{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Streamlitを用いた音響信号処理ダッシュボードの開発(Tokyo BISH Bash #03発表資料)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"本記事は[Tokyo BISH Bash #03](https://tokyo-bish-bash.connpass.com/event/190178/)の発表資料です。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"IFrame(\"https://www.hiromasa.info/slide/22.slides.html\", \"100%\", \"450px\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 自己紹介およびPyData Osakaの紹介\n",
"\n",
"* 別スライドで説明します"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 本日の概要\n",
"\n",
"* Streamlitの紹介\n",
"* 実例を踏まえた使用方法の紹介\n",
"* Herokuへのデプロイ方法の紹介\n",
"* その他"
]
},
{
"attachments": {
"7279c804-277e-41d6-8778-897827a7d9bc.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 本日の資料\n",
"\n",
"* https://www.hiromasa.info/posts/22/\n",
" \n",
"![image.png](attachment:7279c804-277e-41d6-8778-897827a7d9bc.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## 実行環境\n",
"\n",
"* https://hub.docker.com/r/wrist/jupyterlab-custom\n",
" * `docker pull wrist/jupyterlab-custom`\n",
"* `22.ipynb`の動作確認に使用\n",
" * ただしファイルアップロード時に書き込みエラーが生じる場合有"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Streamlitとは\n",
"\n",
"* Webブラウザで動作するダッシュボードを作成するためのライブラリ\n",
" * 複数のコンポーネントが連携して動作するもの\n",
"* Pythonのみで記述が可能\n",
" * `plotly/dash`と比較されることが多い"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### どんな場面で必要か\n",
"\n",
"* 実装したアルゴリズムを他者に試してもらいたい\n",
" * Webフロントエンドがあると便利\n",
"* パラメータ変更による試行錯誤が必要な場面\n",
" * 調整ツールとして使用"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 実例\n",
"\n",
"* 今回作成したダッシュボードを簡単に紹介"
]
},
{
"attachments": {
"2c117368-104d-4a6b-94d6-aa8fc54f2805.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### GitHub Star History\n",
"\n",
"* https://star-history.t9t.io/#streamlit/streamlit&plotly/dash\n",
"\n",
"![image.png](attachment:2c117368-104d-4a6b-94d6-aa8fc54f2805.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Dashとの違い\n",
"\n",
"* [Towards Data Scienceの記事](https://towardsdatascience.com/plotly-dash-vs-streamlit-which-is-the-best-library-for-building-data-dashboard-web-apps-97d7c98b938c)\n",
" * Dash\n",
" * プロダクション/エンタープライズ環境での実行に主眼\n",
" * Streamlit\n",
" * ラピッドプロトタイピングに主眼"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* [plotly.comの比較記事](https://plotly.com/comparing-dash-shiny-streamlit/)\n",
" * Rのshinyも含めて比較\n",
" \n",
"![image.png](attachment:3e09bf86-e27e-44df-875c-5b435b563f8f.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Streamlitの魅力\n",
"\n",
"* 手軽にフロントエンドが構築可能\n",
" * `javascript`不要、スクリプトライクな記述\n",
" * 各種pythonライブラリにGUIを付与\n",
"* 豊富な描画ライブラリ\n",
" * `matplotlib`, `plotly`, `altair`, ...\n",
" * Dashはplotlyを前提"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Streamlitの情報\n",
"\n",
"* [公式ドキュメント](https://docs.streamlit.io/en/stable/index.html)\n",
"* [コミュニティフォーラム](https://discuss.streamlit.io/)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 本発表におけるバージョン\n",
"\n",
"* 0.68.0\n",
" * [10/8にリリースされたばかり](https://docs.streamlit.io/en/stable/changelog.html)\n",
" * 1月あたり1〜2回マイナーバージョンが更新\n",
" * まだ不安定\n",
"* 0.66.0も一部で使用"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 基本機能の紹介"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 導入方法\n",
"\n",
"* `pip install streamlit`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 実行方法"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"st.write(\"# Hello, Streamlit!\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[0m\n",
"\u001b[34m\u001b[1m You can now view your Streamlit app in your browser.\u001b[0m\n",
"\u001b[0m\n",
"\u001b[34m Network URL: \u001b[0m\u001b[1mhttp://172.17.0.2:8501\u001b[0m\n",
"\u001b[34m External URL: \u001b[0m\u001b[1mhttp://49.251.189.62:8501\u001b[0m\n",
"\u001b[0m\n",
"^C\n",
"\u001b[34m Stopping...\u001b[0m\n"
]
}
],
"source": [
"!streamlit run app.py"
]
},
{
"attachments": {
"0f48baba-2a62-4e61-ac7c-36accdd7c6ed.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:0f48baba-2a62-4e61-ac7c-36accdd7c6ed.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* ノートブックが固まるため以降はターミナル上から`streamlit`コマンドを実行"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"### jupyterlabが8888番ポートのみ稼働している環境上でのアクセス\n",
"\n",
"* `jupyter-server-proxy`の導入によるproxyアクセス\n",
" * `jupyterのURL/proxy/streamlitのport/`でアクセス可能\n",
" * ex. [127.0.0.1:8888/proxy/8501/](http://127.0.0.1:8888/proxy/8501/)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### アプリ更新時の反映が容易\n",
"\n",
"* ファイルの上書きを検知し`Rerun`ボタンを自動表示\n",
"\n",
"![image.png](attachment:b398940a-7c9b-45ed-95e5-9cbd116e4ed8.png)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"st.write(\"# Hello, Streamlit!\")\n",
"st.write(\"# Where is Rerun button?\")"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:3cc4de12-c43e-4a0e-988f-e1c7b8239334.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### スクリプトエラーもブラウザ上に表示\n",
"\n",
"* デバッグも容易 "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"st.write(\"# Hello, Streamlit!\")\n",
"raise ValueError"
]
},
{
"attachments": {
"84f60685-2d2d-40e2-9983-5766ff093e93.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:84f60685-2d2d-40e2-9983-5766ff093e93.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `st.write`\n",
"\n",
"* 引数に与えたオブジェクトを画面に表示\n",
"* markdownはHTMLに変換して表示\n",
"* listやdictは階層表示\n",
"* ndarrayやpandasのDataFrameはテーブルとして表示"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import numpy as np\n",
"import pandas as pd\n",
"import streamlit as st\n",
"\n",
"st.write([1, 2, 3])\n",
"st.write({\"hello\": \"world!\"})\n",
"st.write(np.arange(10).reshape(1,10))\n",
"st.write(pd.DataFrame(np.random.randn(10, 4), columns=[\"1\", \"2\", \"3\", \"4\"]))"
]
},
{
"attachments": {
"814b0023-5047-4290-9b3d-d910367e5e8d.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:814b0023-5047-4290-9b3d-d910367e5e8d.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 本日紹介するダッシュボード\n",
"\n",
"* [https://github.com/wrist/streamlit-dsp](https://github.com/wrist/streamlit-dsp)\n",
" * 窓関数ビューワ\n",
" * デジタルフィルタデザイナ\n",
" * pyroomacousticsを用いたシミュレータ\n",
" * espnet2のフロントエンド"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### ブランチ\n",
"\n",
"* `master`\n",
"* `heroku`\n",
" * Herokuへのアップロードに必要なファイルを格納\n",
"* `espnet2`\n",
" * 3.6.x系で動作させるため別ブランチ\n",
" * `Steramlit`のバージョンは0.66.0"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### github上のstreamlitアプリ\n",
"\n",
"* 一般的には直接実行可能\n",
" * `streamlit run https://github.com/user/repos.git/master/app.py`\n",
"* 今回のアプリはimportの都合でエラーが生じる"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 窓関数ビューワの構築\n",
"\n",
"* `scipy.signal`を使用\n",
"* `Streamlit`によるアプリ構築をライブコーディング的に実施"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 現状のダッシュボード\n",
" * [window_viwer.py](https://github.com/wrist/streamlit-dsp/blob/master/streamlit_dsp/window_viewer.py)\n",
"\n",
"![image.png](attachment:f19c7718-d09a-4fcb-92f9-8aa2da24853e.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 窓関数の選択インタフェース\n",
"\n",
"* サイドバーに`selectbox`で表示\n",
"* サイドバー上への配置\n",
" * `st.sidebar.xxx`\n",
" * `st.xxx`と本体に配置できるウィジェットは何でも配置可能"
]
},
{
"attachments": {
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}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `st.selectbox`\n",
"\n",
"`st.selectbox(ラベル名, 選択肢のリスト, デフォルト項目のインデックス)`\n",
"\n",
"![image.png](attachment:a6bd1395-cb59-4648-94fb-3bcb900c9602.png)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"windows = [\"boxcar\", \"triang\", \"blackman\", \"hamming\", \"hann\", \"bartlett\", \"flattop\",\n",
" \"parzen\", \"bohman\", \"blackmanharris\", \"nuttall\", \"barthann\"]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `%%writefile -a app.py`で`app.py`に追記"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"win_name = st.sidebar.selectbox(\"window\", windows, 4)\n",
"st.write(win_name)"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* この時点の見た目\n",
"\n",
"![image.png](attachment:cd37d1b3-8c5f-4c0a-962e-7489acfdd4a2.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 窓関数の窓長およびFFT長の取得\n",
"\n",
"* 同様に`st.selectbox`で2の累乗の値を取得"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"two_powers = [2**i for i in range(16)]\n",
"Nx = st.sidebar.selectbox(\"Window Length\", two_powers, 8)\n",
"nfft = st.sidebar.selectbox(\"FFT Length\", two_powers, 10)\n",
"\n",
"st.write(win_name, Nx, nfft)"
]
},
{
"attachments": {
"52e350df-5870-4b5a-8205-39086c8be40b.png": {
"image/png": 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wFGRY3KDn+NaC/Pb4Lb1P1YYnj81U2W8/GpcwAPv7Ld2mI9fGZbfKNH0zJQPbC/LW4JRUtt+MyEN7Kuyj3rLRvOET+p7mEWRuLCP8K3G9ZJxPs51r1rdPBiba3ljQsyCHVFan+w0ZvDwp8/PLsrQ0K4NKs9OTkumpEdAQ9GTdm9bPvljQYzvzWsvR/a9L1/ZePZU18HeV8VEZl/fk3c0FeXdwKhb0uJkendnRT2qV5EgQ9JT+blKhYRZoaUV0lkY/vVXSwUvX9uHoxvPklj6uyvSUlh7Kwe6CvPWH90L9kJ7y+n2vnnZzs0e17KFu9SNf2MEuTz6wft2yH0eqG/SE+p3hyKBXs9IXTG/ZlY0ENI1sY/fHEgK1CDSl6VGZmplrRpPT1d0rt5SW576Z8lKpyy9um5Gf1fTo9/QsmEBFa3j0SDAKep4EmaOurfvk/De35NqXgaj5/xgh8w/BFNqfTl+TW7duyfHdStS8Ta79ZI5z7XAgcv7DOR0Yhdqe7n1aKG0zVywNLzjAQQUp+MHq/KBWR5rHurpBjyzLx1vMwym7Dh6XodMnpTcod3Vvl8EJI1y2AU2xgUxPrW3yeA6wuXkCTWd6Sg/GtSbnn/dET3EdUdqb7oPhE1lmeuvtUNOjnrRyMz12ekt1wHPfndfZGzPf+7q8pfYVPr21IqNHVCYneKqr+3UZ+EZlecwIe+4bEyTtPxc9xaU0P1HbGIlbVizxBXygNR9ovnvN+DeCNzIP3XOilVd3ZFd3QXacNkLm8vSoeVrL9uE9h2Xo9GHZospbzBNcM+eUaHlvTMhsA6qh4G3PjWyTcdqY1yYCsaAnqVEoJTUdiXLb6tXj6+q9OsH7fKLO2YzIVJ1+L89aHT8IojbMfo6vA1n4B/4e+EPbri/8qy3+1aY+N5e7KS8ty9KKExzlkgJGdwKBWNATBRutjYjYD/zwAXwgaz7QCR02bYAABFojEAQ9tee47YizmhaAevipGxz+ke4HXB/pXKy/+MKnta6Wb0MAAp1AgExPOJXAyDxrI3Pswafb6QOd0GHTBghAoDUCiaDHjMiqdxTUV2ejbjDwgU+tQAP/8Nk/Wutq+TYEINAJBBJBT60Om7raHTZ84IMPZNkHOqHDpg0QgEBrBFI1PaXEbwbZDEY4B0+9eRokfAOtGcHDJ8hk4B/4h6Pxykr/0VpXy7chAIFOIECmB02PvkFneYSObWSg2uEDndBh0wYIQKA1AomgB81B7c4RPvCpFUDgH1n2j9a6Wr4NAQh0AoFE0FOrQ6eudocOH/jgA1n2gU7osGkDBCDQGoGYpsfOvbO0I3aW5iYGBziogC7fftBaV8u3IQCBTiBApgdND5oefAAfaMAHOqHDpg0QgEBrBJoOepaf/Sz/+/KV/PJLawfm2xCAAATWkoDqo1Rfpfqsdky7rWVb2TcEILA+BMKgZ7HOSEfVq86DYGd9TgxHgQAE2kNA9VlP6wQ+jfR/7WkNe4EABDaSQFOaHjVq4g8CEICAbwRU39WqJsk3m2kvBCBQSSDM9DSS/iXLUwmQNRCAQOcTUH1XI31crW0630paCAEI1CPQVNBTb2fUQwACEOhUArUCmkbqOtUu2gUBCDROIAx6knPaaeXGd8uWEIAABDqLgBvYpPVv9eo7yxpaAwEIrIZAGPSYC77aezjMS9dWcwC+AwEIQKATCFTX9NiXStL/dcJ5og0QWEsCiaDHXvzpy7VsCPuGAAQgsJYE3EzOaj6vZdvYNwQgsD4ECHrWhzNHgQAENpjAagId9zsb3HwODwEItIHAJju3vbhssju1ym04HruAAAQgsCEEVABTq3+rV78hjeagEIBAWwkkMj3MabeVLjuDAAQ6hgCano45FTQEAhtGIBH0pGt5bIp3w1rJgSEAAQi0SMD2Y6tdtnh4vg4BCHQAAYKeDjgJNAECEFh7AqsNduz31r6FHKGdBH755Rd5+fKlvHjxYkP+1bFVG6r9bXT7GuFSz4ZqtnXy+k2hlqeapseuX17pZDtoGwQgAIGaBFTwUqHpcfq3evU1d05lRxFQAUUjN/X12CYt8Omk9jXCIM2GjjrhTTQmkemxmh47zRUvN7FfNoUABCDQUQQiTU96/1avvqOMoTE1CWxkhicZRKi2JP86qX3J9qaV02xI2uRLOQx67AjIpnLTyr4YRTshAAEIJAnYvs3N6Nh1af2drbPbJ/dHuXMJpN24N3JdktRGtmW1x07a4Gs5DHrcC7zaZ1+NpN0QgAAEqvVrja6HYILAyoIUJyZlvgOVD6u9sa/V9xLkOmbqrRl7kzb4Wq7U9CTnuJ1yK0bO356U8cmFVnbBdyEAAQismoAKbio0jE7/Vq9+1QfO6BfLt09KV3dBPpksd5yFzdzM12PbJKD1OGa7j5G0wddyItMT1/Ak57hXb2RZBrcUpKv7pHTe5bF6q/gmBCDgD4Fkf9Zs2R9L16el5elhHfQM3u68Xr3eDX/hdlG+GhuTr65PyPRPT2OZl+WfHkjx9g8yPe3+P5DltKfAHqttp+T+49pPiCXPSL32vXj6WKZvT8n0vcextoXfe/5Uit+NaRuufjeV2rZaNob7UTZpe6fkfoJDbJsXL5ImeFuO3si8ZMV9ZmnnuN3l6q0sy9DOgnT1DBP0rB4i34QABFog4E5juf2azvCsaf/XQqM7+Ks26Bma7rxGJm/YUfmpnD3zO/nVsV/H/g9efxAGF8XzlfVq+/7JRHA0eVZeC/YzmKiLjmeCoSShZH2sXJqS/Z/Y9v1OiqVEQPV4Sv4t0f5fffLvMv3UblffxvB4zx/IH4N9vXa2GDII651AL2mDr+VEpice+LidhPq8+r8o6Fn9PvgmBCAAgdUTSPZnzZZXf+RsftMGPX0nhqWvR2Xy1f87MnTTlTGUpXjmiPToOlW/XQ6dnogNfmcuHJGenYdl6MzxcLstPQekOB9xa2SbaGupevNeuP7vOtj5zfCYLDx9IcuzE0EA8SeZfm6ChuKF9+RXn/yHTP/0WBZmH8vCTw/k/mwi4zI7FgQ8f5Ib8zbYqL5026Y+pwUVet18MWjPv8gfz/TKr469VxH0XD3zL9qG/us/yAuV8bnyH8am8yZoacRGe/wbZ98Lg783L0xVb1emMj3rMqdtg54DMnTiQHBxFKRn37DMv3LcYX5SDr2/ParfeVjGH7ip02X588EPpO/YsAzus9u9IX2nJ52dNLKNszkfIQCBXBBQQQ6anvadahv06GCn5x3pdfruq0HAMnPmgzAYOnTwQBjU9ByL+uyp03abgvTs3Cu7wgDqsNi4p5FtXMvsTT25XL43If1nzsr9IMBR9dMqyDn2O7kRZFRuqEzPf56tEQA8ln6diekNv5M8TrLstk19TtbbcvG8CWgGbz+VF/fO6nbFMj3PfzBB0emx2D4GT/xafvXJp7Lw4oU0YqM+3r1LOuD514tjMvhfv5bfnM9J0NPMaCd54hovl2XofTsSKMiO3XtD5+/aN2Z28+qO7ApGAzt2H5a+8AJ6R4o2yVS+IzucEUPv7uhi6bscjC4a2abxhrMlBCCQEQLN9HVp22YEQ9vMsEFPz8GgDxeRmQtmULvrzB19nKXJk7Jl50lZskctT5o+vCfSd9qA5mPbh0tZvt73hg6WhqbNoLeRbewh1NIGEY0sz55UU0k20/NUBv/z1/Kbs2NyY+ys9J/9VI5dHItpdpb/53MdLLz2X5/K4IXPpf/s53J2/Ieax3TbVrN9Tx/L/VkzjbZ8OyXoKU3Jm8d+Lb/RWZmncn/aTMtNX1RZoShwS9odt1FlpJ7Ksf9Udv+7DpS0zXkJeipGPsHcdsX6lt7IHGR6urfL1QfB6X91R/q0uPkDmdLZnmUZen+7DN5cDv1j6oQJagbt0wGvgqCn50iYISrfG5EtKhDaGeiFGtkmPAIfIACBjSYwO3tfxq5/k/qv6tr1pzM9Nfq3evXtakdW9mODHhuYaLvuGXHzjhMm6LG2lp8syPyDBVman5Ret78WkanT7+hpMXMfMN+YObNXBz1WJN3INvZYapm86Vcr379upoZeG7Z6lqeisyZJzcyx9+RGIFa+cV4FGEZz89onJjOjyr+poYlx29Zo+1KDnqcm6Dl2+6lMXzDaozcvTcn0pfSpMGV3pY0v5P6Vw9qGY/+jAqwg0MtL0JM2oqm2LnniGi/b6a24kPnPOvvzjhTdGaxXZX1xzD9ZlqlzxvGH7NMBQUCz47RzQdkMkRVJN7JN4w1nSwhAYI0JFCf/Jv/wj/8UTmsbbUhBr1N17fqr1q81ur5d7cjKfmzQYwMTbVfQ//YEQc/S5HCU1Q+z9M4g1Q16nPtAct9h0FNjG5drtSDHXX//+qcmePnk32PTXTcu/If88ewlrflR208H25npHxsU/U4+vx3ofJ4+0NNDafobezy3beqzXV9rWSvo2X/9gSyMfyqvffI7GZx8HAY9dorO7jfVxsdFnS167Uw0RaYzPXnS9KgnGdzMTrVy8sQ1Xk4PeuKOvCxDoU4nmgpTHWB4USUuKHP8xL4b2abxhrMlBCCwDgSSgY8KgtoZ8CgTVHCj+rlq/Vu9+nXA4NUhkoGJbnys/12QQzrQeUMGL0/K/PyyLC3NyqDS7NhB6gYFPcVLJtMRf+qpihC5VNSi5Td1JsRkRZTmx32E3YiHK0XHNvhInli7vtYyNeix01uJrEzxvNIl9UoxfILrhVSz8avTJjv1rxcn5MZ36n9M/vjJr+W1k2fl6ndFWXD0Tm77kjb4Wl73p7ecQD1Ka5ZF5q8d1iO9LbtPSvHegiwtLcv8xPFYilNiF5RFTtBjSbCEgM8EbOCzFgGP4tJoRqfadj6zXYu21w16Qv3OcHT4V7PSF0xv2ZXxwa9Zm9x3I9vY/amle7NOfrbTU785fSEWuNjtblz4VM4qIbF9XPtxUX6jpq+Cp6O+OqOmtg7LfVv/4oXoJ75qaGrcttVrX3jc6UDTEwtCAhH1f36utThm2weyX023nYgCsVo2fjWc/ki+mbL7l6ri7KQNvpYr38hcY8579UYmApNgR64jT51Q87oFGXTe+TBzzojiwvdAEPSs/hTwTQh4QEBpeNqp43FN1pmcGv1bvXp3X3wWSQYmmkmsj16Wj7VusyC7Dh6XodMnpTcoq0fXByfMwyf2PuDKHJL7bmQb95yEgYMTmKh1Jnti9DgHL12Szy+dlcGLZ2Xwwlk5+90DeRFoZn517F/k4IULuv6PWvD7a7Hv4lmeVMHIr0UJmb8an5CvLpjH4JPZH7cNbtvUZ7cu9vmnom7L4KULcuykysiodpg2nv0fM502felP+vi/Of25XP1uTPr/y2Ru1JRXQzYqJiojZP+fP9aiZt7TE3QO7qgneeIaL9cOepSzL00cMXP6PXvlk9PDMthv9DwqEOrZfdIIl2MXlD16Yt+NbGO/yhICEMgNAbcvW83n3IBq1NDgjcxD95z8faCxtLrL8vSo88StmtY6LEOnD5uHT7aYJ7hmtHZzb/BAizm4DXqsnrORbdxmxwIJJ/Bxgx4rRrbLf71oHtlevjcm/xYEOjb70T8WfzrLvhvHfve1E/8hxRpvZXbbpj5Xa9+LWfMYud2vu4weKX8qXw1HYmq1zb+dnwj32YiN8eObKbs3A/vjddGUX9IGX8s609PoHPfqjQweWX9/JPZSKhO9HwiexCrL1wdNtscKGftOD8vH75tHF/XvuwQBza4zs05TgqAn8fRWzW2cb/MRAhDIBwGdyUHTsyEnu7y0LEsrTnC0xq2oduNuar3OhDyVF7HppSgIUOuXS09lOfnGZCfIssdLmmvXt7R8qo79VJYdHU9L+0tpt7u/pA2+ltdJ09MEnnJZ63nK7ksLm/g6m0IAAhBII7Ca7I77nbR9sq4zCbg36074nKTUCW1qtg1JG3wtV2p6aryh2VcjaTcEIAABm+lZ7RKC/hBo9oa+1tsnya318dZi/0kbfC13XqbHV5K0GwIQ6GgCbtZmNURFB58AACAASURBVJ872jgaFyOwFjf9VvYZa1wtTU+dKaZW2tDqd5M2+Fo2mh41z738PHx/hX6XRUrZVyNpNwQgAAGrXazWv9Wrh6A/BF6+fBkKe1u92bf6fdWW5F8nta8R+9JsSNrkS5lMjy9ninZCAAItEVhNdsf9TksH58vrSuCXX37pmKBHtSX510ntayToSbMhaZMv5dSnt9SFnvaGZl+Mop0QgAAEkgSS/Zot2wyPLSeXtj65P8qdTUDdqDcyo6KOXStY2Oj2NRLs1LOhsz0gvXVketK5sBYCEMgYARXMtPKfMRyYA4FcEqih6Yl+o8bOgeeSEEZDAAKZIGAzNqY/q+zf6tVnAgJGQCDnBMj05NwBMB8CeSHQSpZHfZc/CEDAfwIxTU840kn8GrFd77+5WAABCOSVgO3HVrvMKzfshkCWCJDpydLZxBYIQKAqATI9VdFQAYHcENik389j39Ojl+bJrcr1z3MDBUMhAIHsEQi1PLH+7rl+UjXq7+j/snfmsQgCEQEyPRELPkEAAhkmQKYnwycX0yDQIAE0PQ2CYjMIQMBvAqvV8tjv+W09rYcABBQBMj34AQQgkAsCZHpycZoxEgI1CcTf05Oq6YnmuCtfpl1z31RCAAIQ6AgCqu9K1/RE/Vu9+o4whEZAAAItEWgq0/O/L1+1dDC+DAEIQGAjCKi+i0zPRpDnmBDoLAJOpif5htLK8tNnPwvZns46gbQGAhCoTUD1WU9XfharzQkzOvZ9ZDbDXadc+yjUQgACPhDYpDoCNQKySzsasuXkcvnZz6JGTSk/HOuDvbQRAhDICQHVR6m+SvVZth+r17/Vqs8JNsyEQKYJpLynJ/neCspmZAgHOCj9B36QVz/I9J0A4yCQEwJNaXrsKIhla7/WDD/44QP++UBO7gmYCYFME2hK06NSxOF8uJoHpwwPq4fAH7geMt4fZPpOgHEQyAmBCk2PnftmGdc6wQMeKjuDH+TXD3JyT8BMCGSaAJoeNBqJ3x5Cs5JXzQp219ZsZfpOgHEQyAmBUNNjR7DVtAbU19YgwAc+1a4dN0NUbRv8p/P9Jyf3BMyEQKYJOJoeO8JP6HZCzQb1MT1TyMXygg98rC+kLfEP3/0j03cCjINATghEmp7lOnP11MfeZ2RH5uESPvCppfnBP7z3j5zcEzATApkmgKYHTQ+aHp21s5kYlmh7VKau0g8yfSfAOAjkhEBVTY/NYFgNAuW45gAe8LDXRppmB//Inn/k5J6AmRDINAFH05OmQ2BdbR0CfOCDD+TFBzJ9J8A4COSEAJoe+9tjaC6811y4GRebaQmXnF/Ob4uaq5zcEzATApkmgKYnZe4eTYPKXlRqGuAClzz7RabvBBgHgZwQiDI9NuPBsvaIGD7wqZUxwD8y6x85uSdgJgQyTcDR9NiRvdUoUI5rFeABD3ttuBkfuw7/yLp/ZPpOgHEQyAkBE/SokavVPKQslS6C+uA9RvAxI3mHA/7B9ZGH/iEn9wTMhECmCaDpQbvCe3p4Tw8argb6gUzfCTAOAjkhgKYHDUZmNRg1n+bivHPem9Rm5eSegJkQyDQBND3hb2ihyci6JgP7rP5ILfH3Zv0h03cCjINATgikanqSGg3Kcc0GPODhaljwh3z4Q07uCZgJgUwTQNMTjnjtyJelGQHDAQ5uRgh/yPSdAOMgkBMCkabHPo1TTetAfW0NBHzgU0sjgn947x85uSdgJgQyTYBMD5kent7i6S1H40NGp1qGL9N3AoyDQE4IxDQ9VpvA0mgU4AAHfQMM3lOFP+TbH3JyT8BMCGSaQFOZnuLYRRkrLkaZgdJDGbswKmPFUjRSLM3J2IVxmS09l4mBt6Vr62cy3/RIuiQDWwuy9eitaL9tzMgoOya+d+xoun0taB1KRXm3uyBHxzfo+G3kWG1EzPoW/IPzE/Uv63ldNsA903cCjINATghU1/QkNQjLJRnYXJCurafM3PzyiszdOC5d3QXp+sNF3VGp96LMB+s+m1qR6S8OytY952XOfaOz1QxV7D9447GuN0HPb4/cEjW61u9bqbm9GYHG3stSdfuSHFFt7h+Pawyqbt/i8Z/MyJ7ut2XsUbCfhVvyWx30lNbn+G3n1yIP2tNmf+Z8tLd/qM4zJ/cEzIRApgk0lenRmZvuXimWzEjWlAvS1X1Q7pSMFmBiYKcpq5FTsJ0e+Qf1i6U5uTM1I7MPK7UD8z8+lDvfz8miCrC2F2Szm+kpLcrs9zNyZ8bJkJRWZP5RfD/J8qI9bjiSWwyySMWqI8rZmZmgHc6I3e6nTvtnZ2Zl4PeKSUEGiiuyODMqm7u3yaWZgEepKFtV3c05mf8x5ThhO+N2Re9VYT2ZJMcv8Zeq13G7/STTdwKMg0BOCDSl6Zn/7pS+mQ//XXW6JTm6uSBv7Tkom7sLMjy1IotLJljp2mMyPxNHXpeu7cM6WxMFSCYgUEHBwS9nTIe1tCJjR98zWSOVhQn+3zquprdWZP67YX0Mu75r60cm8Pr7sGnPXdWeFZn/5qjTPpV1UuW3ZeKJqTeaDGfqLKnVeHBL9qhsVtiGt+XS98quFTNVF64320TtfxgGOva7ez69KH8bM+2x6zZ/dEsWS7f09JZdp5dbj8odFSAm20M59A99A4MHPNSU1wb5QU7uCZgJgUwTaCrTs/jolrzVXZA9Fx7KYmkiCHampb+7IB9+MSuLy1P6hr7nggpmlKZnm3RtHtCanolPTVBzdGxWZr+/Jf3bzVTZvBqpfn9eBxrv9l+UOzNzMnH+I11+S2V6SrPyoQo2PvxMij+WZPbmqAka+sZkcVlNHRXkw/PmeJcOvm728+mUOf7RbSmaouqZnuEPVTDTK5e+L8niw2nTxgbaPzum2vu6jChtU2lWjirbVLBXKsnE+X7dpoH/npV5FdiUipph19YBufNQ1ZvACI0PGax2ZybYX3szYpm+E2AcBHJCIJbpsXPjdiRVWTZZkq4/jcvsTaXn6ZU7yysytl8FJRdl7q4JXkZ+MJmV8eMq6Dkl8zpTogKQU+FI9c6nb0vX5uM6ICoOqoDoPRkPMzKRpmf+pskuKY2QbU/x+NvS1f2RzCytyMgeqyl6KPttJma7OY7SIG0dMLogdQMw348yPXZ/2t6SCejeUoHXXTXtNCPnP1JB1DYZW1CZnurtn9Dt2S/TwQh04oiy+7jRMun2vy0TpeD4pVvB9JYtT+kg6Oh4oPFxRrKx9oXtj0a61LsZPHt+4VP9+oWXmzFs9vrJyT0BMyGQaQLNZXqWV2RCZ0+Oymf926Tr9+d1RmX2ykHp6t4vw5/2Slf3IZkNnrowmR7z9Jb5fEp0ZkdNRd0ckK5uFfQ8N/vc7D7lFQUm8zc/M1NUVlOjM0gq6NmmxcGzF/brAKg4NaoDp0v/raa83pax7yd0MDHgPm2m21Ul02MzMDZwCpe9MvEoCHpUABdoKNz2L06ZYO+tPR/J0X7VnoK8NWA0Q6b922TCao8CTU+U2VnUAvF+nuYyATEaFTgE/UenZaoyfSfAOAjkhEAs02NHiLWW8+Mm86Ju7HvOBZqc+2M6e6HWbT44Fs65TyQzPTpoMCPxeZ0pMpmeO5+rYMnV3hi90Fb19FaQ6dGiYJtJUfvtPiqzqvzjRT3N9uGH28yU0vJDPeX11h6VPQpE1zENQBBQORkgN9Pz4eczYfsXF2bkzo+mvVHQVtn+xQfjug1bf98re/YclIFzRouk9msyVdt0psceRwmZVWbHcDa29oflKFNh6inDIZ6hgcfG8MjJPQEzIZBpAkGmR+kpamkqnPpHJoOiApyRGdX5qLo56Q8EwAevqKevzPoo02P1PVUyJTMqS1OQrXtOydjNoowEoua3VGCyPCd9KuuyvV8u3ZySiSufmQCjfyI4TnTsDz83Wp5LBwMx8ocmE2XaaO0zmR6lEbo0Ni6XrozJpSujMnZzTkb61Pdel4EL4zIxPiZ9W1VZaZJqt99kc16X/s8vysiFURm5cFHGbiqNkwp6VKZK7bMos4GmxwQ99im0RS0Ir53pcfinnifqG/Zf+IXXp71O49eHvU7cJf6lGPEHAQj4TyCW6UnOcSdHlKY+eEJrc5BpUQGOfvrKTDldCjIjqkOdGFQvJzSanuLn7xl9T7C9zvQEmh71/eIXaoosCFY2v60zR/bprcW7Y7Ennjb/4ZQJIIIMztgRdezX5XzwFNfsNSMO3vNF9HSYak+s/fZYwfLdz6ek9GRGjv7eiKF1Wzb3ykjw9Fat9t85Z6a0wvYH++z7ixJ8z0hfEBDq9w4F2iE306O0RyrT0xj/6pkfvl87AwAf+OhAL5b5ja6nev7hf3ePBRCAQNOantojapv5WeVSZ0LcEWZiP49WZN7R9kQj1cR2rWoCHpVk/qHNxNRojz6OydR07VFPk9l2zOgg7a1P1+aN0tFx7PFYrqlfhucVznnmzO0CAhDwn0As05PM7FBWN7loJFiNx2f6ZYSvy54/HZWjR4/KniBb1Pflw4a+X22/rG+MP5zg1Mh12qqf+N/dYwEEINC8pgdNhJPRCUb+D2dl5NMB6duzX/bs2S99/adkZNxoeszIGE1E7QwBfOBTK6PaGf7B7QICEPCfAJmeBjI5rY4Q+T6ZiPXIROBna+tn/nf3WAABCHSWpgftRJ2n6ILMEpzglJpxxT9qZ8xa48PtAgIQ8J+AyfTom6ijXaEc1+LAAx7KB+xTP/hDLv3B/+4eCyAAgVDTsxQbOT4Xyq7GAB74A/4QPTWYz+uB2wUEIOA/ATQ97gjejuRZxkfy8IAH14n/vT0WQAACgqYnluFqbc4/Ggmzn7XUVsAZ/9oI/+J+AQEI+E+gtqbHahfs0o74bTm5pN5kBJJcbBk+8LG+kLbEPzraP/zv7rEAAhDYZLQa0Rw9ZfNOEKthgQc8VFYBfzCapjxfD9wuIAAB/wmg6VEjbjvCZol2BX/geqjSD/jf3WMBBCAQanrsSLbaXDn17tM7lZoK+MCnltYI//DfP7hdQAAC/hOIa3rSdAaJdU9Xfpb/fflKfvHfdiyAAAQyTED1UaqvUn2WCUjVYGX1/xlGhWkQyA2BhKbHahfSl09XyrkBg6EQgEA2CKjg59lKWb/F22Tc0vu3SLuVXp8NGlgBgXwTaErTo0ZN/EEAAhDwjYDqu1rV7vlmM+2FAAQqCVTV9CQ1CKrMlFYlQNZAAAJ+EHA1V2n9W716P6yklRCAQC0CTWl6au2IOghAAAKdTKAVPY/6Ln8QgID/BJrS9PhvLhZAAAJ5JVBPs1OvPq/csBsCWSIQz/TY91NUecIhS4ZjCwQgkC8CoaanSv9Wrz5ftLAWAtkkkMj0rCTePGvL5mmGbCLAKghAIA8E1BSV1fLEl/Zprdr1eWCEjRDIOoF4pqfaCChYn3UY2AcBCGSXAJqe7J5bLINAowQSmR474klfNrpTtoMABCDQaQTqaXbq1XeaPbQHAhBonkA804Omp3mCfAMCEPCCQD3NTr16L4ykkRCAQE0CQaan2lx2fH3NPVEJAQhAoIMJVNf0xPu5att1sGk0DQIQaJBAPNODpqdBbGwGAQj4RgBNj29njPZCoP0EdKZHPclgnmZIX9r69h+ePUIAAhBYHwLVNDu2f6tXvz6t5CgQgMBaEiDTs5Z02TcEINAxBMj0dMypoCEQ2DACiae37Ny2zfjEyxvWSg4MAQhAoEUCkVYnvX+rV9/i4fk6BCDQAQTI9HTASaAJEIDA2hMg07P2jDkCBDqdQKTpeWpGP3Z+eyml3OnG0D4IQAAC1QiEfZvSMKb0b/Xqq+2X9RCAgD8E1jXTMzMxLLt2bpctW96QLVu2S9+xUZl/FYd19dgB6d13QPrc/917ZXBiIb5hUFq6PSp9u/fKrt0nK/aV+gVWQgACuSRApieXpx2jIRAjsG6anvkLB6Sru6D/t/RsDz939QxLOWxSWYZ6zDZ2W7vccfpOuJX9sDRxPNzPx5dn7WqWEIAABCoI1NPs1Kuv2CErIAAB7wisT6bn1R3ZoQOeN+TP00GIU56VQ1tMgDNk10lZhnYWpKvnpCy5KBPZIF31YDQIeJx9ut/hMwQgAAGHAJkeBwYfIZBTAuuk6SnL+JkjcuhMPFszdfoDHbgM3ra5ngX5uLsgW/on65yOZRkMMkKf3Fyusy3VEIAABES/iyzU7aDpwSUgkEsC65PpqYL26sE3dNATZnrKJiO068ykzN+blKuXx+TqtUmZX4nvoHx7WH9vy87jUrxtthu/eUfKaRmh+FcpQQACHUZgdva+jF3/JvVf1bXrj0xPu0iyHwj4SyDK9Cw/F/tGUjsaSpbbaua9kWB66kAkQH51R3oD3Y/V8tjl0O0oo3N1n6MJim3/gRRj82JtbTE7gwAE1oBAcfJv8g//+E9BfxBp+tQ6Vdeuv2R/1my5Xe1gPxCAwMYR2JhMz5OJQONTkI8nomBGQu1PQYYmF2TpyYJ8fcxMgXV12+Ao0P3oYOewFB8sy9L8HRl832SNunaPbhxNjgwBCKyKQDLwaXfAoxpFpmdVp4YvQSBTBDaF76uwc9w1lu2wvHxvVHqC7ExvQuOj9/+qnJimsk90bZeinuayQc92GXezOq/uyC693wMywzRXO04V+4DAuhKwgc9aBDzKEJ3BrtG/1atfVxgcDAIQWBMC65rpWZo0Whw1ZXXoQqOPmNsg5w35el4xiMpFq3/WaOz6dyS+fk24sVMIQGANCCgNTzt1PG4TyfS4NPgMgXwSSGh6zG9trYWmZ/6afafOdhkKn9aKQ7dZoI+vOS8ifDUrffrR9ndkKsjgfL3bzPsPTjpTY1Yj1HPSee9PfP+UIACB/BJQQY/t29SyUtNTuz6/5LAcAtkhsD6ZnvJkOKXV1f2GfNx/WL9FWb11uXf3Xjl02jyiXp48GYoZd+w7IkMnjoTan659YxF1G+B0F6T34BH5uP+AbLFTZhecgCn6Bp8gAIGcEyDTk3MHwHwIiMj6aHpeLZgXEaqfnwiCE/tUll7ujN7KrH5WYlfw0kK7zY7+0fjLCkVk/uawE0ipzM8bcuhMvff7cM4hAIG8Eqin2alXn1du2A2BLBFYn0zPKoiVV8qytLScEDVX7qi8sixLS2URxMuVcFgDAQiEBMj0hCj4AIHcEog0PfapBvULxFV+hTi3lDAcAhDwnoDu12r0b/XqvQeAARCAgISZHnXBuyOhpeWVRPk5uCAAAQh4S6Be/1av3lvDaTgEIBASWB9NT3g4PkAAAhDYGAKxDLbNbDex3JhWc1QIQKCdBMJMjzvKqfa5nQdmXxCAAATWk0C1fq3R9evZVo4FAQisDYHKTE9yztsZCa1NE9grBCAAgbUnkKrZcfq3evVr30KOAAEIrDWBMNNTqeFJanoSP3W+1i1j/xCAAATaSMDN6DTS3yW3b2NT2BUEILBBBCozPcmRj1PeoDZyWAhAAAItE0DT0zJCdgAB7wmEmR53VFPts/fWYgAEIJBbAtX6tUbX5xYchkMgQwTI9GToZGIKBCBQnQCZnupsqIFAXghssnPbqkNQI55a5bxAwU4IQCB7BOr1b/Xqs0cEiyCQPwIm06N0O452R39OKecPDxZDAAJZIRBmehrs75LbZ4UDdkAgzwTQ9OT57GM7BHJEoFHtTrXtcoQKUyGQWQJoejJ7ajEMAhBwCYSZG/e3Bd2Mdp317r74DAEI+EkATY+f541WQwACTRKop9mpV9/k4dgcAhDoQAJoejrwpNAkCECg/QTCTA+anvbDZY8Q8IRAqOmxT23Z+ey08v++fOWJWTQTAhCAQETg5ctX+unUWv2brXMzPnad6g/5gwAE/CfQlKbn2UrZf4uxAAIQyB0B1XeFmZ462p1q2+UOGgZDIIMENqkL3IxsGluqzoOMTwY9AZMgkDECv4iIyvA8XflZBzzN9HNp/WLG8GAOBHJJIK7psXPdLM17i+AAB3wAHwh8IJd3CIyGQMYIOE9vVf6quju3nabxod59gzX8lD/Yf+svySX1hlGSiy3Dp3P5ZKzvxxwI5JJAU5qeanPdrE+80XqVmgE4wjH2ZnT8KP6m+A3mkcs7BEZDIGMEUjQ9dqRVTeNDvRqNp835m/XwgQ/+kcXrI2N9P+ZAIJcE0PSg2UCzgQ/gAw34QC7vEBgNgYwRqND0WG0BS5uxYRnPYMEDHpVatjz0Fxnr+zEHArkkEM/02DlzO+qhHB8BwwMe9tpQS/whV/6QyzsERkMgYwS0pkeN0tw5eMrwwB8iTRvXA9eDuh74gwAE/CcQz/S4o1g+x0ex8IAHPpBrH/C/u8cCCEAATU/wbpk8aBLQouRTi8J5b89553YBAQj4TyCe6UGjEB/JwgMebnYHf8i1P/jf3WMBBCBQU9NjtQx2aUaMSsBp5viTS+rTuVhO8IGPFj9z/RgReIJDp18f3C4gAAH/CcQzPe6ols/xUS084IEP5NoH/O/usQACEHA0PfZpFfseFspm5AkPOwKHh6sN4frImz9wu4AABPwnQKaH0XuuR+/6t67wAXygAR/wv7vHAghAIKbpsdoTlrW1J/CBTy1tDv6RTf/gdgEBCPhPgExPAyM8sgHBr5/DioxIjn3A/+4eCyAAAa3psSPTanP01JuRK3wUh0qNE/6Bf0Rv8M6uf3C7gAAE/CdApifHI1cyWGSw8IHGfcD/7h4LIACBSNOjbv6J92bEytTDB/9Ifb+Mvk64PjJ/fXC7gAAE/CdApodMDzoVfAAfaMAH/O/usQACEIgyPeoV+3okb3Qb1Z9OoT6WAQu5wQ//sdeG0fik+4ndxvpLckl9OjfLaeP4cLuAAAT8J0Cmp4ERHrqHxnUPsIJVVn3A/+4eCyAAARP0qAyPuvm7mg1bTi5tZiO53papNxwtj+QSPvBxrzf8I+4PHXx9cLuAAAT8JxBmepZV51vjX9cvzsn1K6Ny+cqY8z8q1yfnRNVP/nVMRmJ1Y3L5+rQsTE7Il8n1V8Zk5KsJufvIHDc8/ty0jFwpykKiLWF9Yr1tc7vqJ4fek643P9uw41t7kst22Zfcry2z/wb8v4rvKYbwyz4//7t7LIAABGLv6UnXZDhz6I/GZWt3QboS/9sGbsnS8qIc21xZ17X1lPz30W0V37H72HpUfVcdw2SaFsaPSlf363JdBUN6vXP8NSjf/WK/bNNtMMf7dmCbdG0+JQt2xBkec33aE9nM8SIWkX9E6+ATsYCP7T8iJu33D24XEICA/wTCTI8d8ddcLhZlW3dBjv11McoKLdoR3qKceLMgm49NpNQ9lyW9ndlmq7tNYvS8cPMz6ereJt8GGaCK9jyak7vfz8r9OXvcYBm04/7srNz9fi5qg93/4qLcn52Tu9fV/gvS9fthvc3lQ6/L5kNRm3XQozI9i4tydzrlOHZ/LCsZwwQmGfYB/7t7LIAABCo1ParTUtmNtGXpls70nLiZVr8oJ7YWZOtAsfr3l0s6MNLZnbT9L69ILOhJtOPbT/fHMkbb+sdMOx/d0sGYzR7p5ZtH5W7JtPP+2KnY97o275fLN+9IfyxjtU2+La3It5++F9+2uyCHLsyk80i0ryo3toNfFX9Pvc7wl470F24XEICA/wTCTE9Sk5BaDjI9W/s+ky+/GpWRkVH5vyNjcn9RaRoW5cT2gnS9eUhGvhqVL0dGZWR4VL6dNZkYsz+b6SlWaCDs8WzQ810i07M8PaKDkXcHJmRh8bn87Ss1DVaQ/r/OydJiUf5fFcC8OSB35xbl2xFTd2xCZaTm5JCq6xvVOp27Vwb09wYnn8vCbFEOqSm5D4d1dkjt99sBE/Qcuz4r978vSr+2qb7Gx7bfZqYoxzNx8ICHvTbU0kd/8L+7xwIIQCB6T48diYZaFjsn7mR+Srfk3Vh2xGh4jo2XZMkGPYn6rUfdzE/JZIMcDU04Fx8c3wY9enpLjXiD9nw7sFO6ut+WkZuzcrc4I3eLozrrpPfvZqDU9qUpMw2n2vXITMl9ODJrMlClCf29/vFFXTbZqVvhyFJPb209FR737qc7pWvzcSNsdtpj2xUuG+HH90OuITfrb/Az/ml5JJfw2XA+3C4gAAH/CYSZHncUVvXzYlEHDCaDEh+56qDnzYJsPVY0AYTqpCv+o0xPZZ3ZPhb0ON+3GZjYFFZ3Qd5V02kV7VqUE5sL0q8zPc/l//aq4GynHDo2IL0qc9P9XqAZqmyPETJHmZ2FmyozNFDxNFe19rM+7byzDr/w3wf87+6xAAIQWJWmx2R2nAyQ1iAEmh4V9Ohysl6Vm9D0KGGysx+T6emVSWe9yvjom0mQ6YnaVdJPkvXrDNRzud7/uhZHf7hnv/T1fybf/mg1SZXtCZ/eCkbWJuhxMj3Ben1cp32U4+cLHvBwr98s+AO3CwhAwH8Cm+zcekNLJ6NSuX08a1JZr0Z6izIYZIPS658HQubXZXBkTK5fGZO/BO/z+fHeqNbibO79TK5PFOUvQ4d0WWedHkUZKLNf8/i8yvRorZF6quzDo0ZrpLRI4fuBTHu6ej+Tb/5a1Nqk7/Qj69UzPdXazXozkocDHFSAk0U/8L+7xwIIQKBpTY9+ZF1lUCo0B0Gmx2p4KuqDTI96wquupif5vh+T4bl74bgOdOwU17tHx0w7Aq2RzvTo45bM9JZu56z0JnRG5vv9cn95Re5+YYKnru5emdRPb+0U9W4h+54enelB0xNqnirOuz3PNgNmy8kl9RuuSdGZl+R5sWXOT93zw+0CAhDwn0Bzmh7VMW70/+Jz/Q4d9aRVI21ZmDBPa4047/W5P6ye0HpPvm1wH40ch20aOx9wgpOvPuB/d48FEIBAc5oeHzUs08NmWmz7fuk/elz6D+2XzTrz0y93fbTHjshZxjRf+kbK+YwycvhH2/2D2wUEIOA/geY0PZ7O1d/966gc6++X3t790tt7SE4MjVX85lcWNQgqEMAuk1mBAxxavR787+6xAAIQyH6mhxFv20e8ebZUhQAADR1JREFUWXsqB3vs04wsa2UMuV1AAAL+Ewg1PXYkrC96J0NAOT5Chgc8lA9wvRg/yNP14H93jwUQgECQ6Qk6sFATQVl35vAINCL4A/7gvncon/7A7QICEPCfQC40Pe7I3I7QWZobFxzgwPURZe5qXQ/+d/dYAAEIoOlB84PmJ8zooWmJZ7Tg4fLgdgEBCPhPAE2PCnrQaKBRCfxA3+TwB/whxR/87+6xAAIQQNOjMz351ChETy1hvzui12+d1n5hMx3wgc9z7hYQgEAGCKDpCUZ0teby3UwQ28UzY/CAR16ujwz095gAgdwTQNMTG9HbkT3L+MgeHvBwn97Kpz/k/m4BAAhkgEDTmZ6VlbK8fPkqA6ZjAgQgkHUCqq96tlIONUqtZCazzgr7IJAHAqGQOTaSDaZ8Qm1DUH628nMemGAjBCCQMQIq8Ak1bFX6t3r1GUOCORDIJQGd6VGjH3cEVK1MhieXPoLREPCegOq7rPaoWv9Wr957CBgAAQhIU5oeeEEAAhDwlUCYyVnle5l8tZt2QwACEYGmND3R1/gEAQhAwC8CNpOz2qVf1tJaCEAgjUBTmp60HbAOAhCAgA8EwkwPmh4fThdthMCaEGhK07MmLWCnEIAABNaBgM3woOlZB9gcAgIdSgBNT4eeGJoFAQi0l0CY6UHT016w7A0CHhFA0+PRyaKpEIDA6gnYTM9ql6s/Mt+EAAQ6hUBc02PnuqssO6XRtAMCEIBAswRUsNPKf7PHY3sIQKDzCMQ0PXauu9qy85pPiyAAAQg0RqBav9bo+saOwlYQgEAnE0DT08lnh7ZBAAJtI4Cmp20o2REEvCWApsfbU0fDIQCBZgisVstjv9fMsdgWAhDoTAJoejrzvNAqCECgzQRa0fOo7/IHAQj4TwBNj//nEAsgAIEGCDSq3am2XQOHYBMIQKDDCcQzPfb9FfYph0S5w22heRCAAASqEgg1PVX6t3r1VXdMBQQg4A2BWKbHzl0z0vHm/NFQCECgQQL1+rd69Q0ehs0gAIEOJhDP9NgRUJVlB9tB0yAAAQjUJKCCmlb+a+6cSghAwAsCsUxPtQyPXd+6RWW5euKw9O47IL27j8vMq7Q9qm32ypbugnSp/y0fyJ8nlys2LN+bkEPvvyNbtryh/3fsPi7FJxWbhSvK0yPSu3uv9O4blvnU44ab8gECEMggAduPrXaZQSSYBIHcEYhnekINz0owIrJLM0JqjU5Zvt73hglkdEDzjhTLlXv8encQ7HS/ITt2bg+3H7zpBD4PRsP1XVu2S48NkLrfkeJK5T5FFuTjLXa/BflkMuXAaV9jHQQgkBkCkWbH9mt2GWSA1rT/ywxGDIGA1wTWJ9PzalmGbDDz/nEZ6n9Hurrfkalk7PFgJMjuHAmzMUuTw8G647IUoB7aaQKYvnN3gjUqoDIB0o7Tdl10XmbO7I2CpO6CDN5OHjjalk8QgEA2Caw2w2O/l00qWAWBfBGIZ3rqzHmvFk15+qQJOnae1IHLzJkPUoMes74gH7tZHRH58/sqyHlDrs6bFsxPDOtpqljoMm2Cox0nEkHPyqTJBO08Il+fNsEPQc9qzyTfg4C/BFrR86jv8gcBCPhPYH0yPSIydXNSlgItzdTp9ExP8ZjK1myXcZvSCfhO6SCpdoZm6dphHVjtSmR6ru4zWaGhe2WZP6eCrdr78f+UYgEEIJBGwGZsVrtM2yfrIAABvwgkMj2JOe6n8XK7TEsPespipq0qp72mTtcJVl7dkb5A1/N1kA1SbS3fDqbGdo/qptfdT7sMZD8QgEDDBGZn78vY9W9S/1Vdu/6WEv1Zs+V2tYP9QAACG0dg3TI9roltDXpeLcgnPSab09M/4RxmORAvR5kjgh4HDx8h0CEEipN/k3/4x3+K6e5URlatU3Xt+ltthsd+r13tYD8QgMDGEQgzPerCdue808rtamZ60CNyVT/dVflUV9VgpTwrh+xTWbtHxNX4TAXi5V1nZsNmz9iM0bS7ZVjNBwhAYIMIJAOfdgc8yqx6/Vu9+g1Cw2EhAIE2EogyPc+eix3R6GVKuV3HrRb0VAtuxvvNk1lKlxP+LU1KbzCl1XNwLBbwiJRlMMj+KI3Qjp7t0qP+t0SPzPeemAx3xQcIQGDjCdjAZy0CHmVdvf6tXv3GE6IFEIBAqwTCTI8Z5cQ1PMk571YPZr8fPr2VeElgedI85bVln9Hg6O2XJmWHDm4OSCjXmR8L1hWk70ziaa3gIFNnDsuO9/dK7/sfyC71v9voglTavGfnO7JjXzwzZNvGEgIQ2DgCSsPTTh2Pa0myP2u27O6LzxCAgJ8EokzP00SmJ6W8ehPLcrV/r+zavVf69h2QXUEWZsfuA9K3+wPpO2G1OFaHU5At7x+RodPHw+BmVxjcuFmcgvT2H9b7VPvVb1w+OBw+JZZs74x+aqwgQ9PJGsoQgEDWCcQyOSn9W736rPPBPgjkgYAOelSWR13waXPadr1arv7PPpllBMf65yXCtyirddujtzOv3JFD4dSU2X5XGBSZFlw9qKap1M9PpO3vA5lKZJBsu2fOHdBiySFeTmiRsIRAbgjU69/q1ecGFIZCIMMEokxPioYnNvJ51krQ0zzB8lJZyuWyLKX+rETz++MbEIBAvgkk+7Nmy/mmh/UQyAaBUNOjOgB3pJP8rOr5gwAEIOArgWSf5pbp/3w9q7QbAs0RiDI9DcxxN7drtoYABCDQOQRimZ0G+rvk9p1jCS2BAARWS6BC02NHPGnL1R6E70EAAhDYaAIqs5PWrzW6fqPbz/EhAIHWCWxatlqeBpatH449QAACENgYAjpz00A/V227jWk1R4UABNpJoKqmx46I7Ly3KvMHAQhAwFcCti9zMzt2XVp/Z+vs9r7aTbshAIGIAJqeiAWfIACBDBPQGZxVaHns9zKMBtMgkBsCaHpyc6oxFAL5JmAzNqtd5pse1kMgGwTQ9GTjPGIFBCBQh4DO2KDpqUOJaghkmwCZnmyfX6yDAAQCAqvN8NjvARICEPCfQKTpsSMgO+edUvbfXCyAAATySsBqc2IZnxr9XXL7vHLDbghkiQCZniydTWyBAASqErAZm9Uuq+6YCghAwBsCjqbnZ/3irui9PZVlb6yioRCAAAQSBGIZnmeV/Vu9+sTuKEIAAh4SINPj4UmjyRCAQPMEVpvhsd9r/oh8AwIQ6DQCaHo67YzQHghAYE0IJDU6zZbXpFHsFAIQWFcCUdAT/Mq66gjsyMYubeewri3jYBCAAATaSMD2Z8ml7d+S623Z1rexKewKAhDYIAJNaXpevny1Qc3ksBCAAARWT+Dlq/+vrmZRBzf2qdUUzc/qj843IQCBTiHQlKbn2Uq5U9pNOyAAAQg0TGBlpVyRwbaZnEaXDR+MDSEAgY4l4GR6nidGQunlledlIePTseeThkEAAg6Bl69eiQp4oqdS0/u1Ruqd3fIRAhDwlEBM02PnrlkGHaN9cRlLExDDAQ459gFP+3iaDQEIOAQ2Lau5azWPnTKHbea4qYcP/sH1Ue29NvnpH5x+k48QgICnBJrS9DQ69812JlMEBziogQN+kA0/8LSPp9kQgIBDoGlNTyNz3yZDFEwRhU9DUIaLyhjhB/iBn37g9Jt8hAAEPCWApifHGgV988V+dDr4QEM+4GkfT7MhAAGHQLqmJ6bxSZmzp97RQMGnQvOEf+AfoUYwO9eH02/yEQIQ8JRALNNjtQc2A0A5mIoJRsLwgIe9NtQSf8iXP3jax9NsCEDAIYCmB42JSe3DAQ4quMcPqvqB02/yEQIQ8JRALNPjjmL5HB/FwgMe+EC+fcDTPp5mQwACDoG4psdqMVgaTQYc4OC+xwp/yLU/OP0mHyEAAU8JxDI9aBTiI1l4wMPN7uAP+fYHT/t4mg0BCDgE0PSo0TtaBrQc+AHXQZ1+wOk3+QgBCHhKIJbpcUe1fI6PauEBD3wg3z7gaR9PsyEAAYcAmh40G9Fvr6FZybVmJXzfEn6Q6gdOv8lHCEDAUwJkeoJ38DCKz/convPP+a/nA5728TQbAhBwCBhNjx3Z2TltymakB48gC5T4lXX8A/8I37gcvNsnB2Wn3+QjBCDgKQEyPWR6jIAVDnDAB2r6gKd9PM2GAAQcAqGm52lC20LZ+c2gZ88FHvBwNS/4Q/78wek3+QgBCHhKgEwPo9uao9t6Ogfq0cLkxQc87eNpNgQg4BCooekJOnOt30jTdFCvO3v4RE9/qQAy5IF/4B+uP/xsgmuP/cPpN/kIAQh4SoBMD5keMj34AD7QgA942sfTbAhAwCGwyWoT7HI50PbYcnJJvdEyJLnYMnzgo7Jd1h+SS/zDX/9w+k0+QgACnhIg09PACC8vmgXsRJ+DD1T3AU/7eJoNAQg4BMKnt+wINNJkxJ/OoN7ysDoFW04uqXefcor8xnKCD3yUD1h/SC471z+cfpOPEICApwTI9JDpQc+BD+ADDfiAp308zYYABBwC/z/TpwWQ5v/qigAAAABJRU5ErkJggg=="
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* この時点での見た目\n",
"\n",
"![image.png](attachment:52e350df-5870-4b5a-8205-39086c8be40b.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 窓関数の取得および描画\n",
"\n",
"* 窓関数の取得\n",
" * `scipy.signal.get_window`\n",
" * `scipy.fft.fft`で周波数分析\n",
"* 描画\n",
" * matplotlibをひとまず使用"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 必要なライブラリをimport"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.signal as sg\n",
"import scipy.fft as fft"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 窓関数を取得し周波数特性を計算"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"eps = 1.e-12\n",
"win = sg.get_window(win_name, Nx)\n",
"W = 20.0 * np.log10(np.abs(fft.fft(win, nfft)) + eps)\n",
"W = fft.fftshift(W)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `matplotlib`を用いて描画"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"fig, axes = plt.subplots(2, 1)\n",
"axes[0].plot(win)\n",
"axes[1].plot(W)\n",
"st.pyplot(fig)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `st.pyplot`\n",
"\n",
"* `matplotlib`のfigureを描画\n",
" * `st.pyplot(fig)`\n",
"* 使い慣れたmatplotlibを使える\n",
" * が、javascriptの恩恵が得られない"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* この時点での見た目\n",
"\n",
"![image.png](attachment:1a5799fe-116e-4fbf-926b-73eb19599dba.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `streamlit`の描画ライブラリ\n",
"\n",
"* `st.line_chart`, `st.area_chart`, `st.bar_chart`\n",
" * `st.altair_chart`のsyntax sugar\n",
" * 手軽に使える反面細かい設定は不可能\n",
"* その他`vega`, `plotly`, `bokeh`なども使用可能"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"st.line_chart(win)\n",
"st.line_chart(W)"
]
},
{
"attachments": {
"d7e4a3af-0f1e-4754-a3b3-1e7b4b9110f1.png": {
"image/png": 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PbBWhkDyJuJJL0LkB1KwzZRN7AI21AOm1dlhQqxVbrrjcNypWPf0jV1xturFWbL5wSTTXvrC1iY+YeYgrJtt+6qJmfnichFJorAWorLXDglqt2HLENc5Ua9ZLMzafsSjNXPvEJuBUP2oCcY2oyGaDmmUjVfKG0lgnl0Cv+QS1PBkJCDBjTBtTrVkvzdh897G5Q8dGrz8/fPydpAHsG1tSME7lxOWQkckmNctEKAHNpLEWIILWDgtqtWLLCdcDT7w6MkpV0z/cLpATLrfdbba1YguBa/fDz4l4tX0IbG1iJXQe4grNsP/yqZl/TrWWSGMtQFmtHRbUasWWC66uP+3ngqtPt9WKLRQuCeY6FLY+8ePzGOLyyWacsqhZHJ411EJjLUBFrR0W1GrFlgOurqZas16asYWMxVvvf7oYud6+c87gMY2xl5DYYmNx6yMul408tqlZHjpJaCWNtQAVtHZYUKsVm3RcmPJx/S17ClOEqSBtF+m42uKoyqcVW0hcMNN41f0fTT1g8JjG2OY6JLaqGImVRlyxmPZXDzXzx6X2kmisBSistcOCWq3YJONyTTV+zu+ySMbVBUdVXq3YQuNyzfXN9+yvojZYWmhswRo+pmDiGkOQwN3UTKAoQptEYy1AGK0dFtRqxSYVF0yQfQEMfsbvukjF1RVHVX6t2GLgwouE7C8geMJMrCUGtlhY3HqIy2Ujj21qlodOElpJYy1ABa0dFtRqxSYRl2uq8fN9n5/tJeLy1UW1YouFy/0lpMv0oiH6xcI2pI19jiWuPqylPYaapeU/p9pprAWopbXDglqt2CTiss+q3j7d/0Yzibh8dVGt2GLimj9ysphvjTnXuDk29BITW2gsbvnE5bKRxzY1y0MnCa2ksRaggtYOC2q1YpOG6959C4Xhwc/1455V3RTy0nA1tbXrPq3YYuNynzYzJNba6BcbW5s2+chDXD5YjFsGNYvLd8610VgLUE9rhwW1WrFJwuUanaFvypOEy3fX1IotBS73GdeYfx1qSYEtFBa3XOJy2chjm5rloZOEVtJYC1BBa4cFtVqxScGFEUP8LO/rp3kpuEJ0S63YUuGyz7gO+Ri+VNhCxJ9bJnG5bOSxTc3y0ElCK4MZ64sXL5rZ2Vmza9cus7y8XIv1ww8/NNPT02bHjh3m//1//682H3Ygn8ZFa4eFVlqxScDlPqkBU0F8LBJw+cBRVYZWbKlwxXgMXypsVfHjM424fLIZpyxqFodnDbUEM9ZTU1OFWZ6ZmTHbtm0zly9fruTr7/7u78wdd9xhnnrqKfOFL3zBfPrpp5X5kEhjXUuN2B08GYWRxn0CSJ/H6tW1SqtewKsVW0pcIb7cubGZEpvbDt/bxOWb0fDlUbPwHGupIYixhonetGlTMVK9d+9es27dOoMR7KoFZvm+++4zr7zyitm6dSuNdRVJGafxZBRGvNuuvGq672P16lqlVS/g1YotNS7f05Hc2EyNzW2Lz23i8slmnLKoWRyeNdQSxFgvLS2ZzZs3m/n5ebNly5Zi+8yZM5V8HT582KxZs6b4e+yxx0Z5Dh48WIxQw3i7fwhu/pGDSY6Bux5+uphT/aVv/8z8+pWj7A88JySPgQd/+fxorv8zLxxO3p5JPj8QO6+PXWNgZLy44YWBIMYac6o3bNhg1q5da06fPm02btxoFhcXVzUYI9uY/vHiiy+ao0ePFvkvXLiwKp9N4FQQy0Q+a3RwjUsqXD6fAFKlSypcVW3xnaYVmxRc7iMf+7ycqEpvKdiq2jYkjbiGsJfmWGqWhvccaw1irEEERqrn5ubMqVOnzPr1682lS5cKfk6cOFGYbXyAAb/22mvNW2+9ZTDKfc0111QacEssjbVlIp81T0b+tMJP7va10nOHjvkr2ClJq16AqBWbJFxTs08WI9d4UoiPRRI2H3hsGcRlmchnTc3y0Sp1S4MZ64WFhdEUjwMHDoxwYh41bla0yy9+8YtRvh/96Ec2uXJNY11Ji+hEnoz8yIMRwO075wrTgmcIh1q06gW+tGKThKuI0+krcbpnfnCYSsI2GIxTAHE5ZGSySc0yEUpAM4MZa2A7f/68OXfu3FiYGM2uu7nRPZjG2mUjj22ejPzodPM9+wtTjZsVQy5a9QJnWrFJw+X+sjL0tefSsPnqe8Tli8l45VCzeFznXlNQY+2bHBpr34yGL48no+EcP/DEq4WpxjSQkG+5Q0u16qUZm0TN3HsBYLT7LhKx9cXiHkdcLht5bFOzPHSS0EoaawEqaO2woFYrtli45o+cLEw13qw49HXlbUI9Fq42bfGdRys2qbh83MwoFdvQ2CSuoQzGP56axec81xpprAUop7XDglqt2GLgcn9SD3WzYjn8Y+Aq1xnrs1ZsknHZmxkxlanPIhlbHzz2GOKyTOSzpmb5aJW6pTTWqRVQbD5BLU9G/QLMfbNiyJsVy63Tqhdjsax0nM+IY/skG4xgd120xiNxdY2E9PmpWXoNcmkBjbUApbR2WFCrFVtoXLv3zI9uVoQ5ibWExhULR1U9WrFJx4VfXjCVCX+Y2tRlkY6tCxY3L3G5bOSxTc3y0ElCK2msBaigtcOCWq3YQuKyN35hpG/IjV99Qjskrj7t8XmMVmw54MJUJhjrrjGdA7Y+MUpcfVhLeww1S8t/TrXTWAtQS2uHBbVasYXC5Y7uDX1UWZ/QDoWrT1t8H6MVWy64br3/6cJc4+UxbX+FyQVb11glrq6Mpc9PzdJrkEsLaKwFKKW1w4JardhC4ILZsC+B6TMf1Ucoh8Dlo10+ytCKLRdciG88hx0j15jq1GbJBVsbLG4e4nLZyGObmuWhk4RW0lgLUEFrhwW1WrGFwHXblRG90C+BaQr5ELia6ou5Tyu2nHC5T7pp84tMTti6xDJxdWFLRl5qJkOHHFpBYy1AJa0dFtRqxeYblzsHNfRLYJpC3jeuprpi79OKLTdcXe4hyA1b25gmrrZMyclHzeRoIb0lNNYCFNLaYUGtVmw+cbnzqrs+NcF3+PrE5bttQ8vTii1HXHiEJKaEjJtvnSO2NnFKXG1YkpWHmsnSQ3JraKwFqKO1w4Jardh84ZIwr9rtAr5wuWVK2daKLUdcbedb54itTbwTVxuWZOWhZrL0kNwaGmsB6mjtsKBWKzZfuCTMq3a7gC9cbplStrViyxVXm/nWuWIbF/PENY4hefupmTxNpLaIxlqAMlo7LKjVis0HLinzqt0u4AOXW56kba3YcsY1br51ztiaYp+4mtiRuY+aydRFYqtorAWoorXDglqt2IbikjSv2u0CQ3G5ZUnb1ootd1zufOtyzOSOrYzHfiYuy0Q+a2qWj1apW0pjnVoBxeYT1PJktDrAML8UN23h5q1Uz6te3arPUrTqxVisUzx9enGfwfRcZX/QGo/ElT7uuraAmnVlbHLz01gL0F5rhwW1WrENwYWXY8BUp3xedV3YD8FVV6aUdK3YNOCq+wVHA7aq+CeuKlZkp1Ez2fpIah2NtQA1tHZYUKsVW19c4+aUpg7HvrhSt7tN/VqxacFVdc+BFmzl+CSuMiPyP1Mz+RpJaSGNtQAltHZYUKsVWx9cePHL9bfsKUar27x1LkVo9sGVop196tSKTROuW6+8ffTme/YXEmvC5sYscbls5LFNzfLQSUIraawFqKC1w4Jardj64LLzqmEepC59cEnFUm6XVmyacGG+tf3y+cATr/L8UQ5i4Z81xWKZaq3YtOIq6xfzM411TLZr6tIc2FqxdcUFk4B51dun5wzMg9SlKy6pOKrapRWbNlyHj79T9BX0l2deOFwlZfZp2jSzgmjFBXxasWnFZWMyxZrGOgXrpTo1B7ZWbF1wuUYBN2lJXrrgkoyjqm1asWnEhaflwFj/2d/8XPQX0ao4a5OmUTPg1opLMzbNmrXpiyHy0FiHYLVjmZoDWyu2triKR4nt/OxRYhi1lr60xSUdR1X7tGLTigtPzYG5xlN0tC1aNdOKC/GnFZtWXCnPGTTWKdm/UrfmwNaKrS0u+8ryqdknBUTa+Ca0xTW+JHk5tGJTi+vt98yXvv2zwlzPHzkpL6AGtEitZsePD2BF9qHUTLY+klpHYy1ADa0dFtRqxdYGl/toPTwRJIelDa4ccFS1USs2rbig4Y8febYw1rihMZc+VBV75TStmmnFBf20YtOKq9znYn6msY7Jdk1dmgNbK7ZxuHJ4tF5VOI7DVXVMLmlasWnFhbgCtvIj+HKJt6Z2atVMKy4bi02a5rpPs2apNKGxTsW8U6/mwNaKbRyuHB6t54TgaHMcrlHGDDe0YtOKCyEGbOVH8GUYequarFUzrbhsLK4SUkGCZs1SyUNjnYp5p17Nga0VWxOuXB6t54TgaLMJ1yhTphtasWnFhTCz2HJ6sk6b7mFxtcmbUx6tuNxYzEmPNm3VrFkb/CHy0FiHYLVjmZoDWyu2Olx4nB6eZIA/mIHcljpcueGoaq9WbFpxQUMXm30EH34Nkvws+KrYK6e5uMr7cv6sFRc00YpNK66U/YjGOiX7V+rWHNhasVXhch+tBxOQ41KFK0ccVW3Wik0rLmjoYkP/so/gy7V/2bh0cdk0DWutuMqxqEEri0GzZhZj7DWNdWzGK+rTHNhasVXhsiNquPjnulThyhVLud1asWnFBf3K2HL/RcjGZBmXTc99rRVXVSzmrpVtv2bNLMbYaxrr2IxX1Kc5sLViK+PCc3btFBDpb1esCMFRUhnXaIeCDa3YtOJCyFVhs/cw4BF8uU4JqcKloItV6qUBV10sasCmNRZTakNjnZL9K3VrDmyt2FxcuLjjIg9jPXfomICI6t8EF1f/UmQeqRWbVlyIojpseOES+htewJTjUocrRyxum7XiAkat2LTicuMy9jaNdWzGK+rTHNhasbm4cnu7YkUIjpJcXKNEJRtasWnFhbCrw+Y+Jz7HtzLW4cq9q2nF1RSL1Cx3Bvy3n8baP6edS+TJqDNlyQ+wmtkpIFreDGdxJSc4QAO0YtOKCyHQhA2/DmHUOse+14QrQOhHK1IrrnGxGI3gABVp1iwAXa2KpLFuRVPYTJoDWys24HJHzfD6cg2LVr2gjVZsWnG10SzXtzJq1UwrrjaxmOv5X7NmqTShsU7FvFOv5sDWig24br5nfzFihou7lkWrXtBHKzatuNpoluv9DVo104qrTSzmeg3QrFkqTWisUzHv1Ks5sLVi+/Ejz45+hs71yQROCI42teoFgFqxacXVVrMcp2Np1UwrrraxODqRZrShWbNUMtBYp2LeqVdzYGvEhikgX/r2zwpjneONU07ordrUqJcFqRWbVlzQrS223KaEtMVlYzeXtVZcXWIxF61sOzVrZjHGXtNYx2a8oj7Nga0Rm8YpIDYsNeqlHRs1M8XzrLdPzxVfdvGca+mLVs204kI8acWmFVfKcwCNdUr2r9StObC1YbMvp/iz2/4525dTNIW8Nr1crFqxacUF7bpgO3z8ncJY40kh0l/S1AWXG8PSt7Xi6hqL0nVy26dZMxdnzG0a65hs19SlObA1YXNfp/yrQy/XqJl3sia9ykpoxaYVF/Triu3efQuFub5x5vGy/KI+d8UlqvENjdGKC5C1YtOKqyFMg++isQ5O8fgKNAe2Jmy4WGM0DBdvTbjcCNWKCxi1YtOKq49muJE4hykhWjXTiqtPLLrnVcnbmjVLxTuNdSrmnXo1B7YWbHYKCC7auHhrweWEYbGpFRfAacWmFVdfzXKYEqJVM624+sZicVIV/k+zZqmop7FOxbxTr+bA1oDNnQKCizYWDbicEBxtasVFzUYSZ7XRNx6lTwnpi0u6eFpx8fwhPfJktY/GWoAePBkJEKGhCe4UEJtNq2ZacUE3rdi04hqimfQpIVo104prSCzaa4bUtWbNUnEezFhfvHjRzM7Oml27dpnl5eVGfI8++qi56aabzLPPPtuYb3p6unF/rjs1B3bu2MpTQGyM5Y7L4iivteICTq3YtOIaqpnkKYXr7NcAACAASURBVCFaNdOKa2gsls+zkj5r1iwVz8GM9dTUlNmxY4eZmZkx27ZtM5cvX67E+Nhjj5ktW7aYQ4cOmT/+4z+uzGMTaawtE/msc+60VVNALPM547IYqtZacQGrVmxacfnQTOqUEK2aacXlIxarzrcS0jRrlorfIMYaJnrTpk3FSPXevXvNunXrDEawywvyXXfddWZ+ft789re/Le9e9ZnGehUl4hNy7rRVU0As4Tnjshiq1lpxAatWbFpx+dLshitP85H04hitmmnF5SsWq865qdM0a5aK2yDGemlpyWzevLkwzBiNxvaZM2cqMWL/tddeW4xW33DDDaM8Bw8eNDDS5T8EAf/IQegYuOvhp4tH6/3lrjnz2uu/Ycyx3zEGMo2BZ144PHpxDLZDnztYPq9PucXAyHhxwwsDQYw15lRv2LDBrF271pw+fdps3LjRLC4urmowRqy3b99u3n//ffPpp58Wx1TlswdyxNoykc8aJ5jcFncKCLarlhxxVeEop2nFBZxasWnF5VOz0b0SOz97XGY57mN/1qqZVlw+YzF2rI2rT7Nm47CH2h/EWKOxGImem5szp06dMuvXrzeXLl0qMJw4caIw2xbQ1q1bzVNPPWUwyo0pI5988ondtWpNY72KEvEJOXZaOwWk6afjHHG1CRatuIBdKzatuHxrZqeEYN516kWrZlpx+Y7F1PHn1q9ZMxdnzO1gxnphYcGsWbOm+Dtw4MAIE4z0HXfcMfoMo42pIMj785//fJRetUFjXcWK7LTcOq0d2cJFuGnJDVcTFnefVlzAqBWbVly+NXN/ibLPo3djP+a2Vs204vIdizFjbVxdmjUbhz3U/mDGGg0+f/68OXfu3Ni2YzQbecctNNbjGJK3P6dO615466aAWIZzwmXb3GatFRewa8WmFVcIzewXZ/wqlXLRqplWXCFiMWX8uXVr1szFGXM7qLH2DYTG2jej4cvLqdO2mQJiGcsJl21zm7VWXMCuFZtWXKE0s1NCmqZ6tekrQ/Jo1UwrrlCxOCSGfB2rWTNfHHUth8a6K2MB8msO7Fyw2ZGscVNArPy54LLtbbvWigv4tWLTiiuUZl1+mWrbb7rm06qZVlyhYrFr3ITIr1mzEHy1KZPGug1LgfNoDuwcsLkX2rZzL3PA1SdsteICF1qxacUVUjP7RTrVlBCtmmnFFTIW+5ynfR6jWTOfPHUpi8a6C1uB8moO7Byw2SkgXZ4WkAOuPuGqFRe40IpNK67QmqWcEqJVM624Qsdin3O1r2M0a+aLo67l0Fh3ZSxAfs2BLR2bHbnaPt3t+bbScfUNU624wIdWbFpxhdbM/aVq3M3KfftT3XFaNdOKK3Qs1sVJjHTNmsXgr6oOGusqViKnaQ5sydjcC2vbKSA2NCTjsm3ss9aKC1xoxaYVVwzN7Bfr2FNCtGqmFVeMWOxzvvZxjGbNfPDTpwwa6z6seT5Gc2BLxtZnCoiVXjIu28Y+a624wIVWbFpxxdBsafmCwa9VfzT1gIHJjrVo1UwrrhixGCv2yvVo1qyMNdZnGutYTDfUozmwpWKzI1Vdp4BYGaXisu3ru9aKC3xoxaYVVyzN8GsVjDX+Yk0J0aqZVlyxYrHveXvIcZo1G8LLkGNprIew5+lYzYEtEduQKSBWcom4bNuGrLXiAidasWnFFVMz3LgMYx1rSohWzbTiihmLQ87ffY7VrFkfPnwcQ2Ptg8WBZWgObInYhkwBsVJLxGXbNmStFRc40YpNK66YmsWeEqJVM624YsbikPN3n2M1a9aHDx/H0Fj7YHFgGZoDWxq2oVNArNTScNl2DV1rxQVetGLTiiu2ZjGnhGjVTCuu2LE49Dze5XjNmnXhwWdeGmufbPYsS3NgS8LmYwqIlVgSLtsmH2utuMCNVmxacaXQLNaUEK2aacWVIhZ9nM/blKFZszb4Q+ShsQ7BascyNQe2JGw337O/mEfZ5UUwdVJKwlXXxj7pWnGBC63YtOJKoVmsKSFaNdOKK0Us9jl/9zlGs2Z9+PBxDI21DxYHlqE5sKVgmzt0rDDVfZ8CUpZYCq5yu4Z+1ooLvGjFphVXKs3cKSHvLi4N7VKVx2vVTCuuVLFYGTyeEzVr5pmq1sXRWLemKlxGzYEtARsujtffsqcw1l1fBFOnugRcdW0bkq4VFzjRik0rrpSa2Skh+JUrxKJVM624UsZiiPhzy9SsmYsz5jaNdUy2a+rSHNgSsNkpILfe/3SNAt2TJeDq3urxR2jFBeRasWnFlVIzd0oIfu3yvWjVTCuulLHoO/bK5WnWrIw11mca61hMN9SjObBTY7NTQDBijYulryU1Ll84yuVoxQWcWrFpxZVas/kjJ4tfuXDu8D0lRKtmWnGljsXyedrnZ82a+eSpS1k01l3YCpRXc2CnxOZOAcFF0ueSEpdPHOWytOICTq3YtOKSoBl+5cKLY3xPCdGqmVZcEmKxfK729VmzZr446loOjXVXxgLk1xzYKbGFmAJi5U+Jy7YhxForLnClFZtWXBI0w69c9v4Mn1NCtGqmFZeEWAxxvteMKxRfbcqlsW7DUuA8PBn5JzjUFBDbUq2aacUF3bRi04pLimYhpoRo1UwrLimxaK8/PteaNfPJU5eyaKy7sBUor+bAToEt5BQQGwIpcNm6Q6614gJnWrFpxSVJM99TQrRqphWXpFj0ff7XrJlvrtqWR2PdlqmA+TQHdgpst12ZF+nzKSBl+VPgKrchxGetuMCVVmxacUnSzJ0Ssv/F44O7nlbNtOKSFIuDg69UgGbNSlCjfaSxjkZ1fUWaAzs2NvdnW59PASmrFxtXuf5Qn7XiAl9asWnFJU0zn+cWrZppxSUtFn2e/zVr5pOnLmXRWHdhK1BezYEdE5vvUaUmuWPiamqH731acYEnrdi04pKomZ0Sgl/FhixaNdOKS2IsDok/91jNmrk4Y27TWMdku6YuzYEdE5udAjI1+2QN0/6SY+Ly1+rxJWnFBeRasWnFJVEzX/dvaNVMKy6JsTj+bN4uh2bN2jHgPxeNtX9OO5eoObBjYXN/pvX9MocqQWPhqqo7ZJpWXOBMKzatuKRq5uOJQ1o104pLaiz6uBZo1swHP33KoLHuw5rnYzQHdgxs7hQQn8+abZI5Bq6m+kPt04oLfGnFphWXZM3wqxheHNN3SohWzbTikhyLQ68FmjUbyk3f42ms+zLn8TjNgR0DW8wpIFb2GLhsXTHXWnGBQ63YtOKSrNnQKSFaNdOKS3IsDr0+aNZsKDd9j6ex7sucx+M0B3ZobLGngFjZQ+Oy9cRea8UFHrVi04pLumZDpoRo1UwrLumxOOQ6oVmzIbwMOZbGegh7no7VHNghsWEKyPadc8VPsrGmgFjJQ+KydaRYa8UFLrVi04orB836TgnRqplWXDnEYt/rhWbN+nIy9Dga66EMejhec2CHxHbvvoXCVMd4CkhZ5pC4ynXF/KwVFzjUik0rrhw0c6eEHD7+TuuuqlUzrbhyiMXWwVfKqFmzEtRoH2mso1FdX5HmwA6FDRcx3DyEvxhPASmrFwpXuZ7Yn7XiAo9asWnFlYtmdkoIfj1r+1IqrZppxZVLLPa5XmjWrA8fPo6hsfbB4sAyNAd2CGzuFJAHnnh1IPv9Dg+Bq19L/B6lFRdY0opNK66cNLNTQvArWptFq2ZaceUUi23iz82jWTMXZ8xtGuuYbNfUpTmwQ2CzU0BumHm8htHwySFwhW/1+Bq04gJyrdi04spJs+Nvvzf6Ba3NlBCtmmnFlVMsjj/Lr8yhWbOVSON9orGOx3VtTZoD2zc2dwoILmapFt+4UuEo16sVF3BqxaYVV26a4dczTE1rMyVEq2ZaceUWi+XzetNnzZo14Q65j8Y6JLsty9Yc2D6xSZgCYiX1icuWKWGtFRe41YpNK64cNcOvaDDX46aEaNVMK64cY7Ht9USzZm058J2Pxto3oz3K0xzYPrFJmAJi5fWJy5YpYa0VF7jVik0rrhw1azslRKtmWnHlGIttryeaNWvLge98NNa+Ge1RnubA9oVNyhQQK68vXLY8KWutuMCvVmxaceWqWZspIVo104or11hsc13RrFkb/CHy0FiHYLVjmZoD2wc2SVNArLQ+cNmyJK214gLHWrFpxZWzZuOmhGjVTCuunGNx3PVFs2bjsIfaT2MditkO5WoObB/YJE0BsbL6wGXLkrTWigsca8WmFVfOmo2bEqJVM624co7FcdcXzZqNwx5qP411KGY7lKs5sIdikzYFxMo6FJctR9paKy7wrBWbVly5a9Y0JUSrZlpx5R6LTdcZzZo14Q65j8Y6JLsty9Yc2EOx4dFVuMs+1Ytg6iQciquu3NTpWnGBV63YtOLSoFndlBCtmmnFpSEW664tmjWrwxw6ncY6NMMtytcc2EOw2RGflC+CqZNvCK66MiWka8UFbrVi04pLg2Z1U0K0aqYVl4ZYrLu+aNasDnPodBrr0Ay3KF9zYPfF5l6QsC1t6YtLGo5ye7TiAk6t2LTi0qKZHSBwXxyjVTOtuLTEYvl8rxlXFdZYaTTWsZhuqIcno9Xk3HjlRQvSpoDYlmrVTCsu6KYVm1ZcmjQrTwnRqplWXJpi0V7D7FqzZhZj7DWNdWzGK+rTHNh9sNkRHolTQKx8fXDZYyWvteIC51qxacWlSTP3FzjckK1VM624NMVi+fqjWbMy1lifgxnrixcvmtnZWbNr1y6zvLw8Fs/Ro0fNk0882Zhvenq6cX+uOzUHdlds7gVI4hQQG2NdcdnjpK+14gLvWrFpxaVNMztggCkhr73+G+mngl7tYyz2oi3pQZo1S0VsMGM9NTVlduzYYWZmZsy2bdvM5cuXazHCeK9fv95873vfq82DHTTWjfSI3Nm100p9CkiZ3K64ysdL/awVF/jWik0rLo2a2Skhu376lNRTwKB2MRYH0ZfkYM2aJSHUGBPEWMNEb9q0qRip3rt3r1m3bp3BCHbdcssttxTG+q677qrLUqTTWDfSI3Jnl04r8UUwdaR2wVVXhsR0rbjAtVZsWnFp1Mz9RQ5TQrQtjMX8FNWsWSo1ghjrpaUls3nzZjM/P2+2bNlSbJ85c6YS4/PPP2++/OUvmzfeeMPccccdozwHDx4sRqhhpt0/BAH/9HHwq0MvF8+rxjOrn3nhMDVmnDMGGAMqY+Cuh58uznV/9jc/L6aE8Hqm73qWm6Yj48UNLwwEMdaY2rFhwwazdu1ac/r0abNx40azuLi4qsHIhzw333yz+cEPflCY8HfffXdVPpvAEWvLRD5rnGDGLUvLF0wuU0Aslja4bN6c1lpxQQOt2LTi0qzZX+767MVX+JVO08JYzE9NzZqlUiOIsQYYjFTPzc2ZU6dOFdM8Ll26VGA8ceJEYbYtYIxqHzhwwOzevZvG2pKiaN2m0+Y0BcRK0waXzZvTWisuaKAVm1ZcmjXDr3L4dQ5/mqaEMBZzOtt/1lbNmqVSI5ixXlhYMGvWrCn+YJztsnXr1hVTPmw6poL8/d//vf1YueaIdSUtohPHdVpcVOwFRvJTQMokj8NVzp/LZ624wL9WbFpxadfMfUoIfrXTsDAW81NRs2ap1AhmrAHo/Pnz5ty5c96w0Vh7ozJaQU2dNscpIJa4Jlw2T45rrbighVZsWnFNgmb2KSFapoQwFvM762vWLJUaQY21b1A01r4ZDV9eU6fNcQqIZawJl82T41orLmihFZtWXJOgmbanhDAW8zvra9YslRo01qmYd+rVHNh12HKdAmJlq8Nl9+e61ooLemjFphXXpGimaUoIYzG/M79mzVKpQWOdinmnXs2BXYUt5ykgVrYqXHZfzmutuKCJVmxacU2SZlqmhDAW8zv7a9YslRo01qmYd+rVHNhV2HbvmS9uWMTFJNelCleuWNx2a8UFjFqxacU1SZphSsj1t+wpzovzR066XTKrbcZiVnIVjdWsWSo1aKxTMe/Uqzmwy9hw0cBTQHAReXdxyWEhr80yrrxaX99arbiAWCs2rbgmTbO5Q8dG58ZcnxLCWKw/t0rdo1mzVJzTWKdi3qlXc2C72HCxsKMyuIjkvLi4csZRbrtWXMCpFZtWXJOo2dTsk4W5vu3+p8tdM4vPjMUsZFrRSM2arQAa8QONdUSy66rSHNguNlwsMFqNi0fui4srdyxu+7XiAkat2LTimkTN8CueHXzIcUoIY9E9m+axrVmzVArQWKdi3qlXc2BbbFqmgFjZLC77WctaKy7ooxWbVlyTqlnOU0IYi/ldCTRrlkoNGutUzDv1ag5sYHNHYfa/eNxBnu+mVs204kKkacWmFdcka3brlV/3br5nf1YnScZiVnIVjdWsWSo1aKxTMe/UqzmwgQ0XB0wBwcVCy6JVM624EHdasWnFNcma5Xo/CmMxvyucZs1SqUFjnYp5p17Ngf3jR57N/k53R6rRplbNtOKCcFqxacU16ZrlOH2OsTi6RGSzoVmzVCLQWKdi3qlXa2Dj2axf+vbPCmOd4404jkSrNtVqdlzHVJ1VgtFYV1EiPm3S+5mdEnJjJs/816oXOopWbFpxpTy50VinZP9K3VoDGxcDTAHZ/fBzAlj22wStmmnFBfW1YtOKi5oZU7yldnquOI/i1efSF8aidIVWt0+zZqvRxkmhsY7Dc2MtGgMbFwGY6j+77Z+Li0MjARnu1KgZZNCKSzM2apbfCaSLZoePv1OcS3E+xa+AkpcuuCTjqGqbVmxacVVpGCuNxjoW0w31aAtsnPxxEcDfrw693IA8313aNLNKaMUFfFqxacVFzWyvNObefQvF+XT7zjnRAxWMxaua5bKlWbNUGtBYp2LeqVdTYBc/Xe68+tOlJmyOZDRpLhmZbDMWMxHKaSY1u0rGDVem1sFkS1206gW+tWLTiitlH6GxTsn+lbo1BfbuPfPFyAouAlg0YXNDhbhcNvLYpmZ56OS2kppdZcP9JVDqzeBa9YIKWrFpxXW158TforGOz/mqGrUEtvt4KDsXUAu2smjEVWZE/mdqJl+jcgup2UpGpL+VUateUEErNq24VvacuJ9orOPyXVmbhsCue6GBBmxVohFXFSuy06iZbH2qWkfNVrMyNftk8avgbQJfuKVVL6igFZtWXKt7TrwUGut4XNfWpCGw7dsVcdJ3Fw3YXDx2m7gsE/msqVk+WtmWUjPLxNX1u4tL5vpb9hTmGiPYkhateoFjrdi04krZL2isU7J/pe7cA7vp58ncsdWFB3HVMSM3nZrJ1aauZdSsmpmqaXfVOeOmatULLGrFphVX3MhfWRuN9Uo+knzKObDH3VCTM7amYCCuJnZk7qNmMnVpahU1q2cHL97CI00lvZVRq15QQSs2rbjqe074PTTW4TkeW0OugY151fbtinWPgMoV2zjRiGscQ/L2UzN5moxrETWrZ8h9K2Pd+bf+6DB7tOoFtrRi04orTIS3K5XGuh1PQXPlGtj2pQV4tB5O8lVLrtiqsLhpxOWykcc2NctDJ7eV1MxlY/W2+4sh3tCYetGqF3jVik0rrpR9gcY6JftX6s4xsNvO8csRW5uQIK42LMnKQ81k6dGmNdRsPEsPPPFqMSUENzTWDXCML8VPDq16gR2t2LTi8hPR/Uqhse7Hm9ejcgvsLnel54atrbDE1ZYpOfmomRwt2raEmrVjyj6CD09nSrlo1QucasWmFVfKfkBjnZL9K3XnFtj20Xq3tniOam7Y2oYDcbVlSk4+aiZHi7YtoWbtmMJItYRH8GnVCypoxaYVV7ueEyYXjXUYXjuVmlNg258dt0/PtfrZMSdsXUQjri5sychLzWTo0KUV1Kw9W3Z6Hp4UYt982/5oPzm16gV2tGLTistPRPcrhca6H29ej8olsHFzDE7a+Gt7o0wu2LoKSlxdGUufn5ql16BrC6hZN8bsDeXbd7Yb+OhW+vjcWvUCcq3YtOIaH63hctBYh+O2dck5BLb7UyNGrdsuOWBri8XNR1wuG3lsU7M8dHJbSc1cNtpt4ylNGPxI8cpzrXqBea3YtOJq11vC5KKxDsNrp1JzCGw7r7r8yvJxQHPANg5D1X7iqmJFdho1k61PVeuoWRUrzWnuzeX7XzzenNnzXq16gSat2LTi8hzanYqjse5EV5jM0gPbzqvu8zgn6dj6KkpcfZlLdxw1S8d935qpWT/mYKgxao1zdsz51lr1ggpasWnF1a/n+DmKxtoPj4NKkRzY7gsIcHNM10Uytq5Y3PzE5bKRxzY1y0Mnt5XUzGWj27b7yvNYz7fWqheY14pNK65uvcVvbhprv3z2Kk1qYONkjJtgMPLR95W5UrH1Eso5iLgcMjLZpGaZCOU0k5o5ZHTcxPnbzrfevWe+49H9smvVC2xoxaYVV78I9nMUjbUfHgeVIjWw7bxqnJz7LlKx9cVjjyMuy0Q+a2qWj1a2pdTMMtFvjV8c7fOtY8y31qoX2NeKTSuufj3Gz1E01n54HFSKxMB251XjZpi+i0RsfbG4xxGXy0Ye29QsD53cVlIzl41+2zHnW2vVC8xrxaYVV7/e4ucoGms/PA4qRVpg93ledR0B0rDVtbNrOnF1ZSx9fmqWXoOuLaBmXRmrzm/nW4d+vrVWvcCqVmxacVX3hDipNNZxeG6sRVJg931edR1ASdjq2tgnnbj6sJb2GGqWlv8+tVOzPqxVH2PnW4d8vrVWvcCoVmxacVX3gjipNNZxeG6sRVJg33jl5QJdn1ddB1AStro29kknrj6spT2GmqXlv0/t1KwPa9XHuM+3njt0rDrTwFSteoEWrdi04hoYyoMOp7EeRJ+fg6UEtn0dbp/nVdcxIQVbXfv6phNXX+bSHUfN0nHft2Zq1pe56uPwyFQ85Ql/mPLne9GqF3jSik0rLt+x3aU8GusubAXKKyGw3ROuzxcKSMAWQjbiCsFq2DKpWVh+Q5ROzfyz6t6Y7vv51lr1ggpasWnF5b/ntC+Rxro9V8Fypg5s95FMvn8iTI0tlGjEFYrZcOVSs3DchiqZmoVhFlP9MGqNqX8+F616gSOt2LTi8hnXXcuise7KWID8KQMbIxZ2XjXuHPe9pMTmG4tbHnG5bOSxTc3y0MltJTVz2fC3jfP+9ulhL/+qao1WvYBVKzatuKriM1YajXUsphvqSRnYuEMcIxe4Y9z3z4KAnBJbA+WDdxHXYAqjF0DNolM+uEJqNpjC2gLwS6Wdb+3r5TFa9QKJWrFpxVUb+BF20FhHIHlcFakC251rN+QlME34UmFrapOPfcTlg8W4ZVCzuHz7qI2a+WCxvgzfL4/RqhcY1IpNK676qA+/h8Y6PMdja0gR2O7NiiHuDregU2CzdYdcE1dIdsOUTc3C8BqyVGoWkt3Pyvb58hiteoEprdi04grfc+prCGasL168aGZnZ82uXbvM8vJybQs+/PBDc+edd5pbb73VvPXWW7X5sGN6erpxf647Ywd2yJsVyxrExlauP9Rn4grFbLhyqVk4bkOVTM1CMbuyXPvymKE3M2rVC2xpxaYV18oIj/spmLGempoyO3bsMDMzM2bbtm3m8uXLq5DBfG/YsME89NBD5rHHHjPr1683ly5dWpXPJtBYWyb6r0PfrFhumdZOS1xlpeV/pmbyNSq3kJqVGQnzGdcFvL8Ac65375nvXYlWvUCIVmxacfUOYg8HBjHWMNGbNm0qRqr37t1r1q1bZ2Ciq5aTJ08WyTDUMNYfffRRVbYijca6lprWO26+Z3/QmxXLDdHaaYmrrLT8z9RMvkblFlKzMiPhPru/ZPa9mVGrXmBdKzatuML1lPElBzHWS0tLZvPmzWZ+ft5s2bKl2D5z5kxja+bm5syXv/zlUZ6DBw8WUz9gpt0/BAH/+nGw66dPFab6S9/+mfn1K0fJI2OJMcAYYAwwBkYx8OAvnx89KeRXh14epfOa2++amwtvI+PFDS8MBDHWmFONKR5r1641p0+fNhs3bjSLi4u1DX7ppZfMtdde25gHB3PEupbCsTvs3d/4qQ8jE7EWnFg0LsSVn6rUjJpJYUByLN67b6Ew15ga0vVpUZJxDdVeKzatuIbqPeT4IMYaDcJINUahT506tWLu9IkTJwqzbRt9+PBhc80115g333zTJtWuaaxrqWncEeJ5pY0VOju1dlrickTOZJOaZSKU00xq5pARcfPWK+83wM2MXd5voFUvUK8Vm1ZcEbvLqqqCGeuFhQWzZs2a4u/AgQOjirdu3WruuOOO0eft27cXeTB1ZNyoNY31iLbWG+68OYxExF60dlriih1Jw+ujZsM5jF0CNYvN+Gf1wUzbJ4Xgvpy2i1a9gF8rNq242sZsiHzBjDUae/78eXPu3Dlv7aax7kal+wQQjECkWLR2WuJKEU3D6qRmw/hLcTQ1S8H6Z3ViGkjXJ4Vo1QuMaMWmFVe6nmNMUGPtGxiNdTdG8TNeyNeVt2mN1k5LXG3Ul5WHmsnSo01rqFkblsLlcX/xbPOkEK16gWGt2LTiCtcrxpdMYz2eo+A5QgQ2nkUKU40Rhy5z5HyDDYHNdxv7lEdcfVhLeww1S8t/n9qpWR/W/B7j3vg+zlxr1QuMasWmFZffXtCtNBrrbnwFye07sB944tWRqY75BJAqcnxjq6ojRRpxpWB9WJ3UbBh/KY6mZilYX13n3KFjra4pWvUCI1qxacW1OorjpdBYx+O6tiafge2OLswf+ezlO7UVR9jhE1uE5raugrhaUyUmIzUTI0XrhlCz1lQFz7j74efGmmuteoFcrdi04greIRoqoLFuICfWLl+BDSON6R/4G/eTXW7YYrW3bT2+NGtbX6x8WnGBP63YtOKiZrF6fft6xj2Gj7HYnkspOTVrlopjGutUzDv1+ghs9yaTFI/Vc+Cs2PSBbUWBQj4QlxAhOjSDmnUgS0hWaiZEiCvNcB/DV/WMa616Ab5WbFpxpew5NNYp2b9S99DAdk01fq6TtAzFJgmL2xbictnIY5ua5aGTk2w+7QAAIABJREFU20pq5rIhY9s117eVHuOqVS8wrxWbVlwpewuNdUr2r9Q9JLBxktu+c66Y/pHqWdVNFA7B1lRu6n3ElVqB7vVTs+6cpT6CmqVWoLr+FYM5e+ZHmbTqBYBasWnFNQrKBBs01glIL1fZN7BhqiU8q7qMx/3cF5tbhsRt4pKoSnObqFkzPxL3UjOJqnzWpipzrVUvINaKTSuulD2Hxjol+1fq7hPYOZhqnowEBFfHJvSJxY5VJMuuFZtWXAgUrdi04IK5tjfM4zGvWnBVnaS0YtOKq0rDWGk01rGYbqinT2Dbkert03NJXwDTAKvY1QfbuDIl7CcuCSp0awM168aXhNzUTIIKzW1wH/H64C+fb86c8V7GYsbiRW46jXVkwquq69ph3bcqYsRA8tIVm2QsbtuIy2Ujj21qlodObiupmcuG3G3XXEt51KtvthiLvhnVWx6NtQBtu3TYnEw1qO2CTYAUrZtAXK2pEpORmomRonVDqFlrqpJn1G6uGYvJQyybBtBYC5CqbYfNzVSD2rbYBMjQqQnE1YkuEZmpmQgZOjWCmnWiK3lmTAWxc661jVwzFpOHVzYNoLEWIFWbDpujqQa1bbAJkKBzE4irM2XJD6BmySXo3ABq1pmypAdAL60j14zFpKGVVeU01gLkGtdhczXVoHYcNgH092oCcfWiLelB1Cwp/b0qp2a9aEt2kNULLyrTNnJtsSUjN1DFWnEFoqtVsTTWrWgKm6kpsHM21WCtCVtYVsOWTlxh+Q1ROjULwWrYMqlZWH59l+7qpc1cu9h885ayPK24UnJKY52S/St11wV27qYa8OqwCaB9UBOIaxB9SQ6mZkloH1QpNRtEX/SDy3ppMtdlbNHJDVShVlyB6GpVLI11K5rCZqoKbA2mGqxVYQvLZpzSiSsOzz5roWY+2YxTFjWLw7OvWqr0mjt0TMW0kCpsvnhLWY5WXCk5pbFOyf6Vut3AxhsVb75nf3Eiuv6WPUb6c6rH0ediG5c3p/3ElZNan7WVmlEzKQxMWixquKFx0jST0ldybAeNtQDVbId1X1OuwVSDWotNAM1em0BcXumMUhg1i0Kz10qomVc6gxfWpJdrrn+4byF4W3xX0ITNd10xy9OKKyaH5bporMuMJPiMwHZNNV5TnvtItaVRa6clLqtwPmtqlo9WtqXUzDKRx3qcXq65xnTHnJZx2HLC4rZVKy4XY+xtGuvYjFfU98wLh832nXPF9I8bZh4vTHZFtiyTtHZa4sovHKkZNZPCwCTHIsw1fpHF4/hgrjGolMMyyZrloI+kNtJYJ1YDI9Nf+vbPVJpqUMuTUeIA61i9Vr0Yix0DQUh2rfE46bhw3bPm+sZMBpMmXTMhp4QsmkFjnVCmFT+LPfxcNt/cu1DGk1EXttLn1aoXmNWKTSsuapb+fNC1BV1iEeYa0x4xcg1zLX36YxdsXXlLmV8rrpSc0lgnYv/B/YeLEwpOKn/94ycStSJ8tVo7LXGFjx3fNVAz34yGL4+ahefYZw1d9cI0EEx/xHVQ+g37XbH55DVkWVpxheRsXNk01uMY8rwfJxL7jGqcTDBqrTmwtWIjLs8dI0Jx1CwCyZ6roGaeCQ1cXB+9cE289f6nRwNNuCZKXPpgk4ij3CatuMo4Y36msY7INk4g+MnLfjufP3KyqF1zYGvFRlwRO46nqqiZJyIjFkPNIpLtoaoherlvaZT4OL4h2DxQG6wIrbiCEdaiYBrrFiT5yOLerFF+nJ7mwNaKjbh89Iq4ZVCzuHz7qI2a+WAxXhlD9XLvO8KL0jAYJWUZik0KjnI7tOIq44z5mcY6AtuPOK90nZp9ctXJQnNga8VGXBE6jucqqJlnQiMUR80ikOyxCh96rRiE2innnQ4+sHmk2ltRWnF5I6hHQTTWPUhrewi+bd/mzB27t+ZtU5oDWys24mrbC+Tko2ZytGjbEmrWlikZ+XzphWunvakRUycxOJV68YUtNY5y/VpxlXHG/ExjHYjt4lFCV176grud7Xzqquo0B7ZWbMRVFcmy06iZbH2qWkfNqliRm+ZbLwxGwVjjD4NUKaeG+MYmRUWtuFLyS2MdgH33UXr41v3u4lJjLZoDWys24moMaZE7qZlIWRobRc0a6RG3M4ReGJSyL5PBG4oPH38nCe4Q2JIAKVWqFVcJZtSPNNYe6YaBxg0X9ht23dSPcpWaA1srNuIqR7H8z9RMvkblFlKzMiOyP4fSC9dWd2oIBq9iL6GwxcZRrk8rrjLOmJ9prD2xjTlg9ls11l2+VWsObK3YiMtTx4lYDDWLSLanqqiZJyIjFRNarweeeHU0cBX7bY2hsUWSaFU1WnGtAhoxgcZ6INnlUWo86L7rPDDNga0VG3EN7DgJDqdmCUgfWCU1G0hg5MNj6FXcv3TlVej4dRij112vuX1oiYGtT7uGHqMV11BehhxPYz2APXRod5S66QbFpmo0B7ZWbMTVFNEy91Ezmbo0tYqaNbEjb18svWCk3RsbY8y9joUttqpaccXm0a2Pxtplo+U2pnmgI9u51Hhj1JBvzJoDWys24mrZWQRlo2aCxGjZFGrWkigh2WLrhdFrd+41nhwy7mEBfamKja1vO7sepxVXVx585qex7sAmOqz7XGq8QbHLXOq6qjQHtlZsxFUXzXLTqZlcbepaRs3qmJGZnkovzL12fz0OMT0kFbbQSmvFFZq3pvJprJvYubIPo9G798yPRqjRgdGRfS2aA1srNuLyFf3xyqFm8bj2VRM188VknHJS6oWBL/x6bH9JxnV6/8IJb8BTYvMGoqIgrbgqoEZLorFuoBqG2p1HjQ47dNpHVXWaA1srNuKqimTZadRMtj5VraNmVazITZOgF35Fnpp9cmSwMW3Th8GWgC2E8lpxheCqbZk01hVM4ZvvD/ctjH5agqHG0z44d6uCrDFJWjstcY0RXuBuaiZQlDFNomZjCBK2W5JeeJgApmvaEeyhBlsSNp+ya8Xlk6OuZdFYO4zhm6475QMdEt98fcyjdqpZtak5sLViI65VYSw+gZqJl2hVA6nZKkpEJ0jUa/+Lx1cYbEwRwS/RXQfKJGLzEQxacfngpm8ZE2+sMd0DPxPhYfP2my3WmPLRteP1FUFzYGvFRlx9oz3dcdQsHfd9a6ZmfZlLc5xkvWCw3SkiuM7jYQTPHznZiizJ2FoBqMmkFVcN3CjJE2us0ZnKo9P2psRYhtoqrDmwtWIjLhu9+aypWT5a2ZZSM8tEHusc9Cp+mXZucoTBxjQRTP/E4/vqlhyw1bW9KV0rribMofdNjLGGWcbINL6hwkC7o9P4Fotvs6kWzYGtFRtxpeot/eulZv25S3UkNUvFfL96c9ILnmDu0LEV00Rck10eyc4JWxf1tOLqwoHvvMGM9cWLF83s7KzZtWuXWV5erm1323woYHp6urac8g5884SRxqh0eZoHOg8eKo9OFXt0utxOfNYc2FqxEVdVJMtOo2ay9alqHTWrYkVuWq56wS/gTY7uzY528O3me/YXc7LnDrw46EVwUlXLVTOpfKJdwYz11NSU2bFjh5mZmTHbtm0zly9fruShbT4c7BprzI3+zxPvFn8w0LgZASYancB2CHeNUWo82UOKmXbJ0BzYWrERlxvBeWxTszx0cltJzVw25G9r0AsmG++pcN/oWPYS8BmYOgLfgZFt60XkK7S6hRo0W40qbUoQYw0TvWnTpmKkeu/evWbdunUGI9PlpW0+e5wb3OO28c3TGunQT/Ww7eu71hzYWrERV99oT3ccNUvHfd+aqVlf5tIcp00vDODhsX0w2l+b2bdqGmmdD/H5ArnQSmrTLDRfbcoPYqyXlpbM5s2bzfz8vNmyZUuxfebMmVXtacp38ODBYoQao9T27/bbbx9t2zSur/JDLsgFY4AxwBhgDDAGGANtY+BHP/rRKm/GhGEMBDHWmFO9YcMGs3btWnP69GmzceNGs7i4uKqlbfPZAxEoGhetuKCVVmzElV9PpGbUTAoDjEUpSrRvBzVrz9Wk5wxirEEqRqrn5ubMqVOnzPr1682lS5cKrk+cOFGYbUt8XT67310zsF028timZnnoZFupVS/g04pNKy5qZntlPmvGYj5a2ZZq1sxijL0OZqwXFhbMmjVrir8DBw6McG3dutXccccdo891+UYZnA2tAaAVF6TTio24nI6ZySY1y0Qop5nUzCEjg02teoF6rdi04krZXYIZa4A6f/68OXfu3Fh8bfNpDQCtuHgyGhv64jIwFsVJMrZB1GwsReIyaNVMKy4EkFZsWnGl7PRBjbVvYLihUeOiFRe00oqNuPLridSMmklhgLEoRYn27aBm7bma9JxZGetJF4v4yQAZIANkgAyQATJABuQyQGMtVxu2jAyQATJABsgAGSADZCAjBmisMxKLTSUDZIAMkAEyQAbIABmQy0B2xhpvcJydnTW7du0q3uwol9r6luERhLt37y4w3HnnnaMbPB999NHiNfBvvfVW/cFC9/zmN78x//iP/7ji1fVVeKrShEIqmoXnr//DP/yDwcuMsLjxd9tttxmr1eHDh803vvEN88ILL0iGM2rbhx9+aBB7t9566wiDiw3PmC/jtWmjQgRuAMNDDz1k/uqv/sq89NJLRQu19Dc8QQm49uzZYz799NMC2//+7/+aW265pUjDm2yxVKUVO4T+O3nypPnud79bxCPiEguw4hyPP+DFUhWfxQ7h/6DLD3/4w9E5pOpcUZUmHFbRvMcee8z89re/LbbxlmXohfOiPQ/mFotdzhXSrmVVfaYqLdd+lEN/sG3MzlhPTU0V5nNmZsZs27ZthZGzoKSvX3/9dXPdddeZo0ePmn//938vnp7y+OOPF69+//nPf24+97nPmU8++UQ6jFH7/u3f/q14rCJeY2+fV16FpyptVIjADZxk8ZKja6+9dvSCI/tSI5g2XDxw4YAxuOaaawxOtMh/5MgRgWiuNgknVrzACQYUF0b7nPmqvlWVdrUkeVs33XST+frXv14YM/QjvKBKQ3+DObOG5U/+5E/Ms88+ay5cuFC8fOsnP/mJ+dM//VPz4IMPVqbJU2llix5++GGzb98+c9ddd5m//du/LXYC0913321ee+210Rek3GLRosQXA5wf8CW96lxRlWaPlbzGYAoeqWtN9J//+Z+bp556yrz8Hy8b7KuKT8l40La25wqJ17KqPlOVlms/kh47bvuyMta4uMC8wdzg2/G6deuKUQwXUA7b//qv/1oYa3yb/Oijj4om79y5s7iA/M///E9xsnrzzTdzgDJqIzT54he/ODLWVXiq0kYFCN74i7/4C3PmzJmihTBqMGwwNm+//XaRdujQoWLEDaOIMKk46UpfcDHHgi9CaDNGCst9CxfGchpMueQFX3Tslzs8Mx8XeW39Df0I8Qes+IKEBTH6zW9+szJNsl5u24DJPvrrO9/5TjGCDf3Qr3I996OfwXzaL+dV54qqNJcXidvWNAPbr3/960KjP/zDPywGF2BOsVTFp0QsbpvaniskXsvKfQa4ymm59iNXoxy2szLW+Dl+8+bNZn5+vnizI7at4cmBbNvGn/70p8VIE342g0nDSAZMAE5QwPSVr3ylwGjz57CGNtZYo/OW8Tz33HOr0qCj9AVYtm/fPoozXDQw+oRfTHBReeWVV8x9991nHnnkkcLYfOtb3yqm+UjHZduHt6N++ctfLn6mLvctmIJyWi797b//+7+LXw/wy4+W/oYvNV/4wheKuMOXOozmIt7wywNG6TGSjSkF5TT7RcNqLnF9++23F7jwCwoWnD9wHvzqV79abGMAIrdYxLnj//yf/1OMgt58883mgw8+qDxX5Hj+wEve8AsJznsYscbACn6tg474sgdMVfEpPRbbnCukXsvKfQZfSMtpOfYjieercW3Kyljbn+HRgTFyuHHjxtFP9OOASt2/Y8eOYvTpxhtvLC4s//Vf/2XwczZMdk6La6zR7io8VWnSMZaNtdteTIHBT9e4uMBkw6TCGOAn7RwWTGexI2lVfQtTYXCRzK2/4Ysq2lzVhzT0t3/6p38y3/ve9wy+PCDubrjhhmIbpvv48eOr0ux8bOkxialx7nQytBdt//znP1/8OpRbLOJ8AH0wRQxt/9nPflZ5rsjt/GHjDtMMcE7/9re/XUxntPGFazN+BcPc63J85hKLwNJ0rpB8LbN9xh0EsWn4Qp5bP7JxldM6K2MNYrds2VIYGFz07dzQnAhHW2G+nn/++eLnTYxo4Bs/vinj51x0gD/4gz8YjZDmgq1srKvwVKVJx1c21m+88UYxGoN2/+AHPygMDgwBjBxGFPGlCD9pS18wsomRd3fKUVXfqkqTjM2a6l/+8pdFMzFCpqG/IQ7xhQ1r/FyNL3T4MoQvRriBFngxB7sqTbJeaNsDDzxgPv7442KwxJ7TcXM3tMSf/VUvt1g8ceKEOXDggPnVr35VXKt+8YtfFPfVlM8VuZ0/oBViENjwa97f/M3fmPfff9/89V//dTENC/cN4QsS8pXjU3ostj1XSLyWVfWZqrTc+pH0mKlqX3bGGvOS8S0Yf+jYOS6YU2cx4KdOXPzxLR/fJJH+/e9/P7ubMmGscUOm/amvCk9VmnT9ysYa0yNw8YdOuEDiggJDjZ/ikQYOYG6kL7ggor34ed2OWlf1rao0ydhwIxxw2SkTGLXW0N/caSDQC1/wsOBJPMCLNIwk1qUVO4T+wxNBgAF///Iv/1K08t577x2lYaoLltxi0aUbI5w4R1adK6rS3GMlb0MbzIM/d+5cMaUMGuIL+6uvvlo0uyo+JeNpe66QeC2r6jNVaTn3I8mx47YtO2ONxp8/f370iDoXTE7bMKA40ZaXqrRynpw+V+GpSssJE9qK0ZjyogFXVd+qSitjl/5ZS3+DgSkviEV8AXSXqjR3v7RtxBgMprsgDX/uoiEWgafqXFGV5mLPYRtxV9Yxt1jscq6Qplldn9Haj6T2iSyNtVQy2S4yQAbIABkgA2SADJCByWWAxnpytSdyMkAGyAAZIANkgAyQAY8M0Fh7JJNFkQEyQAbIABkgA2SADEwuAzTWk6s9kZMBMkAGyAAZIANkgAx4ZIDG2iOZLIoMkAEyQAbIABkgA2RgchmgsZ5c7YmcDJABMkAGyAAZIANkwCMDNNYeyWRRZIAMkAEyQAbIABkgA5PLAI315GpP5GSADJABMkAGyAAZIAMeGaCx9kgmiyIDZIAMkAEyQAbIABmYXAZorCdXeyInA2SADJABMkAGyAAZ8MgAjbVHMlkUGSADZIAMkAEyQAbIwOQyQGM9udoTORkgA2SADJABMkAGyIBHBmisPZLJosgAGSADZIAMkAEyQAYmlwEa68nVnsjJABkgA2SADJABMkAGPDJAY+2RTBZFBsgAGSADZIAMkAEyMLkM0FhPrvZETgbIABkgA2SADJABMuCRARprj2SyKDJABsgAGSADZIAMkIHJZYDGenK1J3IyQAbIABkgA2SADJABjwzQWHskk0WRATJABsgAGSADZIAMTC4DNNaTqz2RkwEyQAbIABkgA2SADHhkgMbaI5ksigyQATJABsgAGSADZGByGaCxnlztiZwMkAEyQAbIABkgA2TAIwM01h7JZFFkgAyQATJABsgAGSADk8sAjfXkak/kZIAMkAEyQAbIABkgAx4ZoLH2SCaLIgNkgAyQATJABsgAGZhcBmisJ1d7IicDZIAMkAEyQAbIABnwyACNtUcyWRQZIANkgAyQATJABsjA5DJAYz252hM5GSADZIAMkAEyQAbIgEcGaKw9ksmiyAAZIANkgAyQATJABiaXARrrydWeyMkAGSADZIAMkAEyQAY8MkBj7ZFMFkUGyAAZIANkgAyQATIwuQxkb6z37dtnjh8/zj9ywBhgDDAGGAOMAcYAY6BjDEyKBb548aL53e9+Zz766CPzwQcfmPfee6/4wzbSsO/ChQvm8uXLgyjJ3lhPT08PIkDqwfiyoHEhrrxUpV756EWt8tEKLaVe1EsCA1rj0OX23Llz5sMPPyzM8/LysoHB/vTTT0dZsI007IPBRl4c09dg01iPqJW1oTXYiUtWnI1rDfUax5Cc/dRKjhZtWkK92rAkJw/1Cq/F4cOHzTe+8Q3zwgsveKns97//fWGUz549WxjntoXCZOMYmGxsdzXYNNZtmY6cj504MuEDq6NeAwmMfLhGvTRiQlgQV+TOMbA66jWQwMiHS9Hr5MmT5pprrjGPPvqoWbt2rTly5MggJs6fP19M88DIc98Fx2K6CMrqYq5prPsyHvg4KcHuGyZx+WY0bHnUKyy/PkunVj7ZDF8W9QrPsc8aqJdPNleXdejQIfPd7363mKKxfv168/jjj6/O1DIFRvj999/vNEpdVzRGrFFWF3NNY13HZuJ0duLEAnSsnnp1JCxxdo16acSEMCGuxJ2lY/XUqyNhibP71Ovme/abNn9VkO+77z7zyCOPmG9+85vmW9/6ltm9e3dVtrFpmP6BUWYYYl8LyrJlthm5Tm6sFxYWzK5du4q/PXv2FDwAxOzsbJGGyeRNC29ebGJH3j6fnVgSOuKSpMb4tmjUSyMmKElc4+NZUg7qJUmN8W3xqVcbU408VQtM9Zo1a8zc3Jx57LHHzF133VWVbWwa5kUPmf5RVwHKRNkw1uPMdXJj/ZOf/MTcfffd5rXXXjMvvfRSgWlqasrs2LHDzMzMmG3btjWCoLGuCwOZ6T47sSSExCVJjfFt0aiXRkxQkrjGx7OkHNRLkhrj2yJFr6NHjxZzqzGwetNNN5lnn312fONLOWB+cdNhqAVlY7BXvLH+zne+Y+68807z8n+8XMytQYM3bdpUNH7v3r1m3bp1jUP6NNahQihMuVI6sW90xOWb0bDladRLIyZEAXGF7Qu+S6devhkNW54UvWCov/71rxej1tddd13hAbsix2PyUE6oBWWjDjyer8lcJx+x3rp1q/nKV75ivvrVrxpsY6h98+bNZn5+3mzZsqXYPnPmTMHTwYMHDYx0+Q+BwT9ywBhgDAyJgdde/4359StHeS7h+ZQxwBiYqBgIZUT7lLu0tNTnsMJQwz+GXlDHuBsZkxtrSwK+AXz+8583b7/9ttmwYUPxk8Dp06fNxo0bzeLios22as0R61WUiE6A8dG4EFdeqpb1Wlq+YG6cebz4w3aOSxlTjhiq2kxcVazITaNecrWpapkWvfDWxHH35FXh75qGOj7++OPGUevkxhp3fsI44+9zn/tcscZINSawnzp1yuCxK5cuXarFTmNdS43IHVo6cZlc4iozIvtzWa/5IyfNH009UPztfzHPL39lTLIVaN864mrPlYSc1EuCCu3boEUvjCSHnAZiGUUdqKtpOkhyY33vvfcWc2pwN+hDDz1UtB1PCsFn/B04cMDiqVzTWFfSIjZRSycuE0xcZUZkfy7r9cATr46M9b37FmQ3vqZ1ZUw12bJLJq68JKNe1CsFAx988EFhdqvqPnt2ybz55pvmnXfeGe2+cOGC+Z+33ir+sG0X5EFeHFO1wFDbuurmWSc31mg45qvgz13wuc0jU2isXdbkb/OkK18jt4WTotfU7JMjY43tHJdJ0SpHbaraTL2qWJGbRr3kaoOW4TnTdcsbb/zWvH7sWPG3uPhZPphqm4ZtLNhn03BM3YK6RI9Y1zW8bTqNdVumZOTjyUmGDm1bMSl6YX61nQqyfedcW3pE5ZsUrUSRPqAx1GsAeQkOpV4JSO9QJY11B7LGZaWxHseQrP08OcnSY1xrJkUva6rtehwvEvdPilYSue/TJurVh7V0x1CvdNy3qdlOz6jKO5FTQaqIaJtGY92WKRn5eHKSoUPbVkyKXtZQ23VbfiTlmxStJHE+pC3Uawh78Y+lXvE571Ijb17swtaYvDTWYwgStpsnJ2GCjGnOJOj17uJSMQ1k+/ScueHKlJDjb9fP1xtDWbLdk6BVMnIDVEy9ApAasEjqFZBcD0XzcXseSLRF0FhbJvJY8+SUh062lZOg1+Hj7xTGGjct2psYkZbbMgla5aZJU3upVxM78vZRL3mauC3Ckz0wah16QR14uAZvXgzNdIDy2YkDkBqwSOoVkNwARbt60VgHINhjka5WHotNXhRxJZegUwOoVye6omfGo+9ivdIc71ahsY4u8fAK2YmHcxizBOoVk+3hdbl6ucZ698PPFaPXOb4kxsU0nCE5JRCXHC3atIR6tWFJTh5NeuERzWfPng1GLsr+5JNPGk01KhfxHOshLHAqyBD24h+rqRO77BGXy4b8bVcv+3IYrN1t+ShWttDFtHJP3p+IKy/9qBf1SsUARq0xVaPNO1C6thFlouxxo9Uol8a6K7uR8vPkFIloT9VQL09ERirG1cs10+52pKZ4q8bF5K1QAQURlwAROjSBenUgS0BWbXrhleN4prXP15vbMsfNrbZy0lhbJoSttQW7pZe4LBN5rCdBL9dMu9t5KHS1lZOg1VW0+W9Rr7w0pF556IVRaxjg999/34u5hqlGWcvLy6MpIHWvMrcM0VhbJoSt2YmFCTKmOdRrDEHCdrt6uWba3RbW5LHNcTGNzZxRBuLKSCxjDPWiXqkZsOYaI9dDpoXgWJQBU91mCojFTWNtmRC25slJmCBjmkO9xhAkbLer1737FoobFmGq54+cLLZvvf9pYS0e3xwX0/jc+eQgrny0QkupF/WSwADMNUabMS8aNx12mRqCvDjGfbRe01NAynhprMuMCPnMk5MQIVo2g3q1JEpINlcv99nV7hNChDS1dTNcTK0PyiAjcWUgktNE6uWQkcGmVr1APcw1/jDijEfxwShjG8YZRtku2EYa9iEP8uLpH+4oNcppu9BYt2Uqcj6twU5ckQNpYHWToBeN9cAgCXz4JMRgYAqjFk+9otI9uDKtellirLmGecbc648//rgwzx988EExzQNTPbANQ419yGMNtR2l7mKqUS/0cSU3AAAgAElEQVSNtWVf2FprsBOXsEAb05xJ0IvGekwQJN49CTGYmGKv1VMvr3QGL0yrXmXiXIMNwzzuz+Yvl9PmM411G5YS5NEa7MSVIJgGVDkJetFYDwiQCIdOQgxGoDFaFdQrGtVeKtKqVx051jCPW9cd3yadxroNSwnyaA124koQTAOqnAS9aKwHBEiEQychBiPQGK0K6hWNai8VadXLCzk9C6Gx7klc6MO0BjtxhY4cv+VPgl401n5jxndpkxCDvjlLWR71Ssl+97q16tWdCX9H0Fj749JrSVqDnbi8hknwwiZBrypjfePM48G59V3BJGjlm7OU5VGvlOx3r5t6dedsUo+gsRaqPDuxUGFqmkW9aogRmuzqtX3nXPHs6ncXl4rW/tHUA8VnoU2vbZaLqTZThjuIKy/RqBf1yosB/62lsfbPqZcSeXLyQmO0QqhXNKq9VOTqVTbS5c9eKoxQiIspQnXRqiCuaFR7qYh6eaExWiFa9YpGYEVFNNYVpEhI0hrsxCUhutq3YRL0Khvp8uf2bKXNOQlapWXYb+3Uyy+foUujXqEZ1lM+jbVQLdmJhQpT0yzqVUOM0GRXr7KRLn8WCmFVs1xMq3ZmnEBceYlHvahXXgz4by2NtX9OvZTIk5MXGqMVQr2iUe2lIlevspEuf/ZSYYRCXEwRqotWBXFFo9pLRdTLC43RCtGqVzQCKyqisa4gRUKS1mAnLgnR1b4Nk6BX2UiXP7dnK23OSdAqLcN+a6defvkMXRr1Cs2wnvJprIVqyU4sVJiaZlGvGmKEJrt6lY10+bNQCKua5WJatTPjBOLKSzzqRb3yYsB/a2ms/XPqpUSenLzQGK0Q6hWNai8VWb3mDh0rHq0HM20Xa6yxL6fFYsqpzW3aSlxtWJKTh3rJ0aJNS7Tq1QZ7qDw01qGYHViu1mAnroGBEflw7XrZl8NUGWvsy2nRrlVOWrRpK/Vqw5KcPNRLjhbSW0JjLVQhdmKhwtQ0i3rVECM02epFYy1UIKdZVisnScUmceUlI/XKS6+UraWxTsl+Q93sxA3kCNxFvQSK0tAkqxeNdQNJQnZZrYQ0x1sziMsblVEKol5RaFZRCY21UBnZiYUKU9Ms6lVDjNBk6IVXmDcZa7zqfGn5glAEq5vFGFzNieQU6iVZndVto16rOWFKNQM01tW8JE9lJ04uQacGUK9OdCXPDL32v3h8dONi1RxrpCFPLgtjMBelPmsn9aJeEhjQGocpuaWxTsl+Q91ag524GkQXuEuzXg888epYY408uSyatcpFgy7tpF5d2Eqfl3ql1yCXFtBYC1WKnVioMDXNol41xAhNhl737lsYa6x3P/ycUASrm8UYXM2J5BTqJVmd1W2jXqs5YUo1AzTW1bwkT2UnTi5BpwZQr050Jc8Mvdz51XVTQZAnl4UxmItSn7WTelEvCQxojcOU3NJYp2S/oW6twU5cDaIL3KVVr18derm1sT58/B2ByqxuklatiGu11pJTqJdkdVa3Tateq5HGS6Gxjsd1p5q0BjtxdQqD5Jm16nXXw0+3Nta5zLPWqhVxJT8NdGoA9epEV/LMWvVKSSyNdUr2G+rWGuzE1SC6wF1a9YKxvv6WPWPnWCMPjXXawNQag8SVNq661k69ujI2uflprIVqz04sVJiaZlGvGmKEJsNYY161+2eb6qZhGzc55rAwBnNQ6WobqddVLnLYol45qCSjjSKN9cWLF83s7KzZtWuXWV5ebmRqenq6cX+uO9mJ81KOeuWjF14Mc/PfP77CVMNA26VsrHED4/G337O7xa4Zg2KlqWwY9aqkRWwi9RIrjbiGiTTWU1NTZseOHWZmZsZs27bNXL58uZY4GutaakTu4MlJpCy1jdKoF6Z2fG1mXydjPXfoWC1HUnZo1ArcEpeUCGvXDurVjicpubTqlZJfccYaJnrTpk3FSPXevXvNunXrDEaw6xYa6zpmZKZr7cTEJTPeqloFY/1nt/1za2N9w8zjWcyzZgxWqS03jXrJ1aaqZdSrihWmVTEgzlgvLS2ZzZs3m/n5ebNly5Zi+8yZM0XbDx48aGCky38IeP6RA8YAY6BNDFTNr8b0D3tseSoIPuOY117/zSiPzcs1Y44xwBjIPQaqzCHT+jMgzlhjTvWGDRvM2rVrzenTp83GjRvN4uJiLUKOWNdSI3IHTkAaF+LKQ1U8k/rW+1ffuAjzbJcqY4151tKfZ80YtArmsaZeeehkW0m9LBNcj2NAnLFGgzFSPTc3Z06dOmXWr19vLl26VIuDxrqWGpE7eHISKUtto7TphWkg5TcuWiNtSbCf3TWOkf7YPW1aWT2IyzKRx5p65aGTbaVWvSy+FGuRxnphYcGsWbOm+Dtw4EAjLzTWjfSI26m1ExOXuFBb1aCl5QuFOd4+PbdqfjVMtF1cQ2237TxrlCF1YQxKVaa6XdSrmhepqdRLqjLy2iXSWIOm8+fPm3Pnzo1ljMZ6LEWiMvDkJEqOsY3RpBemcux++LlKUz3OWGM/ppBIng6iSSs3MInLZUP+NvWSr5HbQq16uRhjb4s11m2JoLFuy5SMfFo7MXHJiK+mVux/8XjtNJA2xhrTQVCG1IUxKFWZ6nZRr2pepKZSL6nKyGsXjbU8TYoWsRMLFaamWdSrhhghyXYaSN386rbGWvJbGBmDQoKtZTOoV0uihGSjXkKEyKAZNNZCRWInFipMTbOoVw0xQpIxhQOm+vpb9vSeCrJ951xRhtTpIIxBIcHWshnUqyVRQrJRLyFCZNAMGmuhIrETCxWmplnUq4YYIcnzR042TgNpM2KNPDDnNNZxRWXfisv30Nqo11AG4x6vVa+4LK6sjcZ6JR9iPmkNduISE2KtGqJBL0wDwY2HTdNAuhhrlCNx0aBVFa/EVcWK3DTqJVebqpZp1asKa6w0GutYTHesR2uwE1fHQEicXYNedhoIpnLAQNf9Warr9iMdU0mkjlpr0Mpq4K6Jy2VD/jb1kq+R20KterkYY2/TWMdmvGV9WoOduFoGgJBsGvRqeimMa6It5W5a1TaMtcSXxWjQymrgronLZUP+NvWSr5HbQq16uRhjb9NYx2a8ZX1ag524WgaAkGwa9IIRHjdaDQNtlyoz7abZUWubX8pag1ZVXBJXFSty06iXXG2qWqZVryqssdJorGMx3bEercFOXB0DIXF2DXrBWLvGuG7bUl23301HmdIWDVpVcUpcVazITaNecrWpaplWvaqwxkqjsY7FdMd6tAY7cXUMhMTZNejVZrQaptkuroGu28aotbRFg1ZVnBJXFSty06iXXG2qWqZVryqssdJorGMx3bEercFOXB0DIXF2DXrVmeNyuqW6nF732eaXstagVRWXxFXFitw06iVXm6qWadWrCmusNBrrWEx3rEdrsBNXx0BInF2DXnXGuJxuqS6n1322+aWsNWhVxSVxVbEiN416ydWmqmVa9arCGiuNxjoW0x3r0RrsxNUxEBJnz12vdxeXWs2vhnm2S52RLqcff/s9e4iIde5a1ZFIXHXMyEynXjJ1qWuVVr3q8MZIp7GOwXKPOrQGO3H1CIaEh+SuF55hXTbEdZ8tzXX7y+nS3sCYu1aW//KauMqMyP5MvWTrU26dVr3KOGN+prGOyXaHurQGO3F1CAIBWXPXi8ZaQBANbELuMVgHn7jqmJGZTr1k6iKxVTTWElUxxrATCxWmplnUq4aYxMnzR04GG7He/+LxxOhWVs8YXMmH9E/US7pCK9tHvVbywU/1DNBY13OTdA87cVL6O1dOvTpTFvwAzIFu+6g9TPOwS3nKR91nlC1pnjVj0CqYx5p65aGTbSX1skxwPY4BGutxDCXaz06ciPie1VKvnsQFPGzu0LHWo9V9jDWOkfRqc8ZgwGAKUDT1CkBqwCKpV0BylRVNYy1UUHZiocLUNIt61RCTKBlzq2++Z39wY406pNzEyBhMFGw9q6VePYlLdBj1SkR8htXSWAsVjZ1YqDA1zaJeNcQkSsZIct0Ujrp029S6/XXpUkatGYNWwTzW1CsPnWwrqZdlgutxDNBYj2Mo0X524kTE96yWevUkLsBhfUarYZrtUmeg69KljFozBq2CeaypVx462VZSL8sE1+MYoLEex1Ci/ezEiYjvWS316klcgMP6jFYPMdY4VsKoNWMwQDAFLJJ6BSQ3QNHUKwCpSouksRYqLDuxUGFqmkW9aoiJnNx3tHqosb5x5vHkc60Zg5GDbWB11GsggZEPp16RCc+4OhproeKxEwsVpqZZ1KuGmMjJux9+rvPcajvFwzbVfu66vvX+p20RSdaMwSS0966UevWmLsmB1CsJ7VlWSmMtVDZ2YqHC1DSLetUQEzH53n0L5vpb9iQz1qgbbUi1MAZTMd+vXurVj7dUR1GvVMznVy+NtVDN2ImFClPTLOpVQ0ykZLyoBdMxuo4yu/ltU920rttoQ6qXxjAGrYJ5rKlXHjrZVlIvywTX4xigsR7HUKL97MSJiO9ZLfXqSZynw6ZmnxxkqmGg7dLVTJfzoy0pFsZgCtb710m9+nOX4kjqlYL1POuksRaqGzuxUGFqmkW9aoiJkLz/xeOdXl1eNsL2s22q/dx3jVedo02xF8ZgbMaH1Ue9hvEX+2jqFZvxfOujsRaqHTuxUGFqmkW9aogJnIxpFzCyfU2we5xtqpvWdxvzrf/zxLu2yChrxmAUmr1VQr28URmlIOoVhWYVldBYC5WRnVioMDXNol41xARO7mt8q46zTa3a1zfNlhljzRiMwbK/OqiXPy5jlES9YrCsow4aa6E6shMLFaamWdSrhpiAyXjjYV/DW3WcbWrVvr5paGOshTEYi2k/9VAvPzzGKoV6xWI6/3porIVqyE4sVJiaZlGvGmICJT+4/7BXUw3jbJe+JrruOLQ1xsIYjMGyvzqolz8uY5REvWKwrKMOGmuhOrITCxWmplnUq4aYAMmYu1xnYoek26YOKaPu2OePnDRLyxdsFUHWjMEgtAYrlHoFozZIwdQrCK0qC6WxFiorO7FQYWqaRb1qiPGYDGP6yKFjQUw1DLFd6szx0HS0PaS5ZgxaBfNYU688dLKtpF6WCa7HMUBjPY6hRPvZiRMR37Na6tWTuA6HHT7+TjBTHcNYow5gCLUwBkMxG6Zc6hWG11ClUq9QzOorl8ZaqKbsxEKFqWkW9aohxlNyaFMdy1iHNNeMQU/BFqkY6hWJaE/VUC9PRE5AMTTWQkVmJxYqTE2zqFcNMR6S8bIVGNLQf7apoetB+XOHjtnqvK0Zg96ojFIQ9YpCs7dKqJc3KtUXRGMtVGJ2YqHC1DSLetUQMzD5gSdeDW6orZG2TbWfQ6+BzefCGPTJZviyqFd4jn3WQL18sqm7rOTGemFhwezatav427NnT8H2xYsXzezsbJG2vLzcqMD09HTj/lx3shPnpRz18q9XTFMNE22X0IbaLd+nuWYMWgXzWFOvPHSyraRelgmuxzGQ3Fj/5Cc/MXfffbd57bXXzEsvvVS0d2pqyuzYscPMzMyYbdu2mcuXL9fioLGupUbkDp6cRMpS26gUeuE15bv3zEcbqbZG15JgP8da33b/0waYhy4ptBra5jbHE1cbluTkoV5ytGjTEq16tcEeKk9yY/2d73zH3Hnnnebl/3jZfPrpp4WJ3rRpk8FI9d69e826desMRrDrFhrrOmZkpmvtxMTlJ95gMG+ceTy6qYaJtkssQ+3WA8xDzTVj0CqYx5p65aGTbSX1skxwPY6BaMYaRvmLX/zi6A/m+ezZs2br1q3mK1/5ivnqV79abH/00Udm8+bNZn5+3mzZsqXYPnPmTC0OGutaakTu4MlJpCy1jYqpF25S3L5zLompTm2sUT+wg4O+S0yt+raxz3HE1Ye1dMdQr3Tc96lZq159uPB1TDRjjQYvLi4amGT7507xwGj15z//efP222+bDRs2mLVr15rTp0+bjRs3Fsfh+IMHDxoY6fIfAoN/5IAxkG8M7Lj7l+ZL3/5ZMlMNY2vjxx1Jjr0NDr42s2/UFtsmrvONbWpH7aTHgC9DyXI+YyCqsa4ifffu3YVxhun+3Oc+V2xjpHpubs6cOnXKrF+/3ly6dKnq0CKNI9a11IjcgROMxoW4+qt68z37kxpqa54tAvs55RqcdF0Yg10ZS5ufeqXlv2vt1KsrY5ObP7mxvvfee82aNWuKv4ceeqhQAk8KsWkHDhxoVIfGupEecTt5chInSWODQur1nyfeFWGorYG2RNjPEtbPHznZ+jXoIbWy3KRYE1cK1vvXSb36c5fiSK16peDS1pncWKMh58+fL/5so2zauXPn3KTKbRrrSlrEJmrtxMTVPuRS3qDYZJYtgqY8Kfa1vbGRMWgVzGNNvfLQybaSelkmuB7HgAhjPa6RTftprJvYkbePJyd5mjS1yKdeS8sXzCOHjokapXaNsuXBTZO0De7eXVyyzVy19qnVqsITJhBXQvJ7VE29epCW8BCteiWk1NBYp2S/oW6twU5cDaIL3OVLLzztItVj9NqaY0t/2/wp8jU9OcSXVpYHKWvikqJEu3ZQr3Y8ScmlVa+U/NJYp2S/oW6twU5cDaIL3DVUL4ywpnjZSx/Ta+nvc2zsY8BpefR6qFYWv7Q1cUlTpLk91KuZH2l7teqVkmca65TsN9StNdiJq0F0gbv66oV51DB/KZ9L3dXsWvq7Hpcq//W37Ck4ti+W6auVxS11TVxSlaluF/Wq5kVqqla9UvJNY52S/Ya6tQY7cTWILnBXH71Sv+ilr9G19Pc9PtVxdnpIH60sZslr4pKszuq2Ua/VnEhO0apXSs5prFOy31C31mAnrgbRBe7qoteD+w+LvTGxjem19LfJKzUPNNC2dInBnLATV05qmeKlTXm1uF1rtcZhO/RhctFYh+F1cKlag524BodG1ALG6YUnfeRuqK1JtsTazzmvoUl5DrbFl9t6XAzmhse2l7gsE3msqVceOkloJY21BBUq2sBOXEGK4KRJ0wuGev/CCfFP+uhijm14dTlGcl48hQUaQaucl0nrWzlrhbZTr7wU1KpXShVorFOy31C31mAnrgbRBe4q63X4+Dvmh/sWVBlqa44t/fazljUMNm4khXY5LuUYzBFDVZuJq4oVuWnUS6420lpGYy1NkSvtYScWKkxNs7TrBVN28z37s55DPc4oW2nH5ct5PzScP3LSQs1irb1vZSFCh0ZSrw5kCciqVa+U1NJYp2S/oW6twU5cDaIL3PXgL5/P6pF5Q0yvpX9IGbkca58kYjFLXvOcIVmd1W2jXqs5kZyiVa+UnNNYp2S/oW6twU5cDaIL2fWfJ94tRqfxnORcjKKPdlr6fZSVSxnQGKPY0FzqwnOGVGWq20W9qnmRmqpVr5R801inZL+hbq3BTlwNoifchSdI4EkS2qd7NBleS39THs37oL3Ep4nwnGEjM4819cpDJ9tKrXpZfCnWNNYpWG9Rp9ZgJ64W4kfKAjP9/JGT2bxyPLSptbSHrieH8nGzI2JDwiP7eM6wkZnHmnrloZNtpVa9LL4UaxrrFKy3qFNrsBNXC/EDZ8GNiLm9bjyGGbW0x6grlzowFzv1E0V4zrCRmceaeuWhk22lVr0svhRrGusUrLeoU2uwE1cL8QNkOf72ezTTUw80zhm3tOdiemO3E/OxYbIRSzEXnjNisj28Luo1nMOYJWjVKyaH5bporMuMCPmsNdiJK16A4YY0zJnFqGNsE5ZjfVaZHNseu80w2YitGDc98pxhIzOPNfXKQyfbSq16WXwp1jTWKVhvUafWYCeuFuL3zII37GFeLAxPbKOloT5LuwYssTEg5hB7Id7yyHOGjcw81tQrD51sK7XqZfGlWNNYp2C9RZ1ag524WojfIQtuLsNrq/ETfWwzpa0+S7s2XLHxIBYRk75ufOQ5w0ZmHmvqlYdOtpVa9bL4UqxprFOw3qJOrcFOXC3EH5MFc1zxWnFO8WieM93VUFraux7H/PU62Jsfh8zL5jnDRmYea+qVh062lVr1svhSrGmsU7Deok6twU5cLcSvyIKf2m+7/2kzaS9tiWlaLe0x65ykuuzLaBDLXRaeM7qwlT4v9UqvQZcWaNWrCwe+89JY+2bUU3lag524xgeIO1d6kl/YEtt0WmVi1zup9SG28cvLuLnZPGfYyMxjTb3y0Mm2UqteFl+KNY11CtZb1Kk12IlrtfjuPOkbZx7nXOkxj8ULZUStMqHKZ7n1U0bADWK/an42zxk2MvNYU688dLKt1KqXxZdiTWOdgvUWdWoNduL6THzMOX3k0LFiegfnSjcbrliG1HbLWPWxnnrd0Scw9Ql95JkXuk0dsTpKX/NcKF2hle2jXiv54Kd6Bmis67lJuoedOCn9nSsfp5d9pjSndtSbqdRG04qeuh2svzpG0HcwPxt9KcRj/az+sdbjzhmx2uG7HuLyzWjY8rTqFZa15tJprJv5SbZXa7BPAi5M7cC8Ucwf5dSOapMk0Tzazi6xbWzT6jhC30If8/loPxsDMdaTcC6MwWOsOqhXLKbzr4fGWqiG7MRChSk1C1M6MIL2D488y1eGJ5ob7ct0Wml9lcdyVpvhkJzYR/th+gj65JBH/NlYCLnmOT4ku/7Lpl7+OdVaIo21UGXZieUJg5+fOaUjrlkKacTKZduIK6fzc96aS51CwnO87XF5rKlXHjpJaCWNtQQVKtrATlxBSuQkTunI21B1NcQ2vLoex/x5xYmUKSQ8x9sel8eaeuWhk4RW0lhLUKGiDezEFaQETOJTOvIyRyHMrA2vEGWzTNnx5T6FJNYUEp7jbY/LY0298tBJQitprCWoUNEGduIKUjwklV++wqd0yDY8MQ2pDa+YdbIuufGHc4OdRjLuJTY2drqseY7vwlb6vNQrvQa5tIDGWqhS7MTDhbEvXsEjuvDiCT6hQ66JkWAwbcRJaAvbIDNWcQ7BuQTnFDyNZMjoNs/xtsflsaZeeegkoZU01hJUqGgDO3EFKQ1J9qZCvFQCo0zX37KHbzDM/Ckdsc2lDa/Y9bI+mSa6rS441+Ccg3OPfc62jaWmNc/xTezI20e95GkitUU01kKVYSeuFsa9odD+VNv2Ash8eRuY0PrZiAtdD8ufjDi05yc8axtTSXDuchee41025G9TL/kaSWkhjbUUJUrtmPROjJ9YMQrN135PhgmRYDZtF5TQFrZBb9zbGyXx7Huc4/CnaZn0a1duWmrVK6UONNYp2W+oW2uwl3HxZkK9BiI3c2i7Y27tZnt19CE7wo3pJCFulrTxHXpdPseHri9W+cQVi+n866GxFqqhtk5sH2f3f/c8wzcUcu6zyPnv9lRAo6rDqGrR0b5REoYbv+ANuWHSxnjItbZrl+WKuCwTXI9jgMZ6HEOJ9ufYie2bCe2NhBiB4U2ENCm5GBzb1XNpL9vJvoVzrL1hEuddnINTLzleu9pwRlxtWGIeMEBjLTQOJHdiO/8Zj5vCo6dwcuej7HiRz93o2VNB7jjY/snuizgX45yMczPO0TDcMUe5JV+7bB/vsyauPqxN5jHRjfUzzzxjnnrqqRHbFy9eNLOzs2bXrl1meXm5SK9KGx1Q2pieni6l6PgopRO7o88cgZ7sC7Z2w2bPHNpxEt9k9mP7WEB3lNvGvM+1lGuXT0woi7h8M6q3vKjG+vbbbzdr1qwx3//+90eMTk1NmR07dpiZmRmzbds2c/nyZVOVNjqgtEFjXSKkx0f3RSp4NBRHnyfzwjvphst2nUnngfgnr//jnI9zP6aVYJS7/GhA2zfarGlA27AkJ49WvVIyHNVYA+gbb7xhrBmGid60aVMxUr13716zbt06c+HChVVpGMGuW2xZdftzTQ8R7Bh9xp99hB3nP0/eBZSmqV5ze64gR/UckZvJ4gbXCLz4BtcMe/2w/aRuHeLaVVdXzHTiisl23nUFMdaY0vHFL35x9AfzfPbs2YKpo0ePjoz10tKS2bx5s5mfnzdbtmwptk+ePLkq7cyZM8WxBw8eLI6FmXb/EPD8u8rBr185auYOvGi+99OnzNdm9hV/vCBO1gWRenfX255DyF137sjZZHFmryu4xuBag2uO7T9cX70W58JF3jZWXuuDGGvAXFxcNDDE9g+j01hcYw0DvmHDBrN27Vpz+vRps3HjRnPq1KlVaSirbpnkEWv7CDv8fIcbVfBYJl7gJusCR7396W3PMeTUH6fkcrK4xDVox92/LKaU2FFu269yX8Mka1y04kqpVTBjXQfKNdbIg5Hqubm5wlCvX7/eXLp0qTKtrrxJMNZ8icpkXZxoRtLobc8x5D8N/+RdL++4YdLeNJnry2+0GlCtuOz5PMU6ibHeuXPnCOvCwkJxQyNuajxw4ECRXpU2OqC0oc1YYxQaN4/c+uMn+Bg7vkiFv0BEjAF7aqHB02vwqK0cbcuPBYz5SEDb17ustRpQrbi6aOs7b3RjXQXg/Pnz5ty5cyt2VaWtyHDlQ87G2j7KDlM5cIMIbyaUc9LnBXjytLDnF2o/edpTcxma25slcU3EH66RUhatBlQrrpRxI8JYDyEgF2Ntp3PgkUb4SYwnchkncupAHWwM2POQ/cw1Y4MxICMG7OMAU04j0WpAteKy5/MUaxrrQKzbKR28qVDGiZkXSOowLgbsqWBcPu5nLDEG0sYAbpK0b5aMNYVEqwHVisuez1Osaaw9sW6ndXBKR9oTLi945L9vDNhTQd/jeRxjjzGQJgbcKSShpo9oNaBacdnzeYo1jXVP1vFmKswB47SONCdSXsDIu+8YsKcC3+WyPMYqYyB+DODajKmXQ94iac8JWGs1oFpxudrF3qax7sD44ePvFB2Vr/yOf5LkhYmch44BeyoIXQ/LZywzBuLGAK7ZmDqCa3jfRasB1Yqrr84+jqOxHsPi/heP8+UrER95xgtO3AsO+b7Ktz0VkJOrnJALcqEtBkbzs1/s9sIXrQZUKy57Pk+xpgKveJAAAB31SURBVLGuYB1ztPDtlo+/40VF20WFeOpj2p4KyFE9R+SG3GiKAVzjca1vMy9bqwHVisuez1Osaawd1jlnmhcNTRcNYukWz/ZUQN668Ua+yJeGGLBvhrTngfJaqwHViqusX8zPE2+scWMDvrFqODEQAy9wjIH+MWBPvOSwP4fkjtxpiAF4gvJNj1oNqFZc9nyeYj2xxhqd5pFDx2ioOX+aMcAYKGLAnoA1GANioMFlDAyPAXgEa7C1GlCtuOz5PMV64ow1OgmmfOAGBp54hp94yCE51BID9gSsBQ9xsG8yBobHALwCPMOvXzlqTxGq1jTW/uWcKGM9f+QknzvN0Ul+oWIMVMaAPb3SjAw3I+SQHGqLga/N7DN4Spi2hcbav6ITY6zv3bfAp3zQUFUaKm0XAOLpZ2rs6ZX89eOPvJE37TGAp4jAS2haaKz9qzkRxnpq9kkaKppqxgBjoDEG7OlVuzkgPhpgxsCwGICn0LL8/+2d/4tV1d7H/Q/8zR/8RRD8QQgkSIiYH0SiiEp8+iUx8qHEimIenwrDohFRGwseJ4mbVDah9VwmS/vhhtajhRPFeCszIzLrXjSVsPSGX6LxC+q6fNZzP+cez6wzs8+czzl77bVeG6Z9XOfMOvvz/rzXZ7/25+wzAdb2mUwGrM+PXgqqw73U7RUQCjD65eIBLSC5xEucrG08MHkPSPc6tOmXHUPPxTgGWNtnJRmwDv2vSikaky8aaId2uXlAy2tucRMvax0PTN4DWjd0H2IRfS7GPWBtn5VkwHrzX768Th35Y+8Ui8kXC7RDu9w8oAUkt7iJl7WOBybvAWGN+q2RReqfi/ExYG2flWTAuv4LBfKncSgUky8UaId2OXpAy2uOsRMzax4PTN4Dwhy61bOIjsW8B6zts5MMWOv9ToeP/wOo5ktqeAAPtOwBLa8AxuQBA+3QLlcP6C0gEn+VNsDaPlvJgLWYWYy9tH9HyyfUXAsBcXMSxAP/9oCWVzT5tyZogRZ4oJgHhD20sdfsjylojYlpD1jbZyMJsBaglsUv9zZRBIoVAXRCJzxwvQe0vKLL9bqgB3rggWIeUAbR7rXWlJj3gLV9dpIA63Vb9nqg5k/rFVv8FEl0wgNjPaDlFW3GaoMmaIIHJvaAMsjKV/5Py0n0e8DaPkVJgPWiviE61dxTiwfwQFse0PIKQEwMEGiERniguQeESaqyAdb2mUoCrFngzRc42qANHijmAS2v6FVML3RCJzzQ3ANVuc8asNbKb7evPFj/19Pr2upSURiaFwa0QZucPKBlNaeYiZU1jgc644Gq3GcNWGvlt9sD1nx8zoUJHsADdX8iC9DoDGigK7rm5AHA2g5UqzYTYA1UAVV4AA8A1niAOoAHDD0AWFcNh+2OF7A2XEg5XY0TK92n1DygZTW1uIiHtYoHuu+B4a+PakmJes+tIPbpqTxY/+eK/+Eqm4sDPIAH2vaAllcgpPsQguZonpoH5G9aV2EDrO2zBFgDJG0DSWoFkXjyPMlreSX/eeafvJN3Sw8A1lpR89sD1oA1YI0H8AD3WOMB6gAeMPQAYJ0fUGvEgLXhQrK82mUuuid4oLse0KKI7t3VHb3RO0UPbHxnREtK1HtuBbFPT+XB+j8e/xNX2Vwc4AE80LYHtLymeJInJuAVD3TXA70D72tJiXoPWNunB7AGSNoGEgp2dws2endGby2v6NsZfdEVXXPyAGCtFTW/PWANWAPWeAAPcI81HqAO4AFDDwDW+QG1Rlx5sL77vzdRDAyLQU4dBWKlg1bvAS2K9WM8xiN4AA9MxgNL+3doSYl6z60g9umpPFhPxvD8DoUSD+CBRg9oeW0c5994BQ/ggcl4oAr/90XAWiu/3R6wpttLxx8P4AFuBcED1AE8YOyBKvzJPcDaDqh1JsDaeCFN5qqW36EbggfK94AWRXJRfi7IATlIwQOAtVbVvPZdB+vdu3e7nTt31lQeGRlxq1ev9j9bt27145cvX3YDAwN+bHR0tPba0IMUFh8xcBLBA+V7QOsLuSg/F+SAHKTgAcBaq2pe+66C9Zo1a9yUKVPc2rVraypv2rTJbdiwwR04cMDt27fPj/f29rrly5e7/v5+t3DhQnft2rXa6xsfpLD4iIGTCB4o3wNaW8hF+bkgB+QgBQ8A1lpV89p3FaxF2kOHDrm+vr6ayk899ZRbv369+/yvn7urV696iJ47d66TTvW2bdvczJkznXSwm20pLD5i4CSCB8r3gNYYclF+LsgBOUjBA+u27NWyEu2ee6ztU9MRsBYonjdvXu1HQPncuXP+6A8ePHgdWC9YsMAtWbLEPfDAA04enz171vX09Ljh4WE3f/58//jUqVP+d/fs2eN/V8Bcf1JYfMTASQQPlO8BOcHID7koPxfkgByk4IFl/e/4mqK1Jda9PVrmPWNHwFokPX36tBMg1h+9naMRrFV+6VbfeOON7vjx42727NluxowZ7uTJk27OnDl+Ln1d4z6FxUcMnETwQPke0NpCLsrPBTkgByl4oAr/kxiBfTZbBToG1s0OsxGs161b58FZQHz69On+sXSqh4aG3IkTJ9ysWbPclStXmk1Hd4m/aoIH8ICJB7TIpHBCJwbAFA+U7wHAWqtqXvtSwHrVqlU1lTdu3Oi/0ChfahwcHPTj8pdC5N/ys2vXrtprQw8oHuUXD3JADlLwgNaXFGIhBtYkHijfA3x5UatqXvuug3VI3osXLzr5qd/k3xcuXKgfCj6meJRfPMgBOUjBA1pgUoiFGFiTeKB8D/B/XtSqmtc+CrBuR3KKR/nFgxyQgxQ8oHUohViIgTWJB8r3AGCtVTWvPWDN/akm96dSxMsv4uSgvRxo6UfH9nREP/TDA//vAcBaq2pee8AasAas8QAe6N1cq/xAAWCIB/CAhQcA61pZzeoBYA1UAVV4AA8A1niAOoAHjD0AWGfF07VgAWvjhWRxlcscdEvwQPc9oFUR7buvPZqjeYoeAKy1qua1B6wBa7oUeAAP0LHGA9QBPGDsAcA6L6DWaAFr44WU4lU3MdFNysEDWhRziJUYWdN4oPMeAKy1qua1B6wBa7oUeAAP0LHGA9QBPGDsAcA6L6DWaAFr44VEF6DzXQA0RuNOeECLYifmZk48iwfy8wBgrVU1rz1gDVjTpcADeICONR6gDuABYw8A1nkBtUYLWBsvJLoS+XUlyHkaOdeiSD7TyCd5JI9lewCw1qqa1x6wBqzpUuABPEDHGg9QB/CAsQcA67yAWqMFrI0XUtlXyLw/XRo8MDkPaFFEv8nph27ohgeu9wBgrVU1rz1gDVjTpcADeICONR6gDuABYw8A1nkBtUYLWBsvJK7Yr79iRw/0qIoHtChW5Xg5TtYWHojbA4C1VtW89oA1YE2XAg/gATrWeIA6gAeMPQBY5wXUGi1gbbyQ6CDE3UEgP+SnmQe0KDZ7nnG8gwfwQCseAKy1qua1B6wBa7oUeAAP0LHGA9QBPGDsAcA6L6DWaAFr44XUytUsr6X7gQfi8YAWRXIST07IBbmosgcAa62qee0Ba8CaLgUewAN0rPEAdQAPGHvg8PF/RE+Uhw8fjv4Yq3aAgLXxQqry1TXHTncoZw9o8c5ZA2KnBuABOw9oTYl5D1jbZwewBqzpUuABPEDHGg9QB/CAsQfskc1+RsDaXlPA2nghcbVvd7WPlmjZTQ9oee3me/JeeBwPpOsBrSkx7wFr++wA1oA1XQo8gAfoWOMB6gAeMPaAPbLZzwhY22sKWBsvJLoP6XYfyG3audXySp7TzjP5Jb/d8oDWlJj3gLV9dgBrwJouBR7AA3Ss8QB1AA8Ye8Ae2exnBKztNQWsjRdSt66EeR+6LnjA1gNaXtHVVlf0RM9cPaA1JeY9YG2fHcAasKZLgQfwAB1rPEAdwAPGHrBHNvsZAWt7TQFr44WU65U5cdOVqroHtLxWPQ6On7WIB+LwgNaUmPeAtX12AGvAmi4FHsADdKzxAHUADxh7wB7Z7GcErO01BayNFxKdgjg6BeSBPLTqAS2vrf4er8dreAAPhDygNSXmPWBtnx3AGrCmS4EH8AAdazxAHcADxh6wRzb7GQFre00Ba+OFFLpqZYxuBh6I3wNaXslV/LkiR+SoCh7QmhLzHrC2zw5gDVjTpcADeICONR6gDuABYw/YI5v9jIC1vaaAtfFCqsJVNMdItwcPjPWAlle0GasNmqAJHmjdA1pTYt4D1vbZAawBa7oUeAAP0LHGA9QBPGDsAXtks58RsLbXFLA2Xkhc1bd+VY9maBaDB7S8xnAsHANrAg9U3wNaU2LeA9b22QGsAWu6FHgAD9CxxgPUATxg7AF7ZLOfEbC217SrYH3mzBm3fv16t3LlSnfs2DEfzeXLl93AwIBbvXq1Gx0dbTrWLHSu6qt/VU8OyWEMHtAaE8OxcAysCTxQfQ9oTYl5D1jbZ6drYC0APXv2bDc4OOi2b9/uZs2a5a5cueJ6e3vd8uXLXX9/v1u4cKG7du1acKxZ6BSf6hcfckgOY/CA1pgYjoVjYE3ggep7QGtKzHvA2j47XQNrOfSjR4/6CASoBaylgz137lzfqd62bZubOXOmu3Tp0pgxgfJmG8Wn+sWHHJLDGDygNSaGY+EYWBN4oPoe0JoS8x6wts9OR8BabumYN29e7Ufg+dy5c7WjHxoacosXL3bnz593PT09bnh42M2fP98/FvhuHDt16lTtdxsfUHyqX3zIITmMwQNaW+5esZV7TY3vNY0hvxwDdabbHtCaEvMesLbPTkfAWg7z9OnTToBYf+QWD9n27dvnpk2b5p8XAJfbQ2bMmOFOnjzp5syZ406cODFmTOaSbc+ePa6vr++6n24vFN6P4owH0vSAnGDkZ1n/O4A1YI0H8EDbHtCaEvveAxb/MVOgY2AdOsL9+/e7qVOnuiNHjtSelk61dLAFqPW+69BY7RcaHgA5aUIOeSWv3faAlpbegffbPqF2+9h5P9YLHojPA1pTYt4L9LPZKtBVsF60aJGbMmWKv9VDu9YjIyN+TMZ37drlowuNNQubYhJfMSEn5KSKHtAaA1jj3yr6l2OOz7daU2LeA9b22ekqWDc7/IsXL7oLFy5c93Ro7LoX/OsfFJP4igk5ISdV9IDWF8Aa/1bRvxxzfL7VmhLzHrC2z04UYN1OWBST+IoJOSEnVfSA1iHAGv9W0b8cc3y+1ZoS8x6wts8OYM0XNLifFA/ggbr/8yJgHR+gAI3kpIoesEc2+xkBa3tNAWugCqjCA3gAsMYD1AE8YOwBe2SznxGwttcUsDZeSFW8quaY6Qbhgc216krHmvXAesADFh6oFZWIHwDW9skBrAFruhR4AA/QscYD1AE8YOwBe2SznxGwttcUsDZeSBZXucxBtwQPdN8DWl7pWHdfe/yO5il6QGtKzHvA2j47gDVgTZcCD+ABOtZ4gDqAB4w9YI9s9jMC1vaaAtbGCynFq25iopuUgwe0vNKxxu85+J0YO+9zrSkx7wFr++wA1oA1XQo8gAfoWOMB6gAeMPaAPbLZzwhY22sKWBsvJLoAne8CoDEad8IDWl7pWOOvTviLOfPzldaUmPeAtX12AGvAmi4FHsADdKzxAHUADxh7wB7Z7GcErO01BayNFxJdify6EuQ8jZxreaVjnUY+WZfksWwPaE2JeQ9Y22cHsAas6VLgATxAxxoPUAfwgLEH7JHNfkbA2l5TwNp4IZV9hcz706XBA6174O4VW2vVlY516/rhOTTDA2M9UCsqET8ArO2TA1gD1nQp8ED2HhCY1g2wHgsIQBOa4IHWPaA1JeY9YG2fHcAaqMoeqjhhtH7CSE0zwBoPpOZp4inf0/bIZj8jYG2vKWANWAPWeCB7DwDW5UMIIEgOUvOAPbLZzwhY22sKWANV2UNVasWceFoHFMC6dc3wGZrhgfE9YI9s9jMC1vaaAtaANWCNB7L3AGA9PiAAUOiDB1r3gD2y2c8IWNtrClgDVdlDFSeM1k8YqWkGWOOB1DxNPOV72h7Z7GcErO01BawBa8AaD2TvAcC6fAgBBMlBah6wRzb7GQFre00Ba6Aqe6hKrZgTT+uAAli3rhk+QzM8ML4H7JHNfkbA2l5TwBqwBqzxQPYeAKzHBwQACn3wQOsesEc2+xkBa3tNAWugKnuo4oTR+gkjNc0AazyQmqeJp3xP2yOb/YyAtb2mgDVgDVjjgew9AFiXDyGAIDlIzQP2yGY/I2BtrylgDVRlD1WpFXPiaR1QAOvWNcNnaIYHxveAPbLZzwhY22sKWAPWgDUeyN4DgPX4gABAoQ8eaN0D9shmPyNgba8pYA1UZQ9VnDBaP2GkphlgjQdS8zTxlO9pe2SznxGwttcUsAasAWs8kL0HAOvyIQQQJAepecAe2exnBKztNQWsgarsoSq1Yk48rQMKYN26ZvgMzfDA+B6wRzb7GQFre00Ba8AasMYD2XsAsB4fEAAo9MEDrXvAHtnsZwSs7TUFrIGq7KGKE0brJ4zUNAOs8UBqniae8j1tj2z2MwLW9poC1oA1YI0HsvcAYF0+hACC5CA1D9gjm/2MgLW9ppUH6+eff9719fXxgwZ4AA/gATyAB/AAHmjBAy+99JI9WWY+Y+XBWqA6xY24qpVV8kW+ylYAD5adgdben3y1plfZryZfZWegOu8PWEeaKxZxpIlpcljkq4kwkQ6nmK8UYxL7EFeki6jJYZGvJsJEOpxqvsqUG7AuU/1x3jtVsxPXOEmP8CnyFWFSmhwSuWoiTKTD5CvSxDQ5LPLVRBiGxygAWI+RJI4BFnEceSh6FOSrqFJxvC7FfKUYk7iFuOJYM0WPgnwVVSqO16WarzLVrTxY79mzp0z9OvbexNUxaTsyMfnqiKwdmzTFfKUYkxiAuDq2DDoyMfnqiKwdmzTVfHVMsAITVx6sC8TIS1AABVAABVAABVAABVCg4woA1h2XmDdAARRAARRAARRAARTIQQHAOocsEyMKoAAKoAAKoAAKoEDHFUgCrC9fvuwGBgbc6tWr3ejoaMdFs3yD3bt3u8cff9y9/fbb7tq1a37q/fv3u0ceecR9+umntbcKjdWejPTBmTNn3KuvvlqL691333XLly93x44dqx1xaKz2ZIQPvvzyS/fwww+7rVu3uqtXr/ojDMUQGoswHH9Isn4GBwfd/fff7z7++OPaYYZiCI3VfqHkB7KWdu7cOe5RhGpF0bFxJ+7gk0XikrW2fv16t3Llytr6ijmuixcves99//33hZTbvn2709f+8ssvbsWKFX4Nas0MjRWa2PhFReO6cOGC27Bhg6+Hf//b3/1RhGIIjRkfcqHpisb1ww8/+HOXnIt///336OMKnX9DgoTOv0XHQvO1MhZa26HfD70u5hoQiiGVsSTAure31xeo/v5+t3DhwhrIxZ6kHTt2uJkzZ7ovvvjC3XbbbR5qjh496qZOneoEYGbMmOG+/vprFxqLPTY5vvvuu8/Nnj3bA6jG+tZbb7np06e7P/74w4XGYo7rxx9/dNOmTXOffPKJu+GGG5ycHEMxhMZijksu4ObOnesOHjzocyMFOhRDaCyWuNasWeOmTJni1q5dO+4hhWpF0bFxJ+7Qk0XikpOnrDO5OBIAnTVrlrty5YqLNS453vnz5/t81TcPmkn43Xff1V576dIlN2fOHLdp0yZ3zz33uNdff92FxprN1cnxVuJaunSpbwRJHPITiiE01snjbzZ30bjkIufmm292H374oRPfvvDCC1HHpfWs/vwb0iB0/i06FpqvlbFma7txjmavi7UGNB5/av+uPFjLYhYokE71tm3bPKiKyaqwnT171v3222/+UN9880334osvuo8++sg9++yzHkblBCmLPzQWe3zv/+V9fzK89dZbfSyrVq1y+/btcz/99JMfP3LkiAuNxRzXyy+/7ORHOmfSwZEtFENoLOa4pEu9YMECJzmRCwYB61AMobGY4jp06NC4f5otVCsEXhrrR2iszJoyUVySAznRyyZALXVDchh7XALF9Z+QhLykcCkXTZ999pmTDq5cRMgmF+6PPvpocCw0V7fGJorr/PnzPoZvv/3W1Xerqx6XgrXk6ZVXXnEbN24M5iaUw27lpv59Quff+uf1cej8W3RM52hn37i25bhDW+PrqlADQnGkMFZ5sJYi1dPT44aHh30XRB6fOnWqUrmRiwIpqocPH/bgJreFyAnjiSeecOvWrQuOxRygFE7pxP/888++qyQnewE3KbiSnyVLlri9e/eOGZMcxrxt3rzZXxQsW7bMf5ogH3WmEJesIQEX+ZFOmpwgqxiXdNzH+5usoVohJ6PG+hEaK7OmTBRX/ZoZGhpyixcvdkVjLTMu6dROBNbPPfec70pLTZTu9oEDB3xdlO683JJ1xx13OPlIXmpl/ZjUnLK2ieKSei9r7fbbb/d1RJoqKcQlesstmVpLjh8/Xom46s+/Ic9IM6XIOTn0utB8kx3TtT3R7+vrqlADJoqlqs9XHqx1UchtEydPnvQfE54+fboy+RCIkZODfGwmmyxgKUyyOORjXRkPjcUcoHSSBKzltg/Ji3SqBdgkLunSPPTQQx6yQ2MxxyUnTLkgkE2OXU70oRhCYzHHJfAi3aVff/21doEXiiE0FlNcEwFoqFacOHHCx1xfP0JjZdaUieLSHMg6k1uV5FiLxlpmXBMBqNx6JTVDXifee/LJJ53eFvLggw86eV5uPZCGhLyufky//6DadHM/UVwCPHfeeaf/JE8+wZNPFkIxhMZijku8JLf5SWNly5YttXw05iamuBrPvyGfhM6/RcdC801mrH5tj/f79a+rQg0YL5YqP1d5sBbx5X49AVE5Ier9hVVIiizqu+66y395UY5XPm6Wk6ic5OWxAKh0dEJjMccn94Xv2rXL/fl//+xP9J//9XP32muv+Y9u5cQgtxtIpyw0FnNc8hGvdMYkb7fccou/SAjFEBqLOS5ZP3IRp3HJBUMohtBYTHGFAFS+TCWdM91CtaLomM7R7X2RuKRrK9/NkNt5dIs9rhCAypeD5fsXssknQh988IGvJYsWLXLPPPOMv8VFLh7kC9Dvvfeee/rpp/1FROOYalDGfqK4BHik8SDnKwEh+V6QxNwYg7yucayMePQ9J4pLLnr03CVxyblYctgYQyxxhc6/Eqvc5if3XetFTOj8W3RMtWtnH1rbMl9jbQu9LvYa0I4uMf9uEmA9MjLiOxZyZSxAV5VNuy9yG4gUH+lOC1DLR5wSi0C3FKHQWBVilPsj5YQoBUw+TZA4JS75glmzsZjjkpPETTfd5GN47LHHmsYQijXmuL755hvvP8nNvffe6/0WiiE0FlNccrKT+8DrN/n0ROBLt1CtKDqmc3R7XyQuWWeSP7mtRWqJdA9jj0tArf72L6l1Amah20PkNg+5QJdN/tKQxCpxSte62Zh/ooT/FIlLvjsjMcjFkJwHmsUQirWEkPxbThSX1HT5C1cSl/zIl7xjjit0/pXjFWCV49fbpELn36JjXoA2/xNa2zJlY20LvS72GtCmNNH+ehJgLerKVab8lYZUNvm4sHELjTW+JvZ/h2IIjcUcR8hnoRhCY8TVXQXkT5rJPaz1W6hWFB2rn6fMx6G4QsdTpbgEzOS2OLlVYKJNLnLl9fVbaKz++bIeN4tLclMkhirG1ah1KIbQWOPvlfFvuSiVT1X1kxM9hlA9Lzqmc1juU6wBlvqUOVcyYF2miLw3CqBAfAoItMi949JdSmlLNS4BmjfeeCOlVPlYiKtaKf3qq6+Cn5rEFEWqNSAmjds5FsC6HfX4XRRAARRAARRAARRAART4lwKANVZAARRAARRAARRAARRAAQMFAGsDEZkCBVAABVAABVAABVAABQBrPIACKIACKIACKIACKIACBgoA1gYiMgUKoAAKoAAKoAAKoAAKANZ4AAVQAAVQAAVQAAVQAAUMFACsDURkChRAARRAARRAARRAARQArPEACqAACqAACqAACqAAChgoAFgbiMgUKIACKIACKIACKIACKABY4wEUQAEUQAEUQAEUQAEUMFAAsDYQkSlQAAVQAAVQAAVQAAVQALDGAyiAAiiAAiiAAiiAAihgoABgbSAiU6AACqAACqAACqAACqAAYI0HUAAFUAAFUAAFUAAFUMBAAcDaQESmQAEUQAEUQAEUQAEUQAHAGg+gAAqgAAqgAAqgAAqggIECgLWBiEyBAiiAAiiAAiiAAiiAAoA1HkABFEABFEABFEABFEABAwX+Cf9FZ2m+RTT1AAAAAElFTkSuQmCC"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `st.line_chart`の見た目\n",
"\n",
"![image.png](attachment:d7e4a3af-0f1e-4754-a3b3-1e7b4b9110f1.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### この時点でのファイルの内容\n",
"\n",
"* 通常の実行スクリプトに近い\n",
"* 手軽にフロントエンドの作成が可能"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mstreamlit\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mst\u001b[39;49;00m\n",
"\n",
"windows = [\u001b[33m\"\u001b[39;49;00m\u001b[33mboxcar\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mtriang\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhamming\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbartlett\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mflattop\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m,\n",
" \u001b[33m\"\u001b[39;49;00m\u001b[33mparzen\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbohman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackmanharris\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mnuttall\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbarthann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m]\n",
"\n",
"win_name = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mwindow\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, windows, \u001b[34m4\u001b[39;49;00m)\n",
"st.write(win_name)\n",
"two_powers = [\u001b[34m2\u001b[39;49;00m**i \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(\u001b[34m16\u001b[39;49;00m)]\n",
"Nx = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mWindow Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m8\u001b[39;49;00m)\n",
"nfft = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mFFT Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m10\u001b[39;49;00m)\n",
"\n",
"st.write(win_name, Nx, nfft)\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mmatplotlib\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mpyplot\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mplt\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36msignal\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36msg\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mfft\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mfft\u001b[39;49;00m\n",
"eps = \u001b[34m1.e-12\u001b[39;49;00m\n",
"win = sg.get_window(win_name, Nx)\n",
"W = \u001b[34m20.0\u001b[39;49;00m * np.\u001b[34mlog10\u001b[39;49;00m(np.\u001b[34mabs\u001b[39;49;00m(\u001b[34mfft\u001b[39;49;00m.\u001b[34mfft\u001b[39;49;00m(win, nfft)) + eps)\n",
"W = \u001b[34mfft\u001b[39;49;00m.\u001b[34mfftshift\u001b[39;49;00m(W)\n",
"fig, axes = plt.subplots(\u001b[34m2\u001b[39;49;00m, \u001b[34m1\u001b[39;49;00m)\n",
"axes[\u001b[34m0\u001b[39;49;00m].plot(win)\n",
"axes[\u001b[34m1\u001b[39;49;00m].plot(W)\n",
"st.pyplot(fig)\n",
"st.line_chart(win)\n",
"st.line_chart(W)\n"
]
}
],
"source": [
"!cat app.py | pygmentize"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 複数の窓関数を同時に描画したい\n",
"\n",
"* `st.multiselect(ラベル名, 選択肢のリスト, デフォルト項目の要素のリスト)`\n",
" * 複数の選択項目をリストで返す\n",
" * 第三引数は選択肢中に存在する要素のリスト"
]
},
{
"attachments": {
"d772a264-f098-4f68-8780-20e6b982271a.png": {
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IeyuOKfFtW+rbDL0Yxng1yHRcnCkiWzJ09wcZviPxpSe8f2Z3fUJOzSOf3eR5qLNSIEOEzVgFqEpRtzgWpdCaIL4wbKSdb1MsAmU45Jwh8eMtiW7y3SGZ7PON+7+03a9suslefkpcc9pmiiPMdMx0Oe1/s0zpnMupZIiuqZoV3nvH+48JDzD2QR3Ce6vdY2y7/C4wutPoQpvrJxu9LrHnQPG9+T/f610P2yCIzHaTQWRGGQbd5J/v9h06ftk0egCOkml5DMnkWB67yZnqJdOxLOusFMgQ7RRkZxWiEiH2LTQRzk0ZZuhT60uY6UUNO6bX5m378z/KBFbTMIs9HYZd6v7ZP6ePWcZRPS94uIad43DPb3iLe55C5Vvg9pFaN/Z3qZChPjPsgvAaY83GRqjXFXqr74u1CRaXzbDAjVgBitI220YRpTKXelky1VmpkWEmLBbymLZRtQdmsw28ycqgqVvNdDYPptdyGx7Gky2uxDAcw/nGJlOdkQwzoTN/x7RNpPJZpt+FtRnyuyeZu/QzTBRqmw4nd40IGc5QZyRD22oXLm3JEASYzbpE4wnRnx6/e899Y9RLe78109k8Fqeqz/wCc9r/zPho24vSdqY6IxnOhinyf422mZn4zR4vqDLkR4wyvOw5flyIWGbAcr5szTnWWf5fceaYLQJKhtkoQj0n1GaojKmZZluI1PPwEuO/aZxdZtdlBg7AA7jkuhDLhSHEudRZrnXM8/ODgPIWiM56kfW38pv+xragyjA/j8VciAARIAK5IWDJEESXzZpiM0yM4VMbomaaW1F4NhEgAkRg4RBQ3lIFGPhBfKWo/GaPUxkuXH3xzkSACBQIASXDbBShnpNQhsqYKVvNtEBlZrZEgAgQgbwjoLwVKL8UXku3n8ow79XADIkAEVhoBJQMVfVls10S9KU1zjBlq5ku9MPx/kSACBCBbBFQ3pqJ3+zxgijDqakp4UoM2AbYBvLVBrIlQT1PyTAbRajnzMlmmK8HZT58adgG2Abm0gaUBHWrZJjONujUYBob4szK8PkX5M7P/kaeDI9T7VHxsg2wDUS+DYCrwFl3nv+7rOILE8rQ2Qi9KG03Ntn8Hh2Py/hL613G91a+T0LkixD5F2Eu6oLXFr86BRGCq0CG4K7R8Qm3erbBe240SsJOmPw7rTIcGZsQXUdv1DqGdUwLtjXr2L/4G+FKDNgG2AYWqg1YPkpKP/93Au5SHtOtqsB024TN8O6kx6JjHpMqo46OTcjYjVpPIUJ2kgCJAdsA20BU28B/+x8dV4GzHIel4bOEMkweceeUobImiA9pux0auSO6Dvtpux0YGhNdB/106pbHPYxScdHfxIf4oA1oe0jdsn1kbh+Z+Em5LZXXoAzhXLEKcYmnAON+3zqxHR69I8Ojd8VuB4fHZXB4TNJtB4ZGfVIcldgg1hFuiQPbAd+DvPKA8kwYD2F/Km/hdxjPWVviEsucmlam1a3+Z9KtI7uBEYmlWftjw4K1LzbElRiwDbAN5K0NKLek4x1wkvKTbpW/7FY5LnULhbgEXWK1DzoVOAJF6K2OfSHfhyFTfbUHAhwckf6BIW+N+Vvzuy82KFh7+wekt2/A2yLN38SD7YHvg3JBDnygnNKfhm/ARV5P1BNo4CpPOXqmB+Uz5TflO7f1+Q8K0SlDECLYU22B1mZhVSAKAsWHbW//oHuxe9C4+wYE257eAenqiUl3T4xb4sB2wPcg7zzQ3ZvgG+Wdvn6IL4+XsFXlOOCrReUz5TdsoQytbwS/nc3Q9rE9Rh33laCnBvsHhn0lOOz/Vxt05NfdGxOsIMCunn7p7MbaN23b0dUnHV29wi1xYDvge5AtD4TxiRNcPvcoB7lepyPFQVG+ckJucMR1n5XXPJXo+UIQR21tiUtsf1r72qoGVQlCBUL5gZU94os5Yuvs6pP2zl5p6+hJWlvbuwVrW3u3tLR1ha6tGY7hOh4Px474sH0s9vcD/KFc4vgkhWc6OvUfiyfAPJL0eqngLOWvQCn60S7KeaoQ1X64RPvT2sfWvrdnE/SUoEeEqv48ddPe6RFga3uXYG1p63Rrc2uHJNZOaWppz7B2ZDiG63ic+LH9hLeBxf9+JLjE4xXlGY93uqWto1vARehxoFeKHirUojPfgRB9X4bymvJcskL0/CZOGWqfWhlUGRXSE2wbiw3K/fv35enTpzoOmlsiQASIQOQQAEeBq/pjgwEpKp8pvynfgRDVV+JshtqX9phzNMk2CIaNDQySBCNX5SwQESACmRAAKcYGhhwhossMbzRsicpzynuqEGE7XBLYCQdGgj42JCYUIWyCYFkuRIAIEIFiQwDcBWcNuAyclqQQB0fdiB+1H2K7BAzp2NL3GKNrDEWI/jf64uwaF1sTYHmJABEAAuAucBi4DJwGbrM2xGT74R1Zop5jxOcgbgcs2tXd73uHu4kqESACRKBoEUDURXsHHCx9Lu5VFSLshzq0T+MPl0AVoi/tjRgZdN4YXAgvDTLiQgSIABEoVgTgfUboH7zNEHpQhy5A241a0ZEq427U3RIwJPrSYEyMHAERgkmbWzulqbm9WDFguYkAESAC0tjc7uKVQYjwgThC7PMI0XmXje1wifahNYwGfWzE8CC+p6GpjXASASJABIoWgYamVsdl4DQMEEEcIoSf9S6r7XCJsxX68YQwNIJBIS0bm9qkvqG5aEFgwYkAESgtBE6cOCHLly93K9JY6uqb3cAO9HS94GzfmQLvMrrKAyP+RDRj4pQh4nDgbUEX2VOFnQJGRUZciAARIAJRRwDk96c//Slpxb66+ibXw0VPF0P6rO1Q4w4RXgh16JQhZpvBoGjYCuE0ga0QRFhb1xh1DFg+IkAEiIBTg6lkCJVYU9co9fXNznbY0uo5U9R2qLPdeJ7lMVmSHFfY67rIUIXoIlfXNhBmIkAEiEDkEUglQv1dXVvvuAycBqGHKJlE3KE3dhkRNU4ZOi8yusidva6LjMkRcCFUITLiQgSIABGIOgJKfqnbqpp6x2UNjZ4jBYSIrjIiZzTMxpHhkFGGnhe52xkb6xtaXAaV1XVRx4DlIwJEgAgk2QotIVZW10ptXZNThxB61qvspvky8YZLoAx1xAn61M6LXN8sYNSKqhrCTASIABGIPAKWAG26vLJGqmvqnQ8E3Oa8yog57O5PKEP3KZNRz2aIQEQoQ0jIxmaE1LS4LjIy4kIEiAARiDoClgBturyy2vk+4ANBADbCBhFvCLshhKCG12Bo3hLPk6yjTjoEfWu4o8GmyIgLESACRCDqCFgCtOnyCpAhlCFCbFqluaXDm7wBY5V7YwKPcgxTew2MyBJvhhpMzNDtJKTnPGmSqpo6Ka8sjzoGLB8RIAJEINRmqMoQDmGMqEO8oRua589kY0eiLEEXGXE3CEh0Q/AaPU9yRVWtlFVUEWYiQASIQOQRsGrQpm+XV0llVa2LN4TQgxMF31Zxs9j4nwfA3AzplWEjPMlNAi8MMuJCBIgAEYg6ApYAbfp2eaUgKsYpQz+8xipDhNfoSJQliLdxY5LbvbCaBg2rqQIZVkYdA5aPCBABIhDaTb5dBjJEeE2jNDS2uNF1LvDatxliDld1ogQ2Q8TfuIDrAijDuoYWKa+sE35Piq2WCBCBQiBg1aBNpypDfGlQxygnZr/2vo3i2Qy7+9ycXzhRxySjn50PZQgCXPPOu7Js5SZ58mSqEDgwTyJABEocAUuANn3LKEMNr4Hww4g7kKENr3HKUGergTLEBfm0GYIMN2/bJ6vX7JSpKZJhibdZPj4RKAgClgBt2ipDxE9nVIbe7Na9gTLEDA/oX+dTGSbIkN9dLkhLYKZEoMQRsARo09ZmCKGHGbmsMpxmM0xVhpj2Bh6YfHiTVRmuenO7HD1+Xl5evl6WLlsn6zd94IIdbR3Crvjm2l3u+MvL18mH+0/I/QcP3SlXfrjl1OW1G4nYx9GxO7J2w/uyc/dBpzrxNawzn34lK1ZtcXmga/7Zhb8Etsr+/kHZtPVDdwxlWLNut/snoGXo6OyRN97eKbjHkWPn3fH6hlY9zC0RIAIRRcASoE2rMqypa3Aj6xLK0H4xz9gMMYtDK+YxbGl3c3/hworKmrzZDLfv+jggIJDg6jU73O9XXt0gExNxB++t29XBOTj/tdVb3W90rx8/fiLt7d3uN8h0ZHTcfQbwnY173L5vLl9zhPfBvuPBOTve/TggXhAkSBXkCBKEUt24ZW9w7sDgsCsDotNx3K63yzkkMaLtn8UiAgEClgBtWm2GNbUgw+nKcEabIZQhJmnIlzKEGgOJqcqCWjx24oIjnfOfX5apqaeO/HAOSA8Lztn/8Sl3DsgOy1ff/OB+gyzPnPvKpd99/xN3LlQfSOzV17dIPD7pzodyXLZyoxw4dNo5b3Ddj9fL3DH80Tx+uuXFUyoZgrD7+gYcCaMcXIgAEYg2ApYAbTpcGXoOlGlxhoVWhgmbYcKBgjGBIK9Dh8858gJp7TtwMgnxwaERR6IHD591+0FMVmWC+O7df+CONTS2ufyUODWjVKfNw4eP3IibWGxILn191V1TVlHrTlcyLCv3fmse3BIBIhBtBCwB2rTaDMOUYVY2QwzHy5cyTEeG2m3dtG2fm00CxAibol30HCVDHANBajf2uys3g9OhMLG/sir97NywJ76/92hwreaBrXaFlQz1d5A5E0SACEQaAUuANh2uDNPYDNN5k/NtM0xHhqr6oAzv3JkQ2A8t6QH58ZT9tusMEoOjRJVhTW2TI7rvr/6UttKuXS93x0G+8CgNj4zJzVtVbp+SH8kwLXTcSQQij4AlQJvOkzLMn80QZAh7IAZE63L5u+uOiE6e+VIePXosK1ZtdoR4967nUMF5X1z8zp1z7rOv3WXwKIMEQWiHj33m0ns+POaO4WNWOIZuNGyQWLCFo+TUmYuBfdAqx6//8qO7pqraU5MkQwcb/xCBokPAEqBNhyvDTDZDNxzPeJOdA2XuY5Oh5kCGICoQ4onTXwgITH/D8YFFiQ+kePjoZwLHCM6BYpy8d19wHq7/84oNAseIOl1wzo/Xypx3GY4P/F63cY98+/0NUW8zCPLW7Rp3DCE+J059EThncD7KB6cLybDo3gEWmAg4BCwB2nSgDF1ojfEm4zsovTEJbIaD/nyGXpxhtyMDuJ89b3KtlOVh1hp1erz59i7Z9d4hR0ggIBDbrbJE2ArOg4LDMV1BXN09/c5bvOPdg26/en6BgKrBla9vcZ7fePyebN6+P7ge+YAIYXuEzXD/Ac87rfnDRqlEfeOnyiC/Wn4vmq8YESgqBCwB2nRCGTZOizPsARkGs9aMipu1ppDe5FRER0bGBKt2ZVOPw9s7MTHp7IWpx7L9DVKE0kM+qQuO4f73fS906nH+JgJEoPgQsARo04EyDIkzDJShznSdbgRKvuIMiw9WlpgIEIFiQ8ASoE0nlGHqCJRsbIaum9zgB13P3WZYbKCyvESACBQfApYAbTpQhmozdFN4+d9OTmczDKb9D2atwQiU/NgMiw9WlpgIEIFiQ8ASoE1DGVZV1zk/iM5ao9P+q83QfRBqcAFshsUGMstLBIhA9BGwBGjTgTKcq80wH97k6MPIEhIBIlDsCFgCtOlMNkNVholvoPTGxHmTNc6QNsNibxcsPxEoOQQsAdq0R4b4Op4/a02qzdCF1gxJTOMMk22G+DoebYYl15r4wESgiBGwBGjTmF8h2WaY+FSopwz9j8jTZljEtc+iEwEiECBgCdCmZ20zxHC0xAiUmryMQAlKywQRIAJEoEAIWAK0adoMCwQ4syUCRCCaCFgCtGnaDKNZXywVESACBULAEqBNz85mSG9ygaqJ2RIBIlBoBCwB2nRgMwzzJvcNSP/ANG9yVzBrDb3Jha465k8EiEA+EbAEaNPoJnve5MTY5PQjUIIpvHrdt0Td1/EYZ5jPOmJeRIAIzAMClgBtmjbDeQCftyACRCA6CFgCtGnaDKNTR6V+QFUAACAASURBVCwJESAC84CAJUCbzpPNkHGG81CHvAURIAJ5QMASoE2H2wx7Rccme7PW0GaYh2pgFkSACCw0ApYAbTovNsNKzme40PXL+xMBIpAlApYAbTrMZoj5GKaPTeasNVnCzdOIABGIKgKWAG16jsqwmbPWRLXGWS4iQATSImAJ0KYTNsPE1/HSxxlipmsqw7TgcicRIALFg4AlQJvOSRmi34z+M9iyuRWz1njzGTqbYUVV8aDBkhIBIlCyCFgCtGnM1o8RKBhVV9/Y4kbZgeuczbAvJn393nyGA24+QyrDkm1AfHAisFgQsARo0zkpQ3STk2e6ps1wsTQQPgcRKBUELAHaNG2GpdIC+JxEgAg4BCwB2nROyjBqNsN4/J5cv1khd+5MsJqJABEgAlkhYAnQpiNnM3zyZEri8Ul5/PjxjA92+twlWbpsnew/cGrGc3kCESACRAAIWAK06ZyUodoMnTfZfQPFeJPL8+NNbmhscwR3u6xmxpqrqW2SbTsPyK0szp0xM55ABIhASSBgCdCmdQSK8yY3tEhTi/d1vNQRKPPmTW5p7XRkWFXdEJmK6e8flFde3SAvL18nTc0dkSkXC0IEiEDuCFgCtOmclKGzGXYXLs7wyg+3HOmg67vmnXfl7fXvydjYHeno7JE33t4p126Uy5Fj52XNut1S39Aqg0Mj8tbaXVLX0OIQefpU5MKX3wZ5vLx8vZw49YVMTU0Fxz86eFp27j4oR09ccKSLe23f9bHA/qgLuugff3JGcD2OYwURbti8191Xz+OWCBCB4kPAEqBNO5thTUqcYccCxBmCyEBKy1ZuCggIpHf/wUMX/KikpNvb5TUSdKnLvS71l5e+94lrvby/92hAiiBALLjH5m37gvw3bdsXnIN74zjW3XsOu3NAtAcPn3WkCDLE51G5EAEiUNwIWAK06ZyU4XzYDLWbXFZeGyAOEgIJrt/0gfT1Dcjjx08cael+ECOW6pompxrV+QJHzLKVG2X1mp0CxwyIbtPWDx25KbGBbF9/a7v8ecUGuXs37pw39hrkW1vX7O6vpBoUjAkiQASKDgFLgDYNMgxGoKS1GQ4I5jOcN5thKsEBad1nCdLuVzLUWhkYHJbOrl7p7umXFas2uy43usqqDEGOtuu8492PHUGOjI4HZAhVOjX11GWJbjrIGCqRCxEgAsWNgCVAm85JGRbaZgiIlfgswaXbl+5ceJfh6NCutG5hfwwjQ+Rz/vPLjgxHx+7I06dPZe3695yN8NSZi/LTraqga/3N5WvF3QpYeiJABEJDayJjM9Q6Skd86fbhfLsfKu611VsdiX31zQ9uMsbh4VF5Z+Me103OlgyRb0Vl/TRCRRdZlaKWlVsiQASKDwGrBm06d2VY4FlrlOBsaI3us2oRVWD3W/sgusNYHj16LK++vsXZEUFk6brJOC9VGb65dpesWLVFWtu6ZGRkzDlxvBz5lwgQgWJHwBKgTc96BEpzS7vUm+8mI6N8LOohXrdxj5z99Cunxizp2XvY/SA7hN+gawxv8MkzX8qqN7a53wiR+f7qT4EDRR0qmpeSIWyGNh94k+G0QTcb26//8qPLQ6/jlggQgeJDwBKgTWdShjAR9vYPSP/AkMQGR2TJfNgMQUgaXgMSw+/2Ds+BUVvfnIS8ep51P8gRnmC1FcJLDFJEPitf3yKPH08JnCUgNnWgIEOQIWyN9+4/cMMAoSYRSrP8tc3BqnnChsiFCBCB4kXAEqBNR85mOFeI0RUGgY6P352VitNYRdtNR5lUsSKomwsRIALFi4AlQJvOpAwRVjhdGRbYZrjQEEMlQgXCYYJheIgr6ujslQOHzrj9F7+6stBF5P2JABGYAwKWAG06rc0wmxEo022GlXMoXnQuxXRgiE3UbrHdonuNIG0uRIAIFC8ClgBtOpMyXBCbYRQgRlcbD4+RJwizwcgWhOlwIQJEoPgRsARo04vOZlj8VcUnIAJEoJAIWAK06UzKML3NsICz1hQSAOZNBIgAEQAClgBtOmdliDG/re1dLuAZcYa1dQ1SUVUjyIgLESACRCDqCFgCtGkow6rqWqmpa3CfQW5qaZe29i7p6Op1ZjN4k2PT4gw7Ur6bXF0rZfxuctTbAMtHBIjAbJRhd5/02O8mD43KEvSbwZJQhmBNOwIFrMqFCBABIhB1BKwatGnaDKNecywfESACeUXAEqBN02aYV5iZGREgAlFHwBKgTdNmGPWaY/mIABHIKwKWAG06VBnOZDNcrCNQ8oo6MyMCRCByCFgCtOlMNsOSHYESudpjgYgAEcgbApYAbTpUGXaleJMHfW8yPqicHGfYyDjDvFUTMyICRKDQCFgCtGnPZliXEmfYnRJnOOzPZ9gXk06MQNE4w8YWwdfnKxlnWOj6Y/5EgAjkCQFLgDaNWOkq+93k1g7HdeA8F2cY82axGkiNM1SbYWIECuMM81RXzIYIEIECImAJ0KbT2QxTR6DM60zXBcSAWRMBIkAECjk2mTZDti8iQASKBwGrBm06fZxhqs1Qv4FCm2Hx1DhLSgSIQFoELAHadM42w8SsNd7YZNoM0+LNnUSACEQUAUuANp2sDJvd/AupNkPOWhPRSmWxiAARyB0BS4A2HRpnqN5k/5tIgTcZcYZgS3yW05vPsFEqOZ9h7jXCK4gAEVgQBCwB2rTGGaK3W9/Q4ivDbkFvWEeg4ANxA+67ybQZLkjl8aZEgAjkDwFLgDZNm2H+MGZORIAIFAEClgBtmjbDIqg8FpEIEIH8IWAJ0KZpM8wfxsyJCBCBIkDAEqBNp9oMMcqurX0BbYZ1DS1SXlkn+HZxsSzx+D25frNC8AF6LkSACEQbAUuANj0Hm6F6k/P3dTwQ4Jp33pVlKzfJkydT0UbUlO70uUuydNk62X/glNnLJBEgAlFEwBKgTSfbDNWbHPZ1vAJ7k0GGm7ftk9VrdsrUVPGQYU1tk2zbeUBuldVEse5ZJiJABAwClgBtOidliFibQsYZJpNhEfWTDdBzSV754ZZTmCtWbZGJifhcsuK1RIAIhCBgCdCmy9x3k+vct+ARZ5hqM+xz302epzhDJcNVb26XI8fPO2JA93P7ro8Fdjld+vsHZdPWD4Pja9btlta2Lj0sT58+lX0HTsqBQ6flvQ+OuPPQ9f784ncyPDIm72zc4/a9vHydfHr+m8A+2dHZI2+u3SWnz15y3XXc+/W3tkt1TZPUN7bKq69vcdctf22zVFTWB/cbHBqRt9buEtg7sdh8sB/5vLx8vVy7Xh5cg8TQ8Kh7NhzXFXlv3fGRjI3dSTqXP4gAEcgPApYAbTonZYjvJifGJidshvkagQIyBPEpMWzatk9eeXWD+439OH7/wUNnU8Q56FJv3LI3IJuBwWGHVjw+KctWbgz2r9/0QZAnrgMx2X03bnpzMWJUjd571RvbBCSrv7F9zexDHnq/hsY2d97tcq+bbPPBNRs2e2VEHu3t3a6MeI4Vqza76/Bsez486tKvvLpR7t1/kJ9aZy5EgAhMQ8ASoE2H2QyTR6DM06w1IDsoPhANCAULSAPq7M8rNsjdu3Gn+kAeP14vCx7yzLmvHJH8dKvKu+b+A0eGq9fsCIjl1u1qdw66oEo2UHcgqI8/OeuuUxL7YN8xmZryuumfHPnUnbPr/U+CfcdOfp50P70ulQyhSjWfy99dd9ecPPOlu5cS6EcHT097jhs/caLcABQmiECeEbAEaNM5KcOMNsMKj4jmUm7tJlsHCvbtePdjR5Ajo+NB9g8fPnL2y1hsSC59fdURTVlFrTt+3yfDo8fPB+erWjx42CM+HNDzDh0+585TUqusagiuU9IqK/fyxgE9L5X8Un/bfNo7elwZ9V6ary3jhS++dedoPkEhmCACRCBvCFgCtOmMNsO+mCyIzdCSIRA4//llR4ajY3ecMnx/r9eltF1YpJVElOTSEV+mfakkh3tnsy/1nNTfyCe1THgWmADQVYZqhPPktdVbBXbMru6+vFU8MyICRCAZAUuANj0LZdhbsFlr0ilDPIYlQzghQHywJzY1tzuHyM1bVUmKKpV4kEc2+9KRWDb7Us9J/R12/8NHP3PltqR++dvryTXHX0SACOQVAUuANu0pw9oZvMlD8zNrTTZkqPZB2wX9+i8/OlKpqva6t9kQH9BNPS8diWWzL/Wc1N/p7jU6Ou6UIeyf8EaPjIwF9sW81jwzIwJEIAkBS4A2PQtl6M9n2KreZH8+wzzZDOFAQTfZjkBRZQib4e2yGkd8CL85ceoL2f/xqUBdwbsM22AqyQGJbPalI7Fs9qWek/o73f1BgOgmo1sMr/Xb63a7cJ4t2/cLgri5EAEiUBgELAHadJLNsNGPM+zwxybnYjMszxMZQikh7MWOQAEZgjjgBUYMIYa92a4lnBAgQuyDJ1aJ79SZiwGa3r5NYh0WqfvUyVFb3xxcp8SmzhkcSN3X0trp7q3Xpcsn9V6IlUR5Ef+I2EKs8KJjH7YgSy5EgAjkHwFLgDadSRn2ggztd5M9b3KqzbBhQWa6RhA2upYgmWJb1EOOcKHUyR1OnP7CEWJTsxdaVGzPxvISgagjYAnQptPbDLuCma49b/I82QyjDmK+ygcy1KDvL/xRMZhOvK6+Jdivwdn5uifzIQJEwEPAEqBNZ1KGPWmVYXfhbIalVFkaZ2i7+5pGLCIIkwsRIAL5R8ASoE07ZVjjj03OxWbYAgdKY4vU1jVKZXWt5MNmmP/HjnaOCBzHmGo4TDAaBuOfJyYmo11olo4IFDkClgBt2irDBpBha4e0wYHS3SchNsOQr+PlwYFS5Biz+ESACBQBApYAbTrJm5w6a00u3mSwKhciQASIQNQRsARo01YZotdrlSFthlGvVZaPCBCBnBGwBGjTOdsMMW4W/Wi1GdbRZphzZfACIkAEFg4BS4A2DWVY7RwojaI2w/YUm+EAPiI/NCpLCj1rzcLBwzsTASJQKghYArRp2gxLpQXwOYkAEXAIWAK0adoM2UCIABEoKQQsAdo0bYYl1Qz4sESACFgCtOncbYYcgcLWRASIQBEjYAnQpnNWhojGtt5kjkAp4lbBohOBEkTAEqBNW5uhepMzj0BxyrDbBSTWNzR7w/GqagUZjY7HuRIDtgG2gUi3AUuANp1Qho1uqLH7brKbz7BPXNB18N1khNb0xdz3OawytHGGJEP+M2AbYBuIehuwBGjTebUZRh0Elo8vKtsA24AlQJtOKMOGFGXYm6IMRzxlmMlmyIbGhsY2wDYQ9TZgCdCmaTOkfSfS9p2ov1gsX/GRvyVAm04oQ9oMSQr8x8A2UAJtwBKgTdNmWAKVT/VSfOqFdVa4OrMEaNMJZZilzTDTrDWswMJVILEltmwD+WkDlgBtenbKsEPjDBPT/iMjVlZ+Kos4Eke2gcK1AUuANp1QhmozTEz7nxRn6Kbw8uMMMceXnc+wyv8GCiuwcBVIbIkt20B+2oAlQJtWZYjYaR2BAq5Db1i/gYL5DAeD+QwzjE1mZeWnsogjcWQbKFwbsARo0wllSJshu/l0JrENlEAbsARo06oMMd+CVYb263jJM137EzXgYyn1DbQZ8j944f6DE1tiW4g2YAnQphPKMCI2w1tl1fLj9Vvz+h+6u3dAvv3uR+no6p/X+xaiopknCYRtIHMbsARo06oMI2Mz/Ps//H/yv/5v/1aGR+8WjJj6YsNJeZdV1Mgzzz4n3125nrQ/m0bV2z+UdA3KjX1DI3eS9meTF8/J3IiJD/HJRxuwBGjTCWUYEZvhshWvy9+98PcFI8Ovv/le/qv/+l8mqcCKqnpHhld//CknAtu0Zaf8H//+PySVVYn16g83c8orH5XMPEgWbAMztwFLgDatyjA7m2FfTHSiBmczbMy/zVDJcGRsoiBkcuLkOfmX/83/IFYdzpYM//GfX5EX/tP/LbasldUesV6/WV6Q8rOxz9zYiRExytQGLAHaNMiwyv9U6IwfkUesDWJuNM4QHhf0r/MZZwgy/JvfvCj7PvrEkRa6r//8p+XS0tYVkEtscFS2bt/t1ByO/+//9t8LFJ8CAHKCajt67LSc/fQL+eNL/yinzpx3eeJ8KEMQ2Zq1G52qS0eGeg8QJ675zW9/J9dvlLl7gEhfXfmm248uPcp3/OQ5V4b/8X/6124/uvv/z//7z9LZTTuk1gu3JKkotAFLgDZd7n83WW2GiKW2cYb9sUGZ1zjD11evDUgOhPXb//h79xsk09Pn2edAmCCo//S7P8pbazYE53/7/TVHVrDZ/S//+t8E+3Hujl17nC3yF//m3wX7d+3e685PJUPY/aD4cN3/+evfOrJDGuuNnypEz1eiBLl+/uU38voba9099Nw//PEfBKQahQbAMpCI2Aa8NmAJ0KYjZzP88yuvOUV4u7wmIJH9Hx12RHTy1Kdu3ydHTsr7H3wUHFc73c5de9w+EBDI8L/77/9nuXmrwjkz1CGj3WR4kLVxKLmpzRCeZRDalq3vBuc0NLa5coGgtVusXXrNG/lpN1nz0ntwSzJiG4hGG7AEaNORtRlagmlq6XDk9N6e/QE5oWE1NrdLQ1O73Lpd5Y6ja439Soap5+OYkqENo0klQ3R5QYbnL1yS2vpmR3AgOXSVoVD7B0bcfdKRYWpefAGi8QKwHlgP2gYsAdp0JG2Gqd5kkBtsc68sf92pstNnLziy0u6obpX85kqGUKeaZ+rWeqJJhnzB9AXjtnjagiVAm56dzTCYtcb/Ol51/r6Ol45g2jp6XBcVZNfa3u2ICk4TdEXhWIF6Q7c4X2R46PAJdz+oPCjIjq4+t3b1xARrpm4ylWHxvBQksNKsK0uANp2wGeoIlHb3WWRE0Mw4a02hvMlwTDS3dgZd4i8ufuMI8OCh46L2QWszBBlCweXSTU4XWqPhMOgeIz/YKvWFQbf9v/zDy/L91URgNog7NbRGyVDz0uu5Lc0Xj/UevXq3BGjTajMM8yb3JXmT5ynOEEQEQjxw8Khs3LzDEZMSJJQa0lhBiDYEB2qxpq45o83w8NFTLr/Vb77jhuChsSrBwjkC26B2y1EOnIewnP/rP7yQRLi4DuejHOs3bnPq1Ob1D//0igvtURXJlyJ6LwXrpDTrxBKgTUfOZojQGoTMIAYQZKTEaEd0IIxFj2GLc+FJRhpbtRke+uR4oOy04WPcMwgM56ptEp5lJTv1SMNpo/v0Xu++92HSaBN0p/WYXgeyhn0T+3Ef66jRMnBbmi8h6z0a9W4J0KZnaTPsEm8ESv5thrbBqK0unboaGBpzdjwbImOvzVca+aMcINh85cl8ovFSsB5Ksx4sAdp0wmboj01uDbMZjsiS+RiBwgZamg2U9c56n682YAnQpnNThvNgM5wvQHgfvnxsA6XZBiwB2nTkbIZsoKXZQFnvrPf5agOWAG16jsqwsDbD+QKH9+GLyDZQOm3AEqBNl1VUpsxak2IzjA1IbGBYBvBBKNoMS6fBkBxY14u1DVgCtOlZK0P9VCgmQqzkp0LpaS6BDwktVnIoteeyBGjT1maoH4Rq6+h2c7jqp0LTK8O2DvcFqWA+w0p+RL7UGhWfl+qxGNuAJUCbTlKGTS3u2/DBfIb9MUmez3CaN5k2w2JsDCwzSayU24AlQJumzZDdO3bx2QZKqg1YArTpJGXYmKIM+zIoQ7UZoptMmyGVRikrDT57cbV/S4A2nc5miG6y/Yg8bYZUDiWlHEhuxUVuudaXJUCbTlKGudsME1/HQ0a5FornL+5Gx/pl/UaxDVgCtGmrDFO/jpfZm9ya4k0mGfKfARU020ARtAFLgDadpAyzsRniU6GIvUlnMxQuRIAIEIGII2AJ0KahDKv97yZrnGGqzRCfCk2MQOnxv5uscYb1/neTK6siDgGLRwSIABEQsQRo00nKUG2Gnd3uW/G9Gmc4OCyDGI6H7wDAs2KVoR2BQqCJABEgAlFHwBKgTVuboSrD7EagpLEZRh0Elo8IEAEiYAnQppOUIW2GbChEgAgsdgQsAdo0bYaLveb5fESACCQhYAnQppOUYTY2Q3qTk3DlDyJABIoMAUuANp27MuxO8SbX0ZtcZG2BxSUCJY2AJUCbTqsMO1K8yQPGm0xlWNLtiA9PBIoeAUuANp27MgziDDu9+QyDOMPqogeJD0AEiMDiR8ASoE0nK8NWbz7DIM5wwJvP0MYZUhku/sbCJyQCixkBS4A2nbsypM1wMbcTPhsRWPQIWAK06WRlmDKfoY5AmclmWOV/A2XRo8gHJAJEoOgRsARo02HKEL1hnbUmZGxy4WyGA4PDcv1GhTQ0tjngu3v63e9Hjx4VfUXwAYgAEVhYBCwB2nSyMoyAzbC/f1CWLlsXrCOj43L63CV5efk6QTrb5cmTKYnHJ+Xx48fTLsF+LkSACJQmApYAbTpMGdqZrkOUoT+fYeBNzs+sNVCDIMMTp76Q3r4BmZqakvOfX5aXl6+X0bE7Wdee5nO7rCa45ulTkQ/2HZOVr28RkCUXIkAESg8BS4A2nawMfZth4E32v4Gi3uSZPiKfD1g7OnscGdbVtwTZzYYMW1o7XT5V1Q1BPiDD9Zs+kDfe3ilTU0+D/UwQASJQOghYArTpJDKcaaIGR4bT4gybxDlQKuceZ3jterlTgFCGa955VzZs3it378anKUOQ2oUvv5VXXt3gCA+qEUoSKhLLlR9uBceQz9vr35Pe3phs2b7fnb9s5SZHip+e/8adr/mtWLUlOP7Zhb8EhInjp85clO27PpajJy4EZQSx4gMxXIgAESgeBCwB2nQSGTapzbBHunr6pLd/HuMMQTggGxCV2gxXrNrsusapyvDLS98HJPj+3qMB8X108LSky2fNut1SW98SXIP8YYO8/O11V4OfHPk0OLZz98GA7PZ/fModR56btn4YlAskuHrNDvcbhDwxES+elsCSEoESR8ASoE1Hzmao3duy8tqgylLJsLqmSUBw6hyBQ2TZyo2yes3OwBaYLh+Q2uZt+9x5qiIHh0Yc+YHc7t1/4O55/8FDpyZBmHCrKxlCgdY3tLpzsO/YiQuOEFE+LkSACBQHApYAbTpZGUbAZtjc0uEI5nZ5wvGRSoYKOUJwOrt6BaE3UJHoEivJpcvHkqE6UNTR8uO1Ms3WbX/48XZQDnud5o+T+nzP96HD55Ku5Q8iQASii4AlQJtOIsOsbYad3dLSpnGG+bMZAr50JJZKhjW1TUHXWLvUamdUskqXTzpSQ964tryiLqn22js8Rw5IOd11OBkKEt36Tdv2BfbFpEz4gwgQgcghYAnQpgMyrG+Uhkw2w2H/GyjoNuKLUfbrePkcgZKOxCwZwgv82uqtzub31Tc/SE9vTIaHR+WdjXuSur/p8rGkpsoQxAoytN1y1F5FZf2MylC72FSGkWvvLBARCEXAEqBNq82wrq7RTULT3NrhuC51BIr7IFSyN7kwcYbpSEzJMB6/5wKp1T4IcsPy6NFjefX1Lc6OqCEzmk9qaA1shja0Bl1skKGn7jxv9NOnT50zB/vrGloCZQibYX9sKAD58nfX3bUnz3wZ7GOCCBCBaCNgCdCmA2UIMpxppuv5iDNUErM2wzPnvnKk894HR5x3GWQGotq957CAiFa9sc39Bll9f/UnVxNqC1y3cY+c/fQr140FecITjPPghe7o7A28z8hv7Yb35cjx826bIMinARliH649cfoL2fPhseCeGDXDhQgQgeJAwBKgTSeR4Yw2w/6YdPX0S7vaDJtapK6+MDbDpub2AFl4cEFCIKMbP1U6uyLUIX5jff2t7Y4UcY6OLsHQPQ3TwX4dynfq7MXgOoTiYHnw4KHs3H0o2I88EeYDmyAW7V7DSbN1x0fBecj3lhnh4k7mHyJABCKNgCVAmy6vxEfk66VObYZtHdLeaeIMBwZlYHBEBufLZpgtiiAoENz4+F1HVtlel+k87YZPTCSPXVYy1O41bIUjI2N0mmQCk8eIQEQRsARo05GzGUYRPyVDG8cYxXKyTESACMyMgCVAm07qJkfBZjjzo8z/GSBD2BrR7VYv9PyXgnckAkQgHwhYArTpJDKMgs0wHw9biDwmJ+8FdsdC5M88iQARmB8ELAHadE42w/nwJs8PHLwLESACpYqAJUCbzk0Z9sGb3JfwJjfCm6zfTZ77rDWlWjl8biJABOYPAUuANh2QoXqTEXSN+QxTZ62BN5nKcP4qjHciAkSgMAhYArTpgAz9ESgYZYfRdjoCpT82KJjp2huBYuIMWzE22cQZVuRhPsPCPDpzJQJEgAgkELAEaNPWZtiIsckmzrAP8xnaOEMqwwSgTBEBIlCcCFgCtOnclGGSzTB1bDJthsXZNFhqIlBaCFgCtOmADJ3N0MxnSJthaTUQPi0RKBUELAHadECGtBmWSlPgcxKB0kbAEqBNp7MZ4gN18CbTZljabYZPTwQWJQKWAG16FsrQxBkab3I5vcmLsuHwoYjAYkPAEqBNe8qwboZZa4a9WWvoTV5szYLPQwRKDwFLgDadszLEzNCIymacYek1Ij4xEVgMCFgCtGkowxp/PkONM6TNcDHUOJ+BCBCBtAhYArTpnJVh0thkZzP0xiZzBEpa3LmTCBCBiCFgCdCm09sMvbHJCW8ybYYRq04WhwgQgdkiYAnQpnNWhrQZzrYKeB0RIAJRQMASoE3TZhiF2mEZiAARmDcELAHaNJXhvFUBb0QEiEAUELAEaNOzV4Zt/kQNdTq5a1UUnpNlIAJEgAhkRMASoE0nKUP9IJTOZ9gfk2nzGdJmmBFnHiQCRCDiCFgCtOnZK8PWFGVYQWUY8TbA4hEBIiAilgBtOkkZZvN1PCpDticiQASKGQFLgDY9e2WoNsPgg1BUhsXcQFh2IlAqCFgCtOkkZag2Q3wQqrtPerO1GVZX1wpHoJRKU+JzEoHiRsASoE2HKcNuzmdY3BXO0hMBIpAeAUuANp2kDGkzTA8e9xIBIrB4ELAEaNNhyjB8FUPMdwAAGkBJREFUpmt8RL6j231GryHpI/K0GS6e5sInIQKLFwFLgDadpAzDbIaD/neT+/pjAm8y5vjCfIaN/kzX1dV1ebEZPn0qcurMRdm+62M5euKCvLx8vSxdtk7Wb/pAYgPDQe08ePBQ9n100h3D8RWrNsuVH24Fx58+fSof7Dsm5z77Wi5+dUXeXrdbPv/yO/no4GmXF/LbsHmvbNm+XzZs2Svv7z0qU1NTgvtf+PJbWbFqi8t7+Wub5ctL37v9yBz57jtwUg4cOi279xx257y8fJ0cP/m5TE09De7PBBEgAtFFwBKgTVcE8xk2CeYzbG3rcFwHzsOsNTH/u8lDw2OypNAzXYOMNm39MCA5kNbqNTvc71de3SATE3FHTJu37XP73nx7l+zcfSg4/8bNSlcD8fikLFu5MdgPwjx4+Ky8+/4nsmzlJgHJvf7W9uD4G2/vdGT4yZFP3T6QMO6Ne+Lak2e+nJYvzgGZ4jhWkC4XIkAEoo+AJUCbTlKGC20zVDIE0dQ3tDpUse/YiQuOcM5/ftntO33ukhw6ci5AvaGxzR2H8sNy//4DR4Z/XrFBamqb5PHjx/LkyZPgfCRGR8cd2eFeYP6BwWGnREG+jx498vJ58NCRMUhx8t79IF+cc+/+A3dOe3u3u27Nut2OUJNuwh9EgAhEDgFLgDYdKZshiA+qb/UaT6kpin39g47sDh1OECDO7en1uu21dc3u+NHj590lSoZQg+kWkKMqzh+vlblTlFChNEGOLa2dbosuNJRfU3N7QIZ6H1z46NFjpzZR5idPptLdjvuIABGIEAKWAG06SRlGwWaYjgzvP3joCGfTtn3ONvfFxe8cQWkXVbdKlkqG+tvWA0j0g33Hp5ErVKfmk25746fKgAwtyYYRuL0n00SACEQHAUuANj17m2EBRqCEEcvg0IjrioLc0J0FWcFpcru8RmKxIens6nXdYiU/JUNLWloVl7+77q5f8867SUoO3WnkC9vf+J0JGRkZc+v4+F3BCkJOl29YmfV+3BIBIhAtBJYtWzZtfDL2ZaUMB3xvMoakeN7k5K/j5WsEihIL7Hj9saEAQSUwODK0O2tthh2dvY7ItPuajrSQWXNLh0+kWwKbn94EzwUyXLdxT5Lt7/DRz+TYyc/daeny1TKndu01X26JABGIFgKHDh2aRobYF2YzTB2BMjQ86nuTCxhnqMQCUgIhnjj9hez58JgjKUeQ/YPO8YE0VhAiCBBpVYvtHT2hCk491XCsQEUiPAc2wa//8mOyl3rtLqcQEeKDfNU5QjKMVqNmaYjAbBCIxWIC8oMaxIo09mWlDMPjDFulrr5J8hlnCJshusBbd3zkiEiJ8VZZTfDcl7/1uro4hnXXe4dcDCHS8CgraSFmURclWsQF6nW6VecHusI73j2YdBwhNugmY8mUL7rdiFXkQgSIQLQRAPGlW6fbDDuzjDMsoM3Qi/t7KrAVwnaXLqD54cNHnk3vzkTekY/H77m8JyYm8543MyQCRGBhEUhHhFkrw/m2GapSW1jIeHciQAQWIwKhZBiMQGl0I1BaghEofW4ESn8wAmWebIbolmKUCGP2FmMz5DMRgYVHIJQMK6qkuqZO6uoapWGh4wwB0+TkPRkZHV94xFgCIkAEFiUCYWQ43WY409jkAnqTFyXyfCgiQAQihUAYGc7Sm+zFGSZmreFM15GqbRaGCBCBUATCyDChDD2bYWLWGs9mmJi1xtoMO6fPZ4iMuBABIkAEoo5AGBkGyrA+xWbopv33v5uMOEMEXWNOL28Eis5nmN84w6iDyPIRASJQ/AiEkSG+41RTU+9ip735DFPjDIdkYHBEEvMZ0mZY/K2BT0AEShiBMDIMlGFu3mTaDEu4LfHRiUBRIxBGhrO2GcK4aL+BQpthUbcPFp4IlAwCYWQYKMN6OFBapKW1Q9rx3WTaDEumbfBBiUBJIRBGhrQZllQz4MMSASIQRoaBMpybzTA/X8djNREBIkAECo1AGBmG2wxTv46HOEM3uWuf60c7m6H7VGijVFUj6JpxhoWuROZPBIjA3BEII0Nvctc6qVOboZuowdgM3UQNjDOcew0wByJABCKBQBgZ0mYYiephIYgAEZgvBMLIkDbD+aoB3ocIEIFIIBBGhrQZRqJ6WAgiQATmC4EwMqTNcL5qgPchAkQgEgiEkeHsbIadGI7HESiRqFkWgggQgZwQCCPDwGao3uTMI1D0u8k6a01LXr+Ol9MT8WQiQASIwCwQCCPDhM2wyX0DJTGfYWqc4RjjDGeBOy8hAkQgYgiEkSFthhGrKBaHCBCBwiIQRoa0GRYWd+ZOBIhAxBAII8N0NsOO8FlraDOMWL2yOESACOSIQBgZ0maYI5A8nQgQgeJGIIwMI2czrGtokfLKOnn6dG6A41st129UyKNHj+aWEa8mAkRgUSEQRoa52QwLPGsNCHDNO+/KspWb5MmTqTlVwOlzl+Tl5ev4Qfo5ociLicDiQyCMDCOlDEGGm7ftk9VrdsrU1NzI8Pznl+Xl5etldOzO4qtNPhERIAKzRiCMDGelDOFhsfMZVudpPsNkMpxbP1nJMB6/N2vQeCERIAKLD4EwMgxTht36DRR/PsOhad9Nbu90Udp19U1SXZ2fma6VDFe9uV2OHj/vlN3SZetk/aYPJDYwnFQrsCu+uXaX4Di6wx/uPyH3HzwMzlEyPH32kixbudGdt3rNDuno7A3O+fb7G7Jm3W45++lXwTl6r0tfXw3uj667vf+DBw9l30cnXZ64/4pVm+XKD7eCfJ8+fSr7DpyUA4dOy+49h4MyHj/5uUxNzY3kg5swQQSIwKwQCCPDJGXY3Cqtbea7ybEBiQ3Y7ybPg81w+66PA5IBMYHAQDivvLpBJibi7uFv3a4OzsH5r63e6n6je/348RN3DsgQ12EFmb3x9k6XfuXVjYFTxZ7zzsY98urrW4Jr9Drdt/L1LS5vJWwcf/PtXbJz96Hgmhs3K9294/HJgFzRVd+yfX9wzsWvrsyqAnkRESAC+UEgjAzDlGHwdbz5nOkaRLNp64dOkdU3tLonx75jJy44MgF5QVmB/EAy7e3dwTn7Pz7lzvnm8jW3T4kOCg8L8tnz4TF3TmVVQ9I5f/GvQd6qNvU67Fu7/j13v5HRcXcdnDOHjpxzafxpaGxz+X508LTbd//+A0eGIPJ79x+4fSgrygwlOld7aHBjJogAEcgZgTAyTFKGTSnKsD9EGc6PzTDhQOnrH3Rkc+jwOVHVhW6oXQaHRhzZHDx81u0GGYJ87tyZCE778tL3Lp/b5TWh53x6/ht3nXW8aF52H8i1p9cLQq+ta3b5omuPRclQf2Pfo0ePnZcc6nWunnJ3E/4hAkRgVgiEkWGYMlxQm2GqNxm2QITbbNq2Txqb25OIR9HQc1LJ0BJYc0tHWjK056QjvtR9X1z8zuWj3XDdgqyxKBlqWbAP5JkvT7k+M7dEgAjkjkAYGSYpwyjYDNMRhqo+kA2UHuyHlmgAx3jK/lQCwzn5IMOBwWFHhHCaQGHGYkPS2dXrusUkw9wbJq8gAvONQBgZhinDBbMZggzRve2PDQUYXf7uuiOgk2e+dN1NEBEI8e5dz6GCE1Wtnfvsa3ddochQ7YPWZggPNdShdoupDIOqY4IIRA6BMDJMUoYz2Qz7fG+yZzNEaA0md20UL86wes4PrV1JEAsI8cTpLwKnhyPI/kF3DyU+kOLho5/Ju+9/4sgIBDl57747R8lQnR7YGaYM7TnprtN96E6Pjo67sqE8IEQbAoTytHf0sJs855bADIhA4RAIJ8MqqanR7ybDgdIh4DrPZggHyqCgZ5iIM+ztl47OHmnVOMOG/MYZIlQGISu73kuErIB4bpV5Tg9ABNI8deaiI0C11yE2EeORdQFhpqpHJcOyilp32lff/DDtHBDfn1ckq05Lhrjw8reeUtV7o6zwJOM3tqoMUUZdlOgR5kNvsqLCLRGYfwTCybBaamrr3ez9jWoz7OpxvNKncYZDIzI0nGGm63yNQEmFZWRkTLCGBSo/fPhIJiYmnb0w9dpC/8a9UTbYKrkQASJQPAiEkWGYzTDVmzw4bQRKW/5HoBQPnCwpESACxYpAGBnOwWbYkXebYbGCy3ITASJQPAiEk6G1GbYsrM2weOBkSYkAEShWBMLJMAebYbI3OVUZVhUrNiw3ESACJYRAOBlmUoaxNN7knhRvch5nrSmh+uCjEgEisEAIhJNhtdTUpHiTO1O8yYO+NzlZGeY/znCBsOFtiQARKCEEwsnQKsMFjjMsofrgoxIBIrBACISTIW2GC1QlvC0RIAILgUA4GVplmOpNps1wIeqK9yQCRKCACISTIW2GBYSdWRMBIhA1BMLJ0CrDOdgMKyvnPlFD1EBjeYgAEVh8CISTYbjNsD91bHKyN5lxhouvmfCJiMDiRyCcDK0yzMZmWMBZaxZ/NfAJiQARWGgEwskwXBlOm7XGU4YIusZ3kzXOEFN41QoGOXMhAkSACEQdgXAyhDJE0HWj+wyyN58hgq77pM99EArzGSLoelSWYEePrwzb/PkM6zGfYU2d0GYY9SbA8hEBIgAEwskwoQyb/PkMOzGfYW+/qM0QnyBx8xnSZsjGRASIQLEjEE6GtBkWe92y/ESACOSAQDgZJpThjDNd02aYA+I8lQgQgUgiEE6GtBlGssJYKCJABAqDQDgZJpThHG2G9CYXpuqYKxEgAvlEIJwMM9kMM3wdT73Jdf7X8ehNzmd1MS8iQAQKhUA4GU5Xhh3+1/HUmzyQ7E1mnGGhKon5EgEiUHgEwskwF5thzI8z7OoRpwybW4VxhoWvPN6BCBCB/CEQToa+MmxoEmczbO+UtHGGI2MIuo65aGxvBArHJuevepgTESAC84VAOBlmshmmm88wZQQKbIYYwkKb4XxVJe9DBIjAXBAIJ8M52gzrG5qlpqaOY5PnUju8lggQgXlDIJwMPZshTH+NTTqfYdjY5BSbYVNLmzQ0NktNbf6UYV1Di5RX1snTp+HYdPf0y/UbFfLo0aPwk3I8Uog8cyxCxtMXonyog7LyWunq7stYNh4kAsWEQDgZesqwvrFZmlvapHUmm6E3UYM3aw2MjGDRfClDvHxr3nlXlq3cJE+eTIXie/rcJXl5+ToZGR0PPSfXA4XIM9cyZDp/IcrX0NgmS5etm7E+MpWbx4hA1BAIJ0PPZghOa2puE2/Wmu6UWWuGE7PW9PbFpKPT8ybjgnwqQ5Dh5m37ZPWanTI1FU6G5z+/LC8vXy+jY3fyhnMh8sxb4URkIco3NnZHdr3/iZz59KuMSj2fz8m8iEChEQgnQ18ZNvjKsM3zJvf0xdLPWtPTG3Pu5rb2Lud+VpthZVXNnJ8hmQzD+8mFIIZC5DlnQEwGWr54/J7ZyyQRIAK5IhBOhgmbIYQewgc7u3rdtIXT5zOMDQiUYVd3r7R3dElza3ugDKvySIar3twuR4+fd+oP3bT1mz6Q2MBw8MxKDFYZllfUyRtv73TdOlzz3gdHZPzORHANEj9eLwvOQTd730cn5f6Dh+6c1DwfP34sO3cfcioVdsynT5/KvgMn5cCh0y5v7T5+fvE7GR4Zk3c27nH3Rr6fnv8mUFIg+AtffiuvvLrBP75eTpz6Ikn5fvv9DVmzbrec/fSr4LzVa3ZIR2dvUH4t3+mzl2TZyo0ur9RzHjx46J4JZcO6YtVmufLDrSAPlOWjg6dl7/7j8tOtKtm4Za+8v/eoPHnyRD7Yd0zOffa1XPzqiry9brd8/uV3Agy27vjIPY9m8v3VnwT3Rf541o8/OSMPH3oY6jncEoEoIzAwMDBtTkPsg6CD/wO93ZbWdmnr6HJcB87DCJSBwWHBfIZ4312cIWyGCESEMoSREf3r2tp6qaqunfPz42Xdvutj96LhZQMJ6osHMpmYiLt7KDEoGbZ39AQv5+49hwPCQ3f78eMn7hqQgpIE7vHq61vcb9wDXXKb59TUU9mwZa87DpLA73h8MiAhdNFxnebnEUPyvhs3K919v7z0vTsP14B4lBRBSrrg3poXbKZK6q+8ujFwEs10jqpq5PPm27sckWueWhZ7jh4DRvinoQSr+w8ePhs8M9JYKirrg2f5YN9xeW31VvfbwzBcyetzcksEooDA3bt3p5Eh9lVV1zguA6c1t7T7yrAnUIYDA0OODN1M1/2xQU8Z9vR5yrClXRqbWqS2vtFN/T/XB8XLumnrh04R1je0uuyw79iJC+6lAyFgscSF3yBFqMn+2JB/zdMgHzhZoHBAfiCk5paO4BwQHsgH6hB5/nnFBrlzd8LZyUAKIE0QIZb79x84wgA537v/wO27dbvalWvFqi3BPiWMjz/xCKS6psmpPpQBi5IqSEidREp0l76+6s7BM+/58JjLu7Kqwe3L5hw4WQ4dOefOxx91gCjxKhlC0f3l22vuufHPQp8Nz19T2+TwglrU/UqGZ8595crU1JzA8OSZLwWmEy5EoJgQAPlBDWJFGgsEHab8b2hq8ZRhe5dznqjNUKf8Hx4dlyWxAZ8MXTe52ylDxOPU1jXkRRkWE5gsKxEgAosLAacM6/D9kxanDGEKRFgZesMQgugmY8p/102ODQyJHZLX0tbhnChgU/S1uRABIkAEihUBfMsJXObNZdgh7Z0aVhMTdJExYw2IED1RpwzhVYEDBeE1iMOBMvRiDUmGxdoIWG4iQATExUsjOgbKEF//xBwMUIZwoEAIqjKE6W0JdsCrgq9FOSdKR5frWyNiG11lLkSACBCBYkUAHAZPMqJkEFaDuQzRRcY3k60yHLHK0PMo97oL4HVBBrV1jS78pFiBYLmJABEoXQQQOgcyRE8XUTKIloHgg3MQpsFpyhAxNupEwYeVISPBoOhjgxDjcS/0pXQh5ZMTASJQjAiAu8Bh4DKnCn17oddF9pwnGmPobIboM4MM7VfyNN6wobFFOjo6qQ6LsSWwzESghBGAKgR3uS6yU4WwF6afrQYOFGczhDcFfWf0od1IFF8dqlcZtkNkOjExQVIs4cbFRycCxYAASBBcpUSIbyVDFaoXWeML0UWGKhzyPcnOZogdCDyEE8WRoe9VRgawHcILU1fvzWKDAMaKyiopK6+UW7fL5KdbZXLj5i25dv2m/Hjthvzw4w25+sM1ufrDdbly9Uf5/grWH7glDmwHfA9mzQNXroJTPF754cfrjmvAOeCen27dllu3y6WsvMLNv4q4QkxMjXAaayu0XmSNL9SA65HRO54yhER0hOh7lUGIsB16w/M6nWfZI0Qv7rC6utbNgF1RAVKscKQIYrz50y23Xr9xU7Beu34jWEGUqSseiisxYBtgG0jlBv1tOUR5RXkGnIPVkWBFleMkcBNioz0iRJC1NzEDiBCcBm5z45F9VajdY9gLMXx1CcbkgSHRVdaheZh0FGTY3oE5DhGE7U3rBYUI7wyYFwxcUVkt5RWVcrusQm6XlTulCKZWxQjm5koM2AbYBubaBpRXsAXfgATLK6pcTxU9VhAhol9AhPB1eEHWnW6IMWapSSbD4aT4QijDsfG7sgRj8jKpQ/S10WXGjA/qYcYNwcCI7kZBMLsNvpcCtQhyxIrCYr3tb126rNyRprI6tj/5DG/32TSPe/8BLSY2TXyIj20PqeliaR8QU1iVN3Sr/KG8Ao4B14BzQIDgIFWD6jl2s9MgprCz28UVJhOhZytUVQhbIVShU4bwomBsnusq+2E2GJGCWJwu35miChGBi+gyg3kR1Y3JHDC7DZQiCuaIsbrGbTF1DpQjbIzptzjG48SH7SP9e8D3Q3EBl6AnqvxSXV3nOMfxT12D4yIQIZwlbmr/NihCjwgxsi41rtCzFY4JiBD8NzY+4SlD9JexqjpMZz9Ehl63uStJJXrE2Ozc11CLurquNEgywwpG50oM2AbYBjLxhB4Dpyi/YAvyUyWIHquqQUzE4DlLUrvGniIEv6kqVFshVOHdiUlZAmZEnxm2QyhExB0ODGjsofeBedgQdewyboY4RNgS4W0GE8NrA2LEFgWEasTY5nRb74Ga/AfjlnjgnyjbAdtBY1q+sDyCHqnyDLbKPxhz7MJnoAb9scfoGqdXhKMyPALO83gPtkIowzt347IErGjVYTqFiIBseGIwZA83gUrETUGMHjl2OnIEQYKhdQVR2hUMzpUYsA2wDYS1AcsXmlY+wRYcg9UjP08Fgo+wgpvUPgjOsp5jVYTgN+U7tRVCFTplqMzomHIsRSH6NkR4mR0h9ishekqx08Ukgo19cvQJEsoRhcUU29iCud1DuDQehr+JR4f7bKPXuNke2B7StwfHIz6fwJnrCTBPAWLSBfRYMQuNU4J9nmjTb5vo2GONJ0SAdZIivOPZCu/cnUwoQ2VIZUywZ5JCdF3nIT/8ZiAI0Fa1qIpRmdkrIAqZWJW9ufX+ixEH4sA2kLkNWP5QbrFb8A44SFWgKkE3G43/bROY/5TPlN+U77BVVeiUIfrK6k3BVpkTGcCGGMQhghAHvUkddNovMDAKgq1HjJ5yRF8dBU3dwvboPQy3xAH/zdkO2A7St4N0/KF8ogSo/IOeK+ZXsEpQ5ykEf+kIE40nVL5TRajbJcqMli2VQbEFOSqzImP0vXV1DIwJEv3VK9CgU45gaa7EgG2AbSBfbUD5RflGt8pHulW+AndZLrMcp7xnt0ugDO9MoM886QIPnQ3R9aU9x4pTii70xiNFECL63oNDHjE677M/vhmFcb99jzQKq4ztWJu/iYf/H5ztwRMRfD88RRfWHhzh+b3SgF9S+GbQj4TxerOjgoEkUIEq5sZ8PgMZgt+U70CEyn8T8fsSKEPLkJZBkbbsqjdQ9k3dOrJMUZDK2NwmVDWxIBZsA9m1AeUUbFP5Rn+nqkDwVCqPWY6z6fjkfcHqKUPfm6J9Z2zVy5y6dUrRn+XB9sWxH/E7KJzaGrn1bK7EgTh4LzRxmCsOHvkl4gRT+SiVr/S3U4BpeG4ifk+gCrH9/wEmeeznZ9kb/wAAAABJRU5ErkJggg=="
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:d772a264-f098-4f68-8780-20e6b982271a.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 先程と同じ"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"windows = [\"boxcar\", \"triang\", \"blackman\", \"hamming\", \"hann\", \"bartlett\", \"flattop\",\n",
" \"parzen\", \"bohman\", \"blackmanharris\", \"nuttall\", \"barthann\"]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 先程と同じ"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.signal as sg\n",
"import scipy.fft as fft"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `st.multiselect`を使用"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"# ここから先が異なる\n",
"win_names = st.sidebar.multiselect(\"window\", windows, [windows[4]])\n",
"st.write(win_names)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `win_names`を`st.write`する以外は同じ"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"two_powers = [2**i for i in range(16)]\n",
"Nx = st.sidebar.selectbox(\"Window Length\", two_powers, 8)\n",
"nfft = st.sidebar.selectbox(\"FFT Length\", two_powers, 10)\n",
"\n",
"st.write(win_names, Nx, nfft)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* `win_names`をループで処理"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"eps = 1.e-12\n",
"for win_name in win_names: # ループとして処理\n",
" win = sg.get_window(win_name, Nx)\n",
" W = 20.0 * np.log10(np.abs(fft.fft(win, nfft)) + eps)\n",
" W = fft.fftshift(W)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
" # ループの続き\n",
" st.write(win_name)\n",
" st.line_chart(win)\n",
" st.line_chart(W)"
]
},
{
"attachments": {
"b727377c-f646-4e43-9548-0957936cc0e7.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 複数の窓が繰り返し描画される\n",
"\n",
"![image.png](attachment:b727377c-f646-4e43-9548-0957936cc0e7.png)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mstreamlit\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mst\u001b[39;49;00m\n",
"\n",
"windows = [\u001b[33m\"\u001b[39;49;00m\u001b[33mboxcar\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mtriang\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhamming\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbartlett\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mflattop\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m,\n",
" \u001b[33m\"\u001b[39;49;00m\u001b[33mparzen\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbohman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackmanharris\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mnuttall\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbarthann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m]\n",
"\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mmatplotlib\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mpyplot\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mplt\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36msignal\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36msg\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mfft\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mfft\u001b[39;49;00m\n",
"\n",
"\u001b[37m# ここから先が異なる\u001b[39;49;00m\n",
"win_names = st.sidebar.multiselect(\u001b[33m\"\u001b[39;49;00m\u001b[33mwindow\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, windows, [windows[\u001b[34m4\u001b[39;49;00m]])\n",
"st.write(win_names)\n",
"two_powers = [\u001b[34m2\u001b[39;49;00m**i \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(\u001b[34m16\u001b[39;49;00m)]\n",
"Nx = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mWindow Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m8\u001b[39;49;00m)\n",
"nfft = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mFFT Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m10\u001b[39;49;00m)\n",
"\n",
"st.write(win_names, Nx, nfft)\n",
"eps = \u001b[34m1.e-12\u001b[39;49;00m\n",
"\u001b[34mfor\u001b[39;49;00m win_name \u001b[35min\u001b[39;49;00m win_names: \u001b[37m# ループとして処理\u001b[39;49;00m\n",
" win = sg.get_window(win_name, Nx)\n",
" W = \u001b[34m20.0\u001b[39;49;00m * np.\u001b[34mlog10\u001b[39;49;00m(np.\u001b[34mabs\u001b[39;49;00m(\u001b[34mfft\u001b[39;49;00m.\u001b[34mfft\u001b[39;49;00m(win, nfft)) + eps)\n",
" W = \u001b[34mfft\u001b[39;49;00m.\u001b[34mfftshift\u001b[39;49;00m(W)\n",
" \u001b[37m# ループの続き\u001b[39;49;00m\n",
" st.write(win_name)\n",
" st.line_chart(win)\n",
" st.line_chart(W)\n"
]
}
],
"source": [
"!cat app.py | pygmentize"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 複数の窓をまとめて描画したい\n",
"\n",
"* pandasのDataFrameの複数カラムにデータを押し込む\n",
"* `st.line_chart`に渡す"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 先程と同じ"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"windows = [\"boxcar\", \"triang\", \"blackman\", \"hamming\", \"hann\", \"bartlett\", \"flattop\",\n",
" \"parzen\", \"bohman\", \"blackmanharris\", \"nuttall\", \"barthann\"]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* pandasを追加"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import scipy.signal as sg\n",
"import scipy.fft as fft\n",
"import pandas as pd # 追加"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 先程と同じ"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"win_names = st.sidebar.multiselect(\"window\", windows, [windows[4]])\n",
"st.write(win_names)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 先程と同じ"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"two_powers = [2**i for i in range(16)]\n",
"Nx = st.sidebar.selectbox(\"Window Length\", two_powers, 8)\n",
"nfft = st.sidebar.selectbox(\"FFT Length\", two_powers, 10)\n",
"\n",
"st.write(win_names, Nx, nfft)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 窓と周波数特性をlistに格納"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"eps = 1.e-12\n",
"win_ary = []; W_ary = []\n",
"for win_name in win_names: # ループとして処理\n",
" win = sg.get_window(win_name, Nx)\n",
" W = 20.0 * np.log10(np.abs(fft.fft(win, nfft)) + eps)\n",
" W = fft.fftshift(W)\n",
" win_ary.append(win)\n",
" W_ary.append(W)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* DataFrameに格納"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"fs = 16000.0\n",
"t = np.arange(Nx)\n",
"f = (fs / nfft) * np.arange(-nfft/2, nfft/2)\n",
"\n",
"df_win = pd.DataFrame(np.array(win_ary).T, index=t, columns=win_names)\n",
"df_W = pd.DataFrame(np.array(W_ary).T, index=f, columns=win_names)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"st.line_chart(df_win)\n",
"st.line_chart(df_W)"
]
},
{
"attachments": {
"f771a969-016d-4a7e-b2dd-ae9160659ed5.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:f771a969-016d-4a7e-b2dd-ae9160659ed5.png)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mstreamlit\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mst\u001b[39;49;00m\n",
"\n",
"windows = [\u001b[33m\"\u001b[39;49;00m\u001b[33mboxcar\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mtriang\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhamming\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mhann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbartlett\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mflattop\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m,\n",
" \u001b[33m\"\u001b[39;49;00m\u001b[33mparzen\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbohman\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mblackmanharris\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mnuttall\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33mbarthann\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m]\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mmatplotlib\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mpyplot\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mplt\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36msignal\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36msg\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mscipy\u001b[39;49;00m\u001b[04m\u001b[36m.\u001b[39;49;00m\u001b[04m\u001b[36mfft\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mfft\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mpandas\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mpd\u001b[39;49;00m \u001b[37m# 追加\u001b[39;49;00m\n",
"\n",
"win_names = st.sidebar.multiselect(\u001b[33m\"\u001b[39;49;00m\u001b[33mwindow\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, windows, [windows[\u001b[34m4\u001b[39;49;00m]])\n",
"st.write(win_names)\n",
"two_powers = [\u001b[34m2\u001b[39;49;00m**i \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(\u001b[34m16\u001b[39;49;00m)]\n",
"Nx = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mWindow Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m8\u001b[39;49;00m)\n",
"nfft = st.sidebar.selectbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mFFT Length\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, two_powers, \u001b[34m10\u001b[39;49;00m)\n",
"\n",
"st.write(win_names, Nx, nfft)\n",
"eps = \u001b[34m1.e-12\u001b[39;49;00m\n",
"win_ary = []; W_ary = []\n",
"\u001b[34mfor\u001b[39;49;00m win_name \u001b[35min\u001b[39;49;00m win_names: \u001b[37m# ループとして処理\u001b[39;49;00m\n",
" win = sg.get_window(win_name, Nx)\n",
" W = \u001b[34m20.0\u001b[39;49;00m * np.\u001b[34mlog10\u001b[39;49;00m(np.\u001b[34mabs\u001b[39;49;00m(\u001b[34mfft\u001b[39;49;00m.\u001b[34mfft\u001b[39;49;00m(win, nfft)) + eps)\n",
" W = \u001b[34mfft\u001b[39;49;00m.\u001b[34mfftshift\u001b[39;49;00m(W)\n",
" win_ary.\u001b[34mappend\u001b[39;49;00m(win)\n",
" W_ary.\u001b[34mappend\u001b[39;49;00m(W)\n",
"fs = \u001b[34m16000.0\u001b[39;49;00m\n",
"t = np.\u001b[34marange\u001b[39;49;00m(Nx)\n",
"f = (fs / nfft) * np.\u001b[34marange\u001b[39;49;00m(-nfft/\u001b[34m2\u001b[39;49;00m, nfft/\u001b[34m2\u001b[39;49;00m)\n",
"\n",
"df_win = pd.DataFrame(np.\u001b[34marray\u001b[39;49;00m(win_ary).T, index=t, columns=win_names)\n",
"df_W = pd.DataFrame(np.\u001b[34marray\u001b[39;49;00m(W_ary).T, index=f, columns=win_names)\n",
"st.line_chart(df_win)\n",
"st.line_chart(df_W)\n"
]
}
],
"source": [
"!cat app.py | pygmentize"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"### `st.line_chart`に軸などを追加したい場合\n",
"\n",
"* `st.altair_chart`を用いる必要がある\n",
" * [参考となるissue](https://github.com/streamlit/streamlit/issues/1129)\n",
"* `st_my_line_chart`というメソッドを定義(次セル)\n",
" * `st.line_chart`の代わりに使用可能\n",
" * 詳細は省略"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"```python\n",
"def st_my_line_chart(xs, ys, columns, xlabel, ylabel, xlim=None, ylim=None, category_name=None):\n",
" df = pd.DataFrame(data=np.array(ys).T,\n",
" index=xs,\n",
" columns=columns)\n",
"\n",
" if category_name is None:\n",
" category_name = \"category\"\n",
"\n",
" df_melt = df.reset_index().melt(\"index\", var_name=category_name, value_name=\"y\")\n",
"\n",
" if xlim:\n",
" x_kwargs = {\"title\":xlabel, \"scale\":alt.Scale(domain=xlim)}\n",
" else:\n",
" x_kwargs = {\"title\":xlabel}\n",
"\n",
" if ylim:\n",
" y_kwargs = {\"title\":ylabel, \"scale\":alt.Scale(domain=ylim)}\n",
" else:\n",
" y_kwargs = {\"title\":ylabel}\n",
"\n",
" c = alt.Chart(df_melt).mark_line().encode(\n",
" alt.X(\"index\", **x_kwargs),\n",
" alt.Y(\"y\", **y_kwargs),\n",
" tooltip=[\"index\", \"y\"],\n",
" color='{0}:N'.format(category_name)\n",
" ).interactive()\n",
"\n",
" st.altair_chart(c, use_container_width=True)\n",
"\n",
" return df, df_melt\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 窓関数ビューワのまとめ\n",
"\n",
"* `st.selectbox`, `st.multiselect`を紹介\n",
"* `st.pyplot`, `st.line_chart`の使い方を紹介"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## デジタルフィルタデザイナー\n",
"\n",
"* `scipy.signal`のデジタルフィルタ設計関数を用いたダッシュボードを作成\n",
" * 設計したフィルタをアップロードした音声に適用しブラウザ上で視聴\n",
" * 処理後の音声のダウンロードリンクを生成"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 現状のダッシュボード\n",
"\n",
"* [filter_designer.py](https://github.com/wrist/streamlit-dsp/blob/master/streamlit_dsp/filter_designer.py)\n",
" * `scipy.signal.firwin`のみ対応"
]
},
{
"attachments": {
"7bec4cd1-d1e0-43d4-9ea1-24150091dd7a.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:7bec4cd1-d1e0-43d4-9ea1-24150091dd7a.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 紹介する項目\n",
"\n",
"* 数値入力\n",
" * `st.number_input`\n",
"* チェックボックス\n",
" * `st.checkbox`\n",
"* オーディオファイルのアップロード/ダウンロード\n",
" * `st.file_uploader`\n",
" * ダウンロードリンクは自力で作成\n",
"* オーディオファイルのブラウザ上での再生\n",
" * `st.audio`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"### 個人的な最終目標\n",
"\n",
"* [pyfda](https://github.com/chipmuenk/pyfda/tree/f6a619806e9488c3ba8ed5975d23faa6266d73bd)\n",
" * PyQtで作られたmatlabのfdatoolみたいなもの\n",
" * 非常に便利だがフィルタ長が長い時などに動作が不安定化"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 数値入力\n",
"\n",
"* サンプリングレート、タップ長、カットオフ周波数の入力\n",
"* `st.number_input(ラベル名, min_value, max_value, value)`\n",
" * valueなどの型はintからfloatで統一する必要有"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting app.py\n"
]
}
],
"source": [
"%%writefile app.py\n",
"import streamlit as st\n",
"\n",
"fs = st.sidebar.number_input(\"Sampling Frequency\", min_value=1,\n",
" max_value=192000, value=16000)\n",
"cutoff_hz = st.sidebar.number_input(\"cutoff [Hz]\", min_value=0.0,\n",
" max_value=fs/2.0, value=100.0)"
]
},
{
"attachments": {
"27442164-a5fc-4098-a5d8-cee889938646.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:27442164-a5fc-4098-a5d8-cee889938646.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### チェックボックス\n",
"\n",
"* `st.checkbox(ラベル名, デフォルト真偽値)`\n",
" * チェックが入った場合のみ実行させる動作を記述可能"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"show_time_coeff = st.checkbox(\"time coefficient\", value=True)\n",
"if show_time_coeff:\n",
" pass # do something"
]
},
{
"attachments": {
"d700480a-cb55-48af-82e6-1f93652d572f.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"![image.png](attachment:d700480a-cb55-48af-82e6-1f93652d572f.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### オーディオファイルのアップロード\n",
"\n",
"* `st.file_uploader(ラベル名, type)`\n",
" * typeは拡張子、リストも可能\n",
" * 返り値は`BytesIO`のサブクラス(`UploadedFile`)\n",
" * file-like objectなのでファイルを要求する関数に渡せる"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"import soundfile as sf\n",
"wav_file = st.sidebar.file_uploader(\"input wave file\", type=\"wav\")\n",
"if wav_file is not None:\n",
" sig, wav_fs = sf.read(wav_file) # file-likeなので渡せる\n",
" st.line_chart(sig)"
]
},
{
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* ファイルブラウズかドラッグアンドドロップでアップロード可能\n",
"\n",
"![image.png](attachment:151dfca6-d4a1-4174-bdc3-74bc868fcc15.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"* Dockerコンテナ上だとエラーが発生(書き込み権限の問題?)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"### 許容アップロードサイズを変えたい場合\n",
"\n",
"* APIリファレンスより引用\n",
" * `You can configure this using the server.maxUploadSize config option.`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### オーディオファイルのブラウザ上での再生\n",
"\n",
"* `st.audio(data)`\n",
" * dataはファイル名、BytesIO、ndarrayなど\n",
" * rawデータやndarrayの場合はファイルヘッダーが必要"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"if wav_file is not None:\n",
" st.audio(wav_file)"
]
},
{
"attachments": {
"6894e86b-98d9-48ed-b437-c40ccf2e5578.png": {
"image/png": 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EmqF0Mj2UDgfXmXlwZb+yX2EABmBg5jMgkZZrpjVNm1C7DzgyOmqH2OsfzCFXCDYMwAAMwAAMwAAMwEBdDMglNXqH3DLtadqF2v/AhULBnk0ojFx+yLZgI9oz/yySlgL2MQzAAAzAAAzAQK0MyA3VAi1XlDOqJVoOOZ1TpoR6OoNg2yRAAiRAAiRAAiRAAiRQTwIIdT2psQwJkAAJkAAJkAAJkAAJjCWAUIMCCZAACZAACZAACZAACURIAKGOEB6LkgAJkAAJkAAJkAAJkABCDQMkQAIkQAIkQAIkQAIkECEBhDpCeCxKAiRAAiRAAiRAAiRAAgg1DJAACZAACZAACZAACZBAhAT+D35vKA62LgxtAAAAAElFTkSuQmCC"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"chromeでの見た目\n",
"\n",
"![image.png](attachment:6894e86b-98d9-48ed-b437-c40ccf2e5578.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### オーディオファイルの一括アップロード\n",
"\n",
"* `st.file_uploader(ラベル名, type, encoding=None, accept_multiple_files=True)`\n",
" * 最新版の`0.68.0`で導入\n",
" * 返り値がリストになるため音声データのバッチ処理が可能\n",
" * リロード時にうまく読み込めないバグがある?"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"wav_files = st.sidebar.file_uploader(\"input wave files\", encoding=None,\n",
" type=\"wav\", accept_multiple_files=True)\n",
"if wav_files is not None:\n",
" for wav_fname in wav_files:\n",
" sig, wav_fs = sf.read(wav_fname)\n",
" st.line_chart(sig)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"* `encoding=None`は付けるとdeprecated errorが出るが抑制可能\n",
" * `st.set_option('deprecation.showfileUploaderEncoding', False)`"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:1c75ba38-1df5-4e40-84ce-9c668f673416.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### オーディオファイルのダウンロード\n",
"\n",
"* 公式コンポーネントはまだない\n",
"* [workaround](https://discuss.streamlit.io/t/how-to-download-file-in-streamlit/1806/26)が存在\n",
" * バイナリファイルをbase64エンコード\n",
" * aタグを生成し`st.markdown`で表示"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* ダウンロードリンクを作成するための関数"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"import os\n",
"import base64\n",
"def get_binary_file_downloader_html(bin_file, file_label='File', extension=\"\"):\n",
" with open(bin_file, 'rb') as f:\n",
" data = f.read()\n",
" bin_str = base64.b64encode(data).decode()\n",
" href = f'Download {file_label}'\n",
" return href"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* 入力ファイルを0.5倍した波形を一時ファイルに保存の上でダウンロードリンクを作成"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Appending to app.py\n"
]
}
],
"source": [
"%%writefile -a app.py\n",
"\n",
"import tempfile\n",
"if wav_file is not None:\n",
" sig, wav_fs = sf.read(wav_file)\n",
" hsig = 0.5 * sig\n",
" \n",
" # 名前付き一時ファイルに保存\n",
" fp = tempfile.NamedTemporaryFile()\n",
" sf.write(fp.name, hsig, wav_fs, format=\"wav\")\n",
" st.audio(fp.name)\n",
" \n",
" # ダウンロードリンクを表示\n",
" href = get_binary_file_downloader_html(fp.name, \"filtered wave file\", \".wav\")\n",
" st.markdown(href, unsafe_allow_html=True)"
]
},
{
"attachments": {
"efccd01c-05b8-4447-9b65-079a780fa9ff.png": {
"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"![image.png](attachment:efccd01c-05b8-4447-9b65-079a780fa9ff.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"* 最終的なファイル\n",
" * aタグにclassが自動挿入されているため注意"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mstreamlit\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mst\u001b[39;49;00m\n",
"\n",
"fs = st.sidebar.number_input(\u001b[33m\"\u001b[39;49;00m\u001b[33mSampling Frequency\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, min_value=\u001b[34m1\u001b[39;49;00m,\n",
" max_value=\u001b[34m192000\u001b[39;49;00m, value=\u001b[34m16000\u001b[39;49;00m)\n",
"cutoff_hz = st.sidebar.number_input(\u001b[33m\"\u001b[39;49;00m\u001b[33mcutoff [Hz]\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, min_value=\u001b[34m0.0\u001b[39;49;00m,\n",
" max_value=fs/\u001b[34m2.0\u001b[39;49;00m, value=\u001b[34m100.0\u001b[39;49;00m)\n",
"\n",
"show_time_coeff = st.checkbox(\u001b[33m\"\u001b[39;49;00m\u001b[33mtime coefficient\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, value=\u001b[36mTrue\u001b[39;49;00m)\n",
"\u001b[34mif\u001b[39;49;00m show_time_coeff:\n",
" \u001b[34mpass\u001b[39;49;00m \u001b[37m# do something\u001b[39;49;00m\n",
"\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36msoundfile\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36msf\u001b[39;49;00m\n",
"wav_file = st.sidebar.file_uploader(\u001b[33m\"\u001b[39;49;00m\u001b[33minput wave file\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[36mtype\u001b[39;49;00m=\u001b[33m\"\u001b[39;49;00m\u001b[33mwav\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
"\u001b[34mif\u001b[39;49;00m wav_file \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
" sig, wav_fs = sf.read(wav_file) \u001b[37m# file-likeなので渡せる\u001b[39;49;00m\n",
" st.line_chart(sig)\n",
"\n",
"\u001b[34mif\u001b[39;49;00m wav_file \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
" st.audio(wav_file)\n",
"\n",
"wav_files = st.sidebar.file_uploader(\u001b[33m\"\u001b[39;49;00m\u001b[33minput wave files\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, encoding=\u001b[36mNone\u001b[39;49;00m,\n",
" \u001b[36mtype\u001b[39;49;00m=\u001b[33m\"\u001b[39;49;00m\u001b[33mwav\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, accept_multiple_files=\u001b[36mTrue\u001b[39;49;00m)\n",
"\u001b[34mif\u001b[39;49;00m wav_files \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
" \u001b[34mfor\u001b[39;49;00m wav_fname \u001b[35min\u001b[39;49;00m wav_files:\n",
" sig, wav_fs = sf.read(wav_fname)\n",
" st.line_chart(sig)\n",
"\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mos\u001b[39;49;00m\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mbase64\u001b[39;49;00m\n",
"\u001b[34mdef\u001b[39;49;00m \u001b[32mget_binary_file_downloader_html\u001b[39;49;00m(bin_file, file_label=\u001b[33m'\u001b[39;49;00m\u001b[33mFile\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m, extension=\u001b[33m\"\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m):\n",
" \u001b[34mwith\u001b[39;49;00m \u001b[36mopen\u001b[39;49;00m(bin_file, \u001b[33m'\u001b[39;49;00m\u001b[33mrb\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m) \u001b[34mas\u001b[39;49;00m f:\n",
" data = f.read()\n",
" bin_str = base64.b64encode(data).decode()\n",
" href = f\u001b[33m'\u001b[39;49;00m\u001b[33mDownload {file_label}\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m\n",
" \u001b[34mreturn\u001b[39;49;00m href\n",
"\n",
"\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtempfile\u001b[39;49;00m\n",
"\u001b[34mif\u001b[39;49;00m wav_file \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
" sig, wav_fs = sf.read(wav_file)\n",
" hsig = \u001b[34m0.5\u001b[39;49;00m * sig\n",
" \n",
" \u001b[37m# 名前付き一時ファイルに保存\u001b[39;49;00m\n",
" fp = tempfile.NamedTemporaryFile()\n",
" sf.write(fp.name, hsig, wav_fs, format=\u001b[33m\"\u001b[39;49;00m\u001b[33mwav\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
" st.audio(fp.name)\n",
" \n",
" \u001b[37m# ダウンロードリンクを表示\u001b[39;49;00m\n",
" href = get_binary_file_downloader_html(fp.name, \u001b[33m\"\u001b[39;49;00m\u001b[33mfiltered wave file\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, \u001b[33m\"\u001b[39;49;00m\u001b[33m.wav\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
" st.markdown(href, unsafe_allow_html=\u001b[36mTrue\u001b[39;49;00m)\n"
]
}
],
"source": [
"!cat app.py | pygmentize"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### フィルタデザイナーのまとめ\n",
"\n",
"* 数値入力とチェックボックスコンポーネントを紹介\n",
"* オーディオファイルのアップロード、再生、ダウンロード方法"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## `pyroomacoustics`を用いたシミュレータ\n",
"\n",
"* `pyroomacoustics`のroomオブジェクト、音源、マイクをGUIで配置\n",
"* RIR生成または伝搬シミュレーションを実行\n",
" * ※`Streamlit`のバージョン`0.68.0`ではシミュレーションでエラーが発生"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 現状のダッシュボード\n",
"\n",
"* [room_designer.py](https://github.com/wrist/streamlit-dsp/blob/master/streamlit_dsp/room_designer.py)\n",
" * `Shoebox`のみ対応"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:90c3fd02-f2a6-42c8-bdde-08c281047f68.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 紹介する内容\n",
"\n",
"* スライダー\n",
" * `st.slider`\n",
"* ボタン\n",
" * `st.button`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### スライダー\n",
"\n",
"* `st.slider(ラベル名, min_value, max_value, value)`\n",
" * valueの類は省略可能"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"```python\n",
"rx = st.sidebar.slider(\"x\", min_value=0.0, max_value=100.0)\n",
"```"
]
},
{
"attachments": {
"d7b1c25e-ab75-4491-b8e1-9be8ad7403ba.png": {
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}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"![image.png](attachment:d7b1c25e-ab75-4491-b8e1-9be8ad7403ba.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### ボタン\n",
"\n",
"* `st.button(ラベル名)`\n",
"\n",
"```python\n",
"\n",
"ret = st.button(\"Simulate\")\n",
"if ret:\n",
" pass\n",
"``` "
]
},
{
"attachments": {
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"image/png": "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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"![image.png](attachment:c3f27ecb-1bbc-438b-8b12-959ca37488c5.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## アプリケーションのタブ化\n",
"\n",
"* *現在タブ用コンポーネントはない*\n",
"* `st.radio`で代用可能\n",
" * ただしダッシュボードを切り替えると状態がリセットされる"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `st.radio`をタブ代わりに使用\n",
"\n",
"* [app.py](https://github.com/wrist/streamlit-dsp/blob/master/streamlit_dsp/app.py)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"```python\n",
"ret = st.sidebar.radio(\"app\", [\"window viewer\", \"filter designer\", \"room designer\"])\n",
"print(ret)\n",
"\n",
"if ret == \"window viewer\":\n",
" window_viewer.main()\n",
"elif ret == \"filter designer\":\n",
" filter_designer.main()\n",
"elif ret == \"room designer\":\n",
" room_designer.main()\n",
"```"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"![image.png](attachment:ac6f009d-e25c-4067-ad9e-7fb6bc6c9ee6.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## espnet2のフロントエンド\n",
"\n",
"* `espnet2`\n",
" * pythonのみで処理可能\n",
" * pre-trainedモデルをダウンロードする仕組みが存在\n",
" * https://github.com/espnet/espnet_model_zoo"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"* ダッシュボード\n",
" * [espnet2_loader.py](https://github.com/wrist/streamlit-dsp/blob/espnet2/streamlit_dsp/espnet2_loader.py)\n",
" * asrのみ対応"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### モデルのダウンロード\n",
"\n",
"* `table.csv`記載のnameを打ち込むとモデルをダウンロード\n",
" * 問題点:標準出力がキャプチャできないためダウンロード進捗が不明\n",
"\n",
"![image.png](attachment:7f4f92e2-4c29-43ef-b1fe-fdc074dcc52d.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 音声ファイルをアップロードすると波形を描画\n",
"\n",
"![image.png](attachment:54af581f-39fe-44e9-a8fd-4a2b30f47a0a.png)"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### デコードボタンクリックで音声認識を実行\n",
"\n",
"![image.png](attachment:9c691fce-b907-4776-849d-0dbb5dd17c65.png)"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### モデルの情報を表示\n",
"\n",
"![image.png](attachment:5d68d65d-3d28-4efb-b0a8-519d2f50a8fb.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Herokuへのデプロイ\n",
"\n",
"* 実行環境として手軽に利用可能\n",
" * `git push heroku local_branch:main`\n",
"* 実際に稼働中\n",
" * https://streamlit-dsp.herokuapp.com\n",
" * free-dynoなので遅い"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 必要となるファイル\n",
"\n",
"* `Procfile`\n",
"* `Aptfile`\n",
"* `requirements.txt`\n",
"* `runtime.txt`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `Procfile`\n",
"\n",
"* 実行時のコマンドを記述\n",
"* 内容: `web: streamlit run --server.enableCORS false --server.port $PORT streamlit_dsp/app.py`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `runtime.txt`\n",
"\n",
"* ランタイムバージョンを指定する場合に必要\n",
"* [使用可能なランタイム](https://devcenter.heroku.com/articles/python-support#supported-runtimes)\n",
"* 内容: `Python 3.8.6`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `Aptfile`\n",
"\n",
"* `apt install`する対象を記述\n",
" * `soundfile`ライブラリが`libsndfile`に依存\n",
"* buildpackが必要\n",
" * `heroku buildpacks:add heroku-community/apt`\n",
"* 内容: `libsndfile-dev`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `requirements.txt`\n",
"\n",
"* 依存ライブラリを記述\n",
"* HerokuはPoetryに対応していない\n",
" * [python-poetry-buildpack](https://github.com/moneymeets/python-poetry-buildpack)\n",
" * `pyproject.toml`からpush時に動的に`requirements.txt`を生成\n",
" * しかしエラー時に対処できないのでローカルで予め生成しておく\n",
" * `poetry export -f requirements.txt --output requirements.txt`"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### 最終的な実行コマンド\n",
"\n",
"* 必要なファイルが揃った上で下記を実行"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"```sh\n",
"$ heroku buildpacks:clear\n",
"$ heroku buildpacks:add heroku-community/apt\n",
"$ heroku buildpacks:add heroku/python\n",
"$ heroku create\n",
"$ git push heroku heroku:main\n",
"$ heroku open\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## その他の話題"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### ASTの書き換えによるコード生成\n",
"\n",
"* ほぼスクリプトライクに書けるため代入の上書きにより通常のスクリプトとして実行できるようにすることも可能\n",
"* 標準ライブラリ`ast`でコードを書き換え`astor`ライブラリでコードを生成\n",
"* そのまま実行できるものが出来上がるわけではないが取っ掛かりに便利"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### `st.cache`によるキャッシュ機構\n",
"\n",
"* 時間のかかる計算や大きなモデルのダウンロードに対してキャッシュ動作を実現\n",
"* [ドキュメント](https://docs.streamlit.io/en/stable/caching.html)\n",
" * キャッシュ機能を付与したい関数に`@st.cache`というデコレータを付与\n",
" * 引数、返り値、本体内部の変化を監視"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### まだ足りないと感じる要素(1)\n",
"\n",
"* タブ\n",
"* デフォルトの可視化コンポーネント\n",
" * 軸ラベルぐらい指定したい\n",
"* 複雑なレイアウト\n",
" * [ベータ機能としてコンテナなどが追加](https://docs.streamlit.io/en/stable/api.html#lay-out-your-app)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### まだ足りないと感じる要素(2)\n",
"\n",
"* 編集可能なテーブル\n",
" * フィルタ係数を入力して可視化することなどが困難\n",
"* ユーザー認証および状態の永続化\n",
" * `SessionState.py`を使う例\n",
" * https://discuss.streamlit.io/t/alternative-implementation-of-session-state/799"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### また足りないと感じる要素(3)\n",
"\n",
"* 標準出力のキャプチャ\n",
" * 処理進捗を標準出力に出すコマンドで困る\n",
" * https://github.com/streamlit/streamlit/issues/268\n",
" * `contextlib`でredirectは可能だが、非同期実行ができない\n",
"* 仕様の安定性\n",
" * 複数ファイルアップローダにおいて再読み込み時にエラーが発生"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### コンポーネントの自作\n",
"\n",
"* 必要なコンポーネントは自作することが可能とのこと\n",
"* https://docs.streamlit.io/en/stable/publish_streamlit_components.html"
]
},
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"cell_type": "markdown",
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"source": [
"---"
]
},
{
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"slide_type": "slide"
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"source": [
"## まとめ\n",
"\n",
"* 自作のダッシュボードを通じて`Streamlit`について紹介\n",
"* デプロイ方法およびその他の話題を紹介"
]
}
],
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"nikola": {
"category": "",
"date": "2020-10-13 06:00:00 UTC+09:00",
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"slug": "22",
"tags": "streamlit,scipy",
"title": "Streamlitを用いた音響信号処理ダッシュボードの開発(Tokyo BISH Bash #03発表資料)",
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