{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 特徴的な単語の抽出\n", "ある文書における特徴的な単語とは何だろうか。様々な指標が提案されているが、基本的には (1) 何か特徴を設定し、(2) その重要度を求め、(3) ランキングすることで求める事が多い。最もシンプルなアプローチは (1) 単語毎に、(2) 出現頻度を求め、 (3) 頻出上位を特徴的な単語と捉える方法だ。ここではワードクラウド形式で眺める例と、2文書間の出現頻度分布を眺める例を観察してみよう。\n", "\n", "- 参考: [はじめての自然言語処理 第6回 OSS によるテキストマイニング](https://www.ogis-ri.co.jp/otc/hiroba/technical/similar-document-search/part6.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## required\n", "- spacy, sklearn\n", "- wordcloud: ``pip install wordcloud``\n", "- scattertext: ``pip install scattertext``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 利用ライブラリの用意、データセット準備\n", "事前に、[load_r_assesment.ipynb](./load_r_assesment.ipynb) でデータセットを作成し、pkl形式でファイル保存(r_assesment.pkl)しておく。今回は作成済みファイルをダウンロードして利用することにする。\n", "\n", "r_assesment.pklは授業評価アンケートの自由記述欄をpd.DataFrame形式で保存したもので、授業名(title)、学年(grade)、必修か否か(required)、質問番号(q_id)、コメント(comment)で構成される。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 34834 100 34834 0 0 64436 0 --:--:-- --:--:-- --:--:-- 65354\n" ] } ], "source": [ "!curl -O https://ie.u-ryukyu.ac.jp/~tnal/2022/dm/static/r_assesment.pkl" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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titlegraderequiredq_idcomment
0工業数学Ⅰ1TrueQ21 (1)特になし
1工業数学Ⅰ1TrueQ21 (2)正直わかりずらい。むだに間があるし。
2工業数学Ⅰ1TrueQ21 (2)例題を取り入れて理解しやすくしてほしい。
3工業数学Ⅰ1TrueQ21 (2)特になし
4工業数学Ⅰ1TrueQ21 (2)スライドに書く文字をもう少しわかりやすくして欲しいです。
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" ], "text/plain": [ " title grade required q_id comment\n", "0 工業数学Ⅰ 1 True Q21 (1) 特になし\n", "1 工業数学Ⅰ 1 True Q21 (2) 正直わかりずらい。むだに間があるし。\n", "2 工業数学Ⅰ 1 True Q21 (2) 例題を取り入れて理解しやすくしてほしい。\n", "3 工業数学Ⅰ 1 True Q21 (2) 特になし\n", "4 工業数学Ⅰ 1 True Q21 (2) スライドに書く文字をもう少しわかりやすくして欲しいです。" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import collections\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import spacy\n", "\n", "nlp = spacy.load(\"ja_ginza\")\n", "\n", "assesment_df = pd.read_pickle('r_assesment.pkl')\n", "assesment_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (何故かみんな大好き) ワードクラウド\n", "- 分かち書きした文章を用意し、最大フォントサイズや画像サイズを指定するぐらいで作成可能。\n", "- wordcloudで日本語を扱う場合、フォント指定が必要。OS毎にフォントの場所が異なるので「Windows wordcolud 日本語」のようにググってみよう。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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titlegraderequiredq_idcommentwakati
0工業数学Ⅰ1TrueQ21 (1)特になし特に なし
1工業数学Ⅰ1TrueQ21 (2)正直わかりずらい。むだに間があるし。正直 わかる ずらい 。 むだ だ 間 が ある し 。
2工業数学Ⅰ1TrueQ21 (2)例題を取り入れて理解しやすくしてほしい。例題 を 取り入れる て 理解 する やすい する て ほしい 。
3工業数学Ⅰ1TrueQ21 (2)特になし特に なし
4工業数学Ⅰ1TrueQ21 (2)スライドに書く文字をもう少しわかりやすくして欲しいです。スライド に 書く 文字 を もう 少し わかる やすい する て 欲しい です 。
.....................
165データマイニング3FalseQ22課題が難しいものが多く、時間を多くとってもらえたのは非常に良かったですがかなりきつかったです...課題 が 難しい もの が 多い 、 時間 を 多い とる て もらえる た の は 非常 ...
166ICT実践英語Ⅰ3FalseQ22オンラインなどで顔を合わせてやりたかったです。オンライン など で 顔 を 合わせる て やる たい た です 。
167知能情報実験Ⅲ3TrueQ21 (2)unityの操作方法の説明などを最初に行ってもらえたらもう少しスムーズにできたのではないかと思う。unity の 操作方法 の 説明 など を 最初 に 行く て もらえる た もう 少し ...
168知能情報実験Ⅲ3TrueQ22それぞれに任せるといった形で進められたものだったのでそれなりに進めやすかったですが、オンライ...それぞれ に 任せる と いう た 形 で 進める られる た もの だ た の だ それ ...
169知能情報実験Ⅲ3TrueQ22モバイルアプリ班\\r\\nHTML/CSS,JavaScriptなどを用いてアプリケーションを...モバイルアプリ 班 \\r\\n HTML / CSS , javascript など を 用い...
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170 rows × 6 columns

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" ], "text/plain": [ " title grade required q_id \\\n", "0 工業数学Ⅰ 1 True Q21 (1) \n", "1 工業数学Ⅰ 1 True Q21 (2) \n", "2 工業数学Ⅰ 1 True Q21 (2) \n", "3 工業数学Ⅰ 1 True Q21 (2) \n", "4 工業数学Ⅰ 1 True Q21 (2) \n", ".. ... ... ... ... \n", "165 データマイニング 3 False Q22 \n", "166 ICT実践英語Ⅰ 3 False Q22 \n", "167 知能情報実験Ⅲ 3 True Q21 (2) \n", "168 知能情報実験Ⅲ 3 True Q22 \n", "169 知能情報実験Ⅲ 3 True Q22 \n", "\n", " comment \\\n", "0 特になし \n", "1 正直わかりずらい。むだに間があるし。 \n", "2 例題を取り入れて理解しやすくしてほしい。 \n", "3 特になし \n", "4 スライドに書く文字をもう少しわかりやすくして欲しいです。 \n", ".. ... \n", "165 課題が難しいものが多く、時間を多くとってもらえたのは非常に良かったですがかなりきつかったです... \n", "166 オンラインなどで顔を合わせてやりたかったです。 \n", "167 unityの操作方法の説明などを最初に行ってもらえたらもう少しスムーズにできたのではないかと思う。 \n", "168 それぞれに任せるといった形で進められたものだったのでそれなりに進めやすかったですが、オンライ... \n", "169 モバイルアプリ班\\r\\nHTML/CSS,JavaScriptなどを用いてアプリケーションを... \n", "\n", " wakati \n", "0 特に なし \n", "1 正直 わかる ずらい 。 むだ だ 間 が ある し 。 \n", "2 例題 を 取り入れる て 理解 する やすい する て ほしい 。 \n", "3 特に なし \n", "4 スライド に 書く 文字 を もう 少し わかる やすい する て 欲しい です 。 \n", ".. ... \n", "165 課題 が 難しい もの が 多い 、 時間 を 多い とる て もらえる た の は 非常 ... \n", "166 オンライン など で 顔 を 合わせる て やる たい た です 。 \n", "167 unity の 操作方法 の 説明 など を 最初 に 行く て もらえる た もう 少し ... \n", "168 それぞれ に 任せる と いう た 形 で 進める られる た もの だ た の だ それ ... \n", "169 モバイルアプリ 班 \\r\\n HTML / CSS , javascript など を 用い... \n", "\n", "[170 rows x 6 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 分かち書き\n", "assesment_df['wakati'] = ''\n", "for index, comment in enumerate(assesment_df['comment']):\n", " doc = nlp(comment)\n", " wakati_words = []\n", " for token in doc:\n", " wakati_words.append(token.lemma_)\n", " wakati_text = ' '.join(wakati_words)\n", " assesment_df.at[index, 'wakati'] = wakati_text\n", "\n", "assesment_df" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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1Rx1v23AHNQDgkH/JwpolF36ccHS+d5+hjq1J5+IqxboDF0qds+QFpwAAQpmuCBj/kFFAFRo1AGD/UeaSmR53Mj4IAaxQfpdCiBDKrgGAWsMy03BXaapJeH+k5QvCaTHhd1LzxHLl8bhkIg43t2/kwoHdrGgULYpeScosqOYej3s1KjIAAIg4XJ8Az5NPknMr2S19SitAAdUdkJsz3AFgVGTgliuPZErVuedprTDcDYnLLgKAHr51qW53U/OyKmp0xzVCSY1QklVRcys5h4DDPvx+KZX4j1lA/svg8CTWlm0VErlwM1kiVXYN76wR8RZ4dicNRdHoQWZtElJoRABQyJWk+i4bsUAGADRGi314jeFApzvQTTtfDb92MAgCAFgcjghABbBs7vmOdHr26lW649iCgsVnLwDAjrGjh/l1XNZQJ0YcmTnlWXHppYysa5nZt3Pyb+fk93B3/ax/nzBH+w6bw7OSstnHTjfRgYRr6mtdLP5dIY9FELxO6UUhf6jVssnksQhC03VQq7KFwl9wOC8SabBI9CuFMkmhiMfhPHA4D/0gKlUmn7cKAMe03KmLbsdiHSiUiRoti8ddAKAGAKHgOwKhKwbDBAAqdbZYtEsqPdkiw92k1bbzjzvpGeXR3b2XLxno0vim2Vs23FVaKQDgMJS3O4324ruU8xmCim+Sz/lZOHi0RqWx9iep1KopUPs6fs4uAIBoGxOiNHkilgbV4hCsFZHW6jl3PPU97ldQVJtXPbJhNyLe18V6exV/vVrDwmOdAQCPM3f1TyaECmRXUFRtvu2u0mgOPUj66+4zfcvacf30wiwYBJkeE1Fcw1s+vE7GQaPRAgAea24C6O2U3COPXmZVsDAIEuRiL1ea3kQ2CQlfa6/LVepmO9NIhGHhfhdepN9Oyf1ywkB9vH5LyaviVAvEABDjV2fJjesWNL1XOJ1ExGExHLGUI5LmVLJj0/LxOGyn1f5WOH4pYf2O6z2jPK/eS1O93pmB+qEy08d2XT6/f7NDuTtbDejp5+7cPlEWnbSIx9dTvAKd7F2sDvx8Nelx9k/Hl5Gpjbq0dOoxrHLel7N3L/xiTGSf2k1aTpUAAKzt2yG6vUVotFqVVqv7V6ZSSZRKiVKJxWBC7Ju3+eKKSgAAAYh2rXMQbLr/8E5efo1EokW11hSKNYXqb2vTzcW5m4uzC6OjP92/GBRg0anzXZwd53eNpBEJMR5uMR5uXw7sd/xVyp74hPji0llHT8V+sNCG2kFGGpNMIuFwSo0GQRASDkfB460oZGsqJbWyWqRQAMCSnt0au1cmPSMUrAcAFFVVVdaFvshkl2TllwDA2uYUj7ccQGtptRuDsSSTRnA5CxGEyGCsNxwHh3Mnk8fj8QEEQpS+kUQayuOtQFEVmTwaEJJMeobDnmJtcwyDscVi3UikIXh8O8i4ff/1+MdxuZeuvlz04YEN30+M6uJhsttbNtyVGhEAPGVtecra0vCqt8Wwfg5fd/ikWsmD6qwnNXkA8HXouFZZ7eBArn0flUg5TAIFAIQqWbqgHAB62piIor5VkQYAwUznVstBVohOs6TXA6w3kHDGAfQmKeTvVGo4/tbf6U5R0CRXv29PHeVIm9j0jVqtDABQVKZvoZP600n9RbK7xewFOJyjyWB0JmU8kzIeACr43+BVjjiMuSmqTMpErvhQJf9bJ8v10GCnoiFPcoo3nrtXzOYDwIBg7wIWt7iGd/jRy0nRofp8kRm9wg1vEcsV99LzASDE1axNgF03nvx5p25V8Dyv1MzPokMfISNRKM3pP6F78IUX6XKV+mFmwcguAS16lp57aXkAgCDQO6AuccfVmqk/trOg2VnQAp3tWpcF20nrkMlVtx5mPH9VlJBSTCLhLS3I61aPCfZzXL1kiL5P06EyMrkSTMW4x78sjH2aowtwh9cx7gCAwSAPz3z65j5RJ5xqwcu4nLmfjgCA2AuJ/l3cm7DaAcDJwxYATv52pyCj3NapLuEkP6Mch8c6e7VnWYyI7btwGAyVQKAQ8BQ8HovBYBEMDoPR7fcCwIIz50zeGO7oeHZ2U1ENOuKKiwEg0M6OSa7V7lBrtSeSU8TK2nedTuI9ubLyVEqqC8Pi/vuL2uFTdQIAAOdT0x8WFD0sKHJlMsYF1yroW5CIS3p0m9kl7OfYR+6Wlm2x2qVK1d/PE86lZrAl0ggnh/8NHhBg15R15G9rk7raOKPmSFLyk6ISDIJ8O3TAzC7hJm8EACKpH5HYV6utUaky7ewfajSVHPY0Km0Rg7GOxRqgVmVLJccQIFnZ/IXHh2i1XBZrIJHY29buttE4CEJhWhpapKhY/IdQsAEAaPSVFhZrUVSt1VQqFHE1rJGWVrsJhChdPH3bsbaijRvTZdyYLjdupf689frJw6Zjbt+y4S5R1wDAZM8TFvh6G/qlkie3y9cQMf8kR/KhwjgA6G8fMMq50V+sprEiUD2oNkUS9oPqrDCmKwDcq8rUoFpXqlUgwzjmia0QnSiOB4BxrpEmxjIDpYaTz9+q1coIWLMcbHJ1ZYlgrwNtvL6lRLCfK3tsTe4HAFWSyyzJtQDrHwhY4z9LvvRiFf8HHNausGa2PeNTEr7OjqSTBwS75KGg1KJyFFUiiLHLFkXVbNFugfSyl21T22dGIAjOw/ZYBe9/edWj7Bmf0Yi9m8gaqRFKPj10RSxXWpBJ/5s0cESE/+XEzC+P3yhkca++zBoTZaIaCE8iW3XwMlcsxSDI/P5RDTsYkVJSpbPaB4Z4fzVhIIIgO2/EnX+ebv4nwmAQSyqZJ5GJ5Apz+ke4O9FIBLFcGZdd3GrDPTY9HwBCXR2s6f+SPbF/B2QSvpIlrKwWLJ3dd2jfIGrL81tSMssB4MiO9zxcahfDe449Pngm/qMFA/W2fmeMu56DKS+v5Gb3c/OYFBjsSDMdN3KrIG/JtYsAcHrS9K6OLY4MvnrkCQAMntRNyJWwKniLvmqmpIuVnYWNI/PJzVT/CHdX77rStvG304K7eTWW0to6lBqNWKnky5uSycIiCBaDwWIweAyGhMfTCHgKnhBi33zN3XKhMJfNAQDDEk5qrfbM7Bn2NBoZj1dptByphC2RJlVU3Msv6OLUTPhvE/CV1UeKvhxkPz+Q8e7qsAFATkH1hl039v4yB2ewnXv84os7cVl7f25e5BsAvvrl4rC+QX2jm4k7Umo02x49BYCRAX56q10PnUj8YbhxvZQWkVZVvfz8lXKBUHf6rKRs1rFTl96b7cxogVr/lYzsdbfu4TCYzWOGjwr0b6InBmNrbXOCx12qUmWa7MBgfKdFBRz2HCptPoUy1Zynq9X5fP4apeIpDufDZP5MIPYAAATBW1rt5XEXKRSP2TXjafSldPonCNJu8WkoCiKRnNb40v0tG+48ZSEFZ21ktcPrEBoC9h9TqVGl1bzklgDAAu82yVeNcemyM/v2lbJXS30H4jHYC6WJADDWpUvDx3358oxIJfek2Y55Xau1RaCgyWCvUWm4AFDA3+5juaaZ/qgmg70aQfAezA91LVxZXAF/qz11pKvFXLm6IoezjoxzxWGM/yBlypQa4U5H5vcMykie5BRPcrKSv06rFaOgMeyGQUgBTknYBoZ7tfAXhSrP2+5CE+WTTILFWLha75AonvEkp6v46z1tTzRWnNXWgrpl7uh9sQnrpw3VFQcd1SVg9+34Ejb/z9vxoyIDMK+D0eQqdSGLey8t/9jjV0KZHEHgiwkDIjya/yK5lpQFACQ8bsP04brAle8mD3mRX1bGEZhpiAOAqw2TJ5GV1PDN6YzBIF29XO5nFDzJLjZzfCPKuYK00moAGBTaGXX6zrF0dp+ls1tpfCiU6ku3UxxsLdydOzWzzSK5uiqhsjyhsry3m3tjhntb4LFFF/c/jBkWam3PEAukOBw2+WmeR4CTlZ0FnoArzCx/fD0FRdFFX9az5sN7+tw9lxA9qG6zK/VZfvar4pUbzbJIzCfl4xUSpVKqUkmVKplapdZodYqQxXy+TgSmLZVTY/Nr69f086obgYTD+VjX/nLiMBgXBsOFwYhwclzQtXkvSRPUKIoFqmoMpmWF5JRa+S+Z9WKXV/gdsMDbAMDWrBnu1LBJrl8AwJ2qvxO519YGmd58aBHX76drtSjOjCDMyUv/qqqpNYsjgl13rZsGAEVlnAfxudNGd2329hMvUyqFIjIe/9VgE6LGZrL26s1zqfU0vvPYnEOJrxxotFWXrik1momhwUt6dLWhUldcuPKkqOSv+ITvhzWVNG/IvbyCz67cIOHxv00c08ezrbk3GKydRlmp0ZRo1M3veKOoRCz+UyzaAYBgsfbWNqewBil2GIyFtc0xAf9biWS/WPSbTHqWRl9FoUw3X1hGo9FiG/yIy8q4T5/nX72eIpcrN65rNGL+bRruKq2kWprswxjR8JJCIwIAGq7jUiLaCIIAAAoAuhCXVjPDo8fxoqfVcuGu7DtdrT1e8UooOMI092jDPgKV7POXp55zCshYwsaIOrn3FpHDWceVPfZkrpSrS0sEe6l4b0fapMY6o6DJYK/myxOCbbcSsXaF/N/Y0rsydakFISzQ5kctqkqv+QQBTKjdTkwDy5tMCPN1uKM7tqROs6ROa9E8HRhftPSjGUIlRlOJ0c12i/FzNwzjxmCQxYO6f33yVjGbfzc1b0iYLwCUcQQjfqyrQOnjYP3lhIHdzEv9rOKLAMDZiqEPN8dgEGdLizKOgCOSFrK4nnbNb3p42FqmFFfmVXPMeSIAdPd1vZ9RwBZJCqq5XvYtjlq+9jJbd9CRRaY6aR0pmeUffnXcqNEwxh0AbK1o5/9eCgDb/r7L5opXLRpkmB0lkSqJhH+2uhcKIFOpxEqlRKUUKRU8uZwnk/HkMp5cViOV1kglNRJJjVTiZWl1ZFwLcsgAIL2mGgCYJFKYnVlxcS2FVcZ18babsWIoANAYlLU75lw9+uSLWb8LuRK1SoPFYohk/NCpxu+xwZO63T2XEBpdG0Up5Eq2fnacYUUbOKFN1m1DcBgMg0RikIxr0OgjW9rCzZw83VCRzm9cwKRaXoAA4kYxDstM4F65WbnbqPFD3z2WBEcAIGBIXwVfaXZwLapRo6oE7pU0fuwcz5+wrdXK4wull++kyhWq3pM2A0Cf7j5NlGg4s7tWR/vI+WfxL4t0x4fPPusS7BoW6Lxjf6xMrlz9/pCGBiIAqDSaPc8SAGBB90g7WntGN6AAN7JyXpZXEnDYbeNGDfHz1rVPDQ95UlSSUGZcYLExbufkr7xwRa3V2tGoG+8+YInFUqUKj8X62liPCw6Y3iWMgG3U+GFV17pQJeK/JeI6uVul8gUASCT7JZL9AKBQPNZptNPoyywsvtL10WprJOJ9EskBFFVQqHNotOUi4Y/VVaZDGxCEQiaPk8uvCfhrxaJfqdQFFOp0DKb5YOmVnx7lciU2NnQyGa9Wa8VieXk5TypTOjowRo+MmDguikRqdA1g1u+WSitWaQUUg9RApYafzfs9wGolvg3RLHnCW2pU7mthwnAXqyoAgEFwa3jp3QSHYLtZez1j5y95dmC6R3QXS3cnCpOOJxMwWLVWK9UouQoxSy4slXJLJdx8EStPXL0+fFJXa2PNfwqO8EP4pGUvDh8seHyw4DEAfBQwVK/prtSqr5Qn/559l60QUXHELVEzGobQmAGazfm+XHTCgTbWk7lMi6pk6tIsztcI4Bxo4xr2Vmo4GezPuLI4b8vV9tRRAOBmMV+l5YmEGQiClaqKigV/i5RpEfYHSGYnj777jIoM2HE9rkYo2Rf7Qme4W9MpDArJ3dYywsOpf5CXmSa7Dis6BQCqBWKVRoPHYgFALFdklLN0V/OrzTLcw90dLyVkmC9i421f67LKq+a0wnC/8CJd91AXawYAZJazVuy7GOHhNKVnWLTPP6ue+r+fsEBnQy3Ipgn2c5IpVBNGROhOURQWrD5UXMadN7nHm5pfu3KzIHfFzat4DIaAxWIRjBZFVVqNWqtVqNWoGbfrFMfNR6nR5PO4ABDj4oZ5M/pd/hHu2y+u0p/2Hhnee2Tz8ZYRvfyuF9XVbsPisWHR3iHR3kRyR+SIi5XKhLIK3TFHKm3dIDyZ7HlpKQAM8vbuAG20XNFzFNCtWfXC7m2JbpFWIwHgfZ/fbInuAHCv+sBT9pkmxrlTtfcZpzY/JEsYtyF9NAD403sAoDScVbksO4V/t4tlK2PMduyPpZAJ1w4uI+Bx8z896OVmo1SpB07fpruqs+ZXvjdg6mjTy7PUrPI7cVk7v58mEMoG9Qr47tcrqzec/fnLifgG0VMX07OqRGIakTDE1+fEq5TkiqpcNqdCIBIpFCqtlkEi+tpY9/f2mhIe3HDNZshPo4b9NKr2w+p03AHgRWk5g0TaN21CmGPdWldXoEBinirDjazcjy9d02i1AFAhrKviotZqUyqrUiqrzqZm/DV5nD3dtAlqMsYdAJVIj2Gx9vYOL7VablVlCJHY29rmVP1bNSLhFoXiEY2+kkKZicEwAIBpuY1pua2J2aLoJoXigUIeK5UeUypfWFr9jiDNaHzFRPvwBFKxWC6TqfB4rJen7agR4SFBzl6eds3+KTRvuCex1lSIb1kQ/fs6n9Q3JrO/r5LclarLoh1+b3YEkyg0wlec/c6U7rYkE2ltQlUZADAIHq0b/K3wdei4D54fKJVwf828aU7/dEF5Q8MdAHra+uzoNmtLxg2uQjzbK8bQ3f5xwlFd/qu/heOGiEk+9BbvSGi00nT2arb0rg1lYID1RgDAIPhQu99fVb2XwV6r1LDdGAuNbkFBrUUVgTYbHWmTWJLr1ZKrgTYb/az+Z0sZksle+7xiHAKYINvNTFLzG3P/IPBY7PSY8J03nqSVVicWlEd5OZMJ+MdmqLObZESE/+mnKWK54scL91eO6CWWKdafu6srbAQAfIms6dt1dPVyAYAqvqiCK3SyqheStO3aY7VGu2BAVyta3YaPs1VtrnMhi9vSCcfnlpSw+QAwvnutd+pMfGq1QHwnNW/58OZrwnXyLjN6cOjowaH6UwSB/VtMVEvRueffQfq7exKxWJlardGiRByWjMMzSCQankAjEOgEIoNEZBBJFkTigeSXPHntX5YdlTrRP7iHi6ubBcOe2jJnU7GAr0FRAAi1a/H7liOTWpM7KD+ESiet+qX5TNC2cDcv/0JGZmpVVY1Eqi9LBwCfXbuxLyFxQnDQ1LBQGqEFy4Yrmdm6/9tRAU3FLrcLQlVNhSx3gdevjmTfHzPGhTMHj3SqTYJM4DblUN+cNU2hkRi2THX7povlMAbBDocQtKhmb8FHfWxnlkrTAcCTGu5A8n7Ju946w/3c9Ze3HmZ+ungwAY8rKGHnF9dsXDOegMc9Prv64Nn4F8nFu9ZNW7jmsD6KpqiMM/uj/brjiGDXT9efTUwp1mi0H/7vOAA4OzDpNFJRKefXv++uWTrU6FkHXiQBgEypGn/ARBFlrlT2rKTsWUnZ7qfPfxg+aESAX4s+CIWA3zu1ntUOAJVCEQDYUptXrT2alPzD7VgNiroyGRNCgnp6uPraWNMIBJlKXcDl3crOPZT4KqOateDUuXPzZhKbFIg0RCLep1ZlUanzmuyFZTA3mTmgHgTBk0iDSaQWpATMmtGz+U6N0PwHtiAE2thGW5GipOpyndO9UnKnSnKXgncJt/2+tc9Fn7A2q1F5jL1pL1GNPItJ8CBh/0mqTy4UyzN9V9ytTI9n5+eJWCy5UKyWK7UaBICCI1gRaLYkujPF0pVi5U619qTZujeuPNPb1q93PxN/J/8LHfdxwtFJbl0nu3XDIuaqEOoRKpIz2GukqiI76ohgmy0IUrsEx2MYXRwOpbDez+P9zFck+Ft/T8TWJRURsfaRDkcBQK6uyOJ8Q8I5YxEKADCIXah4X4W6OsBmgz11ZA5nnViV62/1DZXwL4msmBoT/tfd5wqV+sST5CivNm0mdPN2WTCg677YhNNPU04/TTG6ao40OwB42Vu5WDPKOIKHWYXTY+occloteuFFOkckvfYy69ZXi/TvdCdLuhWN4mVvpQvcbxEHHyQCAI1EGBkRAAAoCndS8wBgRBd/D9t3qGbqti9OV5Zw/MJc3XzsndytmTZ0mgWZSMbjCTgMBkHM8+ElPMz+esHfA8ZFrtnyZu2eTtoFIhaX+n5TlVzlavWq29d0VjsWQZZEdl/WNZqCb1lks54iAU93EGTTaKqlFkWVmtqkHalKlVBZ/rCk6GZ+rjvD8q9RJrYx/3FwpNLlF6+8aCTIgUkmZbJqMlkPfnv6bH5U5HtdI80038+lpwOAJZncy712d33+6bMKtSbKxWllTM8mAiFaQTz7nDXR2ZHsCwBaVGuO2piO1QEnjVoUGsn2nHk9bSb1sZ1RJS9gyYtQ0GIRPACoUKUXLfIJ+7REzafimC2aoUajjX9VhCCwZc+dLXvuAAAGg0xf/rdWi17dv0wkklvQSACgVmvxrwtsCUVyAh5378THutOySp5EqrRkUkoreKvWnT752yIAKKngbvnrjkyuIhuEXiSUlWfXsAFAt3CyplCG+vt0d3UJdrCzoVJwGGy5QJBQVr7veVIhl/fxxWsYBBnm33yq66nkNADAYjA7x48OdzKOK8tjcwDA26ap7V8UYPP9x3/Fv8AgyLdDB87oEma4FUMjEsIc7cMc7UcG+k07fDKnhnMkKXlhd3Njw0jkoXLFXSptsZn9AUAo3CAW/dZsN1Oe+zdI84a7D/O9JNbnKTU/6JzuGlSRzvkFg+C62m0mNZLt1zQaVBFX/UuJ+PEQ55/p+NpID44ih4ihE7B0PIZSJomXqmsCrDv6fbfx5d2EmtJzQ+e3egQiBjfSOXxka1VlmsWJzDzVZ1krbpSrK4r4v1WKzxFx9raUISzJdZbkesNu9tSRAkXys/KRrhbznehTiNg6D5NKy39VvRBFVcG2mwFAqeGk13wiUCQG2myypvSTqystydEs6c0XlZMCbTbYU01UQv3HwaSQBof6XE3KupOayxFJ26issmpUn3B3p4MPEjPKqvE4rK+Djb+TzfG4ZABwN9sUHh0ZuPt2/I1X2YaG++PsIo5ICgATu4cY5jPhsVh9udMWkVJc+TirSDcghYgHgAIWhyuWAsCUHqFN39vBZCQVleazUp7lm7z61a45vYe3g7ZuJ/8gpCrVrAunX1VXAoAthbpz2Oho57qotks5WYdSX34R0y/K0dwgwyI+X3fgb20DADK1Kmj3jib6z7t0Vn8c1XJ5mXcQLYouPnshpaoKAEb4+83pEuFnY2NBIj4rLZ1z8gwAfDd4kIcl84/45zdzcrfHPTmRnPL9kEGDfbybHja1qjq1qhoAxgcHYTEYAMhhsx8XFQOANZXSvla7QMV6yb/Zx3YG1BazQzFI68cnYqlBjD5p/Pt9bGcUiBMxCM6L2oWtKAUADap0owbnip7LNeKWGu5YLObnLyZMW/b3J4sGdQ1z7zd167GdC+G1WmsFS2BvQwcAlUpDwNdOXiCSGWqPpOdW/rD9mv5UF1cDAPdOfEyoX0y3i5Pj4h5d/45P6OrqvDi6a19vT6NQJR8bax8b6ylhIZ9cun4tK+fbm/cG+njhm/yhfHntdmJZBQB4WVn2NUg11pPJqgGA4Ma1hqRK1ZqrN29m52IQZNOooRNCGlUZDrK3mxQWfDQp+XZOnpHhrlOdNhnjLpNeVMjvs+R1VVT1Me4AQCBE2tia3nuxtj5KJA0weUkXctPYPN8QZm0xMIgBtuQe9pR+AFAkPCFTVwZafcQgtli5GQVtoeheIvsvABjl+rsNqU6lLp13qkaeodAIlFopBrBe9MEhltNbOn5LuVWW88nTi2lTPjN5dWXcBQoev6n7KKN2FECiUpRJBJl81kt2eXx18fZe4wOZzetevS3UWmEqaxkR5xBs+6stZQjS5AsLRdXVkmvVkis10juRDod0KjFSVXEq60OpqiDI5heVRvCgIgKLULWg1KKqQv7OEuF+HIaOw9CsyDEqDS+jZg0Ow7Amt0ld5x1hQrfgq0lZao32YkL6ggGN1n0wk4Eh3gND6r7Mfrn0AAAsqeQAJ3MXwOO6Bv1151liQXleFcfHoTaEfe+9FwDApJDm9WuHpDQtiv54IRYA8Fjs7L616Tjl3FrhAn3c/DvCpsNLMpKK0hOLCrMqBRwxnyMW8qVajVZ31UyPeyf/Jr6IvaWz2p3oFsfGT3FnMDUoejI99Wha8h8jx57LSk+srDiblW6+4V4pFgEADoOxo9IAQG4QImISCh4fYe/Y3cllhI+fn9W79ffSOp4Ul+is9imhIT8Or4u40CcL2FGpIfb2v40b86S45Mubt8sEgqXnL47099s4fGgTrvd9CYm6g2lhtXbP1axsAMAgyKre7RmPh6Lai2Wb8QgxynIkAGhRXb12c3dgOIqy3Xl1YWMMvN1yv30+tK7JvNtcZXma4L4nNYKIpRIwZABQaRXetK7ePu0cOIoCmp5T0btbHwBQqtRE4muPu1hGry8a6OzAPPnbopTM8uXfnHh4+lMWRzTx/T8bDojFYNb07zMvqktjMeL6buuGD7qdm8+RSl+Ulsd4NJp2uPd54sV00yKMOjRabW4NBwCM4mf0FHC4H567nM/hNmu169DpwVcahL/rUKnSAbCOTtkIUudr08W40+jLafTlupbGY9w7iHUbL33zZTOqr41hluHuzZivO9Cg8nz+fhrew4vRdJCQaXIF15O5B/0Z44ItpxgJ//V1+F8rBux4os9v5ypkVkSyt4UNCYe7X5Hf19HLi/5OFxrEYSy6OZ03szOC4BxoYx1otb9PKKopFu4pFvylReUAQMV70Ykh/d3TtKjiWflICjEq3P5vw9tRVJNW8xEV34yv5Z9Cdx83Bya9ii+6nJjZdsPdkOIa3smnKQAwKTrUHNkvHS7WjKHhfjdeZe+4HrfjvbEA8DSnOKmwHACWDY+hk5uq2GIme++90KlATowOcXwdY2P9OnT+m1O3RkUGetlZOTBpZAJei6JcsayohpdZxnpVVKHSaH5bOL7tczAfKzuL3sPD9G71qjLu/+bvKS9iA8D4+X16DDarerwRSrnqyrGnN04+qy7jBkZ6rFg30dmzPcvZdPLmOJKWfCknCwAsSeTjE6a6WTAAAIsg+5MT83jcC9kZM0PCH5QUxRYXmj8mWyoFADsqTbcKtCSRM5auFCmUMrVKodGoNBoNqtWi6LPysk1PHgLAwbGTWqHj/i5TyK0NFhrgXa+Ad7lQCABYBAm0q/0DiXF3uzxv9hc3b9/IzrmWnZPJqvl9/FhfGxOrl3wOV2em93J30ys/xpeUAkBPN1dvq/b8SlWjKnuSl79FTyKWCrVxMoDHmCuJY010MVSVqZYX6LJRAeCP3CUAwFGU6Vv+zKuVSx7huCzSyoTwhjl8ur5200ZfGe1JYgFPIO0e7gEACqWa/FqdTCiSF5dzdZ51Oxv6klktk4ht2mrXwSCRnCzoxTy+Xo69Ic9Lyn65/xgAIp2dksorTPYp4vGVGg0GQfwbKcC0My4+n8PFYjCbRw8fHeQPALey83578iyfw7Ukk/p5ey6O7upuydT358vkAECtvzJUKp5qNBV4QoSh1f5uEvsg08hwnzh9l+EpFosZNiRk0XwTPtCWKRaViS4rNNxw23WYVkkd+TFG+TGMHdj/LJ5N+Eh3UCOXjLu5b4CTzx99JhFaJcj4jwBBsFpUYUmKtqUMzmR/qW8v5O+Uqctk6rJ7RfWSitwZ74fa7WowzD8VBIH+QV4nniTnVXEyy1mBzu2zr5JXxVmx/6JCpXZg0hcNatl64KMRve6n58em5x97/KpXgMc3p24DQKSn89Se7RMTMrdfJJ1MPBOf+uHQOo2RYFf7/kFe9zMK7qXl30szHZcCAGFub0Qsz0wyEovWfXBAwJVQ6aQVP0zqNzqiFYMUZFZs+vhoaX6t4E/y07xvFu3bff1T/D9cKvG/gFCh+OXpIwBAAHYOG6Wz2nXMCgn//lHs/eLCRRFdcRhMlVhUIRI60c2qAlMjlQCAvUFGHRmHJ+OM/bUsiQT+pejNu0wWa6hvXQ1vXVhLLw93OrHOZUAnEneNHf3nsxebHz4q5PF2PHm6c+zohmOuu3tPJ++zuHvdC7CELwAAP9t2XifjMUSusiKBe+VO1d66ydeceFxzQnfcy7YpkeKGHneT6pBl0oyDhWtme2x0p7bpVXzyt0VKlXrY7J2fLxv2w/Zrl/Z+QKeRFn52eET/EBsrGgBIpEq9l10gkvfu5r3p8wnXYtOOnn8OAOVVfH2EjP6gjUiUSgAg4U2/A/ky+SeXr2u02kG+3kP9vBsz3Ev5AgBwtKCTXueSKtRqw7zSTSOHSpSqGRGhA3y8AOBieubqyzd0l6pE4pOvUs+nZvw8epi+BtPjwmIACKoXeKMRCjcCAIUypQ0f963B40l++LauCL1AIN35x512MNwLhcctCL72lH9DFERbkKpVix+c8qRbb4sZ1zoZ9bfFg+IIDdqUhgmdEGTknvdifgQAbGmsvoUtvVci2IvD0Ek4l+5OF3SN+bytxYI/rcjvdEW6VtAvyCunkj2xe7A5io3NIpYrzsSn/X7rqUypopGIO94bSyW2TLvNxZrxzeTBX524oQtoAQAnK4vNc0a1l1AdEYebHhNuGEOv49d5Y26l5CQWlBewuNV8MU8iU6jUaq0GAQSPw5LwOAoBrxOOfCtcPvLkrw2X1CpN9MCghWtHKeSqh9eSK4rZlcWcimJ2eRF7zZYZETF1yVVKhXpccL0SAY+uJnsFOB7beUcmVfQeHjrtg0EOLlbfLz2Q9qLg6Z30vmbI83XydjmblS5UKABgSlBIL9d6tVoGeHh9/yg2rYaFxSCDPLx9rKxoBHO3p3Rjmt//30c/Tw8XBqNMIPjz2QsHOn24n69CrT6dmn49OwcAlvU0oSK6JLqbC8PiYkbmllEmvM7n0zPiiksAINzRsbdH3U/KhkqpkUgupGc40mkRjo7ODAsGiUTAYhVqdbVYXMDlpVezXlZU2NNohhE75jDDfZ3+OF+ccKL4uwkua4Ne109tWlXGyOMOpnTfyVj6Qu/tACBUsW9X/SXTiMc4r0LMzn814tnLIgwG8XGvXcBs+esOhydZOD1GrlDlFdUoVWqdBQ8AS2b10QkmiiUKOo00rG/QsL5BAJCSWf7JD2fuHPvo4q3kB/G5jVXS1cV9kZpUZcnncNkSKQAE2JleUH198061SGxBIv4wfNCjgqLGxlFrtQCgX+OV8gVbH8b9OnakvgMRh/trcl1m4+HEVwAwOsh/w/AheRzuT7EPn5eUrbp4DQUYHej/sKDoWUkZAIwPqSv4KhJtVyoTcTgPCqWezACKqlCtAINpfdwahzOr1fc2zeiJ23QHV859DAC9Y3zLK2o3uJydLHf+cdfkXc0Y7nn8vYanKKom4ZyMGvX4MI2VBN99pGqV1/GNhi2Gp1O9TXxbq7XaDx+fTeFWAkD4mS0IgBOVMc074oOgnq1Qeulg+rm/auxSNuf7ctExB9r4pkdgS++m1azysvwEg+BzuT9yZU+syDESVV6pcJ8zfYYlqXv7Tvit0zvAo3eAR7sMhaKwbO9FXWSLu63ltnlj9HHqLWJMVCAJj9t+Pa6KL+ob6PnF+AG2Fs0LbLURHBYzskvAyC4BzXd98ygValY5r7qcW13Gqy7npj0vzEgqAgAMFpOdXPL+sF8a3lKcW21ouDdErdbs+/kanohb++vM/mNqaxX3GByU9qKgoshc7XyTlFXwzlxKLK/kl1fyB/UNWDi7d/P3/JP55OtTUqnS29PWx9Nu3IgIDKaDMg3uFOaDLkK6u3GEtDuD2c3Jpb+7BwDsHtmyuFK5Rg0AxHbNlfxnQcTh/po4bv7pcyyx+Kubt7+6eVt/6aNeMVHOprMFRgX4NybyOD44iEYg/Pn8xdp+9Rw9q3r3+uD8RZ5MtjH2QRPzGe7XJuGyankhANgQ21qMQq/7frb0xyLJKzrOCgGkQPIyQ/DImxbZaqtdKJb/dujB1NFRFDIBAGRyFYst+v6T0XbW9IVrDheVckYOCNn81515k3oE+zkiCOgiLVkckbUlVaFUS2VKqUxZXs3XatEnCfkAkJBafPFW8oRhEQ2flVPDWXDy3LSI0BkRoS5ME24XjVa78e4DAAhxsG8s5Ol2dh4AfNa/T9M6jy4MCwAo5QuqReJXFZX/u3HHMO6lIWKFEgA8LC0pBHyYo/2h6ZM+unjtZnbudzfvSZWqTfceAsAgX+/eBuVUKZSZCkUcg7EeQerioKTSk3zeKgzGhsFc38TjmsbG9jyBYLqSYxuTUyUSxaYfJn/+dV3dgNnv/aU7iL259s9dpoPSmzHcM7nbjVrEqqIa2ROTnf9xhvtQF7+CGXXhH+aoyqi12hVPzucJ2F90GTTAyduFyhQq5Y+rCje8vJsrqNkeM/5Nz/kNwZE9KBcdp+J9nelN5QRrUFmJ8ICv1RfO9BkarbRYsCeb8024/V/J1Yutyf38rL7usAnrUKs1K8dvX/DZyK796gzKUf5rJy3qt+CzkU3c+FZAEPhlzshlf18YHOY7v3+U+eqzDRkS5jvkP1zQdNsXp2IvvWzYrtVo+RwxAGCwmKBI99Du3h7+Ds4eNpY2dKZ1vWhOAhF3Pa/WvtfJQQIAhU7asH+xf3jdN7pcogQAUtsq2khlyvNXa2crlijaMtS7j1yhSk4rVau1mTmVPp52E0Z16bBH5/E4ANDNydmBZkL/9NTEltVs1qMTLCdi/9OxUn42Ntfem7s/IfFWbl4JX4DDYALtbN+LihzWKhsaARji6zPEIOpGx0Bvr8vz59zMycuuqSnhC9hSqUihUGo0Gq0WiyAEHJaEw1MJeEcLs2KcGqNQ/AoA7lbvHeO8ioZrfh9VrOZtz56jP/WiRfrSjf1TKIpiEByT4JDGjwWA7q3VxMvIrdy464avp92i6b24AikAiCWKrd/UFvrd+/McACgq48xddeC9KT0BAEWhoppvxaSmZJZHBLnMWrlPqVJbMihMC0qf7j7Pk4uZFuSpo6KOnHs+bkh4wyW0SCEXyOV/xb/YE/8i2t11mL9vpLOjuyWThMNxpbKEsvK/nyWkVFaTcLh1wweZnLC3tdWhGZP3Pk+cFtGM4Ji/nW2QvV1GNav3b3t0LUH2Tb1XI12c8jncP+Nf0IiEMUH+lmTy+z263snNF8jlX12/DQBhjva/jK4nlo/FOtjYnDUah0KZRqGY+NvHYKycnE1H9ZjiDa7bo7sb5wSeP7liwrSdAODuZtq118zLaKBr85V+/7kseXTGgUz/vqvpQglnClK2pjx4Mr5OMFip1Sx/fK5CKrw2YpEFoXZJRyLTJnqGUnD4Dx+fWxQQHWrl2BFTb1e4srhU1koC1jrM7jcM0tSOMBYhRzocrj3GUIJsfkmuXvi8YiyNEBhitwN5k7/cJnkVl1uYVUlntsbfvGH5IYVc1aWXr3+YG8OKamFJpVmQkTfsHbSzoJ3+ZPYbfcR/gcBIj6THOTYOTBsHC0tbCys7CytbulgoO/zrTQAYN6/35Pf7W9qYpV6PatErR54AANWC/OPB931D6xXELSusAQAX7zblNrg41cl9yuRmVQ3sMFAUuDxJFUtQWS2orBaUV/DKKvllFbwfv54Q6NeaV1lqRrlaXavqM6DPG6+qY4huL97X8o0IuWA7at/gnYVJIq3q3WtV715v9Cl+NjZ+Ns2Xi281bEVJkSTZnuRZIknfX/DJDPd1NkSzCrQPc1za1Wr0rpwF+pa/8uqkmQkYEgDYEd15ykpfencPamsi69hc8U9/3Jo0ssu4oeEYBLGxpEVHeCxee8So1i8WixneLzjQxwEAEAR2Hbz//FVRsJ/TrPHdP5zbr+GwSpU6ObOMw5fYWhmnomIRDI1IECuUKEB8cWl8cWnD222olF/Hjgx1aLT6WHc3l+5uzdcRRwB+nzjm6xt3EssrLIjEMcEBH/Rsan9+VZ+Y5yVlxTz+pnsPdf51w6Emh4d8PXgAuZGw+3bEwuIrOn0N0nhWZwsXALX88qsJPW49TGYzmbXNfGwq3qzf6f8CAqX8/YenBUr58UGz9Fa7njBrJwAoEnH/WYY7CtoSwb5C/jYq3i/UbhcJZ65EGgCotPwa6U0chk4jBPDkz3I4630sV2Mxbzxmw5DHN1IB4ONJxrLKp/+MPf1nXVB+31HhX2yvZy6rlOoXD7IUMtWL+1mG7e6+9ruvm1s6vpO3xZjZMWNm1wuH4NWIlo35FYvHrvt7YXiPFoga7f3p6rN7GQDQfUCgkdUOAPkZ5QDg16C9RVDIBCaDwhdIAUAoMqtKbnuhRVGpVCmWyEViBV8g5QukPL6UwxVzeJIajohVI6phi1RqTcMbK6sFrTPcX6XWffcP7N2hgVUudAZXJhMple07rG5nTKUx/l9Kqqo4mpb8vKKsWiIxvJpcXRXl6PxfN/PfVe5XH8JjiFPdvlVp5adL1x8t+t88z59bN5RhqEy+OEGuEQvVbADoZTu1dQPaWNEObq0LjUAQ2PL15Gbv+nHt+KY7EPC4PT+Z9hb1cHdN+PjDjGpWSkVVRjWrgMMrFwr5MplSraERib421gN9vKZFhFqQ2ifBw5lhsW/axOb7AQCALY168b1ZB168vJWTV8jlqbVaKwrZx9q6q6vTqEB/T6uOqwOIGCiHVlcJvltz8qsfJrm4v02l1//09l+LSKgp1QJ6bNAsGp64Ov7yjdJsJoE0ziNkeUgvMhZfJOICgDP1n1TqlSO7X8jfJVUVejJXuFksbGJNaYRImV4pvlAtuWxPHR3tfJ2Ata6WXCvk73haPtSFPsuBNo6E6wg1NJlU8eh6yqpNU4dOrifMYk6oDJ6A2319dU5KaU5KaUFmhYArEQtlEqHMK+hfpeP232HPpis8tujD7ya0yGqPvfTy7N5Go2nlMmVZYY2jm7WFZVuXo86OTJ3hXsM2Vh1uI+euJP2+9z4Oh8XjMTgcFo/Doiiq1aJKlUahUCmUzYiON0ZVtaB1NyallOgOfL3snByZrRukdQzx9E5hVT0sKVJo1O0Y2ULC4gBAodEkVJZ//zB2cmDw1KCQH+MeHk59ZbL/+sf3z2Smf9NnQE+XtkZRt45dl+Pup+avHNu7b4hX873/Szxhn84WxY90Wm6BtwGAeZ6/HC368mTJulDmAKjvQTcHw/4YBHugcDVHUQYAeaIEvrKKq6zsZTO1LWWeOgYsgoQ62DfhUH+LUAmEZb2il/UyHVze8aS+LN749TkXN2vnRiJYzOezVSOu3TCuoa5H87oUSWN0Gu7mMsjZd5CzLwBcLEo7V5h6bcQiuUb9ydNLj6oKjgyYuSPtcZClfRebNnnmOhKuLC6Hs8GRNsHZfhYeY+56Q4PKXlbNQQG1pQzt4XQdj61d9dpTR9pRh/Plz1mSG6+qF1qRe3VAvPu9C0lSsbzXsFbW8nRwsXJwsepUC/kXgGrRuBspANBnRAuE2ErzWdu/Oo0gyLh5vS8ceNSwQ0luNapFvdtjLefsaJmeVQFvwHCP6e69/c+7KrVGJm/TOIF+jjHdvT3dbOztLGysaExG8yrI3/x4sapG6ONh6+1pZ2dDt2RSqBRidl6V7mrPbh1dzGFWaPi+5CSeXLYlPu7LXiZiBlqHJZkMAEKF4lRGWlpNdZVEVC0R66z2Hs6uK7r1CLWzpxOIu17Eb3kWBwB0AjGLUzPzwqkJ/kHf9R1oQexoOZrU4qq8So5V2yo9//uIZ5+NrT4YbT2+i+VwXQsZS5/m/v3Zko18ZTUYeNDvVR94yj5jdPvNyt06JRlrYu23/Hyvzc7kAA2qOli4plKWy1VWDHf84AX3cgL3sie1S674eYzNP1KUsC1MDA2eGNqa6hnvOLlZlaeOPHl4Nx1FgcMWDetZK1J06vqnTAO3ztyJO77dNNXbr04WecfPV51crCbP7NnE4M8TCoxaBo80oa9gyH/dcD+cm3g4N9GwxVBVxoFsIkzWkWIBALfLct7z77ah24hZ9472vfy7DYl6oP/0f9D2qBW5V0+X2833e40NZcBAj2wA6PI6xt0IBDCWpB6WJBPSYG8CVIteOhQHAFQ66d7FpF8+PW549cL+R9eOPQUAhVyFw2HPp25oOEJ5ETv+TnrWq5LCrAo+VyKXKJjWtPCePlOXDnT3fRfdD500hkarVak0AMCpFhgloTaGWqXZuPKIQqYaP79PVF9/k4Y7u0oAADYOtctahUxFIOJalwXh5lKbA8cTSMUSBY3absacgx3Dy8O2qJiNwSI4HJaAxxIIODIJTyYRyGQ8lUykUAg0KolGI9JpJAsaiU4j3XuUde9RXYSYv4/9soUDw0Na7HRIyyrncCXZuVUmrx4+9fTUhQQ8HosgCACq1aIoiqrVWrVGu3/nfHfX9t9otiSRfxo09INrl/a8TKDiCSu792yXF7ITjQ4AlWJRDpcNAEM8fQ6lvgKAPm4eB8ZM1Muw8uS1K6frM+b+GPfwal72+eyM+PLSXcNHRzq0IASx7WSWsqgkQpBr50usFi2qvlW1J5F7tY/tzL52Mw0v0XFW8702A8BIp+X6xoH28wfazzcaxDDGvavV6K5WteL0WARvQ3SVa8SjnFa4U8NIWNqFsl8yhY/96T2wrSp308m7RnZGxbovTkVEeWzaMSeiqyeCAKtKsO6L091jfAytdoVCXVXBZ1rV25719nU4vPfB+CndcXjTey9UKnHdxktUg2+E3TubL2/6X//FmuMb1XRyasP27nZum3uM2Zf9/I+MJ1gMJtzaaZiL/2zfSBr+vyv02/HcOZ9Ykldt2HLs6TeWtnQAGOW/dvx7fXShMju/PnvvQpJhN7VaE3vx5cWDj3Xhy4ZwWMJ7F5MeXU/5atfc6IGB0Mk/BBwOG9XbL+Fh9ta1p77fs0BvajfBhQOPirIrHd2s5386IvWFscNDB5VOAoDSfJZULI+7mXZkx63d1z8lU1rzZx5o4IPJK2BFhLZnEMX+nfPN7KnVojv/vqe32jEYZMGs3rMmR7dCsZHHl3C4TZUcQlGQK1RyhXEyLomId3V+U6Wmh3j6bB48Ys29m9ueP3laXvJNnwFBNm0tmuZiYQEA5aLaspHdnVyOp6cAwHi/QMPiCUUCHgBYkynOdItdw0cPyvb6/N6tSrFo/eP7ZybNaK8yC43x5cHrFhRS3xAvGpkglMp7Bri34mfKFkouxKfHZRQVVHHEMiWNTPBxtB4Y5jOpVxjpn1yArEpeUCpNn+H+gxetNRpHNJylXsd9ud++hh1GOi4HBHAIAQCCGf2KJCkF4sT+9nPbMudO3h38g5yOXvxYrdL89P2FJw+zbOwsTh950rOv/9zF/Q27ScRyALCov1c5bHTEgT9jnz7O6TPAtEWhk2/X8+BRtv5YF6/Yz1SK/z/4r7Ht/NmnqcyPyV5hk71M77xP9Ayd6NnKCI1O2o5ULD+87SaFRpKKWxwfsPN/Z2+deQEAFpbUPiPDwrp7ewc7M61peAKuuox79djTiwcfb11z4sDDL1tnonXyVljxw6TV038vyKx4f+gvfUeF9xsd4exhY2Vv0VjlkVGzehZkVgyaEEUkG5fA1OMb6kJjkBMfZU+K+BoA8AQcFtPKQg1B/k4YDKLVogCQk19t0nDncCXZ+VU5edU5+dXZeVVbfpjq0a5uabVa+8PmK/fjar8YLJnU79aMafUSwpJJPb5ncVEJp6yCV8USsDlinkCamV1pMtVVD4JAgK/DG1V2H+8f6G1p9dGtq8/Ky0adOBzj4jbG17+/h5cD1aytmIYEG5j+9lTaIE8vLIJoUFSnPqlDqdEkVJYDQLRz7cbFBP8gNwvmL/GP/hgx9k1b7QCQUlRZxhacePhKd/o0qzj6k50IAhoNqkG1B1dND/VopqrxqUfJWy88lBskRQgk8sS88sS88sOxSZsXjg5xf5t1kduCE9lvsfcbrOeNw9STNRzltKKxnp38Q5GIFclJRRQK4cnD7OFjuvgGOIlFxrYHFosBAKOXGw6PHTA05O6N1MYMd0MsLanbfzOOg2gfwz2b9wcA+Ft+0NIbO+mkvdj59TmVUj1ievTZv5uq02GSWSuG5KWXT1zYt/+YLrq/ND2u3nZLvx4nFsjuXkhMe17Yrf87UWyoE3Owc7bcfn7ln+svPbyafPP085unnwPAkv+NHT/fdClfMoW4ZutMk5f0UGikL7bP/nP9paoyblCkx6LPRxFIjVr5zQxFJnh52OYVsADgxauiqeO76tq5PMmzxIL4hMLUzDIjB/azhIL2Ndx/2nFdb7Xb2tC3b5zm7NgmZQYnB6aTA1N/qlZrR0yrrfvx3sxes6ZEq1QajUaLoiiCIBgMBo/DEDrEcRtqZ39r5vxjacl/vUx4UlbypKwEAAKsbc9Pmdl0kUiThNvXqev0dHGlE4iDPX1uFuTueZlgS6GO8Q0g4XA/PXmoK7A6M6QuZybK0enEhFaKx7eUnUvH30rKeVVQkVxYIVWoAEChqjXBMRjE3Y7Z9O3rjt859yQVQWBwhG9XX5dNp2NHRPl/OrHfy/zyQ/cSU4uqluw8u3/VVD9n07UzO+nkX8zpI09ib6VFdPXsMzBo0syev268nJ5SCgBDe6wDADcPm79PfAgAFgwKFosRi+SM+mKO3WJ81n95RqPRGtkbX64ZbfSgcyeWg3m0+C2W02m4d/K2sXFgfPDt+PLCGsPGmT3rilobykEaVc+xc7b87fKqJgYP6+F990KiSCBtv/l20hFY2tA/3zZr3ifDYy+9fPUkt7yIPXhC1zaOGdnb788b7SMPGhbkojPck1NLk9PKEl4VxScU5BZU19doruNZUuG0Cd1MX2s5R888uxWboTu2taHv+HG6oc3dLhSVsJWv/bW+XnZ4HBbfyHZHB4DDYOaGdZkdGvGgpOhmfu6j0uK1MX1aYbUDgA2FEmhjm8muAYCezm4AsL7/4EI+N4fLWfcodt2jOtnZmSFhvVzejoCyp73VkhE9AGD25uMZJdV3Ny6hEPEAgMdim93fOP7g1bknqRQi/pcFo3sFeTxKLwQAdztLGwvqkC5+gyJ8t55/eCQ26dujt459NuvNbx500sm7xZTZMVNmx5QWsy+cen7vZuqYSd1+2jWHQMBpNNqvPz0e3ctP1w1BwNbeoryUY2S4B4e6yqTKwnyWj1+9Pashg1qfxfufDpXp5B/KwrWjAOD4b3d0p72Ghj4bmRHe02fkjB7lRexFg3/6fNusfqMjWje4LnTe2aPTt/SPxNHNeubywTOXDzZqP5af+E1iXc2LdVEjZnpHlUn4/a/uOjFw3vW8X6Rqpc+p9X/0mjLE2cTW5JPqwp9S7m6NHu9tUVcd5nJJ+vH8pAP9ZhIwzVuoIYHO564kAYBCqV75xfGGHWysaH7e9n4+9u6u1i5OloZlm9pIbgFr39HHumMCAbfhqwntbrUDQH5R3ULax6utkeXtAgZBBrh7DnD3bOM4I7z9dIZ7jIsbANhQKBenzj6QknQtLyefx1VrtV5MqxkhYbND3rJElUShzCitDnSzY1LJGq1WoVYLJHKeWObv0ujbTCRT7LochyCweeGYmEB3ACio4gKAm13trx8GQVZP7JdbwX6WXZKUXx7l0ymY28l/jpzMio1fnxs0PHTjtlk7fr7Wf0iwlTXtl+8v+gU4jZtS516JivZOTy4NCnUFgN+33HDztB09MYpCJTq5WAn57ekK7DTcO/nHQyTjMVjM7h8uevg5lBawAMAvrJWRu1mviq8cfeLh7+gX9o9R9vyHokXRDoj91TPTO2qmd5RhS+i5n2RqFQBMv3dQ3/hB3GkA+Cpi6Ht+9ar6Rdq4etKt5z04dm7IAjsSDQAeVeV//uLyqpD+5ljtKAoCoYkXN5lE6NnNKyrCPTLM7U0Y0zq27b6jr2b6yYdD/H3eiN5IYTFbd0ClEu1t21SU/l1jRbceK7rV08si4XBLI7svjWyq9GOH8cu5B0dj61Lw04uru6z8VX9qz6Td/GFxY/feT8mXKJSDwn10VjsAFFRxAMDHsV750pn9uzzLLknILe003Dv5D+IX6HTgTG0cy6QZPb76+BgOj529oO+wMRGG3WL6+u/fHTtldoxMqrx1LfmTL8fo2vX3thfvluG+dNCPHgFO4TG+YTG+zp4tcHny2aJbJ5/FXkjcfHYl1YL85mb4dinKqnh4+dXja69+Pr2CaV5F9/8IH2+cUl5Y87/3/qZbUvzCXB1bXh9BrdJcOfpk/+brgKKfbJqKtLdN+eHDc9dLspvttqZL/w+Cm9J8/Xcw/+Gxx1UFGAQhYnFWBIodme5Ft/Zl2IZbOYVaOZEar56j0Kivl2VeLE4rELJZcjEdT4ywdp7m1WWQk1/TT/Q5td7w1JnCSJ24Vu9x72rjKlUrw879bORxLxZzB1373fDGmEvbDE83Jd/ZlHxHN+CD0aaT0vKLan789VpuAUvfgsEgPbp6jRwSGh3p+abDvuMTCtIyawWUunXxGDEo5A09qKScqztwd2lUNAZFgcuTWFt1aH3lfz1lNXyjFgQBPBZLIuDpZGLPgFqLfMPJuwl5Zee/qic2l1ZSBQBDutT9+STllxNwWC+Hej9EH0drAGAJxG9g+p108q6j0WgL86rTUkoT4/PLy7gjx0eOm9LdgmFsanaN9t6z6869m6l52VUeXnZ9Bga9ofm8Q4a7gCMuzqkqzql6cCnJw9/xjzufm3/jvJ7fK+UqALh96tn4Rf3f4CzfHmun7kx5mqc7fhWX039cVNP9/1MQyfjv9yxYOOgnVjnP1cuOwxJa2zXj89NotBKhjMsSluSzUp8VPLmdxmUJLZiUL3bM9m1bifu2k8OvGXbl71bf/u5b/yKVAgC0KCpTq8rVgnKp4CWnTHdpRVCfj0JMV89J4VZ8HH++RMzTt3AV0nsVufcqcke4Bm7uPq6Jepl5U/9n1PKMVTzr/mFo4HGPsfc81G+W7tSdZtXwxhE3/xzo6PtZ2EBzPundh5k//npdr7WCx2PHjYiYNqGbXUctvC9ef6U7wGIxK5cMapcx457l7dob6+dt7+Np5+Vu4+psZWdLL6uo/bm4uVir1VqVWq1SaYQiOU8g5XDFJWXcwmJ2cnrpoD6ByxYNaJdptBc7cn/FYXAzXGdbEtonPGlX3o4Uwau/okxIB74Jti8Zpzs4cCdh28VHG+eNGNnVRGJ9KVtQWMXliqSGtZm4IhkAuNjUKqhW8USlNfxQDwdc/UQ6dXOlHDvp5N/K2ePx1y4kuXvaBoa6zFsywChU3RAEg3z1w6Rv15yk0ojf/TTtze0ov0OGe1ZSkf44JLqZqntqtebpjdSrR+KGTYseMKFr9ODgR1deAcC984n/VsPdzddBb7gnxGY2NNx5bNG1w3Gpz/I3nWhZ6ebWoZSrinOr8lJKc1NLc1NKug8MnrN6ZAc81yQqpXrvT1flMmWvYaHPYzMXDPgxZmho/zFdwnp4NabquHn1ifuXX+pPSWTC6FkxM1cMtvwPbGXcK89bGHva/P53xr6fL+AseXC2dY/7MnLg4qB6ZavPDnoPALQoKlTJBUoZXykvFfMS2KWJ7FJPC9O7Ja845TNiD6m0mp52HpM9Iz59dmGmd9TSwJgHlfm/Zz6+XpqJR7Bbe4w3f1bRdu73Ry1v2uMOAAnsUkPLXkeuoObPrCf6UyaBnDD+04aPuPMgc/2WK/r005hu3p98OMS2A3/BVCrNi5dFuuPoKE+3dhJQzy+qqajkV1Ty7z82sYl0427ajbtpjd3r6/1OhL/rkWlk6cI0HIKjedbpRapRtVwjo+He2qvgYNG+R+yHXwZ+7UVtQQFagVQOADYWpjc0LGlkAJAolIaGOw6DAIBYptCdPs8pAYBuvsahhlllLABwsPz3vxs7+bei0WhZlfzyInZ5MaesmF2SzyopqNlycLFTc/vzk2b0mDTD3MqS7l627R4Y05B3yHBPTyjUH4f19G2683fz/0p8kAUAcqliwISuo2b30hnueamlvBqh5b8rwlLHgPFRVw7VZpjFXU9etmEKmUoEACFP8uJexsPLLxMfZGrUWgB4+Si7iyntz1agVmsUUqVMouCzxewqfk0Fr7qUW5ZfXZxTVV3GRbV1ihiu3m+tUF/io+w/118SC2Tf/vle9MDAqlLOmb8fxF58ef/ySwwW4xXg6OZj33dUeHT9favBE6MSHmY5uFj5hrp27evfpZcvuf3qWTbk974T39zg/1AwCMIkkJkEsjtAuJXTaLdGs+xlatWHcadVWs0X4YMX+vfI5FcDgAfdyonCmOEdOcI1cN6Do5dK0mZ4R3azNS3rcbYoee3zy/rT4S4BN8pq6xA1jHEf4Oizp890XUtXG1cjp/uIm38OcvRd3ZzHPb+oZtO26zqrHYMgyxcPnDQmsulb2p3cgmpdTVkAGDqg3UqRFxTVNN/JFAwLcqBfXRlRiUTx/GVRwquixFfFf2yZbVm/dkkHgAIaz3miQTXhzAiukstSVFfKKzKFGdmirLFO44c7mOWJ+Lvwz2T+q51d/miiz9GSw7Gsu393PdA+824ECzIRAKRypcmr5RwBAFhQSIaNrrZMAMgoZfUIcAeA+6kFABAT6GF076VnGQDQ1acz86eTdxSNRqtUqOVShUSsEPKlAp6EWyPisIQ1VYKaKn51OZ9Vydc02DiqLOU2a7i/g7xDhvvL1/X8EAQJ6+ljdJVTLbhy8PHLR9m/nF2JJ+CGz+ipM9yzXxZXFLHDevoyrGkCjhhF0VdxuQPGv7UwErVaw6kS1JTzWOU8VjmvuoxTXcqtKuF0Gxj0wbpJbRk5qJuXi7ddWT4LAORS5eEt1zAYTNrz/NyUUm39X8fzf99vteGukCnH+33WihtrKvmte2IbyU0r++P7C31Ghk95vz+FRgIAB1fr5d9PXPz5mKS4nKRHOdkpJQkPsqZ9YGxmRfXxP524ztSQ7xb3xy11p9ft4K94dOFKcSYA+DFtbo6ul3PmeeTHjp5cAxAADILBIAgWQTAIojtuIoLFTC6VpLHk4lk+XRf69wCAPCEbADxotf5jJoH8a48Jw2/svlic1pjhPskjfJKHadEPoUoeeX6zST2ZafcOJrJLG96SK6jZbeBx17EyuO/K4L760827bukjZFZ9OGTs8LcgOcLm1AUl+7af0stny4eNHRGRnVuVk1+tq77E4Un0X4oYBMHhsXgchkwmMBkUKybV0YHh5W4T4Ovo52NvmJGcmVv53U+XdMdZOVU9u3m11wyb5oeM74qlRYYtSbzEJF6i/hSPwRMx/7z6a75ONgBwLTGrf5ixnz4uoyi1qNLTwYpR33DvFeTx141n115kLhjSTSiVx2UUWdMpkfUzUGNT8uMyirwcrLt4d2amvnG0Wq2AK+GyxTy2iMcR8zhiDkvIrRGxq4WcGqGrh+2GP+e/uaef2HM//n5WUIRbUIR7UISble07usfy6dy/0l8Wt32cylJu2wfpeN4Vw13AEeen1WZQufs7MqwNdi3Vml8/Pfbw0ku1WgMAZ/+Mnb5iSM9hYZa2FrwaIQA8v5M2flH/rgMC7555AQCludVvaJJqtUYqkktFcrFAJuRLhFyxkCvh1Yh4NUJejYhTLeBWCfgcMWpKmbm6rE2/H2KBtDinys3XQWe4A8D5Pfcb65wQm1maV+3aKu0IIpmAxWE06hZHNLI73HCfsmTA+Pf6kCnEv++sbXiVSMb3HBzcc3C7eRn/rVwaMT/U2rFh++WijJWPL+pPh7r6Fc7+omE3LYqGnNyik2dZFd5nZWjvNzHJ2+XZWARZGVxbTSmbXw0A/sw6S9SLbh3ItM/gVzU2gpHH/dvIYQDwfdJNfYvO1w4AhjHuxwbMRQBQQDkKKUcuyRXW3C3PeVZTvCKoz7dJN+LGfPTew2N9Hbw/DOptga9nDyWnlWVkV+iOB/UNeCtWOwBgDCKVme3nz6ZSiZFhbpFhdWukM5cSd+65pzu+fvojEtGsSlUhgc44HEaneFNUyu4ww90IBBBrorU90dGJ7ORMdnGluLmQXbDIGxeh/zVnS7owtYkOGzN/0B8HW4Su8jMRjmVITKCHk5XFraQcjUY7Z2CUr5ONRqstYwsuxKeff5KGorBwiLEMTrinU5CrfUZp9dm41EquUKFSzxsUZbi4Sswr/+rQdQSBtZP7t/gTdgIAACiKKuQqmVQpkygkYrlEpJCIZGKRXMSXigQykUAqFEgFXImAJ+FzJSKBzKQJUTuUttFL7QKrgp+VUpqVUnruUBwADJsQtWrdu7hXTG+QGNo6Kko5zXd693hXDPeE2Ez9L2tkfW8xDoelM6nq176rk7tuDZnS3dqBETM87OrhxwDwKi5n/KL+XXr7S4XyMfP7tM7ZzKsRzu3+HRaPxeGxeAIOh8fi8FhAQavVqlUahVyllKtUBuWgWwq3SmBON6VCxa0Wsqv4nCoBp1pQXcotya0qzq7SLVGaxdLWouew0JjhYY4eNs33bgQShSgRylp0CwaLmb5iaKuf2DpwOGxjBe3fKQ5lJ3774laLbjk3fO4bmky7UyDk6qx2AOhm10oVzmYplwq8LGysibXBu09ZRQwCyZnCMOxjS6IViRpdHjf0uB/Oe6GTgjH0uH/67EKNvK6CabGYOyv2sFAlJ2FxYpVSg2qxCCbKxlWuUQMABUdYHTpwzfNLl0rSj/af40mviyB/HJ+rO0AQWDy3L7wlDFNgWTVCGvVNVSfQu/YtmVQzrXYAIBHxVkwqiy0CALFY8Ybm1pCvg77THWzM/KFAkj/NdcZg+45+fb0JMBjk5wWjlv527m5y3t3kvHqXEGTJiB6ju5uou/7ltIHztp784cQdALCmU2YNqA3oEskUB+8kHLiboNZoPxrbO9r/7dSWegdRKtQzB25SKdV4A2sBT8DhcFitVouiqFaDqlUapVKtUqoVcpVSoW7CFm8RbJZQrdLg8G/qi4/LFhmetksYSWpC4ZVTzxlMyoev5RHbDr093BCWNvQh48wKX1QqHkrE+5hWvwv5X2KwtnSLr/jcD6i0RQiGyecusbG7DWCciKqQ3xWLtlla7cVg7UTCH1GtyIK5UXeJz1tGIMRQqLNaPfN3xXB/eqvO8RDVoNT8gi/GJD7I1EeJHNp8bdXmGT2GBOsMd137oEndBk1qfaFBS1sLezfr8gKWomUmq7lwqs0y3H9afujJjZQWjYzFYfzC3cJj/LoNCAyM8kSaq5PXLC5edhVFNQq5SqVQY7EYPAlHZ1AYVjQrB4adk6WDu7Wzh+2Z3ffSnufr+hOI+M9/m9dzWGgbn6vjQWnhvKtni5a2T7nKTt40d8pqLVQyDh9lY24I7LdJNzCAfBLan443KyBBoJDZkmt34cQqRRqvsq+DcTBAtUxEJzQ6Wiq3csKdvfrT84MXAkC5VKCXiTT0uOu7edGtn479WHc86uZf4dbO33QZRsLi8oTsH5PviFTygU6+xwbM/fTZBUdKvbya/OLaKHAfTztH+3oLjI7Ew9WaSiVKJAoAePI83+uNlRUTSeS6AzsbWtM9jWBYkHWGe2OR2W+OBN6LAkk+FsFylOzlL5c6kBwnOU8JtAgCAIVWfqXiMhVHNTPMvXU04UFvXXIqAIS4O5z9cu7+2y/iMoqq+SIMBnFg0iN9XKb0Dgt0NR0rFeLusGXR6E2nY3FYzIa5w3WxNEq1ZvLGQ9V8MQGH/XLqwKl93nJtqXcKAhEXFePz4EaqQq7q4EejWrS6gufs3nrHXNNwa+oZ7gGtrYgCABKx/PaFpGunn5cU1AAAFosZPzumvQLKnd2t7RyZCrlKqVAp5GoURTEYBIvDEkk4EplAphAoNBKVTqIzyAwmlWFFff4wOyulXtCjvZPlpr8XOLqala+PJ/RA0R0iwXe1H020U6V8gcNvVSqfa7WchlY7ABBJ/WTS0zzOXGu7KxTqPA5rBB4fQqbO1KgL5dKLFMrMtnz8d8JwVypUiQ8ydcdEMiG0h3GAO4GE/+jn6Z9N2qE7vXfuxdzVI4O7e3uHuIya3WvgxLYWNtcR1tOn3EBruY34hbtF9g1w83Owd7a0cmCYqVXSY2hIiwz35RunDJzYrWFWpUatvXPm+e1Tz346tQKLw5i8tzG2Xf6kiasoim5bfVxvtVNopO/2L274I2sRf7x89tOzR4YtHrs3648JWGzO4lXmjJNQVf7N47sb+w6JsDMR+2GSEacPutAZe4aPN3uyoNCoa6SSQj4vjV2dVF0hVCpPjp1m/u0tpf/F3Sbbc/jsdglqH3v9gPmdp9w8nFBTZvKSTK3yP/6zUeM0n/BNPYxNnwR26dG8hO627k3otRthTaKWivkaFMUiyOPqQg2KRtt5GHaolAqzBazJnhFNj/N07McaVNv7cu2bpFmP+28Zj39Nu68/zRawThXUKRH1vbJTd4AARF3YvCV63HCXWo+mUlG7O/d2SxERCLgBvfyv3EoBgPNXX44f1YX2ZjKw9XUPWroJJnrtaGfQO7T+hkKrOFV6HABQgNvVtwCgSFK4PXfr5wFfsRSsU6XH+Sq+HdHeTMNdppEtSphv1NiwpWlSBSnny89WyMqZBMu2BOrYM2mfT2mZ4Gb/UO/+ofVWCAQc9sNRMbdf5X4yvo+Xwz8ve+9N03tIyIMbTYU5mYPuj0UfTdAQphU1rJuXu4+dg7OlrQPT2o7OsKLR6KTG+rcdTn3D3a0NGlDcGtHfW27oP51Goz30253Pf2qf78rpi/tPX9zfzM43zydmp9b72nL3sdv453vNakbrQRACw3KbkP8VBsNEUYVC+YhptRdByBp1AQ7XWIAfjmG5jceZrVGXYnGeNIuPVapUMmgF/E/JlMkEYi8zH2166Lbc3FK0Gm1lCacsr7qssKayiF1dymFXCfhskVggVb+WPlDIlNPCv2RY0hjWNHd/x+6DgmKGhSEYJKS7d3gvv+S4HABQqzQX9j5Y+NXYXdfr0igTYjOObrn2+R/v2btaA0D68/zV47Y2NhMMFnO1bKdRY3iM7/WjTzBYDBaLwRGwBCKeSMITyQQShUihEclUIoVOotBINAaZakGmMSh0JoXOpD668lIv9qKj64CguZ+N9A1tzVI1elAIgkEaxrEhCOLgZu0V5OwV5FRRzNZF8wNARkLhqDn1ooo5VYKbJ+OvHYnjVAkA4MGlpPZa2AAAiqI7Pj9569Qz3amlDX39kQ+8gtuasfRBl+gPutTKBeo87gVLPtXFWd4qzFt+53KTdwMAqLXaP14+3574ZE5wRIjNm9K3mXv1zOOyYhqB4EClB9vY3S8pFCkVP/cf3sxd/lFz/VuWLZ3Db6Vqxz+CXemP6Hjitp4T8GbUHNURaeOaya9+Wl3Y28HrSkkaAAxxrldxaVvaAy2KjnQxEQlgkjUvLuUKasCgMJPe465rvDvyQ3ea1bKg3suCegOAVK2ccHvvYGf/z8IG8pUyhUY9K/ZwLwev7yOHl0n4nz67uL3nBAdy3deAXvOxvIpv5pTeELOn9rjzIFOuULG54k3br6/7YtybKFjLfF32js1tQY0egVDGYtcGAXakSiYAnCw9xlVyMQh2nNP4frb9MQjmXNmZ+zWxW3J+lmlkAOBF9R7nPN6coRZ5LlnkucSwpRU67sXSop1527SoFgDYinfiz39cj+BxPTpzhEzTrY8fkYRXKtQ6Ry8ej8XhsQQirtZmIOPJFCKZQiBTiBQakUojUekkKp1Eo5OodDLdgkRjkC0YFIVC/eX7+wuyKxuOHxjuNm1Rv+59/TCYlvnd2gKKonyDdHYylWhp3bINNENcPW3Hzuyhi5XX8eB66vTF/T3eTOXmxrh/LWXbd+cNQ5X8Q13W/zG/RVHyVeWuAPXWV5yaERTqHK2Wo1Q8rSqvVcpCEJK9UwEAiIQbJKLfdI011XU2ulSiUzCLl0lPAQDNYg2N/nErPlSHGu53z73Y+smxZrvJxAqZWFFVysl+VXzrZLybr8MnW2f6R7jP/GiYznAHgGtH4mZ+PMzQ0+zkYcutEqwavXnHjbU2jkxd444ba33D3QBgce91YTG+K36eAQBn/7izb8NF46cC9Bsb2W9sC/Ta1GrNzs9P3ToZr29hWNM++nl6z6GtDxqxsKKG9fApL6yxcWQ6ulk7eti6eNm6+ji4+tgRyQRdH6lYnhCbKeCIASD2QuKkJQO9gpw5VYL422kPLiWlPc83tPvP7L7bjob77/87c+PYU92xg5v1xmMfOrZtz+58Tsaqe9catnv9ucXw1GP35r6uHodGTTY5SCanZs39G8VC/o7Bo0d6NVNBsy0YTmBT/EOlRr1vxMS+rh5v7on/PtRa7VNW4WTPCDtSC74SpniGH81L2Jb+wIpIuV2e09XG1Z1Wt8W5I/3h2aLkKBvX3g7mZjf+3G3sK27Z31nxRuVOdR53fXKqUqt5UJl3uSQ9nlUk06jOF6WcLUpWa7UfhfSNsfe8VZY13avL+49PjnQNMrTaASAqwv3eoywAKCxmX7mZMnpYmPkftn1xtGcsnttHlzn66Gnud5sufb16NL69Y2R9PGs9c9UsYWk5z9XZrEpGV26laF+/rLqGu7fvlJoglnX3Yc0DBJCFnoujrXoAQCIvIUuUCQAyjcyZ7DLReXI4M6LD5gMA1yuvalHteOeJQ+yHlUiLd+Zuk2qkCk3Hxf130iJIZMLFF9+1ZYT0pOKNn53gsIyz1xycLd9fMzLmjRXdbAK5TGUomOhkXhhJE8z6YODdy68EvNo9TBRFT+55sPanqW0c1nye3M345cvThhZRRLT3tztmkymEFo1j75QjFm1XyK7hcD4YrINKmUCmziFTJtVURVLpK+kWn6tV2ZyaYfZOdYklRNJgS+tDTYzJZbf+/6HFhruf5QetfpiVXWtiPUtyq9ZM3vn9gfcjevv5hLrkpZYBgFQsf3433dDOdvK03XhqxYeDNm79+PCGE29cAF8pV/3w/r6E2Ax9S2TfgNXbZjWUkFerNHHXk68cfDz5g0HRZoicbDrZzOQpNNLMj4b98c1ZAEC16C8rD+MI2LxU0wEMhZkVCfczu/Y31xPZGCiK/vH1Wf3egleQ8/ojS9uulz/BL2iCX1DDUBlDmgiVESkVvyY8OZT2MtLe6caUeU601s8njV29++WLuPJiDIIsCI1aFhndROd9KYn7U5N2DRnd1fGN66O9aTlIM1VljOjl4HFk8IzGrvY+/3u5xHRSBwZB8Bjsg8r8C8WpkdYutmQaCYtXaTVchaREzMvis9J4lUnssh09JwZZ1hWoC7F0HOcecrE4beztvwFg+Wt5mWIxd3vaw0slaUwCeUv0uGY/bM9L25ruIFIp8K9dXFoU/ejpObFKMd4jdFO30TNjD7tQmd9GDrMl0QDgTnnOsfzEiXf2fR85fKpXl/NFKem8qv91qc1xHNQ3YP+xOF3K5i+7bmbmVE6b2K296h+1lMljo6pYgtMXEwHgwZOcko8PrVk5PMjf3HAyc+jWxQOPx+o04/88+GD9l+ObvSUju+LA8VpJzdAgF3uzt63bSDznybGSIwAw0212tFUPqUa6r3DPK35tBJQH1fOrwG8QU0GrJmEr2J+nrp7kMmWEw6gmuhVI8jdm/rDI8/0e1jEmO1TJKwFgiP0wIoboS/PzpvmkClLyJXm6mPtO/mU8uJ7yy5dnGgbJDJvY9cMvRhNJ5qZ3ty8qRT35DWYb3O06qDTS7A8G/raxbs/8wY3UuSsGO7p0xJvwxaPsjZ+dMFyKxAwK+uLnaXhCi+1eAW8lgtCsbC+KBN8jGKqF5WYR/1utlo2icrUqEwDU6mwcLgCg9ruDbvEVAEglh4T8z00OaOeYZWVzqjWfCgBaYbj7t8lwb+WrWalQbf306J77X/UaEaG3UB9deWXkIHf2spv/xVipSK5vefkwa+Xwn3THZfnV1w4/JlEIs1c39YY1B61Gu35JPat93IJ+S76bgJjag147bVfGiwIAIJLx5hjuTcOpEqQ+y8tPL9e3FJnaaAMAa3tGt0FB0YNDQpsrQ9ssGrV2yydHY88n6E4DozwmLBpw9s/Y7FfFlcVsEV+KalFLW7q7v2O3gUEDJ3altjBctYlQmUanhKInMlO2PH8sVas+79F3QWhUiwIAFlw/d6+4QHeczWXPv3b2YWnR9MDQixNnCxTyMWcPh9s59HYx7QI8kv5q3ZNYAFh84wIAELDYQGu7D7t0H+bZVNWwCTcOvmJXNDuxpxOXO1DeUencdgGDIHN8uu3Jfrr6WaOrAgAoEHEMDXcAWB81Sq5Rx1UXLgmI6W3vBQA8hXTUzb/kGrUThfF3n+kuVGazT78/ajkOg9HHuBuyO+vJzvSHWhTd/HoBgEGQP3pN0R1rUFSoktuSaNZEaiK79GxRysPK/KUBMRdL0g7mvvBn2t8uz1Zo6772yCTC16tHr/76tE7K/cqtlCu3UjxcrSNC3bw8bNycrawsqZZMCoGAI+BxWi0qlSllMqVUppRIFSy2qKSMW1zKKSnjWllRf/nO9EZTi1i+aCAejzt25hkAFJawl312tG8vvxkTuwf4Nlq+u0VQqcQxw8LPXUkCgEdPczdsvfbxkkHURuLptVr00o1Xf+x7oFSqAQCDICsWN1PNqh0JZ3aJYHYJZoT0tx0o08h+ztpYJisLsgjuY9Pvz4LfiRii+VZ7O8LAM8tkZU/Yj3vZ9MkUZmQKMwCAo/hHatV10jTXTj/fuf6SUUAsjU766LsJfYaGvK1ZAYBSWS/XlmFpugRvixgxudvp/Y9Yr9WitVrt6X2PVn7TvJOljbx6VvDDqmP6GGwAGDo+6uPvx7cu9IhptQcAJOK/ZNJTVPoyPD6MYfUbhzWEzvhWIvodAFSqDBze2LqjUOdSqHUCcRp1sUjwvULxgM74DoNpk5+iQ0NlrO0ZljZ0zyBnz0And38HO2cre1erA5uuPLiUpOuw5NsJ4xf112q0Ap4kN7nk7tkXD18Xpa+p4D+68qrXiLCDP1/RtbyIzZBJFEZ5mRPer/cF0KVvwNQVQ6FBqEwbP8gf35x9ca/Oap/50bA5q+vlMGUlFV09EgcAn26dNWxatM5wf/k4h88WMVsYyiniS/PTyvLSSvNSy7JfFVeVNPUqRxDEO8Q5enBI9OBgn1BXkwuJlqKUqzYs3f/8brq+JT+tfOMH+4266QpOvbiXceiXazM+GjphUX8zn363OH/h9fNGjUahMpP8g7cMGKE/rZaI5109k8Vl93By/bHfUE+GWfvyhuwbUatNO+L0wUxOTXxF6W9Dxozw8gMADWqBQZCk6gqThvv+1KSfnj2c7B8y2T/Ym2lFJxArxMLT2WlLb178smf/xeHtFpX0L2Zt+KBgS4drpRk5ghqWXKzQqDAIxpJIcaMyfSxsgyztw6ycAhjGcZBkHP63mHomrCWRMt8vWqiUrw4bYCSj3pBQK0d9AVTdQaiV4xyfOh2qpQExSwNMeEO1KDri5p8lYp4NiTrUxX/1s4tcpXS0a7BOXmZxQMzvmY8/eHxKg6K7e08xvDEixHXr+qn/23hB8FpctaiUU9RC2WAGp91SNpfM6xsS4LRp+3WhSK5F0fuPs+8/zvZ0s+nT0zc6ytPX257YckeUIQtn937yPL+KJQCAW7Hp8Qn5wweG9Ojm5eVha0EjqdQasVhRWMJ+lVZ6536mrpuOFYsH+ndg2CsZS17ms1J3fLrsRJmsbKj98Cmu02oU7aZM0AqGOYzIEKYfLTl8tOSwvhGLdFx8cycdw4MbqTt/uGSkDunsbr3hz/cczAswe3Mo63vcGZbtILmIw2NnLhmw7bu6r/g7l5LmrxxiwXyDZZIT43LXfXzU8ONMmtd78eoRTdxiDkrFUwp1ts6brlZlEUj9KdT3JKKdalWGUh5Lps5u4l6Z9LSAv5pEGmVjdxeL82jjTDrUcLewoh57ud6wRSFT6i1CLA7Tb3wUAGCwGEsbevdBwd0HBbv7ORzecl3XIfFB1uAp3R3dbSqL2QCglKuyXxZH9G4qpnn316d1RjO89rgDQBuTKZ/eSjXMRp20ZKCR1X71cNyuL08BAIJBpn44uN/YyL++vyARybQabUJs5uApxiUwdCjlKnaVgFPFZ1cJasp55QWsssKa8gKWgGNWsheNQVnwxZjug4Ot21V7TiKSfTvvr/TX/4e1U1U0pYElFkj3rLuQ8iR3zc65ulKmTTPI3dtQ/NEcOcjL+VlZXHYfV4+DIye1JdMujV2dx+NS8fh9IyZGO9UmE5cKBVoUtSCacBZufRG3NyXxyOgpXR3qfoW8mFZro/uKlMqfnz2aFhBq8sZ3mRapyuiJqypqi6bNaLfg0W7tkPe2OrRl6hmtAIMgN4YvhdeKXz3rq9kwCKQvwgd/ET7Y5L1hwS5Hdi86cynx9oOMilZVKBMIZXyBtL1qJ/WK9jn656IDx59cvP5KV/aosIRdWMI+dPIpFotZMLPX7Kk9Wj04jUrc8sOUT74+Vc0SAoBQJD91MeHUxYQmbiGTCCvfHzhySPsoybaCBO4LGo42xXUaAogd0f7vrgfe1kyCLIJX+689V36mTFpmTbSyJtikClKcyebqq3bSGInV5Ucyk6l4/PpeQ972XCAtqWjzV2eMrHYPX/sf9yxoSxpoe6GsX6mGYHZBhqYZMj7y2F+xrAp+7VMU6hvnEqYueFPVLR7fTt+09qShr33eiiEz3u/fljENk1OlkiO6AzvHLAAgkkeKRbtU6ixLcp0dyGYNVqsyGo4jl12Qyy7oT3H4IBu71viRmzfc8wUHzBzLmzG/pY9/eitVJqnNv4nqF9hQM3Hse331hntpfjUAeIe46Ax3AMhJLtEb7pP9V+vKBg2e2uPT7XN0jUt/mKJLTjWkseRUc5CJFTvXntSfRg8OXvjlWKM+Q6Z2P7btBpclRLXo1cNxS7+f2H1wsC7O5FVcTmOG++ZVRx5deWX+TOxcrLyDnZMeZitkSgAQC6TOXnbta7XXVPC/nf9nYWbzAR4NeXYnfd2ivesPL226VMQ3j+8eSnvZsN1QDlIHBYfPWPSR7ni8b9DNgtxHpUWjzx7+PLpv69JDJSrVittXVFpNfzdPvdUOAOnsagAIri9NI1erP7t/42Fp0dExU0xqTXaxdzyS/qpUJAgmmtbPOj98Xism2cm7QFv2rSzopAWzei2Y1auyWpCVW1VYzK6sFrA5Ir5QJhLLZTKlQqnWaLS6HE0MBsHhsAQ8lkjEkYgEChlPpRCFInk7Fj21oJNXvj9o6viuF669un4njS+Q1rbTSGNHRLRxcBcny73b5+3e/+D63TTD0NKGEAi4/r38Fs/ta9exYjJGELFEgUoYz3kaZBFEw9ExCEaLatWoSq5RyDRShVbpTum4lFl/esAXAf8DALFavCFzHR6Dj7JsfWWSdwQUoO/JPZH2TjGObj2dXN3ozI55rkSlPJeXcSTzVRa3BgDwGOyKLj3tKW/TOBYJZD9+dtKojGNAmOv6P+bRLDpUC7UxjObWXinsWCxm3MyeezZf17dcOfls8vzeb0Iw5/bFpF+/Oa/V1r18aBbk9JfFH8/aLRLIpGK5SqlWqTQatRZFUQtLqqU1zS/EOSrGt2tvvyYyVh2cS3mceQhCZlrtViqfcdlT7exf6MJdKJQ5bNYAImkIBlOnmtrQHJeI/1DI71jZnG2Xj9m84Z7BaVRU0YhWGO56WUMAGDrNRDogjUGxsKQKeRIAEPEkAODh7/j46ivd1ZzkEn3PM9mbAWBBz28Nb8e2d2XN03/c5b0uLWbtwFizc27DgkcEIn7cgn77N10GgKe3Upd+PzH6teFeklvd2MiDJnVv2nC3sKT6d3H3j3D37+LuF+5mYUnVzWffxku6Dju/OPn7rbWtSLwwSVZS0bqFf/Pq11Gzc7GKGRbqF+HuFeTMtKZRGWSNSiOVKKqKOQUZZfG30xMfZOpD95Ljcvb8cOGDdZOaeMq63oPW9R7U0rnZkCmnx8+4X1L4a8KTuVfPDPHwWdd7kCOtZRbAd3F3y8VCK5LxGzOdzcJhMKH1DfeUmqp8PvfkuOkBVjYns1K3vXgiVMpDbR2WRnTv7+YJAHk8DgZBnOntn2D3pnXcO+kYHO0ZjvaMAb1bU9e53XGwYyyd32/h7N4JL4ufJRY8TypaPLePRXvoQ9NppM9WDFs0t0/8i/ynLwpKyrk8vlQklpOIOAqFaGtN9/W2C/Jz7NPDt7EI+I5kuMPI4yVH9xb+ZfIqEUP8LfJPc8Y5W3b6bNlpo8aW6rgDAApomiD1eMnRGgVrgvMkC/zbLALQLlRKRCUifomIfyEvAwCcaBY6Cz7G0a0tWgJNs/Pl0z9SnktUdSW9VFrNwfSXa7r1eUNPNIcd6y4Yaci4edm+O1Y7ABhVd23H+qwjJnU78sc9vZeWVcF//jCnR4NSm23k4tGnu3+6arShIRbKEh7nmOzPY4t4bFFBduWNswl0Bnni3N7jZ/VsWBUHAFBUhMEwFfJ77Or+KCqjUOdhsLUeOp1nHYEOLeJurpE3wLVRF3Vs6bimOzQGq4yb+DBLd8ywpkUPNp2WQaYSdYa7LuXZK8jZzdchqKtnUDfP0OhG6/4o5SoAoNBJayZuS32aq2//YEPrJXiUCtWlAw/1p0u/m9hYKMjgKd0P/HwF1aKcKn5VKSesp49PqMuYeX36j29Uz7tr/0CmDZ1vYChjcRiPAKeALu6BkZ4Bke7OXiZcuRMXD7h/IbEgoxwAyvJZR3+9MX/t6FZ/QD13z77YvuaEfv2NYJBew8Mmvj8wMMrDqCcOhyWSCZY29MAoj1FzehfnVP26+lj2y2Ld1SuHHo+Y2dMjwKnpx53JTlsde6Oxq6G29pcnzWnY3t/Ns7+b54XczJ/iHw4+uW9tdN+5IV3M/ICPy4pPZ6V92q33tYJso0sVYqEHw5KEwwGATK0i4/AA0N3R5drkuQDAk8s+v39zQVjUiqiee5JfvHft7OrufQZ5eB9OfzXBL4hJfIOlMdqRgc4+hbO/aMsIrVaV6eTdAY/D9uzm1bObuRqa5mPJoIwYHDpi8FuLgTGTQXZDHEgOcey4UmkJX8VTaJUoqsVhcHiEQMVRqDiaBtWYUwvJTFWZZsfZW7gnnvMEAPrbDhjp2A5v8rdONreeJn2FWHgmN+1MblofZ48jI6Y0dleL4Cvkp3PSTuekHhw+2ZFKBwAHKt3QatdxNi9tddfeb6KIgTkkPM55dCvNsIXOIK/7/R2y2gGARK7ncjay49sChUYcOj7y4tGn+pY7l5La13A/9mfsoV2tT18UCWQHd96+cTbhy83T/UONQ9QQhM6w3K5UPORx5gBglfL7akomDh+oVL4Q8D+jM/4nFe+XiH+n0j5s/Alo2/Zu62Gu4U7De7axQ0NuHI/Xe2cHT+7e7PJO17XnsNCew5r/Pqgu5WBxGCt7CwDoPjjk+8MfaNTa0a4rmr2xCZ7eTJW8zjMLifbuPSqisZ5WdhbRg4I9AhxHzemtE5Xfee2zxjrrwOIwgyZ2fX4vwyfU1S/M1TfczTfUldCcLBQWh1n507RV437V/U+e/uNuzPAwvwbRQeaDatH9P105/XvdH4CtE3PdoaUe5onHufs5/Hx6xZopO3W2u1ajvX70yQc/tIMsRmOM9w0c5umz+fnj7+Lu3S0u2DxguC2lmVx4hUb9v0e33S2YSyK6NTTc7am0ZxVlbJn0YFoSGYf/sEu9jSA6gcgkkZOqK9hSyfLIHvk87ubnj3YmPe3j4vFDH9OBzjo6VWU66eQdJNgiNNjiXVlgjHMaXy4rHeU4tus/P0hGRxrHdMpvD8fWFCg0IolVcSTz1ZWCbIVGDQB70xL/F90fACb6Bv+WHF8o4Bl2rpKIH1cU93X2aPtzWwqqRf/eauyZWvPjlLeejWqEUayIUeRMGxk2IcrQcI+/nyUSyFpUBakxtFrt7k1XLx2Pb75rc1RX8D6d+9dH340fMq6eYqFGUyWV7JNJDtEZ35MpkwS8NSpVqlKZIBJ8T7P4jEpbQiT257InAaqh0o2NTI2mnF3dH0BDpa9s+wx1dGhyqiFqtcawdNHwGT0b66mPlWzRxk38zRSPAGdddsXzO2kjHJe1dqZ1vHxUZ+SNW9Cv6c7f7lvcdIeGLPp6/KKvxxs1oiiamVj04l5GQUZ5aV61WCCViuUAgMPj8AQcjUG2sKSSyATdJpRWo9388ZFdNz5rXVoJjy36ZeVhw49p68T8+fRKB7cWlLwmEPErf5y2bPjPutP4O+nmGO4OVFr8nKUN23cmxt8qym3YbggZh/86ZsBYn4CP714bffbwX8PGhZsKQ9eDQZB+rp7RTq4ErInfqAWhUS8qy3sd+cuOQv2oq/GvJQ6DOT5m6pYXcVMvnRQq5DZkymAP78n+IUM9fdvRk+PHtG3MI96EjnuzCJXy8FO/tnpWy0PqRFfamJzaSSf/DmyINuaktHpRvc3pZku0+zaoecf8P4iXLNPeijYa7pncmlX3r2bWd+cfy0peFRlDxROwCPJecOQ3T+4a3XU5P+utGO7PHmQV1Y+SHTm5W7c+70TUnCFGHneVQX5n2/Hyd/QOcMzPqlWvVqs0D66njJ7eVL0Uc5CKFT9+duKFqWAYLBYTHOkeEOrqHeDo7mNPZ5ApNBKBiJNJlVKxvLKUW5zPevUsP+FxjqH+jFqt2frNORKZoJfm1Gp5PM5MImmQjd0DDNYeAJhWf6iUSUL+WkvrwwRiTwDA4YOsbM4K+GvIlKm6PgbTcLZ3asaGaSlvzXB/cDGJU127mR7ey8/F23RKHwBo1K8Nd7MD1l8+zHp+J33B/8YDwM/nPja6enLHTfOHMiQvrVZCHovDdBvQ1pJGzaJSqq8ffXJm992a1+nYhmjUSoVMKRZIjQQiS/Oq9/94ecl3E1v6uJePsn9ZedgwqN3GkfnTqRUtstp1eAU768V/asp5arWm2f/wKom4YUKqjlBbs6Tiwu0cr0yes/b+zTPZ6U0b7ngM9vvGA+vtqbRzE2Y2cXuAte2e4ePNmVInnXTSyX8WFCCp2oThTsLhwm3bVEDA3YJZI5MaNUpUyutFOZN9QwBgok/wj88fytT1BNDulRa0Z7yC2Vw/W09bic4gL/hkeIfPonmMPO4Sg5I47cLgsZH5WVf1p4/vpLXRcGdV8L9Zdqgozzh1MLSr59DxkT36B5r06NPoJBqdZOfIDO/uNXZGD5lEce5w3Ol9j+Sy2vAqVIv+tPaUi4eNp58DAGAwljZ294wGwRMire1uG7bg8EHWtlfa8nHM560Z7uf/vq8/Hju/qZQRubQ2oYHUXDJTQXoZv0aklCttnS279PUfNc942Et77x/ZfA2Hx+jE3VuKXpnRztmKSG40AbldKMgo37BkX0URuxX3Xtz3sPug4C5mL+g1au2RrddO/nbHsCSEnbPlppPLHd1tWjEBALB3tdIZ7iiKivnSZtXr2+Jx10PFE3YNGdPSqXYMnaoynXTSyX+KLG4NTyFr2B5l54zHtCmZj4LDLwuP/j7e2Jw6m5uuM9zpBOJoL//TOfXCytkySUpNVRvXDC1FJlUaJUdOW9iP1h6J4O0ODo8lEHF69zPfPClq8+k1KOjPn+sM99SEorZEy2Qml3y/8gifK6n3iMHB0xb182uJ5DeZSpy1dGCfoaFfLdlfU1XrTVarNTt/uLjl0PvtUgyn3Xk7hnvSo+z8195rexerHkMarRaGoqh+GURr8gf84ELi9tVHiWTCoysvCSTCzE9GqpRqIgmPwdZJDo1d2H/swv4AgGpRmVhOohJb9FPRZyvLpcaJL+1LZmLR59N2NS2X3gSegU6MlojCJtzPPLGz3trR3sXqp9Mr7F/XJWaV887uvvv8Xga7kk8kERzcrUOjvQdO6uYb2uh2p1pZt8tGa07MbrJ/yGR/078DK6J6rIhqvbZ0s1yf8m7Z0+sS7uzPetF8P/NUZfJmrTWs4WJBIDWRk/rti1uHshMBwJJITprysck+U27WVod515JTs/isj+LPxdh5rgrt12wxpk466aQDeFpRYrK9l3MLsrBKRYID6UlpnOqjI6biDAQEZwSEbU2KEykVRk+skUlsyVQAGOVpbLgDwMPyog423DNeFRtKo5LIhJGNSEK/C9g7WZYW1gYg8bntbLjbOTE9/RwKc6p0pxqN9tmDrMFjzZWUMOT+tZSt35w1qhg1+8NBsz9oZQ1mNy/bTX8v+GBSnd2V8aok4XHOOxjRBG/LcD+6tU7Rc/zCfoa2tREivlTvBqY3XmpLIpRd2nd/2MyYuWvHFGVWXNwb+9MH+3k1IrWq0eyKwK6eWy83VeWnITaOTE6VAAB4NUIRX9rEfNqCVCzfsHSfodXOsKb1G9MlvJefq4+9tQODRCZotahCrhRyJbwaUU0Fr7KYU1FYU5xTWV5YM+69vjM+HtaiWKDowcGDp3S/c/q57tTF2+7H48t0ObUA8Pxu+qblB2Xi2vejWiXLTyvLTyu7sPdB1/6B7387wbVB1UNUixbn1Iay0RiUdlSV6qQTkxSJOflCdoVU8FXE2y+z0iwStXLI9T8irJw+Cunnz2g0SvC/xpe7r2q16KYP66mp3HyW9dPhu+c2LWDSWuCZq+KIPtlxYfeaKRbUzlXcW+NheZHJ9l5OZqnjP68q25uWeKs4V4uiALA3LWFJWJ3JS8bhJ/kGH0hPMrwFBYgtLZjqFwoAvZ3daXiCuL68TEJ1WQs/RFvJq18IJbp/AIX29oVQG8PZ3VpvuLMq29/50mNAoN5wB4DEuNyWGu5qtWbv1hvnDz8xbEQQZOnaUeNmNZoqaQ7O7jZTF/Y98ntdasSDG6mdhnstCfczMxIKdcd0JmVY42mpAGAoj2j72pRsCNWCvOXSp7rjwK6egV1bLHFjDkFdPfVCh7dOxk9a0sq1XdPcOfOC83q/BovDzPl05MT3Bxips2OwgMOTqXSyo7sNQDt82GXrp2S/LC7Nq/YOcdlw5AO9w744p2rDkv2N+f4T7memPstftmHykCn1ItWSHmWL+LUBiEFv5mfRSVvI4dcMu/K37vj3vhNGuLWznm7HkytkA0BXGzdcm4t6aFBUoVHxlDK2TFwhFRZLeEUiTq6QDSh6dvCC9pgs5AvZLJnoVnn2Iv82fdP8y0jOrfBxMY7No5AIIqmCJ5KZNNyvPcnYdvLB3i+nu9rXCnSgKKzeebF/pA9PKI1PKx4a/S5+7/4XUGk1zypLG7bTCcRQm6Z83iqt5nJB1t60xDR2vdjlX5OejPL0d6HXFRmcHRhhZLgDwL3Xhjsegx3o5nUpP8vwalJ1hRZFO1IUUlA/liOie/urr7YjTgYpbRyWUCFXEZuTtmsR4d08j/8Zqz9Nrl+UvVlYFfyNn53ISqn3e4XBYFatm2CkA9M6Bo/tYmi4J8a1c1Jpe9HRhrtWo927vk7xfcLi/ibl7vVUl3L1x7ZvWzup39jI83vu645P/X6n75hIWydmuz/l2a1U/fGy9VNGzIpponN7QaIQPv9t3qHN19bumEs28Acc23aj6YgdhUy59ZNjYr5swuL+uha1WnPol7o4tsi+nV+cAAAn85I/j7/WdJ+Zvl02RA//pquxrKRUrRxw8U+WrN02LpXaukAmIrY1L4F3SlVGg6Kp3AoAeFSV73NqPQBM9Aj7ubtxSeOmecYqnnX/cBMdSK36jzJJgag2odzLosWZ3/9WhBI5iyea2D/MqN2GQQUAvkgGphLOyUQ8TyTjCmV6wx1BINjLobyG36+Lt7Ydlag7aSHxlaVStYnvjp6OrtjG7Wa1Vjvy/KEcnonkLpla9c3Tu/uG1uku+DKt/SxtjDo/Li/Wm+a9nTyMDPcAK1uJSkkndJzPWyKuF8zj4tHKtLGOwdkgqw1F0YoSji5Bs70IDHfDYjH62CFujaikoMbNy9ace+NjMzf/76xYWC9rgkDEffnL9B7tJBbi4GxpaUPXS3TwuRK1SvMOhgx0tOF+9UhcUXZtEAXDmjZ+Yf+m+1cU1ek9tTpRsr3wj3CP6O336nEOAAi5kvXv791w9INmA7hbSnV5rfosgYgfNv0Nhncb4RXk/F0DCctXcbVZNRgsZsXGqf3GRWo12sykomuH454aLDD2/HDBycMmekgIAPz25Wl9RVsKjTRkalv1njrZkRqns9qpeEJXW5cHFQUA4MuwQRAkh18DAH/3nzzIxdf8AXWyxzroeOPvMJ5CZmSUT/IK3RzzzpWDmXP/yFNWkclLLJl4w6tbBAxunm83O7JZuvhMIpmExSm1GgQQEhZHwRGsiBRrEjWVWyFSKQBgSWCv9pp5gZADAHZkehK7LFvASmKXqrTaA/2a0jL611NcxQOAIM+6uDsUBZlCqdZoAWDDgVtKtWZ4j8APJ9b7Kejs9Rp+vTXtgtHNv3MKuLxf7j8q5QsQBLn83ux2+QiNUczjzz91LtLJMcbDbVJo8Bt91rvDvVLTztQ+TQoy4jCYL7v3e+/mWZNLrrsl+Y/KiwxHGO7ha2S4i5SKbB470MoWAHo61WZhkXC4sV6BC0IiA606OjLNSKql3au5ty9G64r8rMr2NdyJJLxPkFN2al3AUuar4mYNd7Vas3/brbMHHxu10+ik73bNCYn0aMcZWtnWGe4oivI4YlsHRtO3dDwdarizK/kHf6rzxc75dGTT7nYAKMioiw9rtgBnB/DhD5NXjNyskCkBICe55JPx277dt9jZ06z1YkvRarXNd3rD6CNevIKchs+s3dbv2j+wa//AhNiMXz46oitqi6Lo9jUnNp//eP+Plx5fS9bfPuXDwY0Vl+3ETLL5NXsza9MPZvp0qZTWFs1GEFgeErPy8UUAWJ94r4+jl0lZepPwDaQemMR3qHRfi3ChMo1abEm0IEv73vZeo1yDZsYeLhJz92Q/7WLt0tfBO8TS0dvCmkkg0xosVHT4M+zSJn1u1HgkL+FJdSEGQb6NHD7Lu9Gyx+Yw6NrvxWKuYQtLJnr/8UndMRX3ZlWq3n2EEjkA2DJpADDmsz3VXBEAkAh4KokAAEOjA8b0Cra1NM6593SyIhFwGYVVg7v5iaSK2MTch6/yCXjcxqVN1TEFACyC3M7NBwBryhtJVTKELZGW8gWlfAFHKmvWcJepVJczsk8kp6zt3zfazbiCY9PcyytYd+d+qKO9r7WVK5PhzLCwJJOZZBIVT8BhMXgstiMFMu6W5Jts7+/aTPDkAFevZRE9dr0yXU/nh/jY6xPn6332Izz8drx8atQnobpcZ7i70ZnRDi4DXL2mB4RZvqUXnaOrleEphyV8K9MwE78QF0OPeE5aWeuSR5vA29/R0HDPzawY1twtqQlF5w7HGTVa21ls2D3fw9c4xe7Zg6w7l15mJpfyuWISCW9lS/cPde3a26/XoCCzfOf1t+matVHfCh1quG9fc0IiqrUYvIKcR8xsPr4zM7E2Gp5EITi9bY87ALj62H+yZeamZQd1CjOledUfDv1p+oohUz4Y3F77KbZOzPICFgCoVZoX9zKiG5fc6QCYVjTd6rMoszLteX5Id2/9pa4DgrZf/fTjMVt1Kpk8tmhx/w1ag/T5oK6eUz9sVC79v4yRtMvC2NP3yvNM9tSg2jVPr6q1WgCg4YkfhPT85vlN/dVR7oF/pD/N5LGKRNwtyQ+/iBxg5gS4Boa7HbkFAkSnh83RHaRxq76Mv740uOdI97cWH7+x2+hvI4ertJovXly5UZYZyLS/PLRuy2hT9zHb0x48ZRUlsksT2XUxkbdGfOBFNytA5XJJ+vdJN3AYzJbo8aNcg9o423Arp0qpgIjF4TFYrkIKAAQM1pXKDLZ0jLJ1jbH7r6eCiKRyALCyoADA5V/qfo4cgWT4qj9d7ZiONhYN78JiMMFejo9TCqu4oiephZF+Ln27ePcKbf4/04XJwGEwaq1WrHyzEmEAUCOpjXIOsm/exfPbk+e7458DwG9PnrXUcI/NLywTCMoEguuN9yHicCmfLG8iWKVdyOLWFAv5Dds9LCzd6Mxmb/8kqvfDsqIUdlXDS9k89snslJkB4brTQGs7axKFI6/TdGcQSRRcXVj2qdGNil91DEER9SR0UhIK9ZV93kHIFIJvsLM+iDwrtf1zed3rq1nkZTRfULxLD++Pv5uw7dvzemU/Dx/79bvn2djX84WzqwU/fX469XUKJQCIVRqxSF5SUHP7YhLTijp1Yb+xM3s0Ld1huLLC4bDvqHBnsz1Ge75sukMvp4PmPOnUb3cS7mfqjhEEWbZ+chNiMjqqSjmlr6X1A6M8Ecw7IajZd0wXmUSxfe0JndyNUq469Mu1Kwcfj5rbe+SsmGYFy5sloldtNA4A7PrqtEegk16WseMJ7enz8PJLAFCrNZ9P29VvbOSA8VHu/k6WtnSFXCkVySP7BsSer60uYWi1u3jb/W/PwmZ/xB2MRqv13blttJ//jhHNOOTeEbYmP0zh1IaWrQztZeQ0wiDIN12HzLh9FAD+znzW19Gzl6OHOcPqtRrJODyDYPxiakIOEgCkauX2lLh9Wc/VWu2yR+fXiPt/EFy7At+ZGneuIG2Ym99o98AQqzeuuYYAkLA4tVZzvzIXAMa71ytc39XG9c/eUxc8PJ5gYLXbkmhmWu33KnI/e36RhMP/HjO5j4N38zc0x9Ye47fCeAB4XlM8M/YwANwfvcKORAOAuOrCZU9OV8tECo3alkR3oNCjbFx72XtG2bgS2iZ3/Q9CrlQDALlByWeVWgsA+Ea+a5NzK1hckUqjCfV2/HzOIPM1ZLAI4spkFHJ5CrWaL5czSW/w65krrV0nu1sym+28KDrq6MtkkULxpLgkuaIq3KkFf0f3Cwqb7RNga/OmrXYAuF1s2hPRz8WsBSoWQX7uO3z0hUNqU9vOO14+newbottgRAB6OLpeLcwGgEAr23lBkeN9Asm49synbCM+gU52TkzW6yqKD66nLPh4mFH8zDtFeDcvveGel1EhFSualcHRaLSfzd8zZkaP/sPDmrXT3H3qRSsVNyifZJJhE6JkEsXun64CQGRPn6+2zqDW38znsISfzt1TXcFrbAQ+V/LXL9dunH3xxS/TG4v/qSrnGQrDO7i85bzKxmjecEeQZr45rEjN76S8uJdx0CBhceTsmKBuzedWn/+rLvs4rGcLQnjfNMOm97B3sfp55WFeTe3ijMsSHt587eivN4KiPHsMDQnt4eMZ6GQkBWMmQ6ZGH/31hkqpBgB2JX/58P+zd97xUVRbHD/ba3Y3vfdKOgmEkITee+8gTZogiCigoKKCoqigiIDSe++9BBJIIY303nvfzfY+74+NyWazSXaTTcHH9+P7vJ07d+7cCbszZ84953f2rdwxdfTsAE08+gKuKOFVZtTjlPLCmt9ube7E2VWY8eHwV/cTFa8oMqk89EZc6I24Do9ycLf87vQa/S6/w3SdM0mJu16qFum4l511LztLpTF+9Tp9knZrqUKpdPuzJ5NcXMc46MCwa01oWe6RtMb1Yk8DsxX91Kj/BpraTLf3vFWQKkeQj1/fujl+qa1ex/eaAnZjzAYNR5AhiIYPcrFMdjH37aHUyBpB463NnmYw8V9FmgPJr35Pfg0AR9Oij6ZFu+ubLnH1m+Xg1cVKKx1ypzhVKJNiUKgpti38WAjAqteXFVb7KAuXeQ79PfXNDAgUTcZ8Wpb1cdR1qVxuQtTbk/i0WnCTLxPj0BgXmvFUW68Fjn5dsafDK/MBwI1horDaAeBJaWZ2Q2MyTwmPWcJjxtYUH8mI+Ct4zljL/5fcbkVIjFAsVbHdFZ54KlmN6XAvIv37k48XjxuwZkYQXvvQYTt9RkE9EwDKG9jdargLJI05mibUjle3GETihwH++19FAsChqDd/z5qm+YluL12UX19fUM8sa2BXcXk1PB6TL+CIRByRmC+RSOVyqVzubtoTQd6PitTLcYyy0VRTpZ+B8Uc+g1qHwQBABY9zKSv5A/dGw2OolR0CsMzDb5CZdgsUPQMKhZq6IPDYr48Um2wW/+LRFys2dxge0mt4B9hfPh6m+CyXy5Ni8wd3lPqZGJ2Xnlicnlh88eiLRWtHDh3n1Y75bmrR4gkl4IsbmDy6fsd35umLg/g8EauOu3b7JHQr9bD939xsx2pvoji/5pNFRz7bM1vtuserxynKm76B3fJk7zo9ESqTHlewe82JJnesmbXhyi9Vb0YPz0e+eZ4WNM7LI8DR1MqgtoJ199Sru0q5CEMm+/bAVDXHN8Tl0JOtf2y9FP20ucSDXCZPjclLjckDACwWM/3D4St3aCdtAQAGJrSVO6Ye+eaGYpPbwP9966UzP98fNNbTe7CztaOpiaU+kYLHYjECvojPEVWV1pXmVRdmVqTF5uWnlzf9nTMTCt26nLTh5me3cse0Y9/f0rA/CoUatyBw7a6Z3V1ZVkM+8PH9wMe3aVPhcZ/k7HJwYnOq5TcvQ88mJWo7chmHvfbunbSa6rDCwrDlK2kEHUfCZTCrN72+o5DFIGPxv4dMbcu8/mbg6IjKghoBjykSLHp28eq4xeZkNUEFymSyqhUfqgTcTa9v/x4yVblOU2s4EtGlnMQTmbGV/GZ51pGWTr8GT2bgG9921nkMZuBJh9OiFHm06cyqL6IfHkyJ2NZ/xFS7rsaZtIUcQU5kvQGAURYuTXawgtiaojfVRQDwmffItW5aSDM9Ks3YFHVThsgBoJzfrGQslcuT6suT6suvFyb9EzLPVLOc19aEVeQCwBDT5kfCctdBn3gOo+AIMkReLeCU89kvK3JflOeEmP4fxc8YMSgAUFnH3vDrtY1zhg7yaJT6rmZyAcCEoWry1rC4e88+WzjW/+M57RXebgdXY+MXeQUAkFVT263mrFjWKOKkT9Lo9WDFQL8z8Yl1fH5obn4hk2WngZ9egQGZZEC2HGClRdnI7qCU06Ci5KiAgsMPNtei9NJ6n8Ar2SmVPDVqWoeSoue7eiuc7vNdvee7qooR9SmmLgi8cyG6uoKl2Lx26rXXQPuBIS69Oqk28ehvq1w/NT4ip0PDPfxJoxVUnF/z49bL54+++OXkKpq++uwRA2PVO2dFSb0mhjsALFyjPhw0P6tCuTwtBoNe+en40VP6o7HozKTiu5fevAlrFhcSCSU/fn4ZQZCh41os0krE0lvnW7wo9tl/o54w3J28rOatH3350DOxUILBoj//fTGp1cpLYVbFm6epb5SMYGW8Bzt1UwJoV9A30vvmxKrkqNxju2/nJKuWiJPJ5aNmDejcyNNWDKsoqrt9IqyphVnLeXQh6tEFNe6Htnhy5U3XDXcAmLV6hJm1wZFvbtT+e99RCw6PDRzrOWfdKGdvLW7N3UfQ8b8ruer1E+/nZN///TeVRv+/DwPA7xMmTXHp2Md5Pyd7x/OnbJGIQST+PGaczq32bFbN4ucXuRIRAKAAfho8sR3dQAaedDBk+qJnF2QIUsZrmPXo7KmR81wYbSaEcCSi3Ia65mspymCK+N8ObM8DtCL0SlxNc7AjAYP93HfYin4Bym8SBAx2mduA+c6+pzPj/kqLYouFAFDOY3/y+ra9nr6XoToxvy7zuDSzkFsPACtcVfWXmgqvzLLT4qF+Pjfuu7ePZQhiTdGfYecVZGrvRDPSwxEEUkk+p+5Jaebp3Nh0ZuXy8As3R6/shJJmOb8hg1UFACFmza5HO2pTLBzGlmpgSzUYbGL3hY+qKuh/G4U+zMn7MdnFNaYGzY/27OJqHBZjY6a6jpSUUy4SS+eO9O30GQdYNaodpFZWz/Bs8W7JEgqTyyuTKiqTKyqzampD16zoSn0AkbTRBiJgNfrCkHC4+b5ehyLfAMC15NTPhoV0+tS9wsPCbLXtIZa2mifQAwARi93iH/J5+KPWuyp53Ju56fNcvVrv6oPgCbhPvp2xY80pRYi2XC7f8+nFXQcX+w7qiw5dIgk/eKR72MNkxWbE8/T1X05px4MuFklePWnhqCZTCG1Z7QBAIOJMLfRNzOn2LmZ2Lmb2zqaObl19OiREtQjNmr44aOYHjfJTA0JcBoS4RD5P/3XndR5XqGiUy+U/bbtibEbv59Nsrpw/8kI5wN3KziigT1Zfgp4x3PEE3MJPxo+eHfD3d7c8AxzUBsko0jHVgsagV3yptd+6x/Ae7PTH/S1JkTmPLkRFPExShLgAwPCpfl2RwVn77Uw7V/Nju283pfNqS9jthLW7ZuJ1UT0heILPwJHu0U9So5+m5qaU1FexBXwRRY/IMNIzttB362/rPtChn79dnxKQiVy5unWj2hh3hcddw1AZjkj0ffjLa+lpADDAwvL38RPN9XQcEfSiLG/T69sKCUIA+Mx3+GTbDhweg0xtdvqP/jbuKQBU8NkzHp3eHTBuhoP6FKioyiIVfevIyqLx9461k6X6a/CUaQ9OscQCAAgxt98dMK6tgBwiBrvGI3Cuk8++xJeXchIRgNUegd1ktUvl8t9SXwCAj6HlACNrlb2eBuYoAAQgvrZ0vFXHGbQIwC/JoUczI9Eo1C6/8Qsc/ZWXOKg4greBhbeBxURr97mhp7Ibas7lxq1s9bbQIU/LsgGAjicGGPeJ99u+gxGdYqKv9zIhx9PB3M68OasnPDHf19kS2ypbRpHGWlTFVJu0qgn+VhZoFEqOIK8LG8vqpVZWPc3Je5aTl1XTQmEwvarG21xVvEJzZP/+3HAaW/9zfTwPR8XIEeRGavrmocGaR6UjABlV1WlVNZnVNVk1tTU8HlsoYotEAGBAJnmYmox0dJjq4UbU7BWiLdhiUTGbVcptKONyKnicaj63is+tFwpYIgFXLBaok28HgCeFOa6n9pMwOBIOZ0wiW1BplhSaE8Owv4m5m4F6x9xsZ89/UuLUyrofT417Vwx3APAb7LRk/agzfz5TbAoF4p1rT6/ZOnHKgp5TfNacsdP8mgx3Zi0nNaHQq+1Ciq+fpvFbatUvWD28/fFPP9auaH2HqGj1+LSqchU0yt3UUv/L1ScbmI1xnjKZ/MfPL/91/WNF+mnUi4wrx8OVD5m/angfyatsTc+pyphYGez8u826g2UFNWrb8QTcxp/mufpqVCG5F/EJcvYJcuY28ONeZsSHZSZH5iz5bGIXxxy/cHDQBO8rh549vx6rXEG2fbBYjIuvzYAR/QaO8MARdPbviyfghk7pP3SKjpWh3i2e5ud98+J5JZeLw2A2Bwat9h/QuQp8bZUuqhFyt0U9uJLXrKe51iPwI0+NimsucxtQLeAeTosCAL5U/Gnk3duFaTv8RznTVV3vj0sa/WFYNHqMlcvD4kwAkCHyJqFJGYIIpBLlBC8bKuOPIdP2JYZ96jNkuEXHXiJ9AumHQRMm27ofz4j5zGeYJvPvBKdyYgo49QDwuZea9VMTItXfyDqutuRxaUaHhjtfKt4ac+dRaSYahfpp4JQZbTvp3fXNZtn7ns+Ne1KW1QnD/X5JGgCMsXTt7tD/d5EB/awfRKaH+DQ/dBOySlPzK75cqmbxwc/VanKw+7ZDdxeO8QvxdbA2YVBJBA5fVFHHfpNW9PhN5rldi9v/eeoRCK7GRhnVNXl19V88fPKqoKiSo36NLqGsvCuGe5OVLPzX9d4hljRaiL1teH5hNZcXll8w0rGD0HCBRBqWX/Air+BlXkEdn6+2TwWbU8HmPMvJO/A68ofxY4Y7ahSIJZHLChqYuay6PFZ9XkN9fkN9EZvFEgk1vBBlEAChVCqUSpkiQTmXnVTTLBpjQdGb5uS+pJ+vJbXFaxgahVrnE7D5pZrSdVnM2tdlRSGWfd02aGLhmhENTN7tf4MxpFLZoR/uhj9J/firaRpWIOox/AY7GZrQmqzhRzfi2zHc71xsIdzp4mk1aFhPS40RiC1Cc6vVRQc4upl/d+iDz5f/0xQFVF3BunAkdPXnE5/eTvjju9vKAtwBQ11HTfHtxhl3jZ4uwNQWP1z4KPpJalJkdm5qKauWgyfgzG2NfINdpiwbYmajkQpEdyCUCXalf2ZBtJ5mOc+W3PFtjkonD5/mP3xal/SelaHpUz7cOW3FF1NSonOTo/MKMspK86q5LD6PK5SIpUQSnkjC6+lTTKwMzKwNrJ1MXXxsHDws8a2UGfoqyL2ynxypAf3oI7vpBJonp7ZPBYfzbdiLJ3m5AOBpYrpvzDhXI92Lk74oy1NWUfjYK/hTn6GaH761/3AiFrs/6ZViM6w8P7w8/+TIecMsmp/6HInoUXFjtN9Ya5dDQ2Y8LcnZk/C8iNOc1sMWC/tfPTDQxNrTwNSJbmRJoRsQyO76phdHL8ShMQrnoRxB5IhcjiCN/wEiQ+QIAlK5XCSTiuVSsUxGweHWegRGVxUpCrWOtHTq9F+mNXmcut9TwwBghLlToImd2j6TbNzjaktCy3Mkclk7hnIep+6jiKt57NoOrXYFbnQTAGh6z9GcYi7zbW0pAHRdXPI/yeQg9weR6X6ujSmGLK7guxOP9fVIEwar/3N9s3L8xMHFj99k7jn1tKqewxOIEUCIOCyRgCPgsUw235DeQeCsp5lpRnUNAFxNTlNut6LTfCzMPUxNXI2NbBh0a0aXKrCQcY03ZK2kJ+d6e4bnFwLA/Yzsdgz3vLr6i4nJN1LSFW51Tajm8lZdu/XTpHEzPTv+Hv4aH3E46Y2GI3each7ncNKbf1JiF7h6b/YPNiQ2B1pMdej3c+yrCp4a19WZ9LfvkOEOAOu2T6YxyOf+Cm2SNUyJK/ho9sHxswbMWBxsadtX6iij0KjRU/o3pai+epKyZutEGkNN9EtmckmTBI2C5ZvG9sQUW2Lasob9zbMRo6b0by3d4+pltXzTuKM/Nwul3LkQXZxfoxwfDwAm5ozP9sxGdb/4UqfpK4a7ua3RjFXDZ6wa3tsTaUE+L4ctaeBI2Pq4XhNkBAA0Bu0T7OIT3B15Ekjj/5Q2UdBDGo7h1Scy2S9waHxbhjtLXH4sb/kQkxWDDOd17hSaJKe2j0QmO/42/s+YN3yJhIjFfhIYtNLPv5v01GbYexZymLHVJVg0enfA+HlOPtqOsNErxF7PYHv0Q75UDACf+g5TttoB4EL226Y65Etc/AFgjLXzCEvHa/nJx9Jj8tiNse8imfR1RcHrio7V5TRkoXN/3RruX8U9EMgkZCz+a7/m6Pw31UUnst9ksqqqhBwqlkDHkwCAJxVHVBUMN2/z7H+mheexazEo9C+Dpk2x8QCAx6WZhzJe57Fr9fHkYeaOq90G2zaHoUODWAAAFJzW6ddXChIRAEMCJcjUHgAqBexZz076GlqudgvyMeiu6nIiwX02czWJsoxK39NhZ5m0QCwKFfJvYDCmevp/oVAdBL8JBdc5zI0k6hoq7euuT3Wgu03siU+bNrEYtJ+rlZ+rFbFtea6B7jYD3TsTdNQgFO5+HnYrNb35dGj0YFvrcS7OIfa2VvROht+ohYxvNNx52hjuIXa2GBRKhiCvC4oQALV3nNiSsgUXrqg0mlCpg2ws3U1M3E1NzGl6NAKBTiRI5UhZQ8OrgqJjsfFVHC4CsOPRM18LcweDDkSoTMla1HnoIlK5/GxG4oPC7F+GThhp3XjjwqLRyz38fogJa93/eUlevVBgQHyXSsgtWjvSzdt63xdXm2QHpRLZvUtv7l+OCRjqOmaan3+wc18Qi5w4d+C1U68UlZjEIumNMxHLNo5p3e38kRfKm/5Bzv17Q4klYKgrCo1SyN8BQFlR3ZerT+74db6K0DsATF80+OG1mOL8xhAPqVSmYrUbmtB+/GeF2reUvkNfMdy7glguFsj4AhmfL+NxJGyOtIEjZTdIWCxxPVNSzxLXz7JaFGDQmXLludxMAHCgutBwPVTzdlPsBXuq8Sf9mn8hV4pibxTFXxq6Vm3/m8UJScySXT7TAODX9MdlfOZvA+a3f4rXNaeiay+202Gy5XY3mmrsgUDWcCh7bvsjW5O959nua79PE/H1N2PqrthS/MaYbdLwkCZi6q5UC/MmW37Rfrffo6N+f6MmnVdtcqo+kRi/5iOVxhJ2w4pbN/OY9QAw3M5+1/CRNnQdfBPaKsCEQ2OODpu1Juz6tv7D/Y07KW02xc7d29D869gnQaa2azxaxHIwRYK/0hr/IE50w0DTRosHi0bPd/Kd5+QbU1V8qyDtaWm2ckGTroNBoVe7d1yFXisOBE7/PvHJEFMHa0qj5fF3ZtTPyc+bOrDEAkVQPgB8+OpSkKn9Ikf/MZaurcMn9g6cwpOK5zv4jbRwBoDbRSlb3txW7KoUsC/nv71ZmLxv0LQmN/mrqnwAcGdoJ1Qvkkkv578FgPmO/RUaPpfy3lYJOLE1xT8O1PQ1sssgCCIBECFyHoJw5HKmXF4rl5XLpCUyaY5UkiaX1wIKSyBOIet93KHV3t1QSYSvV3SLal5eXf3yKzfK2Y1OXFM96gd+vrO9PbqpimpTGkwtT4ufFZWA9zI3SyyvqOPzM6qq1ereDLS2HOnkEJqbDwAMEnGGp/t4F2c/K4vWVj4OA05Ghk5GhrO8PZZfvpFUUSmRyQ5Hxeyb1MFf2ISskdyHDqkT8Fc+ubEneExTlaVZzh4/x71qrekulctv5aav8NTZEnfP4B/kfPj6x799fTP2VfPCL4Igb8Iy34Rl4vBYnwCHAcHOzh6Wjm7mxF7SZzO10B8xyefZncYyPrfPR05fHMQwaPFlSHtbpHwJGAx69eddjRDuHIYmtBETfULvJTa1ZCQVfzjlwLiZ/kEj3e2dzSg0Ip8rYtZy0hOLVeJqlLGwMdxzZJlKsds+yDtmuB/J+y2Dk4JBYTAorAyRyRCZDJHKETU1GpSpE6sPoG+NQMbfm/mVJ93XmdrPlGiWzckAAE+abxen3U1UChr2pT/6wrP5p8IU8yc83//XoCXros+UC1gAMMLM7feBC7Ua1ozY7QFqScz7L6qOmhAdp1l9he6oUIAysXXXqoW51hSfLHb4GPONBHR7D5VNgYM3BbYIENe2ANNXoc/zmPV0AnHvmLHjHHXpMG4LfQLpytjFXRzEVk//9Eg1axRfvnmoEHsBgK2+qu9mKIBBpjaDTG1+gAmp9ZWx1SXJtRX57LpSXgNHIlJbCUVD5jh6a6IurxUmJL2Dg2c1bfKl4gOpLwFgkrX7p17DLckMvkycWFe2IvwiADDwpMiqgsiqAkea0cfuQyZauyub7wQM9u+Q5j/Xmdw4AJhi47FnwKRcdu3epOcxNUWfRN1AEGSyjUd4ZZ5CZXKGrXaJcRfyEpgiPgaFXujYaGc8LM0AgNVuQTRcD5nIfO5BHvsntbtQKD0cIZBAGI0nTUSj+/pzqytUcbhLLl2r5vIAgITDfhIStMTfVyu1E21pirTJra3X6sAgW5vE8goACC8oakuw8ruxo8oa2PN8vOZ4e5JwHT/QaQTCr1MmjPn7JALwIi+/w/496XFvQo4gOyKempKpo2wcAcCIRBliafeiRM1sb+SmvXOGOwDoG+l9/9cHCVG5x/c/zstoUTpUIpbGvc5WuIFRaNSkuQEbtBeV1gkLVo94+SBZKpUBgIAv/vvn+1v3NjvvZDL5oT13lftPXxykUlypJ/noi8npb4sqy5pjPoUC8e3zUbfPa6rFN2Ss5+ZvZ3ZYbaov8I4Z7u4075SGtwgKATTgUHgKhkrEkIgYEhlDJmMoGBQmqi4cAQQADPHGQ41HO1JdDPHGelhN1z3LBCU1oqoX1Y9fVDcXlr9TfuVB5U0UoBCQyxE5A2fwvef+brk8JbbGX3lU3iyO6X23cSV6ncuIda4jACCLXbkx5vwQE+cpVr5N3fTxZEc9k2M54Y9GfwptEGK8LMR4mdpdl4s+l4OcgVejAULC0D/r97h1eyeIq7/+supvY6LDHJu9eLR2Li4ShpbJDhtsvNiE6CCUcdoy3POY9WPOnGprkHZi3Ke59ds/bkLTphWNBgBciTiqpHiAuUVXHHLznHzaCn05PmJOp4fVHKFMSsbiFUIro6ycx1i3WdEMBeBlYObV/aVPdUi1kKuIpN/oOUwR1kJDE6sEHABAo1B3x65KZ1UeSA3LYFV9En2TLxXPdWgzzVqhwmlHNSBj8d4GFmeHL9oUdeNRaeauhEd8qfjHpGcAMMrCRVnPsUNYYsFfGa8BYIJ1P4UAPE8qzmPXAsA4q55THCNR1gr5V+XyejSagUabojHmGKwtFuuExXlisE4AaACQyYpYtR+Q9bbiCZrmVwi4RwXco22c8UMq/VudXYAu+Pz+Y4XVbs2gn5gzw76jWJGuY0WnKYJecmrrOu6thJJgZZvVJc30qPdXLNFqWDt9hquxUWZNLUsg5InFFHx7Pt2e97grkCPI1lePw+Z+SMXhAWCmk4dawz2ltqqcx7Gg9H6xv07gN9ipf6Bj2MOUW+cjVSLFFRCJuDnLO1mmoOtY2hpOXRh440yEYjP0flLAULfhExtTgE7/8TQ/q6Kps7m1wZL1o3phlv9CpZH2n1vz9fqzOell2h5rZWe0YvO4oJHvTOrRO2a4DzUePdRYvbxxvbjucN6vCCAYFGaS+czRppOwKK2vzoHi9KnLzgx2aqmguIRfwJIwAQABRCJvjk20JndLNsyMl3/mcaoB4AVknsh9dWXYRz/7z4W2Q2VeVWUPNnb62nuKSvs4C49DmarpmJpQwk8u4SePM2/T4u86ckT2ourIW+YdI4LtXJufSBitA0kd9AaZMB0wKOwS+0PtdHPUN8jfpIML+XbEKCMy+e/4uDNJidfS01b091s7IKAp1axXODhk+sEh0ztxIBGD/TVo8gIn3x8SQncNUBOt+E5jQaZTcQSuRPRX+uvPvUfQcMTwyrwfE58BwBQbT3MyzZxMG2bm9FfG6yIusx2rHQD8DK3y2LVHMiOpOMIUGw99AnmVW9DTsmyWWPBl3H0A8Daw+GWQFvUsAWBH3H2Fu32TR6PGjkTeWJTnaEbUJBt3W6q+AYGCR2OEMkkJj5XBqkqoLY2oKngyYZ0OEypQKLy+0V0u+xsUSo9K3w0Acnkth/U5Rpyg2AQAqThBIn4rlaRpbri/Q7wqKIosKgYABol4dv5s3caytwUOg3ExNsqorlFRmeyQZld9nXau+g4x+NcHIeloJa1XPO4KagW8k6nxH/cfDACjbBywaLTadb+nRTlL3f16fHa6AYVCDZ/oPXyid1Fu9cPrsaH3E9nM5niqVZ9PVKkz2sMs+WhU5PP0Jjf2b19fl8lkA4e43jwXeeVEs3giBoPetndub0X1NKFvpHfgwtp7l99c+ieMqYEQH4mMHxDiMmqy78ChrphWgrN9GRTSUtH5HYUlqf8p8+sGCYuK1fvI8TM7SmN6hByR3a24nsVJ+9RlJxalnb31qPLOnfIrbnqe650+lyEyAAQFaCwai1KfJqQbtI1xrxFytidcqxI2FPOa7+wMPDl83HatzitHZGcK1ssRyTKHo+hWLzwNkqp/cj/QZBw7yoDZNupz4DiS2ntlP5QJ0gDAz2DGSFP1V6SMIjnVAG+FRmH76091p4/GobVbxnqSl7v23p0Ou9nQGS+XtalVWsnl/BIZcSszQ44g5np6Xw8b0TNhM70FAsj2hGtDTV0nWfbpeoQqXMxL+CpeVTbOx8Di1LBFejgtvjbVQu6C0DNFXDWmEgpgtr3v137jSBjtbiZ5nLpjmVEkLO7r/s0hxR9FXH1S1oG6UdacL9svatsWAt5JbsPO1u1U2i4h/5JUmqVv/ASLcweQ1VX6ASCGZokKjzubuVokuK9vdB+L9+3wLLpNTu0BNt99cDc9CwC+HzdqgW/Pfb2/e/biTHwiADxfvdy2VSXUP15HcUTi1YEDjCkt3Ntimczjlz8QACwanbblY0wXikCpMOzw8TI2m4zHJW/e0GFnrzN/sMUtJGssKHp2dH1LKq3pPwsK7Xpu2sG3asISbPQY4fNWNT01uRJxnYBfJ+S/ra6ILC+KqijhSdrM2bWk0l7PW60IbJt3/1J0hRq39BBLu3MTemLRsgdA5Eh2WllCZE58ZC6ZSvjukEaP3W4lI6n48+XHpBJZO3027Jg6eb6Os5i6glwufxudFx+Rk5tRXl5cz+MKhQIxDofVo5OMzejW9sb2LmbuvjbOHpbvlr3exDvmcVeLFJEczTugsNo/dfnKjGgBAAnMN48qb8+1Xlovri3k5cXVRwcaarfklM/LBgB7ihMGhcFoE4fddeQIIpCJKdgOrA22RLAh5hwVS7w9YiMGhW5KTpUh8qbQGgA4F7LKW1+1PI0K0XUXa0UFM62/b221awUerSZaFwEkmfkgvPq4SM5zo43IZL9o3acdaDhTrrT+aeUfEbVnAgzn+upPxqK0M9/br4c66fxZnkR9xRAFZlS9X8aOX+Lt+8Xzp5m1Nevu3Rlh77Bn5Ggzqta+qA0x55KZpWpfq+6WJp3Lj5xo6T3Nuj8D35sp7b9nPHtYlkLE4FQM974zQ7UscPRzohkdzohIZ1WyxUJ7PcPpdl7LnAO0VUw3IVLvjP3wZPabJ2VZBZw6qVxuQCA704z9ja0nWbs76HVGss1Rz7B1Bur+wBk3CpPja0sKuPXVAg5LLBDLpDIEwaLRRAyOjMVTsfg21ES6AApLpn3Orl/J5x6i6R8CwOAIQ0SCmzJpLgbrIpfXiIXP0BhLLF5rRaN3guSKKgDAotHT3DsoaqZbAqytFIb7q4Ki1ob7zbSMElbDxcTkwzOnDrFvXtHFYzCORoZ6BLyrsRFfItHTUYXmqKKSMjYbAIJtNRLkcWQYogD6GRi7/fsfDa9mJvfzM1s3AsBcVy/lLzEVh6fi8LY0hp+JxUpPf75UciEz6de413x1ZZvKuOxXZYXDrOwBYIS1g1rDPbaqtC291xnPjk+39V7qPLDDazyY/oojFn7hOyaprmz285Nq+0RN/cSY2OY9/1hW9JGMiLjpWzo8Vzug0ChXLytXL6sFa9TUpugV+vnYfL5n9t7tV5o0W1RYvmlsn7LaAQCNRvsHOfsHtRkO+q7zXzDcn1TeK+Lno1Ho1Q6fKKx2AMCh8aWC4keVt6dbzq8SVujhOl4SFcj4P2V+7UXv34/mZU9xKuUXAYA9xQkBRI7IpYhEJBMJZHwsGmuI78ZyCYn1xbPCDlmR9cOqmr1xCkN8rcvwj1wblROTmSVfvr1ezKu/O3LTi8rMQ1mhISbOALAx9kKwsVPylO9+SntYJ+Qo4m3ap4j3NqrmnBnRxYEaoLYDHWfaYYB7IvPes8qDXowJyo0IILmcyIias7WiAhyaNN5ii6veEG0Nd2uKzyDDefncmJdVR19W/Z1Qf2uE6Vpnvc7IBHUFHzOzuwsW/ZMQ98eb6BcF+RPOnflu5Kh23ge0AgHkTF5EFrsyo6HiYObz6db917gMNyZ2HLjJEvOHPt7bfp8BhnYngtpcT1DhXH7UidxXg40dv/ZukRHV6Rn2JAONbQbqoiIpBYvf4D5kg3v3RpcSMNgFjn4LHLtllZ9EWU6iLAf1cpByNMZELHyIIBwUSg+DsQQAubwOAyDg/oMgIjLlg7ZeGFi1kyXityqNamPcqfTdign0KbgiMQAwSMQmicaeYYi9LRGLFUqlj7JyFvu1eCmKKy0rYTUAAALg0SoD9dFKHftc2SLRt88a78CL/Xw1OeTW1EUd9nlbXZ7fwGzdjkGhZjt7tHMgGYv70HNAsIXN7LsXuepc79EVJQrDPchC/U9bKJUm11T6m1qqtMfWFKfUV6xxC+ZJxXypuEEsJGKwVhSG2kEWOvotDD1DxRE2egzNnbszu6FmU/SN7d6j7fUMfk5+/rIid7vP6Has9v82wyZ4E4i4fV9e43FbFN4iEHHrtk8eP2tAb03s/5Z33nCXIpIXNY8BYJjxGCdqsxXlRe/vTO1nR3G0Itlsd/tek6EqhGXVosrn1Q+fVz9savwr7xeVbjMsF4wx1UiTRCuKefWXCt+8qc33YlgdGrTYgsQ4mv3ySUXa9WHrAaBayB737LcAo8Z8OKaYtyfl3mBjp2JeDLHlqr0elpjZUKHmBG1QI8y/XfodAkilMPtxxW8jTddrG44CAFxpXUTNaUfqIHtqi9/ws8qDScz7AGBL6T/W/BM6zkwiF2g7uAIHaoAdxS+2/npEzZnbpd856wWPNd9Ewmgkzrjp4f1ND++308GGztBkHAwavXZAwGgHp00P72fU1mx6eP9FQf6eUWNIXasfDgAoQF0eujaurvBJRfqt4oQrRbGJzOJrw9Z3cVhtuVIUuy/tkRvN7NcB81UiNPrIDN+jC9B4wkgh/5JEFI0njkGhaVicJwpIMmmRgPcPCk0nkXt/gb6bMKFS6vj8Wh6/oJ7ZA2mpTVDw+BFODg8zs98Ul5Q2NFgpqcqef9tYKXmmp7sBuXslyev4/HU37ubW1gHASEeHYDsdvOUquJ6TprZ9iJWduQaZo/0MTDb4Bu6NDW+9K7Gm4t8+xngMRixTE7MRXVnSZLh/Ff/gYl6CIgsfBfDZm1tkLJ6MxVNx+EnWHuv6qff4GBIovwXO2JccKkPkGBTahW78oWvglje32BLhLDufZxM/MiM1+/5Cy3NWv76sdhynK425In+HzFPIy/43CBzR79i9zddOvop6kVFT2aBvRA0Y4jprWYi51X9ZgarP8s4b7gW8XJ6Ui0ahx5iqrkRvdtmh1VB2ZIdNzl+8ZcUW8HKrhOXifxNS0Sg0BoXBonAENJGCpTpSGwsh3a+4kcSKn2Ix24veXq6bJlQJ2ZtiL8yw8fPVt3Gjm1uQGAAw3cbvaE5YTG1+gJHDxYI3DnrGAwztFP318ZTLQ9fViriXC2MAgCnmkTCNeSH2VKOomjwNz1vKT71d+q0UEU+z+jqb8zqF9bhSmDPL+nsqVouyoFJEdLd0DwLy0WYbVXb1159aKcgebLTISW+w2mO1Ao3CDjKcZ0fxu1O6J4cTQcUajjLTyHDsYqiMCk4GBjfnL9z7OvxU4ttbmRnZdbVHp0yz1Gu+rU8KPVDCay+ZTDmQ6d7IT2woBgCARqEDjBwCjByWOwb/mv54nIVn6wOP576i40izbZvfjhh4cvKU7zSffDucyY/8Je2RK83s78HLqOrCtDo3w/f0KRRedhzeH4XCYXE+AECmridT1wOATJqDJ4zA4Qej0B2sTxqYRmMwbUbfCflXOKzNup22rhjmYK8olbrq2q1fJo/3tVCjoNVNzPDo9zAzGwE4EZvw9ejGQIhiFutBZg4AYNHoNYEdR3R0hZd5BV8+elbN5QKAJY22d6LOKlwKpdJbeRlqd8130TSRYJpjP7WGey6rUYoHh8a4G5g02fHKJNc0q+587z/xe/+JNwqTt8bcuTZquY+hqie+LTz0zU4NWwgAU578k8FqHvBqQeLVgkQA+HXQtGm2XgAw0sI5d65qAolOQmX6MvqG1FWfTVj12YSOu76nm3nnDfd6cR0AmBIsGLiuuk/QKIyrnoerngcAxDOjjxf8aUa0+Nr957b65/NySgVFJfyirhvupkTazeEbACC+rlC5cZqV74GMp9s9J57Njzoa2KYbLKGuyIXWuMZqSdYv5WskQZDREPqo4lc5IptosdVZL9hZL9iG7P208uD5wk1zbPYa4DsIi1cgkQvulO2uEGZOt9qlh1M1940Idkvs/9RkHM0xJTovtPvtUcVvISbLNDxEVx73JvAYzNfDRvQ3M9/69El6Tc2R2JjvR6oXO+oElmR9tVW08rk1h7NeWJAZM2z8Opew2BYyRP5T6sNLhW8c9Uz+Gbysw/j1np/he7qOXM7kc/bJ5Rya/kEieSFAY3kHTsM2Ie8c3eA0njiaZnCidyfZ3Swb0P9yUgpTIChksmafvdTPxDjE3tbD1MROn2FEodCJRDwGjQCwhSK2SMQWiio4nPSq6vSq6rSq6vsrluiTOu8RH+5ob6vPKGKyLiamLPHzVfj7f3rxSiaXA8BcH89ukrgRSCThBUXHY+ITyhr1wq3otHMLZuvQu/+wMJvTMntVgRGJMsZW0zx+CyrNkEhuXfqtTsBvKhzrbWym1nDPYrYo1SJHkKOZkVg0ek3EFQSBL31HKwzu0zmxXIlovXuIyuEyRO569QfF55eTNgDA6WGLgk3twyvzfkt5eWvMSgCY1Ubg+4OS9F9TXlYLOAaEPpf2857/Ku+84U7GUABADu2lPHcCjpQNAAxce8tAxgTTDEjhyTpWHeo0m/qNmRV2aEXkybUuw/3/dberkMOuelyRdnzwstDKTAAwI9GqhJz2i1JJ5IKImrNx9dfRKMxEy239/q2T6sWYQMUa3S797krRtvm2v6oVdFemTlR8r+yHWlHhRMttbcXHdwcUrMEs692a99etx72JKa5uljT6gejIL4cOV26/P/KT1p13Jd26V5psTqI3SATaav4AgEAm3hJ3GQHkJ785TTZxOZ81/rlqCVi1BBk7HWnjxa9KyN4af+VtfTEABBo7djrrVO0M39NHEIsihYIgRM4mkjuOV/4PY0QhH5oxefX124pg94zqGoUDXhOKmQ1dMdzRKNTGkMFb7j6UyGQbb98/Nnv6rbSMx9m5AEAjEDYPCer0yE3IEYQjEnFEIpZAWFDPyqmtS6+ujioqEUmlTX1GOjn8PGkcg6jLml+XspLVts918cRqo4RjQ2O0NtxlCMKTiBVq7vY09e65IjZLIJWQsI1Ro7eLUvLYtdNtvXb2H5vGrPzw1SUXusmxrKhUZuUvAWqEXDEodO7cncrm+9Kw8017m6JfwEl1IbGQW785+tbuARNHmDsvD7/Alap5e+luZFI5t4FfVVJXlFmem1KSEZs3adnQcQt7OgfsPT3JO2+4O1FdcWhclbCiTFBsSdJZxJ5CAx7drv0hQ2QAoK3KpFa8qs4WyCQMPDmiJneadX+1uYBZ7MoZ1n79DWwVhrshQc+cROe0fQfJYL8Iq/qHK60jYKiTLFQNbnvqwCmWX94q/e5q8fbF9gfbkloXywUxdVdi666iUdipVl/1fKqohox1dOpQ0P3+Iu3KlyjjZ25+ZsasDrudzH19ozhhq8eE6Nq8ZGaptmeRI/Idb2/kcaq3e07sR+/M4j4Zq0ZhV44g14vj9mc85UqEEyy9HpaldGJkXc3wPd0DIpWkAoBMmo1CM6j03dyGnUL++db9GuqXqrTgiaPoBmd6Yo49S4C11fUlC/aFvX6Rmy/TRg25iMXysehSVbKp7m5XklLeFJdmVNcE//VPU/s3Y0d25ZWgiTvpmZ/de9TWXldjoy1Dg0c6aVE4TBPyWPVqxV5QAAvctBPcNCSq/yMIpBKF4W5Hb2G46+EJfiYWA0wtB5haNqnKMEX8vUnPBxrb/BQwNaW+fF9yqEQumxd6era9z50xHxIwGtk8GnrcU+srZIh8qo0nAYMNNrU/lhVdJeAoKqxpy4HN5x5fiDj66msbl+b757rhuwFBDod9pfaQw19evnP8Zev22nJWJybQdThM7u6FB/OTi5d/N3fiyh5SxQm/EXPll3sHXn6Nxb/z1mxbtL7Gd/5SSRjySJPxjyvvniz86xPnHVSsbmQuDPBGAFAhbLMEFwJIDicDAEyJOjNTpHIZSyzAoNAIIDG1BWfzI3M51b8PXOCtb30g4+mMl39+4Bg0zy6Ajmtxd5ts5WNKbDavbSgGD0dtBgCRTNL6xaOY9/Z+2V4AMCE6TrXcycBbtJ6Go97gUWYfPav8827ZntnWP6BbSmEyxaXJrEfJrIciGdeIYDfZ8gsjgp2O/gD/TU7lvT6Q8TTExHmRQ2B0rabpB03IEeSbpNvPKtLn2A5caB+ovMuCzOgwwP1KYczulHuzbFpUBZcjyIuqzL+yQnPYVWQs/nvfGWPMPTptuLczw/f0IhJxHJf9jVScCAA4/GC6wTEUmsFt+AZ0vT75zuFoaHBk5lSWQBhdXJJaWV3IZFZwOHU8AVcsEkikUplMhiAYNBqPQePQGDIep0cg0IgErZzHakEB7J8yce65S6UN7KbGlQH+09zdujiyggmuzrufvWQJW0h/MEjEUU6Os708BlprGu2tFWczVFWGFIRY2tnoMbQaqsllrkJTQqodTd9aj66w1AeYWrroG6FblicTy2XrI6+L5NJfBk27W5y6PfZuf0MrfQJ5jKWrcgmFDtHQ496PYYpBoV5U5PoYWDwuzQKAagG3c4a7VCIFACq9xYIn3ZBalFne1iEUGgmNQWNxGLoB1dLRVCqRpkbn2rtbjpmvg4yyTnDxp7uJL9MB4NDm0wHjfYwsdZa3WpJV/uvqf1Z8P9d7aLOK692jzyLuxC36YnrO24KE56kBE3x1dbpl7lsIZLyFg6m9l42jj42zr52JjRZZf51Dq2t85w13AJhkPrOEX5TOTv4p8+uFNiv70dTkzGmLM9WNjKEwxXWvap8PMVJTyPdW2eVqUSUeTfDucoC7gkdlKVsTrlKxhE/6jXlclnok++V8+4B9/nMVWafbPCZMt+5/qeDNuuizJ4OWE9qt/1ItZE97cVCOILt8VJcFbSj9vRkTqTjDQMP57Ui2++pPqRRkGxPtVaz2t8w7zysPAQAeTR5uutpPfzq6ZxXu3y0kctkPKfeuF8f3N7D5dcC8TpTuEsokWxOuvqzMHG3u/qWX1lpGNULOn1mhw0xdg01a6BvsSbl3tSgWAAKNHb/xnmpJ1udL26yB0q0zfE83wWF9KuRfBgAMxlomK8HiXFFoBgAYWxQ39WEz14sEtxSfUWgGImdR6T+SKB1LytRX/Rdezxgk4nhX5/GuPSr9YUKlXFk8f09oWGhuviGZtHrQwIX9dVYHioDFzvByv56cZkylOBsZepqZBlhb+liY67D4rgoCqaQtPZkl/Xy1Ha2tkguyfyM/Hej6r+etbmcEGSI3IlJ+CZgmlEm/iL03y87ne/+Jox/+RdayYpqyx/3G6BVyBJnx7Hjrbo40o18GTf8p6XmNkGNBpgOAJUUjoTM1M5fKAUBPv0UFLrIeUcATAYBUIhMLJWS9FgFOH2yf+sH2RtHeuOdpu1f+HTTR9/NDy4hk3ej9a0thWknI9IGLvpi+btCO4sxyheF+7cCDf764qMnh53N/b8vWv3PkaUZMLqtlMVQSlfg2NG3dviX9ApzQLesozbFcx67ntn+6qWtHr9+vuswIABX51RUF1QBQmFYaeTde0ahvSvcMcvUb5Tlooq+huWq8Vnp0zr4Pj4ZMGzB60RBb906+Hmt1jf8Fwx2Lwq113Hyl5Ozr2tCDuXsdKM6DDYd50n3pOEanx8Sh8ePMptwsu3Sp+FQ2J2Oo8ShzoiUJQ2FLWHm87LCap3ncbACYYTmfitVNRtF4S6/xll7KmyodXGlm37Q0xI0IVGWH6xb3Ro+CCZEWNaFNRZ2x5ps0mo+Fmux4D/roFNZjN9owH/1JBDSldYcOwaFJHUrCN8HAW2jeua+Rwiz9OulWHqfa18Dm0KAlTbI/mpPMLNmZeLOQWzvR0ntP/5naBo6LZJLP4i/LEWSn9xSVXQvsB6Wxyta4DB9h1iVXXxdn+J7ug0zdKJWkk6lrAXBsphpbRyJ+IxLcBsDiCUFiUTiZupbH/pnH+ZFAHI/GqKqJ9xHuFH8caLLOhOje2xPpEiZUyu9TJ3bT4DtGDtsxclg3Dd6a6zlpbHVpqeYUvdEap6U2IQf1kUtojV0eJAzuj8EzAeBsbiwejfnGbzxa45cWRQUooaw5H2ComeNQM8cXFblrX182I9H6MdQESk2x8Zhi4wEA3799bEamdSJFlc8Rsuu5HBYPg0U/Ph/BZvI49byGei6Hyct+WygSiGc5beZzhD4hrnuvf6J2hPunww9/ednU2pBVw17otR1PwA6e4Lt8xzSagW6E56PuJuyaux8AUE1/zKb//7eFTCUOmxt4/5/Q17disTiMTT+dLe+wathPz7128rUbMqOF7NLgyX5ECqGmrP5A2De6OhcAmDuY3Kr+h9vAqyqqLcooK84sy4zJy3lb+OpmzKubMUFT/L+58onKIZd/uVueV3Xlt/tXfrvvPcRt/tap/qNV7bf20fYa/wuGOwBgUbiFNiv89ANul13O5+Xk83IAwIpks9Xt207HoI8xncySMF9WP4lnRsczo1X24tGEmZYLhhrrTEvknQCPJn9gf6i3Z9HXKeHVH8sNv13yVo4gs2z8v/CahEdr90PL49QczXn5pDwVjUJvcR+31FHrFAK+VLwl/nIys/SPgIXKkVQKnPRMLg1dq+2Yup3he7oVDNZO3/gRAIgEavSUZLJidv1qAISit1kmrwARYLH9iOTZQv4VNnMl3fAaqo3ixAyje52eUr2o4Grhsvb7TLH+3YLs27SZWH9RLOcGGK0CAKa4qEKQjEF18AKcyrwRUf170+ZCh8t6ODMAqBFm3SvZvNz5gXLnC/lzOZIq1SFaooczXehwpf0+/7ecTlcfJ7PIzacTbn6FwE5rcBit13XdGWZSRB5TXeRnZPV84nqpXNYgFtaL+ABgr6fGrXuvOO3HpGcmROry8AubPIa50pvfXYeZOabO2i6Ry4QyqVguw7daFpDK5ceyoh6UZJwboXW6VHZi0aZxzRX0Dm2/1LoPnyMkkPBq/ehSifTIzqv3T4UDQHlBTXlBDQAIuPDo3Ouk11m/3f+cYaSD4GHk3xcqpCknBFHdhcFhVnw3tzy3KjexaMX3c40sWril997f3n9km3W4/vj45P1joW3t/Xv7BQFXmJtYOL5VfQkyjWSszkl/texwuxfUASQ9IkmPaGxl6BncqGkh4AgTQlNDL0X6DlfjNfj22qe5iYXR998+OP4i+VVm8qvMfU92eA/Rwimm7TX+Rwx3BW56nm5unoW8vJj6iHR28giT8V3MHJ1jtcRfPzCy9mUON7NBwpQjCAVLMSda9aN5DjIYQsN1clHsPf9hWGL+zLBDIpnEiEDd4T1llJkWldXL+azXNTn3SpMS64sBYJRZv83u4xQq71qRx6nZlnAll1P9Q/9ZQ0xctD28B2b4nl5EJs1vqF8sl9eSKEvJeps4DY0aR1T6dxLxG4k4gV3/Ic3gMAqlxl3HZe8CREahbRVwj4mEjxhGN1AoCoIIeOwfZdICuuEpAAwgUh53v1Sc3HoQLJq40rnNNbQL+aplnvM4oa60Rt3oDNZdALhWuLJpr4PesDEWqjkenvozPfVnavaXABWLXCznnsyZtMTxJhn7/ivdMa/KCrOZta3bcWiMtmmpCqRtiKG1FULTDv5G1vsCph7KeJ3LrmWLBQBAwOAYeNJwc6fv/FWVyFPqKw5nRHzVf+w4q37XC5KuFST+mPSUKxGp5C4TMdjIqZ+0NtwPpL7M5dReHrnUhqq1JjWVTiaSCTR9Cp8n5LL4I2cH0A31aIZUugGVbki9ceR5TmLRhdSfKDQ1abvlBTU/rj6Wm1zsHuA4bmFwvwH2ptaGQr6oKLPiysHHcaFpx7+7seUPNdEg2hI0xf+x4GxbexEEmW+7wdnPnsqg7H2gtWBa+8Q/S3l+IaKtvXy2gMdWlSHqDkh6xOBpA4KntVmfxMnXzsnXbs7mSTcOPsyOL1Brtf++4cTQWYP6j1B9genENf6nDHcFdhRHO4qjrkZzoDg7UP479c/e090w8OQlDoMFUvFHriP1cC1CEuWInClu8y7zWfzlJ+VpAIACVICR/XrXkf0NbLU9O08qOpn7+lReBBaN/sV/3mhzXQYV6GSGvUJxRtkPHxyasHz4pA9H/ofFBzRBLHrJZq5DED6V9g2J2iKEBoXSo+kfY9XNEYtCWTVTqYy9OHwLySm5rFLIOw0oIoW2A4VmSCWpPPbPVPq3KBQJQRrEolAeey+FtgMBuUxaLBaFsmpnMQwvK2LrFUjlwqNZmgZy1Aqz64S5+aiXCMgc9IZnsO7g0ZTJ1vv1cKYX8xdOtPrZlKSazlQpSLldvEG5RZ9gP9fuVIfnOp07RShrTBg9mzcDADAo3IcuzzScqloK00vXDPxy36MvvIeovr1LJbLnFyNuHHz01YWNVs5dUqrpRf5OjlXbPtnB1YjUmUDKtjzueO097gAw0dp9orVGN0AvA/P74xp/C7PtfWbb+2h1os+8R2o9uX+xsDe+WXAAAH7fcv7Rudef/r4Ug20OOHxyIRKDw7S22hEEuX8q/MT3NwU80bIvp83bNL5pF56I8wpy7jfQ4aMRuyPuJ+rEcG+f/JRiVg174FidpWo0UZJV/sPiP8k00pGYH0xtVdNDf1hy6PWtWEefFs8gsVAyRX+FhuNP+nDkxoPLW7d/NGgnAFi5mDv62Lj4ObgOcCCre3FqDYGMX7BNjd4oALx9kfbg+Ivct4UHI1r4GjpxjfCfNNy7CZlM/uu2K4YmtJVbuys88T3/DTa6qQZQ3ShO2JV0S/HZSU99APESh6AcdtVkK59JVj6K0rlaUcSru14Uf704jiMROumZ/Ow/t60TdZouzlCZn1ccYddzh84MGPvB0Lb6ZMbmXfn1np2H9QdfaepAVUtxZvnW8T8yqxuenH01dsnQ/1vDHZGzuezvhfyLWKyrnv5virKpKmBx7gzDaw11C6XSrIa6+fomYcoVUjkNXyCImERZikIRSZSlQv5FAe8EkTwXi/Og0n+UiGL53L9whBA8YRhN/yAHRRTyL7DqFjCMrqFQjWacwuPOkVQ+r/h+svVvMTX/SOSCYWafq51wEvOSDTUQiyICwKuq36woAy3Jfq+qfqXiTK0pAa2tdgAwI3mtcQ3T/G9SJUh/VLZtqdPdtjpcK1zpYzDPmaabIqM8Nj/nbWHs4+TQy5EYLHrN3kUqVvvbF2nbJ//0zaVNQVP82xqkj5BRXxNeVqh21wrPTk5e2obhjv0/SJ5Bo1EAIJfLMdB4sUK+qDSvikRREyGT8DLj0PZLaAx606+Lhk4b8MOqf+JC002tDWesGTV2wWAAwOIwzj42JTmVUokUi+veO96TM+EoFCpoqo6/saXZFTum7eM28L84s761RYvIkbehqR5BLgSS1sljTSi/IzXBrufmJRcBQF5yUdi1aADAYDGuAxwCJ/UfNjvQzM64Eyfisni/rfkHi8d+emSVcnunr/H/9BmmlqTovEO7bjp5WG79dYFye3UZ89ftVyYtCJSIpA+vxCzfMl4lhfk972mfAYa2BAxOIpfaUYxaS/0o8NG3vj1iY+fGv1jw5sfU+wBAxRK2uI9b7DC4O/JEuzJDFdKisisLa/RN6a0N98zYvKu/3bdxs3D2s4+4HZf0Mn3htqmdtrYj7sTtX3ucw+S6+Nn/cG8rSU+XdWfeERqT7cSi5xJxBIW2g0xZBW0rSmFx/fRNnnFZ2/DEccpWu4B3TCx8gkLTyVRFdjuarPcpu34ln3uYpv8nCkWmMnY31C3hsffijYcBgB7jJ7msXCx6yWF+TDM43pTOxpFUPC7baUhwyGp4mMq8joA8s6E5bt5Lf3aQyccAUCVIz2WHejCmC2UNPGkdX1o/xmIXADqq5jBTVDjf4UJb81eJcQ80Xhdd0xzw2uTvH2e52446RPnA6TaH9Qk2ilAZgaz+ZlEnk0BOfXvt4s93mjY/H/+j4sPanxY9OfeqNKdi4FjvNXsXDp7s1xWbo4n8lOLdi/9ctH3aqAU9mmdyOOmN2nZ/U0tvo06uISjSQ1vTOY/7uwWOgAUAqViKw2MBYNuM/cmR2QDgP0LNooH/CPdRcwOHTPUbNMbryM4rr+4kAEBhRtn+T87kJhd99ON8ACjMKGcY6XW31c5hcp+eez1grLexlaEOh82Oz/9i0k/cBv6SnTOHz1GjYRX94C27njt8tuouPBHXTlRPE/vXHXt0KixoqprQF5oB9UrpX7Vl9ZUFNXlJRTlvC5JfZaZH56RH58Q9Sd73pE3Zj7ZAEOSX1X9Xl9St3rvA3qv5jtrpa4T3hrsyODy2JL+mdTKHoRm9spT56ErslMVBfK6QyxHSGKqZ43fORjy7meAT6Og50N7YnKFHJ9EYFAKpG2szvecdwoZiGDtRfRENnTDF2vdmScJ4C8+5tgOpuM7YpmQsvkNJeF1RX8mqLKwBAK+QxkBALov38OTL5xcifry/rb6S9fpWLJVOvlj4p4WjaXleVfKrTL9RWmu8CjjCv7+48OD4C8VmdkLBbIt1Kn2IFMLt2mPtDLJj6s+AQgWM85n2kW58rj0Jq3a2TJqDIGwAQKNNCaQZBNIMTQ5Eow1pBi3+LEL+eW7DLgCg0r9HoxsDeQnEMWiMiUh4Vy77Co0xxRNG4vCDJOI3IuEjAnE8AFpP/yCzeqRI+FjAO0miNK5fJzOvWJL9Svixxbw3CLTwsGLRRIXVLpbzXlb+2JQBR8EajrX4LqPhfhrrhgdjulDGul70oRdjtit9Yutg9NYx7j4G86GN5NTuYNk3s/1Hef25+fS+x18qZD02j/p+wedTAsb7Pjn3atLKkWt/1mXxWi6LX5ZbKZWo0eZ/cjb8+h+PmqahQwrZzHv5mWp3reysux0AeBI1orRUHF5zZZh3F0XuqYAnIlGJAGDnbpkRl+8Z6LTuh3lq+392sDEGJiUyx8TS4I+nX5TlVf2+5fzdE2Hewa5VJXX5aaU9UD/1zPc3eA382Z/oOAzB1t3Kd4SH6wCHuVsmq+1w4+AjEpU4dHZn6rUXpJQ8Oftq4Dif1uHmCuiGenRDPUdvW0VQu1QsTQrPeHIm3M7TWm3/9vl724WouwnDZgfO2tTir9SVa3xvuDdjbmMIAByWahQyBoMePcO/voo9eLT74NHqY+ZiXmbmpJbmpJZeO9ZioXbh+lFLNr17j/z3vFtQsYQrQ1Wt0j7L29BG4WevkMac/ZhHSce+vAQAJ766suXoKoW9nvI6c8S8oMrCam2LX4j44ttHnl799V6HUr4YbAeevOKsiuriWgBox3CXSWVR9xLuHwsNmT5w0oedj3bVOSTKEjZzPQpFxhNDSJRlnR5HwDvFbdgBAGTqWiJJuU4whkCcLJNmy2TlaIwpAJCoa4ArQ0GjIxmNNqDSvxEJ7uGJzcFjwSab4utO49HkiXY/n8+bo/aMbEk5AUN1ojUW0GCKi1JLPrGlBk+23p/Oum1B9vUxmJ/BunereN0I8y/NSS1iftpSlemQW8WNv6CmGHdNjlKL6wAHPld4ad/d1T8uKMooS4/OMWil/awreA18ADC3VxMXh8VjC9NLrx14sOI71azfLvJX0hu1RWdt9Bjj7TqfDa/WcGe0UU71P4ZCwb00r8rAlA4A6/bMXbdHo381EpVYmluV+Cpz0FivrX8t3zzx55/XnZCIpXoMyuLPu7ewRnJ4xt2jz/xHe6nVWukKBBL+q4ttru6G34hJDs+Yu2Wynr7Wb6RioeTnD4/g8Nj1v3VcsEIBFo/1H+2lrcKjgjPfXb9x8JFzf/stR1ep7OrKNXbecJcjsm9SZ0+2WDXI8D8S861vRCWR8TWVDa13Ldk4pv1jt/22ICe1LC+tLDe9rKqMxecIeBwhjyt08uiWYnXts+vDYygUyjfI2SfI2c71ff359/QtYp8kA4CZnXGTtTFyflDE7bjXt2Kfnn01Z/Mkhb1uamus7b0yN7Ew9FLU8wuvWTVsABg0sf+6fYvNHVRtmkv77p765iqCIOv3d3DvZlU3AICdu1U7fSQi6cGNp1g17LLcyvHLhnX4MtBjEEjTjEnq47KU0aP/pEf/qZ0OJPIiqSQNjTag0L5Q2UWlf9/ijMRxBGKL+pTKbn4ZIgaApPqLcbUnxlv+qKhHtsolVFHEjSUuvl7U+GwzIjhPtzkcVfOXTC4GAH28bbDJpjxO6NOyr2l4S2vKoIiq3yda/xKC+qT1bLVSlVFGOVRGKGu4UaT6oNUcPBE3+cORtw8/XbVn/tNzr+zcrZz+TS+7eejxzUPNujpoDPoh+1SnTwQACsUJtclzI+YOvv77wztHny3YOlXhx9UJxRxWW0WXVnkN6EqxJ65aw53wfxHeZmFnDACnf7yz/sf55nZGCge8kC/isQUcFh9BEAcP9XehSUuH/Pwmd++aFvWh9I1pe65sVNFk1C215cy9yw5jsJiPNLaAdUJFQfXBj08amuvP+0y9o7odEDny84oj+cnFH/++rPVzQbdIRNJDn555eOKFvZf1j/e3EshaxMV1eI3vPe4tcOhnkRZfWFFcp/C+8zjC6Odprx6muPnazF/Xni9Nj072C3b2C+4T+jMZCYXsel7001QA0DfSm/vR6Okr2kwBfM97ehK5TB77OAkA+o9sEf3y4Z75kXfj5TL5tQMPPj3yYSdGPvDR8YcnXyo+O/naDZrY/82DtykRWco3aKlE9sfHJx+fDgOApd/Mbj8sWCKSioUSAGhf94NIISzYNu3wZ2erimpDL0WOWTyknc7vJCicHmNf14cRyhrwaHKFIJmE1ceiG1Pu/sluvq9i0W2aaPF1p8r5bwNNPhLJGkIrdgcYffiyYq+f4QcGBHuVnsoe964rw3SCHdP2xT1LUXwer9cYzzCO8sHUNaMBYMb6cWt/XnT513s3/3x8qeBg10+nCJLB4tS8LqJQqJkbJ/y88kjopUgdrgXtj49Um0VqQCTNcelS2fIGkZpaTv8nhnv/YW6GZvT0mLz1o/a03hs00ferk2vUHjhiVgCeiLt68ElxdgUag7ZxMR801mvKiuHk7sznYddzv5j8U10Fc8OBpT0pi1RTWrdz+i8cJu/7m1uoDO2Ui6Ri6c8rj766GTN9/djJq0e17rB36V/ZCQUWjqbmDiaWjmZ2HlYO3jadCzPLSy7a9+HRgpQSz2DXry9v0mplQJNrfG+4t8DN1yYtvjAntbShnnf/YnT4w2TFk1sskrZvuANAXTU7+nl6/KusopwqZg1HJkes7I2HTfSZvjQYT+y5YHdWHZddz2vaZNZyRMJOVrN/z3u6jlQiy0koSI3MyorNL8oorSquFfHFAPDo1MvI23EG5gzvof1mbBhn7mAyfE5g6KXI5xcjVv+0kErXugDhul+W1JYz8QTcjI/H9RvkvG/lkdzEwl9X/11TUrvoyxkAUJxRtv+j4+nROSgUavl3c+Z9plpQVgXxvz8cSkeTmbxq5PU/HlYX117+5d7oRSGo/4OQ3E5QL8qn4SzHW/54MX8BAEjlYhOie7UwvakDAd1msZgBhsuKiG6Jdee50uqRZjsKuOFiOZeBVx9yakMZPMFqb50oV6sEU12Fyuy53SiSo5CDPPjqWxe/xreLdYE7OzdmOyhcs3y2QO3eoTMCjnx+7tHpMF0Z7jmsutt56Wp3rfAcQMJ2/knHFotESlVLm9An/F+EyhDJhN2XPj7+3c2CjDJOPU8iliIIgkKh0BgUBosxtmzPdx48qX/wpP49NtXKwpqd038pySofvShkyhqNalBun7S3404dkfEmd/fCP2rLmWv3LRo4TjvJzoqC6h8/+CsrLm/UwuC1+xar7ZP4Mp1Z3VCWW6ncaGiu7+hr6x7o7Bnk4jrAsUNbrjiz/MLe2y+vRgHAjA3jPvxhgdqX6rbQ8Bp7wnAvL7NQ3qRS1xJJ42trpis3GhqeJxBH9MBk2qdff1sA2P/FNaFADAD6RtThk3x8g5x9B7dXvbk4t+rK32Fh9xKl0hYZQvkZ5fkZ5S/uvv3p7Gqafmd0bTtBfnqZSoudS+9Hy3w8+VdDU3o/fzt3f3sXb2udyCm8553g1c2YvUv/at2OyJGGOk5DHacgteTx6bBvr306cn5Q6KVIqVgadTe+E35rAhm/+9ZnTZtfnFnvO9z94KbTZ76/YWDGqCquu/rbPYV7cumu2R1a7QAgFjVqXBApHfiusHjsvC2TD246VZJVnvI6S6uaef8/lPBimjQcWeKSiOqD7vQpMkRsSHAwJDrH154eZKzepwgA+Zyw+LrTrvSJCkVIGs5irMX36La1cbSlHUVIHSKVyLR6imuCvikdAOoqWGr34gjYgPG+zy68rq9kGZgxun66H2PC1Ea36+EJy9y7ZDvW8Hlq280oOs6s7bPY9bP8/uKGjvv1KlF3E/avO9ZQxwmeNqBzS6OdgNvAv7j39o2DjxA5snL3vBkbxnd8zL+IBOIbfzy8+PMdsUCy6MsZS3bOaMuxcjz557pyZm05s7acWVlYU5hWUpReWp5fHfMwMeZhIgBg8VivENdBE/oHTuqvklVSXVIX9yT52fnXaVHZAODka7fhwNJ+g9qzG7tyjT3kcTcyvovH+wNAfX1T4CDGwrJE8amyos1auD1JWnzhmQNPAACFRo2fGzBmpn8/X1sUuj3nmUggOXfw6c2Tr2QyOYGEGzbZN3BkP0d3CwNjmlAgzkwqPvnLw8LsykPf3v7iwMKeuYq8NFXD3b6fhdqePUlRdmVuaumb52kAgMGiJywYvP772b09qff0BOb2JvZe1gPH+ngMdqEyyJ+N2YMgyAdfz1r0xXReAz81IuvotgtluZW/rf3nn7c/kfSIAo4w6l6CTgJOJqwYwWHyju+8fGD9CUVLwHif0pzKi3tvG1sajF4U0sHx/9onRHVSyiqMnB/0z5cXhTzRo1Mv3xvurWFLysv5bwebfKTYZOCt59qdYomLOZLKZOYVNCfUlOhBxNB40loK1rBJOxIARlt8o/hAx1uns26lMK/4Gy5zZ7QXu1/Mi1LIPmriNRfK2JrXhNKE1MjsLWN2N21+PKRx/ieT9/Ea+B2u3rTDpV/u5rwtXLN3oYl1s/SepZMZABSklQyZMVDtUX6jPJ9deB33LGVsl39T0RUlz4vz1O5a7uGnh+/4Z9IONQL1hrsVtRcqlN8/H/XnV9f3nFntF6LLytPvNFVFtSe/vvLiShQAjF0yZNOhlZrn8+y9v73/yDbNvD8+Pnn/WKjaXbVl9Q9OvLx96DG3gU+lk7f8s1rzEge15cwnZ8JvHXrcUMvRN6V/cWr94Cl+7fSn0MkUOtmmX4u8RIlImhWfnxyekRyekR6d8zY07W1o2pOz4YffNEc0Hd16/sbBR4rPLn72cz+bHDJ9oObrrp24xh4y3Gtrmv1bVKpi+VKm4onvXSKepP646TwKjVrw0ahZK4aorTDcmktHQq8dC0Nj0NOXhcxdPULfqNk3QCDhBo3o5+xptWbirxGPU/hcIVl36UHtkJVYpLxpbM4waXeVrQfgNvAl4uY1UJlUrqdldFpbyKTyN8/T7p+LGDTaY+rS/1xs8X8Ct4GOR2J+UHw+t+cmgiAoNGrskiEAQKGTB03sL5cju+bsryqqLc+rcvS2TY3IyorL7+JJ2fXc6HsJ4Tdi4p4mK1o8g12X7Zqd8jor5lESCoUyU6fCoULTupBY0HGwGZlGGjpr0JMz4a9vxW7Yv1TDSnv/PzSIS51oow0JjS4opqjwddUBEoZhTvadb3+OgNHLbHiYWH+RI6mYZfsPAUNTOTyNdSuddcuVNmGwyQY8uoO7h1ahMng0pR2NyBtFq9va1RaeQS6PeWcennqpeF30HeY+ZMbAyatGyaQydj2HYaJ6aa3hqYt7SYvKObvnpp4+ReWrZWShb2ShnxqR1dRSW87cvfjgim/nKCq2KvJi85KKoGuGuwxBdkWpt65oeMIqL/WvDZpTzmOrbbfS6wXDXQHmfcGWf5FKZNsm/FhRUI3FY1f9sGD6ek218mZ/MrFDsciNB5errWBaXVz7oe82kUAMACHTB67f/4Hmq0a5iYUbgr9G5Agag5704cgVu+d1IvwSAHAErGeQi2eQy8Lt00R8cdT9hJdXo+w9WgTpzdw4PvrBW//RXqMXhbgNdNRq/M5dY1cN93vl/9wr/0e5hYgh73A/r9Ktj3vcaysbfv7sEplK3HPyQ2dPLXRg5q4ZkZ5QuHTzeHc/9bXfDYz1PPzs3rzIqC5n2bn0RA5HenyB8qZXoBaLNd0Es4aj0uLWX/2fS3NqK1gPL0U/vhRdV9UAAPnpZWPnDCJqk7jdTYjkkv1Zl4YZ+w426ox61H8YRI48PhMOAP6jvZSrdTTlNtWVM1387OUyucdgF7lMrm2ZM5FAnBmTmxSWEf8sJSs+H5EjAIAjYIfPGTx9/VgnX7s7h5+e/vYaAIxZMsQzqGNHWpOjnc9RH0Cswrilw56cCRfxxW8evh0xL0iryf/nsaYEWFMaBYnn2Z9BoTCe+srKkuBrsMDXoEXlu8HGHzV99mBM92BM1+RETaoyhgQn5cxUY6JrawPdlOTevrL7TNu/NTmpCqU5lUe2np/+0dhbfz1hmND+3HxG35Rhbm8sEUkdvdu79SnK5aRH54xpuRyUEJr6/cKDcpl824m1re0Pv5Gezy9FNtRx6IZ6ABB6OTLjTW5mbJ7CcDezM2YY03BdLhh8ITMpo75a7a413gG0rrnbASC/gam23ZLa8atON4Fud71dwdNrsb9tvazSaGhGPxf51bnfn5z//YnKLt8g5x/PtRkS1mfB4jBb/l515rvrH/+x3Math1yuJjZGy7+bE/s4efGOGe6B2il/OPnaDZ05SM+AMmfzpM6VO20NgYwfPiewdbEkYyvDk6m/dG7Mzl1jV3/MGspB9nGP+73zUWKhZNP3s7Sy2gGARMb/dLaDH6Ei2Ka73e1ymVwskuamlqhYyR4D7WsrWJUldWUFNSW5VUU5VcXZlV8eXubqY9Ot81GmvpXh7tDl6J0D2y7HhzdXAGHVcW+dCJu/oQPVzu6mWlj/bdqJXG5pbH3GaYYTFdtJt6tELuVKBTypoEHCY4rZ9RIOU8yuFjKrRcxqIdODbr/VTX16TV8m+sFbhSb65FUtMvpxhMZ4BplUtqaztWnevkjbOf0X6b8LOxgsxnek+5CZASHTB+jpUxEEOfPd9fM/3lLsfXIm/MmZcJURJn04UsXrg8ag6YZ6DXUchVR2h7gPciLTSHy2IO5pynvDvR3QXZBI7/tkxOR+O+/3EXMHT1g+/NZfT2ZtnECiEg99embC8uEkKtGh3Rou9p5WeCLuydlwBy+bobMC0Gh0ztuCO0efRd9/Cyj47Oiq/sPVOLlGzg96cu7V3aPPFn85QyKS3v7rCYlKnLiiMWeMQMJfLvyzixdVK+D9HKv6k1FgQqas6ELRpSYK2zDcrXvP445Ca+o72H/94yZv1Dcrj+dllDftOhv5lZFZ4yWsGt2e7mofxyvErRN1Q7vIjA3jtYpoV+bLs+t1O5luohPX2NMx7k1YWDZ/s3vd416UWwUAngNVlcW6Tn0NJyEix8zawMSCoasxT++7f+mQphpnB7+8qmZWVQ0A8O2q47bOZuMXBJopRUx2B8yaFmugeCLO0Kyr9+JVO6clTsyWSZtVya79/WLykuDOLYfphPCat79nX+FKBXpY8ha3hZpb7UvffM8Uc3BoDABKikilcpkUUVMHsQkDfHe5oKRy+dv6kgxWRS6nxpZquNJZl9bnjT8eAoCJjdGgCb7K7bJ/U7oJ5M477fqP8Bg2e1B+SrFXiJv3EDff4e5NClwNtZxfVh2NeZTU/ghqs1ksHE0b6jhluVWazAGNQXsPcYu+/zb+XzXA9/wf8uhU2KgFwR/umVeU0Zhu9OHueXUVrAcnXoRMG4Bt1/NNZVCWfTP77y8u/rn59J+bTze1G5rrf/b3Kr+R6sUWfYe723taX/v9YdAU/+cXI2vLmQu3TdNWLK99dkWFssVqtBoB4PMBQ8hdEJNpIr+hvnWjOUWPiuveddTk6LxtCw+r3fX5vEOtG68lfq9hJG0P87au7IuYB9PtPGfbexsRe0gM4z29Qo/KQZaXWQO0sEgMDE8Tib3sJQUAugEFAEJvJ3So+agV3AbBdx+dEQslC3Q6bPvKUJpQX82WiKVxLzOin6ZeOfzcb4jr+PmB/sPcSBok4XWChroWBSwtbI26rpdn62I2aVHwndOvmlp4bMGdU68WbhrXzlHKCGSiTHZRBruwiF9Zwq+qF7O5UgGCIHo4sgPFcrz5oKHGmook8KTCI3k3nlTGAIAn3WF7vw+MCQzNr8Wb4fS0MgYBBI/GUrEkIoZAxhCpWBIVS5aD/HVNEgCgUeiRJv7DTfxsyKb6+DZV8zqHUCZ5VJb+vCIzqjqfJ22M5/bWt9Sh4Z4Vl5f8KhMApq0boxIDI+Q3GgQkape+fluPqwloDr0UeeSzcw11HACYvn7s6r0LVRKqUiOyPhu7BxAYNmtQ68Mtnc0yYnKLMko1nIPvcPfo+2+ZVQ3FmeU9tqD8nj7F5r9WqrRQGZSgyX4xjxJV1prUMmvjBGNLg2t/PCxILUGhUbZulkNmBkxZNaqdCkooFGrtz4u2T/5JITdp7mAyr40i6p3jcVHO3fxMtbs8DE1mO3dJu12BVC7PYdW1bu9noJsghw7Z8P2sSYsGN20qklN/OLumv1JtlgPbrzy+EqP28M2zWkjyK3umlgS1KFJmpAttH7VczU/KaajZl/Rif0rYdFvP9R7BNlQtTIW3rKhXNY+86QM96QONCKbdNMn36ISe1nE3Mr6FxzdGOva6o72JifMDn92IP73/cUpM/vApvs6eVsbmDBIZr22UrTJvQjOO7LlTWVI/dKLP2NldTdxRxsTSoIsj1Fezc1JKFNJ4CILEh2fGh2disRg3P7sBw938h7o59LPoyrWrIBJKlDeNdbT4sOTT8aG34rlKYQy3T72auWpEO5HuckSeySmKrc+Iq8/I5ZbJETVlRJhiTrw4M56ZmWKZv95pVusOKkTVpvyZe61W1IBFYZbaT5xjPRIF2r2WbHFdsMV1Qev2Un71V6l/A4AtxWy72xIHqu6r8GY1VF0uiLtbksKVtnCnMfAkMlaXjq5Tu64BAIVOnrRS9SWW19AYQU7W06UfKzk84/jOy5mxeQDAMKatP7B06MwAlT7M6oZ9Hx5F5MjMj8d7D+3XehD3Qc7Pzr8uSNXUcLdxa/w3KsoofW+4v6cJDA4zfukwDRPXhs4aNFTda2Q7+A5z33Jk1fGdlxkmtJ3nPtZEB0lD6oWCL18/VbsLBbAneAxaF1ULspm1YpmaZUYPw+4tb6kr+kKozA8DJy51HnCzMOVqQfK1guTHpVnR0zcRMZraePncjAJeVgEv63b5OXOijTdjoBd9oCXJrvsm/J5O09OGu4p8ex/Bxctqx8ElB3ZcS4jISYjIaavbr5c+aisJFZEjPI6wgckrzq3OTi6JeJJSkl8DABPnD1r3dcdVx7Wi61E39dXsjIQilUapVJYak5cak3fq5/s4PNba0cTWxczG2czK0YRuQKXSSRQaSY9O7oRXvkkPWwG9U6XIWkOlk2etGn76l+bcMjaT9/Bi1IyVbYq71YnZWxIPKux1FKDsKeZedEdnPRsHqoUxQZ+CJYrlkiJe5d3y18+r4u6UvRqg7zbIsM3XyxoR66/c65G1KQDgrGe9xXWhPUVnkvk1ItaWxD9YEm6AgftOj+UEtI7DgtNYFX9mvHxZma3YRAG4McyCTRyDTRy99C0pOrXa456mJDxPBYDp68eRWtXzq69kAQAKjTKxMer6uWRSWfT9t9d/f6jQ08VgMaMWBOmbMi7svWXtbG7v1RxhzKxu2Dbhx8rCmv4jPT78Yb7a0byGuAFATWldVVGtqW2L6Z346opUIpu7ZRLDuDlyqSkLqiSrouvX0kV2rjgW/6rx35eiR7yW8F3vzue/xIdjfrayN3b1tXH1sXH1slIbO2HnbvWYd0bxeeziIcpqjPO2TNatUxwAxiwKGdOhwqn2fB7+sLYNocb5bt79TXTzdhpXpapirKDfO2K496LHXYYgi0PPj7d2Xeoy0JVhst131EbPISeyYvhSieZWOwAU8LKbPlcIiysqix9XXneguH3svEu3E35P13nvcW9k8Gh3v+AvXj9OfhuZW5hdWVPOEvDFUqkMh8Pg8Fg8AYsj4BQCJmp5fjvh121XlFt8Ah0XbRjtFeCg86lq7nEnUQh0AyrdkMowpOob65nbGlnaG1vaG1vYGe/75Fw7B0rEUkX1qNa79l352FPLi5KIWtTDUwQm6YRpy4feOhHeUN8cinP9nxdTloZg29CXNSYwRpj4caT8IEPvQEOP1jEnWAymH82uH82OhqXcLAu7U/5areEuRWTXS15cKH4ilIkJaNwSuwmzrIajUTpbo5Ah8u/STrAk3P76Lt94rsSidFy05dPYaw9L0xSfaTjiDFvf+fYD7KjdkuogFkoObzkDAHQjvTnqdMEq8qsAwMzWWCdluf754uLNPx8DAAqFCpk+cNmu2Vg8dtec/QWpJVvH//Dr868UjvC0qOw9i/6sq2C6+DvsvLCxLUFiGzcLc3uTioLqmEeJyjUC5TL5kzPhzOqGF5cjz2YfaKqqY2pjxDCm2bhZGFt1dVnsPX0WHkdYVlhbVlj75kUGAGAw6NtpP/wnpQNPpMY/a0O43YBI2j5QZ/r3r8tVHUkK3A3eDcNd2ePexOJNYxdvaiGb2B0e9+sFyTE1xYNNm89OxuI3eGj3CieWiyqExa3bzUnt5VK/p7d473FvhkDCjZruP2p6ZxLkh07wPvnLQ4oe0drR1C/EeeAwNx1mo6pAJOPvZO/jcYRCvkgqkcmkcjQGLZVIP5m2X6xkIg8a7bHrWJuFzVZ/Pd3Rw/LZ9diyghrNT43FYVy0l6MRtzTcdZg1RaIQ5qwbdWzP7aaWusqGyEfJQye3GZ6uoR7LAtuxt8rCU1i5rXdVCut2pvxdwq8CgIEG/dY7zzYn6tjkfVARmc0pNsDTdrov07nVDgBkDB4A6HjSR65D59oP0Moxoy3/fHmxNKcSAFbuntfa3Q4AOQmFAGDrrptAoJW75xdnlhtZGszZPNHatdEduD/062/m7E8KS9+96I9fnu688OOt24efymXy/iM8vr60qX3N9ZELgs//cDPs2htlwz3uSTKzugEAxi8bplwLE4vHXi5Wk9D2Hk3YOOOPHKWopBtJu0l9QOC1NdVlLfRPDExo/0mrPbaydE/My7b27hg0nEHQjVSaWCZ7XabGcDckke3pvVyEpI8jQ5DD6ZFGRMqqfqoahVpRws9TGzjqQWuvYtF7egtNH9gFvNQT+V+1bm+t467AX3/0dCtVLZ4m4XZlpNJCBOECqi/eoDUHT8Sdj9jZY6fD4bEMQyoYNsecPLseq2Ifj5jW3huIsTlj/oYx8zeMSY8veHY9NvzuWx5H2OF5nTyt8AStjTzl6ksA0HVFYWUmLQq6ePCJcsmS26detWO4awgdR6HhKA0SLlcqUNGHOZhztYRfRcWSP3WdH2zk3cUTqeV+eQQALLefTMV2i0jOQoeBDDxpjesQPVz3qpQ+vxBx5/BTAPAe2m/sB0NbdxAJxElh6YoOOjkjjoD94e5WlUaSHvHbq5s3hHxdlF622HmTiC9GY9ALt09bsnNmh7kcYxaHXNh7K+V1ZmFaqZ2HlaLx8i93AYBmQJ3VUW2R9/z3qGppuJtYMnppIt1IOZe97vkdqVyNMQcAw63sdZKTquB5cR5PoqbGWYCZla5O0SF/fnX9z6+uqzR+ueSoVoPcORNxeNfN1u22zmZHHn/W+cm1zdPSrGIu8zPv4dUC7omsmLCKvEo+h4LDexuYf+A8YISFplVcivlqat7h0QRnqs7+lbuD/fdevy0oWzzUb6yPdirvOhyhV9DUhLKneH7vpeYb2UVqaiZIxEk4nDceP0Dng/9f8fhytPImkYwPHK1RJJK7v727v73/ULefNp5VsbBb4zGgM4qZkpYx7jicLl3IRDJ+4sLBV480l/RLjyvISytz9OiSBxcBRCgTAQARo/pKaUowAACBTJjIyvGgOzBwugnZb0IgExXwKnBo7HCTrr5+tIU7w9yd0UE4/sOytFHmbnh05/+xSnMq9390DAAodPJnf69uLSXUUMs5tuMSt4GPxqDVirroivzk4sdnwhpqOAAg4otd/B0++WtF+6VwmjC3Nxk6c1DYtehTu67uuroZABKep6ZGZgPAB1/P6kX50ff0FlVlLYQLTbusFtDX4IhFSx9fr2kjtF0PT9g7RFPxLk04nhavtn2Ype4Fmttizc5p01c0JyFoqyqjzOFHnykXW9wy508eu2OnWOc4kxOHRaOrhdwx94/K/nWZs0SC8Ir88Ir8pS4Dv/bTSLWvRKDGcHegumHbza0SyvgcaQNH2sCTcrhSNk/K4Uk5PBlXIOMKZHyBjC+SCcRykVguliISOSJDAEEBCoVCY1AYDAqLQ+PxKDwRQyZhyFQsTQ/HYOAMjQimZkQrY4K5JhoPZfUNbwvKJ/R3VbuXxROeCI1NKCg7s2FeW7W0uj5Cr9AToTLKku0qGBs/7IEJ/OcpL6xNjWnxwwsa561hxLBMKj+868b9cxGadHYf0JmQfZmshdtGtx53AJi2bOjNY2FSabMowf3zERt/mNuVMXM4pSK5xIxo2DpSZYPzbAZe71pJ6J2yV08q38y0Gj7PenRr+77TKETcaVgKXtcJqZrzsjL705hrJkS9ta5D5tj5YzUuRKKMlbPZgbBdh7ecnb1ponJm53fzf4+4Hafcc8b6cUa6tn5EAnF6dE7Mw8Q3DxPLcisVjU4+tnM/mzx01iCtBEmXfzcn+kFC1L2E2389GTDW+7e1xwDAM9hVE3W/9/z3KMppoevfMyWxewyBVLL8yY1sZm1bHb4aNMKcojNF2jt5mbGValSbUADDrXvOcMfidR+R2N3kc+reVBcDwJnsuEEmtrPtvQNNbY2IFKaIH1aRfyjt9ens2OHmjkPNO35ql6jzuLfvbq8TV+9O36jtnBFAEEQmR2QSEAtlbRa22+D0tSPVvcPR6rl8AHA2V69qQMBh7sVn1LB59xIypg5QP1rXR+gVejrG/T3dwZMrb1Raxs7VyH+JyJG9H595/VBNbRoUGtWvv53fEFcbZ1MrRxMag0KhkdpRWmwHlQBQBJBODNIOhmb0oPFe4fcSm1rC775d+83MTkT1NHGh6DEABKrLTEWj0B/YTZhoPvhkwf3nVXEXip48rYxZ5zRTV2EzeliyPl6vXsyuFjFNCL0T4nk4MxwAqoWc75IenM17s6v/5AAju06M4+Rj++sz1RCy/JTGLCgKnWzhYDphxfCmKo9dAUGQivzq3KSi7Lj81MisnIQCheApANAN9YKnDxi7ZGi/QZquHStjbm+y6eCKfR8e/WvLWUWLqa3RjnMb1NZses9/HhXD3UnLett9GZ5EvPLJTbWWtIIxtk7zXL10dboHBVlbXz1Su6u/iYUOXw/awTvQ8WG+RvXqP9k795O9HfuD1o1XHc3WuVte7QhorBPNSI4guweOH2TSvH5oStKb6+ATZGo34t5fj0szOzTchTJBnUhNjTlnanuL9gycIQpQOn+aKzDAa5SULBRLAUCfqj5JiYTHfTRu8LdXn/399M1kv35qXeZdH6FXeG+4v/PIZfJnN2KVW8xsDL0DNRIMvnE8rLXVjsNjJy0OnrN2pIGJbip0YlrGxqiIzOiEMXMGKRvuPI4w+mlK5yLdEUBO5N+LqksloPFzrNt0qRoRGJ+7LZpqOWR/1qUCXvl3aScCDN03Oc8zIuigQPdE86DzRY//zLm2y2OlDsVqNOdo0KIn5el3ipPj64oLuHXLX5/Z2G/EGtchHR+pAafSftXJOMq8fZH27bwDAqU8DRQa5eRr13+ER8B4H48gl7Z0YzRk1MJgAhl/8usrNaX1A8f5rN//gUG3FVJpC7lMXl3Bqiyur6tms2o5zFoOs5bLZvEFPKGAK+LzRAKeSCqVyyQymUwuk8nlSitdPI5wous2DAaNxWIwWDQWhyGRCWQqgUwlkqlEmgHZwJhmYKKnb6RnamVgaWtEpffF2pB9BFXD/d+oPESOFOVWZb4tynhblPG2eO1XU/1CXHpjgp1nS/jDqAo16iIKzCl6+4ZqVJudJxEPufKPC8PI1cDInqZvR9M3pVBNSBQqHo9FY5hCfnx1+cXM5Bclahy9CmY49SEHp1b0WKiMJYV+fcxSPAarNqDRkkInYrBMkaD1LhUqhCWt7W8yhmJFbm/FA4PC0HCMBgmznT6dA43C0HEaLcCKpTIAoBDa9CfOHOR5PDS2qIb1OrNwqLuay+n6CL3Ce8P9nSf8fmJdZQudynFzNYoEkIillw+pVtawtDfecXiZvU5rxxCILUI+Ooyk7wR+IS6GpnRlvc5n12O1MtyliKxezE5ryL9VFp7JLkIB6nO3RR1a4a56Nof8P7tWEnq+6HFMXfqahp8+dp493KSrmfjzbUbH1qe/qUv7KvXvzS7zjbSpw6oTGHjSXDv/uXb+ycyyvzLDwipzDqSH0vCkBfZ9NBel/wiPkGkDUyOy7D2tnf3sXQc4uA10pOg0AD1k+sCQ6bqspKY5yW/yDnx5rbqMqRJ1phWIHJHKZU2rEA316iOYFejRyUMn+Wz4dkanT/dfpa6arZwKT6YS75+PKs6rLs6tLsmvFisVmyvMrnznDPffhk20p+n/kxInkauWQ8KgUH+MmKxP0OiNLr+BWSfgRwmK23kNaAcKDj/TuQ+pRWtFj3ncAYCKI9QIecZENUJtibVlfKnEmsrocBC1QpC2FOcOo8z18cbdYbgzcAYauqsUZg62bYEBNBo1N8j7t7uvrkWlqDW7uz5Cr/DecH+3QRDkyl/PlVuwWMy4eRopQ2UlFnNYLYLMzGwMf7m2kWGo42xLleokQoEaAYEugsagR84ccPVw85/i7atsHkdIUac/qEwhr2JNnKq2rgGe9pnbQn99N01OjUGh59mMHmzk9WPGmXxu2Y8ZZ2Lq0ze5zCWgOx/1jkfjfvRe933aybj6iQyl6QABAABJREFUzBUxP4wyHTDCxM+D7oDpce+7t77lkcELz+XF7El+eDQrvM8a7gDw2T+re3sK3QWbya8oVlMQvvvgNPDLCjUVip3q8WV3vI3P9OlApwuHx95J+0Hn5wUAqVSWlViSFl9Qml9TUVLPZvI4LJ6QL5ZK5cq5NADA5wpP73+sdpDi3OrumFu3Qsbitg0cOtfF69voUBV3+OcDhmgu85LfUN9xp7b5wL0/FffuCc1N/SB46gfB7ffRRZ3ZFix4fpaAwY62dAkytbPTMzAgkOpFgqiqwn3JL1AA02w7loWpFKiR+7Mjd/zOqY8zLOzEjDvCAG+sYU8SHgcAPKHEqO2gqhkBnn8+jAzLyK/l8Iz0VN9wuj5Cr/DecH+3iQlNL8hskfs7ZJKPvrFGoYHKdYsUfPDpBJ1b7QCg19LxyapVPa9OCB7vrWy4S6WymND0EdM6cH7bkE0pWCJfKiJgcHQc1VnPOsDAfYSJn7aJoTZk0z/6bz6Wf+dWWfjzqrhCXsUuj5UmxM4nXFKx5L0+H90tjzhf+OhBReSDikgCGrfBefZYs25UX2mLwSYOAMCXSjrs+Z73/AeID8/ateZUFwcpzlUTN/xOYE/XPzVu1vPivG+jQ4vYLACY4eS+zkeLO08eq/OGuwGRtNY7oNOH91mKc6qqy5it6zR1ERwak8mqzmRV/5n2WmXX5z4j3PVNOxyhQqgmpcGW0rE8oj5eB7WuW6O54U4nEwGALWgvEolBIQY4Wb/OLHydUTg9QHUZp+sj9ArvDfd3GxV3OwBMW65GLVstdANVG51EIehgTq1P1PJloPULg05w8bY2MKHVV7ObWiIfJ3douKNR6BvBe3UyARwau85pphvN7resi3ncskslzzc6z+nKgChATbUIGW826HVtcnj12zJB7VDj7hKIbIfHZenfJz0AgJm2vj1/dmXOZCY8LMw6NWYOAYMFgF8Swos4rIPDpjZ1YIoECx5d3NJ/yBibzovy3i3IOJgUeXH8AkNi35J6RGPQxmZ0c1tDQxMaw0hP35Cqb6xHY5BJFCKJSiBTCCQKAYtFo7EYDAaNwaK/WXUi/lVjGXOKHvFK7C5F7LsiCJ7PEwm4Ij5XJOAJG5j8+hp2fTWHWcupLmOWFdSwWW0KPvw/4Kp9mbkmLO2MvAIcfAY7+QzSKNGozzLKxnGIpd3fKbFRFcU/D9EotL2Jrnjcvw8ao6vSTn2EiMcpu9edBgBTK4N563QsRfVgwqr4mpKwirz42tJcdh1LJKDg8D4G5itcB2miJwMANaIKlRYUoGzJHX97DfAmVCyNhtOn4/TpOAMqlkbB6lEwehSsHglDIaCJBAyRiCZh0Vg0YDAoDAqFliNyOSKTg0wqlwrlApFMKJTzOZIGtoTZIGXWCCsqhaVGBE0ji6wNGQBQVMP0smnvkMGuNq8zC1+pM7u7PkKv8N5wf4dJjs5Njy9QbnH3t3f11fSF3tHDEo1BK2ewpScUBo7RfcEFY3OG8iazhqPzUwAACoUaNNrj4YWoppb4sEyZVI7B9mh4yQgTPzOiwZnCh2scp+lkQDwaN9LEf6RJZwr6dgWWWPCkPP1SQVwGqxIARpm7bfEY3eFR3YohkfymquSLyEe/DZkMAAZE8p/JUcMs7Wc7NcpcPCnOyWTWNIg7mQr2zZundULBPGfvbFbt1dyUtZ6auhgreOxZD86PtHbcHTi29d5MZs3X0U8/8xsSYNrJ+uHegY7Hn20ztdLvSoVONAaNxqBxAEACAKDpt7fmy20QNDDbC4L/b8MwpJpa6qsUWmoNCoXSo5MMzejWDia2LqZOHpZuvrY0Rt963+sKeAxmg2/gBl+tq3LmddZw/8QvaLKDelHtnmTSosGTFg3WpOeY2QPHzO4g9SV4nJeGwjWdAAUwwNh6gHEn7y1iuYjdKk7dAG9MxHT8NQ42GhNspJFOfBMYFAaDwgAAAQ0U6KpqkIOZAQDkVLQpXapgoJM1AMTnq1lY6PoIvcJ7w/0d5syvqir4cz/S4m2eRCH087NLi20OZHzzLG3Ftsm6mZwSxhYtNA3LNY6d1Ra/EFdlw13AE+WklOh8abJD+tHsfvRe18Mn1ZyXldl5nFpXmqkNVZ+CJVCwBBwaw5eKOBJRrYibw67OYVcn1pemMstkCAIABgTyxn4j59r797oU1iQ7t9S6qsMp0XOdvQPNbJa7D3hUlL03PmyqvTsegwGAewWZWDR6tLVG7vah149i0WhLCs2BbjDAxGqAiZUMQe4VZHzhP9zfxNKYpEUsYxGHVc5jt5a+vp6beiw99reQSbFVJQ8KszptuNMY5B42B6l0kubCMroKNN8444+c1OZH442k3aRO6c/qBLf+trWVDRgcBoNBE0k4EoVAohARuTw/s9k9OW1pyJodU3prhn0WBKCwQeucRQaBuGPQ8LkuOtOafI8m1IoqW0vKmJM6v+LUk/jZWwJAXF6ZcmMdh7/xxJ21YwcN6deYS2prpK9oZ/GEDApRtyP0Cu8N93eVF7filW1uALBzMw8YqZ2EVsgEH+VBinMqC7Mq7Fw7qKmpLUZmdBwe25S+xqzhCHii7gjL8QhQXRlMjMzpecO9j3OtMOF5RZYmPb30LWbY9p9h40PE9FopKBU2+4bcyk8/mBQZaGaDAvjQY+Dq0Bu38tPmOnsn1Va8Ki+Y5+ytyTp7AZtZzGEBQH5D/avywtMZCR4Gpj8EjcuorxbIJNcnLtZqVoqh7GmqovsUHD6jvjqxtsLT0Cy2qq94a96jCdv3L4T9C1Ua752POqRU0957kPpQBLlMHhuWGfk0LTOxuLqMKRFLiRQCiYw3MqObWxta2Bk5e1m5elt3R0JRX6CCx9EqH4ZBIM509tjgG9jXgtP+H6gVq8nEsCS9Gw9NB1MDUwY1tbiSyRU0abE/TsxOLqr45vLTx1+txGEwAEAm4GyN9Q2pZI5Q1ezu+gi9QicNdwn/qoC1BYU20jNLaKsPp8INQfgk/SM40sTOTq/nELK/l0vSMYQQPHkRCs3o7el0gJAvPr73rkrjoo3jtKoHCQAjpvsd/+GOsk7Ci1vxy3XtdEdj0FYOJspJtGUFNU6emgoUaI6+kZ6lvXFZQbNHPyU6d/76Xg7w6Gvkctpc8cCg0JZkhjvDbKCRXZCJgx3VsCcnpgl4DGZZPz+WSChHEDQKNdLKsb+xBQ1PBIAf415ScPjP/DTK8bCn6b9dsLGaz60W8OKrS8PLCsfYOPkYmWtrsiso4TYAAA6DuZ6XGlleVCfknxozBwBGWzt5G5nR8IRhlvaszgbw6ApEjshkcplULpXKFB9kUplMJheLJAKuSMAT8XmKkPfGz0s367Ks/X+DhIjsps8oNMproBrDHZEjq8f/UlbYYvmFxxbw2ILayobMxGbpPXMbwwFDXQcOc/MJdMQT+8q7cdexoOi9WbAur6Euv4FZzGaVctmVPE6tgM8UCQRSCQBQcXg9PMFGj+FlZOpnajHCykGxYvaenocpVhMlYkrU/dO5m5jk53YiNO5ufMYHw/wAAEHgWnQKACwa0h+n9KW698Wy7huh53nvcW9ELsmSiiKkoggccXLfN9wvHnyiot3u5GkVPEHryp10A+qg0R4Rj5KbWl7eTli2dZK2LwAdYutipmy456aWdofhDgBufnbKhntOihqhq/9zHo35WCST1oq4XIlIJJdK5DI0CkXG4Kk4ghmJ1vOKk5pQLxT4XfpDueVwSnTT57Uvmp2gAy//2fS5cNm2dsbUJ5D0CSRXfeMhFnaf+IZoO6X8hvqRN/9RbjmX+fZc5lsAMCA2em6waPSdyUsBYJKdRtKi7fDizts/dl5vSkIlURo/ECkEPB6DxmAwWDQGg1akpWIwaAwWU1XaHK6gKMCk1Rm7yXCvKmOG3k6If5VVUVTPZvLwRJyFrWH/YOdJCzUKKe5F5DJ5cnRe06a9q7naaKKc1FIVq70tKorr7p6LvHsucutvC0ZM6YW88+7DjEI1o1CDLd4Nx+3/M2oNd2ON00N7nZmDvE69jD8XnjA/2AePxbxMz8upqNWnkBaE+PbYCD1PHzLcRZz9MkkSjjgOSxyPQvd0pXe5NA8AAIVFY3VTv5pXO00mfovGOlJNXuhkwCbKC2tvHg9Taey0tT1mToCy4V5dzkyPK/BQ50nqCk6eVi/vNC/O5CSXjJ+vdcKTJiiXrAMADotfVVpvatV5Wcb/JAQM1pLM6O1ZaM0qj4AdA0do0vPLqMcXshLb7yNDkCl3Tw2zdNjsG9IJh58tTZ+CwwMAEYOtE/IBgI4nehqahljYje2Cpk1bIAgiFIiFAnE35Xb3AFKp7NSvj26fft1UBAoApFxZblpZblrZrVOvsT2bR64tmUklPKXSvD5tVKeOf52ttr0tsFhMwPB+XZoZQHzl8npBtErjMJtXcRUf8CQFKu1DrF8QsR1bZlI5J612hy1tGYPY1Ypy7+mzqDXcjfDvjOFua8yY4u9+OzZt3+2w5SMH7L35EgA2TgwmEzRdwur6CD1PHzLcZeI3UlGkVBhK0qfiSD2a8YMgXLmsHAAwWJc+9TdpjUwq/+XT8yrlTgYMc/Mf2kmXnv9QNxKFIOCJmloiHiXr3HBXCTTPSirS7fhN2LqoBujnppa+N9zf05r8hrr0+uoGsXCb/zBFy5PinEPJUcdGzdIkMxWDQqUt2gwAZVx28LXDrvrGj6etUGyufH6thNuARaEtqDQfI/NxNs4hFnY4dWXJ/3/gc4Xfrj2d/CavrQ4SsVSi+8psuiShpUXuF6z+9Sz5TV7wWE+/IS6O/SxMrQzIVCIGixbyREKBuLayoaywtiSvOjkmPzupRBGj6DPYscM6cZpgRB7W3/SI4nMl70FK9RbFZ2vaIjfDxlJWVbzHydWfaDIaW5SWUvMpX1IslJQNsrzeVrf1saejanLU7vrKa/oMazX12nYl3xhs5DTOwhsAstmVe1Jv/+q/0IjQVYGR93SOBqlqGjEVSyNiNE1M7wtsmTrkTU7xpYikSxFJADCkn/2sQO1SnLs+Qg+jnZHKr1+GQpHx1LVq93KqAhBZpUqjgLlWoPTFwJFmkPR/V3e0XCZW+H3RWELzsjUir5OJE2WSZLk0Sy4tlMvKETkHoEXtOhLjJxx5gVYX0urUcQAIAKCxbjJJilT4Qip8SDL4G43ppApE93HuwKOMhELlFiwWs+ab9iqT87nC1w+S0mLzc1NLmTUcHkcgk8nJVKKBCc3MxtDGyVSPQVY23OPCMld/peNpO3tZY3GYJk9bfkY5t4FP1aAivVwm/3zen5MWBQ2f6ofWQAvPxlm13kRp/rtXv/A9KhgQSYq4l+cleSufX2unpwvD6Mn0lT8MHvfD4A4iPXgSMQBQcY1J0nIEOZURn1Rb8XX008Mjpms+t+jKYgAYbNaowxBbXZrJbAzWaqgXZtRXX8pOOjNm7lDLXi6XjUKhMBg0GqsUToPBYLBoPAFLJCvCb/AkCoGk+KxTORcEQX75/HI7Vvs7QcyLjKbPODzWK0C9x33HH0tah9BQaCQKjWRoSm9SiBcKxNHP059ejwsZpxsToZYf9rRAjee+hH2+hH1e83EQkBWw/s5n/YUgUjrBx9O4gzIXa5xHrnEeqdI4J/wPtZ2TmMX3yxKXOQwBgDoR9/OEi/0NbI0IepcKoxPqC37ym4+CXhev+v+CK2lQaemmskrdhz6FdPyj2buuPE0trhrj7bxz9khtgw+6PkIPo53hLhMnIvJ6LEH1V9p15NI8BOECAAbnqRwnw6uZKpd1EKaMwmgdLY3IKjlVamqzSQQ3JIIb//ap5TE3YgnDcOTZaO1P0R0kR+de/uuZSuPMVcOtHEzU9udxhGd+ffD48huRQNWXxWHxOSx+UXblm2dpKrtK86prK1hGLcXXuwieiPMYYJ8UlavYRORIYmROyASfDg9MiclPjytIjyu4ePDpwo1jh0/1Q6Hb+0kZmtFRKBSCNOtbVRT1aK3493Qro6wdW0eui2TSnxPCT6TFkrC47QOGtz9CQk3Z5ezkPYPH9TMwMSCScli1WcwaV31jNAr1x9Ap426feFiUFVNVGmCq6U/+dUUhAAT+a7gHmdvEz/+YjidyJeIyXkN0RfHV3BR/k64G4I2c5hc01lPAEwv5IgFfLOSJBHyxgC8S8cVikVQmk8tkMplUrsg6lcvlMqn8xZ23FcWNX36KHvFawnddnEOneXo9LqrlfWbcnIBZHw41szKoqWh4ci3m+rFw5RT5PkhdNTs3rVkzznOAPYGkfiVdQxlNIgk/fLLv8Mm+OpketO1xt9Kb189ol+Jzhx53tig1vfZrjjgDjSI6GXxiS1+Ggg5Wio7mhB7NCdVkhvVi3s6ka/PsAvUJ1AWvDwlkYje6+Vde06Nqc3/LePitz8z3VnvPw5WyVVrouJ4OVO46NkaMEx91qdyhYoQCTt26yKs53BpvA4vOjXMgLYwjFn7VX9MEoaVh53lS8bVRy9Xu/fbto9tFKQnTP1dp18JwR+QsRF4PAGisnVyqGjYHAHqmMcqbWqnKyCSNy20YQgt7GoWxhI4MdzRG6z8xCmMMgFHx3Ksgl2bJxPEycbyI8xsa64glBKNx7hisEwpjiULRUGgKQI9GZHJY/J8/OYfIW0iuWtobL/pEfU27nJSSXSuPKVcS1RAEQVYM2zN8qt/0lcMc+nXy69sa/6FuTYY7ACS8ytLEcI94mKT4UJpf/fMn5y4efPLRd7N8g13a6o/FYmj6FOXirJXFGiWKvacd2BLhtribu3wnm5L61oq2HEHuFWTsT4woYNc70Q3/GjHdhdGeuwgB2BP7Ir66zN3AdGk/v23+w7dFPNwe+ejaxMUYFMqIRNnmP2xrxMOf48OuTVykyQQQgPCyAjQKNciscXXOhNSo8ccgEBkEooeB6UqPDuqzaAiRhCeS8ACaaghmJRU3Ge69iEwmv3ioRYHnOauGr9ja+FCwsDVctmWCm6/tdx+dVrm59SliQjOU3QH+Q9q8BfUWbXncSzmXSzmXOzxcIm/IrT9QxrmCgNyQFNLP6BsSVpfuqkoBa2PcWWOC3kbXsXg09kvPqd8kXS/k1l4tivk96/Fn7hMnWHT8OHiPbpHKJSK5qtoVDfcuRZYuDTsfWa3GHFWw2GnAudw45ZaVLoHbfdoUmgurzMtj1xoTO77HSuSy1a8vW1LoH/ULsSDTFY1VAs6p7DeDTezaP5YlFmx5c2u6rdcUm+Z6l/eK0x6Upn/iMXxr7O2Ztj4fOLf31NDCcJeJ3yg+8GpnKj4g8lp2uQ0A4CmLiPQfNR+qNXLpv4Y7rkXlTgzWAUCGwfth8H5ojDUKbYhGGwKq68u4GBTGCJGpKpiiMeZorBMG540lDkfkzYUD5dI8sbTFOi+R/i2eov4lqZvAYNGDx3jePx/Z9HhDoVGbf56PJ6j5R8xPL9u+4C8+t5MKdBKx9Om1mKfXYvyHui3cNNbdXwer/AGjPE78dK9pM/pJ6se757TvPpdKZWH33iq3lORVS6XytvorsHI0sbAzsnezsHMzt3ezsNfdu8f/LaU85svK7AXhx0PHfdLbc2lBOY+9MfwuBYff5BP8kXcgAdPBDe1gUmR8dZk5hTbX2QsA5jl7PyvOeVqS+3fqm3VegQAwx9n7RHpcXHVpfHWZJm7ypJryOiF/gImVPuFdigrtSTLeFlWWNtfRNLcx/OBTVXdU4Cj3SQsC752PUm6USqQAvVaASYU3oenKmwEjuppOqnOUPe5NBFk9UN5U63FHEFkp53Ie8w+JvIGINXc12G5CUVMAWC2HBi7VsGdkba4pkf5j/7nHc8NIGNwyx6EXQtavizn5S8aDLz2m1It5XyRe2eU1g9BnSkb8P8CXqamOTMPSe34mneb0sEYPy4uKnNWvL18duXz+i1Nr3II3ew5XtH/Tv9mz6XZtT/ujPS3LcqIZmZNpHZ4Xh8b8GTT7z/TwqU+P/R44I9jUQYbIt8Xe5UnFz8qzna/uVukfaGJ3dlij1jADT5Ii8l9TX0609mjqEFFdkMqsMCVR+zHMvk98XM5vaOcFQwvDXSqK6rhTZ5FLG8sAYXAtNA2JjA4C7DqNnmk0gggAEUmFzwSszwEAR55PYvzc3AORkg3PS4VPpcKnclmZyuEYXE/nLpCpxPXfzx4zO+CPL6/kpZUBwPz1Y9RmkUqlsn2fnu+01a5MfHhmfHimb7DLB1sm9POz68pQti5mNs5mxTmNWRDMWk5aXL5nG3GiCmJD09n1Le4sdm7mA4Z1kIb7y9WPuzLP98gR5HFZ+gSr5ntKNrsaAOx7T9b9RHrcdzHP29rLk4h/T4r4PSlCpf3rgFEr3JvT467lphxIfI1BofYPmUTCNtoHPwVPeHv7xIHEiAm2rnY0fRTAB/38vox8fCojXhPD/XFxDgCMtnHqzFX9f6C8zgYAY2YNwGLVRF9MWjBYxXBPiysMHKVdRbluQsATvY1sTsG0tDOydlQfndi7tB8JY0AKtNKbr9KIINL4yuVMYRwGRXLU/9iWvgKD0ihTdszzvXUibofdJlr47PadAwAzrQfMtB6QyCw6kRf2+4AlErnsYmFUAbdmb/95fgZ25XzmlaI3G+POHgpYikX9X6dx9yQiuaB1IwmjRdHodx2/W/s4EpFKY2uzu4nv/CYscPRXfKZg8du8R3vpW5zKifE2sPwy7l5UdcGJIQuGmDkezYz8LfXFy4kfm5NpcbXFC16cmW3XYkHpY/chC16ceVXZ6A5uEAsflWaMt+pHx5N+HDDZmEg5nBHhymjzJqO54S6TCO8DAInxG448W5MCTFrxr2WMQWPtdDKgBmBQKCqgqBLhQ8U2njyzxX4UFksYgkJRpKKXrY5Fo3G980Rx8bH5486nd06/ig/PWvyJ+jiqN8/SCpXqcgMACo0aMtFnxDR/R08rugEVhWqMca8uY6bE5CVF5mQnFasdSkFiRHZiRHbweO/l2yZb2ht3evJDJ/meO/CoafP5zfj2DfdHl1QFzuZ99E5WU3qdX/Qqv7CY2VDCZFEJhEtL5/X2jNrj28T7VwrjuVLRHLtGGbiYmkIA8DPstTrYK9wHKJvgTVTwOIOv/rWl/5CPfYLaOVwil/2eGHEoOQoB2DlwZFM8OgAYEMlb/YZujXj4Z3LULyETAWCavfvX0U+fFOc0iIV0fAdGzP3CTAAYa+0MAH8kRT4ozFzlETDLybP9o/6vUHa3A0BTdqYKts6mKDRKOVrmbWROHzHco5+ni0XNQl59ZFatMaWMG2OfEVU2xZA0xMVgq6KxQZQUUz4/2OoxGWdTxXuscghXkssUxgGgvE32G5GHaX6up6O2n8wLj6zJ+SdwJQBwJMJhT3efC17nTm/zdTeXU7U5/vxCu6BX1VmfJ1xEAYjlsgMZjyhYAgVLcKWZZ3Mqjua8WO/yTt7k30WEMrWG+/9R/Vrl8PE1EZeT68tfT96kVTGTIFP7S/kJcbXF1QLOTwOnDjFzfFKWdSjjlRxBdic+3uU3oYLPDjSxU46KAQB/IxsDAjn8X8P9YHo4VyKa79BYzGGz54jshhpDQptvUJoa7lJhGCKrAsBiiep1lBUxM61RUZUBACxhGNnwrEo3RF4FAGiMWQ+rMSLyGqkwDADQGEsMfpDKXrk0j1+3EEH4AIDCmOLJi7GEYDTWDoWiA6rXVvTQGPT0FcOmr2jzJhv5OEWl/1dHlgeOafG9MTChGZjQbF3MBo7oF/U09btVx5X36jHIHBZfZdiIR8nRz1InLgz6YMsETQRhWjN69sDzfzxuejaH3UlYtWMqmareNiorqIlVknEAAAs7o6GTfDtx3l4nurDk5JvGV1wbfUavzgXO5Kq+DqlgQtIDgD3JD30NrJxpJlK5PLwqBwBGmXe1ilBvcTs//c/kKADY5BP8ocdAABDLZE3a7dMdPL6OfvqoKPvn4AloFIqCw0+ycxtiYUfryGqPqSop5rC8DM0c6AYIwKXspFohrynY/T0KOKwWxoFeW7mbKEChUAg0G+5ZSX2letqrh8nKm4GjPdrq2UcoajhZ1HBSk556eFdr2qIS9oW3VeuMySMcGOtoBC1eO+PrC/we7GzafFCWuDjicNPmAEP7vwetBAAEkAdlSXvT7vKkohnW/nZU48/dJy2LOupBt9rm0Vyo+2lFaim/xWvee7oVcasAd3jXPO4yRO527YemzaXh52UI8lfG678yXgPAy4kbLCkMTcZJZ1W+KM9Z7jJIYbXPfn6SgsU3xeG0RY2Qu+r1JSIG50o32eU3IY1Zsfjl2bja4qXOASMtXH5IfDr8/sEJ1u5z7H3zOLVWZEbTSi8KYIS5c4CxTR67VobIqwWcxU4DfAws5QjCkQjpeNKR4LkA8KJCvdaqplayiPsXAGCJw1HoblkuR2Q10Cl9mC4i5p1TpKjiyLOgVUq7mH9JYbVjCcNIBodRKE3TwnqXypYZaSOm+6tY7SrEPG8h+EAk409HfB16M+7SoWe1FSzlXTKp/O6Z12F3337w2cSJCwa3H6HeGlMrA78Q1/jwTMWmgCd6ejVm2nL1NepvHg9TzgYDgIUfj9VEEbIPYk5vzukUSCS9OBMA+DFF1eumQsaMbzIbKp+VZ36ZcPvK8FXPKzLrRDx7qqEbXVVq811htpNXfHWZp6HpItdGl8YXUY+2+w9X6LXjMRgiFssSCRvEQkWo+u9DNaojcSbzLQDMdfYGgGxmTTmPPcPRw4rayxGifK6wrpqdHJ1XmK2aw9MrqChLtla4UlBb2SCXtUhfKc7tE/MX8ETxr7KaNvWN9Ty6FjTYA9jSl6t43Nvui3Iz3GmpNzu3fn8NP7SGH2pKmeBssIWkWSFCfwN7ZY/7REtfPRxJEQCz5s2JYaaNmQBsseBqccwG1zE/pTWmOf2T+yKVVZrKKr1c1OxHOBO0doz5+9WqnkOKqNHnwKH7SmKJ5mz2HO6gZ/hx1PWLIz6Y+ez4Z16jAOCnZFUJvraQyuVfxN4DgPkO/hoeIkeQR6UZPyQ9HWnh8pXv2PDKvHURV6yp+iGmDjv7j3OjmwDA7TEfJtaVvajIuZL/Npdd+6Fr4IeuzfWh9w6cAgAX8xIwKPQfg2cBgAxBdsTde16evT9wRohpe7V0NDLcpaIwmTgGAPCUD9R2QOT1NIs2Yy3EvOPChm/brSGKKOxjdPe8FbQFgvDFvJMAACgsnrykdQfUv7oxOMrCd8VqBwBhy0ejvVt72ZkcFj/sbosEUO9AJxKFMGlx8KiZA8/+9vDWyXCVByqbyftzx1U8ATtmthpJzfaZsjSkyXAHgKtHQicsDGqdX1tdznx8uYVj2NrJdMR0TX9UfQ1LenOyC1fUJ8rMLHceDAAnc6KaPjdtAsDu/lOT68tSmeX3SlL+zn4FAB84dUul2y4iRxAA0GRl88egFuJLLJFg4p2TXweMGmnleDs/nSUS6uEJWiWYFrDrHxZmEjHYaQ7uAFDCbQCAXFZdTFWJPc2AQSD2QMUlRI6kxhUkROQUZJSX5Fdz2UI+R6hWV1Euk9dVsw1NOk660jmGpi1OWlpQ66kuMyc+PEulRcAT8dgCCq2Xs35fPUxWjpMZMsFbW4dF30cP79bf7Gi9IDqzbncV72EN/7kdfaU9Yw0aRWj/QBWPOwDMtgmY/eqPb5NvFnBrfvVfqGik48mnBq8Wy6UKw/1iYdTp/Ff+BvYoFChc8r9lPHxZleGs9666Bt5R5Ii0dSMG1adrULYFWyIEAAZe9XaxIera49JMdUc081vqi3RW5VhLN3s9TRV1bhenXMxL+Ctozq8pL9yvN0qzFHOZF7jxF/LilXtiUKjM2TuUWxR5tMotTVH1l0cuK+IyV72+dGrookHGLcpWKqPRvxAWH0ykfy8VPsISVMIzEInwgYR3US4rp5q0mTrWIQjy73qNZmkxukLCu4DIWQCAI05FYdTcMjCEIcA9DAAyUTiOOKEn59YVGIYt3jFK89pzXJ3Ye1e5+hIAjJrZqENEJONX7Zw2Yrr/3o/PlBXUKPfxGew0elZnRO4CRrrbuZoXZjWG4NdVNdw+GT5nrWplgHO/PVKuiw4AK7ZNfkfd7QBgo9/shRVIJFyRmEroZa/GVs+x8K+lrvgMSoY7HU/a4jF6W/zNXYn3+FKxGYk207Z/b01VLVGVxSueXUOjUOYUWidyQ10Yxs9L8j4Ou9PUstpDi7dQBODr6GcyBPnAxYeGJwCAp6EpEYNNqauc+/BC6/6WVFrE7HXaTrIdhALxrVOv752LrNNM71XAFy8O3m3taDJgqGvQWE8PP7sesz69AhyuHw9v2ox6mjZ+ruqfWiqV3TjxqvWxPI6w1w33J9djlTeHTXwHVAs1D5VRxoAUONjyVhH7dB7zz3zW4Ureg35G3xoQVSNIlWnyuBdya2aG/w4AhgTqAtvBR3Keb3QdS8WqeaCXC1j3yt4eDlhuRmLMCjtwuShaJJM+qUg5ErC8T0nKNNRyNo34bsyikEXbp/X2XLoLGaJGog3zbiYHF3LqcWiMWiVHU5Le68mboA1VmRuFyf9kRQHAk7JMlbRU5c3RFi6Hg+c2bc6w9Z5h26ik4mNg2ZYQ+76U0ONZqrIuI8ydc+bsBAAZggy597sFmX5w8KwmKZsTQxfMDT21Ofrmw3HqS52CpqEyKCyeshRPURV+QuR1gvq1AIDB+2k0TlsgjT5IFLrn7tGIvEHEPaj4jKeuUtsHSwhCY8zlsgoJ/zaB9hUK9W4kbTh6WiUore0+uxY7fKqfT5CaAt2X/nyqkgBqZm0YMqGFsI+Tp9XBe1sO7rj64lbjeyRFj7jlt0WoTtUWQ6FQcz8a/fOm5iSH878/HjrZ19Sq+U03NSbvWcuHpW+wS/vRPp2DL5WQsT3xqLDVZ2DRaKm88S5ZweY4G/eaQouGTLL22p/+vFLABoBv+0/Bd7//WCsGm9lkLP6004dv9R/mpm98KiM+vb7agqK3wMX3Q23U1uUIMs2hX52Qt9qz0awxI+udHzf/QnZiLquugsdpEAslchmCIDgMhojBGpN0uV6XEJHzy+eXmDUcbQ8syasuyau+efKVvrHeyKn9x8waaNuq0rDO6R/kTGOQ2f/mzMS8zIgLzxow1FW5zz8/3itRV+FY3tvK7uVFdWlxhU2bxuaMfn6qbrBfPr9Ukl/Tz9fW3c+2n5+tsU5L12kFgkglcrYckdrSl9kz1kllLImc3SBKzKzrQAWvCRQKa0dfaUwemVazvUGUHF+x3I7xoRNjE0qdMScHpFbE+TXjQVxdAVcqAgCJXHY8L+xswespVv2P5b5EAObbBZIwLZwUFiTG+eCPFJ8/7Tdhd+ptPBp7LnidHbXzsgfdQeTd+IqCahwBKxZK0Bg0FtfxDTA1KnvLmD1uAx1/f/F1D8yw66h9hr+jZbBiaoqdacY4NIaAwbHEfBpOzUujiucbAF5W5O6Mv0/EYBc7DTyWFXVu+BKFn1slxn3so8OqY+mCO8UpNUJunYg39P4fU2w8v/WboIcjkDC4fQOn/pXxup1nrtZrInJZuYR/Xsy7qNhEYx0I1LU40qzOzx1ASZe951yqIs5viJwJADjSRAyurWQjNI48W8Q5iCBcqeA+jtyl0lztI5OkCht2EvQ2t1rW0JohE3yuHm5eAJFKZTs+ODJkou/4BYOtHIzphlR2PS8tNv/O6VepMfkqx675enprxzaJQth6YLGjh9XxH+8gcmT997O78nAaPrX/zWMvc1IaM89EAvHej8/8fHkDDo8FAFYdd98n55Wj27E4zEffzlQ/FsDDkowNkTdUGvFoTMac7cot90syLuUlnB3enGvypqZ42csLKt0UsCXCnIbamJri52XZn3uPGGTS5oqVhmDQaDsD/dzaxtyDSg637xvu1woTakVcAFjpHDTU9L8md4gCmObgrohy6QQYFGq2k9dspxaasP4mll2vkNoh9y9GH9p1s4u1ipg1nOvHw68fD/cc6DB9WcjgUe7dt5yFJ+IWbBh9dHfz4sbuDWeWbh4/fLIvhUYqyq68fCQ04kmq2mOpve1uf3TljfLmqBn+Kg6LytL6F3cT5TJ5dnLJ7TOvAWDtV1OnfRDSo7P8l+z6feXc6zi0PlMYx63egsfo49AMGaIqM9AhFJz9QPML/2PvvMOjqLo4fGZme0/vvSeEkITee+8dEQREVBQBPxuoCIoNRQELUhRQAem9906ABALpvfftvczM98fGzWaz2bQNoOZ9fHxm79y5c3fJ7px77jm/kyv5IV+ypUCyjU+LdmUPM+9AkMQ7SXvFOuUAt/AYB78FQQMoCDbgwtozZcmFypo/+rzuz3ae7d/np6wL5WrJyk7jLcY3kHiapPRIceLdmpxXQwanSEpev7djln+vUZ4xHkxBWz6BVnDvbPIPb//eb0LXKW+NcvIQAMCvq/bv/+6U8eyvH+//9eP93UfGfHaw1k1w52TSb58cmPfJ1D7j7R+6eWbH1ZPbL/ceF/903PyYNQuQgCYqpTyH5MpqHotKF4X3BoDFEX03pF41uclscK0i943bB2gotqXvDA1u2N7ANd5MkkWlNhQksUZcnCKtat3jSwAQIXCbGRj3VfLFdEnFHwPmODPY4QI3Y9Q7AOgIfMWDkymisqPDFpqCQptvuJMG7S2dcpdBc9FUcBRBnTiulwFQteQ9veov29cThlyT8gzLcRuFUSdliCBMABSAIK1FXLUHuP6xTvkHAABCoXPrTDfCkKlV/Ibr7hB4OQCgqAsgtRnWevVxKmsyNFX/udVoZV/iuiSVcA6dt4LOadOuekhnn57DOt29UPcsxA3E1eNJV483od05clYvG47tKa8M9PRzunshpY2x5giCLPp44nszfjRZ5xkPC9cs/PWtr6ZLhYr1/9tTVVZPh2jWkuE+wbb8gkO9Qrf0rVtT4STR6eA6iz7lKhlRP9XVjcHREbiOwM3XtZtSb/yYetOVyYlz8rpekRfv7BPd2tLHFoS6OJkM95xqYb/Ati4GWkq2zIpH0yrnStP25t9PqC4AgPE+nYd6RuTIqoN5z5c/rEWUiN6hUbxdecue9UTayuOE3J/XHLWw2v3D3AeM6dKpW4CXnzObx6RSMYMBV6t0H8zZkm8mC+vkxhdWSi0GTLmfl3I/z9PPaebiIYMnxGHtY76Pf7F30s2s+1drI021av3WL05s/eKE7asQFGFzn2rwpAU6jf7c/nrlwIdNttQkPbrjpnkKUGC4x5gXesEzIsxpRZjTCotGqTa5VH7IeKwnpACANkMSDUGwYIdlPFpkleqihdUOACiCfhdvKbiRNLqe7RLKc9/Y1UrmWIVG+nbSnhCue1+X0BWdxtFQCgDkyCvPlj1+/+FfTIy2qeucpxkz021E51e/nLXlgz0nt19+ceXEaUtra/r+lbvJwY0PAGOdXja2qJWabSv/OvXrlU69QqN6WdnBbjvVZeKc5EI3v0bLP6ffyz38w1k3P+eFa+2gKYyhVixA3FrG6nPOqeJUAJjo1xkAXg3v/Wp47+2Zd5tMTtXihiCe87pu48MFbiZJ9VbQ0lAZAMBJYnnCEbFW7cXiUxBsZmBcJwePtY/OKwxaZ2BnSKuul+dcq8hNrClGEPBlO7wU3M08lau5hrtOuVsjXWk8xmg9MWqQTrkbALGXjxxBWCSpALLFm7+tgCRVavESAAMA0FgvmZTj9aq/1JKVxnYjBF5iOjZorymqBtI5i6nMaWDv7A29+pRBewMAEIRDs4df/41Pp+SlllpYwLbpOzrmzc+m2u7Ta3h0r+F2qDzVqXvg+Hn9ju2oi3xNvJ7xUu9PG/aMjA+Y+YYdZH01Bj2HWi/RyijMpDboabQ6w/2tqH5vRfXTE/jrtw6O8Y38NH5UY8vllhLl4XY6Pct4nF7ZXBvajoy/1NzNvmX3DgAAl0p/p9Owge6hA85858LgXB/1v/acXXtRInqXRvFAEYZYefBfYLhv//qUuZnI4jCWrp3Sf4xl1DWVRqHSKBZZIj8dXyaXqi4fTbp4JLG6vlpUWaHwu/f3//XzpfnvjO470v6l5VAMXbnpxc8W/550M6v5V3n6Oj3bNNBLR5NkZqq4nboGePrV2ygzGPArZt4QBEHe+nyq1fJSzxyCVF8t7GkgFG7sETSsudt9ruzhza+i2iQ0lGI07g/3X2pxKpjr9mbYMADLFUIruFV9SE9qBro2IeRnAkGQvhO6xg/p9MW8n3/9eH/6vVyfUI+G3e6dTf5h+a6qYuGE14Yt+nJWcyJnWoGkWgYA/pGNyuuV5lRcP3KPzqJNWzaa78xtrFszsRrOjj8t/6kdGeIZ5s7iBvMaXfBYZbhX2HCv2pg9tA0P+pZ63EmAVYlnblfmL40acL+6SGnQAYAfx3F+SI+tGbevVeQaCLyfe9CswDgPFu9yWdbrEX0sRmiuAUpjv0jg+YQ+k85ditG66VUHAHabzjIF65iCdTrFdr3mNIO/2qL6aTNUZQDBPEhDtjF2RS1eRhJiKmsCldlogERbwLU3CbwYAFBKAJ1Xq5lFGHIsrPaGEIZCteR9rXwTnfcBldm8nSzSSoEDyy54lUZaG3pF5y5D0Jb98VnF2UPw1d7FH8/bapFUahUEQSYu6P/yivEY5emFKi14f2x6UoHtwk/OHoKVP7/U5Cb+xdKsoH31gjgbBofRMMwidI+CoGAtO8dAEG/ePnylLMeBzjqU/9iDxXs1vNfMoLamZkZ71m0apFXYMtzVesPjsorUisqMyur0yuqe/j4fDhvYxruD2WeiI5pwqHiw+BN8Or8U3MuYoe/C4FRrFNUahdW8n+ccFKGLlYe9HL7SGrJJUo804mtU6ZJKRe8IWFMc2NMp2HO6t1CYXZn9pMS85b3vZvUYFNFYf6Wsnkgzh8/kO7LnLh8x+61hN8483r/lSn79Mm1lhcLPl/wR3sX3jdWTgqPsHPPDYNLW/vry3p8v7d96Rau2roga0yvYvMxqeJdnVvALAEiCPLKzXr7sqJmWaZoPrmWaW/YDx3YJ6/xsVPzj3RtNReXTY4YFpAPAAL9bAAjyFONRnz4kkA9EZ7xYIZ+mWMbnmJjuuyKcZ7krwuQwVv+19Mt5m0fOG/D4hhUREnd/Z64De/G3c3qNacc0fY1SCwBGT79Vhszsve+7U0UZpUd+OjfvkyYcbU1CR63saP0TDffzpRkA8Hv2/SZ7NoaNnD0NblAadHSsUWu5RR53HYG/d+/YqeK0Kf4xb0T2m3et1pA+UvD4aOHjAR7BP/eeGu3gaVxIJAqt17JogeeYwfvYxlnCkK2Vf0eSCmXNJAb/MxrrheaPDAAoJYgwZBN4KWEo0KuPAhAoxZvAywzqUxgtjsZegFJsldhsERTGcI7LGbXkIwZvBYLUxlDq1ceNVjuFPoDOewelBCNAIQgRrrujFi8DAAThkKQGwEDgpWrxEp3yTwZ/DWarfioKAAReBaQWGhfVIkmlSjSPJEQAgNF60jgL7fU2Pfycfzr9zs5vTp/efctczsyC8Fi/+e+P7dzzaQcx0xjU1b8ufHfaD40tLRxcuF/tWezU+E+YkVE+Ebkzapc9Qfs+z5q+wqo4oCOdpcZ17yQcnxkU29XZB/62Xy00+yQ69ZLbh1kU2h8DZ0c6uFEQ9F510Qf3T9EwbLJ/54bDNp9oDzcUQYzhOtnVQqFS5cSuy3VW6w0JhcW384sSS0rTKqpxs/g8iwifVpM8oVa1LeLIGts9L41YZv4bFu3gdbk884m4dLBHWKPXtJaSnIpf1xweMKnrwMktlhZtDjzmSK0hm03vwWHYCjsWK/Zq9FkV0i8rZd8IWFNceW/RKFZimTT6tKKaV115ywTstmX1tAqL9E1XLwcbVrtOoxfX1G1guns7msJgMAwdOLbLgDEx104l7/z2TGVpvX25jEdFS6f8MPaFni+9PbKx4mitA0GRF94cOmpmz/MH79+/ll6aXyOXqBgsmruPU1S83+CJ8TqN3txw79Q1wI53bylXTz4qzq37wAVOnP4N9GQe1JewnLnYUh3ruQJptzjP54dMWYLcIBzl8e1Un/ctTj0Un79etX9p2PbGrsUo2Ed/vgkAT25mAMDMoLfMz/qGe/18+7N2mHI99Bo9ANj43iEo8tLHkz+b/cOJbZdnfzCR2kBJuUWwMCu+GC1upSrTc86SyP5vRdUrCLM3N3FV0pmGPd+7d9yBzlwR0yD6y1pKLgkw/vzWDGkVm0KzKH1qTos87hiCcKmMl0N7vh8z1PzE3JBuc0OaK5Bgt5APlBLCcbumEi3GdQkayQdAEjT2i82/HKMEGQAIQ5FO+SsAAQBU1os6xU+4PhXXp9K5y+01z79nG8Z2PmDeYjSdAYDOW2Eyx1HMw4DXxiVTWdNonIUa6acGzTkAwHUJKuF0jtvdxvTdEVQAAAAGg/YmhTHEah+SEKpEC3F9CgAgqAvTYYN903PpTNqrqybOfHPolaOJyXdy8tPLZGKlXmfgO3JcvRw69QjqOTQqMv6ZPR0dnLnfHV76xRu7km9blgcL6+K34se55lIzNuhz4oc/Br4QyLW1/+vNFmRJq1NEFZ/E1SZXSHRqDEHZlDrFgxxZzSs39g/1Cv2wS11wzmDPkMURvffmPmyj4c6m0UJdnTMqqwGABLiRVzAxOrJCpjiXkX05O+9Bcaket+4Iz6kWStQaAfPpBfta/IB1EnheLs9MkZS1wnBXytSnd12/cTzx25Pv0uj1vN0KqWrn50fP/H4dNxDZyYW9RnWhM9sikUmodI8Vmutq3WONPt2AC0nQUVBHFr27h+DTxhztJrwcv3HivixWHhQr94mV+2Tq0+GeD9EG6rQ4IdMa8kmw4jAWK/fVyLcGuh7EUIc2vAtbWDiqeQJbIlfZKaXmGd5RXf0tOiAIMnBsl97DOh3cfnXf5svma3sCJ47/cfvupbSlX0yL62PnWF4HZ86M1wbNeM1KBe6NHx40HdPolL4j2/SNawsETuz+4YJ5y6gZPRpGR6Tcr0vuD+3s42szFaeD9oe8XvVXBK83myJoxcW4AV89Y2P3kbXLs4Yx7k8BHCcAgM6yJZ/fe2ycs6dDTZn49snEAVNsiXU2CYtipUiqEle0ZcznnHvVheECK9/Tnq7+RolGcxCAE8MX2R7QqDyTIi7fmHqNIMmtfWdiCLIp9foPadcd6axuLr4jvSPMU+kwBP0sfnQb34U9Y7UR1IXttFclft2gOaeRfoRS/Cn05ibXYzTjUoMw5oxitHiMGkHWpsMjBm0Chd4TQXjQjKya1oFitVucWvk6BvcDlBJIEEKD+qhG9o2xncqagWI+LMdtevVhjWQlSaro3LdtVGXCqHEGzSUA0Mi/ZtN7NZSSNGjOqaUfk3gFACAIm+W0C8XskwdpAd+RM3HBgIkL2ipW0x7wHNhf7Vl8/eSjc/vuZj8pNuhxv1D3UbN6DZ7ctZmhogaCqFTJOJTaX7rQ/bWlEJwZ7IQJy0zdgnnOVWrFK+E9uX9HuufJRZ5snnlk2+6cxKkBnV+P6PNOwvFzJZldnb0/7TrKhy3g05j6psJLmkMvfx+j4Q4AOxKS9iQ+Ti4tb9KdTgI8KCodGma3HaeWEuXgCQCpkvIme1pwbNvlnZ8fVSs0AHDi16tTFtdzctAY1KyHBbiBAICaMvG+jWfmtkZIgVBo7khVx6TqMzhhmdGhxyukquNy9YVgt1N0amjDi0nA86um85ljnLgLGNRwD8FHbvzlNfJtBKlqaLUDAE5IAYD2d1aMOQhC0+gzq+W/uPMtswPthXv9dWxhdqVUpOQ7Wq9Pfv1MsvnLnkOsC2fR6JQX3hg6YEyXTR8depxQLz2rqkzy9fI92y+8y+U/DRnc0oKay8fq4sX7jIjm8J+ZpMyx32+VFtSYXlKo2JjZVlJOy81qVHv52yHEsYO28ERyrUKTF8brAQAHir5Kl902nVoc8rPtawmcWP/6r/fOJTt5CAQuVuqUnf7t6oltl+atmtJjVBe7zroeDBYNGq8ubATF0OFz+u35+vj5P2600XCno0wMoVjExqgNStOxTC/5IeeTUG7naF7XYG4kpd0MsDbyQ9r1H9KuWz3FptDUBr1Cr+VQ6Q+FJaUq6ZuR/dp+Rx2BV6pleXJRUk3x5bKsLFl1L9eAReG9jP71l8N6DvcOTxNX3K8pWpN09otHF14J6zUnuBsFtY9n1t4lshAKy+FHpXAmrkvUyj6nuFjZqrAKRu8JCBVIvdHdTmNNBwAUM8ZZkmpx0yorHLfbKNZoSkeTUJjjQL4eSI1Bc1mhuWxxlsaeZ3LDU5mTUUqYVv5dQ2H7epewpusUP5GkitBnqGom0blvY7QeCMImiCpce0un2o3rauuVIqgDy/E3jPrfLfXcf2yX/mO7tO7aRGEJm0pn/i3H3liojDOD7cniDfGss95uVuTFOdX7gzE64xNrSs6VZFwavfi3rITZV/48M3LRqeK0nm1WhASAHn4+OxJqTZP0ykZzD9g0WribS6S7S7Czk68D389B4MG38iBpI+bB/RaB/hYvI/juAJAqLmvpLYI7+2pUtbW99m08M3puP6bZFjCNTl216/XXB3wqFysB4OCP50fO7uvq0zKVTAMuLKh+gQQcAGgUXy5zKIfei0HtRMVcCVKt1WdXyTbKNVcrpF/6OVsJApYo9yu1CRxGXeoPirBt5LDihBwAUGvLdQFrYo18i1C+05W3xGqHthMR6+vkyjNVXNLrDN+8s3fVzy/RGJZP0/SHhaf31tVncPUU9B7WmOItAICXv/NXfyw6/set39adNrneqTTKJ5tfejpWu15nWP/ePtOtMQyd0aAo21OjpkL6x4Zz5i1DJ3dtWHRWpzWYb1M8TsgTVcscrdl8HTwFlAbJ2fJt5vuFvZwnDnNfoMGV69Jn2b5WWC759tVtSZdTYgdGvv7Ni3vXHW/YZ9jsvmql5st5m0Pi/N//9TVnz3bZWGNwGACgkjeRGjf8xX57vj6edCVVIVFyBNaX7s2ERxWIdTXmLSozj/vV6pM12soa7YXbNRfoKCOcF9NF0KuL4Lmrot0wVMakKjMvpEdSTUns0VoP7CjviEn+TddQayxm3cT50oyPE097s/hhArfZwV0He4S4MutyhdkUWjjfNZzvOtm/82dxoy+UZf6cdoOBUWYF2UdCtB1q2yJ0psMPGsl7TMGGFlyEsCi0Xgatcc2EUhjDAYDKekGn+gtIre1rAQDFPNpitQMAinkyBevVkmVAWu6DU1nTGPx69RQwahTL8VfbAyKYG4O/Ri15FwBwfbpKZL3GE0aNZDr8jFKs1ADvoDnsy33owmAPPb15akAMAMj1Wi6VYVUK5sa4JabjEqX0eGHKb/1nNuzmRGdpccNjUdlbUf0ulGZNOP8rhqDre7RVVVet1z8qbdRpLWAyevr79PD16eHvHeTs9BSkNDod/czqccOXRoRaZYVa5s5sgV0S1SN4zEv9T+64BgAyoeLYtsszl9fbInT2dFj2/ZzP5v0CADqNftvqgx/++mqL3gUFc+GxRmII34Ezg0Wr95uIIXQWvZuf886cyjFyzRWS1CL1U01IwKtkP1IwF2du89VX9QDQSOAN4sxdVCx8S6I84sixooLXdlAMnfXm0B9X1VUtSLyRtXjc91NfGRjbJ8TJjafX4aX51ddPJx/7/Za5pMy8d0Y1meGNIMiEuX3j+oR+uWx3fkY5giD/+3p6ZLx/e7wRCwx6/Mulu9MfFppaxszu9RQqQ1kFx4lv3/1LrapzeaIYOn3RwIY9aXSKq6egqkxifCmslM4f9FWnboGhnX28A1yc3XiOrjyeA5tGp1BpFIyCGvS4TmtQyNRyiUoqUgqrZMJKaU25tLJUVFEiDor0XLGhuUIoHVigJ7T7ir4Q0Nzc0RZHfu7//tTedSdUcvXwF/u9+f1cOpNmrEtkEeNOpVOmLBnZZ1z82jk/vjVg9acHlgd38bfX/E24eDkCgLiBbKsFHgGu7v4uFQXVD6+m9ZvYmhLmJhxpLhaGu0Rfu4+kI7R3hXWCIlpCkyxJoKOM58pwxxC0YYgLACwM67kwrCcAeAFcGLXY7vcd6xM11seWN8QEBUVHeUeM8raej2Sq8WSVT2JHfhI70sqYzblxS0Exb5ZTXd1vEhcCAGJt69kcKnu20XDHaLEI6gQAGDWC43JWp/qL0D8mDCUkISZBA0aRUYSCIAxAmAjCQRAuhWEH9wyVOQ6jhmrlmw26WyQuRFAeRoulsedS6FbCMZs1IGsGAKGWfmwqDWsOgnBonFfonCV2F5f877A/79HtyoLzo1+tUMkP5idHObgPOPmTUq8FAARBKAj656AX450tV3SVavlrNw9M9I+2WlnJn+u4tuvotQ8vVKjlHizeMK/QxZF9+LQ2hZhfy8lfeepCtUJp0e7IYo6MCB0RHtzd1xuz0yZak7SiBipOEjhJpojLWmS4A8DcDyZcPXxfIVUBwKGfL0x4ZTCzft5Vn7FxfcbG3TqZBAA3jiXem/kEN+APLqVmJuVXl4pVcjXfmRseHzBoSvfeY2KtJv77Om2xMQEEoXCZgzSyVD1eSaPUUymRqc/pDIXu/A8MeGWNfJtcc0WPl6MIh0WLceLM5zKt5KUYA94IwrpqLZ85tgz9RKTc206GOwCMmdXzcULu9VN1YTClBTXmoeEN6Teq86BxzdXB8Aly3XBwyZa1x129HAa0dhOsRQirZJ+/+Ye51e7p5zR3qd0kCFvKhYP3k+/WCxkaND7Ww9f6RtC4OX1+/fqU6aVOa0i6mdUiyUsTvkGurbjqmXPjTva2ndcjwz0XvNjX1aWt6oStRqKvAoAZvitPlP7Y0mu79I+8sv/u7A8m9J1QK9I/b9WUeaumnP/zxvrXtr+14aUxC+usC3d/l/XnP/z65V9uHL3fasP9l/d267T6mf8b6+prGV7lFewGAAVppU0OEjsw8szOa4mXUtpouDvQLOcg0tXuBieJb6lxy2dWb+dhAHCj+uxd0WU/VogvK9iPHeTO8PmH1lv9h9JeJqNWsVmn2IogbADCqIb+dxR7o1AZw7WYF4GXGt3tRlBKEINnWaW2/UApYUyHDXYckMqahdEH6JW7DNrrhKGQBC2COmGUCApjIJU5FUGf2S9dq9EYDO/dODs2MHy4X9NCNFdL8l86e3BicOTGgWNadzuCJNUGfY1aVa6UF8jEORJRuqiqSCa9MeMVqU5zMD/5j4Ev8KgMHp+x0iyj1Da7cxK7ufh+FNto/+mBXaYHdmndhBuy/srNLbctZarifbxmx8eMCA+mYk9b6sEkL9N8NqVf2ZxxPUVSNtQzvEUX8pw4M5eP2r76EADIxcrjv16dsdTSf7BwzZSEc8lGD/GqWT9YnK0pE98sE988kdSpZ8hHO18TtFy62PhEaegmF8p/QxCKHq/MKh9I/q0Di5NiueaqXHPVibvAU2BZWICKuQCAHq+0fiOExmMOESsPGvAqCtZedtj762exuYwzfyU03RWgx6CId7+1sq1kAxqdsuSzdtHhtcBgwE/vTfj9+7NKeZ2KBZNN/+SXeexnVzB15IweviHu+3+5fO9qBkmSVBrFxipi4kt9k+/mPrhmRT3wP0JpmbiwWFhYLJw1tV1UoZqJC91nQaBl0b1mEhofsPlOo3IxBEnihnoJThQq9uHvb9hQD7RNQVrJ8a2XcAMeHOM/esFAi7MhXfwBoCDVugigORHdg8/svJadlN+6aZhwoln+Ugm1tWJKd0WW+t1eTH8/VjAAFKvzytRFZeqiO8JLAEBHGT6swIGuY6J49q8m20FD2stwp7Hn6BSbCbwUECqKeWH0vnTuu01dhHHcWlly9nkGxTzpvBV0aK+UNXN0OC7TaWQ6rUijrlYpq9XKKrWyTCErVchKFbKubl4bWmtAGylVyF65cCRVWHW1JP/mjEU8mq3k9zYy8vDOdFGjgeAKvY5PY+wfYivNoDHejh7Y+mm1kFVnLv2V9Ni8Jc7bc9nA3j39no3ec+sI4DgDQErLw9wBYNzLgw79dEFcLQOAI5svTHp1iHlMtkKiunXyIZ1JM+ibCOtMuZv97rhvNpxb0VKrTq65iqE8C0taa8hVau8CgFCxg03v5cCezmH0pqAuBkKk0Fypkm0Syn/jMgZzGQPNr6JRAgFAo8/gg/XvEYfRX6w8KNdcdWBPb9Ekmw+KoW99NqXnkMhtX5wsabxKA4NJm/bqwOmvDnoO6wHVVEivnHh4bNcti0quDCbto5/mPnNtlsg4v9Vb5xdkVRzYetXJjefq1Wg0M4WKfbL5pcO/XT+1544pZuY/RVlF7b+ga2uLAb378QEA6NUtaPL4OLtNCwAA7tQcvVNztMlukz1fU8oa/fH5cfnvPy7/vWG7R4DrziffWL1EKVVZbQcAvdbwzStbcQMe0T1o1DwrchEeAa7Ong6luZVVRTXm/vitK/9CUcS86JK7vwsAFGeXkyTZ6lUEALgxLHekVbhCaZArDfJCpaXaW2/nWm9XqbrAvF1LaHIUaUPc2hpQ2kEzaaXhTmVNo9os8IkgHK77YxsdOmg7ffdtrVGrqCiKIIgex3UEbiAIG/1dWW3KmTuZl7ni5jmZTiugM77tP6pdrXYAcGGys1EhALCpNAGd4cXh6QnifkUJAEwIimBT2yId+JTYfveBudXOodPeG9xvRlznf9yeYiDXGQAypBWtuJbOpE17a+TWj/cDgKRGfn7v7bHzBwCAsEJy6KfzZ36/oVZaJrGMnNN37PyB7r7ONCY1MzF/y0f7cx4XAUBxdsWWj/a/vakFq7Vq2c9q3RMH9iwLEWsU6HRqCJCEl+NXbHqdYAgVc3dgz2LT+2aW95GpTlsY7lTMnYq5K7V13m49XlFU86q74APjIAxqJwBQ61McoL0MdyPdB0Z0GxD+6E7Ovcvp6Y+KqsrECqkaw1CBE8c70KXbgPB+ozo7PLvQBRukPih494XNZIPqBDwH9qfbFzyrAkYN8Q91b85mBYWKTX910PRXBwkrpQVZlaX51eXFoppyiahaJhOrlAqNVq3XafU4TpAEiSAIiiIYFaPSKDQ6hU6n0plUBpPGYNFCo9uUo/WsKCsXA4CbC4/ZWi3XwmJhZZUMAGwY7jhO3Lybc/z0owF9QseP7tLMkZuZnHq47BfzlyXZ5e+O+komUvQeG3f98L3uI2IeXk1lcZlfHHs3OKYJiQIajQoAVcVCAicaZpUQOLFu4Zac5EIOn7Vix+LGqgJ3Hxlz+rerCeeSx71SG61n0OMX/rwhEykwCjp/da3d5e7n4uDGD+zko1ZoWNzW71B5May8qSJVbr4y06KRhtLjHWp1Aqs0lvlaVJQWzLFR1qYDe2J/j7tB8i5FYH0l2oF96eXhezA7hSAxOobx6HQWhcal0Xg0Bp9Ox0nyTH4WAGAIMjE4cnxgRLDA0YXVyvRzuU675u7lA1kpANDN3XvToLGe7NbYBBqD4Y/0R39lPi6WS+PdPD/vMzyQ36g3649R9VaG2RLhzFP7AKC/l/93A0Y//7ZvZlXN+iu3TC89eNztMyeFuLRMNeU5IYDj9GJQ9/nBvVt3+Zh5/f/6/pRMpASAI5sv9BgevX/TubN/3NDr6kQ53P2cKwprc6SkNYrgzrXx6NG9Q7858e7ykV8VpJcCwMV9d+Z+ML5JSQeCkKv1KULFTqnqFAV1dONbFoKgUryDXY8jCB1BrBgcNIo3ijAMDfQlAYDD6C9RHjYQIgrqCAAS1WGVLlGlfWg03GkUXwrmjEL7rmmNIAgS2zsktredddbbm6iu/hPn9T2yo15R0pieQcu/mu7WuG/7+cfJje/kxo/vZ0V19F+M0ePu5MS5fiursFiYkVWRnVv5145X0Uas0oaIJSoACPS3Va5Yr8e//+m8WKIqKROPGdEZayrTGgCm+X5gPGBg7FWdjgNAsSqtyavunUtet3ALbiA+O7hcXCW7fvhet+Gdpy0fvWbGxvdGfbn0h/m25Re9QtwpVEyr1l3YfXPE3HoiJ+JK6bpXtiZdTqEzaav3L3Pza1Q8dMisPqd/u3pmx1WT4X71wF2ZSEFn0SYurovacvNz/it3U5PvqEmc6e5UlKYn6qXhFalyHkoswx868bsaK63qCK2hgYZHADv0uRWL/Pdhf8MdVx8yGu56UdNlC6hNabN0YINv+o/8pr+VjOM8qWj+ucMAEOrgvGnQmAjHNoXbni/M+fj2hQqlgopi/4vv82rn7mirNubSRVVvXj6ZI6nNWL9dVjT/3KELU+bTmhHknSGqfuHMfqFaFePivmXYRHuJobYrn5+/aiqAymcw/nhxqq+D4JnOqPWwKLQPO49q9eV0Jm3cy4N2f3MSAErzql6KW0ngdVtDXfqFT3x1SI/hnT+bt/n26UcAcPdscl5qSWBUrQ+Syaa//Mnkj2f+AAAETjy4lDpyjvUCESpdUm5lvVLnVMzLz3kb1VqFBBTlGvBqCmbFYlDpkghSZZHMakTAmiRW7hcpdrry3iZJnVD+G4pwHDm1ygAowojwfNTkB/IfZ+H7Y/LSy4w5oFw+a+7yEWNe6NmW7f4Onhrbdl3/c99di8a0jLKPPz9qellaLvbxalbtPL0e1+kMAOBjc83GYFDnzOi1aculikrphStpI4e2RjpZphdS0EYtS2G5ZNdnh879fj12YOTbmxe6+jhd+qtWBr5z3/BfEj7fsOS3L176+frhe/NXT/UO8bA6CJvHHDa775md135+90+tWtdzdKzAhVeaU3H14N3jWy6p5GquA3vV3rei+9iqZNepV2hwjF9OcmHipZT4IZ1wA773mxMAMGnxcAfXJuqItwIUQT2ZfhZRMTdrzisMMoueXR1q5c9VDTJWAcCb2aGM9/RoRz0TQnsFZVgxK2vPas7aONtBqylTyqee3CtUqwb5BP4yZAKD0vp/4jKlfPXtS+cKswEg2tnt2/6jwh1t+UWMaHFD6I7vzVtO5mVEOrpsfHhHqdeNCgh9M6anD5f/yoUjCRUl5wtzxgY2UY8zoaJk4fnDMp02kO+4c8RUFuUfsKzPqKy+W1iXYPT5mGH/XKvdLvQa1cVouAOAyWqPHxw194PxYXG1Cm6z3xtnNNxJkty7/tSHv9VJQ8b2j0AQxBhfUV5QBY1Ap4QgCAVIEkP5dGoYjznCkTPThqp6XtUUBKHzmCM4jL40SgAFdTQQIqX2VoXkSwBEwJrU8BIOoy+DGlEt28JjjhQrD+vxClfeUgy1/wP1XwyKoSs3vfjh/O19R3YeP6c3k/00Nig6sAtREV4UCkqjUuh0il6PK5RaAGDQqR7u/KAA18gwj5hoH2/PZlntAKD7e8+N3dTfwPgxXfYduV9ZJdt9IGHEkE4tWuVdqvz9Ts0RFsbr7zqj4dn8lOILu2+e3H7ZJ8zz491L+oyPb7iGdPF2/PzIOzePPdi3/uQrXVcOmNx91PyBnfuFN+z52tezS7IrntzK/Ol/f/z0vz/MT8UN7rTsh/k2fO0m5nw46ZPpG35YtnPd6RWHfzxXkl3u6uM0891xLXjPLSGIHW5huDe02jkUXhg32nisxa2kBPCpzf1H76DttK8QIdWh0XJl2vIQG2c7aB0Ggnjt4lGhWtXH02/7sEmt9kzrCXzbkwc/PLyjMugZFMrbcX0WRnezKo7ezFl9ee8anULZNGjshKBaNdNhfsEJFSX5MivRCOacys9cdvWUDscBwJvDm3HqrzKFTE8QAXyHiUERCzrF07HnUUzzQladolyct+fw8KYVeP6taFTa/ZvOHvzxvHkj34m7+s83IrrVc9IEdfIJiwvITMrnO3G7DqnnVENQFEEREicBwDzAxgIM5XbyLmj+3BCEqtGna/TpVbINFqfc+SuYNKuOPcRDsDq/elZ2xXAAoFH8XHhvNP+OHRjhObB/OLr0Wc+igxbTu3vQpePvGI/XbTx76txjBwHr6J43jS1ZOZVffndaKFIqFBoej+kgYHl7OXSJ9ukS7evv69zwAaLT136XmYwmQuSpFGz2tB7f/XShqFiYnFLcJdp6LsRs/9UNG4e4zR3iNtdq/+NbLu5Zd7zPuPi1R/7XuW8Tkll9J3TtO6Hrk1uZt44nblyyY/SCQVOXWu5DMtj0r0+9f+q3K5f23i5MKzUYDE4eDp16h46Y27/J8U30HB07bHbfC7tvzol4GwCodMoHO15nstskSWyDQE7E5aoTtvvEOvRGkdq9casbF2J9TcPGDtqJZ2f0WCtv2UEb2ZORnFxd4cpibx4yvtVWe7Fc+tK5g7kSEQAM9An4rPdQX66g+ZfTMUrhwloFIaMcJABwafQ/Rk3r4lK3w6jU6wHAhvucBPgu8eYPD++YstiulxaYzmaIqr8SVR/Lzdg9epoT42kUd2wRyWa1liZEW6+88F/g8sGEX9ccEpZLLNplIgWLa+U5NGpOv7A4/7krJnDqF+wszCwz+emdPewWCR3iflGpva/QXFFq72sNOTguQVEWkxbrzH3FIi3VHA6jj7fj+grpFxTU2dd5C4o8d39+HXTwFLiXmA8AcV3qshtv3MnKyavdEBOKFEKRIiev6uqNTCoVO/7XElaDBFZTijKjQfXfhgwdFPXzr1c1Gv2pc48bM9xbyvhXh45bNKRFYVrRfcKi+4S99vULjXXAKNj4RUPHL2quPLFVlv0wn+vAvrD7poObYMmGuVE92zGVJZAdhiIoQdpStogV1GXw8ykOCCAk1Msvvyu8HO/Qx5vZ4gJYJggSlxkkYl2N8T+RvkakqxLpqoPYEdN9rNev/M/Svoa7tqLxWLQGyQ0dtJ3dGckA8F7X/nx661fnH966kCsR8emMb/qNHOHf+t8LgiT/SHsIADwafffo6Z2d3c3P5klFABAksL6/JtVqll87fakoFwBcmOwR/iHDfIP9eAJ3NgdD0AqV/GZp4Q+P7qaLqt68fGLvaCsboM8WkapuMzHMtem90X8f+aklP763JzUhx9Ti5C4Yu2Dgri+OAgBJkn99f/r9LQstrmoseP3QT3UO+5h+TcRWtQSETe/OprdYgtqBPc2BbUtWq4MO/t3kF9ZU18gBoFtsna02amj0pLFxbDadgqFiiUokVuYVVN+8m02lYA2tdgCg02vtdV3j22gm2CzaoH7hZy48uX4ra9niYWyWfYTFGrPah8zsPWRmK9Px2w6FRnn1qxde/arR5YEdYWJsf1ZonrLRcgRcCt+fXZd1TUGpTnS3Gm09kTENrvo+66MYfvdgTqQrw5NHcWBRODSUTkGoKIKSQOKkQYtr1LhKhcuVBrncIJXpJTKDRKoTSQ1iqU4oM0isLh76O7c+verfSvsa7hTuewBgkK2m8FabHxiP2/XW/0GUel2GqJqGYeODWlYlxwJvDs842q2yoq5uXk7MVjoUv7h37WJRLgAM9g2ysNoBIFVYBQAN2wHgbnnxsqunypVyAJgQFPFVvxEWjnlfruCFcMEwv+ChB3+7XVaUJqyKdHq+6g4yqXXfLD1uy5PxrwQ3EGvn/1L6t+8NQZBRc/u9/MkUNo+ZfDPj0fUMALh29MGcD8Z7BjT9D3ds6+VL+2vz4cLjA4KireSMdtDBvxfyYdlQPqNvoOOaZz2TOm7eyQYABIGe3eoMd08PgenY2Ynj7MQJDXazkUvK/NvRrlRZasJaZczw6DMXnmi0+jv3coYO7BAftBvRgm42DPcofrxFYdQIbswNraU6MEHiDyV3GsrRtJEA9n9Lqak5tEu8iq6qt16yDAAw9lyMPbfhgfG4A/uiJwgAcKAz2xj2/VmfYUtje1NQdFdaUt99W79NvKkytHh75Fhu+rYnluVCTagM+jypyI8ncGRYCtBqccPya6fLlXIGhfJF3+GbBo29Wpw3+OCvoTu+n3j8z7MFdeXEXZjsfl7+AJAlfu6i67z4PNPx5excGz3/lWAUdOWvi4yFlpzcBV8cXPbW+heNhZNmLh9t7EPgxL4NZ2yPI66SffvGjs0r/zK+pNIoyze2puRWBx08KwrEX9wuDJRrH7Z6BJUuU63PNxCSll5IkBodXiHXJlUpDuSL16ZUTM+ueafV07Dg5t0cAIgI9XAQtFJlGABQFOHzmACgbFDMwSpREV5GR7sxSqcDexHNt1XYvuHZ3s7D0KcS7UxHGe6M56W2w/NDu3z0KHMiqf/vVoF+VgjoDGcmu1qtLFNYpoS3CAxB3o7vc3XawikhURrc8MPDO0MO/HquwLKImg1yJML3b5xDABZ0sl4AOVssJEgyyslKiUQ6Rtk6dGK8m9fJiXNnh8fcryhZfOl4rkSkxQ0Pq8pfvXjsq/vXTZ0Veh0AtEU5p50YGFKXdvn7vYfHU/5zX4egaN+l383pNz7+lxufxA6oi/Lv0i889O+g2Ev77zYMf9eqdRWFNTeOJ36z+Ld58Ssv7qv13zBY9DV73vQLtyLs2EEH/2LE6qsAIGDUivGRgBdJvntUNkJrsCyCY0SpS7ldGHi7MPBuUeSDkt5PKqbmCN8vl/0m0z7QGArsMqXyCmlGVjkA9O/TVm+ol6cDAJSUNaFSYARFkZhoXwC4n1TQxvt2YI4TzdWPZV1BgY4yQrmWeybuDO/BruOt9rcvfuzgp7NC+GfRLp8IhfsezeUsABhknxlknzU8MB53YHdeCO9MkORHty/iDQoTthQPNve7AaOPjJ8d4ehSppQvunh0/rlDFUpFkxfqCfyNyyfUBv38TvEDvK2nqlQo5QDgzq7V6VMb9ITZhKOd3Q6PeyFE4AQAh3JSSYAlsb2ezH1rbZ9hDAplc3LCztQkAChTyG6VFSIAMS7WVXWfIUNDg9y4te8OJ8l3jp15df+xG3mFuM3Stv8yhkzv+eFvr3IdLB1yU96oLSNi0OPHf71ifkpUKZ3g8+a8+JWfL9hyaf9drbq2LEhorP/3Z96P69gc7+C/h1B1FgBxYA40vkQAI0m9Sp+dLXzban8M5SIIFQDFUA6d4s1n9OYxuhsv9OQtsMuULl1LNx4M6NvWhBOjgnt+YXN3TeNifAFAJFYWFgvbeOsOzOnhNMhqewi3k9XKSqM9Zgx1m9jeVrU/qyNOxgrt66okdPcBAKF2sjjooJ14s0vPq8X5l4py55879HW/ER6tqm9qThcXj5MT5259cn/jw9uXi/OGH96xtvcw2zH0v6UkZoiq/XiC97r2S6gosdqHS6MDQK5EpNDrzuRnfZ9068KU+WyqlWQjkVoNAIF8Bx6NPieiiyuLvejC0W8Tb3Z2cV9x87wOx8cEhLX9bdodGoZ9PW7E/D2HTMuRK9l5V7LzWDRqVx+vCDeXIGdHTz7PicVyZDEZVAoVw1AE0egNKr1epdOp9QaVXi9UqIokkiKxtEgsKRJLBwYHfDR84DN8U/ai3/j43z47XFkkBIDTu67Pfmcs7e9QV74T16TXbiS8a+CEVwYPnNStsQrhHXTwvGEgZPeKu5i3pFfNj/E4JVKdq1GdVumzSFJHp/g6s8Z48l/BrKkSaQxFItU5ieamQptirOCbWDqAhrk6sUZ4C97ydXhHpD4v0ySIVOccWSMsrmVQ/Hr51tWrl2sfpVfNRxBKmPMPDTu3jtMXngBAVISnp7sAALJzK1esOdwpwmv86Ji4GL8mLq5PVITXuUupeQXVzezv71ub659fWOPn848sRP18EufQ+2jp7zrCMmYp9G/5dgsQQMZ4zIx36HtbeDFF+kCsa5eAVf+OAHdrtK/hTnM+3tgpbXlHnS37Q8cof46a9tqlY9dK8gcd+HVScOSEoIiubl5tKTVKQdHFMT2G+wW/eflkuqhqyZUTl4tzv+w7nNmIkuOLEV1ShVVTQqIa6wAAnV3c+XTGtZL8qF0bAYCGYVgjC/doZ7dzhdlrE66yqbS+nn6xLp6dnd0f11RMOr4bAPx5Dmv7DGv1W2tXegf4rh0zbNWZS+ZedpVOfz234HpuQSsGzKp+7kL5WweKoeMWDNy++hAAyMXKi/vujH6ptjw4RkHdfZ05ApZPiHunXiGxAyM8/Jqu+dVBB885OKFMqZypNZSaWtT6nGLpxhrVqU5uu6kNyvemVc7VGIrMWwhSrTEUlsq2KnVpkW6/e/Pfyq5ZXqHYY9sWl2puZVS9SoIh3OUXB+Zgu7yXxIeFpWViABg9rNakO3EmubpGfv121oJGVKFsYBR2rKqWV1RK3d3qFTLbuvO6wYDPmtrDQVC3tvFwr+1TVCxq9VvooCF0lNndccDNmvMW7WGNGO5G3Bnek73mTfaaJ9ELS1T5Vdoyka5aqhcpDHIVrtDiah2h05M6giRIkiCBRBEUBQxFUApCpaI0GkqjojQ6yqBjTAbKYmAMBsZm1f7HYVLYQez/rpiyDZ674OAO2gifztg9avqf6Y82PLy9JyN5T0Yyg0L5rPfQ6aG2vn5NEixwOj7hxS/uXd2RmnQkJy1TXLN92CQvDq9hTzaVtmnQWNujcai0nwaPW3PncrFCGu/q9WGPgY3Fqc+Lijuck5onFS+6cNTiVC8P3x8Gj22Y3vr8MK1LJ3ce96NTF8pl8raPli9sVhhoiyDxAkLyNspbi1CfahTKyBf7/fH1CWMkzNEtl0yGOwDsSPz8ac6kgw7sDgXl9fbLMx4XiL8ok20nAdcZKlw5U1zYE9m0SARoCt3jQvGXCl1KVs3yKLc/LUZg06KcWCMdWEPyRauVuvRYz4s0irtSl5Zds1yiuak1lDmyhqEITaq5QwKOAGZ1GpWK/XnCD0nAeYwexZKNWTXLgCQ49M6evEWmwJtWsO/IfQBgs2hDBkQAAEnC9dtZADBkQISvd4vLZ/r5OHm6C8oqJHfv500cG2tqJwjy9PknYony4tX0/Ttfo1BqPTturjwHAcvPx8nV5bnbaP2nM9h1/G3hJYLETS0CqpMrvVlpRQKqk4DfsQHylGhfw10vetn2Warjr+06gf8mKILMjYydERZ9Jj/rZH5mgVQ8NrBNApFGaBi2uteQWFfPd6+fTRNW/Zyc8HkbvN39vPwvTm064JJLox+bMOeHh3fOFWaXKmQMjOLN5ce5eo70D2ksgP65ol+g3/nX551Jzz6VlnmvsFitb1quuDEq5QqVTs+iNV2ppPkQsk9JfRqgzX0E4pI3UMYIhFGblkQofyU1RzGnJqruNYQjYA2c3O3c7lsAUJRV/vhWZuc+dlRn76CD5wIDIRGpzgEAh9Y52PkbFrWuLAaf0auT+4EnFZOlmttKXSqbFmV+YZjLTwAg1z5S6tL5jN5MaiAA8OhdHZlDyuW/a/FSOsWTS+/GpAaSpA5BLJ0XJOCF4i/LZL8ZX8o0CaZTUs1dqeauD3+pj6A1lWvTMsoSHuQBwJgRnZlMGgAUFgvFEhUAjB8V04oBAWDY4Mhde25fvp5hbrgnPMgTS5QAMGZEtMlqBwAqBTMVau3AvjjQnOMd+twX1ck/NBYn869HVCHZ8No2j0DX176daztK89bRe3u/Ojrv0xldh7fy778VtKPhjjJtuV1tn+2g7dAxysTgyInBdvakTgiK8OHyv0u89VGPgU12HugdYKqi2mp4NPqHPQZ+2IzbNYaewOff2b4uboYnU9DGybQCOoUyMTpiYnSEgSCyq4UZldWFYkmpRFajVIlUKplGq9br1XqDgSBwgiBIEkUQFEGoGEanYEwqlUmlsulULp3OY9DlWq0dDXdC9TupvY5y3kKwZultkbpbpOYc0IeYWhDMg9Cnk4ZchBLU0ruPmTfAaLgDwNk/bnYY7h38yyBJQ2b1GxpDMQAEOH5ibrUbQRG6O2d2rugjufahheFupEK+CwDMM0oRhGYcGgCi3P6wel8dXplVvUSmfYAiNAfmYGf2OBY1nE5xJ0mDFi8Xqs6USbcVSzfyGN35jF5WR2gMgiQ3/nIJAKgUbOrErsbG8gqJ8cDPt5WV5kYO7fTH3jvJKcX5hTUBfrWD7D6QAAA8HnPG5BbXR+ug1bzgu/gF38XPehYAAIu7r8hOzLN6KjDGb0vSOtPL5Gtp7wxeAwDzPp0x+8PJpvbqEuELfosBYPjcAe/uaMGbUkiUb/X+qLKwGgDEldIVfyxpzHYvzixbN+9nlVy9auI32x9/6xlspS5Ne2B/wx2l1SoAUgWb7D54B/ZFT2ioaItrrMa5ev45qgVlI79JO50qKd3Z+xWcJPQEridwqV4t0SkrNbICRU2atDRdWrar9yIXRq3ft0ItfTtx7wdRYzo7+PyWe/1s2ZP9/d5Y++R4jVaxoesLaly35P6fb4UN6+xg3dwsUNZ8kLT/zbChfV1r81rOlT9JkZSwsKYr7W3MOP9QVLizt5UCy8MvffNK8MBpfrb0bm1DQdEIN5cIt2cWtE0asvCa0RaNhGIToaj7qqKsWSjPmugTIcGlHyCUIIQ5wdSGMEYgmA+p2olYvcQmobH+gVHeeaklAHDzRNLir2ZxBK0s9fWPQK/V15SJa0qElYU1VUXVFQXVVUU1lYXVXiEea4+//6xn14H9yRN9ItXcoWFuOryysT4UTAAABKlueEqtz6lRnmRSgxyYdXIfBKkBAAxt9JtSozyZJ1plICQ0zD3CdSubZibkhwAL5bL4oUxKUFbNWzXKYy013PfsTzCqQI4e0dnNpTZO0vFv2ah1G84MHRTp5+Pk6sxlMKgESUokquJSUVZOZUp6qcFAfLV6itVhPd0FA/uFXb6esW3X9S9WTQaABw8LnqSWAMDLL/blsOktmmQHHbQRjoC9/vInn874LutB3pW/bnEE7Ld+shI8UllYvWL0Fyq5GgDe2DjvqVnt0B6GO9XpgN3H7KAxzpV/z6U493Z5cXvufInOUtZ3rNeKcN5A43Gm7Hqy5PR0369MZ4tVjw8WrVwefvLpTNVA4i/d3pYtq6RjFB6V6UTnuNC53izHQe4R70WNMVntAODO5HdzCnjt3s7dfV6zGESL699P2l+tkYfwrGjAG/FnO38YPf7dpL/mBfab6d9DZdD9nHkJAAZe+NK8G4ogF4e+70hjA8ADYf6O3Bs/da+rC7bm8dEezkHnyp8IqKxlESP41Oc3kr6lYILNCMN6jJOhohG3N6nCJYuBEKJOW6FeQC2G8r/ARfMQxiiE1uLy4ENn9t768X4A0Gn1lw7cnfCKfZLnnhUkQUpr5KIKsbBMLKoQC8slwjJxTamwukRUUyqUVstJayKtjVVc76DVfHrxyuPyyi6e7m/17cWjPxuzr0K+u1Kx14k1ik7xKpNtb6ybUpcGAHSKFR9EkWQ9Cbg3/00wK1ppIKQAgKFWkosAQGMozhb+jyT1XHpsmMtmHV7xuHyiWp/DoPq5cV5w4840RsNz6DEAoMdbnNw5fVJXDpt+4mzy/Nl9TI1hIe69ewTfTsi5cSf7xp1Gy31EhtkS7X1lXv/bCbm37uYcPp7UvWvA1xvOAEDnTt7jx3Rp6SQ7+I8wxXWhTFgveWznqn07V+1r2PP879fO/37NeOzm5/Jn3o9NDu7m7/LdldUfjv0q+VraiV/OB8b4jV001LxDVVHNO0M+rSyoBoCZ708c88rQRkZqF9orVIbESxDMu50Gbyeqq+U5OZWlpeLSMnFlpVQiUUklaoVSo9fjej0OAHQ6lcGgMBhUJyeuuzvf3Z3v7e0YEeHp7eXwrOY81P3NE6WfFykfLQzaqcHlR4o/IYEkgRTQPII4PUK4dTn+ckM1kPVExDkUJ5zU46Qes6bSancoCPZbz5cX3P11ceiQeEf/Obe2vNppUCjPfUPG+Qq1dGHwAPPOyyNG1GjladIyi0EeiYtrtIrNPV5i2nSfRwu8d/RauPrxkXHeXT5JPkLHqAmjPslXVM+88fPJQW97sxzWPjmer6g2Wu0A4M1yTKjJSxQWGF+qcd358pTeLiGLggd++uTYK3d/297TPvrH/0iIGlz8KqlPwQQbEYpljj9C64VyluDiVzGHbQitZ4sGHjS1+/bVBwmcAIDze24/n4Y7gRMquVot16jkaqVMpRAr5SKFTKSQixRykUJSI5NUyaTVMkm1VCZUGN9Li6gufY7EMY6lZXx87iKHRv94yIBR4XYQYiNIUmvA1Xq9WK0WqdRlcnm5TF4qlRWIxQViyTv9+0yIsr9qRGZ1zaOy8kdl5Uv7tsyjbC/U+twC8WdU1CHQaW2pdHNj3XR4VYV8D4awBIw+FqdE6ktC1Tk2LdKFPc68XWsoRhAqneJldUAGxcff4UO1PjvAYRVB6tKrXtbjQgBQ6tLzRB+L1OfDXDZjCEuufQAAdEqLH9A0GmXi2FjzSHQjn3048erNjMcpJYXFwqoauVSm1mkNBhxHAKFSMTqdwmTQPDwENkb2dBf8b8nwL9af2vjLRWOLuxt/9Qfj0f/MslaiU61NORrr4D87oMUekH8lP9/7sulOduLuqaSPx39to8PG17dtfH1bY2f/+vroX18ftWjsPCBy/eVP7DK9hrSX4a6r6k/3sB6f9FyRn1+d9LAwKakgPb1MIlHZ7qxSaVUqLQCUlUmePCk2tXO5jMhIr149g/v0CXFy4rTvjOuDIdSJ3qsB4Hb1H7dr6qQJytXp6dLLsQ7jh7i/YWzRExoqVm+DlYrSAUBPaDGsvQz3cVe+L1bV2iVdTn08P6hfBM9zY8b5/f3eQBH0VGlyKM89Q1oW61gn/ftlysl9hbWpVKdKk03XGg+uVqYDwOjL6wEgmOt2sH+jWUpMjEaScKE8tUwt+TZuptqg+/TxUTpK+SHzwqroCWKdck5g3cPSnckf6hF5svSRgMYCgB25NzAE7esawsRov3R/aVninkLlf7TYB6m9jkvfBVKJCTYijJFW+6CcNwF1wiWLUdZ8lP0KIM0NvnJw4XXuE/roegYA5D4pKs2t9ApqdCOl7cwLW1pTJqLQKFQahUKjUKh/H9AoFCpGEiSOEwRO4AZcr9FrNTqtWqfX6E1FoNoJrUqrECs5DcpUPRNkGo1Kp1fp9AJmm7aYfr6T8N312012y20HoSQAKBBLAIBHp3OfkbudQfX34M5jUAOoaKM+HY2hMKNqkYGQ+AiWYvWzw3V4Va7wAwSwIMfPzYskEqRGqctgUgIak5EBAA9u7bahUvtQjwudWKODnb5U6FLzRWsk6hsFok/duLMLRGsBwJk9pq3v828oFHTowMihbauPNnxwFJ1O3bbzelW1rGe3wKWvD3VyfKoP02fFfWHed+ln1sXNTBYXVaqlHYZ7B01iZ8MdV+0zO97deEcUpfdBMF/73r35ZGVVXLmafv1apimxpi3I5ZqEhNyEhNyNm86Fh3uOGRMzZHAUnf60pTYHub0W7zjpvvAgTup6Or+QLD5Voy0wncUQKgL1vBcoUACAABzajRODloNZjDsA5CuqD167n6+o7ukc9EhcJNYpk0SF5jb0ik5jV3QaCwAXK1LfSfzrs5jJ47xrHTznyp6seHTwUP83Azi2wsQJkjxfnvJ9+tlRXjHDPKJCuG6XKtL2FSZ0dQrY2PXFNY+Pjrvy/STfeD6VKdWp+LTaxUxnB5+DhQ8GuIXpCPy+MP/dyFFMjCbTq/k01o5eC9vp83km4JLXW9AbFSCYN8r/gtSn4BXWa2IDAMr9EHPcR8hWEagryprR/OH7T+hqNNwB4Orh+7Pfbcec9fCeIZf33NRp9O13i9ZRXSp8Tgx3uba2/AqdgqVXVZfL5eUyeblMUXsgl/sK+LtmWI9UNseVw2FSqTqDgQSgoCgVw5hUCodG49DpeSKRSqcHADcuZ0KUHdSuLFDrDVVyBQCEubYyV7LtIID5OXxg9RROKJS61BrVqSrFQYLUCJj9vfn1vA96XJRWOUePC735i40xLUYIUlss3USQGh6jR3PmgKEcAFDoHit0KVx6bLjr5sflkysV+ysVBwEIN84sLj2+DW+xXRjQJ3RAn39SwZ1p1zcxKbSvY2d+lHww1sHvzbAWyKx9m3ZqT8GdtTFT3Zj8TFn5lYr0gW4RR4sTtbie3m6uNKscL0la/fjwkrDh84P6N927EXSEoefZ1a4M3tnB77VxPrgBH0l/wXafzgMiD1XVRqDZPTn1+cfOxqVB+lHdsazxfDWSQDAXmust+969STQa/YULKSdPPsrOaTRbqC2QJKSnl6Wnl23ZcmX06JgZ03sI2jPfTqIr2547HwBiHcYzMd6Vyl+uVP5iPHWzepex3dSZhQn0hOZ02boYwWgvVicAwEk9AGDIU11gBHBcYhx8RTqlL9upRCW6UpHuz3Hu5WzFIhzoFj7aK+bTJ8eiBF6BHNcareKbtDOjPKNtW+0AsC7tlFCr/Kn73GCu25WK9P8l/dVZ4P1u5OiRntEA8GP3OY8lxadKktemHPdnO6+Pn2W8KpznGcZzBwAaihkt9SeSklcTdnwcPWGUZ2c7fwrPlBbFuCPUzpjTIQBAKGEocwoAkNqbuHge5nQAocYCAIkX4NVDAeUglBDMcW9LJ9NjeN1ne+1I+xruUb3DLu+52X7jt5qaElFAp2fgxSBIskapLJcpymSycrm8XKa4WVBoPDX9TyuhogAgVWuaM/LU6Kip0VZkUk6mZy4/fhoA/BwEu2ZM8eZbj9VuC4USiTGTwIHJPJmemS8Sp1dVp1RU7pg+OcipxSrjdidPtLpaedh47MaZHuD4qYX7HEOZjqwRDJ2vj2C5sSWrZmmN0qS4irhxmrUwZtMi+Yw+Us2t1MrZ9c+QnrxX/BtZV3TQIvg0Vo1W7sEUhHLdd+ReH+rRKZxnK5TfKnGO/gIa66G4YKRH5yqNTN2I4W4gcaVeW6WVlarE+YrqbHlFurTs7YhR/Vz/u3pcOz7et+eLw6aXTca4v/zFrJnvT2zYoeeYuAu49V88cz6ftfHq/tsAcLByO9/5WZYRsLPRRveozU3RlgfS3TManCf/zrPBtRVx9r21bRQKzdGjSQcP3ZfJrOTv2x25XLNvX8KJEw9nTO8xbVp3BqNdFtACmuc7EedMnnXbHnceza1GW1ClyTEFz2hwOYpgtMYFCuyLnsCnXv+xUFkDAC/fqdXvv1SRBgBxp1eN8479LKZ2rTz80jdVGpnpwsnXfjAdnypNNsbPoAiaNHqN1Rt9EDUWAI6XPJx6vTYH5ZG46JG46IOH+019Zvj1ONR/ienlN2mnd+ffMb00RuZM9Ikb4xXz0aNDfmynSL71oNL/IKQhAwBFKH9r2xFSAECQVm5qO3kIAqK881NLAECj1smECl67BZtF9X7GTzgKFQuK8feN8HIPcHX3c3HycnTydHBw5XOfUUjA8bSMd06ebewsh07z4vG8+DxvPs+bz/Pi8735PK82mNp3CovfPXWOBAh3cd4xY7IL2z6bDOlV1eN2WBYwAoDzWTnns3LMuz0Phrs7d7ZUc1vA7OPOedHcoW4CRZi+grfNWzT6QgBAECqTEujNf4NNa25ESoTrtnL5zmrFUY2hGEFQBsWPR+/qxp3dUJiyAxuMvLzO/HnUkLjTtf7KF27+BAD3R33aWCFwqyCA9HcN92AKRnh2HtHASUSQZLczq0iwktcOABUaafNv1IFt/vr66K8rm+V7mupmaxPeJ8zzt7Tv7TQp6zwlbytpyDTIv0cwDwrPGK2PIU/L0Wsw4EeOJv755225vFm+IjuiUul27Lxx/MTDt98e2atno2EG9sK2x92Z5qs0iLo5TaOjtc9Lka6ES3G1iJ9pJ0pU4snXNlVp5W+EDXkleKDF2WUP9pi/PD+knvS7Btf3PPvpT93n9nFp2fOGT2NdG7aiYfuS+5aP+XcjR78bORoAXrn7m47Av4uf5USvtaXKVJLPnhzf09dS3+afS8tCZRpAam8itFgwWeqEGAAAbX1YQvehnfzDPYe/0KdL//B2lVgJiPJh81lKaROpLO1Bp77hYxcN6z2+K+N50rYLcnLkMxgeXI47j+vB5XrwOHcLS24XFgHA7TcWuXLsGb2TXlX9+pHjehyP9fLYPnUin9FiFdrGCHNx5jMYSp2OTqGwaTSRSmUgCADg0GnePF6oi3Mnd9dYT89oj3ZMn2g+XHpsV++mo//N6exxtHX3QhGGF+81L96/57frWTHQLeK7+NkN23fmXt+Uef7s4PdcGbxv0k6hCPK/iDq93WKVcMLVJgy4j5IPfpR80Hi8Jfvy5aErBbR6rjQUQRzpbLFOSUUpHArdhcHzYTndrcmW6zXBXLdBbi3L7b5bk/ND5nmlQavQa7SEwUASOEEYSBwAfsg8/3PWRQqKURCUgVG5FAaHyvg+/kXToxAAPn1y5Ghxoo3xqzQy0zIGACb6xK+KntSiGQIARsGa4//+L/MUrGfCIP8WV2xBMG+UXqccQnW50P63hvv38zdsPFdeLnkK92oMoVDx4YcHR46IfuONoez2fGzb9rizKA48qmsQp073o0CZ6Mmyv6SDOUqD9lhJ0rmyJ3SMurnHvLcT9/yUeemnzEsW3XxYjl3M8lNrtIqhFy1TvN+497v5yxMDl/uwm/CfSXUqU1arBTP8rMSJPpYUPxAWYAg6+vL6D6PHj/eOBYB3IkdtyrygI9oxE+Ap0xo5SBN4Oam7g/JWmRpIogYAAGvxBrGJ+R9PbrqTPUBQJKJHyIPzyXYYCkHYfBbXgc115HAdOeW5lWV51qPvwroFL/xiVsxAK3Ejz5xod7fEpfVWcWKVxmi4s+1aoDdXKFqw/4hCq+sb4Ld50jgm1Z6Dowhiehc6HI/b8LOBIPoG+O2c/pT+rmzj77DS32Hls55FB+1CMM8dAAqU1a4MXqq0lIo0mjTcFi4MqRfXtD79tFyv6eLgt7HrHC61ZQtgkVaR3kCrzQROEjhOaAGUBq1QqwAALfHMMoKW9V+VeivT6imTS3v+ZzPmfzajI8bdbqB/C1DoxW8RmrMY5zUKZykgdRJ+CNq+u5ZyuebHHy9cuJjarndpPmfPPUl+XPz52qn+/nZOmdKTGgNpKXxBAqHELRUbFgXXVdqT6ivTpVem+K6172TMIUhyVfJhGkrp7OAr0Sm9WQ77+70BAO8m/aU0aH/u/hIAvHnvjzxF1cH+b5pH9TnTOY/G1EuQ6HLq43b1uAOAljCseXyUBLKTwOuFgF4fPjpIRbFRnp0DOC7fxM3IklVocf3v+Te3ZF/e1+8NcyfEfwpC+RNgzsZg91rwMgAMwZ5e7Ym2ENU77MH5ZARFMAzFqBQKFaPSKVQ6lUan0pk0BpvBYNMZbDqDw2CyGSwug8llsnhMNp/F5rHYfBZHwOI4cLgCNpvPMtXSO7390k/Ldja8F8eBvfDLF0YtGPwPUmo3TdXotLYL+SLxnL8OViuVAHC3sDh2w88kSRIkiaKoM5vV1dtrdmzn7j720Q6+V1yiMRgAoI9fXc5AsUS65NipGqVSqFKzqFQnFtOZze7k7hbv7Rnn5WGviJ0O/t10PbOKIC2/FGO8uiCApEvLujoGFiiqJ/l0NT/rw3JKGt3oE9aUnDraq0vzp/Fj5oXd+bf7uYati53ZihzWni4hf/Z5nUNhcKgMOkrBEJSCoqdLk43JqXMC++AEYSAJDa6XGzQKvcaZXi+Se1X0pMY86HZMTm0Ov6858MenBy0am6PjDgBvbpo/4Q0rCmkz359oNQLehCnG/UD5VoErvxXTthftZbgTmtrQSZTeE2NOQhl/l0knpAb5dwglEGO/1E63BoCUlJK1nx+vqrIVl/b0KS+XvLnk9w8/HG+vsBkSiHs1+xKE+1AEixGMCeH2ASC7OU0FgANFK0pUj4e6LzGQOgpiKXmuMNQcLVkdyR/iw2rHtEsUQYypn9+knZbq6uITXgsZPOvm5osVqTKd+mZ11saus81/gI6XPFyVfLjhaBYedwDo4Ry4pcd8GxNovsedBPLjR4dKVeIh7pFCrWK4R6csWcXW7KuZsorH4qJUaRkDoyoNuoHuEXMCejvS/6NPelJ7hVAdwBx+MRd8JA1ZCCXoqQXdtZHZH042d8m0Ea1at+nNXy+YPRJMRPUOW/nnWy4+Tva611OgSqHMF9WKt8ZvrFUfp6CogMkIcHTo5u09OTrS30HQojELxZIX/zpYpVAaX5qvB3CCqJQrTqVnnkrPnBgVsXbkUAalrX9F1/Nqk2v7BtTt4F3IzkmpqN0PkeK4VKPJE4nvFZf8dj+xj79vc0RyOviPgyDIg1GfWj2Vp6hKEhV0EnjL9OouDn5W+5i4VpnxS/alfEW1K4NnuxRJQ0ggv0s/szv/No/KRBFkwrXvxTqlgMbq5xL2SshgN0azkk8caWxT9ZKG4xMkqSUMWtygJfQ4STApNBpq6yupNGg3ZJy9VJGqww3me+b/euisZxzx2I6PW0J7BaF2wVgv1rWoTxhkqwEA47zVfvc9fPjBz5svEYT1ZA7bIAhitbohAEyf3mP2C70kEpVYrCwqEhYVC7OzKzMyyrRaQ/PHV6l0H3106O23R44ZbSUtqaUUKJIKlElzAn4EgBvVO/8sWKI2yEioezSeK//ekxnpRLcUrHgkPunDih7o+mrb59AKgriu70WNXvP4qA43vBI8cIBbPUm48d6xxhiVcrVk9eOjCTW5bApdadCyKDQtbngleMCC4P62f01aioHEP3187GJF2rq46amSUuMWYY68ikOh63DDVN9uawQ+PmzH4Ze+6cT3DuY+F5GybaF1Me6k9jIuWYpyP0Dog0hDLoKwAHUAUkZqb9ZzwP9nUEpVH43/OvW25WYugiAz3pvw0uppGKXpffOS7PKTv1wozSn/7Nj77TPNZpEvEm+8eedMRhbe4NfPQBA1SlWNUnW/uHTznYSxkWErBw9oppc6s7pm/v4jVQoFAIS7OI+JCOvq4xXk6Mhn0LUGvFwuTywp+yPpUXpV9dHUdJFavW3KBAxtQVZfQy7l5AKAK4cT4VqnPTU8NHhMeBiPQadRKHKtVqhUVSmUCUXFV/MKxkXaX4+yg38ZegJnY/Tf825uyLDM5N7a4+XhHtGbsy6xKXQ+jdXLxZZL7kZV5tuJu41ppiWqlpVdI0jisyfHjpUkAoBMr75WWav8Ua2RHy5+cKky7aduLzVTQaHf+c8oKMbG6EyMiqEohqAyvQYAfsy88GNmvQDmII7rgf6NmmokkMse/Jkoyje+vF3daNHc1rHhuvWVkpHf1xyw140spGmaw3h+c/3OZ7V7mvMgaCntaLjrRYsAcIQShDEnoIyxuGoXrtyFsWZReCugtRoUtiEIcuPGcydOPmrRVTQaJS7Or3v3oE5RXtevZ/6523rmkJeXA5fL4HIZPj6OnTvXVqg2GPD09LLrN7KuX8+orpZbvdACkiS/++4MiiCjRrXV2x3A6RrAqd2bG+/1ke3O5vR1mdfGW7cYs2CBUpX4RMkjgiQRBOFRGQRJoPVz8LPllYeK7h8uSkQRZKpvt9dCBw29uG5tzJR0afmegrsHix5M9es2zD0qiOtq44bGBUC6tOyLlBOjvWJm+fd8KCp8+e6vDjR2f9ewCT51xf+kOnWxSvRd/MyBbhGpklJj44auTejI/nNpcYw7XkYofiS05zH+VwhjDACQ2uuE6g+SqAbAEWoMyl7UrhN+DpFWy1aM/iLnUYFFO8eB/dGeZXFDo21fTuDE3VNJxzefe3gpxegpSLubFdnz2ShY73zwcN3VGzocB4BAR4c8kRgAfps2qX+gPwB8funajgdJANDdx/t+ccmJtMy7hSW/TpsY6Wbr2wcAD0pKFx08JtNqg5wcVw0d1Me/nvuARUODnByDnByndo769OKVP5OSr+cV7Hzw8OXurRcXz6kRFoolADAoKMC83Ztft6ktYDAEDEaQk2MvP59l/Toq3XTQBGpcJ9GpnBm1ESPHBi73YTkBwOnSR8ak0ok+XbfnXD1b9viFgN40lPJt2qnFYcNY1rzpm7MukkC+HDxwXmC/hJrc9x/+hZOEoUH4TUMUBs37D/fdqc52oLEn+XTt5xoWyHFlYFSRTpEuLdudfztRlP924u7DA5ZZva8FegJXGrRSsMzRRwChohgNpdAxCh2l0jCKbeXluzW5iaJ8Fwb3h64vOTO4ax4fvlGViTfj7diFuZ9Mm/vJtIbt/+K4dnPsbLgT2sumY7p7MqF7SGgv4MqdBvl3AEDhLsU4S+17RxMGA/H558evXW+oQdkonTp5jxsX27dPCJNZ++f+176Exjp7egoaNlIoWHS0T3S0z+LXh9y7l3vw0P3ExIIm70uS8O360xQqNmzo85iyZndwkjD6yDNl5YeKHpwoeTTUI3J9/EwtbvjsybHDxYmzA3qN9IzmUBgESS65/0eJShwt8F4TM6mfayiHUhuVQceob4QNeTm4/83qrNvVOR8lH1IbdFt7zndtsEWoNGhLVKIkUeGlirQkUeFQ98j+rmEA0Engfaj/kieSkmuVGXNvbRvkHv5+1BhnOteJzvmXlViyJ3g5Lp6P0PtTnM/D33kpKHs+sG0FKf27UUpV7w77rCC12KKd78L7+uyHgZ2tbBkb9Pito/dObr04YfGIvpO6C8vEa2dtMOjqNutObbv0TAz3tZeu7nzwEABCXZzWjhiq0unn7T8MAGK1GgBwgjiRngEAPgL+7hemPSwte/nA0Wqlct7+w6cWzLHhd7+Ynbvs+GmNwRDo6PDnrKk2eqII8vGQgbcLivJE4l/vJy3oHt/qhIDTmbU+vxGh7S7h1cF/hMsVaSSQMQJfo5BxQ6Q6lZ7AAaCnczAAHCp+4Ml0eKFB9VMdYciQlbMw2ushg1EEHewe2ccl9HpVRoasbDzYksYuVgmXP9idp6jq5RKyPu4FhllYqRuD78bg93cNf+3ebw+E+ZcrUsd6xdoYysjtEas0hEGHG7SEQUfotbjhUkXqluzLb4YNa1EBpsfiIgCY7tsjlOcOAEvDR9yoyhRqFdUauQvDDhrnzUlOXRC5vDjTeq6tRVy7Eas67o0FWTzP2Nlw14vMDCCEhdL7oLRYvT4dDCigTgbFzwAUjLMY7C1BiOPEJ6sP37mT03RXAADo0yfkpbl9g4Mtwx5KSxvdwPL0ENgYEEGgR4+gHj2CMjPLN/9y+fFjy4e6BSQJ33572tfHMSys9XIczz83q7Lef7ifRaG9HzXm85TjyeLigW7hB/q/6c2qrQT+S495iaKCUyWPduff2dZzvjOd+1P3uTYGZGDUoe5RQ91tLXg2ZJy7VpkZzHXt5xq6NmaKO7PW30ZFsQCOSwDHZbx3bLVGvjn78vfp5z7vMtVeb/b5B6GEUtxtfUco7ulgIRiMeWDO59p3Wv8oDHp8zbT1Da12Rw/B1+c+8ouwTLKsLKw5vf3i2R1XxJVSAEBRpO+k7i4+TqNfHnx883lTt5uHE976YcFTDp3c/TDZaLV38fT4ddpEPoORWlllPCVSqQHgbGZ2jVIFADNjohGAOC/PTRPGzN9/WKRSf3f91pejhlsd9pe797+7fosgSX8HgW2r3QiGosNDQ365e69KoSgQiQMcHVr3dk6lZwIAj07v7W8ZHNhBB62gQi3ZkHHWlcHr7RJiNNwt5B21hP6DR/uYFFp/x7Dv0k4zo6laXB/O92w4lNEVjSKoaXtZplcDQIHC+nrAyIXyJ58+Oao0aHu5hHwfP9tqjCiKIMM9oh8I8/MU1c15UyiCsjCauW8+TVoKACKdouHutw2M74j695SMbwcACpTVdjHcnxrz1kx/eOlJxr1mWY9cR86aw+8mnE7at+4YAOwv25qfUvTBiM9N1r9PmOfEJaNGzh9Ea5/qPUbsXYDJ7ZHxQFvZBQAACL34TdKQS3Xai1ACceUOg2wdoU+hCjZCg4zJVkOSsO6b08202sPC3JctHdGYuVxaKrHajmGoq2uzkj/Cwjw2fD/7ytX0jRvP2y72pNfjn3xy5Jdf5rVrddVnS1/X0FsjamN4GrO24x394x39bY9jITJjmw87jf+wUxN9XBjcVdETmj/mf4Y2RRj/F9j4+rZHVyy1qlx8nNad/9gr2Iq0ztEfzxzacMr08tGV1KqiGldf58lLR5/45YLp516t0Nw7+6jf5GZVs7cLErXmm2s3AcCLx9sxfRKXTgcARybTeLZGpQKAbfcSAUDAYLwQWxvX1y/AL87LM6m07FRG1ucjh6H1BXPUesMHZ84bDegAR4fds6a6cpoVFenOre0mVqsDoDWG++PyylyhCABGhodQ2hYo30EHRi5XpDEx2ruRY6goNjew79zAvgCQp6j66NGBiT5dR3p2fjdpb5as/Ieuc3s4B+/Iu/6/xD1D3KNiraVpMjFaEMc1V1H1V8Hdcd6xp0ofPRIXAoAKt1SEMyHRqdamHFMatP1cw76Jm6XB9Z89OXq9KoOOUmMd/ecH9jOtENS4DgAYaHMtRRWuO1aceLbscalKpMR1Ri/+7vzbJ0sfDXGLnO7X0+hEt020wAcAjpUkDvWIQgH5Pr02AUBlaPQdPZ+gGPq/7a+/3vV98y3QhlComKufS0CUT3ZSntPfblyVTBU3JPr37E1X9t0+v+tqSVZ5cWbZD2/+qtfqpywb035ztneMO1rPusUVPxC6BJrTQWOdRYy9EKHGGcSv6CVvUB1+AbBPzP6OndcvXEhpshuNRln0ysBJk+IbU2eTStUKhfUiTW5uPAxrwcNg0MCImM6+X687ef9+vo1uVdWydd+c+uJzK6FaHTwTloZbdyJCg7JQHdiLe6lFf555sOmdFoi9XHmQvfts4vaPZrbfrKxyec/Nc7uuWjRyHNhfnfnQqtUOAFOWjjn201mDvrYOAEmSN4/cm7x0tGeQe5dBUQ8v1/1w3X+6hvuJ9AyFVgcAbw/oY7TaAcCFw8YQBCfJSrniRFqmUYxlce/upg4A0MXTI6m0TKXTVyuUbtx6dvndouKzmdkAEOLs9PvMKUZfe6Vc8c21m1fz8lU6vY+APywkaF7XOGd2PW+FSFUbcdvqwkwHHtd+kpOiaguLns/K+fLK9Xgvz4lREeYiMx100ExeCOjdMOiFidFYFPpXqSfuC/Nwkvg0Zmovl5A71dnny5582WV6r8Y1i98KH7E88c91aSfXpZ00NTo1ovECAAIaa23MtHPlT1Z3nkRBsA8fHbhUkQoActBcKH9yuSL13cgx0/16kECeK3sCAJGCZiWninXK+Xe2FimFphYtrjfeTqbXHC5+cLj4QS+XkKVhI2yb731cQuMdAxJF+WOvrDdvt5dWsu3kVHM6D4hcf9lY2dN6jPv9c49Wjv7Sxgj+Ud4vfjTlj08P0hhUGoNKY9CoDKq0Wmas1rfp1lo3fxcHV75JAvjuydoqVDVlYq8QD/cA11kfTJz53oSrB+7s/fII35k3acmolr/jFtC+Im6E9h6Fvxah1lX5QWlxVMfdOtELBvl6CtcOep+3bmXvbiSd1BxfX6dVqyYGBthKtrAVJ+PZYieQoyP7yy+mb/7l8qFD9210u3s399r1jAH9mxY3+HLZnuunG60d8+43MwMjPF4f22idNic3/p83LOuA/PbtmQNbr1rt7+rl8MnPc9+YsNH2rLwDXLade8d2nw46aA4pueULPq1XcXpAfPA3b9VW/80qqv7ghxOH1i1AEBDL1DhuKwuKIEihTFkplBdXSgrKRVmF1ZmFlfu+nMdtQyxKdbHwx6U7LBoxCvbJgf/5hFnZHDfi7O3Ya3zXG4fqkmeMhjsADH6hr7nhbpfKUM3nYWk5GMNUQuoiwiko6sHjlUilTyoqr+bmA0And7c5cV3ML6RhtQ4XKmbpeRkUFPDL5PE77idtmjBGwGQAQLVSOfmPvZVyhbFDrlCUKxTtfvj4mzEjhoYEmS5MKisHACaV6tdCuUkjUo3maGo6AAQ6OnTzqTVfdiU+LJZISyTSOfFdbF3cQQdNsTP3uobQqw36P/Jvnhn83i895q94uP9SReq6uFnGnWQBjS3WKZc++HND1xd7N2K793MN29h1zk+ZF/IU1d4sRz+205XKdNsqiv1cw/q51goG3KrOYmK0/f3epGPUw0UPtudc/Tr1pBuDf6cmO01a6sNy6u3crNSOg0X3ipTCcL7nOxGjw3geTIy2I/faT1kXZwf0mezTdV/h3b0Fd+5UZyfU5Mzw67kkbDijEbV4FEE2dZuzMePcubLHJEAvl5B7NblaXN8cb719eXwtbRg2w6LRaox7Y4xmvajX6gFArcDVDby3b/VpVPnDWPjJAgqNMslpAUbFuo/s8sEfS5o5hxbRXoY7gjoAANXxN0Asn5QINZwq+BFX7Wr7XaqqZV99fbLJ1IKuXQNWfzKJxWoiOKekxLJikQlvr9bs3qIo8sbiIW6uvJ83W9YKNefHHy926xrAetbKoC0CQREMRREUaddArg5ayuFTSXmFNaUVktJyyYwJXaeMtZX29MwprpRMee8343H3l777dtmEe7ve3nb0jkarXzKj/7XEnJM364JSPF14ZdXS/DJhoJdTYYXI193KV3LlTydvPy6gUlAMQ9kMOodFyyioDPJ2eXN6305BHm2x2gFg05vbFRKlRePCL1+IGRBp+8Khs/ubG+7pCdlquZrJZfYaG49iKPH3CqSmVFRZWO3mZ8u5YEekGg0AcOk0JrXeU8DfQVAilRrDTjh02sbxoy0M9FsFhQDgzec7spgNhx0UFGAu6vLb/SSj1f7DhDEDgwJvFhR+evFKuUz+xpETn48aNjU6CgDyReLbBUUAMDg4sHVRLn8mJav1egCY9XdIT4Vcca+oBABGhYfGePwzqoN18HxyouThj1kXRnh0NvmSKQj2eZdp8vsaZzqnXC156/7vH0ZP2NJjwYI7W1c+2r+/35KGkglG+riE9nEJBQCZXr3gzjYmRhvt2aWZ0+BQGDVa+bnyJ+O9414K7AsAv2RfWp74JwAwMOrnXaY1MzxdhxsAgE9lujP5dIxSqKw5W/YYALo6BjjQ2K+FDJnu13ND+tmTpQ/3FtxxpLFfDh7Y2FBMjPZB1LgPosYBwNHixHNlj2f49bSXWPOZXy9/t2iL1VNvb3111MuD7XKX9sCgMxijbhQSS+kee9FehjvNLREAGlrtRlB6b5Te1k1hkoR1604rlVrb3YYP7/TuO6ObE+hS0rjH3acNhVSmTu0GADZsd6FQcfDQg7lz+jRntIXvj5nycr3U72XTfspMLjK9pNIox1M+N+9w7VTyV8v32BhzxLRuyz6vy9F8nJD3/pwtABAY4Xkm62tTe0WJaP7grxlM2uGHn5r2jDp4rjhx/nFuQW2KklLVxFfjmePjJri3620AkMjVMz/cFRvqBQAGA4H+bb2Zr8k5THpUkPu63y9JFZrCchEAFJSLxvXrNHlwZ1Ok9RdvjDX1Jwjyo82nuCz6N0snMOltXV4mX01NOP3QorHH6NjmBDJ2G9mF48BWiGuNftyAP76R0WN0LM+JG9U77MmNdFPP1NtZT81wd+dyAUCi1pTJ5J68umQyV07t3j2XTt8xfZKFC/xIStqTikoAmB3bLDXb7BohAAgYjFHhoQAwLCQoxsNtyh9/lcvkH5+71MXD3VvA/9/JMwRJUlD09V7dW/FGJBrNr/cSAYBDp02Lrs1uuVNYZPzbmde1aZ2NDjqwigrX/ZJ1aU/B7Wm+Pd6JHP1L9mUAqFBL3Bg8Gkr5pcd8ADhR8jBPUe1C53qxHD/pPPntxN0/Zl74NKbR0hYESdyszlqfdqZYJXw/amzzA0sWBA1Yl3ayodq6C4P7dezMToLm1h6e4tvtcPGDhJpc8xCXQW4RMQ61Kd2ONPanMVMGuUUcLL7/UlC/Jges0cp/y722vzDBnSl4LeT5taf/TTzDeodtDXA/czY5KanAdp9hwzq9/96YZpYcL23c4+7r26YKiFOndqusktmImTl06P60qd1MqpTPJ6kPCgAgItavw2q3CkGQOEEQBIkAUKmUZ1Ln3t2FZzLc1Rr9M5hBq/hu99XJgzp//MuZ1YtGGnCcQau1s0kziZuSKkmVSCFXaT55ZeSKn05u/mCaWqtf/+eVlNzy1Yus1K/ecuR2caXk11WzaG2uf0GS5LYPdls0svmsZZubJWBPoWLxQztfO3DH1PLkRnqP0bEAEDMg0mi4u/g4jV00LH5YO1YytmBcZNi+5CcAsPT4qbUjhvo7CNKrqn9PfHQirVZRd2xEWBfPekn8F7NzPzx7EQAiXF2aaRA7sVgAINFo7peUdvP2AgBXDufnSeMm79qjx/F3T50zEER6VTUAvD+oX7iLcyveyNdXrsu0WgB4MbYLh177E1oglhgPzCsxddBBi/gx83yatOzn7vO6OwUBwDTf7sniwoV3t5urldMx6ishA71YjgAw0C1ihGdn2zb04nu77glzAWBh8MAZfj2bP5mZ/j192I67829nyytkerUjjR3O9+zlHDLWO7Y58u0m3JmCvX3f+C332q3q7CqN1JHGGenZ+fXQIRbdBrlHDnJvYi8RAJLFRS/f3UaQpDtT8FO3l/i0Z6C00fYY99OqPxs2bnx928mtFwHgiPA3jqAuFaGmVOTgxl/Wf1VGQg6FRtmd/5Oju8B4Slwp3fTG9tCuQbM+mNj292WDf0ah8oaoVNrt25sIYOrbJ7T5VjsA5OVVNXbKx9exBZOzxuuvDc7Pr25spSGXa06cfDR9WtMOp+1fn9r+9SkbHfQ6w6jQllVhPHfg/rkD1hcVJu+7iYe3s03jx/cLXfvryy2617+Vd9ccTEiql4hMpWBUKkanUfg8poDPEvBYDgKWsyPHy0Pg5eHg5S7gsO0fHOXmWldrRqX+Z2T3/3Y84frD3GlDu2AYIuAylRqdE58NAGR9j/vHm0/7ezo+zChBEYTDpMeEeqEI4vM/wZT3dswf18PPo17kjEyp2XM28af3prbdageAR1dSsxLzLBpfWjPdqdmpL91GdjE33DMf5BoPugyKSrmVMWHxyF7j4tGWpL+3nZ6+PvO7xu14kPSwtHzMb3+Y2hEACooaCOJEesbKwQOMgTRqvWHDzds77icRJOnJ426ZMqFhgLtVJkSFH3qSCgCvHTq+rF+vYSHBjiwml04PdnbKrhEanfcIwP8G9JnftTVhXXeLig88TgUALp2+sEdd8SbTvsHbJ85MiIoIdHR05bLZVCqGogqdrkwmz60RplVVJ5WWdffxXt5RiakDa7wXOdb8pSuDt7VHE8+7L7tMt91hWfiIT58cWRI+olfzQtLNMUXatBFXBs8Y39J2Yhx8x3h1oaPUJWHDudRWZpbb5pfEr4O6+ANA1oO8N3qsaI9bNERcKRVXyUwva0pFydfSkq+mJl9LK8upOFi5ve/E7hkJOQad4eiPZxesnUmS5KXdNza//btMKL955J7AlTdqQTtuPvxTDfe9e+9KbMYPBQW5rlw5Dm22b1irNRSXWA+VYTCoLs7N0oK0AYoi7707esHL21Uq6+bUyRMPm2O4d9DeVGiyH4pOkkCO9ny7+VdJG0h/6g243oCr1DqxVAXFwoaX8LjMIH+XkADXkEDX0EA3X2/HFikXWcXbrNpAjUjRxtHaGwNO/HTgxsWELDqNsuds4ntzBwNAtVgRG+YNABqdnvq32Z1dVJ2aV3Fs/cIth29vO3pnYHywMTzGx83Bgccqq5FaGO7p+ZU8FqNzSKM5oy3i7I4rFi2egW5jF1mvPmuV2EH1BEqzk/JIkkQQpHP/yHXnm3ZrtRMfDhkQ7eG2K/FhRlUNSZLefF5PP5+ZMdFHUtMVWu1LXeOYVIrWYDj0JO2nOwnGUPUIV5etUyZ48Jqr09zbz/edAX2+u35bqtGsuXBlzQXLTzLQ0WHV0EGtVn3p6etz4MWZWxLud/fxEpgp0kzuFLn7YXJWtfBCdu6F7FwbI3TuiIDv4CkSzvfc0/eNZz0Le7Kmc6NxQe1E8tVU8/D35ien/rpy768r9wLAF6dXdBvRxdSulKoKUkvyU4oKUooLUooKUoulNXLT2dfi368ssNTIH/pi/12rD+i1+sMbT4fEBez/9nhGQq0iea9xXftP6fnz8l1Ong4T3xjRHtU5/pGGu1KpPXI0yUYHNpu+9rMpjJbkTebnVxOE9SxXHx8nu4Q9uLryXl4w4IcfL1g9W1Iqzs6uCAlp4inSihj31MSCd2ZttjFmYzHuJhoq0pzae/fHT47Ynqpd+DV3EZ/q7skM92CGeTDDGJh9pKYaYiB1mbIbSaIT5epMAEAA6eU8w4HWLIEtAJDY1Oy3ikyufvik6OGT2n+7Ne+OH9Q3rKWDWODnXRfTVW320/N8kpBSIJGrl80acPZO+qJJvX8+eHN0n8gnOeVvzx4EADKFxpROKpKpmHSqhzNv6pCYBZ/unTm81jurVOtkSo232T6DESadaiAIkoS2f3OVUtWto/csGqe9M45CbYEv38XHydnbsaZEhCBI1xExE98Y2fydwHZlfGT4+EhLSatIN1fT8cozF46lZQAAFcPmdY1d3q83rXm+dhOv9ew+IDBg98Pke0UlZTI5TpKOLKafQBDn5dHH36+Hrzfato8i1svjl8njLRqZVOqhOS+czshMLq/IE4orFQqxWq3WG/Q4boynp1MoTCqFSaW6NlUfCgCEWsUjUUmRUlSiFBcrxUVK0QivyOWRQ9sy7WfLglu/36223ERqJw4Pei2c37E66uB5RCFRvtX7o8bKrxqxsNqdPB0oVIzvzB29cMixn85qVdpPp31nPIVRsDmrpr6wchKCIE9upOU8LLh19N6mW2vtPu1WGu7XSvO+Srq2d/gsAb1dNkdsc/z4Q5XNxLu3lgxzc7N8ltsmJ6eysVN+bQtwN2fcuNgDB+9VVEitnr10Ob1Jw709QmWaRFgptfuYzUFHqIXaYqG2OE9hjORBHGmeHsywgW4L2ZRWlle0CgnEjtzXxboysxYyUXR8qPvrzRxBJm+x4W6BfxsSoE34mQ1SJXzeDfc+MYF9YgKvJeYAQIivy/dvT/rzzAN/D0cvFz4AiGQqR15txGSwj7MBJzIKqk7eTGUxqNXi2s2EHScS4sK8fdws/xg6BXu4OnAOXHo0fWiXNk7y8fV0Xf1sAY6APfTFFtQGN9J9ZCyDRR+/eLhn0D/JiFkzfEiBRBLl5vpK964+gpb9qJqIcHVZO+Jpm7lMKmVKdNSUaFtVlpvJnaq89xIPm7dIddYrfnTQQQf/IDgC9uhXhmx55w+Ldr4LD0EQSVWtqebgxo8ZEBUzKKrLwCjvUI+ynIqjP569eyrR/JLwHsFvb3k1INoXAAw6Q2FaKQAIXFr5m2mbFhjuJwsyjuSl/DxgIh2jnCzMKJSLObRnkExJknDy1CMbHXr2DBo2rKnKmQ3IyW3UcA8ItFt6E4WCzn6h1/rvzlo9e+dO9muvDmrOOAiKIAiCIggggKIIIAiF2vooCxsx7s8Wia68fgMp0pWKdKWD3JuVFGgDA6lLl159JD411H2xBzMMATRaMOJ6VT2V7jTp5UFuCzGkWfs2Z/9aWm+iJOj1Br0B1+lxvR6XKzRiqUosUYqlqqpqeWGJsLBEWFktM8VwYxjaOslRC1yduWwW3agnIxIrZQoNj/MMltatgCThwKVHf5y6v3nF9PxSobszL6uoemB8bRioE5/9wbyhS9cfduKz937+koczT6rQ/HTgxqOs0p/en9pwNBRB1i+b8OHPpzILKueP7+HtKmj1xFJuZVi09Brfld7yPPJlm19p9RyeIRw67dCcWc96Fs8YT5bAokXdeMHLDp4CZ0tTd+TcHuIRPtQjIpDbmpzmDv4pvBZv6TSMGRhl1EdfELm8OLPMPDnVKqbk1Je/mDXz/YkWZ6csHXP3RKK0RhYQ7RcU4xcY4xfU2c/Rw8GUnPrlmZVdh8fIhPK0u9knt1xIvPi4IKW44V1iBkSZNMEyH+QZheGNdrzdaa7hXqyQrrh7toerDx2jSLSaE/npGtwQ/Mc3DXuu6T7spfDajezQ3d/qcNyiw/d9xy6/edKikUWhpr3QrJDi5OTC8nJJY2cxDH39Ncv86OaQk9NoZmpQoGtjp1rB4MGRP/18SWNN8aO4WCSRqAQCW3nZDUNlzDFXbzTRZKhMkzyrUJkGhjsAAA1lsrDWr2LFutJH4tNPJOc1uAIAEkXHxnq9BwBdnSbeFx5S43X5KBpckSNPCOP1bcVdEARoNAqNRjFuw7s6W4kJ1mj1ufnVyWklj9NKpHI11R5plAAQFuyW9Lg2/CY3vyq2fX447E5Kbvn5uxlbVs7w93Rc/t3RB+lFDlzminl1btpx/aLG9av1nsqVmiXfHOzVOeD3NS8yaNZ/xFwduVs+nHH6ZtoXOy52CfVcNKmVCYgN01K7PkXtlw6eB7waGO7/uLru/zLOlKY8EZc+EZduSLsUyHXu4RwQ7eAV7eAVwHFuY+RVB/8+hGWNCgYCAIIi31qz+2XC2n1dVx/n5QM+Sblp6cEBgPAewaFxgSe2XCAJct+6Y6e2XZz45qhRCwZd2n3D2CGqtx2SiRvSLMO9Sq1YePkQE6N+1XskAGx6fEuDGw6NejHepYkI4KzZ9Wpq3iwvePHCvkhH14K59ZZQG5Jvbk21jCJtjCtX0m2cHT06xsenxQowJAn5+ZbJByYC7edxBwAmk9a/f9j58ylWz6aklvTt0y7/0lZZ8M6oBe+0b23etiDRVzRs5NNaH2mQIbt+vOQrMBMZzJDdGOz+KgvjUxBaZ8GIBOEB8/458jutM9ybA4NOjQr3jAr3fGGyPZOSI0I8TIZ7Vl6jhrvegOfkV2VkV+TkV+UWVJMkbPn2RTtOo/kMiA8eEB8MANs/mmls+f7tibYv4bIZv69perYogoztFzW2X5uCJSSVloFtIXEBVnvakQJl7u6iXxcELPZgWErLfZG+kk3hLg1pmbrC5aqzRar8ad5z2JT2yhL5F+PC4FJQzEDUOaH+TYZ7nJPvn/0W2OigxQ2xJ+ridN/tNHx+sK1l8M3KnEV3rOjr2Qs1rrtRmWN6mSevyZPX7M2/DwAsCi2c7+7FEngw+Z4svjuT78rgMjEqA6PSMYrx/wh0WPb/fh5dSflg5BcUKoZRMNXfgaw0hq2dUrlIMcv3dYyCURlU3ICbKm8gCAya0dvccHfzdxk8s8+wuQOMNbO7jezyxexNaoVGIVb++dnBPz87aOzG4jJjBtohVK8hTRvu+TLRnIv75Trt3uGznBnse5XFv2ckAcCUM1a+mV/1GjkzJMb0cuXdc3cqiuJcPOeGxcU410kCL7l+PEcqHOgVuCiquwPdSvk9G9xNaFQiAEFgWquEWUpLRepGtPO4XIazNXdpW+jePagxwz0ttayZhntxXvWikd/a6LB6y7wegyIaO5udUvLW5B+avMvEl/rCs4txt+pxF1A9GjY2k0BONybGNXerE6QhU3Yz1mEMAHRxHJMgPGhu1ucq7pNAIPBUdfraSIRZmkRicuGMCV1NL3U6w+P00gePCh6nlWblVep0BtMpBAGpTM3ntezL+F9AKpRZtAga5MLanVvCqxWaUj61BdFTfxZuvy28at7yUcRXnkxvANASmvOVJ1gYm4nZ59/XeK93w1YHsFssafdPBEUQDya/WFknO1ajfd4lm/7FXCnP0uDWi1SoDLokYVGSsMjqWQsoKHZ/zAo69o+U6Pjv8PX5j+KGREML5SA79Y2gs2gqM9EIBEFsV7nmOnJC4gNTbmaAWcYajUF1cBeMXjjk5NaL7v6u8cOi44Z2NtrrJnqOjf8lad3G17clXXpi3j7utWGtCKpsDk3/yWpwgzODvX3QlGCB0/Rzex7XlAfyHQvk4iXRvZd0rlt2Kw26qD3fW1z7bmz/PJnoQlH20hsnNg+cKNHWfhxvxfROEVYey09blXBhdfeh2gbhNI2Rl19dXd1oyl337kGtCxTOzLTi2TVi3zgZI7FdGo1esFG99T+IUGvl99ex2UovDaGhzHjHCTer62WipEuvGg13PtXNkxlepq7b0tHg8gp1tgezrWIvT5PoSG8EqVVAf5RSrNfjUrn6ZkLOjYTs5NQSc2PdHJKEJ+mlfXv8J+ywFoEbCMsm6+pTdkOkq0kQ3sRJ/J3kV40t/ZwHz/K15RMFgBf9Fr7ot9B4/FByb1veJtOpU+VH5HrZwoC3cBL/s2i7RCee6TvPlf6UcmT1hE6JK0Q6YYWmrExdXKjKd6a5vOT/2tO5u70I4jqbG+4VasvlXAdPjXNlqXYZJ4Lv3mG1/4MI7Rp4Ad/XzM4UKtZ1eMz1g3eNL3lO3JdWTzPqwdug59h4k2edzWeFdw9+YcUkY/WlrY+sRIab8Axy+/r8R4kXH5/eeik9IVsmlA+Y1uulNU2I+reapv9qIxxcj46eQ5Dku7dP50qFWwdNluk0b9+yJWxigo5RVHodiiKODNbMc3snBtYud7zZ/HKlPITvfLO8YMTx34b7hjRzuqkpJTbODh3Syl2Jx0+spBoYCQyyv+Hu4MB2ceFaXYHYCN9vjIMPVrPrO0pfGfFtSeORP0ZCOnlbBMQf3Xlzyxcneg2NXPXzS6bGxwl5R3fdfFYx7tXagoaNHsw2hRJ1dhhxq3o3CXXWWKkqVYPLGRgXAMJ5/cwNdwAoUaX8swx3Bz7L39c5v7AGADRa/YJlu4pKhWQzbM3k1OIOw70hLC5TXl8RX1gh5jg0rSHYag6V7EER9LvO2xgYs0CZuy7zEy619T7+NNnjS5Wnh7mN9WR6yw2ycG6nk+WHvkhfOct3QQ/H9goDA4BiVcGXGR9ZPUWyG6yFnnuCua5XK7JML+V6jcqgY1Ge61rX/1Y+iRk7xjs6UVj0oKYwS1ZpXse0RcQ6+th3Yh3YkVEvDx71chM1jH5Ls3QWm/PxvuUtvemMd8dPWTraoMcxCkqlt0BP3Ej80M7xQ59GBlSzlptKve5/t06dK8o6NOrFOBcvAHj71qn1j26sf3TDxlUZ4uqXLx8M5Dv1cvP9qOugzs4eV0rydmUkVSjlr1096s3h9/XwW99nTISj65eJVzC0WdEIqWmljZ2iUrFevVppdqQ0vh4IbUqfsXV4eTnay3BvC/u3XN2x/kz/0Z1XbJhto9szCZWR62s0uJWPyJPVaPxPc+BQnAI48X/rSwIAkEAWKB+G8/oDQAiv1+XKreb9KzW2qrc8n8RF+xoNdwAoLLFS+wkAGHRqgK9zcIBLoJ+Lp7vA053v0YwIkMWf7kvOLL21+20AuJtcsPyrQ2/OHjB7bNcmL7RgyecHUrPLL+98q6UXPn3cA1wrC+stg7Me5PlF2Kpq3hZu1Fx6KLnXx3kQA2MCQIY8BQDiBD0A4KuMj4tUtdV5FyfVhvh/32U7HbUuHJSvzP4h52u5QUYCeb7yxPnKEwDAwBhcCt+Z7rar4Be5XjrUbUxjM/kxZ12a7LGNqX6Tudp0HMnr/Gbwe+ZnGRiTglBwEqdjDDbGcaa74iSeo8hAEWyw68imP4hWsbvgfxyK0wTvlU13bSHBPMtMpwq1rEPP5JngSGcP94wc7hkJAAqD9pGoOEtamSuvyZVX5ytq5PrmKnV2aX/DfdnnhwwG/JXpvWPs8YuRXVD14XcnokI8Vr42gtqSOhIdNB8KjUJpRPDg+aHp+d0qL/wo4Vy+TIwhSJxZNur/uvSzHSoT7uBya0qtDHauVBjz10Yaig3xDtqbnTwvPN6oPPNH5sPJZ/7AEPSliGbVu7ah/RIV6cVitcb/IZdrChqUxTIRFt76iGobuLtbN5JUKp1Wq6e3fKnXOlQKDQAwzCp73bmYZrLRN59s8YLVjlRr8xs2cihOHEpb9c4j+APNDXcAKFAkGQ13PtWdT3WX6isAwJvVKc5xXCj3n1QOnSTh0o30Ow+sl1ZhMWldY/xionxioryDA12fmvzC1XvZO47c/fDVEaH+1vevKmtkH/9waumcgVHBLf66Lfn8AAAsmzsoyMeKFXX7Uf4vf91Y985E99YWPw6K8Uu+Wm9r/uaRhGFzWqzj3hzuiW7tK96FIuiwv+3pB+K7HgxvY6j6B+GfAcCatHfdGZ6vBi4/U3H0RNlBDKl7fm/OXf9E+tD0MoAdMtv3ZSbG4lJ5XApvY/aXHArXZF7vKvil1a7K5uBCd9sUu9P0skCZ+2POOgzBXg5Y0kXQ4pVe82mn1MMgrqXhXqgUdhjuzxwOhd7XNbiva53PrkojL1AIqzRyoVZRo1EItcoajUKkU2pwvRY36Ahcixt0hEFP4E/B456VVymRqyUtr/JRWSP7bseV4jLRnu/nmxrlSm1JhUQoVn6yZHTr5vPmmv2ervzpo+OC/ewpudHBU6YJw91AEmeKMj3ZvN7u/n9lPzI/1aTH3ZwgvlPqrOUAcK0076VLB3p71Ba4nhMWOycstpmDkCSUNh4CHhXVytDnlNSSxgIJmEyab8s1apqDjTWGWv30DHe1UgsADk6NCk107hF4JuvrnNTS9e/vn7V4SP/RnS8cfvDnpgs9h0SNe7GXd0A7fvmrNFYMdwt3u45QyfRVUl2lVF8p0ZWLdKViXVkYr29/13k2Rg7idEMArRcto04zHYfwehkIbazjOBe6fxvfwlOmslr2xcYzplKsJtgs2uC+4f16hsbH+NpLdLJF4ARRViV9dfVf69+bFBdp+bAkSPLLbRdSsstkitYUtckqqJIpNDp9vTwZgiC///1KebV0zIBO2YXVF+9kvjiuW+sm321El8MbT5u3JJx+WJJd7h1i/yU9QRJ0lKHGVatTa/W4EEAQBHnz4VyCJBYEvNHVoZcaVzExFgDgpAEAMKTuN1xhkHfid1kcVKflZbT4rdJklLmFB92clianZshTtuRuwEl8UeCyaH5zf/BbB4K0Syp5MNfVQlgmTVI+yP2fFET3H8GVwXVl2FlPonUo1Tqjye7t3uLUOyaDduN+DgBI5GoBtzYUViRVAYCXu6B189Fo9Y/SS5JSiwd0D+kw3P/RNGG4UxB0bY/hALA55a55+4NpS8ac3BHt5P7zgIlN3iNyz3cqQ70c8FUJF1YlXDC9/HPYjL4e/k2OU10t02qtp9YBQFhYK5+jTx43HicT6t5OlclZjecaW5V4t8HUrqtbPY3SwhoAcHSrc0ZaxLiTJHlqz91tX51ksukB4R4A0HtYp8zk4hN/3j7x5+1B47u88sFYQeN2v1V25b3JoTg50r35VDc2xZFFETBQNh1jU1A6BaFhCAVFMASQGmsB7jJd5YmSr1S4RGEQyfU1OsKKJ0OkazSeyggD43qzIotVdcI+Qm2JFlfSMTYADHZra3WnZ0JaVvn7nx2Syup9ICEBrtPGxw/sE8Z4WktBqwzpGRbg5fTm2gPvrz/2y+qZFq7xLftuJjwueGlij15dWiyzqFBpjea+d/1KySiKyJWaW0l5L0/uxaBTH6YVt9pwjxkQKXDlSarMlIhwYss7v392zP7BYz2d+tEx+ra8TV9EbxJQHddlfuJAdXwlcGmZumRt+gcAgJO4XC8TUB0AQE8YKAjV3MGsMMidaPWexz/nfpsifWTeYoqxGeo2erLXC82fW6os+XjZgXJ1KZ8qMHfzN8lt4dU9RTsIEg/hRJwuP7yj4GeCJPzZgUNdx3Tid2n+OM2knTzudIwSynNNk9TpXKVLG5U0+GeRJCyKPLq6+f2/STn/Tcr5dpvOv4eSCjEAoChSLVLceZiXmFLs6+mwfH4TcdtGeByGpyu/rEqaV1QTF1Xr7CgoEQKAv3cr95yzCqoIgqRgqGnAleuPX03Ittp5QPeQL98Z37obddDetCaUp1wlX3TlcLFCWqyQ+v9eL8GxMRN8WUyfZTFWEqHSRFWjT+5o2G6VmhpbClyenoJmjmOBjczUVi8GmgQnGt2kbqnh3hby0ssA4MhvN+L7Wsn4zMso3/zpsZQH+Wwe84sdC30CXQCAzWW8uWZSnxGd1r+3//Kxh3QG7a3PJrfoplSUmau4l6tornK/ORWa7AqN9R8aE1Jd0w9UP3asueEOQNZoC71YtrSinmeyciuXfbzP/C/H19vx9XkD+3QLasuwK78/fuWe5aeNovUMox93X/tx9zXzlu8/mNIzxt94PPKVn6WKemuJF9/bZTruNWu96XjX0YRdRxOMx799/mJEoFtzZlhSKQEABx7rcVZZWm7FvceF00fGDusdDgBThnUpq5JiGNo3LjDQWhRNM6HQKGMXDftz7SHzxoTTD0/8cn7ca8NbPWzrqNCUkkC60N0BwEDqqWi99ZjCIG8o+OjB8P448isA+CrjY1OozMonS1p03yJV/ubc9QRJAIBQ10TiuwmCxA+X/nW56ozxZbaiLu07S56eJU8f4zF5jEfLfj3MOVm6Lk16xaKxFNIsGvu5zu3lbIfir9EOXuaGe0ZLDHeRVpkhrciUVWZKKzNlleE8ty/jJ7V9Sh08b+QW1cx5Z5d5C0GQb39R++uhbUTUyyqdQj3LqqSP0ktMdnZecQ0ABPm28tcsr0gIACH+rkxG7e+Gd+POe0+3dhe97aDVtMxwJ0jyr+zkdQ+vebP5g7yCcqQ1R0fPdWKwCuTi6Wf3AEC4Qzvuv0gkShtn3Vu1f6TTGbKyGv39jWifAHewaZ0jaLM8Rj6BLlbrpDafskKhuEYBABUlotfHfu8bXC/+WCnXrJi7VSZRefk7f/jDiwH11zCxvUN+OPLWhg8PtqJ+kyPNu6Se0WxnpPrKJvt4szoZD2goM4o/JM5xnBO9TRVGS8vFq9Ydnz2lx+C+4W0ZpxXI5OoP1h42/UUhCMyZ2vOlmb3bHhXzxXJLj8urq/9KyS4zb2kyObVrJ98fPpzWzDvuOHJ36/5btvvoDfjgeZsMeN3SVyxTvbOuVuOo199rhuhQz61rZgHAZ2+NbebdG2PyW6OPbz4vE9ZLlf55+S5XH+ceY5qVnNNSVj6pTdstgFyTjxwAshWZAODHCgQAHaGjoXXZKQRJaHA1w05K7RacrzxJkMRYj6lD3UYVqQo2565X4yodobVxiVQv3p7/Y64ik4JQo/ldujr28mL6CqiOOGkQ60QPJfcuVp4+VX44hBMeym39gtmDGTYnYIPp5e6C/3EpzuO968Sev8+wm33c2cFrX/4D08sylaRcLfVgWrdvcJLIklU+EpU8EhU/EpWYS0kCQLVGTgLZUQno34e/lyOTTkVQhEGjKFQ6nd6AYaiHCy8y2CO+k0/v2MDmDxUb6X3+ZvqDJ0Uh/q5X7mZl5VcVlokA4LeDdy7czIjv5DNucHSLIl6KykQAEGamcL14dv/Fs9slXaeDdqVlhjsJkFRdNt4/cmXXQSRJvnRx/8xze9+LG7Aq4byOMPw+dIYzw7pK2obkWxuSm3geN4lU2miGB4ahrctMTU0tNRgaVZHv1Km9tCOUykafeXR7ZzTLxNYXPBcOPQCAwAjPnoMjDmy7lptWBgDZKaX7t1wNivR093F8ZcXYm+eevPvNTBaHTuAEQZAEQZIEieO4QY/jOPHaR+NF1TK5VOXh24LNO0d6e32qRjS4XEeoaCjLRh9PVrgrI7CzYGQnwVAa2lZbR6czfPTVsdyC6tXfnNh/7MHi+QM7R7bvezTnx1+v1PytV4hh6Mdvj3n6i4enCZWC+Xs5lVRK6FSKSqvT63EqBfN2F0SHePaI8e8VY/+yphwH9oK1Mze8vs28ETfga6Z/9/6ONwZM72XHe8UKuv8c9ycAvJ38Spygu5bQFqny10TVbk2sy/zEkeZkjFzXEzq6meGuMMhJIC9UnrpQWavVa0et9ApNGQAMdRtFQ+nBnLBAdkiqLDlPmR3Gta7Amyi++1fxTqVBIaA6vB70Px+Wv9lJGpPJ8mR6uzM8f83/8Z7odlsM96dJjIPll/p6RfaMgHqr1mKl6HZV3u3q3LvV+TbkTURaZbasKpTXrG2lDv5BYBh66Y/aVffE17dWCeXfrZzcLdoPAC7eynhjzf4qoZxGxVyduAHeTr3jAnt08TeFsFvQPcYfAB6llzxKrxfNq9fjecU1ecU1B88+nDoy7q25AzCsWXkdpZUSAAj2s7/CdQdPmZbZiBiCfNunLp15cXSvhZcPvXLlEB2jHBs914a73S6hMja2mRiMVobw3r3bqNifp6fAqYXR282nsrLR+h2tfi8WvD72+8oSEQCoVToAcHSpl6+jlKnPHbwHAJPm9R06KX7whLjDv12/cuJRTYV0x/oz5j2nxn9i+0Yvvzd66sIBzZ+YI63djVqprtKFYcuAoyC0eYE/2et2v+y6lvu3MFFaVvnBE0nREd5PR7KluEx8zkzz5K2Fg59Pq333yQcWETUW9O8a/PX/JjRztD++nms8mPH2b0Xl4i2rZ0YEuQPAb4fu/Lj7Wo1EKeAy3Zx4cZHe/eKDIoM92q6fM3rhkHtnHt4+/sC80aAzfD57Y86j/JdWT7evgphIJ9TgagHNsVJTF5vxRJpUoMwd71lb1EONq1mUOkeJElcAwFy/RT2d+heq8r/O+Nho1pdrSsx99ubHzYdPFZSpi+8Ir/d2GpAhT8mUpwGASFdjtbNQV72r4BcDaQhgBy8KXCbRi77OWFWuKXWlu/V1HtzXeRCKYADgzw4CAIXhH1PJKJDr4szg1GjqIjavV2bPCOhKkOQjUfGFsvTLFRnFSnEzR7tbnf+cGO5xTr5/9rNV3kuLG2JPrDW9fLfT8PnBtrS2blbmLLpjpbB6eyPTqzOllVmyqnxFTYVaVqmW1WgVRjEZPYHzqAw+jelIZ0cLvOKdfbs6+Qlotpw7bSS/RFgllDPo1C7htc+7q/eyjT5vjVYvU2hyCqsv3MoYNzh6RSMRd1fu1tYNYNCpowdE0mmUvScT3Zx5e76bl55bcfDsw6sJ2QfOJClUmo/faNa+d7VYAQCe7V/4uYP2ppUx7peKcw7mpmRLa2aGxgzyCjqU+2T+5YPTgjqN8A2NdHRrJ4tFr2/UcKdQWqkkkHCvUcO9c3Q7akVVVEittiMIcDh0q6daytDJ8du/OgUATBYtINzztY/GmZ/d8sVJcY3CO8Bl4NguAODl77zk08kLPxj74FpGckJu+sMiYaVUJlGRRBOVe9hcxqgZPVo0sfb2uAOARF9h23C3IykZpYdOJZle9owP/OSdsU9LaBFOXXhs0kSKjfadNNqekh0KlXbYyz9aNKLNC+UycnbbYvOX2z59oZM1MZb+czcYD+ZP6jl/Us9mDl4lkheVizkselhArQF07nZGebUMAKpFimqRIiW77Pdj9078/Kqzgx1W4O/8+vryAZ8Uplnmsu/75vjt4w+WbX4lul+bKgyYk6/MBoBAdojJcFcY5HuLdvCpDoNch//dIuNQ6lbjHgyvTbE7UUABQIOrAYCJsc0VZr7K+FhAdXwtaPk90a1T5Yd7ObVgi3yY25gMWcq+4l37iuvid1GwHovlRHOZ7D27QlM61ftFA2H4OedbuUEGACXqor+KdyZLExcFLqWjjBxFJgA40f9J6hY9nANOldRVNb9bnb/60clL5RlCra38K6skVOfPDWrun3oHjVGtkd+tzr9fU3BfWFiosF6zwohYpxLrVAUKYZKwaFfuHQqKjfSKeimoZ5TA08ZVreZWYh4AxEZ6mwTXF83s+8Gi4UwGVaHSVosUaTkV526k9WyklufJKyk//lHr6egc5vnOwqHb9982HjMZ1Lgon7gon7PX09b+fPbMtbQhvcJ6xzUdhCOSqADAzfm5kNz571Cuqfgu84cIXlg3x/hovq0ioRpcc7361tXqG/8Le8uJZkvPsMWG+6qECwmVxV1dvedHxA/1DmZTaQAwxDuoUC45U5T5VeLVGo1q19Bprsx6T0q7hMoQeKNGpFKpa8WAFRXSoqJGv+rR7Wa4K5XaqirrhrtAwKY0Epq8YsMLKza0QAViyoL+UxY0+myevKBfZalo7rIRFLM6DkwWrd+ozv1GtW/pLwHVHUUoBNmCNB0jCKBUlE5B6TSUyUA5dIzNwLhMjMfEuCwKn4nx2RQBm+LAojiwsFaKdreCTdsum0zn0CC3T98f38yNS7uQmFxoOn5hcnf7Ds5h0e/s/Z95S8MYd4vk1Jen9Fo49Skp399NLgCAuEgf01riq+Xj3Z15VComkiorqmXXH+Sk51XaxWoHAI6A/cXJFW8PWm1RjwkAijPL3hny6bA5/WetmOQVbIeSbdeqL3AovFBu5B3hdQDQE/qteRukesni4HeqtZW7C7e7MTwLlLnuDK9teRun+8zlUx0AgPK3NKTcIAUAHtX6tyCUG7GnSLyz4JcPwj9rZph1OLfTstCVx0r3l6qLHWlOjjTnVFmyF7PRX8iBLsOMBwXqHLlBFufQY7bvy8Wqwv0lv6fLnhwo/rOfy5BDJbvh79pSraZcnbkuzdLdmJF2vS1j2qCnSz3DXY3r9hc8sNHfBB2jhHBdQ/luvmxHP7ajL8fRj93WehT/ZYqUogtl6RfL0x+LSkloRl3oBhgI/GTx45PFj0d5dVoVM4ZPs3NyyK3EXAAwt8t9PWpFIflcJp/LDPZzGT8k2uq1NWLFxp1XAGB434iLtzKSUovlSs3jzFIAMCWqAsDI/pHpuZUHziQduZDcHMNdpdEBAJdtH8/gv4B7osQfsjcDwCSv8ZO920tCp1RVVqGprNBUMjCGVcO9QFl4qeqqgcCn+kzcU7QPJ4nLldem+dhKzmmu4f56p56vd+oJAJ/2GGa1gx9X8FpUj9eirP8K2yVUxkapMIMB12oNdHrL1iEJCbaKYkZ3bi/DPSOjvDHleFdX+6+GN+29fjEh8/iGV8wb/UPdv/7jVbvfqzmgCOZA8xDrylDAUARDEQqGUGgok4YyqSiThjJxUl+ofGRxVRiv7wTvD5/FfG1x50FeRk5tcjObRV/7wYSnLLz4f/bOOzyKqovDZ2Z7Lymb3nsPvYTeewcBKaKiWBAVFVFRsCEqFiwoFqSp9N57J5CE9N57spvtfWfm+2PDJmw2lU3Bj/fx8Zm5c+fOXTK7c+bcc36nsrr+DRBBoFfUI+XXdox2VU59ft0eO176RmIBAPSL8ra0+D4QSnMWcpyFnKjgDtZ2aA4nT4dvrqx/Z9wnpdkVVocIgji748q5XVcHTu49a9WkR/G+ZypS81TZsz2eJiNks2FNACGiu4VwIsO50QbcQCPR78vuiuiuodzIizWnZnpYv8+L9TUIIAKKgxbT6HGdDtPpMK0e18mNdTfElxQmOZfCL9UUJUrv9Ba01ekbyA5dHfwhAKhNqk3ZH1JQSgy/dYVNc7JssbqgRFPkxwpY7vfal9kf3ZRcviW5QgAR5zjSn21Dz6rtuDACF/t+b9nt1ORUABjg1I7kQh+2Qz9H32ihRxjfNYDjROocgfn/KzQmw5mK9APFSYkS62oVHeZUedpdSdHGXjMGOT+SBldjJFJ1anYFgsCwfoEdOP3I+VS11uAu4r//8vjaOmVSRtnZ61nJWeUA0CfyoR/58UND951KTM+pbGakhzAHG9Op3SkN3GE0mLZSW1Wpq6zQVpZpyku1Fct8F7XswO4h5Knq6yEGsm3fYLck8ZdrrpEQdK7njP4O/W6Kb9+TJtjHcH8UMha80dyhMKFz0eK2yiG3bJerVDoarX2utRbiZJyduB7u7S6a0EZSmxegdHe3f70nHCdIaM96Zjzr/2sLR+9LTzY13L1Y0a0Oa8A1xerkCm1mja5AZqhSm6RGXIciKBmhkVEqGaExyTw2WcgiC9lkoYDqJqR5CKjuj5KceuJ8g/vt2YVxLl0ePmgRV6FSyGRS5xZX0uqMWp0BAMQyNaOd7ycLJ/dpbN+/+um+9NzKi9tXdngyeoMpPrUYQWBIb7s9btuCo7vwu2sff7rwu4RzKU2PEjhx8+i9m0fveYW4D5rWd/C0PkF9/NtVC0Ksr/mj6McgTtgI53EAwKFwZUapDtMu9HrW3IGKUlcFvgcAOkz7c/5mF7qbRbtdbpSiCImOMtLk9z2ZPrfrrh8u/5tD5rHJHA6F68sKYJO5GkzNpwjneCw6VP73hZpTbTfcAYAAIkORsrd0R62+eqrbXC6l9bvdg+EdwonIUqZ9l/uZ1aHRokkz3J9q+9WbMtm92RJRFl4POfQol2hMcl3Z5ozzLfdhk2nDXYLiRAH9nXxF9K5b9/vPU6qW7iy4fbA4SWPqyOp6y4h1qhdv79nUe+Z4d/sYghduZeMEERXs7uzQEU/clfhcAJgxNppMQscNCUvKKPvln+tGI+blJnQX8Rv3FPKYANDG0nXmVJ82ytZ1CzpMrzIpFSaVzCCTGmQSg0Sir6vRi6v1NUqj0qqz1CDrjjm2myxltnkjiNPwFlemLT9deR6AeM5v6XiX0WeqzmEEniRL7ifsfVN8u0JbJTVIBdRmTdCuMNztBZfbkoFVWippVy6pwWBKSmr2rb1Pn06MkL51K6+5Q4EB9k9XMhhNTHpHJHe6iyJ1UtNGL2Yrhvsdyb5rNTuaRuBgBI4RJj2uBgC50Yb0J5vsIKL7uzACRfRAF0YAm9yOJezUBxHPdDpl6tjODTGyiZMDp7hMAgB6gymnoDrY3/73j0yhvZaQd+VuXlZhtVSuwQnimbW7vn67m1Wob94v1OmN4QGuzsKuDtlkC1ifHluz8+P9f288jGO2CzKUZJWXZJX/88VhBzdB79FRwX39g3r7+UV5U1p84clQpOwo/kVEc33Bb5XZ1z7EcVSmInVN6ss2+zvSnBd5N6ykSQzi3wt/UBhlrnT3hd7PezN9LSErTanSVVTrKnECQ9tcTemvoq3xdTfMsxrnMqXV/mZW+L9xqfZMfN0Nsb4GRVBHqiiAHTTEaZQrveuUlx4RpVH3ccrJ46U2XtXMsMm0MW5hY91CBzn7U9BuKE78HyZNVrEt59qFyiy8uXXqB5AQ1JftGMZ3DeG5uDP5rkyeE53NIFHoJAoCiMKoFevVqdLyeHHRuYoMPfbQk8KEY+8kHHSmc3o52GHd8vilNAAYNaiDq0kVNXIAiAhyBYDRg4K/235JpdYDwNC+1oWKzZVZeS2aRhYYNIreYDIaMegUzdi2IjPKVyW9TUbIZJRERigogmAEZsRNOkzXrqinx8Jw12DaQnUxALgxXHgPYhcrdVVrUz4yC8KOFo3wYXkHcgKzFNnp8szn/ZZ5MT1HOA9lkW0rNJp5nAx3xxaTKvLza2JivFvoYEVycqle36yYeucZ7jW1ity8ZoXGAwLtb3jpDEZ2h7QyuwUCiJIm7nYWWeBAayVyKU95uwNx8wCgMklUKom5IBSH4rQicEfbzzU8SJjmsGhUe+t4toWoMHez4Q4AX2w5/eWHsx0ELX3h2055jfzq3byr9/Iy8qsGRPtMHBb+/JxBS9fuchfx93/7LDwIMW9agCkq2P2Xjxo8qRfv5Lz37TGbl2hcgMnMuLjQj16eaLOzFaevZQDAiA6tRD86KAld8tHcfhNiNz//S3GmdbpqYyQV0rM7rpzdcQUAyBTSgrUzn35/ls2eRtxwoeZkDL/vLPeFlspKLnS3dWGb2jgrP1bgpxHftbHzGNGkNva0MMl1ZoW2dLzLtF6CdgSmU1DqWNGUsaK2Gvo9jQRJ8eq7B6p1ttVvIgXuC/36jXULo5MeywiEnky2vGpL1uWLlVktdxMxuCNcggc7+/d38mWTmw3gdqCxHWjsYK5otncvWeT4X3Ou7ci/3fhlwIhj7yQcPDrqJQbpkR6XqdkVecW1VAp5bFwoAKg0+sVv7fBxF766eLhv24qe6vRGADC725gM6oRhYQfPJgPA2CaKYSlZ5QAQ4NWmDG8mkypTahVq3da/r9VIlK8/M9LTtbPCClqAT+E50RyrdNX6ZqtQ2oaCUgY49IvghoroIiFVwGsmh+dYxam9pQdsHmqOQ+VHD5UftWqc6zlrilu7y9RYkSZPN9etC+M2BE+60l1Gi0acq75IALG39ODbIa/3FsTwKdxxLmPoJNqnka3o+MHjZbg7O7e08phf0NZ6fmauX89u7hCCIL17+7RrtLZz+nRqc4dIJDSkE2q1KtR6NvOxyUep0uboMGuJBi9mK85sjDBWaVupqNoWvFkx7erv7MgtLBEDQK1E9eOfl59bGGd3Gf6WmTI2+tjZekdgXmHN0pV/zp3aZ9LoSOEjm+/HLqUmpJeOHxK68c2pPDYDAH7+5zoA9It86PW4jTHuG16dZC5oaqZpqIzBaBq2uK1Gp1imvplUgKLIuLhQAKgWK55b93d4gOv7L47ryls9tH/g1sQvjvx4ZtcnB1Qtloczg6DomEXN5otTUOqrAWvsOkE740QTrQ21jnj5b3O2IuPtewcNuA2PwBBR4AtBQ+zioO1eEiUlYYc/anv/L9POfpl2ttOmU0+1VjHvym82/+XNMEjUiR4Rkz0j+zn6tLeUFZ/KfDti3DCXoBW39uiwBv9duUb2V97tF4MfqSbR7qN3AWBMXAiPwwCAk5fTq2oVIkeud5vjYN1F/NJKaWWN3FxfyRJrZ2kxg+OE2aAf1r9N/gt3Z35FtbywVHzqagYCiFiqXvXJ/shg9w9fndhlMmhmQrhB1boaEkIioyQKSqWhVBpKY5DoDBKDQWIwyQwWicUis8q15TfEt82n9BX2ftr7KWHz0SM9k/uyenvPKhx/rues25J4pUmVKk8v1ZSNd2l2adQmj5Ph7uDA5nDoSqXtcK60tJb8XlYQBHH9RrN2XnCwC4dDb/f82nbdkyeSmzsaGurG6oSM7zq52s3psZFuLVDZUGloNcC9SpuLEc2un7Sd9hrug/r6mw13APj38N3jZ5P7xfqGBrp6egidHTk8DoPFpFEpJBIJRVEExwmD0aTXm7Q6g1pjUKn1CqVWodTJFBqpTFMnU9fJ1JI6tbhO9d0n84LaFvQSEugyY2LsoZP1wUVyhXbbrmu/7b7m4+UYGeLu4+ng4SZwELD5PAaTQaOQUTKFhJlwrc6g1RnNMetKla6iSl5eKS2rlFVUyQR85rcfzwOAF+c9lE2eU1Tz98l7NCp54ZTWUxI7mwNnk0wYPrRPgFkx5uilVLFUJeQxu/4FlUQmzXxt4rilww98e+LwD6dbNt+nrhgrak+lwyd0L2crMt64u69phEYY33Vt5IT/gMnekxExuCtDR3yVfq7pIRcGb6Ffv7k+vTmUR3pM93f0/b7/vBdu7m4cobG7IP75oLgOZxKn5VRcvZsHALPHx5hbzAHrz88d1PZqEsP6Be46Er/76L2oEPc7yUWHztXbDN9svzQg1tdSEnvr39eKy+tEjtxJw9sUmu/pJribWvzngdtGIza8f6Bcqa2sVTgI2F1stQPAs75LnvVd0nKfq7U3DpQdBgAySl7kPX+kc0OtGImh7kL1pRJN2erg1zp1nu1FaVTmqwsL1cWlmrIqXbVEX6fBNOZDW/K2csgcIZUfxg0d6zKKT+GNFo04VH4MAM5WX2j1X8OKx8lwBwBfX6eUFNuZnWVldWXl0jZmlCYnl0ibqScKAHGDH0nooAUuXc6qqW224EjfTojPwQmioFzS9XHAHabQtuHeise9XJtpl6t7tyEFtjGzp/Q+eSFN+sBcU2sMl25kX7rR7GJOG8krqmmj4Q4ALz8zvKpGfutegaWFIKCwWFxYbLs+TstI6mw8C7MLq9/95igAfLxysnvnJOBqdEZ4kD7VMjKFdt/pJACYOab+j3U9sQAAls3sNlVsFo+5+MM5c1dPPbfzytGfzzbVegcANp+14N1uTgx4QttJlZavSThkZbVTUNLK0JFLAwY+kYjpAp4JHHStJu9ObaGlxZHOfiFo6Fyf3vZKJIhzDpjiGXW0tMGbJtGr7omL+zt15Fms1Rk/33oWAIb2DbAUlyirkgHA3ZRiLpvuJGSzmDRya3rBi6b3PXcjKyW7fMKzP5lbxsaF1tYpX1o41Gy1mzD8h51X9p5MJJHQNS+MaeMyb3iA68Ez93MKa8wDmlV0JVJVfonY05VPpfQga/BizZXthbsIIBgkxlvBqwI5DykQpMrSj1WcAgCxXuxIc7Q6d4rbhDaGuNhdDvLTzC/LtdaCY2ZMuElqkEoN0nxV4bnqCy/5Lx8jGnms8pQJN90U31nkPZ+KtiNAqwf9qdpCSIhbc4Y7ANy5necxq03uwCtXWzKthgwJbvfM2gBBEDt3XO/i6+aViLU64/3scgzDu1JfvGPoMGWlNseqkUdxEVBb0fUr12Q8+tUdaJ7tykwFAAcB64v3Z773+eFaiXXO+6OQV9iOuC8qlfz5ezN//uvKvqP38NYKZrWKQqWTK7SWbKfSKunxy2l7jt8L9Hb6/PWplqeRHTl8IWXL7isogvi4C6eNaj3Bd/NfF9VaQ6i/S/8oH3OLOZfrWkJ+rzBPRwGbQaO0q0qUvaCzaFNeHDvlxbG5iQUXdl+/cSS+utG70/w10znCzqrE/AQzC32ssyY6hg4zvnl3f+MgCgAQ0lg/9H8qRtiJhfme0BgEkI29Z0y/+LPcoKWRyM8HDlkWOMjuuQTLg+IaG+4AcE/SQcOdRiUvnTVgz9F7L8xvWK6MDfM8ez3zr0N3/jp0x+ZZ330wu+/D8YccFv2n9fO+/fPi3dQSFoM6Y2z00pkDzL9pGIZfic/7be+NovI6Egl9/6Xx/aN92ji9vg/0gkkktG+Ut95gotMolbWKRav/stmfTqOc+ePlFmS4O4kUWdpfRbsJIOgk+jshr/uz/QCAACJRev9C9eX+Dn0HOPTdUbzHiBsTpcljXUa1cVgTYbpQffmG+FaFtoqMkryZXm4MO0cm8yjc5gz3xugw/Y95v26M2hDKCU6VpxtwQ6o8vbegHcUTHzPDPTbGa+9e23c/ANy4kTurDYa7yYRfvtysg9bby8HT0/6ajABw5mxacfP1ngIDXXx8rN8dH53jV9PM8QOX7uWN7t9ZKwn2okB1jwDrjBU/du9WT6zUZrkwAt0Yoc50Pz7FhU1xYJJ4JIRKRqk4YTIRBhNuMBEGjUmmMkmURonSWFurL6zRFapMDX8Rb1ZHyo6GBLrs+OGZHXtvn76YJpVrOjBCU/IKa9rVH0WRl58ZPm1c9PFzKdfv5JWU1z3K1UvK6yK57gCQllv53rfHooLdvnxrRv8on46tqI7sH2RVxcmK6aOiprfBXrcwYUhYrVS1ZFpDfmR0iPuNxIJNv9uW6usf5fPtu7bzQTuJwF5+gb38Xvx6cUFK8b2zycmX02tKJdNeHt+Vc3jCo/B95sUyjbRxi4DK3BG31I/zH4l0+mPw4u6eQpsQ0bnrY6YcKE56P2qiJ6tT4pv9OE6eLEGpuuHPna9sX76cBRRFxgwOGTP4oRTSNS+M8fN0SMupLK+RSeUatdaAmXACCDKJRKGQ6FSyTX+5qxP3i7enWzUajdgza3YVlIoBwMtN+N6KcZHB7Sj76ihgRwW7p2SXh/q7sBhUFoP63fuz955MzC2ulUhVWr0RxwkURagUMp1KZtApfaO8u95qV5pUvxT8bk7ofMFvmdlqBwAEkENlR4s1pQqTcphTXCg3OEWWlq8qAGiT4a7D9F9mf5ujrA+Q1uOQocjKULSS99xeRHRnBEFDOUHeLC83uuuGjI1yoxwB5LvYTXwqX2VUZSqz95YerNbV6HH95dqrMfyoVHk6ACRI7/+XDffISE8yGTWZbGcjJ6eUlJXVeXi0YnbHx+fL5drmjnaSu12l0v3666UWOowbG2H3i9bJNcevpS+Y0JtBo/564Maw3v6UZsqy9hDM0i5W+LRmuBOAL/H7gUW2/bNOQigkhEJDWQDAo1g7jHWYqlyTXqy+X6y+394AdwssJm3F0mEvLBmak1+dmVNZVCqprJZJ6tRypVajNej1JgzDcYJAEYRMIdGpZAaDymRQ2Swam0XjcRhcDoPPY/C4TCGfKeCzhHymkN+R1FIPN8GLS4a9uGRYnVSdU1BdXCqpqJbXiJUyhUah0Gq0Bp3eaDBiGIbjOIEggCAIhUyiUEh0GoVOpzAZVBaDymbTLQZ6RKDrkR+XN3e5AdE+LVvkncTAGN+BMQ/5wz56eeKe4/cy8qsqa+VShVarM2A4jgBCoZBoVLKgbVppnYFflLdflPfc1Z1Vk+8JnUGtTrm74KEfIhKCbu475z9jtbeLfUUJv+XemOEVs8i/P6t5zZbOY6xb2Fi3sE69RADHubHhLtG3nmjedug0yuIZj1Qe2AKFQvpo5cQPvzsxY2z09DHRrYbcNGXW+JiU7PK+D6o4RQa7tcv07wL2lR5UGJUAMNZlVB9hr8aHJrqN/zlvW7G6RKwXh3FDUmRp+erCZoaxZkfRbovV3nks8214H85QZMmNcgAI44aYFdk5FE4/YR9HmuOHaZ8AQK4yf7FPfe28XGWzEuE2ecwMdyaT2ivWJ/5ugc2jBAHHjt1fsWJky4OcO5/ewtERIzpe8rAFft12WSZr1h3LZNLGjbNd/fhR2LzrEpVCfmpcLzKZtPvkvT2nEpZM6Wf3q9gLAvCmAe4oQm7VnkYAbc5qbxU6ie3P6e/PscMPK4ogIQEuIfaoeP+ICAWsAb39BvRuR5XHLmbLe3Ma7+bkVq3/9MhTc/pPmRTTgdHYTNryuYMtuzqdkSAIBuOxkUB9Qo9id0G8EccatzwXFNex2InHGi1m+Oj+8WOlKQDwfebFXQV31kVP6mwbultwpD8Uw2Yl8d6jCPB22r15aYdPb7og0KOQGmRXa68DAI/Cne0x3epob0EMGSWbcFO6IjOA7R/OCxsrasXYMyMx1F0X3wIABJC5njOHOw/BCOx89aXD5cft/QkauCWpjw0Z7DSwcbsvy5uEoBiBy4xyF7rIvF2tq9FhOjqprcnWnR70XFIzXaGxoalZLn4mu9TtwX+eJqym0W7DfzXS961OHDqsJY/46TMpen1L3zqZTHOjeT2ZoCAXX1/7u1Vu3co7fvx+Cx2mTom1u57MgQvJF+7kbHhpIptJo1PJH74w/reDt5Jzyu17FTtSqk5rKgTpzgh9lMqmdqGqbqVCs7d752AvzlZuuVd32I4Dbsp4VKVbAKiuUVRUyuSKZtfBrJDUqWYv+HHnnptND2XlVE6YtvnXP640PWR3CILQaA2lZXW34/P3/Hv7o08Oz134k05nB3WjJ3QjZyseSphxoLGfD4xrrvN/mHcTDh9rVHOqTq9eFb/305STGNFO/e0eD/FwCjKD/ESSv3u4JbljvrvGuoxikKyf+zSU1kfQa5Lr+AheeDAncE3IG70EMW0ZNkORZRYOGujQb7LbBDaZzaPwZnlMH+RYr2cg1ndEyKEFDLjhjuSeec59BQ+tGyCA0FA6AJhwEwkh+bJ8ovmRsz2n4+0pPmU3j3teeTiGNyw2MWkDNfpb5m2tPr5S8qp5m8OY5Oa4DQDcHf+0GiHYswIAqqVrECA5Cz4FgLLap0kk69iGoUOCt2w515x1rlTqTp9OmTatl82jAHD6TIrJhDV3dNxY+7u9JRLVpi9PtNCBRiPPmtW6Ena7uJ5U8PXOSy/MHtQvvH5RrH+k9+Ip/d757tjW9+b6uHVKEP8jkqu81bTRj93N4oN6Y4ZSc4DNGNtytxrpO0x6HJtRX2WmtGYyhzmNz36+5bO6FyOuO1z2aT+H2Y21dGp1hddrd0byx7owApkkHop0xaJcdY0CAFxEbdWrqa5WSCQqrdaGiewoZAOAWq3v8GQKi2qXvfDHrBl9Xnmx2ejJU2dSNm0+ZfNQnVTt5srv8NU7iUrlP7Wa02FOW8iobYGpXMlHCEL24r1IJdk/0+YxolqnKFI9lIk00zuGSf5/XL35uu/sPQXxP2RdVhobJJh3F8RXaRWb+875LxWIrXq4upYbo+eqJ+fUiVdeOPH+wOFxHu0oN/m4kKmoVw0Z5GB7DfzlgGZDN1tAYaz/+1oi5s240euTU7PtHUUTX3dPi2kBYIBDX1t+dAIAyCgJAD4MX9uB8e32VA5wT9cb04uqxgV6ZKEIu0y82IH7GopyVNozXs5HqureYNGH6wz3jaZSADCYigorBzU+ncOcSiG5G7Fyo6mQy6xfRsdwGZnkbHUhNps+YkTY6dPNVp/+++/bEydG20yqwHHi2NH7zZ1IJqOjRtl5HVCvN773/v4WQuoBYM6cfg4O9pSbOHsra/0vp5+fMXDp1Ifu/udnDjSasOfW/73xtSl9wnqcCHGeLcM9gNNtGn8AAEDUytbSKCFsRkvlPAkwKbVHGLSBLfTpXqz84herfgEAPtXVjRHiyXwoucKR7t1bOD1HeeOmeI/KWOfKCJrhua5xh0OlG6xesawGX+b/syPNp13TM2ukqtX6fQfuXr2Rs3zZsMgIjxb6K5VaAHB0tPGtMVdg0GgM7ZpAe2Gz6WaNJjab5iBke3s53k0oUKn0gwYGiFqsE9cZ4IT+WnGzHgcP7jIuLSZHsg4AUqqXRIt2kVCmVR8DJq5S7ccJg85UFuG8tXOn27MpUlrrB4xy7bmhBY/C2/cODHcJnujRbG4VCUEX+Q8Y6x726u1/0mQNWhkXKrPeundgc985LYi3Ko269xKP8KiMtyPGPqLaemeDEXhy3UP6rSE8u4U71um0vbb/uCK23zv964s6vXjmSF9Xj2ejei86vq9KrTo37xkAWH3ptCub/Wbf1hd23r92PktSK9baRwWhp1GrFwMAnURrKvL4KDBJ9b94lboqSyMBRLK83oys0deaCBPZfl6q89WXzRvDnYc0PWpeVTD73TuGPd1pGn08nRqOIvVPU4IwylR/OfM/ASDUugscxkQnfr0FQCX7mP3rjSEIY638Y6XmKJNWf/uasCoKyYYO4PRpvVow3GtqFQcP3ps3z8Yb25WrWZVVsuZOHDYshGvXPDaCID77/HhOTlULfRwc2POfspttajBhP++9fvBC8ltLRk0fYeNZ/tLcOGchZ/U3RyYODls+axCf081RKBaqdLlyY7VVo5Dq7kDrBvG10prJOkNi45bcsgY70sflJoXs0/ioRneFIHQsepvi7bqFt8Pq3cNnK7cIaZ4ezPAT5V8Gc4fEOT0NDxcdRAD1YkV5saIIIHSYUm2Sqk3SxikEFjv+ruSARF863m1Vh2e16NltZWUNAjjf/lBfjrGqWt6y4W4wYgDAoNtY0abRKAgCen3r8SqLn91WWtas/M6BQ/cOHKrPuPD0EO74/aHFkyGDg86ffMu8TRCw+fszKpW+V6z3R+9N74Giq06s8T7GV4tkW5T6tPTaVyJF2xB4yK9RLPsRJwwA4MaZ3+GrGLDaW6WDW+7Dpob0drMuLd6jqDNYJyZ6s9onEftYkCmvPF6Werws9URZ6rqYSSI6t1qrGHFms6XDF71nTvGMAgARnbtjyDMfJB09UdZQ8/tsRcbX6efeirC9DpmtqH7tzr8l6joAuF6d91HM5GEuPVfQ7EpVTuMlBQAY4NRZ2UHp4prThbn9XD0AwIDjOpMJAIrkskM56fPDWi8hciAnPb6yDAHYdOfaUE8fIb2nPL7thbkCbtOSZ49ICLf+9rtccy2A7ddbEKswKQ+VHctV5lv6KI0qAZVvl8sVqIvyVQUA4Mn0CGD7Wx0lgDDgBgCgkToeHW1Pw12hPsBh1lcY8XDcIVF8YzSVlovrK0KViRcDAIpyA92zAKBc/IxKe+bBqaQgz0Kl5rBCfYjPXqTR39Tq75FQngmrolFt+AOCglx69/ZJSChqbiY7d90cPTrcyo1NEMSePTZ8uhZmt00Dvo0QBPHFphPXrrVSi2fFiyPtmEV3O6UoPb/yzw0L/dybfdjMHh09INL7iz/P7zmV8NLcnhK7maOwoXAfwOk2H7YD920hd5VVo96YXlJtozSxTLWNzZicX/GQZ05nSKyVfWjeplGjvJxPd85MW+e3vOfrDDZKAt2s3XOzdg8AvBr8L4PEBYAdBSsVploqSichFACQ6EsBYJL76nCejaARnMDJ6CMlZvh6O9bWKqhUsrkcspMjJyrSc8jgoIH9rX/srDBLGqOobROZREKNzYfD2ReCIL7+7syJU8nhYe6ffjSr69XTAABFaMN8rKsfWOHNf9WAiSuUf0u114tlP/nwX7UcUhmyKlX/AgCHGiFkPFKx9/8ATW2GHu4w7hhfpdVXJL1UlX3vQvG5sS1VoKSTKJv6zASAxrb7n3k3Y4SeY9ystRwSJSXP3dxpkcCv1ilW3N6zKmzU8iAbrsduhwDi15yHHj0BHOdArvU6v13QmIxfxV+PcXbt4+r+4pkjKoPeHNb8Vfw1Gok8NSBk2sHdnw0dE+5o++p5UslH1y96cXmfDh277OTBF88c2T3lPxWwBAAONGGZttyAG0o1ZZ7Mlnw37cKV7jLAoe9tyV0TYdqa/7u9hm2O4xX1brKxIhvPTS2mMwfc09pTcckKuxnuat1lnSFRZ0islW2gU3s58t4Qyzfz2YtEgi9wQp1bFujvdr9x3ItVjHu19B2DMd/V4XsWfQSG1xVXj8ewOiHnBRLKt3m5JYvjWjDcNRr9l1+e/PzzuY2X8s6cTcvPb1YeOyLCIzjYbmr8OE5s+vLE2bNpLXcbMiR45Eh7BucM7eU/tFcrRg8AeIj4W9bMtuN1H51sxY2mjYHdZ7i3HZ0hUaO76iL83kX4AwAYTHnFVUMRhE4miUiok6dz9/sXnwvYZt5QGsUXq38VUF17C6fb1OFZ7Pe9eaPOUH6odD0C6FDnpTatdgAw4NrEuqOJdQ0fcKzrKzGCSW2f2IZ1MwCgskq+YMnWkcNDP3h3KgDs2H1zy8/nVSq9i4gbHOgyckRYn14+Vm5sBp0KADq98cetF7hcxqIFg6xGJtpQiMrKiW6hLTHuZoxG7OPPj167kUOnU5yduEue/00qVbu68CeOj5ozs2+3FIFqgQDhBwr9fZUhs0T2kxNzHIsaBAAYrs6sfYMgTADgJ3zbavnFQqH0mxL5z82NHO2yk09vWOEMdfrGmWV9G2SJ36lWHbLDx+hkrARGAKBEXefD/k853U+Xp9+qbVBmixF6cikMramlRSoEkM96Ta/VKePFRZbGdfePxgg9nOgPZU30cvBaEzn+q7SzKlNDnsm3GRdqdMq1kRPaUhq5K9lbmJAifcip8bS/faQbm/Jz0p1LJQXjfAPX37iYXFPlxGARQGy8ffV4fvZIb7+fk+LTxdUsim1jTqrTPnvqkM5k+mHMlCgnl/cGDfvo+sXXL5z8fvTknvZP+ijE8KOSZakAcKLy9Iv+z9lx5Gd9l8qNCksMvRkEEARBcAJHAGGTOyLB3JQKbeW9ukQAYJPZgxxt3EuWgHshteN1CexjuGO4rFr6DgC4OfyKE+pa+afl4mdJzWRBmbHyuAd71tdDVWqOKbUn/Fxt6Hk3JiLCY+CAgFu3mxW/jL9b8Ntvl59/frh5VyJRbd16sYUB586xm06iRqNfv+Hw3butKIzy+czXV42z10Ufa6p0uVKDtdwNk8x3Y3aKNGdbkCg2SRSbWu1GEMZq6WoAsFg8Ku0pMklEJrnRqbFy1Q4MlzX38tm1EKmycxerfp3u+YGQ6q4ySYrUiQWqe7W6wmf8f0IeVpeq0GbtL1mHADLX+9MWtDhVJslk97fDeCPMu/8WrzWL5beX5JQSAIiOqo+Jun4zRyJRAUBxiaS4RHL2QvqvPy4NDHgoSV0gYAJASYnk6Imkvr0f0ukjCMJkwintLN9tMuG/b796+lyqTmf092uTv00m06z7+FBqWhkA6HTGS1fqa7qVlEq2bruUlFzy6UczuyBsRm+qul3Wips83PknR+ZoBCEHO36eUDGDAKxOe81suOdLN2qMeQDgxlnIp3dvPkmPIIQnQhGk8WL9nsL4tZF2kE7qIdTqlB8nN4gloAiyKqxNMX4UlLSl/1NTL/5Ura23PNQmQ4KkZLx7uFXPuT69h4kC3044eLeRlb+nIF5p1H3Re+ajfgD7kS6r2Jj20EKoJ0swwyvGLoP/kZKw4WZ95Zafk+J/Tor/bcKMqQEhR/OyAGB5dN88mSS5pmp5TN8KlcLcuDgi1ofHbzqU2mh44cyREoXs21GTopxcAGBpRK/cOsnujGQUQb4eOeE/43cf4NDvQNlhlUl9Q3w7lBsyzMluEQF0Em1NyJuXaq5eqb1erq1AEcSf5TfWZdT3uT8DgCvDhYLaR0pob+lBs0N9gusYqi2feu0DBRsXesfLkNvLcJfQKOEoUv/YppDcafQwBKHLVH/KVDvNjfkVMQDgxFsr5L4CtlRlzDDpcdXStQrNYS5zessXXfHSqLv3CporxgQAf/9zWyrTLF0SZzCYPlp/WNG82FxgoMvgwfYJwisrl3704cGC1krWoyjywfvT+HzrLLH/TzLlNsT7AjkDkWb8f11A20JliGrpmzgubWSaYwr1P2zGFJ0hkUL2plHDVZojPPaSrphx81Rosy5W/SrWFxtwzb6S92goi01xEFLdnen+/RxmWVntxeqkg6XrjbgeRUhifVELhnuVNmew00LLrh5TsSkdcUwmJBUBQMyDctzr3p3q5MQBgMoqeUpa6cnTKX5NFFqdnbgAcPJMismEz5n10Cu3VmcEABqtfb9sf/x17Z999bK76RmtS6bm5lW/v/5gTY3CwYE9ZlR43KBAVxc+h02XytRJ90v+2nX9Tnz+wcMJc+wafffosKlhrpw5PFofEXu6uSVQuI5Gclbok/2F77Z6OgXlD/JqcKmINefTa17qpKl2F1wKo4+Dd2O/8u78+Ei+uzng+3HHhGOr4vdKDQ2pjXN8eofy2rrUzKHQ18dMefHWbgCI4Lt90mtaELfe+ChV1y2+vj2YKwrmiYK5LkNEAdsGPf32vYONtTWPlaZ4sgSvhIyw3wfqOHnKmuU3d1lJtr8baTcjeFlU72VRva+VFS86vs+SnBrl5HKmMM+bx1/Vd9Dbl84YcUxIZ6yPG3W5tJBBpswPtXGPVaqUz5w6mCWpfXfAsGmBDZ6sT4aO0ZlMB3LSK1TKLWMmu7Ja8pM+LrDJrAXe837N/wMAfi/4S2FUTnYbby8zAEXQUaLho0TDLS0Xa65gBAYAUTz7lL/MUmQnSJMAgE1m2YyTAYBybX16Z/cb7lSyv7vjH0VVox80kFyEX9fI1rUQKiOWfyFRfGfeZtGHuwi/K62dxWMtUGqOC7kvSZW/0CjBVXVveTr9jTbjufdwF8yZ3e/vf263MLHTp1NaSGO18OyyoXZZbjpzNvX7789pta0rWjz/3PDY2P+gnFMHIIDIUtgw3EO5w7p+Mu3CaCoxmHLcHHdWiJeZWxSaAyasXMBZUSl5HgB4rKV1yu+4rPkI0m1ycnJj1emK7/o4TNOYFBJ98ST3t1roXKy+f6DkIxEjYIr7O4l1R4tUSb2F0232rNBmUVA6l9LwjZYaKwTUdhfhIwhISCp2cGB7edYb/ZbKxz7ejj7ejlMn2SgEzWLRuFyGQqF1EfEsFr8ZsVgJALz2ZJljGL7/0F0+n/n1xqccHdibvz9z5Vq2vnk59oOHE7b+dsloxHrH+mz4cAazUY6KsxN33JiIqEjPhUu3XryS2QWGO43s0mqAOwBUKP/OldRnXFQq92aJ37bqcK04AgDoZPf+Hi0VeP5/YJH/gMaGOwHEOwkH48VFr4QOF9G7WjLIjhBAvJt4OKmu1NLiyuCtDreRtNMCQ0WBs717ebKEywIHkZCGd36lUV+tVVRrFVercwHgn2HPRQk8Nved80nKyX8K71q6/ZR1xYslnOrZeiJmp3JPUvzK7X8Uxod8ebO8ew23dxLt7YoSADiSmzXZPyTEwenNiydZFMpgd69J+3YMcPPUmUw4Qay+dNqI4RP9fBce3xe/6EVyo9Sdu1Xlr5w7VqtRc6i0z29f+fy29YMyWOiYL6ubsPev9XGjGpv1jy9DHAdVaiuPVZwigNhbeiBBmjTXc2YY1/7KTjW62n2lBwEAAWSoUytZ9W3BhJv+KKz3U093n9JcNSVLRqwbo+Ox2Z0r0ixT7bTyuDtwX3PkvWNuMWu6S5Xb1LpLSu0xBKgowgQALnOmSnuKQvYEgFr5JyLBF82Nv2RJ3PUbOaWlzUpDtIWoKM9+/R41i7ymVvHDlvPXb7T+BAWAcWMjbYre/H9Sor6vNFqXP2CThZ6snu7iopC9G6ecGk1FtbJ1Qs5KMqn+C8lhzZKpfquRvSMSfNNNcwQexWWZ/88AcKxsY6biSrr8oYCxvg6zRojqQwkrtTkHS9f7sntP8VhDRqgUlGHANRhhJIBQGeuoJAaTVC9vbMR15yp/HOq8BCcwqaGcQ3Gq1RVSEBqb3G6Pe3ZOpVSqnjwxpr0nenk6pKWXDRkcZPXKXVkpA4B26avW1CqNRqxfb1+za3/C2Mgr17Kzciptds7Jrfph63mCgAnjot5YOe7IscS/997BMLx3L5+li+I83AUA4OrCc3DgtL2e1BN6FKNcQwY6+TWOAgeAA8WJR0uTh4oCR7gE93fydWfyH+USapM+TVaRIC5JrCsRUpmb+sx6pBm3AZwgPrp/rHF2KRklbe47h0Vud375htipTRurH5ZCd2HwAABFkHXRk2QGzenyhmrl65KOhfJcOykBtFUIILbn3fom44Lp4eK44Xy396LsHxB1qiAXACpUik9uXWZTKNfKihGAv9KScIKgkUgGDPsy/tqF4nwUQQ5kZxhx7FZF6RAPbwCo02o+v3N1f1ZalLPrr+OmRTs3a+SJtZp1186/duHEsbysDUNGubEf43dLM3M9ZzFIjP1lh3ECz1cVfJ75lRfTc4BD31hBtDvDzS4O+Gxl7o95v6pMagAY5DjALomwf5fuM8tNujFcR4tsLyvpMF2qPB0AuBRO93vcLVRIlgMAnVpf/6gFj3tjcEJVp9gi5KyonxNJ5OV8tFr6Doc5USz/woG7mkyyXc2USiW/8/bkla/txNuQi2YTMpn0+uvjO3auGaMRO3To3l87brTF0Q4AAwcErF7934mYfHTSZBeaNgZzh3RjnAy0OcbdgtFUJlFsolOiGgfYIEB2dfi9tGZiDbLWmf8xQHdGIk7xWDMF1mCESWooY5MdqSh9f+mHrowGD1OZJjWIM3ii+xvm4Bl/Tr8sxdVvs2YhgLDIghGi54K4cQBQqy86XfFtMHewL7sPAHGq4ts6Q6kJNwwTLevArK7dyAGAwQMD2nuiv59TWnpZ714+Vu3JqWUA4O3VDhlgJ0c2mYwmp5ZWVMrodMq/B+4CQE2t0mbnoECXp+YM4PEY82b3S0gq+mFr/d174VLGrTv5Gz+eHRnhIZGopFJ1ZLjdVBFaxoQrbpQ0W8HNi7fCV/C6ZXeIdyqK2LDVMmpX1apP2mU+mbWvZ9a+3nq/HswXvWfOufKrJZjbjBHHLlRmXajMAgBXBi+Q6+zPcfJmOzjR2Q40lpDGYpFpVJREQUkUlGTCcT1u0mNGjcko0atqdMpanapCI8tX1uYqaiq1csuwvuxOr3ilx0zvJh5qbD0DwPtRE6KFdrtFG1etopMojrSGN+fPek0vUkmy5PWyyAbc9G7ioX+HPd/YYd81FCjFHyefuCO2Tj8L5oq2DXqaTrJzwdSEqooCWR0AjPHxv1RS+Hx0n23jZwAAThCj/vmDQiIBwIsx/cgo+m9m6rNRfTbduZpYXWE23P9ITcypk/w6fvoYn1Z+Gx0ZzJ/GTr1XVb7pzrVf7t9dH9dKSv1jwRS3iYGcgD8Ld1ZoKwGgRFNaoindW3qQTqK/EfRqKDe4wyNX6arPVV88X30JJ3AAcKQ5Pu391KNP+Ib41tmqCwCAALLU52kSUv+sz1bmHq84NVo0wp/tp8W0O4v2mAszxfAfyS9pZ8PdnJxq8bK3jFJ7IrvUDQCoZF8aJZTPfkau/pcgtAAEQRg1+jsixmQWfRSGS5oz3AEgLMxt+fIRLSeetsDCBQO9vTqoGIBh+OkzqTt33DCXj2kLMdFe69b1RKXn7sKAa3KUNoQgQ3ndHCfTLjlIADBiJRRyAJc5y6L4bpGD9BKdq5G+bTAWUCmBnTnlNoEi6OmK7xTGWg0md6B6NC5M29fhIbefCz3wWf9frE7XYPKT5V/1c5zzIJAJedp3M3QUgoCLlzNZLFqvGG8AeGvtXgzDN3wwg81u3QsYGux25FhScNBDpVJwnLhyLQsAQkPasQpJJpNmTuuz90D8wqUNn5fc/Jd0+bP1N2diUjEAbFg3IzLC48Che7v/ubX+0yM/fb/oy82nMAwfYqe0mSd0PY509l9xS5+5/ldjC7sxlVp5pVZuDgt5REo1UozAO8+KrdYqXo3/N036UObGs4GD5/rYs1z37doGazha6NFY6oROovw4YP7sS79YYuszZJW/5lxbEdx1P/IVGtnvuTf2FSdaOdoBIIgr+iNuCZ9q/3yzLYn18tMBAgcejRHhWO9hRRHk0vxn92alvn35jEyvk+l0NRp1jlQc4eTCo9X/9K3uF/dUaGTc7m1tvBaTTMl4riVNz8eOEE7QZ5Hrr9ZeP111zmy+A4ADVWgRZe8AheqiD9M+NSePAoCAKngr+LVH15Mx4sbTVefN26NEwxu/V1Rqq+7LUu7LrAO2Rzg/0s1vT8Pdx6V+6jzWPPNG01AZAPAWnaJTo+HhUBkPpz0AwKT1Eys2ZZe6AwCD1pdJH8Skty7+OndOv5zsyouXMts74bAwt4ULOyI4qFLpTpxIPnQ4oaamrSY7APTr57f+o5ntTZv7b5Muv2TEravT8ygiN0azMW1Hyj5TGGvcmWHujDB3ZmgHwjM6AyZtEIc5CwA4zJkAUFozmcOcxmfXCw56Op9o6eQuBAH0ad+Ox+0wSbwlfj/YazIJSUVV1fKpk2KpVHJRsfheQuHSRXFtsdoBYNyYiHFjrDOKLl7OrKiU+fk6ubu1T2lr+bPDWCzqidMpWq1hYD//85cy2vI+z2TSAOD6zdzAANHT8wcpFLqjJ5IWLv3FZMKDAl2mTIpp1xw6DBnltiXM/dEx4rIrRa0/NVuVgzxXffbf0j2WQw5Uh88jv9Tjeh2mU5mUCpNcopdU6arKtKW1+prVwWscqN3wHfdiCfcNX7428bBdrPMWMOFYhUbmyRJ2xuCXqrLXJh6WGx6K2prn2+fN1kLbrWoStUyesuZmTUMtm/6OvlYdXBm8tyLGrk08bGk5XJL8bOBgKtq5T0OMwK9V5x0uuX+hMstcrtKK0a6hn/aa1hlS/bcrSi+XFI7y9r9QnA8AHw8ZxSA/5NE3Kz/WaNRrBgy7UFxwIDv92sLnPTk8SwcPDq/oxdWW3RKFfOzeP9cOGLY4wkbaz38SEoKOcB46wnloljLnXl1iiixtrufMR1mK92X59Hfoc1tyFwCCOYErAp53oNrhe0dBKevD3ztffemuNHG+15zGh6p01mUlAWCk87AA9iOFZ3fu18YcKmPzkCXSXcB5XsCpt2+olKAAt9ZzSZuyZs1klUoff7eg9a4PEApZ6z+aSSa3I3qBICA5ufjs2bTLV7J0zeeu2WTYsJD31k4lk9vqVvn4/GWt0fjZhPZlDj12JEttrM5H8Mc0pyct0ZdmK64DEJXa7HtwCAC4FGd3Zpg/u59Fl9AutDdU5gkd4N/98QAwYVwkAJh1FZkMak2NgsdjUqnk9uaLV1bJv//xHADMntnulFASCV28cPDihYMBYMfuGzhOjBjWeqbX2NHh/+y7ffZ82tnzDRUbTCY8KsLj0/Wzu6UY02PBGNHYMaKHim4eLj94rvoMi8xikVlSgwxFkFHOY8a7TPRnB9DaUOTry+yNlbqKzdHf23eeQhpr68CFV6tzt+fdulNbaHHU2Z0ilaSTDHcRnWtlHM/37ft+9MSmPa1c/nsK43s5eAVynVteCtBhxju1hRuST1jMYhKCzvCOadpzulfMoZL7d8VFJAR92q//q6EjOslqxwmiUCW+X1d6vSb/Zk1+c28gFJT0VvjYTlJt15lM7145y6JQVvYeYDbcZx3+O1NcA2B9D805/Ldle8jubYsjYjc0E+uy6c41nckU7tjxwOjHlxBOUAgnCOwh5/G09/xKXfUY0YihTnF2DMdFEXSsy6ixLtZ/u8luEwRU/p26u6WacoIgPJnuw52HDH1kmctONNyd+Rs6b3AryGTS+vUzN3x8+NatZpXdG8Ph0D/9ZE67MtgAYNOmE2fOprberwlPLxz0zDO2hWs2XryaVF75/IA+owMbCielVVXvTkyOdW9f0nFqVfXM7XveGTH0uf69bXbQm0wRX22ZGh7y9ZQeEWRfpkmv0TV910Ii+c2+rsRL9lv99CmMNQp5bRh3uH3n1t5QmSe0l/h7BfcSCiPCPUKCXQGASiUDwE+/XvzpV+uwt16x3l9vbCUMMTev+sNPDitVusgIj/FNPPFtRC7X7th949DRBD9fJ/PrRMs4OXJ+/n7J9p3Xk1NLZTKNUMAKDnIZMyo8bpB1ymyn0q4Y90fBSg5SZchMqJhml5Gnu8+c7l6v8P1Lwc9SQ90k1yl2GfnRGSoKHCoKrNTKr1Xn3aotSJOWl2tk9r1EsapuSOfYY2F813+HPffirT05imoAWB40ZFWYbbuQR2WQUZIlkqRAKZ55aWsHrjjLu1dz2jsfRk9ad//Y+1ETQ3guNju0HYzANSaDBjMojTqxTiXWq6u08iKVpEglyZFXN679ZJMRLsGrI8Z0XnYBiiB9XT0GuXt5cvnmlpOzFwPAhpuX/khJSFr6soDOwAki8o8t4/0Cvx4xgQB469LpQe5eM4NsF2SMryw7np81Myist0u9cpfWZFx5/jgZJX06ZLSQ8URXuq3wKNxPItZ12eXYZNY4l9HjXEa33rU9/HfCNmg08icfz9q27cq/e+8QTetWN0IoZG3a9FRTcehWWbxk8OUrWXp9O3ztNBrl7bcnjhjerPfu7RFDTmblrDt94Uh65ucTxrJp1BqVauXhExiO3ystD9xoI6phxcB+bwyrVy/CCWLjxau1KvU30x5yovx6+26euO6NYYNXHzvlKxSuGTmERe02RcLmaFx004I3K6axyGBj1CZphtxGMkNfhxn+HHs6Tjydj9tsp1HCA9yLEcT6W+PbpF5YcyM8wQKDTo2N9po3p/4PN3Z0uFSqjr9XUFEpkyu0er0JgCCRSHQ6mcdt/bH05TenKitlbq78D9dOQzpkNUvqVAuX/qrXG11d+Zs+m9vGtTgPd8H7a3qKidm9EIR19LBN9Lju5cQXrRpXBq6K4sW0eu7LiS/om0TWWXju3lLzBg2l/djLOj3jEXFl8Ob69J7r0xsAlEZdvrK2TC0t08hqdMo6vVpq0CiMOq3JoMEMOpPRROAYgWMEjhMEiiAIIGQUpaJkKkqmk8gMEpVJprLIVBaZxqHQuRS6H6cT81NdGLxdQ5etvrt/lGvIHB/bPh0AoKCkAU6+16vb5PlqjiCuaE1ks1UF/ThOu4Z0JIW9KS/c2t04OKftxAo9Xw8f3cehc7WYqSTSpuHjAKBO91CQUlJ1BQAsOLZ3y+jJAQKHKGeX2xWlJhx/7+q5o3mZw72sQ4zMGHFs7dVzAjrjvYHDLY0MMmVuSNSqCycmH9j1+4QZoQ7ttmee8Pjy3zHcAQBBkOXLhw8eHPj9lnO5uVU2+wwfHrLy1bEdq3zk6sJ/5pkhbU+EDQgQvf/eVK8Wg2VRBJkcGjzI22vl4ePXCotEHPabx07XqtT/PD2vt4dbdq148u873xs1bGnfXgDw8sFjl/IL58VENj4dRZDjmdkzIsMEzAbt6rM5eVVK1VtoXICjw57E5LulZTvnz+bS26381XkojDXZChtpqVH8sU0bzaTLL2CEyarRkeYz1HmpfefWAghiZ+WB/1siIzw2b5pv2UUQ5Km5/Z+a28EXsLffmLh126V3357kIGzfMpoFByF79ozeWp1x2eIhLFYP+qa0Srti3K8Vt76S0DFwok1R0TSU/luf7Z00h66BQ6HHCD1jhJ7dPZG2wibTtg5c2Gq3NRHjFkrLrQLi284gZ//NfWfbXZvFJs8GDm6X4c4kUyd5RD7l26ft1absTp5UklRdOcEvqEwpn3l4z+7Jc8f5Bnx0/eLMQ3sqVIpdk+f0c7UW+SEACILYdOdanlTyw5gpNBK5Wq3SmIwao1FtNFBQdHFE7M9Jd+Yf/XfPlLlhjt2jsPmEruc/ZbibCQ93/2Xr0qSk4stXslJSSmtrlTiOi5y5UdFeEydEBQc/0vd29qy+ly5lZGfbfiuwgCAwc2bf5c8Pb2Ocq5DJ2LVgDgDcKCpmU6mfzxnT28ONAPjq8nUAyKiuxQlCb8IYFMoLA/q68x5aiHw1bsD+lPTf4xNWD68PnLpXVp5cUTU/NsqJxfpo7MiB3p6vHTm5bO+hXQtmd+Qzdw53JYcIsM4WYpC4gdxBzZ2S3kQ4EgFkgtsq0hNj+v+eAH/nrzbOe8RBnnump9f86sngRL0ebqtykGeqTu0r+9ey60RzDuOGX6l9qPCTxX0OAG8FrwnmhABAYz96ta5qZ/FfeapcB5qjHtPhgNs9xr3trD506lhqVqvdqCRS6nsru2A+HcOP43R4xIrf827crMmv0Mh1WOtrywggfCojQuA+yzt2rJvtMI/OYKCTXyjPNVNuu9iCBQaJOtjZf7RbyCjXkA4o1tuXDTcvMcmUdYNGOLPYH9+4dLowx4HBAoCU2qpvR03q5+pxLC/rQnH+hrjRXBoNABR6/bC/f8MInE2hhQgdt6cm7stK41CpHCqNTaWyqTQOherL4/80durWpPhnTh08NmuRM/NRBVL+rxBrzkg054Idv+ruibSb/6DhbiY21rszSpOiKLL6zYkvrtiOYTZS1M34+Di++caE8HD3do28415SYZ30gzEjji17GgDUBsP6s5duF5cu6RO7OzG5RqX+cOyIr6bYkJxnUamjAv0Op2Wq9AYA0JtMH565QELRxb1jzB3GBQeuHhYn0WjsVcz50dGYZDbTUqME48jNFBmt0RXU6ousGiP5Y10ZHZd0fazRYhpzQBgJQWmo/VURnvBfwo0z340zHwCKZT8Vyb5FENJQ7wy1IfdexWQACHH8UsR+1Gh1A1bTxp7jXCaMc7FOs1nkvcS8YY5xXxPyXgsjYAT2fd631boqADD/n0vprLozOEG8ceCkA4u5dtwwEmo7U/OrGRO+mlH/icQq9eDNvx5fsdjPQTD/z39HhwQsH9zpBXTthYjBXRvZIzKgWmVZ4KC37h1o2o4iSDDXpY+j9wAn30FO/jRSjzByNt6+erW06OuRE1zZHIVeH+Hk/HtKAoNM+Xns1C2Jtz+9dXmAm2dyTdW5orwvhtfHGnFptKSlL7dlcF+eoGlR1cZMObk9VVKVvWA1jUQ+VJD++o1j78QOXxExwHw0o676jRvHl4X2nRsQlSsXL798cFFQ7LLQbrhpfXZudKSz7s15tQuupTHm5Yjf8uK9DABJFdNVhjSrDgM871JID6mTZYtXm3CFI3MMixpGJTlRUGHTuNmuoUfc048X/v7Oc+f2+/vv200P0emUhQsHzZvbv+3qMQBAAPx0486W67ee69+nTqPNE0uuFhYdSEmnkcl/zpvZx9N9anjoV5evTfxtR5yv97jgwHCRs49QwKA0/O36enqwqVSzdG6lUsml098eHhfg6AAAMq2Oz6Cb01X1Jus4k+7ijmS/ibCuV4UAGiuY3NwpBap7Vi0oQhrs1Pr672MEAUSxutCb5duWbPcNGWulBgkA+LL83wn5qNMn94QeTFr1con2ss1Dg73ukdEGo9aA1QIABRU0J9zUAi3LQeqx+nXI/h4X6WTrRf/GcpBNPe6fR7ZPwSldkVqtqxrkMHiB16JcVc4Ped8Z8fbJfLUdFEGeG9Tn5b1HK+SKH+ZNJSEIAKzcf3xubGScf4Nv6FByxtqjZxEEMSVGC6wAAQAASURBVP8OT/55h7k9raL6u0s3CYIIdXU+8NyCTprk/yHj3cO3ZF5SmfR8KtORxvJhOwZwnPy5TpECd3Z3O9etqNVoCuV1nw0dMyso/Is7166XFfVz9fho8Mj+bp4AEOfh/e6VcxP379AZjctj+nbgTSPUwWnHpI4vp6dLq7NktdVaFQCkSKoKFXV1+mbDpY4VZb567UirY5IQJP/pdzo8pc5GZypJr17Op8d58JYDQKzb4bac5St4W667K9fFVyn3GXGpCZOyaZERoj87d662eGK4d4Qli+OuXc0uK5daWlAUmTAh+pmlQ4TC9q1VpVRWbbx4tUKh/H3ejME+3m8eO3UiMyfKVfTyoP5zoiMYFAoARLmKdsyfnSeWnMnOO5aR9eXla59OGNNYhWZ2VDhAeGpVNQD4CASfjB8NABiOrz936WRmzvfTJw3y8bLPJ7cHSqM4qe5Y0/ZA7qDm0lIBoFRjrefjx+7LofynMnIqtRUbsz5kkliRvJhnfK0T+KzwZvqaDXdzJbYnPKEtqI3ZAMCkPJKKsO2RDTkAgCI0GrmVcESbHvd2UasXA0Cc41A6iR7Ji3KkOVXrqmr01c40+4uzDP1m26qRg/5+5qm5v//9/aWbr48cfL+s8nxm3psjH9J0I4DwdxQeX7G4Wqka+s22Uy8t8XMUzv39b7PH/fdbCSfSsu0+t/9nSAh6ekzPjTsyI6QzGmuxA8A7/Ye80/+h6jQcKu2HMZNLFHI9ZgoU2LNkQbasdtyx3y27wXsaYkK+SLr8RdLlwS4+u8c8dV9cCQD9nT0BIFXSsN0CjR32TZlw/I8cWW1zR5dd3HexvNn8BLFO7bNzo81DZ6Y8G8y3wxNfrrubWbOCSQ0Mcfq6Xf4LKsnZiTXJqUmRivaiNumqdTIWmS6i8zs2whPDvSNQqeQ335zwxpt7CAIQBBk6NHjpkjhv73YrA9wtLX/v1LklfWIFTMbSfw5a2pPKK5PKKz8+f9mq/9O9ov966qHyluVyxfCff2/c8sWlq19cumre/mPezDslZS/sP7JzwewYt25LyrHias32pu52AOgtbGGxnijXpFs1tVCk6TGlWFMAABpMLTNKW+3syfS+L7sHALonhvsTAADAlfNUkEO9CG+V6mC2eI1VBwxXKfWpAMChdaTgdstykHJ9IgBwabEIdCQk73jl0cPlDb+B5hj3vsL+L/itaNrZXDYlQXrPm+WTLEuq0VUDgNQg7QzD3Ywbj7Nx2rjDKRkAsOXKrWlRYd5Cvs2eGN5Zcu9P+A/jxeW13qmdBPOdihatgdZCZS6W5VFJpBhHNwC4Ul7AJFP6iTo98frWrJddmZzOvopNpNprPPqAIKcvUYSeVbtKwBgiYs9q/TQAA1ZTozoq191WG7OMmJSM8ji0aG/+Sha19aIfZuRG9ddZRy5Xp5rrHrgxhEt8R052b3dU0hPDvYNER3tNndpLpzUuWDDQ07ODtTP6erqfXb4UAM7l5APAV1PGTwu3fQfUqtWDtvzatN2dx81dU58Hti85be2pc6uGDFrcJ4bzoHLy9nkzZ2zfs+rIyVPPLUa7Uly6GSq0mem2JB1dGcGezGbltzWYwoBbm6dSQ4WdJ9fdFGvqy4YHc1pP83Kj1ydRGJoRyNMbTOs3Hw8NdF00qz8AnL6Ufvx86lfrZtFp9bm8f/57s6xC+v6qSR24L+pkmvWbj8+aGDt0QGC7T35CN1GjPoETegBwZDar3ZRUOUfEniFiTSOhrSwesqmhFjUbnanM/ErgyLQtE96YFPn973O/tewOcRy6xGcZADhQHb6I+trSvjHr0+ZGCOdGiuguF2rOXag5Z2lEWywV1AHeOnR6Tq+GH6U4f+84f+9jqVlpFdXHXrTxD5hbKwneUC/gO+Gnv8wbyeVVX1+4DgDhrv+PpXN6MvnK05nSvS7MXi6MXiJGNKW1G74pNdqUbPkhGonbz8k+pRK6nvviikqNsp+zJ5VEypNLCpXSCV7BrYbrmB32LXQgtfmhklFXPfHEn/MCor8Y2LAKV6fX9tr7nXlBoI3jtB0fwRsAAEDk122Q6247sSZeKwqw2XOgV6I5zlBrLCqWbZZqbzqxJrlyFrBpERRUYMBqyxV/JlVOD3f+TcAYYnOExuhx46v3fs1XVXEojCi+DwLIXUnu5xn74+ty10XMIyPt8Hc8Mdw7zmsrm334dQt/J6UAwJbrt3YkJG2aPH6Ynw8AuHI568aOeO3wiV9u310xsF/3zhAjTKcrvmtSPA4AYKBjS99PjcmGBzpNds6B5hnBG80k8+01w+6lQltq3vBnt24NO9Hr7QADbmP5AgBoVHJEsNvPO66KHDljh4VFh3ls+ePSV1vPvf/aRADACeL4+VQfT4f2Wu1lldIN35x87bmR4jrVqUtpNg13nCB0OqO4TlVeJcsvrs3Or07PrtzzwzI6/Yn+T7eB4Zpi+c8AwKIGcWkxzfTCFfpkhT5Zb6r0FbxpafUVvN5yFacyxR8ABIrQnduc5Ppjr600lP5Nztetd20CBaW8EfTW7uIduaocR5oTBaEUqPNd6PZcVNSbTOeychf1i2ncKFapPztzeUGf6Ff2Hvtt4QwuvSEpfGZ0+MzocPO2Sm+YsnXnj/OmBDs3WobtAX6TJzRGri+U6LMk+qx06R4XRq9xHj+06/QLFW+VqW8AABmhxzq8QEEfyypIv2XeBYD4mlJLgMqpkmzz9iuRg1bHDLV51qOEyvQECMKYK/lAojkT5fI3ixoyxKe+fIEJV9wq6RXreohNi2zcOU/yPpsW1c/jSmN3Bo3s5id8T23IKpJ+3YLh/lv+2SCO+1Dn8L0lN/JVVb5s0Xe9nnegcQBAoleuSd5xoSqZQ6a/FTqz7fN/Yrj3IFYfO7362OmOnXssI8sc4z4lPCSzuvaFfYe/mz5pXHAgAEwMCToRnD05tPvVV67X7hDri5u2O9F9A1qsoGSylXlGAHG5+vfL1X/wqS5ONF8h1Z1LFXHIjkwyj07i0FAmBaWTEQqCkBBACCBwwoQRRgOuM+JaPa4xYBodptLhSq1JqcXkGkyuMck0Jrkak7oxQqd5rLXbx24zSqPSvMEht75sKqDUr/NgzRe+WTCjX2Gp5Ic/L8f1C3AV8V5aOuyLH8/Mm9In0M/54vXsGrHy9efbXdHN2ZFTWS0/dyVj7LAwsURpdfTEhdSNP5yxeaJEpnZ34bf3cvbl+w8PFedWB0V6hER7DhwVTqV18w/g+cOJKfEFlSWSyrK6letn9BvWedFfeLbkXb2pAgB8Baub62TEFeYNOrkdWTEK/f0Kxd8A4M59moLyH2mabcaB6rAy8HUAqDNI1mesC+IEc8j2XHk/n53PotHC3Rrc5DqT6cV/jkyODHll2IDbRaXvHD7z01PTbBrjP1y5rdDpRBx2cyo0/w1wwpQp26c0lpv/82QN7uv0WndPqh2I9ZmWbWdGW4LHiArN3Rz5YS7Vq5fDi+7M/mbD3UToStXX/DjNVp7qRlIkVVNPbjdvW8W4Hy3K+C5u6qniLABY12fUstC+F8rynr20/82Yoa9GNivKbC+2pN7Yk3PfsvtvXvK/eclWfW5UFVleJyZ4Bf88bIZdLq025ORK1ij1qVxaLxa19Z9cBKFEuuxq7iiHFl2hbPYoAPxZcIFOolwY+cmFqmQAWBEwwWy1A4ADjbM5dtmyO98fLrsz2iUmVtDW1KMnhnsPogOhMvVHVeqPz11mUalqgyHYyemjsSPn79775rHTnnxemMgZAH6cMQUeqMpkVtc+v++wSm/4++m5nfM5bFOguntHvN/moYGOT7WcIyKguaEICbdtoRIyQ6XM0Iqgb7vA6d0jv6PGVOYNNrn1KkJ0EqPVPgCwYvGw8kqZVK5hMqhjh4YdOZMilWs0WsOP2y8P6R8Q18+/hXMxDP/ip7OnLqb1i/H5ct0sc6gVlUIeNSSEz2UsmWPD48Jm0UkkFADYLJqjkO3j4XAnqVCl1sf183dx6izBvrZTlFOVeb8kI6kYAPbe/qDbDfeE6zmXT9Q/rrTqVuq0t0ql8p9K5T9N2024Ilu8Vqw5CwCunLkOjOHNjaAzlZk3mBSfNl5Ub6pMr3mZAIxGdvXi2YhHbw5L/dQhjvVePYlB0li+HQD6ClspyJWpyPir+A8tppvh3qYo1baz407SjOgwy4q/CcffPHjS39Fh7bjhCMB3sydN2brzSErG9KgwAPj1xl1zPExjBn1tXb010Mnh+IrFjzgxAnAgCAJwBFCkPcvrdgdFSEmSX7AHCUt63Po1vidDAC7WZVh2RYyYVs84XvKsRJ8FAGSUESF42o87/p74B/PHL1Fd7ZmGuxlzIMqnCRe3ZcT/NWruAJFX8J6vcIJ46+YJrMUy853Hq5GDP+s/Hh6Eyszyj/x6UEPSZ+eFyhCEsaDuEy6tl5AxQqq1UQKyvWhNxU1FtCyYiyGwyHQAKFHXAkA47yGfCIfCWBU89e372/8oOL+l9/I2XvSJ4d6D6JjH3YBhKw4elWq1bwwbvPnKDQBgUak/zJj83qnzPDodACoUytvFJbeKS28VlwKAEcNGBPgO8uncms/Wk8S1Zyq/txkk40jzCea2Eh9GQ1n+7H65yludM7uegtpUb7iz2mC4WyQjSbYe3klppSs/aFDce2rFb5btNzfUvz5du5M3ZEa9D+aPzYsDfR+S9NEbTB9+dezG3XwAiL9ftHP/HYulvuq5kc3NatiAwMv7zRGEQBDw1dazKrW+d5TXhtVTzQZ991JZWmfe4PCYHF73L207uzXoBOu0nSJoWK7YWaHcY1aBdGCOCBCusxwiofXvfhpjPgCOEfoHio0Ii9qs7GNjtKaSlKolBqwWQUghjpvIqG2ftxGr0xhyAaCx7HHTUBmrGPfNOV+SWgxbP1F57FD5AQBY6vNsILtNE24jh5IzsqvFP82bat5V643P7znkwGR+Nm2s+VvnzGEvj+v309U7UyJDSQiyfHBfs1j777cSvj5/bfOsiePDggAgr1ay6sCJYGfHr2ZOtEugzM68oXij6tEIoChCISEUEkKlkNh0lEcj8WkkLp0kYJFFbIobh+LKpriSkE6SR0RYFBeFocS8Y8I1nXOVTkGiyzY+mDCKkJ3pNioKV2uTM2X/Cmj+0cJnARBfzmiz4W7CtYXKs8G8mR6sQcWqywBQqblnfpXqwk/wqGTLasko6s7ilavl7T3XjjHuXQyCUCJddgBAucIOMo5K/X2J5mygwyfNdVAY1QDAJtMBwOz5opOsK9UMdgr1Zjkl1uVX62Rt1Jl5Yrj3IDrgccdw/J0TZ5Irqhb3jonz9TYb7gDAolKfionceiv+ZlFppVIZ7eYywMtz48TQZ/49GOXmsiA2uhM/hi2oKGOZ/9akuuMJdUfUDwesDxcta4ts+VDnpQWqexjRWWrNPQEaStNgGgAgbL3hWGF68Pwmo81+i7d9+XRIgEvL41iZ+GYqq+UfbT6ekVMZ4OO0esXYdz49+Mc/NyJD3HpFtjWCAieIL38+e/xcakSI28Z3Z7SxhHCnopCqZZL6VyPvgB5RHtzFo8FwV8oe1e6xqSpTJPsOAAAQd+5if8E7jU1nOtmdRnbRm6pK5FtL5Fst7U7MsWS09WAtqfZGpvhNI1YHAIHCDXy6tXc8veZlseZc4xYBfTAARPFifuuz3dzyelB9JP1k16mTXac27vxG0FstT2CE88gUefJM99nmuqp2JLOq9p0xQxxYTBOOm3D820s3Xhs+aHH/WPPRby/ddOVxFvaNPpORUyaVW+RlksurruYVejsI3j92/p3DZ1x4nDKp3M9RaHbSPzp6TNHYagcAAnCM0GOEHgC0WJ2imRMZJAc+zVdA9efT/AVUfz7Nl4zYp2Qbm9xguBsfK8O9QnPHsu1ACyGjDy1gFqsupdbtkOizAaBcfTuQO5VJdgriTU+p227AVeYOwbyZHqzBZsPdgCvlhmI+1bdLP0ObaRyIsuTCXvNGCN/p+ORn9uenrrl1asO9Cxvu1Rcm//r+1a/vX+VQaKlP2UhrmeITOsUnFCOI+ef2xFeXvho56M1m4uDbxYH81AP51orPPRyJ5nyO+C1XztMi9pzm+iiMWgBgkRkA4EDjlGkkEoPCnWEt+jnMOXJH4cVb4qzpHs1mDjTmieH+GGPC8RUHjl7OLxwV6L929PCM6obKhT/duHO/omqgt+f6cSN7e7ibqzV1bwEmGsoa4Divj8OMNNm5eMkBc3CLFyvaj90mLSQHmtd4t9dOlH9t023/+HKq8ki1vkqsr1nh/zqLzDEb7ibcSG4tr1+Dqc0bDJKdy1yfvZKx+dfzao0hPMj1q3Wz2SzaulWTVn+8//1NR3/+fL63R+tKw0Yjtn7z8Su3c+l0isiR+/TKP+tkajdn3qTRkfOm9kHR7nHG5GU0yBCF9fLpljlY4enXIEtcW9Vuv1db8BeuqVWf9hO8xaM3/aKh4U4/5tV9rDJk4IQBABCE4sAYHuT4WavDEoQxX7rRiNUBoEEO6105Nh5drpynLIY7ilBd2HN8+PaMgWaSWO+GvG/HAS2sHTcMAJJKKz45c1mh078ybIDFageA20WlM6LD6GTy3mfnm1u0RpNSp0MAZsdGZFbW3C4qy6qqceGye3m43SosGbL5174+HvN7R40JCXiUqHcd1rpKrE20mESrkVRq6mvYBfGmD3R+u8PTaAyH4gFQrxCqMYntMmbXUKFpEDZ1ZfaxOqrDpGarHQBMhC5R8kuc6H0KyvTmjMyVHwWAKu19E651Y9a/rJIQqtYk7oGGe5SDi1kREgAsoTLD3Kxjqdsb4/5ZwsX46lIvNv+F8FaC2ZqCAwGNXPJhQpFlhj0cAjATptCZSpX65Fr1MQNW4yd8v2UpyWqdDABc6HwA8GWJyjSSHEVFU8M9jOcJAPGS3CeG++NHe0NlyCg6xNebRaV+OXmc1crUB2NG2Ht29oGMUGMEk6IFE7IV1+Ml+4eLnm37ueG8UTSUfbZyi8ok6bwZdjF36m5W6SoAoFhT6EB1rNVXA4DSpGw1hF1hlJk3bObkxUZ4Xju0GgBWfbg3IaWkuUE+fmvq8EFB5p5mKqrlG384YzRhA3v7bXhrilk7sl+sz5I5A7fvvbV6w4FfNi0U8lt6VZDKNe9/cSQlsxwAdDrjhetZ5vbi8rqf/rqSlFb6+bvTuyVsJj+zwXA3GU0n/r4tlagk1YrqcmlVuTSyj8/rn3a8+mDH8A5syH2srZR1eJwIkfVynAt7pgu7XqbAg7usuRM5tMhY170duCKCUKJFf6XXvurFWy5kDLPZR8gYMswniyAIABwQtGP67t1CmUy++cKNPLFk0/TxX5y7mlcjwXDcbHMXiOvSKqo3z5xo6Yzh+Ct7j6aUVzuymR58boCTw/OD+/T19nBk1cdiFYjrTmfkbrlyu0ymeG6QtY3YdnSY7NE+Vj0CakuZLe2isamqNlXba9jOxoAra3QN/l03pvU7bTBvRqHyfLX2vnm3QHE6jD9PSAv0ZY8yG+5khK4yVfGpviJGrDuzfxBvKo3E76LZdysEwPq757ZnJQBAiUoW8c83LXQe6ua7Y9Q8q0atyQQAZLQn/hoYMSk8HNHXGIn6XI5kDZ3swaX19uC9IGQOb/U37b6sEACCue4AMMAx+Fptxo3azBEi67gsH5YzABSp2/oNemK49wjGBPnnrnndiGFnsvN+vnUnxs310wljAOBYRtYbR09RSaQwkfNAb0+zSkxjFveJXdwn1taQPRoE0BDu0BBuu5fYAjj9fdixBcq7JZqUKm2uWF9seKzWZ5vixvAwG+4lmqJVQWuqdVUF6lybkq4p8iQtpukvHGzerdLV5+MKqC2VEfh2/UMpyDhB3Eks/OOfm4Ul4oUz+w3qa+16cRPxXlo6rLJa/vLS4Y1d48ueGlxWKT1/LevV9//9dv0cJwfb0cw5BdVrNx6prlU4Ctljh4UN6R/gJuJxWHSpXJOQWvLnvzdvJRTsP5E4b2rHzZe2cOLv2z9saKku98Ht1mlJLHY3lEnn8JhCJ05drRIAygp7tIBaUygkYYzL7tZ6mQM7e+JDujlMOP7O4TOjQ/y/nDGehKJvjIxbue9Y2CfmiCOgk8nLB/d14zXc/yQU/X1hS1Jufo7Cl4b2f2lou32TVogY0UsCbz7cRmCECScMOGHECKOJ0OkwmR6T6UxSHSZTmSrkhlKlsdTKFy6g2c9wpzUY7kZcbcTVHVBD73rK1DeJB1IHZJThRG9aQgQZLFp7pHiROQyJADxVunOYywZnRowDLTiAOymAO8kcXTPe48cunXo72Z2T9N6dh2S+LKEyAJA+/412jVaqkr1961S2tGbHqHlD3XwTa8vnntktoDMuTVvOptCOFmWsvHZ0hl/4N4OnXKsoXHThX3+ujeVZc74mk0zps2+LWKdu9aI/DJk22aetFY46TLnij4K6zxCExKcPYlJsy7o7ssY7ssa3a9jEunwACOa4A0CcU9g3WUcv1aS8ZJgopD6UxsansABAZdK1cVi7G+6YqSoYAFDuhyhzkb0Hr4fQHsHkbwIASfArQms2T67ng+F4rVpTqVCmV9ckllVczi/ECHxsUMD82HppqjFBAWeXLy2WypLKK+NLyn65fTfCRfTCwL5jg2zfWF2PRPI0EAYKtReV2otKjUVRO1QkbhkyQg3iDg7i1tuvKlOdzFApN1YpjLUqo0SNSbUmuQ5XGzCtidAbcT1GGAnAcQI3x9gggJIQMgmhkFAKGaGSESoFpZFRGhVlUFA6BaHTSExXRtdJZ7rS3cwbFdoyABDRXUR021Hp6fKUK7Xn70huTHGb5cPyS5YlmNtFtLbKV+t0xoWv/qHWGCaNivjk7amiZmReZk/q1bQRQWDtygl1Mk1iaslLa//5dv2cptqO+08k/vTXFaMR6xPt/ek705iMhiwcZ0fOhBHhMWEe81Zsu3A9u7MN9+DodqgZmiktqCUIAunynKrACI87lzIBoKxIrNMa6Azr1KUndDFkFN29tOF1N9JNdOm157pxPi2CkBAKCWkoj8Cl2Kh5acK1UkN+rTa1RpdWq0vjU9uqOtcqVs57maHIiR5ur8E7j1JVw3u7K6MPitioL8GheATzpmfI6vN/ilWX1KZqFlk02csOSY1dxsKg2IVB9a69dfFnd2QnHpqwONbRzapbqzHuUr3298y7f2TejXRwPTF5mSuTozLqX7t+DCPwzwaMZ1NoALA1/Q4AzA+MAYASlQwA/Lg2nEpirYZOItNJ5HtzXiUAXrpy6FRJ9hz/qC8GTrDUiCQAvku+/m3KdT+ucLi73W7Xxrhzn3HnPtNod5l78yuTHWaCWy8ehWn2uDvSuGNcYk5VJuwqvLQyeErjbiwy/f3wuSNd2lrQ+onHvTtJq6p5du8hHp3uyedFuoo2T50w0NuTRm6cPUb2FQp8hYLh/r4AUKtS70tJ+/T8ZRaVMrhrZWGaw2TMxLBKvb7+d5DOmCQUbuvKCbDJQjZZ6AGPwdPCJg7U+hItFg96cxSocwEgQ5GaoUglISSLfLsn08ad8NXWc0fOWMviWth7LGHvsYTGLdPGRa9+cUzLE6CQSRvXznjn04NJaaUr1uz5dM20yBB3y9Hs/Orvf79IEDBpVOTqFWMOnbq/++AdDCP6RHs9O3+wh6sAAFxFPEchW67o9EUS32AXOoNqMmFkMonGoDDZdMyI1TyIRUFJKItNFziynd34bl4O7j6Onv7OPoGirrfaASAkytNsuBM4UZBZGdbLxl/ToDcV5VTlppfnZZTnZ1R4BYhWb2w2HeoJT7DC7FR2oke0XpC5ndBIPDbFVWWs/+2q02f3HMPdiKsVxlKFoUxlLFeZqtTGai0m0WJ1RkxtIhpcm6Xq67vzRlJJbBZZJKQFuzH7ebLjzPowYYKnsuQHzAnBBIFlyfb3dny52z7PI6M2GgCAYSt7qtUY9x/Tbt2sKv5uyNQxHoEAINVrn7m4r1Qlezt2mLnleFFmRl31YBeffs6eAJAvlwCAbxPD3YTjVRqFpR0B+Hrw5EJF3b78FIzANw6YQCWRxDr1O7dOXSjL8+bwd41+yvxW8Jgy23PwbM/Blt2nfYedrUraV3pzhCgqkt/wU48iyAS33m0f9onh3p1Eu7ncW9UO5WMnNuulQf1fGvSoS672giCMGPZQVBaCtElc/P+cizVnL9accaaJvJm+FmOxztBKalcoJ6JWX6PDtNCo6BKfIoji23CQr35xTFNDXKszjp3/3TsvjZs8xob2WVtg0ClffjBr7eeH4+8XvfbB3jdeGD15dP1Qwf6iBTP68TiM+dP73ksu/v73i+b289eybiUUbHp/VlSou7hOVSfTRIW6N38F+0AioYcS1zdu2fH9ub9/rp/Sxj+fi+zbU9LIQmIaFgcSbuRaDHeDzpgSX3D3Wk7q3YKSvBoMwy3dKkokGIb3BHnNJzzBkR5uMdwluixoSY6IkBtKxLqMOkOeVJ8r1edP9/6bRuqs8g4nSp+TG2zU+2s6KxOhM5l0GpO4VpeeLT/IoXj0dVrpyYpjkUW+nDH5ilPmfjnyIzEOz5OQx2ZNLFtWO+7Y71aN44//YdkO4jsuC22TOMT7vRtCGwoUdc9fPlCoqHu31whzcmqFWrH2zhk6ifxJ/7EPLi0GgEC+o9U4ObJajCCC+A0r80wyZdeYp5Zd3HewIC1bVjvZJ3Rr2m25QTfE1ef7IdMEtP+UReHDEs3zHrKn6Movead/6PNCh8fpcYY7YbiB1S1pY2dM2rpePYn/A0JvX1iSTUwYPmXT9o9mj+4f2MoqPIbjUrW2oLoupaTyTm5prK/bS2MHtv1CP565pdTq10wf3vZTtl9O+P1i/LUNK3LXtFSWnEYmt9yhveBYBQDeuIVMarYSwRMsFKhyxfoasb4mQ9GQIKU2qW5JrgVzQoVU6x87MzM9nprkNv2+NCFFnlikLtBiGj924DzPRTS0Sx0SNCp543szvvzp7KlL6d9uuzCoj7+QX5+E9+Ki+qQFczrsp+9Miwpz33csceeB2+u+PPrrpqc3/nAaw/ChA6xTNbqA+7fqi1pTqOTgqIfCCRRS9boX/1IrdSqFViXXksgom8tgcehsLkPkIfDyd/YOEHkHilw9hEgn6OGExnhRqGSjwQQAd69kjZ4We/dq9t1rOSnxBQadbfFTtVKXmVQc0aenvHs84f8ZJ3pYkfK8ebtSm9jkOCHRZ1do7tZoU2p1qXrsIcnKau19L7YdxARtwiQ7tc1wt0ZpLLtY8U4vxxcjBYtC+XMshrsBV1Vo7niyWqk60nMI5jtZBFvMdY6ENMYHfUaP8QywuLH/aVKvtAUMGPZT2q2f0m8Jacy/Rs4d4uYLABqT8eWrhxUG3deDJ5td6ThBpNZVOTPYIoZ1QZLTpTkAMMjloXVFRzpr+6h544/9nl5XnV5XDQDzA2M+GzC+h0rBPxrP+o2hIKRFvo8kH9LjDPcuI69K8vGBC3+smE1CUSOGLf7h31WThvQPsBEgaCa5uLJMIncRcAGgRq56bfvRJcN6j495KBi6ok4x6Ys/SSjqwmNHeLlcyyzCCfyNya1/z784ctmE4e/NHAkAQjbz1wt35g2K8nVuKemwjazbe5ZCIn0wa1TjxpNJWbuvJe185alHFOYzYWVWLSRys/+AT7BQqM5r2kgA8VfRrwDgQHUM5UaGcSNCuBFM0kNFgmgovb/D4P4Og5ue3pVQyKS1Kyd4uAnoNIrFam8Mk0kFgGvxeUF+zovnDFAotYfPJM97cZsJw4P9RdPGdnUZAa1an5Naf6+GRHtaFUxNuJ6bnVJq2TWZML3OKKlRAIC5xqqZLQdeDQizjg19dGh0SmiMV0p8AQDkppcvG/dV0z5kCsknUBQQ7u4X4uru7ejm7Shy49t9Jj2ZQ8XJ7yYcCeA6HR/djiXKJ3QBzvSGr7PKWCEzFPKpvkZcXaq+Uaa+Uam524IYTpU2oVMN90c4m0gUb3Wih7swejHJzhpTvdRyierqY2S4N+a71BsAYMTx128cY5IpcwOiXo0c7EBvaxE6qV77T17yjuxEhUG3PKz/ivABLAoVAFRG/dKL+5LEFW/FDpvlV5/jm1ZXrTDoBntZp4qpjPpdOUl0Enlqo2RTHWY6VJD2fcqNGq2KQ6F5cwRpdVV/596v1CgWB/ce6uZLbrEK22MHnURZHvCoRXZ7ruFO4n2NMKZ1+PSWPfd6k+nDvWeDXJ3MCl8UEinMQ3TwTloLhvvF9HxvR763Ix8AnHlsIZu58cjlEeH+NErDv6GbkJv0Rb1Q8YYDF/RG09bnZ4S6t17qxcdJ8NmhS7MHRAa7OT01KHrf7ZS3dp3EcLxMIg90dXx3+ohIr/qExSsZBa/8YVsuI3J1vTDTD8umDQurz+eokqlc+NZvvd6OgpSSqtPJ2RNjH6lwicmUb9VCIvWIyPsezquBb9Xqq2v01WWaklJNcZn2IblGiUF8XXzpuvgSipAC2cFR/NhYfl8htXX19FbBcRwA7CWjvnh2s4qz44eH7TkUf/pS+ulL6ZZGE4ZHh3lsXNsNxZhS7xVaQk2i+1tLaty7ntPqCM6u/M6w2s24eTuYDXcrgiI9eg0OjBkQEBbrRaF20W/1oqt/3RUXPx80+M2IUa33fgBGEHrMKDNoa3WqSq28RCUtUknylbUEAXtHtEPytQt4jKb6WOBAD6aiHAOuNO/el/yGEYZKTXxbiuVVahJa7dNh2GRXHtWbT/XlUX24VC8W2ZlFdi5WXU4Q/2TuQEIoc/1OUFE2Thh1mLRWl16oPF+suvRgAOK+5PfxHr08WYOz5eaKwlCqvkYQGGJL9avHghPEl0lXzpTkrIgY8HrUkDOlOduz7m3PSjhYkP5tXH2KZNPkVAAIFTifmrwMAEwE/mH8uRy5+NmQPvMCozkPvPUVasWLVw6m1VV/0GfU/MCYLGmNI4PFpzJ2ZCcAwCRva+vi88TLdTrN4uBeXCrdgGF3a0vPleYeKcxQGvT9RV6vRw+Z4hPKIFPS66r35aecLc1ddnGfkMYY4uY7yMU7VCDy5wrNbwtPaN/DAFd+jqutQ6Zs91SsxxXrW+jQXtkZXPUdoI4oc2HTQwRWgsteRhizUObTbflEGr3xrV0nNAbjW1Mb5IdXTYyb/c2uA3fSZvV/SBlq/b7z++/UxzMgCMSt+7l/gOebk4e+NjFu1tc7jyVkzh5gI1z46+NXD9xJ/XbJlD7+bQodmTsw+sCdtC2nb74/c+QPp2+q9Qa5Wjc2OnDXq0/9cPrmy78fPvnuM2w6DQCGhfmlfmUd7mIJlWk6skKri/AUWTWGe4qGhPruvn7/UQ13Y/bDDQiF0lRX6wnWuNDdXOgNVuCLCYsAgEFi+rL881TZBtxgbscJLFuZka3M2F+6x48d0FcwsK9wIIts/RrWFhQq3aJX/9BojS7OvF5R7VZcaS9ODpxtXz79xz8376eXyuRaAZ8ZEuAydljY0P6B3VIJ+97VBtO812DrQJ25zw9b9MpoDp9JoZAoVLJOZ1QrtCqlTq3QluTX5KSW5aSVxQ7sFB2n3PTyHzccaezvBwAvf+exM/sMGR/p3OPd6vG1RYuv7WihA721OmJdxmM01ccLBFAXZq8S1RXzbiPD1wZsiqsDLVhAC+RSPDgUDy61E1doYxyei3GwlgNqPD1P1hAqygYAFKEwyc7ebGdv9ogs2f47tZvNHaq1SVqTxIMVZzHc9ZiiVp/hTO9gjlAXgxPErerir5KuFirrvhg4YV5ANABM8Qmd7BO6JyfpQEFalIPL+bI8eJCc2tw4ZAT9fshUq8ZjRZnv3TlDRpA/RswZ7u5nwvEP754vUUoleg2dRHkxfMCkJhqOM3zD8+WSd3oNP1SQ/nHCBR+OIEIo+rT/uEEuPnxaQynfcKEoXDjmo75jcmTiuzWlieKKPTn3i5TSzwaMb/oy8P/J4/FTRRju4qofAXAABGUuePiYEqt7GrAKwvgJod6Fcj9EaC2tZKWUVH249yyFRPrthdlMWoMIFIdB+/2F2a/+eSS3Urxi7AAes/42+nDO6A/njN5/J/Wzg5fOf/CcwYSt23tu/f7zvyyfGeDicDWzsKnh/uWxqzuuJADAyj+PAoCAzRgY6LVq0hBXvm3pawBAEHhmRJ+3d53MLK95cXT/j+aM2XUtSabRsmjUJcN677qWlF5W03Q14ExyzvenbtTIVUJ2swteeqOJTrHxV57dP/K17UeLa6XeToKmR9uIyfSQ4U4m+6BoZ2Ua/eehobSVgW+bCFOhOi9dnpImT7Z44gkg8lW5+arc/WV7ovm9RziPCWC3T7CSy6Yf+fOlTph1s3i4Cta9Pqkrr9gCd6/V36gsDj040vpd2jvgoTdbBpPKYFIdXXgAEN7bZ8Lcfp00qwN/XPtz8+nGWaf9hoXMWjYkql+nyJ91Bnwak04iG3AMAYROIjPIVCGV6UBnpUkrlEY9ADwfFNfdc6znMZrq4wVOGCnNaxIggApoAa7M3q6MPk6MSLOh3F0oDCViXaZl1587oWmfYP7M+3W/WWLxJfosESOmcQeJLutxMdy/T7lxojhrln/EwqBYTiNtFuRhmcgOINVr9+YlD3bx3tBvrBODBQBkFP137IKWz+rj7PHP2AUAMMMvfIZf6+pDQXzHIL7jo8zzv0oHDXeyKAUQG8YiYUzGJLOgBYV1Qm+qbp9cFGHMwGQrAHBAuSit3kdO6M7huuMk7npA+STBr7jyK0J/mcCKMOkzKPMplPNuc6Ptv53S198zyM1x+Ppfmh5dO2OkRKn+cO+5b5c+pLK571bqqMgAs308PMzvp7O3AKCvvyeV/NCSGYbj6/aeO5Ocs3R47zFRQd6OfBqFXFhTt/Xc7ae+3bP/jaeduDaKUxAE7LudsvXc7f4BnpnltRN7hZBJ6NLh9dpAycWVAODIsf7XLhbL3tl9at3sUcNC/V7YdlClM9j8vEwqRWswNW0fFubLptPOpeY+N7LjdonxYY87hdJYhdRkMuYZjKlGY5rRmAoE7uh0uMMX+n9Ah+sAgIyQA9khgeyQ6e5zZUbpfVlCkvRurioLJ3AAMBGmBOmdBOkdT6b3eJepvQR9EfhPJvDYk7LC2qrSOvN27MAAtGeIsfy26eSBP69ZdgMjPFa8NyU0pnMXQwqU4onnfmpLz205N7bl3GjccnLMS34c67TpIK7z/WlrrRp3F9y9VVOIIsgH0RPm+3WWYL/GZPgj99ah4mSxXhUt9Hgvalwwz3ppsYdM9T9MqfpafO23FlUZCwigLsxYb/YIL/YwBskOYX52oUDZUIqIQXJwZ9oI9kMA5VF9a7T1KZsak5iCsphkR0sRK4k+qwumahdWRcetim7ldfSpgOinAtqddCSgMXaOfqqj8+o6no1aHRjrGz0sLGZ4mKtfS78Pjxf29rgTD+pgIR0sn4ZQB5NdGlL3CGMKJl0GuAwAJXE3AsndfBVMuR6wKsyYTHI6j5BDSILfCP1lTL4W8Bpc8w9huIsKfms8joUNc+vlimb3j8QJYvAHP29ePGlgkDcAjPvsdzcBZ/5g65v4Xn5ZRln1uw9kXgggCAIAYO2Mh/KCpSrtmzuPF9fKtr80t3F0Sqi78+bFk+PW/XwsIXPZCBvPhszy6iN30397YbYTlzX209/+uZH87Mi+AFCrUJ9Pzfv25LVFQ3r5i6x/+zLKqjEcn9QrhEYmDwzy2n45oUaucuZZ+zNcBdxqubLpRUko2sfP/XZOSYcNdxwX47jk4RapXP6+yVSEmQpMpjKAhhcGBGEAEPDEymweE24dEsqnCIY7jR7uNFppUtytu3VLcq1UU58rWaop3lawxZXuPsNjXhTviUOiJe5canjQ9hveI1Zaj+662dhqX/DSqAUvjfxvyDueKE375P4pMopu6jNjokdnSXqnyypX3t5XrpGZd+NrixZd/evwqBfcmC2JEVrRNVP9r4ITxju1X+fIj1q1M8mOgdwpQbxpTHLryV1dCQF4nuKkZdefO6G5UHU6qeEuMuJqAOBRfRsMd122zbOe0NMQV0jLcirLciov/XsTAL46/0FkXI/4/W9Kqqy4Vi8fKequAky4qn7Dlj++3YNp9+KK9UDoARCU+zFCr7e5Mfl7gFUBAEKLs3wEhDac7HgaU7xP6E4SpnxMMpMk+A2htPQqmVMp1hgMYR71RrZMrRWwbCz5/XDmZi9f9xif+qBkvdHUOMbGwtXMAgD4e9V8rd4479s9hTV1Ud6ub0yKC/MQkVCUSaWizYT3hnmIdq+cb96eNyh6x9XEp4fEVkgVL/x6MNLL5cdl020Gyge7OqEocjWjMNLL5XxqHgDUKtRNDfcwD9HxxMympwNAhKfL9iv3bB4yo9UckEpfbaGDFXr9Vb3+qs1DBKHFsGoSyXZN0A6wNes6ThAvhQ6p02sWX9n5x5AFzoxmI5EeCyzS7E3hkLkjnceNdB5XqM67VHPunvS22QFfqSs/V3WyWwz3ayfuH/r9ytcHVnZL0aJ2cf1smnkDQZH+PcBwLyus/e3LU5bd1z6eOX52m6SUHx0/jmPWzHUt9+lYcqqZS5U57yQcppMpW/rPjRNZJwG3lzUJRw4XP6RVl6+o3ZUfL2Jw3ow/aMCxGd7RzwcNdqSzV93Zf7OmYFvOjQ9jJnbLVP/fMOHaS5XvVmjiGzcyyc5RwsWB3Kko0hNDcMvVt9WmhqojgdzJzfVEoeH5bq6+5EALMuFaZ0aUMz3KmdFW6+oJ3Ut2fIPrlkwlB/Xu/hDEOoNKSLURLfbi3Z+caLxuM9wJrLB+q6Me93pwGab8hNAeBgAAEsr9EGXOqz+i/pPQHa/f1h5BmE8j5AcPY5RL4n+PqwJw1RbApZj0WZLwH4TcbFbZuZTcvv6e5nB2td6g0RsFbGvD/ei9jISC8r9ebqiAXatQu9iKVp/WN3xa33AAWLPnFJ1CPvv+c79fjF/y497fV8wRK9RilXpwcOuKKwsGx2y/nHD0XsacgVFn32+pzrafSPj5/AmbT1yrVajN0fNuAhvx5UNDfb89ea1GoXLmsgHgk4MXnbisF0b3BwBPRx6fxVBq9RyGbSFwMsWeetsmU4EdDff9RfcXB/QDgCRJWalaKqC18qJIAKiN+nKNLFNWnVxXfru26Jv+M0NaXFvvMkY4j3VneLozWs/T8mUF+PoGTHabcaR8X4I0HgDGu05p9Sz7cu3E/cN/XH3uvamZiUU5ySXBMT1aR0hSo7CkfobFenMFj/a7ZA92fH/O+CB6bfazQ7vMam+ONGnFlswrCZISAIgWelRrFa2eYpPzFVmr4vebcNyJztmYerYmXqnBDBSUFMhxnuIVOc+3NxV9VC0OAuBMeWZSXSkVJW/uN2u0W/0v/2yf2Js1BffEJS2f3pVT7STK1DdT6/7q7fRKN4ZZE4BfrfqosdWOABouWBDj8FxPLk6UI29QYxMxYrnUZsPSCGjwoSAICgCPdcHU/1vSbjasjQT39qMxuvnmXHbn+2xF+eGha51oNhYGNZi+7UPZ23A31as3ENqDCGd1BwfRHsSUnwMuBQBAuSTed5Z8U0J3FFd+DgBAckMQNmHKwaTPkYT/II3q/qDslUByweVrAZcR+vPNGe41CtXOq4lbnqnPlS4Ry1AEMVu3FnIrxZ8fvjyrf0Qv34Zaj/nVdQEuLQXtiXjsO7mlpWLZK+MG3S+qXLX9qEKjXz1laKCr7cI6jXHmsUeE+x2MT5szsPV3r4mxwRNjgwFg4+HLIj6n6VsHAAS4OER6uhy9l/HcyH41CtXh+HRzHA4ATIwNaVlVhkwOAEAAiFZn0hYwUyHQrAspd4zr1QWVGsUUzwgAOF+RPcItiNLig3bw8W/q9BohjenHcaCTKFeq8oaI/H3ZPSXycp5nO+SVAMCZ5vK836sD5ckXak6Hc7vI/VOQUf7yxK+eWzs1op9fRkIhgiAhsd5GW+kTPYrrZ9LqI9sA4sZ2v+SRQqa5ca5eItPRhbfoVevqtl3Mndqi52/sNuD1lsqNamuB1zZypjzjjfiDmHkhSCO3tJtwPEVaniItP1R8/+eB80XtWRbb2Hvaxt71isBmHXcAuCsu5lLov8UtjBI0/CabMz00Jtt5Pl0w1a5BZay8VvWRAVedKn3Bmz2it+NLHEqnFyFuSmrdjlJ1Q6AXjcQf6fZFD8/XVBkry9QNORvBvOktdMYbLX6i0ENf4Z7QKslXMizb0cPDWuiZn1x8YtuF4oyyL06vJXea8C6TRAOAErXYpuFuaBIr2wL2nSJO6G/Wb6m3Ai5BeZ9Ae+97vBZXbzVb7QglGuV/jZB8zEcI3QlM9hYADgiDJPgFgIZJpgNWhdc9jQr/QhopiKOMuYCrARejrBdtXkSq1q7afmxanzAfZ2GlTOnAZp5Nzg10daQ9LMCSWyUJcnVsrBqZVyVJLChvGgffmJfGDtToja9tPypVax3YzFhf94VxMY1N/5aZ2ids5Z9HcyvFbTH0TRi+/cq9M8k5f6yY3VyflRPj3txxfHiY/w+nb/o4CyyGe6sgCJNEcsWwijb2bwqJJKJQYqm0vlRqv4dTVx+JnzKvDXcNFNCYWpPxdFmG2mQ4WZpu1Wf70KcHOdeXlrwxuV5As1anmnXh9+GugT8MnNNjnWptJIIXHcHr6kpGABAc4x3ay8dkxL45tKrrr95eLhxNMm8gCDJkXPfbFmn3CvEHMjIT5vS1KgXVxeAE8X7iMQOORQncv+43k06ibLh/6lyF7ci6FthTcO/T5FMYQXiyBNO8ogY6+wZwnNgUmtZkLFRJzlVk7syPz5BVPXdj9/4Rz9EeTXWRSaZuG/yQ1Q4AVVo5ADjSW1cs6cqp2hcC8KtV6wwPglGLVZeUxvJJnr91cVyKwliaUvenZZdO4o/32Mpr3nvdQ8iU7SUeFPmmkwTe7OEtdMYbZWehiI2w2Cf0fKTVsoKUhiW46GG2Dfe7Z5J3fXIw6259UM2Ojw8s+3heJ00pmOueJC0o0dT2FtqIzTPheNPG5rDnd54w3AO81rKLa/cRgJF4m9o3CupEEu7FZK8gtDiU9bzF7sfVv+HKLwAIADKJ/x1CDgUAEv87TLqCwMowyWyS4BeE0qthGNYzNofHCeJiWv63J64NDPJ+d/qI+PzSDfsv1MhVTBrl/VnWMZ0WlzYAbD5+7c/L99h02sz+EcPDWoqJpFHI780caS6D2gEGBXkHujpKVJq2xKn8cOZmQXXdjlfmejrwm+vTP8Dz5XEDl/y4N9Td6adnp1sp4bQMmRzYRsMdQWgo6kAiuZLJfmRyAJkSSqVEoST75yedr8i+Jy6Z4xsLANtz7xhwLJDrNNMn+tmggS2fqDUZX7zxrw9H+HW/GS176P/D1OjyJfpiMkpzoQdzKDbeDE/svvnDe/uaO/23z47+9tlRAHhr7paFq8Y9vWp8J871kSkrrM1Nqy+YGt7L20HUEEt2dPet43tuhcZ6h8Z4xfT3d/G0Q5XitlBb2eDijezbzTGXGbLKUrUUANbFTPBkCQBgU5/pA0/k6TBjta5NATMEwOa0C9tybqAI8kHMhKd8+5Aa5TywKbRIgVukwG28e/iCK3/kKmr2FNx9JrCV72lTDDi2rygRAEgI+l3/2dFCaydInrIWAPybiN50/VQ7j3Tpnlpdg3uCQ3Ef7f5110eTp9XtslRWQgAd7vppz7fajbg6V3HMshvEm9ayOW7CNZZtCvpI2XoyQ96dms/GefyOEcZ/84dO9zn2aPVcn9BWEs6nWtZaaQxq+MAgm934Tty8+4WW3f3fnBgxd6BvZKfc0mFcTwBIkxXP8LAlZ9SebDF7fu1x1XcA9YHmmGwl4ApCexBHRSjnzfYNhPJJwl0Nu4QKk39A6MxfPDKJv8UiNInQRpD432Gy1wCXYpIFKGc1ynq2ZemSf24kn76f/d7MkWYlmQGBXifftW3iW/HG5CFvTO6KWsc0Cvngm22NnVg1sU3aw/MHx8wfHNOByZApgXr9dQQhA5ARhIIgLARlowgbJ9QmY4NYB4JQXFwzkGbUfE2mAp3utF5/02TMxnExAI4gDARhoqgDieRBInuQyf4USiSFEtbcCBZURv2GpNPmUil1es1vOTdn+kQXKiUtnwUAJhx/5da+VGkFAPQ+sgkBcGPy5vjGvhAymPTfqqjcHBpMfrz8sxL1/QcNSDB3yGiXVxikdghxPF6c3nfXsj1mRm/LNoETh3fcqCyRlBbUnj1w76OfFneZ4U5uVDWWwbKdW9Jl1Ojq9aYCufUv2AwyRUhjVmjkCeLS5s+rR2MyrEk4crY8E0WQz3pPm+7V7JJaGN9lpnfMnoJ75yqyOmANv594NFFSCgC+HIchIhuhj5myagAI57t2+1Q7CY2pNlnyh2WXRuKOcf+m62UWMULfWFExkDdFxHgMJK2yZPuND2xxFCEH82a23N+E6yzbVFL7KpMkS7amS+tXJGIcXqKgbIkufU/eABShMMlO8TWfVWhuAkAfp9VBvDntGvkJ7eLmsYaivJFxIRRbgiIAENjLd9EHs/9c9695FzNhW1b+ufnSh50xpT4OgSiCJEqtwxFxggCAdoUA2M1wx7X7CcMdAEBZryLUOJLgT6xuMRBqXP0zQg5AGNM6NixhiMflbxNYGQAAwiHxv0NoQxt3QOjjSMIdmOwlwGW4ciOhv4hyP0XIvs0NuCAuZkFcTMcm838Ij7eBx9vQtF2p+FrZyHCnUKKbs7kV8vUqlbVkPkEYARQYVmU0Ng5xIVEoQVRaHI0WR6MNQBDrGFMCYHX8YRaFOsDZBwDeTzhOI5FfDx+x8vb+L1LOf5Fy3tJzhnf0F30bKr2ZcHzVnQP5SvE7UaOHuwS6s/hKo+5GdcHnKedyFbXf9G/ld/w/gIkw7CtZU6sroJM4PqxeBlxbrE7KVlyt1uXN997MIjcU4Zq0cNCkhQ2pCEf/urZ/60WFTOMb4pqVVPzc2qmzlo+wdYUeh0FvOnuw/rebzqAOGd8QJ5N0O6+ypP5lb+CosP4jrCv8dR6uXg1vCFnJJQFhbi107myEtPpU3QqN3JfjAADlGlmVVgEAVVpFy+qtBUrxq7f35ivFrZrCZswi65Xtz3z9M/fW0ZLUFjpgBJ6nqAGACIHtf8wum2rnkVK33URYrElkqMsGDqVNNbntS402BSMaEgkiBE93/RzaixHXpMv+tuz6csYwya3EoOowmWWb1v6Sgm6swXGiTw8WTeDTAjOkO4e6foUThkTxd470cAbZaabo5OGiqSxysy+ZT3h0DDpjwrkUy26fcS3FlM5+fdKlf28Updevzabfyrl1LGHglN4tnNIxeBRmGNcrTV5cpK72YTUIY+hxIwDQ0HbkztrHcCcM93DFOgBAKBEoaxEAIJRoEv9bTPoCAI4p1pGosQipnasPuBhTbnwgLAMI2R/l/4SQbcSoINR+JIcDuOxVwphBGOIxyWSU+QzKfhGQ7izS9t9Gr7/eeJdKs7H0Y0arPdncoSZgRmOm0ZipVm1jc17hcq2rpZSo6qq0iu8GzPorN75Wp6rRKr/tP0tIYwLAO1GjmwuVMeDYa7f3V2gUR8cs51LqC+LSSezp3lEMMuXVW/ufDRoYIWjTz6hGpZOKVe4+rece9DQS6w7X6gq4FOeFPt+bzXSFseZg6TqxvvBE+edzvW3Hs906m/rzhwfN21lJxV03XXtw4UiiUl7vZhs6Maqxe/vKiXqRQZSEPvP6uK6cVVQ/P56QJa9TA8CuH85H9/Pz9O82uesIvpuIwanWKjemnv201xSNyfBOwhGz+wcjcAzHyWizi1E/Zl3NV4pJCLqpz/RJnhEAcK4i8+esa/lKsYDKHCoKeC5okBe74S1FbtACAIvcPmGHu+Lir9IuAECsg2eSxPYiQJGqzoBjKII0V4Cpa6baeRhxdWMB8lD+bDdmZ1XzbRm5oSFomEf17pbU2PaSKdtrKYMKgEQIFrZ6ig6TWraZlI58PYtV56koh4qyZfrcbNnfKELhUX1dmYPS6n5DEQqTLHJjta7ToMU0byc/P1I0cYZ763N+QmOSLqbp1A0iLf3Gx7TQmUwhvbR5ydvjPrW0/LV+n90Nd5wg8lWVDBIVAM5U3n8hoOG5I9ErAcCB1o5seDsY7oThOiZdAYQBUCcS/5dGwuojUM47uPJzINS4bBXJYV9bE1VxGa7+Ddf8BYQWAABIKGsZyl4FSLMrywjJm+RwEFd+g6u3AaHH1Vtx7b8o61mU+fQT893uEITWaExs3EKj2jaaMawcw1pfc28KnWbDrevNFh4e/bx524nO/nVw65Xb5Abdipv/Kgy6ncMWWax2C5ECNwAoUknaaLh/sOz3jMQigSMnZnDgyKmxsXFBPbZojgHXUFGGxWeaIb8IAAMc51uc61yK81jX1/YUrSrRJBep7/mwbJQGO/zHVQqV/NmuF31D3L57d++1E/f12jYJd3Q7GIbv3XbZsjtlwUP3Z9LN+lSkvkODu9huJpNJT70w4pfPjwOAvE792twfZz4zZNJT/QWO7fjVVit1ty5kXDp+f/zsvo1XEto9GRT9rNfUF2/9c6UqN+7k5saHuBR6C1Y7AHzWa6raaHjKr9dwlyAAOFqS+va9Q+ZDVVrF3qLEwyXJG/tMtxQ2ul5TAABh/HYIwsoM2tV3D2IEPtI1eIxbSHOGe5laCgCuDB79QS6pHjM1zivtgql2KhWaeIyot0LIKCPGoSWZ4E7FXI3IDIvcI7R0W0aL1aVJG8JuvdhD+dRWEkv0mNyyqoAAyiJ1JCS9QHHMlzMxQfxtEH+OIz3ycsUbsQ6veLFHJoi/zpTuGiTagEAPfXA8Rui1hsqCmor8qsrCmpoScU2ppK5SJq2Rq2RqjVLbuOfy2LfpLJpAxHf1dQ4fFDx4Wh/P4IdW56KHhfUaFZl4oX5lrzCtNOF8au/RdhAz+CRtr9SoEusVZRqxDqtPDjlSdnuRz3Amud6gLdHUAoCIzm/7sI9ouBO4ehuu/BoAA5RHEvwCpIe+zCjrWcJwh9BfJIwpuGYXylzSynBYEaHeiWv3N1RgBQDAcPU2XL2trZNChUBoAZfiyq9w9a8oYx7CXICQWhfJfkIbMehvEURj6SISlWZbqUb/QGWoXSAIm0JtX/lxq1AZJpl6f/o7AJAgKcEJYsewRWwK7e27R86WZ/GpjCleES+FDmGQKMWqOgBwY/LbeJWMxCIAcHLjXz6adOlIorMbf/7Lo8fM7tvTzPdteUvlxspQ7ogJbqvN6WsyQzkAeLMaAlIT647cqP3LvJ2juGHTcK8qkfiGukX08weAUTP6XDtxP+9BrmcP5+yBe1Vl9W6zsFjvxhEpMomqtqo+Q3TAyK4LkrEwbdGgjKTia6dTAUCrMez+8cKeny76hbhG9PHxDhC5eTsKHdk8IYvGoJoD4nUag0atrymXlheJC3Oq0u4V5mdVEjgBAOG9HlVEf7DI/9/hy77PuBwvLiYjaLjAlU2mn6vIjBG2EolBI5G3Dmp4c95dEA8AkzwjPo6dnK8Ub0o9d1dc/Gb8AQJgkkf4teq8+NoiAJjm2Q5pqQ+TTlRrlVwKfUPspGvN61SaCBwAOJT6p2CpWvptxqWv+zbEv3XBVDsVhaHhjcWN2Y+KdptOJZ3csC6hxeq6axptJ0m81RLdjgAaI3y21VOUxnLLNovs3Fx11RYgCJPSWMqhegKARJeuMVajCMWHM56CsoJ4c7Nlf3uwhrY6iIWL1ScvVttYtV4f8a2Q+n+d5/rlsz9fOxjfej8AkxFTyTQqmaY0uyL+9P3tH+6Nm9F3xdeLHVwbYkSfenuqxXAHgKM/n7WL4Z6hKClW1wKAI407yDE0RuBXoq7dX3rjx9wTb4XW/0bdleQCQCi3HcFvHTfcCVM+rviQMNwGAITkiQp+R8g23mVJvM9N4kmAi3Hltyh9EjQJXG4Aq8IkcwGv/zlAKNEo61lce4DQX2nXxBBKNIm3EVf/gmv+BlyBq7eBZhfJ8VRjrfcnPAq6h/8iVGoU0syyhkF/m0rtTaMNpVBjyWRvFBWZQ+EJQksQWhyXYFiJyVRiMqYbDHdNpiLzWTRaHNJOEa7mQmVGugaNdK13sx0uTjk2ZrkOM70Vf/hGdcH2oU//kHE1lO8S69C+G+O7gytlEtW5/XeP7rzx3Xv7j+688fbX832Ce1DMIp/qIjdWZiouaTHFNI91FJSOImQgDOwHwZ1Xa36Pl+wFABd6UJUup0JrWwHQyV2Qn15WkFHu4MI79McVABBXyW327FGoFNrt35617M55bljjo7K6BqeASv6QY6ZrQBDk3a/nO4p4h3fcMOseEASRn1mRn9lu3dWK4tbTslsljO+6dVB95WaMwKdf+BUAprUWCG6FyqgHAB+2kEmmRgrctg9Z9Hr8gbPlmRvun9SYDJtSzwLASNfgwW2uUZqvFJ+vyASA1RGjW9Z5dGfyAaBULa3WKpPrytYlHfdmt5RqbPepdjZUUsPHx/B2VGmxOzxKg/9Lpi8Q69Id6eHdOJ+WqdGlNg4x8uOOF9CarcZoQW5oiAnk0zqi+4Qg5DiXT2/XfDzFa3+p+sr1qncB4FDRJEuHJMn3fZ3eaeNoT0JlmsPRvYOKAgRBXDsYn3Y9++PDbwX2qs+HjB4W5hvpVZhaHwx272yyXKLkOTzqS/JboTNpKMWL5cgm1ycBGnBTfF3O4bI7GpN+gc8wuVFztDweAWSEqB3vCR013AkTLltJmLIBAKGNJvE+A7SZf0TUgcR5F5O/CYSaMMQjtObLaJNcSMK/cdlLCKU3wpyPUCIBALSHAAAh+5EczzZ74gNMNQMAF5svinLWoqyXce1BQvsvyn79idVuR/S6hwx3Gq1Z/wGX9z6KCpq2IwgFgEsiiSiUBnVVHKvR6k7rtEfp9NF2nK0ZVyYPAM5X5CwJ6Leh96TFV3aOPLnFgc76I25BO0SYHsB3YM95YcS0pUP+/fnC3q2XVs74/o0v5g6f0lMEFpxofsXqJAAoUif8W/LWLM9PuBQnsb4YJ3ASArnKG/GSvWSENtl9jSsj5Ofc+Qpjtc1xpi4Z8vkrf7088StLC9rD1hZs8v2HhxTSeuvcO0DUf8RDVcacXHgoCTWLqf/17dnc9PLIvr4evk6OIi7fgU2lkilUssmEaTUGqVgpqVFUldZVlEhK82uL86rf/nJeWKwdKsUiKLJ8zaSRU2OP7bl1+2KmZbbtpaLEDoa7BSOOrUs6nquoCeO7TPBon0EW6+CZrxT/mn2DTaZN8owQUJnPBQ26UJEtN2g/SDwGAJECty/6TG/7gP4cx+1DFv+Re2uOb6+WewbzRGF8lwxZ1bBT35hbQlsMT7f7VDsbLqXhlivX3E4Q/xgpXEJFuyEE1IkRySKL1KZqACAAv1z5/gjXzx3oLVXx6y4wQn+j+lOLdjsZZfR2WNGWEyX6BtEFAa2DtcOdGb2YZJdyzc1s2T/OjJhhrt9YZCVT6n5Nq/udTfEI5T8xxx8JJ/dHUlWS1sg/fXrLz/GfMdj1MbSjF8Rte3ePedtkxO6cSBy7eFjzA7SJWIH1ux8VJX/f+/lVCb+frbp/tuq+uXGB91A/djti8zpquCNkVPALLnsFZb2E0Me20pcxDdGfQRkLEFocEC05DBCyP8nxTAsd2gfKQ1nPQDOC7k/oGBhWbnpQH9cMjdbszW3Tam+2M8mZxVrMYi3u+OSap6+j16a+0/7MvfNL1nUSgkYJ3ca6hy7w682mdFySj0ojL1o1LnpgwCcv79j05t86rWH83P52nHOHcaB5AoA7M0JqKK/S5vxd9AaXIhLri1UmsYDqbva1DxctD+AMMuBaADARtiPXh06O0ap1e3++IK9T9xsRevloUjdmUrYRrcbA4TGpNLJBbwKARSvHWOnjsjj0sTN6n95/FwBMJuzqqZSrp1Jsj9UEc4CKvQgIc3v9k1kEQRTn1RRkVpQW1laXS+tqFHKpRq3QajUGg96ImXAcJwiCQEkomUKiUsk0BoXJojHZdBaH7uplH0FAnCBu1hRsSj2Xo6jhURnf9puNtkdUGABeCxsRLy4uUdV9kXrui9RzjQ8hALN8Yt+PHk8ntW8Zra+jd1/H1l+TEIAfBsxbl3Q8UVLKpdAne0a8ENySbm9nTLVTcWHGsimuKmOleTdNujtTtteF2ceRFsanerMornQSn4qyyCgDARKKkAAAJzCMMJgInQnXGXG1EVfpMaUeV+gxmR6T6zCZDqvTmqRaTCKgBYx2+7qNM0EADRcsiK+tf0FSm6pPli33YY8K4k13ZkT2qLjtu7VbFI1SaaOFzzDIbfqyVGkb0rec6C2V22wOE67VY3IyQr9Z9b5ZC2hfgXXKVonqQiBvFhmxTrvaU7ztluRy45amoTLP+70exW9fKOl/EmcvR2cvR+9Qd68Qd89gN0d3oaO7EAhiRb+1FgX35RsXzlo1kSAItUxTWViTdDHt+LYL1cX15YYqC6rP/HVl+sv1eaJDZ/W3GO4AkHA+9dENd5s40Xh/DXztePm9JGk+RuAjRVEjRe1b4ex4qAxC8iA5HG5jZxL/pw5f6P8BgrDesjSgaOtP0O++OHHicOLq96eOndTppTT1ukuNdxGESaHaXzipM5juHTXd2/5xq1H9/T/d/vw7C7Zu+eCgi4cwZlAHnTR2hE91BwASQp7ntenfkrfqDGV1hjIAkBkqBFT3Wl0BAIRyhwNAiToJALiUZmMlx80bMG7eAADY9e1pgiDiJnRDrdZ2wWBSX/1o+tOvjj781438zIrBY2x4jle8P1Wj1l873VChoxtBEMQnUOQT2J2pfp+nnNmZHw8AXmzhTwPmebUYamITJzr70Mjlf+XdPl+RVaiSmHBcSGP6c5x6O3hN9Ag3a012Hm5M3m+D2+q/7N6pdgAE0AFOqy9UvGXxH2OEsVx9q1x969EHx1p0pTUllD+7TH2jQlMfW4wTpgLlmQLlGQrKEjGiBNQAHtWHRRHRSQI6SUBGaChCRhASRhhMuM6Ea02EzoRrDbhKZaxSmSqUxgqVsUJlrBjtvtmBZjfPfb7iVLb8oGWXT/UL47euZAAASmOZVF+fTYEA2jGVeoLAzpQ9Y8I1fZzf9uPUR8jkyg9mynaHCRbVapP7O7/XQuUsFEG/i91p81CZtviLTGuxta5k+ft/A0CQj1OAt3Ogj5O/lyO9GX30LmDIzH5DZlrLK/2z6ajlV51EJo1cMBgAEARhC1iBAt/AXr5TV4x9c9SGvPtF5j6X/71pMdydvRzd/EUV+fXrzxm3cztv8mSENN2j/3SPDnr6elBJ58eLxLuFa1buar0fQEi4+/e/LWvaPnXkRp3W2LTdinWfz4kb3oPWInW6h3xUNNqg9sajPzqf9p7ceHfXsE5x0lsoyqlismjO7s2uHgRGeLz55bxPXt7x+cpdv5x5i+/QzUJGHLITACiM1Q40r7leG/8uXq3HVACQp7rly+7LpYjqDKV36w4IqR6Xa34FgEDO4BZG06h0f285d+DXSxH9/PqN6ogLqusROPyPvbOMj+Lq4vCZdc1u3N09BJIAgeDuDsUKFCnQUkppS4tVsUKpIcVKcXd3CBDigbi772bdZ+b9sGl0s9kY0L48Pz7M3LlzZzbszJ577jn/w5r3aYs6jxQqac2OGfM+HZ6WUFCQXVFayONVioR8qVgoVynUGjWKohgAEEkEMplIppJpdDKVTmEwqUx2Uw/Zf4NPfQclC8rCzJ2WePZpt7OZSaIs9YpY6tWGxLs3xb/oVrXYMntFWG18XrlVhUk6d2QlKpKoy1hkw1N0kP7WPzwo+6pMFtOwVY1Ji6XPi9s7lxAo8zrLcC+Xxz+v3FK3iwCht+UaA0vMJvH/qts2o/m0Lx6JTGQNsftTu43hmueV39gyauskWtPDMgQnH5V92s96x+uvettBJDJlalYZhuPJmbXZOEYs2vX9Sw3xLb427h2vF6oOGRZobNG0vCCNSZ20YuSWebWu5OykAgzF6kJA/cK96gz3ysJqqVDG5HSodG4X8S/76vwfYmb+xjQEmoPjiiYK7lTav6McT0c4tO167OOMnnpt1vBh/gPHBd+/FH9gy7VVW6e9tnvTCYPEBQAFKgYAM6rzBLuNZwrXoLg6W/ysv8WiPuZzL5f8EFVduyZoTLHraTqjpaE0anTR4M28cqGts/m6PfPbVJb5LcfKztjKrsXJWM/Tuz707znXu5UA6yYUS4R9zu65Pnaej8nbHlPUEDqJfKLfWx1SOMExcILj277a06U4sQdb0INSao7lie90rqILT5nRFsMdyATmYJvtCbw/UwWnMLx135MhCFX5nTKOAq15UPploypRJrPMm2XQorjqSuFce2YfK0Z3E6o7jcCVaMqTa47lNEhmdTUa0cGbEauLXlR+r0LFQabLSqXPAIBJth5qt/9O8aIE3q/dzT7t4PivmVcZpVjjJcqeQc5vldWeGZtbmF4vCjT8/f46u7kE1AfgqZVqEV/CNa8ts+Xk2ygZsrKw2tm/jQWIXgv/DsMd1+RqylvPB3+dBIc4336+riMjXL7/pZ6j+bmVi2fttbDkePq8RUUulMonON5IiKMrEknfNvxCXHJSSp7dTtbu8itFJhY6yunN/3xk5M2X9y7ETZjX18X7TVbEJBNoAKD6p3C3HcN/pM3nV0p+lGpqbpXtHG375QzSTynCuzJUaEVz72YyjkpgtjQUiUycvGhgUXbF/DVj/r3+ZhWKViukVXJpkVhQKBbmiHhZgmoOhXZk6BuYYmkwbPSVv0Is7YbYu9uzORZ0FpP8ttT6ecfbDINkFmK+oof5RzXKXJ4iVaAukKhLZZoqJSpUYVINJsdwtTacBkGIRIRCQqgkAp1MYJAJLAqBRSWwKUQjKpFDI3KoRC6NyNUGtFCJbS4OSkBI3c2W+hhPyxHdKJI+rVIk4zjakY8m6CTDnUY0HmG/N7pqR5ksDgDMaD5BJjpk74WqAu2/5JpjLYzDdWG3krzXKgnVv5jS/AJMFhERqgaXI4AAAJnA6mO1Kbb6JwxXE177YnVHSGpgE2vpF/p2WWXX9t+r2za25IaOCNLZjdPYGSoTyesMd1u32gxRhID4h3vRmO1PgetSXrPhjuHquvW1tyiR5S3k9NHnOA4jxwe/VS5OReMyqGSyN/H/QCB/yqL+E+b3Pb//8bHfbquUmo/H/7Jh7zx3/6Y6RaaWnJEzel3868n5A48/+8mgkMouAqmtu1TvHfE0iqhW5j+vPpYuemDP8A80HmXL8DNwtPHz/zURBQ3Z9TLq16SndBKZgCA0EolNpnKotMSqMgD4wDdkoW+oI5vb8avwFbK5d87wlTKRSqlCUTWGAsDoK3+RCUQKkcil0OzZ3OPDGn0ZSATCr/3GPi0rOJqRUCQR1ijkIpXi2ZSlXGqXz4uUctVnwzeX5Vcdz9hBobXHaGi4rNwOVAq1RCDjVwiqivnlBdVleZUl2eVFWeXzN07uP/mtSOx++0GAYEJ1MzFA2bCroRNN/Yxn+RnPQnFVjTJboMoTq0sk6jIFWqNABSpMog1qx3ANjqM4YAAIghAIQCIiZCJCJRFoJAKdTGBSCAwOpdP8mlyK81Db3/Il95L5xwZY/6gzIkWgytM/SA+z5eSW3RkGEmH9EwCoMen5vOEorvEzfl/bbkRxHGjzWwcHf/00MdwpZFLPIOc3dTPNkYnkD8/UR2oNf78fkaRbg59MbvSV0Kg1ddvGFhzvMPf+U3tFTAozseJ28JZeCQqulsZY0rjzXTrZv/laDHdcoakaAFhVwzaE3JbSJ0Rbknnrau6aqn6ANp0U/hspzK9+cDuZSiWNHNe2lfouBm0a4E4b8qZu5TVDIhGnLhkQPtz/h+V/56WXfTb9j69/nxM6oOl3ePTMXhf/evI2pDyaU52ZpEYphuHmsysV2TmSFw8q9tox/E2pb+MKYCeyNKDn0oCedbsYjq+Nup3GrzwwaHKIZaeJw7Ip1B96DTOh0TkUGplIrJRJIs7tvTx6rhvXVI2iApVCqFQ0P8uDa+bBNZvn/bqzuql0SnlBlbayYFsNdxzHR5kuxFAMQRAylcQ0onPM2KZWXGtnC1s3Kxd/e9cAB1YL8aAYio0yXajnuShIb7OG/TveHogIxYzmY9YuDZYuwok1yInVova0nsgcAkIONl3iajSyfdcNNF3SpIVMYE5xeaCzs04wHPso/q1TilRr0LTs8oYtIQEO9HZN/ruIeyciFdLaTGuEgIxcMLClniiGNdwlNCgR7RniuvPRxs66pZ0ZlwuklYOtgjprwDpei+GO0AjMRZj4BwAAhImQHBHGHIT8Vpmkbxd7dt5GUWzi9DAOtw2JETcuJxw/9GTIyMARY7uZmHV+fqRS+QzDGsVW0v5vDHcttk5m208t+/Hjo7GP0n/46MjmI4u9G6t62zqb/3RyqW+PN++HmOuyp1kbMsLm88N5i8Xq6ltlP7/n9PMbuK03x87EyIs5KWdHzurc6HMygRhgVq+/W6eiiOG4BsdICMGcrsNvl1RddjkvLaqssFgi1OCYG8d0oV/oaKfXkYNu62qZHpvLKxfUrQ4biEQg04rf4ziuUqhVCnVNpSg/tQQgRdshoI/X1muf6zyXQCSwjZkyiYJGp9BZNCaHzjFl4zi8jEwHAPcgp2Gz9Qk4vuMdnYuf8SxTqleZPLZakSZSFaoxKZnAYFPsrOk9PDhj2eQ3VvXlPceF7zkufFNX10NGboWqgWcaAPqFvnn9tDpwHL/4R72SeOjwIAsHs5Y6Y5pGYV0kSleZwWt8JrPItFhe9r3ypEFWnZmi07Y7JrDXENhr2nEZAnMeoe166j/8eoMvGNa7x9JJIw1SZTLEK99xblxO+HnT1baeRSAgN5+uNaTn/dvJsS9y2Eb0abP1aX00RyJWVJQLD+97ePTg4/5DfGfO62vXSTLPWuTyyw13iUQrCuX/bvZFZ1I3/jnv67l/JkXlnN7zYMPe95t06ESrXYNrciSZJfKiMkVpubw0iNt9kOXwjgxII7JG2nxxo3TbIKulnXWT/wqKJMI/Xj7fEDa4K3JGh148UCwR0kgkKpGkNdzHXj1MJZJoRBKNROpt5bi9b33RxLjKkh9iHtQoZdM9Arf2GeHA4iIIPCzO/fLpzTwh/6PA3p1+e01w8LJJj80tzip3bWPSFduYeVN4ULutVmpUSrWILxFUikpyKgrTS9Nisl0D9EXNnc77teFuaW7ll2O2AUDEhJDP/1zYdb+d73hHc8gEhgMrwoH11gUB3im/XKksH2sz7UDeL6EmfXubDZCjsr/yfndn+wy2HI0DfqH4KF/Fm+u0lEx4rYkxTeJkEATCg9tTVraLiLoaX5xZVrc79kN9+Qlq1Wsy3N3Y1nOe/5wjKQ/gOg2yChSr5U+r08gIseNG/Fv9unyZWlxaISQSCAYa7oYgk6s+WX/a38d20shgG8umUkFvnMoK4W/brgPA4o+HGHHobTp3ysxe3Xo4XzwTfe1i/L2brx7cTh44zP+DpYM6xfuO42qF/FrDFhp9NMDbFID/uiASCV//PufGyReTFnZJdYYqZWWyMDFF9DJTnKbC6uURmCRWBw13ALBnBMx3PUBC/r+yIa/kphlRaO95BHXF4DfGzVdo1EoUVaLqQrFw2s3jV8e8r3OGIFAqNr64O9MzaKp7QMMKR6OdvUukop2JTxf5hVKJXftO9g1zv300MiM2t9/EUACoLOYlPUrPiM/LjM/zCHZevn2WIYOQqSRttIy1k7l3qGtb76EwvfSLsdtqKoR9x/X48sDif0U53ne8o6uRo7L7lTfMqVZsModBZF4sOe7H6WZE5jJIrCulpxwZLu5sH0ua7cPKW7uyt37o9jml82z37IKq9TuvhgY6hfg7+npYc9lNbY+XjQ13TxdL47dJJ/Hsz/XGib2nTffB/no6KySNwhcZrC5MLnrfZZAphW1B4/yQcuZOeaIa07ixrf/LhnsVT1JaIQSAoMYCPQXFvIs3k1Iyy379bmo7xP/3H49Myy5Pyy4/eyV+YB/PuVN6Odm3zS09Ymy3EWN1TyQWztxTkFu158giF7f2lFNRKtQbvzgjlSgBQCZtW10MLeaWRguXD546q/fRA4+vXYy7e+Pl8ycZ85cMHD2xRweTXJXK+xgmaNhCp49p0gfHFVWVA4kkZwqlB4USQqF0Q5CO5ve8nbC5jKlLOlkHU42p4mqin1Y/ypKk6+xQIi/U2d5W/t+sdgCokIs9jM1IhE4wEBffvxBmZT/fp75yIRFBmGQKkwwA9BKpCAAqZGKdhjuXSrsyZq7OYf1NreQadaVcas/qWm+CX7gHADy7Gk9n0aKuJ+a8qv9SKaQ6wvE7ndzkojXjfhJWiwP7en2xf9Fba7WfPv1iz94HA/p7r1s3rlMGfB6VffDg49693ee9/1bHBT1+nHHiZNSmH6dw2xKoqYdHj9O/+eaipSXnxPEPO2XA/yrni49KNKJpDvMAYIr9+9+lrrpedm66w4LpDvPzJJlHC/au990ebjaQTKAcyd99MO+XRS6rCEjnPD7ZBVX5Jfz8Ev7p6/EAYGPBcXM0d7AxsbfmmnKZXCPGq4xGWSjdfXWv10lkSr5AWlIhLCjlZ+dXpWSXbfl8vIN1Gwqot4OXT9KSn2XU7U78eIR+2WKZpF4Zj0giMoza5iFtEwMtA47nP/ok/rYK0xiRGcOsu/lzWq8G3Spvr+EenVib992t8ZLu0fPRNx+kAMDuw49XLmox+6Qlls8f0LO7y7W7rx4+z7z7JP1+ZMbwgb6LZ/U14XaCiYmhOABQ21VLDMPwTRsuZGeUMZhUuUy56+dbcdG5q9eNa6vfHQA4XMayVcPHTOqx7dtLGWmlv/10Iy469/P14xgd0DaSyU433CUSLSmUplWX5fILGk2+RpP/T3VVIp0+xtjkXdHcVqhWVt6puBHNfyZHZU0OGZE5jgxnK5qNGdXCmNy1r7//MP6mVtfzMzQYZrjtjiCgRDVNGq/kpd0uzJzt1XTefiwj4VhGYr6oRqZRA8AXT28aUaizvLrN8Ag00INeJBGSCUQzWpc7sbTO8vKC6mNbLgOAhb1pj0F+bkGODp42jt5drjybHpOzdvJOiUBKpVNsXS2X9tlQXlBNoZI9gp1HLegfPubfUYO5faSllubkVFpZtX9iptGgcrm6pkZaXS0uLRUUl9Tk51fl51V/991Ed3er1s9vRkEh79SpF1QqacXHtaEFlVWibT9dl0qVf+57+PnqdiZotpukpMKdO2/5+tp99NHg9v2M/nt5UHkzivfIg+0bxA0FAGOKqa9Rt2h+5GibqSwSe7j1hGMFfz6rftDXfEioSZ9cSebT6ns3ys+Psp7cKVfPKaxuuFtaKSytFOrpf/xKzLlbiTQKiUQiEokEFMXUGlSmUKnVjaJQiESCTbMSSJ3O4Q1n6raNLTiDZ7YyMRZVi+u2WZ1h+Oknjp9DIZCWuI+wonFvlSWcL35+rugZnURlkWj2DDNnpmWQsYsdo23u47fXcH8elwcAHDbd07WR93rlwkHaEJoLNxNGDfbzcGndt41h+Ir1p8NDXCeMCKJSSKFBTqFBTqUVwuMXoq/efXX9XvLDZ5kfzokYNyyoI25pHIcangQA2pRRWneHWzZefPY4g06n/LRrjrBGtu27Sy+eZn38wcEfdsywtW9zBXIAcHAy27lv3pEDj48fevLsccbt6y/HTwlpxzgAgGE8peJuwxY6fWLzOBmp5GDjBpTBfOuy498qyhWlN8ovx/CjsAYqyCSE5G3k58/p5mPkZ0b9N9XxeWsZ7+J7JD3hm+i73/YcauAjbs/iZAkb/ZjFVhZ/8fTGiqDwPjZODdvPZr9aH3Xnt37j+tu55Ah5Y64cPjNypkAp35EQuTf5xbqQQSOdPPVfS6ZR701+MdnNj07qWmPl1pEnuz8/rlZqTK25I97v129iqL1HGyrvdJC4+ynfzfxdIVMCgFKuuv5XbUqSSqGOf5AS/yBlwJSen+35gEh6S33wHSQuPh8AugXV+9sqKoQXLsQlJBT8/PN7DEaLXpVz52L+2HWvpaMAUFYmbJ/hHh2dc/PmSwRBRo8KcnW1AAALc6M1X45eu+7crVsvx4wO8n699Sh4PElBIa+ySrxqle7iRziO372bculywuxZvcPC2hyj9dZytfTMrfKLHLLxXKf67KMQk/AqZXmFopTF8gw16RNZdVeGSrWHJtrNLJUXmVE67dchu6Cq9U4NwHFQKNUKZSvlt2wsOKQuXlKLvZ3UxN3eql4Wv6J+TmJu1x7jqk184DaUTaIXyao+SzikbUEAwaGRxFawiet6v2nmVEMnOW+p4a5Sa14k5AFAj0BHQmNrmkGnLJ834KvNF3Ec9h2L3LZuUqujXb37KjGlKDGlqKRcsGpxraCmjSXnsyVDJo3s9vO+ewnJRdv33nW2Nwv0bX86eX5upUSiMLc0YrWxTo1Sqdn6zcUnD9JIJML6TVPcPKwAYO/RxRs+P5X6qnjFwoPfb5/h5dseZxiRSHh/UX87e5OE2Px2W+0AIJOdwhtXyGMwpjTpo1Ynq9UpDVvojAlUatvya/9dXD7yFADGtjGHuI7D+X9G8SIbPsC2dPsI80E9jMOYpM4XBWqIGpOTCR1aH/zhmwtVVeI+fT0nT+tk+e3tW64VF/G6dXeaM6/TUsdIBMKRodM2vLgz9srhVcF9w60dyQTdEr91zPcJ+fjx5f62Lv1tXcpl4uOZScfSEz4LjvjAt+lzJNdoiASCLcuIgCDX8tL9Ta0c2FxHNvfwkCnX8tP/ePm8u4WtJaPF/9AKmeSjR5c4FNrXIV1bhPj+6aidH/1FJBHmbZg0cdkwMrVtL3+NGl076eceg/3GLR7c1nMB4PGFmK2L9mlUGiqd0m9SaM8RQW5BjsbmHLVKXVXMj7wcd/73Ww/ORNm5W838YmxbB3/7EQhk6ellABASUp/Sp1RqLl2OVyo1u/c8WPVpi+krXC6TQiGp1SiJRKDRyGw2zdSEpdag2gHd3Sy7dWvn4vvkSaGPH2ekpJTs2n1v+0+15ZN793YfOMD7/oO0HT/f9PW1TUwsrKgQUiikwECH99/v6+Js3mSQuPj81atPtnqtigrhwEGbG7Zs2za9e7BTw5aaGikAODmZteRBQxDk+o2Xqaklfx2O/C8Z7n6cbhni5NlOS4zI3LrGAG6PAG7tsjYBIX7m9V3dIQqB+qnnhk68gSYe987CvouDZFANuveL+hJaHFP2mCWtK91VF9eL4+kRn+ksvI3sAGBT6hkA+MB1yCyn/iQCUYVpxGp5qZyfIiy8UBQVz8/5NePqdwGGOjrr379lUvGSW5e/DOvby9YBxfEPblwY5eox2bO2SktceekPzx/uGjrWitmKSfHFw1v5IsGpsW0rSSiTq5IzSlMySjNzK/KL+JXVYq320IOnGbFJBVwjuo+nzYQRQd5uVgDQN8zNy80qPbs8Kj6vsITvYKtvzqTWoH+dfg4AbBbtgxlNbSxnB7Nfvp125FyUWKLoiNUOANcuxgFASK+21cWorhRt+OJ0VnoZlUpav2lK97Da1zqHy9j6++zNGy5EPkxf88mxLb/O9vBup29s8IiAwSMC2ncuAABgUumRhvtksj+J3FS6Ti6/1HAXQchGRvpKw/4H2P3NReiA4d5w2u1t5Dvcaqwnu2uFkGUawZOqgxmixypMTiWyvIz69TabzSS1592akV5WWlJjbMxst+H+9EnGtSsJUqnylz8ahX1XVghfvSxSqdBONNwBwIhC/bnv6OiK4rPZrzbFPjw6dJpOocY6hjt6/Box9veXz1Y9ucYkU8JtnM6NmuVromN9b6ZnUJVcsuTBRaFSHmxhu2vA+DqrY5ST1yhdIo8qFOUppGk1VfeLc67np49y8vqqx4AudbdLhLJdq48hBGT9sY9Ch7XnbXBm5/XER6kl2eWDpvUybmNa/4ltV/7+4SKO4/0mhX24ZUZDJUoyleTobevobRvUz3vVsE23/n7yBg33jd9cePw4o2HLw0dpFArpiy9GJSYVXr+W9PJVEZ8vpdHIzs7mAwZ4jxwRQDFMkuLZ8ywcx62tufYNlk8dHEznzYvYs+f+9etJkyf1cHTUbUMMGuQzaFCjN0NFhfCTlccBwNPTeuuWaez2ljRGEPhkxbBFiw8lJBTExedrzWiBQMY1ZgJATk5lTk6ltqdSqYmMzIyJydu2dZqfX1epJcrlagCw0FWXuo4liwcsXXY4I6MsKiqnZ8//iO3uxHRb5fnNG7yBvd/PiE8uTEovSc+tyC/maVCs9XMMwNGmaw33S7tuF6bVZ81O+3ws3YBM05KcekF6a+cuXNOO5WcziBQvIzsCQsiTVADAKJseZAIJAKgEMpVKNqMaBXCdIix8p0ZujeFnGT5y/UvHisn2MDFddOvS9Slz7NmcMBu7dU/udbeydeYYA8CFrNRcAd+MrjsI5JN711y4Jh9379XuT/jbwQdX775q3o7huFAsF4rlBSX8Ww9Sls8fMGV0MACMGRKQnl0OAA+eZc6d0rP5iXVcv5dcxRMDwJzJPTm6shAQBOZM1jeCIWSklV67EI8gMHp8GxQSH9xJ/m3bDYlYwWLTvt023S+wkZ4ahUJa+8Pk7746+/RR+ppPju3YPdfRpam34zWgUNxBNQUNWxiMqc27yeVXG/eZ+f9QVLUjRJgPesZ77Mpyn2g73ZXl0dWXE6krTxSsFKurAYBMoKtQWVLNtSzx04n231nR2nZ1lUpTViYAAOcOfCHLywTRUTlEIkGjRknkev83ny8FAAfHzlQyrSPU0i7U4OpLwx09hju2/pchIMin3fp+2q0NGYdfR916XJLnwTWLsHW+PnaeFYPd+jkd4+mlOIlAOnRWn/ZZ7SK+5NSO6wQi4eu/l7bVat/z5YmLu++QyMQlW94bvaDFVQXfnu5EEoGvN7L29YPjIJEqNmy88ORJvUEvkaCvXhW9elV0+XL8999NtrHh6joRT08vi08oSE4uzsutqqoWA0BZmWDM2J9NTVlBQQ7Tp/W0suJMGN/9zJloHk9y/PjzNWuapvvrpLJS9OmnJyoqhD4+Nls2T2N2rCq7q6vF0CF+t26/OnTosb29yckTUddvvFSparM7EATZ9cccZ2fz4pKarVuvZWaWb/vp+l+HFjX0iHcPdrp/T5+PxvDkVO11GQx92fOentb9+nk9fJh+6vSL/4zh/saxNjcaNcBv1AA/AFBr0OJyQWEpv7RCWMETF5TwXyTlt3VAMolIo5LdHLvQLK4s4h35/lzdrrWzxVgD3O0A0NDWd/LrQitlV9b1DFEJm0zvaeop1sgBwILGbd7Nlm4KAGK1vPmhlqg33BGAHyOGvKos3xHz9OeBIxcHhV7MTP09Lmr7wBF8hfxSVtpUL7+WUruSKstJrS0968fRzjTQ1y4k0Mnb3UqtRr/88QIAzJ/ee9603nKFOi2rbN+xyOSM0t8PPQgPcbWx5PQNc9u+5w6G43EvC/QY7hiOn7gYAwDGHMaEEUEduUM9ZGeUrf/sJIpiQ0cFunka5BcvLuTt/fXOi6dZAODqbrV+02RrWx1zUwIB+eq7ietWnYiPyVv/+anfDixoR65qB5GIdzfcRRAandE0IQZFi5sY90zW21hF4q3Ciemywv0LbyO/rhg8qvo4T1k41PoTMoEGADjgV0p+FKur7Rj+g62WmVGd5ajoSeWhl4Lr54vWzXT6hUNuQ4xsUSEPx3AAIJGI1y4nZGdXpCYXT5wSOqwtCzs+vnYAgKJYXl6Vu0ft1TVqtKiwGgBc26XL9G9hW/jrTvsrzikHgMC+7azx9Ph8tEKmHDG3n1ePNos3j1syOD0294Nvp/j11jcLynlZiGowe483+f++ccOEum2tqgwAPHuWjeO4ra3x2LHdeoa5WVgYyeWqmJjcAwcf5+dXf7b6xL4/5ze3nlNSSj5ecbT5JaRSpVSqLCzk3b2b+sfvsx0dzSZO6LFv/8PHTzI//VRDbS0Gqbik5vPPT5aXC/397DZtmqrfxjWQOXPD791PSU0tfe+93RiGk8nEkSMCR48OWrf+HI8nSU8v8/S0dnE2X79u/KzZe4qK+Hn5Vc0DZhqC43D+QuyVKwllZQIzM7ZTCysJzVFrUACg01v5UJMnhT58mJ6UVFhczLfrQIzylweu34rLeLB1CZfVzl/VMRsOFVcJmrd3d7eLyypu3m5tYnT9+wXtu9Zrg0wiOtuZOtvVuk4eRWc1Mdwv713MYlBValStQVEUwzAcQYBAIBAICJFIIBEJdCqZ2MWh7TiOb1+4VyaqN3YXb5tNNiChWaVQ56cU1e26tLGcRZuYYh+eKMiLqs64U56obVmVcHCiXa9eZl6Ejsn8NXpNkAnElSHht/OzcQAEYI5f8IuyIhxgR8xTGon0SQ/dxUGq5bJCkeA9nw4pU04f12P6uNpwrm27bwMAgYCMHuwPAHQaOdjfYd3KUdOW7MMw/HlszqRRwcYchrUlp6RcUFDM0zPss5icknIBAEwZ3Z3aBTL7Mqny3MkXp/5+qlJp3L2sl7eQUtMEtRpdu+pkaTEfQWDkuOAlnwzT874mk4lrf5y87P39ZSU1O368snGLDm9316FSRqlU0Q1b6PRxBEJTl5tKFdtwl0LpQSK9+eqhbz9tstojqx9a0qzcWQbZXqnCe3xVcXfTiVpveqboSZk8zZTqMNnhBxJCBQA60Wio9QoCQkysuXKhaMNcl90I6HvVblx7NrJxFAEAHNz3sG67IK9t6U3untY0GlmhUMfH5tUZ7vn5VRoNBgAeXq8vafL/AWNzIwBIeJg6aHp7ajyV5VcBQEDfVrJsdWLtZL7z7tf6+1SX1mxbsh8Ahs7s045LdDWzZvWePSuc/M+6EJVKGjLELyTEZdmyv8vKBSdPRi1Y0LSkg4WFkbOzeZ8+HkGBDlFROWfORjs7mx/Yv0AsVuTmVv6x6152dsXffz9dt25c374e+/Y/VCrViYkF+uO2s7IrvvjilEAgAwACkbBw4UGBUKZWa0xN2SEhztOn9dTp+9ePSCQ/ezYGxwEAMAwfM6bbnNnhpqYsABgzpttffz25dj1p3LhgALCx4bLZNLFYUcOXgl7D/bff71y8GKfdLisTaFfnDEEbd4RhuP5uPj427m6WWdkVV68mLlnSYmX7toLh+IEb0Ym5JZvmjzRiGBp9NDLU64f3RwDAkXtxO849vrNpkRmnPgZPLFdGrNq1cGTY0tEtPncnHyZeeZEa4mEf7GZrZcw2YtK4TDrtrSlJ1kTB3crcyMyYBQDtEOPuRM7suJb4sD6nLmRYYK/RBgU7pDzL0PwjfUNjUp18u9DjPsKm+wib7jjgyYLCj+L2qjE0qjojqjrDnmE23bFvXdgMAFzpt65Eps+UbcI/p2Wnf3S3PtThXEb9X+RSVpp2w//gb9qNw6Mm9bOvN8uu52SgOP7D84c/PH9Y1+i056eGlxnt6vX7kNGG3JBUprr7JB0AevdwMTetX0G2seRoVYeq+BJti7e7VTd/+0Hh+uyYM1fjAYBCJo0dGiAUy18k5Me/LMwtqCqrFEllSgIB4XIY7s7mPYNdhkR4M1qb6DcBw/DVy49kpZcBQPcwl6+/n0SjG/RVJpOJ326btvXbiwuXDwkMbj2viMWird80ec/O20tW6KsH1hWIxNuatDCZ7zfvplanNtwlUzqtYNY7tIjUwlNFR9SYyo3lOcF2aquhNSZUB76qmKcs1BruqaL7AMAmWYjV1caU+kTn/paL8qVx1cr8ZMEdf+4wPQN6+9i+eJ5NpZIpFJJILNeoUQQBDpfp6GTm5W3jH2AfENS2DDkSiRAQ5BAdlRPzIsfb1/Z5ZGZmZnn+P9b/2i9P29mbBHVzHDTE77/tfX899J/c8+jmy3dPPCvJqRgwpadHNydLBzMWl2lgmqmDpw0AHPrmnEys8AlzNbc1YbDpCIIo5CpBpbCiiFecVV6QVpKdVGBswVl/bLkhY2pUGhFfmp9W/OJm0u2jkXKJImx44IRlr/sVpxMeT3L1WhIA0OmUtWvH9uqpI3OJy2XMndtn85arkZGZOg33A/sXAACO41u2XgOAMWO6AQCbTQsMdJg5s9c331zUZpfa2ZmYmDD5fGlBQbUewz02Nm/jNxdlstr6HklJ9QL8FRXCq1cT79xJ+fLLUf0iDF1UQVHs0qX4w39HisUKIpFAp1PkcpWtDVdrtQPAgP7eqakly5cPqbuKRKIAADO9Ff2yssq1VvuHHw4cNTIwLi7/hx+v1MXe6IdGIwNA3WfUw6hRQTt/uXX/QVo7DHccB6VaI5DIxXIFABy9H1/KEyXmlO76aOLDVzmpBRWztpz4Y/kEe3Num4bNLuFxmLSGVjsAFFTUAIC7jb41hyfJuakFFakFFYfvNPJ/6Tf3XxvJWWUNd/3c37xLJfbOy0PrT9Xt0pjUj3+bb+C5Ty7UOyL9wr0aRml2EQgg/lxHB4Z5jqR8g9/0yOq0RxXJ29Iu/JV7f6Hb0JE23RFATCgsE0obFCkavbVTFqxgkvWZnnyFPPivPxq2qDH04Ku44c7ue4bVVqloX3JqHdfvJ8vkKgCYNLLp/IlMIqIohv6TNrHh01ZmAgUl/PhXhQBgb2u8bc+dyOhstFnKRUWVqKJKFBmds//4048WDBga4W34rRIIyPofJ2/84syoCcGjxndv09KHg5PZ7wc/MLy/q7vVtj/mtHR0xRejVnwxqqWj7UahuKdSPm/YQqEEkyk6llYwtLG3FVc17/OOjnCr/KoaUwFAtiRjW8Z33bg9ptrPNqa0uExsSnHIhmc8ZW38Urk8AwDypbEHchZ4GPXpZ7GAQ7YGABJC6WM+92rJpsSay/oN92nv9Zr2Xi8AwDF80tifRWr5zDl93v/HXtny4+Xfd97i86VUKsnYhGVlzQkIdAgKdvLwtCYQWnwwevV2j47KSUwoSPzoSJNDMqkyM70sM73s9Imo/gN9Vq4e2cFY3v9zTKw4648v/372rrTonLTonJa6IQhyvmQXvdmfeuDUXrePRaY8z/pt5d/6L2SsN7NQIpBOd1+paWbGMY3os9aMm/n5WKTlb8tro6JCuOqzE6WlAgDoGeaq02rXopVQrKgU6RktMjKzslJEp1OGDvGta+RyGAAgV9S+J328bU1MmQ0FZ5pw7nzs7t33MAxnMqkDB3iHhbm6uVkaGzMBoKZGmpJacuZMdHp62fffXzbfyfbxMUiC7P6DtN//uAsAPj42n64cHhOTt/fPBydORo0Z000brGJvb7J5U+0Cr0Si+PHHKzgOLi4WLSXRann6NAsAPD2tp0wOBYC+fT3HjC46dz5WIJBpNBhJr9Ynh0MHAKkBxQdDQ10AoLpanJtb6eLShkDqo/fjt5991LDlwM1aS45EQI6snvHz+cdH78cv/uXc4dXTzDkG2VI/nLh39slL7Xa3pT8DwOb5I5UazYa/b2sbP99/DeAah0l7uE1HlP+P80amFVakFVWmF1WW8URihUoiV0rkSm/7N++wwDA8M6+yYYvvmzbcM2Nzf5z1G9bAlpv/3TQDxWHK86vuHY+s2w0Z1tEKpoYTZOycIylXYupv/d+r8hD+lXvvSknMjylnbpTGfe07xZretoivji7H7E+KLRAKfhtsUFZNq2hQ7PTlWABwdjDrEdjUgafRoNCWBZrLt5O0Gzn5VTn5VQBgbsruE+raq7uLg62JmQkLx/DSCuGLhLwzV+OqeJLvfr7G40tmjG+DbKKlNXf33//NYG4cV4mETQWnWCzd2UU43qhykEx2hkYfQaX2ba71/o72QSVSjSkmNapaHasEQWyaOPk9h3mhJrpdMqZUBwDgKWvdcnJUCAD+3OGpwnuZoie54uhBVsu0lrqnUUSpPLWn6XsG3klWVrlIJAeAoH+k3KRS5b3bydoFbpVKIxYrCguqo6NyAGD/4UVOLa+ql5fXZyIG93DuG+H55+77crlq/KSQ2XP7pCQXX7kUH/Mi5+H91Lzcyp1/zG23esY7ACAowvuvl1ueXIxJeZ5VlFnGKxNIBDKVUo2hGIFIIJGJFBqFzqRWFFQ7NbP8yFTSliufPz4f/eLWy4K0Yl6ZQC5VomqUSqdwzNgW9iY2rpb27tbOfvYuepO9WFxmj8F+UdcTiSQC04hhYsXxCHb27ekeMTG0+WzhjVBUxP9s9YmqKjGCIDjeSsyGNmpF/5TyzNkYABgxIqChUrtWtaNOkebbbye2dLpSqf7ll9s3b70CgD59PNZ8ObpJCLiFhZGFhVFEX8/1688/j8o+cPBxnbCjfoYM9o2NyXVyMp8+PQxBEBsb41OnXwgEsvMX4ma+V6szIZMpS0sFT59lXboULxDIGAzqF5+3kp7B40kAoGFcu5U1V/tBcnIqPT315dLY2BgDQHFxTas3b2XFsbM1Li6peRGd2ybD3cPWnE2nmnGY5hxmQUVNhUDy6aQITzsLJ0tjCy4LAFZN7kejkPfffLHstwtHv3yPQjLII2tnzr3yzTwAyC/nT/j2cF37i18+opBJALD51P2bsU1DDbVwmLSe3o49vTuhoGanU1DKVzaeZnu5tqdiQGehkCq/m7FTKqy3N7oP9h/7oY5lul+XHxQLpD2GBHiFuFo5W+AYnnA/efdnRxT/TAtJFNKAdsUNto9wc59zRc9vlSWMsQ01p3JWe0+c4dhvS9q5eH7O3KhfNvhNDzdvg9e49sUxxs1rjJsXAHjs+1mFojq7zvHr9m2fQflLPqtreVyUvz3m6Vy/YH/zzpka3nqYUl4lAoDpY5tW5dSgmPZlZ3hAS3J6fZFeNyfz9yaEDgz3bJIz4eJo5uJoNn540Nqtl6IT8vccedw9wMGQok7/eSTinzWa3IYtJJILja47iJ9IavTSwXEZr3o6kWhJoYSQyN4koj2BaE0kWhMIbAAqgtAQhIzjGgAlhklxXIhhQgytRrFKDK1GsXIULUXRUgyttrLWITT0/8lYm8ljbCalCF/eq7yRJkoBAAWqOJi3u1pZNdJaR0l2reFe/Y/HXVvgaZj1yt5msx5V7ksXPbpVtkOBihyY3WhE9kDLpc1HaIm4mDwAoFJJPv/UFiAQkINHlpiasahUslSi4PEkpSU1zyIzCwqq9Vjte/+4e+bUC+22ra3x1h3vlZbUyHfcBICAQHsOl9G7j0fvPh737iRv23y1IL96x9ZrG75rvWjDO/TA4jBGzO03Ym7TuA5DIJGJA6f1Gjit/dJhWjYc/whVo6S3JoS3IUVF/JWfHuPzpR4eViE9nI8df66//4MHaQDg79+iTlF8fH5ycjGBgEya2OgXTRs60moWZm5e1XffXiwo5AHApIk9li4d1FItdyKRMGNGz+dR2S9fFuE4rr/kex0NdWxoNPKUKaH79j08dy5m8qQQbdrV3Pf3aQ1xAPD0tP589UhnvdHtAKCVT6isql+FSE6uTdOsqhLpN9wd7E0BoKSE36pvHgD8/O2LS2rS0kr1d2tCqKf94+21rzttcuqYMJ8myalLx/TOr+AP7+FpoNXecaqEkkcvc5+m5OeU8XgiKYrhTpbGw7p7vjewG5X8Jp+UJoWZEATcHN+AtF0dNCb1lyff7ltz/P6JpwBgbMldfWCJzm97WnRW7svCx2ejWhpqyMy+HNMul/Oqo4eJ29ag982o9QuSdgzTX7svPJb/aE/WzaP5D9tjuNeRuXBlw91yqeSP+KgTaS8HObou69ZUsDmrhtfdynZNr86RW1apNQdPPgMAK3Ojof2bClqLJQrthuGG+0/rJq3bdjkrt3LRrL5jhgboSeOl08jfrBozaeFemVx1+fbLzwwTFfoPo1Q+E4t/b9LIYi+DFvIX6fRxkmb9UbRCLr8KjWUiDQdBOkEw4b8EAogfJ9CPE5gjyTpV9HehLB8ALpeetabbduPWmwVCdRmNwDah2AEgInW5Bldqs1EBQKKplqFCb6MBNarSCkXWo8r9ABBoPGqI1ceG30bUsywACOzmWOcvpNMpdv+oU7ON6GwjupOzee8++qLwXzzP1lrtDo5mhQXVJSU1aakleTmVAIAgEBBYn+k/aIifRKL47edbTx6l5+dV6ZkJvONfAYIgb6fVjuPw7XcX+XypjQ13y+Zpt2691N//xYucGzdfAsCE8d1bGnDf/kcAMGiQr7U1t+EhiVgBrbnqAWDXrnsFhTwikbBs2eDx44KVSs3hw5H37qeIRHJXV8uxY7oNGeJX97PG5TIAAEUxtRo1UF2+CePGdjt27JlAILt586U2IdXammtszPTztY2I8AwyLIklvLf7iRNRiYkF9x+k9QxzuX8/rU4av9VIdxMTprUVt6xckJ9f5dZaZouNNRcA8vPbWTlIIJEXVwsAYMDne7QtNArJkssOcrWZEO63baFBKXl1FFcJtEEyTQhb8VvdNoepY8Ewt4x36Hbszdj0JtLpGcVVGcVVN2LS//xkcrtFbzpObuPCTNYWHKbBBphQLCcQELauT90RTKy4XxxaOmrhoD+/OLZk2yxjS27zPjiGl2SVN2+vw9iC8/63r1Xng4gQmpvmCCCznPqbUFiurLYFIOl7vP9OTvjm6f0wG/tDIyf1tdPx0C4I6L4goHtkccGsq2eaHGqYnOptan5jylxojeMXYiqrxQAwd2qv5mVyq/+Z99tacVsdSgubRdu+frJUrjIyQJOfxaQG+tg9j8vNyKkwcPz/MErFXQQh4Hj92guR5EinN1WBrINM9mUwpslkp1rq8I5OxJXl/qXXxiMFB57zngDA1dLzDQ33E/mfSTTVCBAAcBzgz+y58E+Zpz1ZOgqzKVCx4ZcWCmVpqSUAENpy4G+r4Djs+vU2ANjZm/y6e+7saX+IxYob15J4VWIAcHG11NZ/qWPUmOBD+x5JJIroFzn/ecN9/rZTiTmlAHB+41wnqy4vx/2OOhAEvv124tat11d8PJSjV3UXx/ELF+L2/vkAx/Fx44L9/XVHB924mZSRUUYiEefOaSqVU1YuBABbXRLADdmwfvy69efmzA4PDnYCgJ07b926XbsImZpakppa8iQyY93acVozXVssycSE2T6rHQAYDOqIEYHnzsWcPRczdmwwgsCvv8xq6yA+PrbjxgVfuhT//feXmhzSTi30ExjkUHZTkJBY0NBw5/EkGzaenz0rvGHyrq2dsbU116VdpSQuPkv+6ewjqaJRLpZCpSmorCmorLn0PGVy34A10wcartnXjlAZhUqz59rzo/fiUQyjUUjDe3j1C3DxsjM347DkKvWrvLJfL0ZmlVZvPvVg84IuVI/97o8bL9NLrS2MrMyMrMyNLE3Z5iYsMxOWsRGDxaTmNVbtc3Mwx3HAcRxFMbUGVWlQhUItV6olUqVYqqgRyngCaXm1qLRSVFDMq+CJD2ya6d01oTV+vT1/ffJtS0fL8yuV8hYT7WxcLdefWtmwDNybZaRN0wCTVql9wpffuXo1J11nj2clhc9KChu2jHDx2D20vrhdHzvHhvEz7UtOLSjh/302CgBcHMxGDtShkVdYWhvd62TfhsosRCLBEKtdi/Z9J2v5//v/ByPOeibrA4lkt0x6HMflAGDEXo0g+rILONwfUbREqYzU0+cdnQUBIU62e09ruFcqG7kWcMAICAnDa51bMk19wCiFwDAimzNJJsYUWxOKQ5Y4skj20oTSBj2sp48ztLHs4Xod6vpJSiwoKakBgDnzIlgsWr8BPlcvx9+/k6zNHQ8Ja5qiRyIR7OxN0tNKK8reluo8OA5VQklBRU1BRU1eOT+nlJdbxvvr8+k2pm/Lj8E72oG1FffnHS0me8jlqsJCXlxc/o2bL7Vf4IEDvJcvG6yzc2WlaM+eBwAwZXJIc5XGoiIeNA4E1wmbTdv5c+1kW6lU376TDACbfpzi7W1z717qvv0Pnz7N+uabiz/8MFmjQU+eigIAPam0hjBpYo/z52NKSmpiY/NCQtop6bvi46FOjmYXLsaVlQnMzdm9ermfOxdDICDu7q3bcBF9PW/efBkZmaXNbdVy+05yamrp12vPHvl7cd3axYD+3gP6tyG6oA6tbiObTrUxNSrliep03FVqTXmNJDqj8OCtmLNPXhqz6V0q6nLgZvThO7EEAjJzYPC8oSGmRvWzGhqFFOHv4uNgOem7v+8mZEkVKiatq9afs/KrSioEJRUCQzo/jskOn7bdwJEJCFInBv+asXK2+O3pd/H3klOjMvNTinllNQiCcMzYbkFO4eN6DJjW2xDF97eZWsP99yGjm8s1/hQdeT038/50Q3V22o1Krflm+1W1GkUQWLVkiE4ZCq0jnM2imZm0QTSnTZRWCACg68b/d0Ek2nA437HZn0olB1SqKDpjvP7+CEI3NTspk52Vyy+qVfEYpk9p4R0dBMPRCyWntdu29EYlJD50PwEAKK6+U/ZrsvD2QMsl3pxB6aKH98r/sGX4TrL/vq6nGdWhqPBltvhZuHmLgkVNePQgDQA8vWzM9YqH6CflVTEAkEiEXuHuADBidODVy/EKhVp7NLyPDrFw7SJ7Vxf1aIJag4pkCoFEwRNJq4XSSoGknC8u44tLecLiKqFS3XTdv1IgeWe4/4c5fDjy9JlaBRImk/r+3D6TJulWMlAq1Rs2XpBIFPb2JnPnNnW3YxiekFAAAB56A76bIBDItMmyTk5mRkb0CRO6O7uYf/75yedR2efPx8YnFGRklNPplPfe61ASgpUVp1s3p/j4/EuX49ttuAPAuHHB2mAbADh3PhYAQkJcDEkuDwlx5nIZyclFdcWVNBr00qV40BVx1A4Sc0p3nn/iZGWy9+NJO849LuXV/05RyCQHC66DBXdAoNvk7/8+ejf+g2GhFL0h5iq1BgEE2hUqM29YSGJuyfKx4YEuNjoHN+Mwg1xtHr/KLeOL3Wy6xALGMLzgH5dop2NrxX1TWu8Ignh0d/Ho3uZqcf8W3nysIYbj3++8kZVXCQAThncL8NYtZfU0JgcAuge0ucyVUCw3YtFbXfIqLqvJyasCgOZqNp3C+u1XKnniXd/P0KOO9xZCIBizjT5rvd8/3RmMqQzGVAAcRYvU6ixUk6dBC1G0FEOrMKwGx8U4LsdxBY6jANo4HAKCkACoCKL9R0cQOoIwEAKTQOB20Yf6t5MpTj9TfLRIVgAABIQwwVZHrB4RIZtSHQFArKmmE438ucOfVx3Nk8QUShMcmLUq+9Z0LwAQqvXFAjaEVy2Oj88HgAGDalNQftp8NS+3KiDQftGHgwwX8quqFAGAqRlbm5zn6WXj4WWdmV4GABaWRl7NJE00Gqy8TAAAlladbxar1JqBn+3BcJxMIpKJRCKBgOGYWoPJVWptHUfDqRJIOv323vH2MGVK6L37qU6OZuHh7oMG+bZkhuI4bPzmojZIZs2XY5oErigU6iNHn/L5UjabFtBCjI1OLCyMzMzY1dXitevOLVs6yMvLxsPdMjTU9dmzLK2qI4lE+PqrMR03bUcMD4iPz3/xIkcgkBkS3KKfly+L9u17iCDI+3P7GtKfSCSMHh109OizI0efrflyNABcuZJYWSmiUkkLFnRCNt3BW9E44FsXjNJqyOjE1IgxKMjtXOSrrFKer6O+UHulWkMhE7+eMejrGYMSckrmbz+95+NJYV4OAHA5KgX0hsowqOR9n0zRf7fatEtWl7nbi8tr1Oq2veUMx9UwicZ3tAN9hjsO+GuwMS9cT3jwLAMAnB3MPpyr48mUSJVHz78oLOEDwLB+TZNWW+Xs1fibD1NHDvQd1t/XxrJpyU8tCoV60283MRxns2hjh+go265UaQQiWY1QVlktLq8SlVUKC0trikr5E0d0mz7GoPikhJQiFwezNlntKrVmxcYzdlbccUMD/Tx1T8ob3uGHXx0f0NvT38vWzorLZtEMqRSrUmt4NdKisprM3IrkjFKJTPX7t+0U4G8MQiQ6EIldWEz4/xAZKksUxEZWPciVZmtbSAhpjtNCT7buh8KEYgv/KEKSEEq4+dw75b9eLvlhmsNWc5oLANSoSgCARDA0luzm9Zc4hhOJhIGDfQFAJlXev5uiUmlc3S3bJL+tNWUaSgFMnBy6+ftLABDe17P5HDshLk8mUwFAiN66ku2DQib5OlnFZBQpDKsR0xBzDmtUT29/ZytbM44Zh2nM0m3lXH+RtvbQzbYOPnHj4eaN388bPjKsPeEB7+g4pqasM6dbry2FILBs6SAcwyP6eXr9UwA4J6dy4aKDDbtNnRpGbkvxFwRBVn4ybMPG8zk5lZ+uOtHkqJUV58svRgcEdEIZyN693UgkokaD3ruf2kQMp00IBLLzF2JPnIhCUWzBgn769WQaMnVK6OXLCXfvJoeFuVpZcg4cfAQA8+ZFWHRGUPKr/HIbE467bSs2JZlEBACZUl/cLIphYrmSTiFXCiRLfzs/qY8/ANyISd965uG+T1rMBzOcaqE0Kq3AzoxjZdJV4ie5RW2o1tkmWAxqD/8WfaCFZTWxLwuiXxaoNej2NS1qob6jJXTbdhcyU9c+uYPhMMtXn0C9VK32PfCLzkNNKqdCyymqk0YFm5uyD5+J2rhqdMOFldXfnYuKz2vYM9jfITykzQF8QrG8vFJ48OSzgyefebtZhYe6+XnaONmbcozoKIpVVIliXxacuhRbWiEkEglffzyCY0QHgLhXhat/OE+nkSlkIpFIoFJIbBaNzaQlZ5aKJQpPV8s5E3t6u1mZNs6ia0JMUsGJSzGjBvmZcpk1QlnPbm1beaSQST+vn/wkOvuPww9RDP9wdkS3lsvzUimkDStHJ6YUXb6TVFhSIxTLhWL5x/MGjB7kr7P/qu/OxiQVMBgUcxO2h7NFVEKeVKZcs2x4m+7wXwGKa1KEz1/wbkWYT/A00q3/8Prhq3h8VbU9w5Hast2MA85X8UrlRYWyggxxao4kE22QLuzEdJnpMN+e0eLL0ZhqDwB1NZgCjUeVK7JeCW4czf/Iy6g/m2yRKrwLAM5Mg/4mGg125VIcAIT1dDMxZQFA9IsclUqDEJDpbVydd/OwBIDqKpFYrNC6LV8m1t7k44fp7y/o11BtA8PwQwceAYC3r61DazHB7SPE0z4us5hAQMgkIoVEpFHIdCqZQSUzaRQWncKm09gMqhGDxqCRj92LL+eLAYBGIS0a1fO9QcGvTTDuHa+ZqVPDpk5tKqRmIHZ2Jps3N1oHqxM/oVJJNjbGo0YGTpjQZpu4Vy+3PXvmnToZlZhUyOdLqVSyuTnby9O6Rw/niAjPNk0D9ECnU/r0cWez6d26tX/xWSxWzJu/TyiUIwgyf37EzLa8Ilgs2qpPh2/85kJdemufcI+GIe8dgU4hC6RylVpDIZMwHAcABEGKqwS/XIzksuhfzxik7ZaQXQIA1sb6LOaKGgmG4WwG9VZsRl4F38KYDQDd3e3uJ2ZvPfOwt48jGKAq0xIimeLTvZeVas2C4e38EhpCRIjb2d8+KCqvKSkXlFeLKqrFPIG0RigTSRQyuUqhUjevZEBAECKRQCISyGQijUqm08gsBtWIReMa0U25LEszto0Fx9HWxNqcozPM4fqjlH2nnlVU10YoUSkkDMP/XWEIhqPCNJFVqRKNQqpRKFC1GtPgABQCkUogcylMcyrHhWVlSm3PrEy34T7Bw2eCR+u+bSaZ3DAttd1E9HSP6OnepDEzt7ZeF51GtrbkDO7rPWVUcJuqk2ph0ClkElG76p2WXZ6WrTswwNSYuXbFyLo4me7+DvdPftKwA47DnmOPn8fnzpkU9sGMPobkmwd421byxHeepCUkFwHA7iOP/zwRiWM4huN/bZ/r0vJCUn4x78ffb678YJC3m9WQvt5D+nq/SMz/7a+H364aY9eyqI6jrYmjrcm4oQYVA9u+rt4lsPvIY5Vas+WriWFBToacW0cs/24M/44rK8CV5e/M9CMgXRiCnCp6kSx4xldV8FXli902mVL0ySepMEWS4HE079ZUh5V5kpRLJXsBgEqkd67h/uGG8e0+N5r/7GLJaQDgkLnGFBMWiU0l0EgICQNMgcrlqFyOyqqVVUpM0fxcJ6bLUMtR3YxDEL31rbhkq3DzORxyvaNriNVHNCIrjn8+RXi3tg/Fpp+FQRXEbt9Iqq4SA8C4SbUGR/LLIgDw97e3aU0cowl9Irx2/XpHIlHs33t/0YeD7t9JvnEtUXuIVy0+fyZ69vu1q+o4Dj9vu56ZXoYQkOUrdFTZ6BQ+GBn2wchWfh0FEvnK3Ze1VrurjemWhaNcrOujTrNLeWceJWlQdN2s/3cl2XfoZNAgn0GD2rxc3BwXZ/OG4utdxPp14zs4AptNW/nJ8DNno5csHujra1Al14b07eu5du24P/98KBYrRo0MXLiwXzt++nXSx8/5zOOkTacefDKhb34Fn0ggsOlUAHj0KhcAhgS7e9pZ/HU7JqO4ytXa1M6cq2eo7NJqADBlMw7cjA7xsDdh0wHAgsuaOTD4zxtRKydGJOyqFdc+dCsmNqv4u7n6SlM35NGr3J/OPCyuFg7r7jm+t2/rJ7QXAgGxseTYWHJAl9Ww868Hp6/H1+262Jsd3d66PKB+WAxqndUOAEqVJreo+s1qw3cdClS17uUx/X2s6caDLAMn2feyoHENH/nNx7i3xKVDuot0tpUlsyMWTA/PyK3Iyq3MK6ouKq2prBbzBVKFQo0QEA6b7u5sER7iOqy/j/5EigOnnh67EP3h7IiZ4w2d+lMppFED/UYN9Fu3/Upyesm5vYtRFCMQkFZz7A6fjcrIrWA1qLQXFuTUJqtaoVSLxAqhWG5pbqRfV+f01bgz1+K/+XR0YAvZBXooVxQUy7KKZVmRVRc3+J1s6+ltu5Y8P0nwRLutRHWYsw15UHHmcdUFAEioeTTQcuqdihMyjShTFC/ViJikTouTHjs7vN3n5kiytBtCtUCoFhhyignFLMSkZ5hJHxu6Qf9TBITUy2xm4xZiP4sPgo3H5UqiZaiAQ7byMOpTp/KuB5lM9dfBxwDg7GLRvUftwlFZmQAA7B3bnDXFYFBWrh75/TcXrl1OuHY5Qdvo6m7p4mrh6mo5aUrt8yWokW7bfPXF82wAWL5iqKdXK9FiXQdPJFu440x+OR8Aevs6/bR4DK1xHNqxu3GXnqXQKKTPpvSnN3uNjAzzNjy+5Z0c5Dv+G0REeEZE6Eg0N5B2i8boZ/HIng+Ssi8+S774LBkAgt1sCQSEw6TNHtT94K3oxb+c03Yjk4hfThuof6jYzGIAOPPkZYVA8s2ceqN8VKhXdEahQqUuqhKsO3xr1eR+xmx6bFbxrC0n9q2cbGvaNF4Xw3GJXFkjkeeV85Pzy+8lZmtfNZP7BnwxdUAnfva2UslrpBRs3QFBgjq6+dghCDR05GcXVP1XDXcWiT7TqZ8FjWNEZtKJFBJCAAAlppZrVFVKYbGMF8fPKZPXHM1/eKbw6WL34dMcmiayt8Tba7h3ImQy0c/TptUwcT2k55QfPvt8YG9Pw632hhQU8xxsTQgEhEBofTWzolp0/1nG0L7e9jYGOTKLy2rmrz5ixKIxGVQqhUSlkHAcT0ytLVb3y8ap3f1bjDW/cCvx10MPAGDNlosAQCYT3Z0sZk0IjQhrugCikzJ5bSyTOdWOiHRtzACHXL9AocLk+jv3MBmsNdzTRNFDrWYGcSOeVV/FAc+VvPLntt/a7kTkqIxJYsk0UhyaLUb+A5vENqdaWtFt3Zju7mwvc2rnFPRlk80DjUe16ZQ9f9zl8yQAMHNO/V/P2IQJAI/up1lbc/0DHKxtuCw2jUQiSiSKkmJ+dmZ5akpJQX71rn06ZKn6DfBmMqmHDz3OyapgsWkDB/vOnR9RV0iSz5dcv5J49tQLiURBJBKWfjxkXNvjCjoLpVqz4o+L2p/SfgGuWxeN0sa/ShWqay/Szj95tfmDkePD/S49S1GoNFFpBQOC2hDOl11SfehWTExGkUiqsDBmDwxylSjeydG+4x1dhakR4+CnUzefuh+bVeJsafzVP7ExS8f0opCIF58l8yVyXwfL5ePCg930+UdUas31mDRrE6PlY8PvJmSFeTncT8wGADKJaGfO/W3ZhFOPEvffeGFvzjViUMf39nO1Nl248+yHv54/sWZmE23Hay/S1v99q2FLiIf94lE9u7u3WJH39cATSBvuWpp1guHOZtJsLLgN1ScF4lZ+zf+9EBBkqXsrGvwvBfn7c27H8XN+zbhSJK36zHuCISP/XxjuHefk5VgSkfjxvHZOf0srhAHethiOq9WoTK7iC6QuDuYtrf1dvJWEotiUUcEGDm5nbXz7aH3ly9IK4ec/ngftl2ZuPz1W+5lr8XuOPh45wG/EAF9HWxMmg1pRLbp2P/nrbZeWzek/fWwrphKGY6XyXO22A9PLwLttNxxKveEuR6V6egKAKdXamu5cJs+rVBRJNUIfTtiz6qsAkCt9Wwz3zzzXAgCKo2KNSIHK1Zhag2tQXENESFQClUKgsslsPeHvr5kFi/obGzNTU4r7Dahf7p88NezhvVSJRLF/74OWTjRuOQmkR6hLj1Adcl3RUTlff3kKx3AA8PSyWbFquIdn26rKdS47zz1JLagAAC97i00fjCT/E9ReJZRuPfkAw/GTDxK/mD7Q1IjJE0mTckoNN9xvx2asPXSzrmJicZXg7ztxXfER/tvsyJgvUvM+9z7CIL51Wpyx/Jsx/BturOAhVh2NMXhHZ2Fvzv1jedOESCKBsHhUz8Wjeho4iAbDw32cu7nZRPi74AD9PtstVah6eTv6O1kBwE9nH2YUV62ZPnBEiBeRQAAAf2frb+YMTcwpba7IPrS7x6+XIll0qouVSS9vxz6+zl2Xjdom6srVazHvJKVsW0tOQ8NdIlV2yrD/UgK4Tr92X/RX7r39OXcuFEfZMcymO7auv/TOcDeIjNyKbr72bZJ4R1Fs2OzfFMpadeqLt5Iu33lJpZBYDKq7s8XWrybyBbIvN18YNdCvYVQ6imLX7r9yczKvEcp+/P1mckZpRbUIx8HGktM31G3m+FCW3irZqVllq388LxTJqRTS+hWj+jXLHKhj/8mnp6/G7dwwxd+r3q/gYGPy4awImUy199iT0YP89VwLw7ECWZrqnwhse4ZHkSwzX5qWJ01mk4wn2C018K9kOMYUi7ptsbp16VkPdjftgkCBNN3TqLs13bmbcf/uxq2sfurhxB+1ceFkConNZdg6mXsE2FOoHXqCiAiRSzYGcttixF8/HA5j3gf9mjQ6OZv/eWjhg3spWZnlpSU1fL5UJlWqNSjgOJFEpFHJdDrFylq3jpMeQnu6Lvpw0MN7qdNn9uoT4dVZsa3tI62w4vSjRABgUMnbP2wUIeNkaTwo2P1OXOa9hKwvpg8M87K/Hp3+Ms9Qbc3skur1f91qUuf8Ha+BfGnytdLd9gzvEdYLyYTW48Q6QpWyqEKRT3lrZuDv6CwYVPI3c2qzbvr5uzz6qVFk7/qZOnJdhnX3HNZdR+wQlUy6s2lRV9xkB5ErGwltmXA6qg2qhd04SVf8/224a3nfZZACUx/Je5AjMegX5J3hbhBUColBb5uWKpFIuHt8BQA8i835fNOF37+dFtRYE4bLoWflVRaV1TRsfBaXyxfIBEL5mi2XRg/2/3LpMFcncxTFkjNK9x57cjcyfdcPM1qa+MYnF36x6YJcoeYaMbasmeDrodtPqVRpNv1x80Vi/s4NU3zcdfTx9bC+cCuxtFLo4VxvKxfLsndnf97Shz1XVJ8778jsErk6Y7IlESGhuAYARJrWDXdnpt8jOA8AZYo8H07YcndD6721xN8/32rSQqGSQgf4jH+/j2+PtukF/WewsTWe2ayce8eZMi1syrT6bNE8adlfeTc5ZOanno2UOoRq6cTIdUvdxk+y7wSBZ53sufJcG465cFRPa5OmDt3hIV534jJ5IllmcVWwu50axWYMCDJw5L1Xo1QaFADszbnfvD/M3dbsZW7Z90fvlvHfVS7TRxTv8s2yA83bt6bNbrjLJVt84rlP5whiDb9KWSxUV4+xXaazAw74S8HDWP7NCPOp7uwOpbPzlCUAYEZtc/rQO97xxiESG3lN9Neiajco2lVC8v8uFroO9TKy7W+hWwawCe8Md4MY3Mfr2MUYsUTB1pvoqRO1BgMABqOpawcBhEBAqI0fBnNTFodN9/O0+WzxkIYGeu/uLj7uVjM/PrTveORXy3WINsa9Kvz8x/NKlQYAxFLFhVuJLRnu6TnlBSX837+d7upodvXeq4OnnomlCi9Xq5njQ3sGOwNAXjGPgCBWjUVzGzq89SNS8/mqiiP5P/oYhXkbhdrQXTpFbYaAEEwollXKEgAQqCpb7W/PcLehO4eaDg/idqZVt/30MqVcLRbK8jPKX0XnPr31KvLmy74jApZ/N8mow8VK/i2oMOnD8s0BxlOt6K2/ZfKkZR9Eb9sWtCTY2KNh+92KuCslzzb4vW9CaboujOGYWCMvlVenCPMfVSXlSkqHW4fOdhx6MPd6qqjgQ7dxrqw256tMiFwXYR6w0rOViicN4YmkT5PzAYDDpM0Y2K15h57eDp725uPD/RwsuJ725hP7GvTOBQANij1NyQMABIEti0Z52VsAQC8fx22LR8/adFzbRyD5z4Z+dpyxtsuDjVsU8PkxVV8xCqlGAAAWVIeWRJkQQBJq7hbJ0h9Wnuio4a4qAwAqgZFQc69EnpkvTZ5ot9KG3mZR43e84/XDaBzVIxDJOmXY6ppGhereVHXVN0KlQqDGUVu6DkUHIkIw0GqHd4a7gUwfGxKTVPDV1kvfrx7LYdPbdK6bkzmCQEpGaUMHNgA8jc1RqjRNCrV6uVod/3W+Vku+CVwjhq+nzauMkuaHktKKv9h0QanSzBwfOntS2P4TT89ej/943gCdejKB3naHfpoDAEKxfMvuW1NHd587udfJyzGrfzy3cEbf8B6uF28mDuvn0+RcJsmIQqCpdKkTkhAyl2JuQrE0p9o5ML0cGV5ZksRKRVGlouhh5VkKgWZLd7VjuJlQrE2ollyyGZXIpBJoZAJVv5phcyxo9lrDvVJR3GpnGpG5rMNe9ub4BDtpNyJGBgJARXHN3z/ffHA5ISu55PuDC2yd37rseA2mOJU3281oUJj5kk4ZsEqRca/sG6GqRKwun+So26lpCNnikjRRAYuk46ueIsxf83KfOZVjQjVKFeZv8Hs/wjwAAKbY99+Tc3lp3M/L3CaMte2tf/z3X2wukjWa4F0tfX619HnDFv3e+rjMYq3S85DuHjr12ulU8omvZ+m/DZ1UCiTaek+Wxmyt1a7Fx9HSmE2vEcsBIDGnNEhvetzrRIFKxBq+RM2TaGrEGp5YzROpq8WaapG6epDlfH9u+yPQXj/alxiHou9RHWL1/v6c1SXyrExxrAe7DYnRGlz1Y+p0DG/kRIziXanb5qlK3xnu7/hXYGzUyBXFF3aO4V5SIWy4a2n2VgT0vx62pJ6P4WcNsgwYZ9cz0NiprSZQHe8Md4MgEQk/fT1p99HHMz8+NGNcj0HhXlYGV3GzteKOHxb0x9+PcBzv19ODzaJWVInvPU0/djF6wvCg5jWV2GyaQqnWOQ2VSpXNl6sy8ypX/3BepdKs/GDQpBHdAMDYsFg0JoNqxKInZ5TyBdI5k3oWlPD3nXhy+Ozz0CCnVYsGN++/1veIEpNpMDUAPKu+8qSqtjrGCs9fTCiNquIVStPrtlWYIk+akidNaTLaFPsVQcZNw6b1Y0VzShFGAUCVsgQHXOeXXqoRpoliMsUJakwx13ldm8ZvB5Z2xqu3zwgb5LNt1YkvZ+/dcWa5eYdLjncuUg1PoqmUaHSsUWgwxbOq32Ua3nDbTYYMhQOWwDsaxzuM4RpLus8Aq6/09/8wdkemuHaKtTpxDwB85jXtUWVSN2O3aQ4DsyUlDgxLCkHHK8if63I1YhMAZEtKFsdsJ/4T584mM1Z7TffjOO/IOIPi6EBLfQncf4V92XC3icddG2aj//6Lq2t/YDzsOnk+hmG1oe1kIrFxOy6R16rKpBW2vqzUQdSYUoXJVZhcgUoUmFSBShWoWKYRyVGRDBXJNCKppkaGCqUagTZETSdCdZffZ+eiwVQAQCHo87/Y0t19OOEpwshn1RfaZLiTEIoF1YGnKiUjVBwwOSoBADqRZUFzdGB4OzMDHJldKMv9jnd0Is72pjGvCup2X2aUdnzM5MzSJh53R9s2Cwr/e5nrMhAQuFvx8nZ5oimV3dPU05fjMM6uzTW23hnuhkImEz+eN2DyyOBLt5NWfXd2eH/f2RMN/XOv/GCQu5PF9QfJe449Uak0HCO6t5vVxpWjw3voKOEuEssXfnHs04WDegU30tyo5IkzcismjWy0ZF9RLVr9wzmlSrP+k1GD+9RKu5BIBACoqBKxGFQUxQRiuUiscG1WdZJEJPz6zdT9J58uX3dKIlUYcxjhPVxHDvDrG+quMyOQiBAZRDYQAQBShdHaRlu6axOrHQCGW8/xNOqRJ03JkySXyfN0Kh46s9r8A2ZNrw0lV2GKamWpeYPIUalG9EoYmSx4ni9N1V6OgBDkqIRO7JxEeP1EjAwEHDatOLp5xbFtJz4ktKbT/zpRYWIA4JB11NwlEWgiVWmJLK5YGmPHDNE/TpUi43H5tmplFgmhhph/EGgyDYFWPubuHp9C41CZ/bnXYvjp/S2ClJg6RZjX30JH/EmrjLAOU2GaDFGhTsNdj0Xe3OO+K/viruyLc5yGzXXWURulrsga1rx+YMcw57JIRIIGxUp5okqBxIJb+y29+iJVWyoOAHiiVqSTdJIifHSl5GciQiIiZCJCJiIkIkIiICQAHAccw1EUV2swlQZXqTGlHilSw3kjhvvlkt8vl/yup4MehRntJKTVhNFepmNThJH50mSestSU2obQrCVuO7UbN8sORPEue7JDZzh+rW05VvDtxZJfpBohg2hkRDa1obu5sYOdmP5UvbOId7zjjeDl0kiA+FVGiUAk5+oKBzCci3deNtwlEgn+Hm+sQMdrYHXCoTJFjSWVSydRiAhBiaplGiWLRBOpZTyl+Fpp7LXS2HeGe5djY8n5cHbEh7PbFjZNQJCxQwLGDgkwpLNagwnF8tU/nA8NdJoyOjjA2w5DsfScit8PP7S14jSZLZBJRCc708kjg/uG1i+/jhro9yq95OONpyVSBYlE5LDpDjYmv34ztdmlwNXRfNMX49v0WQCgQJqmjd0EgEBjHX8KGpHpbRTizPS5ohHWSUY2xJhi0VCX3UBs6fXznAJpmjnVFsU1qcIXCYKHWeLEJsvTGI7lSF75cdpQarsjRIwKTHyefeNk1LHf7sz+xNAKea8BDa4CAApRtyxjuMVHZ/Lnx/IO6jHclagounp/muAKDpg9M7Sv5adscnv0GY8V3D1ZeP8Tj8nDrUOjeKkqTHO7POZ2eUxdh6FWIV94z4B/HO117etfHdJufOs/L9zMHwDG2YaDbbhQrcO05ZCZ9wbsaN6u0+OuP1TG2rTW+HuZWza1n0EFiQ2ESiaFeTs8Tc5HMeyrA9e/njnYzIj56GXO1pP1wpoyhbodI7uyuuOAqzAFQCtFyjoLgari9VyoIR2JcScRKADQ6qTFjuFpTXMpU+TG1dwaajWvHTeZJ00CABdW7TdHoKrMEtfKfYo1fLGGXyLPiuHfGGw5p4/5pHaM/453dCk9uzkTCAiG1T4pGIYfOPNs1YJB7R7wRVL+9UeN1t5DAxzptP9yjHuFQpAnqciT1L8kyQSSJY3jY2TvzLL0YNv4cx31nN4S7wz3tw5zE9aVg0ufxeVGxeftPvK4tEKo0aDWlpyBvTxnTQxr8i034TJ/2djUIucaMTZ/aZCMf/uIr6k1LwgIsaXUTxWmOJi7sUSeo90lIWQ/bm8PdrAlzYFDNm2fh8mIbGJMsahRVQJAqjCqUlmcUPNQpmmkwkFACHZ0Dzd2oAvLz57h0cJIXcLcT4c/upp4es+DoZNDLe3eFoVHHEcBgITo9i8aU52d2X1zxY+qFOnmtKZi/BiOpgkvx1QfVKIiFtmyl/kyF7ah0U1NQsy1oTIAsDPzbHxNJorjALDed24/i8D9udfOFz2+1m9zXeyTG8tWa3xfKH7ye9aFz7ymDbcOBRy2Z5yOrEpe6j6erSsyXv8NgC6Pu356ejuSSUS1Br0bl7l4dE97vfXP28qyseHR6UVqDRqfVTJp4+HmHRjt+j2jEVl2DO9CaXKHb1A3RmQzR2aABdWRS7Fik83YJFMmqc2Kn28WMkIFACXaesBusMnQa6V7koVP2mG4izU1lYpCaGC404jMFR5/MkkcIkKWagRiDT9P8jJZ+MSNbWjJjne843XCZdND/B1fJOXXtVy4ndQ3xC00oD22ZkpW2Te/Xm/SOHFoUAdusJ2kJxWtnLH70x8mD5lg6KNXkl99cMetT3+YxGTX/5J+u/xoelLh8Sf6Qkb/7rVSjWlEarkSUxMQhEGkssn0doe21/HOcH8boVJIA3p5DOj1Wu1OA5FpREmCx9ptL3aPln62n1ZfqbPaHZneU+0/4erNBjMQR6a31nDPEMdniOPr2ulElpdRdy+jEDdWEI34ZtRdOCbMsXPCT+66d3LXvRU/Tu6KS1Qqy48VHJrrtNCEYuh6BRGhAoAGb9H/6m88JVf8KFVwqZ9VI8MdwzVXiz4tkyeRCLQeZvMDjaeR2iJH3TDEfGvaiVvlMb8Ef+THcQaAMjlvzotNACBQiwGgSiGwZZg3f5fhgGvt7O3pp1/w0lZ7TfcycjiYe/2lIGdT4CIHRisyR/pj3A2Bw6SNCvO++DRZpUE///Pq3pWTjRidJsjt5WDx44IRaw/eVKobhY9rQ2gAoLn6pIF4sMMKpckIQiAAURsqQyJQSAiFQqCRCTQKgUYhMCgEOpXIoBIYNCKTSmDSiEwakUUjshhEI6lGcKrwG630SkPsGD59zKe5soKhw786bxYGyQgAlFjrhrs7qzsAiNS8CkW+Jc2pTVfJEsfigLNJJubU2ig1GpFJ+2fhy4hsakQ2taW7vw2+9iqFpOelXxq2pE7+gkp8W2wDFMfLZKICCT9fzM+X1OSIqnNFvKU+4VNdgt70rf33mT0+tKHhjuH46i0X1i0dPji8DSUXMRy/9iB5x8H7WtW7Ovw8bMK766jB9xZy+Jc7sU8ypBJFQ8PdQMgEkim1kxNw35aH87/E5CV/lle1KMZMICCPz6xq3t5n0k+R5z7ryvvqHJ7zrqux2vy5MDMdwpRaciWvtBscsuk85w1kQttU8Fsas0ye37CFQqD5csICuf1cWf4ERIfux2tmxLSwU3vuI4QusWwwHD2Ytztfmvt96tr3nRcHcAwKENcGyahQSUsdrOj+TJJZviQyAlY3DFuvUeWXyZMAkCE2Gx2Y7Y84yhQX3y6PDTfz01rtAPB71gUCgrBIzFI5DwCK5VU6rfD7FQn50nIAGGLV/V5F/Mbkv7YGLQ438/v61YFVCX/s6rGSQmjRJ70o5qccSdNUKp0e9109VnqydSQAaPlkUt/I5LxqoTSjqGre1lNbF412tem0VKpB3dxd15odvBH9PLVAKJVbcFkDgtxoFPKBGy8AwN+5nfViw0wnhJm2c8EtTfT0aslOFdZIidKIbDbYaqG30VtRclhLR2LcTSjWAMBTtp5px6VYmFJseKrSLHFcWw33THEMAHgYtZI68n8OhuMojslRtUytEqmVNSo5XyGtUkirFJIymahMJiqRCUulIhRvWqcsV8x7Izf8/0awr32vbs7PE/LqWtRqdP0v1248Tv3wvb5ujq0449Qa9Fl87sGzUVn5TTNhqBTS1x++pphSDMUWj905dmbvMe8ZWhm3IZG3k5/cejVtUX+Lt0Z54p3h3vmc3VNfBQ3D8MVrjvXv6TFzQmiTbofPRu07Edmwpc+kn+q2F87oM3dye75kXYoaU0ZV39Bum1FtXVktRu2TkFpLnUygdtxql6HiyyV/vhI8rWsxo9r0NhsdZNzvrcrrsrA13nX1UyePptm6ncKVsgv50lwAkKHSaN4zAw13NtkKABGq9AloOjB7pgmvVshTGuqym1Jd/YwnJtdcuFG8xonVO9h0rjlNR9k/PdSpypAJpGh++rCHqzU46sy09uc6z3cemSkuypeWYzhWIK3Qqj02RKKR78u56sayzZaU9DH3D+S6bUs/ebnk6TjbPtsCl3z1cl+JrNqZ1aJp+2dI0zlwOzzuAGDEoO1aMWnRjjMCiTyvnD/jh6PvDew2c3CwOadzkp6dLI2/fb/+1wvD8OnfHwEAAoIM6KYjc71LieZdulO+HxoHf3sa9Rpts4L2WpK8DadhjPvu7I8rFAXL3f8wo9rVdRBrag7nrRtn9xGX3HROqC2HxFeVojhKbG2278D05qlKS+SZbbo9FabIFicAgI/Ra8qx+VdwOjdxTcy1ThkqX1zTeqd3dAZfLRk267PDQnGjyfzzhLznCXleLpYRoe4+blZOtiZsJo1CJsoUKolMVVEtysqvTMupiIzLkegqjEpAkA0fjXS0NXk9H6GkgFecV12cV9WOcwtzKneuO2/vYvHehwMBYO7grZWlgoYdRvjUh8ocf7zG+LWoW74z3LuWI+df5BZW7900U+fROuv81qPUwlL+whm1RSiPXniBop0sZNEpRPFuylCxdruP+Vg9oVpOTJ9McTwAVCtLq5WlZm2RZWhCtbLkcN73/H9y4EwoVkOtZvpxe3c8UKwr6CKrvUpZcbv8qnbblm4/2+kDA08kIVQ22YqnzNbTx5zmlSa8Wq3IbFxQCQm3WOHFGfWi6s98ydN8yVNX9oAw8yVsskEfUIOjplQOiIuXuY+faBehwdH1rw6+4KWNtQ3XSrCfL358KO9mprhYjio92Q4Nz8UB35Z+UooqPvaYtO7VAQAYbh0azU8zo3IBgEmi/RL8kQZDk4V5AHCj7MWdiliRWnqk59dEhPC0+lVdMmsTWopx9+M4/xL8UUsfxM3G9MBnU1fvvZpbxtOg2N934o7fT+jr7zIgyDXM26GzLHgtu688yy7lAcCAILfOHblVnladelh5pGELESEPtlrQw2T067yNduDL6VuhKMgSx9UZ7nJUciz/m3JF3v2KYxPtVjbpzyIZG1Msa1QVVcpCK1orNY+NKVYAUKksbNMtpYmea3AVnchyZhokSPB/gjG105wsef9pj7tIrahWSHkKWbVCUv3PEkSFXFwll1QoJIu9ei3wbLMOSbsxNWb+9OWEj787I2+WLp+eW5Ge2+bcdDKZuG7p8P5h7p10g60TF5kJAB7+dq32bEJ5cc3ahYdQDfbl9mkPribKJMrDd+vrxxsS495FvDPcu5AHzzLO3YhHEOROZNqth6mfLhpsZ8WtO1rnUFdr0P0nn25cWf8DOWvC63ssDUeqET2sPKPdZpONuxn319PZnxt+p/yYVrohoebhEKv32ndRoZp3MHejUM0DAASQPuZjB1u9R0LeWB66VFTveGB2TBirIcXywhoVX6Cu6W0aodMLeL7kFIqjAEAmUJa4rqASmhbi1YM13T9TdFuiqWSRar2Pzyp/IyKUbqYzKQQWAHAodiyypc7YZVOq20i7rSWy+KcVO3PED/IlkYEmM4JNZxMRfasoGI79kHI0ipf6kfvE8XZ9cBzfknbiBS9tuHXoWNveMo2CQaKFmfrsyrr0Z85VKoHsy3FqePpvmecjq16t8ZnJpdQbr597zciRlF4qicwSl2SJi/Ol5dr7taKbjLAOdWfZERECAISb+etUlekIzlYmR9e89/ulp2ceJak1qAbFHiRmP0jMBgBrE6OTa2exm9VFbitKtWbH2cdnHiUBAIVE/GhCn064b4NJqrnTxGonE2hTHdY5MTtTS6eLCDEZ8bTqfFzN7Z5mYxFARGresYJvKhQF1jSXUTaLdZ7ixPSrUVXkSV42NNzFGv6pws39zKc1rJZqQrExplhZUp3adEtJggcA4G3USxu/d6/iSJY4zp3dY5Ble8p1/WfgUjon+wgBmOfRdAX7bQbFcQWqlmlUErVKolaK1UqxWiFSKwVKuUitECjlQpWcr5LXKGV8pYyvlGmwpqFBDckX81/bnWvxdbf+Ze3kr7ZfaSLB3g68XC2/XDS0STHKLgXH8eunowHgpy/P/PTlmbr2HV+f3fH12Sadfzwwv1uvWoG+wpzKNfMPCPnS9b/PtnM0W7/ksIun9YS5b0XEYPsN95ulO18Kbs133W3Wxpfa/wmXbicduxi94ZPRX2y6MCzCB0WxZWtPrF48tE9I7Qr47E/+yiuqruu/eM2xhqfbWnFP/WGoV/X1cKf8uOIfKYb+FpP0W88mFEtnlm+uJBkAEmoeDLaa0Q4HOQ74maJftFY7ASFOtf/En/uGH5vJwevrtm9kb+usYffm/FKlrAQAJ4aLPaNpzn6eNDuhplY2cbT1BHOqZdPz9eLA6p0pup0nfuxvPBkA1Jg8Q3gDxVX+xlMoBAAAG0a3mS6n9Yxgywie7HTwZc2ZuOpD8by/c8T3Iyw/s2G0GKtTqRSUKXg/+H8QZuoNABXKmvsV8V5GDuNs+6x/dTCA6zrZvp8t3ay7iUcsP6OPuT+5QRkmDY6SCMRpDgMGW3ZPFdWX/7hQ/ORaWZQL09qZZR1iMtiZZc0m0Sc/3dCN667ViGzC6sTd8TVZ+v8ydfmyrUKjkD6b0m/GgKBDN2NuxqTLlLXOp/5Brh202pVqze3YzL9uxeSV1/4efz5tgIMFtyNjtolCWfL1skbx4lQic7rDRjuG92u7h45AJ7L6W0y/VX4whnedRTa+VrpHqhHa0N1mO31DJei2FL2NeifU3EsXR/UyG1fXmFTzoFiWcaLw+4/cdxv/U5vCj9PHj9O2SRRPWZoneQkA3U2GAQCGY/E1d6QaYSB3QDs/4X8FcxrTnslVYhqFRqNA1SoMJSAIAUHICJFKJNFIZAaRzCRTWGSqEZnGodA4FFp0ZWESv1E2AgFBNoWMmuz8JqeU4+8czBJWkQlE7T/KPxsIAhiOawP3VRiqQlElWvtJO/HqhdI3ECbk52Hz19bZOw/dv/c8o31lLYxYtPmTe00e0Y2gs0xMl3H1xIui3KoFn42YPL+vtsVAVRlTCyNHN8uJ8/r06ONxcMctIU+66ItRnXVXYrU8VVSE4pgvx4FDbvOE9vV53GP5F++X7+1rMaeX2YzXdtE3QkW16Pe/HvIE0t+/m17XOHKAn5uTxeofzqk1g7RyMUd2vg8AcoV62rJ9W7+a6OVqBQCbd92ys+a+hR73EnlOXM1d7bYxxTLEZGirp3QzHqA13IVqXr4kxZnl19aLpoti8yS1wnYjree9Wat9wLguVG1zZrppDfdCWX5zw/1uxU3thi3dfojliLYO7sjqTSEwk2vO+RlPRICQXHNOhUl9ueMZpDaEGBIQUpDJDCdW+IOyHysVaVeKVgaZvBditkBnTrAVzWRPj0/rdsVqGQAoUfXNshfzXEY4M2tj000obAAI5DYK5iYhxKVu45uPOcNx0AzHRhLCOnXcG6InBiaGn/5l0p/6T2+OrRln7azBKydH3E/IfpqSn5JfvnBkRx/VhTvOJOeV1+1+OKb3xL465iFdhBKTXS7e0bAGAoVAm+n4vTX99S1kd5yeZmPzpcnXy2r/Q/25EWNslukpseTG6sYkcQqlaXXFlVBcE8O/AQD+nH7GzSrKtYmn1edxwK1pLrZ0dwAokqVLNUImiRNi2uYn9z+GE9vk4ehlhve/X5p1MCO6YQsRQbaEjpng9PoeEJ0Mt/N6xS9ToC2WE+5SCt5QfL8Jh/HtJ6PfGxNy6nrcg6gsldqgj08gIKEBjqMG+EX0cCOTX7eAREF2xYGfbljbm4xte1oqk0378cB8AHgZnXv24OPJ8yPWL/mrrKjpckfDGHcA+PX0Mnc/W9DLwdy7f+fdV2NapWbiJPteH7qPIOsqIt4S70JlOhkch627b4cGOU8ZFUwgIJU8cd0hD2eLrWsmHjj9rH9Pj7o55/6Tkd39HbVWe2W1+ElM9tGd7Sn20aWoMeXpwp+xf1L7R1jPISKNvjlVyuIY/t08STJfVaHCFBQCjUNuJPCcIopqh+GeUPNQu2FJc+xp9oZ/9j7f3oUTTjuGQzT/GQCUyIuaHBKphYmCWO32aOsJ7RDPISFUP+OJ8bwjsdV/ubAjEvhHyQR6sOmcdtwnl+IwzuGPWN7BBN7RRP4xC5qXM7vFAkYaDH3GS75ZFi3RyAFgnG34GNvedUcfVibeLo+1opkczb/Tx8zfgtb5yvfJwrxBDz5tvV8bYdIoY3r5jOnl0ymjrZwU8cH20zgOTBplzYyBI8Neq5/7XvmBhqVPEUAm2n/577LaAUCs5k+wW3m+eEemOMad3X2C7Sf6HxMCQuxuPOxx1enHVacn2H0CALH8m0J1FZlAGdixaJZqZXGS4D4AhJrWOudKFdkA4MIKJOmNLmsrq19cOZ//svV+7cLn7JZW+0x0CtgWNqaLbgAA4quLP3p2vqGeDBEh7Og5brRD5zx3HWGUvc+2lw9a79cadCIZAOSovlJrbkZmQaa2TmwTeybXisG2pLHN6Lqr6b0evFwtN3w0cvUHqriUoviUotzC6uLyGpFEIVeqKWQSk0Fh0qksBsXGkuvpbOHlYunpbMlidjSSsH3kZZSvWXAAw/A122dQ2lvmqbSQt3nVSVtH01lLB87/tJEMjtZzv+LbCcMn6xOPQnGsQiGwode6yfZk3zyS94BCII22DTGjGj2seHWqMDJbUrYjeAHJ4B/3thnu54u+YZFMh1gvaxL2UKHIuVn6cw/Tib6cgW0a8F9H7517q6VNBYD3T58Q4eqk3UYQ2L6uRQ1vT1fLrWvqldqkclVGTkV6TsXy9aciQt1uP06bPqaHMacN6ybfrTvn6mb53tyujYi9Xnao+h/1NHd2kG/jcqR3y088qjqHNXjDKlCpAm3kDX1efb1QmtHfcrKPURs8lMWyWjEHP07PtzMVtbOwodXmzZQrmqrUPeM91ka3W9Fsgox7tG/8QJMZWaK78bzD8bzDANDXchWD1E5ZQwJCDDVbaEb1yJc80WO1A8D2jFMKVD3PeQSbzJj5/PuGh55Xp2xOO97LzHetz+xVibu+SNr7U7elppR2Kpe3RKd73LuCbm62MwYGS+XKJWN6WRq/DkWCOqqUBYk1txu2RFjMdGW18zv2OtFgqiJZerEso0iWXizPAIBFrttnOH4dWXXuYeXx/bmrB1nOcWUF6Rmht9n4WP6Nl4KH7uzuXLLF/YqjADDAYmY7KjrXgeHopZLfUBw1oVjVBcagmBoACqQpSYIH1nRXI5IZhUDFABOreRWK/EJZWo4kcZrDGpOOufn/Y2SLqj94cqqhS5tEIOzsOX6E/VsRvmXP4vqbWCfzywgIQkQIJAKRQiBSiSQqkUQnkhkkMp1EZpAoTBKFSaKwyFS29h+FZkSmcih0DoVmRKYZU+kqDF345PSLyoLmlyATiFNdgua493Azav8Xsn1M+/k4iYAcW6HPUcWgU/r2cO3bo9FiqSEnvk7kUqWVrfHkBRGtusBborpC+PUHB2t4ktD+Xu02/Yc+2KBAVbcGbGSR6Jni0mP5D9lk+h89lriyrADgfedBX7888rQqbXPKubV+Osrb66QNhnuuJDZbHOXLGdjchJJqauSo+FrJthJZ6hDrpQ3VoF8PahQdsffvMEe7cBfHcCcHDr3T6qR0KUw65ffvpsvkqn0nIn899IBrxHiVXpKeU651wNfx6bK/d/yh2z9KoZCuXUroasPdlGJDIdBUmIJKoI+3/bDhoXsVJx9UnmnpxIaUyHOO5W+xZ3gMt57jxDTIa6L8R0+aTnytBk1zqsuFhdkVju6WppZdUifSjForiMtTVTc5lCSorTM1wGJIu2cvFAJzpN3WB2WbBKqCbqazfbhj232rWlzY/VqtovqFd21GsraCKZFQ+1q4UPxkd/al/hbdPveaTiIQNwUs/CJp78dxv34fsKAuiqZT6CKPe0s8Ts79eM+lb2cNHdvTt00nfjbF0Hq0rfLoVe4vlyIXDAsZFdK6ifO4sjZ9XIsdwzvcfFpn3UnnIkPFVYrCSmVhhigaAG6X/2VNd7FnePlx+w63/sCIXDsL7Ws+2Y/T93HVqRMF35tSbbyMejox/cyp9ixS0/UcGpE5xnbZ6cItZ4tqRXi9jHo2DHlvBwSEOMhydmTVuQBuvzqXvw8n/HHVaZGad6F4Z8unvo0aYm+KUplo7qMTQlV9zTgygfh774mDbd+iioQXh8zv4AjZouqlT8/miHTI4wy29VjXbagd819Wk/htwyfYceeppQCwadXJxzeaLk81T0797s/3e/Sp/45lJZd8s/yItYNpRQP9x9yMsmUTftv4x5ywAYaWoGKSqApUxVNKWCT62cKnGI4PsQrSWu0AQCYQN/rNeO/Z9htlccNsuoWYGLTaaajhrkSlt8p+JROofSx0WJAurB7zXHZdLP4+seaaDBWMs/vqNdvuKeWVhTWCwhrBmcRkAoL421j2dXHq4+IYaGtNfL2ZEIYjkSoLS/mv0kvvPU0XieXb104K9ne48SDlq62Xuvs5rFgwkPVP0turxBbFyAKCHJ49aZvGcDvoYz7Wj9v7ask+P07vhgVQpRrRo8pz2m0myWiw5QwPo+5sEleFKaQaYaEs82bZ31KNEABoRKbWB18ky9yXszaA22e49VwOuRWnL4dspkALAaBAltYLRnbVx2uNGyejdm28qNGgJBJx6cbxI6Z3vr4+h8zVbojUwobtMlRaIMsFAAJCCDbukJACl+IwwXF3R0ZoBxKNfEH0VrFa5stx6mnqCwA8pehWecwy9/HjbGtnm0Zk5vZuyzanHr9dHrvYtTMX3/8VHvc6skt5k3/8e2b/bqsn9zekf3mNePOZBxZc1ldT69c5s0qrcst5TSoU6kSiqckUv6jbRRDCSJuP3tp1rWfVF1KEkXZ0Ty+jnoOt5lrRXFqSYDemWI6z/XiY1YJU0bMcSUI8/3Z3k2H9LKY3/2jeRr0m2X92t/ywHJUEmwwZbDmn4x/fiennxGwUE2hCsVro+lNizf0KRb5AXSHVCFWYAsNRBEG05WypBAbxzclkvW0IVPL3Hx0vl9VXMKQQiLvCJw+wcXuDd9XpxFQVffDklETdVOOcQ6FtChk1zK4NdUnf0Sprtk9fs70+4dDA5NRb52J7DvRe8tXocd021DUqpCoAILUlWN+IzOApxXyV2JFpHl+TCwDni57H8bMn2YePtQ0lE4gMEvUD1yGbUs/uy74dEtp5hjsO2LXSbWJ11SCrxRyybkULKpE5xeH7C8XfZYqe3in7Y6h1i7rIXUFSSX12F4bjSSXlSSXlvz+JCrCxOjvvbVm4acIPv9/ILaz29bCeNSG0T4gbgYAAwNghAUMjvPediLzxIGXKqNazIb18bFVKfRFynQWXbDbLaU2TxlzJK/SftLb3HD+v86PTiSw6kcWlWFwu2att6W8x2YnpfbV0f7EsGwBeCiIzRHFDrWeGmY7Q82PpwvKvUBQCQLLgWQK7u34Byq7jr59uaDToH1dWLhvz86GfbnTccM+TNlVVrws0UmKKhkezJZnaQ9Y0W7FaDABsUifHk3QpLBL9VO8NDVtMqUYN81a1MIjUb/11pHb4GDnq0XbkkJl6jm4L+rClQwAQYuLVQdXIQ3dibsSmi2RKqUKlQTENimkwFAA2HLv93Yl7JCKBTCKy6BQjOm3p6F4Rfp1f2ZvDpD1LzXeybORLTi2sBAAv+9bV1lKEjxrmpAZwB5lTHfT0108FX7zwpzPvDeo2fZBBdcEAQCxT9l+xa3wfv3Vzh7TaebDlnMGWLWZl5JTwpm78e9enk8K8az8CjcgMNh6yckPWtIGL+o/vrfOsnWcfF5TXrJi8xcmqawvBmFPth1jN7dwxt4WN6awQ8yqFpOelXxq2pE7+gkp8A/lvMo1qweNTDZ3QVCJpT58pEVad//i8QR6X534YeaZ5bms3U9tfek2wfedofztYvkHH+ptMpgQAllF9TMcv6y/8sv6Cdvuno4t8g52anMIm0QGgRiUBgGqlEABCTT1i+Vk70i+eKHi0xmdKdxPXYdbBj6tS5rkMNvDeWn84ccBvlf6aLX7hzu7V3UTfSiIBIY6z++pE/urEmuu2DN/XGe+eWFKmsz3cualAx2vGwpR99/gKnYc2fTFeZzuNSv7ofUOFw2ztTVBUn+Zrl6LAasP9CQjRkdl0aT5VGKXGVNptD3Y3S5rDYtfNjyrP3as4iQOuxORXSvZzyRZeRi3G1PYxGxvLv6vGlDjg54p+yxInDLCcYt6gPuLrwdnbJul59ok/7gKAq087o+UasiX9m5YOYTim82iJvOjb1C8BgEM2DuJ2H2I5woz6+qRw39GcwkpBZknTuCYAwHFQo6gaReUqtUimKAVRtahRVsz47/7Kr2hRF+LYw4RjDxO0206WxhfXvd9STzqF3MPdLiqjUCCRc1l0AOCLZUm5pSQiwd229bjYQumrhrthphNa6mkIz1MLSqqEKPZvCvmITS9OK6hYPeP/XaXxLUGmUb3/6EQir6SuhU4k/9l3am9Lpzd3U51PfHXxksgzymZW+1yPkK8CB5MI7Q9VmLfrTClfdGvtAu3uqWdJ35+7v2xYryVDaz1N034+zqZR9n84GQCiMgv/vPsipbgCx8HHzuKDQaF9vJwajpZZVr325K2ccp6DGXf+wJAx3et/3+8n5/z1MDa9pIpCIgY4Wi8f3svHToc/92J0ypnnLwuqBXKV2syIOSzQY9nwXlQSCQCKecJfrj+NySmSKFS2JkYTQ/3m9OuujY3Qc+htQFs2lc2tT0RsNTnViMwAAL5KDABaJZmfgxcUyar/yr13qyxhRdy+lV5jg41dP/IYbc8wNJ+hVcMdv1K8OV302IruPtr2c50lWuqIqj4tQwUjbT67UbrDmNKZsaqtklRarrN9uPe/TB6hrSAIQia/MWmgulgXDEeLZBkOjPoFPiUqu1N+QrvtyPS2pDkAAAEhDLCcYstwO1m4XYnKQkyG6LHaAYBLMZ/h8NnRgs0YjuKAJwmeJAmeWNOcnFl+tnRXE6qlEcmURmSSCGQiQlJhCiUqV2JyJSqXaoSVyuIqRVGlslisqVnttbcjH/Pr32af2n0/L6Ns1Hu93l/1hsVthOqaR1V3o3hPPnBZ5s8x1Lv5jk5n/tCQGf2D2HQqi04lEQkkIuFZasGKvZc2zhw6OMhNqlTLFKpqkbRKKA1264TJnk6GBHs8Syt4+CrX2dJ49/Wo6MxCDMMBIGL1bmcrkxE9PKdFBFFIuld1S+X1IveWNOf2udv/uPD04PV6wb4dpx/tOP1oYoT/17MNdR11kJvRGafuJ3w2rX9di9aRX7d74NqLA9deAIC1qdHVzQvq2lEMyy6ptjXj2JgaAUDky7wVv11sPv7qGQOmDwzqqrt/xz9INap5j07EVRfXtTBIlP0R08LM278K9BZSKKlZpMtq/9i37wo/fYn+hjDY323zxYc5FTxXS1MAeJpeAADPMwu1hnuFUJJaXPH1xIEAcPdV9qrDV7F/9Njjckvici9snTVyRDdPbYtCrfnowKXSGhEAZJfzvjp+U6ZUTesdCACXYlLWnqzNaJer1E/S8uJzS46vmOFi2WjZ6sD9mJ3XIut2S/miQw9iKSTi8uG9MQz/YM+5En5tUGhuBf+nK481GLZgYIieQx3843QWBVkVALDti9M/7jcoySFXUk4jkgGAr5TUratnS8oEKmmYqUeVUhjHz9mRfgkABlkFfutvaJ3KVm0+xJ3dS46Kx9t/TW5ZFhcAeMrCp1VHuRTrvuZzZzn/bODlOwWhQlEsEDZvdzDmeluaN2//byAWydlG9JyscmPT11oavSHOTF8qkaFEZQBwvGDbCOu57qwgMoFWKEu/XnqIryoHAASQkdaNoiA82N0Wunx3u/zYaNvWK0x5GnVf7Prj+eI/tDEzAFCmyC9T5LfpPsXqGja5/WqDbC7jgzWjAWBy8PrImy/d/e1D+nn1GuJrbs1t34CuLEOzrHIktQkMtnR7iUYiVNd6apWYcn/uHxt9txpTunaV/x0tUcoXfbznEoNKZlApZBKBSCAoVBoA2Hjs9sZjjaRarmxo9P1vyYne1hh3ABgS5L7p1P3t5x+J5UoAYNOpYrkSQUCuUqcWVqQWVlyNTtu7fJLWH98YXIoK6nYcmO0Uxjbj6FCmE0jkC7ed5rLood4OHvbmJmyGCZvBpHemGGIdOSXVGYVVVEr9DxmbQY3bt1K73e/jXdMGBi3VFSpTXClUa1Afp1pPoaWJ7vR3S+M39nbtXOSo+mph6qOynNSa8mqFVIWhpjSmn7HVSHvvN24cSzWq9x+diG9gtQMAhUD8Lv62CtOoUFSFoSoMVWOoCtWgOGZEoZtSGa5GZn2tnPtbu1kz/h3Rg2oM/fDp2RplU1W6zwMGLvbupfOUNjHI323zxYeRafmulqYaFHuRXUinkJMKyqRKFZNKeZCcQ0CQwQFuGIZvvvDAz97y83H9PW3MNRhaWC344+bzTRcfDA1010oIZJZVjwz2OrR0ihGD9jg1d8OZO79cfzo+xJdIIPx8LZJKIq2bPLCfjyuVTLydlLXl0sPI9Lwmhvu9V9nethbfTBviZmUKAHmVNYv2nksqKAOA0hpRCV842N/t60kDjZn03Ar+50evx+YULxgYoudQx/8+HQdDsad3UsL6eyXH5X8yffeo6a1L5C2K/kOOqgDg77wHh/PuaxvnPt/ZvGedXqQhtO6s9eb09+b0r9tFcTURIaE4KtbwECAwSMYAoESlF4q+IyKk8XZfk9tSjL0J6aLHyYK74eazrOltyB9PK6/S2d7Pzandd/L288Unx4sKqtVqdNDQNuujdxZkAnWo1XtXSvYDgFhdc7pwZ/M+o2zm2zGa5hVZ053nOq818Cp2DPdl7tvTRC+iebfzpMkNdScNpEpZ3BHDvQ65VImhWHZyceyj9D3fXeoe4Tn5g36BvdqcNbXac52BPZfEzdZurPP5EQDEGvHT6oeXS89hOKrElA8qb0+0m653gHd0IUq1RqnW1EjkDRsRBMhEIoVMopKIZBKRSiaRW/B5A4AGxX678vTKi1S5Uu1h12Yvg1iupJJJYrnSz9Fq7YxBB25F30nI+nnh2B7udrHZxXuuRaUXV2499/DHuU2XiVSYEm/wHHFbyFxqlWkDgyb09UstqFiw5fTgHh5bFo8CALUG7bP8dw2K3Y+vz9a4//OHHFbni33FZhQp1ZppG48AwNId5wgEJGbvJ4acWFQpAAAP+9q/ubudWZ25/9/jXN7Ln149qJQ3qldfLhOVy0R3SzLfbFC1VKOa+/B4QoMIGS0ClVygkus8pUYpq1HKskXVt4rTiQgyxsF3uW9fZ/bb7sLY/uphuqCySWNnWe0AYMVl+9hZPknLm9u/e1xeiUypXjwkbO+dF9HZRQN8Xe8n5wQ52ZixmeklVRVCSYVQMuu3k01GyCyr9ra1AABbE86PM4ZpjfiRwV5Z5bz996LTSippZDJPLJs/oMe4kFrhrHEhPuNCdGjEHV8xQyhTxOQUP07Ny6+qySyt4ktk2oLT1sZsJwvju6+yn6TnD/JzHRfie+6z2dpyqnoOtY+1iw7FRequn91cVUbLsEk9Pvluos5TLh55JhbJl64bK+RLv11+dPcPVwAA+yc+EEUxuVQpkypNzNmkf975oaYeBdLKfGklg0S1Z5hVKgR8lcSDbRNk7GJMYdrQTe0ZZheKo66URLfJsGlzlMW1kp/yJHEMEpdJ4g6z+ZhB5Kgx5YXi7wTq8kn2G007kN6E4uonlX/XqEpMqfZtMtxTK5o+DFr6vOkA987iws3PmrTIZKp+g3wqy4WmZqyxk96k7nJP05EKVH6v4kTzrx2ZQBlt80EPk05YNCciRD9Obz9ObyUmL5RmFMky+KryGlWVSM1TYnI1ptLgKhzHCQiBgBAJQCQgRAqBSibQqAQahUDT4J1Z4u541Pq89LLbZ2Puno/9cnZ6cB+PpRvG2zq/jrUdNok93GoMESGeKz4BAGni5Ndw0XfoJMzTIeaXj1VqVKXR/tM8Tyv48dT9b2a2QQ7yj6vPDt+tra6VlNtUwr9VVh+4pvW1h3jYe9iaR2cUkYiEEA97Jo3S39+1l5fjxO//vpuQ9cOcEU1++8gEKgJInRYk3gE5QgqZdC8uGwCGh9aus5NJxMubFnxz6NaLtNpVMktjVldY7cVVgle5ZVuWjHa2MmmSnNoqlQIJANiY/ccTATEc/y7h9t9ZsXr6lEh1rFe/HiRq5fuPTjS32g0HxfGLBclXClNXBwz4wKvnWxML3ZRX/LIDGS+aNE536dZZVruWwQFuu29FSZWqp+n5xiz6/AEhfz2Ie55ZGOJqH5NTtGpMBADwJE1d/nVUi6RgCwDgaWNGbBBtr/Wai+VKreXtatV6DZDjkYnbrzxWadBGrTgOAEQC4cCSyduvPL6ZlHk9IeN6QoYlh/XRiPBxIT56DrXr7wHf/9lp5SxT4vMP/3pnwarhFtZcC2vu7ksfn9736PHNV79/e2nvpqsYhmvUKAAEhrluOlgfRfNj4OwoXsaq+IMuLMs9IUtj+FmfxO3X4NhHHqPrJiQzHCOulEQ/rkxZ6m6odF6bDfexdo2kRZSo9GzR+nJ55ni7r51Z3Vs9XfNPtmJznlYdrVGVMEnGvc0MDfTRklKmw3AnE4lhjvZtGuethcVu+pv32fIjRCIyeLh/z3APVhf8IraJ/haTfIxCn/Ou50heClXVBIRoTLHwZHfvZTbKiNy6F2TgkM3373xp4LWoBLo7O8idHdShO+4YCIK4eNssWTdu5kdDjv5y+8qxZ0tGbl+8duzombrFKzoFHPA6+Z0wk3Ct4V6l1D1lfcfrgUwkkonEumCRPGM+APDELf4uNgHFsGMP4k3YjD3LJ1lyWd+fvHsnIUtuWCFxAHieVpBcUD5rYPCVqNQ7CZkDAlyFMoXWatd2oJJJ7jZmpXyhBkPJxEZefwQQLsWqRlWb01+30Q5Uas31qDQjJi3c37mu8VJk8ou0Qldb0wWjwoLcbE3YzWN1OoHDN2PZDFoff+eSqlrTU61B5285lZpfUdenLsYdAGYN7b5ySm0ksUiqAABz7pssQvka2PHqoX6r/Q0iUMkXPD6V2AGrvQ4UxzYn3YuuKvyt90SaLj2cOVfPPi7K13nu5v7Dpns3DRX75O41Iyrt276DOn5vWra8vF8XU64lwMRmY/dhLfVvH4P83H69/vRFVlFken5fL2cGlRziZheVWdjNyQbFsMH+bgDAYdAAYPnw3ouHtBjpUSYQN9zNLK0CADM2U/sRcsp1aM83pLRGtOXSQ0cz4wmhvramHHM209bUaO7vp+s6WHBYW2aNXDUm4mp8+r2XWcnFFetO3QpytnE04+o51P6/S2eQFJU7bGL3sTNrJ1osI/r8VcPnrxre6onGZBYACNUyAAgxcQ/gOr0U5O/MuPypV63WixmVDQBVyjbMnzuU11gqT79askWDqWc4bbWht1LvgwAEABCqK3QeTRc9jqo+A4CMtFlFJbbtZZpeqSNUpputNYPyXxDHPX38uVKh7hHm6u5pTSLVToKnz+p9/27y7l/u/L7jlr2j6cHj+pTvXgMWNPtxtos7d0yBUPbV2jMfLh7k71crI3P6zAs+X7pk8Rurzos3fvOyuYwPN4wPH+6/deXxPzZcSE8sXLl5KpHYmRUMqASqElMCgEQjrhOCZJBqHxAV1lQG+B2vmZSCisP3Yl/mldVI5KZGDAD45VLk2chXE8P9pvYNZNP1xQ2W14hVGrS3t6OHrRkAjOvpeychK6VAd559c+4kZALArAHBGhQ7+Shx9/XnADA4qFE6fjFPYMllN7HatTgwfOvs9WxxLFjj+rUHWuJaVJpAIp8zrEfDLFgKmQgAH03s0zegC4X8yCTizMHBtH8C3J++yvvp5MPfP5nYJDB9+c7zKIbv/nRSw0alWgMADOp/4TeiJZ5X5O9Je9awxZlt8mXgoF6WThiOv6gs2PHqUYbwzUz+i6XCeY9O5Ip1mIAEBAkytQ00sfE1tvLkWnApdA6FRiOSpBqVVK0qkQkzhVXx1cV3SzLFjXXQ75dmLX169s8+U3Vqs3zSo/cnIU19K0NP/dXqrYYf/bNELGrSuKX/sGnNzP2WeFqR97wiv2ELg0T+tdcEMqENcuCG4GJp4mxhcjE6JausevHgMADo5+Pyw/n7J58m+dtbWXHZAOBlY27MpO+7F23KZgzyd2PRKOklVT+ev8+XyE9/OlNr1meUVG279GjewB40Muneq+yjTxLM2EwPGzMcB2Mm/Vhkopu1WX8fFzKRGJtb/NWJm4P83DZMqV9aL+IJMQwPcrKeGObHoJJL+aIjj+KLeUIugwYAL7IKPz96Y1yIz5x+we/36z4pzG/XrefHIxMrBOLyGlFLh96g4X7t1fetd2oZYwoTAISqWofON/4zFsfsOlf0rEzOn+08wIpmfCT/AQA4MdsQr9hOw12i4T+vOp4kuOXPHdLfYoEhprYR2RIAcsTRClRMa1QIE4/lX3pQvg8AH2D5gSFu+4ZoMCyPp0NbLdjepk3jvLXcuf4yP6/q7wOPSSSClTWXY8wkEQlyuaqsVICiGEJA3Nz/ZbWy12049/RZo7CzgUM2N9w9sG+Bs5M5l8OYO7vPxm8vbPphisdb/BkDwlx/ufDxV3P33bsQp5CpvvxlJqnlmOa2wiEbVyrLAaBSUc5m1Rru/H+qq9IIXeLIfDuRSQ/JZedZ7I+otKFv+l5quRWfsebQjTpHWilPBAAmbEYJT/jb5aeH7sR+OKrXjIggbYmG5lhwWSQiIS67pKhaQKeQ/74XBwDlNWKdnZuTkFNqb8a1MmZPDg84+SjxeVoBkUDo5mr7yZ+XYzKLrE3Y/fxcs0t5k/sE6Dzdm9M3SXBXuy1UV6QJI705fdv08QFApUEPXIsmEghTBgQ2bB8X7vfn5ajrUekdMdw3HLrFZdEXje7ZUmLr5zMGAACOw8vcUgDIL6/5eflYA9NJtZEAetIP/gNsf/WwoafBhW16ZvBcLqX2pTHY1iPcynnBo5Mvqlos8NdFpAoq5j86WaWQNGkPNLGZ4OQ/3N7LnKbjP9GITDMi06wZRj3M7N9zDVZj6KWC5B2vHlXI6x+ZR2U5a2Ovbw4d3fz0nbHPdsY+a97eKk9nLQKAKRdP9LJx+DQ0HAAGnjjYptiyo9lxTVo+9e9vz+K242ZaZZC/2/570UQCobenI/xjuMfnlXw6uvbpJhEJq8f1+/rEzW/O3P3mzN26E+cN6KG12gEgzN3hVlLm349ri3YjCHwxvp/2kVk5uu/6U7e/On6z7kQKiTimRyO/rZeNOZtOvRCdciE6RdtCJBBM2QypUg0A/g7WNArp0IPYQw/q14LsTDmBjtYohrd0qNP+QK8dYwrLnW1Tl3tqQeP+HPzBl4mHn1WnP6tO1zaSCcTlHqMMH7OthjteKH2ZLLybIYp0ZAa+57TNhm5oiS8nVjcjsoVIXXm68OuBlossaK4ori6QJsbwzpfJMwCQfhbzQ0wntT5QY/L5NRpMR1B/sN1bZLjXyOQ8mczNrPXIsOb8eWRxYUF1RmpJbnaloEYqFMrlchWHy3D3tHb3tOoZ7m5qplsP4a3lu29q/5dPn40uLOR99mmLAothoa4rVwzLyChbsvSvusbTZ6MBYMdP7wUFvi1KYaaWnG0nl3427Y+nt179+vXZT7d0Wt14F5ab1nCP5j+r06KJ49cu/VvTO/9LLuAvwjCBEWcjidzOsMJacDWGSzC0HEULNeostTpVo37J5myk0tqZ86BWvVKr4jCsbfG4nfZxdPHnjRcYjn85ZcDgIHcTNuPSi5Rvjt35fHJ/b3uLPdef34jN2Hb24fWYtC3zRtnpiqUmE4nv9e/29724MRsPNWw08OoVArG/kzUAuNmYdnezjcsu6R/gsv38oxcZhQCQXcrLLuXBPyvjzXFlBZtTHauUBdrdO+X7HFmBDGLbBDqO34kv44kmRvjbmBqpNOhfN2KuR6WV88UsOgUHuBeXVcEXtyTYop+4jOKrz1KtTY2WtVA+ScuTl7l7Lj3XTo1mDgnWoFj3hbo1zbov/JlFpz76dal2l0EjA4C6SQzuf4jUmvImseObQkfVWe1a6ETyL70nDLy2W6ZpMYS103lakfdh5Flp4yv2tXL50Lt3mEUb0tLIBOJk58AR9t4fRp59WpFX134mL2m8k3/PtgzVEP8Dv4lVtY78v5MTFgb2+Lp3fwBQoVjDGXiT1Vc98JWy+6WNHFXObJM57l2VmaY13IOcrLXLfdbGbHdrs6yy6qGB9WtxY7p7GzPphx7EphRVYDjuaM6d0jNgau/6GT6NQvp9wfi1J2/lVfI9bcyXDe8d7ln795wQ6suiUQ49iM0sraaSSQGOVouHhAU5Nfol4jBoexZO2HH1SXpJFYGAhLjaLRocdvdV9qEHsTyxzJTNOPjh5F23ol5kFdZI5aZsRh8v5w+H9qSSSQCg51BzJp0+bmfE6e/kHOHoZEpn6OzzxiETSH/1bFTMx4lpcaTXyjvlidG8LLFabsswnWTf25HZhjS51g13DNfwVcVl8sx8aUKR9JUR2dyFFTLfdTeH3DYnKAmhjLP76nTh1+XyrOP5qxseYpFMhtmscGW1p6J7dhVfZ3uQrY4p2pdXbldKJD3sbXs42PpaWTApnaNQhuG4UKGQKFV8qZwnk1VLZRViSblIXC6WlApFxQKRXK12NjW+teT9dgyOIODoZOboZKgy/78IFMWoVN3fQI0GW7P2tLmZ0YL5EaYmrDGju8FbECqjJ4XPiMv49sCCFRN+vXMu1tXHdtzcPp1ywVCT3lG8SAB4Wv3In9PNjxNYKMu7XXFde9TXKFDv2e0B1eSp1SkAugN+ZNIjMukhrsl+EqklTypWXmLf0l8KRdsdz6pRq+IBgExp20fu8MfRh1qDEhDE1pRjxKRViaTXY9IRBHwcLB3MuZveHzk2zHfDsdspBRU/nLq3e5lumYIV4/owaZQLz5LlSnVfP+frsenObaniqUFRAFCqNUXVQgAYGOj29eGbPg6WfyydcPxhwr6bLwDgwO1oDYqunNBcJRoZYr3weH6tuJNYwz9T+N0Mx+8oemV/G5Jfzt97JYpBoywa0xMAtp14cP5xbVGnGnGtHsjk9YdnD+sxZ1gPGkX3k84T6UgJ4Aml6w/eBIDPZwygtFynIq2g4tdzkR+MDnOzMZu68W8AcLIyub514We7Lk+KCBjft1ZuS2eojAWXBQAimXLpjnOutmarpvUz8FP/W3hSntdw19fYqoeZjqQvcxpropN/E5dwkVTgZtQlvziXC1I+j76iLUNTx/puQ+d6tFPvj0miHIiYNuP+kYazlG/jb18fvrBht79HTzZwwFcLaou+5wlqhp3+K9yu1mDVYCilQWSL4R73J+W5TXyLy337EpHOjKhsiJ+95avtjfSRzn82u3m3Pl5OTSou1XFqZW2S4dlVs3R2GBLgPiRAR4WcuhMBIMDR+q9lUxse9bW3XDEyXLtta8L5YYbu+H49h5pQJhYnlJcllJddyUxHAPwsLPs7OfdzdA6ysu6IEM3rgUwgjbTpMdKmnfO3Vgz3bPGL22W/mVDtbOjevv9j76zjmzq7OH5u3JOm7u5UKJS2uBV316HDYWzIDNsGY/iwMWS4u3vxttBSd3e3NO55/0iXpmnaJhVkL99P/7j3uc+1NLn3POc553fo/QebL8ehWj+sMSe6znH4613l5Wzue460CovCm+DtXWm9vBiDWy0imVmpJUjOjslgELW8fqr5/DfZeW+y65xMJlSKA9PAwYhpSacxSURDMsmQRDIgEfAYDA6NxmHQWDQag0LJFAqxVCaUSPgSiUzbOHvBpZutu/j/cwQC8Y2bUTdu1r8zvv1msNJGx2BQf2yZdO165I2bUfPnfh7vVDMr5sqtE39ddPLYH3f9erpYO7ZDZVMPmpcTxTWTmyZVSA9k7iRjKHwpT6kBQkATehr1bfspNJDLqwDQGIyj1q1SaYZUksrjHKAb7G7iACgU2lguq0QQHIKioVGmaIy9WPRCLmdjsO4EQsupPOqIRW+qKxs8/SvL+gIAiTydxtihyxHafDvNMaO/3++Xni3/+6aqZZi/m40xQ7kc5G578fvp6888Wj2+yS8wGoVaODRw4dBAADj84K1crhjsp6uglrUxIzGvLL+Cderp+3IWt6eHnZUhHQC6uVhnl1Sdex6NQpA1E/ruu/XmamjCVwO7GlI1H932ZF9/5sjI6jvK1UJ+yrncHydYr6NidZobpJEJA/ycOjtbGjMocoXiwbtUC0Pan8vH2JoZcPii7w7eis8qQaFQh2+H3wtP2Th7kJ9Lg0JUBBwGQSAxp0QgkhDVYs2LKmpXHrhVWs2Z0t+3t09zAyp3W9Mrv3wFAFlF9W8BAyrRz8Xqt9NPWDzB7CFNmoP25oYA8Dou+11Kvr+b9feH77F5wn0rxrQYPLPlzNPc0uqDK8c1M6L4FEhiNUiWaKb+aDdjGw3D/WVJVkcY7odTwnfEP1N/gyIAG/0Gz2yb+xmLQv/RbcSwh0dUb+e02vJUVrkbwwQAup78q1LQcr74GGf3PwfWxyqwRaKlT+4Mc3C5k5nKEYtGOrlJ5HICpjX/8aiG+vSGBPII6/af/fs/5E1BnmpZAZBQXpZQXrY/4i2DQFjUtdsCv09C+r2DaOGL6EQNcKK2LDKvOzSsSbD5snY8oNYAd1cT7ZMOYlmDgX45h1vO4b7NK2jH6/mC7lRVcX/6YeTAAXXaeWu+v0gm14/f0GjUpIkBADBj1t/FxSxVuzJUBotFP7rfYN7mUyBooGffkZ1f3InZv/7a9nbKGJ5rv2hb6i+1EhYA8KR1UaEIINNs5tCw7S9mp1AIUSgqINqT9ijUFQLeeYHgGoW2Bo3WHndoYharvsqp3SSXs3G4bgzD0yiUfpEYKLT2WCCZrLKmaqZCIcHhA7DYzmi0CYJiolBMBNGcQ2v77TTDpF4+RjTy8ceR2aVVOCxmUGeXb8c2CBNnUkkHl4xt8TgsruDwg7cXX8W6WBqNDtJVSnJ0oOf2qy9G/XICAOhkwrqpA/FYDBaNPvn0/cmn7wHgm9E9p/bxxWPQdDKxsdWuZKDZ/CpxUTa3Lpi1WJBxNGvZQLN53oyWI5qYVNLm+XVxbigEwaLRCArBYdEyuTw0MScxp9SMSb24ceaB62+uvoz/Zt+N+9u/ppLqf+BYDLqLq/X71IIfjtz7ZnwvKxNGSRX7XnjKuSdRQrF0kL/rKrV6qLqDw6C/ndibiMceuP7G1dokyFN7yIS9BZNBIV59GY9GoUb36vRg59VqDr+ylmdiQEE3W3b+dXxOBYtbUcuz/LSlJKsbFvqxaLpKER2nmSrzvrJgnmt7vvcFMskPEXfv5ierNyIAm7sOm+LYDuWfnWhG/sY2b8vrLblHhalKw/397CWHYt69yM+9NHoyALBFIu/j+29PmOFt3GTIQAmXs+DhzXIet6+N/bmkuCV+AQDAEYvo+DpvoAIUuvvc0xum/w6xctOaO/sFfXmdn6u1nSUUmlM+s/hhffmkfQa6kM9iNW50NdHuLRD9dyMaP0fS0kpmzawPKeFwhIaNqsAe/Ovp92tGeHWySs8o3bDx+oVzi5GPNwumS1zj7FVDU2Pzv/q23XS+mDijH9x+uVJ4Lo4VJVPIAMCCaDnWcooX3be9TqGOQiFGoZqM1kChjEjkmTzuYQHvPIW2qsWjcdhbedwjeEIwg3kYQfTWLcVgHEwt8gCErOplIuETusEuImkqAADIy4pdFQqeWPRK1RmH82ca3+rQ22lMfx+n/j56V+BSp7KWN+KX40Kx1MqI/teScbrHuE/u7ZNRVPkgKtXJ3GjDtIFmBlQA+GFSv/13QikE3MKhgSMDPABgXI/mtC9QCHqi9bqrBb9nceuywQQyzp2iP+NYT/sYz7Ah61HcbWQPj3NPosf8fOLfIyOrp/SlkvA/zhjgYGEokcrUrXYla6f2m7ft0pv4nDfx9XEdKBQyf3jAwtFBbZnvXjgyKKe4Cte0+xyFID297e+GJXdzt2FSSaZMalZx1Ygf/mnc8+uRgYtG1YttG9HJFSxuaRXnEzfcxbIGuqKopmMzOBKhRktidevlQRtTwGUtCr2iUXsIhSB/+I8Yb689c7oV9DV3UjfcczgNYmjfFRfYHdqpWr2Znjzq6lnVaqCF9cXRdYlJD7LT1716WisSSuXyv6LfTXLzsqcbyBSKKgHflFz3ehJIJDidBWE0RlBBrQ2+b8y6m4+LaznHZ+mUGSiTy2v4gqyK6riCkrc5BX42Fsv6taeE/AdGJJM+z83RusmAQBzsqCWS57/EZ2+451WzGjc2ZbhrPMu+8BFJTikmELAmJvV+oOISlqVFg/qmfL742YuUr2b2BICr1yIHBXcSi2Wr1l6YO7uXX2e7D3zBOmJqZXD0yZp2FJYBAAMcc4HDcrFcXCupIaCJKl3IjgEBpLnHApE8ncc9LOBfotC+a1ZAUMGp/YXHPYJC0QGQyrLucnkVgmISCAPJ1O90d28jCFahEIpFrwDB4gmqPGaUsdk7Pvcol7NP5frC4rS67trrdjoKIzp5el8/gViyZHgQpVn5SA3QKNTG6cEbpwerN47v4TW+WUu9MRgUbpLN+hflp8Mrr6s+zHxe4hneD2YEx66GI12pgQR0y1Ity8f1JOKwd8OT2Tyhi7XJglGBqnJIk/v7at3F0cLw7Lppf98Kf5ucx+GLjOjkQE/baQP9HC1ak8evDoLAtkV10iI8oZhJ0zLhMLmf792w5L6+jgCwZmq/A9fepOSVVXP4IokUQRAcBk3C48hEXDe3BknwhnQSAKTkl3VxtdL9en499Xjx6O7GDJ0Ub9oFJr6B1BtLpL0KKQCkNCrnWcJnS+SydhErfFWavTL8Rq24wdgAjaD2BI4ebtOeESPmDacU1KVmACDAwlrd4z7GxYOGI2Syqg8Ej5h2+/JAu7qxd2pV5Z7IsI09+t/JSrWh0TubmB+MfpdcWY4giFQu72RcJ9jHFot0T5DjShqk4bZjDBIGjdYQXNdKEYs9ZO8JDAplSqN4W5q9zMiVy+WrB+khISWWyqp4/AoOr4hVW1Bdm1NZk1lRRSMQ/pmlPXXnA/A6L48n1p5RPdbNA6ez++Mz5fM23DkiEUug6S0AAGfjLx53/XiZmfPHk1e+lubelmY+lmauJkbNzxe3EaFQsnf/43lzestk8sLCahMTWlZ2OR6HMWqokHP5yruuXezJZHxmVlloWMaZkwvxeMzC+X3Xbbi2d88Muw+esLvh79mgg9O9fa12FTgUzhjfytL0uoMgJIVcU6ZNHQzGCYfrJhZHiEXhOHxTih+y2po1Av5FAJDLa0XCx8pWhayMzzsnFNw3MDyve5qpgH9boRDhCcEoFEPVKJUkKq12Enk6kTQFjXFGobRMj7bT7XQsy0f1+CjnVYFC0P1N59iSvW4X7ubL6iWrS4VZd4v+vI+grUmeztRulkQXU4JjU/lIWAx68Zjui5sVgWmMlTFDFW/TvuSV1czfdlmuUNDJhOXjtJgpHnamUUfr0vhsTBjbF2vREGyMUq3/4bu0GcG6KhfzheLboUnR6UU3t7RbHccWsaM2cIJohLyr86gwVaNFAVAm4FqR2zql8HdK2K6EFxqFh3Ao9P7u4wZa6lEcXReo2AZfS2nDSt4aHncAmO7pM+jSybXPH2XWVB0eUlcKx83Q6PHk2QBwJysVh0KPcHIb4eQGABteh/iZWjDwBAAQyaR8icSIqGu1GTKmgYlPxLSPJAYAOBgxb8Umy+Ty5l/WlgxawsY6VZNNd0JEEunRr8Z6mLeQgnXkVcShl+8IWAwaQeGxGCoeRyMS4gtLAWB2d785PbrYMBntdB+t4V5GWlObpnq12zTOJ8vnbbgXsjTLIgAAGkGsGNpdkpoFeL/wL4UsdnZldXZl9fW4JACYG9jl++DGMhTtQ3ZOxc7d93v3cu3m76BQwI7dDwryq0Ri6YL5fdW7pWeUXr8ZdfTvOTt23X/0OIFMxv/482U2R8hmCwQC8c7d9w/s+6qDrrApggbqGn/8+YJC0WWyFnSd8cTBYnGESPhMq6WrkLNZNYtEwhcolCGRPI1ACEZjXBCEKJdXSCUJPO4RsSicVT3HyPQ1guj08uPzjgMAiTxdvVEsjlFa7c1nqbb9dv5/cKR0XeR8+E3FxajqezJF/eSkXCHL48Xn8eIBAEFQXQ2GDzJv52prbcTR0lBlgquwNTV4srv9r9OASgKAlLyyp+/TB3bVyfqMSi9UKMDeXA+9oLbTz9zpaOpb1eqrkiyWWMBoFM5+Lz85k13ZePe2C0TmcqoPpYRpWO0kDO5Iz4lBjTJl+VLJtZy4kOKMFFYZSyygYPDGRIov06KnmcMgK1dd4lLYDQN+mPgGcywqj3sWq3rAheMAYEwiz/by2xMZ+n1gbyquuZmusKL888lxKl2ach4PAMwpuk6eWFEY6nWmWGJ+20dESjrbWAgl0pj8EgAIz85PLC5LLanYO2WEr7X2+cwdj15djUrYN2Wkv13Lk0ULendb0Lte6E+uUPx691lqacWh6aO72Fo2s+MHoFYkfJiZoXVToJW1o0E7/ND4EkmNUGBJ7dDJ7dbzeRvuxbVaDHczGrWp5A+J7EMY7hgUCodB49BoHAaDQ6PxGDQBg3Ew/KBPbX0pbjgEMqN11JQuq5a/bfvdyZMC+/dzBwAEgQN7tYhVAcCTJ4lLFg8wNaV/v2b492sa1CYQCiU//HS5qppryPxwU8//J6AxtlJppkxWjG4iMRQAcPieACASvaDCOo1NMmluTdVsqTQdT+jLYP6DIPWGAhptgUZb4AnB1ZWTxKIwoeA+kTSxxesRiV5KJSlotJWGADwe35ML26TSvKZ2bJfb+X+DiKYGm33tzxz5quJ8cu1rmUKi0QENGH/DUR/l2j4RDKh1X+ldl152c7ehkVvO3HgRmwUA3TvZdeiFadDV2MaRZpjFrjMZhTLpb9GPdwWOVu+TzanaEPVQ297tgB2VeaL3lFkvL6jGAAZ40vHek72Zmr/E58WZP0beU6/HxBILWGJBRm3FlZw4Bo4407nrArcgEqa5MrcZtQ2GH0ZqkUJyBZTzub+FPQ8vKuCKRQAgkckPRr87Ghc53tXzQFQ4gGJWJz8SVsvxr6UlrXv19MfAPl3MLDJqqiwo1PelRWQszoKiq0nnZWD+qiRLtZpYXdrJoH3KCVkb0NEo5KsTl60Y9D6u9hP8OjmZGDblCN/28NXJsCgAWHr+NgAwycQgB5tVg3qZ03XK4zzwPPx2XMr5+ZPdzPSQG+8gbqQmi5oIe/7KuzW5zgqAEg47tbIyubI8paIipbIij1Uz2Mn5r2Gf6LPu8zbcSzlaJsGtDZoczj5aPLtWIGQLRRyRiCcWC8RSvkQilEhEUplYJhPLpBKZXCKTSWRymUIukyvkCoVcoVAoFCq3wZ3EVKFU8xuzd9zwXg52aBQKi0a1b8J4WQkrL7eyW1Cbst90oajhEMiC3lEDTQaddPiQTvPFS5c0qWtBIGD/3D29qa0fjNtnQgFg1MzWxDlUizJu5s2Z5fwM3UgI5eOCwTiJIEQqSW/G0sViPRGEIpWkKBRcBKkfOwkFt2tr1igUHDyhL4N5AkG0+rFQBOIosShMKk3X4XIU3NqtAECmLNDQYsfiumCwrmJRqExWiEY36UBqy+3838LAmY2y/C7Y7Ot4VkhszaNKUb3uVk/jyQa4z7iKYdthUOoM93IWd9OJx7uWjmo+h5YrED2OSMNh0IO6un6I6/sXNIL84DPg69eXVS038xJ5Uslyz57OdONaseBhQeruhJfsRpmpSug4vVPJG+NnZHW895S5ry7wpRJrMuNEn6n2VE0H1o3chLURd+RNhyCyxIL9Sa8vZ8du9R/ex1y7risAhJfnqq/6GlkCgEyhWPToVrWAH2zn1NXMcmnnAAwK7X18/82M5BxWze3xMxwYzPk+XXe+e1PIYW/pHaxxzIyaqqNx7w8OGtnf1kGmUKx9/jC9ukoBioW+3XTPnO5v4XQw+Y1q9UFhSrsI6UTlFa24eMfX2uKbAd2b96DL5PKfbz55lJQ+t0eXwZ4utoYMPAaTU1l98MXbiX+fv7FkhjG1hZnPwpraI68ifhra71Ow2uUKxbn4OK2bLKi0YMcWjCWJTFbO5xXU1uayavJqWbkslnKhsV3HFona54o7gM/ccGdrycywZjRpuOPQaGMK2Ziia3RaY55nZDf+B5NxOAq+Q8yvn1ZfpDNIH8JwZ2kY7v9xNaV24dAvN6G1hnuLFPEjU1jX+pptCi/fRcQwuxotflGyycNgIh5FfV6yYYztiQ7KpMTiugCARByJJ/RVNXJqfwNAyNTFKJQyaxCFxlhLJSlSSSYW56vsI5dXs1lrFQoOnhDMYB5VKARs1hqR8DEgRBwugExdisXWJU0qFHwAUHfGN4WAf0UiiUejzYjkrwBAIWdzOfuEwgdyWSGC0ACkAAoB7yKFtrrdb+cLRDQ1wHBMgOGYKlFhNjc6ixvNl9UGGeld3Po/BoNc/719GZf1x/lnP05vriTchacxfJFkWKA7ndIOprBe9LdwXuLR46/kUFXLk6K0J0VNBgerQ2sPwx0A/I2tj/WavD/5zd7AMYYEzTdvDqf6p8h7zVjtKsoEnHmvLi726LHKq2/jrXncmpiGcuk9TO0BAI0gR4eM0eicu7jB48Ld0PifYZqaraq9Hk6apVxAI8iNca3xFvkaWroxTFSiOm9Kc+KrixtPO+hFJZe38OzNIZ4uv40Obn4EUc0TfHv5bm4l6/TcSV6W9SlS7uYmeyePCNx66HZcyryeLejo309IoxLwk7rql/XeQTzKysiq0V52c5ZP51qhsFYkZAmFtSIhWyisFYmqBfwyHq+Uyynn8Uq5nBqBQEchzy+Ge0dRps3j3ha7/FNjwtTAD1MDLKuy/peAQhAHo086sKd5BBLp29z85JLyjIqqnKoalkDAE0n4YjEWjSbjcWY0qh2T4W1pFmhn7Wb6kf0HpzIavPKZeKcxtieVy2ZE3/jq0+8q9ilX46rPlAnie5r9UCaIF8pYHad/gsMHAaBFomcUUMnkywX8q3J5BRbXmUCsi1nCYFwQwADUD2JRKCbd4IBQcIvO2A0ItrZmqVBwDwAA2ELBbaHgPo3xC4k8B0AhFNwCACy2heRUubyCU7sRACi0nxAEByCtrpwgkSQqtyoUdTEAXM5usegNhbZaGfHSXrfzBRWGeCtDvNX/eYSMCioZDwDDg9xfxmZzBaKrL+IUCsX30/ppTRDMKak+/iASjUIpi8t+eFZ59ZUp5IdTwvXay5hAIaKbi0vRiwAT24AmNBCPpoaL1aqoMvGkX7sM6WXmIJHLoioLz2ZGvS7NVm1VAPyVHForFv7SZYjG429/0mt1a8yHadGMbv2HZ4lHzxVh11WrP79/cH3g7LaI9tyNT5UrFOuG92vROniZng0AVxZN5YslE/4+n11Z7WNlvnpQT08LUzQKRcLhdJFXLufwnE2MMOj2jCaYe+t6Xi3LkkazpNIsqDRLKs2cSiFjcUQMlojFErEYIgZLwGAQBJHJ5WKZTCyTCaVSgVRyMPJdU8fc+ubl1jcv2+sK2SLtk1Gt4LvofwBgt9+89jrgBzLcj6dFbI5+qlq1JNNfjFzCl4p5UnG1kF8p5BXxanM41Sms8gJuzbn+0y11y96o4mmpiGZM/u8Y7tcvvjO3NBg8vEkTJz215NG9uOWr9CtIqUFxLUddWcne0ICoLdrvE0cqlz9ITr8VnxKRVyhqNCsCADKpVCiVVvH4SSVl95LSAMCKQZ/k12myn7fWOrsfgGZCZdAItpfpz2/L9+DQVJlCXMF/P8DidwxCqBUX0LB66NDpCwpliMP3EIteS6VZyoKjImGIXF6BRlsRiPVfMwbzUON98YSBqkh0kfAZgpCMTEIQhMDnn+Ny9rJZ69BoS5HwhUQch8bYqbvAm7gSJpn6rUQcSSRNAACR8IVEkohG2zAMj2Aw7goFl8vezuedQqFoYnFEdeUkAnEolf4rGm3Z8CCtv50v/GeQyGS6C+Q3D41EAABzQ9q2hcOX77shlyuuvYzPKanaMGuQtQlDvWdZNeebfTfFEumsIV01Nn1I1nr39zO02hzzpIDH0toBi0J3MbJSF0H3NfxA2Ycv1IK/AeCPbiMGWNQpcA+0dBlo6fKoMPXHyHvqapLnMqOMCOQVnvUyQWFluTdzE9SPs8TjI8s0aTDc2v28ia3qE06uKf0x8t6OgFGt9r6IpDI6kYDXoZLr2M6eYzt7AsDaqw8IWMyz7+YffR0x45/Lp+ZMrODwqni8nk4t68p7Wpg8SsqQyuTtaLsLpJIcVk0OS0sBzU+EWmG7edzfVekSF6oH+hnuz4oy57+6fKbf1B5m9nrtONe121zXbuotexJe/ZP6jo4jMnCEUgEXjSCzXfwXugf6GVk1n4OiTjVfizatEUV7jcDPkd93Ty0vrZVK5RiMlh9MbS1/049XXN3bNOkGAFmVVeqr6kJRbKEwprAkpqAkurDYiEzaPW5YG8/VEQil0lPvos9ExFZweXrtWMiq3f0s9Eho5Nfd/ecFdWmvV3u7cCK9twIaKJrdzp/vRh8tlLFKBbHH0+u8y2gEP8s5pH1PTSJPE4te8blHaIxtAMDj/AUAZOpSAD0+HwRFk8vKhILbRNIkMmUJAHDZO2uqZgMAghAZBgd0OBqaTFkAsEC5IpOVAgCBOAKL9QYABDGQSrMAgG6wDwDLrv1ZKHggkxYamjzqiNv5wudINYe/5/brkLhMnkjMpJL6eDosHhpk2jYxdQoRBwAcvijQ03bDrODNp59KZfLo9KJJG0+P6dVpRJCHo6URVyB6Fp359+2wWq7Q095syZiPbEcOtHTpa+50ryD5aVF6QnVJhZArVygM8CQXunF3U7vRtp1u5CaoG+5+Rh/CcJcrFOoJqQAQZGKn0WewlZsjzeirF+fVddn3Jb7yNbTsbeYAADmc6uVh19Xd7d5MiwHtrTXZdnYFjBr+6BhLXGex3MhNQCHI712Hty4pbrSvx6mw6OUXbo/18/QwN2EQCSgUUsziJBSVXolK2DRygKOxZiUEExolPLsgv5q1vH/3mIKSZRduswWitYN7u5i2rKo80tv9YmT87w9erB/e/+PVP/zQcMQixUcp7aEDbfK4Vwp5a9/etacxv/ftr3shMSXfevX+1qtOcHBF6M0SAXuJp95abFoN9/9SqIyxCW3dmosB3Z3nLuzXeOuf2+4jCLLqR53kh5sho6KB4c4Riv548iqjojKrorpELYvA9qPqtjbFk9TMrU9eFmkTBtURrki853no/eS0XWOGOZu0tfJL8zwv2ZjDqbez1UNlAoxXeBpMUq3OdH4cV3U6l/uSgbMhYYzKBUmujNFO1MEXs8f4ML/qYrSgRpxzO2/uV85P2v0iCcQRGIwjn3eBQBwplWaLxe8TiECEAAEAAElEQVTQGHsSaZpeB6FQlrNr13HYWznsrertKLQpg3kEi/PT96owGHsAEArvE0kT0BhLPve0WPQGhTLG4XsjCMEQ97C2ZgWF+k0H3c7HQgGKpNq8Z2Xxcazsf7qt/NiX8znB4gm++vNSQSXL3pTpYW2aWVJ5423is/jMY8snuli0vgQEmYgHADZPCAAju3tamzDWHLpbzeaLpbLLz+MuP2+QNudsZbR/xdj2jTFoHRgUarRtp9G22kvhPimq9wgiAEOt3D/AJaEQhIDG8KX1ykXF/NrG9YmcaEan+06b+PSUKo9WAbAh6sGjIQtjq4uXhl5TWcMAQMHi9waN+QSNLTMS7XCviTOfn1OFBl3Lic/n1uwIGGVNZuh9NBrl+pIZ597FHn/zvpjFZgmEEplMoQAcBk0l4Kt5AsdGQaDL+gXxxZJlF27X8AVGZFIXG8sZgb46Cjti0KhjX43bfO/5xMPnVwzoHuRg/Uk5uToIuULBFYualwr9WOhkuMsVCgUo2GJRCZ8NAPcLUm/mJqaxKvb1GINBoU6kRb4tyzvRd4oJUbsngy8Vd7qyU6PxWO9J/S3bmnNZo81wp+I/xQ+61SxeMeiHb88HBDl5elurt4c8SnjzMvX3XVMpVJ3CPAQS6fv8wtjCkpyqmiIWu0YgqBUIRVKZRCaTyht4dl9k5LzI0FJMuLCmth1nnNuOUCr95f4zpfC8BmQcLsjeOjK/qPbf+lweZibHp48rrmUXstjhOfnPM7JL2Q2cPWlllZNOXNg5ZugA1yaFC9oFT4OJAcaa9uWjolUaLa9KNmNR5BHWf0VUHMCiSD1Mv39XsU8orZEpRDWiLABgibIN8A4IdIRNgKIxdlRXTqyunAQAgGDpBn8Col/0FIkyF42x43GPSKWpCnkNCmWEwXrhCX2JpIk6yrdrgMN3x+K6SsTvK8tVox00g7kfQQgAgELRDAxPdtztfCxelCdsTDijXM7hldmTO7wC18flVlH4rcK3HnSbzgaOA0x923KofXdCCypZPdzt9n09Wmk6n34etevmq0V/Xbuzbg6Z0Eo5ASIOCwAcQd00uq+T5cUNM/66GXbvbYpErU4ICkFG9+z03aTepNae6IMRU1UUW1WkWg00tbOmMD7Mqa3IjPTaCtXqnoSXB3toyX52ohn97j9smVqYeAGXNSnkdFJNibqvHYUg27uNsKEYND7Cp0BXI+vDvSYtfnNF+K+UYWRFwdAHR1Z69Znj0g2tpyvbjEZZFawlq6cpCFjMhhH9N4xoLpG6GagE/LbxQ6Lyim7EJO189Or47PFG/yEPaWNwaLQ1jS5um4B4Um2+1lWBTJzIyisVstAIypFi1tfUi4nTbxpQJ8N94eurIUX1cvcXMmMAAAGwINOP9J54JTvup4gHk56eOdd/mtbYdBIGlz31J70uSxekcnljgRcA6CCBl4+Fbxe7kWO7/PHrrcOnF5BIdbfGrhX8tfdxn/4e/oG6WpnnImN3hLxuy5XIFIrcapZzozm4j0I5h/v1hZupZRUa7T6WZot6duvlaIdFo/22HVS1WxvQDUhEAxLR09x0sLvzJhjwLrdgz/OwmMJiVR++WLL86t3dY4cO8fj4M639LTYDQFLNpQz2A2/mdCOCa1/zjTfz5nQzXp5QfQ4AqkVZTLxzB50dhw9kMI9wan8BENMYW3E4/1YcBE/ojye08j2hDYRpdIHL3i4U3JfLK7FYbwptLQ6vUxBCu9zOR6Eb0wWLQkvkMgB4W5mibrjXiLkhZbF3iyN2+M4zxre+pItcIRfLZWK5hCsVcKSCWjGvWsypEnEqxbVlQlaZsKZMyDriv8KC+CF++EX8qkxucSa3OJ1T2ArD/cbbxDIWd3Q3D3Mm7VlCJgDMHeivcnhbMGk4DLqKw7/4OnZecLdmj9QkCAJ4LIYnqE8KMqST188KXjauZ2hCTlZxlVyusDCi9fV1NGV+BtpcMoV8w/sH6i2znFvQGGlHBlm5qhvuDwtTV7+7vclvMAWr6X0bau3e28zhlVquamJNiXoHNILsCBg12MqtQy+4jfQ2czjbb8bysOtKHygACGSSrbFPL2fHzHMNHGvnpW/kwgemi63lR6++1L5gUChzCtWCSlWmyVrT6JY0ui2dbkahtl0XZEHEwWZWVexPvzvHYcBM+36IzoE5OhnuLnTjhOoSMyIVQZC4quI5rv79LZyc6cbKL9lEBx8cCv2sOLNxVTYVR1PfbY2pjxCwoRj0NLM7nxmj3sfhwu+q5fMDpgc2kYeugifSXtrtP2a4A8DcRf3C36T/ve/Jdz/UiWAcO/RMJJIuWqGpO9sM3pZmrTs7GYfrbG0eZG8TZGfj+GmozVRweTPPXM2tapDXYkqlbB4R3NvJTrlaxeOrZ9w2VvcPsLO+OGfy49TMn+88Zv+bhiKTy1fdeGBCpfhZtzVzoF0oEcS60kd1NVoMADWibCtSN3fGuLjqM9WizELeW1fG6BaP0GoIxKEEYofUom81CEKm0n+h0n9pxb4f8nYUoKgScYoElYX8qiJBZT6/ooBX7kK1+tlzir6HImMIAYZubyqSAOBpWcwkm96Z3OLo6sy3ValxrBy5Qg4A53Kfr3Qdo9dhH5VGbUm6qHv/MiHrwxjuZcK6H7UpoTV+08tv4pMLykLiMk5/O0UskQGAk3ndZW+9+uzi6zgcBg0ALxOzW224AwAei+EJNd8+BlTiiO4erT7mx2Jj1KNkVplqNcDENtjyw+nNT3P0O5PxXj339EZuwqvS7CkOvn3MnRxphlQsniMRVQp50ZWFwiZq7gAACYPbETByyKdttSvpbGh5d/D8VW9vvyjJVDVmsat+iry3K+HFJHufwVZuXsz/61IJ7QsCwCAQjclkEzLZlEwxIVPMKBRTMsWcSjUlU4zJ5I4LrBphWechulsUqVyNq8kp4FdSMMRODJuo6iyJXBpo5FrAqzyc+ahMWLvGXVOWtCl0MtzX+PRd49NXrlDsSXgVV1V8Ii3yRFokAJCxOAeq4SArl69cuo620x48p+Rrt4Cv3QI0Gjf7171HlTHuVwbqV8GeJ9Gs6gcACAAZ918z3IlE3KIVwb/8dLVPf/cu3RyyMsoe3o2ZNqunkbEeHp1O5qYoBGlRMReLRhtTSFYMupOxoZupsa+lubOJ4YeRpNQRvlgy++w1Dau9v4vj1lGD1MVh8mtq1TvYGDC0Hm2Qm5OridHSK7czyusC/aVy+Yqrd+8v/opG6BCpmaSaK0k1Vxq3W5Ea/EDUk1PTam8rF2Y4PQQAO0qf+OqzNeJsO0qfjrjCL7SIVCHjSoQcKZ8l5tVIuNUiTqWYXSmsLRfVlgqry4QsiVzTyCBhWvl16mvirTTcMzjFQ16sE8k1n3t3i9/NtOtviNdD/46CaVlEX51S4QcSfyjg19W/tCK1Jgzdx948uaAsvbjypzMPnS2MYnOKlZEtN98lXXwd52BmuHXmkMk7zmWVadeB1hEMBsUXann7fF4oALbFhVzIila1oBHU+s56OIPajimRutV/+PKw6zK1F1OVkHcwOfSgmvx887jQjQ90H+9I+ySmgnWBgSMe6z35VHrE3sTX6gWwqoS8Qylhh1LCzEm0gZYufoZW3kxzWyrzE3r7fnpgUCgmkcgkkgyJJCaRaEQiGZFIRiSyIZFkTCYbEUnGZHL7lsXUnR89JigXlIb7jx4TJrzZBgDbfWf5GNiHVqSsjT1ZKmAdDVi2IOLAzcK3XZiO/U29dTmyrsmptWLhvJeXoiuL1Bt5EnFCdUlCdcmFzJgz/ac1LoqmorHH/cXIxTqeuim0etzxGMwnZWW2Fz37uPl2sftz+/1j5xYd//sZlUacPEO/XF4SDutkbJhVWY1FoTBoFAGLJeOwFDyukstXl8O/vWDGJy7ivulBSGbDbNrR3u5/jBqs8X8vbGi42xs26cCzZTJOz5w46fiFgn93qeDydoS8+W14k6VbWw0GIfQx2+BIG6TRns8LTa654kIfiUXVWVRzXF49LfoejSL0M/+lTBD3oPCbyfbXcSgKALgyRt/InWlD7kFAM9r9Cr+gYm3sP1E1mVgEjUGhsSgMAiBTyCVymUgulsj1jn0sa8n2FcklVSJ2pYhdJeaUC1n5/PI8Xnkur4wt4av3Ud/FimTUw8iju5GHgZ4hkgwsmY4li+RikUyqAAUCCIIgaARBAQqDQqMRFF8qkirq7tGaZBxg+CG8sHKFPI9fV6fGhdKaGXl3KxMA8HO0DEvNNaFRAKC4mm1vyjz7IhoANk4eaGtiAADyhlk9+oJGoQTiz9twrxULf4q897AwVb1xXeeB7owPnUQx2MrtWK/J34TfbKqGazMw8aTlnr2mO/mhkY+f/qsXCMBsl25j7Lz2Jb0+lxmlkWZWwmefyXh/JuM9ANBxhCsDZn9GwxIdOTF6fCGbXcBmFbLZJVxOGZdbxuNWCwQsoZAjFomkUqlcjgCgUSgCBsMVaw+vIGAwb+YsYBL1c0N8RCpFbABwpVkCQFdDJwAoE9bQsaRvXUevijl+KudZexruIpl07stLMZVFnZhmidWlKjlIvlSSxa68lpNwJv39otdX7w/9uqkEC60e9zaiNW/gU8jf7yAWLhu4ZO6xDd9fio7Mmf11XyJR74mFOwtnNm6cd/66ynA3JJOastrzqln3ktLCsvMyKqo4IjEegybhcIZkoo0Bw8aA7m5m4mtp3jgcpd15mJx+Kz5FvWW4p2tjqx0Acqsb2EnNGO4AwCQRj04dO+n4BVXMzLWYxPlBXdtXSCeH8yyL89DTYFJU5WGpQhhg/E1SzaUyQXxf800WpC5JNRcfFX031OpPNIIHAImch0NTC3lvr+fOkCpE7oyxREzdv6ZalAkAyOf2rvrs6Mp0fluVKgEptCpDCYvC9DL29DNwsiYZmxDohrgWPOKbEs6FVmrJtNaAiaP6MZ06Mxw7Gzi2zi0NAJ502zu9NzW1NaIq7cf4E6AAALAkGv7pt5CJ+xDh2kWCKtVMBUvCu1UUXi6sLeBX5PHLHSnmGzxbFgJyMjcCACwavWvOyBVHbwFAXG6JvSmzuIoNALYmBi8TswHAwaytZpBI/LnW6pIrFHfyk7bGhmhIMY6z8/7K+ePkfvQ2d3w2fPG+pNdXsuMEspZHRAQ0JsDEdoyt1yArVwL6My4iycARN3QeNNvZ/0R65M3cBK1Dl3F23v89qx0ACBiME5PpxGzZS3gxMf6nZ9rF0yZ6dPqMrHYAsCebpHOKL+S9nmrb615xFAA4Uc0BoJuhy2DzzvMcdZ3v0ulL/1dyWExl0a9dB1uQ6PNfXVa1kzBYL6a5F9OcjiPsT3wTWprT29xB93s4kBS6O76+zJUyxn2Ejce+HmN02V0q0+I10Vq+7r+Bk4vZoGE+j+7F0emkMRPa5wkrkcmi8utnUfxttVf2Of8+7tcHz9SDbPhiOV8sqeTy0soqVY1GZFJPR7u+zvY9HGxphPbX9pHJ5bufN5g/dTRi/j5qkNY5lvTy+guj4HEtioTaGxos7xO05dGLunMpFKfeRW8Y2m65lem198LKd/oyZzPxjgQ0/WbeLFOCtwt9ZBbncWjZjl5mPw202H4jb+a78n3dTdcAABZF7m22rogf+aRoLQKoQl6EMy2LiXcsEySElm3zN1qcwrqeUHPey+DzkDX8HAk0dDuYcReFIBgEjUGh8SgsAY0joHEkNJ6MwZMwBAqGQMEQaRgSFUvkSAVHsx6oQtGCzfwWOQ3TK2d0gKmPVsMdhaCsiIYCmbhCVAsA7jRrDRNWppBHVqffLnrbiW43zbZv628YAACSavPWJZxSTimYE5l7/Ra1JfO1GeJZOcui/mpq6560G+qrKN3StiyYNADIK6/p6WH344R+my+H3HibOCbAs4e73ePY9Kk7z1VzBQAwd0Cbnp8SqUwsbZPcxEeBJRbcL0g5nvYuh6MZKTTattNW/+Ef5aqUGOBJG/0Gr/Hu/6w4I6IiP7mmtJjP5khEQpkEj8LQcAQLEs2OynRjmPowLXwNLdpSdvRTw4ZisNFv0Pc+/e/lJ1/KjompKlI9Rpzpxmu8tShB///Al0j2vA3TugmNQn3t99nIDChZ6DRkTezJY1mPj2U9BgAUgix0GqJc2NBJjwyolg13mUJxJj0q0MR2hnOXZ0WZWvuMt/fan/gmobqkKcNdWblJtTrJ0eePbsMBwJJMfz1qqap94tPTul+6TKHFcP9YwUwfhhWrhzo6m/l0tiVT2scsjiksEUjqXUf+Ntqnpx8kp7cQGg8AAJU8/s345Jvxycv7BC3r3f4lvq/FJuVVs1SrWDR659ihhCaqx6WpGe5ORjp5LKZ19TkTEZtfU3eKB8npPw/u2y5DQZlCUsR/52UwzddwDgCQMEaeBlOyuc/sqP16m60PKf6RJy0nY0x6mKxJqDkvVQgxCIEvrUhmXUtl3QwwXuFEGxRatqNKlF4uTIyo2O9nOL+TwRRLcsCDwuVyhcyHqWUi5Qttx4Zs8nLAdl16vqtK+zvxvvJ1S8EQf/SY1Mu4PudHqpC9LE+4URg2z2FwZ4MmZaB6GHvQsCQyhmCCZ5gTmZZEQxuSsQ3ZxIZkjEVhEmtzl7w/CAChlckxNVmdDRxrJbzo6szwqtTwypRaCQ8A4mqyR1sGklsbTA8A2dyStbH/CGUSADAlMPb6LTIhMFp9tOZxologgChAl0cLFAmqWu4EQCPhAaCGJwCAiT2804srL7+J++dJxKapwUZ0clRmoZkBbWIP7wE+bVIiFktl0rbpxH14qkX84Pt/q0ueq5jj0u3nzsGfQoApCYMdYeMxwkaXHN9PtjZOKyGgMePtvcfbe9eI+K9Lc16VZr0tz9sdOBr/OU8ptJ3DUREVfO11Fce7e1rR9Ejs+RQINHI91m3Z2dwXebxyQzxtml3vzgZ6OLtVtPydKOWzWWJBdzO7ZvrgUBgAUK+koJXEiatJGNzsF3qoGTSDTK7lif8f9rgDAA6HGTuxPYeYYdkNdEa7afO4CySSmMKSxu3NMMClQ6TQr8U28EeO9/H0MDPR2lMgkRaoxbjrUhwOADAo1OQuXjue1olmVvMF8cVlna3aIcEfjWD7mf+q3qKythk4u/F2F5TLluQAS3IAAIhktY+KVlmTg8bZnSVhjACgr/mmCmFyaNmOQZY7zYi+AMDEOw212h9att2ZNlTZ5wsfhefl8b8lnldGhDtQzP/wmWPWUBEltib7l8RzAHCvOKIZw52Ixt/t3aRgTie6XT8T7+fl8QCwNfkSEYPP5ZZpWL0cqeBS/qu5DpoZFDpSJKhaFXuMIxUAgDGevtdvkVmrpF10hITGWxANy4Q1GBSaiMaR0PgSYbVy8INGUDQsyZRgYEUysiObOlLMXag6hbwrn/+Sf63qteP6JOSW7LsbyqAQvx/Xt72uXCKVmTM/M4uBiSftDBi14M1ldX0CJp70W9ehn4UYizoswaPsiq99rBLRKD3+C3nVa0WSXBfTyy13/agY4EmjbD1H2Xo20yetrPKXeyFzu3cd6OYIAEKJdPOD5wjAb6MaxFpsvBsik8vXBveiEdsktCCUSLc9fsUXi7eNHdKW4+hLGY97LDpK6yYsGr3Uv52jrz8MrjTL37ynt/EgLRvuBngiAlDG5wCAHBQAgCBIPpe1KepRoIntAvdAAIipKgIAM9IHla3VGk6vaEk15QvqhGbXl7k2opBdTLTYf29zC+yYjIGuTl1tLO0MGUwSCY/FiCRSvlhcwxfmVNfkVtVEFRRF5hUp5Rct6FR3s0Z129pMcS07rqh+/IBCkLlBXZrqnFlRpf5+0npfWunrZK8y3AEguqC4XQx3fcGj6WNtNWefjAkeY2xPqLcw8U4jbY58wOv6giZR1Rkqq92Zarmn8wIalgQAcoU8rDLlVlH4ANPOQ8y72JFNc3llryoSJPJJes3yV4rYObzSFHZBSm1BEjtX2dhY48WGbNLFwMnPwKmZgUHzFPArVkYfrhKxAcAIT9vrt+gD6D9e6P69arlGzB3zum5w+7f/cldqvRPhl8RzhzLvsSU8rkRIQONoWBINSzTBM5ypls5US2eqhXowz9RevlRS3YQkFo3ePmf45O1nN18OMaaRe3u2xrnVmKNrJno5fH6Cff0snH7wGfB77FMAQCHISBvPn30HGhI+jzI6EllZWtk4R+PjRKweedK5Vd/gMQ7mdC0FlT9rcGh0QU3tqqv3T3w13s/GgoDFoFGoS+/jvSzNJnXxUvYRiCW341NwaPSm4QNafaKQ1KwDL8L/nDjifV5hTlXNz0P6tnEMoBe7wt4ImnAHT+/kY03r8Jy6T5aWDXcSBufJNLuekzDc1j2LXQUAdByRgSOEluamssqHWLsJpOJtsc8QgN5mLTwWVfVTJzn6KBeKeLXq8u0AoNs0GUATzvUW5Q6/oKKaL0gsqVfw7W5vo7VbF2vLu4s0lTpJOCwJhzWikJ1NlG93f5lc/i6v8Fpsohm1Q8Zvb7Ly1P+1PRxsm8kcTSwpVV91M9V1IOFkbGhEIVdy6+bmsiqbm6BfvHGMjof9wn+SClHtxsSzSqvdmmT8p99C6r8yi4X8yp/jTylAIZCJh5h3GWTmdyTrgVAmSWUXeDHsNI4jV8hrJbxqMbdGzCkX1ZYIqksFNYWCylxeGU/apNSGEZ4WYOjWxcDJj+nUxuTRXF7ZyujD1WKOcjXA0PV49uMsXkmtmMeVClAIyhhP9zVwGGretRNd8+Lbi6iaDOUEAhlDcFaTlOFKBc/L41QPdq5UwJUKigWQCoWvKhIBwABHudlrg6p2yQ8TGsQE2xgxVo7q9fuVZ49jMtrLcP8crXYl81wDsjlVHIlohWcvJ9rnNE3HFUVIpCU4tH5aQzxRLKKzdN5nhL2RweFpY6Ydv/TjrUf3l85Co1A/DenzLqdg++NXQzyclbb1o+QMgVgysoubjoodBTW1k49dcDEx8rez6uNs38nCFABqBcKU0oo7CSljfDx2PHkdmVc0wK1jK4urSKmsuJ6arHWTAYG4xD8grqw0rrQkqaI8u6amkF1bKxLKFAoGnsAkEj1NTLqYWw50cDQmfR7jUn3R6Tu91qffrOcXpoWcAwAqFu9AYxLR2OlOfifTI/veqcsumu7kZ0ttYV61caiMRoz7zOcXdI91wWrrKWuDzlcFlxddWBxXVJpYUlbJ49cKhbUCYRtr3rYXXK6QQmnnke7LjBz1cU5PB+0Vr3RMM0WjUN3tbZqy/ttOcmmDIqk9HZurz6Ue24NCEM8mImq0YkqlqAz3Qha7mZ6jZupUtvML/1V2pFxVajWS0PjfvWdT1cTRbcgmAYaub6tS41k5FaLaICP3I1kPACCOld3YcH9Zkbgx4UyLpyOgcbYkE5aEWyZkAYARnrbWfYLuxfaaIotb8m3MYZa4PpD0XnGkRp8CfkUBv+JO0bvexp3Wuk9Uziq0L1HVdcW5fRkO6unmcayc5t0x/kyX5j+EST18rI0Y3d1aqOj3f8KWrsM+9iW0hiruZQVI4wrr/XpxhfVpJGRcZ1ezWxq7SGSVYmk+gdLWsIRPEw9zk+V9g3Y8eX05KmGqvw8eg1neN2jVtfsn30av6NddJJUeePkWj8HM665rHdzw7PxqnuBtTsHbnIL9z8OdjA1nB/kN9nDeeDfkXU7Bj0P6drGxNKZ+ODv499cvm/rhK0DR5+Qxrc74Cj6vgs9Lq6q8npK88UVIsIPTEv8AT2M9DAANOGLR2fjYd0WFJ0ePb/VBAgzbuRa7ToZ7TzP7HYEjd8a/EMtk6/0GEtFYAFjr208il93NT0YjqEmOPqu8m6sF09/SKXvqT8rlk33rkmeXefZY5tnA9DnTb6rul45Fa5lxboWdLZHJnqRnXYlJDMvJa527PiKv0NfSvCN0VFSMHbzzSei69j3mi8wc9dXuDh1lc7cLqWXl6quBdtbNdI5VM9ztDQ1IOKzuJzIi1xslnH/VIb/wH4PNFd55kfjwTfKhDZMppNb8cqNrMt9W1clgL3UeaUvWfDcMMvdTdoityRpo1tmdZt3f1Ge4hZaCnb2MPZk4qsrhrQSFoKxIRo5kM0eqhSPFzIFsbkY0QACJqcn6JvpvAEhlF94vjtR6QN1JYOX+GH9CXSq+eV5VJGZwiw90WdLuUjOR/xruXZjO6u2uVKuzQWuZOAoOhcUgKJ5MxJbw2BJBIb8ijpWTwMoJNGwhRBtB4IvV/lnDEYZxhKGeFq/wGDv4N8ZdtdoULP49BciKWJuLWJtVjdH5DV5zBqSR9kbaC9F/+swI8H2Wlu1kXBfSNtjD+fQ7c0djQwD4JzSqsKb2m/7dbQ0ZOh5tfGfPXk52OVU1EbmFd+JTMiuq1t950t3Bpp+rg4uJoYe5ybm5kzroRhrzLCc7tCCvqa0soU6S/1K5/EFm+uOsjBnevmu69yJh9TADAKBKwD8eE302PpYjFgFAfFmpt2kry8/v9pvXuh2bQtdZpHH2XuPsvdRbCGjMb/5DfvP/oMkK6mi1xoRqGim7X4RmVFSN9fLo52yv1coHgAcp6X88fVXC5mjdqiNHwiNPRcYMcHEc5+3Rw8G2KTH7TwqZXB6aVf/D8DQ3aVEw8eNSxmmQWm7LbHJ6p5ovUBef8bbU78emPucj0FadVwOxSHp6z8O+Izs7ebamZMwXmufw5TcRCXmeTuadnMw9ncwtTRltPGBhGevUzXePw1LFEikA3H2ROGVYk8kSzXAp/5VywY1mpdV6DjR0U9YqjmPlBJv5HfZf0dShMAh6pGXAo5IoG7KJPdnMnmLqSDG3J5spk/416Gzg2N3IPawyBQAOZd7rYeTJwLXyl/uiPH5z0gXxv9LpaATla+DYw8jdhWplRTJSTiBwpcICfkUcK/thSVQBvwIASgTVq2OOHuu2Eqvt8lpHFrekXMhSLndrWOzJqGFFWCqGSMUQLYngTrMONvNrrwv4wieLVF6VV73KiDq9eTNdA4VCUs75h0Ea6mB0WNnyuSSntkif3UfL2PUa/DNPNqjDvepqyaqr95XLe5+F7X1Wp6XoZmZ8c9GMZg6LRqHM6VRzOrW7g82KfkEPEtOfpmZaMGj7Jo1o7ztoAbFM9uur5+11NJlCcSouJryw4NjIsTqq0JRwOEeiIy8lJQil9fbk+cT4Vhvu7c5nHP5FxWvxk8kVCpFUisdgRFLphej4WoEwJD2LTiSM8HAd6+3hbVH/uRfVsn+6+yQ8N7/xQVqBSCq9n5x2PznNlEqZ0dVncmdvxgfM4WgF4bkFHFG9O7mvc/tEf3YcXLVCuQQMhoht8qsbXVCsvtrFWj97uoZf730k41qucnVgw7Un197fPRe2avuUXkN1Knv2Bd3JKapOzipNziq98igGAMyNadf3fq3XERQKiEzMu/Y41t3RbPaYAIlUdv9VkmoS9v7rpFYY7lyp4F1VmnJ5mm0/rZUEKBhiN6arO816lGXL0qjzHAbPcxis49kXOQ1/W5UmV8jZEv6+jFu6VCZqzKX8V39l3FWGlRPQuPFWPSZY9zTEa77YDHAUAxzFm2E/zbbf6dyQE9mPASCHV3Yx/+VMu9YnvWkQXllXVc2MYGBDav/U9i98vogkuTi0uQX9+5a7qlHGOSqS5n2+3vTmMaVRXn6nx2PQ/48mCyaow+ILZ5y4PNzLdXag33Av1+FeH6JecmOORb/Pr2W17zHTqyrHXDp7ecIUB4PmSj7lsViHoiKupyRJGwVd30lLXderL0UHk+AD8Fkb7to/QZ5YgsdgnqRl1Qrq5lNqBcJzUXHnouJGd3LfMXoIAETmFy29epsl0LvGcouUcbi7nocefP1ulJf77G6ddVQQb4bE+AKNBXatICOthMcTmZrRvX1tnV1bMwp8nJKhvtrf5VM33HlqRY/pzQ6K1KVyAKCLtYVeJ6rm10sdM0gtj76+3TrJqZPVP3/c3briLLJ/Rs8hX2z39qSwtIGCCpmoR1iLQgGXH0ZdexJXUFoDANEpBZOH+NlbGvbu6vQisu77n5FXkVtUbWfZcgE/dZJr8+UKOQCQMYQeRk0Kt233bf0Maamw5mV5QgIrJ5tXyhLz+DIRChAMCkVA42gYEgZBiRVyAHhaGhNs2jnIyF33I0sVsn3pt24WhitXyRjCTt/5nvQWgknQCGqOfXClqPZO0TsAuF30th0N99DKuiy07ka6ihN84f+ESt4lrui9enS7kqTi3hotbmZ3SThvAGALX5awdhpTZ5NwXvAFnYktLM6sqDoRHr2g50crbFTC4fz1/l1HHLlaIJh969qNydMNiVpSdDKrq/96//ZOWqqsicB6gVRyMzV5hrdvGy9DrlBodfToxWdsuKNRKBIOyxdrBjPUCoRMEvF6vJYahEH21gDwvqBo/sXr6oWH2h2hVHo5JuFKTMIQd5dlvQKdjVtvvn+7+JTGggb+gY7fbxhNp+uRLiZTKJ6mZalWjSlkT3PTVl/hh4GAwahsd5G0uf9dA41LMsnBSA+bjCMSqQvAG5BaLqeMoJBRM3t4drH7bcmpHasuGJnR3Xy/BNS2G8XlteqreoXKIAjEpBYV/Gv6c/miR2EpY/p7jxngrTLcASA0Jktfw73s37gOO7JpuxdxLORXHs168KI8QUOmXQ4glcmEMol6IikA7Ey9djpwtY51lypEtRsSziTV1v1GaFjS7s4LdFRJB4DJNn2UhnuZkFUsqGoXycgKUW1ybd3MZ0/j5uSrdSelsPxqWMLKkT2p+oz0vvAJYsvcbsusq4MmlhYkFvdwMb1MwQcml/RjEIdZMNY03kUoySDju1oyfvqwV/qBUPnahx44mVOpqQyrwa4Jw4Z3co38YUkzfX5/+KKPs30PR9tqngAAjCkkVbxoFY+/91kYFo1aP6zdiog3z/oXT/k6RKi2jkI2+5eXz/YNaRD8k1FdtT8i/H5GeouahOcT4/U13BWgYEsEdCzpRXnCy7LEhNp8D7r1r15trXf+GRvuAGBMJueJWRqNNQIBlYcPz9GMgSHhsEPcXMo53GVX73So1a5CAfAgJf1hSvpQd5elrTXfN22dCACbfryyaevE0/+8AlAMH+3H54nv3Iii0ghzFvQ7dezlyoUn9x6eQ6O3bGUqicovquLVB4QEuzl9+lH5dCJBZbhzRGKZXK5VgKiIxVYPcO/ehFROU0TlF6v/enX/lzl6WO6+vGzN1EO7v7986P4qtG4KXO2LXK5IyixJzyvPKazKLqysYvF4AjFfIBZJpHgchkzAmRrRLEzo7g5mXi4WHo5mbR/3dzSVNVyBqMFD3ErPGPclU3q9fp+p+p/ee5k0pr+3v5etkQGlsqYuTvRtfO70Efp5mFQfHQHdzjOnbyqSNidd4Mv0yIrmSAWp7AKNnE6txNRkbUo8WyOuu3EjPG1X5wX2ZD0G7TYkYxwKowyLrxJx2sVwf1WeqByiUDFE31bVEWzMD6fu55bXDPZ16eZSl8UulcmVunivkrIfx2R8O7qXIbX9tXG+0KGIZaUAgMO0oKNgQp1vQp3PEb7JKNe0kNSTU4k4D3ezh+1+kR+MB8tma20Py85fefkuWyjyMDfp7WTX/EHyq1nnIuLORcTdW/qVMrE1p7KmpJZjTqcCwKPkjMtRCQDgZWk2xqfDZ8Nup6U8y8lusZuzoWFXc8uuFpbOTENDIolJIgIARyTOYVVHFBXdSkvOrK5uat+76WmzfDp3MbcEgOya6r3vwu9lpOkoI55aWRFTWtLZTA812OEvfquV8B7123SnMDKJnR9g6NLqUhvqfOaGO4Wc92+BehXVfEFyaXnj+Y5h7i4kHPaHu4/UYyE0IGIxvRztejvYuZoYWzFoFDxOJleUcbj5NazHaZlP0jJbEV2jALifkv4wNWOCb6eVfbqri5boQo/erqqFbb/eOnFxsaERFQB693dfMPNwQHenLt0c1q2+eOzQs+9+GK7jMW8npKivDvVoZ62ijsCEQi6urRNnlMnludUsR22u9NfZueqrTWlcNkWjMBs94uOZJrSNh2cvHbHn3vnwD6kUKZPJX77PfPk+821cDpur/fspEEoEQkkli5eUWfIkLBUAGDRiv24u44N9Ha0/XTnnjLwKjRZXO/2EvWzMDXr6Ob6KylSuJmUWV9ZwjQwoPf0cbobEKxsTM0pkMrleYy1TAkO5kM8rb7ajfmRyizclnlVli3ZluvQ39fag2ZgSDIhonEQh40mFFaLaYkF1Pq88k1ucxi40Ixr84D5JFwNarpDvSbuhstotiYa7On+t3FGqkF3Jf/2w5H2hoAqHwjhQzHoaeY6wDFAXuFQdRKaoi/7EtVMx9seldcURe5t0wiBtmr449zLmenjCnvmjAlxscstrkgvKurlYl7G4ygJMG6YMBIC/H75Nyi/r6mw1JqB9vPtf+GBwRW+xaDMcWqfoRyqhp59Nvf/uP5Oc2gxyheLMu5jtj1/L5HIPc5N/Zo6jtiR299v95zK5vJudlZ2hAQB0d7QNy8rb8uD5gSmjAGCavw9HKNoTErrpboiHmYmONchbR41A0HxOqjGJPM3Le6ybpw1di6QVnoQxIpH8LayW+AdcTkr49eXzpoo3XUpKtKDQ9rwLu5GS1FRgTFOcT4jTy3A3JtBqJbxyYe1PnhNLhTWPSmLYEl7jbhK5TK+Z28/bcDehUho3lrG5D1LSG7eP9/HMqKh61DC2WwUFj5sX2PUrf9/GOa/2hgb2hgZ9nOy7Wlt+f+dR6y5VrlBcjkm4l5S2qIf/7G5+eExrPnk6gxQfk98v2BMASotZDCYFADAY1Jp1I/fv1tVzIJRKHybXfwhGZFJXm89ADqWThWmsWuXU5JJyrYb7s7T68ToaQfo42+t+CoFEejO+fkiDRaO9LOqckSvG7NXxIGgs6sHFdx/GcOfwhDefxV99FFterbcsEostuPE07sbTuCBf+yVTejnZfIoZgRl5mmaxl4t+GQsAMKq/l8pwVyggLDZnVD+vXl2cVIa7UCTJyK9ws9fD8exJtyWgsUKZpEJU+746o6sO3m5dOJn9RGm1UzHEzd6zNHwzeASFx2GZOKp6VVHdQSGoLd6zFkXu50gFzlTLnb7zDHBUABDKJGtij8Wx6n44Erk0gZWbwMo9l/d8hcvoQQ2VW4oEVSrD3QinR8H5psjnV6Sw67J3Bpj6qtp/T76Yxyv3pNt1NnDoZdxJ+86NCE3JzSypCk/N62RrdulNXFxuyalnUX8/DOeLJDbGDGWfgT7OSfllocm5Xwz3zwu5QlTJPW9A0tU/9f9GDV+w4NyNhKIyAOjpZPvnxBGUJvIAVZx5F/M6MxeHQasiYbaMCh516MzT1KxbcSmjfdwBYGGvbglFpU9Ts7Y8fHFq1oSOu/7vQx5VC7Q7VQkYzIqAoDm+fngdnAUIwGRPLwsqde6t61rt8rvpqXfSUkUy/cIu6HjCBA/PGV6+eu1lQWRmckpia3LGWQetjjmeyysfYOrTuNvcd/uCzXy+stc1HunzNtytGVreHAklZVENdUUAwJJO62JtuePZa63DK28Ls73jhlvSW3gPVfF1VTtuCp5YvOt5KFckXtWvZyt2Hzc54PdNN44ffo7BoIoKq5esrJOhMDSibtys6y/qaWqWup7MYHdnjZCJ4lrOlBMXvSxM/awt/azNPc1NcU2IaX5IfC3Nz0bGqlbfZOeN9NLUb+aLJeohUl1trfTS9rmVkMxWE4jt7+KgGl+VFTY59aYBHo+tLmdXlbMNTdrBrGkKuVxx/WnckSuhHF5bE6zDY3PexeVOGdZl4aQeuKa1ej4K6Q097kYMsplR3aeqUEBJZW16bnlaTllabnl6bvnl3XNJBC0vqkBvOzqFWMuteyVEJReM6ufl62aJQiFyuQKNRvXp6kTTs7oZEY3vZ+LzoOQ9APyZfvOY/zftEjOjUqr51m1su8yoamBNMv7Va+a1wtD1nlOJ6DoPxancJyqrXR22hL856UIRv3KOwyBV4/2SutpMlkTDxhI0reBecYRywRhP9zNwUi5XidhPS2OlClkKu4CExuluuA/u7BKakvs2NW9ucDcAeBafGZqSq3y8DfGrm7r0d7YGgOyy5ooif+ETpIi1RSqrMaUt0Lq1jH1IIqu0Mlj/ga/q06GUzU0oKsNjMEv7BMzv6d9iJOTdhNStD18CwOqBvf6tgA7mdOqm4QNWXbu/5eGLIAdrpW9004gBYdn573IKXmXk9na264iLPxkX/TQ7S+smAgZzfdI0NyP9XEu9bOymdPI+lxDXeJOw2Ry5xnQyMZ3p7TvSxY2gv7/VnGAAABfyXo207LbGfZw50cAAp+luLhOysrmlL8rR/y+Gu1Yx7xvxSY2t86HuLgAQnlvQuL+DIfP41HG6lE+q5Gox3A1IxF2jh559H/sis4UKf0qsGfTFPQJa7KaVsRP9GQakF0+T5HLFjDm9BgyuT5lHULrGK1+Pa5C2O9pbM3Dt1LvoMg63LI2rTGC1ZNAeLpn90W33Ho62GBRKJdL0MjNHKpdjGoa5h6RnqVfgGuapRwgQTyw+9LpBMvu0rvUj40vvf2nNRXcMGXkVv/39oHEYSauRKxTn771/G5+7Y/UYC+N2LqzTFjTukUTEHzj/qrCMVVBaU1TGEokbPH+LyljOtloCadBoVJCv3cM3KQBgbWbQ1dMaAEgEXJCPvaudydiBPkYGWibuWmSh07DXFUlcqSCfV/5z/KnN3l+pTOHWwZUKRPK6uV1PWkflN3dhOmtEwz8uiVYuDDP3X+oyUq6Qv6lI+if7UaWIDQAncp4gCDLbPhgACvmVKi2aAWad234xIrlEZbgPMe+KQup+ziFlsVKFDACM8fSZ9npo13R1sgKAdxkF+ZUsZcumqcE7brwUiqW9Peui5y2YNACoZGuZsP7Cp4kCpEU1mys5Z+2NDmLRdYEKKIQikdfNyMkVwireVQPSh1Yc//C8SM9edF6zRqw6Iql0d0jo7pDQxpv+nja6r4sDAMjkiiNvIg68CJcrFGN9Pb8KbPBbHu7l+jQ180FS+q6nb7aNHQIARhTyjIDOR15H7A550xGGe3JF+R9vXjW19ceeffS12pXM8PbVarjrCBaNHubk8pVPZ71iYzQwJtABoFhQfTjz4TIX7ZNFz8riAaCXsR4pBJ+34W7PZDRu1Go7Kw33rEotXpbV/XrqWPQ0U9vuZlRKTwfbng62RbXsc+/jLsbEqyuOa4BCkB2jh+hVyFODfgM9+w1s/QxvTlVNmFoYt4MR06dhfSK+WHIlJlG95cfgPh/dagcAJonY28n+WXrdoLyGLwhJyxrs3sAEuZ+UplrGodHDPPSQod3zLLRUraqFoxGz+eKsH4sHr5O3/fNEw2ZVgUajPB3NSyprK6rr72XyEL/pI/xLK9mllezY1MKw2JzSSnbjfbMLKuf+fG739+M8HD9QmYnCMtbEb//RvX9+SfW5u01OfRSW1Wo13AGgu68DhyeaMKhzgLedyg+1c81YfS5WEyaO+pPH5PUJp2UKeWR1+pL3B3/0mKy7PEtjSGgCBkErDdZCQaU5UT+hm1ZTJa77Mky27aMMah9u0a2XcafVscdS2QUAcDonpIeRJxmD/yH+BE8qBAAKhjjRujVzhho8KH6vLNqKQpDhFvX5wa8r6pwLM+z641G6Pi3DU/OexmciCPCEYhZPaMGkFVezDShErkAEALb/hsoodWY4giaf0l/4pOCJogtq1klkVU4mZ6mE7qp2C8bavKpvVcmmRKyrEaWuwJBcwYst0C6QqlE5FT63FNW+Lg6pm77Vuim7snrYgVPTu/m0qAATXVB84EW4TK4Y4Oa4edTAxh3WBPd6nJJxNyH1uwE9TWkUAJjQ2TOusGRtcK+234IG1QLBonu3mqp539vWbqb+CoxSufxycuLByLetuyRTMmWal8/UTt5GpLbmr6vqx13Me+1AMR1m0VWjg0QuvVYQhkHQ6g/AFvm8DXdH3VTSLek0LwtTiUymVUwmwE7XgNH0isrGjWY0quosawf0Wtyz24Xo+FMRMRVcLR6dr4O6+lnpHaTbjpyNjFUf2Ixt5G5/kpqprpjez9kh2M3pg1xay0zs3ElluAPA2chYdcO9ksd/mZmrWh3s4azjeAwA3uYWnHvfYGi+dmADkeB3z1Ia7gEYLIpKJ1k5GJP0jLJoCwcvvDp7J1LrJh9Xy0lD/AK87chE3JTVJ9Q3WZkZGDMpxkyKl4tFcHc3AMgqqDx3N/JRaIpc3mCcW8sVfLP16r6fJro7fAh5UAtjOhaLlki0P7L1paiM1dSm4O5uyhtvX3oae/7sOWVL0kWZQp7FLVkQuW+ERbdJNr1bV0IIhSDOVAtlwPfJnCedDRzbmKmpI3QsWZmxGlIaM9+xrhI2DUv602/hvHd/FgkqpQrZ+oTTLDFXpXWz1n0CHdvWQssSuexc3jPlcpChuyq/VqqQpbDzAQCFIIP0qY26/15oUn4ZBo2SyuTzBvqnFlXcepdUWsMh4LBiqUyVfFzN5QMAjfRFJvIzQCwrzqtebUAaYUJdgEY1mBmjEXp5Wb7XuhcKIaunpX5BA39by43DByQUlW4aMRCNQgBALJXhMPVPGwsGzd3MJLG4LCK3cKS3GwDYMBkdEeAukckW3btVyNbiSAIAJpG4I3iIXgdUANxNT90Z9qaAXdty70Z0NjOf7es31MkFo02zrhUoDXd/Q+dcbvnW5KtsiWCKbYPBz6HMhyWCmok2PUwIesx1f96GO4NIsKBRi9ktZOYNcXcGNQU3DdCITv+hzMoqdY+sCquGcfZUPH5BkP/sbn4XouL/DotQV110MzVe0TtIl3N1EGyh8EZcsmoVjUKNbSTwdCcxtb4DgqwZ2P4j7FbTz8XBy8I0obhMuRqRVxiZX+T/b2bt5egEmVq1s9kBur7yMyuqll+5ox7mNMjNqW/DrNZNC45r3RdBEKdOln1G+A6e0I2isxxn6zh08bVWq93XzWrptN6dnOqm8+QKhab2uYnmE8HR2mjD4qFzxgbuPfMiNKZBfDOXL1qz88bJLTNaF0CiFygUYm1mkF2gZTzcCgqbNtw7joGmnc0JzI2JZ8uFLLlCfrvo7Z2id94M+94mnfyZLjYkE700N0dbBaUkFwBAAit3Tew/P7hPUsnXaEUBiqTavAcl76tFnK0+c1p3CwGGrg9LogDgdG5IDq9srFV3R4o5BUPkSgQ9jD0u578CgGJB/WTjUueRfU3aocrY5fxXKjn8STb14+RKEVuZoYtDYfBoPSYnV4zoiUGj4nNL9t55k1Neo3SxF1ezrQzpyXxhXnmNh7UpAERlFgGAm5V+8kQ6olBAfnkNiyugkQjWJgzMx5CF/S+BQ1t4mD/72FfxH2RSF69JXepDbUvZnEOvIjaN6K8hm1HbAUUq1fnp2ZP3xUVNbd02cLAxSQ8HQUxpyS8vn8WXlep7GWgUapiTy9zOXXxM23m22QBHBgA8Cru98+xvoo7uT78bWpky12GgF8O2Vsw/lRNyrSDclmy8yEm/8cnnbbgDgIeZSYuG+0AXRwBAo1B0IqHxFzEsN1/ZoXkeJGtRqgEAf2stDnscGj2rW+dJnTudioj5OyyCL5bg0Oido4ZgWxtzcuPR6tbtqM6Jt9Hq3vRgNydjSoNfhUQmi8wrVK0OdHPSqtzysUAAVg/oNevMVVXLrw+e3fh6OgaF4onFpyNiVO09HGw76VZSqpBV+/WFm2xhfbYunUj4eXA/jW6LN45RX5VL5UKBuKqMXZBVlhydl5Fw98LBkKlLB4yd3QvVMa/qs3ciT9+O0GjEYTGLJvecPNRP3TosrWRLpA182E0VLbI2M9ixeuy5u5F/X34jk9WPeapYvPX77/21fvIH0Hm3s2C2xXCnkPDuDmberhbeLpadnFsfidgWPOm2JwK+O5n95GZRmEQuU4AijpWtTPckovFbfWarci5bZKh515flCeGVKQAQVZ0xNeyPXiadggzdnKgWZgQDIhovU8i5UkGxoCqLW5LIyouoTlPJO2ZzSxworfkE5joMfl2RpIyBeV2R+LoisameeBR2tfv4wWZdWnEWDQr4FadynyqXPem26pm4qnkGoUyyMvpwXxNvB4qZCZ5hgKPgUBg0ghbJxTVibrmwtoBfkccvz+AUyRTyA12WBLraAABHIAKAvPKaABdrACiqYgf7OicXlF16E/fL1EEiifTM8ygAGNFVj1qzuiCTyy88jTn7JLqCVfcfIeKxvbwd5g7r5mz16SqufuE/g3L6FKWbI1IDCzrtdnxyQlHp6uCe3eysX2bkJJWUAYAqabUj+OPNq2spWgplKvnKp/MAe10T9FlC4R+hr64kJegn7ghAw+OndfL5yqezGaVDHFVULAkAOFKBC9XiROCK9fHnoquzoquzEECUxSvsyKZ7/Obpq23w2Rvu3hZmT9O1JyMroRHwvpZ17zN3E+O3eZr5qdtDXvlbW9KblR9hCYSnImMatyMAzURCE7HYRT26jfP22Bby2tPcxMWk9Y9vSpvjMdhCobppCwDTu2rKEiWWlKknXI9pFEjz0Qm0sx7i4fLw30FUennl2psPfxrcd9uTVzX/yvMjACv7dW/6GPW8zy9aduVOjZquPxaNPjhplBlN8zfcjLyjSCB5ev392X2Pj229G/Yo8acDM9tdTyYhvfjvy280Ghk04t4fJrg00jUvLGWpr6JQiLlxk9eDIDBjpL+bvemaXTeFaqWOYlMLbz+PH92/HRyrzWNnqeuLAY1GMahEQwbZ2szA1tzA0cbY1c5Er0KqHQcVQ1zuMmqCdc8rBa8flURxpHXfKAeKmV7iMAggv3rN/D350vOyOACQKmTPy+KUyy1yvTBstdv4Vly8GcFgn9+iTYnnCvhNpjtjEHRvk04LHYe1V+T9m4okmaJueDlPTbUGAIzwNE+6rbK2azwrJ56V0+LR1GtIWRsxAKCoqtaIRgaAkhr2jxP6nXsZc/NtUm5ZTSWbV1hV283FeljX9gydEkmkq/+6E5aYq94oEEkeR6Y9i874ZkKvaQP1iPn5whf04s9nYWfexSAAZjTKiEZia7qAQaMcjJgZ5VXqma9BDjYB9h2V6LXnbeiRaO1hnwDgbmT8U88+Oh7qQWb6xhchlXqK/llSafP8ukzy8CJhW59z2CI0DBEAeBIhAJgRDI50Wxpemfa0NLaAX0VG44OM3cZZBWJRetvhn73h3s22hQj1Hva2qhKbvZ3sGhvuudWsccfPbxkRHGir/TvKFYmXXLmt7pRV4WVh1qLgoAmVsmvM0Ob7fAD2vQhXz5p1NTVq/NEV1DQIsbA31CLa89H5ZdiA+KKS4tq6aZZ7SWn31HJSAWBKF29vixYmvGRy+emImF3PQiUNc2J+Gz7QX09VezwRO3x6UI8hXrvWXnr/MvWbMXu3nFpg69xuMeJcvmj9gXvqHnEAMGKQ9/88yc5SixVVUNqgCLaFMR2LaWGep2snm60rR63acV095P3IldAhPT3wuI59RNhZMlEIgsagMCgUGo0iErAkAo5ExGHR6Pj0BlOoB9dN8nHV/q9hcQQvIzMiE/Mz8ioqajgisZSAwxIJWCoZb2ZEMzOiWZkyXOxMXOxM6JQODGcyJzJXuIxe5DQ8tDI5oir1fXXGt65jEdBv2gKPwv7SacYAE59j2Y9yeWUt9kcAcaFa9jf1URdB1xdnquXJgFXPy+NelSekc4pqxFw5KBhYshGe5kaz7kS39We6MnBtDWpXZ6pt34FmnS/nvyoRVHdlaqo/rfOc8l3M0RKBrhqs6hjRSADAF0uYVBIAlNRwqET8P8sn7rzxMiGvlELAzRnQdeGQwPYtG7zlzFOl1W5rZtDfz9mEQanh8OOzSyKS86Uy+a5LL0Vi6Zxh3drxjF/4goqV/buv7K+Tr6oZrnw97eL7+NvxKRnlVXQiYainy3cDOqoayV+R7/ZHNJk5SsJi9w0doYskBk8sXv/i6c1UzQy0FvEzt7g0frLW4uvtCxaFQSEonqwu0AMBpLuRW3ejtnoNPnvD3dvCjIjFaM06VdLb0U61PMbL488XYY3zlwtYtV+dvepraT7E3dnX0tyeaUAl4CUyWQmb8yor95+3UWUcLdHtADC72+fhR0kprTjfMPny6yAtKcychno495PSlvYO7Ngr0x8GkXBo8uiZp69oHUo5mxh+H9y7cbs67/OLfnnwLL28QYQGGkE2DOvfOOhf16sypPz2z7wDG6/fOxd+YMP1HRcWt+44jTlzJ7KsoQgMEY9tymoHgMz8Bn5TWwudXKSBPnbzx3c/cqVeRKy6ln/nReKEQb56X7E+BAe5BQdpeYpFJuat+L0+JgqHxTSldRPyNm3TwfvShgMbvlDMF4qrWLzcogbGn7kxrbO7dVdPm66eNsbMDpkbxaEw/Uy8+7UtCry3iVdvE680TmFYRXI6pyiXV86R8vlSEYIgJDSejiVZk4xtyCYeNBtfA4e254kCABaFHmTmp1cyaBsxxtOXOo/UusmSaHQuaO376ow0dmE+v6JMWFMt5rAlfJFMIlHI5Ao5GkFhUWg8CkdE44gYvDOlPuOfTiKe+mayl52ZQCRBoRBlpLudicGBhWM66Eai0gvvhacAwKR+Pqun9FW3BvLKatYfe5CUW3bwZqi7rWmgZ0epfH7hC22EgMXMDvKbHdSxTwC5QrHl9YsTsdHN9NnSP9jRoOXXVnJF+ZL7t/NrW5OESsHhPoDVrgSHQgtk7axh9dkb7hgUyt/G6lVWrtatSEPD3YhMmt3N70i49gma2KIS9dqcLWJJpw310EMp/GMhlEq/v/1QvYSYJYOmVePctqG85r6X4bcSUrrZWrmYGFkxaCZUijGFTMRicRg0HoORyeViqYwrErEEwhq+oJzDK+NwS9mcolp2QU0tBY+/OGdyB92Rm6nxma8mLrl8u4jVwKK1NzQ4NnUcsYmZL5lCEZKWdSYiJkItjl8JEYvZPW54fxeHNl7Y0k1jKVTi8OntloJcxeJdfqj5jFs7L7gpqx0AMhtqnzfTU4OvRnV7+jZNPeL83ssON9yb4n1iA1GITs7mTc0bvInO0rDam6Gkgl1SkXT/VVInJ/Ojv05r61V2MK5Uq9YVSf0PgEHQgYZugYZ6u6YQBHwdLACAQsQ/37yQQe7YlHEAuPoiHgBcrY3XTO2n4ci3NTU4unbSnK0X0woqtl98fvXXWe3r6f/CFz4jBFLJt4/uP87KbKbP1E7eo11bzj+5nZbyQ8hjfUspfRTQCFr4xXBvTH9nh6YMd0cjQ438y+W9A19m5aSVt4OQxbpBfdGfw1P48JuItLIG97ugh7/W4WaQnbWDETO7st5JmVfNyqtmteKkbqatUcTT6/h3Fs48+Tb6blJaQU2tEZk0vJPr0l6BzWjk//H4pUaUvxJHI+aOMUM9zdtBZQJBkNmr2zMs6tKDaPXQcwAY0tN9SM8mn2tyhSKrYa6nXkHk88d3/+nP26qW1JyyojLWR4kjf5/UwHDv7N6k/RqTojkM04UgX/uWO32hVTx+mfzn0RBjJmXLD2OsLD5muF27W+3336bkltYMDXCzN68fD8dmFAHApH6+Wo3yoopapRJlXmlNVFqhv9unWB2ieQQiybFbb5OzSw/9MLFdDvg8KuPU3chV0/t5OX2chHIN9l58ee5h1JAg918Xfvyg1v8wl5ISmrfavUxMN/ZpuXrowch3u8I1k760gkOjm1KI/2BI5TKpop2v4b8gVjXQxbEp87lxvDIegzk6eawlva3pg3MC/AbooEXzKbC8T9C+CSNUKiu2TMZEX+0lxNEo1PbRQ6j4z0PhmIzDLe0d+GDxrMSfVrz4Zv6aAb2ar2z1bb8eDg1FclAIMi+oy80FM9rFau8InoSnqq+i0aivJzYXd1hYWiNoaOg72egxgurT1cmQ0WCgq2FAfxg4PGFqdoPwbl837YZ7UXltWVULolJaCfJpwXBfOnb/9rWXVatzB+/8a/PtZvo3RXZqyVCPn8JDklvu+i/F+VVDPX5S/2t86sWj9+75+ZpeVyKXyb+b9nfY0yZlHJb/fPHHrTf0OqaK3/bcm7/qtHL5/I2Ib+b3t7IwePRSj7vWSsjr1F5jdlTXfCpVTg/cCP3n3rslu68VV9XP9VWx+QDg66ylQMft0KRpv51Lzq37Mr9Nzmvc5yOiUEDz1b6vhMROW3daIJK8jsmKSi2IyyjW5ZhXQ+KWbLt66Jpm8c6UnLJVf948/yiqpJKdnFN67XlzWddyuYIvlJRUsROzSkIi00/di/jtn0dzf7sw59fzutzaR2fRH5e7zd594Mrrj30hnxCzffx+7x/clLaeAZH41/BRLYa2//bquS5Wu5+5xblxk/rbt3UWve3IFHJrUjvrSv0XPO4mVEpnK4voQi3PlK7aEg3NaJSLsyYvvXonvlhvvU8lIzxd1/T/hATOmweFIIPdnQe7O4fn5B8JjZzYuVMz0V1eFqYX5kze/zL8WXq25GMPVdsXEg67f8KICf9cEEgkABBgZ71mQC8vi5azSKUSWfSbdBQa1bW3HqVY205iRrFGidOhvTwsjJsr05Ce2yBOBoVC7HX2uCv79/RzvPUsXtWSkF78AbRlNIhMzFe3J7BYtJc2qwgAYlIKrM0Muvvae7taWpsxTAypBBwWi0ELxRKBUMITiIrL2UXlrNyi6vj0osz8CmX2LYNGdG1thanDW+/ePBOm3nIp9GeaQXsmblrYGD5I/r35Pig0ilXNXTX9715DvMfMrM9LWzHxYEZSg6TeLj2dNx+ZAwBvniSlxObHvcvu3obSy7owfVzAn0eeGjEpi2fpqgvRQYgkUjZfaExvt2QGGxNGWTWnnMVdsvvaP2snGdLJACBXyAHAxICq0flFbNZvp5/I5QoEAQdzw6ziqoQsPUIxO5rErJK5v10AACwGjcdiDGhEQzrZ3IjmYGnoaGnUydGcQSWm5JRlFlbeC00e2897z/kXYfE5Pk38ElUgCLxLynufkp+cUzp9SBcauV68QSqTv47Nzi2pOb1p+oHLr8MTchUK0JiliEotWPzHlWaO39Hp8l/oUKZ08nY1Ml5871Y5r8FoHI1CHRw60pLagkf115fPT8Y1Fx8PADZ0+obe/ZUm+5l4LXPsH5ibvX8ywLVzPtV/5Dcw3sdTq+GuVWQdAEyplEuzpxwLj9z/6q1eMykoBFnaM2D5R62j1GqC7G2C7DULPjfG2dhw34QRYpkss6Iqq6I6r4ZVxGKXcbhVPD5bKOSKJCKpVCqTKYPm0QiCQaOxaBQeg8FjMEQshojFknDYtmhfdhxOxoZbRgafjYz9tl+PFvWIVHw38UBGYqGbr+0HNtzD43I1Wsa0ZEMnNHSJWZsZ6Pue83G1VDfc80pqmuncQbyLz1Vf9XG1bOouenVxHNFHy/QRiYAjEXCGDLKNWkiDQCgJj8sJeZtGIxOaCTW+fS780JY7AJCdVvL8bqyq/c75t3fOv+091NvQlHb2+Q8A8OxO7I7vLzd1nFYzd/DOkgJNQZWD15c7uNXHFaAxKDwB59/b9eBvt+kG5H4j6qVdh03qtnzTmFG+G+avGTrq33QLoUB8fNdDIhl//3LEqBndLW07UJ45uLd7cO92VknXnbdp+VUc3tAubr9denrvfaqTueH5Ve2WzGBjahCZWgAABeWspX9eP7JmIo1EQBBEoVDgsQ08hdVs/sbjj+RyhSmTunPxSAoJP/bnEwXlrPa6krZTwxGgUAgGjQaFgisQcQWigjJWrJqUUxd366UTet59kxQWn/PT7IEPw1M8HXQqT7N0Ys/QuGy+UHzkRtjqGfWRD15O5k7WxpkFFSyuoI+fk7kRTSJrULATAOgUIh6HkUhkCArBYzFEPNaASjSgkVJyyrgCEQDMGt56cZ71f9/PLqoSiCR8oVgkkcpkcrlcIZXLleP5h+Epj96mIMo3GgaFw2KIeCyZgBvVu9Pk4M6tPukXNOhsZn57yswl929Hl9S/rTb16R9o1UIU2cHId81b7RgUakEX/2X+gQTMJ2TZtrvVDv8Zw324h+vmxy+UnlQVVgx6Y0FuFWgEWdi92whPtwtR8VfiEtXFvLWCAAxyc/6mT5CTUQe+8z4dcGi0h5mJh9knGkPSaoZ7ug731M/+nriwn4ERhcogR71OMzJj8DgCJw9LHKEDxV+VpOeWq6/SKAT3JpRVVMSlNfC2utrr7Ve2MW8QlFxS0Zqc/TbytuGIJcDLrqmeesk7EgnY/gEu/QNaSCgfNT1o1PSgpWP32zqbrt0+Sdk4d/DOrr1clqwbdXjr3Wb2bezwVvLr8rMaLQQi7kbUJq0HOa5DtTUMBi2VyEZMDcxKKclIKlQ33LVyaMudsqKatdsnP70VvXfD9T+Oz2tLpbBTl8OPndcyW91rzA711VWLgscM8W31WVrH+nOPymu5ga625ga0lSN7BrnZVtRy28vpbmFIAwASHisQSzIKK7/Zd/Ovb8ejEEQOCjZPZECt/zaeexrNFYhMmdRTP04xZlDEUhkA1HBbeMsUc+9l1h71Nd5KwzUY+aTX7JfJ+e6Ga0FPddFm6OXr8Pb4t8plhQL4QnF5Dae0ipORX5GaVxaVWigSSz0czDzszXr5OFibGpzaOF3HI9uZM6cP6XrqXsTVZ3F+btY8gTgtrzw+szi4m0v/rs4u1sZYNGrr0hFa93WyMnp9ZIVG45WQ2MjkfBSCrJnZf3z/Fr7qzZCaW5ZX2pwnQqEAhUIhlkvFEuAJxMquRY2egbkl1ZN+PKnLGU/fizx9r4EYxuWts+3MdRUM+K9iQiZfGDdp08tnFxLjAWC2j990rxb+rY+yMpqPkLGi0fYPHdnupU8/Tf4jhjsJh41bu6wVO1rSaav791zRJyiqoCimsCS2qKSols0SCNlCEQLAIBEMiERHI2aQnU0PB1sLmuZk6Bf+H+g11PunWUdiQjMIRBwKjeJzhWg0yrOrfe/hPr2H+VAZpA46b0ZeA8O9q6dN85IUfKFYYxcP/QNCGNQGpjCHp0Vzs0PJKqgsr24Qtt7N67MR0dt3ZalGS3ZqydJx+zfsnxE0oE3lzIZ6/NRUo5d/g3j9+5cj7l+OAIBDW+4c2nLnn4erntyIfnw9yt3Xpu9wb4/ONssnHDiz/+mslYMaH1BHZk0KmjWpwazjb3vu5RVWHdv1VauP2QyHTr+kkPGzJ3enU1sep9kYM8pruTll1QsGB2w4/3jP7dfOFkYaTvebb5P6ejm0InXVlEkFAFsz5szBXTYefxSfVbL60B3lptzSagNqfWTmy9gsAFg7pZ8xgwIANRwBALQoKUPFuUhkte9Ll/ayuolF1YUNiGU1ueyzRsTu7Wi1a4AgQCbi7ImG9haGQV52AKBQQEUNB4UgJzc2N18hlytQKEQmk3MFYhZXUMnilldzSyrZheUs5dYfDtxRdcagUcfXT9X32h69Td159hkGjfplwdDggDbNeW5ePBxBECIeSyJgCTgsCoWg0Sg0ghy48lqZnLppwRBQgFQmk8rkQrFUKJJwBWIKUb+qll/QBSwavaV/cCcT0/DC/HW9+zbfuYBdu+bJw2Y69LNz2D14KB3f1jqVnwutNNwnXL9oRqEcGKR90PzZgUOjg+xsguxaDiP5wv8n3Qd1GjCmS+BAzwmd1wNAjyFesaEZ8e+y/vnj3oiZ3Sct6Eeht7N+hUQi00i7tDZrQaAjIb1YvYISALjpNrWtDqbhzLVYIlW+m/U9TqsJjW5QCJlBJTrbfpxpn+d3Y9VDZVRUlbG1mtHtRXF+1bwhu9RbRk4L1Ih637vxRnJ03uE7Kxvvrh4qM2R81z833Hh+N5bOJP+4eyqCIKaWBj/unrp+wUkDY+qoNuuWbtp5x8vdcvzwOu1niUS291gIgYBdNqdfG4+sTsibVIlE9uhF8sqvBwzq08L4x8aY8T6z8HZEclcnKwsmbeWoXv29GqgISGSy368+O/L43f0Nc/W9ElMDKgDwBKLB/q5MKmnVX7ffJtXlm8ZkFHV2rjfclW5alXD7i5hMADAzbMH1Q8U5+xj/HlG6ILV6l5fRLwAAoIir+BEBjAfzB32vti0gCJgwW3ZUnbwb8fd1zSRUDZysjYO7ubjZmbrZ6e1HeB2b/cvRhwQcdtuykYFNz7zpiGtLTxIUggACOBQGhwUSoUl73c6cGXHyu+YPteiPy9GphV8N91828bNJh/vwTO3kPbVTyzlUP4U84YqbVFSc4NFp64BBn4XEX3vxH/G4/1/xy8rzfYd69xmsXRnmCx3BiOkN6tL9uHeGQq549zz5xvHXVw4/f3YjauXWiV37tGcRdWVApzoG9BZc+7GpDYQRMWiUq53eJi+78Wz+h30evo7OVl8N8Lb7WA/kfiN81UNlVO0dHeOuS3Iqg0mpbUJrRcPjjkKjbJ1M8zLLvuq/TdUHR8Ce2f+UzeJPX9wfae2oLCu3IuRNqptz/eAQi0ULRdJbj+K83a16Bzqr2tdtu/UyPL3FA/YJctn8/ejG7cd2ffX8TeqVu9G/7bn3JiLzp+VDCU0Hqlka0gHgTkTymADPRUO01I97l1Ygkki7OrVGIF8ZDMMVigHA38362JpJy/beqKrlAcDjyLS5arVRiQSsmCt7E589sKtLTEbR37fCAaCLi/aTplTvzKk9qd5SwLlWwGmgGvSsYIBq2Z4+253ZcjzVB6CHj/2Rm2E4DJpCwtMpRAMqycSAYsKkWBjTLYzop+5FRCbn8wSiaYO7tCKp9GV05o8H70plciMGec+Fl5WH7glEEiwG7WBpOCTIfWw/b1xLNaH1RRnyLpXKZTIZTyjhCUR8ocTekkkhtqy0lpJTduRGmFIbtJOjeXm19qKNX9CXh5kZoQVNyjHN8umsi4LkZ0R2UuGfK0/vvv89Btvk17u535LL33+qEje9jE3vTJqhy1kn37j0rriBAbEqoMdIZ7e+Z//R6Bk/fxlNm/LgomWnBg3sNG5MF11Op1CAXC6XyeQikZTLFXJ5oopKTmlpbX5BVWpaia2N4Y9rG0wLzJ5/bPRIv7Gj68uD8QXir+Yc/WZZcK+eWoJfZTJ5ba0gr6AqOaU4Jjavk6fl7Jk9dbkwAEiKzT+66+HmgzMpNJ3csa+fJG1Zc0m9Zd+5hXt/uz1melDwSF9lS1kx6+3LNP+ezlr272B+ibt7Kec9AMx17rHaM/jDX8AnBYJCAgd4Bg7wfP0g/sD6axvmH1/w08gxc9rNucLlNzLcW4oT0AgNd7M3JeD1DsSvYTcw3LFY9IcsGVPD5idnNlDe6On30URXm/K4N8+sgdvLi1kajY1j3NuoRWNgRGGz+DKZHN0oVF0jOVUqkaleAFtXXawsq911diEA5KaX7l53reegTnbOLftBI2JzT10K//2nMerBKvv+eWZiRB07tEHe3urFwenZZdsPPurkasH89wa1muO6w6AS503rOX6E35Gzr+8+iS8qZW1fN96wiU/PjEEFALlC8f2p+6dWTrZgaupUnH8VAwDjglrj+GBQiAAgFNeVfXGxNj6yesLCnVcra3kZhZXvUvID3OumbXt62d8LT/n+8D3a2RA2TwgAKASZ2Fd7IK87c/UnYojri6utiSpQvjFmhtRp68+UVLKP33m3eHxzOraNCYlMX/f3fZlMDgClanOPUpk8Kbs0Kbv07puk3SvHGBvokb1w40X83osvSQQcmYAj4rEYDBqNQjBodFEFCwAehqc8DE9pvNeRnyb7umiRp1MnKqXgm13XlZkMAPAu8dPS/fx8UQDsedvklM5gR+f1vdtzcq+NnPjtOpFCmPLtMI32kRZLtlz5xruH9kCvE5tvUA3IE5bWxS7GvkplVXKasdqhRY/7lj4Dp3fy+fXN88jiIpFM6vr3XvWtdzPSlAu5S1ept49389w1YIhyOfDkYVX7lXFT/M0tASAkN3vePe2CwfGJhWnppdMmB/IFYqFAwuEIcHisuZl2CTyBQPzVvGMcjgCHwxCJOAMGicEgmxhTrSwNLC0N3oRm7NnRIKKuspKTl19FIDS4axIRx+UJa9majsbSstqZc46g0ShjI6qbq/m7iGyZXLFwfl/tn5TWe4nMyc0sJ1HqByenDoRcOPZSo9uOf+Z6dbEDgF7Bng9jf1XfJJPJ/Xs671p/vTi/atbSAQBw59I7LA7dK1iPt47v7c1ieQsFxrZ1GTfSuoUZKwxSZyJI5TK2RHA47XU2t3J/t8kYVDu7PdTZnvhIIJPMdgyypXyiOcG9hno7d7JcP++fw1tuS8TSiQvb5zmiUXcJAGTy5hSXq2v5abkNtM993Fp42WilrKqBACWT1lER/Fp59T5TXQgSjUYF+th9yAtQpymPe/OcerpWuSCVyJaO208k4dISCjt1sctKKf7n4SoDo5bDD7SGysRH5ORl1v9/vfztFXJFVTnbxJyhsbuGx33Kwn6PrkbWVNX7/1RxPrdifsXhW/aDvo/L+/H3G8P6d1K32i/ffh+dkL/5+9EanlQCHrvhu+Hzvj29759nm1aPbPHgusOgkdYuGdw70GXLn/dXbrh04PepWkPezQyoAOBhbVpcXTt3/5V9X492sahXuHoYnRaaktvLw97XvgVZQ60Q8VgAkErrhcjszJhH1kxctPNqOYu7/fzzI6snKDUil43rGZlSUM7iKq12AFgypruLdZvK0iVX/VHIvTnI9m1bDvIhsTSmfz0m8OCVN2cfvB/YzcVZ59u/GhK389wzuVxhaUwf1sPD38PGwdKQTMAJxdK80urn7zMvP41Jyytfsev6qY3TcFhdffkKBfCFEr5QUgnaZ6tQCIJGo5TWPBGPJRKwJDy2xRh3uUKx+fhjsVTm6WC2efFwPBaz48yz51EZOl7VF5ohvCA/o7pK6yYnJnP34KGfVCnioKG+q0fttHQwJVII6yY3sJbXjq5/pM//ZYLKTBdwhXePv1hzqD5sL+Ty2/KCqiFGC5SrNCb5cvoejRPpMXuFR2NUBnrzMe7XUpOupWop8zHx+sWmDr5776M792IRBJTCrr9vv0sk4IhELJGE69/HffpU7bGYRCLu2KE53665MH1q4IB+Hucuvi0pYX33zWAAOH/xrYUFg9jwJ5eVXQ4AXp00VYcYDBKXK9RoNDOlP7m/RnV5IrF0+++TnJ30iNJ7/iBeKBAP89sEAAaGlAsha2ctGzBr2YCd668rFIo1m8dHvslYv+yMhU2dSTq+5++8hpcxa+mA2csGAoCAL1bIFeWltXcuRQSP6kxt74hqXUD/a7jXiPmjQv4qF3IA4OeYW9u6jOugMwplkmt5MRyJ8Epu1Kmes7sYfqJJimbWhr+fWvDthAMndj6wcjAO0mdY1RSNIyw5PM2vqDrhcTkapVQ6u7emRqNGIVJTw7aWKtOLF5EN3na+rpYU0qdVDkwmk+sY437h7+e1Nbyvvx+2fsHJEVMDj+14cGrvk5W/tfxjaSZUZpTvhhlLB0z6uo8y57W0oFrDcNfIjp3ZbxsGgwKAOd8OnvR1H5XH/c3jxC0rWy5kI1cozl+POH4hdMaEgLlT6j2mz0PT/jr1clAfjz5BWmYpnexMhvTvdD8kYfxwPy/31owemyHQz/7Qtmm/7LqbnVfZudGTHACYVBIA0Ej478ePXn7k1vRd56f36TyymweZgHsQlXbwXpgRjbxxysDWnR2HRQOAVCZXb7Q1NTiyZuLXO67kllZ/vfPK4VUTjBkUEwbl7LppZ59EZxVXMamkYYFu3dxbyKF6UTiULylQb3FiLHAxWPGudD4awXU1/at119wU5dWcNftvzx0Z0MfPqV0OKJcrXsZkhsfnJmaXVrG4bL5I9u8HJZHKfj5078ymGS0GzCgUcPDq69P3Ius0ZPr5qCfYkIk4D3szD3uzgd1c5m+5mFVYeSUkbvoQnSbnAWBcP+8RvTzFEqlYIhNLZGKJVCyViSXSC4+iH71NbXXl1LTccmVKw9qZAyyN6QCwacGQ8OU5QrG0oqbJgJmlI/cIeKLjz1qZuvDqXtyVI88Xbxzj4Wen4y4KuUIoEFeVsYvzKnPTSjMSC1Nj844+WUvQM/u2ooS1dtrfY2b3HD1L1+iDVnMrTcsciJLf+gUTMR2u7aYXbl0dpqwcenj95eMRmx9WHlG1N+NxP7fznrWzmbWz+eoRO7Ze/zb2VWpWQr6BMe1E1BYCCf/D2N1ybQ67Dolxb4XH/btvBn/3zeBHTxL/2HHv4N6Z7m66ukPodOLkid2273rg6mw2cpjP7K//iXyf4+NtffdB3OIFmr7P0jI2DoexsqxP8pNIZDy+CI/DXr8Zdfd+nI+39ZrvNH+6fx99fu9B3G8bx/l462EJxUZk52dX/HlmgZuX1dLJf9m71EWCSqWy2IjshauHAkBxfhWFRjQ0rnPCXXuj3RpQ2u4AUFvDs3c2nbHo48wNqQx3Ihq73mf4NxGX5ArFnYJ4P6bNZPuuWneJrsqf8fq4Lgd3pZvd6LdIo/F6XgxHIgQAhQJcaK2smNMuxL/Lqq3m9Rzi1VQHY3PGzwdmrp7y167vLx/xsWGatNXepVE0E+QLmhUyC4tpEBqOQaP8WmW4Rzc03B1tPpweP4cnfJ/YoFDrR4mTOXsw5NzBEGhCx9030NHJw2L/1WXQbIz7+9fpl4++/HH3FCqdBAA4PGbBD8P+WH2pR7Cnf0vVABp73L/5deyQCf7qLRa2hgiCFGRXeHfTLA0olcqqytgv78eLRBKZVKaLT10rmbnlfx4Nqazi7tw4wc+rgdGJRqN8PKxWL24yXu7r6T1z8itbHT3fPFbmBkd3zmxqqwGZCABsvsjX3uLSmumbLjw5EfL+RMh75VYHU+ae+aNarQ5Z595rdFvWJowDK8fO3345r7RmwY4rR9ZMNGZQDOnkbyboFztnS5vqafizcvlpXsdaRVtPhaTklG04/ODkxmn2Fm2dz4xOLfzl2MOShgXj1Mktrj5w5fWq6c29vPhCya/HHj57n4FCkA3zBw/r0WQisqutychenldD4l5EZehuuAMADoPGYdDQ0PFlxGhTAbUKVp117mhV9zES8VgDKqmkiq2ui9++JEfnZiYVkXXQWQKAx1ci9/yo/UlVU8Ext9Hvvx/9Jr20oEoul7fcFQAAhALxgkE7+o70nbt2uF4nAoDX+dqDjoIdnAIsW5Om0tFMWDYoLTpXyBPd/uf5sY1XVe0qj7tXd5cdt+vi4v5YcCzsXsyu+2uv7H9IM6TIpLLD6y73HtM16lnSpb0PDc0Y6bG5fz76sfFZ9Himr3xy/2Z6g9GPKlSmv63D8RFjVe2t8LgDgEKhuHDpLQaD+nnjdYVCsWRh/+ABngBw/WYUjy+aOa17UzsODu4U8jw5OjZv1IjOE8Z2jU8sSE4pZtBJvXpoeoO4XKGBAQkA3kflfP/zFblcgcGgSCQ8ny8OCnBcML+vaSN766/Dz65ciwSAnzdeAwAGndTFz27BvD4mzVpmcrn86K6HVnZGbl5W+TkVWWmls5fXveQuH39tZEr38LXhsgWJMXnuLQ0Glk/7OyO5QVWdqQO2B/V12/inrlVFYket07Fn82D+rbcqkcsHmLstcu39V+pLAPgj8WGQiYMNuZ21aaVy2T8ZdcFtClAczwz7xv2j5aCc2PEgNTbPybM596F7Z9uxc3pdO/by0K83fz7QVl08MgmPQaPUfXsZeRVNdZZIZREJDR5wXi4WRP2V5jPyKsoavno9WlKOb0deRmZq+DL7dvsIuRwzlg6YsXQAABzb8cDL3z6gb4Oc45WT/zI2YzR/hPTEwt+/PT9z+cDuAz3TE+sGQr0Ge6XFF25ddXH3uYV2Li1/qr8dmd21p4uALx7XdVPjrSKBxNTKICOpqDi/6uBvt7/5dayJOUMsko7uvAEAEBTSrY8rjy2USmV4vdxpCigtr41NKnzyKqWkjDVxZJeRg3wwjcLoewc6q+eeAoBILFWPtjdiUo7s0Cknqt2hkwgAwBWKAMCCSTuydHxqYXlUVhGLJ3C1NO7TyaGpiuu6g9cWm+FkafTn8tFLdl/PL2ct3Hn16JqJypiZT5PI5PzQuGwA2Lx4eLtY7Ut3XJXJ5DZmBsN7eAR52RkxKHQKgc0TVtRw4zNLXkRl1nIF4/s1p9WdW1K9dv/t3OLqFq12JU5WxgBQ1lA6thXUcoXKcCYOTyiRyrD6J7waUOviCUuqOLZmBgBQUslWXlh5Dbdxddh2Iep1moER1fbfBJXwJ4ln9z2ZvWqof18tGglkGkH58yTTiIamNGtHk6jX6Ty2IHCAp4maH7N5Tu16ePFQiGr1yJY7R7bcGTolcMXm8c3vWF3OrihhVZRoKQkiFIiPbLlTXc7edGRO460sobCUq/3/O9HjExXnIJDwv11crlxW2egqj/ulvQ/fhySqOg+a1j3sfsyjs29CLr3dH/JzZnw+nohbtm1a+IPY/WvPo1DIxtNLbFzMG5+lBcP955dPf375FAC8jE3/DB72Z3CDoHuPI/vm+vitDtB0DKh73FWox8FrjXF/8jQpL79q0EDPZYsHpmeU/rDuqr2d8aUr7zIyyzQSTFWkpZcuWnZKuRz5PmfPvsfqW/sN2gYAp/6Zb2Nd92DickV0GgkAunaxD3m4VtVzyYozhoYUq4bfYJlMvn33g5evUidP7Nanl6uVJROHQ+cXVJ8+G7pw2aljf88xZDbptjm253FWWikADPHdoGxZv+wMAEyd3ycloeC3/TOK8iq3/XyNxxb+sG2iaq+XDxO2/tCg2vONsHUAMHJywNIf64eqa+bp5MNud1Qed4lCBgCLXfuElWfHVheIZNJtCY8OBuot0Ns8Z7LflQjqf+pH018HGTt0M7Jr37PoyHfbJt05E/r0epRytaywxtRKy/Nu6pIBDy9HvHmYkBydq/sMplZQCOJoY5yWUx/WnJxVKhBKtJrjEQl5Gsms3X01HbG6cPFBlEaLf6cPF570KKyBX8DD0czM6IMG6qgT9y77xulQawfjitLajYtPBY/pMnpGkFgszU4rDejXXFnQN48Td/14ddLXfSZ93QcAEDX37NzvBnNY/NUzj/ywc0rXXi3UgWqKlNj8TUtOZyQV+QQ4Jr7PGTrRPzo0o7aaZ2LOqKnkAACDSSGScQQiLj4iBwDIFAIAnNjz6MSeR8ojNBXng8GgElKLft1zr5OrxVcTAr09rHQxOJ6Hpm3aeYdEwn0zf0DLvTseFArBotF8tRQRNysTN6t2UxRdMqa7Upq9Mb5Olr8vGLbmrzt5ZTWLd187umYSvdG8WfPksS/ksS+0x2W2wNkH7wFgaHf3Xq16UGjw58WXMpm8u7f9zm9Gqw/zDOlkQzrZzc500kDfFg/yz623ucXVaDRq09dDBge6AcDzqIzjt9/lFFczqMTuXnYzh/lbmzJU/ZXWdjOijc0QGp9z51ViYnZpdS1P5SwIjc8ZtPxQ786O4/v7eDvpkQLhbm9qbECpqOH+ef7FunmD+ELJL0cfKnN1ZDK5TC5XfSYFWeULBjcoUrb356vj5/W5duxldGh6dTmbQiP6dneeunSATbNBuYXZFYXZFQPH1U90G5kx8jPK9vxw+Z+Q74lkzfDCHoO97qbViUopFIr966/z2ALf7s4/7Z/ROLu9KQxMtOTnsGt4a6YeojPJvt2dHNwtGIYUhiGF1PBrz60VAIClvZbJWwIRV1pQFROaEf0m3a+ROkhTVjsKQfrY2ul42R+MmnL2VI/VAGBibXg6ZisAJISlq0LV1T3uql38+nr8emH5j+P3DJwcZOduCQAHn69TKBQ8jlAhlwOClki0ZyfqkZza5vtqjtpawaGjz729rL9fPTw1reTIPy+lUtmK784NHex15K/ZuKYD48hk/N0bK5vaOmDIdvVVFBpRzytSIZFINU7BquX/svlWQWH1nzunubnWj3icnUw3rR8zavy+J0+TpkwKaOq8WCzaxIwOCHL6wXdjgjbP/SaYSMLt2nBj2ISufL7o1MEQvyDHkoLqG2HriKT6506fIV59mg7GaAW7k54ey2iu2Jg6gyw8/uw2qZkOaLXkVOXqBp/hE14clisUz0vTkljFnowmH3b+Rnanes4GgCI+K/jxnwBgTWY+CtaskKeiQsg5lFqXxUvFEjgSoVyh+P799Rv9FzFwHzRdUom1o8mSTWOnLQ8+tvVuyM2oJSN2r9g8vs8IX41uZBpx9Kye5/c/ObfvyZaTX7fxpJ2czNUNd4lU9i4ht6+/Fid0yNs0jZZW+Kqra/lPwlLVW9zsTU1bUp5uLypZvOikBgG+/bUVW1m94wabJ/R2sfBytvBysWS2JJHZOrLTSn7/9rx/L5dB47ogCDJz2cC9G29kpRR7BzhIxNIuTWg6sWt4J/58/Pphwrebx/Ue+m+qt5rti0Kjvt0y3tbZ9NflZweP7zplQV9DU51GJmKR9O3zlNAnSXKZXCKRDh7fdd3e6WFPk57fjQ1/lgIAyjyZrJRiAyMqGo0ysWBIJTK5TC4SSih04vnXPwFAcnTeqhmHmcbU3kO9F/6gZc56zy/N/fybol8P135NqCV8LHAYNF/UpOpzG5k3vMnHPgD09XVcOrbH/utvsoqrfjhy79B3LTgjNfgwoTJSmTwiOR8AxvRph9eNVCbPKKgAgKmD/RpPzujO+nmDeELxuL7ePX0dAOBBWMrGIw+Um8qrOTdfJtwPTd749RBVDSalckuL0uwaiKWy9Yfua80cJRFwEqn8QVjKg7AUbyeLxeN7dNEt2hCDRm2YN/i7P2+GxucM/eaw+iYqmdD8Z5IYmf30+nuppM4sYVVxX9yJCXuSuP7gV431hXNSS948jI8JzchJLQGAkJtREc9TXLysvvp2iLOX1YiZ3W+eeH3z5OupS5tM4VDIFfvWXXt4+Z2Hn93Gw7Ox+mh0jprZY8ikgIyEgtVT/uo11Pun/TMBQCqRjfX6WSqVhT5KUPW89P4XmlpdQrFICgBkqvZB7MJ1o5eM2H3mz8eNDXeBVLvZakqh6Dhv9tewUbp0axcMTGgPK4+8vh119N8ImRY97gBQWVzDMKR6d3dZPWLHtpurEsLST/9xS8QX73vyU005Z8/KUxGPEyZ/M9S0YTiTHv+2Cdcvvi/RNN8PvH934P070KbteCMt5dun9zX6awTVKJFIZBt/uyEWy35aO+Lps+Qdu+97uFnQ6cSe3V2WL2kui8jVxezujZXrNl0PDdPyO5w5rbu6Wx0AaFQilycKC8+8dvP977+Ox/8rlsdmC2kNFRvfvssCgMMHZgkE4oVLT+UXVHm4Wyyc39fF2QyNRhGJWKRZZ9ScFcFYHObxrRiNdmMzellRDbqJybimPO6fCGqqMnUuCje62Shrn5v5sQBwvzCxGcNdLxSg+DnmFlcqAgA0gjrVc/a3kVfyuFVlQvbKiMtHus/AoT5O/QGGIWX1zin9x/j9vuLsHyvPFWZXTF+hGeY7dHLA1aMv/NtD093bxeLak1j1lvuvkhob7iKxVCOn09HayErNNaUjhy+/kTQc1g7r7anvQVrNg9dJ8obZtf0DNJ/jecXVYbHZCgUkpNcFjzlYGx37dRpRf9XLZoh8lbZtzSULW8O12ycrf+ZBAzxMrQx2/3Tt1cMEO2dTl051sZVKL4AqFuXC4Rc8tvDI3W+ZxvWjncYPinGzewYN8Di19/HB326v2zsN1cR7ff2Ck6rlkoLqO+fD+w33PfFkjfG/Elvdgz3NrAwuHXlhZW+kfCmGP0tx87GOCs3wMLBRKODvW9/MGbzT0IQGAJxawd6NN4IGeExe0HftrKOObuYDx/hpO+2nxYBebgN66f1TUoBCJNHioPkwzB7qn1ZQERKVMX3gJ/oJS2VyZdpo69zVGqBRKDQKJZPJ26hcjsNidq8co1q9EhILAIMD3X6cHZxbUrXv0qvo1MJ1f99TAAwKcA1PyI1KLQCAYd31K0h85EaY0mof2ctz4gBfGzMmHoveevLp7deJfm5Wvy4cevd10om7EfGZxYu3XRng7/LdtL66KE4GdLL9Z/3Uw9fDYtIK0Gi0m60JhYh/HpXh5dggzsHa0eRBZp3HfenIPdkpxYXZFSaWBuPn9enWz41pQq8sZd09G37z5Os/Vp47/uwHdcVYqUS2ZMRu9aMp5Ap2De/9q7SEyOwjD9dMWtDv9unQR1cimjLcJWLptm/Phz5KIBBxRub0hYN31FRyzayZgyd2GzunV1MPInVweMybRwkA0HdknQgsBos+8eLH3d9figmtewcZmdFpDauJK79s+Ca+bLbOpt2DPd88TEiPL3BpGDlMwGh/0atMkU+cFj3uNeXsw+suf7N7pqO39a7lJ78btg2NQY3+un/PkV3QGBQAHH6zKeTS281z/h63JLjf+PoyEXoYQFfHTdn3/m1EceG+QcOZBCI0HSqjjnqEzLLHd/liTZE7AJDL5QYG5J/WDheJJTt2PxgyyOu7bwbPmHOkmSob6mzeNG7/X08zMst2b5+qlFB4+Dhh/8GnwQM1zQ5zM3pFBef2vViJRKay2kUiSUUlx9KCod5zyCCvIYO8AGDLH3fweMyls4vPX3q74rvze3ZMqarm1dTw/LvaQ0uUl7CUoTJ//XFP2SKVypLjCtgsfmhIMgCM7b4ZAI7fWWlhzYSmPe53Lr27c+mdekuQtji2jgb9b4y7VFH/Upzn3COTXT7PuUewRXMP0MjKXI+bm9RbCnjVqpaZjoE/etXHVp3ICHtTlqlcnmLf1Y1uttVvzMzXJ2QKeURl7urIa3u6TUR/vJ+uX0+XPVeWrZ937Oy+xzg8RkP/0ciMfvTRGt0DB5uhZxdHAh6rrgsZGpNdVsXR8II/e5cuEDb4WQ3u2Vwsh1beJ+Xffp6g3kIh4Yf3+XCG+90XDbJivF0szY01vdFXH8doKOcMCHRtX6sdAAQ8kZuP9Y+7pqoLuTq4mu84s+Dgr7e6D/QAgIiXaVu/u4AjYCfM7YX/9zGl1Y2tdYBvbs38YeeU5i9DPcbd1smk8cExGPTa7ZM3f3Nu9IzuAKCQK8qKaoL6e4SHJC/6eaSBISXyVRoajbK0M3r/Jv3vLXeMzBhrtk0iknDr907ftuZSRlLR9KUDNF6x/w3EUpkCmtNO7Wg2zh40PNC9p3fL7wgNPkyoDAGH8XIyT8gs+f7AnamD/DwdzEyZVAoJj8diEAQRS6QcvqiqlldaxSkqZ+WX1WQXVeWVVF/fPo+sLV8CQaCXr0NIZPqha2+8nMztzNsn2UlZgc7alEEiYD3szQ6umfDzoXvP3mdsPx0iEIr3XnwFAL07OwboGcv3+G0qAPTxc1w/b7CqkScUA4CFEZ1CxE8Z5Deqt9eha28uP40JiUyPTM7/eW5wvy4tT2C62Zrs+XaMclkmk8/YeBYAhnbX/ijOSCjMzyxDEGTcvN6zVw1ViXZb2Bot+Hkknoi9+FfIy3txI2fUp/ZhsGg3X9segzvZuZpvmP+PT6DT76e+rihmXTny4u65sNcP48fP6+PhZ5sYmVOSX9U435RVxd289HTS+xwAEArEr+7FKdsLssqP/XE37m3mxsNzWgybEYukz25GUxkk9Uj6R5cjYkIz7FzMpiwZ4NnVnmGoOc7BEzAAIBI2OQk2ZnavNw8T7l0I1zDcjUjan05FHDZHLKLiPi3BMQ0mLB2k0nzUqiqjkCtm+v4gFUs3z/kbANAYlHcPF7++Hj+O3wNwVNXNq7vL/pCfNQ6un+eyq5nFP7FRM29fvT5+Kh6t0752BxvII/S31RJRh8djN/48GgBu3IrGYdErlgY3789uzNdz+6z47txvW2+v/W7onXux5y+93fzreGsrzSeIs5OpQqF4F5G1cvkgVWNsfIFCofBw1+4tNjKiRsfmFZew5nzVKzGpaP2mGxyucPGC/g72LUvSmpgzNEJlQu7GcWoFZx6uykgp/vXbCxqhMlrZf35RRnLx8ml/H7y05Pjex2g06tf9umZ9fec58DvPVgqfNQaD1D1cJPJ6w92Rany574L2OgUAvChN3538VLlsSWJ86zEQAHyZ1qs8g7cnPgKApyUpm2Lv/tb5w02BNcba0WTz8a9XTtifnlDQeGu7WO0AQCLg+nR1ehRaH/ktlysu3Hu/8qsGQ4UbIXHqqygEGdJSXpcGfKH4j6OPNRonDfFrF4ecLsSkFOaXVKu3DOuteQsSqezhmwZB8FamjJkj/KG96T3Uuz7QRQ0iCbf6j7qMlG59XG9EbdLlaPo+yqChHCSRhGumiqq7r825l3WaAwgK2X7qawAYO6tHWkLhvCG75DL5xHm9754Pf3EvfuL8PsqwHwDo2svlr5srTu559Pu3FzYfmd18pY/PkYMLx3rZfrik6sYQcJhWWO3wAVVlNn099Ls9N/JKa3ade67jLnEZRd2buKmVU/vEpBVWsngzN54d3btTvy7ODlZGNBJeJJHWcAQsjiCrqDImrTAmrejH2QMDPHUytb2dLHKLq0/diyQT8YMCXRkU4sxh/i9jstg84ZYTTwDAw95s0wLNVLoWkUjlAMCk1XuyFQpIzS0DgC7udTNpJAJ21fR+/bo4r//7fgWLu+X4E18Xqxbr36mdQrb15NOswkpXW5NgbfF+bBZ/87LTUonM3MZw/g9a8vcGjOly8a+QwqxyjfY9V5cBwJk/HynkiqGTAxAEMbE0GD2r591zYRXFLABw87VlmtAaB8BkJhX9tvhkeTHL0ITWf4xfUHAnMysmhU5kVXHjwjPP7XsS+SL11qk34+b2bv7Wnt2MYtfwJnzdV/0USt2q2auHBfTXPkpRSt9w2U3KGXt2tTc0pb99kiTfLFd3/BuTyAwCgSXU3FGuUPz9PnJN9w4Xo2w1r29HbZnbIGhKXcfdt7fbH9e/Q1DI3eK/AGB+4IbJ3ww5u+POxOVDshLyCST8zfz9yp6NQ2uU6JGcCgDdrWwODx017daVA+/frQrQqRCaLh53Fc5OJlKZPC4+39PD8uyJhTKZjMMV1rL4AGDVyApXh0DA7to2Zek3Z8ZPOYggsG/3dK2C6+bmDBNjWnkF279L/QPo+s0oVxczk0buPSWzZ/YUCMTrNl6vZfMNGGSvTlbjxnTx6tRKHSIcHjNwpK+xGT0jpbjx1uKC6rkj/1StunlZ/XlmAQAU5lUCgNIr33HMenMysjJXl56h5Vka7nMA+CtwWl+zVubbqXhXmfNd5BVlyAQWhd7edTwJU2c7znYKyuZUXM2LBoBredECmXhL5zE6jh47AisH499Pfq2LPEhbGNnPS91wB4DrIXGThvpZGNfFSyRmlqjiRpR07+xg3HTadGMkUtn3u28VlTdI+TdikGd0gE3cFNefxqqv4rCYAYGaL7zGCbgLJ/XEfvJGp4ObeTOWdwfh6mV1PXKjanXi/D4aHYzN6Gu2tSai/bMg0LUFxfTPiwCzY+1+TGtTxoUts8LicyKS8jILK8uqOCyuQCSWyuRyBBAMGoXHYQh4LJmIoxDxVBKeTiE2U+nGlPk/9s46vKnzi+Pnxj1pU3f3lgpQ3N0dhtvG2GAb22BsQ7fBlLExGBuw4e7ubm2h1N29TZs07sn9/ZGQpmnqKTB+/Tw8PG/e+95737Rp7nnPe8730Peun/nNnuvxGSUnbiWeqP/nbMyBy89aaLi/P6l3QlZpSRX/92P3fz9Wr2ohgsDYviGfzx5Eak2Ito6+4V7n7qdcepQW4u04qKuvVKE8cPlZWbXAyZbZp0s9r2JkgMuBjbPW77q6eHzPFlrtWhSNSy3advxBbmkNg0ra/MGYhj80rUb7w8eHhDxJQ8+0AbVKDQBEspm9RI1Ge/3kMytbeq9helkVnd2MoigALPrCzKbf+f2P/vnxskqpjujtu/bPecapq7aOrCGTuoZ091o48IcHlxObNtxVSvXRP29jsZgxs+pJ/A2b2v3QHzfvnI9vzHC3d7ZCEKSsoFFVNADoNiDg2vHYzMTioCgP4/4eLq7Xcs0EQv/1PNaOSp3XJaLhoQ5Co9UWCwWONHpjATw6ajlCtVLdZ0xkS3Tct6887OBhCwAEEp5hRUu4n85o2bO71cmpPZxd54dFBNq0qwJcY4QEu3y5cvTBw0+KSrgikRwAiEQ8nU7q0d17xUfDzJ6iUKgyMisSEosePs6h00ljx4Q/epzz2apjvXr6RIS7+3jb2dsxaUZb3sOGBl++muz0MjDm0pXEuGf5a1Y3WuGPSMR9snyYsYe+hWi1aMNQmcS4/JsXEm5e0Me+60JlAODorVVWNvpfmC5yZsf3l3PS9T/z25eSwrp6Gvvm0xKLj+15sPK7Sf+Vne6WJKc+qsr9KO64XKNf2q0JGxVhXW/jbH34mGqF+H5lNgBcKU0tlfB39JjBJrZRkrn9+LVG179tRAW5RgW5xqfX+fVVKs33u2/8/uUU3SPhr2MPTU6ZPrIVkbUoCt/+dc1EPR0APlswuA1qkm2DwxPdjav31dyvq3fDuksmCbjerjYNjfu3A7VK8/Z5wTtpFShotaDGIHV/BRpUodDUYBCLbYLhsJh+Ed79IixTKsGRzdj5xdTE7LLbz7LT8itLqmolMiUGg2FSSXQqkUUn+7vZhfk6tVytxYZFPbhx9tEbL+7F5xZX1qo1Whad7OXE7uLnPDTaX6e62AaWTeubml+ZW1L97T/Xv/1Hr7OEx2HXLhrWUAiSzaRuXzml5RffeuTe8ZsJAOBqz/rl4/Gu5hKNDm27mfA45+NNUy4eeiKTKBoOAIDrJ58BQLC5cNxbZ55zqwSzPxpm+IpQyFUAQGpk6z4ntfTv7y6gKDpsarfl306+dOjJyV33NGpNRG+/2R8Pc/awAQAHF2trO4aAJ2363Z399yGnrHbkjB72LlYqpfrEX3fvnH/BKa+l0kmAoo+vpVRX8G0bFHIGAAIJb+9slW/OWWnAL9Tl2vHYnNRSE8N9lI+/WcMdBdh4/86FrIylXaP7uXsQ2q3xaoxSoykTCUuFgmKBoJBfWywQ5NfyigR8tVZ7fsbsULtGBX8u7Lm7a91JCo24ftb2GStGuQc4UeikhpuuKqUah8Oq1ZqnV5M+/Emv6+0V6pqfWhLer0Vhrk0Z7tnvf6JrrOtTb2te9xIF0GhRQnMuz5aEyhgzoH/AgBYn9m3ddiMppcTPxz4s1PWHTVN0XvOpk7qVl/OfxOQ+fppz4PBjLw/bbzfUVStcNL/fovl1y0oCAd+rh8+gga0LLWgJFSW88GivH/6er3t580LClnVnV6yfsGL9BAB4cjejhaEy96+lxD/N/W57vYIjYqHs2aPshnVAzBJ+4Tul1nx2toGOq37aQo4WPNucfFWD6tNeV4YMm+phWlYDi2B+7z5t6dMjT6vzASC5tnTavd3fRY7vaWsBRbM3lg/f6bdw7WHjnuepxd/9de2TOQPP3k4ytukBINDLvmtwS92NcoVq067rt56aKtKMGRBiVrumgzh+9YWmvnz7+EFmIlXi62vOTB8Z+SbVurYA/FrJ7u23Ht3NkEmVLCtqj75+cxf3t2l3Ja9O/luoteJ7JSPUqIyCc3Gi6vWXEzifVUpu4rFMb+ai1zu9pgn3cw73s1itXAqJsGhcj0XjeljqggDAoJL+XfvO4WvPb8ZmlVbx8XhsqI/Tkom9gr0ssHf6wZQ+GQVVUYGuC8ZGm90NyEgoOrbzdmCE+/Bp3S8eetJwgFajPbvv4fn9j9x97RsqHGg02mN/3iGRCWPn1sU7iIUyAKDSzO8J+Ia4THlvANOKOnlx/4THOX9/d0HXf+9iQtzdjG/2LAzu6snlCPk1IrPrBAMleZzDf9wgU4k6PYad35y/eixGd0jAk+gaS4b/Mnlx/ynvDmi4VxDc1fP2uXhjy/7v7y7gibjpSwZSGWQAcPKwtXNiNbRxR/r4OtEZ5SLzhb0SKiveu3SOiMWF2tsH2Nh6MFlOdAabQmaRyHQCgYzHE7E4PAaDwWAQAA2KarRapUYjU6tkKpVQoRApFXy5nCeT1UilNVIJRyKpFIsqxeIaqaSxFBmutNHlTVUx9/rhx+sPfOAb7n7oxws/vLebW8nXqPWPNuNQGboV9VDyj0WZ5bbOVtHDwv795gwAuPk51nKEACCXKgwprVA/mdVAWyINCvi1Y04cwmIQBxptgl+j64OJ/oET/c0cRQESqypwGAwF316XXmNueCcn1pRJXacYqZw2xrAhwcMa5LC2H7FIHvcwe8q8FkUTmWCIlvHwtd+77ebpA0/mLxsS1csHAHA4rFgk12i0WallVjY0hkW18HQe8SYokdQOv/k7AOAx2KRxay11X5FKviHx0tWyeoFcP6fe+DnVNOq6IRUywaLHB8a5dvkidLjV65CJfAUEejsM6x14o37AzNWH6VcfpjccvGRaS8P+KqqFX/x6rmFRp/AAl1ULLZYX0SwCscwkRt/dybrh2oPDE3GMKq0Q8LghPV5DfnbHIeBLP1n8b3lZrau7jV+gY0Ee59qFhMf3Mn/+c65Xk4rOFmdT+uFblS907Ugr3y0RpvWMXw1qVFMu4xZKKgvFlfmSijxx+QLPEYPsX93OuEVQqNQXHqdptSiVTBjTsxn30AAXvfrhEPeHKKAI1AX7RthtaeSkTloNiYCz+HpAB5mI37OmqaRzD3+HfqO6jJ/Xx8RCRbVoUU5lRkLR+f2PinKqyFTi6t9mNZR5ObX7XmUJd8bSejnlnLJaAHBwazSSduFK/fIv8WkOAKz9c15wV89z+x4e33ln80eHfju9/LcvT2o0WkPsjVnoLErvEWEhXT3ZdgxUi949/8LexWrDroUuXrYSoXzjkr0ZCUUYLHJo243b5+I//XFaSLd63rTugwJvn4t/fD1lwvy+ACCTKm6ceqZSqifO76vLNujSw3v/A9MUTADAYjBf9+3/4ZWLTcxNoVE/Ly973sGS5TpqZI0a7vZu7B139TKAy36e1eyl/CI8jKuiTv5gKAAk3M+wQIy7WTxZVmnvLW/DiQBwMDVx7f3bWAT5MCraUInz7WP3lmsqlWbouLrHjEyqxLWsJJshVObBjdTYh9lf/TSt18vQscFjuvz+zYXRURvwBNyH5iQsOhRrov7LQqXViNUKGq4VOd1Nq8oYwCIYOxLduO5SYzDwZKFKpmtfKEnSAvrT69406Dg+nTcwPq2Yy5c0Pax3hFd0mEezV9Nq0XN3kv86/kgkMU36cbFn/fDpuDbUDmwzhy4+M5HEmTTETHlFkwWGu5P1K4vkeTXs3XmnvKy2Ww+fjb/M0EljnTrydNe2m19+dGjvyWWUBhVV3gK0qFapVUs0cpFKyldKuEpBtVxQKa+tkHPLpDWVcp5h/01HhZzX2KXeWIh4nFAi//PcEwBgM6g9WxbeDYAgLdxO7eQ/BZlCXP2bGZOuvJi7dLRe6tHBlb1mxxwPf0eTMcW5VYe33bR1ZE17v14ERE5KKQC4tEAtQ1cX6cnNVO8g53c+GCziSy8febpw4A9qtcY3xGXUO02tZFhs2qot+hqLCAbBEbAIgiEQcVq19vn9zKzkEjsn1p+XPt37y9XLR56uW/TvwUdfU40ktnsMCqLSSRcOPB43pzcGi7lw4LFULB8zq5eVbfN1Qkb6+E0NCjmZbsZ+ffXUSJt5CreBPTHfGNoR/QMNVjsATP94xPSPzWRgWz637/jE6U0cnRMSPick3OI3faNAUZRAxL+/coTNy+oqe/+4dWrfo7EzmqrcAQBOrtbXEvW/wg+/HG1cLVVHv2Eh/ZpcFpslcZxlxOCpOCIBg9NF3dQqpK0y3JsGgyBaFKXjSVu7TT1XknSpJLnZUzaEj8kUVP6T81iDau3JDGM1ybcPJo383Udjlm86qa4fUmIMjUJcuaD50pXx6SW/HbibW2wmT8jZjvnb6snMRrZcO4Iqrujk9Xq1DsgkvFnx+FpBPT+H2TJq/zmuXUio5giHjQm3d2A+vp8JANPn9dZZ7QBg78jC47G1PMmFU89mzHtz9RNazpTHG7kK81veLaFKXmvBybwyFo6KfpZZ8iyz5PidxBYb7p38f+HsYRPR21epUPcfEz58anddvqkxXI5w7aJ/VEr1sm8mGWeXFuVU3T4XT2WQWyKTMHhC1Mld926fjb99tq5CtlqtCenmueHvBa0qxjR0Urezex8sGqyvxopgkCVrxlMZ5GXfTHLztVcp1dT6hXEIJPzYOb2P/Xn78B83ew8PPf7nHTKF+M6HLa21/N3AIbVy2a38vJbPsINoIlTmVfLaRDneYhAEMbG5FywfsmB5vfCDXgMDDTb6fwhrIrVSJgCAWqXElWoZ0UMA6GnrJVDJt3Sd7Eq17mXnbew7v1iS/EX8GQAY5BiwPbreLuQI5+CRzsHfJl/5NGjI2xonYyA8wGX9B6PW77is1ZqJvsNgkI3LRtvbNBoPLVOobjzOOHs72bgUqzFB3g6/rJxoxXilP8Y/Dt9XKOtlX0wYFNYwLRUApPU1gAvKuMeuxE8eFv4qNwcszsUzz3MyKx7fy/xt90KlUg0A7i/dZtt/uXrh1DOdZk7Mo+y3w3Cn4cjtMdwrZe31uNcIJTZGOoAWRKpQYRDEbFgzgsAnU/vN+vZwYu6r2Mrv5D/K5v1NqSpjMEiXHt5Ma1r3gYEAoFKqxwd/hb6sajF+Xp+WlE+ycWD+fuajw9tuJMfmC3hiKxu6b6jLoPGRvYaFtFa1duGqUSQK4fbZ5yK+zCvIadbyoRG99WlR4+aYjxCe+t6AexcSjmy/dWT7LQBY/u1k6xYn8OCx2J2jxn338N7+JNOilq8YbuOhMq+STsO9k1ZgQ6LpDHeuonUbRs2qymhQbRtqKvkzHQ71Xdjas/6jDOnpT6cSN/x5hS+UGfcTCbj1H4zqFd5oahGKwtJvjjdmsgNAvyifjctGkSxdyahpHr3IMxGKwWEx74wyn5fi3ECf4fdD9/acfhLq5+Tnbudsz7KzpttZ0xh0MhGPJeBxBDxOo9Wq1Bq5QiWSKEQSOV8k4wkkXL6Uy5dwuKIqnqiKK/zl84nBPqZb0q+M4FDXnMyK/NyqHzee9fS2T08pIZEJAHD9UuKFU8/cPW2/2Djxg7m7ipqUUfsPQcO1fTMHj8FNdGl+9RKfV+Zmw7Rl1lOaKq7hu9mwAGDw2l1Jv69o8xwaIpTI/7rw9ObzbJ5QCgAMCsnT0drfzTbYwyHIw97DwRqDQQCATMADwGss5trJG8iOi634KFrZ0D/9sS6Woaq0Vme1M6yovYaGzPuspRvOzh42q36d2ap5mgWHx85dMXzuiuHND30JhUb69t/Fv6w8VprPmb50cNOROQ3BYjDr+w8a6OG16eG9HB63lfO1GFyprPlBHU+n4f7203JVGZ1vuzGwCKb/S6X2SlnbPWeNXdyyF3wriQ7zOP7LwuNX4+89yymp4tPIxB5dPBZM7OHapDgagsDnCwYv2XC0obeeQiIsn9V/wmAzKi4dSjVPvGnXdZPOEX2CGlOg7xbixqKT+aJ6X5oSmTImqTAmqbDN03id1TUBfAIcASAk3O15TB7bhg4AnEq+q7vNmaMxAPDJl2NcXNkAoNW83mlaDFeKbYWMq9CqFFqVRqvFIhg8BkfGEig4EgNHYRFo1gQ6m8iwI7KuVMSlCQoNJxIwuG9DF3RnN5+OvHDbCQBgUEhdPBxnDYjo6e8OAGO/3WtZe10HVyBZ8OPxsuq6hByhVJ6UV56UVw6QBAB4HNbBmo7FYEqr+QDQxfu1LRE7ectw8bK9mvvz655Fq3Hxsv3tdBvTI3X0c/fo7TbvRl7OsdSUxyVFWvRVfzd2RIx7G+g03DtpBXYkfSpJlaUNdzCKijHLnYrMhsmsPWy9/u091+IzeZNh0EjvTu397tTWCRaF+DjOGx+992yMcWfXYLevlwx3aDzApuN4nlasVteL18dhMfMnNJoEQsDjPnin7+ZdzQsN/YfQBcbg8dh1309d9/kxAEhPKXV1t6ms4AOAixs75lE2ALi1IO3MwK68y0eL7lhqhi9qcwbe+ayJAdPcBiz1abQIhglfBDYluGFgd95lY6udiCVsDlsYadVSfdIdSyYWV9e+yC9bvf/K1fWLdZ1ShcqkAQCU9m0xbTvzqKxaYEUnj4wOZFJJXKGkqIqfV1ZTI9A/2lVqTQmHr2uzmdSVMwY2eq1OOumkZWARZKSP30gfP75c/rC48HFJcXJVZQ6Pq9E2mgBmEfBYLJtMsae9troxxvxnDPcCcdzj6n9dKeFR7Kk0HLuxYUWS5y94Zz2o3SKsJ7zC2f2/4EDWG3mt9bg3qyqzvssYQ5HUTjqCRZN6xiQVZORXAYCXC3vxlN4Duvm+Lin0kX2D+nfzOXMz6fjV+Bq+BADGDQxtGA9jzNgBoUXlvMOXnr+iKXY8Dk4sACgt5nbr6fPhZyO3/XT52oWE4WPCu/X0eXA7/cP5u/k8CQBMn9urmQu9RezOu3zEaOFBwhK+D1scbtWKIkF9gjwAPMZ0C5y55WjPVdt1nQ0bANBON/yDpHwA2LFisr9rvZUVVyDJKqnOK+OWVPMFYhmLTvF1Zo/pFdyGMp+NEVtcOuvoSZPORd2j/omLN+7ZO21SX8/OdNhO3k5YJNJYv4CxfgEAoNCoC2priwT8IgGfI5ZUSyU1UolQoRCrlBKlUqZWqzVaDarVGfcYDAaHYLAYBIfBELBYMg5PweMpeDwZj6fiCQwikUkisUgkFpHEJJFsKBQbMtWGSrEivTrZhmYx/SrJFN5O4J0aaP+RAzkQAO5U/pbCv9TYye/6nKDg9Oqhp4o/LZPWEwPpabvAjz5gf/48k7Pe9z1HxLZ61cKR51bL86vl+d3YZtw2OcKHCbXnIqwm8JQlheJnNYqCCOvx0FZFrXMlaytk6Qy8/SzPP9t2hTeKlqvKjHXVh0wYnN+RbDfjIPJLpSm6RonEwtJsb7E26BsCFovZ8OGoNdsuzx7TdUivgCYKmL8aKCTC7LHdpo+IvPIw7fTNxAWTejZ7yrKZ/XuEeZ67k5yUWVrTnDjmmw+NTgIAIV8KAGMmRRXkVl088/zY/keffjXWmk1LTiiys2eOmRTVZ0CLaum9BZhY7RQs8Ycu74aymqoL05CvD13rH+IV4em0ec6IGpEUAFbsubB18TjjhkXQBZ652rFM+tlMai8mtVeIR9su+97p8wu7RfZwcwWAO3n5W+4/vrxwTsNhZDw+5dNlvz54kl1T89ekccN273NnsXK/0C9Fzqdnrr5yI8DOpm1z6KST/xZELC7AxjbAphWbk/9pTA13d2rXLMHtk8Urxjhv9KRFA4ADOXC6+x8AkMA7HVtz4H2/8wBQJHl2ruRLk3MDmcOGOa7Stf/JrTOvp7r/5kQOAYACccyF0jZKE5ZJUwHAmuhGwbF0PVxFUQLvrFwrGuO8tkgSXyZNUaPKqW4/xXGPilU1lbIsB3IbS7TINAK5RsTAW6buiRbVaFClQiORavgSNU+oqhKpOHxlea2ylI63m+D6rUXu8mpwprB0jUKxhbNDcJg6eZCZXt3XhOlrRphVlckRcsbfeRvWVK8YN0frA9+bMQJeI3g8dvygMLOlUs3SNcSta4gbAPAE0vzSmtJKfhmHX8UV1dSKBWK5WKKQKVQKpVqj1Wq1WhQFDIJgsRg8DkvAYwl4HJGAIxFxJCKeQiKQiXgW/XU6UbBYDACoXuYsLl0xPCOt7N+ddxgsygefvs3ypmYxsdqpONJP4e8FMVrtMEYA+eXsfXsWffuSCZeeZdSIJAAQ5GrnwKIDwKDQVjjvm8bXxSYhpywuvXhAhMWueSc3/35+4Yahg3QvQ+zt87i8DE51oF2LLJKY4pJNt+/PjYrYdOfeR7172FI7REKnk046eb2YGu5kLHOMyzeXy9arUdPiLM2SIbiRITAThHqy6JO2Tc6ABlWVSVMAwJWiL86CAnqjYkulLBMA8hhPutu8k8K/WiXLkmtE/owBeAyZhm+7s0GpkQAABWclUlWL1BydqS1UcUQqjlBVJVFz3/M9jkWaiY+8VPptjuhh02MU2v+Y19Cdqt9gqVVKhSoZA9+M3RPJdkufsKGJAaviz+hU2wkYrLqDY9Q6eZuwZlKsmW6h/k4vKsqv5eZmFnEOTZ7iRG++nEfTXMzK+vjqZV375tz53tb6D/zmh/f3xMcDAJ1ITFr6YTvvYmD81G5UGknXxuGxazZNXjpn17YfL7PZtOg+ZipdN8t73qPf825XabZXXzkVBXR79vkzpXXflnQc+afwJQEM1zZc7bvZw9Ua7b+3nq3ce9nbka3WaFlU8ogNe8Z1t3CF7DE9gxJyyvZejesf7m2R7SuOWPzl1Zvvdo9yYug/xnY06vQuoT/efbhvuml1OZlK5fPjVl3b0Ah1sO/h5vrl1RuTQ4OX9uxugTl10kknbx5mou6wCG6cyybjnnMlq4sk+tDS3zOHAEBfOzOaox3ncS+RJKpRBQC4U6N0PQggI51WHypYqtLKHnB2zff+14vW3ZrojsMQhzk2lU3VEC2qFqu59axzNQcACsXP9uSar1vLUxTbkprxstDwbBxC1KBKBMFgEBwOIRAwFBKWrkU1NYoC3ZhI61dR7LNZVRkylhA/9quWXMqaSKXjSSKVHAByhdWRbNPS9I2h1moUWrVYpeArpWpUuy/3aUpt2YXBH6i0encjCYsXaxUtvFon/1EWnT93tyAfAKxIpPj3P2jDFdRabbFAkFFdncapSqqqfFFRoVDrP9tf3Lx+YNKUllhQ+bW1n12/Oj88YnyAZaJQNCj63oXzAz08Z3Xp0ioT7sPPRhq/dHKxXrxsyB8/X3lwJ71thvt/DrVW833G0TtVdfLMDDz1l/AlvnTnNlzt3WHRAIDDYt4bHq1Ua6b0DnVg0dUa7aVnGQQ81rLhYSOiA3aef5JaUHnyXtK0gWbK/baKKpF49rFTntZWn/Stl9KwakCfcfsO//rgyaf96vU3DJUBACqB8PXg/mKlMr60UzO+k07eWlqULjPB9QdoECrTcFjHedzzxE8AAIPgXKkRhk4WwSnSelJszWG+sjxbeH98W2NOnlYfiOMeM3sIAQwdb8vAOzAJDky8g67BwDvQXkb2N8EA+w8G2JuaJnKN+GSRbl2BDHT4INxqfNvm/Brxotsk8UoBII1f3qzhvuDx/tjqApPOed49b5ZnKLXqp5x8pUZvdRExODH8vxvunCohnUEiEvE6+ecWsmn92Xu30//au9jbt9XBXd+uPSMSyt5fPsTLxzKBYW1Ai6IarVaNohqtVqFWS9UqmUolVan4crlALufL5dVSaZVYVCkWlwiEZUKBphEJsMfFxddyskf6NmPvXs/N+fzGdYlSueLa1RQO5+t+/dtvzW158vhuQf7dgvxL2Vk7x46zIpHafKkxk7o6Olt17WGx6IvGKJRUXq149pyXVS3ny7RKKzwtiOk+xql14srtRKZRrE3ZF8/LNu6c4NzraU3akaLbpdIasVom0chlagURi7ci0H1oTt2s/fvahdEbkYRfNrrOut19I3b3jViTAWdjUgEAh8VM79Nl1aQB7Zk8iYD7ZGq/NXuubj35INTLIdC97X9BT4tKPrt0zZlJ/2fqBJNsHyqBcGjGlHdPnasUiVYP7GdNaXSTc09c/Lobtw0vfX7c6m9rYzY+vpNOOvlPY2q4b8schoIWAIY6rgxiDgcALarRedl16NpsokfDaxl73A18HHDL0G6hxx0FtEZeUC5Lq5Jl1SgKBaoKuUYEAFpUvStnBhnLsCK4+DH6BTGHRllPTuCdVWql8bwz/ow2im1ZEV0pOCsG3o6Ot2Pg7Ol4u8fVe1VaWRBz6FDHFRjEYlIAKq3sbMlXNYoCAGSww0dhVu3a0X5d+DHsXxruFc0OFirrBVzhMFi1VpMuqOhu6/GoKvdeVbaxx90w7Eh+3JH8OJNLmZWDfO1IpUqxSC4Syng8Ma9GzOOKORxhVYWgspJPp5N+/2t+s1fYvvV6NUc4Y3avwGDndatP5OWYL5PUo5fvtz9Ns/DsAcpKeXk5VZhGMoMvnX9x/vTz9ZumuLg2v1JtG1KVauTBAyVCQfNDG8eWSu3v4TEhILCXa/NbQHgs1lBx8N8X8SKF4oehw9pju59OT//rmf7jqkVRJtFM5deWgyDQ0Va7GtXszLlwruyJFq0LTqtWCO5zku9zkomYV1SHi68Uf5G0O1tUatJ/oPBmw8FqtUailpdKq+9xknbkXpjs0neW+yAi1owO1aA1f/cK8BgR6Q8A38wcBgDrjtwwaUiVqp/P3G+n4Q4AI6MDrsdlPUzO/3T7hX1fzrC3bmOkVmxxSX8vj6U9u3XZusPsgAvzZ51Ly/zh7oOfRutL3jQMlflm2OCZEWEKtTp4yx+n5sy4kJ7Jl7U63rWTTjp58zG1Sj8KuKFBlduzRhl6MAjW2PjWYTY51VJUyjKPFX5s9pBKK1NpZUJVVZEkPpV/fYrbjz703umCm1WyLL6ynEVwasPtgphDg5hDjXtiaw6rQIZBcBa02tWo4nzJukpZJgLIUMdPg1mtKDlmKR6M+NyGVKfn04YUT4la4UHTa3Em8Ep0jR2Z9xQa9Szv7vYkU0VwnlICAC4Uq1JpLQC4Ua3zRdW5Qs58n16PqnKfcvIdyUzdSCq+XebOK0Ct0kwes1Wr0eLwWBRF1SqNUqVBG5Q0MsBkUVpy2RfPCkqKueMmdQUAO3tmcWGNWq0BACwOi0EQpVK/I8HjiS3xJkwR8KUYDOLiZl5ftbiQW5hfffzQk8++HNMRdwcACh6/aciQuWdOt/wUHAbjzGB4Wln5WrMDbW272Dt4WjVVf8qEQZ5eJ6bNmHvmFE8mA4CTaalsCmVV7+arcprlTkH+l7f024xUAuGX4cNfu1xP06hRzdfJ/8ZxMxsboNCqGjtkQUql1auT9pTJatpwrlQtP1h480F18oaQuR5UB5OjXJE0u7z64rN0AJAqX8q3v2yMj9ZHulcLLJNfNG9E1/SiKg5f/MHWM7tXTbWmt+iv3gRDeIxOFub3R09jikqOzpoGAFnVNaP/PWhNoXw1qJ9hfLSbi26kIVSm4TULeLUTQoLaMJlO3gROZ6ceyUhWaTU9ndw+CI9mEtu+idfJ20fzhikGsOWyVONwFz/GAJ0z3iyZwlvXy38w6fSkRZvEzTcBi+DEIji5USNdKGG2RK9LZd9yFUV0vN0in4MoqhGoKtP4N55xj1XI0uO4R30ZfdMFNwEgT/wkynpKC2/RNAiCAIAWbabaaMtRaWXnS9aVSJMQQIY5fW6yTnjzqVVK71Rk3qrIfMrJ/ypMH5VbIuFVyASOZGalTHi66MW+vKc/RU0a4VyXASZSyXV1mhzIDJ3h7kRm5ouqa5VSb7oNABRLePiXYjJ03JtuuOPw2IBAp8QXhSiKEoh4BpNIoRCoNCKNRqIzyMmJxdUcIQAEh7qMm9TV19/B1q75wkZSiaK0hEsk4buEuwHANz9MNT568mjMrh233/tw8NRWVoduOQqFmkoj4XDmPe4z5/a6ejHh1vWUuYv6teTttI0+bu5TgoPPpKfjMBgcBkPG46l4PJVAYBCJLBLZmky2JpNtqVR7KtWeRnOg0e2oVINxvOHunTPp6T1dXQd7efmxW5qPHmRre3TqtFmnTtZIpQDw17O4ALbNuIBWi1Bdzs5ece2KLqkaAfhl2Ag3Jqu1F3nF7Mq91ITV/mqI42Z+m3ZIrG5X8fAiSdWHz7dtiVhqyGEVSuU0EhEATqyanV/Fm7h5/+8XHukOGRoGPhrTuhJmAHDqfnLDzm2nH0pkSgAorOS9v+XUtIHhzV5nSv9mNJQyONX+L5UchXIFANCJ9fYWfr7/6O+YumhVncd9iK+3sQW/d9qrSKCyLM+Tiz7ZYKpPbyn8ve3/+fm/ETh0JCNpy/NHH0b0YBFJl/IyJ58/cmr8TNarst2/+e3yjQcZurabs/WRPxY2Pb6TV08zhrsGVRMwehfCPK/9LILzhdKvW3JdYyf91fLvVNpWfEeTscwF3vt07UpZFldRBAChrFEIIAiCsyK49LFbWC5LLZOm5oliIqwn6kZWyDJafosmKJelq7VKAEgX3NQtCQCAiKHS8DaO5CB/xgA3ozj7lqDQSs4Vf10uSwcABME8qNp1t3KHBlVpUTUBS2UT3P0Y/UOtRuKQN9FyLZXUzn+0L55brHm5q+7PsKfhiGK1AgAeVuVO84jSWedqrUaN1pOFyRRU6hoGN787jf2IkwsADII+UjNPVK1r0PGksa5hBiF5HXcrsz6MOWp4SceTTg9c4kJphXu1bTwvK9sRGzvKz29qSIhx/4+/zTQ7ft/u+7dvpBKJuA8/GT5ybHjLb1RUWIOi4ONrj8NjjftRFDQarUqpaf3cW4dKqW5iZ4BlRR0zIfLUsdirlxLnLuzX2LD289PQ4T8NbdQXkFhZcTEr62BS4slpM1j1w8eLBYJHxUWPiouKBYLvh7RiPexrzf53wqQZJ49LVSoAWHv3dldn55aL0mhR9PeYp9tjYwwbLqv69B3u49PyCbSEkqKaX769YGvPWLPJMi6JQknlqZI68RYiBv+u9+ghDpFEDD6Jn/9X7sVCSaVFbtQEx4vv/Z13CW2QqIDDYLuwvMNYXp5UB3eqPQNHoeJIACDTKAQqSZGEkyksflidUizlGE6RahRfJO3eEfWRC8UGAD7462xuBRcAUooqQ90dACDm52UA0OXjrYZGe2b+/aHbTQ/IK+M2OwaaM9yVGk1MccmvY/T+Ea5USiHgqYR6hvvK/n1W9u8DTXrcG2PRh/ucnVh+3g6e7mx7eyaDTqZSCAQiDovFvOGbRW89MeUlYXYOFBz+76S4n/qPGOzmDQDDPXzHnDmwPeHpmh6dlXdNGTH7D7FUnxoXHe6xZZ1lvifffJox3MVqDgPv2IbrGofFA4BOEr4NJPMvAQAGwYaw6gkbWxFcyqSpYnUNGctkEz2YeAcPate23cJAkST+Eecfjjy34SGFVqJQSLiKolT+VXuS31DHFc2qyuiQqvnnSr6ukufoXmpRjUxTF86r0IjLZWnlsrTE2vNjXdbaEL3a+RYsQoG4JrZGn1HKkYs4cpHhEAVHoONJ0baetysyAeBGefo0j6giiV7T3aDyruMxJ0/XMJjarlR9A0VRCo4gVSt1L3EYLB1v6k5QaNS/pumXf9ZEKk8hEanknz87fajvAmPRdwtSKhT+9uQJg0js7e7+oLCQL5ebGO5mObTv0eH9j2g00ve/vhMQ1LpgrZIiLgD4BTgCwKP7mRu/NhMxsmvH7V07bgPAkmVDpsxo499RYyAIolMTb4xRYyNOHYu9cSV5zoJ+Hf1Yz6ypPpWefic//++x43zZ+uidHB530jH94u2fF/Gf9arnKM2vrdU1HFsvBBliZ7dl+Milly7o2tjWJASrtVqFWo1BEF2m7IqevZZ07dbaCTQLgYjPSC3l1jAtdcETxfdRqLOY14bM7m2j/4RHswNCmB7L4v/oONtdqVX/nHncoDVpIJTlOd65d0+bIArWjPMCj8Ex8FRXil0f25DF3qNiuBk7cs6XSvULfqFK8mvWyV8jlgLA5xP6x+WUXH2RNfvXox52VgAwYuM/umGGxns7Tnf1cRkfHWzPeiNKlzfkYnomBU/o5+Whe8kRSxxaUGVdpdEU1fK9bRqtKa5DIJTl5XPy8jkPHmU3PDpiSMjqz0Y17De9l1rz4FH2wyfZ2TlVNTwxiqLWVtTgAKdhg4N7dO/wpOq3mJ+ePWASSXuGTyoXi6IdXAGgRCSYcfEYAYu9WZjbabh3YqApw12plVbI0n3oek+boQaqH2OALqsJQRq1n9rjcTcg0wiyBHcBwJfeh1pfyEUno46iGgCY67WrDRc3RoOq71ZuT+FfAQASloHDEMSqGjbRfa7XbgAQqCr+zZ0HAPYkP4GqokqefbTwo1HOX/nQm9ls5SmKz5Z8LVRVAQAFZ+VL7+tOjbIleVGwLAyClWvENYqCHNHDVP41vrLsZNGqGR6/WRFc2vle2oZAKXvOLYqrKXxYldOwuBIJi+9n7zvKJaSfvS8Jix/uFKQz3J9y8u9XZpdK+LphXrR6sQo3ytMBgIIj0F7Grxsi2sVqBRNPNhjuVgQzTt9vki7r/PF4DHZ/n/nzH+3nKsTJtaWfPT/1U9RkIral6Qcb7twp4vOH+/jMCDPv6Jp89GhiRcVHPXvOCA29lJWFQ5DP+/RxoNNTKitrZTIrclNa9cmJxQf+fYDDYb77eXprrXYA4HCEAODkbAUAVBoJi8VoNFoAIBBwBCJOq9FKpUrDYB7X8mHuJDLe+BYNcXVnh4S5piaXJCcWdYnowPLpsaWlM0+d0BmV88+duThztjWZDAC+1uw+bu6PiosA4GBS4rLu0USc/ldfyK8tFvB1bV/rtqTPDvfxWRARaU0mL+3WvVXuRgIWu7pvvzH+/mvv3J4ZGjY1uPkFXhNoNFoEQRpKCTGZFAAQ8KXtubgxsdy6bclu1v4Gq10HFUda4T/54xd1+ZFcpdBSt66S165P2Z8lKjHudCSzN4TM9aO34kuvBzswhOnxZdI/qQK9cyGhNvdJTVovm+BwL6dwL6f3hkfHZZf8cu4+AACKGoLaAUCLoqU1gv134/fcjFs1sf+U3i0t+6Xj9LemVcABYPLa/YZDR24lnL6fDAA0MvHL2YMD3Fpdx1GkUPz68MmKvj0N2jIFvFoPa9M9RqlSVSUW53F5yRWVaVWcYbv3lQlFzgz65YVzBHI5vIz2bAiTQd6/a1FyamlKWmlZeW1trZTHl8jlL7MaWvAXkJJW+sOvV8vKa407qzjCKo7wzoPM8DC3NavG2LDf0EWRpfjhz+tFpbzwYJfwIJdAX0cGzTJBLEPcvXcmxq19dJNOIOi2r79+eHOMd8BHkT3D92+3yC06aQmc2i8EkoNNj8FgGN5OzcccoqhcoxVoNFUqTYlKXaBU5ShUaRRSfxvm2vbM0Iz1UyxJAAA1qnzOPapBVd70PhQsy2CI1ypLjhcuK5Ek+DMGkbEWcwWZJYF3Vo0qASCigd65FtUAAB5jgT8YDao+X7JOJ1QfyhrVx27xnco/slR3dVI2AJAluKdrDHb8iIl3OlvyZaUs63LZpnc8ttmRGt0cL5EmXSzdqNCIMQi2v/37oazR2PqprhQcyw0X4UaNCGYOP128Sq4R3qz4dZr7r+1/R43R79ovjR36O/vBvtynJp1ELK6Pnc9I55CBjn5kIwGHIU6BjGSyUCVDAV0ac0TX6UBmMgl1Nu6zmkLdAqCvvW+xhAcAVBzR4JJXatS3h68ol/KH3PgNjAx6HWqt5puky2eL9dLOS/z6edNtv40Y92HMURTQm+UZixUH/4iezjJn7jfkWVlZZnU1DoNpzHA3YE+jDfX2vpKdHVdaOsrPTxdE0TR//n4D1aIL3h8UHNqWFVctVwwAtvYMAIiI8rh2v17C9yuIcafRSZXl/KbH9Orrl5pcEvc0t7WGe9Rff9bKzeta1MrlXr/VfdTH+PlvGzX64569fnv6BAAqRKKvb9/aOWas7uissC46w12oUFzPzTUEo1/J1nsNEYBol6aK9RTx+QP3/dvEgC1PHjfsHHpgX8NOkUJhPHMASKqs/OKmGRlcdxbr7vymwkMry/l2DsyczPLlC/8hkwl7Ty2zrm/xEIk4AFAqLJMtypHzecq63bMBdmakx8NYXlYEeu3LYUWSqmqFwJbY3u/5e5ykLZknTYLaAxiu34ctZhFabeTRcOT1IXPmxf4kVes/XberEnrZ1Bno3f1cj30+69cLD/FYzNKRPU1OF8kUv5y7n1PR6rxYD4dGF4e6Q1/NHuxoTd9x7rFYpti49/qHk3rPHBLZ8gWhVKn64OzFSGenCcGB2dVcBwYNj8Heyy+Y3sV0Wfjppav5XJ6vDbuLk8OUsGBfG7aXtRUei/3+7oP9zxMinZ38Gne9u7uy3V3ZY0fqf/uHj8fs3vcAAHy87BbO6dv0DC9eTdr6xw0tirq7ssePibh5Jy0jq+LPrbMpZMKT2NyTZ58nJhd/vOrojl9nsZhtSdI1ZuTA4K+Xj2zs6Jc/nHsYp98b37tlrq+nndlhYolixJw/2jkTE+Ry1a1HmXK5KiWz7ODpWACwZlHcXdgeLmxHO6YVk2LNolixqEw6iYDH4fFYAh6Lx+Fa8ino7uCa7sKplIh4cllaTVVvZ/f4qrJfBox8UlbsQH3L10JvIO4ODwg48wZecdUQlcZUDsuYKt7HQmmj2Ro4XFtKy9W7gsnrFP6le1XbKVjWY85uCs7Kg9qdgJABUMNi3IrgqpNyB0BVWhkeQzK7Tm9/qIxCI07knQcAJ3KQI9m0TopKKwcAPMYCFcsfcnbprPbu7Bm97RYCABnHBAC5RggAKKCp/GsAYEvysif5AcBE103/5s5TaCX3qnZOc99i9poveGcecnZrUQ0eQxrjvNaD1tQ2ugPZvyt7+pPqfWXSVK6iiE3sQL9mY8zx7nE4P04nzojHYHvZeY90Dh7kGEAzlzNKwuLf8er2d9YD485Idr3P4s6XR8e7dvkp9ToABDIdFFo1A0+2IdF0GjJlUr5ujAuVZTgxiVe6MemSIT6+h63XEv++ADDAwW9F8GBd8Ew8t2jUre0rggZPdm/muahQq3O4XADo7+nZkp/DEG9vuVrtQKN93b9/s4NzsivzcqrsHZiTprWxSKFEqgAAKvW1KQY4OlmVFHGrOcImck/DozwA4HlcwbttqZjUCj6K7hFXWvqkpBgArufm3C3IH+jpBQADPDyoBIJEqQSAKznZOsNdqlL9k6APughzcLBucmPktdDsptDcSdvIZMLOg+8BgEym3Lvzzmdr6gUri0RyACCSLKPPyFfV27FxoZj3B9sQmbVG9n2aoNCsid9CFBrlHznnLpeb6qn3tAlaHzzHrJ5jS7AhMgfZhV8qj9G9fMbLMhmAwSCfTzCflUEnEze+M6yRYgDtZcGo7u4O1uv+vSZTqLaeeHAnPnftvKGejs1vB8UUl2y4eTfMwX7TiCF4LPan+w+TyitFCkWwvd2UUFPDvbGg9i8H9vtyYEtzUbRadPvft89ceAEAg/oFrFoxktTkJ+3Zi8Kt229oUXTmtB6L5vbBYjEnzz5DEPDysCWR8B7uNqNHdPl645nU9LLtf99Zs6qjdKheO/djc+r2KAAAgMeX8vjShNSSxk4xZuqYyI8XDjJ7yM/aJp5T/mDGux/curAv9UVvZ/fhHr4Dju1WaNSb+74GGbpO2gwWa4MgeBTVYBAygqHiMHY4rKNM8VSLihEEz6TObuf16z1aZBpBGv9KtM2crtYzckUPUgVXymWpf2aPMQ6LNMaa6D7Hc49JZwBjSABjiLnhaKUsA4PgWugmj+MeVWglABBtY6Z8qe6QIXG2zXAVRbrlgS+9r85qBwAylgEAGlSt0EpKJUkCVQUAdLXWq2iTsIwwqzHPuMfLpKkSNc8khkepld4o35IjeggAFBxrgut3OnO/aTyoUU+q9wFAjSL/tRjujmTmdM+uhSLuSJfgIY6BDSPOTVjo0+tkYTxPUSepNsDB33jAAp+eDmRGgbimv4PvAIe6n0DM6C90DQ2qvVyaqmsHMB2kauX9quzTRQlPXkbGA0AU231b9HQsot81XuzbBwHk17RbKKB8pXR94sUjBc9meHQd7RpqdoEBAHm1tRqtFgB6uLTIIz4+MHBcYKCgET+xCVnp5QDQb2BgY6oszaJUqAGARLKY6qhZigprfvz2wsy5vfr0NxVOcXNnxz3NLSqoacJw9/Gxp1AIBXlVUqmSQmmjpdVCvh86dMSB/TK1GgC2xcboDHciDtfb1e1GXi4AxJaWalEUgyDb42JrZXoP7pwu4R06q7ZBxDWViaGLiSJTCXSGfslx40rS+KndEAQ5dyJOJJITibjqKiEAuHm0OuLCLGq0Xq6z4c/KBBO/eJ64vM2Ge564/JvUg8bppDomuvRZ5jse08gEWki4lbfBcBeppAqNslXLgI5L2BgU6eNqN+PzPy+WVvOT8srf+ebQ/JHd3h9n6vg35lpWzs6ncSv79x7so48R3zNlQkfNDwAAhCL5dz9djHtewKCTli0ZHBLknJRaUlJaW1rGKynjlZbVzp/Ve+SwUMN4LYpu/eOGVovOmNL9vQX9AEAuV1VWCWxt6AZzn8kgf79x8pzFe27fS39/0YC3NWDm2r209pweHtSot5VBIFZLJXgMdueQ8fOunvr26d1fBoycGdiFTaZ4MtslySCXq8qq+OVVAm6thMeXcGslPIFEIlFKZAqpTCmRKlVqjVqt0WhQtUajNdI4Li7j9ZuyBYvF4LAYLBZDwGMpZCKNQqRSCDQqkW1FY1tRbaxp9jZ0F0crextGZ3qzDhvm2vrBMFpO7ZdaVIwAzsF6J5U0uJ3Xr2cxkLHMGR56YW8/xkC/tpY0akhy7YW7VdsQwHSzmdkScXS+siyBdw4AHMlBZt3VEjUXAFiEtiTOGpMmuIECCoD0tV9s6KTj9E9KsarmSfV+AGAT3f2ZdT8Ne7LOEkX5ynITwz1X9FhntbOJ7uNdv2XiHQCgSPIipvpAlTwHjyE6koPCrcabvCnDz0Rb/+FqWZrWcf8qtNF9yYbQ8aRNEeOXxR7Tqc3YkGhDHevtivS19+1r72tyVrmUP/zmNk198RkAwADS48qPam299z7ds+vqkBEmbstFvr296DZfvTgnUMoAIEtQuTHp0h+Zd68MWcbAm/G5FvB4AEDG4TwbiYHWaLVaFAUAtVabUlV1Jz//XEbG9JCQ97s370RXqdQAYGPbxqorYBAeNfp5PI/NP374SUFetUCgj2xOSigaMjzUypra9KW0WtOfqg6NRrv1x8s5WRVPHmY3NNwDg50BIC2lpGt0XWL0rh23MRhk6js9dIIzCAZxcGTl53FKimr8A1sRxx//vqmLftH5c3cL8gHAikRqeBQAXBnMKcEhB5MSASCpsjKrpsbfxgYAujg46Ax3gUJeJhIW1Nb+/bLmkRuTNcbPv+GljHFnsfI/+dTsoVwe79NrV1M5VQAwPiDw+yFDSbimvqBQgJmnTsSWlgLAQE+vdf0HuLNYTd/dLHKZCgDoDDKNRkIQsLVn1nCEf269XllWW1MtwmAQDBajVmnYNvTFH7b3W14HE1/vI1SjMBO/zleJK2U8454qeW3DYS3k18xTJlY7giAf+oyf7FoXkqHUqi+Vx9ytSiyUVCq0Khae6kt36c4OGOoQZTZX1YA1od5SU6yRt9xw7/Lx1qTfV7T4fbQaXxebw2tnfrPv5u0XOSq1hkpsZmIj/H1H+Jt+W1oWmUxZUSWoqBRUVArKK2rvP8rmviwN8fNv11Rq0+dOYXG9TKeU1NLySr6tDX3RPP3vrqCoBkXB26tejAqdRho1POzIiZgXiUXDBgfD28iGT8fkFlTnFHJyCjh5RdWlFXx5a4LZugQ5N3F0WURPAMBhMDuGjBt/9iCLSFoe2dSSr1mOnn927MJzbm3bqxZotahWq1Gp9J8QXuMpNwQ8ztWJtX/r/GavmZlXuXjloTZPySyxiYV9JjUaDKxjz8+zA7xNKz80RlFlU5tXGExL9ZFRVFVV+7FIeg4AY2+9jUZuPv+7WSzm6pvi1lRwdpjVuDCrlktWobcqftOgKgDoZ/+e2QF8ZRkAWLfbOV0pywAAW5IX00g8h0nQ/2rvVf1ZoyhAABnksAwxigjCgN6XpsuRNSaIOVSDqvJFMSOcvyBiqACQJ3p6sXSDbtdCo1EViOMKxHGBzMHDHD8z2OtcZZGuwcC/tsrzraW/g9+26Ok/pFyXqBU/Rk1qSbaoE4U11CnwWlk9j0Uwy2mhb+9cUfW54kRdTwjLaWXIsG42HmYvMtDB/9LgD39MuX65NFX3U/08eKhZqx0ACvl8APC3tcUiCAAsv3TJEBhtwp+xsX/GxgIAAsBqWdyFq5sNAGRllLdksFkIBBwACAXSd+fuGjM+UiSS799z32RM7JPcudN2THmnx6y5vU1UI3XonBzVHJGvv5l17Pat19NSSu3sGe8vN6OW2CXCHYNB4mLy5i3WhwahWvTW9ZRansQ/0KnvAL2h7+5pg8Vi1GrzawPLMqdLuM5wB4D4inKd4e5ttO6qFIndmaxvBg2OKyt9Vla+afAQAraNKkNqrfbnxw91VjsAnM/MKKit/XfCxCYCb7bFPNVZ7QCQx+OxyG0Mc6qpFgIAy4qKYBAsDuvobDV9bu8/frqiO3rw7Me29gwUtaRj2J5kRcESpRq9elpCbW5/O9Osj0tlMSb7q0JV21NjN4bOe//5b9yXKwQKjrQueE40u271WCSpWpuyr8TIuK9WCKoVgic1abvyLs90HzTdbQCuEQkE2cs3ooOBowDAoDV/mx1857slADD716OHPn2nzW/HLDd+MfuEAhqZ+NPSMRefpD3PLJ0zPMqyN20DX6w7lZxqJipXKNLvLjo5sKK7e/l623u627Ctaez6noK0zHIA6N/HH/9yHykppQQA/LxNH1jenrYAUF0jgrcUJp0cFeYWFVZXpLlWIK3gCCo5wspqIY8vEYrlQpFMKJYLxXKpTKlWa1RqrUqt0ai1zo4sFqOpMIFPovSluFhE0p7hkw6lJ7ZzthUcYXus9lahVKnzitpSUu3NpD0x7ga0WkE5d7FM8RgAsbfaQqdMsMjcOnaPvm084x4vkSYBQDBruBPZTO23WmWZUisDABuiRzvvpdBIAICCrbcPxcTr3Yq6PN2u7GkulHqbxbp+HEI0G9YSyhoVyqpbVD2u/hcF1JroNtn1BxTQOO7R5NpLGYLbco14rMt6XcZqGv86ABAwZAdyq6vANEviuDVm+30ZdukTNrTnygMd/Ac6NOPsNGGhb+8sQRVHLlJo1Y5kRh87n2WBAwFgbZdRuUKOB4092T0y2raZeHQ2kfZT18lzfXr+lfWAiSdNcAtvbGSpQAAALgz94liubrSoFh6LDXdw6OPuPj4w0JXZomy8iK4e9g7M+3cyxkyICu3SlnQTnUv74tn4wvxqTpXg1LFYLBazeOmgoSNDmUzK/n8eHNr7MDjUJTe78tDeh89j89d9N6lhTAvLigoAD+9l9upbLyhLKlVu++Xq7RupFCpxw/dTGUwzxiiTRYmI8njxvKCkmOvqxgaA2Ke5tTyJvQOzd7+63+xXGya24d21DR9r6y4ODr1c3SYHBXu9LInKJlPC7B2GeHsP8fIKsLEFAHcWa1ZY22OvdeAwmL/Hjr+em7vh7p0qiRgAkqsq3zl14tiUaWbVhI6lpmyL0edwsymUvRMmtrmiYXFhDQD4BToBAB6HlYjkYyd1FdRKD+y+BwDVHKGtvYX3nXEItqu1/4NqfRWh65XPprn1dyLXZTHmiysOF5nKkKvbsQdoQ2RuDlv00YsdCo3ShWLzXehCd2qdnceR8z9N2GmcL2uMVC3fk3flTlXCd6ELHMlmUi3zxRWGNh1HxmNwAMAVSb+cMkir1f545t6n4/UOs1/P6/NtUoosr3TJZja1FTa2V/DYXm+E4zkk0LmKI3SwY9rbM+xs6fZ2TFs27cSZ5y+Sivx87D94d2C4kSXakNpaCQA4O7EMPc8TCgEgONDUf9zQed82rt5Nu3q3RUEpCz47YJE7thkrJsWKSQnybe/+vwm+VuyNvS2z29bJa0GlLiyvmaNU5wEADusklJ6oEWzSogIEIZPwYUza/DZ73984wz1P9OQxZy8A0HA2/e2WNDLmKQAggJjY022AhrepURRwlYVaVG3wf1NwLAyC1UWtBDKHGGLfdfAUxan8qwAQwBzYknh9nqIYADyp3Wh4GwAY7PARGcuIrTlSII59zj0RbTMzlX9NtxIItxrf0IX/lhHCcro8ZFnDfjKWcGKAed9VE5faHj2j6THVUikAGISQ/xo/XqxQyNVqpUaj0mq1Wi0K8MmVK5nV1Uu7d/+4Z+s2JbFYzKerR3/12bGvPz+24ovRA4e0usC4vQMTAOJi8hAEvH0dtFo0IsrdINau03uZObe3gyNr45rTmell//x1d/W68SYX6T8o6OzJZ7dvpNja0UeNi7CxoVdWCh7dzzxzIq6WJ2EyKd/8OM3Xr9H9wZFjI+KfFZw5HvfxypEAcOLIUwCYPqtnQ3XCDuJxcfGcM6dMOpMqK3e+DIYxkFxV+as5+RdjDk6a0tutKROkIcN9fLo7Oy+7cvlpSTEA5HC5Sy5eODJlqkGST8ee+PjvH97XuaPdWax/xk/0tGp74GniswIACA5zBQAcHiuRKABg9qJ+arXmyN6H33196odts908WloLtoW84z7QYLjLNcoVCTs/8pvQ1cpPqVU/qkn9K/eSXGOqDUrFtitz2o/u8nXQzBuVz1cHvqMrqGTgr7yLjVntBvLFFUue//ZL+JKGkpGGNwIAwUwPQ3tG3y4A8OOZe/MG6f3cBsP9/5n3FvZ/b2G9hPtjp+JeJBX17eW7bvU4vLmtPGNwOCwASCT6j4dSqU5JLcXjsGEhpr+X7JxKALDvsELLnbQBEgnvbM90smdZs6hsKyrbimrNpFIoBCqFQCUTqRQCHofFYjE4HAaLwWz646px5dRDvy9QazQaDarbOpDKFBKpUiJTSCTKmlpxTa24hiep4YqKK2qrOEJtByV9vw7aGSojll2tql2h1er3G9WaMrWmTNdGUZVU8UiqeESnTLC33oa03g5/swx3sbrmWvlPKKAIICOcVhGxptktWlRdKk1+zj0BAJ607iRs28OLdfjR+xWKn4lVNTcrtva2W0jAkAvEz2JrDr2MNUf62C0yDpLhK8vPlnytRpVkLLOX7fyW3IKMY0nVtUWSFxpUpbPLe9nOK5OmlUqT4mqOyjXCBN5ZALAhekXbmknD7aQ91EgkAGD30nDHIgiTRDJxpzcd09w0kV0913476Ydvzm/ecPbcqbhxE7tG9/ahtVjW18tHHyHq6W0fEuYKAFkZ5cmJxQFBTonxhQ/vZWCxmKAQFxqd9Mff87//5vyC9wY0vEhwqMuseX0O73909OCTowefGB+K6ub56eoxdvZNfcX0GxDg6sa+eimx36DAshJeSlKJs4v1yLGtKw/8n+BOQf7i8+daMvJ5eZnftt+aGFDE5w/Zv7exowsiItf2H9D0LbBYTFCoi85wx2IxUok+8GP+koEEIm7fX3c/XbJ309ZZ/q0vDtAEAQy3cc69LpTpPyQcee2a5EbfhQ4Gvr0CAH1tQ/vahpp0StTyh5wUw0sfmvPKwGnuVPtKGe9mZfyp0oeKl0sIkUq6MnHX9qhlrpS6cOo4bmaOqMzwshu7bncorbjKpNFY5/8zQqHs34OPrKyoX68a06zVDgAuzlYAkJGt3+WIfV6gUKq7RnqYCNHI5arb9zIwGKRp/30nrYInl8ZWlI70bF7loiEzJ3SbOznaxrrticIYDELA4AAPAHgAsG680rZKpSkub1FKTIC3w6Mzn7d5SgY6tHJqm0NlUFTFFX5fK/oLABAETyH2pZKHkQiROIwdBmuNamVKdZ5Ydpkv3i2SnsNh7W2Y61s7tzfLcKfhbGZ7/XW/6i9ncrArNdzQnyN6eKn0W+OROAzRxBHeNoJYQ3NFj/LFsemCm+mCm4Z+PIas0soA0EzBna7sqbrOLOH9O5Xb5BoRDkMc67LOJC21MQIYA1/wztQoCk4Xr+5tu8CO5K0FrQeta6k0SY0qXvDOAACb6DHJbTMOaSoZ69WjFnyJ4AKwVH3ZETV/JQpqPKtdZcNfMToNQQq+A/cxevfz37l38c7fb8TF5KWnliEYZNjIsM+/bJEamn+gEw6PVas04ZHudvaMIcNDb11P+WxZXemHiVO70+gkAKBQid/+OK2x68x/t39AsNPZE8+yMyvkcqWVNS20i+uIMeERUR7NzgHBICtWjfr8o0OrPj4MADgcZuXXY9usk9MGKsWWLyz15vPBZ3WloDUarbFY+8z5fRkMyh+/XFn14YF1P0yNirZkNcqP/CZWK/hPa9JbOL4x1ch2ki+uMA7C+Sp4pifVAQDcqfaLvUeNcOy+PnWfIRhGqJJsSD3wV9dPdPEwNQrBTxnHDedSsMShDnVls2duOWLSaKzz/5nnCYVKpXpgX38SsUXfjdFdvTAIEvcsv5YvtWJRrt1KBYAhA0z3GHfuuScQyvr38X9bJWVeC2KlclPMvbYZ7g62r27rA4/HertbeJPwP4dClVbF+0ihygAAAt7f0XonAV8v/hnB0EmEcBIhnEzsWV4zmy/eZ834DIO07u/lzTLcAYCJdxjnssGkkyPL0TUwCJaKYztTQrqzZ7DbHeAOAAhgxrpseME7ncq/JlBV4hCCDdHTl9E3kDn4dPHqEObwINZwAKiQpT+u3lciSQQAEpYxzmW9M8XUh9QYvWznVSvySySJZdKUE0Wm0hYYBBvGGtPHbpFFiklZElSikZ3HMV9/WlV70AW1E9vhU28JLq7Wm36ZkZtdefViYmxM7uhxLXVXk0j4rt28Yp7k6NRdPvtyjKsb+8bV5JoakbOz1diJUaNafKkevXx79GqjMEVouNu67yb/9ccttVqz/NMRbSsm1VqyamrOZ2Zcys4qFdbJm5yYNr2rU1OqC2a5X1i44NwZi87ulaKQq0wyEMZMimJaUX5cf3bNp0dXfDV22Oj2xgQawCKYTaEL/ym4erzontn49WCmR7qwCH255R3I6BDXqbR+aqkjqZ4TxIVi83vkh58n/G2otJovrjhUeGuB14hapejr5H+NS7pOdO1Dx9X99M59NQ8AJmzer2sYt40bHfGm/kPoEs1reC1dM9uwaYMHBN68m75j152JYyOfxuRaWVEHGqlUoSjsO/To/OUEKoXwwbsW0KN7YwswNUQuV+UUcvKKavKLayqrhdVcEbdWolCqFAo1BoNh0kkMOtnX0y4s0Dk6wsPephlLukYmeVBaOMm3LjXCnkqrlr6iBNNO2oe2iveJzmpn0RbYMNeqNRVlNbPkijgMhkYlDbdmrMBh9Xk+VNIgLNZWo6lWqfKJhNZVcX7jDHez9LZbaBH/ulkwCLYre1pXtqk7c7bnTl2jQpZxrHAFAAoAHrRuQx1W6KLVWwgeQ57s9mOW4G6G8DZHniPXiPAIiYKzsiP5OlOCvem9abhGq9y9RjSyC4AQsKTRqppJGNIwLO19k+OoVohg2iUu+wrQoCgA4DGvwn/s4+ew/LMRy1t51rc/1X3wcDjMzHm9Z87r3fLTMwurvvrz8uyRXScNbN1fvgm9+/n37ucvU6heTYxirVw+8tCrTikb5OnVmCikWbY+ffJHrF4p/Mnidx1o7Q3Ma4xT11eSyKaOz74DA+3smRu/OP48JteChjsAIAiy2GvUKMfoi2VP43iZlTKeCtVYEWiBDLehDlH2JKt34/QSYWQs0Z/R3iJ/ZrGqXzD1YXXKUId6PgIajvxDl8WL47YYbPTjJfdtiMx/8q8KVHVGjDfNaa7HMOMTPe2tTRqNdf4/Exnujsdj4xOKzlx4MWlcZEtOWfruwOeJRbfupt+6mw4Ai+f2JRL09kNmdsXf/95PSComEHDfrJn4/xDgrtWiyZllT+PzE9NKMvOqdGUZzKDRVvPE1TxxXlH1tXtpGAzSp5vPzAndQvzNh8C9e+Psym59P717pUoiXhquT3ZCAGmsls4rQIuiGo1Wo9aqtVqNRqvRoBqtVq3WKBRqqUwplSulsrp/faN93Z0t/CfG40uu3EmNSSgsKecJRXI8HuviaNUjwmPCiHDL3siENsW4Y5xs9lZw32MzVlFIA7SouLR6ulpTCgBajUQgOSCWXXS2PU7E60qqabRaMQAgSKurB/43DPfXiyM5sLft/CJJfDf29KZroDYGAkgAc1AA03y9tDcSrUayC0ueDiYfKVSulV/Xym9qFLdx9M+xlDc9KF8nFKiqr3EeW1JyIDExvrycJ5VqXhqqqVVVXKmUTWlvRO8rpoIrLOXwBWJZ80MBAKCGL5m34fDkQV0WjjMtZpxeUDl/45Gpg8NXzumQD6pKoxEqzFS2YhJJAnP9rx064RWFrjW02nX4Bzlt3/cuhdIh03Ais5f4jFkCpjFd27LPGtoD7LoQMR0SZuZOtSdjiQZJx9+zz9gSWeFW9YKCWATaR/4T16foveMKjfLXrHpJzEw8dUPIXAKm3lNs1/VYk0YnDbFh0z7+YMiWbde37bx1807amJFdQoKc7WzoZHKjkvPWVtStP8z48dcrxaW8yeOjRo/Qewqu3077/pfLAGBvx1j/5bigAEtmZbxpoCgkpZdcvZf+6FmuQNjSb10DWi36IDbnYVzOpJERS+f0M4lTUmu1KdWVNmQqAPzy7GGYrUNWbc2j0kKxSunOYLV5zhu3Xn4Sn0chEShkAplEoJAJFDKeTCKQiDgsFoPFYrAYjL6BRbAYTH5xnaRjcRmv32Tz5eHN4u7MtqDhjqJw8EzsgVMxxkr5KrUmO78qO7/qxKUXSlWjMnHtwc7qRzurHwFAJD1TyVtmzfiMzfhMo+HkV4TTKeMcrP9q4lwc1sXVTq/qK5U/VGtKCXg/F9vTak1lNX+NTBFbWj3V3f4mDusilJxCURkWY0XAezVxQfN3adsb+3+ju8073W0sLAD8JqORnUXVRVirSbqXKCrQyM5oVYmoOk+ruIMh9AZUhiAd5YC0ILogGYVaver6dbVW+0H37idTU/fExzcceSc/v++ePRMDA5dGRxvkI998KrkiAHBsbvvVaLywmi+WKkzFQwDAlkUDALFM0fBQOykW8E+mpZ1IS62W1NvwjXR0fDeqGwWPn3f2tMVv2hhFfP7Aff+29qxee3a3ZNjeCZP6e3i0ek6NY/1qY4XzxOUXy54aXo52Ml3dWQoiBj/ArsvVCr1wkEQt/zRh50D78GEOXf3pLnQ8RaZRcBVCoUpKwOCUWjOPZxaetiXifZMQfDsm7eTjZOOGrq1rhHu9zTZlaxkzogvbivbbnzczsioysioAILKL+68/TG/iFA839s7f5ph0Dh0YdPNOmr+vw6zpPSiN2/3/dQRC2bkbSZdvp5RXCdp5KRSF01cSEtNKt30zjUmvc43VyKR2FBqLSPJmWSOALL99UahULAyJouAJg93bnuii1aISqVIiNfOd/yaj1aIbt16+/TizsQGtqnvVNuTKeACgEHu07XSNtgYAsBhbLIaNxbCdbY6X1cyQKWKq+etp5HEc/pcAwKIvAWh1HZK32XDPFBbvL7y+zHdiiZRzovje2uA5VgS9rVks5XyWsON9n3GD7f/bMdwdAaqt1Qg3AwCqFWulJ1BNqVaciGDdAFAMsTfe6k8AvKIyCLDmwwrfKNgUSi6XW1BbeyEzU6XRsEik/QkJADA5OHhhZKS3tTUeiw3bvl2iVDozGGVC4bGUlHMZGUu7d3+vW7c2l/V5lVTxRAAgliqPXIu/G5/z4dS+4X5NxYgLJHIAsLMyYw7SqSQAkMot9v1eIRJdy825lJ2VUFFhcoiMw+2fNFkXzv64uNjQP+3EcWg94wMCmx/0XwbVokjHq3NyFcK1KXsNge+9bUKMZRYtzrveox7XpAlfxr2ggN6pSrhTldCSc33pzhtC5jk10Hd3s2X9s3yq4eXOq0+XjuwJADyR9N0dp46t1O8QsqhvWELRa6JntHe3KM+HT7IfPslJyygbM7It4XYYDPLLpkbz5t8Cist4xy48v3YvvQn/rpuztb+Xvb+3vYujlZ0N3caKRiLiSES8QqkWimV5hdUvUkuu3kszdtLnFVV/suHkH99Mp1H1W2opNZWR9k4YBEEA2T184sRzh9Ra7fyQSCfaf8aRZEH+PvywCav9FaDVikTS8wScD5nYq4kx5dz5Nsy1JEJ4w6MkQgQAyBSPq/nrrejvYjFsFu1dmSJGLLsqll0FACppqDX9wzbM7W023B/XpMRxM8SeI3JFZUn83E8Stm+L/EhX97tKzuMpRRr0VVSC/K+hUfNXAEIFqNWItwOoATBY2oc4+mc6VRlA6Kg6BwAQ7H/AfeVEpwPA6bQ0lUbjymSWCYUAMMzH56fhw3UDpCqVTnlm3cCBdAJh0/37aRzO1idPKHj8wqg3d1E3ZfXe4so64a2fDurr5lTUCJs23HXPHrNSEiQCDkFArrDM5uPDoqL5Z083FphJxuMNSai93dx0oee1MlnU3zvbcK/+Hh5bRzSax/bms+K9vVt3LWjsaEpC0dnjcet+mNrYAItQIKlck/xvhYyne0nA4N73Gduhd7Qi0LdELFmZuIuvbIWsEBGDn+rWf67HUDzGzMPreW49jba/rsXoDHdrOsWGQb0anzWuexAA3N+8tH1zf3vA4TAD+wUM7Gf5wn9vAaUVtXtPPL35IMOsPDkOi+ke7tG/h2+3cA87tvn9ZzIJTybh7W0Yvbp6vzerz/5TMQdPx2q1+qvlFHB27L/3xQf6h9HJrNSFIVEAoNRqPJlWe0dOnnnpxPLblw6PntYezeJ2giBgFEuji6tBcFgskYgjk/D68BsSXtd2dbZM2ltOAefIuXp1PEYMCJ41sZuLo1UNV3z1XtqBUzHqxvIKLES1YL1GK3Bk7wZo1GkiU8bKFE9liqdmDXciPoRJmycQ7+eLd/PFJnu2WBZtoQ1zTRvc7fAWG+5KrfpKeawTme1Hd/Gnu+IxuF15Fzek7vs14gMEkDJpDQDYk5r5kJ0uefBn7rkFniNne5gpF/9WgqpyUC0Xb/WHsmYijrEBwbmraiYhSL3qgKimFBA8gm21+serx9vaGgD4cjkAjA0ISKmsBAB3Fssw4EV5ua7hb2PjymSenTXrr7i4XC53wRtstQOAlzO7iici4nFCnQfdmh7h5zwgyqdveDPRchgEAwBYxHy2LhaDUWksU/iwr7v7yt59fnr8SPeSSSRNCAx8UVGeUlUFAIhFi4JiGv9ibYg7i9XCFNVT6WmrblzXtTs0OTUtueTFs3wXV7atPdPkB1OYx9m4+sSoCR34aVRrNcdL7h0svKUwqr60wn+KC6XDld18aM7/dv/8r9xLN6vi0ebSoh3J1kPto8Y697QhNlXYeOnOM2ZflnOFh+690Bnunbz5vPbKqRKp8v0vj/KF0oaHXBytJo+KGNYv0DjQpVkIeNy77/QJ8HL4+ufzBtv90u2UsUPDdFVXP+3a29fKBgAkKiUARNg57R4+cfH1M8vvXPxr6ARsW78z1386etXSYTK5Uq5QSeUqmUzfUCrVarVGn2yq0Wq1qEaj1Wi0tx9n5hZW6851c7Y+8kdH6YI0wYHTscbfB5NHRaxYrC8i62jPXDi9V5Cv46rNZww/Rsui1Qqr+etEsnMO1tvJRH1ZRgRDAwC1phJAC4ABABRV8kW7sRg2k9posp8d63syoatAckihTENBgcVYE3C+JGJ3OmUSAdfq0HYDb6LhrtKqxWqZWC0TqCQ8pahWKeQpRRx5bZWcXyXnhTA9vwxqPifydMl9vko8x2OYrnzSdLeBeeLy21Xxl8tjxjj1TOTnAoAH1cI1ik3YnXcpVVAw2bVfP1tLikJ0KAg+gGBzEbRC84dRGarlapXPEVxQ21aKr5hwh7qKoQM9Pal4/MOiosNJSUF2dgM9Pfly+U8PHwJAkK2tK5MJAFgE+TC6o+J6LchPy8cBQHm1YMLKf4ZF+3+3dDQA/HMh5tfD90RSuYMNI8jDYVgP/+hgdyy2no1OIeEBQK5UbT1yj0kjN0xRteBX4fvduvPl8ufl5e+Eho328yPhcIte1j8y+wiyIpPzP/lUi6L99/6j2xvxtWZfmTO34RPrRUXF1ONHdRNlkUgDPD0tNefXxerlhwCATCZ4+zkEhbl0jfbuEumRnFj0zeqT3Xv5LHi/Q9KFaxSCG5XxZ0ofchX1/t4nu/Yd4diWLPw2YEWgfxn0zrveo25XJaTwC/IlFUKVRKZR4hEsA09xIFt7UB386C5dWF7GBZiagE4mmX0Z6Eq6l5r3LKekm2+H6OR08pZBpRDWfDRy1aYzxu52Py/7hdN79e7q3WbPQ99onwXTev1zTF8BGkXh0q0UneEeYK1P2HCi6n0EfZzd/xk+6d3rZ1fdv7plwKi23RGDIFQKgUppafpBQUmNwXB/Lag12pgX+YaXVkzKh/P6m4zpEek5fliXs9cSDT0SWXuDPFFUJVcliqWXhdJjJEKEm911Ar6ushsGobBo7wokB3JKDXLJCAHn6cje1XQVVTplMp0yuZ1zM+H1G+6znn5XqxLjESwCoEI1aq3GrLqwATax+XivSjnvUNFNJzJ7jFPPS+VPH9ekfhHwzge+459y044W3R7u0C2xNgcAJj1aazgFQZAr/X4kmNt+bTOVcl6qoGCgnXkpbqFKcqz4Toqg4PeIZZhGPKBvHoiKOwPVcPDMb5sf+wYQ7uREwuHkajUFj+/i4BBoZ3c9Nze5snLFlSuGMTgMZu1ACwgPv3peZJUCQGSA3hC5F59bzRcDQGE5r7Ccd+VJ+oGNswPc65k71gwKABSU887cTeoR6mF8SIuiao2W0IIyii1ndd+mFLXMgkGQd0JCf3nyGAByeNxjKSmzwuqF3srU6tU3rxuepcujezCIb1blsjZw+sbK6iphSTE3L7sy+UXhycNPrayptTzJxGndl3w0zKL7E3qe87JXJe5qKDM3w33gEu8WlQ+zIDZE5nS3AdPdBrT/Uj/Nr7NvridkGb9cuffywXsvOg33TlpIj0jP+dN6/nv8CQC4OLKWzO43oIdf+/8YZ07odurKC0O8+8O43M/fH4oxuu7FSXMN7d7O7kfHzoirKGnvXf875BVWy+R1iacDevoR8GYMs2H9Ao0N94zcSrFUQWurBpdcGV/BfQ+PcycTe7vanjOpmqTDlrXRlrWxbde3LK/fcA+38rle+QxFtAQMnoYjk7FECo5Ew5HoOIoW1T6oTgYADIIZYh850C7CjWpvTWjGcFejmu/SDso1ymW+kwDgcNEtnkJIxOLJWOIE5z4eVPt7nESRWrY2eO4Au3AA0KLaKY/XWxMYlrXaAaBWKQYAT5p5vz4Bg79VGc9VCm9VvRhmVPnvjQYhEWxvAgCgYmXNeLzVn294wAwZhxvo5XU1O7u7iwsWgyFjMMemTdsTH385K6ugthaHwYQ6OKzo1aub8xv9LhojLq0YACID9A6ATUtH21nTAaC8WpCYXXb+QYqvi2m0gz2bDgAXH6aqNdpZw+sFYOiS9InmviItTtOhMnO6hP+T8KJWJgOAnx4/HOzlaRymsv7u7VyePhQ7xM5+bpfwltxx5Y1rp9NbWi60IS1UlTFmZmjYd4OHNHZ0z45bQoHMw8vOw8sWAEhkAplCsLamclkUKo1EwGNRLYpqUZVKAx1htgN0tfbrbxd2j5Nk6CFiCR/4jB3n3Ggm1puPt0O9dNWPx/Yxfjk03PdK/OtMd+vkP8eCab3yiqq93W3nTIrGW8ipQSTgekR4Xr+v/zqqFUg5NaImSpx2sXXoYuvQ2NG3D56gnviYu4t5fUmTUlYajTYtqzw6oo27ryRClKejGbm5N5PXb7ivDJixMmBGw/4SKefr5D0A4EF1+CpotjetpamQKIpGWPn40V2j2YG78y5x5LUAsCz+91UBMxZ5jdKi2veebWHhaX1s9KVPH1QnC1SScc6tqHrTQhRaJQCw8OYF3UhYwlzP4VuzTh4qvDnEPvLNdbojGFRTBgA41s+GPo38BqrOQzD/gWom28fUcx8ScbgPo6P/E/EwTYOiEJdWZMuieTjqfwtuDvqcDS9ntpcz22xJJhqZyKSRBGK5ow3D4KrXwakVAwCrNVGbbaZpU5ROJK7o0Wvd3dsAIFIoVly7emjyVF3AzIGkxFNp+shXAha7ZfgI7CuprmVxZFJlQW7V/VtpMqkSAMb026TbkLd3ZAWHuazZNKV7L99H9zN/2nAWg0E+/KxDUm8/DZiaLiziyPkAEMz0WB04w0Rd8T/HmS/nGr9cOKRewE/fYM/+IW2PK+2ko+ka5v7ozOevexb1QBDYtGq8xS8b6OtgMNwBgFsrMTbceXKZNelVfA+/mahV9bJOG/uGF0lMq39k5la12XD/b/H6DXezVCv4nyRs5yvF0ezA9SHzW1UEBI/BLfIaDQAvanOOl9wlY4nT3QYeKbr1UcIfy30n1SpFBZKKRV6jM4RFa1P+me85UoNq3Sh24zvAcFdp1QBAwTW6dzPKMfpY8Z0yWXUcL7MH+w3NmsJS5quF6xXSw/V6ETqO8bVpeaZOXiHpBZU8oXTigFYruHk4WifllA+M8jXx5JZVCwDAhvUqhMOR5tJJZ4aFXcnJjiktAYDY0tKfHj38sm+/+4WF396/ZxizbsBAX/abWHW4JSxfOQoAUC2am12Z+Lzg7s203KwKazbt/Y+H9R6g36XtOzCQTid9teKIX6Dz0FHtqoxrFjqO/HXQrD9zLsz1HNrLJrj5E/7jkAkdUkyqk1dJRZVgw9ZLjnbMGeO7Bnj/V/3QLEa9Sn8isRwAnpQXd3dwwWEwkQe2F763UoOibU5IbQMqlUYolucWVReV8V7ZTc3CYtb74XC4IrPDUjLLTXrKqvgdNKU3jTfRcNeg2vWp+/hKcaSV7zehC3FIW/anskWl61P3oig6x2PYdLeBvWxC1qX8uzXrJBNPDWF6TnMdkCLIF6llMo3iHffBk11bHYnbEnTWCbbx+WMQzFinXrvyLl4uf/rGGu4Y8hgC+VXHvHbSLPficwGgX0SrPYi+brZJOeXdg91M+hOySgHA0+lV7KI0+zzCIMivI0aMOnRQpwi0O/45AnAoOUnzsgju9JDQmaGtsGV/Hjbi52EjmhhwOj19w707Om1QHbrsCF2biMMpXrb7uXtsHTnKimQBLfDTx2LcPW2nzu5VXlb72ddj9/51996ttMhor7vXU0dNiASA8K6eH38x+uzx2I4w3AEgjOX1V7dPOuLKnXRicR7G5W7646pYokjLrrj1KHPskNCPFw4ikf576zG1ul4iH5NBBoC/k+KOZyb/Nkj/tB15at+vA0eF2NhvirnXxc5xoKsnFW+x+lYcruh+TE5mbmVuYXWtQCqWKMyq1CsUaoFI1irxnPbj6cbGYTEGtcdniUVLZvU1GaPVomeumtZ8qOG1Qlj2P82buMt8qfxplrCYTWCsC5nfNqs9Q1j0RdLfUrU8gOE21bU/AHjTnHZEfeJOtReqpLM9huIwWIVWBQBmxYAtBQlLAACZpqly7iMdu+MxuBhuBk9pfln5esAwiI75CM79dc+jE/OgKNyIzaSRid2C3ABg+S+nP/jxlEjaoqKnwZ6OABDoWc9ZpdWid57lAECwV8dKLb2keU+SA43+19hx+JdlsHbFP5eq9BlL/dw9vhloMaEVoUKx/MqllTeuGVvtfd3dv+hT97TYPmqMFVn/9HpQVDjm8MF7hQXtv3VWWtmaT4+cOxl3+Wy8t5/Dd7++U5BblRCXn5xQlJulr1o1fEz4pq0z23+vTt4oCkW8fud3fPT43L6sZy0Zn8ytWBVzaXPC7Y6e2BuLRqNNySxTKOvsy4u3UuZ/tr+kvLaJs95MSiv4xi91MvA7h45P5FT89lwvOBPAtr1XUgAAu5OfHc9Mnnz+iEVunZ5TsWLjySnv7fr9nzvX76fnFVXz+JLGaktV1QjHzv9z8cpDe088LSzhWmQCzUKjECNC6sI4M/Mq7zzOMhnz9+GH+cU1Jp2voJbqG8KbaLhfLHsCAIu8R9NxbVnn3ah8viJhh1AlYeKpa4PnGmLHWQTaj12WdLX296O7AoBYLQOAagXfYvNuAB1PAQCRStbEGAaeGs7y0aLaOG5Gx82kk7eMuPSiihrhsB7+BDwuv4wbm1oU4e9Mb1lC/eg+QXH7PrWq70S5EZtZyuH7uNi42rM6ZMb1aeEOcHdnl896mcawRTo67TQy6NuDWqs9mJQ4ZP/ey9nZdXMDWBgZ9e/4iVRCnX8r2M72+NTpnlb6LIIKkWjhubMfXr5UxOe3ZwK29szP14zfte2moae4sGbTmtPde/mcP1Vnz1lZU82d/f/C1JsHvI5s9jqyOaGm7HXPxWIUifmlEsGlovRdGTGNjamRS3akPR5/ba8G1X4Tf+NUfvLp/GS19m2uG3jy8ovt++4ZrPOdBx/0mfSL7t+DuNwP5vY/tmORcRxzaQV/2dpjTUR31AqkKzae3HX4oaaD6/W0itiEumW/iyOLbUUFAAoOXyTkX8rX50/3d/FM53J07b0jJufy22s3q9San/66sWT14WdJRWZLSplFi6KZeZX/HHs8++O981bsP3n5hS6wp0OZP7Wn8ctvt105fDauhidWqTQ5BZyNWy8fPhvX8Cyz4jOtIuFJ7kj/1QlPclt74ocTtsXeyQCAopyqkf6rywpNFxWW5Y0LlZFpFAWSCjwG15iKYrOQsHgGnoJHcJVy3qyn35kcvdTvezKWCAA66eIYbvpSn3alntzjJN6ofDbPY7g/wzT2QFeRu1RWHdDgkDFdrf2f8TLjeBkjHLu3ZybN8t7l8yKloou9Q7i9Y4SDoz31VUQzd9IRHLr6HADG9g0BgMTsMgCgkgiVXJEVnUzA41obGFleLfj50F0AeGf4m1V26kpO9o64WJNOnkyWzuFEObWrcK8WRS9nZ2958rhYwDfud6DRNg0eMtDTTACSj7X1uRkzv7h541pujq7nak72zbzccf4BiyKjAm3bktZ56sjTGzHrbO0Zq5YdPLD73sTp0RgMEhbp8fuPl+kM8qY1pwEAi8UMG9MlsltnVqUlef/BKVsybZJnaLiN86uLIzaiWKT3EztSGpUTOV+YuiXpPgA8rCiY6Rv5oqasViGL4RT1cXg7M/DkCtWBUzG1AumjZ7mrPxgeHmxGuNPehvHLmsn7Tj7de/yJzvrk1kqWrz22+6fZJjIjAJCSWbb2l4s1PPGzpKLnycUbPx3jaN9U9a5XQ3pORUZupeFl767exkd/GzRm7JkDNTKJv7XN7mT96l2iUrJJ9SK/W4tSpV6x8VRSemnzQxsnr6j693/u/HXwwahBIdPHRrk4WqZOakO6BLlMGhlhCIZRqTQ7Dz7YefBB02cx6BYIX2yWtPjCz2f+ZXg5a9mQYZO75meUb1i6HwBsHJgIglw5Fntm70PdgIP3v7RxaPRTt+enK6UF1YtWjnL1asUT5I0z3NVaDQAw8JQ2izP2s+3Sz7ZLgaRicdzPk1z6feg7Qdf/dfKeGG5dHneBpAIASqXV2aJSP7qL2Us1i0qr/jf/apms2pVi19Bwd6c4AEC+uALsm7pIuJUPACTz85saZAmyuNXFQkFMWQkA9HF1Pzh+Skff8f+QFTevnMvSb570dnE7NMHyleqfphTGphZ18XUK9nKAlwKOvx27/9ux+yYjuwW57VjVzG85q4izevtFkUQe7uc8us8rSrRo1lQq5NdufvDgVn6e2UPTTx6f2yV8eXQPQ/hKyykRCk6lpZ1KT6sQ1QtOw2Ewc7qEf9qzl7Gj3QQ6kfjnmLFXcrI33rtbLZEAgFqrPZORfiYjPczeYXJQ0DAfnxauh39Yf9akcXjvw9NHYgBg2ecj//rtulSqzEwr8/CyVak0v3x74ciFT1r7TjtpjFqF7HZZjgZFD+e8YBJI3e3cwtlOHnRrN7qVDYlKweEpOHxj1YUtRZFYb7i70liNjZnmHf5z4j2lVnO1JHNd5NDVmMtqrfY5p+RtNdxPXHpRK5ACQGkFf8f++7t/mm12GILAgmk9ba1pP+68rnMc8/jStT9f3LFpBh5XtxGnUmv+PPDAEPecnlPx/ldHft84zcPldWa0a1H0j713DS8xGGT8sC4A8G+KXovwWUUpAPyTEj83OKJKqp98pUTsRGu+gk0TbN1928Rqp1IIw/oF9Yjw9HKzsWJSCEScRqOVyVVrf7kQn1xsGGZjTTOJHVco1WevJZ6/njSkb8DC6b1dHFntmVhjfLJokEgsv/mwFZEIbFbrdiZHB32lNbcP89WCPSY9GCzmcvpm455tp5ehKHw8Zbu7r/3jG6lRffy++2fhxqUHhLUSMpWIIHA164cdG89fOR5LbXI5kRyTl5NWtnTNuFbN/I0z3Ol4ihWBriuVakfqqPUcACTW5gYy3MtkNVcrYvzoTRk3Sm2jgVP7C6+XyaqtCfQ5HsMaHg1leQJACr+e8VGrFK1L+Xe2x7BodqCux5lso+sXqiQMfEftiWtRtFxcZ6m4MF6/46GTtkEm4qMCXeeM1Gv/j+wdyBNKnqQUlnMEfLFMoVSjgOKwWBIB1xJtx+/+vVFWLXCxY236YDTmVYkYNKHjnsPj7omPP5ORrjEKCejt5ra6T79DyUnHU1MAQIui+xITTqSlzukSvjgyik1pxhelRdE0DudJSfGDosKYkhKTTWIsBjPeP+Djnj1dW/ZHMcrXb4CH5z8v4ve8iBcp9HkFyVWVyVWVG+7eCbaz6+Xq1s3ZpYuDg03jEzNs3Bsafx9csn/3vScPshhM8rdb3tFq0U+X7Fv7/VQCATeyt+nOYSftQWe169oCpfxmafbN0myzI3/vPWGse4esZkvEfF0jkNWoX4eOJ/Z19LpdlvOcU0LFEyJtXOI4xfHtixdSa6UXCnqP8rhFwr5ZikzZ+VV7jz8xvFw8s08TgwFgzJBQiUxpMILTcyr+Ofbk/dl1eSl4HHb7t9P/Ofb40Jk4g29+2Zrjv2+c6u3+2mRP/zn62FgOZXj/IDdnawAwRMLoGsVCfoGgVqTUf714saxOjW97oktJee3FWynGPUP6Bnz+3lAatV50JQaHxdOwqJEpi8EgZ3Yvyc6vunw79eaDDLFRGpUWRW88yLj9OGvc0LDF7/S2eAIrBoOsXzE6yM9xz9FHEqmZqqgIAl0CXRKNViMBPq1WGVry1ZgJ8+o+afkZ5R9O2LZ57+KIXj6GzguHnvy9+VLDc+9eTKQxyNEDApZP/mPywn4AUFHC9Q1xIZLwLx7najXaR9dTeg4OIlMbDWHVaLQF2ZUOLtb2zlYAEHcvc/2SfQ2HLV0zbtyceuU1Wme4Pyju2s3xNBnfsTmLY5x6Hiy88Xv26W9DF3aQunk8L7tawZ/nOTxfXHG5/Ok8jxEsghk/mc6OqZSbz325x0k8VnQHAWRV4Ds0c+H4bhR7WyIrQ1TMV4kNau73OInpwqItmceP9FyLw2ABgIwlulBsWXiaWC3vOMO9SiI2Do50obdr+f5mokHRGqmkSiKuFIt1/5eLheUiUYVY1MXe4Y/hb4k2Trif884v6hz5GASZM6rbnFFtrFG/dtHwbcfvb3h3pE0r3RXtAY8xjVAXKhQ38/JOpafGltZzC9lRqV/36z/WPwAAvh8ydICHx1e3btbK5QAgVan+fv7s34QXQ7y8pwYH93P3MLvwuJGXu+rGdaHCTOauNZk8LThkbni4cYGnlkDB45dH91gQEXkyLfVgUlIhX/8VgQKkcjipHM6u+OcAYEulnpo+w+x64OvvJgPA/VtphoaHt936H6YN6/HNlu8ubPhpOgaDRPf2PXs8dvqc3p9+3Tp/TCdNM9ot0JpIuVee97Ayv0jUVGpjOLtdEVlNYPC4yzWqk3lJpRJBnpCbza8e7R74cWid9dnP0et2WU6BiFerkPVx8HSjseb6dXi1vscVH7rRR7vS6orOZtbuIWHZHoyJHXRHmVy1bssl1UutlahQt+hwj2bPmj42Ki27XJe5OHpQyOyJ+ljTCzeTT1yM9/G09fWwGzMkLNDHce0vF3QqJXyhdMXGU3u3zNWFlb9izlxN2H+qLqWBySAb9FI29x0GAEcykjb3HXYkI2lNz4HDTu5Va7Ur7l4Gc1+YreLGg3q158KDXdd90qibRiKr+6qkU0kYBAnwdgjwdnh/dr+z1xKOnHsmNIpx12i0Z68l3nqU+d7MPhOGh1vc8zN1dOTw/kGXbqU8ic8vKuUKxXIyEe/syIoIdh09OCQpvczYcA/yfTXKCgAAWi364EpS/9FdHl5LqSjm1VQKpnTbKBXLR07r7hngePlozNn9jwU8ycwPmhJRqCjmqlUav1B9xIeto3nPUcNIm+YN97jy8QHsjQxiuEn/3cKgfm7PsRjzLqUs7noA8Ge3pTzsTPchcdyMGG76V8l7PguYZktkteEiTYCi6N6Cq85kmyH2UXxr8eWKmD9zz38VNKvhSAeSNQDEcNNEKqku01R/BUDPlDz8K+8CCuj7PuO6WZupjqtjkH3k8eI7tyrjp7j21514uTwGACa69MUZ/Snuj/7Sgm/QLHm19dJ3PFkduJthcZQajUSlFCmVQoVcoFAI5XK+Qs6VyWplMp5cWiOVVkslNVJprVzWWM4NyxLifW8lfm6221e+iqApLYpWS/Rbro50mq4ns6bmSXHxg6LCmNISk6w7azJ5YUTkvPAI49iV4T6+3V1cd8TGHExOUmk0AKDSaK7mZF/Nyban0gZ7eQ3y8url6kbC1X2zDfL0cmEw0qurDT00AmGAh+e4gIABHp64dtRvohEICyIiF0REJlRUXM7JvpWXWywQGA8Y6ePbQi++MalJxbeuJg8ZGTZqQuT6lcemz+ndQVqQ/7eQcfhBzj6DnH0AQKiUp9VWpddWFon4lTJhpVTElUvlGpVCo6bgCE3EsbSKjc9v7M9+bvbQ7ykPjV8WiOp9UUfZunS1dZ3tG0nHE5eFtLHYSJX0aQr3V4WGq9bKtKgSAK4WDsMgBByGQsKyu9n/wCDUy6DgyVPc6GM1qBKLENRa6YPyxQFWi7nypEYu316UKvWan86XVuhXMjQq8avlTSm3GrNyydBqrmjBtF7djQx9oUhWWMotLOXeepjpZM8c2Mv/u1Xj1/58Qbcw4PEla34+/8e3M3DYVyfOgaKw98STf422FBAEvl4+0sbafGSdI5W+tufAb57e8bOyGevdqIHRQorL6q1Oxw0Na2Jztbyq7kvM2YFlaFMphNmToieMCD94OvbExXiVkaKlSCzfsuvW9fvpqz8Y7uFq4Z0cBo00c0K3mRPMeKa2/H3L0PZ0tXF1enVWTXJsPq9aFNXH97c1ZybO7zNtyYCCrMpH11O6DwhwcLV28bTd8+Pl4VO6eQU2tfIvL+ICgGeAfr3h6e94NeuHltz9jQuVAQACBvdj+PsbU/c942XOi/1hqH3UIPvIEKZnG4IOz5Q+OFNqmtDwZ+75bFHJT13ex2NwtkTWPI/hu/IudmF5j3bqYTIyytrfjmTFkdd+kfT3Up/x3nRntVb9ojbnZMm9TGExAsi73mOmug5oYgKjnaJPltw7XfpgvHNvPAb3tCa9QFLBxFMnuDSzD2hxsrj10pxD7JqMu38lfP/kwf6kBDwWQ8BiCRgsAYvFY7FYBNGgqAZFVRqNQqNWqDUytar9QgplIqFF5txJq5h07Gguj0vG48k4nEKtqXppuA/w8MyvrZ1w9LBYaWYP1JFOXxgROTOsCxln5gvKikRa03/AvIiIbTFPL2ZlKTX650eVRHwkJflISjKLRLo+Z54tVe9Rw2Ewv44YOenYUR9rdrSLS1939x4uru2x1xsS4egY4ei4pl//YoHgaUlxQkVFWjVHo0W/6NtMgYirj9foGiQy3tBz53rqiUNPhowMY7IoP/4xx4Lz/K+jRVGRSsGRiUvE/GxBdUYtJ6GmbGffyYFWdm2+JoNA6mnv3tO+Y7eRA1o8Q0MIjY4gK/sTQ9v7GWARA7rbf0/EsnEYshZVXyzoO9z9MhbBKzR8iaqUjNM/CwTKnDul72AAp0EVz6q+BIDu9j+40IbT8K40vLsT1WICrMYoVeovNp99llRk6Pli6bCGaaaNQaeRdm42jSGprK77trexpgNAn27eaz8etW7LRV1nSmb59r33PlncIe+oIbUC6aY/rsa8qCcg+97Mvr2imso4n+ofeiwz2YpE/mPw2HZOQKGsF+7LbDzqurJaaCwaE+JvanfSKMSlc/qNHhTyy9+3XqQWGx9KzSpf+PnBJbP7ThsT9QqCLhPTS43d7WOGhLb2CjvOf7x0zNaGYTANY9xX//qOSY9ONybxaZ6Di5Vcqvxy3p6ywuqoPn6ObmwAmPPR0O9XHLGybWYjl1slBAAHl1bXTrGM4Z5f+1uhYGfD/jLRMQDwYC71svqkVRek48g/d3n/QvnjA4U3LpU/vVT+lIjBf+Q3ubW6K8bJqQAgUcv/yr1wuSLmy8CZupRQAJjuNrBQUvlb9iktqh3rXC+QiIDBrQueuzppV5ao5JOE7caH2ATGpwHTmq2a5Ey2HWofdb3y2c7c89PdBu3IOQsAC71G6ZRtXiXGhjuTSHJ76QgUKORx5aUxpaUxZSXLuvUY6e37yqbU381j14tnCk3zI9sPTyaTq9Ukc4ZgJx3H5KDgtXdumVjnATa2M0PDqATCrLAufz+vEz2k4PEjfHwnBQX1cHFtNtrelcH8ediIr/oNOJGacjQl2djV/WXffgarXYcf2yZx6YeWNdbN4sZkujFDp4e09BGCfenzu3D3S0PP0FFhAcH65yXxP1hcpuOYevNAw85KmbA9hvurwZ9lh0EQLIIhYnE0PEGqVgmVcgDAIAiTQHamMrwYbH+mbbC1Qxjb8tv9GlR+p/QdLELEICQsggeA60WjsRgSFiFiEeIwtwu6YUyC70Sv53mCY8WiywNdDnJkMc856+KqVgMAFiFF2bVl/7xpeHzpui0XE9NKDD1zJ0cP7OXfzssaa7a4Oeu9sIN6+yemlxqESk5ffTG4j39ogHM779U0ao324s3kXUcemUgovjuzz5zJ0Q3HF763EgC8WNYAgACs7Tlw9YPrMwLau+HmYFtv3y8xvdRYUtOYe0/rJXv06mp+aeHmbP37xmnnrif+eeC+TF63KlCq1Dv23QvydejoH6xYqvjxz+uGl3QaaeTAVtd+9vC1N/Fwm41xN8uoGdHVFfyEp7l/X1rBqxEtHPqzUq6Kf5Q90n+1YczJXffCuns1cSmRQAoAbLvWBWqCpQx3L6tPTEzz9oTK6EAQZLxzn5GOPR5WJ93jJJbJagbYhbdvmvC4JiVVUPBr+AdhrHoCTKsCZziR2S9qswfYhRuHxABAIMN9d7fPjxbfjuNm1igEJCzBi+bUzzZslGM0EduiMmZLfMa9qM05X/b4fNljAIhmBzZ07b8CjA13Fon0W9yTjJrqzJrqEqHAEFySx+PCKzTcuzu5UAkEiTmfazvBYTDRzq7h9g4eTCtnOsOBRrOlUFtitf/45OFfL8wIxLaNx6XFntu3NDHg3YiuX/Xub6nbvYGMDwj4/uF9hVpNxOHoBKIjnd7fw2N+hD765bNevZ+XlwFAtItrtLNLN2fn1q6srEikJV27LenaLb26+k5B/u38PH+2zdTgkIYjX4HVbkFc3W1e9xT+M1RK2166TqRSxFYVJ3LLMvmcErGAIxNJ1SoEwJpE8Wfa9nX0muIVxiBYIMounO2U+05dPOTCe8fvlecBwI/RYyZ71S3z5t09Wizm1ypkUrWSRSBbEcnWRIofyzbU2jHM2tGbaYNtkyeTgnMc5/lEgyq1qFyhEdwqmTzS40ZjyalV0sd2lGgAYBL8h7tdwCIdFWT4IrV4w6+XeXyJoWfcsLD3GtTINKBUmi8SZEJeUXV2fpWu7eZsbZw0uXz+gNSsct1RFIWf/7r575a5HRQwIxDKrj9IP34hvqqm3mYvkYD7eOGgccOassXvTFuka0TYOe0ZPqn9k+nb3efUlReGlycuxveK8mpoW5dXCQ6erpPfdXWyigptdCcKQWDiiPDu4R4bt15Oz6kw9C+Z3bejrXa5QvXVD+eNC28tnN6LQXul0bAIAku+Grtk9K/xj3PuXUrEIMiaP2b3Hlb36El4kvvd8oPffHBg/c654T3N2+5KhRoASI1nrzZGix6TzyumG9pPy8zIpxiolcdmcdcr1JUYDNmO0tTIFkLA4AbbRw22b7W8tCfV8fbAX006hzl0G+ZgJlIKAcSsLIwOO5LVx35tDwJm4qlbIj7YknkiS1TczzbsY78pSAvKRrYNFCCFU/mktDiLW1MsEHBlUr5crtCoVRqNxij4u0jA/z3uacPT8/lN5WlZHBwG09fV/VpeDhZBcBisLmaGhMOTcTgKHk/B46l4AhVPoBEIdCKRTiAyiEQmkcgkkphEkhWJVCwUvH/lgkxdbxOQgsfPD4tcGB7JJrdL9bYTi0AjEFI/XN7YURwGc3LaDIvcKMjWNsjWdll3M06sNjMlKHhKUKu9OJ10HFgEoeAItmSaC5XpzWD7s+yCrR38ma1WCBEo5ReL0q4UZz7jFGvMZcVUSkWVUtH9ivytKQ++CB8429eS9Q00qDaOo/cx97CvExEuFvMfVtRFU9TIJTVyCQDEcvQBCaeGzY20aaNyMQbBYxA8AFWLagBAoeGZNdzVWlm17Lm/1WIAIGI7MGJYLlf9tPOmsdU+tG/g50uGmgwzlp+6cDM5PNiliSgatUabllX+/Y7rhl9p3+71DCY8Hrv6w+GLPz+oS4XKL645fSVh+lhL/nJLK/jPkgqfvih4llhoHAWuw8OV/c1nY73cWrEsd6VbQP8tMtQtNMA5JVOvR6RQqj9ad2LyqIihfQM9XNkYBKmqET56lnfwTKxAVFcv8t13+jS7TnR2YP25+Z1dhx8eOfcMAIb3D5o1sWPL0VTzxF9+fy4zr25Txc/LftKI8LZdbc2if+MfmSpKmYTKMFiU47HrGp7r5mPn5M7etPyQfxfXbWeWmwixR/Ty2Xnxkz0/Xrl8NLYxwx2DRQAAj2915nHzhnt3p/OGdrOqMhk1q10Z8x1pExMq5+uSYDoBAGeyza8RH7yCG5UJheNPHG7z6QWv1nAHgJ0j2yiXcTw9Zd3924b4Zh2jffzX9h3QWViqk07eSk4MnRth0y5nXhafszsj9nJxhkLTIvetRKVc9+x6em3V5u6jmh/dMhJryqVqJQC4UJnO1Dqz7EVNU8VxKDhCl3ZI3MjV1cncLRxZjFIjAIDH5UuZRP8g66VWxHrbUxXSe3gsnU3q8GRoEgn/1/fvfLH5bFp2BQBMHxu1bP7AhmYijVK3rZ2UXjr5vV0tvwUOi9FJpBvj52k3cmDw5TupCAJjh4aNHmRmd65ZVGqNTK6SyZW1AimvVlJVIyou5xWX8jLzqowNX2OYDPL8KT0njOhirDT/ytAlwr7/5RG+UKrrUak1xy48P3bBfMI0AAzo6Teod4tilnBYzAdz+4f4O52/kbz6g+GWmbE5tFr04q3knQceGKtSshiU71ePx7Z12+S7fxYav3x4LWXzx4d3Xf2s2XJInHK+i6etQq4aMDZ87Mwe7400v7X+6fdTh05qdGVIoRIBQKVqdbhwM4a7XF32vGJaH9fHDQ8lVM53Yy5ik+ttbKGoBkFwWlSlReUiZSuU898m3n3+7mf+nwXQ6zLB88R532V8t7fb3qZP3F+4H4/Bz3SbCQC3ObcT+Ymf+X3Wqlu7MBgsEokvb11FYisSuYeLa383jwHu/426HtuePd0a+8S4h4LHb+w3eEqgGf8oCvCwuPBgSmIPZ9dF4W9WZdBOOunk1ZDF52xJvn+rNMe4E4MgASy77nZu3WxdXWksayLFmkQBgAqp8FFFwT+ZccXiWgA4lpvozWAvCrDMfs79Cn1ljz6O9b5ve9i53x27lE2iELE4BBC+UlarkNbIJS9qymKqipkEUntqQj3nrMNhqENcT6Oo6mrRyGFu5yuk959WfOJMGxrK/hSD6FMpCoVn3GijAeBO6cwAq8UdlJCqg8Wg/PHt9O+2XQ32c2rM7R3s1/a1yoLpvZzM1Ul9b1bf4nLesvkDg/3akk6g0Whnf7S3rJLfwvF2NvRxQ8Omjo6iUloUW9tBuDiytn87/fPvThtn7jZGVJjb2o9bt1LtF+3bL7qj4myFYvntR5lHzz8zVrwBAAqZsPmL8S1PZTbmmw8OPL2dbvaQWSucSieder7B8DLuXubWr087uFjNXj6EbccwxMr/9vXp5w+zDj34qiVzYNszAUAskH21YI+7r8OSr1qqWG3hXL0g25+zuBvyeD/jsdY45P8rrapYWrw+bb2u/WPmjw0HLHi2AAC+CvzKl+YLAJszNueI9U8RO6IdR8HRtR/VPPoz8s82TyPYxu5xaXETAxAAazLFhcEIYNuG2tl3dXT2Y9u8lqLfbeOXmEc7nsca9/ixbXaOGOtlZSY1myeTTTp1pEjAB4D0muoFXSKbznr8olffL3o1GmTZEjq0cmph7WaFutTftu0fj046+T+kViGdfOOAzs+tw4nKmO4dPt073I5sZoPOk27tSbee4hX28ZNzOlv/95RHk73CWAQLVJm5W5ara/R1qJf550Cpl6NmQ6LakKi+TNue9h4fBrdRCNKABlVQsE54DLVIeN6GHInDUF1po+zIPZ9VfVUte25P6QkAXHlCjexFpO16oTJXqMxlEvx0ipDtvHUTEPC4bz5rSjIlIsS1e7hHXGJha688Y1zXuZPN55KxragNhWhaDhaLmTs5+vsd15seRiLioyM8Rg8K6RHl9coK2zWNhyt7/9b5fx64f/l2itpcxVAAwGEx08ZGLX6nNwH/pgg5VPPEs5b/K5WZRnBYMSm/rJns791Gfbx1f8416SktqH5v5K/Dp3a7dzExLNprw855CKbRX9yYmT1WbK6LoK4s4W3fcO6LX/WRn+kJRbu+v/Txt5M8/ZtaHLp62wFA3N2MhCe5XXp4b/74sEgg+3b3AlxzwTMW/t1YkaJ7OF8FgGTOUiK21VWs/tO4Udx0PvUWety/CvwqS5T1R+4f2yO2AwAK6JcpX8o0sv62/X/I/CFLlAUAC54tmOQ8aaxTK9SgQuzsY8pKcBgsDosh43BUPIFOIObV8gyx4B926/FZtJnHQFx56bmsjLjy0lKhEAVUF1yu+9+BRnNnstyZLA8my43Jeo2xKEdSk02s9nB7x33jJjGJdYkpIqXibGb6kbTkv0eNd2eyHGl0neFeLhLGlpX2dHF9xXNuggzOQgaxuzPz/dc9kU7+q8Q/K9i143ZkV4/+gwIDgjo2J+y/ixWRsjJ8wMbnNwDAlcb6InzgCNeAZs0pMg7/e68Jgy7urJKJxSrF7dJc40TStsGRidNrqwAAi2B6O3i082otJ9JuXUL1t5cKBjKJvl3tNuk6iVirPk51cnA18kQPxkQq3kWDKhwp/R6UL1Jo+FpUiQAGgxBGedzEY17DN/8PX044fPbZ7ceZZZX8ZoMK6DRSqL/T9HFdo0Ldmh7ZHkYMCN53KqaivvdXh6uTVUSIa+8o727h7m+O7WuASiGsfH/oohm9rt9PT0grzS+q5otkGo3WiklxtGP2iPAc0ifA0dw2xWvE1pr24bz+P/9107izS5DLmuUjLThVpUK99atTLp42S78eG9XHd/MnR7Z+fWrZhokEYvO/xOoKwVcL/6HRSQSC3ltt72TFsqZ9MnXHis1TB4wxjdcy4O5tx7CiXjoag8Vihk/ptnrebj5XzKsWsu2ZTQf/ND8npabmTmFdqJNxcqobc1HD8ShoigS7hIrkro5mwvn/TzDrcW9InjjPk6rfLU0XplfJq9wp7pfKL33k+5FUI62SV3lSPaPZrdufXd2r3+pe9dSjlRpN+O4dhpc9nc1Yrl/dvXk0Lbn+WbJauZlwPQQgbuHSJmq5dxzPK8rWPbht3NPdyeXfMRONC/Rczs1adfu6VKUCgAPJiWv7DpgXFhFTs4tp6QAAWW5JREFUpk8Fu5afYynDPZvHPZWR+rC4qEIskqpVbDIlwsHxnaDWPde1qFylrWnsaB53dZX4RMP+J0X1HHUMUnSI/dFW3bcTi3D/TsbZk3F9+gf06e/v4Mh6LXMoK+Hm51bl51YhCGJxw12j0SqVaqlEIRTIBAIZt1pUXS3kVAkrymsryviR3Tw/+qylhXJayMOKgvOFqS9qynQCLyZH46tLvRhsZptkXub6dX1aWRhi7fhuYDQR21KLiozDT/HqsiPtMQDE15S033C/WZqty5zsbudqEb2aFkLHe/Rz+qfpMf6sBboGFiFGO/zS8ZNqEQQ8bsG0ngum9XzdE6kDi8XMm9zjt3/vMGlkFpPs6mTl4cL2crMJDXC2Yv4HRBGsWdR3xnd7Z3wbi22/esYP65KcUXb9fjoAUCmEhdN7Tx3TzOZ5qyjJ4/z61Sk+V7z530UEEr7P8NDvdi/84dOjeenlS9eMC+nWVAhxRkLxpo8OuXjart0+m/iyHAfbnrHhr3nHdt75ZdVxEgXfY5B53XAEg3QfEHDrbHx4Tx8Wm2brwCzKqZo30Iz1OPPDwXM+qkvdbv77i4C1aSzG3ez4CtFpvvxZpMMREu7VlZ990/gi4IuGHveGw+J4cT3ZPQFAppEdKjoUxAhyJjv70f3ucu7aEGwYOIYH1eMu5+501+kNz205zyrKDO52AhYb6WAmavBmQW4LrxZiZ/9arHapSvXZzasao0pMoXb2e8dOouDrRWR1dXQ2VGs6n53xVe9+Qz29rUhk3SLkQXFh+2ei1mq/e3TvUEqisR5FpVh0NVd0NTe7VYKGWlQF0OimmDf7B292ncpsTHGwv+0OK/KAnJoVWAzDy9ryssqdtIq0lJK0lNK0lNKCPM7Kr9tbJKVtFBdxdQ1XN8sULORUCWdN/qMlI52cLak6UiYRfPr0wjNOSRNjNifc/jHxThjbaYiz71TvLjakVlStRwD+6tcWcbBga/1efLVM0vTIlnCtJEvXGOz86oR3O7E4Y4aEtqHiTydtZuX7Q8urBJGhrjPGdqVbSPmRVy1KeJzz4GpyZlLJqOndpy0ZSH6ZhxDZx3fnxU+O/Hn7y/l7Qrt7jpoR3X1AYEPvu1ajPbLj1tDJXWcvH6LzkYuFMgJRb5PMWDoIwSAJT3IbM9wBYNzsnrfOxvccEgQA768dt2/LtZzUMj5PrJSrEQyCJ2DJFCKFRoyor0vTjJFBwjmbtdoBIMJhn9l+J/o0J/q0pi/71tMSj3uqILVIWlQkLTpWcoyAIUxwnsCRcwCATWDjMXhrgnUiP3GKiwVq0Rtbq+H2jg0tyxwet0YqbeHVXlcC69bYx8XCuq1JeyrtnzETTax2Xf8oHz9dlDlXJn1WUdbD2XWQh9fpzDQAKOTX1kil7Vl4qLXaxZfO3m98ASBXt0itQocGlWCRZiaj1FRmVS/3tdmCghqLGEJstemc+VR8oBvrMwR54zZk/0/ISNPLq3XrUVcXQq3S5OdxsjMrCvI4xUU1lRWC2lqJQm7qPN6xZ6FfgAVcGwV5+twYHz/L1EKmUFsa01xT03YBdRMqpaLJN/ZzZOJmR2pQNKGmLKGmbGvKg+Eu/gsDurdTZ6ZZMC9TQttfCoCnkMZUFQEAAjDCtb117Dvp5P8HEhG/c7Np+dI2g6LoT58fK8yqDIryGDGt+5o/ZuMJpo9Rtj1j+caJ05cMvH856dQ/D+5dSvr691kmUe8YLObbPXpdmr1brp078BiPx767erRhwPQlA5ueiW+IiyGx1dnd5utts1sy/85HfofQrMddqVUeLTkKAIs8FxVLiwUqwUiHkfsL9wPAcIfhAHCbcxssxIOiQkO7j6sZKc+nZSXdnVxGePuG2zt6sFg0PAEFECuVYpVSrFSIlcpCPj+bV5PJrcnm1gx0b6pKcwdRJhIeSEk0vMQgyB/DR9tSzPvbpgaGGNJDHxQX9nB2HeDuqTPcGURipUTUHsP9hycPmrDam+VF2QC5ul7qsFSZWSL43bgn1OE0nRiha9fK7uZxv7KhjsMgRBRVkeqUWDHOjHezqz8SK5MD7fZgEAvkzHXSKtRqbW5OFQAgGCTKaC/19Im4PTvvNHu6vYMFojPlclVudiUA4PFYOoN8+3pq7NMcBpOybEXbRdmoFCKDSVbIVUqlGhAEh8XgcFgCEUci4UkkfGWlQLcIQRCYOMViW+3fvrips9rxGOw07y4TPEI86FbWJKruITnyyp4sPgcAAlh2OYJq3U6XWqu9XJxxuThjhGvAF+ED3ekdJTpeIOTpGsbSjW3jQmGaBtUCQISNsxO1LVIYnXTSSftBEOSLLS1aBtg5saa+23/qu3V1EoOjPEzqrepY8NmIBZYOHWyMTsPdYlwsv3im7Iyu3YSqzGC7wbPdZ/OUPAqWwsKzDEf3FOx5XPMYAG5W3TQ+5R23d4bZt72UVaVEnMmtNrzs5+bRcMxE/8C5oeEmndZksjVZbw52d2pj1Q9LsScx3liyfUGXyG6NTyna2dWgiflMV5jT2SXY1m5OaPg4vwAyru1iR9k87r+J8YaXJBxuVc++E/wDiVhcXHnp94/vZ/O4TV8h0vmeoa3UVD4v7UUlhFAJAT7snxoOrhIf54iP+9j8zCL1KazdzCBFE4wSvpmk3qGOZ1MqJ2XXrAiw3QkdVtWrE7OUlnDVKg0AeHrZ0Rl1Cye7FuRLEYk4Jqstq0cUhVGDflA3SNFTqTRzpurzWLpFe9+9lXbreurwUWHRPX2IpNZ94BEMcvryp2YP3byW8vOmC7r2sk9HjBwb3rrZN4JMrbpZqq+B8ne/KQOcvE0G8BX6/cDfe4+3JlKulmQeyIrPFeqTQ66VZN4qy14S2POTsL7tEUxsjPOFqbpGL3uPdl7qTEGKrjHWo0649tfk+7fLciJtXPo5eg118WvnLTrppJO3nk7D3WKMdRo71mmsWC3emr2ViCWu8l+1v3C/ClUt9lx8vvz8Hc6dlf4rXch6c9OB5PB14NdfptQVwV7suXix52IAiOXFniw5+UuXX5Ra5ZrUNZGsyPbM6lZBnqFtRSKH2pnZT6cTWl1x91Wi1GjOZdXprVqTyZ9079XEeCyC9HX1uJiTCQC6eHdbCvXS9Dntn8k/ic+NqyxuGz56qKc+8myAu2eUo9OUU0ebtd0N8GWPMAjZjjalUnTA7AB72nR72nSFujSn5jOxMinQbi8AoKDRaMU4jBUAkHBuAbZ/lwv36OontOOdddJqigv1hqN//YgXO3uGk7NVQJBTQJCzt6+9lRWVwSIz6OQmlMVaDoIAm02rqjQjZ2GAXyvJyqiIe5ob9zQXh8cGBjuHdnF1c7dxc2ezrKg0OolMbovA34O7Gb9svqhL61j60dBxEy1WEoEjE+v+TlkEckOrnaeQVr0MobEmUtgk6mzfqFm+UddLMrelPMrkcwBArdXuSHv8sDL/t17jPehmZGHbzLnCVN0tHCj0vo7tihJM5Jan8ioBAI/BjnPXG+5yjfpgdrxAKc+o5bSnvlInnXTy/0Pnw95iyDSyRzWP7lXfY+KZCzwWGB8a6ziWp+SdKj3lRnEbZDfI2NFuzJbsLd2tuxMwBK6Sq3PPr/RfaUNsRXnkhtzKr8s67ePq/oYIyraKuPJS45JSi8KjaIRmLI/erm5qVDs/LMKyewV3C+sKkvdz8zBY7TroBOJ3A4ZMO3Pc0FMlaSpmly+7zyL3tSIPKOBtkKsLSTiPhmOqJWfLBLvsaJNIONdi/s+eVhviy3ohgAuw08fV0YlR/radVaVeA4asUL/AeoZ7cKjL/uMdWCbZxpbe0HCnUAgubmwPT9suke5du3tt3nBO169WaVISi1MS60Vnbd4yo1u0qX3cNLFPcr/feE6rRQHg3Q8GT5pmyarmNLz+z1mglKXyKkOs6+kIH89N1DXsyTT2y2xUXYz4UBe/3Rmx21IeyjVqAEjmVnwdd+3w4LZLdJuQyqv8KvaKrr0spA8e066al/uz9FUqh7r4WRH1WzQ3S7MFSjkA9LT3mOLV4fVKO+mkk7eATsPdMtQqa7dkbwlnha8OWH2m9Myq5FWGQ7oAGAeSw/eh38fXxm/P3T7acXQESx/E/E/BPwDQ3bq7BtUUSAqG2w+XaCR2RLsfw1okKNk0UpXqaVmdSsMgj9cQnt5+dOEuOrAIMr0FkovTg0JbMqxVVIhF1dI6WYlRPmY2tbs5udhQKIZM39xaXqVY5ECjNxwpVxdzpdf8bbeTcG40Ypcq0TF3q9UNh9lSJ1pThhfw1nPEpwGgRnIJAACUaVWzAIBOjAh1ON3+t9ZJG+C8VHH28GymOLZl2bpjrkyuUinVtTzJe/N3o1qURiMdv/AxwSi5avW68bFPc2Me5yQ8L1AoTLOlW5sU+/RR9rdrz6jVWgBY8O6AaTPN17VpM2wS1ZdpmyOoRgFm3T78XlCP0W6BTlSmQCk/V5D6a/ID3bChLqYF2LEI5v2gniNd/9feWcc3dX5//MTdmrq7u0KLF3d324aMMYEvjG2MGTZjG2MMZsBwhru7F+q0pe5Jm0rc7f7+SJeWNm3TNth+ef/B6+be5z65KZFzz/M5nxP49p1jBcI6Bp74Xa9RbabvJtc5xR/cP2m4JUhy9JrhG9WT2SokgrMVuYbtOf7Nd9rXOE09+P4X3s/EaVasWLHSBmvgbhlYeNb60Kby03me8+Z5zgMAo1TGOCyGFRPDeiY/aixOfdj4UKaVlchKGDiL9RS4Vl5ilIZj0OiBni/HEKaHlAj4xu0oR2c26eUY5bYy3vFmmi6Gc6TQWo5Mr60Z6WsicK8SbibivFjkwQDgTF9Q0vCRE/1NPMa+1TC+4loZ/ysAwGMc2OQRXjaf/7v/alHD/1wZ7/XgBVnpEY31TZ4qFikzNR8UGkUm44GMP38mE9EjADBgcDD+WUsEWzvaqLFRWo0u/XFZq9MdnZiMrlhN37ia++260zqdHgAS+/rrEWTZkt11PLFAIKNQCD6+Dv0GBQ0bEd5pq7+O+Thq4IKbhxEAiUb1Q9atH7JutRpAxuIWBJnuaOFBYx0bOu/jlHPjPEN6Xj8KAAKVfPOTO/uL0vUIAgB+DLstSeN7uFL5fdZNQ01tEMs+wb65N1BWIxcA0ChU5HP2xrFixcp/BmvgbjFSBam/Fv/adr8h427EUJzaakyhpPCJ6Elvdu8qedUd2R2hRmiQygAAAU3YGLbRBt8d4ebZogLjdoKza8v2oq8RwhZ9oIJsX2h2syVa/TM9otHtlMGJVcqWD5821LXNzTfITjfIzgQ77EEBBgBsySN5hAPFjR8G2+8CaJ5WrEypEGx0os11pM1RaEpzeTM1unovm8950iN10iPB9n/TCD2qf+g2G7dcuHAjd9PnkxKivACg74RNNkzyqV3N+pBtu2+VVNS/M7e/j6fd2StPTl7KnDO5V/9e/ynj6sZGKQBgcRhbWxM3Zs8bBIGL5zIN28NGmujMd/Zk+tafmrqyOzgyRo2LjojycHFlUWld+BI4dzrj500XDLcHAHD/TuH9O4XGoyKhPD21LD217OjBh5+tm+jt230/yoHOvj8ljvv08QWZpnVjcwAgY3Fbkia4U5ntnU7G4rYkje/2sxvJFfDOVuQeKMqQaFSGPRFs59/7TTYqW7rHTW7J+comn6u3g5+pzxGrVQCgR5D37p4Y7hbgTWfbEikMPBGPwSIIItGoauWSCim/SNSQJ+A94decGf5WDy/GihUrrzvWwN1ixLJid8Xt6tIpX4d9bdggYogSjWSu51yU5bxBpGr1rRZGkEO9fdsf+9rQpfZGlsXosWOgzpR+na9QVImf0R9XS8StxgiVd4saP/RgfcQgGnsBovxsf3pSO6moYZWv7beof1sy0YkJUc5NrqAUfFCg3W95dfMaqy8ioHNlvEfBh8CrypN8Tm4Bl/bOMAB4lFleUMLDYS1v9/FykctUAMBgkC1SddpVUh4UcasFAODpZRcYbKKocfeOfxUmw8OWrRqJb+NS3Cl7dt7eu/OOOSOrq/jLluzZ9MvsnjjTj/UM6e3o+U9x5k1uSYm4QapRkbB4dyqzj6PX/IA4R7KF746UOq1QpRCpFfVKWb6gLk/Ay2jkVEgExgEYFGpeQNyqyIH4nknbAWBXwSPDhg+dPdI9qOWhGDuXq9VFAHCxKv9iVb4ZkyGdD7Fi5f83CCAWDKVeQayB+yvBRJeJFp/zcmmxStckb0WjUCN8XlejMTtKs1972zj4heFCo1PweJm6KSP4gFM1ok0q/UBudqvfVVGLsloE0VSJtnDFf3myPnGizW85DI+xD3E48LTuzTzePD/bH/CYpuSlHlHI1HliVSpfflmqzqETYumEeLHqUbXoV550vz1lMps8gkoIa5mnf37whbJxb2w3Ply59liLQ/K+EzYBwE9fTokIdi0uqw/yc7K3panU2sdZ5QwaKS7Cs71p537wd1llw+r3ho8YFPo8L9/CGLTjxC6aLVqK/X83reNNmm5CQKJSaYUCGQAQibgVn4w2tPQzH41G9/2GMzeuNmmyUSgIj/RI7OsfEOTs6mZDoRJ1Or1YJC8vq39wt+jy+SyVSqtQqL9cfXTngbd78gexI1LeDU16NzSp2zOYz6TLfz8V1Jk8hEGhBrv6Lw/r58+0zPre7oEzbteU/pb3YH5AHOZZe4A10UNy+bwa+Uv7WrNi5T/Gm4/XORBsvg5f2o1z88XlyzN/+l/AzCEOpoV5rwjWwP0/y+GnT4zb8c6u9pQutAd/pQixczA2VMrm1eoR5KV442DR6H5uHhdKmorJjuXnvhUZ48FgGgcUNDZsT0tpdZa6hcBGpLwvUNwMcdhHI5jwgSFi3cIdj5cJ1nLEf3qx1gBAYcMHUlUWCedNxvk7099iEvti0E15R7WOx5dflalzS/lf6BBZqMM/OIwlXfB6wqPMcqVKM6C3PwBcv5svlalmTojH9UwD3SmNAtnbHx8ID3KZOznBw5X9XJ/LgEajA4CuuqRbhLTHZfl5HACwYVMHDzVxt0MgYO3s6fV1YqVSIxLKbdhU8ycXCmRfrj6a+6Ta8LD/oKB5C/q7uT/zJ8Vi0Xb2dDt7elyCz+RpCauW7+fViOrrxGdPpk82dSPxCjLfP+6jlHOtdvoxbEe6B032DreIVr4l/Zy8+zmZ8AZwpzKvjl58lVOYy+eVSfg1cjFfJReplWqdTqvXAQAOjSFgsGQsjoojUHEEbI/T/1as/MfIEhZuLz62zH9GIN3zZV/LC8IauP83qRAJH3GqjQ/H+D3TXluPIGP+2ccgEmIcnaMcnaMdnZnEV1f+PsjDa8Pdm4ZtjkR8o7w02atrZnaWYnF0vDFwl2s0M08e+bLfwD5uHiqt7nJp8Tf3b8s1rTvb01s4VzJJ/Zmk/tA+GDTNl/298aG/7c/tjcRjHBxps7rzGnqADZNy58RK6Ezjvm7zeQDYtvvWtt1NJYYHTjw6cOIRALwzr/+M8RZrt9mSRoG0tk5UWyeaMrpd3b9AJD91KevG/YKt66fTqD19wxtuRdAvXCej0+l/33rVsD1xanx7VaEJib5nT6YDwN1b+WMnxpo5+ZOsqg1fnGhskBjnX/L+kI5PcXZlLV816uPlBwDgwd3C1yVwH+sZ8kP2LT2CuFIY/ky7aFvXXg4eHcjonx8kLG6MR8gYj1dX+WbFyqtMmYxbIa/FdOueVo/oF6d+Pdal3xjnvha/sOeHJQP3fy6k38so7R/nO2FwxOvoF94StUb7/c5rwT6OEwabKPx69Tmcl2PUbBAw2FF+z4g6LpcW5zXUAcCD6ioAGOjhtXOM5bU6lsKbZZPg4pry733I1/dv93Z1J+NeQqYzwsFxVmjE/pwsw0OuRLzo3KmOT2EQ/39VkvHqxdfvmiPVtTCNAhkAoFEoL/d2+x5IZardhx9odfoDJx4vntPTr2lDGyOttnUT0+fNyaOPy0rqAMDWjjZ+UrsR+cDBIYbA/crFHHMCdwSBf/bf3/XHTf2/paiz5vWZv7Cj+0wj0bFeeDxWrdbW1gjNGf8qQMBgH0543/zxP+S/w1fXtt3vRQkpk+W23c/E230Y+Hv3r69bnKjelsq/+rbvN27k11UY+SL5Oyf9dFH+SB//BeGmPyCNCvlPqfdFKuUvg0e/4GuzYj7pggIcGutF6U7/Mo6ivlpRVy3nWfaStIjubn3m/cbsIkkVXy1GAGHh6YE0j2SHuHgbC9yiWzJwzy7gPH5SweUJJw2JtOC0L56aevEnP50uKONduJMX6O0Y5N19t4SXglKrPZibbXw41Nu3lZ/M7uwM4zYVj984sJOk2ktnZa8+U44dMmyXCPgfX7+8eejIl3Jz+FW/QTVSyfXyUjPHt+ca+bKQqdWT/jwQ6eo0OjQw0dvd8DfUIcj8PUdnxIb/ejvl16ljPNntXnNLmXtbjfvGj8ffe1yi1ekB4OzupQw6acuO60fOpn/76YTE2Oe7SCJXqAGAySAT2q/CdHNmTRwZdfhM2tFz6VPGRNsweyQeI5PxACCTqnoySVep4Qr3/Ft1+tbbAzsQ6oRFuNva0RrqJfl5HF6tqFPPysJ87s7fbxgao6JQsPjdwZOmJQBASRHv779uZWdW6rQ6JxdWQm/fcZNi7ezprU43fBbR6P9aCXJLIpj9provA4B79afP1/z9cdAOGq75k6LUydblzhnoMGWww4z2ZnjQcD5DcMObGuZJCWbgbckYKhlDw6FfTuNqjV4t10lEmvp6JadWWcFRlNjgHSa7deFmxnxGHd1TK5MuCI9dEmXJ1l0tUWg1YpWKTSJjzX4TPm2oT+dxHSjUBc92vtIhyNb0h1fKiveOnnymOF+iVq3u3d+J8hLMo14wcq1mS+qDzLqaQ2OnWWTCi2VF2zNSvkgaFO3wvLoCS7TyDEGBFtGNufM/484aRcOI2x+0HLYp4oMQhgmtWprgKQD40zwseEm5otIfC/dzFQ0td9Yp+XVK/u36jHCm76rAuWx8j8R4lgzcc4trAKB3VPNfZ8ryHdW1wvbGb/pwQlL0K9cS6NrDgm//uiqRKTEY9KIpSYFer1nUDgAnCvIELSwUpwY/o4KtkUpSWnRlej+ut8kOQa8UsU4us0Mj9v2b6j5TlK/W6TYPHfniTWYwaPSfo8b/mHLv9/THrQwiDUQ7OmfyagwO0AAQ6eDYdsxLhIzH/z5jfEp51fY7KWsvXF/ar9fY8CAMCkXEYbM5PC82q7ie30Hg3jH300rOXXvS+bjngFqtBQAyqZOWum9MS7x4I1csVR45k97DpLu9A6OosFYskgPApXNZJ4+lJvX1Hz85rkt+i11Cq9Gt//y4XK4GgKAQl+ShzS3GlErNmRNp924XVJQ3yGUqMpng4MTQqJtWA+7fKZgwpZOAKSDIefrsxIN772Ox6JWrxyQPDQWA7MzKj5cfMKj5AaC8tL68tP7k0ceL3h08dkJznUZ1ZaOhVNfO/lX/JrEItcpKEobaMmoHgAYVFwAciR1FAAWSVI6ihKMouVN/suX+jsN9y8JVlP5atNLkIQQx8YVmEfhKRaNC3u2v6wkn9hMw2Lcj4we4m25FktdQN/LoHgC4Mu0NP5a5JS6ZdTUAEOXQZIVUJhLszE4TKJVbh4y+V12R08C7x6mc6B+860n67aryaYGmO/otvnSqgF8/1NNvdW+zlqdeCggA0mFt2J6cjAN5WfvGTL1SXlwi5KfWcmIdO2ksgADsy828UFoY5eD0Yfwz36XZ9bVbUh/0dnEHgKy62v25WR0E7joEUWq1QqWiXiHjSMSVYmGpSFDEb0QATk3sXA56svomCoU6kLCOhW/KJrz5eB0ehf0t9pNOz0UAOV9zHwA2FezbVLDPuP/HggM/FhxoNXhj2DtRrNY94Npyoeb+L0WHEUDcyA6jnfpcr0stkFT8FLmchCWmNOacqL6ZLSxelbXlx8jlDFwXSo9aYbG4RypX8RolABAX2txdws2R1UHg7ubUzfhAKlfll/EKSnkVNQIOT1hTL5LK1XKlGo1GsWhkH3fb5F4BI/uFdDUhK5Wrfth17eLdpwDgYEtf996oMP/ndZv4/NAhyF+ZacaHHgxmktszvyXniguNKhpnGn1+eI86Ar4w1vQdkN/YkFrT1EX1UmnRlGOHvhk0NMSuddOi5w0ahVrZq8+UoNADudm3KsqqJWKNTscmkSMdnSYEBLnQ6KMO7TWMJONwYfYWCNw1Ot3yY+fvllSMjwj+cuSgnkyFAvCwYXrYMKdGhz0sq/r93qPRoQEYNLqfr1ejTL516hhzJgnwcfhr05yUjLKVa4+NGBiy+v0RBtX72StPAACDQRv69bxINFo9mBG4UymEsUMj9h1POXM1+83piT0pmXXzYMMdUKm0fL70wN573GpBHU80aEjowrl/BIW4xMZ7jxxr4U9W/lNuVUUjABCJuI8+G2v8fuNU8z9afoBX0+xDKpUqpUXNdkbbfr5y/07h9NmJMfEdJUrmLxxQXtYwcWp8ZHTTN8bPmy4Yo3YjKpX2lx8uVlU0Ll021LDn2D9NNdlhke7wn+YU57dHjZcN259mTwSAae7/0yLqY1VbDTsPVmwCADKG9mnI7ranT3P/H0dRwlWUchWlQnW9UidT6uVKndyZ1IUE1t9la4skmR0M+K24uQezHy1yvtfnLY8SMCQMCqtHdHgMiYyh2uAddYi2XJaHRmGS7Mz6+HcDqVoNAEwCsUwkqBAJK8TCCrHQsOFCpe8eNamDcxGAnPo6jV7XXugMAC60pqBN9GwbjQ4QKBWF/AYAiPo3prxQWrg3NxMA5oVFzQ2NelRTfbOybJxfUCG/oYObgQqxsFwkNP9520OoUo48sifawTnUzt6PxXam0m1JZAoeT8BgMT1bW87g1Uw4sR8AcGgMEYtlk0j2ZKoLje7PYvvb2EY5ONsQSdn1vHx+w7GC3FnBEWvv37hRWdpp4I4CuFNdfp9TmVVXuzAijtliVV+r11+tKCkR8s9MmvP1w1s3q8oQaO3O+JBbNf30Px3Mb85tHl8tPsG5mewQZ4zau8RZ7t0qOe8t77GTXZMNe3roKpMuyN9afAQBZKrb4LmeozAo9AnOTRSgPCnORAzeg+w43LH3V7l/5YlLfy85vipwbjeewoDFAvey6kbDRrBPc6Ty40cWU07X8SXpedXpeVWZT6uragUmx+h0UMeX1PElDzLLrtzP/3bFuA7WzVtxO7V4065r9XwpAAxNCvrwzWQq+eWsYPaQ4/m5pS1ajc4Lj2r9gWmRbp8ZEo7DvB42BQQM9s9R4+eePvqkrkmOllPPG3d437zw6Ldj4uzIL9ozx4PB/CSx3yeJrRuVf3H7unF7lG9A95JMYqVy+K+7XZn0A29Mw6LROTV1T7i1xxfOHL19z9J+CXZUy7zYXl5uvbzcDNtz4iN7PqGXuy0KAAEoq2zofLRFweMwAIAgnbtcTxwZefDUY5FYcf1ewbABwd1+RnfPJjH9kQMPDZbqI0ZH1nAFDfWSOzfz7R0s3041NNxtx/7F236+kpDo6+LabCK0ds3xllG7STLTKzLTK/wCnN5+b3B4O+E1Go1a+80U40N+o7SyvAEAnJyZX/84g8mk5D/lHtp7LzO9AgBOHn3s6W03amzUtUs5589kGE432QrqP4YN3nFF4DYAqFdxNhc0ty7+KuwfLAoHAGc4f2YL75o8l4Sh+lIjfKkv86/ExjutDTtsfFglL9xdth6Dwkx3XxnMsFhhsVClrBQLK8WiKrGwUiySqlUAsPz6+bYj+S0Wh00iUik1eh0AeDLazfQxCEQsGq3V66VqEw28THKfU4kAEDDYCLumiGVRRNzJoqeF/IafU+9vHzo22Na+j6tHX1ePvq4draJ4MVj5jfV8pbyDMeZwvqSAKxVzpeKzJSZqhJyp9PuzF3Vv5kalHINCYdEYBBCJWiVRq8pFQqhpHtDbxf2jhL5HC3JuVpVt7DfkZNHTSHuzUpYfJfS7XlEq06h/enzvqz7Jxv3RDs6BbLv8xnq+UjHU09eVxtDodPhnIw0mkUTEYtU6HRqFImCwZByOTSSxSeTsep5ErQKAJVGdvBsRQH4o2K9HkJnuw83/axipkNfuKD3tRLId69z6R7x7IID8UnRYj+gnuya/4TUGAJQ6NU/JtyUwiJimjBIdR/kqdOGCxxtu1qW/5T2u24IZiwXuFVw+ANgyKbas7uf/O+CbP688yGxq341CgZerbbCPY4CnvacL29WRSaMQiXisRK4qKOMdu5x5J60kJbt8+6E7y+YO7HRmXoP4x903bqcWAwCDSlr11uBBvV7Xyh6VTvvzowfGh2QcbkpQa7e4nLrmOow459epzzaTSDw4fuqH1y4arV10CLIzK21vTuZYv8BZoRGRjk4vtyb6aUP9gX/1PAAwPaTdFFHHfHP5tlipyubU/njt7qoh/UKd7MOcHSf+eWBqTHhPovY/7j2+mFeUHOA9PjzYhWkiRVHawP/+2t1vxw2jEzu6ay0o4Rlc2wHgwo3cCzeaivMmjoyikPB7j6UAwOh5zV2EP9pwAgBcHJmHti/o9sV3DImIAwCpvHPFuR2blhjrfSel+NLN3J4E7uERTeHvscOPAACNRo2ZEFNU0PR7yKnmV1U22trRiAScBTs02dnTv9jwTHqypIhXWswDACqVuOSDIbEJ3nQ6WalQ1/FE+3ffu33jKQDQ6CSJWAEARQU1K97d26d/4KKlyU7OzI6fy7hsYmdPN9wnxMR5xcR5/bP/wV/brwPAb1uu5GRVXb3UJI4aPznO2eXVquh4BRFr+Pnix4WSjDpllUQrQEBvS3AJYyQl2o7GoTtZLzLQKoPekq4Wp5ZIs/eVf6NHdDM9Pgqkm2s91ClavT529zaTSkIqHu/FYHkyWMZ/vTqrAjKEcQDQsfUZDU8QKBVSU513TXK7qhwAohycjAElFo1+Jyph2bVzd6sr6uSy85PNSogabic4UomZz9sekwJCQu0c8hrqy0WCKomoViYRKJVClVKh0Wj0unin7v9SD/bwKVm8wrCNAMjU6hqZhCsV5zXU5zbwHnCrlFpNuJ1jhL1jsoe3F4N1elLrzu7t4cO0WRgRtz0jZV9uZi9nN6landtQl8bjjPIJGOHtH8y2w2HQ24aONXluoI1t/oJlrXbuycm4x6lEo1Br+yTPDons+Nl1iN6D7BjG8LEjMM28YCNlMu4n2b/qQf9J4Dw82jJGFzmiklploy2BOc9rlGFPhbwGAcSb8sz/HRVLHubY63DV1UxBYbJDNz3WLBa41/GlAODq+Ly+uN+a1Luc0xgf5pkQ4Rkb4kajmPgMM2mkhHDPhHDPrftv7T+beuRSxpyx8ez2S9A0Wt3Bc6m7TqQoVRoAGBjvt/LNwTYM8nN6CS+ALY8eclq0KJoVGkHFP/NjgAA0yGXGh0/qePHOri/u+noMBY/fNmLs7uyMDfduaXRNi/gane5Yfu6x/Fw7MmWwl09fN48we0dXenfWznoCTyZdfP6U8edqiJdvtGN3pFZ3isuPZeYuH5SEQaE2Xbsb6eo8NMjXTBFLx8yMjYh0cbpWWDLprwNJ3u4rkvs6M5pFyQjAVxeu59fWy9WajgP39mAzKX0TfA2B+wuGySADgFRmVqloUpzPnZTizNxquULdqbqmPRycGG4e7KqKRkSPAEBsgo+DI8MgeQeAh/eKHt4r6ngGPB578tLKHjrcC4VNzzggOXjoiKYiOyqNSCDiqiqbVkE/WzcRjUZt23y5tKQOAO7eyi8qrNl96J2OGzOxbWkMBlkkkmdnVn7+8ZFxk2L9/B3JFMLAwSH37xTk5XCUSo0xag+LdF+wpEcirtcFvrrWIJJpxRdPmuv5yBgTWv86ZdXt+hPZwjs65Bn1UY2irEZRliW8s8D7KzK2y99ahZL0K7X765TVNJwNBtWF91Iq/+opzu96ROdFCbnO++dw1WYE0buQffvajQ+gteupag5YNNqXaQMAHgyWJ4PpTmd+evsKAOwcMXGQR5er2lTapjaCZGxHARYJixOAQqltbchrRKJWPeRWpXCrs+tri4V8vkIOACncqohdW+3IlL6uHosi40b7BHz98BZPJj30NPvT3gPMubxAG1sAKBXydQjSE00LAYMNt3MMt3u+NVEoACoe74dn+7HY/d28AAABqJVJ0CjUqYkdxeuGV6fV6yVqlUCpqJPLaqSSaom4QiQwHF1y+bRxMAaFPmmGPL0Vp4vzv7h7DYtGb04eOdonsNPxZVLOCc5NANhd3rohAwC0Kk4FADaBsS9hrWFboVM6EtmT3ZL9aBZT9+WLywGgj20k9t+P4RNRMQD40NxajTQY4DSohd1+LosF7vV8CQA4tXEbsBQhvk7Htyw0c/DiqX3O384TiOU3UgonDzOtNL2XXrp57w2DBJ/NpKx8I3lAvJ+lrval8KSO90fGY+NDAga7MKp1EgUFQCMQhP+289xw9+al0uIEZxc/G1snKtWeQmUQiAQsBo/BAoBKq5Vp1HyFolEhr5FKaiSGD6qwXCT8btDQvu6eL+qVtWZeeFSiq/vX927dqChrub9eLjuYm21w1GERSaemznKjW16xYJLCxoZF509ViZsUCwQMdnVSdxbghArl6jNXghztFiTGYtHoskbBx6cuedmy/OxMiCzfP3L20tNOokMAGBbkt2XKaACgEvDxnq7xnq7v9e+96eqdzGquM6O52ua3OymPyqt/mz7Okd7uopnRyh0AWmrc2460uKuMUCxfufbYtLGxyX0D21ZZuTqxAEAiVYrECga9EwtOg/28Rqt7nFnev3f3l9d6J/kZROcA0HdAIAD4BTiFR7pnZ1aac3pwqEvP+1IZE+e3bz6NjPGMiffCYjGlxXV//3nT4Brp4moTGeWBQqO27Xxr947bh/bdR/TI2+8O7rSdKhqNmjQtfucfNwHgwd3CB3cL2xsZ39t3zdoJz7vH1itCN6QyGr3qGu+few1n9IgOhyaEM/sG0uOcSV40LEutV1XJCy/V7uUpK05z/5zuvqJLF8NRlOwt36hH9AAgUJtraadHdBdr9txrOGN42NLOskyaUybNGeQwLdmhR74iF6fON24jAIbAHd8tWWazr3GHskMcGg0Aal279qxr7984kp/TdnKRSilSKYsFjScK846Mn5Hs4XMgL+tKebGZgXuckwsAKLXaIn5DINvOMGduAy+7rja7vja7ntfb2e2zxM5X/l8WKABzDHO2paf88Ni0AMxIINtujE9gqJ19mG2XLT2uVpT87/p5Ehb327Bx/dw8zTnFj+Z+od8zrU7G3l3R1zbyw8A5VXLeotSNi30mjHcZYPLcYLr35qj/AcDXT/++XZ/R6mjb4tR1oW/H2gR1fD0CtQQAnEnNfsQZggIACKK1fjlapN13qZlYLHAXy5QAwKS9Eq7VOBwmNtT9yv380n+V9y3RI8j3O66evJYNAGgUasLgiLen93lNFe1GRCply3QvAEwPCTOp/B7q7Xs4r+n7CwF4zK1+zK1uO6xjXnTtYRv8bNg7x0y8V135U8q9tBpu2wHJXt4vJmrX6HR/ZqZufZyiaJHsWT9gsGfXjSD1CPLhiQsihXLn7IkGU7O1owdXC8VvHzx1+K3pbErrtSBDON4NqAT8l6OSW+45mZ338437n40Y1N/PtG+DgfupJQbdi5GWUpnp42KXzh/QvUvqlH3HHhWU8NZvPu/lbuvr2boXPZtFoZAJMrmqpKI+OqyTJIqtDdXViVVdI8gp4PYkcB8zIebIoRREj6DRqMQ+TfN889PMS+eyMtLKqysbhQK5TKbUaHR6PYJCo3BYDJ6AJZHwJDKeQiEkD+umkqolzi6siCiPrIwKsUix/vPjrY6i0ajlH400aHUwGPSbiwaEhLrevvG0T//OE1oAMH12YkOD9PTx1PYGMFmUOW/0GTMh9jXv2/F8uVl37E79STQKnWg7ur/9RCqWaTyEQxMC6bEuJJ+fCz/IFT1U6eQETBeWfG/XndAj+sEOM5LsxnAVpXvLv1bqZGp9R4WSYg3/UOUPFbKnWBQugB4bzuzjSPRg4Ng6RCfSNOSKHtypP3Wd948XJcSbaqIpb1cx1CkatmefPWLYIGFx9mRKjKPzBL/gvp1Fabh/G+uY1N4YMTrbtjfAm8Hq7+aV7OEd5eC88eGtB5zKge7eu0ZOlGs1aTWcz+5eLRcJv314e1pQ2IG8rHKRsEIs9KAzO32BzlS6M5XOlYrPlRaUigTXK0pvVJY2Kpol73KN2vzAPbu+NrWGk8bjFgsa+UqFUKnEYzCeDGY/N6+5IZFOL8//bZCH9+bUe3gMlobHs4gkNonsSKE6UmhudIYbjbE9I+Uep1KqVr8VHtONsq7LZcXvXDmt1evtydR192/w5FK5RoNHY/xsbMf7Bc0KjjDnlk+mVWj0WscWcbM5fBI0/5Og+caHPSlONXQ1lmmbPn1qvSZHVIpFYUIZrZNWRdIqALAndL/ZucUCd5VaCwAkwktoi2MSFp0MAAKxiZKRR9kVhqjdw9nmi6UjXzubdpMwCMRNg4dvT3t0t6oCAMg43HtxvUyO/F9C0p3Kipoea/JeBZJc3ZNc3fMb6w/kZJ8oyDNWJtEJhI/blI1anFqZ9ER+3u7sDJ5M2nL/GxHRk4O602Rh/cUbt4vLvxk3zJhfx6LR26aNnb378KKDJ/fOnULGP5fP166Had9fvfvJsP6z4ixWNmdZjXtpRcOxc+kAMDI5tG3UbiA8yOVBWml+cW2rwP33vXd0ev3MCXFMenNI5OrErK4RlPasiNbRiZnUN+DurfzwKA86oylngcNhRo+PHj2+R2KDLvHRZ2NXfbC/uorfaj+ZQlj16ZiIqGdK6xISfRMSfc2cGYVGvfe/YYOHhZ4/nZGTXVVfJ9brEQaT7OjEDApxCY9yj433wWIt7N3OlexX6xo9mR0ZiiOITqsXKbUcmaZIqs4VKzOc6TMcqVM6OKWHaBE1CoWCbkll+ttPrJDnD3Wc6U42fb9Ew7E8KIH54lShpsEB04W1+3oVBwCS7Mbg0URPSrA7OaBQkl4pL/Chhpsc/0R47xTnd4VOSsfZzPFc3dLNBgdAxLg7EN3tCK6HKn/IEt7ueeB+pbx4/f2bFWJhq/0KrcZgLHO8MC/eyfWHQSPcaO0mWYzNp5VazfaMR/Vy6Yr4PhRca4WbWq+DFlF+W5ZEJRjqHXky6SNuFQBMDwoDADIW19fN872Y3iuuX3jArVrXd7BhfE49z5zAHQDinVxOFol/SXto3ONBZya6uPvb2AbY2Bq0NB3DlYqPFOQeL8ht+7fS6HW5DXW5DXW7n6Sv6zd4kv/L6bAbYmtvFMq3xYVGH354d7VEtDX94cr4Pl2a+Xxp4ftXzxruyrjSZqGvVq/PqqvJqqs5WpCzY8RER0onxZNPxeUAEGhRR/Yu4UKyB4BCSYXhYSr/qVqviWYFGCtTDSh16pt1aWgUOpxp7vdwWywWuGu1egDAvDIWJRK5EgBM5tEZNBIKBQgCIokit7jGz8MO29mq8WtBoqt7oqt7Tj1ve9qjYFt7Nsl05saBQj08cfqGezcvlxbrzXDhePUJZNut7Z+8ps+Ax9zqW5XltyrKZoVGtPfyLcXdqoq5p462/fMtjo7r9j0Dg0Rc3Cd+QsQzFZNUAv6vmRNm7Dq86OCJP2dOJOEsaV1fK5auvXD9YVnVTxNHDgvuXCqWGOtjlMpcv1fwxaYzsycm9LwLKQAoVO2KU5VKzbrN57Q6vYMdvYOMfky4+4O00vtppTMnNHuWIwhcupVX3ygpLOVt/mqqcb+nG7uuQeLu3P2ch4FWpaIvBTt7+vZdC04ceXz7xtOqiga9HnF0Zib09p04Nb5tp6RuEBTiEhTyIqrY9YiqmL+2RnIEhcI506bjMSacXov5aznifW33q7Qm2ppaEI1ejUXhxrm8Pc7l7QrZ0z9KPn3T+0tDfJwuuA4dSmXwaOIC77Udz48CFAB0Kd0OAHQci6esSBfciGEll0izSqVPAECorjc5WKDmHan6WYdo3cj+szw+EmkatxevqlNWs/GOceyhcTZD0CgMALiSfQFApu3Ep6hjEIB1967vfJIOAB50pkyjblDIV/fuvygiDgAGHdpZKuTHODpXiUWPaqonHN9/cOy09iwXmUQSBoXSIQhXKtmWkSJRq6IdXUb7tHbUVmq1AEAwIwI5+DRbhyB2ZEqyR3Mq1JlCAwCZRm1HprjTGQE2duY4lWn1+t05GVfKm5YUwuwcRvsEJnt4+5rtJc+Vin9Je3ikIMcQuTpRaQPdveIcXUNs7W1IZAaBUCeTPWngbUl7kNdQt/L6BTqeOMTz+Taz6wZuNMay2N7fptz5PfPxKJ+AILbp3Epb9uZmfnn3mg5B3OmMif4hSa4efiw2FYdXarUlQv7FsqLdT9JzG+rmnTt6etJsAqaj377rdY9JGELb9PYLI9YmCAWox/w8oUbCxNGu8h4BwAD7mFbD/io7JdbI+thG9qQHk8WCAIPx4otvAN4eecW1AOBsb+JPE+TtsGHZ2G//vCKUKH7Yde3gudSFU5KGJpkQzr6OhNo5/Dq8k0JGVzp9+4ixUrU6p55XxG+sEAk5EjFPJuUrFBK1SqnVqnQ6vV6PABhspPAYDAGLIWFxJByOgsNRcHg2yQKaqFk+7zdwm509F349w83f6fNJP7Ycs7/4Z1sXs6IrPAaT5OaR5OaxOulFNMLo4+Yxwtf/fHGz8JeExX3ap/+s0O4nrT8YkGhyvy2Vsm/+lHl7jr6579jvM8Z3r3K0FbVi6d8P0w+lZcd6uJxaPNuN1fmXSMu2qUb2HU/Zd7y5GvWzZSMNG+Zr3MlEHACUlJuONtQa7eebzhSX1+Nx2C9XjKZS2n3tAxMDtv1968lTTkuZ+5N8Tn2jBAAmjHim1mXp/AFL57f/Ul9hTlc/vlWXtyl6LqqFMzKRiJsxJ3HGHBPvn08y90u1il9in5efj6WQa4rz6pfJ1IU4DMufvcFk1A4AWDQdBRgUCofDsMhYTz1oRMpUCj7AgWox6+G26BGdSi/Ho4liDX9X2VfxNkMBIEtw+yx3R6cRuTlINIJiaZYN3oGJ69pCf1+78cWSrDOcP89w/jTuRLdTosrCO4x0nl+nrB7l/KYW0ewp2mCIzmuU5ac5fzwVP5rpsQqPJpbL8gGAie9Rfwxj1P5eTK/3Y3rPO3esgVNpqK16Us8rFfIB4PPEQd5M1rTT/+Q11L175czZyXNM5svRKJQdmVIrk+7JyZCoVV4M1ghvE/I2hUYDZph/a/X6Q0+zAWBmUHjLHqvGX38UCnV7plnVdCqddsGFE3eqKwCgl7Pbyvg+nXqft0Kt000//U+lWAQAfV095oVFD3L3bhWHuNDoLjT6YA+fNy4cv1NVvvHBza4G7jUyyeKLp96N7jXUq/sp3pboEORKefGtyrKMupo6uUysUhpVTBq97r2rZ89OmtPpfwQC8F3K7e0ZjwweMrNCIluW9lLx+Ah7xwh7x9E+AZNOHijgN+zJyVwY0a7xUaGk8mZd+liXfiRMuz8Qq7J+GeHUe6C9xdyTWsHGMwbYx9yoS/2j5MQY534PG3NYeFp/u+alVwSQfRUXz3HvkjHEhd7jevJcFgvciQQcAEjMsGN7AeQW1xjsKRPCPU0OGBjvFxfqvv/s43/Op3PrRF/9ev7wxfSP3hocYOk+qTpEPzvl7S9DVgXQLPOZsSBUPL6Xi1svl9Ylz12CV9Hw2cRNS76fEzWoO0t4K/5YNHROXwD4cOgGwx66DfUIZzsACHii6Z7vdjrDnIDlvUZGLv1pXnsDEARRSJS8iobSJ5VPHxVn3cr7ZPdS73AL1JJvHDgko7bGIDqKcXL+Pnl4p9Zm3caBRt03f+qiAyen7ji4bdpYb9tupoqrhaK7JRVX8osflFbGe7ptnz62t9dLbpoTGuiSW1hz/V7BWzP62DCfyThW1wjXbz6XW1iDxaC/Wjk6NKAjlx57W1p0uHtqVsXJS1nzpjTpxI6cTQMAb3fbfgmvd+m5gWp5488F5+g4skSjoOMsvKaEACLRKARqWb1KzJULuAp+pay+XFYfzvT4OGSCZZ/r2efVccS7ywQ/6REVmzzIn70Oj2k3Y+fJXObJXGbY5itu59a9Z0seEmi3CYN6juVVIk2jHtETMZRs4d0GFYeOYwOAJzUkV5xylrvDjxYJZrjKtIdCJ91f8a1Grx5gP7mrF+ZDDX/LZ+3lmv21ynIm3o6JsyuUpHfQvbUXu+m+ukpeKNOKQhmJE1zfqVGUnuHuKJJknuPujGcPO1+zCwDCGEldvRgjd6rKDVH7J736L46MAwAWkQQAhn7ehiZHgWy7CHtHAPh1yJjkQzsL+A1XyktGmorIAcCVxqiVSc+XFgLAnNCotuYtYpVKrtUAQKdp8lNFT2tlUiwaPTP4mQyLRq8HACK2C92O3r1y9k51BRaN/jJpUKfehSbBYzC/Dhn7ya3LHyb0MXi8tAcWjV4Zl3SnqrxMJDBTfG/k09tXsutrl107d2rSbPPbyrZHCrdqxY2L1ZJ2F2SKBY3fptz+IqkjjymZRrPyxoULpYVoFOr7gcM70P+E2NpPCQjdm5t5qayovcC9TiVYl7eDTWDM9mjX0F2kkT4RFQ9x7KSBdA9Z6D0uU1hwoy7tRl0aAMz1HGX0miyUVO4sO50lLMKjcWuC37Qn9mix12KBu0FTXs+XllQ1rNp0MjHSy8fd7siljHB/548WDLHUs5iDWqPdtPMaAAT7OLbsBtUKKpmweGqfyUOjfj987+zNJ09Lat/8dP/EoZGLpya93ELVszWXT3Eu/Bn7kzmDL9XeOM298Gv0d+YM1iF6iVbKUdQUS0pzxfn+NN/Jrj01GcxLKarI49BtqQBwdPP5Pz852PIoiUY8wfsD1f5X4Q+L/vhh0R+G7YSRUQAg5kuHkeb08KqMTPd8V9wopbOpbgHORDL+0cWs2CFhrv5OFpmcQSBuHjpy/d2bH8T1TvZ67it0thTywTemfnX++r7HmZ+P6Kb13vY7jwrrGgb4eX0xcpA7i9mlc1taygjF8hnv7JDKVHMn9xo6INijxarIvuOPujTttLGxZ69mS2Wq9z/7Z+n8/pEhbmg0qrSi/tKtp2cuZ6s1WgoZv27VuLiIzsWLU8fEpGZVHDuXPnlUNIWMr+Twbz8sAoCFs/r+B5bT+Grp8rS/o1jeYo38w4y9W2PfwqFNfIEvTPlNoJaKNQq1XqPR63SIHgCSLn+KQ2PwaBwDRw5lun0R1qQausDN+DbvBAlDwKLRWBSGjCXQsESFTl0g5tJx5AU+yUv8hzkSn6M7u1SdV9i4RqLKwaGZ/ux1DtTxZp7IlRws5q8lYl3VusYHVYloFMGWPNiLuQKHsfzV8pSVAEDFMm7VHfOihFKxDABg4NhJtqNv1B0Z7jRvQ3hTWfCtuuPlstzJbh0J9FuSL358jruTr+aFMZNibJI7P6ENXpSQxb4bAUCuk2wv+giLwoUwTFc3tYSAJgEAR1HMVZS4kQNmeazaXvxRKv9qGv8aAkiczVAPilnlyyb5Jf0hAPRz8zRE7QBgEC42KGQ1MsmpoqcA8G5000V6MVjxTq4PuVUPOJXtBe5eTFZqLUePIDg0ZoKfCXMPrqypZKtjgxQdgmzLSAGAcX5BDs9qpuUaDQCQ20jn2+NCaeGV8mIA+Lb/sEkB3dedh9k5nJ1s1u+d379a+UaF3PzA/R6n8npFKQBsGTLaIlH7rLNHtHq9F4M1KSCkv5uXA4XKIhKFSmWtTJrO414qKxIoFbOCO1p2LhHyF186VSxo7DRqN2AQ3nDbqcrLEZVsfPo3FoXeEPYOFduUy2DhaTg0tkbZ7E1yoy4NjULHsprfPGuebE8TmOh1BaZcZQwMc+y1zH9GB5fKwtO/CX/3x4ID1Yq6cc79hjv2Nuy/xnu8qWAfANgTbT4JnBdI9+xgEnOwWODu7sQCgJKq+q37b3HrROUcPpGAK61qILxYjzCpXLXm57P5ZTwcFrN8XufBDZtJWb1o6JgBod/+daWkquHopYybj4o+XjgkKarLdrNGTnDOFUlKVwW+1/bQhZqrjwWZnwev7Pbk3aNe1bg8cw0GhbbBs3ypXhnCJ3pEP8PdAvLc/EfFLHuGT7gHAExeNnLyv0oJMzE/416eW7049hOTk5z+7erp364atrelrDdcjIFD5U2tyAU80btJn8ePiPz84Ac4gsXe9vHOrqenmtuuoucQsNiNY4f2ZIYNYyxwFy2SKNZ8e1oqU+FwmD1HH+45+jDE32n2pF594pvvXtoWpwJAZIjbL+tb28zZsanfrp64+puTFdWNq9a39kWJj/T88J2hjnZmabV7x3hHhbpl5FR9t+3SBwuSN265oNcjvWO8W17Ya0q1vHFZ2i5vqsOGiJkavXZZ2q7laX9/HTWbhm3d0WJ54Cg6jkzHkXBoLA6N+SzrkFSr+CnmDY1ep9FrRRq5Wqc1Dh7hHDXC+RkRUYWs/oO0nQF0501R8+yI9Kfi6sWPfvsrYQkaZeFCIJ1eWi7cwhHvRUDvSJ3kzVplZsyNIJpi/gau5AAAKDQVCqgAAB3IaiSHhYqHUU7/4DA9DVBaUSrLAYBHjZdEmsZJbs1f7JGs/iXSJxq9qlFdc7Tyl5HO8ylYeqk0Z1vxqgXea1n41uu3CCBKnUymFderqqvlRbmih4bq0nj20NHO5podtwUBpEiScZazg6+uHeI4q6VrTXs4kbx8qOEl0uwdpV+0OtTXbtwwp+43Y5eq1am1HAB4M6xZ3etKowNArUy64f5NlU4bYms/qoVI3Z3OfMitEijbNcPxZjTlBZJc3Q3J+1Zk8moAgIjFOnRYwnisIKdEyEejUEsiW2deG5VyALAzuzLq0NMnAJDo4t6TqL1L1P/bgKVL5Vt/ZD4GgAn+wYM9LPAduP7BTa1eP8Dd66/hE1oKjezIFDsyJczOYV6oafftlvycer9Y0IhFo38cNHKsbyAAXCwr+iXtQbGAb0MkDXD3WhwZ78lgGscLVUoAaNWRBgAa1aL9FRcv1jzoYxfxru9UOq55sYWKJb/vN21H6enTnNuGPUQMfq7nSBa++XdkfdiSbvwFOsWd7GgwmmzJQPuY63WP/aju09yHdCDmMR+LRTAezjYAUF0rNDijjx4QmlNcAwBOplTmFkcqV3F4wvuZZUcuZgjEciwG/dmS4aF+5iZWw/ydd38959CF9D8O32sQSFd+d2LcoPBlcwcQn7NJTrog+/uCrSYPzXjY1N/4w4B3o1mmLQLMx47A3pfQpE7+q2yfWq/5JPADL4oFNBJVBTV+MR2t8XWM+Rl3zxDXS4q9bfd3KpUBAKVM9fmkH139HD/etQSLf1Xqp19H6hokl27lHTmTJhDJA30dN3815WlR7aVbeVduP/3k6xMx4e7fftodqXFEiOueLW8cPpP2IK2UWysEADs2LSrUbeSg0NDArjWx+uTd4QtX7bt+r+D6vQIAcLSjf/xudxpiv1Lc4OVszDk2zi3+Hb/haBQKh8b8Grfgm7yTi1K2rw2f7kd75osumGFC/IYgoEcQHaLHobHUNrG+EYlG8UHaThIGvzV2AQqFmvfgl4+CJxSKa3JF1WFMS0qqNDp+Rs1UhbaShg/1ZX9GJ3T+e29AoanIq18mVecyCNGOtCl0QhQR66zTK2SaoirRH3zF7RLBd4G231rwUrWIJktwm4m3G+I4K1f0wIcanidKAQAMCmuDd5znteZh44UbvCNsghMJQ421GexAdN9R+vmu0rVL/b5vVWyaIbh5rOqXlnu8qaGDHKZ5UXoU/B2t2pIpuAUA8exh/e3N/QDO8Vz9oPFcpuAWX81DA9qG4OhBDkpgD7Mn9kg8WSuTGDwPAltUKLrTmQCQ21D3pJ6HQ2N+GDii5QKYwUvEidpuzO1n03QnNsjddELtbnUFAITaOrSMJlshVqm+TbkDABP8g9sWjxq0Hz5McwUMhfwGABju9eIEeCcK8wDAnc4wP92u1evvcSoAYEZQT0MIw2xPG+sB4K3w2A7+zp3y/cDhMo1mZnC4oTj4RGHe8uvnDYdqZJKDT7OPFeb+OGiEsQeTocdtiO0zRRd6RL+t+Khar/ku4j2TBamDHeIHOzxfYYz5oFHoDWHvWHBCiwXuoX5OOBxGo9EBAJVMGJjgV9sgBoCsfE5mfrWfhz2ZiNdotY1CObdOVFnDL6tuLK6sJ5Pwmz7spnpSr0cGv/lLWzMKb1f2p28P70AkYxIMBj1rdGzvCM8vfz1fVFF/6np2Zn71N/8b52leZWT3iGaFH+z1R6udXZLKGKmSc45Wn3kiynMiOrzvt8iBaFokur/i6I26u//zXxJE7759dUtE9eKQpNYF/uZjyLhf2HXz2oF745YMRWNQ0cmh4f2CZqwa24HGXSKQ/vL+7seXs5h2dHFjJ76WWo1u3YyfC9NKAWCi42IUCmXnxh7xxoBpK0djsNYgvgts2HLh4o1cAMBhMVPHxCye0xePw8ZGeMRGeMwYF/fjH1cHJQUaitTh3+JU8ydnsyhL5vZbMrenJp5ODoxfN0z//rcreYU1EcGuHy0d1ko3/3pRJq37rehSoaQmjOWxr+z2vrLbLY8msP1Wpu8e4BA6zSPJmdSUrv44c9+DhkI8GktAY/ForEAtU+jUA69+gcdg8WgsEY0b5RKz0HewyafbVnSpQSnZk/geDUcCAD2CZAnLE+0C1HqtyfHdRqzKUmgr8Rj7IPvNJKyZtwQIV3KgVPC9Ti/3Yq1wZyw2HkBjiExMPIMQncod3SC/DGDJwF2P6Pxp0R6UwEB6LACyPneuSq/wo0W6kf0B4Bx3Z42ibKzLoghmX0NVqBvZf5LrexXyp20tYsIYSZdr9xHRZDuiqx810p8e09VqVJMkO0zjKSoGOEwOZZiubjcJDo3vZzehn52FqxeMRo01UonRws+dxgAAPYKgAL7uP6RlTF8kaHzIrQKADlLCEf/2E413NnFTIVAqblSWAEBCh13Av7p3vVEhp+BwH8abcMHKb2wAAB+WuT/3huLLF2bKls7jbs94BADvRHWugzKi0esMZaNt3TO7AQaNxqDQWtDX9sxLmoDB7hjR/K7bnZMBAGN9A7/uP6xY0Ljx4a0UbtV7V84iCIzxDbxVVWZ4e0z0e8ZsDY1Cfxb8Vk8u47XGkq4ykYGuj59UAEDvSC88Djuol/+O4w8ahbIlX/3T3llT2mlrag5oNCrU3zktpxKFRtEoBDsWLczfqW+Mb0K4Z7f1rN5utjvWz/r98L0DZx9XcPlvrtn35dKR/WJfRF3pw8bUf6pOCtRCGs6swqZZKW8bGuYBwJaiP1MFGaOchi7wnn2o8sTu8kMmhTr7Ko6cq7kCAJsKfgUAOo4Wygia4TbRtgeNAMR8KbFnJQF71x/ft+EEAIxmvmHYk34tB4fHJs9otzrq56W7yvOqd2Z/f+Pwg99X7e9gcq1Gt3HO1sp87sKvZ8QPj3TwsJWJ5OnXcv746EBFXvUne5b25Mr/vzF1TExOPmdgYsD44ZH2ts+8S709bLdumP6yLqwVHq7sretflYvpCZWyho8z9413i18bPp2AMb36J9Uq/6m4tyxt56aoee4UWwDYGDFLrdeq9Rq1XqvSa7/PO6VDdOa4yih06nOctLGusd7UJo1HP/tgLArzXZTFak6M2JD6OtNmcSUHH3OGO1GneTDf6aAg1QBfcbeo8SsUYPzZ6+0pI/PqP+ArbhOxLq70NxypkwAAhcLSCGFyaSmCaFAoiy2W4tHESW5NGYRAetyakD0tj05wNZFIC2MmhTFNfH3h0PiPg3ZY6sKM2OAd3/X/sfNxLwQnKs2LwSoTCb68d31z8kgHCvVuVcVPqfcMR6cGhk0OaLaH5ysV71w+rdXre7u4J5gKyg3YkSlOFJpApTCp0t6RnSbTaABgYvtq6UNPnxwrzAWAlfF92zqCq3TalJoqAIh2MHd9L8nVo0wk+CPrcX83r5a6jufBpbKiFTcuqHTaZA+faUFd6NpGwuKiHZzTedy3L516Mzwm0t7JiUqjEwgEDBaNQqm0WrFaVS+XcaXiCrGwVCgoFjQWC/m3Zyxoq0sBABTAYE+fcyUF3z+6E+3obP7qRMdINWoA8GKwKDhchL3j/tFT3rt69kJp4Wd3rso0mg0PbgLAEE+fTht1/b/Ckp7QI/oEGwL3xChvAHBzZP351YxjV7LyS2vr+VKpXKXT61GAwuOxJAKOSibQqcRekd1XWQDAltVdLsPvFBwW8+7MfsE+juu3X1QoNdsP3ekd6YXrYmo2Q/jEqHUBgC9zm4tHTaa6a5V1W4v/estrdjQr/OunmxU6RadPsT/hNwC4VHvj7/KDj/jp7/stjLeJBgBPinu6ILvVYB2i/6N098PG1NFOQxPYMY5EexwaV6OoPcY5+2nOhm/DP2fiuqloQmPQaqW6e+camLNm4pw1EwFgScKnYxcPHvFmU5M5Ac903bpep39wLn3OmoksB8aEpcN2fX64psy0k6BGpd0w+5e6ysbtjzdSGU3ZLwIJP3hWHyKFsG7GlknLRvpH9+gd+P8KPy/7g9s6j//2/Dz/+V/L/wvcKbb/9Gktl2wFFUt8yyf5LZ/mukY0CkXE4IgYHAAodGqZVqVD9Bq9roPeNAYqZQ1qvXagQ3Nc1V5ivuegUFg/9hdOtCnF/A1cyX6e7KQn8z0X2jxUO1aGAGBD6utAHW9HHsEmDyzmr6+XXQAAmbqwoOETiSrHj/0FAMjUBTgM24JRu5Vu8GWfQW+eP55VVzPwYPNdChaN1ur1KTVVCDT5mD6p57139Uy5SMgmkX8cOKLjOR/MWWxyf5lIsDM7DQCSPXzaCyVTazlr7lwBgF7Obm1F2GKV6tuU21K1mk4g9HY2Vw/2fkzvC6WFHIl4yD+7hnr59nH1CLSxc6bSmEQiDo1RaDV8pYKvUJSJBI9qqh7VcDb2GxLv1NGCgElyG+o2p943VMEOcPf6dciYruYkfxw08s0Lx0uF/K/uXTfzlNRazgB30z+La3oPSOFW1cllo47umRYYNtzLL8DGlk4gqnTaRoVCoJQX8BtSaqofcas39h/a19WsXkgxDs7FgsZtGY+oeMJY30AbEuntyLgr5cVClfLjW5cAIMLe8cdBXaud+89jycB9cGLA1gO3hGJFrwhPw54AL4fVi3pUS/eyGJTg7+bI2rTr2tp3R3Y1ap/gMmqCyyjDtpl2kKWyCh2i72ObgEPjwhjBZ2su89VCGzyz4yfSIto7DQ9RgFri84YhageABlUjGfuMREGskfxc9EeNkvd58Ic+VE/jfk+K+zK/txemLrtT/3CM87AuvUYjTDt6bUX9p2O/84nwzLyZ13tM9IxVY80/XcATtlS0b166c/PSnYbtqStGmzxFr0cAQTBYNAColRqtRleRV912mFQo+2LyT1Kh7LtLq41RuxH/GG8A4BTXWgN3K68+i1J+yxZWmDw0yjn6s7DWHUNLpbydJdczBWWNKikCCAmDn3Tn+wmu8TM8+xLbydwDAB6NBQAy9sV5alHxwZGO+3nSE8X8jSX8b2olxwJsv6UR2m3YGWjblAERKR8RsM4xTsfl2vLChjVcyX4mqZdKy5Gq859r/1Qr5tDfzevAmKmbHt3Nrudh0ahAtt0Ev2B7MnVvbsb8sGgAqJPLfkl7cCAvy9AIae/oKU7ULhhoGmlQyN88f1yu1ZCwuDWJA9obFuvosmngiJ3ZaT8njzK6pLeUVhtYEpnQqfu4EXsy5ej4Ge9eOZPbUHeupOBcSUHH48tEgk4Dd7lWI1IpG+TyQkFDXkPd9YrSMpEAACg4/AexvReEx3aj1Ywng3l56vwblWV3q8vz+Q01UjFfqVBqtTq9HoVCYdFoIhZLxuKoeAINj6fjiSwisYNncaLSTk2cvfLmxQecyt05GQaVi0l+y0gxM3BfEd8npaaqXCTc8OCmIb9uBAUwNTDsyz6DSFjrrfgzWDJwx2Ex5357LoW6LwU/D7vfv+zOgvuKrM8nuY5JZMe1PcRV1K7I+nxfwm+YZy0aPMiuaBQ6Q/jEh+r5iJ8BAEKNqNPA/e/yQyXSMhs8M8m2uQijUs5xJT2z3pchfAIAG0JXK/Wq1U82cBW1fjSvme6TvCgeGBSaiCF2YNfYKd7h7pd239ZpdUPn9ju57VLCyMgunc5yYBpKTn9dvrv0SVW/ifGX99758dpnBDJewBMd/uFs21OwOEzCiKjbR1OGzet//OcLep0eTzKxrpdzrxDRI99dXE2hkb5f8Pu9U6k0FmXQ9MSZH48nkPGc4loAcHC3gMDUipXnzR8Jb7fdeYOX80nm/lEurTvz1SgEbz3cFmXjtT1+kTPJZkX6bgwK/WnopC0F56ff+/HLsGmRLE+Tz+JFtfei2t+uywsxVd76/HCgTmCR+hY1ft4gv5pRO8WNvsiT+X4HqXcAwKApck2ZQPmATR4UZLcpo2Zqfv0KPaLGohmeTBMqQSsvmARntyPjWxvnGRoAafS6iScOGIpBE13cfxo0smMrmPbI4NUsvXLGUNj67YBhXoyOLInG+wWNf9ZHsoDfYNig4HCeDNackKjpXVGhAIAXg3Vu8tx0HvdedWU+v75KLKpXyAwdDI1hMQ6NoeBwVDxBreukN6VCq+mz/0++Qt5ypzudMSUgbFZIhI0pLx0zwaLRQzx9LNVv1YVGPzhm6uNazvmSggxeTYVYKFGrMCg0k0hkEIgsIinE1j7GwTnG7F5U9mTKuclzd2SnXSorKhMKNHo9m0TyY7FjnVzH+AR4W0iQ8x/DkoG7lW7jQnJa6vPm/opjQo3QlsAGAFt8J+/Xh41p13i3/WjejSp+y/3VCs5A+2eKb/rbJfa3SwSAX4t34NG4rdHfnOJc+Cr3+zXBK4RqkUgjjmB039Mgfnjk+R036DbUPuPjdn1+pCKPI+ZLKXQSv1ZYkFqadSuv9EnVD1fXtHe6Tqsrziw//svFxxezfri6xi3QuTiz/H/J65b/toDtyGzvrGXb39r6we65gcspNBLLnuEVYiLO6DUqqteoKAC4fuj+1f13f3u0UaVUf/fmb2lXc7658PH+jSd9wj2CEl65rlhWrJhDhaz+27yTw5wio21a+2xkCsoVOvUCn2Q3si0ACNWyeLafDZ76ZdjUM5zUD9J2vus/fIq76SrGNaGTl6XuDGa49bcPNjngOYHH2IbYb+NK9pfwv64UbRepUoPtfsZj2r2vdqbNeKpc+bR+eatJwh12EbBdsyWw8oLBoTHfDxi27sHNd6ISRvt009hAodW8f/UsVypGo1Ab+w01uAp2iY979fu4V09L4QEg2sHZfGV8B5CwuIXhsVvTHzhQaP4sdoyjS19Xj5ZVvK8UcY4ucV1sE9sBFBz+/Zje78f0ttSE/3msgfurQqJtfKJtPADsLj9kg2fSOyxRFWsku8oPJLLj/Gm+p7kXWh7iq4UuJEcAUOs1xq5dBlh4Zo7oKU9ZN8VtXKG05IeCbTKdfLb7ZDdy9z+B8cMjnLztI/sHY7CYD7a+uWfdsTdCVsrEchQKhSfiKHRy3LCOjKjKcqp2f3U0Ojl0y92vnLzsAWDFH4su7Lr59dxfF309AwDA1GoA3Ya6eu9SABA1SBZErBq/tCM5lp2rDQDcP5s2YemwD7a+sWr41/MCljMdGBtPr+rJUoMVKy+LHGHlR5n7guiun4aaaMUQznQnYHAXuBleVIdMQVmplPd15CzDoTEusfZExl/F14Y7R7c1gAeAEIbbb/GL1+UcvcjNmOPVL5Du2o3V+W7jTJtFJ0Tl8BaLlI8rRdt9bT5rb6Q9ZSwaRawU/SHXFKMAQ8b5ssmDXGizMOju5G6tvGB6u7ifn9x9q3gAIGFxe0ZPXnbt3Ope/Tuoan29WBIVvyTqVXEwtPIqYw3cXyF0iO4s9/LDxtTPOuvQpNar3UjO8zynP2hMbXWIgaOLNdI0QVa6IHuh9zN2EJNdxyp1qk0F2yRaKQNHD6T7DndM7lh83ykYLObv3B8M21GDQqIGdS157xvp+c4PrT0rRrwx4OKumxtmbw3vF2Tj0G7VbFlO1fdv/T52yZDQDv0ow/oEfvjX4uNbLv7z/Rk0Fh0Q69NnfOzohcnkrpgVWrHyKiBQS/eW3T5e9XCOV/83vAeabIrkQmb/FD1/e9GlETfW2+CpX4VPcyI1qwgS2H4J7I7Mp31ojjt6vXOt9snOkhsAyHdRc19k7E7FB0c5HSloXO3J7KT5qC15qC35tSygsmIRvBisUxNfXPM7K1ZeHVAI8sKsSP+/sCLrc66itoMBbTXuBg5VHucoamd7TGnPhb0tl2pvnOZe+DW62bXmbkPK3+UHMShMf7vEmZbojfpqUvmUs2HO1ukfjhk4rQvWxVasvL7oEf0HaTudSKz53oOcSR0peq1YsWLFyn8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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from wordcloud import WordCloud\n", "\n", "font_path = '/Library/Fonts/Arial Unicode' # macOSでデフォルトであると思われるフォント\n", "wc = WordCloud(background_color='white', font_path=font_path, max_font_size=100, width=1000, height=500).generate(' '.join(assesment_df['wakati']))\n", "wc.to_image()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## scattertextによる2文書の傾向比較\n", "[scattertext](https://github.com/JasonKessler/scattertext)は、2つの文書(もしくは2つの文書集合)の違いを単語出現分布から観察するのに適した可視化ツールだ。対比させるという点が重要であり、そうではないタスク、例えばある文書を要約する(重要語を抽出する)というタスクには向いていない。対比する文書は1文書単位でも良いし、複数文書でも構わない。\n", "\n", "なお、3種類以上を同時に比較することはできない。もしそのような場合に用いたいのであれば、例えば「文書1とそれ以外」「文書2とそれ以外」のように one-vs-rest を複数回実行すると良いだろう。\n", "\n", "以下では、授業毎のコメント数上位2科目を比較対象とし、以下の手順で描画する。\n", "- 上位2科目の dataframe を用意する。\n", "- コメントの spacy.nlp 解析結果(Doc形式)を用意する。\n", " - コメント文そのものや分かち書き結果ではなく、Doc型を用意する必要がある。\n", "- dataframe と列を指定して scattertext に処理してもらう。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 前処理なし" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "コンピュータシステム 32\n", "プログラミングⅠ 19\n", "技術者の倫理 18\n", "工業数学Ⅰ 16\n", "アルゴリズムとデータ構造 15\n", "データサイエンス基礎 15\n", "プログラミング演習Ⅰ 13\n", "工学基礎演習 12\n", "プロジェクトデザイン 9\n", "情報ネットワークⅠ 7\n", "情報処理技術概論 7\n", "知能情報実験Ⅲ 3\n", "ディジタル回路 1\n", "キャリアデザイン 1\n", "データマイニング 1\n", "ICT実践英語Ⅰ 1\n", "Name: title, dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 授業毎のコメント数上位を確認\n", "assesment_df['title'].value_counts()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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titlecommentdoc
46プログラミングⅠ特になし(特に, なし)
47プログラミングⅠたまに説明がないコードがあったりしたので少し戸惑った。いずれはやっていくものではあるが、、、(たまに, 説明, が, ない, コード, が, あっ, たり, し, た, の, で, 少...
48プログラミングⅠできれば、対面を増やして欲しい(できれ, ば, 、, 対面, を, 増やし, て, 欲しい)
49プログラミングⅠ特になし(特に, なし)
50プログラミングⅠ他人の課題を変更できてしまうのが怖い。(他人, の, 課題, を, 変更, でき, て, しまう, の, が, 怖い, 。)
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" ], "text/plain": [ " title comment \\\n", "46 プログラミングⅠ 特になし \n", "47 プログラミングⅠ たまに説明がないコードがあったりしたので少し戸惑った。いずれはやっていくものではあるが、、、 \n", "48 プログラミングⅠ できれば、対面を増やして欲しい \n", "49 プログラミングⅠ 特になし \n", "50 プログラミングⅠ 他人の課題を変更できてしまうのが怖い。 \n", "\n", " doc \n", "46 (特に, なし) \n", "47 (たまに, 説明, が, ない, コード, が, あっ, たり, し, た, の, で, 少... \n", "48 (できれ, ば, 、, 対面, を, 増やし, て, 欲しい) \n", "49 (特に, なし) \n", "50 (他人, の, 課題, を, 変更, でき, て, しまう, の, が, 怖い, 。) " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 上位2科目のみの dataframe を用意。\n", "# (1) 比較対象をカテゴリ名として保存している列(以下では new_df['title'])と、\n", "# (2) 処理対象となる文書(以下では new_df['comment'])を保存すること。\n", "title1 = 'コンピュータシステム'\n", "title2 = 'プログラミングⅠ'\n", "condition1 = assesment_df['title'] == title1\n", "condition2 = assesment_df['title'] == title2\n", "new_df = assesment_df[condition1 | condition2].loc[:,['title', 'comment']]\n", "\n", "# コメント文の nlp 解析結果を用意し、new_df に新しい列として保存する。\n", "# new_df['doc'] の中は丸括弧付きで分かち書きされているように出力されるが、中身はDoc形式である点に注意。\n", "docs = []\n", "for comment in new_df['comment']:\n", " doc = nlp(comment)\n", " docs.append(doc)\n", "\n", "new_df['doc'] = docs\n", "new_df.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(HTML(\"
\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 前処理あり\n", "コメント文をそのまま処理してしまうと観察したくない単語(助詞など)が多々現れているため、傾向を掴みづらい結果となってしまった。これまでにも見てきたように品詞を指定して観察するとしよう。このためには、(1) new_df['comment'] に含まれるコメントを事前に分かち書きし、そのタイミングで品詞判定をして不要語を削除する方法と、(2) scattertext側でオプション指定する方法がある。ここでは(2)の方法を眺めてみよう。\n", "\n", "scattertext側で品詞指定するには、(a) コメント文そのもの、(b) 解析器(spacy.nlp)、(c) 解析クラスを用意する必要がある。(a) は new_df['comment'] をそのまま用いれば良い。(b)は既に用意している nlp を用いれば良い。(c)については [st.FeatsFromSpacyDoc](https://github.com/JasonKessler/scattertext/blob/master/scattertext/features/FeatsFromSpacyDoc.py) を継承した子クラスを作成し、その中で解析方法を書く必要がある。\n", "\n", "- NOTE\n", " - 先程は処理済みDoc型を利用するため st.CorpusFromParsedDocuments() を利用した。今回はテキストと解析機を渡して scattertext 内部で処理するため、st.CorpusFromPandas() を利用している。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
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