Sunday, September 11, 2022

Performing Analysis of Meteorological Data

{

"cells": [{"cell_type": "markdown","metadata": {},"source": ["## Data Cleaning \n","\n","### Import libraries"]},{"cell_type": "code","execution_count": 2,"metadata": {},"outputs": [],"source": ["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns"]},{"cell_type": "markdown","metadata": {},"source": ["### Load and Read Dataset"]},{"cell_type": "code","execution_count": 21,"metadata": {},"outputs": [{"data": {"text/html": ["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>Formatted Date</th>\n"," <th>Summary</th>\n"," <th>Precip Type</th>\n"," <th>Temperature (C)</th>\n"," <th>Apparent Temperature (C)</th>\n"," <th>Humidity</th>\n"," <th>Wind Speed (km/h)</th>\n"," <th>Wind Bearing (degrees)</th>\n"," <th>Visibility (km)</th>\n"," <th>Loud Cover</th>\n"," <th>Pressure (millibars)</th>\n"," <th>Daily Summary</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>0</th>\n"," <td>2006-04-01 00:00:00.000 +0200</td>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.472222</td>\n"," <td>7.388889</td>\n"," <td>0.89</td>\n"," <td>14.1197</td>\n"," <td>251.0</td>\n"," <td>15.8263</td>\n"," <td>0.0</td>\n"," <td>1015.13</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>1</th>\n"," <td>2006-04-01 01:00:00.000 +0200</td>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.355556</td>\n"," <td>7.227778</td>\n"," <td>0.86</td>\n"," <td>14.2646</td>\n"," <td>259.0</td>\n"," <td>15.8263</td>\n"," <td>0.0</td>\n"," <td>1015.63</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>2</th>\n"," <td>2006-04-01 02:00:00.000 +0200</td>\n"," <td>Mostly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.377778</td>\n"," <td>9.377778</td>\n"," <td>0.89</td>\n"," <td>3.9284</td>\n"," <td>204.0</td>\n"," <td>14.9569</td>\n"," <td>0.0</td>\n"," <td>1015.94</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>3</th>\n"," <td>2006-04-01 03:00:00.000 +0200</td>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>8.288889</td>\n"," <td>5.944444</td>\n"," <td>0.83</td>\n"," <td>14.1036</td>\n"," <td>269.0</td>\n"," <td>15.8263</td>\n"," <td>0.0</td>\n"," <td>1016.41</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>4</th>\n"," <td>2006-04-01 04:00:00.000 +0200</td>\n"," <td>Mostly Cloudy</td>\n"," <td>rain</td>\n"," <td>8.755556</td>\n"," <td>6.977778</td>\n"," <td>0.83</td>\n"," <td>11.0446</td>\n"," <td>259.0</td>\n"," <td>15.8263</td>\n"," <td>0.0</td>\n"," <td>1016.51</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain": [" Formatted Date Summary Precip Type Temperature (C) \\\n","0 2006-04-01 00:00:00.000 +0200 Partly Cloudy rain 9.472222 \n","1 2006-04-01 01:00:00.000 +0200 Partly Cloudy rain 9.355556 \n","2 2006-04-01 02:00:00.000 +0200 Mostly Cloudy rain 9.377778 \n","3 2006-04-01 03:00:00.000 +0200 Partly Cloudy rain 8.288889 \n","4 2006-04-01 04:00:00.000 +0200 Mostly Cloudy rain 8.755556 \n","\n"," Apparent Temperature (C) Humidity Wind Speed (km/h) \\\n","0 7.388889 0.89 14.1197 \n","1 7.227778 0.86 14.2646 \n","2 9.377778 0.89 3.9284 \n","3 5.944444 0.83 14.1036 \n","4 6.977778 0.83 11.0446 \n","\n"," Wind Bearing (degrees) Visibility (km) Loud Cover Pressure (millibars) \\\n","0 251.0 15.8263 0.0 1015.13 \n","1 259.0 15.8263 0.0 1015.63 \n","2 204.0 14.9569 0.0 1015.94 \n","3 269.0 15.8263 0.0 1016.41 \n","4 259.0 15.8263 0.0 1016.51 \n","\n"," Daily Summary \n","0 Partly cloudy throughout the day. \n","1 Partly cloudy throughout the day. \n","2 Partly cloudy throughout the day. \n","3 Partly cloudy throughout the day. \n","4 Partly cloudy throughout the day. "]},"execution_count": 21,"metadata": {},"output_type": "execute_result"}],"source": ["data = pd.read_csv('weatherHistory.csv')\n","data.head()"]},{"cell_type": "markdown","metadata": {},"source": ["### Dimensions of the dataframe"]},{"cell_type": "code","execution_count": 36,"metadata": {},"outputs": [{"data": {"text/plain": ["(96453, 12)"]},"execution_count": 36,"metadata": {},"output_type": "execute_result"}],"source": ["data.shape"]},{"cell_type": "markdown","metadata": {},"source": ["### Datatypes of the dataframe"]},{"cell_type": "code","execution_count": 4,"metadata": {},"outputs": [{"name": "stdout","output_type": "stream","text": ["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 96453 entries, 0 to 96452\n","Data columns (total 12 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 Formatted Date 96453 non-null object \n"," 1 Summary 96453 non-null object \n"," 2 Precip Type 95936 non-null object \n"," 3 Temperature (C) 96453 non-null float64\n"," 4 Apparent Temperature (C) 96453 non-null float64\n"," 5 Humidity 96453 non-null float64\n"," 6 Wind Speed (km/h) 96453 non-null float64\n"," 7 Wind Bearing (degrees) 96453 non-null float64\n"," 8 Visibility (km) 96453 non-null float64\n"," 9 Loud Cover 96453 non-null float64\n"," 10 Pressure (millibars) 96453 non-null float64\n"," 11 Daily Summary 96453 non-null object \n","dtypes: float64(8), object(4)\n","memory usage: 8.8+ MB\n"]}],"source": ["data.info()"]},{"cell_type": "markdown","metadata": {},"source": ["### Statistical details of the dataframe"]},{"cell_type": "code","execution_count": 5,"metadata": {},"outputs": [{"data": {"text/html": ["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>Temperature (C)</th>\n"," <th>Apparent Temperature (C)</th>\n"," <th>Humidity</th>\n"," <th>Wind Speed (km/h)</th>\n"," <th>Wind Bearing (degrees)</th>\n"," <th>Visibility (km)</th>\n"," <th>Loud Cover</th>\n"," <th>Pressure (millibars)</th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>count</th>\n"," <td>96453.000000</td>\n"," <td>96453.000000</td>\n"," <td>96453.000000</td>\n"," <td>96453.000000</td>\n"," <td>96453.000000</td>\n"," <td>96453.000000</td>\n"," <td>96453.0</td>\n"," <td>96453.000000</td>\n"," </tr>\n"," <tr>\n"," <th>mean</th>\n"," <td>11.932678</td>\n"," <td>10.855029</td>\n"," <td>0.734899</td>\n"," <td>10.810640</td>\n"," <td>187.509232</td>\n"," <td>10.347325</td>\n"," <td>0.0</td>\n"," <td>1003.235956</td>\n"," </tr>\n"," <tr>\n"," <th>std</th>\n"," <td>9.551546</td>\n"," <td>10.696847</td>\n"," <td>0.195473</td>\n"," <td>6.913571</td>\n"," <td>107.383428</td>\n"," <td>4.192123</td>\n"," <td>0.0</td>\n"," <td>116.969906</td>\n"," </tr>\n"," <tr>\n"," <th>min</th>\n"," <td>-21.822222</td>\n"," <td>-27.716667</td>\n"," <td>0.000000</td>\n"," <td>0.000000</td>\n"," <td>0.000000</td>\n"," <td>0.000000</td>\n"," <td>0.0</td>\n"," <td>0.000000</td>\n"," </tr>\n"," <tr>\n"," <th>25%</th>\n"," <td>4.688889</td>\n"," <td>2.311111</td>\n"," <td>0.600000</td>\n"," <td>5.828200</td>\n"," <td>116.000000</td>\n"," <td>8.339800</td>\n"," <td>0.0</td>\n"," <td>1011.900000</td>\n"," </tr>\n"," <tr>\n"," <th>50%</th>\n"," <td>12.000000</td>\n"," <td>12.000000</td>\n"," <td>0.780000</td>\n"," <td>9.965900</td>\n"," <td>180.000000</td>\n"," <td>10.046400</td>\n"," <td>0.0</td>\n"," <td>1016.450000</td>\n"," </tr>\n"," <tr>\n"," <th>75%</th>\n"," <td>18.838889</td>\n"," <td>18.838889</td>\n"," <td>0.890000</td>\n"," <td>14.135800</td>\n"," <td>290.000000</td>\n"," <td>14.812000</td>\n"," <td>0.0</td>\n"," <td>1021.090000</td>\n"," </tr>\n"," <tr>\n"," <th>max</th>\n"," <td>39.905556</td>\n"," <td>39.344444</td>\n"," <td>1.000000</td>\n"," <td>63.852600</td>\n"," <td>359.000000</td>\n"," <td>16.100000</td>\n"," <td>0.0</td>\n"," <td>1046.380000</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain": [" Temperature (C) Apparent Temperature (C) Humidity \\\n","count 96453.000000 96453.000000 96453.000000 \n","mean 11.932678 10.855029 0.734899 \n","std 9.551546 10.696847 0.195473 \n","min -21.822222 -27.716667 0.000000 \n","25% 4.688889 2.311111 0.600000 \n","50% 12.000000 12.000000 0.780000 \n","75% 18.838889 18.838889 0.890000 \n","max 39.905556 39.344444 1.000000 \n","\n"," Wind Speed (km/h) Wind Bearing (degrees) Visibility (km) Loud Cover \\\n","count 96453.000000 96453.000000 96453.000000 96453.0 \n","mean 10.810640 187.509232 10.347325 0.0 \n","std 6.913571 107.383428 4.192123 0.0 \n","min 0.000000 0.000000 0.000000 0.0 \n","25% 5.828200 116.000000 8.339800 0.0 \n","50% 9.965900 180.000000 10.046400 0.0 \n","75% 14.135800 290.000000 14.812000 0.0 \n","max 63.852600 359.000000 16.100000 0.0 \n","\n"," Pressure (millibars) \n","count 96453.000000 \n","mean 1003.235956 \n","std 116.969906 \n","min 0.000000 \n","25% 1011.900000 \n","50% 1016.450000 \n","75% 1021.090000 \n","max 1046.380000 "]},"execution_count": 5,"metadata": {},"output_type": "execute_result"}],"source": ["data.describe()"]},{"cell_type": "markdown","metadata": {},"source": ["### Handling missing values"]},{"cell_type": "code","execution_count": 6,"metadata": {},"outputs": [{"data": {"text/plain": ["Formatted Date 0\n","Summary 0\n","Precip Type 517\n","Temperature (C) 0\n","Apparent Temperature (C) 0\n","Humidity 0\n","Wind Speed (km/h) 0\n","Wind Bearing (degrees) 0\n","Visibility (km) 0\n","Loud Cover 0\n","Pressure (millibars) 0\n","Daily Summary 0\n","dtype: int64"]},"execution_count": 6,"metadata": {},"output_type": "execute_result"}],"source": ["#Check for missing values\n","data.isnull().sum()"]},{"cell_type": "markdown","metadata": {},"source": ["### Dataframe columns\n","We only need 3 columns for our task which is data['Formatted Date','Apperent Temperature(c)','Humidity']"]},{"cell_type": "code","execution_count": 7,"metadata": {},"outputs": [{"data": {"text/plain": ["Index(['Formatted Date', 'Summary', 'Precip Type', 'Temperature (C)',\n"," 'Apparent Temperature (C)', 'Humidity', 'Wind Speed (km/h)',\n"," 'Wind Bearing (degrees)', 'Visibility (km)', 'Loud Cover',\n"," 'Pressure (millibars)', 'Daily Summary'],\n"," dtype='object')"]},"execution_count": 7,"metadata": {},"output_type": "execute_result"}],"source": ["data.columns"]},{"cell_type": "markdown","metadata": {},"source": ["Observation:\n","1. In 'Precip Type', there are 517 missing values.\n","2. 'Wind Bearing (degrees)' has only integer values and Formatted Date is in String.\n","3. Minimum values of Humidity, Wind Speed (km/h), Wind Bearing (degrees), Visibility (km) are Zero and they can be Zero."]},{"cell_type": "markdown","metadata": {},"source": ["### Drop unwanted columns"]},{"cell_type": "code","execution_count": 8,"metadata": {},"outputs": [{"data": {"text/plain": ["array([0.])"]},"execution_count": 8,"metadata": {},"output_type": "execute_result"}],"source": ["data['Loud Cover'].unique()"]},{"cell_type": "code","execution_count": 9,"metadata": {},"outputs": [],"source": ["data = data.drop(['Loud Cover'], axis = 1)"]},{"cell_type": "code","execution_count": 11,"metadata": {"scrolled": true},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 720x576 with 2 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["plt.figure(figsize=(10,8))\n","sns.heatmap(data= data.corr(), annot=True)\n","plt.title(\"Pairwise correlation of all columns in the dataframe\")\n","# save the figure\n","plt.savefig('plot6.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["### Changing Formatted Date from String to Datetime"]},{"cell_type": "code","execution_count": 12,"metadata": {},"outputs": [],"source": ["data['Formatted Date'] = pd.to_datetime(data['Formatted Date'], utc=True)"]},{"cell_type": "code","execution_count": 13,"metadata": {},"outputs": [{"name": "stdout","output_type": "stream","text": ["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 96453 entries, 0 to 96452\n","Data columns (total 11 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 Formatted Date 96453 non-null datetime64[ns, UTC]\n"," 1 Summary 96453 non-null object \n"," 2 Precip Type 95936 non-null object \n"," 3 Temperature (C) 96453 non-null float64 \n"," 4 Apparent Temperature (C) 96453 non-null float64 \n"," 5 Humidity 96453 non-null float64 \n"," 6 Wind Speed (km/h) 96453 non-null float64 \n"," 7 Wind Bearing (degrees) 96453 non-null float64 \n"," 8 Visibility (km) 96453 non-null float64 \n"," 9 Pressure (millibars) 96453 non-null float64 \n"," 10 Daily Summary 96453 non-null object \n","dtypes: datetime64[ns, UTC](1), float64(7), object(3)\n","memory usage: 8.1+ MB\n"]}],"source": ["data.info()"]},{"cell_type": "markdown","metadata": {},"source": ["### Number of Distinct Observation "]},{"cell_type": "code","execution_count": 20,"metadata": {},"outputs": [{"data": {"text/plain": ["Summary 27\n","Precip Type 2\n","Temperature (C) 7574\n","Apparent Temperature (C) 8984\n","Humidity 90\n","Wind Speed (km/h) 2484\n","Wind Bearing (degrees) 360\n","Visibility (km) 949\n","Pressure (millibars) 4979\n","Daily Summary 214\n","dtype: int64"]},"execution_count": 20,"metadata": {},"output_type": "execute_result"}],"source": ["data.nunique()"]},{"cell_type": "code","execution_count": 15,"metadata": {},"outputs": [{"data": {"text/html": ["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>Summary</th>\n"," <th>Precip Type</th>\n"," <th>Temperature (C)</th>\n"," <th>Apparent Temperature (C)</th>\n"," <th>Humidity</th>\n"," <th>Wind Speed (km/h)</th>\n"," <th>Wind Bearing (degrees)</th>\n"," <th>Visibility (km)</th>\n"," <th>Pressure (millibars)</th>\n"," <th>Daily Summary</th>\n"," </tr>\n"," <tr>\n"," <th>Formatted Date</th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>2006-03-31 22:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.472222</td>\n"," <td>7.388889</td>\n"," <td>0.89</td>\n"," <td>14.1197</td>\n"," <td>251.0</td>\n"," <td>15.8263</td>\n"," <td>1015.13</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>2006-03-31 23:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.355556</td>\n"," <td>7.227778</td>\n"," <td>0.86</td>\n"," <td>14.2646</td>\n"," <td>259.0</td>\n"," <td>15.8263</td>\n"," <td>1015.63</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>2006-04-01 00:00:00+00:00</th>\n"," <td>Mostly Cloudy</td>\n"," <td>rain</td>\n"," <td>9.377778</td>\n"," <td>9.377778</td>\n"," <td>0.89</td>\n"," <td>3.9284</td>\n"," <td>204.0</td>\n"," <td>14.9569</td>\n"," <td>1015.94</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>2006-04-01 01:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>8.288889</td>\n"," <td>5.944444</td>\n"," <td>0.83</td>\n"," <td>14.1036</td>\n"," <td>269.0</td>\n"," <td>15.8263</td>\n"," <td>1016.41</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>2006-04-01 02:00:00+00:00</th>\n"," <td>Mostly Cloudy</td>\n"," <td>rain</td>\n"," <td>8.755556</td>\n"," <td>6.977778</td>\n"," <td>0.83</td>\n"," <td>11.0446</td>\n"," <td>259.0</td>\n"," <td>15.8263</td>\n"," <td>1016.51</td>\n"," <td>Partly cloudy throughout the day.</td>\n"," </tr>\n"," <tr>\n"," <th>...</th>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," <td>...</td>\n"," </tr>\n"," <tr>\n"," <th>2016-09-09 17:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>26.016667</td>\n"," <td>26.016667</td>\n"," <td>0.43</td>\n"," <td>10.9963</td>\n"," <td>31.0</td>\n"," <td>16.1000</td>\n"," <td>1014.36</td>\n"," <td>Partly cloudy starting in the morning.</td>\n"," </tr>\n"," <tr>\n"," <th>2016-09-09 18:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>24.583333</td>\n"," <td>24.583333</td>\n"," <td>0.48</td>\n"," <td>10.0947</td>\n"," <td>20.0</td>\n"," <td>15.5526</td>\n"," <td>1015.16</td>\n"," <td>Partly cloudy starting in the morning.</td>\n"," </tr>\n"," <tr>\n"," <th>2016-09-09 19:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>22.038889</td>\n"," <td>22.038889</td>\n"," <td>0.56</td>\n"," <td>8.9838</td>\n"," <td>30.0</td>\n"," <td>16.1000</td>\n"," <td>1015.66</td>\n"," <td>Partly cloudy starting in the morning.</td>\n"," </tr>\n"," <tr>\n"," <th>2016-09-09 20:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>21.522222</td>\n"," <td>21.522222</td>\n"," <td>0.60</td>\n"," <td>10.5294</td>\n"," <td>20.0</td>\n"," <td>16.1000</td>\n"," <td>1015.95</td>\n"," <td>Partly cloudy starting in the morning.</td>\n"," </tr>\n"," <tr>\n"," <th>2016-09-09 21:00:00+00:00</th>\n"," <td>Partly Cloudy</td>\n"," <td>rain</td>\n"," <td>20.438889</td>\n"," <td>20.438889</td>\n"," <td>0.61</td>\n"," <td>5.8765</td>\n"," <td>39.0</td>\n"," <td>15.5204</td>\n"," <td>1016.16</td>\n"," <td>Partly cloudy starting in the morning.</td>\n"," </tr>\n"," </tbody>\n","</table>\n","<p>96453 rows × 10 columns</p>\n","</div>"],"text/plain": [" Summary Precip Type Temperature (C) \\\n","Formatted Date \n","2006-03-31 22:00:00+00:00 Partly Cloudy rain 9.472222 \n","2006-03-31 23:00:00+00:00 Partly Cloudy rain 9.355556 \n","2006-04-01 00:00:00+00:00 Mostly Cloudy rain 9.377778 \n","2006-04-01 01:00:00+00:00 Partly Cloudy rain 8.288889 \n","2006-04-01 02:00:00+00:00 Mostly Cloudy rain 8.755556 \n","... ... ... ... \n","2016-09-09 17:00:00+00:00 Partly Cloudy rain 26.016667 \n","2016-09-09 18:00:00+00:00 Partly Cloudy rain 24.583333 \n","2016-09-09 19:00:00+00:00 Partly Cloudy rain 22.038889 \n","2016-09-09 20:00:00+00:00 Partly Cloudy rain 21.522222 \n","2016-09-09 21:00:00+00:00 Partly Cloudy rain 20.438889 \n","\n"," Apparent Temperature (C) Humidity \\\n","Formatted Date \n","2006-03-31 22:00:00+00:00 7.388889 0.89 \n","2006-03-31 23:00:00+00:00 7.227778 0.86 \n","2006-04-01 00:00:00+00:00 9.377778 0.89 \n","2006-04-01 01:00:00+00:00 5.944444 0.83 \n","2006-04-01 02:00:00+00:00 6.977778 0.83 \n","... ... ... \n","2016-09-09 17:00:00+00:00 26.016667 0.43 \n","2016-09-09 18:00:00+00:00 24.583333 0.48 \n","2016-09-09 19:00:00+00:00 22.038889 0.56 \n","2016-09-09 20:00:00+00:00 21.522222 0.60 \n","2016-09-09 21:00:00+00:00 20.438889 0.61 \n","\n"," Wind Speed (km/h) Wind Bearing (degrees) \\\n","Formatted Date \n","2006-03-31 22:00:00+00:00 14.1197 251.0 \n","2006-03-31 23:00:00+00:00 14.2646 259.0 \n","2006-04-01 00:00:00+00:00 3.9284 204.0 \n","2006-04-01 01:00:00+00:00 14.1036 269.0 \n","2006-04-01 02:00:00+00:00 11.0446 259.0 \n","... ... ... \n","2016-09-09 17:00:00+00:00 10.9963 31.0 \n","2016-09-09 18:00:00+00:00 10.0947 20.0 \n","2016-09-09 19:00:00+00:00 8.9838 30.0 \n","2016-09-09 20:00:00+00:00 10.5294 20.0 \n","2016-09-09 21:00:00+00:00 5.8765 39.0 \n","\n"," Visibility (km) Pressure (millibars) \\\n","Formatted Date \n","2006-03-31 22:00:00+00:00 15.8263 1015.13 \n","2006-03-31 23:00:00+00:00 15.8263 1015.63 \n","2006-04-01 00:00:00+00:00 14.9569 1015.94 \n","2006-04-01 01:00:00+00:00 15.8263 1016.41 \n","2006-04-01 02:00:00+00:00 15.8263 1016.51 \n","... ... ... \n","2016-09-09 17:00:00+00:00 16.1000 1014.36 \n","2016-09-09 18:00:00+00:00 15.5526 1015.16 \n","2016-09-09 19:00:00+00:00 16.1000 1015.66 \n","2016-09-09 20:00:00+00:00 16.1000 1015.95 \n","2016-09-09 21:00:00+00:00 15.5204 1016.16 \n","\n"," Daily Summary \n","Formatted Date \n","2006-03-31 22:00:00+00:00 Partly cloudy throughout the day. \n","2006-03-31 23:00:00+00:00 Partly cloudy throughout the day. \n","2006-04-01 00:00:00+00:00 Partly cloudy throughout the day. \n","2006-04-01 01:00:00+00:00 Partly cloudy throughout the day. \n","2006-04-01 02:00:00+00:00 Partly cloudy throughout the day. \n","... ... \n","2016-09-09 17:00:00+00:00 Partly cloudy starting in the morning. \n","2016-09-09 18:00:00+00:00 Partly cloudy starting in the morning. \n","2016-09-09 19:00:00+00:00 Partly cloudy starting in the morning. \n","2016-09-09 20:00:00+00:00 Partly cloudy starting in the morning. \n","2016-09-09 21:00:00+00:00 Partly cloudy starting in the morning. \n","\n","[96453 rows x 10 columns]"]},"execution_count": 15,"metadata": {},"output_type": "execute_result"}],"source": ["data = data.set_index(\"Formatted Date\")\n","data"]},{"cell_type": "markdown","metadata": {},"source": ["* Now, we have hourly data, we need to resample it to monthly. \n","* Resampling is a convenient method for frequency conversion.Object must have a datetime like index"]},{"cell_type": "markdown","metadata": {},"source": ["### By Resampling, Create new DataFrame only for Apparent Temperature and Humidity "]},{"cell_type": "code","execution_count": 16,"metadata": {},"outputs": [{"data": {"text/html": ["<div>\n","<style scoped>\n"," .dataframe tbody tr th:only-of-type {\n"," vertical-align: middle;\n"," }\n","\n"," .dataframe tbody tr th {\n"," vertical-align: top;\n"," }\n","\n"," .dataframe thead th {\n"," text-align: right;\n"," }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n"," <thead>\n"," <tr style=\"text-align: right;\">\n"," <th></th>\n"," <th>Apparent Temperature (C)</th>\n"," <th>Humidity</th>\n"," </tr>\n"," <tr>\n"," <th>Formatted Date</th>\n"," <th></th>\n"," <th></th>\n"," </tr>\n"," </thead>\n"," <tbody>\n"," <tr>\n"," <th>2005-12-01 00:00:00+00:00</th>\n"," <td>-4.050000</td>\n"," <td>0.890000</td>\n"," </tr>\n"," <tr>\n"," <th>2006-01-01 00:00:00+00:00</th>\n"," <td>-4.173708</td>\n"," <td>0.834610</td>\n"," </tr>\n"," <tr>\n"," <th>2006-02-01 00:00:00+00:00</th>\n"," <td>-2.990716</td>\n"," <td>0.843467</td>\n"," </tr>\n"," <tr>\n"," <th>2006-03-01 00:00:00+00:00</th>\n"," <td>1.969780</td>\n"," <td>0.778737</td>\n"," </tr>\n"," <tr>\n"," <th>2006-04-01 00:00:00+00:00</th>\n"," <td>12.098827</td>\n"," <td>0.728625</td>\n"," </tr>\n"," </tbody>\n","</table>\n","</div>"],"text/plain": [" Apparent Temperature (C) Humidity\n","Formatted Date \n","2005-12-01 00:00:00+00:00 -4.050000 0.890000\n","2006-01-01 00:00:00+00:00 -4.173708 0.834610\n","2006-02-01 00:00:00+00:00 -2.990716 0.843467\n","2006-03-01 00:00:00+00:00 1.969780 0.778737\n","2006-04-01 00:00:00+00:00 12.098827 0.728625"]},"execution_count": 16,"metadata": {},"output_type": "execute_result"}],"source": ["df_column = ['Apparent Temperature (C)', 'Humidity']\n","df_monthly_mean = data[df_column].resample(\"MS\").mean() #MS-Month Starting\n","df_monthly_mean.head()"]},{"cell_type": "markdown","metadata": {},"source": ["\"MS\" denotes Month starting.We are displaying the average apparent temperature and humidity using mean() function."]},{"cell_type": "markdown","metadata": {},"source": ["# Exploratory Data Analysis"]},{"cell_type": "markdown","metadata": {},"source": ["Given:\n","\n","The Null Hypothesis H0 is \"Has the Apparent temperature and humidity compared monthly across 10 years of the data indicate an increase due to Global warming\".\n","\n","The Alternative Hypothesis H1 is \"Has the Apparent temperature and humidity compared monthly across 10 years of the data not indicate an increase due to Global warming\"."]},{"cell_type": "code","execution_count": 18,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 432x288 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["sns.set_style(\"darkgrid\")\n","sns.regplot(data=df_monthly_mean, x=\"Apparent Temperature (C)\", y=\"Humidity\", color=\"g\")\n","plt.title(\"Relation between Apparent Temperature (C) and Humidity\")\n","# save the figure\n","plt.savefig('plot1.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["Observation:\n","There might be Linear Relationship between \"Apparent Temperature (C)\" and \"Humidity\" with negative slope."]},{"cell_type": "code","execution_count": 19,"metadata": {},"outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAzMAAAF/CAYAAAB9rpeIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADkjUlEQVR4nOz9d5hkZZn/j79PqFM5dO7pyRmGIAgISFAwIElUUAQcFfjqGtZd1tVF/eGuiiLruq67rNn9rK7oKipiwDWhGFCHnB0m93RPp8q5Tnx+f5x6qmuaCd1VJzyn5ryui0u7p7v61KlznvPc9/2+3zdHCCHw8fHx8fHx8fHx8fHxGLzbB+Dj4+Pj4+Pj4+Pj49MJfjDj4+Pj4+Pj4+Pj4+NJ/GDGx8fHx8fHx8fHx8eT+MGMj4+Pj4+Pj4+Pj48n8YMZHx8fHx8fHx8fHx9P4gczPj4+Pj4+Pj4+Pj6exA9mfHx8lsTWrVvx5S9/+Xnf/3//7//hne9856Jf53//938P+ToLueGGG5DL5QAAb3vb27Br167FH2yH3H333XjpS1+KG2+88ZD/fvvtt+PEE0/EzMyM7cfSLU8++ST+8R//8Xnf//KXv4wrrrgCV1xxBU499VRceOGFra/379/vwpEunomJCbznPe9x+zCOSC6Xw+bNmw/5b1u3bsXPfvazg743OTmJU0891bK//+///u+45557jnhc9913Hz7+8Y8DAO6//378+7//u2V//0ivf/fdd+Ov/uqvjvr75XIZb37zm1tfX3HFFSiVSpYeo4+Pj/cR3T4AHx8fb3Httdfis5/9LN7+9rcf9P277roLt9xyy6Jf55prrlnUzz3wwAOt//+Vr3xl0a/fDffccw/+7u/+DldcccXz/k2WZdxzzz246KKLcOedd+J973ufI8fUKbt27cLs7Ozzvv/2t7+99Rlu3boV1113HV71qlc5fXgdMTU1hb1797p9GEzzt3/7t0f9mZe97GV42cteBgB46qmnUCwWLT2Gbl+/WCziqaeean39wx/+0NLj8/Hx6Q38YMbHx2dJvOIVr8Btt92Ghx9+GKeffjoA4MEHHwQhBOeccw6++MUv4r777kOj0UC9XsfNN9+MV7ziFbjjjjvw+OOPY25uDps3b8bq1auRz+fxj//4j/jNb36DL33pS1AUBblcDq95zWtw00034YMf/CAA4C1veQu+/OUv47rrrsO///u/46STTsJ3vvMdfOMb3wDP8xgcHMSHP/xhrF27Fh/4wAcQi8Xw3HPPYWZmBps3b8Y///M/IxqNHvQ+yuUyPvrRj2L79u3gOA7nnXce3vve9+JTn/oUnnrqKUxOTiKfz+Otb33rQb937733YtWqVXjrW9+KG2+8Ee9+97sRDocBABdeeCEuvfRSPPDAAyiXy7j++utx7bXXYtu2bfj0pz+NsbEx7NmzB6FQCLfffjvWr1+PvXv34mMf+xiq1SrS6TSOO+44fPazn0UwGMSJJ56Il73sZdi+fTs+/elPIxKJ4BOf+AQKhQJ0XcfWrVtx1VVXYdu2bfi3f/s3rFy5Ejt37oSmafjoRz+KsbEx/Md//AfK5TI++MEP4pOf/OSiPuNf//rX+MIXvgBVVREKhXDzzTfj1FNPxR133IH9+/djdnYW6XQaJ5xwAs4880zcc889mJycxPvf/35cdtlluOOOOzA+Po6ZmZnWe/rEJz6BWCyG2dlZfOxjH8P09DRUVcWll16Kd7zjHZicnMR1112H9evX48CBA/jGN76Bu++++3nX0oUXXohbbrkFs7OzuPHGG/HRj34Ul19+OR577DEAZoWDfn333Xfje9/7Hur1OmKxGL7xjW/gu9/9Lv73f/8XhmEglUrhwx/+MNavX3/Q+zcMA7fddhueeOIJVKtVEELw8Y9/HKeddtoRr69f/OIX+Ld/+zeEw2GceOKJS763KHfffTd+/vOf40tf+tLzvv7ABz6AUCiEHTt2IJvN4sILL0QqlcJvfvMbpNNpfPzjH8fZZ5+ND3zgA9i4cSNuvPHGwx4Xfd13vetd+Pa3vw1d1xGPx/Hkk0/i4osvxhve8AYAwOc//3kUCgV86EMfav3uJz7xCUSjUdx0002Ym5vDeeedh69//es466yz8MMf/hC/+c1vcP755x/y9VevXo10Oo23v/3tmJ6ehiAI+Nd//dfnfQ4f/OAH0Wg0cMUVV+Duu+/Gli1b8Kc//Qn3338/fvGLX8AwDExNTWFkZARveMMbcOedd2Lfvn24/vrrccMNNwDAoj5vHx8fj0N8fHx8lsh//Md/kJtvvrn19Xvf+17yta99jUxOTpKtW7eSer1OCCHkJz/5Cbnssstav3PRRRcRVVVbX3/0ox8lhmGQN73pTWTv3r2EEEJmZmbI8ccfT7LZLCGEkE2bNrX+/wUXXECefPJJ8sc//pG8/OUvb33/+9//Prn44ouJYRjk5ptvJldffTWRZZkoikJe85rXkO9973vPew//8A//QG699VZiGAaRZZnccMMN5Etf+hIhhJA3velN5P/+7/8O+d6vvPJK8o1vfIMQQsgll1xCvvnNb7b+7YILLiAf/vCHiWEYZHp6mpx55plk+/bt5M9//jM57rjjyEMPPUQIIeRb3/oWee1rX0sIIeT2228n99xzDyGEEEVRyGWXXUZ+9rOftd77D37wA0IIIaqqkksuuYQ8/fTThBBCSqUSufjii8ljjz1G/vznP5Pjjz+ePPvss4QQQv7rv/6LXHfdda1z8/a3v/2In2f7+927dy+57LLLSC6XI4QQsmPHDnLOOeeQarVK/uM//oNccMEFpFQqkXq9Ts444wzyyU9+khBCyC9/+Uvyyle+svXZnn/++SSdThNd18l73/tecvvttxNCCNm6dSu57777CCGENBoNsnXrVnLvvfeSiYkJsmnTptY5OtK19Oc//5lceumlhBBCJiYmyCmnnNJ6L+1ff//73ydnnHEGKZfLhBBCtm3bRq699lpSq9UIIYT8/ve/J6961auedz4effRR8p73vIfouk4IIeRLX/oS+au/+itCCDns9ZVOp8lpp51Gdu7cSQgh5Itf/CLZtGnTYc/3BRdcQF796le3/rv44osPOu72z6z965tvvpm8/vWvJ4qikLm5ObJp0ybyP//zP4QQQr72ta+R66+/vvVzX/3qV494XO2vS+9H+lleeeWVhBBCdF0nF1xwAdm9e/dB7+HBBx9sXcPf+973yDnnnEP+9V//lRBCyN/8zd+Qe++997Cv//3vf5+cfvrpZN++fYQQQm699VbywQ9+8HnnaeFnS9eC73//++S0004jU1NTRNd1cskll7Q+r7/85S/kpJNOIrquL/rz9vHx8TZ+ZcbHx2fJvOENb8Cll16KSqUCTdPwhz/8AR/5yEcQj8fxqU99Cj/+8Y8xPj7eymxTTjnlFIjiwcsOx3H44he/iPvvvx8/+clPsHv3bhBCUK/XD/v3f//73+OSSy5Bf38/AOB1r3sdPvGJT2BychIAcN5550GSJADApk2bDilv+d3vfof//d//BcdxkCQJb3zjG/H1r3/9efK5dp555hls374dl156KQDgNa95Df7nf/4H11xzDTiOA2DK8DiOw+joKM477zw88MADOOGEE3Dccce1KllXXnklPvaxjyGfz+P9738/HnjgAXzlK1/Bvn37MDc3h1qt1vqb9Hf27duH/fv3H5QdbzQaePbZZ7F+/XqMjY3h+OOPBwBs2bIFP/jBDw77Po7EAw88gLm5uYMqUhzHtfpoXvziFyMejwMAhoeHcd555wEAVq1ahUKh0PqdV73qVRgcHAQAXHXVVbjtttvwnve8Bw899BCKxWKrf6JWq2H79u04+eSTIYoiTjnlFADA8uXLj3gtLZbNmzcjFosBMPs2xsfH8cY3vrH176VSCYVCAalUqvW9U089FclkEt/+9rcxMTGBbdu2HVTZO9T19cgjj2DTpk3YsGEDAODqq6/GZz7zmcMe1z/8wz8cJOujFaXFcMEFFyAQCGBoaAiRSOSwnwGAJR8Xff1PfOIT2L59O2ZnZ7FixQqsW7fuoJ857bTTMDs7i0wmg9///vd45zvfibvvvht//dd/jYceegi33XYbfv7znx/2b5x88slYvXo1AOD444/HL3/5y0W9d8pJJ52EZcuWAQBWrFiBc889FzzPY+XKlZBlGfV6fdGft4+Pj7fxgxkfH58lMzIyghe/+MX46U9/ilqthosuugjxeBzPPPMM3vWud+Gtb30rzjnnHJxxxhn46Ec/2vq9SCTyvNeq1Wp47Wtfi5e//OU4/fTTceWVV+JXv/oVCCGH/fuGYTzve4QQaJoGAAiFQq3vcxx3yNcyDKMVgNCv6e8fjm9+85sQRRFXXnklAEDTNMzNzeF3v/sdXvKSlwDAQcGaYRjgedNnRRCE572eIAh473vfC13XcfHFF+OlL30ppqenDzpees6oRKe9byCTySAej+Pxxx9f1HteDIZh4Oyzz8ZnP/vZ1vemp6cxPDyMX/7yl61NPGVhcNr+3tpfk+d5GIYBQgi+/e1vt6R5uVwOwWAQ+XwekiS1Xu9o19Lh3quqqgf9e/s1ZxgGrrjiCrz//e9vfT03N4dkMnnQ79x///34xCc+geuvvx4ve9nLsG7dOvzoRz9q/fvhznX7cRzuvCyGo72nxX4GlKUelyAIuPrqq/G9730Pc3NzBwUDFJ7n8dKXvhS//e1v8eSTT+JTn/oUvvSlL+FnP/sZTj311OfJOhfSfhydXK+LOQeL/bx9fHy8je9m5uPj0xHXXXcdfvzjH+Oee+7BddddBwB46KGHcOKJJ+L666/Hi170Itx3333Qdf2IrzM+Po5KpYKbbroJF154IbZt2wZFUVoBiyAIzwsyzjvvPPz0pz9tuZx9//vfRyqVamV6F8O5556LO++8E4QQKIqCu+66Cy9+8YsP+/OlUgk//elP8cUvfhG//vWv8etf/xq/+93v8OpXvxpf//rXWz9HHaSmpqbwwAMP4PzzzwcAbN++Hdu3bwcAfOc738Gpp56KRCKBP/zhD3j3u9+NSy65BADwxBNPHPKcrV27FqFQqBXMTE9P47LLLsPTTz99xPd5qPN3JM4++2w88MAD2L17NwDgt7/9LV796lej0Wgs+jUA08mqXC7DMAzcdddduOCCCxCLxXDKKafgv//7vwGY5/Saa67Bfffd97zfP9K1JAhCa4OfSCSgqmrL5e7ee+897DGde+65uPfeezE3NwfAdNR7y1ve8ryfe+CBB3DBBRfg2muvxYknnohf/epXR72OzzjjDOzatav1Gd99991HO0WHpb+/Hzt37oQsy1BV9YgVjqOx2ONaeJ28/vWvx69+9Ss888wzeMUrXnHI33nlK1+Jr371q9i0aRMkScJZZ52Fz3zmM3jlK1951NdfDKIoQtf1jgPzxX7ePj4+3savzPj4+HTEmWeeiY9//ONIJpMtq9fLLrsMv/jFL3DxxRfDMAxccMEFKBaLqFQqh32dzZs346UvfSkuvvhiSJLUksSMj49j1apVeNWrXoWtW7fijjvuaP3OOeecg7e+9a14y1veAsMw0N/fjy996UutKshiuOWWW/Dxj38cl19+OVRVxXnnnYd3vOMdh/35H/zgB1i/fj3OOuusg77/zne+E5deeil27NgBwJQLve51r0Oj0cAtt9yCdevWIZ1OY3BwEJ/97Gdx4MAB9Pf341Of+hQA4O/+7u/w7ne/G5FIBLFYDGecccYhrZElScLnP/95fOITn8BXv/pVaJqGv/3bv8Vpp52Gbdu2Hfa4TznlFHzuc5/DX//1X+M///M/j3peNmzYgI997GN473vfC0IIRFHEF77whaNm2hcyODiIt73tbcjn8zjjjDNa5/bTn/40br31Vlx++eVQFAWXXXYZXv3qV7ckgpQjXUsbNmxAMBjEVVddhe9+97t4//vfj7e97W3o7+8/oiPbueeei7e97W244YYbwHEcYrEY/vM///OgCh0AvPGNb8Tf//3f4/LLL4emaTjnnHNaDeeHo7+/H5/+9Kfxvve9D4FAAGecccaSzlc7tBJ18cUXY2hoCGeeeSaee+65jl5rscd11lln4X3vex9uvfVWfPjDH8bAwABOPPFErF+/HoFA4JC/c/bZZ2Nubq7lTHjuuefipz/9KS688MIjvv4JJ5ywqGMfGhrCySefjEsvvRTf/OY3F/mO51ns5+3j4+NtONJpysPHx8fH5yAuvPDClttaO9u2bcOtt96Kn/zkJy4dmbPccccdLac6H2+Sy+Vw1VVX4Zvf/GarN8XHx8eHRXyZmY+Pj4+Pj0+Lu+66C5dccgluvPFGP5Dx8fFhHr8y4+Pj4+Pj4+Pj4+PjSfzKjI+Pj4+Pj4+Pj4+PJ/GDGR8fHx8fHx8fHx8fT+IHMz4+Pj4+Pj4+Pj4+nsRVa2bDMKDrbLfsCALH/DH62It/DfgA/nXg418DPv414ONfA24SCDx/+DTgcjCj6wSFQs3NQzgqqVSE+WP0sRf/GvAB/OvAx78GfPxrwMe/BtxkaCh+yO/7MjMfHx8fHx8fHx8fH0/iBzM+Pj4+Pj4+Pj4+Pp7ED2Z8fHx8fHx8fHx8fDyJH8z4+Pj4+Pj4+Pj4+HgSP5jx8fHx8fHx8fHx8fEkHbmZqaqKD33oQzhw4AAURcE73/lOjI6O4h3veAfWrFkDALjmmmtwySWXWHmsPj4+Pj4+Pj4+Pj4+LToKZn70ox8hlUrhX/7lX5DP5/Ha174W7373u3H99dfjhhtusPoYfXx8fHx8fHx8fHx8nkdHwcyrXvUqXHTRRa2vBUHA008/jb179+K+++7D6tWr8aEPfQixWMyyA/Xx8fHx8fHx8fHx8WmHI4R0PMa0Uqngne98J97whjdAURRs3rwZJ554Ir7whS+gVCrh5ptvPuLvG4bB/BRVQeCh64bbh+HjIv414AP414GPfw34+NeAj38NuEkgIBzy+x1VZgBgenoa7373u3Httdfi8ssvR6lUQiKRAAC84hWvwK233nrU19B1wvwUVX/Sq49/DfgA/nXg418DPv414ONfA24yNBQ/5Pc7cjPLZDK44YYb8P73vx9XXXUVAODGG2/Ek08+CQD405/+hBNOOKHDQ/Xx8fHx8fHx8fHx8Tk6HVVmvvjFL6JUKuHzn/88Pv/5zwMAPvCBD+C2225DIBDA4ODgoiozPj4+Pj4+PkdnX7aGZckQgqI/UcHHx8enna56ZrpFVXXmS3V+OdHHvwZ8AP868HHvGqjIGi76wp9w8fEjuOWiTY7/fZ95/HXAx78G3MNSmZmPj4+Pj4+PMzx+oAhFJ/jxMzPYnam6fTg+Pj4+TOEHMz4+Pj4+Pgzz8P4iAgKHcEDA5/+wz+3D8fHx8WEKP5jx8fHx8fFhmEcnCzhpWQJvedFK/G53Fo9PFt0+JB8fHx9m8IMZHx8fHx8fRik3NDw3V8HpK1N44wuXYzAq4Y7f74WL7a4+Pj4+TOEHMz4+Pj4+Pozy2IEiDAK8cGUS4YCAt794NZ6cKuF3u7NuH5qPj48PE3Q8NNPHx8fHx8fHXh6ZKCAo8jhxmTmU+vITR/GtRybxud/vwznrBiDynMtH6OPjDNv25fGZ+3cjGRIxEJUO+u+CDYOIh/wt7bGKX5nx8fHxYZi5soyrv/YwdvkuVsckj0wUcdKyeGu+jMhzePe5a7E3V8NPnp5x+eh8fJzj1zszOFBsgOM47ExXce+zs/j8H/bh1p/vwJ2PTLp9eD4u4gczDPPbXRlc+f8egqwZbh+Kj4+PSzw6WcSebA33PDnt9qH4OEyxrmLHXAWnrUwd9P2XbBjAScsS+PKfxtFQdXcOzsfHYXamqzhhNI4vXf0CfO+GM/Cbvz4Hv/+bczAaD2Kq2HD78HxcxA9mGOah/QXsz9exP+8PZ/LxOVahFZlf7chAN/ym72OJxw8UQYDnBTMcx+Fvzl+LdEXBtx894Mqx+fg4iUEIdmeq2DgUPej7oYCAZYkgZsuyS0fmwwJ+MMMw+/N1AMB4ru7ykbgDIQQf//kO3P6rndib9QM6n2OTXekqOADZqoLHfEveY4qHJ4oIijxOGH3+1OtTViRx3rp+fOPhSRi+s5lPjzNVbKCm6tgwGH3evw3H/WDmWMcPZhiGBjP0f481npou44dPz+D7T0zjDV97GO/5/lN4YG/Of3D7HFPsylTxkg0DCAd4/OK5ObcPx8dBHpko4OSxBCTx0I/qc9b1o9TQkK4oDh+Zj4+z7EqbFeqFlRkAGImHMFeW/b3BMYwfzDCKqhuYLpka0PFjVGZ29xNTiEoC7vn/zsA7zlmNnekqbrr7abzhvx/Gj/3G12OGJ6dK+Omzs1D1Y693rNRQMVuWceKyBM5fP4Bf78hAOwbPw7FIoa5iZ7qK01YmD/szq/siAIDx3LH5jPA5dtiZMSvU6w5RmRmJB6EZBLma6vyB+TCBH8wwyoFCA1QefyzKzIp1Fb98Lo2Ljx/G8mQYN561Gj9+24vwsUs2Q+A5fOznO1CRNbcP08cBPvOb3fin/3sOr/2vh/CdRw8cUw3PuzPmJnXDYBSvPG4YxYaGbfsL7h6UjyNQSeHpC/pl2lnVFwYAjB+j1fu5soyP/ew5PDtTdvtQfGxmV7qKlX1hhAPC8/5tJB4EAF9qdgzjBzOMQh9Oxw3HMJ6vHXPTnn/yzCwUneB1L1jW+l5A4HHx8SPYesYKAGbm0qe3IYRgb7aGF61KYVkiiE//Zjeu+OqD+J8HJ1BVej+Y3dmUVmwYiuKs1X2IB0X8crsvNQOAuqrjK38c79mkBp0vs+UQ/TKUoZiESEA4JqXI28bzeNM3HsWPn5nFr3dm3D4cH5vZma4csl8GAEaPoWBmtiwjU/VlpQvxgxlGmSiYD6dz1/WjIuvHVPmUEIK7n5zGyWMJbByKPe/fE6EAAKDU6M1NjM88M2UZNVXHyzYN4itvPAVfuvpkbBqK4Y7f78Vrv/oQZkq9bce5O1NFPChiOCZBEnm8dMMA7t+V9e3aAXzrkUl8+U/juH9Xb25kH5ko4gVjCQSEwz+mOY7Dqr7wMSUzMwjBV/40jvd87yn0RQKIB0U/sdXj1BQdk4UGNhyiXwY4diozukHwru8+ib+7++ljLsF9NPxghlH252tIhkScNJZofn3sZN4enjAtqa9sq8q0k2xO+S01/AdYr7OnKbNaN2A+xF64IoU7rjoJd1x5IvJ1FQ/2uORqV6aKDUNRcJw55f2Vxw2hquj4496cy0fmLhVZw7ceMS2Jn52puHw01lOoqdiVqeL0Vamj/uyqvvAxIzMr1FT87d1P48t/HMerjh/G1647FaOJIArHULLvWGRPtgoCYONhKjPJsIigyPd8cuuBvTnsz9exfa6CJ6dKbh8OU/jBDKNM5OtY1RfB6v6mJvoYyrzd/cQ0kiERL9s0dMh/9yszxw57sqbMat1g5KDvn7GqD0GRx+7mDJZehDTnKrRLK05f1YdUOIBfbE+7eGTu893Hp1BqaBiOST3ZL/HoZAEA8MIVh2/+p6zuD2O62IDS49W6vdka3nTno3hkooAPvmIjPnrxZoQDApLhgF+Z6XHa5baHguM4jMSDmOvxysy3Hz2A4ZiEWFDAXY9NuX04TOEHM4yyP1/Hqr4QRuMhSAJ3zGTeMhUZv9mVxWUnjCJ4GDvSRLMyUzxGgxlCCP7nwQn86BhwdNudrWEwKrUCWIrAc1g3EGk95HqR6ZKMqqIf9AAXeQ4v2zSI3+/JoqYcO0YI7VQVDd98eBLnruvHKzYPY0e60nNOd49MFBE6zHyZhazui4BgXprcq9z58AQqsob/uuYUvO7kZa1qZV84gLwfzPQ0u9JVRAICxpKhw/5Mr8+a2ZWp4qH9Bbz+lDG8+sRR3Lczg0yld9/vUvGDGQapqzrmKgpW9UUg8BxWpI4dTfSPnp6FbhC89uTRw/5M4hiXmX39wQnc8fu9+MGT024fiu3szdawbiByyH/bMBjt6cpMKxu5QFrxyuOGIGsGfr8768Zhuc5dj02h2NDwtrNXY8toDKpOsKvHroOHJwo4ZXkS4hH6ZSir+nvf0YwQgj/vy+OsNX04fuTgAC8VDqDoBzM9zc5MFesHo+CbAeyhGOnxYOY7jx5AUOTxmpOX4aoXjMEwzN5iHxM/mGGQieZDaWXTdnN1f6SnH1QU3SD4wZPTOGNVCqv7D72BBUxXs0hAOCZlZvc8OY3P/WEfRJ5DrscdTQxCsDdbxdrDBTNDUeRqKrI9eh5ooLZ+gcTulOVJDMUk/OK5Y09qRqsy56ztx5bReMvpq5ekZrmagj3Z2hHny7RD7Zn393DCazxXx1xFwZmr+573b33hAIoNDZrhN0T3IoQQ7EpXDzkss52ReBCZqtKT10GhruL//jKHi48fRiocwMq+MF68th93PznTc1XpTvGDGQahzf70IbW6L4wDxUbPD8v7074cZsryYRv/20mExGNOZvabnRl88lc78eK1fbjyBcuQrak97WgyU5JRV41DDkkD5isWvZaVp+xMVzGWDCEqiQd9n+c4vGLzEP64N3fMVSe/26rKrAIALE+GkAyJPRXMPDVlvpdTF9EvAwBRScRQTOrphNefx/MAcMhgJhmmPZTH1r1wrDBbllGWtcP2y1BG4kEYBD0pvbrnyWnImoGrX7i89b3XnzqGbFXBb3xbcgB+MMMkVPu8MkUrM2HoBsGBYm87dXz/iWkMRCW8ZP3AUX82ERJROoakBY9MFHDLvX/BCaNx3H75FgzHgpA1A3W1dwNc2vy//jCVGZqp61Wp2cLm/3ZeuXkImkFw/65jR2pWU3Tc+fAkXry2DycsM10eOY7D8aPxnnI0m2o6Mq3uO3x1eiGmPXPvBjPbxvNY1Rc+ZM9EX8QMZvLHgKNZLyevDgdNVm1aRDAD9J49s6Yb+O7jUzh9Veqg58HZa/qwIhXyjQCa+MEMg4zn6+YwNMmcdEsfar2ceZspNfDAnhyuOGl0UTrxRDhwzMjMnput4O/veQbLU2H822tPRDggoD9qPsBztd6UWAHPt2VeSF9EQn8k0JMmALJmYH++dths5JbROMaSoWMqK/e9x+d7ZdrZMhrHnmwVdbU3DBFmSg0ERR7JsHj0H26yui+C/fnelJmpuoFHJgqHrMoAQKp5nnrd0UzTDbz2vx7C1x+ccPtQHIWu7+sPk9ih9Gow85tdWcxVFLzx1OUHfZ/nOLz+lDE8MVXCc7O9k8zpFD+YYRDTljnc+pr+/142AXh2tgICLKoqA5izZno9mGmoOn701Az+5u6nEAuKuOPKk1qSiv6IBAA92y8CAHtyNQzFJMRDh9/UbRzqTROAfdkadPL85n8Kx3E4fiSGyR53sKLUFB3feHgSZ63pw4nNqgxly0gcBkHPPNBnSjKWJYItt67FsKovjGJD68kN/ZNTJdRV47DBTF/YXAt78b2388RUCQeKDXz1T+M9KaU6HLvSVYwlgogFjxzcj/ZoMPPtRw9geTKEc9f1P+/fLjthBCGRx12PH3DhyNjCD2YYZH++3pKYAaYmOBUO9PTgzAMLpHVHw+yZ6c2H14FiHf/x2z247MvbcOsvdqA/IuE/rzyplXkCgP5jQFqxJ1M9rJMZZf1gFHuyNeg91vRJpRWHGxIHAAMRCZkeDmbb+eYjkyjU1edVZQDghNEYAODZ2d7om5kuNTAaP7wF7aHo5Xlk28bzEDgc1hDhWKnMPLAnB5HnoBkEX/7TuNuH4xg7M1VsGIod9ediQRFRSeipYObZmTKenCrhDaeOQeCfn9xIhAK4eMswfr493fPX/9HwgxnGKDVUFOrqQZUZwDQB6GWZ2UShjlQ4cMQsfDuJkCkz6yUN8Uypgff+4Gm89qsP4VuPTOL0VSl88Q0n41tvfiHWLNjU08pMr8rMTCezGtYeRmJG2TAYhawZPTdjY2e6CkngsKLv8MH9YExCRdbR6BF51aHQDIJ/u383vvzHcVywcRAnjyWe9zODsWBPDc+cLcsYTQSP/oNtUClyLya8/rwvj5PGEofNzKfCvZ/YAYA/7M3h1BVJXPmCZfjRUzPYm+29wHUhsmZgf+7wctuF9Nqsme88dgCRgIBXn3j4URVvOGU5ZM3Aj57q/blzR8IPZhhjouVkdvDmdXV/b8+amSw0sCK1+GxkMiRCM0hPNcB//cEJbBvP4/ozV+KHbzsTt1++BaetTB1SbkKbXrM9+gCfLjXQ0IyjVmZ61QRgd6aKdQNRiIfIxlEGomZA26vVmUJNxXu+/xS+9cgBXH3qGG679LjD/uyW0XhPBDMNVUeupi45mFmWDEHke2+4cqGuYvts5bASMwAQBR6xoNDTmempYgN7szWcu64fN561CqGAgM/9fq/bh2U7VG57pAp1O700a6aqaPjF9jQuO2HkiBK7DUNRvHBFEt97YqrnFApLwQ9mGGN8gS0zZXVfBLmaiorcm30ik4U6VixSYgb05uDMiUIdG4ZieOe5aw+SlB2KgMAjERJ7dtbMfPP/kYOZNf0R8Bx6zgRgZ6aK9UfJRg5Ge7dv6rnZCt78zUfx5IEi/ulVm/C+Czcc0Rhky2gcE4WG59cDuhFblliazEzkOaxIhXou4fXQ/gIIgLPWHD6YAcxZM70czPxhTw4AcM7afvRFJLzlRSvx291ZPDZZdPnI7GVH2uyDW2xlppeCmaliA5pB8MJFzJu68gXLMF2S8dRUyYEjYxM/mGGMiXwdPGfOT2inl00AFM3ATEnGikPYbh6ORMisTPTSrJmJQgMrl1Cd6o8EkO/RB/ie7JGdzCihgIBVfeGeqswUmoNAj5aN7NVg5hfb53Djtx+HbhB8+Y2n4LITDi+xoGxpToX/i8ctmmdK5kbsaMmMQ2E6mvVWZWbbvjziQRHHNz/fw5Hq8WDmgb1ZrEyFWsOkr3nhcgzHJNzxuz09JbVeyK5MFUGRX3Qv7Ug8iFxNhaJ5X7FB14LRRawFL2zOpOqVvsFO8IMZxtifr2M0EYIkHvzR0EWs12QEgDlXgQBYeYT+gIX0WmVG1Q3MlBpLqk71R6SerczszVYxfBQnM8qGwWhPDc6k7+VwTmaUwVjvycxkzcBHfvYcNg1F8T9veiFOGD3yJpZyfI+YAMyUzRkzS63MAGbCa7JQ7xmpCSEEfx7P44xVqUM2P7eTCgd6tmemoep4ZKKIc9bNO32GAgL+6sVr8NR0uaft2XemTROYo33+FJoEmOsBt7eZZoVpZBFrAe0b/EuPODp2gh/MMMb+BbbMlBWpEASuN4MZai+7lI18MkSnPvdGZWaq2IBBFu/mBpjBTK/2zOzJ1rD2KBIzyvrBKCYLDdSU3miE30mDmaNIK1LhAASut4KZqWIDqk7w+lPHWj1BiyERCmBlKuT5vpnpkgyeA4Zji3/vlNX9YSg6wXSpN4Yrj+fqmC3LOPMoEjOgtyszD+0vQNYMnLv2YGveS08YwbqBCP7z93uh6d6vRCyEEIKd6WqrL3Ix9NKsmZmSjIDAtZxLj8bxI73RN9gpfjDDEIQQTBTqWHWIDW1A4DGWDGF/D8rMJgvmw3cpBgC0MtMrMrNOzkF/pDezkdTJ7GgSMwp92O3J9kZ1Zne6ir5w4KibeZ7j0B+VkKn0TjDTSmwkFx/UU3rBBGCmLGMwKi1qcPBCVvWYo9m28TwA4MzVqaP+bF/EDGZ6UXL1wN4cwgEep644uHdC4Dm85/y1mCg0cPeTvedkla2Zzq6LsWWm9FIwM1tuYCQeBL/IeVPHj8awP1/v2b7qo+EHMwyRramoKvohKzOA+bDq1cpMVBLQF15cBgJok5n1SDaObuKWIrXrjwZQlrWe0Ae3M1VcnJMZhU6G7hUTAHOuwuICucFob82amSwuPainbBmNY66ieHqg4Eyp0ZHEDGibNdMjz4g/j+exMhXC8kUEtqlwAIpOUOsxm3JCCP6wJ4czV/c9T3oOmIYAL1yRxH/9eRxGjwVyu5rN/4t1MgN6a3DmTEleVL8MhfaVbT9GpWZ+MMMQLVvm/kMv3qv7w9ifr/fcojVRqGN5MrSkidehgICgyPeMzGyig4CuV2fNtJr/F/kQG0uGEAkIPWECYBCCPZnqUftlKANRqacMAA4074PUEu4DCjUBeMbDJgAzpaXPmKH0hQOIB8WeqN6ruoFHJgpHtGRuh14vvSY1252tYbYs45y1z5/+DgAcx+GSLcPI1VQcKPSGvJBCk1OLXQsBc1+QDIm9EcyU5UX1y1COHzErWH/xeN9gp/jBDEPsz5sPocP1TazuC0PWDMz1wI3azmShsaSKBCUREnsmmJksNJYc0FEtba85mu3NLs6WmcJzHNYPRnqiMnOgYFalFvsA77nKTAf3AWXzSAw8510TAIOQ5sDMziozHMdhVY8MV35yqoS6ahzVkpnSCmZ6THb7ALVkXnfoYAaY3+z3kgkKYL6foZiE1CJ7Rii9MDhTMwjSFXlJroZ9EQnLEkE86+FkTjf4wQxD7M/XIfLcYWUGLUeznPcfVhTdIJgqLs3Fi5IIiSj2iJvZRKG+5ICuVZmp9sY5oOxpOpkdaVDYQtYPRrE7U/W8Zn6xzf+UwaiEfE2F1iMOVkudN9VOOCBg/WDUs30z2aoCzSBLkpYspFeGKz84nofAAaetTC3q5+kQ4UK9N5JblAf2ZLF5OIah2OGviXU9Gswstfmf0guzZjIVGQZZnC1zO1tG435lxsd99ufrpmvZYWwIV9NZM3nvP6wos2UZmkGWNGOGkggFeqIyo3UY0PVHzQd4ttdkZpnFN/9TNg5FUWxonq9S7E5XwWHxVamBqAQCIN8D14BuEEyVGh31y1C2jMTxl5myJ4Pa6VJnAzPbWd0XwVxFQd3jvSMP7S/ghGWJRSc0aGUmX/f+fUApNVQ8OVU6YlUGMIP45ckQ9vRQMKPpBvZma9gwuPjmf0ovBDOtGTNLlJwePxLHgWIDxR5TayyGjoIZVVXx/ve/H9deey2uuuoq3HfffRgfH8c111yDa6+9Fv/0T/8Ew+itpmQnMG2ZD7+JGYhKiASEnqrMTHTQ+E5J9ojMbLZsTvpdysBMoL0y0zsPcIMQ7M3VsG5wcZt5Sq+YAOzN1TCWDCEUEBb183RwpteDOABIV2SoOnnewOClsGU0hmJDw4Gi9/oHZpqWyiMd9swA88OVvexopukGnpur4KRliUX/znzPjPefB5Q/78tDJ3ieJfOh6LVZW/vydWgG6bgyU2pong7o6YyZ0fjS1kLaN3MsmgB0FMz86Ec/QiqVwre+9S185Stfwa233opPfvKTuOmmm/Ctb30LhBDcd999Vh9rT2MQgsnCoWfMUDiOM2UEPVSZ6WTGDMXsmfF+BmLelnlp5yAcEBAO8D3VMzNVbEBegpMZherGvW4CsC9Xw5r+xb93OjizF0wA6H2wvEOZGWDKLAB4Umq2lInfh6PlaOZhqdneXA2KTlobs8UQlQSIPNdTVvV/2JNDKhxoXdNHYv1QFBP5OuQecbbclV6a3Ladlj1zybvVmVZiY4lrwXEjvTE8uBM6CmZe9apX4W//9m9bXwuCgGeeeQYvetGLAADnn38+/vjHP1pzhMcIs2UZik6OWqFY1Rf2dNZtIZOFBiSBw1AHQ+ISoUBPzJlp2TJ3sInrj/SWm9XuDG3+X9pDLBkOYDgmeboyYxCC/fn60oIZWpnpgVkz84mNziszGwajkATOk02wM2UZ8aC4pF6xhdA1xMvPCJpV3ryEYIbjOPRFAj0jr9ENgj/uzeHsNX2HlZ23s2EwCp2YyZBeYGe6CpHnsKYDxUYvzJqZKctIhkREpMVV6Cm9Mjy4EzpaNaNRc6NRqVTwN3/zN7jpppvwz//8zy0Hmmg0inL56CdTEDikUkvLwDqNIPCOHOPTzU3cCStTR/x7m8eS+MVzaYSiwUVLUVhmtqpgVX8U/X0dZGBSprub3efC7msgXdcQFHlsWJ4Cv4gHVzvDiRDKisH8fbRYZmrm8LdT1g0iHlra8nTcsgT25uu2nQu7r4PJfA2yZmDLiuSi/044Zm78Kzrx/DWQaWgQeQ6bV/R1NDSSctyofdeBnddApq5ieV+469cfS4YwXVE8ez3sLTQQlQScvGZgSevhQDSIimb/WujEnuDxiQKKDQ2vPHHZov7WKWsHAADTNRVnevRzb2e8UMeG4RgGB5beM7OxWZwq2bgm2n0NZOsaxlKdrQUnr0zh0f0Fz97/ndJxCmh6ehrvfve7ce211+Lyyy/Hv/zLv7T+rVqtIpE4ut5V1wkKBbYzCalUxJFj/MtkAQDQJ/JH/HsjYRGEAE/ty2LjEibjssredBXLEsGOzrHZ+gxMzJaO6PbSLXZfA7tmylieDKFUWno2NSEJOFBsMH8fLZZnJgsYjknQGwoKjaVVG9akQvjTniwy2UpXm+HDYfd18OQ+04Z1OCQu6e8kQyIms1XPXwO7Z8tYlgiiUu6u3yUZFDBTtueesPMamMzVMBrvbC1sZ2UqhJ2zZc9eD09MFLBxKLrk9TAeFJAu2b8WOrEneHRvFgCwPrW466FPAAIChyfH83jpIu2sWeYv0yWcvirV0XkONfu199l4D9h9DUw2eyc7+Rsb+iO496kZ7D5QwEB06YoX1hkaOrTssqMnfiaTwQ033ID3v//9uOqqqwAAW7ZswbZt2wAAv/vd73D66ad3eKjHJvvzdYRE/qhyq9V9vWPPTAjpyJKYkgiZTZ9el5pNFOodScwA09Gsl4Zm7snWFj0scyHrB6NQdeLZORtUIrIUmRnQO4MzJwuNrvplKNGgiKrivebf6VKjKyczyqq+CPbn6550dNMNgh1zFRw3cvQ+kYWkwoGeGZq5P1eHJHCL7pkQBR5r+iM9YQJQqKuYqyhLGpbZjiTyGIhKHpeZNTrundsyemyaAHQUzHzxi19EqVTC5z//eWzduhVbt27FTTfdhDvuuANXX301VFXFRRddZPWx9jQTeXNTf7RhcauaDZ57st5ftDJVBbJmdDxXItGUIXnZBMAgBAc6nLMDmD0zhboKvQfmjGgGwb5cbcnN/xTqfONVE4DxXB3JkLjkIXG9MDiTEILJYr0ji/aFxCQBVdlbCY6KrKEi60u2Yj0Uq/vCqCo6sh5shh/P19DQDBw3vHTVQV8vBTP5Glb2hcEvYXjshuasLa9Dm/87cTKjeNmeudu1YPNwDByOPROAjmRmt9xyC2655Zbnff/OO+/s+oCOVcbzNRw3fPRsVDgg4OSxBH767BxuPGv1opoDWWXexauzDUyyWZkpediOM1MxA7qVfZ2dg/6IBIMAxYbasmr2Ko9MFCBrBk5Znuzo99f0RyDwHHamq3jlcRYfnAPsXaKTGWUwJuGxyaINR+QcxYb5AO80qG8nFhRRUXQQQo6aHGKF+bkS3Qdz7Y5mgx6TmXTS/E9Jhc25Y5pu2CIzdZL9+XrLbn6xrB+M4v/+ModSQ22pFrzI/ODgzmX0I/Eg9mW9KbOktsxLdTKjRCURa/oj+MsxZgLg7Tu+R1A0A1PFBtb0L+5Bft1py3Gg2MBvd2VsPjJ7mejCxQsAEmFamfFuMDPRhTU1APQ3s/i5qvczkr96Lo1IQMDZHWq+AwKP1X1hz2YnxzsNZpqVGS/KiigHLHAyo0QlAbpBPGVTO9PsE+rGlplCZ5V5UW753FwFQZHv6D6gFU2vy4413cBksXHEMQ2HYt6e3pubeMqudAV94QAGllihbodWZry4Js5akNg4fjSGv/gyMx+nmSjUYRBg9SIX8JdsGMTyZAh3PnzA5iOzlwOFOgSu8wc4lZkVPSwz68aWGTB7ZgAg6/G+GU038JudGZy3vr8rZ7rhWBA5D8prinUVuZqKNR1I7AaiElSdeDqop0MureiZodbGFQ/1zUw3NzDLLJCZDTfX06wH7bq3z1awaSgKsQPFAR2c6fW5W1MlGbpBlhzMrG8OGvZ638zOdBUbhqJdVVVH4kHUVB0V2TtrAGXWgsTG8SNxZKoK0hVvSu06wQ9mGGC81fi7uMVL4Dlc88LleGq6hCenSnYemq1MFBpYlgx1LAmIBAQIPOfpTdxEoQGRX3yj50KotMzrJgAPN61IX7F5qKvXiYdElD3WLwHMZ9EXuwa005o14+G+mZbk1IKemWjQDIYrHroOZkoyAgKHfgtkYSLPIRYUPJfkMQjBc3MVbO6gXwYwe2YAeH7WzP7mUOzFJjcpI/EgYkHBs5VpwDSA2JOtddUvA3h71sxMWYbAc105kdGBs16ct9UpfjDDAHQjQ+UBi+HyE0cRD4r45sOTdh2W7UwW6l1p5DmOQzIkejqYmSzUMZYMddz7RGVmXp98/avnMohKAs5a09/V6yQ8ej106mQGoPXQ83YwU8dgVLJkXlRMMiszXnI0myk1MBIPLqnh+0h40dlrstBAVdFbU8yXSqsy4/G1cH9rP7C0ZyPHcVg/4G0TgIlCHbJmdOxkRvF0MFOSMRKTuuqH3jwcA88dWyYAfjDDAPtyNQzHpCVNe41IAl73gmW4f1emJVXyEtSWudtMbDIU8LSb2US+c1tmAIgHRQQEDlkP98xouoHf7Mrg/PUDCIrdLUnxoIhyQ/WcVno8V0NA4Dqy5qWVGS/bM08WG5b0ywAercyUZUv6ZSjJUABFjxmjbG9uvDqxZQbme2a8FsQtpOVqGF56z8iGoSh2ZaqeW/8o1MlsU5cz9OaDme5mVrnBTFnGSJdGIKGAgHUD0WPKBMAPZhhgPFdfckkZAK4+dQw8x+Hbj3qvd4a6F3U6Y4aSCImebfgkhGCy0N0mjuM49IW9PWvmwf0FlBoaXt6lxAwwrwedeCsrDwD7cnWs6gt3lI0bjHk/mDlQqFvSLwN4tzJjhZMZxYuVme2zFQQErmNr9lSzh9LrPTP787UlV2Uo6wejqMi6JysSgOlkJnDoqHewncGoBIHzZmVmttT5jJl2tjRNALwa2C4VP5hxGULM2RqdyEuGYkFcdNwQfvT0jOeqE9S9aHmy+2DGi7IiwHzo1lS9q8oMYMqMvCyt+NVzaVNitrr7ydXUFMJrfTOdrgGAacUZDvCelZk1VB1zFcWSfhnAe5UZTTeQrijWVmbCoud6ZrbPVbBhMIpAhz2UosAjHhR7oGemjlUdrgUtRzOP2hLvSlexqj/SdYVe4DkMxrw3a0Y3CGYriiXzpo4fiaNQV1tWz72OH8y4TLamoqroWN1hJuba01agrhr4wZMzFh+ZvUw0G347na9CSYS9KzObaGqjV3RZneqLeLcyo+oG7t+VxUs3DEDq8gEGAHE6e8hDAa6qGzhQ6Kw6SxmMSsh40L0KAKZKdN7UsVmZma3IIEBHEsPDkQp7S2ZGms3/nfbLUFJh0dOJnZpiBvad7geoo9nutDf7ZnalK9jYZb8MxYuDM7NVBbpBLElsHD9qyjWPFamZH8y4zHgXjb8AsGk4hjNWpfCdxw5A1b0zV2GiUAeH7iszXjYAoA5O3VZm+iOSZyVGD44XUJatkZgBQKJpy1v20DUxUahDJ505mVEGmrNmvEi3w3MXEqXWzB6pzNCBmSMWZGMpyVAANVWH4pFZO1OlBkoNDcd16GRGSYUlz8nr2pnosPmfkggFMByTPGnPXJE1TJVkbOjSyYzixWCmNTDTgsTGxkHT4vzZY2TejB/MuAwNZlZ3sZG57vQVSFcU/PK5tFWHZTsHCnUMxaSuy8mJkIiqonsqkKNMFOrgue5nS/RHJOTr3mt6B4Bf7kgjFhRwpgUSM8C0ZgaAkkc2soDZLwMAa7uszHg1oJ1sSU6tCWZEnkNI5D0XzFhZmUmGvTWD67nmhmtzh83/lFRY9HTPzHjTlrnTYAYw+2a8GMxQF7ZubZkpI/Eg5ireGiY8U7JueK4k8ljdH8Zej0oOl4ofzLjMvlwdIZFvDTrrhBev6cPagYinbJonCo2um/8BMxMFeEtWRJks1DGaCHWsEaf0RwJQdeK5AWGKZuC3uzJ46YbBrs8BpdUz45FNHDCf0FiKNftCvFyZOVBoICoJHbk3HY5YUPSMzGym6bjU6aypQ0HPpVeqFNvnKhB4rmtL3r6I94wP2qG2zN1U6zcMRrEvV4NmeGcTD5jDMgF0fQ1Q+iMByJqBuuqdRCetJFm1FqTCAc/1j3aKH8y4zHjTuaSb+QIcx+GS44exI131TDZyslDHii4lZoApMwO8GcxMFBpYaYG0pj9qblyyHuub2TaeR0XWLZOYAfPBjJeuh325GkbiwSVZsy9kMCqhquhoqN7YwLczWaxjeTLU1cTvhUQlAVWPrIXTJRn9kUDXVep2kiE6QNIb5+AvsxWsG+i+8Zu6uHkpG9/OeL6O0Xiwq3lLG4aiUHXSkqx5hV2ZKuJB0bKNfOse8FBia6YkIx4UEWtKZbslHhQ9syfsFj+YcZl9uXrH/TLtUIlC2gNNwFVFQ66mWqKRn9+8emfBohzocmgopT9iWvN6zQTgVzvSSIREvGhVyrLXjAQECJzXgpl6V/0ywLw9sxerM6Y9uTXN/5RYUETFI5WZ2ZJsqS0zMF+Z8cJGjhCC52YrXffLAOb7VnXimarcQvbn611JzABg/YBZ2fCa1GzHXBUbhqKWJTXo3sBL7nYzZdkSJzNKLOjdnuKl4gczLiJrBqaLja76ZSh0M5OusN/w1mp8t1Bm5rVZM8W6imJD67r5HwAGmsGMl1x8ZM3Ab5suZlZJzACzShkPeae0TgjBeBe2zJSB5uBMrzma6QbBlIUDMyneqsw0uu6bWwjtmfGC5GquoiBfV7t2MgO8J69rhxDS1YwZypqBCATOW8GMQQh2Z6qWOZkBQDLsreokYPbMWCk39SszPo4wka+DoHMns3aGY+YN4IXKDJ0xY4XMzKuVmcmidXa0fc3J19mqd87Bn/flUVWslZhRvDR7KF1RTGv2LteAwag3KzNzFRmaQSwbmEnxSmWGEGJmY+PWBnNekpltbzb/H9dl8z8wvxZ6MZjJ11VU5O7XgqDIY2VfGHs8FMxMFRuoqbplTmaA90wwALNnxsp5U/Fm76DX+qc6wQ9mXIQ6l6zuovGXMuShygydMbPcgmxs0qMGAJN0xowF5yAVDoDnvCUze2h/HuEAjzNWpix/7XhQ9Iw1876WNXuXMrNmMOM1R7PJVmLj2KzMFOoqZM2wVFoCmE5GkYDgiU399tkyeM4aFysvV2bGc93ZMrezwWOOZrvS1jqZAe09M+yvA4A5Y6jY0KytzDSTvV5YC7vFD2ZchG5kVlkgMwsFBMSDoicqM5OFOvojAUua3KJBATznnQWLMmGhHa3Ac0iFA56Sme3OVLF+MArRQokZJR7yzvRzK2yZAVNSIfCc5yoz8zNmrK/MeKFvgs6VsFpmBpiZaS/cB9vnKljdH0G4i6Z3Cg1mvLQWUvZbYMtMWTcYxYFCA3WPGILszFTBAVg3YF0w47WeGepkZmX/XJzOXfODGR87Gc/VMRIPWrKIA2bfTNoDm5kDxYZlMyV4jkM8KKLkkQWLMlmoYzgmdeVa005fJOCpyszuTA3rLdRHt5MMiZ5ZvMdzNUQlodXz0ik8x2EgEvBkMCPynKXZSKBZmVF06IzLK6abM2aslpkB5sbeCzKz5+YqON6CfhnA25WZ/fk6AgJnybyhDYNREMAzUrNd6SpWpEJdOTouJCDwiEqCZxKd1KLdSplZzA9mfJxgX67WtbykneGY5AmZ2VxZ7mquzkKS4YD3ZGYWzdmh9Eckz/TMZKtmw69dwYzXZGZr+iOWOPgMxoKeC2YOFOsYS4Yg8NbZMgPzD3HWM9OtIXl2VGZC7M9cyVQVpCsKNlvgZAaYQWxA4Jh/34dif950t7TiXqCzWrwiNduVqWLjkDXXQDvJkOiZflo6PNfKtSAeMoNDrzwPu8EPZlzCdC6pW9IvQxmMBZmXmRFCMFeRW4YFVuClhm/KhEW2zJT+SAD5OtufPYU+YDcMWnftt5NoVmYMD8yasDKhMRAJeLBnxroqbTuxoPkQZ93JZ6YkIxzgW5IYK/GCzGxn2mz+tyqY4TiuNWvGa4zn6lhtUYJreSqEgMBhf75hyevZSV3VMZGvW9r8T0l6pDoJmJJTnjP3cVZBZWasr4NW4AczLpGpWuNi1M5wzJwCzvImrqroqKtGy7DAChIe6pEAgIaqI1dTLd3E9Uck5DxSmdndDGZsq8yEAjCI2VDJMlVFw1xFsWwNGIxJngpmCCHm8FyL+2UAICrRhzjb14A5V8LagaEUL2zqqczOyrXQa/2DgGlRPlHofsYMhedM6Sat/LHMnmwNBPPVJCvx0t5gttTAUCwI0cIqtd8z42M71LnEihkzlMFoELpBmF7I55oyOGsrM96SmdHqmZXnoD8SQE31xgT43Zkq+iOB1rBPq0kEqV0329cEXQOssGYHTEezfE31jA1nsaGhquiWz5gB5iszVYXta8DquRLtJEMBVGS2bVlnbchGm0Ec25/7QqZLDWgGsSyYAcxG8mkPBDO08X3MhgptMhTwjAHAjMW2zMC8m1mZ8aSOFfjBjEtQJzOrysqAWZkB2LZnnmsuXJb2zHhMZkb7Gga7bPpup7/5WjmGA1mKnc3/gHdmD83bMlsXzBAAOY9UZw60HP2O3crMbFm2xckMmB8ayPJ9YEc2ui8cQMEjklvK/qZVv5Wy82XxYKvyxTK0mtytCcqh8FI/7UxJtrx3LhIw3V79yoyPbYzn6wgHeEs39fOzZthdyOeax2a1zKwsa8w7F1FosDlo4TkYiNBght3PHjAnPe/JVm0NZuIhr1RmahA4a2YNAcBA1FxLvGICMG/LbEdlpjlfgeHKjKwZyNVU2yozqebQQJalZjNl2fL378XKzHgzmLFiTANlWTKETFWBohmWvaYd5KoKOMw70VkJTXSyvjcwCMFsWcaIxa6GXNPt1TcA8LGNfbkaVvVFwFuolR5qlupZrszQYxuyWGYGeCf7QDebVgZ0dPI1645mU8UG6qphW/M/MF+ZYf162Jcz+0UCFs3aocGxV4IZK2ctLSQqsW8AQKvUtsnMmptDlhugrZ54DgCpSABlWYOms72Jb2d/roZYUECfhRt6WvGjs4xYJVtT0BcJWFqdoyTCARCw/yzIVRVoBrHF1TAW9M6ogm7wgxmX2G+xLTNgSo14jvHKTFlBKhxAULTu0kt4JBNPyVQUSALXas6zgv5mMMN6Zcbu5n9gvumR9euB2jJbxUAroGX7GqDsy9WwLBG0bNZSO/OVGXZlZrM2BzOpENszV+az0dZXZgCgwPj93w51NrXSCILOq2G9byZbVW2RmAFmZQZgf3AmDTitDuwBc3/EclLHKvxgxgUaqo7pkmypPhYARJ5Df0RiO5ipyK3eHqtIhtjXhreTrioYjAUtfXDRZnqWzR+AeVtmKyc9L6RVqWN4M0Pdi6w0AKEbAq9UZvZka1g7YE+FLhzgwXNsV2bmh+RZX5kCTGtmgN2NXL6mQtWtz0bT6kaB8bWwnf1565zMKDSYYd3RLFtVWjJpq5nvG2N3HQDsmTFDifkyMx+7mCjUQWCtkxllKCYhXWW3rGz1wExgvjLjlUm/mYqMIYszUZLIIxYUPFCZqWEsae2k54WEAzwEnkOJ4Y1spqpA1QmWW2hLHBB4pMLemDWjG+acrbX99gS1HMchKomeqMxYvR5SWhUKRoOZmVZlytpgjkpuWX3fC2moOmbKsuXBzHDMVGqwbgKQqynoj1rfLwMAqdbegO1rYbZVmbE+sRH3ZWY+drGvZctsfVZyiPHBmemKYqklMeAd9ypKpqpY2vxP6Y9IzPfM7MpUbZkn0A7HccxPfp4umtnSMYszcYNRCRmG73/KdKkBWTOwdsD6hA4lKglMV2ZmyzL6LJbcthMKCAiKPLNJnlmbpDU0G5/3SDBDe8esDmZEgcdQLMi0zIwQYmtlhlbpWe4bA8xe0qgktCzlrcQPZnxsY9wGW2bKUExqNZayhqIZyNdVSxvfgTaZGeMLFiVdUSy1ZaYMRALIM2xJqmgG9udqtjb/U1h3cJlqbjCoFMQqBqOSJ2Rme7LmGrjWRrlhLMh2ZcYOK9aFJEMiszIzKn8asUtmxuj7XkjLltmG5OZYgm175oqsQ9GJfT0zYW9UZvZkq1g7YG3PFMWXmfnYxr5cDaNxexpfh2ISig2NSTtGKn+zWlYR85ABQF3VUVV0S93cKP1RCTmGKzPj+Rp0Ym/zPyXB+Owhmi0dtTiYGYgGPBHM7KPBjA0bOEosyH5lxq7mf0oyHGB2Uz9blhEU+VaTtlXQ1/NKzwwNZlZaKDmljCZCTPfMUEmsXTKzWFAEz7EvQd+dqWG9TYmdeEhAQzOgesjdrxP8YMYF9ufrlroYtdOyZ2awb2aubC5cVhsAiDyHWFBgPvsCoCUBsqMy0xcOMN0zs8sBJzNKPMR2aX26KGMwKlkuMRqIBpGtKiCE7bkKe3I1DEal1kwgO/BCz4wTwQyrGzlqy2x1NloUeCRCIrNB3ELGczUMxyRb+giXJYKYK8vQGJ2zkm0+r+ySmfEch0QowGx1EjB7hvJ1FetsUizEg2agyHJixwr8YMZhCCEYz1nrYtQOlXCxqJu3Y8YMJRHyxqRfGmTa0jMTNatyrM5X2J2pQeQ5W+SVC4kH2a7MTJUalkvMAPO60gzC7AaWss9GJzMKy5WZiqyhqui2BzOpELuVmZmSfcFcKhzwTM/Mvpz1TmaUZYkQdMLu7DlambFLZgaYVXqWe2bsHlcQD5lBcllmN7FjBX4w4zDpioKaqtuijwXmA4U5BoMZO+cqJBmXFVHsrMzQOSOsPsR3Z6pY0x+BaNGQyCORDAXYrsyUGhhLWn8fDHrAnpkQgr3ZGtbZHMxEJREVRh/gMzbPmKEkw+z2zMyW7esZSjEsr2tHNwh2Z6rYMBSz5fVZnzWTbUoB7QxmkqEA06qN3RlTcmtbMBP0xhDpbvGDGYfZ22z+t3pgJoVa/rKYiUlXFIQDfGs6t5UkGHevotBNptUmCADQ1yzVs2rNuztTxXoHmv+BpsysocFgUG6lGwQzJdmWysxAlP3BmbNlGTVVt01qS4kFBVQVNh/gdg/MpKTCZlCvMyYzUnUD2apia2XGC8HMZKGOhmZg45A9G1kaLE4X2dsPAECuqkDguZYjqR0kw2wnOndnqkiGxFYy0mpawYwH9kfd4AczDmN3STEREhEUeSbtmc2BmdZrpAFTZsa6tAYwA7qgyLcWGCtZ2ZQq0ICZJSqyhumS7Ei/DGDeBwRs6oQzVQWaQbAsaX0w0xc2A1pWs/GAaYACwHaZWVQSoeiESTOUWZsMIBaSDAdgEPaysnMVGQT2DQztCweYHyAMADvT5n7AvmCG8cpMVcFAJADehj0BJRlmu2dmd6aG9YNRW/ZFgGmCAPgysyPyxBNPYOvWrQCAZ555Bueddx62bt2KrVu34qc//aklB9hr7MnU0BcOtCa2Ww3HcRiMSkxWZubKCoZsysSx7l5FyVQVDEQlWxauNX1hBAQOO+eqlr92t9Ag3u4ZMxQaLLJ4Tdg1YwYAUk0rUpaz0tSW2W6ZGZ3ZwGJ1ZrYsQ+DskZu2Q68H1jZzdOK51bbMlIGYhHxNgcxgINvOzkwVAgess8nJKijyGIhKrfPNGtmaYqvEDGjakzNalSCEYE+2amuSj1a9WEtoWE3H6eGvfOUr+NGPfoRw2MwGP/vss7j++utxww03WHZwvciuTBXrbcrCUIZjErOVmdNXJm15bTok0SDE1ixPt2QqcksKaDWiwGPdQLSV7WOJ3Vl7dcELYXkBt2vGDADEQwFwYDuY2ZutIRkSW7JIu4hK5jVQkXX0OaNuXDQzZRmDsSAE3t61is7gKtRVrLb1Ly0Nu2V2xw3HoBNgx1wFJ40lbPkbVrBzroJV/RHbBqcCpqMZu5UZ1faAPhkKoK4aUDQDko3nuRNmyzKqim6r/Jom9ioMJvaspONPdtWqVbjjjjtaXz/99NO4//77cd111+FDH/oQKpWKJQfYSxg0Crc5IzkYCzLXAKwbBJmqYouTGWDKzAwC1Bi2YgVMmZkd/TKUjUNR7Eizd+/tTlcRCQhYZvOQQEqc4dlDds2YAUybctOWlr33TdmXs7/5H2C/MjNqc78MYEpsAPbmbNBgxq5zsGU0DgB4dqZsy+tbxc50FZtsTm6OxkPMBjO5mtLq87MLOjiTxZ5a2vxvp2IhKPIQeY7JxJ6VdFyZueiiizA5Odn6+uSTT8brX/96nHjiifjCF76Az33uc7j55puP+BqCwCGVYixltgBB4C07xol8DXXVwEmr+mx93ysHovjDnhySybBtOsylMlduQDcI1gzHbXnvo81mYiKJlr++lddAtqbiJf1R2z7/F6zuw0+emYUqCLZJ+jphvNjAptEY+vqcqcysaOqDdd66z86q6yDb0DEcD2Jk0B4Ho4FYEFXNYHJtJYRgX66OV504avvxjfQ3r7WAdWuCVddAuqripOUJ28/Bqmbfv8qx9azNyTr6IgGMDsVtef1kMozheBC7cnVmnweluoqZsow3rbR3P7B2OIbf7s4gkQiDt7kSuBQMgyBXU7HcxuchAIwNmOusweA6cKA6AwA4dd0gEmH7grpEOACZgKk1wGos60J+xStegUQi0fr/t95661F/R9cJCgX2mpXbSaUilh3jo7uzAICxSMDW9x0P8KirOg7MlVvNX26zq5khiwmw5b2LTbeeybky4hav11ZdA3VVR0XWkAjwtn3+K5tVn4d3p3H2mn5b/sZSIYRg+3QJF2wcdO5+b2bjZ3JVy/6mVdfBvnQFI7GgbeciLgmYKzWYXFtzNQWFuoqxmGT/8anmNTCbq6JgkXukFdeAQQimi3W8ZF2/7eeAa94HU1nr7gMrmMhUMWzjPQCYUrPHJ/KW/w2r1oFHJwsAgBVxe++FvqAAVSfYM1XAoE3KiE7I1xToBkFU4Gx9/4JuJrYm5soYDlrjpGrVNfDMZAHDMQmGrKIg21c5ikkCsow+E5bK0GESIJYJCG+88UY8+eSTAIA//elPOOGEE6x66Z5hT9bsZbDbxWe4uaGdY8gEwM6BmYDZMwMAJYblNXTGjN0yMwBMmQBkqwqKDc2x5n9gvmeGVZmZHTNmKCmG3Xv20uZ/m22ZgXkXH9ZmzeRrKlSd2DZjpZ2oJEDkOeZkZjPlhu221FtGY9iXqzPpaAjMr9F2y8yotHeKMRMAOmOm3+6eGUallsC8k5ndxIJiz8vMLAtmPvKRj+C2227D1q1b8eijj+Jd73qXVS/dM+zOVLEsEbS9WkKny7NkAjBbNo9l2C43M+raw6AulpKumg8Te6cdBzASDzLVN2P3ULBDERR5BAT2dMJ2zpihsDxjgzqZ2Z3QAdCaZ8Vaz4xTM2YA090yyeD14ETPEO2b+cssm30zO9PmfBG7G+DpWjPDWN8MnYVle89MK9HJ1j2gGwR7bXYyoySCIrNBvVV0tatesWIF7rrrLgDACSecgG9/+9uWHFSvsivjzIU73Kx+sGTPnK7IEHgO/TYNhqKuPSxm4ilOVGYAszrDkqPZrtZsJef0uhzHIR5kz67bzhkzlFTEnLFBCGGmZ46yL1tDVBJsvweAg93MWGLGwWAGaFrTMrSRq8gaKrJue2Xq+BFqAlDBGav6bP1bnbAzU8XG4Zjt9+iy1qwZdvYDQFswY7OrYYrRysxkoQ5FJ448F2NBETNltoJZq2HLp66HUXUD+3J1R4IZmulhqTIz17Qktss2mWVZEYU6zNmdids0FMV4rsbMjIXdmSr6IwHbrXgXkgwFmKvM2DljhpIKB6AZBFUGnf325GpYOxBxJMiSRB6SwDFbmbFrYORCUmG2Bgo7VZlKhQNYkQox6WimGwS7M/Y7mQFARBKQDInMOZrNV2bsfS4Em+sASwE94Oy4gnhI8Idm+ljDeL4O3XAmCg8FBCRCImPBjH22zAAQEHjEgyJzltTtpCsKgiLf8n23i03NGQu0R8tt9uac0QUvJB4SmdrEAfbOmKGwPDhzb7aGtQ70y1BiQZG5ysxsSUZQ5FuWsXbDmszMycrUlpE4nmEwmJnI1yFrRqvH0W6WJdizZ87VVARFviUHtQsqtWRNgr47UwUHOLIexoMiyoy9f6vxgxmH2OPwBPTBqMSUzGyuLGMkbrc2OIipIlsLdjvpiozBqGR7VnrjkGlFyYoJQL5m/2C0Q5EIiSgzFszYOWOG0hc2zzVrmchSQ0W2qjjSL0OJSgJzWvHZZvO7UxLAVJgtmdls8x5wJJgZjWO2LLeqAKxAexo32mTPvpDRRJBJmdlAJODIfZAMBZhTbezJVLEiFUIoYG8wB5hJHUUnzKg17MAPZhxid6YKgQNWOzSKejgWZKYyQwhBuiLbWpkBgLFkqJX5ZpFsVXFkU78iFUI4wDNjAlCRNdurUYeCxWzUdFHGQFSydeI3rczkGdrAAvNOZk4GM7GgyJzcbrYsO9YvA5gbuWJDAyHEsb95JGbLMgQOjtgEszo8c1emCoHnHLsXliVCmCk1mLkGgGYw41CSK8lYQA8452QGzMvwWZNdW4kfzDjErkwNq/oikGzcxLQzGGOnMlORddRVwzYnM8pYMoTpIlsLdjvpiuJI4zPPcdgwyIYJACEEZVlrTWN3kkRIRImxxXuq1LC1XwaYtyJlSVoEAPtyzgczbFZmHA5mwgHoDPVQzZRlDMaCEB0Y4HjcSAw8x14wszNdxZr+sGP7gdFEEHXVQJGh0QXZmoJ+h/ooE6EACgxVZhTNwP58DescCmZoMrHC0DmwGj+YcYjdDjmZUYZjErJVcyiV29B5N8M2b+THEiE0NAO5GlubOEqmqjg2tGzjUAw701XXA7uaqsMgcGV4a7zZL8HCPUCZLjVs7ZcB5t17CgxtXADTljko8ra//3ZYq8xouoF0RXE0mGGth8oJW2ZKOCBg3UAUzzJmz7xjruLo3K0x6mjGkKNVrqo6V5lhzNFvPF+DToD1DiV26PPXr8z4dEVd1XGg2HDUmnYwFoROzCm7bjMfzNhfmQHAZN9MTdFRVXTHekc2DkVRlrWWc5Bb0OZrN2RmieamnpXMfGvGjI22zIBZjQgIHPKMBfV7szWs6Y/Y5mh4KFirzKSrCgjg2GYemLetZ2UzN1NytjK1ZTSGZ6bLrid2KMW6irmKgk1DzvTLAOzZM2u6gUJdtX3GDCUZNntmWLkGnJ69Rp+/rCkVrMQPZhxgT2vOhrOVGcB8eLpNujkwc8hmAwAazLDm2gLM2zI7ITMDTEczAHjOZRMAmgmKh1wIZoJs2XXTGTN2y8w4jjPteBnZvFL25WpY0x929G+yVpmZbW4mR2y+BtppVeoYuA8MQjBXkW2fMdPOltE4ig2NmX5KOndr47Bz+wF6vqcZSfTl6yoI7LdlpiRDIjSDoKaysRbszlQh8hxW9TmzHvoyMx9LoFG4k2VlKmeaK7sfzMw2KzNDUXsfYDT7dICRBbudTNU8B05VZjYMRsEB2OmyCQBdPF2RmYXYykbRjYTdlRnA3MCyIisCzMrkdEnGugFnLbqjQRFVhZ2MrNMDM4H5HioWgttcTYWqE4w4NGMHaDcBYMMQZUezl3Gjg5WZREhEVBKYSfTlqua16FTPzHx1ko1nwe5MFav7wwgIzmzB474BgI8V7M5WERT5VuXACWhlhm6i3SRdkdEXDtje7BiRBPSFA0zKzDJNZ7lBhyozEUnAilTIdRMAuni6EczQygwrjmZOzJihsDZbxI3mfwCISQIMAtRVNixJnRoY2Q5LPTNO2jJTNgxGERA4ZkwAds5V0BcOYCDijMQKMKu1o4kgZhiRmWVqzgzMpNCZTqzMmtmdrWG9g4kdv2fGxxJ2patYNxCB4IB7C6UvIoHnzGGVbjNXdsbFC2g6mjGSfWqH2mTbXZ1qxzQBcDcb2ZKZuVmZYaS03pox48BGri8cYMqauRXMODgwEzArMwA7fVMzpQbiQRFRybn7IRYUwXNsVGZoMOekzCwg8Ng8HGNmeOauTBUbh6KOzRmiLEuwM7qAzv1xrGemWZkpMVCZqSk6pooNR9sOgiKPoMgzsw7agR/MOMDurPMT0EWew0BUQoYBe+a5imy7LTNlWSLEZmWmqiAo8o5aFG8cimKy0EBVcW8BmzcAcN6aOclYaZ3OmHFiSBprPTN7sjWIPIcVKeeq04BZmQHATN+M07bMgGnVnmjOmnEbN2R2ALBlJI7ts2XXnQ01g2B3puqoxIxizppxfz8AtAUzTsnMqNSSgcrM3iztoXa4Sh0UmXkW2oEfzNhMoWZOvXY6mAHM/gwWKjPpimK7kxnFrMzIrj+0FpKuyBiMSo5m4zYOxUBgVgbdouKizCxOs3EMbOIAZ2bMUFJhEaWGBo2R+2BftoZVfWGIDmnEKaxVZmbLzja/U1KMDA2cLcsIiXwr0eAUW0bjqKtGq0LoFvvzNSg6wcYh5/cDyxJBlGWNiXshV1MRlQRHEjvA/NBIFuzqnXYyo8SDAsqMPAvtwA9mbGa3S1E4YFohZ1wOZmTNtGActtnJjLI8GYRmEGYGhlIyVeekdpTNTbccN/tmyrKGkMg71ujYDi2tsxLMODFjhpIKB0DAVr/Qcgd7Bim0MlNxsTrZjhuVGcCU2bDQM0NtmZ2WWM2bALgrNds5R5v/nQ9mRptrDwvVmWxVcaxfBpiv0rNQmXGjhxowpd5+ZcanY3Y3bRiddDKjDMYk1zf19O8POViZAdjx06dkKopjTmaUkXgQ8aDoejDjRlWGEg+KTGSjnJoxQ6F2vKz0zRTrauuYnIRWZqqy+zKzhqqj2NBcCWZSYTZkZm5Vplb3hxGVBPeDmaYlr9NGGABaVWEW+mayVcVRAwRR4BGVBCYSW7szZg+1k/O2ALOHtMzAOmgXfjBjM7syVSRCouMbWcCszBQbGmTNPScfOjBzxKFghma+WeubyVSVll22U3Ach41DUVdNACqy5krzPyUeEpmwZnZqxgylNVuElWCmobV0607SqswwcA241S8CmG5OLFwLM2UZow7aMlN4jsPxI+6bAOxMV7B2IOJKpXq+MuP+szFXU9Dv8J4oyUgf4XiujjUOG6EAZmKPhXXQLvxgxmZ2Z2pYPxBxvKwOzA9odLM649TATMqyRAgc2ApmaoqOqqJjyIWAduNQFLsyVRguzdmouFyZSQRFJqRWTs6YAdqDGfcfXg1Vh6wZjvdJAPO9WiwYALQGZrokMyvWVVfn7SiagWxVceX9A6bUbGe6CsXF5N7OdNUVlQYA9EcCCIo8E6qFbFV1rPmfkgyJrsvMCCHI1pxXaQBNAwAGKlN24QczNkKI6VziRvM/MB/MuNk3QyszThkASCKPoZiEAwxknyiZqrMzZtrZNBRDXTUwWXDnfJRlHfGQ805mlERIZEJa4OSMGaAtmKm5bwBC5U1uVGYiDFVm3JgxQ0mFA1B0ggYLVXoXZGaAGcxoBsGujDuy22JdRbqiuNIvAzRnzcSDro8ukDUDZVlztGcGoAG9u+tARdah6sTxqhRgVmZKMjsDhK3GD2ZsZLYso6rorgUzVNaUrroZzCiIBARHs/PLEqFWJpwFaGXMjWzMpqYJwI45d6RmFVlDzMGZGgtJhNhoenRyxgzAVmWGSjvcCGZ4jkNUEtiozJRlcHAusdNOkoHBmW4GcwCwus+U9rhVtR/P1wHAFYkRZVki5HplJldzdsYMJRkWUXK5MpN16b0DZjCjG+4mNOzED2ZsxC0LPkp/s8Eu72J2dq4sO+7iNZZka9YM9dR3ygShnbUDUfDcvBGF05QbWmt4pRvEQwEmKjNOzpgBzAplVBKY6JOg0g43ZGYAEJUEJiozM+UG+qMSJNH5xy4Nbt3sGWgNzHQpmKGV8TmXZNfjTVvo1S4GM8Nx902Bcs3nYb/jMjP3TTBoIOf0ewfmh0j3qtTMD2ZshG4g3bBlBsybl+dMT3e3SDs4MJMylgxhriJD09nIQKSbMj83KjNBkUdfRGpJ3ZyEEOK6m1kiKKKq6K7PW3FyxgwlGWbDjpdKO9yozACmoxkrlRm3qhJ0Arqb18OMiz1DgBlMSwLnmux6PF+HwHOOrwPtDMWCyDbNSNwiUzWvQadlZomQ2TPi5gy6HH3vbgQzQbaGSFuNH8zYyFxFRlQSkAi58xAXeA6pcKCVDXCD2bKMYacrM4kQDDLvHuQ26YqCoMgjFnSnd6Q/EnAloJU1A5pBXHczA4CKy9koJ2fMUFLhABPWzLQyk3KpMhOT2HDxmS3LrlUlWhPQXZQdzlVkJEOiY9XJhXAch8FY0DXZ9f58HSuSIccHx7YzHJNgkHm1gBvMS62cdzMzZ2+5dw+0KjMuycwANvoH7cAPZmykouiubuQAoC8SQN6lyoxuEGSriuPyKjprhhWpWaYqYzAqueJoB5hZIDcCWrpoxl0K4oD5yc9u2jM7PWOG0seIFan7lRn3e2YIIa2BkW6QCrs/NLAia6370S2GohIyLsrM3JSYAWipJNyUmmVbMjPne2YAd++BbE0Fz81XSp0kFvIrMz4dUmm4K7EBTG2mWzKzdEWGTpyzo6WwF8wojvcNtdMfDbiSiaMDulyVmbV0wu49wJyeMUNJMTJbpNhQEQkIrszWANiozJQaGhqa4VowE2dAZua25BQwHT7TLsjMdINgslDHqr6w43+7HZpYnHNRtZCrKkiGRMfXAxpAuNk3k6sqSIUDEHjnE5s0sc5CD6kd+MGMjVQUzdWsNGBmP9wyADjQDCaWOyyvGY4HIXBsTDoGTJnZYNQ9nTQNaJ22ZKQZIDc3MHQBd/MB5vSMGQo7PTNqKyvqBixUZqjkddSlfgmR55AIia7KzCqy7nowMxgLuhLMzJQbUHSC1S4HM3R49ZyL4xqyNdUVa2JqQOJmtTpbVRyX11HoXtTtxI5d+MGMjZQbGqKuy8zcq8y0gpmUs5s4kecwEg8yU5nJVhVXZsxQ+iMByJrh+Iau3JKZuVmZMbNxbuqknZ61ROkLB1BXDTRUdzfyxYbmiqyCwkJlhja/jzqc2GknGXK3UleWNddl18MxCTVVR1Vx9noYz5m2zG7LzJJh0wTBzcqMWxv6Vt+Yi1X6XE11XF5H8Q0AfDqGhZ6Z/kgAVUV3ZUNzoNgAz7ljxWnaM7tvAFBTdFQVHUMuZWOA+UZLp4PaKgPBTJyBnhl63p12sJmfNeNudYaFykxDM1x1N5xxeM7QoUi5XKmryJprJigUmlRyujpDZ8ys7ne3MsNxHIZiQdfsqQGzCX7AhQ09Tai4KbPK1RRXbJkBQBR4hAM8yg33nR3twA9mbKTCQCaKZgHceIhNFRsYiQddcW8ZS4aYkJlRS2S3KzPAvL+/U7RkZi42/SZoNsrlB5jAAQmHN/QpBhysAAYqM81rwE2p2UxZhiRwrmVlAVNi5eYmtsJCz0xT7uu0PfP+XA2xoIA+l0ww2hmOSe7KzFyqzMSCAgTOPZkZIaRZmXFvLxAPul+ltgs/mLEJQggTmai+5o2TdUFqNlVstJrxnWZZIoRsVXFdYkNdY9yYMUOhi6fTjmY0gIhJ7t0DksgjJPIuZ+NUpCISeIfd7Ggwk6+7t3EBaGXGTZlZUyvusLSonZlSA6OJkGuOhoBpWT9dkh3vnQMATTdQVw3Xk3utykzV2aBuPF/H6r6Iq58/ZTgedM3NrKboqKuGK3NWOI5D3MXBmVVFh6wZGHDBlpkSC4quqhTsxA9mbKKm6jCIu83PAFrlXDdMAA4UG1juUjBDgyiqVXcLmgF02p66Hdps6XRAW5Z1BAQOQRcmnreTCIkoyy7qpKuKKxn5VKsq664tdamhtZpv3YD2LVZldyszbjmZUcaSIcia4Upiq8KAsyGAlqtkuuywzCxXc11iRhlqmiC4EdS2bJld2tAnQ6JrlZmW3NjFxGY8KPo9Mz5Lo5WVZsAAAHC+X6Kh6shWFdcqMzSIOuCy1IzKzNy0Zk6FA+DgvMyMyizdzkbGQ6KrlZl83Z2mTxZ6ZsqyBgIgccxXZmQsc3HyOwCMJc2/74YxCj33bldmopKIqCQ4OjizruqYqyiu2zJThuNByJrhSoUi59LATEoy7F5lJufSfJ124iHR9QHSduEHMzZRaeqz3V68+1zql6D9Km7KzAD3Z82kKwqCIo+oi1IrkeeQCgccD2hZ0MgDZt+MqzKzqjtNn/GgCJ5zN5ihWdBjuTKjaAYyVQWjcfeczAB352/N27S7K7sGTMmvk4Mz99Pm/z53ncwowy0TBOdVC7Qy44bMDHC7MkODGb8yYwd+MGMTNPp1O5gJBwSEAzzyDt/A9IG5POlONmowJkESONeDmUxVxlBMcr060R8NON8zw4ABBmAODHRrASeEIFtTW0kFJxF4DomQuw5WNAt6LPfM0KZ7t2bMUMaaCZ5pF6rVrCgVAOcHZ47nagDcdzKjzA/OdF56nqm6K7VKuFiZofJON2bsUHwDAJ8lQx+cLGSi+l2YNXOg4G5lhuc4jCZCrjy428lUFVeb/yn9EQnZqhuVGfev/4SLMrO6aphNny5l4/pctuOlWdDUMVyZmZ8x424wEwoI6I8EWvO/nIQVpQLQHJzpoFKB2jKvTLERzNDKjBvOdrmaAp6bl8A6jauVmaoCDu69d8B0Fi3Lmiv9UnbjBzM2wcL0c0p/JOCKzCwo8q74yVPMWTPuy8wGo+5uYoDmNXCMVmYSIdE1a+aWtMClhtdU2N1BiXRAHROVGZcyktOtGTPuyswA99bECkuVmabMzKkN3f58HaPxIEIB9xM7gCmz4wBXBmfOlWX0RyQIvDtKhVQ4gIZmJpicJldTkQoHILr03gEzmWAQd23q7cIPZmyCDiZiYfHui0iuyMzGku5bkbodzGQqiqvN/5SBqORCMKMzcf3HgyJqqg7VhaGJtCLa55ZG3PXKTFNm5uKcmaDIQ+A51x7gM81No9tuZgC1Zz52DQAAYCgehKITx+RGLDmZAebwxIGos1I7ykzZXSMM2rtXaji/JuZqimtJLQqdu9aLUjM/mLGJqsJOJsrMyjssM3PRlpkylgyh2NBcu3GrioaaqjMhMxuISKirBmoObuhYGBoLzMt7pl2w6c61Gl7dqswEkHfBipdSbKgQOHflthzHISYJrq0DM6UGBqISJJctygFgWTKEmZIM3XBWZlJuaOAARBmQnQ4112MnBmcSQrA/X8cqRpr/KUMxCbMuyMzovCW3SITcGyScdckIph06wLoXTQC6Wl2feOIJbN26FQAwPj6Oa665Btdeey3+6Z/+CYbhfBaUJcoNDRIDMzYAM5gp1BQYDpXVCSGYYiSYAdxpeAXmH5aDDFRmaEbIqeqM0izlx13slaBQrfr+fM3xv52ru1uZ6YsEUKyrrmmki3UNiVDAdQOMaFBs9W04zUxJxigDVRnAXBM1gzjuZFWWNUQkwfHBsYdiyMHBmdmaiqqiYzUjtsyUERcGZxqEYLbs7r2QDJvPo6ILlZlszR2L/nbizWSCH8y08ZWvfAW33HILZNm8IT75yU/ipptuwre+9S0QQnDfffdZdpBepKKwYUsLmBspnQAlh7IRxbqGqqK71vxPGUu4N1cBYGPGDIVmhLIO9U5RWUlUcv8eoPMdqEWqk7g9WyAVDkAn80MLnabYUFsbCDeJSQKqblVmXJbWtLOcWtY7nOCpKDoTVVpgPrnkhMyKNSczylAs6LibWa6mQtGJq0YY1EXNDYldrqq4OjATmJd50jaIXqLjYGbVqlW44447Wl8/88wzeNGLXgQAOP/88/HHP/6x+6PzMOUGO4s33Ujl6s7cwHRQJSuVGTfce4C2ygwDBgADDg9PpQ338ZD7spJUOIBYUMCEG8FMTUU8KCIguFOhdXtwZrGuutovQ4m5VJkhzWz0CAPN/4ApMwOcT/BUGuwk9+h67ITMjDqZre5nS2Y2HJNQljXUVefuiVlqhOGizGzMpflzNUVHw0VXSwq9B8uye9Jju+h4dbnoooswOTnZ+poQ0pISRKNRlMvlo76GIHBIpdi6yRciCHxHxygbBMmoxMT7WzUcBwAoXGfvZakUJ4oAgM0r+lx9/8lkGBFJQE7WuzqOTq+BSlOXvmF5EnGXN3RreHMzXSdw5DMZb24URvujTNwDawejmK4ojl8HFdXAUDzo2jlYPhgDAGgdXsPdUlENLE+FXb8GUlEJ08VG18ex1GsgW5EhawbWjcZdPwcAEI6FwHHoek1cKnXdQIqR5yHQlF+qnZ2DpVwDczUVQZHH5hV94F10sVrImhFzT9DgeCxz6DMpTZYAABvHkq5eB8PxIObqqqPPgmKzQrdiKObuPdBUSmi8O88DO7EsVcLz85nHarWKRCJx1N/RdYJCwXkd+1JIpSIdHWO+KiMmiUy8v0Czf2n/XBnHOVDu3jFlBjNx3v3Pd1kiiL1zla6Oo9NrYCJdRUjkodUVFFzQ6LYjNJ28DmSqjnwmM5kqAIDXdNevAQAYiwfx1FTJ8etgplhHMii4dg7ovT+RrmCtC/KOXEXGxoHO7h8rCfIcinW16+NY6jXw3IyZ1EuKnOvngDIUlbCnyzVxqRSqCkbiQWbOwUBEwoFsraPjWco18Nx0CStTYZRKzleFj0SsGVjtniqiT3QmyNo9YwYzUc7dfcGyuPN7gn3T5p4oBHffOzX+SOfrzNyLS2VoKH7I71umfdiyZQu2bdsGAPjd736H008/3aqX9iTlBhsDA4F5iZFTrkZTpQZS4QAT/RLLXBycmanKGIxJrjc/A6YdZzIkIuuQAQBLc5YA0wRgpixDcXi+QL6muDrx2XWZWUNzdcYMJepSz8wMQzNmKG7MmjEH6LKxFgBm34wTgzP35+vM9csA832cTg7OnCk1EJUE1+X3y1Mhx6XnVN7ttsxM4DlEJcE3ADgSN998M+644w5cffXVUFUVF110kVUv7UkqChszNgAgERbBc/POSnZzoNBwvfmf0h9xb85GuqK0bEBZoD8qOdczw1ow0xeGQZzvn8rVVFftOFvBjAv2zA1Vh6wZrdkObkJ7Zpx2daMzZtxsel6IK8EMQwYAwPzgTDvRdAMHCvWWAQlLDDcdxZwcnDlTkjESD7qe3FueDGHO4cSW28OT24kHxZ4MZrpaXVasWIG77roLALB27VrceeedlhxUL8BSJornOKTCgZazkt1MlRo4fuTQpUCnSYbmrWmdXkQzVQWbhmKO/s0jMRBx7hqgMz1Y2cC0O5qtHXBGK6zqBkoNDX0u2nGGAzwkgXMloKdDCVmpzOgGgawZjk5iny7JCAd4JBgI6ChjiRB+VpmDqhuOGFMYhJjPQ4bOwVBMQraqQDeIbdPoJ4sN6ARYzdiMGQAIB8wKiZOuXqarn/tJzhWpMAjMkQ1OGTPkqk2LfgbWwnhI9Idm+iyO1owNRjZygGlJ6ITMTDcIpksyM5WZREiEohM0HJYXAaZbDgu2zJT+iOTYnJmyrEHgzM00C9BZMxMF57Tr+Za0wL0HGNdMZLgSzDT/JgvBTKJ5DCWHpr5T6JBAt7PR7SxLhmAQYNahrHxN0WEQ0x6bFYZiQejElIHaxXiOOpmxV5kBzIDOaZkZCxXK5S64nGZrCpIhEaJLrpbtxIKi4+ugE7h/ZnsQOmODlcoMYGYEnJAYzVXM6dJu2zJT6Eaq6PBmrqpoqKk6W8GMgzKzimzKLFnZxCXDASRDoqP2zDRwdGtgJsW1YKZpesGCzCzVPAanz4PbQwIPhdObOdaqtED74Ez7ghk6pJdFmRnQdPVyqDJTV3UUGxpGGLgX3AhmcjXV1d7JdhI9KjPzgxkboAPqWDEAAEwrSiey8lSLzUplphXMOJyJoDMM3B6S1U5/JICqoqPhwGyBMkMyS8rKvjD2O1iZoYGj21Of3avMsCMzm18HnD0P0yWZiWx0O3RtnnYsmDHXmzgDQS1lMGZ+JnbKrMbzdfSFA0gwMGfpUAzHJMd6ZmZK5t9hQWY2EJUQFHlMOvgsyFYVVyv07cR8mZnPYikzmInqjzgjMztQYGNgJoVmhZ2uzGSaGT+WKjNODs6syBpT1z9gSs3cqMy4aQAAmIkMNyszKQY2scmWq5tzD/GGqqNQV5nYwLUzFAtC4MzeRidomYEw4G5JocYsdpoA7M/VmJWYAcBwLIhsVYGm2y/Bnm65+rkf2HMc57gJRq6muP4coPSqAYAfzNhApcGezKw/EkBNtT8rf6DUAM+xsWgBaE0fd1ojSiszQ1E2zgMw76SSdcAEoNxgq+EXMOUes2XZkcoUMN8z47aDjVmZcf7hxVJlJuWC3JQ6mbEgrWlH5DmMJJzbzNEsMEvrQX9UAgf7KzMsNv9ThuJBEMwn3uyENVe/5Uln7ZlzVZUZlUYyJKIi61AdCGKdxA9mbID2zLCUme53KCs/VWxgJB5kotENAJLhZmXGYXkJ1WIPMlSZmb8GHAhmGKzMUO36pEMPsWzVnP4dcdA961AkwwGUZc2RDGw7xYaKSEBwxDHraLjRM0NnzLBWmQGoPbMzEqP5ygw7smuR59AftW/WTEXWkKupzPbLAMCIA1I7ymypAYGbl/e5zYpUGAcKDUes2huqjpqquy43plC1iBNBrJO4/5TpQcqtygw7ize1h7XTvQUwZWasSMwAtPTKRYcz0+mKjJDII8rQA5wuplnHZGbsvHfA7JkB4JjULF9X0B8JuG6C0Jo143B1slhXW8kEtxEF8150NphhKxvdzlgi6JjMrGUAwFBlBjB7RtI2yczGc2bzP8syMycHZ06XZAzFghBtssFeKsuTIdSaMlC7ybZmzLCR2ByKOT9jyAn8YMYGKgo1AGBn8aY3ku2VmRI7AzMBICjyCIm845WZbNW0ZXZ7I9tOqzLjQEaGupmxRMue2aFgJld1d2Ampa/VL+LsPVBsaC2ZJwukwgFHjUCmyzJ4DkwNzqWMJUPIVhVHJJctQxyGemYAYDAq2VaVGG+uMSzLzFqDMx2ozJgzZtgJ6p10NKMzZgYYeBYAZq8U4ExFzkn8YMYGyrIGngMiDGbl7ZQYNVQd2aqC5Um2slFJhzcxgLlQDDK2iZFEc3if3QGtZhDUVPaCmVhQRH8k4JijWbamuDowk+JGvwj9e6xUZgDnXd1mSw0zG82AzG4hLUezkv3Z2bKsISjykES2zsNQLNjqbbSa/fk6eA5YnmInsbeQZEiEJHCOZOhnSg2MMCS3pJ/LZMGBYKZVmXH/WQA4W5FzErZWlx6hKmuISiJ4hrLyNDtr50aWyhZYqswA5uBMN9zMWNEHt9PvgEU3i3MlKE46muVrKhPZOBrMOOFm2A5rlZlk2Nl1YIbBGTOUsebG0gmpWYVBm3bA7GfM11VbGqFnyzIGoxIT/WKHg+M4DMeDtkntKLpBMMdYZYZe/weK9j8Lsi2LfvefBYC5H5IEzq/M+BydMoP9AqGAgKgk2LqhYc2WmZIMB1xxM2OtMgOYC6rdMjOmg5m+MCYcqMwYhCDPTGXGnYGRZmXG/fdPSYUDjgYzLM6YodCEkxOOZiz2zwHz8j873B1ZTWYtZCgWtL0yk6kq0Ak7DqeAuR8ajEqtPYud0OctKwYAHMdhKGZ/EOs0fjBjA+WGhiiDGzm7B2eyNjCTknK4MlNVNNRUnakZM5T+iGS7AUDLipXBe2BVXxjpioKaYm+vQKmhQSdsNH26UZnRDYJSQ2vNeWIBJy2qaTZ6lCFpTTsDUQmSwDkSzLA4QBcwrYkBe3pGslU2k1kLGY5JtvfMUFc/lmRmgHP2zLmaikRIZKpKZ5pf+JUZn6NQUXQms9J9Ycl2mVlI5JnJQFASIWd7ZqgOmyVbZspA1H6ZWcuKlcFsbMsEwObqDD3HLEx9FgUea/sj+PZjB/D0dMmRv1mWNRCwMWOGkgyZs7YUzX6L6lxNgWYQprLR7fAch9FEqDXM0E5YNAMB7B2cyWLP5KEYbmbo7bQopq5+LMnMAGBFyqlgRmFuT+RXZnwWBYvTzwFzI2u3zGwsGWLKwQswtfKlhgrDAU95YN6/ncWHWX9EQkXWIdu4oSs33YtYvAecsmem9xkLMjMA+LfXnYBESMS7vvskHhzP2/73aCWULQMA52ZOTbc2cGxlo9txagp6WdaYczID5huhrc5Qq7qBQl1lcv1fyFA8CEUnto4uYHV47PJkGHNl2fbkRraqMNMvQxmKBTFXURyZs+MUfjBjA2bDI3tZadtlZozZMlOSoQAMAlRlZya/04fjUJStxRuY1+3aOW+o0mBzrgTgXGUm29JJs/EQW54M4ytXvwBjyRBu+sHTuH9nxta/RyuhCaYMAJyzqJ6X1rC3BlCWOxTMVGQN8RB7z8NkOACR5ywfnEnv/QEGK/MLGXHA2Wq61EAiJCLKWEC7PBUCgf0mGLkaGxb97QzHJcia0VJR9AJ+MGMDrGqE+yISCnUVumF9NE4IYW5gJiURci4jC7RVZhh8mNEeDjv7ZsoMGwBEJLPxc7/NlZlcy8GGnc38YCyIL73hBdg8HMMHfvws7n1m1ra/RSszKYYC2nmLavsf4LPNbDSrMjPArBoVG1qrx80uWFUq8ByHwahkucwsy3BlfiGtAYo2BjOzjLr6OTVrJltVMMCILTNl/nPvnb4ZP5ixGIMQVBnVCA9EzApFyYZNfbFuNr0zWZmhmxiH+mbSFRkh0Zw4zhq0h8NOR7OKrIEDW3OW2lnZZ789c76mgOfY6hkBzOP53FUn44UrU/jIz57DXY9N2fJ3aOKApffvZGVmuiQjHhSZfA5Q5mfN2LeZkzUDik6YPQ9UbmMlNJnFogHMQpwYnDldajBphNEKZmx0NJM1A1VFxwBjgS3tF+ulvhk/mLGYmqKDgM2sdB+dAG9DVv5AiU1bZgAtRyWnHM0yFQVDMYm53iFgvjJjp9ywLGuIBgWm5iy1syplvz1ztqYiFQ4weQ4ikoDPvvZEnLWmD5+5f7ct/VO0+sHSnBlaJXJKZsaqLTPFCXtmlp0NATPgsHpwJss9kwsZiErgOdhqzzxTYmvGDGUgKiEo8rbOmmkNzGSoQg8AQ3F7+sXcxA9mLIblGRv0hrJjI3uguTlcngxb/trdMl+ZcU5mxuqDjGp3s1X7zgWrshLKyr4wcjXVVnlNvqYyl41rRxJ5nLduALpBbDkPxYYKgWPL0c7JdYDlgZmUseYGc6pk30aWZckpYAYz6aq17z9TUcBhPnnIMiLPYSAq2Zahr8gaqorOXPM/YM5bsbtvLMdY7ySF9vP6lRmfw8KyLW1fxL55E6zOmAHmKzMlh2ZMsDwwLdiUv9lbmWFTZklpOZrZWJ1h0Y5zIXSNqtowc6dY15AIBZiqTgYE89p3YtbMTIndGTOUVDiAcIB3qDLD3vMQMKsnFVlHXbXuHkhXzWG5Is/OtX8kzMGZ9jwPqISR1XvB7lkztDeVhXlj7Ugij1Q44FdmfA5PmeGyer+NMrPpkoxkSGSyTyIecrYyk67ITOulB6KSrZWZMuOVmVUp++2ZczWV+cws7emqKfZUZliyZaYkwwHb5aYVWUNZ1pivzHAcZ7s9M8tKBWC+EdpKqZlXBmZSzMGZ9mToWZ0xQ1meCuNAoWGbRTGtzLAwb2whQzHJVnmh0/jBjMVUmva/LAYziZAIgbNHZjbNqC0zYJbS40HRERejqqKhrhpMP8z6bbboZl1mtiJlXqd2OprlquxXZqhVqj2VGZWpfhlKKhywvWeGztVgvWcGMB3N7DQAKDP8PATmm/St3MxnKgqTTpaHYzgWtC2YofOWWA3slydDqKk68jatCbnWvDH2rgdzYKpfmfE5DCxnoniOQyoi2VSZYdOxhJIIiY5UZujiwPLDrD8i2R7MsCorAYBQQMBIPGibzKym6GhoBnM66YVEm59RxYb5S8WGxpSTGSUZEm0PZmbpBo7h9ZBCewbsykyzrFQA7KnMsNwzeSiG40FUZB01G5Ias+UGAgLHnMyKYrejWa6mIBYUEBTZ22oP2liRcwP2zrDHYV0j3B8JWN4zQwjBNKOOJZRkOOCINTOdMcDiwEzKQNSegJbC6pylduy0Z2bVwWYh85UZG2RmdbXVq8YSKQfWgZlys0+A0Wx0O2PJEKqKbts5qTKc3APmKzNWDc7UDYJcjd2eyUNhR3WKMlOSMRIPMunqCJiDMwH7Zs1kq+wNzKQMxyTkayo03Xo3SzfwgxmLYT0TZYfEKF9XIWsGljGciUyGREesmVuVGUYzUYB5DZQaGlQbFjE6Z4nVzQtlVSpsm8xsfmAmu9cAMN8zY4vMjNHKTMqBnpnpkgyR55iuzlLomm2X1KwsaxA4IBxgc6sRlQSERN4yV6d8XYVB2F7/FzIcs8/ZarrEtqvfWIIGM/Y8C7I1hcl+GcCsShLMW4l7HTZXGA9TkXWERB4Bgc1T22eDzGy61eTHbjCTCIkoOVCZoQ8Eljcy87NmrN/UVeXmnCUGs/LtrOwLo9jQbBkgm6eVGcamPi+kFcxYbM3cUHXImsFkZSYZFlFVdFsCeUqpoSIREpnNRrfTR+2qbQrwyg2zSsuSq107HMdZOmsm64Fk1kLos8qOTe1smW35eSggYCgm2SczqyrMWvTPB7F+MONzCFiX2JgyM2sv3plmVo9lmZkpL7G/MpOpKggH+NZGkUUGbJw3VGlKlmISu/cAAKy00dGM2nH2MViZaCco8hB4zvLKDJUssVqZAewdoCtrBkIBdu//duizyo6+KQCoKGzbtAPAYCxomcyMzqzxVDDTPFarh4equoF0RWG6MgPYa8+cq7ErM2tJLHukb8YPZiyGdSen/oiEumpY6qtPrT1ZrswkQwFUZB2aYU+jKyVTMZs/Wc1EAm0W3TbYM5ebG9kYg1n5dlY1Z83st8EEoFWZYfQhRuE4DjFJsD6YaQYKLAczds6aaagGkw2/hyLWMoGw53xUGE/uAWaCr2BRlTrjAQOYhVCpndWVmbmKDAK29wWAGcxM2vAcUDQDZVljtkJPKzNzfmXG51Cw7uTUZ0NWfqYkIxYUmJYWJZrHVra5OpNmeGAmhS6uWRsqM/MTv9m9BwDzAcYBmMxbn5HLVVXEgyIkD2xoo5JguQEArYAyKTNzYOaUrBkIeeCzB9oqMzb0TQE0ucf2WpAKW9dHmmnNFfFOMMNxZn+X1ZUZOmNmhGHFBgAsT4aRriiQNWulpznGk1rJsIiAwPmVGZ9Dw/r0c7rIWuloNlVqMJ99SbbkJfb2zXhhYNpAqzJjg8yMcfciiiTy6IsEWrIQK8nVlFbSgHWiQRFViyVG9B5juzJjXzDT0HTPBDMRSQAH+yozrMuugXlDFCuq9pmqgmTIG4mMdgajkuWVmRnGZ8xQlqdCILDeBIN1IxiO4zAUlfzKjM+hYb2sTjdZVk6AnynJHghmzM/EzowsIQTpitzSorJKKCAgEhBsMQBg3c2vnYGoZOl9QMnVVGYdbBZiZ2UmxWJlprkO2BnMyJqBoEd6ZniOQ0QS7AtmGmw/DwEgFZZAYE0fVZbhhu8jYUsw07QoH2E9mEnaY89MKzMDjMrMANPRLONXZnwOBfs9M+aNZZUJgDljpsF08z8AJFryEvsqM1VFR101mK/MAKbULGtLZYbtid/tDEQkW86BWZlh/xoAzFkz1vfMsFuZacnMbO6Z8UplBjDvVTvsuQFzTWT5eQi0PRMtCGYyVYX5ZNahMBM71q6F0yUZ/ZEA82YYy5tmMFY7mj05VYLAzZvNsMhQLOhXZnwODfuVmabMzKLMZFnWUFV09iszzSyxnS5GNLPlhebP/ohki5uZtyoz9gR0+ZrK/MBMStQOA4CGikhAYNKeXhJNp0G7ZWZeMQAAzGvAjsqMZhBUFZ3pHlJgXq1gRYKPGsB4jcGo1EzGWbcWzDYHZrLOQCSAoMhbOmuGEIL7dmRw2soUk0kdynBcQroigxB7jZGcwDsrrgeQNQOKTphevIPNh7lVm7j5GTNsL1otS1YbKzO0gXIoyva5AMxsZNYGmVlF1hAJCBB5dt3cKANRCdmaYulCrukGig2NWZ30QqJB6zeyxbraknOxSDIk2i4zYz0b3U4sKNpiAFD1SGJjPpjp7poghCBTVTDggfV/Ia1ZMxZm6WfK7PfSAmbvyPJkyNLKzO5MDfvzdbxs06Blr2kHQ7Eg6qphW2XWSfxgxkLKHml+NmfNWPMwn27qTFkejAWY2UeBgy1DEileqswMRCVbDABMjbw3NnIDUQmqTlr3rRXQiierdpwLsUVm1tBaci4WSdo8c8p7MjPB8sGpwPzMKdafh3QeVLfPxGLdNBHwwvq/EJqAs6pvxpSfyxhlPMlJGbN41syvdqTBc8BLN7IdzAw3r9W5Huib8c6K6wEqnslESchZlJmcLps3wRjjwQzHcUiEArZq5anFoRdkBgMRCcWGBsViO8qyrDFt0d0O/ZysNAGgs3s8U5mRBMiaAU237jpgvTKTCgdsnTMjazqCojcCesAccGuHzKzS8Eb/XCIUAIfupdetZJYH1v+FDNDKjEXBTKmhQdYMT8jMANMEYLrUsKxK/+sdGbxwRZL55wANvNNl7/fNWL7KvOY1r0E8HgcArFixAp/85Cet/hPM4hVb2sGohD3ZqiWvNVNqICTyTG9eKMmwaGtGNlNVEA6YMj7Wod7/cxUZKyxsUKwoOmIS+9cCgJbrULaqYO1AxJLXzLZmC7BbmWgn2lyrqoqOZNia3FaxoTEtL0mGA9ift35IHgDoBoGiE49VZsSWcYeVeKUyI/AcUuHu1QqZqneSWQuhx2zVzJE0lVwzPnONsiwRQlXRUWpoXfe47MlWsTdXw+tP3WDR0dkHHZxpx4gCp7F0lZFl84R84xvfsPJlPcN8ZYbtzexwPIg/7cuBENL1pPqpYgPLkiGmJ95TzMqMjcFMRcFQLOiJc0G9/2fLFgczDc0zMgs6b8dKE4A847MFFkIDbzOYsSYAMysz7AZzZmXGnnVAaVa4QgEvBTPW23MDpuQUYD+YAYBUJHBMV2aSIXOAolVrId0cD3nkXCxr2jNPlxpdr133PZcBB+CCDQMWHJm9zAex3q/MWLribt++HfV6HTfccAPe/OY34/HHH7fy5Zmn7BFb2tG42fRlRa+AOWPGG9mXZEi01QAg7aEZA7THiQ42swovDMmjtCozFrq6UYc4rwzNjLWCGWvuC90gZnaTYalhMmT2CakWSusojaYblJdkZlFJhKITWySngGkywTr9kQAKXa4DtHneK8mcdjiOw0DEulkzrcpM3BvnYnnzeThlwfPwvp1pnLI8gUEPVKVCAQHJkIi5sl+ZOYhQKIQbb7wRr3/967Fv3z687W1vw89+9jOI4qH/jCBwSKWskXfYhSDwiz5Go2lFunw4jhTDMot1owkAQA08VnV5/mfKMk5d3cf85wgAQ8kwdmZqSz7WxV4Dk4UGzt044IlzEWo2fBZUw9LjrSo6BhMhT5yDJCGQRB4VjSzqeBdzHVR1gqDIY/lw3BMVuuH+KACAkwKWfGb5mgICYLQ/wuw1sGzAfM+QAkgtUdN/tGugCvMz7/PIPQAAQ83KrBAKIGXhBkxvPg9XDMeRYrxSOZwI47nZclfrQFkjiAVFLBuK23GItjOSDKEg65ZctxXN7D3ZMJbyxADZ44JNEwhlce//cNfA7nQFuzM1fPjS4z1z/49a+Lm7iaXBzNq1a7F69WpwHIe1a9cilUohnU5j2bJlh/x5XScoFGpWHoLlpFKRRR/jXN78OaOhomBYn/WzilizHrdrqoDRUOcLTU3RUairGAiJzH+OABDmOeRrypKPdTHXQLaqIF2RsSYZ8sS5AMxs5L65smXHSwhBuaFCAvv3NWUgEsBUrrqo413MdTCdr6EvHEDRwpkFtqKa2fPZbBWFZPcb2f058/ywfA0Em02+47MlBPTokn73aNdAOmv+G1E1Zt//QoTms+pAugJBs653Jt3sS9IaKgo2yNisJBbgka3IXa0DB3JVDEQCnvncF9IXErE/X7fk+PdnKkiGRNSrMrywEhJCEJUE7JlZ3PPwcNfAPY9MAADOWp7wzHXQHw7gQL7mmeMdOkyywFKZ2fe+9z3cfvvtAIDZ2VlUKhUMDQ1Z+SeYpixrEDggzLhemjqMdCsxmi6ZVoaekZmFRcia0ZKCWMnOdAUAsHk4Zvlr28VIPIgZC8vLddWATtiXWbZjTr620M2spqLfI1JDwJQYAdbJzKiMk21rZvsG6DY0KjNj+xnQDr0GrHY0K3to5lRfOIBiQ+vK1S9TUTwpMaOYa6E1MjOvnQuO4zCWDGGq1J098307Mjh5LIFhj7i4AcBQTPJ7ZhZy1VVXoVwu45prrsHf/d3f4bbbbjusxKwXqcg6YkGReXnJQFSCwHOY7XIjOx/MsCupa4fq+Es29M3smDPd4TYOLS3T6yajiRBmLeyZKXvEmrydgYhkbc9MVfGMkxkwbwBg1dBEGiCwbgAA2BPMyM2+k5CHemaoYY3VwUxF9s7MKdrjVuji2ZCpKp5s/qcMRq2z609XFc84mVHGEqHWnqYT9ufr2JmuMj8ocyFDsSByNQWaYd3waDewdNchSRL+9V//1cqX9BReaX4WeA7DMcmCYMb8fe9UZpqbmIZqeeZkR7qC0XgQCYYz0gsZjQfxZ4tc7QDvDI1tZyAq4anpkmWvl6upOG7EO9U52pxt1dBEan3OsgEADWbscDRrqOZG0EuVmVibPbeVeOV5CMwHM/laZwEJIQQZDxnAHIqh2LwhSrcJykxFxnqL7O6dYlkyhAf35zt+Ht63Iw0AuJDxQZkLGY5JMIiZiPNSRWkh3llxPUBF1jyzkRuJB7sPZooNSALnGVlNws7KTLqKTR6SmAHAaMJ0tbPqfFQ8ZMVKGYia8yWsyEoZhCBfVz1jywwA4YAADtZtZOlQWqZlZiGa1LB+HaAyM69ZMwP2VGa8shbQALfTWTNVRYesGR6vzJgb2UyXkiPdIMhWlVZw5BXGkiHUVaPjwdq/3pHBicviLadQr0AraFbNGHIL76y4HsBLZXUr+iWmSzJGEyHwjMvqKK1NjMUZ2YaqYzxXwyYPScyA+VkzVvXNlKjMjOGs/EIGohIIzIxst5QaGnSDeMaWGQB4jkNEEqwLZhoqBI7tWVuSyCMSEGypzHhRZtbqmbG4MlORdcQ9shbQBESnwUzGY0MiD0Vr5kiXfTP5mgKdwBPWxO2MNRUmnfTNTBbq2D5X8VxVBpgfnDnn8b4ZP5ixENoz4wVG4kHMlWUYpPOM9HSp0doQewEqM+tGF30odmdrMAg8V5kZsXjWTK75EBzw0GbeysGZdCM04KHKDGD2zVgmM6trSIQCzPcNpsKivTIzL1VmJHsqM2VZa/VksU4frcx0eE3QIZFerswMNCsp3VZmaDA07LHKDJXWTRWXHsz8YU8OAHChx/plgPlZQH5lxqeFlzTCI/EQNIMg12EmCjCDGTo51wu0DAAs3sTsmDOdzLzU/A/MV2Zmy905uFBoI72XZFatwZkWOJp5bWAmJRoULa3MULcwlkmGAx3LSY5Eo1WZ8c6jVRR4hET+mJaZJcIieK7zCi0dNunlYKYvHADPAdlqd5vadGt4qHcSnYApMwPQkQnATElGUOQx5jGJGWBKLEWe8yszPvN4afEeaW1kO1u4GqqOXE31TPM/YE67DYq85Vr5nekqopLQWgy9Ql8kAEngLKvMZKsqEiERkoc2cvPBTPcLOU0MeKWHjBKTBOusmesq0/0ylGQ4YJPMjFoze6MiQYkFRVRl62RmhBDzeegRmRnPcUiFAx1XZjKtDby37v12BJ5Df0RqBWadQjP8Q15bB4MiEiGxo8pMvm66WLJekT4UPMdhMCr5lRkfE90gqCo601rxdka7DGZon4VXbJkpyZBoec/MjrkKNg1FPdM7ROE5ztJZM9mq4jmJFbVRtsKemcrsvGTNDMDinhmNaVtmSjJkk8xM856bGWD2OFUsHGzZmjkleSOYAczkTsc9M1UFQZH3jKzucAxGrQhmFPCc95I6gLmf6aRnJldT0eexZ187Q7Gg52fNeGvFZRia2fSOzIwOzuxMYjTjsRkzlEQoYKmbmUEIdnrQyYwykghZWJlRMBBlfyPbTiggIBYULKrMmA9xL1Qm2olKFsrM6irTtsyUVDjQspG2koZqICBwEDwwKLIdqyszFQ+agfSFOw9mss0ZM17MzLczGJO67pnJVBT0RyRPDEtdyFgyhOni0p+H+ZrquSRWO8NxvzLj06TSfBB4RWaWDIsIinzHlZkpj82YoSTDoqWbmAOFBmqq7rl+GcpoPGhpz4wX5ywMRKyZfJ2rqUiFA57byFpqAOCRykwqHEBF1rua+H4oZE33lJMZJSpZW5lpDdD1UKWiLyJ1LjPz+MBMyoAVlZmq7DlbZsqyRBBTpQbIEo2R8jWlZSLhRfzKjE8Lr00/55oSo7lOZWalBgSe81yTXzJkbePvjrTZ/O/Vysxo3FzErNjUZT06NG4gal0w4yXzA4pVBgAN1Zy14YXKzPwAXWv75xqa4akZM5RYULTUAIC+lld6ZoDuKjOZiuLpfhnKUFTqeu5WuuLdwG4sEYKsGUsyRiKEeF5mNhyTUFV0y3on3cB7qy6jVDw4/bybwZnTJRkjMe+VkhMhayszO9JVCBywbsCjlZlEEATde8zXFB111ZtD4waiErJduPpR8jXFk1KDqCSgpuhd2bQDaPWgeKUyA8DyvpmGqnuuXwYwe1sqlsrMvKVUAIBUJICyrEHtILHTK5WZwVj3c7fSFe9Oku/E0awi69AM4sm1n9IanFn2bnXGe6suo7Q0wh4xAAC6G5w5XfSWLTMlGQ6g2NCWXEY+HDvmKlgzEPHkBgYARuPNWTNdSs1oZeNYrsxka6rnbJkBM5ghAOpqd5tZWuXwRjBjbrKtDmZkzfCmzCwoWFqZmZeZeSeYoZvRpV4TdVVHVdF7I5hpvodOpWaKZqBQVz17LuieZimOZl615G+HygLnPNw3480dGIPQTJRXZGaAGcxkOpQYTZcaGPVY8z9guhhR5zkr2DFXwcYhb0rMAGAkQY0gulvEMq2Bmd57iA1EAqgqeteb+bxHe4aizTWr2wZw6hLoCZlZyD6ZmRcTG7GgiIZmWNZD5FUDAABLlpr1gi0zhQYhnfZPUFdIL/fMAKbyZLHQ66UnKjMe7pvx3qrLKGUPysxG46bEKL3ELIyqG0hXFIx5rPkfmN/EWOFoVqirmKso2OTR5n+ge4tuitcrM0B3s2bqqimz82ITKG3S7jbA91Zlxh6Zmezhnhmg+2uA4sXnIe15WHIw0wMDMykDXVZmaA+u13ppKVFJRHKJs2ZyzTXE6z0zgF+Z8cH84h310OJNs/KzS8zKz5ZlEMCblZmmvMSKvpmdHm/+B0xr4lQ40HVlZj6YYX8juxArghn6u16crRCV6Ea2uwC/1LynUh7IxrcMAPyeGQDzAa1VjmYVWUNA4Dx1LlqVmSVeE/PBjDc38O201sIOM/T0XAx7tDIDmH0zS5k1Q/uLvFyZofuAbpOabuKdlYZxKrKGSEDwVEN8a9bMEi/gGY/aMgNt8hILNjE75qoA4OnKDGBWZ7rumakpEDhvZOUX0nqAd2ECQLO5XpTZ0UF/3cvMvFOZCYo8wgHeegMAz/bMmAGoVSYAFVn3VFUGmO95yC2x+b2XKjMBgUcqHOi4MkNlSkMeDuzMWTNL6ZlpJnE8sO4didF40LKZc27gBzMWUZE1TzX/A/PBzFKi8bqq43e7swC8NzATABLNyowVMrMd6QqGY5Kny8uA6WhmRWWmPyqB9+DQuEELKjNebgKNBqnMrLt7othQEQkICAjeeKykwgHLKzOelZnRyoxFJgBlWfNU/yhg2kgL3NKlh3syVcSCQqvq73UGu5g1k64oEHnO0+diWSKE6VJj0e6O+ZqKREj0zLp3OEYT3Sc13cS7VxxjVGTdc4t3VBIRD4qLCmb2ZKv4/uPTuPfZWVQVHaevTHpTZhaiWnkLgpm5qqeb/ykj8SAeHC+AENLxBOtsVfVkVQIwN7U817lOHJjPznlRakBlZpVue2bqqqc2MclQwHoDAK/KzCyuzHgxmOE5DqmItKQZIwDw6GQRpyxPdrx2skZ3wYw5MNPL52IsGYKiE+SqyqJ6f7w+MJMyEg/iof0Ftw+jY7y12jCMFxdv4OizZraN5/Fff96PxyaLCAgcXr5pCFe+YBlOHkt4csGiTkvd9swomoG9uRrOW99vxWG5ymgihJqqm9KQDvsdvDowEwAEnkNfpDt75vnKjPfOQdRCAwCaLPACqXDAt2ZuMm8AYE1wV5U1xD2mVADMvpnCEoKZTEXG/nwdrzlp1MajcpbBmIQ92WpHv5uuKi1nLK8y1kzSTpXkRQUz5rBk76x7h2M0EUJV0ZsqI+/tZb13xIxSkTVPTv8+UjDTUHX8/T3PoC8cwHvOW4vLTxzx5GatHVHgEZWErmVme7M16AbBph6ozIy2eqcaiIc6ez/ZmoJNw97tHRqIBLoKZvI1FbGg4Mms/HzPTJcyM69VZsIiJot1S1/Tu9bMVGZmXWXGi4MTU5HAkgwAHjtQAgC8cEXSrkNynMHmEGGDkCXLhjMVGesHvfscAIBlSfO6nSo2cPJY4qg/n6+pWDsQsfuwbKe1DyjJ2DDknXWc4r1Vl1G82DMDNAdnHsa544kDJciagQ+8fCPe/KKVng9kKMmQ2LVW/rkecDKjjHY5a8YgZkneq5UZoPvBmdmq6slkBmAG+EGRPyYrM0UL5KYUTTegG8SjPTPWVmbKHpRdA0B/ONByp1oMj04UEAkI2DwSt/GonGUwKkE3SEfPyHRF8bwRAq3MTC/S0SxXUzzZK7mQ1j7Ao30z3lt1GcWri/dIPIhiQ0PjEAMDt43nIfIcXriyd7JOgOm21K3MbMdcBeEAjxUp7/UNLWS0Q1c7SrGuQifedPKidBvM5GqKp6UGUUno3gCgrnrCyYySDAdQljXLBkU2NPN1vCgzk0QeAYGzzACgImueczMDTAOPpVRmHp0s4uTlCU+5mB4NOvxzqQMUa4qOqqJj2OMys1BAQH8ksKhZM5pBUGxonl77KXQfsJSBoSzhBzMWQAjx7OJNo/FDSc22jefxguUJhAPeezgfiWQo0LXMbEe6ig2DMU+6dy2kPypB5LmOKzPZatOW2MMZuYGo2fi7WAebheRr3q3MAGbPRDfWzLpBUGporZ40L9CyabfIBIAGM16UmQFmdcYKmZmqG5A1w5NKhb5IABVZh6IdPcAt1FTsydZ6SmIGzLs7LtUEIF2hAzO9uw5SliVCiwpmCj0wMJPSH5UQEDrfB7iNN1ddxijLGjSDeNJn/HD2zLmagh3pKs5c3efGYdlKokuZGSEEu9JVT/eItMNzXLN3qrPy8vzATO8u6ANRCVpzQ94JXpcamJWZzjeyZVkDgTdmzFBSFg7QBQBZM8+fF2VmgNk3Y0Vl5pnpMgBgeTLc9Ws5DXWlWowxxKMHigB6q18GmF/HlxrM0J8f6oFgZiwZWpTMrBcGZlK63Qe4jTdXXcaYK5sX9IgHGx4PNzjzwfECAOBFPRjMmDKzzh/auZqKsqxhbb/3m/4o3cyaydZ6IJhpPow6kZppuoFiQ/O0zK5bmRlNDnjJACC1hI3rYmiotDLjvYoEYFbnKhb0zPzfX+YQEnmcv37AgqNyFpphzy/C0ezRiQKCIo8to73TLwN0PndrrlmZ8fLATIo5a0Y+aqWe2nh7OZHVjpcHZ/rBjAXQqoYXgxmqb11Ymdk2nkciJOK4HmhwX0gyJKLc0KAbnUmK9uVqAIDV/d7LPB6O0Xiw456Z+cqMdxf0gS4GZ+br3n+gRSWxq8oMTQ54yQCAVpGsMgGQWz0z3nysRoPdy8wUzcCvdqTxkg0DiEjeC+poZSZfP/o68OhkESePJTw/LHEhoYCAWFBAZok9M/Tnh+LeTepQxpJBaAY56jmgQW9/2PvvGQBGEqGO9wFu01t3oUvQspwXrSglkUd/JHBQMEMIwYPjeZyxKgWhhxobKYlwAASmNKYTxvOmneuaHqrMjCRCSFdkaB0EeJmqgpDII+Lh3qpWMLMEJyNKa2CmhytT0aDQlTXzfGXGO8GM5ZWZpszMuz0z3ZtAPLA3h1JDwyVbRiw6KmehCYmjDc4sNVTsSldxao9JzCidDM5MVxREAkJrCK+XGUs2Z80cpW9mfr6Yd9a9IzEaD3a8D3Abb666jDFbliFw8Kwl4cJZM/tydcxVlJ7slwHaBmd2uIkZz9UQFHlPBq+HYzQehEHMOQFLhQ7M9OIQVcq8tGLp1wR9oPV7aCO/kO4rM81gxlMGAOaxWi0zC3k0qI9ZUJn56bOz6I8EPCtPppvSo10Tj02WQNB7/TKUToOZXmj+B0yZGQBMHaVvJl9TIfBcx8OmWYPuA9Id7APcxg9mLGC2omAwFvRsFWMkHsRsm05y23geAHo3mGluOjtt9t6Xq2F1X7gnnMwo3cyayVa9P1sgKpkDLzuRmeWqPVCZkQRUFB2kQzc3KtXykglKKCBgICrhvh2ZQ1rTLxXPy8yk7gwAinUVD+zN4aLjhj1rVRwPihB47qiVmUcnC5AEDicuO/pQRS8yGAt25GbWC83/wHwwczQTgHxNRV840DN7gW5nzrmJN1ddxpgty57sl6HQygzdyGwbz2NlKtQqtfYaqS4zsuO5ek9JzABgNG5+1p3oZbNV1dPN/wDAcRwGIoHOgpkecLSJSgJ0g7Q25Eul2FAhcObreIn/3ys24rm5Cm6/b1fHgRzF8zKzoIiaondsT37fjjRUneCSLcMWH5lzcByHvnAAhaMEM49NFnHCsoRnP+ujMdicu7WUeyJdVTDk8RkzlKDIYzAqLUpm1isSM6B9H+A9R7PevBMdZq4se3pQ1Eg8iJqqoyLrUHUDj04UPSsTWAwjicXpYQ+FrBmYKjZ6qvkfaHO1W+TU43ayNcXzwQzQ+eDMXE2FJHCe28i3Ew3SCfCdVSiKdQ2JUMBzUsPz1g/g7Wevxr3PzOK7j0939VpyD8jMCMzhh53w02fnsLY/gs0eN4052uDMckPDc3OVnpWYAWYwI2vGovtKCSHIVGQM9cBzgLIsEcLUUSoU+brq6STWQkY8XJnpDaGfFRg6oDUAaWmzQwghmC3LOG+d92woKaNxCRwMzJZllOt11FS9ZyVmgGnDGwkImCjUl/y7E4U6CHqr+R8AIpKAZEhccmVG0QyUGpqnncwoA1Gpo2siX1PQH/F2z1BCULGCS4NMPQJJrACGAnA8lHUXAwCkPT8DpyvQ48thxJfDiAwD3HwurNhQPWXL3M6NZ6/CX2bL+Mz9u7FxKNpxU7f3h2YKEKCjWi0jTjiA40A4EeB5gJcA/vBB2mShjiemSnjXuWs8fR8ApqNZ/ghGII/uz8MgvdsvAxw8ODOxCIfCUkODopPe6JkhBDA0jCWD2D81BWnPz2FEh2FEhmFEhgBh/j3maipWpHonsRkOCEiFm4ZQtCrnkfvZm08fGxCKe9H/rZeCiGEYkSEY4UEYkSHwK14AnPw3AID4fe8Fp1YAQ4cR6oMRG0MlOApow2ZEqzUAIcj0hy+kn4GY3wGhsBdCYTeE/G5cnd+Nb3Ifxkz5JAw/8i94LPhDhB/bCIyvh55aB0OKQ13+YugDmyHkd0Hafz+IGILWvxn6wHEgkrd89oXSOF4Xexqrpv6EyMMB8NU58LU51E94E9RVL4E4/TDCT/03iJQACSbA9y+DGN8CbfgkjFNb5r4eCGbUOvjqDITaLPjqLN4VfBijB+oAPg0AiN3/AYizj4OXzeFwRqgPJNSHyjn/CH1gM8Tph1DNp9EPg/0ZK1odQn6Pee3ndqJ2+t8AYgjRB25tXc8fLhPM1jkkf5RE7bT3QF1+NoJ/+Q5iD9wKTqsDYhD9QhgQQ2hsvhK1F70X0GWsy92PA+EXdHxoXCNvJlOIAQ7mhpgIQZBganFria6CL09CKI1DKI5DqEwB4KCsegnU5WeDL00iuPtecFoNXKMAXi6AaxSgDxyH6tkfBNco4E2/OwdvCgL4xfzLGoEYsm83g5nIQ/+GQOaZ1r8RPgAjNobipV+D3r8Rq4sP4lTMILC/Bj2xCkZyDdPrIAgBX5mGUNgFdfmL8bFLjsO9X/sIYj+8HfFUDSJ0GNFlMGLLUD/5emjDLwBfmQZXTkNQAubaIMVAArHWJt8LPTPS3l9AKO4DX5qAUJ6EUJ4AX5lG7rrfIRYU8e+B/8SJ/7vteb9XeuXnIG+8AqGn70Ts97cAnABwAggvAryAXclLAFyKy9aKiP7pduixZdAGjoc2dBIQYGyzRwzwtbR5z5QnwZcmwKlV6APHQ974aiwLKXhh9k5E//RzQG+AU+vg9AZIIIrKS27Dg/tyeF/guzh/36/Az8RBAjEY0REoq14KEu53+92ZGDqE4j5wjRz4RgGcXAQvFwBDQ/3UdwAAIg//u/neDRUwaAWGQ/WsmzEYi+Ny/o8Ye+AuxGIhM3HR/E9e9yqoK88HX9yH4L5fgQQiyNdFbOYUDEc3u/aWj4haQ2DuCYizj0PM/gX1E98MbdnpEGcehTR+H4gYBl/PQcw+2/z3t2BZ4rWo79yO5P998qCXMoIpYOMrgZd8BsVaA3+Xvh2Jnw3BCCZgxFdAj6+AHl8JbdkZ7K2BugqhsAtCYS84rQF58+sAAJE//zPE3A7wjTx+yE0jubOC5M4K8lf/HHr/JpcPenH4wUwTI5hE5ewPgq9lzIWunjEXA8jAyebPCLnnwGkNgOMgzj4OoTYLs47zNYzEJCT/7/9DYPKPMMJ9IKEBGOEBkGAC1TNugj5wPKQ9P0dw789BOA6c1jD/U2tobHot5OPfAL64D5FH7oCeWm/+17ceRqgPnNaAEV8OvjSJ+H03QczvBhGD0GPLYcSWQe/fZG7OAISevhN8PQOukQffyINvZMGXp5G/+meAICH2x49Dmvw9CDgYiZXQU+uQHzoDlcdDmC3LeKq6DsXgeXi5VIJw4AGEnvseAKD80n82N7BzTyL2h48cdO70xCrUt1yL+ml/3YzmyUFZW0fQlVbGJPjc9yDmdoGvmUEKDVYKr/ku9P6NiDzxFXy8/nWgDmCb+dkbkeHWpp2vZxGYfRycUganlMAZGvoANDa+BuOJf0AUdRyX+wVEfQyEDwBCEIQPgEhxGPExgBgQpx8Gp9XN/3QFRAyDSFGoY2cBHA+uUTA3yLoCTlea/ytDT60FCXVQFSMEfHkCnKFBT62DkNuJyEOfgVCdAV+dBafWAEOFNnwKiq/+JgBg8MubwGFeE/1XAOpyEBXjnwFeABGCMGKj0Ac2A4S0rin62QZ334s1T3wVj4aAysMrIM6cBm3khZDXvhJGYuWS3wKnVMCXD5hBU9Qa3X34kf9EcM/PIKafBEeagQInQN78Ouh9G8z7J7UWnNaAWCsiYpQAmTevJwBGcg3kjVeABMIIigRKtQxOq8OIjQEApIk/4O8LH8e7uSC4n70c8vpLofVtAJESMBIrwNWzCO76MfhGAXx1BnxlCkJlGnp8BUqX/jcAYOBrp4PTn18RS799JxAII3HvWyFNPmAGOEIQEIMggoTKS/8Z6tiZiD74r4g8+p+t3yO8uawbUgzq8rMhFHYh9sdbm9+LgwRTMEIp6Kl15s8Hk9hx/N/iK0/WcfU5L8D6VatBxCDAz2dkS5f9D7hGDkJ5CnzlAITyAfOzam7eXlz9JV6u/Rb4sXkcenwl5HUXoXHim1t/5yDUOsTCbujREZDIEPiSGYwRPgDwQnNtrEJPrIQ+cDz48gEE9/zM/Dq+AkZ8BUhwEc3XugoI5vsIP/YliOmnIBR2Q8zvBqeZiYnsm7chFl+OK9dzSG+v4NHqME5Z2Y9AbQaBA39Eo/nAD+74AcQ/3YaF29X6SW9B5fxPtEwEjliZIQZA1/7m+mAEkyCRoaO/l6VCCITcDgRmH0Fjy7UAgNgfPgKhtB9GIGau//FVUMfOBPgAYkENP9JfjM0nn4Nlfc1za2iAoUEb2AIA0Aa3oH7KOwCiNwNwDdBV/GLHEF64IollXBbhx78Irrk5JpwAbeB4KGtejtqZ7wPUOoJ7f24+Y2uz5tpcz4KIIZQu+S8AQOr7V0DIPgcSHoA6cgq04VOgDr8A2sgpB2XFDwfXyJsbs9L+tvU/DXnz66CseTmCO3+IxC/fc/Cp4gTIG6+AvPHVGA7quE67G8LjPIgQAsQwiBiC3rznH9yXw+3Ss4jumDafEc01lHA8ctf9HkZyNaBUTZUHMcwEQj0LvpGFOnIqIAQhTj8MobgXXPMcGsEU9D4zeQjh+ZJ1TqlAyO80k6jJNeDLUwju/on5+RADvFIBX56AnliF/397dx4eVXk2fvx7Zt+SzGQjQMjG4oLsuCMqLrgvbbG+bW19UWlp0dbtp7YiLijYim0t1Wqr1qW1LvQtatVKqxUXtAVEBGWHsGadbDPJ7Of3x5kZErKTyGRO7s919aqZTCbnkGfOnPu57+d+mk+6DSXsI/vPp7cfEiZbMpgx71uFsW4bGC2oihaQK2oMJdJCjjOHMuUAnqpVWLyKdv1XY4BKJHcsYcBUszF5L5AB/MMK4ZUPEKq/muaT/p821mPhDs8nKRbFVLMBU9V6VLMd1ZZN1DWUaM4x8QNWuw8IVBUiLRhavBhaajC01BIeejyqNRPb589g3/i8du8Wv/5HXUMJjLkcAFPNBhyrH0FBTU7QBkvOIZI/gcImGy9FR7Pp4v9jqLGhzb2EZcgoWsJRouEgmbEmjN46zIE6DC012mmZXdRe96X2b/OvmyAaIpp9FJGco4hkj4H4pDmKAVPVeowN5SihBpSgds9hCDbScuy3iOaNxXRgNZbyd4i5CuITLAWoZicxSyaqIxdCfkx1WyAWRVEj2vsyFkE1O4kMnQqRFjLe+xnGmi8webegxELJsZAIZky1mzA27SFm81BlLebzsJ0Z48ek1US1BDNxqiOPlsk/ave42+2Aeu1Dr37W39t+Mxpk9RebCL7dwJAMK4ExXyOScwxKi1cLIlpqMfgPoIS10hVj0x7Mez8ANYZqsoHJgWq2o6jah6DRtx/rrncwtLzY5tcEy86n8fzfo9rcKNEQwZIZKLEIhqZ9mCvXYmzYlQxmnJ/8HEPAS8zsQrV5iNmziXpGooSbtRugaXeBYiSaOQJM2oxZNKayd937bKv281fvMRhOnMnxp5ZovzysfeCqZi0TERx1ITXFM1BCPkzeTZhqvsRY+0Vy0JuqPiPr798jVHQGoeIZhEZMRwn5QVGIZQzHvP9jMt+aixJq1G7+LRmo1kzCQ4/HP+1uQLvIRnKOQbW5O/xbGXwHMDbsxFS9EVP155iqN2DwH6D2mg1gMGLf8DymqnVahs2RTzRjOOEhE7UbNKBl/DU833Iyz34R4qV5F2Ayt210ECqbibdsZnxgqLgtzTRv+YiYzcOuT5s5y7mL3Hfua3dcoaEn0vC1ZYCC5/++1uGxV/9wNwCZb16LZf/H7b5ff9nLhIefjGP1I9g2PEvMWRC/iBUQdRYQHjGdSP54iAQwVX+OuWIN5orVmA+swdBSTfOE6/BPWwBqFFP158ScBYSHTEa1uMBgIppVkvxd/pN/qv0bOYcQcxbwq9V+/rrFx7vxmWb/afd0eA7Jnz/x//Efyyms+mgF1w6rIXv/J9i2LifqHEIocwSW8ncw7/43kSGTidlzUMI+lLCfSO5YojnHYKpch+PTx+KzxHu0QAkIls6k8YInUUI+Mt+aQzRjRHwsKKiKgmrNSn4g29c9gRJsAJT4h56CsWEnTTMeBqMZc8VaMJhonnI9kZxjiHpGE3WXJm+KWiZcS8uEawF467P9LPrnNl4/78TkGqLwsBO1mz3A7Hbgi18Lkn/zotOZa1jAt1yfcsqBj7Fu164RLeOuxjd9IYbmajJW3glAzJZN1DWMaEYhkbzjkq/hm7Yg/qFt0M5BRQtu4uM1VHoeUfdIlGhAC3ojQYiGiMXfc8GRFxBxlxHLKiaaVUzMMaTNDUC4cBo1136BarInb+zbUBQqx/6Alz/9lBM9x1I8JLfdU2LOIeAccvAm4xDz1bmsLPo+N02xYvRuxbJrBfYNzxEcdbH2b7fnfSzl72Ks34apbps2I4xKw4XPECo5C+u2V3GteqDd6zZP/D7+U+djaK7G9cGCtsdkzSJUOpOmsx4GVSXz71fHAz0rSqAeU/12lJCP2tmfgaJg3fYqhhYvUc9IWoadSNQ9iqinjJhdKxE2nX0fXxbXcNurX3CFZRi3nj+qze8LjroYW8lk/N4aDKEm7UY22ECoeAYAI+pW8TvLK1j2xAgXHI+pbgummo2ECqcRyyrBsfo3OD95sP05jr8G/2n3YKz9Evfyb2k3rHYPqi2bmM1DNHtMcoyaDvxXe7+6hoGh/ce3sXojJu+XmGq+xLJrBab6HaiKgWDpTFR7Dg0XP0/Mlo1qzWp3k+i0NPJ27HguKDoOd1nHGYZIwWQiBZPbPLbxQCNPr1nHnSfnE8kbSs0PdmDwV2Kq3oCp8lPMlZ9iaK4EtHGduWIeoGUfY458bdKvVfYmVHQGSv5EjP4KzAdWY9u6HIDaq9cQcw7RZpFrvkC1ZqJas4hZMjH4K2mZ8iOi7jIca5biWPf4wXFidhFz5BEqOgOAcMEUmqYvJJYxIj6LXtimvNyUOZRRwef54MfT2gWmLeEoG/Y18pepf+BHp5Vq79twM6b6bdpEZmYRAO5Xr8RYv0MbI+rBphq1336fmLsU2xcvYN/U9nMeoOnMnxM49luY9v8H25a/Ymzcg7FuC0aftp7LP+V6mk+6DWPjLlwf3pv8OVUxEssYjmrRglDVmkXjOb9J/q1j1ixUmzv5fYCGS//S4d8YIDcY4dfRr6NOuIWrju94YipUOpOaazagRJr598adfPDRv7lzVC2W+ESUsXYTnpcvJJJ9FJH8cUTytP9F3WWo1ixM1Z+TtfzK5CRi8nUTn6OqSu7vylDNDlSzS8uEWjJQLU4aLtYm5LKWX4l5/8fJ4Dmh7uvLiRRMQYlFiDnyCZaeS2TIZML5E7QAIC5w3HcJjL0KokFt8qZVKWXJvgaasfGlUkZOSdtlBG63g7pyLwGsvDH1OS4ZV6B9I9KiTfS01B58f0WD8XH8tzavUfO/61Adudg/fQzbtteSj6uKEdWaSWjEdC2Yqf4cx9rfJu8TExLXRlPdVjyvXNzu7xPOG0/9FW+A0Yap8lNirmG0TLhG+/z1jNImouLBYmJiDeCVd7bx+sZK3j3plLQqGZVgpi+MVnZG8wAtmAkO/RpdrThofePUkfDwU6id/SlKsAFj/Q6M9dsxtNRpN6+AanFR/41X2/9gq44j3m/9W7tx7WQGq6ObEaNBIc9lZcXmamLqIS2ZzfY2HzTEZ4dVm5tQZiGhkrPbHorRQmjEdCzl72DbvCz5ePP42fhPu5eoq5BQ8RnE7LnxzEcTSrBRK1sAlBYv7r/NAiCSVUokf4JWu22y4TvzFwB4XpiBIdSknY9zCJG8cQRHXqDNphvsNFz8vBZ8dZIdirrLMAx3sGfDFir8KoXuDp+mURRw5hEqPQeAXf9aizvnBLxnvq3dfCcyK7GwdoMQ/5n6S/6CarIlbyCVSIuWHYkfU8v42QTHXKbNtBstqEYLGCxaWQYQyT5KS+X7KzDW7cC89yMMoUZ8JhuR/PFY9qwk643Z2vlkFhMqmk64YCqhwmnxv/PR1H3ngy5ODFomz23ztduzB1+wEV8wgsvag0uD2cFm2zgej9q4+OwTIcOKwXeAWPwD01i3DfsXL6Csf6rNj/lOup2WnGNQokGMtV8SyxxBMH880cwRxFzDtZsLQAk2ogQbsFZvQAk1ASqoKrGMwoPBzPqnMTbtafP6UWcBhqa9xNylNJ7/+y5r/VtLbpzpD/W4O2FMMfJ24Gjyjzubo08twlSxBkNzFVGPdiMcdY/UPrSsGZ3OUAaO+26XvyNw7JVdfj+SPz55jeiQwdRtFiOx0d3hNgDwBiGWWUh4WBnhYScSOO472ux0/Nph//yPWHb/m6h7JOEhk4gefQURzyjCBVMACI6+TJt5j88qYrKimp1EnUOT51jzv+u0sqB4eZA2kxi/6VajGJqrUaJBLZNtcWm/xz1SyyIoJuq/vrzDAKC1GaNzuWjsEF7bWMGNZ45s02I4ljkC1X0UoezmDn/WFqzhRMMXuF/7TpvHm854kEBWCcHiGRCLZ2lNB2f8I9laaY5qchAsPQdDoE7LgtXvwNziJdKwS/vciEVx/+0KlFg4efMazSwi5hpK01m/BCBzxTxMdVtRDWbCw06iacJ1hErPRY0HbB1myeIS7/netmd+88sqLEaFGaPj2SXFQMw1lJBraPK6maBas/D+zzvEHPkdBlQAzcff2OZrxV+FqWajFlADSjSkzZLXbUUJNqAEG7Ub1qO+RtRdRuDoWYQKpxHNKtF+xty2JDiWWURg3NWdnk+iO1Vdc4iCzLYTXev3NRKJqUwecfBaj8VJJH+C9lkFoKoER18Wz6Rko9q1Ko2YPSd5Dv6T79AmIA0mLVPf4sVUtzX5fjB5N2Pd9jrRzBGEh51MS/YYop5RRPK093l46AnUXPelllExGLUb8UM+74Lx7MPhcFqMOC1GdtZ2PNYB7bpic6PiZpsa4f9ip3HzWdOIxQNA1eKiZeJ1mKo3YN3+JvYvXgAgMOoSmmY+SiSrjGDZ+YQLTyVcMBUlFtZKbhPvUTVK86S5KKEmDGFf/H7BD+GAlvVRDIRKziGSP5GYNUML/u25xOw5yfdUy4RraJlwTdcnqyhgat+5NbEudmdtM9M6WBNd19GGmSY7Uc+o5PUfoOnc32q/JtSE0bsFk3eLlrGK/07/SbfRfPyN2uSuNUubZG71vgiM/18Cx30XQ0s1Bl+FNkEeCRD1jAa093TDhc/ESz61sk9VMWn3gfHzq/vWu13/G7RSkGnDH9IaQqXT/jnpc6QDVFVTEKNBwdOPawZUaxaRIZOIDJnUsx9oNfAPt2Z3SIaVz/Y34rQYOW7o4acWo7nH0nTOb7T0cdU6LHs/JGbzEB56AqDd8CQ+eDuiWpzUX/IXTFXrMFd+ivnAJ6CYiOQem3yO74zFxKxZRHLHdliekXwTd2FEfNHe7rqWHi/gU1WV3XUtjB87hGjuKLq67QuPmNbla4VGXtD198tmEkpkh5IvevCDJeoZRcP5TxIumNJmpqkvkh3NmoKM6kkwA8nuX4mOLjHX0OT3WibOoWX8bIzeLRhCTVq20OxIHm942InUfXtlp68dyxjWPht6CO93Vx38IlHimMzS0ONABtoGMz3VFIgQjana+RuMRIad0PYJRnO//X2+Sk6r9u90OJsmBsJRgpFY+w0zW812N57/e+3v08nfI5YxTCvR7IxiQHXkEnHkwpCJ7b9vMGmzkF3pJpBJOLnEw+sbK9lc5WNsQc+vhR84z+UR40TePKsOY/0OraQkdyyxDG1mO5o3lua8sZ3+fCyrGN+ZP+/ydzRc/DzGxj0YGndjjP/PVL1Bm1k2Wmma8RCqJVPLwHaUheuCKzEGQj0PZiIxlbc3VTN9ZE7PbnwUpdc1+Kozn3CrslP/qfMPeULbUqRoztFEc47u1e9ozWM/uHHmocHM2r31GA0K44d1MTmgKN3eQKuOXFRaXRdcQ4m2GhuB464icNxVnb+AwfSVlgApisLZR+Xx1pdVzJteSnY39zdVviBZNlObTFYsswj/yT/VvlBVDE37MFWvh0Rps8WJb8ZDnb+owaSVq3Wh20ClD7LsZrIdZnZ5Ow7oEnsR9bSbmWrJIFIwhUg8YE2ItaqW6JTBqFVpOAuAiW1f15pJqOSsHh1DTxQk7wMCZNjSpzOhBDN9VNkUJN9lSdsNMxMSN7JTRrgxGfthvYvB2OEbt1tGK+ER0wiPmEZnfaWCoy/t8+GN8GgBzN5edK+q8Yfwh6IUpWrxf6sZxqi7rMtZ1sOR+OA+0BBgVG7PuvrV+kNk2UyYOxszBhPR3GO7DPz6TbzM7HAdTjBz8ANtgDdA6MbBzEzvN01M7NeU1dWGmYqhL3+aIyrRzWzd3oZeBTPBSAyjxUZw9CVfzYEZjNosdhdP6fX1tpWDmZmev1u/qGiiriXMmaNTGLD3cylMYqa9o40z18b3l0m8X/TsO1MLefXzCl5cu4+500q7fG6Nr5s9ZhSFWGYhoczCfj7Kr1ZJtoOdtR3fI9TFx0d/TmQPBK03zhydlz7BTL+u0o7FYtx1111885vf5KqrrqK8vLw/X35ASvcNMxMS53BisTu1B3KEJNoz767reTBT7tWeW6KzPWYSiuIZqt60J67162OPGTgYkNR20Zb1UHrYMBPAYlQwGZTD2mOkIaAFQF0GM2kkz2VleJaNdfsaun9yK4FILG3bMoPWhc2o9C6gXbXTi0FBV638Ezenh26qvK3Gz+cHmjipk/VEelOS7eD0UTm8vO5At2Oi2h/SR1vmQ5TmONjlbe5w81BvR2VmOlDQqkIjnfTrlfef//wnoVCIF198kZtvvpnFixf358sPSFU+fQQzhfFMhZ4+lLqiKAqFbht763u+SWQi3Vyssz1mEtwOM1k2U6dp9Y7U+sO6CWasJgOZNhO1/q53/25NL5kZRdE2/TycNTMNicxMGtVXd2diYRbr9jX2agf0QDiKzZSeG2aCNgZcVlOvMjOrdtUxtiBTN4EsHCwza52ZicRU7n1rMxlWE7NPKUnRkR153zthBE3BCH9bX9Hl8/S2YWZCSbaDpmCE2g6ydHUtYexmA/Y03SS3M9lOC2ajknYbZ/ZrMLNmzRpOO+00ACZOnMiGDRv68+UHHFVVqWoKkt9VejVNXHjsEJ76n4m6vVHvyAiPvVdZiF3eZuxmA/k6nIFKKM52JDNQPVHbrJ/MDECOw9KrMrPEItBsHWwa6rSaDqvMTG+ZGYBJwzOpbwmzqxfvhWAkhtWcvpkZ0MZATxsA1DWH+KKiiVNK9TUB5rIaMRmUZBkRwHP/3cOXlT5uO2sUOTr4vO+p44ZmMrkwiz+v2Us4GuvwOZ+U11HlCyVLt/WkNH4/tKuDRgje5rDuSswADIrCkAwrlU09n+gdCPp1Ks3n8+FyHayxMxqNRCIRTKaOf43RqGitjwcwo9HQ6THW+oKEoiolQzIG/Hn0xJDc9KmP7A+jCzJ5b1strgxbl+uEEmNgf1OIsjwXHk/P1pOko9EFGby3pbpH41lVVbzNIYZnO3Qx/gGGZNmoD0Y6PJ+OrgX+KBgUKC7ISvt1c5l2M6EYvf5bhuJrFoqGZODOaN8VKB1NP6YA3t7KZm8Lk0YeXA/S1edBWIVsuzmt3wuZdjPBmNqjc1hZXo8KnDtuWFqfc0dynBaaozHcbgdbKpv4/apyzh9bwDdOLO5yDOjRD88cxbXPreH93Q18bdLwNt/bX9/C/Dc2MSbfxffPHIVDZ2uJxpdq9wWVLW0/E4xGA02hKHkZVl2OhUKPg+rmcFqdW7+OPJfLhd/vT34di8U6DWQAolGV+vqel7Skgtvt6PQYt1Rq7YEzjcqAPw/RXp7NRCSmsmlPXZcdzRJjYFtVE+OHZer6bz3UaaHGF2JvZWO37Zl9wQiBcAynjsZ/tt3E6t31HZ5PR9eC/V4/bruZpsaez+APVHajQr0/2Ou/ZYVXu+YroYhuxoHbqK2D+mhrNeeNPtiWtavPg+ZgGKNqTet/A7vJQJ0/1KNz+NcXFbjtZgqdprQ+545k2UxU1LdQ4/Vzy8uf4bSY+Mn0Eurrm7scA3o0Ps/BqFwnv3tvO2eUuDHEJy+CkRg/+Ms6QpEYD1x4NKHmEKFerDdMBzZVxWkx8sXeeuqPOjip4XY7qGoMUJCR3u/3zuQ4zPy3vG5AnlteXsdNWfo1Jz558mRWrtRara5bt44xY3rXgjHdVMUXSOXrYM3MYJRIi/ek1CwQjlLRGEz2nterRHOD8h6sm0mUY+mpzKzIY6fKF6Il3LN1A3XNYd0sANXKzA5nzUwEh9nYeUe7NKQoCpMKs3rVBCAQTv8yM5fF2KMys5iq8vGuOk4sPnhzqyceh5n6lnCb8rJ0Xxd3uBRF4arjC9lZ28wHO7zJx5e8u40vK33cc/5Rui1PVxRF62jWwedhXXNYt2OiIMNKjT9EpJPSwoGoX6+855xzDhaLhSuvvJJFixZxxx139OfLDziV8WBGDw0ABqMRbq0kZk8POprtrmtBRb+L/xOK422ne7JWoEaXwYx2/j0ZE6B1tNHLB9phNwAIhMmy66u8BGDi8CwONAapaOxZ7XgwEsOWxt3MQGvP3JMxsKXKh7c5zCml+uzs5XFY2OVt5veryjl7TC5nH9V+P7PB5Nyj8ijIsPLsf7QNil/9vIL/W1/B1SeM4PRRA38frb4oiXc0ay0WU6lr0c9E1qEKMqzEVK1LXbro108gg8HAvffe258vOaBVNgUxGxXdDmi9y3FacJiN7OlBR7PExUyvbZkTCt02jAaF8rrBm5kBLXgdk9/9GjJvc5jjhupjnYjT0vPF3601BiJk2fR3DZw0PL7fzL5Gzsvs/m8ciETTujUzxIOZHoyBVbvqAP12v/TYzfiCUdx2M7eeNar7H9A5k9HAt6cWsuTd7by4dh+PrNzBCUVufnBqSaoP7StXmu3g7xsr8QUjydLrxkCYaEzV7b1f671mhvbg2jcQpPeVN8Uq453M9JhmHwwS7Zl7MgtfXteCAozoYm2NHpiMBoZn2XqUmUm0q8zVSWYCDv59e7r/kGRmtNbMeszMjMpz4rQYe1RqpqoqgXAMW5q3aXVZtTKz7lpSr9rp5eh8l64mMlrLjZ/XYC4vO9Sl4wrIspl46N3tZDss3H/hMWnf9KQnEqXlrbMzyYk8nY6Ngngjl4o06mgmwUwfVDUFZb1Mmutpe+ZybzNDM61pf7PSEyXZjh6vmTEZFDJ1dCPrsBjJd1nY3YPMVEs4Sks4lvYbZiY4rUaCkViv66QbdJqZMRoUxg/L5NO93Qcz4aiKCmlfZua0mIiq2gagnfEFI6zf36i7lsytXXJcAQ9deuygLy9rzW42ctXxI7CaDCy+5FjcOrnudac0Rwtmdta2D2b0mpkZ0iozky7S+8qbYpVN+tgwczAb4bazryFAJNb1TGS5t4Uina+XSSiOB3jRbv5Nav0hsh1m3WUmizz2HmVmEjtA62Xm1hlvq9rb7IyWmdHnh/qkwix21Da32w3+UIGI9m+W/mVm2mRNV+WG/9ldT1SFk0v0uV4GtA2E9b4W5HB89/hC3p57MmMLOu4opUfDsmyYjUrbzIxPX9f+Q9nNRtx2swQzg0FMVanyhSSYSXMj3HaiMbXLRb6xmMoub7PuO5kllGQ7CEdVDnSz8LnWr68NMxOKPI6eBTN+7QZXDxtmglZmBr0LZqIxNb5mRj/ZudYmxtfNfLavscvnBeOZjHTP3LriAa0v2PkY+GinF5fVyHHDMo/UYYkBQlEUHJb0HuO9ZTIoFHnsbTIzXp1nZkBrAiBlZoOA1x8iElPJH0S7AetRoj3z3i5KzSqbAgQiMd0v/k8oTrZn7vqGXr/BjJ2GQKTb2XhvfM2QXnaBPhjM9LwJQFMwggq6zcwcW5CB2ah0u24mEI4HM2mfmUkEMx2PAVVVWbXTywlFHkyDYL2EEKA1AWi7ZiaIgn6ve6A1AZDMzCBQGU8zSmYmvSXaM++u63wGYkeNtilgom2x3hV3sOCxI7XNYd0GM9B9E4BEmVmOTmbnkmVmXczKH6ohHvDpsQEAaGVjYwsyug1mkpmZtA9mug5od9Q2U+ULcXKJftfLCHGokmwH+xoCyfd5rT9Elt2s64B+SIYWzHTXDGSgSO8rbwol9pgpkGAmreU4LdjNhi4zMzuqtWBmsGRm3HYzWTZTl+2ZozGVumb9Zmag+71m6vSWmbH2vsysIaDd9OqxAUDCxOFZfFnp63Ij1YNrZtK7BMdp7brMLNGS+SQJZsQgUprjIKaSbAxT6wvpusQMoCDTRnM42mXJ6UAiwcxhkg0z9UFrz9x1R7OdNX6cFqMub9w7U5zt6LI9c31LmJiqz9aUw7NsGBW67WjmbQ7htBjTftF3wsEGAD0vMzuYmdHvB/vEwiyiMZUNBzpfN5MsMzOn91hwWbpuALBqp5eyHAcFabL3hBD9IbFeNrFuJtH8Rs8SE/Xpsm4mva+8KVTVFMRqMui2vGIwKfLYu5yF317jpzjbgaKzrl1dKcm2d9meOdGaMlcni99bMxkNDHd339HMq7Myu8SaGV+vMjPxYEanDQAAJgzLRAHW7e08mNFPmVk8M9PBGGgJR/l0XwOnlOq3i5kQHSny2FE4WHrt9Yfw2PVz7e9IQZq1Z07vK28KaRtmWgbVDa5eFXbTnnlHtZ9iz+AoMUso9jjwNodpCnQ8Q7upygccbKCgNyPcdsq7CWb2NQTIc+nnAy1ZZtaDHeATGlq057p1nJlxWU2MyXextot1M3opM3NYjCh0nJlZs6eecFSV9TJi0LGZjQzLsrGzVvtMGEyZmQMSzOib7DGjH0VuO5GYSmUH6dTmUJSKxsCgacuckGgC0Nm6mfe31zIkw8qoXOeRPKwjJpGti3Wy+DEQjrK5ysdxQ/XTntZu1m5ke7dmJozRoCSzOno1cXgmG/Y3Eu5kQ9GDrZnT+yPVEG+921Ew8/52L3azIdmuWojBpDRH62gWjsZoaAnrfs1MttOC2ah0eF80EKX3lTeFKpuC5EswowuFHq3+u6NSs8S6icGy+D+hq/bMgXCUj3fVcVpZtm4zk0UeO4FIjOp418JDbaxoIhpTmThcP8FM4ka2V8FMi7bHjF7HQcKkwiwCkRgb93dcahYI62PTTNAyUYeOgWhM5d/baji1NAeLDs5RiN4qyXawu645WWKt98yMQVGSHc3SgVyVDkM0plLjk8yMXhS5492r6tvPQGyNdzIrGmSZmcIsG0aD0mF75tV76glEYkwflZOCIzsyDrZn7jgztT5+UztOR5kZ0NbN9KrMLBDWdSezhDF5LkBrBtKRQHLNTPpnqFzW9pmZz/Y34G0OM2NMboqOSojUKs12EIqqbKxoAvTTxbIrZTlOQp1kowca/a7a/ArV+kNEVelkpheJ9syHZmZ8wQiPf1ROaY6DEp2uDemMyWigMMvW4bqR97d7cZiNTCl0H/kDO0Ja7zVzfFH7NQLr9jVQmuPQXRcvZwez8gBvflnJ/oYAs08sapOFaWgJk6njxf8J2fFGFzX+jjN1iTIzXWRmLKZ2DQDe2VKD1WTgVFn8LwapkhxtQnPtHm3tnN4zMwALzhuT6kPoMf1/Cn0FpC2zvnTWnvmhd7dT4wvyl+tOwmRM/5uU3io5ZNdjgJiq8v6OWk4q8ei63CQ/w4rVZOiwo1lMVfl8fxNn6XCW2mUxtmvN3BSI8OA/t+EPRWkORbl+elnyew2BCEMHQZteh1lrwV3r67jkIhCOYlDAbEz/cjun1ZjcQwm08f7u1hpOKvbg0PnaKCE6Uxqvzli7VwtmBkNmJjONsu76vRv5CiWCmXyXBDN6McLdtj3zu1tr+PvGSq4+sYiJI9ypO7AUKs62s7e+pU2Xt02VPqp9IaaP1G+JGWj1wkWejtsz76htpikYYYKO1sskOC3tMzOvfLYffyjK9JE5PPvfvTzznz3J7zW0hHXdljlBURRyHGZqOllDFYjEsJmMulg75LKY2pSZfVHRRJUvJCVmYlDLsJnIcVrYFi81HQyZmXQiwcxhqPJJZkZvRni09szRmEqtP8QDK7ZydL6La04qSvWhpUxxtoNwVOVAw8G1RCu312JQGBTlJp0FM+vjLXonDNNfVyen1Yi/1Y7PgXCUP6/Zx6ml2fzi0mOZeXQeS9/fyV/XHwC0zIzeSu06k+20UNNJZiYYiemixAy0BgCtd/1+d2sNRoPCtDL9v+eF6EppvDGO2aj/Do7pRv9Tal+ByqYgNpNhUNSKDxYj3DYiMZWKpgBL3tlOcyjC3eePxzwIy8sSEnvrlNc1J/eTeX97LROGZeIeBLNSRR47/95WSyQaa1Nm+Nn+RrIdZgrd+iuvch5SZrb88wrqW8JcfcIIDIrC3ecdhT8UZfGKrZgNCsFIbFBkZgCyHRaqusrMpHlb5gSX9eAYUFWVd7bWcHyRO61KToT4KpRkO1i9p4Ecp1UXWVg90cfV9whLtGWWwawfiZv1xz7Yxfs7vPxwWikjdbqHSk8l9prZFW/PXNEYYEu1n9N0XmKWUOSxE42p7D+kNeVn+xoZPyxTl+//1mVm4WiM51bvZdLwTCYWalkok9HAoouOYeLwTO77xxaAwZOZcZip8XeSmQlHdZWZCUVVQpEYW6v97K0PMGO0lJgJURpvApCjo82S9UIfV98jTDbM1J8R8fbM/9hUzeTCLP5nyvAUH1Hque1m3HYz5fEmACu3ewEGUTCjfXC1bs9c4wuyryHABJ1uHOiM7zMTU1Xe+rKKyqYg3zuxbamlzWzk4cuPY3SeFuwPmmDGacHrDxGNtd9INbFmRg+cFi3T5gtFeGdrDQYFztBxG3YheiqxeXaOU4KZgUaCmcMgwYz+5Dot2EwGnBYjC847CoMOZ90PR7HHnmzP/P72Woo89uQFXe9at2dO+Cy+v4yeNstszWmN38gGIzzznz2MyXNySkn71tQuq4nffGMc35oynCmF+gzsDpXjMBNTtb11DhXQ1ZoZLSjzBaO8s7WGSYVZg6JzkxDdSWZmJJgZcPRx9T2C1u1toNoX4qh8V6oPRfQjRVGYO62E+y88hmFZ+lsLcbhKsh2Ue5vxBSOs3lPPaWWDZ4bWbTeTZTO1DWb2NWI1GXT7/k8sav37F1WU17Vw9SH7yrSW7bBw4xkjB09mJn5D7/W3D2aC4ahu1swkMjMbDjSys7ZZSsyEiMt1WhieZWP0kIxUH4o4xOBYudlPVFXl0Q93keO0cNm4glQfjuhn35pSmOpDGHCKs+0s3xBmxeZqIjGV6aMGV0ejolaZKdAyM8cWZOi2MUQimHn6490UeexyI9tKYuPM2uYQo2i7ni4QiSWDnXSXyMy8trESgDNGyRgQArRJz5f/dyo5HieNje07XYrU0ecn8lfkk/I6Pt3bwOwTi7CZ9VEfLURXEk0A/rR6L1k2E+N12I64K0UeO7vja4ZaQlE2V/mYMEyfJWZwsMysriXMd48vxGiQcsuEZGamuX1HM721ZgZYvbuecUMzyJeSaiGSzEYDBrkuDjj6uPoeAaqq8ugHuxiaaeXy8ZKVEYPDwfbMLZxalo1pkF3EizwOqnwhWsJR1u+rJxpTdblZZoIrnpnJd1m44NghKT6agSWnizKzgI7KzBKZGYAzJTMnhEgD+rj6HgH/3lbLl5U+rj25WLclJkIcaniWLRnADKb1MgmJlt176lpYU14PwLih+g1mEtmHb08tlOvcIVxWI2aj0kVmRh/ZepflYPX5jDESzAghBj5ZM9MD0ZjK7z7cRbHHLrOVYlAxGQ0Uum3srQ9wUgddrfSudUeztbvrKM1x6HrB+wiPnWe/M0m3DQ76QlEUcl1Waps77mZm00mZWaLU8Kh8F8Oz7Ck+GiGE6J4EMz3w9uYqdtQ288BFxwy6MhshzhydS0NLJFlLP5gk9h/a5W1m7Z56zhoEZTfHSKeeTuW6tL1mWoupKsFITDdlZiaDwqTCLC48Nj/VhyKEED0y+O5OeikcjfH4h+WMznNylqTcxSD0w2mlqT6ElHFYjOS7LLy3rZamQETX62VE93KcVg7Ut+1iFIrEAHRTZgbwxDcnpPoQhBCix/QxldQPAuEovmCk3ePL1u5jX0OAuaeWyEaKQgxCRR47m6p8AEwcPri6uYm2cl2WdmtmAvFgRi9lZkIIkW4kMxM39+X1bDjQRJHHztH5Lo4pyOCofCe//fd2xg3NZFrZ4NpfQwihKfI4WL2ngVyXtmGaGLxyXVa8zWFiqpqc3AqEowC6ac0shBDpRoKZuDvPHcN722r5srKJ9fsbeXtzdfJ7C2aO6XQXbCGEviWaAEwu8sh1YJDLcVmIxlQaAxHc8UYQycyM7D0mhBApIcFM3MhcJyNzD+7qXNcc4stKHyarmanDZEGsEINVIpiZUuRO7YGIlMt1ahtIeptDyWAmmFwzI5kZIYRIBbn6dsLjsHBKaTbnSitmIQa1CcMzOa0sm/PGyma5g12uq/3GmYkyM710MxNCiHQjV18hhOhCps3Mw5cfxzC37Lkx2OW4DmZmEoLJBgBSZiaEEKkgwYwQQgjRA4nMTOuNMwNSZiaEECnVb2tmVFVl+vTplJSUADBx4kRuvvnm/np5IYQQIqWybGaMBqXNxpnJzIyUmQkhREr0WzCze/duxo4dy+9+97v+ekkhhBBiwDAYFLId5jZlZtKaWQghUqvfrr4bN26ksrKSq666iuuuu44dO3b010sLIYQQA0K2w4K3gzIzWTMjhBCpcViZmZdffplnnnmmzWN33XUXc+bM4fzzz2f16tXceuutLFu2rMvXMRoV3G7H4RzCEWM0Ggb8MYqvlowBATIOhDYGhmTZqGsOJceCIb6/TH6Oiwyb7Hagd3IdEDIGBp7DuvLOmjWLWbNmtXmspaUFo1G7qE+dOpXKykpUVe1yk7loVKW+vvlwDuGIcbsdA/4YxVdLxoAAGQdCGwMZFiObK4LJsVDXGAAg6A8QDUipmd7JdUDIGEidvLyO933styvv0qVLk9maTZs2MWzYMNktWwghhK7kxNfMqKoKaA0ATAYFk1ECGSGESIV+y4nPmTOHW2+9lffeew+j0ciiRYv666WFEEKIASHbYSEcVfEFo2TYTAQiMVn8L4QQKdRvwUxWVhZPPPFEf72cEEIIMeBkO80A1DaHyLCZCEai2Myy+F8IIVJFppOEEEKIHsp2aBtnJtozB8KSmRFCiFSSK7AQQgjRQzmJYMavtWcORGLYJJgRQoiUkSuwEEII0UOJMrNEZiYYiUpmRgghUkiuwEIIIUQPZdnMGBSojW+cGQjHZM2MEEKkkAQzQgghRA8ZDQpuu5lafyIzI2VmQgiRSnIFFkIIIXohx2nBGw9mAlJmJoQQKSVXYCGEEKIXsh1mvFJmJoQQA4IEM0IIIUQvZDssrRoASGtmIYRIpX7bNLO/RKMR6uqqiURCqT4UACorFVRVTfVhiH5gMlnwePIwGgfcsBdCpBEtmAmjqiqBSFTWzAghRAoNuLu6urpqbDYHTmcBiqKk+nAwGg1Eo7FUH4boI1VV8fsbqaurJjd3aKoPRwiRxnKcZoKRGP5QVGsAIGVmQgiRMgNuOikSCeF0Zg6IQEboh6IoOJ2ZAybjJ4RIX9nxjTNrfCHCUVXKzIQQIoUG5BVYAhnxVZBxJYToD4mNM/c3BgCkzEwIIVJIrsBdeP75P3LRRecSDAZTfShUVFTwwQcr2zz21lt/Z968OcyZczXnnns68+bNYd68OVRXV6XoKNtatuzFfn/N+++/m+bmZgCWL/8rP/rRdcybN4e5c2ezdu1qAFat+oDXX1/e779bCCHgYGZmf4MWzFhNUmYmhBCpIsFMF1aseIuzzz6Xf/3r7VQfCmvX/pfPP/+szWPnnXchS5c+wT33PEBJSSlLlz7B0qVPkJeXn6KjbOuZZ57q19f717/e5qijjsbhcPDPf/6D//73E37968dYuvQJ5s+/j4ULF1BfX8/JJ0/j3Xf/hc/n69ffL4QQADkOLTNzIJGZMctHqRBCpMqAawDQ2t83VvLqhop+fc1LjivgwrFDun3e2rWrGTaskMsv/wZ3330nF1xwMfPmzaG4uITy8l0A3HPPA5SX7+LZZ5/CYDBQW1vLJZdczte/fgWffrqGp5/+PQCBQIA777wHs9nMbbfdSGZmFieffConnXQqv/rVL1BVlaysLO64YwFbtmziT396FrPZxIED+5kx4xy+852ref75PxIIBBg3bjzTpp3e5bG/8spfWLHiHyiKwllnncusWVdy//13YzKZqKg4QDgc5qyzzuXDD1dSWVnB4sUPU1lZ0eF5bN++rcNjfOyx32A2m7nkksuxWq389a8vJ7u+LVz4c5YvX0ZjYwMPPbSYY48dS3n5LubOvZ5gMMi3v/0NXnnlNebNm4Pb7aGpqYlf/OJXLFmymL179xCLxbjuurlMnjz1kPN6kQceeAjQsjLXX38jJpM2hIcNG87TT/+JrCw3ACeffApvvvk6s2Zd2eOxIYQQPeF2WFA4mJmRMjMhhEgduQJ34vXXl3PxxZdRXFyC2Wxm48YNABx33HiWLn2CGTPO4bnnngagpqaaxYsf5oknnuall/5MXZ2XnTt3cNdd9/HII79j2rTpvPvuPwHwemv55S9/y7e//T0efHAhN910G0uXPsHJJ5/Kn/70DACVlQdYuPDn/O53T/PnPz+L0WjkO9+5mnPOOa/bQGbnzh38618rePTRP/Doo3/g/ff/ze7duwAoKBjKL3/5W4qLSzhwYB8PPfQIZ5xxFh9+uLLT8+jsGEOhEI8++gfOO+9C9uzZzS9+8WuWLn2CoqJi/vOfVXzve9eQmZnFLbfc3uXxnnPOefz614/y97+/SlaWm9/+9vcsXryEhx/+eZvnBYMBKisr8Hg8yWMdNqywzXMSgQzAyJGj+fTTNV3+biGEOBwmg0KW3cz+Rq0EWcrMhBAidQZ0ZubCsUN6lEXpb42Njaxa9SF1dV6WLXsRv9/HX/+qrf+YMuV4AMaNG88HH7wHaAGOxaLVUJeVjWTfvr3k5eXxq1/9ArvdQXV1FePGTQBg6NBhmM1aiUJ5+U6WLFkMaPvrjBhRHH+NUZhMJkwmE1arrVfHvmPHdiorK/jxj+cC0NTUxN69ewEYM+ZoAFyuDIqLSwDIyMggGAx1eh6dHWNRUXHyd3o82SxcuACHw0F5+S6OO258F0fYds+exOts376N9es/5YsvNiR/V0NDfTJAaWpqwu12J3+uoGAoVVUVuFyjko/95z8fM3LkKHJycsnJyaWxsaFH/2ZCCNFb2Q7zwcyMlJkJIUTKDOhgJlXefvsNLrroUn70ox9jNBrw+5uZNesSsrLcbN78Jfn5Q1i//jNKS8sA2Lp1C9FolHA4zM6dOygsLOL222/ipZeW43A4WbhwQfK1FeXgh15RUTF33nkvBQUFrF+/jtramvhz2h+Toiioavf73RQVFVNSUsaSJY+gKAovvvgnyspG8e67/+y2m1dH59HZMRoM2mv5fD6efPJxli17HYAbb/xRstws8f8WiyX5c5s3b2rzOw0G7d+juLiE/Px8vvvd2QSDAZ555ikyMjKTz8vMzEou/Ae48MJL+OMfn+Suu+7DZDKxe3c5ixffx5NPPgckgh9Pt/9eQghxOLKdFnbUatckKTMTQojUkWCmA6+9tpz58+9Nfm2z2Tj99Bm8/vrfeOON13nxxT9js9mYP/9etm/fRiQS4ZZbbqChoYHvfe8a3G43M2dewJw5V5ORkYHHk0NNTXW733PzzXewcOFdxGJakHL77fM7fB7AyJGjePbZpxgz5mjOPntmp8c+evQYpk49nh/+8BpCoTDHHDOWvLy8Hp13R+fR3TE6nU7GjZvA7NnfwW63k5GRkfx+SUkp9947nxtv/H/87W/LmDv3Go466hicTme7333ppV/jwQcXMm/eHPx+H5dfPisZ6IAWEGVn51BX58Xjyebss2dSW1vDD394LWazmVgsyvz59+LxZAPwxRcbmDr1+B6dtxBC9FaiCQCATcrMhBAiZRQ1MX2eAuFwlPr65jaPVVSUU1BQ3MlPHHlGo4FoVLuRnzdvDrfe+tNkiRZojQKWL1/GPfcsStER9o90OI8VK97C663lm9/8drfPvemm67nvvkU4na42jx/O+HK7He3GqRh8ZByI1mPg4Xe388LafQC8fPVUSnIcqTw0cYTIdUDIGEidvLyMDh+X3LhIG2efPZMtWza1KTfryEcffcAZZ8xoF8gIIUR/yW6dmZE1M0IIkTKSmelG68yMSH+SmRGHS8aBaD0GXt1QwX3/2ALA23NPwhPfSFPom1wHhIyB1JHMjBBCCNFPcloFLzazrJkRQohUkWBGCCGE6KVs58EyM6t0MxNCiJSRK7AQQgjRS9nxzIzFqGDopu29EEKIr44EM0IIIUQvJRoASImZEEKklgQzHVi7djULFtzR5rHHHvsNb7zx2mG93tatm3n66d+3e3zBgjtYu3Y1H3/8EcuX/xWA5cv/SiQSOazfI4QQ4sgwGw1k2kxSYiaEECkmm2YeAaNHH8Xo0Ud1+v2TTjol+d/PPfc05513ISaT/GmEEGIgy3aYicZS1hBUCCEEaRDMZP3fNzp8vOHyVwBwvr8AU83Gdt/3TbuHaN5YrF++hG3TS+1+7nAtWHBHcmPJSy6Zyauv/oP7778bk8lERcUBwuEwZ511Lh9+uJLKygoWL36YysqK5IaUy5a9xOuv/42cnFzq6uoAeOON1ygv38WIESPwemu5++6fUlJSRm5uHl//+hU0Njbyk5/8kKeeer5Pxy6EEKL/5DgtNLRIJl0IIVJJ8uOdWLNmNfPmzeGHP7yOefPmsGLFW10+v6BgKL/85W8pLi7hwIF9PPTQI5xxxll8+OHK5HN8Ph8vv/wXHn/8jyxe/DCRSLjNa1x00WVkZ+dw990PcNFFl/LWW38HtJ3vzz33vP4/SSGEEIftionDuHLysFQfhhBCDGoDPjPTXSbFf9o9XX4/eMwVBI+5ote/d8qUqdxzz6LkppmPPfabds9pvd/omDFHA+ByZVBcXAJARkYGwWAo+Zzy8l2UlpZhsWhdcI45Zmynv3/48EIcDic7d+5gxYq3WLz44V6fgxBCiK/OjDF5qT4EIYQY9CQz0wu1tbXU1tYCUFFxgMbGhuT3lB605hw2bDi7du0gGAwQjUbZsmVzu+coiiEZJF1yyWU888yT5OXl43a7++ckhBBCCCGE0AkJZnrB7Xbjcrm47rrv8eSTjzN06PBe/bzH4+Haa3/AD34wm1tuuQG73d7uORMmTOSWW25AVVWmTz+T1as/4aKLLu2vUxBCCCGEEEI3FLV1rdQRFg5Hqa9vbvNYRUU5BQXFKTqi9hJlZqkQCASYN28OTzzxRwwGiTv7w+GML7fb0W6cisFHxoGQMSBkDAgZA6mTl5fR4eNyhzxAff75Z8yZ8z2uvvoaCWSEEEIIIYTowIBvADBYjRs3gWeffTHVhyGEEEIIIcSAJVP+QgghhBBCiLTUp2BmxYoV3Hzzzcmv161bx6xZs7jyyitZunTpYb9uCpfxCB2TcSWEEEIIoS+HHcwsXLiQJUuWEIsdXBy/YMEClixZwgsvvMBnn33Gxo0be/26JpMFv79RbjxFv1JVFb+/EZPJkupDEUIIIYQQ/eSw18xMnjyZs88+mxdf1NZ1+Hw+QqEQRUVFAEybNo1Vq1YxdmznG0MajQput6PNYy5XEfv27aO6eu+ACGgURRkQxyH6RlEUrFYrJSVFmEzmXv2s0WhoN07F4CPjQMgYEDIGhIyBgafbYObll1/mmWeeafPYAw88wAUXXMAnn3ySfMzn8+FyuZJfO51O9uzZ0+VrR6Nqh+3tsrLyuz3wI0Va8OmLzxcGwr36GRkDAmQcCBkDQsaAkDGQSp21Zu42mJk1axazZs3q9he4XC78fn/ya7/fT2ZmZi8OUQghhBBCCCF6rt+6mblcLsxmM7t370ZVVT744AOmTp3aXy8vhBBCCCGEEG306z4z99xzD7fccgvRaJRp06YxYcKE/nx5IYQQQgghhEhSVFndLoQQQgghhEhDsmmmEEIIIYQQIi1JMCOEEEIIIYRISxLMCCGEEEIIIdKSBDNCCCGEEEKItCTBjBBCCCGEECItSTAjhBBCCCGESEv9us9MugiHw/z0pz9l3759hEIh5s6dy6hRo7j99ttRFIXRo0ezYMECDAYDL730En/5y18wmUzMnTuXM888k2g0yqJFi9iwYQOhUIjrr7+eM888M9WnJXqhr2OgqamJG2+8kZaWFsxmM7/4xS/Iy8tL9WmJXurNOADwer1ceeWVvPbaa1itVgKBALfeeiu1tbU4nU4efPBBsrOzU3xWojf6Ogaampq49dZb8fl8hMNhbr/9diZNmpTisxK90dcxkLB9+3auuOIKPvroozaPi4Gvr2NA7gtTTB2EXnnlFXXhwoWqqqqq1+tVTz/9dPX73/+++vHHH6uqqqrz589X3377bbWqqkq96KKL1GAwqDY2Nib/e9myZeqCBQtUVVXViooK9emnn07RmYjD1dcx8Mc//lF98MEHVVVV1RdffFFdtGhRys5FHL6ejgNVVdWVK1eql156qTpp0iQ1EAioqqqqTz31lPrII4+oqqqqr7/+unrfffel4CxEX/R1DPz6179OfgZs375dveyyy478SYg+6esYUFVVbWpqUq+77jr1pJNOavO4SA99HQNyX5hag7LM7LzzzuPHP/5x8muj0cjGjRs54YQTAJg+fTofffQR69evZ9KkSVgsFjIyMigqKmLTpk188MEHFBQUMGfOHO68805mzJiRqlMRh6mvY2DMmDH4/X4AfD4fJtOgTHKmvZ6OAwCDwcDTTz+N2+1OPn/NmjWcdtppyeeuWrXqyB286Bd9HQNXX301V155JQDRaFRm5NNQX8eAqqrMnz+fm266CbvdfkSPXfSPvo4BuS9MrUEZzDidTlwuFz6fjxtuuIGf/OQnqKqKoijJ7zc1NeHz+cjIyGjzcz6fj7q6OsrLy3n88ce57rrruOOOO1J1KuIw9XUMeDwePvzwQy644AKefPJJvvGNb6TqVEQf9HQcAJx66ql4PJ42P996fLR+rkgffR0DmZmZ2Gw2qqurufXWW7npppuO+DmIvunrGFi6dCmnn346Rx999BE/dtE/+joG5L4wtQZlMANw4MABvvvd73LppZdy8cUXJ+sgAfx+P5mZmbhcruTse+LxjIwM3G43Z5xxBoqicMIJJ7Br164UnIHoq76MgaVLl3Lttdfyxhtv8OSTT3L99den4hREP+jJOOhM6/HR3XPFwNWXMQCwefNmrr76am688cbkTK5IL30ZA6+++irLli3jqquuorq6mtmzZx+JQxb9rC9jQO4LU2tQBjM1NTXMnj2bW2+9NTmjfuyxx/LJJ58AsHLlSqZOncr48eNZs2YNwWCQpqYmtm/fzpgxY5gyZQrvvfceAJs2bWLo0KEpOxdxePo6BjIzM5Mz8jk5OW0CHpE+ejoOOjN58uTktWDlypVMmTLlqz9o0a/6Oga2bdvGj3/8Y5YsWcLpp59+RI5Z9K++joEVK1bw3HPP8dxzz5GXl8dTTz11RI5b9J++jgG5L0wtRVVVNdUHcaQtXLiQN998k7KysuRjP/vZz1i4cCHhcJiysjIWLlyI0WjkpZde4sUXX0RVVb7//e8zc+ZMQqEQCxYsYPv27aiqyt13383YsWNTeEait/o6BiorK7nzzjtpbm4mEolwww03cOqpp6bwjMTh6M04SJgxYwZvvvkmVquVlpYWbrvtNqqrqzGbzSxZskS62qWZvo6BuXPnsnnzZoYPHw5o2brHHnvsiJ+HOHx9HQOtdfa4GNj6OgbkvjC1BmUwI4QQQgghhEh/g7LMTAghhBBCCJH+JJgRQgghhBBCpCUJZoQQQgghhBBpSYIZIYQQQgghRFqSYEYIIYQQQgiRliSYEUIIccTccMMNPPHEE8mv/X4/M2fOZNOmTSk8KiGEEOlKWjMLIYQ4YrxeL1//+tf5/e9/z6hRo7jrrrsoKSmRXdOFEEIcFlOqD0AIIcTgkZ2dzfz587nzzju56aab2LNnD3PnzuXaa68lGAxitVq57777GDp0KEuWLGHDhg34/X5GjhzJokWL+M1vfsOnn35Kc3Mz999/PyNHjkz1KQkhhEghCWaEEEIcUTNmzGDFihXcfvvtvPDCCyxatIirrrqK008/nVWrVvHQQw9xzz33kJmZydNPP00sFuPCCy+ksrISgLKyMu68884Un4UQQoiBQIIZIYQQR9xll11GIBBgyJAhbNmyhccff5w//OEPqKqK2WzGarXi9Xq56aabcDgcNDc3Ew6HASgtLU3x0QshhBgoJJgRQgiRUmVlZcyePZvJkyezfft2/vvf/7Jy5UoOHDjAr371K7xeLytWrCCxxNNgkN41QgghNBLMCCGESKnbbruNu+++m2AwSCAQ4Gc/+xmFhYU8+uijXHHFFVgsFkaMGEFVVVWqD1UIIcQAI93MhBBCCCGEEGlJcvVCCCGEEEKItCTBjBBCCCGEECItSTAjhBBCCCGESEsSzAghhBBCCCHSkgQzQgghhBBCiLQkwYwQQgghhBAiLUkwI4QQQgghhEhLEswIIYQQQggh0tL/B/kplywKIkX+AAAAAElFTkSuQmCC\n","text/plain": ["<Figure size 1008x432 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["plt.figure(figsize=(14,6))\n","sns.lineplot(data = df_monthly_mean)\n","plt.xlabel('Year')\n","plt.title(\"Variation of Apparent Temperature and Humidity with time\")\n","# save the figure\n","plt.savefig('plot2.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["#### Observation:\n","From the above plot,\n","1. \"Humidity\" remained constant from 2006 - 2016\n","2. \"Apparent Temperature (C)\" frequently changed from 2006 - 2016"]},{"cell_type": "markdown","metadata": {},"source": ["### Pair plot for correlation of Apparent temperature & Humidity"]},{"cell_type": "code","execution_count": 73,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 288x288 with 2 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["# Pair plot for correlation of Apparent temperature & Humidity\n","sns.set_style(\"darkgrid\")\n","plt.figure(figsize=(4,4))\n","plt.title(\"Correlation between Apparent temperature & Humidity\")\n","sns.heatmap(data= df_monthly_mean.corr(), annot=True)\n","# save the figure\n","plt.savefig('plot7.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "code","execution_count": 81,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 360x360 with 6 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["sns.pairplot(df_monthly_mean, kind='scatter')\n","# save the figure\n","plt.savefig('plot8.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["### 2D Scatter Plot with Color Coding for each Summary type"]},{"cell_type": "code","execution_count": 48,"metadata": {"scrolled": true},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 925.375x720 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["sns.set_style(\"darkgrid\")\n","sns.FacetGrid(data, hue=\"Summary\", height=10).map(plt.scatter, \"Apparent Temperature (C)\", \"Humidity\").add_legend()\n","plt.title(\"2D Scatter Plot with Color Coding for each Summary type\")\n","# save the figure\n","plt.savefig('plot3.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["Observation:\n","1. There are very few outlier.\n","2. Mostly Weather is Clear or Partly Cloudy/Rain in Finland.\n","3. Only few days there has a Light Rain or Dry or Dangerously Windy and Partly Cloudy."]},{"cell_type": "markdown","metadata": {},"source": ["### Univariate Analysis"]},{"cell_type": "code","execution_count": 50,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 925.375x720 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["# For Apparent Temperature (C)\n","sns.set_style(\"darkgrid\")\n","sns.FacetGrid(data, hue=\"Summary\", height=10).map(sns.histplot, \"Apparent Temperature (C)\").add_legend()\n","plt.title(\"Analysis of Weather Conditions with Apparent Temperature\")\n","# save the figure\n","plt.savefig('plot4.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "code","execution_count": 51,"metadata": {},"outputs": [{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAA5AAAALUCAYAAAB98t3qAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADi9klEQVR4nOzdeVxV1f7/8RfnACqDAuKAU4mGVv4cUMPEAc2cMSMwRLHUrpkNomKi4nVIVISytECtTCJnwtRKrauVZaWmpeYsdr1OqTkxKPP5/eHXcz3hcPQqB+X9fDx6fDlr773WZy3gfn2z9tnHzmQymRARERERERG5CYOtCxAREREREZF7gwKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEXuc3l5ebRq1YoXXnjhf+6rXr16nD179pavW7duHZMnT/6fxwfYs2cPHTp0ICgoiKNHj5rb586dy8svv2x+bTKZaN26NaGhoRbXd+3ale++++62xj5y5AivvvoqAEePHqVJkya31c+N5OTk8Pbbb9OzZ0+eeuopAgMDmTt3LnfyE5cmTZrErFmzAPjHP/7BwYMHARgwYID5+3t1uy099dRTpKenk5GRQb9+/czt1v4shoeHs2bNGou2O/29e+edd/jss8+KtJ89e5Z69eoBlr8D3377Le+8884dG19ERKQ42du6ABG5u77++mvq16/P77//TlpaGnXq1Cn2Gp544gmeeOKJO9LXunXr8PPzIyYmxqK9TZs2fPDBBxQWFmIwGNi1axfVq1fn8OHD/PXXX3h6enL69GmOHz9OixYtbmvs48eP88cff9yJaVyTyWRiyJAh1K5dmyVLllCmTBnOnTvHiy++yMWLF4mIiLjjY77//vvmrzdu3HjNdltasWIFcDn07dy508bVXNvQoUNves7VvwM7d+7kwoULd7ssERGRu0IBUuQ+t2jRIrp27UqtWrVISkpi0qRJbNq0iRkzZlCzZk0OHDhAfn4+EydOpGnTpvzxxx9MmjSJrKwsTp8+Tf369Xn77bcpU6aMuc/+/fvTpUsXevXqBUBCQgLnz5/nH//4B6NGjeLcuXMAtG3bloiICFJTU1m7di1z5szhq6++IjExETs7O4xGI6+//jrNmzcvUvd7773HF198gdFopHbt2owbN46ffvqJRYsWUVBQQHZ2Nm+++ab5/Pr161OmTBn27dvHww8/zDfffENAQABpaWl88803hISE8NNPP9GiRQvKlCnDyZMnmTRpEidOnCAvL49u3boxePBgAGbPns26devIzs7m0qVLjBo1ivbt2xMdHc3JkycZOHAgEydOpKCggH/+85/s3LmTjIwMRo4cSadOnQBITEzkq6++orCwkOrVqzN+/HiqVKlCeHg4FSpU4NChQ/Tu3Zvw8HDzHLZs2cKhQ4eYO3cuRqMRAHd3d6ZPn86xY8cA+PPPP5kwYQLHjh3DZDLRs2dPXnjhBY4ePcrzzz9P27Zt2b59O+np6YwcOZInn3ySzMxMxo4dy969e6lcuTJGo5GmTZsC0L59e9555x0WLlwIwHPPPcfcuXPp06cP77zzDv/v//0/lixZQnJyMgaDAU9PT8aNG0ft2rWJiorCxcWFffv28eeff1KvXj1iY2NxdnZm5syZfP311zg4OODu7s7UqVOpXLmyea579uxh8ODB5t3ggQMH4unpSWxsLLm5ubRu3Zp//etfNGvWjJ9++onRo0eTnZ3NU089RWpqKgCzZs1i+/btnD9/noEDB9KnT59b/v24+mfz76+joqIoW7Ys+/fv58yZM7Rv3x43Nze++eYbTp8+zeTJk3n88ceJiorioYceYuDAgXz11VfMmDGDcuXK0aBBgyLjDBkyhMWLF1NQUICrqys7duy45u/SmDFjbnkuIiIixUG3sIrcxw4ePMivv/5K586d6dmzJytWrDCHux07djBgwAA+++wzgoKCmDFjBgBLly6lZ8+eLF26lK+++oqjR4/y7bffWvTbp08fli5dCkBhYSEpKSmEhoaydOlSatSowfLly1mwYAGHDx8mIyPD4trp06czfvx4UlNTGTp0KJs2bSpS96effsr3339PSkoKq1at4qGHHiIqKooePXoQGhpK165dLcLjFa1btzb3dyVABgQEsH79egB++ukn2rZtC8DIkSN55plnSE1NJSUlhR9//JEvv/ySY8eO8eOPP5KcnMyqVasYNmwYM2fOxGg0MnnyZGrVqsWHH34IXL7d1N/fn+XLlzNq1Cji4uIA+Oyzz9i/fz/Lli1jxYoVtG3blujoaHOd5cuX58svv7QIjwC///47DRs2NIfHKx588EH8/f0BiIyMxM/Pj1WrVrFo0SJWrlzJF198AVy+xbZVq1akpKQwYsQIpkyZAsDMmTMpW7Ysa9as4Z133rnmLurUqVMBSEpKwsvLy9z+008/8cEHH/Dxxx+zcuVKunfvzssvv2y+pfb333/nww8/NK/dmjVrOHHiBElJSXz66aekpqbi7+/Pjh07LMZ7+OGHsbe3Z//+/WRnZ3Po0CF+/vln85gNGzbE1dXVor6yZcuyYsUK8/rUrFmT1NRU3n33XaZNm0ZeXl6RecHln7mnnnrK/N+gQYOued617N69m6SkJD755BPmzZuHk5MTixcvpl+/fkV2af/66y/GjBnDrFmzSE1NpXr16kX6a9SokflneNiwYdf9XRIRESmptAMpch9btGgR7dq1w93dHXd3d2rUqMHSpUtp3Lgx1apV4+GHHwbgkUceYfny5cDlYLVx40bef/99/v3vf3Pq1CkuXrxo0W+7du2IiYlh7969nDx5kho1auDt7U3r1q0ZNGgQJ06coGXLlowYMcIiBAB069aNV155hbZt2+Lv788//vGPInVv2LCBoKAgnJycAOjXrx+zZ88mNzf3hvNt06YNK1eupEuXLpw/f5769etTrVo1JkyYQEFBAZs2beLVV1/l4sWLbNmyhQsXLpjfi3bx4kX27t1L165dmT59OqtWreLw4cNs376drKysa47n4OBg3nGsX78+Z86cAS6H1507d/LMM88Al4PBpUuXzNc1a9bsmv0ZDIYbvtfx4sWLbNu2jXnz5gHg6upKUFAQGzZsoFGjRjg4OJgD8iOPPML58+eBy4FszJgx2NnZ4eHhwZNPPnnDdbza999/T9euXfHw8AAgKCiImJgY8/tPW7dujaOjIwA+Pj5cuHCBKlWqUL9+fZ5++mnatGlDmzZtePzxx4v0/eSTT7JhwwYeeughWrRowb59+zhw4ADr1q2jY8eON62te/fuwOUwmpubS2ZmJu7u7kXOe/311+ncubP59dGjRwkMDLRq/u3atcPBwYFKlSrh5ORE69atAahVq5Z5fa/YunUrPj4+1K1bF4Bnn32Wt95666b9X+t3SUREpKRSgBS5T128eJEVK1bg6OhI+/btAcjMzOSTTz6hQYMGlC1b1nyunZ2dObgMHz6cgoICunTpQkBAACdOnCgSaoxGI88++ywpKSmcOnXKvGPSsGFD1q1bx08//cTPP/9MSEhIkV2aYcOG8cwzz7Bx40ZSU1OZN28eKSkpFucUFhZiZ2dn8To/P/+mc/b39+eNN97gm2++oU2bNsDl3b569erx1Vdf4ezsTLVq1cjMzMRkMrF48WLKlSsHXH7gSZkyZdi1axdDhgzh+eefx9/fn+bNmzNx4sRrjufg4GCxhlfX+8ILLxAWFgZAbm6uxXvergTjv2vUqBFJSUkUFBRY7ELu2LGD5ORkxo8fX+R7cfXaODg4YDAYitQDWFz39x3OGyksLCzSZjKZzGNe6+fIYDDwySefsHPnTn766SemTJlC69atef311y366dChA++88w6nTp3C39+fihUr8sMPP7BhwwaGDRt209rs7e0t5no7Dxq6+mcfKLKLeSUc/33M67m6r5udC9f/XRIRESmpdAuryH1q1apVuLm58f3337N+/XrWr1/Pv/71Ly5evHjDp1f+8MMPvPzyy3Tt2hWA7du3U1BQUOS8kJAQ/vWvf7Fr1y7zjlZ8fDwJCQl06NCBsWPHUrduXQ4cOGC+Jj8/n/bt23Pp0iV69+7N+PHj2bdvX5GdxdatW/Ppp5+adz6Tk5Np3rx5kX/M/52rqysPPvggCxcupF27dub2gIAAZs+eTUBAAAAuLi40btyYjz76CID09HR69+7NunXr2LJlCw0aNKB///489thjrFu3zjx/o9F43dskr3blNtLMzEzg8lM6/x6erqVJkyZ4e3szdepUcnJygMu3RU6ePJkaNWrg4uJCo0aNWLBgAQAZGRl89tlntGzZ8ob9tm7dmpSUFAoLC7lw4QLr1q275nlGo7FIUG/dujVffvml+Wfm008/xc3NjQceeOC64+3du5fu3btTp04dXnzxRZ5//vlrPgDH19eXI0eO8O2339KyZUv8/f1JSkriwQcfLLKTaG9vT0FBwR19Gi2Ah4cHBw4cICcnh7y8PNauXXvbfTVv3pyDBw+yd+9eAPN7Nf/u7+t8rd8lERGRkko7kCL3qUWLFtG/f3+L3aby5csTHh7O/Pnzr3vdsGHDePnll3FycsLFxYXmzZvzn//8p8h5FStWpEGDBtSpU8e8E/fcc88RFRVF9+7dcXR0pF69enTr1o3PP/8cuBwCxowZQ2RkJPb29tjZ2TFlypQiwTA4OJgTJ04QEhJCYWEhDzzwAPHx8VbNu02bNiQmJlo8aTUgIIC4uDjGjRtnbouPj+eNN94gMDCQ3NxcunfvTo8ePfjrr7/46quv6NKlC4WFhbRr144LFy6QmZlJ3bp1KVOmDMHBweb3jF5LSEgIJ0+epFevXtjZ2eHl5cW0adOsqn/mzJnMmDGDoKAgjEYjhYWF9OzZk4EDB5rrnjRpEqmpqeTm5hIYGEhQUJD5ITvX8uqrrzJ+/Hi6dOmCh4cHPj4+1zyvc+fOhIeHmz/iAy7v6j7//PM899xzFBYW4uHhwZw5c8w7nddSv359unTpwjPPPIOTkxNly5a1eA/oFQaDgTZt2rBz5048PDxo2rQpFy5cuObtq5UqVaJhw4Z069bNHKDvhCu7zF26dKFSpUr4+fmxb9++2+rLw8OD+Ph4IiMjcXBwuObDoQBatGhBZGQkb7zxBuPGjbvm75KIiEhJZWe603/OFZFS4ezZswQHB7NgwQKLh66IyK3R75KIiNxLdAuriNyypUuX0rVrVwYOHKh/8Ir8D/S7JCIi9xrtQIqIiIiIiIhVtAMpIiIiIiIiVrnpQ3QKCgqIjo7mjz/+wGg0MnXqVEwmE1FRUdjZ2fHQQw8xfvx4DAYDS5cuZfHixdjb2/PSSy/Rrl07srOzGTlyJGfOnMHZ2ZnY2Fjz54mJiIiIiIjIveOmO5DffPMNAIsXL+a1115j6tSpTJ06lYiICBYuXIjJZGLdunWcPn2a5ORkFi9ezIcffshbb71Fbm4uixYtwsfHh4ULF9KzZ08SEhLu+qRERERERETkzrvpDmSHDh3Mn512/PhxPD09+fbbb3nssceAy4/M37hxIwaDgSZNmuDo6IijoyO1atVi7969bN26lRdeeMF8rjUBMjc3nwsXLv0P07o3uLiUITMzx9ZllEpae9vR2tuO1t62tP62o7W3HVutfaVKrsU+pkhpYdXnQNrb2zNq1Ci+/vprZs6cyTfffIOdnR0Azs7OZGRkkJmZiavrf39ZnZ2dyczMtGi/cu7NxzPg5uZ0O/O5pxiNBuztjTc/Ue44rb3taO1tR2tvW1p/29Ha247WXuT+Y1WABIiNjSUyMpJevXqRk/PfvyRlZWVRvnx5XFxcyMrKsmh3dXW1aL9y7s0UFJg4f/7irczjnuTm5lQq5lkSae1tR2tvO1p729L6247W3nZstfbagRS5e276HsjPPvuMOXPmAFCuXDns7Oxo0KABmzZtAmDDhg00a9aMhg0bsnXrVnJycsjIyCAtLQ0fHx98fX357rvvzOc2bdr0Lk5HRERERERE7pabfg7kxYsXGT16NH/99Rf5+fn84x//oE6dOowbN468vDy8vb2ZPHkyRqORpUuXsmTJEkwmEy+++CKdOnXi0qVLjBo1itOnT+Pg4MCbb75JpUqVblhUXl5BqfhLof4iajtae9vR2tuO1t62tP62o7W3He1Aitx/bhogbUEBUu42rb3taO1tR2tvW1p/29Ha244CpMj956a3sIqIiIiIiIiAAqSIiIiIiIhYSQFSRERERERErKIAKSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERERExCoKkCIiIiIiImIVBUgRERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEVERERERMQqCpAiIiIiIiJiFQVIERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKva0LEBEREZHb5+qYh6Egp0h7obEMGbkONqhIRO5nCpAiIiIi9zBDQQ4ZKdFF2l2DJwMKkCJyZ+kWVhEREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERERExCoKkCIiIiIiImIVBUgRERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEVERERERMQqCpAiIiIiIiJiFQVIERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERERExCoKkCIiIiIiImIVBUgRERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEVERERERMQqCpAiIiIiIiJiFQVIERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERERExCoKkCIiIiIiImIVBUgRERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEVERERERMQqCpAiIiIiIiJiFQVIERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiIiIlaxv9HBvLw8xowZw7Fjx8jNzeWll16iatWqDB48mAcffBCA3r1707VrV5YuXcrixYuxt7fnpZdeol27dmRnZzNy5EjOnDmDs7MzsbGxeHh4FMe8RERERERE5A67YYBcuXIlbm5uxMXFce7cOZ5++mlefvll+vfvz4ABA8znnT59muTkZD799FNycnIICwvD39+fRYsW4ePjw6uvvsoXX3xBQkIC0dHRd31SIiIiIiIicufd8BbWzp07M3ToUPNro9HI77//zrfffkufPn0YM2YMmZmZ7NixgyZNmuDo6Iirqyu1atVi7969bN26ldatWwPQpk0bfvrpp7s7GxEREREREblrbrgD6ezsDEBmZiavvfYaERER5ObmEhISQoMGDUhMTOS9996jfv36uLq6WlyXmZlJZmamud3Z2ZmMjAyrijIa7XBzc7rdOd0zjEZDqZhnSaS1tx2tve1o7W1L62879/vaGy5exN7eWKTdaDTg5mrbed/vay9SGt0wQAKcOHGCl19+mbCwMAIDA0lPT6d8+fIAPPnkk7zxxhs0a9aMrKws8zVZWVm4urri4uJibs/KyjJfdzMFBSbOn794O/O5p7i5OZWKeZZEWnvb0drbjtbetrT+tnO/r30FYyH5+QVF2gsKCrlg43nbau0rVXK9+UkicltueAvrX3/9xYABAxg5ciTBwcEADBw4kB07dgDw008/8eijj9KwYUO2bt1KTk4OGRkZpKWl4ePjg6+vL9999x0AGzZsoGnTpnd5OiIiIiIiInK33HAHcvbs2aSnp5OQkEBCQgIAUVFRTJkyBQcHBzw9PXnjjTdwcXEhPDycsLAwTCYTw4YNo0yZMvTu3ZtRo0bRu3dvHBwcePPNN4tlUiIiIiIiInLn2ZlMJpOti/i7vLyC+/pWkyvu91tqSjKtve1o7W1Ha29bWn/bud/XvoIxk4yUok+5dw2ezIUCFxtU9F+6hVXk/nPDW1hFRERERERErlCAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERERExCoKkCIiIiIiImIVBUgRERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFUUIEVERERERMQqCpAiIiIiIiJiFQVIERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYxd7WBYiIiIiIyL1l7ty5/PjjjxgMBuzs7Bg2bBgNGjSwdVlSDBQgRURERETEagcPHmT9+vUsWrQIOzs79uzZw6hRo1i5cqWtS5NioAApIiIiIiJW8/Dw4Pjx46SkpNCmTRsefvhhUlJSCA8PZ8KECdSpU4dFixbx119/8fTTTzNs2DC8vLw4evQo3bp148CBA+zevZuAgACGDx9OeHg49erV48CBAzg5OdGsWTN++OEH0tPTmTdvHkajkbFjx5KRkcG5c+cICQkhLCyM8PBw3N3dSU9Px8PDgx49ehAQEEBaWhqxsbHMnTvX1kt1X9J7IEVERERExGoeHh4kJiaybds2nn32WTp37sw333xz3fOPHDlCTEwMc+bM4Z133iEqKoply5aRkpJiPqdhw4YkJSWRm5tL2bJl+eijj6hbty5btmzh8OHDdOvWjXnz5jF79mzmz59vvi4wMJD58+fTq1cvli9fDkBKSgrBwcF3bf6lnXYgRURERETEaocPH8bFxYWpU6cCsHPnTgYNGoSnp6f5HJPJZP66Zs2auLq64ujoiKenJ25ubgDY2dmZz3n00UcBKF++PHXr1jV/nZOTg6enJ0lJSXz11Ve4uLiQn59vvq527doA+Pn5ERMTw5kzZ9i4cSPDhw+/O5MX7UCKiIiIiIj19u3bx4QJE8jJyQEuhzhXV1fc3Nw4ffo0ALt37zaff3VQvB3z5s2jcePGxMfH07lzZ4tweqVvOzs7AgMDiYmJwd/fHwcHh/9pTLk+7UCKiIiIiIjVOnbsSFpaGiEhITg5OWEymXj99ddxcHBg0qRJeHl5Ubly5Ts2Xrt27ZgwYQKrVq3Czc0No9FIbm5ukfOCgoIICAhgxYoVd2xsKcrOdHWELyHy8go4f/6ircu469zcnErFPEsirb3taO1tR2tvW1p/27nf176CMZOMlOgi7a7Bk7lQ4GKDiv7LVmtfqZJrsY8ptnfy5Elef/11kpKSbF3KfU23sIqIiIiIyD1t7dq1vPDCC4wYMcLWpdz3dAuriIiIiIjc0zp16kSnTp1sXUapoB1IERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIqWSKb+gRPcnUhLpIToiIiIiUirZ2RvJfW/RHevP8eXeNzy+adMmIiIiqFu3LgA5OTkEBgYSHh5uVf/79u0jPT2d5s2b0759e1avXk2ZMmVueE1hYSFz585lw4YNGI1GAKKjo6lXrx7h4eFMmDCBOnXqWDX+tfj7+7Nx48bbvl7uPQqQIiIiIiLFpEWLFsyYMQOA3NxcOnfuzFNPPUX58uVveu1XX32Fp6cnzZs3t3q8Dz74gHPnzvHJJ59gMBjYsWMHQ4YMYc2aNbc9ByndFCBFRERERGwgMzMTg8GA0Whk8+bNvPvuuwBkZ2cTGxuLg4MDL730Em5ubvj5+bF8+XIcHBx49NFHgcu7i08++STLli3Dzc2NhQsXcvHiRV544QXzGEuWLCE1NRWD4fI71xo2bEhKSgoODg7mc9LT0xk5ciSZmZkUFBQwdOhQHn/8cYtdzvj4eLy9vXnqqacYN24cBw8epGbNmuTm5lJYWEinTp1uWIfcPxQgRURERESKyc8//0x4eDh2dnY4ODgwbtw4nJ2dOXDgAHFxcVSpUoXZs2ezZs0aAgMDOX36NJ9++imOjo6YTCY8PT1p2LAhAAaDgcDAQL744gv69OnDypUrzSH0iuzsbCpUqGDR5u7ubvE6MTGRli1b8txzz3Hy5El69+7Nv/71r2vWv2HDBnJycli6dCnHjx9n7dq1VtUh9w8FSBERERGRYnL1LaxXq1KlCjExMTg5OXHy5El8fX0BqFGjBo6OjtftLzg4mGHDhtG8eXM8PT3x9PS0OF6+fHkyMzNxcXExt3399dc8/vjj5tdpaWkEBgaa63BxceHs2bMW/ZhMJgAOHDhgDrDVqlXDy8vLqjrk/qGnsIqIiIiI2Fh0dDRTpkxh2rRpVK5c2RzYrtx6CmBnZ0dhYaHFddWqVcPV1ZXZs2cTHBxcpN+nn36ad99919zftm3bmDp1qkUorVOnDr/88gsAJ0+eJD09HTc3NxwdHTl16hQmk4m9e/cC4O3tzW+//WY+9+TJk1bVIfcP7UCKiIiISKlkyi+46ZNTb7U/O3vjbV371FNP0atXL8qXL4+npyenTp0qck6DBg2YPn16kaem9urVi8mTJxMXF1fkmoEDB/LOO+/w7LPPYm9vj729PYmJiRYB8sUXX2TMmDGsXbuW7OxsJk2ahL29PS+88AKDBg2ievXq5of8dOjQga1btxISEkK1atUsboe9UR1y/7AzXflzRAmSl1fA+fMXbV3GXefm5lQq5lkSae1tR2tvO1p729L62879vvYVjJlkpEQXaXcNnsyFApdrXFF8bLX2lSq5FvuYtvTll19y4MABhg4dqjrkrtMOpIiIiIjIPeqtt97il19+ISEhQXVIsVCAFBERERG5Rw0fPtzWJQAlpw65+/QQHREREREREbGKAqSIiIiIiIhYRQFSRERERERErKIAKSIiIiKlkik/v0T3J1IS6SE6IiIiIlIq2dnbkzv7zn1moePgkTc8vmnTJvr168eMGTPo2rWruT0wMJBHH32UadOm3dJ4n3zyCX379iU1NZVDhw4RGRl502sOHDhAXFwcly5d4uLFi7Rt25ZXX32VzZs3s3jxYmbMmHFLNVxt0aJF/PXXX7z66qu33YeUfNqBFBEREREpJt7e3nz++efm1/v27ePSpUu31VdiYuItnZ+ens7w4cMZM2YMycnJLF26lP3797N48eLbGl9KJwVIEREREZFiUr9+fU6cOEF6ejoAK1euJDAw0Hx85cqVPPPMM/Tu3ZvRo0eTl5fHH3/8QWhoKH379uW5557j5MmTJCYmcuHCBSZMmGC+dsmSJcTGxgJQUFBAYGAgubm55uPr1q3Dz8+PBx98EACj0UhsbCzPPPOMRY3XqiE1NZX4+HgAcnJyaN++PQC//PILQUFB9O/fn3/9619W1SH3NgVIEREREZFi9OSTT/L1119jMpnYsWMHTZo0AeDcuXPMmjWLpKQkFi1ahKurK0uWLOHHH3/k0Ucf5aOPPmLw4MFcuHCBl156iQoVKlgEyG7durFu3ToKCgr4/vvv8fPzw9HR0Xz81KlT1KxZ06IWZ2dni3OuV8P1TJ06lTfffJOPPvqIGjVqWFWH3NsUIEVEREREilFgYCBffvklW7ZsoVmzZub2I0eOULduXVxcXABo3rw5Bw4cIDg4GHd3d1544QUWLFiA0Wi8Zr8uLi40b96cH374gdTUVIKDgy2OV6tWjT///NOi7ciRI2zZsuWmNVzNZDKZvz558iS1a9cGwNfX16o65N6mACkiIiIiUoxq1qzJxYsXSU5OpkePHub2GjVqkJaWxsWLFwHYvHkztWvXZt26dTRt2pSkpCQ6d+7MBx98AFgGuSt69erFsmXLOHPmDPXr17c41q5dO77//nv+85//AJCXl8e0adPYv3//TWsoU6YMp0+fBmDXrl3m8ytVqkRaWhoAO3futKoOubfpKawiIiIiUiqZ8vNv+uTUW+3Pzt66f1537dqVFStWULt2bY4cOQKAh4cHr776Kv369cNgMFCrVi0iIyM5efIkI0eOZNasWRgMBkaPHg1AnTp1iIyMpGXLluZ+GzVqxOHDh+nTp0+RMV1cXJg2bRrR0dGYTCaysrJo164dYWFhbN68+YY15OTksGjRInr37s2jjz6Ks7MzAHFxcYwaNQpnZ2ecnZ2pUKHCTeuQe5ud6Vp/urCxvLwCzp+/aOsy7jo3N6dSMc+SSGtvO1p729Ha25bW33bu97WvYMwkIyW6SLtr8GQuFLjYoKL/stXaV6rkWuxjlhSFhYX07t2bDz/80HwbammuQ+483cIqIiIiInIfOHLkCE8//TRPPfWUTUNbSalD7g7dwioiIiIich+oWbMmK1assHUZJaYOuTu0AykiIiIiIiJWUYAUERERERERqyhAioiIiIiIiFX0HkgRERERKZUKL6Vjyr10x/qzcyyHoVz5O9afSEmkACkiIiIipZIp9xJZqePuWH/OQW+AFQHyyJEjTJ8+nfPnz5OXl0f9+vWJjIy02RNLv/76axo2bEiVKlVsMr7cW3QLq4iIiIhIMcnOzmbIkCG88MILJCcns3jxYho1asSIESNsVtPHH39MZmamzcaXe4t2IEVEREREism3335L8+bNadSokbnt6aefJjk5mfr167Nt2zacnJz44IMPsLe3p1OnTowbN46cnBzKlCnDG2+8QUFBAS+99BJubm60adOGxx57jJiYGEwmE1WqVCE+Pp4dO3bw7rvvApdDa2xsLNWqVWPo0KFkZmaSnZ3NyJEjuXTpEnv27GHUqFEsXLgQR0dHWy2N3CMUIEVEREREismRI0eoVatWkfYHH3wQo9HIV199Rc+ePfnyyy/58MMPmThxIuHh4bRt25affvqJ+Ph4hg0bxunTp/n0009xdHSkR48ezJgxgzp16rBgwQLS0tI4cOAAcXFxVKlShdmzZ7NmzRo6dOjAX3/9xfz58zlz5gz//ve/CQgI4OGHH2bChAkKj2IVBUgRERERkWJSpUoVduzYUaT93//+N/Hx8UyaNAlvb28efPBB3N3d2b9/P3PmzOGDDz7AZDLh4OAAQI0aNcyB78yZM9SpUweAPn36AHDixAliYmJwcnLi5MmT+Pr68tBDD9GnTx+GDx9Ofn4+4eHhxTRruZ8oQIqIiIiIFJMnnniC2bNns2PHDho2bAjAsmXL8PDwwNvbG5PJxAcffEDv3r0B8Pb2ZsCAAfj6+pKWlsaWLVsAMBj++yiTypUr8+9//5sHH3yQuXPnUrt2bcaNG8e//vUvXFxcGDVqFCaTiX379pGVlcXcuXM5deoUoaGhtGvXDjs7O0wmU/EvhtyTFCBFREREpFSycyx3+cmpd7C/m3F2dmb27NlMmTKF8+fPU1BQQL169XjrrbcACA4O5p133qFFixYAjBo1igkTJpCTk0N2djZjx44t0ufEiRMZM2YMBoOBSpUq8fzzz/PUU0/Rq1cvypcvj6enJ6dOneLBBx/kvffe47PPPsPBwYHXXnsNgCZNmvD6668zb9483Nzc7th6yP3JzlQC/9yQl1fA+fMXbV3GXefm5lQq5lkSae1tR2tvO1p729L62879vvYVjJlkpEQXaXcNnsyFAtt8LMQVtlr7SpVci31MkdJCH+MhIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhV9jIeIiIiIlEqnfppLfsafd6Qve9eqVH580B3pS6QkU4AUERERkVIpP+NPcs8fLdYxjx49So8ePXj00UfNbX5+frzyyivFWofI7VKAFBEREREpRnXr1iU5OdnWZYjcFgVIEREREREbmzZtGlu3bgWge/fuPPfccxw+fJioqCjs7e2pXr06x44dIzk5mWXLlrFgwQIqVKiAg4MDXbt2ZePGjQQGBhIQEEBaWhqxsbHMnTvXxrOS+5ECpIiIiIhIMTp48CDh4eHm10FBQRw9epSlS5eSn59PWFgYLVq0YObMmQwePJi2bduydOlSjh07xtmzZ/nggw/47LPPcHR0pF+/fgCEhISwaNEiAgICSElJITg42FbTk/ucnsIqIiIiIlKMrtzCeuW/M2fO0KxZM+zs7HBwcKBRo0akpaWRlpZGkyZNAGjatCkA//nPf6hTpw7lypXDaDSaj/v5+XHo0CHOnDnDxo0badeunc3mJ/c37UCKiIiISKlk71q1RPRVp04dUlNTef7558nLy+PXX3/l6aefxsfHh19//ZW2bduyfft2AGrVqsWhQ4fIzs7G0dGRHTt24O3tjZ2dHYGBgcTExODv74+Dg8OdmpqIBQVIERERESmVSsrHbrRr147Nmzfz7LPPkpeXR+fOnXn00UeJjIxkzJgxzJs3D1dXV+zt7fHw8OAf//gHYWFhuLm5kZOTg7395X/SBwUFERAQwIoVK2w8I7mfKUCKiIiIiBSTGjVqsHTp0iLto0aNKtL222+/ERMTwwMPPMCyZcvYtm0b+fn5nDp1itTUVAD69OmDl5cXAAUFBTRt2pQ6derc3UlIqaYAKSIiIiJSAnl5eTFs2DDKlSuHwWBgypQp2Nvbc+nSJZ5++mkcHBxo2LAhzZo1Y+3atbz77rvExMTYumy5z9mZTCaTrYv4u7y8As6fv2jrMu46NzenUjHPkkhrbztae9vR2tuW1t927ve1r2DMJCMluki7a/BkLhS42KCi/7LV2leq5FrsY4qUFnoKq4iIiIiIiFhFAVJERERERESsogApIiIiIiIiVlGAFBEREZFSqbAgr0T3J1IS6SmsIiIiIlIqGYwO7Pzszn0W5P/rOfeGxzdt2kRERAR169bFZDKRn59PTEzMPfOxGzk5OXTp0oX169dbtLdv3x5vb28++OADc9tHH33EtGnT2Ldv3y2NsWXLFlxdXalfvz7+/v5s3LjRqrrefvtttm/fjp2dHU5OTkyaNAkvLy/at2/P6tWrKVOmzC3VcXXf15pzaaYdSBERERGRYtKiRQuSk5P55JNPeOWVV5g+fbqtS7ojTp48ydmzZ82vv/vuOypUqHDL/Xz66aecOnXqlq6JiYmhSpUqLFy4kAULFtCrVy8iIiJueWyxzg13IPPy8hgzZgzHjh0jNzeXl156ibp16xIVFYWdnR0PPfQQ48ePx2AwsHTpUhYvXoy9vT0vvfQS7dq1Izs7m5EjR3LmzBmcnZ2JjY3Fw8OjuOYmIiIiIlJipaenU716dQDCw8Nxd3cnPT2duXPnMmHCBA4fPkxhYSERERH4+fmxefNmZsyYgdFopGbNmkyaNIlly5axevVqAA4fPoy/vz+5ubkEBgYSEBBAWloasbGxzJ37393R/fv3M23aNAoLC0lPTyc6OhpfX186duyIr68vf/zxBxUrVmTWrFlkZ2cTGRlJeno6tWrVuu5cOnXqxJo1awgLCyMtLY1atWpx4MABAI4ePcrYsWPJz8/Hzs6O6Oho6tevT1RUFP/5z3/Iyclh4MCB1KpVi++//55du3ZRt25dADIyMnj66adZu3YtRqORuLg4GjRoQJcuXQDIzc1l/fr1TJw40VzLk08+SbNmzSzqu14NV+9yDhs2jNDQUBo0aFBkzjerozS54Q7kypUrcXNzY+HChbz//vu88cYbTJ06lYiICBYuXIjJZGLdunWcPn2a5ORkFi9ezIcffshbb71Fbm4uixYtwsfHh4ULF9KzZ08SEhKKa14iIiIiIiXOzz//THh4OM8++yxjxoyhU6dO5mOBgYHMnz+flJQU3N3dWbBgAQkJCUyaNAmTycS4ceN49913+eSTT6hSpQrLly8nLCyM5ORkXn/9dapVq0ZUVBQhISEsX74cgJSUFIKDgy1qOHjwIKNGjWL+/Pn079+f1NRUAI4cOcLQoUNZsmQJZ8+eZefOnSxfvhwfHx8WLFhAaGjodefVvXt3c5BduXIlgYGB5mPTp08nPDycBQsWMHbsWMaMGUNmZiabNm3i3Xff5f3336egoIAGDRrQunVrRo4cSbVq1QBwdXWladOm/PDDDxQUFLBhwwaeeOIJc9/nz5/H09MTOzs7i3rc3d0tXl+rhuu51pxvVkdpcsMdyM6dO1v8UBuNRnbt2sVjjz0GQJs2bdi4cSMGg4EmTZrg6OiIo6MjtWrVYu/evWzdupUXXnjBfK4CpIiIiIiUZi1atGDGjBkAHDp0iNDQUDZs2ABA7dq1gcs7hFu3bmXHjh0A5Ofnc+bMGU6dOmW+NTM7Oxt/f38A0tLSGD9+PImJiVSoUAE/Pz9iYmI4c+YMGzduZPjw4RY1VK5cmYSEBMqWLUtWVhYuLi7A5dDl5eUFgJeXFzk5ORw4cIDWrVsD0KhRI+ztrx0frlx34sQJtm3bZnELaVpaGs2bNwfg4Ycf5s8//8TFxYVx48Yxbtw4MjMz6dGjx3XXLCQkhOTkZAoLC2nZsiWOjo7mY1d2bU0mk0WIXLVqFZ07d75hDX9nMpkArjvnG9VRmtwwQDo7OwOQmZnJa6+9RkREBLGxseZvjrOzMxkZGWRmZuLq6mpxXWZmpkX7lXOtYTTa4ebmdFsTupcYjYZSMc+SSGtvO1p729Ha25bW33bu97U3XLyIvb2xSLvRaMDN1bbzvt/X/n/l6elp8frKv7G9vb2pWrUqgwcPJjs7m8TERDw8PKhatSoJCQm4urqybt06nJycOH78OCNGjODNN9+kSpUq5n4CAwOJiYnB398fBwcHi3FiYmKIj4+nTp06zJw5k2PHjlmMfzVvb29+++03OnTowO7du8nPz7/ufLp27cq0adNo0qSJRV916tThl19+4YknnmDPnj14enpy6tQpdu3axXvvvUdOTg5t27blqaeews7OzhzkrmjWrBlTpkwhJSWlyHsbHRwcaNWqFcnJyfTr1w+ANWvWkJSUZLELeq0a4HI4z8rKwsHBgYMHD95wzjeqozS56VNYT5w4wcsvv0xYWBiBgYHExcWZj2VlZVG+fHlcXFzIysqyaHd1dbVov3KuNQoKTJw/f/FW53LPcXNzKhXzLIm09rajtbcdrb1taf1t535f+wrGQvLzC4q0FxQUcsHG87bV2leq5Hrzk7j8sRs3e3LqrSgsyMNgdLjhOVduYTUYDGRlZREVFUXZsmUtzgkNDSU6Opq+ffuSmZlJWFgYBoOBsWPHMmjQIEwmE87OzkyfPp3Ro0dz6dIlJk6ciMlkwsvLi+nTpxMUFERAQAArVqwoUkOPHj0YMmQIFStWpGrVqpw7d+669fbp04fRo0fTu3dvvL29i4TRq3Xu3JmYmBg+++wzi/bXX3+dcePGMW/ePPOTZytVqsTp06fp2bMnTk5ODBgwAHt7exo1akR8fDw1atSw6CMwMJA1a9bw0EMPFRl39OjRTJ061Xy7aYUKFZg1a9ZNawDo168fzz77LDVq1DDfNnujOd+ojtLCzvT3iH+Vv/76i/DwcP75z3/y+OOPAzB48GD69++Pn58f//znP2nRogXNmzdnwIABpKSkkJubS0hICCtWrGDBggVkZWXx6quv8sUXX7B582aLN7heT15ewX39P/RX3O//D60k09rbjtbedrT2tqX1t537fe0rGDPJSIku0u4aPJkLBS42qOi/SnqAvJ+dPHmS119/naSkJFuXcke8//77uLu7F3k/Z2mtw5ZuuAM5e/Zs0tPTSUhIML9/cezYsUyePJm33noLb29vOnXqhNFoJDw8nLCwMEwmE8OGDaNMmTL07t2bUaNG0bt3bxwcHHjzzTeLZVIiIiIiIqXV2rVreffdd827bPe6qKgozp07V2RXsbTWYWs33IG0Fe1Ayt2mtbcdrb3taO1tS+tvO/f72msHsijtQIrcPTd9D6SIiIiIlFxGgx0ODtd+iE4lD1cKcvM4eyHbBpWJyP1IAVJERETkXmZnR8HR/xRpLvzrNJeSPsLltShAAVJE7gyDrQsQERERERGRe4MCpIiIiIiUSoUFeSW6P5GSSLewioiIiEipZDA68NMXg+5Yf493s+4zJQ8cOEBcXByXLl3i4sWLtG3blscee4wlS5YwY8aMO1aPyN2gACkiIiIiUkzS09MZPnw4s2bN4sEHH6SgoIChQ4dSqVIlW5cmYhUFSBERERGRYrJu3Tr8/Px48MEHATAajcTGxvLrr7+yefNmAFavXs38+fMxGAw0bdqUyMhI/vzzTyZMmEBOTg7nz5/n5ZdfpkOHDnTv3p0HH3wQR0dH3nrrLRvOTEoLBUgRERERkWJy6tQpatasadHm7OyMg4MDAOfPn2fWrFl8+umnlCtXjpEjR7Jx40bs7Ozo378/fn5+bNu2jVmzZtGhQwcuXrzIkCFDeOSRR2wxHSmFFCBFRERERIpJtWrV2L17t0XbkSNH2LJlCwD/+c9/OHv2LIMGXX5vZlZWFkeOHKFp06YkJiaSkpKCnZ0d+fn55utr165dfBOQUk9PYRURERERKSbt2rXj+++/5z//ufzZnXl5eUybNg13d3cAatSogZeXF/PmzSM5OZm+ffvSqFEj3nnnHZ566ini4uLw8/PDZDKZ+zQY9E96KT7agRQRERGRUqmwIM/qJ6da25/B6HDDc1xcXJg2bRrR0dGYTCaysrJo164dderU4ZdffsHDw4Pnn3+e8PBwCgoKqF69Ol26dKFz587ExMQwZ84cvLy8OHfu3B2rW+RW2Jmu/vNFCZGXV8D58xdtXcZd5+bmVCrmWRJp7W1Ha287Wnvb0vrbzv2+9h6OF0mf+VyRdpeweHK++ByX16I4fTrDBpXZbu0rVXIt9jFFSgvtd4uIiIiIiIhVFCBFRERERETEKgqQIiIiIiIiYhUFSBEREREREbGKAqSIiIiIiIhYRQFSREREREqlgoK8Et2fSEmkz4EUERERkVLJaHTgX2sH3bH+OnS68WdKbtq0iYiICOrWrYvJZCI/P5+YmBjq1Klzx2q4m3JycujSpQvr16+3aG/fvj1eXl4YDAZMJhNubm5MmzYNFxcXq/pcuXIlISEhzJo1C09PT3r37n3T63755Rfee+898vPzuXjxIkFBQfTp04fU1FQOHTpEZGTkbc8zPj4eb29vgoKCbruP+5kCpIiIiIhIMWnRogUzZswA4IcffmD69OnMmTPHxlX97+bNm0eZMmUAiIuLIzU1lX79+t30utOnT7Ns2TJCQkKsHuvIkSNMnjyZDz74AE9PT7Kzs+nXrx81a9a87frFegqQIiIiIiI2kJ6eTvXq1QEIDw/H3d2d9PR05s6dy4QJEzh8+DCFhYVERETg5+fH5s2bmTFjBkajkZo1azJp0iSWLVvG6tWrATh8+DD+/v7k5uYSGBhIQEAAaWlpxMbGMnfuf3dH9+/fz7Rp0ygsLCQ9PZ3o6Gh8fX3p2LEjvr6+/PHHH1SsWJFZs2aRnZ1NZGQk6enp1KpV66ZzKiwsJCMjg9q1a5OZmcnYsWPJyMjg3LlzhISEEBYWZjHXGjVqcPDgQd59911zH2+99RZVqlShT58+XLhwgf79+5Oammo+vmLFCnr27ImnpycAZcuW5cMPP8TJyYkVK1aYz5s3bx5ffPEF9vb2NGvWjJEjR1rscqalpTFhwgSSk5NZu3YtiYmJeHh4kJeXh7e3903rKK0UIEVEREREisnPP/9MeHg4ubm57Nu3z2L3MTAwkCeffJKFCxfi7u7OlClTOHfuHH379uXzzz9n3LhxLFy4kIoVK/L222+zfPlywsLCCAsLY+fOncTExBAVFcWePXtYtGgRAQEBpKSkEBwcbFHDwYMHGTVqFPXq1WPVqlWkpqbi6+vLkSNHSEpKwsvLi9DQUHbu3Mnvv/+Oj48Pw4YNY/v27WzatOma8xowYAAGgwE7OzsaNmxIz5492bdvH926daNjx46cPHmS8PBwwsLCLOZ69OhR9u/fzyuvvMKsWbMACAkJYfjw4fTp04fPP/+cwMBAi7FOnTpF/fr1LdpcXV0tXu/bt4/Vq1ezePFi7O3tefXVV/nmm2+u+32Ji4tj2bJluLm5MWjQIKvqKK0UIEVEREREisnVt7AeOnSI0NBQNmzYAEDt2rWByzuEW7duZceOHQDk5+dz5swZTp06RUREBADZ2dn4+/sDkJaWxvjx40lMTKRChQr4+fkRExPDmTNn2LhxI8OHD7eooXLlyiQkJFC2bFmysrLM71V0d3fHy8sLAC8vL3Jycjhw4ACtW7cGoFGjRtjbXzs+XH0L6xWenp4kJSXx1Vdf4eLiQn5+vvnYlbleS82aNXF2dubgwYOsWrWKhIQEi+PVqlXjzz//tGjbu3cvJpPJ/PrQoUM0atQIBwcHAJo1a8aBAweuOd5ff/2Fi4sL7u7uADRp0sSqOkorPYVVRERERMQGrtyCeYWdnR0A3t7edOvWjeTkZN5//306d+6Mh4cHVatWJSEhgeTkZAYPHoyfnx/Hjx9nxIgRxMXFUaVKFXM/gYGBxMTE4O/vbw5RV8TExPDaa68RGxuLj4+POXhdGf9q3t7e/PbbbwDs3r3bIgTezLx582jcuDHx8fF07tzZIuBdGctgMFBYWFjk2l69epGYmEiVKlXw8PCwONa9e3eWLVvG2bNnAcjKyuKf//wnp06dsqh7x44d5OfnYzKZ2LJlC7Vr16ZMmTKcPn0agF27dgHg5uZGRkaGub+dO3daVUdppR1IERERESmVCgrybvrk1Fvtz2h0uOE5V25hNRgMZGVlERUVRdmyZS3OCQ0NJTo6mr59+5KZmUlYWBgGg4GxY8cyaNAgTCYTzs7OTJ8+ndGjR3Pp0iUmTpyIyWTCy8uL6dOnExQUREBAgMV7Aq/o0aMHQ4YMoWLFilStWpVz585dt94+ffowevRoevfujbe3d5EweiPt2rVjwoQJrFq1Cjc3N4xGI7m5uRbnVKxYkby8POLi4izWoUOHDkyaNIm4uLgi/daoUYORI0fyyiuvYDQaycrKIjg4mLZt25rfo1ivXj26dOlC7969KSwspGnTpnTo0IGjR48SERHBli1baNCgAQD29vZMnTqVgQMHUqFCBYtd1hvVUVrZma7+U0AJkZdXwPnzF21dxl3n5uZUKuZZEmntbUdrbztae9vS+tvO/b72Ho4XSZ/5XJF2l7B4cr74HJfXojh9OsMGldlu7StVcr35Sfe5kydP8vrrr5OUlGTrUm7LpUuX6Nu3L8uWLcNgsN1NkyWljpJEqyAiIiIich9Zu3YtL7zwAiNGjLB1Kbdl27Zt9OrViyFDhtg0tJWUOkoa3cIqIiIiInIf6dSpE506dbJ1GbfN19eXVatW2bqMElNHSaMoLSIiIiIiIlZRgBQRERERERGrKECKiIiIiIiIVRQgRURERKRUKijIK9H9iZREeoiOiIiIiJRKRqMDqf8adMf6C+pw48+U3LRpExEREdStWxeTyUR+fj4xMTHUqVPnjtVwN+Xk5NClSxfWr19v0Z6Xl8ecOXP48ccfMRqN2NvbExERQaNGjWxUKRw/fpy9e/fSvn17m9Vwv1KAFBEREREpJi1atGDGjBkA/PDDD0yfPp05c+bYuKr/zcyZMykoKOCTTz7BYDBw7NgxXnzxRRITE6lZs6ZNavr55585dOiQAuRdoAApIiIiImID6enpVK9eHYDw8HDc3d1JT09n7ty5TJgwgcOHD1NYWEhERAR+fn5s3ryZGTNmYDQaqVmzJpMmTWLZsmWsXr0agMOHD+Pv709ubi6BgYEEBASQlpZGbGwsc+f+d3d0//79TJs2jcLCQtLT04mOjsbX15eOHTvi6+vLH3/8QcWKFZk1axbZ2dlERkaSnp5OrVq1rjmPlStXsm7dOvNnJVavXp2wsDCWL19OVlYW9evX5+mnn+b06dO8+OKLpKam8uabb7JlyxZMJhPPP/88Xbp0sViDhIQExo4dy/Hjx8nLy2PcuHE89NBDjB07loyMDM6dO0dISAhhYWEsWLCAzz77DIPBgK+vL5GRkcydO5fs7GyaNGnCE088cZe/k6WLAqSIiIiISDH5+eefCQ8PJzc3l3379lnsPgYGBvLkk0+ycOFC3N3dmTJlCufOnaNv3758/vnnjBs3joULF1KxYkXefvttli9fTlhYGGFhYezcuZOYmBiioqLYs2cPixYtIiAggJSUFIKDgy1qOHjwIKNGjaJevXqsWrWK1NRUfH19OXLkCElJSXh5eREaGsrOnTv5/fff8fHxYdiwYWzfvp1NmzZZ9HXmzBkqVKiAvb1lrKhZsyY7duzgH//4BxMnTuTpp59mxYoVBAUF8d1333H06FEWL15MTk4OvXr1wt/f32IN5s+fT/Xq1ZkxYwb79+/nxx9/xNHRkW7dutGxY0dOnjxJeHg4YWFhpKamMm7cOBo3bszChQsxmUwMGjSIQ4cOKTzeBQqQIiIiIiLF5OpbWA8dOkRoaCgbNmwAoHbt2sDlHcKtW7eyY8cOAPLz8zlz5gynTp0iIiICgOzsbHPoSktLY/z48SQmJlKhQgX8/PyIiYnhzJkzbNy4keHDh1vUULlyZRISEihbtixZWVm4uLgA4O7ujpeXFwBeXl7k5ORw4MABWrduDUCjRo2KBEVXV1cuXLhAfn6+xbHDhw/j5eVFnTp1KCgo4NixY3z55ZfMnz+fJUuWsGvXLsLDw83zO378uMUaHDp0iDZt2gDg4+ODj48PJ0+eJCkpia+++goXFxfy8/MBmDp1KvPmzSM+Pp7GjRtjMplu/xskN6UAKSIiIiJiA56enhav7ezsAPD29qZq1aoMHjyY7OxsEhMT8fDwoGrVqiQkJODq6sq6detwcnLi+PHjjBgxgjfffJMqVaqY+wkMDCQmJgZ/f38cHBwsxomJiSE+Pp46deowc+ZMjh07ZjH+1by9vfntt9/o0KEDu3fvNoe2KxwdHenSpQszZsxgxIgRGAwGjhw5wsKFC827q8HBwcTFxVG3bl3Kly+Pt7c3fn5+vPHGGxQWFpKQkECNGjUsaqhTpw47d+6kQ4cOHDlyhLfffhtPT08aN25MWFgYP//8M9999x0AS5cuZeLEiZQpU4aBAwfy66+/YjAYKCws/J++P3JtCpAiIiIiUioVFOTd9Mmpt9qf0ehww3Ou3MJqMBjIysoiKiqKsmXLWpwTGhpKdHQ0ffv2JTMzk7CwMAwGA2PHjmXQoEGYTCacnZ2ZPn06o0eP5tKlS0ycOBGTyYSXlxfTp08nKCiIgIAAVqxYUaSGHj16MGTIECpWrEjVqlU5d+7cdevt06cPo0ePpnfv3nh7excJowCRkZHMmjWLXr164eDggKOjI5MnTzY/QKdz587ExMSQmJgIQPv27dm8eTNhYWFcvHiRDh06mHdBr16DMWPG0LdvXwoKChgzZgxZWVlMmDCBVatW4ebmhtFoJDc3l3r16hEcHIy7uztVqlShUaNGuLi4kJiYyKOPPkq3bt1u+D2RW2NnKoF7vHl5BZw/f9HWZdx1bm5OpWKeJZHW3na09rajtbctrb/t3O9r7+F4kfSZzxVpdwmLJ+eLz3F5LYrTpzNsUJnt1r5SJddiH7OkOXnyJK+//jpJSUm2LkXuMwZbFyAiIiIiInfO2rVreeGFFxgxYoStS5H7kG5hFRERERG5j3Tq1IlOnTrZugy5T2kHUkRERERERKyiACkiIiIiIiJWUYAUERERERERqyhAioiIiEiplF+YV6L7EymJ9BAdERERESmV7A0OfPDtoDvW3wsBN/5MyU2bNrF48WJmzJhhbouPj8fb25ugoKDbGnPPnj2sW7eOV155xaJ92LBhhIaG4ufnd1v9Xi0nJ4cuXbqwfv16i/b27dvj7e3NBx98YG776KOPmDZtGvv27bulMbZs2YKrqyv169fH39+fjRs3WlXX22+/zfbt27Gzs8PJyYlJkybh5eVF+/btWb16NWXKlLmlOq7u+1pzFu1AioiIiIjcsx5++OEi4bE4nTx5krNnz5pff/fdd1SoUOGW+/n00085derULV0TExNDlSpVWLhwIQsWLKBXr15ERETc8thya7QDKSIiIiJiY3/fnbyyCxcVFYW9vT3Hjx8nNzeXrl278s0333DixAkSEhI4ceKE+boFCxawbNkyKlWqxJkzZ4qMsX//fqZNm0ZhYSHp6elER0fj6+tLx44d8fX15Y8//qBixYrMmjWL7OxsIiMjSU9Pp1atWtetu1OnTqxZs4awsDDS0tKoVasWBw4cAODo0aOMHTuW/Px87OzsiI6Opn79+kRFRfGf//yHnJwcBg4cSK1atfj+++/ZtWsXdevWBSAjI4Onn36atWvXYjQaiYuLo0GDBnTp0gWA3Nxc1q9fz8SJE821PPnkkzRr1syivuvVcPUu55Xd2gYNGhSZ883qKI20AykiIiIiUkx+/vlnwsPDzf99/vnnN72mevXqzJs3D29vb44ePcr7779Px44dLW6vzMjI4OOPP2bp0qUkJCSQl1f0/ZgHDx5k1KhRzJ8/n/79+5OamgrAkSNHGDp0KEuWLOHs2bPs3LmT5cuX4+Pjw4IFCwgNDb1ubd27d2f16tUArFy5ksDAQPOx6dOnEx4ezoIFCxg7dixjxowhMzOTTZs28e677/L+++9TUFBAgwYNaN26NSNHjqRatWoAuLq60rRpU3744QcKCgrYsGEDTzzxhLnv8+fP4+npiZ2dnUU97u7uFq+vVcP1XGvON6ujNNIOpIiIiIhIMWnRokWR90Bei8lkMn/9yCOPAFC+fHm8vb3NX+fm5prPOXToEHXr1sXR0RGAhg0bFumzcuXKJCQkULZsWbKysnBxcQEuhy4vLy8AvLy8yMnJ4cCBA7Ru3RqARo0aYW9/7dhw5boTJ06wbds2i1tI09LSaN68OXD5Vts///wTFxcXxo0bx7hx48jMzKRHjx7XWypCQkJITk6msLCQli1bmud2peb09HRMJpNFiFy1ahWdO3e+YQ1/d2WtrzfnG9VRGmkHUkRERETExsqUKcPp06cBOHbsGBcuXDAf+/su27XUrFmTgwcPkp2dTUFBAXv27ClyTkxMDK+99hqxsbH4+PiYg9O1+vf29ua3334DYPfu3eTn51937K5duzJt2jSaNGli0VedOnX45ZdfgMsP+/H09OTUqVPs2rWL9957j7lz5xIXF2e+vfTq0AzQrFkzjhw5QkpKCsHBwRbHHBwcaNWqFcnJyea2NWvWkJSUhIODww1rAMjPzycrK4vc3FwOHjx4wznfqI7SSDuQIiIiIlIq5Rfm3fTJqbfan73B4eYnXkODBg1wdXUlJCSEOnXqUKNGjVu63sPDg6FDhxIaGoqHhwflypUrck6PHj0YMmQIFStWpGrVqpw7d+66/fXp04fRo0fTu3dvvL29LULZ33Xu3JmYmBg+++wzi/bXX3+dcePGMW/ePPLz84mJiaFSpUqcPn2anj174uTkxIABA7C3t6dRo0bEx8cXmXdgYCBr1qzhoYceKjLu6NGjmTp1qvl20woVKjBr1qyb1gDQr18/nn32WWrUqGG+bfZGc75RHaWNnenvUb8EyMsr4Pz5i7Yu465zc3MqFfMsibT2tqO1tx2tvW1p/W3nfl97D8eLpM98rki7S1g8OV98jstrUZw+nWGDymy39pUquRb7mHJ3vP/++7i7u9t856+k1FESaAdSRERERERKnKioKM6dO1dkV7G01lFSKECKiIiIiEiJM23aNFuXAJScOkoKPURHRERERERErKIAKSIiIiIiIlbRLawiIiIicscYjdqfELmfKUCKiIiIyB1hNBrI2ZVMbvqfOJavimuLf9i6pBvKK8zD4TY/dqM4+hMpiRQgRURERO4xHhXKYnS8HFQKLlzEYCj6QfB2BnB0NBZ3aeSm/0nuuSPFPu7tcDA4MG7joDvW3xv+N/5MyU2bNrF48WJmzJhhbouPj8fb25ugoKDbGnPPnj2sW7eOV155xaJ92LBhhIaG4ufnd1v9Xi0nJ4cuXbqwfv16i/b27dvj5eWFwWDAZDLh5ubGtGnTcHFxsarPlStXEhISwqxZs/D09KR37943ve6XX37hvffeIz8/n4sXLxIUFESfPn1ITU3l0KFDREZG3vY8/9fvRWmhACkiIiJyjzE6OpD59icAlOv/JKbs3CLnmHLzyT9yEsfiLk6K1cMPP8zDDz9ss/HnzZtHmTJlAIiLiyM1NZV+/frd9LrTp0+zbNkyQkJCrB7ryJEjTJ48mQ8++ABPT0+ys7Pp168fNWvWvO365dYpQIqIiIiI2Njfdyf9/f3ZuHEjUVFR2Nvbc/z4cXJzc+natSvffPMNJ06cICEhgRMnTpivW7BgAcuWLaNSpUqcOXOmyBj79+9n2rRpFBYWkp6eTnR0NL6+vnTs2BFfX1/++OMPKlasyKxZs8jOziYyMpL09HRq1ap10/oLCwvJyMigdu3aZGZmMnbsWDIyMjh37hwhISGEhYURHh6Ou7s76enp1KhRg4MHD/Luu++a+3jrrbeoUqUKffr04cKFC/Tv35/U1FTz8RUrVtCzZ088PT0BKFu2LB9++CFOTk6sWLHCfN68efP44osvsLe3p1mzZowcOdJilzMtLY0JEyaQnJzM2rVrSUxMxMPDg7y8PLy9vW9aR2mndzmLiIiIiBSTn3/+mfDwcPN/n3/++U2vqV69OvPmzcPb25ujR4/y/vvv07FjR4tbSjMyMvj4449ZunQpCQkJ5OXlFenn4MGDjBo1ivnz51uEoiNHjjB06FCWLFnC2bNn2blzJ8uXL8fHx4cFCxYQGhp63doGDBhAeHg4zz//POXLl6dnz54cPnyYbt26MW/ePGbPns38+fPN5wcGBjJ//nwGDx5M3bp1LW69DQkJ4bPPPgPg888/JzAw0GKsU6dOUaNGDYs2V1dXjMb/3qq9b98+Vq9ezeLFi1m8eDGHDx/mm2++uW79cXFxfPTRR3z44YeULVvWqjpKO+1AioiIiIgUkxYtWhR5D+S1mEwm89ePPPIIAOXLl8fb29v8dW7uf29dPnToEHXr1sXR8fJNyw0bNizSZ+XKlUlISKBs2bJkZWWZ36vo7u6Ol5cXAF5eXuTk5HDgwAFat24NQKNGjbC3v3ZsuPoW1is8PT1JSkriq6++wsXFhfz8fPOx2rVrX7MfgJo1a+Ls7MzBgwdZtWoVCQkJFserVavGn3/+adG2d+9ei7U6dOgQjRo1wsHh8nuEmzVrxoEDB6453l9//YWLiwvu7u4ANGnSxKo6SjvtQIqIiIiI2FiZMmU4ffo0AMeOHePChQvmY3Z2RR+S9Hc1a9bk4MGDZGdnU1BQwJ49e4qcExMTw2uvvUZsbCw+Pj7m4HWt/r29vfntt98A2L17t0UIvJl58+bRuHFj4uPj6dy5s0XAuzKWwWCgsLCwyLW9evUiMTGRKlWq4OHhYXGse/fuLFu2jLNnzwKQlZXFP//5T06dOmVR944dO8jPz8dkMrFlyxZq165tsb67du0CwM3NjYyMDHN/O3futKqO0k47kCIiIiJSKuUV5t30yam32t/tfoxHgwYNcHV1JSQkhDp16hS5VfNmPDw8GDp0KKGhoXh4eFCuXLki5/To0YMhQ4ZQsWJFqlatyrlz567bX58+fRg9ejS9e/fG29vbvKNnjXbt2jFhwgRWrVqFm5sbRqPRYrcUoGLFiuTl5REXF2e+dRSgQ4cOTJo0ibi4uCL91qhRg5EjR/LKK69gNBrJysoiODiYtm3bmm/HrVevHl26dKF3794UFhbStGlTOnTowNGjR4mIiGDLli00aNAAAHt7e6ZOncrAgQOpUKGCxS7rjeoo7exMV/9JoITIyyvg/PmLti7jrnNzcyoV8yyJtPa2o7W3Ha29bWn9bed+XPtKlVwtnsKaER9W5Bznvm+S9/EnOMXEc/p0RrHUZTQayPgpjtxzR3B0r0m1juNssvaVKrkW+5hyZ1y6dIm+ffuybNkyDAbb3SxZUuooibQaIiIiIiJic9u2baNXr14MGTLEpqGtpNRRUukWVhERERERsTlfX19WrVpl6zJKTB0llSK1iIiIiIiIWEUBUkRERERERKyiACkiIiIiIiJWUYAUERERkVIpr9D6zza0RX8iJZEeoiMiIiIipZKDwZ5BP06/Y/3Nbfn6DY/369ePyMhIGjZsSG5uLo8//jhDhgxh4MCBAPTt25fo6GjmzJlDbGwsjo6ONx1z2LBhhIaG4ufnd0fm8Hc5OTl06dKF9evXW7SHh4dz6dIli8+b/PDDD62qWe5tCpAiIiIiIsWgVatW/PLLLzRs2JCtW7fSqlUrvv32WwYOHEhOTg4nTpygfv36zJgxw9alWiU2NpY6derYugwpZgqQIiIiIneZR4WyGB0dbnpeQW4eZy9kF0NFYgstW7YkISGBAQMG8N133xESEkJ8fDwZGRns2rWLxx57DID27duzevVqxo8fj6OjI8eOHePUqVNMmzaNRx99lAULFrBs2TIqVarEmTNnABgxYgSBgYEEBASQlpZGbGwsc+fONY+9f/9+pk2bRmFhIenp6URHR+Pr60vHjh3x9fXljz/+oGLFisyaNYvs7GwiIyNJT0+nVq1atzTHjRs38vbbb1OmTBnc3NyYMmUKrq6uTJw4kd9//x1PT0+OHTtGYmIiBQUFREVFYW9vT/Xq1Tl27BgvvvgiS5cuZebMmQCEhoYyc+ZMKleufIe+C/K/UoAUERERucuMjg5kvv3JTc9ziegLKEDerx555BEOHTqEyWRiy5YtDB8+nMcff5wff/yRffv20bp16yLXVKtWjUmTJrF06VKWLFnCyJEj+fjjj1m1ahV2dnYEBQUBEBISwqJFiwgICCAlJYXg4GCLfg4ePMioUaOoV68eq1atIjU1FV9fX44cOUJSUhJeXl6Ehoayc+dOfv/9d3x8fBg2bBjbt29n06ZN15zPqFGjzLew9ujRg+DgYMaNG8eiRYuoUqUKSUlJJCYm0rRpU86fP09KSgpnz56lY8eOAEyfPp3BgwfTtm1bli5dyrFjx/D392fy5MlcuHCB06dP4+7urvBYwihAioiIiIgUA4PBQP369dmwYQOVKlXC0dGRNm3a8O2337J371769etX5JqHH34YgKpVq7Jt2zYOHTpE3bp1ze81bNiwIQB+fn7ExMRw5swZNm7cyPDhwy36qVy5MgkJCZQtW5asrCxcXFwAcHd3x8vLCwAvLy9ycnI4cOCAOcw2atQIe/trR4a/38J69uxZXFxcqFKlCgDNmzfnrbfewt3dncaNGwPg4eGBt7c3AGlpaTRp0gSApk2bmkNxjx49+Pzzzzl69GiRICy2p6ewioiIiIgUE39/f+bMmWMOaE2bNmX37t0AuLm5FTnfzs7O4nXNmjU5ePAg2dnZFBQUsGfPHvN5gYGBxMTE4O/vj4OD5S3TMTExvPbaa8TGxuLj44PJZLpm/wDe3t789ttvAOzevZv8fOueLuvu7k5mZianTp0CYPPmzTz44IM89NBD5v4uXLjAv//9bwB8fHz49ddfAdi+fbu5n2eeeYY1a9awZcsW2rZta9XYUny0AykiIiIipVJeYf5Nn5x6q/05GG78z+uWLVsSHR3N9OmXn/7q6OiIq6srjzzyiFVjeHh4MHToUEJDQ/Hw8LB4CmpQUBABAQGsWLGiyHU9evRgyJAhVKxYkapVq3Lu3LnrjtGnTx9Gjx5N79698fb2LhJGr8fOzo7Jkyfz6quvYmdnR4UKFZg6dSru7u5s2LCB0NBQPD09KVu2LA4ODkRGRjJmzBjmzZuHq6ureaezSpUqODs707hx4+vufort6DsiIiIiIqXSzcLe3eivevXq7Nu3z6ItISHB4vWVj8yYNm2aua1Nmza0adMGgK5du9K1a9cifRcUFNC0adNrPhm1f//+9O/fv0j7xo0bzV9f/fTXuLi4G84jOTn5mu0tW7akZcuWFm1paWk0a9aM8ePHc+7cObp37467uztr1qwhJiaGBx54gGXLlrFt2zbzNSaTSbevllAKkCIiIiIi97i1a9fy7rvvEhMTY+tSivDy8iI+Pp6kpCQKCgqIjIzE0dERLy8vhg0bRrly5TAYDEyZMoXs7GzCwsJo3bo1DzzwgK1Ll2tQgBQRERERucd16tSJTp062bqMa3JyciIxMbFIe/PmzUlNTS3Sfq02KTn0EB0RERERERGxigKkiIiIiIiIWEUBUkRERERERKyiACkiIiIipVJeoXWfb2ir/kRKIj1ER0RERERKJQeDPYM3zr9j/c32f/6Gx/v160dkZCQNGzYkNzeXxx9/nCFDhjBw4EAA+vbtS3R0NHPmzCE2NhZHR8ebjjls2DBCQ0Px8/O7E1MoIicnhy5dupg/WuSKvLw85syZw48//ojRaMTe3p6IiAgaNWp0V+qwxvHjx9m7dy/t27e3WQ2lgXYgRURERESKQatWrfjll18A2Lp1K61ateLbb78FLge1EydOUL9+fWbMmGFVeLSlmTNncvHiRT755BOSk5OZPHkyY8eO5ciRIzar6eeff7b4LEm5O7QDKSIiIiJSDFq2bElCQgIDBgzgu+++IyQkhPj4eDIyMti1axePPfYYAO3bt2f16tWMHz8eR0dHjh07xqlTp5g2bRqPPvooCxYsYNmyZVSqVIkzZ84AMGLECAIDAwkICCAtLY3Y2Fjmzp1rHnv//v1MmzaNwsJC0tPTiY6OxtfXl44dO+Lr68sff/xBxYoVmTVrFtnZ2URGRpKenk6tWrWuOZeVK1eybt06DIbL+1HVq1cnLCyM5cuXk5WVRf369Xn66ac5ffo0L774Iqmpqbz55pts2bIFk8nE888/T5cuXQgPD8fd3Z309HQSEhIYO3Ysx48fJy8vj3HjxvHQQw8xduxYMjIyOHfuHCEhIYSFhbFgwQI+++wzDAYDvr6+REZGMnfuXLKzs2nSpAlPPPHEXf5ull7agRQRERERKQaPPPIIhw4dwmQysWXLFh577DEef/xxfvzxRzZv3kzr1q2LXFOtWjU+/PBDwsPDWbJkCRkZGXz88ccsXbqUhIQE8vLyAAgJCWH58uUApKSkEBwcbNHPwYMHGTVqFPPnz6d///7mz1o8cuQIQ4cOZcmSJZw9e5adO3eyfPlyfHx8WLBgAaGhoUVqOnPmDBUqVMDe3nIvqmbNmhw/fpxevXqZa1mxYgVBQUF89913HD16lMWLF/Pxxx8ze/Zs0tPTAQgMDGT+/PksXbqU6tWrs2TJEqZNm8b27ds5fPgw3bp1Y968ecyePZv58+cDlz8rcuzYsSxZsoSaNWtiMpkYNGgQ3bt3V3i8y7QDKSIiIiJSDAwGA/Xr12fDhg1UqlQJR0dH2rRpw7fffsvevXvp169fkWsefvhhAKpWrcq2bds4dOgQdevWNd/i2rBhQwD8/PyIiYnhzJkzbNy4keHDh1v0U7lyZRISEihbtixZWVm4uLgA4O7ujpeXFwBeXl7k5ORw4MABc5ht1KhRkaDo6urKhQsXyM/Ptzh2+PBhvLy8qFOnDgUFBRw7dowvv/yS+fPns2TJEnbt2kV4eDgA+fn5HD9+HIDatWsDcOjQIdq0aQOAj48PPj4+nDx5kqSkJL766itcXFzIz7/8oKKpU6cyb9484uPjady4MSaT6ba+J3LrtAMpIiIiIlJM/P39mTNnjjmgNW3alN27dwPg5uZW5Hw7OzuL1zVr1uTgwYNkZ2dTUFDAnj17zOcFBgYSExODv78/Dg4OFtfFxMTw2muvERsbi4+Pjzlw/b1/AG9vb3777TcAdu/ebQ5tVzg6OtKlSxdmzJhBYWEhcHknc+HChQQFBQEQHBxMXFwcdevWpXz58nh7e+Pn50dycjJJSUl06dKFGjVqWNRQp04ddu7cae5vxIgRzJs3j8aNGxMfH0/nzp3NdS9dupSJEyfyySefsGfPHn799VcMBoO5Hrl7tAMpIiIiIqVSXmH+TZ+ceqv9ORhu/M/rli1bEh0dzfTp04HLYczV1ZVHHnnEqjE8PDwYOnQooaGheHh4UK5cOfOxoKAgAgICWLFiRZHrevTowZAhQ6hYsSJVq1bl3Llz1x2jT58+jB49mt69e+Pt7V0kjAJERkYya9YsevXqhYODA46OjkyePJmaNWsC0LlzZ2JiYkhMTAQuv69z8+bNhIWFcfHiRTp06GDeBb0iNDSUMWPG0LdvXwoKChgzZgxZWVlMmDCBVatW4ebmhtFoJDc3l3r16hEcHIy7uztVqlShUaNGuLi4kJiYyKOPPkq3bt2sWk+5dXamErjfm5dXwPnzF21dxl3n5uZUKuZZEmntbUdrbztae9vS+tuONWvvUaEsRsei/0i+oiA3j7MXsm+7hkqVXMl8+5ObnucS0ZfTpzNuqb9y/Z8kIz6syDnOfd8k7+NPcIqJt6rPO8FoNJDxUxy5547g6F6Tah3H2eTnvlIl12IfsyQ4efIkr7/+OklJSbYuRe5j2oEUERGRUs/o6EDmzGnXPe7yWhRw+wFS5G5bu3Yt7777LjExMbYuRe5zCpAiIiIiIve4Tp060alTJ1uXIaWAHqIjIiIiIiIiVlGAFBEREREREasoQIqIiIiIiIhV9B5IERERERty6t8DQ4Xy5td/f4Lo//oEWLm+vMICHAzGEtufSEmkACkiIiJiQ4YK5bk4NhIA+5pVyM0tsDiuJ8DePQ4GI4O///SO9Te79TM3PL5p0yYiIiKoW7cuJpOJ/Px8YmJiqFOnzh2r4W7KycmhS5curF+/3qI9PDycS5cuWXwm5Ycffoijo2NxlyjFwKoAuX37duLj40lOTmbXrl0MHjyYBx98EIDevXvTtWtXli5dyuLFi7G3t+ell16iXbt2ZGdnM3LkSM6cOYOzszOxsbF4eHjczfmIiIiIiJRYLVq0YMaMGQD88MMPTJ8+nTlz5ti4qv9dbGzsPROE5X9z0wD5/vvvs3LlSvNfFHbv3k3//v0ZMGCA+ZzTp0+TnJzMp59+Sk5ODmFhYfj7+7No0SJ8fHx49dVX+eKLL0hISCA6OvruzUZERERE5B6Rnp5O9erVgcu7eO7u7qSnpzN37lwmTJjA4cOHKSwsJCIiAj8/PzZv3syMGTMwGo3UrFmTSZMmsWzZMlavXg3A4cOH8ff3Jzc3l8DAQAICAkhLSyM2Npa5c+eax92/fz/Tpk2jsLCQ9PR0oqOj8fX1pWPHjvj6+vLHH39QsWJFZs2aRXZ2NpGRkaSnp1OrVq1bmt/GjRt5++23KVOmDG5ubkyZMgVXV1cmTpzI77//jqenJ8eOHSMxMZGCggKioqKwt7enevXqHDt2jBdffJGlS5cyc+ZMAEJDQ5k5cyaVK1e+Q98BuR03DZC1atVi1qxZvP766wD8/vvv/PHHH6xbt44HHniAMWPGsGPHDpo0aYKjoyOOjo7UqlWLvXv3snXrVl544QUA2rRpQ0JCwt2djYiIiIhICfbzzz8THh5Obm4u+/bts9h9DAwM5Mknn2ThwoW4u7szZcoUzp07R9++ffn8888ZN24cCxcupGLFirz99tssX76csLAwwsLC2LlzJzExMURFRbFnzx4WLVpEQEAAKSkpBAcHW9Rw8OBBRo0aRb169Vi1ahWpqan4+vpy5MgRkpKS8PLyIjQ0lJ07d/L777/j4+PDsGHD2L59O5s2bbrmvEaNGmXecOrRowfBwcGMGzeORYsWUaVKFZKSkkhMTKRp06acP3+elJQUzp49S8eOHQGYPn06gwcPpm3btixdupRjx47h7+/P5MmTuXDhAqdPn8bd3V3hsQS4aYDs1KkTR48eNb9u2LAhISEhNGjQgMTERN577z3q16+Pq+t/3/Dt7OxMZmYmmZmZ5nZnZ2cyMjKsKspotMPNzelW53LPMRoNpWKeJZHW3na09rajtbctrb/tWLv29vY3fjj9//r9s7e//sNVDHY3ruNaY1v0Z1fkMHZ2/+23OH/2LhkNFNobsTca9HN/DVffwnro0CFCQ0PZsGEDALVr1wYu7xBu3bqVHTt2AJCfn8+ZM2c4deoUERERAGRnZ+Pv7w9AWloa48ePJzExkQoVKuDn50dMTAxnzpxh48aNDB8+3KKGypUrk5CQQNmyZcnKysLFxQUAd3d3vLy8APDy8iInJ4cDBw7QunVrABo1aoS9/bXjw99vYT179iwuLi5UqVIFgObNm/PWW2/h7u5O48aNAfDw8MDb29s8hyZNmgDQtGlTVq1ahZ2dHT169ODzzz/n6NGjRYKw2MYtP0TnySefpHz58uav33jjDZo1a0ZWVpb5nKysLFxdXXFxcTG3Z2Vlma+7mYICE+fPX7zV0u45bm5OpWKeJZHW3na09rajtbctrb/tWLP2lSq5kp9feMNz/pfv3+X+C657vNB0+f8a4Jp1/H3sq/tzADAV7dNk+m+/xfWzZzQayC8oJD+/AENBIQUFhTb5uf/7k2xLKk9PT4vXdnaXE7+3tzdVq1Zl8ODBZGdnk5iYiIeHB1WrViUhIQFXV1fWrVuHk5MTx48fZ8SIEbz55pvmsGZnZ0dgYCAxMTH4+/vj4OBgMU5MTAzx8fHUqVOHmTNncuzYMYvxr+bt7c1vv/1Ghw4d2L17N/n5+VbNzd3dnczMTE6dOkXlypXZvHkzDz74IA899BArVqwA4MKFC/z73/8GwMfHh19//ZW2bduyfft2cz/PPPMMkZGRXLp0iREjRlg1ttxdtxwgBw4cyLhx42jYsCE//fQTjz76KA0bNuTtt98mJyeH3Nxc0tLS8PHxwdfXl++++46GDRuyYcMGmjZtejfmICIiIiJyy/IKC2765NRb7e9mH+Nx5RZWg8FAVlYWUVFRlC1b1uKc0NBQoqOj6du3L5mZmYSFhWEwGBg7diyDBg3CZDLh7OzM9OnTGT16NJcuXWLixImYTCa8vLyYPn06QUFBBAQEmMPa1Xr06MGQIUOoWLEiVatW5dy5c9ett0+fPowePZrevXvj7e1dJIxej52dHZMnT+bVV1/Fzs6OChUqMHXqVNzd3dmwYQOhoaF4enpStmxZHBwciIyMZMyYMcybNw9XV1fzTmeVKlVwdnamcePG1939lOJ1y9+FCRMm8MYbb+Dg4ICnpydvvPEGLi4uhIeHExYWhslkYtiwYZQpU4bevXszatQoevfujYODA2+++ebdmIOIiIiIyC2705/ZeLP+/Pz8+Omnn655LDk52fy1o6Mj06dPL3JOq1ataNWqlUXb1Q/HuVpBQQFNmza95pNR+/fvT//+/Yu0b9y40fz1ldtsAeLi4q45xrVqv1rLli1p2bKlRVtaWhrNmjVj/PjxnDt3ju7du+Pu7s6aNWuIiYnhgQceYNmyZWzbts18jclk0u2rJYhVAbJGjRosXboUgEcffZTFixcXOadXr1706tXLoq1cuXLmpyaJiIiIiMjdt3btWt59911iYmJsXUoRXl5exMfHk5SUREFBAZGRkTg6OuLl5cWwYcMoV64cBoOBKVOmkJ2dTVhYGK1bt+aBBx6wdenyf7QPLCIiIiJyH+nUqROdOnWydRnX5OTkRGJiYpH25s2bk5qaWqT9Wm1iWzd+3JiIiIiIiIjI/1GAFBEREREREasoQIqIiIiIiIhVFCBFREREpFTKK7z+Z3OWhP5ESiI9REdERERESiUHg5GXNqy+Y/0ltulyw+P9+vUjMjKShg0bkpuby+OPP86QIUMYOHAgAH379iU6Opo5c+YQGxuLo6PjTcccNmwYoaGh+Pn53ZE5/F1OTg5dunRh/fr1Fu3t27fHy8sLg8GAyWTCzc2NadOm4eLiYlWfK1euJCQkhFmzZuHp6Unv3r1vet0vv/zCe++9R35+PhcvXiQoKIg+ffqQmprKoUOHiIyMvO15xsfH4+3tTVBQ0G33UVpoB1JEREREpBi0atWKX375BYCtW7fSqlUrvv32W+ByqDpx4gT169dnxowZVoVHW5s3bx7Jycl88sknPPDAA1Y/MfX06dMsW7bslsY6cuQIkydPJi4ujuTkZBYsWMCKFSvYsGHD7ZQu/wMFSBERERGRYtCyZUtzgPzuu+8ICQkhIyODjIwMfv31Vx577DHg8u5eTk4OUVFR/POf/2TgwIEEBgaya9cuABYsWEDPnj35xz/+weHDhwEYMWKEOYympaUxaNAgi7H379/PgAEDeP755wkKCmLbtm0AdOzYkaioKJ599lmGDBlCQUEBWVlZvPTSS/Tp04cJEybcdF6FhYVkZGTg5OREZmYmQ4cOZcCAATz99NMsXLgQgPDwcF577TWef/55Zs+ezcGDB3n33XfNfbz11lssWLAAgAsXLhTZCVyxYgU9e/bE09MTgLJly/Lhhx/i7+9vcd68efN45plnePbZZ4mLiwNg1qxZLFq0yLw24eHhwOXPy+zZsycDBgxg+/btVtUhCpAiIiIiIsXikUce4dChQ5hMJrZs2cJjjz3G448/zo8//sjmzZtp3bp1kWuqVavGhx9+SHh4OEuWLCEjI4OPP/6YpUuXkpCQQF5eHgAhISEsX74cgJSUFIKDgy36OXjwIKNGjWL+/Pn079/fvFt45MgRhg4dypIlSzh79iw7d+5k+fLl+Pj4sGDBAkJDQ687nwEDBhAeHs7zzz9P+fLl6dmzJ4cPH6Zbt27MmzeP2bNnM3/+fPP5gYGBzJ8/n8GDB1O3bl1eeeUV87GQkBA+++wzAD7//HMCAwMtxjp16hQ1atSwaHN1dcVoNJpf79u3j9WrV7N48WIWL17M4cOH+eabb65bf1xcHB999BEffvghZcuWtaoO0XsgRURERESKhcFgoH79+mzYsIFKlSrh6OhImzZt+Pbbb9m7dy/9+vUrcs3DDz8MQNWqVdm2bRuHDh2ibt265ltcGzZsCICfnx8xMTGcOXOGjRs3Mnz4cIt+KleuTEJCAmXLliUrK8v8XkV3d3e8vLwA8PLyIicnhwMHDpjDbKNGjbC3v3ZkmDdvHmXKlLFo8/T0JCkpia+++goXFxfy8/PNx2rXrn3dtalZsybOzs4cPHiQVatWkZCQYHG8WrVq/PnnnxZte/fuxWQymV8fOnSIRo0a4eDgAECzZs04cODANcf766+/cHFxwd3dHYAmTZpYVYdoB1JEREREpNj4+/szZ84cc0Br2rQpu3fvBsDNza3I+XZ2dhava9asycGDB8nOzqagoIA9e/aYzwsMDCQmJgZ/f39ziLoiJiaG1157jdjYWHx8fMzB6+/9A3h7e/Pbb78BsHv3bosQeDPz5s2jcePGxMfH07lzZ4uAd2Usg8FAYWFhkWt79epFYmIiVapUwcPDw+JY9+7dWbZsGWfPngUgKyuLf/7zn5w6dcqi7h07dpCfn2/e5a1duzZlypTh9OnTAObbgN3c3MjIyDD3t3PnTqvqEO1AioiIiEgplVdYcNMnp95qfw4G4w3PadmyJdHR0UyfPh0AR0dHXF1deeSRR6waw8PDg6FDhxIaGoqHhwflypUzHwsKCiIgIIAVK1YUua5Hjx4MGTKEihUrUrVqVc6dO3fdMfr06cPo0aPp3bs33t7eRcLojbRr144JEyawatUq3NzcMBqN5ObmWpxTsWJF8vLyiIuLM986CtChQwcmTZpkfu/i1WrUqMHIkSN55ZVXMBqNZGVlERwcTNu2bc2349arV48uXbrQu3dvCgsLadq0KR06dODo0aNERESwZcsWGjRoAIC9vT1Tp05l4MCBVKhQwWKX9UZ1CNiZrv6zQAmRl1fA+fMXbV3GXefm5lQq5lkSae1tR2tvO1p729L62441a1+pkiuZM6dd97jLa1GcPp1x2zVUquRK5tufXLvviL5cHHv54wfsa1YhN9fyswSvNfbV/ZXr/yQZ8WFF+nXu+yZ5H3+CU0y8VbUbjf+9Ma2goOjukDWMRgMZP8WRe+4Iju41qdZxnE1+7itVci32MUuCkydP8vrrr5OUlGTrUm7LpUuX6Nu3L8uWLcNgsN2NkiWljpJKKyIiIiJym1wd86hgzLT4z9Uxz9Zl3TKj0UDOrmQyfoojZ1eyRZiUe8PatWt54YUXGDFihK1LuS3btm2jV69eDBkyxKahraTUUZLpFlYRERGR22QoyCEjJdqizTV4MmD9LX8lRW76n+SeOwJAmZucKyVPp06d6NSpk63LuG2+vr6sWrXK1mWUmDpKMsVqERERERERsYoCpIiIiIiIiFhFAVJERERERESsogApIiIiIqVS3jU+i7Ak9SdSEukhOiIiIiJSKjkYDLy04ds71l9im4CbnrNp0yYiIiKoW7cuJpOJ/Px8YmJiqFOnzh2rQ+RuUoAUERERESlGLVq0YMaMGQD88MMPTJ8+nTlz5ti4KhHrKECKiIhIsfGoUBaj480/4qIgN4+zF7KLoSIR20pPT6d69eqEh4fj7u5Oeno6c+fOZcKECRw+fJjCwkIiIiLw8/Nj8+bNzJgxA6PRSM2aNZk0aRLLli1j9erVABw+fBh/f39yc3MJDAwkICCAtLQ0YmNjmTt3ro1nKvcLBUgREREpNkZHBzLf/uSm57lE9AUUIOX+9PPPPxMeHk5ubi779u1jzpw5HDhwgMDAQJ588kkWLlyIu7s7U6ZM4dy5c/Tt25fPP/+ccePGsXDhQipWrMjbb7/N8uXLCQsLIywsjJ07dxITE0NUVBR79uxh0aJFBAQEkJKSQnBwsK2nLPcRBUgRERERkWJ09S2shw4dIjQ0lAceeIDatWsDsH//frZu3cqOHTsAyM/P58yZM5w6dYqIiAgAsrOz8ff3ByAtLY3x48eTmJhIhQoV8PPzIyYmhjNnzrBx40aGDx9e/JOU+5YCpIiIiIiIjXh6epq/trOzA8Db25uqVasyePBgsrOzSUxMxMPDg6pVq5KQkICrqyvr1q3DycmJ48ePM2LECN58802qVKli7icwMJCYmBj8/f1xcLj5beMi1lKAFBEREZFSKa+w0Konp95Kfw6Gm39K3pVbWA0GA1lZWURFRbF8+XLz8dDQUKKjo+nbty+ZmZmEhYVhMBgYO3YsgwYNwmQy4ezszPTp0xk9ejSXLl1i4sSJmEwmvLy8mD59OkFBQQQEBLBixYo7Nj8RUIAUERERkVLKmrB3p/vz8/Pjp59+KtIeFBRk/trR0ZHp06cXOadVq1a0atXKou16D8cpKCigadOm+ngQuePu7G+NiIiIiIjY1Nq1a3nhhRcYMWKErUuR+5B2IEVERERuwpSfT6VKrkXaCy5cxMHB+H8fCF9og8pEiurUqROdOnWydRlyn1KAFBEREbkJO3t7MmdOK9Jeplt3Co7+B2ONWjaoSkSk+OkWVhEREREREbGKAqSIiIiIiIhYRQFSREREREqlvMI7+77VO92fSEmk90CKiIhIieDUvweGCuXNr//+0JqC3DzOXsgu7rL+Zx4VygLgEtHXxpXI3zkYDAz57uc71l9C2xY3PL5p0yYiIiKoW7fu/z14KZ9+/frRtWvXO1bDzcTHx+Pt7W3xsSGpqanMnDmTmjVrApCbm8tzzz1ndV1btmzB1dWV+vXr4+/vz8aNG296TU5ODm+//Tbbt2/Hzs4OJycnJk2ahJeXF+3bt2f16tWUKVPmtuaYk5NDly5dWL9+/W1dLzemACkiIiIlgqFCeS6OjQTAvmYVcnMLLI67vBYF3HsB0ujoQO7sOPKPnLzmcaeY+GKuSGypRYsWzJgxA4CsrCzCw8OpXbs2Dz/8sE3r6t69O5GRl3//zp8/T48ePejSpQt2dnY3vfbTTz+la9eu1K9f3+rxYmJi8Pb2ZuHChQB8/fXXREREsGTJktubgBQbBUgRERG553lUKIvR0eGGx+/F3Uu5vzk7O/Pss8+yZs0a0tPTiY+Px8HBgZYtW/Ltt9+SkpICQEREBAMGDKBhw4bma998801+//13srKyqFOnDlOnTmXWrFkcPXqUM2fOcPz4cUaPHk3r1q1Zu3YtiYmJeHh4kJeXh7e39w3rysjIoGzZstjZ2bFmzRoWLFhgPvbOO+9w4MABi1q///57du3aRd26dc3XP/3006xduxaj0UhcXBwNGjSgS5cuwOUdzvXr1zNx4kRzv08++STNmjWzqOPo0aOMHTuW/Px87OzsiI6OLrLLOWzYMEJDQ2nQoAGRkZGkp6dTq1Ytq+qQ26MAKSIiIvc8o6PDNT9mA8De3kDZIa9zL+5eyv2vYsWK7Nq1C7h86+WyZcsA+Pnnnzl48CCenp4cPXrUIjxmZmZSvnx5PvroIwoLC+nWrRsnT17e4XZ0dOSDDz5g48aNzJs3j9atWxMXF8eyZctwc3Nj0KBB16zj888/N99OWq5cOaZPnw7Av//9b+bOnUu5cuX45z//yQ8//ECVKlUsaj169Chdu3alWrVqALi6utK0aVN++OEHWrVqxYYNGxg6dKh5rPPnz+Pp6Vlkd9Pd3d3i9fTp0wkPD6dDhw7s2bOHMWPGkJqaes36ly9fjo+PD8OGDWP79u1s2rTppnXI7VGAFBERsYGb7Zhdca++709ErHP8+HGqVq0KQO3atc3tISEhpKamUq1aNXr06GFxTZkyZTh79izDhw/HycmJixcvkpeXB2C+FbZq1ark5uby119/4eLiYg5nTZo0uWYdV9/CerWKFSsyatQonJ2dOXToEI0bNy5S67WEhISQnJxMYWEhLVu2xNHR0XzM3d2d9PR0TCaTRYhctWoVnTt3Nr9OS0ujefPm5nn9+eefRcYxmUwAHDhwgNatWwPQqFEj7O3tb1qH3B49hVVERMQGjI4OZL79yU3/syZkisi9KTMzk2XLlplDk8Hw33+ad+7cmY0bN/L1118XCZAbNmzgxIkTvPXWWwwfPpzs7GxzkPr7rp6bmxsZGRmcPXsWgJ07d1pdX0ZGBjNnzmTGjBlMnjyZMmXKmMe5ulY7Oztz+xXNmjXjyJEjpKSkEBwcbHHMwcGBVq1akZycbG5bs2YNSUlJODj893/z6tSpwy+//ALAnj178PT0BCA/P5+srCxyc3M5ePAgAN7/v707D4+quv84/r6zZSEbgZAECJaAKOgPEJQtQKlVWRSqSCAsoYIVKRUNCAqCS2mjICgKNLjiElAEwSpatS1UsSgoKK4oAhbZBGRPIMvM3N8fQ4ZM1gkmmSyf1/PwOPfcc8/93psxme+cc89JTGTr1q0AfPPNNzidznLjkPOjHkgRERERqZfy3e5yZ06taHt2S9n9Mxs3biQ1NRWLxYLL5WLixIkkJiZy+PBhn3pBQUFcccUVHD16lKioKJ997du3JyMjg6FDh+JwOEhISODQoUMlns9ms/HQQw9x8803ExkZ6e2Z80dYWBidOnXihhtuIDQ0lIiICA4dOkTz5s196nXo0IF58+YVKx84cCDvvPMOF154YbG2p0+fzkMPPURKSgoAkZGRLFy40KfOXXfdxb333suSJUtwOp2kp6cDMHr0aIYNG0bz5s29w2ZHjhzJ9OnTGT58OImJiT6JaFlxSMUpgRQRERGReqm8ZK+y2+vatSsfffRRqfu6du3qU+Z0OklOTi5WNyYmhlWrVhUr79y5s/d1q1atvD18Xbp04bXXXis1rsJLehRmGAaPP/54qfEWSElJ8SaChZfwKC1+gJCQEGbNmlXivoLlN5o3b85zzz1XbP+f/vQn/vSnPxUrnzt3bontlRWHVJyGsIqIiIiI1DBjx44lJyeH7t27BzqU8zJt2jQ2b95cbPhtfY2jLlEPpIiIiIhIDbNkyZJAh/CLzJ5d8qzI1a2mxFGXqAdSRERERERE/KIEUkRERERERPyiBFJERERERET8ogRSREREROqlfJe7RrcnUhNpEh0RERERqZfsVgt/+s8Xldbe337Tvsz9o0ePZsqUKbRv3568vDy6d+/OhAkTuPnmmwEYNWoUM2fO5Mknn2TOnDk4HI5yzzlp0iRSUlKKLQFSWXJzc+nfv793aY0CV155JYmJiTzzzDPesueee47Zs2fz3XffVegcn3zyCeHh4Vx88cUkJSX5LAVSVlyPPfYYn3/+OYZhEBoayqxZs4iPj+fKK6/k7bffJigoqEJxFG67pGsWD/VAiojUMtGRwcTEhJf7LzoyONChiohIIT179mTz5s0AbNmyhZ49e/Lee+8BnqTlwIEDXHzxxcyfP9+v5DHQDh48yNGjR73b77//PpGRkRVuZ9WqVRw6dKhCx6SnpxMbG8tLL73EsmXLGDp0KGlpaRU+t1SceiBFRGoZq8NO1mNLy60XljYKyKn6gERExC89evQgIyODsWPH8v7775OcnMy8efM4deoUX3/9NV26dAHw9qDdf//9OBwO9u3bx6FDh5g9ezaXXHIJy5YtY+XKlcTExHDkyBEA7rzzTgYOHEifPn3YuXMnc+bM4amnnvKee/v27cyePRu3283JkyeZOXMmnTp14pprrqFTp0788MMPNGrUiIULF5KTk8OUKVM4efIkLVq0KPV6+vbtyzvvvMOIESPYuXMnLVq04Pvvvwdg7969zJgxA6fTiWEYzJw5k4svvphp06bx448/kpuby80330yLFi344IMP+Prrr2ndujUAp06d4oYbbuDdd9/FarUyd+5cLr30Uvr37w9AXl4e69at489//rM3lquvvprLL7/cJ77SYijcy1nQg3vppZcWu+by4qiv1AMpIiIiIlIN2rVrx65duzBNk08++YQuXbrQvXt3PvzwQz7++GN69epV7JimTZvy7LPPkpqayiuvvMKpU6d48cUXWbFiBRkZGeTn5wOQnJzMa6+9BsCrr77KkCFDfNrZsWMHd999N88//zxjxoxh9erVAOzZs4c77riDV155haNHj/Lll1/y2muv0aZNG5YtW0ZKSkqp13Pdddfx9ttvA/DGG28wcOBA776HH36Y1NRUli1bxowZM7jnnnvIyspi06ZNLFq0iKeffhqXy8Wll15Kr169mDp1Kk2bNgUgPDyczp0789///heXy8X69ev57W9/6237+PHjNG7cGMMwfOJp2LChz3ZJMZSmpGsuL476SgmkiIiIiEg1sFgsXHzxxaxfv56YmBgcDge9e/fm008/ZcuWLfTo0aPYMW3btgUgLi6OvLw8du3aRevWrXE4HNjtdtq39zx32bVrV3bt2sWRI0fYsGEDv/nNb3zaadKkCRkZGdx99928++67OJ1OwJN0xcfHAxAfH09ubi7ff/89//d//wdAhw4dsNlKHrRYcNyBAwf49NNPfXoAd+7cyRVXXOG9hp9++omwsDDuvfde7r33XiZNmkReXl6p9yo5OZnVq1ezfv16evTo4TOkt2HDhpw8eRLTNH2OWbNmjTehLi2GograKO2ay4qjvlICKSIiIiJSTZKSknjyySe9vY2dO3fmm2++ASAqKqpY/aK9bAkJCezYsYOcnBxcLhfbtm3z1hs4cCDp6ekkJSVht9t9jktPT+f2229nzpw5tGnTxps4FW0fIDExka1btwLwzTffeJPNkgwYMIDZs2dz2WWX+bTVqlUr7/Oe27Zto3Hjxhw6dIivv/6av/3tbzz11FPMnTvXO7y0aDJ4+eWXs2fPnhJ7U+12Oz179iQzM9Nb9s477/DCCy/4XHdJMQA4nU6ys7PJy8tjx44dZV5zWXHUV3oGUkRERETqpXyXu9yZUyvant1adv9Mjx49mDlzJg8//DAADoeD8PBw2rVr59c5oqOjueOOO0hJSSE6OpqQkBDvvsGDB9OnTx9ef/31YscNGjSICRMm0KhRI+Li4jh27Fip5xg5ciTTp09n+PDhJCYmFktGC+vXrx/p6en8/e9/9ym/6667uPfee1myZAlOp5P09HRiYmI4fPgw119/PaGhoYwdOxabzUaHDh2YN28ezZs392lj4MCBvPPOO1x44YXFzjt9+nQeeugh73DTyMhIFi5cWG4M4JkNd9iwYTRv3tw7bLasay4rjvpICaSIiNQK0ZHBWB2lf4gp4MrL5+gJTR4kIuUrL9mrivaaNWtWbJmLjIwMn+2C5SNmz57tLevduze9e/cGPL1+AwYMKNa2y+Wic+fOtGrVqti+MWPGMGbMmGLlhZfMmD9/vvf13Llzy7yOghiDgoL46quvirXXvHlznnvuuWLHzZo1q1hZSkqKNxEsHI/T6SQ5ObnE84eEhJTYVuHYSovhT3/6E3/605+KlZd2zWXFUR8pgRQRkVpBs8+KiJTu3XffZdGiRd5ettpu2rRpHDt2rFivYn2NoyZRAikiIiIiUsv17duXvn37BjqMSlO49zWQakocNYkm0RERERERERG/KIEUERERERERvyiBFBEREREREb8ogRQRERGReinf5a7R7YnURJpER0RERETqJbvVwm3rfqi09hZd2bLM/Zs2bSItLY3WrVtjmiZOp5PRo0eXuCRHTbV3714mT57MihUryqy3aNEigoKCuOWWWwD4wx/+gNVq5cknnwRgwYIFREZGkpubS7du3Wjfvvz1OF9++WV+/vlnJk6c+MsvpBRDhw7l0Ucf9VmTctq0aXz99ddERUUBnuVS/vznP/u9LuQrr7zC4MGD+fTTT1m+fLnPcimlOXDgALNnz+bo0aPk5ORwySWXcM8993Do0CG/7n9Z1q9fzz/+8Y/zniBIPZAiIiIiItWkW7duZGZmsnTpUp599lmeeeYZtm3bFuiwKl3Pnj3ZsmULAGfOnCErK4v9+/eTk+NZZunjjz+mV69ejBs3zq/kMdCmTp1KZmYmmZmZ3HrrrTz++ON+H/vkk0/idvvfO+1yuZgwYQJjx44lMzOTlStXYrPZWLBgwfmEXunUAykiIiIiEgANGjRg2LBhvPPOO7Rp04b77ruPn376iWPHjtG7d2/S0tKYNm0aDoeDffv2cejQIWbPns0ll1zCypUrWbZsGZGRkdjtdgYMGMDAgQO5//772b17N263m7S0NLp27cp1113Hr371KxwOBw888ABTp04lKysLl8vFHXfcQffu3bnyyit5++23CQoKYt68eSQmJtKnTx/S0tIwTZP8/Hz+/Oc/06BBAwB++OEHpk6dyquvvgpAWloaY8eO9SaD//d//8f333+PaZp89NFHdOnShaysLDZt2kS3bt04cuQIiYmJTJs2jQEDBvDzzz/z/vvvk5OTw48//sgtt9zC4MGD2bx5Mw8++CCRkZFYLBY6duzIK6+8wv/+9z/uvvtuXC4X119/PatWrcLhcACQlZXFjBkzOHXqFMeOHSM5OZkRI0aQmprKxRdfzPfff09WVhaPP/44zZo1Y/78+XzwwQfExcVx7Nixcn9uJ06cIDQ0FIBHHnmEr776iuzsbFq1asVDDz3EwoUL+eyzzzh9+jQDBw7k8OHDTJo0id///vcA/Pe//2XFihXehDAlJYUFCxbQpEkTALZs2UJcXBwdOnTwnnPq1Km43W6OHDniLduwYQOPPfYYQUFBREVF8eCDD7Jt2zafXs6kpCQ2bNjAzp07ueeeewgJCSEkJITIyMhy4yiNeiBFRERERAKkUaNGHDt2jAMHDtCxY0eeffZZXn75ZV5++WVvnaZNm/Lss8+SmprKK6+8wtGjR3nmmWd4+eWXWbJkCWfOnAFg5cqVNGzYkGXLlpGRkcGsWbMAOH36NBMmTODRRx9l8eLF9OjRg2XLlvH4448zY8aMUnvHvvjiC8LDw3n66aeZOXMmWVlZ3n0tW7YkODiYHTt2cPz4cfbu3evTk2i1Wmnbti3bt29n/fr19O7dm969e7N+/Xo+++wzunTpUux8WVlZPPnkkyxevJinnnoKgIceeohHHnmE5557zjus9Nprr2Xt2rW4XC4++OADunbt6k0eAXbv3s21117LkiVLeOKJJ3j++ee9+9q3b8/zzz9PUlISb731Ftu3b+eTTz7h1Vdf5eGHHyY7O7vEezF37lxSU1P5/e9/zwcffMCUKVPIysoiIiKC5557juXLl7N161YOHjwIQGJiIsuXL2fkyJHExMT4DFtNSkpi+/btnDhxgh07dtCwYUOfpO3QoUMkJCT4nD8oKIiQkBDvtmma3HvvvSxatIilS5dyxRVXsHjx4hJjB3j88ce5/fbbef7557nsssv8iqM06oEUEREREQmQ/fv3ExcXR1RUFF9++SUbN24kLCyMvLw8b522bdsCEBcXx6effsqPP/5Iq1atvAlFQUKwfft2tmzZwhdffAGA0+n09qi1bOl5PnPnzp0MHDgQgNjYWMLCwjh69KhPTKZpAtC7d2/+97//MWHCBGw2G3/84x996iUnJ7N69WqaNm3KoEGDil1bjx492Lx5M1u3bmXmzJnk5+fzxBNPEBUVRa9evYrVv/jiiwGIj4/3Xv/Bgwe9sXfq1Ikff/yRsLAwrrjiCv773/+yevVqJkyY4NNO48aNeeGFF/jnP/9JWFgYTqfTu69du3bee/nzzz+zY8cOLr30UiwWC2FhYbRp06ZYXODpAezdu7dPWX5+PkePHmXy5MmEhoZy+vRp8vPzfe53SQzDYNCgQbz55pvs3buXIUOG+Oxv2rQp//znP33Kjh07xtatW73PXR47doywsDBiY2MBuOKKK3j00Ufp06ePz3EFP8vvv//em+B36tSJXbt2lRtHadQDKSIiIiISAFlZWaxcuZJ+/fqxevVqwsPDeeSRRxg7diw5OTneD/+GYfgc16JFC3bt2kVOTg5ut9ubMCYmJnLttdeSmZnJ008/Tb9+/YiMjATAYvF87G/VqhWbN28GPMnZyZMniYqKwuFwcOjQIUzT5NtvvwU8k/40adKEJUuW8Mc//pFHH33UJ45+/fqxYcMG/vWvf5WYQBb08l1wwQXYbDZCQkKIiIhg48aNdOvWrVj9otcJEBMTw86dOwH48ssvveVDhw5l5cqVHDlyxJt4FliyZAkdO3Zk3rx59OvXz3sfS9KyZUu++OIL3G43p0+fZseOHaXWLWr9+vUcOHCARx99lMmTJ/v8zArud8F1Fe3lvfHGG3nnnXf45JNP+PWvf+2zr2PHjuzdu9f7czVNk0WLFvHJJ5946zRs2JCsrCwOHToEeJ4p/dWvfkVQUBCHDx8GYN++fZw4cQLwvDc+++wzAL766iu/4iiNeiBFREREzoPdZsGwgMXi+dBrt1sBsFotxESHBzI08VO+y13uzKkVbc9uLbt/ZuPGjaSmpmKxWHC5XEycOJHExERcLheTJ09my5YthISEcMEFF3iTg6Kio6O55ZZbGDFiBFFRUeTm5mKz2UhJSWHmzJmMGjWKrKwsRowY4ZPIANx6663cc889vPvuu+Tk5DBr1ixsNht/+MMfGDduHM2aNSMiIgLw9AhOmjSJF154AYvFwp/+9CeftoKCgrjiiis4evSod4bSwi644AIOHjzo07PVo0cP1q5dS1hYmD+3lLlz53L33XfToEEDGjRo4E2IO3TowO7duxk5cmSxY37zm9/wwAMPsGbNGqKiorBarT49uoW1bduWfv36MWTIEJo0aUKjRo38igs8w2EzMjIYOnQoDoeDhISEEn9ml19+OePGjfO5f7GxsTRo0ICOHTtis/mmZBaLhccff5xZs2Zx5swZTp8+TceOHUlLS/O2bxgGf/3rX5k4cSKGYRAZGclDDz1EREQE4eHhJCcn06pVK++w3/vvv59Jkybx7LPPEh0dTVBQULlxlEYJpIiIiPglOjIYq8Ne6n5XXj5HT+RUY0SBZVgMzDwnZk4eBuDa63n2yf3zcc489y9vvbC0UQGKUMpTXrJX2e117dqVjz76qMR9F154IWvWrClWXniphYLnCJ1OJ4cOHWL16tUAjBw5kvj4eBwOBw8//HCxNtatW+d9HRUVRUZGRrE6Q4YMKXEIY+HnBwsUXkLC6XSSnJxc4jUBrF271mf7pptu4qabbirx+goEBQV5Y27durV3op7C3G43oaGhXHfddcX2devWjXfeeadYeWZmpvf18OHDS42pqNKWu4iJiWHVqlXFyjt37uyzPWfOHJ/YCpimWeqw0YSEBJ5++uli5c2bN/fe/x49etCjR49idUp6FrJJkyYsW7asxHOVFUdJlECKiIiIX6wOO1kLSl83LOz2aUD9SSBFAsVms3HmzBluuOEG7HY77du35/LLL6/2OMaOHUuTJk3o3r17tZ53z5493HbbbQwbNszvnsyaJCcnhxEjRtCrVy8uuOCCWheHEkgRERGRQjxDU4s/i+VwWAMQjUjJJk+ezOTJkwMaw5IlSwJy3oSEBF5//fWAnLsyBAcHe3uPa2McSiBFRERECjEsBs49B33KHFCszJYQW41RiYjUDJqFVURERERERPyiBFJERERERET8ogRSREREROqlfFfp6wPWhPZEaiI9AykiIiIi9ZLdajDxXycqrb2FV0eWW2fTpk2kpaXRunVrTNPE6XQyevRoBgwYUGlxiFQlJZAiIiIiItWoW7duzJ8/H4Ds7GxSU1Np2bIlbdu2DXBkIuVTAikiIiIiEiANGjRg2LBhzJo1C6fTid1up0ePHrz33nu8+uqrAKSlpTF27Fjat28f4GhFlECKiIjIL1R43cSYmPAARyNS+zRq1Ihjx47hcDhYuXIlABs3bmTHjh00btyYvXv3KnmUGkMJpIiIiPwiBesmOoCsx5aWWTcsbVT1BCVSi+zfv59Bgwbx3XffecuSk5NZvXo1TZs2ZdCgQQGMTsSXZmEVEREREQmQrKwsVq5cSXR0NBbLuY/m/fr1Y8OGDfzrX/9SAik1inogRURERKReyneZfs2cWpH27Faj3HobN24kNTUVi8WCy+Vi4sSJREZGsmnTJm+doKAgrrjiCo4ePUpUVFSlxSjySymBFBEREZF6yZ9kr7Lb69q1Kx999FGp+wpzOp0kJydXSmwilUVDWEVEREREapixY8eSk5ND9+7dAx2KiA/1QIqIiIiI1DBLliwJdAgiJVIPpIiIiIiIiPhFCaSIiIiIiIj4RUNYRUREpMYxTROHw1qsPCYm3GfblZfP0RM51RWWiEi9pwRSREREahzDMHDuOehT5gCyHlvqUxaWNgpQAinnx+kysVXiTKyV3Z5ITaQEUkRERETqJZvV4Ik3z1Rae+OvCylz/+jRo5kyZQrt27cnLy+P7t27M2HCBG6++WYARo0aRWRkJPPnz8fhcJR7vkmTJpGSklJs+Q+RqqRnIEVEREREqkHPnj3ZvHkzAFu2bKFnz5689957AOTm5nLgwAH+9re/+ZU8igSKEkgRERERkWrQo0cPbwL5/vvvk5yczKlTpzh16hSfffYZXbp04corryQ3N5dp06Zx3333cfPNNzNw4EC+/vprAJYtW8b111/PLbfcwu7duwG48847vYnozp07GTduXECuT+oHJZAiIiIiItWgXbt27Nq1C9M0+eSTT+jSpQvdu3fnww8/5OOPP6ZXr14+9Zs2bcqzzz5Lamoqr7zyCqdOneLFF19kxYoVZGRkkJ+fD0BycjKvvfYaAK+++ipDhgyp9muT+kMJpIiIiIhINbBYLFx88cWsX7+emJgYHA4HvXv35tNPP2XLli306NHDp37btm0BiIuLIy8vj127dtG6dWscDgd2u5327dsD0LVrV3bt2sWRI0fYsGEDv/nNb6r92qT+UAIpIiIiIlJNkpKSePLJJ729jZ07d+abb74BICoqyqeuYfjO6JqQkMCOHTvIycnB5XKxbds2b72BAweSnp5OUlISdru96i9E6i3NwioiIiJSF1isWJv8KtBR1CpOl1nuzKkVba+8ZTx69OjBzJkzefjhhwFwOByEh4fTrl27ctuPjo7mjjvuICUlhejoaEJCzsU+ePBg+vTpw+uvv/7LLkKkHEogRUREROoAa5Nfkd0shryju3FEX0BwUOUlRnVVZa/Z6E97zZo147vvvvMpy8jI8L5et24dALNnz/aW9e7dm969ewMwYMAABgwYUKxdl8tF586dadWq1XnFLuIvJZAiIiIidUTe0d3kHfo+0GFINXv33XdZtGgR6enpgQ5F6gElkCIiIlItQscMAiAsbVSAIxGpW/r27Uvfvn0DHYbUE0ogRUREpFpYIiPIe2Iuzj0HS9wfmj6vmiMSEZGK0iysIiIiIiIi4hclkCIiIiIiIuIXJZAiIiIiUi+5XGaNbk+kJvLrGcjPP/+cefPmkZmZye7du5k2bRqGYXDhhRdy//33Y7FYWLFiBcuXL8dms/HHP/6R3/zmN+Tk5DB16lSOHDlCgwYNmDNnDtHR0VV9TSIiIiIi5bJaDf7x6plKa2/AkLKXTtm0aRPLly9n/vz53rJ58+aRmJjI4MGDz+uc27ZtY+3atdx2220+5ZMmTSIlJYWuXbueV7uF5ebm0r9/f+8SIwXy8/N58skn+fDDD7FardhsNtLS0ujQocMvPuf52r9/P99++y1XXnllwGKo68pNIJ9++mneeOMN70KlDz30EGlpaXTt2pX77ruPtWvX0rFjRzIzM1m1ahW5ubmMGDGCpKQkXn75Zdq0acPEiRN56623yMjIYObMmVV+USIiIiJFRUcGY3XYS93vcFirMRqRytG2bVvatm0bkHMvWLAAl8vF0qVLsVgs7Nu3j1tvvZXFixeTkJAQkJg2btzIrl27lEBWoXITyBYtWrBw4ULuuusuAL7++mu6dOkCeBY13bBhAxaLhcsuuwyHw4HD4aBFixZ8++23bNmyhT/84Q/euoUXSRURERGpTlaHnazHlpa4LyxtlHd2WFtCbHWGJQIU751MSkpiw4YNTJs2DZvNxv79+8nLy2PAgAH85z//4cCBA2RkZHDgwAHvccuWLWPlypXExMRw5MiRYufYvn07s2fPxu12c/LkSWbOnEmnTp245ppr6NSpEz/88AONGjVi4cKF5OTkMGXKFE6ePEmLFi1KjPmNN95g7dq1WCyep+KaNWvGiBEjeO2118jOzubiiy/mhhtu4PDhw9x6662sXr2aRx55hE8++QTTNLnpppvo378/qampNGzYkJMnT5KRkcGMGTPYv38/+fn53HvvvVx44YXMmDGDU6dOcezYMZKTkxkxYgTLli3j73//OxaLhU6dOjFlyhSeeuopcnJyuOyyy/jtb39bdT+weqzcBLJv377s3bvXu22aJoZhANCgQQNOnTpFVlYW4eHh3joNGjQgKyvLp7ygrj+sVoOoqNAKXUhtZLVa6sV11kS694Gje185bDb/ekoK3+u6cO/P57pripLuf228Hput5OkTLEbB/vKvqaBueftKqldS+wX3p7TYCj63lBdfeecuqcwwAMP3PIZR8nn8ve6SrqOk94DPOYzi/wzjXLv+vIfOWC24bVZsVgvh4cHl1vennbrwe6eybdy4kdTUVO/2nj17uP3228s8plmzZvz1r3/lvvvuY+/evTz99NMsWLCAdevWeXsfT506xYsvvsiaNWswDKPEIbE7duzg7rvv5qKLLmLNmjWsXr2aTp06sWfPHl544QXi4+NJSUnhyy+/5KuvvqJNmzZMmjSJzz//nE2bNvm0deTIESIjI7HZfNOJhIQEvvjiC2655Rb+/Oc/c8MNN/D6668zePBg3n//ffbu3cvy5cvJzc1l6NChJCUlATBw4ECuvvpqnn/+eZo1a8b8+fPZvn07H374IQ6Hg2uvvZZrrrmGgwcPkpqayogRI1i9ejX33nsvHTt25KWXXsI0TcaNG8euXbuUPFahCq8DWfANA0B2djYRERGEhYWRnZ3tUx4eHu5TXlDXHy6XyfHjpysaWq0TFRVaL66zJtK9Dxzd+18uJiYcp9PlV93C97q23/vzve6aouj9r43X44nZXazc4bDiPjt3iD/X5C5jnpGCfZZS6pXU/vHjp0uNDXwTsrLiK+/cRcssgGkCZ8tN0zz735LP4+91l3QdRd8Dhd8/ds7GUOSfaZ5rt7z3kNVqwely43S6sLjcnDqVg8tV8v2sSDsulzsg79+YmPDyKwVIt27dij0DWZKC9xNAu3btAIiIiCAxMdH7Oi8vz1tn165dtG7dGofDAUD79u2LtdmkSRMyMjIIDg4mOzubsLAwABo2bEh8fDwA8fHx5Obm8v3339OrVy8AOnToUCxRDA8P58SJEzidTp99u3fvJj4+nlatWuFyudi3bx//+Mc/eP7553nllVf4+uuvvQm00+lk//79ALRs2dJ7Hb179wagTZs2tGnThoMHD/LCCy/wz3/+k7CwMJxOJ+B5tG7JkiXMmzePjh07+twzqToVnoW1Xbt23m8g1q9fz+WXX0779u3ZsmULubm5nDp1ip07d9KmTRs6derE+++/763buXPnyo1eRERERKQOCAoK4vDhwwDs27ePEydOePcV7kUvTUJCAjt27CAnJweXy8W2bduK1UlPT+f2229nzpw5tGnTxptwldR+YmIiW7duBeCbb77xJm0FHA4H/fv3Z/78+bjdni8b9uzZw0svveTt/RwyZAhz586ldevW3uS3a9euZGZm8sILL9C/f3+aN2/uE0OrVq348ssvve3deeedLFmyhI4dOzJv3jz69evnjXvFihX8+c9/ZunSpWzbto3PPvsMi8XijUeqRoV7IO+++27uvfdeHn30URITE+nbty9Wq9XblWyaJpMmTSIoKIjhw4dz9913M3z4cOx2O4888khVXIOIiIjUU6bT5e1t0iQ4UlEul1nuzKkVbc9qLT/ZK8mll15KeHg4ycnJtGrVyptY+Ss6Opo77riDlJQUoqOjvRNgFjZo0CAmTJhAo0aNiIuL49ixY6W2N3LkSKZPn87w4cNJTEzEbi8+AdWUKVNYuHAhQ4cOxW6343A4+Otf/+qdQKdfv36kp6ezePFiAK688ko+/vhjRowYwenTp7nqqqu8vaAFUlJSuOeeexg1ahQul4t77rmH7OxsHnjgAdasWUNUVBRWq5W8vDwuuugihgwZQsOGDYmNjaVDhw6EhYWxePFiLrnkEq699toK3UPxj18JZPPmzVmxYgXg6V5eurT4A+hDhw5l6NChPmUhISEsWLCgEsIUERERKc6wWcl6bKnPJDhFlfXsodRv55vsnW97Xbt2LbasxpQpU7yvCxKtwmbPnl1i3ZtuusmnXYABAwYwYMCAUs8/ZswYxowZU6x8w4YN3teFh9fOnTu31LYAbDYbkyZNYtKkSSXuDwkJYfPmzd5twzCYPn16sXqZmZne10FBQSV2Or3zzjvFypKTk0lOTvYpa9euHe+++26ZccsvU+EhrCIiIiJSQ1gMsNiwxrXC0ri5d0IfEZGqogRSREREpJayNIriyOcrOBZymjNNojHsQYEOSUTqOCWQIiIiIrVY/skD5B36nvwT+wMdiojUA0ogRURERERExC9KIEVERETquQZ2JzbDjc1wYTPchFtPE+7ID3RYIlIDKYEUERERqecs7jycx/bhPPwDzmP7yP7337C4cgMdVpVzuyp34fnKbk+kJqrwOpAiIiJSu0VHBmN1FF/TrShXXj5HT+RUQ0QigWGxGmzJPFNp7XVOLXtNyU2bNrF8+XKfpTIAJk2axJw5c3A4HCUel5SU5LPUBsDx48f54IMPGDhwoE95amoqZ86cISQkBLfbzcmTJ5kyZQq//vWvS2z78OHD/O1vf+OBBx4o5+pEPJRAioiI1DNWh52sx4qv6VxUWNooQAmkSFUrmlD647vvvmPdunXFEkiAOXPm0KpVKwB27drF7bffXmoCGRMTo+RRKkQJpIiIiIhIAF155ZW8/fbb/PTTT0ybNg2bzUazZs3Yt28fmZmZ5OXlceedd7J//36ioqJYsGABTzzxBN9++y2vvPIKw4YNK7Xt/fv3ExERAcDHH3/MokWLAMjJyWHOnDnY7XYmT57MihUrGDhwIF26dOG7777DMAwyMjIIDw+vlnsgtYeegRQREREJEPvQobhOHMQ+ehT20aOw9O1P0LXXEXRNv0CHJgHw8MMPM378eDIzM+nUqZO3/PTp00yaNImXX36ZrKwstm3bxvjx4+nWrVuJyePdd99NSkoKvXv3ZsWKFTz00EMAfP/998ydO5cXX3yRK6+8knfeecfnuOzsbK699lqWLl1KkyZNWL9+fdVesNRK6oEUERERCZRgB9mr78W9aycARrADt9skbMS8AAcmgbBz504uu+wyADp37syaNWsAiIyMpHnz5gA0btyYM2fKfm6zYAjr8uXLefPNN4mPjwcgNjaW9PR0QkNDOXjwoE+SWqBdu3YAxMfHk5tb9ydSkopTD6SIiIiISA3Qpk0bPvvsMwA+//xzb7lhGMXqWiwW3G53me2lpKQQHx/vfcZy5syZPPjgg8yePZsmTZpgmsVnjS3pXCKFqQdSREREROolt8ssd+bUirZnsZadgG3YsIHBgwd7tx955BHv6ylTpnDPPfewZMkSwsPDsdlK/6jeokULtm/fzvPPP89NN91Uar0ZM2YwaNAgfve73/G73/2OoUOHEhERQePGjTl06JD/FydylhJIEREREamXykv2Kru9rl278vHHHxcrX7duHQBbt24lPT2dCy64gJUrV/Lpp58C+CzhUXjG1rfffrtYW5mZmT7bUVFR3mcZp0+fzvTp04sds2LFCp84wJPMipRECaSIiIiISA0QHx/PpEmTCAkJwWKx8OCDDwY6JJFilECKiIiIiNQAV1xxBatXrw50GCJl0iQ6IiIiIiIi4hclkCIiIiIiIuIXDWEVERGpwUyni5iY8HLrufLyOXoipxoiEhGR+kwJpIiISA1m2KxkPba03HphaaMAJZASGOGOfCyuXAyrjTOGG7fhwma4sThPBzq0MplOE8NWeTOxVnZ7IjWREkgREZFyREcGY3XYy62nXkCpryyuXE69OhNrowScOftwHv4BC1Zw5gGOQIdXKsNm8GPGmUprr8WE8teU3LRpE2lpabRu3RrTNHE6nYwePZoBAwb41Js0aRJz5szB4fDv/k2bNo0BAwbQu3fv84pdxF9KIEVEpE7xd8gn+J/wWR129QKKX8InPoUtKhZ72kU+5Y7xU4ulUa7jP+M+uLf6gpMao1u3bt71HLOzs0lNTaVly5a0bdvWW6fweo8iNYkSSBERqVP8HfIJSvhKEjpmEJbICO920WTc4bBWd0i1ii0qlg9fTcX980lvmTUhFnPfHszcPJ+6SRPXKoEUGjRowLBhw5g1axZOpxO73c7QoUNZsGABb7/9Nunp6fzwww8AfPXVV9x333189tlnxcoK5Ofnc//997N7927cbjdpaWl07do1INcmdZMSSBEREfGyREZwesYUAGwJsTj3HPTuC02f57NdwJYQW23xidRFjRo14tixYzgcDlauXAnAggULAJg1axYAy5cvJy4ujuuvv54bbrihWNmmTZsAWLlyJQ0bNuTBBx/k2LFjjBo1irfeeisAVyV1lRJIEREREZEA2r9/P4MGDeK7774rcf8//vEP1q5dS0ZGBoZhlFoGsH37drZs2cIXX3wBgNPp5NixYzRs2LDqL0TqBSWQIiIiIiIBkpWVxcqVKxk5ciQWS/El2tevX8/SpUt55plnsNvtpZYVSExMJC4ujvHjx5OTk8PixYuJjIyslmuR+kEJpIiIiIjUS6bT9Gvm1Iq0588yHhs3biQ1NRWLxYLL5WLixIlERkZ6h6EWdvvtt9OmTRtuvfVWAK688koef/zxYmUFUlJSmDlzJqNGjSIrK4sRI0aUmJiKnC8lkCIiInVARWafFRGPyl6z0Z/2unbtykcffVTqvgLr1q0DYOvWrcXqjRkzpsxzPPzww+XGIXK+lECKiIjUARWffVZERKTilECKiEhARUcGY3XYy68oIiIiAacEUkREAsrqsPvVc1Ybes3KG0aqIaYiIlLbKYEUEZFKV197FcsaRmqzWXE6Xd7t2pAQi4iIFKUEUkREKp2/vYqgREpERKQ2UQIpIiIi8kuZJtbmsQAYdhvWhNjzawawWAwMCzgcVm+5hj9XDX+X3QhUeyI1kRJIERERkV/KMHDv2gmAmZeL+eOP3l2WxFb+NwOYOXmYeU6cew4C4IBiPfrqua8chs3gzINZldZeyD1hZe4fPXo0U6ZMoX379uTl5dG9e3cmTJjAzTffDMCoUaOYOXMmTz75JHPmzMHhcJR7zkmTJpGSkuKzBEhlys3NpX///t5lRQpceeWVxMfHY7FYyM3N5ZJLLmHatGkEBQVVSRxSc2hVURERERGRatCzZ082b94MwJYtW+jZsyfvvfce4EnUDhw4wMUXX8z8+fP9Sh4DbcmSJWRmZrJixQqaNGnC/PnzAx2SVAP1QIqIiNQhoWMGYYmMKHW/+8TJaoymZgoZOxBrRGSx8tD0ed7XBR/dXcd/Jnfu7GqKTOq6Hj16kJGRwdixY3n//fdJTk5m3rx5nDp1iq+//pouXboAnt69t99+m/vvvx+Hw8G+ffs4dOgQs2fP5pJLLmHZsmWsXLmSmJgYjhw5AsCdd97JwIED6dOnDzt37mTOnDk89dRT3nNv376d2bNn43a7OXnyJDNnzqRTp05cc801dOrUiR9++IFGjRqxcOFCcnJymDJlCidPnqRFixZ+XduYMWMYMGAA06ZN47rrruNXv/oVDoeD/fv385e//IULL7yQ999/n/fee4/777+/8m+uVBslkCIiUm+Vt+xGbWSJjOD0jCml7i+cJNVX1ohI/vvE73zLEmK9Q1CNIAdmbh4ASRPXVnt8Une1a9eOXbt2YZomn3zyCZMnT6Z79+58+OGHfPfdd/Tq1avYMU2bNmXWrFmsWLGCV155halTp/Liiy+yZs0aDMNg8ODBACQnJ/Pyyy/Tp08fXn31VYYMGeLTzo4dO7j77ru56KKLWLNmDatXr6ZTp07s2bOHF154gfj4eFJSUvjyyy/56quvaNOmDZMmTeLzzz9n06ZN5V5bcHAwubm5AJw+fZoJEybQrl07Vq1axWuvvcZdd93FqlWruPXWWyvhTkogKYEUEZF6q6xlNwrT82YiUhksFgsXX3wx69evJyYmBofDQe/evXnvvff49ttvGT16dLFj2rZtC0BcXByffvopu3btonXr1t4hru3btwega9eupKenc+TIETZs2MDkyZN92mnSpAkZGRkEBweTnZ1NWJjnec2GDRsSHx8PQHx8PLm5uXz//ffeZLZDhw7YbOWnDFlZWTRo0MC73bJlSwAGDBjADTfcwM0338xPP/3EJZdcUqF7JjWPnoEUEREREakmSUlJPPnkk94ErXPnznzzzTcAREVFFatvGL6zuiYkJLBjxw5ycnJwuVxs27bNW2/gwIGkp6eTlJSE3e67Fm96ejq33347c+bMoU2bNpimWWL7AImJiWzduhWAb775BqfTWe51Pf300/Tv39+7bbF40oyQkBBvcvu73/2utMOlFlEPpIiIiIjUS6bTLHfm1Iq2V94yHj169GDmzJk8/PDDADgcDsLDw2nXrp1f54iOjuaOO+4gJSWF6OhoQkJCvPsGDx5Mnz59eP3114sdN2jQICZMmECjRo2Ii4vj2LFjpZ5j5MiRTJ8+neHDh5OYmFgsGS0wduxYLBYLbrebtm3bctddd5VYb+jQoQwfPpwHHnjAr2uUmk0JpIiIiIjUS5W9ZqM/7TVr1ozvvvvOpywjI8Nnu2DJjNmzz03g1Lt3b3r37g14hoUOGDCgWNsul4vOnTvTqlXxpWPGjBnDmDFjipVv2LDB+7rwLKpz584t8zqKLutR1j6Xy0W/fv2IiCh9gi+pPZRAioiIiIjUcu+++y6LFi0iPT090KH4WLp0KatWrWLBggWBDkUqiRJIERERqZWC+l6O68RBggZegevEQeyjR0FOHvkrVgQ6NJFq17dvX/r27RvoMIoZNWoUo0ZpIrK6RAmkiEgdVdISFaUtWeHKy+foiZxy24yODMbqKPlZGJFq5zDIXn0vrr0HsTb3LMPRYNQjgY5KRKROUwIpIlJHFV2iwmaz4nS6SqzrWaai/ATS6rBr2QsREZF6TMt4iIiIiIiIiF+UQIqIiIhIvWQ63TW6PZGaSENYRURERKReMmwWcub9UGntBU9pWeb+TZs2kZaWRuvWrTFNE6fTyejRo0tckqOqzJs3j8TERAYPHuwtW716NdOnT2fFihV06NABgPz8fHr27MmoUaOYOHGi3+3n5ubyxhtvkJyczMKFC2ncuDHDhw8v97jNmzfzt7/9DafTyenTpxk8eDAjR45k9erV7Nq1iylTplT8Ys8q6Zrl/CmBFBERERGpJt26dfOut5idnU1qaiotW7akbdu2AY0rMTGRN99805tAfvDBB4SHlzzxWlkOHz7MypUrSU5O9vuYPXv28Ne//pVnnnmGxo0bk5OTw+jRo0lISKjw+aXqaQiriIiIiEgANGjQgGHDhvHOO++wadMmkpOTGTFiBIsWLWLIkCHeemlpaXzxxRc+xz7yyCOMGTOGoUOHMn36dAAWLlzI3XffzR/+8AcGDBjABx98AHjWiLz++usZO3Ysn3/+eYmx9O7dmw8//BC32zMM96233uLaa6/17l+yZAk33ngjw4YNY+7cuQBs2bKFoUOHMmLECMaPH09WVhZPPPEEO3bsYNGiRd5jH330UZYtWwbAiRMnivUEvv7661x//fU0btwYgODgYJ599lmSkpJ86pUUw8KFC3n55ZcB2LlzJ6mpqaVec3lxiH+UQIqIiIiIBEijRo04duwY4Bn++dJLL3HbbbcRHBzMjh07OH78OHv37qV9+/beY7KysoiIiOC5555j+fLlbN26lYMHDwLgcDh45plnmDFjBs8//zwAc+fO5bnnnuPZZ58lODi4xDjsdjsdO3bk448/Jisri6ysLOLi4gD47rvvePvtt1m+fDnLly9n9+7d/Oc//+Hf//43V199NUuXLmXIkCGcPHmS8ePH07p1a2677TZv28nJyfz9738H4M0332TgwIE+5z506BDNmzf3KQsPD8dqtXq3S4uhNCVdc3lxiH80hFVEREREJED279/vTdRatjz3DGVycjKrV6+madOmDBo0yOeYoKAgjh49yuTJkwkNDeX06dPk5+cDeIfCxsXFkZeXx88//0xYWBgNGzYE4LLLLis1luuuu4633nqLAwcOcPXVV3vb3LVrFx06dMBu96wDfPnll/P9998zfvx4nnjiCX7/+98TGxtL+/btycvLK9ZuQkICDRo0YMeOHaxZs4aMjAyf/U2bNuWnn37yKfv2228xTdO7XVoMJSntmsuLQ/yjHkgRkSoUHRlMTEy4X/+iI0v+VlhEROqmrKwsVq5cSb9+/QCwWM59NO/Xrx8bNmzgX//6V7EEcv369Rw4cIBHH32UyZMnk5OT4022DMPwqRsVFcWpU6c4evQoAF9++WWp8XTt2pWtW7fyzjvveGMCz/ORX3zxBU6nE9M0+eSTT2jZsiVr1qzhhhtuIDMzkwsvvJAVK1ZgsVi8w2ALGzp0KIsXLyY2Npbo6Giffddddx0rV670xpidnc19993HoUOHyo0hKCiIw4cPA/D111+Xe81lxSH+UQ+kiEgVsjrsZD221K+6YWmjgJyqDUhERLxMp7vcmVMr2p5hK7t/ZuPGjaSmpmKxWHC5XEycOJHExERvElQgKCiIK664gqNHjxIVFeWzr3379mRkZDB06FAcDgcJCQk+yVZhNpuNhx56iJtvvpnIyEhsttI//lssFpKSkjhw4ABhYWHe8osuuoj+/fszfPhw3G43nTt35qqrruKLL75g2rRphIaGYrfbmTVrFo0aNSI/P5+5c+f6DJe96qqrmDVrlvfZxcKaN2/O1KlTue2227BarWRnZzNkyBB+/etfs3r16jJj2Lt3L2lpaXzyySdceuml5V5zWXGIf5RAioiIVLPQMZ7eBM+XBr7cJ05y+rk3qjskkXqpvGSvstvr2rUrH330Uan7unbt6lPmdDpLnM00JiaGVatWFSvv3Lmz93WrVq3IzMwEoEuXLrz22mulxlV4Mplp06Z5XxdefmPMmDGMGTPG57gOHTp4E7zCXn/99WJlLpeLZs2aFZsYp0DPnj3p2bNnmbGVFENCQkKJ96K0ay4vDimfEkgREZFqZomMIO+JuTj3HCy2LzR9XpnHho4ZhCUyosR9JSWkUj/FJz+KPbwJ9rPvp5iY0pdjcObnYp7W6IeaZuzYsTRp0oTu3bsHOpRf7NNPP+X+++8nLS3NZ5hufY2jtlMCKSIiUotYIiM4PaP4gtq2hFicew6Wm4BK/WAPb8KHq1Ix9+/HktiK/HxXqXV7X/8s+dUYm/hnyZIlgQ6h0nTq1Ik1a9YEOowaE0dtpwRSREQwna4yeyhEagLT6fTpZXWd8PTgWpvHBiokEZF6RwmkiIhg2Kx+TfajIZISSIbN5tP7ah89CnP/HsycPCyJrQIYmYhI/aHBvyIiIiIiIuIXJZAiIiIiUi+ZzuLrFdak9kRqIg1hFREREZF6ybBZyJ2/pdLaC5rUucz9mzZtIi0tjdatW2OaJk6nk/T0dFq1qh1DsHNzc+nfvz/r1q3zKb/yyiuJj4/HYrGQm5vLJZdcwrRp0wgKCgpQpFKV1AMpIiIiIlJNunXrRmZmJkuXLuW2227j4YcfDnRIlWLJkiVkZmayYsUKmjRpwvz58wMdklQR9UCKiIiIiATAyZMnadasGQCpqak0bNiQkydP8tRTT/HAAw+we/du3G43aWlpdO3alY8//pj58+djtVpJSEhg1qxZrFy5krfffhuA3bt3k5SURF5eHgMHDqRPnz7s3LmTOXPm8NRTT3nPu337dmbPno3b7ebkyZPMnDmTTp06cc0119CpUyd++OEHGjVqxMKFC8nJyWHKlCmcPHmSFi1a+HVdY8aMYcCAAUybNo3rrruOX/3qVzgcDvbv389f/vIXLrzwQt5//33ee+897r///sq/sVKllECKiIiIiFSTjRs3kpqaSl5eHt999x1PPvmkd9/AgQO5+uqreemll2jYsCEPPvggx44dY9SoUbz55pvce++9vPTSSzRq1IjHHnuM1157jREjRjBixAi+/PJL0tPTmTZtGtu2bePll1+mT58+vPrqqwwZMsQnhh07dnD33Xdz0UUXsWbNGlavXk2nTp3Ys2cPL7zwAvHx8aSkpPDll1/y1Vdf0aZNGyZNmsTnn3/Opk2byr3G4OBgcnNzATh9+jQTJkygXbt2rFq1itdee4277rqLVatWceutt1buzZVqoQRSRKSG0FqMIlJbGVYb1kYJWCPjIGdPoMOp0bp16+Yd3rlr1y5SUlJYv349AC1btgQ8PYRbtmzhiy++AMDpdHLkyBEOHTpEWloaADk5OSQlJQGwc+dO7r//fhYvXkxkZCRdu3YlPT2dI0eOsGHDBiZPnuwTQ5MmTcjIyCA4OJjs7GzCwsIAaNiwIfHx8QDEx8eTm5vL999/T69evQDo0KEDNlv56UNWVhYNGjTwbhdc14ABA7jhhhu4+eab+emnn7jkkksqfgMl4JRAiojUEFqLUURqI6vVwrEvV3ImZw+hTeIwbPZAh1RrNG7c2GfbMAwAEhMTiYuLY/z48eTk5LB48WKio6OJi4sjIyOD8PBw1q5dS2hoKPv37+fOO+/kkUceITY21tvOwIEDSU9PJykpCbvd92eSnp7OvHnzaNWqFQsWLGDfvn0+5y8sMTGRrVu3ctVVV/HNN9/gdDrLva6nn36a/v37e7ctFs+0KyEhId7k9ne/+10F7pTUJEogRUREpM4znU4Mm837BYw1ITbAEdUt+Sd/Iu/wDuwNEwIdSoWYTne5M6dWtD3DVvYclQVDWC0WC9nZ2UybNo3g4GCfOikpKcycOZNRo0aRlZXFiBEjsFgszJgxg3HjxmGaJg0aNODhhx9m+vTpnDlzhj//+c+Ypkl8fDwPP/wwgwcPpk+fPrz++uvFYhg0aBATJkygUaNGxMXFcezYsVLjHTlyJNOnT2f48OEkJiYWS0YLjB07FovFgtvtpm3bttx1110l1hs6dCjDhw/ngQceKPM+Sc2lBFJERETqPMNmI++JuTj3HCQ0fR7uXTt99lsSa8cyClK5ykv2Kru9rl278tFHH5W4LzMz0/va4XCUODtrz5496dmzp09Z4clxCnO5XHTu3LnEJULGjBnDmDFjipVv2LDB+7rwLKpz584t8RwFii7rUdY+l8tFv379iIiIKLNNqbmUQIqIiIiI1CHvvvsuixYtIj09PdCh+Fi6dCmrVq1iwYIFgQ5FfgElkCIiIiIidUjfvn3p27dvoMMoZtSoUYwapef4a7vK7bcXERERERGROksJpIiIiIiIiPhFCaSIiIiIiIj4Rc9AioiIiAgGYDE8vQs2mwWr1UJMdHixeq68fI6eyKn2+KpC3mufwskzldNYRAiOGzpVTlsiNZgSSBERERHBAMzcfMx8J+6DR3H/fJwzz/2rWD3PWpp1I4Hk5BnME5WTQBp+1tu0aRNpaWm0bt0agOzsbJo3b868efNwOBzF6j/11FN069aN9u3bV0qcIr+UEkgRkfMQHRmM1VHyYsoiUr8ZdjvExZ4rcOZDdDSGy4156FDgApMao1u3bj7rLN55552sW7eOfv36Fas7bty46gxNpFxKIEVEzoPVYSfrsaXl1vN8Uy8i9Ypp4jq407tpBAdDXi6WmMQABiU1VV5eHocOHSIyMpIZM2bw008/cezYMXr37k1aWhrTpk1jwIAB/Pzzz7z//vvk5OTw448/cssttzB48OBAhy/1kBJIERERkQBwu/KxX9QR+0VPlbjfnt7R+zpk7EDOLFlTTZFJVdu4cSOpqakcOXIEi8XC0KFDSUhIoGPHjiQnJ5Obm+tNIAvLysri2Wef5X//+x/jx49XAikBoQRSRESkgkLHDMISGVHivrC0UbhPnOT0c29Uc1RS21isdj5cOQL3iX2YOZ5nCg2Lgek2sca2wvzpoKdeYiu6X1tykim1U8EQ1mPHjjF27FiaN29OVFQUX375JRs3biQsLIy8vLxix1188cUAxMfHl7hfpDoogRQREakgS2QEp2dMKVZuS4jFuecgoenzAhCViFRYRIjfk9/401ZFNWzYkLlz5zJ69GhGjBhBeHg4s2bNYvfu3axYsQLTNH3qG0alRSty3pRAioiIiEi9VBOW3WjdujWpqals27aNH374gS1bthASEsIFF1zAIU26JDWQEkgRERGRUrhd+d4e5dJ6lqP+srY6Q5JarmvXrnTt2tWn7I9//GOp9WfPnl2sLCgoiHXr1lV6bCL+UAIpIiIiUgqL1c6Ghb/FktgK966dPvuMIAc0bIjr4E6M4GDMnBx63bYpQJGKiFQPS6ADEBERERFfht2OEReLERfrWUcSCOp7eYCjEhFRD6SIiIhUEtPpLHPtU7crH8f4qTjKaKPwMFHr8Z/JnVt8+F69UGgtSSM42FPm0AQqIhJ4SiBFRESkUhg2W4mz0xYITZ/Hh0/1x8wtefmBwsNEjSAHPca9XSVxiojI+dMQVhEREREREfGLEkgRERGRespu9XwUtFg8/zWC7Bh2G5bYaCyNowgdMyiQ4YlIDaQEUkRERKS+snieq3QfP4aZn4d5JgczNxdz717cPx3AEhkR4ABFpKZRAikiIiIiIiJ+0SQ6IiIiRYSOGVSs56Ws2UVFRETqCyWQIiJSJ5WUBBZwnzjJ6efeKPVYS2SEz2yitoRYnHsOnmu70FITIiIi9YkSSBERqZOKJoGFKQEUERE5P3oGUkRERERERPyiBFJERERERET8ogRSRERERERE/KJnIEVERERqOLcrH3uri7CnXeQtK5gZOJRrYcCsQIUmIvWMEkgRERGRGs5itfPhq6m4fz4JgDUhFteegxgOG07bSVxZx7A2iMJ05ePOyebKCZsDHLGI1FVKIEVERESqgWG3Q1ysb5lNH8VEpHbRby0RERGR6mCauA7uDHQUIiK/iCbREREREREREb+cdw/k9ddfT3h4OADNmzdn/PjxTJs2DcMwuPDCC7n//vuxWCysWLGC5cuXY7PZ+OMf/8hvfvObSgteREREREREqs95JZC5ubkAZGZmesvGjx9PWloaXbt25b777mPt2rV07NiRzMxMVq1aRW5uLiNGjCApKQmHw1E50YuIVLLoyGCsDnugwxARqRUKfmfuAyyGZ2ibgeF9DWZA4xORyndeCeS3337LmTNnGDt2LE6nk8mTJ/P111/TpUsXAHr37s2GDRuwWCxcdtllOBwOHA4HLVq04Ntvv6V9+/aVehEiIpXF6rCT9djScusVTJ8vIlKfWR12Tr+0BMKcmLm5mM58cOZ7XufnAUagQxSRSnZeCWRwcDA333wzycnJ/O9//+OWW27BNE0Mw/NLokGDBpw6dYqsrCzvMNeC8qysrHLbt1oNoqJCzye0WsVqtdSL66yJdO8Dpzbce5vNGpB6VX1uwyj7uLp43ZYyPrsW1CmtzaLHlrddtLxouyXd/9LaKFrP3+MKysu67tLaLK39il63P+euiLLObxS8LvRfwyghhlKux2jS5FyBMx/DO0OqAT/99MsCryKGYfi89m4XvuYSfgbl/b/jcy/P/jNKeS8DPr/Hrdayp9So6b/zRaRiziuBbNmyJRdccAGGYdCyZUuioqL4+uuvvfuzs7OJiIggLCyM7Oxsn/LCCWVpXC6T48dPn09otUpUVGi9uM6aSPc+cGr6vY+JCcfpdPlVt7LrVUWbhevZbNYyj6uL1+0uY/RcQZ3S2ix8rKWEtkpqu3C9ou2WdP9Li69oPX+OK3zusq67tDZLav98rtufc1dEWec3C14X+q9pFj+mcHrjs89ieGdFNYKDMXNyALA1b+uz3IYRFwtu/9/PVck0Td/XBduFr6uEn0FpP2+73Xq2rULHnv1nlvJeBry/x2NiwnG53GXGHIjf+TEx5X/eFJHzc16zsL766qvMnj0bgIMHD5KVlUVSUhKbNm0CYP369Vx++eW0b9+eLVu2kJuby6lTp9i5cydt2rSpvOhFREREKp1nuY2C5NJ1cCe4y06SRETqi/PqgRwyZAjTp09n+PDhGIbBgw8+SMOGDbn33nt59NFHSUxMpG/fvlitVlJTUxkxYgSmaTJp0iSCgoIq+xpERESkGtmHDoXgcxPiGQ4b9jwn7jMnAxiViIhUh/NKIB0OB4888kix8qVLi088MXToUIYOHXo+pxEREZGaKNhB9tI7vZtGsAMzJ4/wKS8FMCgREakO5zWEVUREREREROqf8+qBFBEREZH6yXS6fCapKZiIR0TqB/VAioiIiIjfDJuVrMeWetfMdR48Apyd/tZdaCrcyp6SV0RqBPVAioiIiNRlpqleQhGpNEogRURE6rigqdOwRjX2KQtLG1Vm/dy5s6s6LKkuhoFr748l7rI2b1HNwYhIbacEUkREaqXQMYOwREaUuK+s5Kg+skY1ZsPC3wJgSWwFgGvPwZLrJsTS/dqnqi02ERGpXZRAiohIrWSJjOD0jCnFym0JsTj3HCQ0fV4AohIREanblECKiEhAFO5BLKnH0H3iJKefe6O6w5IaxO3KL/ZFQNHtyBlvA+A8dZish1OqLTYRkfpKCaSIiAREQQ9iQY9hUepBFIvV7h16C57ht+5dO73bRlws7sO7MN0mSX/8L1F/WQuAPb1jie05xk/Fcb7BGJ7z+ZYZGFZNTiMi9YsSSBEREan1LFY7HyzqijW2FeZPxb+QsCS2wty3BzM3j6SJayt+AtPEdXCnT5FhMbDGtznfkEVEaiWtAykiIiIiIiJ+UQIpIiIiIiIiftEQVhERKVVJS2UUnvBGE92IiIjUL0ogRUSkVEWXyig64Y0muqmFTBMMA2tCbPl1RUREilACKSIiUp8YhncymZJYEltVc0ASaG5XPvaE1rS4KbPE/YVHHbhOnqiusESkhlICKSJSy5U0zLTwPg0xFRGLYZS+z2rnw9Wp5B37H+7cM1gcIdjcFiwNm2GEhuEqNOqg5/jXqyNcEanBlECKiNRyRYeZFrAlxOIYPzUAEYlITVNaj7M3rTSrLRQRqeWUQIqISJUoq2dU6o6wO5dii4r3buu5WBGRuk0JpIiIVInSekYLKNGoG2xR8fw3oxum28SW0A73jz+WWjdp4tpqjExERKqC1oEUERERERERvyiBFBEREREREb8ogRQRERERERG/6BlIERERqTMMux3iYovvcLuqPxgRkTpICaSIiEgNYjqdPgu3A8W2pQymievgzmLFtoR2AQhGRKTuUQIpIiJSgxg2m8/stbaEWJyFFnLX7LUiIhJISiBFpM6LjgzG6rAHOgwRERGRWk8JpIjUeVaHnazHlvpVt74NFQwdMwhLZARQ/65dREREKk4JpIhIPWaJjOD0jCnFhkkW0HBJERERKUwJpIiIiPhwu/K9Xx44iuwrKI/6y9pqjkpERGoCJZAiIiLiw2K1s2HhbzGCHJi5eefKE1vh3rUTIy7WO9Npr9s2BSpMEREJACWQIiIiNUTQ1GlA8aHDJfUCuo7/TO7c2dUUmYiIiIcSSBERkRrCGtWYj94ah3vXuXUMS+sFTJqoIaQiIlL9LIEOQERERERERGoHJZAiIiIiIiLiFw1hFRERqWSm06l1NUVEpE5SAikiIlLJDJuN0zOm+JRZDHCbntdaX7NijCZNPDfQmY8RF3uu3KaPMSIi1U2/eUVERKRmsxi4Du7ECA7GzMnxFtuaXRTAoERE6iclkCIiIlL3GUB0NIbp6QY24mLVgykich40iY6IiIjUfaaJ+9BOXAc9S6QU/FdERCpGCaSIiIiIiIj4RWM3REREROogw2aDuFjfyYfcJuahQ4ENTERqNSWQIiIiInWRaRabfMga2yrAQYlIbacEUkRE6p3C6zRqvUYRERH/KYEUkVorOjIYq8Me6DCkFipYp9GWEItzz0GCpk7DGtXYp07RtRodZ//rOv5zNUVZP3nXfDQMz7ZmS/UybFYsjSM8G858z2vDgOyTgQ1MROoV/UYWkVrL6rCT9djScuvV9B6m0DGDsER6PhSWFKv7xElOP/dGdYdVr1ijGrNh4W+925bEVrh3nZul0whyYObmAZA0cW21x1cStyu/1CS3aHmtUrDmo8WTQLoO7tR6j16md/ZYI8iOmZuP4QiGIGuA4xKR+kQJpIhIgFkiI3x6w4qq1cmAVBmL1e6T9BYkuUWTX6g5Sa/8QoaBEXRu1IURZAe7HXAHLiYRqXeUQIqIiIjUBm63dzIcw2Jguk0MNxDsKPs4EZFKpHUgRURERERExC/qgRQRqWKFn3EUEanN3K58LFa7z/PaIbdNphnAoOL1Xc5cyMmrtvhEpOopgRQRqWIFzziWRs84Sp1hcG7B+sK0eH2dYbHa+eitcbjOPq9tTYjFvXcvzuA8XNnHsTaIwnTl487JxuIIoc8fPgCUQIrUJUogRUSkVnC78ovNUlta8m3VUhuBYZ6bJbSwkhav9y7XUZgzX0t2iIjUcPotLSIiNZLpdBZLGD96a5zPdtHZRsEzG2mPcW9XaWxSCc4u11GYERyMtdEFAQpIRET8oQRSRERqJMNm8xn6G5o+zydhtCQW79USERGRqqVZWEVERERERMQvSiBFRERERETEL0ogRURERERExC96BlJERMoUNHUa1qjG3m1Hkf2FJ7pxnTzBmSVrqimymq/ovSvMMX5qsXspIiJS0ymBFBGRMlmjGrNh4W8BzwynZu65Nd0sia2868EB9Bz/erXHV5MVvneFWRJbYe7b43MvAZImrq2u0KQ+MQwMR7DnpSMICq/V6cz3lFutgYhMRGohJZAiIiIV4HblY7HaS12DsqBXsbT9lRAAxtkEwCicCGDATz9VzTmldrMF4bK5MfNzcGcdwpKdhZmXA3iWThERqQglkCIiIhVgsdr56K1xpa5BaebmYUlshXvXzqrpUXS7vesnFl5H0RrXuvLPJXWGmZ+DO++MtydSROR8KYEUEanDTKfT5xlFERERkV9CCaSISB1m2GycnjEFAIsBbtN3f5UNsxQREZE6SQmkiIiIVCnDbj83cUt0NIZpYtj0EUREpDbSb28RERGpWqbpfV7TfWgnptvE1uyiAAclfjFNrAmxxYpLKhOR+kEJpIhIDVV4DcGizzEW3Q6aOo3cubOrLTavEj5c6plLkTrEMIpNGFV4CRpLYqtARCUiAaQEUkSkhipYQ7DoWovWhNhi292vfSoQIZb44fL0jCnYEmJxjJ8amJgof6kNOPf8p6PUGiIiIlKUEkgREalzylpqA/Aus1Gw7EaVLLchIiJSBymBFBHxQ+iYQVgiI3zKCoZquk+c5PRzbwQiLBEREZFqpQRSRMQPlsgI73IYALaEWJxnh5FqKYxz3K58n/tR3r0JmjoN1/LnqjosERERqSRKIEVEpNJYrHY2LPwtRpADo1lCqUNIwTOMtPu1T+GqxvhERETkl7EEOgARERERERGpHZRAioiIiIiIiF80hFVERERKZTRpAhbDs+HMx4iLxbDp44OISH2lvwAiIr9A0NRpwLkZWUtTMJmM6/jP5M6dXbGTmCbWhFifoqLbtZXblY9j/NRS12LUBEU1gMXAddDzLKsRHIyZk4Ot2UUBDkpERAJFCaSIyC9gjWrMR2+Nw3V2RtZi+88megWTyZzXeoOG4TMZTcHahQUsia0q3mYNYbHa+fCp/j7X4913dq3GAlqrsWp5exqd+Z7tuFgwDAyrNcCRiYhITaIEUkRERLw9jUZwMIDntcXAGt8mwIGJiEhNogRSRESkjir8/KIRd3bYszMfGkbDTz8FMDIJJMMeXGjDKKOe3fvcqw+9f0TqNSWQIiJ1gNuVX+rzgiWVn9ezmFL7FHp+sfBzjJao5oGMSgLIsDpwko/pcmPYg7GWNSG/aeI68gO4zCKNVG2MIlKzKYEUEQFCxwzCEhkBlD8hTjElTHJT3SxWOxsW/tanzAhyYDRL8HmOsICeJ6zfDJsdivQqaWbV6mM4gsuvVIVMZy7uvDOe1NEeWnZlWxAumxszP8e351JE6i39tRARASyREZyeMQVbQizOEibEKXM20CKT3PjsOpvEFSitp7CgrLTZSEXK400KCw05LD0pNL09kgU0s2r1MBzBuIIcmPk5Zwtq/pLcZn7OuYRTROo9JZAiItWopJ7CgtlGi86uql5CqRjTOwmOmeNJTpQU1kwFCZmISG2kBFJEpB4q3BOq3k+RWsKwnBv+6swDzDKri4hUBSWQIiL1UEFPaGm9n956ia3ofu1TAYiwZjKaNPG8KDozpdvEPHQoMEFJvZGffRi35ezkNxYL5JwOdEgiUg8pgRQREfHX2SUxXId3eYeJAlhjWwUqIqlHTFdeoWcR9RFORAJDv31ERIoImjoNa1TjYuVFJ7/RkE+pbawJbTFsnneurWWHYvsLl5X2uqQy6wXtfc7h2rOtUuKtbwxHMKhnUURqOCWQIiJFWKMalzrRTYGCIZ+a6EaqktGkCVgtGGbhZ93O/7k3w+Yga99WDHswZq5vkmIEhWDmnvEkMEDWnk/BAMNxthw8+9zuc3XPytr7KZhgBIfSIObi846vpiu8/IaZl1NGzfNr2xXkSe6tbi2XISI1lxJIERGRmspi4D60E9N9Lmm0JbQNYED1meFdfsOwB2MFcOZW6hnM/BwwgBq7YIZnCDcWCziCIL9yr19EagclkCJSKzWM8nxTH5Y2yq/6IWMHcmbJmqoMSaqBz8Q1BRPZaAIbqSa+6yHW1CSv6hh2z+/d/FMHMIKtWAkKcEQiEghKIEWkVrLZg/jorXG49hwst641IZau/f5WbrJZ9BlHqXlcBwsNIz673mFNmMDGsNshLhYMwzPc1Jl/bsZWkTrG7czFMC1YaRDoUEQkAJRAiki9YLHa+e8Tvyt1vzUh1rucRY9xb1djZFInmCaugzsxLAam28QIDsYS2SzQUUmVMTzPkVosYPjRE2kY4AjxrONoDwaXJskRkdpLCaSI1DjRkcFYHfZAhyHyixh2z3vYZ9gtYNjs4MyH6Gjv5DiGzY7pzPdUKLTGpGGrhX+mTbPMWVsLz9haUr2i5QWvC/5rOvMCPsurYXfgNExMtxN39mEsjnImvbEF4cKN6+Q+zzBQs/4NfxWRuqMW/mUSkbrO6rCT9djSMuv4++yjSMCcTQ4LD7sFsDW7CNfhXZCX650cx9bsInCcXRjGZvckmWcVTri8bRRJqoqW+1O3yhiGZwZXIGnkG4SGN/XZ3f3apyrUXPdrn8LpzMFmK39m0l63bSq3zpmT+yt0/tKYzlzceWc8PYpFGRYMR7DPTK2mMwfTAIv1/GfRFRGpCZRAikidYI1vDDZroMOQWqjgWcViE/Q0aVKtk/MUrM+YtW8ruN2esqAQzLwz3pU7iiZkFUnGKpq4XT1+M6dP7efDV4dV6LjCQsOb8uyLnbzLfzRsejnH9m/27Dxb5ssAi+EtL6h/8+hPPe1gYA0Kw8zJ8tQOCvUuRxLZrDMn9m3xKfNp+Wz5mN9vOe/rKaxL8nJCw+NL3Nf9+uf9bqf79c9z5tQBtrycUilxiYhUNSWQIlI32Kw+6zQWZpxdW03EaNLEk6AUDBM1DAyr54uHohP0WBv/yjMxDngnxwn0kNLQ8KaseP4KcLuIbnY5R/dtPrfTYgW3y/O8XcG6kWeTtIK61uBwXLlZnuf23C7fxgsSOsMgumlnju7bzNCxn1bfxVUTlysfq9XuV29lgdLqPvtiJwyLDcNtela4MCGy6WUcP+C5b4ZpgOkGqw3TPHu/DQuYJqbbRcNml3Py523clPLBL70sEZFqowRSRETqD4vhmezm7AyuhsXAGt+m5LpnJ8YBvJPj2JpdVI3BSlWwWu2s/ve44r2VhXpES+vZdOefwXS7Maw2xo76uIoi9EzQU9IwWBGRmkAJpIiIVKlOv19KSETJQ/2ACs1669czbqd+8ru9ynD56NcIiWha6v6K9HQBXD2uqhKTinO58rlqTPm9Y1ffurnUfQ2bXl7mdmFuVy4nDn/tf4B1kGELwmmYcHIfBDmoyMD8LjcuJSQszrtd0aG0BU6fOsCnZQ2pNQwMmx2jYSNPb37jRpBdvf/fiUjgKIEUkWpReGbVmJjwgMRgTYgtv1I90On3ngmKkiau9fuYX1p31bNdilcMCSGy0UWc2P85uEuYWCQkBM6c8W5GNu/I8b2Fnl8722NkOEIgL89bfOPNZxOwQrOZFjjfIajWZheD7dxQaGv8uZ7IkIimrHrp1yUeF9noIk4c+c7v80Q2uoij+7cUG4JaoLqGlPbolU5oaEyltHXowGbv8E57UDj5uac8O86WFdYkvvTk8hwTIzjMu1XS68Jlhflft3onunG58uk57v1y6/169L/KrbMk8wqf4bFm7mnvEFrT7fY8a+t2YbpdGBYLhmElMq4DJ3/e5u1hvfn35b/PzPxc3Ed+BAvgBoL1qIBIfaEEUkSqRcHMqjabFafTVWbdqpphtbRnJAEsiYFfjL66hETE8+93x3Fi79ZzSZrF8CRxDjueT/ZnWQwiG7flxKGvIS//XD1vY8WTvBN7t3rqBQXDmTPnErpqUvCMW/ffPVeh4yrSU1h0QhpXXrbvhDCG4fkHuHJO+R5s8TwD500Sz5ZZHb9sUfYBQ14nLKz0ntCKeiKzE03iL+fQT5vP5VMFSV+h5K9oUmhYrJguz//j41OrIuE1cBWcr0iC7co9VcrkPJx7RrTUuucuyhpUvV9yWa12nnvxCkzD9D4jWRCLYRpgQGT8ZRz/aSumy+lJ/Dg72ZBhwbQYmC6nX4mfiMgvpQRSREQKMTyzfhawWLzlVcZWdM1P05OsVkRwkHdBd6vV7kmQK9jzV159V44n4YiO7+TTS1hTJpoJC2vKE5mdfHv2ivT8GVYrZkESVbSTrVByOH5UzbgmERGpeZRAisgvUnhoakncrnwsVs/+8noWXc5crLYgv+oW0LDUWiIkpPR91hKe8gqxlXicEVLy0EQA19mlHbzbuVm+vXzgM9OozzBRivQUFvQgnu2dsgYHZti1BErJw2QtRXqJS+upLFoPin8FY5ol9JKKiNQCSiBF5BcpGJpamrC0Ufz3id9hTYjFtecghmFgFv1Qf1bP8a/71PU5T0KszxDUpIlrMfftwcz1PPt2PkNQO/5+OQ0iSn7OK2niWvLdbuzeHrjSVXR9vaLPCBZOnMurW5F2yxUSUjzBqiKuvOwSSssY4lk0yStop2iSZ5pgsWJ1hHqGzYpUikLDZCkY7lqo9/bs8GRn7qmzS7z4Hu3MOwUmnmGmmFDwe8/wtA1gc5T+ZYiISE2mBFJE6q0GETGMXPYEAEZICOaZM2CxENm0PQAZv+52bvKXIs/6FTzjF9noIo7+9Bm4SulNMPAkRGf3RzfrzNF9vguZDx27hRVLOvssoO6pe3adP4u1yPN1+A4/tFqIjrvM026RNjw9aRafA4be5Jkx05WXjdUe6l8vn9Vaei9i0fLC24VfF30uzaishM8suX2pw4wi/63Kc4iISGFKIEWkVrjsN+kEX+vbW1je8g9FexBL6qGLbN6xUuKrdoV728wSynyYpSRXnmGaxXoHiyaglDBJDJQ8GQzgyjtNsZlW6qAByW8SFu6ZtKYgKT8fTmcONluw3/WH3vSJX/VSbnibqLDzH+JdWRPgFG0n15lPULHnXst38+jKey5z8FXFRw2cyDrIq6v7M2TwP4gstBRGWf5QJCa3y8Ri9T/xLFx/zOiyf66m08Swld/22NTS28k+dYhX3hjkd3wiIiWp8gTS7XbzwAMP8N133+FwOPjrX//KBRdcUNWnFSmX1Xr2uafSeo7kvDnGXo8j4lwvVs/xrxerk33qZz5bdrPfbQaHxvgsBdF3+DuEhUaXeYzdYiF5+d8AsAWF4cz1fUZuZcqfOHzgbG+gxeLNdWyOUBpG17AF40tKDgsSuoKePLe70KQ3/iih565Cx5fR7tkhqAOGrAH8S7Dy3S7sloqsele6q/pWbFgxnH9i80sVJI9lnT/f5cZuLf9nUzWznvrn8Jkz3PdJ+TPZLu7dhz+uf6/qA6qgxb37eJPU61ffgWl6hqvaHOGeIalFvhCJj7ucAz9t9tl+Iukmlsz/0u+h4Tfd8X9+x2fYDH7MOINpVrDzvuC7HKDFhCaMHbmx3EPcrrr7xY+I/HKGWdrDSJXkn//8J+vWrWP27Nls3bqVJ598ksWLF5d5TH6+i+PHT1dlWDVCVFRovbjOmsZqteDclkn+if3YI+Jo+H/JmC4nAG5rEKfyqv8DZHUpb8Kbwkyns9Q18/JdLuwlTXxSyIT3PR9STNPEKOHTTsavuxVqz8Tux7f2ResVnKOwWV0uo3HIuecJTacbw1b+B++S6vkbV2UIVPJSHTH4m/wEiifxeY/Fvfvzx/Vl92oXte/gZp6+9g5iQyOqKLpz/vSfLyp8zNYjh/2uG/oLf/b/ur43PVc97VMW5AgnN+/cs4QG8MGNtxSrV8BiWHGbLp/6ZgntlMTf/u4gRzh5eacwz56vIFH84MZb+N2q23j9xkVcv/oOGjdqx8NdRtHQHupXz19ZXPkmVvsv/13y9f3ZhMdaOHWwnC8+CyWN4XEWcvM8d+bCO0LZsvQMmBAUbpBw9Ctcx3OwRAWzN/pSck956nVOLX3SqzyXC0c5v/996zs5cfRM+RUrWaDWGxapD6o8gXzooYdo37491157LQC9evXigw8+KPMYJZBSlaxWCxEh+dhCovw+xpmfx8lTFVxWIMAiwu3Y7P4t7Fx0Epc8l4mjnMTJzHdj2P1LCvxJ4ib+60Sxss9//tlne+3QROxWw++ksMCHU7/xvjbOfqq6LDaY74+6yMr3/Fy7z21L0ku+60RuGFHz14bMc7lx/ILkzOkysVVTklyeI2fyuW/jtlL3u00TS6U9N3nOY70v9UlwK3pP/B1a6E8bv2QIZFU6mJ3LqH+V3bv4j4E9a9wXBZXxswFP4lb6STiXrJWS3F3y5wYltuGtX6iN0s5xyawGZSaQpmmS7fRMKhZmD8Id6UmMm7QOIvTM97hP5BDaKpQPTjYi+5SLBuFWLj3yP5xHT9OgcThbGiaQfcpzzMDRTbl1/UoMo/jP84leNzL+g1Ulhul05XH45688AZ+9pteHPMjhw2Un/1VBCaRI1anyBHLGjBlcc801/PrXvwagT58+/Pvf/8ZWSs+GiIiIiIiI1ExV/lVhWFgY2dnnvnVzu91KHkVERERERGqhKk8gO3XqxPr16wHYunUrbdq0qepTioiIiIiISBWo8iGsBbOwbt++HdM0efDBB2nVquY/VyQiIiIiIiK+qjyBFBERERERkbqhZk2XJiIiIiIiIjWWEkgRERERERHxixJIERERERER8YsSyGqUk5PDxIkTGTFiBLfccgtHjx4tVuf5558nOTmZ5ORkFi1aFIAo6xa32819993HsGHDSE1NZffu3T77161bx4033siwYcNYsWJFgKKsm8q792+++SbJycmkpKRw33334XYXXxhbzk95977Avffey7x586o5urqtvHv/xRdfMGLECIYPH87tt99Obm5ugCKte8q792+88QY33HADN954Iy+99FKAoqzbPv/8c1JTU4uV62+tSB1jSrVZsmSJuWDBAtM0TfPNN980//KXv/js//HHH80bbrjBdDqdpsvlMocNG2Zu27YtEKHWGe+++6559913m6Zpmp999pk5fvx47768vDzzqquuMo8fP27m5uaagwcPNg8dOhSoUOucsu79mTNnzN/+9rfm6dOnTdM0zUmTJpn//ve/AxJnXVTWvS/w8ssvm0OHDjXnzp1b3eHVaWXde7fbbQ4aNMj83//+Z5qmaa5YscLcuXNnQOKsi8p73yclJZnHjh0zc3Nzvb/7pfI89dRT5nXXXWcmJyf7lOtvrUjdox7IarRlyxZ69eoFQO/evfnoo4989sfFxfHMM89gtVqxWCw4nU6CgoICEWqdUfied+zYka+++sq7b+fOnbRo0YLIyEgcDgedO3dm8+bNgQq1zinr3jscDpYvX05ISAiA3uuVrKx7D/DZZ5/x+eefM2zYsECEV6eVde9/+OEHoqKieOGFFxg1ahTHjx8nMTExUKHWOeW97y+66CJOnTpFXl4epmliGEYgwqyzWrRowcKFC4uV62+tSN1jC3QAddXKlSt54YUXfMoaNWpEeHg4AA0aNODUqVM+++12O9HR0ZimycMPP0y7du1o2bJltcVcF2VlZREWFubdtlqtOJ1ObDYbWVlZ3p8HeH4mWVlZgQizTirr3lssFho3bgxAZmYmp0+fJikpKVCh1jll3ftDhw6xaNEiFi1axNtvvx3AKOumsu79sWPH+Oyzz7j33nu54IILGD9+PJdeeindu3cPYMR1R1n3HuDCCy/kxhtvJCQkhKuvvpqIiIhAhVon9e3bl7179xYr199akbpHCWQVKXiOsbDbbruN7OxsALKzs0v845Wbm8s999xDgwYNuP/++6sl1rosLCzMe8/B84xMwYeJovuys7N9/sjJL1PWvS/Ynjt3Lj/88AMLFy5Ub0AlKuvev/POOxw7doxx48Zx+PBhcnJySExMZPDgwYEKt04p695HRUVxwQUX0Lp1awB69erFV199pQSykpR177/99lvee+891q5dS2hoKFOnTuXtt9+mf//+gQq33tDfWpG6R0NYq1GnTp14//33AVi/fj2dO3f22W+aJhMmTOCiiy5i1qxZWK3WQIRZp3Tq1In169cDsHXrVtq0aePd16pVK3bv3s3x48fJy8tj8+bNXHbZZYEKtc4p694D3HfffeTm5pKRkeEdyiqVo6x7P3r0aFavXk1mZibjxo3juuuuU/JYicq69wkJCWRnZ3snd9m8eTMXXnhhQOKsi8q69+Hh4QQHBxMUFITVaiU6OpqTJ08GKtR6RX9rReoewzRNM9BB1Bdnzpzh7rvv5vDhw9jtdh555BFiYmJ47rnnaNGiBW63m8mTJ9OxY0fvMZMnT9Yv2l/A7XbzwAMPsH37dkzT5MEHH+Sbb77h9OnTDBs2jHXr1vG3v/0N0zS58cYbGTlyZKBDrjPKuveXXnopN954I5dffrm353H06NFcffXVAY66bijvfV9g9erV7Nq1iylTpgQw2rqlvHv/0Ucf8cgjj2CaJpdddhkzZ84MdMh1Rnn3/uWXX2bVqlXY7XZatGjBX/7yFxwOR6DDrlP27t3L5MmTWbFiBWvWrNHfWpE6SgmkiIiIiIiI+EVDWEVERERERMQvSiBFRERERETEL0ogRURERERExC9KIEVERERERMQvSiBFRERERETEL0ogRUSqwaZNm5g0aZJP2bx581i9evV5tbdt2zYWLVpUrHzSpEls2rSJ9evX88orrwDwyiuvkJ+ff17nERERESnMFugARESk4tq2bUvbtm1L3d+7d2/v6yeffJLrr7++GqISERGRuk4JpIhIgE2aNIn58+cDkJSUxIYNG5g2bRo2m439+/eTl5fHgAED+M9//sOBAwfIyMjgwIEDLF++nPnz57Ns2TJWrlxJTEwMR44cAWD16tXs2rWLCy64gMOHDzNp0iRat25NbGwsI0eO5MSJE4wZM+a8e0BFRESkftIQVhGRarJx40ZSU1O9/958880y6zdr1owlS5aQmJjI3r17efrpp7nmmmtYt26dt86pU6d48cUXWbFiBRkZGcWGqiYnJxMTE8P8+fNJTk7m73//OwBvvvkmAwcOrPRrFBERkbpNPZAiItWkW7du3p5G8DwDWZRpmt7X7dq1AyAiIoLExETv67y8PG+dXbt20bp1axwOBwDt27cv9fwJCQk0aNCAHTt2sGbNGjIyMn7ZBYmIiEi9ox5IEZEA+vnnnzl8+DAA+/bt48SJE959hmGUe3xCQgI7duwgJycHl8vFtm3bitUxDAO32w3A0KFDWbx4MbGxsURHR1fSVYiIiEh9oQRSRCSAGjZsSHh4OMnJySxcuJDmzZtX6Pjo6GjuuOMOUlJSuOWWWwgJCSlW5/LLL2fcuHGYpslVV13Fhg0bGDJkSGVdgoiIiNQjhll4vJSIiNRpZ86cYdSoUaxcuRKLRd8hioiISMXo04OISD3x6aefMnToUCZMmKDkUURERM6LeiBFRERERETEL/oKWkRERERERPyiBFJERERERET8ogRSRERERERE/KIEUkRERERERPyiBFJERERERET88v/ethFqTXncygAAAABJRU5ErkJggg==\n","text/plain": ["<Figure size 925.375x720 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["# For Humidity\n","sns.set_style(\"darkgrid\")\n","sns.FacetGrid(data, hue=\"Summary\",height=10).map(sns.histplot, \"Humidity\").add_legend()\n","plt.title(\"Analysis of Weather Conditions with Humidity\")\n","# save the figure\n","plt.savefig('plot5.png', dpi=300, bbox_inches='tight')\n","plt.show()"]},{"cell_type": "markdown","metadata": {},"source": ["Observation:\n","\"Humidity\" is better Feature than \"Apparent Temperature (C)\""]},{"cell_type": "markdown","metadata": {},"source": ["### Function for plotting Humidity & Apparent Temperature for all months"]},{"cell_type": "code","execution_count": 24,"metadata": {},"outputs": [],"source": ["# Function for plotting Humidity & Apparent Temperature for all month\n","TEMP_DATA = df_monthly_mean.iloc[:,0]\n","HUM_DATA = df_monthly_mean.iloc[:,1]\n","def label_color(month):\n"," if month == 1:\n"," return 'January','blue'\n"," elif month == 2:\n"," return 'February','green'\n"," elif month == 3:\n"," return 'March','orange'\n"," elif month == 4:\n"," return 'April','yellow'\n"," elif month == 5:\n"," return 'May','red'\n"," elif month == 6:\n"," return 'June','violet'\n"," elif month == 7:\n"," return 'July','purple'\n"," elif month == 8:\n"," return 'August','black'\n"," elif month == 9:\n"," return 'September','brown'\n"," elif month == 10:\n"," return 'October','darkblue'\n"," elif month == 11:\n"," return 'November','grey'\n"," else:\n"," return 'December','pink'\n","def plot_month(month, data):\n"," label, color = label_color(month)\n"," mdata = data[data.index.month == month]\n"," sns.lineplot(data=mdata,label=label,color=color,marker='o')\n"," \n","def sns_plot(title, data):\n"," plt.figure(figsize=(14,8))\n"," plt.title(title)\n"," plt.xlabel('YEAR')\n"," for i in range(1,13):\n"," plot_month(i,data)\n"," plt.savefig('plot10.png', dpi=300, bbox_inches='tight') \n"," #plt.savefig('plot11.png', dpi=300, bbox_inches='tight') \n"," plt.show()"]},{"cell_type": "code","execution_count": 23,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 1008x576 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["# Month-wise Plot for Apparent Temperature of 10 years \n","title = 'Month-wise Plot for Apparent Temperature of 10 years' \n","sns_plot(title, TEMP_DATA)"]},{"cell_type": "code","execution_count": 25,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 1008x576 with 1 Axes>"]},"metadata": {},"output_type": "display_data"}],"source": ["# Month-wise Plot for Humidity of 10 years \n","title = 'Month-wise Plot for Humidity of 10 years' \n","sns_plot(title, HUM_DATA)"]},{"cell_type": "code","execution_count": 121,"metadata": {},"outputs": [],"source": ["# Function for plotting Apparent Temperature & Humidity for each month\n","def sns_month_plot(month):\n"," plt.figure(figsize=(10,5))\n"," label = label_color(month)[0]\n"," plt.title('Apparent Temperature Vs Humidity for {}'.format(label))\n"," plt.xlabel('YEAR')\n"," data = df_monthly_mean[df_monthly_mean.index.month == month]\n"," sns.lineplot(data=data, marker='o')\n"," name=\"month\"+str(month)+\".png\"\n"," plt.savefig(name, dpi=300, bbox_inches='tight') \n"," plt.show()\n"," print('-'*80)"]},{"cell_type": "code","execution_count": 122,"metadata": {},"outputs": [{"data": {"image/png": "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\n","text/plain": ["<Figure size 720x360 with 1 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vCVRV5ZNPPiEuLq7I5Vkhqpq0OAkhhJN5+umn2blzJ//973+laCowcOBAateuzYcffqh1KKKGkxYnIYQQQogSks7hQgghhBAlJIWTEEIIIUQJSeEkhBBCCFFCVdY53GazYbVWbHcqvV6p8HVqwVXyAMnFWblKLq6SB0guzspVcnGVPEC7XIzG4gerrbLCyWpVSU3Nvv6CpRAQ4FXh69SCq+QBkouzcpVcXCUPkFyclavk4ip5gHa5BAf7Fvu4XKoTQgghhCghKZyEEEIIIUpICichhBBCiBLSdORwq9VCSkoiFkt+mV6fkFD2meadiavkAc6Ti8HghskUjF4vg+MLIYSoOJoeVVJSEvHw8MLbO6RM0wro9TqsVlslRFa1XCUPcI5cVFUlKyudlJREatUK1TQWIYQQrkXTS3UWSz7e3n4yF5OoUIqi4O3tV+aWTCGEEOJqNO/jJEWTqAyyXwkhhKgMmhdOzmLZssUMG3YzeXl5WodCfHw8f/65tchjP/zwLTNnTmXq1EkMHtyPmTOnMnPmVBITL2gUZVFr166s8HW+/PILZGfbx+7YuHEdM2ZMYebMqUyffj979+4G4K+//mTTpo0Vvm0hhBDORa/XYdbrydHZ/9brtSlhpOdsgc2bf2DgwMH88stP3HrrHZrGsnfvLmJiTtOnT1/HY0OG3MaQIbdx/vw55s2bwwcffKxhhFdasuQzRo26q8LW98svP9GiRUu8vLz4+ecf2bVrB+++uwiDwcC5c3HMnDmVzz5bTs+efXjiiUe48caB+Pj4VNj2hRBCOA+9Xsf5HAvTlu0hNiWHcJMnH02IINTTUOX9aqVwAvbu3U3duuEMHz6Kl156nltvvYOZM6fSoEFDYmJOA/Dii68QE3OaL774DJ1OR1JSEkOHjmDUqDHs27eHzz//BIDc3Fzmzn0Ro9HI008/hp+fPz179qZHj968884bqKqKv78/zzwzj+PHj7J8+Re4uRk5dy6OAQMGMWHCJJYtW0xubi7t2rWnT59+14x9zZqv2Lz5RxRFYeDAwYwePZaXX34Bg8FAfPx5zGYzAwcOJjJyKwkJ8Sxc+DYJCfHF5nHq1MliY1y06H2MRiNDh47A3d2ddetWO+6cW7DgdTZuXEt6ehpvvrmQtm3bEh0dzfTpD5OXl8f48XeyZs03zJw5lYAAExkZGbzxxju89dZCYmPPYrPZmDJlOp07d7ksr5W88sqbgL216eGHH8NgsO+udeuG8fnny/H3DwCgZ89efP/9JkaPHltRu4QQQggnkoviKJoAYlNymLZsD6um9MBYxbGUq3BKSkpi5MiRfPbZZzRp0qRcgXx7OIGvD8WX6jWKAte6831o2xBua1PnuuvZtGkjd9wxnPr1G2I0Gjl8+BAAbdu2Z9asOaxbt5qlSz+nb9/+XLyYyGefLUdVbdxzz1gGDLiJ6Ogonn9+PrVqBfPFF5/x668/M3jwLSQnJ/Hpp8swGo1MnTqJZ555nkaNGrNp0waWL19C167dSUg4z9KlK8nNzWP48CHce+8DTJgwqaDF6dpFU3R0FL/8spkPP/w/FEXhP/95iO7dewAQEhLK00/P5Y03XuH8+TjefPM9Pv30IyIjt9K0afNi83jttQXFxpifn88nnywB4IsvPuONN97Fw8OD119/mZ07/+Leex9g7dpVPPnkbH74YdNV4x00aAj9+vVn/fo1+PsH8Mwzz5OWlsqMGVNZtmyVY7m8vFwSEuIxmUwAXLyYSN264UXWVVg0ATRp0ozVq7+SwkkIIVyURVUdRVOh2JQcLKpafQons9nM888/j4eHR0XGU+XS09P5669IUlKSWbNmJVlZmaxbZ++vExHRFYB27drz55+/A/Ziys3NDYDGjZsQFxdLcHAw77zzBp6eXiQmXqBduw4AhIbWxWi0f6QxMdG89dZCwD5+Vb16DQrW0RSDwYCnpw5399K9l1FRp0hIiOfRR6cDkJGRQWxsLADNm7cEwMfHlwYNGgLg6+tLXl7+VfO4Woz16zdwbNNkCmTBgnl4eXkRE3Oatm3bXyPColVt4XpOnTrJgQP7+OefQ45tpaWlOoqhjIwMAgICHK8LCQnlwoV4fHyaOh7buXM7TZo0JSioFkFBtUhPTyvReyaEEKL6MSgK4SbPIsVTuMkTgwY3ApW5cHrttdcYO3YsH39cMX1tbmtTp0StQ5eqiDGDfvrpO26/fRgzZjwK2C+1jR49FH//AI4dO0Lt2nU4cOBvGjVqDMCJE8exWq2YzWaio6MID6/P7NmPs2rVRry8vFmwYJ5j3Yryb8e1+vUbMHfuS4SEhHDgwH6Ski4WLHNlTIqioKrXz6t+/QY0bNiYt956D0VRWLlyOY0bN+XXX3++7l1lxeVxtRh1Ovu6MjMz+fTTj1i71t6q9NhjMxyX7Ar/dnNzd7zu2LGjRbap09nfjwYNGlK7dm3uued+8vJyWbLkM3x9/RzL+fn5OzqFA9x221AWL/6U55+fj8Fg4MyZGBYunM+nny4FCgst03XfLyGEENWTzWzmjTvbM2vNgSJ9nDxQsVZxLGUqnNatW0dgYCA33HBDiQsnvV4hIMCryGMJCUq5e8WX9/WbNm1k3rz5jvV4e3vRv/9Avv56Pd9//y0rV36Jp6cn8+bN59Spk1itFmbNepS0tFQmTZpMUFAgQ4bcxtSpk/D19SMwMJCkpIvo9ToU5d/4nnpqDi+/PA+bzf4Rz5kzj4sXEx0FTuFyer2OZs2as3Tp57Rs2ZpBg26+It/C9bZs2ZKuXbvx0EOTMZvzad26LSEhdVAUBZ3O/t7qdP/++9LHi8vjWjHq9Tr8/Hxp374jDzwwAQ8PT/z8/EhOtufaqFFj5s9/jieemM26dat56KHJtGzZCm9v7yu2PXLknbz66nxmzpxKVlYWo0aNxmj8d1f09PQgKCiItLRUAgMDuflm+2XPGTMmYzQasVptzJu3gFq1agFw9OhhunbtfsW+oChX7nOlodfryvV6Z+IqubhKHiC5OCtXycVV8gB7Losiz/DP+XSW3t8No0GHm15HgIdBk6FnFLUM82OMHz8eRVFQFIUjR47QsGFDFi1aRHBw8FVfYzZbSU3NLvJYfHwMISENrvKK66vMUapnzpzKrFlzHJe5wN6JfOPGtbz44qsVuq2qHm27svKAistl8+YfSE5O4q67xl932ccff5j581/F27voXXXl3b8CAryu2GerK1fJxVXyAMnFWblKLq6SB8DJtDzu/r8djO0cxhP9y9efujSCg32LfbxMLU7Lly93/HvixIm88MIL1yyahCitm266mQULnic7Oxsvr6ufNW3b9ic33jjgiqJJCCFE9ZdnsfHshkOE+rkzvXdDrcMBZDiCqypunKTOnbtccdt8dVQd8lAUheeem3/d5Xr16lMF0QghhNDCZzvOEHUxi/dHtcXLTa91OEAFFE5Lly6tiDiEEEIIIRxOJGayZOdZRnSsS4+GgVqH4yBTrgghhBDCqVhtKgt+OoGfu4FnbmmpdThFSOEkhBBCCKfy1d44/onP4MkBTTB5uWkdThFSOAkhhBDCacSm5rAo8jR9GgcyqIXz3XhWowunvXt3M2/eM0UeW7Tofb777psyre/EiWOOOesuNW/eM+zdu5vt27exceM6wD7/msViKdN2hBBCCFekqiqvbj6BQacw+6ZmmozTdD1yV10FatasBc2atbjq8z169HL8e+nSzxky5DbHxLVCCCFETbfpcAI7z6Ty9MCm1PF11zqcYslR+yrmzXvGMUDk0KE38/XXP/Lyyy9gMBiIjz+P2Wxm4MDBREZuJSEhnoUL3yYhId4xsOTatavYtGkDQUG1SElJAeC7774hJuY09erVIzk5iRdemEPDho2pXbs2I0aMJj09nf/85yE++2yZlqkLIYQQVS4pK593fo+iY5gfIzuEah3OVTlV4eS//s5iH08bsQYA7z/mYbh42PG4fU43lcw+L2INboP7kVV4HF11xeuuZc+e3cycOdXx/3Pn4pg8+cGrLh8SEsrTT8/ljTde4fz5ON588z0+/fQjIiO30rRpc8A+p9vq1V/xxRdfodPpeOCBCUXWcfvtw1m8+FNeeOEVLl5M5MUX5zJixGg2b/6BwYOHXDdmIYQQwtW8ueUkOWYrzw5qjs4JL9EVcqrCSQsREV2KTD2yaNH7Vyxz6aw0zZvbb4v08fF1TMfi6+tLXl6+Y5mYmNM0atQYNzf7nQCtWrW56vbDwsLx8vIiOjqKzZt/YOHCt8uVjxBCCFHd/H7yIj8fv8j03g1pGOTcc+w5VeF0vRairBteLPL/y+dFy2s1hrxWY8odR1JSEklJSQDEx58nPT3N8VxJOqrVrRvG6dNR5OXlYjAYOX78GIMH31JkGUXROQqyYcNGsGTJpwQH1yYgIKDc8QshhBDVRWaehdd+OUmzYG/u6RqudTjXVaPvqruagIAAfHx8mDLlXj799CNCQ8NK9XqTycTkyQ/y4IP38+STj+Dp6XnFMh06dOTJJx9BVVX69RvA7t07uP32YRWVghBCCFEtvL81mqSsfJ4d3ByD3vnLEkW99DpUJTKbrVfM1Fze2esvb3GqrszmPKZPn8LHHy9Gp3P+neZanOkzKe/+5Uqzi7tKLq6SB0guzspVcqkueew5m8qDqw4wLiKMx25sUuwyWuUSHOxb7OPV+yjtAg4e/JsHHriXSZMeqPZFkxBCCFFSuWYrr2w+QV1/Dx7s3VDrcErMqfo41UTt2nVg+fJVTtNKI4QQQlSFT7ef4UxKDh/c2Q5Po17rcEpMmjiEEEIIUaWOXchk6a6z3NGmDt0bmLQOp1Q0L5yqqIuVqGFkvxJCCOdksaks+PE4/p5GHu3XWOtwSk3TwslgcCMrK10OcqJCqapKVlY6BoNzzagthBACVuyJ5eiFTGYNaIq/p1HrcEpN0z5OJlMwKSmJZGamlun1hSOHV3eukgc4Ty4Ggxsmk/PNqi2EqB70eh25KFhUFYOi4IEqfVErwNmUHD7aFkO/JkEMbF5L63DKRNPCSa83UKtW2eejqS63W16Pq+QBrpWLEKJm0ut1nM+xMG3ZHmJTcgg3efLRhAhCPQ1SPJWDqqq8svk4Bp3CUwOblmhAaWekeR8nUZRer8Os15Ojs/+trwaDgQkhhCvJRXEUTQCxKTlMW7aHXKrngd5ZfH0ont1n03ikX2Nq+7prHU6ZyXAETkTOcoQQQnsWm+oomgrFpuRgUVWqX48c53AxM493fo+ic7g/w9uFaB1OuUhzhhORsxwhhNBWTr6VuFT7ieulwk2eGKrppSVn8PqWU+RbbMwZ1AxdNX8fpXByIha1+LOci9n5/HT0AinZ+RpFJoQQri85O5+Jn+/k9R+P8d7YTo7iKdzkyWuj2nPifNp11iCKs+XERX49cZEpPRvQINBL63DKTS7VORGDohBu8ixSPIWbPLmQnsuz3x4FoGVtH7o3NNG9QQAd6vrjZpDaVwghyismOZtH1x0iKTuf+be0pKGvG6um9MCiqiiqyhs/HuPHIxd4e3gbulWzARu1lJFr4fVfTtI82JsJXcK1DqdCSOHkRBJSsnhtVHueXnugSB+n2h56Fo/vxI7TKWyPSWHZ7liW7DyLh0FH53r+dG9gonsDE42DvKrtXQpCCKGVv+PSeGLDYXSKwtL7utHQ1w2r1YYRHH2aHu7TiMPn03l8w2HeHdmWiHoBGkZcfby7NYrU7HzeGdEGg4vc7CSFkxP5cGs0GflWVjzQHVWhyNghbUJ8aRPiy/096pOVb2Hv2TR2xKSwIyaF//4WBUCwjxvdGpjo0cBEtwYBBHrJAJBCCHEtPx9LZN73Rwnx8+DdkW1pWy+g2CFVAryMfDi6PQ+uPMBj6w/x/qh2dAjz1yDi6mP3mVQ2Hoznnq7htKzjq3U4FUYKJydxNiWHX44nMqFLPTxUGxSMIWktZllvNwM3NAnihiZBAMSn5xYUUan8eSqJbw8nANA82JseDe2tUR3C/HGXy3pCCAHYxxRavieOd3+PokNdP94c3oaA64xiHejlxoej2zFt1QEeXXeI/3dnO9qE+lVRxNVLrtnKy5uPEx7gwZSeDbQOp0JJ4eQkvth1FoNO4e6IsFK/NsTPg2HtQhnWLhSrTeXYhUxHa9SXe+L4Ylcs7gYdncL96VFwWa9JLbmsJ4Somaw2lbd/PcWq/ee4qXktXrilZYlPLGv5uPPh6PZMW/k3M9ceZNHo9i7VmlJRPvkrhtjUXBaNbo+HUa91OBVKCicnkJCey7f/JDC0bQi1vMt3eU2vU2gd4kvrEF/u616f7Hwre2NT2RGTyo7TKbzzu/2yXi1vN7o3CKBbQSEVVM7tCiFEdZBjtjL326NsPZXEhC7hPNy3Ualvj6/j686iMQXF05qDfDi6Pc1r+1RSxNXP0YQMlu+OZVi7ELrUD9A6nAonhZMT+HzbaWw2lYldK/6OAy83PX0aB9Gnsf2yXkJGnr016nQKf0Yl8+0/FwBoFuxN94L+UR3C/FzuDEEIIZKy8nl8w2GOJmQwa0BTxnSqW+Z1hfp5OFqeZqw5yP/GtKdJLe8KjLZ6slhtzP/xOCYvNx7t21jrcCqFFE4aS8sxs2LXWQa1rE2Yv+f1X1BOdXzdGdo2hKFtQ7CpKscvZLL9tP2y3sp9cSzbbb+s1zHMz15INTTRtJa3XNYTQlRrpwuHG8jK5/WhbejXNKjc6wwP8GTRmA5MW/k3D60+wEd3daChC4xTVB7LdsdyPDGL14e2xtfDNUuMMmVlNpuZM2cOcXFx5OfnM336dAYOHFjRsdUIq/afIzvfyr1d61X5tnWKQss6vrSs48uk7vXJMVvZG5vGjoJC6r2t0by3NZpAL6OjiOpWP4BaPtV3jiEhRM2zLzaNJzcexqBT+OiuDrQJqbg+SfVNniwa3Z5pqwqKpzEdqGeq/JNgZxSTnM0nf8XQv1kt+jerpXU4laZMhdPXX39NQEAAb7zxBikpKYwYMUIKpzLIMVtZuTeO/i2CaRqsfROvp1FP70aB9G4UCMCFwst6MSlsP53C90fsl/Wa1rJf1uveMIBOYf5yWU8I4bR+OnqBF344Rl0/D94d1bZSWvYbBnnx/0a3Z/qqA0xffYCP7mpfJVcQnIlNVXll8wncDXqeGtBE63AqVZkKpyFDhnDzzTc7/q/Xy4GzLNYfOE9aroUHnfQ6cG1fd+5oG8IdBZf1TlzIshdRMSms2h/H8j2xuOkVOoYVDMLZ0ERXP/uPhV6vIxcFi6oWGY9KCCGqgqqqLN0Vy/t/RNMpzI83hrXB/zrDDZRH01re/L872zF99QEeWmW/bBfi51Fp23M2Gw7Gszc2jbmDm7n8VQlFVVW1rC/OzMxk+vTpjBkzhjvuuOOay9psNqzWMm+qWHq9rtoejPMtNgb+dyv1Aj1ZObVntcsjJ9/K7phk/jyZxJ8nL3L8QiYAQd5u3N21Hje1qcPML/c5RkD/ZGKXajcEQnXevy7nKrm4Sh4guVQmi9XG/O+O8OXOs9zWLoTXRrTDvYQt4+XN5VBcGvcs3oXJy43lD3TTrHiqys8kPj2XW977k3ZhfiyZ1LXCf+e12r+MV9lnylw4nT9/nhkzZjBu3DjuvPPO6y5vNluLHY21PAICvCp8nVXl64PxzP/pOO+ObMutncKrbR6FEjPz2BmTyt5z6QzrFMa8rw9fMefeqik9MFqLG9LTOVXn/etyrpKLq+QBkktlyTFbmbPpCH9GJXNP13rMuKFhqYYbqIhcDp1PZ+aagwR5u/HRXR3KPcxMWVTVZ6KqKrM2/sP2mBS+ujeC8ICKv0Sp1f4VHFx8X7gyDSV98eJF7r//fmbNmlWiokkUZbWpfLHrLC1q+9CzoWtMFhns485tberw1ugONAv2KVI0AcSm5GApe+OmEEJc18WsfKat/Jtt0cnMvqlpmcZoqghtQ/14Z0RbEjPzeGj1AZKz86s8hqryy/GL/H4qiWm9GlRK0eSMylQ4/e9//yM9PZ0PP/yQiRMnMnHiRHJzcys6Npf1+8mLxKTkcG+3etXq0lVJGXQK4ZfdVRJu8sTggrkKIZxDdFI293+5j+ikbN4c1oZRHco+RlNF6Bjuz39HtOVcWi4zVh8kNcesaTyVIS3HzBtbTtKqjg93R1T8OITOqkyF09y5c4mMjGTp0qWOPx4eNacTXHmoqsrinWepb/JkgIverumBykcTIhzFU7jJk9dGtefQ2RSNIxNCuKI9Z1N5YMV+8iw2Prqrg2MeT61F1AvgreFtOJOSzcw1B0nPda3i6d3fo0jLMfPs4OYYdDXnxFhmfa1iO2NSOZKQycQu4ehddEezWm2EehpYNaUHW2fdyMop3Vmz6wyPrztIbGrO9VcghBAl9MORCzy89iC1vN34fFwnWlfgGE0VoXsDE28Ma0NUUhYPrz1EZp5F65AqxI6YFL45nMDErvVoUcOmm5HCqYot3nmGYB83bm1dR+tQKpXVasNoteJps+FmtXFv13AUFOZsOkK+xXnuvhFCVE+qqrJ4xxme++4o7UL9+L+7O1DX3zmvfPRqFMjCO1pz7EImj647RFZ+9S6ecsxWXtl8gvomTyb3bKB1OFVOCqcqdOh8OrvPpjE+Ihy3Es7E7SrC/D15/ubmHEnI5L2tUVqHI4Soxiw2lVd/PsH/+/M0N7cM5v1R7fDzqLwxmipC3yZBvHJ7Kw6fT+ex9YfJMVefO4wv97/I05xLy+XZwc1wr2HHMpDCqUot3nEWfw8DI9qHah2KJm5sVou7O4exct85tpy4qHU4QohqKDvfypMbDrP+QDz3da/HS7e2rDYnogOa1eKlW1vyd1waj284TG41LJ4Ox2fw1d44RrYPpXN4gNbhaKJ67G0u4NTFLH4/lcSYTnXxcqu5I60/3LcRrUN8mf/jMenvJIQolYuZeUxb+TfbTyfzzKBmPNRHm+EGymNwy9rMG9KCPWdSmbXxH/KqUdcFi9XGyz8dJ8jbjYf7NtI6HM1I4VRFvth1Fk+jjjGdwrQORVNGvY5Xbm8p/Z2EEKVy6mIW9325n5iUbN4a0ZaR1bjl/tbWdZg7uDnbY1KY/c0/mJ1o1PVr+WJXLCcSs3h6YDN83Ms0Y5tLkMKpCpxLy+XHIxcY0T6UgEqcK6m6kP5OQojS2H0mlclf7cdsU/n4rg6Oicirs6HtQnjmpqb8GZXMnE1HsDh58XQ6KZv/2x7DTc2D6dfUOYZ70IoUTlVg2e5YFEVhXA0aIOx6pL+TEKIkvvsngYfXHiTYx53Px3WkZR3nGm6gPEZ2qMuT/Zvw28kknvvuKBabc86uYFNVXt58HE+jnicHNNE6HM3V3La2KpKUlc/Xh+K5rXUd6vi69ozRpfVw30b8fS6d+T8eo3mwd40Zrl8IcX2qqvL5jrMsijxNl3r+vD60Db4ernfIuqtzGBabyju/R6HXHeXFW1o63Rh/6/4+z/64dJ6/uTlBGsy752ykxamSfbU3jnyLjYldpbXpctLfSQhRHIvVxsubT7Ao8jS3tKrNe6PauWTRVGh8l3Bm9GnIj0cTWfDTcWxONK9nQkYeH/wRTfcGAdzexrXHHywpKZwqUWaehdX7zzGweS0aBHppHY5Tkv5OQohLZeVbeGzDYTYejOf+HvV58ZYWGPWuf6ia1L0+U3s1YNPhBF7dfMIpiidVVVn48wmsNpVnBjVzyblVy8J1S3gnsGb/ObLyrUzqVl/rUJxaYX+nFXvj6Bzuz4DmwVqHJITQQGJmHv9Zd4hTF7N4dlAzhlfjO+fKYnKP+lisNj7bcRajXsesAU00LVY2H0vkz6hkHruxMWH+0pWikBROlSTXbGXF3jh6NDTRok7NmsenLAr7O73043Ga1/aR/k5C1DAnL2bxn3WHyMi18PaItvRygTvnSktRFB7s3RCzVWXp7lgMOoXHbmysSfGUmmPmzS2naB3iy101fBidy7l++6dGvjmcQHK2mUnd6mkdSrVQ2N9Jp0h/JyFqmp0xKUxesR+rTeXjsR1qZNFUSFEUHu7biLEFrfAf/BGNqsFlu3d+O0V6noW5g5s5XWd1rblE4WTQKwQYMgjUJxNgyMCg1/ZDtthUlu06S7tQPzqH+2saS3Ui/Z0qn7N9V8rDlXJxFWX5TL49nMAj6w5Rx9c+3ECL2tJCrygKj9/YmFEdQvliVywfbYup0u3/dTqZb/+5wL3d6tEs2Hk+D2f5zlf7S3UGvYJ/bjS6VeMg9Qz6gPr4j/mSNI9GWKzadK776egFzqXn8cSApqVuYjXoFXyUdHSqGZtiJFP10ywPLThjfydX+Uyc8btSVq6Ui6so7Weiqir/t/0MH2+LoUv9AF6/o7VT3Tmn9fdeURSeGtgUi1Xl0+1nMOgUJvdsUKZ1lSaX7Hwrr24+QcNATx7o7jz9c53pO6+oVdQGaDZbSU3NrtB1BgR4QWYCxiU3Q+qZS56oj+Wur8g6fQAUhfyGg0DvhuHCAZScJNDpQdGDooCixxLYHNXDhJKdiD4rHvWS51D02DwCUD2DwJqPLuciKHpURVfwvA5VZwQ3bwBsljzGL92Pquj48t4uJZpHKSDAi9TU7Ct2DALqY6tmB4PCXMrDbLUx+au/iUnOZtnEzpr1dwoI8CIzI+fqn4nFBqrV/sdmQyn8t6JHdfMB1YYuKx5s9uXsz9sABavJPoicPukYiiXb/rjt32XMtTuCmzf6pKPo088UbMOKoqqgWrEEt8NqaoIu/QxuZ/+wv161otjsr7f6NyS/0SAw5+C1/yM83HXQ7Gb06+674rtivfML8navuCL/nI5TsXnXwS3qe4zndl3xfH7jmzHX7Y7+4j94HF11xfOWoFbktboLzNl4b1945Rts8CSr5zMAeO75AF1WAgAK/+7r2REzsXmH4HZyE27n/sLNzUh+nhm3ruPRr59cbC7Zx/4AgweqwQOrX30sIRFgs2C4cADV4OF4TtV7oBo8wajd/lX4vdfsAG2zgiUXxZaP6mECwJB4CCU/A8WSA5YcFEsOijmH3BajwOiF+/H1GBL2OR5XLDkYycM25HUMK+684jOx3f4O1p9eIq/xEHIiZqLLSsD716c5ejGPs+lmavv70DY8CHxCyO4+C7DvD4olF/RGVJ0BdG6oOgO5LceAmzeG+D3oM86h6o2gMzr+tpiaoXrVQslNQZedaP9t1hkL1mP89/MuPOwV8/t83e99Ff8W21SVl344xrf/XGDmDY24t4TdP8p6XHnr11N8tTeO/xvbgQ5hFXTFpOD3jYLfN0W1oioG+2dhNduPq6oNbBbHb6Cq6LEF2OfDC8g9CW4+GFeMvGL/Mt/7I6mWyhkUNTi4+PU6T3lfRjrVXPSNBEg9gyEvBf8fHwTg4uTDqHo3vHa9g/vpn65YR9ot/0d+4yF4HN+AT+SLVzyf3f4Bsm54EX3yCQJX3XzF85ag1qSMta/X9GlHfrZkAKB+qNiLNHQk3b8P1d0f359m4nbmV0dRpio6dHo9xhtfx7txxL87d0EeulXj8B/2PzLjTpLXYiRK9kU8jq1BNXrb/7j5oBq9sXkGYg1qBYCSn2n/gdBpN5lweQ4Ghf2dJi7dx5xNR/i/sR3LPvu5qoI1DyU/E8WciWLJwxrUAgC307+gyzqPkp9lf65gmeyuj2PzCUW3/X0CQtqhfPufKz4Tn3t/JDtqK/4/TLtik3mNbyH9lk9Q8tIIWtLtiudt7gEkTT4EgN9PD2FIPnbFMsljN2MNaoXn4WV4Hlx8xfOZfV4kx9QEQ+JBfH97utgY8hsNQrHm4r3zTftb0aRfsd8VnWrG89AXV6wjt+Vo8K6D8fxuPP5ZfsXz1oBG9sIp/SweR1Ze8Xx+w0HktboLxZqHx7G1Vzyvuvs7Cif30z+jTzlxybP2A1pO23vAOwRj4gHcT3yNoii4qypK17uLzUVvycL3j+f+fR+a3Eb6kI9Q8tIwrR16RQw2DxNJDxwEIGDtMPRpZ1AN7o7CCoMH6Te9i82/Ae5HVuIWt62g4PIAgzuq3oP8hgOx1O6ALv0sxvM77c8VLKMaPLB5BWPzq28/YOSmONYL1zmLNlvsRY0lB9UjAHQGdGmn0WeeRzFnFxQ1uSiWbMx1e2INbIYhYR/ux9bZixrH8znkh/cmp/MMdOmxBKwf4Sh4FGue/bP0a0DyxEgA/L67D33m+Ss/z/r9sRm9MMZG4h71fUF+nmDwBA9vew1SzGeieASgeviD3j4AcHZODulx0Xjm59HLSyFAp8DZfGy+4f8WToeWFB9Dk1uxuXnjeeAzPE5svOL59EEfkNd8OO4nv8X399lXPJ/TehyZ/V9HnxqF6csbLym67MWZxdQY7vve/ttV3G/x7e+S7N4U1cOE1443cYuLxF7qK4W7LNldHsNcrw9u0Zvx/Pv/CoqzgicVhfwGA8np8AC6jHP4FH53C5dRFGzeoWTe+CoAvr88jpKXxlsoPBCYSfz2fFJP+WAa8R6qRwCef3+KIX7PJQWgfR057SZBwA0YYyPxM/mh2zCt2N+w9IwMfLbOLTixs5CZm8/Q82ncWTuMBmGfA+D/9TiUnGQU1eI4CUS1knrnN6geJnx+m4171I+XnETaTwDTB/6X/Ka343FwCb5bn73ys2gzkcwbX0WfFk3gigFXPG8xNSVl3G8AGFbciTJmyVV/v6patS+cbIoRfUD9K6tQ77pkjP3ZXrka7ddos3rPJTtihv2DpbACtmEpKDjyGg3C6lcfKDz7t+8k1oDG9m35hJJx42v2g3HBTqKoNmwFZ2qqqrLMeCcWNYe7O4Wiw2ZvAcCGWvCjYQ7raf8RVG2OVgJ3g4LqWeuqRaCiN6DPiAVAn3EWn20LrngfzMHtSR3zHQBBn3dGsWSjGjxRjT6oRi9sbj6kjlwPRi889/0PfcpJR9FVWIDlNxiIzTcMXcY5dNkJBa/1RnWzL4OuZLtLRTSphnkrvHKjibd/OsDaH89xTwcTijkLa0ATrKYm6FOjcD+6pqDgyUJnthc9llptyer5DEp+BoFf9EAxZ6HYLI712ow+JE09CoDXjjcwXjzkeE412N+nnHb3gU8ouPmCZ8BVv6xWU3Oyuj1pL4B1OkcxbC04S1KNXvb9RdGj6uytkyh6VMO/I8hn9p2PYs6xt2A6WkJ1WH3tTeTZnaaT23KMvRVU928rp82zFgD59QeQdO/OgiJcX7AOHarOPrqv6h5A4vTTBJh8IesCxmK+KxafcFKnXVq0FJXV+zmyej931efzG99MUuMjV31e9TCRNPnwVZ8HSB214ZrPZ/WcQ1bPOY6z6ABDRrG5mP0aknb/3wUFQ669iAFUozdpty0Bay6KJQ/FmguWXPv7WZhHgwHoMs6hWO2vxZpn/1tnn19Sn34G47kdKJa8gvXkotjM2LxqY6ndAWP8bvx+fvSK2HObDiXj5g/RZScStDji3/dFZyBgzFKUH56+4qAWMGQhylfjHMsmTYjE5t8Ar93v43n0yiI1o//rWAOboU8/g8fxdUWKGtXohWKz32yhunmTH94XjJ7234eCPzbPf+ceyxj4jn1ZgyeqYzkve6s7kDngTTIHvFlk+4Wt/8X9Flu8Q0m7w154J2Tk8dh3SURlL2DOTc0Y2i6E5GI+7+R7d9l/Z20WeyuEzQw2M6p7AGDfJ7MjHil4Lt+xjMXUzP5Z1utD+uAPwWZGsZoL1pOP1dQcAJtHANldHrGv1/rvOmwegbhx9RNyxcMP1IIiRWco+J6pBX+wx1xYxKhW+3odF3XUghO5XMfzutzkf19X+Pwlv7O6jFj7MqpKO3eVOvl5ZF+MY+OBcwztFoAu4yyGi4ccr1cKtpXXbJj99VnxKEEBVy84VAv6jFhUnQFV0XH+Yg6eeh1Na/tSECU2j0AUvbv990tX8Duj6Ox/AEtw24K4L/0N0mP1t/8OWup0JKvr40VfqzNgCWptX793HTJuXAiK4d/fSZ0B1e3f1h7rsI/AoxaGYvYvm1L1879W+0t1ztSkuudsKg+uOsDTA5tyZ8e6JX5dkYNBMZcdizRFqjYw5xQUClmOVhJV54YltAsAnvs/sTe1X/K8Ys4i/ZZPQafH95fHMJ7dWtDSkuW4NJI69EvM9fritfs9vHe8fkWcWV0eJbv7LAyJh/D95fGCwssLm9EH1c0ba2AL3G/8z1Uvn1rv/IJk96YAeO18C8PFf4rGmJ9J+q2fYandHu9tL+O1b9GVMXR/muwuD2M88zv+30ywx+Dm4yjyzHW72w/yNgs+f76AavTBdukybr7kN7a3GurSY0Gnc7z28ha6a10Krszm4crgbN+VsnK6y9o2K1BwsMvPQp+dUNBKlOsowGyetbDUbo+Sn4n7sTWOos7DYEVpOwLdx32vXO3UP8jZv8FR2OQ1G4bqEYA+6Ri6nIuoRq8ihY/q7udoxdJCSfavE4mZ/GfdIbLyrSy8oxU9GjrnnXPO/L23WG3M/uYIv59KYs6gZoy4xjhXpTquAJ/8FcPH22L474g29GnsXJP4avX7dbVLddW+cNK8j8AlHl5zkOOJmXw9pTvupbi0pOnBoKAQU8xZjh9fXVoMhpSTl1y+shdY5pCumOv1QZ90BO/tbzgKssLixxLcHt34r9Clx6J/v/2V25r0LYle7UDR4fvTDAxJR1HdfFHdvLEZ7X/ndJ6BNaAxhvg9GC7+g0Xvxfs7EonK0DH71k7UqtvYfuZb0FeouD4KFcVVig1wvu9KWV3ah84VcnHWA3RpXW//2nE6hae/+QdvNz3/HdGW5k5855yzf+/zLTae+voftkUn89zNzbmjbUixy5XmuBKVlMX4L/YysHktFtzWqirTKRGtfr9cunByBkcSMrhn2b5Sdd4rVGMOBvf8YD8YlLLYOZeWy4SlewkP8Chff6dScpViA5zru1IerpIHOP8BujSu9bl8fSieVzafoFGgF++MbOv0k51Xh+99nsXGExsOsTMmlRdvbcEtra6cQ66kxxWbqjJ5xd+cSclm9X1dMHk53yS+Wn3vr1Y4ucQ4Ts5gyc6z+LjrGdWhfFMEWKwqqRZfkq2BpFp8neaLWhqZqh+2MV9CQMGtrAUHg0z8y9RCVNffg3lDtBvfyRU+E+GcLFaVNI9GmO/9EesjBzDf+2O1K5oupdfrMOv15Oh0mPU6Nv2TwPwfjxMR7s8nYzs4fdF0KWf+3rsbdLw5rA0R9fx54ftj/Hws8ZrLXyuXNfvPcfB8Oo/3b+KURZMzqvadw53B6eRsthy/yKTu9fBxl7e08GDgc++PFXa21q9pLcZFhPHlHucZ30mIimCxqqRy6Zmt8xygS0Ov13E+x8K0ZXuITckh3OTJa6PaM6NvIyZ0DsNQAybqrUoeRj1vDW/Lo+sOMvfbI+h1Cv2b1SrVOuLTc/l/f5ymR0MTt7SqXUmRuh7ZkyvA0l1ncTPoGNtZ5vMpVBlnazNvaESbEF9e+vE4sak5FRClEKKi5KI4iiaA2JQcnl57gPE9GkjRVEm83PS8M7ItrUN8mbPpCH+cSirxa1VV5dWfT6CiMmdQM00nE65uZG8up4SMPL775wLD2oYQKM2clco+vlMrmc9OCCdkUVVH0VQoNiUHS/VsQKs2vN0MvDuyHc2CvXn6m3/463RxAzxc6YejF9gWncJDfRoR6qfdHZnVkRRO5bR8dywqMKFruNah1Aha93cSQhTPoCiEm4qOwh5u8sQgLRmVztfDwPuj2tEo0ItZG/9hZ0zKNZdPyc7nrS2naBfqy+hSDJ0j7KRwKofUbDPrD5xnSMtgqdirUGF/p5X7zrHl+LU7RQohqoYHKovGd3YUT+EmTz6aEIFHNe2zVd34exr5f3e2JzzAg8c3HGbnNVqe3v4tiqx8K88Obo5eJ4VtaUnhVA4r98WRa7ExsWvphh8Q5Sf9nYRwLlarjaOxKTx3e2u2PN6PVVN6EOppwGqVS+pVJcDLyIej21PXz4MpS/fwd1zaFctERifzw5EL3Ne9Hk1qeWsQZfUnhVMZZeVbWLX/HP2aBMnOpwHp7ySE81n/93kWfHMYX0XFaLVK0aSBQC83Phzdjtq+7jy67hCHz6c7nsvKt/Dq5hM0CvJiUrf6GkZZvZWpcLLZbDz//PPcddddTJw4kZiYmIqOy+mtPxBPeq6FSd2ltUkr0t9JCOeRa7ay52wavRo551QqNUktH3e+uK8bAZ5GHl57iLNpOZj1ejJUhZeGt+W1YW2qbCBhV1Smd+7nn38mPz+flStX8sQTT7Bw4cKKjsup5VtsfLknli71/Gkb6qd1ODWa9HcSwjnsOZtGnsVG78ZSODmDUH8PFo1pT7eGJnIVHWM+2c4dH0Qyf9M/eHu7o5chIsqsTO/cnj17uOGGGwDo2LEjhw4dus4rXMu3/ySQmJkvTZ1OQvo7CaG9yOhk3A06OocHaB2KKBDq58Fzt7fmqTUHioyvNW3ZHnKRTuFlVaZhrjMzM/Hx+XeSRr1ej8ViwWC4+ur0esU+j1kF0ut1Fb7O67HaVJbviaNtXT8Gd6hbIYOGaZFHZdEqlw/GdWLYh9t47vtjfDWlR6kmWb4a+Vycj6vkAa6Vi06nsD0mhV5NgqhTy3kn8C0JV/lcCvPIy8wrdnwtm0K1ydPZPpMyFU4+Pj5kZWU5/m+z2a5ZNAFYrapLTPL709ELxCRn89odrUhLq5jWDVebuFSLXHwUeP7m5jy58R/mf32IJwc0Lfc65XNxPq6SB7hWLslmG2dTchjXOaza5+Qqn0thHjq9nnCTZ5HiKdzkiU6l2uTpEpP8du7cma1btwKwf/9+mjdvXvbIqhFVVVm88ywNTJ7cWMo5gUTlk/5OQmjj9xMXAaRjuBPyQOWjCREyvlYFKlOL06BBg4iMjGTs2LGoqsorr7xS0XE5pW2nUziRmMVzNzdHJ6PhOqWZNzTi77h0XvrxOM1r+xAe4Hn9FwkhyuW344k0CvKirr8MBOxsrFYboZ4GVk3pgUVVMSgKHqgyVEQ5lKlw0ul0vPTSSxUdi9NbsuMMtX3cZBZpJ1Y4vtOEpXt55psjfHp3R7ntVohKlJ1vZdfpZO7qJJOcOyur1YYRMBb+X8tgXIAcUUro77g09sWlM6FrPYxyG6dTKxzf6eiFTN79XcZ3EqIy7TqTgtmq0lsu04kaQiqAElq88yz+HgaGtwvROhRRAoX9nVbtP8cv0t9JiEoTGZ2Mt7ueDmEypp2oGaRwKoETiZn8GZXM2M5heBr1WocjSqhwfKf5Mr6TEJVCVVUio5Lp3aSWtMSLGkP29BJYsvMsXkY9YzrV1ToUUQqXzmf3zDcyn50QFe3UxWwuZOZzY/NgrUMRospI4XQdsak5bD6WyMgOofh5GK//AuFUpL+TEJUnMjoZgL4yPIuoQaRwuo6lu2LR6xTGRcgdI9WV9HcSonJERifTPNibOn4yDIGoOaRwuoaLmXl8czie29vUIdjHXetwRDlIfychKlZGroUDcWkyqa+ocaRwuoYv98Rhtanc07We1qGIcpL+TkJUrB0xKVhV6NVQCidRs0jhdBXpuWbW/n2em5oHy+jTLkL6OwlRcSKjk/F1N9C2rgxDIGoWKZyuYvX+c2SbrdzbTVqbXIn0dxKi/GyqyrboZHo0NGHQyfRTomaRwqkYuWYrX+09R+9GgTSv7aN1OKKCSX8nIcrn2IVMkrPNMlq4qJGkcCrGxoPxpOaYmSStTS5J+jsJUT6RUfZhCHo2MmkciRBVTwqny1isNpbtjqVjmB8dw/21DkdUEunvJETZbYtOpnWIL4FeblqHIkSVk8LpMj8cvUB8Rh6TutXXOhRRyaS/kxCll5pt5tD5DHpLa5OooaRwuoRNVfliZyzNgr3pJT8KNcLMGxrRNlT6OwlRUn/FJKOC9G8SNZYUTpf4/WQS0cnZTOpWD0WRO0VqAunvJETpREYlY/I00irEV+tQhNCEFE4FVFVl8c6zhAd4MEAmrKxRQv08mDekhfR3EuI6rDaV7adT6NnIhE5OLkUNJYVTgV1nUvknPoOJXevJuCQ1UL+mQdLfSYjr+Cc+g7Rci1ymEzWaFE4FFu88Sy1vN25vXUfrUIRGpL+TENcWGZ2MToHuDaQPqKi5pHACDsdnsOtMKuMiwnAzyFtSU13e3ylP+jsJUcS26GTahfrh72nUOhQhNCNVArB4xxn8PAyM7BCqdShCY5f2d3rth6NahyOE07iYlc+RhEx6N5bLdKJmq/GFU3RSNr+dTGJ0x7p4uxm0Dkc4gcL+Tkt3nJH+TkIU+CvaPlp4L+nfJGq4Gl84Ldl1Fg+DjrGdwrQORTiRmTc0okO4v/R3EqLAtuhkanm70TzYW+tQhNBUjS6c4tNz+eHIBYa3DyXAS67Zi38Z9TrevaujjO8kBPapqLbHpNC7UaCMcSdqvBpdOC3bHYsCjI+Q1iZxpbAAT+YNaYGnu4HzuVZydDrMej16ffX92uj19hxcIRdRdQ6cTyczz0ov6d8kBDW2U09Kdj4bDsZzS6vahPh5aB2OcFIDWgTTMNSP/6zcT2xKDuEmTz6aEEFtDz2q1Vatzr71eh3ncyxMW7anSC6hngasVmlRE1cXGZWCXqfQrX6A1qEIobkaWzh9tTeOfIuNe7rW0zoU4cRyURxFE0BsSg7Tlu3hudtbM23pHgB0CiiKgk4BnaKgUPB3wf8vfd7xN9d4rrTrUhR0ly13+fLubnom9WrIk2sOXJHLqik9kAvV4lq2RSfTKcwPH/cae8gQwqFGfgsy8yys2n+OG5vVomGQl9bhCCdmUVVHoVEoNiWHegGeTO3ZAJuqYsM+ZY9N/fdvm6qiXv439r8vXe7K5UHl+usqsk2b7erLF2xTUXQY9Lpic8m1WDFWn4YzUcXi03M5eTGLR/o20joUIZxCjSyc1v19nsw8K5O6SWuTuDaDohBu8ixScISbPAnwNDKlVwMNIyudgAAvEjPyis3lRGIWSyOjGRcRRpd6AdXq8qOofNtOpwDI+E1CFKhxPUPzLDa+3BtHt/oBtJbZvcV1eKDy0YQIwk2eAI5+QR6oGkdWesXl8r/xnTmXlMk/8Rk8tPogE5bu5bt/EjBLnydRYFtUMqF+7jQKlNZ5IaCMLU4ZGRnMmjWLzMxMzGYzs2fPplOnThUdW6XYdDiepKx85t/aQutQRDVgtdoI9TSwakoPLKqKQVHwQK2WnamvlsvtreowqFkwPxxJYPmeOOZ9f4z3t0YzplNdRrYPlek1arB8i42dZ1K4tXUdaYkUokCZCqfPP/+cHj16MGnSJKKionjiiSdYv359RcdW4Sw2lS92xdImxJcu9QK0DkdUE1arDSM4OlBbtQymnK6Wi7tBx7B2oQxtG8L2mBS+3B3Hh3+e5rPtZ7i9TR3ujginfkFLlag59sWlkWO20VtGCxfCoUyF06RJk3BzcwPAarXi7u5eoUFVlp+PJXIuLZfH+jWWsychiqEoCj0bBtKzYSAnE7P4ck8sGw/Fs/bv8/RtEsS4LmF0CvOX708NsS06GaNeoYsMQyCEw3ULp9WrV7NkyZIij73yyiu0b9+exMREZs2axZw5cyotwIqiqipLdp6lUZAXfZsGaR2OEE6vabA3zw9pwUM3NGLN/nOs2X+O308l0aqOD+MjwhnYvBYGGUDTpUVGJRMRHoCnUa91KEI4DUVV1TL1cj127BiPP/44Tz31FP369bvu8jabDau1YjvU6vW6Evc12XLsAtOW7eX1ke0Y4WTz0pUmD2cnuTinisglJ9/Khr/jWLwthqiLWYT4eXBPzwbcFRGOXxX1g5LPpOrEJGdz03+38uytLZnUs+E1l3X2XErDVXJxlTxAu1yMVzlhKFPhdPLkSWbOnMk777xDy5YtS/Qas9lKamp2aTd1TQEBXiVap6qqTP7qbxIz81h3f1enO0suaR7VgeTinCoyF5uqsi06meW7Y9l9Ng0vo56h7UIY27kuYf6V2w9KPpOqs2pfHG9sOcXa+7tet3+bs+dSGq6Si6vkAdrlEhxc/J33Zerj9NZbb5Gfn8/LL78MgI+PD4sWLSp7dJVsX1waB86lM2tAE6crmoSobnSKQp/GQfRpHMSxhEy+3BvL6v3nWLUvjhub1mJ8l3Da1/XTOkxRTpHRydQL8JCbAoS4TJkKJ2cukoqzeMdZTJ5GhrYN0ToUIVxKizo+vHhLS2b0acSq/edY9/d5tpy4SLtQX8ZFhHNjs1oYdNKRvLrJNVvZczaN4e3kN1OIy7n8yOHHEjL563QKD/VpiId0cBSiUtT2dWfmDY24v3t9Nh1OYMXeWJ7ZdIRQP3fGdg5jaNsQmeesGtlzNo08i01GCxeiGC7/S7Z451m83fTc2aGu1qEI4fK83PSM6VSXUR1C+TMqieW7Y/nvb1F8vC2G4e1CGdu5LiF+HlqHKa5jW3Qy7gYdncMDtA5FCKfj0oXTmZQctpxIZEKXevh6uHSqQjgVvU6hX9Na9Gtai8PxGazYE8tXe+1/BjYPZlyXcNrIlEdOSVVVIqOT6Vo/AHeD9AkV4nIuXU18sessBp3C3RHONfyAEDVJmxBfFtzWipk3NGLlvnOsP3Cen44l0jHMj3ER4fRtEoRe+kE5jZiUHOLScpnQJVzrUIRwSi5bOF3IyOPbwwkMaxdCLW83rcMRosYL8fPg0X6NmdyzPl8fSuCrPbE89fU/hAd4cHfnMG5vE4KXm/RD1Nq26GQAesk0K0IUy2XbYZfviUVVVSZ2lbMmIZyJt5uBuzuHsfaBbiy8oxUmTzfe2HKK2z/ewftbo0nIyNM6xBotMiqZRkFe1PWXvmhCFMclW5xSc8ysP3CeQS1rV/qAfEKIsjHoFAY2D2Zg82AOnEtnxZ5Ylu0+y/I9sQxuEcy4iDBa1pF+UFUpO9/K3tg0xnaW7g1CXI1LFk6r950jx2zj3m71tA5FCFEC7ev60b5ua+LScli59xwbD8bz/ZELRNTzZ1xEOH0aB6KTiYUr3a4zKVhsKr3lMp0QV+Vyl+qy862s3BfHDY0DaVrLW+twhBClEObvyeP9m/DttO480rcRsam5PLHhMKM/383av8+Rk2/VOkSXFhmdjLebng5hMvK7EFfjcoXThoPnScu1MKl7fa1DEUKUkY+7gYld67Hhga68fFtLvN30LPz5JH3f/I1Ff0ZzMTMPvV6HWa8nR2f/Wy/TKZWLqqpERiXTrYEJo7yXQlyVS12qy7fYWL47ls7h/jJXlhAuwKDXMbhlbQa1CGZ/XDqrD5zn8x1nORCfwdNDWvHYqv3EpuQQbvLkowkRhHoaXGZG+Kp26mI2FzLzmdrIpHUoQjg1lyic9HoduShkWFTmj2iHB6rWIQkhKpCiKHQK96d/21AORidhMxr4T0HRBBCbksO0ZXtYNaUHRo1jra4iZRgCIUqk2hdOer2O8zkWpi3bU+TMU6/XyZmnEC6onsmTHJ3OUTQVik3JwaKqUjiVUWR0Ms2DvQn2cdc6FCGcWrW/kJ2L4iia4N8zz1zkDhwhXJVBUQg3FR1qJNzkiUHuvCuTjFwLB+LSZFJfIUqg2hdOFlW96pmnEMI1eaDy0YQIR/FU2NIsl+nLZkdMClYVGYZAiBKo9pfqCs88Ly2e5MxTCNdmtdoI9TSwakoP0nLNnEnJITcnD6tbtT8X1ERkdDJ+HgbahMpNNUJcT7X/lZEzTyFqJqvVhtFqxcNm4/GV+/n4z9Nah1Qt2VSVbdHJ9GhgwiCTLQtxXdW+xenSM0+LqmJQFDxQpWO4EDWEj7uBYe1CWLnvHDNvyCXET+ZYK41jFzJJzjZL/yYhSqjatzjBv2eenjb731I0CVGzjO0chqqqrNp3TutQqp3IqGQUoEdDGb9JiJJwicJJCFGzhfp5MKBZMOsPnicr36J1ONXKtuhkWoX4EujlpnUoQlQLUjgJIVzC+C5hZOZZ+eZQgtahVBup2WYOnc+gt4wWLkSJSeEkhHAJbUP9aF/XjxV747Da5OaQkvgrJhkVGYZAiNKQwkkI4TLGR4RxLi2X308laR1KtbAtOgWTp5FWIb5ahyJEtSGFkxDCZfRrWou6/h58uTtW61CcntWm8ld0Mj0bmdDJuHdClJgUTkIIl6HXKYztHMbf59I5dD5d63Cc2j/xGaTlWuQynRClJIWTEMKlDG1bBx93Pct3x2kdilOLjE5Gp0D3BtIxXIjSkMJJCOFSvN0MjGgXypYTiZxLy9U6HKe1LTqZdqF++HsatQ5FiGpFCichhMsZ06kuCrByn7Q6FediVj5HEjJltHAhykAKJyGEywnx8+CmFsFsPBhPZp4MiHm5v6KTAegl/ZuEKDUpnIQQLmlcRDhZ+Va+PhSvdShOZ1t0MrW83Wge7K11KEJUO+UqnE6dOkVERAR5eXkVFY8QQlSI1iG+dArz46u9cVhkQEwHi9XG9pgUejcKRJFhCIQotTIXTpmZmbz22mu4ucn8RkII5zQuIpzz6Xn8duKi1qE4jQPn08nMs9JL+jcJUSZlKpxUVeW5557j8ccfx9PTs6JjEkKICnFDkyDqBXiwfE8sqiqtTgCRUSnodQrd6gdoHYoQ1ZLhegusXr2aJUuWFHmsbt263HrrrbRs2bLSAhNCiPKyD4gZzhtbTnLgXDodwvy1Dklz26KT6RTmh4/7dX/+hRDFUNQynIYNGjSIkJAQAPbv30/79u1Zvnz5NV9js9mwWiv2jE+v12G12ip0nVpwlTxAcnFWrpJLWfLIzrfQ983f6dEokA/u7lRJkZWeFp/J+bQc+r75O0/f3ILJfRpV2HpdZf8C18nFVfIA7XIxGvXFPl6mU47Nmzc7/j1gwAA+++yz677GalVJTc0uy+auKiDAq8LXqQVXyQMkF2flKrmUNY/h7UJYuussh04nER7gHN0LtPhMvj9wHoDOoT4Vum1X2b/AdXJxlTxAu1yCg4uf/FqGIxBCuLwxHeuiKAor953TOhRNbYtKJtTPnUaBXlqHIkS1Ve7CacuWLbi7u1dELEIIUSlq+7ozuEUwXx+MJyO3Zg6ImW+xsfNMCr1kGAIhykVanIQQNcL4iHCyzVY2HDyvdSia2BeXRo7ZRm8ZLVyIcpHCSQhRI7So40OXev72ATFdpNNsaWyLTsZNr9BFhiEQolykcBJC1BjjIsK5kJnPL8dr3oCYkVHJdK4XgOdV7hQSQpSMFE5CiBqjd+NA6ps8a9yAmLGpOcSk5MhlOiEqgBROQogaQ6cojIsI40hCJvvj0rUOp8psi04GkMJJiAoghZMQoka5rXUd/D0MfLknVutQqkxkdDL1TZ7UMznHGFZCVGdSOAkhahQPo55RHUL5/WQSZ1NytA6n0uWarew5m0bPhiatQxHCJUjhJISocUZ3rItBr/DV3jitQ6l0e2LTyLPY6N1YLtMJURGkcBJC1Di1fNy5uWVtvj4UT1qOWetwKtW2qGTcDTo6hwdoHYoQLkEKJyFEjTQuIoxci431B1x3QExVVYmMTqZr/QDcDfJzL0RFkG+SEKJGahbsQ7f6Aazafw6ziw6IGZOSQ1xartxNJ0QFksJJCFFjjesSTmJmPpuPJWodSqUoHIaglxROQlQYKZyEEDVWz4YmGgV68eWeOJccEDMyKplGQV7U9ffQOhQhXIYUTkKIGkunKNwdEcaxC5nsjU3TOpwKlZ1vZW9smlymE6KCSeEkhKjRbmlVG5OnkeW7XWtAzF1nUrDYVCmchKhgUjgJIWo0D6OeOzuG8kdUMjHJ2VqHU2Eio5PxdtPTIcxP61CEcClSOAkharxRHeripldY4SIDYqqqSmRUMt0amDDq5WdeiIok3yghRI0X5O3GLa3qsOlwAqnZ1X9AzFMXs7mQmU/vRjLNihAVTQonIYQA7o4II89iY50LDIgZKcMQCFFppHASQgigSS1vejQ0sWr/OfIt1XtAzMjoZJoHexPs4651KEK4HCmchBCiwPiIMJKy8vnp2AWtQymzjFwLB+LSZFJfISqJFE5CCFGgewMTTWpV7wExd8SkYFWRYQiEqCRSOAkhRAFFURgXEc6JxCx2nUnVOpwyiYxOxs/DQJtQGYZAiMoghZMQQlxiSMvaBHoZWb6n+g2IaVNVtkUn06OBCYNO0TocIVySFE5CCHEJN4OO0R3rsi06haikLK3DKZVjFzJJzjZL/yYhKpEUTkIIcZlRHUJxN+hYsad6DYgZGZWMAvRoKOM3CVFZpHASQojLmLzcuLV1bb77J4GU7HytwymxbdHJtA7xJdDLTetQhHBZUjgJIUQx7u4cTr5VZc3f1WNAzNRsM4fOZ8jddEJUMimchBCiGI2CvOjdKJA1+8+RVw0GxNwek4IK9JL+TUJUKimchBDiKsZ3CSM528yPR5x/QMzI6GRMnkZa1fHROhQhXJoUTkIIcRVd6gXQLNib5XtinXpATKtN5a/oZHo1MqFTZBgCISpTmQonq9XKggULGDt2LCNHjuTXX3+t6LiEEEJziqIwPiKcqKRstsekaB3OVf0Tn0FarkUm9RWiCpSpcNq4cSMWi4WvvvqKRYsWERMTU9FxCSGEUxjcMpha3m58udt5hyaIjE5Gp9injBFCVK4yFU5//vknISEhTJ06lblz5zJgwICKjksIIZyCUa9jTKe6bI9J4eRF5xwQc1t0Mu1C/fD3NGodihAuT1Gvc+F+9erVLFmypMhjJpOJ8PBwXnnlFXbt2sW7777L8uXLr7khm82G1VqxfQT0eh1Wq/Pf7XI9rpIHSC7OylVy0SqPlOx8+r75G7e3C+XVEe0qZJ0VlUtiRh69Xv+Vx29qxvR+TSogstJzlf0LXCcXV8kDtMvFaNQX+7jhei8cPXo0o0ePLvLYY489xo033oiiKHTr1o3Tp09fNwCrVSU1Nbtk0ZZQQIBXha9TC66SB0guzspVctEqDwW4rXUdNv59jsnd6hHkXf4BJisqlx8OxQPQOdRXs8/YVfYvcJ1cXCUP0C6X4GDfYh8v06W6iIgIfv/9dwCOHj1KaGho2SMTQohq4O7OYVisKmv2n9M6lCK2RSdTy9uN5sHeWociRI1QpsJpzJgxqKrKmDFjeO6553jxxRcrOi4hhHAqDQK9uKFJEGv+Pk+u2ap1OABYrDa2x6TQu1EgigxDIESVuO6luuK4ubnx6quvVnQsQgjh1MZFhLH1VBLfHbnAyPbat7QfOJ9OZp5VRgsXogrJAJhCCFFCncP9aVnbhxV7YrE5wYCYkVEp6HUK3eoHaB2KEDWGFE5CCFFCiqIwrksYp5Nz+Cta+wExt0Un0ynMDx/3Ml08EEKUgRROQghRCjc1D6a2jxvL98RqGkd8ei4nL2bJaOFCVDEpnIQQohTsA2KGsetMKscvZGoWx7bT9hav3tK/SYgqJYWTEEKU0oj2IXgadXy5V7tpWLZFJRPq506jQC/NYhCiJpLCSQghSsnPw8jQtiH8eOQCiZl5Vb79fIuNnWdS6CXDEAhR5aRwEkKIMhjbOQyrTWW1BgNi7otLI8dso7f0bxKiyknhJIQQZRAe4Em/pkGs+/s8OVU8IOa26GTc9ApdZBgCIaqcFE5CCFFG4yPCScu18O3hhCrdbmRUMp3rBeB5lUlIhRCVRwonIYQoow5hfrQO8WXF3rgqGxAzNjWHmJQcuUwnhEakcBJCiDJSFIXxEWGcScnhz6jkKtnmtmj7dqRwEkIbUjgJIUQ5DGgeTIivO19W0YCY26JTqG/ypJ7Js0q2J4QoSgonIYQoB4NO4a7OYew5m8bRhIxK3Vau2crus6kyWrgQGpLCSQghyml4uxC8jHqW76ncATH3xKaRZ7HRu5GpUrcjhLg6KZyEEKKcfNwNDGsXwuZjiSRkVN6AmNuikvEw6OgUHlBp2xBCXJsUTkIIUQHu6lwXVVVZta9yBsRUVZXI6GS61g/A3SA/3UJoRb59QghRAcL8PenfrBbrD5wnO7/iB8SMSckhLi1XJvUVQmNSOAkhRAUZFxFORp6FTYfjK3zdhcMQSMdwIbQlhZMQQlSQ9nX9aBfqx4q9cVhtFTsgZmRUMo2CvAj186jQ9QohSkcKJyGEqEDju4QRm5rL1lNJFbbO7Hwre2PTZNBLIZyAFE5CCFGB+jWtRV2/ih0Qc9eZFCw2VQonIZyAFE5CCFGBCgfE3B+XzuHz6RWyzsjoZLzd9HQI86uQ9Qkhyk4KJyGEqGBD24bg7abnywoYEFNVVSKjkunWwIRRLz/ZQmhNvoVCCFHBfNwNDG8Xyi/HE4lPzy3Xuk5dzOZCZr6MFi6Ek5DCSQghKsHYznUBWFnOATEjZRgCIZyKFE5CCFEJQvw8GNg8mPUHzpOVbynzeiKjk2ke7E2wj3sFRieEKCspnIQQopKMiwgjK9/KxoNlGxAzI9fCgbg0GS1cCCcihZMQQlSSNqF+dAzzY+XeOCxlGBBzR0wKVhUZhkAIJyKFkxBCVKJxEeGcS8/j95MXS/3ayOhk/DwMtAmVYQiEcBZSOAkhRCXq2ySIMH8Plu8u3dAENlVlW3QyPRqYMOiUSopOCFFaZSqcMjIymDx5MuPHj2fSpEkkJiZWdFxCCOES9DqFuzuHcfB8OgfOlXxAzGMXMknONkv/JiGcTJkKp3Xr1tG8eXOWL1/OrbfeyqefflrRcQkhhMu4o20Ivu4GVpRiGpbIqGQUoEdDGb9JCGdSpsKpefPmZGVlAZCZmYnBYKjQoIQQwpV4uekZ0T6ULScuci6tZANibotOoXWIL4FebpUcnRCiNBRVVa95q8fq1atZsmRJkceef/555syZg5ubG2lpaSxfvpyGDRtec0M2mw2rtfR3lVyLXq/DarVV6Dq14Cp5gOTirFwll+qcx/m0XAa8/TsTe9Rnzi2trplLclY+PV7bwsM3NuXhAU2rONLSq86fy+VcJRdXyQO0y8Vo1Bf7+HULp+LMnDmTPn36MHbsWI4ePcqsWbP45ptvrvkas9lKamp2aTd1TQEBXhW+Ti24Sh4guTgrV8mluufx3HdH+eNUEpumdie8jt9Vc/nhyAWe++4oi8d3ok2IbxVHWXrV/XO5lKvk4ip5gHa5BAcX/90r06U6Pz8/fH3tKwwKCnJcthNCCHF1hQNibrjOgJiR0cmYPI20quNTRZEJIUqqTIXTo48+yoYNGxg/fjwzZ85k/vz5FR2XEEK4nFZ1fOkc7s9Xe+OwXOXSg9Wm8ld0Mr0amdApMgyBEM6mTL2669SpwyeffFLRsQghhMsbFxHOkxsP8+M/CfSu53/F8//EZ5CWa5FJfYVwUjIAphBCVKEbmgRS3+TJZ5GnKa6LaWR0MjpFhiEQwllJ4SSEEFVIp9gHxDwQl1bsgJjbopNpX9cPPw+jBtEJIa5HCichhKhit7WpQ4CnkeV7ik7DcjErnyMJmXKZTggnJoWTEEJUMU+jnru71uO3ExeJTc1xPP5XdDKAFE5CODEpnIQQQgPju9dHr1P4au+/rU7bopOp5e1G82BvDSMTQlyLFE5CCKGBOn4e3NwymK8PxZOea8ZitbE9JoXejQJRZBgCIZyWFE5CCKGRuyPCyTHb2HAgngPn08nMs9KrsVymE8KZyey8QgihkRa1fRjbJZxOjYOo7efORxMjaFPLU+uwhBDXIIWTEEJoRK/XcXe3+sxYsY/YlBzCTZ58NCGCUE/XmaBVCFcjl+qEEEIjuSiOogkgNiWHacv2kIv0cRLCWUnhJIQQGrGoqqNoKhSbkoOlmBHFhRDOQQonIYTQiEFRCDcV7dMUbvLEIHfVCeG0pHASQgiNeKDy0YQIR/FU2MfJA2lxEsJZSedwIYTQiNVqI9TTwKopPbCoKgZFwQNVOoYL4cSkcBJCCA1ZrTaMQOGUvlYtgxFCXJdcqhNCCCGEKCEpnIQQQgghSkgKJyGEEEKIEpLCSQghhBCihKRwEkIIIYQoISmchBBCCCFKSAonIYQQQogSksJJCCGEEKKEFFWV2SSFEEIIIUpCWpyEEEIIIUpICichhBBCiBKSwkkIIYQQooSkcBJCCCGEKCEpnIQQQgghSkgKJyGEEEKIEjJoHcDlzGYzc+bMIS4ujvz8fKZPn07Tpk2ZPXs2iqLQrFkz5s2bh06nY9WqVXz11VcYDAamT59O//79sVqtvPrqqxw6dIj8/Hwefvhh+vfvXy1z+fjjj/njjz8ASE9P5+LFi0RGRla7PDIyMnjsscfIycnBaDTyxhtvEBwcXOV5VEQuqampzJo1i8zMTAICAliwYAFBQUFOnwtAcnIyY8eO5ZtvvsHd3Z3c3FxmzZpFUlIS3t7evPbaawQGBlbLXABiYmKYMWMGmzZt0iSHisgjIyPDsX+ZzWZmz55Np06dqmUu2dnZPPHEE6SlpeHp6ckbb7xRrfcvgFOnTjFmzBi2bdtW5PHqkoeqqvTt25eGDRsC0LFjR5544okqz6MictH0WK86mTVr1qgLFixQVVVVk5OT1X79+qnTpk1Tt2/frqqqqj733HPqTz/9pF64cEG9/fbb1by8PDU9Pd3x77Vr16rz5s1TVVVV4+Pj1c8//1yjTMqfy6WmTp2qbt26tcpzUNXy57F48WL1tddeU1VVVVeuXKm++uqrmuRREbksXLhQXbRokaqqqhoZGanOmTPH6XNRVVXdunWrOmzYMLVTp05qbm6uqqqq+tlnn6nvvfeeqqqqumnTJnX+/PkaZGFX3lzWr1+vjhgxQu3Vq5c2CRQobx7vvvuu4zfr1KlT6vDhw6s+iQLlzeXzzz9X33//fVVVVXXt2rXVev9SVVXNyMhQp0yZovbo0aPI41WpvHmcPn1anTZtmiaxX668uWh5rHe6S3VDhgzh0Ucfdfxfr9dz+PBhunXrBkDfvn3Ztm0bBw4coFOnTri5ueHr60v9+vU5evQof/75JyEhIUydOpW5c+cyYMAArVIpdy6FfvrpJ/z8/LjhhhuqPAcofx7NmzcnKysLgMzMTAwG7Ro6y5vLyZMn6du3LwCdO3dmz549muQBJc8FQKfT8fnnnxMQEOBYfs+ePY59qm/fvvz1119VF/xlypuLv78/y5Ytq9KYi1PePCZNmsTYsWMBsFqtmrRqFKqIXKZPnw7AuXPnqFWrVtUFf5ny5qKqKs899xyPP/44np6eVRr7pcqbx+HDh0lISGDixIlMmTKFqKioKo3/UuXNRctjvdMVTt7e3vj4+JCZmckjjzzCf/7zH1RVRVEUx/MZGRlkZmbi6+tb5HWZmZmkpKQQExPDRx99xJQpU3jmmWe0SqXcuRT66KOPmDlzZpXHf2k85cnDZDIRGRnJrbfeyqeffsqdd96pVSrlzqVVq1Zs2bIFgC1btpCbm6tJHoUxlSQXgN69e2MymYq8/tIcL11WC+XNpX///nh5eVV53Jcrbx5+fn54eHiQmJjIrFmzePzxx6s8h0LlzQXsB8N77rmHZcuW0a9fvyqN/1LlzeWDDz6gX79+tGzZsspjv1R58wgODmbq1KksXbqUadOmMWvWrCrPoVB5c9HyWO90hRPA+fPnueeeexg2bBh33HGH4xonQFZWFn5+fvj4+DhaMQof9/X1JSAggBtvvBFFUejWrRunT5/WIIN/lScXgJMnT+Ln50eDBg2qPPZLlSePDz74gMmTJ/Pdd9/x6aef8vDDD2uRgkN5cpk6dSpxcXFMmjSJ8+fPExISokUKDiXJ5WouzfF6y1aF8uTiTMqbx7Fjx5g0aRKPPfaY4+xbKxXxmXzxxRcsX768Wnzvr+brr79m7dq1TJw4kcTERO6///6qCLlY5cmjbdu2DBw4EIAuXbqQkJCAquGsa+XJRctjvdMVThcvXuT+++9n1qxZjpaJ1q1bs2PHDgC2bt1Kly5daN++PXv27CEvL4+MjAxOnTpF8+bNiYiI4Pfffwfg6NGjhIaGVttcALZt2+a4NKSV8ubh5+fnKASDgoKKFCTVLZfdu3czbNgwFi9eTHh4OJ07d3b6XK6mc+fOju/K1q1biYiIqPygr6K8uTiL8uZx8uRJHn30Ud566y1NW2ig/Ll89NFHbNiwAQAvLy/0en2lx3w15c1l8+bNLF26lKVLlxIcHMxnn31WJXFfrrx5fPDBByxZsgSwHx/r1q3raOGpauXNRctjvdNN8rtgwQK+//57Gjdu7Hjs2WefZcGCBZjNZho3bsyCBQvQ6/WsWrWKlStXoqoq06ZN4+abbyY/P5958+Zx6tQpVFXlhRdeoE2bNtUyF4AXX3yR3r17c9NNN2mSA5Q/j4SEBObOnUt2djYWi4VHHnmE3r17V8tcYmJiePrppwGoXbs2r7zyCj4+Pk6fS6EBAwbw/fff4+7uTk5ODk8//TSJiYkYjUbeeustze52LG8uhXr37q3JnaeFypvH9OnTOXbsGGFhYYC9VXDRokVVngeUP5eLFy/y9NNPk5+fj9Vq5YknntCsOK+o/etaj1eF8uaRlpbGrFmzyM7ORq/X8/zzz9OkSZMqzwPKn4uWx3qnK5yEEEIIIZyV012qE0IIIYRwVlI4CSGEEEKUkBROQgghhBAlJIWTEEIIIUQJSeEkhBBCCFFCTjfJrxCi5nrkkUdo27YtU6dOBeyD4I0cOZKmTZty5syZIlMuDB06lNGjRwPw999/M378eL788kvat28PwLp163jvvfeoV68eYJ8ou3PnzsybN69qkxJCuBQZjkAI4TSSk5MZNWoUn3zyCU2bNuX555+nYcOGHD9+nFtvvfWqg8HOnTsXk8lEYmIiCxcuBOyFU1RUFE8++SQANpuNcePG8eyzz9KuXbsqy0kI4VrkUp0QwmkEBgby3HPPMXfuXHbu3MnZs2e57777rvmarKwstm/fzsyZM9m7dy/JyclXXS4jI6PIHIRCCFFacqlOCOFUBgwYwObNm5k9ezYrVqxwTAnxxhtv8MknnziWmzt3Li1atOC7775j0KBBuLu7c8stt7BmzRrHpb5Nmzaxf/9+EhMT8fb25sEHH6Rhw4ZapCWEcBFSOAkhnM7w4cPJzc2lTp06jsdmzZpV7KW61atXo9freeCBB8jNzSU+Pp7JkycDcPvtt/Pkk09y9uxZJk+eLEWTEKLcpHASQlRbx44dw2q1smrVKsdj9913H7/++muR5erVq8e8efN49NFH+fbbb/H09KzqUIUQLkIKJyFEtXD5pbquXbuSnp7OsGHDiiw3evRoli9fzu23317k8V69etGrVy/ee+89x0TNQghRWnJXnRBCCCFECclddUIIIYQQJSSFkxBCCCFECUnhJIQQQghRQlI4CSGEEEKUkBROQgghhBAlJIWTEEIIIUQJSeEkhBBCCFFCUjgJIYQQQpTQ/wdSvDPAkVozKgAAAABJRU5ErkJggg==\n","text/plain": ["<Figure size 720x360 with 1 Axes>"]},"metadata": {},"output_type": "display_data"},{"name": "stdout","output_type": "stream","text": ["--------------------------------------------------------------------------------\n"]},{"data": {"image/png": "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\n","text/plain": ["<Figure size 720x360 with 1 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\n","text/plain": ["<Figure size 720x360 with 1 Axes>"]},"metadata": {},"output_type": "display_data"},{"name": "stdout","output_type": "stream","text": ["--------------------------------------------------------------------------------\n"]},{"data": {"image/png": "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\n","text/plain": ["<Figure size 720x360 with 1 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\n","text/plain": ["<Figure size 720x360 with 1 Axes>"]},"metadata": {},"output_type": "display_data"},{"name": "stdout","output_type": "stream","text": ["--------------------------------------------------------------------------------\n"]},{"data": {"image/png": "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\n","text/plain": ["<Figure size 720x360 with 1 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9ezZ33nlniTV89tlneeSRR/joo4+IiYkhNjaWgIAAQkNDGT9+PKNHjyYqKoq+fft6nnvkyJFMnDiR/v374+fnR4sWLejXrx8Wi4V27drRr18/5syZQ2Rk5Om8xSLlxmQozstZaNWqVUyZMoUlS5YUm3b80VPVXeEjvcS3rV+/nkmTJrFkyZJThvDK8Prrr3P55ZfTpEkT0tPTGThwILNmzTrtUyqI+DL1OImIVAETJkxg9erVvPTSSz4ZmgAaNmzI/fffj9lsxul0Mnr0aIUmqXbU4yQiIiLiJe0cLiIiIuIlBScRERERLyk4iYiIiHipQnYOd7lcOJ3alaqyWSwm1cHHqCa+SXXxPaqJb6qudbHZSj4pbYUEJ6fTICUl69QzSrmKiAhSHXyMauKbVBffo5r4pupal+jo0BKnaahORERExEsKTiIiIiJeUnASERER8ZKCk4iIiIiXFJxEREREvKTgJCIiIuIlBScRERERL1XIeZxERESk4lksZnIw4TAMrCYTARg4na7KblaVpuAkIiJSDVksZg5mO7j9w7XsO5pNbGQg/7uxI3UCrQpPZ0BDdSIiItVQDiZPaALYdzSb2z9cSw6mSm5Z1abgJCIiUg05XIYnNBXYdzQbh6v6XVuuIik4iYhUIovFjN1iIdvs/mux6GtZztzfCensPpJJbGRgkftjIwP593AGizYexK7hulLRGioiUkkK9kG5dtZKuk//iWtnreRgtkPhSUotI9fB8z/8yy0freft33Yx8/oOnvAUGxnIzOs78Pn6/Ty1dDtD3vmDhRsOKECdJpNhGOXeZ2e3O6vl1ZOrmup6FeuqTDXxTeVZF8MwyMxzkpieS1REEKM+WFNkOCU2MpC3RnTkQFIGkUE2IgJtBPtZMJnO7v1StK6cnGEY/LD9MC/8uIPDGXkMbV+Xsd0aEh7kV+yoOofDye+7j/LWing2HUwnJtSfkV3qM6htbfyspxfaq2tdoqNDS5ymo+p8iA4bFananC6Do1l5JGbkkZSey6GMPA5l5JKUkX873X072+5er+eOueCE+6Ck5jgY9fGfnvusZhMRge4QFRFkIyLARkSg1ROsTvTvdDeAUnUdSM3huWX/snxXMi1qhTB9UBva1HZv+J1OFzbAlj+vEzCZTFzUKIquDSNZFX+UWSv28Nyyf3lv1R53gDqnDv76/JRIwclH6LBREd+WY3eS5AlC7hDkuZ2Ry6H0XI5k5uE8rg/fYjYRHexHdIg/zaODuahRFNEhfsSE+hMVZCM2MrBYj1ONID9evqotKdl2jmbbSSn4l+X+uz0pg5RsO6k5jhLbG+xnITzQRqQnTFmJCPTL/2vzhK6CeUIDrJjPsFdLP/4qlsPpYs7a/cxaEY/ZBPdf0phrO9TDavaujiaTiQsaRnF+g0j+2JPCWyvimf7DDt5dtZebutTnqnNqE2CzlPNSVD0aqvMRdouFa2etLPYFOm/0BdiczjJ5jerapVqVqSaVzzAM0nIc7vCT31OU5nCx53Cmu6coPY+kjNwThpRgPwvRIe5QVCvUn1oFt0P8qRXqvh0VZCsxkJzpDyaHyyA9p3C4cpCSlef+Wyh0pWbbOZofunIcJ35eswnCA/J7tPLDVmR+4AovFLQiC/VqFd6olvePP60rRW3Yn8oz329nx+EsLmlag//0bELtsIAzft61e90Bas3eVKKCbNzUuT5Xn1uHwBICVHWty8mG6hScfES22Uz36T8Vu3/e7Rfy+OJNxIYHUC8igHrhAcRGBFIvPIDoEH8sXv6ygOr7AS9v5fkrWjUpHW9r4nAZHMk8NkR26AQ9RUkZeeQeFyZMJogMtOUHIH+iQ/yKhKFaIe77QvzPvNO+ontpcuzOYz1YnnBVcuBKybZT0tHrAVazJ0Q9OrANExZsLLcff1pX3FKz7cz8dReL/kogJtSf8b2a0qNpjTJ/nfX7UnlrRTyr96QQGWhjROdYhpxblyC/ogGqutZF+zhVAdl5zhN22ZswCPW38HdiOsu2H8ZZ6BvMajZRN9wdpuqFB1AvIrBQwAos9gGX06chVN9zopq8en0HNsUns3F/WpGAlJyVV2yjb7OY8sOPH61jQolu4g5EBWGoVqg/TepGkJWRUyHLc6J9UMpTgM1CbZvF694Jl2GQnuMoErZSPD1YDlJy3EOIgTZLiecMspXw3OI9wzD4ZsshXvpxJ2k5dm7oGMuYrg3K7Xu+Q2w4/ze0HRv2p/LWyj3M+GUXH/yxjxs61mNoh7oE+5298UE9TpXM4TJ4Y/luNh5MZ8IVLXnw0w0lbqAdLoPE9Bz2p+SwPzWHfSk5HEjN9txOzy06lBAVZKNeeIA7XEUE0rxOGJF+ZuqFBxId4nfG+zNUd3anC4fVwvC3V+tXdCVzugz2HM3mn8R02sRFcd+8P4vV5NH+rXlw3oYT9A755fcauW9HBNpOeYSa6nL6Strd4ImBbdiw6whXtatzRj10Z3NN9hzN5tnvt7N6TwptaofyUO9mtKgVUqFt+OtAGm+v3MPyXcmEB1gZ3jGWazvUJTYmrFrWRUN1PiohLYdJX25hw4E0Bp9Tmwm9m2FYraXusk/LsXtC1P6U/ECVmsOBlGwS0nOL/PL2sxT0VgUSGxHguV0vIoDY8IBqtUNgweHfqTl2UrMdpOYUDEM4SM3fwdb999j01GwHWXYnc8dcwHVvriz2nIvvuojvNx6gea1gmkWHUCPYr1RtO5s3BiVxGQb7UnL4JyGdvxPT+Scxg62JGWTZ3UF17u0XcN3/itfk5wd7EFRGX2eqy+k7UU/g/w3vwCer9vDxmn2E+FsY2r4u13WoV6r15WysSZ7Dxft/7OW9VXuwWczcdXEjrm5X57R20ShrmxPSeXtFPL/uTCbU38otFzVkcKtahAZUrx4oBScf9OuOIzzxzVbsToOHezejT6ta5fp6DqeLTJOZf/Yksz/V3Wu1L/VYwMrMK9p7UiPYL39/qoKhwEDP7RrBfqf8xV5e+204XAZpOcdCT8oJAo/7r52U/ECUluMo8RIDJiA0wEp4gHsH2IhAm+d2eICNfh3qccecdcV+RT85sA2j3l9T5P1qHu0OUS3yw1RcZOApv+DOxo1BYYZhcCAth38SMvgnMZ2/EzPYkphORq778+hnMdG8VgitYkJpFRNCq9qhxMWEct2sVTqQwgeVtN7/nZDOB3/s5Ydth7FZTAxoW5sbO8USGxF46ifNd7bVZO3eFJ5Zup34o9n0bhHNA5c0pmaIf2U3y2NLYjpvr9zDT/8eIcTfwrAO9Rh2Xj3CA6vHwKyCkw+xO13M/HUXH63dT/PoYJ7u34oGUUEV8tolffEYhkFqtoP9+cN+7l6rbE/ASkzPpfCHxN9qLnG/qjph/gQH2E65X5BhGOQ4XMfCj6cn6FjwOdYTdKxHqGCDeiI2i4nwABvhgdb8v+4QVHDI9bFAlB+SAtyHYJ8s3JxsH6fkjFz+PZzJ1kMZbEvKZPuhDHYeyfKENH+rmaY1g2kWHUzzWiE0jw6maXRwkX0DzqaNgWEYJKbn8k+iOyQVhKWCo9WsZhPNooNpXdsdklrGhNKkRhDW486iXRH7nZ1NdalI8clZfLhmH1/+nYjTZXBp82hGdq5Pi5hTDzudLTU5mpXHKz/v5Mu/D1EvPIAJlzXlwoZRld2sEh3IdvDK0m38sP0wwX4Wru1Ql+EdY4mo4gFKwclHHEjN4ZEv/2HTwXSuObcO913SpEJPMlbaL548h4uDacf2q9qfms2BQrcLTuZX4J2RnXjs883FegSmXX0Ojy/e7AlGecef8KaQgnPQFA47Efm9QOGBRW8X9A4F2szlcnbl0+k9sztd7DqSxfakTLYlZbDtUAbbkzKLHMpePyKA5rVCaBYdTIdGNagXZKNWyKl78aqapIxc/s4PRwVB6Wi2HXCf26hJjSBa1Q6ldX5PUpMawV6ftLG8j0Q7WzbSleVwRi4frzvAgg0HyMxzckGDSG7qEkun+hElrgfVvSYuw+CLTQm8+ssuMvOcjOgcy6jz43x+t4mCuvyblMnbK/ewbFsSgTYL17Svy42d6hEZVLrdGCqbgpMP+HH7YaZ8uw2XYfBon+Zc2jy6wttQHl88hmFwNNueP/SXzf6UHPqdF8vAmcuLzbvwzq688u3WYj1C4YHHeokKhsqO72Woygp6WrYlZbI9KYNth9yhal/KsaO2wgOsNMvvlWoeHULzWsE0iire2+KrkrPy+Cchw71PUoJ7v6TDmXmA+/xAjWoE5Q+3hdK6dghNawb79Aahum+kfUVGroMFGw7y0dp9JGfZaRUTws1d6tOjac1iPcHVuSY7j2Qybel21u9Po0O9MCb2bkbjGsGV3SyvHF+XHYczeXfVHr7bkoS/1ZwfoGJLvR9oZVFwqkR5DhczftnJ3PUHaBUTwtP9W53WuH5Zqqgvnoo4mWd1kJnnICHbydqdR9yBKimTHYczPecUsllMNIoKcg/zFQpVlb0TZkq2nS35O23/nR+SEtNzAfc+Yw2jgmhV+9h+Sc1rhZR48jxfVZ030r4o1+Hiy78T+fCPvexNySEuMpAbO8XSr3WMpxeyOtYkx+7knVV7mP3HPoL9LNzTvTH928ZUqSOeS6rL7iNZvLNqD99uOYTNYmbIuXUY0bk+NatIgFJwqiT7UrJ5eMk//JOYwfXn1WPcxY0q9fpRFfXFo3Mfee/4mjhcBnuPZrPtUIZ7qC8pk22HMkjOsnvmqRPmT/PokGP7TtUKpm5YQLkM9aXnONhyKL3IztsHUo/1lMVFBrp32o4JpVXtEFrUCqkW53epjhvpqsDpMvhx+2E++GMv/yRmUDPYj+vPq8fV59apdoe9r9idzLPf/8v+1Bz6ta7FvT0aV8lhrVOtK/HJWby7ei/f/J2I1WJm8Dm1GdmlPtE+tKP7iSg4VYKlW5N46rttmE0mJvdtTo+mNSu7SRW6MdA1q7zjbU0OZ+Z5hvkK/sYfzfKcYiLYz+Lukap1LFA1rhFcbB+6k9UlM8/BlsQM/sk/su2fxAz2FOo1rBceUCQktawVWum9X+VFwalyGYbBH3tSeH/1XlbvSSHE38INXeIY3CamyvRYlORwRi4v/rSTpVuTiIsM5KHLmtEpLqKym1Vq3q4re49m897qPXy5ORGL2cSgc+owskt9YkJ9M0ApOFWgHLuTl3/eyYINBzmnTihP9W9FnTK4flBZ0MbA95xJTXLsTnYcyXL3TuXvhL49KdNzviOLCRoUDPVFB9O5QSSR4YGe0yvERgYyY1gHlm46wNebE4lPzvYcPVk71J9W+Ue3tY4JpUVMSJU/SuZ0aF3xHf8kpvPB6r38sP0wVrOJ/m3cpzKoH1k5uzyUlsswWLjhIDN/3YXd6eLm8+MY2bl+pY5ClIXTXVf2p2bz3qq9fLE5EbMJBratzc1d6pfJdfbKkoJTBdmdnMXDS/5he1ImIzrFcme3hj61c682Br6nrGviMgz2p+SwPSmDrfnDfNuTMklMz+V/IzoyZcnfJzyz8/u/7fKcJ6lVTAhRVXDIoCxpXfE9qU6D1374lyWbE3C4DHo1q8lNXerTKqbkDZyv2HYog2e+386mg+l0jotg4mXNiKtiwa8kpV1XDqbl8P7qvSz+KwGAAW1juLlLHHXDfSNAKThVgK//SeSZpdvxs5h5/IoWdGtc9hddPFPaGPieiqpJSrYd/G30fumXYtN+GX8JgS4NoxamdcX3FNTkcGYen6zbz/w/3acy6BIXwcgu9ekcV/KpDCpLVp6TN3+P55N1+wgPtHHfJY3p27KWz7XzTJzpupJQEKA2JeAyoH/rGG4+v36lHURVQMGpHOXYnTz/ww4Wb0qgfb0wpvZr5bNjttoY+J6KrImOdvSe1hXfc3xNMnIdLNxwkI/W7edIZh6tYkK4qXN9ejYrfiqDyvDzv0eY/sO/JKbnclW72oy7uBFhAdVvuLus1pVD6bl88MdePtt4EKfL4IrWMdxyflyl9cwpOJWTnUcyeeiLf9h1JIubz6/PmK4NsfrAClsSbQx8T0XvsK+jHb2jdcX3lFSTXIeLr/5O5MM1+9hzNJv6EQHc2Lk+/VrHVOgJhgskpOXwwo87+OnfIzSpGcRDlzXj3HrhFd6OilLW68rhjFw++GMfCzcexO500bdVLW45P46GUUEVetCRglM5+GJTAs8u+5cgm4Unr2zBBT58SvwC2hj4noquiY529I7WFd9zqpo4XQY//3uY91a7T2VQI/9UBkPOrUOIf/kf/elwGcxbv5//LY/HaRiMvrABN3Ss51P7uZaH8lpXDmfmMWfNPub/eYBch4sx3RrSv309xhY6uKU8f/gpOJWhrDwnzy3bzpd/H6JT/XCmXNnSpy68eDLaGPge1cQ3qS6+x9uaGIbBmr0pfLB6HyvjjxLsZ2HIuXW4/rx65fZdvTkhnWeWbmfroQwuahTF+EubUC+8euz8fSrlva4kZ+UxZ81+Lm5Viye+KH5wS3ntanCy4FQ9T8JSTrYnZfDwkn+IT85mzIUNGHVBnE+MpYuIiJvJZKJzXCSd4yLZkpjOB3/s48M1+/h43X76tY5hROf6ZbbfTEaug9d+2838Pw9QI9iPaQNa0atZzWq183dliwry4+7ujcjEVCQ0Aew7mo3DMKjoPccUnLxgGAaf/ZXAiz/uIMTfymtD21XpE5aJiJwNWsaE8nT/VuxLaciHa/bxxaYEFv+VQK/mNbmpc31a1y7dqQwMw2DZtsO88OMOjmTmMbR9XcZ2a1ghQ4JnKz+LmdjIwGI9TtZKCKkaqjuFjFwHzyzdzndbkzi/QQRPXNGyyl2ssICGH3yPauKbVBffUxY1OVJwKoMNB8jIddI5LoKRnevTpYH3pzLYn5rNc8v+5fddR2lRK4SHejejTSkDWHVQXS/lpX2cSmlrYgYPLfmb/ak53HFRQ0Z2qV+lLr54PG0MfI9q4ptUF99TljXJyHXw2caDfLR2P4cz82hZK4SbutSn10lOZeBwuvhwzT7eWrkHi8nE7Rc14NoO9Xz6SOqKUF0v5aXgdJoMw+DTPw/y8s87iAy0MbVfKzrEVv3DSbUx8D2qiW9SXXxPedQkz+Hi638S+eAP96kMYiMCGNEpln5tahPkb/VspPPsTl5cuo2vNidySdMaPNirqc+er6+iVdd1RcHpNKTnOJj63TZ+2H6YixpF8XjfFkQEVY+TllXXD3hVppr4JtXF95RnTZwug593HOGD1XvZnJBO96Y1uLd3c+795E/PsND0a9qRmZnHuXXO3mG5E6mu64qOqvPS5oR0Hl7yD4npudzTvRE3dIqt0kNzIiJyahaziV7NatKzaQ3W7k0lLDzQE5rAffTW+PkbmTf6AtBZ9s96Ck64h+Y+XrefV3/ZRc1gP9687lza1Q2r7GaJiEgFMplMdIqLINts9plD38X3nPXBKTXbzpPfbuOXHUfo3qQGj/VpTnigVg0RkbOV1WTymUPfxfdU73PBn8LGA2ncOHsdv+9K5oGeTXh+UGuFJhGRs1wABv+7sSOx+SfKLDj0PYBy3yVYqoCzssfJZRh8+Mc+XvttFzFhAbx1ffuz+jwcIiJyjNPpok6glXmjL9B1HaWYsy44pWTZmfzNFn7fdZRLm9dk0uXNdbZXEREpwul0YQPPPk3aJVwKnDQx2O12Hn74Yfbv309eXh5jx46ladOmTJw4EZPJRLNmzZg8eTJmc9UY8Vu/L5VJX/7D0Ww7/720KdecW0fXFBIRERGvnTQ4ff7550RERDB9+nSOHj3KVVddRcuWLbnvvvs4//zzeeyxx1i2bBm9e/euqPaWissweG/VXv73+27qhQfw7vUdaBETUtnNEhERkSrmpMGpb9++9OnTx/N/i8XC5s2b6dKlCwDdu3dn+fLlPh2cjmTmMfnrLayKT6FPy2ge6t2MYD8NzYmIiMjpO2mCCA4OBiAjI4N77rmH++67j2effdYzvBUcHEx6evopX8RiMREREVQGzT09K3Ye4T+fbiQtx85Tg9owtGPsWT00Z7GYK6UOUjLVxDepLr5HNfFNZ2NdTtn1cvDgQe666y6GDx/OgAEDmD59umdaZmYmYWGnPlGk02lU6CnZnS6Dt1fG89aKPTSICmTG1R1oGh1Mamr2qR9cjVXXU+NXZaqJb1JdfI9q4puqa11OdsmVk+7VffjwYUaNGsX48eO55pprAGjdujWrVq0C4JdffqFTp05l2NTSsVjM2C0Wss1msk0mXv5lJ7NW7OHK1rV4/4bzaBodXNlNFBERkWrgpD1Ob7zxBmlpabz22mu89tprADzyyCNMnTqVF198kcaNGxfZB6oyWCxmDmY7uP3DtZ6LMT43pB0XNY7igrjISm2biIiIVC8mwzDK/VSodruz3Lry7BYL185aWezU+PNGX4BNF2Msorp2qVZlqolvUl18j2rim6prXUo9VFcVOAyjxIsxioiIiJSlKh+cCi7GWJguxigiIiLlocoHJ12MUURERCpKlT8TpC7GKCIiIhWlygcn0MUYRUREpGJU+aE6ERERkYqi4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8ZKCk4iIiIiXFJxEREREvKTgJCIiIuIlBScRERERLyk4iYiIiHhJwUlERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJcUnERERES8pOAkIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8ZKCk4iIiIiXFJxEREREvKTgJCIiIuIlBScRERERLyk4iYiIiHhJwUlERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJe8Ck4bNmxgxIgRAGzevJmLL76YESNGMGLECL766qtybaCIiIiIr7CeaoZZs2bx+eefExgYCMDff//NLbfcwqhRo8q9cSIiIiK+5JQ9TnFxcbz66que/2/atImffvqJG264gYcffpiMjIxybaCIiIiIrzAZhmGcaqZ9+/bxwAMPMG/ePBYsWECLFi1o27Ytr7/+OmlpaUyYMOGkj3e5XDidp3wZKWcWixmn01XZzZBCVBPfpLr4HtXEN1XXuthslhKnnXKo7ni9e/cmLCzMc3vKlCmnfIzTaZCSknW6LyVlLCIiSHXwMaqJb1JdfI9q4puqa12io0NLnHbaR9XdeuutbNy4EYAVK1bQpk2b0rdMREREpAo57R6nxx9/nClTpmCz2ahZs6ZXPU4iIiIi1YFX+zidKbvdWS278qqa6tqlWpWpJr5JdfE9qolvqq51KdOhOhEREZGzlYKTiIiIiJcUnERERES8pOAkIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIl077WnUiIiIVyel0EB+/m+zs7MpuihwnMdFEBVy5rdxYrX5ERkZjsXgfhxScRETEpx09mkRQUDBhYdGYTKbKbo4UYrGYcTpdld2MUjEMg8zMNI4eTaJmzTpeP05DdSIi4tMcjjxCQsIVmqRMmUwmgoPDcDjyTutxCk4iIuLzFJqkPJTmc6XgJCIiIuIlBScREREvffjhewwa1Ifc3NzKbgoJCQn89tsvRe775psvGTduDGPG3Mzll/dg3LgxjBs3hqSkQ5XUyqIWLJhb5s/51FOPk5WVBcDixQu5667RjBs3hrFjR7Fu3RoAVqz4jSVLFpfJ6yk4iYiIeGnp0m+49NLLWbbsu8puCuvW/cFff20ocl/fvv2YOfNNnnjiaRo2bMTMmW8yc+abREfXqqRWFvX++++U6fMtW/YdLVq0JCgoiO+//5Y//ljFK6+8zsyZb/Loo1OYOnUyKSkpXHhhN378cRkZGRln/Jo6qk5ERKqMLzcn8vmmhDJ9zoFta9OvTcwp51u3bg1168YyePAQnnzyMa68cgDjxo2hQYOGxMfvBuCJJ54mPn43H3zwDmazmSNHjjBw4FUMGXIt69ev5d13ZwGQk5PDpElPYLPZmDDhfsLCwrnwwou44IKLePnl6RiGQXh4OA89NJlt27YwZ84H2GxWDh48QK9evbnxxpv58MP3yMnJ4Zxz2tGtW4+Ttn3+/E9YuvRbTCYTl156OUOHDuOppx7HarWSkHAQu93OpZdezvLlv5CYmMC0aS+SmJhwwuXYseNfTxsjIiKYOPExtm3bwuuvv4rNZmPgwKvw9/dn4cJPPacqmDr1ORYvXkBaWirPPz+N1q3bEB+/m7Fj7yY3N5cbbriG+fO/YNy4MURERJKens706S/zwgvT2LdvLy6Xi9Gjx3LeeZ2OW665PP3084C7t+nuu+/HanVHm7p16/Huu3MID48A4MILu/L110sYOnSY15+NE1GPk4iIiBeWLFnMgAGDiYtriM1mY/PmTQC0bduOmTPfpFev3sye/S4Ahw8nMW3ai7z55rvMm/cRR48ms2vXTh57bAozZrxBt27d+fHH7wFITj7CSy/9HzfcMJJnn53KAw9MYObMN7nwwouYM+d9ABITDzJ16nO88ca7fPTRB1gsFm688WZ69+57ytC0a9dOli1bymuvvcVrr73Fr7/+xJ49uwGoXbsOL730fzRo0JCDB/fz/PMzuOSSS1m+/JcSl6NoG7t52piXl8drr71F37792Lt3D9Onv8LMmW8SF9eA1atXMHLkrYSFhfPggxNP2t7evfvyyiuv8eWXnxMeHsH//d8spk17gRdffK7IfLm5OSQmJhAZGelpa926sUXmKQhNAE2aNGP9+rUnfW1vqMdJRESqjH5tYrzqHSpraWlprFixnKNHk5k/fy6ZmRksXOjeX6djx84AnHNOO3777WfAHab8/PwAaNy4Cfv37yM6OpqXX55OYGAQSUmHOOeccwGoU6cuNpsNgPj4XbzwwjTAfeLP+vUb5D9HU6xWK1arFX//gNNq+86dO0hMTODee8cCkJ6ezr59+wBo3rwlACEhoTRo0BCA0NBQcnPzSlyOom10Ur9+HABxcQ08rxkZGcXUqZMJCgoiPn43bdu2O0kLi55As+B5duz4l40b1/P335s870dqaoonDKWnpxMREeF5XO3adTh0KIGQkKae+1avXkmTJk2pUaMmNWrUJC0t1av37GQUnERERE7hu+++on//Qdx1172Ae6ht6NCBhIdHsHXrP9SqFcPGjRto1KgxANu3b8PpdGK329m1ayexsXFMnPgA8+YtJigomKlTJ3ue22Q6NvgTF9eASZOepHbt2mzc+CdHjhzOn6d4m0wmE4Zx6pNPxsU1oGHDxrzwwgxMJhNz586hceOm/Pjj96c8HP9Ey1G4jZs2bfTseG42u58rIyODt9/+HwsWLAHg/vvv8gzZFfz18/PzLNvWrVuKvKbZ7H4/GjRoSK1atbjpplHk5ubw/vvvEBoa5pkvLCzcs1M4QL9+A3nvvbd57LEpWK1W9uyJZ9q0Kbz99mygIGhFnvL9OhUFJxERkVP44ovFPProk57/BwQE0KNHL5YsWcRXXy1h7tyPCAgI4NFHn2THjn9xOBw8+OA9pKamMnLkrURERNCnz5WMGXMzoaGhREbW4PDhpGKv85//PMTUqY/hcrkD0cSJj55wPoAmTZrywQfv0Lx5Sy67rE+JbW/WrDmdOnXmzjtvJS/PTqtWbYiOjvZquU+0HIXbaDLBhAlF2xgcHMw555zLqFE3EhgYSGhoqGd6w4aNePLJR7n//v+yaNECxo69lRYtWhEcHFzstQcNuppnn53KuHFjyMzM4KqrhnpCFbjDV1RUDY4eTSYyMorLLuvDkSOHufPO27DZbLhcTh599EkiI6MA+PvvTXTq1Nmr5T4Zk1EBF5mx252kpGSdekYpVxERQaqDj1FNfJPq4lsSEuKpV6+RT17aY9y4MYwf/7BnmAvcO5EvXryAJ554pvIaVga8WY7KvuTK0qXfkJx8hOuuu+GU8z7wwN1MmfIMwcEhRe5PSIindu0GRe6Ljg4t8Xm0c7iIiIhUSZdd1odt27YUGbI7kd9//41LLulVLDSVhnqcziL6Fe17VBPfpLr4Fl/ucTrbVXaPU1lQj5OIiIhIOVFwEhEREfGSgpOIiIiIlxScRERERLyk4CQiInIK69atYfLkh4rc9/rrr/LVV1+U6vm2b9/quW5dYZMnP8S6dWtYufJ3Fi9eCLivweZwOEr1OlL2dAJMERGRCtasWQuaNWtR4vQLLujquT179rv07dvPc/FaqVyqgoiIVCnhn11zwvtTr5oPQPCvk7Ee3lxseka3J3BGt8H/n3kEbJlX7HGlNXnyQ56TRA4c2IfPP/+Wp556HKvVSkLCQex2O5deejnLl/9CYmIC06a9SGJigufkkgsWzGPJkkXUqFGTo0ePAvDVV18QH7+b+vXrk5x8hMcff5iGDRtTs2Y0Q4ZcS1paGvfddyfvvPPhGbVdTp+G6kRERLywdu0axo0b4/m3dOk3J52/du06vPTS/9GgQUMOHtzP88/P4JJLLmX58l8882RkZPDpp5/wv/+9x7RpL+Jw2Is8R//+g4mKqsHjjz9N//6D+OabLwH3GbMvv7xv2S+knJJ6nEREpEo5VQ9R5sVPnHR6bqtryW117Wm/bseOnYpcfuT1118tNk/hc0o3b94SgJCQUM8lWUJDQ8nNzfPMEx+/m0aNGuPn5wdAq1ZtSnz9evViCQoKZteunSxd+g3Tpr142ssgZ049TiIiIqV05MgRjhw5AkBCwkHS0lI900wm0ykfX7duPXbv3klubg5Op5Nt27YWm8dkMnsC2cCBg3n//beJjq5FRERE2SyEnBYFJxERkVKKiIggJCSE0aNH8vbb/6NOnXqn9fjIyEhuu+0O7rhjFA8+eA+BgYHF5jn33PY8+OA9GIZB9+49WbNmFf37DyqrRZDTpGvVnUV0/S3fo5r4JtXFt+hadcfk5OQwbtwY3nzzPczmyu/70LXqRERExCf99dcGxowZyc033+oToelspZ3DRUREqoBzzjmXDz6YW9nNOOspsoqIiM+rgL1K5CxUms+VgpOIiPg0q9WPjIxUhScpU4ZhkJmZhtXqd1qP01CdiIj4tMjIaDIykklLO1rZTZHjmEymKh1orVY/IiOjT+8x5dQWERGRMmGxWGnQoKGOdPRBZ+MRqBqqExEREfGSgpOIiIiIl7wKThs2bGDEiBEAxMfHc/311zN8+HAmT56My1W1T3wlIiIi4q1TBqdZs2YxadIkcnNzAXjmmWe47777+OijjzAMg2XLlpV7I0VERER8wSmDU1xcHK++euwK0Js3b6ZLly4AdO/end9//738WiciIiLiQ055VF2fPn3Yt2+f5/+GYXiu+BwcHEx6evopX8RiMREREXQGzZSyYLGYVQcfo5r4JtXF96gmvulsrMtpn46g8PVxMjMzCQsLO+VjnE7jrDtc0RedjYeN+jrVxDepLr5HNfFN1bUuZXqR39atW7Nq1SoAfvnlFzp16lT6lomIiIhUIacdnCZMmMCrr77Kddddh91up0+fPuXRLhERERGfYzIq4FzpdruzWnblVTXVtUu1KlNNfJPq4ntUE99UXetSpkN1IiIiImcrBScRERERLyk4iYiIiHhJwUlERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJcUnERERES8pOAkIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8ZKCk4iIiIiXFJxEREREvKTgJCIiIuIlBScRERERLyk4iYiIiHhJwUlERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJcUnERERES8pOAkIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJespb2gYMHDyY0NBSA2NhYnnnmmTJrlIiIiIgvKlVwys3NBWD27Nll2hgRERERX1aqobotW7aQnZ3NqFGjuOmmm/jzzz/LuFkiIiIivqdUPU4BAQHceuutDB06lN27dzN69Gi++eYbrNZSj/yJiIiI+LxSJZ1GjRrRoEEDTCYTjRo1IiIigqSkJOrUqXPC+S0WExERQWfUUDlzFotZdfAxqolvUl18j2rim87GupQqOM2fP59t27bx+OOPk5iYSEZGBtHR0SXO73QapKRklbqRUjYiIoJUBx+jmvgm1cX3qCa+qbrWJTo6tMRppQpO11xzDQ899BDXX389JpOJp59+WsN0IiIiUu2VKu34+fnxwgsvlHVbRERERHyaToApIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8ZKCk4iIiIiXFJxEREREvKTgJCIiIuIlBScRERERLyk4iYiIiHhJwUlERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJcUnERERES8pOAkIiIi4iUFJxEREREvKTiJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8ZK1shtQFqwWEyGmNMyGHZfJRoYRhsNpVHazRHyO1hUR72hdkZJU+eBktZgIz9mFed5wSNmDJSKO8Gs/IjWgkT7kUiaqyxdodVpXqktNqpvqUhetK77JV5bFZBhGub+q3e4kJSWrXJ47wpqO7f0+kLKn0J1xGH2fw7XkARw125DW710Awr65HQwnhjUIwxaEYQ3EsAWR1XEcWAOx7VuOOfuw+35rEIYtEMMaiCssDsMvBJx2MJnBbCmXZSnvD0VERFC51eF4vvIBP1PHf4ESEYerDL9AI8IDSUlOxeTMBUcuJqf7nzOiMQCWpM2Ysw9jcuaBMxeTMweTI5e8hpfhCo7Btm85tn3LPY/DmYvJkUtu477kNbkS66GNhPz2ODhzsfZ+DNOX9xdbV1z9X8G5dAqGxQZmv/y/NtKueAtMJgLXvY4lfS+G2QYWG4bZDyw2cloMxRUWizVxPdakzZ7HGRY/MNtwRjXDGdEYU24alpQd7seZrZ7nMGxBGIFRYBjgsoPZBiZTpdcEtK6URrmvKyeriWGAy+H+bjaZMeWmYcpLB2ceJpcdXA5MzjxcIXVwBcdgyjyE7dAGcOVhctrBZcfkzMMZUhd7g55EWFKxfXBFsXXFec0HJPs3BcB/6wLMOUcxTGYwuV8Xk5ncxldgBEZhPbQBy9Ed+dsLM4bZPZ+jRktc4Q0xZSVhPby5yGMNkwUjMApnZFNwObAe2ZL//AX/LBhmC67whgCYspIwGU4MzJ5lx2TGsIWA2YLV5CQ8bw/meTccV5MGOJwmMFzu9w3D/R6630z381j83ffZszBhFJrHAEwY/mHutyXAQWpK+rFp+c9j+IeDxYYpLx2TPfNYncif7hfm3q7aszFnH8m/3/DMZ1gDMYJrgcuJJS0ei38AoZZszJ+OKLf1vrDo6NASp1X5HiezYS/64QZI2YMRVoe82ItxBdfy3G3KPow5JwWTIxuTPQuTPQsc2WSdNw6AwD//h3/8D8VeI7Xfe+Q1vIzAjW8T8vvU/C/9QE/4yml9A9kdbsecsss93RZUKHgF4QqLI6f1MAD8/l3i3rgUCm5YAzDVaER4zu5q8wunTH6tGYZ7xTZcYDjd/7f4ub8gHNmY7NlgODEVmm7YgjECIsCRjSV9f5HHmgwnhjXQ/aUEWA+uwWQ4jz234QTDhb1+DzCZsB5cQ2h0zLENAUDKHszzhhMy8lsyD2zGtve3IoHF5Mwlt1Fv8pr0w5K0mZDfHsPkzMPkyJ/HmYsj+hzSrpgFhgvr0zWJpvh7knTnXjCZCPltMn4HVhabnjJorjs4HVhF0NpXwRqAYfHHsPqDxR9HrXPdb6HJgmG2YtiCITDyhOuKKSA8/4dBHiZHFqZcu/t9yw8xtoQ12BLWgNOOyZXn/ms4yat3Ea6wWPx2LSV47Yxibcw8fzxZne7FemgDEZ9fX2x6Xr2LSB08Fwwn0W+4g6JhLghfNgxLAMm3rAUgdOnd7o2IxQ/L5U9gXnJPsZqEDX6TvD/muIObxQ/D4oe9fnfsdc/HnHEAv/gfMCz+nmmY/XAF18IRfQ4YBpbkLWDxdwc8azimHKd7flvgqT+rpeSTPRsFIcTl8IQOXA73Rgwwp8ZjsmceCyQuOzgdBDdse8J1JXToh+T88wP2Ol1w1GqHJXkbAVsXFP08uew4arQiu/1oyMsk/NsxnvtxusON2T8QrloMQPii69yhw2XHVPA8QPK13+KMbkPQ6hcI2vh2sUXL6PY42efehi1xHeFf31Zsem7Dy7E36FnidsXszPb8N2j9G1iP/FPsOewxHXAGRuG/dQFBG98puQ0Jawj/enTxNjTqQ9qVb2PKSydyXt9i013+4Ry5bTMAEZ8PP2Ebkq/7DmfN1oRlbsX82W3F15VrZpPs3wS/Xd+evA25qdR8u+1J22Cd3Y+ahzaX2IagVdNP+j747f3plO9D1JzucN2H8O3DJ/wuTqHkkFMeqnxwcplsWCLiiv8yCKxFxqUvFJk39aoFxZ+gUIdbeq8XyCwIVo4ssLv/2qPbAWCv05nMLg+6Ny75octkz8YVVBMAkz0LS+puTI6cY9MdWThiOniCU9jScZhcjmLNsN/z9wm/dCL6ToNPbyG13/vY63cjcN1rBP/xUv6jTBj5G7fsDneQ1fl+rAnrCP/ixvzJx369O2I6wIiFAES929H9heSZbgJMHBm5Giw2Qr+9E9uBVccm5d9Iv3wm9roXELDxXYLWv3Hca5jIbnsT2eeNJcSRcMJlCR/0OkdCzs1vw3nuXhQMcOWHH1wcHr0FzFbCF1+P375fi71PKQM/xl7/YoL+fJPgVdOLTc/seDdZF0zAeugvIj+7uvj7XKczKVd/BkDEZ0Pcwek4SWN3g8lK8OrnsV720Im/QA07tgOrCVrzintDnB9csPjhqNm60Hvj/mXmCio0PapZ/nQzrov/S7bdlL8xd4cew+JHwa+6zG6Pk+nIzr+/IBj54QqsAUBW5/vI6nx/iT01zug2pA6e515eazq2E6wrjuA6pA786ISPB0i7svgGCJfT85pZ591Fzjk3Fd3Quey4gqIBcNRsQ2r/D9w9tvm/7HHZMQJrep4u8/wJRX7948zDhOvYcoTGutcplx1rQOiJa2IG/51f5W9o8zA5c8mwBmKvez6WI1sJ/WliscXIq9+D1IFzwJVH1Ce9i0yriTvIHR67CyjYWG8qGr4sfqRdNgNnzdYE/P0Jfju+LFRL9zy5Ta7EHncJ5pRdBGxflP84d50DW3Q/cdi49iOyty3P7w2AnHNGAhCw+UPM6QeKhhaXg6zzxuEKi8V/y3z8d33rfp/zAw0uBzltR5DbfDC2/b8T8vPD+e+zwzNfXuzFpPd5DVNeOjVntSpeblswR8ZsBSDs2zuwJf1VbB7nXWtOWBerPZ2Q3x4no+uj7uCUtpfADW8V6sHMD8sFPfn5PUaG2f0+GrYQsPhhDg73PK09thvOqGae3k/3c/lh5H8X5zYbiLNGq2K9qI6o5u7H172Ao0O/KjbdsAW5l9fsf8LtiiO0AeR/ZaRc/Zn7Pcz/cWfK/+HlWTc73UvOOTfn9+oc+4HmCo451oarF3keV/AjzwiIAsCwBZN6xdueH3Sm/HkM87HNdmbn+zDnHD3WBpcTOPYaBEacsCb4B7trFtncve6BZ1sCeHq8DWsAGV0n5d9rOvadZvU/Nu+F95Jz5GD+44/N4wqu7a5F0wE4I5sX2ZZgMmGPOQ8AR81zSOv1wnGvAa6QuvnvQxBpl80gJLIp5hK+iytalQ9OGUYY4dd+VKx7OMMIgxP8ki+m0IfFCIrGmf9lfyKO2h1x1O5Y4nRndBuOXr+s6J0Fv97ybx8dtuy44JWFyZFFsOEooeesPjntRuEKdX+IHNHtyG5707Hndt/AkR/uXIE1yGk5lMJdpiYMnGFxFHzU85pc4V7RPM+R/zwm90GWjpgO7h6IQt2mAC7/SPff0FjssRcVm+4Mqw+A2WQ68coacOyLL6/Jle6HFuqCLlyLnBZXY6/TydONXTCfM7+LOq9+D1x+YUUfa7J4QoszsglpvWe6u7ZNJk93uSsg0vMaqQNmA2b3Y82Wot3dQEaPpwkNCjlh2HCZbGR1HEdWx7tLDi01W5N61fwTTivg6j6B7JMMCTmii//aK8Lk/YGxZ7yuFFZ4uNovGJdfcImzGoFR5DXodZLnspLV6e6TvlzWBRM8t0sMgKENSBm1odALH/ts22O7un8YeEKVe+jTsOW322Qhtc8bnmlB/pCdkXFsPQHyGvXGGdXM8xzkhzOsAe4ZHNmYc5LzeyCPzeOo0Qp73CVYU3YSvLrojzkafXnisJGXSuhP+Rs0i/+x4PT3x1iT/soPGlb30KfZRk6bG3ERizn7MJaUnflhpGBY1Or5nBh+oTiiWhaalh8oarTMf60AMjvdd+xxBa9TsIxA5oUPu4fBzMfmwWIl2BJ4wrBhD40j9bbNGFZ3z11ew0s5fMeOkottCyTlmi+K3R0REQT568qpPi+n+q42AiJwBESUOL3EdYVwjg01hRR9zuNfI7AGzvwQdeI2ROKo06nkhbD4kde4T8nTgbwm/U463WULPWFNXNZgcLi/J0/6XloDyO5wx0lfw2h7zcm/w+p0xlGnc8ltDIslN+y6kl/A4kdui6sJtKZjLuG7uKJV+X2coHrsI1DSvlr2kd+S4iibbsiK2m+jIpalolTqfhvloDqsK1V6HyeX81jgcuYRHmLB9uGA4uvKjV+Qlp7rCUBGQeA3XKcVliuS1hXfU6XXleNUxLIUdrJ9nKpFcKoO9AH3XeX5BVrRG4PqorocSKF1xXtaV0qnuqwrULFhtsyDk8vl4vHHH2fr1q34+fkxdepUGjRoUOL8Ck7e0Qf87KONgW/SuuJ7tK74pupalzI/qu77778nLy+PuXPn8ueffzJt2jRef/31UjdQ3BxO47ijA6rul2d1WhaR8qR1RaRqKdVg+dq1a7n44osBaN++PZs2bSrTRomIiIj4olL1OGVkZBAScuyIAovFgsPhwGo98dNZLCb3ERFSqSwWs+rgY1QT36S6+B7VxDedjXUpVXAKCQkhMzPT83+Xy1ViaAJwOo1qOQZa1VTXseiqTDXxTaqL71FNfFN1rcvJ9nEq1VDdeeedxy+//ALAn3/+SfPmzUvXMhEREZEqpFQ9Tr1792b58uUMGzYMwzB4+umny7pdIiIiIj6nVMHJbDbz5JNPlnVbRERERHyab56CVkRERMQHKTiJiIiIeKlCLrkiIiIiUh2ox0lERETESwpOIiIiIl5ScBIRERHxkoKTiIiIiJcUnERERES8pOAkIiIi4qVSnTlcfIfdbufhhx9m//795OXlMXbsWJo2bcrEiRMxmUw0a9aMyZMnYzabmTdvHp988glWq5WxY8fSs2dP0tPTuf/++8nOzsZmszF9+nSio6Mre7GqtNOpCUBycjLDhg3jiy++wN/fn5ycHMaPH8+RI0cIDg7m2WefJSoqqpKXquo707qkp6czfvx4MjIysNvtTJw4kQ4dOlTyUlVtZ1qTAjt27ODaa6/l999/L3K/lM6Z1sXpdPLMM8+wadMm8vLyuPvuu+nZs2clL1UZMqRKmz9/vjF16lTDMAwjOTnZ6NGjh3H77bcbK1euNAzDMB599FHju+++Mw4dOmT079/fyM3NNdLS0jy333vvPePZZ581DMMw5s6dazzzzDOVtizVhbc1MQzD+OWXX4xBgwYZHTp0MHJycgzDMIx33nnHmDFjhmEYhrFkyRJjypQplbAU1c+Z1uWVV14x3n33XcMwDGPHjh3G4MGDK34hqpkzrYlhGEZ6eroxevRo44ILLihyv5TemdZlwYIFxuTJkw3DMIyEhATPelNdaKiuiuvbty/33nuv5/8Wi4XNmzfTpUsXALp3787vv//Oxo0b6dChA35+foSGhhIXF8eWLVto3rw5mZmZAGRkZGC1qhPyTHlbE3Bf9/Hdd98lIiLCM//atWu5+OKLPfOuWLGi4hpfjZ1pXW6++WaGDRsGgNPpVM9GGTjTmhiGwaOPPsoDDzxAYGBghba9OjvTuvz222/Url2bMWPGMGnSJHr16lWh7S9vCk5VXHBwMCEhIWRkZHDPPfdw3333YRgGJpPJMz09PZ2MjAxCQ0OLPC4jI4PIyEiWL1/OlVdeydtvv80111xTWYtSbXhbE4CLLrqIyMjIIo8vXKvC88qZOdO6hIWFERAQQFJSEuPHj+eBBx6o8GWobs60JjNnzqRHjx60bNmywttenZ1pXY4ePUp8fDz/+9//GD16NA899FCFL0N5UnCqBg4ePMhNN93EoEGDGDBggGfcGSAzM5OwsDBCQkI8PUsF94eGhjJz5kxuu+02vvrqK95++23uvvvuyliEasebmpSkcK1ONa+cnjOpC8DWrVu5+eabuf/++z2/vuXMnElNPv/8cxYsWMCIESNISkpi1KhRFdHks8KZ1CUiIoJLLrkEk8lEly5d2L17dwW0uOIoOFVxhw8fZtSoUYwfP97TW9S6dWtWrVoFwC+//EKnTp1o164da9euJTc3l/T0dHbs2EHz5s0JCwvz9G7UqFGjSLiS0vG2JiU577zz+Pnnnz3zduzYsfwbfRY407r8+++/3Hvvvbzwwgv06NGjQtpc3Z1pTZYuXcrs2bOZPXs20dHRvPPOOxXS7uruTOvSsWNHz3fYli1bqFOnTvk3ugLpIr9V3NSpU/n6669p3Lix575HHnmEqVOnYrfbady4MVOnTsVisTBv3jzmzp2LYRjcfvvt9OnTh8TERCZNmkRWVhYOh4N77rmHiy66qBKXqOo7nZoU6NWrF19//TX+/v5kZ2czYcIEkpKSsNlsvPDCCzrSsQycaV3Gjh3L1q1bqVevHuDuGXz99dcrfDmqkzOtSWEl3S+n70zrkpeXx+TJk9mxYweGYfD444/Tpk2byliUcqHgJCIiIuIlDdWJiIiIeEnBSURERMRLCk4iIiIiXlJwEhEREfGSgpOIiIiIl3R9DRHxGffccw9t27ZlzJgxgPtEe1dffTVNmzZlz549RS7rMHDgQIYOHQrAhg0buOGGG/joo49o164dAAsXLmTGjBnUr18fgLS0NM477zwmT55csQslItWKTkcgIj4jOTmZIUOGMGvWLJo2bcpjjz1Gw4YN2bZtG1deeSXdu3c/4eMmTZpEZGQkSUlJTJs2DXAHp507d/Lggw8C4HK5GD58OI888gjnnHNOhS2TiFQvGqoTEZ8RFRXFo48+yqRJk1i9ejV79+7llltuOeljMjMzWblyJePGjWPdunUkJyeXOF96enqRazaKiJwuDdWJiE/p1asXS5cuZeLEiXz88ceeC4tOnz6dWbNmeeabNGkSLVq04KuvvqJ37974+/tzxRVXMH/+fM9Q35IlS/jzzz9JSkoiODiYO+64g4YNG1bGYolINaHgJCI+Z/DgweTk5BATE+O5b/z48Sccqvv000+xWCzceuut5OTkkJCQwG233QZA//79efDBB9m7dy+33XabQpOInDEFJxGpsrZu3YrT6WTevHme+2655RZ+/PHHIvPVr1+fyZMnc++99/Lll18SGBhY0U0VkWpCwUlEqoTjh+o6d+5MWloagwYNKjLf0KFDmTNnDv379y9yf9euXenatSszZsxgwoQJFdJmEal+dFSdiIiIiJd0VJ2IiIiIlxScRERERLyk4CQiIiLiJQUnERERES8pOImIiIh4ScFJRERExEsKTiIiIiJeUnASERER8dL/A8O2nS3cTbEqAAAAAElFTkSuQmCC\n","text/plain": ["<Figure size 720x360 with 1 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\n","text/plain": ["<Figure size 720x360 with 1 Axes>"]},"metadata": {},"output_type": "display_data"},{"name": "stdout","output_type": "stream","text": ["--------------------------------------------------------------------------------\n"]},{"data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAFJCAYAAABttKLQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABccUlEQVR4nO3dZ3gUVQMF4DNb0nsIhBBCh4QSOtIRkCK9CUgRRIooxQICSpMmXdongiIoRQhFqYIIiBTpNXRCDSQhpPdt9/uxYSUkgSVtS877PBp2Z3bmztyd2TP3TpGEEAJERERE9EoyUxeAiIiIyFIwOBEREREZicGJiIiIyEgMTkRERERGYnAiIiIiMhKDExEREZGRGJzIKqnVajRu3BiDBw82dVFeadmyZfjrr78yvd+7d2907twZ7dq1Q0BAADp37ozOnTvj888/N0EpX8/mzZuxfv36fJn2w4cPUbVqVURERGQa1rFjR+zfv9/oaVWqVAnR0dEZ3tu2bRuGDRuW63I+M2TIENy+fTvT+3v37kX//v0BAIsXL8bvv/8OIPvvw8tMmTIFLVq0wLfffpursl69ehXDhg1Dq1at0LlzZ7z77rtGleXhw4cYOXLkK8dbunQppk2blqsyEpmawtQFIMoP+/fvh7+/P4KDgxESEoJy5cqZukjZOnnyJMqXL5/p/Y0bNwIAQkND0bFjR2zfvr2gi5ZjZ8+eRYUKFfJl2iVLlkTDhg2xbds2DB8+3PD++fPnkZCQgBYtWuTLfHPqhx9+eOU4o0ePNvw7u+/Dy2zatAl///03vL29X7t8z1y6dAkjRozAtGnT8OabbwIAQkJCMHr0aDx9+hS9e/fO9rOPHz/G3bt3czxvIkvC4ERW6ddff0W7du3g5+eHn3/+GdOmTcPJkycxf/58+Pj44M6dO7Czs8Ps2bNRrlw5jB8/Hra2trh+/TqioqLQqFEjTJw4EUqlElu2bMGmTZugVqsRFxeHIUOGoE+fPti2bRu2bNmClJQUODk5Ye3atdi8eTN+/fVX6HQ6uLm5YdKkSYbpOzk54caNGwgPD0elSpUwZ84c/P777wgODsbcuXMhl8vRqlWrVy6bSqXC/Pnzcfr0aWi1WlSuXBkTJ06Ek5MTWrRogQ4dOuDEiROIi4vD4MGDce7cOVy5cgUKhQLLly9HsWLF0KJFC7Rv3x7Hjh1DQkIC3n//ffTp0wcAcPDgQSxfvhxqtRp2dnYYN24catasiaVLl+LChQt48uQJKlWqhPHjx2Py5MmIiopCZGQkSpQogUWLFuHcuXM4ePAgjh07Bjs7O0RHRyMmJgaTJ08GoG91ePa6f//+cHV1xZ07d/Duu++iS5cumDlzJm7evAm1Wo0GDRrgiy++gEKRcVfVt29fzJgxAx9++CEkSQIABAUFoXfv3pDL5Thz5gxmz54NnU4HABg2bBjatGnz2t+j8ePHo0KFCvjggw8yvX6ddb148WJUq1YNixcvxs6dO+Hm5oZSpUplmo+dnZ3h+6BSqTB9+nQEBQWhTJkyAICBAweiX79+eOuttwyf7dOnD4QQGDJkCKZMmQJXV1dMmzYNsbGxkCQJgwYNQpcuXXDy5EnMnDkTDg4OSEpKwtatW2FjY2OYzuLFi/Hhhx8aQhMAlCtXDnPnzsXAgQPRrVs3yGQyzJs3D3///Tfkcjlq1qyJKVOmYOLEiYiIiMAHH3yAVatW4a+//sKyZcug0+ng6OiICRMmIDAwEIA+jPXt2xdxcXEICAjAlClT4OTkhIiICEybNg1hYWFQq9Vo3749PvzwQ4SGhqJv374oV64cHj16hLVr16Jo0aKvXZdEeUYQWZlbt26JKlWqiOjoaHHx4kURGBgooqOjxYkTJ4S/v784ffq0EEKIDRs2iK5duwohhBg3bpzo0qWLSExMFGlpaaJv375i7dq1IjExUfTs2VNER0cLIYQ4f/68qFGjhhBCiK1bt4q6deuKhIQEIYQQJ0+eFH369BHJyclCCCGOHDki2rZta5h+r169RFpamlCpVKJLly5iy5YtQggh+vXrJ/74449sl+fhw4eGeQohxNKlS8Xs2bOFTqcTQgixYMECMWXKFCGEEM2bNxezZs0SQgixe/du4e/vL65duyaEEOKjjz4Sy5cvN4w3adIkodPpRFhYmHjjjTfE9evXxd27d0WHDh0My3vz5k3RqFEjkZSUJJYsWSLatGkj1Gq1EEKINWvWiBUrVgghhNDpdGLw4MFi1apVhuX98ccfhRBCLFmyRHz99deG8j//ul+/fmLChAmGYePHjxe//PKLEEIIjUYjxowZI1auXJlpnWi1WtGyZUtx4sQJIYQQ8fHxom7duuLp06dCCCHee+89sWvXLiGEENeuXRNTp07Nct1WrFhRdOjQQXTq1MnwX7NmzcTQoUMzLceLr19nXV+6dEns379ftGvXTiQkJAi1Wi2GDh0q+vXrl2m6z38fZsyYIebMmSOEEOL+/fuiWbNmQqPRZLkcUVFRQq1Wi5YtW4p9+/YJIYQIDw8XTZo0EefOnTN8/0NDQ7NcFzVq1BA3b97Mcli9evXElStXxM8//yz69u0rUlJShFarFaNHjxa//fabOHHihGjfvr0QQojbt2+Lhg0bigcPHgghhDh+/Lho1KiRSEhIEEuWLBFvvvmmiIqKEjqdTnz++edi7ty5Qggh+vfvLw4cOCCEECI1NVX0799f7N69Wzx8+FBUrFjRsN0SmRpbnMjq/Prrr2jevDnc3d3h7u4OX19fBAUFoUaNGvD390edOnUAAN27d8e0adMQExMDAOjatSscHR0BAJ07d8aBAwfQr18/fP/99zh8+DDu3buH69evIzk52TCvSpUqwcnJCQDw999/4/79+xm6NOLj4xEbGwsAaNKkieEIv2LFioiLi8vR8v39999ISEjA8ePHAejP5/L09DQMb926NQB9l1aRIkXg7+8PAPDz88swzz59+kCSJHh7e6NJkyY4duwYbG1t8eTJEwwcONAwniRJePDgAQCgRo0ahtafAQMG4MyZM1i9ejXu3buHW7duoXr16q+9PM/q49myXb58GVu2bAEApKamZvkZmUyG3r17Y+vWrXjjjTewY8cONGvWzLAe3n77bUybNg0HDx5Ew4YN8dlnn2U7/59//hkeHh6G19u2bcO+ffuMKrux6xoA/v33X7Rq1crwfenevTvWrl370un36dMH/fr1w6effopNmzahR48ekMvl2Y5/7949pKWlGcpVrFgxtG7dGkeOHMEbb7yB4sWLo0SJEtl+XqPRZPm+SqWCJEk4fvw4OnfuDDs7OwDAokWLAOi7F585ceIE6tevj5IlSwIAGjRoAA8PDwQHBwMAWrVqZVjf3bt3x9y5c5GcnIzTp08jLi4OixcvBgAkJyfj+vXrCAwMhEKhQI0aNV66rogKCoMTWZXk5GRs374dNjY2hnNdEhMTsW7dOlStWjXLH51n7z0/TAgBmUyG8PBw9OrVCz179kTt2rXRtm1bHDp0yDCeg4OD4d86nQ6dO3fG2LFjDa+fPHkCV1dXADD82AD6MCJy+JhInU6HL7/8Es2aNQMAJCUlIS0tzTD8+e4XpVKZ7XSe7/7S6XSQyWTQ6XRo0KCB4QcRAMLCwlC0aFHs378/w/LOmzcPly5dQvfu3fHGG29Ao9FkuUwvLqtarc4w/MV1uHjxYsM5afHx8YauuBd1794dbdu2RWJiIoKCgvD1118bhvXu3RvNmzfHsWPHcOTIESxbtgx79+6Fra1ttusjK68qu7Hr+pnnp/WyAPRMmTJlUKlSJRw4cAC7du1CUFDQS8fXarWZ1pcQwhCInl/XL6pVqxZOnjyJgICADO9funQJSqUSZcuWzdRl+vTpU0N36DM6ne6lZXh+uXU6HRQKBXQ6HYQQ2LhxI+zt7QEA0dHRsLW1RUxMDGxsbDLNm8hUeFUdWZVn548cOXIEBw8exMGDB/HXX38hOTkZ0dHRuH79Oq5fvw5Af0JtzZo14eLiAgD4448/oFKpkJaWht9++w3NmzdHcHAwPDw88NFHH6Fx48aG0KTVajPNu3Hjxti9ezeePHkCQN/yNWDAgFeWWS6XZ3ukn5XGjRtj/fr1UKlU0Ol0mDRpEhYuXGj05595dhXX48ePcezYMTRt2hQNGjTAsWPHEBISAgA4fPgwOnXqlGXLz9GjRzFgwAB06dIFnp6eOH78uGG9PL9M7u7uuHLlCoQQSExMzBA8s1q2NWvWQAgBlUqF4cOHY926dVmO6+7ujubNm2PJkiWQy+UZWiR69+6Na9euoVu3bpg+fTri4+MRGRn52uvI3d3d0FISERGBU6dOvfY0nmnatCn27t2L+Ph46HS6bE/2f/H70KdPH8ydOxeBgYEoVqzYS+fxLNz8+eefhjLv27cPDRs2fGX5Pv/8c/z44484fPiw4b2QkBBMmDABo0ePhq2tLRo0aIBdu3YZvntTp07F7t27IZfLDaGyQYMGOHr0KB4+fAhA39IWFhZmaI08ePAg4uLioNVqERQUhKZNm8LJyQk1atTA6tWrAegD87vvvosDBw68stxEBY0RnqzKr7/+ivfffz/DUa2Liwv69++PNWvWoEiRIli0aBEePXoEDw8PzJ071zCenZ0d+vTpg/j4eLRp0wbdu3dHWloatmzZgrZt20KSJNSrVw8eHh64f/9+pnk3btwYQ4YMwaBBgyBJEpycnLBs2bJsW0yeadGiBRYuXAi1Wo2uXbu+chk/+ugjzJkzB127doVWq0VAQADGjx//GmtJLzQ0FN26dUNqaiomTpyIsmXLAgCmTZuGzz77DEIIw0nOz7own/fxxx9j7ty5WLx4MZRKJWrVqmXo0mvatClmz54NQP/Df+TIEbRu3RrFihVDvXr1sm1t++qrrzBz5kx07NgRarUaDRs2fOktJfr06YOePXti5syZGd4fM2YMZs2ahUWLFkGSJIwYMQK+vr6vvY769++PMWPGoE2bNvD19UX9+vVfexrPNGvWDDdu3ED37t3h4uICf39/Qzfx8178PjRv3hwTJ0586VVtzyiVSnz33XeYMWMGli5dCq1Wi48//hj169fP0J2WlcqVK2PVqlVYvHgxZs2aBblcDhcXF4wcORJt27YFoA+kjx49Qrdu3SCEQL169dC/f38kJibC1tYWPXr0wObNmzFlyhSMGDECWq0WdnZ2+P777+Hs7AxAf8L5sGHDEB8fj9q1a2Po0KEAgPnz52P69Ono2LEjVCoVOnTogE6dOiE0NPR1VzVRvpJETvsLiCzMyZMnMX36dOzatSvTsBevnrJ2z1/pRebt/PnzmDhxInbt2vXKEE5E+Y8tTkREZmrcuHE4deoUvv32W4YmIjPBFiciIiIiI/HkcCIiIiIjMTgRERERGYnBiYiIiMhIBXJyuE6ng1bLU6nyk1wucR2bIdaL+WGdmCfWi/kpzHWiVGZ/g9oCCU5arUBsbPKrR6Qcc3Nz4Do2Q6wX88M6MU+sF/NTmOvEy8s522HsqiMiIiIyEoMTERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGYnBiYiIiMhIBXIfJyIisn5yuQypkKARAgpJgh0EtFqdqYtFlKesIjhxYyUiMi25XIawFA2GrTuL0JgU+LrbY0W/2ihur+D+mKyKxQcnbqxERKaXCsmwHwaA0JgUDFt3Fj/2r43bj+KgVEiwkcuglMtgI5fB5oXXjlodhBCQJMnES6LHA3LKjsUHp+w21qAh9aE0cdmIiAqD2BQ11AqdYT/8TGhMCuJSNRix9bJR05EA2Chk6YFKSg9Y//1bmf7a5vnXcum5MJbxtfK517YvvLZ5/rOKjK8d7RR4wgNyyobFByeNEFlurBohGJxMiEdrRNbvekQCNl94jH3XI7Hk3ZrwdbfPsD/2dbeHp6MNfuhVHSqtDmqtSP+rQ5pG/1elFVBrdZApFYhPSoNao4NK++w/YXj97LMqjQ5JaRmn9Wwaz6apy+VzaVf0r43pu67ygJyyZPHBSSFJWW6sCjNp7i2M2H1KZL3UWh0O3HyKoPOPcTksHnYKGdpXLgZvewVW9Kudabv3UMrg6uv6yunm5QNlNTp9kFI9F85UhgCW/vrZvzUvvNYKlHzhNwXgATn9x+KDkx1Epo31257VYQMdcnnQQTnE7lMi6xORkIZtl8Lw+6UwRCer4eduj8+al0OHysXgbKf/KZHLZQgaUt/kLc0KmQSFTA57pTxHn1fL5dkckOdVCcmSWXxw0mp1KG6vMGys0UkqfL3zKgKLO2NEkzKmLl6hxO5TIusghMC50DgEnX+Mw7efQieAxmU90LOmD+qVcofshZZ9rVYHJWDYzrUFXuK8kdUB+ZzugVj77z28V9sXCjlvgViYWXxwAjJurD52cpT1sMfPpx7C29kWPWr4mLp4hY5CQpZHa7rcnnhARAUiWaXFnqsR2HzhMe5EJcPVToG+dXzRrXpxlHC1N3Xx8t2LB+QKCThwJRzLj9zDpdB4zO4YALsctmaR5bOK4PQ8SZIwpkV5RCSkYd7B2/ByskWz8p6mLlahIYTAplMPMKd7IMZtvWQ4WpvbIxATfruMrlW90bxCEVMXk4iycC86GVsuPMauKxFIUmnhX9QJk9pUROtKXoUuKLzYetbWvyhSVFrM/usWPt5yGQu7VIGrPdvQCyNJCPHKZoCLFy9i/vz5WLt2La5du4bp06dDLpfDxsYGc+bMQZEiL/8hVKu1eXbSn7FS1Fp8GHQJIU+TsKJnIKoUdynQ+Re0vDyxMjeW/nMXv5x+iK/aVET76iUM5zokJKXi063BuBqegN61SmBU0zJQFoLmbnOpF/oP6yQjrU7g6J1obL7wCCfvx0Ihk/BWJS/0rOGDqsWdC+y+SpZSLwdvPcXE3dfg526PJd2qoaizramLlG8spU7yg5eXc7bDXhmcfvjhB+zYsQP29vYICgpCv3798NVXXyEgIAAbN27E3bt3MWHChJcWwBTBCQCik1UYtOECklVa/NSnBnzdrLeJ2Ry+4D+feohlR+6ie/XiGNeyfKYdrlqrw+LDd7Dp/GNU8XbGNx0DUNzFzkSlLRjmUC+UEetELzZZje3B4dh68THC4tNQ1MkG3av7oHM1b3g62hR4eSypXk4/iMGY36/C1V6BZT0C4edunb8tllQnee1lwemVh/x+fn5YunSp4fXChQsREBAAANBqtbC1Nd+07eFgg8XdqkInBEZvC0ZsstrURbJa2y6FYdmRu2jj74UvsghNAKCUyzCmRXnM6RiAe9HJ6Lf2HP4JiTJBaYkKr6vhCZi69wbarzyBZUfuooSrHeZ0DMD2IW9gUH0/k4QmS1PXzx3f9wpEqlqHwb9ewPWIBFMXiQqQUV11oaGh+OyzzxAUFGR479y5c/jqq6+wfv16eHh4vPTzOp0OWq3pTgw+/yAG/VefRkBxZ/wysB7sbayvr14ul5nsHkm7L4fh080X0ayCF77rU9OoLrj70ckYtfECrobFY3DjMvjsrQpW2XVnynqhrBXGOknT6PBHcBjWnXyAi6FxcLCRo0sNH/Sr54cKxbI/si5Illgvd58m4f2fTyM2RY3v+9RC/bLWdT6tJdZJXlG+5Jy+HAWnPXv2YPny5fjuu+9QsmTJVxbAVF11zzt06ynG7biKZuU9MbtjZchl1nVDDlM1qR67G43Pf7+CwOLOWNK92mudQJqm0eHbv0Ow9WIYAn1cMKtDAIpZ2fkChbmp21wVpjoJj0/F1oth2H45HDEpapRyt8c7NXzQvkoxONma17VBllovTxLSMHLrZTyMTcHM9gFWdfGLpdZJXshVV92Ltm/fjnXr1mHt2rVGhSZz0bxCEXzevBz+vh2FhYdCYERepFc4HxqHcTuuokIRRyzsWvW1r7qxVcgw/q0KmNneH7cjk9D3l7M4fjc6n0pLVDgIIXDqfgzGbr+Czj+ewi+nHyLQxwXLelTD5vfroFetEmYXmixZUWdbrOxVHf5FnTF+51X8finM1EWifPZaW49Wq8XMmTNRvHhxjBw5EgBQt25djBo1Kl8Kl9d61SqBsPg0rD8bCm8XW/SvaznBz9zciEjEp78Fw9vZFku6V83Vjri1f1FULOqECTuvYfS2YLz/RkkMbVgaCitrFSTKT0kqDXZfeYItFx7jbrT+3kv965ZE9+rFrf4iDFNztVfif+9Uw/idVzFz/y3EpqgxoF7JArsikQqWUV11uWUOXXXP6ITAV7uu46+bkZjZ3h+t/Yuaukh5oiCbVO9HJ2PIxouwUcjwY+/q8M6jnXKqWov5h0Kw/XI4avm6YkZ7f3g5WXbXXWFu6jZX1lYnd6OSsfnCY+y5qr/3UkAxJ/Ss6YNWlYrCVmE55w1aQ71otDpM3XsD+65Hok/tEhjdrGymu6tbEmuok5x6WVddoWuvlUkSpr5dCVHJKkzdewOejjaoXdLN1MWyGOHxqfh4y2UAwP96VMuz0AQAdko5JrauiFq+rvhm/y30W3sO09v5o14p9zybB5E10OgEjoREIejCY5x5EAulXEKr9HsvWfs968yZQi7DtHb+cLNXYsPZR4hLUWNi64p8RIuVKXQtTs/EpagxZONFPE1S4cd3q6Osp6Opi5QrBXFkEJ2swtD0dbaiZ3VUKuaUb/O6E5WE8Tuv4V5UMgY38MMH9UtZ5An9hfmIzVxZcp3EJKvw++VwbL0YhoiENBRztkX36sXRpZo33B0s+zYCllwvLxJC4KeTD/D9sftoXNYD33SwzEe0WFOdvK5c3QAzL5hjcAKAsPhUvL/hApQyCT/1qWHR3UL5/QVPTNPgw6BLuBedjGXdq6GGr2u+zeuZFLUWc/66hd1Xn6Cunxumt/O3uHvMFOYdj7myxDq5EhaPoAuPsf9GJNRagbp+buhZwweNy3lazbmAllgvr7L14mPM+es2qpdwwcIuVeFsZ1mdPNZYJ8ZicHqJGxGJGLrpInzd7LCyd3U42ljWF/uZ/PyCp6q1GLUtGJcex2NBlypoVObl9+3KS0II7AyOwNyDt+Fsq8CM9v4W1bVamHc85spS6iRNo8P+G08QdP4xrkUkwkEpR4cqxdCjhg/KeDqYunh5zlLq5XX9dSMSk/ZcR2kPByztXhVFLOgA3VrrxBgMTq/w771ofLotGHX93PFt1yoW2R+dX19wjVaHsTuu4tidaMww4cn0tyITMX7nNYTGpuDDRqUxoF5JizjpsjDveMyVudWJXC5DKqQMz3VcfyoU2y+HIS5VgzIeDuhRwwftKhe16tsImFu95KWT6beHcHewwbLu1VDSQh7RYs118ip5eh8na9SgtAe+bFURJ+7HYNb+W7zHUzqtTmDq3hs4eica41tVMOkViBW8nPBLv5poVckL3x29h0/4CB2yAnK5DGEpGvT84QSazvsbPX84gadpOlwOT0BNX1d89041bBpYGz1r+lh1aLJ2b5Ryx/Ke1ZGs0mLwxgu48STR1EWiXGCL03NWHr+HH/59gCEN/DC0YWlTF+e15PWRgRACcw7cxtaLYRjRpAwG1DOPe14JIfDbpTAsOBQCN3slZnUIQPUS+X++VU4V5iM2c2VOdaKWy9HzhxMIjUkxvOfrbo/1g+rBAYXrAM6c6iW/3ItKxoitl5GYpsGCLlXM/rSDwlAn2WGLk5GGNCiFjlWK4Yd/H2DH5XBTF8eklh+7h60Xw/Be3ZJmE5oAQJIkdKvug5/erQkbhQzDNl3E2tMP2UpIFilNq8sQmgAgNCYFkpWc8E0ZlfZ0wKp3a6Coky1Gbb2Mw7efmrpIlAMMTs+RJAlftqqA+qXdMWv/zUL7+I+1px9i9cmH6BrojRFNSpu6OFmqVMwJa/vVwpsVimDJP3fx+e9XEJfCrjuyHBcfxeFOZBJ8XzjfxdfdHgoLOH+PcqaYsy1W9q6OikWd8MWOq9gRXLgP0i0Rg9MLFHIZZncMQLkijpiw8xquRySYukgF6vdLYVjyz120quSFcS0rmPUjA5xsFfimQwDGNC+Hf+/FoP+6cwgOizd1sYheac/VCAzffAlBp+9jed9ahvDk626PFf1qw66QddMVNm72SvyvRyDq+blj+r6bWHv6oamLRK+B5zhl42liGt7fcAFqncBP79aAj6t5P+spL/qi/7oRiS93XUODMu6Y37kKlBZ0deGV8AR8ufMqniSqMKpZWfSu6WMWoa8wnyNgrkxZJzoh8P2xe1h98iFql3TF7I6V4elkm+GqOjsIaLU6k5TPlArjtqLW6jDljxvYfyMS/er4YlTTMmax33qmMNbJMzzHKQeKONlicfeqUGl0+GRbsNV3A/17LxqT9lxHoI8L5nSsbFGhCQCqeDtjbf9aaFTGAwsPhWDczmtISNWYulhEBilqLSbsvIbVJx+iczVvLO1eDW72Smi1Oii1Wtjr9H8LY2gqrJRyGaa380eP6sWx7kwopu27CY2OrY3mzrJ+HQtYWU9HzO9SGaFxKRi7/QrSNNa5Q7v4KA5fbL+Ksp4O+LZrVYt8NAAAuNgpMa9zZXzSrCz+CYlC/3XnCl1XK5mnJwlpGLrxIg7deopPmpXFV60qWNzBCeUPuUzCFy3LY2iDUth1JQLjdlxFqlpr6mLRS3DLfYVavm6Y2rYSzj+Kx9Q/bkBnZVdv3XySiE9+C0ZRZ1ss6V7N4h4J8CJJktC3ji9W9qoOjU5g0K8XsPnCY151RyZzLSIBAzecx4OYFCzoUgV96/iaVXcMmZ4kSRjSsBTGtiiPIyFRGLUtGIlpbDE3VwxORmjtXxSjmpbBXzcjseTwXVMXJ888iEnByK2X4aCU4389qlncc+BeJtDHBev610I9P3fMPXAbX+2+zh0RFbiDNyMxZONFyCUJP75bHU3KeZq6SGTGetb0wYz2/rj8OB5DN+kfqE7mh8HJSP3q+KJnDR+sPxuKjecembo4uRaRkIYRWy5BJ4D/9QiEt4t5n/yeE272SizsWgUfNy6NgzcjMWD9edzkHXupAAghsPrkA4zbeQ0VvRyxpm9NVPByMnWxyAK09i+Kb7tWwcOYFAzZeAGhsSmv/hAVKAYnI0mShM+al8Ob5T2x8FAIDt6y3BuXxSarMXLLZcSnarCke1WUtsIHhj4jkyQMfMMP3/UMRLJKi0G/XsBvl8LYdUf5RqXRYereG/ju6D208ffC8p7Vrao1l/Jf/dIeWN4zEAmpGgzeeBG3InnAZ04YnF6DXCZhejt/VC3ujMl7ruPiozhTF+m1JaZpMGrbZTyOT8XCrlUQUCz7Sy6tSS1fN6x/rxZqlHDBrP23MOWPG0hW8QRMylvRySoM33wJe64+wYeNSmF6O3/YKribpddXtbgLVvauDrkEDN10EedDLe/3xlpxi35Ndko5FnapimLOtvj89yu4H20597hIVWvx+e9XcDMyCbM7BqCWr5upi1SgPBxssLhbNQxrWAp7rz3BgPXnEPI0ydTFIitx+2kS3l9/HjeeJGJWhwB8UL8UTwKnXCnr6YhV79aAp4MNRm69jH9CokxdJAKDU464OSixuFtVyCQJo7YFI8oCTuDTaHX4ctc1nA+Nw9dtK6Fx2cJ5kqpcJmFwg1L43zvVEJ+qwYD157HrCh95QLlz7E40Bv96ASqtwIpe1dGqkpepi0RWwtvFDj/0ro6yng74YvsV7q/MAINTDvm62ePbrlUQlaTCp78FI8WM77uhEwLT9t3EkTvR+KJlebQJKGrqIplcXT93rH+vNqoWd8bXe29i2t4bvHcKvTYhBDacDcVnvwejhKsd1vStiSrehaP7mwqOu4MNlvcMRK2Sbvh6702sOxNq6iIVagxOuVCluAtmdQjAjSeJ+HLXNbO846sQAvMPhuCPa0/wUePS6FHDx9RFMhtFHG3wvx6B+KC+H3ZdicDADedxL8pyul7JtDRaHWb/dRvf/n0HTct54sd3a6CYs62pi0VWytFGgUVdq6JlxSJYfPgOlv5zlxe5mAiDUy41LeeJL1qWx9E70Zh34LbZfZG/P34fmy88Rr86vhhYr6Spi2N25DIJHzYqjSXdqyIqSY331p/D3mtPTF0sMnPxqWqM2haMbZfCMKBeSczpVBn2FnrHfbIcNgoZZrYPQPfqxfHL6YeY+ectszxgt3aWfZtoM9G9ug/C4tPw86mH8Haxxftv+Jm6SACA9WdC8dOJB+hczdvsHh5pbuqX9sD6/rXw1e5rmLTnOs6FxuLz5uV5RRRl8iAmBZ/+FozHcamY0rYiOlTxNnWRqBCRyySMa1kebvZKrDrxAHGpasxoH8B9VQHims4jHzUujbYBRfHd0XvYczXC1MXBjsvhWHT4Dt6qWAQT3qrA0GSEos62WN6zOt6rWxK/XQrHoA3n8TCGN5+j/5x5EIv3N5xHXIoa370TyNBEJiFJ+pbyz5uXw9+3o/DJtst8MkIBYnDKIzJJwuQ2FVGnpCum77uJU/djTFaWgzcjMXP/TdQv5Y6v3/aHXMbQZCyFTMLIpmXwbdcqiEhIQ/9153D2URzUcjlSZDKo5XLI+XDWQum3S2EYsfUyPB1tsKZvTdT0dTV1kaiQ612rBKa388f5R/EYHnQJ0cnmf4W3NeAvQB5SymWY26kKSnnY44sdV3E7suDvEXTyXgwm7rmOqsVdMLdzZdiw+TZHGpf1xLr+tdC2clE4O9mh5w8n0HTe3+j5wwmEpWgYngoRrU7g279DMGv/LdT1c8NP79aAr5u9qYtFBABoG1AUC7pUwd3oZAz+9QIex6WaukhWj3v/POZsp7/ywdFGjtHbLiMiIa3A5n3pcTzGbL+C0h4O+LZrFZ6smkveLnb4rHUljNt6CaHpXXahMSkYtu4sUsFWvMIgSaXBmO1XsOHsI/Sq6YNvu1aFky1PDSXz0qiMB757JxBxqRp88OsF3OaNffMVg1M+8Haxw6JuVZGk0mJ0AfU93whPwCfbguHlZIOl3avBxU6Z7/MsDLQChtD0TGhMCjRmdvUk5b2w+FQM/vUi/r0bjXEty2NMi/JQsNubzFSgjwtW9qoOSQKGbrxokY8EsxQMTvmkgpcT5naqjHvRKRi74yrUWl2+zethTAre//kM7JUyLOsRyAeK5iGFJMHXPWO3jK+7PTccK3fxURwGrj+P8IRULO5Wjfc/I4tQrogjfuxdA+4OSny85TKO3Yk2dZGsEvf/+aheKXdMal0RZx7EYvq+m/lyj6cnCWkYseUSNDodlvUIhI+rXZ7PozCzg8CKfrUN4cnX3R5zugdi8V83kaTiVSzW6I9rERi++RIcbORY/W5NvFHa3dRFIjKaj6v+ES1lPBzw+fYrOPUwlhe35DF21uez9lWKISIhDcuP3YO3iy0+alwmz6Ydm6LGiK2XEZeqwdpB9VDSkd1zeU2r1aG4vQJBQ+pDIwQUkoTLD6Ox7cJj3HqSiEXdqsLRhpuRNdAJgRXH7+OnEw9Qy9cVczpVhps9tymyPB7pj2hZ8e99uLnYo+cPJxAakwJfd3us6Fcbxe0V0OZjL4i1Y/QsAO+/URJdqnlj9cmH2HbxcZ5MM0mlwehtwXgUm4IFXaqgWgleGp1ftFodlFot7HX6v7V8XDGjfQAuP47HJ9uCkaziM+4sXapaiy93XcNPJx6gU9ViWNajGkMTWTQnWwVGtqjAi1vyAYNTAZAkCePeqoBGZTww58BtHAmJytX00jQ6jPn9Cm5EJOCbjpVRu6Rb3hSUjPZWJS9MN4SnywxPFiwyMQ1DN13EwZtPMappGUxsXRFKdmeQFdAim4tb+JiWXDFq73Dx4kX0798fAHD//n28++676NOnD6ZMmQKdjs19xlDIJMzqEIBKRZ3w5a5ruBKekKPpaHQCX+26hjMP4zC5bSU0LeeZxyUlY7Wq5IVp7fxxieHJYl2PSMDA9edxLzoZ8zpXQf+6JXmXfbIa2V3ccjsyETuDwxmgcuiVwemHH37AxIkTkZamvx/RN998g08++QQbNmyAEAIHDhzI90JaCwcbOb7tWhUejjb47LdghMa+3uM8dEJg+r4bOBwShbEtyqNd5WL5VFIyVmv/ov+Fp9/YbWdJDt56iiEbL0KSJPzYuwaaledBCFmXrC5u+V+fmthx4RGm7buJXmvO4M/rT6Dj7VVeyyuDk5+fH5YuXWp4feXKFdSrVw8A0LRpUxw/fjz/SmeFPB1tsLhbVWh1AqO3BSM2WW3U54QQWHgoBHuuPsGHjUqhZ01eHm0unoWni4/i8MlvwUhRMzyZMyEE1px8gHE7rqK8lyPW9K2JikWdTF0sojz3/MUt/4x9E0FD6qOkow2+bFke8zpVhlIu4avd19H3l3P4+9bTfLny2xq98nKgNm3aIDQ01PBaCGFoynZ0dERCwqu7nORyCW5uDrkopnWp4eaAFf1q4701p/HFrmv45f26sHvFXb6XHLyFTecf4/2GpfBZG/9M3QlyuYzr2IR61i8NBwdbfL7lIj7fcRU/9q8NBxsF68XMpGl0GP9bMLadf4QO1Yrjm65VX7ntUcHgtpJ/nLN4r0tdR3SqXRJ7gsOx5OAtjN1xFdVKuOCTlhXQpHwRSJLEOsnGa19HLZP910iVlJQEFxeXV35GqxWIjU1+3VlZtXKutpj+diWM33kNIzecw+yOlbN9GO+v5x5h6aEQdKxSDMPr+yEuLnMXn5ubA9exiTX2c8X0dv6YtOc63l99Gou6VUVxL2fWi5mISVZh7ParuPg4HkMblsLg+n5ITUoDn+xlHrgPM43Gfq6o/15t/HE1Aj/+ex8f/HIW1X1cMLxxabSs5lNo68TLK6u4qffal45UrlwZJ0+eBAD8888/qFOnTs5LVsi1qOiFT5uXw9+3o/Dt3yFZNpPuDA7HwkMhaF6hCL5sXZEnrpq51v5FMe1tf1x4FIdPfwtGMm+SaRZCniZh4IYLuP4kEYt6VseQBqW4LRGlU8gkdKzqjS2D6mL8W+XxOD4VHwZdwoA1p3H5cbypi2d2Xjs4jRs3DkuXLkWvXr2gVqvRpk2b/ChXofFurRLoU7sENp1/jA1nH2UY9vetp5jx503U83PDjHb+fE6WhWgTUBRfv+2P86FxGLruHM95MrHjd6Pxwa8XkKbRYUXPQLSvVtzURSIyS0q5DN2r+2DboLr49M2yuB6egEG/XsCnvwXjRkSiqYtnNiRRAGeDqdXaQtvcZwyd0N9iICpFg1ldqsLRToFUlRZf/n4ZaSotlvUIhIPNy8/DYDO3+dl77Qmm/HEdtXxd8S3PpSlwQggEnX+MhX+HoFwRRyzsUgXeLnbcVswU68X8KO1tsPLv21h3JhTxqRq0rFgEQxuWQllPR1MXLd+9rKuOwclMaAHcT1Dh880XDbfGn/9OdfjYK2CveHXDIHc65unw/Vh8sfUSw1MB02h1mH8oBFsvhqFZOU9Ma+dvOPjgtmKeWC/m51mdJKZpsP5MKH499wjJKi3aBhTFkAalUPKFe0RZEwYnC6CWyw3PE3rG190eQUPqQ6l9dVcPdzrmyc3NARuO38XXe28wPBWQ+FQ1Juy8hlMPYvFeXV983KQMZM+dz8RtxTyxXszPi3USm6zG2jMPsen8Y2i0OnSo6o3B9f3g7WJ9D5fP05PDKX9ohMj61vi8r4bFa1e5GKa0rYSzD+Pw6e9XkMpznvLNw5gUDNpwAedC4zC5TUWMbFo2Q2giopxzc1BiZNOy+H1wPfSo4YM9VyPQ7afTmHfgNp4mppm6eAWGwclMZHdrfAV3+lahXeVimPp2JZx9EIvPGJ7yxdmHsXh/w3nEpqjxv3eqoWNVb1MXicgqFXG0wZgW5bFtUF10qFIMWy+Focuq01h8+I7RN3W2ZAxOZiKrW+Ov6FcbdmCLk7V4Fp7OPIjF5wxPuSKXy6CWy5Ei0/89fi8aH2+5DA8HG6zpWxO1fN1MXUQiq+ftYocvW1XElvfr4K2KRbDhbCg6/3gKy4/dQ0Kq9d6Khec4mRG5XIZUSNAIAYUkwQ4CWq1xD1Hm+QHmKat62X0lAl/vvYG6fm5Y0KUKz3l6TXK5DGEpGgxbd9ZwIcWc7oH44+IjfPCGH5xsX35fX24r5on1Yn5et07uRiVj5fH7+OtmJJxtFehf1xe9apZ45VXh5ognhxcC3OmYp+zqheEp57K7kGLTkDdgY8SBBrcV88R6MT85rZMbTxKx4tg9HLkTDTd7JQbWK4nu1Ytb1H6OJ4cTmZn2VYphctuKOP0gFmO2s9vudWh0WV9IoWWvNpFZqFTUCQu7VsXqPjVQqagjFh2+g66rTmPzhcdQaYzrRTFnDE5EJtKhijcmtamIU/cZnox1+kEM7kYl8UIKIgtQtbgLlvUIxIpegSjpZoe5B26jx+rT2HE5HBqd5R7pMDgRmVDHqt6YmB6exm6/yvCUjdDYFIzdfgUfbb6MX47fw7J3a/JCCiILUcvXDSt6VcfS7lXh7mCD6X/eRK81Z7D32hNoLTBA8RwnK8HzA8yTsfWyIzgcM/bdxBul3TG/cxXYGnG3+MIgSaXB6pMPseFsKBQyCQPr+aFP7RJwtFPyQgorw3oxP/lRJ0II/BMSjRXH7+FWZBLKejpgWKPSaF7e06wevM2TwwsB7nTM0+vUy47L4ZjxJ8MToH9+4+4rEfjf0XuISlKhXeWi+LhxGRR1ts31tLmtmCfWi/nJzzrRCYEDN59ixbF7uB+TAv+iTviwUWk0LONuFgGKwakQ4E7HPL1uvTA8ARcfxWHBoRBci0hE1eLO+Lx5OVQt7pJn0+e2Yp5YL+anIOpEoxPYd+0JVv57H4/jUlGtuAuGNy6Fun7u+TrfV2FwKgS40zFPOamXHZfDMf3Pm2hQ2h3zClF4Co9PxbIjd7HveiS8nGwwokkZtA0omuePTOG2Yp5YL+anIOtEo9Vhx5UIrPr3Pp4kqlDHzw0fNiyF6iVcC2T+L2JwKgS40zFPOa2X7ZfDMOPPW4UiPKWqtVh7OhQ/n34IAOhbxxcD6pbMt5vmcVsxT6wX82OKOknT6LDtUhjWnHyA6GQ1GpXxwIeNSsG/WPZBJj8wOBUC3OmYp9zUy++XwjBz/y00LOOOuZ2sLzwJIbD/RiSW/HMXEQlpeKtiEYxsWhY+rvn7pHVuK+aJ9WJ+TFknKWotgs4/xtrTDxGXqkHzCkXwSYty8HJ1yNFFIa/rZcHp5c8mICKT6RJYHALArP23MG7HVcztVBk2VhKerkUkYMHBEFx8HI+KXo6Y1q4Sny9HRAb2SjkGpN9x/Nezj3ApPAGJWuDj9KcGPLsNSXF7Rb6Fp+ywxclK8GjNPOVFvfx2KQyz9t9CozIeFh+eniap8N2Ru9h1JQJu9koMb1wanap6Qy4ruKtouK2YJ9aL+TGnOkmRJPRZdSrTo5aChtSHUpv3979jixORBeua3vL0zf5b+MJCW55UGh1+PfcIq08+QJpGh751fPFB/Vc/kJeICAAgSVk+akkjBJQFXBTutYgsQLfA4oAQ+Oav2xi38yrmdLSM8CSEwOHbUVj8zx2ExqaiSVkPfPJmOfi98MgUIqKXUUgSfN3tM7U4meJRS+a/5yUiAEC36j6Y8FZ5HL0TjXE7r5r9wzJvP03Cx1suY+yOq1DKZVjavSoWdq3K0EREr80OAiv61TaLRy2xxYnIgnSr7gMBYLYZtzzFJqux4vg9bLsUBidbBcY0L4fu1YtDITevchKR5dBqdShur0DQkPoFclXdyzA4EVmY7tV9IAQw58BtjN95FbPNJDxptDpsuRiGlcfvI1mlQY/qPhjSsBTc7Av6DAQiskZarQ5KwHBOk6keic7gRGSBetTQtzzNTQ9PczpVhtKELTrH70Zj0d93cDc6GfX83PBp83IoX8TRZOUhIsovDE5EFuqdGj4A9OFp3A7ThKf70clYdPgOjt6JRkk3O8zvXAVNy3mYxUM6iYjyA4MTkQV7p4a+227ewdsYv/MaZncMKJDwlJCqwY8n7mPT+cewU8gwqmkZ9KpZwiy6DImI8hODE5GF61lT3/I07+BtTNh5Dd/kY3jS6gS2B4dj+dF7iEtRo1NVbwxvXBqejjb5Mj8iInPD4ERkBZ4PT1/uuoZZHfI+PJ19GIsFh0JwKzIJNUq44PPmVQv8wZtERKbG4ERkJfThSWDewZA8DU+P4lKw5PBdHLz1FN7OtpjVIQBvVSzC85iIqFBicCKyIj1rloAQwPxD+vD0TYeAHN8/KVmlxZpTD7D+TChkkoRhDUuhXx1f2CnleVxqIiLLweBEZGV61SoBQB+eJuQgPOmEwB9Xn2DZkbt4mqRC24CiGNGkDIo52+ZXkYmILAaDE5EV6lWrBASABa8Zni4/jseCQyG4Ep6Ayt7OmNOpMgJ9XPK/wEREFoLBichK9U4PTwsPheDL3dcxq71/tuEpIiENy47cxd5rT1DE0QZT21bC25WLQsbzmIiIMmBwIrJi79YqASEEvv37Dr7afR0zXwhPqWot1p0Jxc+nHkInBN5/oyQG1vODgw3PYyIiykqOgpNarcb48ePx6NEjyGQyTJ8+HeXKlcvrshFRHuhT2xcA8O3fd/DjyYcY1KQMtDogKU2D+X/exIEbkWhRoQhGNSuDEq72Ji4tEZF5y1FwOnz4MDQaDTZu3Ihjx45h0aJFWLp0aV6XjYjySJ/avijmaoeSXs7o9cNJhMakwNfdHvPfqY4PGvihgiefK0dEZIwcXadcpkwZaLVa6HQ6JCYmQqFgjx+RuWtaqRjGbb2E0JgUAEBoTArGbL6I0kV58jcRkbFylHgcHBzw6NEjvP3224iJicH333//0vHlcglubg45KiAZRy6XcR2bIXOql4jENENoeiY0JgU6CWZTxoJgTnVC/2G9mB/WSdZyFJzWrFmDxo0b4/PPP0dYWBgGDBiAnTt3wtY26/u8aLUCsbHJuSoovZybmwPXsRkyp3qRyeXwdbfPEJ583e0hEzCbMhYEc6oT+g/rxfwU5jrx8sr+cVI56qpzcXGBs7N+oq6urtBoNNBqtTkrHREVCDsIrOhXG77u+hPAfd3tsaJfbdhBmLhkRESWQxJCvPZeMykpCV9++SUiIyOhVqvx3nvvoWPHjtmOr1ZrC21qLSiF+cjAnJlbvcjlMqRCgkYIKCQJdhDQanWmLlaBMrc6IT3Wi/kpzHXyshanHHXVOTo6YvHixTkuEBGZhlargxKA8tlrUxaGiMgC5f7R6URERESFBIMTERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGYnBiYiIiMhIDE5ERERERmJwIiIiIjJSju4cTkREVFC0Wg1iYiKh0ahMXZRCJSJCQg6eymZRFAobuLt7QS43Pg4xOBERkVmLiYmEnZ0DHB29IUmSqYtTaMjlMqt+lqUQAklJ8YiJiUSRIsWN/hy76oiIyKxpNCo4OrowNFGekiQJjo4ur92SyeBERERmj6GJ8kNOvlcMTkRERERGYnAiIiIy0rp1a9C5cxukpaWZuigIDw/H0aP/ZHhv797dGDFiKIYOHYjWrZthxIihGDFiKCIjn5iolBlt3bopz6c5c+ZUJCcnAwC2b9+Gjz8eghEjhmL48EE4d+4MAODff49i167teTI/BiciIiIj7d+/Fy1btsaBA3+auig4d+40Ll++mOG9tm3bY9mylfj661koXboMli1biWXLVsLLq6iJSpnRzz//lKfTO3DgT1Sq5A8HBwf89dc+nD59EosXL8eyZSsxadJ0zJgxBbGxsWjQoDEOHTqAxMTEXM+TV9UREZHF2H0lAjuCw/N0mp2qeqN9lWKvHO/cuTPw8fFFly7dMW3aZLRr1xEjRgxFqVKlcf/+PQDA11/Pwv379/DLLz9BJpMhKioKnTp1RffuPXH+/FmsXv0DACA1NRUTJ34NpVKJceM+hYuLKxo0aIT69Rth0aJ5EELA1dUVEyZMwc2b17F+/S9QKhUIC3uMFi1aoV+/gVi3bg1SU1NRrVogGjdu9tKyb9myEfv374MkSWjZsjXeeac3Zs6cCoVCgfDwMKjVarRs2RrHjv2DiIhwzJ69EE+fPsHq1T9mWo6QkNtZlnH58qVQKpXo1KkrbG1tsW3bZsPtDGbMmIvt27ciPj4O8+fPRuXKVXD//j0MHz4SaWlp6Nu3B7Zs2YkRI4bCzc0dCQkJmDdvERYsmI3Q0IfQ6XQYMmQ4atWq88JybcKsWfMB6FubRo78FAqFPtr4+JTA6tXr4erqBgBo0KAh/vhjF955p7fR342ssMWJiIjICLt2bUfHjl3g51caSqUSV64EAwCqVg3EsmUr0aJFK6xduxoA8PRpJGbPXoiVK1cjKGgDYmKicffuHUyePB1LlnyPxo2b4tChvwAA0dFR+Pbb/6Fv3wGYM2cGPvtsHJYtW4kGDRph/fqfAQAREWGYMWMuvv9+NTZs+AVyuRz9+g1Eq1ZtXxma7t69gwMH9uO7737Ed9/9iCNH/saDB/cAAN7exfHtt/9DqVKlERb2CPPnL8Gbb7bEsWP/ZLsc2ZVRpVLhu+9+RNu27fHw4QPMm7cYy5athJ9fKZw69S8GDPgALi6uGDNm/EvL26pVWyxe/B12794BV1c3/O9/P2D27AVYuHBuhvHS0lIREREOd3d3Q1l9fHwzjPMsNAFAuXIVcP782ZfO2xhscSIiIovRvkoxo1qH8lp8fDz+/fcYYmKisWXLJiQlJWLbNv35OrVr1wUAVKsWiKNHDwPQhykbGxsAQNmy5fDoUSi8vLywaNE82Ns7IDLyCapVqw4AKF7cB0qlEgBw//5dLFgwG4D+xp8lS5ZKn0Z5KBQKKBQK2NravVbZ79wJQUREOEaPHg4ASEhIQGhoKACgYkV/AICTkzNKlSoNAHB2dkZamirb5ciujH5+pQzzdHf3wIwZU+Dg4ID79++hatXAl5Qw4002n00nJOQ2Ll06j6tXgw3ziouLNYShhIQEuLm5GT7n7V0cT56Ew8mpvOG9U6dOoFy58vD0LAJPzyKIj48zap29DIMTERHRK/z55x506NAZH388GoC+q+2ddzrB1dUNN25cQ9GixXDp0kWUKVMWAHDr1k1otVqo1WrcvXsHvr5+GD/+MwQFbYeDgyNmzJhimLYk/df54+dXChMnToO3tzcuXbqAqKin6eNkLpMkSRDi1Teo9PMrhdKly2LBgiWQJAmbNq1H2bLlcejQX6+8HD+r5ciujDKZflqJiYlYtWoFtm7dBQD49NOPDV12z/7a2NgYPnfjxvUM85TJ9OujVKnSKFq0KN57bxDS0lLx888/wdnZxTCei4ur4aRwAGjfvhPWrFmFyZOnQ6FQ4MGD+5g9ezpWrVoL4FnQcn/l+noVBiciIqJX2LlzOyZNmmZ4bWdnh2bNWmDXrt+xZ88ubNq0AXZ2dpg0aRpCQm5Do9FgzJhRiIuLw4ABH8DNzQ1t2rTD0KED4ezsDHd3Tzx9GplpPp9/PgEzZkyGTqcPROPHT8pyPAAoV648fvnlJ1Ss6I+33mqTbdkrVKiIOnXq4qOPPoBKpUZAQBV4eXkZtdxZLceryujo6Ihq1apj0KB+sLe3h7Ozs2F46dJlMG3aJHz66Rf4/fetGD78A1SqFABHR8dM8+7cuRvmzJmBESOGIikpEV27vmMIVYA+fHl4eCImJhru7h546602iIp6io8+GgylUgmdTotJk6bB3d0DAHD1ajDq1Klr1HK/jCQK4EE0arUWsbHJrx6RcszNzYHr2AyxXswP68Q8vaxewsPvw9u7VJbDTG3EiKEYO/ZLQzcXoD+JfPv2rfj6629MV7A8cPHiOWzbttmsl2P//r2Ijo5Cr159XznuZ5+NxPTp38DR0SnD+1l9v7y8nLOdDk8OJyIiIov01lttcPPm9Qxddlk5fvwo3nyzRabQlBNscbISPIo2T6wX88M6MU+W2uJkzaz9Ib/PsMWJiIiIKJ8wOBEREREZicGJiIiIyEgMTkRERERGYnAiIiJ6hXPnzmDKlAkZ3lu+fCn27NmZo+ndunXD8Ny6502ZMgHnzp3BiRPHsX37NgD6Z7BpNJoczYfyHm+ASUREVMAqVKiEChUqZTu8fv2Ghn+vXbsabdu2Nzy8lkyLtUBERBbF9bceWb4f13ULAMDxyBQonl7JNDyx8dfQelWB7bUg2F0PyvS5nJoyZYLhJpGdOrXBjh37MHPmVCgUCoSHh0GtVqNly9Y4duwfRESEY/bshYiICDfcJHPr1iDs2vU7PD2LICYmBgCwZ89O3L9/DyVLlkR0dBSmTv0SpUuXRZEiXujevSfi4+PxyScf4aef1uWq7PT62FVHRERkhLNnz2DEiKGG//bv3/vS8b29i+Pbb/+HUqVKIyzsEebPX4I332yJY8f+MYyTmJiIzZs3YsWKNZg9eyE0GnWGaXTo0AUeHp6YOnUWOnTojL17dwPQ3zG7deu2eb+Q9EpscSIiIovyqhaipCZfv3R4WkBPpAX0fO351q5dJ8PjR5YvX5ppnOfvKV2xoj8AwMnJ2fBIFmdnZ6SlqQzj3L9/D2XKlIWNjQ0AICCgSrbzL1HCFw4Ojrh79w7279+L2bMXvvYyUO6xxYmIiCiHoqKiEBUVBQAIDw9DfHycYZgkSa/8vI9PCdy7dwdpaanQarW4efNGpnEkSWYIZJ06dcHPP6+Cl1dRuLm55c1C0GvJcXBasWIFevXqhW7dumHz5s15WSYiIiKL4ObmBicnJwwZMgCrVq1A8eIlXuvz7u7uGDz4Q3z44SCMGTMK9vb2mcapXr0GxowZBSEEmjZtjjNnTqJDh855tQj0mnL0rLqTJ09i9erV+O6775CSkoKffvoJI0eOzHZ8Pqsu//H5W+aJ9WJ+WCfmic+qM05qaipGjBiKlSvXQCbL304jPqsuazk6x+no0aOoWLEiPv74YyQmJuKLL77IyWSIiIjISJcvX8S8ebMwdOhH+R6aKHs5Ck4xMTF4/Pgxvv/+e4SGhmL48OHYu3dvtv25crkENzeHXBWUXk4ul3EdmyHWi/lhnZinl9VLRIQEuZxBoUaNmli/vmBPjSkM612SXi+j5Cg4ubm5oWxZ/VUAZcuWha2tLaKjo+Hp6Znl+FqtYNN4PmP3g3livZgf1ol5elm9CCGg0WiNOtma8k5h6KoTQkCIzBnlZV11OYqStWvXxpEjRyCEQEREBFJSUnh2PxER5QuFwgZJSfHIwSm5RNkSQiApKR4Khc1rfS5HLU7NmzfH6dOn0aNHDwghMHnyZMjl8pxMioiI6KXc3b0QExOJxMRYUxelUJEkyerDqkJhA3d3r9f7TE5nxhPCiYioIMjlChQpUtzUxSh02K2dNes/64uIiIgojzA4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGYnBiYiIiMhIDE5ERERERmJwIiIiIjISgxMRERGRkRiciIiIiIzE4ERERERkJAYnIiIiIiMxOBEREREZicGJiIiIyEgMTkRERERGYnAiIiIiMhKDExEREZGRGJyIiIiIjMTgRERERGQkBiciIiIiIzE4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGSlXwSkqKgrNmjVDSEhIXpWHiIiIyGzlODip1WpMnjwZdnZ2eVkeIiIiIrOV4+A0Z84c9O7dG0WLFs3L8hARERGZLUVOPrRt2zZ4eHigSZMmWLly5SvHl8sluLk55GRWZCS5XMZ1bIZYL+aHdWKeWC/mh3WSNUkIIV73Q3379oUkSZAkCdeuXUPp0qWxfPlyeHl5ZTm+Wq1FbGxyrgtL2XNzc+A6NkOsF/PDOjFPrBfzU5jrxMvLOdthOWpxWr9+veHf/fv3x9SpU7MNTURERETWgrcjICIiIjJSjlqcnrd27dq8KAcRERGR2WOLExEREZGRGJyIiIiIjMTgRERERGQkBiciIiIiIzE4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGYnBiYiIiMhIDE5ERERERmJwIiIiIjISgxMRERGRkRiciIiIiIzE4ERERERkJAYnIiIiIiMxOBEREREZicGJiIiIyEgMTkRERERGYnAiIiIiMhKDExEREZGRGJyIiIiIjMTgRERERGQkBiciIiIiIzE4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEYnIiIiIiMpMjJh9RqNb788ks8evQIKpUKw4cPR8uWLfO6bERERERmJUfBaceOHXBzc8O8efMQExODrl27MjgRERGR1ctRcGrbti3atGljeC2Xy/OsQERERETmShJCiJx+ODExEcOHD0fPnj3RsWPHbMfT6XTQanM8GzKCXC6DVqszdTHoBawX88M6MU+sF/NTmOtEqcy+QShHLU4AEBYWho8//hh9+vR5aWgCAK1WIDY2OaezIiO4uTlwHZsh1ov5YZ2YJ9aL+SnMdeLl5ZztsBwFp6dPn2LQoEGYPHkyGjRokOOCEREREVmSHN2O4Pvvv0d8fDy+++479O/fH/3790dqampel42IiIjIrOTqHCdjqdXaQtvcV1AKc5OqOWO9mB/WiXlivZifwlwnL+uq4w0wiYiIiIzE4ERERERkJAYnIiIiIiMxOBEREREZicGJiIiIyEgMTkRERERGYnAiIiIiMhKDExEREZGRGJyIiIiIjMTgRERERGQkBiciIiIiIzE4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEYnIiIiIiMpDB1AYio4CjkEpykeMiEGjpJiUThAo1WmLpYhRrrxDxZS71Yy3IA5rMsDE6UL8zlC54XrGVZFHIJrql3IQvqA8Q+gNzND649NyDOroxFLo81sLY64bbyHKHL+B8EIAQgUwByG0CrgqRO/u99CP14chsIW1dAp4UsKTx9mE7/V+gASQadaykAgCzuHiRN2n+fBSAJHTTu5QCFPWxSn8BZFg/Z5vf+W453fkG8rBjUCmdAnQxZSjQgk0PIlIBMDsgUEHIbQG6bD2s258xpW5GEEPk+R7Vai9jY5HybvjVtrDldDjc3h3xdx6/jxS843Pygs9Afg9wuS5b1IgQgSQAAKTUG0Koh6TSATqX/q1VB6+kPSDLIo65DlvwUkk4FpA+TdBqofd6Azqk4FJGXoXx80vC+YXjxulCVbglZ/EM4nFkESaeBTf0PINv+oX45DAX0g7b7z0i5sg9C6QChdIRQOgJKB6h8mwByJaSkJ/piKx0BpT0gmb6H32K3FSEAbSokTSokdQpcnG2gXN8pU52o+/yGhOhoQKaEkCkNP5RSWpx+MjKl/gdYpjR8l0wtX7aVbEipMZBUSZC0aYA2Tb8+tWlQF60OKB2giLgAefRNSNo0/Tga/TpXlWoOjXdtKCIuwP7yakCT9tw4aVD71ENy/XFwk8VAubZ9pnoR7RbgqXsD/ctNbaGIvon/QouAJHSI7v0XtJ7+cDr8FeyDf85U9oQm05Ea+D5sbu+C674PMw1PK9cO8W1XQkqJQpGfqmcarrNzR9QHlwEA7htaQBFzM9M4z8rgkXwV8t8GZ1oOzTvrEGNT9iVlaI/4tivgZpMCxSJ//XdNkkPIFIBMDp29F2L6HAQAuOx6D/L4h/+FL0kfvuLfWgydaynYXf4ZNg8OGd7XT0OB1Eo9oC7ZBIrIYNheDwIkBSBXQEj6eWg8/aEq1x7QpMD+ygbYBTSHYnO/zNvKgH2I1Thn9TXJFS+v7Kdp8S1Or5VCDan++b9I/1JIgFYFCG36uIb/6Y8OZAr9j5Im9b/306cj5LaA0gHQaSClxWeeh0wBYe+hn1VSRJbzkLn5wDX1XsbleGctErT20KYmQ+foDWHjBCklGrLkiPSjDwEJ6fORlQDgAaiToYi69l/5hA4SBITSARqvagAA5aN/9T/CzzZ4od/gVSWbAnIlFBHnIUt6AsNRTvpyaLxrQ+dUHPKY21BEXn7uSEi/HFr38tAUqwknEf3fzhMAYh9AFtQHzr02IkbhBwCwC16r31m9UC8pgQMBuS1sQvZAHnfXUEdS+jhp5TtA61YWivCzsHlwONO61njX1geGpHDYX/opU13rHIshpcZQAIDjv98Az+rzuXWZ2HAioLCHXfAvcChTG7Lfh2RaFqcB+5B85yjsg9dlCDySVo3Uil2RUms45E+vQvHze/DUqACdGpJODWjV0HgGILbXXgCAxy/1IVMnZfpePx1yDcLGGY4nZsP23l+Zhse1+wkqp+JQPvoXTsemZfyayxSA0EJVuiUkdaJ+PcltIMmHZdzpPFseXSqcTszONI/IYbcAKOF8aAxs7x/8b/oKfcCKb7UU6pKNYXvzd9jd2GwIXfoA5gSVbyOoSzaFlBINm9Cjzw3Tj6ezdYFw8Mo031fJlyNPIdJ/XFPS/9P/G9o0aLxrAwCU9w9BnhQBGMbR/5dSbRB0zj6wvbEFtrf3GN5H+nRSagxFapW+sLl3AK67B2Sc78DdWdaJMjkcHhvb64umsMfTYbcAAK7b34Uy8lLGoktyxHbfDk2xGnA4tQD2wWvTf5yUhh+p5JrDkRbQE4qwM/rvvez5HykF1MVqIqX2CECbBqd/Juo/K8n1wUyugFDYI7nupwAA2xtbIUuNMUz7WYizD2iR9Xb/zjqkXv0Lap83oClaHfKnV2F39VdI2lRI6cEF2jTI/OoA1UZASouD27Zu+n3tc+MIhT2iPtAvu9tvPaCIvpGpGqN7/QltkcqwvbEVDpdXZxqus/eAxrs2ZKnRUD4+BaGwhZDbAQpb/X5cbgMAkEGXZb0IJ2/Dy7RK3aBOeQpABiFJhgMKnb0nAEBVuiV0jkWfGy4BkEFTvA4AQFukMhIbTwUgPfd5Cdr0kCyUjkhoPg8i/X1IMkCCvrzpEhtNgkyV+N/008fVOZfQj+DgmeVySLZOgAA0RQMR32KBft+k06YfwGmgdSujH1dhi+RaH0MSGkCnTd+PaSEU/5VB614BQuGgn4bQGqYFSQ4AkFQJkCVFpE87fRpCC1XJJvp1nfAQdje2QtLqPw+dBpLQIrV8R6jKtYekSoTT0SlA+TpZ77+EOlM95zeLD05OUnyWG6tbm2+ATf2gKVIZsb32AQA8f6wCmSo+0zSeDr4CYesKl33DYXt3X6bhcW//CFXZtrAP/gVOR6dmGp4c+AGSmnwNedQNeAS1yTRc41kZMb3/BAC4b2ieZRnUo4IzL8fm/nBtMwvY1M9QBrsbW+F07OtMn9fWHQbUmwRF7B24b+380jK47BkEmSoh6/Ugd4XDmaWwvfdn1uvBqThs7h/KsgzJgR9AU6wmZLq0LL/gcnWS4Rvn+O+sLMuQWrk3hNwWdte3ZFkGjUdFaN3KQhl+Do6nFxreF9DvOFICP9AHhpRo2F/48b+jcUkCIEHjGWAITrY3t0FSJQKQnjtql5D0xjgIhT2UEechK1sr241V0qogqRIg5EoIuS2E0kn/g2Pnri+TrStE+VZI00iGHxcht4HOqbhhUkkNJwHQGVoWINf/2In0ZvKkN75ASs3hzw1TAnIbaB31O/CUqv2R6t9T37SeRQuE1jMA0QPPAADcFAlQuvllPvp0KY3YD0MgqZP1R/Fq/X9I30Hr12krw/v68RLTfxSg3xGmxkGWEJZhHCFTQF2yKRQxt+Dy50eZ6lJdvC5iu/0GCAHPHyvruyheCFdxHX4BZArYXfoJ8sTHEEpH2AV2gmxL/0zbvEuPtUi5sheSOj3UaFOhKtUSqlItoHhyCY7/fgNJkwKFSIN7WhIkTQrUxWojoe33gDYNXisrZCqjkNng6fA7AADHM4ugDD+bcbjcFmll34bO2Qey1FjIE0IhlPYQCnsIO3cIhT106eFQ61YGSXU+MQyHwg72Nm5QZFUnth5IavO9/sfmOSk1hyEt6Un6D5gG0KkBnQY6x2IAAI2nP9LKtn1uuAaSTgNh5/bfRGQyfQumOglS+g+dLv37JGnVsLl3MP2HUqP/MdNpIBR2huBkf2EllE+vZFpX2kpnstxWFOoEOB2bhsSGk/TBKSkcdje3pQcWO/22o7AFVInp69QGWvdy+vfltumhxg7Cxskw2aS6n+oDgyHw2EIo7KBz0R+YJdcZjZQaQ5/7vH6cZ9uGqlQLRL/3b6ZleEYns4E8i3rR2hcB0qvk2X4kO6pSLaAq1SLb4Vq3skhxK5v9BBR2SK387kvnoS7V/KXDdQqHLJdDJ7cHNIDOxQ9p6essSzZOSK7/xUvnkdRo0kuHp9QeoQ/l2VCVfRtRZd/O+KbQGQ52hb0nnn5wGa4OyHL/pZOUL51/frD4rjoPeTTkSwIzva8begQp57ZA51AUqdX0R3n2Z5dB0qoMP6LP/ibXGAoo7GATshvy2LsZfkQBCaqybfStHJGX9a01GX5oAU2RKlCXaAApJQq2t3akf/S/eejsPKAq3wEAYHt983Nl+G8eDlVbQb40i2bZ4SeQePsM1D71oHPygTz2DuRPr6YffTybhwwOJSoi1qY0JFUClGGn04PEf+MIpSM03rUAAIqw05CE7rkjmfRQUTQQkCkgi7un3yk9G5Y+XOdcAsLGGVJqjL5fXJKeG0cGYeMMYecON3k8lL+0zdyk2n83YnX6UCGlxvy3/M+tK6F00r/WpKZ3ab0wjkyhX670/vwX6yKvuSkSoPy5TY6bhwt1F2r6+RjQpEAeH5oxeKkTIWxcoCrdEtBp4Xjim/T3kyCpEvX/1qTog5UkwWVnf9g8Oq5vnRi4G1jTPvP8nntfKOz1P/a1RyKlxlAonlyC05HJEAp7KOydoBJKCIU9tJ7+SKkxBBAC9ueXGwKN/vP6aahLNgUkCbKERxmmDYVdrrstLbJbW52s34fpNOmtC/q/zp5Fst3u41LkEEoH/fabjUK9reSTguw+zW8FXScv66qz+OCU2x82c8EfaPNkTTsewArOB9Rp4KZMhPKXdlkHc5WdvqXsJWGadZI/uK2YJ4s9HzALBVknVh2crOVHmjsd82VNOx5rYG3bijXhtmJdCnOdWHVwAqznR5o7HevDeskf3FasD+vF/BTmOrHqq+oAQKMViMXzC2l5oQmwnuUgym/cVojIVEx/QxYiIiIiC8HgRERERGQkBiciIiIiIzE4ERERERmJwYmIiIjISAxOREREREZicCIiIiIyEoMTERERkZEK5M7hRERERNaALU5ERERERmJwIiIiIjISgxMRERGRkRiciIiIiIzE4ERERERkJAYnIiIiIiMpTF0Ayp5arcaXX36JR48eQaVSYfjw4ShfvjzGjx8PSZJQoUIFTJkyBTKZDEFBQdi4cSMUCgWGDx+O5s2bIyEhAZ9++ilSUlKgVCoxb948eHl5mXqxLN7r1AsAREdHo3fv3ti5cydsbW2RmpqKsWPHIioqCo6OjpgzZw48PDxMvFSWLbd1kpCQgLFjxyIxMRFqtRrjx49HzZo1TbxUli+39fJMSEgIevbsiePHj2d4n15fbutEq9Xim2++QXBwMFQqFUaOHInmzZubeKkKmCCztWXLFjFjxgwhhBDR0dGiWbNmYtiwYeLEiRNCCCEmTZok/vzzT/HkyRPRoUMHkZaWJuLj4w3/XrNmjZgzZ44QQohNmzaJb775xmTLYk2MrRchhPjnn39E586dRc2aNUVqaqoQQoiffvpJLFmyRAghxK5du8T06dNNsBTWJbd1snjxYrF69WohhBAhISGiS5cuBb8QVii39SKEEAkJCWLIkCGifv36Gd6nnMltnWzdulVMmTJFCCFEeHi4YbspTNhVZ8batm2L0aNHG17L5XJcuXIF9erVAwA0bdoUx48fx6VLl1CzZk3Y2NjA2dkZfn5+uH79OipWrIikpCQAQGJiIhQKNjDmBWPrBQBkMhlWr14NNzc3w/hnz55FkyZNDOP++++/BVd4K5XbOhk4cCB69+4NANBqtWzVyCO5rRchBCZNmoTPPvsM9vb2BVp2a5XbOjl69Ci8vb0xdOhQTJw4ES1atCjQ8psDBicz5ujoCCcnJyQmJmLUqFH45JNPIISAJEmG4QkJCUhMTISzs3OGzyUmJsLd3R3Hjh1Du3btsGrVKvTo0cNUi2JVjK0XAGjUqBHc3d0zfP75+np+XMq53NaJi4sL7OzsEBkZibFjx+Kzzz4r8GWwRrmtl2XLlqFZs2bw9/cv8LJbq9zWSUxMDO7fv48VK1ZgyJAhmDBhQoEvg6kxOJm5sLAwvPfee+jcuTM6duxo6HcGgKSkJLi4uMDJycnQsvTsfWdnZyxbtgyDBw/Gnj17sGrVKowcOdIUi2CVjKmX7DxfX68al4yXmzoBgBs3bmDgwIH49NNPDUfflHu5qZcdO3Zg69at6N+/PyIjIzFo0KCCKLLVy02duLm54c0334QkSahXrx7u3btXACU2LwxOZuzp06cYNGgQxo4da2gtqly5Mk6ePAkA+Oeff1CnTh0EBgbi7NmzSEtLQ0JCAkJCQlCxYkW4uLgYWjY8PT0zhCvKOWPrJTu1atXC4cOHDePWrl07/wtt5XJbJ7dv38bo0aOxYMECNGvWrEDKXBjktl7279+PtWvXYu3atfDy8sJPP/1UIOW2Zrmtk9q1axv2X9evX0fx4sXzv9Bmhg/5NWMzZszAH3/8gbJlyxre++qrrzBjxgyo1WqULVsWM2bMgFwuR1BQEDZt2gQhBIYNG4Y2bdogIiICEydORHJyMjQaDUaNGoVGjRqZcImsw+vUyzMtWrTAH3/8AVtbW6SkpGDcuHGIjIyEUqnEggULeLVjLuW2ToYPH44bN26gRIkSAPStgsuXLy/w5bA2ua2X52X3Pr2e3NaJSqXClClTEBISAiEEpk6diipVqphiUUyGwYmIiIjISOyqIyIiIjISgxMRERGRkRiciIiIiIzE4ERERERkJAYnIiIiIiPxGRxEZDZGjRqFqlWrYujQoQD0N+Pr1q0bypcvjwcPHmR49EOnTp3wzjvvAAAuXryIvn37YsOGDQgMDAQAbNu2DUuWLEHJkiUBAPHx8ahVqxamTJlSsAtFRFaFtyMgIrMRHR2N7t2744cffkD58uUxefJklC5dGjdv3kS7du3QtGnTLD83ceJEuLu7IzIyErNnzwagD0537tzBmDFjAAA6nQ59+vTBV199hWrVqhXYMhGRdWFXHRGZDQ8PD0yaNAkTJ07EqVOn8PDhQ7z//vsv/UxSUhJOnDiBESNG4Ny5c4iOjs52vISEhAzPdSQiel3sqiMis9KiRQvs378f48ePx6+//mp4+Oi8efPwww8/GMabOHEiKlWqhD179qBVq1awtbXF22+/jS1bthi6+nbt2oULFy4gMjISjo6O+PDDD1G6dGlTLBYRWQkGJyIyO126dEFqaiqKFStmeG/s2LFZdtVt3rwZcrkcH3zwAVJTUxEeHo7BgwcDADp06IAxY8bg4cOHGDx4MEMTEeUagxMRWawbN25Aq9UiKCjI8N7777+PQ4cOZRivZMmSmDJlCkaPHo3du3fD3t6+oItKRFaCwYmILMKLXXV169ZFfHw8OnfunGG8d955B+vXr0eHDh0yvN+wYUM0bNgQS5Yswbhx4wqkzERkfXhVHREREZGReFUdERERkZEYnIiIiIiMxOBEREREZCQGJyIiIiIjMTgRERERGYnBiYiIiMhIDE5ERERERmJwIiIiIjLS/wEhL9YHEaHnDQAAAABJRU5ErkJggg==\n","text/plain": ["<Figure size 720x360 with 1 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\n","text/plain": ["<Figure size 720x360 with 1 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\n","text/plain": ["<Figure size 720x360 with 1 Axes>"]},"metadata": {},"output_type": "display_data"},{"name": "stdout","output_type": "stream","text": ["--------------------------------------------------------------------------------\n"]}],"source": ["# plot for the month of JANUARY - DECEMBER\n","for month in range(1,13):\n"," sns_month_plot(month)"]},{"cell_type": "markdown","metadata": {},"source": ["Conclusion:\n","\n","As we can see in the above images, there are many ups and downs in the temperature and the average humidity has remained constant throughout the 10 years.So, We can conclude that global warming has caused an uncertainty in the temperature over the past 10 years."]}],"metadata": {"kernelspec": {"display_name": "Python 3","language": "python","name": "python3"},"language_info": {"codemirror_mode": {"name": "ipython","version": 3},"file_extension": ".py","mimetype": "text/x-python","name": "python","nbconvert_exporter": "python","pygments_lexer": "ipython3","version": "3.8.5"}},"nbformat": 4,"nbformat_minor": 4}

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