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Last active September 22, 2019 06:14
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teximining by nagisa(a Japanese tokenizer based on recurrent neural networks::日本語の形態素解析器) and WordCloud for Python
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# nagisaで形態素解析を試す\n",
"\n",
"https://qiita.com/taishi-i/items/5b9275a606b392f7f58e"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python/名詞 の/助詞 Python/名詞 の/助詞 ため/名詞 の/助詞 Python/名詞 に/助詞 よる/動詞 Python/名詞 で/助詞 簡単/形状詞 に/助動詞 使える/動詞 ツール/名詞 です/助動詞\n"
]
}
],
"source": [
"# 基本の使い方\n",
"\n",
"import nagisa\n",
"text = 'PythonのPythonのためのPythonによるPythonで簡単に使えるツールです'\n",
"words = nagisa.tagging(text)\n",
"print(words)\n",
"#=> Python/名詞 で/助詞 簡単/形状詞 に/助動詞 使える/動詞 ツール/名詞 です/助動詞\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Python', 'の', 'Python', 'の', 'ため', 'の', 'Python', 'に', 'よる', 'Python', 'で', '簡単', 'に', '使える', 'ツール', 'です']\n",
"['名詞', '助詞', '名詞', '助詞', '名詞', '助詞', '名詞', '助詞', '動詞', '名詞', '助詞', '形状詞', '助動詞', '動詞', '名詞', '助動詞']\n"
]
}
],
"source": [
"# words.words で出力単語列のリストを得ることができ、\n",
"# words.postags では出力単語列に対応する品詞のリストを得ることができます。\n",
"\n",
"print(words.words)\n",
"print(words.postags)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python/名詞 Python/名詞 ため/名詞 Python/名詞 よる/動詞 Python/名詞 使える/動詞 ツール/名詞\n",
"Python/名詞 Python/名詞 ため/名詞 Python/名詞 よる/動詞 Python/名詞 簡単/形状詞 使える/動詞 ツール/名詞\n",
"['oov', '補助記号', '名詞', '空白', '助詞', '接尾辞', '動詞', '連体詞', '助動詞', '形容詞', '感動詞', '接頭辞', '記号', '接続詞', '副詞', '代名詞', '形状詞', 'web誤脱', 'URL', '英単語', '漢文', '未知語', '言いよどみ', 'ローマ字文']\n"
]
}
],
"source": [
"# 品詞による出力単語のフィルタリング\n",
"# nagisa.extract で、必要な品詞の単語だけを抽出でき、\n",
"# nagisa.filter は、不要な品詞の単語を取り除けます。\n",
"\n",
"words_extract = nagisa.extract(text, extract_postags=['名詞', '動詞', '形容詞'])\n",
"print(words_extract) \n",
"\n",
"words_filtered = nagisa.filter(text, filter_postags=['助詞', '助動詞'])\n",
"print(words_filtered)\n",
"\n",
"# 指定可能な品詞は、nagisa.tagger.postags で一覧できます。\n",
"print(nagisa.tagger.postags) "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"きつねのボタン/名詞 の/助詞 Python/名詞 の/助詞 ため/名詞 の/助詞 Python/名詞 に/助詞 よる/動詞 Python/名詞 で/助詞 簡単/形状詞 に/助動詞 使える/動詞 ツール/名詞 です/助動詞\n"
]
}
],
"source": [
"# nagisa.Tagger(single_word_list=word_list) で一つの単語として扱って欲しい単語を設定できます。\n",
"\n",
"text = 'きつねのボタンのPythonのためのPythonによるPythonで簡単に使えるツールです'\n",
"word_tagger = nagisa.Tagger(single_word_list=['きつねのボタン'])\n",
"print(word_tagger.tagging(text)) "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"きつねのボタン/名詞 最近/名詞 はまっ/動詞 アニメ/名詞 はたらく細胞/名詞 はたらく細胞/名詞 清水/名詞 茜/名詞 よる/動詞 日本/名詞 漫画/名詞 月刊/名詞 少年/名詞 シリウス/名詞 2/名詞 0/名詞 1/名詞 5/名詞 年/名詞 3/名詞 月/名詞 号/名詞 連載/名詞 2/名詞 0/名詞 1/名詞 4/名詞 年/名詞 行わ/動詞 2/名詞 7/名詞 回/名詞 少年/名詞 シリウス/名詞 新人/名詞 賞/名詞 大賞/名詞 受賞/名詞 し/動詞 読切/名詞 作品/名詞 細胞/名詞 話/名詞 連載/名詞 し/動詞 もの/名詞 作者/名詞 初/名詞 連載/名詞 作品/名詞 2/名詞 0/名詞 1/名詞 6/名詞 年/名詞 宝島/名詞 社/名詞 マンガ/名詞 すごい/形容詞 7/名詞 人間/名詞 体内/名詞 ある/動詞 細胞/名詞 擬人/名詞 し/動詞 作品/名詞\n",
"['きつねのボタン', '最近', 'はまっ', 'アニメ', 'はたらく細胞', 'はたらく細胞', '清水', '茜', 'よる', '日本', '漫画', '月刊', '少年', 'シリウス', '2', '0', '1', '5', '年', '3', '月', '号', '連載', '2', '0', '1', '4', '年', '行わ', '2', '7', '回', '少年', 'シリウス', '新人', '賞', '大賞', '受賞', 'し', '読切', '作品', '細胞', '話', '連載', 'し', 'もの', '作者', '初', '連載', '作品', '2', '0', '1', '6', '年', '宝島', '社', 'マンガ', 'すごい', '7', '人間', '体内', 'ある', '細胞', '擬人', 'し', '作品']\n"
]
}
],
"source": [
"# 合わせ技(一つの単語として扱って欲しい単語付きで必要な品詞の単語だけを抽出)\n",
"\n",
"text = '''きつねのボタンが最近はまったアニメははたらく細胞。\n",
"『はたらく細胞』は、清水茜による日本の漫画。『月刊少年シリウス』にて、2015年3月号より連載中。\n",
"2014年に行われた第27回少年シリウス新人賞の大賞を受賞した読切作品『細胞の話』を連載化したもの。\n",
"作者初の連載作品。2016年宝島社『このマンガがすごい』7位。 人間の体内にある細胞を擬人化した作品。'''\n",
"\n",
"POSTAGS = ['名詞', '動詞', '形容詞']\n",
"SINGLE_WORDS = ['きつねのボタン', 'はたらく細胞']\n",
"\n",
"word_tagger = nagisa.Tagger(single_word_list=SINGLE_WORDS)\n",
"print(word_tagger.extract(text,extract_postags=POSTAGS))\n",
"words_out = word_tagger.extract(text,extract_postags=POSTAGS).words\n",
"print(words_out)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 所感\n",
"- ほんの一文の処理にも予想より時間がかかる。サイト全体だと結構かかっちゃうかも。\n",
"- 数値が1桁ずつバラに解釈されるのが困った。\n",
" 例えば '2015年' は '2', '0', '1', '5', '年' という風に 5つの独立した名詞扱いになる。\n",
" 全ての数値の組み合わせを singlew_word_listで登録するわけにはいかない。回避方法はないものか。\n",
"- (試してない)辞書の鍛え方はここ: [Tutorial — nagisa 0.2.4 documentation](https://nagisa.readthedocs.io/en/latest/tutorial.html)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# WordCloudで単語頻度図出力"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WordCloud 基本の使い方"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"きつねのボタン 最近 はまっ アニメ はたらく細胞 はたらく細胞 清水 茜 よる 日本 漫画 月刊 少年 シリウス 2 0 1 5 年 3 月 号 連載 2 0 1 4 年 行わ 2 7 回 少年 シリウス 新人 賞 大賞 受賞 し 読切 作品 細胞 話 連載 し もの 作者 初 連載 作品 2 0 1 6 年 宝島 社 マンガ すごい 7 人間 体内 ある 細胞 擬人 し 作品\n"
]
},
{
"data": {
"text/plain": [
"(-0.5, 399.5, 199.5, -0.5)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from wordcloud import WordCloud\n",
"\n",
"w = ' '.join(words_out)\n",
"print(w)\n",
"\n",
"# Generate a word cloud image\n",
"wordcloud = WordCloud().generate(w)\n",
"\n",
"plt.imshow(wordcloud, interpolation='bilinear') # 画像を表示させる\n",
"plt.axis(\"off\") # 座標軸を非表示にする\n",
"\n",
"# lower max_font_size\n",
"wordcloud = WordCloud(max_font_size=80).generate(w)\n",
"plt.figure()\n",
"plt.imshow(wordcloud, interpolation=\"bilinear\") # 画像を表示させる\n",
"plt.axis(\"off\")\n",
"# plt.show() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## orz... 日本語が全部文字化けした"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[日本語の文章をPythonでワードクラウド化してみた](https://sugiyamatatsuya.com/python%E3%81%A7%E3%83%AF%E3%83%BC%E3%83%89%E3%82%AF%E3%83%A9%E3%82%A6%E3%83%89%E4%BD%9C%E3%82%8A%E2%91%A1%E6%97%A5%E6%9C%AC%E8%AA%9E%E7%89%88/#wordcloud) を見て、フォントに問題がありそうだとわかった。\n",
" \n",
"**WordCloudのドキュメント** \n",
"[wordcloud.WordCloud — wordcloud 1.5.0.post34+g64ff55e documentation](http://amueller.github.io/word_cloud/generated/wordcloud.WordCloud.html)\n",
"\n",
"> font_path : string\n",
"> Font path to the font that will be used (OTF or TTF). Defaults to DroidSansMono path on a Linux machine. If you are on another OS or don’t have this font, you need to adjust this path.\n",
"\n",
"\n",
"**matplotlibのドキュメント(画像の補完処理)**\n",
"[matplotlib.pyplot.imshow — Matplotlib 3.1.1 documentation](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.imshow.html)\n",
"[Interpolations for imshow/matshow — Matplotlib 3.1.1 documentation](https://matplotlib.org/gallery/images_contours_and_fields/interpolation_methods.html)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ( ・ㅂ・)و ̑̑ よし ! 解決(フォントの問題だった)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'wordcloud.wordcloud.WordCloud'>\n",
"画像の補完:interpolation指定なし(nearest)\n"
]
},
{
"data": {
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FsAINBSdFsGGF/4eWP6i1Eu54MhkAh0PkH1dXUHGo+yXqzPN0XHqbKzvg1jkltDY5uh3fgZYmBxaTk9hRIzAWbqd1+QqcRiMxZ50JQNItN9D802IADIU7MR/ytAajpk7CtGcfCAK6U6fT/OMin9eRaF31/aFYuk6jGZxOpJHhKXjoCofRhCRCjUQbfkIPFtbyWjSj85HF6bAeZdI1WBo9CiJ8oaM0OFAETbrZ+a4voWx/30SL+wo9+XTNrXUUfvIPsqdeTEzeSBr2rqNi/fceYzXx6Qw4/Vas7aGpLnXINRrqSnsY2Tdo3boB3cgCUs65lJI3nu1xvFojYfwprpVAxSFrrwhXFDuz3K68O56NK/VBuwfvejqFtGzXQ/+zVxv54/eeU4raWztJtr7aHrRro+79Tw6nh0WTcNVlyOLjiD1nLqLVRfZR0yYTUTCW+vc/xlLi+l4VaalETZ9K9bMvIYoiqffeiXH7Tq+UMgDBR+qfP0i0apQ5qTj0RuwNLTj1JhwGc6+rzOQp8cjidMhio3CaLdib2nAaXYHJvrCig4WjxZWCKMgDW1m3mWuoat2J0ertwqts2U6zMfCV1qbST0mM9B+QN9laaTcFLnYDQZLu0BMjmDInBptV5Od5DUFdKBxY+GE9y79oxGIKPhcxYfAkYnJHem2Xazv9rqLTQfGKT5Aq1cTnj6ds9VfufRHJOQw4/RYAmosLg5+8INDvtBuwmdqp3rI0+OPDgJofvqDmhy+BwNjukbfTUKpdwcEHrijvYXT3uHF2MW8uykEQIG+wiq829+fc0YFpDo+dquXRd9KRyVwEZbWIfPLyUbr/Due9mnbtQZ+WhixGh2izIU9MQJ4QT9vK32lZ6NJYlSclkXj9VThaWin724OIDhfhl979AEk3XI0iLY26dz7wIF97i8vil8V4u0wkKgWpj92AIiOp2ymqh/cn8qTRtK/cElBQR6JSkHTXxaiH9etxrHbMIHLnP461rIbKB95w/01HE5rR+YgWW8AuCqO1iR2VvmMXO6t+Curaouiktm1vUMf0hKByvybMdllqO9e3h0R84UCo15WptKiiE73+SeUqr7E125YBIjG5I9zHZk29GBAwNYdW6RObNxpVdBJN+zcRKOkFC2VyGlJ1T5HswK7db4iKkRM6Lajayt65FYr3WVj6dWfxQlRM4PGAf77RSbgArz4cmiZyKOgIUikzM4iceCLNPy5GO2o49fPmEz3zFKRaDYJCAYJAyt1/xV5XT927H3iSk9NJ3XsfYz5UTPJtN3ucX7S4LGZB7e0bjL9urptwjdv2U/2v9yi56jHK736Zupe/wLBxN6LNjkSlIOGGs0h9+NoeCRog/poz3YRrr2um8v7XKL3xaYoveZjS656k4r5XsVV6Cu8oMpPJePEOIqeMDLpSrjeQJ8aiHpqH8RgRUxckEqKyBvc8sBsEbOlmDlBxyvmuCqBfvjyGcj4DXJ715F7oCn1NMbWFK8iaciGWtkbST5yDMjIOp8NO6Srf1Sk9IemEqQDU7exeUq4nCDI58dNPQ7+7EFOFp5si69o7aF6/ivrlwT3NfaGj2iuceOvJOsadpCUm3nXbzTxXx5Kvu68iG3CCCqWq8zv+6MUGfv4y8EKA3iLuvLNp/v4nlHm5NHz0KU6jEXtDE8Zt26mzWNDNPIX0R/+OsXAHLQt/pu23NT6tTdFqpf79j4ko8AzmOs1WEEUkKm/SjZjgyg4y/rGXmuc+dZ/XWVmPrbIe/bodJN1+AdrxrnGq/CzSnr6Z+jcXoP/dt+6HLE5HxKThgMtXWvXIux7BKUe7EUe7EfPBcuRpCYhWG22/bCZq+hhkiTEk3HwO0XOn0PDhQkzb+5YIBamU+BvPAkGgbfG6Pr1WIJBro8j9y3Wo49No3L2O8pVf9XyQDwRMujc8loFUJlBTZmH9Uv83vVItYUhBBI01NmrLLEToXBaNs5d5vV0hkQpExcrQt9gZPNZljYVb6Kjqj0UkDZ/OwDNvcxc9lP42H2NDz8tsdUwKkan9kam0KHUJWFrrsZn1qKHX/dPk0THEjp+GIjaeyvnve+wTpNKwVOGl5yiYPKtzuVteFB5FNH2rg9cfreXvr6QBcNvjyZQetLJ3m//gyP0vpbpfL/yshU9fObpurYpHvZXlat9wiaKY9uxzBcuCgH7DEa2eRBGnxYY0OsJ78GGDom35Jr83uKCQ42hux1JWg2Z4fwSplMSbz0EapaV14Rqv8cp+6Z3nXbLebzaARH14BShC40cLafn+N7LedHVOkacmkPLAFbT8tJqmT70NmXBAGqkh/rq5qAfnAGDa5T9t62hAqUsg78wb3NotsfkFVPz2rVeTgkAQ8C80f7SL3D54vLJbNanZl8dz6T2pXtvLD4Yv8HbW9YlcfHeKx7ayfYFFNWVKjavhY0wSqugktInZPsd1aJV2EG7TwT+6rTDrQERyLnkzrnFnSmRNuZCDi96g6Od3um3R0wGHrXuCszbUYW2qR5M7AEEq8ypFjhg4BHl0jJ+jO9FauBn9Xt9R1yvujKeLpgdfvBW+di2rFrYz9fR2Js2MRK4QeOTNNG6ZU0Jjre8AV4eIzdql7bzycGfA4pE30+h/gor4JLnHXLvDFxt79mEWrjfywOXl2LsxEsLt17TXNSNPS0CQSoKTdgRkCTHYW/XUPP0xsRecQvTcqa6imMtO80m6HTKSgDtY5gvyJBe5OM2uMY6WdqoeeYf4K09HkZ0CgkD0GZNpW7YRe114c86jz5iM7szJ7qIPW+2fu7JWJ6STd/r17vRSAGt7Y0iEC0EG0hZ+VM/mX7uvpNr6WzuDx7URn6IgNlGOVC7wzRu17Fzfc4qQzeK64ayW7m+8vX8YqCwyExkjw2EXKd5j4uOnPeXn5JooIlLy3JKM8QNPJH7QBOTqwHI8tUnZHu9j+43CYbNQtfFHHH46PcQNGEvGxPOQSGU47VYEqYyIpBzyZl5HyarPAurPVr72a6IyBnU7pn3HVuKmzkCT3Q9DkaeTXxalC8CvC+aqcr+kO/X0zuBiQ42dX78Lb/Xcc/dUkzNQSVq2gthEGU9/nMG9l5T7zCx45IYKTjojiu8+bKbjHo+KkTJhRt/k6g4/UUNOvrLPtBx8wVbdgCIzCVlCjM9+ZJEnj8G4bb+XtasekosiM4n2VVtBFGmavwzR7iDm3Ol+r2Ut77wHI6ePxrBxF6Ldmzw6lM+6zse8t5SKB99wkfucKQCkP30L1f96D0uwqmaCgCwhGnlKPNJIDdJIDYqMJJR56SiykjvnW1ZD7QufB3fuMKPfnJuRKjxjPyVLPwn5fGFrTDkw5RQy48ewbMfTIU8mnMibeS26jMFYWuuxtDVgaW/E0lqPsakKfXWRe1xnGfDdxOefSMroWW5i3vfDfzDUlSCRykg/cS7xgyYALhdB/a7fqduxEudhS3PUtS8AYDfpKVr+PobaEsDViTj9xDlIZN6dM4LF1vfvOfx0Feh/3+OYyoup+Oxd9/6BD79A8/rfqFvyXcjXuOSv8VxxpyuvdfcWE3eeV9qj6+aztf2IT3Y9vzetMvD3qwLLdFhyMN/DSi07aOXaGT0vI295JIk5l8cgivCfh2rY8Ksef9pDsy+Kdv89N5xWTEtj99ZJa7OdEA2YkBExeQSJt5xL4yeLPaxTeUo8qY9ci1Tnw/XQBcWXPuxFnIJS7q5YOxKyhBhSH7oaWWL3KyJraQ2V/3gT0eb7w5WnxpP2rxuofuZjLAcCz25RZCX71QB2Gs00zvsZw/qdrjzkIKHLHUbSqOmo4lJxmA2YGqow1pZSszn4jCFFVBz9z/qrR4aTubmWoh/fwqbvPq4Q9saUvqDTpGG29c5fmRk/FrVch1yqwuYwY7A0UtG0NaRzHVr6PnJNFFZDYEGX2P6jyZx0nuuNKNK4fyOGuhIAnA47ZWu+pq1yH2njzkAZFU/qmNk47TaPwJihvoxDyz/E1uWaDXvX0Va+h4Shk4nJHh6ynq8nREwVJajSMn02vwwVwwo0XHa4kEB0wquP1IbVVy6RQkaukspiK3a7yIsP1nDnU8nuWGhmv8AeTBGHKyFrK2ws/Kz779eo7/xsWhodvS5B7gtYD+voSnWe+ba26gYq7nuV6LlTiTp5rJfMotNgpm3pep+Wqj/CBbDXN1PxwGvoZp5I1KzxPvN8W39aTfN3q/wSLoCtqoGSa5/o9m/zBWtpDQ3v/4gyLw1reR3ONgP2Vj2OxlaslfW9CtDkzLqCjjY1Eq0OuVZHVNYgVLHJ1BWuwlgbWI68VKEi7/TrPAjXUFvKoZ/ewWEJvnqwK3pFuoIg0GEpR6qTaGgLLZoZF5nLgOTpRKmTvfbFRmSxr3o5FltwFUyi6AyIcDs+QHNLHQ6bBUNdCZUbfsTU5K2W31Kyg9ayXQw570HkWh362s4qpJIV82gu2e5T7tFqaKFyw49UbvgRbVI2yqh4pHIlEpkSiVzhJk73P4cDp92K6HQiOu0e+zpgOLAXbb9B5Pz1Aez6zodd5JDhKBIScej1OK0WrM0NWOvrsNRVY2/z/3nEJsh48D+pbiGZnz5r5mAYl9hSqcBTH2cwYryG2gobd11Qxs9ftqBQCtz66OG0KH1w/kyb9dhpE9MbWMtqsByqwrDW293jaNHT+OFCWr5ZgTwtEWW/dBwt7dgbW7GWVOM0haau5jSYaf52JS0/rUFbMAR5QjQIAvbmdhzNbRi3BqfqFyzalm7oozP7NjCj+40gut8IWoq2U71+IZZW/73oBEFC9ozLUUZ3any0le2h5OePwtJmK2TSzYgbzaDUWVjteqx2IzKJgkh1EqNzLkIqUSCVyKlu2UFJffcfbv/kaeQmTsJkbWHdgfc4IcNVZrmh6COiNWmMzrmIWG0Wm4s/Q28OvGlfoKjeugxDfRnG+jIKP3qgx/Gi08muL59EIpN7+HabirYgyGUk3X49tS+9C04nujNOxVpcjmlnp9/VUFvidj10IO3pB6m6P7hOxS1b1qOIT0SdmYNUpQYBbM2NCFIpquR0JEoVgszz621YsZi2ws3YWj0DH4IAD7yUSmyCa3zpAQtvPxl4qXIgCRPnXBvLiPEuX3NSupwJp0bw/cfN/PBJM9VlVoaO1fDr932jvPbfgMoHX+92v6PdiGNvCea9JWG9rmi1+UwvG3FmOkXrGmiv/++pPJVrevbzR+cNQ5czhPrC36ha96PPMakTziAys1O1ruXgNkqXzwupEagvhEy69W0H0KlTUCl0Hk3gZBIlDqcVh9OGs4dlb27iRHITJ9GoL6aw9BtsDjNKeQRtpmrsDjMN7UVsL1vAkPTTGZl9Puv2v4PdGd6GjnaznqaDPbfu6ApRdPoMpmlGDHEJQB/+cqRRkQHVrks0wZdainYbdUt/QOwinKNKScfW0oTDZEQeE4focCCP0iGPjUedkUP8SacRN3UGbds2Uf/LQhxGVxltWo6C4eM7g29P3laFxextRWojJUw4NZK2Fgd1lTZqK22cOD2C6C6ayP4kPy+7Pb5z7k7YsbFzibZplYFNq/6cLgHH4RtnPTGS/atq+fTWjX/2VAKGVNXp+7YZ2qha+z0KXTxxgwo83HqCREriyJNo2rcZc5NnADB2UAEJw6d6bCtd/mnYCBd6QbpmWxs7K1xJ+MMy5xIbkc3K3S8FfPyIrHNJ0uWz9sA7tJtcEVWNIha5VE2bsTM1qLplF7Wt+5icfxOTBt7Eyj0vhzrlPoU8KYG4K8+n+on/kPHiI66uAho1kZPHEXvRXPe48jseJv3Zf1D7wjvYql1/t73BMyVGlhCLvb77NJn4k04jbsqplH/8BuaKUpw2K1nX30XT2hXUL/uR3Nv+TsPKJTSuWkLU8LFEj5nAvkfvAgQ0Of08/GYVh6ycNXw/U2ZHUVVqpXif7yXrm4tySErzLyNos/ouz73o5jh3gUNVqZUbZpf8aRWN4cC97w1k4JgIVJrgVfbMBgd3n7qdlvrQKvyeXTKM1FwVr99dxJofwpfK5wvxOd0H8II9119/OCmkY5e/vJff3w2gZLxLLmvLwa00H3DFg2o3LwNAk5RF+pRz0CSkA5B/4T0AtJftpezX+QhSKZknXeA+h83Qxv5vXgpbzKQDIZOuQprsg0sAACAASURBVKbBandZKxGqBAzm4JLWE6L6U9u61024ABqlK5pqtnkuM52inSZ9Kakxw9Aq4zBY+vZmCwWxl54NThFbVS3ldz4CQOYrj+O02qh+7CUcLV0qrwQB0d7p+1WkJSNLjMde5/oMRVvgX3LEwKGknn8lrVvWe+0TBIibOpPoMRO67BcxFnvfwIZ2J4u/6N4HPv+NRi67Pd7thuiKvdtMfPJyg1eq1YQZkVx5tys/WRTh+ftq/qsJF2D4FF3Ix6q0Us69PZ13/9E7jdqjAUEavtZLplbfDxmHzYnV5MBmcmA12bGZHEjlEhL7RXY5NrDVrUcmlo/kbWNtKfu/fpH4weNJOXE20sMyrpGZ+Qy88B4c5s7VltNm4dDCt3vMUggFobXrkSiYNugOrHYjJlsLEcoETEILg9NOQyqRI5XIEQQp+6qWo1bokElV1Lbu8TiHRJDSavQUsIjWZgDQavIOYnX4c1UK3TFJulJdpLt9CoAgk2HcuhMEgZhzZtPwnv9cQ8OGrUTPmUHDO5/1eB1BKkUWEYVE5XJJ1P28AIlKRfTYiV5jdaPHI1GqqFu8gOaNv4fwV3li4WctLPysBW2khIQUOWqtBJPBSXO9ndZm7wdF7iAl97+Q4s5OmP9Go4db4b8ZB7bq+eK5cmyWwIN5cqXARfdlkjUo8E4PfybC2e/O0GTh3cvWYDPZPUjWovcOPN/720z3693LqtnyTYCqYF1I98guLl3HNOxaS0tRIUOvfsy9WabSIlMdrm51Oij++QNMDX3Tej4k0rU7reyuXEySLh+tMg5BkKBWxJAeG4NTtONw2rA5zEglMlqMlUwaeAMN7QdwOD0/4CPJM0aTjlO00+ZDKq3DqpYKfdtsMlQ0vP8FSXdd734fefIknBYrloPFRM2Yiqp/LuYD3jmoqvx+NHzwBcn33UzEpHHoV3fvQ0s55zIiBw3z2Fbz3efULfqW/g88BUDmVX8FQBYRha25Ed2Y8cRNOdVDp6Llj3U0/Opb47UnGNqdGNq7j5pn5Cl4/L0Mdyfo3xa18+HzwQVC7/53CjPO0fmV18jIUwTVpieQirSuEEWYmedbYWrbyhb2bAw+RbJwVQvjZoYjbbDvIXRDuoIAUUlqDE0W7NbAVi7l23quLBt9bibaGFfq4MbPS1j09E5EZ2APNrGLe0HooUzRbjZQueY7Usef4dHbEKB85Ve0l/dd9kbIDFbRtJWKpq1EazMoyLuC3ZWL/ObUquQ6EqPyqW7x7Il2ZF6vTpNGm7Ha48PrPEekz2OOFdiqa93aqKqBeUROG49p5z5wOmma9w0JN11B7cvvYqvsfKDIEmKJv/pCKu59nKZPF5B0z41I1CoMm/xLR7YVbsZh0KNKy0SVku7e3rVRpf7AbtSZrpp1iVKF4eBeBLnc4+ay1ISm5B8IBg5T8fgHGei6KIn9++6qoNMvp86ODFTPqE/QF9f29xnkDNXy0GeD3FKaPeHm5/O4+fm8bsfoW+zcf/pOmmtDCz7LlBL6T0pErZOjjlIQk6FBl6wmLltLbKYWuVLKwTX1fHKjt2srWEikArPuHULBxa779pf/7OW3dwKT/nTDw73Q85dXX/gbxtoysmdegVzb6TJSx3nLGIQTvTYbNYrDwtw9LPkTovp5kW5i1ADaTJ3RQ4lExvZy72qqKHUKeclTqW874DH+WETcFedhKtyNqXAXERPHoR0zDNFqo/XnFaj657hJV5GRgiCVUnHv4wBYy6sov+2fyFOSkMXqPH3AXaDftxP9vp3En3QaqpR0EmfMQRYdQ/PaFe4xTat/IeHkv9CwcgnN61aSOHMOuhHj2P/YPWEPCnSFILh6od30UKe8YMl+Cw9eWY41iGV4By4Yd5DM/oqghL6PxLTTIzn7apdl+Y+rK2hrCfzv765aM9wo3mngjpMKUaj8k25aPxX3vjvQ/X7jz018+rT/SjCz3oG+NfRiEE20gkvfKPDaLorQXm+msqyFpc/vDvn8AAl5kVz8ylhiM1xLe0OThX9PDU1vuuu9Hajwk6GmhF0fPYpUqSbv9OvRJGWRMHwKCcOnULN5KTUbfw5pLt2h16TbYXl2WKL+0DVgBqA3N5ARN4qKpq2YbW2kRA+hoa0Ik9WTbORStTt391D92t5Ot8/R+JFL7s24bRdIZVj2F/m0XK3l1djrvR9UtupapNGBB2oaVizG2Y1IjtNqoebHL7G1NJF6wZVUffmRzwKO3iIuScY9z6YwalJnddPOTUb+eV0l+rbQiN5kdLKvsHd5ooNGdtbMH9hpPiYr0jrQ1th9RsOVD2dRW2YhKVNJbamZMafG8O2rVZTv6zs/+aq39qNvtGBpt9NaY8LQbKWlwojNEp6H93XzJqGMOJwfvqWJr+4JLn3TA13dC0Fq/josJg7+8CbDrnvKvS15zAxEh53aP5aHPicf6LUacUeAKzVmmM/9EsG1xGw2VnhsP1i7ErlMw8QBNzC+/7UMyzyLPVWeTxUBgfH9ryFClUBR7e+0GHrXveBYh0SrQRqpRarrOcnbXFWOfv8uD8IV7TZ3VoRot3vk8Db+vpyIAUPQjRwX9nlPmR3J24tzPAh37TI9919eHjLhHocnBp8YxciToine4Yqw//xRLRKpwGUPZvbpdbd9X8HGz0so/KmCks2N1Be1h4VwJRKBaTcNQBkhQxRhzQdFfHj1WtrrQn/Idl2Z9OTT9QWnzYK+0rOqNqVgdsjz8YdeW7pWu4HKpm2kxY5gVM6F7Cz/EbvDgkoRRbQmnZyECdS07PYizNrWvRSWfkNu4kQ0yjia9CWYrC0IgkBqzHDiInKI1WYil2nYU7mEssZNfmZwjMDhxGHwtDicJpNbGs9zh+jTuRc5pYComdMAVz5vd+hwM3RF8ev/xnG4JLj49Wewt3uuGso/eh1zVXgfXM99nsmwAs9o/Lz/NDDvlYajLhzzvwpBgEsecJGrOtJlxBTvNLBvcztDJkR1d2ivERGvpKk8vIUruhQ15z49isxRsbTXm/nh0e3sX3U4Vz9GQWSCCnObjbY6c8BBNCBon64vFP/8IQPOvQOlrrOYRxEVh7UtfBlTYUkF2FO1BIlETnL0YE4afKfHPrvDwroD7/g8rrZ1L7WtntFhrTKOoemnA2Cx6/lt76tYjtHgWVeIdjuVR5Tytny72OfYqkdfwGnwXhK2Ll5B6+IVPo4IDLbmRp+vO2AsCZ/Sf85AJZfeFu9FuFVlNj5+6ej3z/tfxhk3pJI9WMOhHQa0h8V+NFFSvvlPJQ9+nE9ssoKmmvBWanYgIiH4FuPdYciMVM58ZBiqSFeRzfcPF9JvYiIz7x6MLlWNXNkl2Ku3U7Gjme0LK9n2fc/GQjDZC/7gsBg5tPBdBpxzO1KlKy0ze8blHPj2P2GLh4SFdB1OG9vLFrC9bEGvz6U3N7Bk++NhmNWxC1+EeyxDJhe4+Z9JTJoVSXScdxXWoT0W3nqijq1rDURnRpIzrTOrwlBnpG63Z6rQ4Dl5xObqWP2ib1F4VZSC/DNy2T5/H07HsSlqc96d6Zx3Z3rPA32gYn9ggvtRsTKe/HEoMYkKfplfx/sPlfDsEpcbL0InY80Pjdw6aRuvrh7Bsnm1fPho+LtMp+Tr2L2098Hr/pMTufR176DcyLkZHFrfwK4lVRiaLBiarEQmKIlO05A2NJqCi3LIG5/A3MdG8OO/Cvnja/85u11LdXvTQcXSUseO9/5O0uhTSCmYjSYxg+E3PsuhRe/SVtK7wCGEUdrxWEDaoEiGnJxIc5WZwsU1WE1Hd307YnYy2SOjqdjdxh/fVwe3NAIi45VYjXYsxj93XS6VCuQOUjJkjJoTxmoYPVmLJsK35fD8fdUs/abVHcMYcUk+Q8/t795fu7ORr67wbOmSPCyexEH+c1VTRiUy6a5RlK6uorm0DW28mpypaX7HiyK0lrdTsenoNaxcNq+WX78IXoDplIsTGTg6MAH2W1/sR0yigrpyC5895dvS60gHO/XSJKqLzSz5OLyfQWSid+PWYKCJVjDrviEMP73zAeWwO9m9tJqN80so2+qdu2tut1F/SM+B3+tY80ER4y/L5eTb8jnjoWFU72mjapefKjEPS7f3+X51W35Flz0ETVIWAOmTzmZP+f5eB6IDJt3Up+6i7tn3sDd130gwEESnqLAYHJjaetdh9kjcPG8cCrXLEotJVbH01aIejggf8gpiueS5zmCiRe9gx7LAfwCXvTScYTOScNicLHrhAL995LJaJFKByHglrbVHR+0pNkHGhyty3UUN/lC8z8KCD5pZ8pXn/bDyqU2sfMrT/66IkJM2pjONLDJFiyJC7mERi3YnZetrcNq9c7TTC5KZ9mDPAcBfH9vA7u+OznfeUm+jbG/wK5ZANRekMoEhE6IQnfDmvYcwd/Mg/nV+HdMvTOTyh7KQSAUWf+BdXBQszHobqgg5uuTgxZg6kFMQz3n/HoU21uWisOjtrJt3iM1flgasXmYzO/jtnQOcfFs+gkRgxp2D+PBa300qPVL8wtCxWBSdlP7yOYMuvh8ARVQsiSOm9TqbISDSjb3yLIwbt4eFcPuPj+Oq10Zitzl568pNVO4Jn7+2g3ABIuJ636khGGh0nkIw6qjAFxESqcAJp7pISSqXMPTUJH77qJTUgZFc9fpIolNU/P5JGT885bs6Kpw4++oYv4RrMYtsXKnnx0+a2bYucMJJH5vM7Ocme23/y/NT3K+ddiefX7CI5hJvecd9C4vZt7BTq2Dy30bz+3OdqUXaeDVXLp5L4qDYo0a6fQmJVODWF12FD/OfLWff5u5/I588UUZaPzUDx0Ry6YOZSKUCP73bs0sgPieCMedm0W9iAtFpGmxmB/oGi0cGQXRK6KQ7467BbsJ1OkRenv0LhubQfM+GJgvaWCXZY+PQxioxNPkIUIfBp3skLC2eEqdJo06hae8mbIbQuTAgZlBmp1Hz9Nvo5p6CYc0W7PVNCCoFOEVEa3DW6tSrspCrJMhVEq57dwxvXL6J2qLgBMr/1yAInsFWqcz1Zuw5aUSnuJZ3ky/L5Mdn9gXtsggWviQdLSYnz93naotjNvov+UwbncjcN0/2KB91OkS+vPRnXh3dqSsx/aECEgfFMv9i34HGIxGVFoE2XkV1oStAp4jwfMAZGk0IgoDDh5Vs7yJ0brMdm/7hrlCoJNzwTC7jZsWy+IOagMjTanby7HX7efCjfHKHabnovgxikuV88rhv/2dclpZT7xxM/vRkj/tOrpKiiVZ4iM1Ep2uY+9gI1n1yiNr9wekdb/uunKgkFWVbmvjllb1ehKvWyREkAsYAiLh8W7NrvhKB+GytT9IVA9FeCAGmxip3lZpEriB1whmULpsX8vkCIt3qR14l9Zm/ISjkGNZsIe6qs4mYdni5J4o4zVacBiOO5jbM+4qx7C/BvKfIJyEXbWxm4CRXOoY2Rs7174/m9Us30Vh+bAeXJFKBqESlX19RRKynZa2NURCT6t9KaKszu7Vnj5Tq7HhI7/u9gUmXduZhXvDEEL74+64+Jd4FHzRz5mUx7N5iYudmI7s2m9i/3dxtd9wO1O9pZvkj6z0+I9HhpLmkzcOVcKR7QXSIlG+oxnG4hr9DaGXoef2JTNGSOy0du8XBmxO/ABGUR5CuTCEFARxm7yX4b4vbOf3SGFb80Ia+9djOYUtIU3LH6/3JHuzKCPn0qQCFXgCT3sHTV+/jH/PyyczXMOuKZJZ/Wkd1secyPiEvkqs/nIAm2nW/iiLsWVZNe6MZmcJFujHpGpIHulLRJBKBkXMzGHFmOi+d9gstVYEFAQE2fF7Mhs891dSkMgljzs9i8jX93P5iY7OVXcuq+fXVvX4JuLmykx8UWj+01YPKWKioWvsjeWfc4H4f039Ur0g3oMaUgkzq7sOkzM0g+eFbaJ6/iLbFv3kdox42EM24E4iYNBprSSXVj7zqNUYiFXhmx6ke2yp2tfHyeZ013PmT47nmrVGh/VUh4rN7trN1oW9/2JNbTkauCl4/1R9EER4ctRz74c7Hz+w4FclhKb3K3W28dG7nZ3HKTbnM/GunWMs3j+xm/ZeexSa+kHv7P6j87F0s9d5/k0SlRqaJwGHUI4oiErkcQa5AtFk92v8o4pMAEWtDYJ0kZjwxgQGzst3vq7fV8801ywI6FmDO69OxmezkTktn/sWLadjn3d77km9P59Ozf3K/1yZquGrxXNa+so0tH/Y+utwTPj0wjq9erOC714NXoTr7r2kUzIrlvr94tub5YMcYFCoJoghfv+Q69xnXp3DhPRkBnbepxsodJxXisItIpQIX3pvB7KuTaW+2c+O4ziyRR3ecAbiqvz68eq3f7JAp1/Xn5NtcYkK7l1bTb1ICCo2L7NrrzMy/czMV24NrvT7m3CzOeNgV9yj8sYJVb+1HGSFn9DmZjD43C0FwST3+a9RCr2P/vuE0FBoZNrODf09Z4jdIPuJmV4NYY105+79+Maj5dQd1fCoDz7vbvSTd/cnjWNv9C/j0ujFl18Z3HSQt2ny7FUzb92Havg9ZXAzKfr6rZZwOkbLtrWQO6yx3TR/imeRdc0CP0yG6iaivITpFqvb6d3NsWlDF+AvSu1VeCgbbl9S4CReOqJU4wppe/sYhlBoZ067JBuCshwZRtLGJ+hLX01+iUpN2/pVIlEoEmRxBJkeq1iBVq8m68W6X5SkIHHj67zgtLssndsJJRI+diFSpwmm34bRakKq1OEwGip7rLMyIHjMBp81Kwy+ePwRlYgrqzBxaNnuWZv/x/m6Kfu2MtLfXuOaYPcm/iIjVaKd2ZyMOq4Pvb/6VnGnp5E5L92m5ylQyojM8o/8dD0Nf4/9bsHt9G1mDNXz4SCmbl7nI7Me3q1n8QY3H7fDUTyeQkqPi7fuLWftjZz603S66XZoOh8inT5Ux+pQYtq30HenftaSq23S8robiHwvKWPTMTv72i8tQikxUcfWHE1j01E42fxV4mlreeJeucnOlkQX/2OZesVXtaqFsSxNnPzUSqdy3hdpB+LuXVQeUlRRO9wKAqaGK1uKd6HJPACBh2BQq14TWdTv4lLFARUCkEpxG/0uR927cwl/nFxCf2ZlcX3BeOhu+cllwLTVmnp+zlriMwLVHr35jpPv13t8bWPtZ4NVXzVWmbn3LCx7bw4LH9vjdf8KMJC5/abj7/VcP7WLjN4EreYkOEQ77cn15MBY+v99NuhKpQO7YWDfpOi1mGlYuAacTp82KaLPhMBnIvOZ2qr76CGt9jUs43dF5szb8usgt7ahKyyR+2kwQBOoWf+f6xR3+BYtOh59Wf5A4c44X6TYWtdBY5PlDTxmRwOkvT+v272+rMvDxGd/73KeKVmI3O7Cb7cT103k9+KSHE+rtYdID6Ev4y2R69rr9XT92N+xH+KE7fn52m7PHxpx3nexfrU4V2f1PP2NEZ0qf3eKgvc7M+1es4dxnRxOVqEIql3DGP4ex7fvygKUddYeDcnazw8tFVvhTBfknJTN4RgoR8Ur0DS6frVwpZea9QwCwWRwBK4+ZGsMvjFVXuMpNunGDC6jZ9DMOa/BZRX2WpytPTsBe5790zthiY96dhdz6eQEyheupNPfv+VTtaad8pysyWHfIQN2h0EoQm6tM7FkV/kaWfQVnl5vQ3w9z2WtFDD8tmaKNTWz9qctNJYqYylxavRKVmoTps5Go1EjkcnA6u+3vJFGpSfrLuTT+tgz93h0oYhOInzaThhWHg1wOh88JWeqqMZZ66wPPenoS/U7tXOFUb6un+LdK3pr8JTaj7/zGgpuGMfbaoUgVErdf1+Ocz0yiubiNVU9v8pnfq9C6fLx289ETsxk+JZrdG9qCFjE/YZIOmx+S8qFoGnaIouvrHHt+Ntt/qvTwlXZF7onx7vGNJa7fYOmWJt6+6HcueXUcKYNcq9QLXxrLvJsD6+xbe6CNtBOiSciLZOScDLYeUWW29YdyBs9Iof/ERHb8XMnAqclMv3Wgu23Qoid30lDcfdC97Nf5OMwG2ivCr4drqD6Esb4CTUI6ErmS2IFjqd8RfHOA4Ek3kCCOICDabJj3dd+SpHJPOz8+s4+zHhrkmoxCwpy/5/PqRX3VnvnYhcdSzw/rLn2tiKWvdZ8SlXTa2QgyGYaifUSdMKrHGnSn2UTp2y+43yefdRE4RRSxCVib6hGdDiQK36WgzWtXIFEoPbR8N727kwPLOpec7TVG0scmYTPayShIZshZ/fj5/tWoY5TINXLaKvWYW7oXRNfGqd1VbXknZ6Kv9SSKyGSX0E577dELxg4YHcHD8weHdOyqr/88Y2DXkiqGzkolMlHF9Z9PZsNnxaz/tBiH1Yk2TkF8biTD/pKGVOYyhA78XuuRU+u2eP89moHTksgZF49EIngYDf6w7pNDDDs9HZlCwtzHR5A/PZmf/72LtjoziFC7rw1RhGk3D2TW/UNQdQmYfnP/FrYv7Hnl2LS3bxtp1heuIuuUSwBQJwbmbz8SAQXSALI+etrnGEdLO6bCvRi37Ma884BH769AoYqUccfXJxKXoWHNp2V894RnPmpy/whOuSmXjKE6dMkqd0pVqHA6RNrqLFTva+eXt4sp3ebb7/XkllOQd6Nveixg1691fHhrZwvtzCtvwVRZhq2lmbgpp9CyeR2Nq5Z4HZd6/pU4DHpqF37d7fmjho4iatgoKj57F7kuBgQBW0tnACH+pFk0rOhUhxswK5sZT0wAwGa0s/n9XfzxwS4Apt43hoyCFOad/SOJg2JRRSspW+e9DEwfl8zcN6ZzaEU5TYfaGHP1ED78y3eMumIwJ5zXn88vWETToc48yekPFZB/eg5vjP+iz1Pq/mw88d0QsodoefGWA2xeGlwgqwMyhYSRczOYeFU/YtJ9u+9WvXWAdZ8U+e1t1htoY5WMOjuTMedlEe0jw8dhd1JfpGfvihp2LKrs0bo92hAkUlSxSd228+l1IA2g6v7nEeQy5GnJxN94AYb1hSA6UeRkEDF1LBFTx+Joaafyrqc9fIeBwNxu5/VLN5E9KpodSz2ruKKTVdzy6ThUEeHzhEikAtEpKqJTVAycHM/L562naq93AnpZYQt5Bcd2a5Wy7Z5J2rWLviV57kXYW5sxFO3D6cPnpExIRpOdR9EL/+rx/NamBuSxrqVm3JRTsRv0Hm1+VKmeT/tBZ+byxcWLEUUYdcUghpyV5ybdhPxY9LU9u4vqdjZSsbmWzAmpZE5IZcWTG1Fo5Qw9tz/7F5d4EC64UtDaa4whEW7sRaeC3UHTV7+6twkKORKl/67H/uBo73tL+637i8kapKHQT4AsENitTjZ9WcofX5eROSqWvPEJKCNl6Bss6BssNFcYKd7Yd6JFhiYLv797gNXvHyRjeAxRSSpUkXKsBjtmvZ2idfU4bMdu81LR6ehV/7SAmcxWfXhJdPi+thSV0b50DQDylAQ0BcOImjGRpL/fSMMbn/fYQvxItNVb2L7Eu2z2xAvSw0q4R0IiFZhyZRbz79/pte/ta/8gfUgUkiAsa0EQQuo4cP7jQ0nIdlkddouTt67Z3OMxdouTyt2eCeuWumpK334BuS6G7JvuoXntSq/jZNExOAwGD71df7DW1yCLcnUH0fYfRO2ibz32H0m6MqWU+sNpXk2HWkkfmwyAJlZF4pA41r7s3dJJqpAw982TWfnEJhqLWrAabXx3wy/u/cpIBed+OAOHxcGGN7d7HR+VqqWtMnhrSKJUEDPXVRXXQbqyeB0ZL9yGRBl8RaOjuZ26t77DuLXv+muV7TWGVH7sC06nSMnmRko2/zmNXkWn6FN74X8dQbOZL0KxVdfT+t0vtP+8moy3HiXl4VuoefptbBW9F99IyNZ6vN/yUzU7l9X5jJgGmr0wYGKcR9FBYo7W57iO1LZAcf7jQxh+WjINZUY+uaOQhtLAfxxtdWY36UoVEkq2hG7JSBRKsq6/k7adW7HUeS/fTWXFyCIiST3nMpo3rsZh0CMoFEg1WpQJyTRv6My/dtqstO8qJHrMBAS5AuMhT0Jp3rA6oDlNvHMUolPk4HLvhP+YbB0pwxNQRPq2Lmc/P4WY7CgW3/s7bVWGI46NQpceGTaxG0EqQZCFlo8tjYkk4bozKb35ubDM5Tj+NxGCCenfinOaLTS++zVx15xD0v3XU/PwK9gbe9c3Xqnt/AGIInz76B4shp79xt1lL+z9vYGRs5PRHq4iU/qrcAlmnhopY892KWGlDoxk4KR4GkqDqChq7/ybeiOQpExKJeva22n8bRmNq3/xOcZpMVPy9gvET5tJ+qXXI8hkOAwG7Po2HPo2D9IFV0ug7OvvovaHLzyCZgCNv3n2s+q6xFdGKhCdIoJEYODsbNa9ss0jCKaJUyOVS0gblQjgRagA0ZmRpI1OZP1rhRT9cvghKsCpj03A0molY3wyCFCyOjztsm21zZRc9wwSTfA6slmv3o0sToeglCNaeucLlatlnHjbSPb9dIi6Xd1bopPvG4vD6qDw070Y6o7tys7jCIF0HY0tWA6VYyv3Xbml/30z+t83E3/zxaS9cD81j7+B5UB4dD5FpxgQ4QZyHpPe7ibd7tCvIJYLnhyKWte9j+9Iojzj3gGcdmd/34O7YOeyWuY/sJPmysDLK7uDpbaK/U/c1+M4W3Mj1Qs+63EcgL2thYPP/TOgsd9et5y00S4SPbCklLX/2Ubm+BQP7QWAuj1NRKVHkHtSBvX7m3l93Oc+k/WtepvXsYiw7B991y/PaTAhmq3QUyGMKHoUDnVAkEoRCZ105Ro5Vy4/B5lSytDzB7D2xS0UzvOdI546OpGh5w8AYPilg/jg5K97zAYJJ1Q6JaOvG0rqqCR0GRHINcH7wo+EzWSnrUJP7c4GNr+943/uQRI06TpNFmoefa3HcY1vf4Fh3bawEW4HkvpFBDROo5N3O7YjN7gnDD8t2S06EwykcgnSAO6/0XNSmf/ATg9LQCY0wwAAIABJREFU1x8ue2k4WcN1bF9ax+IX92MzH5vBhso/PEuGS9f4tkIPLut5JWBsOjqSlh1QD80l8cazkCVEBzTe3thK3RsLMO0In7pZ3skZyDo6KIhQvMJ/kU/eyZ1usprC+qNKuAAXfnMG6pjwdpeQq2XE9Y8mrn80/Wdl89XFi2gtO/a7xwSKPotQiXYHpq3hrYOXSAX+9sOEgMYOn5XM8FnJvb7mrl/qGDYzyUu6MVw4sN4VSDAHoC08bIZL/nHyZZlU7m7jj+/Ds6Q+jk7EXnRqwIQLIIvTEXv+yVSGkXQH/CXH/bryj1r/QUIBck7qDGTuX9R9XnxfINyEeyTkahkT7hzN4jtX9uo8EpkcURT7pBN2sPif6hzRF9j7ewMPj++5b5kqUsZjG6a73//w1F5+/yQ0n24g6I2IUkqalHnfJyCXCUwZEf5yyaOBTQdSEQR47rFW5n8UvsaJ8jhXpVX5317FWtkZE8j7/FFstU2U3fFy59jkWDJfvB1ZXPiaQ2oTNaSO7hR83/uDfzJPOiEebaIr+Oq0OynyEaQ8qhBdZeBWfe/82cnD4j1KvVMPu6tCgSYhneSC2URl5gMidqMeq74Za3sL7eV7aS/bh1UfWr5zqAiadCURGhQZKVgOliLaAicKiVTgqtdHMnBinFftvNMh0lhm5MVz1mP7LxYt6Q16SkI/UvjnwNrQU22uuSWShMTwKaaFigcfi2bydBXJKVK6trSyWESqKhx8+YmBzz/Ue0lfAiiVrs9j5unqsJJuh3PeWu4jG0LEQ4fTVtWRyxo+Uab+s7Ldvw+rwcahXwJzLZSvqz7qroUjf8dfX/4z9bt7n34WmaLlkh/muM/fUeYdLKKyB5N72jVdAi4CMk0kMk0kmsRMovNcimfm5jo3AbeV+ddXCReCJl1ppBbticOJv+kipLoIbBU1tCxYjnGzd55rV8RlasifHO9zn0QqkJCj5Yk/TuaZWav9aus6HSL3neBfJvDZ3TPcr9d9Uc63j/r/AO/7eZKH2E4gyB4VzZDpicRneR93ZJXc2HPSyR3nXVhharXRVGFi83dVtNR0+isPbe7+afuXuwe4Xy97rSjk9j23/i2K8y91pcgd3Oef6POHyJm/MLHXXU92brNyyZx6L50ktUbgwit8p+oplQI5eTLue0THSTNUXHuhZ6J+wcTOJe3f7zy6VkpfImdaBuNv70x7/P66ZX71JPLPzGP4pYPc71XRSua8fUqvrm8z2tn4RqFPOU1f6Jq/7nSIYSFcgPZqA6ZmM5q40LtWqOJSyJ197RFbRXw9IFUxiahiEkkY5srZthnaqNu2gsada3D2gTsiaNK1VdfT+MG38OECku69BtXgfiT89VKMG3fQ+OG3OA2+o/D1xQZ+eGovAybGeyyNdUkqkvu7Al6CAAk5mmNS0PzkG3KZdXu/ngceRsqACFIG+A/knXJTLq9dsskt7mNqt2Nqt6P2o/40+KQE9+tdK0Kr3Y+OkXDRlZ1E9/qL/oMTc87XhKPNFENHKOifL2f/Hk+CT0nttLSf+mcLyxeZcTpFlCqBG++IYu75rgdbarq3RX7Oxa6/Yd9uG0aDSHRMzxO1WERMRv/pjlHTRwMgHK5E63jfFRKN0uf2sECA/2PvusOjKNfvmZntLZtsei+QhBQIvVelKXYEu9jw2uXae712vdeuXAuKCmJBRVGkd0InhIT0hPRkk00228vM749JtmT7ZhPQ3z3Pw8PuN+3bzeyZ93vLecctz3ca8kZ+I6/Jdnofk+/eoAkUJq0ZW57YG5JznU3ww5y/j6KVj4ChaXDFMnAlcnDFYYjIngBJXBpIrrNfmiuWIWHqJYjIHo/aTV+6tOwZKIL36TIMWl/9BIKsNChuXQzRhHzwhyWjYcXLHg/ZvfqMWz/nbZ+MReYUBQAgLNqzY54gCfCE1IC7/BJEYLm5JEVg7p3pA7pmf1BcEufdkY5Vd9krtDob9EgY4dopNipNbLOuW6s0LlVo/uL2+6SQyliCKisxY+vv7AOSyyVw7yMydHfR+PyjHlgtQEKi/fs5U2PBfbc5uzMuXSLCjcslqK2yYMXtztvGjOfhqZftwajEZMqFdMVSdh5GI4N1X2nhaFD8/J3ORrqSfl2I4xMpzLuAtYCycrjYdSLO78/foaTxxwYd3n9dDY3GmYCjbr/U63sAoGRit+OhQNrMJERmhfu1b+LEWCiG+x/sCwT9WyH9VcEVhTm9p3urL009Kph62IdZV+VxECQJYVQS5On5UORMAsW3r2KFinhkXbkCRf99LKRzG3AgzVBWg6an3obixssgnjIanGiFV0lHd1DW6myk299PZHLogkoQwCWPZ+PUtjaftdnhcUJkTVO43ZYxIQJSh8aVJh8tzxVJQidx5SfGbnUhfn8DaSvWT0Z8Fkus/SvhOht0NtIlCLt26sTF9vbjgWj0Aqw7ISuHizde7MbSG+zXe+OFbtv5731EhhuXs1a5ycjgy/9qIBDa/w47thhQVe5Mmso29vMbDIzLtqpyM+56UIYIBfudCb10FjYZGfRfwem99GG74TYJyCDd0YpIEtfeJIFEQuKpB5ytSM0BVh9CPDYLBJdje98HyaRc0EYTdMcqXMZDgf5Wbv0BzwHOUdeO8LhtIDDrLSjb4CrX+XcGQ9PQtdZB11qHlkN/ImvJP8GX2wN3JJePpJlXomHXD2BCpL0ZkuwFxmCCcuU6MCYzYh6+BU1P/AeM0f+un960CvqEuvsw4YoETLgiwcPedmTPiET2DP+WXG213gMxXL7zr3wglnbVQZWNdHlCZzLqbLC7ZhRJIijP6CCQcjBpCdtLzGphcOQX/7MNsnO5WH4ve62ckVxwen1wW//Qo3AvG3TJGM7BdTfb3SA9atcbK5iGjr4EtoNBcioHi6917wcOBBddIXIh3dZ/rwUApH78CCi5xPa+D5JvX4BVpXE7Hgr0t3KPfOI+RhKZFY7kKfYuHAzN4KPx3+Cany5GmENHjW+X/IrOqoF37/7/BNpiwum1ryN2/HxEj5lj6yisyJ0MEATqd6wLyXVClzLGMOhYtR4pq16G/Ip5UH3zq+9j/MCB7xow9bpk8EWDE22nrQz2fDmEqTZeHjCdDlVpCbkyKM/oMPmqJJsrpGRbG7Sd/j/MtBoGNA2QJGzZCiYTgzdftLsnHntBbsscqDhtxi8/nHv+9D488mwYeDz2wTFuWBNMfhK7UETgljultgdQiDu5DBhUv0IddYMGzcfc+xGn/HOsUyyo4vfaQZzZ/z8wtBXNhRvRXVOMlPOvBV/OxlIUOZNg0WvQXLjRxxl8I7R5ugyDrh83Q375XBAUic7Vvwz4lKpGPZ4c515DoD8CyV4YCByv4wkXP5aNix/L9rmfI47/1oJLnxgBgmBbF/FFFC5wKCX+8n7P7Vfcob7OgoLURtx+nxR3PcDmkm7/04CGM+x6XiAkMGEK60Nft1qLF58YmE7GYCEphYNvN0ZB0usHPnbI5DfhAoBex2DDjzob6XpF70ORExkGi9K7pciJGHh+riIzHIu/Wug0ZjG6j5iTHBIJ4+w5vGW/VmPbM/sHPIdQYCB6Ie7PNzS9ET1B13YGpd+8DI5IirxlzwEAYsaej+iCWTj97RsDCq4FTbrS86fAcLrKRUlMs+0Awi6aDcm0cVCt+yMgN8NfBYXfu/pVOTwCYy+2L/vqTnSjpcK1kii1IMxjebKu24zWSg1ih0uQmCP1GlQMBB+/3QN5OIlrb5Zg/iIhSk9K8dmHPVh+D0tCynYr3n41uODcUOD1DyJshGs0MHj+scAfDn0Wsi9YunpAhUuR8u4/QZucyY8bE460L56yvSe47M/H2h1ciSpBEpj99CS/m6/2aSwArFvhyKfe0zQHG7TFocUUSUCeIkNX3cDvI2E4HwL54Fa6+QuLrgdmTRe4EjZwSVAcJM26EpU/+ZZC8ISgSDds0SzIr1yApkdcJeysPVroT5yGaFweBNnp0J847eYMf218//QplzGBlONEuic2NrsNpF38aJZXTYiaoyrEDpdAKONCKLNHkt2JrAeC157rxrW9vtt7H5FBr6dxQ2/w7LVnu936cocCEimJzYXO5drcfgSZk2//Hl56qsslcOcPuH4G5VU/7kT0XVeAFPBACvoJIhGEyxhtNEH1486A5wMABdePQJSbnm/uIIkROQXbyjfWnHU9gv6i8UvWXojWYiXM2oFVpMWPi3EKqHvqrTdUqN+xDumLltveS+IzBnS+gElXtnAG5FcuAGM0wdziXl1eX1QG0bg8CPOHD4h0JRE8pI3zL42mPxRJIuTPi/G9Yy+MWgsq9ncOersXXy3ca450YfJS195LG9/yrwuqJzAMmyaWlcMFSQKPPc8+ufdsN+CPDaFROAsGBAHExHn315vNDLhcAht+1GH9tzo8/oLcY2FFZweNk8dNeOOFbtRV23+s/lq62oMlqDl8GlSY2OcSl2EYWLu1cFsy5wORWeEY/4+Rfu1LkATOe2EK+FKW8Gkr4zHQdjZB8UjEjwm+ZNcTWorOboNZ9ZnT6Dx9EBHZE2xjFF8IqzG4301ApCvIyUD4EpZwW9/4zON+htNs2gkvLbjGbX24deUYJOQE5zfLnKKwpaH5i59fOo09X7lap6Z+pckDyRUe5tD+x12qWo2byrSK/R0o2zPw9in33dKBNb9GI1xhD9w881AXMoZz8Nzr4WhqtOLRezqD4ZCAEUgwa+HUVuSO5GLnVrYKb9EVnisJIxQkZp4nQFw8hSsXtNnilv2tZ6+gaVhVg2dFCiMEWPjWTFA8+8NGp9RDFOm+AqvghhwnPYair0vRXX9uqG4Z1SbwZYF32fAXVpMV+946Mmjn9xeNe3+GNCkbXDHLR4oRk9B23Lcmizv4TbrCghGIXnEjutZvQfdPW7zua2ntgLlFCV7SwFS+Gkt7gibdQGHUWtBa5T51TFmnw6Z3KzH/HrYi7V9HzvN5Pl+BNKuFwRo3LYK6WgyoOaJC2ljWwj/2Wwu+eci1RU0waGm2orrSjLEK1l+29gst2tusGD1eiJFjeBg5BhCKFLjnpsFv39JneXapaMwY5ZwGl5PPliD3oa3FirYW+wNqSo5ndbWj1fHgcAhkjuAidyQPxSfYmIJIbCdddbfnpwonSo7kN++1VaYFCquqB7TOe4n2ss1XOL0//mUJCm5w7SxM8Ugs/XYRwpLtAcDf/7kTtTsbfM5j6bpFfs6YFcs5tqoEBz8MLFALAJ/N/i7gY0KNUbe/BoIaXO0uq1GP0m9eQu4Nz4DiCxE/5SIY1R3org78t+n3TPXHS9H4wKuwKP2ry1a+/w1IUeA6tI747qlT+O4pV/+pJwxm9sKWD6tRc7SL1V5IcrVISA7pVIzRWqVBZ73r8kPfY0Fnox6Hfmx0ysvtw+hFcTbCBYDIFPfWT8aECMy9Ix0mgxWf3eHad8wdbrlLirETWcKtKjfjzRfZ6PyOzQaou2nIwkhMnz2wv5m/6LN0Q5RvbkNzoxVJKext7Vhu7uheMBq9dsAGqOByymi9Ee2feU+VHHm184NY3ajBoY9PuiXdlOmJToQLwC/CDRQkh0Te0kwc+rjoL9lNebAJtw+02QTlqX2IGcMaXVH50waXdAH4TbgAYDrjn9ZrXKYEoxbaLeK886NxYF3ob6xQoKqwE1WF7tW9+lekFa5rCEjaEWA7H1/2lHO1UVJeGBLzZGgodo4KL3ooE4m5ga0C7lzB7m80Mnj4bpWNfEwmBr//rMfSG8RDlsPaJxBkDfGP3FMatKN7oa/jEG00ofuPA07dH8xtKtQufyUog8Gi7Paahx2WLMXk++2CNmadGb+v2OlR1EYa6+xG6aodvAwTs9b8lyRcAFDXlUCW4vrQGgwoT+5GdMEsECQFcXx6UL7ds6qnmzBCiuWfjoNIbl/KZU2LxKgFsTjxh/t2QH9XUFwS17wx0q3gzZSrkrDuSWeLPybDvw4aw7K4iI6lQJKwFUGUFJkx70Ihrl4mRnYOFxFRFKKiPbPtzXdIsWy5s8XVZ0Vm53JxrNq1QtCX8UH1ujPpIVLylMrcW7rKz39z2ZfWGkBrQ9+xIjxVBpLDfnEMzWDLE3vRWeU5/a3stxrkLc2CLEECXYcemx7e7fe1lGUqmPX+Rf0ZK41TPwwsUHs2Uf3bp+BJw50s3ojMsYgZNzfk1zJr1dA0VUGamAmCICFNzERXVWBumbNGukn5Ybjtk7FuSebyZ0ags1GP+pNnv4xRHM4FT+j7axJInCPwwjAuwuO9S9N1txpsfcGueHYE0sa4FzEpuCAOG14rh763u4QkggeuwLdJeuFlIrz8tmv2x+jxPIwe7zn4kZzq/HkJwjuJBrO6s5HuEGWqRSjsf59O5eAyPcGh3PZOazzchq46NeQpMhx45xhqd3nX0TB0GbF28a+IyAhDV506oNSprU/t/X9UBszA1OO8AjXrBi/QqK4rhTSRzZmWJg0y6UrnTIR8yQVgjCZoC08EVepLEMDs29Kw8H57pZVebcaHNxzCooeykDlVAVEYF/d+OxEA8O/L9/udo7ptZQ1GLohBd4shYGEYd/jHqnHIcKOJ6w/m3pmBuXf6zuf792X7cf+Pk50qeratrEFrlQZXv8rmZXIFJJ7dO8umJezojvGGA7sN+GmdDvJwEj09NJrqrehR00jL4NjkEUcm27+niVP5+O+aSDz+grNC06cf9ODtV5yXtjcul+CBJ8Nw+pQZSxa6VudsLoz1mgrW52MNVNchMZmDex6SYdps1+R5goCtiAIAmhvsxJeda19NFZ/wP480w422QtXSp9zsySLlvQfAiZKj7b3v0bPb+cdo1pmx5vINfl8bYKP37aXBC9aHCrmLh2PGYxN879gfDFC09jT2vuGagRD0OQHQZhofT1oT1LEDRfuJnUiYegkAQJEzGS2HN8Os8b9gJyDSlS+eD1LIB4R8yOZPg+FUBfQnyvw+XiDl4KpX8pHroA1r0lvx6T+OoblcgzWPnMTyz8Y56dCu+HEylGd0KN/TAWWdFl0tRnQ1G9BwqtvFffb7fyrw+3/cL5NIigDFJcATcSCPFUAg5UAg5rD/SzgIi+ajvliNk5vtFXaHf2pCYq4sJC3a3aH6sAqpY+ROhHtycyv+eLuCzc28PR3R6WLb/EmKAG1lnIR8vDWn7FDSePpBVz/8gouENtJ1xNGDJlRXWrDldwPmLQpeQNof9FnHCYkcn8URfeBwCHzwhQKpGb7/HsXHTVC220k3Y7j9mPZWB+U6PhfcGAWI3mU/aAbm1k7QensXBs2eE7CoekCFSSCdUWD/DDIxrGp7xgvB44ITyT6wjDV/zTZI7iBLlGDqA0HqCBNs8LBudyMaCu0uQ2mcmNWRCBIklwxZBdxAwNDWwfPpEhwOSLEI5sY2tL66EmEXz0H0imVQrd0I9R++fU2yKD7u+HK8U9cFs4HGqruPo+44+5TQdJrwwfUHsezdAicLMzJZhMhrnIMKDANYzTSsZhoWEwOrmYbZSIPisuREcUhQHAJcIeXS1cEbXl+0F23V7A/p8E9NOPyTfwHBYHqkzbwpFZc+aQ+cNZxSY80jxWAYgLEy+P3fFbjxXfuP/MIHMnFsYzOGT7J/NyXbQyOwzOEQMJsZXH5+K2gag066YjFLciTluziiD9m5XJ+E29lB42ihEW+8YF9a8wUEElPsx9VUsct0XnIMEp69BaTY+bPSeiOanv8Mxmr2b9/63g/sDUcQNtKNvOUihM2bAN3xCrS+8x1orR7cOAVAEGCMZqf+an91JE+Od8opDuocU+KdSDd+bIy94/EAznm2SLej5ACEkfFoO74DtDmwNkkBmHCsWUnr9LB2a9C5+heIxo9E+NUXgooI8+lqGHtpvBPh9nSY8Pmdx1z8toYeC/576xFMuSYZc+/K8NhJgSDYNuocHgn+wNX+bEgfF24j3cECxSFw2dM5Tjq5yjodPr/rmFOPuOKtbTj6azPGLGKFumcsS8GMZSlO5/LnoRCfQOHldyLw4J2dTlZeH6bMFODfH0fgTK0F11/WDoN+8KPYsrDA0yRiE+w/0puXKHH4gH83e8FYnlNWxuli1r0gnTYKpFgIc6sKVpUa3JgIWLV68BKjIZk2yka6tiWVw9JKOn0UAEBUMByxK5ai6aUvwU9j/07GumavWQx/NcgcJCNrdjRg37+PQN3goUNxL2Y+ORE5l9k7rcgSnQOxskT7arbhYAv2vH4YqmrvPmhZggQT7y7AsHnsbyAsxQ8Bo0HCQGQe/b/z3dxDLc+/D3NjG2Tzp0F+mXOkkODzwImxL4M76pwlA99dWugxUGa1MNj9ZR1eXbAbDaeG9klWc2RwlbY4PBI3fzjGiXAbS9R4/9qDULe5kshPL5Q69VJzRI/SiPJ9vgsZFl8rxujxPJy3wH0a1PQ5fAhFBLJyuJg4ZWiERmRyu7bvyORGp39XXejeeuc4GEb+Ei4AXLbU/rBXtlttbgdSyo43PPQeGp/5BJrCEjQ8+iEAgBJ7t/RJIR+0Vg9LexeE+RmIuHIORKPYOIWxcuDxhHMJPAf3WsUftT4JFwBK11c6vef2C0ZzBPb3VZvrfBIuwOY0V/xR6zCvv2aXC78tXcYN61qUKjQ9/hY40QrEPXs3ZBfMQOfXGxBx3cUguBzoj5Wg7Z2vAJpG0Z+teCjnz4Amp1WZ8faVBwI65myhf5K/p6h8bKYEmVPtRRQnN7fiy/s8Rz/1PRb8a84uKJJEeHTTNNt4+b4OfHbHMVv2gzf0yTeeKnIfQFqzSotrb2Itj9vukdrKbQcTCUnsrVdfF9pMgtc/iMB8L66R+29zDUrRDkp47jpcuwumAYCxrgVNz32GsAUTEXkTWwFmblZC+cXANVcHikAq0sAAdXsasfH+HT53pc3+/b18dXZx2tcUyL5//W7hIYkQWdo60PHp94i693oobrocjNVq9/X+jZZZ3mDUWnDwh0aMmBkJVZPBowXaUKzG+hdKkTktEtWHOrHHzwKKjnod3r/uIFJHy9Feo0PJjna/k9lje5tAOkbzHXGmxoKuThryCBI5I4fGeuhzL3gryQ0GQpFn//2qjzQoOhq41GjH6j9srxXXL3DZ3v3nIYQtmARuXCR6dvhXHXhOgQBSpidAEiuGpmVwXWtDBYveeYWsyJkM2uL+b2/Ra9DTUD5kXOU/6fqYj6GsBtauHjAWC5QffANjVf0Ap+YMeUQGYhPGobXpKFQd3hO5SQEXHJkIlIgPbqQUlIgPUsgDJeKDEgsgHZ0Gfnw4ODJ2eWnVGlG0xFWmMueTO2Hu1KDy0dU2ghvx8T9QevtH7HWEPGS/dxssnRqUP/SFXyXLMdPTsW9NNfatCfz7ib9tLirWF6FxW63fx3A4BCJ7u0Z0eMlPPX7EhFlzBbaWPoMNRWQv6XaFlnTffkUNs4lBQhIHiigS8nASxcfNWPeVFht/Yl1ccQkUmhv9t5i6frV3x3VHuqBpqNbvQvQdl6Fn1/EBf4azAYZmBizJeC7B2O0sEJU060qv+yuL96Fh1/eDOSUbAiDdXtZ1I3dHySSIeeRWUHIp6u94DrQutFKBAmE48sbcCIriITImF3u3PgeGcf+jITgU8tf8EyTP/Uej9SZ07S9D9/4yGJtUEKZFo/W7fS77kUIemr/YjpSHL0P8sjno2MrWWJNcCoIUNuUt9sop4MrFqH93I0g+F7TR900bN3s4WncH1/xPPiIWxW/uCOiY+ETKrnPg5cFZcpIl3aEAxYEtC6GhPrTLxYrTZqxY7jmvdd6FQrz+QQRWLO/AyRBeV5iXDhAECM7gtJUKFIFUpIFhUL+/Gcaev0/DAb2yCdqWWohjU/3aX5IwMI3cQDBg9wIllyHm0dvAjYuCZuchr4QrlsRAKk9GR+spmM3+9+LKzL0cFMVWUBn0Ko+ECwCMxYqaF78HJREg4ZbzUPv6z7BqDRCPSETSnQtQ/uAX0NeygZroKyYh9prp6DpQDn2VPZ0l8sKxSFw+z5a7GX3FJERfMcm2fcQHy52uOexf14AxW1H39q9QbS8GwSEROz0DfIWrBKEkORypi0e5jBuVWrTsrgZjtVt+uStmIWFuFjhie/XYtE+v6veBgd23rEFPlXvpx/zR/snuVZUPnVB0SirHVhxRXzu0AtXnLxSCIIA584U46X+KuVcIspJt2QziCTlOlvHZwv+vijT3qN/+LVLn3wBBRJzPffXtQ6f3MiDS5SjkiHnkNnBiFFD/vguqtZ4DCCTFxeiJd4Li8GFIn43CXa/5dY3ElGkIV7BRYYahUVbsewmgPlIFAOAnREBf1QKrzghjQwfib5yF8Nl50H++DSSfi5grJqPnWI0T4QKAJD8FxsYOlN65EiAA0ovMH200AwyQt/peSPKSodpejGE3jMfwGz1X2uQMj3I7Xv7pAVR+eQgAQFAkUi7JR8uuKtT9eMKjd4cr4SN6cqpH0i0Y6x/pVlcOHfkNy2K/T6sFaGocWtKNjmUt0U6l/26NhOdu9biNkokRffdi2wpQPPHcIN3/ATCoWlG27i1Ik7O8dnuw6DVQFruudgcLQbgX7EP84SlQff8HdAd9L9RoqxlH9r+D3ILrIZbGYvr5L6C0aC2UbZ79oFJZAjKy2Shse2sxSo5/DV/OZfmUbCTdvRCcMNbKjLt2htP2mMWTEbN4sv0ao9Mw+rcnUPXMWqgPs2TdubUIlJCHlAcvgSg9Bqfv+cTJAu0DQRLIWXkneo5Vo3n1Lpha2XQzaUoEzBojNl+40uf30oe5vy2HJNVe9ECQBEAAsTMzEDvT+9Kn4vNCt+O5I3lYegObxKzp8U4yVeVmHCk0YuxEvosHiQyiSaA3tbIbbmMzJX5ap4V1CDk3Np7CmAnsQ+jgfiOQ6eOAXrR98KPtdfI7K2yvhTlpSP3vozCdaUHNshcRc/8SiAoyIZs3Aeo/D4Z07v9DcGBoK9S1JVDYd/WOAAAgAElEQVTXlpztqdgwIEtXeyAwoQe9rgNHC99HVu5iRMeNQm7BdSgp+gbtLa6kHSZPQf7YmwEA6q4zOH3yW/iM5gFQLCgAyeOg8ZMtYPxMbyF4HCjmjrKRrvoQm2NIcDmQT81GwS+PeTyWNlnQU1SHrj127d7OoibQFhpJF/onN9dT3YH2wjqoilwLHco+3oeqb7wr5w9f5t6qnnGePef26CHf/rpH7lFh+hwBGAYwO3TbHTsxsM4ABWN5iIqx+zYdz5WQRGHkGPZ8hwvdz8lTo0ZHn3RUDOW20MMbHPN1TxebQQxjH0TCEakwt3aCFPDAT2fzpxmHnD9zq2cfsbG2Gc0vrgKtN0J/shqigkwIhif9j3T/B48IiHQZo2nA3X1pqxmlRWsQFZsPgiCRnb8URn0X1N32aH64YhhyR98AiuJB1VGBU8dWg7b6F1kleRwYGjvQtt699ecJ6c8scRnr3FoE1Y5ikAIv7gWD2cUKrv3hBPDDCVyw8x6/rt28vQLHnv3D7TZeuBDiZM994nhSPmiLeytW2WYf3/iT7+BmW4sVP3zDpgw1N9kJbeQYHorOuMo3AmxprqdtfWh0CJYtvNhOfAf32Qsc+AICaRkc1NdZMGeePaBndug4q9HYX3/zSxS++1qL2ioLGuutMBoZWCwMDHoGPD4BiYSAWEJCJCYQE0th/BQ+5i605+8q262Qt7BkGv/sLbZx6SxW79bS5ls72tLehabnPwetZb9bQyXrF+Sn+vYh/g//fxEQ6TY98R8whsDqjD2h/NSPyMpbDJLkIG/MjTh64H0Y9CpERudixKirQZLs1E4eXQUmUNHVEKXbjfr+IZBC31aeVWtA0ZI3XcY3znzXZSz/oTk4+fo2v+eQtmQ00paM9rrPnlvcqy1997UWbS1WECTbHSIQbPtDjyXXDby++kytBeWl9gfm3AvtxOdoqb73uQITp7pWwzk2lyw5aQJttes13P3gwFo5qbccAi85BvyMBBAOWpPG2mZ0O1iqvMRoWDrVoMKdy07N7Sob4QJsYQQAcBOiQHA5bgst/vLw09VE+mjA6nTKQdr3XEVgnSPaQycx19J4GFyeGOmZC8HlSZA/5iZ0KsuQmDoNfY7jxjP7AibcnhO1IHlcyMYPQ8YzS5180P1h6dKi/sNN6NpTCk1Rnct2bVkj6t78xWsRAkGRyHhuaUBzDAT+uBe8Idjqsn27jHj56S7cfp8MEYrAdRJoGjhx1IR/PdFlk28kSSAj0/0t59hm3RE/rbNnuag6aLzxYjceeCIsKA3fvnl98h4rFUrrjWh7/wefxyS96WbFwjAuD3drtxa01gBSLAAvMRrGGv/Eks510A6rjcjMcNRs951jHpntvDrrvxpzXB1GZvnf8Vsx3K457WmFd67jrHaOqK/ZCWVrMQom3gGRJBoiSTRam46iqmwjzCbf9d3u0LJmj+31sUX/wqjvH0L3gXLUvvGzbZzkc5Hx3FKIsxNtwS937ghpQRryVt8X1DwAIH5ulsuYKFHuMt59uhXaeveaD8J4GSIKvC/fHaFr7Iah3ft3t2ubAWu/0CIhyXtO6ZpVWqxZFboKJZoGxg1rgiyMdKlEm5rHSiFKJAQMBsBicf+g++pTDb76NLh7wxtk8yZAMjEXTS987jReddXTLgnOpJDPjrtB9x8HIL94GiuB+jdB9bZ65C5mM4jGLc/HuOX5AZ+jassZl/ejl+UCAPKvykL+Va6/FZ/z2hraAqyhwlkjXbE0FslpsxAVOxJEb++XE4dWoqszuMIBT2hY+SeS71sEXUUz2n5ml4zpTy+BOCcJNf/6AboKz7qnyo1HUf/+7z6vkf7kYrfjBU/Oczuu6EeiVV8dRtl/9zuNMTRrSXFEPNB+1Jtb9CZoavxbiei0DF56anCFfbzBW+mvo992qCCbNwFRNy+CZq9rQDf57fthblKi+ZXVtrG0z5+AuUkJ9dbDUO88BlpjdzF0rtsK1fqdfyvXQkNhM+r2NCJlmv8Pf0e0l3ai7Ndql7HTG6qRfVF60POq2/PXFBYactIVS2KgiBqBtEy2nJKhrWhvLUJzw8GQEy4AdPx5AsL0WCQsnwtKKkT3wQqIsxNQ+8p6dBeWez028oIxiLxgTNDX9uXTTVw4Ai27qmDRugYnGSuNMxuKEX9eJuLP8y+3qeNIPQr/+VPQ8/3/CPGEHETdvAggCLR/7ixPyo0JBzcmAgDB+jIdLF5uQhQUNyxExNVzoTlwCt2/74exiiWBvxPh9mHTQ7tw2WfzIY0XQxDm24o3acxQN2pQu7MBx78sceui2/H8AYSnySBLkEIY7t/KwNBtRE+zFpWbXN2BfxUMGukmpk5HTLxzAIjLFYMvYJX1GcaKblUtVB2VIAgKUbGjkJg6AxwOHyTlXXTFajWj9MTXMBr8k31s+HgTSC6F2KunIfaqaSi9ayUMdb5Fprv2lKL+/T+818+SBNIev8KveTiCKxMg74HZSJib5ZYoky/OQ/Gb21H85nYAQNrS0aj7scim8kQJuUiYm4X630rAWGnk/XM2ki7KBUES52RXV4ksHmOm3Yd9m5+FxeyaSTF94UvYu+lpUBwexky9D4d3v4VxMx5A4faXQRAkpsx9Fns3eW6TEwx4idGIvusKgCBg6VA7WaykkI+4x5eBsdJo//BHp3ug4dEPWXfEtJEg+TxIp4+CdPooNDzyAYy1wXWMoM00SC674msr9i3X2R89TRqE9ereWoxWaNtDW4pvNdH4/jrfq75AwNAMfrxxU0jP+VfAoJFuUup08Pieo8sEQUEekQF5RHA1z2Mm3Y3C3a/7TCUTpscgatE4hM/OA2OxgjZaEHvVNCh/PQzNKe8+IUl+CvLXrPC6DwCYOwP3MZrVBpx8fRtGPe6+Y2neA7PRsqMSJrX7QJg8JxZ5D8xGV0kL1JVKcKV8GDt15yThAgCXx2ZCcLkit6RLECTyxt8CgmCtSgIEuFwRRk5gS65JIvSaBvKLpoIU8EBr9Wh+6QunbVG3XgxubASUqzZCX1rrtM1Y24z2lT+jY/UfkM4oQNhCVmEs8ZU7oD1Ygo41m2FuDow4v7roJ8SNiUZPkxZtpwIn3T8f3YOUaQkQhPFRt7cRRvXfR0fh7waC8WLFEQRxTv6CwxXDMHLcrait3Iy6qq1O29KfXAzZuGEguBTAAE2rd0D56xFYHVpqk0Ieoi4ci/BZeRCmRgMEoK9uRdn9n4Gx0pCNHwbRsDiEz8iBIDkSVq0BLWv2OAXbUh+8BPIZOQADaEsboD5WDX1VC9SHqxA7MwOCKPct0uPPy0TTVvduDUO7Bi072QINf3J8LVoTdi37GvwIMaZ8eCUqVhWi8otDPo87G0jKmIW0zAU4XfQt2hpd5Q9nXPAqulW1oEgu9FolSo+vwZhp94K2msGAgUyehN2/Pz4kc+WnxiHhpdthKK1zCax5Q/hlMxG2YBJ69pxwkoP8u0IYnQiDsjnwlE4XEOAIxbDoQx8gPVtgGMZj3tRZI93YhHGwmHXoUTfCaAhMmIOkuJh+/guoq9qK2srNTtuS77kAjJVGT1EdNCdqYenxvsziyESQjExB2IThqPv3LwCAvC/uBUGR6NxRDPXhKmhO1oFxk55CSYUImzgc0lGpCJuUCWuPAadufg8zv74e4kT37dS9QXNGhV3XfwUAEMXJIM2I9LgvY6WhbejCzNXXAwRgUGqx55Y1MHWFdlkZKhRMvhM6bTu4XBFOHfnCZfv0hS9j9++eK/+mzn8h5O4Fb/jb5tmGCFyJHMOvWoHyr1+HRa9BZMEM8MM8368A0LjzR7fjUWNmIW7aRTj9+Ysw9fguSukPguIgfspFEMekwGuOaD/QFhOsRh2sBh0sRj2sBi3ai3aBtgxc4tIb6Z6V7AWxJAZZeX0RfwZdnTVoaz6O5gb/Sid5PNZ3ZTK6+nTPvBuYar9FrUPXnlKnMt7iG9/xq8DC2qNH55YidG5hZR/7Erd3Xrva22F+Qdeshq7Zt896/13fga8Qo/NEE0zd5ybhAqxPt+Toaoyf9TAojgBWi3u3yfhZD8Ni0oIBQIAAxeHh8K63hnay+HsGw0IFguIg5cJl4IgkNus0InciBArvlXhNu392axVzJXIABEhuYOXmfQjPHIuo/OlBHdsfsRMWQNd6Bj0N5VCe2geLrick53XEWSHdPtUwFgTkEemQR6RDGpaEuqrNPgNkAiFrRZqMg7QcCdK+Pxv+VNWpFt87nQPobC+DydiDLmUlkjNmo6bMfVBGr2lH8WH7kn7stPuHaor/gx+geAKkLLoZophktB3aYhsv//r1oM9JctjAOW0Ozg/NFYWuQSVBUhDHpUEcl4bo0XOgLN6Lpn2/hOz8QCCNKUMIisPW1hcd/hQNtbtthRBxieMxYdpDSBs+HxyOZ0FtojeootP+fdpc/50hlsWhroL9gdaU/YHEtOmQypPc7isLT8GoyXfY/gnECrf7DSX40TKMW3snxn93D+RjU8/2dIKCeFgMJv36T8ReHHwKJFcsQ8biuyFJHIbO4v1oORCabAaij3SDXNZ3VR4fFIuU5HARXTALEVnjQnres1qRpuqogKqjAlVlvwEAIqNzkZF9IZLTZyM5fTYABjs3PY7+pqeqowI7Nz3q9dyJV09C5OwcnLjzCzCW4Bz9ua8thTQ3Ear9lSj71y+D0kNp2AMLET0/HyZlDw5f82HIzx8IOBIBEq6aCENTFzSnm6GrU7qVtPQXIkk0csfeCKNBjaLCjwEAOk0r9mx6ErnjlqGuYgt6upwrlTTqRhQV/rf3HYHxMx8I6JphBSnIfvYyUCIeGJpB2XPr0bm/0veBHsCVizD6s1ttnUg4Es/GQPjEDCReMxnCxAhwpIF14TC2qaE+UY+6z3fCpHS/gst84mJEzsz2ep6K139D+2ZnuVSCIpH7yhKQPA4oL+JNvsCTR0FZtBedxWwhT9TomaAEYrTsD7wRZ+zkCxA9/nwYVW3g9Fqq4TkT0H5kG5LnXwd5luvDoae2FPVb1roQrLFbieJVzwTxiVzBEYgRMWIiokbOAFfMZl8ln3cNks+7Bp2nD+LMtrUDv8aAzxBCKNtOoVNZhqS0mUjJmAOCoJA3+nqUnvwWVov/QjuSzFgk38Tq6MrHpEB1MLiii7CCFACAYkYWJN/GQFMR+qW8LD8RAPyqOhtsJN80HbEX2XOraaMFmooWaMqa0fzTURhb/Q94imVxKJj0D3R31uL0cWdBHoahUXr0K0ye+wyO7/8Amm57ZZHVasboqfbMjZ7uBlAUD4SfAZIR/1oMksuuhAiSQMSU4QMi3bhLx9oIV1erhHLXac/Xfv5yvwVh+oMfLUPU3FwIkyNQdO9qFxcXJeD6JFwAiJ6X70K6spFJ4MhYoSHlTs/z9wVtYxW0jWx2jUARh9gpF+LUx08iPHssRDEpPo+3GHVoPcBmdbTs34i2w1tAm01Iu2Q5pCnZUB7fhaixcyDPHI3OU4XoKjsKQ0cTGJpG6kW3Qpo6AsOuvBdlX70KZpCEmC0GLdqObUP7iZ1Q5E5GwpSLQfQKfURkT4Be2YT2ol0DusY5RboAQNMW1FVtRbeqBrkF10ERnYPRE+7A8YMfw2LxL1AUMXmY/Xx+aur6AikMfZdcSsyHII4V+xgMQg8UwqQIp/cknwNZXiJkeYmIv2I8LGo99E1dMLZ2w9jSDWNrN7qL6mFsVbv0h6OtZtSW/4nG2n1w5yS3Wk2oKF4Pc69fnqbZH9Gpw6v67Ulg0nlPoLned5A16vxcG+H2YSCEC8BpOV6/eo93f3+QhOsISVYcRGlR0FU7u8540fac95r3t6Bjdzn6Mo9Sbp6B6PmsHgI/2jU3PuYCe3soq95kI2BvYEwWWA3ul/skh4fk+deCICnQFhPCho+GLM23drTVoEXboS02wuzz4RIkBcZqReKcKxE+Yjwqv/0PdK3OK6DqH95H8sLrETZsFKLHzkHrwT99Xm8gYGgrlCf3QN/egOGX32sbj59yETTN1QNq73POkW4fujqrcfTAB5gw/UGIpbHIHX09io586ldOoGREvO21pvzsk5knSIbF2DJctBWtZ3cyAJp/OgpJdrzHJShHJoRUJoQ02zVKbe7SQVfTjoY1B9B9vA56rRKNWvcthPrQ2nDY9vrAlhc87MXgwNYXfc497tKxSLvjPIfDGFS/twWd+7x3jvYFjoQtT9VWt6FjD5tfTXAopNw8A5YePRrXHXRxwRgaVaj6zyaYu+wKadHz8xG/eDwA4PhtnzlfhAAKVt5seyuIlbuQLkfERvZpkwUtvx53umbbn8U20qVEzuW0/JgwKKbbxWQmfO+fxjMAmFVaKHeexplVu2HVsQRJ8vhIu+hWCCLjbcRYu+ETt8crRk5DwqzLUfPzSvTUebawCZIEQVEIHzEeyhO7XQgXYFdHTTvXQ5qag8iCGYNOun3QttTCatSB4ot650ohdd71KP365aDPec6SLgDodUrodR0QihSQR6QjO28JSovWwqu5QQDSLDspWLWh0f8dDIgzY22vNZVn/+HQua8CR675EHGXj4M0Ow6S7Hgb6fgCVy5C2OgUyPITsf8CV21hX7Bag4tcEySB1H/MQdylY21jjMWK8ld+RceuwDtPJi+bDlF6FOpW7nDqHlH78XbbbZdy8wwbgdImK5p+cC5I6TxQie4TzsRhcqha1NW5PozMXTpw5ewP25vflTZZXUie9mCRAkD8FeOD1qDlhosRd+lYUCI+Kt/YCIovRNolyyGKTWGt1RDEOCi+EDw52zOw9eCfNveDO5i1ahiUTRDFpoAjkg5K8Mwd6rZ+g/QLbkGfhcQPc9/j0F+c06QLACePfo4xE+8EhytCdNwo6LStqKvyLAIuSlaAEv81ZPUkw2Nsr/tburxIKQRxcgjiwkBJBOjcWxGQTzVYWDQG1H/ZK49JAMKECEhGxCH+snEQpUb6bDE+lC3IKREPmU9cjPDxdqUqq96E08+sR/fxwAVRxMNikHgN2z9PkhkLfT2r2ta5twLdx+zni7vMTvAWjWu+sb9topyOCTLY6w2C+HDEXOjaeTpQRM/NRdV/NiH14lshik1B+5FtEMWm2HydA0HyguvAFctg0Wu9Em4fjF3tEMWmQBARA80Qka66tgTtJ3YhatRM2xhJcUAH6Vc+K6RbV7UFddVbfe8IQK9VYu+25xEVk4fEtJkw6L1XrETPC1zrM1AQFAl+lBT8WDmMrd0wNLuXSRz57vXgykUguBRILgcEl/JoxUz44V63431IXT4b+xcEnwsZFBhA39AJfUOnS3DGBQS7TBxItkMgGP/d3eCGObe415S3oOjuL4M+p7ayFdXvbUH63eeDFyEBL0KCxrUHUPeZPXCimJEFgiIBBji54iv0lJy7QuVjVt1me132ws/o2O2/5S9MUmD0p71tjAgCgjg5qr6zq+bl3PY8TN2Ba0Q4QpaRD4LkQNNQCUFEjO8DAAijWHlJY5d311Wo0bj3Z1iMOsRNWAgAyFzyAE6veTWoc509SzfApUl7azHaW4t97idMdsjr9HAJSswHrDSYvn8MA0rIA8nlgORRIHgcl4BM9Lx8RJ2fC0GcHLL8JPuSjQGKH1oDdZGreI4kK3S9slp+cdUrCAVIHgeK6VmgzRZ07ikPvsCDwdAQLgEkLJ3kQrjKbSWofGvgegctvxwFRypA8o3TAAD8OHs5N8nnIvX2Oex+vx47pwlXEG+ft7q4ISDCBeDy+6RNzlYdQQ5sRcMPj0bS3KtR8c0bSF54g19BSIEiDgJFHIyqNpg1Q68H3X5iF2JGzwHJ5UMQHgOhIh76jsDvgXPevRAoHCPwBjfL8fR75yF2UUHA542el+d+AwHIR6e4Jd1AYdEYYGxVw9jaDXVxA/u6TQ1jSzfM3TrfJwgCSTdOQ8KVbDfhhrUHcOazgaXDDCY4Ej6GPXwhIibZs1PAMKj7fDca1x4I2XUavt4HrkyIuMvGInJmNrSVrWj8thCJ10wGP0oKc6cWZz4/d78ngiKR+cTFANi0v+q3Aw86Ef2MDjrEZdEJsxeD4glgUnf2NjHwTrokl4/E89m2WKrSsyPqRJuN6K4pRngm616SDys4R0m3n/izwwbkj1kGK21GyfGvQnIpkkuBH2t/wuv7BywINq0olLDqTR7zgDt2l4EjFoA2W0CbLKCNFlh6DKCNZkTPywc3gpU7PL78Mxhb1bDqh16OL9rh+xCnDSxAMJiQDI9F5lOXQBAbZhszd2pR8dpv6DpaG/Lr1Xy0FbwoKRTTMpFy8wzQBrMteFbz4VZYNGcnQMsR8zHumzucxvr70SOmDIdkOBukrX5vs9vAnS+Q/c7JmEJLurqWOujbe/OzCYKV9PQAgqQwbMm9ECjioG9vRPvRHSGdSyBQVR6zkW5Yej6aCwMvDBl00h0/9Z84vPffYBjnpSdJUoiICrwvkjcI4sOdIrX6M/18Tgygq2qDNDeItiMMYFJpYGxRo/vEGRhbumBo7Ya2ohWWHvfiLWUv/Ox2nBJwEXfFeNt7Xe3Q+qccwQ23d/zVVp+bZdWJV09C0vXTQHDsVeuqwipUvvH7oK0AwACVr/0GxbRMgCCQdtf5tk0DKTAYMAg2yOoNhuYuMBYrlDtOo23TSaTffT5b9OKB2FSFVaj9eDv0DfZ2Ty6WrjG0pNuy7zfnAdL+t+UIJZBl5IMniwBPFgFJ0nBwhBLoWupQ99vnIZCSDB49Z8pAm429LoZokFw+aHNgD+BBJ12ROAokybGlBM2c/woYhsaeLa6N/cZMuhsiSbStZ5o3KFuLUVn6C8xm+4+uP5l2H3fN9zu54mu/5z7lz4dtr6v+8wdafy/y+1hvSL5lpt1n7GYRQHAoTNqwgg3YBIj2bSWoeOVX3zu6Qetvx4M6brAQPS8PaXedD0poV5/S1SlR/tIG6GoG/wFhNZhR9uLPyHryEtvY6ad/RNo/5iDucrYev/SpH6AqrBr0ufRZsxaNEQcvf9tpm2R4LEa+f4Ptvbay1Sltz6ozwao3u67gCQKUgIvwiRkIn5iBw9d8YCtBpkT275w2WfwuMpKl5yF+xqXQt9VDksi6gUxqH737GAaEA+lyJWEQRMTArFVDXV2MtkObYeg4+ymVQG/RxKn9iC6YBYCAInsC2k/uDugc55RPVxqW6Pe+0XEFsFpNKD9l1+jkRYid9jF2hC6lhOSH7qsKH59me62tbnPZHlaQHBThAs4/lkBg7tbB2OZf+6PBBkESSL9vPmIWjnQab9lwDLUfb3cJ6gwm4i6xV6S1/HIUnQcqQfAoG+nGLioYGtLtux/owIOVdZ/tcsrAcIQgXo4xq9juHDyF1Ea6ju4Fd983Y7W4LcW16rWw6DWQpeXBYtCiff9GGFWu97gjLLoecIT2366+vdHuejgH4ViNRvF9V/f1xzlFugBwpmYHDHoVMnMug9VqQlXZb8jIvAAUh4/ykvUAAJLkYFj2RYiIdHZP8BTO3Ro8CYf4C9pstVmkJC80ZcCCeDkE8eG29+78kYYm95FZYxvr97XqzaB1JlgNJtscCYqERW1A/dd7g5rXuVS5l3LbLCfCNXfrUfXW7wMu6Q0GsnxWDU1Xp0Ttyh0AANX+Slg0BnAkAoRPSAc/Sgpj+yDnjPa6zbw1HQgGjveao/fB0b3gjnRrfvkvaJPrslrbXIPKb/8T0BzqNn4Bghq6/O6BoruWzaKirRZ01bh2kPaFc4t0GQY15ZsAMMjMuQy01Yzm+kKkZpwPisNHc729Xc6w7IvA4zmTLNeBdGmzFRb1wES9aaPZTrohsnQdE/kBoPtIrcs+hiYVWjYcg7lLB0NzFwxNXTC0dMHcqQ3JHPrgmFak9UK6BEkg6cbp4MfIwAsXgxshAS9CDErIhb5RBV2tEj3FDVAdroGhMXDlf0fwIqVO1WUAcOL2z50quoYK0t5yctpkQflLG2zkQ5utUG4vtflJoxeMRP3q4B52/sJm6VqHRrPZmXRdXQv6tuC1B/qDtpiAv5BmPG02oX7Hd+hpKPPtOnGDc4p0GTAIREHcYnV+0jrmbjrWvQcL2mABenm8T2lqoIiYZm+nbtWb0O0h1az63c1ux0MJUYq9vYqmX0UcQRKImJYJxZThkE9I9yhpKEqJhCglEpEzs5HGAKrD1Sh94vug5yTLS3RyrVh1piElXFFqJHiRUhAEgbS72eCZprwFkTOywL1kDLjhYojTo8FT2JfDiulZTqSbsHQS4nvT8PrgGOCd/PuDLtf15U7qO36ohPI5DlWdoc5cCDU4QgnSFtwEYVTigEWHajZ+gp569z0MHdFRsj/oa5xTpBsoNGpnvw83zO5fMXcN3Co0d2nBi2RZt68ufqAIG5Vse131702DUv7pL+S9VrepU2MThpHmJiD/39e67GtsVcPQqIKpUwOTSgtzhwaMlYY0JwHSvETwo6QAwVryU/58GJ37KlD2ws8BF0w4RtAB1kfNDRMNXpaCAxKunICU22a5jPcprfVB39CJ7qJ6cGVCiIfFQJQa6UyyhHcSDcZf32d5MtbQ3i+OqmSOnguRQ/qgttJ/MSbF9VdAMn0i6pY/7HtnAPxhqSB4XETefBVorR4dX/0AUf4IyBbMQvvHq2Ht7gHB5SLiqovR+dV6MFYrTI3NYIz29MrwzLEQx6V5uYr/iJt4oV+kOxAMGulKw5JAUawfNCw81Sbd14ew8IF9SUZDN9qaTziNOfpdQ5HiYnFofx4q0u0DY6GhOhSczm+oIEzolZUsbQbAagqkLp9t34EBNOXN6NxfiYZv3D/Zm38+CgAIG5OC5Oun2TJIIqYMR+ry2aj50L9y7z5oK1uhKqxC+MQM29ioj5ah4tXfgtJTCARtW05BmKwARyaEVWuERWOEsbUbwqQImzyirq4Dx2/7FAAQNjoFua+yCfvy0XY92f6lwwAQv3i87bvdN+81l2uP++YOr6lgfUTNBM8g+SAAACAASURBVOheEMTJkbxsOiSZseD0q+IjCDjplBjb7YFUx6C0qcP/lQbB8Z9SxBNHI/KWq23vKZkUsQ/Zc5Cjbr/eaf+Yh/4BgH3wtH+0GvoTJQCAztOHIE/P79X0HZil23Jw8Ls4Dxrpjpl0l+11/tibnbYRBImR424Z0PkP7HSVViMF9o/jTXnJX5gdOgn3v2GDgaP7o/t43VlXQOsL6OnqlMh87CJEzh5h26Y6VI26lTv8TqzvPlqHk8fOIPnGaTbRmNhLxqBt00m3GRreUP7KrxjxwhU265KnkCD31SVoWFuI+i/3DFq5sVmlReWbri1oImdm2zVpHcxB9ckG6M90QJAQjo495ZCPC4215Q59pMuPDfNZHGEfJzHiX4shTIxwu90RmrJmp5iBo+spINLl+k8p/IxUnLnnSSer1RcoqRiJbz4DwbBUG+lajTpUrH/P73OcbQwa6TKM1dbL7KwgBILSjoG4UFi6jv7csxGJdwTJpcCPZi2rxKsnOxkIpx79Ft1Hg7AqGQZnVu22kS5BEkhYOhHlL28I6DRWrRGnHl6L1OWz7UE1gkDi1ZMQNioZ5S9vGBLFNW8gOCQYixXHbvsMJI8D2mhGxv3zB+16fbnKBEn4LI7ogzgjxi/C7dhdjtqVzsp9jkHWPrW1PsjmzgA3IRbuwEvv7baybInb7ebmVqg37WTfEAQYowm85ARE3nwVuHHRHn+3poZmtH+0GpY2pe3YvyoGjXT3bH0WJEFh6nnP4sDOl2C1sE+zqec9C4ahcWDHS5g8+8mQXtOqN9sCPv7kq3LDRIiam4uwUcmQjUoGQRCw9OhhVuuhr+twSs9x9BcHC5t+A8N4FNcm+VwkLJmAjl1lQZVv+gt+nNx+4zrcv61/FAVHuA6wao22ZWv4pAyQXCrgDh6MhUbNB1uhPlmPrKcutY1Lc+JR8NEyFF72tpejBwZ+jAzDH1kE2mRByaPrXLbLx6Uh6+lLYWhS4eR9X7t0zRgMBNpzDYDtodqH4gfdCzO5hQOpaaqcfbqicSPBT0vuf4QTJFPcN3M0nWm0kS6tZtPs+MPSwI2PQcvL78Gqdp96l/DyY+CnJ8PSpoRVrYG1e2hkHQcDg0a6tNUMGuzNaDEbXESqLRb3pbMDgblTwwZ04L1UMuvpS9nyTjfg8aXgRUohTo92GqeEPOS9cTWq3vnTtbzYD6Qun21LQap4Y6PbJVvcJWNs5aYEReLMqsAqXQKBqU0NxmIFwaFAGy2ofGNjyMpbG74tRMrNbI86SshD2Ojg+9R17C7HgQvfROod59mEiigxH1P+fBj6Mx0oe+kXly4LA0XKrbOcAmf9wQsXgxJwIU6PRtL1U1D3yc6QXt8d+jQn2jaddHGB9K9I64NjlZe5W++RcFNunQlLtx6Gli7QBgvCHPzTrX8UuaQqtrzsfinPjY1G/PNsZoY/gbSuDWyGjr74NCztUxH72N0e9zW3tsNQyq4OGx583ue5z2X8pbMX+sOxp5Nj6Wh/OBIuY7Gi7c9iNP90BLTJCl6kBLxIKWQ58S7tqmUjk2xWViCBOoJD2oR2aKMZnXtcrVySz0XS9VNt70OpmuUOVoMZ5S9vgGJ6FhrXHQwoQu0L/WUx+9fxBwrabEX1O39CfbIeGffPt/1thckKjHz3BtR+tA0tG0Infemuz5gj1CX2rJm+4onBBtW7ghto7rk7JCyZ6HFbWwCl77wUNohqaesAKRSA1vtnWFmUnWh9a6X3nRjGoxX8V8M5RboEQYDi8APq/OsIR5Uujtg96Trm25q79She8bVTmpKhiU3uV24rga6uA+n3zHWeI4dCwcqbUfHqb+gp8a9UMXxihs0n3LG3wq2aWPiEdKeGgZ6aAoYSHbvL0bE79OkxgoRwp/emEFVrKbeXQlvRiqynLrGlNJFcCun3zIV4eAyq39kckhQ8fpR30jU0qmDu1oMbJoRkeCxIPnfQXQx97gV3nSoGC43fHURPqf/ShaKCXIBh0PHFdxCNHQnNHt/NRCVTxiH8qotBCny7T2itDsrPvoX+ZKnfczoXcU6RLkBgwvSHYDaxyxkOV4hxU1eAy2PTV8ZNXeG0t9mkRcmJb2A29XaU1Tvc+L1iHv3JK6zA7ouqfnuTS16oIzzdcII4OXJfXYrylzf41fjQsRtr+xb3HRgc5zUUOamDCSe9W7A5vqGCvqETRfeuxqQN/3Qaj1kwEqJkBU7e77+gkTsQHNJW+ODND91T0oiIycNAcEhIhsdAXRy6Ci134MnZOXlStBsIOvdWgB8jAzdCDK5MCIvGiNqPtqF9O5sdwI+WgTaaYe72bGVTUgmEBbkwVp+BoaIaCbdcBe2h4z4zE4R5WaA1OtTf/6xXXQmCy0XSW89AkJ3xP9INNXg8ia28lyBIiCX2Nh6Or/sgkcZC1cH6eqw6ZwuZFyl1IVWb3i7DoMtNCa4j+gfPaj7YiqQbpoIjEYDkc5D19KWofnezV3UuYZIC4ePspb/dHrRfHXUjgvEZn0twDGL2nGoM+UOENlpQ+fpGpN87z6k8W5qTAMnw2AG1s+dHh9mCSCYvAkDaihZETGYfLqK0qEElXYIiIegV5ze0hD5r4/Rz6z1uU8zIQtYTl4CxWr02HJXMmASCotCzna3M40TIIb94HlTf+VC8I0hwIiOQ8tEr/k32L5y10IchJ12DvtOpy6ojqst/h0gUCfgh7QgAFrMO6i67fGN/oRhhUoQL6fb9zRia8VlSyY8Jc3qvOlgN1YFKjPnydvZcJIGM++aBGyb0WDwQf/lYp+wAT9fsa3ENwEmI/a+GyFkjnN63bfbdYikYtG0uhr6+A9nPXe6kCZz31jWoeP23oDoBA3BqL6/1Ih+pq7M/GEWDLP4uSAi3+cn73F9DBVZP2HvDUU6EHGELZsGi7ITuCCsAY6yshey8adAWHoPpjHc3nLm5DS2v+M6zTXjp0cAmf45i0El356ZHQZIckCQHNG1B4S57NU57SxFoB0Hi+pqBRYE791c6lXGGTxrmkg/btrkYaXedD4IiMfqzW3HyntUea/sd8y4NjSrbDX/w8reR+9pVEA9jLe/kZdPdkm7iNZMRc6G9NVD7Vs/NHRu/LbQF2/hRUgx76AK0bz2FnlONPoN2/JgwCBPCIUgIBz82DLradt+NJPtBmBgBhqbZJpsBFD1xJHxEnZeL+CUTbZkjACsSU3T3l4Mq0N5zuhmHlr4PSsRD1pOXQD4ujV2B9OrfNq4rRN2nOwP6PEnLptteN3y9z+N+nfsrwVhpEBSJqNkjUP1O4C1x/IXjg8yTAt1gQZLpvc+f4sYrIZk6HtoDR6H8bK1tvOW1DyCdPQVxT94HS4cKrW98BEvH0D4wzlUMiaU7Zc7TIECgqnwjms7YyankxDfsCzctfXh8KWTyZChb/ScPVjGftnUYcOyX1gcnizJKitGf3oLmn4+ief0RWA1mtstvtMyldXX7drsfyaIx4tSj65Dz0pWQZMZ6TMWJ65f90PzTUY9z19Up0b7llI14o+fmIXpuHmizFfozHbDqjDB1aEBQFCgRD5SQC0rAAyniObWwsc03ANJNumEakq6bYvtsrRuPQ1vVBrNKB4vGAEuPHqb2HpB8LkghF9wwEYRJERClRCLxmskuWgIWjRFlz60fso4YVp0JpU9+j7S75zr1v0tYMhE8hQQVr/7m5Wg7JJmxtu/SqjV67aTBWKzoKWmELD+Jbd3juOolg1gCe1k2y8emBn6+/qcPQu+BHyV1KpJwOSefB8nU8TBW1qLjS1eRo57t+0BJxAi7aC5iHrgdjY+7uhAYiwWkRAwqTArGSx82UigAIeADQQdKCQT09B1EDDrpxiaMA0WxPj6pNN5l+7DsixCXNBFtzcdRVmz/w+WPvQkSaTwa6/aiqf4AdFrfuZiMlYahSWXrCOypGkdX1wFRCrsPJeYj8ZrJtioqdzA0d6HpO+dIrEWtx8l7V4MfE+bRz8Z1qF/XlDVDU9bsdf5V/9kEjkyI8Al2HzDJpSDOiPZy1MARs8CuXcuR8L2mEPmD4hVfOS2/hwIMzaD6nT9dmo5GnZfrN+k66j2oixt8dqwuf3kDwidkoOtQtdPvWZafBI5EEFCmgaNPn3YgFkFsmC2/2yP8IHmOhA+eQhJQSW+0w33R3y0mzMlE+FWXwFhdh7b3V4GxuCfMrg2bQYpFkM6ZCvllC9H962YnctUePA5hXhbin3/I53ys3WrojgXurhLHpSPjotuhriuBqvwo1HUlZ7Xlz6CSrjwiA5m5lwMAOtpKUHH6F6ftcYkTkJDC5qb2FyTvu+ETUqYiIWUKVB2VaKzbi4527wn8+vpOG+l6Kt099fBaZD66yCkJ3BN0Ne0offoHt2leDM2wy3EPsBrMoARcgAHqv/K8VO0DbbKg9MnvET0/H8MeWOhzf08INKijOlTt0qUhGJiUGpz5YveQE64jav+7A6n9lML8Da6ZHIoAHFc2HvdXatC68YTLuHREPCb8eK/H4xzbQLmD0eEh7uQjd3gIkHwOhEkKmNp7EDFluH0XBxUyS7/A8sh3r0fNR9tgbOkGbbKAsdBsih1FgiPi966g2NVTxORhUEy3/ya7DtewLwgCUcuvhWgse7+cufNxj4Tbh861P8PU0AzFDYshGp2LllfeB61jMyH0J0tRv+JZkCIhBNnDwI2JRPfv223HUjIJJNMnsmNBdM0AgISpF4PkcCHPGAV5xihYjXp0VR1H/Y7vcTas30EjXS5PjBEjl4IgSDTW7UVl2a9ON41EGo9hI9g20QxDo+L/2jvz4DbOM08/3Y0bIACCB0hR4iVSknVLtmRZsixH8hln4zjxESfrmWxN5kiys5nZZGqSycwmld3MJLOp1FTNJJmMJ5vDie3Ejq/Y8X0fOizrvqiL4i1euG+gu/ePJkBCBAiABCk7wVOlEo5udAMEfv197/e+v/fEE1n7H9r3IxqXXM3S5bcBAtU1nVTXdBLw9dJ95nl8ntwtUnzvdePapn0J8+VOJr1hjv/tr3Bt7cT94XU41i1BNGZ3hlASKbp/8DIjzx+dtcHK0b/6BXXXX0Hw1FBJLV1Gnj9KbMCLfe0SrEvr0dnN6O1mrfGmJKLEk8ixJEpM+z90+iLRvnGifR6i/Z6SjcTP/cvzBI/341jfgm15A+YlNUXvm/SG8ew+y/gbXfgP986bGU2xDD6yDzkU0+LxE1N2QSpuuj/8zCESY0EEUbhs3hixQW9WWKPmuinCd3CyPPuKb34i56Ah1j/5tw+fHkZV1IwXr6G2KqvfWykMP61l6IgWM+Y1V5AaGcPzq6cKCm6a0Fv7sG3bhL6pIdMlwrSiA+vVG9A3ujG2ahWAsVPnskRXtFqxbtmI/cbriJ/rITXmIeXxkbjQR6yruN9UKppdUScZzdSsvAaLu4XB3U8T7F3YRqPCTO0/BEGY9WXgqq1fxFrViGfsNEff+3/Tnt9xsxbf6T3/Kt1nni/4elWOJbR13kR1zeRV/cLZF+k5V5p1YIU/HPQOC4a6qjlX27m2dbLi63cAmvXk4c//bMbtJasRnc044zaXkhgPoaamX7Ba//R6Ft21meDJQY5/+aFM7rD7tvU0fmwjxno7kklPbMjPwCP7cqYvmhqd2FcvxtrZQPWmNgS9hGjQaW2e9BKCKKLKMkpSG/kqiRSBo31E+zyMvnxi/syFcqzlFL0flLSvqDfgaF1NdedGqpqXI4iXZmOoeE8foOelueV5Z15NVfNe6edNdKvsi3G62hns2zPNdwE00Q36+zm49wfT2rPPhNPVTmvHTTiqWwkFBnhv97/O9hQrVCgKyWyg5U+uw9jg5OJvDy5II8qpFIoPa45nl3eG8UFCMpqp7tzI4us+Me25s098n9Dg3P++l0V0C7Flx1c5/O79RCOzW+FeseZuRoYO4RmbX5f3ChUq/H7i3riL+o27kAyTJciqojC4+7eMHp5b+ur7UnQrVKhQ4XKjM1lxX3kjdWu3Z6Xt+c4eovfVX6EkZ+cDUxHdChUqVJiBqiXLaLnxPnSmyTTPyEgvZ5/84ayE97KLrkE002RewVi8l2Dqg+0rANBiWctA9BQptfg2I7+vOPUNbHHdgS85zLvep5DVFLe4P4esJtnteYxQqrQW1VdV30ZXcM/vxfekQm6ct1xN3Z/cBsCZu/7XZT6bbJp33Ytr+aasxw794EuUmlo2k+guSEXaFVXbaDR10mxexRtjD6LywQ36C4hcUbUNSZA4Hy6fh+v7GQGBHXX3ccz/GmOJ3qznQqlx4koEp97NWscuDvqex5sYotrQyFrHLnaP/6bov3edsYVaQzMRc4ATwfkzcJ9vau7ZSfUd182qCuxSVFkm0TdKaPdxPI+/MbvV/vcZ1iuXF97oMtH78sMIokR152Q1adO1tzPw1hMz7FUac/9WFEEopeUOmqUqao35TZ8FRMTL2VetCPSiVl0nCfoCW/7+UKWvxSRacZumN15MqUmO+LW0PbexnVbLWo4GXkFWk9h1tbRa103bJx9tFq2abDQxv11/5xvb1SvLIrgAgiRhbG2g5t5d1P3R/PVgWygEvQ7zqlag/O3ky4NK78sPEZiSu1u39rosEZ4rCzLS7Y+epMN2FQIii0zLGI1P/qhEQcShc+MyLKLduhFZTfLm+EMklcvbKTcfoqB9ZLI69xbvpWKR7NQam3Ho6jCIFoyiGUnUE0p5CKW8jCX68CWGyz6TECeuzUKe9tbjiX7Ohw/Sbt1Ap+1qLkSO0BXaw8qq7TQY2+kuYkbg0NfhMiwiJocYixfZx6tIFpk6GYqdW7AZlufR17DfcFWmKGEu6Btc6Go0Pwj7zo2M/ix3i3DRaqL5O59D767O+XyxpLxB+r76H6TG5yc317yqNdMxOHr8wrwcY66oisyF537K0o/+BdaGVgCatt1OoPckcnzunTsWRHTjSoSReA9uY9vEv3YaTO1U6Wqw6pwIUwbckqDDKFret6KrmxjhLqToCogsNl/BKvt1OZ+3Sk7cRlhqvZKkEqc7cojz4fzmOvPBmdA+XIZFOPWa81pv5Bh6wYg/WVz/sjbLBgASaowO2yYERARBQEBEEiTtPiKCICIg4EkM0B89VVBIXYZFrHXcQLNlDYf9LxKV57/lS/CdYwTfKY+lpaDXsfTnX9OsFWeILJg6l8xZcAF01VVY1rQReC2/R/RUqj+2neRFD6G9J4oKfVRtW5O5HX5vdvabC4GSStD9ux+z4lNfQWeyorNU0bjlNvpfn27sUyplWUgTBZGddf8NnVC4A2+asOzDnxzBlxzGnxwhmBpDKaFIQkDEqXdTY1yMQ1ePQ1+HQSy+Y6+sJumLnuBM6F1ktXCrFb1oxCCaqTEsZmXVdnqjx+kK7p62r04wsMi8DLexjWp9I0k1TijlYTB2hsFoF2oJAfkO61V02CaD+scDrzMc7yahRNlecy9WnZOYEua10Z+jF024ja20WtZj01WjotIV3M2FyHRvgDSSoGeN/UMFz8MgmnAZmojKQfzJkYLbR+UAZ8P7i7owSYKObTX3YJHyt8hRVAUVGRUVRVWQBB3SxIxjt+c3Bc/ppvo/ywpbXYgc4VTw7YLndilWnZNlti0c9OUebZaKrsZByhPIK1aCTqL5nz+HYYlmeDT8b48ReD1bDC0bVxM5ULzACzodgkGPoNchB0JzjhF3PjLZJFIJRxn+96cI7cntcGffsR73f9e8WML7uxj8Tnmqv+ab9Z//XuZ2ZKSX04/+S8F95n0hTVEVwikfDr325dB+HDKymiSuRAgkR4krEUCg3aqNaN4ce2jWx3Mb21jj2FlQ5FVU4nKYlJpAUWV0ohGTaEUUJCRBT6tlHXWGFg74niUsTzeuWe+4iWpDAwbRnDUaB2g2ryKYHKMvqrU0kQQdnbbNLDGvyggCgFGwYDRYqDEsptm8mt2e4q6Uq+3Xs9ismZ0klRgng28xGJtsDWSStNSWuBzObNMfPcVAtIsWy1pWVG1lRdVW4kqEoVjulkL1xhYaTEtzPpcLs1SFWcrfZXkqvuQIw/HCHYCX2a7OCG4o5WGf9ylUlAmhVVBVZdqFSkDkZrdmJG+VnAVFd6/3CTY4bsYkaU5erZa1nA7tQVFLiykus23BbWzDItmJyHNrQdT4P+/Bds0qYl299P39f+bcpvbTN2YEN3a6j8Ab0y+gho4WIodOIFVp9oiivQrZ4yM5OFn6bFzWRt1f/nFGcFEUEAQCL7yJ79fFObDlY+i7D+P+3O2IVjOi1Uzjl+4h8MoBhn84feGp+o7JmZr/lffmdNxiMNg1l8FEoLQMmktRFTlTNmypb8ba0Er44oVZv17Zwgu7Pb/BIJozApcPp16L3woIJY360riNbWxw3pLzuYFYF4HkGBHZT0T2E5WD085FFERW23fSaOpAQMCqc3Jl9W28MTb9qjuTICmqwnhi0s1rW83dWKRJX9uYHGIs0Y9ZsuEyNCEg4NDXoReNRYVO0oIbkQPs8z5JTJ605NMJhsxCXkzJNvNQUbkQOczyqi0IiKy2X08wNZZZzJxKsVP/UonJIYKpwpWGjaYOWiyaW5WKwpHAKySUwjGzqSGFYkbT/uQI73geZYPjZqoNmin3lc4P857vd0ULr04wUGfQDGZSRcyMCmFerS1KmpY3Ixj1qDnMmZwf0TyOURRG7v9tZlRqWrWM6ns/iiAKiHYb9pu2oyZTyMEQSjBM+O33skQ3fraH4W99HyWRRAmEqLrxWmw7rib81v45v4/Q3hPEzg7Q8MU7MV+hfT72nRvxPP4GyYvZYmdoqgUgedFD5MD8VpLWrdlO0/aPAQLD+19kaN+zBffJh+fkPmpWTVq/1q7e9v4QXaCoH8yZ0F6udt1Bk3k5/dHJFUKjaKHFsgaHvh67rg5/aoT93un9lfTiZMleTA4xEr/AaKIXX3KYpFLYv1RRFY74X6I/eoL1jpsxiKa8U9sLkcNYJDtxJUpciRCXI1h0dtos6zkRfD0z2mm1rMsIbnpRaaogWyQ76503Y9fV0mndXDAdqkqnuXzFlTD7PE9ME9b0iA0mR7qXcjq4l+VV10yMwK/OOSWOyH6eG/7hjOcC2oVyi+vj9EdPcizwWsHti2WNfVfm9tnQfgKzuAgUm8+bUKK863uKDY5bqTM2U2NYzFr7Lg77Xyzq4l9nbEGcaCNVzPe8EKJhMvtFTVxy4RAEXJ/Ykbk7cv/TxC9MWlPGz3Qzfv9DoKo4PnYTYz96EDWRRNDrUBM5LgiKQvKi9tnWfPaT6GqcXPzWv6EEc393SiU17qf/Gz/B9fHrqLnrehBFmr/95wx979dEjmg+BlPb/Yw//PK8utEZHXUs2vZR0s7ydet3zEl0x469nSW6zo71czLGWfAead7kRUbjvXRYN6ETjDj1bhz6+mnTVpd+EZKgmzaSGYh2YRQtjMZ7CBQxmsqHJzHIQf9zbK6+HQEBi+QgImev2J4KTvfATY9+QyktHLGiaiutlnWk1ARH/a8wHO+etk9EDrDf+zTX1tzDEstKzkcOZo1cL6XTthmAo/7XpgkugEmcrJrJ9TxAd+QQjeZO7Lpa3MY27LraOX1e5caur8uI2MXYOc6Fi59u6qaM8i/9m82Eoioc9D/HRuet1BqW0GBaiicxQG+0cJeNBlN7wW1KQTBoPz01kcyKq0pVFtx/+QmsGzQ3vfFfv4r/pewRqZpIkujR+o6pMW3WZL9lB6LVgu/R3+U9puRyoiYSjHz3/vKnaykKnkdfI3qsm8Yv34PksNH0tfsY/fnz+J7ZjeOGqwCIX7hYtkXGfDRde3uWi1jMk99lTpR0iHojqVj+C1B0fJDwUDfWRm12Mt2hrDTKKroG0YxBNKMT9EiCDlHQYRBMOPT1mCQrRtGGSbJOxEgFVlRtzdpfRSGY8uBPjjAQ7co5dVRRSvqBzoQ3McTF2FkaTZ24TcWlNomZ2K7KOscNNJq0H8c744/MGOdLKFH6oidYar2SBuPSvAtcdn0d9cZWhuPnpxUipEnHcyH/SBegO3yQdY4bAWgwdRAIvT9Et97YyjrHDYA29T8aeKWk/V2GJkC7cJaKosoc8D3LTfV/Bmg5yBQYuBpEM7WG5pKPlQ9BkjJ1/mnPZ8Ggx/nhLbju2I5o0WZznkdfw/PIq3lfR7Ra0Llrafz6FxGtFtBJGDtb8P7ySRK92Z+N5aq1uO67g/j5Xhq+8UWUSJT42R4Cz76OEirPiBcgeqqH3r/9EW3//iUQReo+cyvG1kas67XOyeMPvTSvBR72liuwt6zMeizfKNdc20TH7Z9DMprxnTtCz4sP5G2aO3bs7YzozpWyie71tfdlTXunklCixOQQMSWEPzlMVAmxxLxyYkHCzzvjj5QlTjYbTgbfotHUSZNpWVGim46lbnFpq7AXY+c47H+pqBzQM6F9LLVeSbt1Q17RXWfXxOigL7/HsNs4GWueGsa4lKHYWZrNq6k2NNJu3cDp0J682wqIXF93H0bRUlTIIc0t7s8BcCL4Jr2RmUcwLZa1XFG1LXP/pZEfZ0qpV1Ztp9mymoQSzWRp5EISdKxz3EBKTXB8lqEORZWLfo8G0cSO2k9nFkcP+1+c1TGnYmyfbPYY79ZaOHX88h+0B1SV4FtHGX/oJZIjuc3oRbOJxm/+NeM//jXh3QdJjYxh3XYVYz/8BQCuz9yJ7A/gf/wFaj57D8Zlbfh+8xz9f/XNaYLn/toXGP7W9+f8nqaSGvdz5u6vU3P3h3DdeT3267Wil8F/fIDwwdyLuuWi/bY/zdxWUklOPfRtEsHcn+Pyu7+Uue1cupaBt+0kQ7k7wXjPHMDeujJTJFG7+lrGjr01q3Msm+ju8T5OjWExCSWKrCZJqUlSSiKTwXApnsQAW1x3YJEcrLLv4LD/pXKdSkmkF7X0YnGm08KU9vBDsbMc8b9cctK9QTTnXFAzSTasupnbrwsIVBsaACYuZDOPUiJy4xUYhwAADeZJREFUgGpm7ugKWnGCUczd3qgY3Ma2gqLr1E/2euuLnsjyruiPncJtascoWtjgvIWB6ClOBt+e5m+x2HwFkqCnL3piQXKlWy3rMxfacMrHxdjcvVZ1dZN/4+SI9iMfuf+3GJvd+F/anxW/zYXtQ9cQOXic2KlzoJOovuvDeB+cbIWVGhpB36z1VfM+/FvUWALJ5aDuf3wGedyH77HnMu1yUoOFUwBnharif/k9HDdvRqrSvleuu3cS7epDiRTfO64URClbzoYPvJRXcCVjdnqp98zBvIKbJth3OiO6VUuWzVp0y1YGHJNDDERPMRrvwZMYJJAcJSL7cwouaNPK06G9ADSaOlliXplzu/kmndsbl3OfZ/a2JtosWlnrUOwMR4oc4eYiV7rbTLmqaWw6V2Zfb7KIvl9qcYs+6VX9UklMLF469Q3T0uou5Vz4AMPx8xz2v8TxQLZfaSA5ytvjv8rcbzKvYIvrjqzZkyiImVLhvkhpLeZnS9uUMuZz4f2zyri5FFNHU+Z28qK2EOh/4V1G/vPpgoILYOxoIXZMW/1PDY6Q6Bkg1jWZnqdvaSI5IaZKKIKaSuG868PET3eDJOL6Y828W7SYMa3qnH6AMiBaTDT93X0ZwQXtfTf9/R8hmkvrqlEsrhWbM7cTQQ8jB/OHZho3T/YglBMxBt5+suDrh/onR+m2pg4EcXbyuSDeC/noDh9iMKZ9eVbat1+Wc0gv4EWVmSuVREFig/NWzBPCeHaOP8BcoltMccdUcfQVIbrFekS49AU6zubBmxycOI4uk6edj1DKw0Hf83nzhhNKjBOBNzIjWJvOxTWuSXf/ZvOajAgvxKKgJOgyF5JQysNQrDx908zLJ+PD0ZOl+0yoyRSGtiVIjirsH9lJ8NXJsJFl01rMa5YT2ZsdKlMjMXS11Xgfegrz2hVU3bSdxv/zJaLH5yd1q/FvPpnJMVaiccZ+qYVlTJ2L50V4BUGkfsNkoc/wey+jyrlnQqaaRmpWT64nDe15mlSkcKViIuQl7tOyQCSDCUv97OL885a9oBMM1BtbqTY0UmdsySyuafHdMN7kECPxCxz1v4ok6HAb23Ho6+YtdzQf6UWZQuWhq+3XU61vyNzP50NQLLlGyAbBlGPLbKaeQzEj3amZDvnQCfrM51DqlH08MYDbqK3sN5jai7oQzERv9Die5BBXOW/DJNkwihbqja2EUp5MVkc5RpvFsGIi/qyo8kTcvjzHNXVqTRiVeIL4udIXAwPPvkbtF+6j6kPXEN57CMlpx/nxmzF2tiHVVjP2g1+QGsueVnt/9TTV93yEpv/7d8iBIOZVnXgeeJzooRNleU9ZiCKW1dp3QpVlhr77MJEj56j91A0gCJiWLWHRVz7NwDd/VrYsCmfHOgx2LdUyGfLhObUv77YNV92cCRNGhnsYO7676OOEBs9idNYBYHI1zCpft+yimy5PTRNKeemLHCeuREgoUURB0hLNjS2sc9yAcYooXOO6E39yhN2e35T7tHLSalnLMtvVQO70MNBSxNY7bgK0vNbu8CFW2XdAHtG16+totazDpqtGJxgIp3wEUqP0R08RnZLdEMuRdZBQZ4511RlbMtkSo/GegnmtNp2LemMrMHMhxDrHjZmForRjWLH0Ro5Rb2yl1rCEVss6xuJ9jCXmZlgTSnl4bewBJEHPesdNbHTeOuU5b9FVfbOlw7aJDquW4jQa7+E9X/40rFKRbOZM5sLgP/5iVqKTuNDP4N/8U9Zj0YMzh1uUSJTxnzxS8rFKQXJYWfSV/5oJn4w/9DKexybDSGfu/jo19+7C9fEdmFe20vHw18vmp9u0XVvYTkWCnHzwn1CV3J9r8857cS7VCnK8Zw7Q8+IvSjpO4MIJalZqObtVS5YzfiL/4nQ+yiq66Qov0FbVz4T24UvmzpHrj54EtMT7RaZlNJlXIAm6vBkQ5abO2MLyS1LWLsWhr2ftRAK/oioc9r+IY8LQJRfpFfipWCQ7dcZm2q0bGZlYkU8qsZwG6OHUzIH8xeYVmdvF5JY2mSZ9S/NN6S2Sg1qjNk1KqclZ2SoORk9Ta9AsO9us6+csumlkNckB37OZkt90Yct8LaAJiCyv2kKrZTKOeyRQ3m7TNZ/SslNip/uInrhQ1te+nJiWNtHw13dnTHdGf/osvmemjyDHH34FQ1Mdtqu1NRzL6nYixwqXixdi/Phu3FfewNC+51BSuTOhDFXVVC+7MnN/eH/pmSjxwGQxjtFRW/qJUmbRTXvlehKD7Pc+XdR0zJccxpcc5mz4XTY4b6U3crScp5STdusGOqybMiGCfBeGjc5bM0YpXaHd+JOjOCem95eGF1osazOCm1Ci9EdPoagpbDoXLsMiDKI5Mw0PyblXVEMpL7KaRBL0CIjTQhDpUatmf5g7hzeNVXLSYtEcnVTUvKLbZl2XeS+D0a6S/QgALsbPsULZmjEEKhcCQlas/3jw9XmN5W6tuTNTDQjgTQ6V1e3OcdMmHDduQpUVRv7jqcI7fAAQJAnXnTuyTNvVeDKn4GpPqgz/62Po3S6MrQ24v3AH3Z//3pxzd4f2/g5/9zEiI/l/F/XrP5S1+BXz5i+ayMdUH4f3h+hOjHb6oydLjn8llBh7PY+X83SmIQk66o1tLLNtyTwWlQMc8r+Qc/t0CtVIvJueyJGJR3OHFdJhilDKwx7P41kjWUnQs9S6kVbLOkRBwiCYMYimzMp/GhWF4fgFFpk6WWJZOS0FK72o0xs9XvDzXePYmblgDES78maRNJlWTBxbndGRbCYUVeZC5HDW5zpXJEHHWscNuI1aQvrJ4FsMTCkbLycWyU6rZV2W4I4n+jngm33p6KU4dl1J/Wc/AoDv6XeI95T+g8/HVKevchE91UP/P/y44HZLvv3nGFsn1xlS3iBD//zgjPso8QSD3/klzd/+C3Q1dkSLCSU899LqmQQXBKqXXzV5d5Yir6QSJEM+9DYnCCKaHpT2WmUV3XR8Nt9I7nLg0Nfh0Lup1k8u6KXxJAY5Enh5xpLcqBzkaGAy9UTI/J8tvumY6JnQu9NCB7Ka5HRoL8JEypNV52Rz9cfY73t62rF7IkdYZOrkiqprAbgYO4tBtLDcpsWR4kok42yWD51gyPjaRuQAp4L58wnTwjwcOz8n56zeyDHarBvQC0aazCvmJJB2fR1r7buw6bSp6unQXnrmYQZUY1hMi2UNdcaWzN9TRaE7fIiz4XdLshrNh2g1Uf/Z/0LVtZM+smMPli8nXTDMTwcT84oWdDV2UuO5vxOGJfXUfHJXluAG3z7K6I+fQQ4WTr9MjfkZ+N8/xdBUVxbBLYhAVjaD9+zsW215uvbjvvIGxo6+SamCC2VuTNlkXs4a+04CyVH2ep9YUKPvZbYtGdvImQilvOzzPjlr05JWyzpWVG3lHc+jWQtZ6cqsnsgRTl7i1SogstF5C3XGFrrDh3Do63EZtBQtT2KQfd4np22fjmNO5Wjg1Zxi1mBaiku/iAbT0kzaWUwOccD37IzT8c3VH8VlaKI7coiuYP4V3GINbwQErnF9Aru+jvPhgzNWwOXad5FpGWscOzOPxeQQh/wv5A3/FINBNLPKviNjS6kXcqcq+ZMj7PE8VrYMBcv6Thq/fA+iUUsNVFMynl+/iufJtzRrxQ8oks1M+0++mrnvfeotvI+/iRxaAOH8ALFgjSkvxs6xxr4Tu76OrTV30RM+wkiiJ+9I0ihaqDY04tIvwmVYREpNsGeWIYaUmjv2FpED+JPDeJMX8SaGytZl9tJP1Jccxql302JZiyBI9EaOkVITOPVu2i0bsOu1NJMz4X2ISGxx3ZGJ916KisJB33M0mVdgkRwklCjB1Ng0wW0wLZ3wo3VMe413PI8WvLDIaoqIHOBcaO4Wf9p5qxwLvs5W151FGcODNipPWzymR7agZQ0cDbwyLQRTKp22zZkQxaUoqszF+Hl6I0fnJOy5sKxbmhHcyJFzjD3wfFGFD+935FCU6PFujB1NBF87xNgDuUNzFfJTVtGV1RRJJYZeNGGVnKy0X8dKmLBdjJNS45oJjmjGJlVPK71VUZEEfdE/2KlciBxGVlPIahJZTZFQYkTlwJzNpvOTLbuH/C+w1XUnBtFMs3kVzeZV0/YIyz4UVUZBZr/vGTZXfzTvbGA43p3XfyBNp3VzluCqqFyMneV8+GBRI/lD/heRBF1ZfS8CyVHe8/2uqD5n6xw34ja2ZXV1CKbG6QruLmMGxPTPN5Aa43RwD97k0LzNxnzP7MbQVMfYA8+T6JunUtvLRP83fqKlvf0edCa+HJQ1vABahddy2zW4Te0lFxCcDu1537c1T4cXcrWJMUk2Oq2bWGRenvXek2qcwehpzobfzVoNn62R+9Rz6bRtYiDahSc5iCcxWBav10uZDz/dZstqVlZlVyFG5QBvjD1Y1uIHSdDTaOogKgeJySGiynRj+woVys2ChRdAW3g65H8BU8hGvaEFh95Nlb4Go2jBIJpQVJmkEiemhEgoMQKpMfzJEfzJkXkRjHITV8JaG6Ac2QAxOcTRwKt0hXZjlaoxSVZicohAaiyPTeXcxOVC5PCsMw5KIT1byJcBMRvSlXJJNc5w7DyDsdOzsmoshKwmMznhFSq8Hyj7SLdChQoV/tCZaaR7WQ1vKlSoUOEPjYroVqhQocICMmN4oUKFChUqlJfKSLdChQoVFpCK6FaoUKHCAlIR3QoVKlRYQCqiW6FChQoLSEV0K1SoUGEBqYhuhQoVKiwg/x/cnngpXFJGDAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"画像の補完:interpolation指定(bilinear) ---> きれい(╹◡╹)♡\n"
]
},
{
"data": {
"text/plain": [
"(-0.5, 399.5, 199.5, -0.5)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Generate a word cloud image\n",
"wordcloud = WordCloud(font_path='/System/Library/Fonts/ヒラギノ丸ゴ ProN W4.ttc').generate(w)\n",
"print(type(wordcloud))\n",
"\n",
"print('画像の補完:interpolation指定なし(nearest)')\n",
"plt.imshow(wordcloud)\n",
"plt.axis(\"off\")\n",
"plt.show()\n",
"\n",
"print('画像の補完:interpolation指定(bilinear) ---> きれい(╹◡╹)♡')\n",
"plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
"plt.axis(\"off\")"
]
}
],
"metadata": {
"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": "3.7.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"position": {
"height": "287.85px",
"left": "878px",
"right": "20px",
"top": "120px",
"width": "350px"
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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