{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Static Plots\n",
"\n",
"- [pandas.DataFrame.plot — pandas 1.4.1 documentation](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html)\n",
"- [Matplotlib — Visualization with Python](https://matplotlib.org/)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 対象者\n",
"\n",
"- pandas DataFrame / Series は使ったことがある方\n",
"- plot を使って、静的な描画を簡単に行いたい方\n",
"- そこそこのデータ量を扱いたい方\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 目次\n",
"- `.plot()` メソッドのオプションを使う\n",
"- matplotlib を組み合わせて描画する\n",
"- 価格帯別出来高とMarket Depth を 描画する\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## データ\n",
"- cryptochasis の約定データを使ってOHLCVデータを作成\n",
"- [crypto-chassis/cryptochassis-data-api-docs: A REST API providing snapshot, tick, and aggregated market data for crypto-currencies](https://github.com/crypto-chassis/cryptochassis-data-api-docs#trade)\n",
"- スクリプトは [botter4visualization/data.py](https://github.com/fin-py/botter4visualization/blob/main/source/data.py) に記載しています\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.4.2'"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# warning 非表示\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import pandas as pd\n",
"pd.__version__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### データ作成方法\n",
"- [botter4visualization/data.py](https://github.com/fin-py/botter4visualization/blob/main/source/data.py) をお使いください\n",
"- cryptochasisが対応している取引所などは[こちら](https://github.com/crypto-chassis/cryptochassis-data-api-docs#general-api-information)で確認してください\n",
"- install するライブラリなどは、[requirements.txt](https://github.com/fin-py/botter4visualization/blob/main/requirements.txt)で確認してください\n",
"- 今回使ったデータと同じデータを作成するには\n",
" ```bash\n",
" $ python data.py download-execution-files\n",
" $ python data.py gz-to-pickle\n",
" ```\n",
"- オプションを確認するには\n",
" ```bash\n",
" $ python data.py --help\n",
" ``` \n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### データ読み込み\n",
"\n",
"- 約定データを読み込み、5分足のOHLCVに変換します"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" time_seconds | \n",
" price | \n",
" size | \n",
" is_buyer_maker | \n",
" instrument | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2022-03-19 00:00:00.872000+00:00 | \n",
" 1.647648e+09 | \n",
" 37859.61 | \n",
" 0.00050 | \n",
" 0 | \n",
" btc-eur | \n",
"
\n",
" \n",
" 2022-03-19 00:00:27.573999872+00:00 | \n",
" 1.647648e+09 | \n",
" 37878.52 | \n",
" 0.00060 | \n",
" 1 | \n",
" btc-eur | \n",
"
\n",
" \n",
" 2022-03-19 00:00:27.941999872+00:00 | \n",
" 1.647648e+09 | \n",
" 37878.71 | \n",
" 0.00045 | \n",
" 1 | \n",
" btc-eur | \n",
"
\n",
" \n",
" 2022-03-19 00:00:37.752000+00:00 | \n",
" 1.647648e+09 | \n",
" 37878.43 | \n",
" 0.03969 | \n",
" 1 | \n",
" btc-eur | \n",
"
\n",
" \n",
" 2022-03-19 00:00:47.352000+00:00 | \n",
" 1.647648e+09 | \n",
" 37892.74 | \n",
" 0.00263 | \n",
" 0 | \n",
" btc-eur | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" time_seconds price size \\\n",
"datetime \n",
"2022-03-19 00:00:00.872000+00:00 1.647648e+09 37859.61 0.00050 \n",
"2022-03-19 00:00:27.573999872+00:00 1.647648e+09 37878.52 0.00060 \n",
"2022-03-19 00:00:27.941999872+00:00 1.647648e+09 37878.71 0.00045 \n",
"2022-03-19 00:00:37.752000+00:00 1.647648e+09 37878.43 0.03969 \n",
"2022-03-19 00:00:47.352000+00:00 1.647648e+09 37892.74 0.00263 \n",
"\n",
" is_buyer_maker instrument \n",
"datetime \n",
"2022-03-19 00:00:00.872000+00:00 0 btc-eur \n",
"2022-03-19 00:00:27.573999872+00:00 1 btc-eur \n",
"2022-03-19 00:00:27.941999872+00:00 1 btc-eur \n",
"2022-03-19 00:00:37.752000+00:00 1 btc-eur \n",
"2022-03-19 00:00:47.352000+00:00 0 btc-eur "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_btc_eur =pd.read_pickle(\"../data/binance_btc-eur.pkl\")\n",
"df_btc_eur.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 1525681 entries, 2022-03-19 00:00:00.872000+00:00 to 2022-03-21 23:59:59.045000192+00:00\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 time_seconds 1525681 non-null float64\n",
" 1 price 1525681 non-null float64\n",
" 2 size 1525681 non-null float64\n",
" 3 is_buyer_maker 1525681 non-null int64 \n",
" 4 instrument 1525681 non-null object \n",
"dtypes: float64(3), int64(1), object(1)\n",
"memory usage: 69.8+ MB\n"
]
}
],
"source": [
"df_btc_eur.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" open | \n",
" high | \n",
" low | \n",
" close | \n",
" volume | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2022-03-01 00:05:00+00:00 | \n",
" 38500.00 | \n",
" 38819.43 | \n",
" 38500.00 | \n",
" 38735.89 | \n",
" 21.38764 | \n",
"
\n",
" \n",
" 2022-03-01 00:10:00+00:00 | \n",
" 38736.62 | \n",
" 38780.34 | \n",
" 38565.49 | \n",
" 38750.73 | \n",
" 7.26478 | \n",
"
\n",
" \n",
" 2022-03-01 00:15:00+00:00 | \n",
" 38755.32 | \n",
" 38911.58 | \n",
" 38702.27 | \n",
" 38709.50 | \n",
" 8.15811 | \n",
"
\n",
" \n",
" 2022-03-01 00:20:00+00:00 | \n",
" 38717.66 | \n",
" 38717.66 | \n",
" 38532.55 | \n",
" 38609.43 | \n",
" 4.03998 | \n",
"
\n",
" \n",
" 2022-03-01 00:25:00+00:00 | \n",
" 38613.28 | \n",
" 38669.74 | \n",
" 38564.50 | \n",
" 38625.18 | \n",
" 2.87284 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" open high low close volume\n",
"datetime \n",
"2022-03-01 00:05:00+00:00 38500.00 38819.43 38500.00 38735.89 21.38764\n",
"2022-03-01 00:10:00+00:00 38736.62 38780.34 38565.49 38750.73 7.26478\n",
"2022-03-01 00:15:00+00:00 38755.32 38911.58 38702.27 38709.50 8.15811\n",
"2022-03-01 00:20:00+00:00 38717.66 38717.66 38532.55 38609.43 4.03998\n",
"2022-03-01 00:25:00+00:00 38613.28 38669.74 38564.50 38625.18 2.87284"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 5分のOHLCVに変換\n",
"# 参照: Botterのためのpandas入門 https://botter4pandas.readthedocs.io/ja/latest/resample.html\n",
"\n",
"rule = \"5min\"\n",
"df_ohlc_btc_eur = df_btc_eur[\"price\"].resample(rule, label=\"right\").ohlc()\n",
"df_ohlc_btc_eur[\"volume\"] = df_btc_eur[\"size\"].resample(rule, label=\"right\").sum()\n",
"df_ohlc_btc_eur.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot メソッド\n",
"\n",
"`plot()` はデフォルトで折れ線グラフを描画\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# close を折れ線でグラフで描画\n",
"df_ohlc_btc_eur[\"close\"].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 基本的な描画オプション\n",
"\n",
"罫線や描画サイズなど、オプションで変更できます。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_ohlc_btc_eur[\"close\"].plot(\n",
" grid=True, # 罫線\n",
" figsize=(20,5), # 描画サイズ。インチ(横、縦)\n",
" title=\"Close\", # グラフタイトル\n",
" legend=True, # 凡例\n",
" rot=45, # xtick の ローテーション\n",
" fontsize=15, # 文字サイズ\n",
" style={\"close\": \"g--\"}, # 色と線の種類,\n",
" );"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### サブプロット\n",
"\n",
"同じ DataFrame にあるデータであれば、 `subplots=True` オプションでサブプロットできます"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import ta\n",
"\n",
"df_ohlc_btc_eur[\"RSI14\"] = ta.momentum.rsi(df_ohlc_btc_eur[\"close\"], window=14)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" open | \n",
" high | \n",
" low | \n",
" close | \n",
" volume | \n",
" RSI14 | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2022-03-28 23:40:00+00:00 | \n",
" 43026.45 | \n",
" 43044.51 | \n",
" 42969.20 | \n",
" 43038.99 | \n",
" 2.88405 | \n",
" 34.685962 | \n",
"
\n",
" \n",
" 2022-03-28 23:45:00+00:00 | \n",
" 43052.70 | \n",
" 43072.27 | \n",
" 43021.37 | \n",
" 43034.21 | \n",
" 1.07998 | \n",
" 34.485364 | \n",
"
\n",
" \n",
" 2022-03-28 23:50:00+00:00 | \n",
" 43027.09 | \n",
" 43027.09 | \n",
" 42930.60 | \n",
" 42948.57 | \n",
" 1.42620 | \n",
" 31.023581 | \n",
"
\n",
" \n",
" 2022-03-28 23:55:00+00:00 | \n",
" 42948.57 | \n",
" 42953.04 | \n",
" 42656.89 | \n",
" 42794.68 | \n",
" 19.00424 | \n",
" 25.977242 | \n",
"
\n",
" \n",
" 2022-03-29 00:00:00+00:00 | \n",
" 42787.28 | \n",
" 42943.00 | \n",
" 42766.83 | \n",
" 42893.96 | \n",
" 5.58367 | \n",
" 33.493235 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" open high low close volume \\\n",
"datetime \n",
"2022-03-28 23:40:00+00:00 43026.45 43044.51 42969.20 43038.99 2.88405 \n",
"2022-03-28 23:45:00+00:00 43052.70 43072.27 43021.37 43034.21 1.07998 \n",
"2022-03-28 23:50:00+00:00 43027.09 43027.09 42930.60 42948.57 1.42620 \n",
"2022-03-28 23:55:00+00:00 42948.57 42953.04 42656.89 42794.68 19.00424 \n",
"2022-03-29 00:00:00+00:00 42787.28 42943.00 42766.83 42893.96 5.58367 \n",
"\n",
" RSI14 \n",
"datetime \n",
"2022-03-28 23:40:00+00:00 34.685962 \n",
"2022-03-28 23:45:00+00:00 34.485364 \n",
"2022-03-28 23:50:00+00:00 31.023581 \n",
"2022-03-28 23:55:00+00:00 25.977242 \n",
"2022-03-29 00:00:00+00:00 33.493235 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_ohlc_btc_eur.tail()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BQREREREREZFjwdYDadz0+WIOpGb6BZYuH9SSj/5OID46kgX3n0jVWP/wzHF1q3Jc3YpubckdVcGluLg4Dhw4QN26dY/6AJO1lgMHDhAXFxfqpoiIiIiIiIhIAEOfmxpw+t0nd+T0nk3o1bzWURG/OKqCS82aNWP79u3s27cv1E2pEHFxcTRr1qzoGUVERERERESkQh1Mzcw3bfJ/htGmfjUAereoXdFNKjdHVXApOjqaVq1ahboZIiIiIiIiInKMO5KV47190YAWPHFWtxC2pnxFFHdGY0ykMWaxMeZX9/3/M8asNcasMMZ8YIyJdk83xphXjTEbjDHLjDG9fdZxmTFmvfvvMp/pfYwxy93LvGqOhpwwERERERERETkm7U5OZ9aG/d77J3ZqGMLWlL9iB5eAW4DVPvf/D+gIdAPigavd008G2rn/rgXeBDDG1AEeAgYA/YGHjDGeHLA3gWt8lhtbgtciIiIiIiIiIhJyp742i/9+uwyAl87vwYiODULcovJVrOCSMaYZcArwnmeatXa8dQPmAZ7iP2cAn7gfmgPUMsY0BsYAf1hrE621B4E/gLHux2pYa+e41/UJcGYZvT4RERERERERkQq1/3CG93a9arEhbEnFKG7NpZeB/wLV8z7g7g53CU5mE0BTYJvPLNvd0wqbvj3A9HyMMdfiZENRv359pk2bVszmi4iIiIiIiIhUvDUrlpGzIzLUzShXRQaXjDGnAnuttQuNMcMDzPIGMMNaO7OM25aPtfYd4B2ADh062OHDAzVHRERERERERCSEJv7mvXnCwH50alwjhI0pf8XpFjcYON0YkwB8CYw0xnwGYIx5CKgP3O4z/w6guc/9Zu5phU1vFmC6iIiIiIiIiEilc2r3xgAMaVeP9g3zdQI76hQZXLLW3mOtbWatbQlcAEyx1l5sjLkap47ShdZal88iPwOXukeNGwgkW2t3AZOA0caY2u5C3qOBSe7HUowxA92jxF0K/FSmr1JEREREREREpILEREXQtFY8n141gMgIE+rmlLvi1lwK5C1gCzDbiQnxvbX2UWA8MA7YAKQBVwBYaxONMY8B893LP2qtTXTfvgH4CGfUuQnuPxERERERERGRSsdajomgkkdQwSVr7TRgmvt2wGXdI77dWMBjHwAfBJi+AOgaTFtERERERERERMJRjstyDMWWilVzSUREREREREREisllLRHHUHRJwSURERERERERkTLkspYIo+CSiIiIiIiIiIiUgMsFkQouiYiIiIiIiIhISeRYyzEUW1JwSURERERERESkLFlrNVqciIiIiIiIiEhlt/dQOg2qx5Xb+pPSMknPcpGelQNAy3pVAc9ocQouiYiIiIiIiMhRZOO+w5z04nT+uH0YbepXC3Vzyt3GfYcZ9cJ0Lh/UkodP71Km656fkMi5b83ON712lWjO6NmUlPRsoiOPneCSusWJiIiIiIiIHOUys11c/fECXBZGvTCdLQdSQ92kUlm35xA/L90Z8DFrLT8s3s6SrUkAfPR3AgCrdqaQkp7lN6/LZUnPyiH5SBbFtSclPWBgCeBgWhYf/Z3Awi0HMcpcEhEREREREZGjwQ+Lt3PbV0v9pj3x22reubRviFpUeqNfmgFA/5Z1aFTTv9vbL8t25Xu9Le/+DYATOzWgeZ0qfPhXQr51PnFWV9rWr0b/VnUCBoYSUzPp/dgf+abXqRrDwNZ1uPXE9nwyO4HP5mwF4NgJLSm4JCIiIiIiInJUe/jnVfmmLd+RXK7Paa31C9Bs2neYutViqRkfXep1H8nM8d5esSPZL7iUme3i5i8WF7jsn6v3FvjYfT+s8N5uUD2WBjViWbEjhSfP6sa5fZvlCyx9c/3xdGtak7joSO+0x8/sxuNndmPx1oPUqxYb1OuqzBRcqoSmrNnDrV8uYc69o6gSo49QREREREREAvtpyQ5vl6+Ep09hw97DfPx3Ap/O2cLirQfp1aJ2wOUmrtjN9Z8tBKBfy9rcd0pnejavVehzeYpau6yl84OTAJh061Cu/2whm/f7d8P76tqBNK9ThcMZ2bRvWL3YrycxNZPUjGzv/as/WcDKR8awcd9h5icc5LFfnUDa8A712XHwCP93zQDioyNJy8xh0srdPPjTSgDuG9eJga3rkmMt3ZrW5P1Zm3hy/BrvevceymDvoQwA7v1hOff+sByAarFRHHY/f/dmNYmNyg0s+SrofT1aGWttqNtQIh06dLBr164NdTNCYuQL09i0L5U/bhtKuyC+hCIiIiIiInLssNbS6p7xANw8si23j+4AwHcLt/Ofb5bSsEYsEcbw+21DqR4XzfeLtnP710t55YKe3PLlknzr++3mE6hdJYZBT0/hodM6c8XgVuxKPkJcVCQv/rGOT+dsKVE7Xz6/J4Pb1qNabBTxMfmDNU/8top3Z24u9vrqV49l6h3DqRbrn4xhrWXiit0MblePGnGBM6hyXJa/NuynbrUY1u85zK/LdnqznWKjIlj+8BiSj2SRnpVD8zpVgniVlYcxZqG1Nqg+kwouVUKevqKT/3NsVPgXERERERGR4PnWCJpzzyhv9zHfoBPAWb2acvOodox4flpQ63/k9C489PPKAh+/7cT2vPTnOgB+unEwi7ceZPmOFP7asJ/dKen55m9aK55pdw4nKsLw89KdrNiRzND29bnk/Xn55o2NiiAj25Vv+ufXDGBQm3pBvY6iHMnM4fWpG7hxRNuAwa+jjYJLxwhPcGnCLUPo1LhGiFsjIiIiIiIi4eiM/81i6fZk3ryoNyd3a+z32EkvTmf93sOFLv/2JX0Y06URf67aw9WfLCjy+T67agD9WtVm3uZEOjWuQb1qsVhryXZZoiP9B6vPynERaQzvz9rME+NXF7nudy7pQ4u6VahTJYabvljM9cPbsHb3IZ6esIabR7blplHtOJiWSYPqcUWuSwpXkuCSCva4bT+YxrbEIxzfpm6om1JsmQGitCIiIiIiIhJeJq7YTUp6Fuf1bV5hz5njsizd7hTtHtA6/3lu09rxAYNL1wxpxbszN3N272aM6dIIgBM7N2TzU+NYsSOFg2mZZLtcXPmRE2z654AW9GtZmw4Na9C5iZP8MKRdfe/6jDFER+YfN80TbLpmaGuGdajP0m1J3PntsoCvZeodw2lVr6r3/lfXHQ/AiA4NuHZIayIinPUrsBQ6xQ4uGWMigQXADmvtqcaYVsCXQF1gIXCJtTbTGBMLfAL0AQ4A51trE9zruAe4CsgBbrbWTnJPHwu8AkQC71lrny6j11dsp702i4NpWWx+alzAIQeLKz0rh5+X7OTcvs1KtZ7iyMxRcElERERERCTceQpjn9O7mTcQUhyLth6kRlwUbRsUXmvXd2Q2l8uyZHsS/3jjbwD6t6xDnaox+Za5eVQ7pq3dx7D29Zm+bh8Aj53ZlX/2b0Hr+tUY1bGB3/zGGLo1q+l9jrN7N6N6XBT3jutETFREvvUHo33D6rRvWJ1z+zZn1c4UZq7fx6XHt2RX8hHqV4+legH1kYCg3k8pP8FkLt0CrAY8/bCeAV6y1n5pjHkLJ2j0pvv/QWttW2PMBe75zjfGdAYuALoATYA/jTHt3et6HTgJ2A7MN8b8bK3NP1ZiOTqY5lTP35qYxnF1qxYxd8Fe/GMd78zYxM9Ld/LZ1QP8Hvtt2S56H1eLRjXiShx4crlyuzGe+9Zsnj+3B+f0aVbi9oqIiIiIiEj5sNayYkeK9/6qXSkkH8nimk8W8NEV/enfqg5ZOS6u+HA+G/Ye5j+j23OuO7spx2W9AaLVj47NV+vnYGomvdz1lGrERfHjjYNpXb8aD/280q+w9idX9Q/Ytt4tapPw9CkA/LJ0J8M61PcWub6wf4tCX1dEhOGF83oE81YUW+cmuRlQrVVjuNIoVnDJGNMMOAV4ArjdOJGRkcA/3bN8DDyME1w6w30b4Fvgf+75zwC+tNZmAJuNMRsAz1a+wVq7yf1cX7rnrdDgUmSEIcdlGfbcNAA2PTmuRBHQlTudtMNZG/b7Td+8P5UbP1/kve/5Egcr2+VfI+uOb5bywazNPHpGF/q2rFOidYqIiIiIiEjZ2n4wjROemeo37dTXZnlvn/f2bF48rwd/bTjgPX+889tlfDw7gVrxMX7nlIu3HfQWqd6RdITBT0/xW29Keja/LdvFe7M2k3zESZy4+oRWXDaoJXHRRRegPq1Hk5K9SBG34mYuvQz8F/Dk4tUFkqy12e7724Gm7ttNgW0A1tpsY0yye/6mwByfdfousy3PdP+UHzdjzLXAtQD169dn2rRpxWx+0RpWgZ0+3U2/nTiVBlWCT+37a0MqAFWj4dNfptC8urOOL9Zk+M339fgpxEYaasY6AawJm7P4eWMmb4yqgjGGN5akk5YF/+wUQ+04Q3yUM19mTv4C7Kt2pXDOW7P5aGzJM65ERERERESk7Dw/P/9oaHnd/vXSfNN8M508/vnuXG7qFctrizPyPebxwh/rvLdv6BFL/2p72bhsLxuL2V6R0igyuGSMORXYa61daIwZXu4tKoS19h3gHXBGixs+vGyaszPpCDsn+kd+G7fr5leErJjtg4nOcI6pWfDAX0fY8MTJbElMY9LE6X7z/nfGEQDeurg3Y7s25vKJzghwu6u2oUOj6syb6KQ/3jvLme/Dy/sxomMDDmdkwx+TAj5/3ba9vH1gQ2Vn0hGa1IoPaRtERERERERCzXOOB3Bq98YMalOPe39YDsDSB0dzwjNTOJTh5GvcOaYDVw9pxXlvzfYW4b5ycCseOLUTre5xzjHzBpZeOLcHZ/dpRlJaJrd+tYRpa526Sce3rsut5/YvdR0kkWAUJ3NpMHC6MWYcEIdTc+kVoJYxJsqdvdQM2OGefwfQHNhujIkCauIU9vZM9/BdpqDpFcKTmnh6jyb8vHQnAPsOFRwR9th7KJ3Hf13NE2d1JTUjh4FPTc43z67kdH5cnPtynj27O//9LrcC/vWfLfLrInfP98sDPtfvq3YzomMDcvJkLr1zSR+enriGTftS+WzOFp45p3u+ZZdsS+KPVbtxWbh5ZLt8fXXLyuKtBznrjb+9OzkREREREZFjkW+t3D9vH0qb+tUwxtC9WU0aVI+lZpVolj8yBoAjmTnERUdgjOGnf5+Qb10L7j+Rvo//CcAp3Rpz1ZBW9GhWi0h3GZdaVWK4aWRbpq3dR3x0JF9cO7ACXqGIvyJDmdbae6y1zay1LXEKck+x1l4ETAXOcc92GfCT+/bP7vu4H59irbXu6RcYY2LdI821A+YB84F2xphWxpgY93P8XCavrpgSUzMBp3DYpFuHAoHTEz3+2rCf1IxszntrNj8v3clPS3YGDCwB3PTFYl6bsgGAetViGdO1Ub55PNHrvO4b14m67qr+X8zbxuTVe8ixzk5qbJdGLLz/REZ3acSU/wyneZ140rNzAq7nzNf/4vWpG3lz2kY6PTgRgOXbk5m5fh8H3a+9LGza53QJ/HP1njJbp4iIiIiISGXzzUKn8stjZ3ShbYPq3gGdujatSYMacX7zxsdEFjrgU71qsSQ8fQobnxzH6xf1pneL2t7AkkfP5rW5eGALvr9hUBm/EpHiKU2e3F04xb034NRUet89/X2grnv67cDdANbalcDXOIW6JwI3Wmtz3JlP/wYm4YxG97V73pDI+yXN62BqJhe9N5erPp5PwoE0AO7/cYX38fcv6+s3ZOOSbUne2+NvOYGa8dEkPH0KCU+fQnd3F7bP5271e47jW9flq2sHcs3Q1ix84CTv9Ks+XkBmtguAIe3rUbdarE+7svhpyU6n21wR+j3xJ6f9bxaXvD+PSz+YV+T8xbVgSyLgBN9ERERERESOVZ4eKfWrxxUxZ/EVdq4aGWF4/MxudGpco8B5RMpTcQt6A2CtnQZMc9/eRO5ob77zpAPnFrD8EzgjzuWdPh4YH0xbysPwDvXJ8UlffG7SGhrWiGNUp4Y0ddcR2rTfqfo9Z1NivuVjIiMY1akhA1rXZY27yLbHrzedQIM8O5af/30Cd3+3jC/nO1Ht/47twNgujfINt1g9NopDGdkYAwfTnEyjWvExfvN4gkpdH5rk7WaXmJrpnR9gyn+GMfKF6X5d/pbvSObM1/9i7e5DvH1JH4a2D67OlEd6Vg5fzHNeR0p6NmmZ2VSJCWrzEhEREREROSr0bF6LRVuTGNOlYaibIlIhVOELaFWvKqf1aELHRjVoXCs3APT61I08+NNKrvt0AdZa9h5K5+w3Z/st29SnePWDp3UGoFpsFH1b1vFO//P2oXRtGrjQdhf39P4t63DD8Lb5AksAv98+lBM7NcRaOM1dH6pZbf+i2af7DB1preW5SWvo/dgfjHrBKST+wrk9aF2/Gv1a1s63/iXbkjiSlVPiLKaTX5lJxwcm+k3bmphWonWJiIiIiEjpWGv9LppLyW3en8oVH85j5c7koJbbeyiDf/RqWmh3N5GjiYJLQFJaJrXiowGoERfN9cPa+D1+MDWLaz9dSP8n8tdV+u3m3IJrFw1o4feYp/tb2wbVC3zuc3o349Ljj+OF83oUOE/jmvF0aeKkN2a7fyS65QlWvXJBT+/tN6Zt5PWp/gNOnuSOmHte2/2ndOK6oa0LfM685icksi1PwCgpLZPZGw+welfuUJnvXtoXgK0HFFwSEREREQmFf3++mDb3hrxjyFFhxPPTmLp2H6e8OotL3p/L6l0p/OfrpXy3cHuBy8zZdIA9KenlNpCSSDg65vstuVyW5CNZ1KoS7Z2WlOZf5HpH0hF2JB3x3l/96Fi+WbiNc/o0o0pMlN9ob8GKj4nk0TO6Fjlf6/pVvbfvGN2eiDz9bY0xvHphL27+YjHPTVoLQFSEYfnDY/x2aqM6NWTCLUPo0LA6ERGGG0e2ZWHCQeZsOsDbMzaRnpXDpJW7aVIrnn4t63DpB/OYsW6fd/nJ/xlGG3d21RUfzWfx1iS/dvQ9zsmMuvbThaV6X0REREREpGR+W74LcIIcA1vXDXFrwtOBwxnc+tUSnjm7O01qxQecJ+/gRzPX7+fkV2YC8N2i7SQdyeKxX1dx+aCWPHhqZyIiDNsPpnHBO3MAiI9WcEmOHcd85tKhjGxcFmrG5waXhndoUOD8XZrUID4mkkuPb1mhNYV8u72d5nPb18BWuV3xYqIi2PDkuIDR8k6Na3iDUzXiohnRsQE13cG1jg9M5JYvl3DuW7OZvfGAX2AJYNQL01m4JZHJq/fkCyx9dEU/vyBdRgGj14mIiIiISPm74J05ZOe4Cp3HWsvu5HRe/GMd6Vm5x+8HDmeQVcSyldkl789j5vr9PDtxDQDZOS52uhMKXC7Lih3J3PntskLX8divqwD46O8EWt87nss+mMc/3vjb+3hqps6H5NhxTAeX0jKzeWPaBsDpeuYxtmsjvrx2YL75Vz4yhl/+fUK+6RXBGMN1w1rToWF1jqtbNeA8DWrEseRBZ3S5q09oFdT6OzbK33XvwnfnBJz37Ddnc9XHC/ymTb1jOMM7NMAYw33jOgGwNyUj0OIiIiIiIlJB2t43gSMFBDmstbS6ZzwDn5rMq5PX8/WCbaRmZLNh7yH6PP4nt365pGIbW0HW7j7EKndpjx+X7CQxNZOHfl7JoKenMOqFabz85zpOfW0Wf67eQ71qsUy6dSi1q0Tzww2DmPnfEfz878HedY3unFuwe/q6fex1D55UPTaK209qX7EvTCSEjLWVs9Bbhw4d7Nq1a0u8fGa2i/b3T/Den/KfYX7FtI9k5tDpQf8i1ZWlm1dmtovoSBNU8bhD6Vl0e/h36lSNISrCeHeKAJueHIcxsGx7Mme8/pffcglPn4K11u+5pq3dy+UfzueVC3pyRs+mpX9BIiIiIiJSbGNfnsGa3Ye89z+7agAntKuXb75L3p/LzPX7C11XZTkHCkbLu38r9rzvX9aXUZ3yj/j22Zwt1IiP5vQeTViQkMj1ny1k/+HcbnRH4/smxw5jzEJrbd9glqm0NZeOZMNPS3YUGbxIz8ph7uZEhrarx8Z9h4mOjOC4ulXZciDVb77mdar43Y+PieTjK/vTtUkNPpuzlWEd6pf5aygvMVHBJ6RVj4v22wH+tGQHt3y5hAbVY71d6Ho0r0XC06dw8XtzmbUh90cobxDLM4LeLV8uUXBJRERERKSC1YyPpkezmrRpUI3vF+0gJT0r4HyewFJMZASZBXSBy3shuaB5+j0xmZ7Na/HeZUGdj4aV7s1qsmy7Mypcp8Y1qBUfzeC2+YNyABcPPM57u2/LOiy4/yRcLsv4Fbs4oYBlRI5mlTa4tCfNxS1fLmFs10bERhVcKO3Ob5fxy9KdxEVHkJ7l7DBXPTqGzfud4NLlg1rStWlNoiPzB2SGtXcCSrec2K4cXkHl0L5h/u5yn109gHmbE2lQPTbgMm18MsBERERERKRiZWS7qBEfze0ntef7RTs4nJ7tfczlsuRYi6cDS834aJY+NJpHf1nFB39tzreuVveMZ+KtQ2hTv5r3nMlaS3qWy1vf9emJa9h/OIM/V+8p/xfn48DhDM59azYHUjN58bweATOM8spxj759SrfGXD+sDff+sJzlO5yA0jfXH8/ol2bwr2FtuKB/i8JWE1BEhOHU7oHr44oc7SptcMmjz2N/MuWOYTSoHgdAakY2N36+iHvHdeLzuVv5ZelOAG9gCaDzg5O4ZohTk+i2k9r7FfMWh6df9nF1qwR8vL9P8fC8IiIM5/Rpxt8bCk+xFZGKsXl/KruSjjBIV9FERESOCRnZLupFRVI9zjnP2XYwzfvYPd8v56sF2/hHb6eHwRNnOSNX339KJ9o3rMapPZrwwu9rGd6hAZd9MA+AsS87I6QdV7cKWw6k0bN5LZZsS6Jfy9p8cuUA3p6+ybv+ZduT6N6sVkW8TP71f4vY5E4auOrjBXx8ZX9vgkAghzOyeemPdYDznnRrVpNfbjrBW/Q8KjKC6XeOKP+GixyFKn1B78MZ2fyy1Blq80hmDl0emsS0tfsY/dIMPvo7ocDl3p25mTpVYxRYKsDpPZtwXt9mJS5CVzUmkv2HM3n455XsP6zC3iKhNOL5afzzvbne+9sS00jPymHt7kP8pSCwiIjIUedIZjax0RFUi3VyCV6bsoEl25J4Y9oGvlqwDYDvF+0AoF9L56JxRIThgv4tqBYbxUOndWFY+/r5BjPacsAJUi3ZlgTA/ISD+erUnv6/v0g+kr8b3updKZS23u+GvYeYud4ZzfrvDfuZtznR73FPMCyQHJel60OTeH+Wk511kk+WU1RkBFEBerKISPFV2m9QhE+338d+XcXEFbu5+/vAQ0VeN6w1AMsfHk2nxjW80wPt9MRRJSaKZ8/pQd1qgbu+FWVH0hEyc1x89HcCHwZIr83ro782Mz8hkYxsDdcpUl5S0rPIzHYx5NmpnP3m34x5eQYXvTc334Hehr2H2JV8JEStFBERkdLIzHaRcCCN2MgIIn1Oms58/S+eneg/INK5fZrRsEZcgevq1qwmyx8ezWNnOtlNvVvUApwaTWO6+HdBm/nf3IyfHo/8zsM/r+S5SWtITsti8daDnPzKTN7yyXAqiRNfnMEl789jQUKi98LZkHb1+PWm3CDYziTnGCY1I5uM7By6PDiRSz+YR+c8QbB/DW9TqraIiL9KP1pcoEr/Fw9swWdztgLwj95NefG8nt7Hvl24nTu+WQrAv0e05Y4xHSqkvceavJ+LJ4X2+xsG0btFbb/H9h/OoO/jf3rvT7tjOC3rVa2QdoocC3y/j9PvHM6w56b5Pb728bHe2nXJaVn0ePR3QKOciIiIVDaLtx7krDf+BuDecR25dmgbbvx8Eb8t2+U33/onTmZn0hGOq1vyY+6DqZn0euwP7/2Ep09hybYkzswzujQ4513/m7qBBtVjmXffiYWu9/avl3DgcCbvXdaX35btomW9qvRsXovUjGy6PDQp3/ybnxqHMYaHf17JR38n8O8RbblmaGt6PPJ7wPX/cMMgDhzO5MTORddnEjlWlWS0uEqbueTx7xFt80177IyuJDx9ChNuGcLT/+ju99jZvXNHLzuzl0YyKy83j/T/XDwptN8v2s6irQdxuXKDmld9NN9v3uHPTyv39okcbVwuW6xU87yBJYC0jNyMwYVbE/M9LiIiUhZu/2oJkyu44POx5t2ZuZlBZ/duBsClPqOa3TiiDY+d2dU7gnZpVI3NLd/7x21DAejZvBYfX9k/37z/m7oBgL2HMpi4YneB69yw9zDfL9rB9HX7aHffBG79aglnvv4XL/+5junr9uWb/6+7R3pHsnv49C7UqRrD/6ZuCBhYuvqEVvx190h6taitwJJIOaj0Bb3vGNOBE9rV44oP53MkK4eF95/o3cH4doHzMMYw7Y7hfLNwG23qKzumvNx2UntenbIh3/TP5mzlszlbefi0zlw+2CmqvtQ93Kev6ev2FVqMT0RyJR/Joscjv3P/KZ24ekhrv8c8I2PmdW6fZjSoEcvrUzeSmpnNpv2p1KsWw1vTcg9K7/p2Gc+c0z3g8iIiIsW1M+kIg56eAsD3i3d4M2M3709l/Z5DjO7SKJTNO6qMX+4Ebs7q1dRb3mJA67p8eEU/qsZEFTooT7BioiK46oRWjO3aiHY+I0wPbVePS48/jj7H1eb2r5d6R2fzuP6zhVzQrzlPn+0cYySmZtL7sT+IijBkuwJfKHv5z/X5pt00si1Na8X7TUtMzfS7/9+xHbj0+JZUjYn0niOKSPkoMnPJGBNnjJlnjFlqjFlpjHnEPX2UMWaRMWaJMWaWMaate3qsMeYrY8wGY8xcY0xLn3Xd456+1hgzxmf6WPe0DcaYu4N9EQNb12Xxgyex6clxxaoR1LJeVe4c01E7mHJkjGH9Eyez6tExAR9/+JdVfDpni/f+6M4NSXj6FK4Y3BIovBifiPg76D6QembiGr/pj/6yihHuTMAbhrfhllHtAHjw1M48d24P7xXLE55xajANe24a8xJyM5e+WrCNiSt2k5XjQkREwpPLZVm4JTyyTq0NnEXrGb3ZY1fyEa78aD4jnp/GtZ8uZM3ulIpq4lEtMzv39/ql83v6PTaiQ4MyDSx5PHBqZ29BcA9jDI+e0ZUzejb1G3l65SO55wVfzt/GDndtpD9XOdlsvoGljo2cYNXz5/bI95ybnxrHnHtG8Z/R+cubvHJBT+/tEzs15IbhbakWG6XzPpEKUJxucRnASGttD6AnMNYYMxB4E7jIWtsT+By43z3/VcBBa21b4CXgGQBjTGfgAqALMBZ4wxgTaYyJBF4HTgY6Axe65w1KXHQkERHaaYST6MgIqsREERftbGaz7hpB45q5BQMf+HGFd6QJzw9Iz+a1vI+7CrhyEYwv5m1lxQ4nM0rFwuVo9f1iZ7SXrBzLtwu3A84oLh/4FNNvUacKt53UnoSnT+HKE5yswaS0zPwrA7+imNd/tpB2900gx2WZvfEAbe4dz+8rC05nFxGRivXZ3C2c/eZspq3dG7I2TF+3j5+X7qTVPeO51OcCYXpWDqt2pvDXxgMAHN+6LgCrdqYwZU1ue9+ZvqnI477KWie2oqRn5dD+/gkA3H9KpxC3Jlfb+tUAePSMLlSNjSLh6VP4h7s0ScL+VN6dsYn/fpd/UKZfbjqBdY+fzDl9mjHlP8O80y8ZeBzGGBrVDFyE/IyeTUl4+hQSnj6F9y4LqlyMiJRSkd3irLMnP+y+G+3+s+4/T7+zmoDnksQZwMPu298C/zNOqPgM4EtrbQaw2RizAfB0yN1grd0EYIz50j3vqpK/LAknU/4znBU7kmlWuwqz7xnFwi0HOftNp9Cgp+BfbLRTTPj0Hk14cvxq9qRkkJaV4x0+tSTSs3K45/vl7jYMY+QL03njot6M69a4lK9IJLy8Ojk3VfyOb5Z6By0AOKV7YzbuPcyIjg3yLTfQfZDv68FTO9O1aU2++9cg7/cU4Knxq/ll2U5yXJZrP13oLZ6ZlJbJruR0Tn5lJq9d2ItRnRpQJabS97gWEak0Nux1DtNX7UpheIf8+/q3pm/k6QlrmHrHcFqVw4Ap2Tkuv4zzmev3k5XjYvbGA36Bpm5Na/LM2d0Z+txUnprgZNqe0bMJPy3ZyfeLd7BqVwprdh/i5fN7Ui02ii/nb+PRM7oQGWG8I52e2bMJz5/bA4uTpVO1FMeJR5utiWne2ylhNCL2C+f14K8N+xnbNff4+7phbfh+8Q4uco/2BvDQaZ25YnArDqZmsnbPIaIjc3MgWtevpkFGRCqBYo0W584uWgi0BV631t5ljBkC/AgcAVKAgdbaFGPMCmCstXa7e9mNwACcgNMca+1n7unvAxPcTzHWWnu1e/olwABr7b8La5NntDipnKat3cvlH+YW8n78zK5c7C42+NmcLdz/4wrm3TuKBoUMjVqYwxnZ3PbVEv5Ylb9opH6c5GgTaNRMj3WPn0xMVMFJqtZaLv1gHjPX7+fVC3txeo8mfo+nZ+XQ8YGJ+Zb7/bah7Ew64vc9BmhSM47rhrVhXLfG1K9edDdlEREpnSfHr+adGU69vOl3DqdFnSoYY1i1M4U5mw7w6K+512vzHgOt3pVCg+qxxSor4WGt5a7vlrF5fypfXXs8xz89mT0pGUUu9/nVA+jXqg4d7p+AJ0lp1l0jOOGZqcV+7rw+uqJfwIDaschzLBAfHcmsu0YE9ZlWNJfL0vre8d77z5/bg7N7N1XXNZEwUpLR4ooV7rfW5gA9jTG1gB+MMV2B24Bx1tq5xpg7gReBq4Nsc1CMMdcC1wLUr1+fadOmlefTSTnKypP6HH1gI9OmOV14tu7MBmDqzL9pWLV4AxomprtYuT+H3amWU9tE868/0wqc9/q3JnFBx/D9wRUpqX/1iOXNpc4Bfv9GkdzQM46/Z80ocrlxDV3s2R+B2bOWadPW5Xu8frxh3xH/7+znv8/ho5X5u9XtTE7noZ9XMnXRWi7vqu+ZiEh5WLgnm+2HXJzWJpp3ZuQe83hGBDU4XQzy+uDHyTwzP50+DaNYsT+bFJ/d+K29Y9mbZulaL5Im1SKw1pLpgthI54R/Y1IO2w65/Pb9vgGCs9tFUzvO8N7y3MfHHBfF2FbRZORA5vYV/LUdb2CpU50INiydxwvD4vlxQxYzd2QH/T5c/uF8Tm0dzcI92exKtTw9JJ5GxTx2PFrd3S+a5Qtmh7oZRbq2eyzvLsugVc0I6h3awPTp+QcCEpHKpViZS34LGPMgTrbS9dbaNu5pLYCJ1trOxphJwMPW2tnGmChgN1AfuBvAWvuUe5lJ5Hafe9haO8Y9/R7f+QqizKXKz3OF5ffbhtLeZ4SJSSt3c92nC/nt5hPo0qRmkevxjDARyD8HtODzuVvzTV/0wEnUqRpTwpaLhBfPdynh6VNIy8zGZSlVl9K89h3KoN8TfwIwrlsj70g0hTmjZxNeuaBXmbVBRCrG3E0H+HXZLh47s2uomyKFKCxjNZAfbxzsLUVQHKd0a8xvy3cVe/4rB7figVM7YYwhPSuHCSt2Max9A2pXic6XjdLviT/ZdyjD7zjP5bK8P2sz8TGR3P/jCn68cTA9m9fiYGomPy7ZQVaOi0uPb0lcdCTPT1pLlyY1yHJZbv5iccDXujclnVGdGhJZjHqs1lq2JqZ5B7morDzbhKfbuohIaZRL5pIxpj6QZa1NMsbEAyfhFOmuaYxpb61d55622r3Iz8BlwGzgHGCKtdYaY34GPjfGvAg0AdoB83AurrQzxrQCduAU/f5nMC9CKqfVj47lUEYWDar7d32r6q7Xsjs5vVjBpR0HjwScPu++UdSvFsvnc7dyycDj+NfwNrnD4C7anm/IdpGjQXnUO6pfPZalD43mrekbue3E9oxfPsH72LPndOfr+dv47OoB7Ew6wnlvz2H/4YxiHdCLSPg5/505ANx9ckfVs6lEPryiH1i44iOnq3LDGrFcenxLbhzR1jvP5YNa8tHfCX7L3TyqHT2a1WTymr0s257Eih3OqG0FBZbqVYulfvVYPruqP69MXs8ns7fkq2cZFx3JWb2aFdjW6XcOJyktiyY+Q8hHRBiuGeocl3nKJADUrhrDFYNb+S1/xxhnhLDUjGzqVYtl/+EMzuvbjD9W7eFgWpY3iNa5cQ2qxUbx8Old6NykBgWZvHovV3+ygMuOP45Hzqj8QVUFlkQkVIpz1NAY+NhddykC+Npa+6sx5hrgO2OMCzgIXOme/33gU3fB7kScYBHW2pXGmK9xCnVnAze6u9thjPk3MAmIBD6w1q4ss1coYSs+JpL4mMh80z31Yf43dQMjOjQgx1q/on6+/t6wn5kb9uebPrhtXW/QatOT4zAmNw0b4PHfViu4JEeFHPeGfduJ7cv1eWrGR3PX2I4ALHt4NN0f/p2ezWtxXt/mnNe3OeAU3Fxw/4mMfGGa33DIIlL5HDicqeBSmJrkM2LnjzcOpkmtOO8xz5IHTyIqMiJg9urDp3fhumGtaVQjjrTMHCIjDLFRERhjGNWpIQC/r9zNtZ8uBJx6RgNb12XlzmQ+mJXAuX2b+dU3evSMrjxagmBMlZioMrkQUjU2igX3n4i1FmNMvjo+q3Y5gbJxr87k9pPac/OodgHX4ymE/fHsLTx8ehdvcGbfoYwyrR2YnJZFjfgojDHM2XSAz+Zs4flzexAXnf9YuCRa169Kp8YFB9FERMpbcUaLWwbk69tgrf0B+CHA9HTg3ALW9QTwRIDp44Hx+ZeQY1Gf42oDsHhrkt9BAsAPNwyiWe0qTFixiwd/ChyDfPOi3pzscwUtwp1BEWngmiGteHfmZr/5F245SJcmNcrsx12kIqVlOjUqqsZW3PZbIy660ML4sVGRZCi4JFKpHcnKqdDnG/vyDNbsPsTZvZtx/ymdqK2u6wEt3JLIde7gz7VDW9OzeS2/x2tVKfx9a1zTyRYqKHA4uksjZtw5gugo4523z3F16HNcnVK2vPx4gkERPhmznRvX8AaXAF78Yx0z1+9jfsJBpt0xnJY+o+at2Z073w+Ld9CzeS1u+L9FrNl9iHP6NCMuOoLP5mzl7Uv6MKZLo6Dbl5yWxbaDaZz62iyeO6c75/ZtzgXuDMFTuzf2G0WtMC6XZfr6fdz21RI+ubI/3ZvV8nv8UHo2MQVcjBURqQi6JCVhp7DuNGe98XeBj0HRo4ac36+FN7j0+tQN9Gpei3+6h0E9p08znjyrW6Eja4mEm7RM5wQwUBZgqNSKj2bfoaJHDhKR8DVz/T46NKpe9IxlZM3uQwB8t2g7TWvHc/tJxcvG3H4wjZNfnsl3Nwzyq994tFq6Ldl7e3TnhuXyHC3qVimX9VaEe07uyJ+r9/D1dceTciSblPQshjzrjEY3P+EgAMOfn+a9QLJo60G+XrDdu/ztXy/1W9+3C3Mfu+7ThXx17UAGtK5b7PZ89NdmHv4ld7S+O79dRtPaud0BD6TmHxgjr9u+WsIPi3f4TXvh93V8eHk/IiIMU9fu5Qr3yK3RkeoSJyKho7NoqdQu7N+cS3z65rdtUK3Q+WN9AkfPTVrrDSyBcwAx4vlpZd5GkfLkCS5VCaPgUtPa8exNSQ91M0SkFB7/bXXRM5WTVyev59+fL2LGun2c8b9ZrNrpZJYcycyh/f0T+NHnRHv88l0cysjmovfmkl7B2VYVbeuBNB791QlUbHxyHH1bhm82UahcN6wN31w/CGMMNatE07xOFWbfMzLffFPX7OWDWZv5h/ui5X3jOhVr/ee/M4fdyYX/vh04nEHLu3+j5d2/+QWWPP75bu6xZ1JaFtZanpu0hpf+yB2tNTkti9cmr2f1rpR8gSWA6ev2Me7VmUxbu5dHfs7N5PetfSUiUtGUuSRhbfNT48jIdvHU+NUs3pbEsu3JdGhYncfP6kond6FGgK/mbyMzx1Vk1lFRJ+A7kgIXBxcJVwu3OFdiaxfRFaIiVYuN4nBG8ENKi0jodWxU3ZtFlJld9O9qefl12S5+XeYUlR736kw+v2YAKUeyyMx2cetXS0g4kMrsjQe82VX7DmXQ8YGJfHntQAYWklnicllu+nIxlw9qSb9KFpz5Y/Ue720NmlB8jWvGs/bxsfy0eCf9W9Vh+PPTvIXPAf47tgNXD2nFE+P9A6pPnNWVr+dvY2Cbuozq2JDz3p4NwMqdyTSq6T8Yja+bAoxgd1avptx2YnuGPjfVO616bBTLtifx4h/reH3qRgAOpmVyxeBW3oudL/gEnHzbdd8PK1iz+xCXf5j7Oi4a0KLQ7H0RkfKm4JKEpYX3n0jSkSyMMcRFR/LIGV1ZkJDIOW/N5t5TOuU7IIyIAHKcWi+FqVstljvHdOC5SWu90ybcMoTUjGy+W7SDL+ZtZeGWxLCuLSDiyzNa4qA29ULcklxVYyNJSc/G5bJ+NTBEJPzV8al1tCAhkUFtS7dv2ZF0hNNfm8UX1w4stNtavWqxjO7SkM/nbg34+D/fncuojrknzi//uR6AuZsT/ea74J05hdaE23c4g9+W7eK3Zbs4tXtjmtepwuWDWtKwRsHBgnCRsD8VgC+uGRjillQ+sVGRnNeveb7pF/Rrzr+GtcEYw/Pn9qBDw+q0b1SNzftT6dioBhcNyM2OX/LgSfR89A/W7TnsLYDu8dykNSQcSOOcPs34e+MBv8d8azzNu3cU/Z+cDMAJ7eoxYcVuJq3MDRp+MnsLn8zekq+d6584md3J6TSpFU9khKFfyzqMfmmG9/FXLujJGT2bluCdEREpO+oWJ2GpbrVY2tT37+LWt2UdEp4+hWHt6+ebv1vTmoB/t7eC3DiiLQlPn8JZvZpy19iOdGpcg74t63DD8DYAbNybWgavQKRipGfnEB1pwqpW2OF0J2vplcnrQ9wSEQlWdo6leR2nJsz2g6XP5v1y3lYOpGYy+qUZ/OfrpXy9YFu+eXYnp7P/cAYxkRG8dXFvADyjqY/pknsSP3nN3gKfZ9WjY7y3fbvlWmuxNne42P2Hc+vB/bpsF29O28hZ7qHrw1lmtotP5zhBh85NNCJYWbj9pPY8fXZ3b0Hwc/o0o1uzmsRGRdKxUf73uFaVGGpXiWb7wTT+2rCf/YczWL/nEC3v/o3Xp27kt2W7vLWPLh/Ukql3DGfGnSP8ioc38AliZuUUPvDF5YNaAjCkXT2iIyNoXqeKN2OtfcPqfHXtQE5oW49/9G7Kad2blOq9EBEpC8pckqPCe5f2Y+XO5KBGfHvp/J5+9z3Dze47rELEUnlkZLmKzNiraNvcJ6SvTF7v/F3Qk9N7NPEewItI+Mp2ubwjTuX4BGVKaun23ALU3y3azneLtjOmcyNqVol2nsNlGfiUk8nx8ewEHj69CwlPn8Ku5CNMXr2X8/o2Z+ravd4R0gAuO/447hzbkSlr9jJxxS6eO6cHVWKi6NS4Bqt3pdD/ycn0b1mHq4e04lr3cn/dPZLN+1LZkpj/AtLO5HROfmUm3ZvW5Jlzuhf5mj6ZnUBURARrdqdw+aCWtKxbtdyzNK/9dIH3ds346HJ9rqPdzP+OYMm2JE7rEXxAJi46kh1JR7jIp2ZnIP8a3qbAbLjPrhpA09rxLN+RzJ+rnYDpO5f0ISrScOVHzuf8wrk9+EfvpvRrWYch7QNnDw5oXTeo4uIiIuVNwSU5KtSsEl3q1P246EhioyL4btF2rhvamigN5yqVQHp2DnHR4bWt3jiiDVN8Mgxu+XIJM9fv5/lze4SwVSJSHDkuS4w7YO0qRnBp4ZaDvD19I2f0bMq4bo2YtWE/l7w/jz9uG4oxhhnr9uVbZun2JBYkJHJGr6bU9emGd5JPV6PGNeO52D1gx5gujXjr4j5c/9lC3r+sr7dL0uk9mnC6T4DgkdO7eOvizEtIZF5Cbpe5wU9P8WvD9zcM4o9Ve/hg1mYysl2s3pXC6l0p3HtKJ7/gTWpGNkeycoiOjKBmfDRHMnN48KfcAsqfzN5CizpVmPHfEUW+V8Hak5LOAHcXKo8Pr+hX5s9zrGlepwrN65RsRLxdyensylPQu3aVaN6+pC9PTVhNm/rVeOyMroWO4HpCO+d4tVntePq1rE2XJjUZ3aUR1lpqxkdTIz6Ks3o1xRjDKd1VoFtEKg8Fl0R8ZGS72LQvld+W71LfdakUwjFzKVDNsm8XbufZs7urBpNImMt2WW83W5er6ODS2W86o239vmoPF/ZvzhfznG5vJ/nUgwH4/JoB3lGy5mw6wBvTNvLqlA1Mu2O4d57XL+pd4POM7dqo0FpKAJ0aF1zTKa/eLWrTu0Vt7hrbkZZ3/+adfvmH83jjot40rhnPih3JnPraLO9jP9wwyC+DymNrYhpvT9/IdcPa5HvMWsuzk9by5jSnYPNrF/aiVb2qVI2N4s5vlvL+Zf2oWSWaWev3Ex8TSZ/jagOwLTGNIc9Ozbe+ESrYHDbqVo3hvH7N+e+YDhhj+OGGwUEtHx0ZwTfXD/LeN8bw600nUCUmUr+VIlIpKbgk4qNHs5os3Z6sUeOk0kjPziE2zDKXAJY+OJp9hzPYlpjGw7+sZMuBNBIOpNI6Ty01EQkvOS5LlRjnxLao2FJapv+okJ7AUl6ndG/MoDb1mPKfYYx8YToTVuz2PuZbAym6lBnD1eOiWfHIGL6ct5W1uw9x55gONKgRx4d/beYRnyHhr88TBHr5/J58+Ndmlm5PZvHWJI5/agrvXNLH26XO4yz3sPXgFFiOjozg3h+W8/ncrTw1YQ1XD2mdbxS3FTtSvIElyD+S2M1fLubywS29tXrWPj6W275awvjlu8nrBWV/ho0HT+3MlSe0KvP1ljSjSkQkHCi4JOLjg8v70efxP9mVlF70zCJhIBwzl8DpqlqzSjRtG1TDYrnyowWkpGcXvaCIhJRv5lJOEdGlzg9OCjj9q2sHcv47cwB4/Z+9vUW5q8U6h52b9+fWPdrp7mL04KmdS9dwt2qxUVw9pLXftCsGt+KKwQUHAs7s1ZQzezX1y2DyDSz9dONgzvAp+j333lHeQNi1Q1p7R7hbt+cQnRrX4GBqJolpmbSpX43LP5znXe62E9vzyuR1fkG76ev2Md2n6+DQZ6eyJyU34NaxUXXiYyJ5+LQu9Gheq5jvgpSXarFRHM7ILpfAkohIZafgkoiPutWcot4/LdnBY2d2DXFrRIqWEYY1l/KqHufULzmUnhXilohIUXJc1lvQu7CaS75d5pY/PJo1uw9x7luzGdetEQNa1+XzawZw21dLOKFdPW8Nw6qx+Q87d7kzhYd1yD8SbEX78PJ+pGXmcOPniwCnJs6su0YCsPmpcUxYsZsTOzX0G52zZb2qTP7PMEa9MJ0HflzBtoNpfsEhjzWPjSUuOpJbTmzHa5PX88If6zixUwNvQefYqAgysl3eZf/RqyndmtXktB5NqOc+NpHQm33PSI5k5YS6GSIiYUnBJZEAUtKzycx2hdXw7iKBOJlL4b2dVo9zfmoOKXNJJOxlu1zerJzCgkuZPsOoV4+Lpl/LOsy7bxS14p0C3YPa1GPuvSf6LVMlQJHjeZudotu1wmAEtBEdnXpGN37u3J/yn+Hex4wxjOsWuLiyZx+3YMvBgI/Pu3eU32i2/x7ZlhtHtCUiwmDd7/G8zYnebC/fouUSXqrHRXsvmIiIiD8Fl0QKMHP9Ph3cSdhLz86hjs9oS+HI0xXmaMpceumPdbwyeT1fXTtQQ0FLQDkuy4t/rGXt7sPcfXIH2jYofrHpspaYmsm+Qxl0aFR0G7JzfLvFFTyfJ7g0uG3u9t+geuCh1z2MMbx1cW8OpWez73AGz05cy2T3yJI1wyC45PHjjYOpWzWm2BeY4qP9g2aPn9mV6nFR/LFqD/eO60SDPEPSG2MwJvc2QN+WdejUuAat61XVsYeIiFRKCi6J5PHZVQO4+P25HM6onFkWh9Kz+HnpTs7v29zbFcEjJT2LA4czaVWvaohaV3GyclwYyPceHG0qR+aSp1tc5fxO5ZWakc0rk9cDcP47c3jzot6cXEBGgxy7Jq7YzetTnULOM9bvY9EDJ3kDrRWt92N/APDWxX0Y27URK3cm88nfW3j0zC75arb5jRZXSObSiS9MB2B050ZBtWVsV+e7MnP9Pr/p4bSv7hlkbSPfrCTfEe2CGXU2MsIw4ZYhQT2viIhIOAmfX3KRMOG5snvLl0v4ackOtiWmhbQ9yWlZ3m4D4ARNnpqwmovfm8vHfyeQnOafDTLu1Znc98MK2t43AXCGfN607zAAPR/5nRHPT+PZiWtod9/4fMseLZZuS6LdfRO878HRKsdlWbvnEJNW7gl1UwqVm7l0dASX8r6Of/3fohC1RMJZZk5uXZbMbBdPjl8dknbsTs4doOL6zxayJyWd+35YwVcLtrF4a1K++XNc1huwXrot/+Meew85tYFKOsKbIXdUtZtHti3ROsJFdGQENwxvw483BjcUvYiIyNGkyEtoxpg4YAYQ657/W2vtQ8bJ430cOBfIAd601r7qnv4KMA5IAy631i5yr+sy4H73qh+31n7snt4H+AiIB8YDt1hbyOUykXLkm5p/y5dLAFjxyJgKv+JsreWqjxcwxd1lYMItQ2jboBrfL9rO29M3ATBrw37+N3UDz57TnV1J6azbc4htiUe86/Ad+WbDEyd7R6h5wz0sco9Hf+fqE1px3bA21K9+9BQMnbVhf6ibUO5S0rPo/vDvALSsG95DF0dGGKrFRlVYcGlvSjoxURHUqlI+3QWPpu59Un4ijP+Q9J/P3UpSWiZvXNSnQtsxLyHR7/6AJyd7by9ISGRgnm6daZnZVI1xfu9+XxU4cL129yHv7ZJmTg5oXcd7+4YRlTu4BPDfsR1D3QQREZGQKs4RQQYw0lrbA+gJjDXGDAQuB5oDHa21nYAv3fOfDLRz/10LvAlgjKkDPAQMAPoDDxljaruXeRO4xme5saV9YSIlFajGwoezNld4O/YfzvQGlgBOfmUm7e6bwF3fLfebb9+hDK74cD73/rCcj/5OAOCpf3TLt777f1wR8Hnem7WZfk/8SbDxXGtt0MtUlEY+9S3SMo+ObJm85m3KPWG89cT2IWxJ8TjBpZIFZW74v4VMXet8F45k5hS53fV/cjI9H/2DDXsPFTpfSaUEeB17U9IDzFnx0rNy+Oivzd6MyxyXJStA4Zz5CYlc/N5cko+UPFCWleMq1fJHO5MnuAQwfvnuCt9vLtpykLjoCDo0zF9v6fnf1/HezE3e+7+v3E16lstvG8/I9h8Z64NZmxnz8gzv/VGdGpSoXdGREURGOO9RuHftFRERkaIV+WtuHYfdd6Pdfxb4F/Cotdblns9zFnwG8Il7uTlALWNMY2AM8Ie1NtFaexD4AydQ1RioYa2d485W+gQ4s+xeokjpbdh3uOiZgpCclsWT41ezLTGNDvdP4JPZCfnmWe9zYlw9T9bU59cMYMItQ3j5/J75lnv0jC5c2L8Fs+8ZyasX9mLZw6MB+HL+NgDevKg3m58ax6Ynx9G5cQ3vcie/MjOo13DRe3M54/W/glqmPKVlZrP/cIb3tke4d8Wy1vLezE3ethfHvkMZXP3JAu/9MV2Cq3kSCtXjSpa55HJZxi/fzRUfzudgaiadHpzIm9M3Bpx3xY5kfl6603v/7u+Wk5KeRcu7f6P9fRMCBllKIuWI8zq+vu5477Sfl+7k24XbS73uCct30fLu32h59298/HcCr0/dQFJaJuBsK1PX7KXTAxP5esE27zI5Lssl78+l5d2/0fGBiTz8yyqGPDuV8ct30ebe8bS7bwIL84xi9cRvq5m1YT+vuWtHeSzaepAL3pnNsu1JHEzNZPn2ZKau3esNiGRmu1i9K8XdtXYCPR753dveaz5ZQJcHJ/LD4u0cCGJ79kjPyvG+1qNBhE9saazPdzQ1s2KGMU9Jz+LdGZv46O8EejWvzdfXH8+4bk47OjaqzkUDWgDw5PjV3n3mx+7foi0HcruDJ/l0n/5rw34e/XWV9/7KR8aUKkNw0q1Deeof3QIG4kRERKRyMcW5gmaMiQQWAm2B1621dxljDgAvAmcB+4CbrbXrjTG/Ak9ba2e5l50M3AUMB+KstY+7pz8AHAGmuec/0T19CHCXtfbUAO24Ficbivr16/f5+uuvS/HSRQp2+cRUv/sd60RwVddYnl+Qzu194mhYNbirrPvSXHy1NpOrusWy/4jl45UZbEjyP9H9YEwVVu7PoUm1CDYmu3hjiXNy9q8esfRqEMm1f6RxautozmmfeyBvrWXy1myaVIugVqyharShZmz+g/RfN2by7XrnBOG//eLoXNcpPpqZY9mV6uKhv9PzPVYUz3t0QtMoru5WcJe6HJclx0JMZPmePNw6NY2kDMvNvWJ5dXHuie1jg+NpXr1ir4pbazmUBXdMS+PGXrH0qF9wl8otKTne9/+jscUrtO67fb59UhViy/m9LQuPzzlCbCTc2S8+qOWyXJZrfndOdJ86IZ57Zh2hYRXDM0PzdwXM+70FOL9DDF+tdQIWN/SMpX+j0ndvnb0zm7eXZXjb4+vGnrH0K+Fz7EtzceeMI0XP6OMf7aL5fn3xsoeeHxbP+oMu3l6WP/AzoFEk13aP5T/Tj5CUkf+4oFu9SP7TN44n5x5h3cHiB+k61YmgX6MoWtWMoFXNwvctz8w7wupEF/cNiKNtrQiempdO3XjDqa1juG/WES7sGMOYluEzolhRFu/N5pVFGZzbPppTWscwc3sW76/I5Nmh8TSoUn77JGste9Isby3NICHF+ayGNI3iqm6xpGdbvl+fyYnHRdOgSgQP/HWEbYeceXrUj6R97Qi+WZfFY4Pj+WtHNhMTsrz70AW7s/nfktxtp0oUvHHi0T84hIiIyLFoxIgRC621fYNZplhHwNbaHKCnMaYW8IMxpitODaZ0a21fY8w/gA+Ach3mwlr7DvAOQIcOHezw4cPL8+nkGLakfyZRkRG4rOXG/1vE/sOZrLN12ZO2mbtmHvEbDQbgYGom1eKivIVNrbVkZLtYt+cQXy/Yxrrdh1mw5wgL9hRcHHxpdlNeWbg+3/S7LjwRgDVDc4iNish3hXdEMV5PVoM9fLveyXQ5YUAfujer5fd4bKOt3P39cp6dn57vtXms2plCx0bViYgwuFwWJo4HYNaObHJia7J6dwpz7hnlHTXHt95TTGQEKx4ZU+xhnYO1YkcySRNnAfgFlgBiGrVleL8W5fK8vvampHP5h/NxWcsan3okv2yL5pZzhxW43PyERPh7NgDF2acdycyBiRMBuPXEdowZFf5d4gCeWTqTlbtSOGHI0KBGhTqckQ2/TwKgX/9+MGsGJio28Hs1MXebO6VbY35bvssbWAKYuD2K/14QYLkgbZudAMtWctLwwdwz60+/x15fksFNI5vzn9EdirWuWev3cyA1gzN6NvX7zgxuW5e/NhwocnnfwFLHRtW5oF9zWtevxqUfzAPgwyv6ccWH8wF4Z00k6/YEDl7N3Z3D3N25+6foSENWTm6Qafn+HIYNG8bl7u+9Z54Jtwwl+UgWa3cfIirS8OeqPX51elYnulidmPsZvHx+T16dvJ5fbjqBqrFRZGa72Lw/ldkb97M60cmIeWKuTxfDgzB7p9PmL9ZkcvnYgd5BF0rDWsuzk9ZSLTaKG8up3k/K0p2waDFXjRtIx0Y1sGv38v6K+bTp0pM+x9UpegVBynFZfl66g+8X7WDmev+6c89dOoxGNZ3uwmNPzJ1+e83t3PbVUgCW7sth6T4nq+rsMUNptz2Zie/MoXn7rgzv0IDLfbbPty7uw4iO9fONNCciIiLHrqAur1prk4wxU3FqIm0Hvnc/9APwofv2DpxaTB7N3NN24GQv+U6f5p7eLMD8IiHjm+Zfv3osM9fvZ/WuFO8035NA35O3+fedSP3qsTzx22reK6JOU5/jatOqXlXO7NmUi9+f6x3a3KNRjTi+uT63243vUMfBiovOPZmvEZf/yv8F/Vtw9/dOLSeXyxIR4R/AWrY9idP/9xcX9m/OBf1a0LKe/9Xq2Zuck+Cpa/YGHJI9M8fFnE0HGNq+folfQ2F8i8t6fPevQVz6/lzu+m45d323nM1PjSu3rhefzk7gxyU7WeWzjXhsS0zjqo/mM7B1XS4b1JL9hzNwWYsxTpHrc9+aXeznycpx0elBJ7BUMz66UtRa8vB8f35ZtpOzejUrYu5c2T5d2Y5kOrd3p6SzI+kIRzJzeHrCGq4Z0orz35njne+ti3szsmNDflu+C4AL+zdnb0oGk9fspeXdvzHp1qHFClBYa9mTkkG9ajFERjjBluhIQ4q7e1/1uCi++9cgzn7zb7/lXpuygX8Nb0OVmPw/sYmpmVSJiWRPSjqzNx7wfu9O7NTQO8/ce0dhDDz+62rO7NWE92ZuJjPbRZXYKN64qDfx0ZFMX7eXX5bu4ofFO4iKMGx4cpzf83x+9QAa1IilbYPqTP7PMEa9MJ11e3K79z56RhdGd27EQz+vyDfa4KpHx1AlJopFWw9SJSaS2RsP8Mgvq2h1T25g6YbhbfwKGPc5zimheF7f3J//FTuSOfW1WX7rvvWrJYAzwt4nV/an/f3+IzoaA4ESquOiIzAYnpm4hg8u75d/hiA99PNKPpm9BYCrTmjFhBW7iI2KpGfzWsRHR1K7au5vwIHDGczasJ8New9z+aCW1K1WvMEPnpmwBoCWdZ39ZX33cvsPl33Xv4zsHDrcPzHf9LN6NeW5c7oXGNA9q1czejSrxcgXpvtNj4+OpLE7GHX5h/Pp6PN9Kc99qYiIiFRexRktrj6Q5Q4sxQMnAc8AP+IkTWwGhgHr3Iv8DPzbGPMlTvHuZGvtLmPMJOBJnyLeo4F7rLWJxpgUd5HwucClwGtl9gpFSsl39LhAPIElgAvfncMdo9sXGVgCeOeSPtStFkuOy9KybhUS3DUuFtx/IvWKefJSXFVicgNTnqvXed00si2vTdnA3M2JHN/Gf/Sg0//n1Fb6Yt42vpiXW+ulQfVY73DU4Jwwfn7NADo1yq3l1Oe42izfnsx3i7aXW3Apx3022qZ+VTbuc7pGNa0VT4u6Vb1BjdTMnKBH/Pu/uVuYuW4//+jdlEd+WcUPNw6iQfXc9y8lPYvfV+7hgZ9WFriOjGwXk9fsZfKavTyRZyjyHs1q+t3fsPcwE1fsYnDbevRqUZu8diXlZnSc2j1/EC+cvXJBT275cgnPTVzLWb2a8ensBKrHRTO8Q/1Ca7Zk+gSXfIM4g5+eQqMacexOSefP1bnBkX/0bsrYrv7vzZNndWP93sNMdhfI/3L+Vh46rUuh7d2WmMaQZ6cC0LpeVTbtz+1yd2H/FsRFRxAbFekNquT105KdXNi/BZnZLu7+bhkXDWzBtZ8s5EBqJg1rxLInxT/DrstDTnZWtdgoGroL0r96YS8ARnZsSF4jOzZkZMeGXDaoJbWr5N9HDWpbz3u7Tf1qXHVCK95375eGtKvHJQOPwxjD25c42c4J+1NpXqcKESa3EHVv9zboytML7pMr+xfru9y1aU1vJmRiaiZjXp7BPvf+YtXO5IAF3pc+NJruD/9Oq3pVefPi3nRsVIOU9CxqxEVz5zdL+Wbhdvo98ad3Pb/fNpT2AQpVF2Wvz/vf8YH8QZnfbxtKuwbVMMZw13fL+HO1s+28NmVDocEV6w4cH8nMYUeSk3HluTBQt5qzna/cmUKEMew9lM5FA44Luu2B3PXtMr/7VwxuyYd/JXDHmA5FZgq2rl+NjU+O44fFO/hj1W6uHdoGYwzH1c29iODJxrztxPYKLImIiEhAxTnTagx87K67FAF8ba391RgzC/g/Y8xtwGHgavf844FxwAYgDbgCwB1EegzwnIk/aq31DHd0A/AREA9McP+JhAXf4FJRRYk37D3M9Z8t8t7v0bwWL53Xg+Z1nPow0ZER3P/jckZ3buS9+h0ZYZh2Z3E6t5VclyZOEGNAqzoFZkDVdV+pv/DdOQV2jcvr6+uOp3GtODKzXXR7+HcA/vnuXL953r20L/98d47fyHcLEhJZtj2ZK09oFfRr8TV1zV4++juB6ev2AfDxlf054RknIFCvWgzdmtbwBpcOHM4IOrh03w/OCHsTV+4GYNLKPVwyMPdk8J7vl/Pbsl35luvUuIZfpltBlm5PBqBJzTh2Jqcz7pWZZOa4eP73dX6fQXpWDhe8M4cl25IA6N+qDveO6xTUawk1T2bOzuR0Oj0wkSNZTvebBtVjuX5YG78iwS+c24Oz+zRjV/IRUjNyix9n5inIvTvPCG3z7hvlF/x76LTOtKnvBAjaN6xOXHQE6VkuZuXpMhSIJ7AE+AWWAL6Yt5WmtXJrR31z/fFkZLm4+P3cbX/RloOc2bOpN9Ps+8W5Cbl5A0u+Jt02tMi2+erZvFax5vvngBa8P2szQ9rV4/3L+uULEOTNRvTVqXF1b0Dsv2M7lChIXKdqDDP/O4KsHBcf/ZXAC3+s8+4zPDzb/JrHxhIZYbzdjD3Zlt2b1+Kbhdu9gSVwCkwXFVyatzmRJrXiaFY7t05XldjCM0FHvzSD64a2pnbVGG9gyWPE89MY2r4+j5zexe99vO2rJfyweAfn9mnGhe5i2c1q524nnosGr/pkqaZmZHPt0DaFtqUoWTkuflyy02/azSPbFRlA9RUZYTinTzPO6VN4VmFJR4YTERGRo1+RZ1rW2mVArwDTk4B8Z6DuEd9uLGBdH+DUZso7fQHQtejmilQ836G2Z/53BD0f/QOAywe15OKBLTjxxRm8f1lfYqIiuOT9ed55Fz1wEnWq5s/IePzMbuXf6DzioiNZ+uBoogop/HxB/xY8/Itzgu+5+g75h6H26Nm8lveENDYqktN6NOGXpf4nOLee2I46VWO8V71zXNY5iXF3BRvYui6dm9SgpK74aL7f/SY142leJ55tiUeIiozg0TO6snhrEuv3Hmb/4Uy/K/Ee1lrSs1zE+2R3HcnMyRfIAHjgxxXUrxbjzYzZftC/fs3X1x1Ph4bVqRobybyERMYv38Vnc7YW+Tpm3jWSdveN93vO1IxsqsZG8cPi3JooHm9d3IeqQQbKQs03qOkJLAHsPZThF1gC+M83S2lcM45/vucfqCzI6M4NGdSmrl9gCeCKwf7ByzWPnUzLu39j/d7DAbt/ehRnoAtPVgpAv5ZO/ZzFD5zEbV8vYdrafXyzcDvfFDF63DNnd+P8fi1IzcjmkvfnEhlh/IJWZalN/WrFDhrnZYxh7r0nFj1jEeKiI4mLjuSMnk154Y91fo99elV/v/kCOb9vc6as3sPyHSl8ee1ATnxxOo/8sopLj2/pHdI+L5fLct7bs6keF8Xyh8cAzmid3y9ygn0z/zvCG0j89aYTWLkzmbu+c7oqvj1jU8B1JhxII2H2Fo5vXdfbDXjupgP84A4g+n72L5zbw7tcdIAMoifHr2F4hwYlyr7ymLUhN1j64RX9mLPxgF+3vtLY9OQ4HvllJfExUfRqUYuuTWsWvZCIiIgckyrX2YlICHgO+n+6cTC1qsTw3b8G8e/PF3HLqHbUrhrjd8L25+3DOHA4gwGt6xa0upCpGaDrjK+46EgeOb0LD/28kn2HM2hQPY7sHJe3jsdpPZrwwrk9OPW1mazbc5h3L/UfPODF83rw4Kmd6feEU+D4wyv6MaKDc5W7f8s6zEtI5Lflu/yGPn/015V8ee3xBMPlshxMy8wXyDqhbT0iIgy/3TyEzGyX9zU9e053znrjb1KO5O+CA/C/KRt44Y91rHxkjDdgM/rl6WxLPOINVPnyZKad26cZ+3wyZ+beO8rbnQlgUJt69DmuNjuT0rl8UEtqxkdzxut/5Xv+fi1rExlhcOWJZ3R5aBLtGlRj/d7cOjlXn9CKO8d2qJRFdAOd/Hu2i0AKCizdN64TZ/Zqym/LdvLtou18ee3xQWWk1YyPJvlIFou3HSywqPJDP+d2c/z6uuN58KcVfH7NQKrGRrInOYOhz00NuFztqjF8dEV/v5psgDfwenbvZrSsW8UbWDm7t5MlUjU2is+vGcix0tuoRd0q3H1yR5521yR69uzuDGlXdDZUTFQEH17RP9/0JduSCuyeeCjDyTQ9lJ7N85PWMq5bY8a9OhOAu8Z2pHmdKsy/70SqxERSNTaKrk1rUiMumn/93yK/9QSqBfWv/1tE7xa1uGdcJ7+aX75652nXE2d15b4fVvDdv47n24U7+GLeVka/NAOA9U+czMt/ruP1qRv57eYTvBmngSTsT+WCd+awOyWdq9wZoP8c0IIRHRp497tlISLC8MgZuvYnIiIiRTPFuUIbjjp06GDXrl0b6mbIMcBay75DGTSoEbhW0dHkt2W7uPHzRUy8dQgdG9VgfkKit+D0d/8aVOAJnK8pa/bQoVENvwyM6ev2cdkH8wLO/8MNgwLWF8pr2fYkGtWM4x9v/J0vYwhg2cOjAxYr37D3ECe+OINXL+zF6T2a5Ht80FOT2ZnsBInuPrkjg9rU9daYAqc711P/6EZmjovBT08J2LZ7x3UsdteW1yav98vaGNOlIW9f0pfRLzkFl/+8fRgnvjg933J5u3xVRklpmVSNjeKf786hc+MaPHx6F2+R6K+vO55uTWsyPyHRO9JZIKWtSfbnqj1c/YkzcmKgTJ4DhzPo87gTIH3irK4Ba+I8+NMKejavxT96B+5C5Btcat+wGr/fNoxN+w7TpFY86/Yc8m5fJc0kOhp8OW+rt5j5TzcOpkcxu/f5+nnpTm7+YjFvXNSbcQEGEgDYdyjDG/DOq7D3f0FCItd/thBjDPsOZTD5P8PYciCVjo1q8NDPK/lj1Z6Ay616dAyfz92KMYYh7eoVmpGUmJpJ78f+KPDxQO3bdyiD896eTZv61fxqjQFMv3N4wOxMERERkWAZYxZaa/sWPWcuZS6JFMEYc0wElgBqV3WCM4mpzmhGN/pcve/dolax1hGo+HCgrj7n923OVwu2eZ+rMNZav4CPr8UPnEStKtEFFpmtFuu8psMF1MryBJYAbyaFr1b1qlC/uhPMeOvi3n41tTyCqZlycrfGrN1ziF/dtZoWbkkC4P+uHsielHTaNqjGk2d1494fnBPvW09sxy2j2h0VRXQ9hbu/uX5Qvsf6t3KyiIa2r8/HV/YnO8fF8A4NyMzOHSGvW9OapS5279s1NCktk5rx0YxfvpvhHeoTGWG8gSWAM3o2DbiOR4vI5Jh46xCembCGZ87u7t13tK5fDSDoul9Hq9N6NOGZiWsY3blRiQJLAJ0bO11qswJ0YfUoqFvvrzedUOi6+7asw4L7TyIz28XhjGzqVI2hjfszfPfSvqRn5eQrBD71juFUiYni6iGti9X+oraF3cnp3gEYktIyuei9uazc6dRy25ynDljvFrUUWBIREZGQ0lGuiHh5akT98925XNi/hXckuD9vH1aq4Eag4NIlxx/HVwu28X9ztzKqU/6A1IHDGVSNjSIuOrLAAshrHhtbYH0Wj2pxzm7ucIZ/t7ipa/cyc13RhZ3vPjm3cPaYLo149IwuTF6911tE/LEzg+sy0rZBNf73z978uszJbnnmbKcGV/3qsd4g1j8HtOAfvZvy3aLtnNe3+VERWCrIikfGkJTmH2Ac5lMw2rcW1g3DS1f4GPCrVfXl/G1s2neYrxc49XGuG5obFHj27O4lDgR1bFQjYPctwFvI/7QAWXTHkqqxUSx+cHSp1hHtDhRm5+RmYE9ft4/Bbep6R0jLcHeRvXxQS/ocV5vN+1P51/A2AesfBRITFUGdqPz1i+KiI9n81Dju+X45X87fxo0j2tCqkKLoBa3799uG0rx2FWKiIpi7+QC9W9Tmi3lbeeSXVew/nEGjmnGs2JHMqa/Nyrd89dgozujVhM/mbOW2k9oH9dwiIiIiZU3BJRHx8h1N6Yt5TiHqqjGRtG1QrVTrjY+J5PaT2tO9WU3ioiNp16AaB9wZS76jyGXnuBj3qlPTyePNi3qzfEdywPUWFVjytB8gMdU/uHTFh/MDze7n/cv6+tUKMsZw6fEtmZ9wEIAacVFc0K95kesJ5KtrB/LFvK0F1keJi44ss2HKw1m12KhiB3HGdm1U6ufr17IOnRvXYNWuFNKzcryBJcgt4Dz5P8O8WSplrWZ8NJNuHUqTWsdGNmR58gSIsl1OAGl+QiKXfTCP64e14eZRbYkwxltrbWDrumWy/fgyxvDgaZ0Z3qFBidft221uUJt6QO7IfZ4C/4/lKXj/f1cPoHaVGFrVq8qRrBx6NKvFCW3rlej5RURERMqKgksi4lUtNooXz+vB7V/njk624pExZbLum0e187vvm5HiGZ1u6tp9foElcIrmDmnnnDitenQMVWKC2215sn7emr6RqjGRXDa4Zb7aTEsePMk7CuAF/Zrz9NndC13nKd0a88vSnXx/w6BiZ0DkNaB13bAs/B7OyiqD67t/DaLTgxN5+c/1+R6LjjTlFljy6NCo5CODSS5PF8csd+ZSWqbTBe77Rdv5Y9VuqsREeQPTxakXVxJVYqLKPGgV4d7O//HG37SuX5VN+5wucB9d0Y9mtav4BfvjYyI5t2/JAtwiIiIiZalkZ0UictT6R+9mTLhlCF2b1mDKf0rXHa4wVWKiuGtsRwAmrdzNk+NXc4270DJAwxq5tXVmrt/vXaY0XvhjHfe6iwj7qhkfzYvnOUOGP3JGlyLXM7ZrI9Y8Npa2DRQkqIziov1/+sZ0aciF/VsA8NvNQ0LRJCmB6Ah35pI7wycjywku7T2UwcZ9qd7A0siODbxdTiuD/YdyuwF7AkvV46IY3qFBqbNIRURERMqLMpdEJJ9OjWvw603lf5Kdku50WclbJHvFI2OoFhvF+OW7uMFdVLxKTNFd4ArywKmdvV1LtiWmsXpXivexTo1rYIzhH72bFTj6VyDF6ZInZWPaHcO9XZ/KQt6A6R2jO9CuYXWe+ke3MnsOKX+ezKU5mxIZ1qEBKT5F+2OjIrz1lt65pE9I2ldSJ3VpCN/4T3vunMKzKUVERERCTcElEQmZjCz/gEHdqjH0a1nHW4PHd3jxs4MI/OTVvVlN7+3EtExOfmWm9/65fUq+XqkYLYMslFwcCU+fwuKtBzmSlUO7QoaLl/Dl2U9MXLmbiSt3e6f3Pa42D57WmZrx0UQY4y3uXVnUiIsm4elTyMjO4XB6trcIvIiIiEg4U3BJRELmppFt+eCvzYBzZf6Mnk2JifI/EXzp/B7c9tVSzilFEKjvcbV59pzufLtwOyvzFAc/o+exPWrXsaxXi/KpwyMVwxhDTFQEmdn+Qepvrj/+qBhhMTYqkthqypAUERGRysFYa4ueKwx16NDBrl27NtTNEJFSWrM7BZcLOjepUeA8mdmufEGnkrju0wVMWrnHe//l83tyZq+mpV6viIRGelYOCxIOcvH7cwH46+6RNK0VH+JWiYiIiFRuxpiF1tq+wSyjzCURCamOjQoOKnmURWAJYNHWJL/7J3cr21GeRKRixUVHckK7enx/wyBSM7IVWBIREREJEQWXROSYsc9nFKZ1j59cZkErEQmt3uriKCIiIhJSOrMSkWPG7HtGem8rsCQiIiIiIlI2ijy7MsbEGWPmGWOWGmNWGmMeyfP4q8aYwz73Y40xXxljNhhj5hpjWvo8do97+lpjzBif6WPd0zYYY+4uo9cmIuKncc14Nj05js1PjQt1U0RERERERI4axbl0nwGMtNb2AHoCY40xAwGMMX2BvLnoVwEHrbVtgZeAZ9zzdgYuALoAY4E3jDGRxphI4HXgZKAzcKF7XhGRMhcRYY6KkaRERERERETCRZHBJevwZCZFu/+sOyj0HPDfPIucAXzsvv0tMMo4Z3JnAF9aazOstZuBDUB/998Ga+0ma20m8KV7XhERERERERERCXPFKjrizjBaAuwF/rDWzgX+Dfxsrd2VZ/amwDYAa202kAzU9Z3utt09raDpIiIiIiIiIiIS5oo1Wpy1NgfoaYypBfxgjBkKnAsML7+m5WeMuRa4FqB+/fpMmzatIp9eRERERERERETyKFZwycNam2SMmQqMANoCG9y1S6oYYza46yztAJoD240xUUBN4IDPdI9m7mkUMj3v878DvANgjDk0YsSItcG0vwLVxMnYCldqX+mofaUTzu0L57aB2ldaal/pqH2lE87tC+e2gdpXWmpf6ah9JRfObQO1r7TUvtIJ9/Z1CHoJa22hf0B9oJb7djwwEzg1zzyHfW7fCLzlvn0B8LX7dhdgKRALtAI2AZE4Aa5N7mkx7nm6FKNdC4qaJ1R/wDuhboPap/aF6184ty+c26b2qX2h/lP7jt72hXPb1D61L9R/at/R2Ta1T+0L9V8laF/Q8ZbiZC41Bj52F/COcAeLfi1k/veBT40xG4BEnAAT1tqVxpivgVVANnCjdbrbYYz5NzAJJ9j0gbV2ZTHaFc5+CXUDiqD2lY7aVzrh3L5wbhuofaWl9pWO2lc64dy+cG4bqH2lpfaVjtpXcuHcNlD7SkvtK51wb1/QjDsqVekYYxZYa/uGuh0iIiIiIiIiIkeLksRbijVaXJh6J9QNEBERERERERE5ygQdb6m0mUsiIiIiIiIiIhJ6lTlzSUREREREREREQkzBJRERERERERERKTEFl0REREREREREpMQUXBIRERERERERkRJTcElEREREREREREpMwSURERERERERESkxBZdERERERERERKTEFFwSEREREREREZESU3BJRERERERERERKTMElEREREREREREpMQWXRERERERERESkxBRcEhERERERERGRElNwSURERERERERESkzBJRERERERERERKTEFl0REREREREREpMQUXBIRERERERERkRJTcElEREREREREREpMwSURERERERERESkxBZdERERERERERKTEokLdgJKqVauWbdu2baibISIiIiIiIiJy1Fi4cOF+a239YJaptMGlhg0bsmDBglA3Q0RERERERETkqGGM2RLsMuoWJyIiIiIiIiIiJabgkoiIiIiIiIiIlJiCSyIiIiIiIiIiZSlpK2yeEepWVJhKW3NJRERERERERCQsvdYXcjLg4eRQt6RCKHNJRKSye7Qe/HZHqFshIkeDxZ/Bx6eHuhUiIiKVX05GqFtQoRRcEhGp7FxZMP/dULdCRI4GP90Im6eDtaFuiYiIiFQiCi6JiFRmLleoWyAiR6OcrFC3QERKY/NMmPNmqFshIscQBZdERCqzrLRQt0BECrJ7ReXNAHIpuCRSqX18Kky8O9StEJFjiIJLIiKVWWZqqFsgIoFs+RveGgxz3wp1S0rGlR3qFoiIiEglouCSiEhllnk41C0QkUASNzn/dy0LbTtKKkfBJRERkTJRWbOYg6TgkohIZbZ9QahbIBLeUnZBRgiCsJ4DSWMq/rnLgrrFiYiIlA1XTqhbUCEUXBIRqcyStubePkauiogE5cWO8NG4EDyx5/tYWYNLylwSEREpE1bBJRERCXe+2QUJM0PXDpFw5Am47loauueupLEljRYnUsl8eZHzJyLhR5lLx5AV38HPN4W6FSIiwfM9AZz8aOjaIRKONJpiyVlXqFsgIsFY86vzJ+El6wgs/EjZ5cc6ZS4dQ769EhZ9EupWiIgEzzdzafv80LVDJByF9EphJe8WpxMhEZHS+/1++OUW2Dg51C2RUFLmkoiIhD2N6CRSsFBm31T2gt7KXBI5OihQHFoHE5z/Lu1Ty8XMF2DF96FuRdEUXCofxpjbjDErjTErjDFfGGPijDGtjDFzjTEbjDFfGWNiKrpdlcrCj2DPylC3QkTCgW/mUmyN0LXjWLNpOhxJCnUrpEihPKkKo8ylTdNh3rvBLaPgksjRQd/l0MpMdf7HVA1tO8AJdM16OdStKFuTH4Vvrwh1K4qmbnFlzxjTFLgZ6Gut7QpEAhcAzwAvWWvbAgeBqyqyXV5fXBiSpw3aL7fAm4NC3QoRCQeubKha37k94LrQtuVYcSQJPjkdvr4k1C2RohR0xT4nC/7+H2RnlP9zh0Pm0ienw/g7gltGJ6QiRwd9l0PLE1yKjg9tOwA+Owf+fAgO7Q51S449W/6GjMPFnz8nG9ZNKr/2lJNQdIuLAuKNMVFAFWAXMBL41v34x8CZIWgXrB0fkqctsfSUULdARELNlQ2RMWAiCz6AXPx/8OvtFduusvTuSGfghXCRdcT5v29taNshRSsouPTeKPj9Ppj3Tnk+uft/GASXSkInpCJHh2OkO07Y8gSXQn2h4YkmcGB9aNtwLPvmMvguiPyZGc/B5+fBhj/Lr03lIKoin8xau8MY8zywFTgC/A4sBJKstZ7CIduBpoGWN8ZcC1wLUL9+faZNm1Ym7Rruc7us1lmehrv/z//zB1KrHRfKpohIiHXcuZNaGVlEm0h2JGxiU4B92PBpNwAwrdrpFdy6sjF8x0L49kqm7a8b6qYAEJu+j+OB9Kxs5lSC34xjWXRmEoPdt31/34fvWgpAwtplJGROy7dcWWiyYx3tgR27drE+hNtJZHYqQ9y3i3OMM9z9f8H8eRyuvr+cWiWlFZu+l5jMZA7VaBfqplR6tQ4upefSB5nX73XSqjYLdXNKbLj7v+d77rk/Y8Y0XJFxFd8gAWB44kYAFi5YwKEayaFrR1aq9/bff88mM7Z2yNpSloa7/4frOfxwn9sZCXOZ7W5nZHYaQ2ZdyIY2V7K9+Rn5luu0ejYNgdULZrJne4WGbEqlQltqjKkNnAG0ApKAb4CxxV3eWvsO8A5Ahw4d7PDhw8umYdNyb5bZOsvTNOdfv0FDoU6rkDZFREIs8XPIrAKpR2jRtDEtAu3Dpjn/KsX+LS9rw6/9BxNgDsTFVw2fNklgh/fC385Nv89qmvOvZftutBw8nHIxbz2sh6ZNmtI0lNvJ3tUwy7lZrO11mvOvb5/e0KRnOTVKSu3hmu7/oTtZPWr87GTG9m+YCX2Hh7YtpTHN+ef9nrvvDx08COJUk7FUStPNeZrzr0/v3tCsT5k1qaTtABg06Hio3ihkTSlT05x/YXs8Ni33Zmzmwdx2HkyAWdB2/5+0veSl/Msd+Az2QqdOnenUY3j5t7OMVHS3uBOBzdbafdbaLOB7YDBQy91NDqAZsKOC21U5RUaHugUiEmqubIiIgsgop47M0SYcR7nxjNAXUXmuJB2zCura1XyA879+x3J87jCpuZSZVrLl1C1Ojhnu72g4/t6UhWOkkHC5emsIPNkk+OWmPeNzJ4y2r6Oxq2S4jsZnCgi3eKYX9FsbLscQQaro4NJWYKAxpooxxgCjgFXAVOAc9zyXAT9VcLtyVaYv29H6IygixefKceotRURDTmaoW1MOwnA/51JwqdIo6Hcy0j0obbkGUMKk5pJPV4ig6BhDjhXek7ejdJsP15PuymTPcsgqQaB+2pO5t0MZsM+7Pz8aA46uABdY05OdLM81IayrXNLgUu6MwT9nWmLIRjSu0OCStXYuTuHuRcBy9/O/A9wF3G6M2QDUBd6vyHb5Ke2V/x0LnY04ZWfZtKdQR+mPoOSa+zYkbQ11KySc2RyIiHROlj1Bj6NJOJ7gKrhUeRR10FaeB/vhctUxK71kyylzKTxZC2snhroVRxllLh2TDu+D/RVY4DqU21fe5Im1E2Hpl7mZ2EeDQOfwe1c7//96uUKb4ifvsbn32CDSfb+g39pSbC/PtoLn2hT8+IrvYOWPJV9/ISp8tDhr7UPW2o7W2q7W2kustRnW2k3W2v7W2rbW2nOtteU4NnARAkU9gzHXPfLMpumlb0tlYy2s/OHo7JoTCqkHYMJ/4dOzQt0SCWcul/MDdbR2iwvHILrndyIiMrTtkGIoYvs5FjKXckp4SKXgUnhaOx6+ON9/WnYmLP0qvIMjGYfgy4tg55JQtyS/UAeAy9rcd/y3hcrUK6MivdAe/te34p4vlPvUvJntE+6EH66DeW+Hpj3lIVD2vmd036gwKmjvOVb37HcKCv56LiKUdP9U2AXnb690Rq/78+GSrbsQFR5cCnulPjmrwCuVxT2I2LsG9m8o37YArP4FvrkcZgUoSiYl4P580xJD2wwJbzYHIiKcbnGlDY6Ho3A8WVLNpcpDmUuQ7RNcCub7pOBSeEraln/ajOfgh2th9c8V357i2j4f1vzqtDXsHGXBpQl3wiO1cu9nHyl8fmvD87e2vFX4Pi6UmUsFHB9W9nMMvyBqgGCKJ7gUHV8x7SkOTxDM0/aCtsNsd9axpxt/eSiHc3YFl/IqbXDJu4GU0w+V386/mDupNwbA/ypgdILUvc7/Q7vK/7mOCUd5DQApG56aSwfWO5mD7iHWjx5huP17DgwUXAp/RZ0wlWe3Y8/VSBPiDLdsn25xCi6FRsouJxu5LAQKVnpKMaSH8chxniBnOHbfNkd5t7hXexX++Cen+wejpHyEcp+anhJ4emU/jvF9TwOdw3sCq1GxMO9dyDhcMe3y1ek0//ve4JLL/39ejboV/niYUnApr9Je+fdsAAUV7yot3x++cPsRtGHSBeBo4TkxUSFGKYyn5pLH0i9D15byEI4/qt5ucZX8oOxYUNT28/t95ffcnpPpqHK86lisdvgGl4LoHrNtbtHzrP4VkivZAL85WU5tzAUfVNxzvtgRnmtd+vXsXOx0l8+rvI89y0KWz0le2DnGL+ZtnhHqFoTW/Aoq9RvK87bPzg48PbKSH8f4dvkMdA7vqTm4ZTaMvwN+v79i2uUr77Hi+ye594fu7aGg8zxP0DscA/KFCONfoRApdeZSeafBlyBzqaKE8uBm37qSD7ccrjw7zHA8uQ43aYnwfIfwrOVQ3lzZ/pkR4XxyURLhFkSH3N+JrbMV/A17Idx+vMGlENd68OsWF8T2OvmRouf56iJ478Tg2xRKnuyeyY+Fth0lUeCIR55jzzDe/2e6Mwaiq4a2HYF4jtkXfhTSZkiI/HZ7xTyPdUHiZqdcSUXbvzbw9MpWjystEQ7tyb3vG3gJdA7vGeHP89uXVkYZpMHIexx7YIPTy6CobnGUMLgU7AWfMj6ODeNfoRApq25xx3LmUkUf3GSmwuv94Md/Vezzljer4FKxbZoGh3fDrBdD3ZLyl5Xu/BAc2uNcfd88w8lcOu0V5/Gq9UPbvjIXZvs58P+dqGRXlI45ofyd9GQMVcQ+PDPVGfkoYDtKGFwqblDs0E74sxiBqKKMv9P5K2+e96CiCvIf2l126yrowmVRx55Z6QVvHxXF8z5UbxTadgTkfl/3rgptM+ToNuM5eLWnU64kXGSHbgytEnm2tVOI3aPI4JKn5lIV94RQHBMEeE5Xjk+3uAICfCXNXAo2O6uMj1EUXMqr1AVxKzJzKcx4D24quFucJwq9fX7FPm958+5MwuQz3zrX/wrHrmWwe3no2uPH/R6t+im0zShv2RnwREP45Sb46cbc6SYCel3q3M4qonBnZRNuQXTw/52orEM8798A054Jz/e3LIXD6DzTnyn/q8Mvdobn2wZ+zPfkoTjt8KTwn3Bb4fP5bjtlEdif947zV94870FFXQjz1EMqE0UElwp6/P/OKXj7qCie9708i9OWlGebb1qG9UnTUyrfCK7bKslx9MEtsH1BqFsRvISZoW5Bfk2KqMcVdvIcs/gGXgKdw3su8kSHMIM40HFWTibe11LUcUqw+5Fgi5eX8XGsgkt5BRrGMBjek9vyKujtswGG20lBqLrFZaY6/2OqVezzlreSdotz5TiBn7K0dQ58MBpmvpA77e0h8NYJZfs8JZX3u7B7BTxSp3yL9YaCJ7138Wew4Y/c6RGRzohxUfG58xw1QrSfW/qVsx0F4tfHv5IGl364DqY96aRnH80K+p2siIsgW2fn3i7Pk8zdyyE9qeDH/WouFeP3xHOFt6jMnsqaVes9VilF5tJjDWDWy8Wbtyw/+wIzl4rIHA/Hk9pw4jn2r1MGdbE8nm4O315RduurCO9Xki6ur3SH90aVfPmdS2DL38WfvzTdhmq3LPmyvj44GSaVY43AyiDQ73lRx2PlOVrc20Phu2uKMWOgdmcXXdDbE0vYF2Q3ymC74pfxcayCS3l3GJ5ARWlVRLe4cMloyUp3Dp5CFVwqLGNq3ruwY1HFtqcgwWaUFLTTyUyF90cX/LpmvugEfsrydR/Y6PwPdgdX3rYvhKlP5Z++6GMnEl9gfYpiOrzXKaAa7jxXXaPjyyZzKeGv8EmVDiaIPuN5+Pi0oucrjh+uhbcGF9Am3yB/JQ0ueV5DOI8uVRaKEwApr7pZviM37lhYPs8BkLgp9/YbxztX9X35dYtzb6/pKbBhcuD1eX5Lc4pIxQ+3C1zFZUuZuWQt5GTAnw8Vc/4y3L4Ctdlan9cUwgFVdiwqoguge3uZ/nTZXwArLU9wqaxOsjzHTKt/KZv1lVb9jqFuQfnKOgI/XO9fi6cw7wyDD08u/vpzSnE8ZG3ZBJi2/g2z/1f69eRVmS4S7FqSf5rfMViA36S0/c7/iGj3LGX4u7VrKSz/uuj5CspcKrLmktvct4JrV7BdvtUtrozlTaHLOFT0Mof3Ff0DVBHd4oL9guxbV7ZN8XiioXNAW+5dAgtQ2Jdz/B3w7oiKbU8gS7+CJxoF9xl4Uj1zMv2LsyX85YziM/nRwMt5dr7J20rU1IB+usH5H8zoWJlpkF3KTMCivDfSOVDN+13wtLO09XBeHwDvDC/dOooj41Dxvs8FZmG4f0iiq/hnLq36Cb68KLi27F0NH42DSfcGt1y5CWI/N+Wxsh/1Jis9/7SjIXPJ62gf3bOA7Sct0WeWCvgMJ91T/s8BTs2Y+e/6T/PLXHK/Hz9cB5/9I3/hz9T9uQHHrCIutlWmkxJfpb0QFuzrLsv3KVAweOvs4pclKM+A4Lsj4H/9i/fcP1xffu0oCU92WVntC94YWDbrKQuthlVsbcC9q+HIwYp7PoCVP8LSL+CPB0u+jsIy3Ut1sc0WHagvb8nb/e8Puzv3dmXaj/tmgWYccuqO/v1a7rRAuzfvRZ4y3vf5XpSa967/RZ5A4mpBi0G5932DSwUdR1bUZ6NucWUsb7pyxuHC5z+S5PRbL6pYVjhmLr3er0yb4ufA+qL7/Bdm8mOwaXrJnrsy7BjX/ub831NAN5tAfHc2c9/0me7eZgtKe/Rse+XxvniCGMU5QH2ysZNBVVZysgvOMMi7Y/QEl0o7zPiRxKLnKa2UXfBUM/8fyIIU9Jl6rlLEVnP2UR5fXwprfs0//4GNBY+umOou+hqK0UwCKcnJ0Asd4aNTy+b5x9+Rf5rv9lYZ9j8BVdKsk2AV9Pn47ovLI0CYt0tluW4neX5zPfvp5O3w4425o3T5tsNTuDg7T/DUd5j7ovZJxc3cSUuEV3qUX7ZKegp8dbGTaVocpa0PGeyJell+9oEyF7LTfbrFFXHFuryD4RmFZEL6vg/hNqpdWWculbbERlmq1qBig0tvDIQPTynZsi5XyX7zI91ZKaV53xd8UPBjpVmvtWVQz7eUXurif7+BTyZbZT2GSdnl/PfL6gmw7XguEJZ1YH3Rx7m3x98Bn51T8LzWQs1mMPhm/3ZNf8Yzg//82+bDOyNyj+3rtadASVvzB3NDeQEEBZfy73DzXvHLy5MVsOL7wucLlAF1YGMZ9L0P59HiSng10FqY+Tx8cnrpnjfc3g8/noPYINroewK7cZrPqooIHnl2RuVxEOlddzEPVMqyG91jdeGbSwM/lvd7FcxVpkWfOqNPlGT7WfmDc+Vk9S/+mRDB8GSYFacYeUGf6Za/nP+1joPkIupMuXLgtd7wzWWFP0dEuPw8lOBzObSrdDVG1k7Mvb340wBN8vnu/fafkj9PKIXj/nL/+uDqYBRHwBoNefad5ZG5lPdKcVl3vUs94GSvunLI9x3xBNd/uRWWfAZrJ/i0w1PLr4DP33dfWqNZ4W2Y84b//YLWuf4POJhQeNHv0hwbLf7M2Qf71gQsTGkLegcdXPLZvvJ2WSwLkTE++6QivtdlGWTYtw7mv1f8+X3fh5Qgh8oub57gQWU90S5MZExwx4Pb5pX8uTzf470rS7b8O8OCz7aGsgkuFfYe+Qbhg83Ksja8go0A1Rrm3g7HY4EC+VwQyA5QAiLQa8k78nZZvd68mW5F/oYZ/21s5Q8Fd6n77TbYucjJAoTCg0svd4PX+jiDtDxc0+mCH8x+Gcr8+CRczh5CJ+8P7ba5hc/vuSqUk+F8GFtmB57vh+v876fsck7ogh0eMC+/H74w2yF4umkFe8BW2jpXBR1UVfbuKr7t37Pc534RgSpvdlE5HCR5TlpC9WNUUP2CknRv9fjtdmfEwZIUwp7xvPP/q4ud4Oj6P4NfRzBB2YJOgj1dJaKKcRDp2edtnFr4c5Sm2G1ZCsW29sX5hT/u+x6v+rFsn9vaSnawV4b+1ze4OhjFEWg/mJknQ7k8A/HedpTxc0y61wmm+AaOvM+dp1uw7+vzZmO6t7G8B8S+2Ty1mgfXpsWfBZ4+5XHnf2H1vR6rl3s76Lpxnu9LMTORPO9LsHUp8i5fXL7b4FulyOYtaL9gfbI9irv/LwtvDw0cXN+xKPDFFt/3oSKygoPh+R6U53Fjego80QQ2Tgl+2W3zc+s4BSsiMrjg7Z8Pl+x5ILhjr7wOboHdy3Iz/XOyiv9buN49wElptu/Cjpk9x3oAi/8v2BWHvltcXg19MpkqU0DV9/cpYPZ9YQW/3Y95tq/Sypv1m7w1NxhUULt8g4yFDsLhvkDujTkUEZxMO5BbjP/dkYXPG7B56hYXnMzUgk+idi+HjJTg1uf5ALIznK5KH47N3akVthNMO+D8L209EN/nCNcTkGBTzQv7ghWHt+ZSnvcjnK4UlCT9Pu9BjudgzfPjWZLMJZerdFeIvcEln+cur2K4wfA7eToIxw0qeF6PTdOdEzNP98LCDorSEmHOmwG+cz6f6+7l8H9nO6OQBCOY4FJRB74RUUV/vkVdtfd8niU98Sprvu95Zio80bj0hdqD5dvVEMq3Rs9LXeHl7uW3/rwq04FlSQT6rPL+7hf1eS76xLkiWFBXUo/U/c4f5P/+1GtX+LLB8nxumYfJF1TZNM1p7yb3sY/vCZenFozna5W3UK3vfmHr7OBOFn/+d+DpVWo7/wsaiSvvfm36s8V/Tgg+a9rzfpQ4cynI77/vd6ywbmNF8c0E7u4TAP/xRrwfaJHBpTLsnuPJHMgbEH93ROCBFcJ5X+PNXCrHffvuZU4ds+nPBb/s+yc6F6gLYm3+YuotBsGpLzuFjIMJuniygErCs2+NKME6fLMt0hKdgHPe7MiCeDKMS9t9rSC+XaBKUiy5Is5HvrwI3izGCM53boS4mrn3w/l7WRjvxQqf37+AmUt5RgetUi//PCUR6Dv12dmB57XWaabvdlDYBW1PcMnzHOt/zz228LXsm9zbpalzpm5xQfr1Nvj0TEjc7D89PdkZRv3VXs79M14v3vq8J/Y294fek95bnkMNe4XhaHF5BZvxkPfELWg2z3+3cAoueQQTEMyb8um52u45OCywuLOn21yAg6TvrvS/QhysiABZURXRl7+oAJbvle6J9+QeHEXGFrzMJ6fDFxfkzltYBt1Xl8DEu4t35TDY0bfKInPJIyLKOcAsbDsr6qq95znC5vvj81oOJjg/yAUVsy8vnswLj/K6uu1yQcr2ors2lolijlISCkUFcYIRqCB73oOwovYvnmCHpx5ZQZ5r4/xB/t/Bao0KXzZY0e6geKAD1G1z/O8H2m94Pvd8xy15AlXFrWNUmFbDnP81C+hml6/2ZbAX/YKsoVTa4FKwx3pldSHQN+upav3c28lbfbp8FBVcKqN9l299UmvzHwcEqi8ZrhdEwafmUjkczxxJcgLUnvOQ6ALqZZbGxLvhhQ7+05r0hL5XOMcFwbyuTdOCv0jm4dkuSvLd8v0tOuSupxNoYJG8+2vfoFppBpEpbmAxmNe2d7WzvyjOBc/CFOe7s+ZXp5eDrz8fdi40+Kqa5xwgHI8BisOTYe4XMC8kc8kzX97XX1KBRgAscNuwgPEv2XGkkHMFz3y+v++BSj3k/a3PK6Z64Y97lPEx7dEfXPKkqOU9mMx78BpdpXjr8171N/lPCkszVGVeayc4mRB5Hc2ZSyXthlNQP9oKCfYVVwkyl3660f++5/XkFBEcWPqF8z/QD8bKH4Jvh69AXe4qIrhUVKDDN7iUut+nrkgxdpie7aaw7eVggvO/OK81mBH1oGwzl/ashMxDsOyrQtbheQ0FbJOe5yjrUddKyu97HaKRzVb/7H+/vA7G1gXo4lRebAFB+aJkpjn1fspTSbvM5GTBxHv92+cbpPcEfg9scP73dNf2KGo/4f1NC+K9yrt/Lu3xQXYmTHkC9qxygqtR8c70rPRijBAWYHstsMZMntdYmm4uHp72FbT/ylf78r2Ca29lpjonS75d8LzFrIubuVTK0eJ827t/fdHzl9X+wvckKu9n7nmOon6jyur32reEhM0p3sWIcC5VUBbd4ma/EXi0sufawM835Wb2eb67ZWmhO7PG9/jDs31HRBX+ugKdSwQa8r04PBdBS7K/821HYd/NvBdev7gw93Zxnrew7qXFUdz9xuG9TqZo2n6ofRwMurnoZQpS0u1y1kv+9zuMyz9PeR3PZGeUfXfAQG2t3crn8UDBJXcbPMHdsjp3DjSoUoEXba2zz/bdTxZ2EdG7Hftm7pfgopt1Oed9v95e+HxFlQQK0tEfXPL8AOct8Jt3A42pmjtEYGHFgH3r3ng3UOOc1M0uJPvJc1KfsrM4rXYyKt4KkN4YTjWXjiQFLvwX7MGL572JrVaydhS0Y/SMhhOO0pNh2tOF/2DkKxbnSZN0HwSt/73wgEh5/GB4s6Zc+aeVJ9++zQ/XhKeP83/8sM+Vq/jaPgHH4rwHnu4EPtvtxqlOoW8Pz2sszmv9McghloO56l7U6/Fs89vnF+P5IpyrjHlrY1TEsOxBKcV+rrT13Dzyfk/L6yRpyhO5t/MOEV9egt1PvDsSnmvtpGNvmQ1/vVL2bSrpsM9rx8Oc12HiXYHX5QkEeLKZPFcwi/w83d/NYN6rvBdLSnNFHWDhRzDjWXjzeKfWkmefl5VWsoPlgkbHyvsayyK4VFQh1UD71Q0F1K/z/C76bnclzlwqg5pL/+sL2xcWMX+e9zjYE67NM/NvP/G1/e+v/z3wc+VVVhfdfJ/HumD7gqKXCecMibIo6D3pntztsqVPllneY+Iod0Z1Zmrw28JjDZwarjsX+0/31lfLzi3+22aE8z8iwrnoVFAx+UDZj7HFzHjIq6gRtwvTrE/u7cKClXnfzySf1xUoUzWv5d8Enh7ou5OZBvPf959W3G5xfr9jBgbdlOfxIH4Tijr2LG4dqIBdHsvpXPLxBvDOcOf2wS2BEyaCFej80q+GYqDgUlae+cro9QbaV3guROefGTBQo2nx1h2oi1tJLoZERsE3l8OC9wvf3vIOQFJKR2dwyTe653kz834x8+64ouNhq/tKWWEjjvhu2J4P30TAm4Ng2lMFL+fJJimovtCm6U5Nl2CEOnPp/86F90/KPz3Y4JKnn3Vx0/fyKqigd6A+/xVt7xrnwNNz0Ov5zCY/6mwvwWQSebZl34PDwkYEyHfSUMLtxXc5z4+l7061IgoV5j3ZTE9yArox7oCk744xvhb5RocojPeKr8/7+umZ/vVDvFljxTgwzxsULO7zF2e0uYJOHE571f/+tnnOiBEB1+HTJeT1/vBsqzyPh1lwKeB2W8xtubj1GnwF6iKVd59WlgG4Gc/Bjzc4r9N3hJ2XOgd38Pl4Ixj/X+fzO7SnGAsU0C1u2jNOALeg/cU+dzbw91c7NQcDXakvrZJmV3i7evnWNfC5ym3co7X8+C/nvufKY3Ezlwqtq5jn+5s3g7G0mUuZeYI8ntEl8xYVLa6CavflvZ+3+HmJnquILluBfkMCXRWG3JPXGN+LUSUs6F2SWoi+y3ukFHFgnvc9DWYky90r4ONT4ff7/KdXb1LAc1VQQW/f12RdxRvtt6Df40O7i1/keveK8vmN8nStKqt1F7ZtebbtJ5s4F5KDkZPhHNu+M9wZrc/D9/ilWT+4bw+0dRf49ZxbvFJALT/P8VVdn7pwsTWCa5dH3v1UXllH4Kd/B64f4/veF+siv1uwx6AFlTcI9N2Z/Igz6IuvX28r3vP4ftdMRP7fhLQA70FBisoMLO7oYMPvyT+tPIO+nm56r3QPnDARrED7L9/u6oVlLhU2T0kE033bk7nUcRxcUcIM9UCBwaJei+/jvheK8h7nBjt4RxGOvuBS4iZ4snFu1oHngC7vFzPv/ciY3NvphWww3pGUIpyrpJ7beeW9IuYb6Q50EvnJ6U6f6aL4bUgl+IKU1ZV8gO0FDFda0h/n1H1OwCBYZT28ZFl6YwC8N5J8B72eE4JgRsXxbLO+227eelW+V1jy/mCU9KDS9/P0Bld83usK6RYX4EBj/e+5Jz6+72OVusFtg9kFXMH35e2znee1lkUvLc/nVJyhews6cci7D9q9LPCIEb61MQyBh4MuyYFGxmEn7bYsshzy8U2VD7bLbQmK574ZoDZCQdkd7UaXflS9KY/Dkv8L/L57AgjFkX0E5r0Nfz4EL7SH1b8Gni95hzOqobdXXJ795rQnnf+lKQ4ZjE3T8gfZS7pP8dab83kvfYMv7450n9i7X7M3uFTUNl+M7W7KY7m3x9/pZAv4Km3mUkGB7RnPlSxIUlABY5vnvQl0PDTjeae2XSBrJ/rfz0x1ssmg+N3ifJ///9s77/A4ivOPf+dOzUWWe++9dxtjgy3TO6a30DsBQkIglBQSSEJIQnqDQCgh/Gihhm4QGDDGuPfee++ypLv9/TE7t+/Ozmy5O+lOZj7Po0d3e1tmd6e8885bPChc4NIN6J12tjjpPrRltZHrl26i+MzZbgv4Je8Cr9qWsJulGEYDzgFGXBVctqi/h8VlvRxwzhqFVZDoNz/9NY8V9Ow5wfLQlgXA38dxq+9ssuQdYJ/tVZCthQO/Z0JjLi3/QL9fdSXPkCsrQ8QC1s6V6uMYc18jrKvksMucbenK03M1qdUF817mwbcn/1RfDsC/LtD9LMstH26Z5yRZ0qF7x6pxQA6SHgWXcokpFhwiWBEGKdDCym00VtutX0c7Npu89b1o8s2Mp4BXrgshG0j11rLSkwPDoIv9OflnPLD6H2kAfttyCUg//pYq5EYUN2j6WXYtjZyh1Z8jT7m0bQn/L1KWC9cCWbCTteJUI1hQBC0f24I3FeZUHdUQaTWCTkDekEwjIxEx5pKsnRSxJsKyYwWwaW60Y9IVXhKH1RO7INKNHVKbzH1Jk/HJLmMqVXQ1b9RhBpmUWxztLKTj6AqLR6Al+0YRHOg1RBno8R/+xP/46srMO3fVKhZNl+taCWbRBkvRyfp10skIlksAtxoKk0Wv6oA+u4QKnTAp6tWEH2h+t0nWkLhxumxxabTfaX/jZrd+rsHposz+EbL+xn36ch3CMoci1w3xjFr34/1/um5cqnNSVHEv9m7ilkVrNT7yIjX9C5epf3+snGc1FOjaShhLOkEmE9ZnzuZm21TBlLbCWmFhJAtNz5ztfC60Y58ElT+M5RL97avHvPsu+R8w7R/+1/HDr+9ZnEZqZZ0bkPguXHdU7hgfPei2CqR9ybwX+fMUlijUdV43qVNdQ6ewUVkqpwyXaimg9z9PAH7Z2Xu8QDwrHWEXelZWuAMYP3+Rs/IvH1NYApypcEmtq2xxrgm+z1i3ZirwUCvu2kffv3j2NFlCUPB4YaG8cWa0sgaxdqrzOVvKN7/zyDGXdK40n/wKeOFb3ixxIjC+bgGgiRQ4v7SdviyA0xcURFBI6RCL7jpEG1UpS1yTXz/LJSoDJ7zWm8+d718G3btJWb7WOAu3mSheXM+QeS1PdH362mne8SOo3dJrvXG73j2Q9nkiY1yYe9w0h7fPMG6HMvJ9fvJrLi++eEX4c7z5He7OGCRXe8bdOs4sDHDvpy3zgJ2SUjhdS1k/giyXqcsrrUO/sC1fj/uhvV89Vy4xxpoyxl5mjC1mjC1ijB3NGGvOGPuAMbbM/t8s+EzaKzgf929Lz3LJbxVqsWI1uKSpd5tcwekK00GfYKhRTNzCKFPkASKqP/SfhgP/ODZ4P0q6ZvrpkrJcqtvL+vL6t91+4PLqlFAuHdoF/Lwt8I/xwedUucX5TTgWSkGIaZ3fMp+bqPpZ6QHcEuXnJMuRyi1OuHzqeGwC8HBn/30oHz3kXRGIUqesRHoCot+zTMUzCMisJHj8OHWWE5lPfhWqaCle+JZ6u+gXJgZc84/DgidW6azciuvXihVbBkkM6CpdJrTo6f4unpGIoff2XZlfQyXgTf2zd9vKCv7/6ye8v4XhgD2B2yWCW2qEtShuXNlQrr10lfNZ1KMl70aL6ZSyXFK48qoIa7kkzvvWHXqlm7yqKMrQf5Kz7Z27/a/jh59bRLqZnQCFi4ndx4lU4mHanMsiJQb8pje3RFn2odd9SoVKsNUt8qWSNShkodCWSwEKdpn104HDZIFEjh0SlHZdDvr98rXB15QtJqg84UdducW9eHm4a4r+avUUqZ4oxs6gsskpxbOFywqO3EvlXj4RTkee2OET6F1WRsrZrAW6uYKwuNP1CW36u7/rFp0+/yPwmz5Om6flcsUVG+0OoB+GRq3V21MLq4p3TWUwalkhy2b02GXvKa4dMO636qveLhQXb90B/KoLf++ZKJdouVVucar3t/ht4MmTvIu2Ovm0pgqY/wrQooezbebTwMLX1PurAr6H6eP/MR74TS8nG2oU5Pr98UPq/cIQxXJpzwbg/y7136euiLSgL9W5TmPscyj6IVW8NO157WdH530iPluWrddyYbn0BwDvWpbVF8AQAIsA3ANgsmVZvQBMtr9nzm/IhEBumB7LpSL1Z0pSEpLK7AmzapB0CVRW+GBZQUK6fN4g5Mr4lCJTQBgeKOPp2MMQlK45mxzeRxqXz/M4tJubKW5dXBel8tYJ2XJHdPBCiRIm+Lgc0BvwCj10QF/zmXQ8Oe6Dn3ABebW0j4z8vMQ5onRE2yI8852ruJn8lN/yMopOMIpLyb7N6cU38Ru0Ui6JEQTzaX/jmTp2r9PvQyfOfqnKLcsbwNO9Q7gy7VlH6kxAtrhIhLDsSBdXnxe1bFlYKWrcFmjR3b1NjAXCzThMMNsgwrYpUReVgTnhfQf7NqsnL0HBLWXltB/ZXlBI1PD7eP4iJ6bTjhUhLIxUbnE+K3JCuZRMABtm+rhA2PVo9RTg/R+pd/Eol+wyDCfjZpdx+rIEUVvZT3Ur5Ck5KESb7kJiaayZ6sQS2bvBfX7d+xNpx13lsPtaakVAt7uUzuJ9h2zvoh9ZP11yXQjJqzdI5wtou/JkStTJLQu5bLV9mffZUAs7ANgfJo4a1PFFqOyqGudWfaoP9izzySPe1OZ+/b6oT9P/6VbMNm7j3TeojotnlK47ow6qrKLP6o1b+buTs4UGcWi3/yJyoWS5pBvXdJlnhfWITmaRlW80iDC1kvrgRzwxgHjucapcErKeBWxf4s1enC6ibEHKJdrPfvEnXudEXCF6rKrvUC34A1yuXPKu9/kLRL81yw6rUrknM0u2QLc4hZwq3DPlRRWd5VLFL4GXr/FmcNVZU9K2oxovVdA2ETYG3yriTZBNxUWgApr0RSs/Dt5H5m/HcIVr1iFucUHIccviPgs9USzJxPyFxocWiSHqs3KJMVYGYDyAJwDAsqwqy7J2AzgbgJ1HE08DmJTBRewP0ksIslyijZ7GTqDQwT1Z46QRVFV2+qKm/QOY/rjznZrgyshaSLkyRc0Wl01LgjADbNMu0QOApuO6IvhlRycg4p51jtBDLbRa9eWZZ7bMi24pkjaaTkS8vzDp6ntIMXPCKDj8TGdpnV8x2S5HgJAmdzjL3gNmP197Ptp0hffz3zudYJTJ68yn0wsy/Oyk4H08MZcCBosPHwD+e4P/PgI/d9wlbztZNwR0ohppVSQgmG06lkupU9WGcinE5FRHspofv/jtcMeqgso2bM7b3JqpziKBeEZi0I/Szz7YiscOeKDMHZ9C1abEqhIlpVwiwiN9RrIp9m/7AH8cqi+Pri1/EiGuySPdgNWfh98/iGSN2+VjzVRuRfvPE/yPS7mvJflCTU2Vv/AlBHArATw+kT8rv/MCQLUmbqGnL1VY07iCUEdgwwyurNZR1JD/P0th6RaE3N7F+CL6I7lvUY0/g853xjT6rJI1cPUJX0iJB1LnVIxbYkLzzt3ciiCVKl4RiNxSPGs/6AKY3F7SId04PfNf5v8XvuYNDqvNOiQhu8bJ7+flq4EnT9b/Xn2IB4h+JYQ1FQB8/HPvNj95QLy3gzu45X+TDkD3iep3FeT6EzW2Vlho26XvUsSESVRz2eSt74YbR4KCL8fiksIvojwl5gm6ssjyZe+TnM8qBXrKLY4ql1QWghHQKsxi+t/pQgC11BNyoXChpHVYueimKfPkn/EFC13Z5JiRh3al37YBr1ucLHMlbPmk4mEnhIuubuvCWoj3KSdwEfIBDdIOSJZLdnlWaJQwAH8muuQwKjbPB9ZN50kIBP86JfzxQUSxXNLNG/z6qy3z3Nmns4UI6C0YqvFCAIAv/+7+LubIqvbedlD4MohnR+u5qCdWElg+2Z0kIANCzHCzSjcA2wD8izE2BMAMAN8B0MayLKF+3gxAsaQBMMZuAHADALRq1QoVFRWu32OJSoz8+rtoCGDHjh1oQX5bsmg+tux8HxZjsGKFaL5jBmhEnKnTZ+Jo8v2TjybDkoTFJnsWQaxxWTVVqfnUgvnzMEAq65Ytm7HILl/fRe9AtkmQy15u/5/93rPY3WxI6vuUye8gUdAwtV9x5bZUOWfMmIF9y/wD6BZU74ccn1++th/l0nd6rPwbAByoslC9YztmR7jGMYi5KmKY8hUd3okme5dioOK3io8/Rvknk1Lft6IldiyYj34AtmzbnnovtcmxSQsqtc3ihQuweVcFuq/fCNlRjN53wwNrMVqa6C6aPwdbtrdAt5XL0MXetm79eqwgxx1TVal9lsWVW111HADmzluAnRv18SLKdi/AMHnjazdh6pgnXOdSvbNy6Tvdh9lCpCW5EzTfMd/VLqu/fhafl5yMnsv+CSmKQGgqPp6sNKOXy0fLqPoNAObPnYXtmxy32RH79qNUs291QWMU1uzHnt27MEtT5+h1DlQlMV2zX/sNFZDVDLv27MHhNuVou6UCC1ZuwLb9/mUXTJ8+DaMA1wSr4uOPUwNf+w2LUtcK0xYLq/aiw4al6ApgzZrVWJXl9kXr7Yyvp2MEgAMHD3ieVcmhzRgjHbti+VIc2vBLDFzwK6zofiXWdT7X91o9lj8FOWfG3kPVYAcXo9QWkD499kV0WbMSnRHD1u270AbAwQN78VXI+y5PVDmpkP97fWr7lCmfQnZA3hzviMXSeTuuW4ieANZv2orl9m8sWYMJimtVVFSk6oOubq/95FmsXO/0GvT3iooKNDi4HtWFTVBT2ER5vGDje7/H0j7RrWtU51s4bTJ2Nt+VGruWfvYar5MbZ/rWyRbb52MQgB07tqPk0RFgVgLbW45Gh1gR4knvhG/+osUYCGD6V3abgLrOjzp4EI3ElwWvoqLVVZ595D591swZGAZg9tx5GGpv27g/iaVptI/yirN9fz+0YwMaAJixvhIjNPvsa9wNpftXYWezoZhL6sW8uXOwg4wBw3ZtQxmAA4dr0AjAkiVLsGmfU2aVTLFk6TIcHPwzDJt9H/bXxCBUaMuWLMahBrtcffonH33g6fdbbJ8NWURevnQx1h+qwLjZL6AQwOeT30Z1URma75iNwQD27duHGfaz7Lp6JboCWLVmDdaEeL6d1n4N6twR1M+Viw8PlKGi/HVPnZ0zeyZ2+SQJlfff3GYiFldUYOyXT6AIwKqVK1Gz9iGIaWBFRQWOTSaVMoS3zF3d5//4IVRYo1Jfy6Vg+bNmTMeeFY6CtLBqN8YBwPrpofp7+V4A4IvPpkAVLbOiogI91q5y9akHqy3sOcjQ7NABfEnqIQDM+OpL7Guit/hps3km+gHYumMXFmZxnOmyZi1EztQD+/emxhZRtoWLFqPzew+h8YE1mI4hONC4q/I8Yv8vPv9M+TwEK1euwLrqyak+m7dB7+JSr40boUpcXnN4PwrgtBEAGFrWH033cAv4ufMXYCeRUwBgnC2PzJ7xFXavrHSV9+vpX2IkgPmLl6dk6sUL5mHzztausUVVP4oO70SHDf/Dqm6XASyWOmd11WF8rti/1dbFGABg29YtWCD93nXVYnRV3O+2DSvRCkDi8CFMqahAo/1rUv21yl3v4MGD3vHYSqbKtu+dnynltj27d2MWqZNfffk5em7fiuaKfcO0FSo/r9uwASuk+j7762momT0fI2f8Ertmv4k5Q3+Oltu2pt7BvJd/hR0tjwLgnn9Ofe9lHC7hrn+9t25De8BjoTt3wULs3NwQow8ewL7W49Fm66cAgE8+/Sw1t43XHOAyx9J3lPdTuncZRsz8Pg4XtQCdJSx97m5sazUW1UVNPccoxyqyUFQhPYOw81FxzML5c9HfZ785s2en+mIhK8lUHtyHLwNk8kMP98K0ox7zXUAu1/7iIGTrwbt2Ip6oTM0FuuxOpPqc1L72b72WznK1++2796ElgEWLFmDLLne5+yyfjYCIaimmfzUVBxpvRt+N61M6ia/nzMNIACuWLkaPd+9BVWEZvhj3TMgz6qlr5VIBgOEAbrMsaxpj7A+QXOAsy7IYY0q1s2VZjwF4DAD69OljlZeXu3f45BHgEDcpbNGoECAWuH16dEOfdy4AGrYE7l4BLNwLELf5o8eNB750vk8YdxRQLK0yLtoH2EpyBkfzOaBfX0DyamrTqiXaiPKt+wMgWTR7yl7B/w3d+yFw+vWp78eOHcNXzgW71qTKOWL4cKDjSPhyYAcgLSh7ru1Hhc+x0m8A0Kh5W4CxaNf4PAYQhWyoYx8r17oJlY8ZBnzifG+9fwFaj7sMWAy0adveeS/Z5OBOoLChk6Hji0Kgyqs179u7J/oenAms+6+33LRcC18HptufB10AzHsJ/Xp1R78R5cDB/wF259mpY0d0osd95m46rnPuWu2q4wAweOhQoEc5tKyKA7O9m4+OzdFfR1AB/T7CwuwByV1wecLVLgtr9vHjAiZXfpQfM86dOUVTPgAoH3cUN5lW/AYAA/v1AQaWOxuWNAY0hnqFNfyHsuYt9XWaXKdRy076/aavAKQQDs2atQAuewmY/zIGDLnEGQQ1ZReMGj4UkLy4yidMcFYUP5+bulaotkhcJLp06oQu2W5ftM8bNhSYCTRq2NBbNtlVA0CPrp159sAFQI+VT6PHFRrLCUH1xwD1YO44Ck1YDFjnBM8ev/pRoMvRwPo42rRtD2wFGhYX6p9VdSV3Rz7lYaDTaO37OXbcWEB4qZa2AxLVaNuqGdrK5337f8AKoGOXbugoflvwmvKc5ePHp66XKp90/c7rXkPna592NnwSS63slZeXO8/1J7t5HdOUv32nrmifzrtXnK//ot8Cd61MjV29e/UMVyeXVgHzgRbNmgIr+Gpr57atgG0NgUqvcmlgvz7AAmBUl8apNlE+pBtQ1Aho1NLZcUEpQIyKlWVIfAoQD9hhQ4cAs4GhQ4YC7R4G3r0H7dt3zNozojSo5CutI0aPAUSs41ihyxKktEkzoFlrNC9sYPepfPugAf2BfqRMSxsCe4FGpc2Ag+vRp3cv9BlJft+zwSNT9OnbFxh2OTD7PjQuigG27qJXj25A826uPn3C2NFOIFnB4gOASIY2+gbgq8fQs0c39BxbDsxsCuzdj3EjBvK4Ip/NBuYBpY0aOe8h+RmwBujWtRu6hXm+U2YCJDdCYD9XIe1b4f55yMCBQG+fc0j7t+3cg7frit0AgG5dOgPtBgPL/+lc47MYoFtgP+P3KKfvRDq/n5w2bMggoBtRY+9cCXyhOE6FZSnr4tijxwAKg/zy8nLgwFuuPrVh4zI0bN8J2L/Q1T8BwIhhQ3gfqePzucBioHWPoWidzXHmk+nAav6xUYMST1/Zv3QfcIBb0ozq11kvM9n7jx1zFH8ePU/gVvMS3bt2RfejxwF8vo9BAwcAfRXnPPg/YKN3c0GCy5Y9u3dFz3H2cStKAVucGjxkKNBTOl+X54Gnz8TQwYOc8tvlHTlkIDADGDh0JGAnre3buyf6jijn45ddTmX9eO4CYO376HLc1UDXY1LnLIzH1Psv2AUsBFo1b+b9vfojYI33kFZljYDtQBwJfsymuR4ZhtKwpMh77qlOAoLS/erEKGVlZa72Pbp7c2BHU0ARNz2UbLSSpeTnTp06c1m9wvl56KD+QHETYAbQrFExP+dKpN7BoDVPAefb8bJ+7ySCOnrsOKCJHZB5/+uAwjNw8KBBvE+aydCwfWfADrU4YeJxjqx4eF9K5lDezzSeIKu4yq3w7b3sH+hdtQC4WpFIosK7iSL3n6HnivYx/Xv34MF0NAwZMtip31NmAgrD1JICTd0k12lQuRXlx4zRu1CSff0oP3oEUNIEWNMUqKl0rjtvO7DaHa/W+e37ru0t27QHdgD9+vRGv2FSuf3mRu2Hu5IfjBo+FGg/DNj+TEonMfKoccAMoEeXjsBKoKh6T7T5u4a6jrm0HsB6y7KEpP4yuLJpC2OsHQDY/wNSRmigZoOyibEw+xQ+tZ6A3oXAgHO9++vOT6Fmei162a4MZJJf2NBziAfh4tLjOB6cTbBlgTveADXRDBPnQ+wv4kPVJo3bcqExyCRYxkoChY2C96Ps84k/IPu6H9oVPYBnVB7p5jYD1WbiqlGnYFXtJzjZdg0T9Y/6mMtm5H4xC1TmzUGBMXUmwdSqqmUG/slVkhuo0lQ+w+wtUbLj/N+l/vGd0nEzVa18VO71uj34nlvx7mJx7roy9FL3NVSuVK7rqJ4nOX/lbv2xyz7gygZt+6uNQInknFHidwHcfN6VASfA/UCOY9TjOK/b7roveZ9FLVtFamgV25dys/I37wA+9Gn71FT72veBxq35WCAHcf/qMbuspFxTfuM9X8fR6cVCom2Q1pWgdpiJe7OKdNqacOWiLnUL/quv0+tsDf5bJMvmHwbzwKUU2r6KNLaKclBn6qo15magtH0tBbynZSDrhZ6YGxYvi/weZReBjvbkftB5znEUEWdMhjE+ntDg3Mlq7/lV/Sst0wkPuLeJ+iienQh0e4isHkZ1i5PHtQfKgPURXD8GS9mA/YI30zH5qJv5Aqc8TltJd/2prlS33c62PczwK8OXVeZ5qexBSV4ObHcCmNPMfxQ/NxP5PuIFvJ4mq73tITCumHjPemuCtKDl37Hc6zoo+lyAB6pXQduFcHfUxVG0kt54PCqCsju74m8G9C3U/UVGtFk6/qXcTwP6fSHv1xwO58KeitupCk6sGa9E+cT96u6101H2NaTfZz3nWiDSI/V1L1wWPO7NfwVY84X6N9U7vvRF4AJ7MSdR7YxNQhY/sN05hr4Pl4xB6osuxIZ4zjWV7rHAVdfIZ1WMxXd8sg/TOLJTHuVu8UHZHrPBsvf9fw+TzKNBU/Vx8nvMRubIVD2XYi4NPA+4SRNKQB5P/Nzi/JB1D6JdNCAGK+LcUeftAdSpcsmyrM0A1jHGxGz0eHCbnzcAiNHySgCvp3UB2mhYjA/igvfvd+/rCehdCJxEgi6qBnZdh0Zf+KS/8mvTDrx7uW+xATixGJI1PAim4OkzeOap1LXIed8NSDsuzgfwlVhKlADJKlTHdxjOK2qUoMcAb9QqyxI/dMFsAXX0fNHAsx0IkrJ+uvOZZpahqIIPAkDbwXwAfaAMmPms+xmKCZOoszRA9FePuSf6qgH7qTOAil+phYqg56HrzLbMdz5bCZ4mdMpv/c+lyrIkBylVTQ4WvQkce6f/uf2IEgh3xUc8bbJAVpxlK6jukycDfxji3uY3cKgGSd1E6hZJiCpuEnwdWjd06Y0BHkMK0KeQ/fwPwPQn9MdHZWWFu76/cSv/LwbEFR8D792vz3qYlJRLQZk1ZAXBMd9TC2/JBBcGw8QeEwP81gXAZ4/q96PnatrZ6eMWvels30lWXKnAKGevAnifr+tv/KDl+CVxRg2aZASlY48KHW/XfqnfjyIES6pM8s3OmvBeC1C8VyrMa/pMebslKUdi8XDC4bqvgK8eD95PWQZSf+X3MfpGdZ2V32tLW7HW045vJS9KPHkSPNBYgtQ9I1njPX7yA87nmir+uytFfVxdLk/m23382OpDJBaPt2hKVAstS99J/1i/zKC0bzr1Yb4SPvNprmwWJGvcwX3fIr9RCkt4jI2Y1Pe3G+p8bi4lH5CRY2Jusq2QdZPUf4znmWUB76KtQJWxSyArdmOFvG9L1ngXfqIE680mNYfcC21R44YCwFZiTiFiPuriKFpJ9xxDp/BRxQCkuJT/5NlRBYVA9E+qZyjKIiuXti5yWfwoEX1OssZdHt14IWQo1WRWtxgij9u6flT0tXuJqdz25cDrt+izp1HWTfM+H3qt8XcBI652Z6N7+RrgX6eqzyfHXAKA3ic7fWziMPDc+fyzeD809pmQczyLsHQ80syFaip5BtaDO/QZ0KkMqYw959Pe6Hg3+afcOjuUAk/i0C51fdUR+B5JmWmipDG3OJ/lhbBENc9qLb9H3yQ/Iee5Ys4ux1xiDGirCOyimlun4h9GVS5JVlfiflqTbIkp5VIWMv4ScpEt7jYAzzHG5gIYCuAXAB4GcCJjbBmAE+zvaSC9OL+GIT/IeJG7sagmc7qJJX3hzXt4lUthJiCp1KJSZhTA3eijVi7RMR5FggpvX84n0A+UcaVAOmxd4N22ey1flUrHcokKNqq0xFFYqhB0aivLSFQ+/bV6e2EDp4N941Z3Nhqx4iTqrFwPf9sbeP4S4NH+7oFGDByrpwAVv1ALFUGTnTB1N1ENzHjKyXynQ5VFUBYmVCt4Hz2YmcVZJtYCcn2RhWEhmEdFzg7YpKN/OVXWAjqhgk48LnkBaCMNYEEJCPysAkUKXxHwcNFb3n3+9z3vtigkE05dfeZsYhFI6oaYOD87CZj6Z3163GS1u+4EKZfi0gSrsEStyBaWS2H6utBZ4KS6RQN277DHAJqxU5RLZ0liJYB/RcwOKqdeps8r7Mp4tqDXE5YAQYiyy8J40P66IN0CT5Bq1T5SHyXepzg2Fg83fj9xIvD294P3U0Hrr/w+hl7C+wYr6RaMtfVTo6lRKZ9FXxSLu1e0kwknvphg1r+BtdN4cPyHWvHMTHQcEn2ubGUo9ulsR2BrM4CHQvh5W0eB8dFDUPJAGXffkc9F0WW5feV69/eFrwfXF4ouecyMf7n3oTLnGs2K9oqPvJlnAeCCf/EFqt6nuuUnv4UCgGeDFQp7XYYtutipm/y/9V39NWQXyHghfwaJGkWK+aBscbVk+bd1kZM1CSD3GcVCSrGvzprTSnrbCcBdTkU9eGxi8CXp81C1IVfx7PIpLYaE5RIpb7KGlyEobbyoz8ka97l1sqV4xyorJV39atjC+bx9GbBB47WhkhNlRWwQcgZlek/xItvqTlF3Veis08RzpooElReBCLz8paTgo89Wp4DcuhAQ8dYKS4COo7z7uJ5XRGtA8d63LPRu01HsDV2AX3XVy28q2gzkfcqkv6t/p9McmoSKJtMQ7+WBMm6d9fzFalneb34UVhmjUjBqz1njZCqkiAVWKwn8/VhgXkh5SDbaEG2P1l3xzrKcjbbOlUuWZc22LGukZVmDLcuaZFnWLsuydliWdbxlWb0syzrBsiyFiUMIaEOxrABTXXnAL4TrxcvKpaoD+hXQZA1f5eswAmjUgp+HTuTll1ba3v3dsng2KIC/fL9KK9/Tqk/1+77+beDN2/lnqrmmWRhmPKU/3o/XFGlJt8znDfhAVNNIy92xPjMp+BA/s2hVtr/UyqasLEgAr97MMxzkFKZXoKQ0y9U8U5tKsbfkbS4E9jqRfx99oz41NiVwpTDExDisqaaq8/IolzRucemYp468Vn/dsCQTbsEmrXNJdZXeyyB7wtN+qP89qjL0yNaIKvqcAo+SXbXKTPurXav052tmh5IX1pgvXBZchqj8rDnwP4WlWuPWzucNM9zPS6fkSSbc70yliEkmgC//xt1DVAo71bZkgtdVIfz5KT/DTog8rtpE0P/XqbzstL2I9q1TpKz61J31ZM7/hSiDT/0Oug+dAjtd0snSI64vZ/0BgNtne7dRV3g/qKWmzqphp9RuxPtMWS4V5NgtDnz8WzsVmP2cs01W4nhczEK8U1FXPRYGNeqV5idPcuSpqX91jzNijJ77gh0iwHLOBfC4LgA37Z/zH/45zMr3sveB/32fTyhUdWvPBu82AJj3ovt75R7e5hq1Bk5TuKPKCHnuFDtTrUrhkKhyt3+dpQGgdsFt3h24aQrvn/dtcibuexUBewTPTAL+epTzPSh8w67ViDwBVZ03XmRbuB/29jeyNcC2pe54ctlwU5ER7jBdj3HGY1GPwy5qbV8G/PM473Zd2IFkwm3Rlqzm9ep3/YGHWvM2uU0KLNOwJXCdpEhwKZeowlgVAsEn7byYrMYLgRNs1+1EtSdItBpxLebI0fEifV8n3rlqoUe3sCyyGwPA9H8C796j3k9VP8NkZqbIMimtc0IxemgX8GBLZ9FHB63ftC4JRS616lP112L8lscc0X8tn+ytJ84FyblLgKvfAe6TLJkzWbQVCsyVJNNc0LPOJPOeYNdqHq6Axo1zX8S7qbChu2zUym7a35Vx0VL76dC53HmKQ61yA/rP/16nXsxMKYBqgM1zw2f2lBeYxP3QsUZkmq3PbnG1Du00g168rMCJxdyVQP79dwOBD36kPtfcF/lLS6XijUm+x6SC9jrZuzpDVzAS1WqFkRiI5MH16TP1K9ez/u1otVkcGH+3er900K3cNe1sxziKkFpVtlxaF8YFIqKQo0thu2s1F1B1bj6hzp2FCRXzUS7FYra7wWHgtZu8v3cb7y5L20E8gJxnolhLlku0Pguru1VT/PcTyKtXSgVYgrdNlWWEHEtsOHmPQkCPEnNJZvsSdzywbAi3DxJ33WQCaNHTdpmx+4lVU9yuYLprCisiFfS5yM902Qfe/cU+yaRjVSUrwQEyOAVMkvduiu4eCzh19muFa50seAYpxkvK3DENAHVfufZLLqz+705HYBp5DXCzHaFWJbxZCb7vmJv5d+qWIhO2/nksl4iQcWg38Iv27hgc7/+Q142wVhSyckmksB1HrFf9FjbC1P1Xb+TxF9Llyje54Bj2ejJ+lkjNu/G2RlGt5oZBVbdn21mLxAR12xL7B3usYnF/YdWPPj4WaDQVscotrs/pwPftGA5ijBGLToCiz5WUS2HGN9niT/DJr/THiPd7cIdkdWFfd8cy7nJCrRhpeZPVSD1bah2jUiwKpj/uPocLxX0qJ+mMT4xb9XHqqh9CFhUB4lWTh5rDbpk1XRdTMUEQcoKfFTidFAL+gWsB7hKdjuW3rERo2Jwv2CRrvAu2cl/5l1HAS1d6f1+sCCScLlX7ubtfhxFA39PtMttySdjYTrrYNLrjayrd41Iy4bYyU030YgVeKxydckk15qTcTe26T9PLL7GfZ7zIcR8K21ellNHMUbAlqgBY6vbjt4ARKkagzzuhz1tY7YSRYU8kVvdym/FYLpE2QC3QV34CvHKd+55d9YKUTSRp2kcWf2gCCRl5Piv6y+0+aePpsygo5v1OkaTodcVXjDg2iTkbbd9B7aVqP5+z6ljybnBYhar9QLOuQFlH4P7NQD/pfKo6Fy/kShlBsiZcXcuGckm8K904egyx+lzwqnqx8DTb40UuM23DKjzuf5Jy6fvLnbAZ0//pf66IHFnKJdqhNmjqLxQJy6VeJzsBLP2UUzR4pMzaqTwrW0qBwXhnLQKx0nI16+If32Hqn9VB/IT7mkrz+/WTbtNEwDuJisWdjkT4+AbhGxxa02FTE9mwWElnUA9DMhHNRxcA3rEVa7JwlA2TQHpsOhNqgNchv0EwXuyOvUKhq5x7N/DOKVYAwHIr+dKxXAozwaPnECss7//Qu5/q2cgrY6ryiFUGlWB7xWvu71QBJUxC030ngioyWclEUQVwxQ59D8lqPiGkVg1Pn8GDCgO8bv2sufc8p/8WONbH/ezmz4Dv2UoRTwwBH7e4D3/s3UYRzzKo3jzaN1zgehkhqMQKvOWWB0q/wOPiHEnJzVgZj82+zz3rnLZ80kNAGzvhLY1zJEhUcWG914lcQaEKECmQA7frkOsWnWDqVvxqDkdwAZPOwWL8HqhCwtdyKeE/pgLc2iTqe6fK23ZDuKIuVhAcb0SF7jld8gL/XyBNoP1i9233CdLsJ5iKgPriOYgJQKwgfeW033GtBzifaR8p6k/zbo7Vn6oPlZ+ZX3BsXV/aZpB6ux+i3VXudvqTKxRBZQWH97rdNpe971hZ0udD44TpCIo7J1BN8q0kH6+rD7qfZ0qZaDPvZeDps5y6IsZp1ep+osrd9vwsl8Kw5F1g2mPuyWsQQQH5F7yaXv2VF5AatgCKS/lnuQ/X9T/CVVvUE/He/34s8PvBwWWY97I+cLlQRpY08cb7CmvZoZMLdMq4yr3u+FXJGvecQ2UxFC9UW97TcwgaKGSGVGB8+5jHFYrRwgZO/VR5AKgQ7YaODU06esuXKqfPGBMmJIbundz8hVu5Me0f7vL5QRdY5LhiNCu1rFxa/Lbz+ZmzuAswjb1FLYdpuWNx3sapl4efy74qAYCKVv3U28PEXIoaZ0w8BzrXDBPL18/b5vmLwoVVEFb7hQ0U9UEho5z5B2AxCeGQqNYHj3edSlF/EzX8L2yyFF1Ab8FxPwbKOjnfVe9BKIBkvcTCgPDUsnyTWhy261OjltlPjmBTb5VLsWQVN6empqW0Aa6f7j8BShwGwIBLXwCus1fym3RwVgH9tJLDvuXdtmWeE9BZVPZFb/IOlwpkKgGTdsq6TkMEPlZ11u//EPjb0e5tn//B/T0WJwH9QloV+fnrq/zzB5zjVOawk3Bx7yVlXNEXhvfuc0/4dZyuWEHfs967DfBXHgqqD/FVefo+K/e6V/u/+GPweXT4mYzGC/XuSlQo3DyXx+hSKfmUyqWA9xRUV0bf4H4eot0o3dtUbnHyiowqsOUBXg6ViTntPCf93f0sxEQyU4WQa0XR51w3fqoOPL56Co+JlajxKnYT1faKZIH7/acsMBQCxym/AkZd57+KXFLmpKoVgrxAOSha3F3kiz85m3SKPt1vMqsV1mt+JJNO+yxo4H3WnjrlMyh2GGmnYq9xvz+lAGf3QVbSuSatR6q6PPMZ57mqMnBRwlpFionsqY/YZVBk7pGxEnqBvKjUbVnhUQwwb3xAv3HvmbO993n7LG5unwnU6qWkzAn2KxYEAKC0Xbhz6forERBTdiX1E6xW2JYdqkQEfs9JtgBJKRXiXMB9sJX3mCB0Y0Nxmbt+UhckYf1IFSSqPtRTd30sl/Yp3Ky+vwxo2dO7PQhx3USVc3+yZRktD8Dbr6qtCfe4sKiepzKosqK/EErHDTPcz/Mvo937vXItsOoTp64IZZ9KoSncxAA+FqSrXBLvrOYQ8M5dwGs3hz92yzye+MMPedHymBATQbl/atjCGbvEWDTGDrOg6+d+25uPT8uJe1QyweUdEeZh6yK+z2o7XtVj5fxv/Qz+Lt6+S31ucU2xyEO3qfp+VdwY3aRa5xa3dqq0KFntdgVXTXxjBYoYkJqYS70VsrSfW5ygsJFtKe+jdPcgua0CXFEHaCbnGhlqw8xwMoOqzy4u4zHYVFnUwnpRXGkrH/wsH+OFbuWwqt+R52ICOelGQQmwn8R5C6PsEOjkjfbD1PtolUvkeclJUYLiiYrnQOeCWQ4KrYXGT5LbqCqj5QApw+PejSRLX8SQBg+24P2KkJWD2gq1XFLV3ViML2wKVNb1Yuzwc9lUIVvACi+pmsN8zKklxRJQj5VL8UQl8N697omDbM2i0yxuX84fbkGxN3q78KEXAtnnf/SuPDfr6l84OZUzndzG4k7nKoTWMBM1UYawiiH53qsro/vXqoTqX0uZZCil7Z2GFtYSKGoK4UO7uI9sGLoe48TdEVDtNeA8+6r9/vEJAOCz3/PV6FnP8O8PlAEPdwKm/sXZJ6yVggq/jqKg2F1PRl7jfFYpGVIDK3kPou6c9hvgXNs9INByKSiIr+RbL9qNq6w+sY9kwVN1vYHn25ZLijpClQDth7n3SVkuhaiLjXwmfHRg8nse7Yao4yBZSR4T68EW3t9qDpPUzAmvAKKqE7JpcxBC0BOohJiwVm0p5VKIZypbifix7APgZ82Av9mptlWJAeSBUGUhc+YfgAf2ANdP5gPpxpnuMUL1PMXqvpV07osKkIWKdwo4zzVs1jgdYlVKTFqF0irIkgDwj4uRrAGadiH7ihhAdn/BFMolP7/7rQu8k4Xm3bkrtIyfZelXjwNPkIxj8n2qJt+yghTgk4aVFeEWZ8Q1xDgz/Ep9GmCB6Fcf6eb9TR5faRnkPkD0H8IsP2xsA5dVgmZsiBc699RtgrtvEAsm1EVZabkkx1yyv6f6UnJvv1dYKNFYaFFQTYxV5aMWJ1UHM2trgupK3q7PJ0G1VedVWQXS/cLEcxGTVSHoqyYjZZ0cJVSsMIPMi1IfqcvupkOOm7Zrjft3+RmFifsnZ4QtJhZCYiwSLkGuOqF4H9S1hcqnlXudNOIiRtbGWfxPPIO9moXFlHKJKG+qDth9q2KsHHC2d5vONVkn1+5c4bZET9a4FSt0ginc02lbl8sOSPF9VJPYEIvLQjGu6tN1pNxUa4Ahl/DPwlVJ7reSCWIRJVmYPB4igDnA702ef7SxrTebkfEujDKNIgK6y3WeEi8Kdz6VhaccKLywAVc+C3SLRFP/4rjzCnSLDXRhg8poYZRLcl8RlKBHnmO0HRzeVSwq6yX3L9rvyHLmlN9wa/O3vsv7mXF3KE5oOfGyGrfVX1euv2Is3TLPCd0QNAak5ochw6eoMgqLa9DnO/UvwXMb+b0Ld+nD+zK3jg2g3iqXUoMobeiyFlk3Edy3kQt4qhguNIjl/q08ztK/z3PvE/RSXJllqr2R2ZM1XLv6SDdu1hZGuZRSRIU1S5YGlxY9oiuX1n7h3SbMOK2E/Rwk5VyqwwlZTupKWNzYf1/AbaIaBIt5hVU5jgx99o9qTEoFYhWzcg+PwSWY9W/nc6u+wLrp4cvoKouf5ZJUV10xvaTjyjo574FOrMUxpe2A9sP555evgS+ubBfSsxx7m12fSf0WwhjNMNPFVhgoLZfkSZp0L4WN+IBpJfj1r/8YuOxl53c6MY3FpYC2IWMutR3kLzD0IhPhRDXv4N+4zZ1V7Tx7oInqNlBTaa+Y2vFYKqREmfR8RaXAyb8EhkYMoi2/N1XAfdX9q9zOxLPMdmBV2aLr0C7vewvTf1Ghs+YQV9a5Mp4pyv1fOxuUleTjQqzQ3Yfr4smINilSzH/5d65wdlnyBSgSLngKKLWFG2FlIOp0mOxryRq9UGol1Ipf0SeymK1cSgAPdwGePTdYWFE9P9V78cv+8vb3nZTFluXN0qVyRxNClQgkD/BFhmfOdpJh6MoHOM9UjGnVB9VpgF3H+KxIyv0WzQIqywe6+hPEFpK4wU9GEHVVp5CgLpuqdxXkFufnCpmJgKqyqlVmTKIxKQ+HiwEVxPTHeTtoThSHqvN+9jvvNhrfKUwMIjGJEc9K52a71o7xFitIP/NiWFcNP2Y85cTfkGPficxyAmEpp6oHQokmZ/airleivOI8iWquVHrru/qMYAIqY3z1D2fC6ZG/SMBpFV8/yf8f3O68z6dOd2J8ychKr0SNd1FIQOtH++FO7DMAWE/uT+63qGuMWCSLqdziNDGXVISyXGroLbcffx7tuC/vXsPHslihY1ki9y1UaRYlLqsLxi2TKaKPPUVheRdWuSTq5LS/6feJF4VbrFQt+MjPtPqgWzbRLRK9d593m6gvSySr4VKiKKFySBhltdx3+MVzApzn9altkGElnc/Z5sXL3d+pckkVq+qlq3m7thLOOC7P/YQyt8BnEU92UUtlLiYELQKKPlRnuQQAVwS4t8mWngCvF0FzG10cr91r3WNfLVCPlUs21JxMEDQwJ6p4J6dscEJpZTmdteyrHWQGRwW4RJXbVSpWyCvEs/Zq5urPwymXRtnWH2FjGcn7lbaLHozRTwudTDhxfQSMOZ18aFckEgyw/N7g3cP4ZAtK23kz+LSQJj1RYi2JTipR46539HODZulbLymfmZg4yB2Yz2r9nnVOWV+5zrsfi4Wf8NDB79r33b/FCh0XFoGYTNNAnalsdzXu/4DCzFOqt/EC/o6m/5OvxHcY7mTEA/j1aXt3ucWFjLnUf5L/hKVlb6duJqu59dvMZ7ipvmCQrRz5+l/e4/3Yv9WJpUAzWAi++ofzubAEOPqW6O04zOq67v6XSu98ZQX/H6YfytTkVm6b+zap96OoBnraj/m5nlZX8mvK59AptcT9CesfkdGPtpm5L/iXt3KPc36h/BGuQX7KDUGiWt8nyvUp5eoh6g/jdcmyuCJxxeRgs3bV80s344xleePUAGpXJOH6Qvs6MUmnrs5ayyXpWYZRivi1m3fudmJ6AO5U0ZFcSiRoO6QxT6wk0GUcMMpWhHY5RvzgPH+dkEvdFlTxHHUBvcMkzdC5/eg47kfOZ9qeZcslXaB1GnPJD+o+pYMx97tSnZdakwy1wyGI591/kr6OLHnX+fyO7Y4l3o+q/05UkYxFlhNgOSp+gd8BdTgDmbfu4C5aD5R55Se53xeWEsrYVD7WFcIqTnYZtBK8Xnz9JPCvgHt5/mL391TAdOmd0GxzKsSYvWeDuz6v0Vg2ehQmPm5UIrMhANzwsWTlRxcIpbGOKmHoIoavW5z9eaIi3iUQTrkk3kvoLHmk//7wAa5ooot8HsslWt40wxXsWgV8Yi/CtbEXCMT1ihoCXY91XzuscinMeBvWlai6MniRWe7jorjFWQlucEAtnwAnUDgQPvukQJ7vBS2MsRhfBBQyfPUhnoSB0mmM6kD1+WQF7ZJ3nfhVVJEMuN3iVIkIaJIs0cefIVkEhQlhsndTcEbAMPVm/zZoYy4BfNGsXKFEPOP3vD6nZEQ5jIjdnnRjP12Mo9RU6rODtuyj3h6R+qtcEu/o6TO9KWQHne/Z3cW/z+PCKjWhTJ1XsVonT4BpB0/dk875h/scgHdim0ofvd/ZN8xETTSmUKlB4dW4FpR4J4qC6koekFyGNlCZZI06OHZktzii8GjZyxkYdLxyfbjzAtwSavkH7m2eGD9RlEt2A/Z7B4nD6jTqYVAp88QzlhWcLlcfRf0Rx4nVUMD9rKlQ/Olv1JM8wAkk3+N4bzyMVKwg6lajuAchOIpnTc0+5fYhCyPxIv93FC9yTLitpLujF4OO6niaGSFWAHQdp79G4zZAuZ369rPfeX3TRUIAILpCRcTH2r2GW3DIaaapRUTUiZwgE+XSptnu76J8mQTAD0P38vSuQd0bRdYu2n/79bVb5nFzYY+woHunVLlE6u3OlY5QFCTUJaq971X09WFWG5Ma1w2AtwdqzZtyi2POfxZzC25in35naa6XReXS/FfU7cXvmdHVbkYWggRBbnECEdfKj1iBfnV9+YfumFC0P07XUgmQ4l/Repvgfbqom3TVMUi5RIVvmt0odW7ZLU52VVf0DSJGjuxyGwSVGWhsEzmAsq4/spL+CmKBUEb6weLutm4luYz0JbFc6ELGhYn2AsNXtovKwHN93J4U1kmiXgtLXgrt64Imwzd9pv+tb4BCpnX/aFZRi3wCrAPOBEVVZitpr9ZL/VtBibNNyFKi7lqWoywPks3kxQZRZzbNcWdRmvm0e791XwF/GuG4PwlFTmGDcAs38hjit3jl5xpOn0uyBhhMlGXPkP5XLCwq3eIk19kxtwATNLGloriJpStrbJrLjxXPUZRv3XRu6a1z46Poxh4BdScU7ZcqiVPXts+v6y8uf839PYycFC8KZzlZcwh4QnLd63SU//WipIJPJoB/nerdbmkUloVpKJf8AowDjuto6rsiEPWVUv/R43ho3cNkq/3nLwL+qlJOwa0YUdVVl3LWfs6dx/D3J9cvP2OAL/8K/Gk4jwemg8ppDVu6LVsFv+nJrbX95gey3NlhJDDyauCqt0h/Kb0j0ffQMf7SF53P7Yaor5WocpebJuQIM76GoP4ql6jAL1cOGu9BGSAS/KWohNiUwJp0Oka/rEQ0/pLoLOgAIPubqwavMMolcVwYy52qg9403QXFwBqNUPL6LcCvuwNbF7u3i2uVlAHHft/9W7LG2znGi9MI6C0GOvu5txuijnFSfQh4997wabd1jWq9FOwtKJUjRdzvlN/q96k57DbjD4MIiqlSLokBiWadANxZAlQTPtVASVPG0t8/ehB4/Hj/Mk76K3evuP5jZ1vVfu91VPeQslyy6wS17pHrvkq55DfoCpcywFYukQ5TdJ6yELN1sVsBGIsDk/7GfcZVyBMoailR0hRoP5RcMw03EZoZa+sCn/3SFPjEatbZf/XZiQz4VCAW1jgy4r0V+0wuwyod9m3xbmvZO5qwlbomGReatOf1oabSUToF9bUzn/YO8jqBQGxf+TFP5iBiFjw2wRGKStv4X2/4Fd5gyCJuTpiYS38Y4gh135mjzxYDOM+T9rmMOSmbAWe1sq/C/Nt1LEH3nmlMlMkPchcKyq5V6nsc4xOE2HV98V40yqUiEqdJXOfcf3LXSRqb6NoPoUR2+VUhj8cDzsnQcomUn65kWwlHmQ+466ToF3TKyKB2qLNc8lP0jLYXeYR7tQrqTqwqi8tFRo65pJmA/PvccJNjeQFAhbzIYiWB/1wAvHuPs62lHWOypCnQyLY6EW7FsUJ9G1WtZgslgSq+nyo2ooqiUifpTDo0bs2vFeb5hEGetJa247JXQ9uKqOawd7JSUOKNIZJSLiXDJWuRodlWAXUmtJpKbkHw5d+4Bd+Gr+26bdc1OVizjgPbedp5AX13cr/pN5mMScol+izpvaQslwJiLqlkcldZ7GN1rsO0vwwzdtNMaRSamVq8+ydO4Jbe1IpMp1yKIueIvpbed5/T+f9mtgJe1556SDGe5DarUnLFC8P1PyL+l+CUh4ELn3Fvo0qRwRc547OfTNXYliesJLBNmq/dt0lS3lG3uBByqSxvyYGlS9vzsAyp723dCyCqPqWg2J2oaaOPkibKe5fDYcjQ0A+ijjRoBvxom/e9+yEsV3etBl68MrgsN33GZQwtIZVLw6/gcUMFKUtPaSFRjCkNSTxX+hlQWwHXVLrnSnReHSXTuw/1VrnkEj3kQGRrvyS/KbSpAB8QVAIA1e7rBEuxT6+TpUpud3BUi0iDRH/rFe81E4fDrdCLQSqMckm1akbNCGXmv8L//1XSrCdruKLnnrVuX14A2Djba8ZZUOw8A49FSlIdIFxeJZUDzAqWf+h2PQjiJM2kGODm3gLZyki2HKGEmeyplCv9Nb77AhGsVmWBcMn/BV9TXjE49RGNkEGetdyBBAl0ooPuQCYTM54Op1xKWS7V8AGIZhyibWz288B/r3MfG7Pd4toPB3qeCA+xmBODqHEb90CTyhYn10U5lk+cv4NWGnNQ2XyUWvSl3ENJeaNC+wQhlIuJDOWckIHsZSbeB5z0EDDkYv0+LouJQ/qVy5SSJsHfi1/A2LDPQpWpceeqzAc5Fuf969qpTlyfMLGiPO08wHLJD9U9CCG+YQveNk6RVuxodrEwvPVd/r+4CfDtL4HvLQYm3OPdT4wz9F3L71m4YpV14ApXmSiWS89Ocj5P+Y3bhQLgY7PqHjuMUJ8PkMoeYLlEzy3a2OAL+DhM6aRxwYoV8D7Oj9nPub837x7OTF5XD+l2uhCSrJEsbci9pyyXpOuK9ycLmzJBMZdUip5mXYGr/gec+5h7O118UCnZaF1xxRsRWUbFQoFGubRrdbjJ3Yc/cT7rzhUvdNcRel5xjHCNumOe9/nGi/TJFVSKPtGuj/mu9zc6sQsTcDldWvfj51fFcUkHuhDRYSRw52KeNVUoiD/4keKYYm8MEfps0wkK3Lp/sBy9bhq3IFjwX/6dxZ14SwC0GWllVn7MLYuqDnKvCWGBN+lvQN/T3fsGWX8IEjV6NySaZVDuL+mzCqtc0tWv6z9yPquSp7To5f5OLYhSWO5Yp3I/J1xEAR/FfQTrbzFW03YoPFfEAnPUmEsClZInrOXSqze6v4+63ttX0ADz8UKn/pa24y63Ks74Pf+vS/RCt7vc4nysFYdfwf8HxT9t1oWHZRA0ae+ufzqPDuqapUuOAgS74VFoOwiSk+R+Ox0ZHQAWvqbefuYfnM8sxvtYHb6WS0TuVPVlLOZ9RqL/vYjIIXLyk+s+BO6W3JtrqvR1IiiMSEjqrXLJhawxdQUhJrdIo8avn66uZNRySfeQRWUubeOuuOJ8tFOi2S16nqA2hQwziRL9mXBzuuZ9YMC56n1VSpBYDDgxIPo/wJVAj/bn1iV0sKLPcfKDfNVHtiIaehnxtZbu6ZOHeQDzLZJZPg3oLf6rBoMoLjJH3wp0s93raCruMKiy4QjCTBpUCqJR13m3AcBZf+aZ20RwOjoYXPAUcNafvFYzTTvzVdQbSSwIERxX0KKnWrCnz9ovO1pqfzKIqlw96Eq6QOUWR10l5dURWk9EJgMAuPQl4P7NTgBFK6EfRMbeBvxwG7fQoYOrWAncsRyYR4KAy8KLThASyO+dZu6wEu62cbKPUlNHrMBZ5T8orC4VAkxnTYrbIAob2MHXped3xRvACQ/Yl5PanG4ATmWGqQ4WnMO0F0D93Jd/4I33ERXVPYTpaz2WSwExl/xQ3VvP49znlYXYVLkjuliKyWuTdupJr2y5JNziKGIyHS9WjyNC4Bx2uTMZ0T2HTXOAh9q60y3L54oanJnWOWFB6FIK0HpM+68QCwMys54FPglIzS6Xn6Yz90NXD3UTIeEW124o/04tc1PKJUlYHHwxD3B7wk/gSzqWS4zxeDJyEg7XuCIdN/giveWSqFeh3JIimu2rUlMDvJ1Taw150QBwJtCFDb0xmvzcH1X1TbTPxq3dq/mA1y1OpxBUKeKjoEr0kQlU2eVaZLHf4yZb/qUWbgXF8GSLS8VcSqYXlDyZiL4YES90x1Vi8WgTz2Q18Lv+TjKKeBE8fbbfYjCVhZI1+nh3qVhdBV7lV9V+PsHfsyFYuZSy8Na0H9r2lGOe1J51/T4tp5+LjU6mZwy4Yz7doD9HalFUYckpyusXOPzb04FL7LiIHuWSYkFejjMbFlW/tmmO8zlexBdd577ovEdZwRQrcNqb7rnqYlr5WS6d9Sceqy1Rw8NjiOxmxZJ7l3g+E37A/0/5LfDnkfrzCqg8JRspUJaS4ORBcgFdgApqs/Lv6bh8qup6zxO47NZ9ArlW3B33Kgq0jqis9lnc2zeK4PNt+jvbVJl1PUrpSn2dSFZzT4qHO7td1yNSj5VL5GXLSo52GvcWubNQKpfsR7J/s36woisAVIgQjYgO3HK6bJWlhxzxX4UQAMVKS6vewAX/citPRIOUK9JZf+b/uyvMAWUhpnI3j8Hx1h12cFthiUQ6qimKjABXv+NWtsmrEkJIf4mYFlbucVYYqeVS4rAjlAhUAqVust2NNPbjfQTrqBraMKbCKr9jXefXdhB3L0it4hHhYsA5zooCJV4M3LNGX8cBXif9Uk6zWMh4LuT5qJRVsZg7cDegWX0Qg3y1d9DQvYM2/flAGi+0FbAJ/XNkzDEPpW1cdJ7v3gO8cq17f4oIcpqOpYws0MkpcsMQLwROfNC9TfUc042DQGlABr7uE5x790ySA5RL66bplQapc4Sx4PCJofKfC7zb+pwGXPwfb7YY5fVVgXMVAq3HvVcO6G3XF9maLEi5JKy7KKXtneci+hN5kA8SlgZrLNDoeVTnSLVVu9yFDfR1Pq5x+RH9cMeRRMDzeQ41h9wWp7ReW5ZTn0ZcDdzmYzIvoMkTFr9ln0ejXBJWgEB6yqVl7xNlb0hUCncBXQyKqlwSVhX9z+LPKWUNSyyXRJ8urNZiMWDMTe7MOvSZpMoiWy7ZZQhyUVPhiuMw0Pl81p+5Wy7tZ+jEW7STMH1cWEsEwYuKcRTg7bARkX9odiRVYglAWky0Px+nCKCsqm8qK3fBvs3Ou7GS+vqRzhjVYSS3GBh5rVP+TJMtCKhVr0s5YX9eZ3sRFDVy+uyCEr3lkmWlZ7lkJaIrHZMJd/mP/rbaYkeHqLPC2j1e6H2utA3I0InirlWOB4GMn+XS4X3AqzdxJReszCyX6LEqWVcey7TKJRJzyS/jmE5RymJA005kg91nqGR5oaCZR+LMyPdJ71cea1v1Bvqcwj/Li0qqSXqyJnr/AwS3N9E3/Pd6Ow5n3GtJHysIXghN1y1OuID/ZTS3aqzcy+cYVMEk6sfE+6KFf6DPNWyMviBjAvo8g8YMOelXGAWyn7u3IJng2cFd5Yo5fcrgixQH+dQD+r5U14/Fw/WNKos7es/7tvDzuJJEkXIl7IRjlXuc2KFpUI+VSwR5YkRfKmPczBDwuob5KZf+d6c3zo28T1JWLhG/cR0qs1aR+cAPj9+6rcGmK4Wiw6Edz10rgWHfcpePIisHqOuaznKJ0tvumIVGPWWlohGCti/lbmmVe3m2HRFYWV6t/wcJ7F1d6XWXAvh9iusLrv8I6E1iPTTpoC4HED5+kyBMFjiaPlpA35HwmQacuiCemRA2/IKahxnYdLED5PhWV7/r3YdCO3hlW4l7/bKFUpHFuK/v8T8GmnZxzifXY1W2R3q9eCGfRG6ZH25VexiZSMgKNI+7B/jgKQI/pyM0JKrcAy1jwA2fOPccBroiJVCt3kYRfHVc9Zb7uxwbQUBX5Wl/Qp9RUKroMJZLD3cGnpkUvJ9g9Wfc9eA6EidHJ+jIQgeLqeubbMbsUYrZ7SUw0Lf0/fA+72SQxjtLWZzIyq2A5yZnThHQ+kHba28S+HPvJkcpNOnv+niC8SK1AjoVeDmCWTp10/Yo3+022XmMN5OnTKyQCzzJpDTm0yCmpK7S9xrWii4qHpP7uP5aF/wLOPkX/LNWueTjLieec4se7j5MDug98V7gAU3cvxuI25oI4ilbscj9JH3WjVpxRaAOKmOIFW6Ar+bGC9z3Ry01xPMQ9+jn/uWnYBlzi/v7+hl6Oc6vTuhcdugx4l7leJSAepHJZeUjtZmDO5xnI+J99jwBuMxWOKQmDGkohQpKgPs38mxJKVkjDQWOCnpP1ApIlhcKG5DMcES5tNKuj1R2nvXv6OVIJqLH6HvpKnd9LW4czXJJln1ky6Xzn+TuxW0HuQPDC2i8qY2z1NeY9DcnzEf1Ief8DZoBrQdwDwzh5gf498VU6XJ4n2MZI2RSlXKQ4pIDLGDtNO8+AI8zK45/9hx/pd92RfZKXR1PVANNOurPJR+vUi6JxTSld4f07ul8UWTnTFZHlxPDeE+oXLdkOSSMRZjOLc4vjpO4PpX3372Xxxui8USDlI+Csbe7v9P7oM/UL3B7lERLQW12iTTPCTOPaNDU/f2lq7z7qCwFWYzLeD/cxuUrjwzqp1yy31evk7zjmDg3DSkiU2YrZIsa8TjJ1GOGlvO3vfl5qNx8/I/d9yVIZ04kLpn2kfmEJQmbA85xPrMYUS5J/p4qn2HaaJ4l5xGBwY++lQySRe5OQWi6D+3Wl1XuMMK6usgdtBD8qfJEpK+llaNRC6dChxGw6UptsoassmsaxbmP8VXJ9sP4dzlTg45Xb1S7FKo6LZ0vr5UALnzWbY3hMeXUdCSPTYy+0hUm3tVyMuk97wke4K1lL8fN5NtkQBb3mopTZXcuE0gWIoFYHdUpYyjxIvW7licNZaTuUPcAAU0rqjpfrMArYIl7KGzElUvH3mlnT2BcgJZXJGY962+l47faq4JO1OVMLbJyDeCxIcSkXLSb0xSWeX7Ik/D2Q6OZxsYKvZOpxOHoLkNhUCk7AG9bGHub8/lnzYFP7Oxa1MRcZNvREWQtkkxws/Yorh4ixhPtj3QTUaps6X0K0LitN7Mo4H3O8vlSLrvyqrEcb0o6T9V+9UQ41ddp+iZV0GYKTY+ug/aj5T/w/t5tPHef01FQrH6uQhFBhY7iUuDmL7z7CmisAtpfNOtKnn2ISXNBCVIBf11uRJqYS/RzOpZLYYgVAH8iVnQdR3rd0+T9Af3Yo3WLk7Kzincz8DxnW5h7bNrZWZAR2XI//71cCP13K+kvnNO+MF7gJEkQ9z2XWBjQfj9ZA4gA8wCXK469k8ewkvGTr3oe7/7+T5+JnRwQl6JTYFHXuThpp0Mvc09837gNHlQxwASWZOWYrOFxhBrbC1PCnSQdJalLIWZ/DiPLhEFnAa2adIkFE5otTihVUhZEVnCGOhVWQu9W5neMLG9GsQ6WZR8Wd/fZ4hnc8CmPTyaTstoq1o/1LO6Mj9uXEavCAnXyD1/LJfveqg4Cv+zI++Xm3YnCgpRBFUuRyvQ/bepNO++CKvx9lMGqjNSqbIqAbREVYsoqK8Vpn9rPDriuGtvkuRm1shEZieNF3j766FuDyxSEx1o65u1nqUWY1nKJvCNRv056yG2hqbs+7X9m2wreVSRwPe1H/EIiyPdCY87S/sIvcUeUMCiqOkEX9DuN9v4eSMh4mvI7EvdeUMTLJcKzhDmvmDu1GaC+Jxb3jwl87QdcDmOMG5WcThJPFRQ7epDUNqJcookIXK6V6WeOOzKUS4kqd2V0aR2Z0+DkwLxKc2/Ny48XAz/eyRuqGJgLG7obkjCRUykAUqbqUuf/wY/V+175lqOJBPiE4uBOoPNYngVBDGLjvuPsIzJY6DrzMK5QNH7VrtVO49FNdErKgOGXO99TbnFU+6l4zpvnu59FkIWUiupDvBH/gMRmkctJG/95TzifN850Gk7r/tCye60Ts0G1MuaXatZKOpld7lnL/1QrzqnMKfZgoBJwhPIujDlqcali5bCh2y1OLrsIgkihK9qq999+mHeFVlisJaudMhSWcPfL/VvUSkc5VTDgteoCoq0qAl5BXNRJ+g5oSm/xO23TnTSpUCnKrJMRhNR4gbptJqqdbIE3VIQ/nx+t+vGB5CZ7lZlJijWBSDUuEFnjqGBV8Qv/awVNhB4KyKSmQsSIopysKQedvPY/m/dVKksdeQCVLbLECm/DZu7tQW61iWru7uKCkT6V1MMTiPu0KlA1RQT19EMXZD4VMyLITL/QrSRp3AZo2Qf46CH+XXbhaDMguEwAD6wuhBy6KKTr98ff7Qj2jW23xMo9wGtUMNUol1wZl2pJuVR9yJlkNenAlXYFPtdKTQ5quBUezfoJ6N+5lXD3KYUNeJDOUx9x6q/fdV1lsOsDXWyjqZZT7vWK/japmJBTZMWaqMvivumYQq0z577gHmPKOvLVVNG30vTONDaHTMve+t+iEMZlno5NLOYfX0ZGro971rvH0ppK3n+0HczbgEjs4RcsNsy1xDuNolwacqn+N52iUc4iZyX5OwU08okti9BMz1Gorow2IRXIdTlKxipZuVS1z30+Md+Ixdx1+3u2UlP0VX6xu2h5iho5Y2qno/hcwLO/n3LJLgP1VqBJAmh/qVK8RomFRd+F33uh8mCTjlxeHqmxjGRML1fRDIriHYhFGHFfZ/3ZsdBQJdmR3z2V6077NXD6o9wCTe6jhWyeCZ7xyVJbSqcUgZKCSyRSoO9Q3H8YGTZMZtSwbUOWZYsbc8upYd9y36fffNQjp/nIK6o6T/vm8Xe5fwuz8BvGYidZo07yQJHjHPtaLlWrzyGgCqdBF3p/b9LOkcNUfYpsyKLLuCcvcqRJPVYukZd0aJez+tbDXrmisU+EoBAm04ZOcCqw49gwxifiLfsAR93oNasF1AKi6DDlRqNq0KOu4xrP787nCq14EY9x8sxZACxnkAa4Ik0ooYQ2WRtHI4TwSQWkNZ8TH/2QVYUGbxaolDJ71gLvk1gFfrEAZLN9Ycbrcj0iAcFd5SGNTJjEClJm6D4WIo9NBJ44UR0L4Jjv+Wc26nOa87mwxK5/Cl/hVPyBKvd3ijAnDaNcKmrkDYZMfcVV2YVUgnHQOz/lF960yKI+J6RsjA2a8veoEtpFXaHuO+IZuMoYMi6QQKdcolAzXTFJixc6AvXVmnS7FNUgOVaxcq0jVqh+r4nDfHuno7IjwAC8H7v4OaCtHQtCvGPaXn+0Q60YWveVvyupSAEsCKo/UUyfBaqsl0M1k58v/uR8jhXwAXfTXOBXXd1KnyBB4qQHgbtWeAWFoOMS1cB793q3qyyTZFNyP8Kk0tUpl4RCJ+jdxIvdk4nqSjvorP3OVCuXp/wKGH6ldztl8k+d8WDfZtInaYSu4+4HBtqKbzG+HtoNzCcB+nXWSlRpGFYwPvb77ph9QdCxSSjN/BTLKSvVauCp073xgGhCCRrji7rFCRo259tEO/KzmFKVoaDYUcY8TuqUeG4qtzjLCrg/+5hu4+0NQrkkxncqxBK54MA2dXsS/ZBskSy4a4Xz+ar/cUVk20Fc/svE9StU4H9JabNvE/DaLeEUN3J/rwqwPe1vvF0cdz93hbz0JeBb//XuFwgNbC9iG0VQhPlNxnT9iOwlYCW5m9jF/+GTILkuC9n8s0fDlenCZ93f37gtvfe9RBrfoyxgyX0gi7mP18lqssWoX5Boer7ChvxdXP8xcO7j/Hn67S8j3hW1FK45DFz2EjD6xmBX/so9fPH5/R/57we4x3ZVWxKy3pMnO4viicPqWIpC3i8o8d7f+f/i/y+lMZfsPkd4EYiytOjJldR3zOOKIhnGeIBvAVVQFDcGRl0LV8KhY77nTqyjI4wFuixvVR30WlJV7iZW9gmg35n884+2O1mcS1T9ZMjrq5SAhY0cWTisJb1qnnnvOuDsv7jfX7yYBxNXIcchbtiCL4yqEGNKyz7OPlS5IsuMOmXbqY8A35nD28HE+9X7UFRucXK/RhNv8MLqzycsL3WLsrSvTSdo+AJp7JDDeZz3BDDkEnfbjTJOSNRf5RJ9R5/+2llZF8KScG1hcDo3Wbmkcn/RCblUcCttC9z6FTfrV/nWqxqzeJFhsnRQy6tY3BH2Ns+zA3FJQqQwHRf7iRUVebAIY1LtyRplH+NnoePaX5j9kwElzKCvs1xa/D/gj9LEukl7LkjS1Oyp9ya9P1dsEOncqcmHT6cp3AQP7/Ou3MQLnex98rWb91Bnm3B1EC2c8wDAuz/wlpleSy7r5a+qV2CKm3jfY6LaO5Gj9WjmM97zBMUwKC7jaZUn/tAZrJe8C3z2O94puXytG/EBU6VQEPdGr0djLglonbplGvBdKfOgjDw4p44nz5B2sKs+da599p+Beze4B4sfblVfRyVEDpjkXzZKKniyVHdrDtuBXgNMmjNCuMXZz+bEn/GBWdVXPHEi/y+b1wom/UXaUAtufbR/PvkXTprb8Xd7BRU5e1G8iCu1D+0ClhI//CAlUSwONGrJr/XAHmcsCDpOTlMvUCns/cz9Rcw8ALjuIz7uBOFK1Ssrl5LOc7zgKX0ZaZyQmkrepoWrgKrOj7mJC2h+rKxwVs4/exSpOuK3oieek0hjLFsM6Nzi0jGHP/5H7tTCQaz+zPmcmrj7xVxUWAkAwJovgNn/IfIEmcTM/g+we41+4qiyuPQjFSC42NtHArZAyUj9lJ5vkGLyjvlOBibZOpdOrMPIBSKxh2osBdx9Y1c7LkpBA2D5ZOCh1upjZFQWIFUHnMUeZWBWuCdyor3Nfg74QBF4mE5aAYUVfQh6n8T7oagse9/5LN43tYoXyCv8Anks6DKOuGNq2q2ccrzmMJ8Q9bUXIGQZJ4pl4bg7vBZqJWXR3eIAr5dBFMt5uf7KCuCwyq5YoX9m6vL77M922ToM59lAVRlBw8RconFVq/bxwNGnPRLO5ex3A4Ev/hi8H1Xsq5RL1GJ8ZQX/r0uPfsbv+P/OY7yueAPP5WNyk/bONvkdimcr6nHTzvq5UCtSr3TPUvTLTTv7J9ZxDlBvpgouuf7XVPK4WjLUnfTgLu51Qe9lzLft80oBmoOIF6llc8acTGRhXaT85plyjOLhVwCjrvfu54kDmNBb+ImxJRZ3rJtp/yZbURY1VMuw3cu5bHXHXKDTKP09CCr3esfPoMDtfr/3tOVrXYwuKudkI7mPbOk86HyvG/o33i2OkhosSCwH0WgaSNo+ZcBSTUegazCqNJeqcwhhQtXQhYnb6Bu4sKTyxxckqrwrlGKCIDrsl6/h/8/8vXu/UJZLsnLJbriDLvBa/qhQZZcL07nplEsbZnj3LSjhgqTs/gj4u8XJ5xaDXhiNfNV+70pVrNB5NyVl7vem60ToduEH7dF+K5qleHe0sfc4zklNTaHm0yksp6y61NUyQe+tpAl/vhPuAkZcxbet+Qz48AH7/HIAQIsrmGREWVdMJvurYi6Rd9m6L89O6Ic8GIln54rForDe2rOeX0ue0BQUq2OkqeITRCFWYNcLqR7WHOarVY1DTpLSIeUWp8jW1FYjOIn4H9TSDPAOtFF1S2f9CfheQHYK2oaP/jZwhe1WdNz93uyKFxGFqRwgM+GzOjNRkf2JcoYQCgNu0BPLhpQFCD+Roe20o20pecuX/sfoLJdmPgOXW9yAc3gWKc81C93tp9eJfKwTLsQnPRh83TCo4qDJpJRL9gKHx3pOoVy68k39ZDmIKK4xNCaFuHea6Uh241QtvgDAv051u/rF4s69iO26+iLOFdYtTiw6ieCjMiKukso900oEC9BNOzkT35RbnH3fdMIUavJtX1u2hGk/DLhvk7osYdOFi4Dm33rFa4H85xHA38YCYGqLjk5j3OMP7TdVQVflzFNhrOhV1hVhuOxl93e6MCjatMq6SpX1DuD95lXEwicW51YzD+zR1wX5fcltUW5jqok0oFj5t89N+5nGbXksHdqnh41lKrj8VbtcEfovORZoLO4+Xix8BBEr0McVjRU4z2C/tLilkt/8yi+eOXWLi5pq/LAiRpKKINcamohHyNWJw+p5Vp/T+EKfn5cAxSPn22XJNKyCQATHlus44M36C+jnF6PIuCt7GlQfVFunCKXLJw9zCzRPHJ0ifl6X14CmbVFiBWp530o6fRVVPvkFKfdTfHQklmmiLzr9N17LfJFdnJZD6y5GwgyI8XjzfOd3lWHEnYuBi5+XzhOxfoisfkHQxBZ+ck7XcbxP1dZzUo/oHFGXPVhGVvirFgjlZ/CNVC7pZAehMErFciB+qnJjlVdA/U6s8w9VrVL6mXerGvC8F7np52m/Bu5e6f2d4kkhCH5fBSWOwCDMSGUT0yBlQsOW3rKnUvAW8FXdIFIrs+Q+/YK/CVKaaqnx0cBsqTIpOplU0F2fAI1ypxfWBBvgg7Ccep1Ovsrvk1YjdcolRZPzKJcUnVwqm4qc1UsxADLmnmgLxY8Q5lOryQHNP8hyyRWQPQ7PPbuUDfZK/P4tivP4Ze6gATIjBjOVz6tULimuPeQS/TlVA+dhlfViBFzWb4T/u4Q/r7DuLukgB/R2DZY6Rbv9zOSVYvlZ+llwqAatpl3cK5Aq5OyQfrTo5XyWlfa6DHhAsMCgi3sQFlXMJeV1FBaGAlVKedU1AHd/UvEL27WJtCvVCrgskDVoyvueil/a3zUCaxTFDBAcc4meUwi5Hssl+tl+J+2GRC+LIN1VQVH/S8q4kPjAHm7ZSVEFZFW1BeHGTCcmuvtJRLRcEsrhw3vdffySd4BfdOT9GYvB6XsjBPT2IC36uFJlR7A0kRdR9m1R11sgfPlEfdKtZO9YBsBSn8+VKl2+pkrhpXED8yNKxlFKrxPd36m8KMZQWbnkZ5keK+ATH/GMXO6m1HWIBECW3013ydWUPo8hl+ondk27eDMfthsiub00si3NDvM20HpAuL6ZJv7pPtFbLoFukUV+hn3PdO6j5wn+sZQosbh70W30jeS3Aif+0b5N7uNU7d2vXok+lsobOvdPVUwXP+RseFT+f1Ies5l7TEtUOWEnVLIOY3rLRSVS+0vFsgkpP17yAv/T1cnj7geO/4ljvUfHUl0w8iBoqBOA1wdlf06Dru/zZjUT0DFMWB75IdziRFiZ1OWSTt9Ax4oVH+nP5TeWuzK5U8ttn7ay+G1eP4KUS7TtUiWobp7T9zRu0BGmDDrC1CmVd0k66CyXwoaXkN+LSq4ME0okJPVXuaRVAsmdK+P+uMfeyU3lqAleR4Xpm9aKJWC1LqhsogMSgp1MWMEwUaWfjItBv1ELrgmm2Q6AYKFLuEzI5xVsWxJcPlVwQN+sEjZCISavhKkmMb5xh2QFhyKAtmDGU/YHn1VOoTCq3KtYqSp00j2ymFt5KWet0ZUP8L4XpVucUC7JcYc0nRvtOFrbQd72bnTKKtOsm3ebGJSvfNO9/Se7eSwwD1LZXJZcMV63qC+1CGJMY4sIxDMRGRDptrAUSDGuUpZqpI6rVvv9smipBqqoKZBlVNZ5ALBpDv8fJhB/usgxl2h7V8U3Apy6KGf5ixdKK9Q+7UqlZFfVS1F3BUHKJ1d5yLttP8x9by6/8qR79YfG61OhikUThEgmYCW4CxQQ3m1CJcA0buW4HinLqFEu8UK4n7Xc3zywxzsxYnF3n65TwDAG3LMO+H6IPp9OAv2sYYQFgIhhJ1s/qoJ4R1UQHX0rcO4/+ed0lVJhBE2V5ZLO8tGy3PemuydxrrDKd6EESFQB25c621+9ibvJfPUP/ptsuWRZfHsUJb98jlMeBkrtNhym/otg7t3GOwlTALXVgED1/mgyD8HE+5zPftahqufuySipEaVFHyT/HsYtLp3McCpoXyvGkirJYuWGj33KYddZEd+GKpeo9dblrzmfXWncJcUD4H6m8QJo5WvVM+h9sjRONeLWONsW8+cdi4Wzlqcr+bqMoIDT79xQ4STmAbxK7ngBj4/Yole4mC2p4woda8wu46S+2bb4VqGSRcIol8Ig+lyRUCQI2VKMuvntkqxyYpLb/ddP2ovLllvWUWWKDBNzlI4lh3YDU+ysWWH7rT6n8D9dCJOiRsCx3yP9DHP/5iGEnCArX6sPqsfEbuXO56oDwQoX1TNU7l/IZSJ58dpluUR+k63EKb4u7oxk1aQLxz6Knf+7xLZc0sUiEsol6RwiVqMfLje9NPrbMAopunCR7oKkfCwNjUBj+/rRuq/7u9Ly0cdrKiJHoHLJfmBNO/PViHP+AbTsybMEMOau+EGaYcqaz9Xb+58NjLjaHVhSnnTQyfOYW7iLmUyYFPOAj3Ip7lSEyj3qle0gc3ZY3lVUWtmEb7QfqYClNfw5LHzDa/KpQgSn8xRJFb9KNdnWuMW5dtFU92GX8xWyLuO8q4VCcfD8RcCO5e7f9m1yW8hRYeVoKduWXxnkBq0SjlVucYB3EnizwgpG+JGnyq94RnvWuzMFAsArttmuEPAFjIWbgLk07TH+nfradx7jnE9+z6r3GLXzj8Xcg71KudSOmOOe9PPgwVglfNJ04NkgFQzXplaVS/ZzFqlnaf1UBoeEk4VEWB586xXg1F/zc1HXCvFOkwnghW8Ba4krl9K/X9E2uiomJmGhbUPO7EmzEiVta4xh3+KuMkFxFETdjyIo9D+b152J9zsC8t4N/seIeqWL+dLnFL0boc4tDrDLTQW7EG05VuC2OvQTqkqahHPlbNYFTswlH1Gk8xiuzBYWGcJ6KgXpO0R/HbXNnPxzYPAFwWXxI4ygmVIukfpP4zZRrISk0NOMbSm3j5BKMV391WbosZ9vzWF+jM5iSIl0jpa9gMv/65wvCKGs7nmC23rJz5JB9R5UE0UaGJ8qDWTCugIJqKvkdZOBoZd5QzKE6deyleGw31nOZ9H3yGO9UNz5LTLpXDqFZQ9VdtBFVJULrat/KtS3OZ1CQFYurazgcfSq9iNU5itAbVGvqjuMcYV7+2FOIgzAbbkk4uKVNAFu+9oJsBwGqjA5609ei44mHcKfy09pGUXhHpSxVGb3Gvd3P4sHEf+QIsZCuv2a99wKS0BvRUah/eRbdwCb5zrXjULYccBlBaxQLvn1c53G2FkxJaVgotr7DIdc6m5jh3YGB38Oa/WuWzCkyiWqsB1wrns/alEe9JzbD+X/6bNSuRPK5aCWkZRUmAHpuuc+zpPT+OEnJ4VB9E83fc77ehUNmzv3l05cOAFti1QZqcr0rYIGvQfUMpL87uqb5RJjLM4Ym8UYe8v+3o0xNo0xtpwx9gJjLHBUTcY0u4hGEi8ErngN6Cxp3lWp4Cm6zlTn2lVYwmMb0UCLsq/1JcS3M14AnPdPHuE/HQ7v0/tK0hhCkQVk5jXDB9yVjabL1kGF56XvAS9ezgOuB17e7qBphidA3Rj9Vi9U992qLw/eruv0DmzjQdyadvEK3KJDO6jopGoq3SvvtLH6rezLyAOEKraVzi2OCl/XvKc2gRXKzUO79WVIVgO/0aRxjuqOJjhA3AiF5RK9NrUACePbG7bzH3U90PVY/pkKW7JyafSN7sF67K3A7bMCyqB4r/KKQKbIcSZqU7kkJn+zbOUSvb+gyY0QmnocDxx1g2IHuy85sA1Y9CZXMAn8LJeock0VoysstPyMudtZJZkw1hzifcrZfwFu1kz0VeWMolyKFwI/2QkMv9zJHBqk7G87iE9qRHpZFbq+kE585Dq7aY7UNsnvumDt8jnSte6h0AyWQZbBsbgjjO5e455k0DFLnghf8z5w69fRypW2W1yalku0XVCspHs/YXkqIwesDYK6wrb3mQTL9VPIQFGCUaus/MQ22aJZNe4Nv4K3gaKG8M0ARFGNE7JcI1ve+imrqNtzUal+PwHtW9oNBib91Wtl0m6I2l1iKKkL2VAu3bnUnehAvDvZWs7PBVcoP1OZquQJB4lvKigpczL8ycG3Aa/brq4v1I35crIQ+Zgwlkty9iQg2DKZ9o/LP3A+H68I4h4WungXL3KUIQB/ToMu4IkS7l0ffK5sWS6Jdxl2MtzrJPf3Pqeq9wN4/yq/17n2xJe6/jVu7c2MGrhALrGaGAVEjV0Z1TUQULuX0v5A5tr3uFeNHHTaSrjj+f54F+9HZHTvVGwPG4dP9K2yd4aVdGQMVcIdAXUxZTGeJOFkeRHI5px/ANd+4J4zBwXQrj6oX+xMucUpYtcGuabKGT+jIq7ddqA7npSMeIaZZDAVslLno8NbpFHksEAq2VGWIcL0oxpyZbn0HQB0yfVXAH5nWVZPALsAXKs8ipCMFfEKKhPY+dDJrWrfqFFoFZz/pFvjHuYlhqVqvzpbkEu55JPRZcwt6u2xOL91T8wlUs4w8U5obCkxUMi+4n7Q1VPLAt78jncf38m24p1+exow+nr9MxGDu1CAUPw6DAAYbA9A3Sa4B3bdylkYyyWV66QuExF9PzoTZjkQru456IJKZkPIFSlcXW4ewiXrMPCLEO5OYZVcp/8GuOot/pkKnuLa4r/WddEH+Vkce6d+X+HqKbihQr2fHBjb426WpRVsFXIfSCfWIuOdzsRfCMG6Plc85y0L+H8qnKhWRER9EO5JAG+333pFff4gPBaBNMA8KXN1ZThze4EIrCqb+0ctVwbBElNoVy6Z/z4bZzqfqQCqi/MiK1zSEcRkkjXhYi4JRFvucowUiJ/0KQtes89n33/no7i1TBTCZE1SEaadCmHX790Xl3FrWivp3k9Omy5IWS6F7B/FanZJE70ykSJEorSUS8ICIoR7X1A7p3WEtld50qE6v2dRRtrHb4Wfll0XyF6FHL9ERm5DPY7jCuVUmTJwi+tzGl88KW3jbt9iEqtaLAPULsHy5E3uu1O6JWkcuGsZcPtsbzBzwP0u4z6WS/Lk8OL/uMsEpK9cAniojKGXuY+VoeeniiBhyX/lm5kl3aDvOV7kWAaL8jAGHHWj+jnK+CqXyPsJsoZKBeK3y6ayaAP4eHHig96YaO2HeoM0C1TPeL7d9oMU+1Fc0QG3UUCY50cJPQ6Q56qKgRTG+kPuU2m/3/sUXhaVnJUK7SEh2kdYuUa8Z1n5cdG/nQV2mi27RQ/+f/iVwA2fSLJVDLjmHeBozVyzuHF6mVy1yiX72ukseHnixkYkrBwk+hBlnOeQiPnZMM1iVFSUlkvSmPPqjd59QlLnyiXGWEcApwP4p/2dATgOgEhx8TSASaFOpqygAcqlICE2aueloqihk1UHiDZxCYM25hK1XIq4EiRiaix6Q9pOTXRDVBeaajkdkzphcQLotbyqRqEL6O3aR/ObcD+JKZRLQRPALmP5ymrLXu5yadPHqyyX5Pgmin3Euf3cFnXvXAxcVQHKJR3ZiP0g3OJc2RXt8lbuCbdCFjZAJoWucMvZAdNxf5GFSD9h7vtLnWcfK+DC1o93eRW8J//c/X2IlP0hXTedMOyRVkPpADvwPJ6RKaxPt+DOpVwgsSwu5P/bNqGmcRhUwr8wrRd9VGEjLqQGxUDSIfd166kFCzH7rznkXTn0Q8TCCotsQp5qT1kYa8IoNFR9Pg1aP+YWoFU//b6AV/DKtE626ue2XAq7It2yD48pSMcWIfRumAlsDxEXMAjdBOfaD4FJf3e7GVHCCI7i+VLrBJnx3+erurLlko5UzKWQ/WP3cuCom4Dxdwf07fY7+eox3k5EfCa/eEcyQsFOZSDdu5bdr2U2EqtSWh9vmwncMs35fkDKqgUEP0e/iQVVTKXqfYj6Ktz/tNjn6D+J/+8+UVK6ZLCocMnzPL28TJBi8ISfAnfMd28727aY0CmXVJZLAJdZmmuUEi53lLiPvGrXz2ve58F3xVjkFxtw7VSeySkMiWppYqyoB3RRVSXXZbr4Q69fUOSOMxr13H6B2ekzDpxI2/s27wZc+AxwqSK+X0EJt/gfd7t6PND1h4f3eOdZIhB2mKRBUQiTTMiPsk5uqxwVQQs5YeaU8hzRSjj99Jl/CD7eUybhFhey/ggDgK0L3dv7ns4tp3udDJzzd2d7k/ZcNjzzD1xGC/IIygY6WTulCCV1WsgzQdD35WcNG+Z4P4RizM+KLSwiRmsYK1o/wgT0zuT0WTtTeH4P4G4A4sm0ALDbsiwxYq0HoFSrM8ZuAHADALRq1QoVFRUol/aZVdkReyoqtBfvsX49RJ6P6dO/xoHG7gxgjfavgcpAb0fzEZjnc16Zguq9OMb+PPXrWThc4jVpHdakD8r2cmF4T5O+mKU5f7n0fenyFdh4yL3vUVXVaDDr39i6fjUaHtyHQ4kdWKA4X/d166ES4RIWEK8+ACx+y7V9x87drvuWy1IhXaOgeh+OAbBs6WJYrAAaRysXX436Ew7a52ncYhJG2is3G5+8Aip7lnWbtmGFdN3xySRiAD6fOhXVRU2V12m0f7Xy3X7y5QxYsUL03rQFLSsP4Qty7sE7t6O54hgA2LBhA5aRfQfs3geR265iqiZIs2WlnqF4dnK55GfKj0ugHEBVQSNX+VptXYoBmuMaj3gUZXsWYvO0r3EsgD3bNqEMwPQZM3CgMXcLKIebCsW7/vSLaUiG8N2Wz7V27VqstM83ZM8eNNs9H1jjuB3NmDkTIwAkX781peXeXTYAlSWtsNg+jp5zzboNWBWhDQLA0bs2QpR8+rSpONB4E5rsWYzhAObMm4ddG6J1pt237nW1nxWr12FdUl+msgE/wrDZ9yJpAZ/aZe+9ZoWrXk+dPgOHS9al7vXzBetBI3IsX7ES66v018iEDutXg9p1LFq8FFt2u6/V4OAmUJu4zW3K0XaLs4+qvo6ONca+rVuw9OMPINTFyZrDqWdQcmgLxkjHLJk/E5t2tkZB9X4cAyCRqMEUqR4o24YOqa2V73X64A0bN2JZRQVabZ2CAVYSa9asCV23+m7eCGFbWFFRgWaDH8CQuQ8o993XuAdmNb8YSXLu5jsWQTh10ftpMfCHiCcOYauiHIVjnwYQQ7X8m5VUPpvWWxZCLG98MuUzSOFCsbCqres6ZR0ux7Bt92H7/irMV/QBa9dvdNX7T7/4CskAwfWYeCMUJNQTjD2HLVhVO7BixgyMADB3/gLs3OQIjx17XIPKklbYLt3vyEOHUbllM0oq94I17IhGB9djxea9WFdRgaa75mGovV+keiIRS1RivGL7FwvXoqq4HZqUjMVwvOHdYfFbgdct2z0fwwDs/OLf2nFl7eJZiCcq0SFRhS+mfAKaf0h1/iE7tqMZgDnz5mPXhpAiXYNTgTmrUFoyFiPwmnKXik8/4e//wFbMf/lhDFzwMABg3pIV2LHDWw4VBc0uQKve7bBp2V5gOT+m5NBmT9sHgM+/+EI7dgPAmF2bIKZg23fsdNVTAMDCzQCA8vXTPccuWb0BfezPVN6glGuuu3njhtR4FEu0Ra+2J2BlyfGutth9vVeuCqoL/bZuRRsAyw83x/aj/oHKqjZov/qdlMw07etZONRws+85olJ0eIerPgHAwQbt8JVU1nLyuWLWMgDLEK85iGMBLGk2EZvI/h0bj0bPLfPx+bzVqF6iSvThX4416zZilUKWB4B1mzY7sl7D04FPeDwrlqxO9Wkbtu5STxjCsH8zNmzempLj6HkFFYu2AYsqUt/lcs6cNQd7V1YiCvQcm7duS40nn34xDY37/gDDZ/EYYF/MX4WqZZqA/+D9ZM8VT6a+T5sxC4caKpSr0nUPVVZB9Laqetp6y2L0B7BlyxYsalGG+MblOFbaZ32bE7DcPpbKCDOHPYK9FRUYdfAgdGroL2fOc/UBu9cuRFMAFZ996bvQMGzvHlD7FV0ba93vTvRf9FvXYnFaY8KwP4uDtbu03LYQIhKXak56sN4tUwAAQPNJREFU8NBBT/uSketd5aGD+HLKZ7yfnrEYwOLUb/L5VfdVbru979h7MNS8dfDiz5TjUercHW4Blu4BlqrP1XLb4tQzWLx4CTbvCb6mTDmAw0XNUVyl7kNWr12PrnK5ADTfMQeDAezctSd1D1N73InDIe67+4rZ6Axgc5uJWPzpFNdv5SHKvG7DJs9cVEXZ7tUYBqB6/058nqZsIsozp6oLdlVUoGDUXxFPHA51n/I5AGDm3IXYu8ZtTEHnk4J0Zak6VS4xxs4AsNWyrBmMsfKox1uW9RiAxwCgT58+Vnl5OVDh3mfYJI0pnuDwB1x9BWDU6NFAa0nDaVnA17e7t31nDlqUtkd5WP9VgMdGst19jz7+TPXK+JgPgUe6A8lqlI2+GOXHlKvPVeH+2rtvP/QeIe1bwQeU1ts+A1r3R+MWrVFerjhfzSfAOvDVmBY9eeaN93+EeNuBTtwVQotWbdznGToP+L1juu25hn3fvZb/Ezjrz0CIpEGjTzzPWQ3d3gGw9TLtq9SrT5269UQn+bpT4kCiBuPGjuOZlFTsXgcowm9MOM4OFLvvNWDTbpQfM9YxJV/dhDtqKujQvj060HJsfxbYzldQlc9ewOUjZ59tS5xydRqjP7bxoyjqXo5yYZIKAIv2Awul86Xg33tVHQQ+A8oaNwD2AqNGjXbiuIzfCTzYMjUIl7fa7bhDVdi7lB8XTqNd4f7auXMndBZlWtMc2O3+fcTIUcBMIEZWhpsecy0w6tqUsEXP2aVbD3Txe67KMjnm/6NGDOOxLtaWALOAIYOHAD0jns+aytuPTY9efdDjaJ9zbG0LzAZiJaXO+9n6L4B4ih599DigrEPqXseVnwB84fzes2dP9PS7RiZMXQiQOPX9BgxEv0HStfZsAL5yvrYdVA4Q5ZKyvs5rhIatWqFNv7aACNlh1Tj7vnK955A+Ey5Anw4jeIyTz4F4jDn7V/hcyw/a1pwio0P7drzt/vYmAECXFiXh61bl+6n75+UpB+Y+oNy1tG03jD/+ZPfGlQDmkXKl4J9DJA52I/cnADB3W8rxfMJxJwKfug/pP3Ao+g8g+yfHA033o+Woa1FOYyFU8H+du3R11fvxx0sxNlRM2AD8tKnyp7LmrYBENUYMHwbMBAYPGgz0JuXRiXZLmqJx4zJg916grCewfD16dO+KHseUAysZYBuVRa4nlOpKYIp389ix47jLsjUBaHYA+OhBzz6B111bAswGmu/Sx3br3KiKp18GMLa1e+Vdef6VjYHdwJDhI4Gux3h/96Uc2DcZWPae95cJE1N1a2AjR+AfNGwU0ENRDi1npBQ7AIDda4Fp3r3GjTuWW6XpmFkC2AauLVu20j/rCun74IvQ5+yHgAf/BgAYfdrl6gmsfJxN21PuRNtuZGp9/MnwOBPu+LerfQAh6sLCewEAPZta6Hmqba06fWVKZjpq7DFA006ag9Pk4E5AyvnR8NQHUT5YKmuF89F1HyfsQR/A/T6tCUDyEYyLsuq9b0uqHKlxvcK7W6fO3byyHsAtuO0+rUPXHoAmHFkYOnTq4shx5LwYexsw8xnve+zwCvDceamvw0eMCA6fIDOlKOUm3rZdR8DOlTC+/HiebMJWLo096Vx/q86vlgFETD7qtMv0+wKpZ9ygYUOgEkCD5up6emgIsP1ttDn/EbRp3Y8/l8/dlv0dmxaiozh256qUjDD8bNuVZl4DQGM4NObUi4AeTYH/8LASTfdw1/nyiRP9y7+8DCC6Nm0bW7DbHXjFb99MWbgXWECuUeH+uWFJcfC1LYvXu4HnAfNfQUnv4/THrDrGtUir3M8uQ4sO3cPd94bWynlO6Ge2aH/qGfRt3wR9J4Q8jjJwBoobNgceUVs7du3eCxj7f0DzHihvRcwWllQC84DmLVsB+xsB1Qdw9CmKpFkqqj4E1gFtiw+jrXyvFcGHd+rQTt0/yWxuAcwGChMH06+HdnmGnPwtd7yqNM4BAMNHjXGCqwsW7k3NJwXplreu3eLGATiLMbYawP+Bu8P9AUBTxphQdHUEEJBGJwNcHbWi02YM6Hmie1vDFuEDowmou5LO5aKkCXm5Id0CgBB+yVI2INex9ivvMJK743QbD9z4iTebiUA2nw0yXaf3HdZMn+5HTR91fvPbfFwf/Ewyg3yuS2zf4q12L/nqzW7/dw+SuWsU1xoKNU8c5iMcjLrW8XUWRAkiu9UebV2ujnG3Se5LVzqfS8q4iXZWTCWl+tikgyawuF+WkTTKQTP4iXNHdSOhyKakQWUSz46a3Mo+03Ib87jRRugbIiNn6VO0H/n9hwl4LGJsiTTAMrL7LcBT0wPOe8kkbWsQcvr2KPGPjv2e/re7V3H3FoGqjqUbID8TWvR0f5etjmIxoPwHaqGltH168Qj8JkXxIp4hNRW3K6QoEi/k44KV8LoK/+/O6GVUoc1cJbLSMO66lg5h+hxaF2nsPp0ZfCb9GaB/Ty43GuqGlKE5vjYIbUA/14u4x0YJ7HvKw26X6qhBgbvJNhsK5r0U7ZyA44Ky7H1nG42FVBux9qhLY5MOwBWvh882pENOlhAGWp/83N21rjCa+Fs6yiQlHY3fQl2n6HlPegi4Z63iXLKdVBrjM818RcNNxAr0sQFVRO2XxTiwcyUPEP7dBer9GjTjsUrF4nssDvxE0j7QsBVh+m85nl/vk9X7+ULkFTmTHMUvQH+2Sb0jzbsK4xbHGPDDrTze5Le/cgfhl6FzBJqJnCLcR3UZ1jzXT2N8p9B6mG4CmpY9vUGnKfECHii+VW/vdoAnMbl9Fs/cFpYex9nniNB/0ZA30/6u348i+hs59l86ZOJ2SOM1h0kulQF1qlyyLOtey7I6WpbVFcDFAD6yLOsyAB8DECPclQBer7VCuHxDNZ2BrISIGggOCP+SxEQjSoUJGlD8ssWpAmzS7YKxt4W7lgy977Axl2jHRgUqXcylZYpA7qlz+QzGQZ1eV9sZQsSGmfMf//2Pulk6fwTlEg0E3aSj87mTymHAhyjpr0VAOLlu6Ca7JU25r3U2kNOu3zFfXUdp0EAAOON3zud0JrhUyBDxnoTSMp2OVBZ2g+JAiTpMY130OpHH6RKoslxQajPmkic7pEoZIpcvzHtgACz9vuKeaDwisS0VQDbLShgaj0LEzhDvL0pWDL+4JQ2b8yylApXQlo1g2GEZaA+r357unlCFXSz53iLg219mLnzKxAp4n/DWd/n3sPOzeJGTplmMFSIWj5x9LO2yae5Vfu9XaQJsp3NuCh03921xPrfQZIiJGtBbhmZDE9w+2z2WrvgovXOriJJJlXIqyTobpU/0m7BkC9ltnI7pQdBJtsiaBWRV0E9RUOwsdOzdwOO6RFW2ZQNZoaJjkyY2GS2zLHeF6V9FnCvAnZE0zLOQz5/O4xMJR+TzMRYttmTUsYS2veJSHh82XWiCDlV7lM+dDWWpWJi78k1vJjlKUDD9rGJXAJEh7+RfAhN/6Pwskv4EUVDM20WrPv4L1fQd6mK7ijYReoFf0SdHGfPrQqbRyWgi4+nIa3gCg7YD1fupSMV89BlPhAzV+xQeY+qWqe64aGFIJ56Tjkye9XfmOMH3E4r5OZUhep/in+gigFxli5P5AYDvMcaWg8dgeqL2LhVguQS4lUlyxqewhJ0Ii8lqJOVSQOXyyxaXuucAi4WU0svnPm5R2LbT84RNYxqTBjzBfk28AZVFQxihIGhwS000q6TA0wQR3BLwatBFh37iz/yv88Ae4Pgfu6/7wB7+J58ziFCWSwHKClXgT4CvoGeScpwGYt6x3P1bLAZl+5MzpdFMaukI23TlpuYQ8EAZMN3ORpbOZEzOshJ0DhEAXKSfVxHU9mtV+JeVS4r3LT/3MIMbY1xxJQt5wipDrP50JdGlxLXjhUD5fcC17yOrfJv0V5/9DvjPRUjVwc4RlLqqfuTaD4Er3/JuVwXtzqRNhUZ+rzGeZU0QVtBv0p4rpbIhPFKB2zfYug+xAq5MocqlxW9xd+xsEYsDFz/v3S4rlmUh9ltBAZwRrs+hyiWhOBp/N3CZJptaKnhrmu9IlSVUDsS8zYn5EUl4VxGUPltHQRHvF8LsW9fImbEufi74GHEPJ/zU2XbCA87n2soSOubm4H1qGypX+rUJWu90yMql4Vd69xknZR2m/U9UC1m5/9ZZj/jRkjgWypPmKHJJ1H45E2WSDC23Ska56N9AQ2IJm40xZPiVwH0buceFH4zVbpZdSpmtSBZKjqNvASbcxWWfUx9x+qxsQYNC99a4p4uxKqysoXo3Ish6GFz9cRYSlahY9KZ6e8PmfO408Fz1737oMl1ShAzf9VhgxFX8c1iLMEE6Bio6Mm1HwupatVhFZYiyThn1FzkboS3LqrAs6wz780rLskZbltXTsqwLLMsKqZVIgzCWS9TCJcqKtorOR/v/LlaTowhLQfsmq31M3e1jPaaa0v4pdx6fytW6r+L85DzVkhWKbjWPHlPYADj+J/prastkn8Pv2QR1tGIwSlarzRfbDOImqYMu5OmiZYTLWjrCRrqktVotvWs5O5nAylC5FCgAhLBccqUKTaNTpalhD9pxQ0TQ+rRcfaQyBym8GrUEfriNZ/3QIcpx7QfAab/hn+9eBQy+SH3NbCL3A2EsbcKUh8UAWN7nc9gOmNDJDv859FvSMTblP8h8EivTTDLLX/quk1Vo1HXhz6OqN51Gqd1nVCbxdWEpICZc1FqJroZGFbxDp2X2YcJd+vMdcCfW0CLc4pJJd72sOexYWZ7158zKCQB9FRkS5fdGXW4BdRpqmTB9WKOWTgZTYVXR9zR9LMHzngCOvpWPT+kQVcbxy5AZhsCFLx/G3spXVE/8qX6fQRpLgRN+CvQ9I/ga6SD3c7q02RRRf6irGq1DtTU5FhZ4wy6vnfOHwZUtzv583hNAc8ntv78mMyNFtkgXVveUoVK4AdqHR3VVoWU//sfpxcWi/d+sZ/XnD0KM120HA/es898X8PZZmUDrp6pNN+0MlN/j3S5kHMC94BAGxsJnq6wr5VL7ocDNX7i9EQCeLfKoG7MzdlKoG6durrTDlmuEvBWELBsB7vcUhX5npndcEI00418mhLFcEguidJ9SOyqs3K/oyKYVaqbKpX5ncmWcyvrK5a5cpLZuCkmeLf/UAa5JnkaYoZ1SlFgcMt+ZC3xLs9ooEG472XSL27U6Dbc4eX97v0wGI3lF9IrXueB/XMCAUiJphSf8gP8vtXNsXZumW5wKOrkVippEtfq9i+d+3uPAvQpf/BFXA5e8oFfW1AbpdFqqZ6Ryx0vW1K65q6qOyq6UKiE0CjR+mp/iKizyswtTpoIi9TOXYwx1Gg2MtgNdN2zuDKa1KiSFsFySFZj0vWktO23LJXniWmkLO8lq7nZJ34Ff223WLbuCsUyUfiPKvqf92rst2y5mKvqewS0oqRUlXeEPEweCQsucrhKDIrebfiEmkQCvi8JyiQrtlsXjCTRoBgzP8qS5VV/gewoLCtlSKMx7pffd70zgjN873897Ajj3ceD03zrpr7/8i32cT1/VvBuPn5juJCYTGScdglxl/ShqxNOi09gRMrq4hcfcEc6iKB3kZxjmXq77EDjlV9LzIH1LbbjFAU4dDKMAqy3oPYt2NOh8b4Kd8Xf7n6dpF6+yk7qvnvoItyiUFyQzslwix1ILpExpa+cQjfLexXNs0MwrNyv3z3DKR+VlKueGsUYUSrxW5JlFsY6JSm21HxVtBmRfiaSDWsHr+tJ1X/L/a6aqf5eRFWNAxHZhyxPdJwLNNe7bmVIbMThTyiWfsVv0HVSpKfocsQhUl9TmnIzKGfECoGofsGFmWqeq02xxeUFpG6DtIGDzPP0kYfBFwFR79TOTAFwqbbBMOj6NodxSAlYHg2Iuie+q2BxXv6MPAE7xWC6144L/zlXARw/pj5Mb+vi7eaUfc7M+UF9QUD0VV7/jHtziRLmkeu9BgxVjQJ9Twl8/K6RhBaGqG6o6layp3YmwXOf6n+01X6fPvE0alizj7+KuPW/c6nWdyYbVVyYd/ZVvAms+16/Eld/DFUtDLkn/GkF4LJdUdUOqA67VDU3/JdziRFyGkdcCXz/hfBeKy7DWY7fNRK2ZW9cmqlXtbFuiXfRvoFTKXxWLedsSXeEPGw8vdT7ynq7IQkhEud20DamwihcAO1dzoUeeIPq6g2fApS/ysUtFWScemFyUIQiqkFr6Po/PIShqTMaPLPYzQUSpC37xxsISZFWd8fnrwu1UoudxwFqS4jNMv9a6r9r6W1BbFo6ibLWZMCEIl1scqduHdrv387OSu/VrbuW3fLJ7O332TToAPRXxd6iCIxNFezYUGGf9mcsn4n1EsaiO2i9kYIkAAJj0F/5Xfci9WBFGuSQUsK4Fw1psq3RRrlU//X71jZIybqnaNUSigbD9tSperMpdWkfKIyYLfcqtXwN/VmRfrA1FjghDorKQLG7CLb/G381ldGqlJOpWVKvfDGIYpahNJSaVT8T86HGf2GY+fPMslwDg4v9wc0ydhrXdYOBH2/nnsMHY0kUI/Ikq//0oYYSnak3HoOsE5HP6WUt0GesvFJ1kK45kSxEhMAcF1pYHnHgBd6kIkwEiSECdYJvpFpR4V01SyqUq9WruntpLYpg2HYZHP0b1jOQYG4lq4NCuWg7UJwnP5z7uDb5KFUBdAlxMVcRifFUJAFZWSJdPo/uL6hbnR6MW/mb/xaXACT+JnqkyEiGUSx5rrTDCtR3QW5hlCxc30a4S1RFXaGN1FKsoi8gKH0G276PfmeFSYVMBMrJyifQDfuniZTrY5Wov9VPpuFoCvD+o2uc9h5Xwz5KaCX6LRN+d78TbCTNJpWVOHHbfNw3sXJdBlpM+AvLV7zifi0qBW77M/HrpBvQOSy76iWPuBM55zPmerqKsLt67eP51bbFGoe+IjvEixXrHUcDE+/3fZcte3GJHlifps6fZL69+1/lM4zKp3lVJU/11M7WmlmnSPv1zCWulyt3h9s/UpZWeh9bVKJZLrgDmdaBcGn0jD8J8JHHyz/0XskXYjrAZrOWF1oHnOZZ0oY6332k2lEu6IOVyluVs0Lw7cP9m9bnvmAt8dyG3XBp/l1vxklIuRZi33zaTywv5TDrZ3jXUf8ulq94GNs7kGsF2IRtD087u+A8q4oXchzmsf2+6pJRLEcJMhfE91QU4TY0HkiAsC9Ap97k0rAVEsDNZuSQGmqCYRLU54Ay+EPjkYbWmPhVzqUZtubRvY+2VK13Ee+oyzn+/rscCq6e4j6HIyqV3bSUc9e/ONnLHrFJoZmNlUJxDxFoSlKYRrL/beB6ofN104PCeNK2f8ghZGIiqdNApioXl0mTbLUtkahPnT9bU/2fnxw9W6xX0uQpGTNuSiHkVlnT75Osn89VyT8IIH2s4P+gzpVmekjW1Z7kUiCZJhgo/F1O/yVptWpn4tXk6GW0/NJw1dhD03s78A/Dmd7zbMzp/mnX15qkALOBvabjqxGJuK8W0ZZg6UC6Jthemr68tV2Ra11Vtv3U/YEKAS5yAWgO0G+ruW6j83nkMUH4vMOgC/+vf8Il+YQCQFGNZmEIJ6xJ6ruIm4VzGRDlpkGc/Jv0VeOM2YMwt0coYRCjlkrDMosq52rTCKHSul4uMiLnkvMeB/1wYvn7K7+H8J6NdT1wnqvyoQpeJrbbeoU7h2qCZvizpGIWImLz5TBatCuu/cqnrOHfGoWwSxoc5U8TAWBNBuRQm0G2VIr0woF+18kyEIgjMMqJTl93iROcQLwC+uwD43QD18bRShzH95Ce3/weUNzXYqbI4hcgWl4/cuz7Y3HLopUS5pBjQC6QOdvmH/P+hnZmXT0ZYj8l1XjV4ZGNAUQ2whY3SizlR1JDHUXv6TGDVp3XnZ19byMrjKP0Q4KNAYe4JsVhBsxLc9WHO80BZ52jXqk/4parNhdsO4LSDiT+MngUkk3quymImP4PQyiWynwjGDuRWuaSLY6hCZ7HlqRNSv5eJe34QsixAk1VQ5UK2MvK5FGqaeEOZkK5Q3KZ/ZtelY3CmlktRlb9REIt/YSzB71pWe+UQUOuKBs24xbScNdYP8b5LmgJX/U/6jVrJMHWAaWrdBHAlqh90YTIrcX3sMZiW9Z614WQfMckNK6+WtgUueyla8cIQ5Oo65FIuLwF1Z7kkvDfqm8VzNiiy23ZdWSdmU7lUHxSBje2A3nUZ16sucMVAzUyWquczoyOAgjSUSyqrGxmdL6iYUMsrHaJzKOsMXPNeZpZLYnVWzlRAK6vfxJ4OOOc+pt/PdUzIDinlFqj4jfrR1qYwn22KS4Ndp+gzVSqXJOWUeD9VESyXWhFXSV2g524TgIn38s9RtP6ZoLKQSTdtt3zOehgGyI10A7p3csrDzudBFziftS6uzH1u0Wcla4AKO87MHkVQ/Noginl3WM7+C7eaTYdcWS5lYrqe7UmAXG9Cp0wmbZmuBK7+HICV3Wc74QfhJvlR4k14goAHJN4QiHTXtYE8IaDJKkRMCkC/YBWVmGYsyta7o33YDZ9k55xhoGNwphPadOSusAw6nwf6n6BQtMjUtuU+AOzb7Hw+6ef8/zZFAH0dol8rbcsVZq76FeI9nPBA+GsB7r4rK/2i3dapTBxWnqXW9jklKI6a5ZSxrmIu7dvE/x+shQXSfEcoCdKZx5z3RPRjmtoWrf3Pjn5sGES/kC8c/yOeLKBvLWXGU1IXVq1222za2Vgu1XvCKJdK2zkdJRBu4NENNv3OBCoedrJSCUSlatyamw+v+yr4GjqEAL3oDff2sIKkTvj0o+/pwNwXgjNr+Z0vKOZSr5O92+oL9L5VyhYqMH30c2d1s+pA+GvcPJUrDP4wRG+JQOtlp9HhzjvhnsxWzVWdZKYZ2KJYK+Qzw68EFr/NJxGrp+iVS+J5Db+S15V7N/BAfyK+mgxjjvUb4LStZKJuBeF719dOtr1M/P9zZe0mJkLpCJzZXqGTTdHDTtJoOYqI5cXC17mbazaVSxPv439BpJRLEWMunfRzYrkkj+nSdz9LuEyhQV9pgHGZMEk8wqBylZG3ZwIds4KsULJJNoK11pVbnBzsP5dQ2VfU870RQhDIskZU5UVUBZqrrWZBCdjpKB40WJbJQ5Ulgz49m+ja7oBzeByt438CLLc9TLJoHRGK2rC+z3dSrq9p1It03klpG+C+TdmL6SV4IKS7Z11T2AA46sa6veadS7K3wKMjlezBytjl11gu5Rqxou8X2+bGT70BUWUues5tLaKbJDZuzU2d5ew8qYpkD5bZsFzyQGNK+Az66SiXzvoz8L1FwcHC/dzixKC34DVg9xrvMXUpqGYbV4wBlbKFPLdPH3EErijKpViMB30FvIqjC57m/6liIRYHBoUImD/xXuCUX4Qvh6dcik4yY+VSFrNj5JLGrYEbPgb6nMa/62JNiH5K9CvFjYFbp+sVhPEiaeJIhJ1sCyB+FJcG9wl3raybsghyZrkUIdaKTBhr2TB8Zw5w02eKGEwRAnqnPpN2PfgiPlblwqS+4yj+X3avUUEVOcMvD3YnqQuo+/+Ym/X7XfRsdq5Hx34aTDxb7y5XfTK1Ssu4DPXeJDY8NLaQCI4fBY+rKY2JVMsuUdmoa7EYcNz9fCyOipBZ68LCzA9df1VYwq18G7cmAb0jWpZlSrbceesTKSvlNJRL6SoVihrWD5e2+kppmzqI20Tm/d/4gN71HREZ/9Au/T6NWwMdRvDA5Tr6ncG1mq/a2tTIEwhbmNkwI+JxCnSr3EEKjtR+aSiXCoqcrBuh9ldMOMXEZc1nwAuXO9u7lwMrPqrlzGm1TGAATSn7n5gEVUUcmBu1AG6ocLvIAcRyRaqXdTEYqepjxpYYGcQky0fG3MxXUDuOUP+esrCUM0BqKJLieVCf/GykM88mUbKfZYOcxVzKQLmUrXfWrCv/v+DV9I6n7XbAOcDUP9vbC4DZz2VUtLQ54adcudWyV/C+rn64kCzeSP3gwR1ZK14gwiLpzD+o++NrP+AySGnb7FyPXqNlH/X2TOh5AnDUzelZgmSCLktZFERQ8H4+WUTrgqvfAbYvrZtrtRvqfG7Uisf8OunB8Md7LJd0Mb1qgVxm3AN4PTvpIaDvGbktRxg5XbwL+r6oHH5PLbnJfxOVS5lkhKzP8xxDZjAyr8mw7zS1KNf0mAh0GsPTrvoSYhJLJ/RRzIoBYO8GaUMWAnrLhEldCqRnuRQWMTlu0sH7Gy13i57Aga3AZS8DS96pnbLUKQHKpRY93d+F0rP7xOiXUq0+6mID1MUzrRXLpQws+/IRxvSKJYAol0LGyZKDxVLlkqzYvezl9FZt0+HSl4D107l1Xq7IVT+SicAZNqVxWKilZPfyCMfZfXSHEUDHkc72XE4g4gXhM9VSYgV6RV9d1pGz/wJ88itg6GXq38O6L4eFygG1kYwlFgdOfTh4Px1n/Ym7Z70Q0fU1G++sSXuepbi4NPNzZUKXseGylWUDKu/FC9wxv8LgFz+xtifK+WC5PPa2XJcgXN0vaggcgDsebBnJsJhOgpUwhM2kdySRkrfqqXLp9tm5V9x+ExGJnVr0yDh8Q32eLR8ZFJcC174XnKkkzCDWfihwm23dFNbCQCBrKTOZPIeJPeA3GKVjuRSW5t2B434IXPK89zfqcpGw4wA0bOGUIR863XShz1Gl/JNdGYXr0mm/zs71tYNdHaZepmSqXBITYmGJcaQjlI1hrXxov/HdBcSXO+HNbNPrRKDdkMzLGIbeJ2WeFSpTctWfZCJwytkkM4UGP47Sx4sMQMLCVow1796bnXLVJfFCn5hLpP18b1HtlqOsA3DWH+s+841w42+cJYuobDH8Ch6bMirZklVKmnyz3EsyvVe/frS23eJa9QneR8fJvwCueCN4v/pAmLov4nxRq75ME6uEodv42r9GvpGOlbJwfc+HDMjNuwEtewbvZ8gujVrwxd4LnzFucd8Ywq6QtOjBVwBGRww2JmKpjBKm5BlYLoWJzyEEirG3e39zmTVnuaNjDBh/l/o3el1hoRGLk8lgPU5p6rIaU9yHfG9f/JH/z9aEI6eWS7XgFnfUTXwCUptZnPKJzkcD5zzGA+eHYddq53PjNsD+LfxzMgHUHMp68SKR69VmsUI7+OK6vW4mcRiyHSeLKndXfJT+ea77APjH+NoPdFkbMKbv/6hyNoq7d33h0heBNgP55xs+BjbNzW15skG9tmyux/gpzWtbgZ+Jq+jR385eOXJNmLo/8hr+V9ec9pu6v2auScUEjTDWtx3Erbpz5bZvyA96ncj/G7e4bwhRLIjS8V0WqSRFoO9MLJdkt5emnYHdijLpMgHUpuVSWITlF4s7z6I+C4+ubHGK+6jtlVKaLcx1Xft/oFtoBqgEzEwzljH2zVEsAfx+h1wUfn+qPIgXul2yqnOsXJItp+qaoobcmitb2bfCklHMpSwrl7RJHwKQ+6nCHAeyzZTU/fhYLh2J9CaZV5u0z18FWpMIfXx9lg/qM82789ASE+72/mbeSd2Qz8+5oBayxeY7Qv6SY1/6ITJEU7dFwzcXY7n0DaG2V9v7nAJc/zGJl5OBskG2XLq+AtixLPzxtRlzKSwiPW6s4Ajx/c2xmb0uoLcoV23G3FFZKW2eV3vXM3ifOY25FCUDYW2Qa8slIDeKyZTZexrDftaVS2n26/J4IJQz8WLHlTnfufItYPsS/33Eok5dW7cZHO5cEi2QvVnxj8Z5TwBL3838PPFCHlpCRX22Nq9PfJPcOOsDTTsBJz4IDJgU/hgausBgyLDvNMql+sKQS4BZzwK3z6q9a3QYrtiYxgqqbCrcqEW0jExUc54r5ZKYqMTiwL5N/LMuTXt9INcrSzGd5VIdBMbO9b1/E9Epl14kWRivy8AdKhOocqmurYdyyaALgK0L9W7BfmQ75lK6q2KiLU+4x/5u9x8tewFb5mderrqg27H8D3D6xRFXuvcRddRM2nJHVJcnM85EY9D5/K82qc9xMusTop/qckz0Yxs0A3qfmt3yGIBxipAjfmSS8MNw5JHheGZ63vpC13F6N7LaIJNJv5wpKiqVu0k5cu0WF3ME/UyDQOeSXE9SdJZLLez03bWpuMv1vX8Tkd2eVKsgftnpahPRnkvbA9d9mJsy5IKCIuDkn6d3bLazxaVt5SEslQrc3+uLYkkmXgDcv9knCYbpu+oNZpzJP4w1Wd3x7a/UWZiD+MHqrBcFAHDzF8D2pbVz7iORTNzmDUceQjHf7ywA/458+BGlXKqursb69etRWRkxU9oRQElJCTp27IjCwmxlfMkgoHemVJP3lyuzZpG+NFZAVpHr8cpkrsuuUy4dfStP4x0lHbkh/5HbbT65J4j23PM4ninLEExtWi6VdQ5/XCpQqfh+BEzolS6H9g0eCff3TSHXY6zBSz6NO0c6mWTOqw3aDOB/hnBkkvDDcOQRy8yS7YhSLq1fvx6lpaXo2rUr2DdIKLMsCzt27MD69evRrVu37Jy0z6nAO3cBI67Kzvmi0KKH8znXAlssfoS4KIQo+1E3AdP+XjuXF1ZfIiuhIBbLjWLp6Fvr/prfKKT6lk8ryEeCsriuEZZCHUZm53ydRjufx94W/riURe0R/g5Trpv1ecz5hnGk1sX6jHknBkM4+p0JLHzNyeJp+GaTobLxiOp5Kysr0aJFi2+UYgkAGGNo0aJFdi22mnbibngie1xU0s0GBACdxzifc/0uWdxxDazPgkqYssuuaddm0WWoQTP+v7IOXTv9OPFnuS7BNwOhOJBjX3wnh6nHhRVdlEwqBu72cPmr2TlXix7AcDvOUDzCGpdwHxNuy7Ly5a4VGRctL7CM5VK9oz7LB0cqfu2n3dA6K4bBkPcMOh+4f0v+WaAZckPXY4A2g4DjfpjW4XU6GjLGOjHGPmaMLWSMLWCMfcfe3pwx9gFjbJn9v1kG18hegesReXff+VaedGnY3LHeajs4p0XJiDCvY+Q17u+dRmXv+kV2yvBx38neOaMw6AL3d2MuX7uI9t95LP9Pn3f3cqBZlzovUopBFwDj7wYm3p+7MtRHWvUBSppk73zVB/n/wkbhjyku5f+r9vP/8oS+UcvMy5UXGOVSvcMol+oX17wL3L0q16UwGPKHbMdWNNRfikuBmz9L28CkrkfDGgB3WpbVH8AYAN9mjPUHcA+AyZZl9QIw2f5uOBK47JVclyAzCoqBfmdwK64mR3i2uJImwIXP1F4ZHtgDnPjT2ju/HwPO4f/bDgZuqMhNGb5JCD9tUe+o5VKuM/jEC4Hj7s888YAhM0Tw17KO4Y8ZeB7Qsg934QXcypcTH8xe2XJNKpGGUS7VG4xyqX5R2IAvHhoMBoMhq9TpaGhZ1ibLsmban/cBWASgA4CzATxt7/Y0gEl1Wa5sEo/HMXToUAwcOBBnnnkmdu/eDQBIJpO4/fbbMXDgQAwaNAijRo3CqlV81aRr167Yvn07AOCaa65B69atMXCg2u/1t7/9LRhjqf3znpa9cl0CA4DQkxRt1qJ6jnDTbNwGaD8st2X5JiD8tIXFErVcyrVyyZAfTLwfuPQlngk1LI1bAbd+ReLykX6t4Ajqu46IOH/fMIxyyWAwGAyG3AX0Zox1BTAMwDQAbSzL2mT/tBlAG80xNwC4AQBatWqFiooK1+9lZWXYt29fLZU4HA0aNMCUKVMAADfeeCMeffRR3HXXXXjppZewdu1afP7554jFYtiwYQPi8Tj27dsHy7Kwf/9+FBcX48ILL8TVV1+NG2+80XMv69evx9tvv41OnTql9qdUVlZ6nkmuGJ9MIgZg6rSvcLgkuulxuf2/ru9nPCtAzHIymuXL88yUprvmYaj92e+emu1cjCEh9qtvsGQMvdqdiDUtL8LhI+i+8pUhO7ajGYA58+Zj14ZCxGsO4lj7t207d2GBeQcGAEARsLEi/aMP74LteIklK1Zj06H0z5VPtN+wFL0BbNy4CUtNW6kXsGQCE+zPR9LYWR8pt//X1nuo7fMbDAZDfSYnyiXGWGMArwC4w7KsvTRekGVZFmPMUh1nWdZjAB4DgD59+ljl5eWu3xctWoTS0tLaKnZoRBnGjx+PuXPnorS0FLt370anTp1QVlYGAOjbt29qf8YYGjdujNLSUpxyyilYvXo1YrGY515+9KMf4dFHH8XZZ5+d2p9SUlKCYcPyxCrjUwZYwNFjxwFN2kc/voL/k99xrXP0auCXjptGnV+/tlgVA+bwj773tLoQmBtiv/rIcScgjZpoSIddA4DdczFk9LFAx5FA1UHgM/5Tq9Ztj7y6ZcgN+7cCU/nHPv0Hoc/Q8pwWJ2tUDgdeWYn2Z/4e7dMZPw11TzIJfMo/mv4tx1Twf7X2Hmr7/AaDwVCPqXPlEmOsEFyx9JxlWf+1N29hjLWzLGsTY6wdgK0ZX+ide4DN8zI+jYu2g4BTHw61ayKRwOTJk3HttdcCAC688EIcc8wxmDJlCo4//nh861vfiqQIev3119GhQwcMGTIkeOd8IFYAJKvTT0He4zigYQ6CsxbnXjlZK4Q12T+SXEsMueO0X/M23NFOXW/c4gy1Ae3X4kW5K0e2KWkCXPZSrkthiIJYJO0+MbflMABXvwNsymFGUoPBYPgGU9fZ4hiAJwAssizrUfLTGwDsvMS4EsDrdVmubHLo0CEMHToUbdu2xZYtW3DiiScCADp27IglS5bgl7/8JWKxGI4//nhMnjw51DkPHjyIX/ziF/jZz+pR+vTCBvx/ujEjLn8VOO/x7JUnCpP+npvr1iphYy4dQRM0Q+4oLgUGX+h8z6eA3oYjiCM05pKh/sEYcNtM4OL/5Lokhi5jgTE35boUBoPB8I2krqX8cQAuBzCPMTbb3nYfgIcBvMgYuxbAGgAXqg+PQEgLo2zToEEDzJ49GwcPHsTJJ5+Mv/zlL7j99tsBAMXFxTj11FNx6qmnok2bNnjttddw/PHHB55zxYoVWLVqVcpqaf369Rg+fDi++uortG3btlbvJ23KOgKHdgKJ6lyXJDqDLwReO8IEE2O5ZMgltP6tmpK7chiOLOjixZGajMBQf0gFmjcYDAaD4ZtJnSqXLMv6DHoTimAtSz2iYcOG+OMf/4hJkybhlltuwdy5c9G2bVu0b98eyWQSc+fOxeDBg0Oda9CgQdi61fEU7Nq1K77++mu0bJkDt7GwXPoisOhNoKxDrksSnViarnz5TFgLMqNcMtQGtP7t25i7chiOLGi9KjBWlwaDwWAwGAy5xOROrUWGDRuGwYMH4/nnn8fWrVtx5plnYuDAgRg8eDAKCgpw6623eo655JJLcPTRR2PJkiXo2LEjnnjiiRyUPAs0aQccdUOuS2EQhI1fVdapdsthMBgMWcNYLhkMhjrm9tnA9R/luhQGg8GQl5jgF1lm//79ru9vvvlm6vMpp5yiPGb16tWpz88//3zgNej+BkMomncLt9+RaLVlMBiOTKi7pbFcMhgMdUHzbgBCylQGg8HwDcMolwyGbwKxONCiJ9BuaPC+d8wDaqpqvUgGg8GQEdQtLlaYu3IYDAaDwWAwGIxyyWBQcskLQINmuS5FdrltRrj9mnau3XIYDAZDNigocT6nm5nUYDAYDAaDwZAVjjjlkmVZYN9AIdOyrFwX4ciij9qF0WAwZEjr/rkugeFIIU6sldoOyl05DAaDwWAwGAxHVkDvkpIS7Nix4xunaLEsCzt27EBJSUnwzgaDwZAL2trZMa/6X27LYTAYDAaDwWAwGLLOEWW51LFjR6xfvx7btm3LdVHqnJKSEnTs2DHXxTAYDAY1V/0P2LsRaNg81yUxHEl8fxlcWeMMBoPBYDAYDDnhiFIuFRYWols3k8HBYDAY8o6SJvzPYMgmjVvnugQGg8FgMBgMBhxhbnEGg8FgMBgMBoPBYDAYDIa6xSiXDAaDwWAwGAwGg8FgMBgMaWOUSwaDwWAwGAwGg8FgMBgMhrRh9TWzGmNsH4AluS6HhjIAe3JdCB9M+TLDlC8z8rl8+Vw2wJQvU0z5MsOULzPyuXz5XDbAlC9TTPkyw5QvffK5bIApX6aY8mVGvpevj2VZpVEOqM8BvZdYljUy14VQwRh7zLKsG3JdDh2mfJlhypcZ+Vy+fC4bYMqXKaZ8mWHKlxn5XL58LhtgypcppnyZYcqXPvlcNsCUL1NM+TKjHpTv66jHGLe42uHNXBcgAFO+zDDly4x8Ll8+lw0w5csUU77MMOXLjHwuXz6XDTDlyxRTvsww5UuffC4bYMqXKaZ8mZHv5YtMfXaL+zpfLZcMBoPBYDAYDAaDwWAwGOoj6ehb6rPl0mO5LoDBYDAYDAaDwWAwGAwGwxFGZH1LvbVcMhgMBoPBYDAYDAaDwWAw5J76bLmUNzDGTmGMLWGMLWeM3WNve87eNp8x9iRjrDDPyvcEY2wOY2wuY+xlxljjfCkb+e2PjLH9uSgXKYPq2T3FGFvFGJtt/w3Ns/IxxtjPGWNLGWOLGGO351n5ppBnt5Ex9lqele94xthMu3yfMcZ65ln5jrPLN58x9jRjLCeJGex+bStjbD7Z1pwx9gFjbJn9v1kuyuZTvgsYYwsYY0nGWE7dqjXl+zVjbLHdL7/KGGuaZ+V70C7bbMbY+4yx9vlSNvLbnYwxizHWMhdls8ugenYPMMY2kL7vtHwqn739Nrv+LWCMPZJP5WOMvUCe3WrG2Ow8K99QxtiXdvm+ZoyNzrPyDWGMTWWMzWOMvckYa5KjsnVijH3MGFto17Pv2NvzYuzwKV9ejB0+5cuLscOnfPkydijLR37P6fjh8/xyPn74Pbt8GDt8nl1ejB0+5cubsSNrWJZl/jL4AxAHsAJAdwBFAOYA6A/gNADM/nsewM15Vr4mZJ9HAdyTL2WzfxsJ4FkA+/Pw3T4F4Pw8rntXA3gGQMzer3U+lU/a5xUAV+RT+QAsBdDP3ucWAE/lWfnWAeht7/MzANfmqHzjAQwHMJ9se0T0JQDuAfCrXJTNp3z9APQBUAFgZK7K5lO+kwAU2J9/lYfPj44btwP4e76Uzd7eCcB7ANYAaJlnz+4BAN/PVZlClG8igA8BFNvfczJu+L1f8vtvAfw4n8oH4H0Ap9qfTwNQkWflmw5ggv35GgAP5qhs7QAMtz+X2uNt/3wZO3zKlxdjh0/58mLs8ClfvowdyvLZ33M+fvg8v5yPHz5ly4uxw+/dkn1yNnb4PL+8GTuy9WcslzJnNIDllmWttCyrCsD/ATjbsqy3LRsAXwHomGfl2wtwKxcADQDkwj9SWTbGWBzArwHcnYMyUZTly3GZKLry3QzgZ5ZlJQHAsqyteVY+AIC9cnocgNdyUzxt+SwAYlW3DMDGPCrfeQCqLMtaau/zgb2tzrEs61MAO6XNZwN42v78NIBJdVkmiqp8lmUtsixrSY6K5EJTvvcty6qxv36J3I0buvLtJV8bITfjhq7uAcDvwMeNnPr7+5QvL9CU72YAD1uWddjeJ1fjhu/zs2WWC8EX7XKCpnz5Mm7oytcbwKf251yOG5ssy5ppf94HYBGADsiTsUNXvnwZO3zKlxdjh0/58mXs0NU/IA/Gj4Dy5RSfsuXF2BH07HI9dviULy/GDh/LqshWr0a5lDkdwC0JBOvhrsyFAC4H8G4dl0ugLR9j7F8ANgPoC+BPdV80bdluBfCGZVmbclAmit+7/blt4vs7xlhx3RcNgL58PQBcZJtXvsMY65WT0gW0DXDhcbIkdNQluvJdB+Btxth68Lb7cA7KBqjL1xZAATHLPx98tS1faEPa7WYAbXJZmHrONQDeyXUhZBh3uV0H4DIAP851eQSMsbMBbLAsa06uy+LDrfa48WSu3H586A3gWMbYNMbYJ4yxUbkukIZjAWyxLGtZrgsicQeAX9tt4zcA7s1tcTwsgLO4cwHyYNxgjHUFMAzANOTh2CGVL+/wKV9ejB1y+fJt7KDly8fxQ/F+82b8kMqWd2OHpm3kzdghle8O5MfYUQPgTsuy+gMYA+DbjLH+AP4JblU6CMCrAO4KOpFRLtU+fwXwqWVZU3JdEBnLsq4G0B5ce3pRjosjaAgu+ORC2RWWe8EVcqMANAfwg9wWx0MxgEqLp458HMCTOS6PjkuQw9VnH74L4DTLsjoC+Be422i+YAG4GMDvGGNfAdgHIJHbIqmxrTZNxog0YIzdDz7QP5frsshYlnW/ZVmdwMt2a67LAwCMsYYA7kMeTFh8+Bu44n8ogE3g5vn5RAH4eDYGXHh80V7pzTfyddy4GcB37bbxXQBP5Lg8MtcAuIUxNgPcJaMql4VhPM7nKwDukBeY8mHs8CtfPqArX76MHary5dPYQcsH/rzyavxQPL+8GT8UZcurscOn7ebF2KEoX16MHT6WVZGtXo1yKXM2wL0C1NHeBsbYTwC0AvC9HJRLoC0fAFiWlYDjblPXqMq2AkBPAMsZY6sBNGSMLc9B2QDNs7MboGWbgP4L3H0pF+je7XoA/7W3vQpgcB2XS+DXNlqCP7f/5aBcAlX5tgAYYlmWWO14AcDYui6Yja7+TbUs61jLskaDd/hLlUfnhi2MsXYAYP/PmWtNfYUxdhWAMwBcZk+y8pXnkCPXGgU9AHQDMMceNzoCmMkYa5vTUhEsy9piWVbCdld+HLkbN3SsB/Bfe2z7CkASQM6CoqtgPHnBueD9cr5xJZxx9yXk2fu1LGuxZVknWZY1AnyCtSJXZbEt+l8B8JxlWeKZ5c3YoSlf3qArX76MHSGeX07HDkX58mr8UD2/fBk/NO82b8YOn7aRF2OHpnx5N3ZIllWRrV6NcilzpgPoxRjrxhgrArcqeIMxdh2AkwFcYncG+Va+nkDKB/UsAIvzpGyvWZbV1rKsrpZldQVw0LKsXGXr0j07IQAxcNcuT8aiXJYPPIbRRHufCcid8kFXPoC7c71lWVZljsoG6MtXxhjrbe9zIrj2Pm/KxxhrDQC2O+YPAPw9R+VT8Qb4QAn7/+s5LEu9gzF2CnjMh7MsyzqY6/LISC62ZyM344YHy7LmWZbVmowb68EDZ27OcdFSiHHD5hzkbtzQ8RrsccPu/4oAbM9lgRScAGCxZVnrc10QBRvBx1uAxxLMuesFhYwbMQA/RI7GDVtuegLAIsuyqFVwXowdPuXLC3Tly5exw6d8eTF2qMqXT+OHz/PL+fjh0zZeQx6MHQFtN+djh0/58mrsUFhWRbd6tfIgqnh9/wOP7r4UfCXofntbjf19tv2Xy8wmrvKBKxU/BzAPvIN6DiSTQ66fnfR7zrLF+bzbj8iz+zeAxnlWvqbgFkHzAEwFt8TJm/LZ2ysAnJLLd+vz/M6xn90cu5zd86x8vwZXeC2xO/9cle15cPPsanBh7FoALQBMBh8cPwTQPM/Kd479+TC4ldp7eVa+5eBxtsS4kZOMOj7le8Xu9+YCeBM8UGtelE36fTVymy1O9eyetfuVueAT6XZ5Vr4iezybD2AmgOPyqXz29qcA3JSrcgU8v2MAzLDHjWkARuRZ+b5jjyVLweMIshyV7Rhwl7e5pJ87LV/GDp/y5cXY4VO+vBg7fMqXL2OHsnzSPjkbP3yeX87HD5+y5cXY4fdukQdjh8/zy6exoxA8Y+L3NL/3BvBV0HmYvbPBYDAYDAaDwWAwGAwGg+Ebgm1Z9TSAnZZl3UG2t7Ysa6tt9foUgArLsnxj+RrlksFgMBgMBoPBYDAYDAbDNwzG2DEApoBbyIlwPvcB6AXg2/b3/wK41wpQHhnlksFgMBgMBoPBYDAYDAaDIW1MQG+DwWAwGAwGg8FgMBgMBkPaGOVSGjDGLMbYv8n3AsbYNsbYW7ksl8FgMBgMBoPBYDAYDAZDXWOUS+lxAMBAxlgD+/uJADZEOQFjrCDrpTIYDAaDwWAwGAwGg8FgqGOMcil93gZwuv35EvDUrwAAxthoxthUxtgsxtgXjLE+9varGGNvMMY+Ak+5ajAYDAaDwWAwGAwGg8FQrzHKpfT5PwAXM8ZKAAwGMI38thjAsZZlDQPwYwC/IL8NB3C+ZVkT6qykBoPBYDAYDAaDwWAwGAy1hHHNShPLsuYyxrqCWy29Lf1cBuBpxlgvABaAQvLbB5Zl7aybUhoMBoPBYDAYDAaDwWAw1C7Gcikz3gDwGxCXOJsHAXxsWdZAAGcCKCG/HaijshkMBoPBYDAYDAaDwWAw1DrGcikzngSw27KseYyxcrK9DE6A76vquEwGg8FgMBgMBoPBYDAYDHWGsVzKAMuy1luW9UfFT48A+CVjbBaMAs9gMBgMBoPBYDAYDAbDEQyzLCvXZTAYDAaDwWAwGAwGg8FgMNRTjOWSwWAwGAwGg8FgMBgMBoMhbYxyyWAwGAwGg8FgMBgMBoPBkDZGuWQwGAwGg8FgMBgMBoPBYEgbo1wKAWOsE2PsY8bYQsbYAsbYd+ztzRljHzDGltn/m9nbL2OMzWWMzWOMfcEYG+J3HoPBYDAYDAaDwWAwGAyG+ooJ6B0Cxlg7AO0sy5rJGCsFMAPAJABXAdhpWdbDjLF7ADSzLOsHjLGxABZZlrWLMXYqgAcsyzpKdx7Lshbm5MYMBoPBYDAYDAaDwWAwGDLEWC6FwLKsTZZlzbQ/7wOwCEAHAGcDeNre7WlwhRMsy/rCsqxd9vYvAXQMOI/BYDAYDAaDwWAwGAwGQ73EKJciwhjrCmAYgGkA2liWtcn+aTOANopDrgXwTsB5DAaDwWAwGAwGg8FgMBjqJQW5LkB9gjHWGMArAO6wLGsvYyz1m2VZFmPMkvafCK5cOsbvPLVecIPBYDAYDAaDwWAwGAyGWsJYLoWEMVYIrhB6zrKs/9qbt9hxlERcpq1k/8EA/gngbMuydgScx2AwGAwGg8FgMBgMBoOhXmKUSyFg3ETpCfAg3Y+Sn94AcKX9+UoAr9v7dwbwXwCXW5a1NMR5DAaDwWAwGAwGg8FgMBjqJSZbXAgYY8cAmAJgHoCkvfk+8HhJLwLoDGANgAsty9rJGPsngPPsbQBQY1nWSN15LMt6u27uxGAwGAwGg8FgMBgMBoMhuxjlksFgMBgMBoPBYDAYDAaDIW2MW5zBYDAYDAaDwWAwGAwGgyFtjHLJYDAYDAaDwWAwGAwGg8GQNka5ZDAYDAaDwWAwGAwGg8FgSBujXDIYDAaDwWAwGAwGg8FgMKSNUS4ZDAaDwWAwGAwGg8FgMBjSxiiXDAaDwWAwGDQwxh5gjH3f5/dJjLH+Ic7j2o8x9jPG2AnZKqfBYDAYDAZDLjHKJYPBYDAYDIb0mQQgULkk72dZ1o8ty/qwlspkMBgMBoPBUKcY5ZLBYDAYDAYDgTF2P2NsKWPsMwB97G3XM8amM8bmMMZeYYw1ZIyNBXAWgF8zxmYzxnrYf+8yxmYwxqYwxvpq9nuKMXa+fe7VjLFf2r99zRgbzhh7jzG2gjF2EynXXXYZ5jLGfpqDR2MwGAwGg8GgpCDXBTAYDAaDwWDIFxhjIwBcDGAouJw0E8AMAP+1LOtxe5+HAFxrWdafGGNvAHjLsqyX7d8mA7jJsqxljLGjAPzVsqzjFPvJl15rWdZQxtjvADwFYByAEgDzAfydMXYSgF4ARgNgAN5gjI23LOvT2noWBoPBYDAYDGExyiWDwWAwGAwGh2MBvGpZ1kEAsJVCADDQVio1BdAYwHvygYyxxgDGAniJKI+KQ15XXGcegMaWZe0DsI8xdpgx1hTASfbfLHu/xuDKJqNcMhgMBoPBkHOMcslgMBgMBoMhmKcATLIsaw5j7CoA5Yp9YgB2W5Y1NI3zH7b/J8ln8b0A3Frpl5Zl/SONcxsMBoPBYDDUKibmksFgMBgMBoPDpwAmMcYaMMZKAZxpby8FsIkxVgjgMrL/Pvs3WJa1F8AqxtgFAMA4Q+T90uQ9ANfY1lFgjHVgjLXO4HwGg8FgMBgMWcMolwwGg8FgMBhsLMuaCeAFAHMAvANguv3TjwBMA/A5gMXkkP8DcBdjbBZjrAe44ulaxtgcAAsAnK3ZL2q53gfwHwBTGWPzALyMzJRVBoPBYDAYDFmDWZaV6zIYDAaDwWAwGAwGg8FgMBjqKcZyyWAwGAwGg8FgMBgMBoPBkDZGuWQwGAwGg8FgMBgMBoPBYEgbo1wyGAwGg8FgMBgMBoPBYDCkjVEuGQwGg8FgMBgMBoPBYDAY0sYolwwGg8FgMBgMBoPBYDAYDGljlEsGg8FgMBgMBoPBYDAYDIa0Mcolg8FgMBgMBoPBYDAYDAZD2vw/3T4w7CH5hvUAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_ohlc_btc_eur[[\"close\", \"RSI14\"]].plot(\n",
" grid=True,\n",
" figsize=(20, 5),\n",
" title=\"Close & RSI\",\n",
" legend=True,\n",
" subplots=True,\n",
" layout=(2, 1), # レイアウト(行,列)\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 第二軸\n",
"\n",
"`secondary_y=` オプションで、右側にyの第二軸を取ることができます"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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x1SaOFFY0uKybPlln9f7FPw+1er/w7klE6+vr1tq+9pal2GjjdLUh0PRPaVrwC+GNhIQEzbZm0M6dO+nfv3+QShQeNmzYwEsvvcSnn37qctrS0lKaN29Ofn4+Y8aMYfny5XYBtoZs3LiRF1980eG65LsSQgghhBBCCBGxHtUrejxaZDU4p6SSMU8upGWzWDY9fLbdbLd8tp7ftx0H4JlLBnP56G5206TNmOVwld/fchoju7eyGvbe0v08MWsnK2acQeeWztPyfLc+m/98u5kl90yme9ukck3TvMsT5AORm6NKODRixAgmT55MXV0d0dHRDU573nnnUVhYSHV1NQ899JBHQSowJm9//PHHG1NcIYQQQgghhBAiYpjqClXXOm5iF2/RE1+UgxxVVbV1Tpc9vGtLu2F/O70HF49IpXVSXIPlMtWoWr4vr8HpAkECVU3QDTfc4NZ07uSlaog0+RNCCCGEEEIIIeqZetVzFqgqrqylS8tEjhRWUFpVy5HCCtokxZEQa6xo8vqiTKvpn7hwEF1bN6NPh+ZERdkHtpRSLoNUlu77Yavb0/pLxOWoCtemjE2JfEdCCCGEEEIIIZoig34/7CwXVHFFDV30JnqF5TWMn7mIO7/e5PQ+ekhqCpP6tKNTivNmfe6orQud+/SIClQlJCSQn58vgZAQpmka+fn5JCQkBLsoQgghhBBCCCFEQBmcdKq3YMcJBj48h+yTFbROiiMhNoqD+cbe/H7fdpy7vtkMwGt6japhejO/fh1b+KRcdSGQRN0kopr+paamkp2dTW5ubrCLIhqQkJBAampqsIshhBBCCCGEEEIEVJ2TijU36j34lVXX0Soplubxsfy06ah5/I8bj9CzbX1+8+/+cSp1mkZcjI/qH9m3GgyaiApUxcbG0qNHj2AXQwghhBBCCCGEEMKOwUGgyrZVWJeWiVZJ1U1emL8HgL9P6klMdJRPAzoTe7fz4dIaJ6Ka/gkhhBBCCCGEEEKEKoODJnaLd+dYvb/2tDSOFFaY339w3Sir8TOm9vN5uTqmJHDpyNBo+SSBKiGEEEIIIYQQQogAsIxTPT17J8WVNdzwkbHZ3yc3jGHpvZNJTog1T3P7Gb04o18HnrxoEG2bx7P10bNRyj/t9Hq1b+6X5Xoqopr+CSGEEEIIIYQQQoQqy6Tl7yzZT2lVrfn9hN5t7YJQd57VB4CrxnbnqrHd/Vq2myb0ZHjXlox7xq+rcUkCVUIIIYQQIrAyF8Bnl8DduyG5Y7BLI4QQQgTMsaIKq/efrz4EwLiera2CVL/edjq5pZV+qz3lSHSUYmzPNgFbnzMSqBJCCCGEEIG15n/Gv0c3Qt9zg1sWIYQQws+KKmpYuPMEAzq34G8fr3M4zVc3n2r1fnBqCpASgNKFHslRJYQQQgghhBBCCOEnL87bzV3fbOaDZQfMwyb2qe9l75fbxgejWCFLAlVCCCGEECI4HHTRLYQQQkSaQwXlAHyzLts8zNSg744zezMktWXgCxXCpOmfEEIIIYQIsMDl2xBCCCGCqabOQFlVnd3wq8Z2o03zOG44vUcQShXaJFAlhBBCCCGCRGpUCSGEiGzXfrCGNVkF5veJsdG0S45nSv8OnD1QOhRxRAJVQgghhBBCCCGEEH6wYl++1fvbzujFrZN7Bak04UFyVAkhhBBCiCCRJoBCCCGaluFdWwa7CI2mlPpAKZWjlNpmMay1Umq+Umqv/reVPlwppV5VSmUqpbYopUa4Wr4EqoQQQgghRJBI0z8hhBBNw+WjurLxobM4rVfbYBfFFz4CptoMmwEs1DStN7BQfw9wLtBb/3cz8JarhUugSgghhBBCBJaSmlRCCCGalqgoRaukuGAXwyc0TVsCFNgMvgD4WH/9MXChxfBPNKNVQEulVKeGli+BKiGEEEIIERya1KgSQgjRNMREhdVDmhil1DqLfze7MU8HTdOO6a+PAx30112AwxbTZevDnK/c4+IKIYQQQgghhBBCCLdFh1egqlbTtFHezqxpmqaU8vpplNSoEkIIIYQQwSFNAIUQQjQRk/q0C3YR/O2EqUmf/jdHH34E6GoxXao+zCkJVAkhhBBCiOCQpn9CCCGagGcvHcLkfu2DXQx/+wW4Vn99LfCzxfBr9N7/xgFFFk0EHZKmf0IIIYQQIsCkJpUQQoimo0VCbLCL4FNKqS+BdKCtUiobeASYCXyjlPobcBD4sz75bGAakAmUA9e7Wr4EqoQQQgghRJBIjSohhBCRLzY6sh7QaJp2pZNRZzqYVgNu9WT5bjf9U0pFK6U2KqV+099/rpTarZTappT6QCkVqw9XSqlXlVKZSqktSqkRFsu4Vim1V/93rcXwkUqprfo8ryolCQuEEEIIISKWXOoJIYRoQmKiJeuSJzz5tO4Adlq8/xzoBwwGEoEb9eHnAr31fzcDbwEopVpjrA42FhgDPKKUaqXP8xZwk8V8U73YFiGEEEIIEQ4kN5UQ/lWaC6U5rqcTQgREbHj1+Bd0bgWqlFKpwHTgPdMwTdNmazpgDcbM7QAXAJ/oo1YBLfWM7+cA8zVNK9A07SQwH5iqj2uhadoqfVmfABf6aPuEEEIIIYQQoml5vhc83zvYpRBC6KRGlWfczVH1MnAvkGw7Qm/y91eMNa4AugCHLSbJ1oc1NDzbwXA7SqmbMdbSIiYmhoyMDDeLL4QQQgghQsXA/DzaAdu2bSPvhN3lpRCikdL1v3K/JETwpFu83rJpI+UHo4NVlLDjMlCllDoPyNE0bb1SKt3BJG8CSzRNW+rjstnRNO1d4F2AhIQELT3dUXGEEEIIIURIO/4/yINBAwfCgPRgl0aIyJNh/CP3S0IEUUb9yzGjRzIktWWwShJ23Kl/Nh44XymVBXwFnKGU+gxAKfUI0A64y2L6I0BXi/ep+rCGhqc6GC6EEEIIIYQQQggR1mKipOmfJ1x+Wpqm3adpWqqmaWnAFcAiTdOuVkrdiDHv1JWaphksZvkFuEbv/W8cUKRp2jFgLnC2UqqVnkT9bGCuPq5YKTVO7+3vGuBnn26lEEIIIYQQQgghRBB0bZ0Y7CKEFXdzVDnyNnAQWGmML/GDpmn/BWYD04BMoBy4HkDTtAKl1OPAWn3+/2qaVqC//ifwEcbeA3/X/wkhhBBCCCGEEEKErayZ04NdhLDjUaBK07QM9JaWmqY5nFfvue9WJ+M+AD5wMHwdMMiTsgghhBBCCCGEEEKIyCINJYUQQgghRJBowS6AEEIIIUKMBKqEEEIIIURgGdNGCCGEEELYkUCVEEIIIYQIDk1qVAkhhBDCmgSqhBBCCCGEEEIIIURIkECVEEIIIYQIDmkCKIQQQggbEqgSQgghhBDBIU3/hBBCCGFDAlVCCCGEECLApCaVEEIIIRyTQJUQQgghhAgSqVElhBBCCGsSqBJCCCGEEEIIIYQQIUECVUIIIYQQIkikCaAQQgghrEmgSgghhBBCBIk0/RNCCCGENQlUCSGEEEKIwFJSk0oIIYQQjkmgSgghhBBCBIcmNaqEEEIIYU0CVUIIIYQQQgghhBAiJEigSgghhBBCBIc0ARRCCCGEDQlUCSGEEEKI4JCmf0IIIYSwIYEqIYQQQggRYFKTSgghhBCOSaBKCCGEEEIEidSoEkIIIYQ1CVQJIYQQQojAktxUQgghhHAiJtgFEEIIIYQQTYzkphJCCBEhKqrrqK4zUFxRg0HT6N4mKdhFCnsSqBJCCCGEEEIIIZoAg0Hj1y1HOW9IZ6KjIr926/GiSsY9vZCPrh9Net/2Pl22pmm8v+wAT8zaaTV8/1PTiGoCn60/SdM/IYQQQggRWNL0TwghguLb9Ye546tNfLbqYLCLEhA7jxUDcMdXm3y+7OyTFXZBKoD+D89h5b58n6+vKZFAlRBCCCGECA5pAiiEEAH148YjABwqKA9ySQIjLsYY8ojxcQ2nqto6Jjy72Mk4A1f+b5VP19fUSKBKCCGEEEIEmNSoEkKIYCgsrwHg/WUH2H28JMilaZzckiq2HSlyOv5gfhnFFcbtLauu9em6D+Y7DvT9aWhnn64nVCml7lRKbVdKbVNKfamUSlBK9VBKrVZKZSqlvlZKxXm7fAlUCSGEEEKIAJOaVEIIEUiapvHawr3ssghOfbE6vJv//em1ZZz32jLqDPbnlKy8MiY9l8EdX28CoLLGQEFZNVe+u4rZW49ZTXuksIJFu07wk17bzJXy6lryS6uthrVtHs8/Jp3Ca1cOZ/MjZzO2R2vvNioMKKW6ALcDozRNGwREA1cAzwAvaZrWCzgJ/M3bdUgydSGEEEIIIYQQIoK9mbGPF+bvsRoW7s3/jhdXApCVX8Yp7Zpbjduq17SqrjWYh414fD4AK/fn88C0/jw52z6/1IhurejWppnTdRoMGgMenmt+PzqtFf86ozcT+7QzD0tJjOXzG8fC415sVPiIARKVUjVAM+AYcAbwF338x8CjwFveLFxqVAkhhBBCiACTpn9CCBFIz83dbTfsaGFlEEriGwaLWlRFevM+Sxm7c53OmxAb5TBIBTDxucVc/d5qckuqHI7/ZfNRq/f/vWCQVZDKJCY6ckMtmqYdAZ4HDmEMUBUB64FCTdNMbSyzgS7eriNyPz0hhBBCCCGEEEIwNDUFwFjTR3eyvNrZ5CGvsrbO/LrGotaUyfqDBebXvdpb17aqrLGfvl/HZPPrZZl5nP7MIt5YnMm6rAIW7DjBIT0n1dt/7LOar3l8xDZSi1FKrbP4d7NphFKqFXAB0APoDCQBU326cl8uTAghhBBCCJeU1KgSQohAGtG9Fftyyxjfqy17njiXF+bt5oPlB9A0DRWgY/KKfXl0a92M1FbOm9a5yzLYtC+3jLE921iMqyMrv5xJfdqx9UgRn/1tLB1TEjAYNJ6bt5u3MozBpvun9ePM/h3MzQbTZswyL6Oq1mBXCy3zyXOtcnwBJCdEbEilVtO0UU7GTQEOaJqWC6CU+gEYD7RUSsXotapSAfeSfjkgNarC0PGiSl5ZsBdNunQWQgghhBBCCOHCvtwyOqYkABAXE0Wb5nHU1GkUlDVcq+qL1Yf4fPVB5u84QXGlfRO7hryVsY8Hf9oKwM+bjvCX/61m2itL2ZpdxNqsAhdzN6yypr5G1f0/bjW/ziutot9DcwAoKKtmw0Nnmbc7Kkox/pS25mlvGN/DKrfV6vvPZMFdEzlvSCeH6+z1wO8A/O30HuZk6SmJsY3ajjB1CBinlGqmjFHOM4EdwGLgUn2aa4GfvV1BxIb/ItltX2xg3cGTnD2wA/07tQh2cYQQQgghhBBChKgr3l3Jqv0FXDS8PmWQqWbQI79s5/W/jHA43xuLM61qFZ0/tDOvXjncrXUeK6rgmTm7ALhkRCp3fLUJgOLKWv70+jIAfvvX6bROiqO0qpY+HZKdLcoh26BZda2BrUcK+cv/VpuHfXT9aLv5TjulDQ9M68+fR3W1yyPVoUUCHVok8NLlw5g2uBMKWLI3jy/XHLKa7vYze1NTZ6CmzhCw2mihRNO01Uqp74ANQC2wEXgXmAV8pZR6Qh/2vrfrkEBVGCrUk8VFRzW9H4UQwkaRXqM2xetchUIIIYQQIoKt2m+svdSjbZJ52Oi01vyw4YjdPWV1rYG3MvZx3fg0u6ZvJ4rrk6/nlFTSIiGWhNhoq2lu/3Ijv2w+Sstm9TWNLnpzhcNynffaMvPrrJnTG9wGTdMwaFBcUcPwx+fTpWWi1fg+D/5u9X7xf9Jp0zzebjlRUYqbJvZscF2x0VFMG2ysVXXu4E7cP60fgx+dB0Bam2ZNtRaVFU3THgEesRm8Hxjji+VL078wZOpiMzaCexIQQrjppQHGf0II4QufXgTf3+i75eXugR2/OB8vaQyEEMKvLHvHswxUXToyFYCFO3NImzHL3JTuvh+28tKCPUx9eYndsmoNGpU1deSWVDHmyYWc+cIf9ePqDNzw0Vpzr3iF5fbNBB/50wCc1bX41aY3PVv3freFU+6fzfDH5wNwpLDC6bR/n9TTalsbKzkhlsX/SQfglSvcq1EmGkdqVIWhmjr7XgqEEEIIIRpt3yLj30ve883y3tCbXTxaZDNCaoULIUQglFXXml9P6d/B/Do2OoqkuGhKq4zjH/l5O89cOoTvN2QDcKyovvbUmf3as3BXDusPnjTnfwJjsEjTNHrcN5uOLRI4blHjymT9g1MY+cQCAP40tDPXj+8BQElljbmWEsC/vtzIDxuyOXtgR64c081qGcWVNXy7PtvtbT5nYEe3p3VXj7ZJLmt9Cd+RKjlhyHTQqDNIwEoI0QRs/wmK3L84EUIIIYQQRiWVxkDU0xcPJjHOupmeZRO2zNxSDheUO1zGG1eNcFoTasHOHACrINVPt46nXXI8r1wxjDbN48l88lzW3H8mbS2a4iUnxLLmgTPZ8d9zzMMW787lvh/qE6P/uDGb+37Ywh6LnvYm9WnHExcOAuCUdta1pub8ewLPXzaUEd1aOS6sCBtSoyqMScUqIUST8O21kNwJ7t4V7JIIIYQQQoSVo3oTueQE+1v/FomxHNUrQfTpkMx1H66xGt+xRQKr7j8TgGX/dwanzVxkt4ybPlln9X7fU9OIjlKsfWCKeVhMdBTtWyTYzds+2Tjs8xvHctV79UnQF+w4wZCuKdz59WYAth4x1spdcNdEerVPpqCsml83H+XeqX1Zf/AkT83exYTebenXsQX9OkpnY5FAAlVhrM4geR2EEE1EybFgl0CEoi3fQLu+0GlosEsihBBChKTL310FQFKc/a1/XEx9Ayvbnu3AOqdV55aJbH30bHNzve5tmnEw37oGVvP4GK86/Brfqy2JsdFU6HmybrQJfm07Usw5AztwSrvmALROiuPrv58KwMjurRma2pJBXVI8Xq8IXRKoCmMSqBJCCNGk/XCT8a9d/iMRPuRaRggh/Ml0z5jaKtFu3CntmrMl2/4c+uD0/jwxayfVNk14khNizXma1mYVcNnbKwH4v6n9GNSlBd1be5/AfM0DZ7J4dy63f7nR4fiXLx+OUo6DYGN7tvF6vSI0SY6qMFYnPeUIIYQQIhw5udkQQohIlVdaxfEi+2TjgdK7Q7LdMGeH4sF67aQuLe2DWyaJsfX5rtokxTGhdzu6tWnmdfmSE2L505BOvPGXEeZh/5h0CimJsVw5pqtdfi0R2aRGlW7OtmMsy8zjiQsHB7sobpMaVUIIIYQQQggR+kbpPd8Fsue4sqraBse3SIi1G9YuOZ5Raa155E8DOGtABwdzGfXpkMy5gzoysHMLLh2Z2uiyAiilmD6kE1MHTWPDoZMMTW3Jv6f0JjZa6tc0NRKo0v3jsw0AEqgSQgghhAgUqR0uhBB+c/OnxlxP95zT1+H4/5zTly4tEzmlfRI3fGSc9tu/n0p0lOL68T0aXHZcTBRvXT3StwXWRUcpRqe19suyRXiQ0KSN2kZ2pXeyrJpHf9lOVW2dj0pkTbO4oJNAlRBCCCGEEEKEj8oaz+4Tf918lNX78z1ez46jxSzPNM7nrMZT8/gYbprYk/Q+7fnXGb1Yed8ZpLX1Ps+UEL4igSobJZUNV4905dm5u/hoRRZvZ+z3UYmsWT54zMwp8cs6hBBCCCGEEEL4XvZJY095hwvKMbhR8eBfX24099znyPajRczfcYIX5+02V5b4Zt1hpr261DxNu+bxDa4jKkpx99l96ZTiPCeVEIHkdqBKKRWtlNqolPpNf99DKbVaKZWplPpaKRWnD4/X32fq49MslnGfPny3Uuoci+FT9WGZSqkZPtw+jzU2UFVQVg3ASwv22I1btOsEpS7aCbtieSh76Oft/LTxSKOWJ4QQIU2aBQkRoSSZuhCi6dh1vNj8+nhRFWuzCpjw7GJeXrgXMLbqueD1ZUx/dSk/bsw2T2tZ+8pRIvai8hqmv7qMmz5Zx6uLMlm8KweAe7/bYp7m8xvHEhUlx1wRXjypUXUHsNPi/TPAS5qm9QJOAn/Th/8NOKkPf0mfDqXUAOAKYCAwFXhTD35FA28A5wIDgCv1aYNi4nOLzT9wb1TWOG46mH2ynBs+WsegR+ay1UEXoO4y2Ny0/fvrTebgmBBCCCGEEEKI0LHtSBFTX66v3bTreDGXvb0SwFzpYFlmHpuzi9h+tJg7v95sntayUkJuSZXdsl/RA13maUqN94WmXvv2PTWN8b3a+mhLhAgctwJVSqlUYDrwnv5eAWcA3+mTfAxcqL++QH+PPv5MffoLgK80TavSNO0AkAmM0f9lapq2X9O0auArfdqAap9cXx3y+o/Wep2rqsJJm+Oq2vrl/en1ZV4tG+wDVQAjHp/PhkMnvV6maAKOboJHU+DAkmCXRAghhLAgtSaFEJFr0+FCznvN+t7v9cWZ5tcGTaO2zsDM33dZTfPgT1u54I3lzPhhq3nYsaIK8+sTxZWkzZjFB8sPWM23L6eUtBmz2HqkiOtOSyNaalKJMOVur38vA/cCyfr7NkChpmmmdmzZQBf9dRfgMICmabVKqSJ9+i6AZeNay3kO2wwf66gQSqmbgZsBYmJiyMjIcLP4riWqGqv3sxf8QYt4z3/YrTVjFLt1grIq34qj1k3+bMtu0DQMGsS4OJhU1zm+oLv4zRV8NFUS3wnHUg//RC/g8ML32NercR0GiNCSrv/15fEwpGha5G+j8Fq6/lf2Dd9J1//66jN1trz+J07QAdi5cycnTvpmXUKIeun6Xzk+BtcrG+yb6xWW1993Zp+soNcDv9tN89mqQ3bDlqzbSlzuLgyaxoPLKuzGAyzbUT9fi4pjZGTkelNs4SPp+t+MxYtBSdDQEy4DVUqp84AcTdPWK6XS/V6iBmia9i7wLkBCQoKWnu674iRsXALF9cnJ+w8bRe8OyQ3M4dh1c2YBMKJHO9LTR5uHv/7WCqC+uqZt2f/x6XrmbD9O1szpANz0yTq6tmrGw3+ybgVZUV0H8+c4XLcvPw8RYVZshX3QtWtXusp+ElkyjH8i9vdvMMAfxpcRu43CexnGP7Jv+FCG8Y/PPlNny8v/HHKgf//+9B/qo3UJIeplGP/I8TG43t27CnIc99j37KVDrHJJAXx50ziu/J914vQl90xm4nOL+WxnNTdMO5UzXvjDbvyc7cf4edNRDhWUA8aH0meNH83g1BTfbYzwXIbxT3p6ugSqPORO07/xwPlKqSyMzfLOAF4BWiqlTIGuVMDUgPYI0BVAH58C5FsOt5nH2fCAKqu2rvHU2LxPyzPzecOiWuf5wzpbjf9kZRaLd+dQp/f0MGf7cQCKKowR9vk7TvDB8gO8t3Q/6w/WN+tz1PRPCCGEECKsyAW7EKIJsM0rNbRrS/PrPw2xvj8c2LkFI7u3okVCfV2Sswd0oFubZub3joJU3do04+aJp9AiIdbcMVjHFgn06+R5pQshQoXLQJWmafdpmpaqaVoaxmToizRNuwpYDFyqT3Yt8LP++hf9Pfr4RZqmafrwK/ReAXsAvYE1wFqgt96LYJy+jl98snUeKK+2zi1VWdu45lEVNXU8N3c3tXUGTpZV8/DP2wG4elw3AB7+eTvXf7iWj1dkWc336sK95JfWH9CemLWTS95awTfrjK0jGwpT7TlR0sBYIYQQQogQIw/ghBARbG9OKWBM75Lxn3S+vnkcAH06NCcxLprZt09g66Nnc0v6KbxyxTDiYqLY8ug5ZM2czoGnp/HuNaMA+PeU3nbL/s/ZfayCWNUWOZYX/WcSsdGe9JsmRGhpzN77f8BdSqlMjDmo3teHvw+00YffBcwA0DRtO/ANsAOYA9yqaVqdnufqNmAuxl4Fv9GnDZi5249TUFZNet925mEGg+cXTlW19onUS6tqrZLj9e/Uwmq8qavSyfq6k+Ki+XTVQbvlzN9xwlgumwu6Cyxqar3zx36Py+xrmTklaHLRKYQQQogGSY0qIUTTce/UvqS1TSIhNprlM87gu1tOA2BA5xYkJ8Tyf1P70au9dQ0oZVHz9Mx+HazGZc2czm1nWAev7j67DwCdUhJoFuduKmohQpNHgSpN0zI0TTtPf71f07Qxmqb10jTtMk3TqvThlfr7Xvr4/RbzP6lp2imapvXVNO13i+GzNU3ro4970lcb566/f7oegOFdW/HzreMBqHUjUKVpGvtyS83vHXUZWlJZS+8Ozc3vTxRZJ9Tbkl0EQHSU8at4dVEmLy+w7mYUYIjexahmUdHr9F5teeWK4ax/cAoAbZPjXJbZn9YcKGDKi0v4cs1h1xMLIYQQQgghRITr06E5N57e0/y+S8tEWiTEerSMwakpfHjdaEZ1b8Xvd0xwOE375AQAqUklIoLsxRbiY6OIiTZGrgvLXeeo+nZdNme+8Acr9+Wz90QJpz+z2G6a4soaq2qYk/q2txq/67ixud6CnSfs5u2UkmB+XV5jrK2lobEy/jaeaLeQZy4dAkCb5vG0SYqjrKrWbhkAs7ceY9QT87nx47Uut6kxDuaXAbDuYIFf1yOEaEqkhqYQQgghwk+lfv92wbAuRLno2d0dk/u157tbTrNroWPSJslYaWFin7aNXpfwMWlx5DEJVFlQQLR+ELnHpgcGRzYeLgRgX24pZ720xOE0JZW1zNpyzPx+ZPdWrHngTKYN7mgetmiXfZAKYOV9Z5I1czopibFsP1pMRXUdBg06qQKuLnmfLi0TzdM2i4+mvMq+6SHAPz/fQF5pNQt25pA2Y5bL7fKWKXpfUyc/RCGEEEIIIUTTZeokq2Uzz2pPeatVUhx/3JPOw+cNDMj6hPAnCVRZUMqY6M6VQ/nl1NYZ+HLNIcD6ef+0wR1Jjq9vE/z07J1sP2rMQ7Xw7kmAsVrmm1eNNE9zw0fr7NZxzsD6dshxMVEs2ZPL7V9tdNrrX1JcDKVOalQ5k19a5TCvlrdMzahrGpmIXgghhBBB9sUVsMt/D7fqycMtIURkenbObgASY6MDts7ubZKIi5FbfBH+ZC+2oVx0l1xaVcvE5xYz44et5mHFerQc4P5p/a3yW23Wc1ABnNKuPlcVwN8n9cSRBXdN4uXLh5vfnywzNkOcv+OE80BVfAxl1e4FqjYeOknajFmMfGIBt36+wa153FGh95yYU1LpYkohhBBChLQ9v8NXf/Hf8l1cbwkhRLj7fkM2AJU18hBfCE9JoMqCQrlsPlpSaQxK/bTxiHnYc3N3M6lPO9o2jye1VTM+u3EME3pbtw3u08E6SAVw37n9GdOjtdWwO6f0oVd7Y3elJpaBr2ontZV2Hy9heWY+xZU1DscDTOpj7FnwojdXmIct2JnjdHpPmZLJHy+SQJUQwkekTb8QQgjhvroaqCwOdikE0D45HoCxPVu7mFIIYUsCVRZ6tE1Cc3FTVK7XGrLtFfCPPbnklRoDNSO7t+b1v4ywGv/rv053uLxUizxTT140iDum9HY4HRiTqzuLyJua/a3IzLcabtqeU9ol8fxlQ50u2xdemL8HgKNFldS50WuiEEIIIYQQwoe+vQ5mdg12KQQwJDWFAZ1a2LWqEU2R3Bt7SgJVwKAuLWjbPI4pAzpgGV+5/cuNHMgrs8rjZGre5kozixpRbZLiiI9x3Da5U8v6nv2uGtvd4TSm2lmF5TXm3iOc+cdn663eV+k1sC4ekUrb5nEO5zlWVMGu47598uJpviwhhBBCCCFEI+36LdglELrckiraOLn/EkI0TAJVGJvTjepurJIZb5F87pfNR5n8fAb3WeSjWrzLuqlcj7ZJ5tevXlmfV8rUAx4Ye+9zpkWCsReIqQM7Op3mf9eM4u8Te1JRU0euXmsLgONbnc4DsGxvHi/ptZxSEmNRSnH2gA5205369CKmvryUwY/ObXB5DdlzosTqvWXeLiGEEEIIh6R5rxAiHNVUwrHNDU5SWFFDq2YSqBLCGxKowljrKD7W+FGktU2y60LU1Jyuts5gbt5mctdZfcyv+3ZIthq3+D/pbHvsnAZ7XmiRaFxXs3jnvUEkxEbTpZWxieCDP26rH7F3nvnlD/88zfxa0zQOF5Rz9fureWfJfsAYqAIYldbK6XpKKr2rBTXqiQWc/dISnyxLCBGhyvKMF3Uek5tYISKTJFMXQoSxX/4F70yEUuf5fmvrNKvKC0II98kvB6iqMZBg0TTv8lHW7bqj9GupVfsL7OY1BZAA+na0DlT1aJtE8/iYBtd9Zr/2xMdEceWYbg1OZ9DbJB4prLAYWn+RNyy1pfl1aVUtE55dbDX/kNQUq/cXj+jCvxvIh+WJPItaXs9dOgSgwaTuIojkybUIludOgc8uCXYphBBCCCE88tmqg6TNmMUbizPrB2avMf6tLnU6X63BQEyUBOWF8IYEqoDK2jpzjSqAJJvgUlSU4r4ftnD1+6uthl85pisjurXii5vGsu2xc7xad/sWCex+4lxGpzXcG0SxixpKUVGKf0w6BYCdx6yb4f15VCrd2xibKA7qYgxYTezdjjvOrA9UpSTG0jqp8VVT++i1yqTpnxDCzsFlwS6BECLkyAMUIURoe/AnY4uW5+buNg8zdxzVwEPg2jqNmGgJVAmksoAXGq7u00RU1RisclMdKii3Gh8dpfhyzWHz+6X3Tua5ubu566y+AJx2Slu/l9GdwE9am2YAvP3HPvOwrJnTraY57ZS2/HFPOt1aN0Mpxe4npvLzpqPsOFrM9+uznS573vbjdG3djP6dWpiH5RRXsuHQSfP7ls1ize2wpelfiFJyshRCCCGEEMIbaTNm8eH1o+lxspK0Bqp8LNp1gvyyamn6J4SXmvwvR9M0qmrrrHrli7WJfB+1am4HXVom8uqVw2mXHB+QMgJ0aploP9Am6JCo9zS4SE/4vuCuiQ6X1b1NEkqfNz4mmj+P6kp8bBTVdQa7aRfsOMGrC/dy86frOfeVpVbjrvlgDf/4bIP5fWF5DckJxtjn8WJvctEIv5Novgg3ss8KIYQQ3jPUwex74WRWsEsSko4XeX7Pcv2Ha82vCytqWLkv32p8TnElN3y0jtuif2RI4YJGl1GIpqjJB6pqDRoGzbq3v6Q464pmNXXWN0pRQWhrfN1paS6nscyHNbBzC3q1T25gamuxUVFU1RqoM2hsO1JEWZWxRtSNn6zjRYsE8lW1debXu45bNzG8amw3c6DKsmqsCAVSk0oIIUQIibQaviteh5ydwS6FEHbWrVwEa96B7/4W7KKEnOWZeYx7eiFzth13Ok1pVcOtRG76eC1X/m8VZ76QYc4pnFNizN/7n9hvuXj/w74rsBAhRCnVUin1nVJql1Jqp1LqVKVUa6XUfKXUXv2v857cXGjygaqqWmMtIsscVQ3VlGoW57x3Pn+KdiM4NrpHfZ6r8uq6Bqa016llAgAzvt/Cea8tY+Ajcx1O1/fBOU6XMaF3O2Isqrea226LECDfhRBCCOE38x6AdycHuxRC2Hnitx3GF5p9y4mmbu8J40P3ZZm5Tqd56KdtDoebrqxz9U6l9uWW8fnqgwAUlFX7rpBChK5XgDmapvUDhgI7gRnAQk3TegML9fdekUBVjTGgY9n074bTe/CXsfa98H1/y6mse3BKwMrmmnXwqkVCLN/+41QATnjY9K5NkjE4961Fnipnyygsr+a9pfutht0/rR9TB3UE4PRexpxdFTWeBctEAETaE2whhBDBdWS9sWmRtyKpeW9thetphAgwd39hVbV1fL76YJN60GxqHVJU4bzW1LLMPADOHtABgP6dWvDg9P4OKzY89PN2znttKc/M2eWH0orwFlm/K6VUCjAReB9A07RqTdMKgQuAj/XJPgYu9HYdTT5QZarOaVlTKjY6ihtP72E13eAuKYzs3ppmccHLPz9Y77GvIQM7G5Odd2yR4NGyE2Ltd4WxTy10OO2w/85nuX7QNpnUp7359bmDjQGrchdVZUUQRNINgWgiZJ8VImRlr4f/nQF/PBvskgghGuFEcSVDHp3HAz9us2oG9+HyA+ZaR5GmpLKGr9YaO8s6mF8GwKbDhTz+2w4qa+o4mF/GX99fTXWtgakDO3L1uO4AvHz5MG6c0NOc7xfgP2f3Mb/edqSY7UeLA7glQvhNjFJqncW/my3G9QBygQ+VUhuVUu8ppZKADpqmHdOnOQ508Hrl3pc7MpwoNlbX7GAT2Em0aeJnOoAF07f/OJWqGgM0cD3YLC6Gb/5+KqmtHCRfb0BhufNeBT+5YQz9OiUz5sn6wNXi3cYqsrsen8rmw4X07VifD8sU9PO0+aHwJ6lJJYQQwsdKjhr/nnDcNKbJkIdAIgxoaE6vBi0fTlfqLSIMBo3Hft1BXHQUe548NwAlDCzL3FNbsosorarlzq83cSCvjPeXHeD8oZ1Zutf4YH5UWism9mnHgaenmQNUCXp+YwXckt6L5+ftsVuHEGGuVtO0UU7GxQAjgH9pmrZaKfUKNs38NE3TlFJenyCbdI2q7UeL+PM7KwFonRRnNa5ZrHUMr7gy+LWDEmKjSWkWWz/ASTOuMT1a09lRL4ENmNinncPhSXHRTOzTjvbJCax54EyHZRrbs43VMFOts7Lq4H9mwkQuooUQIiwY6mDFa1AT6c3I5AGKEIFgCk85e4BcUmn9sHrl/nzWHzzJKwv3AjjsFTwSfLn6kNX7dVkFHMirr5iw/WiR+bWpQoNlLaroKONt9M+3jic6SrHhobMY1rUlAK0pJlFJnioR0bKBbE3TVuvvv8MYuDqhlOoEoP/N8XYFTbZGVW2dgemvLjO/T0mMtRqfEGc8+HRpmciRwki/WDQG6rJmTif7ZDkH8srIzCnlsV93WCVHb5+cwI//PI2L3lzR4LJMvSaWVUmNqpAjOaqEECK0bfkG5j0IZXlw1mPBLo0QIkIYnOSe+ufnG6zef7c+m+8sctZGqlcXZVq9f+BH65qh+3Lrg1YtbO4TLbVIMI5rnRTHj/88jZlzdnHf6nFkxg+AKh8WWIgQomnacaXUYaVUX03TdgNnAjv0f9cCM/W/P3u7jiYbqMq36Y2hZTPrA1B8TDRf3DSW/h1bcM93mzl3UKdAFi9oUls1I7VVM44VGhOpx9j0Nji8m+seJpsnGHerBTtPMMaiJ0IRAqR5ghBChLYa/eaoqqnkOImA85KcW0UI+9cZvWA5GJzsp6bmbU2dqWJCnw7N2XOi1Grc0NSG8gTXf65KKe47tz+shl5VO/xRTBGuIvM88S/gc6VUHLAfuB5ji71vlFJ/Aw4Cf/Z24U226Z9tNdfm8fYxu9NOaUurpDjeu3Y0l4xMDVTRPOC/2jEJep6p2Gj7XeSX28Y3OK/ps3x3yf4GpxOBJDWpRJiKzBO7EEKIcLTuQ9j8VbBL4ZE+HfQ8si7Op1sePbvR69p+tIiTZeHR5K1Ph+YOh18yov6eb99T08iaOZ2WzeIcTitEU6Zp2iZN00ZpmjZE07QLNU07qWlavqZpZ2qa1lvTtCmaphV4u/ywDVTVaXD9h2tcTldYXs3Pm46gaRrbjhSx29wNqTFQdWrPNtxzTl+rNscC4vQAlW1NM4AhqS159pIhfH3zOIfzdvEwP5YIBLnZF0IIIYRolN/+DT/+PdilcKz4qPGfjWj9ml5zEqgypT9pkRDr8MF9s7hoat3IU1Wjp1UZ/vh8T0odNJU1Bib0bsuXN1nfz1wwrIv5dXSU3B8KESxh2/SvzmDseU7TtAaDTC/M28Onqw7StXUzLtZzK2XNnG4OVP3fuf3Mie9EvRr9hOSs98A/j+7qdN7EuGimDe7IXptqsyIESEBWCCFEKIio05E8DBIh4MX+DgfHRht/bM5CTXExUeZaRE9cOIh/f73Janx5dR3frc/mijHdGlz9vtzgXfevP1jAsK6tPAosVdXW0aVlIqee0obMJ89lwrOLSUmMpWNKAnP/PZHkBBe3yaZraqn5LYRfhG2NKpPC8poGx8/dfhzAHKQC44HJNJ9tEvWw4segQ4XeM0hKondVXWOioqh1krRRBJGcTIUQIjzI8VoI4QOxUc5rVBVX1pBbUkXfjsZmcKf1akNCbBRvXz0SqE/nMeOHrU5rZJl8uCzLh6V239bsIi55ayWn3D+bd/7Y59Y8mqZxoriK+BjjZxMTHcXK+85kzr8nAtC3Y7IbPahHVLRdiJAT9oGqhnrkqzNo5JTYd7fw+G87zDWqwjpQ5UemIJNtMnV3xUZHUV0bmd3Zhic5mYpwJTfrQkQ0CcgJ4VexMca8s5a/td3HS/hi9SFyio33SR1aJADGHr53PX4uUwd15Id/nsZv/zrdPE+P+2aTsbu+p/mc4kpemr/H3Arj63WHzeMqawLX83deaf293tO/73Jr3d/qvRruPlHit3IJYU3OdZ4K+0DVea8t43BBufl9bkkVaTNmsXh3Dle/t9rhPJ+tOmQOVLVwVa2ziYrRqwk39/LziY1W5hOXCAVycGzKSqtqySmuDHYxhBCeCJWm2n4LJIXI9vmCBNtECDM9dLZs6HDuK0u4/8et5muDdsnxdvON6NaK7m2aMbFPO/Ow6z5cy98/XUeP+2Yx5qmFvLJwLx+vyLKbNyu/zLcb0YC7v91s9f65ubtdzrNqXz4AB/PLXUwphAiWsA9UASzPrO9WdecxY3fOL87bw8r9+VbTmdpoA7y8YC/J8THEOOjVLnz47yLvwmFduG1yL+48q49X88dGS9O/kBQqNz4ioKa/upQxTy0MdjGEEJ4IleDHxk+dj6uWmzwhQl2M3rztZHl9b3ymS/S/6A/1O6U4buamlOKTG8ZYDZu7/YTV4emJWTt5YZ4xONSjbRIAl7210idld0eBTS+DB10EyRbvyuGHjUcA6Nq6mQ9KECLHaiEiTDhHacxKq2oBY3vjd5fsB2DrkSK7ZmsfX299oHV6cFr9DpTm+r6gYSQuJor/nNPXYe8f7oiJVlTXGvhxYzZVtYGr/itcCJUbHxFQ8sRQCOG13b87H/fjzYErhxDCK6b7IVNKjsd/22E3TXcXAZvX/zK8wfGvLcoEMOd8KtHvzfxB0zRzvqxle+srK7TSeyqPi2n49vb6j9aaXz983gA/lFAI4QsREagyNeP7ceMRllnUrjLV6OmpR/e7tWnG5aPqe6uLj3Ww+bm74fd74bvr/VjiyBcXHUVpVS13fr2Zd//YH+ziiEhqYiEa7dt1hzlcUM59P2xhwrOLgl2chklwVTRVUgM2jMhxSoQuZXEN+OBPW3l/2QGr8Y/+aQBRLnLSnjekM0vvnQzAtMEdzalTbHtOf/XK+oDWin15VuNq6gy8vGAPJZUNd4Tlyk2frKfHfbMBuPbDNQD0at+cNQ9MAWD21uNO5z1eZJ0GYVCXlEaVRQjhP2GboCkmCr6/5TQueWsF+3ONVTwddYvatnk8391yGqv255Paqhktk+qTp288VGi/4Dq9+mjFSX8U27dC+CLWMsl9vk2VXEfKqmqJj4kK86aYoUwuooVRVW0d93y3hdRWiWSfdN4ZhRAiyJpMkLapbKcQwaXQ+GzVIfP7y0am8uuWo1wxpptb83dt3YysmdMBY7L07UeL6dAintOfWWyepk+HZIamprA5u4i//G81H143mp7tkujeJomFO3N4ecFeThRX8fTFg73ejgU7TwBQVF5DnV4p4fW/DLdqSVNRXUdiXLT5/eJdOXRplcgXqw/hM6b7sCZzrBaNIvuJx8I2UBWlYGT3VgDM2nqMvHdWsj/PGLBqkxRnDo4YNI3WSXFMG9wJsH6qcMXorjglO1Oj7N66lvOjDvGL4TQMbnyWAx+Zy9SBHXnr6hGoEA7AhT35bJs0yzwOlkGqOoNGtMUF3uytx2ifHM+otNYBLZ8QogmR85EQgeHkt/bUxYN57rKhXi0yITaakd1bOeyoZVKfdmzOLgLqm9ktunsSpsuMfTn2FQu8cd7rS82v+3VsAcC4nq1Ztb+ApXtzOXtgRwwGjWPFlVbN/QA+un609E4uRIiLmOorqw8UkFti7J70sxvH8uVN4wA4q38Hq+nS2tS3wb54RGrgCtjEzI+/l1fjXgdg4c4cMnbn0PO+WRSW29eu2qt3DTtn+3HOfWWp3XjhQxKAbdJGPD6fMgd5Iyx76DQYNP75+QYufTtwiVCFiFiVRWDwMk+jBHLCh5xbRRiK9UErBkfLuGNKHwbbNKk744U/KK40Xn9YtrrwVEV1/fH0cIH9cl65wtj0cHN2IaVVtfS8fzbjZ9qnOJjUpx1nD+zowYoLm3z+YiECLWICVZZ6tkvi1FPaMP/OiTx+4SCrcZdb1KJKTgjbCmW68LiIPVJYwXUfrsWgwdOzd9mNP1RQn+h51/ES8kqrAlm8JiI89hXhf6acfpYsA1VrswoCWRw3yA2gCFPVZTCzG8x7yLv5JfghhPAhf1wJxlokLv/2H6cCEB2luHFCD7tpD+vX+3UuegXXNI2pLy/hzBcyqK418MK83WTmGB9qO7qG+e1fp5tfd2iRQJukOArLa8grcXw/se7BKZ633ni2Jzzfy2agXFsL4U9hH6j62KbL1ObxMcTHGNsk9+6QbNfzg1KKXu2bAxAbHeYHmDB82tqjXZLdsFKbGh6jnlgQqOI0IXLDI4xeWbjXblhtXf3+UVEjvXQK4ROVxca/274PbjmEEE2c9f3CorsnmROjN1acRY2q0S7SBZiuP44XVzbY7O5gfjm7jpewL7eMx37dzmuLMpny4hLWZRXYJWJXyj4hekqzWPJKq8y5rEyGpqbw9tUjaNs83q1ts6I1dG0k19hC+EPYB6pO79WWe87pa35/11l9XM5j6qGiRWJswxMKnztZVk1VrfXB/o6vNgWnMEI0QfN31F+4tdS7crasUSU5G0TYCPUaRwb9IUyUl7W3w/BhlFdC/Xt0SyRsQ2D833dbrM5DInBSEmO4aUIPerZrTtfWzVzP4AbTQ/+OLRKshp89oOFmdTuOFTsdZ9my4nOL5Of3fLeFTJv8Vp1TEu3mT46PYe72EzwxaycArZPiWHDXJH6+7XSmDurUYLmE8B85T3gq7ANV0VGKWyfXV8W87rQ0l/M8ceEgfvvX6bRPTnAwNpwuDMOprEbvLNlP3wfnsP1okd24zimOvg/hG+G3rwjPvL/sgMOkps4suWcyM6b2A6DG4LhGVXEju5AWokkzB6q8vNSKiABOQ+S81NSs2p/P1+sOc9Mn64JdlCapS8tEHpg+wKfLVErx3jWj+Pm28VbDE+OiyZo5nayZ07l4RBe7+S58YznHi6yvWXKKK8kpqaSs2nHtpYKyam75fIPVsJ4OWmqYErmbfPa3sebWNEKI8BH2gSqT3++YwMaHziIqyvWFT0JstF01UeEfc/49weHw+3/cZjdsxX1ncuvkU4D6duxCCPc8/tsO/v7ZeofjYqIUw7u1tBrWrU0zc9PomloDFdV11NQZ2Hui/mnlkEfn+a28bov4m3XhtVDfNzS9dqK3NaqajBD/HoVP7D5ewhXvrrIbrmkaWqj/lkWDpgzoQIcWzh82x1jcmz17yRDz69cW1aciKCyvZsxTCxnz5EKu/WCN1fzN443HUMv8VFsePZunLx7MR9dbp4BxpE8HPwWpTLVeZf8Vwi8iJlDVv1MLWiXFBbsYwoapu1hbAzrVD28WF81NetLFuGhjfrEJzy72f+GaFDmJArD1O5hzf7BL4Te2HRFU1xr48zsrqTVoTOrTjnl3TgTgzinGJtKm3nqq6wz0f3gOwx6bx+uLMwNbaCEilalGlYr2bv6m0vQvEsiNqkvbjljXcimrqqWypo4L3lhOj/tm2+UeEj4U5IDKpsOF5tfTh9Q3vft89SHKq43HyTnbjjud//5p/e2GtUiI5cox3Yh2UEHhvWtGmV93Tkkgxge9GwohAk9+uU6FwUVHmF3E9raodvvlmkNk5ZUBxt4/ovWmESv25QWlbKKJ+P5vsOqNYJfCb2zzS139/mrWHDD24pcYG02fDslkzZzOHVN6A/UdGdz2hbEqvaPq9pWSXN1e5gJY8lywS+GZulooD7UeHSOcQf/teFujqskEP8LrWkZ4J/tkhdX7E8WVXPTmCrbozbT2nCh1NJuIAJYdtiTFx5A1c7r5/dFC5ykLlt47mcfOH8jlo7ty6chUt9c3ZUAHMp88lx3/PYdF/0n3qsxCiOCTQFW4CeML1x/+eRpn9Gtvfp/+fAZgDFSZqgWn923vaFbRaHIj0BScKK7CYJFvyhSkAkhOsO88okwPVNneIKx9YIr5db+H5tjV1GryPrsEFj0R7FJ4Zvbd8GwPqHE/j1noC/HzYWOTqYe6TV/4aEEh/j2GgbzSKu7+ZrO5dkowVdbUWZ2HTEz5D/+ZbkzxUFJZy06LhNqHCsoCU0ARcDUG40O0+6f1Mw8b28PYQ2BRRTUAe3PsA5Vtmsdx7WlpREcp7nSjsyxLMdFRNIuLISHWyxqtbpFrayH8SQJVwu+S4ownieSEWD64brTVuNo6A7UGzVx194Jhnc3j6hxc6HiqrKqW2jrpxcxtJw/CiwOh8HCwSyK89O7S/QB2OT+axdlfrDn7jbVLjmd0Wivz+1FPLEDTNLYdKSJtxixW7sv3YYlFQGz7wfi3ToKOAdPYZOqhXmv6p1saN3+ob59Hghtse2n+Hr7fkM2PG48EtRyaptHvoTnc8PFau3GVNXWkJMYyqU87AI7ZJNIurQx+kC1ymX5rwdlPh3RpCcC0wfXN/ky9tFfWGHht4V7eX3aAEd1asvfJc0nUg0sJMfXXLV1aJpI1czo//PM0MqSWlAhHYVzZJFhcXj0ppRKUUmuUUpuVUtuVUo/pw89USm1QSm1SSi1TSvXSh8crpb5WSmUqpVYrpdIslnWfPny3Uuoci+FT9WGZSqkZfthO94XVhVN4lHX+XZN4968jze8/+9tY8+uPVmQB9YkWLbu3rfFBgGngI3P5p00PIU2TmwfHjZ9CcTZs/tK/xRF+s1XPA/Li/D1Ww5MT7Gt11DoIVF05phtgnUcOjElMv1lnDGB+tvqgT8rqHjmx+0QkXiCF+jaZkql7m6Mq1LfPV5rKdvqR6dK1pjZ4D+Ye/nkbV723GoCM3blW4xbuPMHc7cdJjI021+411aC6YnRXAF5dlClJ1SPUc5cN4eMbxpDaqpl5mKmmU2VNHS/o1yttmscTGx3FmgfO5Pc7JjjsIGtEt1aktbXv6S+4ZL8Vwh/cecxXBZyhadpQYBgwVSk1DngLuErTtGHAF8CD+vR/A05qmtYLeAl4BkApNQC4AhgITAXeVEpFK6WigTeAc4EBwJX6tMER6ifJUC+fA51bJnL2wI7m94O61N8APzFrJwDR0caTUVSU4gE9aWJjA1WmmlTzdpwg+2Q5aTNmsXh3TqOWKUSoq6yuQ9M0XltkTIr+9tUjeOMvI6ya3ZqYglImD583gKcvHgzAvVP7cdXY+vFrs06aaz7a1lIsrarlvh+2SjJcISyZztdh9QDMj47b9/YrfCNGr7Xn6OEDwO9bj5lzEfrLJysPssKmtu3OY8WkzZjF3z5ex7GiSjq3TDA/NDmYb+zdeUJvYw2r3JIqPll5kOfm7mL38RK75ReWVzN+5iLWHzzp1+0QvtcsLsZck87EFKj628frzMOuHGMMWiYnxNK/k+POmEKKHNuF8CuXgSrNyNRwOFb/p+n/TEeRFOCo/voC4GP99XfAmUoppQ//StO0Kk3TDgCZwBj9X6amafs1TasGvtKnFRGqZbM4XrlimNWwaIuDfWy06Wa4cUG5Yotq5BsPFQLw3frsRi0zfDXhk2lFITyaAjt+CXZJAmLhrhx63Dfb/H5QlxSmD+mEcnBB1TopjqyZ05nQuy0AKYn1eayS4mN48qLBrHngTAC2Hy3iw+VZAMzdfsIqWPXpyoN8ueYQD/y4jQoHCdmF8I/we3DjkUi7CXp7fLBL4D9BfohoqpXurDn3LZ9v4Lctx9h7wj4A5AtF5fYPKaprDXbXXNMGd6KFXqPq89WHAOiYEm8e/8gv23lj8T7+7/stfLnmEGkzZpGp5y5atb+AI4UVXPLWCql55akQPJaktkq0en/b5F6c0a9DkErTSLI/CuEXbmX41Gs9rQd6AW9omrZaKXUjMFspVQEUA+P0ybsAhwE0TatVShUBbfThqywWm60PwzS9xfCxBEsIHsydCqey2jjtlLZW75Pi63dFUzeyja1R9c6SfebXx/VcCEcLK5xNLiJVvrFmEcteCm45guDmiT2tqto7E6f/5pLi7ZsomYJXLy/YazV8X24ZfTsm0+fB3829Df6y+ShFFTV8fMMY64XIRZxo0rw8V0f87yZ8r2FCjem66fl5u/n7pFOcTnfWS0uselxrjLKqWo4WVtC7QzK/bztmN/75ebt5f9kBq2GT+rSjuU0z9I4p1gELMDZh33S4EIApL/4BQA+L5l6nP7OY8upaTpbXsOO/59AsLkI7LPC1EDqmWF73A1yuNwEVTnw4Dcb+HQZIXQ7RdLh1ZNc0rQ4YppRqCfyolBoE3AlM04NW9wAvAjf6raSAUupm4GaAmJgYMjIyfL6OpNIsRgOlZWWs88PyG02rI11/uWfvHo6WZwSxMM6l63+dfUdlNdYnywOZe8ioNF7Q7Ms2PplbunwFbRK9z/f/zh/1Pcg8OdvYxHDjoUK/7DehLvVwJr2Aw9mH2dfA9qcdPEgacODAAQ5qzqcLJ8nFexgJFJeUmKuARtI+kN7AuFMTj5ORccLlMiqKjQm2N23dTkLebrfWu3TVGj44aTAHqUz+2JPL3e/PY1ynGNo103+/mubymOBIXFUBwzfOwHQbEyrfW7r+N1TK447T6+qIAZYuW0ZdTKjl9/COMtQwSX8dit9Fi6LdjACKi4vY4EH5Oh/ZSx/g6NGj7AnCdqXbvM/Ly2Obg3JYTpebl8t2J2W1nC4jI4PE8iNUJHakz9GjdAb27NnD0TLH84aLqLoqJuqvg7EvHjxk7Dmtpk7jq1mL6JhkPPaerDSQU259vWVbPk3THNa4deX/lpRzolzjg3OaMWNuud34d5fsN7+eOSGRvAqNIzvXc2QnJERDpV75ds/GVTw0LoEX11dSplfMclQz7EBe/TXdEYuHjv/9fDFTe9j3ausv6frfUDzmpDsZvnbtOkYDZWVlrA3BcgPs27KGfa4nC5p0/a/l9z6qrIzmwNp16yhrnudwepPG7i/pB5fDweVkpP/cqOWIwEvX/y5ZugRDdEJDkwobHj2C0DStUCm1GGM+qaGapq3WR30NzNFfHwG6AtlKqRiMzQLzLYabpOrDaGC47frfBd4FSEhI0NLT0z0pvntObId10DwpCb8sv7EMdWB8uESf3n3oMyY9qMVxKsP4x9lnWFFdBwvnmN///fwJtNcTqRdsyIZtmxk5eqzXCROf+G0HcMDhuCGjT6N1UpxXyw1bK7bCPuia2pWuDe3XhmVwEHr06EGPSQ1MF06yk2EDtEhuDnqrh5D8bXsro/7lFzeO5S96Mtvbz+zN5Mnudec8cGQVz83dxR3nDyLRQe+AVxdu5bNVxmYanVMSOFpUSa/+g3niQ/uenQC+31tDZWJb3pg2wjjAYDAftzz67Jc8B5X1gbaQ+d4yjH9CpjzuWBENdTDh9NMhISXYpfGN2mpYYnwZkt/F4STYCC1atPCsfGszYS907tyZzsHYrgzrt23btnVcfovp2rVt53wbLaZLH9wVXrsATr8LOneGY9CnT2/6jHYyb7ioLoOlxpfB2BcXFG6FA8Zj9IylFbxw2VDOGtiBIY/Os5t23PgJRCmFQdPQNJj+6lKmDOjA/Xp+UHfsOl7MiTnGDdY6DgCMeYaW3juZdsnx9Huo/vruwen9uWJCT6v5my9bQGVpFXdO6cPkyb2ZDCzOW82yTOubfUcuHtGFHzbU3yYc1VJITx/TwBw+lmH8E5LHnAzHg0ePHg3rICnE7m2y0uGurzexYl9+SJXLoQzjH6ty7mgOZTB61CjoOMjh9CaN3j5H6xfhIcP4Z+KECRAXGQ8KA8WdXv/a6TWpUEolAmcBO4EUpZTpLsg0DOAX4Fr99aXAIs3YmPwX4Aq9V8AeQG9gDbAW6K2U6qGUisOYcD34yWRCqHpsJIqLqd/1LhrexRykgvoq7LUGz5r+/ffXHUx/dSl5pVW8t8xxkApg5u87nY6LXB4+LY2k/b+JtC4ZkprCab3aMv/Oifx+xwRz18/uaJccz7OXDnUYpAIY1b21+fVRvRltiYuuxHNLqtxev3NN5MsTXoqg45SVCN7vS/UOTQ6uCOv0BaHgvaX7+efn69E0zfwgweTubzfbBanOH9oZgMMF5Yx5agH9HprDwEfmsD+vjHeX7CdtxizySqsor3Z+bC8qr2H38RKmvrzUPMwyGXbrpDgSYqP59bbTAZh58WD+emp3u+XklRrPD80szjkzLxlsNc2kPu3Imjmdt6+u7zV69u0TeO7Soeb35w3pxPqsAg4XGDvMmfLiHxSWVzstvwi9Y+aLlw9j1f1nBrsYQogQ5E6Nqk7Ax3qeqijgG03TflNK3QR8r5QyACeBG/Tp3wc+VUplAgUYA09omrZdKfUNsAOoBW7VmxSilLoNmAtEAx9omrbdZ1sYaSIkgBBt0eXsS5cPsxoXq4+rcTOZuqZpvDh/Dx8sNwanlls8kbtsZCrf2iTz/GZdNs9aXOiIJiJCfjvObMkuAqB3h2SfL3tk91bm1xN6t2Xp3jz+9eVGp9O3ophx0bnAqT4vi888mmKs1THlkWCXRAgbEXysMgWntMbloBT1vSb/tsU+P5StxNhobpzQg182H+Wsl5aYh9u2sBv1xAIAhnVtyVc3j+NYUSU/bjzCX8Z0o11yPEP/a19Dy+Sdv4405x0anJriVi4sy7xTqa2asfmRs5m/4wT/+XYzM87tB8DUQR3Jmjndqonify8YyMDOKRwuKOe3LceY8OxiADJzSrngjeX8cc9kl+tuUiQo7GcRfMwWIohcBqo0TdsCDHcw/EfgRwfDK4HLnCzrSeBJB8NnA7Pt5xCR7LO/jWVNVoHd8FgPk6kfLarktUWZ5vd3fLUJgE9uGMPYnq3Ngar/XTOKmz4xPvk7lF9Otzauk0yLSGC6QJMLCW91bd2Mq8d147NVhzhnYEeW7rVvnvHEhYN4bdFeThRX8VXcE/TNzgau08eG6Ge/7MUmGKiKoBuWsAk+R9Bn3ljKVJs6XL47NwVxX2zooQHA/qemERWlqKxxv0fWTYcL+XhFFk//vguAVxfuZVKfdlbTTOnfgQU765tmnzOwo9vL/+C6Uby/7ABTBlj38paSGMulI1O5dGSq3TyWebSuOTVNf2X/uR/Mt8+XJYRfBCoAGDbnOiF8y/tM1REryBeUO36Gr65yb9owf0Jyeu+2DpsnxUR7VqPKUbfIAJ1bJpp7MwPo1b65+XVJleN5RAQK899JqLh3aj9unXyKXc88953bj7E9WnPV2G7MucOYTrhvVLajRQgh3BLJxyxTjSq58fK1py8ezOc3Wneafe2p3YnSa6knxEZz5xT7a662zePJmjmdV68cTr+O9TVyTUEqkz/25Fq9f/vqEVw+yng+ePHPntVSP6NfBz6/cZzrCV3o2bb+ui42WhGjb2v6c4tJmzHL7WaAlTV1fL76oMMk7hFFfndCBI/8/jwm/bmGmm+uCXYJgs4UXKp1s0ZVXWUp/4j+hXfrzsNgEXvtlJKAUoonLhzE6LTWJMXX50Ior3b/yaKIEBF+grhwWGe/Lr9FQiz3nGNsinHpyFS+02sq/n3SKebu0FslxZHxn3R43WZmbz97CTKKBkXqbzpStwuL37TFNkb4sTlQ/jyqK9FRiktGpNIpJYFrTu1OK5uOYy4f3ZWXFuzh6YsH88biTMqqavnp1tMAYw6r84d2Jm3GLKt5bj+zN68u3Gt+v+SeyZRV1xITHcUTFw3ipok9rR4EBlKrpDj2PTWNjN05dG+TxObDhdz97Way9FpV1364lom92/LXcd2tcqHa+nTlQZ6cvZNtR4p4+uIhgSq+EO6RY6RooiRQFXYi/2BlSqZ+IK+MsT3buJy+3frnmRH7Fce11vxkON083JQr4epxxkSeltXer3h3FfuemubLYkeISAwMROI22evaOnBNWW+d3MscqLLlbU+dQkSuyD9vu88yR1UkHZsD/x13aBFP8/gYPrp+jNXx/4UGajd1TEkw5466ckw3h9OcO6gjv287DsBrVw7nT0M788/0U7jtiw3cdkZvq7QJsdFRQQtSmURHKc7sb2xC2K11M+7+drN53ObDhWw+XMjB/HJevdIui4lZfKzxuvPLNYclUCU8J4EkIfxCmv6Fs1l3B7sEfnFSr6r94E/b3JpeVZUAkKDqq3gvn3GG3XTxFj0NRnz1buFAZH/nMVGBO5z3aJvEW1eNYOd/p/p5TZF0Iyt8LmJvDkJtv/dhecwVqiL1uwuA6nK0Jc+TV1zO5L7tff6Q4s2rRphf/0nvKTAhNpr3rh3NsK4tfbouX7PsUdpSda2BsirnvRlG6TX9urRM9Eu5HDEYNI4VVQRobZKr0z9C7VjtJU2TY7LwmlIqWim1USn1m/6+h1JqtVIqUyn1tVIqztUynJFAlQg5p/dqC8Dkfu1dTvvxiix2HCuxGnbThB4OLzaUNCNqmprI9x4bE9jtPHdwJxItuhZvWIReAC17OdglEGHB099mqP1efFieSE2mHkhLnkUtepxLo5c4Dcw0hlKKhXdPYum9kdNz3pztxxn4yFyn44sqjHlLjxRWYAjQg8w3Fmdy6tOL2J9b6v+VNZHroJBW616+NMf8vE++OACe7+3fdYhIdgew0+L9M8BLmqb1Ak4Cf/N2wRKocko/KJRaJ4+k8BBkrwt8cUyaQMQ7KT6GDi3i+WN3Ln/53ypu+Ww9ReU1ZOaUmGtCFVXUsP5gAY/8sp3jRZUAKP07690+2emyZ91+utNxAuTmIXzFBrBGldsae7wK1sX1093gtztdT7egqfUYGGrkeBXy7I4Blk3/rP24MZsfN4ZpRwwBvDYrKS4EIIFq6vy03lPaNQ9oc3J/GJqaYjesqKLGYf5Ty5pNB/LLAPhqzSHSZswi+2Q5tXUG1h886XZv1I4Uldcw8vH5rNyXD8AL8/cAsOdESUOz2ck+Wc5zc3d51Iuj8Dc3fodPtIPc3f4vijdKjkJZruvpRCNF3jWLUioVmA68p79XwBnAd/okHwMXert8yVHVkKMb4d10uOBNGK73xPfyYOPfR4uCVqym4ERxFQAr9BO6KV/CA9P6c9PEnrwwbzefrDxoN99D5w3gslH23RqbOGoeVVJZQ/P4GKlxJcKaqbfMkBRuAfaqIlj3AZz3UrBLIpqkUPst+7Lpn34OdnBIuPPrzea/s2+fwIDOLXy33giSU1yJ+XFcmB1aA+GumG/Ya0jlhX88DsDCnSe45fMNAAz/7zwMGsy7cyJ9OtQ/1DQ98ATYl1NKu+R4ZvywFYDTn1lsHndmv/a872W5Vu7PI7+smneW7GNcz9bm4bUe1uD6YvUh3szYR+eWiVw1trtnhQi3c3Go8/TQeHwrtOvr+XrkexPBE6OUsqyh866mae9avH8ZuBfMp6U2QKGmaaa21tlAF29XHoKP4ENIjl6L7cCS4JZDmG3KLmTgw3McBqkAJvVp12DAKdpijy+rqqWooobBj87jho/W+rqoIcrVyS7UbpC8VFMJK14Hg8UTxwg/z8cq75/0+o1cXIUg+U4Cx9vP2o35tv0Aj6bAySwv1+GJRuwztscAy17/GjhX/7L5qEerOVxQ7mHBwpdljs1Raa0bmLJpuj3mJ16Le524mCjiYqKs0kiYPrrrP6y/5tM0jQU7c2iRYHx2f/On6xny6DyHy164K8fj8hgMGvf9sJWHf94OQLRSVNXWn6/Lq9yrGVVRXcc36w5TXGlsplhQat2UzN2esoUQQXJoNVR5VoMyBNRqmjbK4p85SKWUOg/I0TRtvb9WLoEqW1YXTqF40960bzJmbTlGWbXzk3p0VMPfWZTF93vhG8spKDOe6BfvzmXy8xk+KaMIAUuehXkPwOavCM3fse/FK+eJYoPP2+NW0/juhJeaciB067fGvye2B7ccHjM1/bP47hx8j3Ee1BBdkZnHhGcX8/OmI40tXCMEbl+s1IMcd5/Vhyn9XefybOoSYqN56qLBVsOOFNY39TPV2C+udH0O7dPB8x4Ol2bm8eWaQ+SUGFsKLNyVw5drDpnHV7jRhO+v76+m/8NzuPe7LXy2yjivaXkAP208Qq8Hfne+AH8fK3fPgeJj/l1HJPC65UYTPtdFks8vge9uCHYpfGk8cL5SKgv4CmOTv1eAlkopU6u9VMDrk7MEqmxZHswtn/wJ7/jx5Dg0NYWtj57Nn0d1NQ+LcRGosmz6tzen1Co4dSCvjHVZBT4vZ2hpIjf+lXrT3Ooyi4F+/B1XlcCRDf5bvhtc7fvBIcfO0CHfReB5+5sMxd+yt5zUqHKQo8pSYpzzzBSF5dVWCa93HCsGYNPhQq9KGG6q9UBVi8RYSVngpulDOtkNM+1DS/cac/Pckn6Ky+XsOeF+4vPiyhoqquu49oM1duN+tagxWFXrOlC1dG+e3bBPVx00B9z+/fUmt8vlF19eDh+cHdwyBFNTfmgijKrL4OdboeJkw9Md3xqY8gSApmn3aZqWqmlaGnAFsEjTtKuAxcCl+mTXAj97uw4JVDXIwZM/EVC7Hp/K0xdbPwlLSYwlNlpxS3ovkhNirWpRRbmqUeVij7/07ZVel1WEEveal/jMN9fA/yZDdfCan8S62wFfKCovgMwF9sP98d3l7zM2mWqqIup8FgHbsuZ/ULDfZmAEbJdTDh4AOvidPz9vN68s2MuyvXnc8NFac7Om4soahv13Ps/Nq09KbND36agmELTZml3E9qOSI9VTKYmxXD8+zWrYz5uPUF1r4Ms1h0ltlehWoMpdmqYx5NF59H94jtXw1knGXto3HCo0D6uqMe7bReU1HLWo6VVbZ2D38RJyLWpO2fpw2QEAxvZwtwmoH48thYdcTyNEpFr/MWz8DDKeCXZJQsH/AXcppTIx5qzyNrWfBKrsOLzQieSLRj9r5E1RXHQUFw7rwsXDuzBtcEcARqe1Zu+T05g6qKPd9K5qlbhqGhj53Pw+Mp5yPU3+PqipcD1dMCj3mpf4zGE934WhpuHpspbVT+tjsaG4b5s+c1ef/eeXwmeXQFUAuuk+8If/1yGEO2oqYfZ/4IOpwS6JC404tjjLUeXi2Fxn0HhpwR4e+WUbi3bl8PhvOwDI1/Py/LSxviWBqXLV+8sOcCCvzG5ZARGgAPCSvdIzl7ce+dNAfvvX6ez47zkA/LLpKH0eNDaX+9PQziQ5qMX3n7P7cM85fbl/Wj+Peo3+dp1975WZT57LhofOshoWHWXMV1VaVcvQ/87jtJmLzDXmZm09xjkvL2HKi/bnrDevGgHAe8sOMPDhOeSWOg9mGQX5Pmblm/Dq8OCWISR4eSyNqAdMka5pfleapmVomnae/nq/pmljNE3rpWnaZZqmuTpAOSWBKmc0DRY8GuxS2GtiB6uoKEViXDQvXj6M4gpj/gDLboTtpnfxRDU+xr7ayaUjnfcSKJyoq4XXRsC31wW7JE6EaK65j6bD+1P8sug2zWL9styAyNtr/KvZNoEIoe9OhJ6QPx+6Kp8+vqLQZnio7fc+/JxNvf6hYbudqa0SuXiEdedA+3KNgaePVx6ksLyawnJjoMqgaZRU1rB0by4JMfWXspOfzzDf6Dfkk5VZYZmA3VQjR3hnUJcUmsXFkNoqkcW764N+E3q3tXqQec2pxt70Lh6Ryq2Te3HzxFMY2DmFv4zt5tZ67v1+i92wmGj7W65WzWI5WFDOc3N2mYfN33ECgB82GIOxRRXGB2DPXGJsXXDPOX2ZNrgTE/u0A6Csuo79uWVcd1qaW2ULirn3Oag5Ggk8TBHTBGp9Nlny3fqFBKqcydsNJXob8pC/GA4RpTkw626os6xV4t1nlzVzOlkzp1sNO6VdEgAtEpzfkLuqUdU6KY6zBnSwGja4SwqbHj6LK0Ybc13VRHTPKT46kJoCCvsW+WZ5fqM5eR15Bqd60ZzNYICSE74vjJlm87exi4vs7zAw5DMMfZH0Hdlui6McVcZpaus0Yhton//Aj9v4YrWxedGJ4ioGPzqPv76/hiU2+XuueLfhJvxF5TU8/PN2h7mDQl3LxDB+IBFCsk/WP/Ds2S6J005pC8CdU/rw8Q1j+O8Fg8iaOZ3OLROt5vunm80DJ+lBJJNdj9fXmtxoUatqRLdW7DpWzMcWPVnf+sUGft18lD/21AfSOrSI58+jupI1czq3Tu4FwDXjuluto2NKguuC+eMc2pTPywELTjThzzjcNOXfgx9IoEr4zux7YO17sHt2/TBvfrCH18CTnaAs32rwo+cP5LlLh/C/a0c5nbXBHFXlBVBXyytXDOPvE3uaB18xpistm8WZL0g2R3JCVq2uaRxELS8e/H0hcWAJVJu6mw3eE5VYb47my1+CF/oEqIt7Nzjtyt7JeNHEhfj+EDH7qw+Pa46a/ulqDQaioxWDuzgOus/aeoysfPumfYt25Vi9t8z/44gpefWB/DJySirdKLQ7AvNdV9cZLL4NeYLvCz/eMt78+o4pve2CTJYaqtE2f8cJvll7GE3T+GNPLu2T4wFonxxPgkUSyVYWy0iKj3HYbO9fX260ep/aqpld4vxh3Vpave/bMdlp2epFyjEpXMlvNnLJd+sPEqhySygd2G3KUnHSmOciFJiekDb24nzZS1BTDodXWQ1WSnHZqK40j3feG5DTHFS1VfBsD5h1F83iYrhvWn/zKFNzQFNNq5wGEleGvdVvG4OJvhJON2L+KuvHf/LPcj3kVYqqfYuNf08ebHg6L9UZfF07MYz2t1AVTr/ZJivULngbsc/Y7m/m9xbDMxcCUGvQiI1SaA2sb3i3Vk7HHXh6GgDDurZssEjl1XXmoox5ciGnPr0wbBKU2wblROOc3qstKR40m09soNeSmz5Zx73fbzE32QNY9n+T+f6W05zOkxAbRWG5i9yWwJGT9ikv2jaP552/jjS/P71XW+cL8OdxX84p4WP37za9YQvfk9+DL0mgyh2hfBB+Jg0+mhbsUtgIweZWpqTf236ABY9B4SGev2wo3/z9VPMkpgCY6SI2Ym39NtglCADLp/ahdtPnJ94cp6L0oK+h1rdl0f22Wb9gd7dsrmq/uejSXjQx7uxXmmbshSd/n//L4zMhct70CSfbYvnd7Z0Lx7dRW6cREx3F0xcNYXyvNubR/zqjl/n1u0uc57lRSjGpTzs0F/uF7Tn+WFElz83d7WTq0PLzpqPBLkJESe/rvPaUI7a1mkws97m7v90MwEPnDSC1VTO6tm7mdHkbbWr/XTTcOkfbs5cMAeB4seMH0ucM7Mj+p6ax76lpxDrIgRUYkXS88pKvrnEau/yG5OyEL6+AX//d+GUJe5Kjyi8kUGWngV7/7BKehogj64NdAiNHP1J3Dq6//x/s+Nm7eS2MSWtFUpzzp12AsYnWshfhm2u4dGQqYyy69DVVza6o9s9Nuwg2uZiy4+dA1ZsZjQ0O+KHpXyg/eBC+V5Zr7MX0kwuDsHJX+1q4XNj6rpx3fa03adIM1tcMFScpraolJkoxODWFz28cx7t/HUnnlASuGNONC4d1tlvW5kfOtnv9x55cNmcXUVbl/JhWUWM/ztSboNcCcFyprInwh2gB9OKfhzK2R2v+dnoPr5ex+3gJpVW15JRU0uO+2Xbj2zaPdzpvet923HduPwZ2rm/mGh2lOFpYX3PqhvE9uHRkKn8elcqSeyY7XVZUlJIerYPGw2TqwVSlp6iIyKT2IcTluUB+q55w3oZK2MtcEOwShMdNlqdlXP228d+jjat6f9HwLs4j2rbD6+yrWjfTg1wRX6OqKVAWFw9N5SlHCNaoijZ/9L46boXB8U8EkJs1qgBqQ6SJvFsi6Jhlc1zafKQIHNy/X/m/lcBAvl2fbW6af/bAjpw9sCMAo3u05ieL2kSmzlbm3zmRwyfLSbFJMv7nd1byxY3jSGkWyycrs1DAX09NAxyf47ceKaK61kBcTOg+v83YLc3+fOXiEalcPKJxPT6f8/ISBndJYesRx9euaW2d16T66PoxAKzan8/3G7IByPhPOuXVdZzz8hLAGMyKilI8e+nQRpXTSJr+hQZvj+2++Iwj6LwSkuTz9YfQPSOHEjkIu6mB2mihxsF3aq5RVVMHeZlQdMRuGhHGIv537E2gSq+B6KdA1bGiCgY8PIdV+/NdT+yIXTJ1afonPKSC+MTb5TEn0o9JztXa5K+Lwvi+oMxxzaa/jOlmfj2hd30unt4dkjmjX31Pvi9fPgyA7UeLufWLDZRX1/Lwz9t56Oft1NYZKK2q5XCBsdZKaivrHt2u/2gNry/a61b5f996jD0nSvho+QHqDIH5Hv/x2QbA2EudCA3OglTf/eNUOqUkOhxnqY1FYvXUVolW+2RDTQa9FvHXQUHi7scaEg9OZR/wL/l8fUkCVW6Rnc5rXp0Ug3Mgj45SxMdEUVFdB6+PhJcGBKUcYSHULnb2/wGPphgDjIDkqHJTtF4LwU+BqvLqOsqr67jho7W+WWCo7XfO1FRAbSObEvlLuHyG7nBrW5z3Mif8Q9M0MnOMzUxq66xrLyn9eqquzjpQFU3DQWilFD/805iUelzPNk6nM/XeC7AsM48BD881vx/23/kMemQu+3NLAWMNlkf+VH+eX56Zz/Pz9lBb13BZDAaNWz7fwNkvLeHRX3dwyv2zyS0NXI29Li1dB0BEYL1yxTAynzyXmyb04LO/jWVUWmvXM2EMtP7f1H68d80olFLmmv0APdqGS0CyCR9bAxV48sX5KySCZBHM7c+3Cf9evCBN/9wRUhe4oVQWZ8K3jM3ioqXpXzja+o3x78Hl0LaXk4nCYb9sjEY0/asLYF626jKIc/cC3A81qgJxsfZkR2jbB27zUYBOeC+YNapcrTOkri0aJ7+sClVWTeukOL5ee5gZP2zly5vGoVVX4KjPM03TKCirxnQ7H6V/VnP+PcHpOkZ0a8Vv/zqdAZ1aOJ2moVw9pXreqveWHSAuOoqY6CiuH9+Dv47rTq8HfjdPV1hR02B+oVIHeSzPenEJmxKczuK1qto6+j44B4CxPVqz+kAB3Vo3gwO+X5fw3ohurYiJjuKB6Z4/4Lwl/RTza6UUV4/rRtdWPq5NFUHHmtAURp+v7Av+JZ+vTzWdGlXlBTD/Eec3ZJVF9V21OxPIaHQ47ujK0ZPr8NqOk+U1fLrqYLCLETyR8kTA1c1pOP6+XPFmm5T+9FbzT3BWOfr8P/9zI5YYRt9b3p5gl8BaJO7zbgmBGlUuj6vh/92syzrJiMfnU11rYO724wBsyS6ktMq6ZqHpk6g1aPy8+ZjFcONn0K+j8yAUwKAuKUQ1EIzq3NK9aFFCbP3lb4xNb2knbZofZuaUsHh3DpsPFwJw5GQFgWLZy9/qAwU0j4+RxNkhJL1vOzY9fJZPm+k9ceFg/j7pFNcTesUPx5ome27xRjB/u3LcCAwPk6mveguKpTdXZ5pOoOr3e2H5y7BnjuPx31wLn14I5V7mUhGE9EFQTqQWQvh7aiy7nEaa69c+Fcz9zJtAVWBu4q0CVgeXOZ/QthwNfZ/CS031Mwzidjeh/faWz9azeHcuAE//vovbv9pkNf72M4w1XusMnjX9c1enlESrGip9OySz9oEpdtMVVzqvRbpJD0iZTHlxCdd/uJYL3ljOzmPF/PfXHQBcMbor399yKuAkKG/hSGEFP27M5n9L9lOjNy3UNI1tTnIcmdz73Rar96WWvRlKU56ge/KiwbRsFud6QhHZ3D3Ge/2bbTrnkLDlzfV04SGYMwO+vMI/ZYoATSdQZerxx7LmQF0NZDwD1eWQs1Mf5iiviGmnC+BFgYNe6UKeowNwIC7QTevNWu7/dQmjUL/xclijKnxr+rmlUfng/PN5/H776fzvmlEMaR/remJ3SDJ17zXVm9oABWMdcrTOJc9Dnilhd+Qdhxbusu6ZzjaAM7iLscaU5iSZui/839R+5lw/c++cSLvkeLteAW09edEgzujXHoB7vtvCar0DiJ82WneqMn/HCVbq4568aDAju7fm7rP6NLjsqto6xs9cxJ1fb+bJ2TsZ/Ohcftl8lJcW7OW815Yxa4uxZtnDP2/jjcWZ5vmW7s21W5apjCL4nr5oUPjlC/PLcdCDZYb6taPHgtm03EM+74VZWPPiGsuUH7aycb3eN6iyCOY+ELp5U11o2jmqNn0OGU9BTVn9sIYu5gN5of/DjfDnT+yHh91BPoDl3fYdTPwPtO9vP87N7y6tTTOy8st9XDARXA72QX/9joL6+/SmRpX+rMJP5e7RNokenZNI3bIWin2xxHA7/oWQsDt3uCHctqmiEBY9Dmvehf+EWNPQADE1szPYfHeuaiR56o97JlNukUvqt3+dTkFZNZ1SEvh2fTY3T+xpNf1VY7tz5ehu9Lx/NgCXv7uKfU9N499fb7Ka7sX5xu+tfXK8uQmebQ0sW9uPWh/8KmsM3P7lRvP7FfvyGNOjNZ+sNKYduHVyL5buzeWv76+xW9YH142GWV81uD4RGH06hEuycwiZc6emNd2HJoDXFR58cq4LgWbwTYIXn68/v5PFT8Hqt6Ftbxh5nf/W4ydNp0aVI7VVxr81FTS4YwXjR73j58Cv01d89nl5sRzTd2q3KK3h97qfbz3d83U2SSF6ojN/rw5OyGGcO80tXuWoMs3rp5pKeplifHWm8cWxpalfpDXZ7Q+hZOo1phrekftd1DeJs2Y6FtTY9ayn+POoVJ+tv11yPN3b1AcSurZuxtCuLWnfIoFbJ/ciNtr+oGSb++rp2TvNr3+/wzrJ+5tXjTC/HtezTYO3n+VV9TX5Hd2j7z1Ryuyt9fm6SqtqHQaprhrbrYG1iEAb0bVlsIsQGjw6jkXoMc/Ne4ymHaSLcF59twHYH0wtxfzUu7e/Nb0aVc4OHrY3uMILPmr616gDeeNOginNYmnZLBYftkKIcKFy0dHAPuNoH4zEHFUvDYBHPa0+HJhq61FR0a4ncqccEXxjL7zhSZMT/5XCJVfntAjcr0d2b83wbi3Zfei41fBYPRik2W2zxuWjQysQ894yY9d6r145nP42PQ0O6pJifn3jhB600ArBSX88pppdN0/syYyp/Zi34wT/+Gy9efyarALWZBUAEButmPn7Tqv509o046dbx5OcoDdfjMD9JRyF591CkPcd2Xe9JJ9b2PBqH5fv15mmXaPKkQbzLIXCaSkcduYg1lxxeoCwvyh2Js7Bk1ZhI9QvNppijipv+D1/j3G50ba/qe/+5ub8tsdc+d4ar6l+hiGSo8p6goAUIxAmN9vHzmY30YJS87CYKGXXpM8UqHLU1C/eZ1UvvdfNQe9t5w/tDMDWR89m2uCOrLzvDBJi64PvSil6tHHeDOzmT41BqStGdyUqSjF1UEe7wJdJTZ3GZ6sOWQ27aWJPWjaLk97+hPf8es0mNarCa7vCqazhxIvjs9Swcyn4VwWB5minyN0FZXoC0FC/AfeXk1nwWCs4scP7ZYTyD86D7zUuBC6Whaca+n6bSo6qBjyaAp9daj/clKPKzxcu0bbHhm3fOZ7Q1ecXqp+v8E5VifG8s/t37+a33R+KsuHzy4zLtZ0mFPYdhwH0yBBXdZJEQxnDo/bRoUU8APdO7Ucn/bVJjH5+VYBmc2GfEBv8c++Seyez5v4zze9P7dnG/Do5IZY3rxpJpxT7BNodWySYX1fV1jHw4TmkzZhFZk594M6yKeIwvdmYZXO+M20SpV80vAtZM6dz1dju3m+Q8KPI+x37XSgch33J2X2P0+0M4n1SMDsWaVLk8/Wl4F8VBJqjH+iBJa5mMv4J5UBMY+381ZinZtPnvl1uYw6Ifq0+6fy7zCt1kudKWHDjc85cCDt+8X9RHHKVo6oJypzvYKDpc/Jvjiq7GlXusj3mSq9/kSU/0/idLn7KN8tb/BTsnQfbf3IwMhR+/zbHpQg8Jv37zF78+M/xAIxOa82CuyZZjbd8DmRbqyo+xt0mwv7Vslmc+fXjFw50a57YmPpj1enPLKas2piXasqLfwBw91l9rGpEPXb+QNY8cCZPXjSYfU9NI2vmdM7s38E8fkhqCi/+eWijtkP4WTj+fv1RZMlR5f5n4O19pC+TqQv/aEyMIEJ/Fr7Q9AJVrjS4o4XAjzykT4whEK13e9XOJ6ysicCb4WAEWT+7GL75a4BW5mGOKjkrGAXoCZttkmLvyffWaCF1DmnsfmG7LY6WF8ygUCh91oExvFsrOre0rHFk/RnEqAaa/oVAjSqwrlXdq32yW/PEWBzjckvsH3ZdNc66VlRcTBTtk421sEwBrIGd65sD3n5Gb1QkPxyNCOH0+w6RsobU+ccXQrSW7PafIGdX/ftds+DdSU4nFz4Ucft4cIXGVUGok53OPc7yAm373tj0qCzfy+X5gAffYXd13PVE4cbX+3Co/yZc5agK9fIHjMVv7NEU+OIK3y5eb4IVE+Xtqca2RpV8b5HJ199rqAanNSd/I4iL32h9PEeza/oXKjWqTIZ60KtbdAOXKxcN70LrpDjnEzgwtmdrj6YXQSDnI53UqLLnZDu9rhXu4ef27bXw5tj69+s/8n5Zwk0hGrQMc02v1z+vNIGdzpcnXNvmVqveNr7Oz4SkNo7n8VmZ3Eym3sCy/4i/y4v1hpEm95Q2gDetnu6zJw9C1lIYfrV/yuOKKUeVqdx7vMwV5Myyl2D68+4nAXaZoyoCazsGTAiexxp7LLLdXxxWqApijSp3uyyPKO5tc6vEWE7r0BYOGt8rQiOZusn2x84hpqHokw3LYHy75Hi+vGkccdFRrD6Qz2Wjurq1jMFdUmifHE/nlon1PfyJEBZGv+dQOfbYlqO2CmLiHU8bTtz9fIP2PVgcy0JkV4g4Xl3P+Ol+bNETsOQ5eCjPP8sPoNC5KggUb7qJdjSsLPy/fCuGGh8sxMFn+/mlBDTHV6icjCNeqH/OLnJUhcp+8uG58POtUFsdnPWbm/75K0eVMU9LtNs1qmwDD6Hf65/BEHplalgIlLf4mLEG3+E1/lm+1e+7kdv7aAr88q9GLaKipo6q2jqLIkVujip3tykmChLj6p+VKrSQClQlxcd4VMMr2iKoNfv2CfRq35xubZq5HaQCYxPpNQ9M4adbx3tUVhEk4fT73bdQf+GHMnubo6pgPzzRHjb6ODduSPPy82/svubo/qvgQPCuPSOZV1+Vj3+XK980/q0N/5zLoXNVECiN6S7a8oe+6AmfFMdzfjoxLvyvf5abvbb+M1f+2t0sD8DOqtuG0QWFPzS5WlQWApqjysPlluXqswWpppC/e/1rbDJ1J8sLJTd8vDbYRXBTCB0DspYa/659z/jX66/VnRxVTqbNXu/+eW/DJ54UyuxwQTkAO48V8/KCvfZlCKDdx0v4bcvRAKzJdhudv4+ySawezjmZLCtftW3uWTM/IfyuvCDYJTCyPIfn7jb+3RmsTnd8yc3as6FyDVNeAK8Og9l3B7skEcTNpn+W5zl/nfP8/RA6gJpeoMoVt29qQ+RgE5JsD9imH0owa1Q18e9LclRZv9Y0+Omf8NmlgSmPoc5JcNt0MqlzMC4Q/J1M3cNAVRg2/cvYncuh/PJgF8N9IfXbbWROh1eGOhnhoPak7Xa/dwYsfcG79brpQF6Z+fXKffkWZfBxjqraavjldihxnl/xnJeXcNsXGymtqgWgzqCRU1zpm/Vb8qAJTJTFRXr4hqiMLJOph3PATXgilI6lLvj1uN+Ec1R53CFNCDT9QzPnD2Xf4qCUJiK5uy8E5BoscvJlNe1AlbtBKfN0ysGwCNOY7XJ6cWaqUeX9ot0WgjeygXasqIL7fthCZY3j4EdVbUOfkYdfkjv7y4kdxr8VhfDrHVDtw5v6mkonN2emE4b5PxsabPocMuf7rizg/PPY/buxvbgtU40mQ7ACVSb+PZ5FN3TjdnwrVBUbXy97CYqONLCk0Dzu3vblhmAXoWmqtQm0NBggCPy+Y1mcTYcLqXZ67G1k2fbOhQ0fwyzXT8fPf20ZAK8t2suYpxb6IVjlomaBRbDO8tuKIrzP3W7n4WuM7HWw/Uf/r0e4JxzvA4Jd5mCvP9i83n4fN/0LUI/PTUsjzgG+/h7M+WfD+7wKTSpQ1Zhkvo5yLAXpxx0OBxWnF6YBiVQ5GeyqOYJjVnlFwsSbi/fx5ZrD/P3T9Q7Hb84upLbOwNqsxlQF92A/PLTC+PePZ4w9j3jZjMahb/4KL/S1G1xdZyzfin259QMD8tNxshJnOeDMJ5Mg7We2ydR9zdT0L6qBXC9fXln/etUb8PVVDSwvNE+6W7KLgl0EN4TQucPfScYd5agKwrlT2Xzm93y7yb8rdLKNFdX1x5f9ei2vXzYbmwEeLPDiwUFdDdRUeFQGR9NV19X/nv91ximelyOEBKQO1XtnwrfX4bPf8so3jTnYTLUrhIdC6Jjqkh/L6m2Oqoji5j1GKFzDaFr9tV9xdnDLEpE8aPrnrzNHBAUim1CgysGX5ejpa8j33OBvjdku/fNc867jZXpcHd6Lsjg9CXi3Xbd/udGr+XypsqaOY0X1NwXVtQbu+2Erpz69kC3ZhXbTm25A/thjDNLsPl5CabV1IOTMF//gsrdXsvmw/fx+Y/5ufPjb2TvP+v2vtwOw7qAxCGfd3MayLCHy+zX9JrysUeWs1pzH6/fzxVOUJ7UNLG+abI8Z/vresteBwbvPIJFKOhNOnWuEyL4PfsjP0FB19+Bvd1a+3hTQ58nUG67mn5lTavW+pLKGwvIa82uPfXguPNnRyUhX21Q/PiWxPpdTn2V3wqYvPC9LpCk5Dqvecm/axv5+1rxj/Fua07jlhLKDK/yXUzZUriPCiS+ux2qrjQFWR7XUvXFieyNyeAXgvgZ8sK/Z1qhqQrf/gdKo47Gva1RJoCqCuXsQDf8v3yFfNP07tsl3y/SUuwkMnU03/2Grt3O3n2DcUwvRgvRjNxg0Jj+fwalPL6Kw3Ng7x+oD+Xy55hDHiio5//XlPD93t3n6XceLKaqov/E4mF/GOS8v4Y1FmVbLPajn1Dlk9zTdH4HaADxrtjlBGDTlYM0Oaln4mrufyw836y8aF6g67E5tiEdT3FiSv/ZvL2pTBvqJ4/4/jDUVVr7u1exfxD3FioTbfVyoCOev3hwbevgUhOS2tqXp26G5aaW+LYOLi9KcEuvmfZe+tZKT+vmkpLLW8/VlN9CBgAe5Wlo1s0k6/tMtnpfFkT1zjbW+wtHXf4U5MyAv0/W0jRbgXFp75hnPR4WHArfOD8/1XUDDTjjeB/ijzAGuUVWjB/xXvNb4ZQG8dRq8M6lxywj1Sg62LYIkUOU/nnzHpu+luKGUF96QHFWRq8EdzDJHld9L4oS/V+yH5ZvyiATkwNjI8i9/xW7Q8eJK8koD34WrpmmMf2YRx4qMn9+OY8Y8PkdOWje5eH1xJqv35/P71mPc/Il1c79Jz2UAUF1XHwixzAzyry83crKsGoMhzA9mNr/b9i3iLUe6nN6hBY/Bmv81rlzObPna+Neco8rzm8VD+eWc9dISz2Yqs6n5E4pPXawCVbY1qvwQxCo6bPybu8ur2YdHBeKG0odC4bu2bQ4ekES/wc1RBbBw5wk/rajh3jtzSqy7qN59osT8kRfbBqoa3TuYmzmq/PV17M+AL/4MGU/7aQVO+GofrizUl2fx8KLipOv59i2G10YZ8za6K9DH/02fGf8ecZyWIOyEwrHUXaFSVkflCIXOB4p8HDwN+Y6dQuAzjzhefKb++l16cmxf9nJIH5MlUGXH3dpToXKw8bFG/Wic/Ejz9jQ83m4xjUlI559ktesalc/JO0UVNeYgFcCe4yUsz8zjhw32kffL313FLZ9vMNeQevbSIW6vZ/jj87nj6036u8g4eZnibgqNGtMbT/ftZS/C7P94uGYP12E+mXheo2p/XqnriWy3OWupzfobvsFtNNP6PflNN9QEz83v8L2l+/l+fRByL1SchOKjgV9vuPJX0z9PmpcEsDcsz7fW3bI13IT3RAMJ0z9cfsDqvWH2vQ5KEexaGB4wBeNPZvln+YG2Zy48kwYHljY83fyHIX+vsRmTCJBwug8IlRxVkSrEa1TZCoXgYMQKge/Yk2TqCx6B/53h3/I0gstAlVIqQSm1Rim1WSm1XSn1mD5cKaWeVErtUUrtVErdbjH8VaVUplJqi1JqhMWyrlVK7dX/XWsxfKRSaqs+z6vKL337NiKZeijnuAkrHh7Iv7nGvektdxc/3Yx8vyHwN722vfM9+usOrnpvNWuyChjcJYXYaOf79J9HdaVXe2Mzk7vO6oPl/t+1VSK/3Daeb/5+qnnYr5sDcHMdwN9MnWUNsYyZQS1Lg0wnk8yF8Mowj56G19S5sQ2222lXqzEwOaq8bvrnZROxJ2bt5O5vN3NATxzd8Pp8sy/UvjDA+B2+2N8ny/O31fvzufaDNVaJtgPGXxfJ5uVafKcuv19/Nv1TNu9tguauyrZvsXtPOl08PT1RXEWbpDieumiw3bj9uWW8sbi+VuD+Y7l203hU4dZlxyUhcuwNVbaf38Hlxr9H1jU8X3wL498aT5LjB7h5SKicd5si02cf7MT5vryfCoXdKRRrpTvS0H3Sjp/rXwd7/whnIRX8C9S1vf+5U6OqCjhD07ShwDBgqlJqHHAd0BXop2laf+Arffpzgd76v5uBtwCUUq2BR4CxwBjgEaVUK32et4CbLOab6qpQybGeHhTcDUA5+lId1QoI0kHJ7wfDRizf1W80ED8YP60jrU2SX5bbkIZuIC8dmcqeJ87l7atH2o0z1aaadfvprH9wCv9Mt+5NKT5GMSS1JWN6tLYa7lHzP30/9G5v8f/B3JyjSmnEZs7Vh1qW1ke/o8LD1u89/X2ajimz74GTB+DVYcZquG5w3tW9VYFs1mdzyPf7RZa+3IZ6/bNrGtRQjSoDe0+UUFPn3u/84xVZbk1n1Lj9MqbkSH2zHVeWvwK/3dWo9TmzP7eUtBmz+GRlFgDl1bUUWyXMNn7e7y87wB97cs1Nir1xsqyaXce9mD8oF/WBr1HlbI9yu4ZS4UHXTzq3/wjfmJ77OV7u8aIKOqYk8Jex3bhqbDcAurdpRpeWiQA8Z5Hn0JRk3ZJl4N/1ccdF0z/L4f68sHe03vICqPR+f3exQh8vz+azWf+Rj5dP+Nxkh6pw/NyqiqEs38cL9SiS7d5kFYXG1AsOP+NQCgg44+y45+U9ik+TqWvWy8t4pv61J02HhWOhcFxobEdJNRXG6woXNZOVUl2VUouVUjv0ykx36MNbK6Xm6xWT5lvEezzmMlClGZnamMTq/zTgFuC/mmb8FDRNM3UbcgHwiT7fKqClUqoTcA4wX9O0Ak3TTgLzMQa9OgEtNE1bpRkzVn8CXOiy4H47TjW0g7lRcyeSZC33uicsh9z9wTSqBxp324V7dmI1FPm+RpWpx7YNh07a9coEUG4RqLp+fJr59aaHz+KaU7ujlDLXmjKZ3Lcdl41MBSA+Jpo2zeOJiY7Ccnstn/L/94KB5tf9H57jQemNyzO48ztQCpa+WN/DkF9Yl8NluXz1+315UCMXYNP0r+SYsRquC5qm8cgvbjTxcLdGlb8D7217uz9tAzmq8korOeulJTz2q/Ntt+z4oEViLJqm8emqg7y3dL/7ZfC3+Q/DuvcdjiqrqiUzp4QbP17HkcIKu/GVNXU89ut2cm3yDr39xz6+XXeY81831sB4+OftlFTWMODhuQx5dJ7db8LUHCxjt/fH2+s/WsvUl5eSNmMWz8zZRWVNndtBRCM/7X9W2+pmjaoXB8Cbp9qMaly5lKqf/9t/nMqo7i0dr7sxtn4Ltfp+4qS8x4oq6ZSSAMBpp7QFYFCXFL64aSwAPdvWP4ipc/DAwnJQ9kkXNXZcHnvtXgTOsz3g+T6BX6/BABs/9y7Bu+nztLxhWPdBQzN4sPBgJdwNh0BDpLH4jsuC2Muju8fU3+40pl44tMrRQnxaJN8I8aZ/DdVOt8yR6kW+VGHizXHNX/tDIwNVe+fDjp9gzv2upqwF7tY0bQAwDrhVKTUAmAEs1DStN7BQf++VGHcmUkpFA+uBXsAbmqatVkqdAlyulLoIyAVu1zRtL9AFsKxmkK0Pa2h4toPhjspxM8ZaWrRJiiYjI8Od4gMwMDePdsD27dvJzW0JQJfsTGxvn7Zt3YrtrefJggI2Z2TQJm8rporzx08cZ5cH63dXusVrR9sXU1PC6Q7m8+SzaGi9R7Kz2ZuRQZu8tQze9gR7e93IkdQ/ubWMvseO08nB8LqoOKIN1axfv46SvfbVSk3rzsjIoHnJfkZlrzGPc2e7eh89at5htmzeTEG2cbeOq8qnRfFu8tqdRnxlLpa3IOXl5axxsOx0uyFwc/Rv3L/3S9bMep3ypK4uy+OOjTm1vLKhiqlpMczJMp4YPppqXWtr9gFjAvc7RsTTM854YaGATWtWWE13Xs9YBrSJZkCbaKCcP/74w259YzvGgP4QraKi3Py5dgP+PSKelzdUUVVrICsrizR9noY++9jqIsZjPOcuXrwYR6110/W/u/fsoe+e+u6292bu5Uil82V7wrSOY8eOmfe9jIwMavKMOcUsS1VVWYkpxfryFcsZbzF9Q8tu6HNIt3m/YuUKquPb2E3XLmcHA22GZWRkcFpNLXFgdzJxtd8vOFjjMMG/7XzKUMski/dbt20n/3j9ftbj0GG6Awf2H6CHm+t2R7r+99ixY+zOyKBVwRaGOinruKpKEiyGV1dVsEIf1+noHvpajFu9bhPQnoVbDzOlpf1T4Vc2VLIxpz7A++rCvSQWH+aZtcagTNuyLAbk78HyVrVy7mMkAMeOG8tqWX5X+4Yr3uxbN84rw1RpZcHOEyREw/1jE+jWIhpN03h9UxXrT9Txxaos3jnL+F0aNI2Zc+0DCOe/uMD8uqrWQCKwcuVKqhLacSjXOP1rizIZGXfMPN3Xu6v5/UANfx0Qx4j20ezIryO3QuPCXsYe2uoMGvMO1vL1buv9762MfbyVsQ+A3i2juGtUAokxji/c2p/YyQCgtLSU5kBZWSlrMzKoqNWoqYMW8e5d8KVbvM7IyKD30WN0Afbs3cvR8gwAq2O/5edtmvePPzLQomJJLz4CxUesvxPN4NZxwJmCwwcBaB6rOJq1hVPijQ8kDAYDSzMyLI6jGn9YLL/zEet91NG6B+Xl0dZ2fQX5bLGYdldBHTPXGPf99jEVZGRkYKjWGNQ2mtFJJzmwdS3D20dzsLic3xcsJjFG0QL7G5W8/Hwy9eV+vrOKhrqY2L5jO7l59bV1Y6sLzcdagPUb1jMSqKut5ejhbGzPqI09/rQ/sYMBQE5ODjtslpUOUFvhk2OcrbiqfE7TX9suv8PxxfTf9TL7tyznUPc/N7icMeXlNAPWrFlDedJReh4+TDcn0+7Zs5ejZcZ1DS0qpBWwadMmCg+6d3MyuqKCJPO6jrmcvrEG5ubaXYf7Q7r+NyMjo/714sU+q8FnWubyZcuoiWvhk2X6SrqT4dlHjpCqv16zdi3lSb7r2MHyvsTVOW/5iuXUxLUEMN9T5RUUsM1mvqFHMmkFbF6/mpMHrB/KxNSUcjpQU1fLch9er7g6LjiabnhRMSnA5s1bOHm4/kGgMtRYXXuZ7Ny5gxMnG16PI6ZzhTvldFTWAbm5tNeHlZWVsXnFcvPxqryshGb665UrllGV0M7j8gnocHwn/YETJ46z09G5R1dZVckqfXx8ZY7D65PGOrW6hnhg1coVdNXvkS3PF47KZrn+DsfXG7flZMO5cDVNOwYc01+XKKV2YozhXGCx6I+BDOD/vNkWtwJVmqbVAcOUUi2BH5VSg4B4oFLTtFFKqYuBD4AJ3hTCXZqmvQu8C9ChRZyWnp7u/swn3oc8GDhwIAzU51u1C2w6bBo0aCDYPKxv1aoV6enpsKcKthmHdezQgY6erN9dGfUvrbavvAAWPwkT74Hl9rN59Fk0sN4uXTrTJT0d1uyFbdC7pUZvd5dd9B0ctx8cHRUFBhg5fDh0HeN03enp6bAt3xgSxWKYK6U/g55iacjgwdBHn+fV4VCwHx7KM9ZUsXgw0ywx0fGyM6zfKgWnRu0AYFjPdnxe0J2/juuu11JyX51BY9uRIoZ2bQnAst92AAfMQSqw39br5swCYOLYkYzo1pJfj6/jqnHdSe/b3mo6dz6i7fkrzIGq5s2bW60rHXht02wMmkZaWhocdFweK6W5oMfLDsalcd34HvbTZBj/9O3TB/bUD+6tDru/T7mir6NTx47mfW/saRN4e/4nnBVrPWl8fDzo99bjTzvNXH6n25nhYrzFNCannXoqJHeCrd+i9ZvO60uPcnH/ZnRZdrndrOnp6bAuARw8ZHe13z/y3GLMG9PQfLXVYNEx4OAhw+p/HwCGZXAIeqR1hyz31u2WDOOfTh070Sk9HTLrYIuTsq6yvjGOi42pH7fugNW+M3TwANiQR3yC49+v6TdjqfMp/WDtJgBa9RxMnzYHYG/9+ISqXL2sHY1lralw/d1nOB5sy5t9q9ZmGyrr4OEVlfTrmExBWTU5JcZAXFUdtOg5lBHdWpE2w367AQ4U19+wahqgoG3PQXywrYaTVcb8XRcN78IpQ/qQEBtNu+R482f46Y5qPt1Rv6yo5Pa8ePkwbvpkHfN3N3yTs7fQwC0LjIGwtQ9MoV1yvPUEm0/ATmie3BzKIKlZEunp6fz5nZWsOVDA7iemEh8TTWF5NcUVtXRr04yc4koS4qJpkWDxw86of5meng6lv8BR6NO7N33GpBtHFB42H/utPm993kkTJ0FMnOPvxGCAPxwMd9PGulw4BF3aNKdPejrlsevhEEQppZfXeBxVpvcma/dZ7aMO133sHfMx3aR1q5ZW07759krAGKgqVs1JTzfe6vzp7Pp5Pj6who05udyyoJyFd08iZkdzsKlw0SKlfrnXzZmFVWTZxsD+/WGwRXlLc8zHWoCRI0bABoiOjqZr11Trx5TOttUTW/NgJ7Rv3572tsvK8NE6HCk6AiudLH/VTtgFPds1p6erdW9tBhUwZswYaNcHahZZP+K10KdPb/qM1peX1QoKYdiwYdBjontl3pYE5TBm9Gho38+9eRrD0XW4P2QY/6Snp9e/njQJonzUf5S+zPHjT4Mk23BxkGU4HpzauTPo/fAYv28f5lIsLzDfl7g6540/9VRI7mB8s7sCtkHb1q3t5zto3J+HDh0Kp9iM09cXGxPjfH35+4y1g9r1dTzeQdlcHhccTbcvBYph6JDB0MtieE2l1bWXSf9+/eg/zMV6HCnLc33N2lBZcz40VikBksoPc9re+uZ+zeJjQK+Ue+qYUdDawfW8cG1LDuyCDh060MH2O/ojyvxAOqG2lPSeidBtLJw86Pj6pLE2JEI1jBs7GupWGa+LLM8XljIcrH/dfuO2pKa5vUqlVBowHFgNdNCDWGC8O+vg8TboPDpqa5pWCCzGmEMqG/hBH/UjYOpm7AhYPSRL1Yc1NDzVwfDgcFgt04fJ/7y18DFY+159t/a+8vXVsGde/fvGbJfTp1WmKojuNBNr7IWExToKG9/d7IGnp9M6yViTYP6O4zz26w6+WuvkqrEB7y/bzwVvLGf1/nwyducwa6v908vKmjp+2niEY0UVfGOxjpHdW6GU4r1rRzPZJkjlriiL78ZRs9krx3RF02DPCc8TKT766w7XE1naO9cHXaDbsNi3/u/7LWgOmzRoDqf3eTkOLocfbqL453t5Yf4e1n76ANQ6affv5RPeg/nuJsx1laPKz73+ubNc27xOBovcbDafj+ldrRv51BJijdu2dG+eedie427s3z/90/U0frJ4V32E4JR21jUsdx0vIcemud/Fb64g/bnFVsMuGNaZJy6srxds2WwY4JbPN/Dlmvrjy48bjzDh2cWMfnIBZVXOq/3/sNF4Wp6/wzpI9cVNY3nlimHcfmZvu3UBjH5yAX/syWWnw1xY1r/TNQeMx4WfNx2lts7AsP/OZ+Jzi1mRmceYpxYy5NF5DpZhuTgPzjVmDU3biN+FwUCP7a8D9c2tE2JNudr8dfypD0weyi9nc3ah+f0D0x3fmFruU2e+8IfDXIWmZqM3fryO5niSrJsGvosQybdZXQbzHvRzbhYnx/m178GCx2wGBvDa0lHnAxHLD9sYVilAbMqauQCylgW5HL6p4ebQayPgDQcPxoPOy32msfua7bVmXn1eQqtrLsvXwkMNXX9YfP51VfCB6WmRn44hjc0/aLqWMN4jxCil1ln8u9l+dao58D3wb03TrC729LROXm+oO73+tdNrUqGUSgTOAnYBPwGT9ckmUf/c+xfgGr33v3FAkR5VmwucrZRqpSfVOhuYq48rVkqN03v7uwb42dsN8ojDm0R3g1IBPkGZDh6+Pojs/BW+uKyBCbzJd2A72PSDcac6eiNPXI7WoWmNOsgr/Wa+Ts+98uBP2zxexoE848X97hMlXPfhWo4V2V8U7z1Ryr+/3sSpTy/i3u+32I1vDMvglKNmeud3yKcZlcze5l71f83mc/5xYzbfrnMcwFu130Hiztqq/2/vrMOtKN44/p1bdIekNBgopVighAiCgT9b7O7AxEBMUBRbDFJFxUBFEJAOQbqlu+vScHt+f8zu3Tl7ZvPsOWfR9/M897nn7M7Ovmdj4p039IqAnUtdndOO7Dxjgj1SymBYj0nZDD3FrZH4/XFPsmzZIa7hnCVCgaeK+VJIjIrZ6c+0dS4UcT7zvY+xM3ONh/p5gYhLsW9d1K58LWae7TXVOKeOcMH8ab4w2ahYsgjmb9pvc4R2LTYpTFYTxB1D5hZ+NltOWrFRU1rWqVgCG3p3xgc3NEMdKebQ0x0jV5Szc8W7YlaEAcDpL4vEA/27Nce4xyOtMkoXjTbA3tinC86vVxFXNq2O7h0a4uXLT8fGPl2wsU8XvHOt4ex526A5uPSD6VFxtax45qclEQqxmwbMdnWcuv+IIV5dLO/Fuokom7koYlPRdP19KzyB//ptsmdNXb0HF/adXJg5tmnNsji7dvno8gCeuzTSkuZwVrSJp/6+TVixC2kIaAzCuXqiHGtcTK/K/xnvATM/AubaOTTGidFPAjP6qfe5+h0BTfRPKIWLT8xjw00zgb8/i7XSGI9PFgz45mpgSJdgqvPy/Pgdh6nq4AA2TAd2BDte9ofbGFUhzMIWEaPKRxw9QmCn+I/ZCMMrXubdNsfPHwwAeZzzs6S/LyJKMpYOoaQaxjnXDZh2aTHIof33HRjPzZWrCmAyY2wJgLkQAdFHAegD4GrG2FIAvQHcrZX/A8B6CKe6LwE8CACc80wAr2l1zIUIxK6bVTwIYIB2zDoAY5yEipse3vamSmdNdMcej5UvOwVcoNl4PLwwsZ7X8jfFoqgSMqWnepdt2baD6DVyeWEA2p6/RQeBfuMqYf0wb1O0lVG/68yRffyRamdRlZuFluOuRP/0913XJ1u0lC+RgSeGL8bTPy3BgWPR7mgjF9sov+YNBD5rBayf4vrcKraZAvzq0l2WKk1wj0h+qV7eX9FQu+K83hPxaqGFmbjQKVbPXtYh+GnJZCVNzfLFbUoi+nduNaU4j/eKup92khcAgzqKFVET+Zqi3smiqlqZooXZL3UaVSmJ3YfDl9Fm5OLt+HjSmogg8G9c1Rg1yomMbLq7sM6E7hdhQ+/OUdZLk568qLCtOr9eBTx+cQN8eGMzFM9IQw9JGVE8Q1j1lC2egSF3nK2UqV7lkmhUpRTuvbAuXuvaGPdeWBfZeQWF1jYdUuZhSPpbymN1rmlRA7ecWyti29lvTED/Kevw+PBF2hbjN/cbvzqi7APDFijrnbl2r3K7JQ7P4Msj7RTlMbwXUuDsVM3lqFhaikWtwbx/HBwTV+zCbYOMOI+XnVkVvz50geUxrRtUwgc3NC38rlpEcZU0o1AIc1mu3p93HNixKPr4b+1jOAVOvtZnxRxEOERtqGviaNESNszjz8GXAmN9hUz5d3J4J5CtiEezfaGxsBgIqkm83XPoYCgw9DLg8xiizgRlqRRVjUW9SVMK21xjCqYeLKp7bKWoitfzoDIQ8XIul3NxzcBoIIAVnHN51WUkgNu0z7chBgMkN1n/lnDOm3HOz+ScN+acv6ptP8A578I5P4Nzfh7nfLG2nXPOH+Kc19P2zZPqGsQ5r6/9DZa2z9Pqrsc5f5hz56tZrmgBsE09kA2cbQuA3StNGxPd2DhYPox+0nuVNiuytmW8UvjCuFiJjVXrbGVRpWJ6P2CVo04UKZpmZ7uUgWvssp0YOGMDZqzZi4ICjt5jVmDsMkMRsm7PEQyYvh6XfTQDQ2ZujHA/0nmwTT0se6UjTqlSCgDwiuRC1+PSUzCh+4X4X/MaUcf5gUnaKWbusLQVlBYpkRNFmW0HjqP2c6MxWcsQlpNn3MvMo4ZyaqXCtUp99bWt+kpY5gZr4V2QJv2+sjiMJ9N/cjjCwYpi+a++ZWGFdXPcmDoRaYrgxACAvWt8KWbvGiqsbq5oUs258Bsmt/Apb5oKxLrq4hJPnljWshRoz92h49Grfku3Hiz8PLNHe1SW4iI9dUlDHDyeiwWbD2DJtoNRxyYU07P+6HcL8c6fq5EjZcvrdo6Ihffe9U0w4oHz0eikUri8STVs7NMF9SuXBGMML19+Ota/2bnwGNlSkjGGxy9uWPiM3HdRPehh9UpoiqrTq5VGm0aVMf6J6Hg2tSoIBejznU/FLefWQqWSRZCdV4DtB0Ub+GVGP7RJXez4U1/r2hiPtY9MWfLWWHNfCqzbfRgfThRBmdo0Ugdyfb6zULZ9/fcm6xP6ULy+svRipbubqCaW/s84Vvf4091RC/cFPEjNPJKNu4bOQwZy8Wn6+7g39XeULZ7ueNyVTavbZlKutG0iAKAa9qICU7lwSuRlxebavXa8/2PdkpsFjLgXOLTduey/mf+S6188JoSqOvNzgV5lhJVeIlk5GljwtfV+p9//biNgYIfIbQc2A1+0Edn3bIlFkW2xzW5sFOS99Dv2ObIbeLM6sHmW1xP6O1+s76jd9ZQ9dfxkJiWcCdT4w8P54m/BdwGAWwC0Y4wt0v46QxgzdWCMrQFwsfbdF66CqYeREmkc+LIt0CvgSYeqAcw9Cnx6DtDtJ/ty8cTJ33TuAKDLux4rtVup8DGAsXoRi5QCco4AWS7uVZAxqrihMIi6bpnrRNwvwPEZ0l3/Zq3bC0BYCNz/jRHx/b4L6+LzaesBAAsfrINyGfm4/9tMrNltny3hwoaVULJIGiqVjIxM+/71TdG1mTLxpW+cYlQBQCoDOqbMVe5bsuUAAGDY35vQtlFl5OQVINpxCNiw9yjOrRud9U5JQT6wYKi7sg7IP+mUFBcxxOze3xUjgR9vs95vK4cRHatD6gJ0SF0AWC1G8gLkgyHVYreKYzl5mLJKRMQ8qFDW4PgBoFhZ+0o4N95V/X2LV3u2+Fvgkte8HRPRsUY+rPnaICo7rwB/r9+HM2uUwdCZm9C6QUVc/nGkG5GsuLmx5cnYuX4ZViAVw+duwZm2c/c4DyhyjHZh4WbDFTErN3JAkZaagquaCUX12MdbK112U1IYLqhfAWdUL+t4Wr1l1WMS6TGLGpxUCht6d0b/qevQtWl1VCpVBOmmZBGVSwulX6u3Jjuex8wTHRriiQ4NMWbpjmgrKcVjd1Wz6oXPeKv6FfH1XS0xb9N+nFWrHEYs2IbtCosfA1U/6fxsH8nJQ1Turi/bRXxdv+cI9h/LRbOaZQsXL9yit79F0+Jr/r92t1goeDDtN3ROnYPOqXPweNZ9ro5d2PMSNHnFOgbY1f1nYmbRR50rGvmw+NP71e0LTQUSNHaya9PmDRLxPgvygNLB9rUxk9CxZaJcv0NAXCZsiuumt+/T+gLnPxKHc1rw/U2x17HbFG/0+AHxf8FXQMNLgVM6Rx3iHfma+e1rQ6Co2jwroi937/qXgHfNKUaSmf+KRdXW+cCAdsDjS4GyVrlUg8DL9Q/oedj8N7B/I9Dkhsjzyc+3J2WZu7Kc8xk2hdt7OKEliXaaDD9uXf+SZVEVb9e/eDSielaUo3ucy8ZsUWX1m/z/Ln1SolvKFEMWNha9Cdeniknbd3OMoO3lBp0HfNbKUkn14Y3NCj/rrj01yxfDpY2rFG5vf6q/gOl2yPMq8yRUpxiycKpZybN+KtC7JlJzxe+ZsGI3aj83GkulIL0yOxWTyJNKF1GURGR8khhXGzy5pgCwfR6Oql2LsnLdxmZxJ8vAGeuQnedN7iNZxiBCOVfeNk+x0UREx1W40ZMcnlj4tbf6beLw7T9sWDWOW74Ttw+ai7fGrsRlHxnPUv3KJaOOq5C7A69vvR1Pp3lLRrF060E89eNirN19BFsyj2Ha6j3YeyQ2Nwg5kcJVnxrp0D6YsEZVHIA6rpzOsLvPjYozpK7E+NiydnkUSTNUpIwxPNimPqqVLaZsH6qUtkjz5uG9u/SMqoWfdfdD83PxcNv6uLKpoTj45u5zwBjD2bXLgzGGBieVwkHNvdiF4bVrdh8y2q1+f67CO+NWAdvmiz+Ndu9OxdX9Z+KGL/9WVWFP1iGgVxmU2ygseFmcJit6H1VaCnje8/LTXR1bplg6Bt1+ljJ2GQCH+G42fHeDc5lAcdGXjOsh/keMSbTj9m8E/ng6TkGFvdz3RK7Am+TaNAtY+E38z5NI4qGoOuI77IrB4u+BoVfEXo8jLq/93rXCImzF75Hjsu9vtKnar0WVz+ch2RZV5hAKynqtZEzAb/Z6fWTlVH50+I6k06sMMLWvfZndK4Bsh2Q5C4aI/+smBSJWFHbzmHi7/g3qCPwiLUq5df2zOn+iLcBs+G8qqpb+JB78nKP+6wibRZUvgv4NFg92uhZHx01WnSBd/+QXNYbrpq+G65OASkysFD+YKlxuD2XZr0Bc1aw6frjvPPz+cCt0kSZrNcoV18Rk6H9zCyzueQlWvtYJpYo6u2p4JU2afKZ4aYCm9AayD+HLH0dGbH7yR+H2wxjwaPsGeKRdfZQskoY9ikn8befXia6Xc5MrqINMY54FFlsrGeTg7ulWrnbm81uhuD5fTFuHU14aGzGhVR4qWVQ5sWrZPBQ/qrb+ssq+dkTa3rRmOYUALt6fiN+eoBV1Rf3zN2UqFZt2K0Dvj19R+HnwXxsxZ2Oki1GlUkUwoftF0XVqysdzU2wyVCpu3OUfz8BP87fi4n5T0frtybh10Bxc/4Y3K8CCAo5+41dj+4HjmLxyNz6aFB0kHgAG/SVcAt+86gxP9XuH47bza3s64rRqUfZGWlXenpvv7jkXH9/UDI00d2f9eL1tvad1XQDAV3e2xKhHWkUdX6FEBvYdzcGA6etRp8cfNmdSWdZac3E/I4/4h5PW4uPJa6PKdEwRcZ/mbMh0pSTLlVw5sU8oIUsv+KRQvrW7D2PptgOO9RTCOfDXh7buavp1LJAeZj1rLQDglweA162zRLc75STUt1BUBUaYrHdUbi4/3w3M+UJhCeaAmz4lTL8dsJZrcCfgt4fif95E4kchMX+ICNZtxU932JzP5Tl+uQ/YMNWLVPGl//ni/6TX4xQA2uM7YBdLNwjlo593ckD76LiqbutJSBsgnUNX8Ni6/smKqpC6/k1+3X7/p+cC31yTGFmc8OrKaubb64FXKxrftYUuzPzYfR2F3hIO74jl80iKquQyVQsCe1AxSXTdiCTJoirIVSE3wdSDaFTTNIuavOP25YDYO0aly1Zsv8GwqIqEuai3REYqXuxyKlrWKY8zapRBagpDRmoKnu0UbQFRpni6lL48WOR4PUGgX4sUxtC9Q0M8eUkjHMnOw7ezN6PVW5MKM60BkYHcI5Cfrc0OVgqzPwN+icqIalQlZYr6OsOFK/T7jW12Rsv760IxOVyhiMHll7fTrbNMdflQPTjW3bbublUHj7SrH13A1fsjXffE+bFHcXX/WTi398ToHTay3Jk6BlWhyCKpMe3pthHfu3doiM9ubl54XSwD23vgllRvMXQ2Zx7DhxPX4Pw+kyKy+lnRopZCARkAKdo1KF88XVhwbp0n4vS4yLImK8+/vPUsaY+363levQq47MxqqJkulP1ZuZEK2TJaPKULG1ZC4+ploo6vUCIDh7Py8ProFVH7AMRVIfB5xvsoBxGf6dBxa2W4rsRavyd6IUy2i7643zTcqT8PbuTdtxYY/xIw/BbLInr9BVZDu8XfihhSiWDcC+Gd9OgoV5jj0RaGZ9AfyX8oRpWf3/j7YyJYtxXHVH2Rdk2zD4qQHCoO7Qg4QLkL3LaJ+Zpcucc8jMf9WvvYvRcuYlTlBDAe8/u+H9hs2uBWUVUAvFEVGHq5xxP6vMaFCp7/gOvfFh/WzoFi056q3iWrd3L12Mjsi7rlr1V7YieLo+sfWVQln5xjkS5GxzOBvVrQ6DyViWOYtOIScQl6aWcGGOD5UrUVXbNF1ca/FPcggJcj4IDwTGpgWjeoWHhFimWkoWQRI8zbmTUiJ1YVS2Zg+audUKFkpJJo9RuX4oE29YDj+xWdXXyIcOcJsAGSlXUpKEAq8rF1/3E89aMRaJmlWDUz0n1Z/K1IF+2TQ8djMFfOzzNiMViQocWW2bTP3gqTMXcKTCc27jsWtS03vwDdBogshhc0qCgUqNPNqc1d3FvlQDHe7ZmNUtz1dhH3a0iGdba5YhmRit5H2zdAp8ZVCwcJdSsUcxI0cNq8M8V2/7wXL8bDbQ2lYwOF66JnOBeuO1Kbq7uK/vLgBeLZ+fY6EadHOdmKZmOfLtjYpws6nCZZ5PhsW9ttEZZFhzJ3AbB4ZzgH5nwp+nCNKmUsXBAL8TAQi4El2w5EWDfq3DJwNur0+AOfTF5b2GYoZdHXg7ycVHdFy7YOZq6yqEoasz4W7kNmpvROvCxWhDFVfKx4yuwUPzFCRzLu9YwPorcVFAD9ThGWeyoOblVvjxnFApUj8XhAvFpUSfdt00xg7PPB3kvfCRWcro3F71z4jVACbpim3h8IMfR5LscDCcNNe+a6zYuzZaut659iX5AhS6zO59f1L0Sdw79fUfX7o8CQLob11KxPjH2LFD74ybKo2jBdDMoticMLZmdR5Qcny5l8aQVp71pgSOfobCJBvBv6+eyCqXuASUpC2ZoghYk08oCwMmh0UqmI45QuSDIfNgfej7ebjwt8XBvVxHJGkUextEj04EtW5ukMmLEez/y0JHLj4Z1R5SzJzQJ+NVwTNmdGK3Zc8/ujwFu1DMsSxcrHIi2Y/BaH81zboib6d2tmW8YPG/ceRYMXxiBfy05WRFc86gkBdLxaVBVuSvyKuhuF3t4j0QpIq6xjjAHYt049ANSuS8kM713e8IxX8UKav3gtyxwyDA6+42xULFkET3VsVLjNa6BuJavHCdedia8WbtJrTWXmLbHc+9iem8rsQKEkvS4/LXLnytGif5B+Q9dm1dG6gTCJ//3haNfAIORSuRzq6BZ5twycg8Yvj0NOntZmjHoC6FWmMLtr33GrkJsf7X4Y0511YS2WAo5rWtTw4IDsHlXsN0dSM6K3rZ8cuzCucDPBCTIOVZzaUM+Tch9yhM0l0SsLvgL2b7Ivk5TfaGOxp1Lirp8KvHc6sOzn+IrlCubeoioe8ZOOiEUMTOhlbBt8KfD3J8B7pykP8cXHLYKpx+3v2p6AbPWxuJ7p1z0suFJUhWTB4cfbxX/Xwexdzk1Vfb8eS27HYotjtHe3oADYPFtd5purgWFXO58/yfz7FVW7lov/hUHWHF7WfDtz3OiBZ2AMvcw+BWzCLKpiqc8hq4EqiKJ5UhmET7y50YrxXuVpyoH2jSpGuOYxAFc0qYZpT7dFh9NOwsOSK9b0Z9qibHHFIF3meAwpvAPF+fowcFzUUJ02Xqcay0RxFv3+qJ6KAdM3YPchkyuol3v/z68RiubLU2Mw+V38nfivPzc2HfpX01ch97i1RcOj7eoG0jakp7KIODgfTowMtH1ePYvMim4GI8pOXZI55xjw50tArgtXXbcorokbN7y3xq2K2lbRpKhqWrMsJj/VBn/3aA981FxtUi9lN7RVkP3dP+q9PCdlJe5JE/GQWtWvGKWQtkNXXMhc2tiwSDp4zDDvvu/CurintSKemx90qxu7QWcQGR8D6gdrp+zC7RfUAfrWB8a/LDbqGZWk+5GemoKv7zoHG/t0wemquFkuVy3tYkzZKWReTv8KpWEkyhi5WFuNnzcoquwHExXB8bXzpjCOi1Pmo2XKSrHZ8owSLmJOMBTgnWub4IE2DdzU6AnHhRcVGXGOdyUzqBPw053eLIZ5AaKuftiUNl4nYZ7kT5brX4CK1NwsYOQjYkHajnjcV14ArJlgXbeta6niudupLd5ti4MyY/4Q9fa8HLX7N2Pxcf9x+zzrlj27lgUvQ1h4rZL7pAWenl+3ihIFcUkiEQtBWlQlEeXYxG3brminV40W/5f+aHGINF7YvVwtw9oJ0bHWCo8ni6rk4XTxRyYwnaxbdi4VwdSAYDXHscSomjsQGH5z5DbHWESy6bH26JkzTKQF4JpjVjioBqMeOJYj6qtWVsh2eZNqAICi6SlgjOHkCiIoeq0KxqC8Zvnivs+XcKzu8dFIE+DWDSpiYx8xGLSb7F+bOgWVcMD2lMonxU3DuEsLhh2PjmlqH2CKtVsZAMwq8jDS36ppuT+opj03n+PgcaHE+GrWRoxYuA0A0O2ck/HPqx1tssB5df1TKJFnfgTM/BCY/bl3wVVM6AVkRVsWlcFR3JDqL/vKsp5t8Uaxb/Fq2mAMuv1s1KlYAiepMtPtXQMc2SN12jaDsB2LgbHPWWa9mfJUG3xz9zmoUNJBAS3x1tiVEd+LpqdEXGrZja5H51PxQpcAV4qdCCQ+WYDvYeZ6EYvhr/dNp1CfI8rybMUo4O9Po47JyY++50u2Rj6PK17pWPi5SFoK7r+onvKcV6TOwrNS5sh9Nhkgs/Pk6xr9GwZkvIuPMz6yPD4aZ6WCYSwXkqFdegJdbTfPsrdEUVmwyM+WuU3NPWa9Wq0iXrFdPE8c/biHnAATPSv0Nt3JZSkeVhdZB4VFwspR8oksPuubLO7n0b3Any8GKZ07xjwTgGVhjM+PckFFNZYJz+Q5Gh8K7/wcEcsvcFFisKjSF27DwolkUVWI6vpbxajyYlHlRQaXrn9Ox4eAkIxmEkkMF3/eYONzIjv2z1oBS753Pu/OpR4rtvsNNtcp+wgwurt64Gd3HleBS/1cV5OsqkYrhvtVqpgI8FtLi2/zTEcRCL14RnwCnycei2szujvkaztppUjF3L9bc9x6Xi3L2vqmf4EvMsyxkyJ5NX0wHkn7xbTVxbu5N9rCJlYKf/20vsCUN20neeWZsKaYuXYvjuVYTUyCaRue+WkJ5m/aj56/LS/c9sZVZ6D46pHAYQtLGVl2L+mR5bJ6sGU5mGN+nkjZfnCbiOmQ73FStiXa9Pit9C/RJ91LcEiDkhOeRTc+CremjY/Mambm47OAD84EUrR3lRfgpQyLgZgyZqFB7YpCEV2vknsXqOIQ1/L1rsJF+Kpm1XFqNcMiq4TCLTb+6PfapzWFHEMlyH4wx+xW67GvHt5N+iIpqmSF0S8PAAD6T4nMvFgs3XhvGGN47tLoZBc6qRCTuiLIwX2Tm6NgzkAPQlpfr/mb9gMADn93l9b2mnChWKxeVlPWhkVRFSbMC2tA5ARdf5b16/zzPcDnFyqV7ErksBKW+HHLs1EijO4etaAU6GTk6/95qCtJFC5MOjzzVu9NEG3YoR3q+rwE6/9TUlgk8v3dON1CGcriZIWmqHPHInfHqlyJk4Wd4uevD4BVY9zVE5dwMzHcNz2Gc2hw81tc/t64eCa5JQbXPz9jtVgXIsmiKonEcvF1UzsAlg8M58AeD5PprEPA+2e6L2/XiHxmF7NDgavAaooyZlPBFaOATbOA7Yvsz6PS7Jo7yCA6Rv08EbGq/Ndbt6KYmNYsdwJZSXnB6prnHke+ZBKuT9QvPaMqHmyjtjjQOa20FDhf8c51SF2AFikm15gkNYwFUb8/Wo6/nmuHr+9qWfj9pgGzcVrPcdGVrRkfmOn0n//swtX9jQDzr3dtLNqLn+4AvrGYQOjX8NPzgUmvqcuoBtJ/O0yyNkwVKdt/vB3odyow9ll3P0InJVqpW5nt91aHjJXPvQo5e1FBPopw91nPXros2sJJV1S4Qf+NN59bC0PuOBtPXtII1QLOwKnG5l3KzxVunX5d/947Xfpicez+jcCWOd7qjXr/gxlM5suxohZ/i5lLV+P8VeaA3qZz2VjSnFNXuN3WYCITz95xkVaYfzza2loYi2vNOQrf9VKrflIfa7J+2auw5iqerpWJZaIb5OQ0Hm4ke9cKq08n3LhPcQ7Ld+WIFjPRbXa2I7ut93nq20zX38lSa605C6nF/Vs9DthilXXU4ph1iqysYUN/xpKpqPJyTqt3Qr7PiVRU5WWrn7Hj++G6DVYlMJrzJXBMdqP3ONlWvTOp6dHbwoK8gDO+JzDCIli+mXhYA7mOkWTBlD7eYsbGEzfXJwwWVfLirdKizUPWv6hjpXt3eKe7Pkk/ZkhndT3OFXgoG1/+e4qqoC6+/oBlHzbc8gCRPvKTlkJx44atc4EDNkEgzQ/ymj+9yQmICcNS1eDXheufCrNrzPBuwOBOwLZ56vJ6x6z/ltzjxupmIBZV5iqCrdNQwps745iqPSGQrYbua2kRF0lBEWXGKycUz5wifsKSrQcw6K8NPur3cF4T1csWQ+sG9jG6AABjnnZIiuCfbuecbKyu71ur7qy2LRAr7LuXA9PfVVfk1Knv0dzVts6XDxL/jmvKpdUKJR3nIrijyrJAcc4KxZ0tEi3jWPl1VbD97dHnUsYy8jCx4WC4pkUNAECbRpVRsWQRFElL8gDgk5bAG1WCWV20uhYfNAEGdvBYWXyuS75Jxs3Dn8ataabJvfxcjHlOWNJYUKdCcXxwQ1MUhbA4zMvLjdh/atVS2NC7MwZIiTekE9nKetWnf9nul+s4lCXOe5wbVgbF9y0XA2ZXlpUe8VNPoMHKNYZ0ES5S2Ufsy+kJdOxQLWL5vV5BLLQc2i5cYGWclH1m1yEr8b+9Dhh4ceQ2Xy4lMRCvOFGAi+tv1ZcEPMlVudZbnU8e28jWQolctMs9pn5Psw74vzbbFoiYu789HL3Pa4a2iE0248rV48T4Y/9Gl/XHiPl36DGG3c79CutxeY1jiVHFubdnakpv66yUiSbQrH9x5HObBSrA4tl1aUQhG3u82wj4+S4XArmL13ki8O9SVO3fCLzT0D77R2AdgHbDe9cA+kgxa/RVvMxI1wIUFIiVQKt6rDAPUtJ9WPUM7KB+sN1MwlTieQ0Crvuf6w3yuknAnhWR2+xk8ooqRlUs9RauCpldZnzy4+3A1LdjqyNIrK7NmnEoekA8szenTUCtL081nmGn6+nncqvezdcrAb/eH7Hpio//csymFgu5BQrhdy0Hpr3jroIDmwOVp3rZYlj+ihaXSr/ueVnAe42jC4/rAXx3g0ONDgPpVSJwOFaPsS0WXa323o17XrEvuoIaZRQxpUw8c4lFUOh9qrbUBpVVpwsqq+JeeXi4u5xRDe9c2yRiWxoL2WAhpjY3wN8iv/85xxCU4qrApOhOhYNr+Oz+9hUyhiubVke/a8X7VxJG0oEup5QBY0y8qz7GGgs3H7DeqcnIOcfQmRtRe7+YEGXDZGWQl2VSVBUAOUftXdiOZUr7bazFvbJshPdjnMg5Kv77jr0hsdtwq7a+Xy7u486lwD+/OZdzknPEvXJhcV/0xQErju11Vo5YEqArTEGBOih3vCkcIzvcJ0uLqqBlVlgsW51v4dfG5xTJDTyRFlW5x62Voa6vjel35mltYtYBY5vXhRGv7ee314n/2+bblwuKKEtGjcGdvNWTCIsqP+3jxuma4s9mPm1Fr7LAKIX7ui/cKHKSbFG1dw2w+x/ju9sYYZwD0+3DpGgFxT/9PXUTdidWXQe5/gXI3jXCzJJzkT3hyC5g8ffW5YPqAFaPBdZNtq7f/OJMf1ekQd29InK70ztoNsmVG/6YsbGosur0J78JjH7S22n26S5eWt350gp0lKIqgAZHr0O/djG6/mHjdKmeAFj+CzD5DXdle5WJw8qGexeb9JwDAIAuKVpWvcM7LMvakV2mrguxLN7NJUbw4m/nbEYR5OD+NLfx0bzz7M+KWG8DL4lypWtcXZF1DAikgR98+9k4WQvIf3Xz6upYRkctXE3sLDQB4zn+ZyQw6XV/AqrehcK2ysIXP2qTs7VFheJBxXByo6iKlvvyM6sqqnLfRsmZQHXSUxI5qLJpswrftzhYVPnheynG1JtVY+sLpDYjX6V4jsL75L5hJRGzsDQzFFXvlbEZe3g9TdSx4nrsPZKNMaN+RAoX71tZdjSy3NE9kW0QLwDerAb0OdnYdixTZNztVUYkqHi7DvC2Qxvt537MH+z9GCdUYyyryek/I71buPppv72MiTbNjA6foCsJ8yS3ZM7FfYkI1G2BPE48tM1IOuJEIAkVNPqdCrwT3d7FHe7B9W/OlyLOonl7oPJ4sKg6JmWFld3a4q2okmXMz7VRVPlssOzihsXUZ7h5N8MzwXZHPBauzHVy+L4um9xY+SrOP29gQIYHQSqq4vRsuFo4tRgXL3EYMwDG7/NkoayySDzR3g3Bia+o+uZ/InDdwa3WSqJ48XXX6G1WHb8eTFj2Y570hnNsGKv4BC3vVW/3gqtGxFRmqn1WNPuqFGl5w+76ZzbDj7U+Nwy/BfiohfHdKv1oULh4DqLbN2/XgGW4sQR0bkRnrNmLx9JGoGHKNseyfnkwbWT0xrzouEbLth2KLgcgiM6w7SmV8YAWB6xx9TLeDnYc5HJhsSKv5rqu2+a36W2V1cpR1LaAYg8cywS2L3RXj8e+QZld0cPgS5VwId2crS4euBqQBDBJDbKvNVshH93jvy4psYjZooorTeI9/I4FQ4E/XwRTHJNxeKvigMizq0hhHL89dIHtkUezhct9Xn5+hBVXFB82jbaoMvN2HcMCSJ+IOMVCiocbnx9UY6yIWDgSP9xiuORYkajJlM7gS4GvrozcpisRY1UMAMDvjwH9z/N4fADX4MhOI/NeQYFQgk42x4KLA4UxqhzavMO7xLMw7JrI7YE/1x4sqtZPNT6nJFBRJctYkGt9DVQJmrIOAr8+FBnyJMqCR+WO6dV6z2c/GctkPNa4TH4sCv1ardkWVdyPZOgo5vpLlhOBq+vjsf0K2gUuxRw7TWVRpVLaenT7zM+N3rdwmNpaOlYlcYjcBE98RZUepyUlDcqGcLd5ZSnOb6tVgFopmG8h094WbnBWZB2yHjz6cQGMwsb1Lx5pi91MVuMxaOTcf71ftDU+Zx0QE/zCuuL0Iq8Y6d21KSacf4d1rKCC6BXKqDoZUhTBtKNwOcAog6POhbxgejbqp2x3LNPp9Cp2FcYuU84xXN+4NH5+4DxcYnsuBU5Wb5nrhcWKn3h3du2nbSwVxTXRY2HZ4ea9fbsO8EUbd/UcslZwHlVlcVSaZftxrTFIYyEI/AlI3WUs8sRxMDP+pUDOUWCyqGp/qiLWnNfsZjM/Uj/vTm2YzfPcpGZZbOzTxXL/mCXbC+s4DofsV3J8pqACmi/6Nph6YkW1IClf918fjK3+uA7QPdS9RhEH0Arf9zhAiyoZfWHnrw+CrVeFo0WV9hv1LLZmV8pkWlRtkBRVcz43Pk99KzqbY5CYJ7xW8wxT2AWsmwz89SGw6Btgro2lYiAWVVK57MMujwFimuPN+SJ626qxQP8L3GU6dlL2q4iL658qSVUSNFWBxAs7AVz/Ul1Y/rtZ9Dx+QL3oopdTeVQdzwRGPurufJ4gRVVw6B10Sqo75couxQpBkFhZdRWmR/cwoFgy3HoAkl7Mu2xmlNcpjg+nORsfoPh9Ps5v7sRUFlV+GzK5YRj9JPBR8+Q3islE9Y69d5rjSlJqqgtFlYuOlIN5yrrmhlQfMYOKpNs0nUFMdD49Fylv10KLWuVjr8uMMlaeEyYFtuo9tXP9mz/ExzkB5HpQStped+d7su9ITvTGia94PI+JnUuMz+smAb3KoMwRyUozUatWm2YZcUN0ChdPYrGoSsJg5q8PPcWByzMpqiqUUGRd3DwzepsTyr5ce/Z/e8iI9SaT42XCFcnoJULJmoICXNPSwU1v3iDjs1Pqd/ke7t9kfU9HPe4oY0LQ26CISaHU5uQe81dfPHF9Duna//mi+/pjTkHu4z3OzxNujCp0RVWqg0I1CAoteS3GGIXPS6xxmOywUE4pXeRdjl/MSqIg+fWByO9uZZo7wHi/0uT4jRYWVfJ76fVZk6/dh83dHQMAP97mTrG1forCYkzxnv72ILBrmXOsOCC+iiovfW2UhXmSlA6BhHJxo6hKslIlxaSochujynxf3qolFl6jiimuo+ze/c+vivMp5ihO/dC6SSJz+b51yb+mEie+oqpwsMhga1qaKAsVs6Lq6F5hJqtnyvPy4nJu3fClBZDi3M2DuNhhFXXYdV5OCGRuiMxWZh7sB7GKpIp75crNyMX1OLxDKKsAd1mFTgSCMAd1uL7MjSm7qRE9eExh5opwWKTY60QCkM8qzlQQnYcb6zZL/FpU+WRCL/dl7a67i+uWk+dSfi/34Idbjc/LfgYApG+VsgLFezCg1z/inuh9+mrnom9iOUEMx7pFeuYObhWWVsOuc33teNRzEZBiQtU3Zx0Uq6ILvwEWfBXMeQC8PuofHD4g+kYGoKQqZp0Vgy+12KG4DmHJ9KRycdBRWafHckvNz9H2Bab9ye9vHPEtYwwWVVPeFM/WlrmR24ddZ4zxrCwNglQO6op2qzqj3L6Zer9bDu+y3+/FosqONX8K98k8xQJKrOxaZpLJZd+3cpRhCa0rqtZPBd473SiTl2P8bC8WVd93iwzAfViybLeKx2nFRimuEufAxNciw64Awv32s1be6nXCVlHl8HwGwaLvRNzmjFKmc3D/71wsYxS/x2ZuEM9+rzLuFh7cnideixJRrn+qcyvG3W7kLigAts6N3u4U20r17o1+Um19pfP1VcI1evjNoer3TnxFVYHUCSU6RpUKs8XJxFfERGDtBPHd02TOTlHlnDHLVf1Rmwp7GHdVeDFP371SxM+QV4rM92qEYqCcuV40WBumqeut2TLyu8qd0O6ZmNZX+Kb7Sr/t4ZiDW4FD/oKRxxc/nYnVCpoFrhRVosyWzGMYMH09mrwa7Zp2T/1DaNOgnFshAyTy9xZL40iH1aAkAVaJseBFUZVzTLx7hSbxNr9Nd2Pm+UB6Cd/i+UZuW6PeyyBdmGO8BxHZykIwGPCaTlsmIatu0jkmaBZue1YAm93JbbaoCgxVX75tnlgVDZgBMzZgYIbIOpqCAlR1kTHTF2GJQ+VKUSW1v4HcYmaRGTE8K8uWxHrf/LzHemIgsxJhzbjEWlTZuf4t/0UuaHG8tN1JCQVEW6aakQOkcy7cij+VYoZ5bfPtsnUGhZd5id7P61Yk5gzWh7cbv5GlCFemAR2k99XiPqwcJQJwWzHxNSDb5bWQY4ruXApMfwf48Q53x0bhQbnhx6LKNS7e0V/vB/qfH90eZB1AIAs0+9ZZxwNU4Xd8Iy8WuApR4bX90sof2QMs8BGr1fH8CnmUbaGD3JwDsz4SVn1umTtQtM1WFqYLhjrXsfsfZ9kSyImvqNJfSF4QbAYTP3zWSgoeZ9UpeugQCvK8K6rsYl7JjH0e6FvPen88NM9b/o7e5qaD1M3Lh16ublTMg6z1kyO/z3gPti/dpNdF4+7nxfTSMb13OtDvFO/niDdeBqmWq5YO99GNciQ1HVm5+Wj99mS8PnoFVPej+ebBqFgsFosgn5iuUY9V12JN0VvVZWMJAu1w3kDaNi+BWg9pq5r6YEGXR/XMyJmvUl2sMAWNlOnNT+w7ZZBtZcEY70GEQi0OfVWvsiLLrFvS46T0iAdLfzA+W1oKRbL7UHQihEAI0GLKiVFl+qIMEyvL5TPy0bhamdgr1WPMRCw2hSQrkN6v5mYJRfksKelM4YKk/B4FoGDbszIyM2Jh3XEI5mvF0b3OZVT89jCQbZXcw4ZYxsy6pcNChUVmoUWVaXJWGKrDRzbX/Dz1eLFwm+LZ3bPa+KxK5gMY48XFw4F3GxoWYpbW4zYLvDnHTFY6HFg30ZS63uOzGvfA6vBnDa2P6cxju4J8YNKr4jNLEZbEW+cY+/0ubkx/x33ZiOut3fetc4DxL9sfF+u8x3Y+EORimU1d+TnR9/PdRtGWon74qLmo68v2wE93ujgggN/sZo6V79Pq8IdbgZEPC5f3WHDz/uxdFb3N6V3gBe4zuOqM7g58em6MnhNI0CKkO058RVWBSlGVpAss+ztbdfxcc38b3Nm5vnHPe1dUfX2VYb1lh2W2QcW1OxLgxNvufPKgQkbWDI982LnKpT9Ffp830Hkgdmyfv+dGz+bohOzu6JZYYsfYsWkGsHaitMGH658XBcrIh4EcF7GGOMe45UbWFcsA7nFdtbIiUpayeT4nFF7RLQt+fRD4rHWUHL7wdP0sVooObxftmFXZZCiq5LbBR+ZP5lRm1z9i0rxtnje5so+IuGCFE6B4W1RxRRIRBWlanMNaWra5VWOBXBtrgT2rFandwzOYMfPyb8vQa+RyLNl6ID4nSKDrd+NsI+ZISt5xBDrpkccLYUlfrU/mdeWLnNRAdv3LOSYWovz0rzqzPhb/Fw2zkCXAa223iHF0r7XLtxMrRwE7Fvs4MIYYVbr1kSoWm57QI0pRZRHHcN86YOt8+/O9cRLw8VnR280WVfL94i4WBfQJ96YZ4v/u5Zqsislnfp69tZ95fKq6rF7HdYl4Jz89x/sxzEpRlWfMhfKzFVk3E9BnyNnJ5ev31/sOB9pdazduWnEYmx7cFj2nmdY3+vmUnyuVHDuXRW/zgm5JlZ8jxkBaKANb/I5vIt5hF3X8/am/8+jWoH4VXTrK4PUBUJDvzWtJJtZ2w+s4N478CxRV2gvJCxBTpxs0vEB0vlGNST4w+U0jJbQTlsHUbVbB928Sx2Udsg4AaOVTq/Ljf6e+o5iBMPxm9XY7zfCqMcCYpyO3bZga7SbopuE45JRaXMGQLsDGGc7lJr3uve54KmS+kbJceWpUXcaoMtcpB5W2rLoAaSlGk2SpOAiDu1Si0DvQRcPENQzit9sNtM2Y7+NeSZn8idnlViqbCHcFO+Z8Cfwz0vgexMCh//nif+Z6+3Jmhl0DfNzCWFGLuIdcDETj5hLMxSRepVSp3178L1cH2DYf+O56sThixSdni8QJ5vrdcnAbMOoJd9mTAmDorE0YMnMjRizw0a67ISkKc4jnx8kywDchUVSpxj27lou2S1ZUTX1LxLGLZ0bCIPubFb9b77OzcPfDkMuAZSPsy8RiUSVb+pjb16+7iv+Wiiqp/LIRwlJjQDv78xXkqdtevc4UxXQmwj3UYx+ger8/OFO0g1ZsNU3uVNfVa7sR1vGO/uyYreMGdjA+71Pcr4Qvbnhs0zbOiHzOvBhA+IlR5cTQy4Cf74qMVTb5DWC1SYEhn1u54OTzuuu/XxXk24kgnl03il3XxhSme+A1XNCKUcB3N0Zv9xuf1akt4AXugviriNUS0+9548CJr6gq1GRy9YpKsji4VXS+5lU6ng9PDcZnF6i3p9lk/RvdXZg0vlULeKu2xfEWwdgrn67enkzML5x8f/WYJTIFecJNMOIYFw3RB028ywYIZdVmB8uqQ9vs96tI2ETIw/NYuPJgOiaAQNpHs/OwaIvROIbLoipJmFd6AlFUeVg9sjtflGz51vsSzbgewA+3GN9dWBvUqlDcoYTPfsUcS8m8WvjeacG5BKv6PqtYToUD8HzgmPbeeTWB99LXjnxEZKOTU7LHkWfTvsN5Kcvjd4KojFEJJF6rnXtXwfNz3sxigSkW+tYDVkuxSY7tFYri8S9HZv3TLXX9uL25xsX1kN+DCqqFvSQoADdOB35yisvjwwvh8E5g89+RK/ZW/b/ZslbvT+TyI+41Pq8ZD/z1gbc4OAWmxVX5t8iLMnZZaXcuiz6+QLGg4zSOM/eX5iyfnHtv/9z0+YuHO5cJmsI4VKaFZHmRKl9l6cjtx4vDrgMOJDFR0ZAuwIfNpA0eDCDiYlGlLbSYjRvMz6d87u+uD+78yQimLhPX8b5HRf3wbvYWpIW4/N3jXrDfH4tLu52iasxzzseHQY+i8S9QVMnB1JMco0rmiEVQRrcZ6HSsJnxOWf9WjrI/j7lzqaetZpU6SdsfkpVVINqiKsIixOXLFO9nQncfsMIqsJ0diQps66VB+v1x9XaXgY3tePOP5fhy+gYUQQ6mPNUGq1/rqC74n1ZUBdB5eHGTccr6KRPm+/K7TaYTjfT9CcoM68YdxXfdivosByxSf2kXkNj+hPa7jx8wPusBbhPUtzyQ9ju+y3gj2jIzRF1b6Mg66L2Nidd49rsbohUW2+ZFxqjSP7u1UPeD1xhV+9aKANoyYRpPfd8NGHGf+KzLNfJR4I9nrI+Z/QWwfor43P8CYFBHRLxIuRau/Xmm+HD6/crLEpnZOI9sc4ZdA4zvCXziwRUtyvVPal9lhYhd//TZBYb12fJfgAEXR5Yf+Yi7DNdO1spLfgDG2FxnFU6LgHvXAL/ca18mHugxyuw8HlRtyfJfgFfLC3d41XuxZhzwfuNgZASE9ZFbzPJMfM1wD3PTDjhZC3exiB1ZkG/T7moymccw5jlFKMdfAXQObuZB8n0zu0nq5B43gvXr19qvcYv5nfz1gcjvbuuTY26qiGV8aBevenZ///UmgRNfUaXjVQHkhQaXeD/G6kHdtzaYyWa6jUWVEwc2R2fPsAuSrLNljvW+IMhcF71t79roBnlKb+Oz22sZb+2wU+A6u+ChxzKBI4r0u2G0qNJdiHaZLBW+uyFmKbZmHkOblEVYVfR2lNu/xNr1L5QdcpwwK5WCaOMWO6S1lfnrA/dl3dwXc9rk/yJBBVPfs1pkeNHJzbJY2LCYJK8Yacigy+E1AKferu5cpnY3+LKt8blQmeBx0h5j2x11tpWjY6rvX4/XZzJe466UNBFz07xNzvrn9nldqVgFd4ub589cZt1EdbkwsHJUdGrzQ1uBOZ9bHzPmaeCrK8VnPavdLsmiUOUOA4gA9YBwbc49bty7n+8ChnQGXimrtroxZxK0Q29PCy3tLCx7nfon3fppw1SRDl5WOi34yl2sGKdz+LGE1N+vkY8ArygyHv/xdPS2RKCPWW0VVYq24Z/fxP8di0R4lHizeqz/Y+UA7m7auezD9vvPVmQ1B4Tibujl3uKXyQreY5n+wovY1amjsiBySyCuf9L7/EUb5/IzP4zeNrk38K7Cat2L699BKYSA3DYo+4eA5pteA6l7welZI4uqOMC5iFWgfw6SQFLsap2oUwY6tzhZVNnx/hnW+/TVHtU1nPSat/PUPNdbeVUn/3GL6LgpM7TAqjnH1JkUVOgZwcoqsvoEgZPFlCp+gk7fesA7DaK3B+BO5wo/78u8Qfb7fcT7YihAqxQx+C25a250nDGdg3GKORNGohQPAbQdQboNHdWSELh9hmJRsP9bCCqY+pfthJu3fu3fOAkYdq3pXNzZSmr3CrGAAvizqMo6KCwSRihW9VUxZfzGTvDp3nJeyZ2RG0IUeyGUeHbbjdOANj9bJG2QSUmNjFHl9lnyG2wXcPeOqlb9C/KFlU6BHD81ZLj5bRslazUrlyw7i7aNM4Rr86BOsWeiUmFnUSU/y/s8Wsx6CtCvuwvaKKo2zQLmfOFNBsC4Rwu+Ut+vILMMe0FfmLAb++pKzQgkF8txPQIXKzZs3lM378ouD+7gNUwxPjdOB/56T3z++n9An1qaSBYyydv/eMpe0WxHiUrG5yKKhcSVoyLjY3khiLm4/D5vX2hdrrC84j5N7QNkHYjeLoc/cOI9KSyO7HapOl9QizeDfBjJuGVwJ4cCpKgKnqAzKVVvYXyu4CPIpblTtAs86YfUGBRVduRlAXtWqRUNO1wExJa5XpG22A9W2ZWisonYMH+w+B+v62Y3YN4wXZ3CWUd+XiNiKkiN54fNRPYw38SYzSTqkOAbMQYgD8LyLJXnAd9amNp7HXCeyOTnRK58hMGtWaZvXRHQ2M0AAgAyLOJANXTqNP9FHNtnfD66z7qcE7oFgNxmbJweWUZ267Ni1sfAny+Kz1bt2B6LBQHOjUGsW/crr25Qy34SQUx9ure8nPu+r+OSwqHtzmXijfkZcsJtm9TCKV6SC1iqMTEuyHf/LHn9TTJT33aO3aa6BnMHiBhRi4apszTLMbjizd416u1uEmsMkTJUq7LuOR7fRfzfsSj2AL8yu1cK+QtMiip53LRgqPFZtjj5zUX2aN0azA1jnxMZYVWTYR3HiaEFdhnFpvcDdsWYzc0v+nX2qnz0GsA6LLhZOPaSqKbF7dHb5g0W4711E+2fJUAEU886JCzUvMR0Sy8R+b2NFK9IzwBsxm/83kBiVJmek/w84PfHIhfBykmB3r2cU453aMWG6dHB2q3maTpZB4GPWgDbFriXJdE4ZayPxZIuYP7diqrZPjXMAHDWXUCvg+LvnPudy5t9k81ZzmT51oz3L5eO3w5/00znMp+0jDYjXTXWueGUOeUyoHgFT6J5JnOD92NKVg5eDsC+s/7lPvf1vFHV+Cw3npnr3Q9IFg8Xg6aIxlXReC8eLjKj+co4FryiKgUFOKuudn+8uPfVbRO4LKFh/lBTTKPwrHIUMqW3dUw+M1aDvVOvCE6esLNjkfE5iNgi+dnWbWF+rjcLGat+xTIVNY+eIJqf0UPbRXtknMS9PDrDu3k/5kRjyGXAtwEGwU0U5oDZVtiNWa781J0iKzXdqGfHosS0h0u+B76/SSiVVS76gFoOPcDukV1AmsIq/9tro7fFCysFk1dlgTnmlFdUCjs/5BwFPj1HZIrWLZ9UFlUqDm8HFn7tfI5h18QmY1CMfCTSrVq/B3nZwN9JjDXz9yfA6KeApT96O05XDiQjrpYTU/tY7/vhVufjvWRjbabo0w5uiXSXXz/Fesw0fzDQp6aQa/1k9+ctWgbomQlU0lzhKjYy9rV7SX2M2bJVZtIbIq7cF21FeBi5LSzIFZ4vgAgPMOsTdzLK43/zXGDbfGD+EOAXbV6+f2NkOJhdy9z3C3qbsX+jdZmhl2kx+STeriPi9qnk02Xct1btjhmUAcd/iH+nomrlKGDB196CFja9GSgm+X/LnV3pas7Hb53rJKDx0SrwpBf8Kqp+9Lmq6TWLRNGy9u5udmSUAs5zWPFa/ou/AKUXPB6fLEUsVcT+UuHWha8gP9Kk1E5Zs2OJ6CDWKzLI6AOArQ4xxX65V2RG87rSN+dLI7BqgDzXaDea1dbMkL2sTHl0zZ0EH6vC8aBMTecycz6PLcV2onAbo8zKOlJlcv5fQGVBM/pJMQEAxP3W4xTkZRuDvomvGuXzcoBvTMGbC/dlAb8/4V4eXeFulsvquePc6Cv1Ptgcn8ecsj1Iq4p/ExunRy9wnQioMhBXbRq9za6/btYNuOhZ53OVPdlwdRr7nHMSk6DIOSKsR2UX/THPinEmYNHHy9nCQuj6l5eduIQtOl4VY78/DkzpE20xoituVo8FJmlt4e5/RHZXL3F+TgQ2TBNKAJ3c46Ldfb2yt1he8WDul96POVEs4uXshYC7ttnN3E6eZ6qQF7K+ulKdfdINjS0Uralpop/X36kyNYx96R4VydP6AtPeFrFMty8QXi7yWGHJcOBNbfH9swuiw7hYMVryljHPg8zucB80QdTCeY6D90lhZk+trfjpTnU5fb8qfvKYp53PtW6ica7UDOCsO4FTLwfuGGMvHxHBv2fEKL8ch7YBI12Y9so06hTZicrZigD1wEvGr1mvX/woaWZ+DBzZ6VwuCE72GJ9KpmgZoFhZ+zI/3u4v00/R0sCVLrX6XmAMOGiRutitdZA5cGxUA90R+EhTsnzeWnQQX10h3HLGPGeyWogjXlwuPdBgw9dITdNW56e97eFIF++C9P6mJXpwbsVtv7srJz8HcwfER5ZkU6Ki+7K9DjqXSQTyBN1sKfDgbKBee+c6chQD27kDjAnAgqFA//OEYrj/+WLQN7AjMF3KHpS5Th0LChDWVActFOgqWIo4V79ThbWljpU17d+fAiu051h/Ts19p3nF3U1Q4rBBA0trVPEy5dAJhTi0025ciFIzLOLexBl5xX3EvcIaefZnxjhTmW1T+71H9iCp8T7M76PO3IGJV+qsGOlcRmfia8JqZEpvYcEgExEwXZrIf35h4pVviWDPCuPz4R3ApzGMr+2IVwzXExFV8O0geHA28KjLUAmxsHyEent1bQ6hK8DSiwMPzwMeWeA9HrPZYshNUjM3bY4e1gCweZ9t+hM5TMpRm/5CNTfjXFh/2Z5b4v0z7fcXJh1IE9caAGp6yGpK/IsUVf3Pi+14c1rm066M3H/FR7HVHxQVG4r/fjKf/fmC9T4vpqNuaBqDq0ZKqn2WvFiI12p+Smp0A519RDxTqsmoig0m6yjzig4A7FPEmvikpUW6Ua0h37Pa/UpGsnF73y+UrCVVytcH/wa6rwAu1zKASIPZNO4zMGTQlK/jXAaIzPxhl1b2fyewEqtUVecyAFDypPjK4QW9LSleAXhKei8v/wCofIq7PiP7UOT3TbMiv//+mPi/dZ6xEr3l78gyG2dY1+9Vmb/sZ8M9XLbItAoCPOtjEdAdsLYcNU9OvWSSDAMlqwC1zk+2FN4IysXKDRc8Btxhyqyl6met2vYn/rHfL+MmdEG8WTI80m1p9uf2SV3mfJ5cS1iridq4HmprjXUBjwX9ImdcMyOPf880WfsnKglNsuh/vrf4WQBw0hlA46udyzW/zXrfvyljr26ZbEeuizKe0NqAUicB5ev6q6KEh9AlvABo1Dl6+5WaFar+nqQVASo2ELGYVdaxXti51IgHLCMnJijIAw7vEu3MukkKuU1tpVV8Pbu5nJz574AivuCYp4HDOyPbv6P7gG9vEBbtn10gvFWcPDu+6grkKbIdy8jZlfXFmJTU2K/1f4h/j6IqVvKyjRf3tlFAuVqmAqaXxyrNqF+KlHZXLqOk+J9zzJiEhxHd7e/8R7wfe2xf/AZ28VJUsZRoi7ze1YXZulNDZoU+SfXC8l+it5kntmFEb7QnuPTxryytdskB8svWEhY3lU8VLrv120eVz+MpmJV/WnSdLybRjP7aodb7Vo5yV4efpA8ypavHdrxfKp9uHeemuslNU7dsCbr9taOlRYw53WKiaFlhqamjB0m1ChxvxbHMSMtc2b3PLuPqxFe8nceJqW9pH/RMte+7O06fPHrOGhcAbtxo/XK9KZ7N3YrBtRNFfFq73v4H8PIBZ1d4nY69RfsXRCzGCvXdlStZGahlWiis0ji6nFUIhTJau+Omb5bdYsKCVYgJeQzz813Wx18RZ/dFPVGCCtWE/euucRMlMGRFVa5pfOXHHe3fTr02wNUDRVvyxD9Ac4t4S3bWMDd+Gw/JgsWNtTXniWtH7ppgfHbbhttRpKSHsqVF29KlX+R23aqnpaZsz5CCqxcvL/5f+LR/qx+Vx8VXXY3P+9YA7zYU7czXV4kYuZyLRbKj+6KzfVuNfzfPtJ4n6llej2UC31sYTayfGjlW6VsXWD0GmDdQfN+72tkgxI2Bxx9PAZN7izAMch9XrZnzsUFyXwwJRZIMKaoAoE0PEbfotpFiRaF2q+gyRaWB5l3jgS7vioY/KHpsEQHInThF05AXLw+0uC06g0MieMxDHI1yLq1GZHKOIKmm8jcO9z6xYKmIkFm3hlo0zL8cVj7xh23cN3+8XbExhPExzJx0unMZmXrtjM965woA95usS8rUEJM9ybrlAErig3xFTB+VC4tbTreIEaSiblugh+YmWq8d0Okt4PSuwOPL1JYQe1c713n3RGfl7pmmOFI3SS5ZvQ4a1pqd+ghZard2Pm8QpKRYJ16o3Uq8j4Bop3Vl3AWPx1ko6Z3p1FtdpHCV0OK6Z3gYVALR7i2ye18y0AdxbpXHPF+Y9f/6QPxkssJLTDsV5pXqTn2M90FfRGKpQI2zgRotvGewcxPnUkXtC4RCNPuwfbn/DQAeng+c96Amq2Jo1/ZF9Qq7FefcD7xkkZVS9fuv/wao1Qp4aK6FRbVD+5TuUbEbdmb0cy4DqMebOk1uVG+vrFhosWK1jduq2S3YKs5mmPisNbDkB+O7OUyAl3YzmUk82veMX91mj5D2L4t2hDGhGNYXgJrebMwhzn8EaP2ksFY3W0gC7j0DEo3XmLOvlDVcu2Klk03wdQCoebYI8XD+I0DHN6L3e3W182JR1ewWoEQF4GyTklxfYGv3ItBzf+QiIWNiLNjuRWGw4RRPyy2bJUvY/ibr5H6nAF+0EXGi+tYV4UzcYpe98/h+MabSk1qYyTtuZCxW7s82ArbHih6kX874fHCrtzpOOsPfubuvAJ5eb2/Fd3Evf3UniP+Wokru3GXNe6vuYpJa4yzgig/V8Z/K1TY+12wp/rtRLHnhBhulRr32wJOrgdZPAU8sN9yGkuGP7+THLk869RWaBh3VZRONefWtqaKTK14e6LEZeN5DNryU1EhXPX1V0ip4dCzMG+SunJ84ZsnCaeXifwOMiUyRMpEd6GXvG5+LKiwTa18QsWr0cu5tKOCma/OMljVNX/Vq2MlbHIGrPhcTQcBa6aIrodq+YKyM3fILcK7WGZatGb36BYiAsU7UOEu9Glq3jVhVq3muYfKt09AUlFLPbnrq5UKWWz3EE4mFlvcC6cVEm1zVlAZ5z0oRP/DB2WKVT6dsTTGQigc3/wxUkQYFcuycOhcKZQVguCHKwUjl9M6p6d4HomHCT4YvP9ZU+rsXC/oCzt2T/K1Udl8hlL0659xvWFjrlnE9thrPnEoR1NFCoQlEWwy6URjJFo7650qnqMs2vASoKFtAKdr+Sg0NC1M3tLhDBN41T1rL1RbK25tHAI8tNrafejlwx2hxntR0MQnqauGq3PLe6G1pGcBLe4XVRxB0eA24b5r1/rInA91Xinbn9j+Ae6cA9/iwlouVsmbrfY2LXwGu+kwoIG/8PnIf50ZW6iB53+dkyMxl7wFXWbgLx8rOJcBkRTYtP7iJixYvGl8NnPsQ0PWz6H3VmgNPxRB0XHbTu2NsdPujjxUYA67/SvRp7V8W16PdC8JCUn8vdEpVMT5XCeg50esqUcm+jMqC+taRwoDgHB8LI2Oedi7jhkpSxrzWT6rL1LkQuMTieb3hO7Fw2XO/u/OVPdld0gkg8pyqbH6M2Se8SssAysdope8WvxZui2wy6L1V2/7YZSPsYzb/+QKwarQvsSyRDV68xA4FgHN9LgCWriYUlkVKAo8vFVZ+soFL0TJi4dcq+H4I+G8oqp7bLCaSN5uCy+kWA37jIXnNkGDFVZ9Hb2souYCUqw3cMkL4NjMWOTEq6tHyJwgYs54MpBUTg34dvUP0GqTRa4yNB2YJ161HF4nJuUyVM0QcDSB6gtH1E+DFPepze7Gwmf2ZSJWsYxXcOAgKXXMcmPMl8GV7I0uSV+Rny+4dkSd4fnHqqM681gi4favm3nj9MKGEKV1VTJgenm9fh6Y02I/S2MQ1JcPZ9wgrLN0q6wytsa5zkViBOPse4BLFSphMqWqiU7/oaTG4e8bi3j+6SOyvebbN77xOKGTuVWRzdEIejJ77kLD4vPU3oPktwF3jIvc/siD6+EadhHx6++I3a6eOarVab4PPfVBYXrx8ININwRxvRFd8VD4lelIRLxezyqcDN2lWXLryUafbz4Z1Xsu7gWsGG26bz+8Q11vmpT3hCf7ulflDvCdo8GqRkV5CvHtFy1qXkdNnqzitq7BK7HVQWDvdM9mwhnJLappQ9t4xRtxPxoBrBor3SHcrzChu9Pmq+HLnPaju5+6aED1RvPE7Z5nkdrV1d6FAld39b/9DKNY7vxM9DlAp0uq2jd5+UuNIy0qZVK3NN7v1PbZYKJbrt49cwDOTkgI0vQm4UwueX7eNuDfXDwM69xXWCOaEA6npwS2wlKgUqfju1EcoGp9cLRbOuv0k+g5ALGZUayaCwMsLH/Hmwmes21k9LlrF+mI82Oktcf0AtVvxvVPF/kS3Ny8fiA5dcdadQBOPmaKDpnQN5zJ52cIa+kIXigtzjKYaNv24jmz5bYalAJ3eBJpKVnP3TBIKvpt/Bko6KG/skF8h8/sLGH1pagZQ/2LgbkUbBYj3QqdaM9HmdF9hPT653kZxYEXVpkCx8up9unVmpz7iObtnsrCwfm4LUPciMbczuxnr7wgQ6b5mZ5HiZb5RrrZoM+8aD9RpYxzfvqdxjgr13VkjNbgYuPVX0QZ0+9m5fJGSYuxkRm5HL34FuGZQZLvS+kmhiPSq/DxLy4ZXorJYdDg5xljQYcIcEzgIqjW33y+3MxdbhGxILy48u17YFbm96U3COEZPDNXtp0hjmQoNxGKLHJrAHNO17Mli/vHoAuDSvmJbu5dEn6tbVVkpVZNInCJWh4jrvhaDuCaa24vcid88QmQIdDshu2tCZPYXALjpB+Db62KTUZcNEJ1UsbLCAkS3pLCL3XDHGJF5YfkI4IxrRYal2q1Fqut4YrbeaH4rsOArYdEiK3h0l66TzwXOf1gMaGQXlzI11VZHZ9/tPgB4y/uAkzRrufJ1gFt+BX66Q8Rrqn+xGHiWqgqcfL4x+HtsseEukpYhvn+gDWr1wXdKKnD+oyIwX6vu4hqb778XLnzGYza7GNHTxG+bZ1/OiltHAl9cJD733Ae8flK0lcXZ94gBzNn3iInBlDft6+yxFehdQzTYC74SE9T9G4H8bOtj6lwo/jfqIoKJ6wPQU6VG2m7CpPPsRpzeU7hB7EJ55D+/E6npRSMnRtWaCSWObibbRQvo2uRGMUjYuVTEC1o/xThGpcS7awIw8OLIbfqkyI7UdGF2zbkYvB3PdD5Gp2oTYZF1+lWR7pAy130t3kndhe78R+wHVCWrGKtO5z0sghlvVyi5VJx1R3Qg7fJ17CdS5z4oBkdLfwRGPmLvOqynBT7tSiDrUHS8gFMvNzLSAeIZ0d/fBh2Bzm8LN9oKDYTJuY5+n17YZbRl5zwgFBlpGSL+2WOLhSWE/OzYxaTq2FssNFilQU409dob7UOQfOJi8iajWydf8SHwg0XclAYdIoNVpxePDHR78cvivugwJhYuJr0qFGequH0AcMZ1Qtkpx1GUg6ZXa2a9IHPug+K5Ob4f+PV+Y/BY5Uxxzhu+Bb6/SQxca54t3unhtwKtHldbj9a6AGjzHDD0cmOb3I+mpou+DBCTxeLlxXMoTyRlLnkN+PVB4IG/gB1LxGS1aGnh/rt5NlCtKTD2OeDqAaIenWc2RLugylhZdNlx8rmR73x1bTB/7gP+V4nNVG0C7Fgcuc088ZbP1e0HWHLWHUCRUuLZ0N1YH5wNfBpgpqbG1wAdXjXic1VrJhR5p14hxkQZxSNjxzAmLG85FxMLecz4vy+FwlEfA9lx3dfAD7cIC+URAcT5e2aDkO20K4CFCiVFxUbRgeabdhMhEUpUFhmYt8y2D5zullOviOxvKjUEDm0V7545O5nOGdcYQcZLVTUSQwBA8YrApW8JZVOR0mLBb8Q9xti6XG1g61zjmurc8ouRwfmWX0Sfs3WeUGZUaWyMM2V35fumC6VZ9RaRGTNbP2m4MlY5Ux0O4qJnxeKlPgYHgEPbhVWoVZKSM64T70tbmwRLOnf+Kdo5ILK9eXG3SLKhx0C7fpgYkzW+WsQb8kLFBsZzcvMI4BstlEKlhkDXT41y1R0UAXqZJ1eJ97dUVVHXhmnABY+K+6fi4XnAtvkiQ5uVtVW15mLsc/ckYaGi07G3sTh+z0TRvmeU8B5nt4E0XmxwibDWmmlKyFK0TPSiRL12wpBhcGfRL7Z6PLpuxsRih1eadRPviN4XZR8GNs+yPyZeXPGR6Cc/snkG5PclGdz0g0ieMa2ver9871o9LhamRz4inh9VPOfnNgN9tMUvxqK9rupcJMbBW+aI516PTdnroMhCX8QiAUKpKsA594o/nbI1xXH5efZxDRUwxjoB+ABAKoABnHMHn1hvMJ7MbCQxULRoUZ71Xgtg1zIxUfnnt+hCjyyIPcCwG5b/Csz6BLjuK2GKWL0FsPEvYM2f6o6lfF3D4qZrf6EpVZGfJxrWCx4TA0s78nIiVyPXT4309W3Q0X1a8DInR5olXveVeJmyDooXp2gZIHODCHKnP9BXfCwmfaddEWkOC4hOU47RkX1EdCK8QPjsLv9FaH5HPW6U6XVQdKSfX2gtZ6mqwv/4hV3BWLcd3inikMgrWfl5IjNFw0tEUD49sJ+fzrjXQRE48NA2YIAHF4wSlYGjCQj0nVFSDBxLVFTHzcg9LlJG//2J+F7lTOB+k0I0Pxc4sgt4T1NQVjolMkONlZLizxejO+U6F4qMZs9tFg0u5+K9ieGdvnvoXExYIa7lxj5dfNeD/ZvEb/24hTCb7WAT0Hr7QjHQ9SN3/1bArqXO5eK1il6QD6wZLxQB+urwruVCiZ5W1FqZ/MAs0Q68alKYPb89cgJmd94Z7wkXIZU7JwDkZokMLe17CmX3gPZiYvTATKHcP7YPeEdyh+qZacjTpodQDOjolkN3jFWvQAdFzlExkE0tIpIlLPleXa79y7EHSW/zvKE4rnG2cEktVUXUXbw88Pvj6gw9TpSuISaAfmj7AjD5DXGfWncHTuliDKYy14u+IueYyFZ4YLNQqvICcYxOl36RE8oX90QqqmSW/GhMyF/aC0x+U1NwM3eTHjdsmCYmMUVKir4tc51QnKwaIwaSVgrMzX8DcweKtkPvH/XnsE0PMQFNlPv2xy3FRLHnfjERYSxSafd3fzHZvibAuJx2DL3CWPG+ZxLwxzNiwaXLuwCYsJj75zdhadn8dvG+F+QBr2t9d6vuQkGRkgqMekK4y3ttI3OzgD+eFIoh3e1JHgMAIhTDsX3R75FqvHX5B+KdTy0CvBTn/vyLttELCvdNB6qeKfpRxiKtJVULrnr5XmU0C7QfgCN7gMXfAuN7CoWTrkRYPU4cf88k0efrbXzmBmDlaCPjtD5Wy8sW73V6MXGd3wggm2uvgyJ21bzBYrEjc71o/+6dIixc1k4QY9jUDNG/NL9FUYd2TR5brF78OpZpKHK7rxAZFaueCfS/QMxFUtKBnnuBLXNFllbZWkpn/hDxHDy3xbpvkzm0A5g7QFjV5WWJYz6/UFhI3vqrWn79esSblaOFQr5TH0MRnJ8LvFZRzHMemiuew2l9hUJv9mdie7GyYlw94z1h2dH0RrE41eKOyGfT7W84linef1USiX9+E4sgT64S9/09k0L34lcM5c72RcbirJmXD4j+SVcux4Mdi8WCr94fzP5CKM6u+lz0J136CSXZ7hUAmFCeXzMYaOwhRmosHN0L9LUYx94/Q7zTdnM2L6SkGYs6N/9sLNTYWXn3OgiMfd6Yo8j03A+86jPmVs/9wuvjy7bi++n/E+OXxd+LOcoZ1woltK6wVMl47xTvYQkK8sWYtfltYjEvUejyn9YVOL0rWOP/HeOcKwfujLFUAKsBdACwFcBcADdyzv9RlffDia2oytwuJrgd3xAr5we2CPP74/vFy26lTUwkxw8Ab9UCarQUg6yqZyb2/NmHRTDm6i3EoH3TDDGx/rCp2N+go5i0LP5OKIvu/0tYWEx5U2SvKllFTAJ2LAGW/iDiPsiD58O7xKTi9KuCGVT/9YHo6C7UMkfs+kdMWCo2EJkcWnUXwfjaPAecdZdI7667hMWb7CNiBa1eWzHB0CdLKkupKmcIa7dvrhENWrXmkQqwHUuAPavEJKpLP1Hf7uXC9WnJcKPcIwvECisvAMY+KwY5gBgYbJ2rKcsYIgLVFikjzO5VKeUfmAX0V0zEa7US8UWcyMsRihdANLpWE8T8XDERbt1dKK4GXyomXm0drOTy88QALyXNFHMlGPYeycZZr4tMLDEpqnQObhWuf7G6ydlxdK9QMnzUQkyCW3UXwdd/fUgosUpVBZ70mK46KPauAca9ADTsaLwPLx8w2oKF34hJe9GyYsBqDvIaJKvGiMG7rLTOzxXtRmoRYZFQkC/6ikaXRlqsTO8nFAd2lhbxIOcoMLYHsGCosU2fJI3qLibI9dqJtqJ6C8Oq49K3xXUdpMX+a/WEUEAt/Um0TxklxCQwP1dM4q1isdgNzM1c8rpQHLJUIa+sLFJR6VRgj+YGXqKy+F2pGWKi2+Qmw7XMiZyjQkHe7kXxm1JSxYT5nfriXbjYJth75nrgw2ZCUXf3BOtyYWHfOrEqHmQMGDcc3Sve5Xgqab2Qe1wsBpQ92Xv2zHjDOfDbQ+Kzrqg5vFNY+qUXE4tnZU8Wg/1i5YH7popjytUSE920otYWr0Gxc5mw/O3URyyinnOfGEOZ+fMloVhq1k0oQ0Y/KRZG619sWDIf3SsWJ60ys+rkHhe/X8WWOcISySqOD+fAqj+AhpeKvmP5CGEhlXVITMz1xc2iZYFje4XiusmNYlw98wOh7GrbI7LOgnwx8feikB79pJg3eA0unHVQWD5c97VYrE0WR/cJ62B5Yh9POBcK5doXRo6Bdi4Tyha755xzYNsCcX/Mc4fZn4vnsq7LvskLf30IjH9JxH0rXT16TrZ7pbCq/vNFMbaaO0Akl0lWO3RkT2xuoEEzuIuYR8qccR1wtZZtUx5TdHlXvFMlKgllToX6Ytxw2XtC8TqokwiXUK628QxMfFVYlFVtIqyCzPOAZSPEovq314rvV3wktq2X3J7zsoXCTF8kf3KVGEsN6ABsnRNZX6e3xDyZMWGNlXtMzMO69FNnWTQbhahYM178dX5bKErTS0RazHkh65AYzyUynt6hHSKUzQ3DgFJVwBizU1SdB6AX57yj9r0HAHDObYJ2euPEVlRl+Qj2mgz0FawwkXVQTDj0F3Hx92L1OtED5BOVgnxhAXTmdaIzWz9FrPLmHBWNXo0WjlVYYve85BwTqwzmlTjOxT1dM15Ye6WkAKvGCpe6064UDXdetjhu/yZRR/m6YoXOanD5L6X78EXocNpJuPQMF654YefoXqFwCYNS/sgekUnFazw6QrQbC4eJ9qRYWetyWYfEhLBkZdFGHN4llMVBZefRycsRJuVpRUScu+u/iR4wZh0UMQmP7hbPX2oR0a6snwLs3yDiO8VTgeuWgoJwyEH8t9gyR/SxiVpIIwjCGc7F4nc5iyQGhDcObhVGDk6K7KDZt04oQ9OLiblN9mH3be3BrSKMR8NO4ZubhxDGWA4A2bXjC875F9q+awB04pzfrX2/BcA5nHOblIwez0+KKoIgCIIgCIIgCIIgCAKAk0VV3BVVtMxIEARBEARBEARBEARBuGEbgJrS9xratsAgRRVBEARBEARBEARBEAThhrkAGjDG6jDGMgDcAGCkwzGecBnNlCAIgiAIgiAIgiAIgvgvwznPY4w9DGAcgFQAgzjny4M8B8WoIgiCIAiCIAiCIAiCIADYx6hKBI6uf4yxooyxOYyxxYyx5YyxV0z7P2SMHZG+F2GMDWeMrWWMzWaM1Zb29dC2r2KMdZS2d9K2rWWMPRfQbyMIgiAIgiAIgiAIgiBOINzEqMoG0I5z3gRAUwCdGGPnAgBj7CwA5rzYdwHYzzmvD+A9AG9pZU+D8F08HUAnAJ8yxlIZY6kAPgFwKYDTANyolSUIgiAIgiAIgiAIgiD+QzgqqrhAt5hK1/64pmDqC+AZ0yFXAhiqff4JQHvGGNO2f885z+acbwCwFkBL7W8t53w95zwHwPdaWYIgCIIgCIIgCIIgCOI/hKtg6ppSaj6A+gA+4ZzPZow9BmAk53yH0EMVUh3AFqAwyNZBABW07X9L5bZq26CXl7afYyHHvQDuBYC0tDRMmTLFjfgEQRAEQRAEQRAEQRDECYArRRXnPB9AU8ZYWQC/MMYuBHAtgDbxE00pxxcAvgBEMPU2bRJ6eoIgCIIgCIIgCIIgCCKOuIlRVQjn/ACAyQDaQlhXrWWMbQRQnDG2Viu2DUBNAGCMpQEoA2CfvF2jhrbNajtBEARBEARBEARBEATxH8LRoooxVglALuf8AGOsGIAOAN7inFeRyhzRgqcDwEgAtwGYBeAaAJM455wxNhLAt4yxfgCqAWgAYA4ABqABY6wOhILqBgA3OcmVnZ3NGWPHPfzWRJIKID/ZQthA8sUGyRcbYZYvzLIBJF+skHyxQfLFRpjlC7NsAMkXKyRfbJB8/gmzbADJFyskX2yEXb5iyTy5G9e/qgCGanGqUgD8wDkfZVN+IICvNQurTAjFEzjnyxljPwD4B0AegIc0l0Iwxh4GMA7iZg3inC93IdcCzvlZLsolHMbYF5zze5MthxUkX2yQfLERZvnCLBtA8sUKyRcbJF9shFm+MMsGkHyxQvLFBsnnnzDLBpB8sULyxcYJIN+8ZJ7fUVHFOV8CoJlDmZLS5yyI+FWqcm8AeEOx/Q8AfzjJcgLxe7IFcIDkiw2SLzbCLF+YZQNIvlgh+WKD5IuNMMsXZtkAki9WSL7YIPn8E2bZAJIvVki+2Ai7fEmFcc6TLYMvGGPzwmpRRRAEQRAEQRAEQRAEcSKSbH2Lp2DqIeOLZAtAEARBEARBEARBEATxLyOp+pYT1qKKIAiCIAiCIAiCIAiC+HdxIltUhQbGWCfG2CrG2FrG2HPatmHatmWMsUGMsfSQyTeQMbaYMbaEMfYTY6ykUz2Jkk3a9yFj7Egy5JJkUF27IYyxDYyxRdpf05DJxxhjbzDGVjPGVjDGHg2ZfNOla7edMfZryORrzxhboMk3gzFW36meBMvXTpNvGWNsKGPMTVKMeMg2iDG2mzG2TNpWnjE2njG2RvtfLhmy2ch3LWNsOWOsgDGWVNdxC/n6MsZWau3yL4yxsiGT7zVNtkWMsT8ZY9XCIpu070nGGGeMVUyGbJoMqmvXizG2TWr7OodJPm37I9rzt5wx9naY5GOMDZeu3UbG2KKQydeUMfa3Jt88xljLkMnXhDE2izG2lDH2O2OsdJJkq8kYm8wY+0d7zh7Ttoei77CRLxR9h418oeg7bOQLS9+hlE/an9T+w+b6Jb3/sLt2Yeg7bK5dKPoOG/lC03eEEs45/cXwB5GpcB2AugAyACwGcBqAzgCY9vcdgAdCJl9pqUw/AM+FRTZt31kAvgZwJIT3dgiAa0L87N0B4CsAKVq5ymGSz1TmZwC3hkk+AKsBnKqVeRDAkJDJtwVAQ63MqwDuSpJ8FwJoDmCZtO1tvS0B8ByAt5Ihm418pwJoBGAKgLOSJZuNfJcASNM+vxXC6yf3G48C+Cwssmnba0JkEN4EoGLIrl0vAE8lSyYX8rUFMAFAEe17UvoNu/sr7X8XQM8wyQfgTwCXap87A5gSMvnmArhI+3wngNeSJFtVAM21z6W0/va0sPQdNvKFou+wkS8UfYeNfGHpO5Tyad+T3n/YXL+k9x82soWi77C7t1KZpPUdNtcvNH1HGP/Ioip2WgJYyzlfzznPAfA9gCs5539wDQBzANQImXyHAGF9A6AYgGT4gCplY4ylAugL4JkkyCSjlC/JMslYyfcAgFc55wUAwDnfHTL5AADaim47AL8mRzxL+TgAfbW5DIDtIZLvagA5nPPVWpnx2raEwzmfBiDTtPlKAEO1z0MBdE2kTDIq+TjnKzjnq5IkUgQW8v3JOc/Tvv6N5PUbVvIdkr6WQHL6DatnDwDeg+g3khrTwEa+UGAh3wMA+nDOs7Uyyeo3bK+fNma5DmIBMClYyBeWfsNKvoYApmmfk9lv7OCcL9A+HwawAkB1hKTvsJIvLH2HjXyh6Dts5AtL32H1/AEh6D8c5EsqNrKFou9wunbJ7jts5AtF32Fj8ZVUa1xSVMVOdQgLB52tiHwx0gHcAmBsguXSsZSPMTYYwE4ApwD4KPGiWcr2MICRnPMdSZBJxu7evqGZMb/HGCuSeNEAWMtXD8D1mgnpGMZYg6RI5/BuQAxEJ5oGMInESr67AfzBGNsK8e72SYJsgFq+KgDSJNeDayBWAcPCSdJ7uxPASckU5gTnTgBjki2EGSbcircA6AagZ7Ll0WGMXQlgG+d8cbJlseFhrd8YlCzXJhsaAmjNGJvNGJvKGDs72QJZ0BrALs75mmQLYuJxAH21d+MdAD2SK04Uy2EsFF2LEPQbjLHaAJoBmI0Q9h0m+UKHjXyh6DvM8oWt75DlC2P/obi/oek/TLKFru+weDdC03eY5Hsc4eg78gA8yTk/DcC5AB5ijJ0GYACEtesZAH4B8HQihSJFVfz5FMA0zvn0ZAtihnN+B4BqEFrd65Msjk5xiEFUMhRnbukBodw7G0B5AM8mV5woigDI4iKd6JcABiVZHituRBJXxW14AkBnznkNAIMhXGPDAgdwA4D3GGNzABwGkJ9ckdRo1qSUrcMHjLEXIAYNw5ItixnO+Quc85oQsj2cbHkAgDFWHMDzCMHkx4b+EIsITQHsgHBBCBNpEP3ZuRAD0R+0FeiwEdZ+4wEAT2jvxhMABiZZHjN3AniQMTYfwu0kJ5nCMBEX9WcAj5sXq8LQd9jJFwas5AtL36GSL0x9hywfxPUKVf+huH6h6T8UsoWq77B5d0PRdyjkC0XfYWPxlVRrXFJUxc42RK5M1dC2gTH2MoBKALonQS4dS/kAgHOeD8OlKNGoZFsHoD6AtYyxjQCKM8bWJkE2wOLaaS8z18xcB0O4aCUDq3u7FcAIbdsvAM5MsFw6du9GRYjrNjoJcumo5NsFoAnnXF+FGQ7g/EQLpmH1/M3inLfmnLeE6DxWK49ODrsYY1UBQPufNPehExXG2O0ALgPQTZuwhZVhSJL7kIJ6AOoAWKz1GzUALGCMVUmqVBKc812c83zNJftLJK/fsGIrgBFa3zYHQAGApAWkV8FE4oj/QbTLYeM2GP3ujwjZ/eWcr+ScX8I5bwExWVuXLFk0T4OfAQzjnOvXLDR9h4V8ocFKvrD0HS6uX1L7DoV8oeo/VNcvLP2Hxb0NTd9h826Eou+wkC90fYfJ4iup1rikqIqduQAaMMbqMMYyIKwdRjLG7gbQEcCNWsMSNvnqA4U+u1cAWBkS2X7lnFfhnNfmnNcGcIxznqysa1bXTh9MMQj3tajMU8mUDyLmU1utzEVIniLDSj5AuKyN4pxnJUk2wFq+MoyxhlqZDhCrCqGRjzFWGQA0l9NnAXyWJPlUjITodKH9/y2JspxwMMY6QcTIuIJzfizZ8pgxuRFfieT0G1FwzpdyzitL/cZWiKClO5MsWiF6v6FxFZLXb1jxK7R+Q2v/MgDsTaZACi4GsJJzvjXZgijYDtHfAiL2YtLdS2SkfiMFwItIUr+hjZsGAljBOZetlUPRd9jIFwqs5AtL32EjXyj6DpV8Yeo/bK5f0vsPm3fjV4Sg73B4d5Ped9jIF6q+Q2HxlVxrXB6CiO4n+h9ElP7VECtUL2jb8rTvi7S/ZGaoiZAPQkH5F4ClEI3dMEgZOZJ97Uz7k5b1z+beTpKu3TcASoZMvrIQlkpLAcyCsBAKjXza9ikAOiXz3tpcv6u0a7dYk7NuyOTrC6E8WwXRkSRLtu8gTNBzIQZ2dwGoAGAiREc7AUD5kMl3lfY5G8J6blzI5FsLEZdM7zeSkhnJRr6ftXZvCYDfIYLkhkI20/6NSG7WP9W1+1prV5ZATMqrhky+DK0/WwZgAYB2YZJP2z4EwP3Jksvh+rUCMF/rN2YDaBEy+R7T+pLVEHEXWZJkawXh1rdEauc6h6XvsJEvFH2HjXyh6Dts5AtL36GUz1Qmaf2HzfVLev9hI1so+g67e4sQ9B021y9MfUc6RObL7hb7GwKYk0iZmHZigiAIgiAIgiAIgiAI4j+CZvE1FEAm5/xxaXtlzvluzRp3CIApnPOExT4mRRVBEARBEARBEARBEMR/DMZYKwDTISz39JBFzwNoAOAh7fsIAD14ApVHpKgiCIIgCIIgCIIgCIIgQgEFUycIgiAIgiAIgiAIgiBCASmqfMAY44yxb6TvaYyxPYyxUcmUiyAIgiAIgiAIgiAI4kSGFFX+OAqgMWOsmPa9A4BtXipgjKUFLhVBEARBEARBEARBEMQJDCmq/PMHgC7a5xsh0gEDABhjLRljsxhjCxljMxljjbTttzPGRjLGJkGk4SUIgiAIgiAIgiAIgiA0SFHln+8B3MAYKwrgTACzpX0rAbTmnDcD0BPAm9K+5gCu4ZxflDBJCYIgCIIgCIIgCIIgTgDI/cwnnPMljLHaENZUf5h2lwEwlDHWAAAHkC7tG885z0yMlARBEARBEARBEARBECcOZFEVGyMBvAPJ7U/jNQCTOeeNAVwOoKi072iCZCMIgiAIgiAIgiAIgjihIIuq2BgE4ADnfCljrI20vQyM4Oq3J1gmgiAIgiAIgiAIgiCIExKyqIoBzvlWzvmHil1vA+jNGFsIUgYSBEEQBEEQBEEQBEG4gnHOky0DQRAEQRAEQRAEQRAEQZBFFUEQBEEQBEEQBEEQBBEOSFFFEARBEARBEARBEARBhAJSVBEEQRAEQRAEQRAEQRChgBRVLmCM1WSMTWaM/cMYW84Ye0zbXp4xNp4xtkb7X07b3o0xtoQxtpQxNpMx1sSuHoIgCIIgCIIgCIIgCIKCqbuCMVYVQFXO+QLGWCkA8wF0BXA7gEzOeR/GT/uqgAAABLlJREFU2HMAynHOn2WMnQ9gBed8P2PsUgC9OOfnWNXDOf8nKT+MIAiCIAiCIAiCIAgiRJBFlQs45zs45wu0z4cBrABQHcCVAIZqxYZCKK/AOZ/JOd+vbf8bQA2HegiCIAiCIAiCIAiCIP7zkKLKI4yx2gCaAZgN4CTO+Q5t104AJykOuQvAGId6CIIgCIIgCIIgCIIg/vOkJVuAEwnGWEkAPwN4nHN+iDFWuI9zzhlj3FS+LYSiqpVdPXEXnCAIgiAIgiAIgiAI4gSALKpcwhhLh1AuDeOcj9A279LiTulxrHZL5c8EMADAlZzzfQ71EARBEARBEARBEARB/OchRZULmDCdGggRIL2ftGskgNu0z7cB+E0rfzKAEQBu4ZyvdlEPQRAEQRAEQRAEQRDEfx7K+ucCxlgrANMBLAVQoG1+HiK+1A8ATgawCcB1nPNMxtgAAFdr2wAgj3N+llU9nPM/EvNLCIIgCIIgCIIgCIIgwgspqgiCIAiCIAiCIAiCIIhQQK5/BEEQBEEQBEEQBEEQRCggRRVBEARBEARBEARBEAQRCkhRRRAEQRAEQRAEQRAEQYQCUlQRBEEQBEEQBEEQBEEQoYAUVQRBEARBEARBEARBEEQoIEUVQRAEQRCEBYyxXoyxp2z2d2WMneainohyjLFXGWMXByUnQRAEQRDEvwVSVBEEQRAEQfinKwBHRZW5HOe8J+d8QpxkIgiCIAiCOGEhRRVBEARBEIQEY+wFxthqxtgMAI20bfcwxuYyxhYzxn5mjBVnjJ0P4AoAfRljixhj9bS/sYyx+Yyx6YyxUyzKDWGMXaPVvZEx1lvbN48x1pwxNo4xto4xdr8k19OaDEsYY68k4dIQBEEQBEHEnbRkC0AQBEEQBBEWGGMtANwAoCnEOGkBgPkARnDOv9TKvA7gLs75R4yxkQBGcc5/0vZNBHA/53wNY+wcAJ9yztspyplPvZlz3pQx9h6AIQAuAFAUwDIAnzHGLgHQAEBLAAzASMbYhZzzafG6FgRBEARBEMmAFFUEQRAEQRAGrQH8wjk/BgCaggkAGmsKqrIASgIYZz6QMVYSwPkAfpQUUUVcnlc/z1IAJTnnhwEcZoxlM8bKArhE+1uolSsJobgiRRVBEARBEP8qSFFFEARBEAThzBAAXTnnixljtwNooyiTAuAA57ypj/qztf8F0mf9exqEFVVvzvnnPuomCIIgCII4YaAYVQRBEARBEAbTAHRljBVjjJUCcLm2vRSAHYyxdADdpPKHtX3gnB8CsIExdi0AMEETczmfjANwp2a1BcZYdcZY5RjqIwiCIAiCCCWkqCIIgiAIgtDgnC8AMBzAYgBjAMzVdr0EYDaAvwCslA75HsDTjLGFjLF6EEqsuxhjiwEsB3ClRTmvcv0J4FsAsxhjSwH8hNgUXwRBEARBEKGEcc6TLQNBEARBEARBEARBEARBkEUVQRAEQRAEQRAEQRAEEQ5IUUUQBEEQBEEQBEEQBEGEAlJUEQRBEARBEARBEARBEKGAFFUEQRAEQRAEQRAEQRBEKCBFFUEQBEEQBEEQBEEQBBEKSFFFEARBEARBEARBEARBhAJSVBEEQRAEQRAEQRAEQRCh4P92YccufKis1AAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_ohlc_btc_eur[[\"close\", \"volume\"]].plot(\n",
" grid=True,\n",
" figsize=(20, 5),\n",
" secondary_y=\"volume\",\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### bar について\n",
"\n",
"- bar は描画に時間がかかります。\n",
"- 代わりに `area` を使うのが1つの方法かと思います。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# df_ohlc_btc_eur[\"volume\"].head(100).plot(kind=\"bar\", use_index = False, figsize=(20,5) );\n",
"df_ohlc_btc_eur[\"volume\"].plot(kind=\"area\", figsize=(20, 5));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 日本語豆腐問題"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_ohlc_btc_eur[\"close\"].plot(\n",
" grid=True,\n",
" figsize=(20, 5),\n",
" title=\"終値\",\n",
" legend=True,\n",
" rot=45,\n",
" fontsize=15,\n",
" xlabel=\"時間\",\n",
" ylabel=\"価格\",\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import japanize_matplotlib\n",
"\n",
"df_ohlc_btc_eur[\"close\"].plot(\n",
" grid=True,\n",
" figsize=(20, 5),\n",
" title=\"終値\",\n",
" legend=True,\n",
" rot=45,\n",
" fontsize=15,\n",
" xlabel=\"時間\",\n",
" ylabel=\"価格\",\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## matplotlib と組み合わせて描画する\n",
"- `.plot()` だけでは表現できない時は `matplotloib` を使います\n",
"- 例:価格変化を曜日ごとにサブプロットで描画したい\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### matplotlib でサブプロットする手順\n",
"\n",
"1. matplotlib で サブプロット作成\n",
" - `add_subplot`\n",
" - `subplots` \n",
"1. `.plot()` の `ax=` オプションに axes オブジェクトを渡す"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### add_subplot\n",
"\n",
"```python\n",
"import matplotlib.pyplot as plt \n",
"fig = plt.figure()\n",
"fig.add_subplot(総行数,総列数,サブプロット番号)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(20, 5))\n",
"\n",
"for i in range(1, 6):\n",
" ax = fig.add_subplot(2, 3, i) # 2行, 3列, i番\n",
" pd.Series([i] * 10).plot(ax=ax, title=i, marker=\"x\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### subplots\n",
"\n",
"```python\n",
"import matplotlib.pyplot as plt\n",
"fig, axes = plt.subplots(総行数, 総列数)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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OkUmnNouuBWavfSRJkiRJkqRlbt4jjqpqOsl2YH+SB4G7qmoyyV7g2maxdzSnqT0AbKuqY8CxJB8Gvpjkv9C51tEre2xCkiRJkiRJy9BCTlWjqnYDu+f0XdrVfPEJnvcW4C2LDU6SJEmSJEntWcipapIkSZIkSVqFLBxJkiRJkiSpJwtHkiRJkiRJ6snCkSRJkiRJknqycCRJkiRJkqSeLBxJkiRJkiSpJwtHkiRJkiRJ6snCkSRpYJJsSXIwyaEkO3qMvzbJgSRfTvKeJOYlSVpFzBOStPy545UkDUSSTcA24DJgHNiQ5Oqu8fOAFwMXV9VFwBhwZRuxSpKGzzwhSaPBwpEkaVCuACar6lhVFbAT2Dw7WFX3Ai+pql80XWuA+4cepSSpLeYJSRoBFo4kSYNyOnC4qz0NnNm9QFU9kOQJST4M3FNVn+61oiQTSaaSTM3MzAwuYknSMC1JnjBHSNJgWTiSJA3KEY7/ALC+6fulJOcDHwFuqao3nWhFVbWrqsaranxsbGwgwUqShm5J8oQ5QpIGy8KRJGlQ7gSuSrKuaW8F9swOJhkD3glsqaq7hx+eJKll5glJGgEWjiRJA1FV08B2YH+Su4EjVTWZZG+S9cDvA+cAe5q+vUkm2oxZkjQ85glJGg1rFrJQki3ADcCpwN6q+uM547N3Q1gLvLeq3tf0PwZ4O3AunSLVzqr635YufEnSclZVu4Hdc/oubR6+u/mSJK1S5glJWv7mPeJoAbfJfCHwDOA5wCXARJJ/2gz/98CBqnpB8/yDSxq9JEmSJEmSBmYhp6qd9DaZwDOBz1bVQ1X1E+BTdIpEAP818KgknwcmgV8gSZIkSZKkkbCQwtF8t8n8KvB7SR6d5InAi4DZC9ydA1RVPR94F/C/9B+yJEmSJEmShmEhhaOT3iazqj4D/A3weWAX8EXgm83wMeCDzXKfplNI+geSTCSZSjI1MzPzSH8GSZIkSZIkDcBCCkfz3Sbz8cCeqnoOcD1wPp3T1Wi+X90s92weLigdp6p2VdV4VY2PjY0t6geRJEmSJEnS0pr3rmpVNZ1k9jaZDwJ3zd4mE7i2WewdzWlqDwDbqupY0/8/AH+R5DVN29tnSpIkSZIkjYh5C0cw720yAV58gud9H9iy2OAkSZIkSZLUnoWcqiZJkiRJkqRVyMKRJEmSJEmSerJwJEmSJEmSpJ4sHEmSJEmSJKknC0eSJEmSJEnqycKRJEmSJEmSerJwJEmSJEmSpJ4sHEmSJEmSJKknC0eSJEmSJEnqycKRJGlgkmxJcjDJoSQ7eoy/rhm/J8kNbcQoSWqPeUKSlj8LR5KkgUiyCdgGXAaMAxuSXN01fjHwcuAS4AJgc5LxNmKVJA2feUKSRoOFI0nSoFwBTFbVsaoqYCewuWv8SuADVfVgVT0IvB946fDDlCS1xDwhSSPAwpEkaVBOBw53taeBMx/BuCRpZTNPSNIIWNN2AHMdOnToaJJvLPLpZwBHlzKeEeU8dDgPD3MuOkZ9Hja1HcAjdAQ4p6u9vunrHj/zJOO/lGQCmGiaP03yd0sY5yga9dfyUnEeOpwH52DWb7QdwCO0JHnCHNGTfxMdzoNzMMt56FhUnkjnqNCVIclUVa36856dhw7n4WHORYfzMFxJfgX4DHBhVf04yYeAO6pqshkfB94O/A7wEPBZ4Iaqmppnvav+9+gcdDgPHc6DczBr1OZhEHli1OZgUJyHDufBOZjlPHQsdh48VU2SNBBVNQ1sB/YnuRs4UlWTSfYmWd+88f84cBA4AHxivqKRJGnlME9I0mhYdqeqSZJWjqraDeye03dp1+O3AW8bcliSpGXCPCFJy99KO+JoV9sBLBPOQ4fz8DDnosN5WBn8PToHs5yHDufBOZjlPDgHs5yHDufBOZjlPHQsah5W1DWOJEmSJEmStHRW2hFHkiRJkiRJWiIronCUZEuSg0kOJdnRdjxtaebhy0nuSvLRJI9tO6Y2Jbkpyd6242hTko1J7kjyuSSfTvK0tmNqQ5I/bfYRX0xye5J1bcek+c23b0/yumb8niQ3tBHjoC1gDl6b5ECz739PkhWR1+daaJ5P8pdJbh1iaEOzgNfCU5P8bbO//2SSX20jzkE72TwkOTXJLc3fxMEk703yqLZiHZQk1zTv8755gvFV8b7YHNFhnugwT5gnZpknBpMnRn7HkWQTsA24DBgHNiS5ut2ohi/Jk4AbgRdU1XOBbwB/1G5U7Unn9q3ntB3HMvBe4MaqegHwL4HvtBzP0CV5KvBS4KKquhj4NvDqdqPSfObbtye5GHg5cAlwAbC5+btfMRYwB+cBLwYurqqLgDHgyjZiHaSF5vkkm4G1w41uOBbwWjgVeDfwB83+/tXAD9qIdZAW8Fp4EfDkqrqwqi4AzgI2Dz3QwZsBXkOP1/tqeV9sjugwT3SYJ8wTs8wTv7TkeWLkC0fAFcBkVR2rzgWbdrIyf/knVVXfBy6pqvubrjXA/Sd5yoqV5DTgHcAb2o6lTUnWA48FJpLcBbwJ+Em7UbXiKPBTHr6L5KnAPa1Fo4Wab99+JfCBqnqwqh4E3k+nQLiSnHQOqupe4CVV9Yuma6Xu9+fN80nOAm4A/mz44Q3FfHPwbGAa2J7kC3Q+EKzG18K3gTVJTmmOqvgZcN/wwxysqtpXVUdPMLxa3hebIzrMEx3mCfPELPMEg8kTK6FwdDpwuKs9DZzZUiytqqoHkjwmyS3AaXSS5Gr0VuCWqvpe24G0bCPwTOCDzVFo3wf+pN2Qhq+qpun8h+U9Sf6Ezn9XPtNuVFqA+fbtq2HfP+/P2Oz3n5Dkw8A9VfXpYQY4JAv5Xe+k84HggWEFNWTzzcFG4CLgzcDzmvb1Q4tueE46D1X1VWAfcHPztbf54LyarIZ9I5gjZpknOoaaJ5J8PckXklyQ5OLm1Kdjiz2qLclfJzmS5NI+wjJPdJgn5reo/eNKKBwd4fgfdH3Tt+ok2QB8DPibqnp1138XVo0klwNPrKq/ajuWZeCHwNeq6mtN+yPAs9oLpx1Jng88r6peUVVvAe6lc/SVlrf59u2rYd8/78+Y5Hw6f9u3VNVKfV2fdB6SvAq4r6oODDuwIZrvtfBDYF9VfauqHgJuZ2Xu7+d7LVwHrK2qG6vqRmBdkq1DjrFtq2HfCOaIWeaJjqHniaq6hM57ytcB/wfzHNXfXFvnz5NMpXPNzU8lOadZ18uAT/UZknmiwzwxv0XtH1dC4ehO4Ko8fLHbrcCeFuNpRZLHALcCE1XV745nlF0JjKVzQeg7gPOTfLDlmNry98Bjk/xa076c1XmK1rnAo7vaa4GntBSLFm6+ffse4Lokj2rO278e+PiQYxy0k85BkjHgncCWqrp7+OENzXyvhcuBpzf7/F3AC5K8bbghDtx8c/Bl4GlJzmjaK3V/P988nMfDpyXD6tzfr5b3xeaIDvNERyt5oqr+S1X9flW9n85lEU7mf6RzPZ1/3lxz82PAB/qNoYt5osM8Mb9F5Yk18y2w3FXVdJLtwP4kDwJ3VdVk23G14IXAbwIfSjLb97mqenN7IQ1fVb22u51kb1Vd11Y8baqqh5oK+vvSuVvAYeAVLYfVhg8CFyY5SOc85vtZxReOHxUn2renc6fEa6tqKsnHgYPAz4HbqmqqxZCX3HxzAFxD5yYAe7r2+x+uql2tBDwgC3gtvGx22SRnA2+sqhV1B6UFzMHhJK8HPtZ8SL6Xpf1Asiws4G9iB52c9yU6/xz9LvDK1gIeoiS3ATdX1T2r4X2xOaLDPNExInniduBo1xkhXwXeuFQrN090mCdOrN88kc71kCRJkiRJ0skk+XpVnT23D7hmIQXKpnj113QKmn/e9N0K3FpVe5c4XGlJrIRT1SRJkiRJWtaa6y19Gvjz2aKRNApG/lQ1SZIkSZKWq3TOFdwJPAYYr6pjLYckPSIWjiRJkiRJGpwb6FwmZlVee1Wjz8KRJEmSJElLKMk08Pyq+k/Aq4EfJfnCnMWuqqqZ4UcnPTIWjiRJkiRJWqQeF8veAPysKRpRVb/WRlzSUvHi2JIkSZIkLcy3k+xN8qyTLPMy4F0LWVmS24Fx4IGlCE4ahFTV4p+cXANsAS6sqo09xrfQOZ/zVGBvVf3xojcmSRop5ghJkrQaNRfDPqWqftF2LNJS6PeIoxngNcDauQNJNgHbgMvoVFA3JLm6z+1JkkaHOUKSJK061WHRSCtGX4WjqtpXVUdPMHwFMFlVx6pzWNNOYHM/25MkjQ5zhCRJkjT6Bnlx7NOBw13taeDMXgsmmQAmAB73uMc969xzzx1gWJI0mg4dOnS0qsbajmOJLDhHgHlCkhZiheWJRTnjjDPq7LPPbjsMSVqWFpsnBlk4OgKc09Ve3/T9A1W1C9gFMD4+XlNTUwMMS5JGU5JvtB3DElpwjgDzhCQtxArLE4ty9tlnY46QpN4WmycGeVe1O4Grkqxr2luBPQPcniRpdJgjJEmSpBGw5IWjJLcleUZVTQPbgf1J7gaOVNXkUm9PkjQ6zBGSJEnSaFmSU9Wqan3X42u7Hu8Gdi/FNiRJo8kcIUmSJI2uQZ6qJkmSJEmSpBFm4UiSJEmSJEk9WTiSJEmSJElSTxaOJEmSJEmS1JOFI0mSJEmSJPVk4UiSJEmSJEk9WTiSJEmSJElSTxaOJEmSJEmS1JOFI0mSJEmSJPW0pu0AJEmSJK1OSW4FzgUeaLreXlUf7xrfArwe+DkwDfxhVf1k2HFK0mpm4UiSJElSWzYCl1bVA3MHkjwJuBF4blXdn+StwB8B/27IMUrSquapapIkSZLa8gTgL5LsT/LuJI+dHaiq7wOXVNX9Tdca4P4e65AkDZCFI0mSJEltmQJuqqrnATPATd2DVfVAksckuQU4DXj/3BUkmUgylWRqZmZmKEFL0mpi4UiSJElSK6pqoqq+1TRvBy7oHk+yAfgY8DdV9eqq+kWPdeyqqvGqGh8bGxt80JK0ylg4kiRJkjR0SU5Lsi3J2qbrd4GvdI0/BrgVmKiqT7UQoiQJL44tSZIkqQXNBa+PAgeTHAO+A7wqyW3AzcAG4DeBDyWZfdrnqurNrQQsSauUhSNJkiRJraiqW4Bb5nRf23y/B3jyUAOSJP0DfZ2qlmRLkoNJDiXZMWfs1CS3JDnQLPPeJI/qL1xJ0igxT0iSJEmjbdGFoySbgG3AZcA4sCHJ1V2LvAh4clVdWFUXAGcBm/uIVZI0QswTkiRJ0ujr54ijK4DJqjpWVQXs5Pg3/N8G1iQ5JckpwM+A+/rYniRptJgnJEmSpBHXzzWOTgcOd7WngTNnG1X11ST76FzYDmBvVd3ba0VJJoAJgI0bN/YRkiRpGTFPSJIkSSOunyOOjtD1AQBY3/QBkOQ6YG1V3VhVNwLrkmzttaKq2lVV41U1PjY21kdIkqRlxDwhSZIkjbh+Ckd3AlclWde0twJ7usbP4/gjmtYCT+lje5Kk0WKekCRJkkbcogtHVTUNbAf2J7kbOFJVk0n2JlkP7AAuSPKlJAeAfwa8bUmiliQte+YJSZIkafT1c40jqmo3sHtO36VdzZf2s35J0mgzT0iSJEmjrZ9T1SRJkiRJkrSCWTiSJEmSJElSTxaOJEmSJEmS1JOFI0mSJEmSJPVk4UiSJEmSJEk9WTiSJEmSJElSTxaOJEmSJLUiya1JDiTZ23y9ZM74NUk+muSbbcUoSavdmrYDkCRJkrRqbQQuraoHTjA+A7wG+LvhhSRJ6uYRR5IkSZLa8gTgL5LsT/LuJI/tHqyqfVV1tJ3QJElg4UiSJElSe6aAm6rqeXSOLrqp5XgkSXNYOJIkSZLUiqqaqKpvNc3bgQse6TqSTCSZSjI1MzOztAFKkiwcSZIkSRq+JKcl2ZZkbdP1u8BXHul6qmpXVY1X1fjY2NjSBilJsnAkSZIkafiq6n7gKHAwyT7gWcCbk9yW5BmtBidJ+iXvqiZJkiSpFVV1C3DLnO5reyy3fjgRSZLm8ogjSZIkSZIk9WThSJIkSZIkST31VThKsiXJwSSHkuzoMf7UJH+b5HNJPpnkV/vZniRptJgnJEmSpNG26GscJdkEbKNzy8wfAbclubqqJpvxU4F3A9dU1UySDcAP+w9ZkjQKzBOSJEnS6OvniKMrgMmqOlZVBewENneNPxuYBrYn+QLwauD+PrYnSRot5glJkiRpxPVTODodONzVngbO7GpvBC4C3gw8r2lf38f2JEmjxTwhSZIkjbh+CkdHOP4DwPqmb9YPgX1V9a2qegi4HXhWrxUlmUgylWRqZmamj5AkScuIeUKSJEkacf0Uju4ErkqyrmlvBfZ0jX8ZeFqSM5r25cA9vVZUVbuqaryqxsfGxvoISZK0jJgnJEmSpBG36MJRVU0D24H9Se4GjlTVZJK9SdZX1Y+B1wMfS/Il4NHAB5YkaknSsmeekCRJkkbfou+qBlBVu4Hdc/ou7Xr8eeC5/WxDkjS6zBOSJEnSaOvnVDVJkiRJkiStYBaOJEmSJEmS1JOFI0mSJEmSJPVk4UiSJEmSJEk9WTiSJEmSJElSTxaOJEmSJLUiya1JDiTZ23y9ZM74liQHkxxKsqOtOCVpNVvTdgCSJEmSVq2NwKVV9cDcgSSbgG3ABcCPgNuSXF1Vk0OOUZJWNQtHkiRJktryBOAvkvxXwNeAG6vqJ83YFcBkVR0DSLIT+FfAkheO3vSJe7nvuz9a6tVK0pL7rX/yeP7Ni88b6jY9VU2SJElSW6aAm6rqecAMcFPX2OnA4a72NHDm3BUkmUgylWRqZmZmoMFK0mrkEUeSJEmSWlFVE13N24F3dbWPAOd0tdc3fXPXsQvYBTA+Pl6LiWPY/72XpFHiEUeSJEmShi7JaUm2JVnbdP0u8JWuRe4ErkqyrmlvBfYMM0ZJkkccSZIkSWpBVd2f5ChwMMkx4DvAq5LcBtxcVfck2Q7sT/IgcJcXxpak4bNwJEmSJKkVVXULcMuc7mu7xncDu4calCTpOJ6qJkmSJEmSpJ4sHEmSJEmSJKknC0eSJEmSJEnqycKRJEmSJEmSeuqrcJRkS5KDSQ4l2XGS5f4yya39bEuSNHrME5IkSdJoW3ThKMkmYBtwGTAObEhydY/lNgNrF7sdSdJoMk9IkiRJo6+fI46uACar6lhVFbAT2Ny9QJKzgBuAP+tjO5Kk0WSekCRJkkZcP4Wj04HDXe1p4Mw5y+yk84HggZOtKMlEkqkkUzMzM32EJElaRswTkiRJ0ojrp3B0hOM/AKxv+gBI8irgvqo6MN+KqmpXVY1X1fjY2FgfIUmSlhHzhCRJkjTi+ikc3QlclWRd094K7Okavxx4epI7gF3AC5K8rY/tSZJGi3lCkiRJGnFrFvvEqppOsh3Yn+RB4K6qmkyyF7i2ql42u2ySs4E3VtUN/QYsSRoN5glJkiRp9C26cARQVbuB3XP6Lu2x3NeBP+xnW5Kk0WOekCRJkkZbP6eqSZIkSZIkaQWzcCRJkiRJkqSeLBxJkiRJalWSm5pr4M3t35bkQJKvJHllC6FJ0qrX1zWOJEmSJKkfScaBc3r0vxB4BvAc4DHAviSfr6q/H26EkrS6ecSRJEmSpFYkOQ14B/CGHsPPBD5bVQ9V1U+ATwGXDTM+SZKFI0mSJEnteStwS1V9r8fYV4HfS/LoJE8EXgSsm7tQkokkU0mmZmZmBhyuJK0+nqomSZIkaeiSXA48sar+qtd4VX0mydOBzwPfAb4IfLPHcruAXQDj4+M1uIglaXXyiCNJkiRJbbgSGEtyR5I7gPOTfHB2MMnjgT1V9RzgeuB8OqerSZKGyCOOJEmSJA1dVb22u51kb1Vd19xd7dqm+x3NaWoPANuq6tiQw5SkVc/CkSRJkqTWVdWl3d8bL24lGEnSL3mqmiRJkiRJknqycCRJkiRJkqSeLBxJkiRJkiSpJwtHkiRJkiRJ6snCkSRJkiRJknqycCRJkiRJkqSeLBxJkiRJkiSpp74KR0m2JDmY5FCSHT3GX5vkQJIvJ3lPEgtVkrSKmCckSZKk0bboN+hJNgHbgMuAcWBDkqu7xs8DXgxcXFUXAWPAlf2FK0kaFeYJSZIkafT185/dK4DJqjpWVQXsBDbPDlbVvcBLquoXTdca4P4+tidJGi3mCUmSJGnE9VM4Oh043NWeBs7sXqCqHkjyhCQfBu6pqk/3WlGSiSRTSaZmZmb6CEmStIyYJyRJkqQR10/h6AjHfwBY3/T9UpLzgY8At1TVm060oqraVVXjVTU+NjbWR0iSpGXEPCFJkiSNuH4KR3cCVyVZ17S3AntmB5OMAe8EtlTV3X1sR5I0mswTkiRJ0ohbdOGoqqaB7cD+JHcDR6pqMsneJOuB3wfOAfY0fXuTTCxN2JKk5c48IUmSJI2+Nf08uap2A7vn9F3aPHx38yVJWqXME5IkSdJo6+dUNUmSJEnqW5Kbkuyd03dqkluSHEhyMMl7kzyqpRAladWycCRJkiSpNUnG6Zy6PNeLgCdX1YVVdQFwFrB5mLFJkiwcSZIkSWpJktOAdwBv6DH8bWBNklOSnAL8DLhvmPFJkvq8xpEkSZIk9eGtwC1V9b0kxw1U1VeT7ANubrr2VtW9c1fQ3FhhAmDjxo0DDleSVh+POJIkSZI0dEkuB55YVX91gvHrgLVVdWNV3QisS7J17nJVtauqxqtqfGxsbMBRS9LqY+FIkiRJUhuuBMaS3JHkDuD8JB/sGj+P48+QWAs8ZYjxSZLwVDVJkiRJLaiq13a3k+ytquuau6tdC+wA3pfkS3T+4f1d4JVDD1SSVjkLR5IkSZJaV1WXdn9vvLSVYCRJv+SpapIkSZIkSerJwpEkSZIkSZJ6snAkSZIkSZKkniwcSZIkSZIkqScLR5IkSZIkSerJwpEkSZIkSZJ6snAkSZIkSZKkniwcSZIkSZIkqae+CkdJtiQ5mORQkh09xl/XjN+T5IZ+tiVJGj3mCUmSJGm0LbpwlGQTsA24DBgHNiS5umv8YuDlwCXABcDmJOP9hStJGhXmCUmSJGn09XPE0RXAZFUdq6oCdgKbu8avBD5QVQ9W1YPA+4GX9rE9SdJoMU9IkiRJI66fwtHpwOGu9jRw5iMYlyStbOYJSZIkacSt6eO5R4Bzutrrm77u8TNPMv5LSSaAiab50yR/10dcK8EZwNG2g1gGnIcO58E5mPUbbQfwCJknBse/iQ7nocN5cA5mjVqeWHKHDh06muQbi3y6r6OHORcdzkOH8/CwUZ+LTYt5UjpnDyziicmvAJ8BLqyqHyf5EHBHVU024+PA24HfAR4CPgvcUFVT86x3qqpW9TUunIMO56HDeXAOZo3aPJgnBsc56HAeOpwH52CW89Af5+9hzkWH89DhPDxstc7Fok9Vq6ppYDuwP8ndwJGqmkyyN8n65o3/x4GDwAHgE/N9GJAkrRzmCUmSJGn09XOqGlW1G9g9p+/SrsdvA97WzzYkSaPLPCFJkiSNtn4ujj0ou9oOYBlwDjqchw7nwTmY5Tx0OA/OwSznocN5cA5mOQ/9cf4e5lx0OA8dzsPDVuVcLPoaR5IkSZIkSVrZluMRR5IkSZIkSVoGWiscJdmS5GCSQ0l29Bh/XTN+T5Ib2ohx0BYwB69NciDJl5O8J8mKLPTNNw9dy/1lkluHGNpQLeD18NQkf5vkc0k+meRX24hzkE42B0lOTXJL8zdxMMl7kzyqrVgHJck1ST6a5JsnGF/Q38tKYJ4wT8wyT5gjZpknzBOD4rx1NPPw5SR3Na+zx7YdU5uS3JRkb9txtCnJxiR3NPnl00me1nZMbUjyp80+4otJbk+yru2YhqmVN5hJNgHbgMuAcWBDkqu7xi8GXg5cAlwAbE7nts0rxgLm4DzgxcDFVXURMAZc2UasgzTfPHQttxlYO9zohmcBr4dTgXcDf1BVLwBeDfygjVgHZQGvhRcBT66qC6vqAuAsYPPQAx28GeA19Hi9L/TvZSUwT5gnZpknzBGzzBO/ZJ5YYs5bR5InATcCL6iq5wLfAP6o3aja07yvOKftOJaB9wI3NvnlXwLfaTmeoUvyVOClwEVVdTHwbTq5dtVo6z+TVwCTVXWsOhdZ2snxif1K4ANV9WBVPQi8n84vaiU56RxU1b3AS6rqF03XGuD+oUc5ePO9FkhyFnAD8GfDD29o5puHZwPTwPYkX6Czo1ppr4f55uDbwJokpzRHVfwMuG/4YQ5WVe2rqqMnGJ7372UFMU+YJ2aZJ8wRs8wTmCcGxHkDqur7wCVVNbv/WKl5ZV5JTgPeAbyh7VjalGQ98FhgIsldwJuAn7QbVSuOAj/l4bvSnwrc01o0LWircHQ6cLirPQ2c+QjGV4J5f8aqeiDJE5J8GLinqj49zACHZCG/6510PhA8MKygWjDfPGwELgLeDDyvaV8/tOiG46RzUFVfBfYBNzdfe5sPzqvJatg3zjJPmCdmmSfMEbPME/NbDfvGQXDeGk1eeUySW4DT6PxjZjV6K3BLVX2v7UBathF4JvDB5ii07wN/0m5Iw1dV03SO7H1Pkj+hc1TvZ9qNarjaKhwd4fid8fqmb6HjK8G8P2OS84GP0NlpvWmIsQ3TSechyauA+6rqwLADG7L5Xg8/BPZV1beq6iHgduBZwwtvKOZ7LVwHrK2qG6vqRmBdkq1DjrFtq2HfOMs8YZ6YZZ4wR8wyT8xvNewbB8F5ayTZAHwM+JuqenXXUa2rRpLLgSdW1V+1Hcsy8EPga1X1tab9EVZmfjmpJM8HnldVr6iqtwD30jn6atVoq3B0J3BV1wWltgJ7usb3ANcleVRz3v71wMeHHOOgnXQOkowB7wS2VNXdww9vaOZ7LVwOPD3JHcAu4AVJ3jbcEIdivnn4MvC0JGc07ctZeYdHzjcH5/Hw4aHQubbDU4YU23Ix3xytJOYJ88Qs84Q5YpZ5Yn6rKU8sJecNSPIY4FZgoqo+1XI4bboSGGsuCH0HcH6SD7YcU1v+Hnhskl9r2is1v8znXODRXe1Vl1/WzL/I0quq6STbgf1JHgTuqqrJ5or111bVVJKPAweBnwO3VdVUG7EOynxzAFxD52Jse5LMPu3DVbWrlYAHZAGvhZfNLpvkbOCNVbXi7p60gHk4nOT1wMeaD8n3Ah9oMeQlt4C/iR3A+5J8iU7R+7vAK1sLeIiS3AbcXFX39JqjlsMbCPOEeWKWecIcMcs8cWKrMU8spRO9ttqOqwUvBH4T+FBXXvlcVb25vZCGr6pe291OsreqrmsrnjZV1UPNkZvvS+culYeBV7QcVhs+CFyY5CCd6+fdzyq7cHw613+TJEmSJEmSjtfWqWqSJEmSJEla5iwcSZIkSZIkqScLR5IkSZIkSerJwpEkSZIkSZJ6snAkSZIkSZKkniwcSZIkSZIkqScLR5IkSZIkSerJwpEkSZIkSZJ6+v8BOAuOepgHDe4AAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"fig, axes = plt.subplots(2, 3, figsize=(20, 5))\n",
"\n",
"pd.Series([1]*10).plot(ax=axes[0,0], title=\"[0,0]\")\n",
"pd.Series([5]*10).plot(ax=axes[1,2], title=\"[1,2]\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 曜日ごとに分けてヒストグラムを描画\n",
"- `df.plot(subplots=True)` は複数データが全く同じIndexを持つ場合は使用出来ますが、groupby などで分割したデータには使用出来ません。\n",
"- その場合は `matolotlib` の `subplots` などを使う必要があります\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" open | \n",
" high | \n",
" low | \n",
" close | \n",
" volume | \n",
" RSI14 | \n",
" day_name | \n",
" price_change | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2022-03-28 23:40:00+00:00 | \n",
" 43026.45 | \n",
" 43044.51 | \n",
" 42969.20 | \n",
" 43038.99 | \n",
" 2.88405 | \n",
" 34.685962 | \n",
" Monday | \n",
" -0.000097 | \n",
"
\n",
" \n",
" 2022-03-28 23:45:00+00:00 | \n",
" 43052.70 | \n",
" 43072.27 | \n",
" 43021.37 | \n",
" 43034.21 | \n",
" 1.07998 | \n",
" 34.485364 | \n",
" Monday | \n",
" -0.000111 | \n",
"
\n",
" \n",
" 2022-03-28 23:50:00+00:00 | \n",
" 43027.09 | \n",
" 43027.09 | \n",
" 42930.60 | \n",
" 42948.57 | \n",
" 1.42620 | \n",
" 31.023581 | \n",
" Monday | \n",
" -0.001990 | \n",
"
\n",
" \n",
" 2022-03-28 23:55:00+00:00 | \n",
" 42948.57 | \n",
" 42953.04 | \n",
" 42656.89 | \n",
" 42794.68 | \n",
" 19.00424 | \n",
" 25.977242 | \n",
" Monday | \n",
" -0.003583 | \n",
"
\n",
" \n",
" 2022-03-29 00:00:00+00:00 | \n",
" 42787.28 | \n",
" 42943.00 | \n",
" 42766.83 | \n",
" 42893.96 | \n",
" 5.58367 | \n",
" 33.493235 | \n",
" Tuesday | \n",
" 0.002320 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" open high low close volume \\\n",
"datetime \n",
"2022-03-28 23:40:00+00:00 43026.45 43044.51 42969.20 43038.99 2.88405 \n",
"2022-03-28 23:45:00+00:00 43052.70 43072.27 43021.37 43034.21 1.07998 \n",
"2022-03-28 23:50:00+00:00 43027.09 43027.09 42930.60 42948.57 1.42620 \n",
"2022-03-28 23:55:00+00:00 42948.57 42953.04 42656.89 42794.68 19.00424 \n",
"2022-03-29 00:00:00+00:00 42787.28 42943.00 42766.83 42893.96 5.58367 \n",
"\n",
" RSI14 day_name price_change \n",
"datetime \n",
"2022-03-28 23:40:00+00:00 34.685962 Monday -0.000097 \n",
"2022-03-28 23:45:00+00:00 34.485364 Monday -0.000111 \n",
"2022-03-28 23:50:00+00:00 31.023581 Monday -0.001990 \n",
"2022-03-28 23:55:00+00:00 25.977242 Monday -0.003583 \n",
"2022-03-29 00:00:00+00:00 33.493235 Tuesday 0.002320 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 曜日を追加 (dayofweek (Monday=0, Sunday=6) でも可)\n",
"df_ohlc_btc_eur[\"day_name\"] = df_ohlc_btc_eur.index.day_name() \n",
"\n",
"# 5分毎の価格変化を追加\n",
"df_ohlc_btc_eur[\"price_change\"] = df_ohlc_btc_eur[\"close\"].pct_change()\n",
"df_ohlc_btc_eur.tail()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_ohlc_btc_eur[\"price_change\"].plot(kind=\"hist\", bins=100, grid=True);"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 参照: Botterのためのpandas入門 https://botter4pandas.readthedocs.io/ja/latest/resample.html\n",
"\n",
"df_ohlc_btc_eur.groupby(\"day_name\")[\"price_change\"].plot(\n",
" kind=\"hist\",\n",
" bins=50,\n",
" grid=True,\n",
" legend=True,\n",
" figsize=(20, 5),\n",
" alpha=0.5,\n",
");"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(20, 5))\n",
"\n",
"i = 1\n",
"for name, s in list(df_ohlc_btc_eur.groupby(\"day_name\")[\"price_change\"]):\n",
" ax = fig.add_subplot(2, 4, i)\n",
" s.plot(\n",
" kind=\"hist\",\n",
" ax=ax,\n",
" title=name,\n",
" xlim=(-0.015, 0.015),\n",
" ylim=(0, 400),\n",
" sharex=True,\n",
" sharey=True,\n",
" grid=True,\n",
" bins=50,\n",
" rot=45,\n",
" )\n",
" i += 1"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"daynames = [\n",
" \"Monday\",\n",
" \"Tuesday\",\n",
" \"Wednesday\",\n",
" \"Thursday\",\n",
" \"Friday\",\n",
" \"Saturday\",\n",
" \"Sunday\",\n",
"]\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"fig = plt.figure(figsize=(20, 5))\n",
"\n",
"i = 1\n",
"grp = df_ohlc_btc_eur.groupby(\"day_name\")[\"price_change\"]\n",
"for name in daynames:\n",
" s = grp.get_group(name)\n",
" ax = fig.add_subplot(2, 4, i)\n",
" s.plot(\n",
" kind=\"hist\",\n",
" ax=ax,\n",
" title=name,\n",
" xlim=(-0.015, 0.015),\n",
" ylim=(0, 400),\n",
" sharex=True,\n",
" sharey=True,\n",
" grid=True,\n",
" bins=50,\n",
" rot=45,\n",
" )\n",
" i += 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 価格帯別出来高\n",
"- 頂いたアンケートで、価格帯別出来高と market depth の描画についてのご質問が多かったので、この2つを .plot と matplotlib で描画する方法を紹介\n",
"- ただ、ここで紹介する方法よりも、plotly を使ったほうが楽です。"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# 15分OHLCVを作成\n",
"df_15min = df_btc_eur[\"price\"].resample(\"15min\", label=\"right\").ohlc()\n",
"df_15min[\"volume\"] = df_btc_eur[\"size\"].resample(\"15min\", label=\"right\").sum()\n",
"\n",
"# pandas.cut https://pandas.pydata.org/docs/reference/api/pandas.cut.html\n",
"df_15min[\"pricecut\"] = pd.cut(\n",
" df_15min[\"close\"],\n",
" 30,\n",
").apply(lambda x: x.left)\n",
"s_vol_by_price = df_15min.groupby(\"pricecut\")[\"volume\"].sum()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"datetime\n",
"2022-03-01 00:15:00+00:00 (38506.104, 38821.835]\n",
"2022-03-01 00:30:00+00:00 (38506.104, 38821.835]\n",
"2022-03-01 00:45:00+00:00 (38821.835, 39137.565]\n",
"2022-03-01 01:00:00+00:00 (38821.835, 39137.565]\n",
"2022-03-01 01:15:00+00:00 (38506.104, 38821.835]\n",
"Freq: 15T, Name: close, dtype: category\n",
"Categories (30, interval[float64, right]): [(34392.138, 34717.34] < (34717.34, 35033.071] < (35033.071, 35348.801] < (35348.801, 35664.531] ... (42610.599, 42926.329] < (42926.329, 43242.059] < (43242.059, 43557.79] < (43557.79, 43873.52]]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.cut(df_15min[\"close\"],30,).head()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" open | \n",
" high | \n",
" low | \n",
" close | \n",
" volume | \n",
" pricecut | \n",
"
\n",
" \n",
" datetime | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2022-03-01 00:15:00+00:00 | \n",
" 38500.00 | \n",
" 38911.58 | \n",
" 38500.00 | \n",
" 38709.50 | \n",
" 36.81053 | \n",
" 38506.104 | \n",
"
\n",
" \n",
" 2022-03-01 00:30:00+00:00 | \n",
" 38717.66 | \n",
" 38737.22 | \n",
" 38532.55 | \n",
" 38699.72 | \n",
" 8.61861 | \n",
" 38506.104 | \n",
"
\n",
" \n",
" 2022-03-01 00:45:00+00:00 | \n",
" 38708.79 | \n",
" 38855.14 | \n",
" 38660.00 | \n",
" 38832.02 | \n",
" 12.49577 | \n",
" 38821.835 | \n",
"
\n",
" \n",
" 2022-03-01 01:00:00+00:00 | \n",
" 38841.55 | \n",
" 39014.56 | \n",
" 38687.39 | \n",
" 38882.82 | \n",
" 22.28080 | \n",
" 38821.835 | \n",
"
\n",
" \n",
" 2022-03-01 01:15:00+00:00 | \n",
" 38883.49 | \n",
" 38932.19 | \n",
" 38616.54 | \n",
" 38635.33 | \n",
" 9.86671 | \n",
" 38506.104 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" open high low close volume \\\n",
"datetime \n",
"2022-03-01 00:15:00+00:00 38500.00 38911.58 38500.00 38709.50 36.81053 \n",
"2022-03-01 00:30:00+00:00 38717.66 38737.22 38532.55 38699.72 8.61861 \n",
"2022-03-01 00:45:00+00:00 38708.79 38855.14 38660.00 38832.02 12.49577 \n",
"2022-03-01 01:00:00+00:00 38841.55 39014.56 38687.39 38882.82 22.28080 \n",
"2022-03-01 01:15:00+00:00 38883.49 38932.19 38616.54 38635.33 9.86671 \n",
"\n",
" pricecut \n",
"datetime \n",
"2022-03-01 00:15:00+00:00 38506.104 \n",
"2022-03-01 00:30:00+00:00 38506.104 \n",
"2022-03-01 00:45:00+00:00 38821.835 \n",
"2022-03-01 01:00:00+00:00 38821.835 \n",
"2022-03-01 01:15:00+00:00 38506.104 "
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_15min.head()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pricecut\n",
"34392.138 435.63711\n",
"34717.34 1412.83708\n",
"35033.071 2183.13348\n",
"35348.801 5886.14376\n",
"35664.531 4763.29875\n",
"Name: volume, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s_vol_by_price.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"fig, axes = plt.subplots(\n",
" 1, 2, figsize=(20, 5), constrained_layout=True\n",
") # constrained_layout: サブプロット同士をいい感じで描画\n",
"\n",
"df_15min[\"close\"].plot(ax=axes[0], yticks=s_vol_by_price.index, grid=True)\n",
"s_vol_by_price.plot(kind=\"barh\", ax=axes[1], sharey=True, grid=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Market Depth"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](https://upload.wikimedia.org/wikipedia/commons/1/1f/Market_Depth.jpg)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"import asyncio\n",
"import nest_asyncio\n",
"import pandas as pd\n",
"import plotly.graph_objects as go\n",
"import pybotters\n",
"from IPython.display import HTML\n",
"\n",
"nest_asyncio.apply()\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"async def get_trades(market_name):\n",
" async with pybotters.Client(\n",
" apis={\"ftx\": [\"\", \"\"]}, base_url=\"https://ftx.com/api\"\n",
" ) as client:\n",
" res = await client.get(\n",
" f\"/markets/{market_name}/orderbook\",\n",
" params={\"depth\": 50,},\n",
" )\n",
" return await res.json()\n",
"\n",
"# 取得したデータを確認\n",
"data = asyncio.run(get_trades(\"BTC-PERP\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"df_bid = pd.DataFrame(data[\"result\"][\"bids\"], columns=[\"price\", \"size\"])\n",
"df_ask = pd.DataFrame(data[\"result\"][\"asks\"], columns=[\"price\", \"size\"])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" price | \n",
" size | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 40759.0 | \n",
" 5.3874 | \n",
"
\n",
" \n",
" 1 | \n",
" 40757.0 | \n",
" 0.2163 | \n",
"
\n",
" \n",
" 2 | \n",
" 40756.0 | \n",
" 0.7352 | \n",
"
\n",
" \n",
" 3 | \n",
" 40755.0 | \n",
" 0.2240 | \n",
"
\n",
" \n",
" 4 | \n",
" 40754.0 | \n",
" 1.1096 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" price size\n",
"0 40759.0 5.3874\n",
"1 40757.0 0.2163\n",
"2 40756.0 0.7352\n",
"3 40755.0 0.2240\n",
"4 40754.0 1.1096"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_bid.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
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