDfCTVs8nTQN5NBgudqaljB5+le5ZtBgBk6VaHgIKAC210thEoAMimmA6VBkKAApDAgZ1auvgos8KuGdeapQIKaKrmCAxy4CDTR8fjQV0KNgWzfpeX34KIUNQ3oKEDHgJgp5ImTtWcwAEyoEAUQyO3gqRl5uiGAkiUqZpbCChIqZr1UtsUzcyWtbo0twTMJuj3PHRx2imkh6wphogNUkOTpWGGhDN2p4+OLoagYEEAgaRtzqaPzoAB1zdgoi/7YkdnwGWlTgFgPFiUa5lZZuuAMgMCJshBO/iJKZprNgQW7IDB7tLDAgyaMrDF8xAkbLv/OaEBUAoYsL+ypbCp3Q0vetGL8KIXvai6jYjwtre9Da9//et1usr3vve9OOOMM/D+978fr3zlK3Ho0CG8613vwvve9z7NIX3DDTdg3759+MhHPoIXvOAFo89FwEBpyuzHk8rL+E13BM01EMVyLmkFuJMBsQBOVPw8KHbc+Is7AkRRVCf9nXOpA7NuB4TJLojWKv0J6n5o20GdQiloHAyRXITroUfIWNUncN6HjtuhEhbZ63ZoxcccEKfMBWsF6iLGTiZGFjMqEDB+5qyjUP2CA6loVX5LjpeHUoqwUtmDUJkhMnhsuQhsbI4Em6rZhkPa5Eq1cMjWOZ5KWTQJ4wSMOiPjnFzvIl0OgLAF0d2SfiO6HGT66D6Xg4IDfqG9i785LvuiPDPmGXAmHTPk+UjPS+l+yFxXSOWZxqCsZ0AEVJfAGpt0UdDRJVjkN22+BN1vynderMzC2GEXp0+qtGMm7+o8+x+nNp9KqbAHHngABw8e1BzUQJxv+7nPfS5uv/12AMBdd92Fzc3NrM5ZZ52Fc889V+uUdvjwYTz22GPZB0B8JsuPB0KTPsokFOxCKNgHYRu0LGMacoahyi6s+Tqz4F2FSWA2wrlhVsG6H3jSqEFGAUijiZ1gFOxkUGJ2pDHJ7QCkEckUbgcVHYbEHDjDMpRuBVm37EDprijdCyWbIK6FtIy/L2yCuPwzsNDDJlgho0z8FNR1UGcShE0QK10O6fK7jssh1u9v5Y6GywGAuhw67ELhcvAMpqWeN/UTwzBuwifAdvqkoEAAu83EKNstY5C5GwCz3WUsRPZdthsr2YZyWdYvrQPEx7AFc4hSp5rsCRgGIcL87aA5bkPm+RyvtlCQcPDgQQDozIN9xhln6LaDBw9iY2Mjm+O6rFPaddddh927d+tn3759AIDgXeZeCEVHTxlYKL/nwCEUgCG6FQxg8C6GPnrk7og1CxQqYEFBhQN0XTQJBjgImPBGpyDuh1Kn0HgzY+SCgMKsVps1EugHCjW3QzFjZOZ2UFdCWro2aRuc1A+UQEGbgwZ1IZjOvZwlMncvoAMIMndFQNIm8MfOEBn/ZBMCSd1wyC0zE2TSJ7iiLM36qODBuBzK2SFFl9Dy8YC6yyFQjDLYTpdDaU22bmd37Hc5AKJRCJm7YaLLodAlCFAALIsghBElVqCmS0D/OvXUHaVL8K5flyBW0yRIuwCkQYRWnxLsL8g67oUSUJSuRVu+smPeFgoSxMqHddLEH5PqvO51r8OhQ4f08+CDDwIAwlr6ZMBgrQQNTsssWMjXJwCGjo4Buk3AQmjqYEEEitQYVqG6nkBBJmosBI+qU5ApqBsfO/ymyaeengYozKlPSOWh20jUtjMI0AbGgoKOViF02IQEDpA6cV1SVpY6+aRTmMQmWFDQFTR22QQVMQJJl8BTRrchJlfa4k8bfAcgbIVm4QLGCCYEHCzeJFzSw5kyzgaJOH20dWuUjU1NuGhNGIJYNyigiL8TlBmwLodsiTwUsqtNsEwCOgCgBAEGE2ZlYrVyuz3TJeg+Lq+rQADD7+SQLqFWfR5dwhgrxIvZIKFy3B0fmYcFfI5TWyhI2Lt3LwB0GIFHHnlE2YW9e/fiyJEjePTRR3vrlLZr1y6ceuqp2QcogEHx6WMTcvYgAYcwEjAoU6EAIIEFarrMgggcay4IZRKcy9Y77gdtOFwXKEjH3/issegFCsDigcIsbodsaevV2YQ+EaOyCRnIYDZBwULhpqgAhzLSIQEGl+1XuiuUSSCw28F811OsswnCEAQGBNMIGPvMChg7246Sy8EjuRxEQiSdv3U5KFNgXA6xbgIEwkLY7Iti04RCinW0BbK0rgZIB57ARFWoaEFEdjxXAQv5dhZPADCsAqBsAQlrULAH6d0dcB/OyxjOIF4cd9ydAword8PstlCQcPbZZ2Pv3r04cOCAlh05cgS33norLrroIgDA+eefj/X19azOww8/jHvvvVfrjLVMi2DCHiObUGwXsLAGdJkEZ4DBZMCgYGGtDhaieyJuCxIuuWbAQskq1CIgSvdDWc7uhk7kQ9NAQyCBLlCY5GpYBFAY43aQfQeiHRQ8lG6Hkk1oc+ZA2ITodkAGECZqEywzYViEDBQEIIpPZQgYv0e3A1S8ODocklI4pLoWkAsYpfOPwMH1uhzExOUQl2kgdCy4HLwuqdieAIItk++WRRArQyEtu2CtGwoJvek2LDKKFi2zQBm7YJWIVV0CbJnLAIEVQ3aOtwhdgrXyfdedZhwQiJXPReY+CN06fcB/ZUtjU0c3PP744/g//+f/6PcHHngA99xzD0477TQ86UlPwjXXXIM3velNOOecc3DOOefgTW96E0466SRcfvnlAIDdu3fjyiuvxGte8xo88YlPxGmnnYbXvva1OO+88zTaYayFNQdXjW5gykv/Q4pzNQ2+bJeohLh05juZciDNMkiprpN6eUKfqKYno7xHXLbc6ASwMp+zJYYAGwHhRN3fhggUwNkWPUc3BHBkQOwassiHJk4W5RwjfpN0qUy45HxY4DTTITVCZdrmWt2hJEuO+lM2cyZGAUaOGQUQ0rwOygBI5ArpiE7up0YteKSsij5/NtTNIJ2FfX4CoHJ2zr6oETEMFLznyZwIGBIwxkRLQQWMk+ZziKCgPoX00KRPQ2maZ7GxcznY6aNT9kU5v5hQqc0iGwImZV+0+gNhEQADFGpMQqZNcHpLXckAVNmF7jrJwL7YJuWdJT9rEtXQO4+D9LPCIqL47n3U8iAdqxP9sGCbakZIYLgNkfd1p0ze23n2P05tapDwp3/6p3je856n31/96lcDAH7yJ38S73nPe/BLv/RL+NrXvoaf+7mfw6OPPopnP/vZ+PCHP4xTTjlF9/nVX/1VrK2t4aUvfSm+9rWv4fnPfz7e8573oKml+Bww8pE96NzAzOnHCwULqePX7dLoTwAMkI5EOoIgHT5zko4QY97A6Nll52ABC+nSA22IkQvgrIIhIKYlRnQjCFDgjnMUUOBGI07/YC5QJW1rNTRyqhtBWUNWTdvcl43Rhk1ZfQIfMwudUgAWl85R6pxjzJuCvgjK8rTMet+DCZF04N9IU0lnDX9AFKzKcyINPIdHOnIgyHkBZapmCYccdjmkqaTLDIxwMZJh3bWQ+RzgkIVEloqDFt1Jn3QbX9fam7adcznYs8xDIeNzYsFCX/ZFyUJpQyE3GUDkuoQJs0IWgEEZA6RnAkgj/SRsNGXIy+R7BzT0WASkTt9BOUY6Fj9jJVgoO17vRk/2tJ3WmRGyBAv2czRs3t8+jt0NU4OEiy++uKtmNeacw/79+7F///7eOieccAKuv/56XH/99dP+fGbiLsgLDWYwnbJ+50ZJR5IWNEwCDM7U584itrns85b868F2cC51PIZVcOCBNxDj/mVk7ygCBeLRcjDzHfDIehRQkKGjzaNghERprocIDDpAYVo2QYBCLW0zuBEpgQK4kRxgE/TYJZtAkn+CBtkEYXcG2QSzbvUHFhgIw6DPkdx/k0shsgtxZKinw2ChDZ4p7+HZIVV/4KjjcvBwWAeYYWCA4FpOx2zTNKcZIjVnQqSnetM0zzMz5Fhr+Jli3MWzRMbOXaIxrOnEVgg8ZXQ85wwoIGCLgc2kWSHF4vWXj+RLkA22UnpepCgrM4N8Cw6yDl+Bg4OkfVbGAFKfv+tvMzMg6951hXN9oAHIWQa7i7zj01gxABi0QNmMkLHMsAz2mDvs51d34hz7H6+21HM3hDXAVYZEGSgolsTLBApc6hAA9nMjb/ilvkvsQux4esBCRBMxCYp1QZhzyfK5mwGNtNvW5SDsgrAKGVAQl0QNKHhCJ+FSdVKoBQEFsbFuB5tkycmSoDNFCqDZBjYh3TtwY8+Nv7gefAEceU4IeGTPBgJQJleSOR3E5STYZZhNCGmZaRXqLod1voTVSZ+IUpIlpvTFdsrlAIiQkZkPsuW5ywGy3jPhU5zPwoRCojvZkyRTytI2IwcIVpcQlEWID0TsvKVzkw7dmTquyyygDg5see88DgUDkbkMhNkqwMJUSZU6LokZWUKxMpGSBfU9DPCYqLaVHfu21CBBBIvxiylHDhQyYCAV7GhR6jNoIMsYmM5ARqDqP6yABdUsOOmYCGjjSKHDKnCTIu6H+MUBrD9ILgf0AwUgjTRKoECOR+n9QCHtXwAFez5jgcKsbgcZfaCYKVInVKKp2QTVC5RsgnbspODOsgmqTRBQYTr/BDxiJx9/y1yfDHhGKt0V4sVJAkZhFDxMmKRzHZdDnDaaUHM5CIvQcTmQ9C/xb98ulwOAbJpoAJ3ZIbO6yLMvlublZUAUMkZWIVRnhdwClHHIjzGFLoGfDWUWMnahu65AATkI0Ho1ExDpUoimAgUDDhJY6DmMY3dX+kMzAJHNDquFCxwEAPkxpp02eqds5W6Y2ZYbJHhoauVUmC0AJHBgO/0MOBSgwXno6FM7IxEcUQILsa1NYEEBgI4kybgg0GUVpG1XtwO7KHgEFv3dIQcK8rCOcT3w+hBQ0PTNQD7aWNDIo3Q79NYNPp9FTtgEBlrTsglOOG3LJjCg0GmnDTgQ15MID6vAwAswQDq+7B8QKxkBoyPo7JDeT87AmLkc2N0gIsbgnHEh+EGXg1X/S3pmMdN0b5vLYUiXAAYPY3UJLZ/xInUJ8TTG6xLSaD+VlboEmPVSX9ArXgRitFNAXbyoCBUw/pH0qYkXt9lGiRezHXrOKchLtjOmkUpz7H+82lKDhLAGuDXDEIhR/1JWq+CgKNMhBrsklDWQchmtysvNDERexu4LuJxVgOu+Iy4tiNVymoFfIh9asMgR/UBB3AlA1DsgTAYKQ0LGOdiEVB6BwNRsgvz2vGyCgIUMIDDIUDBhGnArVhTAwG4I64IAuyAyASOzH1aTMK3LweZMiHS9V5dDBAVeGYQ+l4ONcrBgYTtcDtNYA9WDTtQlxPo0SpeQsjLWdQliZb4E1SUAlU4/zePgTBngMrCQAQdznCFdAgyLYL9bt0UW6dBnIl7Uv+8oixcV6FMSL65saW2pQUKc6rno+HVjWspAPwMNVNlWAgZnvos7oQIWLD2tzEEGDmAYBKNVCDqMS8eQvwVQxs7BRD6MAQpCF4eQXAkWKFTy7/XqE1KF6YFCOQmUbjYiRi3M2QQFE7OwCczkOHs/A1934t8nZ5ifNGhTcaMRK5J5ZlyIbAFMGUJXwCguB8EsIXh4T6NdDgBMsqXkcvAuzBTlABQsAhF8D409i8thTCjkrLqETZJ94gvSp0vIWfcEDOyy1CU4eTfVxUCKBqIrIL2/ZFgGq0vI3BIFmzDgRQGQQEQ8jjy0yJmBseJFCxYWKV6cxUrxYg3s7yR+WLkbZralBglYI9Baahz0Nsq7paDAdcCA/Z6J2Wwd42KADKoJdbDgUt+ogEIaHMsqCBUuVIWMbp0pE+N942oFKDhXFzMaoBCbmpADBXGlTNAnxAMsUPBUEzGWIZEkf3STv9jTsAkaMQENNVO9gdxTacjJuCLk5+Q5kP2l8Zc6AghNWQYO5M/wctwoYAzB8eyNwKwuByB2/jbKYZ0vZy3KIZWLPiFd/nhX4xMlFl0B29N6N3zBylDIuK1fl9C4wDkVPM8I6QZ1CdkEUEgAoZzHAUgsgqxDGQV5mdH9IF/vMgqiQZKyfvGi7J9d8mNNvFiA/nwT5XdNIhzGHnenTN7PefY/Tm2pQUInBJLydQUC/EVBAAB1IZSfUOxr2QTLHAhY4FEu7IhUO/cKq5B4D3TcD/pHcKPVItNcdIBCKWb0LgEUFS561VTEzp8bkhH6hE6ipUWJGAGUIZGdZCyleroUPtXYBEPzZ2yChKIyoJBOW/NdFOCgo0kYLONrEhz7myl7nnKXQy5eJGC0y0EmfKpFOYxJrAQkfYJlFOIllw4rZxC2Q5cAVESNI3UJsW6/LgFIroshXQIg4MCIGPlW6hcMrE/aLusCRCv7lUmV+OSVbeyIF6tXUv6WQrxY216KF9PG2TprC/hXEQ7f0LbcIGFAuCjr2uWaAan4rdN6AgwZe2ABAR+oAxa4dcnAgGkcOuBARyeUGgQMAAXK/yRnh8g26oFHDcSCR/0tIE781LajIh4Wqk/Q+zCBTYCABvSzCaO0CcSgzfG22AlDAApFUJYJT2WZaRLicLsmYNRrSGk+CAsIsu89ORPGuhxsmmY4KFCwLgcb5bCOuom7YruzL05j26FLiNoEARPdDIxidh4HAAYsuCqDUBMqktnuTFm2bn6zFDEWJ8Q5UywooFyPYAWLMGWzZl6clyEszbYJYyMcdpBJmHf+heN57oalBglhjYC1dPPqmgRn1k05f9cORlwJ0olyp5AtU59edTOoi8HS0fox2+LZdg5aBQqU8w9xTwYDNuoBMCmcEV0Pkq0R8fcd0I146JsfsHQ7zGJDbEIlJDJjEwSoTBPpIFoDYQsComqcmQN5FjIXQwBsOKSCBatJsGChFDVKT6fbuzkTHAMLyZkwNsoh8kVOXQ7raJWSty6Hdc2JEEfducsh5UmQUEhxOSw6FHLeFM1ifqQuAdTkLIIyCILmUjikTaokugTA9LsqKOSTyFgBfj6c2SRgAnnH32EODHiYSbzoHLLMi9lJm1ZhB8WLC03PvFO20iTMbEsNEkS4qN9hgIIuKZUzCMi/cz1t2A3DoNoDdMCCdS1kbgZnsi7ac3XgrpwUhwCxwfD6AxWgILS5tLUEFTMqUOCOUEGBc0ajwJ2rzbiocv7YW+yI26FkEyr0tbIJck9pukgHdf0EuSYwwCBtHx0OKSLUmoDRPjsqXDTXxT5vlASLZN0ME1wOomStJVaSCAcPzoOAyCisF223ZG/Msi8WLoehUMh5bJoUzYBxNVTIddEllPM4CFAQMGB1CapDsOtmJJElVQIMUCClDVS8yNshLkTdx5xksZ4xEAPWYRcUZBggMHQ/jiHx4mB65pUtpS01SIBlEuyiAxQsm0CmATfbhBEw23QiJ/X1Q8FC0iUgi25IlCNXEPAQhAmPxwogdkc4Xo8+bb+FolXR1psBAVg4x2FbHcDgYiXjgtAT9gJHhPKn6d0OYjP6MkexCUN5E+RaVNgE5wXgOXMviUf0cv8EFEE7++SuqAsYMzGjgo08oqGmXdDvDCJmcTm05LDmElCA64ZDBgEIHA6Z6RLM8HKW7IvbmaJ5Gl2CncdhM+1WBQqxnLMwssDR/qV9SZXEZGzQcT0AHXZAyhUQKDiopF4eEC+mY3MjY8WL6cQj6LTixR73TPbHHCtWAfg799voRodMu/9xaksNEqghUFPcvQIgOOZ+88ab2YSAAjS4/GHSAXd8mXvBggECpYtBtQqu2JY5EdJ6WGN1fu7RzL7H2vHkNEOgAQxyYsommCiITMhY6BOqfsxFRDvMyiYwPRDnzWBQIqCgZBXkd9j1kNgFZmLKzl9CHUcIGDv5ESZ8SpeDuD9slENwUyRW6pnLIYoWoztinRMqNcblIGU2+yKgag8Aw6GQ223T6BIkzHMTwipEYWYEMcTHC5pUSffjv1kYhaGkSowhc3AAVEGBlvF6CSLseqlP6Ji4IMz3+CAVy8FDOFAtwgFIoB802/sL1N9h3dQT4SDtJtFg+uadsJUmYXZbapCAhuKnvH8KFIzqVxt/fuHINPwyi6MABhlKSN8sS5n1Uf3jMMKi4rspJvS85NnLn69LGF9NzJhqM1DgdReCAoYs4kGdqWkZG0QTFikzyPW5HYDFiBiBYTYhVcrZBEfoxFvb65EJGAEJh+wVMAan8zNkAsYMKBB37AZkyK0wZQAfX8FA/syVLgfdNMLlIHM5xEuVp2duXcy+GBkEp9kXxQL5bvZFqodCbqcuAQCmmccByHUJm+nwmpZZ6iiLUDyH0yRVyr6LL9929GwZKCjLivIOKjBAQ5fJo8TH6p82ejA989jMi2bWyVh3AeJFFvkORTgcEybt+zz7H6f2jQESrJFdSqOdyshuZ9CgtLGABREK2TIH88IyPSnlTsrNaMOOIgRYuNqTZstzRsFvAX1RDwB3Yl40FjwRlA2NZIFTrz5BWYJKWGTbFm6HBYkYJ7EJtSyMMhop2IQx4ZBjBYyTXA56fw2jkIAB6mmaXfouTDgRpk6sJKGQcF2gMG32RaAeCjkmRfOsNs08DnF7ARhQn+xJciUgEy6myZ76rFe8KFYCBGEXYMSLhnGw2oNyvRP5ULH4XKUOnOz++mOUn6z91Dq/MREO+vfOBvannsMByN7d47rnXSJbapDg1gLcWug+azJas88h1T7MNEhnIP0gwbgWCgChAEASKbkui9DbMPDL3mks6oxCbPu6YkZHYIW90z1UQU4uCRlLfYJz9fwJ1u1gE7GUDce8IkZjo7MwwmgUBEzVfJtWwCh1RgoYp8mZMPQ9czlQHkKZwEe8vwkcQNfjaaf10uXQFwop7IFEQPTZvKGQOzOPQ55UyYKA8vukyZ6mFi86eUAYbDJtoIOCAix0GATXXS9dDeoaVJHkhGmj7QWbhNGPtQiHzk7Uj5S22+bVQKzcDctp3hM8MwnZPVS6V4ZyAGyjDV4KW2ABg4sNfBQNASnCgRJQAGK9AHZnpM6aAHW02q4/b1GoKCvKkToSQSYCFJx51rPjB4LzHiRTQJf6hB63Q3xxR0Q7DIkYx1ofm9CXhRHce3gkNmFEcqWJAkbPgIEHnGNdDgoMgAwojHM5SDvlEq5BAgUEKAiArBuzoZBl9sUhXUItFLK0o6lLELNedO9I9QYtogZh0mRPQEq01Dl2hcGbKvOi3JSCYSgHAdYdYcFBcjMYQGCtAibMiSG1Fy6xgbV68syNiHDYETuWwiCF2Ztn/+PUlhskNC28z++e9fk6mAYexjctoEDD1pAAg7xrHlGAJq4H55IbwmoSZHQhgMKwCh2xE5DqVRtsOypXx4GemFPgIH9sOj6xBsE1Dh19woDbIcvGaKIdeqnK2kyRC2ITOhYonoulLaWHzVrnYpQwQcA4s8vBgAh5ZgZnhsw+sZ4Ag2oGxgFdQjnhU7w8yd1gdQm1UEixo6lLALquBhEvikmYZu+xDSiwSZVq4kXreuibEXJU5sUKQ1AtQw4cNILBmkMOGirbByMcELf3RjiIeHGCrcIgVzbWFhfTdBTMN4RmLaBZC/BN/DRrbVw2Ad7HT1wnuCYyD64huCZkS9iPjx+Nnmig62TXPdIkUw0QdDt/PDp10neXb6uUx8YgdkTUxEZFvzspjw0GfAQB6lKwy8bHEYX1Y/q0roIoKQeDC9nHe/6eXvTBzn2MWX0DhdgYRoc9d/JmuzRmugwJGBTgwBnXg+4jTAKQOnwIS5CYBun8FQQU63W3wvD2FNUgADWtW5dDPNXhCZ9snZa8hkIC4MiH9Dq35Dk0MrIMcSSejiPrtoNuEen+WB4yHcG81rDIEkCHtZCzLpkO7wJ3+qRJlGK9kCdV0uNQtm90Q+SuhrJTrmdehAH+yABA2rG/rLZOrihDUVe0DenE6suxZt1C8i7Xtk1ji3geSjfhDplEN8zz2S579NFHccUVV2D37t3YvXs3rrjiCnzlK18Z/nu43S4//+k//Setc/HFF3e2v+xlL5v6/JaaSWgaQtOkRkL7AePfBWx8OriRTgmVSDoQlxpwHbyLPoFf8BjaRoYxoDqrULofes3UsBXNeWsdcizS5JFrYxgGShNNUeOgeRPK/Ak1t8MkEWP1tOdgEwoWYIhN6IRDOi4bI2Bk4aIz99q6HDqTPhmWYMjlMBTlQHLvuH4c6ApIYSZBn0HKLtfYUEhhDmzmxdqskH0pmgFMzJfQgngyJrvPYvMllJM95dvqSZUaF9TNYK2mSRh68eoTPSFb1y0Fq2CFiX1lfW4HqbstEQ4A5prDYRorBYs1pqAIg4xlRzEC4hjWJFx++eV46KGHcMsttwAAXvGKV+CKK67A7//+7/fu8/DDD2ff//AP/xBXXnkl/vk//+dZ+VVXXYU3vvGN+v3EE0+c+vyWGiSsNy2aps38t3IrLVCw4CH5hHkZOI2xB49kXWQRmJ5WsIDkepCXXCMWHOJ+sVrcSbebE66+331QQtwNXMegl9gGMhAhngJZjsI9onOSoyEtMyYBSFRlTcRofZqL1ib02aRwSDeNgJG2xeVQcz8IAJBbj2K/jsvBuhqQAIKu97gcRJewxqPomVI0Uz1fwnbamMmecvHi8Kg5Mgz5jJDxWHmK5j7xYn6sWLcFUsQC0AH8IjSUd0e3ZHXSK56BAwYRvboDezJFhEPVyvdYwP48czjMGeEwKRfCaqKnun3uc5/DLbfcgjvuuAPPfvazAQDvfOc7ceGFF+L+++/HU5/61Op+e/fuzb7/3u/9Hp73vOfhW7/1W7Pyk046qVN3Wltqd8NaE7DWBGystVhr4me9abHmgy4bH+s01Q9FNwW7JRwLIZ0XlwTlbggXUX3uggC7C3ibQ7dM3AnOrGfuCON6MB+4vjKnrgRxN5BxI/S6HdjFQMbV0G1wfFr6gZFLRmfKPiMbAUVthcuhtCJPQ9aIhbx+mQa7z+VgXQxOWYLENExyOWTuBaTjdNwM6K4bj0fmcihDIWtmcyX0uRsAKOswySRhkfQhLVGvNquvg1+02bP2jtAgfoQp6BNeSh0AKfPi0O9Uohw6rgbdUDmWSx25uhEs41BbRyqTAYbsS4WrgSzTpsfqew+PsY43e19DvixsRxMU9QwopvoAeOyxx7LP4cOH5zqtT37yk9i9e7cCBAB4znOeg927d+P2228fdYwvf/nL+IM/+ANceeWVnW033ngj9uzZg+/4ju/Aa1/7Wnz1q1+d+hyXmklY85FJEBP2IA8nS9vKERuR44EyI2FyIM6G5yiOHgTSa2MQAEmzK+N39WqK+4HTJ/MvI9M014ZvBHQYBZK/hzs4z7+lZS6F9znZjtjROSS3g0Q7FGxCpNhdGm0MhUQOsAmLsGkFjIMZGHsmfSJAIxNkQq9ZoxxKhqEPFKR1B6F5hkIh05/b1SUAGEzRnASM4LopX4LQQuU8Dvp7yPMlzJMTQWy7xItl5kXrevDZMXPxop022lpHuOiEBIzPVHw1yWyQHSdcgKzTj98n9edU1skAAqXw5SHbwTDImcy+ozv9uwtwN+zbty8rvvbaa7F///6ZD3vw4EGcfvrpnfLTTz8dBw8eHHWM9773vTjllFPwkpe8JCt/+ctfjrPPPht79+7Fvffei9e97nX4sz/7Mxw4cGCqc1xqkLBRiW5QgGC+Z+pxM4ITwOB9TJVLJAChAhacjNahYMG+/Jn7AS4LuZFJnDKgIG1V9twayo+kmqUBTTKgJs0rAXAn5hB9gyTnQynaoUyJY3MnGNrSASCrkJaQyNoNmCdvgooouuGQg7ND2gyMcpwe1K/XeoEuhz62wJkyGwrZq0uwp478mRyjS4h/Wuowyqmjbb6EmDypO49DW4CFdCx+loqkSvOazAgZEKJ4kaBgwXq4rEnmxc0CWaccCfECltNGbw2QpDbCwVomaqyBgbLMFR+YNkHX87DHUXM4xJMByv3SRemG5Ml7LA/XDkz0NHWuhJ1kDrbJHnzwQZx66qn6fdeuXdV6+/fvxxve8IbBY915550AUGVrp3HP/I//8T/w8pe/HCeccEJWftVVV+n6ueeei3POOQcXXHAB7r77bjzzmc8cdWxgyUHCetPCN/nDb1kE+W7j0GuAoQ0eriEdoYbgWQjnQMHHoY5pDDJWAZwYBZrJAJo7weRLkC669zWxo04k2ltH9jCggPUJ5AEN82zMcfg3dQSryZVkGf+ILIyKQyJjpkWX2IQR2oRF2EQBo7bCxFiq8IHanhdQUBAzUTKwMNdONQb6Iwk41BIriVnQYN0MWfbFrDytK1BArksQsyyXfE/b4s2oTR0t8zNYsaLNl1CKGENFl7Ddkz2NmRESyLMtdtfHTxst5bX0zNnvuxwwJFbBAP4CBDik731lnXVn6g1Yh00oUynrMV1K+FZqD2phkDvsltB39lgJf1xQnoRTTz01Awl9dvXVV0+MJHjKU56Cz3zmM/jyl7/c2fbXf/3XOOOMMyb+zh//8R/j/vvvxwc+8IGJdZ/5zGdifX0dn//8548jkOBbrDVbuXBRGtjCh5uN0pADBudSo906p4DcOY/gArf9nn2QBasARDDRiFiwAApsDunF6bzyRSdEyhjY7aZMqPEGpvPnH/Ep2kEamIkiRhm12NGIJFiaFOmAyohkVhGUvSQlCBjKmcANkQsEyuZ6cHmUg3bgCTiMmssByAFDCSAq3/tcEPaYCdfkugRAIhCgosV4uvkzXUvPHN0MIcuT0C5JUqXutNH1cymnje5Lz9z3wMocDiVgqEY4VDr+DBQMlGXr5hgZEHBIEQ6WPfBgMTRl72cHaAy9a+VET0fTamBhB5mFnZ7gac+ePdizZ8/EehdeeCEOHTqET33qU3jWs54FAPiTP/kTHDp0CBdddNHE/d/1rnfh/PPPxzOe8YyJde+77z5sbm7izDPPnPwHGFtq4eK6D9jwLU5otrDRtNhoWuxa28J602JXs4V132Ldt9jw8fuutfjZaFqs+6ACxyh8jAJHETv2CRyd5lkohI2ejFAxLbt5EuI2WDFiz7JfxMhCR8cMgoPmTJB11R6MFTHKKL7MiWBH97W8CTUB41jrEzBawEE0nDNB6vS5HIg4lNUKGaXRkH3z07KuA9vpp31MPdjt9rsz5dwz8IeKdQsO4p82PI+DrdeySLEUMAYWNvZZa45lB6FHQ7xYujMa03mX4sXq/oZRsHX6IhysyRwOaVZIpBtpO3vdIW6jCWWd9QpgmCQvyGzkqzVIUfe9t9NY7Z0du4/9vtOuhwUJFxdtT3/60/HCF74QV111Fe644w7ccccduOqqq3DppZdmkQ1Pe9rTcPPNN2f7PvbYY/if//N/4qd/+qc7x/2Lv/gLvPGNb8Sf/umf4gtf+AI+9KEP4cd+7Mfw3d/93fje7/3eqc5xqUHCRrOVPj7/rLkIIDY44qHxsQFZcwkcrDNYaBxpnQgW2gwsxOiHGPXgHUc/cMIlBQoekARMVaAgnTwDBQED0vl3gUEt4sFlEQ5ZtIODjjRIoh6E5mycYT9MJMTQB0AZ6TBkcydXAgb9o7UoB02+1HdOHX2CfemlDjIQkLM6pHXKqIY+YCDu5VTf9hZpWeoS0unlugQ9dWXGzDwObCVQqCVVAjCYVMlaW3SksyZVmsYlIU6CMsKhW88AiAHx21CEQy26AUChSSiRICKLCCT2AOb2Gkahtp6O0XtacZtEKmlZZQf7jlrzleu9gPdyZqu9zwPv6/FqN954I8477zxccskluOSSS/Cd3/mdeN/73pfVuf/++3Ho0KGs7KabbgIR4Sd+4ic6x9zY2MAf/dEf4QUveAGe+tSn4hd+4RdwySWX4CMf+QiaKXNVLLW7YYOZAqDw38IBaPMRGTegW9zA2jS44m4Qss87r26IELy6IJyLYkYEp+4HcXVxdxJj/RvUNQoESNrezki1Wh5dB/BIVLbP3Q6d+QIal0SM7BJRF8MYbUJfpEM5lbSYJmFaTKrmdBM5Z0JR1nE5AFCXg6skVoJxv8g9AFSYGNfjMUZN+IQEAEiPxd/t/USqX7uvMLoELTbusPQnd6MbxMqkSutcH6472VPULQxcbuSaBCtenDYtc2l900YPzQQ5bYRDJlzsaBPyCAf7l9rUzABQzuFAok1wAESfAOizlZkbsc7fk/uvMtETGBywViK5MlJLA/luP1RsG7i++fnM+c6WguNjMVfCvBEV25TCGgBOO+003HDDDYN1qHJfXvGKV+AVr3hFtf6+fftw6623LuT8lhskuC1seBk92ZGVHXUJZcuUZOCRmKFxJT+hBQvxGLFRccFxshVJbxm1CqH18I2MMHzyYbboBwqqEDPAgZAiHkxnkvm5vSnTdafzTziZCInYBUHQjGcaEkkjtAlJkAHVJkgWRuvfFAHjvDSc/lYR5SDrY6Mc7PEy9gAQfUI2fTQwUyjkkObA2Z+2wKJnP12tiBjHJlVqyWeTPdmkSiJerPmlZ50Rct7Mi3ba6L4Ih3KqaN0Xad6G+L0e4SDbJAyyNHE71FI06zr4DU240gAEs9QOPx3H6hNkXViFubtIlgoN13HHjBThmLF5XQY77R45hmypQcKuZgsbDVOpBhhILDlcKMLHHHxD3ODGBniLU7luBQ/vCVvko58y+JiJLYhfgLP9eSD16BEoREovlpF0/DoSdknpKx2UAgJif3VqiJSmVvbAcb3YgUmZc5TAgkNXxOhlsDMDmyAjbMfgRkYlQ+GQwEIyME4b5QAghXMK4JDtrEMgu4/cBxY1aiikbb4zgGCn6UY9XwLv0wEFpjyu873mY0jdjFHI2K/6dUjPeup1bGik1BHxYpzUaZx48VgzOeeGHHMaBRNQjZjI/zbLHnRcDEVZbxhkDSCUVgMKKFgCYQ1qo9oK4Ei/Z5iBsaNxBgs7nishcw1WmL9avZUds7bUIGHDt9jwWwCs8jtnFhJA6AKGLeJpd8nBuya6GAJFhTgDBQehIH3H/SBAgYJjv68ABUDGInHEyp2tdPjGqakdhny3bgddZ6DBh6i7H5zmThCBor6Xs7AJdk4HmfthMBxyG1wONZOc8GwdCpMKl4OCsUooJHfauUshBwUAtI51MUh5H6MQTyX9ThzsygZzXfjexj8theWmP7c+2ZMAhDLKoeVwv+h6GJ4REojvh50RcjsjHMaGQYr1RTiUczg0CNUwSDsLpAgYpVwiHMTKaaPTlwJAImcKwMtOWWmuu00AwUyzQY6ZMtraNk0ZPXWuBADJPbjw0xmwOZmEJQHV22FLDhK2sMuX0+cyOEAEApFV8AVAiIDBhyYDC1uhgW8IW4EZBI+MVfDOo3UAWs++cUDGMpwiBh2gQIjhkXDmGZVRPOodTeFaqIbbecMwyOiDGxxhE6TMJljqsAm1pCwlm1CEQ07MBz+t9bkcysRKWn84FLJzbBMKKfcEyAHBWF1CPGbOIuSMQmqksyg8KpZA1maV7VcpXixzJqh4UdgCM28DIOLFtroNEI1CTzIlLG7a6LE26xwOKPIi2DDIMe26nehJ+2XIwEAyLpoPWw0U1MBDFRhMPq1+qzEKxTs71eG2ccpoNfteHi32YOVumNmWGiSsuxbrLqnbrGhrDcml0Lo0UtuiRsGC94RNAQjMHmwxOPAsgtMwsmCBAapAIYoMxb1gOhZJ40xI7ogMEJjOy4xGtYOS1kuOIWBB2gXDJmj2Nme0CS4eUOp3WATrcmhNA2STKxk2QQWM5cjEZmCcw4ZGJ+Q9siQtJTDQ6IWiUeBrLGCgqkvQusX1LwaWfe6EPvdDWSbskICS2mRP2Z8trAED3SHxonU7WPGiTvgEj4YIjStFjZSBg0WnZ57rGOBZIQtQEI9P2CSrTwgd4WIZBlkze/urdL/9zuzCIHsw4RhWq6C/J++tM1yWgIIeIWL2zma/0aMlWtnKprSlBgm7/CZOMAObtuNqiKMtYRUCHDyPUIRdiGxCnC0vqJshuSC2QmxgtphRsOaCw5Z+SxoF35RRD0AawVIabUpnQAAh6RM6bgfb2cjoxEQ2ZG6IQpugbAJrE0SkJ2yCTj/bCYGktN4nYGQgUc3AuBMuB9YlaOIl/WONiauBkESMfboEcipeLK3qkrD3pQc45MAglYmkwl6ZarQDkngxRuwMzwgZL49hGOCmmjY6v8x8kgtIz1ybw6E0mcPBdmveUZYbonGB3SgJ0pSgQMr6kioNZV8MGuZI6VmpRTKw6RYDHGAAgF3vXD6LSz3QSQPBBF4t8mGmO1GegJ3yfRss0xABdaZvpyzYF3DW/Y9PW3KQsIVdMtAXRbcBCvI9jsBywLBJ0dWQswkEBKiAUVuseEB0mdY4MZRlFAQoON8dPVohYwYUpKMyAECZgszdkEBBch8kNsERIcsFz6MSuDhHfRxMO2YVuIvSMEfDJsh3HqHUBIxDLoeZKMyayyHe2HpoVU0IxfWzUEh7Xn26BFRAgBEWZt/1WBXsYwCd3nu7DYCEP8Y/meNeCN3IhgFGoSyz7oShaaOH0jOL7VSEA6PKyPz1gMihMMjqcZFHP4yx/nwJZYcqIIA7vknsQZ+N/HNKYBBPFsk9OADY9H2tmYD6eTpMKxCex3aSwqcwHyDaRjB1rNtSg4TobuCHlYVbEvoFROAg4Y0ehOBcFCoaRmGTGngKMcqBYsjUpgUIE4EC1PUQn3kPoviLAHjUaBmC5OuuuR2UTbAAQUYkvLTfa9oEzW/gUtphErGlkw4SyiKo6wHoMgrTuhwWaSVgIOoKokpdQtl4VVI0J1YnAYD8dxO7oPcKUn+ANQDMceWUE5OSC1i5MskNTTNC5qffFSwmfU3eWeWzQbZZhAMwnJ65T4dwLFsfKOhENyhzkM8GaetVow24vCNkla+l26FWp1xHl1VIrgfzzvaB7ElRDvad7HFRxHoDvzHWyvdzqn2pctFWdizaUoOEXW4TJ5iXu+UHVrPKieKbfbUSUy7swmYw4Y8uChfhAU+czpW3+0DwaLDlqJgG2ljrY84CBBDHKgZ1GVBVn1B1OxjVfQIPdTah1CbEjjvu71g9TDp/Ax8rSKNmWQRiKj51aGpTuxwWE+UwKhSypkvo0yTINiRGIGOizTwO3fkBS6Yh7Y/KelW8aBiEDGDYU0unMqhNKK1vHgeJcIAbBnIS4ZC+7+wcDnbq6L5cCd6EQU6bK2FrAP6UUQ3llNHE6wTU3Q7y2MmtKcGBS+vl7UvgvN5hVhMqdf+A/FONbHCTxcbb5XooXIOxbCDyYbtsJVyc2ZYaJJzgNxOTAMTREzyDA3YtwEyUzP5MYRcUEHj2aXooq9DLJEjWmQIoBAI8uw6ICEQEH4BgMyRqx+/YzcuAQAQM5veclFXYgw6b4Cp5E/gY5IT+l2NVBIwAOgLGOV0O225jGx9uHJKrAezeSd+dF42BACwMTvYUj4sqm1CLaMjcD9k+jp8Vl04VQBkCWQKGMlmY6g8qUQypvH4Z7XTREgYJbF+Ew2xhkAVgwPBskLGs/mzWyh3QnyvBVqota3XQ36n3dvYDx9rREfc8GqJaltTCjlrWxZUmYWZbapCw7lqc4OO4QRrOhhswpVw5xXJcxhwHUY8QwcImGk61jBTdAOQAoQAKwafOJpADfODGXML2IkiQiAfHnbe6HVqo2yG2UJRaD6bESQSGJZugGQIpiewyVqFI9erS3PVVASN3/DqqUeEi0voMLodt0SUM7jqi8ZHGT10OaWQ4MmJO70kpXqRsm2ln+8qQr5cujzI9s5TZORys0i0XLjJQLsIgI1vQap3WdSc8OhbMzgY52/79U0ZvIekQ+lwMgAEKtc66thwADx1gIO/mtNfe6oimHPTvaEKlo8EUTLIVkzCzLTVIWEOrI6R1B1WAtxARY0xL20LYAw4BAylYaCg2KFHA2OgLqDPGhTV4H5cCFLRBVsDgEXzghj6IhwGZPoELkz/bIXcv8NJENVTZBJ9Yz4w5KAABOZclV+oVMJYuB7FyRDE0wrBAAlgsdVlL0Wy3jZ3HgXebV7yY/dmm3akxCDUwYJc2wkHEi0PpmcU00gGRLbOhjuPmcPBoinH7doZBjjWbsjl+H86VMO+U0VJHzLnc0aQCRn53rFXdC7qjqaPr9YRJmT7BvOcTr/okQLzTqZlr+iG7bekULysTW2qQcILbxAlOkhgB4GiG6HYQgECQCWFKsABIl17QkOyGgIdqF9Z9a9iDVjudNSMoI8+JlIiUTXASruQFEEA/kdJ2yd2QfXI2wZltxIyARDHYKAfnuo1TR8BofaBjXA7SiTpOrCS6hCKxUmQWsLBQyFHZ3MYmajGsQSlejGUj9gP6My8W6zm7wFBAAYLTihLh0P3ZmiYhhj9GjNO9LuVkT2KLCIP0ACc7mh40LCJXAjBd9EItLLLPSlZh8E8c2DbalVDdt4dZKMSHU2ddXM3jEC2N3Gbf/zi1pQYJG67FhgOAFNEgnb8AhOhycJqydpMaBQuAAQkuZC+csgUeyigIy1C6G4JzWPMpClz0CQIUiAIoeO7oUyy1dvribrBsgg37t6yBARTWjZADhORy6IxO+BwGXQ6ldZiC1HDteF54tsEY7D7xosmTkIsPE7ugYIoKgSNVXBK2rFgHUGUXeiMcgA6LEP8sly37rJpVccYwyJotItvimFwJqW7et8lEVN6FKHSkJGAsEyp1juVoVEKlmqloMSuMizFsQm29jG6oWafO2GiEo+DvHxIZFxWRMQo76edfuRtmtqUGCWtuC+v8wnvOj7DOvtgWAetOwr4soxBwBA0a+IyitK4GHYWY9AfBiN6C6cijMNEZwEBoPAMDyLMp0Q5dEWN0LbuUTEU6dmUeEtOQwhuhgKEqYDTf4YmPm7scsiQt4nLQnszln4xlcfW5HLZbl1CzKcWLaT/k4kXk69nfUAEGGSBAzzpfT8f72DKUxyu2yRwO6c900U+PfA4HCYOsTfQ0TxjkNLkS5rHalNGSUCmr5/KEShOPOyI9swCGfD/+LQj4lvcB+dJYCRT0fSzrz3OphkIZnWH9Jtl2hyyXNmn+hpUthS01SFh3QRtAaeyim4EzKMKjcW1KRwuPIwA2EP2tapZR9sBmWIuaBo6lbihgzbUKDFp2PQQX8y00PiAEF5cko3hKg3aH2DFTCkWk4DJAoGJFTZYC7fw7DZCyA7O7HMooB1iwUKMxbYjVQCjktugSgCRenGO++kkzQmq5iXCIZcj0B+kHYTr5tF4yCtUyU9/qKTNXbsXl0GdlUqV82+QwyFlt1oRK1nyhRci2oT+hkp0RUoB9FgI5wuXQn0ypsDL8sRoO2S2zLojSHZG9q4AZKPSAAinv215GHMl7OsF2ZP6Go20hYGq1Z2f/49OWGiRsoMWGgANWeq8jirUiaGjTNLmOOJUrlFUATPhUoUkQoCDf5flqncO6cwjOY80H1SeUbgeJdrBsgnfCJgA6pTOZjtpJuVPgImJF6aiSJoHbAEoMxNQuB5DSmJqe2bAJg6GQeq3ctuoSAHRZhZooqkZlinjR9mE2HDL7jQprUDErbrT7luu1sMcaeEinlc6n3GwneiqtDIOUMpsrYYztdK6EjkgR3VwJo47To1PoDYF0xXOi5X0j9VrHn2ddrMCFgbwG9Z/pLe+JZJgqNXMJ5o+2HQ0WYeVumNmWGiSsuTa5G1RAGJXbrQusPZDELJFdiCIsr6GS5VKtfDk90AaPdRcy90PwDqGNgIEYKDiwH1Q0CapNoBQSGYw2QcIYCwGjUp4MIPJQRgEL4kYQgNB1OahQUYCD/n1mZGJdEJmrgW1Al7CdNvVUtNIY2HOXiIdywGsjHGyTqy6FSoRDJmLMZ5Eku79dZudXLhNwyuZuqAoXS1dDHgYJ9M8G2ZKHR08eBdRzJRxtqyVUKid4ivXyhEq17epeIGEPYtZFa93poiczBZ2si5Vr1wEMrlJWsYmpmRdh2zx/g9rRnLdhZXPZUoMEcTcESr7V1oCGhriRsVweRaHTEQI2HNT9EL9v5T9gXshAcS4IeCAEhzUX0DoH7zzWfIsQYucsYEHYBMniln+SPiC5EhJ4EGBQuhcyFkHKkG+ruRyyvoQTKzmQggzJ6mbBgtoIXcKQeHE7qcxO5sXJOyBdcKFl7PYRbEJRZ3QY5BBgKDYPsQpDVsuVMMksQOgeb3sC1/oSKo2xhiWU7cDZzTKHg1gtyqGamnnwIMWyXB9jhVCxChhmZQV2Wptg7WiBhRWTMLMtN0hgtXYwL4tncVcUZ1ECC87kSFC3Q3I/ABEoxEYodt6BPIKL3yUEMpDDmmuN2yFEN4NroyuhdapHaHxAG5hZ8BTdWo5pcNEhEFiY6DIWoY9hsNEMiT3Iy2suB9EhZIyDMAxADgSGGp8+l8HRbHjE+qaNzupAR395Zz+Ujrk7ghztmgByoKCfeL2t5rLPJFfCkNVyJdRsaMrosbaISIeaDbkZSlZhrMW0zP3n6tFNqlTTJGiUg+ZO6B6ryg4MAQXzng49TbOEVg5O8rQIK9m63mpFFNLRslXGxZlt8W/6DlrDoU2RUYiU4jp4ncs3EHgiqBYbaDmEirDuttKSM7JtuBbrbgvrrkVj9lt3rdKVaz4dW2jLNTMtbeMD1vgjLofGBzhH8D4k8sBBO237IR9H+CJLoKJeFj4JZOWk6y6rSxaAwO7HBcwvk3Ux+LhOvJTvaX+fL4FuozHP5C/AOBpUXt4seiHk3yeMIjo5bti1UAoPO22MLetZ12PXNAXGtZBOM5XVwiFVgyDfERMq1Uzq9W0vbZZOeLvMYr2+HA6NcbVkqZm1bHzD3veXV8tLpmBRl43f1SkCOermK/e78CE5eadXtrIJttRMwhoI6yAlLqM4MbIIXkZfFqS7gA1ikSOtAW4rLRFdD42hQqOmwcHDcWilU7dDcJFdiILFKEpc43IZnTikRC3SJ3sOj3TUGAAgnTQlAWOfFgFdFgEmymGiDekS+EJNEkWNmoq2FC8uwuZNzzwmDFLSXvdYTbjYFw6p26W6AofK9bMuBrPeF91Q0yPEP6tef1JCpfwY/VkXZ02otNPWF9kwJidEr836Z1tyq4cVGKdRkAFGwfqV2qEyU+oOaIeOdSMKoDm0F/Psu+y21CChcfzh7y0BkloWDgksOMduB4cjDuyk38qAQovAiZmS2XS2wTGdywJG7wieInuQwIJTUGDzw0v8dTCaBAlBjKN1ylwOnZwJLgcGHbdE2Qi5yrLoU6yPs5ovoRQvynpNvDjNLHOLiHDomy56hPW5FQQ0dH83dfxDLobqtmpehKKsVqc8tZGhkFa0KKCgTKg0S/q9sIPAYJbUzAIGhpIpyfwN4DlbaqGPNvOinRFyGDH3LAdsGvfB6DkejhZwm3e66J0yES/Ps/9xaksNEtYhIY/RJLy/AeApgYU0zAM2KERxIzVdJoESkyD5FgLi9LTexegID1JXRAQFAZ6cNjq2AWp8QNsnXgRyJqHo8DtJWYyKWgmSglEYq0twJuyxOhVtqaCudexFutcdz7xYe2l7wiB797W5EjKkRajlSijNihZtHXFNUFHWBRHlkpNtoZtQScrssrPNyfr0eRGGUjMvwhaVmrlmfVEPC7VSizACOAzlSNgWz868rMF2Txd9NK0TtzzL/senLbkmwaFxDhvOoQGDA/40Li7XQdhgvULDHXjUIrT8PWoU4vSzIdMnNEZ3sM7fG6M/0HSvOlIxS/4th67LIX5MDgMgbzSM60B1CVKnXDffVZcwxlxlvaQte/c123bAr9kbHTGU4MS81C4MaBLssXswRX5cdPUJfet9ZQO4ZZJlEQxIWRfHWk13UNu/hBgtaOaIhJ22TJcw4YYK65eVzfrDlR3tpaVpR/tD1bez5d4uVuI47miX2ZaaSRBAAMSsbZpWlh9GTRxIwIbOGOeVXWhZo3DExWQuMAPKIwCntfUdNqFxgSMogkY6NJydMSZYCthyidasuRw0ysFB8xwkFkCYhYouga0cpaguAXKcSr4E/p2JSZX0AldQx1ADssj0zNPamImearNBilUiGKr1prCSPRgTEaGnouv13x7lfpiQmjkmXKqnZt4um2b+htIktFHmbxg7gdOo8+oBE/V8CXExS9SBterMkLqth3k41jUGY0McQ9geNmXw9+YAucexJmGpmYQ159HA6SexCIldsKxCZAxyRiE2OJFNaCyrwG4FyyZIHetSKCePEStdD12XQ+qoqzoDdNepqNOJdCjrDVjWx3SiEvLvWYRDVu8YfHwmgZERoxllCow7oDe6AUWdsrx2bFtnRHs/VpMARAAw1uaNZpi1s59kQ13/JJdIY9iOZp5OYRqrXcYpLu3c0Qx9topeSFZO+jbL5zi1Y7CVH28NHLxLnxpYKIGCdT3YT5/bQSaFahBU/GTdDgAMGMhdDgCqUQ5ariN/6gCDzHVgOn0qAIFdLxsbMscSEiWxB2z2CTDlU1GjZRikDcHaZiBBs7y80nfMsK8r9im/q40BA0aLEE/HZZv6WIQ+GwISYQrwMK1tm9ZgW445j89+AScwcIxqqDLQz94do1EmRHRcz3XwjWZL7m7wWDchi41zMTGStgNM12tKvFjUMO8raVpbF9AwvyfT0LYIcaZIRyxkjMlnArMRImBsEFTA2DjfYQ/sulgZNJCBAa0UaU7Z5soybk8ygaNUtC6FAeuNcNBJpvqPMClZS3UOh2lsZLKWhdgkTUGlfl/Y46BAccyhBzp6SdU8SbgYv08/f8PRMA+PdkTExaSZIGW66FR/WMwoTJ+1WrZFWe+7hZnrDj3v3ZjHeAce9W0XF88T6bDNRiGA5mCWjucQyGPzjo40Ccvy/A/I2QVhFSyjEOtEF4F1OwiNqUt+oGLe934mQRiDcr760iXhjS4hZxC662RDr7QMqQw9650RSNIriGmyFm/Lyv1cfV3M++727aI253k5R9CF1iXcywosysawClPaNAzBJFfENNMxL9KaGXvIaaMxJEfCkJjRT3j0F2LHJgHwjW0rd8PMttQgAUgRDo1zChak0SmBQqyf6xMg66xNAFL2tkZBgdTLs7qVQEG2+Z7GyLoYNLqhWO/MYW/We4GC+d7Xzk+tU8hPPP/Mats1yqhlXZxkY+uOPeTYjn/E8UYlU+LIhlgnv67T6BKGrG/65u2wWWec9JgMIms5Eaa2CgDvszFY6yjhsWPCZnIRruyo2VKDBG/+ATmzUBudWH1CrJ8zCAoWCgFjrBuUdYi/Qea4ZpY5OTeXpqC2WgSgoDXtCZYgwPWUsc0DCORYqj0o6x+rIVZj3Rc1n+gUqZljGaVtRNX0zfnxx51aVvc4bi/HJmgaqyPYEaHiNI9uH+u307YSMMZ2Y97PcWpLDhKcWa8DhRqbELfLMu/cSzbBlgESfpWAQlOMZEq3Q3a+HSah61aogQG1AaBAtsPXbS6rY/cdZA1q6zWr5YPfAdv2kUjoAoJeW3S9nl2nFTGubJwthGUQ2+5bZOdYWdl0RhRdlzN/ViBhaU3mVojrOVAAuv7OUpsgS2ERsnJmFeKxA/rCq7K0r4VZ8aKWFds7G4bcC9WD9KwXx+xlDZal0bH6hAH19CCImPdlnxIUDPY/GtXQPfQiQUGY8jWflGH7G90WBhqA+dmESfusWIKVbbMtdXRDY3zckqRF5qpveMKCgBD9nQQApDrqxknej+Hc8ECulBYBI6hJYZBWVT2o+K+rp4dslHp6ZbNZ33wN09ox2qnW0jPbuRxW9g1ss86R8g1qFCgJwmfZ/zi+lkeVSXjHO96Bs88+GyeccALOP/98/PEf//HUx2icV7BQMgr1+v1dbE2XkPYrXQeh+E6ZeroWYhW3pXUbBtmxkZqCvvJ5BqIZnTlmpHKcjWaG2YH5jj0m2+KQ9c0COcmOpWmip7UyyiF/b8fpFHrZg6GbvUjGYWXba3O5GsJ8UVZLbkcNJHzgAx/ANddcg9e//vX49Kc/jX/yT/4JXvSiF+FLX/rSQn+nBhga3SbLfr/kWPX0NNuq9YdcC0Wdat8xaxtv95umsz8WXBQzovvRCZEGf3ua35v+8MejzRoKubJj1I6h0TcFmvuzXfYf/sN/wEUXXYSTTjoJ3/zN3zzu7yHC/v37cdZZZ+HEE0/ExRdfjPvuuy+rc/jwYbzqVa/Cnj17cPLJJ+Oyyy7DQw89NPX5HTWQ8Na3vhVXXnklfvqnfxpPf/rT8ba3vQ379u3Db/zGb8x0vJJNiGVxXQSM89qs6ulBcdQiQ7Om/BNXWriubXuuhG20dvklRktpR/09OhYA+8pmtiNHjuDHfuzH8LM/+7Oj93nLW96Ct771rXj729+OO++8E3v37sUP/dAP4atf/arWueaaa3DzzTfjpptuwm233YbHH38cl156KdrK/DpDdlQ0CUeOHMFdd92FX/7lX87KL7nkEtx+++2d+ocPH8bhw4f1+6FDhwAAjz2ed9qSHjYgzVjXkmRMJBARNkFoKWoTNgnY4njzTflODkfg0joBm+RwGMAmEb4eHLYI+DoRDgfgcAA2KeBIIBwJAUfagE0K2AwNNtuAreCxFRpstQ3atkEbGrStj+utQ2gdQtsgBAfa8kDrgNbBtQ7Y4umKWwffsntZyrYAF2IZbcVlLKe4zuUUCGgB38Zyv0VwLcGFuPQtwW0RXBu4LAAt4NoWrqUoEGxbuBDiun4IFAIQWlYOxyWRfA88O6usizqP79mozlgaPw9HaR3Ek1CRB6iBgwOCA3QuUBfjWRx/OEdmTAEZl+Q8iDzgHIgciDwIDuRjRkMiDwoxTwEFhxAACi7+mY1DaOKfEhr+3kbZCjV8STxf/4aAhuutUazjCbRGEaKvBaAhoAlwDQE+oOUy5wP8WgvnWzgf0DRbsZ7fgmvauHRxO/wmWh/g/CbIbQF+C61rEfwWWreF4Fqso8W6a9G6FpuuxboLWHcBRxC1NesI2HDRYbHu4pVc5+ggV0QJJRaOgfiIfmqa93MTUUA5/v10xfsZ380tCjgcsD3vZwu4bP1ovZ8BLrTH9vtJjXlH4/u55bb4p7YfmG/R4blcBlvYBAA89thjWfmuXbuwa9euuc7tDW94AwDgPe95z6j6RIS3ve1teP3rX4+XvOQlAID3vve9OOOMM/D+978fr3zlK3Ho0CG8613vwvve9z784A/+IADghhtuwL59+/CRj3wEL3jBC0af31EBCX/zN3+Dtm1xxhlnZOVnnHEGDh482Kl/3XXX6YW09uRnfmG7TnFlx4LZXALHr0twZSs7Nm1B7+ff/u3fYvfu3Ys4o45tbGxg7969uO3gh+Y+1jd90zdh3759Wdm1116L/fv3z33saeyBBx7AwYMHcckll2jZrl278NznPhe33347XvnKV+Kuu+7C5uZmVuess87Cueeei9tvv/3YBwliZVw9EVVj7V/3utfh1a9+tX4PIeCLX/wivuu7vgsPPvggTj311G0/12W0xx57DPv27Vtdowm2uk7jbHWdxtnqOo2zQ4cO4UlPehJOO+20bfuNE044AQ888ACOHDky97Fq/dO8LMIsJgPp2iD7i1/8otbZ2NjAE57whE6d2kB8yI4KSNizZw+apumc7COPPNL5w4E6peN5/oBTTz119SJOsNU1Gmer6zTOVtdpnK2u0zjzfnu1NCeccAJOOOGEbf2N0vbv319lv63deeeduOCCC2b+jbGD7GnrlHZUQMLGxgbOP/98HDhwAC9+8Yu1/MCBA/hn/+yfHY1TWtnKVrayla1sIXb11VfjZS972WCdpzzlKTMde+/evQAiW3DmmWdquR1k7927F0eOHMGjjz6asQmPPPIILrrooql+76i5G1796lfjiiuuwAUXXIALL7wQ/+2//Td86Utfws/8zM8crVNa2cpWtrKVrWxu27NnD/bs2bMtxz777LOxd+9eHDhwAN/93d8NIAYD3HrrrfiP//E/AgDOP/98rK+v48CBA3jpS18KAHj44Ydx77334i1vectUv3fUQMKP//iP42//9m/xxje+EQ8//DDOPfdcfOhDH8KTn/zkUfvv2rUL11577VHxCS2Lra7ROFtdp3G2uk7jbHWdxtnqOkX70pe+hP/3//4fvvSlL6FtW9xzzz0AgG/7tm/DN33TNwEAnva0p+G6667Di1/8YjjncM011+BNb3oTzjnnHJxzzjl405vehJNOOgmXX345AGD37t248sor8ZrXvAZPfOITcdppp+G1r30tzjvvPI12GGuOjud8kytb2cpWtrKVHUX7qZ/6Kbz3ve/tlH/sYx/DxRdfDCDqD9797nfjp37qpwBEbcEb3vAG/OZv/iYeffRRPPvZz8av//qv49xzz9X9v/71r+Pf/Jt/g/e///342te+huc///l4xzve0YnQmGQrkLCyla1sZStb2cqqtkrRtrKVrWxlK1vZyqq2AgkrW9nKVrayla2saiuQsLKVrWxlK1vZyqq2AgkrW9nKVrayla2saksJEt7xjnfg7LPPxgknnIDzzz8ff/zHf3y0T2lH7ROf+AR+5Ed+BGeddRacc/jd3/3dbPtOTiN6rNp1112H7/me78Epp5yC008/HT/6oz+K+++/P6uzuk7Ab/zGb+A7v/M7NTvghRdeiD/8wz/U7atr1LXrrrtOw9DEVtcpZhl0zmUfSfwDrK7R0hotmd100020vr5O73znO+nP//zP6Rd/8Rfp5JNPpi9+8YtH+9R2zD70oQ/R61//evrt3/5tAkA333xztv3Nb34znXLKKfTbv/3b9NnPfpZ+/Md/nM4880x67LHHtM7P/MzP0D/8h/+QDhw4QHfffTc973nPo2c84xm0tbW1w3/N9tgLXvACeve730333nsv3XPPPfTDP/zD9KQnPYkef/xxrbO6TkQf/OAH6Q/+4A/o/vvvp/vvv59+5Vd+hdbX1+nee+8lotU1Ku1Tn/oUPeUpT6Hv/M7vpF/8xV/U8tV1Irr22mvpO77jO+jhhx/WzyOPPKLbV9doOW3pQMKznvUs+pmf+Zms7GlPexr98i//8lE6o6NrJUgIIdDevXvpzW9+s5Z9/etfp927d9N//a//lYiIvvKVr9D6+jrddNNNWuev/uqvyHtPt9xyy46d+07aI488QgDo1ltvJaLVdRqyJzzhCfTf//t/X12jwr761a/SOeecQwcOHKDnPve5ChJW1ynatddeS894xjOq21bXaHltqdwNR44cwV133ZVNfwkAl1xyCW6//fajdFbHlk2aRhTAxGlEvxHt0KFDAKAzzq2uU9fatsVNN92Ev/u7v8OFF164ukaF/fzP/zx++Id/uJOxbnWdkn3+85/HWWedhbPPPhsve9nL8Jd/+ZcAVtdome2oThU9rf3N3/wN2ratTpE57fSX36i209OILoMREV796lfj+77v+zQj2eo6JfvsZz+LCy+8EF//+tfxTd/0Tbj55pvxj//xP9aGeXWNgJtuugl333037rzzzs621bMU7dnPfjZ+67d+C9/+7d+OL3/5y/j3//7f46KLLsJ99923ukZLbEsFEsRmmSLzeLOdmkZ0Gezqq6/GZz7zGdx2222dbavrBDz1qU/FPffcg6985Sv47d/+bfzkT/4kbr31Vt1+vF+jBx98EL/4i7+ID3/4w4NTDh/v1+lFL3qRrp933nm48MIL8Y/+0T/Ce9/7XjznOc8BsLpGy2hL5W7Ys2cPmqbpoEo7RebxbnYaUWt904j21flGsVe96lX44Ac/iI997GP4lm/5Fi1fXadkGxsb+LZv+zZccMEFuO666/CMZzwDv/Zrv7a6Rmx33XUXHnnkEZx//vlYW1vD2toabr31VvyX//JfsLa2pn/n8X6dSjv55JNx3nnn4fOf//zqWVpiWyqQsLGxgfPPPx8HDhzIyg8cODD1HNnfqGanERWTaUTlGtlpRMVkGtFvlOtIRLj66qvxO7/zO/joRz+Ks88+O9u+uk79RkQ4fPjw6hqxPf/5z8dnP/tZ3HPPPfq54IIL8PKXvxz33HMPvvVbv3V1nSp2+PBhfO5zn8OZZ565epaW2Y6GWnIekxDId73rXfTnf/7ndM0119DJJ59MX/jCF472qe2YffWrX6VPf/rT9OlPf5oA0Fvf+lb69Kc/rWGgb37zm2n37t30O7/zO/TZz36WfuInfqIaavQt3/It9JGPfITuvvtu+oEf+IFvqFCjn/3Zn6Xdu3fTxz/+8Swk6+///u+1zuo6Eb3uda+jT3ziE/TAAw/QZz7zGfqVX/kV8t7Thz/8YSJaXaM+s9ENRKvrRET0mte8hj7+8Y/TX/7lX9Idd9xBl156KZ1yyinaNq+u0XLa0oEEIqJf//Vfpyc/+cm0sbFBz3zmMzWs7Xixj33sYwSg8/nJn/xJIorhRtdeey3t3buXdu3aRd///d9Pn/3sZ7NjfO1rX6Orr76aTjvtNDrxxBPp0ksvpS996UtH4a/ZHqtdHwD07ne/W+usrhPRv/7X/1rfpX/wD/4BPf/5z1eAQLS6Rn1WgoTVdSLNe7C+vk5nnXUWveQlL6H77rtPt6+u0XLaaqrola1sZStb2cpWVrWl0iSsbGUrW9nKVraynbMVSFjZyla2spWtbGVVW4GEla1sZStb2cpWVrUVSFjZyla2spWtbGVVW4GEla1sZStb2cpWVrUVSFjZyla2spWtbGVVW4GEla1sZStb2cpWVrUVSFjZyla2spWtbGVVW4GEla1sZStb2cpWVrUVSFjZyla2spWtbGVVW4GEla1sZStb2cpWVrX/D9vRf1YXOzomAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data, origin=\"lower\")\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ca99616d", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " グレースケールで図示するには以下のようにします。" ] }, { "cell_type": "code", "execution_count": 6, "id": "005ce506-04f6-4e66-9a5d-631ee50fab30", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(data, origin=\"lower\")\n", "plt.colorbar()\n", "plt.gray()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "53335370-baab-422f-8cbf-02d50b7470c4", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 計算結果を2次元プロットする\n", "\n", " 上で使用した ``circular.txt`` は、$\\cos(\\sqrt{x^2 + y^2})$ の計算結果です。次の例では、実際に計算を行ったデータについて二次元プロットを行います。\n", "\n", "1. 必要なライブラリをインポートします。" ] }, { "cell_type": "code", "execution_count": 7, "id": "58e578da-f679-4f09-b735-1c00c006506d", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from math import sqrt,sin,cos,pi\n", "from numpy import empty" ] }, { "cell_type": "markdown", "id": "7b040f65-c3e4-40e0-a05e-96b15e509272", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "2. 波の高さデータを格納する配列(501 × 501)をつくります。" ] }, { "cell_type": "code", "execution_count": 8, "id": "e2fe9be6-7030-4041-9753-aca573534d00", "metadata": {}, "outputs": [], "source": [ "xi = empty([501,501],float)" ] }, { "cell_type": "markdown", "id": "819262ec-042d-4d97-826f-be2dc2c9c0dc", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "3. 配列に格納するデータを計算します。" ] }, { "cell_type": "code", "execution_count": 9, "id": "f1eb4f23-3ade-4498-b402-2310072a714c", "metadata": {}, "outputs": [], "source": [ "for i in range(501):\n", " y = 0.02*i\n", " for j in range(501):\n", " x = 0.02*j\n", " r = sqrt((x)**2+(y)**2)\n", " xi[i,j] = cos(r)" ] }, { "cell_type": "markdown", "id": "143930b4-1800-4828-b961-d59de887df6d", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "4. 2次元プロットを作成します。" ] }, { "cell_type": "code", "execution_count": 12, "id": "fa3a0ed7-b05c-4cc5-8790-bab4aad23230", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(xi, origin=\"lower\")\n", "plt.colorbar()\n", "plt.viridis() #デフォルトのカラーマップ\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "c6e7ba33", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(xi, origin=\"lower\", extent=(0,10,0,10))\n", "plt.colorbar()\n", "plt.viridis() #デフォルトのカラーマップ\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "480a253a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 課題1:波の干渉\n", "\n", " 池に小石を落とすと、落ちた場所から波が放射状に広がります。一定の時間が経った後の波の高さは、一様な円形に広がる正弦波を使って表現することができます。" ] }, { "cell_type": "markdown", "id": "a8951561", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " 円の中心が $x_1$, $y_1$ にある場合、点 $x, y$ から円の中心までの距離 $r_1$は、\n", "\n", "$$r_1=\\sqrt{(x-x_1)^2 + (y-y_1)^2}$$\n", "\n", " 正弦波の高さは、\n", "\n", "$$h_1(x,y) = h_0\\text{sin}(kr_1)$$\n", "\n", " ここで$h_0$ は波の振幅、$k$ は波動ベクトルで、波長 $\\lambda$を用いて$k = 2\\pi/\\lambda$ と表されます。" ] }, { "cell_type": "markdown", "id": "5eeadd0c", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " ここで池にもう一つの小石を落として、別の円形を作成します。\n", "\n", " 波長と振幅が同じで、中心が$x_2$, $y_2$にある第二の波は、\n", "\n", "$$r_2=\\sqrt{(x-x_2)^2 + (y-y_2)^2}$$\n", "\n", "$$h_2(x,y) = h_0\\text{sin}(kr_2)$$\n", "\n", "となります。" ] }, { "cell_type": "markdown", "id": "ae704a4d", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " 次に、波を線形に加算します(これは、波が大きすぎないことを条件としています。)。\n", " \n", " $x, y$における合成派は、\n", "\n", "$$h(x,y) = h_0\\text{sin}(kr_1) + h_0\\text{sin}(kr_2) $$\n", "\n", " 池の領域を 1 m 四方とし、波の高さの画像を作成するプログラムを作成してください。このとき波長は $\\lambda$ = 5 cm、振幅 1 cm、二つの円の中心は 20 cm 離して設定してください。" ] }, { "cell_type": "markdown", "id": "a67e2ea7-8f3b-49d0-8122-89c9df7c9bb4", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " イメージを作るには、以下の点に注意してください。\n", "\n", "1. 各格子点の波の高さ h の配列を作成します。\n", " \n", "2. その配列を使用して密度プロットを作成します。\n", " \n", "3. 例えば501 × 501 ポイントのグリッドを使用して、1 m の正方形をカバーします。" ] }, { "cell_type": "markdown", "id": "a3bc86b8-5da6-412d-92aa-0397a94ad19b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "答えは以下のようになります。\n", "\n", "" ] }, { "cell_type": "markdown", "id": "24447b02-42c6-4a2a-897f-66de10d3bbed", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 課題2:波の干渉の時間変化\n", "\n", " 波の伝わる速度を$v$とすると、中心が$x_1$, $y_1$ にある時間$t$の正弦波の高さは、\n", "\n", "$$\n", "h_1(x,y) = h_0\\text{sin}(kr_1-vt)\n", "$$\n", "\n", " 波長と振幅が同じで、中心が$x_2$, $y_2$にある第二の波のt秒後の高さは、\n", "\n", "$$\n", "h_2(x,y) = h_0\\text{sin}(kr_2-vt)\n", "$$\n", "\n", "となります。\n", "\n", " $t$ = 0 ~ 10 s の場合の波の高さの画像を作成するプログラムを作成してください。($v$=10 cm/s)" ] }, { "cell_type": "code", "execution_count": null, "id": "ccb10b1e", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }