{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "2020cnps_tSNE_for_word2vec.ipynb", "provenance": [], "collapsed_sections": [], "include_colab_link": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "b31yw4PFDP7r" }, "source": [ "# word2vec を tSNE 視覚化\n", "\n", "
\n", "Shin Aasakawa, all rights reserved.
\n", "Date: 09/Mar/2020
\n", " MIT license\n", "
\n", "\n", "References: \n", "- Paper: http://www.jmlr.org/papers/volume9/vandermaaten08a/vandermaaten08a.pdf\n", "- Distill: https://distill.pub/2016/misread-tsne/\n", "- wikipedia: https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding\n", "- wikipedia.ja: https://ja.wikipedia.org/wiki/T%E5%88%86%E5%B8%83%E5%9E%8B%E7%A2%BA%E7%8E%87%E7%9A%84%E8%BF%91%E5%82%8D%E5%9F%8B%E3%82%81%E8%BE%BC%E3%81%BF%E6%B3%95\n", "\n" ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "5NOJVZZMC0TJ", "colab": {} }, "source": [ "# 必要なパッケージの読み込み\n", "# -*- coding: utf-8 -*-\n", "import time\n", "import numpy as np\n", "import os\n", "import sys\n", "import pickle\n", "import scipy\n", "import gensim # https://radimrehurek.com/gensim/\n", "from gensim.models import KeyedVectors\n", "from gensim.models import Word2Vec\n", "\n", "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "import pandas as pd\n", "import seaborn as sns\n" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "f4JI08HKVC_W", "outputId": "4d95546d-90f6-4ee9-86c8-5943cdf6ff4c", "colab": { "base_uri": "https://localhost:8080/", "height": 272 } }, "source": [ "# 訓練済みのファイルを入手\n", "# 下記のデータは浅川が日本語ウィキペディアを使って訓練したデータです\n", "\n", "!wget http://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz\n", "#!wget http://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_sgns.bin.gz\n", "#!wget http://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid300_win20_neg20_sgns.bin.gz\n", "#!wget http://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "--2020-03-09 12:25:06-- http://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz\n", "Resolving www.cis.twcu.ac.jp (www.cis.twcu.ac.jp)... 160.13.90.21\n", "Connecting to www.cis.twcu.ac.jp (www.cis.twcu.ac.jp)|160.13.90.21|:80... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz [following]\n", "--2020-03-09 12:25:07-- https://www.cis.twcu.ac.jp/~asakawa/2017jpa/2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz\n", "Connecting to www.cis.twcu.ac.jp (www.cis.twcu.ac.jp)|160.13.90.21|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 1369049082 (1.3G) [application/x-gzip]\n", "Saving to: ‘2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz.1’\n", "\n", "2017Jul_jawiki-waka 100%[===================>] 1.27G 34.1MB/s in 37s \n", "\n", "2020-03-09 12:25:44 (34.8 MB/s) - ‘2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz.1’ saved [1369049082/1369049082]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "Yqfd5fBcC0Tw", "outputId": "b5f7027f-97a6-4dd8-8528-9a99ea127465", "colab": { "base_uri": "https://localhost:8080/", "height": 71 } }, "source": [ "# word2vec の実行モジュールに読み込みます\n", "w2v_file = '2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_cbow.bin.gz'\n", "#w2v_file = '2017Jul_jawiki-wakati_neologd_hid200_win20_neg10_cbow.bin.gz'\n", "#w2v_file = '2017Jul_jawiki-wakati_neologd_hid200_win20_neg20_sgns.bin.gz'\n", "#w2v_file = '2017Jul_jawiki-wakati_neologd_hid200_win20_neg10_sgns.bin.gz'\n", "asakawa_w2v_file = os.path.join('.', w2v_file)\n", "asakawa_w2v = KeyedVectors.load_word2vec_format(asakawa_w2v_file, \n", " encoding='utf-8', \n", " unicode_errors='replace',\n", " binary=True)\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/smart_open/smart_open_lib.py:402: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n", " 'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "b8-OHQ5-R47c", "colab_type": "code", "outputId": "9c64681f-09da-4e89-f305-692161d9b1c6", "colab": { "base_uri": "https://localhost:8080/", "height": 34 } }, "source": [ "# 確認\n", "#help(asakawa_w2v.get_vector)\n", "asakawa_w2v.get_vector('頻度').shape # (200,) これは word2vec の次元数" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(200,)" ] }, "metadata": { "tags": [] }, "execution_count": 44 } ] }, { "cell_type": "code", "metadata": { "id": "1rp8406IP8IF", "colab_type": "code", "outputId": "5ac117b6-7528-43bf-a07c-f81849c5ab82", "colab": { "base_uri": "https://localhost:8080/", "height": 357 } }, "source": [ "# tlpa のデータを GitHub から取得する\n", "!wget 'https://github.com/ShinAsakawa/ShinAsakawa.github.io/blob/master/tlpa.pkl?raw=true'\n", "!mv 'tlpa.pkl?raw=true' tlpa.pkl" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "--2020-03-09 12:38:56-- https://github.com/ShinAsakawa/ShinAsakawa.github.io/blob/master/tlpa.pkl?raw=true\n", "Resolving github.com (github.com)... 192.30.253.112\n", "Connecting to github.com (github.com)|192.30.253.112|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://github.com/ShinAsakawa/ShinAsakawa.github.io/raw/master/tlpa.pkl [following]\n", "--2020-03-09 12:38:57-- https://github.com/ShinAsakawa/ShinAsakawa.github.io/raw/master/tlpa.pkl\n", "Reusing existing connection to github.com:443.\n", "HTTP request sent, awaiting response... 302 Found\n", "Location: https://raw.githubusercontent.com/ShinAsakawa/ShinAsakawa.github.io/master/tlpa.pkl [following]\n", "--2020-03-09 12:38:57-- https://raw.githubusercontent.com/ShinAsakawa/ShinAsakawa.github.io/master/tlpa.pkl\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 22867716 (22M) [application/octet-stream]\n", "Saving to: ‘tlpa.pkl?raw=true.1’\n", "\n", "tlpa.pkl?raw=true.1 100%[===================>] 21.81M 38.7MB/s in 0.6s \n", "\n", "2020-03-09 12:38:58 (38.7 MB/s) - ‘tlpa.pkl?raw=true.1’ saved [22867716/22867716]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "rWcQZivESydp", "colab_type": "code", "colab": {} }, "source": [ "# 取得した tlpa データの読み込み\n", "with open('tlpa.pkl','rb') as f:\n", " tlpa = pickle.load(f)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "MLgAKPceC0T2", "outputId": "f0143648-eefc-46f7-dfd7-6c4c71ed2722", "colab": { "base_uri": "https://localhost:8080/", "height": 34 } }, "source": [ " # tlpa の親密度とカテゴリーの表記情報を読み込む\n", "tlpa_fam = [tlpa[k]['Fam'] for k in tlpa.keys()]\n", "tlpa_cat = [tlpa[k]['Cat'] for k in tlpa.keys()]\n", "print(set(tlpa_fam), len(tlpa_fam), set(tlpa_cat), len(tlpa_fam))" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "{'H', 'L'} 200 {'F', 'V', 'B', 'P', 'C', 'I', 'A', 'D', 'E', 'T'} 200\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "4VxLGeDeSgUr", "colab_type": "code", "outputId": "c27f3285-b2f1-43fd-a443-371061cdcb4f", "colab": { "base_uri": "https://localhost:8080/", "height": 71 } }, "source": [ "# 印刷して確認\n", "print(tlpa_fam)\n", "print(tlpa_cat)" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "['H', 'H', 'H', 'L', 'L', 'H', 'L', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'H', 'L', 'L', 'L', 'H', 'L', 'L', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'L', 'H', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'H', 'L', 'H', 'L', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'L', 'H', 'H', 'H', 'H', 'H', 'H', 'L', 'L', 'H', 'L', 'L', 'L', 'H', 'H', 'H', 'L', 'H', 'L', 'H', 'L', 'L', 'L', 'L', 'L', 'H', 'H', 'L', 'H', 'H', 'H', 'L', 'L', 'H', 'L', 'L', 'H', 'L', 'L', 'L', 'H', 'H', 'H', 'L', 'L', 'H', 'H', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'L', 'H', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'L', 'H', 'L', 'L', 'H', 'H', 'L', 'H', 'H', 'L', 'L', 'H', 'L', 'H', 'L', 'L', 'H', 'H', 'L', 'L', 'H', 'H', 'H', 'H', 'L', 'L', 'L', 'H', 'L', 'L', 'H', 'L', 'H', 'H', 'L', 'H', 'L', 'L', 'L', 'H', 'H', 'L', 'H', 'H', 'L', 'L', 'L', 'H', 'H', 'L', 'H']\n", "['T', 'C', 'P', 'F', 'E', 'D', 'V', 'B', 'I', 'A', 'F', 'A', 'T', 'E', 'D', 'I', 'B', 'V', 'P', 'C', 'I', 'D', 'C', 'A', 'T', 'B', 'P', 'E', 'V', 'F', 'E', 'P', 'D', 'I', 'F', 'B', 'T', 'C', 'A', 'V', 'I', 'F', 'A', 'T', 'P', 'D', 'B', 'V', 'C', 'E', 'P', 'E', 'A', 'F', 'D', 'C', 'I', 'T', 'V', 'B', 'F', 'D', 'P', 'C', 'B', 'I', 'A', 'V', 'E', 'T', 'I', 'P', 'D', 'T', 'V', 'C', 'E', 'A', 'F', 'B', 'C', 'F', 'E', 'A', 'D', 'B', 'P', 'V', 'T', 'I', 'T', 'I', 'D', 'B', 'V', 'E', 'C', 'F', 'A', 'P', 'E', 'A', 'B', 'P', 'D', 'F', 'I', 'V', 'C', 'T', 'A', 'B', 'V', 'I', 'C', 'D', 'F', 'P', 'T', 'E', 'I', 'C', 'V', 'F', 'A', 'D', 'E', 'T', 'P', 'B', 'D', 'B', 'P', 'E', 'F', 'A', 'V', 'T', 'I', 'C', 'P', 'A', 'C', 'I', 'B', 'V', 'E', 'D', 'T', 'F', 'D', 'I', 'V', 'F', 'T', 'E', 'A', 'C', 'P', 'B', 'V', 'F', 'E', 'D', 'C', 'I', 'P', 'T', 'A', 'B', 'A', 'I', 'T', 'V', 'P', 'D', 'F', 'B', 'C', 'E', 'F', 'C', 'D', 'P', 'V', 'T', 'E', 'A', 'B', 'I', 'V', 'A', 'C', 'B', 'E', 'I', 'F', 'T', 'D', 'P']\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "dlLBG5bCUXvC", "colab_type": "code", "colab": {} }, "source": [ "# 以下の作業は,tlpa データと word2vec のデータが不一致だったので強制的に書き換えています\n", "tlpa[106]['label'] = \"刺身\"\n", "tlpa[116]['label'] = \"すりこ木\"\n", "tlpa[123]['label'] = \"ぶどう\"\n", "tlpa[139]['label'] = \"畳\"\n", "tlpa[162]['label'] = \"タイヤキ\"\n", "tlpa[188]['label'] = \"タツノオトシゴ\"" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "m9GGmnAsShaF", "colab_type": "code", "outputId": "4b23b9fd-82f1-4a36-eba4-211a7cd068a8", "colab": { "base_uri": "https://localhost:8080/", "height": 357 } }, "source": [ "# ここがポイントで,tlpa のデータと word2vec のデータを結合します\n", "w2v_vect = np.zeros([200,200])\n", "for k in tlpa.keys():\n", " word = tlpa[k]['label']\n", " w2v_vect[k-1] = np.copy(asakawa_w2v[word])\n", " if k % 10 == 0:\n", " print('{0:03d} {1:s}'.format(k, word))\n", " else:\n", " print('{0:03d} {1:s}'.format(k, word), end=\", \")\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "001 バス, 002 緑, 003 桜, 004 のり巻き, 005 五重塔, 006 コップ, 007 ごぼう, 008 土踏まず, 009 風呂, 010 ヒトデ\n", "011 ハム, 012 兎, 013 ロープウエイ, 014 学校, 015 ちりとり, 016 縁側, 017 歯, 018 ネギ, 019 あじさい, 020 灰色\n", "021 天井, 022 鍵, 023 肌色, 024 ワニ, 025 電車, 026 顔, 027 松, 028 ガードレール, 029 柿, 030 ちまき\n", "031 信号, 032 すすき, 033 じょうろ, 034 コンセント, 035 天ぷら, 036 中指, 037 ヨット, 038 ピンク, 039 ふくろう, 040 みかん\n", "041 柱, 042 角砂糖, 043 犬, 044 かご, 045 バラ, 046 鍋, 047 まぶた, 048 くるみ, 049 黒, 050 デパート\n", "051 カーネーション, 052 城, 053 蟻, 054 豆腐, 055 ドライバー, 056 紺, 057 階段, 058 戦車, 059 人参, 060 背中\n", "061 鏡餅, 062 スプーン, 063 朝顔, 064 金, 065 足, 066 ふすま, 067 蛇, 068 レモン, 069 公園, 070 乳母車\n", "071 床, 072 藤, 073 ピンセット, 074 トラック, 075 苺, 076 黄土色, 077 銭湯, 078 ナマズ, 079 そば, 080 お腹\n", "081 オレンジ, 082 バター, 083 工場, 084 鳩, 085 電卓, 086 喉仏, 087 チューリップ, 088 白菜, 089 トラクター, 090 廊下\n", "091 パトカー, 092 押入れ, 093 鉛筆, 094 目尻, 095 芋, 096 吊り橋, 097 赤, 098 かき氷, 099 豹, 100 サボテン\n", "101 ピラミッド, 102 サイ, 103 目, 104 ひまわり, 105 はたき, 106 刺身, 107 玄関, 108 トマト, 109 黄緑, 110 三輪車\n", "111 鶏, 112 つむじ, 113 アスパラガス, 114 ドア, 115 銀色, 116 すりこ木, 117 ウイスキー, 118 梅, 119 タクシー, 120 動物園\n", "121 床の間, 122 焦げ茶, 123 ぶどう, 124 飴, 125 毛虫, 126 アイロン, 127 寺, 128 そり, 129 ひょうたん, 130 首\n", "131 消しゴム, 132 頬, 133 いちょう, 134 駅, 135 ギョウザ, 136 牛, 137 びわ, 138 飛行機, 139 畳, 140 白\n", "141 竹, 142 ペリカン, 143 紫, 144 手すり, 145 口, 146 大根, 147 風車, 148 鋏, 149 潜水艦, 150 ステーキ\n", "151 マッチ, 152 二階, 153 落花生, 154 御飯, 155 自転車, 156 歩道橋, 157 鯨, 158 茶色, 159 菖蒲, 160 ふくらはぎ\n", "161 桃, 162 タイヤキ, 163 道路, 164 靴べら, 165 水色, 166 壁, 167 たんぽぽ, 168 いかだ, 169 山羊, 170 鼻\n", "171 海老, 172 台所, 173 オートバイ, 174 かぶ, 175 柳, 176 しゃもじ, 177 まんじゅう, 178 かかと, 179 薄紫, 180 家\n", "181 おせち料理, 182 青, 183 傘, 184 つくし, 185 りんご, 186 馬車, 187 線路, 188 タツノオトシゴ, 189 耳, 190 便所\n", "191 蓮根, 192 猫, 193 黄色, 194 へそ, 195 街灯, 196 障子, 197 酒, 198 船, 199 安全ピン, 200 もみじ\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "b23PBnfPh1K4", "outputId": "7b2b3f80-dd52-45b1-e93c-b27e58bb58d8", "colab": { "base_uri": "https://localhost:8080/", "height": 34 } }, "source": [ "# tSNE の前段階として主成分分析を実施します\n", "#type(w2v_vect)\n", "#w2v_vect.shape\n", "tlpa_pca = PCA(n_components=3)\n", "tlpa_pca_result = tlpa_pca.fit_transform(w2v_vect)\n", "pca1 = tlpa_pca_result[:,0]\n", "pca2 = tlpa_pca_result[:,1] \n", "pca3 = tlpa_pca_result[:,2]\n", "print('Explained variation per principal component: {}'.format(tlpa_pca.explained_variance_ratio_))" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Explained variation per principal component: [0.09399472 0.07608341 0.06780095]\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "dORxdWn4C0T7", "colab": {} }, "source": [ "# 結果の再現性を保証するため,乱数の種を指定します。この作業は省略可です\n", "np.random.seed(2)\n", "#rndperm = np.random.permutation(w2v_vect.shape[0])" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "UcMVhYL1VfwJ", "colab_type": "code", "outputId": "31c2c096-be79-469c-f41e-afdff728ad01", "colab": { "base_uri": "https://localhost:8080/", "height": 445 } }, "source": [ "# 主成分分析の結果を画面に表示\n", "x_inch = 7; y_inch = 7\n", "fig = plt.figure(figsize=(x_inch, y_inch))\n", "plt.scatter(pca1,pca2)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 52 }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbEAAAGbCAYAAABK567hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3df4xl9Xnf8c+zw4BnncqDxZbAmA0k\nJSAINSuPbKeklSGO1w11WOMfsZVErmJ1U8mRYguttLajgFNXbLtJ3CpNW5PGMlVcGwJ4TYzb9Q9Q\naZGMPZtdAhhWwcYYBmzWNeMf2TGenX36x713986dc849955f3+8575eEmLl35p7v3J05z/k+3+f7\nHHN3AQAQoy1NDwAAgGkRxAAA0SKIAQCiRRADAESLIAYAiNYZTQ9g2DnnnOMXXnhh08MAAATk0KFD\n33X3bUnPBRXELrzwQi0tLTU9DABAQMzsqbTnSCcCAKJFEAMARIsgBgCIFkEMABAtghgAIFoEMQBA\ntAhiAIBoEcQAANEiiAEAokUQAwBEiyAGAIgWQQwAEC2CGAAgWkF1scdpBw4va//Bo3p2ZVXnz89p\nz85LtGvHQtPDAoCgEMRyqjOoHDi8rPff9bBW19YlScsrq3r/XQ9LEoEMAIaQTsxhEFSWV1blOh1U\nDhxeruR4+w8ePRXABlbX1rX/4NFKjgcAsSKI5VB3UHl2ZXWixwGgqwhiOdQdVM6fn5vocQDoKoJY\nDnUHlT07L9Hc7MyGx+ZmZ7Rn5yWVHA8AYkUQy6HuoLJrx4Juvv4KLczPySQtzM/p5uuvoKgDAEZQ\nnZjDIHjUWfK+a8dCpa9PCT+ANiCI5VR1UKkTJfwA2oJ0YgdRwg+gLQhiHUQJP4C2IIh1ECX8ANqC\nINZBlPADaAsKOzqoiWpLAKgCQayj2lRtCaC7CqcTzewCM7vPzL5mZo+a2e/1H3+5mX3BzP6u//+z\niw8XAIDTylgTOyHpBne/TNJrJb3HzC6TtFfSl9z9Yklf6n8OAEBpCgcxd3/O3f+m//EPJT0maUHS\ndZJu7X/ZrZJ2FT0WAADDSl0TM7MLJe2Q9KCkc939uf5T35Z0bsr37Ja0W5K2b99e5nCCR+snACim\ntBJ7M/spSXdKeq+7/2D4OXd3SZ70fe5+i7svuvvitm3byhpO8Oq+0SYAtFEpQczMZtULYJ9w97v6\nD3/HzM7rP3+epOfLOFZb0PoJAIorozrRJP2FpMfc/U+Gnrpb0rv6H79L0meKHqtNaP0EAMWVsSZ2\nlaTfkvSwmR3pP/YBSfsk3W5m75b0lKS3l3Cs1jh/fk7LCQGL1k+sFQLIr3AQc/f/K8lSnv7loq/f\nVnt2XrLhdigSrZ8kbhMDYDL0TmwId29OxlohgEnQdqpBtH7ajLVCAJNgJoagcJsYAJMgiCEo3CYG\nwCRIJyIo3CYGwCQIYggOa4UA8iKdCACIFkEMABAt0okohO4aAJpEEMPU6K4BoGkEsRq0dbaS1V2j\nDT8fgPARxCrW5tkK3TUANI3Cjoq1uRcg3TUANI0gVrE2z1borgGgaQSxirV5tkInfgBNY02sYm2/\nbxjdNQA0iSBWsTb0AmxrdSWA+BHEahDzbKXN1ZUA4seaGDK1uboSQPwIYsjU5upKAPEjiCFTm6sr\nAcSPIIZM7AUDEDIKOwISYhVgG6orAbQXQSwQIVcBxlxdCaDdSCcGgipAAJgcQSwQVAECwORIJwbi\n/Pk5LScErCqqAENcewOAaRDEAlF1j8VB4FpeWZVJ8v7jIa29AcCkSCcGosqO8IOikcFMz0eeZ+0N\nQKyYiQWkqirApKKRUay9AYgRM7EOyBOg6MABIEYEsQ7IE6CuvnRbDSMBgHIRxDogqXXUqPseP1bT\naACgPKyJNayOcvfh1lFJZfwSa2IA4sRMrEHDVYOu0+XuBw4vl36sXTsW9MDea7RAV3oALUIQa1AT\nraboSg+gTUoJYmb2MTN73sweGXrsJjNbNrMj/f9+tYxjtUkTraaq3I8GAHUra03s45L+k6T/PvL4\nR9z9j0o6RuvU2WpqWExd6WmRBSBLKTMxd79f0vfKeK0uIbWXrc41QwBxqnpN7HfN7G/76cazk77A\nzHab2ZKZLR071q0yb1J72bg9DYBxzH20k96UL2R2oaTPuvsv9D8/V9J31WvV928knefuv531GouL\ni760tFTKeBC/i/bes6nPoySZpCf3XVv3cAA0xMwOufti0nOVzcTc/Tvuvu7uJyX9uaRXV3UstFPa\n2iDbAQAMVBbEzOy8oU/fLOmRtK8FkrBm2H4HDi/rqn336qK99+iqffey3omJlVKdaGaflPQ6SeeY\n2TOSbpT0OjO7Ur104jcl/U4Zx0J3DHcaoTqxfQaFO4N1T+5th2mUtiZWBtbEgO64at+9iVtMFubn\n9MDeaxoYEULVyJoYAGRpYrM/2ocgBqARFO6gDHSx74jRzhdXX7pN9z1+jLUmNGbPzks2rIlJFO5g\ncgSxDkhaQP/LL3/r1PMhLajTZqo7Yinc4XcybBR2dEDaAvqophfUR4Ot1Lsyp4sJmsLvZBgo7Oi4\nvAvlTS+o02YKoeF3MnykEzsgrVt+0tc1KaZqNVJM3RDT72RXMRPrgKTOF6NCWFCPpVqN7vrdEcvv\nZJcRxDogqVv+b752e3Dd82NpM0WKqTti+Z3sMtKJHRHDjTBjqVYjxdQdsfxOdhlBDEGJIdg2dUdu\nNCOG38kuI50ITIgUU7noZI8imIkBEyLFVB462aMoghgaF2O5OimmcmQVyfD+Io9OB7EYT55tw5V4\nt1Ekg6I6uybGXp8wUK7ebezDQlGdDWKcPMPAlXi3USSDojobxDh5hoEr8W5L2ogfwsZ7xKOza2Ls\n9QkD95QCRTIoorMzMdIYYeBKHEARnZ2JsdcnHFyJA5hWZ4OYxMkTAGLX6SDWZeyRA9AGBLEOYoMx\ngLbobGFHl7FHDkBbEMQ6iD1yANqCINZBbDAG0BYEsQ5K2iMnScd/coLekQCiQhDroMEG4/m52Q2P\nv3B8jSbIAKJCEOuoXTsW9NKzNhenFi3w4C69AOpEiX2HlV3gQek+gLoxE+uwsgs8KN0HUDeCWIcl\nFXiYpKsv3TbV61G6D6BuBLEO27VjQW951YJs6DGXdOeh5anWsijdB1A3gljH3ff4MfnIY9OmALm9\nDYC6UdjRcWWmALm9DYC6lRLEzOxjkv6FpOfd/Rf6j71c0m2SLpT0TUlvd/cXyjgeylP2Ha65vQ2A\nOpWVTvy4pDeOPLZX0pfc/WJJX+p/jsCQAgQQs1KCmLvfL+l7Iw9fJ+nW/se3StpVxrFQrkH3joX5\nOZmkhfk53Xz9FcymAEShyjWxc939uf7H35Z0btIXmdluSbslafv27RUOB2lIAQKIVS3Vie7u0qYi\nuMFzt7j7orsvbts23f4kAEA3VRnEvmNm50lS///PV3gsAEAHVZlOvFvSuyTt6///MxUeq9MOHF6m\nrB1AJ5VVYv9JSa+TdI6ZPSPpRvWC1+1m9m5JT0l6exnHwkY03QXQZaUEMXd/Z8pTv1zG6yNdVtNd\nghiAtqPtVORougugywhikaPpLoAuI4hFjo4b9eGu1UB4aABcs7IrCWm6W48Dh5e1546HtLbe2+64\nvLKqPXc8JIkCGqBJ1tuHHIbFxUVfWlpqehiVGa0klHqzptDaPFGyv9mOP/y8Xji+tunxs7fO6vAf\nvKGBEQHdYWaH3H0x6TlmYjWKoZKQkv1kSQEs63Gk4yIJZWJNrEYxVBJmBVqgqMFF0vLKqlynL5JY\nX8S0CGI1iqGSMIZA2wSzyR5Hsqoukii66S6CWI1iqCSMIdA2IW3pOKAl5ShUcZEUw+yOIFsdgliN\nYrh3VwyBtgkLKUE87XEkq+IiKfQUeAxBNmYEsZrt2rGgB/Zeoyf3Xas9Oy/R/oNHg7o6GwTas7fO\nnnrsrDP4NSG4l6OK9zH0FHjoQTZ2VCc2JPQqwB+vnTz18crqWlBja0KI+/FirPKr4n08f35OywkB\nK5QUeOhBNnYEsYaEXG4f8tiaFNIdsEO/CMpS9vu4Z+clifsvQ5klhx5kY0eeqCEhX52FPDb0kKI6\nLfS1ZlLR1WIm1pCQr85CHht6uNDYKKRZ8qgQU9FtQhBrSMgpkJDHhh4uNOIScpCNHUGsIXVenU1a\nANDElWOMRQpN4kID6KEBcMvF0HQ4hjGGiMCPrqABcIfFUGkYwxhDRIoKoDqx9WIoAIhhjADCxEys\n5WIoAKh7jKThgPZgJtZyMexRqXOM9LED2oUg1nKhbwSV6h0jm4SBdiGd2AExFADUNUbW3+JB2hd5\nMBNDp3C/tDiQ9kVeBDF0SgxrhCDti/xIJ6JT6GMXB9K+yIsghs6JYY2w62LYGoIwkE4EEBzSvsiL\nmRiiRgVbO5H2RV4EMUQr5rsbYzzSvsiDdCKiRQUbAGZiiFaoFWykOIH6EMQQrRAr2EJJcRJI0RWk\nExGtECvYQkhx0u0CXUIQQ7RCbG4cQoozhEAK1KXydKKZfVPSDyWtSzqRdotptEedqazQKthCSHGG\nEEiButQ1E7va3a8kgLVf11NZIaQ4aXKMLiGdiFJ1PZUVQoozhEAK1KWO6kSX9Hkzc0kfdfdbhp80\ns92SdkvS9u3baxgOqjBIISal0qRupbKaTnHS7QJdUkcQ+yV3XzazfyjpC2b2uLvfP3iyH9RukaTF\nxUWvYTwowfC618vmZvX3PzmhtfX0fz5SWfVqOpAWxRYB5FV5EHP35f7/nzezT0t6taT7s78LIRvd\nC7Wyupb59aSyMIlQ9tohDpWuiZnZS83sHww+lvQGSY9UeUxUL2ndK00da0IHDi/rqn336qK99+iq\nffd2poikrbq+rorJVD0TO1fSp81scKz/4e7/q+JjomIhrW9x1T5ebKk5tghgEpUGMXf/hqRXVnkM\n1C9tL1SSqoNK1lV7yCfqusQY5EPYa4d4UGKPie3ZeYlsgq+vMhXEVXu2GFNzbBHAJAhimNiuHQua\ntIy0qqDCxt5sMQb5EPbaIR50scdUFlJSPjNmWvfNIa6qoLJn5yUb0mUSV+3DYk3Nxb5FAPVhJoap\npKV83vmaC2pNBXHVno3UHNqOmRimktUVYvFnXl5rNRxX7enq7t4RWyUk4meekPppyuLioi8tLTU9\nDABTGK2ElHqzPmbGKMrMDqU1kCedCKAUMVZCIn6kE1E5UkzdEGMlJOLHTAyV6vr9xbqE7Q5oAkGs\nAHr2jUeKqTuohEQTSCdOKcZ2PlmqSvmRYuoO7mOGJhDEptSmnn1VBuRYN9tiOmx3QN0IYlNq0wxj\nXMqvyJU1HTUAVIkgNqU2zTDSAu9gRlZkhkaKCUCVCGJTatMMIy0gz5iVkjIlxQSgKgSxKbVphpEW\nkNPu3lxHyrRooQl704BuIIgV0JYZRlpA3n/waCMp06KFJm2rHA0RFwkIBUEMktIDchMp06KVn22q\nHA0RFwkICUEsICFd3Q7Gsrq2fuoeYQs1jalo5WebKkdDxEUCQkIQC0SRq9uyg9/oWNbdT83A0l63\nzDEUrfxsU+VoiLhIQEhoOxWIadszVdGbcNKxJI1hzx0P6coPfX6qllxF2xfR/qha9EhESJiJBWLa\nq9sqUjuTjiVpDGvrrpXVNUkbZ5WDr8+asRWt/GxT5WiI2rS9BPEjiAVi2hRYFamdSceS51ira+v6\n0F8/qh+vncyVMi1S+RnS2mIbcZGAkBDEAjHt1W0V6z+TjiVtDKNeOL626bGyCwLKqpwjEPakvQ9t\n2V6C+LEmFohdOxZ08/VXaGF+TiZpYX4u123dq1j/mXQsSWOYRJkFAWXc+oV7oPWU8T5wuyJUjZlY\nQKa5uq0qtTPJWEbHML91Vj/68QmtnfRTXzM3O6Ozzthyap1sWJkFAWWkVykh7yn6PrCfDHUgiLVA\nFamdSdNpo2NI+n6p+s3TZaRXKSHvKfo+cDGAOhDEsEkZV9BZgbXKtaYyKufYZ9ZT9H3gYgB1IIhF\nbNrig3HfV+UVdNUFAWWkVykh7yn6PnAxgDoQxPpiq0abdraU5/tiv4IuGigpIe8p+j5wMYA6mLuP\n/6qaLC4u+tLSUu3HHT2xS70/tjzVgU25at+9iVe5C/NzemDvNYW+L+trBt3tu3xyR36xXRwiTGZ2\nyN0Xk55jJqY4F6CnnS3l+b60K+irL91WS7VZkyc+TrrlYj8ZqsY+McWZPpu2f12e70vbJ3bf48cK\n78EaZ9zepCr3HbE/DIgPMzHFuQA97XpD3u9LuoJ+321HEl9z2mCfNOsZt1m5yplgjDNyoOuYiSnO\nrufTdviY9vukcruXp8160tpXPbuyWko3jiwxzsiBrmMmpnir0aZdb5j2+8qsNksLSIMbcI46f36u\n8iAT44wc6LrKg5iZvVHSf5Q0I+m/ufu+qo85DRagxysz2KcFnsENOJMC5f6DRysNMpSEA/GpNIiZ\n2YykP5P0K5KekfRVM7vb3b9W5XFRnbKCfdqsZ1wZf5VBJuQZOVWTQLKqZ2KvlvSEu39DkszsU5Ku\nk0QQ67isWU9aoKwjyIQ4I6eRLpCu6iC2IOnpoc+fkfSa4S8ws92SdkvS9u3bKx4OiihzNjBtQAox\nyFStyqpJZniIXeOFHe5+i6RbpF7HjoaHgxRVzAa6GJCmUVVBCzM8tEHVJfbLki4Y+vwV/ccQmHGb\niKsub0e6Mrc2DOPfFG1QdRD7qqSLzewiMztT0jsk3V3xMTGhPJ0qqi5v5w7A6arax8i+OLRBpelE\ndz9hZr8r6aB6JfYfc/dHqzwmJpdnzaXKPVRNpLViWguqqqCFfXEYiOnvYVTla2Lu/jlJn6v6OJhe\nkabAZZS3193uKca1oCrWD9kXBynOv4dhtJ1CoabAZfyS153WYi2op8p/U8Qj9r+HxqsT0bykK/LZ\nLabjPzmhi/besyG9UMUJru60FmtBp1Ehitj/HpiJYdMV+fzcrGTSC8fXarklSd0NmKuq9gNiFPvf\nA0GsI8ZV/+3asaAH9l6jJ/ddq5eedYbW1jdu2asyvVB3WivGuxYAVYn974F0YgdMunDbRHqh7rTW\nS2a3nHo/5udmddOvXU5aDZ0Ucs/QPAhiDaujtHXS6r82l16PBnRJevHEyQZHBDQv5rVR0okNyrPJ\nuAyTzqxiTy9kib0SC8BGzMQaVNf+qElnVjGnF8bNbJtIlca8kRQIHUGsQXWdUKfZ1BpjeiHP2l/d\nqdLYN5ICoSOINWiSE2qRq/mQZlZVzkryzGzr7lJR1mw7ptlcTGNF/AhiDcp7Qi3jaj6EmVUZP0fW\nCTLPzLbugF7GbDum2VxMY0U7EMQalPeEWndvwaoU/TnGnSDzzmzrDOhlpC9j+vePaaxoB4JYw/Kc\nUGNvCzOQdDKX8v8c406QITa0LWNMMf37xzRWtANBLAJt2Ld14PCyTFLSrbvz/hzjTpAhrf0NlDGm\nmP79Qxgra3LdQhCLQFkzjCb/uPcfPJoYwEzK/XPkOUGGsPY3quiYQpxhpml6rJOuyVX9N0FArR5B\nLAJlXM03veCeNovyMccfPgm8bG5WszO2oa/juBNkG04iIc4w0zQ91knW5Kr+m2j6b64rCGKRKHo1\nX9WCe94gkTaLWshIM42eBFZW1zS7xXT21lmtHF8be4Js00kkxBlmmibHOsmaXNVFKBS51IMg1hFV\nLLhPEiTGpZmSgmHSSWDtpGvrmWfo8B+8Yez4OIkka8PsNM0ka3JVF6FQ5FIPeidGatytVUZVcc+g\nSfoQZt1uJa2HZNFqxhBOIpP+O9Uxnjr6dTZlkr6fVd9HK/b7dMWCIBahaU5EVTT1nTRIDN+z7IG9\n12xYP0kKhjNmia+T9yTQ9EnkwOFl7fmrhzb8O+35q4caDRhtb4A8yb3pqm503eZG2iEhnRihadJk\nVSy4l1VOnRb01t01u8W0dvJ0IcfsFst9Emi6qvOmux/dMHaplw696e5Ho1gzilXeNbmqi1CaLnLp\nCoJYZA4cXp46zVb2gntZQSItGM7Pzervf3Ji44PJk7NETVd1rqyuTfR4HULYxxWSqotQYirIiRVB\nLCKDE2qaaU5Ew7OM+a2zcpe+vzq+8k8q70ozLRiaaUM5vdT7fJLCjFCrOpvS9D4uoGwEsYgknVAH\npk2TDZ/QXjh+eoaQd8ZRxpVmWjB8321HEr++ztRXkfTb2VtnN7ynw483hRQX2oYgFpGsE2fa4nWW\nrKAoVTvjSFpnemDvNZvGl5X6qqNUvEj67cY3Xa49dzy0YTY5O2O68U2XlzrGSZHiQptQnRiRtBPn\nwvzcVCelPLOJKmY9easrs6q76ioVL1JhtmvHgva/9ZUbKuX2v/WVBBCgRK2aibVhE2fWz1D2ekba\nLGP0a6Ydb5q860xZqa+r9t1by1pV0fQbsx6gWq0JYm1oMTTuZyh7PWOw7pTUmFfK15dwmvd8knWm\ntCBQZ6k4gQgIV2vSiW3YxFn3z7Brx4L+yc+9PPG5+bnZsetsH/rrR6cabxmbkLNeI7QuGQCq05qZ\nWBs2cY77Gcq6zcTg8eWV1U3brkzSb7x2uz686wpJ0u8feFiffPBprbtrxkzvfM0F+vCuK3Tg8HJi\n5V3WzzFw9aXb9Jdf/lbi43mlpVavvnRb9DPygTakx4GqtSaItWET57ifoYzbTCw99T3deWj51OOj\nqUSXdN/jxyT1AthwsFl3P/X54GvSfo4sad+b9Zqj0lKrbdnX1Yb0OFCH1gSxNmziHPczZM3URq/a\nj//kROLJfDCryjI4zicffDrx+U8++LROZrzGuHW0oo19B5LWqkLYW1aGmIPxtDNIZp6YRmuCWBs2\ncY77GVLbM22d3XTVnmZcABscJ+tr1921kNEqatz9vcYdN8u4E10bZuRSvOnxaWeQzDwxrdYEMakd\nVWRZP0PaTM1dmZuWh82YZQay4Zlf2tfOmKWO5aZfS9/IW7TjSJ4TXRtm5FK8wXjaGWTMM080qzXV\niWUJubIt7TYT38/ZUHZ2pleYMbp5d1DcMXrbine+5oLE13nnay6Y6JYXA0U7juSp3pxmXCGK9TYe\n084gY515onmtmokVFUNKI2mmltaeadT6SddnH3ru1L26BmnBtLTroEIxqToxbSxZ0mYXeTuO5D3R\ntWVGLsWXHp92BhnrzBPNqyyImdlNkv6VpEHJ2Qfc/XNVHa8MaVf6N9z+kKRwAtmopBSaaXPl4Uk/\nfRuQdfdTV/ZZP9eHd11xKmhVMc5JZhddO9HFGIyn/TduSxoY9at6JvYRd/+jio9RmqybM4Y2IxuW\ndNWeZ2ZW95pD0dlFl090VVbulfna0/4bxzrzRPPMc1SrTfXCvZnYjyYJYouLi760tFTJePK4at+9\nmSf/s7fOauuZZ0TxRzbuZxkwSU/uu7b6AZWki2XYo2luqRe8y1jrq/K1gbKY2SF3X0x8ruIg9i8l\n/UDSkqQb3P2FhK/bLWm3JG3fvv1VTz31VCXjySPpDzpLyH/seX+WGTOddO9MQKhbGUE37YJkYX5u\n0+1rJlXlawNlyQpihaoTzeyLZvZIwn/XSfovkn5O0pWSnpP0x0mv4e63uPuiuy9u25a/7VAVBpVt\nMzbajCnZYL0shArG0apKSRuq9M7eOqvZLZt/rnX3U7cyee9tR3Tlhz4fxM/TBmXdLqbKyj2qAhG7\nQmti7v76PF9nZn8u6bNFjlWXwVVy3hlZCOtlaVWVN19/xYar6eFZwZaUPWArq2uN/zxtUdbepyoL\nWrpWLIP2qWyfmJmdN/TpmyU9UtWxyjaYkc3P5buNfNPd8qfpfp+14bnpn6ctyprlVLlnLNb9aMBA\nldWJ/97MrlSv0vubkn6nwmOVbteOBe0/ePRUSfo4TaZf8pwsJ13vI51UXFmznCor96p67S4W4KAZ\nlQUxd/+tql67LpOcyOtIv6SdGMadLA8cXtYNtz+Uq2/i6PdiemVuCahyz1jZrx160wACbLvQdipD\n2ol8tDyijvRLVpFAVkpo8H2TBDDSSeVoSwusSYV8g9qyim0QDtpOjRi+SnvZ3KxmZ0xr66cDwNzs\njN7yqgXd9/ixWq/ksk4Mg+KNpKvLq/bdm5lCHLSd4sq0GnV23QhlhhFyxSONhtuHIDZkNA2ysrqm\n2S2ms7fOauX4WtAnhrSTZdaJw9S7m3KM7Y2wUUgpvJArHkMOsJgO6cQhSVdpayddW888Q0/uu1YP\n7L2msZN92gkgT2PVNC7pzkPLpFJaIKQUXsgVj9P+HSFcBLEhIV+lTXtiSPq+Yatr63rvbUeCu+0M\nJhPS727Ia4EhB1hMh3TikDLSIGWsS2S9RpHGqlm9FEOrIMNkQkvhhZqiptFw+1TWO3EaTTcALtoM\ntYxmqlU2ZM3TFJieeXGikS/arLLeiW1TNA1SxrpElWsb41KLUhipU0wu5BQeUCXSiSOKpEHKWJeo\ncm0jT2qx7QvcoZShVyHUFB5QJYJYiaZZlxg9qc5vndULxze3uioruAxOdGnppzYvcIdUhg6gHKQT\nSzRp5VNS94Af/fiEZmcs92vkNe5WLV1IP4VUhg6gHMzESjRp5VPavrT5uVm99Kzy7iCd91YtbRdS\nGTqAchDESpZ3XeLA4eXUdanvr67pyI1vyH3Mces8tNrpCa0MvY3avOaIMJFObMBgZpRmkpPq7x94\nWO+77UhmQ1NmID1sdK0WzXXRBIJYA5JmRgOTnFQPHF7WJ778LY3u9Btd56HVTg9l6NVizRFNIJ3Y\ngKwZ0LiT6nC6ZovZpgCWdIxx97XqUgqIMvTqMONHEwhiDUhbm1mYnxsbwIaDUdY9woZnWUkFJ1df\nuk37Dx7Ve287IpNOBUPKzjfrUpAvgjVHNIEgVrI8J7xp7/iblYYcZv1jDBuegYwGw7R0ZGgn6iaC\nCXvL8ivzTtZAXgSxEo074Q2fhOe3zuqsM7bo+6v571OWJy1jkn7jtds3HW/4GHmC4bMrq0HNQJoK\nJlR25tfl5roh/a10DUGsROMWtodPwi8cX9Pc7Iw+8utX5v5lT0vXzJjppPuGP56sk36eYDi/dTao\nGcg0waSMEwvrPJPp4pojs/VmUZ1YoqwTXhmVW2kl4n/89lduumln2vFuuP0hzW+dzTzO3OyM3BVU\npdmkwaSscm8qOzEOVZnNIlXPWJgAAArESURBVIiVKOuEV8YV/SQl4mmvu+6e2Npq8NngNb+/url/\n46TjLdOkwaSsEwt7yzBOzLP10XZ0Me7pI4iVKOuEV/cVfdbrrp10vfTMMzYEw4/8+pX65tBsLrQZ\nyKTBpKwTC3vLME5ofyt5tWVzOkGsRFknvDKu6Cf5pRt377Dvr66dCq6DdOfw64Q2A5k0mJR5Ytm1\nY0EP7L1mU8oWkML7W8mrLWlQ7uxco6KFBml3Zk67G/OBw8u64faHEveTzc/N6sUTJzPvBBxzxRV3\nOkadYvxbuWjvPYnNEkzSk/uurXs4mbLu7Ex1YkGT/PIWrdyaNEU2OFbSydwsvXBj8H0xV5qVXe4d\n40kK9Ynxb6Utm9MJYgVkldZK40+gk54Yp/mlSzuZv++2I4lfH8NidF5lnVgooUYbtWVzOkGsgLSc\n8k13P7ohVZd00pvmxDjtL13SyXz/waOtuAqrAxue0UZt2ZxOECsgbdayklCePnrSm+bEWOYvXVuu\nwuoQcwk1kCXGNOgoglhOSam/tPRemuGT3rQnxrJ+6dpyFVaHtqwdAG1EEMshLfX3llct6M5Dy5tm\nMy+Z3aIXjm+ejQ2f9EI4MbbhKqwOzFqBcLFPLIe01N99jx9L3Lt045suH7tvJNa9JV3EhmcgXMzE\ncshK/WXNZrJSdaTz4sKsFQgTQSyHaUvbx530ODECQDGkE3NISv2ZemtjsTbNBICq1NlYmJlYDsOp\nv+WVVZlO3w2Zja8AcFrdzQEKzcTM7G1m9qiZnTSzxZHn3m9mT5jZUTPbWWyYzRs0gV2Yn9vUb2y4\naWYbbm0AANOqu7Fw0ZnYI5Kul/TR4QfN7DJJ75B0uaTzJX3RzH7e3dc3v0Rcsoo8aE8EoOvqbg5Q\naCbm7o+5e1J4vU7Sp9z9RXd/UtITkl5d5FihyLrFxyRXIMzYALRR3fdXq6qwY0HS00OfP9N/bBMz\n221mS2a2dOzYsYqGU56s/V15r0DacjM6ABhV9x7YsUHMzL5oZo8k/HddGQNw91vcfdHdF7dt21bG\nS1Yqa+Nr3iuQttyMDgBG1d0cYOyamLu/forXXZZ0wdDnr+g/1gpp+7vytieioSyANqtzD2xV6cS7\nJb3DzM4ys4skXSzpKxUdKxh5r0DqzhkDQFsVqk40szdL+lNJ2yTdY2ZH3H2nuz9qZrdL+pqkE5Le\n04bKxDzyXIGU3VCWuw4D6CpzH9311JzFxUVfWlpqehi1KCvwjJb1S72ASINaAG1hZofcfTHpOTp2\nNKSsnDF3HQbQZfROjBxFIgC6jCAWOYpEAHQZQSxy3FwTQJexJhY5bq4JoMsIYi3AzTUBdBVBDKew\n3wxAbAhikFT/jewAoAwEMUiqb78Zsz0AZSKIQVI9+82Y7QEoGyX2kFTPfjNuQQOgbASxBF2863Id\n+83oLgKgbKQTR3Q15VXHfrPz5+e0nBCw6C4CYFoEsRFdbqhb9X6zsm9BAwAEsRGkvKpDdxEAZSOI\njSDlVS26iwAoE4UdI2ioC0ymi4VQCAczsRGkvID8uloIhXAQxBKQ8gLy6XIhFMJAOhHA1CiEQtOY\niQFj0O8xHYVQaBozMSDDYM1neWVVrtNrPhQv9FAIhaYRxIAM9HvMtmvHgm6+/gotzM/JJC3Mz+nm\n669gporakE4EMrDmMx6FUGgSMzEgQx3d/QFMjyAGZGDNBwgb6UQgA5vfgbARxIAxWPMBwkU6EQAQ\nLYIYACBaBDEAQLQIYgCAaBHEAADRIogBAKJFEAMARIsgBgCIVqEgZmZvM7NHzeykmS0OPX6hma2a\n2ZH+f/+1+FABANioaMeORyRdL+mjCc993d2vLPj6AACkKhTE3P0xSTKzckYDAMAEqlwTu8jMDpvZ\n/zazf5r2RWa228yWzGzp2LFjFQ4HANA2Y2diZvZFST+d8NQH3f0zKd/2nKTt7v7/zOxVkg6Y2eXu\n/oPRL3T3WyTdIkmLi4uef+gAgK4bG8Tc/fWTvqi7vyjpxf7Hh8zs65J+XtLSxCMEACBFJelEM9tm\nZjP9j39W0sWSvlHFsQAA3VW0xP7NZvaMpF+UdI+ZHew/9c8k/a2ZHZF0h6R/7e7fKzZUAAA2Klqd\n+GlJn054/E5JdxZ5bQAAxqFjBwAgWgQxAEC0CGIAgGgRxAAA0SKIAQCiRRADAESraBd7AAjWgcPL\n2n/wqJ5dWdX583Pas/MS7dqx0PSwUCKCGIBWOnB4We+/62Gtrq1LkpZXVvX+ux6WJAJZi5BOBNBK\n+w8ePRXABlbX1rX/4NGGRoQqEMQAtNKzK6sTPY44EcQAtNL583MTPY44EcQAtNKenZdobnZmw2Nz\nszPas/OShkaEKlDYAaCVBsUbVCe2G0EMQGvt2rFA0Go50okAgGgRxAAA0SKIAQCiRRADAESLIAYA\niBZBDAAQLYIYACBaBDEAQLQIYgCAaBHEAADRIogBAKJFEAMARIsgBgCIlrl702M4xcyOSXqq6XGU\n4BxJ3216EJHjPSwH72M5eB+LK/Ie/oy7b0t6Iqgg1hZmtuTui02PI2a8h+XgfSwH72NxVb2HpBMB\nANEiiAEAokUQq8YtTQ+gBXgPy8H7WA7ex+IqeQ9ZEwMARIuZGAAgWgQxAEC0CGIlMbO3mdmjZnbS\nzBZHnnu/mT1hZkfNbGdTY4yFmb2x/149YWZ7mx5PLMzsY2b2vJk9MvTYy83sC2b2d/3/n93kGENn\nZheY2X1m9rX+3/Pv9R/nfZyAmb3EzL5iZg/138cP9R+/yMwe7P9t32ZmZxY9FkGsPI9Iul7S/cMP\nmtllkt4h6XJJb5T0n81spv7hxaH/3vyZpH8u6TJJ7+y/hxjv4+r9jg3bK+lL7n6xpC/1P0e6E5Ju\ncPfLJL1W0nv6v3+8j5N5UdI17v5KSVdKeqOZvVbSv5P0EXf/R5JekPTuogciiJXE3R9z96MJT10n\n6VPu/qK7PynpCUmvrnd0UXm1pCfc/Rvu/hNJn1LvPcQY7n6/pO+NPHydpFv7H98qaVetg4qMuz/n\n7n/T//iHkh6TtCDex4l4z4/6n872/3NJ10i6o/94Ke8jQax6C5KeHvr8mf5jSMb7Va5z3f25/sff\nlnRuk4OJiZldKGmHpAfF+zgxM5sxsyOSnpf0BUlfl7Ti7if6X1LK3/YZRV+gS8zsi5J+OuGpD7r7\nZ+oeDzAJd3czY09NDmb2U5LulPRed/+BmZ16jvcxH3dfl3Slmc1L+rSkS6s4DkFsAu7++im+bVnS\nBUOfv6L/GJLxfpXrO2Z2nrs/Z2bnqXdVjAxmNqteAPuEu9/Vf5j3cUruvmJm90n6RUnzZnZGfzZW\nyt826cTq3S3pHWZ2lpldJOliSV9peEwh+6qki/tVTGeqVxRzd8Njitndkt7V//hdksgYZLDelOsv\nJD3m7n8y9BTv4wTMbFt/BiYzm5P0K+qtL94n6a39LyvlfaRjR0nM7M2S/lTSNkkrko64+87+cx+U\n9NvqVT69193/Z2MDjYCZ/aqk/yBpRtLH3P3fNjykKJjZJyW9Tr1bXnxH0o2SDki6XdJ29W5z9HZ3\nHy3+QJ+Z/ZKk/yPpYUkn+w9/QL11Md7HnMzsH6tXuDGj3mTpdnf/QzP7WfWKtV4u6bCk33T3Fwsd\niyAGAIgV6UQAQLQIYgCAaBHEAADRIogBAKJFEAMARIsgBgCIFkEMABCt/w968m1gQ5pPmgAAAABJ\nRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab_type": "code", "id": "xrDRduOaiFaX", "colab": {} }, "source": [ "# 主成分分析結果をカテゴリごとに色分けして描画\n", "df = pd.DataFrame(tlpa_pca_result, columns=[\"pca1\", \"pca2\", \"pca3\"])\n", "#help(sns.scatterplot)\n", "df[\"fam\"] = tlpa_fam; df[\"cat\"] = tlpa_cat" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "RJ2xkwfUVwds", "colab_type": "text" }, "source": [ "T:乗り物, C:色, P:植物, F:加工食品, E:建造物, D:道具, V:野菜果物,B:身体部位, I:屋内部位, A:動物" ] }, { "cell_type": "code", "metadata": { "id": "8HZHvXrpVql4", "colab_type": "code", "outputId": "60ecb0a0-84e8-4f94-9f4f-fa9493acd855", "colab": { "base_uri": "https://localhost:8080/", "height": 714 } }, "source": [ "plt.figure(figsize=(12,12))\n", "ax = sns.scatterplot(x=\"pca2\", y=\"pca1\", data=df, hue=\"cat\", size=\"fam\", sizes=(100,300)) # , legend=\"full\")\n", "#T:乗り物, C:色, P:植物, F:加工食品, E:建造物, D:道具, V:野菜果物,B:身体部位, I:屋内部位, A:動物" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtUAAAK5CAYAAABwhdJKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXhU5d0+8PvMWWbPnpCQhQQCCmEJ\nEkGwqIC7xaWiQq1rN21ta/vaWrW1tG9/ba1v1fa1Vmn7Wq1WalGwqGgVEFFEDYssghBCgJB9z0xm\nOzPn9weLhGwzc2bL5P5cF1fl5DzPfEMhufPM9zyPoGkaiIiIiIgofIZ4F0BERERENNwxVBMRERER\n6cRQTURERESkE0M1EREREZFODNVERERERDpJ8S4gErKysrTi4uJ4l0FERERESW7Lli0tmqZln349\nKUJ1cXExKisr410GERERESU5QRAO9Xed7R9ERERERDoxVBMRERER6cRQTURERESkU1L0VBMRERFR\n7Pl8PtTW1sLtdse7lIgzmUwoKCiALMtB3c9QTURERERhqa2thd1uR3FxMQRBiHc5EaNpGlpbW1Fb\nW4uSkpKgxrD9g4iIiIjC4na7kZmZmVSBGgAEQUBmZmZIK/AM1UREREQUtmQL1CeE+nkxVBMRERER\n6cRQTUREREQjwjvvvINNmzZFZW6GaiIiIiIaERiqiYiIiIgG8Oyzz2Lq1KmYNm0abrrpJqxevRqz\nZs3C9OnTceGFF6KxsRE1NTV48skn8eijj6K8vBwbN26MaA3cUo+IiIiIhq3du3fjl7/8JTZt2oSs\nrCy0tbVBEARs3rwZgiDgL3/5C37729/id7/7He644w7YbDbcc889Ea+DoZqIiIiIhq1169bhuuuu\nQ1ZWFgAgIyMDO3fuxA033ID6+np4vd6g95rWg+0fRERERJRUvvOd7+Cuu+7Czp078dRTT8XkxEeG\naiIiIiIatubPn49//etfaG1tBQC0tbWhs7MT+fn5AIBnnnnm5L12ux3d3d1RqYOhmoiIiIiGrbKy\nMjzwwAM4//zzMW3aNPzgBz/A0qVLcd1112HGjBkn20IAYOHChVi5cmVUHlQUNE2L6ITxUFFRoVVW\nVsa7DCIiIqIRZc+ePZg4cWK8y4ia/j4/QRC2aJpWcfq9XKkmIiIiItKJoZqIiIiISCduqUcjhur1\nw+tScaLhSZQMMFnluNZEREREySFuoVoQBBOAdwEYj9exQtO0nwmCUAJgOYBMAFsA3KRpmjdeddLw\n53L44OnxYce6I6jZ2QqvS4UoGZCaY8GMS8cgq9AGs02GQeQbN0RERBSeeK5UewDM1zTNIQiCDOA9\nQRDWAPgBgEc1TVsuCMKTAL4K4E9xrJOGqUBAQ3erG28/vRsN1V19Pt7T5cWrj3fAZJMx50vjUFKe\nDZOFK9dEREQUurgtzWnHOI7/Vj7+SwMwH8CK49efAXB1HMqjYU7TNHQ09uBfv/6430B9KrfDh3XP\n7sW2/xyC2+mLUYVERESUTOLaUy0IgohjLR6lAP4I4ACADk3T1OO31ALIH2DsNwB8AwCKioqiXywN\nK85OD1Y9shWeHnXom4/b+sZhpGRZcOY5uRAltoIQERElutbWVixYsAAA0NDQAFEUkZ2dDQD46KOP\noChKzGqJa6jWNM0PoFwQhDQAKwGcGcLYZQCWAcf2qY5OhTQc+dUAdr9bB1d36KvOH7xcheIpmbCm\nGqNQGREREUVSZmYmtm/fDgBYunQpbDYb7rnnnrjUkhC7f2ia1iEIwnoAswGkCYIgHV+tLgBwNL7V\n0XDjdvqwc0NtWGM9PSoaD3ZhbHl2hKsiIiKiVduO4uE3P0Ndhwuj08z44SVn4Orp/TYlDDtxe49b\nEITs4yvUEATBDOAiAHsArAew6PhttwB4JT4V0nDVetQBjzP4to/TbXmjBi4HN5whIiKKpFXbjuK+\nl3fiaIcLGoCjHS7c9/JOrNqWHOun8WwczQOwXhCEHQA+BvCWpmmvArgXwA8EQajCsW31/hrHGmkY\naql1DH3TIDoaehDws6OIiIgokh5+8zO4fP5e11w+Px5+87M4VRRZcWv/0DRtB4Dp/VyvBjAz9hVR\nsvC5w1+lBgDVF4hQJURERHRCXYcrpOvDDbc4oKRjtut70lcxJ8SjBkRERElldJo5pOvDDUM1JZ38\nM9J1jS+cmAHZKEaoGiIiIgKAH15yBsxy7++vZlnEDy85I04VRRaX5CjpmG0KMvNtaD0aXm/1WZeO\ngWLiPw0iIqJIOrHLR7R2/1i6dGlE5gkXkwMlHUuKgoorivHmsl0hj80YbYXFzqPKiYiIouHq6flJ\ns4Xe6dj+QUkpf3waxkzODGmMpBhwydcmw5LCg1+IiIgoNAzVlJTMdgXzb56IorKMoO5XTCKu/sFZ\nSM1JjocliIiIKLbY/kFJy5Ki4MLbJuHw7jZUvl6DjsaePvdIigFnzs7DWZeMgTVVgUHkz5lEREQU\nOoZqSmpmm4IzZuWicGIGnJ0eHNrZip4uL2STiKwCG0aPT4PRLEFSuNsHERERhY+hmkYES4oCS4qC\n7EJ7vEshIiKiJMT3uomIiIhoWGtoaMDixYsxbtw4zJgxA5dffjn27dsX0xq4Uk1EREREw5amabjm\nmmtwyy23YPny5QCATz75BI2NjZgwYULM6mCoJiIiIqLY2PEisPYXQGctkFoALHgQmHq9rinXr18P\nWZZxxx13nLw2bdo0vZWGjKGaiIiIiKJvx4vA6u8CPtex33ceOfZ7QFew3rVrF2bMmBGBAvVhTzUR\nERERRd/aX3weqE/wuY5dTwIM1UREREQUfZ21oV0PUllZGbZs2aJrjkhgqCYiIiKi6EstCO16kObP\nnw+Px4Nly5advLZjxw5s3LhR17yhYqgmIiIiouhb8CAgm3tfk83HrusgCAJWrlyJt99+G+PGjUNZ\nWRnuu+8+5Obm6po3VHxQkYiIiIii78TDiBHe/QMARo8ejRdffFH3PHowVBMRERFRbEy9PiIhOhGx\n/YOIiIiISCeGaiIiIiIinRiqiYiIiIh0YqgmIiIiItKJoZqIiIiISCeGaiIiIiIatkRRRHl5OSZP\nnozrrrsOPT09camDoZqIiIiIhi2z2Yzt27dj165dUBQFTz75ZFzqYKgmIiIioph4rfo1XLziYkx9\nZiouXnExXqt+LaLzz507F1VVVRGdM1g8/IVIJy2gwetW4fdrEARAVkRIihjvsijCvG4VPo8fAgCj\nVYYocU2CiCgUr1W/hqWblsLtdwMA6p31WLppKQDgirFX6J5fVVWsWbMGl156qe65wsFQTRQmr1uF\n1+1H9bYmHNjWDI9ThSQbkJ5nwbQLi2BJUWCxK/Euk3TyuFR0t7qw5fVDqDvQAVEyYMLMUZh8Xj4s\nKQoMIsM1EVEwfr/19ycD9Qluvxu/3/p7XaHa5XKhvLwcwLGV6q9+9au66gwXQzVRGJwdHmxaWYWq\nyiYE/FqvjzXWdGHvBw3IGG3F3BvGI2dMChQT/6kNR16XiqqPG/HOPz7rdX3LmkPY+c5RfOmHZyEj\nzwpBEOJUIRHR8NHgbAjperBO9FTHG5dYiELU3erCSw9vwb4PG/sE6lO11TnxymPbsb+yCR6XGsMK\nKVJcDl+fQH2C16Xi9Sd2wtXtjXFVRETDU641N6Trww1DNVEIero8eOX329Hd6h76ZgDQgHee24v6\nqg74/YHoFkcR5VcD2LWhdtB7ulpccLR7YlQREdHw9r2zvgeTaOp1zSSa8L2zvheniiKLoZooSIGA\nhn0fNaKzyRXy2PV/3wu3wxeFqihaVK8fTYe6h7yvtc4Zg2qIiIa/K8ZegaVzliLPmgcBAvKseVg6\nZ6nuhxQdDkeEKtSHjZ5EQXJ3e7H97cNhje3p8qK9oQfWVGOEq6JoMYgCjJahv0SagriHiIiOuWLs\nFRHZ6SMRcaWaKEidzS44O8Lvn6187SDcTq5WDxeyUcLU+YWD3iPKBuSMSYlRRURElMgYqomC1FjT\npWt8S60DfpV91cNJ5mgrRpUMHJpnLiyBYuZKNRERMVQTBU3vDh4+tz9ClVCsmO0KLr9zKs44JxcG\n8fNt80w2GecvmYBJ546GbORBP0RExJ5qoqCZLLKu8bKZ4Ws4sqQoOG/xBJxz9Tj0dHogSgaYbDLM\nNpkHvxAR0UkM1URByitN1TU+tyQVkswQNhwpJgmKSYItjQ+aEhFR/xiqiYJkSzciJcuMrpbQt9QD\ngIorimHUudpNREREvYmiiClTppz8/apVq1BcXBzzOhiqiYJktiuYcekYrH9ub8hj7ZkmpGSahr6R\niIiIQsJjyomGGUEQUDw1C9lj7KGNMwi46PZJMNuUKFVGREQ0PHSuXo398xdgz8RJ2D9/ATpXr453\nSRHDUE0UAkuKgiu+NRVZBbag7jeIAi6/cwqyCu0QDMLQA4iIiJJU5+rVqP/pg1Dr6gBNg1pXh/qf\nPqg7WLtcLpSXl6O8vBzXXHNNhKoNHds/iEJkTTVi4XfLsXNDLXa+UwuPs5+t9gSgcGIGzr22FKnZ\nZkgKd/4gIqKRrenRx6C53b2uaW43mh59DKkLF4Y9b6K0fzBUE4XBkqKg4rJiTD4vH02HurH/40Z4\nXSpE2YDMfCvOnJ0Ho1nig4lERETHqfX1IV0fbhiqicIkSgZYU40omWrEmLIMqL4ADAYBomyAILDV\ng4iI6FRSXt6x1o9+ricD9lQTRYBBNEAxSZAUkYGaiIioHznfvxuCqfdOWILJhJzv3x2niiKLK9VE\nREREFHUn+qabHn0Man09pLw85Hz/bl391ADgcDgiUZ5uDNVEREREFBOpCxfqDtGJiu0fREREREQ6\nMVQTEREREenEUE1EREREpBNDNRERERGRTgzVREREREQ6cfcPIiIiIhq2RFHElClTTv5+8eLF+PGP\nfxzzOhiqiYiIiGjYMpvN2L59e7zLYKgmIiIiotjY92EDPnjlABxtHtgyjJh91ThMmJUb77Iigj3V\nRERERBR1+z5swPrn98LR5gEAONo8WP/8Xuz7sEHXvC6XC+Xl5Sd//fOf/4xEuSHjSjURERERRd0H\nrxyA6g30uqZ6A/jglQO6VqsTpf2DK9VEREREFHUnVqiDvT7cMFQTERERUdTZMowhXR9uGKqJiIiI\nKOpmXzUOktI7ekqKAbOvGqdr3tN7quOxnR7AnmoiIiIiioETfdOR3v3D7/dHojzdGKqJiIiIKCYm\nzMpNmi30Tsf2DyIiIiIinRiqiYiIiIh0YqgmIiIiItKJoZqIiIiISCeGaiIiIiIinRiqiYiIiGjY\nEkUR5eXlKCsrw7Rp0/C73/0OgUBg6IERxi31iIiIiGjYMpvN2L59OwCgqakJX/7yl9HV1YWf//zn\nMa2DoZqIiIiIYmLPxvXYuPxZdLe2wJ6ZhbmLb8bEufMiNn9OTg6WLVuGs88+G0uXLoUgCBGbeyhs\n/yAiIiKiqNuzcT3+s+xxdLc0A5qG7pZm/GfZ49izcX1EX2fs2LHw+/1oamqK6LxDYagmIiIioqjb\nuPxZqF5Pr2uq14ONy5+NU0WRxVBNRERERFHX3doS0vVwVVdXQxRF5OTkRHTeoTBUExEREVHU2TOz\nQroejubmZtxxxx246667YtpPDTBUExEREVEMzF18MyTF2OuapBgxd/HNuuZ1uVwnt9S78MILcfHF\nF+NnP/uZrjnDwd0/iIiIiCjqTuzyEendP/x+fyTK042hmoiIiIhiYuLceRHdQi+RsP2DiIiIiEgn\nhmoiIiIiIp0YqomIiIiIdGKoJiIiIiLSiaGaiIiIiEgnhmoiIiIiGrbmzZuHN998s9e1xx57DHfe\neWdM62CoJiIiIqJha8mSJVi+fHmva8uXL8eSJUtiWgf3qSYiIiKimHBua0LXmzXwd3ggphmRckkx\nrNNzdM25aNEi/OQnP4HX64WiKKipqUFdXR3mzp0boaqDw5VqIiIiIoo657YmdLy8H/4ODwDA3+FB\nx8v74dzWpGvejIwMzJw5E2vWrAFwbJX6+uuvhyAIumsOBUM1EREREUVd15s10HyBXtc0XwBdb9bo\nnvvUFpB4tH4ADNVEREREFAMnVqiDvR6Kq666CmvXrsXWrVvR09ODGTNm6J4zVAzVRERERBR1Ypox\npOuhsNlsmDdvHm6//fa4rFIDDNVEREQRFQj44PE0w+1ugNtdB4+nCT5fV7zLIoq7lEuKIci9o6cg\nG5BySXFE5l+yZAk++eSTuIVq7v5BREQUAT5fF1R/N+rqXkRt7XNQ1Y7jHxGQkXEexpbcBZO5EIqc\nFfMHqIgSwYldPiK9+8cJV199NTRNi8hc4WCoJiIi0snrbUVV1UOob3gZwOnf1DW0tW1AW9sGmEwF\nmDb1z7BYSmAwyPEolSiurNNzIhaiEw3bP4ho2PAHNDR1uXG0w4XDbT042uFCc7cbgUD8ViaIvN5W\n7Nx5F+obXkLfQN2b212Ljyu/BKdzHzTNH5sCiSgmuFJNRAnP6VHR7fbh1R31+PPGajR2ff6k+OhU\nE75x3jhcOjkXKSYJFiO/rFHs+HxdqDrwP+jo/CjoMYGAC1u33YRZs9bAZBwVxeqIKJa4Uk1ECa2j\nx4sXPjqMLzy0Hr98bU+vQA0AdZ1uLF29G3N/uw4vba1FZ483TpXSSOT3O1BfvyLkcaraifr6FQgE\n1ChURUTxwFBNRAmr0+XDkxsO4Jev7YE6RIuHz6/hp6/sxtObatDl8sWoQhrJAgEVdfUvAQgMeW9/\njhx5Bj5fW2SLIqK4YagmooSkaRre29+MJzdUhzTusbf3o/IQgwpFn8/XjqO1f9cxvhUu1+EIVkRE\n8cRQTUQJqcXhxW/f/Cyssb9ZsxctDv0ndBENLgCvr1XXDC53bYRqIRq5RFFEeXk5pk2bhrPOOgub\nNm2KSx18ooeIElJ9pwuHWnvCGruv0YEWhwdZNv2ndBENJBL74QYCfAaASC+z2Yzt27cDAN58803c\nd9992LBhQ8zrYKgmooTj8fnxf+/X6JrjmU01+MWVkyFLfEOOokMQRAiCDE0Lv4dfkTMiWBFR4tux\nYwfWrl2Lzs5OpKamYsGCBZg6dWrE5u/q6kJ6enrE5gsFQzURJRyXz4+6DpeuOY62u+BR/QzVFDUG\n0YTsrAvR1LwmrPGCIMFunxzhqogS144dO7B69Wr4fMd+EO3s7MTq1asBQFewdrlcKC8vh9vtRn19\nPdatWxeRekPF7zZElHA0HDvoRQ81oIFnwlA0yZIdY4rvDHt8dvbFkCRbBCsiSmxr1649GahP8Pl8\nWLt2ra55T7R/7N27F2+88QZuvvnmuBxXzlBNFEWapsEfCG+7rZHMKBmQbtF3hHOGVYFR5pc4ii6j\nMgoWy7iwxhaP+RZDNY0onZ2dIV0Px+zZs9HS0oLm5uaIzRkstn8QRViX2weHW8WaXfXY19ANj6ph\nVIoRC6eNRm6KCVl2Pjw3FIsiYcnMIry9pynsOb48swhGSYxgVUR9GY1ZmDb1KXz08dXw+x1Bjxs7\n9r9gMhVEsTKixJOamtpvgE5NTY3Ya+zduxd+vx+ZmZkRmzNYDNVEEeLyqTjS6sJv39yLdXub+rQe\nPPVuNcZmWXHX/FLMOyMH6VYlPoUOE1PyU5FmkdHRE/pDYNk2I0pHcQWQYsNkKkJFxQps23pjUFvs\njR17Dwryl0CW7TGojihxLFiwoFdPNQDIsowFCxbomvdETzVw7B3iZ555BqIY+0UVhmqiCHB6VLy3\nvwXf/sfWQU/+q25x4gcvfoLLJ+fiv6+ejExu+TagdKuC284twaNv7Qt57DfOG4sMC39oodgwGERY\nLaWYOfNVNDa9hsOH/wKPp6HXPYIgIyfnchSP+SaMxjzIckqcqiWKnxMPI0Z69w+/3x+J8nRjqCbS\nyecPYPuRDtzx/BYE+1zE67saIEsG/GxhGTK4Yt0vWTTgK7OKsLm6FR8cCP6AjfMnZOPaGfmQRPZT\nU+wIggCjMQeFBTdjVM4X4fE0wO0+Cn/ADUXOhNU2HpJohyRZ410qUVxNnTo1olvoJRJ+1yHSqd3p\nxbf/sTXoQH3CK9vrUNUUfA/mSJRpM+LxJdMx/8zsoO6/dHIuHrl+GjKsfAeA4kMQRBiN2UhJmYKc\nnEuRl3s1MjPnwmTMZaAmSnIM1UQ67TraGVbfLwD8fu0+dIY5dqTItBnx8KJpWHHHbMwdnwVB6P1x\nQQDmnZGNld+ag19dw5YaIiKKD7Z/EOnQ5vTgD+uqwh7/flUrutw+pOrcPi7ZZdqMJ1etHR4VdR1u\nODwqbEYJo9PNsBslpJj5Z0hERPHDUE2kg8+vYfuRDl1zfNbYjcIMS4QqSm6pFgWpFgX56fzzIiKi\nxML2DyId9J76B4DtH0REREmAoZpIB4NBGPqmIViNfMOIiIgoXDZbYpxLwFBNpIMoCChIN+uaoySL\nOwIQERENdwzVRDpkWhV887yxYY8fn2NDpo37VBMR0chQ3/AK3n9/LtauK8X7789FfcMr8S4pYhiq\niXQwGARcXJYLJcyDRr4zvxRZ3AKOiIhGgPqGV7B37wNwe+oAaHB76rB37wNJE6wZqol0shklfP+i\nCSGPmzDKhtnjsqJQERERUeKpPvA/CARcva4FAi5UH/ifOFUUWQzVRDpZjRKWzCzEzbPHBD2mKMOC\nZ26biWw7V6mJiEKlaX6oqhM+XwdU1QlN88e7JAqC21Mf0vXhhtsOEEVAmkXBDy6agDNG2fHIW/vQ\n6vT2e59oEHDZ5Fz89IuTMCrFFOMqiYiGN1V1QFUdaGxcjfb2D6D6HRBFK9LTzkZu7tWQJDskyR7v\nMmkAJmPe8daPvteTAUM1UYSkWRTccHYhLi4bhb0N3XhywwEcbXfB59eQZpFxVfloLJw2GnajBJuJ\np/8REQVL0/xwu+tRVfUbNLf8p8/KdFvbuzhQ/SiysuZjfOn9MJnyYTAw4iSasePuwd69D/RqATEY\nzBg77p44VhU5/BtHFEGSaEC23YRsuwnTCtLgUQPQoEEUBKSZZYhhPtBIRDRSaZofTucBbNm6BKo6\n2Am2AbS0vI329s0466znYbOeyWCdYPJyrwJwrLfa7amHyZiHsePuOXk9XA6HIxLl6ca/bURRkmLm\najQRkV5ud30Qgfpzfr8DW7feiJln/xsWS/DPulBs5OVepTtEJyoumxEREVFCUlUHqg48HHSgPsHv\nd2Df/v+Gz9cVpcqI+mKoJiIiooSkqg40N78R1tjW1g3w+xOjLYBGBoZqIiIiSjiapqGpeQ00TQ1z\nhgDq6l9CIBDueKLQxC1UC4JQKAjCekEQPhUEYbcgCN87fj1DEIS3BEHYf/x/0+NVIxEREcVHIOBG\ne/sHuubo6PgIfn9PhCoiGlw8V6pVAP+ladokAOcA+LYgCJMA/BjAWk3TxgNYe/z3RERENIIEAj74\nVaeuOfyqgwfDUMzELVRrmlavadrW4//dDWAPgHwAVwF45vhtzwC4Oj4VEhERUbwYDDJEyaprDlGy\nQRDECFVEiW7VqlUQBAF79+6Ny+snRE+1IAjFAKYD+BDAKE3TTpxX2QBgVJzKIiIiojgxGExIT5+t\na460tLMhipYIVUSJ7oUXXsAXvvAFvPDCC3F5/biHakEQbABeAnC3pmm99r7RNE0DoA0w7huCIFQK\nglDZ3Nwcg0qJiIgoVgRBQE72ZRCEcI/UEDA6bxEPgEkwLzW0oWLTbuSt346KTbvxUkNbROZ1OBx4\n77338Ne//hXLly+PyJyhimuoFgRBxrFA/bymaS8fv9woCELe8Y/nAWjqb6ymacs0TavQNK0iOzs7\nNgUTERFRzEiSDdnZl4Y1NjPjfIiiLcIVkR4vNbThns+OoNbjgwag1uPDPZ8diUiwfuWVV3DppZdi\nwoQJyMzMxJYtW/QXHKJ47v4hAPgrgD2apj1yyof+DeCW4/99C4BXYl0bERERxZ8k2VA67oeQpLSQ\nxomiDRMm/BSynBKlyigcv66uhyvQuwHBFdDw6+r6AUYE74UXXsDixYsBAIsXL45LC0g83xM5F8BN\nAHYKgrD9+LX7AfwGwIuCIHwVwCEA18epPiJKQD41gPYeL9p7vOh0+aBIBmRajbAaJWRYlXiXR0QR\nZjLlYcZZ/zh+VHnnkPeLog1nTX8eJlNBDKqjUBz1+EK6Hqy2tjasW7cOO3fuhCAI8Pv9EAQBDz/8\nMI6t4cZG3EK1pmnvARjoM10Qy1qIKPE5PSranF7848PDeP7DQ+hy9z7QYWpBKr67YDzKC9KQZTfG\nqUoiijRBEGG1lmLm2a9gf9Vv0NLy1gDb5BmQlTUP40sfgMmUz17qBJRvlFHbT4DON8q65l2xYgVu\nuukmPPXUUyevnX/++di4cSPOO+88XXOHgn/jiCjhdbp8eHN3A+59aQe0fh9dBnbUduJrz1RibJYV\nf//qLOSnm2NbJBFFjSCIMJsLMWniQ1DVn6Cx8VW0t38A1e+AKFqRllqBvLxrIEl2SJI93uXSAO4b\nm4d7PjvSqwXEbBBw39g8XfO+8MILuPfee3tdu/baa/HCCy/ENFQL2kDfoYaRiooKrbKyMt5lEFEU\nOD0q/v3JUdz38q6gx4xKMWLVt85FXhqDNVEy0jQ//H43NM0HQZAgimbuRx0ne/bswcSJE4O+/6WG\nNvy6uh5HPT7kG2XcNzYP1+ZmRLFCffr7/ARB2KJpWsXp93KlmogSWl2HC/evDD5QA0BjlwffeWEb\nlt1cwT5roiQkCCIknQfDUHxcm5uR0CFaj7jvU01ENBCnR8UT6w8M2PIxmMpD7ejo8Ua+KCIion5w\npZooSTk8PjjcKmpae9Dp8sEkG1CQbkGaWUambXg8yNftVvHqzrqwx//fewfxwBWTYFb4tjAREUUX\nQzVRkuns8eJohwtPvHMAb+xqgHranqBn5trxnfnjMbMkA9kJvkvGjtoO+PzhP/exansdvnvheIZq\nIiKKOoZqoiTS7vTij+9U4S8bDw54z96Gbnz7H1tRmmPDs7fPxOgEfpivscuta7zDo4bVOkJERBQq\n9lQTJYmOHi8efXvfoIH6VFVNDlz/1Ado6NQXXKNJNOjftD922/4TEdFIxlBNlCR2Hu3Esx8cCmlM\nbbsL96/ciU6XvtOsoiVf5zynHWwAACAASURBVCp6plWJ6WlaREQUH3/4wx8wceJE3HjjjXGrge0f\nREmgzenFo2/tC2vs+s+a4HCrSDXrO9EqGs7MS4FFEdHj7e/0tKEtmVWUkJ8XERFF1hNPPIG3334b\nBQXxO56eK9VESaDT5cPWwx1hjdU04J+Vh+FVAxGuSr9Us4wbzi4Ma6wgAIvPLoQi8cscEVEyu+OO\nO1BdXY3LLrsMDz30EGbPno3p06djzpw5+OyzzwAAf/vb33D11VfjoosuQnFxMR5//HE88sgjmD59\nOs455xy0tbXproPfbcIUCATg86hQvX4kw6mUNLy9vadR1/hXtteh05V4ezqbZBG3n1sCYxjB+LLJ\nubCb+GYcEVGye/LJJzF69GisX78ed955JzZu3Iht27bhF7/4Be6///6T9+3atQsvv/wyPv74Yzzw\nwAOwWCzYtm0bZs+ejWeffVZ3HfyOE4JAQIOr24uuZhd2v18Ht8MHg0FASrYZZXNHw2SRYbbz9DaK\nvUadDxu2O70Ju0vGqBQT/nJzBW55+iMEgqxxYp4dP79yMlLN/PdIRDSSdHZ24pZbbsH+/fshCAJ8\nvs+fGZo3bx7sdjvsdjtSU1OxcOFCAMCUKVOwY8cO3a/NUB0kl8OLqsombH3zEBztnj4f/+TtI8gp\ntuPca0uRWWCH0cw/WoodWWeLgyQaEnabDEUyYEZxOpZ/4xzc/rdKODzqoPefNyEbv7tuWsLvwU1E\nRJH305/+FPPmzcPKlStRU1ODCy644OTHjMbPvy8YDIaTvzcYDFDVwb+3BIPJLwiubi/WPbsHNTtb\nB72vqaYbK3+3DXNvGI8zZuXCaOEDUhQbY7OsusbnpZogJvAuGRZFwvSiNKz7r/OxuboNj6/fj32N\njpMfN0oGLJw2Gt88bywybQoyrAzUREQjUWdnJ/Lz8wEc66OOJYbqIbi6vdiwfN+QgfpUG/+5Hyar\njLHl2ZB4khvFwNzxWZBFIezTB7/6hZKEP7pcFkXkpIi4snw05pRmwu3zQw1oMAiAURRhN0uwKPyS\nRkQ0kv3oRz/CLbfcgl/+8pe44oorYvraQjI8ZFdRUaFVVlZGZe76Ax14+eGtIY+TZAO+8t+zYU1L\n7KBCycHhUXH/yzvw70/qQx5rlkW888MLMCrFFIXKiIgome3ZswcTJ06MdxlR09/nJwjCFk3TKk6/\nl7t/DMLT48PHr9WENVb1BXD4U/3bsxAFw2aUcPeFEyCLobdwfP28sdzLmYiISCeG6kF4XX4c2RN+\nMN7yRg16uvo+1EgUDaPTzPjTjTMQysnel5Tl4tY5xTDJbFMiIiLSgw2Ig+hs7gF0dMd0NrngV4d/\new0NDyZZxOxxmXjuq7Nwx3Nb0OUe+ElmQQBunV2M7ywYjwzr8N12TvUF4O3xQQOgmCTIRv5wQESU\nqNra2rB69WpUVVXB4XDAZrOhtLQUV155JdLT0+Ndnm4M1YPwusM7GvlUydCzTsOH1Sjh7JJ0vP2D\n87HtSAf+sHY/dtd1nfx4ukXGLXOKcd2MQtjNElJMw7Ptw6/60dPlw471taje1gQtABROysD0i4tg\nTTUyXBMRJZDdu3fj6aefxqZNmyAIAjyez9/FNxqNeOqppzBnzhzcdtttKCsri2Ol+jBUDyIS35iF\nBN6mjJLTiV0yLinLRcWYdHjVAPyaBkEQIBsEpFsVyOLw7fzy+wNoOeLAqke2QfV9frT6p+/VYc+m\nelx+5xQUnJHOnXcobrzeVni9rWhqfhNeTyMMBhOstvHIzDgfkmSHJOnbApNoOFmxYgUee+wxeDye\nfhcaTwTsDRs2YPPmzbj77ruxaNGiWJcZEQzVg0jJMusab00zQgzjwTGiSEn0bfLC4Xb48OrjO3oF\n6hO0gIY1T+7ETb+cAxtDNcWY19uOjo4PcfDgH+Bwftbn44IgIyf7Uowd+z2YTKNhMCTfv0+iU50I\n1G730Kf+apoGt9uNxx57DACGZbAevstVMWA0i8gdlxr2+OkXF8HEY8uJIqql1gG30zfgxwN+DdXb\nmmJYEdGx1el9+36Onbu+3W+gBgBN86GxaTU2f3g52ts/hKq6YlwlUezs3r076EB9qhPB+tNPPw16\njM1m6/X7v/3tb7jrrrtCet1IYKgehMmmYOYXS8IaaxAFjJueA0MoWzEQ0ZAaqzuHvKf+QCf8at+V\nbKJo8HrbsX//r9HYtDqo+zXNi092fA0Ox6cIBPQ/u0OUiJ5++ulevdOh8Hg8ePrppyNcUfQxVA8h\nq8CG0eNDX62eddVYKGa+/UwUaSbb0A9XGi0Sf6ClmOnpqUJD48qQxmiaHzt33gmfj+cZUPJpa2vD\npk2bwt6sQdM0vP/++2hvb49wZdHFUD0Es13BJV+bjOwx9qDHlF9YiEnnjoZiYss6UaQVT80ChsjL\nk8/Lh8BQTTHg83Wi+uD/hjXW62uF07k/whURxd/q1at1b9QgCAJWrw7u3R+Xy4Xy8vKTvx588EFd\nrx0uhuogWFKN+OK3p2HagsJBdwSxZ5hw4a2TMOOyYpisw3OrMqJEZzRLmHx+/oAfLyrLgDWdD4BR\nbKhqN9rbN4U9/uDB38Pr64hgRUTxV1VVFXbrxwkejwdVVVVB3Ws2m7F9+/aTv37xi1/oeu1wcSk1\nSJYUBedcPRbTLy7C0c/asWdTPdwOHwyiAFuGCeUXFiIl2wyLTeEKGVEUGS0yZn6xBGarjO1vH4HP\nc6wnVZQMmDgnD2cvLIHZxgeEKTYcjj3Qc0pYR2cltIA3cgURJQCHwxGRebq7uyMyT6wwVIdAkkVI\nqSImzMzFmClZ8KsBCAIgyQbIRv5REsWK2abgrEvHoOy8fDg7PNACgC3dCMXMUxUptny+oR+cHYqm\n8WFFSi6n78YRLrs9+NbbRMAkGCajmX90RPF04odcaypbPSh+RFHfeQYAIAjsxKTkUlpaCqPRqKsF\nxGg0orS0NIJVRR//JRMREYXJYhmra7zJlA8IfHeFksvChQvD3vnjBE3TsHDhwqDuPb3d5NZbb8Xj\njz+u6/XDwVBNREQUJsWYDbO5OOzxRUXfgCJnRK4gogSQkZGBOXPmhL0DiCAIOPfcc5Genh7hyqKL\noZqIiChMipyJ4jF3hDVWEBTkZF/E9g9KSrfddhuMxvDa84xGI2677bYIVxR9/JdMREQUJkEQkJk5\nL6zV6pLib0MUI/NAF1GiKSsrw9133w2TyRTSOJPJhLvvvhuTJk2KUmXRw1BNRESkg9GYhenlz8Bo\nzAt6zOjRi5Ff8BVIkjWKlRHF16JFi04G66FaQQRBOBmoFy1aFKMKI4uhmoiISCezuQAVM1YgM3Me\nBjvyU5JSML70Jygd90MoclrsCiSKk0WLFmHZsmW44IILoChKn5YQo9EIRVFwwQUXYNmyZcM2UAPc\nUo+IiCgiTKZclE16BH5/N+rqVqCx6VWovk4IBhkmUz7GFH0DKSlTIcvpMBh46i6NHJMmTcLDDz+M\n9vZ2rF69GlVVVeju7obdbkdpaSkWLlw47B5K7A9DNRERUYTIcgpkOQXFxd9CQcGN0LQAAAEGgwRZ\nHv6hgUgPp9OJuro6bNiwAT09PbBYLLBYLHA6nbpCtc1mi9gpjnqw/YOIiCjCDAYZipIFozEHRmM2\nAzWNeO+//z4WL16MVatWwel0QtM0OJ1OrFq1CosXL8b7778f7xJ1Y6gmIqKk53WpcLS7cfjTVuz/\nuBEHP2lGa50DPV3eeJdGlPRqa2tx7733wu12Q1XVXh9TVRVutxv33nsvamtr41RhZLD9g4iIkpbb\n6UNXiwuVaw6hZkcLtEDvU97SRlkw47IxKJqUAUsKj7wniobnnnuuT5g+naqqeP7553HvvffGqKrI\n40o1ERElJZfDi49fO4h//boSB7c39wnUANDR2IO1f9uDlx/eiq5WVxyqJEp+a9asCSpUv/766zGq\nKDoYqomIKOm4nT58tPogdqwL7u3kzmYXXn54Kxzt7ihXRjTy9PT0RPS+RMVQTURESaf5cDd2bTga\n0hhnhwdrn9kDt9MXpaqIRiaLxRLR+xIVQzUREcWM6vPD2elBY00XGg50wNHhgdc9+NvCoXI5fPho\ndXVYY2v3tsPjimw9RCPdZZddBkka/DE+SZJw+eWXhzV/T08PCgoKTv565JFHwppHLz6oSEREMeFy\n+LBz/RFsf/sIfB4/AMAgCjhjVi7OuXocLClKRF7H0+NDQ3VX2ON3v3sUM68cC0niuhNRJHzlK1/B\nq6++OmhftSRJuPHGG8OaPxAIhFtaRPErBhERRZ3HpaLytYP4+LWak4EaAAJ+DXs21eM/f90NV3dk\ntrc7tKtV1/iqyiZ42AJCFDEFBQV46KGHYDKZ+qxYS5IEk8mEhx56CAUFBXGqMDIYqomIKOq8LhU7\n3hn4ocGjn7Wjuy0yDwn2dOoL5+ypJoq8c889F8uXL8c111wDq9UKQRBgtVpxzTXXYPny5Tj33HPj\nXaJubP8gIqKoO7SrFei7o10vuzYcxQU32mAQ9a33GCRB33hRGLJWIvqcpmkQhKH/3RUUFODee+8d\nNntRa1poXwgYqomIKOqCWf31uFQE/BoMor7XSh+lbwcBe4bpWLCmqPJ6WxAIqNDghwARgiBCUbKC\nCmeUOEwmE1pbW5GZmZlU/99pmobW1laYTKagxzBUE1FYWh0e9Hj9cHhUpJplWBQRaZbIPGhGySe3\nJGXIe/LGpUKU9Xcl5k9IhygZ4FfDe3hp2oWFMNv5dzka/H43VLUTbW2bUHPoCfT0fL5Li9lchDFj\n7kBm5gWQRDskSf/2aj5fJwIBDzQtAEEwABCgKJnH/5sioaCgALW1tWhubo53KRFnMplC6vNmqCai\nkHh8fuxvcuDel3Zgd93nOyzMKsnAQ9dORWGGBaIheVYrKDLS86ywpCjo6eq/39kgCiidkRORlS7F\nLGH8zFHYu6k+5LGSYkDhmRm6a6C+fL4utLaux569DyAQ6Ht6pct1GHv33g+DwYjxpQ9g1KgvQpZT\nQ34dTQvA622Fy3UYB2seR3v7JmjasV0nTKZCFBV9DdnZF0ESbZAkq+7Pa6STZRklJSXxLiMh8Ec1\nIgpJTasT1/5pU69ADQAfHmzDVX98H41dPJGO+jLbFXzxrmmQjX17OwSDgEu/MQUmqxyR15KNIiou\nHQMxjC3xyi8qgmLhelOkqWo36htexu5Pf9BvoD5VIODBZ/sexJEjf4PPF9rWiIGAB92OPajc8iVs\n2Xo92trePRmoAcDtPoJ9+36GTZsuwOHDf4HP1x7W50PUH4ZqIgpaR48XS//9KTwDvK3e6fLhifVV\ncPn8/X6cRi6DQUBGvhVf/tkszLhsDFJzzEjJMqHsvNH48tJZKDgzHZKis5n6FNYMEy7/1hQIIbxr\nMm56NqbOK4AcwTromK7uXdi//79DGnOw5g9ob98c9MNigYAPXV27sGXLIrjddYPeq2leHKz5A/bt\n/xV8vo6Q6iIaiBDqk42JqKKiQqusrIx3GURJr67DhTm/WTfoPSbZgHd/NA859uAf7qCRxa8G4Ok5\n9uCiYpIiGqZP5fOoaKl1YM2TO+HqHvhBScEgYOr8Asy4dAzMNvZSR5rX24bt229Ft2N3yGPN5mJU\nzPgnFCVryHtdrqP48KNL4ff3hPQaY8f+F4oKb4co8msWBUcQhC2aplWcfp3vcRFR0FT/0A9+uX0B\nJMHP6hRFomSAJcUY9deRjRJyilNww09movWoAx+/erDXSYtmu4xpCwpxxqxcyCYJRjO/JUaDz9cW\nVqAGAJerBm53/ZCh2u934/DhZSEHagA4dOhPGJ23iKGadONXECIKmlEWYZbFQds7CtLNMCTRtko0\nvImiAdZUI6ypRmQXpcCvBqAFNAjCsRVqk02GqHNfbBpYIKCi9ujzuuY4cuT/cOaZvx409KpqF+rq\nXwprfr+/B+3tm5Gbe2W4JRIBYE81EYUg1SzjhorBtxe64/xxyLTyLXRKPGabDFuaEfYME2zpJlhT\njQzUURYIeOByHdY1h8t9FIHA4A9Ad3ZuHfIByMEcOvxneL36jrcn4lcTIgqaSRbxrfmlOGOUvd+P\nzx2fhcsm58LALfWICACgQQvoO/Zd09QhH1Z0OKt0vYbbXQtN4wPWpA/bP4goJDl2E57/+iy89Wkj\n/vreQTR1u1GUYcGdF5TinJIMZNqi3ytLNNwEAt7ju0xoAAyQ5QwY9B4dOQwYDAokOU3XHLKUBoNh\n8He/hlrJHkog0P/+6UShYKgmopBl2YxYfHYhLpo0CoGABkkUkGFlmCbqj8fTiCO1z+Ho0eehqp1Q\nlGwUFd6OvLwvBbWrxXBmMCgYnXc9mppeC3uOvLxFQx7SYlSyw54fAGQp9ENmiE7HUE1EYREEAVlc\nlSYalNvdgC1br4fbffTkNa+3GVUHHkJD42pML3866YO1zXYGZDkTPl/oPcuiaENaWp+dy/rIyJgb\nTmknZWdfAklK0TUHEXuqiYiIosDv70H1wUd7BepTORyfoq5uBQIBtd+PJwtZTkdR0VfDGluQ/+Wg\njiqX5TSk2KeG9RoAUFh4C7fUI90YqomIElwg4IXH0wyPpwkeTzO8PFp5WFDVbjQ2/nvQe44c+b+k\nPyrbYJAwOu86pKefE9I4u30qioq+BoNh6HfEFCUDJSXfC6u+1NQZkIII7kRDYfsHEVGC8vk6oard\nOFr3TzQ1vQ5V7YQgSDCZCjCm6OtITZ0OWU6HwSDHu1Tqhz/gGfIBOK+vFRqSf9cJRcnA5LLf49M9\nP0Zr6/oh709Lm4XJZb+HomQG/RopKdOQl3st6huC369aljNRNukRKHJ60GOIBsJQTUSUgNzueuzZ\nez/a2jbi2I4Rn/N6m7Fz17cgSXaUFH8XeXlfgqxzhwWKPIOg4NgbwgOfRCqKNghI/l1AAEBRsjBp\n4kNwOPfj4ME/oKPjwz73pKachZKS78BuLwspUB+bPx2lpT8GBAPq6/815P1GYy7Omv4cTKbRIb0O\n0UAYqomIEozLVYstW2+Ax9Mw6H2q2o39Vf8PTud+jBv3IygKV9sSiSRZkZU1Hy0tbw94T/7oxZDl\nkfOAnKJkIkPJhN12JlS1Gz09B6GqXRAlOyzmYkhSiq6/x4qSgfGl9yIv90s4WPO/aG/f1OceozEX\nRUVfw6icK2A05uj5dIh6YagmIkogHk8ztm2/echAfaq6+hdhMuWjsPC2Ibceo9iRJDvGl96P9vbN\n8PsdfT5uVEahsOj2oHqGk40sp0GW02A2F0Zh7nSkp8+EzfY4VLUbXV074PO1QRStsFhKYDLlQ1Ey\nIAgj4x0Cih2GaqIkpwYCaHN6sb/RgY9r2tDm9CLDqmBWSSZKc2zIsMg8qjlBaJqGltZ1cLkOhTz2\nYM0fkTf6OobqBGMy5WPm2a9g3/7/h9bWdwAEIAgycnIuR+m4e2Ayjop3iUlLllMhy6kwmwviXQqN\nEAzVREmsuduNFytr8fT7B9HiOP2Bqf3Ithvx1S+U4NqzCpBtD221rMXhQXO3B7uOdqLLrSLFJGFK\nfiqy7EbuXx0mr7cVhw49GdZYTfOiufktFOR/GYLAH5IShcEgwWIpRtmkR+D3OxAIeGEwGCFJdv4A\nRJRkGKqJ4sirBtDR40WHyweHR4VRMiDdosCiiEizDH4s71Bq23tw418+xKHWngHvae724Ddr9uLF\nj4/gua/Nwug085Dztjg8eG9/M/533QEcaO77lnZpjg3fmVeKc8dnMVyHyOttgst1OOzxhw8vQ072\nJTAa9Z0uR5Eny3bIsj3eZRBRFDFUE8WBw62irceL5zYfwgsfHka3p/fhD+eMzcD3FkzAhFE2ZIYR\nTBu73Fi8bDNq211B3V/d4sSSP2/Gv745GzkpAx+A0NjlxtefrcSO2s4B76lqcuB7/9yOaYWpWHZT\nBUYNMh/11tNTrWv8sUNGBt5pgoiIoofvERLFWGePFy9vrcX5D6/Hsner+wRqANhc3YYlf96MW5/+\nCI1d7pDmd3lVPPrWvqAD9QmHWnvwv+uq4Pb1v2duc7cHN//1o0ED9ak+OdKJW5/+CC3dnpDqiCRP\njw9upw8B//AImqp/4HcVgqVpw+NzJSJKNgzVRDHU7fbhn5VH8OC/d0PThr5/59EuLFm2GU0hBOsu\nt4qV2/o/FnkoK7bUotPl63Pd4/Nj2bvV+KyxO6T59tR348/vVcOjxvZwi54uD/ZXNuKNP+/C63/a\ngco1NehudUP1JvYhG/r3mha4owERUZwwVBPFUE2LE796fW9IY6pbnPjJql39ht3TaZqGdXub4FHD\nW610+fx4r6qlz/VOlw8vfBRer+8/Nh9GZ8/QtUdKd5sbKx7agv/8ZTdq97SjvqoTH79ag+ce/ABH\n93UkdLC22yYBEMIen5Z2NgwGfb34REQUHoZqohjpcvnw6Nv7whr71p5GONx920RO5/SqeHNX8Psb\n9+eNXQ1wnRY8PzzYBkc/bSrB6Pao2HKoXVdNwXJ1e/HGUzvR3dp3ZT/g1/D6n3bA5YhdwA+VJNmR\nnj4n7PElxd+N+smKmqbB421Bd/enaG5+C52d2+HxNCMQSNwfVoiIYoEPKlJQvC4VXreK9sYeeJw+\nSIqI1CwzjFYZlhSujAWj26Pinc+awxqracCLlUfw7XmlUKSBfxb2+TV0BRG+B9Pt9sHrD8B8/Ojk\nHq+KVdvDayc5YeW2o7jgjByYlei2JrgdPjQdGrhFJeDXsGdTHSouK4YhAffmluVUlBTfhfb290Me\nqyhZsFpLo1DV5/x+DxyOvdi1+7twu2t7vfakib9FamoFt4kjohGLoZoG5Xb60NXqxpY1NTj4SQu0\nQO9G4IzRVsy4rBgFZ6TBksLt0wbz3v5mBILoox7Iii21+Mo5Rci2D7ybhigIMMn6wqJJEiEaPm9B\n8KoB3e0bHS4fvGog6qG66fDQPd+1ezswdZ4fJmvihWoAsNrGIy/3S6hveDnoMYIgYeqUJyHLGVGs\nDHB76rB122IEAr33PPd6W7D9k6+hYsaLSE2dHtUaiIgSVWJ+V6GE4HJ48fFrB/GvX32M6m3NfQI1\nALTVOfHWX3dj5e+2obsttF0qRpr6Tn1/Pq1OD4bK5GZFxMRcfXvhnpln7xXMDYIw6Op4MIySAYYY\nfLWRgviBQpINEMJvW446RU5Hael9GDXqyqDuNxgUlE/7K2y2iTAYovdDi6o6UF39SJ9A/bkA9u3/\nJbze2LT6EBElGoZq6pfb6cOH/67GjnW1Q98MoKOxByv/ZyscHfHbPi3R6c1xAgQMlapl0YCbZhfr\nep0vzxoD6ZQEbJZFjM3W95b+2CwrTHL0d6UYVZICg2HwP+mJX8iD0SJHvRY9FCUDE8Y/iCmTn4DN\ndma/9wiCjFGjrsasmWuQljYTohjd/cD9/h40N/9n0Hu6urYjEAhtK0ciomTB9g/qV1NNF3a/WxfS\nmO42N9Y/twcX316W8KElHooyLLrGj0oxQghiiTXVLOOsojRsPdwR8mvMKslAiqn3lwVZMuCW2cV4\nbnP4J/3dPLsYcgx6mBWzhMkX5A/4w2BKlgn546P7IF+kKEo6cnIuQVpaBbzeNjS3vAWPpwmiwQir\ndTwyM+dCFG1D9jB3u4+d1tnU5YHTq8JmlJBtN8JulGEzBf8tQEMAmjZ0v76m8YFFIhqZGKqpD1e3\nFx+uDu9kt8O72+Bx+Rmq+zF7XCYkgwA1zMbqr5wzBhnWoR8KTbcq+PmVZbj6iU3wh/BasijgZwvL\n+j0ePcOqoGx0CnbXdYVUMwBMLUhFehB1R4JiklBxeTEAYNc7RxE45fPPGWPHpd+cMux6/xUlE4qS\nCZttfEjj2pxe1Lb34PF1VXh7T2Ovfn7RIOCiiaPw7fmlKEgzB/X/jwAJFss49PQcGPAeWU6HwTC8\n/nyJiCKFoZr68PT40FQT2iEfJ2nAnvfqUHFFMUSdfbjJxmaScNmUXKz+pD7ksZJBwBenju71AOFg\nxuXY8Kcbz8Kdz28NKlhLBgFP3VQxYJtHps2IB784CYv/vDmoQ2tOEATgp1dMCuqHgUgx2xTMunIs\npl9UhMaabvh9fmQX2mGyyTDbR8ZONa0ODx58ZTde29n/3zV/QMMbuxvwxu4GXDktDz9bWIZM2+Bh\n2GjMQknxXdj96fcHvKew4DbIcrqu2omIhiumHurj4I5WXeP3VzbCE8PDPoYLm1HG9xaMDzoYn+ra\nGQWwGYPvSbYoEr4wPgvLv37OkG0nJVlWvPjN2ThnbMagfc9l+Sn41TVTgq4BAH7zpSmYmJcS0phI\nUEwSbOkmjJuejQkzc5GeZx0xgbrN6cE9//pkwEB9un9/Uo8frvgEbc6BHkD8XEbmXOTlXdf/xzLO\nQ37+YhgMfJeKiEYmrlRTH06dDxu6nb6QVjNHkvw0Cx69fhq+u3x70GOmF6XhR5ecAZsptLBiUSRU\nFKfjpTvnoK7DhT+ur8KO2k44PSqsRgnTi9LwrXmlyE0xIcumDNmvbTPK+OLUPGRaFfzopR3oGOQH\np3SLjN8umoZzxmaE1LdL+qj+AP5VWYv1Ie6Hvm5vM1Zuq8Wts4shDtL7rsjpKB13L/Lzl+BQzVNw\nuY/AaMzBmKKvw2qdAEWJ7pZ+RESJTNCSIP1UVFRolZWV8S4jaXywsgpb3wz/oTSzXcYNP5kJayp7\nK/vT7fbhw+o2fPsfW4c8TvyiSTn49TVTkWXX/2fZ7fb1OinRooghB3UA8Pn9aHf6sKuuE39YW4Vd\nRzuhBjRIBgFT8lPx3QXjUZafgnSLDFmM/o4f9Lmmbjcu//1GtDiGXnU+XbbdiNe++wXkDLIP+qlU\n1YlAwA1BUCDL+rZxJCIaTgRB2KJpWsXp17mERH2kjdK3S4Ut3TTktmYjmd0k4wvjs/Duj+Zh7Z5G\nPPHOAdS2f74NmVEy4Kry0fj63LHIshkj9pCf3STDHkaIPp0sishJETE/xYTywnSogQA07diWgZJo\niGn/NPW2r6E7rEANjdag1gAAIABJREFUAM3dHhxocgQdqo/tOsLTE4mITmCopj4KJ2bCIAoI+MN7\nF2PagsIR078aLpMswiSLWDKzCBdNyoXb54ca0GAQAKMkIsUkwWJM/H+eDNCJw+Xz4+86tj0EgL9v\nPoSzxqTDKPEdBiKiUCX+d22KOcUsYtyMHOz/qDHksbJRRMGZfPo/WIIgIDsCrR1EXp8fbU59z0O0\nO31w+wIM1UREYeDuH9SHYpIw84oSGMTQWzjKLyqE0cKf1YhiThDC2lnmVAaD/pM/iYhGKoZq6pct\n3YjL7piCIA7wO2ncWTmYckEhpBgcR01EvZkkA/JSzbrmyEs1x+Q4eSKiZMRQTf2SFBH5E9Jx1fen\nD7nyLAjAtAsLcf6XJ8Bs4x61RPFglEXcOqdY1xy3zimGwkObiIjCwvfpaUCyUUTuuFQs+dksNB3q\nRuVrB9F06POTFv8/e/cdHld15g/8e/vMnapRl2XJvWLjIhtjXOimhJhmSEJwCAQSSNiE7Kb/kmyy\nu8mGlN0NhBZaiEmhmY7pxmAbsC1XGTdZVrP6aHq5c8vvD2FjWdJoZjSSRjPv53l4sO89596Dkee+\nc+573mO2CZh7/nhMP6sEopmDZKaAmpDRVOY0o8Ilo8EdSrrvxAILSuyJVf4ghBDSFwXVJC6OY2Fx\nSJg4V0LJRDs0TYehGQDLgGUZmK0C2DibRRBCRk6BVcT3Vk3HnX/fmXTf762alpZ66IQQkqsoqCYJ\nozJ5hIw+XTfQFYzCMACOZZBv/SwQZhgGK6YW4JZlE/DIB8cSvubXV0zCOZMLh2G0hBCSOyioJoSQ\nMaLDH8Ure1rwl63H0OmPoiJfxjfPm4IlE/PhsvZ86XXIIu48fypcFgm/f+Mg9Djl5jmWwfcuno4v\nLB4Ph0zpW4QQMhS0TTkhhIwB7b4Ivvjnj1DbEehz7rzphfjdmjN7zVoHojH4wirW72zGY5vreu20\nWGAVcfOyibhq3jjYTAKsJppfIYSQRNE25YQQMkaFFRV/ePNQvwE1ALx7sAPvHGjHtQvLwXxaB9Mq\nCbBKAr6+chLWLCyHourQDAMsw0Die7aT52k9BCGEpA0F1YQQkuG8n844x3PfxlqcN72oz2JDnmVR\nRFU9CCFk2NE0BSGEZLhITENU1eO2qesMQs+CdD5CCBmrKKgmhJAMl8iGLDaJpz3GCSFkFFFQTQgh\nGc4scFhYmRe3zfWLxsNhogoehBAyWiinmhACAPCEFPjCMbx/uBNt/ggEjsWkAguqJrhgNwkwi9xo\nDzFn5VlE/MfqM7D6Tx8gpvVN8XBZRHxt+URIAv0/IoSQ0UJBNSE5zhNScLDVjz+8eQgf1bn7nJd4\nFlcvGIfbz52CYptEgdsomVRowbO3L8UPn92L/S2+k8eXTcnHf101B0U2WoxICCGjiepUE5LDukMK\n/vTuETz8ft2gbSWexSNfWYQFlU7IIn0fHy1dgShCioagosJuEiCLHJwy7XZKCCEjZaA61ZRTTUiO\n8oZjePC92oQCagCIqjq+8tjH+KTFD1WLX4mCDJ98q4TxLhkzSuwoc5opoCaEkAxBQTUhOaq5O4wH\n3juaVB9NN3DrE9vRHVIGb0wIIYTkEAqqCclBgUgM9288klJfd1DB/uO+wRsSQgghOYSCakJykD+q\n4rV9rSn3/7+3D8MdpNnqEyJBBSGfgmhYHe2hEEIIGSW02oiQHFTXEYSqp75IubrBA0XV0jii3nRd\nQyzmRjhcj2CoFpoWgiDkweFYAJ63QRTi12weKSGfgtajXux6qwEhnwJHkRkLL5mAvBIZZivlOhNC\nSC6hoJqQHJSOnGhtCEF5PNFoO1pbn0dD46NQlI4+553ORZg44duwWmdAFEcvuA75FLz6wB60Hf0s\nFcbbHkbDPjemLynBOddOhdlKm7EQQkiuoPQPQnKQOQ21phkmvXtiG4aOYLAWH29bjSO1v+k3oAYA\nj2cbdu76Mo4c+RUUpW9d7ZGgxjRUv17fK6A+1cEPW9F8sHuER0UIIWQ0UVBNSA4qd8lD6p8nC+C5\n9AbVkUgztu+4DorSnlD7ltbncPjwrxCLjXzwGg2q2P/B8bhttr1Sh7Cf8s4JISRXUFBNSA5yySIm\nF1pT7n/T0gnIS2N9ZEVxY1/NXVBVT1L9WtvWw+vdlbZxJEpVNMSi8XPK3ceD0IcpRYYQQkjmoaCa\nkBxUYJPwzfMmp9SXZYBrq8ZD4NL38aGqXvh8O1PqW1f3xxFPA2ESmKXnBfp4JYSQXEKf+oTkqOVT\nC1CZn3wayI1LKmGT0rfGWdMiqG94NOX+Pv8exGLJzXAPlSByKKywxW0z7awSiCZaC04IIbmCgmpC\nclShzYR1t5yFYruUcJ8LZhbh2xdOg92cvqoWqupDZ+dbQ7qG2/1+mkaTGLNNxPLrp2KgtZqCxGHh\npZUQpKEvCCWEEDI2UFBNSA4b75Kx/o5zcPak/LjtJJ7FN1ZOwm+vnQuXJf31l1XVO6T+itKZppEk\nLr/ciivunAdrXu8vJa4yC675/kJYnIl/WSGEEDL20btJQnJcmdOM+7+8AL5wDE9srcdLe47DE4qB\nZxmUOc24edlEnD+jCHYTD7M4PB8ZLCtC16Op9+fMaRxNYkSJR/mMPKz5YRVCfgVhfwxWpwTJIkC2\n08YvhBCSayioJoTAKYtwyiK+t2o6bls5qeegAbAsg3yLmPaa1KdiGA5mUwX8gZqUr2GRp6RxRIlj\nWAayQ4LsoFnp0+m6ilisu2dXzOBhiGIB7PYzwfN2cJxptIdHCCFpR0E1IeQkSeBQlIaNYZIhivmo\nqPgaavbflVJ/jpPhcJyZ5lGRodA0BYHAfuzZe3uvuuMsa8LUKT9CcfEVEATHKI6QEELSj3KqCSGj\nLi9vCTjOklLf0tLrwPMUoGUSRWlF9c4v9dnIR9cjOHjo5+hyvw/D0EdpdIQQMjwoqCaEjDqet2PC\nhG8m3Y/jrKisuJnSCTKIpoVRd+y+uDnytbW/gaJ0jeCoCCFk+FFQTQgZdRxnwriy61Facm3CfVhW\nwvx5f4EoFg/jyEiyVNWP9vbX4raJRI5D00IjNCJCCBkZlFNNCMkIguDElCk/hFmuwLFjf4o702k2\nV2DOnPshmyeBZeljLLMwMAxl0FYGkkv/CAf8UCMRaJoKXpRgslrBC1RlhRCSOehpRAjJGKKYh4rx\nX0VZ6bXo7HoPDQ0PIRSqB6CDZSW4XMsxccI3IUllEMX8Ya1KQlLDsiIcjip0d28ZsA3HWcEnmEOv\nKgq6W5rxzuMPoWn/XgCAYDJj7oWXYNEVV8PizEvLuAkhZKgoqCaEZBSOk8FxMspK16Ag/3wAOgAD\nAAOOM4Pn428PTkaXIDgwaeJ3sCNOUD1u3JcSrv7R2XgM//jZ96Gp6sljsUgYO15ej8aaPbj6R7+A\nxeEc8rgJIWSoRjWnmmGYRxmGaWcYZt8px1wMw7zJMMzhT/9N0xCE5CCGYSBJBZCkIkhSMSSpiALq\nMcJimYIpk3/Y77l817morLgVLDt4be+Q14MN9/9fr4D6VO11tajfXT2ksRJCSLqM9kLFxwFcctqx\nHwJ42zCMqQDe/vT3hBBCxghBcKCs7HqcveQdjB9/M/LylqK46ApULXwOs2b9FqLoSug60XAIXY31\ncdtsf3k9Qt6hbXNPCCHpMKrpH4ZhbGIYZsJph1cDOPfTX/8FwEYAPxixQRGSJTwhBYqqg2dZuKy0\noIuMLEGwQxDsmDL5+9C0MFhWTLr0YTQYHLRN0NMNXddSHSYhhKRNJuZUFxuG0fLpr1sB9Fsvi2GY\n2wDcBgAVFRUjNDRCMl9XIIpdjR7cv7EWzZ4wimwSvrZ8Es6enI8CK22nTUYWywpgWSGlvmabfdA2\njqJisHwmPsoIIbkmoz+JDMMwGIYxBjj3EICHAKCqqqrfNoTkmq5gFP/29G68e7Dj5LEWbwR3/n0n\n5lc48ee1VRRYkzFDNJtROnU6Wg4fHLDN4tVrICcQfBNCyHAb7Zzq/rQxDFMKAJ/+u32Q9oQQALpu\n4NU9Lb0C6lPtbPDg8S3HEFNpe2gyNphtdlxy+10QzXK/5yfOr0LZ9JkjPCpCCOlfJgbVLwL4yqe/\n/gqAF0ZxLISMGV3BKB7cdDRumye2HkN3aPCNOQjJFM6SUqz97T2Yc/7FJzd7sRcW46Jbv4VL7rgL\nsj2x0nyEEDLcRjX9g2GYv6NnUWIBwzBNAH4O4L8BPMUwzC0A6gFcN3ojJGTsUHUDTd3huG18YRVR\nmqkmYwjLcXAUFuPcm27D0uu+DMMwwLIsZIeTNv8hhGSU0a7+8cUBTl0wogMhJAtwDAOBYxDT4i8x\n4DkKRMjYI0omiFJy1UMIIWQkZfRCRUJI4iwSj8/NKcP6Xc0DtjlnSj7MAjeCoyIku8ViXqiqD+3t\nG6DE3HA6q2C3zYEguMCy9IglJJfQ33hCsoRF4nHXxdPwxv5WBJW+dXsFjsFPPzcLTplqVhOSDori\nxpHau9HS8vTJYw0ND4HnnZh35qOwWmeB41IrJ0gIGXsycaEiISRFpQ4TnrvjHMwu611ibHKhFc98\nYykm5FtGaWSEZBdNi6C+4c+9AuoTVNWD6p1fQizWfyUeQkh2oplqQrKIwLGYXmLDEzcvhj+qwh1Q\n4JQF2M0C1acmJI1U1YempicGPK/rETQ1rcOkSd8By9LbIUJyAQXVhGShfKuEfKuU8sy0O6BA1Xuq\nhDAM4DCLEHl6sUXICZHIceh6JG6b9o7XMX78VyFJhSM0KkLIaKKgmhACAIiqGryhGD6qc+PP7x9F\nc3cYMU2HQxZw+ZxS3HBWJexmAQ4z5YgSYhiJlKbUAVC1HUJyBQXVhBB0BxX8c3sj7n3nCAJRtdc5\nX0TFA+8dxQPvHcXyqQW4+5q5KHWaR2mkhGQGs3kcGEaEYQy8mVJ+/rngeesIjooQMprofS4hOa47\nqOA/X9mP/37tQJ+A+nTvH+7ElfdtRqM7NEKjIyQzcZwVZaXXDHieYQSMH/9VcBzV1iYkV1BQTUgO\nC0ZVPLalDs9WD1zb+nRtvihuePgjdPjj55PmIk0LIxptQyBwGMFQHaLRDuh63/KGZOzjeQsmTboL\n+fnn9TnHshLmnfkIJLFoFEZGCBktlP5BSA7zR1Tcv7E26X4N7hDeOdCB66rKM3KraEXpRDjSjNbW\nF2DoCgoKL4LNOguiWDBs41WUThw9+r9oaX0Ouh4FAEhiMSZP/jcUFFwAQXAMy33J6BHFfMyaeTcU\npQPNx/8JNeaBM28xCvLPA887wXFUcYeQXEJBNSE5StMNbNjXMui25gO5b+MRnD+jCIW2zAocotE2\n7N59K/yBmpPHmo//HZJYjPkL1kE2T0x7YK0oXdiz95vwerf3HovShv2ffA/Tpv07ykrXUCpAFhJF\nF0TRhenTfgZd18CytGMpIbmK0j8IyVHuYBQPbTqacv/6rlDGpYAoiht7936rV0B9QlRpQ/WOL0BR\nOtN+32DwcJ+A+lS1tXdDVX1pvy/JLBRQE5LbKKgmJEdpOnDcO7SguK4zmKbRpIcS64LXVx33vMfz\ncVrvqapBNDQ+FreNpoXg9+9P630JIYRklpSDaoZhLkrnQAghI8swUkv7OFVIyaxFeN3uLYO2aWt7\nGZqWvhl2w1ChxjyDtlNiXWm7JyGEkMwzlJzqRwBUpGsghJCRxbFDzyt2yp9tv6yoOjxhBc3dYQSi\nKipdMmxmAXlyhm3RnOZ1ihxnhsU6A5446R8AYLVMTe+NCSGEZJS4QTXDMC8OdApAfvqHQwgZKSLP\nYvFEFz6uc6fUn2GAmaU2AIAnpODVva34zYYD8IZjJ9ssmpCH/7l+Hsrz5LSMeTAu1zmDtikp/nxa\nFwyyrIjx5V9Bc/O6AduYTOWQpNK03ZMQQkjmGSz9YzmABwH8vp9/AsM7NELIcHLKIr5zQeqzpyum\nFsBuEqCoOl7b14ofr9/bK6AGgG3HunHdA1vRPkILGgXBBadj0YDnRbEQDkdV2u8rigWYOuXH/Z7j\nOAvmznkQokjzEIQQks0GC6o/BBAyDOO90/7ZCODg8A+PEDKcphRbUy6J9y8XTIXdLMATUvCbDQcG\nbHfcG8EbNa3Q9aHncA9GFF0444w/wm47s885SSrFwgV/hygWpP2+gmBHaekaVFU9h3zXueB5O0Sx\nEOPH34wlZ22AxTIFDEPrwgkhJJvFTf8wDOPSOOdWpH84hJCRlC+LePDGhbjuga1Qkwh6r68qx6QC\nKwCgxRuBJxSL2/7vHzfi0jNKkW8d/prWklSEM8/8MyLRVrS1vQxdV1BYcCEslimQpMJhu68g2OEQ\nzsTs2f8DXe+Zmed5B20AQgghOYI2fyEkh3Eci5mlNjx+82Lc8vg2RFV90D7XLizHDy6dgTxLzwLE\nkKIO2icYVaGnodpIokQxH6KYD7tt9ojd8wRBsAOwj/h9CSGEjK6E3kcyDLOEYZhtDMMEGIZRGIbR\nGIahnQwIyQJmgcfiCS68cdcKXLuwHBLf/8fCGePsePgrVfjJZTPhsnw2+zreNfgixLnlDsgifYcn\nhBCSvRJ9yt0L4AsAngZQBWAtgGnDNShCyMgSeRaV+Rb8cvVsfG/VdGw+0okj7QFEYzqK7BIunFkM\npyz0m75hlXgsnZyPLbUD12G+49wpsEgUVBNCCMleCT/lDMM4wjAMZxiGBuAxhmF2AvjR8A2NEDLS\nZJGHLPK4ekF5wn2csojfrTkT1z+0FY3ucJ/zP7lsJsqc5nQOkxBCCMk4iQbVIYZhRAC7GIa5G0AL\naItzQsinypxmPHf7Umw82IEnP2qAP6JibrkD31g5GaUOE+xmYbSHSAghhAyrRIPqG9ETRH8LwF0A\nxgO4ZrgGRQgZewptJly7sBwXzCyGrhuQRQ4ypXwQQgjJEYk+8ToBKIZhRAD8gmEYDgDViSKE9MIw\nDFyWDNuWnBBCCBkBiaZwvA3g1CX+ZgBvpX84hBBCCCGEjD2JBtUmwzBObkv+6a8Hr6NFCCGEEEJI\nDkg0qA4yDLPgxG8YhqkC0HeZPyGEEEIIITko0Zzq7wB4mmGY45/+vhTA9cMzJEIIIYQQQsaWRGeq\n9wJ4AEAUQAeABwHUDNegCCGEEEIIGUsSDaqfADAdwH8BuAc9uyn+dbgGRQghhBBCyFiSaPrHGYZh\nzDrl9+8yDLN/OAZECCGEEELIWJPoTHU1wzBLTvyGYZizAGwfniERQgghhBAytiQ6U70QwBaGYRo+\n/X0FgIMMw+wFYBiGMXdYRkcIIYQQQsgYkGhQfcmwjoIQQgghhJAxLKGg2jCM+uEeCCGEEEIIIWNV\nojPVhJAcYBgGGIYZ7WGklS8cQ1BREVY0SDwLWeKRJ4ujPSxCCCFZhoJqQnJcWFHhDat4+5M27Gz0\noMgmYc3CcuRZRDjHcPBpGAaaPWH8+4s1eOdAO3Sj5/iCijz8+uozMLHAApHnRneQhBBCsgZjGMZo\nj2HIqqqqjO3bqRgJIckKRVVsru3EN5/cCUXTe527ZkE5fnL5TLgsIxdYhwMKlIiGoDcK0cyDM3Ew\nRBY2swCBS7RYUY9WbwRX3PMBOgLRPucknsVLdy7DtGJbuoZOCCEkRzAMs8MwjKrTj9NMNSE5rNkb\nxtf/uuPkLO6pnq1uwniXGXecOwUin1xAmyxdN+DrCOOtx/ejrc538ri9wIwF107Gbl7H3Al5yLdK\nCV0vqmp45IOj/QbUPed1/OKlGvzpSwvG9Gw8IYSQzDG8T0pCSMYKRFXc+/aRfgPqEx79oA6ekDLs\nYwl5o3jm7u29AmoA8HWG8d6D+1BscPj9m4fQNUCQfDpvOIZ/fNwYt83mI10IK1rKYyaEEEJORUE1\nITkqFFXx3uGOuG18ERXecGxYx6HGNOx8qwHRoNrvecMA9r5Yh6XjnKhu6E7omoYB+KP9X+9U0dNS\nXgghhJBUUVBNSA5LpM7HcFcDiYZUHNzaGrdNZ2MA0wusePC9o+hOYOacZRiU55njtpF4FmZaqEgI\nISRNKKgmJEdZTTzOm1EUt43DLMBuGv6lF0p48FllXTfQ6otATWB2Od8i4usrJsVts3peGWwj8N9G\n0ifkU9BW58WmfxzCxicPoGF/F4LeKLJhwT0hZOyjJwohOUoWeXzrvCl4cddxqAMkVn9j5aRhX8jH\nsAxcZVZ0NQcGbMMJLDQGGOc0J1QFhGUZXDanFC/vacFHde4+5yvzZfzrxdMhS/QROFYEPFG8cu9u\ndDZ99nNS8/5xWJwSrrxrPhxF5qyrsU4IGVtoppqQHFbqNOHRmxZBFvumQXzl7Ep8YVHFsFf+kG0i\nqi6bELfNpKoiPL+/FbefOznhID/fKuG+Gxbgt9fOxeRCKwSOQanDhB9eMgNPf+NsFNtNaRg9GQlh\nv4LXHtjTK6A+IeiJYv3vqxHyDf+CWkIIiYemaQjJYWaBx1kTXXj3387FR0e7sKvRgyK7CZfPKYXd\nJMAhCyMyjnHTnZi6qBiHt7X1Oecqs6BiRSle2HIUc8Y5krpuvlXCtQvLcd6MIuiGAQYMXLIALsma\n12R0hXwK2o/5455vPerF5Pnx05kIIWQ4UVBNSI6TBA7FAofPzxuHz88bNypjMFtFLL9uKmYuLcWO\nDfXwtodgsgqoPLsEtgk27O0K4D9WnwFXgnWqT8UwDApS6EcyR8P+vik8pzu8rQ2VZ+SDF2jxKSFk\ndFBQTQjJCGabiPEzXSissEFRNGiGAU1kYRgGZkxwgmMpX5YMjGEYMAnVsyGEkOFBQTUhJKOYLAJM\nlpFJOyFjQ8VsF7Y8G7/N1EXF4ARK6yGEjB4KqgkhhGQ02SaiZLIdrbW+fs9bnCKKJ9pHeFRkuMVi\nMUQiEXR1dSEYDIJlWdjtdtjtdsiyDI6jVB+SWSioJoQQktHMNhGX3DoHr96/B+31vRcs2vJNWP3t\nebA4KG8+WyiKgkAggA8//BC7du2CovSu7GK1WrFkyRLMnTsXFouFgmuSMZhsKJpfVVVlbN++fbSH\nQQghZBiF/AqC3VEc3tEGXdUx8cxC5BXLkCmgzhqRSASHDh3C+vXrB93Ux2QyYe3atSgsLIQgUMoY\nGTkMw+wwDKPq9OM0U00IIWRMkG0iZJuIwgrbaA+FDANFUXDo0CE899xzCbWPRCJ49NFH8bWvfQ1F\nRUVgWcqpJ6OLfgIJIYQQMuqCwSCef/75pPqoqop169YhGAwO06gISRzNVBNCCCEjTI3FEA18mh/O\nMGA4DmaLFUyOzraqqort27dD1/Wk+wYCAbS1tcFmozcYZHRRUE1IErSYDl3XwQksvWokhCQt7Pcj\nGgqiZuNbYHgelQsWwevzI6ooMMsW5BUUQDabYbPnVjWTcDiMoayN2rhxI8rKyiDLchpHRUhyKKgm\nZBDRUAxKRMOhj1rR0eiHGtMhmXlMqSpGUaUNJosAjqcAmxASn7+rExvu/x+MmzUX4+YvQvWevXjn\nyb9DVdVe7QoKCrDsnHMwZepUWK3WURrtyPL7/YhGoyn3b2pqQiwWS+OICEkeBdWEDECN6fB1hrHl\n2SNoqOnC6QvRD33cBsnCY8655ZizshyyXYx7PV3TocZ0sCwDXqQSUITkEl9HO/7x7z/A2devRXtE\nweN/+/uAbTs7O/H8Cy/A6XRi7dq1yMvLA8Nk926R4XB4yNdIJXWEkHSioJr0oYRVxBTt5O9ZjoHZ\nGj9gzDaqoqGl1otX/rQHmjrwB3U0qGL7K8dQt6sDV9w5DxZn79JeuqojHIyho8GPw9vaEA2p4HgW\n+eUWzDi7FKKJp90DCclyQU83tjzzN1z23Z+AkUxQ2tpQUVGBhoaGuP08Hg8eeeQR3HrrrXA6nSM0\n2tFBtaZJNqCgmgAADMNA2K/A745ix2vHcPywB0pEAy+ycJVaUHXZBBRW5Eaqg2EY6DoexMv37oau\nJVbHvas5iJf/tBtX3Dnv5Ix1yKdg33tN2LOxCdFg79e7R3d1YNsrx1A+Iw/Lrp0KR6GZZq8JyVLR\nmAr77AV4/rUNCAQCcDgcWLBgAVasWIFnn3027ixtMBjEM888gy9+8YuwWCwjOOqRNdQ0F47jKDAn\no46CagJV0eBuCeKNh2vg7ej94R6LaGir8+GVP+2BZOGx4vppqDyjAJKcvT86Yb+CNx+tSTigPqGz\nMYCjO9sxe/k4hPwKXr53NzobAwN3MICmT7rx1K+24ZKvz0H59DwIEj0UCMkmPp8P/3zmGbS1tZ08\nFolE8Nprr6GyshJr1qzBunXr4qYuNDU1IRwOZ3VQbTKZkJ+fj66urpT6z5kzByaTKc2jIiQ52T3l\nSAalxXqC5md/u6NPQH26aFDFm4/uR837zYiGsndBSMCjwNueWn5f9RsNCPmiePX+PfED6lPomoHX\nHtiLzkY/DH3s73CaLF3TEfRG0fiJG9teqcPejU3wd0Wy+meM5IZYLIYtW7b0CqhPVV9fj8bGRkyd\nOnXQa23durXPdt3ZxGq1Yvny5Sn3X7p0KUQxt9IUSeahoDrH+bujeOne3dDVxIO5retr0XSwOysD\nQCWsYsdrx1Luby8w49jeLrQf8yfVz9ANvPnofoQD2fvQ7I+m6uhsCuCf//kxXvy/Xfj4pTps+sch\nPPH/tuDDF44i7M+tPw+SXSKRCHbu3Bm3zY4dOzBv3rxBr1VTUzOk6hhjweTJk1OqNT1hwoSsnsUn\nYwcF1TlMiaj46MWj0GLJr5je/PQRhLIwAIwpGlprvSn3P2PFOOx8M/7io4H43RH4OiMp33ssCvkU\nPP+HnQj7T5uVNoB97zVjz7tNUE9ZNEvIWKKq6qCBsM/ng9lsHvRakUj2fzbYbDZ85StfSSqNo7Cw\nENdccw0F1SQjUFCdw5SwiqPVHSn19bsj8A2SLjJWKRF18Eb9kO0iBIlNOXUEALa9UpczaQ+aqmPf\npmbEogMHzbvfbkQ0lNr/D0JGG8uyg5bC43kexun1OvuR7SX1TnC5XLjttttQUFAwaNvJkydj7dq1\ntJMiyRjZu9p1h+qCAAAgAElEQVSMDKpudyf0IaRwVL9ejwu/aoVkzq4fI0HioCrJz947i2W01yeX\n9nG6tjpfz+YyQ7rK2BANxlBb3R63TSyqIeCJ9ilVSMhYIIoiJk2ahNra2gHbzJ49GwcPHhz0Wna7\nPScCa5Zl4XK5cNNNN8Hr9WLTpk04dOjQyS8egiBg3rx5WLJkCcxmM+2gSDJKdkVDJGGGYaCjYWgB\noKctDC2mAVkUVHMCi/xyK5o+6U66r2jiEIsMLVVBCefQrCwDGAl8d8nG3P2hUpQuGJ/+4fG8DRxH\nVQ8ykdlsxqpVq/DQQw/12TUR6Kl4sWjRIjz55JODXmvx4sUJpYlkC6vVCqvViquuugqxWOxkdRSW\nZWEymSAIVN+fZJ7siYZIUgzdSGk29lSaqgNZFu+YZAGLLpuQUlAdi2pDLomXSyX1BBOP8bPyULNp\n4HQZlmNgdVHAeIKidKPbsxXH6u5FIHgIHGdBaenVqKy4FZJUDIbJnZ+fscLlcuGWm2/GSy+/jOPH\nj588XllZiQsuuABvvvnmoLsJsiyLOXPm5GQdZpPJRKXyyJhBQXWOYjkWZvvQvulLZh5gs+91pLNI\nhsUpIehJbqW9tyOMBZdUDune+eU2cFxuLHUQRA7zLqzA/g9aBpyNnr6kBKIp9wKJ/iiKG4cO/yfa\n2l44eUzTAmhqegKtrc+jauGzsFgmjeIISX94nofL6cSl562E7CqAx+OBJEloamrC+vXr0d09+Bf4\n+fPnU7k4QsaA3Hh6k35NWVA0pP6T5hfClEWpHyeYbCLOu3EGkOT3BYZlkFdiGVL+76LLJ8BkzZ3X\nmhaHiMtunwOW7/uHPX5GHpasngzRlH0/YwDgDipo6g7haEcArd4IApH4C1QDwYO9AupTqaoPNfu/\nC0VxD8dQyRBJsoyCkjIc37cLaiSMxx57DBs2bEgooK6srMT5559Ps7WEjAHZ+bQiCbEXmmHNkxDo\nTr72KcMAM84uBZuFW5azLIPSyQ6cf+MMvPPXAwmluFicEq68az4sTgnzL6rAB08fTvq+sl2Eqyy3\nykIJEo/y6Xm48T/PxtHqDhw/4oEkCzhj5ThY8ySYrdk3OxeJaTjU5sdP1u/D3uae8o0cy2DV7GL8\n9PJZKHX2zZuNxbw4duy+uNf1+/dCVf0QRdewjJsMjdlmw9Sqs+DvduOGL1yPZ59/AcFgMG6fuXPn\nYtWqVVQujpAxgoLqHGa2iZh/cQXe/2fyAWDlGflZ/VpeNPGYvKAI9gIzNv3jENzH+3/4sSyDSQsK\ncc41U2DN65lJmlpVhL3vNSVdWu/cG2bk1Cz1CbzIwSpymHv+eMxePg4M15NDmq0Otflx9X1boJ6S\n8qLpBl7d24rdjV6sv2Mpiuy9ZyV1XUE4XD/otRWlA7I8tBQkMnxMFitMFiuswQBuu/VraDl+HB9s\n2YqmpqaTbSRJwsKFC7Fo0SKYTKacWpxIyFhHQXUOY1kGU6qKcWR7O1qS2PBEdohY8cXpkOTsDgBF\nE49x0/Kw+q75CPsU7HyrAd0tQWgxHaKZx6R5hZiysAiime+VoiA7JKz+9nys/0M1/F2Jbdiw8kvT\nMG6aM2fyqQfCCdn9398ViOJHz+3tFVCfqtkTxtM7mvD1FZPAn/KzwDAcBMGFSKQ57vV5wZHW8ZLh\nYbZYYQbgcOahYsJEqKoKXdfBMAxYloXZbAbP0+OZkLGGSaTofKarqqoytm/fPtrDGLNC3ihef6QG\nxw95Bm1rc5mw+q55sBeYc6Jm6qlURUNM0WDoPVUpRDMPNs5CzaAniq3PH8Hhbe3Qtf7/nrlKLVh2\n/VQUT7Bnbe4w+UyjO4Tld78bt02pw4QXv3UOCm29Z6tbW19Azf7vDtjPZBqPqoVPQ5IK0zJWQggh\n/WMYZodhGFWnH6enOIHskLDq1jPQ9IkbO16rh7ulb6qDbBdx5gXjMX1JCSyO3NyIgxc58GLiKS8W\np4QVX5iOJVdOwdGdHaitbkc0pIIXWDhLZMy7sAKyQ4Rsy768YdI/RR28jKU7qKC/uY481zmwWmch\nENjfTy8WM2f8GqI4+C50hBBChgcF1QQAINtETFtcgvKZLoS8ClqOeBAOKJDMAgrGW+EslmGyCjmf\nnpAs0dSTGjJn5ThMP6u4Z8aa6Sknl0yATkaXrsegqgEAOhiGA8dZwLLJpz/JIgeWAeLtZzOp0AKu\nnzcgkliAeWc+irpj96Kl5Rnoek9qkc12BqZP+zms1hk59/aIEEIyCQXVpBfZ1jNzWlBuHe2hZBWG\nZbI+Bz0bKTEPNNWHpqYn4fVWQ9OC4HgrnM7FGFf2BfC8DUISecxWE4+LZhXj9Zq2Advcce4U5Fv7\nfxskSYWYOuWHmDjhDmhaGAzDg+NkqvhBCCEZgIJqQgg5jabFEIkcw4GDP4XHs63Pea93B+rr70de\n3lLMmP5LmEzjwbKDf5zaTAJ+fsVs7GnyosXbdxHrBTOLcM6U+CkcHGcGx1FFCEIIyTS0UJEQQk6h\naTH4/Xuwc9fakykW8XCcFQvmPwmrdUZCgTUAtPki+Oe2Rqz7sB6eUAyTCi2449wpWDa1AC4L5dgT\nQkgmG2ihIgXVhIwBhqHDMLSU8nhJcoLBI/h42+qEAuoTOM6KxYtfhGxOvEa0qulwhxQAAMswKBgg\n5YMQQkhmoeofhIwxquqHqvrR3r4B/sAnMHQFguhCcfEVMJvGQxTzwTC0cDSdYjEPDh7696QCagDQ\ntACOHPkNZs28Gzyf2HoEnmNRZKOtpwkhJFtQUE1IhtG0CCKRJhyp/S06O98B0LsMW1PTEzCZxqGy\n4usoKrqUFqmlSFUD0LQQAIDjZPC8FarqR3f31pSu19n5FlTVn3BQTQghJLtQUE1IBtG0MLo9H2HP\nnm/AMGIDtotEmnHw0M/Q0fEGZs/+PdUnToKmhRAON6Gu7o/ocm8CAOS7VmDixH9BMFSb8nUNQ0Nr\n24uorLiNStuNIbquIxQKIRKJQFVVyLIMSZIgSZSOQwhJDgXVhGQIw9Dg99dgz57bYBhaQn3c3R9g\n//4fYNas39KMdQI0LQK3ezP27L0Dp74BaO94De0dr2PWzLtRUrwarW0vpHR9r7cauh6h6hxjRDgc\nRl1dHTZs2ACfzwcAYFkWs2fPxsUXXwybzTbKIySEjCWUkElIhlAUN/bt+5eEA+oTutwb4fXtGqZR\nZRdV9WJfzb/g9JSaHjoOHPwxysu/DCC1mWZNC0HXB37DQDKHqqo4fPgwnnrqqZMBNdAzc713716s\nW7cOgUBgFEdICBlrKKgmJEOEQnWIKgNvChJPXd0foSjuNI8o+3R1vQddVwY8r+sKPN5qOJ2LU7p+\nz06LVBJvLAiHw3jttdcGPN/W1obGxsYRHBEhZKyjoJqQDBCLeVF37J6U+/v9exGLedI4ouzk8+0b\ntE0odBQmU2lK1893LQfLUi7uWODxeBAOh+O2+fDDDwdtQwghJ1BQTUgG0HWl3537kuHz70nTaLKX\nJBUP2kYQnFDV5F/7M4yIwsILaZHiGJFIsByJRKDr/aUKEUJIXxRUE5JGmteLWEsLokePInL4MJSG\nBqidnTAGfTDrcat9JCIW6x5S/1xQUnLFoG2KCi+F2705+WsXXwGep4VtY0VeXt6gbQoLC8HztJ6f\nEJIY+rQgJA3Uri4odcfQcd99CG3Z0uscX1KC/Ftuhu3ii8E5nWD7LdXFgGG4pBcp9roPl/0BnTes\nIBrTwTCASxbBccnNC/C8A+XjbkRT81/7PT9u3I0QxXywrAhdT/y1vygWYNKku8BxclLjGQm6piHs\n98Hv7oK/qwO6qkG2O5BXWgbJYoWQo6XjZFlGSUkJWltbB2yzbNkyKq1HCEkYbVNOyBDFWlvR+I3b\nET1wIG47RhRRfs89MFctBGex9DqnKF3YufNGBIIHUx7Hoqr1sNvnptw/k3lCCg62+nHPO4fxSYsf\nNhOPLy6uwFXzx6HIntyuhEqsG60tz+FY/QOIxXoWdwqCC5WVX0dpyTUQBDuCwVpU7/xSQrP/oliI\nhQv+BrN5Ykalfui6hpDHgwOb38P2V55HsLv3QlZelDBr5fmouvxKWPJcEE25Vwaws7MTjzzySL+p\nICtXrsSSJUtgNufenwshJL6BtimnoJqQIYi1taH+Szcg1tycWAeGQfm998JyzlKwpt7BYFvby9hX\n8+2UxmEylaNq4TOQpMKU+mcyT0jBH985jEc/ONbnXLFdwrO3L0V5XnIzxLquIhbrhqYFYADgOSsE\nIQ8s2/PyzjB0RKItqDv6v2htexmG0bdiCMtKKCm5ChMnfAuSVJJRAbUWi6GruQFP//IniAQHyQ9n\nGFx8252YetZSmCy5tRukrusIBALYvn07du/eDUVRUFZWhpUrV6KwsJACakJIvyioJiTN1O5uNH/7\nOwh9/HFyHQUBk199BeL48b0OR6Pt2PrhhdC0YNJjmT7tPzBu3BfAMNm3TGJHvRvX3D/w1uFnT8rH\n/V9eAKec/lJ2qhqEpgXQ0fEWuj0fQdOC4DkrXK5lyM9fCZ63ZdxGL4ZhoKupAU/++LtQlWjC/VZ9\n49uYdvaynJyxVlX15Gw1z/MUTBNC4hooqKacakJSpHm9yQfUABCLwf2Xv6Do374H1vRZvibPOzB1\nyo9x4OBPkrqc2TwBhYUXZWVA7QvHcM87R+K22Xq0C4GoOixBNc9bwPMWlJffgLKyNdD1GFhWBMsK\nab9XuoS8Hjz3658nFVADwOsP/hHjZs6GWJJ7ASXP87R7IiFkyLLvKUzICNAjEbj/8peU+3ueWw/N\n5+11jOMkFBVdigkT7kz4OiZTGebP+0tGpX2EYxq6gwr8kaHvLBiJaTjU6h+0XZsvuQAyFSwrguct\nGRFQR6NR+Hw+uN1u+Hw+RCKRk+fcx5vg7+pM/qKGgerXXoKqDLw5DiGEkIHRTDUhKdD8fnhfeDHl\n/kYohOiRIxCKinodFwQHKsZ/FRbLZBw58t+IRvuvTMAwHAoKLsK0aT+FSSpJeRzp5AvH0O6L4M8f\n1OFAiw95soibl03ErDI7CqypVVBgWQZ2s4Dj3kjcdlYpdz7KvF4v3n77bdTU1EDTNLAsi6lTp2LV\nqlUw8Ty2PvO3lK9d8+6bOOvKNbCKrjSOmBBCckPuPIkISSddhxEKDekSalv/W5ILggPFRZchz7kE\nodAx1Dc8gHC4EbquQBAcKCq6DCXFnwfP28DzmbGwzBuO4a9bj+F3bxzqdXzjoQ7Mr3DioRurUGhL\nPrB2ySJuXFKJnzw/8E6IJXYT8iyjP3s8Enw+Hx5++GH4/Z/N3uu6joMHD6K+vh63f+0WNNbsTfn6\nsWgEvvY2WPMoqCaEkGRRUE1IBmIYDpJUCEkqhNU2A7oWBWCAYTjwvP1klYpMcaTd3yegPmFngwd/\nePMgfnr5LMhJziizLIOLZ5fgwU1H0eDu/0vMf1w5G/mW+AG7YWhQlC7ougKGYcGyZoji4Jt/ZJJY\nLIYtW7b0CqhPFYlEEAokvxPk6UJ+35CvQQghuYhyqglJBcuCkYe20QdfPPiW2QAg8DZIUgEkqRCi\n6Mq4gNobVvC/bx2O2+a56mb4I2pK1y+0Sfjn15fgwplFYE+pWleeZ8bDa6uwZFI+OHbgcnaK4kZj\n01+xbduV2LJ1JTZvWY7de26F17szpe3IR0skEkF1dXXcNkps6HnsHO0gSAghKaFPT0JSwNlscFy5\nGp6//T2l/owsQ5oyJc2jGh3RmI5dDZ74bVQd3kgMxY7kNmo5odRhxh+um4egoqIroEAWOdhMPPIt\nEthBAuqDh/4d7e2v9Dru8+3E9h1rMHfuQ8h3Lc+IxYeDMQwDyiCLCA3DAC9JUKOpL9y0uvJT7ksI\nIbmMZqoJSQFrMsG1dm3K/Z3XXA3O7kjjiEYRA5gEbtBmQpJbip/ObhZQ6jDjjHEOTCq0otBmihtQ\nA0Ak0tQnoP6MgU8++T5isfhfCDIFwzCQB3k7cqC2FrNXXJDyPeyFxZCz5eeSEEJGGAXVhKSIczgg\nL16cfEdBgGvt2l41qscyh1nAlfPL4rYpc5hGvEKHpoVR3/Bw3DaxWDdCoboRGtHQyLKMxYP8vOkG\nsOCyz6d8j8Wrr4XscKbcP56w3wdfZwc8rS0IuLuodB8hJOtQ+gchKeLz8lD227tRf8OXEWtqSqwT\nw6D8//4XfGHR4G3HCInn8NVzJuIfHzfCH+0/b/rHl81EviX9m7PEo+tRRCMtg7aLRI+PwGiGjuM4\nVFVV4ZNPPkFbP5VjnE4nli1bBoEBJs6vQt3O5HaZlR1OTK46K+3bratKFO7jzXjnsQfRfKAGACCY\nzJhz/sVYvPpaWJzpWTAajUYRi8VOzuhn0rbxhJDcQDPVhAyBUFyMynV/hTRz5qBtGVHE+IcehHzW\nWVkzS31CsU3Cs7cvxcQCS6/jNonHb66Zg+XTCgZN1Ug3ljXBbB4/aDuzafA2mcJqteLGG2/EBRdc\nAIul58/aZDJh2bJluOWWW2C322G22bHqG99GQcWEhK8rms247me/TluAe6qO+mN48sffPRlQA0As\nEkb1qy/guV//HEHv0NJvwuEwjh8/jhdeeAGPPvoo1q1bh507dyKQhkoohBCSDMYwjNEew5BVVVUZ\n27cnNytDSDqpXV1Q6uvR+af7ENyyBTjl7xVfWor8r90C24UXgnM6wUrZFVCfqjMQRYc/iqMdAeRZ\nREwptMIhC5D4z3KutVgMSiQMluMgyZY4Vxs6v78GH28bOB1CFAuweNHLGbUjZSJ0XUcoFIKu62AY\nBmazGfxpVTuCnm68+dA9qN3xcdxrOUvKcNUPfg5HcQk4bvDc+GQEvR489Ysfwd3cOGCbS7/5Xcxa\ncX5K1w+Hw/joo4+wcePGPufy8vJw0003weGgHHFCSHoxDLPDMIyq049T+gchacDn54PPz8e4//kD\n9FAIejgMaBoYUQQry+BcLjBs9r8YKrBKKLBKmFlq73MuGgoh5PWg+rUX0Vp7CJJZxrxVn0PptBmw\nDFMer8k0DmVlX8Tx432rtDAMj9mz/heCMLbqVQMAy7KwWuNv/GNx5mHV7XchGvSjesPL2Pfum4hF\nwgAAhmExcX4Vllx9PeyFRcMyQw0ASigUN6AGgO0vr8eEMxdCTiH4dbvd/QbUANDd3Y2XXnoJ11xz\nDcxmc9LXJoSQZFFQTUgacXY7OHvfgDLXRUNBHNz6Ad586J5ex+v37kL++Epc+5P/GJZd/ATBicmT\n/hVOZxWOHbv300WJDPJdKzF5yvchmysyru53OpltNphtNqz40k1YvPpa6LoGGAZYjocgSpAsw/um\nIBIcPAUj6OnuGVey145EsGnTprhtamtrEY1GKagmhIyI7H2aEEIyhr+rs09AfUJXYz3eevg+XHLH\nXTANQ5AninkoLbkSLtcyGHoMYFhwrBmCkDtffnhRhFUc+a3H5QS+YDqLS1LacCYWi6G1tTVuG8Mw\n4Pf74XQOz5sQQgg5Vfa/jyaEjColEsa2F56J2+bojo+hhPvfhjxdJLEAJlMpTFJxTgXUo0k0yyiZ\nMi1um8VXXgezLfn/HwzDQBQHryiTSBtCCEkHCqoJIUnTdR0hbxRBbxQhf/x6w7FIBM2HPonbxjB0\n+Drb0zlEkgHMNjsu/eZ3B1yQOmnhWSidOj2la8uyjIULF8ZtY7VaT1ZJIYSQ4UbpH4SQpAS9UXyy\npQX73mtGOKDAWSRjwSWVqJjpgtnWz6wgw4AXB694wgtDn1GMBPyIBAJo2Lcbuq5h/Kw5MNsdGbVL\noKqqiEQiMAwDkiRl/Uyqs7gUa+++Bx89/zT2b3oHqhKFs7gUZ121BpMWnpXy/xuWZTF79mxs2bIF\nPp+v3zYXX3wx5VMTQkYMldQjhCQs0B3Bc7+rhr8r0udcxSwXLvzqrD6Bta5p2PHK89j05GMDXley\nWPDV398PyxAWKwY93XjjwT/iaPW2XsdLp07HFXf9CLb8gpSvnQ6apiEQCGDHjh2oqamBpmmYOHEi\nzjnnHNjt9qwPrmPRKJRwCIahg2FYyA5nWjZo8Xg8WL9+Perr608es1gsWLVqFaZOnUpBNSEk7QYq\nqUdBNSHDTI1piAZVqDEdHMeAlziYLMJoDytpSkTFu+sO4Mj2gdM0LrhpJmYsKe1zPNDtxhPfvxNh\nn7fffuffdBvmXHQpeD61P5ew34dX7/kdju2u7vd8fnkF1vzsV8NWum8wuq6jvb0djz32GKLRaK9z\nDMNgzZo1mDJlStYH1sMlFAohEonA6/VCkiTYbDbIspz2utuEEAJQnWpCRkXIp6D69Xrs/+A4YtGe\nsmHjpjux/LppcBTJ4IWxs6xBCas4Wt0Rt031hnpUzMqHbO8dHFqcefjiL3+LF3//X+hs/GxGkZck\nLF1zA2YsPy/lgBroCaoHCqgBoKupAe7mxlELqoPBIJ588sk+ATXQU6HimWeewbe//W0KqlMkyzJk\nWYbLNfIVTsjYpes6gsEgYrHYyY2UBEGAJEmQsniTLjJ8KKgmZJiEfApeumcXOht71+ptPujBU7/e\nhmu+txBFlWOnCoWq6ND1+G+2PG0h9Pf2i2EY5JWWYc1P/wshnxddTQ2QZAsKKiZAslggJJBzHU/t\n9o8GbbP33TcxbvossKMwe+l2u+H3+wc8r+s6du/ejWXLloHNgU2CCBlNsVgM4XAYNTU12LJlS6+/\nmyzLYsaMGVi+fDnsdjstdCVJoaCakGFSv6+rT0B9gq4aeOeJA/j8d+ZB7m9xXwbi+MHzX03W+LPN\nssMJ2eFEwfjKdA0LAKDGYoO20WOxfgP+kdDc3Dxom6amJqiqSrPVhAyjSCSC2tpaPPfcc9C0vpsO\n6bqO/fv3Y//+/Zg4cSKuueaaQXcvJeQEmhIhZBiE/Ap2v90Qt01XcwCxSPI7yY0WXuJQPDH+zPrs\nFeNgTjFfPBLww9/VCV9HOwLd7n4feAOZMHfeoG0mV52V0iYj6ZDIYjmTyUSz1IQMo2g0ik8++QRP\nP/10Qp8vdXV1WLduHQKBwXcGJQSgmWpChoWhGwj54tdvBoBoKAZgbFQnMFtFrPzSdDzzm+3Q1b4z\nvhanhDNWjAPLJxcYxqJReFqPY+NfH0bD3t0Aema0qz53FWafe+HJkmuqGkM04Idh9KSTmO12sGxP\nKoe9sBh5pWXobjne7z1MFivGz56b1LjSadKkSWBZFrquD9hm0aJF4Ecp6CckF3i9Xrz44otJ9Wlt\nbcXrr7+Oyy+/HCaTaZhGRrIFfYITMgxYjoEt34SwP35awmDpEpkmr1jGtd+vwsa/HUD7sZ48RIZl\nMGFuAZZfNxUWR3K50Yauo72uFk/98kfQT5k5Cnk92PTkY2jcvxeX3HEXdE1D9WsvYM+bGxANBWHN\ny8fCK67CrGXnQnY4YXHm4eof/RJP/eKH8Hd19rqHJFuw5ue/guwYvVrVkiRhyZIl2LJlS7/nKyoq\naJEdIcMoEolg48aNKaWA1dTU4MILL8yJoPpEJZ2WlhZEIhGIooiCggLYbDZYLJa0lMHMZhRUEzIM\nzFYRC1ZVYsOD+wZsUzLJDkEaW38FeZFDYYUNn/vWmYhFNWgxHYLEQTTxEM3J/7eEfF68eu/vegXU\np6rbuR3tx47i4+efQmPN3pPHA91deO+Jh3Fg8yZc9YOfweJwwllcght+9T9oPrgf+ze9A13TMHXx\nUkycXwXZ7jg5qz0aTCYTli1bBpPJhM2bN5+sAsJxHObMmYMLL7yQFkQRkgRN005uonSiake89QiK\nouDAgQMp3UvXdezZswdLly7N2jKNoVAIbW1t2LhxY6+a7ye4XC6cc845mD59OuWYxzG2nuiEjCFl\nU5yomOVCw353n3Oimcf5a2fCPMZmqk8wW0WY0/C5GvR64OuIvz359hefxfjZZ/YKqk9oqz2EA5vf\nw/xLPgeW5WBx5mHaWedg4ryFMAwDgmTKmJkVWZaxdOlSzJ8/H36/H5qmweFwjFj5rkgwgGgohLqd\n2xAJBFA2fSZcZeWQHaP7hYOQZITDYUSjUezatQuHDx9GNBqFIAgoKirC0qVLB9ya/ujRo3HTrwZT\nXV2N+fPnZ2VAGQwG8eqrr6KmpmbANm63Gy+99BI2b96MtWvXwukcnfKkmY6CakKGidkm4sKvzkJt\ndTuq32iAvysCTmAxbXExqi6bAKuT6qAGu/t+4Tid390Fs23gBZI7Xl6PGUtXwOLMO3lMkDLzNS3P\n87DZbLDZbDAMA+6YhqhhwKJpkIdxBizs8+KDf67Dnrc3AKe8/rbkuXD1j36B/PKKrJ2BI9lB13X4\nfD68+uqrOHz4cJ80jpaWFuzevRtFRUW4/PLLUVJS0uvLqtfb/8ZTiQoEAqNWPWg4hUIhvPTSSwnP\n4rvdbjz22GO45ZZbYLePnZKwI4WCakKGkdkmYvbycZg0rxC6ATAMIJp4CBIFMABgTWBbcntBIcI+\nz4Dn/V2dY+5h1x6N4Y0uL/56vAshTcdCu4w7KopRKvGwpXmxYiwaxbaXnsOet17rcy7Y7cY/f/4D\n3PT7+0Z9G3dCBmIYBtxuNx599FGEQqG4bdvb2/H444/jqquuwvTp008G1kP9jBhrnzGJOnLkSNJp\nMV6vF6+88gquuuqqnMgzTwbVbyJkmDEsA9khweqUYHFIFFCfQnY44SguidvmjPMuwicfvDfgeZPV\nljEpHoloiii4dMch/NvBJuz2h3E4FMU/Wrux4uMDeLbNA7+qpvV+0VAAOze8POB5JRzCvo1vQdfS\ne19C0sXv9+Pxxx8fNKA+wTAMrF+/HsePHz8ZDA81XSEb0z4CgQA2bdqUUt9Dhw71u0NsrqOgmhAy\namSHE5ff+b0B60dPWXQWJIsF3S0Db55y5sWXQRojDzx3TMU3ao6hOdp/VZgfHmpCazS9wa23rQ2q\nEv/hd3Dr+4hQLV6SgVRVxYcffph0rWjDMPDiiy8iGAwCACZOnDikL9/z5s2DLMsp989EgUAAnZ2d\ngzfsh8U+d2kAACAASURBVGEY2LlzZ1L7CeSCjA2qGYa5hGGYgwzDHGEY5oejPR5CSPoxDIPCyom4\n8e57MGnhYjBMz0eSraAQK9d+GWd/6SKYHQIEU/+1vG35hZh38eXg+bGx4NMb07DdF3+27YHGdoTT\n+KAaqLLKqQxNy9rX2ySzRKNR+P1+eL1eeL1e+P1+KMrANf3D4TB27NiR0r26u7tP5lJLkoRp06al\ndB2GYTB//vysW3ewf//+IfcPh8NpGk12yMicaoZhOAB/AnARgCYA2xiGedEwjKH9BBBCMg4vinCV\nleGCW9ciEroChmFA07rR1v037D2wCU7HUlz3i/+HzX9/Fsd27wQMAxzPY9rZS7Hk2qsgWcfOg642\nFBm0TbUvhKCmw5ymB7izpBQMy8KIU/mg8sz5kGQq6UeGTzAYRDAYxObNm7Fv376TM5w8z+OMM87A\n0qVLYbFY+lTuaGpqGlKawfvvv48rr7wSJpMJ5513Hg4dOpT0F8iZM2eOSIWekWQYBnw+35CuEQ6H\n6cv4aTIyqAawGMARwzCOAgDDMP8AsBoABdWEZCFFcWPP/hsQjbb2OefxfoBI9CjmXXMjVqy9Fpqq\ngeMZuH1vYO+hL2D27D+gIH/lsI8xpiiIBvxQYzFwPA/BZILJknjaiaHrmMpouG98HhTDQIsOPNUd\nQl249yydhWPBIn054qLZjOlLV+DABxv7Pc9yHBZcuhp8nBq/uUrTNIRCoZO1kE0mEwRhbLwVySRe\nrxdPP/00mpqa+pxTVRW7du3Crl27UF5ejuuuu65XVYnGxsYh3butrQ2xWAwmkwl5eXm49NJL8eqr\nrybcv7CwEJdddlnWLcg7Udt7KLJt5j4dMjWoHgfg1L9JTQDOOrUBwzC3AbgN6NmNjBAydoVCdf0G\n1CdEIsdxrOk3/Z6rq/sj7La5EMW8fs+nQ6DbjY/WP4V9G9+EGo0CDIOJ8xbi3LVfg6OoZMCccABQ\nwmFEw0Ec+XgrPvngPUQCPrC8gMqCItx3yecRGVeEB9wRvO7u2aFybVkBXGL6Ppol2YJzb7wF/s4O\nNB/oXYeW43ms/t5Pe5UjJD0CgQB27NiBjz76CKFQCIIgYN68eVi2bBnsdvuYWhw7mrxeLx555JGE\nZkWbmprwyCP/n73zjo+qSv//+07vkx4SQkIJLfQmHUQQwYIVpNhwXXthf7quu7ru6rq7urq21V37\n14IKKFhR6QhSpNfQSwIEUidlev39MQIJyUwmk0lM4LxfL168cu85d87MJDOf+5zn+Tzvcvvtt2P+\npQNqY9MLqqeWqNVqevXqhVKp5Ouvv643ytquXTumTJlyXhYpAqSmpjZqflxcHIoYuxW1dlrtqxEI\nBN4C3gIYOHCg2H8QCFopHk8FR47+J+r5lZXb8HrLm0xU28otfPa3P1F2olqULRDgyNZNHMvdyYy/\nv0RSu7pv7G3lZaz6+H32rllVy12j9FgeR7ZuxBCfyN1TbuLy9t14pbCKixONMX8O+rh4Jj38JyqL\nCtm25DvcdjsZ3XvSefAwtEaTiFKfg9VqZfbs2Zw6dfZGz+PxsHHjRvbs2cMdd9whml9EgNVq5eOP\nP25QmkFFRQUff/wxt9xyCwaDodHFgeembWi1Wnr06EHHjh3ZunUrGzZsqOEqIkkS2dnZjB49mvj4\n+PO602mXLl2QyWRRN8UZPnw4Wm3d9S4XKi1VVJ8A2lX7OeOXYwKB4DzD73dTXr6xUdeoqNyBTtch\nRis6i9/nY++aH2sK6mp4XS6WvvM6Vz/yeK0GNVWlJXz2t8fDOpdAsOX62jdfodeV17Jw0g3Eq5om\nvUBnMqMzmRnfoSN+nx+5UimirXXg8/nYsWNHDUFdHavVyuLFi5k0adJ5lxIQa0pKSigqCt8xtS6K\nioooLS3FYDCQnZ3NmjVrol5DVlZWLWGtUqlQqVSMHDmSAQMG4Ha78Xg8yOXyM+cuBLGoVqvp1q1b\nVAWLOp2ONm3C26FeiLRU94+NQGdJkjpIkqQCpgJf/8prEggETYKfQKBui7lI8XgsMVpLTRxVlWz5\nPvxHz4m9u/G4ahYg2irK+eK5p+oV1NXZ+e0XHFn7Ix5n/cWMjUEmV6BQqYSgDoHD4WD9+vVhx+zd\nuzesY4Ug2Klv5cqVUc//8ccfcTgcJCcnNyr9YtiwYahC7MTI5XKMRiOJiYm0adOG5ORkzGbzBSGo\nISiqL7nkkqhyo8eMGXPeWQzGghYpqgOBgBe4H1gE7AHmBQKB0E3pBQJBq8HvduN3OqvlM0o09qNI\noWianMcAkbVS954jsI7t3kFx3pEGP97qj9/H5YiswYWgaYjEFcHv9+PxNO5G8HzH4/Fw9OjRqOcf\nPnwYt9uNVqtlyJAhUV0jLS1NCL96MJvNTJ06FZks8s/giy66iB49eohCxTpoqekfBAKB74DIS3QF\nLRK3w4vb6SVvdynlRQ4CPj+GeA0deieh1inQGEQu5/mGt7QUv8MBfj+SRos8zoxMpcJbWorrwAHK\n532G3+XCMHIEhksuAZOEXt8Jm+1A1I+p10fnP1sfEhKm5NTwEWdJQqE6u71sryhn/YK5UT2e1+Pm\nyNZN9BxzadhIst/nxVFZScmxfAqPHMDtcKAxmsjM6YU+IRG9WeT7RoskSej1+jNNQ0KNEQVa4YlF\nJP90Skbfvn3ZsWNHg1JJlEol11xzzXmdEx0LlEolWVlZ3HbbbcybNy9skx2FQsGYMWPo16+fuFkJ\ngfhUEDQJHpePqlInG745zOHtJQT8NWtJ13x+kLROZgZP6khihgGNXthUtXZ8VVU4tm2j8NnncB86\nBIDMbCbhphnE3Xgjx+9/AOeOHWfGW5ctQ3ruX7SfN5eszLvJ3fNwVI+r0bRFo06LyXM4F53ZzMCr\nrmPJW6ELKdv37o+q2naxvbKC0mN5UT/mhi8/o2P/QSEdOayWMnYuX8zW77/GUVU7opqQnsHga6fQ\nvu8AdCZz1Ou4UNFqtQwaNChs6kJ2dnbIlAJBkFj4F5++hsFg4KabbuKjjz6iuLi43nkqlYqbb76Z\nxMTERq/hQkClUtG2bVvuuusuSkpKWLlyJfn5+Wde/4SEBEaMGEHnzp1Rq9Xidz8MQlQLYo7b6SVv\nVylL3sutJaarc/JQBV++tJV+4zPpPz4LjUEI69aK3+3GunIlBb9/tObxigpKXv8vjh07SbjlZgoe\n+X2N8wGHg6OTp9B+7XfIZFr8/obbZ2Vm3olK1TRfnpIkkT1wMLt/XErBvj21zmuNJsb+5u4aftVl\nBXUXNUZKeeHJOhu1BAIBLKcK+OypP2G1lIacX1ZwnO9ff5GM7j25ctYfhF1eA5HL5QwYMIAdO3ZQ\nVlY79Uej0TBx4sQLJu82WmIRya+eXmAymbj11lvZsGEDGzdurNNqTyaT0b17d8aOHYvZbBbpCQ3g\ndH650WgkNTUV3y9dViVJOrN7I+ow6keIakFM8Xp8FOwvZ/E7kafAb12cj0Ipo8/Ydqh1Qli3RnwV\nFZx66umQ522rVxN/4xSUbdPxnCiocS7gdOLeso/sTo+y/8BTDXpcrTaTlOTLzrQ3r47b6cTtsOH3\n+ZDJFWiMxqjamevMcVz98OPkrl7B5m+/xGopRaFS0+PisVx09WSMCTUFvTsGbXv9gdqiuqqkmDlP\nPoqjsiKiaxzfs4tvXnyWSQ//CZ1ZRKwbgtFoZObMmaxatYpt27bh8XiQyWR069aNcePGnfFQFoRG\nqVQSFxdHeXl5VPPj4+NrRUQNBgOjRo1i0KBBFBQUsGfPHpxOJ0qlkrZt25KTk4NarT7vuh82NyK1\nI3qEqBbEFJfdy6J3djV43saFR+k8MFWI6lZEmaOMYkcxO4p3MOZUAv4wuXgAFd98g/Gyyyh77/9q\nnbO89R5pb7yI01lA/rG3I3p8tboN/fp+hFqdjN/vJRBwI0nBL9Oq0hLWzp3NvnWr8Xm9aPQG+lx2\nBf0uuzKqyK3OHEf/iZPoPuJi/H4fMkmGSq9Hqar95a2JQQ6nTFYzwua0Wln89msRC+rTnNi3m33r\nVtF3/BVIDShEEgSF9fjx4xk1ahRer/eM3Zqw0YsMvV7PsGHDGtS9sDrDhw+vMx9aoVBgNBrp2rUr\nnTt3PvPeiKi0oCUgRLUgphzbU4bXHZ2R/Lal+YyY0gWlWnw4tnQKbYU8uOJBcktzyUnMYZB1Qr1z\nvCWlaLp1r/OcpFAi96lp3/4e9PpsDh36F25PqBQHGYmJF9Ot69+QyTVYbQc4fnw2LtdJdLpOpLeZ\nwoFNG8j9aSX8khPotFn5ecFcDm36mRueeCaqQj6ZXB6RIE/KbJxfdmqnzsjOEQguh428HVujut7G\nrxfQZciIBt9MBAIB7BXlWC2lFB4+iNNahcZgpE2nLujjEy6IYkilUinakkfJ6cj+4sWL8Xq99U+o\nhlKppEuXLvWmG8hkMpHfK2hRCFEtiBn2Sjebv4++QGvfhkIuuqqjENUtnFJHKfcsvYcD5UG3jhJH\nCfLMdvXMAlVmO7whqvdNV1+N3GhEDrRpcw2JiaOw2Q5yNO9/OJ3H8fvdKBQmUlImkp52A3K5kUDA\ny6FDz1NQMKfalZaRn/8Wbdvfyfh77mTxf9+s8Tgl+UfZu+ZH+k24slY0OFaodXradu/BiT3RuYAO\nvX5ajQJDn9fLzuWLz9wgNJSq0mLKC082SFTbKso5smUjP3/5GeWnCmqdT0jP4KJrJtOh7wB0F4C4\nFkSHTqdj2rRpzJ49O+LCRUmSmDZtmkhBELRKxH6gIGb4vH7KC6P32PV5/NgqXDFckaApOFZ17Iyg\nBiiyF2FJVKFISQk7zzxpEpXff1/ruCIlGcOwYWd+lskUqNUpJCQMo1fP1xnQfx6DBn5B/34f0T7r\nXjSadBQKHUVFC88R1Gc5cfIt4rICpHToVOvc5oVf4mhA2+SGojUaGXbD9KjmagxGUjtm1zjmslk5\ntOnnRq1p/89rIx5rLStl/t//zKI3XqlTUEOwGPKH/77EgueewloWumhScGGjUCjIyMhg+vTpEaVn\nKBQKZsyYQdu2bYVloaBVIkS1IGb4fY23UHLZG7ZNKGh+vj38ba1jLx16D/3zTyGF2IpNuOMOfFYr\nvnOKllTt25M1ezaK5KQ65ymVJtTqZNTqFFSqJGSy4Bet213G0bz/hV3nyeJ3GXDVZbWOW0ubXgQm\nZXYge9DQhk2SJC5/4JFa7c79fj8uW/h89fpwVJTjr8NR5Fxs5RY+e+aJiBvXFB46wIJn/4qtIrpi\nNMH5j1qtpkOHDjzwwAMMHz68zpx0jUbDiBEjuP/++2nfvr0oNBS0WsStoCBmxMJtR6ES93ktmUAg\ngNdf+8ZnU/Fm/qNO4sF57+F++2Mci5cS8HjQ9OpF8gP3o+nTB4BOS5dgXf0TAacD3cCBKNPSUCTV\nLajD4fc7cblOhR1TVbWLzE61/asNzeBdqzOZuPS39+H1eDi6bVO94yWZjMsfeIS2XbsjPydCJ0kS\ninryRtV6PYb4RBRqNW67jcqSYnzVOv4pNZp6O6Z53G5+/mIeZSeO1bve6hTnHWHzwi8YNvkmFCL/\nWFAHCoWCuLg4xowZw5AhQygrK6OqqgpJkjAYDCQkJKDVakV0WtDqEb/BgpghV8hQauR4nL6or6E3\niwhFS0aSJMZljmP+gfm1zn17fBHrSjYxdfI1zHhkIVqFBuRyFAkJZweZzSRMmxqLlUQ2po7NkwFX\nXIPWZKp9IsbozHFMvO93HPh5LRu++ozK4jryySWJrF59GTVjJnFt0lHVEcVTqNTEpbXFcrJ2KkZG\nTi/6XjoRtd5AeeFJvG43Kq2OpIxMCg7sZfvi7ygvPElqh+xac8/FZbOyc8XiqJ7r9sXf03/i1Rji\nE+ofLLhgOe3cYTQaf+2lCARNghDVgpih1ivpMSKdbUsbFuk6TZuOJpQa8SvZ0umW2I0UXQpF9toi\nsdRZylcnFnFDn5swahsegY4UmVyLXt8Fm21/yDHx8SM4sbdm6/Okdll0Gz66yYoUz0VnMtN77GVk\nDxpCRXEhuT8ux1FVgUyhJDGjHd1HXIxap6/RPOZc1Dodg6+ezJEtG88cM6ekctk9syg6epi1n31S\nZ8OZzJ59GDn9NrxuN+169qp3rfk7t+N1RVfT4HbYKdi/hy6Dh585Zq+sxGWr4sS+PdgrK1BpNCRm\nZBGflo7WFLoxh6OqCp/3bJRdrlDUSokRCASClohQMIKYoVDK6HlxRtSietCVHdCKrootnkRNIu+O\nf5eZi2ZS4iipcS5Vl8pb498iqQkFNYBalUh29mNs3357iBEystrez1cfBD2v1Xo9fS69nP4TJzW7\nFZwkk6GPi0cfF0965274PB4kmayWbV444tqkYUxMoqq0hIS27bjsnodY9N+Xw3ZvzN+1nfxd2+ky\ndCRZvfuGvb7bYWfvmh8jXk9d7Fm9ko79BuJ2uig8fIB1n3/CyQP7ao077fnd4+Jx6OPikSQJn8+H\ns6qS0uP5rPv8U04dOoDX7UKhVJHSsRNDrptKclYHtEZTrfQYgUAgaClIkdrctGQGDhwY2LSp/rxF\nQdPjtHtYO/8ge9acbNC8pHYGrnqgLzqT8BxtDQQCAUodpWwv3s73R75HkiSu7HglPZJ6NLmgPo3H\nU0lR8Q/s3/9X/P6zEVa53ECPHi9hMgzAY/cGOyoqou+o2BLw+30c2vQzS956jWv+8CQLX/lX3ekk\nIeg6dCRjf3NPyIivo6qSL557mpMH9ka9xvZ9+jPh3t+x4v232Ldudb3j9XHxTHnyn+jj4zl1cD/f\nvfZv7GEKHrVGE5fd/RAZPXqh1gq7NYFA8OshSdLmQCAwsNZxIaoFscZR5Wbp+7nk7y6LaLw5Rcs1\n/68/hjiRT90acfvcSEgo5c0vWH0+J15vBeXlm3E6T6DTdcRk6oVCEYdcfn7doLlsNk4dOcjW77+O\nymLvigcfpdvwUSGv/eULz3A8d2fU67vhiWfYsfR79q9fE/GcQZOuJzmrA9+99u+IfbgvvfMBug0b\niUoIa4FA8CsRSlQLqwVBzNEaVYybmUO/8ZkolKF/xSQJOvVP5tqHhaBuzajkql9FUAPI5RrU6lRS\nUy8nK+u3JCePRa1OOe8ENQRTWOJS0zi8eWP9g+tg/YI5Ia3v5GoViekZUa+tTacu2MotDRLUiRmZ\nZOT04vvXXmxQY5slb79G4ZFD0SxTIBAImhSRnCZoErQGFRdd2YE+l7QjP7eMHcuPYS13EfAH0BiU\ndBvShq5D0lBpFai14tdQIKgPv8/LntUrCARC+01LkgyVVovH5cTvq+nCU3o8H3u5pc6ccoVCSb+J\nV7F9ae3mPJHQZ/zlbPpmQYPm9B1/OT8vmBP2+dRJIMCK99/ihsf/Jro5CgSCFoVQM4ImQ6GSo1DJ\n6Ta0DVm9Egn4f4lGSaDVK5HJxUaJQBApTquVfWtX1Tqu0urIGXUJXYeOxO/z4nE6UajVKNUajmzb\nxM5li7CVWwDYt/4nkrM61Hl9rclMSvuOFB093KB1aQxG4lLTIm4YA6DUaEnK7EDB/jca9FinKc47\ngr2yQojqGOBwOPD84mkuk8kwGEI70QgEgvAIUS1ociRJQmc8/7bjBYLmxO/347BWnflZkmQMv/Em\n2nbLYfePy5j/zydrWOJJMhmdBg7msrsfwl5ZwbJ3/4e1rJRAIIBUR6cmncnMxbfeybyn/9igdIzU\nDtkU7N/ToOeSPXAw+9fXX8wYji3ff83YmXcjFw1nosLtdmOxWFiyZAmHDh0iEAiQlJTEqFGjyM7O\nRqcTOesCQUMRoUKBQCBoBUiSdMZOTiaXc+WsP2ArtzD3r4+xa8WSWh7TAb+fgxvWseDZv7Jv3Wqu\nfewvaA3GOgX1aVI7dGT8nfc3ZFEMvv5G7JUVDXouhoREyk+F74hZH5aCE3jc0flqX+j4fD6OHz/O\nm2++ycGDBzltWFBSUsKCBQtYvnw5drv9V16lQND6EKJaIBAIWgFyhQJTUgoA4+64jyNbN7H1h28i\nmntk6ybWzJtNz0vGhx2n0uroMmQE1zz653obrujMcVz32F9p07EzKo02sifxCwqVCq/HjUwuJ6N7\nTzoNuIiUDp0adA2vx03A38B8bAEAdrud+fPn4w/x+m3atInKyspmXpVA0PoR6R8CgUDQCtAYjAya\ndD1+nxcIsGvlkgbNP7FnN7k/LmPo5OkolKHTsdQ6Pe37DuCW51+jJP8o6+Z/StHhQ3g9bhRKFanZ\nnRl6/TQSMzLPdEZMapfVoLU4rVa6jx7H8Jvv4Eh+Pja7g4z4OC5OTGTL1/M5uKF+FxGN3oBMNIKJ\nirKyMmw2W9gxa9eu5aqrrkIp0msEgogRn0gCgUDQSkjp0Il+EyexfsHcqOZvW7yQfhMnYYhPCDtO\nLldgiE/AEJ9AasdsfF7v2XN1tA1P79odhVodcZvzjN79OF5eyRcfza4RLVWpVFw1cSJas5mdS74L\ne41uw0eLJjBRYrFY6h1TXl6O1+sVologaAAi/UMgEDQZPpsNT2Eh7rw8PCdP4i0P3TEvHE6bFaul\nDJvFUkPgXWhojSZMSSmUHsuLar7b4eDEnl0NfszTAtsQn1BnWohab6DnxZdGdL2OAwdT6nCzavVP\ntdIP3G43X3zzDV0vvhR9XHzIayjUarJ692vQ8xCcxWw21zvGZDIhl8ubYTWCmOL3gbUQLEfBkgfW\nyDuvChqPiFQLBIImwX3yJEUv/JuqRYvgFyGsGzSI1Cf/jCorC5mqfkcYp7WK0hPHWDd/DoWHDqDU\naOgxehy9x03AEBePJLuw4gJyhYK9ddjqNYRtS74nq3d/NDG0TlOqVAy66jpyVy3D7XCEHdvrsqv4\neunykOf9fj/rN22m57iJ/Pz5J3WO6TF6LGq9vlFrvpBJSkpCq9XiCPNeDRs2DFUEf6OCFoS9DHK/\nhFUvQOWJ4LGkzjD2r9B+BGiFBWVTc2F9IwkEgianzFGG7eRx8qbPoGrhwjOCGsC+cSNHb5iMO6/+\nSKvTWsXm775izpOPkrd9C05rFVUlxayf/ykfPfoAlsKTTfk0WiQ+jwebpbRR17BXlOPzxT7ar09I\n5IbHnwmbrw2g0unrLYI7cPAg6Tk96zyXkJ7B0OumoVSJLqzRotVqufrqq0M6wfTs2ZO4OCHAWhUO\nC6z4B3z7u7OCGqDkAMydAdvngDt8Hr2g8QhRLRAIYkaJo4R5uz+l5NNP8J6sW/QGXC4Kn/5bvakg\nlSXFrJ8/p85zjqpKvn3pWewVDbNyOz8IbYkX0WxJauQV6kYul5PcviPT//EicW3SG3WtoJd27a+n\npMz23PDEM+jjQ6eGCOpHoVDQoUMHbr/9djIyzranNxqNTJw4kcsvv1z4VLc2bCWw8e3Q55c8Ac4L\n8fOyeRHpHwKBICZY3VZe2PgCNyZfhuuzx8OOtW/cSMDhgBDRMLfTwcav54e9RnHeEZy2KnQR5Iee\nL8iVSkzJKY26hj4+HrmiaYrPFEolSe2ymPrUs1Sdyufnb74hb+d2PC4nMrmC+PS26PQ6dDpdWB/k\n9llZFB3af+bnuNQ0LrrmBjoOGFxnm3VBw1Gr1bRr145p06bh9XoJBALI5XL0ej2yCyytqtXj98Pm\n98OP8Xng8I/Qd1qzLOlCRYhqgUAQE2weGz8c/YHfpF+HNwJ3AX8YpwiPy0Vx/tF6r1FReIqE9Ix6\nxzUFLr+fco+PbVV2dlc5sPl8JKuUjE4wkqxSkKRqGuHac8ylbPpmQdTz+0+Y1KT5yJIkoZe70S+/\nmwkDrsdzxX2g0iP5PVBxHM2+Txg2sA9LV60LeY3Ro0ZSdiCXS++8n9QO2RgSEtGZ48I2rhFEh17k\nprd+fMG/rXopz2/6tVzgCFEtEAhiwknbSXwBH0XOElIzM/Hkh/kAVyiQaUM3DJHJ5BEV0v0axWq+\nQIBCl4d3jhfzUUEpVb5zGmgcgm56Db/LSmVEvJFEVWw/ZnVGE6kdsyk8fLDBczUGI6mdOsd0PXXi\nsUPRHtRFz1Ar81kmp9+N8ynp1Z1tO2u2N5ckiUmTJpHSJo3M9h2afp0CwfmAQgXJXesfF8kYQaMQ\nezwCgSAmKGXByOyHBV+iumVK2LHGy8YjCyOItUYj/SZcFfYaGoMRc3JqwxfaCLz+APtsTsZu3Md/\njxXXFtS/sNfm5K7cPB7ak0+J2xPTNWhNZkZOvzWquQOvuq7eTokxQQpjxeb3of/sRsa3c3H3vfcw\nYPAQevTowdAxl/DAQw+Rk5ODRqNp+jUKBOcLkgT9bgr+HwqVHjKHNN+aLlCEqBYIBDEhRZeCQWlg\n3cn1VA3JQTNoYJ3jFGlppD7yCPJ6ItEZ3XqSlNk+5PlLbrsTTXMIxGrkOV1M2nIAi9cX0filZZX8\nbu8xSt11u21YPF4O2Jy8dPQUzxw8wY9llRS5PPgDgbDXTe3YhWGTZzRo7dmDhtB77GXIm6MLoUoH\nKTmhz3tdKI8u55sqO99ndmNrr8F8HJ/BC4VV+EWXRIGg4Wji4NK/1X1OkuDat4JjBE2KFKjnw7s1\nMHDgwMCmTZt+7WUIBBc0Lq+L2Xtm8/KWlzGrzbw58HkM63bj+XAenmPHkMfHEzf1RuKnTUeZkhzR\nNa2WMn786F32r/8Jvy8oZI2JyVx8yx1k9uqLphnTP0rcHqZtP8xOa3gf5rp4KyeLSak1HStK3B5m\n7c1naWlVjeOpKgXz+maTrVMjDxN5clqr2L1qOT9++C6BQN0R89P0GnsZI6begs7UjEWdh1bAR9fU\nfU6uoviOVVxy2EdxtRuODLWS7wZ0IUUtuvgJBA3GUQ4nt8Pyp+H4pqCY7jgGxv0VEjqBOnbe9Bc6\nkiRtDgQCtSJHQlQLBIKYUe4s56M9H/Hervfw+X0MSRvCrenXkK5rQ7I2BU1iMooG+gu7HQ5cDjuO\nqkoUSiVqnR6dydzsjV/225yM2rA3qrnd9Bo+79vpTPFihcfLH/Yf58uium0F4xVyVl7UjdR6xKXL\nx1Y8qgAAIABJREFUYcdls5G7ajlbvv8aR+VZyyylWkOPMZfSf+JVaA1GNAZjVGuPGmclHFwa9M11\nVnuexjTKrnmXp+zJzC2p6QCSqVHxbf/OQlQLBI3BXgo+NyCBQiOavjQBQlQLBIJmweaxYXVb2Vq0\nlQp3Bd0TupNuSCdRk9hq3RvsPh+P7z/Bp6fKor7GikFd6W4IFmced7oZtC6XcJ++z3XJ4Ob0RGQR\nvGZ+nxd7ZSVetwu/z49MJkOhVqHWG1H+ml3xvG5wlEHxXnyVJykzZXFSm85TJ12sqagd8b8zI4nH\nO6ajlovMRIFA0HIJJapF8ppAIIgpeqUevVLPhA4Tfu2lxIwqr5/lZeG7ANbHj2VVZ0T11kpbWEEN\n8GWRhatT4ohT1v8xLZMrMMQnNGp9TYJCBcY2YGyD1+dnzvEi/r73VJ1D1TKJOzKShaAWCAStFiGq\nBQJBzHD7/Vg8wdxntUyKSBC2FiojLE4MRXUXkEj2B/2tfxOxBmq5jOlpSRx2uPn0ZM2Iv0kh56Ne\nHepNdxEIzntcVnBVwv5FQV/p5G7QcRSo40AV2oZU0DI4f77xBALBr8Zp7+b3T5TwWaEFu89Pb6OW\nh9u3oZtec16Ia41MhsMfvbA2KM7azPU11t8CemKyGaM8jDVdjChxe84I+ASlHEUT5qonqhT8pVM6\ns7JS+bqonDKPl0FmPQNMehKUcpSik5/gQsZRDls/gqV/BX81xyCFBq75H3S+FNTNXBshaBCt/5tO\nIBD86hy2O7lqy0HKq0VzV1usrLYcZFZWCne3S2nVwlopSXTUqdlcGbq1dn3kGM5GmUwKOeMSjCwt\nq6pzrF4u4+qUOOSypstBL3V7WW2p4tW8Qg7aXSQoFdySnsiM9MQmjRjHKRXEKRU8kNW8HuMCQYsm\nEIAjq2DxE7XPeZ0w/3a4Yzm07d/8axNEjAgLCARNhM1jo8hexL6yfRwuP0yJowRfIyKdLZVTTgd3\n7c6rIair83JeESecsW2A0twkqBQ82AgRaJTL6FMtOh2nVPBit0wGmmpHrE0KOQv6ZZOsjF7YBgIB\n7D4fzhDNaUrdXn63N5+7c/PItTlxBwKccnv419FTXL55Pyec7qgfWyAQRIGtGJY9Ffp8IBCMYDss\nzbYkQcNpvaEjgaAFU+Io4eXNL7PwyEK8v2zjJWmTeKj/Q4xpNwazuhn9gpsQt89NkctJrs0Zdtzr\n+UU83zUDvaLp0xmair5GHXEKecibh3Dc0jaROGXN556iVvJ+rw6ccHr49GQpNp+fsYkmhsYZSFQq\nUEQRpfb6A5R6vCwtreCHkkqUksTUtAT6mXQkq86K9J8sVSwurbvw8oTLwxMHjvNq9yyMrfj9anZs\nJcEte5kC9Em/9moErQ2PA0oPhh9z5Mdg1FrQYhGiWiCIMaWOUh5Y9gC7SnfVOF7iKOHPa/7Mnwb/\nieuyr0OtaJhfc0ukyl3Fnqr6XTFybQ4cfj96WrZIszgtOL1OfAEfarmaeE08ClnwYzJeKeeJTmk8\nsu94g64Zr5BzR9tk1HXkCyeplCSplPQ2aglADfs8l8uFy+WioqICuVyO0WhEq9WiCNFx0OsPkGtz\ncP3WgzXap39XUkGmRsWCftlkaFSUuD28klcYds2LSyup8vqEqI4EWwkc/QnWvAwVx8DUFoY9CB1H\ngz5EkyOvG7wuUKpB/itaHgpaEBFWJp9nBcznG0JUCwQxZl/ZvlqCujovb36ZcZnjSFZE1lWwJVPq\nKMUcwc1BvFKOogV7VFs9VvaX7edfG//F7tLdACRoErg552au73w98Zp4VDIZVybHkedw85/8ooiu\na5DL+Lxfp3qbmUiSRPVXx2q1smjRInbv3o3fHxTIarWaUaNG0a9fP3S62mkjJR5vLUF9mnynm5t2\nHOazvp3wB+CwwxV2Pb4A2EOkjgiqYSuBz26Do6trHpv/G8i4CKZ+AoZqf+cOC1gLYcPbUHYE4jJh\n8F1gaAO6+FqXF1xAKLRgbhe8MQtFxqCgTaWgxSJyqgWCGGJz25i9Z3bYMXavnQOWA820oqbF5XNh\nljlIUIaPaN7RNqnFFip6fB42ntrIbT/cdkZQA5Q5y3hlyys8ueZJLM5gHqMEzGybxD86tyWunihu\nL4OWRQO70FWnDdtu/FysVitz5sxh586dZwQ1BCPXS5YsYf369bhctUXxitLKOgX1afbanJxyeZCA\n+DreC7kE/Yw6xiYYGZtgbBbnkVaNzwfbPqkpqKtzfANsehd8v9QT2Mtg5XPw+mDY+A4cWgab/w/+\nOwSW/y14XnDhok+G0Y+GHzP2L6BLbJ71CKJCiGqBIIZ4/B4q3aHTIdRyNT2TeqKUnR9+vKn6VBbs\neZ8/ZJlCjulh0DLQXL+F3K9FuaucJ9c8SSDEvurK4ys5UnGUgzYnd+fmMWBdLhsrbLzbsz0vdWvH\nAJOOeIUcnUxGqkrB1DYJrLqoG5/26UgnnabBudGlpaUcPx46xWTNmjW1RLXD52NRiBzpGnMtVhKU\ncm5NP/vFnKJS8GhGIstyMniUKmaU5nNzaT4Fe3dTUVGB0ylyOOvEXgLrXgs/5uc3gi2jAQ4th5//\nV/e4Te/Cvu+CxWiCCxOZDLpdCUPvq31OkmDCc9Cmd/OvS9AgWmboSCBopeiUOroldGN78fYax9sZ\n2zGl6xT6pfRje9F2thVvY69lL+1N7emW0A2TytQqc6z1Sj0auRJn+Spe7jyaF/KrOO4KRuaUksSV\nyQb+3DGdVHXdz83ndOKvqiLgdiMplchNZmSa5n0djlUdo9xVHnbMB7vfp03mQ6z4xQLvi6Jyvigq\np7dBy5S0BNLUSrQyGRVeHyVuDwlKOUmqht84eTweNmzYEHaMz+cjLy+PXr16nTkmQ0IZgXZXySQU\nMhnT0hKZXVDKpAQD1xuU7Fizmnn79tWIjAPIZDK6dOnCxRdfTHx8POoQ7+MFid8TTOUIh8MCPjdY\ni2DlP8OPXfU8dB4PhpTYrbE6fj/Yi4ORc78PZHKQK0GfEhRtgl8fXQKMehQG/Ra2zobyo5CcA72n\ngCYONMKjuqUjRLWgWfG7XPgqK3Hu2o0nPw9lu3ZoevZEbjYjOw++sFVyFTO6z2DuvrkAyCQZjw56\nlDR9GnP2zuHFTS/WiojqlXqu73w9M7rPIEWbgkLe9H+WFa4KqtxVLM9fzgnrCWSSjAxjBmPajcGg\nNGBSh448V0ev1DNrwCwe/vFhVKfW8Gz3OzBp03D7/ejlAWR+B2ZFUKh5/V7KneXkVeax17IXm9tG\nti6TbsZsFJZypFUbkKlUmK6+GmVy8+WbF9nrz48udhTTVV47irjD6mDHgRO1ji8preR/Oe1JVDXs\nvfT5fBFFhs8do5YHhfI3xRVh541JCL6vqWoli3q3Z+++vXw+91sCISKkfr+fvXv3sm/fPq644gp6\n9OiBViu6ugEgyYNOH9WbdNQaIwuO8bnrd3awHA0WL8Yatw2cFbDnW1j7ClRU2wWJbw/DZ0GXCaAx\ng6rl7ihdMGjjgv/G/hl8XmiG7wNB7BDvlqDZ8Nls2Neuo+Cxx/DbbGeOy/Q60v7+d/QjRiA3GH7F\nFcaGJG0Svx/4e/69+d88O/JZthRu4dkNz4Ycb/PY+DD3Qz7b/xlvXvomOQk5TRa1rnJXcbD8IK9u\neZVNhZtqnX9uw3MMTR/Kg/0epL2pPXqVvt5rJmoTeXH0i+RX5fPJnk+weqz0SerDVdlXEaduh06p\no9hezFeHvmJ27mzcPjeTsicxof0EdpbsZOWhtTi8Dkz9TIxqM4zOZcdIVMpRxyU0xUtQi7aGtvWO\nSTdkUOSJPJq3ymJlQ4WViclxDVqLSqUiIyODQ4cOhR3Xpk2bWsd6GbW016o46qjbY3p8oumMrZ/H\n4+FU3lGWfPNNROsKBAJ8++23KBQKcnJyUKlEsRRqA3S7CnK/CD2m83hQ6YPCNhJiHTF2WGD7HFjy\n57O53dWxHIVvZ4FCDZe/AN0nBQWdoGUgBHWrQwoVoWhNDBw4MLBpU22BIGhZOLbv4OjUqSHzBrM+\nno1uwIBmXlXTUOmqxOK0MHf/XD7K/SjieUqZko8v/5gu8V2Qy2JbKFbhqmDu3rn8Z9t/ahyPU8dx\ndfbVdE/ojkFpwOlzUmAtIFmbzKiMURFHrSFYuOj1e9HINchlcvwBP/mV+dyx+A4K7YX0T+nPwwMf\nZt6+efxw9AdcvtqRObPazLROk7mxxwySdE3v91tiL2HqwqkU2kNv5b8+/hMeOCxR6A4TlTyHXgYt\nn/bp2OA0kPLycl555ZWQ0WOz2cxvf/tbDHXcgJ5wurl15xF2WR01jl+WZOKFru3OeFVXVlby8ssv\n10r3qA9Jkpg1axZm8/nhs95oyg7DGyPqFs0KDdy9GpK6BIsQ586AvLWhr5UxEKbPi10hmqMc1rwC\nP70Y+Zxxf4WBtwej1gKBICSSJG0OBAIDzz0uChUFzYKvvJzC558PW4hT+K/n8VrOj25RJrUJh8/R\nIEENwULH+5ffj8UV29fB6rby1cGvagjq7Lhsnhn+DM+Pep5iezEvbX6JP6z+A//8+Z+sOr4KmSSj\n2FGM3RN5a261XI1eqT9zQ3DKdopbf7iVQnshF7W5iHv73su9y+7lq0Nf1SmoISj+38h9h9sX3c4p\n26nGPfEIiNfE8/zo50MWj07KnsxRj7FBghpgp9WBxdPwRjE6nY5rr70WqY6opUajYfr06XVa6gG0\n1aiY06cjywd15ZnObflXlwzWD+nOy90yzwhqn8/Hrl27GiyoIRix3rZtGz7f+dcZNCrM7eCOZZB+\nTuvotD5wx1KIywr+rEuA8c+EjkRLEoz/e+wEdSAAh1c2TFAD7Pwcyhvmw/5r4fV6qaqqoqKigoqK\nCqqqqnA4HPVPFAiaEBGpFjQLnlOnOHjxmHrHZa9YjjItrRlW1LRY3Vb+svYvLM5bHNX89y57j0Ft\nBsVsPSesJ5gwf8KZn0dnjOaWnFt4buNz7LfsDzkvUZPIYxc9xvC2wzGqIiuSCXi9+KxWquQeHln7\nGBtObSBdn86zo57lvqX3UeWpinjdHUwdeG/CeyRpmzZi7fK6KLAV8J8t/2H5seX4Aj46xXViWs5v\n0Rh6c/++MjxRfFb+p3smk9s0PI3F5XJRWVnJTz/9RF5eHnK5nJ49ezJgwAD0ej3yRtjdVVVV8dZb\nb1FVFfn7UB29Xs/dd9+N0SiKps5gKwlGq+2lQQGtMtTuquiywpFV8OXdwRzn06hNcPVr0OkSUMfo\nNbUWwbvjwXIksvHp/eHSp6A8H/LXBRvS9J4KCR1r+my3AJxOJ06nk82bN7Np06YzQlqSJDp06MDo\n0aNJTExEr9fXeWMqaEHYSsBZDqWHwFUV3CFJ6hz8m9A1T/pftISKVIuEHUHzEKkgOQ9u8iDYTGRZ\n/rKo57+x/Q26xHeJSTtzt8/NZ/s+O/Pz0PShTO06lfuX34/DGz6yU+os5ferfs/DAx7m+i7XhxXW\nAY8Hb1kZlQsXYtu4icCf7mXDqaCTxfTu03lt62sNEtQARyqPMGfvHO7qc1eT2hCqFWo6mDvw9PCn\n+aP3jwQI4AvIuGufhQ3HS6O+rsXTsOj2mfWo1SQnJ3P55ZfjdruRJAmtVtsoMX0aj8cTtaAGsNls\nuN11521fsOiTgv/is0KPURsgeyzctwFO7Qw2f4lvD2m9g3nMCk3s1lNxPHJB3XYAjP8bfDazppvJ\npvcgJQdumg/61KCFYMn+oDWgvTToRpE5ODhfm9AsTUlsNhuLFy9mx44dtdKjAoEAhw8f5vDhw5jN\nZqZPn05iYmLIDqSNwucNvgZ+T/A7SyYHuRr0wkM6IqzFcGIz/PgcFGypfT5rOFz8WPD379yb0xaO\nENWCZkFSKlF16ID7SOgPemW7dkitpAAq4PPhKyvDtf8A9q1bkZtNGC65BLnRiNxk4lD5IXyB6LfI\nN5zaEDI94lx8VisBpxMUCnxqNX6vB5lcjlKtQSaXU+GqYN6+eQCYVCbu73s/dy65s15BXZ1/b/73\nGXeQunK9Az4fljILNpeH8ksuxXnZ5ch1Ct6/8muWHfmavsl9eWHTCxE/XnXm7JvDjV1vJFnX9BEz\ng8qAQRXMVS50edhc2bitcFMj23yr1eqY29jFInXD46mj6E1QPwo1GNsE/zUVHies/2/k48f/Debd\nCrbi2ueKcmHODLjiBfh0Wm0LwbUEo4sDZsLgu8HUdLuMNpuNefPmkZeXV+/YiooK3nnnHWbOnElq\nampMbkYBcFaBqwJ2zAt6jlurOQel9w82b0nvH4yyys+PXgQxp6oQ5t0Mx34OPSZvDXxwFXSZCJP+\n0+J2S8IhRLWgWVAkJZF0/30UPPxIyDFJ996DPLHl3+kHPB5cBw6Q/9s78ZWejWIW/uOfmCdPJuV3\nsyh3hvc9jgSfP7z48VosuPPyKH3rbdxHj6JISkQ/ZQr+zHb8vPQ7Ujp2ImfkJVjl1jMR4quzr2bu\nvrnYPBG6EVTj2Q3P0ielD8namh9wpW4vx+xOXj5ZyZJyK75qASStTOJvnSaz7NjcBj/eaSpcFeSW\n5jJaNzrqa0SDXILuem2tor+GkGNoefZzMlnjS2liJlIEscfjCN/qujoZg6BoT92C+jQFW8BZGdo6\n0FkBa16GHXPhtoXBlJEYp104nU6WLl0akaA+jcfj4cMPP+Tee+/FZIq82Dok9lL46WVY/3rQ5/tc\nCrbAp1NBGw9TZkPbfkHnF8FZrEXw8Q1wakdk4/d/Dwt+C9e/02oi1qJQUdBs6IcPJ/62W+s8Fz9j\nOoYxY1pFDpy3tJS8m2+uIagBCASomDeP0nffo7Mus8YprULLLV1u5ptxX7B4zEIWj13I/414h8Ft\nBod8HJkU+s/Ta7FQ9O8XyZs6Devy5bgPH8a+YSPFj/we2z+eZfClV7B+wVzef+Q+LJXBL0wJicuy\nLmPR0UVRPe9CeyHHKmt+WRe7Pczam8+ErQf5wVJTUAM4/AGcPgfrC9ZF9ZinWXFsRUg3jKYiSaXk\noazUqOdnaVSkqVtetEqpVDZKWEuSJJrAtGgC4b2zq9O2fzDPuz7y10Fqj/Bjqk7C/02o6YMdI1wu\nF9u2bWvwPKfTyZYtWxq/O2Mvg+9+D2tfrVtQV8dhgQ+vgiOrgzc4giAeJ/z0UuSC+jSHVwRv2FpJ\ncbQQ1YJmQxEXR9I999Dxu4XEz5iBfuRI4qZPp+PCb0l68EEUcS3fH9Xv8VD+2ef4baEdMSyzZ5Mh\nnS2yMKvNfHLxR9x66iqUbxTi+28evtfyaLtAxt9TH+fR3rWj9/Hq+LCWevaNG6n4/PM6zzm3bcPz\n5Vf0HH4xHqcDhS94o9InuQ+5pblM7DCRWf1n8fjgx5nVfxbXZF+DVhFZRPXtHW9T8YtIL3F7uGPX\nUZbU0x7bIJeweqwRXT8Ule5KPP5gyoHP76PCVUGpsxSL04KrKRpm/MJFZj1GeXQfkw9mpZCkbNhm\nYCAQwOnz44nCmSNSVCoV3bp1i3p+586dUSpb3s2C4BfkqmCOcyQEAkAEgYxIgx3WIvj+D8HIdozw\n+Xxs27Yt6pvqDRs2YLdH7mBUC48zmF++a37kcwJ+mHdTk9xgtFqc5bDlg+jmrn0VHCWxXU8TIdI/\nBM2KwmxGYTaT8sfHCLhcSCoVslb0Be2vrKTyhx/Cjgk4nfhPnCQnMYfc0lxeHfwShq/tuPNqCktf\nqRPfnONceu1wcrP28G3ewjPnZnSfQZy67psMb1kZJf/9X9g1WL/8kl7vvcO25YvQK/RkmbKY2XMm\n6YZ0jlYeZcWxFdg8NvRKPTmJObx56ZvsLtnNJ3s/4VhV6K3jo5VHqdi+Bb85jde1ifxcUX8aicNH\nxKI9FDqFDp/fxynnKb478h0/HvsRq8eKWq4mOy6bm3NuJlGTSEKkYiJCzEo5z3Ruy0N7I9xO/4XO\nOjXjk8wR77w4/X4sHi8LiypYW27FIJdxa9sksrSqqNqdh0Oj0TBy5Ehyc3Ojmj9q1CjRVbElozZA\n/1vhQATOQ8c3Bn2pc78MPy5rOPz8ZmSPv/97cFWCJgYpF4Ddbmfjxo2Nml9WVha9W42zPBhhbSg+\nD4EV/8R7xYsodS0/YNTkHPkx8iZI51J1CkoOgCH6ncPmQohqwa+CTKGApqjKbmoCgfq3/wDJH2BG\ntxm8u+td2tgS8ebVbmV9Gt8PxfzmNzPPiGqZJOPq7KtRyOp+ffweD669e8M+vt9mR+EPRnZsBYX8\nffjfeXnLy3V2UdxevJ1P937KwNSBPD3saT7I/YCVx1bWeV2nz0nA78eqM/BBQWSuGHku6BTXJax1\nX330Tu7N+7vf580db9YqAN1ZspMvDn5Bl/guPDHkCbrGd0WnjE27ZY1MxoQkM3/s6OWfh09GNCdL\no2JOn05nfKHrw+nz83OFjVt2HsblPxuNm1doYZBJx3u9OkR8rUgxmUx06NCBI2EKh+uiXbt2xMfH\nx3QtgiYgY2CwgNAZvm09BVshoQOY0qGyoO4xmUOhPC+Y1hAJAT9snwvDH4pJR8BAIIDVWjMgIUkS\nHTt2pHPnzmi1WgKBAHa7nT179nDsWO0bYIvFQlZWGGeWcOStAXd0O23Snq9wj/wTlQ4fcXFxF24t\ngrMCtn3SuGts+RDaDWnxXSZF+odA0ABkBiP6ESPCD1IoUGVmMix9GNM63ohqY/itx4DDi7ZCQZo+\nWDk/uctkDMrQ7doDAT9SJJFChYL2AwbiTFHz2yW/rVNQV2dT4SbuXXYvk7tMZnRG3UWBRqURlULN\nWq+E3RdZisLnRXau7npzRGPrQiVTkZOYw/+2/y+so8p+y35u++E2Vh5b2aCGNfVhViq4LT2R93q2\nJ1MT2p1GKUlcnxrPV/070zbMuHMpcnu4aUdNQX2ajZV2Ht9/nEpvbPMJ9Xo9119/fZ3tzkORnJzM\nlClT0OtF8VWLR5sAF90Z2djvH4Mb/i9o73cuGQPh0qdh2dMNe/wDPwR9h2OMUqlk6NCh3H777XTo\n0IEdO3awYsUKVq5cyZ49e+jduzczZ85kwIABNeoGos6ptpXCuteiX7Dfi3RoGd999x2l59bgXEj4\nPJHflIXCUQZeZ2zW04QIUS0QNACZRk3CLbdAmJQV81VXItPrSdIlMTFzIj5b/fZjAZsXg9LAqLaj\nuK/vfWds3c7F5/VSkHcEw4QJdZ4/jSYnh/IKC92nXsP9a2dFbJ/n8Dp45MdHgqki+vRa50ckX4RX\nruMTe+T+yyUeL0U+Hdlx2RHPqc749uP54egPBKg/p9If8PPY6sfYVbIrpoWNZqWCiUlmvh3QmYX9\nO3N5kpkeBi2ddWoGmnQ8k92WDUO781yXDNo0oDjR5ffz/omSsI1lvi2uoCrGohrAYDBw00030bNn\nz7BpKpIkkZOTw6233ioavrQWFCoYfFcwslcfhbvg29/BxH/BtE9h+IMw7CG4aUHQJm/ujJrWcZHg\nrIi8WLIeJElCLpdjMBiYMWMGLpeLDz74gKVLl1JQUEB5eTnl5eUcO3aMhQsX8sknn6BWq5k6deqZ\ngtqobwT9nkbnRasq81CpVHz77beNy+1u1UhBL+/GIFNCDJyLmpqWv0KBoIWhSE6m3f/+V6entm7I\nEFIeeQS5ISiKDTojytT6UxHkiWouybyEZ0Y8Q7wm9Pa6x+Vk64olGG6egUwf4rqShOnB+7EEHLy2\n780G+VFDUFi/veNtJnedXOvc5PQr8FZaKWlgy+63Ctw8MPDxsI4mdWFUGpnabSpfHqwn57MaAQL8\nZe1fKHU2LDLk8vlxhykQlCSJFJWSAWY9r3bPZG6fjizom81HvTsyMyOJNLUKQwN9qSu9PpaXhY/o\n+YGD9qaJ0BgMBq688kpmzZrF2LFjiYuLQ6FQoFAoMJvNjBkzhlmzZjFp0iQMhtC7J4IWiD4Zbvwo\n2KmxPopyg0Vk7QbDJU8G7cu+uAvm39FwQQ2g1EED/9ZDoVKp6NmzJ1OmTGHx4sVs2bIFrzf054/L\n5WLt2rVs2LCBKVOmoFQqSU+vHSCImIbcHBhSoU1viDvr/iT5XMjlcvLz8y9cf3elFuKiTL85TUI2\nyGPYIKmJaNnJKQJBC0Sm0aAbOIBOSxZTtXQZ9o0bkZtNxN94I4o2aci0BnxVwY5zklKGYWQG9s2h\nv5jkiRrik5K5PfN2dEodXosFX5kF60+rwedHP2woiuRkFImJ+H0+bOVlLP9iLmPefIOyvzyF+9Ch\nM9dSpKQQ/8c/kHv0AG3GDuen5Wuieo5rC9ZyT597UMqUZ1w3BqYORL5pJ15DSoNtaLdW2VlqiOOJ\nYc/yzNrH8AfqTx3RK/X8++J/8+qWV6lw1ZMbeg7Hrcc5aT1Zb3tzfyBAsdvLunIrC4vLkUkSk9vE\n08eoC5vHbFDIMdD4/EgZoIjgxYxkTLRoNBo0Gg3Dhw+nX79+ZyL8sezi2OrxOMHrCHbNU8UmX79Z\nMKTAdW9D8V5Y+SwcXV3zvCRBxzEw+g+Q2Bl0v/QJkGThvavrIyUnKKRigFqtZvTo0Xz99dcUFITI\n+66DgwcPotPpuO6661BF21RMkgV9p+1l4cdlDoURs4L55Ja8oLg2JMPPb+HVJuMsD94UX7CdSFU6\nGHo/7P4i+msMvK1VRKqFqBYIokCm0SDTaEiYMZ24yTcgKRQE3H68JQ4sX+3DdbAcJAlN9wTME9pj\nHNOOqhW1C2gklYzEGd1RmnRIkoS3uJgTv38U+/r1NcZpcnLI+O/ryE1GVBotR3ZswVphYfjvf0eq\nwYTn1CkUCQk4FTJWLvkOlV7H9lNLI0qZqIsAAZblL+OSdpewKG8RJpWJv3R9EPcdv0d+662kpmVz\n0N4wK7v3Tlr5TXoXXrzkHV7d9AyHKw6HHNs/pT9PDHmCFza9cKbVeUN5e+fb/GPEP0Km0vgDAQ7a\nXVy79QClnrPpFV8VldNOo2J+305kapvWj9msUHBNSlzYBjNqmUQnXdNHaGQymYhGn4ujHKynELw0\nAAAgAElEQVSnYP0bQWGqT4ah90FidqtpRhFsoT4CpnwE7qqg6DvtzhGXBWpjUDhWp8e1sPTJiIqy\n62To/TG9+bBarRw9erTB83bs2MHIkSPRaKL8+9HGQ88bgu20Q9HjWugzFb79f1B5oubccU9BxlCO\nb1wAEL24Px+Iywzm7VuONnxuxkDQtg4HFSGqBYJGIlOp8Lt8OHaVYPn8QLUzAZw7S3DmlpDyYH/U\n2XFULsnDfbwKSSlH1ycZ4+gM5CZVUFCXlXH8//0/HBtrFxQ6c3PJv/03ZH74ARk5vTi+ZxfFeUf4\n8n8voVRr0JpMuO12nLZglfrY3/2O78o/a9Tz2mfZR/eE7iRoEnhr4PMEnnwRz4kTyL/+iplDRrAm\niqaR7xZUsdVk5q1x71DlKuGD3R+w17IXh8eBQWVgcJvBTOs2DaPKyFeHvmJtwdqo17+nbA9OrzOk\nqC5xe7lu68Eagvo0x5xupu84zBf9smPuvFEdhUzi+jbxvJpfFLIY8db0JEyKlh+hOe9wWILtvn/8\nV83je76G7HFw7RtBkd1a0MUH/8Vl1j9WY4KuVwSfa0NJ7RGMkMcIh8PB6tWr6x8Ygk2bNjFu3Ljo\nvNXlSuh3M6z61y+e3uegTw7mrn94NZzrl++wwDcPIp8+n6SkJJRK5YUtqvXJwZuMz+puABeW8X8/\nu4vSwhGiWiCIAX6HF8v8A3Wf9EHx69tp8+hAEm/OAX8AAiBp5ciUZ7fWvaWldQrq07gPH8Z95Ah9\nxk1g/YI5Zz7kPS4nnuKzObfxaW0xZmfi2Ni4bl4Or4P+iX2YHH8Jrj88g3PPHpSZmfgqq+gT8GBW\nyKk4Rwhm69T0NuoIBAJsrrST76y93RkAdOp4MgzJPDn0SRxeBwECyJChV+pRK4LR4fyq/Eat3+6x\nh43Ub6qwUeIJnS950O7imNPdpKIaIEWp5Kt+2UzfcZiTrrM5lxIwPS2Bh7JS0IkUjObn5Pbagvo0\nB5fCuv/CxY+B4jzsLqk2wri/Bp9nQ5x0JBlc8WJMo/hut5uDBw9GPX/r1q2MGDEi+oZFGhN0vgz2\n19GfoP8twV2MMA2oFMueZMyIl4hLz76w/d1PpxqNfARWvxD5vCv+XX83zxaEENUCQQywbyviXP2m\nam/C20uDXw3y0gCuY1Xouoe+265atrzex6lY8AVJTz5BVu9+5G3fUueY7ldMYGPJZvTKxlmf6ZV6\nsg/YsP71CTS334Tyucc5WBlM2egep+FuuY7njgW7XHXTa3i1XRoJ5R40ey0EZBKunFQKdHLuzy+o\nIa6f6JhGwi+dBnVKXUhP6Xh14/yQDUpDSFcLr9/PtyX152kvL62kv6lpLeTkMomueg0/DOjCYbuT\njZV2THI5Y5NMmOQyzA3syiiIAfYyWPGP8GM2vgOD7wRjWvOsqbkxtws6gHxURxS2LiQpmL+d2ium\ny7Db7Y1y8nG73Y0rENSY4cqX4L1cKD/nRr/jxcFuf+Eo3E2H9BQQ/u6gNcOw+4M550ueCP97pTLA\npP9A9tjgTV4rQXxaCwSNJODz4yk42ylKHq9GmprGz1WbmZv/OZXuSrqauzAzbiYZLiUmdYhOYxF8\n8Ac8HpRKFWNn3s3sPz6E21E7Gp3YuROzD71Jn+Q+rD4R/bbpYFNvfHOWY3zrFV4pmsv3P71xpsBQ\nuVPJOxPmst1u5KjTwyft2iJ9uAefxcWZmPm6k2Sm6Jg/oyvXHc7nmNPNnzqm0csYWa7l4LTBvLkj\nwi5uddAvtV/ITo4SEooIav+askCwOjJJIlWtJFWtZGh86/kCOW/xeeBEeF93XJXgPo8t0hQqSO8P\ndywPOoEU7go9Nr59UACl9wd1bG9CY+GY0Wh7TVM6zPweProWSqo1sZJkwd+VepBJtIoiu2ZBGw/9\nZkD3q2D/IljzUs086+RuMOr30H4EaOJA2fIdP6ojRLVA0FhkEnJTcGtRplfCzWncueE+jlSc7VZ3\npOIIP+Qv4p7e93BTzk11CmvDyJGUvP562Icyjr8USaHAlJLKlL88y7yn/ojbUfOL3YePNSfWcFfv\nu3hjxxt4o/CLVUgKxiUOIzC+DU8fe4ufCtfVOO/xe7h78QzevOwTkgMZSO/m4iuvHXXwFtlRfbqP\nl2/4/+zdd5wb1bnw8d80dWm10jZvcbdxNxhjiiH0FiBgSgg9FGMCAVJv2s2bXHITLiQhJJDQAgYT\nSpxAgNBC76bbGIN7X6+3apv6aGbeP2SD19tUtvt88/GHIM2ZOV5W0qMzz3mecayTDBaUFOLLsOzc\nON84ip3FNMRyq0Jw+YzLu12tV2SJc8sCLK3tuSHBycUFOV1bGAEUO5i9BM19VDZuyNLsUDYDLn4y\nXQ3k7T/BtmXpLxQ2d3pV+ivfT69qu4vJuixQBnbXms6H3BcBbUElfPMZ2PJWOse6fjWENsGo2elU\noe44C/usEsqIYXOn/xx4CUw5Ob0h1jTStaxlLV05ZZga4e8IgtD/JEnCPS99C1ia7+fmNbd0CKj3\ndMfKO9jc1vVzWmUFtnFju72OEgjgOuCA9P9XFIpHj+Wim/7IxHmHIu35oZE0capOXtv+GsdWHZvT\n3+m4yqOxXn2H6MTyTgH1brFUjBuX/ZTCpniXAfVuem2UOZbG10sD+LNIZSh0FHLxtIuznjvAJP8k\nAo5Aj8dMdjuY6Or+A/vQAjdFIvVi32T3pKs69CQ4IR0Y7AvcRVAyNZ3fetl/4FvvwOUvpTdrVhyY\n3pjYT3d1XC5X7vnQgM/nQ1X76HXsKYEZZ8Il/4Zr3ofgZDji+z2Pmbco3eFS6EyS0qkgvnLwV6X/\nOYwDahBBtSD0Cdmj4ZpbijnFxSvVPedG3/XJXbQl2zo9rhYVUXXPPahdNCpQCgsZ8+ASlOCXOdmy\nouAvHcVJ3/ouC2+/lyPO/ybj58yjZc1Gzp5wJo+tf4yLpl/Ua3C5t4AjwLVjL0HZsoNn61/r9jiv\n5uWkMScRX9l7k5XkmibcWTZGUWSF0yaclnUnRk3W+PXhvybo7Hm3eLFNY+nsCczwdF5Fmu/3cNf0\nsQT7eZOiMETZ3Olb0GoPt55P+PXwqv7RF2wu8JaCtyz9T0c3qWx9yG63M3v27JzHH3roobl3VOyO\nuxiK94Mxh8DYI+CQa7o+btIJMG9hOpVG2CeIZRhB6AOKS6Pg5HHUtK7utbHJ502fk0gloIv3WVtl\nJeP+/ndin62i9YknwTTwnngS7nkHoQSDHVekd7G7XNhdLg467Uz2P/EUTMNgkhTn48YV3Pz+zdxy\n1C18/7XvZ9RhMOAIsPj4e+H/3YrlcBK2Or9FTA1MZeHoc5mmVmFviZHR+lSOq1hBZ5A7j7uTK1+8\nsse61rvZFTt3HHcH4wvGZ3T+coeNR2ePpzaR4vXmNhQkjg36CGgqQZt4e9yn+crTt/uXXgRtezQd\nsXvhpJth9GH9tjorfMlms3HIIYfw4Ye95Lh3QZZlpk+f3jfpH91xBdJfwA64AJbdDo3r06uvh107\nvOqZC31CyjuBfwiYO3eulcsLThD62saWjZzx5Bk9HlPlrWLJyUt67/aXTIJlIeeYUxiKhfig7gPe\nrH6T86acxyNrHuH5Lc+TMDqnathkGyeO+yoXzlgESoASGVzr1/GWupnvf/T/AHCqTm6d8ysqt0Qw\n7n2E+KpV2CdNouRnf6DliZ47nZVcewC2itwbizTGGnlo9UMsXbu0y1V+WZI5svJIvnfg9yj3lGNT\n9r2VoZSZojnejG7qmJaJIiloikbQEey2CorQC9OASGO66kPTrmCpdHq6EUVPq9hCn4rFYixbtow3\n3ngjq3Gnn34606dPH7j60Hos/Ue17zupQfsoSZI+sixrbqfHRVAtDAeWaRFrTxJpTdLaECWlmzg9\nGsFyDzanis05NFYVG2ONnPv0udRHu29Lft0B13HpjEtRZRXLsrASCSxdR9I0JLu9zwOg5ngzhmVg\nIdOiJ3ir+k0+b/iAiB7BrbmZWjyX/cvm81RjkkfrIrSkDE4I+rhlShUkmzn93wvQTZ37D/4jzj/+\njfiLHdNbRv9tKW0vxzCau86r1srdFF02A8WT3webbui0JlpZ2biSF7a8QFuyDafqZFpwGqeMPwW3\n5sZr2/cqZ4STYcJ6mKc2PsXDqx/ucEei0lPJZTMu48iqI/HavN1WQxGEoS4ajfLGG2/w7l7dZrtz\n0kknMXv27H27NrTQb0RQLQxbkdYEm5Y3sPyFbbSH4h2ek2SJcbOKOPCrY/EFHTjcg5sDa5gGL259\nkR++8cMunw86giw9bSlBPJjt7bS/9DLRZcswIhFklwvXvHn4TjoR2e1G6cOW0aFkiuvXbOOlpjbm\nF3qY4FTxyCZhU2ZjLMXbzeFObVIO87u5e/pY6tvW095YQ8nt/yL+Uud8cdvEiVTc8hean6zFaOr4\n30cb5Sb4zemoBX3bIMMwDRJGAlVW98lV6d1a4i08tPoh7v707h7TjmyyjV8c9guOrjwa7zCq+SoI\ne4rFYlRXV/PKK6+wc+fOLo8ZO3Ysxx57LMXFxbm3JxeEXoigWhh2LNOitSHGE39YTqSH6hK7HXDC\naA44YTTOPFdE89WWaOP16te5+YObaUl82ct7RtEMbj7iJsriDup/93van3sOq6sarKqK94QTKPne\nd9FGjULKs5ueYVrct6ORn2/YkfXYH44t5ZqqYhKvvUrNt6/r9jjb+PGU/fxXoPlJbkuCBPZxDiy9\nFfukMah+fz5/BaELLYkWbv3oVh5b/1jGY3500I84Y+IZ3bZuF4ThIBKJEIvFWLlyJa2trciyTGFh\nITNnzsRut+NyZVYLXxByJYJqYdhpbYzxzxs/JB7JvPj//idUceCJYwd9xVo3dFoSLdRGamlPtlPh\nrcCn+XA3tLPlG+dhhEKdxjjnzMExYxaYBtH330OvrWXMkiXYJ03MK7CuT+gc/+Fa6pLZ16suVBVe\nO3AS0QsvIP75570er40Zg2PaNDBNYitXktq5k/FPP4194oRcpi50I2WmeHz94/zq3V9lPfaBkx5g\nTumcfpiV0C8sK10j2tQBGTRXujOdAIBppu/Q9OtmREHYS3dB9dBIRBWEvcTak7xwz6qsAmqAFS9s\nZ8LsEsomDO6HjqZoFLuKKXZ9WXJLr6lh87nfwGju2HDEeeBcSn/6C/R6E32HATKUHPt1ZFucnT//\nORW3/B5bVVXOc9kQjecUUAM0pww+aY8yKcPj9a1b0bdu7fBY0+L7KP3Zz1DE6lGfaU4085cVf8lp\n7C0f3cLtx9yO3yHuHgx50RCsfyHdbKRpY7rZzMTj4fhfgn8c2ES+sAimhaFE/DYKQ1I8rFO/tT2n\nse89vSnrYLy/GZEI9X+4teuA+me/ofmxBtr+U0dsVSOxlY20PLmT1pdjjPr172m6916M9tx+FknT\nZElN76X0evJgXQvy0UfnPD782utYkUjvBwoZ29SyKaMSiV35pOETWpOtfTwjoc9FQ/Di/0u3CG/a\nmH7MMmH9f+DOI6DmIzCMwZ2jIAgdiKBaGHL0hMHyl7blPL56TTPJeG4rs/3FDIdpe/75To+X/vQX\nNP+zGjPaeb5GKE7LM/V4jjwBM5xbUBo3TEJ6fj+LJj2FGcy91qrZ1tZpE6SQu3AyzAOfPZDXOR5f\n/3gfzUboNy1bYfmDXT9npuCxyyHaOLBzEgShRyKoFoacZDzFpuUNuZ/Agpr1Lb0fN0Asy6L9xRdh\nr02JzgMOQG8wuwyod0vVRVEC5bS9+AJWKvvgWJIklDxL9KmSlNO1v5hDjnW2IV3lY19jWRYhPUVj\nUidudK7okTAS1EXr8rpGdXs1SSOZ1zmEfpSMwtu39XxMe226frYgCEOGyKkWhqRELL/V1Whb/wYM\nRiSCGQ4TeestEpu3YOk6WmkJ3mOORS7woRYWfnGsFY8TeWcZALLbhfvww1GDxTgPPiSdQ92L5PY4\nqYYGzFgMxZtdOTSnLFFpz68aSrldRa2rpff6K2mSy4V73jzkwnTOruLzZbXRsjneTH20nsfXP05b\nso2DRx3MYeWH4bf7R3z5vPqEzvONrTxSGyJumBxc4OHKqmJKbCqePdq8G1Z+XzYMy2AkbFIfsVJx\naNnS+3EtW6HqoH6fjiAImRFBtTAkyZKEmceHvqL2z00YMx5Hr6mh4fY/0/7CC7DXCm79zb/Fuf/+\nFF37bZwzZqAUFGClUij+AspuuBHnrAOJr49itFsoBQWkQhnktspgRqI5rRarssyllUU8uDP3vOqF\n5UXor7/e63G2CRNQLr+C1Ny5/DOssx0JC6iya5zhcOPXUwS0nt9yQrEQP33rp7xd8/YXjz296Wmc\nqpM/H/tnZhXNwq72bc3roWJrLMHpH2+gNvnlHY3VkTgP1DTy56ljOLHIh1tVUGWVQnthD2fqXdAR\nHPFfUIY11Q6+CtjxUc/HFVQOzHwEQciISP8QhhxJAm8wv6L9/pK+rzRhRCJE3nqbTV87nfZnn+0U\nUO8WW7GC7ZdfQcPtt5NqbsZCo/DCb6OHxtF4/xbCb9cTW9lA+J0anFMCvV7XPtaFXrsz57J6JTaV\n/Vy5/TxHO2xUOe14jjyyx+OcP/kJdbffwfVjp3P4xkZuqmvl4boWHqlr4eZtDRz23mouWrmJt5vb\nae0mxzuSjHDLR7d0CKh3i6ViXPXiVTTGR2YOaWNS54pVWzoE1LtZwLdXb6Vh18+twF7AgkkL8rre\ngkkLROvyoczmhsO6rwsPgLsICscNzHwEQciICKqFIcfpsTHrmNxLyNkcCkVVfdvcwtR1Yp98QvW1\n13YbTO+t+cG/0XTPX0nVNdP04EaSW9o6PJ+qjyK7NZQevkDYxvtIrFuFc78pyDmWpCuyafz3hFE5\njf3x+DKK7RqBiy5ELui6TKH7ppt4cu7hnLmlifdau99Q+VFblLNWbOSu6gaauwisw3qYZzY90+34\npJlk6dqlIzIXOKQbfBqOdfu8Cdxf3UhiV03eQ0cdmnPL8UpvJaPcuf0+CAMoMB6mnt71c5IMZ9wB\nrt6/lAuCMHBEUC0MOZIsMf6AYmQ1t5W0aUdUYHf1bfMXo6WFHdd/J92IIQuh++7DaGlE7mY+LU9t\nJHDufmhlnQNm23gf3vlu6m/6FQVnn4Wk5p6tNc/v5vtjS7Mas6iymGMCPiRJQi0uZsz9i5HdHefp\nuPJKXtxvJjfWt3Vzls5u2VLHIztDtO315WRr21ZSVs9fWF6vfp32ZG7lBYey1ZHuA+rd3m+LEEml\ng2qvzctZk87K6VqLZi4i4BDB2JDnDsKpt8CJN4K37MvHqw6Gy1+E0fNBGdwmV4IgdCRyqoUhyeZQ\nmHlUJZ+8tD2rcZpdYdbRlaha335fjC1fjpljrejmh+7Hc+xCwm91rmiSaowRenQtBSeORXYoJLa2\nIckSjmkBYp+8z/bLr8IxfXrWGxT3lDSSWKkol41yM9E1mutWb0fv4cuBIsGPx43iwvIg/l050JKi\nYJ84kbH/+Ac7vvMdEuvWI2ka8tnn8PON2adk3LCxhlOLC/CpKkZER2+IYmVQ6UPa9b+RxpNBao9b\nkVHk9N/doTq4YuYVrKhfwaqmVRlf58SxJ3JU1VEi9WO4cBfBvEUw4ywwEukVas0JruBgz0wQhC6I\noFoYkmwOlQNPGkNLXZStn2a2yU5RZb52/f64Cvp2A1YqFKLxL3fkPL79pRcpuup6wm9DVwWbjVCc\n0CNrkL0aWqkbLItkfRjCWzGTSUr/+2coPl/W143oEZpiTTyy5hE+bfwUr83LeVPO44N503ilBX67\npY6diS9zeEtsKosqi1lQWohPVTpUmwCQNA37+PGMXryYVFMT7R9+zANhnc5F3zKzpKaJH5QXE35i\nPfFVTYy+diyarKGb3TfuOX7M8fjs2f8shrrpHicOWSJudv9l55vlRRTs8d8k6Axy27G38aM3fsT7\nte/3eo0zJp7B9w78nuikONwoCnizu8skCMLgkEZCWaW5c+daH3744WBPQ+gHsfYkHzyzmVWv7+gx\n88Ltt3PKNbMoHOVG7ePKH3ptLRuOyr2jIEDlHffS/raMGc6w06MERZeNxYyGcEybhqxld5s3nAzz\nwtYX+OU7v8TaK5KfXDiZO4+7ExQ/CcvCsCwUScImSQQ19YvV0N7UxRIc89E6mvTcyrv5VIXXZ03E\nuDH92lWPLOa+gsd4ZP2jXR7vVJ08dcZTlLnLunx+OIsaBndsq+e3W7quPz3BaeeJORMptnX+PQjF\nQ2xs2chfVvyFD+s6vg8qksLRVUezcNZCyt3lIqAWBEHoA5IkfWRZ1ty9Hxcr1cKQ5vTaOOT0CRxw\nwhjWvlfLyle2E2v/MjCtnFLIQaeMpaDEhctrQ8owIMyG1QetgI32dmRHMPOg2gIkN45pZVkH1AC1\n0Vp+8c4vunxuXfM6fvPeb7hh/g0U23NPK4la5BxQA7SlDNoTKXZnaafebuTyyy6mNdHKs9ue63Cs\n3+7nzuPvpMiRQWfHeBvEW2HtcxDeCeVzoPIgcAZAHZpl5FyKwqWVxaiSzB+31RHdo+nL4YUebps6\nusuAGiDgCBAoC3Dr0bcS1sPUReqI6BG8Ni9l7jI8mgePrW837gqCIAidiaBaGPJsThWbU2XOiaOZ\ndtgoTMvCMkFWJBRVxuHu3806fZF/KjscWFkGoJZu5RRQR/Uo9356b4/HvLL9FX6k/wivLfegOtUH\nd7liKQO3JmPpJqQsUou38Z2vLuSq467kpZ0v054Kc2D5XKYVTSPgCKDIveQeR0Pw1h9g2W0dN5Xa\nffCNh9LBtZZb1Yz+FtBUFlUV841RATZFE8RMk4kuO15VobCX+t6QLrVXYC+gwlMxALMVBEEQ9iaC\namHYkGUZV8HAN/6QNA3F78doyb31uTZqFEYku9brkj23utTRVJTl9ct7PMa0THZGduaVSpFv+3MA\nuyxjpb5clbV0E+PJWmw2hQXj5oMq4582AdWVwX93Q4dPHoV3/tT5uUQb/O1MuPo9CE7Ie979xaHI\nOBSZUruo6iAIgjDciJJ6gtALubCQwvPPz3m8Y9o0jDYZUtlt6VP9uTVskZCwK70HoTY5v1QIp5LO\nw86VIoHHpna5edNKGsTXNmOGdSQlw7epaAje/G33zxs6vHULJKO5TVgQBEEYPKYB4XrYuRLW/QdW\nPw1bl0F7Lei9lyUdCCKoFoReyKpKwdlnpVs95qDwkiuILM+uHJ9tjC/nleoCewGnT+imacQuPpuP\nEldJTuf/4hyKwoLS3De+fbWoAK+mIHVX/lAG/2njUTJN70m0pgPrnqx5Jr1qLQiCIAwPppkOnN+/\nB+4+Cu46Ah7+Ovz9Alh8Etw2B178BYQ2QaL7BmQDQQTVgpABxeOh8IILsh5nnzQJ+4Tp6NXhrMb5\njhudeTC5F1VWOXXCqRTaC7s95urZV1Ng77pDYqbcqsLVo3MPzK8bU4rPpVF89WzU0o5NZZSAg+KF\ns1CzaTefSY73CKh2JAiCsM8wdGj4HO44FJ7/EbTt6HxMMgLv3wW3HQirn4RY7qma+RI51YKQAcXn\no+jqb6Hv3En45ZczGqNVVlJx218IPVKT1bVsY31oo9y5TPMLRc4ilpy8hOtfvZ5NrZu+eNyhOLhq\n9lWcOuFUbEr+lTCKbRqnFRfw74bWrMYd53dTpicxwzq2UQUUL5yJGU1htCfTrdvdGrJHy26TqKMg\nvSGxp5Xo8UeDlt/PdjiIpAwSloVlgV2WOtUcFwRBGPIsC0Ib4d4T0oFzr8eb8MS34Iw7YOrpYB/4\n93pRp1oQspBqbib04IOEFt+PFesmh0uS8Bx9NGW//AWyp5C257cQeb82o/Nr5W6KLp2B4u054DXC\nSaykiWWaSDYF2aEi2zoHTk2xJppiTWxo2YDH5mFqYCoemwen2ncVMBqTOos+28LbLZnddpvndXKH\nVyZ8/nkUXnA+gcsuQ/X3Qf3kVALe+D28cVPXz0sSfOsdKJmW/7WGIMO0aNJTrI/Gubu6gbqEjgUE\nNZVLyovY3+eiUFOwyeIGpSAMikgT6FFIxdP/rtpBc6U7ZwqdhevgnmOhNbvOykgyXPsxBMb1z7zo\nvk61CKoFIUtmPI7R1kZk2bs0P/AAem0tlmGg+P0UnHYq/jPPRPZ4UXzpcnVGVCe2spG2l7Z2W6da\n0mRcB5biO3Z0jwG1mTDQd4ZpeXIj+s7Il2PnlOA7bkyvwXh/aUrq3L6tngd2NBE1u96Q6ZAlLgh6\nuVqKE1m4ECOUzn8OXH4ZwSuvRC3ILx0FgEgjPPdjWPWPjo/LKpz1V5h4PNhHXs3mZj3FU/Ut3LKl\nlrpkqstj/KrCwsoivllRTNAmblIKwoAJ10HtKnj9/2D7Xt1PR82Gr/xXutynuxjEl94vbX0HFp+c\n29iDvwXH/RK03Db890YE1YLQD1KhEBgGlmUhyTKy34+sdg5YLMPEjKbQ6yKE39hBqjUBpoXs0nAf\nVIpjciFSN6vNX5zDtEhsbKHxvlVdVszQyt0UXTYDxTM4gXU0EiEUauHNSJIlEZ2GXS3Qi2wqF3g0\njrJJWI89RvShh7Di8Q5jxzz8EK45c/poIiGINMBHD0CkDsrnwvTTweEHWxY52sNEKJniho01PFrb\nyybNXb5S6OEv08ZSJAJrQehfpgHNW+DBM6BlW8/Huovh4qcgOHHINqkaULEWWHoxbH49t/E2d3q1\n2ts/HXhFUC0IQ4QRT6XL61mAIiE71Yxyh432JPV/XoHRkuj2mMB5++GanV9Vj1wltmxh00kn4zro\nIMzTT4dAEEuSIBRC+fdTRN99t9uxrkMPpeLWP/TNavVulgVmCpSRW/O5NWVw29Y6bt9Wn9W4U4oL\n+O3kKgIisBaE/hPaBPccA7HmzI7XnHDFS1A8TaxYt+2EW6bkd47LX4SqeX0zn72INuWCMEQojtxe\ndkZE7zGgBgi/VYN9YmHOlUNyZSYShJY8CED0gw/ggw+yGh9dtgwzHIa+DKolaUQH1LRlf8MAACAA\nSURBVABtusGfswyoAZ5paOU7Y0pFUC0I/SVcB0vOyDyghnSt5Qe+lt770U8rrMOG2XWqZFaijfmf\nI0v7+FchQRg+zGjXubJ7MiJ6uqbnADPa2mh//vm8zhFd1v1KttBZ0jR5sKaxq0ygjPxxax3tqd5/\npwRhnxZthtYd6TSO5i3pFdREBn0H6tdAy9YcrteUe8qD0FGeDc5yIZYpBGGYUHy9v0GoRQ6kQSif\nJgFGa3Zl9famN2bXxn1fF9INHqhpynn8c42t3JCqwCs+BQShs3AdNKyF1/4Ptr795eOyAvudAkd8\nHwoq0rnQe4uG4LUbc7/2G7+F8ceAp4tzD7JUKkUymcSyLGRZxmazoSj98JmjaOl0mHw6JfoGfrVf\nvJ0KQi+MSAQzGgXDACQkRUb2+pAdvbcC70uyQ0Gr8KDv6L6RjO+o0cjOgX9ZW5aFpKpYhpHzOWRN\nbM7JRsI0aU3l/vM2LGjWDcr7Z3O8IAxPRgqaN8GDZ3Zdys00YPVT6T9ls+C8R9PB9Z70KGxblvsc\nGtdDMgwMnaA6EokQi8V49913qaurQ9d17HY7kydPZsaMGdjtdhyOPnwzsRfA7PPgw/tyG+8fDe6B\n318kgmpB6EaqqYlUUxNN9/yV9uefx9LTOV6y20XBWWcTuPACFJ8PpS9qLHfDTKUwW1qwANntJnDu\nftTf8QlWrPNte9eBJZ06Ew4USZbRykeR3Lwl53PYxo7puwntA4w+2GMeyeNLkCCMOJYFTRvgr8fu\nCmp7UbsS7j0+vSFuz8A61fPel4z01MRqACWTSRoaGnjmmWeoqencyGzr1q28/PLLTJkyhRNOOIGC\ngoLsmnZ1x+aCQ67OPaiefz24Br7+twiqBWEvlmWh19Sw47rriH/2eafnzUiU5iVLaF6yBPeRX2HU\n//4vWnHuKwot8RbiRhx918YMu2LHo7jQWiK0/POftD39NFZSx3XQQRR9+9uUXrc/7W/VEP2wDitp\noI1y4z1mNPZxBQO+QXE3JRCg8KKLqbvhhpzGS04njpkz+3hW3TPCScy4QaophuxUUf12ZLeGpAyf\nbSZKH3xuiU6LgrCHcD0sOS2zgHq3th3wyLlw0b+6TgXJ1RCozJZMJtm0aRNLly7F7GGvjmmafP75\n52zbto1LL72UYDDYNxNwBWHCcbDxpezGuYtgyqmDUkFFBNWCsBd9xw62nPsNjKbe81Ujr7/Btm9e\nypj7F6NmEVhblkVTvIl1zeu4Y8UdrGhY8cVzMwLTuX3Cj9n+zUWYbV+uVrTu2EHrk09S/rvf4Tvm\nGHxHVaXL8skMWm3q3SRZxnvsMdTfeOMXK/rZKDjzTJS+rPzRDcuyMJriND2ypkMajexSKThtPM4p\nwUFJn8mFQ5Yp0lQa9dw2G9okiUJNBNV9RTdNQrpBzDRRJAmnLFFkG9nVZ0acja+kA+ts1X4KLdu/\nDKqVPng/dvjyP0eeamtrew2o9xQOh7n//vtZuHAhPl8fzN8VgAV/SVdRqe+8wNUlmwcu/jd4SvO/\nfg6Gz7KMIGTI1A3MWAorlX0VjFRjI9suvSyjgHq35MaN7Pj+D0g1Z1Y6STd0NrVu4tynz2XRi4s6\nBNQAP5i4kObrftghoP6CZVHzwx9itDSheG0oPtugB9S7yV4vhRddmPU4yeEgeOmlyPb+z1E325LU\n3/FJp7x0M5qi+e/riK9vxjIHf4UoE0FN4YrK3G9vnlHqx9cfG4z2Qbs7ih79wRoOeXc1By37nK+v\n2Mhbze2055H3LgygcD289fvcx7/xO4jves+2uaCyUwnjzAXGp4PDQRQOh3nqqacyDqh3a29v5733\n3iPVV5WFPKVw8RPpbri98Y+Bha9C0aR0SdVBIIJqYcQwwkkSW9toXrqOpgc/p+XZTegNUcx45i/u\n2PLl6Nu72JzSi+j775Nq6L16hWmZbG7dzHnPnEd9tPOKSJGziJJ2Gb26uoeTmLT8459YQ6wcmuJy\nEVy4EPdXvpL5IE2j6u67UEv7f0OJZZhEPqzDjHS/kt769KYenx9KVFnmnLJAzm/iV1eV4BbpH3lr\nSqb47prt3LS5lpD+ZQD9eSTO2Ss28lqonaTRMTCJGyZ1CZ0d8STV8SS1CZ3WHO84CH0k0Z7eIJir\ndc99mTbiCsKRP879XId/r29TSXLQ3t5OY2NudZ4/+ugjYrE8qnbszVMKZ94N134EBy0EbY+9Q5IE\nE46Fy16AK16E4smD2p9geNznFIReGOEkob+vJbG+5YvHEptaibyzE9/JY/HMK0N29vxCS4VCNN5x\nZ85zaLrnr5T98hcobnf3x8SauPyFy4mlun7DqfBUYKzd0Ou1Yp98ghmLoXi9Oc+3P6iFhZT/3400\n3HYbLX9f2mPNbKWoiKq//Bn75MnIWv+/CZrRFJGP6no8xmhLYsZSKN6hsfrfG5+q8PMJ5fzPxs4b\niHpySXmQUrtITegLm2MJXmjqflPZD9duZ968KZQqMs16imY9xd3VjSzdGSK66/UhAccEvHxvbBmj\nnTaKRdrIwIvmXp4SAMvsuEGxbBb4yqEtu9cmjgKYdPygrbQCJBIJ3nrrrZzHx+NxqqurmTp1at9N\nyhVI/znhV/CVH6S75VoWyGq69J6z/woGZEOsVAvDnqkbtL9e3SGg3lPbc1vQ66K9nycSIf55hnlb\nXV3n+efTXQG7YVkWr21/jZZE1/MEiKViSN7eb/spHg+SOjS/E6uBACXf/S4TX3qRomu/3ak6ivPA\nA6lafB/j/vU4jmnTkPuyDFNPLLASvd+Kt/SBb56TK6+q8I1RAa4bk/lK/1klhfzXuFEUakPz92c4\niaQM7uilo2VLymBDNE5jUufbq7dy2HtruH9H4xcBNaS3RrwcaueUj9dz6kfr2RiNkxomaUgjhtnH\naTqeErjoyezSOBQbXPwkuAZ3lTqZTLJz5868zrF1aw6NbzKhOdPdJgsqwV8FvlFDJqAGsVItjABW\nLEXkvZ7fANpe2kbg/Ckoru5XgFKhUH4T0XWsZLLbp5viTdy76t4eT7GhZQPS4VNB06CHDX+FF16I\n7HTmPNX+pvh8KD4fwUWL8H/965Ay0is5qopks6H2YxnC7kiajFbpIbG2h9x3GRTP8FolLNRUrqkq\nZa7PzW827WRNJN7lcaMdNr47tpSTigpEQN1HkpZFfQZpGzVxncU7Gnm5qfdOfFvjSU78cB3PHDiZ\nyS5735QnE3rnCuR/jj3TDiQJAuNg4SvwwGnpZjI9cfjTAXXJFBgCex30HDac7ykWi2GaJvIgVOAY\nTOKdVRj2zISBlex5dTG5tQ1SPa/85FK1ovNJvrzGF5slLQtJU4joEXaEd/Q43LRMnqx9ka9deiHR\nuxd3eYxj5kzsEyfkP9cBIKsqch7lBvuS7FTxHTOahh6Casf0IiT74H+gZatAUzihqIA5PhcNyRQP\n7GhkR0LHAoo0lYsrglQ5bBRpqgjS+pBTlhnntPFBa6TH4wI2pddj9hQ2TM5avoGXD9pPpOkMFIc/\nvbqcS/UPgMqD0quoe1I0KJoMi96E7e/C6zdD3aqOxwQnwhE/gAlHp1eoh0BALUkSNlt+KXBut3uf\nC6hBBNXCSJBJkKD2/uJWfH1Q0k1RMRMpUqE4bS9sJb6uGSywT/JTdFwF3552Dbd//uceT/HXDX9j\n1om/Zrz7GqJ/XYLZvmt1S1HwnngiZT/9CWpf1QHdx6jFTrzHVtH+cufNqGqJi8LTxiM7hu/bYpFN\no8im8ZvJlcRNE8sCuyyjyiKQ7g8OReaqqhKW1nb/Ra3MpmEBdcnsNiI26in+09jKReVB8UVoILiC\ncMg18NIvcht/1I/T59ibJIG3FKadDmPmQzKS/oMFmjtdKcST40btaFN6g2VbDSSj6TJ8BZVg94E9\n9+ohNpuN0aNH05RFFay9jR8/Puexw9nw/fQQhF1ku4Lit2O0dN/FyjWzCMnR8wqA4vcjFxRgtrbm\nNA/7lClIdjvx9S2EHlqdTpTcJbG2mcS6Zk4/4zhCE5p4eOOj3Z7HtEyu/fCnnDnla1zwyO24WmJY\nySRyaQmewhLUwMB3iRopFJeGZ34FzulFtL++HX1nFNmp4jmsHPuEgiFTnjBfsiThGgIrXvuCUXaN\nhZVF3FPduVKCTZK4dWoVf9qa2+rn7dvqOam4gBKxcbH/KSrMOgdeuxFSXadQdctbBqUZNK9yF6X/\n5CtcDztXwuv/B9UfdHxO0WD6Apj/HfBV5JRvbLPZOPTQQ1m+fHlO03O5XJSWDk6d6MG2763NCyOO\n7NYoOHlst89Lmoz3qCpkWy9BdaGfwvPPy3keRVd/C9npJfTomg4B9RcsSD1Zy8XjL0SRep6LhcVj\nW57kzLcv5+vrfswF227glLcvJmEXL9l8KS4NW7mHwjMnUXzlTIIXT8M1u3jEBNTCwCrUVL43toz7\nZ4xjuid9+1+V4GvFfl46aD8erw3xTksWHfr2sC2eJJTlCreQB2cRnPdodpU3NBdc9ETuq83ZatsJ\nD38dHjqrc0ANYOiwcinccVi6dnaOVU3cbjdlZWU5jZ03bx4ul6v3A0cg8QktDHuSLGGfHMB/xgQk\nreOvtOKzUXzlLBRf7wGTrGn4zz4np5w22efDuf/+xFeHes7dNi3k9XHmjZqX8bnDepiWRAtzS+fi\nUAeoUsY+QLarKB7boLV2F0aOQk3lpOIC/j57PCsOm85Hh07nlilVuBWZpXXdV/vJRG1yeNRNHxE0\nezo3+sLHQc2gGZUrkK6NHJgwMCXwwnWw5GtQk+EK8rLb4NUbIZZZY7I9ud1uFixYgJpllalgMMjc\nuXNR9tE7ZSKoFkYExaniOrCUsh/OJXjJNPxnTaL4W7MpufYAtAoPUgY51QBqoJDym27K7uKqmm5g\nEgig7+x9M5Kt3qLEmf2qxlWzr6LA3v+tvAVByE2RTaPMrlFq1/CoCqaVf1k8XZTWG1h2D4yeD9cu\nh2P+X9dNWArHwWl/gm8tg+JpoA7AXa5EO/znv6FxXXbjPrgHtnexop2BYDDIRRddhJZhH4FAIMBF\nF12ExzO43SAHk8ipFkYMWVNAU3D6cm93LTudeL5yBKNu+j92/uSnPTYvAZCcTqruugvHfvshqSpK\nQe/XNrwSYT2728Gj3KMYVzAuqzGCIAwutQ9WLwOi/OHA0+xQUAGHXw8HXJhOoYg2gaykc6Id/nSw\nPZAbSBPt8NnjuY197TdQMSfrfG5VVamoqGDRokW88MILrF+/HquLL4o2m405c+Ywf/58vEOsIdlA\nE69WQdib4kQbdQBjlz5B8yNLaHvmaax4x40rss+H/+xz8Z99Dkpx0Rc1o50zi2h9bnPXOdW7eA4s\nY9kLyzKejkt1cdfxd1HkFBsUBWE4cSoyh/k9OedUuxWZSofI9R80spqu3OEd5E13hgGrHkt3EcxF\nzXKIhXLaJKmqKkVFRZx55pkkEglWrlxJTU0Nuq5jt9uZMmUKY8eOxeFwZLyiPZKJoFoQ9mBEdJqf\n3EB8ZSOSQ8E193wCF19JcvMGUqEmJEVBLSlFLa0kurKdhvu24ZjaTuEZk1DcGrJTxXtkJe2vVXd5\nfvf8cmSXjd8d+Tuuf/V6dLPnfMmgI8i9J95LlaeqP/66giD0I7+m8v2xpbyzIreg+vxRAfzqvpmb\nKuwhFoIVD+d3js+egCP/K+fhDocDh8PB4YcfTiqVwjRNVFXdZ3OnuyOCakHYxTItYp82El+ZLo1l\nxQ0i7zUSea8RJeBBdvrBsohv0jFav2zBGv+0idi4AtwHlyM7VDxfqUQpdND28jZkTcY+3o9cYMM+\n1odW6UVxqMyzz+PZM5/lqY1P8dDqhwjFO3ZzHOMbwxUzr2B++XyKnEWd6tSa8RRm0kAi/bikychO\n8XIWhKFmkstBuV2jJpHdhkMZuLyyGLsitj7t8ywj5yoeX2jrufFYpiRJEivSPRCfwsKIZMbjGO3t\nxFZ8QmL9eqx4DCUYxHP44SiFhaiBzi1pzYhO+yvbujyfEYpj9HC9tlercc4sRvHaUFwarjmlOPYL\nkGqMEv24Hn17O3pNBLWoBfe8MlSnSpm7jMtmXMaCiQtoSbTQkmhBkRQCjgBem5eAI9AhmLZMCzOi\nk2qO0/7KNpLVYayEgWRTsFV68B4zGjXgQHZrSKLZhyAMCcU2lYdnjeerH60n2ssejT39ccpoikU+\ntbCbnOeKsCx+lwaC+CkLI4qVSpGqr6dp8WJaHnscKxrt8Hw94Jg+jaJrrsF5wAGohYVfPJdqjGG0\nJXO6rtmeRG+IonhtGJEk0eUNtL9RjdnF+cJvVGMb7aXglPFoZS6KXcUUu3pu5W0mDfQdYUJL12I0\nd2xyY+km8bXNxNc2oxTaKTxnMrYKL/IwbLctCCONJEmMd9p5as5EzlmxkeZUT1/P0yvUt04ZzQlF\nPtwi9UOAdEMXX0W6c2KugpP6bj5Ct8R9JWHEMJNJ4p9/zqbTvkbzg3/rFFDvFv/sc6qvvoa6X/0v\nqVA67cJMmYTf3ZnX9SPv12G0Jwk9spbWpzd1GVDvltzWTsOdnxBd0YAZ73nziZk0iK9vpuHulZ0C\n6r0ZzQka7/mU+LoQZrLnD29BEAaGTZGZ6nHy6rwp3DCxnFH2zrfPXbLMpRVFvH3wVE4pLqBArFIL\nu7mCcMjVuY+XZJh6at/NR+iWeNUKI4JlWSQ3b2brRRdjJXoOPHdre/ZZkGVKf/ZTZIcXsz23Verd\nXHOKaX58PYkNGTZ7sKDlXxuQXSqOqUHkbmpppxpihB7qpktjN+cNPbKG4m/tj71q3y5vJAhDhSJJ\nlNk1Lq8s5oySQuqSOjsTOrppEbSpjHPaKVAVHCKHWujKmMPA7k2X1svWpBPSY4V+J169wohgNDVR\nfd31GQfUu7U9/TTxzz7HkizIIw1ZLXZiJc10R8UsNf9zPVa0601MRlSn5amNkG0DCBNan9qIERHd\n2ARhKFEkiRK7xkyvixOKCjilxM8hfg+ldk0E1EL3HH449Nrsx0kyHPNzcIjGYQNBvIKFEUGvrUXf\nurX3A7vQ+OfbsaJh5AxamXfHfcgowm/nlu9mJQwSm9u6fi6WIrm16+d6k9zejhnLsa6pIAiCMHRo\nDph3BUw9LbtxC+6EgGgcNlBEUC0Me0Y4TOOdd+Y8PrZ8BWZ7G975FbmdQJWxVXpJbm7NeQ5tr2zD\nCHdMP7FMk/B7eeZ5L6vBMjKvOCAIgiAMUa4gnHorzFvUezdHzQXfeAQmnww298DMTxicoFqSpHMk\nSfpMkiRTkqS5ez33E0mSNkiStFaSpBMHY37C8GLGYkTefievc0Q/Xo5S6EAJOLIeq/hspBpjeV0/\nVRftlOJhJU30nZG8zqvXRjGTIqgWMteY1FkbifFYbYj7qht4rDbEmnCMxqRIJRKEQecugqN/Btev\nhK/8AJyFHZ8vmgQL7oLrlsPEY8DhG5x57qMGa6PiKuBM4K49H5QkaRrwDWA6UA68JEnSZMuyRBkD\noXuWhRXLL6g1QiFkp4rvuNE0L12X1VjZoYCVZc5zF6y986ZNCyuV33mtlNkncxNGvsakzjvNYf6w\ntY7VkXin56e4HXx3TCnzCz0U2UTzB0EYNM6C9J+v/AgOWghGEiwzXctasYOnZLBnuM8alKDasqzV\nQKcuccDpwKOWZSWAzZIkbQDmAcsGdobCcCJJEqgqpHLPH5bdLiRZwjElgHteGZH3azMea59ciOzK\nP8jo9HpQ5XTAngfZoSApohGM0LO6hM6lqzbzcVvXZSgB1kTiLPp8K3N8LhbPGEdpF2XhBEEYQKoN\nvGWDPQthD0Mtp7oC2L7Hv1fvekwQuifL2MaMyesUtgkTAFBcGr4Tx+I9qjKjcZ4jK/EeUYla7Mrr\n+krAAXt1QZRtCs6ZRXmd1zmzCMnWe2CumyaWWNHeJzUkdS5YuanHgHpPH7dFuWDlJhpEOoggCEIH\n/bZSLUnSS0BXX6F+ZlnWk31w/iuBKwFGjx6d7+mEYUwNBglecTk7f/LT7o8pKcF7wkmoJaUgqxjN\nTUTefJXEuvUowSD2sWO/OFZxa3iPrMI9bxTh93YSeW8nVvzLDCTJruA6sBTX7OL05kLTQnYqaJUe\n9OpwTn8H71GVyJ7OK3+OiYVImoylZ58XLWkyjsmFXd0RImmaNOsGK9ujvNjURmvKwKPIHOr3cESh\nF5+q4BTlvUa8hGly1/Z6VoWzS59aFY5x5/Z6/mvcKOyy+D0RBEGAfgyqLcs6LodhO4CqPf69ctdj\nXZ3/buBugLlz54oltn2ce/58JIcDK94xF9R18MEEvnklSqCc2OoYZpuOlbJQyjRKfnIasj1BKlSL\nUthxs4fsVNM51sePwXNYOWY0hbWrPJ1lWURX1NP410+xdBPbaC/Bb07Hd8xompZ8nv3kVRnnlECX\nwa/kVHDNLSOyLPtyfa4DSpAcnV/i9UmdxdWNLN7RSMteLZMf2hnCJct8fVQh140upcyuIfe2y1wY\ntlp0gwd2NOU0dsmOJq6sLKHULoJqQRAEGHodFZ8CHpYk6RbSGxUnAe8P7pSE4UDx+Si69ts0/PZ3\nux5QKPvFr1ArZhFZ1kyqcXunMfHPQHZreA6fhJkwUbp4NciqjCVB4z0rMaNd52wnt7WT3N6ObbQX\n22gvyW3Zdbzyf3Vcl8EvgKwp+I6uIrG+OasKI0rQge+4Mch7pX5Ux5Ocs2IDm2Pdd4+Mmib372ji\n3/Ut/OuASUx02UVgPUJ90BqhPceSi+2GyfutYU4rKez9YEEQhH3AYJXUWyBJUjVwKPCMJEn/AbAs\n6zNgKfA58Dxwjaj8IWRCdjjwn3UW/nPPBaD8pt+Duh+t/67pMRg1Izpt/9lK6JG1nepE75YKxbsN\nqHcLv7kDSZEJXjgNbVTmNUG9R1Xi2r+4U/C7J8Vno+iKmajFzozOqRY5KV44C2WvZjZ1CZ2zewmo\n99SkG5z+8Xqq4/m1bxeGpqhh8I+67DuA7ukftc1EDfEWLQiCAIMUVFuW9S/Lsioty7JbllVqWdaJ\nezz3a8uyJliWtZ9lWc8NxvyE4Un1+yn+7neoWrwE1LFE3s/8tnZiQwvN/1qPEekcQJoZtPo2ozqW\nYaYD4Mtm4D5sFJLW/ctLKbQTOG8KniMrM6ocovrtFF85i4JTx3cKlneTfTYKThlH8aJZqH57h+cS\npsnd1fVsyTCg3q05ZfDjddW0xMWmtJFGNy1a9fwC4paUQXLvUpCCIAj9xRzafReGWvqHIORF9ftx\nTJ1J7c0fZj02/lkI43iduE1HN3UkJJyqEyWDFWK12IWkpVebFa+NgpPH4Tuqivj6FqIf12NGdVAk\n1EIHniMqUAsdyG4NSc48rULx2vAcVo5rdjGpxhiJrW2YER3ZpWEf60MtcnZ7zhbdYEmOubOvhtpp\ni+t4jfQmTmFkkAAti9+/rthkaciVkBIEYQQxUhBthIa1sOFFiDSCowCqDoExh4LDn27hPkSIoFoY\nUSzDIraysVN3wp5Imox6QCHmQR5eanmVp1c9S2uiFU3RqPJWceGUC/BdWonyShvJrW1dnsN7ZCWy\n/csUDllTQFNwH1iKc1ow3SpckpA0ucdUj17nKksoXhuK14Z9XEHG4z7MI3fWAh6tC7GwzsJ3YJkI\nrEcIpyIzwWnnzebcKtYATHDacYgqMYIg9IdwPSz/G7x3R/r/7+m9O8HmgQMuhPnXgbe899btA0AE\n1cKIYkZ12t/ssmBMl2SfDeWiCpZUP8xjbz5ORO/YFvyjuo94YsMTTPBP4HvHf4fJ1eWknq/rcIzn\nK5Uoe6VbdLiGc3BfZoZp8Vxja17neC0c5XzVBS9vo+CEMcjdbKwUhg9Nlrmsspj7a3K7gwFweWUx\nNlFSTxCEvtZWA387E+pXd39MMpwOrlf9Ey55Jt2iXc6vYVq+xLuhMKJYKROzPbO8YdmtIV9SzjXL\nv8OSdQ92Cqj3tLFlI9e8fS3PF76NumAUqBK2MT6KLp+B76hKlD7oqNhfkpZJe56bycIpA9OhEFlW\ngxkXG9NGiqCmMMuT2QbYvc30OAlqg/sBJgjCCBSuhwcX9BxQ7ynSCItPgtbOVb4GmgiqhZEli7QP\n+fxyfrDiJ6xtXpvxmN+vuIUPi1ZT9OMDCF48DcekvmlR3p9UScKZ52qiS5GREiZYEP24Lp3OIgx7\nQZvGDZMqyOWm6f9MrCBoG9q/+4IgDDOGDh/eBw1rshsXa4anvwuxlv6ZV4ZEUC2MLBluvNIqPaxM\nfsYnjZ9kfYlfvfu/tMvRYZNbrMkyBxVkXuavK9OdDrRdpQnDb9dgRnouMSgMH9M9Tm6aXJnVmJsm\nVzLLm9sKtyAIQreiIXj/rtzGbnoVEl3vexooIqgWRhRJkZG7KTm3J+NwL3evvzena0RTUT6sy766\nyGAxEwYn+71oeWziuCJYiLm8IX2+iI5liTJqI4VXVTijtJB7Z4zFr/aczlGgKtw7YywLSgvx9HKs\nIAhC1nZ+kg6sc2FZ8PEDkBq83goiqBZGFNmj4T2iosdjJLtCNJjKKu1jb3evvJtQLL/GGQPBMi2S\n1e1I79VyStCX0zlmepwEHRqBc/fDMT2YftcQQfWI4lMVjg/4eH3eFB6YOY79vc4vPhxkYLbXyf0z\nxvLGvCkcF/DhEwG1IAh9zbJgzb/zO8f6lwZ1tVps4Rf6hWVZWKkUsjawKRKSLOGaVUzrc1u6za9W\n/HY2tG3M6zobWjZgDINmn2ZEp3npOizD5EdXzuCl5nbCWeRDKxLcWFmKtWQ1oXYd97wyvEdWIimD\nX7pI6Fs2RaZUkTnRXsBcn5uUZWFiISOhShJBm/i4EAShHxlJiOdXqYpEG1iDt+dHvEsKfcaIRjHb\n2wm//jqxlSuxojEUfwHe447DNmkSamEhktr/v3KSQ6Xgq2NpfXpzl8/LNoV2vT3v6wzFoNoyTMxI\nCitpYGFhtusYrQkAnE9v5u8nj+Gc9VuJZhBYKxL8deoYKt5tQK9JV0Zpf3kb1W+S6AAAFSJJREFU\n4TeqCV46HcmmINvFW8hIJAJoQRAGnKyB5srvHJoLpMFLwhDvnELerFQKvbaWxttvp+2ZZ7H0ji2t\nmx9+BCUYJHDJxfjPOgs1GOzX+ch2BfecUsywTvtr1Z2eNxMGXs2b93UUaejcAjcTKcyYQfSjOsLv\n1GBGdHwnjiWx6cud0Kl1LVTIEs99dRw/qK7lg9buSwhOcTv4bVUZ+6VkIp83I3s1nFP9yE5Ahvhn\ntcj2CrQyN5Jo/iEIgiDkS5ah8iD45JHcz1EyLf/APA8iqBbyYuo6iTVr2PbNSzEj3QdpRlMTDbf8\ngbZnn6Pq7rvQSkr6dV6yS8NzZCW2Ki+tz28h1RD7ci4tCSYVTMrr/PsV7jdkgmojphNb2UjLExvS\n7Q930YqdhN/s+KUitaaZgsY4dx5VQXxaGfc1NfNOOErYMHErMjNdDhYFCykMJVEf24x8yCgKTivD\nijbT+vgD6DtrsFIGit+PJJ+BNHcWSjCAPAB3IARBEIQRbr+T4fkfpUvr5WL+9WATQbUwTOlbt7H1\n4kuwYrHeDwYSa9aw/cpFjL73r/2+Yq04NZzTi7CN9mG0Jwm/XYPRkgDLQo05mB6czmdNn+V07kWz\nFxFwBvp4xtkz4ykiH9TR9mznVBfJrmAmOqeopBpj8M8NOGwK1x5YzFXlPiyPipQ0ULfHsP61GjOq\n4zyhDLNpFXV//APJTZs6nSf88ssofj+FF19M4TfORQ0M/s9DEARBGMbsPpi+AFYuzX5s8X7gLe37\nOWVBBNVCzlKhEDU/+q+MA+rdEmvW0Pr00wQuvBBJ6f/VXsVrQ/Ha8C+YiKWb6UYXqsRV9qu49tVr\nsz6fR/Owf/H+fT7PXOj10S4DagAraSDbFcxo1zWlraRBalktEnzR/GN3CF5wSjmx95+m6Z47e7y+\n0dJC45/+RGTZMipv/UO/f1ESBEEQRjC7B47+Gax9DhJZ7H2SZDjlD+Au7r+5ZUAkQwo5M1paiH/2\neU5jQ/ctxmhu7uMZ9UxWZRSniuxUkTWFWcWzOKj0oKzPc8P8GyiwF/TDDLNjRHXaXtja7fN6Qwyt\nwpP1eV1zAyTXv9NrQL2n2AcfUPOTn5IKDf0yg0NJwjCpS+g8Xd/CrzfW8OO12/nd5p183BahPinq\ngQuCsA/yVcLFT4Itw6ZlkgQL7oJRs/t3XhkQK9VCTsxYjND99+c8PlVXR3LLFtSior6bVJYCzgA3\nH3kz179yPSsbV/Z6vITEfx/y3xwy6hBsSu8NZvqbFTdIbOi+JWvkg1r8J48jsT6Ltq0SuGZ52XLW\nb7OeT+SNN0hs3CjSQDJgWha1CZ07ttfz8M4Qkb2qsfxuSx2jHTauG1PCyUV+UY1DEIR9h6JC2SxY\n+Co8cRXs+Lj7YwPj4bQ/Qvmc9Cr3IBMr1UJOzEiEyLJ38zpH+M03+2g2uStyFnHbMbdx9eyre1x9\nnhacxuITF/PVcV/Fa8u/ckhfiH3W2OPzRlMcFAmlIPMvAPZJfiJvvdGpgkumGv/8F1ItedYZHeEM\n02JtJM6xH6zlnurGTgH1btviSX6wtppLP91EfSLHTTuCIAjDkaKlc6TP/wd8+0OYexkUTQJPaTqQ\nnvq1dNB92X9g7BFDIqAGsVIt5MiyrB6rfWQi1TQ0UgUCzgBXzLqCs/c7m9VNq3lyw5O0JlrRFI3R\n3tF8Y8o38Nv9FDoKB3uqHaRC8V6PCb9VQ8GpEwg9vLpDZZDuuGa72flfi3OeU/TddzEjYfAPfnrM\nULU1nuBrH6+nPcMmPO+3Rbli1WbumzmOItvANlMSBEEYVO6i9J8Tfg3JcLqxiySD5gT70Fjg2pMI\nqoWcyU4H+bQ/UXy5tc3uD5qsUewspriymINHHUzSSCJLMnbFjioP35dJYmML2ig3/jMmdiq51xXZ\nIaHvqMnrmvr27dgqem4Vv68K6SmuW70t44B6t/fbojzT0MpF5UFkSXSzFIYhPQ5G4suAaBi/rwqD\nwOYa1FJ5mRK/1UJOZKcT+6TJeQVgzv0Hf1NBV+yKHbtiH+xp9EotdGR0XPitHbgPGUXwkum0v7yN\n5Paud1RLmoyk5R+wmeFw3ucYqVp0gw/bojmN/fO2ek4uLqBErFYLw0UqCbEQ7Pgo3dAj1gKqDYKT\n4KArwBUAl6gYJIwcIqgWcqJ4PASvWkT4tddyGi+73Tj3Hxpl6YYr54wiWrspp7e3yLs7SW5pxX1I\nOQVfHUd0RQOpphiWbiI7VeyT/NgqvaBnsamxG7JnaOS2DTVxw+Se6oacx2+LJ6mOJ0VQLQwP4QZ4\n70744K8Q3+t9ZcPL6efK58BJN0LpjCGTEysI+RBBtZAzrbISraI8p9Vq/znnoBSIvNt8SA4F+/gC\nEpsy2xio10ZpeWIDkl3BObOIwnMmp1enFQkraVL3x48pOKkEraICfceOnOelVVblPHYka0sZvBpq\ny+scLza2MceXYZkpQRgs7bXw8Lmwc0XPx9V8DItPgq/dDlNPB8fQy5EVhGyI6h9CztRAgLL/+Z+s\nxymBAIFvXoJsH/opFkOZ4tLwnTg263FWwgBFQnaqKC7t/7d370F2l/Udx9/f3zl79r6bzX2huUAa\nCglIRG6hYIOiXGZaqi0XlQLTdlo0zmCvY2FG2o75ozNqHbSXKYWKgjKIItSqY3VaEUUNWO6gCZgI\nmIREiECy2ezuefrHORnWuEl2z293zzm779fMmf3tOec5880zT377mec8v+dH1lok62ph4fo1DP50\niL4rrq65po61a8m6nXEaSwJeHc5zFQLsrHFXFmna7NkJd1555EB9QEpwz3rYen/tt6aWGoShWjWL\nLKN9zRr6N3y4svn6OBTmzGHZp2+luKi+txKdKVoWdUw4WLcs6aL3bcvISq/fzTIiKPa10fu2Y+g+\n/zyiVNs+3AvWv4+i30CMKYC2LN8pt3sa7kAq5bLlfnju+xNv96X3wt7G2BFKqpWhWrkUurroPv98\nltz877QsW3bY93acdRbLP/95SsceS7iDwaTI2op0nrGYOb+z4vV7jR9G63F9zL9yNYWusUNzobtE\nsa+XRdddN+Fautato7RixYTbzRatWbCyY3wXlx7Kyd2Nf/W7ZrE9O+G+id84CoCBl8c/uy01KNdU\nK7dCVxeda9ey/PbbGNqxg5/fdBODm58hDQyQdXfT+eZz6Lv0Ugrd3a6jngKFjhY6TllI2wlz2bNx\nO689sI00MPz6GzJoWz2fnnOXUOgtUeg8/Cx01t5Oz0UXMvzSS+y68cZx1dBxxhn0b/gwxb7G2su7\nkfS2FLl2+SL+9+Wxd185ko4sY+0cl9aoge3ZBTueqL39t/4Bjn5TZV9iqQkZqjUpIoLi/PkU58+n\nf8MG0r59pHKZKBTIurvJWtyxYCplbUWytiI9b1lK15n9lAdHSMOJKAZRKpC1Fsjaxv/fvdDTw9wr\n3kPbqhN48SMfZf/mzWO/r6+PuVdfxZxLLvH25OOwor2VxaUWtu+f+NrRy/rn0lt0+Yca2LZHc7Z/\nGMrDR36f1KAM1Zp0hc5O6HSHgnqIYkahp5XJiF6Fnh66162j/aSTGN61i5duu42h51+A4WEKfXOY\nc8kltB5/PMW+PqLoqWQ85pWKbFh5NH/0xJYJtestFnj/0oW0FVyxpwY28HK+9uWRyoWLUpPyL6Gk\nwyrOm0dx3jwWf+hDpH37ICWiVCJry7c+eDYqRHDO3G5uWHEUf/fM+Lai7Cxk3LVmBYtb/bZHDa49\n5/KvyCoPqUkZqiWNS9bSAi7jya2nWODd/XNZ0lbiuk3P8+L+Q3/dvaa7nU+uWsbytlYKXtyrRrf4\nxHzt+0+GzCVOal6GakmaZr0tRS6c38vpvZ1s2ruPj2/dwea9gwyMlOkpFvitvi6uWbqQOcUi80qe\nptUkOhfCguNh59O1tX/zX3mRopqaZ2tJqoNCFixsbWFhawsndrUzWE4kKjsjdhcz2t2TWs2mawGc\n85fwxT+eeNu2OZWdP6QmZqiWpDrrbfFUrBni2HXQv2bie07/9o3512RLdeYVAZIkaXJ0LYB33QEL\nV42/zUUfgRXnQrF16uqSpoGhWpIkTZ6efrjyHjjzfVA6zA2LFq2GK++FN1wObT3TV580RfzOUZIk\nTa6uhfDWG+A3r4Ut98Ojd8DA7spsdN+xsPa90Lmg8pBmCEO1JEmafC1t0LIYTvp9OO4CGNlf2Ye6\npQOKpXpXJ006Q7UkSZparYdZBiLNEIZqSVOiPFQmDQxRHhimPDhCFDOyjhayUuWnJEkziaFa0qQq\n7xumvGeI1x7Yxp6N20mDI6+/GND663PoeetSivPbKXT5FbAkaWYwVEuaNCN7h9izcTuvfHXL2G9I\nMLhpNzs37aa0rJt571lFocdgLUlqfm6pJ2lSlAeGee27Pzt0oD7I/q2vsvPmxxh5df/UFiZJ0jQw\nVEuaFEM79vDqN346oTbDO/ay+yvPUt43PEVVSZI0PQzVknIb2TvEK1/fWlPbgUd2UR697lqSpCZk\nqJaUW9o3wuCzv6itcTkx8MhO0kia3KIkSZpGhmpJuQ08+fNc7fds3E5579AkVSNJ0vQzVEvKbeTl\nfbnal/cMQXKmWpLUvAzVkvKLvO1jEj5EkqT6MVRLyq04rz1X+0JPybORJKmp+WdMUm5tJ8zNNdHc\neWY/Wae3LpckNS9DtaTcstYibb/RV1vjYkb7CXOJcPmHJKl5Gaol5Za1F+l5+/KaZqs7T19MtBYn\nvSZJkqaToVrSpCjOa2POO1dOqE3pmB563rKErLUwRVVJkjQ9nB6SNCmy1iIdJ84nK2W8dOeP4Qg3\nc2k7aT59F6+g0FWapgolSZo6hmpJkyZrL9K2ah6L//o0Bh7fxWv3vcDILwZff0Mxo/OUhXSdfTRZ\nVwuFDi9OlCTNDIZqSZMqaymQ9RboWnsUHW9YQBoaIZUrW1FHS0a0FclKLveQJM0shmpJUyKyoNDt\n0g5J0uzghYqSJElSToZqSZIkKSdDtSRJkpSToVqSJEnKyVAtSZIk5WSoliRJknIyVEuSJEk5Gaol\nSZKknAzVkiRJUk6GakmSJCknQ7UkSZKUk6FakiRJyslQLUmSJOVkqJYkSZJyMlRLkiRJORmqJUmS\npJwM1ZIkSVJOhmpJkiQpJ0O1JEmSlJOhWpIkScopUkr1riG3iNgJbK13HdNgPrCr3kU0KfuudvZd\nPvZf7ey72tl3tbPvajdb+m5ZSmnBwU/OiFA9W0TEgymlU+tdRzOy72pn3+Vj/9XOvqudfVc7+652\ns73vXP4hSZIk5WSoliRJknIyVDeXf6t3AU3MvqudfZeP/Vc7+6529l3t7Lvazeq+c021JEmSlJMz\n1ZIkSVJOhmpJkiQpJ0N1E4iISyLiiYgoR8Spo55fHhEDEfFw9fGv9ayzER2q76qv/U1EbI6IH0XE\n+fWqsRlExN9GxAujxtpF9a6p0UXEBdWxtTkiPljveppJRGyJiMeqY+3BetfT6CLiloh4MSIeH/Xc\n3Ij474jYVP3ZV88aG9Uh+s7z3ThExJKI+J+IeLL6d/ba6vOzduwZqpvD48A7gfvGeO2ZlNKa6uOa\naa6rGYzZdxGxCrgcWA1cAPxzRBSmv7ym8o+jxtpX6l1MI6uOpX8CLgRWAe+qjjmN37nVsTZr97yd\ngE9ROY+N9kHgmymllcA3q7/rV32KX+078Hw3HsPAX6SUVgFnAuur57lZO/YM1U0gpfRUSulH9a6j\nGR2m7y4G7kgpDaaUfgJsBk6f3uo0g50ObE4pPZtS2g/cQWXMSZMupXQf8NJBT18M3Fo9vhX43Wkt\nqkkcou80DimlbSmlH1aPXwWeAo5mFo89Q3XzOyYi/i8ivhUR59S7mCZyNPDcqN+frz6nQ3t/RDxa\n/bp01nydVyPHVz4J+HpEPBQRf1LvYprUopTSturxdmBRPYtpQp7vJiAilgNvBL7PLB57huoGERHf\niIjHx3gcbnZrG7A0pfRG4M+Bz0ZEz/RU3Dhq7Dsd5Aj9+C/ACmANlXH30boWq5nu7JTSKVSWz6yP\niDfXu6Bmlip757p/7vh5vpuAiOgCvgB8IKX0yujXZtvYK9a7AFWklM6roc0gMFg9figingGOA2bV\nhT219B3wArBk1O+/Vn1u1hpvP0bETcCXp7icZuf4yiGl9EL154sRcTeV5TRjXVOiQ9sREf0ppW0R\n0Q+8WO+CmkVKaceBY893hxcRLVQC9e0ppS9Wn561Y8+Z6iYWEQsOXFwXEccCK4Fn61tV07gXuDwi\nWiPiGCp994M619SwqifGA95B5QJQHdpGYGVEHBMRJSoXxd5b55qaQkR0RkT3gWPg7TjeanEvcFX1\n+CrgnjrW0lQ8341PRARwM/BUSuljo16atWPPOyo2gYh4B/AJYAGwG3g4pXR+RPwe8PfAEFAGbkgp\n/Wf9Km08h+q76mvXA39I5QrmD6SUvlq3QhtcRHyGylehCdgC/OmoNXMaQ3Ubro8DBeCWlNKGOpfU\nFKoTBHdXfy0Cn7XvDi8iPgesA+YDO4AbgC8BdwJLga3ApSklL8g7yCH6bh2e744oIs4Gvg08RiWD\nAFxHZV31rBx7hmpJkiQpJ5d/SJIkSTkZqiVJkqScDNWSJElSToZqSZIkKSdDtSRJkpSToVqS9Esi\nYk1EPBART1Rv1XxZvWuSpEbnlnqSpF8SEcdRucPwpog4CngIOCGltLvOpUlSw3KmWpJmkIhYHhFP\nR8TtEfFURNwVER0RcVpEfDciHomIH0REd/W9346IH1YfZwGklH6cUtpUPf4ZldsML6jnv0uSGp0z\n1ZI0g0TEcuAnwNkppe9ExC3A08A1wGUppY0R0QPsBUpAOaW0LyJWAp9LKZ160OedDtwKrE4plZEk\njalY7wIkSZPuuZTSd6rHtwHXA9tSShsBUkqvAEREJ/DJiFgDjADHjf6QiOgHPgNcZaCWpMMzVEvS\nzHPwV5CvAG1jvO/PgB3AyVSWA+478EJ1Nvu/gOtTSt+bojolacZwTbUkzTxLI2Jt9fjdwPeA/og4\nDaC6nroI9FKZwS4DfwAUqq+XgLuBT6eU7pr26iWpCbmmWpJmkOqa6q8BDwJvAp6kEphXA58A2oEB\n4DygH/gClZntrwHrU0pdEXEF8B/AE6M++uqU0sPT86+QpOZjqJakGaQaqr+cUjqxzqVI0qzi8g9J\nkiQpJ2eqJUmSpJycqZYkSZJyMlRLkiRJORmqJUmSpJwM1ZIkSVJOhmpJkiQpp/8HwLmdjSd6lHwA\nAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "xNmw4cUvV3z-", "colab_type": "code", "colab": {} }, "source": [ "# 上記の図を pdf ファイルとして保存\n", "fig = ax.get_figure()\n", "fig.savefig('tlpa_pca2-3.pdf')" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "fKR8PWQOs_Eu", "colab_type": "text" }, "source": [ "# ここから先が tSNE の計算" ] }, { "cell_type": "code", "metadata": { "id": "1qwML4NXWDvf", "colab_type": "code", "outputId": "cdca2501-95fb-47ee-90ff-463e11f19595", "colab": { "base_uri": "https://localhost:8080/", "height": 153 } }, "source": [ "time_start = time.time()\n", "tsne = TSNE(n_components=2, verbose=1, perplexity=40, n_iter=500) # tSNE の定義\n", "tsne_results = tsne.fit_transform(w2v_vect) # tSNE による word2vec の可視化\n", "print('t-SNE done! Time elapsed: {} seconds'.format(time.time()-time_start))" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "[t-SNE] Computing 121 nearest neighbors...\n", "[t-SNE] Indexed 200 samples in 0.000s...\n", "[t-SNE] Computed neighbors for 200 samples in 0.012s...\n", "[t-SNE] Computed conditional probabilities for sample 200 / 200\n", "[t-SNE] Mean sigma: 8.936858\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 79.719574\n", "[t-SNE] KL divergence after 500 iterations: 0.885893\n", "t-SNE done! Time elapsed: 0.7565443515777588 seconds\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "hCEnOKNVWO1h", "colab_type": "code", "outputId": "91ebebc8-d9fc-4d75-abfb-f63ccdb80a7a", "colab": { "base_uri": "https://localhost:8080/", "height": 714 } }, "source": [ "# tSNE 結果の描画\n", "df_subset = df.copy()\n", "#df_subset['pca-one'] = pca_result[:,0]\n", "#df_subset['pca-two'] = pca_result[:,1] \n", "#df_subset['pca-three'] = pca_result[:,2]\n", "\n", "df_subset['tSNE1'] = tsne_results[:,0]\n", "df_subset['tSNE2'] = tsne_results[:,1]\n", "\n", "plt.figure(figsize=(12,12))\n", "ax = sns.scatterplot(x=\"tSNE1\", y=\"tSNE2\", hue=\"cat\", size=\"fam\",\n", " data=df_subset, sizes=(120,300)\n", ")\n", "fig = ax.get_figure()\n", "fig.savefig('tlpa_tSNE.pdf') # 結果の保存" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtUAAAK5CAYAAABwhdJKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAPCJUA0AAAD4RKgGAAAAfPr/0Uzrd1tvyUcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "vIZFRnc9WSpY", "colab_type": "code", "colab": {} }, "source": [ "" ], "execution_count": 0, "outputs": [] } ] }