{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Household energy consumption" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import pandas as pd \n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from prophet import Prophet" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "path_data = r\"C:\\Users\\LaurèneDAVID\\Documents\\Teaching\\Educational_apps\\data-hec-AI-DS\\household_power_consumption.txt\"\n", "data = pd.read_csv(path_data, low_memory=False, sep=\";\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 2075259 entries, 0 to 2075258\n", "Data columns (total 9 columns):\n", " # Column Dtype \n", "--- ------ ----- \n", " 0 Date object \n", " 1 Time object \n", " 2 Global_active_power object \n", " 3 Global_reactive_power object \n", " 4 Voltage object \n", " 5 Global_intensity object \n", " 6 Sub_metering_1 object \n", " 7 Sub_metering_2 object \n", " 8 Sub_metering_3 float64\n", "dtypes: float64(1), object(8)\n", "memory usage: 142.5+ MB\n" ] } ], "source": [ "data.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "for col in data.columns[2:]:\n", " data[col] = data[col].apply(lambda x: np.nan if x==\"?\" else x)\n", " data[col] = data[col].astype(float)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Average energy consumption to daily measurements\n", "data_clean = data.drop(columns=[\"Time\"]).groupby(\"Date\").mean().reset_index()\n", "data_clean[\"Date\"] = pd.to_datetime(data_clean[\"Date\"], format=\"%d/%m/%Y\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateGlobal_active_powerGlobal_reactive_powerVoltageGlobal_intensitySub_metering_1Sub_metering_2Sub_metering_3
14372010-08-090.3715720.119092241.0692641.6384720.0000000.3576392.806944
14382007-09-091.1663210.145244238.9221465.0540281.5166673.0819446.411806
14392008-09-090.8053150.125465239.7816673.4644440.1638890.3145835.366667
14402009-09-091.0564890.155258241.3085074.4912500.6694442.6611117.410417
14412010-09-090.8602180.116635240.6032153.7016671.2590281.4777784.872222
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" ], "text/plain": [ " Date Global_active_power Global_reactive_power Voltage \\\n", "1437 2010-08-09 0.371572 0.119092 241.069264 \n", "1438 2007-09-09 1.166321 0.145244 238.922146 \n", "1439 2008-09-09 0.805315 0.125465 239.781667 \n", "1440 2009-09-09 1.056489 0.155258 241.308507 \n", "1441 2010-09-09 0.860218 0.116635 240.603215 \n", "\n", " Global_intensity Sub_metering_1 Sub_metering_2 Sub_metering_3 \n", "1437 1.638472 0.000000 0.357639 2.806944 \n", "1438 5.054028 1.516667 3.081944 6.411806 \n", "1439 3.464444 0.163889 0.314583 5.366667 \n", "1440 4.491250 0.669444 2.661111 7.410417 \n", "1441 3.701667 1.259028 1.477778 4.872222 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_clean.tail()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "for col in data_clean.columns[1:]:\n", " data_clean[col] = data_clean[col].round(2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "data_clean[\"Date\"] = pd.to_datetime(data_clean[\"Date\"])\n", "data_clean.sort_values(by=[\"Date\"], inplace=True)\n", "data_clean.drop(columns=[\"Global_reactive_power\",\"Voltage\"], inplace=True)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateGlobal_active_powerGlobal_intensitySub_metering_1Sub_metering_2Sub_metering_3
3412006-12-163.0513.080.001.3812.44
3892006-12-172.3510.001.412.919.26
4372006-12-181.536.420.741.829.73
4852006-12-191.164.930.585.284.30
5802006-12-201.556.470.001.849.77
.....................
6752010-11-221.426.013.371.477.04
7232010-11-231.104.671.300.325.29
7712010-11-241.255.250.761.988.49
8192010-11-250.994.170.750.303.52
8672010-11-261.184.960.860.307.91
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1442 rows × 6 columns

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" ], "text/plain": [ " Date Global_active_power Global_intensity Sub_metering_1 \\\n", "341 2006-12-16 3.05 13.08 0.00 \n", "389 2006-12-17 2.35 10.00 1.41 \n", "437 2006-12-18 1.53 6.42 0.74 \n", "485 2006-12-19 1.16 4.93 0.58 \n", "580 2006-12-20 1.55 6.47 0.00 \n", ".. ... ... ... ... \n", "675 2010-11-22 1.42 6.01 3.37 \n", "723 2010-11-23 1.10 4.67 1.30 \n", "771 2010-11-24 1.25 5.25 0.76 \n", "819 2010-11-25 0.99 4.17 0.75 \n", "867 2010-11-26 1.18 4.96 0.86 \n", "\n", " Sub_metering_2 Sub_metering_3 \n", "341 1.38 12.44 \n", "389 2.91 9.26 \n", "437 1.82 9.73 \n", "485 5.28 4.30 \n", "580 1.84 9.77 \n", ".. ... ... \n", "675 1.47 7.04 \n", "723 0.32 5.29 \n", "771 1.98 8.49 \n", "819 0.30 3.52 \n", "867 0.30 7.91 \n", "\n", "[1442 rows x 6 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_clean" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "path_clean_data = r\"C:\\Users\\LaurèneDAVID\\Documents\\Teaching\\Educational_apps\\app-hec-AI-DS\\data\\household\\household_power_consumption_clean.pkl\"\n", "data_clean.to_pickle(path_clean_data)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "data_clean.rename({\"Date\":\"ds\", \"Global_active_power\":\"y\"},axis=1, inplace=True)\n", "data_clean.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "sns.lineplot(data=data_clean, x=\"ds\", y=\"y\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "sns.lineplot(data=data_clean, x=\"ds\", y=\"Sub_metering_3\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "cutoff_date = '2010-01-01'\n", "\n", "train = data_clean[data_clean[\"ds\"] <= cutoff_date]\n", "test = data_clean[data_clean[\"ds\"] > cutoff_date]\n", "\n", "m = Prophet(daily_seasonality=False)\n", "# for col in [\"Global_intensity\", \"Sub_metering_1\", \"Sub_metering_2\", \"Sub_metering_3\"]:\n", "# m.add_regressor(col)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train_plot = train.copy()\n", "train_plot[\"split\"] = [\"train\"]*len(train_plot)\n", "\n", "test_plot = test.copy()\n", "test_plot[\"split\"] = [\"test\"]*len(test_plot)\n", "\n", "data_clean_plot = pd.concat([train_plot, test_plot])\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.lineplot(data=data_clean_plot, x=\"ds\", y=\"y\", hue=\"split\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "12:14:32 - cmdstanpy - INFO - Chain [1] start processing\n", "12:14:32 - cmdstanpy - INFO - Chain [1] done processing\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m.fit(train)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "forecast = m.predict(test)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\LaurèneDAVID\\Documents\\Teaching\\HEC_EMBA\\app_hec_emba\\venv\\lib\\site-packages\\prophet\\plot.py:72: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", " fcst_t = fcst['ds'].dt.to_pydatetime()\n", "c:\\Users\\LaurèneDAVID\\Documents\\Teaching\\HEC_EMBA\\app_hec_emba\\venv\\lib\\site-packages\\prophet\\plot.py:73: FutureWarning: The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", " ax.plot(m.history['ds'].dt.to_pydatetime(), m.history['y'], 'k.',\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m.plot(forecast)\n", "plt.xlabel('Date')\n", "plt.ylabel('Global Average Power')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "df_results = test_plot.merge(forecast, on=\"ds\", how=\"left\")[[\"ds\",\"y\",\"yhat\"]]\n", "df_results = df_results.melt(id_vars=\"ds\")\n", "df_results[\"variable\"] = df_results[\"variable\"].map({\"y\":\"true values\", \"yhat\":\"predicted values\"})\n", "df_results.columns = [\"Date\", \"Variable\", \"Global Active Power\"]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Variable=true values
Date=%{x}
Global Active Power=%{y}", "legendgroup": "true values", "line": { "color": "black", "dash": "solid" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "true values", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ "2010-01-02T00:00:00", "2010-01-03T00:00:00", "2010-01-04T00:00:00", "2010-01-05T00:00:00", "2010-01-06T00:00:00", "2010-01-07T00:00:00", "2010-01-08T00:00:00", "2010-01-09T00:00:00", "2010-01-10T00:00:00", "2010-01-11T00:00:00", "2010-01-12T00:00:00", "2010-01-14T00:00:00", "2010-01-15T00:00:00", "2010-01-16T00:00:00", "2010-01-17T00:00:00", "2010-01-18T00:00:00", "2010-01-19T00:00:00", "2010-01-20T00:00:00", "2010-01-21T00:00:00", "2010-01-22T00:00:00", "2010-01-23T00:00:00", "2010-01-24T00:00:00", "2010-01-25T00:00:00", "2010-01-26T00:00:00", "2010-01-27T00:00:00", "2010-01-28T00:00:00", "2010-01-29T00:00:00", "2010-01-30T00:00:00", "2010-01-31T00:00:00", "2010-02-01T00:00:00", "2010-02-02T00:00:00", "2010-02-03T00:00:00", 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"#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "True vs Predicted Values" }, "width": 1200, "xaxis": { "anchor": "y", "domain": [ 0, 1 ], "title": { "text": "Date" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "Global Active Power" } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "\n", "# Create the first line plot\n", "fig = px.line(df_results, x=\"Date\", y=\"Global Active Power\", color=\"Variable\", \n", " color_discrete_sequence=[\"black\", \"red\"], line_dash = 'Variable')\n", "\n", "# fig.update_traces(line=dict(dash=['solid', 'dash']), \n", "# name=['Line 1', 'Line 2'])\n", "\n", "fig.update_layout(\n", " title='True vs Predicted Values',\n", " xaxis_title='Date',\n", " yaxis_title='Global Active Power',\n", " #legend=dict(title='Lines'),\n", " width=1200, # Set the width of the figure\n", " height=600 # Set the height of the figure\n", ")\n", "\n", "\n", "# Show the plot\n", "fig.show()\n", "\n", "# df = px.data.gapminder().query(\"continent == 'Oceania'\")\n", "# fig = px.line(df, x='year', y='lifeExp', color='country', markers=True)\n", "# fig.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.2632010945496168" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import root_mean_squared_error\n", "y_true = test_plot[\"y\"]\n", "y_pred = forecast[\"yhat\"]\n", "\n", "root_mean_squared_error(y_true, y_pred)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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3mtTzYyhb5Dz2/ENHINiKZdJxJNGMQbrGjhqHw+FwOD0FWe56aYTVLrXfaWVTx6+BOPExd+aTX3TRRbjooouSPt7pdMLpdNK/586di4aGBtx8882648xmM4qLi9ttnEcrmhOh+jVoL4MMEnTEdSOMZ5Ah6WVuo0JDgjGLSYQtosL5ac0Wq2xFKzyHGo6EsqVNtJ3hSEh6kwUlGYqiQBCEIz4GDofD4XB6Iro0wi6ibJFNWG5F37l065qtt956CxMmTEC/fv10t+/atQulpaUYOHAgrr32WpSXlyd8nEAgAJfLpfuvJ6A1NFZVIos5YpDR4TVbWmAUy9gi3t8kGLOaRdgtBmVLpyrJUed3tLKlKIrufeuMxsqsgyNXtzgcDofDOXJIXdAgQ+IZL12CbhtsVVRU4KuvvsKtt96qu33s2LGYPn06FixYgFdffRV79+7FmWeeiebm5riPNW3aNKqaOZ1O9OnTp6OHf0Q57PJj+vK9cBlqqKjteyQljxpktDmNUAu2jI6CgD6Yi6dyAdEBSzCGshXb+l1vkAF0vLJlnMg6R9nqehM9h8PhcDg9AXbJ0lWUJLIJ21WUtp5Ktw223nnnHWRnZ+Pyyy/X3X7RRRfhd7/7HY4//nhccMEFmD9/PhobGzF79uy4jzV16lQ0NTXR/w4cONDBoz+y/HtJGR7/YivmrD2ou93PNDQG2DTCthpkqOdLskJTFVmSNsiIUrZkOk6aRhh5fF3NlhRds3Wwg5Wtlsw9jgRhHmxxOBwOh9MpsMpWMNw1lCSJZvrwNUFn0qk1W61FURT873//w/XXXw+r1Zrw2OzsbAwZMgRlZWVxj7HZbLDZbO09zC7D3loPAKDRa1S2jGmE7VSzxZzf7A/TmjBCvD5b0cqWIdiK3G9j0wjDidIIj5yyZRx7Z7gR6hoq8omVw+FwOJwjRlc0yCABIF8TdC7dUtlaunQpysrKcMstt7R4rNvtxu7du1FSUnIERtY1qWpS3WiMaXk02IpStlr/o1QURXd+LJOMuAYZxmDLaJBB3QjZNMJogwwSdLDKWJXL36GW6Mb3rPOVra6xq8bhcDgcTk9At+HZRdL2jH1HOZ1DpwZbbrcbGzZswIYNGwAAe/fuxYYNG6ihxdSpU3HDDTdEnffWW29h7NixGDlyZNR9Dz74IJYuXYp9+/ZhxYoVuOKKK2AymTBx4sQOfS1dmUoSbBkW4MY0QotJNchoS38ISVbAlmnF6rUVr5GxcTKIMsiIHGs1i7CZ1TGTpsb+kBx1XogJLiVZQXVzIKXXkgrGibUz3QgBnp/N4XA4HM6RpCsaZNCaLb4B26l0ahrhmjVrcPbZZ9O/p0yZAgC48cYbMX36dFRWVkY5CTY1NWHOnDl48cUXYz7mwYMHMXHiRNTV1aGgoABnnHEGfvzxRxQUFHTcC+nCNPtD1BXQ+GPT0gjVr4GlHZQt43MYHQllWdEpMImULWPAouuzZUlN2QLUVMJe2Y7kX0wK8JotDofD4XB6LnIXTOXnylbXoFODrfHjx8d0qyNMnz496jan0wmv1xv3nA8//LA9hnbUQFQtIFEaoRq4WNuhZss4wRjTCI33ByUZsqxAFIWo+0JRboSssmVwIwxFK2TG13Go0QsgN5WXkzTRgWLnWr93lYmew+FwOJyegN4go2tcg2mfrS4ynp5Kt6zZ4iQPG2wZVSd/3KbGrVdljAGO2xBsxUpRJIFBdM2Wse8WU7NF+2wRZYs1yIgtm3ekSQav2eJwOBwOp+fSFduvkDHxDdjOhQdbRzmVjOW50SCC9tmyJN9nS1EUfPlzBfbUuGPeb5xgjL29Yj02CZSiAhajCqZzI4zfZ0utG1Po+eTYjmxs3FKgeCTQ1WzxiZXD4XA4nCOGrHS9Dc9Y7sycIw8Pto5yWGXLWANldCOkwVaCH+WGA42YNHM9Jn+4Ieb9oXDimi3aK8usffVIoNRS3VOQVbbMRNmKtn4n55Lz++WmAwAOdqCy1RUMMuLVwnE4HA6Hw+lY2CVMV7kG05qtLtL3q6fCg62jnCo2jVCOl0ZI+mypboSJnOxqIo5+myuaYjsNtlSzRdQpxr6d3GacDIw1ZrFqtvzh6KbGgDrBkJ2c/vlpADpY2TK8bilBLWJHwftscTgcDofTOXTFPlthbpDRJeDB1lFORVOiNEJ9U+Nk+mz5IwGPogAbDzRF3d9yzZb6nLFMLoKSDMnTCPeWJVCkULT1O1HFTExTY2L9zqQRknGQsZRGHAhrj3LrdzZ1kVu/czgcDodz5NAZZHSR4IbXbHUNeLB1lFOVwCAjqqmxuWWDDKKGAcC68oao+43BVnMgds2W1SzCGkkFJLcFwzIal89E3ZfP4vAnT0UFLET5sphjNDWOoWyR4CPLbomMvSObGhtUuU6p2ep6+eIcDofD4fQEumJTY63PVtcYT0+FB1tHOYms36ObGrdcsxVINdiKk0YYT9nybvteHduetdi+eaP+XCmiirE1WzEMMtRxKDRtMsthoY9vVPfaCzI2QmfXbPGJlcPhcDicI4fcyqbG05fvxbyfKztiSEyfLb4B25nwYOsohm1oDESrLfGaGifakWHVofXljbocZfVc/d9xgy2mZosEcMGwDPuAE+ixrz39EGSdw5762FazCFvEYdAfw/odIMqWelumXWsn5wvpg6L2oqV6syMB60aYTMpAoh53HA6Hw+Fwkqc12SW7a9x4/IuteOjTTR0yJrIWkWSlUzaBOSo82DqKYVUtIHqnxRflRijEPI6FTSNs8oWwp9aT8DmMJhoBiU0j1CtpIUlGwWV/wpmPfgzB6sCuzevx/vvv03PZQM0epWwZGiJLMg0uM2xmCELkNXdQsBUwGmR0cWVr08EmnPTUN5i1uryjh8XhcDgczlFPa0yqNh9Sa9/Jeqzdx8QsRXjGS+fBg62jGGOwZbRS9xnSCJMxyDAGNcZUQnKuWVSjmyjrd6ZXls1gckHuyykoQuaYSwAAS5cu1c7VNTWO32cLiLgRytrxxATEH+yYycZoSNEpTY1TMMhYtbcOdZ4glu6s6ehhcTgcDofTanZWN8csW+hqsGmEwbCcVPbIlgoXgI7LhuH9N7sGPNg6iqmKOBFG4p4WmxprSlNyBhkAsD4q2FLPzUm3AmihZoupEZOZvlhpVjPSR5yNO594CXfffXfscyNjJRbvRoOMsKy5EZpNAg0ovSH9eNqLKOv3Tle2Ej8/Ga8x7ZPD4XA4nK7Edf9dhatf/xGuGO1muhLGy34ym65bKproucayjPZAtwnL67Y6DR5sHcVUNKrKVolTtT5nf2iyrND6K2NT40SqCLFYH1acCUCt22IhAU5eJNjyBqWYDj1Ws4lRpyQEJXUXqPKd+/Hdc/fAlJGLE8++BCeccEKMczXrd/V8OUYaoeZGaBG14+NJ9ZsONuHWd1ZjV3Vz3NeeiK5g/Z5KzRbtbcZ3ujgcDofTRZFkBYebAwhKMho9XTvYinJQbuH6qigKVbaAjunPKXHjrC4BD7aOYojte59cNdhiZWq2L5XRjTBxzZZ630n9cwAAuw67Yzbyy0mz0tvYXltsrywrY8gRlGQo4QCCVbtQtWMdBJM5alcoRM8V6LmAarBhVNzYpsZmk0DVu3g1Wx+tPYBvth3G5xsr4r72RBjfs85XthJPqiGJB1scDofD6dqwG5nGcoGuRrRhWOLra2WTH41eLYDsiHVDV7Sj74nwYKuL4/P58OGHH2LNmjUpn1vpigRbOWkA9HKyl1F4iNmE1azmGyZSRUhQQx5TkhU0+bTJgize020mmurH9toizoM2s77uKhSWIQe8AABBEKGEg1jz3Vf4/PPP6bmssiWKWsDljyhbTas+Rt1XL8G1ei68Pj8NPixMGmE8ZYvUlhmDtmQxTmKdUbOVyg4WV7Y4HA6H09Vhr8nGDJauhlGZainDhFW1gI5ZN4RbYdrBaX94sNXFmTp1KiZOnIgXXngh5XNdkSAoP9MGANQwAtCCDrtFDVyAJNMIQ8RO3QJnpH9VrTtA7yf1XhaTSC3Xm2MpW2ZN2QqEIspWJNiypaUjVF+Btx6/F/fff3/UuWScNFgLSQiEJfh2/QT3z1+j4dv/YvWPy2lwaWbTCOMEU/Es5JMlumbryE9q4RR2sGgjaZ7DzeFwOJwuCntN7urBglHZaqlGitRrEaQOuB7zNMKuAQ+2ujgTJ04EAHzyySdobk6tnogEEBk2NehhlS3NiVDrQZWMQQaR8e0WEfkZaqpgDRNskUBNDbbUYIx1JNT32TJFnk9GKKxADqg28ra0TIg2NfXR7XZHnxsZJwmgvEEJgbAMOaAd+92iBbrgzNGCskWUvtbK7F1C2UqhEJZ8xi25FnI4HA6H01mwylZXT4OLUrZaGG+0stX+r499TGM/UM6RgwdbXZxTTjkFQ4cOhc/nw5w5c1I6l+wIEYUpFCON0MEYTSRXs0WCLRPyMlTFrNYdpPfTOilBC/LYXls6R0FGmQpKEuSg6p5oT8+AaFWDLTbADBmULWLCUdXkh6IAsl/r+bX824UIRQJDXRphHGWLvB+tVba6Ws0WN8jgcDgcTneHrS/v8mmEhuG1dH3dagi2Orxmi1/vOw0ebHVxBEHADTfcAAB49913Uzo3Stlidjio7btVC7aS6bNF0gjtFhEFkWCrjlW2JBmuNZ/hP7echeqfvgSgTyMMxEojlGQEGWXLnp4BIRJs+Xw+hMPq+WwKIgDkR56/ImJxT84HgMqD5fBU7gUAmE0tuxGS96rdlK1OSM/T9dNoKY2QG2RwOBwOp4vDtnXp6sqWnIKy1egN4lCjunYRSHueDq7Z4tf7zoMHW92A6667DgCwZMkS7N+/P+nzEqUR+g0NjQFNMUo0QVBly2yiaYTGmi3/3vUIeN1Y/d4/0Pj9DFo7xj62ziAjUrMFRYE53YkMZy5VtgAtlZCeayLBlvr8hxp8UKQwlJBqCGItGQoAaNzxIwC1wXJLboRtVba6Qp+tUCpuhFTZ4mkFHA6Hw+madKs0QqMbYYLr8I4qNWund46Drk86RNmSeLDVFeDBVjegb9+++MUvfgEA+PLLL5M+jwQWGfZYylasNEIhcpwSt7kekfRtbBphsz6NkLgKAkDTyllYNPdD+jebRmg1qc8dCMsIhmWkDzsDZzw+F7c8/goEkwWiOZKGGEklJIGBJaJskec/2OjTqVppg8eqYz28P/K6xBbdCH002GqtG6H+/eqIfhktkVrNlvo5dPW0DA6Hw+H0XPQGGV3b+j2qz1aC6yvJ+MnLsMEkamuv9oYrW10DHmx1E4YOVdWa+vr6pI5XFK1pcaZNNaqIZf2uSyM0a1+HUJxCTTaNMJ/WbOkNMgSrA2lZ2SjqPwQAULZ1I70/Vs1WMCwzPbREGvRZ7ekAtGCLNdcAtDTCQw1asGW2pUF0ZAEApIjSlUyfLV9b0wgl/dh4zRaHw+FwOG1DZ/0e6trXK2MaYaJNzwCT5WOOBFsd4WKs77PVeZksTU1NmDdvHlauXNlpY+hMzC0fwukK/OMf/8C0adOQmZmZ1PHsblAmVbYUKIoCQRASphEC6iRhi/HtYA0yaBqhR69sFV35BP5wziCsWjgHn773FmxZ+VHjsppEupsTCEu6IMwcGcfZN/8Z14/rj9LSUgDR1u80jbDRB3N2MUY/NAf9skSsLqvCHX/9B+bulujx9hbdCMNR71sqkB0su0VEUJI7v2arpWCL12xxOBwOp4vj70bW71HKVoLxkiwam1mESVTXNB2hbLFZNp15vd+5cyd++ctfom/fvti/fz82btyIUaNGddp4jjQ82OomZGdnp3Q8uwNE0ggB9cdsMQlMGqF2ny7YCsuALf7j2i0m2r+rtjl2n61zLrsKqyyjMGZML+1+ZjeH9PcKhtWarcYVH+LHqi3odd3vAQzA4NMuxMSrx0SdSw0yIs9f0xyAIIhIz8pGdmEGLA0WnH7JCCz4bEtkLALSiE18DGVLljUVsK3KVprVDJc/3Ol9tnhTYw6Hw+F0dwLdqGbLqGwl2rzVlC0TVbbae5NWUZQu02fL5VKdFzMyMnDvvffi9ddfR01NDZxOZ6eN6UjC0wiPUkhtlSjo67LIj1lLI9S+AiZRoGpTrB0kSVbo7XaziPx0LY1QiUwy1J7drPXZag7EbmpM+myRmq3Q4X2o3bUe7sY63VgJIUOqHnl+AivHs+mCZlHrs+WPoWzprWVblxNOxkaep1P6bLGTagvpAkHGIEPphPoyDofD4XBaglW2unqNcUrKVojUv2tZPu1dfhBl2NGJ7x8JtpxOJ958802EQiFUV1d32niONDzY6iasXLkSd911F1544YWkjvcxBhjmSA0UoNVi+WM0NQY0k4xYP0o2EFGVLWvkdpk2LvZ6Pah85368OOV6WAX1tnh9tohCFQhLqrFGUDXWyMhQUyWr9mzFJ598gt27d0edC4A+PwD49/+MXZ+8gD0r5kMOeLFh5ffw7VlLX5M9Qc2WlwnAWpumQMbWka5CLZFKzRZ7EeCOhBwOh8PpirDKVtcPtvR/J04jZGq2TB1jkGF8vK6gbDmdTuTnq6UlbB/Vox0ebHUTdu/ejddeew3z5s0DoMrD26tc8ftGhSV4tn2Pgx8+irrDh+ntmrIV6bPFqF5A4l5bfiY10W4xIc1qpjVfdZHGxl53M4JVu7Bj/Y+oP7QXh964DV///XZ6nmZyYYLNrBlkBMMyNbnIzFINLtZ9/jZ+85vfYMGCBZBlhU4cJCDMY5StQFUZDqz4DIe2rkbYVYNX//J71H75LEyiAEEQaFDpjfF+se9hW9MIu4yylWTNVjLHcjgcDofTGejcCLt4sJVKny02jfCIKVuduLFKgq2srCzqPcCDLU6Xg3w5Sc+ptfsbcOELy/DXuZtiHu8PyQhW74GrbC2efvr/IJKmeZGFdSw3QkBTjWKpHUQNs5i0dEOjI6EnMj5HeiYybBaEGyrhqa2gjxHQpRESZUut2VICaoO/jEw12DLZ1F5bzc3NuuCAjNFqFuF0qKmKJFBzpGfSHl1KyE/TCklQ6Y+hbPnaYeesyylbLTU1DvNgi8PhcDhdm+7cZytZgwxas9XOtd5dUdligy1yW0+AB1vdhIyMDABasLWvTk2521friXm8PyTBVjoEUGR8/PHHMCFSoxP58cVyIwQ0k4zYypbW0JiQZ2hs7HWrOxVp6Rkoys8BAIT92hhZgwxrC8qWyZYGIH6wBWiOhEpAfV/sGVkQrHb1tnAQFkF9vaQ2rcU0wrYGW1TZOvKTWkpuhN3I4YnD4XA4PZOArmari/fZMipbiazfI5lCas1Wx7SMSaXvV0dDAqtqv4CsyBqPK1ucLodRdiWTTqy0OEANjBzHnAJrRg6qq6vh370aQLSyZTekERKb+JXrNuHll1+G3+9nHpNMDto5mrKlphH6PJFgKyMTRXnZAAA5FIAkkT5W6v+jDDKYmq3MiLJFFKrm5mbdJGERta8taWwsRwK6tIxMiBYHvV+U1CCQuC7Ger9ISiUZS2ugBhlU2WrVw7SJcCuaGidzLKfzkRM0GudwOJyjle6kbBnn6KTSCE2sstXeNVv65+9MZev0cy9CzoQ7sNUylKcRHmm+//57XHrppSgtLYUgCJg7d27C47/77jsIghD1X1VVle64V155Bf3794fdbsfYsWPx008/deCrODIYlS2yKxKvSa8/JMG7YznsmdkAgKYNCwFoC2sSdBiVrfFDCwEAf//bo/jDH/6Ayy+/XHvMMAnQWGVJn0bo96rjy8jMpMoWANTUNwIwuhFqylYgKEEwWyGazchyRoKtGGmEFpNALeMBoIAEWwESbGUBJjMEk/q6BBJsJXIjZN5DSVZatbtEJlXyfna29XuyTY2Bzt3t4rSMoij4zWsrcNkrP/CAi8Ph9CjYNjZdPQujVWmEFqZmq503PrtSzdawUSci68RLIZYOx8CBAzFy5Mik+8YeDXRqsOXxeDBq1Ci88sorKZ23Y8cOVFZW0v8KCwvpfbNmzcKUKVPw2GOPYd26dRg1ahQuuOACHGZMIrojxpqtoEGhMuL2BlD7xT/hqtwLAGguW4Owq4budMRLI7z4uBIAQHjYBQCAhQsXYunSpbpzWDWswJBG6POoQU96RibyMtMBk1pTVVVbD0CbOK0mtmZLQlhR0Ofe9/Hwx+uRl6c61YhWLY2QWJmzvcAALY2QKFvpmVkQBAGWSAqiGFKVOUeSboRA63bPSBBL3puubJChKIruotXVL2A9HV9IwvryRmw+5IKLcfbkcDicox22NUuXV7YUsg6IX45B0LkRdpSyFad9TmdAPjtJVvDss89i06ZNuPbaazttPEeaTg22LrroIjz11FO44oorUjqvsLAQxcXF9D+RSSt77rnncNttt+Hmm2/G8OHD8dprryEtLQ3/+9//2nv4RxSibAUCAYRCIU3ZihNs1Tc20n+ffvrpgCLDu3NFVJ8tYxrhqN5O9Mp2QCgdiQt/o/4QbrnlFni9XqahcXQaX22zmkYoSTJEeyac2TkQRYHWXVXXqeMhC3ubzvpdpsGKzWKCJZJeKFhYZUtLP2TJp8qWGoSmZ+jNNRDWK1thWYmasI3BVqp54WzwoilbnWGQkZxaJckK2NTyrn4B6+mwaZ48MOZwOD0Jf7eyftdvuia6trL160fKjbAzg63Vq36E/+AWhLzNPbK3Z7es2Ro9ejRKSkpw3nnnYfny5fT2YDCItWvXYsKECfQ2URQxYcIErFy5Mu7jBQIBuFwu3X9dDafTib1796KmpgZms5mp2QrH/OI2NDQAACz2NJx44okAAMnbRH9sPppGqO+zJQgCLj6uGADQ+8Lb0Lt3b+zevRtvvvlmTIMMEuzUedSgpuikC9Bn8gd44oXX1ccv6gdL4QB4/GpdFNsri9RsEYMMQFW8LJGJJ7OfGiw/8MADCMZRtkiwV3TtM7jvzQXoN3w0AGDIxb9H7gWTkJ5bAEBvcW9Ut4wOhakGH+xi2NGZylaSNVvGBTt3I+zasJ8PD4w5HE5PojtZv5PLLlkjJdocY63ftT5bR68b4dN/fQDV7/8Zgcqd6InZ8N0q2CopKcFrr72GOXPmYM6cOejTpw/Gjx+PdevWAQBqa2shSRKKiop05xUVFUXVdbFMmzYNTqeT/tenT58OfR2tQRRF9O/fH/n5+RAEgf5QZSX2bk9joxow2tIzcfPNN2PEDU8iY8TZ9Mfni5NGCACXHF+Kms/+gY9e+hsmnHc+AGD//v1MzRYbbJE0QlXZIj9m0q9r7KSXUHrzyyjuPxiAMdhSjwnLCvbv3IqqDx7C3FeehDlyri23F+644w6cf/75OptUFvL8JnsGSnr3Q3paOgCg4IQLkTn6QmRkqymJrF29MbiKVrZSm5DYCZUoaO2de50MxpqteLtHxgsWN8jo2vAG1BwOp6fSHQ0yyDoguZqt1rkRVjX5Y7ayYYmq2Qp33vXDE3GqFq1pmDV7No499ljceeednTaeI4255UO6DkOHDsXQoUPp36eddhp2796N559/HjNmzGj1406dOhVTpkyhf7tcri4ZcLGwqW6+oBSVDtjY1AgAsKdlqErgqCa4D7vpjz9eU2MAGFmSAe/2ZQAA12i1IbHL5aJuhDqDjEySRqgqW2QxSBQo4m7YHAjrGhNbTaIuJbDmcBUC5T+j3CbRoCjE7PL44hh6kOcH1B0ikjNNgkmyYyQIAtIsJjQHwlHBVZuDLeb4rlKzRcZAGkCzcGWre6F3meSfFYfD6TnorN+7+PxHrsGs+Vc8qPV7K2q2DjX6cNYzS3DW4Hy8ffMpcY/rSm6EJNgSbGlwezzYvn07+vXr12njOdJ0K2UrFqeccgrKysoAAPn5+TCZTKiurtYdU11djeLi4riPYbPZkJWVpfuvK/KPf/wDd999N8rKynQOPd4YuxsuVxOAiDsfQAOYsKRaSJPAydjUGNBMOADAkqUqQ16vl+6i6Kzf09VgpzkQhj8kYe/C/6H6w79i2eIFAIAMu2qQ0ewPR/XKYlWqpiYy3kwaIAT9fixevBjz5s3TmjAbgsOCDBvkgBd1C1/BV28/C/KQjRX74Nu3AcFGzRjFHnmtxjo34+5QqjVbZAIziQINIDvbjZAdlxHjBaC1dUCyrODf3+7Cit21rTqfkxxBnkbI4XB6KH5mrRNoQcnpaKqa/Hju6x1o8sY2KpKoQQZRthL02WLSCFOt2dpf64EkK9hdE7vPKsG4DOms64eiKPBG1pWiLQ1p6aoHAbd+70Zs2LABJSWqg57VasWJJ56IxYsX0/tlWcbixYsxbty4zhpiu/Hee+/h1Vdfxf79+3W7PT6mTxTBTYKtzCwcOHAAhzd8C9/uNZBkRefuEyuNkAQ+gtmKEy6eiEAggJkzZ2rKFlOzleUw0+Co3hOEp6IM/v0b0dxQBwDY8vnrOPTG7Zj30Xu6Mat5yiKIizsZb3pGJswRSd3X3IgJEybgiiuuoEqVMTjMy7BC8jbBveErLP30PZgjlu8HFr+Lw7MexuFNy+ix8RwJvYb3L9UJia03IztUyWR7tXeRaHQDwyTTCFs5AW882Ih/fb0TT36xtVXnc5IjxJ0jORxOD4UNsDp7/nvks8146dsyfLT2QMz7aRqhJZmaLa00IlVlKxQ5rqWN4a6ibPn9foTDaoAqWtOQntHz+mx1ahqh2+2mqhQA7N27Fxs2bEBubi769u2LqVOn4tChQ3j33XcBAC+88AIGDBiAESNGwO/347///S++/fZbfP311/QxpkyZghtvvBEnnXQSTjnlFLzwwgvweDy4+eabj/jra2+II2FzczMCYSe9PZb9e/GQMci75H6cfcYIrF69GuvfeQK2XsMRku7QHc8GTgQabFnT0BxUg1iAtX7XYnRBEJBpt6DeE4Q7EEY4YsHujPTKkrxNCDdU4HB1lW6RTwI0m9kEX0iipiTpmVn0PsWsqmahUAiHDh1CqKECdlMu3G43Dhw4gEGDBiHNaoFV9gFQA0vtXDsAQA5qTZnT4ihbbbV+Z3uAaTtUiR9j9poDeGbBDrx140kY1Sc7peeLh3FiDUgSAEvUccbdttbUAYVCIfzw/VIAFjT7o4N9TvvBBs28JxqHw+lJdBWDjGZ/CEt31gAAGltUtiLW78k0NbYwboRJBkPhyHEtvR/RfbY65/3TTOcECFY7Vba6ohldR9GpwdaaNWtw9tln079J3dSNN96I6dOno7KyEuXl5fT+YDCIBx54AIcOHUJaWhqOP/54fPPNN7rHuOqqq1BTU4NHH30UVVVVGD16NBYsWBBlmtEdYXttsRNQrGDLnt8LGSPPxQmnH4tM/24AgBz0IiwrNNiwW0Rdg2AC+QGItjTUe4P09lgGGQCQYTOj3hNEsz8MKeAFAGQ7nZExq0EX25jYahYhCOrzHluSiXXljahtUAO8jMxMOvEoZgd9joWfzETFWy/g+3Vno3jyT/B4PNi1axcGDRqEDCEYOTeL7hDBQoItn/aexFG2otMIVXOJH8pqMbgwE8VOe9R7xKKZfpioKmfsb2Hk6y1VqHUHsHJPXfsFW0kGUdEGGalNwC6XC+PGjcP27dtRdOOL8KUPbfkkTqthaxeP9MWy7LAbLn8IJ/TNafngCJsPNcFsEjCsuGumY3M4nO5DVzHIWLztMH3+eMYUstH6PZGyRWu2TKkrW5Fre0vvR1dxIyRrSsHqgCCIcPA0wiPL+PHjoShK1H/Tp08HAEyfPh3fffcdPf5Pf/oTysrK4PP5UFdXhyVLlugCLcKkSZPUVLtAAKtWrcLYsWOP0CvqWIiy5Xa7dTVbsXptsfVV5Dwl5EdIkhknwtixNlG2RFs6Duzfh+uuuw633357zD5bgBpsAerOjzHYymDkYpIOYDOJNIXuyV+NhEkUoATV8zKzsqi5hgQRdrsa6OzZtgkAkFfaF7179wYAHDigSvmZUM05Mp1OmCLnijGCrfhphNHK1uZDLlz/1k944KMNMd8jFs2BUUg697rOowaI7nZShRRFiZ5Y40zEpGeZ9ndqE3BWVhaGDx8OWZZRv+i1mGmsnPaD/RyP5MVSURRc999VuPK1lWjwBFs+Aeq8c+XrK3H1Gz92Sq85DodzdKEzyOjEYGvepkr6b+MagkCULQet2UoujTBVN0LyuC29H9F9tjpnTs7NzcVvJz2M7DPU3q2ONC3Y6ik9t7p9zVZPYfW+emyqVoMKNY1Q+7HHUrYObNsI7+7V8NRVU0VMDvoQlpS4ZhMETdlyoL6xGe+//z4+/fTTmH22ACAj4jjY6A1BjgRbudlqsJUdSSf0uJt16XYXXXQRzj//fIwozcI944+BIsuAaEJmZpau5wQZ+/6dmwEAxX0G0GDr4MGDAIDxA1S7977FBbRHl2BVVTGJCba0NEJ9cBDLjfBQo3peeb035nvEwtrZJ7tDVR9ZvDb7Y6cjpEqsp4tvkNH23a5nn30WNocDgYNbULtxcY+ZMDsDXVPjI2jd6/KFUeXyIywrqHUHkjqn2a+6fTZ6QykbzXA4HI6RrqBssSmEgN60g4VcSomJWLy6acDQZytFZYuUDIRlJWGA1lWUrby8PJx22fXIOvlXAABHegb69OmDIUOGIBRqnzVQV6dbWb/3ZGauKkeVT/1But1uBGxsGmG0srBx/juo2bgMm4Y5cOGIqwAAStCHsCxrtu8xzDEA4Oqrr8bgk8/Gr/+9FG5Fneiam5uZmi39eVmRYKvOHdCCrRw12CK1Wz6Pm06UFkFGfX09Vq9ejYaGBkw6ZzC+ufHP2FJxJ6ZMPoOm4oUkBZmZmaipqUFTreowWdJ3IEKefQA0ZSvPqr6evNwcqiyJVlXZkgJMGmECN0LP9h8QbqiAfcAJCEqjoETeUpevZdWGTY9MWtmK9CVrDrSPKsTWazksah1cPMXKeHuqF7BnnnkGixcvRq9+A7Fn+xa4fpqLoPQP2qSa0750VhrhwUZtoyHeTq4R9mIeCMlIs7b7sDgcTg8hLMlR/SM7AzaFEIDOZIxFSyNU1zCJrOp1NVum1NwI9Rtwcty1nLF2vK3Bal1dHT7//HMUFBTgl7/8ZUrnsipcWkamrkSoJ8CVrW6CPyTRAMJYsxVrIRTwqLmw2c5sqg4p4SD8gRANmuIpW4IgoCTfCdGegeawGkgFAgF4fOrudrw0wtomjzpGQURuTjYAIC+icPmZYMtut9FAac+ePbCaRXx81zgsmvILDC/N1uquoNZwsfTqF61sNTY2qq81O5umIAoWVdkKB2KlEeonHG9Qgnfb92j8/l0EK3YgEJLhiQRkzf4QnUDjQYNIkxZsJdqhCoQluCNBVnulEbKTdBptqNgxNVsbNmzA119/jX7HDFOf29sEfzC5x1i+fDkmT57cpr54PQ1dGuER3Nk92KD9dmKp57HgzokcDqe9MKbJSbJCzSGOJAu3VAEAirPUNVg8C/qoNMI483VYknU9uVJWtgzBVjLHAW1XtsrKyvD73/8e9957r/p4oRDkJNrcHDp0CGU/r0GoUX0f5R6YCcODrW5CSJKRdfLl+ONbX+PRRx/V/cBiLYSCPrWnQW5ONq3ZAgCP2w1fZGEcL9gCgNzIlnTYrJlDNEea0tmMBhkRZaspBPSZ/CH6/vEzmkZYVFgIk7MIpvRsbNtdDv/BbUiT3Bg4cCAA1YESUOvHhhSpgZWZacR7/5QH6Q9bsDpQXFwcFWz9+c9/xu7duzF16lQa7FhLBiN7/O8x+vzf0ceKl0boC0qQ/Or75du9GocPV8MbCYZkBfBEjl+y/TDmrj8U9V7FSiNM5EZYz9S/uNtN2dImL3sL+eLG21PN4yY1fTkFqumMHPTF3ekzsm7dOrz00kv48ssvU3rOnkyok5oaH2KCrdYqWxwOh9NaYhlRdMYmTmWT6mp8Yn/VKCheGqHRICPefG1sg6P1QU3utenm2QTXXhLQEZfmttZskRKTzMxMlJaWwmq1YufOnS2e9+mnn+Ktv1yPxu+mA0g+qDya4MFWNyEoKTCl5yAtvxROp7PFmq2gNxJs5WbDZrPh/LueRMHlD0EwWxnzjNgf/xtvvIE7b/s9wvvXQhBNsDtUlcjdrP7Qot0IVXtxUkRvM5sgRlIBfzF+PHrf+RaOufoRLFwwH9Xv/xHbZz1Dg609e/ZAlmWceuqpuOaaa9DY2EjVKQD47VVX49xzzwUAWHJKkWY1o0+fPgC0NMKMjAwMHDgQpaWldFKx5veFc+yvceyp59DHimeQ4QtJkEmwtWcNfl61TPeeNvlCUBQFk2auw/2zN6DOUL9CJjBW2UqUDkBSCIH2C7YkZhIlKQVxDTKMTY1TVEtosFWo9rdTgj4anLYEUSGdTmfiAzmUcCelEZK6RQDwJ6lssTVlvGaLw+G0BRKUmJhsl86o2yJrppw0da0Tb/NJNli/x5uv2WBLv0mbmkGG8bGMhJMM/pKFuAdmZWXRlkDJ2LezDteAqrhdeeWVGD58OH766ac2jam7wIOtbkIwsnAh9UYtNTUm/a7yctSdmOPOvgxpQ08DzFZ6rjFoIixbtgzvvvsuzE0VAEB7IngiHcDtZv3XJjOibBHFxsIoU0T1cvlD2LNHVbFK+/TVBVvl5eVYtWoV5syZg4yMDF0aYViSMXjwYBx/6S1IH3kuHFYzhg0bhttvvx033HBD1NiJqw+BDdziWb97g2HIfs2CdMfGNbo6OJcvDJc/DE9QgqJoToIE4u5nM4tUlUsYbDHnt1ePKjKpCkLLE317WL8DQGGvfii56UWU3vZa0soWCbbefPNNnHfeeZAkviBvCfbzOpILjUNtTCNM1TlMURTc9d5a3PrOGm64wuFwaJCTZjWBLAs6I9jy0WBL33PUSLJphGQjivTmJOuW5A0ykqtjk9o52KL9UDMy4JLUwJNsviZzHjUukxXs3r0b27Ztw91vfQdXOxmFdWW4QUY3ISQpCNaW45t3P8aLh0YjENJ6GxkXQrIsQ4oEW/l5uQC0ACgsyXGNLgjkx5PldMIFwJ6WDqAGXrcbSMuPOo8EW/t3bEL1J68io7g/8OSFuvvcgTCaD6oFkQMHDNAFW9u3bwcADB48GGazWbfQKtu9B8211Sg96Xw0edORZjVh4MCBeP311+kx999/P7Kzs3H77bfDbFLHpoSDCB7ei0Pb64FfjQSgpRGy75csK/CHZKpsAUDZprW0ZgtQA8V0r/aam3z6iYE4DqnKVsuTZr1HU8baK9gik6pZFGiAGS9lwFi0m+oETL4faZlOWIvU71e8tIp45wLAN998g2XLlmH8+PEpPX9PQ59G2H5BSDAsY8OBRozukw2rOXrfjVW2WpVGmKKy5Q1K+GqzmtPf6A0hJ527a3B6Hu5AGDuqXDihbw7tR9lT8TO9qEKSDH9I7hT7d7LJ3VKwRZIQbLTPVpxrcIi0i1Hn3VSVrXCS6dpkHUKCv7a+d0TZqvYJ8Crqe3HwcF2L50UpW7KiOU1X1WHjgUacMSgfy5cvx5o1a3DjjTciJyf53o7dAa5sdRNCkoxwUzXWfTEd7733nm4hY3TXc7vdgKL+qApyswEAh7auhWfrUtQerqIqhC3GAgvQFsTEtn3aO1/C7/cjre8IALGbGgNAbXUV/Ps3wHdoO71PDAdQ+c59OPjGHag5uA8AMHzIoJjB1rBhquGCIAh08nnj1VdwzjnnYNeyzwFE15kFAgG88sorePzxx+H3+2EhwU5zHapmPID3n7iLHkvS69iJ0h+WoEhhKIxFfPX+Xaivq6d/u3whNDAd412GYIsEL1ZTcukA+jTC9tnRIYtcky7YilOzFaVspbaAJxOnLU2rBUw22CLKFuH9999P6bl7ImwaYXvWbE1fsRdXvr4S767cF/N+XRphksEWu+ucas0WuxBor/RaDqe78eQXW/CbV1fi+121nT2UToesc+wWkbrddkqwRZStdFXNiW/9bmhqHGfDiahRJCjTjLWSe21sEJdY2dLX57eXsrWnSYZgU1Wqw3WNSZ8nWtVgS1a0YEsOeLFq+TIce+yxOPPMM3H//ffjX//6V5vG2RXhwVY3IRiWaaPeZrdb11fJqGyZzRbkXXw/cs69HdlZ6oL42xkvoPaLf2Lf9p/pRGF0FSTQmpzsbPW5TQ7YbDZGEYvtRuiK1HSZ7en0PmdGGoJVZQjXH4K3Wk0jHDNiMEaOHInXX38db775ZlSwBWgmGSSFsfHQbiiKZnHa3NyMbdu2YenSpQiFQsjLy0P//v016/fIexX0e6lSRtMImffLG5QgBzza8zqLoCgK9m3bQG9z+cNo9AaZv43KVrT1eyJli00j9IfkdllAa8qWSHfL4vbZMlq/xzluweZK/PXTTbrHURQFgiBAEARYHRlwrf0CDUunJ23jSoItkgK6ePHipM7ryXRUGiHpIce6DhK8wbDOyCXZNMJgG9II2dfmaUWj7P/9sBcvfNNysTaH05UhZgwHG1ru8Xi0o61VTFR978yarexU0whbULbIhnfblK1EBhnq/+0tOBQTVpTV4rHPNsd9fU2kPsvioIFTbUNji+OlaYRMzVZWlrqZrwR9+ODNl7Fjxw56PFkTHk3wYKubEJRkmu9KpFyC1/DDEMxWZBx3LrJOugwOqxoIqamAgM/r0XaL4vRFIsFWQZ4q45JFV7z0Q1KXJfnVi4PFoQVbFosFgsWm/iGpQcqJI4YiJycHt99+O84555zYwVZEoSIFp3XbfoQS8NJUwCuuuALDhw/H448/DgA46aSTIAgCTZcUIjb5iqLA51MXk7HSCH1BCaItHf1ufRn3/GsGbH2PAwAc3LZeez98ITTqlC39QlBr1pycslXv1td8tYf9OwnuVGVLHUO8xW5UzVac455btBPvryrH2v0N9DZBEFBfX49wOIz0nHw0r/0Crh8/xv59+3TnKooSc8ImwdbIkWpqZzL53j2djnIjJK6kRmUcACoa9QFY8mmErTfIYI/3pKhsKYqCp+dvwwvf7MLhZn9K53I4XQli183dPLU5wWbWNhE70iTIH5Ki6kVDkkzntZbTCPUGGfHdCPXZRSZa5tHeNVtE2RIjfydugvzsop14Z+V+fLT2YMz7x51/OfIv+xPyR5+LzEiwVJ9EsEWu8yRAk5g0Qjnow6FydSN+8uTJAID9+/e3+JjdDR5sdRNCkgwxEmy53W7dfUaDDHYiIGYWdof6Jfd63HQSb6lmqzASbC39cjauv/561GxZEXlMY1NjVVqXg5Fgi1G2AMAc2c0AAJPNgfz8PN39iZSt6upqeptoz6A7RsT+feXKlQDUYAvQ5Hga4EF7v8i57PvjC0kQTGbk9BmCESeOg7XoGABAfeU+eoyaRqgFSMaaLdb6XUzCwtVosNEeKVOxa7aStX6PfRwJAmPVlYmiCEUB/U42GRyJHvp0E8Y8uQgH6vW7s/Pnz8e2bdtwySWXqI9t2DjgRMN+l9pzoeELhSP/j144GNWuWAFZLNpikBHUpRGmGqhpzU8bPEd/sTXn6IWoI52RLtfVYJUtEpgkUnLaQqM3iFOnLcad763V3c7Oj6Qljj/OZyMZsmjCshKzTydtaBxZS7XJjTCJmq00q2bPkGjDrjKyybY8TgprevEApB97FkaOGoPeg4bDcczJyC7q0+J477jjDgy5+BZYC/tHxiUzwZYXgABRFHHjjTfiyy+/xHvvvdfiY3Y3uEFGNyEYliFEUuM8bjeyvE0QLHaIFhvcvgCWL1+O008/HQCwt7wcvt2rYXPmwxxZeNsj6Xh+j0ezfo9Rs6UoCpV8i/JzgZ212LNlPeZ/NxfZZ1wL54CT46YRygF1YW116IMtiz0NIXcD0o79BYaPPI4W/W7evBk//PADqqurYbFYMHSoZvpBlK2S3vofMkkjJPbvBBJs0abGggjBYocS8sPtdqOwsDCm9TtRudKsZljNItIGj8VZJx2PGjkdpKOWyx8COwUaa7ZCtGZLSK5my6O3jm8PkwyS620SBVgin2si6/dQYxUaF70Ka+8R8A6+LeZxRDH1xknpCssKVVtdhqBp2a5a+EIStlQ0oU+uFmwXFhaisLCQKlyhUAjBYJDayHKi0TUKbscFGPnuxwq2DhmVrdYEW22p2UrxN8E+F5vyy+F0N8i1I9k6yaMZnbJl7lhlq+ywG43eENbsa9DdTtpeCALgdKgby5KsICTJOrdjcjug35AOSjLsoqHWnLyuyFoqVTfCZJvHSwaDDHJurI12WVZwuFldm6zYXQtJVnSW+wBQ5VKzBkqcdpRceCVq+/wCo88e2eJ4r7nmGrxd1Qu7Dqsb37KioLCwEJasfIgWBx55dxFuO70vLBYLxowZ0+LjdUd4sNVNCEkKVREkSULD4jfh2fY9ss+4FtttAq5/eRn27NkDAPhuyXc4/PETSB8wGsAkAIAjEgD5fZ4W3QhdLhdcLhd+qgwDqIVsVp9XjphIxGtqTIIt1jgBAKxpGfACyBhxNi6+9jf09tdeew2vvPIKpk6diieeeAIWi4XeR1LhJt50B4SAGx8cLgWg7dAQZYtw8sknA9D34xCsWrAFaIGaV1ezFUawejeqN23GFtNYmLOKUTS8CHWVLqBefb0uX1gXPLE1W4qiYF25Ojmn28xan60E1tX1HaxsWVtyIwzL8O36Ed49a+HdsxYzNnyJS/L/h1/96le648gCm11ob9myBVOmTMGQIUMw9Io/0O+ky6UFW7KsoDoyKbviLJrT09NhNpuRkZEBj8fDg60EBDssjTD68yUQ23dRUBt7J5tGqDPIOIJphOy5jT6ubHG6L2TBzZUt6LJwbB1cs0UciI3XYzL3OSwmXW9SX0iKCraMaYRA7OCm7TVbTBphEn22bLrxxH6OOk+QHu/yh7H5UBNG9cnWHfPd4kXw7NiLjGHnQ0xXM5+Mm8/xYL/PYUnBH//4R7zrPh7NgTC8wfBRvwbgaYTdhFBYpnVIABCo3AEoah3Xvm/exb59+xAKqV/6+kY1DdDiyKTHO4iy5fUkNMgQBAFpaWkoLi5Gfpb6fCFRTckjaYLxlC3IEiCIsKXplS1HJPiSg16dysE6ErKBFqAFTRZHGp6a9gzsvY9VH8sSrWwVFxejtFQNxtgeX6IlkuLW1IRrr70Ws95+TX0PWDfCkITAoW3YPf9NLP9qDgB18vIyaUxNUW6E2mQ8a/UBLC+rg9Us4jcn9qaKXDI1W5mR9625HXpM0Jotk1azFW/HKyTJsPcbhezBqhrod9XjiSee0B0jywqdHNng9NChQ/j666+xbNmyiLKlfp7Nbi3YqvUE6ITOTsR+vx+TJ0/GY489po4vGERDQ8NRZ/Ha3rBphO1p/U4WEYmUrb6R32vraraOnBsh6w7W5E399/TUl1tx27trYqb8cDhHElJnw5uCgzon2y1ihxtkkA2eQFhvWqULtswiiBt/LOXRmEYIxJ6zo9IISc1Wkm6EydbGknUI65Qcb8OObJASfiiLTiWc97/nUTt3GgJVZVTla/QGoo4zsnz5cjQcLIMiS7pxhWRSN6yN6auvvsK0adOwZcsWzJ07F/3798eUKVNafI6uDg+2ugkBSYYgiOh367/x+fdrIXkaAQD2vsdBENXeVFVVao+ahgZVabGlawpTWroaAAV8XkbCjq1sEXIjfW6Cgvp/OeiDIGi9IQg2swiLSUDehZPQ94+fYfj5E3X3Z+UVqs9duRP5Nu1HxQZbRsiOkSQrdLHPNuwlylZOTg5WrVpFUxPNTFPjrJN/havvmYry8nJ89913CPpU10GjG6EU6bHlzM6G5G3C1iVzUfHTfHqMyx/SpSaRmq1DjT48NW8bAODB84fgmIKMFt0IA2EJzZFJvW+eupBtT2XLIoot1mwFwzKshQMw9u5nUXzdPwFEW7L7DHVtBNqDLSsLsqyprR4m2Kps1CZtNkWyvr4eL730Ep566imYzeYe30MmWTo8jTCBsjWoMLJJ06o+W60PttqmbKWeRvjuyv1YtLUa++o8LR/M4XQg1CCDK1tMyYPmRthR7wt7HWbnHzI/2i0mCILA1I5Fj4PESiZRKymINWcbDTJSVrbk5K4J5LvEtoSJd3xUsBWjbsvnVefH0oIclG/8AeXP/gav/fH6hGMNBAI444wzsPnl26GE/JHxq+OSZAVNK2fjjT9eS+u0/v3vf+Ohhx7CihUrsHHjRuzfvx/19fVxH7+7wIOtboCiKNoiJq8/YLaqfaEEEZbc3jBlqoYTBw+qDjKNkQWxLU1TtsaccS7yLr4PQ39xGdMoMPrj37VrF2688UY88cQTWjFoJNhSAl7YzaaoRbIgCMiMmGQIggCbQaX63YPPwFoyBM2r5+Lg5p/o7STYWr16NRYtWqQ7h92FIZOdw6I9N1G2GhoaUFBQQM9j0wgzT/glrrjpLtTU1KCiogLbNm8EoNYiEcchb1CiDY2d2dmQmuvw04xpqFnyDn0co0EGSSP897e74A6EcULfbNxyxkDduBUFMXfJSQqhWRRQmh1xl2yPmi1mUiUXpZas3zNsZqpMuQwGF/q6Nm185Din04mwLtjSTFuIdTGgT7kkgZrT6eSBVgok21MlVXxJ1GwNKlTnkGSt3/U1W6ntzOsMMlK0fmcXYI0pKlthSabvq9H8hsM50vCaLY0Ak4VDVKCOUra8TIDFBl5U2YqUIcQy2iIQZaul6zBVttqhZitR8ElUUjPjUhxf2VIVqoEF6sb82v0NURtxgUiw1bc4H850O5RwAD6P3rDNCLu2IL4DkqxgzZo1ODB9Chq/fxeHdmygAVW/fv0AqI6Et99+Oz777DPceeedCZ+jO8CDrW6AJCtgS4C2bNkKALDn9YJgtsCUoQ+2miIqhT1dC7YGDhuJjOMmIH/ASEaaj1a29u3bh3fffRdz5syhPSXIglwO+mC3iKivr4eiKHj44Ydx1VVXoba2VkslBKLymDPsZoSbDgMAThg5mN4+YMAA+m+jBTgx9ghLik7GJ2RnZ+Puu+/Gk08+CUnSJgTjc1tMAtatW6c+9wknqIFr02E6QflDbLCVQ10M5ZBenWEdzkgAsfuwOvHcfPoAGuSZmDTGWBMnaWick26lLo7tqWyZ4tRsrd3fgCe/2Ap3IIyQJCNQuQvNezdACavjMboCGtU/AqtsSbKCzBMvRfGNL+Dky26kx1Q1aeYKbCBJ1LPsSP+2+++/H+eddx5Wr17d6tfdE9CnEbanG2FsZSskyXSXkyhbyRpktKXPVluULXbhk2rNFussFq/GkMM5Uki8ZoviDzPKVuS6FugggwwPM8d5mDICMreQ1jF2GmxFj4N8dqLAKEmxgi264d1aN8Lk0rW1ljAiE/zFfg4y548dkIde2Q4EJRmr92mKkqIoCPnVNU+/4jzk56rp/35v4mCLrBkEqwNCxChEkhV4fX4EKrTeWsccozpBs8FWSUkJLrvsMpx66qkJn6M7wIOtbgD7Y3X//DUe/8PNAABnaX8AiFK2XC71y+1ggi0L06Hcn8D6nVUfrGYRmTYzVS+UoA9y/QEMHjwY69atwzvvvIPZs2ejrKwMGTYzqmc/ipov/omwu073mFYlCNnbCAAYPkQLtjIzM5Gfnw8A1EmRYGbGS5QVsrMEqAraK6+8gkceeQQZGVq6JKtshV212Ld9E7744gsAQFFBAapmPIiq9/8Mj18NMlhlKycnl7rrKaEAVb/UPluMshWp2SL9fIqytFo6M/P8sSZOomzlpVuRaW+/mi2S+2w2xU4XeGbBdvxv+V58s7UawbCMxmXv4et/3oNg5U4MvvgWPPPMM5CZ1ARdGiFzETIqW2ZnIWzFg2BK1+qudMoWs/AlwZbT6QQArFq1Ct988w0qKiqiXg+vndHouDTCsO7/hGqXH7KiblT0zlF/D0mnEYZbX7Ola2rcCut3Qqo1W7rvN1e2OJ0MNcjgfba0oCSJmq1kA5V4uOMpW0H9eskew9UY0F+zWGUrmTRCWn6QbJ+tpJWtiHGWqeWWMGQ9U5xlx9iBuQCA9eWN9P4al4+mAQ4sLaCtgYIxgi22LIGsGcg6kowrnVm3AbGDraMJHmx1A9gFjHvTNwj4VKOK3NKBam5wphqw0GArEjClZ2bR83zuJvh2r8b+jSuZpsbRHz8bbAGqAmPvNwr/+HQViq/7JwKVu1BfX4/77ruP/jj27NkDmxKAf+86eLcupT29CEs+fJ3+m6gahK1bt6KsrAwlJSW6281Mkz9fUL+zlAjWIKNx2buYcs3F9Id/ycUXIVi1C5KrBvvK1fdKH2zlQIzI3FBkqvq4A2HdrpfLH4IsK6iJ2KQWZGo9vUSBVbaiJzVi+56XoQVb7dHUWJK0HSzjpKooCnZUq8pVvSeIQFhW01ABmNJz0O/c6zF58mSITL1bS8qW0+nUXdzYxTgbbLHKFjmXfAdIkGxU1R79bDPG/C26Rxegpo0SI5ieQkc0NZZlhW66GHdoayPqa36GDekR989WpRG2wY0w1dTattRssd9dVztsfHA4bUFTtngaIc3C0dVsRb8vWyqaMOqJr/HKkrJWP5c3Xs2WIbOGBEjGDSjWgdgkaBkmsYOtNroRsk2Nk1C2WKUtXnBW1UQ2j23ol6umElYyWSq7K7QarrwcJ4ry1WAr5PfoGkFPmzYNOTk5mDVrFgAm2LJpxmlhWUEa4ykAQaCZTn379gUALFu2DE8++SQWLFgQ9/V1J3iw1Q1glS2B2R0oGTYGaRYTTM5CFJf2gsOh3nf+lTcj59zbUDr4OHps5b5dOPzxE1g181lmtyixsgWowZZgtsIjpEEwWxFuVE04hg8fTmuudu/eDaVJVSfE9GxkMEEeADSU70A8CgoKaNDGYmFymGOlEcZDZ/1u0d6roqIiDBw4EGaiAkbUFDaNMC83R9cMOdsSe1JSFOBwc4AGYIVMsBVP2dpR1YyVu+toGmFuuo2mXja3QxohmVTNogCLWZ+bXeMO0DoWlz+EkCRTZ0nBlhZzAe+NE2wFAmqwSNIIQ/WH0LRyNjZ+M4cew07Q7OLVqGyRYItt0r1gcyXeXbkfTb6QLoUBALZt24aCggLcdNNNLb4fRxP6nirto/j5mQVLUJJ1O6W1kU2E/AwbVZOTtn5vSxohE/SlnkbY+potdtHEa7Y4nY3ElS2Kn1G2Elm/ry9vhDsQxhcbo7MkWiIcDuPFF1/Egb2aUVeiYIvMiVHBFnO9F0XNpTnWBo5Ws6U+lonJ5EkG9j1IFGzpWsK0UMtNaraKnHaUONVNZ3bjdG+lmrEkmMyw2WwozlfVL8gyfD71mr9z50489NBDAID//ve/AEAzV8Q0JzMuGXamRZAtMxc2m7qOIsoWADz22GN45pln4r6+7gQPtroB7AKG2JnnTLgDA0afDofVhKwTL8Win7bgqaeeAgAMO/kXyDrpVyjupwUxGZFdhJDfy/TZiv74yS5EVpYaMOWmqXVFFZEfXaBBDbYGDBigcxMM1KotgC05vaLqpm67+QYAWuPhZDAzxZxkse9IStnSnltkrPJPOOEECIIAa6Y6QVRUqK/DGwwj/9I/4q5n3sGoMWMgiCYIZrVWLU0M6wK8nDQLnfB316gBQprVhHSmXs0UJ9i65Z3VmPjmj/RikJdupf3J2kXZSlCzVVatBTNNvhCCYZn2RBOtDjRV7sPy5ct1dXN+nRuhNr7//Oc/kCQJDz74IMKyglBDBRq/fxdbv/2EHpOqskWCrXpPEA/P3UyPN/YjmzNnDiRJwsyZM5N7U44SOiKN0KhUscEUUV/zM6ypB1vh1gdb7DznSdkgg1G2Uk0jZJUtH6/Z4nQuYa5sUcgcwipbseZAkgpddtidsrHIvHnzcN999+Ht+38FOaheu9g0Qr9h/UEaFvsN45AVfRphYZYaPJAMGN3roi6LEWXL1HplK9H3hARvrBthS2mERZl2lGSTYEvbOHUrVuRf+kecdfNDEAQBxXlOAOq4m5qaoCgKJk2aRI8PBtXr965duwAAlpxS3fgdjLJlTs+m/y4pKdG1AjruOE006M7wpsbdgBDzoya9tpSQHzaLSFPr2AWDP0aaYGaWWr8VDjDBlrllZSs33QY55MdXrz2FRpcLdq9qdDFw4EBqTLF7926glxoEWnJ7wcqk8gHAddddh759+6bUGZzNYSaOOqShcTLnAZrzDQBMmDABAGDLyoX3EFBRqQY93qAEa0E/HH/KMBRFXA0Fix1KOAirEoTTYaHvbU6aFWZTGDXNARpssSmEgFpLZhIFSLJCJ05FUWgAsvGg+v7mpVs1Zas93Ah1rkP6i9LOai1Nz+ULIyhpaYSiNQ3bZzyGM54/gKVLl+Kss84CYHQj1E/moihCFEVIskzzsImtPtvQGNDv6t1555341a9+Bbtd/VyMaYRPzdtKU9gA6BwgAe07eeWVVyb7thwVdEQaodHwwheSqKMom0ZINhuCYRmSrOh+X7HHyroRtl7ZStU0hj03VXXKZ0gR5nA6E3K9i2XA0NOg1u8t1GyRGs+wrGBXtRvH9XZGHROP8ePHw263w+/3o2nlLOT84saYboRazVYkjTCYQNkSBBRkqGuDw7GCLUMaYapuhOEkN+DIYWZRoOuyWNeQkCTTeb8oywZrJDuG3ThtCJmQPvwXGH9afwBAdpoV9gFjIAgivMEw5syZQ12ln3rqKVx66aUAgPPPPx9NvhDeK9PWm5KsQDRr6zlzhlbzLYoivvrqK1x//fWorKzkwRbnyMH+OEgdkexrhs0kwmGoqTh8+DCWf/UpQvVZsFs0OTYzsrANB3yo27QUvuq92HxuOvqfN173XMZga2SvLHwsmHBo5WcAgEAk2BswYAA1VNizZw8KzNkAAHNuaZSyJYoixo/XP09LsH22UkkjZNP4SCBwzTXX0KZ4jqw8NACorqoGoHcaIpN5/iX3A4KIvKJSeBQzqiLOpdlpFgiCulNVdlgNtgoNwRYAGmyRiTMoyVE7VrlszVY7uxEaXZB2HtaULZc/hGCITSN00NRU1qKVDbDiOdFJsvYeh/zq47ENjQE1kFQUBYIgwOl00u8VoBqkAJqy9c1W9TM57Zg8rNhdh3qPfuFrdDPsKbCKT7sFW4bdXz/TVJLsxOZl2HR1kr6QpHMdjUVbaraCjKtoW9wIieOmcR6Key7rRsjTCDmdDFe2NFhly5ag5og1+dlS0ZRSsOV0OvHhhx/i8ssvh+unT5Ex8hx4AkPo/cb1B3UjNHw+bAagSRToRmxMZcvY1LiD3AhJ4G7SGWdFPwcJCC0mATlpVpre2OwPwx0II8NmpjVdxZEUQ4fFhF5X/w1hWUF6dgHeeOMNAMDDDz+Mv/71r/Sxx40bh/yBI/HJ898z41IQlhSYs4uhhEMoukBv7X7uuefS9eXREmzxNMJugK4O4tB2AIDrp0+osqUoCu699lcYMGAAPv74Y8x85k+o/eKfurQ7srCFosC1+Vu4Vs7Cpeefja+//lr3XK+88goqKipw1113AQCuP7Uf7p4wDBDVRVY4IrMPHDiQ1lrV1NSgZr8mFVtiGG+kCu2zJaeWRigIWjNBomyxNUGObNVMpLq6EoDak6xp5Wz88MWHNP3OcczJcAw8EU5nFrVnB1Rli3RNJ8GWUdlix077pTALWeKfkZduo0pCewRb5AJtMYlR/TTYNEKXLwR/wA9EOrmL1rSYwVY8ZevWW2/FlVdeiZ07d0KSZXpuOJKWSCbkrEggyTalNpKRkQFRFBEKhSDJCrXdPrm/murZYEgjJM26y8vL8fe//11n+X80k+wuZioYPxMvkypa69bSCNlefMnYvye7CIiFvmar9W6EQGrqFvu6eM0Wp7Ph1u8afkZVsjEquxF2PttS4Yq6vyUuu+wyFAwfB8hhNCz5H9yB6M1Gh1WkY2HHRjAaZCQKtoK0ZsvgRtiKPlvJGGSYW0gjJNkohZl2iKKADJuZbgaTVi67du+Bd8cKuA+qa1BBEJAVWQ81+UK46qqrMGnSJFx11VVRj2/8LocjmT+97vgvet/zDuQsvUHa4cOHUV2tbr6OGDEi7uvrTvBgqxvA/pjyLrgHosWGvIsmw2Y2Ic2qNvo9tH8P9u3bh88+UxUoa/EgXRphRkY6SH5tsEpz7DE6vTgcDpSUlFD1wGwS8ecLhyGLBGtQ67lyc3ORl5eHvXv3wuv1wmq1AoIIc4yardagcyM09LloCZrqpKjvG+t2l13SH7bew1FYqjreNNRUo/H7dzHz33+nEx8hzWqikwmgyuZZxmArI7ayBWgTHVnImkUBj/1yOM4YlI/TB+W1axqhrmaLKYRVFAU7D2uvv8kXQkhSkHveXbj5vr9CsNppHzX2ffLHMciYN28ePvroI3g8Hl1TYynggyzLqGhUJ+0BBRk06CSv7/XXX8djjz2GLVu2AAAeeughhMNhvPTSSzpFYUC+6lpUb0gjJMrWggULMHXqVKxcubJV71VLVDX58a+FO2jg2NkckTRC5m9i4lKQaYMgCHRHN5lgq936bAXDOoerVM4FUqvb0rsR8potTudCrhu8qbG+tsmaoG8Ve43aWplasDVjxgxMnjwZjj7Hqs9ZuUunrPvjKVshGbNnz8Ypp5yCBx54ANu2baPniIyyRWqhdK8rooqR19QWN8JECqi2LhDpJnisa8hhl+ZESCh1qtd2ck3ftfEn1Mx9GnPeeI4eQzZVXf4QbrnlFrz88ssYOXIkli9fjhdffBHLly/H/PnzUVa2K2pc7GsISYpuXGxddobBIr67woOtbgC72HIMPBHH/vkTZBx/HmxmkU4A2QXFAECVKmvxIJ3boNVsovVekltzefvhhx+SGkNujirL//jjjzhw4AAEQYAgCOjfvz9MJhP+9f489H3gE1jy+0TVbLUGs6hNDD7SZyuJNEJAS0G0Fg9S/2aKLY859XwUX/sMLrtBVe7ckZ5kWdnZdOLzl/8M989fw197kCpZgGqQQZQuIrsXMj22tLGTiVOdPFhl7qbTB+C9W8ci026hwZY70Pbd9Jg7WGFF50QIqIFPCGZknnAJfn/3fRAEEWgxjVC78LB9tiRZ0bljer1eugtW6rTTnTFSB/Puu+/iySefxI4dqjulyaRuFABaI9oMm5mmZhqVLbZ3BwC6sdDeTF+xD/9eUoYZP+7rkMdPlY4wyGBNT9S/tc9bU7bUzyFWXWg82PrSQIqLRfa1KUrydvNA9MK0KQX7d/Z1NXNli9PJcGVLg6YRWhIbZLDB0bZKV0o9txYtWoSXX34Z3oYaAGo/0VhuhFE1WyEJ+/btw+rVq/Hcc8/h7tt+D0DbbC3MVNcGCdMIo5St5D5zvUNtcspWopot6kTIrGdIumBVkx+KoqChMVJvnpNNjymb9TTKn/sNPv7gPd3j/ec//8F9992H5557Dpdccgluv+qyqHGFDeNg52ESYI0dOzbua+tu8GCrG2D8cbhD6g/IZtYMMpz5xbpjrEWDdE2LzaKAnHNuQ/YZ1+qOW7dunS7N7i9/+QsmT56Mffv26Y4jaYjNzc3UqZAlw2aGYDJDEMR2VbbYNLRk0ggBbeKylQzB1yvW4dNPP6X3kfeETHZeEmw5s2nKlGv1Z6j76iXU7FxPd24A1QY/y6GvWUlG2YrXJ4wEI/6Q3GbFgkxcxpotkkJIAkmXL0SfK92mjkeMKFtx0whDkto9PhSC16umC9Jgy2wDBPWxm5ubaUFtsdNOVUDStDlRzRVpGu10WJCTrrpBGg0yioqKMGjQIEycOBGAqrJ1BMSBqc6dWr+mjiKkq9lqH+v3KDfCYHSwlZehfg7xmnjGoi2BoXGHNpX02vZTtniwxek8FEXhwRZDLIOMWEqOsVXJvjoP/Xvyh+tx4Qvfx1WASJ26khaxMhcEuHxagOQzuhEy8yG7AfjzhnUIHt4LU2QDUVO2YrkRGmu2IjXqSTc1Tq7PltZ/k10XRD9HFVW2tGCLtX+v9wRpXXZBjlYPZxYUKKEAysvLsWHDBprqP2iQutE9f/58AECvfgN0zycblC1Afw26+eabMW/evA67xncGPNjqBsT7MdksJmqQkZlbRG8XTWZYC/rrrN0tJhGZo86HtZcqlVvzeqFv376QJAmrVq0CoPabeP755/HSSy/R4kQCG2yxLFiwABMnTsSXM/+re662EqvPVrJphGxj4yFDhiAtTWuyTAIqbyAERVHgcUcMQbKzVWt4k0hrvZSw35BGaNEpXUDsmi1jN/h4Bh+s2UBb7d8lnbKl7WARJ0JSMNwcCMPdVA///p9RuVeV9gVbdLDFLkAVRb3ws5896bMlCAKKJj6NkpteQG5uLg22Sp0OTdmK2GmTC9O+ZgVNvhA2bNiA3/zmN7j33nupspWdZkEeDbbU5tGEV199Fbt27cITTzwBADh06FCb3rN4kGCjqyy82QAr0S5mKsRyI1SfS0ZDJFAxKlveJOzY21KzZXxtqQVb+teTSrDFBpFNvlBK6YscTnvCrj8lWWm3tOHuis4ggwZbiQ0yAK1uq8ETxGcbKrC9qhkH6r0xn4Nc94SsIvT942foO+Vj+BgTiSiDDLOWRsi2SwEA96ZvEFm60LVBsz8cpbyT+UpzI2x9zVaieTZ2xouMsrIylJVp5STVMYMtNWulssmHyiY/NdXKztaCrbQMdV244tsFGDNmDC6++GIAwODBgwEAfn9k87WPPtgiNVssbMBsMplw8cUXIy8vL+5r627wYKsbEG+BxSpbabkF9PbsXsdAMFt0i3taA1V/EADgKOiDM844A4CWSlhWVoZgMIi0tDT0799f91wk2Pr1r3+N77/XXGX27duHDz/8EC8//QjcmxcDQLsYZJiYgIHuLCWZRsjaU5sNgZ9VVHDwPzfh92cNQUNDA3zNpPeTaj1qNYtaf65gIMogg/0biGeQoTkpAmwaoV4VM5u0NNC2mmSEmdxstmaLOBGe2E+zVm0u34rqDx/Cww/co46r32g89MhjuOSSS+gxxouXNyjRC4vD4YDFYqHPae8zEtaiQYDJjI0/fo+G799F5daf6HtFghZy/iPz9+LOGWvR2NiITz75BN988w2avFqwlZ2mBluSrMSsZ2P7c3XEwri2WVW02qOWrj1gL6xSjItUazCqVOQ3RlI3RUH9vgPxm3jGQl+zlaLJhcHqOhVHQqNNdmMK6YBsfWJIUrjlNqfTMKaR9XR1i+0JmrjPlnpc/zx143BLhXqtWX+ggXms2O8luS6JtnQIIrkeM610opoaR4I+Rtk655xz1HHsWEGVrSy7mQZTxlTCKDfCFPtsJZtBIMXos3W4qgIjRozA4MGDMWrUKLz99ts4TNMItfUMq2wdqPdCDqgZH5lM/X5G5N+H9u4EAPTtq9bCE2WLUNSnf9S4jBsJydQEd2c6Ndj6/vvvcemll6K0tBSCIGDu3LkJj//kk09w3nnnoaCgAFlZWRg3bhwWLlyoO+bxxx+n9UTkv2HDhnXgq+h44u1uscGWI7uQ3u7sOxQADGmEIoI1++Ba+yUAIKOwLw22li1bBgDYvFltKDtixAiIov6rMX36dBQVqeoZm3ZIHAkBQPar0n171GxZxFhphMl1KjAzY7eI+rE4bFYooQAkKYyqqir43equVl6umkJgM2vKlhTy6dIGs9MsOqULiG/9DmjuRPHSCAHQxsZtXdjrOsUzTY1JGuHwkix6sSANjbOysiAKgL3f8Zj8x7/g/PPPp4/nM1yYvMEwvSiRNNKonSl/GMvfeBiulbOxddW3TM1WGKFQCB6P+v0Q7elYuacOVZGNRrfbTdMIsx1WWM0iMiOqn9EkA9CCLZnpXD9rdTke/GhjVB54ayBNfZOxAf98YwXu/WB9h14ojKmD7bHbHa+pcU1E1ctNt9HvMU2bCbb8vG3ps9U2ZcvgRhjjexMPY+DZVRRNTs/DOKemWvd4tOFn0u2sCazfSRN04mS7NaJsrS9vZB4r9ntJlS2rlgHjZuYAWrNlSCP0h7UNyNNPPx0AIPuaIBI3ZEGIm0oYv2arNQYZSShbJs04q6J8H204/PPPP+O2225DZb36HuiULaax8Y976qAEtXUDga4FQur7FS/YKujVP2pcxu+6sY74aKNTgy2Px4NRo0bhlVdeSer477//Hueddx7mz5+PtWvX4uyzz8all16K9evX644bMWIEKisr6X/JmkB0VeKmEZpNdNfZll0Iq9UKu92O3qf+EgAMaYQCGpe+g3D9QWSNuxIDfvFbnHnmmRAEAX6/WgBJXOJiWW0WFRXRxfLAgQPp7ey/SYfw9qnZ0gKGVNMIzUywZxyL3WKCKV1VeSorKxH0qqlxuZFgy2oWIUaCLTnoNxhk6JUtQQByIylvuuc3OAuRSSSWMpdJHQnbtsAjKYtsPw1PIIzNkR2+YSWZNHAkDY2zsrIYO9j4+dPkbxJkk15Z5PV5dixH048fYdHixZD86jHnTThPU7Z8IV2KomhT3Qbnb1d3Hd1uN1UinGnqOaRuqz4S+MiyjEGDBuGEE05AKKS9V2RMLy0uw8drD2LjwcYk37HYSLKCek/yytZzX+/AFxsrsGJ3bZueNxHG4Ko9UgnjuRFqDY2173VqaYRtcCOMUraSX2iSRSlJQU1J2TI8L++1xeksjIttfw9WthRFoeq43SImtH53NTah7uv/wHFYXcOs3d8Af0jCuvJoZUtRFLq5B7DKVhrqv3kdhz96HDUH9tD7jZk1JI3QF9SUrd69e6uPHQ5CVLTxxbN/Z10WgVa4ESZbsxV5PFHQDDI8kQ1mss6TJAmHqusAxK/ZWlZWCzkYrWw5s/T9zEiwlZeXp+upmVfaT3ec0Y0QSM0QqTvSqU2NL7roIlx00UVJH//CCy/o/n766afx2Wef4YsvvsCYMWPo7WazGcXFxThaiKtsWUSkRSaA3IHHIxBQf9DnPbcUOOymkwKgBi9k58bkcMJZUIzhw4ejvr6eGhYQZWvkyJFRz1VXV0cXtmyKIflxAYA5W1W+2tf6PfU0QrMujVCvbNnMIkwZOQjVlaOiohLpJ/4KtmPG4oYbL6X3E4c9KeiPTiN0aJNmXrotKk0RiK7ZSmTw0V6NjUm6AJubTXbTctOtGFKYCafDgmpXQMu9zsqC1STC5/Ni86ZNqHPacfzxxwOI3mXyBiWcccYZCIfDVE0iE7l7/Xz492/ErNLILlpuL1x75a/xzALVdbDZH6YXJYs9jaZqfL9XDXTdbjdNX8t2aMFWeb2XNjZubm7G7t27AQBpaWlYsGAB0tLS6IROdi1rmttmalHvCdK6iZYUDl9Qwv5IHUCdp+PMNIy//1A7LMCi0ggjf9c2650IAe13l1QaITO2oCRDlhW609sSxrTDlNIII89blGVHnSfY6potgPfa4nQeRoOEnqxshSSFzsWsshVrs+nw5h/gXj8ff5s0H0MmPgJv37H4dvthbIihbL26dDeeWbAD028+Gb8YUqALtvz7f0aodj+a66qZ89TnI/OgjboRykhPT0d2djb69OnDDFyzeieZLyRjgGBMI0zFjVBRFITk5Da1tJotzbjM41Y3zYuLi/Hwww8DZhv+tFKBCKBXtuYuXByp2Wr2h9HsD8N54qV4+t7rcdZZZ9FjcrJjB1uCICAnJ4e+t9lFfQDspseRpsYsR3saYacGW21FltWifaJKEHbt2oXS0lLY7XaMGzcO06ZN0wUFRgKBAA1UAL1RQFcglnsMQNII1Y+Q3XUmnc3tzOLeIgq0FkkOemE3myCKos4ZLpGyRbqDA4Ddru1+WCwWzJgxAzU1NXi1th+Cktw+wRYjq5PXlqwbIfv8iZStA4cqYHaOgNlZiJHD1VRTq1mEYFEnyJDfm9AgI1a9FsCkEbbgRghoaYTtVbNlFkVYzfrF7WnH5EEUBRo4ktxrpzMLFrOIYOVOXHjWb3Hsscdi69atujETSMBoMploGh+5MJDgdOP6dQAAR14vLP32G3z8j2fRZCqBa+yD6NNnILZu3Yp7Z6xEmay+z35zpCFyOIx6l3oByI4oW7mR/5MgjAZrVhv2NQZxwQUX6MZHFvn1bQx6apmLYks9l3bXuEFKxow29e2J8aLEqpCHXX7M3XAIV57Uh9a6JYNRpSKfN0mhZJUtR0puhPqxBiUZdjG53y1ZNKRZTfAGpdTSCCNjK8qyYWtlasoWTyPkdBWMu/09uWaL3XyxJajZkmQFkk1TW3bN+j/kXfonvLQ4Ex7mOkbWRZsPqQHApoNN+MWQApSXl+Pbn/dj6jfVsDrSEQLg9aj1wIIgaAYZMdIISRmLoii47y+P4p011TBZotcINS59ry0t2CLKlr7OOxGSrIAtVU6uz5ZAa+n7jjwZf33pHQwsLcDVv7kIWyqaIK75AXnpVt0aizQ2JhkeY8/4Be6753Td4/fp2we23sMROKiuG/r10xSs1157DfPnz0dubi5kkz7UUJWtaOv3WncAc9YexG9O7K3b8Dsa6NYGGf/617/gdrtx5ZVX0tvGjh2L6dOnY8GCBXj11Vexd+9enHnmmVEueizTpk2D0+mk/+l2KboAyaQRksXw7ho3qpvUBRMbGJhEAZJHldSbln+gq+cCgGAwSDt2x1K25syZE3d81113He6//34aOBgX+62BqHLuQJjuLKXc1Bh6lQuIKFuRYOtQRWXU81nNIhwDTkD+ZX/GDXfcS3emctIssFtMOqWLTKQLFy5ESUkJvvjiC/U5TfpdqkTKXHs1NpaY3GxjgHnm4HwAoIEjyb12Op2wmASqeLKbDM1MXR4QO5+apihEgq3d21VlNKu4LyoqKrBp+SL4yzeh2R+G1WrFsccei1CO6kp047h+NKgFgNqGyA6YQ13k0zRCrz7Yki1peHTulqixBCK7nXWGHcRUYe3eg2E5oZqzi2kWHau2rD1QFCVqJ5edD974fg+enr8dH64+kNLjkvorsoChyhZNI2SULcMckwjjXJVK3RY5l6TmpqJsBRhlC0itZstveF3EPZPDOdIYF9s9ubExm95rM4uMG2G0Kp92zMno+8fPcMONN0GRZTQtn4ntVc0xH49cj13+EARBQHFxMXJL+0EQTbCnqSnuUtBH50Tj9VtT+rXxCYKAWyZNQdaJl8Jq09ShgoxIr60oZUuztAdSq9kyHpMojTCWG+G6WuC9Q3l4e7c6xx9qUDdfe+U4os4njY0BbR3B8ouzz0XRVU/Rv1lR44ILLsCLL76Ixx57LOo6EM+N8J0V+zDtq+14d8W+uK+pu9Jtg62ZM2fiiSeewOzZs1FYqJlDXHTRRfjd736H448/HhdccAHmz5+PxsZGzJ49O+5jTZ06FU1NTfS/AwdSW7h0NCSNiK3BAtSFEttwVJIV/PGjjQhKMs4cnI+B+en0WLNJRLihSv1DkeljHTx4EGeccQaOOeYY1NTUYP/+/ejVq1fUGB555BEAav+DeJDAoT2UrUGFqnqyvcqlKVvJphEyz28yBFt2iwmmDDXY+mbRQtQtfAWh/etpqpPNbIIltxfSjz0TJ510Mgqz7Hh54hj859oTAUCndJFAbMqUKaiqqsJll6mN+4gbEXUjNOyMsWTYSC+q9nIjjA62Th8UCbYiwTDrKmQxiRAj1u+H6xrx0KebsGXLFiz920S4tyyh7583KGH27Nm46qqrMH36dPX1RbbX2MbGgFoMSzYspOZaWgOjKAq1mD1veDEE0QTBbIMgCKhvUi+MTqpsRezfDcqWYEvHtkoX5s6di5dffhl79uxRA5LIBaet6Xy1hotios9lV7UWkHaUssVeWCNfK13wVR1J+0v1+UnwTGqcaM1WM+mxFZ1GmGqfLSA1R0ISMJExpaJs+amypS5uuLLF6Y5ICle2CH6mrkkQBBpsGYMLb2SeMJlMmHL/fZGTozfXyeOR3zu7qULWGOmRrA0l6IM7EIaiaDXjWlPjSK9Ow7zBqkiEwoi7H3H7I8eRDACtz5Z6jqJA1+4kFtFzrBzXlZe6EZq0mq2yiEPxgXofvl78HT76cCZCjVW6FEICaWwMAOLBDVi8eDHttQmo6yFFltHvotsxefJk5OTkRD0GEJ36GatmyxeUaOBX00V6XLYn3TKN8MMPP8Stt96Kjz76CBMmTEh4bHZ2NoYMGaLrKWDEZrPBZuu6kiWp0XA6LPCHtB+tOgmp/65pDuD/5m3DuvJGZNjM+PtvjocgaD96i0lA2tDT0LSiHNaiY+iPvKCgAGvXroXf78euXbswdOjQmGO4/PLLsXfv3oSq35i+2Tjc7KeBUlsYXqq63Oys0ha0yaYRkonLYhJ07wGgBqzm3F4oGToGZTs3Qpa3wRR0A3gYgNb8F9Ca/l46qpTelsk0OSbK1qxZs3DccccBAHw+X9JNjdnHcwfatsDbvPxrhJtzYRYH6YKt/nlp6J2jBlNE6Uw/9kxkFffFL37xCyz8wU+VqZDfiw9/2o/PHv4zQu4G1H35LKTdP0IoHQHvb4/HunXrMHv2bJSUlKivT9IrWwBg7z8G/QYfS78n4eZauHxBrFq1Cp989gXqtwNpQ8ZhRGkWTKKA3n94H6seuRjX/ncV4PHoarYALS2QNEsU7eloDoTx9N+fwepVK9GrVy/07tufPn97phEC6sI7XrroTibYIrVl7Q2bQphmMcETlHQXW1JflEwgxEJUqtx0Kyqb/HRDgOzA6tIIifV7EspWrIVAsgQMylYqwVbQoGy1pqlxTpoFDd4QbUPAoigKNhxoxOCiTF1/PA6nPYmq2erBwRbtsWXRsk6A6GDLE5SgKArSbRbNKY+pm3I6LGjyhejvnChSLn8Ie/fuxfPPP49aJRNIPw2OtIjTbdAHT0BCll17Li2NUB1Hs6sJY8eOhdPpxFdffYWyndvhP7AZkm0IPacgI7pmix0/7bPF1JaHZQXWBHWuxrRyQE3fjpVRRKZjVtnyl29CuKka1uLBeOJvc7Bi6bfIu2QKemWPizqfmGQ4LCY8OvlWuN1ulJWVURfqLLsFotWOrFN+jRcevyDqfEKAqXvzhSSEY9VshST6PqWS1dBd6HbK1gcffICbb74ZH3zwga4vUDzcbjd2795NF4jdEbIrYOzxZDObkBlRRiqb/Pjf8r0AgIcvOTZql8IsinCOuxL5lz6IwiufpPK1zWbDKaecAkCzgI9H//79YTLFD3iev3I01jx8Hm2G1xb65KQh02ZGUJLp60/VICOWwmYzm5A2aCwu+PNrGDlaVatyh56s3W8RIfma4dn+A5Ys+DLqfItJRHpk0iUT6YgRI6gauGzZsqj862TSCNvS1Li2thafvfQI6he8DBNj/Q5oqhagqXKOgSeiz9kTceqpp8LCGKcACoJNtbRuK2vclWjcthyBg1vgC0rYs0d1aCKpAuT1EWWr19hLUHTV3zDyhJNpsKUEfahvbMSKFSvwzLT/g2fHD3A6LEi3mVGUaYNosaPS5WeaGqsL7Vza2FivbIm2SCAfcYx0u926BT6pOWotxnSPhMoWk0bY0EFphOyOYFrku8JerEmwlWq6kY8JtgAtkCJplPmZrUsjNNZspRZskTGpz926NEL1XJc/lLSzF2lzQAK1WMrWD2W1uOI/K/DE59EprBxOexHVZ6tHpxHqHftosGXY0PEGw6j97O/YOu1yfPLJJzjhhBMwasyJUCKugKcMUGv6yRxBHrfJF8KePXvw8ssv47svPwIAONK1YMvtD+tql+2R5yfBn6e5CT/99BN++OEHmEwmPP7gJFTP/Avc5VvpObHcCMk8Fzy8B08/+Tg+/PBDXblDS/NWLMO0eBkEsfpsuTctRt38F+DbvRqwqNduJeiNmUZI1pEn98umBmmsG6HfVYuDr9yALX//DaQELrlkfGTDWY5Rs+UNhun1hwdbAG688UZdU9u24Ha7sWHDBmzYsAEAsHfvXmzYsAHl5eUA1PS+G264gR4/c+ZM3HDDDXj22WcxduxYVFVVoaqqStfF+8EHH8TSpUuxb98+rFixAldccQVMJhMmTpzYLmPuDGiwZejxZLOIGF6ahYmn9MUpA3JxyoBc3HHWQFx1crT6ZDEJEMxWpA8fD1OaU1ezdeaZZwIAbrvtNvz444+tHqcoCu226yuKAo4tzdLdlpZsn63ILpGxXgvQcqRdjQ3YvGEtAKDo2LH0fqtJRLipGrWf/R2PT/1jzMcnnwNJERAEgRo2LFy4MMogQ0sjjB6/Lc4FJBlmzJiBO+64A3fffTcCXjfC7jp1B4vZ4WLzrNlg3cpcwASzFWKkgDVYsw8AYErLhq1UVTnDjVXwBiXs2KG6C5K+deT1We2Rmq9IXWReuk11Cow0iq6vrkRNTQ0ANVgqjixqSyITeWWjnwYNxCCDNNQlSpXVakVafi+YnWrzbsmkvvdut1sXfNS1Mf3AeH48G3B/SEJ5vZZO0VFphOyFlVyodMpWJMgz9kVrCaKE0TRCWrOlLgoKWplGaPwep5JGqNVsqd+BVKzfjWmEipJ8OwXjubFqtg7Uq+kthxp9SY+Jw0mVqJotrmxpyhbTpoRNtfMGJcgBL+SQH4WFhVi7di1+WvE9Jk8YiocvOZaqM1FphH6tJYnVoZZcEPMnJRSAOxCmx1pNIi1PoPOhO5L6HnHEdUTqvUhrFUBbI9Q0B+iYyesKVe/G00//H2bMmAEprM1VLTkShiKPY2HUsHh1Wzo3wsg1n9Rsi1YH5IhJlRzwxkwjvOqUPvjV6FJMOrM3vY3ts1WY44Tkrocc8GB/RVXcMVPzo0i2UFiWo/tsBWV6/WmrYVhXJOVgq6mpCRMmTMDgwYPx9NNP49ChQ61+8jVr1mDMmDHUtn3KlCkYM2YMHn30UQBqHyQSeAGqI144HMY999yDkpIS+t/kyZPpMQcPHsTEiRMxdOhQXHnllcjLy8OPP/6IgoKCVo+zswmF1S+l0xhsmUWYRAHTfn0cZt8xDrPvGIepFx8blToHqAEBm0vM2sKT5sYAdPm4nc0IQ7BlrFmLB1GW4ilbAHBg8yrIsgxLfl84C7Q2ATaLifbZ8njcUecDQN9cNbg4pkCdmO+66y7MmDEDALBgwYKobvCJ0ghN1OI+uV14liVLluCNN96gfaeUgBcmUYTNbILTYYHDYsK4gayypQZUgYodCFSWwev10lRLcyRgCpFgy1kIs1N9X8KNVfD4Ati5U+0ST1JNSX1B8fFnoeDXjyD95F8D0FSRXpHeI401ldi4cSMAwJrfh16Aip12NK2cjYcm3QxPuaoYkO+4pmypr+2aa67BwHveQt4Fk9TXAPU4t9utW+C3dxphPGWr7LBb5wjVUQYZ5HthMQkxrY9pGmGKtrlaGqGN/i3LCq15y4vhRtiSeqYoCg0EyTnJKltqTx0SbEUC6VYoWxk2M1Wek00lJO8dqcGMpWyR156oGJ3DaStRboRtULa6u7lGgNZKRbJwmA1idg70BMK0nQkJBARBwJTzhuDWMwdq7oE0jVCr2SIb9RaHei2/6PpJ+OULS5B77m3wMMEWW8JANmx9HjVQI47OxFxDDmopjHmRuSwsKzR7g6TUiSF1zPPnz8eJo0dRJa4lZSscee0Wk5jQDp99LJMowBY5Vg6ozyvY0hAQbJExx1a2CjPtePHqMSiNlP+bzWZdyU1+jmb9/rcn/xZ3zGTeTLOY6biMax5vMEyvP54kejp2N1KWIebOnYuamhrMmDED77zzDh577DFMmDABt9xyC371q1/BYrG0/CARxo8fH7ewDwAtxCd89913LT7mhx9+mPTzdxeCkvqDz7LrPy6bObm0OoJZFOiPz8YELuPGabm6sZwIO4sRpdoP2WExxQwiY0EULWOPLUCbuFf/7zEAgCWvr24St5pECFYSbHmo/SvLyxPHYH+9F8eWqBP7559/TgOerVu3YnjjYQCiVrOVoKmxJRIYJts5noU4bJIURjnog1lUg+o5d42DJGuGE4AWyNR8+jSq3HXYfv1JNCAtOeM3aPQEIQdUC3ZzViHtmyYHPNizYyv8fj+sVivts0Ymy5yiUhzcsBQ1n/wN6SMnoOC6dwEAffr0wbbtO+D3NNPG45bCY6iCUOq0w1++CT/vW4+8S4bDXNgH5Xt3Y8iQITTYIsGTyx/SBT5ehQm2wvpgK9ZntmHDBsyaNQsjRozAddddF/c9JcGWxSQgJClxzRJIkfExBenYXeNBky+EsCTH7LvWFkjwwvZJIa9XURRqT9/6NEILPb/Rp6XekUUCkHwaIWtJnGk3wxeSknYjZNMPNWUrlWBLc/fKTrPCE/QlbZJBLKETpRGSY+L1PORw2gPjQru1NVtfbarEvR+sx79+NwqXj4k2vOoOkN8cWeew6fGBsEyDKG9QghIxfWJVFwJJ/4vlRkiCLbNdtXx3ZqYhM80LwANPMByzBIA8LwlaiLKVxqQgEqxmEbnpVtR7gjjc7EduupWu54Sghx63a9cuFB3cCnufkS2uBUJ0A06EKKhutfHmWXKNZjNexLA6PtGaBpdbM83qnZ0W8zEAba2RmZmpu7aKovaZWNPj1+rTNEKqbEUbZFQ0+en3P5Wshu5Cq1YGBQUFmDJlCjZu3IhVq1Zh0KBBuP7661FaWor7778fu3btau9x9miIshWVRmhO7eNjlR5W2XI6nVi0aBG+/PJLnbNjZzO8RJs4k7V9B9g0wvjKFn3cYWfAwQSeVrNIla1wOIxgMFqxKMyy4+T+Wm83Yt5w/vnn4/HHH4fFTHZv1AkwUVPjVCxfjZAUCNK9Xg54QcTLQYWZGFqcqTue9tlidgFpOuFJv0P26ROhRNIZzM5CmK12ZOaqivCW1UsBAEOGDKF1e2RiTLeaEW6oUF9PRja1DZ89axb6TJkDW9/jUVlZCQgCrIUDaF1NsdNBzTWUoB+VH/wVw4YNwzvvvEODrSZfCCFJpi5FhOZwxDK/uVm3IAnLSsw0sA0bNuDvf/87Zs6cmfA9JWmE/fLUrbx4aYQ7q9WLzykDciEIatpaRzTDDdJdTIF+VuRi6w6E6WeQcrBF0ggzNGWL2OY7HRb6XEDyaYRswETaQCSbRsgel5eissW6e9nNJjpXGHuJxYMsqIoi6UaxPkeyUOvJhgWcjsd4HWitOrV6XwPCsoI1++vbY1idAgkgyAZpvLQ5NY1QDVyysrJwzjnnoLCwED/99BMATRGLMsjwhXQNjQEg3WpCOqmjjqNskbUTeU6ibNkc6mOwwRbAmGRE6raoZbzhOO/WJQCSr9mymIQWyxBYZeu0Y/IxsCAdTnM48podqA9FmiqHfTTzJRZkrRErmCVkF5TGvY/toUjGJRnSJQ8yafltdWfuirRpG7ayshKLFi3CokWLYDKZcPHFF2PTpk0YPnw4nn/++fYaY4+H/Lii0giTTKsjsEqPMSVvwoQJSRmOHEkGF2XQ3axknQgBzfrdkkDZOv6eV3D3Y88ifdgZuvo1m1mEYNHsTj0eT9RjsAQCAfh86qQ5a9YsPPbYYzRAScaN0ELTCFNfxBmDLchhQIq/4M9yWKAoMs0pz8rKilJLLPl9MeikX8BaPBgOiwkFpWr934HtP8Nms9F6Lfb1WYLNaF43T/13Ti+6gM/KzECGzYxQtdo5PrukP0SrXavZctqpuUbYXQdvlWrjftNNN+HQ3l3UabPRG8If77sXldMnI7d2E8yigJAp4lhnULaA2CYZxGADQNyaU0VRaLA1INI2Id6kT5wIhxVn0d9lW1MYY0F2Jq1mkalZUF8vGxSk7kaovq5cpmaLLAZYJ0JA++21lKrIXvAzbSTYSu57zX6GxIky2VQSY/NT43c6EbKspS8WkTTCGME6SWniyhanIzEuQFsb3JPft7cbKwRGZUsQtA0n9jfvDerTCOvr61FTU0PnfK0JsVonROYpWQFq69VjhEiwVb1vO75//WE0LPmfmkYY1Nu+A+o12yQKkP3q2oAoW1qPLn0pRn6mOp+RrAnymSqRYO3CCy9UX8fOlQBa3njV1CoRZBkXV9li+m8WZdnx7QPjIYbVNEfBmgbBpo7ZKgcSZg6xypaRMVfdB8eQcTj5/Mvjnh+gvVK1NEKjmdJBZkP1aDTISDmNMBQK4fPPP8fbb7+Nr7/+Gscffzzuu+8+XHPNNTTq/fTTT/H73/8e999/f7sPuCdCGrYa3QitKaYssUqPsalxV8RiEjGkOAObD7mSdiIEWnYjBABL8RCceu4gzPtsi+6xbWYRgskMwWSBIoXgdruRm5sb9TgEomoJgkC//1FuhKHoVAQ6VpNerUgFEmyVlJSAyCtBX/zg0OmwQGHyydU+W5H6Mk8jJG8T0gafitN+dx2W7qyBw2pGdq++2Lt9M3qPOgO7fvqWOhIBgEz6bPkbtdeTW6pbrGfaLaio3Q8AyCgdBEBVBgE12BIjKZvBiu30nH/+8584buQIZDsOocEbQoM3iLKd2xGs3o1cu4Lc/HT4hp2JqddfjMvOGE1/H4Q6TxADDSWa5ML71VdfYdmyZTh8+DAcDn2OussXphdiEmzFTyNULz6DCzOQm2ZFozfUIcGWLo0wkgbS1mBLlhW6u8q6EVY2qd8NtrcKAF0vv0SwwQ25qCa7WCTHWU2i1g4hyd3NgK75qSlKAUyEn1m0FSZKIyQ1WzzY4nQgxjqW1gZbRBVOxkG0q2JUtgD1+hwMy7q5ptkX0m0gkuswuT6S8/0hKUoprCObcBY12Ap7mrBzxUJY8vvBHZCYa7c2BkEQIqmJCjKznLS3FDHIkAPaNRbQ1m1kPiOBIlHGTjvtNCxYsACS1wVFkaPs/42EIgG5v2oX9sx9EfaxVyEoRdu2A1rwzpqFkfelOC8bh23HIe+XD+Dk44fFPJ8wdOhQ/Oc//4kZbI279HrU95+A5gSXPzJvkmsJ29Q4zWqCNyjp5lbSN9bYJ7U7k3KwVVJSAlmWMXHiRPz0008YPXp01DFnn302lVY5bYf02XJYTTBF6q7MopByfQir9KSagthZjChxYvMhV2pphJFgJ9b7QybeQFiiC06jsgUAZpsDIW+oRWWLBFtOpxN+vx/79+9HY8VeAHZ64UwmjdC4o5kMZNLMzs7GMeMuRFVzGJYEdXxZdgvdARRMJtjtdhqQ1n/zOrzblyFnwh2o6N8rMl4Rdzz8Dxwc9Xv0G1IIk8lEd/EATY3LSNOClvSCPtSRcvfu3djzweMIBCXMWboef/t8Exqg1caUOB0QItazgQrV6fCCCy7Agw8+CEBVOBoiQQxJ9+hVWID0ogyUHe6FvGHH4thjB+KnvfpUmViOhKyy5Xa7sXDhQlx++eW6Y4jte6bNTFM/YilbiqLQXbj++emqElPr6RD7d5pGaNYMMsgCjA22kumBRY/VpeypwZY3JKGySX1NxtYN5PfRkrJFgkCrSdR+Z0kGgTTYMos0jSfZvH3yesiOc7x+PDHPZQI1ahvvC0XV/ZHjSEo3h9MRRDU1bmUaIVEGurPRALV+N1yfm6Hf9Gj2+uAYeBLybTKysrJoQECDLbOWRmjcMJr0p0fxyF/+hHs+3gG3G8jJVq9vxPrdHyONEFDnxKyTfoWF7z2LIUVqrdJxJ5+G7DOvR+lxo3THkvmsOUCCrYiy5lc3LmlmCtR0+pbcCMm6ov7n79B8YDt8rtfgar4FQPSmMFG2RGYumzVrFpqamvBpXREaDnhhySnFCSf3S/icffr0wV133RXzPmKmlGizUbN+ZwwyImPLsJljbgp4gmEoCrBmXz3yMmwY3Sc74Ri7OimvuJ9//nlUVFTglVdeiRloAerib+/evW0dGycCXcSYRaqOtCZY0qcRdn1lC9CaGydr+w7omxobIRN3ICRHdYYHNEv0k655AB988EGL/dnIIj4nJwc//vgjhg8fjoUv/wWApmz5g/qJhoWmEbahZiszMxOn3/I48i+ejJzcvLjHZ9jNtJDYak9X0zIiC3hSOxVuqsahBjUgc1hMyHVmQhDEmAtt8vpKeveBKSMP5tzeKCospItUQRBQs/kH+PeshS27EC6rOjayqC3ItMFki9RsRZp1k+bQAJAbsX9v8AThdqnBVp+SfAwqVC+mpG7KuKiONemzwRYAfPzxx1HHkJql/EwbVVdi1Wy5fGH6eeVlWBmb+vav2QozxdAWQxohO7ZULKLZCxtRtiRZofbmJQZlK/marej6slTTCG1mERmR30lQkpMKmMgOuLGQnhSiJ4JaO5tF+jnKSnS9GAnouLLF6UjayyDDE/mNdydlq6qqCtdffz2WL18OQJvT2LWONUaKcFAxo/B3j+Oe596Hw+GgyhZJfbOz13zD+yHYMzFs2DCEbeo5eZFgSwn6dGmExqwUOzMnkuvdiBPGwnnaVSgdqVeZMujmUZiOAwBOvvFh/Pjjj/jlL39JjSbkkD+pmi3Z70bvUy+GJS0T4aZqvP3qCzGPJY/FZjVddNFFuPrqqzG4l+ZUbHQiXLJkCc455xzqQJwIcg2pTdB2RUsjZAwy4rQ0IngCYZQdbsYt76zBHz5Y3+I4ujopr9ivv/562O32lg/ktBvkAm8zi/RHbmtFsGTRpRF2D2Xr0lGlGD+0ADeelnjnhSVRny07U1DqpfnYeoMMABh2ujohtaTQEsUlOzub9ugI+dVgRVIUKIqi9dmK8ZmZiBthK9II9+7di71792LAgAHapBojwNSeS4BdUQMK0leELOBJznrz6rnY9fLN6nitZjisJsh+N75+6kZcffXVkJgFLAk4nOlpKL39dZT+/t+0iSOguSQq4SA27zkASVYgCFrBsEkU4DSkJYwcORKLFi3Ctddei4PL1EaT9d4g/B71wjmgtBBDijIQdtdj8ecfYfbs2VGL6jp3/Jot0rdvwYIFUceQi0V+hpVeAGIpW7UeTQGzmU3UPa8jlC0awDB9UkIxlK1UrN/JsTazqNsA2FOr7rSWOB2QZRnvv/8+lixZQo9JVtmymEUa+CSfRqgFPek27XeSTO5+wLAoo2mESahQ7GLKxtTFuQyfO7d+5xwJoqzfU+hTx0KVrS5Q+/LKkjLM31TZ4nFPP/003nvvPdqKJhAj8yTWJg5x+yUtH6KULZJGGI5OIyQbVkRFJ1bmctAHdzAcc0MW0Orl2ccj+zCiYd1B5jPyHLR5e3FvjB07FgUFBbjwwgvhHHoqBAhJuBHKcG/6Biv/cSOkoHot+ujt12I6e5PHMsVYFwzIz4Ac9MO7axX2/vSNdk44jHPOOQdLlizBk08+CQD4+uuvsWTJEl1PW0IedQ6Ovu4SyOeVTg0yZDq2THvsjXRPIEzbd2SnJe9y3lXpHivuHg5ZNFhMIhzWSM+JNipbrQnWOoPcdCum33wKLhyZWGFi0azfY9RsMa+bLFbZIIikuBnrVuJx4YUXIhAIYMmSJVqwFVGPSDEuCYRipRGaBSDsqkEoiV14I7m5uejfvz8sFguCoTDkgBdSKP6EBwA5BUXIPusGnHDxtQCg2cFaNdtX0aFerBwWEUrAi4r/TUJzRRm+++47CIL2npKarQy7GaLFDsFkpk6EAHT9OF54Wp208zNsus9l1Hm/RZ/7P0LvSTPwh2dn4IILLsC+ffswc+ZM1O9Sd7PW7K1DOFKMPLhPEQbkpyNcfwjrZvwfHnvssRgGGfGVrRNPPBEAUF9fH3VxIgXM+RmMshWjfqfe0IsqJ73lNIrWwqYR2kyi7jZjzVaiNhosZAGRZjXR1DsA2FOjvsclTjueffZZXHfddZg8eTIiUw7CspLQICLIzFO2GIXsCV8nEzCZmTTEZBwJ/YYFEU23TEKF0s4V1bpLR2xFk6QRtqRsya1QqDkcgrFeh3zvUv1ekY3EVI1z2pv9dR78c+EOPPrZlhaPZdPUAoEAY5DB1mxpKhWBBDGOyKZQdM2WlkboNxhJvPPqC3jkkUfQeFh10y3MzVbvkMNwub1x660dFhPqF72Ge2/4LZYtW6aOw+tB8PAeuA6W6Y5l3Q2B6M0hAJg3bx6OvfEpmDJykuizpdB6r74nnaO+Np83Zo9UTdlS5/j6+nq88847mDdvHgbmp0P2u1Dzyd/wwiNar9qPPvqI/vvw4cMAgD/84Q8455xzsHbt2qjnIH0RE13/aJ8tG0kj1MZGlD8j7oBEgy2jOVx3hAdb3QDN/llLI7S2JtgS2Unr6P3oE7oRMq+7MaJEsLtWF40swWvXnYBz85oxZ86cpNJhrVYrnE5nlLIVlhT4g6xpQHSw9cPCz3Ho1Zux4eOXk3lpcVn68hQceOFKrPxmXsLjCkp6wTnuSpx62fUANGWLWN8Cao8tQL2g5Oc4ITXXAgAEix3HPb4QC7eoneLDMSZLNthiqVqjKkkkhZDQq8AJ0eqAKT0Hp5x+JoqLi1FaqlrIij61Hu7zn7SL19A+RciwmamLodvtjlJPYk36M2bMwJo1a2idlqIo1EWSQIKtvAwrLWqOpWyRmjCSPsGmO7Y3RMXSpxGq77vRojxZFcnLpLUKgoC0yPefBKnpQgCnnHIKAGDTpk2YO2cWPTfR4o2t2bLRmq3UDDLIYoqm3iRRc2JcvFhSqtnSL6bI5258b1llK15Q+8yC7Rj95NeYvfpA0oEvh8MSS9naeKARo574Gm8vT740w02Vrc4Ntsg4muMYDbEMGzaMtp5ZvXp1TGXLEaOtw851P6D8ud/ihSnqNa1///4YPXo0ioqKIudrfbaM89dXs9/BU089BU+TWvdbmJdN72tyuWgJQKyarUDFDqxZ/h3dyNu5aT0q3/4DVr71qO7YqDTCsAxFkfHzZ2/i2Wefhd+vGmok2wYmLMu0x1d6dgEA9TySNklQFEVn/Q6o/bxuuukm3HPPPRiQn043WYOBAAIB9fr361//Gr/97W8BAAcOHIAsy9i3bx8AYMCAAVHjIZuOsWqlCVrNlqZsEaOPRGmEpFdidpo15jHdiaN3xX0UEWSKx9tSs2XphjVbrSGRG6HZJNKJh+yaOAxpCheOLMHzzzyN3/72t/j222+Tfl4SbIWDASiyBEmW4Y2kOJhFIeZ4ln39BQBg97ezUFZWFnV/PA4dOoQ777wTTzzxBADAFAmW/B53otNoY2yrIeVKYJQts1O9SKVZzUhnHDADsghPUMJPe+shMw1s09lgK1M/KZKUDscgdfFelKlXDEsZBTHboZ5L0g8baqpwQt9sBAJ+mLNLYM7KR2F2OuwWE+2FFs/63R+SsGBzJV0k9+nTByeeeCJ69+5Nc+xZZ0WATSNMXLNFrOXJjh5VtjogjZDa65s0N8JgjDRCQJ/SoigK7r77bjz11FNRj+kzLCDshoXE3s1rMX78ePr3k48/BhGy7txYhCQZkt+NmlWfYefKrwGkXrNFvo9kgZKMIyGbggggyiI/EcY0IdIfzJh+xdbExVsMfbv9MFz+MP4052c8MHtjq1PAOD2XqJqtkIyVe+rQHAhj8bbDST+Oh7oRdm4aIfldBxJsUhAEQcBZZ50FAFi6dClVttieoCQljw2aml0uKCE/ZEl9rZMmTcL69eup0ZItgUGGN5KeTjYbnel2WG2Rfnuu5rjKlt0iRvXZIqn54YB+Ey/dqle2vIEwlKAP6z77Lx0joK4R1AAp8bwVZJSttIxMCBFHX2OwxX6VyJqI7ZfVJzcNo4/RMobI+TabDc899xwAoKysDOXl5QgEAjCZTOjTp0/UeEgaoTGjRJYVLNhciUZvkF4HyPsYlhWq4mYZ0gjJOrXZH0ZT5JqazZUtzpGALTynNVsJXOfiwaZv2VtxfnchUVNjQFO3yK5JrPo1EjjNmjULL730Ep5++mnceuutUReMt956C9deey3mzp1LzwHUAtuwrCR0IgSgM7TYtGlTUq8PUIOt119/HW+//TYAwEyCLW/iYMvka0Cwejf8rjoAiDLIAACTU91dtFsiDWJN6mSYNmA0ANWFkF1wpidQtpYsWYJbb70V42/5K4DoQlzRfRgHXroG+//xS+zZpDahJMHW4cOHceOpvWHOzEOvO97E+Mc+hiCojRzJBUZVtvS1d3XuIKbN34Y731uHWasP6J9PFPHyyy/jv//9L9LS0nT3aX2mbHS3zR0MR6Xw1DO1XUAHK1us6USkmbSWRqhfSLELCb/fj6amJjz55JP49NNPDcep55ELH7uQcFhMCPnU79Dpp58Oh8OB/fv3w+SuUc9NEGwFJRlSUzV2zX0JHz3zIKpnPYJmd3Pc41kChpShzATKohGjq2gqboTGwJO8F0ZjAdYVLt7jks0bAPhk/SF8tOZgi8/P4bAYnej8Ya3ZeEWTL9YpUcjMdccXkjo1tZVtv9DSxsuzzz5LjYuWLl3KuBGyDdajnUo9kU2zWLbkgD6NkJ2/FFlCwKsGLaItDSZRvbYs/Gkb+j44F0pGYdyaLbvZRNUl4tBrtUfs4/36dL50g7Ll8odojy6bzQa73Y7LL78cyx66AN7ty1qs3w5LMpTIczvSM5E29AyMu+CKKC8F9rtENphJQJWVlQWTKOCzSWfSdQtbj9WrVy+kp6cjHA5j8eLFAIC+ffvCbI5O+SMZHk2+kG6D64PV5bjzvXV4at42rWaLphEqMTNjAKBPThp9vzRliwdbnCMAm55DFgWtqtkSWWXr6P3oSZAVK40Q0CbOphhphIT0dHWXatGiRZg8eTL++te/4q233sKSJUt0x61YsQIzZ87E1q1bYbVaYbGok4IcVF2FEjU0BgCPW91p6n/udbjiiiuSfo2sEyGg7cz5WlC2ylfNR+X0yfhu5r8BaOqfJV/bsTJHgi2HVUSaxYySG55D1tjfQjx5IoDIzhoTdGYyk2WeIdg68cQT8eabb+KtO8/F7WcNxK1nDNTdn4EAZJ/6Wjav/kF9jLw8+j4el6OgdyRAI4Ga3WLS3BPDYXh9ahoGsSyvaQ7gi5/VguyDDV7IsoypU6fiH//4B/x+P+655x7ccsstuuCYHAsAvXMcVNlSFM2yl0B28MhFpiOVrSCbRkj6bMVRtnxBCc3+EG6ZvhrzttahX79+CIVCuPvuu2mLAiC6FQH73SzJtmt9WIqLaQ8Zi6wu+BKnESp0EQEA/n3rse7bL5N6nYE4yla8Pmf6c/WBmtWkVwATQRdTZv17YQwqWdUwnmJGDFIuHaWmwW6pcLX4/BwOSyxli8w3VU3+pNJTvTqFW9/q4UjD/lZaCrbIoh5Qr6tevzrnsKn/RNliFTuvWwsgYqEZZMg6tVkJaf2wRFs60q0mCIKAksI8CCYz3IEw9m79Ga7Vc6PTCK0myAH1WkuVrUiwFQp4dZ9Tpl0fIDb7w1GqmCRJkMMhum5IBFuzlZaZhfyLJ+OGqf+MUp3YxyFrIlbZAvT9QV0uFyZNmoQHH3wQ1dXVeOSRR/DKK6/QNMlYKYSAmuJHlpbshiNRYpftqtH11CKvgQSDaVYzWE+RfnmRYCsY5jVbnCNLzDTCVgRLbBpbdzHIaA2JDDIAbVGmKVvR74VxIT5mzBgAwP/93//pbieLWLIofeCBB3D21XdCsNgQlpWEDY0B7UJhz+/VwqvSY5w0tWArsZKQLqivmRQCk++EtaA/0jLV20gaocNigsNqgrVwIHLG30SfI5RQ2YqdW13idOChi49F3zy9mtS3WFP2RkVs30VRpHVb1VWVuOdstRnyiX3V99hmFiFYtF285mb1olccMTep8wRp3ZY3KKG5uRl///vf8Ze//CXu+6IoCsrr1WCrb24abGYT/Z4Y6w2MwRb5f0NHWL8zaYTG9LioYCskYdWeeizefhj//nYXHn30UQwbNgxVVVV44IEHtOMMGwDs97/Eaac7nGzPGnMk2EpkJR0Ky3QRQFj95ftJLRCNdVdkgZKMskWt3w3KVjJphORcLfBUn9eYfsUW1scK4nxBib6GUwao/W721ibe+OguNPlCSRmVcNpOLOt3di5z+Vr+HIwpsJ1Zt8X+VlrqGUauaYCqzB8u3w1Av1aJtRlCUuedkWvh8uXLMXjwYJx33nkAtPktGJZ17wWZq8wWC2Cy0OsYCejcgTA+f+5BuH76BCZZP9ea5TAQSVskypYlkimhSBKtf1IfT59G6PKFooItst4gGTGJCLE1WxmZ9LUZYR/HZEgjZFVAsoZobGzEG2+8gWeffRahUAh//vOfcffdd9N0+3jBlkkUaNsMcm0MSTJ+3KNmz1S7ot8Lmakns5gEOu+mW000O8bNa7Y4R5og02vH0YY0QrYbt/0oNsggBfItKVveOD00AE3ZAgCz2YwPP/wQoiji22+/RWWlZmNrDLamTZuGi2+6DyZHJiRdGmEcx53miHRvTYMsy1GmDfFg0wEALdjytqBs9bKrk9fYYX0BaO+RIks47YJfoXjk6ZpBhtUMq1mMstAPSfou96xVd0Ecg4x49C/WGjGeNOZ4+u/S0lK1T1dNDcz7VyFj/l9x6Bs1ZVIQBNitFghmdQImFwNjfyhA/YzJzpzdbofdbsfGjRuxcOFCVFVV0ePqPEF4gxIEQVPQSCqbcYFDLG7JRYGkEboD4Xav09GnERrcCA1Kmj8kUyWobM9efPrZF7j77rsBAG+//Tbq69UicOMGgEMXbDlosOV0OrVgS1Kfq6WaLbIIGDh8NASzFXUHd2PXrl0tvk6jspVSGiGt7dDXISZTLxb1XpACfMPCkFUHYjkSElXLYhIwMtIbcG9t4obo3YFAWMK5z36Hi19cxk0/jgBkAUossv0hSWc8UOlq+fpgDLY6s24rmIKyRQKBZ555Bg0NDUgvOQaAPguHphGywZZXvRbm5GTT28rKyqi5FbuZRDaoTKJA56qMjCwIgkADgXdefwU1X/wTTTt+gruuCpK7HhYYxh5SzxUEgc6RViYVn60HzmCCNyCibPn1wRZ5DDnka7nPVlhG2tDTcez4y1HUqx8URYHH49UFeIDe2dIcI42QQP69a9cuhEIh3WYnAPo+Dhyoz0phyTU48m440BhzY46t2SLpkiZRa2mUl2HTpV3ymi3OESXEuBHa25BG2FMMMs4dVogT++Xg8tGx1SKjk2NLytbo0aMxZMgQ2uD44EGtFoMs5Nl+XCSoTSaN8LV356D09jehCCaYzWacfPLJLbw6lShlK2Jw4WUmeZ/PhylTpuDQoUP0tj179gDQJk5qkCGaMOXRabjkwRdo4GZcgBJUZUu7+KRbWWUrtWBraD9tUh814lj673nz5iEYDOKyyy7Dvn37sGXTRhw8UE7vt5lF5P3yAbw+YzYsGerOYobdHJX/7QmEoz6je++9FxdeeCF++OEHehxRtUqy7HQjg9iA1zS64HK5sG3bNqxcuTLKjTDLYY4yXWkv9GmEpBZJ70ZIntsfkugF3b9/I665+kosXLiQXsjr6tSdxoRphIyy5XQ6sXTpUoTDYQw+6UwAiVMlg5KmbBWU9IaYrm5AsCmMLb1O8t4TZcsdSCKN0KBsWQxBaSKMNRnJpBHG2kUmwVZ2mhUD89W5o9oV6BJ9jtpCZaMfte4gyuu9uvobTsdA1Ahikc0qWwBQ2eSPeR6LUclqbWPjQFjCi9/swuZD0b2VWoJcZ9jfirHHlREy74wfPx6ZmZlaW4ZYBhlMABmI1CnnRBQmMt/RpsYxHIgLMmw02EqLqENkkb9i2Xfwbl0K3541AAAxLRuVe7fj3nvvxVtvvaXeJgUg2NJhT8+kDYkVQYRgtumem31cTyAMRVHUmq1ICiJRxVJRtsKyAuepv8V5dzyK3gMHo3buNDz0q9GYPn161HEAIAha7y/jugEA/vrXv2LGjBnIy1OzTEpLS2E2m+H3+/HTTz/hmGOOwRtvvIFLLrkk7piIIyFx9F22qzbqGLOoNbtna7bMokDn3fwMK+PeKPGaLc6Rhe1B0xY3wp5i/T64KBNz7joNZw0piHm/MbgivctYWGXr1FNPBaDWsADQKSJGZevw4cOoO7QXcsATSSPUmxEYyc3LgSWnBILDCUVRohyF4mGcNK15vZA25DSMOXksPeaFF17A888/jwkTJtBdaXIRPOYYddeQTS3Nz7TRBr3qmNX7jIFiSFIgRR5PFNSaJbMoINNuTjm32m63Y9++fThw4ICuL1dOTg4txt24cSMAYNCgQdp5FhPSh56O084+H4JZVbSsJpEGQARW2TKmbLC7jwdICiGT5kjUlc8/+QhOpxPDhw/HvffeG5VGKAhaGkV799oKywpCdQd1bpYhSY5ctNXvVmGkkbRas6XexhZvGxcfUWmEzOdb7NRqtpxOJ9LS0mAymWizamIiEosgk0aYmZVFHSOT+U4b666yUkkjjNvUOHmDDLJ7rllL650ddWmEMYI4EmTnpFngTLNQh67urm7VMg3Ck0nL5LQNo7IVCEvU/RRQg9+WMKZ8tlbZ+npLNZ7/Zif+uXBH0ucoioKpU6di8ODBmD9/fko1W8Zrmp9uojDKVuR9IcpWSJIhOoth6zUcQwYdozufPJ7ZpGVnkE2RoiwbbMWDMPr+t3H/P95Qz4vMOWS+DFaraYyWnFJU7NmBf//735g3T22tUtqnH/reNwt/nKFt2EkKkHXqbzH2t3fp0vRIsBWWFQTCcqRmS52fo5StoL9FN0Ky6WEWRVjNIgSLTfd66XgMPbYA4LrrrsP777+PiRMn0tsuu+wyXHfddXSNQGq/du7cibFjx+L555/HrbfeilGjRsUdU56h19byMjXYIinVgDo/U3t7phTBbGKDLZsu7ZI3NeYcUVhlK40qW61xIyQufULceqaegDHQjPVennvuufTfY8eqAQxRthIFW1dffTX+7+YL4du9RrV+b8GNkKqNkYWpccKMh/HClN7/eBRc8RBuvec+AEBNTQ2mTZsGQN25EgQBgUCAqnIxg60MGzV7ALT6lTRDCmSIadRsFkU4HRb898aT8PZNJ9MdtFTo168fevfuHff+lStXAgDGjRtHbyMBcyAs6VLQyA4bCUA8Qb2yFQzL2FCpLljYYGt/nVavRSAX37p6TZlZu3YtqsrUBp2sikeC1PZ2JJz75nOoeOtu7Pxhns74wR0I08+ANOL2McoWuZizdVc02EqQRljqdODSSy/FlClTdCprYcSy/3Bz/MVeiCnczszKoiYmRov9WARCMhRZgreuAvX19XR3Mzk3Qn3AZEy3THhuWP9epFlIzZYWbBkXiaTJPAurbAHAgHx1s4YHW5xUoMpWZM5t8IZ0gX6VwZFw0sx1uPyV5brPxhhctbZmizQ5N9aGJkIQBASDQciyjNtuu02naidSthRF0V3T/va3v+H7f92OYPVunbJFegKSTRJvUIJz3JUovu4ZXH/dtfR8QK37CoXUsZNrfkNk8V6YZYdgtiKcWQJ3uppdMaRInSeNwZY5pxS9+6hp9+XlanYFmS8CjNorywqyT5+Icb+9Hfn5+fR2NvPDEwjD5Qsh/dizMOOzRXj0UbUnl6ZseVtUtoKhMMKuGihBD6wmgbZtMW5qkewTtnzkuOOOwzXXXIOTTjop6nEPHFCde0mwNXjwYAiCgIaGBtTU1CQcE5tG2OwPYcOBRgDAH84ZTI+xWUw08JNkzeLeLAp0fZSfaaNply5fiKbFOx28ZovTwciM3GoxCTihXw6sJhEn9s9J+bHIwvpoTiFMhmhlK/r9GDp0KBwOdbHIKlsOh4N2apckiV4gSLBFJk055FeVrQRphOFwGI//ZQoavpsOCer9zc3NSdVGPPzww9izZw/+9Kc/qWNhdokA4IknnkBzczNOOOEEXHjhhdi9ezf27t0LRVGQkZFBLwZsaml+hpXWHwGa4mFU5UKSTPOtiVg6fmghTuqfi/Zi/fr1uOaaa3DttddSNY4EvYC6sPaXb8Knsz9ATYV6AbSaRYwfUoh0qwm3nKEW8/oMylZ5vQcuSb34NTZpgS1rjkEgDW4bIucTGtd/BQDIYVRAY4Fwe2Gy2QFFxuLp/4LfrY4jJMl0AWQ1i3TXzx+SqJkHCXqcTic++ugjbN68mQZPZDHmoMG0Xtm6+uqr8eyzz+KMM87Ae++9h6uvvhr7Vi0EkFjZCkkyMkddiIvufw4XXn4VRHsGLI4MSFLLi72gJEP2NeM/d12M/Px8mi6UTDNUY0PkVKzfjU1LtTRCJk3J0Jg5GOP1NDDKFnA0BVva9zmZ4JXTNsgClHz/jd/hCiaNMCTJ+PLnSmw40Ij9ddr3rL2ULTIntpT+x/LDDz9g9OjRMJvNqKiowIev/Yvel0jZ8npV11hAnbN+/PFHuMq3wV++SW+QYdMb2JD/W0xaihqrKjU3N+OFF15A9fwXEW6qxtaVixGoKkNRViTdLxDGpkia5IhIrSU5XwlH6jBzS9Gnj7oZSAIS1k6eoGV76DccTaJAr6GegJp9YEpz4rRxp2LEiBEA1LT+wiFjYMnt3WLNVlNjAw69ejOev/50WEStbYsx2KINjYXEG6BlZWX44osv8OWXqnMsCbYcDgfN8Pnf//6X8DG0NMIgVu2phyQr6J+XhtMH5dE5kVW2JEWhCp1J1DK28tOtVNmqbPLTXp7cjZDT4bAXOKtZxNlDC7H5iQtw5UnRzeVaguwqHM2278lgVLZiBZ8WiwXV1dVYsmQJVYH+85//wOPxYPLkyQAAk8mEQCCA6upqmu+s7VDprd9jpRE2NTXh/bf/C9eqj6FEdqckSaId5RORmZmJAQMGoKhIdQ4MywoURUHI70MgEMCbb74JADjzzDNRUFCAq6++Gjk5OXj++efx0EMP0ca+RAWwmUVk2Mw6ZcthqGMhhMKKTtnqCJqamvDBBx9g5syZAIDhw4fr6uJsZhOaVs7G//1pEvZtXa++FrOIyRMGY9PjF+DkSPqCUdnyBCSIkR5dVXWN9PHIwqIPG2xFaraaGtWL8WmnnaY+5rbvkWE16RRRsrNX544djGzcuBH79u1L+X04/YqbYCnoD19zI2a+qDphBv+fvesOj6Lcu2e2l2w2vSeEEEKT3lEpgiIWFLGgIKIi9sa1l2v7rgULeJWrYkNFBfFaALkiUlQUFAy9t5BKetleZub749333ZktKRCSAHuex8ewOzM7Mzs78573nN/5SciWWa9m35PTw7MmwFJlq3fv3ujVqxfrK+Zw08jd0MpW4H4vWbIEVcf2AWiabKnjM5A3ZDS69+yFpGuexbiXVmLy5MlNHqfLI7Egmkww+8hrQwuaGvuj30+8qXEoG2FgdLY7hLJVZ6OF3D5lK/FMIVtSZStSs3WqQSdWjQG1pxTHJWRLqqJXSH6XrVWzVVhDrt3mNiYHgDfffBPTp09n98oD2/9m7zVG2gwGAxwOB8rLy6HX6zFq1CiyTtEu2fPaEGAjpMcqdV+o1WrWc6qhoQFPP/00qv/+ERVLn8Uf7z4G647VSDLp4Di2HXW/LcLGX34GAPRKk9d8Uahi05Cbkw2AlAk4HA7s+uNnlC95Gpu++5gtxwsivJZq1BQdZPWxFLRZeoPTw1qJREsIxOTJk3Hxo+/CPOK6JvtsWS1kklCjN0CnUTOyFeiKodeSVNlatWoVvvvuO5SXl7PXPv30U0ycOBFr164FQPppUdCJ5ccff7zRfYpnypYLG3wWwnNzE8BxHPr7UoQ1UrIliLIJYlqjmxStY66Gkjqi4ho1yqA6+9MRp/8RnOGQDhhYTPcJXngqNrCOKFtShKunMplMGD16NCMmarWa/U2h0WiQlJTEimT9ypavqbFHPnMuBS0I5lRaiFp/jVhz67akcNSUo/DVKzCkZ2cUFxfD7XZDp9Nh5syZAIj/OikpCQ888IDsxkmvpYQoLTiOkylbbDDu+39mHLmpu3mBzeIpT8A22BzQxsYUUgshQCYMaGNjh40MCliDZgXHrBt2F49p06Zhy5YteOaZZ2Bze8H5Hk4VNXVse0UhlC2WRthAvic6ABDdDsTp5cdNSdqxGnlDS4Cka/Xr1w9PPfVUs46d4ocffsCHT82CKprUHv6y8r8Q3A64vaHJltRGKLr9xd/vrD+M11btZ4ppYB2hTmInjNarsH//fhQVFcHr9foHHh7y4Gu0Zov32zn9iYDNG+i5eZ6RrYaGBrz3r8fgLN7boqbGgcpW89II5Q2RmbIlbRAdMEgMnUboqy3wqZ05PmXryJlEtlow6I7gxEAT5Ixh0mvLJDZCqYou/V0G2QhPmGyRe0hjCaSBoAP+7t27k3XtfgtxY79HjuOg0+mQlJQEjuPYvdZVtJvZpwH/eaH75HDzKHn/Dux9/Qbs3LmTLXfOOeegb9++KC0tZTZm04DLAADe+uOI1qngOfo36v9YDOvhfGhUCuT4JkjoPS8mJgZT734Et0++EIPyMtlkVXFxMcoLD8NZsBVVRYfYZwqCiOr/vYmFD12DFStWwOPxMBslJRDlDYQs2/b8go/eeQt79+5l60stdo3B5iNbWkMUtGolOG1oG6GfzPjHi48//jgmTZqErVu3steo7fKGG25ASUkJbrzxRvae1A7ZGOIkNVuUbJ3flaw7ICuG7K+0ZisgIGPWyC64fkgmLu2dys4Vrf86E2LfgQjZ6vCQziZqTrLOilrGTqRH15mEYGWr9c6HTNniG7cR0geTQmuAV+DYus0hW3PnzsWjjz6KPXv2kM9TEbuZ0+HA4cPEa56VlYXc3FxwHIeGhgZUVFQEbScthhCPvGTy2VJliw5AKQE5L5cM+r2CELL4tjUhjZ7NysrCueeeK3tfp1ayAAaH3Qbr7nVY8uaz7MHqnwH1Ij4+HgMHDkT37t1hd/FsvcoaQqKcHh7HfQ/BUDVbdT5lK1WyTyalfEATzjZWUlLCGjTT5tfNxaFDh3Bk+yZwah0UShVEkTQN9vACGiRkS8esb0JQQMahOh7Pzl+E/3vheXy5TG4FpNYMeq5SY3TgOA7Dhg1DVlYWDh8+7C/cdjVNtjxeEbZ9G7B/w0pYaojHv7mz4kTZ8hPVFV99Buv2/zUvjZBGv6vlk1HNshEG1K8ZQilbATbCUKSjzkEGBrGsZov8no5WWk/ryPQqi39AH6nZOvWgk1iBzwva6LVM0ti4JgzZCrIRnkAiptPDs/5ILWmKTCcQaQ2u0y5pct4CO+KAAQPAqXUQnBYUHPQTEr/yTI7J5vaCt9XCY6mWBSxt3rwZ27ZtY5OgupgkqOLIBJ63rhw6tRJCLalfVselo3uKiU1m03ve6NGjsejtV/B/N14AhULBFJ+ioiKUFZB2FsYkvwrEiyJ7tlitVlx++eVISkrCa6+9xmyh1AZq37kajz7yMPLz89n6UiLSGKy+8YHeaIJGqQhrI/RHq/uf0XSZUH22bDYb0tLSWEkEQJ5Zer0e7777bqP7RG2EB8qtOFRhBccBw3MI2Tq/Kxk3pMfomRNGFP33UaWCw8BOsXjpqj6IldgIKc4ECyEQIVsdHvQBp1JwJxQ+IAW90HURZUv+72aej6NHj+KKK67AlVdeCQDYtm0bpk6dyoIoAAnZ8ilbTdkIAYDzqVqXXnoZJk+ezAbnjeGzzz7DnDlzWMGuqPbbvyorK5GTk4Pc3FzodDp06tQJAPDhhx9iy5YtzBoAAD1So7Hi3vMw7zrStDkuhI3wqUt74r93jsBlfUhAiMcrSmq2Tg3ZMhqNLBb3xx9/xM033yx7X6tSMoXKabeh+n//xs///Qxjx46Fx+NhgxWnR5DNFNrcXuiy+yH2gpnoft4EAMSuIIrEriA9fqpslVYSS8i3exqg9j3QoxTygQMlWwUBZGv58uWYPXs2AFIE/uyzzzb7HPjJuBE6gz8a2MOLMmWLXr9Or1/Zihl6FeLG3421NTGwH/4L9b9/gWUrf4IgiNhbRh643VPJA5cOYFLNuqBCdfpQ9jjJNVNtc4cddHt4AXW/fYZlbz6B0mNHYN21FjsWPIR58+Y1eaxuXoDgJESZXv/2fRsY0W0MgWmELYl+Z2RLQ9MIgwMymqNs1QXUbNHBcYPT2+oJlW0JaRJepGbr1IMXQpMtWk9kd/PMWitVHeXKlvx6PRFla/lP61C1/DWIAt8ikkTvHaHIVmMTL9u2bcP06dPx8ssvAyC9LbXppBVI/p8b2XKBkyE2lweixDIdCNojKiohDaoYkibsrS+HVsXBXe0jW/GZ7PwCJLGvqqoKS5YskW1LSrYKDpBJs6hUf0KuIIgsrKKurg6rVq2C1+vFkSNHmCJX5rPG0T5d1Bq/fft2fHbvRSh5/44m0whtVnKO9UYTtGoFVDEpSOt7PrNuUoSaEA0V/R6Y3ijF2LFj0dDQgNtvv73RfaI2Qvpc6pNuhtl3L+ybGYPl95yHeVP6y4gfnSQLLEWIkK0I2gXSPjsnC6psRWq2/MevUSmaTRg4jsOyZcuwatUqiKKIgwcP4osvvsD//vc/tgyzEbqdEESpjTDYFkLJFu1rtfCzRfj6669lnulwCLxp8uBYj48RI0bg8OHDrOA1Ly8PAEklHDx4MH7//XfZts6R3BjD2QgHdoqVRY+famUL8FsJpX3CKLRqBZtFrD1+DODJTX7QoEFQKpWyG/bHn3yKOXPmYM+ePbC5eGhT8xA9+EpEdSYEU1qvJbWJjsxLRE6CEeacfjB0Oxf77QZMefQNJF37PNJTk2X7Q8lWUa1DpqjQ77hfv34AgP/+979wu5s3+JZeHzoD2b7gtssCMsx6NSMK0uj3vsNGwtRvAuy6RDbzWVxRg8IaO6wuLzQqBbokkmv1vNwEdEs24eqBGbBarbJCdUq2XA4be1BKm6xK4ZH02YqPiwXfUAnLka3YtWtXk8cqVbYuuugipKalQfS6UVNytEllyOX7jdFCehb9HkAOnB4eH244isJq/2RD4GRIqICMwMFmKLIZmEaoUyuR7lONT3XdVkGVDR9tONqiQXFzIQvIiNgITzn8dTYK2XMqzaxnRJ5aCWvC1GwFKluOFgZkWCwW3Dr1Gtj2rEf9hi/g9AjNVmfpPSsvLw8ffPABrn7wX+y9xq7Pw4cP47PPPmPPLJdXgC7zHADAn3/8xpYzBEyGVNdZAJB9a4xsmRLToDIlAJwC4D2oKy+Bo6YMAKCOz0BPX70WQCb6KioqsGrVKhw7doy9/uGHH6K6uhrXXnstio4S+6De13gZ8ClbPms7bVcCkDo2ao2jNXeiS97UWK1Ww9lQC8HR0KSy5bD53BtRRNnSZZ6DIbNewtNPPy1bLpTVvzGytW7dOjz55JNBn0dbsDSGwJYr5+bK7Ye9M8ww69Wy8QIl3yqlfAwR2CvzTIh9ByJkq8ODziaqlSc/qFUxshVRtijC1WuFAg2jcDqdqK+vZ8ELUtl98ODBuGTKLdB37t9kGqF/ME0G0k3dZKWQ3jQFQYQgApxWXihLiQMlWxQ08CMUTDoVjBolOC54Roleg21RswWQejggNNnSSZStykPEq6/R6jB//nwofAMVumsff/wRHn30UezcuVNWz0ALcOngu5OkxxZACNTah0ajfN2nGHzrC1CndMVRY3foOw9ASrxZtmySSQuDRgleEFFU6x/M0+84uychdoIgoKYZao10XU5rwE2PvIg3P/ka6viMsDVb0qbGAzr5r0mVj8yXV9did6mvpkJim8lJjMKqB0diUv8M9pkqlQp6vV4WG5/gs4qEsxK6eYHNMsfHxbDvp7l9tkRfo8+YmBjExZGAE6/TLqufCr0urbvy1aRSZSuAHCzbXooXVuzB66v9fYMcAUSNnsvGot9DzdD7lS3/oKNzG9VtvbpqP55fsQer95Q3vXALUSX5riMBGace0tAAKdmKj9IixRdeQxsbh7MR0kbaNHSgpcqWyWTCDQ88CwCo3/gVHAXbmm0Hps+elJQU3HrrrcgbfhF7r7FtSBupA2TyRZt1DhSGGCQm+vtlGgJshDW1dQAATqFk6cEA8MADDyAvLw8vvvgi2W5SGjilCkpf/euOTb8AogiFLgoKQwx6psqJ2pIlSzBx4kS88MIL7LWMjAzExcVh9+7dEHgeCn00OKP/PssLYPe8P//8EwAwcOBAqNVqNvlX6iPKvFNOtvx9tuxN1mzZfcqWIcrkr0/1BJ9babQ6ALjdbha+FcpGSI/7RBBj0EA6FDgvN3StlzIU2QoYQ1DLpX/bEbIVQRvAw4rOT54gUbn2TG5o3BxIj78lKp9er2cPg+PHj7PiV2lK3pgxYzDr0edh7DkavCA02tQ4UNnieZIo2JyobPpQM5lM/shZn4Uh0A4gJVsqlapR5Uyh4PDOtIF46/r+svotAAHKVugbZWuCxs5KC58pdGq/V91eQ/qeDb9gPHuf4zg2C1rneyDTNELBZYerZC/2+pKyQsW+B+I8X7FvUQ15WAbO5HEc56/bqvQPrul3vLnMA05F1pEGczQGZiPUGNB32EicP/oCKLRGWRphtF7NJg8ckjRC/shfcBRsg+j14NwexNJTXVuP3aVkfwIHF4GfaTabwXGcjGw11WvL4XSyuOSE2Fg2y9ucPltuXoA6MRvjJ0/DBRdcALNvACB6HE2GZLgCAjLUYWq2aDx2RYN/YBquZsvRmI0wxKCRKluxkoEBI1uVp5ZsUTtZuCTME4XTw7PkNCBSs9UWkNbZSCcF440apJl9Kao+siVVHaW/SZrQRxuRt7Rm6/Dhw9Ak58LQYxQAEQ1/fdss1ZTnefZbp89J6TXT2DYCFReXl4c2vQey7v0M7737DluO/j49vAgP75+40uiNMldCRUUFDh48CJsvPCkumdwDVWYyYbplwzoAgDouAwoFhx6pfvJRUlKC5557DgDpNRUIqlppknLglvbZEkX2TKL2/p49e2Lr1q3YtuxDWHevw3FfzZ3HYZGdJ+qIAe+F09X479icmo2oPheh58AR7J7n5oUgx0RgzZZ00isc2aKx7y2FUsGxiSatSiGb7AtcjoJeD4ETtoHhMGdCjy0gQrY6POiDXdMKypY6omwBkB9/S88FbWxcVlYW1NCYgpJaLy822tT45ptvxsGDBxF7wa0AgBnTp0KlUjXZ08LtdsPluyFHR0ezmTBK2kaOHIlhw4YxkjJ8+HD06dMHAGkg3JQtYGReIi7rkxb0Op1F8/KnvmYLAL788ku88sorQfYIgHxv+s4Dce3Dc2BMJA+I3G49sX//fixcuBBr1qxhD+b6+joAhGzZ3V64KwtwfNHD2P3FixAEsVGyRWuYRuQQpcVRsA2W7avgqglW20KFZFCyZYeGzXpW17RM2VJojVArFTKyW+8gAyizhGw1ODxEXRJ4zHloJiqWPIUeCSpcMjAHAKmfWLuPhKRIaxRCfSYdBAwbNgy1tbXYs2cPG7yFU7asEpKfEB/D6hfqm9Go2+URoO88APc/Mwe33HKLxI7bNNlyenmIAo8/1/yA1atXQyGSe2agElNW52tm7ZJaBMmyfrLlsyl5eGadcgY2NQ4gHbzgr6GTJmd19YXO7ClrXqPyEwW9x9hb2UYY2DMuUrN16iGdxJIGWcUZNUjxkS1a91NjC12zRZUtf2P3ll0X9957L9666zJA8IXtOOqDQmJCQRRFLF68GAsWLIDZbMa6deuwc8Mq8L5aTKpk1NrcOFwpn4AJJFtOjwCOU0CnVslIlDTi3e7mUesjW1pfTSsFJRPPPvssysrK0H34WACAecgkJEx8BMkppH5LFZ+JnASjbLuUoAFyslVYWIh7770XM2fOREJSMjTJOfI+W4LI7vEUPXv2xN9//43fFs+Hfc8vJODE64Lom1ClE7WMbAGw2xqfnEntOQTxE+7DuKumQqNSwNtQhbWPjAuKrA9sz0LJll6vl9WFZ2ZmMst+c0oYwoFOQA7pHBd2XCXt+eUKUyKjUHAyJ1BE2YqgTUAf7OpWUKPoLIghTKzs2QKpmtUSGyFA7BGAXNmSki2Px4P66gp4GypkfbZC2QiNRiMJsYghs20KhQKCIDRpuwqcoaLXiC6rD664chIAYmOgvUYGDRqEBx54AABpnniikAYPtEXNVmZmJh555BE28JdCq1JAnZCJHuddwhSUbj16YeXKlbj55pvxwQcfMOtGvbTPltvLlhfcDlRaXYwcZYQgW1arFWazGZf1y4TocaLhr29R8+NbKN67LWjZUHHfxytrAJAQlKQrHkXy1FeQlN68B5ooiuA4BRRaPQ7t2oLvFn8Kd/kRuL0C67EjtRHSug1pqt/S+8YiITaGHe++4+TakdYoSEHJFh30qNVqxMTEQKVSscFbRTiyRSOJ9UYYtGpWU2dpprIF+JNSWWNRt6PJxsYujwDB7cDzD96Giy66CPRWGWhbovYr6fYcAa0Z6P95QWT71JSy1eDwsOab0oFB/0xyX9haWAuhBRbhloJaqloS0d0cVAV8z5Ho91MPaW8kaYuW+CgNUinZCmEjrLV72HVpc1Oy5UtrbeF1QYmPMor0jhTcjmYpWyqVCtdddx1uu+02qNVq3HzzzVj+xsPw+iam6Dbu/iIfF8/7FXslkxBBNkJJwqgoiixJV6NSsGeO3e2FW+CgTe+B9Nyesn2h9y+LxYKUlBS2XX2XwTD2GIkXX38TT3zyM8wjrmP9tSikpEVKtpxOJ95++20YjUb8seMAYkZOl91jeEGEJjkXIyffwl7r2bMnIzJeSxVcXgGCz0KoVCqZe0OtVkOpJmSlKbJFJ5FUPrs8p9FB5L2ySVgguM9WXFwcFi1ahP/85z+y7cXGxmLixIkATlzZAvxKamC9lhQKBcfshm5JGmEgpDXXMWdIQMbZPeo+DUAbaJ5s7DsATOidgm1FdZg67MRnL84ESB9i2hMkW2VlZaipIQNpKdnavHkzpl5wLlQxqfD2WuofzDXyOUoFB68gwmBsXvQ7fRgaDAaoVCrwPvtA7JhbsOAfQ/H9d98C8CdCAcCRI0cANF6v1RToQ84jq9lqn/kaOnPm8vLoc9dbOHLoAIaMOA/Hd28CQKwgpuFKiKIAm5Wcz5iYGNhdZeB8yY2C24HtRXU4VEHIQJ/0YAJCBwFKpRJ9s5OwxkfUOG+wlc7fyNZPLqpqCCFPT4qHNm8wmYFWa4PWDYVVq1Zh2geb8NvBSvzy/SKsXf4VYkbdBE9WHg6Uk2PqnGBgEc10dlsn+v6v08Fk0EvqAciMOMdBZpuRIjMzE7Nnz2b1iVI0pWzR82wwRUOjVLAaQktDM2q2PAJ4Wx1cVgt4PgEffvgh6ofchgPV7qZthF6eFZzr9Xq47FbwDgvcOvnjjQYLSLdHB6I6NhGllL2nVSlZAAdFoLJFLYQmrUo2S9s91QSdWgGL04vDlVZ0TQ59zk8W9oAGr62FqgBbYqRm69RDOoklnRSMN2qRGlCzFRhUU2V1IS1Gz5StRKZstcxGyO55JjJoFt2OJuPf9x1vwMcbCnD/uK6snUjgfYcSk4MVVnh4Ed9tK0GPVHkSnlTZAgCxthhpaWngOA4lJSU+e7gSDU4v7G4exvSuSJn2KmaNk9v9pPZnIDhx2KBVY+Ylw1CjiMFt58snIKVlAdLJSUpEbDYbnNYGcEqVrFZKEEXoMnpg4gWXY91X76OgoACJiYmsmT1vIam2Sn00bn/9S1zTN1Gm2mn1Rtg9bthsjU9O2RpqIbjsUHAiqU2WqGkWi4VF4Evr/+i5nTp1ashtFhUVyY7xRHDPmFykxehxw9DGx5cqhQJuXmDkO9SErUmrYs+ZM0XZipCtDg5/QMbJD2ozYg2YP3XASW/ndIdWpmy17LympqaSAZ3LhePHSa1Qbq4//lXa1JgXGrcRfvTRRzh48CC8VWlAfA4MUfIHRDhkZGTg8OHDLMJdGqxRUkxumklJSbKCYWoplNoVWgp/ypu8IWF7QKdWgHdasXvjGlQet0GT3h/xsTFQShIMB2iUEF12Zgczm82wuoqYsiV6nFjyl89bnxqN+KhgElQnUcXO65qItfTB5nEELct6K0mUrQnXzcAxQx6Ss/PgDlEP1BQ8PFG3jBJbndXlhdXlBccB3VOi0eAgpJ/avnSikx0vAAwdOhSP/WcpPt1a49tPY1h1u1evXnj99dfZv71eL+666y5YLBZccBuxc4YjW4b4NCRe9TSmDcsiTUr1RpL+xTV9jbi8PCq/fxmXvL0LixcvxnXXXYdYczS4mpqmbYQe/2yxw+HAyP7doRtwJaLGzmDLiKIoUba87DU6iNRp/LHxaiUHj88CHGMI7rMVqGwFNjSmUCsV6JMRg7+O1iC/sPaUkS06uKb1oa2FYLIVUbZONXhZGqH/mREXpWEkprjW34ZBikoLJVuBNVstI+F1PrKliU2BqXM/8FpTk/esD347iiW/7ETlzl8xc/wAjBgxghEn2mCdDq5pDdkPO8rw2MXdWR9IQEK2fL9LU2Ia9tbUwO124/Dhw8jNzYVBo0KD0wuHm0cdq5WU1/XQ7SxYsIC4R3pfDgAQPE44j23H0kXH8OC9d+GdaQODjkWv1+OPP/6QKU/09YSEBFRVVaHqeCkA30SPKILjOL+dn+OgUCgYUaOTnoLTAsHjgkKtxTn9emHsBXKCmJHXB8eOV0HkGh+T/PLeP1G2exP+iHkDw++ZBU6hBKfSQvS6SJCRrxFxoLLVGGgKZGBJREswIjcBIxpRtSgUCgC8NI0w+HilylakZiuCNgG1brSGjTACAulDrKU1W3PmzIHNZsPjjz+OX375BQcOHMCYMWPY+9Kmxl5BhJPZCIMHt0uXLsXLL78MdxUZ8OubqWyp1Wrk5OTgnHNINK50NpQW5gZ6rzt16gSO43D11Ve36Hhln+u7KfKCyK7LU1mz1Rh0aiW8taVY/tpsHF3+FgBCBmkz5NLSUujVShZFrtPpoNPpYHfzMl/92t2EnNJu94GQ2lvO65rAZhF5dwiyFU8ezOUNLjYAHjD6EpiHX4u0Tl1gP7IVDVuWYeeO7UHrhgMd4Boltjr2eQlGGLUqNnlArwON6Gb7DBCiePmFo6H2NfUMtM00BqVSiY8++giLFy+GAWTwHS4gQ6GLgqHrUAwfQ4JKTGldkPXw9/jpj61Nfo7b64+NZwldvgdukzZCL8/WBQCXy0Xq6iSWmlq7hz3c6ayqyysw+58+REIpnSgJ7rMlV3jCDfgAYEAWtRLWNXoMJwpRFE+hshWp2WprSO/lNMhJq1LAqFHK2ks43DyrE8yIJfckau8NrtlqGQmnve3SO+dh8N1zkXjFo03WbBXW2OEqP4SPn78X9913HwAENUR3eQUIgr8dSnGtAztLyGd98sknOH78OGbMmEGW9X2e0WDAkCFDAAC//PILAEnDepcXtTZaKymf6JBaAVevXs2e86Lbgcr/voDZ993NQjBCYfjw4exzpaiqqgIA3Dr9BnJsop/UCKIIkfeirqIEBw4cYOvExMRA47P081aibtEejlLc9Nw7SJn6CuLSssPuFwC47L7GxNHRbCwTqrExrf+jdVJHjx7F999/j61bw9+PA5OLTwUC+2qFmrCVJhKeKcpWZATfwUEHW9pWULYiIDiZmi2Vyl+wy3EcunbtKlOQ/E2NnfB6vf4+W42kEWr15CGq9/VSCtVcsDHQm33d71+yhsuBZGvevHmoqqrC0KFDW7RtKaTtB5xhYlvbClqVAgqfHdBTXwHHse1QK/1ky+l0QuW1QWmMw7Mfkd5oABl4cCotU1u8TjIQCOczlypbgzrFISvZF5QRwldvNqhZc0eqblEVxaRToeyvH1C7ZgH+2vh70LqB4HkeF154ITYueBKCyw5TFB24+OuxKGkKvLbUXnJM0pSpnpJAjHDhGABJ8SoqKmKqqTSRUAcy+K4Mk3pHbWZUAY2P0oLjuCCFJBSktQxmsxmrV6/GpoX/B8vWlc2wEfqJ2oABA5CYmATBXgd76QE2eKUWQgqL08tIlCiK+HrJF/j+++/hdrvZxAidzQ+0UIVVtkKSrRgAQH5hbeMnwIcamxuL/ypkA+am4OYF9vsPbGZ7sogoW20P+l0qJGQr3qgBx3FIjtZCrybtJXYU15HlOKBrEnnmVFpcEEWRkSuqbLVESRdFkdmBs1LiGUlpykZYUutgVl46ySONMwdIPzynl4e0ZdcPO0mvK51Oh+TkZImN0NeSQaXAqFGjAAAzZ85EQ0MDDL6BuN3DI3/FJyiePx3ffjBXtj/SuPjOnTuzZ77CEMNef+mll5o8H+Fw9Mhh9jedxOEFEZ7qQjw/7QJ069YN33zzDQByD01KJs8l3lIFd2UB1v/3I1l/TsCvQHlD2HXrHR4s/qsQ9XYPPA5ynk3RZsQaSe8qaZuNI0eO4Pnnn0dpSTGsu9ehfNcfAIDFixfjyiuvxNy5c4O2v2fPHqxatYr1gzyVCFTaQilv0l5bEbLVCvj1119x+eWXM0/ud9991+Q669evx4ABA6DVapGbm4uFCxcGLTN//nxkZ2dDp9Nh6NCh+Ouvv1p/59sIzEaoap9B7ZmIk1G2KMI1eZTOqB0srWaDvVA2QjqQVxvIOpRsNaVsbdmyBY899hg+//xzACQyHgCUKv9NKZBscRzHehedKKRW1nCxrW0FnVoJzmcHBABvTQk0KgV0Oh3i40lhN2+tAadSI6lzT4wcORIAsdRwHAe1L7lR8DigUSowODv0uZEqWxqVAtPO7w4g/HdEZ58Lqm0QRRHb/toId/kRGNUK1pi4oRk1TBaLBT///DOOb/8FnFItC4ygoKQp8NpSCXIbodvtxsIF/wHyv4Yo8OiTEV7ZeuGFF5CVlYV//cvfjJR+tlYkpKKiwRXy+q84th/W3etQeGA3ANIkGvBH6zcGt1eQNfrct28f9vyyDM7CnbL48UCIoginx69sJSQkICOT2HZEl40RBJpESGF1eRk5UXqduGXGDFx55ZXwer3MWkyDJwJn9QNJB1W2QhVy9/cpWwcrrGhoQqEDgHd/OYzHvtmJhX8UNLksIB9It76NUK5sRQIyTj3kNVvkdx3n62/HcRyyffeXLcd84UwGf0phpcVFLLW+nyYNyGiJsmW1WtlvOyct0U+2GtmGlxdwvMHJJoIoYQq8Zzk9QlDD5R92lIW8l1ACo1UrGdkCgPPPPx9akdoRedRXHQdvrYFClG934sSJmDZtGgBKtshxyGqktM2rnZXizTffBABGpAB/U3VeAKsHBgiBoUj2TQJ6LdVwFe3CwjdewIIFC2TbphOXVJGSYuHvBXjsm5348Pej8DhovD5RtnKTohjZamhowD333INnnnkGT952DapXvI6DaxcDAA4dIo2YpWUPFD169MBFF10U9PqpQOAEbagesvKAjIiN8KRhs9nQt29fzJ8/v1nLHz16FJdeeinGjBmDbdu24YEHHsDMmTPZrDVAmrLNnj0bzzzzDPLz89G3b1+MHz+epdmcbnCHiceM4MQhVbZaSrZKS0tx6aWXQqFQ4Oqrrw66rnQ6HRQ+mZx3+Qd4jTU11viUrZSMTrjwwgsxYEDjdXVbt27FK6+8gqVLlwIAvDQuWOf3l59MEEY4hCJb7adsKWV2QHVcBguRSZM82ADIGhnTgcclN92D2DG3QKGLwsBOsSHJMCBXtgC/chmud5S015bVasVb/5iKsoX3waAUoPPFE1usTZMtFvuuUoNTqYOKzQF/r6xAZSszrzfeeecd3H333ey1Bx98EMdWL8RjYztheE58k58rTYCkx6ziyfXs8gohCVBh/npUr3gdP31DJgGy4gyo/P4VPH379aisrGz0eJ0eLxusmc1miR238TRCr6+ht1QVYyqg28EGbWUNcrJlcXpYI+IohZ9UTJ06FRV/LQPgj1Kn17omTLPkRf/+F+p+/Qw6IZhUJpq0yIzTQxSBbc2wEtK6subaDqWx3q1uI/TZ0vzBOJGAjFMNei9XypQtPymgiadbCkj9ZXyUBolRNCXUKSMztAm50+NPj3V5edz35VY8v9xPBKTgOA5Dr7oNpoGXIyc1Dj89cy2OvXolDklscYEot7jAC6Ls9wv4SZc/IINn9WNalQJ6tZJZCR988EHcd999rIE9/c3p1EoMHz6ctStpaGjA2lduRc2a92F3e2EpJzbw7iHsb0ePHgXgI1sh+pR279497DGFw3333Yf6+npMmjTJ31DYdz8QJX22AEJgKJ7+16tIm/kODHkj4K4sABBs2fv27edR9PY0bPnpv3j33Xdx3nnn4YMPPgAAHKsh97fSOgc8TrmC2CvNDF3mOeg1/ALExcUhPz8fADD+6psAANYKck4bI1tticDSg1AhW5RsaVSKFvVC7cho14CMCRMmYMKECc1e/t1330Xnzp1ZAXePHj2wYcMGzJ07F+PHkzqBN954A7fddhtuvvlmts4PP/yAjz76CI899ljrH8QpBrPmRMhWq0GubLXsvGo0GqxcuRIAKSr98ssvZe9zHIeoqCg0NDTgoQuy8J98G1LNupBkmQ5sdcYo1AMYMOw8zJoyscl9CCwmpg9StY+0XXjhhbjnnntadFzNgdIX2yqI/hn19lO25ClM6qRs9vB77bXXAAAb6qKxduWfWPXFWvTkx2HChAlMzbjjnvuxbRF5KJ0Xpl4LALKzszF58mQMHz4cAHDxxRdj6dKlyM7ODrl8RixRc0rrHez7hUKJOHMUS5u0NqFcApL4ZS35Tk0BxeaAX9kKnDDI6JSDO66ZxP6t0Wig0WjgdrtxaY9Y2exuuM+Vki1K9NxOO0xaLSwuLyoaXIgOqDtw262yfc2KM8BxNB8HXDbU1NTIrD1SiKIIl8MOwB9kIiWXjdkI6UBH16kv3v7PO8jN6Yy3336brUuJ0fEQNkJ6FmgtGgB899130McmITF7lN9G6FO2TDoVqm1uWe2SIAj45b8fA6KIqAfuC7mPA7JiUVTjQH5hLUbmhT4H/v0iBHBPafN6sUkb1rZ29Hu1r49TcrQOJXWOSM1WG0Bes0V+1/GSBup0Mudvn7IVZ9QgMdqvbNGJJYNGKVMH7G4vTDo13l57CMu2k3CHBy7sGvQbjoqKQtaFN+N4QQ06xRshCjwgeFHXiLW9pJb8toQAG+G1116Ln49rUK0jtaJOj8Amu6L1avTNMOPnvRXYUlCLjz76iKkygN+2qFUpEBUVhSVLlqCsrAx6vR633nordOpo1NjccPti5fv0CiZOUrJVJnnOd536HKL3LWuyn2U40OeuVqWA2+tP1eNFUea26Ny5M/u7f58+UK8ik3/u44T0DBo0SLZdj9MOwVYHe0MdXnhhAUpLS9kyNJSoxuoA76uB85OtaMSNm4XhPZPRu3dPlJeXAwD6Dh8NzH0ettpyuFyuDkO2AidoQ03YUhthjF7d6PPqdMJplUa4ceNGjBs3Tvba+PHjWQ8ht9uNv//+G48//jh7X6FQYNy4cdi4cWPY7bpcLlkxdUtrZk4l3L6bTiQgo/VwMjVbUitejx49ZM0BKW6++WbwPI9rh3fFTRfHhyQkXq+XNU/UGEyAXZ4qKIUgCPB4PMz2QK9POiD1BpCtU3n9qpUKuLwCG4C2F9nSqpTgFEr0uvsdVFucUOqj2UwwtUPsX3MQzoKtWP3LJ0j0HMeECRPYzK80Ge68RhKULrnkElxyySXs37m5uY0+rGJ9iXT1Do+sKbFJp/aTrRYoW0qfWtl/wCAsXboUDy4vAACkROtYemIg2QpVfB0dHY2qqqomr41QypY0RjkxOhqWSi8qLS7kJsmTLV0+shUdTdbNijNAodaBd9nCKoGAvOZKrVZDr9fLah8bU7aY6pTYCXfefgkUCg6ffPIJWdftCGsjtDg9oNxB7yNb6enp8Hg8qKiogLN4D+xuMtChA79ovTqIbFksFtAilDiTHgcPHpT15gEI2fp+Wym2F9WFPQ4Kq49YltY7UWtzI9bYuIVGqmzZT5GNMC3GR7YiNsJTDmmCHFXb46OCyVaD7zqJN2qZslVpdbH7m1GrglalgFLBsX6PBVV2/Ge9v9aoqMYeMixH2uRdqzfChsafKSV1ZHk6EUTJyIgRI5C00Q1rJfltu7w8m+yK0qrQNdmEn/dW4Gilhdmy6bo0IIPe26666ioApPQEALx1ZSiqbIC3njhL+vbyq0gAiTIvLSWksnPnzqit8P9O0vqej/WL/hn2eJoLrUoJC7yymi1OpUW/c8ciViOgb9++bFka+CB6PXBXFAAABg8eLNseDchqqKlg+37TTUSdomSrsqaOLR/rc1vQSbc9pQ2MYJrNZiRl5oDT6CG6Hdi9ezfbZuD9qa0ROGZQhbIR+upmz5R6LeA0C8g4fvx4UP+X5ORkNDQ0wOFwoKqqCjzPh1yGxnSHwksvvQSz2cz+O5leA62NiLLV+pD21mqpjVAhkbylN1Mp5s2bh7feeguJiYm46rKLceWlF7ObIIX04aU3+kiT77uWetirqqowePBgZGZmsibKgcoWXU+jO/Vki16HdADantHvACDEZUOb2lW2bxQGrQquMmJ/6d+/Pzy8wAaM1soSTM5w4OqeUegdor/WicLsq9ups0vJlgEmnRrGKPL92JvoowL4v0OFr7YsLT0VV199NczZvQHIQy4CJwwaSg5h7dq1zJIDBPedCYfApsaB69KB3Rur9+Ox/+5AYbVfaaPKltk3CMiMM8gKt8PB5RXAKVWI6ncxpk67kanDACmub46ypVEpmD3lwgsvROygy6BOzGbfN7XnUTQ4vaw/llYgA5mkpCRm7RGcVjh8s/C0JsPk69slJR3UZgoAT94wDjfccENQDUpmHDkHgVHdoSA91t2lTf+OpRbZlkZ8NwYvL7DzQ/s7RQIyTj2kvZEm9U/H+V0TMKm/v18i7eVHER+lYUEYFQ0uv5W0thjXXXcdPIc2QhRF1Dk8eGjpdrZ9gJCtQFRU16Ko4DB4ez0jWwDQYCG/7S/+LMRiX7sMCr+yRbZHn2eA/JpxegQW/GKQpCseKKmStecA5MqWFNQe722oxN79+wFRgEJrYP0vKZKTk5GZmYm8vDwkJCTInvMnWqcdCG2AjVDwRcA/+OoHWLt2LZRK/+dUl5ei7vcvUbl8DiB4ERcfj06dOsm2R2u2jx8mFs+UlBT0798fgJ9s1dk9SBo0AYYeo6DXke+9h+9ZUFLnwI49+wGQ/mCCKEIVQ87LTz/9BIBMFp9MvHtrIHDMEDIgQ0eVrTOjXgs4zcjWqcLjjz+O+vp69h9t8NYRQGdRI2Sr9aBTnbiyBQB33XUXkpOT8X//93+NLnf48GGsW7cOa9euRf/+/WUBMGazGQcPHsTff/8NjYYM0EtLihAbG8seOHV1dRg/fjzy8/NRWVmJv//+GwBYM2W6HPX5gyeDo71797b4mJoLOgvV/jZCeTy3SsGxwXZRURE+/vhj7PhlJdwl+wAAw4YNk6W1PfbQg3jj3mvQ03u40fh6p9MpGzzX1tZiyZIlWLJkScjlaSKdlGxxGgNMOhUjLfYQSYaBkK5Ljo9cs9QqKU0XVCs52few4ZuPMHbsWJnFtaVkS6psffjhh6ipqcHMmTOR4xvsbS6oxeLNRfj4D/8kAi3cjvGtmxVvYFbPytrwtji3V4DSGIv48ffgow8/kO1vUzbC1bvJJJq66iBWr16N8vJy3Hzzzeh0+b3QZ/dj90+aRkjjsC1OLwu2UPN+W460VsweYCOklivpAJJZRcHB5XRgy5Yt+PPPP2X7GKUl61lDHMdvv/2GDz74gF1jUhVvT1nTVkIpwWrNNMIamxuiSNLukqPJOYuQrVMPaZ+tvpkx+OzWobLfOq3Zoogzatg1XWn1t5xQOGrhdDpRtPT/UPnf5/HNhp3YX25BjEHNlPxQwTVLvluB0vdvR833LyHGoGahPpaGBthcXjz13U48+d0uWTuEkjry+4nqOx5x4+/BoHNJoEVlZSUq9/4FZ9EuAETZomTQqFExsnW4hNRzqlQq6HwR6X5lSz7uSU1NhUqjBUQBe7aQVFdjYkaQ1Uyj0WD//v3YtWsX6fkneea3Gtny7Zs/IMPfZysQ9TVVqN/wORwHiMNq0MBBQfusY2SLBAz16NEDP/30E7p17469nxElzgYdsifNRuLEh1lpQrRODWHLEhx77UrMmEYi6Tt37gxeEKGOSQUAlmvQ3hZCIISyFaJmK80X+kLbGpwJOK1G8CkpKcyPSlFeXo7o6GjWcE6pVIZcJnDmQwqtVovo6GjZfx0FLCAjkkbYapArWy3/CcyfPx9lZWWsWWEg7HY7ysvLkZGRgUOHDiE1NRX19fWYMmUKC9RQKpXIzc3FgAEDWIGoUq1FXV0dLBYLvF4vJk2axIpdAULepP+nnnB6k4/P7Y8BAwbg9ttvb/ExNRf0Bt8R0gil0Egeptu3b8ctt9yCT15/BrytFpxCiQEDBjAVQK3kYPb9xq1WK/bu3YvFixfD6w0eDE+aNAkqlYolPxYXF2PKlCm49957Q+4XTaST2wiJstVr4HAkXf0MRk17sMnjczgcUCgUTNkSvR4sWbIEdVt/hCiKMmUrcDARWEANnBzZorOhKpUKneu3ofrdG2Fb8hAAeWKdPyXLVyCvU0OjJ/t/rKw67Ge6fLPYGpWCDUCk/eoCE8wojlXb8MqPZCaXy/8KF110EZvBpdeD2yvIGhp3SyHnwer0ssh2hddPtqQkL7DPVihli54vVWwKevcnDVILCgpk+0nrD0KFiowcORK33XYbS9VtqbIlTZpzeHgIYazILUWRT62IM2rYby0SkHHq0VSz+BiDBrESa1W80a9sub0Cu86zeg/F4MGDwSlVcBzejAVzngUAnNslAf0yYwCEJluFx0kfKWOUCRzHMWub1WpBg9MDQSTPG+lvsth3regyz4Gp38VI6dwNACn72L/wcdSu+xiAvGbLoPUrW2VVZPIwOjqa/f5Zs/GAYAuFQoGEVOI8qq4sh65THyTn9gl5rvR6PbP5S58XJzLBGgq0ps5vIySvh3omBrqlhgwZHLSM0XeuBS+5L3Xv3h0qlQoH9u+Hp7oYAEk+DRWalhytB3gv3G6igOXk5MAriFDFErKVnJyMb775Bk899dSJHWwrojk2wnE9k/GfqQPw+CU9gt47XXFaka3hw4djzZo1stdWr17Nitc1Gg0GDhwoW0YQBKxZs4Ytc7qBziZG0ghbD60xy9VY0eY111yDlJQUfPXVV+jSpQuOHTuGrKwsuFwuWbNDCrXv5qP2DUwBYN++fVi/fj2USiWuuOIK9OrVCxoNUU0CC11ZzZZWi7///hvvvvvuCR1Tc0CvQwcjW+1zXQbaS6RkKz2dFGTX15IBfnR6LgwGg39WVauSpQrecMMNuP766/HMM88EfU5dXR0EQYDBQL6bpkgL9ZjX2d0BNVsqpKalQ99lMKIzmvbM33LLLfB6vUi+koT6iLwbU6ZMwdFv30CKUYFhAYmC0jRFWjslJUx0AsliscDhcGDu3LkoKysL+txbb70Vt9xyS5AVm2LpF5/BWl/LkgmpOgQAXif53LjYGPZalC8ZsKgiPNlyewUIbidUHht4nnxHnTp1wi9b9yHj7k9D1mwJgoiHv94Bh4fH8Jx4GOBv5Ox2u8E5G8Db6+HmBVlDY1pnZnF6mE2u//CR+Oyzz3DPPffI4qrpNc5qtkIoW8fKyKy8QmtEQiw534HXBiVpoZQtiv79+0MQRFjdLbURytUsh+fk1S1BEPHK/4gi3C8zlv3mIwEZpx6NqSMUnSXqVnyUFjq1EtG+a6ygmky0RGlVePrpp9H7OjIpUuGbgO6ZFo0s1pIhuDF7cTn5ndLJKFpnarNaZNevNIyFKlsUNT67bGD0O0kj9NWUaVSIN2pg0qkgOOUphoBf2dKGmAxNSidtTXhjIpKnvIgxNz8atEwgZGQrTPJsSxHKRgj4mwhLkZSUBE5BPrfHTS9i5syZQcvojXLVskePHqyFC2+phCiK4D1u1NbVQxQFGUnJ9PV/TOvWDz/88AOmT58OXhBh7DUGVz76b8yZMweTJk3C5ZdffrKHfdIIHDOEmlhQKxW4pHcqm0g4E9CuARlWq5UNHAGSHrNt2zbExcUhKysLjz/+OEpKSvDpp58CAO644w68/fbbeOSRR3DLLbdg7dq1+Oqrr/DDDz+wbcyePRs33XQTBg0ahCFDhmDevHmw2WwsnfB0A32wayIBGa0GldJfONxalgIpAuPB1Wo1OnfujMLCQmZR3bFjBxYvXowePXpAqSCkSaHyp8aVlpayCPjA/nM7d+7E4cOH0bNnTwCSNMI2IOT0Omzv6PcgZUty7DT6ncKUSWbHqLJl1PjJVnV1NbZt2wYArC+LFJQwBUa/O52kaTWNJKagHnObm0e//gOROHo6RFMyonVq9pBvid3LA7KOWaK2fz9rYFADXen58AdV+Nd58cUX8eSTTyIvLw/3338/3n//fZSVlWHOnDmy7bzyyitB+7BmzRp89dVXGDx4MA4ePAgAuOeJF/B+AVHwKFIuvhu2+mp069aNvWYyReE4OFTUhlfU6h0e2HatQdHqd3Dd4cn4+uuvoVKp0CU7CwrtIRYGIMXmghr8dbQGBo0Sc67ug3Gv+7+njz/+GH++cAf0XYfB/cB4ZiFMiNKwZDdiIyT73q1rV1w/ZCwAYrcxRMcACkVQn61ofbCyteUgqYszRUcjLoYMFgPDQKiy5fDw8PICVL5rVaqkZmZmwur2yhq+Hqm0wuHmGx0cBjY/trt5WQrdieCTjQX4q4Cc22cu74kVOwgpj/TZOvVoStkCgM4JUcj3tQaI813PydE6NDit2Oprni3aalBaWgqTmdTnULW7V1o0U2RC1WwdryLbjfVNHGTk5GFnVm/ozYmy3yG9h4miiFJqI6zciUobj9KqXKBbUlC7CqJs0QkvJTiOQ06CERV7yL5J71euMMoWAGR37YG9B4+AU5Fjjw3RTDwQJxOK1dQ26b4yohziu1MoFNCaE+CsLUd0TExQvRYAxCcmQZ3UGQpbNW69aRqGDx/O3DOixwXBaYHjyN+oXvE6dJ36Qf3I72zdzqnEGupW6lmg06/rDkGTmI28QZlBfTfbE82p2ToT0a5ka8uWLRgzZgz79+zZswGQBJaFCxeirKwMhYX+YszOnTvjhx9+wIMPPog333wTGRkZ+OCDD1jsOwBcd911qKysxD//+U8cP34c/fr1w48//hh2prajgz7YIzVbrQudSgGbm2+1G68UdEB+3333YcuWLXjppZfYTbO4mNgBtm/fjpdeegkXXnghkq59AQAJujCZTKiurkZ6ejqr0QpEYmKiLEZbmmB1qkEbELZ3GmGg/VM6GZGYmAiVSsUGs7p0EgtslRRn04EAtWlGR0eH7LtCAxDorKu0abXVamUkjMKkU4HjSEBdVrdeMAy9FgAp+OW8Tlh3rsGOUi0wXR77GwrSYnadWgWj0QibzQabzQpAfj+TXscOX9qhdKa4X79+7O8tW7YAIMSktrYWVVVVjSZU7dq1CwsWLEB5eTm7H/c+pxfsP/0X+w67gXvOAwBoOw8A5xWQnJTE1p3x2Ct4b8Pd6Doim71WVGPHM8t2454LcjEgKxabC2qCYqMBuW3P5eVlLRsqrcQu0zvdjMw4g+x7ks6oe3iBJRGmmvUsqdHi8jBVTmrLevXVV9Hlsjvw8v/2hbARkuXcEjsdnzkIaTPfwfVDs2Hd8h3ZdoCyRYu9AXINUqLsr/ci11+lTWJz1atRZXXju20lWLO3Ahf1Ssa1g4KDmwLj3glBPPHZ4OJaO175kahaj1/SA5lxBvabj9RsnXrQhrbKENYqihxJSAadPBjXMxkHK6zYXEDI1pr/PIn0e/PR48IpAPzhFb3SzEyhLK61gxdE2T28qoasnxRPSNqlU2dha8z56NIvTWYdpBMR1TY3nB4BHAcc/uplOK31OHTpIODcbrKQGwr6mzP40uY6JxixrVNfvPTfjZg6OJ0t52xE2Zpx/2PYnjIBgof8rmOMTSfWSSejQm3zRMBshJ4AZSvM5g2xSXDWlkNhrwn5/qDzxyHteCJG5SVi/i1D2OvRsQloqK0C31AFvoEo6UpjjKy0JC+T3HOtFguboGH1f0oO//nPf5Camorx48czl0Z7oTk1W2ci2vUoR48eDVEUg/6j/vWFCxdi/fr1Qets3boVLpcLhw8fxowZM4K2e8899+DYsWNwuVz4888/MXTo0FN/MKcI9MEesRG2LujN91QqWwDw6aefQq/XY/DgwbjooosY6ZLWxlA7gFcQG7Wp0d9HIOgDui1UJnpjZDbCduqBoQ2Y8ZSSLYVCgdRU4lWPu/heaHNILQ0NEzBIbISbNm0CAJxzzjkQBAFlZWWygJxAZUur1bI6gFDfkULBsURCWssAgNllqlfOxebPXw35PUoxZ84cXH311XAcIYRbreJkVsBASK9jm1UeoyyFKIqs5i8tLQ1xcXEYO5aoOi6XC8XFxUHKDL0mt23bBlEUER0djRiDDpXf/guHvpkLnuchimJIy3NOcgw4jsMxSWrh0i1FWLuvAi/7rGobDlUzsiUlry8+909UrXwTXkt1UEiGnc2Qk0Gb9PfkH+SRuHLa0DjFrPPXT0mUrWN78rFs2TL2vdMG5IF9tqIZ+fPP6m8utkMdn4lJoweF/e2qlf7GnNLjYPH+SiU++OADXDfpcogCD5NOjZ6+SO7Hv9mJn/eW4/FvdmJncXBghi2IbJ2cjXDDwSo4PQL6ZJgxdQiZDae/rUjN1qkHTZZtXNmS2wgB4Kbh2bJ1vD4lKyaBTMoIbgcSTVokmrRIidZBreTg4UWm+lLU1pFrLDWB2NLofcXp4UPaCGkSYWKUBm4H+Uw3R/aJ1nuJbge731XUk2VoFHrnhChwShVqBL2srokpWyGezwaNCoLbgaI3rkbx/OkwcE23PJAqZK1XsyVP5m3KAlpzZCcAoHDj8pDv0++PD6i7NCeSvAFvQyVriKxO7CQjKRlJ5PtyFu3Cfz4irS/oJOyeX1fg7rvvxlVXXQW7PVjNbGtIr1OOO3uUrcgIvoMjYiM8NaA3cb2m9c+rlGylp6cjNjYW999/P1atWoXrr78eQADZ8t1svLwQcsDG8zwGDBiA6OhozJ8/Hw8++KCsLpE+oBtL1WstqANshI3NwJ5KKBUcm3EHgpVfWrel1JngVpLBiY3ZCJUyOyAA9OzZE2+//TbS0tLwj3/8AwDg8XjYw0mquATaRANBQzI25e+Eu+II1LwdaqUCcT5rjijw7HPD4ffff8f3330Lr28mU61UNErE6QBCFEVYLcGNifPz8/Hmm29i0aJFLFZ+1CiSGlZSUgKPx4Pt27cjMzOT2VMp6OceO3YMAJCXl4eunbMATgFR8KK07DgaLFZYdq2D4/Bm2XdB60OKauzYvXs3br/9dvy8fCkEtxObC2pQVGPHX0erIYQI9fjs009h27kavK02mGz5Ztn1GiWcTifrkxgTEyNTttxegTU0TjXrmFomjX5f/MHbuOKKK/Djjz/KziUlLq4gZYvckw9X2nC8wQmtSoGBnWIxYsQI3HHHHRg2bFjQ98MSCV3BZCs2NhbPPPMMNqxfA+ex7TDpVLIAlBiDGrwg4qGl24N6XUmj36X7fKKgoSFdk0zsfhKp2Wo78M1wKVCypeD895oUsw6X9Ully3h8dVApmTkwDb4S0YMmsmtKqeBY83VpSIYoiuzekJ4kJ1sOjwCry28ZptcZrddKNSoh8ORadPjIFk3XgyhA9LrgOn4IC2dPhrNwh1/Z8ql0R6vkCa10giOUjdCgUcJbS3pGibwXKfFNt+7QngIbIQ3aospWU99d/4mklCUjL3Sgh1LBwdtQiYoju2X3eEMsIczehgp4GNnKlj3/pBNrrzz3tG9/yH59P+8J9l58vLzWtz0gHae0VxlCe+C0amp8NiJU8kwEJ49pwzrh90NVIZs6niykZKt3794hl5GSLZtvhsojiBg2bBiSkpIwadIkZGVl4b333sP555+P6upqWK1WvPXWWzhw4ADi4+P9ioTvGgkMjTgV0DAbYfvWbAHkQezxPeADj52SLa+1Gm5egIcX2ADBoFFhaP+h+Oc//4nnn38eANCrV68gq6fU5hWY7FdbWxs2JMNs0ADVdrz36vMo27QWna54AMA1iI/xPxAtFgv0+vCxttIkQ4Cc58bIlo7V9YiY8/o8uB1W2YN1zZo1eOSRR1gfqYyMDHTq1AlarZYpWjTFNfCBLLVOAqQpZrxJD6UpHnxDJfYdOoKk+HhUr3gdCq0RapU/8erItt9R+e0cWNO74YUtDixZspico3OvR8x5U/Hiyr1wegSofYEbUmWLkSaPMyhcgtV+aJSy78lkMklqRZxw8wJTsGINGr+N0OFh9WZOm992uW7dOrzwyFOoEeLgyCaDFGlTYwDweMmgasPBStj2bYCJr0D+ZjMmTZqESZMmBX03AFE2qyRNZwG/RTUxMRGdO3fGypUrwVuqEaVVYVL/dPx+qAqX9E7F1QMzMH7ur9hfbsFbaw/iHxf5a+JsrkBl6+QaG9c5CAGVNhNlZCtSs3XKwfpsNWKtyks2YXyvZGTEGmQD11vPy8F32wgJoXWbKRlZiLuAhDFICXxmnAFHq2ykbou0rkKV1Q1N50GINsRg1HBiY9v66yoU/Xs2fs7tjZHzP2Xr2z1yZSteS69DDjaeDCvVWv/9TeWxo/Tr58DbauH6dREMd10HgETZ2w9sxK+/7Mby9FtYgAN9voSy/GmVHMoW3g+ABNME1q+GglalYPbu9gjIAIBRU+5CWXRPXHTVhSHfr60oRck7N6MEwJ2Fa7Fo0SIAgDGlMzTJXcAp1fDUkBpRTWInVvsJQFYmE59KnmPeEMmkjQV7tRWkY4azRdUCImSrw4MpW+2kIJypuHN0F9w5ussp2baUbJ1zzjmy9xwOB/R6vYxsOX3fLc8LWLBgAQDST2Tv3r3MX92lSxcUFhayNENpvww/2Wp9S2QggtMI2++61KqVLE47UPl9+OGHccvM2zBrBYnat7t5FiYQpVVi0KD+GDRoEL799lvs3LkTvXr1YrODlGyJoojJkyfD6XTKgjDmziXWOdpgMxAs/t33HUeZyHaNWjU4tQ6ixwmLxYIkSW1TIPxNjY1QKzlwnJ9sNTQ04NixY7jtttvw9ttvIy8vD3rfoITjFLjvnruCvhe6Lr1+unTpAoVCgU6dOuHAgQMoKCjA7t2kv0tg7Rpd12Aw4KuvvkJcXBw0KgU05iQ4Giqx/9BRCL5ZVE4XJZsYslSVwX7gD4gCjx0VZBZdbTTD2IvU6v5vF+mTFa1woRahFUTSa0ueSEhJhUFDatnee+892O12KJVKibJlh9srMIJj0qmYslVS5wAdi9gsfrJVV1eHnVv+gDatO+weL3hBZPY5VkPmuydvOFQN+4GN2LX3F2wa0wsjRowI/iLpOdRR+6L/OIYPH45Dhw7B6/WyJEzB7YBJp0JesgnLfLVwAPDcFb1wzxdb8enGYzKy5fC0rrJV7yOm9BoGEKnZakPwYtPKllLB4b0bg2s+e2eYMSwnDpuO1MBpp0pxNFBCCJF0YrFTXLCyVVhjR1TvsUg//zKMGT0SAKBRKSE4GuC01MnUZdrwmypbsSryb06jR42D/O0Vgdixs6BQa6DmHaQNh1KN6GFX45t3X4Hq6HmYdO31cBbuhOXvZVizvgsjW40900zSRrcKZbMCMjiOg1algNMjnIKmxk0HZABAWlwUtOk9kBobFfJ9mjYMQBYy1OmiGajufiWMthLUrOLBaY1QmhJlylZeXh7Ov/4e/Pbl24hOJBONvO++FRUbD2tt+DTYtob02lafJfVaQIRsdXhEbISnH3r16sX+pspWbW0tcnNzUVtLmk1SFSEuLg411Ebou1nb7XYcP04GoTk5OQDI4HjdunVsu9JAAzoLeCI9w1oKFeuz1XZ1YuEgPd7A3wet09T9uhJeQYTd7WUqgEGS1rZ161YcOXIEaWlpTGkoLS0Fz/NITEzE119/HfS5V111VaP7RVUBauczRZNBjl6jhEKjB+9xhrUgUkiVLUpennzySdx1110YNmwY7r//fqxevRqPPPIIvvvuOzaAMGqUIQdqgeoUJYrZ2dk4cOAAjh07hj179gCQX7/SdaOionDppZey141xKXAU7caRgmNw2wlhUcely64J2uBYcNlwuIgkz3adOQ82nT/gBQA0ot8GGPi5otuBhiCy5U81i4qKwqxZs9h7jKR5nL5Gqj77qFbF4tvpYM6oUaKhwV+Xp1SS80j7bEmbt7Lod68ALy9g05FqiJJgD6/Xi/r6ehLZHxDIJK0Vo9DpdOx7kDZTpuqbFCPzyPmqd3jg9PDs+25tZYuqfVJli9pCI2Tr1INawk90Emv+DQPw444iTHvFF/4SY4a3oQiCy4YusX57a6j498Iam+w9uj4AuB22gIAMct3RutRopa9nndaAWl/0u9srIHrQRGhUCijKSGNjdUwyvLVlWLH2fehcNbjxxhuhtBGrtD7W/5tpTNkySJQplSleFnDTGHRqZSuTrYA+W77Jm3DK1szzcpARa8ClErunFCbJJK00rZCGAZkdJBVUk9gJHMcFERVXLRkzaON8NV6+8cSNT87D/95+GvPmzWv2sZ1KyJSts0hEiJCtDg5XxEZ42mHMmDGIj49HdXU1U7ZiYmJgtVpJVG5pKXbs2AGADGwLqnxR0L6b49GjR9k6sbEkFSpQRWkvZYvZCH0P27aoEwsHqXUwXFqnQaNEg5MQLbukZsvlcuHIkSPweDzo04d46HU6HZRKJXieR3l5eVCEfHNBVQGHxJ5G94XT6AFbeAsiBSVbnMbAHk7jxo1j79O4+rFjx+KWW27BtlIb0G86dKID69atQ0JCgszCSolLbm4uPv74Y7ZP9KEuVbbCka3AfY5OSEEVgIJjx1BTTtRAfXKOzKpC1/VUF0FwOaHRaGDVxIEDSVU7UkkGeJdfcjFKenZljbql6wpuB/aWWXDxOf5BCgs70QQ/wmJiYpB37iUotQNut5cRnCitX9liyxo0KA3RyFlwO+AIIFt0XRcvoMbmhtXlZUlrZrMZP/74Iy6//HIMGjQImzdvln0OJVvhGjSzY/U4gvYRAExaFTQqBdxeAZUWFzLjDKioqEDpkX0A/LbPk1W2qOXSLFELWIPoSEDGKQffjOj3xhAfpcX4vBj27zizGWWfPgDBVgfHvecCGeRayQylbFU74Kk7jniFATzPQ6lUIsZMrkuvyy6z8tLrrNpGiIBGIP9XaA2sFpIqwlqlAu56QgQU5mSoYgipos85by2xxukT/PHk9JkWumZLhfhLH0T9xqWIG3dHs2yE/m15WrFmy6ds0TTCJmq2Yo0aXD8kfAS7UUK26CSrKIqoaCDntlePbtg18HKoYlKh4IKfvdZKYiFVRBOyRa+l3D5D2LnuCJD22TqbarYiI/gOjkhT49MPFosFcXFxUKvV6NGD9HjiOE5WE5Sfn49ffvkFgwcPlgVkPPfcc4ygSQeeUrKVmJgoGxi2pbJFr0Nax9K+ypb/oRlO+aVpdXa3lwVkGDQq7N+/Hz179sSFF/r980qlkhGs4uJilrIXiK1bt2Lp0qXYt28fvvrqK4wfPx47d+5k79OBqsdB1Cuq7hjUKig0pI6hpi44WY5CWqiu0BqDjs3j8bAI9i5duuDjjz/G/k0/AwCEiiO44IILcMMNN8jWoYN5tVqN8847jxGx7OxsAGTgs3fvXgDBZCszM5OFWyxZsoSdk7hkcq5Kioux23f8htQc2bpMZbKT4+3cJReC24HyRQ9hx2vTIAo8uiQa8frL/8LixYsZ8ZWuK7qd+P1QlWy7/u9SiZKSEvz8889s/41GIy6991+Iv+gueMGxZaN0KlkMOwDE6JXsXAfGxtvdPJyS1ht0cOXhBaYAcT6yJQ3mCEWko0I0Nl65ciUee+wx/PjjjzJlKzqEssVxHBJ8Md/VPuXgmmuuwc//ugmOgm2s31JgFHxLUecIZSP0HXekZuuUozXaeCiVStx///2YNWsWzEYtFBpCrKxW/3XJlK1qfzBFQbUNZR/fi/m3XYAjR44A8N+7vE67bKKAXmf0eu7RrRvmzH0L0cOuQa3dA0Eg6aTuygI4CrbCWkhUc3VMClQxhAwcPXqUhBBV+cIuzP7JrcaeaQaNElHnjEX6be9CnZApU2EbA91Wa4Vi6Ziy1TwbYVNQKxWIHjoZqYMuYpZki8sLu6UeJe/fgc//eRtiL5iJ6EETZfVaFHv+/gMAYHWT32lzera1B6S7frbEvgMRZavDg84ORWyEpw+io6Nx4MABOJ1O6HQ69npmZiaOHDmCoqIinHfeeRg5kvjiVawmQpQ1OqWzW4BcyZL+DbRPzZaH2V3a77qUk63Qx26QNBKmagi1ngFARUUFVq5cyRpBZmRkoKioCMXFxdi5cydmzZqFyZMn46uvvmLbnDt3Lj777DO8+uqreP/993HgwAFUVlay92P0aoiiyHrb0BRCnUaBmNE3Q/S60bN3P3i9Xvzvf//DqFGj5A09XS7wvE851BpYTcL+/fuxY8cOeL1e8DwPvV6P4cOHk+Orr4HgdgJWQkpo9D1FOCJw7rnn4u6770Z6ejocDge0Wm2QiqpSqeB2uzFv3jwkJCTguutIcXvewHNRYFPi8qtG4uW7yWtRqfJ1pfZFlUaHjM65OKjRw1l2AE5BwI09onD1+fK6xsB1BbcdW4vqYHF6mMWO2Qg1Kvz444+YOXMmLr30UqxYsQKARI3xCmxAGKVVsRh2aoONUvKs3oxaAQGiMEmVLa1aAa2SJj76U/tEl1/ZUvh+C6EsoqYQytaaNWvwxhtvQBRFxMXF+Y7VGVLZAoAEkxal9U5UWchM96+//goAqPv1M/Qdeh5qbO4gW2FLUW8PH5ARsRGeerRGG4/Y2FhmGauzuxEfG4Py2lI2qQAAmXFk0qfW7kGD04NonRrbjtVA9DUgppN5tFE377Kj3uGGKPCw5K/A4ZTxwPhuzKLbOTsLE4bfifnHfwQviLA4vXB7BdT8vABlhTvY56piUqEyE2WrpqYG+fn5EHgvOLUO6mi/Qsv6bIW4r0uVKfqbbg5Yu5dWek7SyRdnYJ+tEwyhUCo4xI6+GV0SjexeUmlxQaEzgq87Dq/gBW+thio6KaSTI69HLxzYuxtI7wtA0rOtg5EtKcHqaPt2KhEZwXdwRJoan76QEi0AQWl3FPTmw0v6bAFysiUdAFM1gsLVDsoWRXvOmjXHRhhO2ZKe5/3797O/r732Wjz00EPIycnB7t27IQgCUlJSZNukRK2mpob1rJKqkDEGNUSPExDJbzc+LpbtY1ROfxhyhyAqJh6zZs3CxIkT8f3338u2r9Pp4PV68cVv+8Bp9Eg0kSjlJUuW4Nprr8Xjjz8OgFwfsbGxrM7J21ABVxVRvKiiSkGPt7i4GO+99x4jGKNGjcLbb7+NGTNm4LnnnsO9997L6pakoMEa0lrBrOwcGLufBzenJb29lCpEJcttMvRccVojLn39J9zx1KvgFErooxMAAFN6GjE8Jw51dXWMYFK88MILKC4uxjkXTwUviPjrqL8ZKAvI0CqDGk8DACd4wdvrYXc4GcGhVj5pTVScyYDPPvsMb7/9NvR6vf+64L1wuV1sMKlTK2VNRKt9dRS8pGarMWWLpSBKlC3pft95552Y9d4axI+/m+1nIBJ8PZWqfJ9NETPyRvae3RPapthc+JUtqY0wEpDRVmjtBvUxBg16ZJEgHinZMunUSPLdV/aUNqDW5sbhMr96TCd/EuNiyAuigHqLFRX/fR61a97Hsv88B0EQWEBRlE4FrUrJrt0auxtuXmBpqsbEdOg6D4Q6qTMUGj3ifImntN2COi5dZlP199kKvq8rFBwjXM1VtQCwuPtMSU3aySB8QMaJbS9Un62KBhc4TgG10WfHriT3d1WIWqef1m9A5v2LUStowQsi6M+14ylbkuj3SM1WBB0Fj0/ojhq7WxbbGsHpCdq08ZFHHkFpaSmmT5+O/v37s5uhRxCg0fofBNJ+R9HR0RAEAZWVlXC73bLttq2yJb85tufMVHNshHpJkABVQ6IkTY0BOXl94IEHgv4eOHCgbJt0UL19+3bwPI+oqChoNBosWbIEer0eMXlDAY6D+fxpEF12xPnqHjiOg8GXoGh3e1nD9i1btuDGG2+UfQbHcbAKanAcxwZFdABE+11JQy62bdsGb305rMcLACCoV1ZmZiZefvllPPbYY3jiiSdw++23y95PTU3FP//5z5DnEACmTZsGACwdE/APdARDDD76eiUe+WQdtBp5/YQ0vr2wxoEGnqwTnZgCR10FioqKkJOTg6SkJHAcB7fbzZIfaVrjqJ41+PzPQvx2sApje5BZcX+MvzKo8TQALLh/EmrKCnEk63NYXYTs+smWCpU+dSgxJgrTrpjG1qPfpVehheBxMQVLp1bICH2VzQ1RFOCVKFuUwNLaTGntWpQuOCBDut/R0dHgtSZwqtABGQCQEOW3EdK+YgCgTcllZOtkbIQur/83Yg6pbEVqtk41mhP93hRsNhsaGhpgNpthMBjCNkMflhOPZdtL8cehKtjdXqbEazQaNlEYZzaR2HGNHhUlRXAe+RvgFOg+aiJEUWSTEcePHUbBjiroXVWwIgY1Njc8vMBs091GX4XqnPHsszt16oya6moW+qSKz2DPMcBfB6UNU19l0Cjh8PDNSiKkeP3avjhWbcM56a3T7iU4IOPklS1AHtlOwzE8NkKUK75+Fp0eXRHy+kiPj4ZKHwVeEFFtdcHbYZWts7PPVkQu6eAYkZuAy/qkISla1/TCEXRoUGULAObNm8dUEeq/5nkRDpBBjqnLAMyYMUO2PsdxSEpKkm0HaJ+aLYr2JVv+fQnXY0yqbFGFw6BRylTHQDIFAIIgID8/HwAwYMAA2XuUQGzZsgUAid39888/MWXKFLz00ksw69VQqHWIGTEFsWNuQbREJRCqjsK6aw3++OMPRpouu+wyTJs2DXfffbfsc+iDlipbUjVOrVbLyBYAxPJ1cFcVAQhWtgwGA1OlAm2otbW12LZtG2w2eWNRKTweQjqMRiN7LUavhuPwZvy+fDEMCRkw9hyFWKOcKKSkpKC4ohpZD32LGrsHR6qIxS4h2V8bxyLy36afogAAeJxJREFUo6JkEfsU5+UmgHc0YPEnH7BgGZvLr1LWhwi40OrJflqsFr9lMISyFVhcr1Kp4HQ60emBL6HURbFkNZ1KCZVSAXq5Uyvf1S8uwcaNGxEfH++vTxME1gybwh+Q4U9VDNxvSsTC2QjjfYSq0uKS9BbjwGkNjGydjI2Q1qEpOL/tEYg0NW5LMGXrJGb8ly1bhrS0NBajTsmWVNkCyO8KADYcqkL+sTpGtqSWZoNWjdQZbyLlhpdRVU3iw1UxydDGpeHOu+5Gw/bVAICvPv8E48aNQ+0WYuOt9ZEtzke2qD2RoksX4tqYOHEiXlv+N2JH38xcPIIgsmtNF24STdNyZcusV6NPRkyzl28KQX22TlKVlDpcKCoaSP9BUZD/rgMnPQEyjqDPivIGF45Vk+8zuYONHWXK1llUs3X2HGkEEbQzevXqJUuU69evHwD/7I5XEKHWkUGi12kPWj8c2qNmi6K9mxpThHr4AOFqtlTgOA5//PEHVq9ejawsv/VNEASUlZVhxYoVsFgs0Ol0QcRFWu8FkL5UdBuFhYUw6wPUHcnguX7nWlT/MBcfzJ8HQRBgNBphMpnw+eefY/ny5QCA/Px8XH311fj+w7kAgsnWyJEj4XA48MILLwDwWxjHpXpQUUYsqoH7DICR+8CarMGDB6N///74+uuvmToTDtIeXDEGNWrXf4z1n7yKP//eCgDoFGeULa9QKGBQcaj45H5Ufv8KNh/x1ZSlkV4wRUVFjHQG9h3bvHkzHnzwQez6+SvU/7EY+7+Zh759+2LYsGGoLNgHgNRsUTueVNnSG8h+1NT5B5iUeEdLyYytGsuWLWPEGvApkL6UQ5qsRlVUev1X24i9JysnD8OGDYNKpZIR0cC6LXoNhGpqbDabcejQIWxa9Cpqf/00fM2WxEZI1+U0ejgOb8Z3r82G11oT1HerJaA9tsx6tazIP1Kz1XYQWiHUgJIqSpqk/fmkOLcrIVvbi+vx68HKkGRL6h6oLycTOSpzCsoLDuD9Be/BcTQfHAc01NX61o0B4LMRev3KlrPeX9PKccCrc+agtLQUDzzwAGJjYqEyJTCCJVW4wsW0G32/z5YoW60Nfxqhz0YonlxARmPK1vnXkNYW0QMJgQ5Xp0aJVWm9A/uOk++7o7mipGSro6lupxIRshVBBG2E0aNH48033wRABuy0JkslaRqq0pKHE+9qPtlqU2VLJb85tm9T4/B9tijoQ9nu5mUJdgBpKislvwCwadMmpKWl4YorrgAA9O3bN0htCexZ1a1bN0a2ysrKYFQDvNMKd8VReC3VMpVA5yMBe3cRhSY3N5cpUyUlJfB4PDh06BD++9//4uiOvwAASSad7HMtFguUSiUb3NP1N23aBFEUkZCQgMREeR8rAHj++ecByEkJ4Le3zpgxgxGyQLz99tsYOXIknnjiCfaaWa+BMpp8ztL350Jw2ZEVH1wPsX//fjjLj8JVvAcHKsl1neX7zKKiImzdSoganXygOHDgAObNm4dVPyyHupYQsoTkNEydOpXZ5QxaZUhli57nunoy4NCqFOwakdZElezNxxVXXIGHHnpI9tl05pwpW75rjW6j2kpej9b7t6VQKDBjxgzMmjUr+JppwkZYVVWFwg3fwrbnlyZthFVWF6KionD73ffC1Hc86n9fjK2/roKzYOtJKVusXitgAKuJpBG2CURRZANtxQla0YBgsjV27FjMnj2bhelQpMfokZNgBC+I2FFcD1HSxoBCqeD8Ta3rSG9IVWwq1GYyMeKtL0eUVsXqXlMzswH4lS2ahLh3/fco/4o07jaolcjO7oTU1FQoFP6UT7ev9knabiGcY4H+PpvbY+tUINBGSOepTtRGSM+zVNmidudrbnsA69atQ86lxP4drtaJPis2Hq6G0yPAoFEiO94Yctn2gqypcaRmK4IIIjgV2L59OwDS7JgmDkkLY1U+ZctdVQheEJtFZtpU2QqQ/duVbEmOVxMi1AHwP5RtLq+kEW74216gRTOUxVBa76VUKtGtWzckJiZCq9XC5XLBWlMB59F8VC2bA23mOTA9cAlbnpKAijLSWyYpIxtJSUnQ6XRwOp0oLi5mAxdVLEkUTAyo2Qqsvbj11lsxa9Ys2Gw2rFq1KqwdkKotarV8gCKNt5eGskhx9913B9kcYwxqKPVkn4r3bUPGhR5ZQ1QKmvTIKVWgH5WXm4Ps7GwkJCQ0ade0Wq1w+uyRl9/9DG6/fQb+/dzPAC+GrdkyGCVkK1lOsKTKUagB5oMPPohDK36Bbvg01NgJiaYz7JR4VFvd8NSW4fev/oeF1YOY5ffjjz8Oef6itL5G1yHIljTJkDQ1Dn19JvqUrWqrG2lpaXjy+Zfx45x1qFk+B+7jByE4bSdVs1UnUbakoBMsERvhqYVkjN0qyhb9/UyePBmTJ08Ouey5uQk4UkXuF6a4JFxz991B/QXLv/kXbIW7AZ5cuypzChS+REFvfQWMGiVru5Cdm4fdJUTZSjHrmI0QAJQGcq+gTeWrqqpIU+O4DIgZV7DnGP2/SsGFjDgHSKIsEDwx0JYItBHyJ0mUmbIl+Z3V+CZ7kmOiMHpwD8T9vR61lbag5zBFcjS5R6zdR1wXPVKj27UXZiiozlJlK0K2IoigDUGb0UoDDFSSAvRO3XojcdITUMWmwenhGyUGFNJ46lONjlWz1Zw+W34boc0lV7ZCITU1FRzHQRRFXHTRRUHKFwAMGTIE77//Pjp16oRRo0axMITMzEwcOnQIZSXFUFh8s8DRibLBs7RxJQD8Wa3G9uJ6ZGVl4cCBA7LmwoghxC/QRnjo0CHceOON+PTTT8FxHFO4dDpdUH8tKehx0VoOCml9UagkwnCIMaiZ9QgAlAZzSLJVW0ssRpwk/OXqyZPw6B0kFIRaHvv37y9bj5LaY8eOwV5PkgjjuvQFFCoW1mDQqHDvvfdiwoQJsvX1RrKu1WqFEpD115IqR4LTnyZIsXnzZtQd2oqEcy5GrY0QEErs6XVWZXPBU12E1f+dj9p9g4LqKwNByZ5FYiPcuHEj6urqkJubi/Jycr0IjZCt+IA0QqrUavTkvIoe50mlEdaFiH0H5AEZgcEfEbQevBIL78nUbAUqW43h3NwEfLaJqMZDB/XD2zPvCF7IZff1yeNIRHtsCjgTUbYEex2U1grU1dVBoVCga14eUFKAGqsbHl6ELtPfs4/214rSqmCxWHD55Zdj06ZNSExJh+GmK1nNFnueNdLuhv6e4qPaj2zR5w9LI2Q2whPbXqiaLaqEUwWd2CZtYZWtFJ+NkDar7mgWQiCwqfHZY66LkK0IImhDzJkzB4BcTfArWwKcHh6GPNLQsKVkK5y/vTURaCNs36bGTdsIae1Ng9PDZiDDRWsDRPVJSUlBWVkZXnrppSC1BSA1UjNnzgx6PSsrC4cOHUJhYSH4KjKAUSdmywbPBl+Eb5Q5FqnjboHFmI5j1XZkZ2fjwIEDOHbsGPbsIQ1AveZ0aACWRpiVlYUZM2Zg4cKF2LBhQ4sHvQcPHsS+ffuCCORLL72EcePG4f7772/R9mL0Guhzh8Bx6E+ofHbCUGSLQmVKYH/T2gKr1cqUvECyRcnl8ePHAQBKUyLsghLrf9sA297fYOg2AgaNEldddVXQZxl9ZMtmtSAa4ZUtTwiyJW1sXBNgI1RLlC3BFbyu1+uFxWKBXq+XhbCYQjQ1lqqIKp3vvPEe6ML8jKmNsNbuQWV1DY4eK4PgcbIwEMFtZ3WJJwIakBGkbEkmWDy8yKLgI2hdSAfZJ3Nfpco3JVsulwuVlZUQBEFWnwoAw7vEQ8ERVW1AVmzI7al9ZD5u/N2I6jseEAW4lXoYTdGwWRpgPUSCgnJychAf7QumcXrh4QVokrsgtccglO3dwsiWQaOEVqvFpk2bAAAmsxk8/G1u6H26sefZTSOyoeA4XNwrJewypxpM2aJ9tk4yIIMSbGnNVoPvN0kbndOJkKZqtih6pnY8siUlimdT9PvZQysjiKAD4MEHH0RsbCyefvpp9po/+l2UFQc7m1kj4bcRnvqfc2A/q/ZsaiyzEYY5djpA3Vzg79FECVg4hOuH1hSkIRmuiqNkvxKzZUoKVbbiUzOA7mOhTc2D1eVFp06dAJAQC0o+1PGZUCs5NviNiYnB6NGjAQSHXDz44IPgOA7//ve/g5LwKLp06YJLL7006PWxY8eipKQEb7zxRouON8agRlTvcUiY+AiSp70KpYJDqjk4+eqWW24BAJjPmwrAF73vIz8ejwdPPfUUpk6dGrafGQB07nYONCld0ODw4LLx41C17BUonHVhBx155/SDoecoKBOyAcito9Lvw20n1spQZEtwO1iBOrMR+q6zeodH1tCY4sILL0RcXFxQ7zRKthweXmYTYlD5z1tgchtFrEHDBnJvv/MeLhl2DmpWzYfOR7ZEt5NZZZuCzWZDQUGB7DVqI4wJIFvS+0okJOPUQTrIPhnHQKCytXLlSmRmZuL6669nyzgcDgiCALNejWE5pOdV7wQlKioqZG0FAEDjmwgQXHYoFBw4hRION4/EVHKfrNpLSFOPHj38/eRcHkaerJXEMq2KIbZoo0YFjaRFhNr3N7WpNmfycESXBLwzbWC7pjSzgIwAZetEa7ZC9dnyJ5RSskXOVbhapySfjZCiV1rrxNy3JqQ2y7PJRhghWxFE0IZ44403UFlZKevtRG2EXl5gN25AXijcGNpU2QoiW6f8I8NCFv0eZkcu7pUKvVqJohoygFUrubDEjII216UpeYFwOp24+eabwXEcXn31Vfb6HXfcge+//x6TJ0+GrYLUGAUqW6YoMpC3WaxsMGJ3e5GdnQ2FQoH8/Hy43W7o9AaozElIjNLKFKxwiYJr164FANx///2oqqpCS5GWlsbqhpoLnVoJnUYNY4+RUJkSkB6jD1lj8f7772PbgWPQppDIeTogmDx5Ms455xxccsklWLRoUdB6lPSo1Wos+OZnJF31FBpcPJJTSE2Jyl4NURSxZs0abNmyBV6vXzW64LKrkHj5wzD2HAWR98J2bBfy8/NRXV3Nvg+lgoPDRlSAcMrWoQqr71jlyhaAkMoWJYiBaYRSsmd1eXH8+HE8/vjjLDDHKSgAJVkmXM2dQsEhzkgGW8cryeSBQmuE3tf7THA7WLPnpjB9+nR07twZv/zyC3utzkFUPHNAHYxc2YqQrVMFnpcqWyd+Y73gggtw0003oVcvYuELjH73er24+uqrMWXKFDgcDrw5pT++un04Vn76NpKTk/Hss8/Ktqc1kGtadDsQ77v+7G4v4lII2UrKzsPChQtx5513yoJgPLwAwWWDpaqMHBNVtrTy51T3Xn0B+BWi5tgIOwJYQIYnoGarFdIIqfOlwelTtpiNkJCucNeHVNlSKTh0TY4KuVx7ItJnK4IIImgTBNbFSGe0aE8goPkNSttS2QqU/dtT2WpOzZbZoMa1g/yhF02pWoDf4hlO6amvr8fChQsByAnZ0KFDMXHiRNhsNoiiAIU+GjpzvOx7ycjpitgLZiIqrQucxaSo3Ori8cADD8DpdOLhhx9GdHQ0MnNywXEKJAbM3C5YsAAAkJycLHtdSjRoumBbQFrfE85CqFAo0Csng13nyb7ErPLycpSWlqKwsDDkepT0eDweGFTkO6l3eJCYQmbIFfYa2Gw2jBs3DoMHD5Y3+pWc84Yty7DypVkYOHAgEhISsHrxB2Tf9eqQSYb0czkPIeh6tRKj8kiNivQ6E0IoW9LESCnUSgUjbBanF8eOHcPLL7+MuXPn+l7zQKHWh1xXCjrYrawhdXAKrRGGKP9gOJyytX5/BbYW1rJ/f/PNNwAga24dTtlSKjjWXywSknHqIFW2AsegO3fuRE1NDZqDu+66CwsXLsSoUaMABAfrzJ49GytXrsTy5cuxf/9+JJq0GNI5jv0WAmu9aKhP/R9fomb9JwCI7fDyO59C5v2LMW76g7jpppswYcIEv7Ll9MLlFeCp8v+2lUZiU6QJsT///DOmTp2Kex4lLo/A6PdwDY07CsL22TpJZQsg59fLC+z3HKhshbPfSclWblJUm0zAthSyPlvtOVvbxjh7jjSCCDoopAEZUmVL+ndjoAStPZStjl6zBQA3n9sZ9PlnbCQcg+Lzzz/H9ddfj5UrV4Z8X2pvC0Vsdu7cCQBQJ3ZCtF4jU6YSEhOhjktHweafUfPTfAAkKdFgMECtVmP06NGoq6vDw28SpYcm0FHQIAWpDQcgtiCKtgwwiJH0FMtsrF5LqUB6LCETKT6rIT13mzdvDrmOyWTCnj17UFBQgDgTWbfe4UGCT9kSLVVsgKhUKmEw+D9fo1JA5L0Q3A64Svey15955hmcN3IkACApWod7770Xb731Fs4991y2DP1+bxiQhIKXL8XeFy7GhT0JudVIBjmhlK1wZAuQJBK6vCEbGqfOmIfRz3+LvLy8kOcD8IelVFfT0BEjeowYj41btiLuojvhFUSmmFLU2ty4ZeFmzPh4MxsQUtBJA8BfsxWqUaw0JCOCUwNB9PfYkv6GHQ4H5s6di0cfffSEtivts1VZWYm33noLAPD0008jPz+fqeJ00iMwjZCSLQCArZr96dLEQKGLCrDoypUtTVp3DLr0Bsx87CV2TDSgaOzYsVi0aBES44mNsSUBGR0BdP/cvABBEP02wpNUtgASliJtE0HPKyVT4UJ0Yg1qZvXv2QHDMYCzV9mKBGREEEE7Q9pfwyVRtqQqV2OgpKx9arY6SvR7+GPPTjDiwh7J+GlPebMCR3r06IEvvvgi7PvSQX16ejr72+l04vvvv8emTZtw2azHsKmMD3ooGtRKeGqJrUYdSwY1gdYvjuNgE8mgmg6upZ9tt9tx2WWXyV6fPXs27r33XtYfrK1glgzMO4XosSVFVpwBx6rtzEZI1bnXXnsN99xzD6tbo1AoFOjcuTPi4+PRqXMOhAv/iQbOgG6JRNnirdVMWUxOTpYNUDetW4XC126CNq07U6B+/PFHXHTRRRBFwGo6jEGdYjE0Jx4XXXSR7HNNJhOUSiV4nocoiti6dStKS0vhdDoBl38AE0rZCmcjBMgAqcrqgtXllTU0BsjgVGVORkJibFCPLiloY+O6erK+QmdEXHwCBvbrA6WR1MY43Lxs8qHK6oIgEjJVWu9AeoyeHd9Rhw5vvLsRr1/bt1GypVEqiFIR6bV1yuANsKEtX74cx44dQ1lZGZYsWYKRvkmCplBZWQmj0Qi9Xg+O42Q2wkOHDgEg9aUcx+HWW2/F9OnTccEFF7Ba0W7dusm2F5PoJ1+JaZmoVSrg5gVUWpwQXHbs+GkJ1pnGYMyYMf7UTSep2eI4DpfOegL9MmOwesk2AMGtN/y1T4EBGR2cbEkmNwnhIn+fqI1Qag3kBZGRLb1aySY7JpyTgsIaOy7pHToYhOM4JEVrUVzr6JD1WoD8/JxNNVsRshVBBO0MesPx8AKcJ1Cz5WpHZetELROtgeYqWwBw5+guWH+gslVm+6SDeukAiOd5TJkyBQAwd0U+dv5WGkS2tCoODX99CwCsIbDVlyB366234sCBA/jyyy9R4WtmmRRAtg4cOICSkpKgBsB33nknevXqhUGDBp308bUEUstZY0mEADCwUyx+O1iFPukxAPx9pgAEpaRRHDhwAHa7HcdLS2DS6CGIgC6WWPrc9ZVhGyKbfKRHcNngqSPktlu3buA4DhwH3D0mN+x+Pvzww3jkkUfAcRwWLFggs9rlDLsYGHUPACB29E1Y9f6L6JztJ4mNKVv+WX9PUG8wq8vjW6bxJq008KXBt75Ca4RBQwZjaiUHDy/C5vbKSLBVEjd/tMqGWI3I6hLfWF+MCiew+K9CSZ+t4DhttUoBuE68Zsvi9KDB6UV6jL7phc9S0JotOtv/4Ycf4vvvv8eECRNgt9tlv5fGkJubi4aGBuzfvx95eXmMbPE87++HlZ3N0jCPHDkCi8WCkhJC1gPJVp8xE/HnT9/CeWw7ktOz4NQo4XYIKC4rx/EvHsO3FUew+fuPUVRUxFLzXF6/BU6rUsgmAo0BNVt0oswV0NS4I1rgpJAek8sjnHRAhlzZEoPqtQBCVGdfGF75BoC+GTEoqXNgRJf4E9qPU42IshVBBBG0C+iMljdA2XI0g2wJgsi87m2hbAWmIJ1MP5iTha4ZaYQU/bNiseHRMTLb28mgoKAAdXV1MpJgNBoRHx+P6upqeC0kpCI6YPBs0KrAWyoBAAq9LyzDNxhes2YNjh07hr59++LS//saQLCylZ6eLlPTKJRKJcaMGdMqx9YSNKdmi+K+C7pi8oAMZje85pprsHDhQvTq1Sus9fGuu+4CQEIytGolmS03kkGEs66C9a0LjI03R/vqvapJUIlKo0FmZibWrVuHgoICXHXVVTCbzfjf//4Ho9GIoUOHQqsl51oaFPL777+zvydPngxn13HY5XPSmeJTcd65I2Sf27iN0G+xCmUjtO74CX9vLccfefdhxIgRQesD/l5bVgsJO1BojeBttXj22Wdh3XQM2sFXB9Vt2SRx8AVVNuQYSBCGQqnEkb9Ww5K/Aj8rn0CdhtQ2hrYRnnhj4/X7KzD7q+1ocHjwx2MXtGuCXEcG7bNFB9000IKmo9J/NwZBEIKi341GI+uxt2PHDgBysnX48GEcOHAAAJCYmIjYWHkEvE6tgLeOtF9Iy+qMSo8S9Q4Pqh08PBVHAPgtwdJ+dtW+tgmkXtF/rw6sm6X3bmYjbMMa5JOBWqmAUsGRWmsvLwnIOLHtSYkHz/vJVlMTMIGYe10/PHlpD6R10ImNSM1WBBFE0C5QS/pryKLfm2EjlC5/ttVsaZsRkCFFkknXrOWag06dOqFv375Br9PBc/3+P3F+1wTcOExujZNaaJTGOAB+skWDOWpqalDvJccWSLY6GmIMzavZAoh9RLrMhAkTsH79elkiXiAo2dFoNCwCX5Oci9hxt2PEtXeFVbaifaQHANQJndAptweUSiWmT5+OW265Bfv374cgCLjsssswatQo1ng5EHQQunTpUnz99dfI7j2EvReqbqJXr16YMmUKhg8fDo/Hg1WrVuH3339HZWUlI1uhbIQNTi/shzdjx09LsH379rDng9oI0weMQZ8LroTKnATR0YDnnnsOVX9+ByDYlipVto5U2eB2u9G9e3cYEjLgOLQJnooj2P73ZjT4bEuBARmA/3fv9grwer2oqKgIu49SzF93CDM+3owamxteQcThytBJixH40+zoPZWSJjq50hyyRcJ5yHYo2eI4DnfddRceeOABlJaWAiBkiyaalpWVsUmLQFULANScAG8DmSDK7JQNva/mqtbjv06otVqp4FhdbI2NqPOaQGUroG6W2sHdvABRFOE6TZQtwE8IpWFWJ6psKRQcqy32CiIaHL6GxmHqs8JBo1J0WKIFRJStCCKIoJ3AIl95QWYdbI6NUBqi0TbKVkeq2ZLYCDvIDFllJRmU/N+zT0MUnwp6X69WwdBzFNylB2DscT4AwOYbHEsjv6ts5LVAG2FHAyVAZr06qBluU+A4jiWmNYWMjAwY9WpUWlywqs2IHng5ug1Iwap5/wAQrGzFmn12UaUaabfOx79vIO9nZWWhuLgYhYWF6N69OwSfmiBNYNuzZw+efPJJJCQkMLLVtWtXAPLrrPbPb/DGGzswffp0JCSQhs0XX3wxLr74YgAIsiAOnXwbkHsFrBJli9oISRqhv9FzOFAbYdroaeiWYsK3W0sQY/b3BQMQQtmS2wg7d+6FT1b+jmvf24jaVW/BAcDlsIPqTaG+R40kIGPWrFlYtGgRfvrpJ9b3LRRqbG689hOpA9KqSM1Xnd0ddvmzHV7WFJec6xNRtihBUyqV0Ov9A+63334bALBixQp07twZo0ePRmxsLMxmM+rr66FWqzF79mxZSxKK4l1/AiL5naSnpcFwvFi2v4C8FYVJp4bNzaPa6le2pBNjBm1oZUsUaUiUzxavOj3Ilt3Ny1woJ/NMVCsVcHvJOMBygspWR4dScg89m2q2OsYIJYIIzmJQAsMHKVtNky2qfqkUXJtI8kE2wnat2fI/jDuK5USna9wipdcokXj5w0ibtQAKDRkMUZvXuHHjAJA0sEpfzVbHV7bIQKApC+GJ4v777wcAzJs3j5GAsnonAEJcv/rqK7zwwgvo3LmzbL3YGB954j0QeS+ifAMWavssKipixFir1coGplarFd999x2WLFnC4rZzc3ORn5+Pw3+tBm+rAwAUrP4U//jHP8JGcv/555+yfxf8TRQ8q8uLJ598Elu2bMGsWbMAEBshpyHnsLHod6psVVldTMGK8RFLweOCKPBBLSNsbjnZAoCPNpCm23kZpG6QEjWTVhXyPuJPIxTw8ccfw+PxNNkEe3dpPUQRyI434PyuhIzW+urCIghGoLJFyZVU2aKqVThIGxqHsuZedtlleOWVVzBmzBhwHMeshHFxcXj99ddx7733Bq3Trd8QKKOTYDznAkTr1TCo/WQpfsL96D1gCJ577jn2GlV8a3w2wkBlKyowIEPynpsXmLKl7eABGYBflZNOcJxoQAbgb+1QY3MzpTm6hZNYHR3SMUO4pvRnIs6eI40ggg4KaUBGc5oaNzg9+HHXcbi8fJsmEQK+QnkJwvX7aAu0JCCjrfDZZ58hJiYGixcvDvk+jT2WDoSo8vDvf/8bDz/8MJat/InVxiREdWyyNahTHExaFS7qmdz0wieAuXPnora2FkOHDmVkq7TOAXf5ERzZsg79+/fHU089FdSQmRIQgBAJWktCyVZhYSF27doFgKRPSr8PmihosVjw0EMPYcaMGTAajZg5cyaWvfEIXMcPQhR4eJ3B0e8A6XlmsVhYutt7772Hv/76C3e8/DHZrtOLlJQUDBw4kO2PxemBQtMcZUsLUeBRfrwUdQ2ElMXH+C2ToscpI1eA3EZYVGOH1eXFLwcI0RzYJdW3HiFb5hD1WgCgVvlrttRqsszTTz8ddj8BYE8pGfj3TItmdtNan7JlcXrw466yZocAnQ3wK1tyGyFVtkRRDNvwmkJKtqSw2WwoKSkJurakIRnhEGOORvodHyDh0tmI0qqYjRAAovpciC+W/YSUFH86XlQg2VJyATVboQMyAGJTdbI0wtNA2VK3no0QkE+m+JWtM8uApjpL0wg7xgglggjOYkhrtpzNiH6fv/YQ7lj0N77+u7hNe2wBgDpgUNvRmxq3NcaPH4+amhpcd911Id/Xh/ieKNlKSkrCnDlzEJ1CBuBmvbrDDzi6pZiw7ZmLcO/Yrqdk+xzHMasdJVsur4Cate9j0YsP4rfffgu5nkGnhb7rMABA2cL7UFNKIuKlZIuGBfTp00e2Lg25UKvVePXVV/Hxxx/L1uUbKlnsOyAnW/n5+VCr1ejZsycjW4MHD8bgwYORkkIIqbR/DkWDwwvOp3Q2RrbiozTgbNUofPsmLH2A2BWjjUZGgARXcGNjq+TzBBF4+OX5OPzuHXBtXITOqSRshCpbocIxAImN0CswFTCQZAZit49s9UozI9a3XWojnL/uMO5YlI/Ff4VuaH02gilbSg48zzNilZycjOLiYjQ0NMBoNDa2ibBka9KkScjIyMBDDz3EUgcB4JFHHsHq1auRlZWFysrKkMqZTqUEx5HvP0qnCiJLgWSA2t4oeVQrA9MI5csrFJw/gMUrnDZ9tgD/PkrrJE+GQMT7bMLVVrekZusMU7bO0pqtjn81RxDBGQ6WRsg3z0ZY6rNRldQ62kHZkt8c2zUgowPWbAGNNxWWzgqn+pr72j28rNns4Uoy2O7oFkKKtpqdlNYSqUzEljZ//vyQtSwalQIJl84GQMhRWgqJi6epaVKy1bt3b9m6lGx5PB64XC72OiVb3voKeGtI3UpaWprMOkoHw2VlZWxdWu/lD8jw4N///jdeeeUVFBWRtMSyegcUakJiGrMRqpUK3DiAWP8UWvJZRq2SqXGixxFsI3TJyd2azXvgqTqGWM7GBuWim9xTwqV1UruPy8Oz/TObzdi+fTuqqqpCrrO7lNSlSZWtnxZ/gKysLPy9jYSAFNY4Qq7bkVFjc+Omj/7CZW/9hsve+g0Lfj3cKtulZIsqI+vXr8eyZcsQGxuL9PR0mEymJhuWJyYmYvr06UF9+Oj3/N5772H48OHs9SFDhqB79+6YNGkS0tLS4PUGTwRIJ3xMWrXsHgYEk6dA8qVRBaYRBk8gSePf27KVycmC2gilNVuKVlC2Ks9kZUvihmlPZ0xbo+OMUCKI4CwFC8gQAmyE3tBkiw6mrC5v2ytbAaTmZB4sJwuDRoUkkxYxBvVpU0QsHWjkJvkGyCJ5WIuiiC/+LMR9i7cBAM5phZ5gZxKktQtKE1Fk/vjjj5AWKI1SAU8tSV5TGMzISCEERVqztXPnTgDByhYlLgCxV9HZfka2GirhriwAEJ6oiaKI+vp6lJeXIyoqCp999hm+evv/4C4/AqvLizfeeAOPPfYYSkpKIAgiSuuczVK2AGBcLvkMlZ6QrU5xRrbPgtsRwkYov4+UV5Mas86piWw9nYIsE85GSJVjad3QM888g379+mHJkiVBy9vdXhzx1Yf1SotGrI9s/bpoLoqKivD9C7cBwGkZmPFNfjF+OVCJXSUN2FXSgDk/7keFxXnS25VGvyuVSowaNQqXX355o02uA9G3b1988sknePHFF2WvmyTpnIEhGFSBzcnJYQqpFHqNpN4qhLIVWIMVmJ5HAjKkaYTBxyONf3e28QTiycCvbLVOQIbURujvs3V6PNuaC6XMRtjxv+PWQoc40vnz5yM7Oxs6nQ5Dhw7FX3/9FXbZ0aNH+xpTyv+79NJL2TIzZswIep8mREUQQUeDLCBD2mfLHdpG6PCQwZTV6WXqV1vZ6AIVpPacmVIqOKy47zz8eP/IDmMjbArS4vKcBCOL+rW5vFi9pxxPfLsTbq+AC7on4ZnLe7XTXnZMyFLyJHannj17Bi2rUSqY+qSOSWUDvNzcXHz44YdYtGgR3nnnHbzxxhsYOHCgbF2VSsXUqp49e+KHH34AILcResKQLUZ6BAFOpxNJSURR+/LLL7H88w/gOn5I1mcrJiYGVVYX3LyAqO4jsHvvPmZbDAe6bu/OaVj7j1HIijdg2bJluOPNb6BO6BSkZNF/x/mK7wVfrVn3TimYMmUKXC4XZjz3HtmfMAM7eo+qq68DANaTDPAncEqx77gFokgGj0kmHbMRUqSdNxmAv4brdMKGQ0TJu2l4J5yTHg2vIOKb/JIm1moafEDNlhSvvvoqbr311kbbAjQGqa1QSrZcLhceffRRAEBeXuhmudJUQJNOJeuTpVZyQaQocOJLo1LIthGohNFlAGIRZjbC00DZopOcsoCMk3gk0rTRKqub2Y1bGv3e0SGtaTubbITt/i0uWbIEs2fPxrvvvouhQ4di3rx5GD9+PPbv388eVFJ88803cLv9N+jq6mr07dsX11xzjWy5iy++WPbQkj4cIoigI8EfkCECaFrZojd2i8vrj8ltJ2WrvQtck0ynV4NUnWSWODVGD6NGBavLC5ubx9aiOgDApb1T8db1/U8q1epMhJQIaJJy/H9rgq1vCgWHquWvAQC8taXsOo2KisItt9zClgvXCDoqKgpOJ1ErcnNzAciVLdq5NBzZAogdkNY3Ufsi31CJgkor6n3Wx5iYGBTXEStdWlICenYnfY727duH2267DSNHjsQ//vEPxMXFse3SHl3xcbHISSSf169fP/RvMOF/pftY4iAFVbrOSTfj1wP+erPMlESmZNwwNAv7yxtwed+0kOeD1tToTDH44Ycf4HQ6sXHjRgChlTh/vRYZ5FMboSY6Ae6GKiizB4LH6ZdO6PYK+PMIUQavH5qFXmlmPPLfHViyuQi3j8xp0ubXGLySmq2SkhJ89913SE9Px5VXXonvv/8ev//+Oy655JKQ/f0o7HY7OI6DTqeT7Us4sqVQKPD3338HLSOF9NkSpVXJ6k6NWlXQMQcqXRqlAhqVAjcMzYLV6WWEQgppry1/9HvHn0BjypZvQkPBNW4jbwpU2aqWKluniWujuZA3NT57nnHtfjW/8cYbuO2223DzzTejZ8+eePfdd2EwGPDRRx+FXD4uLg4pKSnsv9WrV8NgMASRLa1WK1susCt6BBF0FLCADF6QKVuuMDVb1EZocXrYLKCujWJyA2+OZ9PMVGtAo1Swh02qWQejlgwybC4van3pXd1TTBGiFQJSZcvQ43w8/NwrzZrp1yd1anKZQFB3hUKhYIltnTqR7fDWaiROehIvf/xdkGNCoVCwuq2xY8eyAA9G1CyVqKmqgCgIAKcApzWipJaQrXRJI9IvvvgCGzZswIsvvojs7GwsWrSIvRfYEJmiVxr5NyU6FDSNsHe6LyLeZQ1af2CnWKy493wMy4kPeT7oJItSrcMll1yCq666ilnTQtWY7fHVa1GyFWv0hSY4yWc7OTJJcrrZCLcW1sLh4ZEQpUG3ZBMu7ZMKo0aJo1U2/Hk0dAuA5oLn/X22du/ejXvuuQfPPvssAD8RaqrX1nPPPQeDwYCHH35Y9no4siW1DYYjW9QCSFUsqY0wkFgBoWu2AODFSb3x7+v7hyQjTNnynF7KFj03dt8+n+zkozyNkPxuz+iarbPoOdeuZMvtduPvv/9m/WUA8rAaN24cmzVrCh9++CGmTJkSlNKzfv16JCUloVu3brjzzjtRXV0ddhsulwsNDQ2y/yKIoK1A+9p4g/pshbMR+mu26PLaNmoA2ZFqtk5HcBwHg28QkWrWM0uN1eVlUcmxxtAhBWc7pPVEHKfA9FtvD6q3kiLjin9AHZ+JXlMekb2+detWXHXVVXjkkUdkyWxSFBaSlLzs7GymnCUnJ+PGB59B4pWPQ6HRY/CwYSHdF5SE7Nq1iz1LqLLVxeDEhDQSnKGOy0BhvQclPmUrlrPjySefxFNPPYW9e/eybVksFsyZM4dtP7AhMgAsW7YMKxa+BVfpfhyrtrNZccBvI+ydTsiV6FO2YmJiUFZWhqlTp2Lq1KlhzyMgb2oceJyhyJY0iRAAYg0aiAIPwRfEITitqFnzPo5s/LHRz+1ooBbCc3MTwHEcjFoVJvYjauCSzUUntW2vpM8WPaf0HDeXbNH1pAqrdDuAf9KA4sEHH4TZbMYjj8h/JxRU2YryqVhNky25EtOcXkr0+jr9lC1fQIZvAvRkn4cJJr+NsMFxptZsKUL+faajXY+0qqoKPM8jOVneoyU5ORnHjx9vcv2//voLu3btwsyZM2WvX3zxxfj000+xZs0avPLKK/jll18wYcIE8HxopeCll16C2Wxm/9EHYwQRtAVUkj5btL8SIE84koLaCKU1W22lbHWkmq3TFQOzYxFv1KB7qonVEtndXla/EhchWyFhDhh0hKr9kCJl8MVIm/kOkjKyZa//5z//wbfffotXX30Vq1evDrnugQMHAMjrWBQKBS6/4VYY8oaDU6rC2nsuueQS9ne3bsQWSJ8pztoK5CjIgF2d3BkHyi1M2YrV8HjxxRfx73//G/v27QMAvPDCCxg2bBgGDRrEttmnTx/cfPPNOPfcc9lrS5cuxcv/eh7aKrLfeyXqFm2anWLWY1hOHAzRZiSnpCA+Ph4ejwdffPEFvv7665DHQkEHzIVHD+Ljjz/Ghg0b2IA+0Ebo4QXsO04G/T19ypZZr5bF5Vt3/ATLlu/RcPwoq1VqChaLhVne2gtSskUxZTBRLVfuLEP9SdgipTVbgRHuVIVsimyFi37v1ctf/xkYkPHGG2+guro6qDE4RZeEKMQY1BicTayseknNVkuUrcYgC8g4rdII5dHvraVs1dr9TY3POGVLco7UZ9H44bSmlR9++CF69+6NIUOGyF6fMmUKJk6ciN69e+PKK6/EihUrsHnzZqxfvz7kdh5//HHU19ez/2gcbwQRtAXozSdwzBEu+t3pbk9lS35zbO+ardMRH900GH88fgGidWpmI7S6eL+yZYiQrVAIIlshIqSloBMDgQNC6WRaOGXszjvvBAAcPXpUvk2VAra9v6Lm5/ew++/Q7otnnnkGALFo0YGtNAVx27ZtZFtJOThYbmXKVqcUMpi1WCxs0Dxx4kRs3LhRZqu/4oor8NFHH2H69OnsNUp84rTkJiK1ElIbYZRWiS9vG4bKXX/geFkZRo4cyRQPt9stq4UOBG35sGfLH7jlllswd+7csMpWQZUNbq8Ao0aJTnEGAGTgbDRFI+OeRXjxizVQ6H2WRrcT9Y7mEZSHH34YgwYNwjvvvNOs5VsbDU4PtvvqKqVkq0+GGd1TTHB5BXy37cSDMnjRr2zR778pZeu5557DfffdxxIi6SR1fLzcDjps2DDMnz8fDz/8cMjJZKUy/G/JbFBj0+Nj8d6NJEhGpmyFIAKB5KA5A2qthGy5Tss+Wz4b4UkqW7EGDRQcyf+h5PtMq9mSqn9n0/ihXa/mhIQEKJVKlJeXy14vLy+XdSQPBZvNhsWLF+PWW29t8nNycnKQkJCAQ4cOhXxfq9UiOjpa9l8EEbQVVGGk9FBkSxRF5g9vaAdlK/DmGG7fIwgPhYJj5JgSAZvLy8ICIspWaASSLUMTyhadLQ8kW9Io7VBJhgAJnAAI2ZGiquQYqn54A5a/l2Pf9i0h16VR2l26dGGflZGRAQBwOBx444038NJnP8DYYxQOVviVrZxU/wB+z549qKmpCbJ8hQMdlJtVhFhRsiWKIiNbNMxA+huW2s0ai5ynypbNQrZrNpuRm5uLqVOn4qKLLpItW95AbJJpMXpZ7WGcUQulMQYN2kQoNKRmS3A5mp1I+N57JDHxrrvuatbyrY2Nh6shiCRFVFpfx3EcpgwmBObLvwpDNgZuDnhJ9DslsHQsEops/fzzz3j22Wfx1ltvoaKiAgBw+DDp+dWlSxfZttVqNe666y7MmTMnZKBMU9CplazWSt+UjVAbkEbYHBshSyPk2zz06WRA68qYjfAkyYNSwcnu/0oFF7Iv2emMSM1WO0Cj0WDgwIFYs2YNe00QBKxZs0bWeC8Uli5dCpfLhWnTpjX5OcXFxaiurkZqaupJ73MEEbQ2wlnxQtVsuXmBzXi5vQIrom0rZYvjONnD82Rn8s520Bhli9PDwgJomEAEcujUSpklSd/EYCycsjVgwAD/NnWh0yyXL1+OhQsX4oUXXpC9vm7F1wBPfnP9+4VOhaMWROmAV6vVIj8/H8ePH0daWhouHjUCqugEHJAoW7lp8WxAa7FYEBsbC4VvMkMQBHg8hIxXV1fDZrPJBvWUNBk4ssyeMjIod3n994tQtku1Ws2SehsjW/Rc2q3+FMVBgwZh0aJFePzxx2XLVlkJ2aKWKAqaSHiowgKFr6eY6LajrpnWu4QEPxktKCho1jqtiX1lhAAN7BQctjWpfwY0KgX2HbdgR3H9CW3fywfbCMMpW4IgsBCM++67D8nJyXC73azWMJBstSYM6qZqtlpuI9TKbIQ0IKPjT+TR/T5YQX47rWH5k/5uTLrgtMfTHbI0wrNosrbdj3T27Nl4//338cknn2Dv3r248847YbPZcPPNNwMApk+fHnQzB4iF8MorrwySy61WKx5++GFs2rQJBQUFWLNmDa644grk5uZi/PjxbXJMEUTQEoQjW64Q0e/OgN5b1b6BTVspW4DcFqI8izzXpwJ0AFxa52Q20oiNMDyouqVTK5q0oDBlK2AANH78eHz66aesqXEopKam4qabbgpqGZKU7HdcDBnQL+S699xzDwDScFmK/v37Izk5GRzHsYbWlRYXU57SYw0h66BuvPFG6HQ6fPHFFwBITXJUVBRWrlzJlqHraUEI+8FyC1xenm0bIM1ka2pq0KdPH5x//vkQfEpKY0EXFPRc2qxkmcAkRCkY2TLJz51YdQQ1q9/Bph+WsAbOgsfZ7ERCg4FYEj///POguqO2gN3X3zBQYQWI1e6Sc8i1sfgEgzJ4IdhGSEnWjBkzUFxcjA8++AAAsGjRImzbtg1msxlPP/00AODYsWMQBAEGg6FJZ9DJwNDCmq1mBWRQsiULyOj4ig5V3wprSD3i2O7BgTktRSDZOtOgikS/tw+uu+46vPbaa/jnP/+Jfv36Ydu2bfjxxx9ZaEZhYSHKyspk6+zfvx8bNmwIaSFUKpXYsWMHJk6ciLy8PNx6660YOHAgfvvtt0ivrQg6JMLN7jjcwWSLPvApqn11Pm2lbAGAWjJTeTbZAE4FaN1Rsc9KZtKpmjU4OVtBB7pGTdODEDopEDgg5DgON954I84555wWf7409Tacxe/TTz9FYmIiVqxYEfTet99+i1mzZuGXn1fJrGhxRg0MGhUjPueeey5WrVpFjkOthsfjQXExadJMo9+laYR0Pd7lgFmvhlcQcbDcypIIDRollAoOtbW12LlzJ/Lz85lqFi7oQgp6TToCyJbb7UZNjTzyvJIpW/JJA3fVMVjyf0DVrt8kypaj2b226HEHNqFuK7iaCG64zheUsWxbSVBj6ebAKwnIuO+++7Bs2TJce+21AMj5Tk9Ph9FohMfjwZNPPgkAeOKJJ5CQkACv1wu1Wo3bb78dN9xwwylVQ/RN1mwFNzVuCqzPlkTZOi1shAHHdknvk3dPxUt+N2davRYgV7bOppqtDkGb77nnHjYbGIhQoRbdunUL64vW6/XsIRVBBKcDlAoOnK8olv6bF0Q4vcE2QnsAAatqF2VLGt169twsTwWoslVcS2ZGI/VajYOSLYO26YEYHeQ1lVrYElx51VV49c35SOs5JOyA9sYbb8S0adOC3l+3bh2uuuoqACTAoGveJGYhzIgl5IMSn4qKChbxTgMNAsmWVF2SEqZeadH443A1dpfW4xxf3Ds9B6Fi45ujbDGyZfOTLVpbzXEceJ5nx1ttJRNAgTZClZccq0JrBKchKpXgdjRL2RJFEWPHjkVtbW2Qm6WtQCe/9GFqaIblxCE73oCCajt+2FGGawe3LNXYr2wp0LNnz7D1hAcOHEBxcTFMJhN69OiB9PR05Obm4pdffsG7777bos88ETQV/a5RKaBVKZhC1ZLod5uLZ6TzdArIAIBEkxaDsuMaWbp5ONOVrbPVRnjmfZMRRHAaQqXgWA8bs16NGpsbvCDCwwuyh1Wg2lVlIWSrTZUt6czUGeYnb2vQwUqRz4YSsRA2jpYoWxrfb6I1BywDclLw/tKVLNI8HEIRsfz8fPZ3v379EBUVhfX7KwH4Gxp/9913bJDdo0cPAP5wjaKiIoiiyAiTlGyNGzcOv//+OxITE/HVAY+PbDWgcwIhYfQ6C6WK/fbbb9DpdI06P6hK6PKRrZiYGEbwRFGE3W5nql9VGGVL4fGRLZ0R2tSuGHL/f1BsVzYrIIPjOHzzzTcAgMWLF2PJkiWYMGECZs2a1eS6rQVHE4oLx3G4bnAWXvlxHxZvLmwx2ZIqW4EoKSnB66+/DrVajdGjRwMgwV8pKSkoLS1lltC2QFNkCyDqlstKn03NtxFaJP3hTg9ly7+Pl5yT0iqTj1KydSYqWzIb4Vk0WXv20MoIIujAkM7wSGsCAhMJA3tvVflmkdtU2fI9GDnu5NOXznZQhcbmI9ERZatx0N9GOHVBip6p0eA48v/WAsdxuHF4NgZ2avkMdlpaGvu7X79+6JrsbzRLyRYlQQqFgvX4omSruLgYhw8fhsfjgVarldXlJCYmYsSIEejatSs6mdWwbF2J/G3bmZ2NthgIRdTMZnOTFns6GB563X344osvMHjwYBgMBmZFlKpi4QIyBJeNHJvWCIXWiIGDh0Adl95sGyHF/v378d1332Hr1q0tWu9kQe+9jQWzTB6YDpWCQ35hHQ6Uh1cKQ4GmEaoUHJYuXYpFixaxpGaLxYK5c+fi/fffB8dx6NevH3r37o2uXbsCIJHvO3fubNQK2lpoykYIyCc4WlKzJW3GfVooW5LnbmtYCAH5JEWgJfNMgKypcaRmK4IIImhLSAtFSQIR+TuQXAXaCGkT5DZVtnwPz7NpVupUIXBmOKJsNY6WKFuPXtwNfz91YatYe1oDsbH+FLvc3FzkScmWz0a4d+9eAES1oARIaiOkTX379OkDtTr0QGzXrytQ89N/8MNzN+KlJx4Ab6tj5yuUstUc0N98Qte+uP7665GRkQGO45i6JSVb4WyEgpOQLU5LLIS5SeT4m2sjpKUDzbE9ngo0p81GkkmHsT1ISMLiv/xBGS+//DKeeOIJHDx4MOy6tJ+9UsHhiSeewI033siWl6YRjh8/Hlu3bsVnn32GmJgYJCWRz+vTpw9MJhPWrl174gfZDGiU/nCacBZdSraUCq5Zag8lVg0OL/uM02EijxLv1rIQAgHKlv7MM59FlK0IIoig3SC96ehUSpbE5AqIfw8VmgG0bUwuHXhF6rVOHoGkIT4qQrYaQzSt2WqGssVxXIdSCi+88ELcdNNNeOutt6BUKlkiIeBXtubMmQMArG8S4Fe2qqursWHDBgDy+HqAKFbz5s3Dq6++ipLD+8iLoojV336JymWvMFIfStn65JNPMG3aNHz77bdh953+5t0BdaSB4RqiKDKyFXgte5x+ZYsTPNix8jPUbfgc1Q2OsJ9LQQOuhg0b1qxAj0DU1NTgxx9/POEeWICfbDXVcmCKLyjjm63FcHp4iKKI+fPn46WXXmJ9sKT4bNMxLPj1sKzPVmAaIf0/z/NwOOTni6pbFM3tzXai4DiOxb+bmiBbzWloDEhshC6ibJ0Ose8AMDIvEZP6p+P/rjyn1Z6H8pqtM1HZOjtrts6eI40ggg4MlcRqoVUr2OxpsI0wdMpVWypbGt8DNFKvdfIIDHqIKFuNo1McUUXSJEl+pwuUSiUWLlzIwqCitCp09REuqnLt2rULAJCens7WM5vNGD16NK655hoMHDgQt956Ky6++GLZtq1WKx588EE88cQTKDxC+nwZeowEAHiqCpndS6VSISUlhakhALB582Z8/vnnspqyQKiVHESBx/7fluPbb79lPb8CVaYGh5ep7YHKlstOllFojYg1aPHJvP9D/e9forKmrslzV19fD4/HA0EQ2Ge2hGw9+uijmDBhAp544olmrxMIVrPVBNEfmZeIVLMOdXYPftpTjt27d6O4uBg6nQ6jRo2SLev2Cnh22W68uHIfawYdqqmx0WhkdYDSxsYAmN0UIN/vqSZbAPn9cRyQGuZ3SBsbNzdZVROgbLXl8+xkoFMrMfe6fhjfq/Wi9hNM0jTCM0/ZkpGts8hGeOZ9kxFEcBpCqmxpVUpfcbAnqLFxoI2Qoi1rtlQRZavVEGgjjIs0NG4UE/ulIcag7jDWwJPFhzcNRkmdA9kJJFxixYoVePXVV2XNlDmOw7p169i/Z8yYEbQdqvZ4vV7s3b2bvNZ3PAYMGoL9Vg2ze4VK/m2OUqRRKiC47Phz4f/hqoUk8h0IJltVNkIYTFpVUMDBf95fiMte+xFKgxlJMUaoNRp43G7U1svJQyhIExhDWRebAu1P9fLLL+PFF188oWh0lkbYhLKlVHC4ZlAm/r3mIJZsLkTfml8BAE6nkwWZUNTZ3SyFsKzeFyAi+tUren45jkN0dDTq6+uRnZ2NnJwcLF26FL169ZKRrU6dOkGlOvXDuvenD0JZvUPWvkAKqmw1t+6KphHSmq22fJ51NMQbz+yAjLM1+v3svaIjiKADQTrDQ5Qt8kAPrNkKayNs05otsq+qSD+ok0ZgzUNE2WocaqUCY3skh2wsezoiK96A4V38Ueb9+vXD559/jpycnBZtR9r/a9u2bTj3kYXQpfeAof/lMOSNCJsaBzQ/+p0GXOj1elYvdtFFF+H6669nShlNRw1saAwAORmpUMelQ6GLQqJJi6go8rmUbP20+zhL5QyENLL+RJStbt26sb8Dm003F84m+mxJce2gDHAc8Puhany7zN9vrbS0VLacNBzkeIMTAOB1+W2C9FgBv8rlcrmwd+9e9l6/fv3YMl26dGnu4ZwUsuINGJoTPoI/itkIm/eM0PrOaYPDZyM8DcIxThU0KgVTtM70mi11xEYYQQQRtCWkNx2dSskeNkE2wg6gbEVqtloPgTVbHanGKIKOhSNHjmDjxo3MwieFSqWCXk9UBpfLha7de4BTaXC0ihCkxgJFmkW2VAqILkKEpPVe//rXv1g6IeBPR40PcR2bdCrQW0ZClBbRvs91Oez4384yzPrsb8z+alvIzw+lbNlstrD7Gwhaq3XTTTehb9++zV5PiubWbAFARqwB53dNhOCy469NG9nrgedYGntPbYReH6nV6XTQaCSWsmh/qqZCoWDplhdffDGzR7YV2WoKtNaoOQ2NAUDLlC1iIzwdYt9PJahNOj6q8ZTQ0xERZSuCCCJoN0hvOlq1gsXrOj085q87hFmfboGXFyS9XuQ/3bZ8OFHLR6Rm6+RhDKzZipCtCELgtddeQ5cuXTBixIggGyCF1A6YYiaDNWt5AWz7f0fD8QIAwG233YaRI0fil19+CbleOBAbIXm/sSTDcLHvAPCPf8yG/Y/PIbjsiDdqYDKRzxXcDvw3vwQAsLWwLmiCCZArW/3794fdbsfRo0fD7kcgKFmbPXs2O97mwmazYcOGDbC7CRFoDtkCgCmDM+Es2AaB9zIi3NDQIAvpkCYx0nPndRJSK1W1AGD58uX4+uuvAZCaPqldkAZvdBSyFd1CZYuSMmqpPNvJ1rMTe+EfF+ZhYFZs0wufZjhba7YiZCuCCDoAZAEZKgVLI3R4ePxn3SH8tKcce8oaWM1WkkknW78tbRf0Bnk2zUqdKhgCla2IjTCCEJAOvAOTCAOXueaaa2A9QnpQNWxaiqrvXsLeTSQOPD8/H7/99ptMFWqOsqVRcRBCKFsA4PF44HQSC1w1JVsm+XXsdrsxb948lP/6JUSBR4JJyz5XdNvx6wHS3NkriNhRXB/0+VJlS6lUQq/Xt6ju6v3338dHH310QuERzz//PM4//3yU/O8dAIBO07x77bgeydCLDij00Rh58RUAyLlyuVxsGamNkHKw+OQ0fP/991iwYIFse507d2bNi7OysmTvXXrppbjtttswbNiwlh3cKQKt2dK0kGxRnM02QgAYlhOPe8d2PS3i71sKZST6PYIIImgvyKLf1UqmXFVaXKzhba3dw2yESQE1EW05E8j6bJ1Fs1KnCkoFx2bKFZw/2jyCCKSQphMOHDgw5DJUsdm/fz/cNaQ2SGlKAAA0VJPmuFLSErheY8qWtGZLuu5jjz0GjUaDp59+GgBQGabHFlWmAEChNSAhSss+V3A7WYIhAOQX1gZ9fl5eHkaNGhUUc95cTJw4ETfffDP279+Pl19+GcuWLWv2uu+99x4AwPL3coheT7PvtRqVArfPug0Z93yGpAtnsdelaYK1IXqMRZmiMXHiRFx55ZVB7xUWFgIIJls33ngjFixYgHPPPbdZ+3aqEd1SG6Gq/ZwaEbQtpHHvkej3CCKIoE0hC8hQ+QMyCqr9M9B1djezESYGkK22nAnURGq2WhU0JCPGoImc0whCIiEhgf3du3fvkMtQUgAAfXv3AgCoohMBAHVVxwHI7XgUY8aMQWVlJf744w9UV1czYvLll18yAqZWKlhTYinZovY4lkYYxkZIP1enN+C8vCSM6ZaIV199FRc8vAD6LoNky+YfCyZbDz/8MNavX48pU6ZAFEXcdNNNuOqqqxh5bC5+/fVXPP7448yO1xzQAIrYC24Dp1I320YIANcOygSnUGJDoR1RPiVPSrbq7MH1d+Hs2cuXL8dDDz0EwN/ouqNiRG4Czu+agBuHNU9JjChbZw+kjzjlWTRhe+ZFnUQQwWkIaUCGP/odrMAdAGptbomNsP2VrUjNVuvAqFWiygrEGiKqVgShMWTIENx2223o3r07tNrQRfNSEjZkQB9g+y4oTSQxrrq8FFarFTU1NQAg67Ol0+mg0xFb8vvvv4/ly5cDABYuXIgxY8Zg7dq1UCsV0OcMhCnmUdx1l7/HV2AMO7MRBjQ0pmQrPi4Wn88kVrf4vn3RZbsHh/cQ1W14Tjw2HqlGfmEdRFEMaxPkOA5Lly6Fw+HA66+/3mgNGQDU1tZi1apVSExMPKHYeEqO1HFpUCm4Ztch1dTUoEtiLAZnx2JzQS1Su/RCgl5+TLW2YGWrsvgwFi36E127dsXQoUPZ69L4/+7duzd7/9sDZr0an906tOkFfQi0G0aUrTMXHMch3qhBg9PD7KZnAyLTBxFE0AGglNkIJcpWlT8KudbuYU2Nk6Lbr2ZLrYrUbLUmaFJcJIkwgnBQKBRYsGABZs+eHXaZffv2AQASExPRszOxHap8NsLK42XYvn07RFFEWloaEhMTG90GHcxv2bIFABkMq+PSEdVzNEaPHs2W///27jy+qSr9H/gnaZambdJ9X2iBUvZ1oFCRolSx8gVUFEcQGODLoqCDuDCgAuL8xNEZ8TsKbsMyIIKiLIKIIiAiVhQom6ytQIG2tKVN9z3n90e4t0mb0hQpbdLP+/XKy/bm3ptzHkubJ+ec59Quw57TwDTC2uu9LLc6mD64HVRKBXKKynE5rxQ30pjy7+fOncNjjz2GSZMm3VTZeCnZUmjdGzWq9eCDDyI8PBxdcAkAEPjY/8OPP+5H+/bt5XPybIxsnf51H8aNG4f/+7//szouVSOcPn06Jk6caHc7HEHtka3WvM9Wa7ByYl/8d2I/p9xHrD78iSZqAaynEdas2bpirHnTYSypkNdsWU4jVCkVt3XPK2meNdds3RrSHkhMtuiPkAoqGI1GuGlU8NSp5TVb17Kz8PPPPwOoW2CjuLgYM2bMwIQJE3Dy5EkAwFNPPYXu3bsjPj4e5eXl8gcslmurABubGjcwjdAy2fr1119x4pu1KP39ENw0LhjQ1hddQswJRe11W5GRkQgICMCpU6cA1B1RuxFpqqHlHl2NGdmS2l52/jBS3p+OWbNm2XXN/v37ceXKFYwe3Bt6rQqXckvxU+o167bZWLNVUWq7GqEUO8tpiM6i9j6Rt3PfSLr9uod5Ia69X8MnOhEmW0QtgGWBDMs1W5bySirlaYSWydbtnt8ufQrp0ooWtzYlt+vl35ls0R/x9ddfA4C84XCwpyuUOgPgYv7+8uXLCA0NrZNsKRQKLFu2DKtXr0Z0dDT69euH2NhYHD16FFu3boVWq4XaRYmytOPIP7Ufly5dkq+1TF5KKqrk30+1NzW2lWzt3LkT2//zBopP/4jYKB9oVEr0ul7qOjnNaHX91atXkZ2dLa8Ra8wIleVr21MMpLZhw4bhjrvugUKlQVnWBbnM+o189913qK6uRocOHdC5YzRG9jLvifXl0StW5xlL645slZea22a5rxZQ02dnTLbqrNniyBY5Gf5EE7UAliNTrmoXufS7pTyLAhkGV5U8peV2z29XS6XfObB1S0gFMrxZ9p3+gM8//xx333039u3bB8CcbCkUCvje+yTWfboBixYtwuXLlzF//nyr63Q6HZTXPzh55ZVXcODAgToVD9UuSuQnfYbsTa/hu1275eOWyctVYwkKDn6Jop8/w+rlH+L333+Xz3v44Ydx5swZvPvuu/IxKXmIMCjx3NAYAECvCC8A1iNb5eXlcml5KVm7nSNbq1atwhsffgKVV7Dd10qJ7/333w8AuKOdH3K/+wDvTLkXK1asqGmbjZGtshLzOt3ayVZWVhYAYNu2bXa33VHU/sCQI1vkbFrP6jSiFkxdpxph3c9BjBal313VLvBwVaG0svq2j2zJpd85snVLtPVzBwB0CNQ3cCZR/fr164ddu3bJ30sbG3v1vBePPpIoF5xwcbF+I6tQKODh4YGCggIUFhYiODhYfk4Igerq6uubGpuTAHd9TRIQHByMYcOGITIyEl9s3oK8XeapjDP2rkbnzp3x22+/ATAnRx06dLB6XSnxiTQo0SXEnER1DTX/NyWrZuTJsmy8lIDczpEtwLzfoVJjXXmxPkIIOdlKTEwEAEQH6mEqL0WZMQvZ2dnyeVI1QneNi7zFR/n1ZKv2NMKQkJBGtdmRcM0WOTv+RBO1AJZT8rTq+qYR1qzZctOo5Eo+t39ki6Xfb6Wnh0Rj21MDMaKH876ZotsvxNNcRMddq0J1dTWEtGuuDdIb+7y8mhGlRYsWwWAwYOHChVC71Gxq7O5RkwTExMRg27ZtePfdd5F85CgAwM3P/HN8+vRpVFVV1fuatkanvK7vM1dSUY2q6+vDpGRJr9fLiWJjRqgsR7YiIyOxZ88e7Ny5s8HrAKC6uhpVVVUoqzRBobUv2Tp27BjS09Ph5uaGQYMGAQDa+LpB5Wq+/kqWuSJkYXkVqkzm/yftAzzk60uLzNMEa49sjR07Fi+88AK+/fZbu9ruSOrss8WRLXIyTLaIWgB1rU2NbVW9MpZUoqRSSrZcoL8+/czejSNvFWkUjgUybg21ixJdQz2hZPJKt1DQ9WRLVXIN9913H5RKpbz5cG1S4tO/f395mqFGo0FRUREuXboElYsS4vrIls7D9ghs0uETAIC4+0dDq9UiICAAOTk5AIBPPvkEL730klykA7A9OqW3qE5WWGZO1GxtxPyf//wHRUVFmDFjRoNxsNxbTKfTYfDgwXXWrdXn0KFDUKvVmDriTijV5mSpoTVT0qjWXXfdJZfUV7so4XO9RP3lLHORDGNxJYQQKNy7Eue3LZOT4Zyr5g2pw8LCrO6rVqvxj3/8A/fcc49dbXckXLNFzo7TCIlaAJdaBTIs/9ioXRSorBYoKq/5lFiaRih9fTtJI1tK7rNF1GK19TdPT626cFCeXmgymWyeazllzcfHB0DNxrlpaWkoLCxEdbF51Ms/qO4I7Kl0I3LVftCGdsK4YfHY/p835EIdALBx40Z88cUXCA4ORv/+5n22bI1saa5PoS6rNKGwrAre7hqbGzHXHvW5kfHjx6NXr17o3r273ddIpNdWuqhgsnMa4ZAhQ/DMM89Y7ZEFAEF+3jgPICPbHMe8kgqUnNmP3J+/QC6AkMghUHsF4YkXFyPAlItevXo1ur2Oqs4+WxzZIifDZIuoBahTIMMigYryc8e5rCJYzgJy07jIJcObb80Wky2ilqp3hDfeGNUd2b8VYuZn14/VM6IjJT5AzR5bUrJ16dIlHDt2DADg4uGDvOqaPf5MJhP0ej1KSkoQNnMNHpv2DMaPti6uAdiuRmg5FdBoNGLUqFFQq9UoNoVBtItDQZl5PZObmxvi4+MRFRV1U3Ho27cv+vbtK3//0UcfITc3F1OmTJETy/pI7da6e6Bc6wZ3bz+EBfjCZDLJRUUaej1JWIB5g+mcXCMAIOOaEXl7lsvPV+VegdorCD3+NADDugfXud6ZqVyUUCqA67MqObJFTofJFlELULdARk2yFeqlQ1ZhubyYWu2igNpFKU+5ud0jW11CDFC7KNAj3Ou2vi4R2U+hUGB033D8XB0pH6sv2fr444/laWsxMebKgFKydfnyZRw5cgQAoA6IwuT//oqn7o5GG183ADVvkE0VZZg80HZCZCvZatu2LXbs2AEvLy9s3boVu3fXVDlU/bodBc+NAADExcXh+++/t7rfzp078cknn6Bv37548sknGwqFlXnz5iEnJwfDhg2zP9nSeaDKzRNP/WcXFj/U+BEyAIgMNidbxuv3/O/776C6IFt+vjIvHTr0abVrYbUqF7naLke2yNkw2SJqAaynEbrA1WK0KthLhwvXSuRkS0qupJGt2125qVeEN44tGAqdhn8QiVq6Ll26QKPRwN3dHZGRkTbPkUqru7q6IiIiAgAQGhoKhUKB8vJyDBw4EP/9ZD0+O5KDE9UCb+08K19bqdQCKEE7g0CfNuZ9sr744gssXboU8fHxWLBggc2pgB4eHhg6dCgAYOvWrQCAPn364NChQ6gyZiDHWATA9sanZ86cwapVq1BcXNxgsrVjxw4A5vVoUvn3nJwcu4prSOuzNG4eKEbDH2ytX78evr6+GDRoELRa673GurQLh9o3HJU6H5hMAq5e/lC6esA7IBhqUzkqFApUXE3Fd5vPIqjqLvTs2bPB9jkTjUpZk2zd5g8QiZoaky2iFkBtNY1QaZXIBBtc4eVWs/7B7fpzUjXC5tiThIkWkWPQ6/U4f/48XF1d5fLvtZ0+fRoA0KFDB7nin0ajQVBQEDIyMlBZWYnxjz2KcX8WWPfLJXx9IgPV14e0trl7oLA4D/v+ORWTcn7CypUrce3aNezZswfu7u4wmUxITzcXffD397f5+pWVldDr9Rg7diyOHv8NVRVluJh2CegTafP8xuyzNX36dFy8eBEHDhxAv379bqpsvMrVvP7NVuEiiRACs2fPRkZGBr799ts6hSzGPPQ/+PsRFSqrBa4YS9FtyEMILYvCuPhOeKh3OEa99xOM+9biX6vWoSBtCj788MMG2+dMLItkcBohORsmW0QtQJ2RLYs/6sFeOqsNb9005n+2ET7maTyh3rrb1EoickQN7dG0fLl57dDJkyetjickJCAvL08udqFQKDAmNgJjYiPkc/q874/DWZcA1EwTlEbH0tLScOHCBRQVFUGj0aB9+/ZW91+5ciWMRiPmzZuH119/HVVVVdhyPAsnsiogXM1J0fPPP4///ve/mDNnDp599lkAjdtnq3Y1w8YkarWTrU9em4WPX0jH6tWr64w8HT16FBkZGVYl3y2pXZRo6+eBM1cLkZJVBGNJBZSuHvBx18LfwzwKVpWfCcA8xbK1sSySwWmE5GyYbBG1AOpa1Qgt/9gEe1qPbEmJ2IO9QhHu44YeYV63rZ1E5HwmTJiA7du3y0mXZPXq1bh8+TLWrFmD7OxsJCQk1LnWsriGtHGxZSXD48ePAzBPZ1SprN9yzJ49G0ajEYmJifD09IRarUbc8DG4cCANJrX5w6Ts7GxkZ2ejurq6zms2lDCZTCZ5KqCUbDVmj66OHTsiMTERppC2yACQffl3pJ8/J5e0tySVfB8yZEidKYSS9oHmZOvo7+nIKagwt0unhp/e/GFaldGcbLVr167Btjkby9EsjmyRs2GyRdQCSNUINS5KKJUKq3VYwZ6utUa2XORr+rf1vb0NJSKnM3LkSBQWFlqVa5ckJSVh3rx56Nu3r81ky7JsfO3iGkajEXfddRfS0tKQm5tr81qj0WiV+EjTo2+0z5aUbDU0slVYWCjvXyWtF7P3WgCYNm0apk2bhulrDuH0b5lwc68/Udu+fTsAIDEx0ea9jEYjNr74Z2TnGrHi4J04vnsTvAZNgPcjr2L0Qw/g8p4fUV1iHknjyBZHtsi58OMDohZAmkYolXH3cFVBpVRA7aJAsKcO3hYjWzdaN0BEdDNsJVoA5EqE9RVssKxwKI1sGQwGObm5fPkywsPD0aNHjzrXSolav379MGvWLPPBEiNKUw/i5OEDAGCzuIa9o1PStRqNRt5guDEjWxKpcIN7PSNqRqMRSUlJAOpPtlxdXZF54RyqC7JxIeUMIASUOgO83dXIysqSEy2glY5sqazXLRM5kxbxE7106VJERkbC1dUVsbGx+OWXX+o9d9WqVVAoFFYP6ZeoRAiB+fPnIzg4GDqdDgkJCTh37lxTd4Popkml36XpE24aFZY82hPvPNYLOo0LvCxGtlicgohuh2+++QavvfYaANhMlgBg3LhxAACdTofQ0FD5uOW6rfpYTkG8dMm87ivl4F5kfb4Q+7/4DwD7RrZ+/vlnm68jXWuZqD377LPYvXs3Hn/88XrbJZE2ga5Jtmwnajt37kR1dTU6depUb8VHrVYrJ7RFGecBACqDP7zcNHKSCgDe3t5W7W0trApkcGSLnEyzJ1uffvopZs+ejQULFuDw4cPo0aMHhg4diqysrHqvMRgMyMjIkB8XL160ev6NN97Av//9b7z//vs4cOAA3N3dMXToULm8LVFL43J9g0zLPzLDe4Tgvq7mzS1tTSMkImpK3t7e8tf1JVtnz5rLwEdHR1tt9NumTRvo9XokJiZi4cKFVmuuJDeagliQY16/lJGRAQDw86spAx8REYH09HRkZmbi8OHDGDBgANq1a4fJkyfjwoUL8nm2ErWuXbvirrvukvcVu5FOnTrBw8MDmefMmzrr6xnZ+vHHHwEA999/f733UigUMBgMAABRUQIAUHkGwLtWstUaR7UA6799XLNFzqbZf6LfeustTJkyBRMnTkTnzp3x/vvvw83NDStWrKj3GoVCgaCgIPkRGBgoPyeEwNtvv42XXnoJI0eORPfu3bF69Wqkp6dj8+bNt6FHRI1Xe2SrNk4jJKLbTUp8AKB7d9ub+fr5+eHxxx/H//zP/1gd37x5M7799lsAwIcffiiXlLdkK9mKiDC/ZnFeFjIyMnD16lUolUp07txZPlelUiE4OBh6vV6eCVNVVYUVK1ZYVQKMjo7G8uXLsWDBgkb1W2I0GlFcXIxKhdqqvbWTrbfffhtHjx7FjBkzbng/KdmSuOj94O2mtkq2Fi9efFNtdXTWI1vN/taU6JZq1gIZFRUVOHToEObOnSsfUyqVSEhIkOc/21JUVIQ2bdrAZDKhd+/eeO2119ClSxcAwPnz55GZmWm1kNfT0xOxsbFISkrCn//85zr3Ky8vR3l5ufy9VL2I6HZR2RjZssRphER0uwUHB2PJkiXw8PCokyhIYmNjERsbW+e4UqnE0aNHAdSfqFlOI5SSrXaRbQAAVaVFyMzMxLBhw1BaWgo3Nzeb98jOzoZSqURiYiK++uorXLp0Cfn5+fD09ERwcDAmTZpkdf6ZM2ewZ88ehISEYMSIETfsv7Tmq0qlAwTg5++PoKCgOksXFApFvX20ZBlDpZsXVBotDK41yVZAQIDNIiStgVQgQ6tS1rsfHJGjataPD3JyclBdXW01MgUAgYGByMzMtHlNTEwMVqxYgS1btuDjjz+GyWRCXFwcLl++DADydY255+LFi+Hp6Sk/LD/NI7odVNcLZNS3MNjWpsZERE1t1qxZ+N///d+buvbYMfP0u/qmIE6ZMkX+Wkq2gvx8oNCa97XSarXYtm0bdu3aVefaefPmYdKkSZg0aRJKSkqwdu1aedqj9H7AlqSkJDzxxBN47733bth2yw9hK5XmvQyffu5vyMjIwMsvv3zDa+tjmWypPP0R6esOpVKB6OhoAEBWVpY89bG1kUa2XDlzg5yQw43VDhgwAOPHj0fPnj0RHx+PjRs3wt/fHx988MFN33Pu3LnIz8+XH9JCXaLbReViXY2wNss1W5xGSEQt3blz57Bs2TIA9Y9sububk6qAgAA5UTLoVFDpzeuzblRcY82aNVi5ciUyMjKg1Wrh6emJIUOGWK2bOnnyJHbs2IHU1FT5mL0bIkujWgBQpTT//rWVCDzwwAMYO3asXUW4pJLu3t7e+MujD2LFX/rKbfLx8UFAQMAN16s7M+lvH6cQkjNq1p9qPz8/uLi44OrVq1bHr169iqCgILvuoVar0atXL6SkpACAfF1j7qnVamEwGKweRLdTrwhv+Ou1uLtjgM3ndRoX+Y+QTsPt8YioZdNoaj4g6tatm81zysrK0LNnT/Tq1Us+pndVw8VgTrZ+OXio3vvbSpo2bNiAr776Sl5WsHLlSiQmJlqNYtm7IbKUbHl4eKDsem2P2h905eXlYevWrfjkk0/q3cjY0qpVqyCEQG5uLj5Y8g9E+rnLzy1btgwPP/xwq9xjC+DIFjm3Zk22NBoN+vTpYzVFwGQyYdeuXRgwYIBd96iursbx48cRHGyu2hYVFYWgoCCrexYUFODAgQN235Podovyc8cv84Zg6qD6K1FJo1ucRkhELV1oaCiioqLQpk0bdOrUyeY5d9xxB5KTk7Fjxw75mLvGBZ59hsPnniew4OWXEBQUZDMxkpKmu+66C88995zN+0sJk2U1wsaObHl6eqLKZN4Y+fjhXzFw4EBMmDABAPDtt9/CZDKhc+fOcqn7m/Xoo49i6dKlUKla54dpNckWR7bI+TT7v+rZs2djwoQJ+NOf/oR+/frh7bffRnFxMSZOnAgAGD9+PEJDQ+UKPYsWLUL//v3Rvn17GI1GvPnmm7h48aI8p1yhUGDWrFn4+9//jujoaERFReHll19GSEgIHnjggebqJlGDGloU7OWmRmZBGacRElGLp1KpcOLECSgUino3TLZFoVAgsMsAXD13BIB59opl1UKJ5bGDBw9aPVdRUQGNRmNzny17R7Z0Oh0SExOh9/TCgevHqipLsX//fjkR+/rrrwHcuOR7bVeuXIG/v7/VyB/VJFvcY4ucUbMnW48++iiys7Mxf/58ZGZmomfPntixY4dc4CItLc1q7468vDxMmTIFmZmZ8Pb2Rp8+ffDTTz9ZlYV94YUXUFxcjKlTp8JoNGLgwIHYsWNHnQpCRI6kc7ABpzML0c7fo+GTiYiaWX0VBBti0Klw6ervAICePXvaPMeykqE0crZp0yb85S9/Qf/+/fHNN9/YNbJVXFwMk8lUJ6Hr0qULtm/fjqzCMvT7f7ugUAA+1+9TWFgIk8kkj8glJiba1a+VK1fK1RGPHj1qVwXD1kJKsjiyRc6o2ZMtAJg5cyZmzpxp87nvv//e6vslS5ZgyZIlN7yfQqHAokWLsGjRolvVRKJm9/qo7njmng4I97m5NzBERI5Ah0oUJH0GAFbruSxZJkdSsqXX61FQUCBXI7Q1siVdV1JSgkuXLqFTp04oLi5GZGQkxo8fj1deecXqdcoqTOY2qV3k9dwFBQU4efIkrl69Cnd3dwwcONCuflkWvwgNDbXrmtZCy5EtcmL8CIHIQWhUSiZaROT01OX5qC7OA2DfyFbHjh0B1GzCfPnyZQghcP78eQCQ13QD5sRr06ZN2LlzJ/bv34/i4mIAwIULF7Bo0SL5eyHM67RKK83VMXRqF6tNjc+ePQvAPAJm75RAywqHPj4+dl3TWkj7bHFki5wRf6qJiIioxQgIDpG/7tq1q81z5s+fL38tjWxJo0UFBQU4deoUsrOz4eLiYnUPlUqFBx54AAkJCbhw4QIA4JFHHpETKWnrl1dffRUeHh5YvPBFAOYqedI5VVVVMJlM6Nu3L3r37n1TfeTGvdb89OaE1V/fcFVHIkfTIqYREhEREQGAj0EPn3uewKAoD3To0MHmOZal2cPCwuSvvby8YDQaUVRUhM8//xyXLl2CTqezeY85c+Zg8uTJqKiowMmTJ/Hbb78hLS0NHTt2RH5+PoqLi+VKhK5qpdVoWnx8PB5++OFG9euvf/0rtm3bJlczpBr3dzOPPt7R3q+ZW0J06zHZIiIiohZD76qCvvcwDBhc/1YYubm5aNOmDQIDA3HwYh4ifNwQaHBFeHg4jEYjjEYjRo0aZfPaLVu2IDMzEyNHjpT33xw7diyuXbsmj45JyZzW3Zxg6TQucHFxgb+/P5RKJcrKyhrdr8DAQBw7dqzR17UGWpULHuwV1tzNIGoSTLaIiIioxTDozKXiC8oq6z3njjvuwIULF3AgNQuPvJ+EXhFe2PTkHQgLC8Px48fl6YC2zJs3DydPnkSHDh3kZGvu3LlW50jJlsbVHRA1GxpLRS5MJtPNd5CIWhWu2SIiIqIWw+Bq/hy4sKyqwXO/P5cLAEhOMyK7sBxxcXEYNmwY1q1bh2+++Qbl5eV1rpGmA959993429/+ZvO+UrKl1pnPdbXY37Cqqgp6vR4xMTG4du1aI3pGRK0Rky0iIiJqMQyu10e2Susf2ZLsT8mRv/4pNQcvvfQSli9fjl27diExMREVFRV1rrEsG79p0yYA5pGq9PR0nDp1CgDkJErjZi73bplspaWloaSkBBcvXoS3t3dju0dErQyTLSIiImox9HaObOUVV+D4lZpy6j+eMydeycnJAIAOHTrU2awYsC4bHxMTAwDYt28fQkNDMWLECFRXV8tJl3dIGwA10wjnzp2Ldu3Ma8mioqKgVPJtFBHdGH9LEBERUYthz5otAEj6/RqEANQu5jLq+1NyIISQk636yrJbJmDSHl0REREAzKXfCwsLMXLkSPTq1QuGAHPRBinZOnHihHytlHQREd0Iky0iIiJqMaRphA2NbP14fQrhw33CoVEpkZ5fhr0HT2DevHkA6k+2bI1shYaGQqFQoLy8HBUVFVi3bh0OHz6McvOextBpzMmWZaLGZIuI7MFqhERERNRiSNMIpTVbZZXVeP3r09h4+DKqTQI6jQrT49vK0wYTOgXg4rVi/JR6DWfzazYLbt++vc3720q2NBoNgoODkZ6ejrS0NAQEBMivDQBatfmzaSZbRNRYHNkiIiKiFkOaRlhcUY0tR65g1Hs/YdVPF1BQVoXiimrkFJXj71+dQlpuCVRKBWLb+sqb4R7KKEOPHj3g6+uLu+++2+b9LfffKvcIwrZj6dh2LB2BweY9tn799Ve5tHvp9WRLmkZomWy1bdv2FveciJwRR7aIiIioxdC7qqBUACYB/HX9EQCAj7sGix/qho5Beuw9m42/bzuFimoTeoZ7wUOrwsD2fnjzmzPYfToLc97+FI/0CoLBYLB5fx8fH+j1elQKJSavPyMfzynWAgCefPJJPPfcc/hw3RZ8f8b8mbSH1vx2yTLZ6tChQ1N0n4icDJMtIiIiajHULkrMua8j9pwxbyAc4qnD8/fFINhTBwAYP8AdvSO88d7eVDwea64W2D3ME8N7hGDr0XT8fUcKkq8UY/GobjC4qrHjRAY+O3gZldU1GxH3eHEzLlzJhEIB9G3jg5LKKuzT+8vPl5SU4OVdWTDpPBHqpcOIHiEAapKtMWPGMNkiIrsw2SIiIqIWZVp8O0yLr39NVNdQTywdU1MAQ6FQ4N9/7ole4V5Y/PUpfHU8AyfS89E30gefH7ps8x6BAQH49597Iq69H4QQeL4qFcuupqI07RiUbp4w6TxxT+dA/PPhHvB0M09t1Ov10Ol0LPlORHZTCCFEczeipSkoKICnpyfy8/PrnYZARERELc+RS0bMWHsYV4yl8rHJA6PQNbTm77mLUok72/vB211jde2b77yPF55+At363oGlazdhYHs/KBQ1RTeEEFbfE1Hr8EdyA45sERERkdPoGe6F7U/fiRc3H8fxK/l4ZUQXDI4JsOva9N/Na7jujvsT7oz2r/M8Ey0iaiwmW0RERORUPN3UeHeM7X226iOEwLfffgsA6NSpU1M0i4haIU46JiIiIgJw8uRJAEBUVFQzt4SInAVHtoiIiKjVUygUeOedd3Dq1CkkJCQ0d3OIyEkw2SIiIiICMHPmzOZuAhE5GU4jJCIiIiIiagJMtoiIiIiIiJoAky0iIiIiIqImwGSLiIiIiIioCTDZIiIiIiIiagJMtoiIiIiIiJoAky0iIiIiIqImwGSLiIiIiIioCTDZIiIiIiIiagJMtoiIiIiIiJoAky0iIiIiIqImoGruBrREQggAQEFBQTO3hIiIiIiImpOUE0g5QmMw2bKhsLAQABAeHt7MLSEiIiIiopagsLAQnp6ejbpGIW4mRXNyJpMJ6enp0Ov1UCgUzdKGgoIChIeH49KlSzAYDM3ShpaitcWitfW3PowDYyBhHBgDCeNQg7FgDCSMQ9PHQAiBwsJChISEQKls3CosjmzZoFQqERYW1tzNAAAYDIZW+w+nttYWi9bW3/owDoyBhHFgDCSMQw3GgjGQMA5NG4PGjmhJWCCDiIiIiIioCTDZIiIiIiIiagJMtloorVaLBQsWQKvVNndTml1ri0Vr6299GAfGQMI4MAYSxqEGY8EYSBiHlh0DFsggIiIiIiJqAhzZIiIiIiIiagJMtoiIiIiIiJoAky0iIiIiIqImwGSLiIiIiIioCTDZaoTFixejb9++0Ov1CAgIwAMPPIAzZ85YnVNWVoYZM2bA19cXHh4eGDVqFK5evWp1ztNPP40+ffpAq9WiZ8+eNl/r2LFjuPPOO+Hq6orw8HC88cYbdrVx6dKliIyMhKurK2JjY/HLL79YPf/hhx9i8ODBMBgMUCgUMBqNdvffkqPHIjc3F0899RRiYmKg0+kQERGBp59+Gvn5+U7ZXwCYNm0a2rVrB51OB39/f4wcORKnT5+2696WnCEWEiEEEhMToVAosHnzZrvu7Qz9Hzx4MBQKhdVj+vTpdt3bkjPEAgCSkpJw9913w93dHQaDAYMGDUJpaanT9//ChQt1fg6kx4YNG+y6v7PEAgAyMzMxbtw4BAUFwd3dHb1798YXX3xhfxDgHHFITU3Fgw8+CH9/fxgMBowePbpO+xw5Bj/88AOGDx+OkJCQen/3CyEwf/58BAcHQ6fTISEhAefOnbM7BoBzxGHjxo2499574evrC4VCgSNHjtjbfQCOH4PKykrMmTMH3bp1g7u7O0JCQjB+/Hikp6c3Kg4QZLehQ4eKlStXihMnTogjR46I+++/X0RERIiioiL5nOnTp4vw8HCxa9cucfDgQdG/f38RFxdndZ+nnnpKvPvuu2LcuHGiR48edV4nPz9fBAYGirFjx4oTJ06IdevWCZ1OJz744IMbtm/9+vVCo9GIFStWiN9++01MmTJFeHl5iatXr8rnLFmyRCxevFgsXrxYABB5eXmtMhbHjx8XDz30kPjyyy9FSkqK2LVrl4iOjhajRo1yyv4KIcQHH3wg9u7dK86fPy8OHTokhg8fLsLDw0VVVdUN7+2MsZC89dZbIjExUQAQmzZtajX9j4+PF1OmTBEZGRnyIz8/367+O1ssfvrpJ2EwGMTixYvFiRMnxOnTp8Wnn34qysrKnL7/VVVVVj8DGRkZ4pVXXhEeHh6isLCwwf47UyyEEOKee+4Rffv2FQcOHBCpqani1VdfFUqlUhw+fLjVxKGoqEi0bdtWPPjgg+LYsWPi2LFjYuTIkaJv376iurraKWKwfft28eKLL4qNGzfW+7v/9ddfF56enmLz5s3i6NGjYsSIESIqKkqUlpbaFQNnicPq1avFK6+8Ij766CMBQCQnJ9vdf2eIgdFoFAkJCeLTTz8Vp0+fFklJSaJfv36iT58+jYoDk60/ICsrSwAQe/fuFUKY/6eo1WqxYcMG+ZxTp04JACIpKanO9QsWLLD5Q7Ns2TLh7e0tysvL5WNz5swRMTExN2xPv379xIwZM+Tvq6urRUhIiFi8eHGdc/fs2fOHkq3aHDkWks8++0xoNBpRWVl5w3sL4Rz9PXr0qAAgUlJSbnjvhjhqLJKTk0VoaKjIyMhoVLJVmyP2Pz4+Xvz1r3+1t4t2c8RYxMbGipdeesnuPt6II/a/tp49e4pJkybd8L72cMRYuLu7i9WrV1td5+PjIz766KMbd/YGHC0O33zzjVAqlVYfvhiNRqFQKMTOnTvt63QtLS0Glmz97jeZTCIoKEi8+eab8jGj0Si0Wq1Yt26d3feuzdHiYOn8+fM3lWzV5sgxkPzyyy8CgLh48aLd9+Y0wj9AmnLm4+MDADh06BAqKyuRkJAgn9OxY0dEREQgKSnJ7vsmJSVh0KBB0Gg08rGhQ4fizJkzyMvLs3lNRUUFDh06ZPXaSqUSCQkJjXrtm+UMscjPz4fBYIBKpWqwXY7e3+LiYqxcuRJRUVEIDw+3u322OGIsSkpKMGbMGCxduhRBQUF2t8kWR+w/AKxduxZ+fn7o2rUr5s6di5KSErvbVh9Hi0VWVhYOHDiAgIAAxMXFITAwEPHx8fjxxx/t77QFR+t/bYcOHcKRI0cwefJku9tWH0eMRVxcHD799FPk5ubCZDJh/fr1KCsrw+DBg+1uX22OFofy8nIoFAqrjWFdXV2hVCqd4t+FPc6fP4/MzEyr9nl6eiI2NvYPvZ9ytDg0BWeIQX5+PhQKBby8vOy+hsnWTTKZTJg1axbuuOMOdO3aFYB5vrdGo6nzPyAwMBCZmZl23zszMxOBgYF17iE9Z0tOTg6qq6ttXteY174ZzhCLnJwcvPrqq5g6dWqDbXLk/i5btgweHh7w8PDA119/jZ07d1r9cmosR43FM888g7i4OIwcOdLu9tjiqP0fM2YMPv74Y+zZswdz587FmjVr8Pjjj9vdNlscMRa///47AGDhwoWYMmUKduzYgd69e2PIkCGNXp/hiP2vbfny5ejUqRPi4uLsbpstjhqLzz77DJWVlfD19YVWq8W0adOwadMmtG/f3u72WXLEOPTv3x/u7u6YM2cOSkpKUFxcjOeeew7V1dXIyMiwu32SlhYDe+9rea+bbZ8lR4zDreYMMSgrK8OcOXPw2GOPwWAw2H0dk62bNGPGDJw4cQLr16+/7a+9b98++Q2zh4cH1q5de9vbYMnRY1FQUIBhw4ahc+fOWLhwYYPnO3J/x44di+TkZOzduxcdOnTA6NGjUVZWdtPtccRYfPnll9i9ezfefvvtP9wGR+w/AEydOhVDhw5Ft27dMHbsWKxevRqbNm1CamrqTbfHEWNhMpkAmIvHTJw4Eb169cKSJUsQExODFStWNKoNjth/S6Wlpfjkk09uyaiWo8bi5ZdfhtFoxHfffYeDBw9i9uzZGD16NI4fP35TbXHEOPj7+2PDhg3YunUrPDw84OnpCaPRiN69e0OpbPxbRkeMQVNgHBw/BpWVlRg9ejSEEHjvvfcadW3D86WojpkzZ2Lbtm344YcfEBYWJh8PCgpCRUUFjEajVZZ+9erVRk1VCgoKqlOJRfo+KCgIkZGRVhVhAgMDodVq4eLiYvO6PzpN6kYcPRaFhYW47777oNfrsWnTJqjVaqfur6enJzw9PREdHY3+/fvD29sbmzZtwmOPPWZ3GyWOGovdu3cjNTW1zidpo0aNwp133onvv//ervY5av9tiY2NBQCkpKSgXbt2drdR4qixCA4OBgB07tzZ6pxOnTohLS3N7vY5av8tff755ygpKcH48ePtbpctjhqL1NRUvPvuuzhx4gS6dOkCAOjRowf27duHpUuX4v3337e7jYDjxgEA7r33XqSmpiInJwcqlQpeXl4ICgpC27Zt7W4f0DJjYO99pXtJvyOk7+urhHcjjhqHW8nRYyAlWhcvXsTu3bsbNaoFcGSrUYQQmDlzJjZt2oTdu3cjKirK6vk+ffpArVZj165d8rEzZ84gLS0NAwYMsPt1BgwYgB9++AGVlZXysZ07dyImJgbe3t7Q6XRo3769/NDr9dBoNOjTp4/Va5tMJuzatatRr20vZ4hFQUEB7r33Xmg0Gnz55ZdwdXV16v7a6pMQAuXl5Xa3T7rOkWPxt7/9DceOHcORI0fkBwAsWbIEK1eudPr+2yLFwPKNhT0cPRaRkZEICQmpU4r47NmzaNOmjdP339Ly5csxYsQI+Pv7290uS44eC2nNYu3RGxcXF3kEtDXEwZKfnx+8vLywe/duZGVlYcSIEQ4fA3tERUUhKCjIqn0FBQU4cOBAo9rn6HG4FZwhBlKide7cOXz33Xfw9fW1+1qZ3aU0SDzxxBPC09NTfP/991alcktKSuRzpk+fLiIiIsTu3bvFwYMHxYABA8SAAQOs7nPu3DmRnJwspk2bJjp06CCSk5NFcnKyXEXFaDSKwMBAMW7cOHHixAmxfv164ebmZldJV61WK1atWiVOnjwppk6dKry8vERmZqZ8TkZGhkhOTpbLeP7www8iOTlZXLt2rVXFIj8/X8TGxopu3bqJlJQUqz7YKoXu6P1NTU0Vr732mjh48KC4ePGi2L9/vxg+fLjw8fGxWRL9Rhw9FragEdUIHb3/KSkpYtGiReLgwYPi/PnzYsuWLaJt27Zi0KBBdvXfmWIhhHk7DIPBIDZs2CDOnTsnXnrpJeHq6mpXlU5n6L/0+gqFQnz99dcN9tlZY1FRUSHat28v7rzzTnHgwAGRkpIi/vnPfwqFQiG++uqrVhMHIYRYsWKFSEpKEikpKWLNmjXCx8dHzJ4922liUFhYKN8LgHjrrbdEcnKyVXW5119/XXh5eYktW7bI5e8bW/rdGeJw7do1kZycLL766isBQKxfv14kJyeLjIyMVhGDiooKMWLECBEWFiaOHDli1QfLyocNYbLVCABsPlauXCmfU1paKp588knh7e0t3NzcxIMPPljnhzI+Pt7mfc6fPy+fc/ToUTFw4ECh1WpFaGioeP311+1q4zvvvCMiIiKERqMR/fr1Ez///LPV8wsWLGiwD60hFlLp+4Ze21n6e+XKFZGYmCgCAgKEWq0WYWFhYsyYMeL06dN23duZYlFfn+xNthy9/2lpaWLQoEHCx8dHaLVa0b59e/H888/f1D5bjh4LyeLFi0VYWJhwc3MTAwYMEPv27WtV/Z87d64IDw+3ex8lW5whFmfPnhUPPfSQCAgIEG5ubqJ79+51SsG3hjjMmTNHBAYGCrVaLaKjo8W//vUvYTKZnCYG9f39nzBhgnyOyWQSL7/8sggMDBRarVYMGTJEnDlzxu4YOEscVq5cafOcBQsWtIoYSCXvbT327NljVwyEEEJxPRhERERERER0C3HNFhERERERURNgskVERERERNQEmGwRERERERE1ASZbRERERERETYDJFhERERERURNgskVERERERNQEmGwRERERERE1ASZbRERENgwePBizZs1q7mYQEZEDY7JFRERERETUBJhsERERERERNQEmW0RE1OoVFxdj/Pjx8PDwQHBwMP71r39ZPb9s2TJER0fD1dUVgYGBePjhh5uppURE5EhUzd0AIiKi5vb8889j79692LJlCwICAjBv3jwcPnwYPXv2xMGDB/H0009jzZo1iIuLQ25uLvbt29fcTSYiIgegEEKI5m4EERFRcykqKoKvry8+/vhjPPLIIwCA3NxchIWFYerUqRg0aBAmTpyIy5cvQ6/XN3NriYjIkXAaIRERtWqpqamoqKhAbGysfMzHxwcxMTEAgHvuuQdt2rRB27ZtMW7cOKxduxYlJSXN1VwiInIgTLaIiIhuQK/X4/Dhw1i3bh2Cg4Mxf/589OjRA0ajsbmbRkRELRyTLSIiatXatWsHtVqNAwcOyMfy8vJw9uxZ+XuVSoWEhAS88cYbOHbsGC5cuIDdu3c3R3OJiMiBsEAGERG1ah4eHpg8eTKef/55+Pr6IiAgAC+++CKUSvPnkdu2bcPvv/+OQYMGwdvbG9u3b4fJZJKnGRIREdWHyRYREbV6b775JoqKijB8+HDo9Xo8++yzyM/PBwB4eXlh48aNWLhwIcrKyhAdHY1169ahS5cuzdxqIiJq6ViNkIiIiIiIqAlwzRYREREREVETYLJFRERERETUBJhsERERERERNQEmW0RERERERE2AyRYREREREVETYLJFRERERETUBJhsERERERERNQEmW0RERERERE2AyRYREREREVETYLJFRERERETUBJhsERERERERNQEmW0RERERERE3g/wObWKjcOc2ppgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,4))\n", "sns.lineplot(data=test_plot, x=\"ds\", y=\"y\") # true (in blue)\n", "sns.lineplot(data=forecast, x=\"ds\", y=\"yhat\", color=\"black\", linestyle='--') # predicted (in black)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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r/i5wkBvhXqECKw7dELscIiIiojpDa4KYgYEBWrVqhYiICNUypVKJiIgIBAUFaXSbhoaGkMvlahcibWSgJ8UHoV4AgDVRt1BaphS5IiIiIqK6QWuCGABMmDABK1aswJo1axAbG4tRo0ahoKAAQ4cOBQAMGjQIU6dOVbUvLS1FTEwMYmJiUFpaijt37iAmJgbXr1+v8jaJdN3rAa6wNjXA3fwSrDmWIHY5RERERHWCntgFPIv+/fsjIyMD06ZNQ2pqKvz8/LBr1y7VZBuJiYmQSv/NlsnJyfD391ddnzt3LubOnYvg4GBERkZWaZtEus5IX4ZRIV746p9YrDx6E0Pbu0NPplW/0RARERFpHYkgCILYRWi73NxcWFhYICcnh8MUSSsVlpYhaOZ+5BQp8MWrTTC4nYfYJRERERFppapmA/7sTUQwMdDDO50qwteKwzehVPL3GSIiIqIXiUGMiAAAg4LcYWaoh9v3irAlmjOBEhEREb1IDGJEBAAwN9LHsPbuAIBlB2+Ao5aJiIiIXhwGMSJSGdbBA8b6Mty8W4C/YpLFLoeIiIhIZzGIEZGKpYkBBgW5AQCWRl5nrxgRERHRC8IgRkRqRnbyhKGeFFfT8rH7UprY5RARERHpJAYxIlJjY2aIgW3qAwAW778mcjVEREREuolBjIge8V6wF/RlElxKzkVkXLrY5RARERHpHAYxInqEg4URXm/lAgBYuI+9YkREREQ1jUGMiCo1KsQbMqkEMUnZiIq/K3Y5RERERDqFQYyIKuVazwS9/ZwAAPP3XhW5GiIiIiLdwiBGRI/1Qag3pBLgVMI9nLl1T+xyiIiIiHQGgxgRPZanrRm6+zoCAObtiRO5GiIiIiLdwSBGRE80pnMDAMCx+ExcvJMjcjVEREREuoFBjIieqKGDOV5qYg8BwNzd7BUjIiIiqgkMYkT0VOO6VPSKHbqWgWtpeSJXQ0RERKT9GMSI6KmaOVugUwNbKAVgDnvFiIiIiJ4bgxgRVcm4sIpesYgr6biVWSByNURERETajUGMiKqklZsV2nrWQ7lSYK8YERER0XNiECOiKhvXxQcAsPtSKu7cKxS5GiIiIiLtxSBGRFXW1rMe/F0toSgXMH/vVbHLISIiItJaDGJEVGUSiUR1rNj28ynIyC0WuSIiIiIi7cQgRkTPJNjHFk2d5CgpU2L+PvaKEREREVUHgxgRPROJRKI6r9i2s8m4V1AqckVERERE2odBjIieWVhjezSwM0ORohzfRVwTuxwiIiIircMgRkTPTCqVYOz9XrHfom8jr1ghckVERERE2oVBjIiqpbuvI9ysTZBfUoYl+6+LXQ4RERGRVmEQI6JqkUklGNu5olds06kkFJaUiVwRERERkfZgECOianvVzwlOlkbIKVJg2aF4scshIiIi0hoMYkRUbfoyKUaHVvSKrT+eiJKycpErIiIiItIODGJE9Fz6tnKGnbkhsgpK8dPhm2KXQ0RERKQVGMSI6LkY6snwfogXAGDNsQQoypUiV0RERERU+zGIEdFzG9CmPqxM9JGeV4J1UQlil0NERERU6zGIEdFzM9KX4b3gil6xnw7fRLlSELkiIiIiotqNQYyIasRbbd0gN9JDck4xfjmZKHY5RERERLWa1gWxpUuXwt3dHUZGRggMDMTJkyef2H7Lli1o1KgRjIyM4Ovrix07dqjdPmTIEEgkErVLt27dXuRDINJJpoZ6GNHREwCw/NANKNkrRkRERPRYWhXENm/ejAkTJmD69Ok4c+YMWrRogfDwcKSnp1fa/tixYxg4cCCGDx+Os2fPonfv3ujduzcuXryo1q5bt25ISUlRXX755RdNPBwinTO4nTtMDWRIzCrE72fviF0OERERUa0lEQRBa362DgwMROvWrbFkyRIAgFKphKurK8aMGYMpU6Y80r5///4oKCjA9u3bVcvatm0LPz8/LFu2DEBFj1h2dja2bdtW7bpyc3NhYWGBnJwcyOXyam+HSBfM2X0FSw/Ew8vWFPsmBEMikYhdEhEREZHGVDUbaE2PWGlpKaKjoxEWFqZaJpVKERYWhqioqErXiYqKUmsPAOHh4Y+0j4yMhJ2dHRo2bIhRo0YhMzPzibWUlJQgNzdX7UJEFYZ38ISRvhTxGQX453yK2OUQERER1UpaE8Tu3r2L8vJy2Nvbqy23t7dHampqpeukpqY+tX23bt2wdu1aRERE4Ntvv8XBgwfx8ssvo7y8/LG1zJw5ExYWFqqLq6vrczwyIt1Sz9QAb7d1AwAs3n8dWtTpTkRERKQx1QpiBQUFNV2HaAYMGIBXX30Vvr6+6N27N7Zv345Tp04hMjLysetMnToVOTk5qktSUpLmCibSAiM7ecJAJkVcWh72xaaJXQ4RERFRrVOtIGZvb49hw4bhyJEjNV3PY9nY2EAmkyEtTf1LXVpaGhwcHCpdx8HB4ZnaA4CnpydsbGxw/fr1x7YxNDSEXC5XuxDRv+zMjTCgTUVP8eKIx/8tEREREdVV1Qpi69evR1ZWFjp37gwfHx/MmjULycnJNV2bGgMDA7Rq1QoRERGqZUqlEhEREQgKCqp0naCgILX2ALB3797HtgeA27dvIzMzE46OjjVTOFEd9V6wF/SkEpy/k4ND1zLELoeIiIioVqlWEOvduze2bduGO3fu4L333sPGjRvh5uaGHj164Pfff0dZWVlN1wkAmDBhAlasWIE1a9YgNjYWo0aNQkFBAYYOHQoAGDRoEKZOnapqP27cOOzatQvz5s3DlStXMGPGDJw+fRqjR48GAOTn52PSpEk4fvw4EhISEBERgV69esHb2xvh4eEv5DEQ1RVOlsbo29IFALBw7zWRqyEiIiKqXZ5rsg5bW1tMmDAB58+fx/z587Fv3z7069cPTk5OmDZtGgoLC2uqTgAV09HPnTsX06ZNg5+fH2JiYrBr1y7VhByJiYlISfl3lrZ27dph48aNWL58OVq0aIHffvsN27ZtQ7NmzQAAMpkM58+fx6uvvgofHx8MHz4crVq1wuHDh2FoaFijtRPVRR+EekMqAc4k3sOpm1lil0NERERUazzXecTS0tKwZs0arF69Grdu3cJrr72G4cOH4/bt2/j222/h5OSEPXv21GS9tRLPI0b0eOM3xWBbzB209ayHTe88flgwERERkS6oajbQq87Gf//9d6xatQq7d+9GkyZN8P777+Ott96CpaWlqk27du3QuHHj6myeiHTI6M7e+DPmDo7fyMK5pGy0cLUUuyQiIiIi0VVraOLQoUPh5OSEo0ePIiYmBqNHj1YLYQDg5OSETz/9tCZqJCIt5m1nhm7NKmYqnbsnTuRqiIiIiGqHag1NLCwshImJyYuoRytxaCLRk8Wm5OLl7w5DAmDHuA5o7GghdklEREREL0RVs0GVe8Ryc3NVl7KyMrXr/70QET2ssaMcXRrZQQAwZ9dVscshIiIiEl2VjxGztLSERCJ5YhtBECCRSFBeXv7chRGRbhnbpQEirqQj8mo64jPy4WVrJnZJRERERKKpchA7cODAi6yDiHRcC1dLdPC2xpHrmZizOw7L3moldklEREREoqlyEAsODlb9X6FQQF9fv9J2d+/eff6qiEgnjQvzwZHrUdh3OQ1JWQVwrWcqdklEREREoqjWrIkDBgxAZXN8pKWlISQk5HlrIiId1dq9Hlq7W6FMKWDOHh4rRkRERHVXtYJYYmIiRowYobYsJSUFISEhaNSoUY0URkS6aXyYDwBg14VUpOYUi1wNERERkTiqFcR27NiBY8eOYcKECQCA5ORkhISEwNfXF7/++muNFkhEuqWdlzWau1igtFyJ+TyvGBEREdVR1Qpitra22LNnD7Zu3YoJEyYgJCQE/v7++OWXXyCVVmuTRFRHSCQSjA9rAAD463wyMvNLRK6IiIiISPOqnZpcXV2xd+9ebNiwAW3atMEvv/wCmUxWk7URkY4KbWiHRg7mKFYosWAfjxUjIiKiukciVDbrRiWsrKwqPY9YYWEhDA0N1UJYVlZWzVWoBap69mwi+teuiyl4b/0ZmBjIEDWlMyxMDMQuiYiIiOi5VTUbVHn6+oULF9ZEXUREAICuTRzgaWOKG3cLsGj/dXzeo4nYJRERERFpTJV7xOjx2CNGVD1/xtzBuE0xMDfSQ9SUzjAzqvz8hERERETaoqrZoNrHiMXHx+Ozzz7DwIEDkZ6eDgDYuXMnLl26VN1NElEd06O5E+rXM0FecRm+j4wXuxwiIiIijalWEDt48CB8fX1x4sQJ/P7778jPzwcAnDt3DtOnT6/RAolId8mkEozu7A0A2HgyEcWKcpErIiIiItKMagWxKVOm4KuvvsLevXthYPDvAfadO3fG8ePHa6w4ItJ9r/k7w0FuhOxCBX48dEPscoiIiIg0olpB7MKFC3jttdceWW5nZ4e7d+8+d1FEVHfoy6T44H6v2LqoBJSWKUWuiIiIiOjFq1YQs7S0REpKyiPLz549C2dn5+cuiojqltdbucDGzAB380ux8uhNscshIiIieuGqFcQGDBiAjz/+GKmpqZBIJFAqlTh69CgmTpyIQYMG1XSNRKTjjPRlGBVS0Su26uhNlJWzV4yIiIh0W7WC2DfffINGjRrB1dUV+fn5aNKkCTp16oR27drhs88+q+kaiagOGNjGFZYm+kjLLcH6E7fELoeIiIjohXqu84glJibi4sWLyM/Ph7+/Pxo0aFCTtWkNnkeMqGZ8f+A6Zu+Og4uVMQ5OCoVMKhG7JCIiIqJn8sLPIwYADg4O8PLyQp8+fepsCCOimvN2kBvMjfRw+14Rfj2dJHY5RERERC9MtYJYYWEhhg8fDhMTEzRt2hSJiYkAgDFjxmDWrFk1WiAR1R3mRvoY3t4DAPDjwXgoldXusCciIiKq1aoVxKZOnYpz584hMjISRkZGquVhYWHYvHlzjRVHRHXP0PYeMDGQISGzEH/G3BG7HCIiIqIXolpBbNu2bViyZAk6dOgAieTfYziaNm2K+Pj4GiuOiOoeCxN9DA5yBwB8HxmP5ziMlYiIiKjWqlYQy8jIgJ2d3SPLCwoK1IIZEVF1jOjoAUM9Ka6l52PnxVSxyyEiIiKqcdUKYgEBAfjnn39U1x+Er59++glBQUE1UxkR1VnWZoZ4M7A+AGDx/uvsFSMiIiKdo1edlb755hu8/PLLuHz5MsrKyvDdd9/h8uXLOHbsGA4ePFjTNRJRHfRusBfWHb+F2JRcHIhLR+dG9mKXRERERFRjqtUj1qFDB5w7dw5lZWXw9fXFnj17YGdnh6ioKLRq1aqmaySiOsheboT/C3AFACyKuC5yNUREREQ1q1o9YoMGDUJoaCimTJkCLy+vmq6JiAgAMCrEC5tOJSEmKRvHrt9FO28bsUsiIiIiqhHV6hEzMDDAzJkz4ePjA1dXV7z11lv46aefcO3atZquj4jqMBcrE7zm7wwAmL/3qsjVEBEREdWcagWxn376CVevXkViYiJmz54NMzMzzJs3D40aNYKLi0tN10hEddjoUG9IJcDpW/cQfeue2OUQERER1YhqBbEHrKysYG1tDSsrK1haWkJPTw+2trY1VRsREdxtTNGjuRMAYN6eOJGrISIiIqoZ1Qpin3zyCdq1awdra2tMmTIFxcXFmDJlClJTU3H27NmarlHN0qVL4e7uDiMjIwQGBuLkyZNPbL9lyxY0atQIRkZG8PX1xY4dO9RuFwQB06ZNg6OjI4yNjREWFsYhlkS1zJjO3gCAY/GZuHA7W9xiiIiIiGpAtYLYrFmzEB8fj+nTp2PTpk1YsGABevXqBSsrq5quT83mzZsxYcIETJ8+HWfOnEGLFi0QHh6O9PT0StsfO3YMAwcOxPDhw3H27Fn07t0bvXv3xsWLF1VtZs+ejUWLFmHZsmU4ceIETE1NER4ejuLi4hf6WIio6hrYm6Nrk4rp6+fu4bFiREREpP0kQjXOlHru3DkcPHgQkZGROHz4MAwMDBAcHIyQkBCEhITAx8fnRdSKwMBAtG7dGkuWLAEAKJVKuLq6YsyYMZgyZcoj7fv374+CggJs375dtaxt27bw8/PDsmXLIAgCnJyc8NFHH2HixIkAgJycHNjb22P16tUYMGBAlerKzc2FhYUFcnJyIJfLa+CREtF/XbyTgx6Lj0AqAXaN6wQfB3OxSyIiIiJ6RFWzQbV6xFq0aIGxY8fi999/R0ZGBnbs2AEDAwN88MEHaNy4cbWLfpLS0lJER0cjLCxMtUwqlSIsLAxRUVGVrhMVFaXWHgDCw8NV7W/evInU1FS1NhYWFggMDHzsNgGgpKQEubm5ahcierGaOVsgxMcWSgGYw2PFiIiISMtV6zxigiDg7NmziIyMRGRkJI4cOYLc3Fw0b94cwcHBNV0jAODu3bsoLy+Hvb292nJ7e3tcuXKl0nVSU1MrbZ+amqq6/cGyx7WpzMyZM/HFF18882MgouczNqwBIq9mYP+VdNy8mw8PGzOxSyIiIiKqlmr1iNWrVw+BgYHYuHEjGjRogDVr1uDu3bs4c+YMFixYUNM11jpTp05FTk6O6pKUlCR2SUR1Qsv6VgjytEa5UsDc3TxWjIiIiLRXtXrE1q9fj44dO2r0eCgbGxvIZDKkpaWpLU9LS4ODg0Ol6zg4ODyx/YN/09LS4OjoqNbGz8/vsbUYGhrC0NCwOg+DiJ7TuLAGiFqeid2XUnHnXiGcrUzELomIiIjomVWrR+yVV17R+KQUBgYGaNWqFSIiIlTLlEolIiIiEBQUVOk6QUFBau0BYO/evar2Hh4ecHBwUGuTm5uLEydOPHabRCSutp7WaFnfEmVKgTMoEhERkdZ6rhM6a9qECROwYsUKrFmzBrGxsRg1ahQKCgowdOhQAMCgQYMwdepUVftx48Zh165dmDdvHq5cuYIZM2bg9OnTGD16NABAIpFg/Pjx+Oqrr/DXX3/hwoULGDRoEJycnNC7d28xHiIRVcH4sIqZWf+5kIK0XJ5qgoiIiLRPtYYmiqV///7IyMjAtGnTkJqaCj8/P+zatUs12UZiYiKk0n+zZbt27bBx40Z89tln+OSTT9CgQQNs27YNzZo1U7WZPHkyCgoK8M477yA7OxsdOnTArl27YGRkpPHHR0RV07GBDZo6yXEpORcL9l7FrL7NxS6JiIiI6JlU6zxipI7nESPSvL2X0zBy7WkY68tw9ONQ1DPjcZtEREQkvhd6HjEiIrGFNbaDj70ZihTlWBhxTexyiIiIiJ4JgxgRaSWJRIJxXSqOFdt65jZyi0pFroiIiIio6hjEiEhrdWvmAHdrExSUlGPJgetil0NERERUZQxiRKS1ZFIJxnZpAADYdDIJBSUKkSsiIiIiqhoGMSLSaq+2cIKzpTFyi8vwQ+QNscshIiIiqhIGMSLSanoyKcZ09gYAbDyRiGJFucgVERERET0dgxgRab0+LV1gZ26IrMJS/HSYvWJERERU+zGIEZHWM9CT4oPQil6xNVG3oChXilwRERER0ZPpiV0AEVFN6N/aFYsiriEjrwSrjyVgZEdPsUsiooeUKwUoypUoUwooK1eitFyJsnIBZeUCFMqK/z98u6JcQNl/liseLC9XQnG/3cPrP7z84fVV96X8d/0H26tY/9FtVayjhJ5UiuEd3DGioyckEonYTyMR6RAGMSLSCUb6MrwX7IWvd8Ri5ZGbGNrOHXoydvqTdhME4X4w+TcYPBwg/g0Wjwsj/waSB+0eH0b+DT2V3a5a75H1H7R53O0V6wtiP5nP4esdV3A1LR8z+/jyfYWIagyDGBHpjDcC62PJgetIySnGLyeT8HaQm9glUR0hCAJ2XEjFkesZKC2rvCfnQZgpLX+09+W/YahM9a82x5en05NKoCeTQCaVQE8qvf+v5D//3l/+UDvVbbKH20orWVcCmaxiud5/28n+XaYvk0Jf7/6/Mgn0ZFIYyKTQl0lx5tY9fB8Zjy3Rt3H7XhFWDA6AmSG/PhHR85MIgqDb7/IakJubCwsLC+Tk5EAul4tdDlGdtmT/NczdcxWu9UxwcGIIpFIOJaIXK7dYgU//uIi/zyVr5P6kEqiHFlnloeWJ4eQ/YUSmCirSR5ZVtg19mRR6sn+Di4FMCr2H/q//4KIvhcFDtxvoVQQcA71/a5VKKi4SCe7/v+IcgbVpGOCOCyn4cHMMSsqU8LY1xboRgXC0MBa7LCKqpaqaDRjEagCDGFHtkVusQNDMCBSUlGNOv+Z4PcBV7JJIh0Xfuodxm87i9r0iSCVAd19H2JgZVhp89GVP7315ONjoq0LLv//qyyqC0oPAoh5gKpbVpgCjS2IS72HI6lPILlTA2tQAa4e3QVMnC7HLIqJaiEFMgxjEiGqXeXvisHj/dXjamCLio2B+MaUaV64UsPTAdXwXcQ3lSgH2ckNM7NoQvf2doc9jiHRWUlYh3vjpBJKyCmGsL8PSN/zRubG92GURUS1T1WzATwsi0jnD2nvAWF+GG3cLNDZcjOqOO9lFGLj8OObvvYpypYAQH1usHNwarwe4MoTpONd6Jtg+pgP861uiSFGOEWtPY+2xBLHLIiItxU8MItI5VqYGqok6lh6IBzv+qabsuJCClxcewsmELBjryzDhJR8sebMlmjpziFpdYWGsj83vBOGV5o5QCsC0vy7hf39fglLHJ1YhoprHIEZEOmlkR08YyKSIS8vD3stpYpdDWq6wtAxTtp7H+xvOILe4DD72ZvhugB9Gh3pzBr06yEBPiiUD/VUnkl95NAHvrotGsaJc5MqISJswiBGRTrI1N8TANvUBAIsirolcDWmzi3dy0GPxEWw6lQQJgNdbuWD1kNbo2tSBs3LWYRKJBJPCG2JOv+bQk0qwNzYN/ZYdQ2Z+idilEZGWYBAjIp31Xogn9GUSXEzOxcGrGWKXQ1pGqRTw0+EbeO37o7iRUYB6pgb4snczfPVaMzhZmYhdHtUSrwe4Ys2w1jAz1MPFO7nosfgI4jPyxS6LiLQAgxgR6SxHC2P0a+kCAPhu31WRqyFtkp5XjCGrT+Grf2KhKBfQ1rMeVgwKwFtt3WCoJxO7PKpl2nvbYtv77WAvN0RKTjF6LTmK4zcyxS6LiGo5BjEi0mnvh3pDKgHOJGbj+I27YpdDWuBAXDq6f3cYh65mwEAmxfshXlj2Viu0crMSuzSqxbztzfHP2I5o5GCO/JIyvPXTCfx+5rbYZRFRLcYgRkQ6zbWeCXr5OQMAFuzlsWL0eMWKcnzx9yUMXXUKd/NL4W5tggX9/fBR14awNDEQuzzSAjZmhtj2QXuE+NiiTClgwq/nsHDvVc7cSkSVYhAjIp03urM3JABO3MxCTOI9scuhWuh6eh5e+/4YVh1NAAD0bO6IVUNb45XmjpBxQg56Bkb6Mqwc0lp1Co2FEdfw4eZzUJQrRa6MiGobBjEi0nletmbo7usAAJi7h8eK0b8EQcDGE4nosfgIYlNyITfSw7QeTTDn9RbwsDETuzzSUlKpBF/2aobPX2kMqQTYFnMHb644gdxihdilEVEtwiBGRHXCmC4NAABHr9/F5eQckauh2iC7sBSj1p/BJ39cQLFCCT9XS/zwdisMbe8OI31OyEHPb3hHTyx7qxWM9KU4mZCFVxcfwe17hWKXRUS1BIMYEdUJjRzkCGtsBwHAnN1xYpdDIouKz0S3hYex61Iq9KQSDGvvjp8HB6C9lw0kEg5FpJrTtakDtrwbhHqmBkjILETPxUdw4TZ/DCIiBjEiqkPGdfEBABy8moHraXkiV0NiUJQrMXd3HN746ThSc4vhZGGEOf1a4JPujWFtZih2eaSjfF0ssX1MB7hbm+BeoQL9lh3D3kupYpdFRCJjECOiOsPXxQIdG9hAKQBz9rBXrK5JzCzE68uisOTAdQgC8FITe6wa2hqvtXSGnowfh/RiOVka4+8xHdDa3QolZUq8uz4aPx2+IXZZRCQifvIQUZ0yPqziWLGI2HQkZhaIXA1pyrazd9B90WHEJGXD1ECGyeENsbC/Hxo6yMUujeoQcyN9bBzZFr39nKAUgK/+icXn2y6iXMnp7YnqIgYxIqpTWrnVQxuPeihTCuwVqwPyihWYsDkG4zfHIL+kDI0d5Vg80B+jQrxgaqgndnlUB+nLpFjQ30/1o9C647cwfM0pFJWWi1wZEWkagxgR1Tnj78+guOtiKlJzikWuhl6UmKRsvLLoCH4/ewdSCfBGm/pYOSQAnRvbc0IOEpVEIsH4MB/M/78W0JdJEBmXgT7fH0VGXonYpRGRBjGIEVGdE+RlDT9XSyjKBcxjr5jOKVcKWHrgOvr9cAyJWYWwMzfEzD7NMePVpnC0MBa7PCKVPi1dsH5EIMyN9BCbmoceiw/jGicSIqozGMSIqM6RSCQYd39Y0N/nk3GXv0LrjNScYrz10wnM2R2HMqWAjg1s8NOgAPRv7QoDPX7kUe0T6GGNvz5oD0cLI6TllqD30qM4ej1D7LKISAP4qUREdVKIjy0aO5qjWKHE/H1XxS6HasDuS6notvAQom5kwkhfinFdGmDpG/5o7mopdmlET+Rha4Z/xnZEUyc5CkrLMWjlKfx6KlHssojoBWMQI6I6SSKRqM4rtu3sHeQUlopcEVVXUWk5Pv3jAt5dF43sIgW8bc2w8P/8Ma5LA8iNDcQuj6hK6pkaYOuodghrbIdypYDJWy9g9q4rEATOqEikq7QmiGVlZeHNN9+EXC6HpaUlhg8fjvz8/CeuU1xcjA8++ADW1tYwMzND3759kZaWptZGIpE8ctm0adOLfChEVEt0bWIPb1szFJaW47uIa2KXQ9UQm5KLV5ccwYYTFb0HffydsWpoa3TzdYBUygk5SLsY6cuw/O0ADGvvDgD4PjIeY345i5IyzqhIpIu0Joi9+eabuHTpEvbu3Yvt27fj0KFDeOedd564zocffoi///4bW7ZswcGDB5GcnIw+ffo80m7VqlVISUlRXXr37v2CHgUR1SZSqQRj7x8rtuX0beQVK0SuiKpKEASsOnoTvZYexbX0fFiZ6OPLXs3wTR9fuNYzEbs8omqTSiWY1rMp/terKaQSYPv5FAxcfhw5hXx/ItI1EkEL+rxjY2PRpEkTnDp1CgEBAQCAXbt2oXv37rh9+zacnJweWScnJwe2trbYuHEj+vXrBwC4cuUKGjdujKioKLRt2xZARY/YH3/88VzhKzc3FxYWFsjJyYFczpODEmmTcqWA0LmRSMwqxKhgL3z8ciOxS6KnyMwvwaTfzmP/lXQAQGt3K0wOb4jWHtYiV0ZUs/ZfScMHG86iSFGO+vVMsGFEIH9oINICVc0GWtEjFhUVBUtLS1UIA4CwsDBIpVKcOHGi0nWio6OhUCgQFhamWtaoUSPUr18fUVFRam0/+OAD2NjYoE2bNli5cuVTx2OXlJQgNzdX7UJE2kkmlWBMZ28AwC8nE1Gs4BCg2uzQ1Qx0++4w9l9Jh75Mgnc7eWLF2wEMYaSTOjeyx9ZRQbAxM0RiViF6Lj6Cs4n3xC6LqFa6kpqrdcdUakUQS01NhZ2dndoyPT091KtXD6mpqY9dx8DAAJaWlmrL7e3t1db53//+h19//RV79+5F37598f7772Px4sVPrGfmzJmwsLBQXVxdXav3wIioVujt7wxHCyNkFymw7GC82OVQJUrLlPhmRywGrTyJjLwSuNYzwbzX/TC5WyNYmnJCDtJdTZws8M/YDvCyNUV2kQL9fzyOHedTxC6LqNa4m1+Cj349h24LD2P3pcpzQW0lahCbMmVKpZNlPHy5cuXKC63h888/R/v27eHv74+PP/4YkydPxpw5c564ztSpU5GTk6O6JCUlvdAaiejF0pdJMfp+r9i6qFs8ML6Wic/IR58fjmL5oRsAgO6+jlg9JACv+jlBxgk5qA6wlxvhr9EdEORpjdJyJT7YeAbLDl7Xul//iWpSuVLA2qgEhM6NxNYztwEAJ29miVzVs9ET884/+ugjDBky5IltPD094eDggPT0dLXlZWVlyMrKgoODQ6XrOTg4oLS0FNnZ2Wq9YmlpaY9dBwACAwPx5ZdfoqSkBIaGhpW2MTQ0fOxtRKSd+rVywcJ915CRV4KVR25iVIi32CXVeYIgYMvp25j+1yUUKcphbqiHsV0a4K22bjA2kIldHpFGmRrqYd3wNpjy+wX8Fn0bs3bG4ebdQnzduxn0ZFoxwImoxkTfuodpf17EpeSKw4O8bE3xXrAXevk5i1zZsxE1iNna2sLW1vap7YKCgpCdnY3o6Gi0atUKALB//34olUoEBgZWuk6rVq2gr6+PiIgI9O3bFwAQFxeHxMREBAUFPfa+YmJiYGVlxaBFVMcY6snwfogXvvj7MlYdTcCIjp7Q55cb0eQUKfDJHxfwz/0hWM1dLDCxa0N0bGADiYS9YFQ36cmkmNOvOdytTTBvz1VsPpWEO/eK8OPbrWBqKOpXOiKNyMwvwbe7ruDX0xU9YKaGMgxq644h7d1hLzcSubpnpxWzJgLAyy+/jLS0NCxbtgwKhQJDhw5FQEAANm7cCAC4c+cOunTpgrVr16JNmzYAgFGjRmHHjh1YvXo15HI5xowZAwA4duwYAODvv/9GWloa2rZtCyMjI+zduxcTJ07ExIkT8cUXX1S5Ns6aSKQbikrL0W5WBO4VKjCtRxMM6+Ahdkl10qmELIzfFIM72UWQSSV4M7A+Rod6w04LP2SJXpS/z93BR7+eR2m5Eg3szLB+RKBWfhElqopypYCNJxMxZ9cV5BaXAQBeamyPdzp5IMC9Xq37ga6q2UBrfj7ZsGEDRo8ejS5dukAqlaJv375YtGiR6naFQoG4uDgUFhaqli1YsEDVtqSkBOHh4fj+++9Vt+vr62Pp0qX48MMPIQgCvL29MX/+fIwcOVKjj42IagdjAxneDfbCrJ1X8PORmxjczp3HIGlQWbkSi/dfx+L916AUAEcLI0zs2hCv+jmxd5LoP3q2cIaTpQmGrT6Fa+n5eGXRYawfEYhGDvxBmHRLTFI2Pt92ERfu5AAAPG0qhiG+6ucEI33tHqauNT1itRl7xIh0R35JGdrNjEBucRm+ea0Z3gh0E7ukOuH2vUKM3xSD07cqpubu3NAOk7r5oLGjhciVEdVuiZmFeOOn47h9rwjG+jIse6slghvaPX1Folouq6AUc3ZfwaZTSRAEwNRAhrfaumFIe3c4WhiLXd4T6dR5xIiINMXMUA/D7w9J/PHgDSiV/K3qRfv7XDJe/u4wTt+6BxMDGT56yQeL3vBnCCOqgvrWJvhnTEe0cLFAkaIcQ1efwobjt8Qui6jaypUCNp5IROe5kfjlZEUI69zIDiuHtMaUlxvV+hD2LNgjVgPYI0akW3KKFGg3MwIFpeWY/3oL9GnlInZJOqmgpAwz/rqELdEVB103tDfHxPCG6NLIDlIOCSV6JiVl5Rj3Swx23T+P0siOHpj6cmP+LZFWOZeUjWl/XsS52xXDEN2tTfBesBd6+ztr1TDEqmYDBrEawCBGpHtm77qC7yPj4W1rhr0TOtW6A4G13YXbORi76Sxu3i2AVAK8HuCKcV284WRpInZpRFpLEATM2nkFP94/517XJvZYNNBfq77AUt10r6AUc/bE4ZeTiRAEwMRAhjcD3TC0gxucLLTvc4FBTIMYxIh0T2Z+CdrP2o/iMiW+f6Mlujd3FLsknaBUClhx+Abm7omDolyAjZkBPnqpIfq0coahHr8sEtWEX04k4rM/L6JcKaC5iwVWD22DeqYGYpdF9AilUsCvp5Pw7a4ruFeoAACENrTFO528EOhRT2t7dBnENIhBjEg3fbX9Mn46chONHcyxY1xH9oo9p/TcYkz49RyOXL8LAAjytMbkbg3hX99K5MqIdM+hqxkYtT4aBaXlcLY0wvoRbeFhYyp2WUQqF27n4PM/LyImKRsA4FavYhjiay21axhiZRjENIhBjEg3pecWo/23+6EoF/Dz4AB0aWwvdklaKyI2DZN+O4+sglIY6EnxTkdPjOjoAUsT/kpP9KJcTc3FWz+fRHpeCcyN9LBycABae1iLXRbVcTmFCszdE4f1J25BEABjfRneCKyP4e3d4WSlfcMQK8NZE4mInpOd3AgDWtcHAHwXcU3karRTsaIc0/+8iOFrTiOroBSeNqZY2N8PH77kwxBG9IL5OMixfWwH+NibI6+4DG/8dAJ/xSSLXRbVUQ+GIYbOi8S64xUhLNjHFj8NboVPuzfWmRD2LNgjVgPYI0aku+5kFyF49gGUKQWsH94GHRrYil2S1rialocxG88iLi0PANCrhRMmdPWBmzWHRxFpUlFpOUauPa0aFvzRSz4Y3dmbw61JYy7eycG0Py/iTGI2AMC1nglGdfLEay1dYGyg3cMQK1PVbKCnwZqIiLSOs6Ux+rR0xq+nb2PhvmsMYlUgCALWn0jEV9svo6RMCUtjfYwP88GANq5aP+6fSBsZG8iwZlgbfL7tAjaeTMK8vVeRkFmAWX2bQ1/GwVH04uQUKTB/TxzWHb8F5f1hiAPbuGJEB4862QP2XwxiRERP8UGoN36Lvo3Tt+7hdEIWAtzriV1SrZVVUIqPt57H3stpAICW9a0wObwh2nrxuBQiMcmkEnzTpzncrE3x7a4r2HrmDu5kF2HFoACYG+mLXR7pGEEQsPXMHczcGYvM/FIAQMcGNninkyfae9lo7WyINY1DE2sAhyYS6b6xv5zFX+eSEeRpjV/eaSt2ObXSset38eGvMUjLLYGeVIIh7dzxfqgX6pkail0aET1kx4UUfLg5BiVlSnjamGL9iEA4WRqLXRbpiMvJuZj+10WcSrgHAHCxMsZ7nbzQp5UzTAzqRh8QhyYSEdWgsV288fe5ZETdyMT529lo7mIpdkm1hqJcifl7r2LZwXgIQsWH7qSuDfFKc0focdgTUa3T3dcRzpbGGLLqJG7cLUCPxUewdlgbNHO2ELs00mK5xQrM33MVa6MSoBQAI30pBrSujxEdPeDCYYiV4ickEVEVeNuZI7ypAwBg7u6rIldTeyTcLUC/H47hh8iKEBbe1AErB7dGL39nhjCiWqyFqyX+HtMB9euZIKugFP2WHUNEbJrYZZEWEgQBf5y9jc5zD2L1sYoQ1t7bBj++FYBpPZowhD0BhybWAA5NJKobLifnovuiw5BKgB3jOqKRQ939excEAb+fuYNpf15EQWk5zAz1MDrUG4PaudWZoSdEuiC3WIGhq04h+tY9SCXAtB5NMKS9h9hlkZa4kpqLadsu4WRCFoCKCa7e7eSJfgEudfqzgCd01iAGMaK6Y+iqkzgQl4Gwxnb4aXBrscsRRW6xAp9vu4g/75+PqKmTHJPCGyLYx5bTYRNpIUW5EhM2x+Dv8ykAgKHt3PF5jyacUIEeK69YgYX7rmH1sQSUKwUY6knRv7UrRnTwRH1r9oDxGDEiohdgXJgPDsRlYP+VdNy8mw8PGzOxS9Ko6Fv3MH7zWSRlFUEqAd4IdMOYzt6wlxuJXRoRVZO+TIpFA/3hZm2KJQeuY9WxBCRmFWLpmy15yglSIwgC/jqXjK/+iUVGXgkAoJ2XNUZ28kBwAzuG92fEHrEawB4xorrlzRXHcTQ+E919HfD9m63ELkcjypUCvj9wHQsjrqFcKcDO3BCTujZE75bOPA8RkQ7ZcjoJU3+/gDKlgKZOcqwZ1gY2Zpz5lICraXmY9udFHL9RMQzR0cII73bywusBLjA1ZN/Ow9gjRkT0gowL88HR+CjsuZSG21mFcKmn28MwkrOLMH5zDE7erPjwDfaxxcTwhvDlDGtEOuf1AFc4WxrjnXXRuJScix6LjmD9iEB429Wt3n/6V35JGRZFXMPKIzdRphRgoCfF/wW4YmRHD7hZm4pdnlZjj1gNYI8YUd3T74djOH3rHnr7OWPhAD+xy3lhdl1MwcdbLyCnSAFjfRneC/bE0PbukBsbiF0aEb1A19Pz8NZPJ5GaWwwzQz2sGNQKQV42YpdFGiQIArafT8FX/1xGWm7FMMS2nvUwsqMnQhraQcZhiI/FyTo0iEGMqO45fC0Db/98EgZ6UhyeFAp7C906RqqwtAxfbr+MX04mAQAa2JlhYteGeKmJPY8BIKojMvNL8NbPJxCbkgc9qQSz+vqiXytXscsiDbienodpf17CsfhMABXDEN/p6In/a+3KYYhVwCCmQQxiRHWPIAh4dclRXLiTg/6tXfFt3+Zil1RjLiXnYOwvZxGfUQAJgL4tXfDhSw3gzHPBENU5xYpyjFofjQNxGQCAsZ298eFLPpwhVUcVlJRh0f5r+Pnw/WGIMileD3DBiI4edW5yqufBIKZBDGJEdVNEbBqGrzkNY30ZjnwcCmstP6BdqRSw8uhNfLvrChTlAuqZGmDCSz54PcAFhnqcOY2orlIqBcz4+xLWRt0CALzawglzX28BAz1O1KMrBEHAjgup+Oqfy0jJKQYABHpUDEMMbcRhiM+Kk3UQEb1gnRvZwcfeDFfT8vHdvmv4X+9mYpdUbRl5JZi45RwOXq341TvQox4md2uIVm71RK6MiMQmlUrwv17N4G5tiq/+uYy/ziUjObsIPw9pDQtjfbHLo+cUn5GP6X9ewpHrdwEA9nJDvNPRC/3buMKMwxBfKPaI1QD2iBHVXTsupOD9DWdgaijDsSmdYaGFk1hExqVj4pZzuJtfCgOZFMM7eODdTp6wNNW+x0JEL9bey2kY+8tZFCnK4WZtgg0jAuHCYctaqbC0DEv2X8eKwzegKBegL5OgX0sXjOzkCU9bDkN8HhyaqEEMYkR1l1IpoMv8g7h5twAjO3rg01eaiF1SlZWUlWP2rjj8fOQmAMDd2gQTuzbEy76OHIZCRI918XYOBq06iayCUlia6GPtsDZo7mIpdllURYIgYPelVPzv78tIvj8MMcDNCu908kSXxvZ8/68BDGIaxCBGVLdtO3sH4zfHQG6kh6ipnWFqWPuH6lxPz8OYX2IQm5ILAOjR3BETuvrAkwdjE1EVpOQU4Y0Vx3HzbiEM9aRYNMAf4c0cxC6LnuLm3QJM/+sSDt0fhm5nboh3Onni/wJceFqSGlTVbMCjLImInlOP5o5wsTJGbnEZvo+MF7ucJxIEAb+cTESPxUcQm5ILuZEePn+lCeb0a8EQRkRV5mhhjL9Gd0Abj3ooKVPivfXRWH6odr//1WVFpeWYuzsOXRccxKGrGdCTStC/tSs2jgzEiI6eDGEiYY9YDWCPGBH9eioJk7eeh5WJPqKmdoGRfu2bZTC7sBRTf7+AnRdTAQB+rpaY1K0h2nlacypqIqqWsnIlJv12Dn+cTQYAvBlYH//r1YzD22oJQRCw53Ia/vf3ZdzJLgIAtKxvhXc7eaJLYzvoydgn8yJw1kQiIg3q7e+M+XuvIjW3GCsO3cCYLg3ELknN8RuZ+HBzDFJyiqEnleDttm74oLM3bLR8yn0iEpeeTIr5/+cHN2tTLNx3DRtOJCLpXiGWvdUKJgb8mimmW5kFmPHXJdU54GzNDTGyoycGtOYwxNqCPWI1gD1iRAQA66IS8Pmfl2BjZohjUzrXinPsKMqVWBRxDUsOXIcgAE4WRpgU3gg9Wzjyl1AiqlF/nLmNyVvPQ1EuoJGDOdYObwM7cyOxy6pzihXl+D4yHssOxqO0TAk9qQSv+TtjZEdP+DiYi11encDJOjSIQYyIgIoPvw7f7sfd/FJ82r0xRnbyFLWepKxCjN10FmcTswEAYY3tMLFrQzRy5PsUEb0YJ29mYfiaU8grLoOduSHWjwiEjz2//GvKvstpmPH3Jdy+VzEM0d/VEu928kJYEw5D1CQGMQ1iECOiB346fANf/RMLRwsjHJ4cKtoH358xd/DpHxeRX1IGUwMZPgj1xuB27jDlyTmJ6AW7mZGPN386geScYpgayPDj263QoYGt2GXptMTMQnzx9yVEXEkHANiYGWBEB08MDHTVyvNbajsGMQ1iECOiBwpLyxA0cz9yihT44tWmGNzOXaP3n19Shml/XsTvZ+4AABo7yjGpqw9CG9lxQg4i0ph7BaV4e+UJXLyTC5lUgq9fa4YBreuLXZbOKVaUY9nBeHwf+e8wxN5+zninE4chiolBTIMYxIjoYUsPXMOc3VfhYmWMQ5NCIdXQ7GExSdkYt+ksbmUWQioBBrSujzFdvOFoYayR+ycielixohxjfjmLvZfTAADvBXvh424N+aNQDdl/JQ0z/rqMxKxCABUz4b7TyRNdm9hzGKLIdO48YllZWXjzzTchl8thaWmJ4cOHIz8//4nrLF++HCEhIZDL5ZBIJMjOzq6R7RIRPcmgIHeYGerh9r0ibIlOeuH3p1QK+D7yOvr9cAy3Mgtha26Ib17zxYxXmzKEEZFojPRl+PGtVhjRwQMAsOxgPD7YeAYlZeUiV6bdkrIKMXLtaQxbfRqJWYWwNjXAx90aYfXQ1ujuy4mYtInW7Kk333wTly5dwt69e7F9+3YcOnQI77zzzhPXKSwsRLdu3fDJJ5/U6HaJiJ7E3Egfwzu4AwCWHbyBFznwIDWnGG/9fAKzd8WhTCmgvbcNfhrUCgPa1K8VszYSUd0mlUrwWY8m+LJXU0glwI4Lqej/43FkF5aKXZrWKVaUY3HENYTNP4i9l9Mgk0rQx98ZG0YEYlSIFyxNeCyYttGKoYmxsbFo0qQJTp06hYCAAADArl270L17d9y+fRtOTk5PXD8yMhKhoaG4d+8eLC0ta2y7D3BoIhH9V3ZhKYJm7keRohzf9fdDL3/nGr+PPZdS8fHW87hXqICRvhTvdvTCsI7uPDCbiGqlA3Hp+GDDGRSWlsPVyhgbRrRFfWsTscvSCpFx6Zjx1yUkZFYMQ2zubIF3g73Qtak99NkDVuvo1NDEqKgoWFpaqsISAISFhUEqleLEiRO1brtERJYmBhgU5AYAWBp5vUZ7xYoV5fh820W8sy4a9woV8LI1xcL/88e4sAYMYURUa4U2tMPWUUGwMTNE0r0i9FxyBGduZYldVq12+14h3l13GkNWnUJCZiHqmRhgUteGWDu8DV5p7sgQpuW0Yu+lpqbCzs5ObZmenh7q1auH1NRUjW+3pKQEubm5ahciov8a2ckThnpSXE3Lx+5LaTWyzSupuei5+AjWHb8FAHjN3xmrh7ZBN18HjU0KQkRUXY0dLfDP2A7wtjNDTpECA5afwD/nk8Uuq9YpKSvH0gPXETb/IHZfSoNUAvT2c8aGkW3wQWdvDkPUEaIGsSlTpkAikTzxcuXKFTFLrNTMmTNhYWGhuri6uopdEhHVQjZmhngjsGK65sX7rz3XtgRBwJpjCXh1yVFcS8+HpYk+vni1KWb28YVrPQ7tISLtYS83wp8ftEc7L2uUlisxeuNZLD1QsyMHtNmhqxl4eeFhzNkdh2KFEs2c5Fg0wB9zXm+Oxo4WYpdHNUjUM3t+9NFHGDJkyBPbeHp6wsHBAenp6WrLy8rKkJWVBQcHh2rff3W3O3XqVEyYMEF1PTc3l2GMiCr1bicvrD9+C5eScxEZl46QhnZPX+k/MvNLMPm386oTdQa4WWFSt4YI9LCu6XKJiDTC1FAP64YHYurv5/Hr6duYszsOiZkF+Po13zo7619ydhG++ucydlyoGJVlZaKPYe098HZbN1iasgdMF4kaxGxtbWFr+/QzrQcFBSE7OxvR0dFo1aoVAGD//v1QKpUIDAys9v1Xd7uGhoYwNDSs9v0SUd3hYGGE11u5YOPJJCzcd+2Zg9jhaxmY8Os5ZOSVQF8mwdB2HhgV4gkrU74HEZF2k0kl+LZvc7hbm2LO7jhsPn0bt+8V4cdBATAzFPUrqkaVlinx85GbWBRxDUWKckglQM/mTninkyeaOrMHTJdpxayJAPDyyy8jLS0Ny5Ytg0KhwNChQxEQEICNGzcCAO7cuYMuXbpg7dq1aNOmDYCKY8BSU1Nx+vRpjBw5EocOHYK5uTnq16+PevXqVWm7VcFZE4noSZKyChEyNxLlSgG/jAxEkJfNU9cpLVNi7p44LD90AwDgWs8Ek7o2RHdfhzr7azER6a7t55Mx4ddzKC1TooGdGdYND4SDhZHYZb1wR6/fxed/XsSNjAIAQBNHOd4L9kK3Zg48BYkW06lZEwFgw4YNaNSoEbp06YLu3bujQ4cOWL58uep2hUKBuLg4FBYWqpYtW7YM/v7+GDlyJACgU6dO8Pf3x19//VXl7RIRPS/Xeibo7VdxOowFe59+rNiNjHz0/eGYKoS93MwBq4YE4FU/J4YwItJJPZo7YdPItrA01se19Hy8sugwYlN0dzK0lJwifLDxDN786QRuZBTA0lgfH4b5YMOINnjVz4khrI7Qmh6x2ow9YkT0NDcy8hE2/yCUAvDH++3gX9/qkTaCIGBL9G3M+OsSCkvLYW6ohzFdGuDttm4wNpCJUDURkWYlZRVi4IrjuH2vCMb6MvzwZkuENHr2Y2trq9IyJVYdvYnvIq6hsLRiGOIrvo54p5MnfF0sxS6PakhVswGDWA1gECOiqhi98Qy2n09Bey9rbBjZVu22nCIFPv3jArafTwFQcbLOieEN0bGBDSQSTktPRHVHTqECg1edQExSDqQS4ItXm+LtIHexy3pux+LvYtqfl3A9PR8A0NjBHKNCvNCtmSN7wHQMg5gGMYgRUVXEpeYhfOEhSAD8PaYDmt0/CPt0QhbGbYrBnewiyKQSvBlYH6NDvWEn1/3jI4iIKlNapsS4TWex82LFDIIjOnjgk+6NtfJ8iWm5xfj6n1j8da7ifGkWxvoY2s4dbwe5wdqMEy/pIgYxDWIQI6KqGrn2NPZeTkNIQ1v8NCgASw5cx6KIa1AKgIPcCJPCG+JVPyfo81gwIqrjBEHA7F1x+OFgPACgaxN7LBroDyN97RiqrShXYs2xBCzYexUF94chdm/miJGdPNDcxZKjHXQYg5gGMYgRUVVdvJODHouPQCoBfJ0tcO52DgCgc0M7TAz3QRMnTlVMRPSwX04m4vNtF1GmFODrbIE1w9qgXi0/r9bxG5mY9udFXE2rGIbY0L5iGGJ3Xw5DrAsYxDSIQYyInsWgn0/i0LUMAICxvgzvh3hhaAePOnXeHCKiZ3H4WgbeWxeNgtJyOFkaYcOItvCwMRW7rEek5xbjmx2x2BZTMQxRbqSHIe3cMbidO4ch1iEMYhrEIEZEz+LinRy8viwK7jammBDmgy6N7bTyuAciIk26lpaHN386gfS8Epgb6uHnIQFo42EtdlkAgLJyJdZG3cL8vVeRX1IGCYBuzRzwTidP+LlyGGJdwyCmQQxiRPSsikvLoVAqYW6kL3YpRERaIyOvBG/+dAJX0/KgJ5Vg7uvN0dvfRdSaTt7MwrQ/L+JKah4AwMfeDKOCvdG9uQMM9bTjeDaqWQxiGsQgRkRERKQZRaXleHf9aRy6ehcA8GFYA4zt0kDjvU4ZeSWYuTMWv5+5AwAwN9LD4CB3DGnvDhsOQ6zTGMQ0iEGMiIiISHPKlQKm/XkRG04kAgBe83fG7H7NNTLjbFm5EuuP38K8PVeRd38YYtemFcMQW9bnMESqejbgkeFEREREpFVkUgm+fs0X7tammLkzFn+cvYPk7CKsGBwA+Qsc8n06IQuf/3kJsSm5AABvOzOMCvZCjxaOHIZIz4w9YjWAPWJERERE4th9MRVjN51FSZkSHjamWD8iEM6WxjV6H3fzSzBr5xX8Fn0bAGBmqIdBQW4Y0s4ddnKjGr0v0n4cmqhBDGJERERE4jmXlI0hq07iXqEC9UwNsHZYGzRzfv7zMpYrBWw4cQtzd8cht7gMQMWJpd8N9kTL+lYchkiVYhDTIAYxIiIiInHdyS7CwOXHkZhVCCN9KRYP9MdLTRyqvb0ziffw+baLuJRcMQzRy9YU7wV7oWcLJxjpcxgiPR6DmAYxiBERERGJL7dYgaGrTiH61j1IJcDnPZpgaHuPZ9pGZn4JZu+Kw+bTSQAAU0MZBrWtmA3RnsMQqQoYxDSIQYyIiIiodlCUK/HRr+fw17lkAMDgIDdM79kUUumThxGWKwX8cjIRc3bHIadIAQB4qbE93unkgQD3ehyGSFXGWROJiIiIqM7Rl0nx3QA/uFmbYPH+61gTdQtJ9wqx9I1WMDaofEhhTFI2Pt92ERfu5AAAPG0qhiG+6sdhiPTisEesBrBHjIiIiKj2+S06CVO2XkCZUkBjR3OsHRYIW/N/T7acVVCKObuvYNOpJAgCYGogw1tt3TCkvTscLWp25kWqOzg0UYMYxIiIiIhqp6j4u3hnbTTySspgLzfEhhGB8LQxw6ZTSZi96wqy7w9D7NzIDu928kQbDw5DpOfDIKZBDGJEREREtVd8eh7e+vkkUnKKYWoog6eNKS7cqZgN0d3aBO8Fe6G3vzOHIVKNYBDTIAYxIiIiototM78Eb/98EpdTKgKYiYEMbwa6YWgHNzhZmIhcHekSTtZBRERERHSftZkhfn+/Hab9eRF5xWUYFOSOQI96T51NkehFYRAjIiIiojrBSF+G2f1aiF0GEQBAKnYBREREREREdQ2DGBERERERkYYxiBEREREREWkYgxgREREREZGGMYgRERERERFpGIMYERERERGRhjGIERERERERaRiDGBERERERkYYxiBEREREREWkYgxgREREREZGGMYgRERERERFpmJ7YBegCQRAAALm5uSJXQkREREREYnqQCR5khMdhEKsBeXl5AABXV1eRKyEiIiIiotogLy8PFhYWj71dIjwtqtFTKZVKJCcnw9zcHBKJRNRacnNz4erqiqSkJMjlclFroZrBfaqbuF91D/epbuJ+1T3cp7qntu1TQRCQl5cHJycnSKWPPxKMPWI1QCqVwsXFRewy1Mjl8lrxQqSaw32qm7hfdQ/3qW7iftU93Ke6pzbt0yf1hD3AyTqIiIiIiIg0jEGMiIiIiIhIwxjEdIyhoSGmT58OQ0NDsUuhGsJ9qpu4X3UP96lu4n7VPdynukdb9ykn6yAiIiIiItIw9ogRERERERFpGIMYERERERGRhjGIERERERERaRiDWB03ZMgQ9O7dW+wyqJpmzJgBPz8/scugF4D7VnslJCRAIpEgJiZG7FLoPyIjIyGRSJCdnS1qHRKJBNu2bRO1Bm1QW/bXA+7u7li4cKHYZdRpT/vb0bb3XwaxFygjIwOjRo1C/fr1YWhoCAcHB4SHh+Po0aNVWn/16tWwtLR8sUVSjXjefU21y5AhQyCRSPDee+89ctsHH3wAiUSCIUOGaL4wemYSieSJlxkzZohdIgFYtmwZzM3NUVZWplqWn58PfX19hISEqLV98OU8Pj5ew1VSTeLfJgH/ft7+93L9+vVK26ekpODll1/WcJUvjp7YBeiyvn37orS0FGvWrIGnpyfS0tIQERGBzMxMjdeiUCigr6+v8futK2rTvqaa4erqik2bNmHBggUwNjYGABQXF2Pjxo2oX7++yNVRVaWkpKj+v3nzZkybNg1xcXGqZWZmZmKURf8RGhqK/Px8nD59Gm3btgUAHD58GA4ODjhx4gSKi4thZGQEADhw4ADq168PLy8vMUum51SVv83Tp0+/kPsuLS2FgYHBC9k2Pbtu3bph1apVastsbW3Vrj/YZw4ODpos7YVjj9gLkp2djcOHD+Pbb79FaGgo3Nzc0KZNG0ydOhWvvvoqAGD+/Pnw9fWFqakpXF1d8f777yM/Px9AxS9+Q4cORU5OziO/DlXWLWtpaYnVq1cD+LdbdvPmzQgODoaRkRE2bNiA8vJyTJgwAZaWlrC2tsbkyZPx37MX7Nq1Cx06dFC16dGjh9qvjp07d8bo0aPV1snIyICBgQEiIiJq8BnUHk/b15V1k2dnZ0MikSAyMhLAv7/wRkREICAgACYmJmjXrp3ahxIAzJo1C/b29jA3N8fw4cNRXFysdvupU6fw0ksvwcbGBhYWFggODsaZM2dUtw8bNgw9evRQW0ehUMDOzg4///xzzT4xWq5ly5ZwdXXF77//rlr2+++/o379+vD391ctKykpwdixY2FnZwcjIyN06NABp06dUt3OfSsuBwcH1cXCwgISiUR1fdmyZejQoYNa+4ULF8Ld3V1t2U8//YTGjRvDyMgIjRo1wvfff692+8mTJ+Hv7w8jIyMEBATg7Nmzarffu3cPb775JmxtbWFsbIwGDRqofen4+OOP4ePjAxMTE3h6euLzzz+HQqEAUPF+LpVKH/lCunDhQri5uUGpVD7vU1QrNGzYEI6Ojqr3RKDib6dXr17w8PDA8ePH1ZaHhoZCqVRi5syZ8PDwgLGxMVq0aIHffvtNbbs7duyAj48PjI2NERoaioSEBLXbH4w82b17Nxo3bgwzMzN069ZNLSQAT34NlJaWYvTo0XB0dISRkRHc3Nwwc+ZM1e3Xrl1Dp06dYGRkhCZNmmDv3r2PPP66+Bp40t+mg4OD2o8k0dHRj33/rOwQi/Hjx6v1pIaEhGD06NEYP348bGxsEB4eDkEQMGPGDNVIFicnJ4wdO1a1Tnp6Onr27AljY2N4eHhgw4YNjzyGJ32PKygogFwuf+Q1uW3bNpiamiIvL+95nj6d8mAk0cOXLl26PLLPgEe/Az/t/be8vBzDhw9XvU80bNgQ3333ner2Q4cOQV9fH6mpqWrrjR8/Hh07dnxxD/o+BrEXxMzMDGZmZti2bRtKSkoqbSOVSrFo0SJcunQJa9aswf79+zF58mQAQLt27bBw4ULI5XKkpKQgJSUFEydOfKYapkyZgnHjxiE2Nhbh4eGYN28eVq9ejZUrV+LIkSPIysrCH3/8obZOQUEBJkyYgNOnTyMiIgJSqRSvvfaa6o1+xIgR2Lhxo9pjWr9+PZydndG5c+dnqk9XVGVfV9Wnn36KefPm4fTp09DT08OwYcNUt/3666+YMWMGvvnmG5w+fRqOjo6PfCHMy8vD4MGDceTIERw/fhwNGjRA9+7dVW/4I0aMwK5du9S+ZGzfvh2FhYXo37//c9Wui4YNG6b2hXnlypUYOnSoWpvJkydj69atWLNmDc6cOQNvb2+Eh4cjKytLrR33rXbasGEDpk2bhq+//hqxsbH45ptv8Pnnn2PNmjUAKobP9ejRA02aNEF0dDRmzJjxyHv1559/jsuXL2Pnzp2IjY3FDz/8ABsbG9Xt5ubmWL16NS5fvozvvvsOK1aswIIFCwBUHJMSFhb2yK/Fq1atwpAhQyCV6s7HeGhoKA4cOKC6fuDAAYSEhCA4OFi1vKioCCdOnEBoaChmzpyJtWvXYtmyZbh06RI+/PBDvPXWWzh48CAAICkpCX369EHPnj0RExODESNGYMqUKY/cb2FhIebOnYt169bh0KFDSExMVNuHT3sNLFq0CH/99Rd+/fVXxMXFYcOGDaowr1Qq0adPHxgYGODEiRNYtmwZPv7440dq4GvgyZ70/llVa9asgYGBAY4ePYply5Zh69atWLBgAX788Udcu3YN27Ztg6+vr6r9kCFDkJSUhAMHDuC3337D999/j/T0dLVtPul7nKmpKQYMGFDpfuvXrx/Mzc2r8UzULf/dZ/9VlfdfpVIJFxcXbNmyBZcvX8a0adPwySef4NdffwUAdOrUCZ6enli3bp1qHYVCgQ0bNlTrdfbMBHphfvvtN8HKykowMjIS2rVrJ0ydOlU4d+7cY9tv2bJFsLa2Vl1ftWqVYGFh8Ug7AMIff/yhtszCwkJYtWqVIAiCcPPmTQGAsHDhQrU2jo6OwuzZs1XXFQqF4OLiIvTq1euxNWVkZAgAhAsXLgiCIAhFRUWClZWVsHnzZlWb5s2bCzNmzHjsNuqCJ+3rB/vj7Nmzqvb37t0TAAgHDhwQBEEQDhw4IAAQ9u3bp2rzzz//CACEoqIiQRAEISgoSHj//ffV7jcwMFBo0aLFY+sqLy8XzM3Nhb///lu1rEmTJsK3336rut6zZ09hyJAh1X3oOmnw4MFCr169hPT0dMHQ0FBISEgQEhISBCMjIyEjI0Po1auXMHjwYCE/P1/Q19cXNmzYoFq3tLRUcHJyUv2tcd/WHv99T50+ffojz/GCBQsENzc31XUvLy9h48aNam2+/PJLISgoSBAEQfjxxx8Fa2tr1b4UBEH44Ycf1P7me/bsKQwdOrTKdc6ZM0do1aqV6vrmzZsFKysrobi4WBAEQYiOjhYkEolw8+bNKm9TG6xYsUIwNTUVFAqFkJubK+jp6Qnp6enCxo0bhU6dOgmCIAgRERECACEhIUEwMTERjh07praN4cOHCwMHDhQEQRCmTp0qNGnSRO32jz/+WAAg3Lt3TxCEitcEAOH69euqNkuXLhXs7e1V15/2GhgzZozQuXNnQalUPvKYdu/eLejp6Ql37txRLdu5c2eln+MPq2uvgcd936nK++eD9+uHjRs3TggODlZdDw4OFvz9/dXazJs3T/Dx8RFKS0sfud+4uDgBgHDy5EnVstjYWAGAsGDBgsc+jv9+jztx4oQgk8mE5ORkQRAEIS0tTdDT0xMiIyMfu426ZvDgwYJMJhNMTU1Vl379+lW6zwRB/TtwVd5/K/PBBx8Iffv2VV3/9ttvhcaNG6uub926VTAzMxPy8/Of/wE+he7/jCKivn37Ijk5GX/99Re6deuGyMhItGzZUjWEcN++fejSpQucnZ1hbm6Ot99+G5mZmSgsLKyR+w8ICFD9PycnBykpKQgMDFQt09PTU2sDVAyhGDhwIDw9PSGXy1W/6iUmJgIAjIyM8Pbbb2PlypUAgDNnzuDixYt1fuKCp+3rqmrevLnq/46OjgCg+gUuNjZWbf8BQFBQkNr1tLQ0jBw5Eg0aNICFhQXkcjny8/NV+w+o6Dl58AtdWloadu7cqZlffbSQra0tXnnlFaxevRqrVq3CK6+8otaTER8fD4VCgfbt26uW6evro02bNoiNjVXbFvet9ikoKEB8fDyGDx+u6vk2MzPDV199pRqyHRsbi+bNm6uOXwIe3XejRo3Cpk2b4Ofnh8mTJ+PYsWNqt2/evBnt27dXDcf67LPP1PZr7969IZPJVCMYVq9ejdDQ0EeGUGq7kJAQFBQU4NSpUzh8+DB8fHxga2uL4OBg1XFikZGR8PT0RH5+PgoLC/HSSy+p7Zu1a9eq7Zun/V0BgImJidrxZo6Ojqq/zaq8BoYMGYKYmBg0bNgQY8eOxZ49e1Tbio2NhaurK5ycnJ5YA18DT/ak98+qatWqldr1119/HUVFRfD09MTIkSPxxx9/qCaLiY2NhZ6ento6jRo1emQCtad9j2vTpg2aNm2q6j1dv3493Nzc0KlTp2eqXdeFhoYiJiZGdVm0aBGAR/fZf1Xl/RcAli5dilatWsHW1hZmZmZYvny52t/XkCFDcP36ddUQ6NWrV+P//u//YGpqWhMP74kYxF4wIyMjvPTSS/j8889x7NgxDBkyBNOnT0dCQgJ69OiB5s2bY+vWrYiOjsbSpUsBVIw3fxKJRPLIsV0PxpI/rDovoJ49eyIrKwsrVqzAiRMncOLEiUdqGjFiBPbu3Yvbt29j1apV6Ny5M9zc3J75vnTN4/b1g2EjD++zyvYXALUJVSQSCQA80/j/wYMHIyYmBt999x2OHTuGmJgYWFtbq+2/QYMG4caNG4iKisL69evh4eGhkXHQ2mrYsGFYvXo11qxZ81yhhvu29pFKpU98L31wrMeKFSvUviRcvHhR7Zilp3n55Zdx69YtfPjhh0hOTkaXLl1Uw2eioqLw5ptvonv37ti+fTvOnj2LTz/9VG2/GhgYYNCgQVi1ahVKS0uxceNGnQzY3t7ecHFxwYEDB3DgwAEEBwcDAJycnODq6opjx47hwIED6Ny5s2rf/PPPP2r75vLly48ck/M0/53I6uHP2Kq8Blq2bImbN2/iyy+/RFFREf7v//4P/fr1q/L98zXwdE96/3za3/ED//1O5Orqiri4OHz//fcwNjbG+++/j06dOj328/m/qvo9bsSIEaofZVetWoWhQ4eqHgNVMDU1hbe3t+ryIGzXRBDatGkTJk6ciOHDh2PPnj2IiYnB0KFD1faRnZ0devbsiVWrVmn8R0wGMQ1r0qQJCgoKEB0dDaVSiXnz5qFt27bw8fFBcnKyWlsDAwOUl5c/sg1bW1u140CuXbv21F40CwsLODo6qoIVAJSVlSE6Olp1PTMzE3Fxcfjss8/QpUsXNG7cGPfu3XtkW76+vggICMCKFSvq3IfBs3iwrx/M/PPwPqvO+S0aN26stv8APPJl8OjRoxg7diy6d++Opk2bwtDQEHfv3lVrY21tjd69e2PVqlVYvXr1I8c8kbpu3bqhtLQUCoVCdbDwA15eXqrx6w8oFAqcOnUKTZo0qfJ9cN+Kw9bWFqmpqWpf4h7+27S3t4eTkxNu3Lih9iXB29sbHh4eACr23fnz59UmV6kspNna2mLw4MFYv349Fi5ciOXLlwMAjh07Bjc3N3z66acICAhAgwYNcOvWrUfWHzFiBPbt24fvv/8eZWVl6NOnT009DbVKaGgoIiMjERkZqTbZQqdOnbBz506cPHkSoaGhaNKkCQwNDZGYmPjIvnF1dQVQsW9Onjyptv1nCdBA1V4DACCXy9G/f3+sWLECmzdvxtatW5GVlYXGjRsjKSlJ7f3/vzXwNfB8/vudCKj6Z6yxsTF69uyJRYsWITIyElFRUbhw4QIaNWr0yHekuLg4tfOZVeV7HAC89dZbuHXrFhYtWoTLly9j8ODB1Xqc9KiqvP8ePXoU7dq1w/vvvw9/f394e3tXeuqLESNGYPPmzVi+fDm8vLzURrq8SJy+/gXJzMzE66+/jmHDhqF58+YwNzfH6dOnMXv2bPTq1Qve3t5QKBRYvHgxevbsWemBiO7u7sjPz0dERARatGgBExMTmJiYoHPnzliyZAmCgoJQXl6Ojz/+uEpT048bNw6zZs1CgwYN0KhRI8yfP1/tTcXKygrW1tZYvnw5HB0dkZiYWOmBzUDFC3b06NEwNTXFa6+99lzPlbZ72r42NjZG27ZtMWvWLHh4eCA9PR2fffbZM9/PuHHjMGTIEAQEBKB9+/bYsGEDLl26BE9PT1WbBg0aYN26dQgICEBubi4mTZqkmnr9YSNGjECPHj1QXl7OD4WnkMlkqmGGMplM7TZTU1OMGjUKkyZNQr169VC/fn3Mnj0bhYWFGD58eJXvg/tWHCEhIcjIyMDs2bPRr18/7Nq1Czt37oRcLle1+eKLLzB27FhYWFigW7duKCkpwenTp3Hv3j1MmDABb7zxBj799FOMHDkSU6dORUJCAubOnat2P9OmTUOrVq3QtGlTlJSUYPv27WjcuDGAiv2amJiITZs2oXXr1vjnn38emUQJqPjC0bZtW3z88ccYNmxYpfteF4SGhuKDDz6AQqFQ9YgBQHBwMEaPHo3S0lKEhobC3NwcEydOxIcffgilUokOHTogJycHR48ehVwux+DBg/Hee+9h3rx5mDRpEkaMGIHo6OhnHi4OPP01MH/+fDg6OsLf3x9SqRRbtmyBg4MDLC0tERYWBh8fHwwePBhz5sxBbm4uPv30U7Xt8zXwfDp37ow5c+Zg7dq1CAoKwvr163Hx4kW12W0rs3r1apSXlyMwMBAmJiZYv349jI2N4ebmBmtra3Tr1g3vvvsufvjhB+jp6WH8+PFqz3lVvscBFd+t+vTpg0mTJqFr165wcXGp8eegrqrK+2+DBg2wdu1a7N69Gx4eHli3bh1OnTql9kMKAISHh0Mul+Orr77C//73P809iBd+FFodVVxcLEyZMkVo2bKlYGFhIZiYmAgNGzYUPvvsM6GwsFAQBEGYP3++4OjoKBgbGwvh4eHC2rVr1Q4iFgRBeO+99wRra2sBgDB9+nRBEAThzp07QteuXQVTU1OhQYMGwo4dOyqdrOO/ByoqFAph3LhxglwuFywtLYUJEyYIgwYNUjvIde/evULjxo0FQ0NDoXnz5kJkZGSlBxXn5eUJJiYmj0wwUBdVZV9fvnxZCAoKEoyNjQU/Pz9hz549lU7W8fC+P3v2rABA7WDsr7/+WrCxsRHMzMyEwYMHC5MnT1abbODMmTNCQECAYGRkJDRo0EDYsmWL4Obm9sjBxUqlUnBzcxO6d+/+gp4V7VbZwd8PezBZhyBUTGAzZswYwcbGRjA0NBTat2+vdoA3923tUdmEAD/88IPg6uoqmJqaCoMGDRK+/vprtck6BEEQNmzYIPj5+QkGBgaClZWV0KlTJ+H3339X3R4VFSW0aNFCMDAwEPz8/IStW7eqvQd/+eWXQuPGjQVjY2OhXr16Qq9evYQbN26o1p80aZJgbW0tmJmZCf379xcWLFhQ6cQFP//88yMTCOiaB59fjRo1UluekJAgABAaNmyoWqZUKoWFCxcKDRs2FPT19QVbW1shPDxcOHjwoKrN33//LXh7ewuGhoZCx44dhZUrVz4yWcd/n+s//vhD+O/Xoye9BpYvXy74+fkJpqamglwuF7p06SKcOXNGtW5cXJzQoUMHwcDAQPDx8RF27dr1yOdqXX8NPG2yjqe9f06bNk2wt7cXLCwshA8//FAYPXr0I5N1jBs3Tm3bf/zxhxAYGCjI5XLB1NRUaNu2rdqkICkpKcIrr7wiGBoaCvXr1xfWrl37yHtuVb7HCcK/k8z8+uuv1Xh2dNvjPm8r22eC8OiEdU97/y0uLhaGDBkiWFhYCJaWlsKoUaOEKVOmVDoZ1ueff642uYomSAThPwNriaogISEBXl5eOHXqFFq2bCl2OfSM8vPz4ezsjFWrVnF4i47hvtVdX375JbZs2YLz58+LXQqJhK8B7bRu3TrVMaI8kXTtNXz4cGRkZOCvv/7S2H1yaCI9E4VCgczMTHz22Wdo27YtQ5iWUSqVuHv3LubNmwdLS0vVycVJ+3Hf6q78/HwkJCRgyZIl+Oqrr8Quh0TA14B2KiwsREpKCmbNmoV3332XIayWysnJwYULF7Bx40aNhjCAk3XQMzp69CgcHR1x6tSpSsdCU+2WmJgIe3t7bNy4EStXroSeHn+L0RXct7pr9OjRaNWqFUJCQjg5Uh3F14B2mj17Nho1agQHBwdMnTpV7HLoMXr16oWuXbvivffew0svvaTR++bQRCIiIiIiIg1jjxgREREREZGGMYgRERERERFpGIMYERERERGRhjGIERERERERaRiDGBERUQ04evQofH19oa+vj969e4tdDgBgxowZ8PPzE7sMIiKqBIMYERHVekOGDIFEIoFEIoG+vj7s7e3x0ksvYeXKlVAqlWKXBwCYMGEC/Pz8cPPmTaxevVrscoiIqJZjECMiIq3QrVs3pKSkICEhATt37kRoaCjGjRuHHj16oKysTOzyEB8fj86dO8PFxQWWlpZil0NERLUcgxgREWkFQ0NDODg4wNnZGS1btsQnn3yCP//8Ezt37lTrgZo/fz58fX1hamoKV1dXvP/++8jPzwcAFBQUQC6X47ffflPb9rZt22Bqaoq8vLxK77ukpARjx46FnZ0djIyM0KFDB5w6dQoAkJCQAIlEgszMTAwbNgwSiaTSHrElS5agWbNmavcpkUiwbNky1bKwsDB89tlnqut//vknWrZsCSMjI3h6euKLL75QC53Z2dkYMWIEbG1tIZfL0blzZ5w7d+6xz2F8fDw8PT0xevRo8DSiRETiYhAjIiKt1blzZ7Ro0QK///67aplUKsWiRYtw6dIlrFmzBvv378fkyZMBAKamphgwYABWrVqltp1Vq1ahX79+MDc3r/R+Jk+ejK1bt2LNmjU4c+YMvL29ER4ejqysLLi6uiIlJQVyuRwLFy5ESkoK+vfv/8g2goODcfnyZWRkZAAADh48CBsbG0RGRgIAFAoFoqKiEBISAgA4fPgwBg0ahHHjxuHy5cv48ccfsXr1anz99deqbb7++utIT0/Hzp07ER0djZYtW6JLly7Iysp65P7Pnz+PDh064I033sCSJUsgkUiq/kQTEVHNE4iIiGq5wYMHC7169ar0tv79+wuNGzd+7LpbtmwRrK2tVddPnDghyGQyITk5WRAEQUhLSxP09PSEyMjIStfPz88X9PX1hQ0bNqiWlZaWCk5OTsLs2bNVyywsLIRVq1Y9tg6lUilYW1sLW7ZsEQRBEPz8/ISZM2cKDg4OgiAIwpEjRwR9fX2hoKBAEARB6NKli/DNN9+obWPdunWCo6OjIAiCcPjwYUEulwvFxcVqbby8vIQff/xREARBmD59utCiRQvh6NGjgpWVlTB37tzH1kdERJrFHjEiItJqgiCo9e7s27cPXbp0gbOzM8zNzfH2228jMzMThYWFAIA2bdqgadOmWLNmDQBg/fr1cHNzQ6dOnSrdfnx8PBQKBdq3b69apq+vjzZt2iA2NrbKdUokEnTq1AmRkZHIzs7G5cuX8f7776OkpARXrlzBwYMH0bp1a5iYmAAAzp07h//9738wMzNTXUaOHImUlBQUFhbi3LlzyM/Ph7W1tVqbmzdvIj4+XnW/iYmJeOmllzBt2jR89NFHVX9iiYjohdITuwAiIqLnERsbCw8PDwAVx2v16NEDo0aNwtdff4169erhyJEjGD58OEpLS1UhZ8SIEVi6dCmmTJmCVatWYejQoRoZqhcSEoLly5fj8OHD8Pf3h1wuV4WzgwcPIjg4WNU2Pz8fX3zxBfr06fPIdoyMjJCfnw9HR0fV0MaHPTxZiK2tLZycnPDLL79g2LBhkMvlL+KhERHRM2KPGBERaa39+/fjwoUL6Nu3LwAgOjoaSqUS8+bNQ9u2beHj44Pk5ORH1nvrrbdw69YtLFq0CJcvX8bgwYMfex9eXl4wMDDA0aNHVcsUCgVOnTqFJk2aPFO9D44T27Jli+pYsJCQEOzbtw9Hjx5VLQOAli1bIi4uDt7e3o9cpFIpWrZsidTUVOjp6T1yu42NjWo7xsbG2L59O4yMjBAeHv7YCUmIiEizGMSIiEgrlJSUIDU1FXfu3MGZM2fwzTffoFevXujRowcGDRoEAPD29oZCocDixYtx48YNrFu3Tm1WwgesrKzQp08fTJo0CV27doWLi8tj79fU1BSjRo3CpEmTsGvXLly+fBkjR45EYWEhhg8f/kyPoXnz5rCyssLGjRvVgti2bdtQUlKiNvxx2rRpWLt2Lb744gtcunQJsbGx2LRpk2pWxbCwMAQFBaF3797Ys2cPEhIScOzYMXz66ac4ffr0I4/hn3/+gZ6eHl5++WXVLJJERCQeBjEiItIKu3btgqOjI9zd3dGtWzccOHAAixYtwp9//gmZTAYAaNGiBebPn49vv/0WzZo1w4YNGzBz5sxKt/dguOKwYcOeet+zZs1C37598fbbb6Nly5a4fv06du/eDSsrq2d6DBKJBB07doREIkGHDh0AVIQzuVyOgIAAmJqaqtqGh4dj+/bt2LNnD1q3bo22bdtiwYIFcHNzU21rx44d6NSpE4YOHQofHx8MGDAAt27dgr29/SP3bWZmhp07d0IQBLzyyisoKCh4ptqJiKhmSQSBJxIhIqK6Z926dfjwww+RnJwMAwMDscshIqI6hpN1EBFRnVJYWIiUlBTMmjUL7777LkMYERGJgkMTiYioTpk9ezYaNWoEBwcHTJ06VexyiIiojuLQRCIiIiIiIg1jjxgREREREZGGMYgRERERERFpGIMYERERERGRhjGIERERERERaRiDGBERERERkYYxiBEREREREWkYgxgREREREZGGMYgRERERERFpGIMYERERERGRhv0/cOQ/jVWxBY4AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "days_week = dict(zip(np.arange(1,8),[\"Monday\", \"Tuedsay\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]))\n", "forecast_weekly = forecast.copy()\n", "forecast_weekly[\"dayweek\"] = forecast_weekly[\"ds\"].apply(lambda x: x.isoweekday()).map(days_week)\n", "\n", "plt.figure(figsize=(10,4))\n", "df_weekly = forecast_weekly[[\"weekly\",\"dayweek\"]]\n", "sns.lineplot(data=df_weekly, x=\"dayweek\", y=\"weekly\")\n", "plt.xlabel(\"Day of week\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\LaurèneDAVID\\Documents\\Teaching\\HEC_EMBA\\app_hec_emba\\venv\\lib\\site-packages\\prophet\\plot.py:228: FutureWarning:\n", "\n", "The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", "\n", "c:\\Users\\LaurèneDAVID\\Documents\\Teaching\\HEC_EMBA\\app_hec_emba\\venv\\lib\\site-packages\\prophet\\plot.py:351: FutureWarning:\n", "\n", "The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", "\n", "c:\\Users\\LaurèneDAVID\\Documents\\Teaching\\HEC_EMBA\\app_hec_emba\\venv\\lib\\site-packages\\prophet\\plot.py:354: FutureWarning:\n", "\n", "The behavior of DatetimeProperties.to_pydatetime is deprecated, in a future version this will return a Series containing python datetime objects instead of an ndarray. To retain the old behavior, call `np.array` on the result\n", "\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m.plot_components(forecast)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "forecast_year = forecast[[\"ds\",\"yearly\"]].copy()\n", "forecast_year[\"ds_year\"] = forecast_year[\"ds\"].apply(lambda x: x.strftime(\"%B %d\"))\n", "forecast_year[\"ds\"] = forecast_year[\"ds\"].apply(lambda x: x.strftime(\"%m-%d\"))\n", "forecast_year.sort_values(by=[\"ds\"], inplace=True)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "fillpattern": { "shape": "" }, "hovertemplate": "ds_year=%{x}
yearly=%{y}", "legendgroup": "", "line": { "color": "#636efa" }, "marker": { "symbol": "circle" }, "mode": "lines", "name": "", "orientation": "v", "showlegend": false, "stackgroup": "1", "type": "scatter", "x": [ "January 02", "January 03", "January 04", "January 05", "January 06", "January 07", "January 08", "January 09", "January 10", "January 11", "January 12", "January 14", "January 15", "January 16", "January 17", "January 18", "January 19", "January 20", "January 21", "January 22", "January 23", "January 24", "January 25", "January 26", "January 27", "January 28", "January 29", "January 30", "January 31", "February 01", "February 02", "February 03", "February 04", "February 05", "February 06", "February 07", "February 08", "February 09", "February 10", "February 11", "February 12", "February 13", "February 14", "February 15", "February 16", "February 17", "February 18", "February 19", "February 20", "February 21", "February 22", "February 23", "February 24", "February 25", "February 26", "February 27", "February 28", "March 01", "March 02", "March 03", "March 04", "March 05", "March 06", "March 07", "March 08", "March 09", "March 10", "March 11", "March 12", "March 13", "March 14", "March 15", "March 16", "March 17", "March 18", "March 19", "March 20", "March 21", "March 22", "March 23", "March 24", "March 25", "March 26", "March 27", "March 28", "March 29", "March 30", "March 31", "April 01", "April 02", "April 03", "April 04", "April 05", "April 06", "April 07", "April 08", "April 09", "April 10", "April 11", "April 12", "April 13", "April 14", "April 15", "April 16", "April 17", "April 18", "April 19", "April 20", "April 21", "April 22", "April 23", "April 24", "April 25", "April 26", "April 27", "April 28", "April 29", "April 30", "May 01", "May 02", "May 03", "May 04", "May 05", "May 06", "May 07", "May 08", "May 09", "May 10", "May 11", "May 12", "May 13", "May 14", "May 15", "May 16", "May 17", "May 18", "May 19", "May 20", "May 21", "May 22", "May 23", "May 24", "May 25", "May 26", "May 27", "May 28", "May 29", "May 30", "May 31", "June 01", "June 02", "June 03", "June 04", "June 05", "June 06", "June 07", "June 08", "June 09", "June 10", "June 11", "June 12", "June 13", "June 14", "June 15", "June 16", "June 17", "June 18", "June 19", "June 20", "June 21", "June 22", "June 23", "June 24", "June 25", "June 26", "June 27", "June 28", "June 29", "June 30", "July 01", "July 02", "July 03", "July 04", "July 05", "July 06", "July 07", "July 08", "July 09", "July 10", "July 11", "July 12", "July 13", "July 14", "July 15", "July 16", "July 17", "July 18", "July 19", "July 20", "July 21", "July 22", "July 23", "July 24", "July 25", "July 26", "July 27", "July 28", "July 29", "July 30", "July 31", "August 01", "August 02", "August 03", "August 04", "August 05", "August 06", "August 07", "August 08", "August 09", "August 10", "August 11", "August 12", "August 13", "August 14", "August 15", "August 16", "August 17", "August 22", "August 23", "August 24", "August 25", "August 26", "August 27", "August 28", "August 29", "August 30", "August 31", "September 01", "September 02", "September 03", "September 04", "September 05", "September 06", "September 07", "September 08", "September 09", "September 10", "September 11", "September 12", "September 13", "September 14", "September 15", "September 16", "September 17", "September 18", "September 19", "September 20", "September 21", "September 22", "September 23", "September 24", "September 25", "September 28", "September 29", "September 30", "October 01", "October 02", "October 03", "October 04", "October 05", "October 06", "October 07", "October 08", "October 09", "October 10", "October 11", "October 12", "October 13", "October 14", "October 15", "October 16", "October 17", "October 18", "October 19", "October 20", "October 21", "October 22", "October 23", "October 24", "October 25", "October 26", "October 27", "October 28", "October 29", "October 30", "October 31", "November 01", "November 02", "November 03", "November 04", "November 05", "November 06", "November 07", "November 08", "November 09", "November 10", "November 11", "November 12", "November 13", "November 14", "November 15", "November 16", "November 17", "November 18", "November 19", "November 20", "November 21", "November 22", "November 23", "November 24", "November 25", "November 26" ], "xaxis": "x", "y": [ 0.3889888708756303, 0.37841772878960755, 0.3671661783939844, 0.3555531864561286, 0.3439136230141853, 0.3325887499711875, 0.32191641823656086, 0.31222124370234744, 0.3038050339247741, 0.2969377315297803, 0.29184912723494894, 0.28768391817769173, 0.28880679386572844, 0.29209946515708457, 0.2975082663404684, 0.3049167222001348, 0.3141473482602613, 0.32496509665221956, 0.33708236796699265, 0.35016546762217343, 0.363842346699888, 0.37771143292781034, 0.3913513283924352, 0.40433112745278366, 0.4162210917692888, 0.42660340978984845, 0.43508276567755916, 0.44129644755212183, 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