Skip to content

Instantly share code, notes, and snippets.

@careeningspace
Created November 13, 2018 22:12
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save careeningspace/33ab6826ed3e5212f92eaafe82f78582 to your computer and use it in GitHub Desktop.
Save careeningspace/33ab6826ed3e5212f92eaafe82f78582 to your computer and use it in GitHub Desktop.
Hiring Recommendation Analyst
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Hiring Data Analysis Excercise</h1>\n",
"<a href=\"https://cryptomarla.com/elliott-klug\" target=\"_blank\"><h6>Author: Elliott Klug</h6></a>\n",
"<p>For this exercise, a sample data file is provided which contains information about \"recommendations\". A \"recommendation\" is the group of workers from which the Client can choose one to hire for a Job.</p>\n",
"<a id='top'><h2>Executive Summary</h2></a>\n",
" <ol>\n",
" <li>There are 2100 <a href='#Q1'>unique recommendation sets</a></li>\n",
" <li>There are 1 to 15 <a href='#Q1'>Workers per Recommendation:</a></li>\n",
" <ul>\n",
" <li>The Average (Mean) number of Workers shown per recommendation is 14.29</li>\n",
" <li>The Median number of Workers shown per recommendation is 15</li>\n",
" </ul>\n",
" <li>There are 830 <a href='#Q1'>unique Workers</a></li>\n",
" <li><a href='#Q4'>Worker Exposure:</a></li>\n",
" <ul>\n",
" <li>Worker #1014508755 was shown the most at 608 times</li>\n",
" <li>68 Workers were only recommended once</li>\n",
" </ul>\n",
" <li><a href='#Q4'>Worker Hiring:</a></li>\n",
" <ul>\n",
" <li>Worker #1012043028 was hired the most at 59 times</li>\n",
" <li>518 Workers were not hired at all</li>\n",
" </ul>\n",
" <li><a href='#Q4'>6 Workers have a 100% conversion rate</a> (# times hired/# shown)</li>\n",
" <li>Can <b><u>every</u></b> Worker have a 100% conversion rate?</li>\n",
" <ul>\n",
" In order for all recommendations be hired per job they have been recommended for, it would require\n",
" either: (a) allowing a client multiple hires per job or (b) reducing the recommendations \n",
" to one Worker per Recommendation.\n",
" </ul>\n",
" <li><a href='#Q8'>Average Position in Recommendation Results</a> by Category for Hired Workers</li>\n",
" <ul>\n",
" <li>Handy Work: 3.61</li>\n",
" <li>Painting: 4.60</li>\n",
" <li>Moving Help: 4.15</li>\n",
" </ul>\n",
" <li><a href='#Q8'>Average Hourly Rates and Completed Jobs</a> by Category for Hired Workers:</li>\n",
" <ul>\n",
" <li>Average Hourly Rate:</li>\n",
" <ul>\n",
" <li>Handywork: 38.70</li>\n",
" <li>Painting: 50.15</li>\n",
" <li>Moving: 63.01</li>\n",
" </ul>\n",
" <li>Average Number of Completed Tasks:</li>\n",
" <ul>\n",
" <li>Handywork: 249</li>\n",
" <li>Painting: 284</li>\n",
" <li>Moving: 274</li>\n",
" </ul>\n",
" </ul>\n",
" <li><a href='#Q10'><b>The Question:</b></a> How do we go about using this market data to suggest hourly \n",
" rates to Workers that would maximize their opportunity to be hired?</li>\n",
" <ul>\n",
" This data set has insufficient information to categorically provide a \n",
" recommendation on hourly rates\n",
" <ul>\n",
" <li>Worker features such as customer generated performance ratings, and \n",
" 'Worker' or 'best value' rankings are not present\n",
" </li> \n",
" <li>Some jobs in the categories of Handywork and Moving may require access\n",
" to a vehicle, and a Worker having a vehicle should allow for a higher hourly rate. \n",
" This dataset does not provide this information.\n",
" </li>\n",
" <li>Some workers represent additional labor in their bid. For example: some\n",
" Workers bidding on Moving jobs may be providing support labor. \n",
" If the Worker bids 90 for a job and three people will be working the job, \n",
" the effective hourly rate is 30 per Worker.\n",
" </li>\n",
" <li>\n",
" Since Position in Recommendation appears to be highly correlated to being \n",
" hired, it is not clear what the client may be seeing. This rating could \n",
" be from the final sort as selected by the client, or the <u>initial</u> \n",
" recommendation results provided.\n",
" </li>\n",
" </ul>\n",
" In order to identify ideal hourly rates, we will need to do some <a href='#Q10.1'>\n",
" Exploratory Data Analysis (<b>EDA</b>)</a> and light statistical \n",
" analysis to see if there are any visible trends or correlations within the data.\n",
" <ul>\n",
" <li><a href='#Q10.2'>Hourly rate appears to have a sweet spot of 30-60.</a> The Moving \n",
" category may be skewed by some Workers employing additional labor in their bid.\n",
" </li>\n",
" <li>Most Workers hired are in the top four recommendation slots</li>\n",
" <li>There is a medium correlation of Job experience to hourly rate, \n",
" with the Mounting category having the highest correlation. Individual Workers\n",
" seem to vary their hourly rate without respect to how many jobs they have \n",
" completed. This implies that either our sample is too small or that there other \n",
" factors driving hourly rating decisions not captured in this data.\n",
" </li>\n",
" <li>There is a relationship between recommendation ranking vs hourly rate, \n",
" but as the hourly rate increases, the relationship appears to weaken.\n",
" </li>\n",
" </ul>\n",
" Each Category required a unique approach in providing recommendations.\n",
" <ul>\n",
" <li><a href='#Q10.3'><b>Moving</b></a> Polynomial Fit (3 degrees) \n",
" for Hourly Rates less than 60\n",
" </li>\n",
" <li><a href='#Q10.4'><b>Handywork</b></a> Polynomial Fit (4 degrees)\n",
" </li>\n",
" <li><a href='#Q10.5'><b>Painting</b></a> Polynomial Fit (3 degrees)\n",
" </li>\n",
" </ul>\n",
" <a href='#Q10.F'><h4>Hourly Rate Recommendations by Category</h4></a>\n",
" <table align=\"left\" style=\"text-align:center;width:50%\">\n",
" <caption>Experience is the number of completed tasks</caption>\n",
" <tr>\n",
" <th>Experience</th>\n",
" <th>Moving</th>\n",
" <th>Handywork</th>\n",
" <th>Painting</th>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th><td>35.59</td><td>28.39</td><td>33.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th><td>36.38</td><td>29.25</td><td>36.31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th><td>39.17</td><td>32.44</td><td>43.78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th><td>41.86</td><td>35.91</td><td>49.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>200</th><td>44.97</td><td>41.23</td><td>53.16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>300</th><td>45.84</td><td>44.54</td><td>52.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400</th><td>45.37</td><td>46.17</td><td>51.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>500</th><td>44.45</td><td>46.57</td><td>53.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>600</th><td>44.00</td><td>46.35</td><td>56.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>700</th><td>44.91</td><td>46.25</td><td>60.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>800</th><td>48.10</td><td>47.15</td><td>63.78</td>\n",
" </tr>\n",
" </table>\n",
" <br clear=all>\n",
" </ul>\n",
" </ol>\n",
"<h2>Sample.csv Import/Check</h2>\n",
"<p>\n",
" Setting up environment, basic file check. <br> \n",
" <i>Shape, Types, Header</i><br>\n",
" <b>The columns are as follows:</b><br>\n",
" <li><b>recommendation_id</b> unique identifier for this recommendation, or set of Workers shown</li>\n",
" <li><b>created_at</b> when this recommendation was shown to the client</li>\n",
" <li><b>worker_id</b> unique identifier for the Workers</li>\n",
" <li><b>position</b> the position of the Worker in the recommendation set, 1 - first, 2 - second, etc.</li>\n",
" <li><b>hourly_rate</b> the hourly rate for the Worker when they were shown</li>\n",
" <li><b>experience_count</b> the number of Jobs the Worker had completed in that category, when they were shown</li>\n",
" <li><b>hired</b> was the Worker hired or not? Only 1 worker out of a set of recommendations can be hired</li>\n",
" <li><b>category</b> the category of work the Client needs help with</li>\n",
" </p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shape of: hiring_data.csv\n",
"(30000, 8)\n",
"\n",
"Types of: hiring_data.csv\n",
"recommendation_id object\n",
"created_at object\n",
"worker_id int64\n",
"position int64\n",
"hourly_rate int64\n",
"experience_count int64\n",
"hired int64\n",
"category object\n",
"dtype: object\n",
"\n",
"Header of: hiring_data.csv\n",
" recommendation_id created_at worker_id position hourly_rate \\\n",
"0 37af-70cf97d7-901c 2012-06-20 0:32:25 2011195661 1 38 \n",
"1 37af-70cf97d7-901c 2012-06-20 0:32:25 2008902668 2 40 \n",
"2 37af-70cf97d7-901c 2012-06-20 0:32:25 2014034265 3 28 \n",
"3 37af-70cf97d7-901c 2012-06-20 0:32:25 2011743826 4 43 \n",
"4 37af-70cf97d7-901c 2012-06-20 0:32:25 2015589582 5 29 \n",
"\n",
" experience_count hired category \n",
"0 151 0 Handywork \n",
"1 193 0 Handywork \n",
"2 0 0 Handywork \n",
"3 303 0 Handywork \n",
"4 39 0 Handywork \n"
]
}
],
"source": [
"import random\n",
"import operator\n",
"import thinkstats2\n",
"import thinkplot\n",
"import numpy as np\n",
"import pylab as pl\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from collections import Counter\n",
"from scipy import stats, optimize\n",
"from scipy.stats import norm\n",
"from sklearn.decomposition import PCA, KernelPCA\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler, RobustScaler,\\\n",
"Normalizer, PowerTransformer, QuantileTransformer, PolynomialFeatures\n",
"\n",
"file = 'hiring_data.csv'\n",
"df = pd.read_csv(file)\n",
"\n",
"print(\"Shape of: \" + file)\n",
"print(df.shape)\n",
"print()\n",
"print(\"Types of: \" + file)\n",
"print(df.dtypes)\n",
"print()\n",
"print(\"Header of: \" + file)\n",
"print(df.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q1'><h3>Unique index count</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"recommendation_id 2100\n",
"created_at 2093\n",
"worker_id 830\n",
"position 15\n",
"hourly_rate 82\n",
"experience_count 964\n",
"hired 2\n",
"category 3\n",
"dtype: int64"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.nunique()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" Based on a simple unique count of the sample.csv, there are:\n",
" <li><b>2100 unique recommendation sets (Jobs)</b></li>\n",
" <li><b>830 unique Workers</b></li>\n",
" <li>3 categories</li>\n",
"</p>\n",
"<a href='#top'><i>Return to Summary</i></a>\n",
"<a id='Q3'><h3>Worker Recommendation Stats:</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean # of Workers Shown per recommendation: position 14.291905\n",
"dtype: float64\n",
"Median # of Workers Shown per recommendation: position 15.0\n",
"dtype: float64\n"
]
}
],
"source": [
"print(\"Mean # of Workers Shown per recommendation: \"\\\n",
" , (df.groupby('recommendation_id').agg({'position':'max'}).mean()))\n",
"print(\"Median # of Workers Shown per recommendation: \"\\\n",
" , df.groupby('recommendation_id').agg({'position':'max'}).median())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" <li>The Average (Mean) number of Workers shown per recommendation is 14.29</li>\n",
" <li>The Median number of Workers shown per recommendation is 15</li>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q4'><h3>Worker Stats:</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Worker showed the most: \n",
"hired 7.00\n",
"recommendations 608.00\n",
"conversion_rate 0.01\n",
"ave_position 5.06\n",
"ave_hourly_rate 49.10\n",
"Name: 2016519064, dtype: float64\n",
"\n",
"Number of Workers who have only been recommended once: 68\n",
"\n",
"Worker hired the most: \n",
"hired 59.00\n",
"recommendations 438.00\n",
"conversion_rate 0.13\n",
"ave_position 5.82\n",
"ave_hourly_rate 34.83\n",
"Name: 2014053337, dtype: float64\n",
"\n",
"Number of Workers who have not been hired: 518\n",
"\n",
"Number of Workers with 100% conversion rate: 6\n",
" hired recommendations conversion_rate ave_position \\\n",
"worker_id \n",
"2009491221 1 1 1.0 1.00 \n",
"2010104729 2 2 1.0 1.00 \n",
"2010872050 9 9 1.0 4.67 \n",
"2013996277 1 1 1.0 3.00 \n",
"2014379995 2 2 1.0 1.50 \n",
"2016489082 1 1 1.0 14.00 \n",
"\n",
" ave_hourly_rate \n",
"worker_id \n",
"2009491221 35.0 \n",
"2010104729 68.0 \n",
"2010872050 70.0 \n",
"2013996277 32.0 \n",
"2014379995 35.0 \n",
"2016489082 40.0 \n"
]
}
],
"source": [
"df_recommended= pd.DataFrame(list(zip(df.worker_id.values, df.hired))\\\n",
" , columns=['worker_id', 'hired'])\n",
"worker_df = df_recommended.groupby('worker_id').sum()\n",
"worker_df['recommendations'] = df['worker_id'].value_counts()\n",
"worker_df['conversion_rate'] = worker_df.hired / worker_df.recommendations\n",
"worker_df['ave_position'] = df.groupby('worker_id').agg({'position':'mean'})\n",
"worker_df['ave_hourly_rate'] = df.groupby('worker_id')\\\n",
".agg({'hourly_rate':'mean'})\n",
"min_hired = worker_df[worker_df.hired == 0]\n",
"min_recommended = worker_df[worker_df.recommendations == 1]\n",
"max_conversion = worker_df[worker_df.conversion_rate == 1]\n",
"\n",
"print(\"Worker showed the most: \")\n",
"print(worker_df.loc[worker_df.recommendations.idxmax()].round(2))\n",
"print()\n",
"print(\"Number of Workers who have only been recommended once: \"\\\n",
" , len(min_recommended.index))\n",
"print()\n",
"print(\"Worker hired the most: \")\n",
"print(worker_df.loc[worker_df.hired.idxmax()].round(2))\n",
"print()\n",
"print(\"Number of Workers who have not been hired: \"\\\n",
" , len(min_hired.index))\n",
"print()\n",
"print(\"Number of Workers with 100% conversion rate: \"\\\n",
" , len(max_conversion.index))\n",
"print(max_conversion.round(2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Worker Stats Summary</h4>\n",
"<p>\n",
" <li>Worker #1014508755 was shown the most at 608 times</li>\n",
" <li>68 Workers were only recommended once</li>\n",
" <li>Worker #1012043028 was hired the most at 59 times</li>\n",
" <li>518 Workers were not hired at all</li>\n",
" <li>6 Workers have a conversion rate of 100%</li>\n",
" <h4><em>Can <b><u>every</u></b> Worker have a 100% conversion rate?</em></h4><br> \n",
" It would require that all recommendations be hired per job which would require \n",
" multiple hires per task or reducing the recommendations to one Worker per task recommendation.\n",
"</p>\n",
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q8'><h3>Category Stats</h3></a>\n",
"<h4>Average (Mean) by Category</h4>"
]
},
{
"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>position</th>\n",
" <th>hourly_rate</th>\n",
" <th>experience_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Handywork</th>\n",
" <td>3.61</td>\n",
" <td>38.70</td>\n",
" <td>249.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moving</th>\n",
" <td>4.15</td>\n",
" <td>63.01</td>\n",
" <td>273.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Painting</th>\n",
" <td>4.60</td>\n",
" <td>50.15</td>\n",
" <td>284.10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" position hourly_rate experience_count\n",
"category \n",
"Handywork 3.61 38.70 249.02\n",
"Moving 4.15 63.01 273.88\n",
"Painting 4.60 50.15 284.10"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hired_df = df[df.hired == 1]\n",
"hired_df.groupby('category').agg({'position':'mean'\\\n",
" , 'hourly_rate':'mean', 'experience_count':'mean'}).round(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Median by Category</h4>"
]
},
{
"cell_type": "code",
"execution_count": 6,
"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>position</th>\n",
" <th>hourly_rate</th>\n",
" <th>experience_count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>category</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Handywork</th>\n",
" <td>2</td>\n",
" <td>38</td>\n",
" <td>131.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Moving</th>\n",
" <td>3</td>\n",
" <td>49</td>\n",
" <td>147.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Painting</th>\n",
" <td>3</td>\n",
" <td>50</td>\n",
" <td>190.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" position hourly_rate experience_count\n",
"category \n",
"Handywork 2 38 131.5\n",
"Moving 3 49 147.0\n",
"Painting 3 50 190.0"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hired_df.groupby('category').agg({'position':'median'\\\n",
" , 'hourly_rate':'median', 'experience_count':'median'}).round(2)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" position hourly_rate experience_count\n",
"PC-1 0.182817 0.861871 0.473030\n",
"PC-2 0.198531 0.438864 -0.876347\n",
"PC-3 -0.962893 0.254122 -0.090876\n",
" 0\n",
"position 0.627685\n",
"hourly_rate 0.197281\n",
"experience_count 0.175034\n",
"[0.62768528 0.19728121 0.1750335 ]\n"
]
}
],
"source": [
"x = hired_df.drop(['hired', 'category', 'recommendation_id'\\\n",
" , 'worker_id', 'created_at'], axis=1)\n",
"y = hired_df['category']\n",
"#print(x)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split\\\n",
" (x, y, test_size=0.2, random_state=0)\n",
"\n",
"rs = RobustScaler()\n",
"X_train = rs.fit_transform(X_train) \n",
"X_test = rs.transform(X_test) \n",
"\n",
"pca = PCA()\n",
"X_train = pca.fit_transform(X_train) \n",
"X_test = pca.transform(X_test) \n",
"\n",
"print(pd.DataFrame(pca.components_,columns=x.columns\\\n",
" , index = ['PC-1','PC-2', 'PC-3']))\n",
"explained_variance = pca.explained_variance_ratio_\n",
"print(pd.DataFrame(pca.explained_variance_ratio_\\\n",
" ,index=x.columns, columns = [0]))\n",
"print(explained_variance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10'><h2>The Big Question: How to Improve Worker Hiring Probability</h2></a>\n",
"<p>How can we use market data to suggest hourly rates to Workers that would\n",
" maximize their opportunity to be hired?\n",
"</p>\n",
"<a id='Q10.1'><h3>Performing Exploratory Data Analysis (EDA) on the hiring data</h3></a>"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4EAAAODCAYAAAACYgTHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzsnX18FFWa73+nqrr6NSGhkyAkyJu8GB1QAhpxZwQdHXdl1nVAmRVwYEcCMurMXEedvbvcca7rvb6Md1adBYFZwRdcYXwZZ5lddRbH0RFRCKjroMAgIAEkLyQk3enu6qo694/uqlR1V6cr0Akkeb6fTz6QrtOnTlWdOjnPeZ7zexjnHARBEARBEARBEMTgQDjTDSAIgiAIgiAIgiD6DjICCYIgCIIgCIIgBhFkBBIEQRAEQRAEQQwiyAgkCIIgCIIgCIIYRJARSBAEQRAEQRAEMYggI5AgCIIgCIIgCGIQMaiMQMbYU4yxRsbYJy7KjmKMbWGMfcwYe4sxVtUXbSQIgiAIgiAIguhNBpURCGA9gGtdlv0ZgGc455MB/G8A/7e3GkUQBEEQBEEQBNFXDCojkHP+NoAT1s8YY+MYY68xxuoZY+8wxialD1UD2JL+/+8BXN+HTSUIgiAIgiAIgugVBpURmIM1AO7gnNcA+BGAlenPPwIwJ/3/GwAUMcbCZ6B9BEEQBEEQBEEQBUM60w04kzDGQgBmAPgVY8z42Jv+90cAfsEYWwTgbQBHAKh93UaCIAiCIAiCIIhCMqiNQKQ8oW2c84syD3DOjwL4FmAai3M45yf7uH0EQRAEQRAEQRAFZVCHg3LO2wEcYIzdCAAsxZT0/8sYY8b9+XsAT52hZhIEQRAEQRAEQRSMQWUEMsb+DcB7ACYyxhoYY98FMB/AdxljHwH4E7oEYGYC2MMY2wtgGIAHzkCTCYIgCIIgCIIgCgrjnJ/pNhAEQRAEQRAEQRB9xKDyBBIEQRAEQRAEQQx2Bo0ReO2113IA9EM/bn7OONRf6aeHP2cc6rP004OfMw71V/rp4c8Zh/os/fTgxxWDxghsbm4+000gCNdQfyX6G9Rnif4E9Veiv0F9lig0g8YIJAiCIAiCIAiCIMgIJAiCIAiCIAiCGFSQEUgQBEEQBEEQBDGIICOQIAiCIAiCIAhiEEFGIEEQBEEQBEEQxCBCOtMNIAji7ERVdTRGEkhqOjyigIqQF5JkXzfSdY6WqAJF1SBLIsJBGYLAbGWSSQ2NkQRUnUMSGCpCXng8YkHrcNPeQl2PmzL5KEQdAxVFURHTVETiuvm8Q14BUYXbnpmuc7R2JhBL6tB0Do8ooDwoZ/ULom9w8371JxRFRWssCQ5AUXWIAgNjgMgElBd5zffVeJdFgSOmdPXZsoAMr5emWATRG8TjKlpiivm+hf0yfD5633oK3bGzmNE//m2Pyh988LpeaglxtpHPiDhdI0NVdXx2vAPLnqtHQ2sMVaV+PLmgBpOGFdkm4XuOd2DJMzvMMmtvmYaJw4rMcyWTGj5rjOA2Sz2rFtRgUkUIHo9YkDrctLdQ1+OmjJtnd7p1DFQURUVHUsXRtkTW826NxNAS9WNkqQ8h2YMvTnTieEccd7/4se2ZTrT0C6JvcPN+9ScURcWhthhiioblG3aa1/TQnMl4eusB/ODrEzByqBcdcR2t0SS2H2hGzZiyrD47oSxIhiBBFJh4XMW+lmjW+zY+HCRDsIf0v9GZIAY5hhFxw8p3cflDv8cNK9/FnuMd0HVuHj/S1omTsSQSqo6TsSSOtHWax93QGEng8S17sWJ2NTbW1WLF7Go8vmUvGiMJs0xzNGEaMgDQ0BrDkmd2oDmasNVjDNRGmdueqzfrcVvHExlteSKjLY2RBP79wwasWzQdb951BdYtmo5//7DBLNMYSZgTVOM8yyztcNuWlqjiWKYlqri+t4WoY6DSFFUQV/SsPtMaiWFcRTGKfRKiCQ3RpIJDJzpNA9Aol/lMib7BzfvVn2iKKmg4ETMNQCB1Tfe+9DHm1IxE3bP10HWAcyDkk3D1BcPRGolljXPNnfROE0ShaYkpjvOKlhi9bz2FTGaC6Ge0RBWcWypjY12tGQpR4hfQElVQXuRFe1xBa2fStoK9cv5UFPkUlAS8Ls/C8Z0ZY3DvSx/bVsGBLkMyntTMQdigoTWGeFI3f9d07lhGSxukiRx1JCx1MAbHtjCL00wSgOumVGLx+u22azacEKqmO55H1brO4+Z6FNW5jKJqcEsh6hioqOl+Yb0/axdORWnIj3lrtqGhNYb7Zk/C1RcMx9jyIJ5fUotXdzbg0f/aZ35P7cFiB1EYki7er/6EqnOMHOp3vKYSvwc/mX0+vmjN9lavXTgVS57daZbN7IvxuIqTiSRCXoakDkQTXeGj5UEZskxTMoLIh8455tVU4fqpVdA5h8AYXt3ZAJ3T2N9TyBNIEP2MgIfj85YE5q3ZhiseeQvz1mzD5y0JBDypATCa0LJWsJdv2Ilowr2RwTlMo8uo496XPoZ1jBUZQ1Wp3/a9qlI/RItxJgo5yqTDHoUcdVijIt20Jalxx2tOatxVO9xejyyJjmVkyX34YSHqGGgoioojrZ2QBAYp41lVjxhiTrbv+vp41IwpM/v+zWu3Yeb5w3DX18cDSN1HaZCH1J4JPKLg2KclsX9OMSSBwe9xfk/bYklbnwS6PBHVI4bYylr7Yjyu4nB7DCEvQzTJcbjVPobvaYpCUdS+uUCC6McEvSJmnj8sNf5b/g4EvYP3b+ip0j9HaIIYxLTFssPlbnuuHm2x1Kq7msP71hMPicZzePAslpdfFvGb22fg3Xtn4Q93z8S7987Cb26fAb/cNRALDHhozmRzMmV48Yy5EctzHEj5Hp3aYr0aVeeYMTaM3/3wa3jzrivwux9+DTPGhk2PoyQwPP7ti23nefzbF9smaX5ZxCNz7W15ZO5k2/WEgzKeWXwJ1i2ajo11tVi3aDqeWXwJwkHZLGMYNIdaojjS2pk1sQsHZay9ZZrtPGtvmWarYzARj6toiqY2+Ae9AnyygFULasz7Y+3P10+tcuz710+tMveheSXBvPfxuP1ZxOM0ye4NKkJePGl5ZsazqAi5jTw4uygPymAM+Jebp2aNGZOrhnQ7xtavuAq//9EVeKGuFmF/1zvdEkuFmLbFdCgqd+zHTRQSThB5iTlsGbjtuXrElP4ZeXAmodgDguhn5DPyPEJqVd5apqrUD4/gfs3Hm/ZWZdbhtXirAqKYc3O2AWMMT289gBWzq1Hi96AtlsTTWw/gf19/IYCUl2/flyfx/JJacM7BGMObu49hdDhg1iGLztcjW7wMIa+IhZeNsoWDrpo/1VwZ9MkMRX4J919/IQKyiE5FQ5Ffgk/uMgJL/DKGFftsZYYV+1Bimchpmo7OpIYVr35iE8DQNB2CIEJRVOxpyr4nE8uDtlAvryTYzuPth+IZhcBpg/+rt8/AuUO9tnBn4/nrORYnOOd4cdllSGg6/mblVjS0xvDe388k8YA+QpIETBpWhE1LL4Oq6ZD6uTqoJIngHPiX3+/D+kXTIUsCPKKAiKLixiffw8a6WscxSWAMR9sSeOvT49hY32AXp9I5ArLoGPJs/E6hzASRn0IsdBMp+ucITRCDmMxwOcAeeiRLDCvn21ewV86fCllyHyYnCXD0ilnndG42ZzMAiy8fg/s378a8Ndtw/+bdWHz5GBgtCflE1Iwpw81ru8L7asaUIeSzh3U4tcVKIqnjtoxw0Ns27DT3FkbiOhav247F67dj3pptWLx+Oxav245IvGvlUBAYRoeDuLByCKpK/biwcghGh4M2xc58AhhNUed7Yl3hb4kquOWpD2xtueWpDwalMIxTH/r4cDtWvrkfYBztcRXHT3aansFc4cOiwKDpHPPXvm/WpeuMxAP6EEkSMKLEj3PDQYwo8fdbAxBIvaP7G9txx1UT8PDrn+FweoK5eN32dBQCt3mrjQWGX+9sMD3TmWODJDB0KhokgeUMT6dQZoLIT745EOEeWg4liH5GIB0ul+nhCMipSVdU0fDce4ewbtF0c3K89u3P8b0rz0OZpZ7u0khEEhoOt0TxQl0tNJ1DFBi27mtCZYkf4VDq+6rOUR7y2rx8T76137YaF1d1PPzaHluZh1/bg3/+9kWptiacwzo2Lb0MQ9JjfCypOdbxWLoOAEjmWBlMptviduVQEBjKi3KHsOWrx815SBimC6f7FZBFrH7nIBZcNsbsGy8suQQb62rh82T3/XWLp6MjriIgi/jneRfhgd9+il2H23q0WpxIqGju7Mo5RTneBjeKquGWdfV4YckleHjuV0wBlxfqarF1XxOOtMYx4Zyg6a1mjGHbn5swYXgxHr1xCgQGXDyyJNUP0+I4Yb+MqqF+lPgFRJPccQwvH6Qh4QTREwKygHWLp6PhRMyMpqka6jfnQIR76K8cQfQzOhUdB5vabQbarkMtGBoIozQIeASGtpiCz5ujptHUFlPgycgjeKStEwmVQ2BALKkjnlRRWRKAIDAU+UScX1mCb6cVGY1JitVD55ME3HPtRFuetkfmTobP4gGQBIamSAJLn603P7Ou2LlRFfSIgnMdov08TuFZxnnyHXdLIc4jSyKuqa7AnJqR5vN5qf7woBSGcbpfnYqGqlK/bV/qQ6/txf+7aQo0zjGy1Gv2fa8k4Mv2OG5/fpfZBw1D0O0zTyRUtMQV6Dy1/1TnQEtcQRggQ3CQYryjVUMDaIokbZPNi0cPhSQALREVXknA/F++j/KQFz/6xsQsBeMTkRhEgeFQSxSSwDCy2G+qg44stYc8kzooQbhDUTkSWdsypkJR6f3pKXTHCKKfUeQXMLq8OMtAK/KnjCKvLOD2K8dnpYjwWlbJ8qWRiCm6mZvPMFSe2LIXP/nmBYC55Y9l5Wm7+8WP8dKyGeZ5KkJexxU7QzDCk2O/n9XAM0QnMhNRW0UnAl4Bz916CVQtJUajc0ASU58DKaGHQqy8V4S8jvUYbXFznlK/B3deNSHrekr9nh61ZSAQ9mffr6qhqf2chlqrMcFe+NQHZooIIzH3itnVuH/zblsf/MHGD7FidjUEwdnbUuIXcKS1E2G/DJ9PQlRV0RJJZpXzSUKfGYFWr7w/vW8sqepZHnqibwgHZfzjddWQBAHNHTHbZPORuZMxpiyIkzEFgsCwakENmjsSjgrGG2691ExtYvSrSRUheDypBZ+SQHetyI+uc7TFFMQUDRrn8HlElAW9p9xfFCUl0uQRGZIah88jIJ7U4fMI4BxIqCmPqKef7/kk+jccwLLn7Ns/lj23Ey8uu+zMNqwfQkYgQfQzInEdI0rsq8g+WUAkrqPYl1LOckqX8EJdrWnA5UojsbGuFiUBd7n5VD2HF0+35vhjUFTdNolavbAGLF2RGwPPjehEyONBg0PersriVEypLEuYWB487ZV3j0fEpIqQrZ6KkNec1Lk5z4mY4riv8OXlM1BR5OtRe/o7Pp+E8WH7/Tp+shPFAS+KfYLjBPu+zZ/hvtmTzO849cFJ5xTBI4gYExZtdQ/xCzjSlsDfPV1visTkUprbaHlfehNd59hzvANLntmB8pA3y7u+9pZpmDisiAzBPkRI79tTde640PVCXS2K/TJkkaGyRESxT3Lsh00dCcd+VewX0B7ryhFoLEj0BF3nONgSxfH2eEH6iyFqtfnDBlw3pRI7D7agZkwZ6g80Y1b1OTiZsWhoFb0hiL4koTrPPRSV1EF7ChmBBNHvYLj+F1uzvGeblqZWwfQcE2Pdshcq336pXLn5NtbVmuXlHAqi1rBGI4zTWs/SZ+vxq6WXYXhaPOK8DCMg7JezJhac89SP5f9WcgmybFp6GUaUdBmClXmMvu72SRqIopC6xnQZMSMXWr7zuElK76YdAwWfT8IwSUBjJAFV03FOSRAVIS8456gsgeME+77Nn+HK88/B501Rxz742ZcdGFcewqKVH2Qd21hXa5uQ95bSXDyuoiWm5J3ot0QV/Px3qT2v48qDOHwihvKQFw2tMTS0xrDkmR14Zfnl3e5VBQZXn+kLZElEp6I67nvWdQ6PwBBP6oilPWVO/TBT7MnoVwdbsheseqpa2xJVcKil01xgM+p3218yMcbQdYumY/H67Xh+SS1uXrsNzy+phaJmLywuyxhfCaKvEHOE+tN413PICCSIfkZS050FWdL76NzshcpXRuPOoi+6xfgq9XscvXjWsEYlx56/ZLqtiUR2ioBVC2owoSxohuIlkxo+a4xklbGGVbnZW5gPq0cm16q6mzL5MMIcM++9kZS+EOfoL6iqjsZIAklNh0cUMGJIamHA+sxXzK52vF865xhbEcSq+VNNZdiqUj8evXEKHvzPz/DoTVO6Ne6M/5/OftFchpdT6otcE31d1x297j97fQ92HW5zJRo0mPpMX5HK28ltntlrqivw6E1T4JEYmiMKlqaf7zXVFVmhx6sX1OCxLXttdRr9KpfnubIHRqCiagjIYg6PSM9FpozFEFFgqUXD9J5cnaf2jZ/u+EoQhcInCVnj/qr5U216BIQ76I4RRD/DKwl4cM6FGFceQnmRF+PKQ3hwzoWQjQGQAY/eOMUmX/7ojVMAZq9jVUYaiVXzp5r56rxiSvTFmtrhnmsn2nLztcaSeDy9b3BjXS1WzK7G41v2ojWWNMvkkkI3JqbNnc4evObOrhX0xkjCsYwhvQ507S3MPI8kuh/iWqKKOYk2zrPkmR221Xw3ZfKRLyl9Ic7RH1BVHQlVMb26nHMkVMU0DI1n/uRb+7MSkT80ZzJW/n4/VFWHzjnuv/5CbKyrxf3XX4hwSMbjf3sRZEnA0q+Otp3TatwZ/zf2eWbK/edLdG6IK52MJZFQdZyMJXGkrRMnoglX6VMMtBxe92Uzx5ntyScaNFj6TF+TVHXTALzr6+Nx51UTcMtTH+DjhnbTAASAN3Y34okte7GxrhZ/uHsmNtbVoiOu4I6rJmT1K78soDyjb52K5znlqdQcx71TEZkyFkM0ndvSsQiMQec47fGVIApFUud44s19trnHE2/uM9XACfeQJ5Ag+hkegcHnEZG0LPb6PKKp/sk58OnRNjy/pDa9iptKwG79I17slSAO9dnCMANeAUEpNSToHI57YX61tGvjtaJqeGN3I97Y3Whr30++2dUwv0fAI3MnZymI+j2pyYObUDw3Zbzp3IhZYjg9yI3oJnVDIdI75EtKP1hSSCRUBZ87hMWNDduf+a7DbQiHZPN+tcWS+Nnre3DnVePxxYmYLRwOSE1ODcGYVQtqAACr3zlo1h9NJFFV6sdr35+BkzEdR9vjGBrw4De3z0BHXMva55nL25dLXKk9piKUY4+Y00Sfc+f+XeL3mB69cB4Bo8HSZ/qSlqhipp65qaYKf31xJeb/8n3z2cwYG8aSr421peFpaI1h3pptePueWfjRi/+NO2eNM8dYgTH8emcDNtY34Oc3TcH/+Y/PAADLZo5DOChDEhh0nbv23IaDMkaFA1njq5v+4oQhavXiji+wcv5UvLn7GFYtqMGbu49hVvU5WeNr5t5tgugrFFVHiV/G2LIgRIFhaFBGiV9GkvYE9pheNQIZYyMBPAPgHAA6gDWc88cyyjAAjwH4KwCdABZxznemj70GoBbAHznnszO+808AbgSgAVjFOX+8N6+FIM4WOICTMTVr8hlM70Mr8gtmAnbr5NpQDzVwElKZWJ4OwcwVxmkRfXGzJ5AxhmKfZDN4in2SKQxTiNBVIJXX0Ck34u1XnmfmNcyHm+txUyYfRlL6Ip/Hcf9WIc7RH2iL5RZkyXzmL24/jJnnD7P119FlATS2J3IaUNb6bq4dbQrDtEQ1vP79GTkMUC/aYjo0jcPj6T7MMpe40r8tqYXA4DrENNfzrir145Xll7va2zdY+kxfoqia2Q+XfG2sTeTF5xGw4LJRWLx+u20MltMx3YYB1dyRwN7jkayFih9u+gg/u3EKNJ3bwoB7EsJrjCMlAQ821tVC46l2nao6qCFqNXTGGHhEhqsvGA6fR8DQ9L9BT5fIEqmDEmeSgCw6vn9GNA3hnt5+g1UAd3HOz0fKmPseY6w6o8xfAhif/qkDsMpy7BEACx3qXQRgJIBJ6bpfKHC7CeKsJeGwSX/5hp1IpFfBIjkm15FYlwGXS0ilKR0+liuMU7TIg4aDMtbeMs0W7pS5Ch1TNPzjr/8EJb13RNF0/OOv/4SYkvJQhNIKkJkhUyGfPUVEvnA9jyhg6+ctuPrnb+PKR/+Aq3/+NrZ+3tKjcCU31+OmjBuMpPSVpQGUF9knbYU6x9mO1dt38cgSrF5Yg0dvnAJ/OpXJhlsvxTv3zMJdXx+PjfUNCIc8tnC7oCzlDIdrS4ckN7TGoOkco8JBVJYGEPL5MCoczGmAtsV0zFuzDftaoilhl27CLHN5qDXOAXDHPhv2Zz/DXM97+BB/Vt/IxWDpM32JLIkIeFPjkygwtEQV8/6GfB7HMbjIl/Le1owpw/hwEGPLgzn37Y0Y4ssKA+5pCK8gMAwNpsaRc4cGUFHkO609oLIsobI0gIpiPypLAwiHfOa/ZUWp/48KBzEiLepFEGcCJ6Gi5Rt2kjroKdCrnkDO+TEAx9L/72CMfQqgEsBuS7HrATzDUxtDtjHGShhjwznnxzjnWxhjMx2qvg3AzZxzPV13o0MZghiQ5AuPTOY4nuxBiCVjwENzJmeJVWTOL7ySYPPyeTMmBrIkOiZ6NzwUisrQGonZwlL3N7bjnOKuVAn50jIA7lJN5EMQGCYOK8Iryy/vVmEx3zWfLm7b0d8xvCzWRNvzaqoQ8EpZHrr5l52LgChBSquIJjUdjHFMGh7KCoczRFWA3PuWuuv/Vg+i8XlmOUXVcua41HSOmY/8Ae/eOzNL9dZJ/bEQz3uw9Jm+pMgj4nB7DKPDXrTHdLxUf9gcExlyCKXoHBvras3xKZDUzIUKp35CIbwE0XN6S9F5MNJnewIZY6MBXAzg/YxDlQAOW35vSH92rJvqxgGYxxi7AUATgDs55/sK1liCOIvJFx7pNsTymuoKzKkZaap/vlR/2CwjMgFPbz1gUwd9eusB3H/9V8w6WqIKbnkqW4LfKk9ueCgyw+kMD8UQr4jSkD8rofIQrz2sw+MRUVmaO7Oym1yCbjA8dLlwc82FIF87BgJGonhrHsDrp1aZYcwXjyzBspnjkEhqiCk6IKs42pLIMvSrRxRhY10tdA7onOOB3+7GrsNt3S4E5HtHjAlFQJZyhlk6qeOuWlCDTR8cAgDMW/O+6/C+QjzvwdBn+pJIUoXfI2LPl53wiAx3XDneFKOQJecFAElgKAvI5gJVrn17j944Bc0RhUJ4CeIUOB1FZ8JOnxiBjLEQgJcA/IBz3p552OEr+cx5L4A453waY+xbAJ4C8FWH89YhFWKKc889t8ftJoi+xG1/LfELWXLkqxbUoCS958/ncT7u83QZRGUBGXdcNSGrTFlATtcBx+O+ruwPrsQoBIFhfHkoyzgzJsVNUQVPpBVGDWPziS178ZNvXpA3p18ucg0eyaSWykWXw5voBkXVHFNnDNbV+9MZYxO6ijFhry0PoCGScvHIEtM7aDX4Ht+y1xYCtCztsWMstbehPODFT755Af7humrT+3a8I24+82K/iPaYhhK/6PiOGL3HmFB0t4ghCCxr4aE8KOOcr52HW2aMIW/cWYjb/qqqOo612/eM/vI7Nbj3L89PiWjJzmOsXxYQ11Q0t3blhxxR5LPs2+PwCAIEBngkodsFMoIAaB7rRL45EOGeXjcCGWMepAzADZzzlx2KNCC1v8+gCsDRPNU2pOsEgFcArHMqxDlfA2ANAEybNo38xMRZjdv+2hbTcbCpHS/U1ULTOUSBYdehFgwNhBH0AfGkjs0fNthEUl7c8QVumTHGrKNd0Rz3RL2y/HKUeyVEErnrGJJ2yEk5wuGs4Xe6zrGvKZIzf5mqc0eF0X+4LnPrcPeoqo7PjndkeYkmDSvKyjtn/aNhzTXoBr8s2vKGmWqng3RD+umMsZFEav+dNQ+gsRd12cxxWfullqVzBlr7iuGxU3WOoJwK31u8LiUW8MziGpwI+bOe+Zdtnfjp5k/x+vdn2MI1PRJwyQO/t+3fyxdmKUlCVrLs8h4uLBB9h9v+6pSW5tan603V2f/4/gxUlnht/efl+gbMnjICEUXDE1v2Yk7NSISDMlSdY1jQi6Gl2V7aEr9MIbxEt9A8Npu2mI76A814fkktOOdgaQX0oYHhCPryf5/oorfVQRmAfwXwKef8/+Uo9hsAtzPGXgBwKYCT6b2E3fFrAFci5QG8AsDe7osTxMBB1TnueOHjrM//cPdMAICmc6x+5yBWv3PQdnz+ZaPN/+fz4jEGfG3iMJv61kNzJoNZ5yecO6Z/gCWhfC5hDSN8slBhHY2RrjBB4zzLnqvHpqWXYUSJP2euwY11tbYw01zpAAxUnWPdu/Yw2XXvHsA/3fAV13W4KeOmjv6OqnPMGBtG9fAiM6xSSO9F9UqCY//M9JIYe6v+3BhBOChjaFDGjLFhbKpvwLiKYjPM2Pi+8czLQ158fCRi67urF9Rg649ngXPY9u9RmOXgI5c6cjgoY/WCGuw51okfbvowa9z6Vk0VnvjPT/GdGWNsXuzVC2pw/vDirHeY+hZB9BxN57hv82e4b/Nnts+vPP+cM9Si/ktvewIvR0rd878ZYx+mP/ufAM4FAM75kwD+A6n0EH9GKkXEYuPLjLF3AEwCEGKMNQD4Luf8dQAPAtjAGPshgAiAW3v5OgjirCGf4STm2O9nVfbMJynPcySwNsQyACCu6nj4tT02g+jh1/bgn799kVkmn7HpEZ3z+3nEnhk8uSZtalqV1M1G8u7SARiTN65zLJ91HlqjKfVJWRSwfNZ54Ol6dJ3jYEsUh1o6TeGYUeEARoeDZh35zuOmHQOBYFrm+2/Xvo/ykBf3X38hdA48vfUA7v7GJMf+OaLEZ35eVerHqvlToWga7t+82/zsX26ein2NkW6f+bKZ47LyYC41POE0KR/05BpjK0v88IgMx07GHff5MQbMqRmZNXZS3yKIwkF7AgtHb6uD/hHOe/6sZTiA7+U4lrXPL/15G4DrTruBxFnH6B//tkdcNCrMAAAgAElEQVTlDz44+LqBR2R4/fsz0BbTzVCkEr+AqJIyRIJewXE/X9DbFaZZ6vfgV8tqoWqAxjlExiCJqc+B1GdOE2jd4uWTBIZLRpfYErZeMrrENhDnMzaTGsdvPzrSbeiqG3L9URB7IJaTz2sJpPIexhTNzPtleD+NvIdtMQXH2+NZx0sCHgwNel2dx007BgKKyk3jv6E1hsXrt+Pte2Zi8eVj8Mjrn+EXN1+M25/fZbuPUUXL6vs612z36nvP78SK2dXdPnMjj6DB+38/C6oOdCoqjrRqOZU8icGBLAlYvbAGS5+tx3PfnQ6PKMIjMiQ1jqiiY2hQxohSH579u0ugcY4vT8bx4H+m+mw4KJPqJ0H0IkGf4DgHUilYtsfQXzmC6GcEZZYz0TUAJJJwDH18adkMs45oUkFzJJlVR0AWMETywSvmMN7Erv1ORX4Bsy+qsoWMZialz6cOKksCrptSmZ10OUPVM194pFcSsGr+VNxm8Siumj/VTN/g70bIwcCN6EtS07M8SHe/2OUhjSla7uPBrvN0N0l0I7gzEEjq2d7bX2z5M5ZcMRZ/e8koDC/2mak4DC/zJaNLMPuiqqzn+NaPvoaZP3sbQFey+P2N7Y7PfPfRk5As/fv9v5+FRod3YXw4SIbgIEXXOcqCMn575wx8cSKBzR9+geumVNoiFlYtqMHmDxtsYff7G9sxqqzIcewEgHhcpT5FEKeJxNDtHIhwD41GBNHPyJXoemNdLYI+QNFyGBFaVyLVSDx3HUP8AIPzfj9m0d7s6KYdRpq/fOqgAHP0BN76tfPM87gJjxQEhtKgxyaWA3DzuKpxFPtErF98CQQG6BzwiKnPDdyIvuTykGppD6me04Pa9Xs+72i+4wMFJ0/d1s9bcM+1E+EfJiKu6li8frvtOw/PnWwuGAD2PmdQVepHZakfQ/xBKBps4h0+WcDosBdJjZmLE6ruvGiysa4WlX00YVdV3cx/6DnF9CZE4dA4R1LjUHWG256rx7pF0x373Qt1tbhx+iis+cN+bP28BaUhP8JBEasX1GCpZYK6emENJIHheDQBTyyJiiJ6vgRxquSbAxHuISOQIPoZ+fa3SaKApV8djbnTzrUZVpLIXNcRc7HfL1cdWsY+u+7UQcNBGfMuGWXbQzfvklE2ARB3YZocrdFklicw6O0KO53/y+z8flbjQdW5oxfv5eVdHlSP4KyI6hFSEzqBOYcgWrcq5POO5js+UHDaD7pqQQ02f3QEw0uDuHBEsXkvb6qpwpKvjYWcQzDG6LdGHaV+AW0x3SYMYxw3xIAMZcZORc1Z56GWaLeJ3gtBPmVbou/hPLVIYYxxosAc+8iR1hju+tVHWLWgBvNrz8UTW/biby8Zhce37MPGulrEkxq8HhGdioo5T75Hz5cgCoCWa+7BKR60p5ARSBD9DElgzkZe2tIIyMwxTDMg25PF50s43xRJYOmz9Y7HAcDjIkWEGwMuoeq2PXRrb5lmu1434ZGdCd00AI3jt23YiY11tSgNpLK/OdVhJak6i8sk1S4PqsCAR2+cgrt+9ZFNEMK4LSytbmlVBsxUVc2XdiDf8YGCdT+oRxTgERl+96djuGjUUNOo3nDrpSmxWcax4JcfYN2i6Tn77ca6WlueyXwLHYYy45FWLWedlz/UlTKit8JD8ynbEn1PRciLzmQSkYSeWuQRGdYtmm6GJj/51n40RRJoiyVNL8S6RdPxxu5GfPcvxmLX4TaoOofPIyKW1PF363fQ8yWIAuFG/I5wBy1DEUQ/o8SyF+/KR/+Axeu3Y/ZFVWai1FyhnpF4lzET9Kb2yBl7VTLFYwwvjfV4pmqnxIBH5k62lXlk7mRIlnE4nwGXy0hsiSpmeZb2rlmpKvWbYixAfs+mNx1imVmHNcRSdlFGEAT86x8/x4rZ1dhYV4sVs6vxr3/8HELaaOFpdUvr8ae3HkDmAqVhgFSWBlBe5M0pHZ/reH9GVXUcbUs9m4UzxqAjloAkprwuV18wHOcO9UPjHPPWbMMVj7yFBf/6PtpjKmaMDWPt259n9ctVC2qQ1DTMW7MNS5+txxu7G83wz2uqK2zndlKQC/tlx3chqaX6qPH+tMQU9Ab5lG2JM8PJuIYSv4BfL5+BkzEVK179BPPWbMP9m3fjnmsn4hc3X4wn39oPAKa3sKrUj04l1W8MT6LAnBegVE2Hoqho7oijrTOOE9E4jp+MoaG1E0fbOnG0LYYjrZ1o6khA18nDQRAGHpHh9ivH4/7Nu8138vYrx/dYVZwgTyBB9DtO5oiH35SOh1d17ihwYk2HcDKm4dMjbbY9dFv3NaHYV4aSAKDpcNyrt+jysWYdbkJG8+1vc+PlE3N416zjfT7PZjgoO6qhWkMs3YRhhoMyfnj1xJxl/LKzMqtVgAYYHHkAncgMfXzi25MxurwY306HbVaV+vFCXa0ZIgqk+sPyDTuxbtF0XP3zlPjLukXTIUuCqQ761YffNs9hPPd5a7Zh1YIaAMAbuxttSeCBlEhHS0yBqnOMDdsTfyc1zRSaMdqgOkzEC/Ec3XjUib6lKargoy9OYHR5MfweMctTe/eLH+PBb30Fuw63AUg9L58kYPMdMyAJwJ/uuwqRBDd3UG/98Sx8b8MuW3lJFHAskoBPYlCSQDShobkjgXXvHsjKM7j2lmk4ryyIpqgCgIPz1FjjFYFIgiPoZVB1IJrQ4REZvB6GSLxLObEsIMPrpekeMTBIatzxb4R1ewfhDhoVCKKfkczh9UqmJ6l+SXAWOLHsP5EEhsd/vx/3vPyJ+VlVqR8bx5cDSIU9XvuVEbaQ0if+9mLb3jZPjpBRj6VQfnXQ/CIogiCY3jXD2Hx66wE8cMNks0zQKzrmGzT2BGqa7qiGWhbwQhC6zuWVBFORslPRTHXRrrZ0H6qp6Qz1B5rx/JJacM7BGMObu4/hnClVZh2DJQ+gE5mhjxePCpsGIGAsADh7xox0H5vqG7D18xY8v6QWz2w9gNkXVdlzBy6oweETUZtYwD9cV23b2xePq9jXEnVUBG2JKVjwr3ZBGicPYqGeY0XIiycX1GTtCawIkdLdmULVdLNvPvN3lzj2R58nNW6YCz1eAYKQyol1tD2J5o6EbQxevbAG//jKJ2iKJPDkghrIIkOnklqQ4hxoOBHDilc/wYrZ1Vl5Bpc8swMbbr0UD/x2N74zYwz2fXkSc6dV4mh7EuUhDzqTHMfbFWz+sAFLrhiLL05kKydOKAuSIUgMCGhPYOGgEYEg+hn5vF4qh6PAyaall5nlfR7B0WjyeVJGj8Y5/LJgU9NUdc02yIoCc1QQFS0T4HxGUyG8bwBQ7JNRGlBt7fVKDMW+VJnGSCK3AmRpAEAqNPWWp7LFYzLz8xmhmk6EgzIuHVeOm9duy9nWwZIH0InM0EenP+aazp3Fd8RU7raX6g/jjqsm4M3dx3DzZaMhMYYNt14KSWDwSgL+3NiBb6/9AECXB29UOGg7R0tMydkfjPDQzEm04UE06yjQc5QkAZOGFWUp6JJoyJlDSEc/lIe8kHJ4as8Z4sObd10BWRIQ8gqIJHQzKbJh0Fn7xtJnU2qiAhgqirw4cjIGgaX6OwcQkEU0tMayclga32/qSJiJ6J9fUouTMR0NJ2IIeERwwNyXmEjy3GMdGYHEAEDMMQeiPYE9h0YEguhneCVnA87wWuXaY5S0pohIaHjuvUO2cM+1b3+O2688D+EQIDKGjpiKH27qmgj//KYpKLVMhOM5wkEfs4SD5sONCIrbMsOL/WiMJBxTUeTbMwgUJj+fm7YOljyATmSGPjr9MX9xxxdZRtgjcyfjzn/bhaZIAqsX1GBEiRfDp1TiWLvd47Fy/lS8vPOoWZeTBw/ovj/4fBLGh4O28FAnddBCPkdJEkgk5CxCEhg8AsM9107EP23+U1Y4+qq0J48hJWh0MmZ/5oZBZ6WhNQYGYER672kq7JhDFlKewE4lJVDUFks6TnBbooppIOo8FRIakEVzDDO85W7GOoLoz7jJ+0u4g4xAguhnSCIwJOCx57yTUnvcgPyeQiA1Gd/6eQs21TfYyvzg6gkAUnX+cNNHttXkH276CL+yeBO9kuAYDmpN9O42x18+z0m+MvlSUbi5J4XKz5evrR4pR5qJQeD5KQt4bH+8dx1qyfpjPvuiKpw71IsXltRC4xyfN0Xx8Gt7zP1US5+rxyvLL0dSy94bu3zDTqxffAk21Tfk9OAB+d8Rn0/KmyNwsORzHIwwpDx0RpRDU4eCFbOrEQ7KOGeID6quA4yl/gWyFhoMg667vlEelHEskoBHBDQOVA1NLXase/dAltG5ekENHtuyF3NqRqZTzjCILHUeSUhlb60q9UPTObw5xhenxRCC6I8kVI4ntuy1LUA/sWUvfnr9hWe6af2OgT/rIIgBhkcA/B4BPo8AUWDweQT4PQLSkZwo8TsrfxrqoQAQkAWsylRZnD8VgfRKmuLCmyinPZKZCqJWI9CN+mchyHeeipDX8Z5Y910ZoanWMqeSn0/XOZo6EjmV/aR0GG2Wqqplkpavjv5Kc2cSmz9swLpF0/HmXVdg0vASSEzHxrpa/OHumdhYV4uqEi/u/tV/4y8e/j2aOhJYvH67aQACXd62XB5vj8jwx3tSdeVK65BLEdTJYMxFofoLcfbhkRgUrcujtutwG5Y+W4+5T76XVvxk+I+PjkASGEI+AUP8AgKygCK/gBK/YBp01r6xZmGNrW/IsoThIS9EJiDgERAOejC2LIj/9c0LMLYsgE1LL8O7987CK8svx4SKEO68agJeqj+Mh+ZMxpu7j2FI+jxBrwBZYli1oAYv7vgCXg9z7NtlAeqXxMBA1XS8sbsRS5+tt6lCa6So3GPIE0gQ/Yy2mA5B4GDpHSipVWsdbTGGoC91fFSG2mFROnl20JeqQ+ccxQ7eRD2958/vcfZyGGIIAFDilxFNZO/DK7FMpPsq9DHfeTweEZMqQrZ7UhHywuOxCtCcfn4+N57PmKI5htH+4uaLgeDAFo5JajpWv3MQq985CAC4eGQJfvSNiVjybGoP5X2zJ+GarwzHP93wFfzkm7rp4XDyqDBNd/aoCoIZcpcLtyGf3TFY8jkORkSGnB41VeNQNQ01Y8qw++hJTDinGOeEvGhXFNQfasGsSeUYUexBsVfCC3W10HUOryQ6pnqRZQllsrs+N2lYEe776wvBwDE6HICiASOKPaY66MhSL26ZMQa6Dpw71D7+kzooMZAQmHMkB6M9gT2GPIEE0c8oD8pojqhmHrV5a7ahOaKiPL3KHPSKONgctx0/2Bw3lTIBIKboeGDzbuxviqCpI4H9TRE8sHk3YkpqJa0s5MXahRlejoXTUJahWBiJa1i07gNc+egfsGjdB4jE7cadm9x7hUCWRFxTXYHVC2uwsa4WqxfW4JrqCtt5PB4RlaUBjAoHUVkasBmAPUFRVBxp7cShliiOtHZCUVTzmBvPpyyJKC+yr8qXF8lmW/vKe3omMPYEGiybOc6mhHhV9XC88d/HEFM0HDsZx+ETnfj5TVMcvW2Gqqb12JMLalDhUpTF55Ns/eFUEsEP5HyOg5mkBiQ0LSvSYfXCGlQUSygNyPiyrRM/3fxpSpDIK6GiyIcx5cW49rGtuOC+LZjz5Hto60xixBA/hg3xnXbfMPaNDi8JoLI0gKFBH4I+H4YN8SPk86Ek4ENlaQAVxX4M8ftsfZsMQGIgEfIJjmN/yEcmTU+hkYEg+hltCdVR/e3l5TNQIUt5lTIBgDFk5aJ6aM5kGAtpgsAw8ZzuvRzN0QSWPJthrDy7I9WOopTL0Y36ZyEo9Xtw51UTsmT2S/0e13W48cApioo9TdmpBSaWByHLkivPZ762DmThmMx0COGgbF7rxSNLIArAtDFlmP/L981784ubL8bPbpyCc4p9EAVmhiSTqibRW2g6x7G2ONa9e8DcCzg0KCPkk3CoJQGua/jp5k9tIeXUHwmib4grHJqu29I5abqOuMIxhPS1egQZgQTRz4gnnY2EeDI1ORYEhsqSQLdJrDlHVi6qe1/62JZsNZ/ASb52GHX0RchcayyZldB5WVpAxK1cvxvJ/6Zo7tQClbIE5iJMJV9bB7LgSOZE2aoOumzmOOgcWffm9ud3YcXsalQUeeFhDLc89YF5r0hVk+gNkhZRmDd2NwJIvYMv1NWa7/vGutqskHLqjwTR+yR1ju89vyvrb+QLlCy+x9ASFUH0M8S0oWEllSOn6/d8YWoccDTgeiI/4qYdbtpSCArhPXNTRz75dZEBD82xC0I8NGey7Z7kO89AFxwxJsrnhoMYPsRvXmuJ34OOmOp4b8JBGR5RAGMDxytKnL3kTEad/lzV+WmFlBMEcerkej8HioBaX0KeQILoZ/hlES/UXQogld8vlZydwy93TUh0nXfrCfTm8DZ5e+Bt8suiY7J4azv6ikJ4z9zUkS+1gCAIeHrrAZvoy9NbD+CBGya7Ps9gEhwxrvU/v3852mMaVJ3j3XtnYffRk1jy7E4AqXtTXuTFlt3HcPUFwweMV5Q4e/GIAp5ZXINxFcWmuMr+xnY0dSQo3QJBnGFyvZ+SSH6tnkJGIEH0M4KSiCNt8ax9aeWBVMiirnPs+bLD3K9niLpMPKdrb5ubvXqKoqIpqpiDbHlQhmxRsivxyxhXEcQLdbWmMSpnqIMa7enOIM133A2F2Hvopo7yoOyYpNYQ5QkHZfzw6ond1uHmPG5yJw4UkkkNB1uy+/PahVPx082fYvWCGghMx9UXDIeqc2ysq4Uschxp7RzQBjJx5hjq86A05Me8NdtsfXKsRXX5SGtnVjgoQRC9T673c6jPvQYAkYJxPjjcp9OmTeM7duw4083oEaN//NselT/44HW91JK+4yy55jM+o+yuvx5p7TQHP4OqUn9qX1ppAI3tcXxr1das4y/fNgMVxT7zs+6Mr3wCKEBq8v5ZYySrzKSKkDkxyie2Ush0CKqqozGSyCnK4MbYzFeHcW+6M47dnKcQhm8GZ3WftZJMaql7nL5/AHL250+OtkNJJjG6vDirn7316XFsrG8YMOkzBhln/GGd6hibOfG0jnfEgOas7rODiXxzIAKAy/5KnkCC6Gfk25cWyynYYt9H1Z23KZ8ACgA0RhJm4m9RSIWmvrjjCwydMcYciPOJrbREFfz8d/aceT//3R48cMNkW9syDYfMFXhd59jXFOne2MzjHc1Xh4EsS+Y9cMKNF28wefoAIJFQ0dyp2EJ3bllXj6pSPzbcemnO/rz02Xq8fc8s3Lx2W1ZffH5JLR79r31Z4j0Ecbp0N8Y6jok08SSIPiPfHIhwDwXQEkQ/w9iXZsW6T0XMcdzJ63W0LYZDLVEcbYtBVbtUPd0Msh6R4boplVi8fjuufPQPWLx+O66bUgmPRQUlnwiKruv4zowxuH/zbsxbsw33b96N78wYA13vaksyqeFgayf2Ho/gy5Nx7D0ewcHWTiQtRm2+3HrNEed0Fs2RhOs6iFMjkVCxtzlqy1tZGvJj7cKpaGiN5e3POnfui0YUS0NrDJ3p3I2t0bitHxPEqZCvTxoYY2Lm+EkQRO/h9v0k8kNGIEH0M0I+AasyEqWusiRK9QgMj8y1K1Q+MncyPJYBUlV1fHa8Azetfg9XPPIWblr9Hj473mFOZNwMskmNY/mGnTajafmGnUhqXYZivmTxWo5UFZYqcKJTQXNHAite/QTz1mzDilc/QXNHAic6u4yzfMamG+/oQM7PdyZp7nT2KlePGAIgf38WcqjQGmk3qkr9+OzLjlR4UFsCTWQIEqdJrj65v7HdVs7oh5njJ0EQvUe+vxmEeygclCD6IcOK5SxBFgO/V0BZkdeWSLWsyAu/t2uAbIwk8PiWvbYwzMe37MV9f30hRpT44ZMFRwEUn9xVhxtvYTgoY83CGtQ921XPmoU1pghKPi8PYM/ZZRy/+8WPbTmB8iluigLDNdUVmFMz0rzel+oP28M8JRH3zZ6EK6uHQ+ccAmN4c/exLCXKfKGpbsi3r3Ag0V0/effemWAMGFHSJbghCQw+WcDbe5oAANF4wtYXr6muwD9cVw1N17Fu0XSUBj346W92m8blvy2pRWMkQfnaiFOmrVNDRchj65PtsQRKQ35zHAkHZZQXeVHsE7Dy5ouw7Ll6bFp6GfU7guhtOFBVav+bEfAK6FGOKwKACyOQMfYEurm1nPM7u/nuSADPADgHgA5gDef8sYwyDMBjAP4KQCeARZzzneljrwGoBfBHzvnsHG1bzDkP5bsOghgoRBMcN61+L8vg2bT0MgzxA50JHS9u/wJzp53btVdv+xdY/Bdj0aULw7F81nlojSYBALIoYPms82C86okkR/2BZjy/pBacc7C0QRS+cIR5znzpEgBAUTR4JMFmkHokAYqiweeTIDBn48yaXF3XOcpDXpvB+uRb+205gfIpbvo9An70jYk40ho3r/dH35gIv6fLqB3iFVEzpszcf2YYvkO8XQaeGzGcfLgR3ekF4ZgzRnf95ERnEjsPncCl48rMPzIcqTxQX51QjjfvugI+j4in3/0c6xZNx5CABEXlUFQdms6xbX8TvnlRlVlvQ2sMOufgGs0GiFOn2CeiPa7h+W0HMXfaudAEBkmU0NQWxfevmoCllnf3kbmTUVbkxcqbL4KqkSeQIHqbhAp0JJLgnEFgqaikuKqhyEvqoD3FzdKzIUV0OYBqABvTv98IoD7Pd1UAd3HOdzLGigDUM8Z+xznfbSnzlwDGp38uBbAq/S8APAIgAGBpZsWMsWkASly0nyAGFElNdzSKjAmIoupY/c5BrH7noO1782tHm/8XGbOFhwKpMFIxbXyJDLigssRmEP38pim2pOc+Tw5vocWwaokpWLxuu7OKl0+CJAJ3XDket6XDSqtK/Vg1fyoky4l8HhH3XDsxKx+hz2J0CQLD+PIQNi29DElNhyet7Gk1nGKKPawzpmhAsOv3Qonh5CPfeQqpmHo2UBZwTqsR8gmYt6YeL9TV4lsrsxc1fr18BkSBQeccV55/DjoVFXFVt9Wzcv5U/PuHDVg2cxyWPluPJ749GZLATAn/gexhJXqPTkUHY8DsKVVYvH67ZWyqwW8+bMiKSrj/+gsxYVjItnhFEETvwBjQmdCy5g3FlCKix+T968g5fxoAGGOLAMzinCfTvz8J4I083z0G4Fj6/x2MsU8BVAKwGoHXA3iGp+K/tjHGShhjwznnxzjnWxhjMzPrZYyJSBmINwO4Ie9VEsQAwisJjkaRnE5lIObwvIgZBkR7XMWKVz+xr2iHUgqLGueOHjzNEqaZUPN7C/OFjKoqNwdy49htG3ZikyXUM6npjuGgGy1l8il7qhpHp6JlXa9q8Rj1VAzHaohYxXDyke88+RRV+xter4QJZUFb6E5ZQMaXkQQaWmPQHO7HjLFhtMaSaO5ImM/+v/7HFVi07oOsPajrFk3HiaiCJ749GaPLi7Mk/K0eVoJwA2OAwBlu25CxWLOhHusWTbctsDW0xhCQRag6R+UQX44aCYIoFIqqO84brHMCwh092UU5AkCR5fdQ+jNXMMZGA7gYwPsZhyoBHLb83pD+rDtuB/CbtJHZ3TnrGGM7GGM7mpqa3DaVIM4IbvurnmOPnBEeyRjw0By7MMxDcybDagPm2meXTNfBOXD787uweP12zFuzDYvXb8ftz++CNa2oyICJw4fg5rUp1ceb127DxOFDbN7CfAIzSReGVy6jSbOUyafsme963bQVcCeGk4985+lPAjVu+6zXK6GyNIBR4SAqSwPweiXzPjip2dZdMQ4NJ2K2ZyYwON4XUWCoLPVj6qiwo4e1idRdiTRu+yvngKLpOfublapSPzoVDZLAsnKKEsTpQvPYbChFROHoyYj1IIBdjLH1jLH1AHYC+D9uvsgYCwF4CcAPOOftmYcdvpLzSTLGRiAVivpEvvNyztdwzqdxzqeVl5e7aSpBnDHc9lcth5iK4aUTmYCntx7AitnV2FhXixWzq/H01gMQWNfr7uR9sRpWnDtPuK1GYFzV8fBre2znefi1PYhbFPLCftlRxSvsT+3Vc5POQhYFxzIeset68qaiyHHPdMsFVYS8jm2tCHV53wrxx6c86HxPytP7F/Mpqp5NnM4Ya/SNXYdasu6HR2QIyKLtXms6z3FfBJT5ZZoYEHlx2191znP2N49lPDIiCqqG+s0xjSAKCc1js6EUEYXDdYwM53wdY+w/0bVf78ec8y/zfY8x5kHKANzAOX/ZoUgDgJGW36sAHO2myosBnAfgz+n4+wBj7M+c8/NcXAZB9HsYcw73NPajlBd58YOvT8hS5LSGEnpyhIwa+wS9Hme1Ta9lH54kMDRFElj6bL2tjHUg9vkkjA/bQwHDfhk+X2rokdPpLLJCWy11lIe8eHJBDZZZ9oI9uaAG5RbjLJ86qC/H9Vj3FXo8IiZVhGxtzVT+NCaAWfdNdL+eJssSJpbb74l171o+kZuBgtE3hgY8CMiCeT8MT0unotnu9dq3P8fK+VNNT6xhPJel+5MUU/IKFRGEGwTG8OKOL7L72/wabNl9DBvTysyCkNpbPcTrMcc0giB6F68kZL2bK+dPhZc88T2GWaXYHQswNolz/hljbKrTcUPJM8d3GYCnAZzgnP8gR5nrkArv/CukDMzHOeeXWI7PBPAjJ3XQ9PGIG3XQadOm8R07duQrdlYx+se/7VH5gw9e10st6TvOkms+47PG7vprY3sc+5siWYbTuPIQKtLyn/nUJVs742g4Ec/aWF011IfSgM+VOElLJI6jbdl1jCjxIRxytzfmRDSBY20xNHYo5t7DiiIZw0v8GBq0eOBUPZWWQdMhpUVfrKFX+dpbKLEVI79ipkE6aVhRQUPBTkEd9Kzus91hfTbzaqrwN1OrEJAFnOi07wmsKvXjl9+pgSyKEAUGSWAYVuQz77sb1VXirOGs7q/xuIp9LVFs/rDBVFn2iPW5CMwAACAASURBVAK27D6GmjFlGFnqRUmA9v8NMs7qPjuYaI/F0RrTkFQ5BAboHPBIDKV+EcV+ei/TuOqvbozANZzzOsbY7x0Oc875ld189y8AvAPgv5FKEQEA/xPAuekvP5k2FH8B4FqkUkQs5pzvSH//HQCTkNp/2ALgu5zz1zPO0W+MwJ4aOD2FjMCCcVYP9qqq4+CJKA6fiJmG08ihfoweGnRtiOg6x5G2TiQsg6hXYqgsCZjGRj5DRFV1HG2PQbHUIUsMI4r9PWrHwZYoDrV0mtcyKhzA6HCwx0qY+dpbqLQL+QzSM8RZ3WfzkflsSv0eRJNJxBUdSZ2n8jaCgYMjofKc/Www5V/s55z1/TUeV9ESU6BxDpExMMsYN0T2wOulfjXIOOv77GAhHlcR1VTEFd2WWzYoSuSR78JVf3WjDlqX/ndWt2dj7GrO+e8yvvvHfA1Jq4J+L8exr7poH+UIJAYVkiRg9NAgArJ0yoaIIKQMvu6MIkFg3apRSpKAEcX+0zKIBIFhdDiIIp/ntI2zfO3Nd9wtkiRQQugC4/RshkheDPGnDLv2hIqEqkPTgYAs5uxnsiyZ6TwI4nTw+SQMl0Wc6EwgntShajwV+kkGIEGcUXw+CYgDcXSJfpEBeGoU8o49BOB3eUsRBHHaFMIQKYRRdLa0gxi4yLKEMjLsiDOAIDCUuQxtJwii7/D5JFSS0XfaFDKG6Yy7ygmCIAiCIAiCIIjuKaQRSDrcBEEQBEEQBEEQZzlnXM2AIAiCIAiCIAiC6DtcGYGMMYExNiNPsYOn3xyCIAiCIAiCIAiiN3FlBHLOdQCP5inzrYK0iCAIgiAIgiAIgug1eiKt8wZjbA6Al3m+5IIE0UecJXkFCYIgCIIgCKLf0BMj8H8ACALQGGMxpNRAOee8uFdaRhAEQRAEQRAEQRQc10Yg57yoNxtCEARBEARBEARB9D6u1UFZigWMsRXp30cyxi7pvaYRBEEQBEEQBEEQhaYn4aArAegArgRwP4AIgH8BML0X2kUQRDckkxoaIwmoOockMFSEvPB4xDPdrFNC1zlaogoUVYMsiQgHZQgCK3g9bs5TqDKEO1RVR2MkgaSmwyMKqAh5IUnOa5PGfU+oGhgAxgCAdfudgfSeEGcHmX22PCijLa46jgeZZcN+D5o7FeqPBHGaxOMqWmJd71LYL8Pn64lJQwA9MwIv5ZxPZYztAgDOeStjTO6ldhEEkYNkUsO+pgjqnq1HQ2sMVaV+rFlYg/HloYJOKPrCINJ1jj3HO7DkmR3mtay9ZRomDisqaD1uzlOoMoQ7VFXHZ8c7sOy5rn785IIaTBpWlGXUOd33h+ZMxtNbD+CfbrgQSZVD1TlKgyI6Yro5MQh4Bcxbs838zqoFNZhUUdj3hBg8ZPbZa6orcMdVE3CbpQ8b44Guc1vZ+2ZPQs2YMlvZQvXHgb4wpesc7XEFgsBt7zdN/Acn8biKz09Es+ZAY4cGqT/0kJ4ki08yxkQAHAAYY+VIeQYJguhDWjoVc/ADgIbWGOqerUdLp1KwcxiT7htWvovLH/o9blj5LvYc74Cu8x6VyXstUcWc2BvXsuSZHWiJ9uxa8tXTHE04Hm+OJnrUFjdldJ2jqSOBI62daOpION4PN2UGOo2RhDlBBlL3ctlz9WiMJLLKOt33e1/6GD+8eiKOtyuYt2YbjrV14lBLAj/99z/hsy87cOxkHO0xDU99p8b8zm056icIN2T22Tk1I02jDrCPB5llr6webpa9qaYK6xZNR1AWU55q9dSnUoUYh89mdJ3jSFsndM5xqCWBeWu24YpH3sK8NduwryWKeFw9000k+pi2RNJxDtSWSJ7hlvU/emIyPw7gFQAVjLEHAMwFsKJXWkUQRE4Sqo7ykBcrZlejxO9BWyyJJ9/aD8UykTjdleFcxs4ryy9HeZHXdZl8bVFUzfy+QUNrDIqq2T7LFzaYr5540vl4PKm7rsNNGV3nONgSxaGWTgRkEZ2KhlHhAEaHg+RNzCCp6Y73UtVSzySRUNHcqYAxIKlxx7IBWcT8X76PhtYYRg4N4pmtB/DjvzwfJ6IKWqIK1ry9H9+/agJuqqnCpvqGVP0DZHJ8JlAUFU3RrhCs8qAMWR48K++ZfbbE73HslzFFBQewsa4Wu4+exJJnd0Ln3DQAF1w2CovXbzff//WLp6PY50FS03s8Xucbh3WdI6Io6Ihpff7cCtFfUiHgHALTswzu256rx8a6WlSS92dQoag65tVU4fqpVdA5h8AYXt3ZYJsDEe7oiTroBsZYPYCrkEoP8Tec8097rWUEQTjilQTcc+1E3P3ix+Yk4pG5kyGnjaJCGBkJlwaRszHaVSZfW2RJRFWp33auqlI/ZKkrPMpN2GC+ekTGHI+LltvhkQTHMh6LsZnvPG0xBcfb41jx6ie2Z1MS8GBosGfG80DHIwq4proCc2pGmv3npfrDkEQBiYSKvc1RPLFlL74zYwwUVXd+fgIzP2MM+KvJlbjlqQ9sIaOPbdmLu78xCZvqG1BV6oc0iAztQqIoKvY0RbPCGSeWBweNIZjZZ4cGZVxTXYE3djeaZapK/djfFMXi9dvNe7R24VQI6TFoydfGmgYgAJSHvGjqSGDRuu2nNF53tzCl6xzN0TiOtyt9/twK1V8UVYPAAFV3XgiiRZ3BR5FPxLWTh2N/Y8RcbL128nAU+SjMv6f0RB30u5zzzzjn/8I5/wXn/FPG2IO92TiCILLRdW4agEDqD+HdL35shv8UIsSSITWZsZL5u18Wcc+1E3H/5t2Yt2Yb7t+8G/dcOxF+uWsgzteWcFDG2lummXUbE6BwsGu7sZuwwXz1+GURj8ydbDv+yNzJtrZKAnMsYzUawkEZv1pWi3fumYW37p6Jd+6ZhV8tqzXPE1M0x2cTU9x7EwcL5UEZd1w1wdZ/7rhqAsqDMpo7U5PWOTUjce9LH+PxLfvw0Bz7s3loTurZGJ9xDnzv+Z1ZIaNzakZCFBiuqa7AhlsvBQcGbQju6dAUVRw9MU09DN3uz2T22cXrt+OOqybgmuoKAF1jxuNb9gFI3aP6A82oHjEEAVnAqgU1toULAFg2c1zWmJFrvE4mNRw/GUNDaycOtUTR2B6HXxYdx2pZEtMRGPyMPLdC9RdZEqFz2N51A1rUGZwoKkdzRwIrXv0E89Zsw4pXP0FzRwKKSmN6T+nJMtBcxlicc74BABhjKwEMnmVrAgAw+se/7VH5gw9e10stGbxonGPlzRchHPKZYTYtkTg0nhoAFVXDnbPGYcb4cmg6hygwbN3X1CMjgzHghbpLATCzDoDD+vdWzWGMvrx8hlkmn7dQEBgmDivCK8svzxm6mi9s0E09JX4Zw4p9uP/6C82Vw2HFPpT4u4zNmKLh4df22Nr68Gt78IubLwaC6Xuv6WiOJLNWt8sCXgiCCC3HarXxbID83sTBQltcdZwkvrL8cnPV3wi3a2iN4Wevp57NX4wrQVtaHELTOV7//gx847GtSKjO/SQclOGVBHz/qglm6OhgDcE9HQarJ8Yazs4Yc+yzm5Zehp98k4MDuOP5Xdh1uA0AcNfXx6NmTJkpTnTf7En/n70vD7OiOtN/Ty137/V2N1sjmwKCQaFRGowKMnGSCOPP4EIEVBJpkESdjFEzkzGYyWSeKGZRM6xJMCIEUDQmZmJMUNwQlwY1SgREQBqQ3rvvXtv5/VG3qqtuVd1bLY3Q3fU+j0/Crbqn6t771enzne/93hdfGj/I9PwPLglg+TUT8IUhEcgUiKfV2BYkGZmMBL9fXaaJooxDbUk0xzImFsjaBTV47BsXmSrg2gbY8Y6U45x0qn+3noqXaNiHtCghmE2ic+feaNDTJ+xvEBWK7R+ewLqbLwTLqGuUJ9/+BEOnjTjdt9br0J0k8GsA/kAIUQB8BUArpXTpqbktDx48OKEsxKI9xVpUD8tCahJRFGRx7pBSzM05XhR0n2SEfQw+actY/uCeVda17yM6LLpFAy9fqxbmUleNFTiGIXlpkDxrT9PkWDORId84DEMwPBpGUYB3TDZ9HIumeAaL19ebrmNMzhrjGee+lLKQvlttuVdiriauvXGyhSJrrH72B+SriGrfY3tK1L/P3UfaMXVUKT5uscblX+6YhraUPWW0ssiP5ngG39q4u99TcE8GjrHdh5PoXDr7k0um2sYspRRDykKq0JOBoXDVpGrcsHan/p77nv0QxzvSejJTGfHDzzM4KxpBRgaOtVtje3RFGH4/h8Z4Bg2tKZ1qrl170fp6PLV0mu0GmI9jQSX5tPxuPRUvDEMwpDSEzrSAYVE/NtfVeuqg/Rw+juDK84eY+mpXzJsEP9d356JThYJ0UEJIOSGkHEAQwC0A7gbQCeC/sq978ODhc0RHyr5BviOlJl+xlGx7PJZyXwmMZ+yvEc90JXhaRcsISz+fQ7XQuBssCBKOZulNR9uSEASz2ltVxI9V82tMVMBV82tQFTEv3guNUwjRsA+PfeMirLv5Qmyuq8W6my/EY9+4yJScFdzdJsBPrz3fdK8/vfZ8lV+bhbFq+do9M/D00ov7ZUUqX/xUhHxYOb8GW+uPmGigMYfYb08puG3jbgtldNX8Gvxh91GkRfsNi/5GwT0ZVIbV38T4/a6cX4PKPrx5kUtnb0kIeec8LW61czQxGCNWv3IIA4p82LJ4Kh65YSJEiSKeVpAW7GO7Oav6LCkUIR9rH8eiAj+vzkFJQcLxjhTSaQnRsA8+jpyy302SFMTSaTTH0vrce6wtBUlSejReGIagNORHcSCAIWUhDIuGMaQs5CWA/RSiRLF0g5n6v3TDLo8O+hng5gmqR9YWIgsC4MrsfxTAyFNwXx48eHBAoUSkJ2g4bsYoDXC29JxSwx9mwXHxrSaTbsQDOI7BmKqIaQfYog4qSNjXlLCIx4zOjqMoFCdiKUiySqdVRBknYikMKAqaVDuTgmwSdVk1vwaKQvVzCu1uUwr8+tWPTZTSX7/6MZbNHm/6DgpVP/sD8lVEGYbgnGgYy2aPR8jH4NnbpkGSgYRgXz2UFIrdR9p1ymhpkEd1WRA//OMHeH5PI1YvKPYouCcJn4/DmMqw6Tns6+qgudXqVdsP4P45E3DP1vdMMVvEszjaloSkUJSHeDx72zTE0rIuBpMbd6KsVg6bY2m0Afq8mm/O5RiCpGBf1WNZgsM2FfJzomFUhAMI8EyP/26SpCAmCOhMy+hIivqi3Cjc1d/ixcPng/5KTT8VKFgJpJSOAHA2gAWU0pGU0hGG/7wE0IOHzxmFGuR7ooHezRhNCQGPbNuHe2eNw+a6Wtw7axwe2bbP1PhPiL3ADDGMUUg8QFEoPmpOmPyhPmpOmIQ9mpOirXhMc1L1DYplBDTHRXx97U5MX74dX1+7E81xEbFM13XcCNBURfy2u9taVTKf2IkHM/JVRCVJwUctCfz1g+MQFYojbRm0p6SCcbn7SDsWr6/HnU+8i5Igi9tmjlYXpdsPWER/+iMF92Th83GmSkxfX9DnVqt3H2nHb3ccxJbFU/WYHVEWwv4W8/x0pC0DP88gGrSvhmnzRUZSq38sQwrGdlXEj+ryoCWOVy+oAQPYzqMtKQEMQ1Ac8Pf479YYzyCZUWyrMtq82d/ixcPnA08kqOfg6omklCqEkAcBTD3F9+PBg4cCKA2y9hW4bM8fzxKsmDfJtDO7Yt4k8Kz7CTLk0IQf8nXtG4myguf3NJrk0QHgP6/soowSAsvO+f1zJkBrkXOzo+fGUqGQeEw8bU+R3VxXi5IgXI0BADzPYqxNVZLn1e++P1ZLTgZOFVEtId+4qFZXN3zsGxdBlGWH2Gdw36yxuHzcICiUgmcIfAyLc6Jdv0WAY7B1yTRISve92Dz0T9hVq7/zpTEYWBzQY+doW9JxbmmRBFMM5s4X2vy3Y38TZo4fYBvbFSF1o4LnWQwvC6HYz2FTXS0UhSLAs5AUBWmH/uxTWRkRs/MiQxwqmLLn2ebh1KA0aL8+KQ26NjzwkEV3VibPE0LmAHiKUupqZiGEDAXwGICBABQAayilD+WcQwA8BOCrAJIAbqaU7soeew5ALYBXKaWzDO/ZAGAyABHAmwAWU0rFbnwWDx56LdpTMqoivGlhwTHq6+GAaqy961ALNi6qBaUUhBC8sOc4vjR+kGmcQoby1WXmJvyQnzERw/P5vGmgFNj/aYflXoZHQwDUHT3bMQz34cZSgXWgaWqfx02yybMMFl8yHNdMPsukOJYrQMOyjEojzH5vbM5xn4/DEC/pOyloCTnHdBnFywrFjY++hce/eaEpLv0cg+aEjC+NH4TOVAZfeXiHvigYWxXBkLJQj95bPgNsSVLQGM9AlBXwLGOhLXvoXXCjXpxvbpn3qzf0ONQSP0Cde1OCAI4heOHOyyArFPs/jeHcwUWm2K4I+XR1UEBNBAeUmCsgJzpSoAzw5JKpaEkIWLX9AHYfaT/llRGeZVAUIOhMKXjprum6SvW//O/rtsJdTvCeGQ/dRXtKsYgEFQUZtKcUhAOn++56F7qzUvk3qELpMiEkBbU3kFJKi/O8RwJwJ6V0FyGkCEA9IeSvlNI9hnO+AuCc7H9TAKzM/i8ALAcQArA4Z9wNAOZn//9GqII1K7vxWTx8TuiupYSHwogEWHzSmrYqd5ars19xkEHNiApdlU47XmzYJStk4i4rwLGOtKWaOLika4bVqI+592GkPkaDPtt70WS9i4KM7RhFQfcG7QAQ5BmsnDcJtxrud+W8SQjy6jhuks2KEI9ZF1SbFMfUnXje9ffmoWfAs2plry0hoiSk9vetffljrJw3CfN/rf4+j8ydgOGVxZbYeecHM3HBf20zqbb2FPL1sDIMgw9PxCx9qWMHFBVc1BbakPFw+lCof9epT1jzA8yNQzUBzFhUblfMm4QVLxzA7AuqXcWMNlZLQkDd+q5xfnH9BTgrGoQoUUgKxbH2VLcSK7dJWXmAx/4W67Pw59unQaaMRbjLeL9anJcGOOxtjH+mZ8ZD/0VpkLFViR4Z7d999p8FxGVRr2cuRsgzAH5JKf2r4bXVALZTSn+X/fdeANMppcez/54O4LvGSmDOmN8BUEEp/X6+a0+ePJm+/fbbPfNBPiNOdUL0eXjy9fakzuV3dNpXX/ni9VhbEtet2WlZdGypq8XgshCOd6Rw7arXLcefWDIVg7K7yE2xDK5e8ZrlHI1iebQtqVtQGI8bFzONsTT+8+m/WxKr/776C6gqUpPFY+0pXLfaei9bFk/F4NKgqzEUheJoexIZSfUpVCjg51TZcG2h3NiZxn/+3mac//cFVBUHXAnQFLpXN9+bdr+nYUF/RsdsdyFJCuKCgHhGQdjHoCErnf+/N0xE2M+DIYCfYxxjVKtIvHTXdAyLhnvkngDkfS4IIQXjxw49tbGQG3dFPIuWVFfFsifk9HuwatNn4jWdlrC/JYFHtu3DnJqhiIZ9qCzyY9+nnVi0fhcAmOKwM51BLCU7xtGAooCr71QQJDQnRUvMLb5kOGZdUG2a69wmVpKkuN7IyPcs2H0GuzjfVFerWxkZx3B6ZkRRRlISdS9Fu2rpKUSfidneDjfrEw/u4rVbTw4h5F8AXJr953ZK6bPdeO9wABMBvJFzaAiAI4Z/N2RfO+5iTB7AAgB3uL0PDx56O0QH+pGoaGbxhf37ClEs3dAnZUXBTdNGWPr9ZMM5UoE+O0WhtmNQwxiKQtGRkiwLk0HFXaqdaVG270+cpX6ejox9T+DTSy9GZTYJdNMTWOh7UxSKvZ/GsGi9YUG/YDLGDDQv6Asliv2tMmSXwBwx+FQ+MneCTv25bPl2AOrC2ilGo5EAqsuCCHAMmmIZ1XuQZQBKkZYUC40znZZcJUz5nwuHY9n4cbqGm55XN99f7gJ75fwaPLJtH57f02hSi/ysiWB3EoS+jtx4PScaxh0zR2Ox4bu5f84ETBxaiqZ4xsQ4iKXkvHHkNgE8Hs9AsRnnmsln6WwGbdwlWUP7fJsRgLM4lt17C/2NONae0jcLygM80oqEyohPf45ZhoBl3PcTiqKMTkHM66XooX/AUwftObieuQkhP4GabO3J/ndH9jU3740A2ArgXymlnbmHbd7i9pdcAeBlSukrDtetI4S8TQh5u6mpyeWQHjycHriN10LKWKzDcWMSwWUN2C1jsF30yULqW4oCPXkD1En4nq3vmVQ7ne6FzY4jK9R2DONk7ka1k3H6zFkFGjd9hXyB7yTfOXz2nOZ4Rk8AtWssWv82mg33qi3Yr17xGi6+/0VcveI17D0R07+3QsfPJPTEHGv3eVtSZuVZH8/jh3/8QI/L62qq88aopFCsW3ghWhOiPu6clTvwcXMC/7rpHVy/Zif2NiUgCJJeyTGqO+5vSSCdtvpM5rtmvvjJdw03sVkIdonkrY/XY07NUNO/W1JCvmHyws1zeKajO/Ga6zuayUhoimVwtC2JhrYkvv/0e3q8NiYyegIIdM1jt888x6QGCkDfBDgZdcOmhABRojjUnLSMo9FQjSgk1KIoFK2JDHiWYFNdLbZ/dzq23XkZrquptn2vUuAzfHgihutWv47Llm9HWhDQKYroSMs41pHWn4G5a1SF5sWXDLeOYdNP2BjPFPRS7Ivw1rFWeOqgPYfubN99FcCXKKW/oZT+BsCXs6/lRbZatxXABkrpUzanNAAYavh3NYBjLsZdBqASaq+iLSilayilkymlkysrKwsN6cHDaYXbeA3wDFbMm2SSCV8xbxIC2f43H0MsMuLLr5kAn3GCpNT2HGTp4Zo6aK60uVEd1Gk3zlgJ1NRBjePcP2cCtFtxM4abCh3n8Jm1PwqE2P/RIKTrO3FjSk8dvjeNVp8W7Rf0abFrQe9U+WnJ2mIUOn4moSfm2NzPe/uMUSAEuGnaCJPVxu0zR4NnCTYumoKll49CyG8foyDqArUkwFsS8ruefA9Lpo/SF49NCQEtKXubEruEKZ8Bdr74yXeNXBsC7b12HoaKQvVEpCmW0TcGnBLJ0iBv+vfJ7JS7eQ7PdLiNV40+riUsP/zjB9jXnNA3FG741Ru4Y+ZovHrPdFRG/GiMZWy/m1GVYYsoDMcQyJQ6zq/G31YUZVMiKooyFIUi6GMQ5BmMGRjB6pxx8m1G5Ca2giBBUSgOtSTQFEvjeEcac9fsxPQHt+Om37yJBVOHYfElwy1JWUtCQGcqY/sZSoKMabPAz/MQJGprJXHr4/VYMG1E3jlXg6TQflkB8taxVoQd5v6wv38xEnoC3a2flwJozf7/kkInZ5U/fw3gH5TSnzmc9gcA3yaEbIIqCNOh9QPmGfcWAP8MYCaltPf8BfLgoQdACFAS4vHowov0HjmeI7rtgo8nqCjy40dXnYeQj0VSkFFR5IeP70p40pKCB57bazI1f+C5vfjF3AsAAIIEPPtOA9bdfKFJKfMbXxylj5FPEEEDpcBvdxw0Xee3Ow7q5uluxtAWNbnnGBcmDCEI+VjTZw75WL0SyBLglzdMxLc37tZpRL+8YSKMrhkcx2C0jb2DkZ7l9L09lP3eGIfPY6zCFqr89ERlqDch9/NOO6cSlFqrzEser8fyayZgzMAIjrZn8D9/+gd+MHscNtXVQtbpZRTxjILyEI+UqKAy4jeNbUyMGtpSIERVH502MopFl47UY/25vx8HBXC4JWHqfStkATJ2QBG2LJ4KSVbAGd6Xb/E6yMaGwM7DMF/voJN4UntKNP37ZHbK3TyHfQW5/qVzaoZakvjFj9djwy1T8MgNF+gVudzvJujjQClFayINUaIQFQpZoeBZgsoInxO7wOxf7tB/2yeW1KI5Llqoj0NK/ehISTjUnMTD2/ajssiHDbdMQVKQkRFlsCwsFkGr5tegJEBs+6KHRQM43JLE0PIQlm5405ykbdiFTXW1lqRMkGR85eEd+MO3ppqeheIgg5aE+XnWEjQnKwlZobbPTC602LWNQa8C1K+QESnKQpzp+QEoMmLf3Qw4VehOEvg/AHYRQrZDpXBeCuDfC7znYqg9e38nhLyTfe0/AJwFAJTSVQD+D2pF8SOoFhELtTcTQl4BMBZAhBDSAOCblNK/AFgF4DCA17M7+U9RSv+rG5/Fg4dei5Sg4MfP7rGIoCybPR4IA4mMguXPfYg5NUMRAgtBVv+9bPZ4lGZ7pjmGoLLIvMisLPLpf0zTkoy2pJkO15aUkDEkIiEfg9ULarDYoEy3eoG5Whj2M7jry2PR0Kr+0fax6r+1HTs/x2DV/BpLn5HfsAioCPEO/lldVQ6ndaj2etDPYGh50LRgCfgYk3eiJCloz4g6F50CaM+IKGcYfVHCMQRN8QwWr6/X32dMWgMcg9/cPBlH29J6MjqkLIAAZ6WU5i5kNEqpj2NtlUztKkN9AbkJjKxQZBwqqsMrwkgaKGFNMQFLpo9CNOzDoJIAGDCoiLDoSMlgCcHPrp+Af9v8HnYfaQegfs/a7vEV46rQlhAxoNiP+VOHWVRh1+84iNWvHLL0vhktQNLprF1ELKP3+VFKQaFWjSVJAccxjpsdHEPAMARnV5j9DAkhON6RMvWD5usdtPOz03oCtWsZVXk/C7RKZ+6zale16e3ITdpLg7xtPAJAgGNxTpVakTP2BK69cTKKfSwSkoSWhIjmWAZ3PdnV+7xmQQ3Kwz59Efvh8Rh+eu35aE+JWLX9ACTZ3gD+d4tqMePBl3RWxYN/2Yt5v3oDv1ukxk9HIoNBJUF9gUwpEPIzaEvZUyk319VmN8zskzTFpk+xOMji7/fNRGdKASHqvCjKCmJpgrIQi3eXzQRHVCl/QJ1LRZnaPgNhHwueA+JpdYwTsTSKgwzCPr9p86wq4kenIOb1UvTQP8AyBCzL6EkfAeDnGYB6mwHdRXeSwCsB/AZAG4BPANxDKf003xsopa+igEJN1nPwWw7HLnF43esA9tBvISnUVgTl+1eOc3UcAIoCDtYMAfWPfcjHWhbGK+ZNQtBnoDWxLhKv1wAAIABJREFUQCTAWSqSxlwlI1LE0xLufeZ9fZxHvj4RxdkmfgUUfo6YKnh+jkAxtAXHBAlFAdZ0HY5VX49mF+MJQcZ9f9iDJdNH6YnvfX/Yg4e+PhFRqFUUO0GBoWVdC9iEIOBEp2A5x88SlHCqUimTrSi2JUT9fsvCvE5vVSjQkRRNn/fn152P0pzF969vqgHLsPrnkZWu5LosyOP2maMti+0yA7WvL0BTmgSoaQHNMQQft6dtF4yUUpPw0e4j7XpC/sKdl+H637yJ5ddMwAPP7UVTXKWrLb92Av7pZy+bKMLVZUF8/8pxmPerN7BpUa0tTW3dzRdi9SuH9CpkrjiG1uenxcufb5+G1qS1cnNONIxo0Ge7eI0GfZAkRZfJr4z4cfeXx5iSBa3al69CbOdnV8SzWDZ7PL5/5bgeUQflOMax0tnXkJu0O/mQHu9IZ5MYgoeyPazRsA9VRX4MLgmiMyMgJShoaE3pcwKg/m516+vxo6vOQ4BnUBzkTXPGL2+YCIXaV4+VLPVc6zu8d9Y4LF5fD4VSHGrqxKRhUcTSEmSFYu3LH2NLfQP+9m+XOZu6KxRJQYZCHapsOTtsmYwEhVJ80prBI9v2WYS9Vi+owfByvy7h/5ubalAa9kGmxFKh3LBoCgih+KTVOu8OLgXKgl2JIM+zKAbAlSOvl6KHvg+WARrarTFTXdr3NqRONbrz5KwD8EUA/wJgJIB3CCEv55q/9yf0drsED70T+aoKbo4DQCztvCtcHFQVRnMXxks37MLmulp9jGSGorEjje9sedeU8ATYELLuDpAUitt+t9s0zm2/262PI0oUCx9923KvxuukRQXzf/Vm3nNY4lChy37kRMb582rV0Xiec0qy5xBCIEqKJcnTegsFWdG/D22M72x5F5sM9wpQCBLFrVnqVXWZ6mmo6WG1pURbAY7uqEWe6chVmrxiXBU23DIFHEMQ9jOoLg9aFoxPLZ2KREaGrNhXFORs9eauJ7sWxtrvt7mu1kR53lxXC0qzSZRDr5uRktzQZu19y+3zKw76TbLlxvgZUhbCOVEzjVRLyo61p/Tv4d5Z4/QEUBtDq/YV8su087MbcpKWELngOKagwmRfgNb7qf2+VcV+LL9mgik513qBb92wC48uvMi08VZdFswm5ApEhSLkY21jLORTf9PcuPn2RnWOtPu9jX3MGr1Zq6hNHBZFRlJ0+v78qcMAqJtXTs8NxxAMLQ9CVmTLM6f2KRIcbUtCUih4loGPJchI6lx576xxFtr24vVqzGvf3RW/eBXP/+sXUVXsR5hnTc+AKFOkReo477YogimmeZ5FCc+ipO+HoIc8SDoIBG2uq0VZzzkC9Qu4/gtBKX2BEPISgAsBzACwBMB4AP02CfTg4XRAE4bJNXLXhGGKAgweXXghjrSm9GrV0PKgXuUD1OQstw9q7csf6/0bskJRGfGbet9WbT9gtn9QKP6251NL3+CN00bo52gLcyO0PhBtDKfdaeN17O7FeI4mDJO7SNMSX7fXKXSOolCsfeVj072sfeVj3JftcXT6vEZlT1Gmuqm9dvxWQ4LdH3oCc5Umn9/TiD3HY9iyeCo6UjJ2H2rFF0dX4t5Z4zCqMowjrSldDXHngSbb+F/78scA1O9KS1S03+/6NTsBdC16h5SF0BTL6Mlj7uL4sYUqJfmlu6aDYwhOdCT1iojR6mFzXS2OtCYwd+2bBeMnEOBskzKj4IoT7VCQZAwqCbrqHfRw8sjt/aQUtr3A3/vKWDS0pcDk8J2030xSKBhCkBRk2wQsKTjbRYR8DDbV1UIwJHWzLqjGM7saTGMwRFX0jGW6+gSb4hmsmDcJf3r3KBZdOhIKBZ58+xPbJK8y7EN7Wsr2BQZ0Gikh6t+aT1rTlvcMKPLpCWjuvVdG/KAANtwyBR0pEcue+QBX/OJVAGa/xMMtCSiUQlKcK5ToQ3Oeh56DpFBcX1ONqyZVQ6HqM/bMroY+LRB0quA6CSSEbAMQBvA6gFcAXEgpbcz/Lg8ePPQ0ZEU1SzfSI2VFhlaokBykkoyvhx3onuEs3dPPMfiPr461VPn8pt42givPH2IZw9hn1xNVywDHWChyy6+ZYOqzkylFMEcYJuhjIWepU26u4+YcTbUy19eQaL2HvH21JmBQByyULBSq+PQFOClNirLq4TewxA9KgR89uwc/vfZ8LHz0Lbx013Q8vG0/vvvPY/Cnd49iy2K1micpVKfIAep3VZKlzhr7NXP74rQ+utzF8WMLa1AW6arOaO8rD/AWCqh2bNOii1zFjx2MPaLtKdHxt7ejfPZ1/8jTCUNIOfYCa79X7tqzq8dXwYmOJEYPiGDDLVMgyhRrXjqAHR+3qLT4AGdLNV18yXA02NDXBxb7sLm+Qb/GowsvREZSdMN1Y5/g0g279A06liWYdf4QPPvuUf01H8egIqiKGpUzDBpjGVyzqmuczXW16EzJtlRprUqZG68Th5bi7i+PMd3Pw3Mn4kfP7rH4JWqVQH+e56YvzXkeeg5FARbTzx2AG9aa5+iigBcv3UV3yPzvARAAnAdgAoDzCCFeUd6Dh88ZGUnG97a+jwNNcTTFMjjQFMf3tr6vi7ZIkiojf+8z7+P6NTtx7zPvoymWgSRRwxj2dM9MNlOUKbWlNcrUXNGyG0OUu85hHKwbtIVr0MGKImgQl6GAhSJ315PvmcxEKQVWvPgRhGwmLMgKVrz4kb6QcyMp7cYWQ7FRrVS9EdXj5SGfRbJ99fwalBuECwp5HGnJiXGMvlbxcZKxV2OHoiwSxK7DLVg1vwZJQcYV46r0hfiDf9mLr04YjJaEqEv4L/j1m5iflbO/f84EEFD994v41Yre5rpaDIuqdg1NMdXbbsyAItxy6dkYXBLA5rpavHzXdIyqKna0c3CyehhaHgbPEdv4MVbg7WC0lli1/YDleTH+9hrlc0hZCJVFfi8BPEXIZCS0pAUoVJ1/+KyAlfF3uX/OBGytP4KV82sgKbL5N1swGZ1pEQxDwfO8Hqc3r3sTC6YNxx++PQ3DokEEfaytvc38qSNs40yQ1Orzq3fPwOa6WgR5Vhfm0s67Z2uXDQrLEPg5BiUBFkPLA7hx2gj4OAZ+jsGAiF/vETX2e75813S171OhefsIV86vwdb6IyYLoNtnnmOZq2/ftFv3SzQKE0WDPvAcgZ+3f24CPqZPzXkeeg4pBzpoSvDMArqL7tBBvwPoxu8LofYIDgTQN5pUPHjoJWAc+t90Y3SF2iZNxr60Qv58ouxQrZK7R5/MFLBUKPLxiEYU/G5RrU7rYFn1deMY9hS5rgk/4rcXuolkk7wQx2FAMTVJSvs4ghDXNQUGWQ4VOffCserrGhzprbSrn08TiNA+70Pb9uHHV0/Qe1siAXtF1Eg2WchVi+QYgqpI31rw2ylNrpxfgzUvHcAd/3QO6g82o2ZEBR7etg93XjEat80cjV2HW/Q+rZCP0yvQgLln9Yd//ADLZo/HprpaSLKMRKYrTt453I4b19WbBFcqi/xQFIqWhKBT+PLFtdMxSaD4x9F2U4zt2N+E8lAlinO2SzVRHFFWwLMMzslRB33q1mkQZaVgtc94315lsOeQkCS05NgzbFlSiw23TEEiIyES4EFA8YPZ4xH2MUiLCjZnf3eOYVASJGhPKVAUe4XPTXW1CPIMKAXeOtSMsYNLTSwGJ1EYSaE6nVKSFBzvTNmep/UJ+jgGA4oCYBjiaC+ixUtuv+fRtqSjoifPEIyM+rFs9ngQAj3mnSr8oyrDqAr7TcJEgQCHAQDiooSzyv0Wq4lcdVA7aPHPMhSKov6t0HoXjaJF3nPSt9Af/SJPFbpDB/02gEsA1EC1Z/gNVFqoBw8ePkf4OMa2/82X/YNXqA8PKOzP56SGxzDdo0/6OcY2YdXulRACjiFqzxyFLjduFD/wFbBUAIAQz9smcCFeTSY7MjK+tuJ1yxhPL70YlVmFUZ+PRbJTxieGXsqzyoMYUNRFMXH6XlgtAZdkW2XWZbO7eltECbaKqGLWkcOoFmlMEjWLgr4AO6VJP0ew4+MWfEs5G5ePG6RTfe7657G49XE14Xvga+fpi0V7OinF7TNHozLsQ0qW8EmrqL9XSzTXLpiERet3mewVjAvk1+6ZkTeu8x3724eNuPup903HZpw70HSfdqI4uRsYuQt0O+TzDfQWuCcHu0rDdat2YuuSqZAVFoA6x6g+k0B7UsKi9VZ7ju9fOc5xLk6JCgZE/BheWYwPj7Vj0rCongRR5I8zSVLQmso42s0kBVm1TgiqPqdNsYyjvYiT2FRVxI9jsbRtH+FHjZ0oiwT17+iVu2eAIQRHWlO29xP0cbbKtIGA+rokKUhkMigPM0hmKBIZio6U2ksd8LGoCFsTQi3+3zjQhBnjBqIjKVq8EcdmnwXvOelb+KzUew9WdGdFEQTwMwBjKaUzKaU/pJS+cIruy4MHDw5QFIoJQyLYXFer09wmDIno4iO8A92QN0yQheiRIZ8qPmM8vmLeJBM1MuIwRsRAsQz6iIVGtWp+DYI+9V460gJOdGQwN0uXmrtmJ050ZNCRFvQxGAJ7Sqlhvm9PS1j2zAfYc7wTn3aksed4J5Y98wHa02pmJUgyKiN+rF5Qg811tVi9oAaVEb9JbKUlIeCmdW9h4aNv4fo1O7Hw0bdw07q30JLoupegj8VDcy8w3ctDcy/QrTO0fr7c797Y25KRFCx89G3TdRY++rZOxc0VTWloU9UjVTuFvgNJUkyeemGOw6r5NeqmgKESwjJE//93P/U+3j/WqVcojFA3BgjGVEXg83GIpxUMLvWZnpPBpT6MG1wCANi6pBaCJONIWxLFAQ7/d8c0bK6rBcvANq6jQZ9u9ZB77Kn6Bly/ZidumzkaV4yr0o/Z0Xhzf187I/JFj71tijs7OPkGFnqfh8Jw2mSI+AmiEQ4RP4uioFrJS4kyioMcHrzmC/p5tz5ejzk1Q/VNIyOqy1SFT1mh4HkWY6siegIY4BhkRAWiLNvGmebJ2BjPQJAoCKxz46r5NRg3qAijK8J64vVZxKZ4nsXgooBOlX7prunYUleLZ99pwPBKM2X697sawLJAdXnQSmdekJ/Krm2KdCTT+LRTxKedaRxsTmDump24dPl2fG3FDuw9ETOJawFd8X/5uEEQJWtrgjZnes9J34Ob9g4P7tAdOujyU3kjHjx4cIeIn+geTMbd2ZHRLrqhnSdZxNCblMgoePadBltlz9IQkBYU/PKF/SZa4y9f2K+qYGYlmGMZBRxRTDSezlQGsYyiWyrE0woezqFHPrxtH5bNHo+SoGr/kE8pEwDSDpTSX2QppQCgKIqtYIuSbdYL+lhbcRmj76GbhVKRj0NxkDdV8YqDPIqy1UQ70+7cRKAQlcWJUpVrUdCb4SSwck40DIFKiKUVfac3V71z1fYD+Mmc86wVinmT8NiOg/h/k4ZizIAilAYZx+fkjX+fgca41dNveDSIOat24umlU23tHACYrB4YQvD7XQ346d/2A4AumrFs9ngL7cxIAf3doimQFUChKnVt2sgottR3qT4WWqAD/UNF9nRBqzQYFZT9HAOJAglBQZBncNgmtjYtughz176pUzITGXtz8xf2HMcV4wcBUJOtIWUh/dqKQtGeElASpBZKOJ8VmBKzc4GsUMvceO/v38cv5l5g8s77rGJTPM+iwiBqdbQtidWvHMLXa4frY11XU40vf2EQBJEixLMYMzCCTXW1ahWPZ1FRgMqubYpsrqvFvhNxALB4KtpVLbX4V5kfDjRtWd1o8p6TvoW0SFF/sBkbF9WCUgpCCF7YcxyVkcGn+9Z6HTyHzT6Ez+JbeOgnV56CO/FwKtGeck7gwgHVA/CRnMTrkWzipfUmSQrFm4faMWl4VD/nzUPtmFebTURcGM6HfQzakoxFRTHsM1tRFDK2d2P/YEcpNVI/JIXaCrZoyaSkUKx77aDpOuteO4j/vvoL+hiE2FNMjNTUpoSAhevespyjGYm7UXB0onBp9Fan47mmzb0ZTgIrm+tq9UryhlumqFXA1oQp4WuKZ0AI0SX05WwylhYlTBoexc//uhc/mD0eBPb9WFpMOB1raEth54FmTBoW1e+XMXz1mtXD4ZYELnngRdPnyu3b0mCkgNoZwq+YNwkA9ETQzQK9P6jIni5URfzYsGgKOpIiPjzejonZSl08raAoyCCWcvYpA7qUQ3/y5w/xyA0XGGwX1MXq5BEVqMhuDOX2h1aGfZAV1avVx7EYEOTRlhIRE0SISQGipiLMMmAICs6NgLvNqXwQBAltKREEXf3nWpKcqzLdXeq6tuklZf0Ute/TCLukTYt/hhBI1MEDkWUc51PvOem9yEgKnnn3UwwqC+t/z59591NcnkO991AYXhLowUMvQyFrBkmhaIqZqS5NMcGUWAV5+8qYZmXghnOfcjD53bJ4Ksqy53AMwRXjqjCnZqg+WW+tP6KPE+AY/Oesc3HHpnf0+3ho7gUm+4eKkM92N73CoLjpJKSgWQcoCrWtFFLDdxLyEdvrhHxdn9lNlc7OtNsIO1GUVQaqV6HjfQH5vNE+abNWWKpLVeGISIBBLK2gNSFg2TMf4L+vPg/tSdHyu7YlBBQ7eO4VEnh54GvnYXhlsWVzY0ipH7JCUOxj0ZwUbJ8RTcX0cEsCHENQGVYl+I0UUDtD+KVZw/Et9Q15F+hGgQueY/DYNy7Cjb958zMt7D04g+dZ8ITB4eYYhlcWmywPtHh0ip/qsiDWLbwQLXEh6yOYxsiKEASolbura4YgnlZwPJYBxwgoDjK4brXar2zXH7pqfg0ONnVi7OBSNMcypjl7zYIarFt4ob4xpV2bYxgcbUuaNqHGDCjC/90+DZKi9jxKCsXxjpSpwmgHQZBwuD2FZEal1i+/ZgJe2HNcVXHmWdy87k0LDVPbFHP1XWeTNI5R/RQB+37I3KRNS2xf2HMcM8YNtDADtDmTYYjnr9nHEORZ+3VDnjj2YA8vCfTgoZfByZpB24V246vnZLuw9dZp+hi2hvSGMfJ5vWmIBn22qp2aVDgF9Ilce/8dm97Bk0um6mP4/ZyJgqfR84x0J8ahiqcppsoFKoWASpF1qqCWZtlahQR1gMJKdBzHYExVxEL10nbO7URTjMf7Apy+x6SD9PemulrMXbMTK+fXwM8CSzfswsp5k1Ac4G0l8tfdfGHBjQynY9POqdQX/cZ72LioFjes3amLfiybPc60aaAt4HOTxzGVYVeG8DxL8No9MxzVC52EYP7w7YuREjzVw55EJiNBVBRMHBa1jQXNJ88ufn6/dBoaYxl894kuj9U1C2oQ4FnwLMUnrZJlPnz8mxdi+oMv2/aHLsnG//4TcQtNsm59PX759Yk6KyTkY9GaEDBn3Q5TjIwZUARBkBEXFIvq6cr5NRhbFdETQW3+IqB6n3JDq3rN3715GAsvHoHLxgxAOMAiJZw8dV3b9OpMZVBdHkQyI1mEz+ySNi2xrYj4wTIUYZ7V59RcdVDPX7NvQVao7brhicVTC7zTQy76zqrCg4d+gkI9ZTK1T/AM7g5Ii/b9RBlR3YlNCDIef/0w1t18IV648zKsu/lCPP76YSSELkpOIb87AGhLi7aL+ra0CMCd/YMkKfioJaF7bV2/Zic+aklAMpxDCEx+VVpFSGNyulFM1airi9fX4/o1O7F4fT2e39NoqqAGePuG9ADfJUV+qCWB9492oKEthfePduBQS8IkaqAoFB8153yeZvM5mlz7WdEwBpcG+1QCCMBRYCWfdYkWO2G/mkTdumGXY79PWlJQGrT/rUqDjOMxjnGOFe1amujHxfdvR3mI00Uzls0ebxvrTQnB5IuoGWwbodGB8/n/OQlcyAo838AehlbpdYoFzSfPTjyIgqAuZ2Oibn09DrckwRDWNkZ4Vk3AnDYI5CxV0u5YJMChNSFgf2McR1pTlmsveuxtNMUyaEkJkGV7GnRjPIPDLQkcbUviRCyFX738EY51pPHYjoOQqXrtiogPN00bgbuefA8zfvoSvrbidX3zzYjuUte1Ta+SUAADi3kMLA5gREUYm7K+nU8tneao5KmxLsrDAVQUBTCkLIRhNnOmnb+moqh+ukfbkmiKZSzCMx7OXAguNqA9uINXCfTgoZehUIVDcqIsKl0TZCELCIYhaE8J+Lg5oVfF2lNCTm8bsa0WarRUoPBk7caKwkkt00g5ohT47Q5zz99vdxzEstnj9c9T6DpuKLCSTOFjgUcXXgSGqObxsiLr/ontKQEnOtP6jr1WhS0N8SgPq3TOloSA3+86YunpvOXSs/PSSPsSAgFzdZdlCNbvOIgF00bkrbTm0jkZBlh384UI+Vi9n7QpnkHYx6I12aUOqlVcAz7Vv40QYHjU7E1WGmTQkpAd40DrDW1oU0U/AODi+7cDAF66a3rezZkhJQGd4qsZwhsrHW7ovhkHIZiMJ3DR45AUqm/sOMVjIi2Y4qckyCIQ4NCSEmx/p5CPLbiBp20Q2F0vKci2x460prDw0bd0caTKiB+VET+WTB+lz4WiokBWVCVep+tftny7nszeUDsc8371hjpHEfXa0YjfIuL1+OsHLRT6z0JdN3oUFgW69dbPBM9epXfDzbrBgzt4SaAHD70Mfgeqpj+781nIyw5QbSTsvAY1G4kAx+Dbl59TgA5K8ad3j9oK1GgoNFkXug/1OoUpR0GfvVl8MCtS4+Y6WpUvdwxtMQioi8Nv/rbe8nk0WmlKkG2rsJvranVVVQJq29OpuoP1H2gCK0fbkjqFcu6Us2x/gx37mwCYk/IrxlWhNSFaEu7KIj9+8ud/4N++NBqftFr7BUdWhqAowFce2mH7O762v8n2Hp7Z1SXa0p4STe8rRDHNpfgGeBZPLJkKUXJP99VEOSzJ6cn9DB5swDEEgkTR1Jm0jQWA4rtP/t2U+AwqUZMYJ8GepOC8waDFjyDaq4nGslTJ3Dnska9PxH/9cQ+ALmXln193AQRZMcX9inmTUFXkdzR/N25w3Pp4PTbcMgUNbSmwjOqFWBbmwTLWBHL1K4ew6NJRvY667lRVz+eb6OHMgZu/5x7cwUsCPXjoZVBAURLkTNUonlVfB9SEyG4hETSodhICVER8JquDiohPp09Kin3fobFXrzTIYNYF1aZkRqPbaSg0WfMcQUWR33wfRX7wXGE1TSPlSFaIrWT0wPOrs59X7ZcxXifkY03KnxnJXnY6el6X7LTsQD/UqLaFjqvXUfL2dPY3GKsjjZ0CDjfHdTVFjiHYdbgFdz/1vh5fiYxaLfn+leMw71dv2Cbcz+9pxJyaodhaf8RSHf7B7PEAdVAglBU8/OIBPJVjEfHXD47jp3/br9/DI9v2AeiiAVZm+5XsnjvtmLHa8VmgUZ5zk1rirXt6HBUhH1rSAniex6GmTlM8tsTTuG3j+7h31jiMHVgEAiAaZnG8I6V7/a1ZUKPTMrUqk59joFDZNkZKgwze/cFMcIyq/rzhlingGIKgj8H3tv4dy2aPR9DHoNjP6fYLPMtg6YZd2H2kXb/vhrYUBpUEMHftTsv8svbGySgJcXk3OLTztWRVVigUCqx48SN87yvn2s7DFASDSz+H8l0PwrNX6d3gOYJozvolGvGZ1g0e3MFLAj146GXgGQKJU+XBZUrBEwKWhZ5YhVgOg0uRQ4NjEGK7HneWIQj5WZxdFYFMKVhCwDBUp905V9+6spmONEVFhDNdh2EoOtIU4eyaoCzI2yZ5ZVk6nawQvLavEZePG2RKvK7MJm+AO7XMaNiHS8cMwIHGuH6dS8cM0MUENFNyIzSTcuN1Jo+owA1rdzpeJ8Db7/Jr1cJCxwHnnk65H/akSJJiqo60p0Q8/OIBnOjMYPq5A1B/sBmXjxuEl+6aDo4hKAoy2PdpEhtumeLoDSZn5eJXbT+A7/7zGFPStPyaCeAYApZxkI1nGTy99GKTcEQmI+FL4wdhxrkDdVGiZbPH4/tXjjMpgALAmEqzgJHx2MmiEOXZQ8/B7+cQhcqIKA9FdU/Ilnga5ZEAfjH3ArAMQZGfAWFg8aNct/BCbF0yDZKi6EIkgFqBGhmiFpErQgAwkq2v5U/mfAGxtIzysDnRaopl0BTPmF6rLgtCgf380pkS8fcjbfin8QMs3q6az6U2Bp9lmzz59if4xiUjcNvM0fjJn/9h2YTorSqbnr1K70YiI6M1nsHoARE9jo+0JhDkWZSHC7/fQxe8JNCDh14GQaI43Jy0VNdGVqizX1yUcKwjbaFyDi4J6IbXsgJ80pKyjDGqMgLAWW3TWHWoivh17zNj0jR2QJF+js/HYVhpECGetV0YR8M+TBlVaUq8chcWbtUyM5JiogauvXGyfoxhGKx48SPMqRmKEFgIsoIVL36EH189oVvXKQ/6bBPS8qzaaUXYbytHXhHuSiT7gw+gG2jeeYNL/Xp1YtX2A1g9vwbFQR5fz8bEfc9+CED9jjYuqsU1q15HdZnqzWibcHOs/hs8+Je9+NFV5+GsaAhNsQyK/Gy2cmPvmzaoxNxXIggS9jVbTe3HVIZtkzufj8OQHkr6clEV8dtSnvuSdciZBL+fA6VAi6jaI1QV+0EY1mIXMSLqt4itLFz3FjbX1ZpM4AHoVMOcfA5H25IAnL0rc33/AOcYdtqISgqyWlF/8QBWza9BZcSHEj+P1mRXH6L2mfwcweCSAG6cNgIEBEPL/Fg2ezwIUTcXKQB/L1bZPFnfRA+nF0UBFuGAz6LEXBTwkvjughh3wvsyJk+eTN9+++0eHfOzmLOfaeiuWXxv/8wuP+9p/6uWL14b2pIm2XJA/SO/qa4W1WUhU4+V8bhxUVJojGPtSRxsTlqoZyMqQhhc2rWw0YyOT6YfpJClghs0xTK4esVrls+j9Xj0lBBAUyyD7z/9nsX38MdXT9AXeIU+j9E4PDd5PolemjM6Zu1wrD2F61a/jg23TMEfdh/FVZOqQSkFzxKIsiqh5KU5AAAgAElEQVRUkYuX7pquv/7Gv1+Oj5sTthsZFRE/muIZpERVtCclSGiOC6guD2JYaRA+H+cq7tw8S58nRFFWnzeDtUg+j7czGL0iXo+1p0CIAgYMJIU6xsK3N+420TIBNVaHRd2VJQ63JADAMeYHFwdsf2e7GAZgO9cNKPbbWon0oZjqFj7D351eEbP9AWfavHyGwlW8epVADx56GZxkyzWJ60IKdG7GcEs9O9k+J6CwubobFOrx0DylTtYrSpBkPL+nEc/vaTS9vmx2Vy9Joc/TH3wA3UCjHHMMweb6Bp2S9to9MxwFhbQezuqyINKSggee22uK0Qee24uH5l4AhiFgCMF8Q8+g9r6nl16MSh/nKu7cPEufJ3ie9RY5nyNEWdETs5fumu4YC7fPPAcLH31Lf90o9uIGhYSFnJIypxh2nOtsctL+GlM98XfHw+nBmTYv92Z4SaAHD70MPs6eTshzmhKmw3GmK8kIOvauqYuNyrAP9101HrKs9h0OLg3iC1eNR0Xw9NBlCu1Wu+nxcPNHv9DucE/1kvRE8tzb0eWdR7FlSa0eawBQHLQXN3pmVwMemTsBk4ZFAQBN8QwWr6/Xx1x8yXCwDMHhloRq/D4yii31ZtGL7og/uLEN8dB3wbMMFl8yHNdMPitvLAyvCFsoldGcuVJjTfg5grSo2pSwhEBSKGSFojjI2sZ87jgaMhkJHYIEjgFSgmLqMQwEOC/B8dBn4c3LPQcvCfTgoZch4idYvaAGiw3qc6sX1CDiVyfAqiIHIRXDoqAi4sfaBZOxaL2BMrRgMiqy/UWEELTERavSYci8sHBDqdEWP6KsgLepehVK8ERRxoeNccu9jK2K6OdFwz489o2LcLglqQvDDIuGutXj4YYy6vWS9Bw0wZ+/fvApakZUWH7fXB+/sJ/B/KlnoaE9g+vX7MS0kVGsmDcJf3r3qLpIZwl4lsFjOw5i9SuH9F5YAHoi2N2EvTLsy6v46aFvozzA44apwyFKFAEH1WWeIyAAti6ZinRW6KgkyIBlrRTwtw82o2ZEBR7Ztg9LZ5xtspSpLgviiSW1FtEYrY/biExGwpGOFFgGiGcUyz2dEw3bvs+Dh76AUodNQqMyuQd38GYJDx56GZIZCj9HTBYRgIJkhqIooFa8BpX6LeqgxuSMYQjGDHSmRzbGM3j2nQaLB2D5tBE6dchN0iRJCg61JnCkNaUnZ8lyCcPLw+A4xlWC1xjPOAomGO8lKcgmYZhV82ugKNQ15dONd1RP0Uo9dNFiy0K8qb+jMuJHcyyD4gAHUaZY89IB7Pi4BWsX1KA87NNjYUt9AyYPK8U1F56FBkN8zZk8FG1JCVvqG7B0wy48uvAibKlv+EwJu8/H5VX8FAQJTQnhlKiBeji9yGQkxEQJHUlRF9l6ZO4Ey7zaGhfx5NufYNYF1Xhk2z48v6fRMo81xjNY8ng9Ni6qxQ1rd+LeWePQZvC4BNT55tpVO/H00osxKOxDS0JAS0qAT5Qtc0xzUsCR1hTOrorg1sffsp8bHZJAL2Y99Ha0pxSEebMCekYU1dd7l1vJaYf35Hvw0AvRFBMsghhFftV2IZYRcKzdKjWu7lB3VfLy0SN5ltgamvOG3e3mRMY2aXpq6TRUFakzcWtSQFMsYzH0Lg7wqCoOuErw3PD/tUWWcZwlj9djy+KprmmXgiSjMuI39Zit2n7AQh/0ekl6DhzHmH7fiUNLLbYOWjVv0fp6bKqrNcXClFEVONaessTXty4/G1vqG9DQlgLPErx2zwz4OQaCpOBIWxIcQxDyMUiJtGA/ppPipyBI2NvkXjnUQ+9Cc1IABUyenrdteg9XjKvCHTNHY7Hhd18xbxKefacBc2qG4vk9jWrCuG2f3kNNoW5uKFkf0dKsRY59X7Zi2VxTzej9KAv51X5XBhhaHnT0JXXqjfJi1kNfQMjHoDUJ3LjOrA5aFvEqgd3FKX3qCSFDATwGYCAABcAaSulDOecQAA8B+CqAJICbKaW7sseeA1AL4FVK6SzDe0YA2ASgHMAuAAsopcKp/CwePJwpEBWqJ4BAl0n2pqzZeDwtOyZWJS7b0ETZ3izeaGieFu2TprSo6OcIsoJ1r5kFZta9ljXshprgTRsZxaJLR+oVx7Uvf2xaxLjh/zv7GnbdSyFaatDH4u4vj7Ek10Ff31fKO50w/r5Lpo/SE0CgK+4e+8ZFmDluAGSF4s3vXw5RovoO8LrXDlqehd8tUuNUi5Own8GRNuvGyKGmToyoLP5MyqxNCcF5A8NbUPdqSJKiz0G588qcmqF6AjhxaCmWTB8FQVIwb+oIcAzw5zsuwbpXD+Ker45B2tCrt+bGSZAUNSbbUyLKQz6su/lChHysPnc2xTOQKSyba0ser8ePrjoPA4sDGFEeQktcRFMsg7OrIt3qjfJi1kNfQFJQ8Mi2faZ1hbbp0g81jk4Kp/qplwDcSSndRQgpAlBPCPkrpXSP4ZyvADgn+98UACuz/wsAywGEACzOGfd+AD+nlG4ihKwC8M3s+zx46PNQFGqbfBnVQQslVoXgpvrmZxnbpMlvqBYyBPjmF0fizife1c/56bXnQzsl7GNxy6Uj0NDWRee75dIRCBsSr0DWuDjX9zBgWLQX8t5zY8sgOSTXTy2d5vp789B9BPiu/o7SIG8bd4QAP3p2D26fMQrnDik1JXOrF9TgB7PH64bez+xqgKxQ3bQ7kZEgKSyaYxlURvxoaEvpi99NdbWYu2ZntyrGGjyFur6LxngGHKNaleTOK9GwT08Ac6vW/3vDJPzvi/vx4LVfwOFW66ZDdZnqifnsOw2Ydf4QfGdLVwX7iSVToCgEoqxg46JaPLOrSzFXmx8XrX8bm+tqseTxelRG/PjZ9RO6JSbjxayHvgBCgDv+aTQaOzMAAB/L4I5/Gm3yMfbgDqc0CaSUHgdwPPv/Y4SQfwAYAsCYBF4F4DGqGhbuJISUEkIGUUqPU0q3EUKmG8fMVg4vB3BD9qXfArgPXhLooZ/AzzkkX9lkJuxjMX/qMAuVM5xT0con6uKm+qZQ2CZNTyyeqp9DQPQEUDvnzife1c9RKNASFyx0vlLDIoYwBGE/a+qBJISCGO5FExmxiOFkhW7c0EVFyb6aKEoKPJw6pEUF9QebsXFRLRhiL5N/qDmJhrYUpp1TafK3rIz40ZkSTSJJK+fXoCTIYuuSqfi0M4NvbezaPLh/zgQ8+Je92H2kHQ1tKcgKxU+vPR8Kpd3qHwU8hbq+DFFWEODUeWdTXS0ESdH7oiuL/KguC9pWrb+1cRfunTUOsbTiWHEbXOLHjdNGmPpgb58xCs1xyZLMAcBP/7Zfrx5qCZu2kfFvm9/DT+ach011tZALiMkA7mLW6xn0cKaDYxh0pkTLuqEy4rVpdBef25NNCBkOYCKAN3IODQFwxPDvhuxrxx2GigJop5RKOefbXbMOQB0AnHXWWQXvsbcboXvo3XAbr04VK42qmZGUglTOQqIuPEtsq2/GnkDFoR9FoV27yk40TVFREytBVvJSWwGg2M+jNSHgSGuX8ufQ8iCKsz2QgNpbNqYqYmoUN9I9JRd00Z6yf+hP6O4ca4eqiB81Iypww9qduH3GKGtlY94k/OCZDwBY/S2XTB9liR9tsQ1ATwC1Y/dsfQ/3zhqHxevrUV0WBMsQXL9mp62oUSF4yqG9D27jtTzMojUp40QsbZoDV86vwfH2JFbMmwTBYdNo7MCivBW3eEYGxxDT8dzNDS2ONy6qxeb6Bn3zQkvYtHlq95F2/PMvXi1olK1R4UMOCqdazHo9g2ceemKO7Wtws27w4A6fy1NNCIkA2ArgXymlnbmHbd6Sj5vg+nxK6RoAawBg8uTJHt/BwxkNt/HqZPQud8MsvpASpihT/OndoxZ10BunjdDHcOvNZ3cOk+VtFDKtB4C2lIib171lGcOo2qkoFB81JxyTWifzcdaw4C8L8rbVxLJgV7LpwYyemGN5nsVYQwJfGmKxua4WxzvSaEkIiGckNMUzmDi01FLJcKKPSgoFIfbCG6VBXl/cNrQm9NdzlWALoZByqIczD27jtTOlQJSsfdG3Pl6PdTdfiLUvf4xvzzzHdk758NMYzhtcnLfiljt3Os2DlFI8eO35uP/PH6IpnsHaBZMR9tsnckGffU9rLhU+V+HUGLNez+CZB28da0WhNZAH9zjlTzUhhIeaAG6glD5lc0oDgKGGf1cDOJZnyGYApYQQLlsNLHS+Bw99Ck79b3y2/80V5UeSbSdRTQnTjTqoG888niFYfs0EC3WVz94LzxJcMa4Kc2qG6v2NW+uPgGPd3ytQOKnlGIL750ww9e/cP2eC6TtpS4l4OKfZ/OFt+/Djqyd4aqCnGDzPmuw+2pNJXLPqdQCqYugvb5iIlCDjh3/8wPQ7JgXZMdZ5zv45GVIWxKa6Wuw+3IKxg0r1Y7kx5QZOyqFnAtx4eHqwh9pfar+JwDIE+xvjONaewvpvXoRDzUk8vG0/muIZvWJ3z5dH2yZqIT+DMMeB41jT3Om0ScUQgqIAhxXzJoJlGFRE/GhJCDp9mlIKQghe2HMcA8+vtv0suVT42za9h+qyoG0frNcz6KE3gGfs1w28N791G6daHZQA+DWAf1BKf+Zw2h8AfJsQsgmqIExHtpfQFpRSSgh5EcA1UBVCbwLwTM/euQcPZy4YAtvESpv/Qn57IZWQv2unuFAVz00l0I1nHs8xCPlY/Oiq83QqZ8jHgs/SNP0cg9suPwe3GilX8ybp/Y1u7hUonCgyDIPf7jCrlP52x0H8+OoJpjGe39OI5/c0msZZNrt7iYGHk4OSrVAYKW/xtITvPfV3NLSl0BQTcO+scYiGfTirPGSp3q6cX4OKkA88z1o2Ke6fMwG3bdyN3UfaAQAv3HmZft2+RP114+HpwRlOojDVZUGEfCz+c9a5uGPTOybGQCwt4oHn1H7TuWvfxKZFF5kqbkVBBgGG06tuxrmzyMH8+ve7GrC5vsFUoY6GfZgyqhI3rN1p+m2d/C/dKCcbP7fX5+rhTEfYz+C2maMtz0vY71lEdBenegvzYgALAPydEPJO9rX/AHAWAFBKVwH4P6j2EB9BtYhYqL2ZEPIKgLEAIoSQBgDfpJT+BcA9ADYRQv4bwG6oiaYHD/0CGUnBA8/tNSU0Dzy3Fw99/QIAQEnAj3hINgmp+DmCkkBXNatQFS/AM5iVUwlcOW8SArx5ki3kmVca9KHdL6I1IeqvFfl5XfhFVqAngECWfrRhF566tUuR003FsVCiGA378L2vnIvDLUn1fJbB975ybrfG8NDzyLXtqAjx2NeUwNsHm7HhliloimXQkhBQFOiife4+0o7F6+sBqElcazxlWmxHgz74/eaFdkqQcKApoYvCAOpvqxU4PouR/JmMQpVxD/kRDfpwgmawYt4k/PKF/ZhTMxTRsA+VRX60xAU9AQTMFg5abAHAd5/8OzbX1YJjCCSFIpZSEIwYlJNz5s6zyrvMr0lW5VZTBzVWqN1svhlRSDnZCK/P1UNvQCxjL7y0qa4WJZ5FRLdwqtVBX4V9D5/xHArgWw7HLnF4/WMAF530DXrw0AvBMgSVReY/ypVFPrDZPjtFochICo60pkxCKkb1Q4YhOLsibBFS0Y4X+3lLIslzxCTG4gaKQsFxBEPLQ/o4HEf0e3EUjjHsUrtZ9LhJFDOSYlITW3vjZNN13YzhoedgZ9uxqa4WD2/bh5umjcC8X72hv77hlim2C1mFAmWRIB7bcRCrXznkKGTBMAQjK8P6c6NVbyoiPF67ZwaCPhaSQnG8I2WJr9xENRrk0ZwUTM8Nz59ZGwVuKNQenBEIcBgAoMjPWozhf/uNi2y/27Orwnjtnhl6XPAcQVpUcMPaN0wJ1diqiG28CBLBvhNxfY7SYLcRVWjzzYhCyslGeH2uHnoD3GgJeHAH78n24KGXIcDbUyG0Kl1jPGMrpGLsAZEkBXsb446+ee1pCfOyixfjGE8vvRiV3VjwtiYFHM0qdxmpqwGORVVxoGB/o4ZCi55CiaKbykh3d9g9nBzsbDsEScGcmqEW6f0f/2mPLe2zNMjhibcOY/Urh/RzNSGLQRxroUSunl+DH/7LeFB0qccWB5ypk4pCTYnqfbPGomZEheXZc1rYny54Ve2TR2taxN5PY6akrKEthU9ako4bEl83UDRXzq/BoaZOe5EVGxXPaNiHYdGQhep/shtRHMdg7IAibFk8FZKsgGMZk3JyLs7kPlcPHgC1jcR+fvPooN2F94158NDLkBbtqRBpUa2euekBcfLNa4yr5qs9VUlwknIWDPey/JoJqC5Tk1MtSfws0BLFIWUhVBb5Tcmb28+TbwwPPQu7OJUVqptxG/H8nkZEIz5sWTwVL981HVsWT8W5A4qQEGQ9AdSgCVnYJf6LH68Hx7IYXBrUF8FOGwQtCcHynFw+bpDts6c9N2cKtKq28bnyqtrdgygrCPlYSyw+vG0/Vs6bZPpuV8+vwY//tMcSFxOHRU3vzSeywjAEw6NhjBlYhM11tXj57hl4aum0Hunj5DgGg0uDOCsaNsW+Bw+9EQT26wbvr3X34W33ePDQy1BIwc1ND0ihRLGnKgmFaBspUbbvb5x7QbeuUwg9WRnpCdVFT7nRPk6ffPsT3FA73L7SolBLBSWfkEXGZeIvSDKmjYxi0aUjdRGktS9/DEGSLc+akzfmmaae6FW1Tx48y9hWHJriGX1D4khrEkPKgiAEFkGphjZVsv66mmrsb4xjyfRRiIZ94BhiouYbwTAE5WE/ED7lH8+Dh16LtIMuwi96eN3QH+AlgR489DIUolBWRfx4aulUCBKFrFCwDIGPIygP+guOoSWKZUHedoxcz7zcfqlcmlGQt0++AlnqHM8ytv2NdqIFJ4Oe8gDsCdVFT7lRhV2v0uwLqlEaZC2vL79mAoI+c8KeTksAgA23TAHHEEQCDK58eIcuZNGaEgt6QwJA2M9i/tRhFjuUsJ9FUlBMYzCk96gndqdvzIMVVRG/rRLzqvk1CPIMJIXgzifexcZFtSAUjhYPC6YOA88RUEXB0PIgOlIKjrQldRGjQMBbhnnw0B1wDEFTPKMLhAFn7jx8psPjBHjw0MvAEXsqBJed/xRFQWOngLlrduKy5dsxd81ONHYKUJQuCqa2ADeOYRQLSEoiTuSMcaJTQFLqUvnUhD2uW/06Llu+Hdetfh0fnohBkrquUxHxY+2CHFragsmoyF6nMuzDbTNH40fP7sH1a3biR8/uwW0zR/e4Gp3RA3BzXS3unTUOD2/bh7aUWPjNBuSjDn6eY/QFGHuVXr5rOp66dRqqivwQZaAkyOPRhRfhxTsvw8+vuwADigO6oiygJoD7WxK4Phuf16/ZiU9aM/jLHdN0URi3lKGkoFhMwZdu2IWkoFiekxf2HMfKnOdmpYPIhofeDY5jTErMz93xRWxcVKtvDpQGOKy9cTJe2HMcLAvbuPj9rgbcumEXIn4eQ8qDONiSMcXs/paEvpnhwYMHdyjOWqrkPm/FQS+l6S68LSgPHnoZUgWoEM0Jwbbfb0tdLQZnG/4LiQXEUrJt79PmuloUB9T7cOorNArQMAzBmIHOtLT2tGR7ne4K0BRCT3kA9kSvpKfc2AWtV0mrjv78r3tx07QRujBMdVkQqxfU4KyykKlK2pISHONzSJka424pQ/mo0XbPSTTIW1R1zyRRGA89B55l0BTPYNueE5g/dRhuMQi/rJpfgzFVEVRE/GAZiiGlfkeLBzlrEeEYs1410IMH1+hMKag/2IyNi2pBqfq8vbDnOMpDg1AUON1317vgzTwePPQyFKJCiA59eGJO35K2ALdDob5DoHsmxE4QJBmVEb9pob5q+4EeT4h6qifQzTiF+v085UYrtOrovbPGWZRBF69XNwVKAxwEWUR7Sskbn6IoozGeAeuSMlSIGm33nAzxe386+wO0SnCAZ3HzujfzbngBwDExhXm/2mlLF3YzpwJqlTsuSpAVClFR6fg+lkFF2OdtNnjwAHV9ct+zH+K+Zz80vT7j3IGn6Y56L7zaqQcPvQx+jsGKHHW6FfMmwZ+t4rFZsQwj7Hqh8oFzGMO4gPZlF8+55xjtHbQKz9UrXsPF97+Iq1e8hr0nYrowTNDH4u4vjzHRQe/+8hhL/5eiUDTFMjjalkRTLGPrB5TvnBI/a0sfKfF3b1FVSHWx0OftyXvpS9Cqo6VB3nahnJFkCLKIj7N0ug8/jTnG54eNcVy/Zidu27jbQge1M74uRI320H+hVYL5/8/e28fJUdx3/p/q7ul5Wj3srnYxaIV4CA8hjgDNYgNOfBjOBNvEvpxkYlsLNk4EEn7kHIzj3O9n55L7/Yxlh9hgtKAEMAjbYMlJHNvn2IdN8AVfglaAcsEIAkhowZZWuyuknZ2dme6u+2OmevuhuqdnpmdnZvf7fr300k53dXVV9be+1TVT9f2oLNIXXjJb2l71zVF86tycgcOzRUzNlvDS0by9HP+9d/8c+4/MoFxeeqsFCMJLIqAvJWhPYN3Q15kE0WWoCrAik/AJuYu5l64qvmAG2zaug15HsJWeZGXNvVcPrSc5n4eeYPL7JBzL9mro8xkWl0pIfOemS+08ogRSqZVmIl/CHdU9geIXxzsefR6f+93fqEsTKw49wrjKspgQv44eCwjmwgAccyynG33sRdy2YZ1r2WhFN1DB799TSTM+XcAXf7gff/aeN+KMgSzKJoeuMSiKux/Uq6NGLC00TYkUcVmkPfekZfayUNPiODFXhp4A9ITcp/Y79rpOFkooGxyvTs/59Am3hGgMEsRSIqHJ33ES5LPrZmm+cRBEF3N8zsR3n3oV71k/BM45tOr+k3dfuBq9WQDgGFiWxJ+9543I6CpmS2Z1AuL+9Sxs2eKxgolfvHoM37rhYjs66BMvTGBFahVWVN9B5kryPVd3fuBCO8R5rf1vZUO+pLTsCC4TZWIVZbIp2xP4J+86r+72D4u6GGW/X5xlWSyIX1hv//F+3+Rux3XDWJ5WMJWfb9unDh3Dl/6hYnvnvmEZNIVhZVrBdMHCQE/Sle76+5/ETz71H/Af/+IfMdSb9i3hA8KXRhOELJJt0K/FmqbYSzwv//I/AgB+fPNbYZgGTu9Pu/aTrkwrruighsWhMEj1CTtRioQg2sFsaWGkpZYCNAkkiC5DUxgeHpsPOgBUvpX+z7khAEDZ5Pj2k69g4/Cptu7Zt598BddderqdvtYvZ7qq4Ks/fRGf/s7/cd3jt88etD8nNEW658r5bVyt/W8JiQ6XN48oE6taacL05OIkyn6/hSpLNyF+Yf3vv7cOlmXhkRsvAeccuqZiWULFC5N59GUSrnZ76tAx/Nn3nsXDN1yM37/nf7u+Ef7iD/fjqUPHAFTa1qy+PNe7Z5UggPp/LdYUBo552QhVYfj0rmfxR79zjusLjtGRHM47OWl/+aYpDGWTY7Zkko8giACC4iLUs+WFqEC/nRJEl7EyreD+6y/CfR+6CA/fcDHu+9BFuP/6i7AyPa8TePUFQ7j+/idx+Zf/Edff/ySuvmDI9a11LZkCsdTTG17fudRTU+RpnC8qtfbQRclDTKyceCdWtdIM9iQjhfaPsvcwjFr1racsSwHR3kdPzOGXrxcwWzJg8kobre7NYGBZ0o4EOjkzJ22344Wibznxx684y05z16b12PH4S/bnuDUoicVJuWzi1elZHJzM49XpWXDOccrKNE7tz+KUlenQ5cIDWR26xmx7NS2Oj19xli/o0ZadYy5pmP60joTGsLo35fOLtE+VICqsCJCIWEESEXVDvwQSRJeRL3HomoI1fRl7T6CuMeRLHNkUkEioOHewJzSMfa2onFGWehYClmQ40ygKw1kDPXjkxktcgvLim+8oeYiJlfdXS+fEqlaaKG0Sh4h7rT2DUcuyFBDt/bd7D+Fd56+2tfrEC++5Jy2zl9aNTxfw7q/9HN/9yCWudlueVvCbn3/Ule/4dAFnDmTxj7dcBlVhePCJl/HI2LjvRbpWFNdGEJFJl/JzXQyUyyaeOzLj2r933/UXYbAngZmiVfP56rqGlQD0XoaHb7gYCZVBUzM1VzSkUhpOAjBTNrAilcC3brgYlsWRoOigBGEzW+I4tS/pGgt6Ugpmyxw9JBFRFzQJJIguQ2EMx2bLrpfmuzatxykr5r1fIqGGBhAQUTm9G6tFVE5dU6XLLby/vtVKY1kcL0zMBC87jZBHlIlV1MlXWJtE2XsYhbA9g1HLshQQ7X3fhy7C9fc/GRh+37l89t1f+zmAio08fMPFOF6wpMvmVIVhdW8GhmHhg285A5suPs21hC+OCb8X2cRh+0gO5w720Mt7l3FkpujS9BvoSUJTgFemi5Gfr65r0HUN+eIs/vP2n+Mvf/+CSNIwqZTm2idIEIQbXWN4ZcrfF9f00i/l9UK/nRJEl1E0LHsCCFRemm96aC+KRvS9TkFROUXggSjLGqOkqbXsNEoewPzESiwRlL2oR0kTBom4LyyivVUlPPx+f1qXLv3pT+tYlZGfW5WpLjeuBnzxLuGrZZeN4J04CDHwIzPFhvMk2oNX02/LZWdCU9SGnq+w33ser0S0dfm6a3M+X0cQRDj5oiXti/ki7feuF/q6iSC6jKiiw2HUisoZ169vtSZWUfJYKEjEfWER7W1aPDT8fiql4az+rGvpT39at38tOXuV+9yqjI5kDTH3Vkz44+iXRGfgDd60Mp2AyRt7vsJ+P/e7vwHGgIdvuBhWNejRQE/9X1YRxFKHfG180C+BBNFlJCKItNciSrCVOH59i+s+C0HUXyWJeBDtvWvPK7hr0/rQIBiplIbVvRms7c9idW/GtVwumXSfqzUBBKLZZb1EEQMnugNv8KbZkgmVNf58hf2esjKD1b0ZrOnL4qTlKZoAEkQDkK+ND5oEEkSXITSrmokct1ATnm6aWDl/lfynW9+Gv7npLU3tEXXXnwsAACAASURBVCPCEe39h2/9NZyyIoWHb7gYj99yGR658RI7KEyraIVdUtTXxYMzeNM/3nIZzjt5GTQV9HwJogMYyMq3AQx04HtFp0PLQQmiy6hXs0rGQi3D7KTlnlGIEtSFiI92tXcr7JKivi4uvMGbLIsjo6v0fAmizei6hnMG3NsABrI6dJ2mNPVCLUYQXYgIeNEMC/UCThMrohNphV1S1NfFi6IwrEgnsaI5t0sQRAzouobVNOlrGloOShAEQRAEQRAEsYSgSSBBEARBEARBEMQSgiaBBEEQBEEQBEEQS4iWTgIZY2sYYz9ljP2CMfZvjLFPSNIwxthXGWP/zhjbxxhb7zj3QcbYC9V/H3Qcfz9j7F+r6X/IGFvVynoQBEEQBEEQBEEsFlr9S6AB4FOc818HcDGAjzDGzvOkeQeAs6r/bgCwHQAYY30APgfgzQDeBOBzjLFexpgG4CsA3sY5XwdgH4CPtrgeBEEQBEEQBEEQiwLGOV+4mzH2dwDu5Jz/2HHsbgCPcc6/Wf28H8Bl4h/n/EZnOgC7ALwGYBjAK6hMGvdyzu+pce8JAAfjrVEoqwAcXcD7RaHTytSp5TnKOb+qnQWp2msendU+YXTaswxjMZa1U2x2IX2sl056rlQWOZ3mY6PYaye1Xy2orK1hFYDnOthmu6kt42Yp1x0Irn8kH7tg8VUZY6cBuBDAP3tOrQZwyPF5vHpMepxzXmaMbQXwr6i8JL8A4CMB97wBlV8XAeBPak0U44QxtodzPrxQ94tCp5WJyuO7v8teAdzQSe0TRrvbrh6orPHRTh8rKUvHtBWVRU67y9KIvba7zPVAZW0N1bK2ZQIYxWa7qS3jZinXHWi+/gsyCWSM9QDYDeCTnPPj3tOSS3jQccZYAsBWVCaULwG4A8AfA/hzX+JKZ2nbSwlB1IPXXqvOnyA6FvKxRDdB9kp0G2SzRCtpeXTQ6qRtN4CHOOffkSQZB7DG8XkIleWeQccvAADO+Yu8spb1EQCXtqDoBEEQBEEQBEEQi45WRwdlAP4awC84538RkOy7AK6rRgm9GMDrnPNfAvgHAFdWg8H0AriyeuxVAOcxxgaq178dwC9aWY8G6cRvbjqtTFSecDqtPGFQWVtDN5W13XRSW1FZ5HRSWaLSTWWmsraGTi9rp5evlSzlugNN1r+lgWEYY78F4Geo7N+zqoc/C+BUAOCcj1YnincCuArALIDrOed7qtd/uJoeAP475/y+6vEtAD4BoIzKJtkPcc4nW1YRgiAIgiAIgiCIRcKCRgclCIIgCIIgCIIg2kvL9wQSBEEQBEEQBEEQnQNNAgmCIAiCIAiCIJYQNAkkCIIgCIIgCIJYQtAkkCAIgiAIgiAIYglBk0CCIAiCIAiCIIglBE0CCYIgCIIgCIIglhA0CSQIgiAIgiAIglhC0CSQIAiCIAiCIAhiCUGTQIIgCIIgCIIgiCUETQIJgiAIgiAIgiCWEDQJJAiCIAiCIAiCWELQJJAgCIIgCIIgCGIJQZNAgiAIgiAIgiCIJQRNAgmCIAiCIAiCIJYQS2YSeNVVV3EA9I/+RfnXdshe6V+d/9oO2Sz9q+Nf2yF7pX91/ms7ZLP0r45/kVgyk8CjR4+2uwgEERmyV6LbIJslugmyV6LbIJsl4mbJTAIJgiAIgiAIgiAImgQSBEEQBEEQBEEsKWgSSBAEQRAEQRAEsYSgSSBBEARBEARBEMQSgiaBBEEQBEEQBEEQSwitXTdmjN0L4GoARzjnb6we+zyAzQAmqsk+yzn/geTaqwB8BYAK4K84519YkEIvIIZh4chMEWXTQkJVMNiThKIwTOZLKBkmdE1FbzqB6ULZ/tyf1aEobMHKaFncVZ5a968nfZS09d5/MXLaZ75fV/oDX3hXi0pCEPHg7NcJTYGmMBRKJhhjUBmgKErkvh7VR8TlS8LyabW/In8YL84xWFMYskkVy1ML9zwXI0Ft1mhbLnT/JjqHuTkDk4USDItDUxj60zpSqbZNabqWdrbY/QDuBPCA5/jtnPMvBV3EGFMBfA3A2wGMA3iSMfZdzvmzrSroQmMYFp47fAJbdo5hfLqAod407r/+IpQNjs0P7rGPjY7k8NVHn8ePnj2Cod40dlw3jHNOWrYgzs2yOPYfPoHND8yXJ+z+9aSPkrbe+xME0fnI+vW2jevwxR/ux8RMEbdtWIevP/Eybn77OTX7elQfEZcvCcsHQEv9FfnDeJGNwXdtWo/ejIHVKzMAWvs8FyNBNnrWQA9emJipuy0Xun8TncPcnIEXJvPY6uif20dyOKs/SxPBOmnbclDO+eMAphq49E0A/p1z/hLnvATgWwDeE2vh2syRmaI9+ADA+HQBh6YK9gRQHNuycwwbcmvsz5sf2IPJfGlByjiZL9lONcr960kfJW299ycIovOR9etbdu3DlsvOxPh0Abfu3ocNuTWR+npUHxGXLwnLp9X+ivxhvMjG4Jse2ouiwRfkeS5GgtrsyEyxobZc6P5NdA6ThZI9AQQqz3TrzjFMFuiZ1ksn7gn8KGNsH2PsXsZYr+T8agCHHJ/Hq8d8MMZuYIztYYztmZiYkCXpSMqmZRu3IKOrvmPj0wWsTCdcn0uGuSBlLBmmtDxB968nfZS09d6/G+hWeyWWLnHbbFC/Fn5O/B2lr0f1EXH5krB8Wu2vFqM/bAVR7VU2Bo9PF6AwLMjzXIwEtVlQW3da/24X9F7gx7C49JkaFm9TibqXTpsEbgdwJoALAPwSwJclaWS/30ufPOf8Hs75MOd8eGBgIL5StpiEqmCoN+06NlsyfceGetM4Vii7PuuauiBl1DVVWp6g+9eTPkraeu/fDXSrvRJLl7htNqhfCz8n/o7S16P6iLh8SVg+rfZXi9EftoKo9iobg4d607A4FuR5LkaC2iyorTutf7cLei/woylM+kw1Wt5bNx01CeScH+acm5xzC8AOVJZ+ehkHsMbxeQjAawtRvoVisCeJ0ZGcbeRDvWms6Utjx7XDrmOjIznsHjtkf95x3TD6s/qClLE/q2PHde7yhN2/nvRR0tZ7f4IgOh9Zv962cR1GH3sRQ71p3LZhHXaPHYrU16P6iLh8SVg+rfZX5A/jRTYG37VpPZIaW5DnuRgJarPBnmRDbbnQ/ZvoHPrTOrZ7+uf2kRz60/RM64Vx3r6fTxljpwH4niM66Mmc819W/74ZwJs55+/zXKMBeB7AFQBeBfAkgA9wzv8t7F7Dw8N8z549sdehVYjIZIZpQaPooAsdHbTtXydFtVeKDkpU6RqbrQVFB22MLouA2PaC1bJXig4aP10eHbTtD7fb3mNbCUUHrUkke22nRMQ3AVwGYBVjbBzA5wBcxhi7AJXlnQcA3FhNewoqUhDv5JwbjLGPAvgHVCQi7q01AexGNE3BKSvTvuMDy5KhnxcSRWF13b+e9FHS1nt/giA6H2m/zsaYVxPpmsmn1f6K/GG8BI3BAmrv+glqs0bbcqH7N9E5pFIaVtOkr2na1oKc8/dLDv91QNrXALzT8fkHAHz6gQRBEARBEARBEEQ4NI0OoVw2K0syqz83D2R1vF40Y1v+4V1uktQUcFT2HFgWd51L6wqKBkfZsKAoDJrCkFAZTKsSySzu5ZhRKJUMTORLrvbRdb9JBS3vSusqDKtSp2aWTlkWx7FCCYWSCZNzpBIq+tK6a6lsu5fOEgRRQda3DcN0+ZJlaRUnCvP+wrI4ioYF0+JQFQaFARYHVIVB1xSXH1mZ0jCRL6FsWujLqjhesOx8l6cVHC9E85cLyWJYWrgY6uCkXK7YZFZnmCk6bUjF8YK/js7xPCHZwuFczuwdj3rTCUwVSpgrm9AUBbrKMFe191RCxUA1r2aWTXrHyFXZZOTnI7u+N5Ww+5mor6a1L8zEYrM/IhxaDhoP1GIBlMsmnjsyY2uRXHneID52xdkuccpmBEeDxGi//8yrGLnkNLxeMOxzsntv27gO/T06vvQP+yOJxcctmFoqGdg/4RfrPGcg65oIBok//83eV/F761fjll37mhJWtiyOA5N5HD4+58prdCSHrz76PH707BFced4gPn7F2a62JrFYglh4ZP7gOzddgsPHSz5f8otXj+GrP30Rf/3BHEoGx9aH9trnhWj8H/zWGUglFHzkG09hfLqAG3/7NFx9wRC27hzDlzb+Jo7P6b5883Ml/NGuf+0YH7AYxKwXQx2clMsm9h+ZwdRMAb09aZ8N/erYLP70e7+w62hZ3Deej47ksCKt4f07/tllt4/vP4zfvWDINb57x6e7Nq3HnT95YX5svzaHswaXNSyqLhsjoz4f2fWyd5LRkRzOPWlZWyaCi83+iHBILD4+Oio6aCdxZKboEqPckFvjE6dsRnA0SIx24/CpKBrcdU5271t27cOr03ORxeLjFkydyMvFOiciCLXesmsfNr/1DHtA8ZanXmH5g5Ozvry27Byz22ZDbo2vrUksliAWHlnfLhlc6ksuPWsA49MFqIpqTwDFeSEa/6lvP4OpfNk+t3H4VDuvNX1Zab5r+rId5QMWg5j1YqiDEzE+nzm4XGpD552ywlVH2Xi+ZecYigb32e3G4VN947vsXcA1tj841pSoumyMjPp8ZNfL3km27KyUsR0sNvsjwiGx+PigKXMAXjFKIVDspBnB0SCBVLX6rVWUe2d0FRmormNxiLVHIapYZ9B9VYWFlidqWUuGiYyuStMLgem4nx1BEI0h8wdmgC8xq75EYXJ/IPp1Rp/3gU6/UstHdYoP6HYxa2Bx1MGJsJ2oNhSUzvsjlGzsCxqfxPglPjcjqh40RkZ5PrLrg8psmFbN/FrBYrM/IhwSi48P+iUwAK8YpRAodtKM4GiQQKppcVgcke49WzIji8XHLZgaVawz6L6mxWMRVtY1FbMlM1RgOu5nRxBEY8j6thrgS8QXYl5/KM6Lfj1bmn/Rc/qVWj6qU3xAt4tZA4ujDk6E7US1oTBxee8x79gXND55x/ZmRNWDxsgoz0d2fVCZNbU9r5SLzf6IcEgsPj5oEhjAYE/SJUa5e+yQT5yyGcHRIDHaXXteQVJjrnOye2/buA6re1ORxeLjFkwdyMrFOgciCLVu27gOOx5/Cds2rmtaWLk/q2Ntf8aX1+hIzm6b3WOHfG1NYrEEsfDI+rauMakveeKFiepLs4ntm9a7zgvR+C+/93z0ZRP2uV17XrHzOjSVl+Z7aCrfUT5gMYhZL4Y6OBHj84tHjktt6NnXXnfVUTaej47kkNSYz2537XnFN77L3gVcY/u1uaZE1WVjZNTnI7te9k4yOlIpYztYbPZHhENi8fHRVrH4haQRkc2Fig5qmBZUig4aU3RQIJVQmo0O2vavk0gsnqiTrrHZWKKDKoBlVb4RTgREBzVMC70UHXTBqLMOba9cLXttNDqoYVrQGo4OWhnvRXRQy+JIxh4dtDJGNh4dtHK9iA7qrO8ijw7a8Ta7lKDooDXpbLH4biCRULG6N+M6NiCZ5DRKmBitorBQodpGiFswVdc1rI7QHo2IP9crLN+XTfry9F5PYrEE0X5kfVvmS5anGr+H03cu8+Tj/dwJLAYx68VQByeJhGrb0Qr3a4DUhoLG86A28R4fjGCYzYiqy8bIZq+P+x2lGRab/RHhkFh8PNByUIIgCIIgCIIgiCUETQIJgiAIgiAIgiCWEPRbaggLsU/DsjiO5ouYK5tQGUNaV7EyLd8bl9ZVGCZHoWxCVRh0VYHCYO8dSCVUrOpxr/MX+/YYA8AroXVVxX+fVuLeT1Atp2M/gqijqnAUShYYAzgHLM6hSNokClH3KxIE0VlYFsfRmSIADs6BssVhWhzphIq+jO7b2+vcP70yrbr2b61IK3jdsScwaN9IXL4+LJ9WjyeLYV9hJ1EumxVbMyt7USv78BX0ZXTf3rdy2cTUbGW8EbaW1lX0JFTXOJTWFSzTE1BVxfWsnHsEGWNgjMOyEPo+UO8zbmY/Yb3Xea+ptSe/HbZL/aW7oT2B8UAtFoBlcew/fMIWIBXRps45aVlsjkJ2j20b1+Gk5Smc1l9ZfC/OD/Qk8V+v/nV84ltP22lvv+Z8rMgk8OH7HWW8dhjnvKFSxlLJwP6JPO549Hn8wW+dgU99+xnpfVrp+CyL48BkHoePz9lis862FHX85xcnkDt9Fe549Hl88NLTcevufQ2XVdRbiImKyFHnDGRpIkgQHYxlcez/1Qn87VOHsGF4DSZnSi6/cfdIDl959Hn86NkjGOpN44EPvwmzJRNbdo7h4287E7++eqXd7688bxAfu+Jsnx84qz/relmIy9eH5QOgpePJQoxXS4ly2cTB6VlMnCi67O/2a87H8bkyTuvL2hPBctnEgelZHMuXcPMj7jF21bIktv3wOdtet4/kcNJyjskTZWx+cI9tpx+/4mxbMF5EEf36Ey/j+recLn0fqPcZN2ofjVznvUZWP2ce7bBd6i/dzdycgRcm/e94Xt9O1IaWgwYwmS/ZDgKoCFFufmAPJvOllt7jll37cHByFpP5kuv8lsvOtCeAIu3NjzyDV6fn3GV8cL6ME/kStu4cw4bcGnsCKLtPK5nMl3BwctYeSO1yVttS1PHy8062yyomgI2WVdTbmcfWnWOYaHFdCYJojsl8CZsf3IONw6fi1ek5n9+4seojxOeDk7P2y+WlZw24+v2G3BqpH5gslPz3jMHXh+XT6vFkIcarpcSRmSIOTRV89nfzI8/g0FQBR2aKrrTjUwV7AijS3rJrH8anCi573bpzDCWD2xNAoGKnWzx2euvufdiQWxP4PiDSRX3GjV7byHXea2T1c+bRDtul/tLdTBbk73he307UhqbMAZQM0zYwwfh0ASXDDLgivntkdNW+jzi/Mp0ITBtURsPiGJ8uhF4bZ31klAwTGV0Nbcvx6QIsHl9ZRb29eRhe5V6CIDoK4RNVhQX6jZXphP3Zmcb09PsgX+L1A3H5+lr5tHI8WYjxailhWDzQ/jK6CsO0IqfNQHUdi2qn4rjsfcCZLsozbtQ+GrnOe01Q/UQe7bBd6i/dDb3jxUdbfglkjN3LGDvCGPs/jmPbGGPPMcb2Mcb+hjG2MuDaA4yxf2WMPc0Ya5lgiq6pthCloCJsrAZcEd89ZkuVNerO88cK5cC0QWXUlIpQbdi1cdZHhq6pmC2ZgW0p6qiw+Moq6u3NQ6NlHgTR0Qh/YFo80G8cK5Ttz840qqffB/kSrx+Iy9eH5dPq8WQhxqulhKawQPubLZnQVCVyWqe9DvWmI9upOC57H3Cmi/KMG722keu81wTVT+TRDtul/tLd0DtefLRrOej9AK7yHPsxgDdyztcBeB7AH4dc/zbO+QWc8+EWlQ/9WR07rhu2DU2sGe/P6i29x7aN67C2P4P+rO46P/rYi/jK+y5wpb39mvOxujflLuO182UcyOrYPpLD7rFD+PJ7zw+8Tyvpz+pY25/Bto3rpG0p6viTZ39pl/W2DeuaKquotzOP7SM5DLS4rgRBNEd/VseOa4exa88rWN2b8vmNu6s+Qnxe25/BaLWvP/HChKvf7x47JPUD/Wndf88YfH1YPq0eTxZivFpKDPYksaYv7bO/2685H2v60hjsSbrSDvVVznnHraG+tMtet4/koGsMO64ddtnpqMdOb9uwDrvHDgW+D4h0UZ9xo9c2cp33Gln9nHm0w3apv3Q3/Wn5O57XtxO1YZy35+dTxthpAL7HOX+j5NzvAdjIOd8kOXcAwDDn/Gg99xseHuZ79tT3w+HCRge1oLLwaGAiOuhc2YTSaHRQzqVRSFuJOzookEooEaODAoqkTaLQZHTQtn+dFNVeT/vM9+vK98AX3tVokYjOpmtsthay6KDCv4VFBzVMCysoOmi3RDtse8Fq2aszOqhVjaodJTqo6YjA3Xh00MrzpOigraOBe3a8zS4lKDpoTSLZa6e22IcBPBxwjgP4EWOMA7ibc35PqwqhKAwDy5K1EzZ5j8FlqZaVQdc1rG5zRExFYejLJoFs8Hm7jgFp6qUT6k0QRP0oCsPg8mCf6PWHisJwysr5pUErMu70PcFZufKIw9eH5dPq8WQhxqulRCKhYjARbXlgIqHipBVp6bmgccj7rKI8u2aecaPXNnKd7JqwPNphu9RfuptUSsNqmvQ1TcdFB2WM/QkAA8BDAUnewjlfD+AdAD7CGHtrSF43MMb2MMb2TExMtKC0BBEfZK9Et0E2S3QTZK9Et0E2S7SSjppGM8Y+COBqAFfwgHWqnPPXqv8fYYz9DYA3AXg8IO09AO4BKj+jN1u+OJYsyJZJTBVKmCtVlnhmdAWFUmX5UkJVMJDVcaJkYK5kolxdZqIrDFalfrCqAvApTQFjDGXTcpWtXDYrS6WqP5kP9iR9S1HqrYdhWLY4c0VAl6Fscgz2JJGQfHMadWmmaBvLsmBxoGxZUFllCQ7nHCYHVAYoimKv3Q+qh7feA1kdrxfNjl4qFbe9EkSrictmZX6xaJQxU7RssfikpiCVUFAynEviGcCBgmFBVRhSmgLT4pgzLHuJkHPJ0LKUgulZEwlVwapMAkdnyxWfqSrQEwxzJSu25aAJTYGmMBSqgT1WJN1LA4P8ZT3t1El+rJPLJqjHXg3DwnQ15HzRqAjGJxSGbErBiTkLlaoxGGbF9pJV2ytbHBbnSGkqVBXIF83QLRiWxTE9W0TJ4ChV80ooDH0Z3WcfhmFharZkC9indRUJBZh1vDMMVreEeJ8FEDxeRsU59ot7eZfGhl3rKrtk+wrhh94L5NBy0HjomBZjjF0F4FYA/4FzPhuQJgtA4ZyfqP59JYD/thDli0NctJaI6o2/fRquvmDIJYB53/UXYWbOwMe++ZRLhHZ5SkPZ4vjoN57CQE8Sn77qHJ8Y+5n9Galo+qqeBN47+r8bqodhWHju8AmX8Otdm9bj+8+8iqsvGMK5gz2ugSuqcLtom9t/vF8qbJ/WVdz103/HBy89HV9/4mV85h2/jqJhSZ+HaVp47siM7553OESmSRiWIDoDmV/80jW/icPHyzjqEOuWiU5v27gOGV3F57/7LCZmiq7Pbzptpc+fbh/J4VfHZrHnwJTv3LaN6/DFH+7HxEwxNrF4Z55eH7R9JOfzl/Xm3yl+rJPL1giGYeHAVB6ccxydKbnG1tGRHF6eOI6+nrStaTvUm8b2TethcY6PfGN+rL79mvPx//3gOds2hfC7c4/fgaN5vD5X9o3xx5cZOK03Y9uHKJMQsB/oSeILG96IosFx00N7XeVbkdbw/h3/bB974MNvChwvoz4f2dg/OpLDuSctqzkR9JbdLsO1wzjnDd1pI0T7ILH4+GiXRMQ3AfwcwDmMsXHG2B8AuBPAMgA/rso/jFbTnsIY+0H10pMA/C/G2DMA/gXA9znnP1yIMschLlpLRHXj8Kk+AczxqYI9OIhjt+zahyMnSpjOlzE+XRGSl4mxB4mmGyYarseRmaJP+PWmh/baZXeK6ALRhdtF2wQJ20/ny7aQ/IbcGhycnA18HkdmitJ7OkV7SRiWIDoDmV88UbAw7hHrlolO37JrH6byZWy57EzfZ5k/3bpzDOedskJ67pZd++x84hKLd+bp9UEyf1lv/p3ixzq5bI0gxOLHp+d8Y+uWnWO4cG2/PQEUx7c+tBdT1TFZHLv5kWdctimE3wWT+RIOTs1Kx/hxiSi9U8B+y2VnQlVUewLoLF/R4K5jYeNlPW3i7X9bItqwt+x2GR7sXhsh2geJxcdHW6bMnPP3Sw7/dUDa1wC8s/r3SwDOb2HRAolDXLSWiKqqMN89wkRog/IRaYIENS3PStt66lE2LWmeouxesc6oop6ibcLE4jNQ7TTiuKweQfd0ikyTMCxBdAYyvygT4K7lG7yfZf5U+J6gc07fEpdYvDNPrw+qR9y4kwWuO7lsjVA2LXuMldXLK/gujjvHZXHM+fydwu9Apd1CRekd9iHKJNKuTCegMHn5vD+sBd2jnucTNPYbphXp2jjKQBAAicXHSccFhulU4hAXrSWialrcd48wEVohFB8miiw7rjDmOxa1HglVkeYpyu4V64wq6inaJkwsXpw7ViiHCtAH3dMr2kvCsATRfmR+USbAXcs3eD/L/KnwPUHnnPnEJRbvzNPrg+oRN+5kgetOLlsjJFTFHmNl9fIKvovjYkx2HvPaprNNdE0NF6V32Icok0h7rFCGxSG91vsuHDZeRiVo7NfU2q+R3rI3WgaCAEgsPk5oEhiROMRFa4mo7trzik8Ac6gvjTvef6FPhHZwmY7ebKKyLv+xF6Vi7EGi6ZqKhusx2JP0Cb/etWm9XXaniC4QXbhdtE2QsH1vNmELye8eO4S1/ZnA5zHYk5Te0ynaS8KwBNEZyPzisrSCIY9Yt0x0etvGdejLJjD62Iu+zzJ/un0kh2dfe116btvGdXY+cYnFO/P0+iCZv6w3/07xY51ctkYQYvFDvSnf2Do6ksNTBydx2wb38e2b1qOvOiaLY7dfc77LNoXwu6A/q2NtX0Y6xg9JROmdAvajj70I0zJx16b1vvIlNeY6FjZe1tMm3v43GtGGvWW3y3Bt99oI0T5ILD4+2iYWv9DEIbLZ0uigZRMKm48Oalocmic6qGHxSkQ8T3RQETmPooPGFh207V8nkVg8USddY7MyakUHtSwOPabooMdmTWiO6KBGNdIhRQdtjjrL1vZC17LXWtFBK6bHYFTHqeDooJW0UaKDlk0LSsTooJbFkWpTdFDDtKA1ER3UsjhS3RcdtO0FJbH4eSg6aE26Wiy+I4lDXFSWh08s3iOY3pdQGxZRTyRUrO7N+I43Uw9NU1zizLWIKtzeSPsGpZfVe4DE4wmiI5H1fU1LIhtB6L0WXkHh5Q7XdYrXJzToZwVSH+bIM4ofrDv/DqGTy9YImqZgwDs2VwnQhZfSX8OmFIWhvyeaoWuagsHl/rS9knvInkWzz6fesd97razsBNEIJBYfD7QclCAITmm8JgAAIABJREFUgiAIgiAIYglBk0CCIAiCIAiCIIglBP2WWqXZvRbO69PV0M5lw/LtC/Hma1kcxwolWBa39xOYFkc6ocKs7i0Qe2RmSiXki5a9BronqcDkDCvTOiyL2/v0EqqCpMYwUzSlewSc5WtmX0nUfXdBbSvbBzRdKEv308jKGPWZiTYulEyYvLoXIdtVexEIYtHg7LfZpIrZkmX7LeGrjs4UMVc2oSoMjAEqY7A4oDCAgaFkze/RyiSV6n4qjlUZHZOFsp1fXyrh2jeSTSp4vVDxiwNZHcfmjFj31xWLBo7Ollw+eqZY28928l4/J91Szjgol01MF8pgDCgZ7nE3X7RgSMaSoD2hjDGoDEhoinTsNQwLR/NFlEwLmqJAZcCcMd8nZPvuwvafyt4zjuarfYqxwP2J3nxFXt73C2eZwmyilr1YFsfxuRIszlEoWQ3vl11KdklUoD2B8UAthooD2X/4hC2mKiJnnXPSskiOxHn9QE8Sn77qHFsUVUT6+uIP92NipujK17I4DkzmUTYrg8TkTAm37Nrny+PK8wbxp+/5DRydKdsCmSIa0qqeBA6fKGBypmwLuYqInTt/fhBPvDSJ0ZEcMrqK6+79F2n56qmroFw28dyRGV95xl4+is9/7zk737MGevDCxIyvbb3HrzxvEB+/4mxXHYLarZ5nJtr48PG5putMEERzOPvtpWf0Y+SStbbYtYg2mEkouO6+J+1jd37gQpQNCzt+9hJuetuvoVAyXX15dCSHgWUJ7D04idMGlts+6Ttb3ozJRMLnox77xWH862uv42NXnO0616xPKBYNPH80L73fw2Pjgfk3O/4sFN1Szjgol00cnJ6FaVkoGty20SvPGwy0GwC+9nGOYV9+7/lIJRR85BtPua79tVVZPD8xgxsflI99oyM5nHvSMtdEUPYswt4zZGlPWp7Caf1Z33jpTfvNzW/G6wXDNTaLMikKC7QJWXt4y/XqsVkoCjCVN3z95tzBnkgTwaVkl0SFuTkDL0z6fe1Z/VmaCNYJLQdFJWKWcCBARXRy8wN7MJkv1X39lsvOtF9QRF637NqHLZed6ct3Ml/CwclZqIqKV6fnJynePDbk1sAwYRu8yHfrzjGYFmCYsB20OHfTQ3ux+a1nVPLbOYaDk7OB5aunroIjM0VpeS4/72RXvkdmitK29R7fkFvjq0NQu9XzzEQbx1FngiCaw9lvN7/1DPvlGsC8r5oquI5N58u4+ZFnsCG3BtP5sq8vb9k5hrIJXLi23+WTTlqRkfqo96wfwobcGt+5Zn3C0dlS4P3C8m92/FkouqWccXBkpohDUwWoiuqy0TC7kbWPcwz71LefwVS+LB0LxQRQdt2WnWM4MlN0la/WvbzvGbK0BydnpeOlN23R4L6xWZQpzCZq2ctkvoSiwWFZTNpvvHUOYinZJVFhsiD3tZMFeub1QlNmACXDtI1JMD5dQMkwA64Ivn5lOiHNa2U64cu3ZJjI6CoUBmR0NTCPlekETM6l+ZoWB6/+7T2nVr8FG58uIKOroeWLWleBYcnL45QcGZ8uoGxa0nTe4/W0GxD9mYk2jqPOBEE0h7PfqgqT9kvhqwSi/zp9gfcas6qO7TwX5qPi8oNOavnEoPybHX8Wim4pZxwYFrfH5ijjlGiDWmOY17bHpwuBduO8zjAt1/mgZxH0nhHUz2TjpTettw2cZeIB7yVh7eEsl8IQ+G5jeBXvA1hKdklUCOozUW2GmId+CQSga6otOikY6k1D16KtSXdef6xQluZ1rFD25atrKmZLJiwOzJbMwDyOFcpQGZPmqyos8Jx4MRrqTWO2ZIaWL2pdBZoivydjzPU5oSrSdN7j9bQbEP2ZiTaOo84EQTSHs9+aFpf2S+GrBKL/HiuUA/uyqjCoHp8U5qPi8oNOavnEoPybHX8Wim4pZxxoCrPH5ijjlK6pge3jHMO8tj3Umw60G+d1mup+VYtyL+d7RlA/k42X3rTeNnCWKcwmatmLrqmwOALfX7SISzmXkl0SFYL6TFSbIeahSSCA/qyOHdcN20Yl1pQLgdV6rh997EVs27jOlde2jesw+tiLvnz7szrW9mdgWiZW96bs67x57B47BE0Fto/kXPluH8lBVQBNBUY95+7atB47Hn/JXr+/tj8TWL566ioY7ElKy/OTZ3/pynewJyltW+/x3WOHfHUIard6nplo4zjqTBBEczj77Y7HX8Jdm9a7+uXoSA5r+9KuY73ZBG6/5nzsHjuE3mzC15dHR3JIqMBTByddPunw67NSH/V3e8exe+yQ71yzPmFVRg+8X1j+zY4/C0W3lDMOBnuSWNOXhmmZLhsNsxtZ+zjHsC+/93z0ZRPSsfDua4PHvtGRHAZ73Pp+te7lfc+QpV3bn5GOl960SY35xmZRpjCbqGUv/VkdSY1BUbi033jrHMRSskuiQn9a7mv70/TM64U5l+8tZoaHh/mePXsCz3dSdFDLqkQdayQ6qGFa0KrRQfNFExpFB/VEBwVSCaVWdNC2f51Uy14Fp33m+3Xle+AL72q0SERn0zU2K4sOKvyWLDqowgClzuigIj9ZdNDjhYpfpOig9RNjOdteuVr2Wjs6qH8s6fzooBZUhoajgzr76RKMDtrxNruUoOigNYlkr9RiVRSFYWBZtG+eGro+G3xdXzbafVdqKazMBOdzykr3z+P9Pe40zdRPRiKhYnWvu0ADut+kgtpGdtyXLqDdwvKVpevLJkPzIghiYfD2W5lPG1yeajj/U5JuH7Ta82LgvN9AHS+aUUgmNaz23H9FgM920uz4s1B0SznjIJFQMRhgH0HPVNo+EcYdTVPwhhXp2gkbvJeiMAwui9anZPnK3i9CyxHhnDi/MlM938T4vJTskqiQSmk+307UDy0HJQiCIAiCIAiCWEK0bRrNGLsXwNUAjnDO31g91gfgYQCnATgA4BrO+bTk2g8C+K/Vj3/OOf96K8oYttzRu6TStZRRVWCYcjFZJ2IJA4N7KagIcqAozLXEY0VSRdEycLwwv2xiRVrBXBkomRy8unR0ua66liQNZHXo1V/o4hBOF+UuGiYYgErcA4Z0giFfsmyx+1U94fkGta/IN6EyaCpraJlIqWRgIj/fBstSCo7PVcqmqwoGApbYEATRWmT+g3MgqSmYMywsS6nIFysC8mrVB6Z1hpm5eT+wLK1gtshhWBxK9XrD4tA1BQoqS+k0hWFlWsExh790Lhny+ginn4yKN49VGR3HS/4l8UT3IZabpRIK5srzNpTWFRgWoKuVLRcm50iqKlSlYnemxZFQKwHbdI0BDJgrW7AswOIcSU2FYVowOYdaXfqpKIr9DpFQuWvbh64pAJhrWSbAwTnAASQd7x+WZYExhnI1/0bGdxmy5ZamabnG77SuwLSYvRevG5Y3E90LLQeNh3a22P0A7gTwgOPYZwA8yjn/AmPsM9XPtzovqk4UPwdgGBUfOMYY+65sstgMXjF0p0isTHB9dCSHrz76PCZOlCKJsQuB07/dewgbhtfYQvHimts2rMPXn3gZ17/ldFsA9u8/dinGp4sugcz7rr8IJcNyCc1uH8nhjkefx4+ePWJ/PmcgC01TmxZOlwmzirJ+7Iqz8b2nx3H3zw5U8r12GOe8QZ5vFLH5h/7wTTh+wqxbRLZUMrB/Ii99ds7n5RXgJQiitYT5j49efhYOv17AySszLmHqr7zvAixPJ3C9Q0B++0gOPbqC//9/PIcPXno6bt0978+EaPb/865zMDXrF4s/qz8LRYHLRzj9ZNSJYBQ/Q6LV3YkQox57+Shyp6/y2cmBieNYu2qZrSEogrHd+ZMX7HFX2O3yVEUH+JMPPy19dxD2//ErzsbUTAG9PWnX/e7atB7ff+ZV/KcL1yChMXzxh36bHx3J4e+fHsc71p2CQslseHyXIeuz395yMY7OlKXj95vPHEBSU3Ddvf9C/YBoCSQWHx9tewPmnD8OYMpz+D0AxK96XwfwnySX/g6AH3POp6oTvx8DuCru8nnF0J0isTLB9S07xyqC5xHF2IXA6cbhU11C8eKaW3fvw4bcGpcA7GzR8glkjk8VfEKzW6tlcX6eqIq3NiucLhNmFWXdunMMG4dPnc/3weB8o4jNl000JCI7kS8FPjuRj0yAlyCI1hLmP256aC/OO2WFT5j6E996GuMeAfmtO8dgcoYNuTX2y7A4J3xmkFj8ZKHk8xFOPxmVKH6GRKu7EyFGffl5J0vt5MK1/S4R+fHpAm56aK9r3BV2WzaBTz78dOC7g7D/LTvHcObgct/9bnpoLzYOn4rND+7BoamC1Oa3VMfe6Xy5qfFd2haSPmsEjM2Xn3cyNj+wBwcnZ6kfEC2DxOLjo9N+BjmJc/5LAKj+PyhJsxrAIcfn8eoxH4yxGxhjexhjeyYmJuoqiFeM0ikSGyZsHlWEWAicqgoLFDMXeQkBWJlAZti1zs+GxWMRTg8TqRX1iZJvFLH5QJHaGoKgYc/OlY9HgLfdNGOvBNEO6rXZWv4jyC/IRLYVFu6LwwSF4xAbjupnSLS6c4hqr+LZWgFC5mYNgXfxOaOrrrRh9hpm/6rC7PyC8gh7l2jGBmV9NkjgXYjHy/or9YPGoPcCPyQWHx+dNgmMgmw9gfTJc87v4ZwPc86HBwYG6rqJV4zSKRIbJmweVYRYCJyaFg8UQBZ5CQFYmUBm2LXOz5W9Bc0Lp4eJ1Ir6RMk3ith8oEhtjSUlYc/OlY/aWebfjL0SRDuo12Zr+Y8gvyAT2bZ4uC8OExSOQ2w4qp8h0erOIaq9imerBAiZqzUE3sXn2ZLpShtmr2H2b1rczi8oj7B3iWZsUNZngwTeWfW4rL9SP2gMei/wQ2Lx8dFZb8HAYcbYyQBQ/f+IJM04gDWOz0MAXou7IF4xdKdIrExwfXQkVxE8jyjGLgROd+15xSUUL665bcM67B475BKAzSQVn0DmUF/aJzS7vVoW5+eBqnhrs8LpMmFWUdbtIzns2vPKfL7XBucbRWw+oaIhEdmBrB747EQ+MgFegiBaS5j/uGvTejz72us+YeqvvO8CDHkE5LeP5KAyjt1jh3DbBrc/Ez4zSCy+P637fITTT0Ylip8h0eruRIhR/+TZX0rt5KmDky4RebF3zznuCrtNqMBf/v4Fge8Owv5HR3J48chx3/3u2rQeu/a8gh3XDmNNX1pq86PVsbc3m2hqfJe2haTPagFj80+e/SV2XDeMtf0Z6gdEyyCx+PhoWiyeMTYAYDMqET3tHZmc8w9HuPY0AN9zRAfdBmDSERimj3P+ac81fQDGAKyvHtoLIMc59+4vdNGIyGbz0UHDhcnDooNqCgNreXTQSMLpgeUWyzsUBnBHdFAhdt9odFCRbyuig1oWR6J2dNC2f51EYvFEnXSNzXr9hzM6aNGw0FONDmqYlh0hOSw6qMoqqwZMiyNB0UG7hbY3Si17jR4dFEiqih0d1LI4NF900MrYblXtvBIdFJVI4A1EB2Wo5AXA9f7hjg7a2Pgug6KDAugCm11KUHTQmiyYWPzfAfgZgP8JIPKib8bYNwFcBmAVY2wclYifXwDwCGPsDwC8AuC91bTDALZwzv+Qcz7FGPszAE9Ws/pvtSaAjRJVDN0+V6dYaWSBU4eIqg4NXs3XHokGrFew2HnPZoXTw8rdW0e+kdu3gbLquobVnryW16fFSxBEC4ji92S62d5jUfXkswHpZD6iXmR5DAT4XqK7iCJGvTJANL5RRL8IyjdMtL2VYulyAXn/+L1Q5SEIEouPhzhaMMM5v7V2Mjec8/cHnLpCknYPgD90fL4XwL313pMgCIIgCIIgCGKpE8eewO8xxt4ZQz4EQRAEQRAEQRBEi4njl8BPAPgsY6wEQITG4pzz5THk3TZka+DD1rTL0ov1+2XTQkJVMFjdI+dNBwAniiXMzJn2/hiLcyissh9GURSsTGmYLZcxV+bgqITItSyObFKFaVXSi2NJTbX3J5gWR0pTMbBsfl9AvXWLWl9Avg/AmTahKa59jiKNd39gT6qyv8CyOIpGZX+EaENNU2AYlt22PUkVRYPb7TyQ1TFTLmO2uq8ioTAkEwpmiiY0hSGVULAipZNQPEG0AZc/qEboLZQrfTObVJHRVEzkSzA5h8oYGAMSqoKSYdn+0azunU7r1etLoq8r0DWGfMm094k4942sTKs4VjB9+7jr8YNx+E8vXv8Xde/zQpdzKVEsGpiaK4NzbttcQlOgKwwWgJLh3qN6wrH3NKUrmCtZrvEuoVX2DeaLJlRWsfWSWRmzzeq/hKpAYfN7WoUdOJ+lwhgUBljgUJmCkmnZ16oMSGiKK15BHHv03LEEqnv+q3sNnWOxc4xuBWTThID2BMZD0y3GOV8WR0E6Ccvi2H/4hC2QKqJbnXPSssAAL970D3z4TZgtmbbwsYjgldFVXHfvv7jy7e9J4PDxEu549Hl88NLTbSFYETns60+8jD99z29gpmhitmhgtmTill37MNCTxOfffR4A2MfGpwu48rxBfOzys7C1KmY71JvGPdfmcO4bKvPyeupWT/skNcVXt7MGevDCxIwr7baN6/DFH+7HxEwRO64bxpn9GeyfyNvin3akvp4EJk6UXPUYHcnh7IEsnp/IY8vOMVx6Rj9GLllrC/eKa5elVIz81XxZtm9ajwd/fhBPvFSJ6pbPmDhleZomggSxgMh8h9MfPHzjm3Foes7lC/7qgzmUDY47fvKCzz+OjuSgawwfvn8+v7s2rcfOal/fPpLDHY8+jx89e8T2DdwycedPX8THrzjb5Z+j+MF6x4YolMsmnjsy4/N/5w72NDwRbEU5lxLFooF/n8zjK//TPSZfed4gPvuuX8fxguEbc7739Dju/tkBnw067Vv8PbBMx0cvPwt3SmzamX77SA7nDGTx4uSs61l+7QMXQmEMM0XDHveHetP4y9+/AAmV4SPfeKrm2BzVFiyL48BkHoePz7nuteO6Yfzaqiz2H5nxveece9Ky2MdWsmlCMDdn4IVJ/zvjWf1ZmgjWSSy9lDH2bsbYl6r/ro4jz3YymS/ZjgaoiFBufmAPJvOlyOkPTs7ajlEc27JzDAcnZ335lgyOrTvHsCG3xh4MxPlbd+/DhtwaGCYwPlXAVL5sO+Itl52JqXzZdQwANuTW2BMnkc8ND45hMl+qu271tI+sbkdmir60t+zahy2XnWmnmciX7M4s0mzdOQbTgq8eW3aOYSJfstt281vPsAdj57WGCfexh/Zi81vPwPh0ATc9tBclo/IrLUEQC4fMdzj9gWUxny/QFBVbH9or9Y9bdo7h1ek517GbHH1d+FVxbuvOMfT3pLAht8bnn6P4wTj8p5cjM0Wp/2vGP7WinEuJo7Ml3Pigf0wWY7FszNk4fKr92WmDTvsWf2/IrcFNATbtTL+1Ot55n+VUvoyjMyXXuD8+XcAnH34aU/lypLE5qi1M5ks4ODnru5cY32XvOa0YW8mmCcFkQf7OOFkgW6iXpqfMjLEvALgIwEPVQ59gjP0W5/wzzebdLkqGaRuXYHy6YIc0j5I+o6vSPDK66jtmWhzj0wWsTCek16xMJ2Bybl8r0qxMJ1zpBEH5iPLXU7eo9Q2qW9m0Ausk/jaq9femiXJcVZg0jfeLwfHpAtTqQXHeMK3IdSYIonmCfIfwByb393mFIdQ/yvyOs697/aRh8Zo+st7y1+M/vYT5uUZpRTmXEkbAmLwynbDt0YnT5ryfveOd9+9Gxkfvu4DzWll/kB2Lagslwwx8nwm03RaMrWTThKAVPnOpEscvge8E8HbO+b3VqJ1XVY91Lbqm2iKUgqHeNHRNvjRHln62ZErzmC2ZvmOqwjDUm8axQll6zbFCGSpjmC2ZrnyPFcq+Y+J4UPnrrVvU+gbVLaEqgXUSf2vV+nvTRDluWlyaxusLhnrTMKsHxXlNpaWgBLGQBPkO4Q9U5u/zFkeof5T5HWdfF3mLz5rCQn1kI+Wvx396CfNzjdKKci4ltIAx+VihbNujE6fNeT97x7tjhbKdb9iYL/6W2Yds3BfpZf1BdiyqLeiaGnivQNttwdhKNk0IWuEzlypx9dSVjr9XxJRn2+jP6thx3bBtZPbeveoG6yjp1/ZnMDqScx0bHclhbX/Gl6+uMWwfyWH32CHctmGd6/xtG9Zh99ghaCow1JdGXzaBbRsraUYfexF92YTrGADsHjuE7ZvWu/K559oc+rN63XWrp31kdRvsSfrSbtu4DqOPvWinGcjq2O5pq+0jOagKfPUYHclhIKvbbbvj8ZdwlyfN9pFcpb2cxzatx47HX7L3a+haZdM9QRALh8x3OP2BonCfLzAsE9s3rZf6x9GRHFb3plzH7nL0deFXxbntIzlMzsxh99ghn3+O4gfj8J9eBnuSUv/XjH9qRTmXEqsyOu6+1j8mi7FYNubs2vOK/dlpg077Fn/vHjuEuwJs2pl+e3W88z7LvmwCq3p017g/1FvZE9iXTUQam6PaQn9Wx9r+jO9eYnyXvee0YmwlmyYE/Wn5O2N/mmyhXhjnzf18yhh7Pyoi7z9FRaH+rQD+mHP+reaLFx/Dw8N8z549kdPHGR3UMC1oCxUdlHMk1fnooCJaaLdHBzUtbrehMzqoYVrIVqODinaOITpo279Oimqvp33m+3Xle+AL72q0SERn0zU2GzU6qPCB0uig1cihFB10YcsZI20vSC17FdFBwTmsWKODWlAZ7Oig3KqM3Sav2G/06KCVX85LZmWc1xYsOiiQSii+6KDO95xFGh204212KUHRQWsSyV7jiA76TcbYY6jsC2QAbuWc/6rZfNuNojAMLIv+bZYsvaIwnLIy7Usry3dFOokV/qTuNAk1lp9Z661bPXnIjknTZt0fEwkVq3szke+vaYq0bQW9CRXe7Pp7ImdPEESLiOJ/Vut1Dk0ef7LKmZfnxSCbmv+7ET8Yh//0Uq//i0IryrmUSCY1nJyMbofLU54DWfnf/R5bjUIcz7KZ6xWFoS+b9PUzoPZYHCdk04QgldJ8vp2on4a/rmGMnVv9fz2AkwGMAzgE4JTqMYIgCIIgCIIgCKLDaGYa/V8A3ADgy5JzHMDlTeTdduJaDvr6XAlzZSt0mY9MbNU0LRydLbmWh6qsssxktjQvDtufTmCyUK4pSC8Trm9myYZlcRydKdrLuDSFoWhaUBhDQmHoy+h1LWcKE6MNImwJlbNN0wkVnANzhglVaax8BEHEi7OP9iRVl5/sT+s4XiyjXF0ql9QUWBYHUwDLqizNUxSGjK6gbHCUq2LbKU0FwO3ldN7loN4lQ40sL4uyvN1bP6/P9Z5blUng6Gw5VsHtVoh4L6QweLuZmzNwvFiGyYGSadljR09SwbGCibSuwjA5imKJZtU2xZg92JMEY8xuL11VoCcY5kqWz1bqXQ4sbNCyKuUqVpemJlQFGV1Bvui3x0aXUgZdJyuzqiqutCtTGibypUB7aaRMMhsEsGTskqhAy0HjoeEW45zfUP3zHZzzOec5xph3YURXEZdYvKYyHJst+0RlnSLAhmHhucMnXGKr37npkkDx+Ls2rcedP3kBP3r2CG787dNw9QVDLsHM0ZEcVqQ1vH/HP9vHvrn5zXi9YMQm6GpZHPt/dQKbH5QLPm/buA7Hlxk4rTcTaaIVJkYb1OZhAsuMMbtNB3qS+Ow7z8XNjzzjKms95SMIIl6cfu/SM/oxcslan59MJxg+dN8eDPQk8emrzsF9//SyVCzetCyXOPZX3ncB/vx7v8DN//FMTPWkAwWFGxGfriV2L663LO7z68LnAnCdC/LjzQhuy8aVTsyzU5mbMzB+vIB80cRHvrHX9axXLUuCWxZeO1ZwjSu3bViHrz9RsdGvP/EyPn7F2UglFHzovidDbcU0rcCxTDY+CRu8/cf78V+uPBslg7v7zqb1eLAqVC/uAaAhofWgPnJmfwb7J9xi3fddfxEMg9vvBbXsupH+F2SDy9MaPuB451msdklUILH4+IijhzwR8VjXEJdYvNM5i+NeEWCZ2GqYeLwQmAWAjcOn+gQzt+wcQ9HgrmNFg8cq6DqZL9mOXuTnFcQdnypEzj9MjDaozcMElp1tuuWyM+2B2lnWespHEES8OPvo5reeIfWTgGL34Vt27QsUi/eKY3/iW09jy2Vn4szB5aGCwo2IT9cSuxfXh4loe88F+fFm/FMrRLwXUhi83UwWSjg0VbAngIB77MgmE75x5dbd8za6IbcGW3aO4dBUIZKtBI1l0rJVbXBDbg00RfX3HYdQvbhHo0LrQddN5P1i3eNTBdd7QS27bqRMQTZY8rzzLFa7JCqQWHx8NDxlZoy9AcBqAGnG2IWYj0SzHEC8O9wXmLjE4oNEZZ2CljIx9Sji8UB0ofTAcjQo6FpL8Hl8uiJOG1W4M0yMNqjNw8VC58+FCUyTsChBtAen36vlx0QfrkcsfmU6UVNQuBHx6Si+r2SYoSLaHG5/HFT/ZgS3ZeNKJ+bZqRgWDxyTxNgRZAfO/4NsU/wdaisB45OwwSjC9U57rtfWnfeSlU32zlOPXTfS/4Js0PvOs1jtkqhAYvHx0cwvgb8D4EsAhgD8BSp7A7+Myl7BzzZftPYRl1h8kKisU9BSJqYeRTweiC6UHliOBgVdawk+D/VWxGmjCneGidEGtXmYWKizTcMEpklYlCDag7OP1vJjtYS1ZULYxwrlmoLCjYhPR/F9uqZK/brwud5zQfVvRnA77P6dlGenoiksVIw9yLa8thpkm+JvXVPrFr4WNhhFuF7co1Gh9aDrggTs67HrRsoUZIPed57FapdEBRKLj4+Gewnn/Ouc87cB+BDn/G2Of+/mnH+n0XwZY+cwxp52/DvOGPukJ81ljLHXHWn+30bvJyMusXhdY1JRWaeQqkxsNUw8XgjMAsCuPa/4BDNHR3JIasx1LKmxWAVd+7M6dlwbLPi8beM6DPWlI+cfJkYb1OZhAsvONh3DQh8DAAAgAElEQVR97EXcfs35vrLWUz6CIOLF2Ud3PP6S1E8Clt2Ht21cFygW7xXH/sr7LsDoYy/ixSPHQwWFGxGfriV2L64PE9H2ngvy4834p1aIeC+kMHi76U/rWNOXxtc+sF46duSLZd+4ctuGeRvdPXYIoyM5rOlLR7KVoLFMWraqDe4eOwTDMv19xyFUL+7RqNB60HUDWb9Y91Bf2vVeUMuuGylTkA3qnneexWqXRAUSi4+PhsXiGWMjnPOdjLFPoRIN1AXn/C+aLhxjKoBXAbyZc37QcfwyAH/EOb86al7tEouvJzqoU2y13uigtQTpZcL1cUQHnStXIm7GGx3ULUYbRJTooIZpIVWNDlo0TCjRooO2/eskEosn6qRrbFbg7KPZkOigpsWhR4gOalkcyQ6MDirzud5zIjponILbrRDxjjHPjrdXZ3TQsmnZY4c/OqgFhSE0OqhRjVq5VKODBtlLM9FBnXkCWAjB+o632aUERQetScvF4oVsaCsluK8A8KJzArhQxCUW399TO1CqTGxV0xSsDhCq7fMItp4iSRdVuL5RFIVh0KeO21x+QWK0QYQJLC+kgC1BEPVTq4/GNaCHCQo3Ij4tvaZOEW3ZuVP0eF9gWuEDl5JfTaW0QBvM1jH0+dpLYithY5mMWna7UpJVo0LrQdcFldmbNsxeGilTkA0uFbskKpBYfDw0IxFxd/X/P42vOD7eB+CbAecuYYw9A+A1VH4V/DdvAsbYDahoGeLUU09tWSEJIg7IXolug2yW6CbIXolug2yWaCVNT6MZY18E8OcACgB+COB8AJ/knO9sMl8dwLsB/LHk9F4AaznnM4yxdwL4WwBneRNxzu8BcA9Q+Rk96r2dSy3M6lJMhTGoDFAUxSWAmq4u2SiZFhiATHW5pviJOq0rODFnBi7xsCyOE8US5kqWvfQpqSlggL2kKZVQsCKlw7IsW1BYLMHUNYaC436qwsDA4FwStSqjI5lsbgmUE8OwMDVbQsmsLktVGDSVwbD8bVXv8ipRHgDVUNEcJcNCQmUomxXh6JSmgDGGZAKYmZuvu6inU0xWPAOnoHQ6oWJVT/hS03bQqL0SRLuIarNBPkf0VQYOi1eWeaYSleiLhmVBZQyMARpjlX7u8AOib4vl8SIolMKAfDV4h3c56PK0gqm8iYSqYCCr49icUVnWWQ0iUSj7z6Wr0SDLhn8ZX6lkVJa7OZYkift5/bjXD7eaVgi7Nzt2tJt6fGypZODYnAHGgKIxP9atSCuYKc6PJwmVIZ1QUDKAOcO0ReU1ldlLnFOaApNzMFSCmziXb4rnYhgWJvJFlIzK+J5OKDCtylJUWVsbhoWJmaItZL8spSBf5NLn7X2n4ZzX/fyCxumj+SKKZRMKY1AUQFX8WznE9pFCdfuIriroy1TuPb8NhCNVDQoj+qFs+agrfUKtuW2k26H3Ajm0HDQe4mixKznnn2aM/R6AcQDvBfBTAE1NAgG8A8Bezvlh7wnO+XHH3z9gjN3FGFvFOT/a5D1dQqxeYWIhBvuxK87GHY8+j4kTJXz6qnNcAufbR3K449Hn8aNnj9ifH/vFYTw8Nu4TgLUsjsMnCpgpmjh6oujKRwgeT8wUsX3TeqAX+OWxoksk9WsfuBCqoriOiTJe/5bTbVHa7SM5nL0qi2SyMYFkJ4Zh4cBUHhOe8m7ftB53VEXsneW4+e3n1C2+vOO6YSQ1BQ//y0G86/zV+P4zr+Jd56/GTQ/ttYWjy4aB3gAh6H+fzLva5L7rL8LxQhmf+NbT8/e4dhjnvCFanQmCaJygPv5rq7LYf2QGX330edvXiv7t9C1ffu/5SCUU/GDfa7YfcPb57z09jrt/dgBDvWncfs35WJFJ4K8efxnvu2g1pmbLPh+Rnyvh3n86gI9dcbbrnBDyHlim2+dk5RH+0jBMl2D2568+F7nTV0nz9PrhVtMKYfdmx45uolQy8MqxAizOMTlTcj3/+6+/CHNlE1t27g0c/77yvguwPJ3A9fc9advQff/0slTcfXQkh7MHsnhhIo8bq8/ryvMG8dHLz3Klc7a17Pl63z3E81YUFvhOE/X5yZ79Ax9+E4ply9YGDBr3LYtj/69OuNJt27gOc71pGAbH4RNzrvZ19hmvuPyByTwOH5+T9sfFZoNEMCQWHx9x7JxNVP9/J4Bvcs6nYsgTAN6PgKWgjLE3MMZY9e83oVKPyThu6hRi9QoTCxFYIeQuRIy9gpVCzF18fs/6Iftvp4DpZL4EwwTGpwq+fITg8fh0Rfx1rmT5RFKn8mXfMVFGpyjt1p1jODrbuECykyMzRRySlHerQ8TeWY5GxJc3P7AHBydnsXH4VNz00F77//HpeeHoMCFob5uMTxXsCaB9jwej15kgiMYJ6uNC+Nnpa2U+9VPffgZT+bLLD4hzW3eOYePwqfbnmx95Bq9Oz2HzW8/ASSsyUh+xpi9r+3HnOeEznedk5RE+zSuYffl5Jwfm6fXDraYVwu7Njh3dxES+Ihb/6vSc7/kfmirYE0BxzDv+feJbT2O8KhQvbChI3H3LzjFM5Ev2BBAANuTW+NI521r2fL3vHuJ5h73TRH1+smd/cHLWJQ4fNO5P5ku+dLfs2oeSwXFwatbXvs4+4xWXPzjpT79YbZAIhsTi4yOOKfPfM8aeQ2U56E2MsQEAc81kyBjLAHg7gBsdx7YAAOd8FMBGAFsZY0b1vu/jjYY59eAUYpWJUTrFYMUxWRrnZ1E0r5hlyagsaQgSpXXeI4o4a1gZmxFIdlI2rZrl9ZajEfHljK7aYrNO0VmRZ5hYaNR2ilpngiAap5bgtNPXhgnCB4lPq45fAJxpw3xEmH8Xf4eVRybybfFgAXHnvReCVgi7Nzt2dBNCLB7wj/FRxz9xvXM8DhJ399pSmN0Bwc/XWwbDtMC5v5/J8gxD9uxrvX+IfIPsRmG129JpsyXDpLGcAEBi8XHS9C+BnPPPALgEwDDnvAwgD+A9TeY5yznv55y/7jg2Wp0AgnN+J+f8Nzjn53POL+acP9HM/Zw4hVhlYpROMdhaYu7ic/VHS5+Ypa6pUFmwKK1TVDaKOKusjN77NioaK0ioSs3yesvRiPjybMm0xWadorMizzCx0KjtFLXOBEE0Ti3BaacfDROEDxKfNh0DvzNtmI8I891RyiMT+VZYsIC4894LQSuE3ZsdO7oJIRYvGzuijn9CKN45HgeJu3ttKczugODn6y2Dpio132miPD/Zs6/1/iHyDbIbi9duS6fN6ppKYzkBgMTi46TpSSBjLAHgWgAPM8Z2AfgDxLQ0sx04hVi9wsRCBFYIuQsRY69gpRBzF5//bu+4/bdTwLQ/q0NTgaG+tC8fIXgs9hukdMUnktqXTfiOiTI6RWm3j+SwKtO4QLKTwZ4k1kjKu90hYu8sRyPiyzuuG8ba/gx27XkFd21ab/8/1DsvHB0mBO1tk6G+Snu67nFt9DoTBNE4QX1cCD87fa3Mp375veejL5tw+QFxbvtIDrv2vGJ/vv2a87G6N4Udj7+Ew6/PSn3Eoam87ced54TPdJ6TlUf4NK9g9k+e/WVgnl4/3GpaIeze7NjRTQxkK2Lxq3tTvue/pi+N0RG/QLtz/PvK+y7AUFUoXthQkLj76EgOA1kddzue1+6xQ750zraWPV/vu4d43mHvNFGfn+zZr+3PuMThg8b9/qzuS7dt4zroGsPavoyvfZ19xisuv7bfn36x2iARDInFx0fDYvF2Boz9FSr7Ar9ePXQtAJNz/odNli1W6hHZlEXSYpLooEKIHKgszwCajw5qVYWRw6KDGlXhWmd0UNPidsRQLGB0UKtaTxEd1NtW7YwOalSjpqU9gtKp2tFB2/51EonFE3XS0Tbb6uigVtX/RYkOOp03oQVEB50r+891e3TQOAW0Y4wO2tH2CkSLDmpVbVJEBy0api0q32h00LJRGd+jRgcVQvYiOqjsebc+OqgFhVV0/1SFBUYHnStX2kceHRRIae5+GB4dFEgl/JFIW0jH2+xSgqKD1qTlYvH/l733D4+ruu/83+feO3dm9MOWLEsOWDYGakzc/drgUUgC31ICT1la6LJ57BCIZVPamthOaJpvlibf7Hd382y3z4Z6U5qQWgK3SWPkJiF2abKQTZNCWNqQpJEccDcGQwzGElBLlmVbP0Yzc+893z/unKv749w7M9KMZkbzeT2PHmnuPfecM2c+53PO0ZzzeQvewznf7Hr9bF6/r24pRsA0Spi03ScG6xd395e1PBnH8qJ0ThW5oHAJAuuizPmIxgo0TSm7ULysPsXUUdZujSRoTBD1QFgfL0dflfnXla6//YLCrS7X1RkL30YWdU+g6xpW+3xyrQgYV8IPLnTsqCd0XUOXbLxFaWLxxaJpCi4pbiIwl973+YY9Xo7PLSyPrtbCjaEoLHTOsKI5XvQcRlFYSemJpQuJxZeHckQHNRljV4oXjLErANApXYIgCIIgCIIgiBqkHMvoBwH8kDH2ev71OgD3lSFfgiAIgiAIgiAIosyUYxH4IwCPArgl//pRAD8uQ76LRtg5h6jrZ6cySOdMqPn97e3JmH1+ANzZ768pDDGVIWtyZw+87EyGbG+zeJ3QFHAA2fw5gYTmOk+gMDQnFEzNWmAM4PkzNZqqQFcZsqYFzu3rekyBpjCksws+yxFZb11XI8+MRJ0piTobGPbZWJYFxuz3alp2O3e2xME5t8/D5NtQUdjcuY78mR//+UyCIBYX4UOE/7I4h6rY/su0OEzOkTPt83WWxWFwDk1RoDL7rF0yf34wZ+bPT+f9pTgT2JL3j8JHJWIKpjLBM9p+39OejGEinbPPC2pe3+m+pykK3OevO5I6zs3mkDMtz3mvUijXuTtxJnAhdWlkLIvj3HQGs4b7zKl9JtXk9ljDAOTyYwr4nB20xBU0xWJzZ05dNtQcV+24Afkz65rCoCgKlsdV53xpTFUQ1+wzhVE24D6fr+fP5efy+cYUBg448QNk9huWt98G3XVz9x3L4phIZ5y4BLqmQNcYZrNWwTmTbD7kP2Pb2axD173xDObOBObP9+fPBJbxvCpRB9CZwPJQjhY7COAigD/Ov74HwOMAPlSGvCuOZXGcODPpCKGKaFPrO1vw2tiU/ProlCN+KiLSXWjWcfhnp3H75tWOyGt3exL7t2/B0y+9hZuuXoWLrXGsW9HscXyzswZeG592hC9FlKNHnnkVY5NZfPa3rsYnn3gJIxNp3LqxCx+/eb0n/77eFJ56cQQ3bljlCMF2tyfxld/pwcW0gT/85ovOtX3bNuFPv3cCY1MZHNjZgw2rWuftJGX1/up970HOsHD/40OeNhPlhLX1hlWtABC4d/B3r0PGsEI/m4d/cAIP3LweUxnDEZDtbk/i0R0p6JqC+776M3S2xPG5f7cRM1nTk6a/N4UNXS20ECSIKiF8yCPPvIp7r7/c47/6elNQFeD+g0PobInjj27b4Om/+7ZtwpNH38IHt6z2XN+/fQuWJTXsf/Yk2ps03HFNt8dH7d++BQM/fhMvvD6Ovt4Uru5qgaoqHt9z68Yu/MEtVzli3H7f2d+bwpeeeRXfPz7quXfdurZAef29KVy9qrXoxVeUjyw1eNcrZyY976HUujQylsXxxtkpjE5mHPuSjb9uu/DbSCKWw+989WeetINvnMOvX93lyeOhrZvw2r9eQOrylR7bKTReG4aFU+emMTaZwXOvnMFvX9MdsNmkrmL/D3+J+264HH/6vRPobNUDtu3P22+Dt27swgO3XBWYo2zobMbIhVmcuTgb6JvuesvmTPu2bQrMh7JZAyfGgnOhDZ3N0HUNlsVxanw6UF7UfG0hcxyidgmbN6/vaKaFYImUYzTYwDn/fc75D/M/9wO4qgz5Lgrj01nHcQC24OSug4MYncqEX3/ce/2TT7yEkXNpbOtZ6zh3cW/voaPY1rMWDx4+huFzaYxOZbzlp7OOIYtn9gwMYWtqDXbfdKWzAASArak1gfz3DAxhW89aZwIlrr81MessAMW1Bw8fw+6brnTeix19c57tJqn3yLm0swB0t5koJ6ytx6ez0ntvjs9EfjZbU2twdirrDAgizUcfH8LIuTRGJtLYfdOVODedC6TZPTAU+CwIglg8hA/ZmloT8F97BoZw5kLG6cP+/vvg4WPYdeMVget7Dx2FYQK7brwC23rWBnzU3kNHsevGK5wyRqcyAd+zNbXGmSS7yxO+c3e+zv57svJK9TNRPrIURqcygfdAPq94xqezOH0u7bEv2fjrtgu/jQznxyB32ju3dAfy+PSRY7h54yUB2yk0Xo9OZTCcr+O2nrVSm52YzmFrao2Tl8y2/XnL+oNsjjI2ncWb4zPSvumut2zOJJsPjU3L50JjrvmDrLyo+dpC5jhE7RI2bx5P0+ddKuVYMv+cMfY+zvlPAIAx9l7YW0TrgqxhOoYkGJlIwzAt6fVcyPUmXYWqMOk9cb1JV2HkpSQEhsWlz7QlY87fgrZkLDJ/N026WjDfrDH/+D2yeoeVKcoJa2txv9j8xGcgayPxukm3v+GLSmNYC5NHIQhi/ggfEubX3H24WL83MpGGrZLDnNey58TfhsUBn18KK8/tS8Tf7tdh9fH7/CgK+chiCRunSqlLI5M1zMD4U4pduO3Xndbi8vGeh1yPGq9zpuXUMcz2mnQVTVALjpfuvP02GPa+DYsXNc8Im0v550NhcyExTss+k0JlLGSOQ9QuhWyFKJ5yfBP4XgAvMMZOMcZOwT4P+OuMsX9hjB0rQ/4VRddUR3BS0N2ehKYq0uuxkOszWROmxaX3xPWZrK1940ZTmPSZ8+kczqdznnv+1/783cxkzdB8xd+6Nv+tkLJ6h5Upyglra11TpffC8hOfwfl0LjTNTNZ2/lFpNNomQhBVQ/iQML/m7sPF+r3u9qSjNxjlj8XfttaqWpSfdftO8bf7dVh5fp8fRZSPLIWwcaqUujQyuqYGxo1S7MJtv+60CpOP9yzketR4HVMVp45htjeTNZ16y+YUsryL7Q+awoqaZ4TNpfzzobC5kBinZZ9JoTIWMschapdCtkIUTzlGhNsAXA7g1/M/lwP4LQB3APjtMuRfUTqadRzY2eMYlNhL3tUSD7++w3v94bs2o3tFEocHT2P/9i2ee/u3b8HhwdPYt20T1qxIoqvFq7PTkdTR15vyPNPXm8KRoWH0P3fSzjt/78jQcCD/vt4UDg+exkNbN3mur25P4M8/fI3n2r5tm9D/3EnnvYjAK/NqN0m9u1ck8diOVKDNRDlhbd3RrEvvXdbRFPnZHBkaxsoWHfu2ed/7oztS6F6RRHd7Ev3PncSK5lggTX9vKvBZEASxeAgfcmRoOOC/+npTWLU87vRhf//dt20TDjz/euD6/u1boKnAgedfx+HB0wEftX/7Fhx4/nWnjK6WeMD3HBkaRr/vObfv7M/X2X9PVl6pfibKR5ZCV0s88B7I5xVPR7OOtSuSHvuSjb9uu/DbyJr8GORO++2jI4E8Htq6Cc8efydgO4XG666WONbk63h48LTUZtubYzgyNOzkJbNtf96y/iCbo3Q267iso0naN931ls2ZZPOhzmb5XKjTNX+QlRc1X1vIHIeoXcLmzR1J+rxLhXHeGF+f9vT08MHBQem9+UYHnc2ZUEKig5quaGKLER1UYXD+Ax6IDgpA15Z+dFBLRP5ceHTQqv87Kcpe3az7zNMl5Xvq87fPt0pEbVM3NuummOighmlHHbTyr9U6iA5qmBa0GokOupC6VJCat9dio4Ma+TG3VqKDGqY9V4jl07NFig5qWRyxAtFB3XOmhUcHBRIxZTGjg9a8zTYSFB20IEXZK7UY7BDKna3B/5BGXe9alghc75xnpMlEQsNqn/H6X0exPFk4jUNzCWkLIKs3AGmbCcLaNOpeKZ+Nm9XtTZH3CYKoLmE+ZKGsdP3t948dLcH0Mn8S8C/NEfdcXLrA91OMbysGTVNwaVspgwPhRlEYVrYGx/lSCMwJ8jbUFjI0rdZLsx1NU6RzESlF2i8gt0FZ3RSFoaM5EZxXNAfTFVNPXdci20BRGFY0x6XzmHL1G6I+qNTY0WjUzL8FCYIgCIIgCIIgiMpTk8vofICZSQAmAINz3uO7zwB8EfbZwxkAv8M5P1qu8t1bDU0OKGwu0EChbTXuLQmx/KHndM6UivWK7TrLEwwX0ha0/FYTsR0kGWNQFHi2M8VUBsPkQH77VFtSwfn03H1FAVQWLFdRmFMvxhhUBiiKMq8tE4ZhYTKTxUx2TqQ+oSuYzXrrmTM5ulriUFUlIPC6IqnjYiaHrGHB4twRulcUhiZdwWyWI2fZW2vimuIRvo/H5FtFo7ZptSVVnE8HBWYJgqg8uZzpbM92byfLZAycncl6/Be3gFh+27uZ3/auaQw5gyOmMiiMOVvixRbP2Zzl2QovtoP6/aN7y5B7O5HYRppxbet0bzVqSaiYmrX9TFtCw9h0FjnTQlyztwS6t4OK/KO2p81XyN3/XGez7mw5XAyB7EYS5PZvVVYUwLLgPXqhMGiqgqxh2WOzZY/fcU1BR5MOxhjOzWRhWHYUTJXNpRGC7qpiH2cAh2NvSV2xt4zmX69s0jGeznnsRVEYzqezmM2ayFkcSU2BweFsjW6Oq1iW8H4+/v62skmHqiol2ZRlcUxls8jmuDNmZ139UdcUpLP23EPJzzPcfcZt7257Tua/Nc2Z4Vtgo8TiicaCtoOWh1pusQ9wzs+G3PtNAOvzP+8F0Jf/vWCEUOrDPziBe6+/HF974Y2AkHGY6K5M6NcvICueE2K+y5MK3hi38D9fHAkIzff1prAsqWH7gZ8614T4/M3vfheefflfA+LED23dhK+98IYjDjs2lcFf3/ce5AzuEWsV6T75GxtKElQ1DAtj07M4O5VzRJ5lQreinndc041Vy3ScHJ32Crr3phDTGP7H35/wtK9UmHb7FsQ0ht//2tw1v5B8IYHnvt4UNGbhN7/0gnNonIRkC0NnDomFksuZeGV0Sirs6xf8fWjrJjx/4kzQF27fgqFT4/jAu1fhQtpw7oX5i8d//CbOp7NSkev1HfZeMlG2X4z+c3dcHfBnfb0pPPfyGfzL2xcCefr9zPqOZui6Gir6bll8XkLufgF42XuvpF8rl5B9PSDEqMUYJ+YBsvnAvm2b8OTRt/DBLas9Y9xjO1JY2apjeCKNR//3Sez9wK8gZ1iO9q949pK2BM5N5fAH3/h5uE33pjD0xll87qlXHHvpaIlh5JytU+y3YTEGtzcZWN3WZJ+Jzxh49WxQYPvStjjuevTHRdmUZXGcnZ5FOmchkzPBOUfG4IG++viP38QLr4/jCx/ajJffPh/oT/29KVzV2YxXx6axW9IHZbYVJRa/FG2QCIfE4stHvW4HvRPAQW7zEwBtjLFLypGxEEoVAsYyIeMw0V2Z0K9fQFY8J8R8FaZid17wXSYEnzO455oQn//Ut16SihOLOrvLHT6XDoi1inSlCqragQbgEXmWCd2Keu4ZGELW4EFB94EhvDUxG2hfqTDtoaPQFNVzzS8kX0jgec/AEJYl4849EpIliMVhdCoTKuwr819SX3joKG7eeAlyJjz3wvzFrhuvCBW5Hk9nPWX7xehl/mzPwBDu3NItzdPvZ8bT2UjR9/kKufufk9Wlkn6tXEL29YCwD/88QDYfePDwMey68YrAGHf/4/bY94lvvIitqTWYmM45C0D3s4YJZwEIhIuz37zxEuf17oEhGCac/Pw2LMbgjMGdz+fsjFxgezZrFW1T9rfAHDmD462JWaiKKu2ru268AiMTaXzqWy9J+9PuvAj87pA+KLOtKLH4pWiDRDgkFl8+anURyAF8nzE2xBi7X3J/NYBh1+uR/DUPjLH7GWODjLHBsbGxogoWQqlCIDVUKFUiuhsm9OsXTgXmxHyF6GWk8LHvmkgb9oy77kC0cPzIRGmCqjnTgsm9Is9hAriifmaIsGeTrgbaN6y9/e0wHyFft5Boqe97MZiPvRJENSnGZqOEfaP8hv865xwKQ1H9XlVYpMi1u2x/uihB72L9TJTo+3yF3P3PhdWlUn6tXEL21aRYHyvswz8PiLI32XXTlU/YOFysTbsjuY9MpJ1xOOoZhcH5fIoR2C5kU1nD1kNWmD0G++vubg93vQv1/2JsOUosvp5ssFRoXhCExOLLR60uAm/gnG+Bve3zY4yxG333Zd/7Bz59zvljnPMeznlPZ2dnUQULoVS3wKpUlFIiuhsm9OsXTgXmxHyF6GWU8LH/mkgb9oy77kC0cHx3e2mCqjFVgcq8Is9hAriifmqIsKdbyFYQ1t7+dpiPkK9bSLTU970YzMdeCaKaFGOzUcK+UX7Df50xBoujqH5vWjxS5Npdtj9dlKB3sX4mSvR9vkLu/ueKEf4uJ+USsq8mxfpYYR/+eUCUvcmuq658wsbhYm3aDoXgypuF27A7b/H5FCOwXcimdE2Fqtj9cCZrBurubg93vQv1/2JF7MPasJ5ssFRoXhCExOLLR00uAjnnb+d/jwJ4EsB1viQjANa4XncDeLscZQuhVCFgLBMyDhPdlQn9+gVkxXNCzNfiJvrzgu8yIfiYxjzXhPj8Fz60WSpOLOrsLnfNimRArFWkK1VQtaslDk2FR+RZJnQr6tnXm4KusaCge28Kq9sTgfaVCtNu3wLDMj3X/ELyhQSe+3pTuJjOOPdISJYgFoeulniosK/Mf0l94fYtePb4O4ip8NwL8xcHnn89VOS6I6l7yvaL0cv8WV9vCt8+OiLN0+9nOpJ6pOj7fIXc/c/J6lJJv1YuIft6QNiHfx4gmw/s27YJB55/PTDGPbbDHvu+ePc1ODI0jPbmGB6+a3PgWU0FvnT3tdE23ZvCs8ffcV7396agqXDy89uwGIPjGnM+n5VNcoHthK4UbVMdzTp0jSGmMaxuT8C0TGlfPfD86+huT+ILH9os7U/9eRH4/vx5M0EAACAASURBVJA+KLOtKLH4pWiDRDgkFl8+ak4snjHWDEDhnE/m//4BgP/KOf+eK83tAD4OOzroewF8iXPuXyh6KEVk0x8dVGX218/zjQ46mzOlz5UzOqgQp1cUBjX/H0N3ubUTHdQWeHVHB+WcO9HWCkYHBRAPEZIvLjqoV2A2hKr/O6lWxOIpMEzdUNM2Wyg66Jz/8kYHtUQExhqMDmqYFvQFRgctVcjd/1wdRwetaXsF5h8d1LQ4dEl0UAb7W2aRRgi6e6KDcg6NhUcHdduLOzqosOGFRAct1qaKig6aMxFTgtFB/fbutudEydFBixrLy0nN22wjQdFBC1K3YvGrADyZ3/qgAfgbzvn3GGO7AYBz3g/gu7AXgL+ELRFxXzkrsBDR0VKedYv5NkfoqBYSg4961k25hFQ1TUG7lkB7AYFYNzKB1xVaRH2KFLUvKPDsznJhur8EQcyTWEzF6vagQnY8rmF1vLJi8WH9vpDYsP+e2w8XI8IeNRbMV8hd9lxAkLyCNJIgd7nEqIsWc/fhH18vlfSTMOH0MML6Wyk2pSgMyxJxoMS3JbP3UvtBlFg80ViQWHx5qLkW5Jy/DmCz5Hq/628O4GOLWS+CIAiCIAiCIIilQE2eCSQIgiAIgiAIgiAqQ819E1gLuM8EGhZHk29/fnNcgcXtvf05w96/vkxXcXYm65yFi7nO94kzclmTQ1cVLNM1z1kDi3OojCGmzZ0tEM8mYyoM00JOdv5FYQADVKZA1+CpY1xTEI8BF13nYVriCqazwbN1pe6nF+2TyZlgDGAMUBmDyYF4jHnOBnY269B1LfD82akM0jkTumqfG2AMyJkcJudoiqnIGJanfRTGnNetCQWzWSBr2e0Qz5/LyZgWVFe6pK5gOmMiqavIGRxZ04KqMOiqghVNelFncAiCWDiys2SWxZE2sriYtgI+tjWh2BEIMxbAAI0xZPNnqZYlVCdtQlNgAcgac31bU4HJWftMYGtSwWTImUD3OUXhh8TZPnEGK2daiPnO7LnPosQlZwLPzcqfK7Z9krrqGVvcPrqMZ/KIAmSzBibSOVgcztjRpCtI521PnOebNSzENQUKY0jnTKgKQ0JToChAOmsFxnlFsc+0CptL6gw5E0jnLCTz47uw1yZdwcW8LYuxVJyjEza2simGszM55yxgXLP7QDrrHfNUxT7zmowFzxtezJpODATL4s64rqsKLGturLXnMnPjp78u7vO4y5IqLqZNJ8aBPzaB7jrbL+YDqsKQjIlYCrYcVSKmOuf+yP4JAZ0JLA/UYj4si+PEmUk8/IMTuPf6y3FuKo11ncscYUoRhai9ScPdj/0UIxNpfPTX1uGOa7rx1IsjuH3zajz90lu4ffNqR0RVROp6+qW3cNPVq7CyNY4fvTqK9e9a7gjPiqhaQ6fGsWVdB/YeOorOljj+6LYNjjiqKPupF0fw6D+ecqJvvfz2eaQuX+mpY39vCvGYgvu++rPQeovIWhtWtRbtSEX7CNHg7vYkvvyRa5EzLPzirWA9+npT2NDZ7CwELYvjxL9OOuL13e1JfPHua9Ca0PC7fz2I66/oQO/7L8OXn30N915/uad9Htq6Cc+fOINt71mLs5MZT7vs27YJf/q9ExibyuChrZvwtRfewAO3XIWX3zqPNR3NgbQXW+NYt6KZFoIEUWFkPuPAjh5c2q7j9LkMTo1dDPjY/t4UEjEFf/q9V/DAzesxlTHw4OFj+HCqGze9exX2DAyhsyWOz/7W1Y5gtujbna1x/K9j7+Bf3r6AB265KuCP1nc0Q1UZXhmd8txz+5C+3hSG3jiLzz31ilOfq1e1wjAsvDY+HfncqbGLeOAbxzzPRfkZd/vIfL7w0QCC7Vii/yaKI5s18Ob5NKZmDTzwdVvI/daNXQF7cn/2X7z7Gvy3p15GZ6uOz97+blxMG9JxzP3MI/dcixUtOs5NZfHS6XPS8fO5l8/gm0Mjju3+cnzaEVkXcw/3M1/5nR7kTI6PPu6t5yVtCaiMYeR8JlDGxFQaqqp56vmX96agMoazU1mPPT5812ZcnM1hbVsSr47N1UXMcwZ+/CZeeH1c2oeWJzXcc2Bu/nHwd69DJmc584FbN3bhP/zbDRj3lXlgZw/Wd7bgtbEpsn8Cs7NGwA+L/kELwdKgGbCP8eksdh0cxNbUGnz6yDFce1mHY2iALUi5Z2AIwJw47LaetdgzMIRtPWux99BR57f7GXH9wcPHMHIujZs3XuI4XCffQ0dx88ZLnGd333Sl4wjdZW/rWeu8/tS3XsLNGy8J1HH3wBBGzqUj6z0ykcaug4MYn86W3D7uPCamc/jkE/J67BkYwpgr//HprOPwRZpPfONFvDUxa9fnxiuw99BRp/3d6T595Bi29azFyLl0oF0ePHwMu2+60km3NbUGewaGcP36Tmna4XNpjE5lin7fBEHMD5nP2PX4IKZmLewZGJL62N0DQxg+l8bW1BrPJPTOLXMT3t03XeksAMVzom/fuaXb8QF+fzSezmJ0KhO45/YhewaGcPPGSzz1GZ3KYDydLfjctZd1BJ4rtn1kPl/4aGk7lui/ieIYm85i5FzaWQACkNqT+7P/xDdexO6brsTW1BoYJkLHMfczD3z958gZHA98/eeh4+edW7o9trvblUbMPdzPvDUx6ywA3WXaeupMWsaVXcsC9dQUFSMTswF7/OQTL2H4XBpj0966iHnOrhuvCO1DGYN70r85PuOZD2xNrcFbkjJ3HRzE6FSG7J8AAKkfFv2DKA1aMvvIGiZGJtJoS8YwMpGGac05LYG4LlAVe2Hl/+1/Rlxv0lVYXJ6v+7qogyyfsGfc15t0NXDNXW9xLWuPDkUh2sdNk65G1sNwlSl73l1X0UZR712U57/Xlox5/o76/Jp0e5stQRCVJazPG/m+GdVHm6A6rwEU5R+bdBWc89D7wh8V8iFu+aSRiTQM0wIv4jm3jxXPFds+YXUWPjrqHlE+7GMg3nEm7LPxjzuALSMRNY65nxFpw8ZPYYfuPiOQzTXCxkeFAWbEGO2/rrDwvJryW5aj5ieyPuT/wk7WxiJtoI6mRfZPAECo7Rm++S1RGPom0IeuqehuT+J8Oofu9iRUZU6sXSCuC0yLo7s9Gfjtf0Zcn8maUJg8X/d1UQdZPmHPuK/PZM3ANdXnhbvbk9C14kOMi/ZxM5M1I+uhucqUPe+uq2ijqPcuyvPfO5/Oef6O+vxmsraGIkEQlSWsz2v5vhnVR8+nc57+Xox/nMnaWqhh9zWFOWX777l9SF6maO45VSnqObePFc8V2z5hddY1NbQdS/HfRHFoCguMM2GfjX/cOZ8/Rxg1jrmfEWnDxk9hh+4+I5DNNcLGR4vbZ/ej+qIbi4fnNZM/9xc1P5H1If8cXdbGYWVqqkL2TwBAqO1ptC24ZGgW7KOjWceBnT04MjSMh7Zuws/ftPe2C4MTe4+BOed7ePA0+npTODx4Gvu3b3F+u58R1/dt24TuFUk8e/wdPLR1kzff7Vvw7PF3nGf7nztpp/eVfXjwtPP6Cx/ajGePvxOoY39vCt0rkpH1FnvqxeHsUtrHnUd7cwwP3yWvR19vCp2u/DuadRzY4X3+i3dfg9XtCbs+z7+O/du3OO3vTvfQ1k04PHga3SuSgXbZt20T+p876aQ7MjSMvt4UXnhtTJp2zYokuloaQ++KIKqJzGcc2NGDloSCvt6U1Mf296awZkUSR4aGsbJFd/rwt4+OOGn7nzuJh+/aLO3b3z464vgAvz/qSOroaokH7rl9SF9vCs8ef8dTn66WODqSesHnfv7meOC5YttH5vOFj5a2Y4n+myiOzmYd3SuSeOSea532ltmT+7P/4t3XoP+5kzgyNAxNReg45n7mkXuuRUxjeOSea0PHz28fHfHYbr8rjZh7uJ9Z3Z7AozuC9bTXSlxaxsnRi4F6GpaJ7vZEwB4fvmsz1qxIorPZWxcxzznw/OuhfSiuMU/6yzqaPPOBI0PDWC0p88DOHnS1xMn+CQCQ+mHRP4jSYO6v65cyPT09fHBwsKi0FYkOqjFkDXl0UJ6PfllSdFDOoeUjYSolRAedyVrOf+PmG12rXNFBZ3MmYr7ooBa333Ox0UEti0PPR+jLmpYnnR0d1EJSV5AzOHKmBaW46KBV/3dSsfa67jNPl5Tvqc/fXlL6SudPlI2attl6jQ5qmBa0eUQHlT0XRQNGB616pQv5WHd0UDF2yKKDZgwLej466GzOhFJEdFB7nF9YdFBhY1HRQd1j3kKjg1oWhxoSHVTUZSHRQUXbeaODAomYUivRQWveZhsJig5akKLslVpMgqIwdLZ6/3vb3lz4udXx4ptzdQWMVVbH1oT39fKmhZcjax8PBdpKURi6liWiExVgWbJwGgBYUcTnRhBEZZH5DEVhaNUSjo+S+a+2EH9VyB+7+32Yq4nFVKxuD3eIl4b480RCi/Tfl87Dtxf0qSWmIxaOrmtYpUs+y1LGlDKMP35b1zQFl7Z5B8BLJfUM6zuyPDtLmLsUqstK19/++QcAqf0WOx8g+ycEhfwwURy0HZQgCIIgCIIgCKKBoGU0glts2pMxTKRzoVsO/AKpYstPMVsV3ELpYvtSXAOmMpZreyg82zEyhuVsqWhNKM4WC/cWpoSmAIzBMINbiMqNYVi4MJv1bFuJawqypgWAebZAudtEURgUzG2dak2qmJq1oCnwbJ3tSOqBr/knc6bTrmLrrfv+VM5w2snesqtiWaJut0oRxJLF7RNi+W1q6ZwtRp2MqdA1YDoz15cZs4NUxPJ/Gxacc3a2/AK3/SbsLeDZnC2S7Rdrz2YNjE1npX6mrcn2RbJ7SU2BmRcMj6kKViRiHv/UklBwfmZuy96FjCkdA8LGDaI2EdvNEq4tms266hlnxNGNzmYdM4aJ6Yx3+yMA5zMX4yQHm9sGOW1vg1QZQ1JX0aprGJvOImdaSMbsgCc515gOoKjtkFFzkSg79PcR2XGOQmWEbf12zxn85bqP4Jj5IzJ1vt2ZqDC0HbQ8NHyLyYSM+3tT+NIzr+L7x0edw8dCkNQwLLxyZtIjkNrfm8KGrhb88ux0pJBpmFD6smQM+773SkBU9i/vTSFncOxxic77xeL3bduEJ4++hQ9uWS0VGC63AzUMC29fTOP8TM7RMxRBbWIaw599/1X8wS1X4ep82f62FUK5161rwx3XdOOpF0dw++bVTl4H70vhXEsyIALqFp3t603hEdfnc2jXe3ExbXie2b99C9qbDKxua6JBhCBqBL+/vXVjFz5+83rsPXQUnS1xfOmea3Bm0tuXH9q6CV974Q3cd8PlWNmi4/DgMH77mm4sS2r4b08dd/ymTGhdiLVbloUTY3Piwm4/81/ueDfe1dYkFdB++B9OBvL0+5++3hT+9fwMvjU0EhATF37Ysrh03CgkJE9UByFGPfTGWUfA/forOtD7/ss8497+7Vvw9Etv4SPvX4eLMznPWN3fm8KypIaPuMTRRfoPX3eZRyRdjI0rW+PY971XMDaZDdjdgZ09iGsKdn7lnyPHedmcphg79PcRYdsbOpul5/plZUgF3Xf0oK1Zw9hk1tN2olwxT3j4BycCcyASgydkkFh8+Wj40UcmwLt7YAhbU2uc125B0tGpTEAgVQgCFxIyDRNKH8mLIsvEWvf4ROf9YvEPHj6GXTdeESowXG5GpzLIGtxx5k69Dh2FpqjYmlozJ6wsaVshlCtEbrf1rPXkdWXXMqkIqFt0do/v88kZPPDM3kNHkTE4CckSRA3h9wlbU2uc/r/7pishE7P+9JFj2Jpak/dxs9jWsxa7B4aQNbjHb8qE1oUvGpv2igu7/czGS5eHCmjL8vT7nz0DQ9h46XKpmLjww1HjBlF7CDFqt4D7rhuvCIx7ew8dxbaetZ5/1op7wkZl6f0i6WJsFHMBmd3tOjiIN8dnCo7zsnG3GDv09xFh22OSMTSsDOk86PFBGCYCbeefJ8jmQCQGT8ggsfjy0fBL5jAhYyFaKl4LQdJciGBpmHilW8g0Sii9CUFRViEi60/vF4sPE6evhIhqzrRC66WwOUFdw7TAQ4Rp25Ixp87+uoe1o1901v35RNWHhGQJonbw+0C3mHZbMhYqZi3SNemq4zPc/safl/tZmci7289ECQ8XEvsuJm3WMMPLKCAkT1QH8Xm5BdzDxlm3OLr/nv8LLJE+SoS9CWpofk26GrjmH+PC5hmF7NDfR5x7EgHusDLC5kdWmEi9a54Q1X8Iwg2JxZePhv8mMEyAV4i5itdCkDQWIlgaJl7pFjKNEkqXicoKEVl/er9YfJg4fSVEVGOqElovi88J6mqqEtm2os7+uoe1o1901v35RNWHhGQJonbw+wS33zufzoWKWYt0M1nT8Rluf+PPy/2sTOTd/TpKeLiQ2HcxaXVNDR83CgjJE9VB2IRbwD1snDUtHjkGydJHibALwfmw+/5r/jEubNwtZIelCHCHlRGWvxImUu+aJ0T1H4JwQ2Lx5aOmRiDG2BrG2A8ZYy8zxn7BGPuEJM1NjLELjLEX8z//eSFlygR4+3tTODI07Lx2C5J2tcQDAqlCELiQkGmYUHp3XhRZJtba5xOd94vF79u2CQeefz1UYLjcdLXEoWvMEbR36rV9CwzLxJGh4TlhZUnbCqFcIXJ7ePC0J6+ToxelIqBu0dk+3+cT01jgmf3btyCuMRKSJYgawu8TjgwNO/2//7mTkIlZP7R1E44MDed9XAKHB0+jvzcFXWMevykTWhe+qLPZKy7s9jPH374QKqAty9Pvf/p6Uzj+9gWpmLjww1HjBlF7CDFqt4D7gedfD4x7+7dvweHB0/YY5LsnbFSW3i+SLsZGMReQ2d2BnT24rKOp4DgvG3eLsUN/HxG23SkZQ8PKkM6DdvRAUxFoO/88QTYHIjF4QgaJxZePmhKLZ4xdAuASzvlRxlgrgCEA/55zftyV5iYA/4FzfkcpeZciZFxsdFC/IHAp0UGFMKo0OihslUeF2d+8UXTQRY8OWvV/J5FYPFEidWOzYdFBLYsj4YoOaubFqRUGmBHRQRm4841LIh8dNCcRa19odFCR50Kjg5YqJL9EqXl7LWd0UMO0oIZGB7WgMniigxqmhUSFo4PK7JCig0ZS9YqQWPwcFB20IPUnFs85fwfAO/m/JxljLwNYDeB45IMLRCZAGiVIKhNIDctHlkYmjFqKiLtMgHUx0TQFHS3lEXcN04j1i4D6O/fqePR9giBqk2L8ZJTQtRuZHw5D1zWs9k1o3X5muS+rKCFi/z33s50hk+awcYOoTUoVo9Z1TWq3UZ95l2QwL2QjxYilR/WxKDuU9ZFSy5BdVxQWOWcgEXiiVEgsvjzU7L8hGWPrAFwL4KeS2+9njL3EGPtfjLFfjcjjfsbYIGNscGxsrEI1JYjyQPZK1Btks0Q9QfZK1Btks0QlqclFIGOsBcARAH/IOb/ou30UwGWc880AHgHwd2H5cM4f45z3cM57Ojs7K1dhgigDZK9EvUE2S9QTZK9EvUE2S1SSmvsulTEWg70APMQ5/1v/ffeikHP+XcbYfsbYSs752XLXJZczcW4mC8YYsqZ9RiWmMHQ06VBVBaNTGeRMCzFVQWezjvOzBgCOrOE9KzednTsvoigKRiczyFmWc78lpmFiNpe/pkBlc+fmlicVXEjP5dcSV5Az4TmXkNAVGAZHzuIwLY64pjhRktzpmnQFWYNDUZQF77W3LI6xyQxMboFzO3KariloiitIZyynLsmYipUtcacsy+K4OJvFdMZEW1LB+fTcGQGNAen8+07qCqYzJnRVRTwGzGTtcz5q/n2ks/nnFAZdnEfkduhgJf98JmvXo1lXkTXsvzXFPrMYi1HEMYKoJrOzBgwYuJCeOw9tcdsXMNg+MKYq+fNSDJOz8nNZTbqCmaz39cVZU3q+uCWhYmrWPqvUGlOdezGFIaYpmMkGn7P9B0fOsuuzsimGszM5+6yWqkCPMcxmC5/FFmexxJgxnzOBxZw7J8rD7KyB85kcMoY97sQUhmScYTI/ZiXcZ0XzZ0NnMhYYY2iNM2fcVvNnWS0OJDQFWZM7NuAf8ywrOLanMxYUhSERY3PjnqpAV5kzt2hJKJjN2nMAhQEqY84YrCkMiZhtZ5pixx8Q+a9s0hHPH62Q2ZZp5s8PhoydbptuiavIGHPvbVlCwYV8/IKwmAV1chaQqEHoTGB5qKkWY7YOwF8BeJlz/mchad4F4AznnDPGroP9beZ4ueuSy5k4NTEDy+I4N511hFudqFbLdNz16I8xMpHGrRu78MAtV+GpF0dw++bVjiiqiAY28OM38cLr4zi0672YTBuOWKuIqrm8KYaPHPipc23ftk340++dQGerjgduucoRxXQiILXE8OHHfuKU/eBtV+PsZMZTx0O73ouLMzlHwFY82xJX8N+/+wo++RsbsGFV67wcrWVxvPKvF/Hn//Aq7r3+ckfg9aO/tg7b3rM2UJcDO3qw4V2tAIC3zs9gYiaHdSsTeH0843lv4n2PTWU87dbXm8Ijz7yK7x8fxUd/bR3uuKbb2ybbt0BRGD76+JCn3b/87GtoS+roff9lns+krzeFq7taaCFIEFVidtZAFgbeHM/gkWe8fsTvC57c+368ec72Fddf0SHtz0+9OIJH//GU8/q5l89gKpML+or8vfv+77V4bXw61P+IPCdmjILluZ87sLNH6lcNw8IrZyY9vr+/N4WrV7UWvRC0LI4TZyYdMW4RPXG+fpwIZ3bWwMlz054x5S8+sgVNcRX3ffVn6GyJ449u2+AZ5/p6U1jVGkNSZ3hjPOP5rB/auglfe+ENfPzm9fjys6/h+8dHPbZz3bo2fOT963BhJue1te1b8LhkHPTPLfp6U9BV4AvffxV7P/ArSGdNT90evmszLmlLYGLGCPSHq1Y2IxZTA7b19V3vxfl0ML0YO902HdUv//nU+UBbHdjZg/WdLXhtbAoP/+BEoP+TXRNRzM4aAf/d15vC+o5mWgiWSK1tB70BwA4AN7skIH6LMbabMbY7n2YbgP/DGHsJwJcA3M0rEOJ0dCqDkXNpvH1+1nFegC1IuXtgCFljTqxya2oN9gwMYVvPWscJirR7Dx3FrhuvsIVUDe4MDOL+nkNHPXmNTKTx4OFj2H3TlU6+nvQDQzBNeMoeOZcO1DFncGcB6H5WU1RsTa3BroODGJ/OzqttxqezuP/xIWxNrXEcNwBs61krrcuux+2yxqezyBgcew8dxWTaCrw38b797bZnwC5LlBFok0NHMXoxE2j3rak12HXjFYHPZM/AEEanMvN67wRBLJzxdNbxAX4/4vcFWYM7fT6sP2/rWet5feeWbrmvyN+7UMD/iDyLKc/9XJhfHZ3KBHz/7hL90Ph01pmkizwW4seJcMbTWWcBCNht/bG/OYqRc2n7s7vpysA4t2dgCDkTuJi2Ap/1p48cw9bUGmdcEteF7WzrWYtcfmz0j22ycVA2Rqr5sX1iOheo2yefeAmcM2l/ODuTldpWxtXv3OmFzbptOqqfyNpq18FBjE5lsOvgoLT/k10TUYyns1LbHE+TzZRKTS2ZOef/hAJhTTnnXwbw5UrXxbA4mnT7myJhaIKRibRHsL0tGcPIRBqqwqRp1fx/sxQmz8v/z66RiTTakrHQsi3uLVuWLqwsi3OnvlnDKzxbLFnDdOroLsPeqqlKyxVliXoZFpemc78f0W7u62FtLD4rf15h6Q2/ii9BEIuG6H8yP+K+LtKK+4V8rHjNOQ9NyzmHweX+Mcz/FCrP/ZzMr+ZMS+6HTCuQNgzhd/15zNePE+GEjU9inAmzWbdd+++JZ4StuK8XY2uyZ933FBY+HxBjf2idJbYVNocQ79Ft01H9MqytxPNh98muiTDC+ifN60qn1r4JrBk0hWEma2ImazqClILu9qRnEnA+nUN3exKmxaVpxYLR4pDe99ttd3sS59M5J1//PYV5y5bVMawshTEnX12b33ZIXVOdOrrLMC0e2l66pkLXVKdemsKk6c6nc87fot3c18PaeCZrSvMKS6/RNhOCqBqawhwfEObnRJ93+4pCPla8ZoyFpmWMFe1/ii3P/ZzMr8ZURe6H1OKHYOF3/XnM148T4YTZhxhnwmzWbdf+e+IZYSvu66bFQ8ds2Tgou2fx8PmAGPvD6iyzrbD6iLHTbdNR/SSsrcTzYffJrokwwvoYzetKhxaBIXS1xNG9IolL2xLYt22TY3DiLIeuzRnhkaFh9PWmcHjwNPZv3+JJu3/7Fhx4/nXb6WkM/b0pz/2+7Vs8eYlzAv3PnXTy9aTvTUFV4Sm7e0UyUMeYxtDnq0tfbwqGZeLI0DAO7OxxxGdLpaNZx2M7UjgyNIyHts6Ve3jwtLQuB3bYZXU064hrDPu3b0FrUgm8N/G+/e3W12uXJcoItMn2LehaFg+0+5GhYRx4/vXAZ9LXm3KEfIn6Yt1nni7ph6hNOpK64wP8fsTvC3SNOX0+rD8fHjztef3toyNyX5G/t7yA/xF5FlOe+7kwv9rVEg/4/v4S/VBHs44DO3u8vnUBfpwIpyOp49Ed3s/rLz6yBd0rkvZn99zJwDjX15tCTAWWJZXAZ/3Q1k04MjTsjEviurCdw4OnEcuPjf6xTTYOysZIMz+2tzfHAnV7+K7NYIxL+8PKJl1qW3FXv3OnFzbrtumofiJrqwM7e9DVEseBnT3S/k92TUTRkdSlttmRJJspFVaB43Q1SU9PDx8cHCzpmWKigxqmBc0VHZSBe6J7LXZ0UCsfpXOxooNa3IIVEh3UsjgSC4gOOpOxo4yJ6KCGaUdJW4TooFX/d1Kx9lrqQufU528vKX2l8y+VWqtPDVE3NiuQRQflnEOr0eighmX7ehEd1MhHQSw1OqgYMxo8OmjVK13IXkV00KxhjzsLiQ6qMMAMiQ46m48+GhodNGtBYXPRQU3L7iNh0UFVBij56KBWvvxKr13GxAAAIABJREFURwc1TAvN+eigwr6XYHTQqldoPvPYpQpFBy1IUfZKLRZBLKZi1fJk6P1L27z3OkMWFiv9z7UH87wkwnhbEuF1rBaKwrBqubxiyyLqqygMbU1xtDXZr5sj0q5onvtbpHdoRmGKSUMQRFWwB2ytaP+2LNwVo705/PVqn291u3T/PTdR9y7VffeK8DWapgTGjFJRFIbOVtrFsBgkEhreJbGBqPHNbVtRY1tJNIf8De/cImKq4mG5fyzNI7MtRVGxuj3kARS26UJ9m+yZmC+JhBbpo4nioBYkCILIQ980EgRBEATRCNAiEF7BU01hSGgKOIBEDLiQtpCIKeB8bptGUlNguLaBJGIKZnP2No2EpsCweGAbSCwvGMs5wAGPAK2uMYABM65tGjGVIWdytCUVXJjlYIwDnAGMI6Yo3i0jvvrFFIbmhAqVcc9W0uVJBRMzJlTGoCgMGcNCXFPQ0aSXpJmXy5kYncrA4tyTV0xV0By3v4GemvVuOZk2TKSzJkzOEddUgHO0xBnSOW+9NZWhWWfONlFNYZ5to7LXcU2BogCTsyZiqgKAoyWhYDJtBbaKtSVVJPWa3GrSkNC5vcbD729bk/Y2uGmX/2tJKJiczW/BVxUwxmFZAGPA8sRc/9dVBYpr+3xLQvH4Hv920LakgrPTZqgfmXZtBz03awvCJ/O+MZffytaW0DA2nXXE4lWFIZ2zfY84FrAEtmtKWULbUQvi326WiCmYzpiO+LumKjBcxwzEPMDiHAqbG+/jmgJVAXIGh8E5cibHymYVOZ/N++2xNaFgNmenF9eSuuKMc5rCkDHs8bw1aR8TSWctxFQGxuwxWRxhWZZUkDHssZbnj2+4j2pYFsfZ6QwAbtfT9Z6MfPlzdVCxLB7DRDrnOf4Sy29xtiwLFzMGkjFgKsMd0fqEpqKzNe6xl2LtSRwjAbinzTqbdej+b+WJhoC2g5aHhm8xmYjv/u1b0NYUw/m0hX96dRQf2PguR8Q1TCT2kWdexdhkNnBPiMTed8PluKQtgYtpwyOoum/bJlz1rha8PeEVTt+/fQuefukt3HFNN7rb4zg5msZjz5/E/3PrVci69IRu3diF/3jHxoDIbH9vCq1JDdtdIvR9vSlwy8Tev3nRI3D82I4U1ncWJ56ey5l4ZXQqVGT5b/e+H2cuZgMinu1NGu5+bK4uf7v3/Tg7YxZd71XLYrjhT57DI3dvwrrOZYG2Wt4Uw3d+/ha+OTSCb3/8erw5nsGpsYuBtH29KVzRwZHU40t28lJNaFFHROH3t4/cvQnvvXKl1Ge4Bdn//MPX4LHnT+Khbf8XXh/PhPofmXC8/3VXSwwtcSWQj198uy2p4A+/cSzU3/sFvztbdTxwy1WePJeS6HUjidXLxKjd9vHlj1yLnGHhk0+8FGqzboH4la06xi5m8bG/OYqv3JvCdE6R2rzbroT4/Icf+4knzXMvn8E3h0Y8dv/E7vdhfCqHp14cwYfesxZjkxmPzfb3prC6PY7hc2l86ltzdT6wowfru2zR9r87OozbN6/2jMdfve89mJo18MDXf+5ce/iuzWhv1vGtn50OpO/vTaFrmY5kjOHtizmc9dXjsR0pXP2uZc7Csxh7siyOt87PQNcYRidzgTbb0NlMC8EGg8Tiy0fDRweVifjuzQu4D59L4+aNl3hEXMNEYrem1kjvCZHYBw8fg2EiIKj64OFjmM0GhYv3HjrqiB3PZCz84TdfxNbUGmiK6slja2qNVGR298AQcj4R+j0DQ+hoSTjlCoHj+x8vXrR4dCoTKbKcDRGYBZjnWtbgJdU7Z9jlX3tZh7StcgbHnVu6MTKRdtpTlnbPwBDOp62GFaKl6JpENfH722sv6wj1GW5BduH/ZjLFibyH5bNnYAiGBZyXiMX7xbcVpkb6e3/5W1NrAnkuJdHrRhKrl4lRu+1jYjrnLADFfb+tuQXiTRO22PxEGs3xWKjNu+1qz8AQsiYCacQ457Z704RT/vC5dMBmd+fnEWIBKK7venxOtH1bz9rAeDxyLu0sAMW1Tz7xEobPpaXpdw8MIWtwXExbGJHU4/7Hhxx7KdaexqezyBgcufx79LfH2BK0PyIaEosvHw2/ZA4T8VUY0KSr+a0dc464kLBx2D2Rp+x+mPClEGAV99uSsUAesmvu9yArS1bnYkU2C4m8myH3TV/+psXnVe+w/BVmRxZz1zEsrRDHJZY+tJCtLfz+1nT5IzfC/7lftyVjBf2P7Dn/6yhBb7f4tmHxgv5eVr4/7VIRvW4ksfqoMRmw5wbF2uzIRBqmS6i9kKC8+7V/3ByZSDvjnGfczeevKiy0bqEC2/k+KRN8D8urSVdDBeJFncOeFfZSrD1lDdM+VkMC4UQeEosvHw3/TWCYiK/FgZmsCYUxj2hqlLBx1D2Rp+x+mPClEGB1iyr785Bdc78HWVnuevmvF6KQyLIacl/15a8qbF71Dsvf4gBjzFPHsLRCHJcgiMXF729VhYX2U5kge7Ei71H5RAl6u8W3NYUVFLJ3v17qoteNJFZfyD7CBNllNtvdnoTqEmrXImzeb1f+cbO7PemMc55xN5+/afHQuoUKbOf7pEzwPSyvmawZKhCv5vtX2LPCXoq1J11TYfHwsZ8EwhsPEosvHw2/CJSJ+O7PC7ivWZHEs8ff8Yi4honEHhkalt4TIrH7tm2CpiIgqLpv2yYk9KBw8f7tWxyx46a4gj//8DU4MjQMwzI9eRwZGpaKzPb3phDzidD39aYwPjXrlCsEjh/bUbxocVdLPFJkWQ8RmAW455qusZLqHct/Z/3zN8elbRXTGL59dATd7UmnPWVpxVkfEqIliMXH729//uZ4qM9wC7IL/9cUL07kPSyfvt4UNAVok4jF+8W3LW5G+nt/+UeGhgN5LiXR60YSq5eJUbvto705hofv2hxps26BeFWFLTbfnsR0Jhdq82676utNQVcRSCPGObfdqyqc8tesSAZstj8/j/jCh7x1PrBjTrT98ODpwHjcvSKJR+651nPt4bs2Y82KpDR9f28KumYHoumW1OOxHSnHXoq1p45mHXGNIZZ/j/726FyC9kdEQ2Lx5YPE4lHG6KCcI6EWFx3ULUBbreigWcOCXqbooFnDFogtHB3UjpZWieigU7MmtPJEB636v5MqJRZPlJcakoioG5stJTqolRfGrlZ0UMO0kAiJDirE4lWFYTZn+x6KDlo0VW+UYsTiw6KDKgxQ5xkd1DA5OhYQHVSMc5rC8lsli48OmjUsWJHRQYGcb24hooOa+TmNLDqoELAPiw5qWXZU8DqPDlrzNttIUHTQgpBYfLFECZ4uplB7mCbrQkRn/fUvx/uJxaIFZIGgcG08rkkFlcPem/96odeAV1wemBP19QtJE0S1IB3CcH/b5nMpUeLXUT7R/5xfUNj9rD8ft/j2pVFi8REC2Z0l/EOt3mgkcW+ZGHVHS3nL8Nu83x6XSczMP855Mwi/FVV1RWHoai1tchBuBwpW5hdmheYuxdqTojC0Ndnp/G1GNCYkFl8eqAUJgiDmCX0TSxAEQRBEPVKTZwIZY7cxxk4wxn7JGPuM5H6cMfbN/P2fMsbWLX4tCYIgCIIgCIIg6o+aWwQyxlQAfwHgNwFsBHAPY2yjL9nvAZjgnP8KgIcBPLS4tSQIgiAIgiAIgqhPam4RCOA6AL/knL/OOc8C+AaAO31p7gTwtfzfhwHcwkTcZIIgCIIgCIIgCCKUWlwErgYw7Ho9kr8mTcM5NwBcANDhz4gxdj9jbJAxNjg2Nlah6hJEeSB7JeoNslminiB7JeoNslmiktScRARj7EMA/i3n/Pfzr3cAuI5z/oArzS/yaUbyr0/m04xH5DsG4M2KVt7LSgBnF7G8Yqi1OtVqfc5yzm+rZkXy9jqN2mqfKGrts4xiKda1Vmx2MX2sn1r6XKkucmrNxxZjr7XUfoWgulaGlQBeqWGbrae2LDeN/N6B8PdflI+txeigIwDWuF53A3g7JM0IY0wDsBzAuahMOeed5axkIRhjg5zznsUssxC1VieqTzic885aqk8hqK6VoZ7qutg+1k8ttRXVRU4t1aVYe62lOheC6loZ8nWt6gIQCLfZemrLctPI7x1Y+Puvxe2gPwOwnjF2OWNMB3A3gO/40nwHwL35v7cBeJbX2leaBEEQBEEQBEEQNUjNfRPIOTcYYx8H8PcAVABf4Zz/gjH2XwEMcs6/A+CvADzOGPsl7G8A765ejQmCIAiCIAiCIOqHmlsEAgDn/LsAvuu79p9df88C+NBi16tEHqt2BSTUWp2oPtHUWn2ioLpWhnqqa7WppbaiusippboUSz3VmepaGWq9rrVev0rSyO8dWOD7r7nAMARBEARBEARBEETlqMUzgQRBEARBEARBEESFoEUgQRAEQRAEQRBEA0GLQIIgCIIgCIIgiAaCFoEEQRAEQRAEQRANBC0CCYIgCIIgCIIgGghaBBIEQRAEQRAEQTQQtAgkCIIgCIIgCIJoIGgRSBAEQRAEQRAE0UDQIpAgCIIgCIIgCKKBoEUgQRAEQRAEQRBEA0GLQIIgCIIgCIIgiAaCFoEEQRAEQRAEQRANBC0CCYIgCIIgCIIgGghaBBIEQRAEQRAEQTQQNbEIZIytYYz9kDH2MmPsF4yxT+Svr2CM/YAx9lr+d3v+OmOMfYkx9kvG2DHG2JbqvgOCIAiCIAiCIIj6oCYWgQAMAJ/inL8bwPsAfIwxthHAZwA8wzlfD+CZ/GsA+E0A6/M/9wPoK1TAbbfdxgHQD/0U81N1yF7pp8SfqkM2Sz8l/FQdslf6KfGn6pDN0k8JP0VRE4tAzvk7nPOj+b8nAbwMYDWAOwF8LZ/sawD+ff7vOwEc5DY/AdDGGLskqoyzZ89WpO4EUQnIXol6g2yWqCfIXol6g2yWKDc1sQh0wxhbB+BaAD8FsIpz/g5gLxQBdOWTrQYw7HpsJH/Nn9f9jLFBxtjg2NhYJatNEAuG7JWoN8hmiXqC7JWoN8hmiUpSU4tAxlgLgCMA/pBzfjEqqeRa4OtPzvljnPMeznlPZ2dnuapJEBWB7JWoN8hmiXqC7JWoN8hmiUpSM4tAxlgM9gLwEOf8b/OXz4htnvnfo/nrIwDWuB7vBvD2YtWVIAiCIAiCIAiiXqmJRSBjjAH4KwAvc87/zHXrOwDuzf99L4Bvu67vzEcJfR+AC2LbKEEQBEEQBEEQBBGOVu0K5LkBwA4A/8IYezF/7bMAPg/gCcbY7wE4DeBD+XvfBfBbAH4JYAbAfYtbXYIgCIIgCIIgiPqkJhaBnPN/gvycHwDcIknPAXysopUilhSGYWF0KoOcaSGmKuhqiUPTauKLcKLOsCyO8ekssoYJXVPR0axDUcLcV+XyaATWfebpktKf+vztFaoJQURDYwxBLB7U38pDTSwCCaKSGIaFV85MYvfAEEYm0uhuT6K/N4WrV7WS0yBKwrI4TpyZxK6Dg44tHdjZgw2rWotexJUjD4IgagcaYwhi8aD+Vj6otYglz+hUxnEWADAykcbugSGMTmWqXDOi3hifzjqLN8C2pV0HBzE+nV3UPAiCqB1ojCGIxYP6W/mgRSCx5MmZluMsBCMTaRimVaUaEfVK1jCltpQ1zEXNgyCI2oHGGIJYPKi/lQ9aBBJLnpiqoLs96bnW3Z6EppL5E6Wha6rUlnRNXdQ8CIKoHWiMIYjFg/pb+aAWI5Y8XS1x9PemHKch9o93tcSrXDOi3uho1nFgZ4/Hlg7s7EFHs76oeRAEUTvQGEMQiwf1t/JBgWGIJY+mKbh6VSue+Oj7YZgWNIokRcwTRWHYsKoVT+69Yd6RPcuRB0EQtQONMQSxeFB/Kx+0CKxzig2Tm80aGJvOwrA4NIWhs1mHrjfOx69pCi5tSxZOWCfUisTAYsklLFY46GLqoigMna0L+49jOfIgCKJ2WGpjTDmoxLyDpAEIwLYDzjk4AM45DMMiO5gHjbMKWIIUGyY3mzVwYmwae1zp+npT2NDZ3FALwaVCrUgMLJZcwmKFg66VdiUIgqh3KjHvIGkAAgBmZw28Nh60rfUdzUgkaE5bCtRr6phiw+SOTWedziLS7RkYwhiFpK9LakViYLHkEhYrHHSttCtBEES9U4l5B0kDEAAwnpbb1niaxupSoUVgHVNsmFzD4vJ0Fq94HYnyUysSA4sll7BY4aBrpV0JgiDqnUrMO0gagABoTltOaBFYxxQbJldTmDwdbXGrS2pFYmCx5BIWKxx0rbQrQRBEvVOJeQdJAxAAzWnLCfWcOqbYMLmdzTr6fOn6elPopJD0dUmtSAwsllzCYoWDrpV2JQiCqHcqMe8gaQACADqSctvqSNJYXSqM88b4+rSnp4cPDg5WuxplR0TKKhQmt9Gjg5ZI1f+dVMheGzU6aKXDQddKu86DqleyEj523WeeLin9qc/fXtbyiYqxJO2V8FLJ6KBVkAYgm60hZmcNjKfnbKsjqVNQGC9F2Su1WJ1TbFhqXdewmhZ9S4ZakRhYLLmExQq/XivtShAEUe9UYt5BUhwEACQSGlbTom/B0HZQgiAIgiAIgiCIBoIWgQRBEARBEARBEA0ELQIJgiAIgiAIgiAaCFoEEgRBEARBEARBNBC0CCQIgiAIgiAIgmggaBFIEARBEARBEATRQNAikCAIgiAIgiAIooGgRSBBEARBEARBEEQDQYtAgiAIgiAIgiCIBoIWgQRBEARBEARBEA0ELQIJgiAIgiAIgiAaCFoEEgRBEARBEARBNBC0CCQIgiAIgiAIgmggaBFIEARBEARBEATRQNAikCAIgiAIgiAIooHQql0BAGCMfQXAHQBGOef/Jn/tcwB2ARjLJ/ss5/y7+Xv/L4DfA2AC+APO+d8veqXzWBbH+HQWWcOErqnoaNahKGzRyp+dNTCezsKwODSFoSOpI5GoiY+VIAAAhmFhdCqDnGkhpiroaolD05Si7xebptp9kSCIxoB8TXXI5UxMZnNIZy1nztPVEkcspla7asQiQ3Pf8lArLfbXAL4M4KDv+sOc8//hvsAY2wjgbgC/CuBSAP/AGLuKc24uRkXdWBbHiTOT2HVwECMTaXS3J3FgZw82rGpdlAFhdtbAa+PT2DMw5JTf15vC+o5m6gxETWAYFl45M4ndLhvt703h6lWt0DSl4P1i8gCq3xcJgmgMyNdUh1zOxNhMBuNTucCc5+quFloINhA09y0fNbEdlHP+PIBzRSa/E8A3OOcZzvkbAH4J4LqKVS6C8emsMxAAwMhEGrsODmJ8Ors45aezTicQ5e8ZGMJ4enHKJ4hCjE5lnMUbYNvo7oEhjE5lirpfbJpq90WCIBoD8jXVYXQqA9OEdM7jHguIpQ/NfctHTSwCI/g4Y+wYY+wrjLH2/LXVAIZdaUby1wIwxu5njA0yxgbHxsZkSRZE1jAdI3QqM5FG1licLyUNi0vLNyy+KOUT5aXS9loNcqYlt1HTKup+sWmq3RcblaVos8TSpRz2Sr6mOhgWh8kbb85DPjYIzX3LRy0vAvsAXAngGgDvAPhC/rpsv4X0k+ecP8Y57+Gc93R2dpa9grqmors96bnW3Z6Eri3OtgRNYbh1Yxce3ZHCN+9/Hx7dkcKtG7ugNciWFMviGJvM4K2JGYxNZmDVuQOotL1Wg5iqSPuIpipF3S82TbX7opty2GW92PZStFli6VIOew3zNTFVqYs+W69oCoPKmHwsWMJzHvKxQTSl8eygUtTsIpBzfoZzbnLOLQAHMLflcwTAGlfSbgBvL3b9AKCjWceBnT2OMYqzAR3N+uKUn9TxwC1X4Y+fOo4PP/YT/PFTx/HALVehI7k45VcTcS7jg/t/hBse+iE+uP9HOHFmkgbeGqOrJY7+3pSnj/T3ptDVEi/qfrFpqt0XBeWwS7JtgqhdZL5m37ZNuDibw3988hj12QrR1RKHqgJ9vrGgzzcWEEufjqQutYNGmPuWG8Z5bTgpxtg6AE+5ooNewjl/J//3JwG8l3N+N2PsVwH8DexF4aUAngGwvlBgmJ6eHj44OFj2elczStjYZAYf3P8jz9fi3e1JPLn3BnS2Lm2nWOH3XvV/J1XKXquBiOxpmBa0iOigYfeLTVMLEfvKYZfzzGNJ2uy6zzxdUvpTn7+9rOUTFaOu7fXcdAYvDV9Ak67ifDqH/udOYmwqg/90x0Z89PEhAI0zFi8mVY4OWtc2u5R4+3wan/vO/8HW1Bq0JWM4n87hyNAwPvfv/g0ubUsWzqAxKMpeayKMDmPs6wBuArCSMTYC4L8AuIkxdg3srZ6nAHwUADjnv2CMPQHgOAADwMeqERlUoCisak6+kc8mNPJ7rzc0TYl0zIXuF5ummn1RUA67JNsmiNomnTVx31//LHC9LRlz/qY+W35iMRUrYirQXO2aENUkZ1r4/vFRfP/4qOf6/3e7FfIEEUZNLAI55/dILv9VRPo/AfAnlatR9SnmWw1xNsH/jUE1zkEtNo383muJWvj2rZYoh12SbRNEbRPWR8+nc57XS7HPks8nqo2IE+Dvf+44AURxUIvVIMWeCaqVc1DVoJHfe61AZ9eClMMuybYJoraR9dH+3hSODA07r5dinyWfT9QCnc3yM4GdS6y/LQY1cyaw0tTTXupSzgQ18n/lKvjeq96A9WCvjXwmNYpy2OU88liSNktnApcsdW+v/j7anoxhIp1b0mNxg/v8qn+Y9TAvWAzGJjP4y+d/iW09a6EqDKbFcXjwNH7/xl9pBDsslvo5E0h4KeVMUC2cg6oWjfzeawE6uyanHHZJtk0QtY2sjy71Pks+n6gFsoaJR//xFB79x1Oe6zuvv7w6FapjaBFYRXI5E6NTGTAGcG5HwIlrKpJ69JmgRv72jyiOxfg2qlHPrlH/Iwgiivn4iGr5FTEPKSbaZqP6fKK20DUVH/21dYFvAskOS6cii0DG2GWwZRv+gTGWBKBxzicrUVa9ksuZeGV0Co888yruvf5yfPrIMYxMpJ2zBAd/9zrs/Mo/e651NOvOnvxdBwc99zasaqWJKAEAZbGRYvJoS2jo601hz8CQk6avN4W2xNL93xL1P4IgopiPj6iWXxHzEL8Pv7qrRboQFGch/fVcamcfidqmNabijmu6cd9f/8xjt62LIxWypCh7YBjG2C4AhwE8mr/UDeDvyl1OvTM6lcGegSFsTa1xFoCAvbVi18FBtCQ0PLn3Bvzo0x/Ak3tvcAaD8ems44Dd6cens9V8O0QNUQ4bKSaPseksHnnmVfynOzbim/e/D//pjo145JlXMbaEbZH6H0EQUczHR1TLr4h5iLvcPQNDGJ3KSNMrCsOGVa3SuQlBLBbj6azUbsfTNA6XSiX+Zf8x2ELuPwUAzvlrjLGuCpRT1xgWx8hEGm3JmHSPfc6wsLq9KfAc7cknCrFYWnWNqNVD/Y8giCjm4yOq5VfEPMRfrhER7ZPOKxPVZj52S8iphEREhnPuLMcZYxrs426EC01hjq6QCHMriNpjL/bkF5ueaDzKYSPF5CG0evxplrJWD/U/giCimI+PqJZfEfMQf7kafbNH1DBkt+WjErO1/80Y+yyAJGPsNwB8C8D/rEA5dU1XSxx9eV2hh7ZuKloTjDTEiEIsllZdV0sc/T6tnv7eFLpalu5/ian/EQQRxXx8RLX8ipiH+PXWlrIPJ+qflU1yncCVTTQOl0rZdQIZYwqA3wNwK2ydir/nnB8oayHzoBb1VcKigxaKCkbRCStO1Ruz3BpWldKqMwzLjixnWtBUBV0tcWja0v0mEKjZ/lf1CpBOIFECS9JeBUs1OmiDs6Rttt7IZAycnck6druySUc8vnSD0s2DqukEPsA5/yIAZ+HHGPtE/hrhIhZTpef+CkF78olCLJZWnaYpuLQtGZlmqUH9jyCIKObjI6rlV+Y7DyGIahKPa1hNi74FU4kWvBeAf8H3O5JrxDyo0W8hqgq1SWUoV7vS50MQBFEZqu1fq10+0ZiIXUg500KsQXYhVYKyLQIZY/cA+AiAyxlj33HdagUwXq5yGhnSKAtCbVIZytWu9PkQBEFUhmr712qXTzQmhmHhlTOT2O3St+zvTeHqVa20ECyRcrbWCwC+AOCV/G/x8ykAt5WxnIaFNMqC/P/sfXmcFOWd/vNWVV/Tcw8zwzEIHoCOBIWBOGAUEONmVzwiCIbDQBIGxGg2a5T81rDiuruJEjfrxZkNHqjguSrJGg8EDIfIiLJIQMIlA8gMzZx9VVfV+/uju2qquqq6q2d6Zrpn6vl8/MhUvfW+b7391ve9vs/3sduka5CudrV/Hxs2bNjoGvS0fe3p8m30TdS3hZUFIBDtd4sS6FvaMEfaTgIppScAnAAwPl159mUYuViEE2gJNbSGs9odoyNH+5JEwQsiHr/9CjQFI1i15Qj2nmyyddvSgHTpVqUrHyv9Ix0BDrrLtcl2obJhIztg9K1KEs0IV7Se1C2VJIpgREip/Pi2LHRzaPDzPd6ONrILEVHCzKoK3DKmAhKlYAjBW5/VQRB7r0ZxVyHtnEBCSDWApwBcBsAJgAXgp5Tmp7us3gpDF4u5Y5Hr5lBR5NEY3YoiD0SJ4vsrtmetO0ZHjvaN2ujRaaPw2z8fQkNbGA57IOkUHBxj2NdSbVdZ/yo+n1T0r6z0j0hExMH6NtylSrNyThUuLcu1vBDsLtcm24XKho3sgNG3+vKCq9AcFHrcFU2SKESJdtq+drTsQ2db8U1zyHL58W258JqhmHplhcZm2y59Nqwg381i0mXlmLV2l2a8z3PbUW1TRVd8aU8D+AGAwwA8AH6C6KLQhkUYuli8sAffNId0moKr51Th3/54IKvdMTpytG/URkte34d7pwzD8umjbNHQToJjCJZP1/a1jrRrOvSvrPSP+rawMpmQ09yVontId7k22S5UNmxkB4y+1bBAM8IVzefn8W9/PKCfE8yt6nJ9QbldnvzwsGWd4/i2nD5t84NnAAAgAElEQVT2Ap3Ntl36bFhBgJcMx/sAb58Epoouia9KKf0bIYSllIoA1hFCdnRFOb0VZi4eEqX47Z8PYenUShR6HGgKRlDkdeC9A/W6tNnkDhkRJcP3TXS0b9ZGg4s9uP/VfXh61mjA2yXV7RMI8iIee1fb1x5791DK7cowBCPK8/Dm4qs77PpopX8IEjVOI1nXQe0u16qedOGyYcOGdRh9qwxByuNVV4AXRLx3oB4NrbzGTvfrBtdyuV3qGoOaOUlFkQcDCjyG5ce3JcuQjGhHG9mHdIz3NqLoikVggBDiBPA5IeQxAGdgT8ctQRHelig++KeJWLP1CF6prQMQ3WEL8CL2nmzCwhdqlWsba6p7xB0knXCwxq6HHGt+UG3mZnikwY+GtnBWvX8mwsmxaGgLK30NMO5XVrh6ndW/stI/OIYYp0lhMpQO19VMKseGDRudg9G3KlGkPF51Zd3i5wRvLr6628quawxiWFkuLurnBRuztZJEDReB8W1p5sra3e1oI/uQjvHeRhRd8bXNjeX7UwB+AIMBTOuCcnoVZN7TjNU7MXH5Fsxbtxtzxg/BjKoKxVd+cLFH43axak4VynJdnXa362mU5bqwak6V4buZwcjN8NFpo/B67cmse/9MhBU3zvg+O2P1Thw82wpBSO9Obr8cB1bG9Y+Vc6rQL8ehpCnLdRmmSdSH4pEO19VMKseGDRudg9G36uJIyuNVd9Wtu+xIoZvDyjlVWHjNUMwZPwTzn/0U1z2+FTPX7DIdA+Lr+9qer3U2uyfa0Ub2ocTjNBzvSzz2GJoqCKXpOz4lhLAAnqOUzklbpmnC2LFj6Z49e3q6GqY43RTEjNU7dTsbLy+oxoEzLXi99iR+fdu3EBYoBFECpzp16Q2RBpVT0Lh3SwT1exNCwBKAYZh0vH+PN14m9Ndk/cqsz76ycDwGFnrSVo/TTUE8t/0opo+9ACxDIEoUr+35Gj+8+iJNOX08Omiv7LNDf/nHlNIf/82NaS3fRpcha/prouigqYxXXYGeGvtPNwWx7O39+NXUy5XgHDISjQFm0UF7uh0tImv6bG/HqcYA3v/yDK6rHABKKQgh2HzgDL57+QAMKsrp6eplCiz117S6g1JKRUJIKSHESSm1oxykADPeU0SUFFePX90o4oISvWdtZ93tMgEcx6S8cOgN753JSNa+HeFydgQRUcLqj49j9cfHNddnVw/V/O1wsJ0eALqrT9l914aN7IDRt8owJK0bXR1FT9mRiCjhvQP1+OXfX5bSGGBU30xoRxvZBUGiWLbpIJZtOqi5Pvmy/j1Uo+xFV3ACjwPYTgh5G1F3UAAApfQ/u6CsXgMz3pMYI7oa+cqHQgJ8QV45+SjxOOF2d0msHxtZBitcvY5oM6rRES5nR9Bd5VhFshPHdOzO94bTfRs2sh2dtZG9FbJNtsrrkySKNp4HH6EICxIEidrtaaPDsDmB6UNXfH2nAWyK5Z2n+s9GApjxnvaeOG/oKx8KCTjs82Pmml2YuHwLZq7ZhcM+P0IhoadewUaGwApXLx18vo5wOTuC7irHCmQ9QvV3d7C+DZFINLKnrIX1/RXbcfWjH+H7K7bj0NlWSClELUtHHjZs2OgcuovznI2QbfJre77GitljEtpmSaI45w+hMSDgdHNIsZ12e9roKGxOYPqQVk6gpQIJeYpSek+3ForM96WWfeynVQ1WQj2/XnsSD910OQghuh2zU40BzFyj98XfWFNt+0R3Hj2+ndSZ/mqFq5cuPl9HuJwdQXeVkwzJvruG1jC+v2K77v6bi6+27LbVwTyyus+aweYE9lpkfH/tLs5ztkK2yRwDRMSocL2RbW5oDSMsiAhFJMxbtzub2zPj+2xfwanGAB5+50vD+bI9/1XQ/ZxAi+j6+MVZCNnHPl7z71c3VuKCEn2ntnVSbJjBClcvXXy+jnA5O4LuKicZkn136dAAtHUEbdjoeXQX5zlbYdUm84IIUaIZo69oI/shSNRwvvzgjZU9VKPshU0gyxCkynuyfaJtTqQZrPSldPHs0sFdC4cFnAu0/479cpxwubS/Y3dxc5K9D8cQ3FBZptuBlL+7dGgA2jqCNmz0PGQb+dvp38LgYq9in/I9NoctFTg5FlQQERFtXUAb6QHHELyx6CqUF+Qo3+XZ5kCfmv+mC/bXlyFIlffU132ibU6kOaz0pXTw7NLBXQuHBXx1Tvs7fnXOj3C4/XfsLm6Olfcp9Tpxz5TheGTTAcxcswuPbDqAe6YMR2lMmysd2l22jqANGz2PslwX3rlnArxup8Y+HfeF7XEmBZR4nXByBA6OJOUP2rBhBSUeJxwOh+a7dDgcfWb+m070BCdwL6V0dLcWiuzwpU6V99SXT8K6mBPZ49tJne2vVvpSZ3l26eC/Wfkdu4ubY+V9rKTpoeigWd9njWBzAnstsqK/2tz79KCXRAfNij7bF2B/l5bQM5xAQshISun+BEmeSHeZvQWp8p7cbg6D+siiLx42JzIxrPSlzvLs0sFds/I7dhc3x8r7WEmTDu0uW0fQho2ehz3OpAcMQ5DvdgHunq6Jjd4A+7tMH7piBbGKEOIE8CyAlyilTeqblNJn4x8ghPwBwFQA9ZTSkbFrxQA2AhiKqPbgDEppIyGEILqQ/AcAAQDzKKWfdabCyXS/uho8L6DB336iV+p1wuls/2nkUwEHS+EPS4Ynf31Nz6ivcyK747QpWZ+yyl1LlE8yjh3QffxFJ8di2dRLcV3lAEiUgiEEmw+c0byPk2MN66tOY+sE2rDROxA/ztx3/TDcOqYCEqU41RhIea4gn4i1BkXT8T5VZLut4HkBQVFAW0hKyAu3YUMGxxDsfnAyIgKUPuPggIjtpZ0y0v6VUUq/QwgZBuBHAPYQQnYDWEcpfT/BY88CeBrA86prvwTwIaX0N4SQX8b+XgLg7wEMi/13FYCVsf93CLLu113ra1HXGFS4dZeW5XbLQpDnBRxq8OvKH1HqhdPJKTylv51txtDSfF26YSVecByDg2dbsUh1b9WcKlxantcrF4KSRFHgYbByTpWuPfqCT7jcJxY8v0d597V3jsWI8jzLg3+yPGQeXqI+JXPX4vNQc9eS5VPiiXLsEv2OMn8xPo+O8BcTtVmeg0XVhf0wa+0uTV3yVHagyOPAvVOG6+pS5HF0229jw4aN7oHMvb9rfS1mVlVg0mXl+EGcfbA6V5D18s628KbjfarIdlvB8wJaIwJON4V1bTK8n9deCNowRInHicM+/bx5WIm3p6uWdegyTiAhhAVwK4AnAbQg6p/6z5TSN0zSDwWwSXUSeAjAJErpGULIAABbKKUjCCGrY/9+OT5dovqY+VL3tG+xVd2xDTXVuMMkHSGkT+kZyW2yseYqAETZCSr0sPC60+JC1+OjZyLf/+7QorPKw0u2C50sH6vfX3fwF63UJVk+tk6gzQm0YQlZ019l7j2ATs0VZL08s3G8I/ONdNibnsSpxgCAzrVrNyJr+mxvR0/P27MEPcYJHAVgPoAbAbwP4CZK6WeEkIEAdgIwXAQaoFxe2MUWgmWx64MAnFSlq4td0y0CCSE1AGoA4IILLjAspKd9i63qjokJ05nc66X6O3KbXP3oFs317Usmw5vFnAMr/RXoHi06qzy8ZNy1ZPlY/f66g79opS7J8ulrOoFW+6wNG5mAjvRXmXt/wufv1FxB1stL53wjm2yFEeT3tvld5rBtrB49PW/vTeiKs/anAfwe0VM/5VeilJ4mhPwqDfkbrW4Nf3lK6RoAa4DoDopRmq7iliXj+Vkp/4TPr3Cm2ATpCDG5l+H6Ox3lMnhdLDbfNxEMIWAZgvP+MJ756G9Zr6Nmpb8C1rh4VvhvifJwsAyeumMURg8pgShRsAzB3hM+XZ9KFqE2GZ/P6vfXWd6LlTazUpdk+fQ1nUCrfdaGjUxAqv1VbXdSnSuon5XHKvmZdM03OmIrrM5NEiEcFsBTAS3Bdh5fgYeBzy+mFJOAM2mTGyrLwDEEX/v8cDtZ9PO6ssK9tStg21g9+npMiHQi7asESum1lNLn1QtA1b0XUsjqbMwNFLH/18eu1wEYrEpXAeB0R+tblusy1NvrjHaNzPNTa5gcavCD5/Ws1VKvsd7fw+98qTx7z5ThOFrfYpgu182g2O3otOZbd6OjGnOCIKGuMYQ7/7Abk367BT9YuwuEEPxqaqXCy+rtKHRzhn2hMLb4stK2BS7WMI8CV3TyUOx2YGhpPu6I9eE71uzC0NJ8FLvb29iKVmOx22FYjpyPFb3LdOgR5juN3zff2T5Z6pdjXJd+Oe11SabhZ+sE2rDRO6C2O098cBgg1PJcId5m3b56J46d8+PA6WbDPEo7+G2naitSmZuYIRwWEJIEHPeFNfkc84XRHAinpONa6nXC7WQ0bXJDZRnumTIcM9fswrXLt+C2FTtStvc2ejf6uk52OpE2TiAh5P9gfCJHAFBK6agkzw+FlhO4HIBPFRimmFL6ACHkRgA/RTQ66FUAnqSUfjtZ/RL5Uqc7Omiq/srxO3MPv/Ml3jtQr3s2x8UgoIoO6msLYfFLn2NjTTXK89yd4kx1NzrKZTDjmD07/9so8DjSxYPo8e2kRP31dFMQy97er4tQuezmkRhY6LHMf3v4nS91eTx00+UYVJRjqQ9bTfP8jmOYPvYCsAyBKFG8tudr3DnhQqWc9788g+sqB4BSChKLyPndywdY5uFZQbL3lREOCzgX4BNGqUt2KmnrBKYPNiew1yLj+6va7rz/82sx/9lPMbOqAreMqQCNRQ/OdTEoMuAgmNmspVMr0ewPY8KwUog9EB00HVyqZDy+qx/9KKWYBM2BEECgiQ5qlHcG8Bwzvs/2FSSbV9gA0AOcwKkdfZAQ8jKASQD6EULqADwE4DcAXiGE/BjA1wBujyX/E6ILwL8hKhExvxN1BgA4HGxKHSfZorEz/sqCRDULwPuuH4ZbxlRAkCgCYQknz/txx9rdumckSQKlFBQApdG/u+CgN23oKJfBjGPGEGQND6KziIgSGlp5zbWGVl7h2fGCiNJcF5ZOrVQWPKu2HNHx326vqkDlwHwIEkVFkQcMKpQ+KkjUMA91H7aaZvfxJowZWqKk2X28CbOq28tZtukglm06qHmfyZf1V/5t5X2AxJMh+btSf1sA8OCNlZq/XS4Og5JEpEvGg7R1Am3YyH6oxyiWIahrDOLxDw7j8Q8OK2m23T8JRbGAhPHzgplVFZq0dY1BFHocWPhCLQBg79IpCPASzrSGwTG8shiUJIqmIA+AIshLSTenU7EV6eBSJeLxEQLs/H/XQRQpIqKE+tZQUlfOpqCIicu3YOv9k/BNc8g0774yvttIDkGiyHU54HKwkCgFxzLIdTlsTmAHkLZFIKX0RCwi6J8ppden+OwPTG5NMUhLAdzdgSqmBVYkJVLxV46XiNi+ZLLy7H3XD8Oky8p1Ies3LPi2shCsKPKgwMMmlJnIRHSU92TGMZMoMpIz1RXwOFg88L0RuP+1fcrvvXz6KLhj/c/tZIzvO9s3BQpzWPQvzFF2XBWX0pxYHpxJHqrT5XSksfKteJzG7+txajmQiUKl2xwCGzZspAL1GCXGNsrMuM1m8wIAykKwosiDpmAEAPDUHaNQZyKLcKolBEIo2sJS2qWr0mEHE/H4AryIhtawxlYnk6yQx3SOIQjwomHemcqJttEzyHezhnPjfLfdR1JFWo+KKKUigAAhpCCd+WYS6tvaDTcQ3aG6a30t6tvCShoznp+R33+Dn9fkB7TzDm4ZU2FY1uBiryZfv2qwUKdr8PO68jIFHeU9yZpx6udWzB4DF0f6DGdKlKgyyALR3/v+1/ZBlCPKRozv85H2XbK2kHGfaQtFTxMpYJiHep/NShqAGKaRPRWsfCuCyfuqd/18fl5ZAMppFjy/B77YN5DKN2nDhg0b6jFq7bajWDF7jCnv3mxecOuYCiX98umjsGrLEVQUeTBmSIlh+nMBHid8AXAMm3Se0RGkww72y3Ei183o8nnwxkqcPB/U2Wq1HTaCPKa3BMOoKPag2OvA8umjbE60DVMEeOP5S4DvnRHxuxJdcUwUAvB/hJD3Afjli5TSe7ugrG6HFXcKp5PDiFIvNtZUJ43AFZ/f1Y9uwfYlk5Rnzcraev8kJRrjWX8468LlMgzBiPI8vLn46pS4UxzH4NLyPLyycDwiogSOIfC6WOS7U+ddZSt4E5fYiOwOmuQ+kLwfhwXjPMIqsr9ZGl5Ql2MiESFF01j5ViIm5URU5SRzL07lm7Rhw4aN+DHK62LxysLxhrx7M3sqUYrtSyaDIQQMAf7rjitx8JvWhPY3x8lCpF0TAj8ddtDl4oAwMLQEmnzCgoQcJ5uyK6c8pte3hZHnJgiEOVAAG2qqIUm0z0cHtaGHLRGRPnTFDOiPsf96Jay6UzidHAYZGNb4IDAFHhY3VJZpAlY8/M4BPHTT5QnLUnMYuSCfla5uHeU9MQyBg2VAKYWT61sLQCDqPhPfZ16vPam4JjlYBguvGaojTavlHWTpEV0esXa00s+TyT8AUZcqo3I00gwcG/07thnAxbn9WHEdtpTG5Ju0YcOGDSPEj1E5XHT8jogSzraGlAWU1bH6VGNACUhllj7Ai2DNZJ/SMM6lww66XBxc4JAXi4lzuimIE75owJiOuHKqdWDzsljr10b3gGOIsYRVH5oHpgtpiw6a6UhXVKVwWMBX5/T8u+H9vLoogvGI5//Jz5bnO3Hbip26/CgFDvv06YeVeDVabGb5ZjInsKNIxv1KE3rckiSLZpuIl2qlP8jyDmZ9K9l9K/UAopIeB8+2YpEqzao5Vbi0PA8cx1j6PdOVppejx1/Sjg5qIwVkXX81s6vDSrxoDPM41xZJyuGT5w/HG1owtDTfcC4QjkgQJKlLOIFdBUGQcPy8H/6wgAAvpsQJzCL0+AvY0UGjsDI/sWGtv6Z9EUgIOQYDqQhK6UVpLShFpOvjOd0UxHv7T+tC2t8wcmDScMhm4Zk31FTjO49+pLkmh0NOJsYtIx0CsNmAdMgFWEBGG/tkbWAmo6EO2W0lTbK+19AaxoNv7tOd8v3790cpv0Wyulr9Pa2EQU+HNEMWo8df1F4E2kgBWddfE8krzFyzy5J8hNrePXbbSI1UxPbDDXjyoyN4Y/GE2ImGteigmQJBkHA+wEOiNBqxnFK4Hb3KlbPHX8JeBEaRDqmTPoBul4iQMVb1bzei0g7FXVBOjyAiSoYh7a9ThbQ3g5kfsxjnx6z2oXe7OQyysLPRV1zdOiot0ZuQrA3MZDQEFSfQSppkfY8XREPZhYduEjVpEtXV6u9pxXXYllWwYcNGVyERD6muMbF8hAy1vXvgjf3K9Y011crfEUFCmTyRjXs+k8FxDMrybV9OG10PmxOYPqR91UAp9cVd+i9CyF8A/Eu6y+oJWOFBmcGMN8DGdslkTUApdjrL8wIkCbrTmPOhCCKiBEcWiMJbgdXTTqDj0hK9CcnawEoftZJGECTUt4VN+5qTY7Fs6qW4rnIApNju9+YDZ3RcvUScQPv3tGHDRjYgEe/P6pzAzN7J0hGJbF8kIuJ8gEdEohAlCo+DRb/c9J2yJbP3ycDzAlrCAsJC9PSyt8xPbGQebMmn9CHtXychZIzqv7GEkEUA8tJdTk/BSKJAHSo6EczCMzs5gmVTL1V0TyYt34KZa3bh8Dk/TrYEMXPNLkyUr/n8+KbJj4nLt2DG6p04eLYVgpC9YXFl3+74dwyFBMP0HZWW6E0odHOG/agwtnAudjsM7xe7HUoeydLIXL4Zq3ea9rUCF4uqC/spfXbW2l2ourAfClztk5gijwP3ThmORzYdwMw1u/DIpgO4d8pwFHkcyn2j70m+b8OGDRuZgBKP8fid42IszwmMxi+1dITZWBaJiDjeGMDRc37cERsrb1u5A4e+aYWUhtMPK/Y+EXhewJm2ME43h5SxvDfMT2xkJsy+xRJP35kHpgtdwQn8SPWnAOA4gN9SSg+ltaAUkU5fannHzChUdDIYcfc4jsWZ5qChj/Mjt4zE/Gc/1VzbWFONq2McwngeV7ahI77d3cD96vHtpET99XRTEMve3q87XVt280gMLPTgVGMAz+84posOeueEC5U2PdUYwMPvfKnL46GbLsegohxLnEErv50VTmAyXqENS8joPttR2JzAXous66+nGgNwOxkEeUmJSLgjxuN76+4JCAvU0pxAPX45OAYcQxDkE49lpxoD+OpsG5a+tb9L+PBW7H0inGoMIBiRMG/d7g7nkQXIuj7bW3GqMYDPTvh00UHHDCmxOYHt6BlOIKV0crrzzDSowxmnCjPunpmPc46T1V1T+z3H87iyDR3x7e7r3K+IKBly8X51Y7QfCBLF6o+PY/XHxzX3Z1UPVf4tSNQwjwdvrFTKSMYZtPLbWeEEJuMV2ug9SHVRZ8NGpkCQKJoDAq57fKvunj8s4oISawQ+w/EryaOyfmBX8eGt2Ptk9WMIOpWHDRtWIUgU92zYp7u+9f5J3V+ZLEfaF4GEkAIADwG4NnZpK4B/pZQ2p7us7kS8v3yOk4E/nL6TKDMf5wCvNfCy3/Pm+yYqJzwMQ3CqMZCQS5epMHrvjx+4FgwhOOHz6ziCZvzBSESMns7GrnucDLwcl1S2IxvhYJlYG7HK+0pUBMtEd545hhjrBKr6KMcQPD+/CheX5St5HKlvUdI4WMaQ7xevNZjMLz8Z5y8bOYHJTqLTcVLdxyOd2rCREYhERPBiBE3B6ELGxTHY+y9TMPpfP1TSyLz+s80hCJIEr4tFgJcQESXku6P/lm1srptFWyj1b1rWD+yMrUzE+etMrAO5fhGRmuaRCu+/K2Db094FjiH44qEpaAupvy0GbSF7wyFVdMVX+AcA+wHMiP09F8A6ALd1QVndAiOtsxWzx2D9zhPYcdTXaR0cSaJwcAQr51RpdE9Wz62Ck2s3zrLf85H6Fty5rlb5+83aOmysrctKnRTZt1t+748fuBZNQQl3rf9Up/8CmOsmGl0vyZVQAvS6hWCx24HDPt6gjaI8uhKPE1OvrMD8Z7X31f7yJR4nzud6FHfO+DQlHofC99Ped2jyiO+z8eXInL94nUCZ8yfzG+PzKMzQPpxMjzAdeoW25qENGz0PeQF41BfW2Sd5ISj/3RaO4MfP1WLCRSWYM34IFr/4GWZWVWDSZeW6Z7f89Sw21tal9E2X5boQiIhYPn2UVoNvrjU+fDK9VjnWQfx9K7EOgGi8gzNtYayYPQaLX/xMk0d0vOo5TTfbnvY+lHicpn3KRmroCk7g55TSK5Nd6250xpfazF9+3bxx+O7vtnXaL1/mTb3w43FwsKyGb3BJmRflBTma05o719Wa1iMbdVLidwnNeGYAEuo0xV9/eUE1GIKOtEePjwyJ+msyLp4Vrl668nj/yzM6zczvXj5AwwlMxPlLxm+UkSk7uenSPexMGSbI6D4ro6vdQW1OYNYg4/vrqcYAAPMxR5AoCImeSsxYHU3z/s+vVTbftj0wWdlEUz/70oJqXPvYRynbBXV0UEmicHIMCACGYZLaQyucv87EOgDMo4OebQ31qKZbGrWFM77P9hXYOoGW0GM6gUFCyHcopX8BAELI1QCCSZ7JaJj5y8vSDp31y5d5U/UtPGau2aW7Ly9ytt4/SbMANKpHNuqkqPXoTvj8CXlmiXSa4q9LlCILmyMpknHxrHD10pWHkWbmZJVmZjLOXzJ+I5BZO7np0j3sTBk2bNjoeiQbcyYu3wIA2HzfRCUNyxDl3xI1tqHyxnuq37TDwaK8wKPYw1m//8SyPbTC+etMrAMgGu+gXwrxDrprrmLb096Hnu5TvQldsQi8C8BzMW4gADQC+GEXlJM2JDtlMPOXl0XeZb/8jpxWSLFTv633TwLHEOx+cDIiApRTMQcH7P26JaEekboe2aSTYsQTSMQzk+9trLkKANHw/4yeYQhBFjWHZSTj/HEMMdTmi+cEJuLzpSMPwJqmoWE5Ki6Kz88rC0AgauwXPL9Ht5Ob7PsziszrjJu0JMujO3QPs5EnacNGb4Nsx8xs3JfLpqApGD312r5kMiKiqOHFMcTYPhLSnm9Hvmm1PRw9uBCLJl0Mf1jANy0h9M93G845zOYwLEMQiYhwOLrOtvS0ppttT3sfOIYYxyzojRO+LkZXuIO6AEwHcDGAQgDNACil9F/TWlCKMDtGt3LKYIUTOKw0F4cb2jT5rJ5ThSKvAwAxdK2QJIqD37Sg5oVovrVLr8PpJl7n5zyw0In6lgjK852oawxpfO7V9cgmTqCsD2iV31ee78C51giGFLsMORoluQ7MWLVLd63E7ewIJ7DHLUkit49Ebed2c0nvd1ceQPLvKxIRcbC+TZfHpWW5ysTkVGNAkURRY/uSyYrrR7JyeF7AoQZ9XUeUepWFoBVbkKy+PcgJzOg+K8N2B7URQ8b313BYgEAFw/HmohLjcags14H6tgjuWl+bVk6gGrI9HD24EL/4uxFY8vq+pHbCbA7zxy9OYeqVFRp7m25YGSe6Emn0JMn4PttX4A+FTL9Lr9vd09XLFFjqr12xCHwXQBOAzwAo5+2U0sfTWlCKMPt4rPqLx/vLx0cH9fl5w3yWTq3EI5sOaEjYZmVvXzLZ1M95QIEHPj+P32/7m3IC5GQZuB0M/LzYIxG3OoNEPt0lHqfmhJBjgKt+/VFC/p/MGUxTdNCMNvbp4vMdqW/RRQe9uCw/pTwSaQ3KSHS6ZuX7S0eadGgaAta4NT0UHTSj+6wMexFoI4aM7q/yomnPsXO4fewg5cSPYwgKPQyagpKpPXFxDJqCAhgC5LpYhAUKiXYuOqgasp2S5xZWuW7nWkMICxLCQlTncO22o3iltq5buFS9JDpoRvfZvgSbE2gJPcYJrKCUfq8L8u0SWPUXN/KXL1T1NbN8Cj0O1DUGsWh9rU40Nf6ZRH7ODENQ4nXi1s+A57YAACAASURBVDGDNVEfszXKVaJ3dbs5IMgrnIv4+2bPDekjkaHSxeeL55cC7To7VvNIpDUoI5Guo5Xvr8TrxNo7x+p2ctVR8ZLlkw5NQ8AatyYdOpZ9XQvTho2eRH1bWDk1W7bpIDbfNxHXPb4Vm++biHP+xFxBgRdx/X/qtQS33j8JBR4XCjqpmy7bQ39YSInr5udFUECnc9gdXCo1778nYNvT3gWbE5g+dMVXuYMQ8i1K6f91Qd5pR7r8xb0uFh/800QwBCjwcAhGorttHEPw2G0j8cAb+3WiqfFlJ/Kdb2gNo8TrxIjyPLy5+GrwghjlTVGKk42BDnOcegrJeAJmv0ui54x0BXsjrPD5knEwuiMPGfEajmW5LsX1yMr3xzBE0+/NuHqJ8kkHfxHovJ6WjEz9Lm3YsKHf7BElqvDvXTFvnkT2pKs5cMU5TuS5OctzF0GQYnqyiesm86YdbFT3Tx3lM5VIoUawwsm2YcMKeppn2pvQua9aBULI/xFC9gH4DoDPCCGHCCH7VNczEvKuWkVRdHvO6JQhGQRBQl1jCPPW7caeYz6cbg7jjjW7MHH5FsxcswuXDSrEU3eM0k0US7xOrJlbpZTt4ICVc6o0dVk5pwocA3x/xXYcOtsKACjNc6HU60R9axjTVu1UyjnU4AfPC0r+si/891dsx9WPfqTkIWXAbomsMRf/ropOncHvsnz6KBR6GMPnGIYq7XDY50coJBgX3Atg1gaFnmj/Sta2VtKU5boM76t1o6yUI3PoZqq+h4P1bYhEorvVsk6g7l3iFvHyTu6gohyU5rl0CyZZj1Cdj1qPsNRrXNdS1XdupS79chyGafrltOsnJkMmf5c2bNho3+yRsXbbUaycPQav7fka+R4G+QlscCL73NlvXI4jMG3VDtzz0l4snz4q6dxFECQcP+8HBQXLGs8xynJdCm/6+R3H8E1LWLHZM1bvxMGzrRCEjgtxy3mrx4H4+YoNG1aRbA5kwzrSxgkkhAxJdJ9SeiItBXUQiXypO7srr+YJ/WXJZNxh4qtcnuc2DA7T0BpGWBDBMARFMb5BPB9OzifdHKeeRDKewHl/GF+cbEaOk0VTMIJVW46goS2MP//sajQFReU5hqEY/+stynNp8A3v8e2kZJzAwrh+Iv89qCgHDa1heBwUzar7BR4GwUi7S0wyTiCQ+ARPRrLfMFk/taoTmAzJ9AiB5DvRVupyuimI57Yf1UVm/eHVF1mubxd9lxndZ2XYnEAbMWR0fzUKpPLqovE4eKYVFUVuDCyILrTibXBEAjgm+nLqey6O4NYVOzs99sbbjtGDC3HvlGG4oDgHbgeDAQUe3dzldFMQh75pxdK39uPeyRfj+svLEeQlnV2XbfW6eeMUyomMeN5zquglHK6M7rN9CcnmQDYAdDcnsKcXeZ2Bkb+4HAgmIkqKO4QgSPAFeRACUBr9z+VgAbT7JzMEWDq1UplErtpyBHtPNim8vobWsLLYLHCxaAxGQBHVFyIGP1mui8H2JZNx4HQzFrzwGVwOilONAQgSxeuLxiu+0XJZVjhOYUFU8jCb3HcH4nkCoZCgqVe+h4EgiqgoykX/AjeenjUaB043oykoKh/6CZ8f4bCA7UsmK8/5wxEUehhNXr3JRVSQKNrC2l3ZtrCk/Pa8IGLDJ3W4ZUwFKACRAuv+8jVuq6rQ5JGIEwgAoqjdIBJFCof1Ay+lnAkXlWDBtRcpi6a1244qdY2IEn509VAMLvZCiLlcFbiH6lynky02eUHETydfjJJct5LPgPyLNfwYKW4jO/7viCjhWwMLcNmAfEiUYkChB98aWKCpS0SUMHZoMXKcLISYa9jYocWaNFbq+tvp31LemWMITp73x9XVdhe1YaOnwHEMLi3PwysLx0MQpagWL6W4fEAuOE47+cx3s2BZoDlEwTGAP+ZGyTEEXicLBwf4wxI21lQjFBFQ1yjCwRCwDEGB26EZeyWJoi0cRmtI0tgPliWobwuDGMwv5j/7Kd5cPAEca2wjIqKEAQUu5blPjzcp85LtSyYr5ctzCbXW4X3XD8MtYyqQ42QACs2YmuNkEBGj+SezUV3F4ZLtJMtQSBJ0QvWddWG1kZkw6zc2JzB19I5ZcZphtAv40oKr0BwU8NSHX+GHEy7UhGVePacKN1SWoaGVR6M/okTsqijy4NFpo/DcjmNwMEQXpnjd/HHgIyICvIi1Hx/Ff874lmHY24GFTvQvzMHuByfjROx+aa4LD3xvBO5/rb0ey6ePgltl9DjGXN9wtkpoNj4kf0/AKIz0Wz+dgP6FOcoOolzXfE97PUu8LI75BPxIlebdn00wbMdskc9Ihn5e1jQ8MgDkullMuqwcs9Zq2y3X3d5uyXzq0yURketiMWf8EE0woxWzxyDXFa1LsZdFS8ip+42LvO11tVJOoYfF+QCry6cw1les5FHgMW43dX8rymEN+2RhjvVy8j0MvG79O+fHXFnSGNLchg0bHQTHRRcSB8+24skPv8KvplZCYoCzTVrbu27+OPCChLf31uHGKwZpJJxWzh6DkjwnGlp53P3SZ5qxuiTXCX9ERH+vCy4XB0miOOcP4WyLXibqgmIXHn7nS9w9eZjh/KLA49CM/Wrkuli0hgTD59T8QXlMkPmPssTF5gNnMLmyP5oDEe27zanCps/rsPrj40ltVFdwuGQ7+cmRBsP6GUVkt9E7kGwOZMM67K/DAOrIYIAccYvirvW1mFY1WFkAyvcWrq/FgzdW4t4pw7Aw7rklr+/DgzdWwsExOsHruvNBtIZF/PyVLzCtajCag5LSqeU0d62vRYiPlh0RoNxfNOliZQEop73/tX3QHidSHWdg9Zwq/PsfD+jKqG8Ld3m7JoIvyOvePcQbt0dLsP3ExKjNzNrRF+S7+a26Bk0m79cUjJ5GtYVEw/ttofZ2S8aRM/o94tvQSppQRFIGZjnN4hc/QygSrWuLybu0BKWUymkKGr9zU6yvWMnDHzaui1916toaMk7TGpIsl5PsndVi0PL9Bc/vgc/fO/qvDRvZAnkuMK1qMHiBQpKI7tutOx/EwhdqMX3sBTpbd9eLn0EUoSwA5ev3v7YPpxpDiAgU5wJ81MvIzyvzDL3tljCtarAunyWv78Mv//4y/OZ//wqAQBAknG4K4oTPj9NNQQiChLBAdfMZeV6i5g/KY8Jre77GitljcOuYCty1vhbXVQ5ARKD6d1sffWf570Q2ygonO1XIdtKsfouSzGtkKs6pxgAaWsM2JzuLkGwOZMM6sv9YpAsgRwabUVWhuLHJLhKy5IMadY1BcAzBRaVeY/fLWBCM+Hv9cp3IcXFKvolcJtT/B2BaD41bmiDhsXcPKW4gbgeDwhwHfvn3l+H+v7tU0QlKh1tGZ2H07lZlCjryXDYjHRIRTieHEaVebKypNuTIdbTtU01jl6NPY1W2xoYeqXIObQ6hjUSQ5wKFHgcYAohU/+3mOFnUNWrdKGXUNQYhGTxT1xjE4GIPHGx007Y5xIOP6feZ2YYhxR7De83BCN47UI//+D50Hkyr5lShLM9p+BwBtBGWY2NC8YQL4WAJghFJqT9DjCUxWNXziWxUsvGmI5DtZKL6xdMKZNjeFtmN3j7H607Yi0ADOFgGC68ZihuvGKS4sa2bNw4VRR40BSOmYZmdMA6/7I0Jlm++b6JGpNXj5PC1L6DJ18xlQv7/8/OrlGAef1kyGTsON+CBN/Zr6iGDYwga2sJY+EIt7rt+GG4ePQhnmkPw+Xm8XnsSP5syHD+5Zih+9Fxtym4Z6Qr3LPOnAGDdvHF48sPD2HuySam/WXvInE0A+OCfJmLN1iN4pbYu6XO9ARxDsPCaobrgJKnIOwAAwzAghACgIISAYRhNGcnyyCQpCo4huKGyTBfUpSvK6er3SZdsjQ0bNjoOnhfAMQS7//k6REQKhonyiOPH8QAvatwo479b1uR79zhYZdLq4ICwELXFG2qq4eII8twOsITgXBuP+pYwPE4WN1SWaXRZK4o8qG8No6LIg7Ag6U78Fq2vxcaaamN7YyBr43RyGBQbx081RucmDCEQqPG7iapJdzIbpc5bRjgs4FwgKklBKRCRKESJwuNg0S9XHwU6nm/9xqKrEtbPTLrHzNsiU4Lm2UiMZHMgG9Zhu4MaoCzXhbkTLtS4Fzz54WEsnz4Kr9eexKPTjMMyG8karJpTBT8vYOaaXbju8a2Y/+ynmDN+CBZeMxQcQ/Dkh4fx+O1X4PXakygwCXvrdhKFM1SU61HCLN8Rk5947LaR0XrMHQtJknDC58epxoASwv+GyjJMvqwcs3//Caav2olHNh3ADydciCc+/AouB4d37pmgCf2fDOkK9yzzp+R8lr61Hw98bwRGDy5ERZEHbqdxe5R4nDh4thUzVkflMeat240544dgRlVFNLCISTuqpQuyGSUeJ6ZeWYH5z36q9KmpV1a0y2tYkG6Qea9yG8aHAc8zacM8VQhmK2Gac93GaXLd6ZOzkNPcM2U4Htl0ADPX7MIjmw7gninDlTRW6pqOupj1vQJVOWbh5WVOYDpka2zYsNFxxMslvP/lGZxrixiO4xXFHqye2+5GGf9dMwz0tIy5VXj4nS8xcfkWPPzOlzjhCyu2+BevfoFQRML9r+7D3D/shiBJcDsYPPnhV/jnf6jU5PPotPY5CR+nbQjETudESWdvVsXJ/RhBlgnafOAMHBwxfLfX9nyt/J2qjQqHBXx1LtrGTcEIjp7zK9Jat63cgUPfaGVz4ucLM9fsgsPhAIFoWL9E72h7W2Q3Cj2M4RzIlohIHWmTiMh0pBpa94TPj4nLt2iujR5ciKdmjQYTFx1UHRUrSu4OIxSRwMbcR2at/US3Q7Wxphocy2Dayh0ozXXhvhuG44KSHJTksIZhb3PdDNpCkmmYZYYQtPEC5q9rD8AhB6TwBXnD55ZOjXICBhS4Uwqrm65wz2b5bKipBkF0srz3RJOhjIHZc6GIhEIPh4gkQpKIRkZCkojV+vX4dlIyiYhE7X+qMYDndxzT7ZLdOeFC5f3VsibqPOQw4KcaA3j4nS91J2sP3XS5kofVNInqcqoxgLPNAZQX5Ci/lfy3Oo9kchZW2iRZOaebgvimya9L07/Qq4RGt/I+ydrkhM+PM00BXXTQgYU5uKDEC6BD0UEzus/K6GqJiFRhu4P2GDK6v8bLJZjJJmysqYbHyeB4Qxv6F3rBMVBE1qPSEAxuXREd4xdNuhiFHgcCvIhLB+Rh/K83AwBWz61Sgrao8146tRILX6hFRZEHj9wyErwo4bL+eVG7QykICFpCEdQ1BrFqyxE8Nn2UYR3XzRuH5X8+iIduuhyiRMGlEDlTlglyOxhQ2h59M9XooMnauK4xiKVv7dfVXX0yl8jGe5xMStFBOyjTk9F9ti+hl0iOdDW6VyKiNyEcjrqBvLZoPHx+Xgmn3NAWBgEwsNC8kzEMQVmeG0B0smfm4y9KFAMKXFh751gseH4P5vz3bmVn77d/PqS4RG69fxKGlHghCBKaAkFTP2iOgbIAlK/fFXMFMeIx1DUGUeJ1wufnU3Z/SJc/tlk+okQxpMSLEz6/qYyB8S6ehOv/cyu23j9Jt4CXn+sNsMJLW/3xcaz++Lgmzazqocq/Iya7xjKHQpAo3jtQr3E9AoAHb6zU1MNKmkR1ESSKR/54SJkgyWHP/+uOKzV5JJOzsNImt636JGEeEVEyTLMtrpxk75OsTRwsg1+89n+GC3AZRrI1NmzY6B7EyyWY8f3kRYeZbRH46IlTXWM0eIz6ngwzfn+hx6H8O8fJIo/hEBYkfPd327CxphoAMHPNLuWZtduOYsXsMZoImStmj8HabUfx3oF6PHhjJYbENpmswuFgu2xSrW5jmVepRvzJXCIbX+x1p1S27G0Rzwm0vS2yAzYnMH3I+EUgIeQ4gFYAIgCBUjqWEFIMYCOAoQCOA5hBKW1MR3myi4I69KwcTvmeKcMV9wIzTpzs4y5fz3Wz+PiByZAoxTOb/4ZXausUX3WGIRhRnoc3F1+NIC/gbEtUB2j57aMULoCbYzT8t20PTEJ9SxiiRJVThjw3iyAv4cWfXAWOIfC1hXDzMzuVj+Jog9/QX77Y68SabUfw0E2Xp9RGiThNp5uClncZXVy7hMWGBd/WnIz4QyHDhbhcjhH/i2UI1s0bB0DPL+xtnMBkvLRlUy/FdZUDYqR5gs0Hzmje38kay4c4YhwKK3lY8ctPlsbNMVh2cyXO+yNKvZbdXBkndZKY72elHCt5OEzaRM0rSQf3sCzXhVVzqvQBHFJwybZhw0bXQS2XsPCaoXDGxqr4Ez1vTC9UlohS33NzjKJZquMJqqJ4NwUjuKGyDL+aWgmWtHuvuDgGG2uqEeBFMCS6KeRgCT5+YBIIiQar27dsCoJhCq+LQALQGozOA9wcA5FSRESKf/zucNwxblC3jn9GOsvxcwJ1G8u8SjMetBRrk2S21SrUcy9bizX7YGV+YsMaMt4dNLYIHEspPae69hiA85TS3xBCfgmgiFK6JFE+Vo/REx0zy6LqMl/ASAvMSCOs9tg5jBhQgJJcJ17fcxJTr6xAeZ4TQJQMHRJEcAxBMCJinsqdc/n0URjaLwe+tggWmWgDrp5bhVw3B44BQNsHEK+LwdSnduDlBdW49+W9+MXfjdBoGz4zawz+tO8Upl5ZkbJ+ntn7Dyp0wR+WwLFAqddtuhAUBAn1rWFEJAkMIYgIEfgj7fIXN1SW4Z4pwzX5x9c3vp3XzR+HtpCAe17eq1x74o4r8W+b/oqGtjBeXHAVHIQgEmsf+bc0QY9bkkT91R8K4VxARESIRkWTKODgCPrlsPC63fCHwjjqCxlo6LjhdUcXGj5/CF9906bTmRzePxclXjf8oRDOtERw8nx0FzrAixhc7MGAfAe8brdSj2O+sG4xc2GJS0kTCgk4Gwjr6lqe44LbzcHXFkJdYxDn/RGlnGKvAxVFHpTkRvPgeQFfNfh15Qwv9SrBiJLp81nR7zPSB43XmuJ5ASeaomHh5fpWFHswpNADp9NaOZJEcaopgLCqTVwcwaDCnM5MQjK6z8qw3UFtxJDR/VUe4xrbghjSLw8RUQKlwLm2sMZm/tfMK7Fm2xE88L1LEY5IikRURVFUjmloictQz6wk14Hn/nIMqz8+joXXDMW871yIc20RXbotfz2LjbV10U2ifCd+9eZ+LJ58CcrzXZAktAvWexgcV2kI/2baSLAMq9gXJ0dQFrO5ySC7ohPQpO6V8YFaSjxOcByT1I4C7Rvumz6vw7Sxg+Fr4zVtu3buWIzonwcAONUUgNfF4lRTj+r/ZnSf7Uvwh0KmOoHy3MOGtf6arYvAQwAmUUrPEEIGANhCKR2RKB+rH48RF/CLh6agLaTl6f3dEzsMF4pGC8iXFlRj1tpdeOSWkRhenovndxzD7uNNhmLvj717SHN69cbiCWgJRt1THSzB8zuOoTEgKNIVHEvgdjCmArPPb/8aj39wGKMHF+LpWaPBCxKcHAMS4zXG86KsIv4k9LMTPtyzYZ9SdkWhC0UGLhpGE2216CxgzpF48SdXoZ+XRVsYmLZK2/7r5o0z5BRsqKmGgyHw+XnUvKAdlEaU5ZotBDPa2J/3hwwHw0GFLhR73Zb85U81BvDTl/bq3DCfnjUag4pyUN8SwpEG/SLx4tJclOVHf9fTjQHMMCjnlZpqDIyV42sL4VRTSOeiNKjQjZJcN842B/H1+QB+/soXyv3fzbgCFxTnoLwgysOrbwnhtpX67+2Nuya018UCxzFZm0QiIk63hnQL1oF5bqWf+NpC+OqsweK5PBcluW6cbgqi9vg5jB5SAlGiYBmCvSd8qBraT+EVdpCPkgwZ3Wdl2ItAGzFkfH9tCYZw8nxYWdj9z+IJ+Glsk1FG1MZUg1IY2pcXf3IVirwsWmM8fw/HQKBR13N58dYSlCBR4Adr9c+/vKAaoYgIliFwsAwCfAROjkGbStNUHufuiJX/1t0TQAjR2dyBBW7kuzhDDyZJomgK8pCk9oUfyxAcrW/BpQMLEZEXgwyDsrzoYtBsw+vCEhe+ZzA/km2xGkbRQSWJwq2KDtrQGkZzMIJ563bjt9O/pfEYyvcwyOu+SX/G99m+ApsTaAm9hhNIAbxHCKEAVlNK1wAop5SeAYDYQrDM6EFCSA2AGgC44IILLBUW73LwxUNT8PV5/YT7j/dOwBUPf6g8J7teGvkp0xgnL8fJIixIUU7R3CpDsXeZDA4AEy4qwdmWuLJnj0Geh8Oc3+9GXWNUumJYea6hcObGmmpsjMkm7D3ZBEGimPz4Vt07d4QrJ4d7jv8Y1WUXGdAPZPHd+PTr5o1TFoFmHImG1jDONFMMKHDr7ptxCk41BhHgRc0Csa4xGjrbaFDqSVjtr0HeWCh1Y0014LXmL+9gGUU+RIbaHZQXJcP+uSHGRQGslWMmFi9zWgSJKgtA+f7PX/lCuQ8AwYhxJLdQpJ0vYsZxjKg4jkb31SHO69vCeGnn8agAMiGglOKlnSc0AXWCkcTtEhEl3LNhH+Kh5hX2psh0HbGxNmz0FFLpr/4wVRaAQDToiNF3GxYofG1hUxt1wicoJ3TxG7/RCMUcRGqscydRqgR7kdMXeR2Y+987NDaIV9Wt2OvSLCjVNvdQi37RNryfF6daQoiIIsIq0fWKIg9eXHAVzjaHcJfqmnyq5wvypuOQ4bhgoNnncnEY5Eo8DeUFUdEBvGPtbs29bfdPQl4vP/ixbaweNicwfciGReDVlNLTsYXe+4SQg1YfjC0Y1wDRHRQrz/TLiYaAl41bWyjBhFsFWfLByGedkOj1AC8qk85kZHAAWDTpYtz5h93asl/8DM/O/7ZyLcfJmgafcbBEI85a6DHhPHXQBS0UEkABPH77FcpJklxvQaJoaA3r/OzNJutq0dkR/b3YvmSyUu+IKGLOf38Kn5/HJWW5hrpLZpyCfE/UtXD9T6J6Qm99VofHPzisWSBkCqz2V0GiKM11YenUSs0pnmwArWroLJ8+SneiJSNRQCMZZvpX6t+yo+LqVspR96uO6vep6+pgCX50zYWIiNH3d3IMfnTNhSCqDTXRpO3l+lrhFTo4Ez6mBR5tpqEjNtaGjZ5CKv01XnIhIkqG3y2lFCVep+G9XBenbJIunVqp2UC6d/LFKMpxQJQoHDGucaHHqXj5SBTIdbHa8d9gkTV6cCE4llH484kE583mMid8AQwuzsHiF7XzjYhAlQWgfE3eQE1k2xdeM1QTPCveBqYCJ8ciGDFu+47mmU2wbawevV0LujuR8YtASunp2P/rCSFvAvg2gLOEkAEqd9D6hJmkAJeLw/B+Xry6aDy8LoJGv/GuvZrwvfCaoZh6ZYWi5xe/0/bF1z4snz4K/fJceO3TqK6Omeh8gBeVf5tFJFP386ZgBIOK9CLzC68ZirOtehfRP/9sguLKKl9zcFHxdSvBXGSEQgLOBXnwgoRirxOb//oNHrl1JARJwk9fauflrb1zLEaU5ykTdrNJsky8X//jcTjZqD95/d+fTUBDqwCGEDgYgifuuBI/2/C5kqbY68DK2WM0O5ZPzxoNjiXKICznBQAba+s0C4BsgptjDF2J5WAqOc52DR31e+c423/fYETEY+8e0ixmHnv3EJ6IReV0mixUnKo+4nYwhv3d7VAteJIEoGFNFqzqBZ6DIXhm1mgdb9ChSuNxMvjDvLE41RhS0gwqcsMTe2dCgEenjdLwYh+dNkrzLTk5grpGXsdlqShqd9H0mASy8cTaxUrQF87kfewBzIaNzIHaNnEMgdvJ6sadlbPH4Df/+1c0tPK6TTV5rJFtn3rj97HbRuKyQYWKC6dsJ5wc0dnt3f88GXtPtijB0dRzj9GDC/GLvxuBWWvb89mwwEQc3mQ+IUgUOU5WOW1Tw+iafKqXaCI+9coKAMDqj48b2sBUUOJ1IhQRdJFP7WBafRey/nD83EPWH7ZhHRm9CCSEeAEwlNLW2L9vAPCvAN4G8EMAv4n9/610lutyccilAo77wjjXGjY1dPIpm9fJoikoIMhTPPXhV5qJ9VMffoWHbrocgkTxyZFzuPGKQfjj/rNYteWI4aBRnuvE1vsnQaLU9AREfeK9assRPDXrSt0HMXfChcoAA2h3/V5bFN3Fk6Ny/erN/Vh280jLrpGCIOm4ACtmj8E7n9eh+uJSTZkLnt+j4ToZTZJXxga/Z+d/Gw6WwV3rjaUu5FPRiqJoIJinfzAaYUFCgBeR6+LAcQweuWUkLi714kiDH/3z3Zi+aqcur5cXVGPshcXwOLLTYEgUhi6Jr8YkBgIJ3EVlF10zd1B5Z5UB8LsZV+i4euoWC0Uk0/4ug2OI4YmjvOCxsmB1cAQswyguvfIEwMFpF028QHVp1G323I5jmro+t+MY/kVV10BY0rkqL1pfi1dqqqGowhBo3IuVE9RYVZhYuPNHbhmpLPBynKxmUcsLEkIRSZPH47dfgYiQWSfTNmz0ZeR79LbpD/PG4r9mXqmMnaGIpMjBPPbuITxyy0hcUJwDt4PBw+98iaVTL1fGcPXG74RhpbrxedH6Wjxyy0hDu/3IpgNKlHKOad9sXjTpYmVjS37mhZ3HDCfILpONPY4hCPAiJArdfaNr8jiR7zbe9Pa1hbD4pc+xsaYas6uHpqRLaASGiQbNynPzypwrmQ6gjd6NtpD53KMgcxg+WYGMXgQCKAfwJomGU+YAvEQpfZcQ8imAVwghPwbwNYDb01kozwtoCUqKH3/8CcLKOVUo8TjhdnMQBAl/PduKu9bX4vHbrzDVCJODzcyoqsC6eePg5Bi4OQavLhyPsCDh2Dk//uV/9qOhLYxVc6qw9H/2Y9nNlbrdr5Wzx4Bj2w1zQ1sYwYiE8nynxvUzkavGcV9AdyJCYN3LoL4trFtkLH7xM6ybNw7n/byuTDXXieMYXFqeF3UnESVwLAMnS3DriujppJkGoPp9fIZjlAAAIABJREFU6hqDmL/uU2ysqQYvUhw/58cvXt2HFXNG45KyXBR4GPTLc5lyOCRKUZ7nRlFOdu4ixrspAbF2TsJ/U/vLl+W68NKCq8CrgqA4OaLsrIYECf/xp4MaI/sffzqo0+9LpolnduIo55OM3whEF7VGi7MNNdUojqUJmqSR8+EYgrsnX6I5wbt78iWa07eISbtFVO3GizQhJ9Dn5zUu3IA+6IsoUdz3qpYHed+rX+hczG3YsNFzaA3qbdOPnt2DdfPG4bu/2wYAmm9278kmzH/2U3z0i0lwOxi8d6Aed0++RBnD1Ru/Zi6bOU5Wd02250te34cXf3IVJEoxqNCljPfx+az++DhuH3cB1s0bpwSU+Z/P6jC0n8f49MTFYEhJDiKiqJtvODii87CRT+BONQcxtMSlmXfI8lRA1M5dkKIuoRkYhqAwx4UEEs02+hCszD1sWENGLwIppUcBXGFw3QdgSleUKYeGzndzqGuMirz+9s/tk9hBRR70iy0AAe2CyMzFk2MIRg8uxN6TTXiltg47jvqwoaYaV/16s2FUS3lHcNuhBtwyZhA21FSDF6ILphd3RqODygZeokCBh0NzUMCarUfwSm0dNt83MeGuX/zO4ZLX96U0AU3E6xtQ4Ma2mC6irN0ia/3I4DhGc+p4wufHzKoK3DqmAgwx3nmMd92UB8e5//2J4hYT4qPSE4R4wJHE7iqDizoVjr9H0VH+W7y7YUtQ0LktDsxvL8PwpDAFHp6cpjRPK8BbmudU0lhZsFrhJybLJyqbwimLQADwujhNXa1wHCWTcqRYOVaCvpjyClWRmuUw7baGlQ0bPQMzmyLbAzV9Q0ZFkQdujkEoxmFb9vYB/HraSLy8oBoRUQLLELyycDwoNdYPNMpPtlF1jUH4wwJONgZR4nWiLN9taoOPNPgV211R5FECzu1dOgUbaqo1kYuLc0owtMSLpmCUTyjfFySKr8604IoLigxP4BxsNLJpMCJh3jr9xleem8WpxoBGPqKbpBxs9HLYnMD0wT5Lj0ODP8qjkzsZEN3hW/hCLe579QsQQGPI1AuiVVuO4NFpo5Tn5J22z074cO+UYZprOw43AGiPavneP34H25dMxtb7J2FjTTXGDc3HxEvL8G+bDoAAuPMPu/Gzl/fi2hHl2HHUh+/+bhvu/MNuNLSGEIyICEUE7DjqAxA91ZGoGJVqiKtLoYcxHNisgucFZbKshszzCosSZq3dhUnLt2DW2l2ourAf8hwsTjcFccLnx+mmICIREQ2tYZxqDOB0UxAFHhaTLivHD9buwhMfHMaK2WN09d57wqcrT+Y4yLyIuX/YjZlrduGONbsgUAaFHsawDQgD8Hz2RWKUYfZehZ7o55xvcj/f0/6517eF8c7ndVg3bxw23zcR6+aNwzuf16G+LWypDABwcYzut1oxewxcKhedHCeDe6YMxyObDmDmml14ZNMB3DNluOLuyZn0JSNh+/g0TlVQgGRpKKLSDEvf2o+Za3Zh6Vv70dAa1px/uzkGy6drv1811xIA3A7WsBx3TELCybG4obIMq+dWYWNNNVbPrcINlWWajRBXjNOpbpMHvjcCrlhdJYniuM+P/aeaUdcYxP5TzTju8ysLTRs2bHQtwmHB1DaJMU7eqjlViqapfO+ZWWPw0Nv7keOK2s+GtjD+3+v78U1zCAFexOzff4K2EB89YYuzr6vnVqGi2KOzuQdONyt/ux0sXq89CZ+fx66/NYBhoMvn0WmjlCBtQHvAuegiU8Ida3Zh4vItuGPNLgwtzUdpbIOp2OtCnoNDYyCC2b//BFMe34qHN/0VZ1vCKPE4MaTEi4GFHsUFsyzXhRwXAwdHdOPAq4uqUdcUxsxYWTPX7MJhnx+hkNCFv5qNvgIrcxwb1pDxOoHpQqo6gW/fPR6EYZOKUcbrk40eXIh7pwzDRaVesAzBjsMNeOCN/dh2/yRQQHGZKPS6IdHoDpmTA8626IViG9uCuHNdrUIil91T750yDEP7eeHiCBhCUN8axsACN8KCBFGiaA0JkChFYQ4LhrCa6KB/OdJkqMFnVaPsbHMQTUFeF0p65ZwqlOc5cdtKvVabWg7AzTE45+exUKXZt3pOFZ748CvlaH9GVQVqJl4MB0sQESkcHIGbI5i2Ukui75/vwq0rdmDp1ErDd3p14Xi4HAT+sASJUpBYdNCNtXXYWFON8jxTQfse305K1F/PNgfhdBAEwu3alTkuBnyEorwgqon3/I5jumAraqmD+pYgvmkJ67Sk+ue7UJbvwemmIN7bfxrXVQ4AjbXd5gNncMPIgcoprq81hDZeQEREu64eC+Q6OZTE4nafaQridgP9vlcXjseAQk9SHUEAONcWwmEDbb5h5bnoF0tztjmIo+f8ujQX9fOivMCDusaAhoMj12NDTTUqZE1Dfwh15w2E64s9KIlpXkYiIg7Vt+lOUGXNSSuC88n0Fc/7wzj0TavuXUb0z0Ox1/Qbzeg+K8PWCbQRQ0b317PNQYQEEc1BQTfO5Xs4cITg4Xe+REMrr2itBngRlQPycNWvN6OiyIM//WyCog/IEAJBEgFKIFKKAfkORCTAr7Lh4UgEJXkujSbxkfoW3LmuVqGCbPriFG4eXYEnPvgKd0++BGX5LhBE6R+SRCFR4D/+dEDjJldR5MEjt4xEvzwXKgpdCPAS3I7oaaWsEyjDis6pGoIgISjwCEfQLizPRMklvVDHLaP7bF/CudYQWBa6OZAoAv16u2aIdfQancBuhbz7d/MzO/H23eN1EgtO1qFJHx/opKEtDLeDwT9u+Fwj+s4yBP1ynPALAgjDaqJ5baypTihD8cAb+/HYbSMVNw2OIXBwBLet2KmZaD754Vd48MZK3PjUXzCjqiIWajq6MPR4OFy+7EOMHlyo4ziuvXMsSrxalz0zRCSKHz9XiwkXlWhcUv3hCNrC5pFU//2PBzCtajCGl+cqC0D5/sL1tVg6tVIZuF6prVPcWq//z624obIMD910Odb/+CqwDAEFRY6DBS9JWDmnCmETHTk/L4AXGYWPqYYgUdS3hTNKJ9AqIhLFtKf0C6sNqsX26o+Pa0J0A8Cs6qHteYgUT28+rHFJfHrzYSWoS0SUsGzTQSzbpFVkmXxZf+XfbbyIZzYfwYJrL1J09Z7ZfBR3X3cJSmJpzPiLsjxHW1jE+p0nlL4kShRrt8XyyI2m94cTRDKNpQkJUkLuoRWX0kBYxLK3D2DRpIuRAxa8KGHZ2wfw5A9GQ6a2+AI8nowjpD/54Vf411tGon+BB+eDvCE38Y3FE1AWG5zMuIey62qQFw15h2qepA0bNroOEYli9u9368a5cETEwTOtGNE/Txmv1C7zsuZuXWMQjX4R3zSHAEQXRGqsnlulbFzOqKrAP90wDC6HA02BqDD8S7uOY/fxJtw7ZRg++sUkeBwMCICfXHsJijwOLJ1aCQlAQyuvWaSumz8OP7t+OA6cadXMDUpzndh97BxuemqfspgdUerVLAABazqnanAcgzzOrWj1nfD5FQ51Mjd/GzY6Cj8v4pnNf1PkVHhBwhMfHMbd112Cfj1duSyDvQiMQ66rPfTszc/sxA2VZXjwxkpIlMLPA55cBpJE0RTkEYpIiIgSyvKceGlBNepbQghFotEAG9rCyqng0H454EUJZ/1hsIToFnwRieLeyRdjwrBSZfdtx+EGjcF84I39yo4eL0qaky95orl0aqXiqikvpADtAmHvySaF43hp/zzkOLmU+EbyZFqdPxAlyOc4jXkOHEPwz/9wGViGgUS1E+DRgwuxaNLFGNE/D+///Fqs3XYUr9TWKW43owcX4ocTLtTIPDx++xUYXOxBgZvB65+exferKkx5ESMH5pvWyUi8NhsgShQzqypwy5gKhXv51md1irugFX95QoDFky9BoypQyuLJl4DEkljhx7EMQVOQx9FzfmVB1BTkNWmS6fM5TPJwxOVhxE+MLycRh1HW4ZpWNVgp5/Xak5pyGGKch/rT4EXJkJD+q6nRvmS2IRGOtPc1R5LfR6RmnEHYsGGjG6Ae58YOKcTVw0qjniwOB0rznBDNomaq+IIcQ9AUjCiu6uq0r9eeVDaP5TgBG2uqMfv3n6A014VFky7GdZf1j0YXdjAICRI8jnZuMMswCPOisgAE2gOmvb5oPN5cfDV4QQQhBAwBphlEyd5YU41BcYtAKzqniaAeY2zOlo2uAscQFOVo+25RDmf3rw7AXgTGwet0ojw/So5mCNDoj/rHq0/Ncl0s6lvDGr2g5dNH4bF3D2HvySaMHlyI3824Eh4nq3ELWzF7DPrlOnWTxAIPq9MMWjmnCgUeVjGk8o6eRClyXZzhRLPQ48COww2GEcDUnLq9J6MuoRtqqi25gKphNkg0BSPY/NdvDMt+fscxRS/o+R99W3le5vKpTyVXzB6DohwON14xCGu3HTUMgX3fq1/glYXjEYwAj39wGJsPNRhqwP32z4ew5HvDjbXsnAzcrNlbZjZkDqX6NDnqphR9IdlfPv6d1f7yLCEIGkgdsKR90WQk7aDR5nMwuOe6YZrIcStnj9FIbySTiHBxDH563TCdO6iaV5gsDyC5ZqHXHeUmxt/3qnSFHCzRRcdbMXuMRoqCJSaL2li7MSb31WNTjovVRdxbOXsMclzR38/rYg11IL0um+9gw0Z3QNZJvXfyxagcVKjZhFw+fRRK81xYN38c5q/TStscON2s/JsXRazacgTLbq7U2a+fXT8cb++tw29u+xYGFHrwtS+gBKKpawzqThcnLt8SnX/MHYsR/fMQESVTDb+QIOH/s/fucXJUZR7379Stb9NzydxIJoEkbBIMCJjEMAnKTXHZNSwimAAJaNRMIOq6vr6IrrJeUFeIyKJrIMmqkXBLFuTFDYqwCsSFBEkCIkQiEhKYBDOTyUwy09P3Ou8f3VVT1V3VVd1T09Pd83w/n/lAqqurTledOlVPnef5/abUK5BlHw71DyOedhbf0nDjc1qI1pCCwWQKfhGW43FzwF3GEUEUotHCviVXs4BwB9UEWpBKqegZikPl3LKOaNPKhZZqWJoCF2BO9zCus6WrMy9X/tmbLrTNnx9OpPU0ucf/9A4ufFe7LnBhtf9btu3Fts8t1msNRIEhoAh4qy+Kzz3woulGptVLFcPhgWEcHojhX7aMBMDrswXyHAzHh2MI+X3gWZ/DzdkAUONDc9vwmQtn4TP377Gt5dvS1akHjg9dvwhX3r0jrx1P/b8XICgLOOfffwdgpBbz79pCUDnwnccydRFTmwJ47J8Xm+os9h4+jm9u+3Oh+oRxf51UqL8e6h8uWG/xzkAU7wxE0N4Q1H/zkePDmNwYwuRs+qtTjdyR41EcHYqjZzCh18e1hRW01Pn0PnN4YBhL11vUtq3uxJSslvdbxyL4/AMv6XUz2qzWD68+G9MmhVzV6r3VF8HnH8zfxp1Xna1LkDvVQTodM20b3/yfV/NmC79+6en6OocHhvHm0XyLlRktQUxpDNp+PrMliMnZY9IzGMPXHvlT3n6+ffm70Rb2o2cwho9mLVOMbTWmlFpQ0X1Wo9JqAouFagg9o6L769+OR/H2sWFMbgxYjk+3XHYGTjspDJVz/T4b9gkYiKazGQocn7v/JfQOxfHja96Dtno/0tm6PUlgCAcEHOyLm+7l2790of5iz7iv+1d14rzbntL/rc3y2alyblq5EAFZQEdTEL2DccRTacvfYHf/055/NAunYv34EokUeiMJ7DnYl1dbOO+UZqoJHAVUE5jBzf2coJrAotAGvmRa1WWQjwzGLN+g2b2BawyM1As2h/Jn/Lr7Mx51uW/ICsnba35EQKaTX/neaWipU/JmEjQj2btWzAdDJlUvpXJoMX6dXzIZWLeEfWj0m+sb3cA5sGH7G6ZUtTuzJp1BheH/uk/g79/drgdd1y2egQXTJ2HV5j0AgCf29uBzF83S01Htfvd1i2fgms7ptumEB45GMKu9Tv+sdyiOlrAPJ4X9GEwk8bUlp+OrH54LgTEMDKdt6wKrkZTKsXhms54Pr9XRab8nkVZxy2P78oImo8efmxq5oE/CNFnSRV9yM4KSdm+YDXmLArO2iMh6f9q2w6iEKQgMC6c3YmZLRmxpUkjBwumNphTmNLeug1yxaLp+zJzehtt5D33N6D1kYzr/jWwtJbf5/OsGU/pkSsUHT2vD6VPqkVY5OpoCOB5p083ikzb+lmQmTxDlISOypoIBuOeTC/UxduvubnT3Z/z8osk0Lrr9Gf07v/vi+WDIjAG9g3HcedXZEAQGWWCIxBMYTkIXiFJVjmmTGML+kayeR/d0W86ePbpnpOyiuz9jN+OTBKQ4x7rl87DnQB8umjsZKs+Isuw9fByzT8p4/TSHFByNxCy322qjA5Br4VQsiiIhNRi3rC3UaiYJYjQ4PQMR7qEgELBV9GsL+ywDENWmHkDz+JnaFEBrge+ePMmni7wI2Zx9u/x5YzroXSvm4zd/OoyLT5+MH2VFPWY0BxHySWAM+Pqlp0OWGHyChAhP6sFgg09BnSQhKI8ohbYEFfh8xZ/+tjpfXlrduuXzcM9zb+JT583EB05vx1vH4nk3nI3XzsOqzXswtSmAw8djuGXbXmzp6rRJnWN45fAJnNpah54TccuA9/u/yQiDGIV72up8YIxhMJbWU3iBzExrLdUn1PlErFh0iikVYt3yeajLphP6sxYEuemERqsDu7o0Ld0z6GPoHUrnXRMtdSN9xqneD3BO97Sql5nalLEb0Qgq1qkfms0EYJ+mKTD33olufk/AZ51WGvCNWF6sev9MfGHrH/XP71h6lmk/YZv073BgxGbCqh25fpsEQYwNTUERJ2KKKQ103fJ5AIDn9vdhOJE2vTDTxqxbtr2KqxeeAr8sQM4Ge/GUCr+i4ORJIzNqgsDQEPAhElf1a/32/30dAPDAqk6o2Uya/331HX25tp/MOMDR4BfRGBDBWEteaUA4W+sgCAwtIT/8smC6V+aqgnoN+bgRY4nTMxDhHkqgRcYzzUrRD8ikdU5tGvEiuf1jZyGtpnHnVWeblt951dl41+Sw7vPXEhKx3sK/5zuP7cVQLOPV8y8PvoQTsST2HOyz9WTb0tWJZ268APev6sTuN49i/owWJNNp3XvtQ//xeyzbsBN9kSSefb0XH123A4PJNKY0BnCywdfH55PQ0RTEKc0hdDQFSwoAAUCWRUxp8GFLV6fuL3fvjoNY//sDSKQ4YgnVUul07pQG/Rg8vPttvUbN6nen1EwtxYZn3kBjSEZTSMYtl52BLV2duHnJXHz/N/vQOxSHLAmm3yTLInqG4hiOJ0zH3s4zsVrrE2JJNU8QYM19exDLio9wwFJd0uSJpwi4O+eY3J2tlQSAE1HV8po4ER2ZjdJq9YzbyK3VS6as26rNaokMuGPpWaZt3LH0LIiGZwW7PhVLjLSlJahYnuOWYOYcNwesPzf2gdaQ9TrGN+acMygisGnlQvzui+dj08qFUMTMcgCYFFTQGFL0/nrLZWegMaRgUnBkG4PRtOXvGYxmXiI1hxRsvG6BqR3FKPgSBDE6BmP5Y86a+/ag6/xTsfbKMzFtUgAP7XoLwMg48du97+BzF81CnU9CS9gHDo72sN90H85Fq8HTrvUtu7txPJrE5LAPsWQacyY3mMeBazPjQL1PAgcwZNHOG+7djahhbBQEhnq/z3SvHMsAEHAejwliNDg9AxHuoZlAmA3fNbr7o4gl02gJKabUru/9OiOZf/eKedi6uhOpNIcgMCiigEnBjHJXXySBNOdoCsmm737/NxnhmK9+eK7+Vk6RBKRbwmgOSaY3dSGfgFgKCPsFDGZTKy8+fTLq/AIGhtOY1iTr6xv9CAEgkRpbI/RYMtMeYyoMAP3NqF3anSa28/VLT0c4IOBAXxzbsoblosCgSALq/QI+/tPdePHtAfQOxXHjJXMAAG1hH1YbZl/+Y9nZlgnPdT6GvoiAH2Vl/JtDClQuYGazbDq+zQEFfn91dn+n1MaETTphwpBOGE9y7HrzKO5f1WnyAfz7M6a42geQSZmytW7Q2spttpPNU46lVXz3V6+ZtvHdX72GH149sg07S4WkoS2yLKK9XtFn2DP9iUHOmrgPJtPoH4qa+sAbPScwWO/X+4GiSJjdEjKt0xI0vzGPJtL48sOv5KXa/uc17wFCmXZMbwqaZt3b6nx6O9wcW0FgmNMe1mt/FEksSsGXIIjRYXeNyiLDqa11ADg+fu5IyYIsMVx8+mQwlkkHVSQGzuFYSydJAk5rD2Pr6kV5NXjTJ4VQ75fxYFcnVJXDL4toqfNlnjeyY9KJaNxxnB4PfD7rsbTUl88EYcTN8wnhDroiUVgWWRAES/GSWEo1qYbevWK+HgS2hjOqXByw/K7AGM699Sk8feMFWJQVNjHyh3+9yGQi2xgQ8Pd3PofFM5t1E/XhBIcsCli2IV9AwiptTFU5+iIJJFJpPdUumkzr9Y/FFH4HFAHRhJp3zESBgcE+tfXcW5/SZwOnNwf1N5haHZdW2Pvi2wNY/f7puHbxDAzFUxAFAXfmeLNt2P4Gvn7p6TjYFzEFdcY3uFptl7ZdADilufqN1pxSbdyk4ogCw5zJDaY0orVXnqmnPrrZhiwKlvV+xlROySZNU8qmaYq2tgzOaZrGtvRFEvjJ9v26MEwipWLzc2/h0+f9HVrDPiRSaWx7+QhWnRfSP9/28hGc2lavb0NVOQ6diOFg37BeOxtvDmJ6c0gPwBRJtGyv8ZqTZbFgcbqb36ONIwRBlJ9C16jKOf78ziBmtoYgCRnT+C9d8i588AfPmNbV7jmO+7KpwZMkAW319sbXiiJBEhIVm3bp80nooKCPGAMo3dg7KB0UmZqjdcvnmVIX1i2fh6AiWKZmrV8xH995LN+nr2corm+zrc4HQYBlSoQojjzoap9prH7/dBwZTGDZhp04f+3TWLZhJ/b3xfGbzy/GtYun4xM/+wPOX/s0lq7fgROxJDZe65w2pqoc+44M4vJ1z+LcW5/CR+96Dm/0DuFfHnwJS9fvwGtHBpEqQnQirWYC09zfpkgMfsU6xZODm9I5C73Jef4rF2HJ2VNx1YaduPD7z+Db217V01+XbdiJW7btxec+MBvf/J9X9WP0el8EsViq4HbtCuGrjaDNMdZq5BoC1qmeDQb55GhyxIBdOy+3Pb4PsWRmFtnq/OZKMDf5Zcvz0mQQHArbbCec3Y6btCE36zBwfPisDqzc9AIuuv0ZrNz0Aj58VgdYNgk2qAh6DYH2+YpFp5jqCgeiCRw5EcPNj76CZRt24uZHX8GREzEMRBP6Ol6karpJOyUIYvywK1V4+1gER4cSuPnRV/R7z+c/OBtBn5C3rltbhdHQVuezbGc59k0Q40XYb/Nc4aeQpljIIgIZudk7//f1PKWhz39wFjqagqZZNEUSkUynsfh7T+VtZ/uNF+iS9QCQTKYxmEgimhiZ1Xvy1Xdw8eknAWDwywIOHzeLqDzY1Wkr52wlifuLGxaDMVYwbax3MI7L1z2b913N0mJqUwBbVy9yrQimqhzvHI9aSkCff1orOIfJkqE+IOIf7jTv//9uutDWGiCaSOsFvxofmtuGf7v0dPQOxtEW9uGb//OqScXR+ObVA+ngcX+d5NRfC8lvu7E6cLJmcNqH1o7R2i4cHojiG798Je/zb/zTGXp/PDwQxc+f3Z9n//Dxc2fq6zi1xW1b3fSd3PGglFRNTUbdQ6GGiu6zGmQRQWSp6P56eGAYIZ+QZy0kiaKlPdN/X78IqsptU8DHkmQynbF0GId9TzAqus9OJNw8nxBkEeEaRRLx3P4+bN09IsU8tSmAG6XTAOSnZh0eiNqmjxqRZRGTZBHIxoUH+yL4xrbX8I1tr+nrfPGDs0x584VmsuzqFk92SHFMpNKW39UsLbr7o0il3c8ECtl22klA/+14DAPRJN7dUY8pjZkgeuN1C7Dqnl16sKtIzFK2+rnXe7FgRnNee5/Y24Ov/MO7cPm65/DMjRfkyfhrx6g95Kt5k9qgImB6a32euqQ2q2VndfBVg9WBIgq4Y+lZeSqWijiyDSeJ79HYLmhtSaZVG1uGkf6YTKuW9g/LO6eb9tNa5zOlDN/99Bt6nard58a2pm3qF9M578m8SNWUJDGTQpoNJCVS/iSIioFzABw4Npw03Us2f2qhbb01w/iUGzilnxNEraFy6+eT33/pgvI3psqhIBAjKV7GIKVQipem6JVnKeGQgmFVe7hldzeuWDANpzSPzEbY5Tq7CTytsJOcH4gmi9qOkUI52cs27NTTZltDaciyiDntYfzihsWIJNI4cDSCLc+/jaULp+YJeWx7aQjvOWWS5ba1B/ZC+/b7JcxqDtWMCIwVaRVoC8umYyeLmeWAu3z5poCM41kVS63+rTGkoCn7YmA0lgrFrFOoHlfDzToBWbS2xZDd22b4ba4TfxH1sm7Q0rNzx5s57WESfyGICsAnCRiKq5jW5DMJsA3GUpZjhMCYyUqGIIixQxSsnwlEgdJBi4WOGMxqfM/edCEeWXNuwQcyo6LX9hsvwNbVi3QT2ELkykFbBY+FpOydvmuHVR3T2ivPxN1Pv1HUdkzbtGknMKIQutpQJ6nNHl77k+exctMLuOTdk3HFXTvxvlufwvlrn8b7bn0KH123A9cunoGHdr1lWaO5cft+TG0KoMGmXkOb7fP7zXYYtRQAAkAixfOO3RV37UQilTn2buwQBmIprPzZC1i56QUs27ATKze9gJU/ewEDsZTrbbip1XOqf3NzTbhZB7C2xdBhzPpzowCNyCztKiTR24e7vkhCDwC1tqy6Zxf6IgmHbxIEUQ6SKgcYRyKbBrD8v57H+259Cv/6iz/h1ivMtjjrr50PSQTV4RFEmZAYrO2p6D1M0dTW0/EoKDbFy07Ry+k7dnLQGoVmspy+W+i3GSXnNfXGO686u6jtGMltZ2NI4BVmAAAgAElEQVRQ1Osnnr3pQuw9fByrNu8xpdsZrThEgVmn3qkc1y2eAVlk+rZlQYAiMXzmor/D5z84C2kVNT/bV4ikam0BkVIzU4FuZkPtUoQ1exE32/D5rNcxyoArioQ5reZ1jPVvkiRgTlud6fPc/ujmurGzeUlmp0dTNp8b06CjibSlXYVm/+AVTseeqFxKqWmkOsLqI5FSEZAZkqlMnd+Wrk79nvb932QEtU47KQxFEuCXGMI+peh7KEEQpRFNqWBZsUHtueHtYxFEixA4JDJMjKfmCsJN8Oj3S+iwCGhKCTw1xkJyXmtnPJ7CX45G8urw7lk5P89SQJvCT6vccjpfFu1/Y0vOv62O0UTATXqkXR/SsEsR1qwOVJXjzf7hgimLyWQar/fln/fT2upMwgSKIqHDRvREVTn+ejTimBrp1Pedfo/T59o6TvYPXuCmLQRBjB+NQRFvHYvnjW0br52HVZv34JZte7F19SJMbijtfkwQROk0BkWciCm6kJt2fTYG6R5aLPTqihg1R4cT+s0SyMxq3HDvbpzaVm+b1rdx+/68lM9S0lInIm7TIwvhZHXgJmWxZyhued6NVilOeJUa6fR73Fg7eGH/4EVbCYIYX4YMfrPAyNg2d0oD3asIYpyxuz6HYjQTWCwTcyqF8JRCKpHGGaHctL6QTywpvXWi4yY90oncFOFcqwM3KYtu1EGd8Co10un3OH3udh0vKNd+CIIojUJj29bVi+heRRDjiBfPHkQGCgKJUeNGJVJfdxQprcQIXhzHQinCblIWiznvdniZGumU8uwmJXos0qbHcz8EQRRPobGN7l8EMb548exBZKBXWcSocaMSSVQXblIW2+p8lufdy7RUgiCIckP3NIKoXOj69A6aCSRGjc8nYXaLWQGyJWhWiSSqCzcpi7Is4jQLZU9jCrAX+yEIgigndE8jiMqFrk/voCNGeILPJ6GDLsCawk3KoiyL6GgKjvl+CKJaKdZWgiwlKgO6pxFE5ULXpzdQOihBEARBEARBEMQEgoJAgiAIgiAIgiCICQQFgQRBEARBEARBEBMISqglCIIgiAqh2BrCYim25pBqGgmCIGoTmgkkCIIgCIIgCIKYQDDO+Xi3oSwwxnoBHCzjLlsAHC3j/txQaW2q1PYc5ZxfMp4NyfbXCCrr+BSi0s5lIWqxrZXSZ8s5xuZSSeeV2mJNpY2xbvprJR0/J6itY0MLgNcquM9W07H0mon82wH73+9qjJ0wQWC5YYzt4pwvGO92GKm0NlF7ClNp7SkEtXVsqKa2jjeVdKyoLdZUUlvcUk1tpraODZXe1kpv31gykX87MPrfT+mgBEEQBEEQBEEQEwgKAgmCIAiCIAiCICYQFASOHRvGuwEWVFqbqD2FqbT2FILaOjZUU1vHm0o6VtQWayqpLW6ppjZTW8eGSm9rpbdvLJnIvx0Y5e+nmkCCIAiCIAiCIIgJBM0EEgRBEARBEARBTCAoCCQIgiAIgiAIgphAUBBIEARBEARBEAQxgaAgkCAIgiAIgiAIYgJBQSBBEARBEARBEMQEgoJAgiAIgiAIgiCICQQFgQRBEARBEARBEBMICgIJgiAIgiAIgiAmEBQEEgRBEARBEARBTCAoCCQIgiAIgiAIgphAUBBIEARBEARBEAQxgShrEMgY+yljrIcx9oph2TcYY4cYYy9l//7R8NlXGGN/ZYztY4z9vWH5Jdllf2WMfbmcv4EgCIIgCIIgCKKaYZzz8u2MsfMADAG4h3N+RnbZNwAMcc6/n7PuXAAPAFgIYAqA/wUwO/vxXwBcDKAbwAsAruac7y3HbyAIgiAIgiAIgqhmpHLujHO+nTE23eXqlwF4kHMeB/AmY+yvyASEAPBXzvl+AGCMPZhdl4JAgiAIgiAIgiAIByqlJvCzjLGXs+miTdllHQDeNqzTnV1mt7wgl1xyCQdAf/Tn5m/cof5Kf0X+jTvUZ+mviL9xh/or/RX5N+5Qn6W/Iv5cUQlB4F0ATgVwNoB3ANyeXc4s1uUFlufBGOtijO1ijO3685//7EVbCWLMoP5KVBvUZ4lqgvorUW1QnyXGknEPAjnnRzjnac65CmAjRlI+uwFMM6w6FcDhAsuttr2Bc76Ac76gtbXV+8YThIdQfyWqDeqzRDVB/ZWoNqjPEmPJuAeBjLHJhn9eDkBTDv0lgKsYYz7G2AwAswD8ARkhmFmMsRmMMQXAVdl1CYIgCIIgCIIgCAfKKgzDGHsAwAUAWhhj3QC+DuACxtjZyKR0HgCwGgA4568yxrYiI/iSAvAZznk6u53PAvgNABHATznnr5bzdxAEQRAEQRAEQVQr5VYHvdpi8U8KrP8dAN+xWP4rAL/ysGkEQRAEQRAEQRATgnFPByUIgiAIgiAIgiDKR1lnAol8VJWjL5JAIpWGIoloDikQBCsBVIIgqgG6pscfOgcEQRC1C43x3kBB4Diiqhz7jgxi1T270N0fxdSmADZetwBz2sPUmQmiCqFrevyhc0B4yfQvP1bU+ge+9+ExaglBEACN8V5C6aDjSF8koXdiAOjuj2LVPbvQF0mMc8sIgigFuqbHHzoHBEEQtQuN8d5BQeA4kkil9U6s0d0fRSKVHqcWEQQxGuiaHn/oHBAEQdQuNMZ7BwWB44giiZjaFDAtm9oUgCKJ49QigiBGA13T4w+dA4IgiNqFxnjvoCBwHGkOKdh43QK9M2t5zc0hZZxbRhBEKdA1Pf7QOSAIgqhdaIz3DhKGGUcEgWFOexiPrDk3T+GIlI8IovoodE0XA13/pVPKOaDjTRAEUR0IAsOs1jpsXb0IqbQKSRTQVuejMbsEKAgcZwSBoTXsMy0j5SOCqF6srulioOt/9BRzDuh4EwRBVA+qyvF67xCN2R5A6aAVCCkfEcTEha7/8kLHmyAIonqgMds7KAisQEj5iCAmLnT9lxc63gRBENUDjdneQUFgBULKRwQxcaHrv7zQ8SYIgqgeaMz2DgoCKxBSPiKIiQtd/+WFjjdBEET1QGO2d5AwTAXilcIgQRDVB13/5YWON0EQRPVAY7Z3UBBYoYxWYZAgiOqFrv/yQsebIAiieqAx2xvKFgQyxn4KYAmAHs75GdllawFcCiAB4A0AKznnA4yx6QD+DGBf9us7OefXZ78zH8AmAAEAvwLwec45L9fvKBfxeApHhxNIqRySwNASVODzUcxOVB9eeLClUip6huJIplXIWU8gSfI+m71cfnHkS1ceaBwlCIKoPWhs94ZyHrFNAP4TwD2GZU8C+ArnPMUYuxXAVwDclP3sDc752RbbuQtAF4CdyASBlwD49Vg1ejyIx1P4y9EIbrh3t+6BcteK+ZjdEqJOTlQVXniwpVIqXjsyiOsN18PdK+bjtPawp4FgufziyJeuPNA4ShAEUXvQ2O4dZROG4ZxvB3AsZ9kTnPNU9p87AUwttA3G2GQA9ZzzHdnZv3sAfGQs2jueHB1O6J0byEjf3nDvbhwdJg8Uorrwws+nZyiuB4DaNq6/dzd6huIV19ZK2s9Eh8ZRgiCI2oPGdu+oJHXQT8I8ozeDMfYiY+wZxtj7s8s6AHQb1unOLrOEMdbFGNvFGNvV29vrfYvHiJTKLT1QUmrNZb0SBqq1vxbCCz+fZFq1vh7Sqidt1CiX95Cb/agqR+9gHIf6h9E7GIdaodd+JfdZGkeJXCq5vxKEFdRn86Gx3TsqIghkjH0VQArAfdlF7wA4mXP+HgD/D4D7GWP1AKxypWzPOud8A+d8Aed8QWtrq9fNHjMkgVl6oEiUKlbTVGt/LYQXfj6yKFhfD6K3w1e5vIec9qOli16+7lmce+tTuHzds9h3ZLAiA8FK7rM0jhK5VHJ/JQgrqM/mQ2O7d4x7EMgY+zgygjHLNYEXznmcc96X/f/dyIjGzEZm5s+YMjoVwOHytnjsqQ+IuGvFfJMHyl0r5qM+QEaYRHXhhZ9PW50Pd+dcD3evmI+2Om+VwcrlPeS0H0oX9QYaRwmCIGoPGtu9Y1wrKBljlyAjBHM+53zYsLwVwDHOeZoxNhPALAD7OefHGGODjLFOAM8DuA7Aj8aj7WPJiWgafxsYxpauTl35aO/h45gUlBH2j3frCMI9Xvj5SJKA09rD2Lp6EVJpFdIYqYOWy3vIaT/lSkutdWgcJQiCqD1obPeOclpEPADgAgAtjLFuAF9HRg3UB+BJxhgwYgVxHoBvMcZSANIArueca6IyN2DEIuLXqDFlUCCTLvbNbX82PQhObQrgkTXn5q0bi6XQFx2RyW0OKPD7SR2JKA9eWB0Us41CCZFetKVc3kOF9qOli+Ze/16npdY6xYyjtUgikUJvZOTe0BpSoCijuzeUy6qFIAjCjsz9XTYtaw7JdI8sgbJFC5zzqy0W/8Rm3YcBPGzz2S4AZ3jYtIpDSxfLlZDPTUuLxVJ4vS9fJndWc8g2EKSgsTYoh0eOU1DlxurAaR0323BjEVFLtgtur38ig7GfNgREHI+m9evifz63GJf+6LkJdxwTiRT29ebfG+a0hkoOBMtl1UIQBFGIsCxClmUs27DTNL6FZQoCi4XVoM+6JQsWLOC7du0a72a4xs2sxqH+Yf0i0JjaFMCWrk50NAXztllK0DhBGfeooVB/LYdHjpugqmcwho+uey6v//1izWK0ZXMynNZxs43DA1EsXb8jb52tqxdhSmOmJqB3MI7L1z1rOetTjpk9rylhVrOi++xYYeyn37/y3Qj5lbzrYkazH8ejY5feW4kUe29wg5vrsAjG/SS47a/Tv/xYUds98L0Pl9okorKpmj5b64zF+FaDuOqv9PquQtHSxTqagmgN+ywfXIqVye2LWnur9EVJcKKaKIdHjhtxkljSunYtllRdr+NmG24sImqtjs7N9U8ARyNxvZ9OmxSyvC6OR9MT7jiOhYR6uaxaCIIgCkEWEd5BQWAVU6xMLl04tUE5zqOboEpk1v1PNHQ/p3XcbMONRUS57B2IysL4EoHGtxHGQkK9XFYtBEEQhSCLCO+g0buKqQ8INjK51qeVLpzaoBzn0U1QFVBErL3yTFP/W3vlmQgo7tdxsw03FhHlsncgKgvB8BKBxrcR6nzW94Y6X+m3/HJZtRAEQRQibPPsG7Z59iXsKakmkDH2Mc75fzstqyRqMZc6lVIxmEhgOK7qQghBn4CwolgW6g/GYjjQF8+rmZne7EPYT7q6Bsb9qbFQfz0ejeGtY/nn8eRJPjQEvDmPbkVfDvRFcLBvGEFFxHAijVOag5jeHHK9jpttACOqhIUsIrxQB61ixv2HjscYe+R4FPuPRnDjQy/b1gROxJrnVErFsWgciRRHWuUQBQZFYpgUGJ2ap5vr0CVV01+pJpDIUjV9ttaJxGJIqMh79lUEIETPshqu+mupd8avAMgN+KyWESXg9mFWkgSEoSCaiIOBgzFmGwACQDLN0NHoM3mrBBQByfS4j21EEaRVhtY62XQeRSGz3CsEgWFWax22rl5kkoM39kNBYJjeHELYL9v2Vad13GwDyPR1J/GJctk7EJWDLAkIKiJuuewMMCagvV4xXRdjrX5cqS8eJEnApIAPPUNxqOAQ2OgDQG27JYjAEARBeEY8zSCJ5gksUcgsD41Tm6qVou6OjLF/APCPADoYYz80fFQPIOVlwyYqxUrdF3NTbgwotrMuRPVgdx7bwt49nKkqx+u9Q4790E3g5bQOBW9EqTQGFAz4kzgWSQIAXj00aDmTPBZUui0JBWwEQdQi9T4Z+44MYrUh62P9ivmY0x4e76ZVHcW+FjwMYBeAGIDdhr9fAvh7b5s2MTGq3QEjqoxHI/FRb1ubdTmjowFTmwI4o6OhLA9LhLd4dR5VlaN3MI5D/cPoHYxDNQhoeNkPE4kUDvUP42BfBIf6h5FImN8XpVIqDg9EcbAvgsMDUaRSpDZIuGM8x7SxHKsJgiAIa45FE3oACGTG3tX37sYxUrovmqJmAjnnfwTwR8bY/Zzz5Bi1aUITS9hI5icyqoyjTT+iWZfaYLTn0WkWw411g7adQv3RybSaDKiJ0WK8FsqZnuk0VhMEQRDeQ2Ovd5T6lLWQMfYkY+wvjLH9jLE3GWP7PW3ZBEWwUbgTBIZUSkV3dkbllcMn8NVHXsa+I4OmGRyCcIOTD6Ab6wYtkLx83bM499ancPm6Z/P6Y2/E2tOwN7ufnqG4HgBqn19/7270DFXvbEqhGVZi7HDTH73EbqwWBUbnniAIYowo9JxMFEepQeBPAPwAwPsAvBfAgux/iVEiCcxSMt8nCfhLzyCu+a/nceXdO3DLtr347EWzcMeT+0wG3gQBOAciTj6Abqwb3BjKO3m3JdMqWut8WH/tfGzp6sT6a+ejtc43bgbUyWTalLqaTBb3ZtGrQIQCyeJx0x+9xGqsvmv5fHzzf17Vz/1rfztB544gCMJDfJKAu5bPzxt7fZQ9VDSlyqYd55z/2tOWEAAymq6a2p0m+hFURKRVjq7N5hmTNfftwT2fXIhEKq1LdxuVHCmdrnYplPbmRrCCZWf6jAHa1KYAGMt8XieLaAn7TP2wJexDnTwSBLoxlNe823L3o3m3BWQRX7pkDm586GW9rWuvPBN+2WzyXo40v2Qyjdd6hvJSV09rq4MsuzOdtwtEHllzruv03UoXHKlU4i76o5fkjtWTG/349ra9eGJvj77vrs278fD1i9HeUFi2nMZvgiAId6RVjh/97i+4eclcNAZkDEST+NHv/oJvXXbGeDet6ij1LvMUY2wtY2wRY2ye9udpyyYoQR9D0CflLJMQT6mWDziSwOCTBLx2ZBBL1+/A+WufxtL1O/DakUES2KhRnGab3AhWiAy49QrzLMatV5ypp3v2RhJY+/hrSGRn5BJpFWsff01P4wQAWRQsUzJkcWRYaQ0plqaurQYTdy0A1Np640MvF/V7vaJnKG6ZulpMaqqbwNiJcs9o1QoMsOyPY0XuWM059ABQo7s/irjDudfqYmn8JgiCcCaeUvHE3h6s3rwbyzbsxOrNu/HE3h4kaMwsmlKDwHOQSQH9LoDbs3/f96pRE5kTURWpVAqz2+twUoMfs9vrkEqlIBbIgY6n1JqrqyLscQoS3Ii6CIKAnz/3Jm5eMhdbujpx85K5+Plzb0IQMkNCSuWWg2wqJ/CyShk1oigS5rSGsKWrE8/ceAG2dHXqojAAELMJmmKGwbxcQZFT6qobFEm0vE4Vyd1MIuBNIDkRYTYvNtgYTZ7mjtWFxuhC1GJdLEEQxFhR6lhL5FNSEMg5v9Di7yKvGzcRCSgiBqJpLNuwE+evfRrLNuzEQDQN2aZWUBaY/cPrONVVEWOLU5DgRtSlOaTgCxfPwS3b9mLZhp24ZdtefOHiOWjOztBJNoOsZBhko8k0bnt8nymQvO3xfYjl1NEpioSOpiBOaQ6hoymoB4Bu21quoMjNb3aiOaRg43ULTNfpxusW6MfVDV4EkhMRzmH5YoOPUUle7lhdaIwuRDJtneVB4zdBEEQ+pY61RD4l1QQyxv7Najnn/FsO3/spgCUAejjnZ2SXTQKwBcB0AAcALOWc97NMcdKdyJjTDwP4BOd8T/Y7Hwfwtexmv805/3kpv6MSaQwoaK/3m2qx2uv9CPqYZY1WwMeQUm3qrkSqKalFtCAh93xrQYIm6pJbZ2cUdREEhjntYTyy5lzLOru2Oh/uWjE/rz6urW6krk0WBfQOxbF6825TO4rpd27a6vR7vSKgCJa/OaC4/z1Ox9UNWiCZWxNYTCA5EfFJAj570SysuW+PftzWLZ83ZmIBuWN1wGaMDvoKn3strZrGb4IgCGfsxtqAw1hL5MN4Ca9JGWNfNPzTj0xg92fO+ScdvncegCEA9xiCwNsAHOOcf48x9mUATZzzmxhj/wjgc8gEgecAuJNzfk42aNyFTDoqR8asfj7nvL/QvhcsWMB37dpV9G8dD6xEMFSVYzCRwHBcRUrlkASGoE9AMs1RL8t4vc/sxUZea6Ni3EeSQv3VSThEVTkO9EVwsG9YHyBPaQ4WbaKdSKTQG0no/a01pJhm8bzw+HPT1nIJpSSTafQOx5FOAyrnEBiDKAKtQZ9rYRivKEEIp6L7bDmIx1P4WySOZIpDYIDKAVliOCnkg89XqgZaYYznKeQTwcHzxuiwohS8HiaoV2bV9NfpX36sqO0e+N6HS20SUdlUTZ+tdWKxFKJqKm+sDQgS/P6xGeurEFf9taSjxTm/3bQnxr4P4JcuvredMTY9Z/FlAC7I/v/PATwN4Kbs8nt4JkrdyRhrZIxNzq77JOf8WHbfTwK4BMADpfyWSsTKCFwQGMJQEI3HkYl9AVkAhuMcRxJxTArKeGTNYgzGUlAkAe2kLlezOM02CQLD9OYQwn65YBBRSJFQVTne6BsuGHhJkoDT2sPYunoRUmkVko2qYaH9CALDtMYAfJKgD+ZtdT5TW72YXXODLItoDfrQMxSHygGBWQeAyWQaPUNxU3vLHSQS+fh8Ek4CcHQ48+LCJzC0BBU9AHR6qVEKuWN1KqUimoiDgYMxZgoAY7EU+qIj+28OKPD7JQgCQ0NAwqaVC/Xg1Scxqm8hCIKwQFFEpBMpDBuXCZnlRHF4FTIHAcws8bvtnPN3AIBz/g5jrC27vAPA24b1urPL7JbnwRjrAtAFACeffHKJzascJEnAlGwOdCyWypv9u2vFfEwKSli2YWdGkp4eTKuKYvqr1YuCYnCafSjW6sAunyCVUnHgWARvH4vqM33Dk1KYPikESRKQSqk42D9s+jyaTOufe/V73SLLIjqagrafu7GRGK2dRTVZRFTaGOvzSeiwmPVLJFLY15s/XmoiRXYBWrFIkoApjfmKpHbj9azmEAaTaVy98fm8dNBibEUId1RafyUIJ6jP5hNNJLC/L543ns5sZgj5acwshpKmihhjf2KMvZz9exXAPmTq97zE6mmHF1iev5DzDZzzBZzzBa2trZ42brzpiyYs5ewBRkqCVYpX/dWNpYKTIqEbMRY30vbHhhPoHYzj5kdfwbINO3Hzo6+gdzCOY8MJV59XGk42El7YWVSTRUS1jLG9EevxsjeS0AM0oxjX630RxGIpz/ZvN173RROkBltGqqW/EoQG9dl8BqJpy/F0IEpjZrGUmi+4BMCl2b8PAZjCOf/PErd1JJvmiex/NaOlbgDTDOtNBXC4wPIJRSE5eyvRjEQihUP9wzjYF8Gh/mEkEt494BDlR1U5egfjONQ/jN7BuCnIcBNE2CkSJrOKhG4UKt1I2yfSqqUPoNF/sNDnGqmUisMDURzsi+DwQHTMPNQKHVfA2UbCiwCOggLvKXTeCgVo5dh/NanB0n2EIIjxJqVyLJs/Fdu/dCGevvECbP/ShVg2f2pRdk5EhlJrAg8yxs4C8P7sou0AXi7wlUL8EsDHAXwv+99HDcs/yxh7EBlhmOPZdNHfAPguY6wpu96HAHylxH1XFbkpS5aKcgLLUxJ0SoUiqgtV5XjtbyfQtXnkfG64dj5OO6kegsBcBRGF+g+QUai855ML8wRbjP3KjbR92ubhVwuunD4Hyiec4SYN0+m4eRHAlUsNtZLJrbtsDiijStcsdN688Icczf6rRQ2W7iMEQVQCYb+IC97Vjms27jSNRWH/xLlHekWp6aCfB3AfgLbs332Msc+5+N4DAHYAmMMY62aMfQqZ4O9ixtjrAC7O/hsAfgVgP4C/AtgIYA0AZAVhbgHwQvbvW5pITC2Tm7IUDmTk7I0+KXetmI9wQMirHSqUCkVUH72DcT0ABDLns2vzbvQOZmbgNMl5I1ObApANkvN+WcC65fNM/Wfd8nnwyyPrxJOqKU0znjTPvtntxyhtH5CtZzn82fo5p8+B8plpu5nF06wzcq87zTrDi1kdL7wGqxmt7lIb6/Yc7Bt1umZrSLE8b60hxRN/SCcaAqLl/hsCokn46NmbLsQja86tyPpPuo8QBFEJRBOq5VgUTZC3arGU+vruUwDO4ZxHAIAxdisywd2PCn2Jc361zUcfsFiXA/iMzXZ+CuCnxTS42slNWfrbQBxTm3zY0tVpkshVIOWrQJbhTTdRPmI2s03x7GwT59zSe89oB9PgVxAJpk2KhIrE0ODPBBpHh+JYtTknINq8C7+4YTHa6v0AMgHR3Svm583QGb0EW+p82HjtAn1bU5sC2HjtArRk13H6HPDOTNtJsMXNLJ4sizitrc503RnVQb2Y1SmXGmqlklt3+Z5TmnHVhp15N/wtXZ3o8EsF1Wc1FEXCnNaQ6bxp6qDNKiz9IZsD3gXdQUXB1CaeN14Hlcw+yiV8NBroPkIQRCVAY5F3lBoEMgDG/KY0KsBDpRbRHlxTKsfNS+bi7qffwItvD+BD//F/eOJf3oeQT9bXFQVYpsc5pbAR1YVocz61ICGWUnHb4/tw85K5aAzIGIgmcdvj+/AfV52try9JAiaH/XrKnS8bzGj9J5q0DohiyZHL3o20vSAwzDmpsJ1Foc8Bb8y03aR6uk3DdFIQ9UmCycS2FLPyaggKxorcG7xdynBK5UWlCiuKhA6LtEW/X8KsZnOAWCjdtBT1V0FgaPD7kEongOz3GvzVFdjTfYQgiEpAEhg+NLcNV8yfpj/jPLz7bRqLSqDUIPBnAJ5njD2S/fdHAPzEmyYRGla1X3ctn4d/e/RVvPj2AD7588zb8PPXPg0gc0PeunpRnkS5lgqV+6a7dYKkl9UassAsZ/pkQ93awumNmNkSgigwTAopWDi90TRAqirHX49GbIMi0WaQNT609kUSuHfHAVy54GSAMXDOce+Og/j0eX9XVADjFPC4mXF0wo3lhRezeH2RBK776R9I7n8U5AYbdi89JIHZpgpbjYOF8PsldBiCvlgsI4CSGxSOxr6j2gN7uo8QBFEJhHwCPveB2XljUchH3tjFUqowzA8YY08DeB8yM4ArOecvetkwwrr264b79uC+Ty3E8p/8AXetmI/GwEint0uRK1cB4fsAACAASURBVJQKRVQffoWhJewzzTa1hH3wK5mH0LBfwJKzp2LlphdyiqZH+opTUBSQBfzzB2bnBV4BQ80gA8eHz+ow7Wfd8nlgBscWLzzvvDDTdpPq6UUaJil7jp6gIpiCjRcP9lkGH+GAgP6I9fEuNlXYSCFPvxPJlOV184s1i9EW9o/qd1c6dB8hCKISiCW5ZU3gQ9cvGueWVR8ljd6MsU4Ar3LO92T/HWaMncM5f97T1k1w7Gq/GGPY0tWJ+oD5rYeWImdVI2OXCkVUH4wBk0IygrKoP4z5FQEsG6sMxa0HyK2rF6E+OzniFKykVFjOsDx8w2J9/XhKxZr79pjWWXPfHmzp6tTXcTMD55Re1xdJjNpM222q52hna0jZc/SEfQpa6lQ8sKoTKucQBYaGgGAKPgJKJgCUBIbV75+O9b8/oH+/2FThXOwsI7Z0ddqmpsYSaRweiFrWI9YSdB8hCGK8iaesdQISY2QdVcuUOprfBWCe4d8Ri2VEkeQGb7JYuPYLAIaTI8vvXjEfLUG5LHL6xPgRjXMIOadSVTmiKaDe705IxSlYidnUBMYNNYEplWPxzGasOm8mRIEhrXJs3L7fVJztFGy6mSl0O7tWSCDEjeWF1p5i672MVIvcfyUjSQJaQ5l6VZ7mpmLzgCygZzCBZRvMs3QAsP73B0pKFc6lkOiAbT0uY1i6fofrsdaNmA1BEASRj5MuAuGekoVhuEFqkHOuMsbo9eAosBI4+NnK9+LOq87G5x98SV92x9KzIAsM0aSK41EV9X4B22+8AJNCIo5HVbwzGEdTUMa6a87GP/14x0iNTNciTGlyXyNDVC5NARlHowmoHODIpEcmVY6WrJqhGyEVp2BFzM6wXLngZD3Ae2jXW6ZBNqSIuHbRKea00+XzEFJGZr1kSbCsLZSzD7xHI3Hc8aRZxOaOJ/fh25e/W0+vczO75kYgJJ7KWF4Yf68Rr1JXJ7Kyp1dIkqDX9CUSKbwzFEcyxcEgmGao111zNiYFZVzTOR3XLZ6BhoAAv6SMKqAqJIAi2tTjiiJzXY/o1FdH+yKCIAiilgkqAu5fdQ4SKW5SNw8q9CKtWEoN3PYzxv4Zmdk/IOPht9+bJk1MrAQOVv7sBTx0/SK99osDaAwpuOLuHfrDw4Zr52PmpJBlDcsvP7NIDwSTKk2T1wqCIODYUDJfKCWUCZpagrJlDVVLUDZsg2FWax22rl6EVFqFlJ2N0B42Q4p1XWHIMMjGUypuyEkHvSEnHdQnMcsCbp+U2U9aVfHxxTNw08MjD9W3XnEm0obZxOaQYmkjYZxdcxII6Ysk8Pwbvbg/m2IoMIbf7X0HLXU+Pf3TTeqqu/PjnFJKD/ruURQJk+syPnVJwyzdLz+zCEwQsWyD2TB4VrM0qiCwOWAtgNIcUHAikUJQEU31uK1hHzjnePamC9E3FHOsR7Trq1u6OiEJDEcjCaw2iIEV+yKCIAiilpEE4Hg0lTdGNwao7KJYSr1TXg9gMYBDALoBnAOgy6tGTUTsUvjiKRWz2+twUoMf05oCWPmzF0wPD12bd9vWsDTXZYICkvGuLZzM048OJ7HtpW787BPvxe++eD5+9on3YttL3Tiq5Q4jE4S83juEpet34Ly1T2Pp+h14vXcIajb4itoUXkeTI8GZG6+eoVjacjtDMS0dFHoAqH1+08Mv6+0AgHRahSQx3HLZGdjS1YlbLjsDksSQNjxsO6XAigLH/BktuGbjTlyw9mlcs3En5s9ogSi4T131Cm3G8fJ1z+LcW5/C5euexb4jg6bfTJhRFAkdTUGTsXtznd+yb/VFR8zLVZWjdzCOQ/3D6B2MuzrGRsuIZ268AFu6OjGrOQS/X8KkoIKQL/PutDXsw8zWEG57/DUs/t5TWLZhJ5ggYlKo8INIobH+pe7jegCoLV91zy70kSE7QRAEAGAwZm0WPxijyY5iKVUdtAfAVXafM8a+wjn/95JbNQGxS+FLpFScf8d2TG0K4L5Pn2P70G23XFNsLMWrjKhMnAKeZFrF+t8fMIllAMDyzun6/zvNermpK3TjG+YUKKrc+nPjs3rPUNz08kPbz5auTt2vzykFNpqwvmls6eoEQpn1yyXqcjQSn7AKk6PFJwlYt3we1ty3x7lvjSK9N9cyQkOSBEyfFEJQkcA512chtX1rfaquwGm0u27SKkdjQC7qRQTNKBMEMdEgs3jvGKvI4GNjtN2aRfNg0t5ya8Hbxu2ZLNvu/qheDGtEe+i2W75p5UI0BGUYPOWJKsfufIvZhz8tIMr93FgT6DTr5WYbSvaBPLfPKoYXDnbbkbPb8cmi5ec+gxWFmwFf8xI0tsUoEOJmG1qdpHEbVqIupcwuGbET3Ykl6S2mEz4ZaAjK2LRyYcFxD7B/0THaWTWtXrHUBxFZZJbXzcbt+zEQTVr+JqsXETSjTBDERMRp7CfcM1ZBIJ2JIkilVLxzIoaALOD+VZkUpE0rF+LeHQexdXc3gOyDc1aUwPjwsPbKM9EQEPICyLtWzEd9QEBAFlDvFxGQSJ2wVvDZBF/abK9TQASMzHoZMT5sutmGqnL4pMyLht998XxsWrkQPomZHkKdttMS8lkGXi2hkf24GfAlScBp7WFsXb0I22+8AFtXLzKJwrjZhlHU5dmbLsQja87NmzVSVY4DfRG8cug4uvujeOXQcRzoixT14C0ymyCeRk1HApKSGc9kAfU2415zViBprNN7S30QSanAY388pKdr37+qE4/98RC27u7G3U+/gVuvODPverBSlx2rIJcgCKKSsXvmbQhQxluxjJWiJ72KdImqcuzrGTQJAfxizSKcOJHAc/v7AIx08DqftUk4B8DVtMlHqyEg4FgkDUkUEFZGp5ZX6Uw0uXUOpj9EGpU7P33e3wEwB0RG0RfjMXFSB3WzDVFgYIzh7WMjtgsdTX59RtLNdpwEaoBMIGkl1GFnA2A1+LjdhpOoy0A0gSMnYiaV0bVXnonGoIxJIXfiMQFFxB1Lz8IXtv7RpPobUKio3QlJEhCGgmgijv5IGjOafaZxrzmgwJ9N4xSYjcIt8yba1oLQ3D6V69+aS1udD5caRJc+NLcNn/vAbDz2yhG8+PYAfv7cm7j/0+dAFFjBFM9y1bASBEFUEgzAKTljfzgg0OxTCYxVEEjnwiVHI/E8IYBXDw3i4NFB3L+qE5xzsKyS4fTmqWgLm03C6/wCdr7Rj29u+3NevUuhupRawY01QK3RHFLwkXnTTMqdubMFRol9K4qxMrB7o6PIDD5ZxLRJQV2mWZYYFNm8Dc555s/w/xqaQE2hui1ZFjGnNWQa8FtDCmTZvUWEKApoqZN1A3KBMUgiIOaYiju9UIgm0ro9AJC5Xm986GVTbaFTnVa9T0ZTSDG9zGkKKainnG1X5PZtu3HOJzNLhVuf7M3tSWESTp4EU7+s8wtQHNySrF6MtIaUom1FylXDShAEUUmkOZA7PArZ5URxjFUQ+N9jtN2aI5bIf5v7w9++jm9ddjqu2Tgiff7f13fiRDQ98rDhExFLqhAYw9wpDXhkzbkTUhTAyRqgVqnzidi0cqEefGmWC8VQaNYrlVJx+ERU9+FJptM4fCKKKfUBPSiqUxTEkipExpFWORSBQZEY6pSRYDSZTOO1nqG82ZLT2uogy6IrWwZV5Xijb7hgoOjGIuJjd+/Me2A27sfNC4W0jZCNdvNxI0ZyLJrAJyyEbkgYpjiSyTR6huL6mNhW5zO9GHAjBjQafD4JiANDGEm/9AtSZrkDVi9pWuXigjen2XyCIIhaJJrgeS/zUioQT3LU1+5j35hQUhDIGJuNjEdgO+f8DMbYmQD+iXP+bQDgnH+3yO3NAbDFsGgmgH8D0AhgFYDe7PJ/5Zz/KvudrwD4FIA0gH/mnP+mlN8y3ggWSnG9Q3E0BmXdb63OL+KtYzHbB+mJ/Nxop2KZdPDqqmYGogl9BsqYkhjySXpKotMDshPHYwkMDCexJusDqNUdhhRRtx4RBIaWkL/grFfPUNz2QbyjKegqpc1NoOikZupmP25eKPhl69kXf1bIxk1bSRhm9Di9XADKoyDn80nocBH0jQXFzOYTBEHUCpLI8HZ/PG/8n9Lg3s+XyFBqvtxGAF8BkAQAzvnLKGAZ4QTnfB/n/GzO+dkA5gMYBvBI9uM7tM8MAeDc7P5OB3AJgHWMsarMgZEEliec8eNr5uHeHQcAAB1NQVuvNc0XbiIzEVWi7FISo4lMQKM9IC/bsBPnr30ayzbsxGs9Q0gm3dcKxZKqHgBq+1hz3568QEWbTexoCqI17Mt7AHV6EHcSqAHcBXBOaqZu9uPGFsNJyMZNW0kYZvTYvVwwjokTYWxwuv4IgiBqjVjSOsuDXqQWT6lBYJBz/oecZanRNibLBwC8wTk/WGCdywA8yDmPc87fBPBXAAs92n/ZSKVUMAAhn4D7Pn0OHrp+EW5eMhc/fup1LDl7qq72SJ4o9jgpZdYidv0hne0Pbh6QS91HsX3O6UHcjS2DmwDOSYXUzX7c2GI4KYi6aWtAES1VfkkYxj2F+mcqlXkQKDQ2lGLtQRAEQYw/9EzsHaXmsRxljJ2KrGYEY+xKAO941KarADxg+PdnGWPXAdgF4Iuc834AHQB2Gtbpzi4zwRjrAtAFACeffLJHzbMnkUihN5IwiVcoiv0h7hmK469HjmNyUwiJZArt9X60hn34t0tPhyIxNPgzQhFuTLknKoyN+IYZxUk8EgAsK277q11/0FQ5vRggvepzmv9lbtpGazb4cpPS5qb2yY0KqdN+tEAytyawGAVRN21tDChor/ebhGHa6/1oDFRfLVe5x1ggM84W6p89Q3FMaQwUHBs+8uNnXRvHE7XDePRXghgN1GfzoWdi72BGpT7XX2JsJoANABYD6AfwJoAVnPMDo2oMYwqAwwBO55wfYYy1AziKTLB5C4DJnPNPMsZ+DGAH5/ze7Pd+AuBXnPOH7ba9YMECvmvXrtE0ryCJRAr7eiN5D7tzWkO2geDBvgjOX/s0Nl47D3OnNOjBo08S0OCX9dqW/kgM3QP5+c9TG31oCvknnEWCkUP9w3jy1Xdw0dzJJiXVi0+fjI6mYKmbHfeRpFB/PXI8ireODedZDJw8KYj2hgAO9Q9j2YZ8ERStDk+j0EuLY5EYDvXHcIOhJvCu5fPQ0eTHpNBIEaqTEmbvYBxffeRlXDF/GhoDMgaiSTy8+2185/IzC1ox5OK0Hy9QVY5DA8OIZ8VwNMGdjsZgUfty09Yx+D0V3WdHizbGBWSG7oE42usVHDmRyBsT28MZsaKTm0O2Y8NFcyfjvNueIjGe8aVq+uv0Lz9W1HYPfO/DpTaJqGyqps/WOsciMRyyeCbuaPSZnk8mOK76a0kzgZzz/QA+yBgLARA454OlbMeCfwCwh3N+JLufI9oHjLGNALZl/9kNYJrhe1ORCR7Hjd5Iwl4AwyYI1N5mrNq8R1+mPawbRTzCPgUtdapJ3l4UM8Wxh/qHkVIzy3754iFs2d1d8xYJRvyygPkzWkxKqnetmA+/Utu/vSWsmPpDSh2pOXPjief00iKZ4ggogmkWBVCRTJntHZyUMBOpNJ7Y24Mn9vaY2v/1S4vzMnPy7/OCvkgCV298vqCCqBvctLUcv6dWMKq2PtjViRvu3Y2vL3kXzj65SbdnyHhWcvzk9/tx3eIZADLXgdXY8OiebgCaGI91PyzHSweCIAiieEQGTGk0+wT6FYHq6kugVHXQ7wK4jXM+kP13EzKpml8bZXuuhiEVlDE2mXOupZleDuCV7P//EsD9jLEfAJgCYBaA3BrFslJKCp5Ws5KrwJhbzyZJAlpDfvQMxaGmOeIpFW++M4iTGoN5D/EAJoRFgkY0qWL3m0fzPBWbTp/siQx8JSIILCMWdN8Lplm6cNZnThQFNAakPAsJoyee00uLNOcYiqfRH4kZvOxkBA0vNNwoYVaTlxmZb1cmRtXWtMqxbP5UnNQYxOXrnjONff1DUXz4rA59/JRlEae11ekPCgJj+P/2dOP2/30dQKYfWhnHu3m5QRAEQYwPHMBhi5nAaU30YrVYSp0u+QctAASAbJ3eP46mIYyxIICLAfzCsPg2xtifGGMvA7gQwBey+3sVwFYAewE8DuAznPNxfVIrRYlOlhhOavBjS1cnnrnxAtz36XPw2B8PgVvM4kqSAElkWP5fz+ODP3gGp01usHyI/8i8qXmKhrWMJDDMmdyAazZmlDCv2bgTcyY31HRueCKl6mmaQPbc37cH8awghjaj9cEfPIOLbn8GH/zBM7h64/Poi4z4mTm9tOAc+Oz9L2LlphewbMNOrNz0Aj57/4swZo+7CZrcCLJUCm5EXYjyY1RtFQWGj8ybajn2ndpWnzd+yrKIjqYgfJKA7v5hbNmdmQXUxHisxomjkbjly42jkfFXY04m0zjUP4yDfREc6h8uSvGXIAiiFojErdVBI/GJ8dzrJaUKw4iMMR/nPA4AjLEAgFGF4JzzYQDNOcuuLbD+dwB8ZzT79BInAYxcksm0pfffJ943w/YB2egvptqYVquc5yka1jIMQFARTSIbQUUc/+T9McQpgHMTnDkVVhfqXxqammbuNmQbNc1KT60j8+3KxNjPnnu9F+ec2mLb/z8yb5rl+SpmnKhUH0c33ogEQRC1DqmDekepkcK9AH7LGPsUY+yTAJ4E8HPvmlV9KIqEOa0hfVZvS1dnQVEYOxl/VYXtA7LRX0y0mXkUs76DuYqGtUpTQEYwx6w56JPQFJDHqUVjj9Oss5sZLe2lhXGGzvjSQhJs7BIE85BhZXWQS7V4mTnZPxDjg9H+40u/eKVg/7c7X8WME5Xq4+iF9QtBEES1MxE8YMtFSUEg5/w2ZGbh3oWMYfst2WUTGkWR0NEUxCnNIXQ0BQvaQ5TyJsPoLxaJJy0f4oOKMGFEYYDMMT+lMYDZ7XU4qcGP2e11OKUxUPDYVzt+2dr/zC9nzrkr7z2HlxYCA27/2Fmmbdz+sbNgHGOjyTRue3wfbl4yF1u6OnHzkrm47fF9tmIb1UC1BKwTCaP9x/YbL0BAESzHvjq/aHu+ihknKtXHkd5+EwRBAEGbe0CwxgUBx4KSn5Q5578G8GsP21JTONk2GNPxls6filXnzYQoMEgCQyqlWgZxRn+xRIpjUp1sUoiURKAxMPEeXBVFslVgrUUa/AoiwbRJ+CXjK+neew8AJEnMzA5m15EMM4WCIKDnxDAe7OpEOqu++OLBPsxsrdPXkUUBvUNxrN68W182kVKRifIhSYIudKWqGXGs3LEv7Cuctps7TqRSKg4PRPPG6GJ8HMtpz0PeWARBEEBatVYHnSBSGJ5SqjroRwHcCqANmXILBoBzzus9bFvVYpQ0N5pOG2foNBn/bS91Y8lZHVi56QXbdTUEgWF6cwhhv4xEKo2ALCKlciRTakXXWhHeIkkCptQH0DMUtzRGB5wtCJwUEBt8Iqa31uOqDWZ5/QbfSKDo1lyd5PYJLxEEhvZwYFR9ymmMNo6zdtt3M857iRvrF4IgiFqnTpbwel++xdWs5hqVhB9DSjWL/yuASznnf/a+SWNDOU02Dw9EsXT9jrw3trm2DclkGj1DcUtj70IWD4VMvglPGPcIxam/OgVW8XgKR4dH+khLUIHPUBPVMxjDR7MS+xpG82y3hvOxWAp90ZH9NAcU+P0j+3Ejt09BoieM+wEr1xirjX9BRcBwQi1pHHQ7Ro/1NopFu2dov7mtzletojBV01/JLJ7IUjV9ttZx+3wywRk7s3gAR6opACw3Rklzje7+TNqRETk7k2e3rtXDcSKRtnwDUkiEhqgtVJVj398GsWqzIbC6dgHmnJQJrOLxFP5yNL+PzG4J6YGgkwKim/qjeDxl2ReN+3HyEnTryVauQNHNfpzW8WIbhDWJRAr7eiM40HsC01vrixoHjcc8t39rKfnJdCZF1E1ap9tx3ks0ywuCIIiJCtVHe0epOSu7GGNbGGNXM8Y+qv152rIqQ6svOdgXKUq5qNC6+44M4vJ1z+LcW5/C5euexaGBYRyNWpt89xo84Kwgf6na4ehQXA8AgWxgtXkXjmZVAo8OW/eRo8MjfcRJAdFNH3azHye7Crsg0ehpqAWKxmth35FBqDkDvqpy9A7Gcah/GL2D8bzPnVBVjgN9Ebxy6Di6+6N45dBxHOiLmLbj1BY3bXX7eyY6VmNWbyTT595zSrOrcVAbl9/qi+Dt/mF89ZGXce6tT5n699L5U7Fi0SlYuekFnL/2aSxdvwOvHRlEKlU4mCOFOoIgiPJDY693lBoE1gMYBvAhAJdm/5Z41ahqQ6sNWbp+B85f+zQEAQXVGzVUlUORrJUeFUnIeziOpzgSKeu3z4XegGj+Uss2ZAzVl23Yidd6higQrFLsZ/Ey59PNWzInBcRC/VLDzX6c7CrceBp6GSgWYiCawJETMdz86CtYtmEnbn70FRw5EcNAdGQ/Tm1x09ZKNiOvFOzGLL8soLs/irSLvmccl89b+zSW/9fz+PjiGXjPtEZT/1513kysuW+P6Xxc78J6wUmllyAIgvAeWWSWY6883j4+VUhJ+YOc85VeN6Sa6RmK6+IAAHDHE69jzUWn2qo3avRFEkirHD6JmdZNq2moFg85AgPSKi9aIc7OX4ryp6sTzSMytw+I2T7gRkXQSQFRLdAvNdzspykgW4rHaP5sjFlvg7GRbYwmUNTSTt0QTaRx40Mvm7Zx40MvY0tXJxBy1xY3ba1UM/JKotCYpfV1p76XOy5390dx08Mv4+Ylc03jriwy64DSIa3TSaWXIAiC8J5kmuOxPx7Czz7xXogCQ1rleGjXW7hu8YzxblrVUdIrS8bYbMbYbxljr2T/fSZj7GveNq16yK0N2bq7G+t+9wYCsgBJYAgqIqbUB/JqTBKpNLbv64EgCHj7WCaF7e1jwxAEAX4lf7pb5cBDu97KewNiNPm2gvKnawvm4OFX57fzUTOrh05vDuGMjgZMbQrgjI4GTG8O6XVpac6RUmHqlyk1s1yjJWhtON8SHOmL/dEkfvjbv5i8BH/427+gP5oEAIgMuPUK84zkrVecaTLmdppNBNwFX06kufV1kjZcJk5tcdPWSjUjryTsxqygImBLVydCNj5RxnHQrmavMSCbxl3B5nw4WZ1oKr1BRSw4zhMEQRDe4ZcEXVX/otufwcpNL2DJWR3w09hbNKUqiWwEcCOA9QDAOX+ZMXY/gG971bBqQhaFvLfSz+3vw7+w2Ti52X6mLaCIaK0PgKscs9vrwLJvk8M+AT4mYeN1C0yCGYrEsOSsDmwzvAFRJAENAaGgKEyl+kuV02OrlvBJAiY3+kw+aRyqnqoZTXDU+QTTDIUocMQSHA2GZ91CNhI+SUDIJ2LapKC+DUnMLNfX8UmY3RIyefXkqpAmUmk8sbcHT+ztMW3/65ems20Q8PPn3sTNS+aiMSBjIJrEz597E9+5/Ex93eaQknctbLxuAZoND/xa8JXbx43BlxN+2XobxvQ+p7a4aauWiqvNOlaKGXklYTVm/eiqM9E9MDJD+KOrzsTD1y9CUuVIqxyKKGAglsIkQYAkCZbj8tSmAAaiSfzwqTfwYFcLZrfXQRZZnvWCldWJZTsN/oUEAZCaKEGUg+awggdWdSLNOUTGINLtsyRKDQKDnPM/GFO2AKQ8aE9V4tYvzYiqchw5EcfNj74yom63fB6a6xT4BAl+v5Rn+M3AoYQZrls8Q3/oFoXMA/qh/mFbqfRg9q15rpJeUBm/gKvcHlu1hMAAzhkSaRUCA5KcQxaZPhPIOfDvv3oNV8yfpgdWD+9+G9/8pzNM2ymkUJlWgXcGYnmBStBgFg9kAsEOn/0wokgiPjS3La8tWnDWHFLwhYvnFAyaBIHlXQu5aprNIQX3fHIhDvYN6+mtpzQHTdtxUuRsCfksA7iWkM/Ullmtddi6epHJo1Hbjpu2FmNGPlGxGrMWzmjB3ncGcfvHzsJANInf7j2CU9vrceR4XD+O0yYFAMYBnpllXn/tfKzebB5jJAG45bIzEEuqmD4pBEkSMCnoyzunNA4RBEFUHooM9J9I4+1jUdPYH66nMbtYSg0CjzLGTgXAAYD9/+y9eXwV5b0//n5mO2fOyb6xhdWyGDRAAhKwVRbrt/dXlFpQqIAFKwGp2sXrcr8t1e+lva0itS5l7S1aXABFqxfvtbihXihWAm5FEVGRAJIQEpKzz/L8/pgzk5kzMzknIRBC5v168SI5mTMzZ+aZ53zez+fzeb8JmQngWKedVTcDxzEY0Su7XUGEUw/TzU/uwbLpF6F3rt+QyDdnahpCMdSHJEtg9NySCfjqZLxNqfRsn4CiLNWSOeJY7fWuglO/zuInas6ox9b5AkUFTkUlQ8xCb4oO6pkkQvGjbw7B7c+8b/x9xbWjtOA4iXTWDAlFdeyP21hd1a5zzRd53DZ1mGtPYCakKVPEZdWyqLLuhrEZf95Mz0VVKQ7Uh9Lup60+RL0UN50ZeU9G6pwlcAzqQwnL/X164XjUNkYtry2fWY6AwMLHMZj+x51Yv2Acnl08AQlZm5d9HEE4rmB4b8EyR3sZPQ8ePHjoHohJQH1L3Db354o8sv1dfXbdCx2lzT+GVgo6ghByBMBPAdzcaWfVDaEHEQMKg+ibl74vxK2HKSCwNjVBQMucUQqIPIu/3HgJXvnZZZg4pBAJmaaVSuc4BsVBP1iGgEATFikO+rt0pbsrPLbOF8Rl1aZmuOTJPYgnJe2pCoMA6n+//Zn3QU2XNp2KpZv6YnttGU5GEo49gSdNNhI6aeqXH0Bxts/RUy+d8mdnqHZmci6Z7icd0h2npyN1zlJVals0klXquFARl1XEJFUrmSeaaEDfXBF980QUZvkznqM9ePDgwcO5h7jsvEgdT2Pr48GOjqqDfg7gCkJIEABDKW3p3NM6/+HWw9QUlWyCFomEjPpwwhByWb39IHZ+3oCVcKwAWgAAIABJREFUcyralErXPQsLRQF+P4e+eaJREne8JdalGYhztU+xOyCd0I+UgRBQOiEVt34qs1iGqlIcaYogLlMwBIhKKmKSjH55AWNMyaqKJZO/gcawJgQjsAyWTP4GFLV1sk7XG5qJ8mdnqHZmgs7aj4f0MGfnjjRGbNfdbe5TVAqZUCx47F2v1NyDBw8ezjO0Nfd7aB/a9Y1ICJmb/P/nhJCfA1gEYKHp9w6DEPIlIeRDQsh7hJDdydcKCCGvEEIOJP/PT75OCCEPE0I+I4R8QAipOJ1jdwV0AYlUVcTV2w9aBC1kWcX++rDhlzV//T8wd8JATBxSiCVP7nE1zWQZYvhrHWgIIxaTzymTap+LD53PC9LSIp1RKuvydzPZT6diyRLgj9db788fr6+wKFg2xxJojEiYv/4fmLLiTcxf/w80RiQ0x6ym9NGEYvHeiyYUMMl+4lSPTSej7kyIV7rPQ1wUIFP6mtNmNjNR//TQ+XC67idCCcd7cSKUAM8ytlLzdL5/Hjx48ODh3Ie+SG1Gab4IPo2iswc72psJTLplIbuzTySJyZTSE6bf7wbwGqX0d4SQu5O/3wXgXwAMTf4bD2BV8v9zDrGYjIZowhBt0bNyev/Rc0smIhJX8MWJMB74237Uh+JYd8NYZPMsjjRGAACPJMvpdGGNR18/gDv+zwhsrql1FX35+OgpAFZ/LUFiT9tLrbPAsUBugLcoWPKc1qvYXqQT/DjfkO13vufZSQsIniGO6pN8ipBKWyqWHEtQnCNY+khZVntdRziuOJalbqquQl5SFFdyKdnTewsz6Q0VOBaLvjUIM8cOsHgCmYlXej9CivtmlOOuLa3X5L4Z5TBzwEz6BguDAp5eON7IfqoU8HHEIkDjof2QJAV1obgxT4oCg5aYAo4hKMnyoTAoYM3cSix6ogbFWT7cNnUo+uX5bcIvD143CgLHgEt5/DPx/esMdMZc1NPmMw8ePHhoD3wsMb4P9Ll/zdxK+DyfpXajXSSQUrqGEMICaKaUPniGzsmM6QAmJX9+HMB2aCRwOoC/UEopgF2EkDxCSB9K6TklThOLyTjQELYF60MLgwYRLMn2QxY1ef+HZo8GxzIo8PPG+55eOB4/nDjYFrz6eW0lJJJQMbjQh43VVUjIqhEgXza8F8b0z8Pew02tpYDnUClbXKJgCcDyjCbvzhAAFHGpfVnJTAL38w0tMRWSJFmsGY6fiqAlxiNH1PzuRIG1qE+KAgvV5PGXTgSFUuBES8ImPtM3t7XrOhP/yXS9hW69oeaAPc/PYdroUkt536q5lcjzt05fjVEJ//Verc08ttdl30Bxtg+qCkcrinuuGmnsI5OyU1WlOBWVbWSzTw49b8fbmYYkKfikLmSbJ7d/fBybamqxam4lBuT7kB/ksXxmObJ8HG5Ojssry0rwxI/GQ6EUDICvm2P4jxf34Q+zR1uOkYnv3+nidOYinfipqooT4YSF2J7v85kHDx48tAcMAwg8Y4lxBJ4B4yUC2412XzJKqQLg6jNwLhTANkJIDSGkOvlaL53YJf8vSb7eD8Bh03trk69ZQAipJoTsJoTsrq+vPwOn3DYaoglH0ZaGaGu5nCyrOHoqiqNNUXz8dQvuffEjnDC9j4IYBFDfx11bPgCgeVtliwxORVXMXrsLU1a8iW8/+BbWvP0l7tryARZPugBAa6nguVTKxjIEkYSCA8dD+PpUDAeOhxBJKGDbGeicCMcdA/cT4e5X+pXpeBU4BhzHGSXCs9buAsdxhk+gSoGVb3yGRJJIJRQVK9/4zGJ6DrQtTpJOfAZIX5YKaFnJtrbhWQZXlpVgzbxKbKquwpp5lbiyrMQSsNeHnZ8js/iRqqqYcmFvi3nslAt7Q032HooCiwWXDsayrfswa+0uLNu6DwsuHWzx5kvICoqzfJZzKc7yWRZJ3DKXPbXUsDPm2LpQ3PH+XlNZio3VVcjxcwjFVQQEBjFJNQggAGzbV4e5//kOPqsLYfKKN/GDde+gPhS3jE03y550pb/tRUdFg8xl+u/VnjIIYHv24SEzdHVM4MFDe+GNWTsiCRUL1r+LBY+9i1lrd2HBY+9iwfp3EUl4wjDtRUctInYSQh4FsAlAWH+RUrrnNM7lUkrpUUJICYBXCCGftLGtE1OwfYNTStcCWAsAY8eOPSuNb+ZSnnSZElWl2F/XYln1vW9GOShtfd+ppFBM6j4oKHL8HJqjKppdtskT+dZSQZFBlpDeyPpsQuAYmxl5exGTnLObMan7TQaZjldVpfBxxFJKq6iKEcTyDMHtVw4Dy7BgCFCY5cPtVw6zlIOmQyZZPtGlFFk0+U9yLMGqORVG4K77YeplpUEfwa1Th9n2EfS1nmsmSrIKdVZE3bxoAgDNm680X7RcMx9HLN58osDizu8Mb9PEPZPMZU9CZ8yxbmNNUSnm/Okdy7i4oCTouK0+h7WOHwbr548DxxIILAMfx6AxKhnZbqes3Zp5lRhe0nHxmI6KBpnJY57InzPVGucjuiIm8ODhdOCNWTsyiU88ZIaOJk8nAhgJ4N8BrEj+e+B0ToRSejT5fx2A5wFcAuA4IaQPACT/r0tuXgugv+ntpQCOns7xOwN6YPHS+7VQaPpMSYOp7AdozfJRtL7vaFPUcR8H68K4fPl2zF67C0Ef57hNv3wRm6qrUJrvgwDOUgK4467JeH7JpV1WZuTnYRPlIITAz7dvP6yL4Mf5XBou+gj8gnX9xi9wEJPEyccTJBRYBFsSivZ6psik8TqaUI1+Vd3+4ZHXPkXUtBqXUCi2vn8E6+ePw+u3X47188dh6/tHkEimJVtiqmMWqCXWvoxjJuQsFFcs1yQUtwbWbpYD5i+WtoSYPHQMbteUIcQ2Ltye95IcP16//XJsTM53HAPc+ewHONoUw6y1uzD2N6/hmpU78PGxZhxtiuDYqagta7doQw2OnrLboGSKjlZamMljU1Q6Z6o1PHjw4OFcRCYxgYfM0CESSCmd7PBvSkdPghASJIRk6z8DuBLARwBeBPDD5GY/BPBC8ucXAdyQVAmtAnDqXOgHbAgn8M7BelQOLsL163YhFJewam6lpSzJnClxWzkOxVrft3r7QSyfWW7Zx/KZ5Xj4tQPG9r95aR9WpxxnzdxKMAQI+hhE4iqOh7WyJ1lWzgl/snCcItfPQuQZsAyByDPI9bMIx9sXgIkC63h9zNmb8w0JCQjFZCuhiclIaC4MiMSdvSMj7bi2xUHBcewWm7LGikqxbV8dFm2oway1u7BoQw227auzyDQLLINJI3pZyjQnjegFIUkmM/EjzERJNp0iaialepLsknE0lcBmci6dXWZ4vqMky+c41v66p9ayXW1jFITAtu19M8rxk6f3YsqKNzF77S5E4yrCcYrFky6wlNIXZ/lQ1xJHJKEgKjnf67qWeIdLL50UnzOptDCTx9XbD+K+GeXt3ocHDx489BT4eefvYT/vNQW2Fx0qByWE9ALwHwD6Ukr/hRBSBmACpfQ/O3gevQA8n8wMcQCeopS+TAh5F8BmQsiPAHwF4Nrk9v8N4P8D8BmACIAFHTxupyIhK5hS1gfXr9uF2sYo7t7yEX4/q9yisCirCvSYMtUrcEz/PNw2dSgCPg4CS7Bl8QTEZBV+jsGziycgLqvgGIKvTkZw97+MQFNUwurtB7FtXx3uvXoklk4rQ2FQQJ9cP/rkipBlBfvr7cI0w4uDEISOVgJ3DrJ8BEebJdSejBqNvaUFIvrmtC8VmCcK6JXjtzQI98rxW8r8zjfIKrVlkBdtqMGzi7XSR0l1ITOqtWSxLRXCxpiErY5CKxeghNcINpeBl2BBQEBzts9yf4qzfSgIaPdHcNmHOeOoqBRCSvmrrCoWsinyjKMiqsi3veDiZDORei7mLIysUryUzGyar8uCbw4xrmkm4iCeAmQreJ7FiJIsi9CRKDDYVGMlgaX5IlQK1Hxxwtj2k69b8MDf9mPv4SYA+jinCPoZFAYFFGf5sHRaGUqyfcgVefzufz7Gtn11WD9/nOO9bggn0CfX36H7k05syQ1mpd69h5vw+M4v8NRN48Em+7h78tjw4MGDh1RICkWOyFliAo7VXvfQPnSUCTwGYD2AXyR//xRaf2CHSGDSfH6Uw+sNAKY6vE4B/LgjxzqTEDgW4YRsBBZ7Dzfh55s0gZahJVn4vCGM/gUicpMEzPzlX5zlw6+uKsOtT++19KjkB3hIySBY5FnUt8Qtge59M8rx+M4voFJg2dZ9WDW3EoWiFjS4CWpsqq5Cvy4mgbIK9MnhEeBZI/DLFRnI7WytYhiCQYVBZPv5HhNQS4pqBLe60uXq7QeNHjmOIY6WClwKCWmLrMQkBWve/hJr3v7Scuw5EwYbP5dk+RxtGcwCHBzHYFBBEAGBg6yo4FLM4Itd9lFs2gfDMPj9tk8xo7K/8Xm31BzGb64pbz0xAgRSFFEDAmt0D+s+galBv7kkOZ1tRvIwRmbTTDb1vWSqMNrTFG3TgedZ9MsPIJGQ0RSXwCQzfqkLWAyhqBhUCIYh4KDNebZFCIagJaagJMdn6/G8b0Y56lsSePi1A7ZFA30uHTeoHPu/bsHCDab7M28shvdOf390saX2oKPk0YMHDx56IgSOIBSnOGxKIvQvECH4vTmzvSCUtp85E0LepZSOI4TspZSOSb72HqV0dLr3dhXGjh1Ld+/efUaPoaoUx05FMWvtLltgsrG6CgRAUUCAz8fZ3kMBzHZ437OLJ0ClWsB9MpLA91fttG3z5E3jERRYxGXV8CEEgEMNWt9gKt68YxIGFgZtr59NHGoI48W9RzC9ohSUUhBC8MKeWkwf0w8Duvjc4Cw8dFbR1nj9+lQUX5wI27Jeg4uC6J0rojkWx6GGmC2AHljoR45fC1DrW+K4ZuUO21jSycqRxojjON5UXYV++QHjtURCRn241QezOCi0O8ssy6rmEedAEoHMSNNXJ8N49LXPsPCyIQbxXffW57hl6lAMKAjg2KkIPq+P2KxWhhQH0SdXtByrrQzQoYYwfrrxPSyedIGFgP9h9mgMLAziSGMEl973hu0z7rhrsnHd0l37DuKcHrPtgT6msv0MWmKqMbZ4juD7K/9u3L+/LpmIo6diNhuT3jk+RCUVPENwncMYXjqtDIs21GBM/zw8cv0YfH0qhoZwAltqDuNn3x6OgqCAGQ7z7HM3T0RJjt/plD20H91mvA66+6Uzeh5f/u67Z3T/HjoN3WbMnu841hTFtWv+bpujn1k0AX3yxDbe2aOQ0XjtaDooTAgpRFKRU+/L6+C+zhswSTN4pxXs4hTyZ34PxxDEXPqRErJqkKKEi/gFoJVFpqra6c2zTivlXQ2WIdhUU4sVrx4wXivNF3FNZWkXnlX3gEqdBUw2L9IM2EMuYiubF02AHsOmK4/Uey3bUsqUZRWf1odtWbwRvdqnsMhxjGEM74RMMiU+lsE1Ff1sGTrdPDYTn0D9WG0RMY4hqA/FsWhDjfGa+ZnKpKS0oyqSPQWCwBmVCjmmYaGqFC/ecimiCUXzBWSA3ABvKwn6z7c/x9wJgyFT537TPFErOa8PxcEzDAYWBtEn14+KAeUoDAo43BhxURz27o8HDx48dDXcYmGph6p0nw46SgJ/Dk2c5QJCyA4AxQBmdtpZnSPoSF+I389hWFHQ0t+S5WPA8+5CJX6eQFKdCZv5eCT52qzKUkyvKIVKKVii7d8p6NbFPWyE9BwQGRBY5x4u4QwbOp8PkBVqGQNMMosqK5kbsKcjK5n0Wrp55m1eNKFNUpeKTJ6zdORMpXAkxs8kLSJ0n8C2SG0m0EVMUp8pvQQ2k5LSTIhiT4fTmACApoiEupY4euX4EElo2T6OJ2AYIBRT8PSurzBpRC+olLougukKnGvnVTqKY7Eu7/PKMz148OCh68EyBPdOG4EpZX2MGOj1fce8OboD6BAJpJTuIYRcDmA4NG6yn1IqdeqZdTFUlWL/181YaPLwWzevEsN756QdaDzPojkqZ9xTEpe1Qe1EirJ8jKbqmSSUzy+ZgK+bE4b4jB6EZgm8jWgKAofhxVZC2pFyvTOBdIIhHtyR7Wcx6cJetjGQ7U8KtjAEV5aV2HrozDYGhUEBf7nxEhxqiBjXf2BhwAi2GYagX44fPo4xxk5RwErO3HoTUz3z2iJ5ndUfp7pkfdRkuXsmPoGZwEnEpCTLZzx7mWQtMyGKPRna3GvvyeuT58OpqIR/TfpBmvv4bp06DH6OoOqCYgwoFJGQKWQVeOJH4/Ef/70P2/bVoTRfxB+vr0BxtoDnl1zquqjHu8zFus+mJCla+bLD/ffgwYMHD2cW2X4Gk8t6IyGrYAggU4rJZb2R7feSCO1FR9VB/QCWAPgmtJLQtwkhqymlsc48ua5EfShuEEAgKfCwoQZbbp6IXmn6Qk6E4njw1f2W4PjBV/fj19+72LGnRFJUPFdTi++U97GQogtKgjjcGLdlHba+V+ss9mLq1dJhLq06l6ALhuT4eSQUFYpKIfKst5KTASIJ53LPTdVVyA9qJu5OBuxmE3cAiMsqlr7wkYWI6EgkZHx6om1lWZFn8ctpF+InG98ztnlo9mj4TQFxOpKXiZBKJsgkuxaKK7bz6Ah0ERM3pMtaMgzB0OIsbF40wdIH6Y19DSdCcYMAAvrcuxubF00whLP01+/a8gGWTiszxv+I3tmgoGgIxY0+v9umDsPPvz0Mh05G8cc3DuCeq0a2eX+0BSrZMhcXJReoJEnBJ3Uh23MxoiTLI4IePHjwcBYgycCpiGTrBw96c3C70VHa/BdoZvGPAHgUQBmADZ11UucCYpJz307coS8k1RcMoPjhxMFYtnUfZq3dhWVb9+GHEwdDSZHolyTFyPJ9r6IU0biEob2y0DvXj6G9siDJzn5vM8cOsJ2X2dC6u0AnAbPX7sLly7fj+6t2Yv/xFs9XLQ1kF289fQzEJOdxE5Nar2s63zw3Zdl6k4caBQwCqG/zk43vwXz30h2ns/rj0nm0NYQT+OuewxbT+r/uOWzzhJNlFUebojjUEMbRpijk9srVIr1PoKpSHKhrwXVr/o7Llm/HdWv+jgN13rjXEXWZe2WXMuc8kdfmZlnFtWv+jhOhBHwcA4FlcOuUoYgmFIgCh4v65mD5tRdb1GudwPMsBuUHMCw5Fw/rlYVB+QHwPIu6UNzxuagLxTv3Injw4MGDB0fEZdUggIA2Dy95cg/iHfi+7unoaIpoOKXUbOnwBiHk/c44oXMFmfaFOGU6nrxpvMWkWF+x3lStCXfEYjIaoq2KinFJxgPbPsWtU4cZCqH6fpyCHjblHNzEXnTVRUlRwTuoLnY1OisL1NOQTvBHVSkmDim0KWWqJiXgdOQrHdEEgHgGCyXpjtNZ/XEMQ3BBYcBW+tz6vFJ8d5RVOGblnArARFllWcUnx1tOS+hGVSm+bAjbymwHFQaNczmdKoOeAH3uNfe9+jkGcVlFab5oGdsqBcJxrcdPSY7ZJU/uwdJpZVi2dR+WzywHxzC4fPl2I2s3tJADn8aO1C3bm8lz4cGDBw8ezhxklxjHm4fbj46SwL2EkCpK6S4AIISMB7Cj806r65GuL0THiXDcQmRmVZaCZQieuGm8Idix4tUDqG2MQqEUsZiMAw32Mrtff+8ifH/V3y2BoVuwL3CtBtupwhQ6OiOgPdPwVBI7Bp4leO7mKiQUzUidZQg0fRNtbIoCg3kTBloIz6o5FYZxuraPtk3aOZfGa/NiA5PBQonAsY79iYYAjZ9z9AnM87dvapIkBfvr7c+VXqaXcFk51BdmgMyFbtpaXGmKJnC8OWYps10+sxx5AR4FQe0ZbU+VQU+EwDLY8KNxCMVVo+91/fxxePofh/CnH1ZCUmAd23Mr8dclExFOKHjrzsl4YU+tkR2849kPsOHGSwCklM63c3zpOJcVlz148OChJyAosI4xTrCdQm8eOk4CxwO4gRDyVfL3AQA+JoR8CM3Lvdz9rd0DhACFWYKlL6QwSwBJ+a43B3S3XzEUky7sZcnmrZpbCQDYVFMLP8eiIepu4J4aGAoccVQizPIxloxHQLCrj9a1uAS01VXgzxEz4kwMvD3Y4ecJDp1M2H0AC3SSoeLmFMJzcwrhAeC4yKEjW2RQObjILj4jthJJjiF48LpR+NnmVqGOB68bZQmIc32sY39irk8br41RCYqqWp4zRVXRGJVQYhrT6cQ43Mr09F7ZTDI4bkI3ZtlpWVZxtDmKhEzBEEBSFBxtjqJvjgiOYxBNKFi/w2pFsX5H0ooiaX/Jugj3dPXzeK6gICBAUlTc/MS7xj0LCCy27avDvVeNtHj/6ff5sQWX4Irfv2mMr755PqyZV4nV2w9CMWXATzdrJwqM45yc2m97ptARxWoPHjx4OJ+QkJ1jnM0pMY6H9OgoCfxOp57FOQhJodiy+zBmjh1gpJuf3f0Vbpg42LIdayIy0ytKjaAZaA1Qnl5YhSvKeqMoy+fqQSWr1EaIvjwRRVE2j43VVVBUCkWlSCgKpj2y0xK4F2f7kCtahSUk1cVHRaW4buWODikwdj4o7ptRbjPwJvBS+m2hxcUHcFN1FXLEzErWopKC+1+2ihfd//J+PDR7tHaMaBvHSFYs8ixBboC3ELjcAA+ebR1Tbr2Fm6qr0E/gkFBU/PipvZbzLc0XsdE0mWcixpHuM2eSwfFzDO78znAbMfabMuenYgk0OTWkCywKs/xgGOCHEwfbxjSTcpxbpgy17cN/jmTouxpcUpHWfK+aohIWfWsQJJf7rF9e8/jSy0FbYq3C1aeftdMseZ5eWGVkyGVVwdnwke4sJV0PHjx46M5w+x6QvHLQdqOjUcdQSukh8z8Ak0w/d3sUigKmjS7FgsfexZQVb2LBY+9i2uhSFKZIyuum2qX5Ypsy9bo9hB6MmqEHJqvmVlqELfKDPKhKQADM+dM7OFAXwk2PWwPqO579AIdPRnEibBUmaOs4eu9dqijG2YZKWw28N1VXYem0Mjy+8wsoaZ7jdMIb5zsyJTxmpAa/PMugONs6louzBXDJctDMegJV3PjYbix47F3MWrsLCx57Fzc+thtxyZQ5S7MfxeXv5nuaiRiHbouxZl4lNlVXYc28SlxZVmJ85qCPsT1fq+ZWIuhrnQIVF69B83iMSc5lpbHkZ6aUOPYDm5JRSCjUcR+JdAO/h0BVqW0Mr95+EHMnDHYd24pqz/bp9y8uU2M7zUqlfV975vlGy0Qz+KwuhK9PxfBZXQiUtt9qpCNIJ7LkwYMHDz0BmcQ4HjJDRzOBvyKEzADwrwCyAPwJQBzA4511Yl0Nv5/D0EKrx16hKMCf0ktiNtXm28g26CU8ejBqK48TGew51JySmfkEv51xMUIxreRU73Mxo7YxqmVh4grUIAXDEMiyCh/HYOWcClu2wZfMNpwLvXc8QxwNvFP7Ls3wVsPTZ7XS3XsAKA4KjmWaxUk1zUwyZ64Ez8R40u3H3N9q/jtvOtdMCGnQ52yLoZM8SSH4sr7ZyKqzDMHeQw3onVNiOo5z9lxWMye11GUhiJquiftxPBIIaH3Wr/zzmGWerA/FoVLNRsZpbK9763Pj/ebxVdsYRd9cP968Y5LWO8sRZPkyF51ym29G9c9FNHF2SzK9HmoPHjx4yCzG8ZAZOkoCLwdwO4D3kr//ilL6dOec0rkDv59LKyDAMASDCoPI9vMQOOpI8AI+Blc9ssN47ZnFVRZymS0yIABu3fiBbf+/nKYagXRTVHIMmCMJBdkii2OnosY+VaqV5pnNsXmOQORb39deBcbOBs8RFKUYxhdl+8Bz7gGV22r4xuoqMITYFFBTlVidiHx3Q57I4LEF43D4ZNS4bv0LROQl+/VYBsgVOeu9Z7XXdTTFZDzy2qeWRYdHXvsUv7mmHMU8m1HvE+ciLsMxrduUZPkc96MLGRUHfVgztxKLTH9fM7cSxcHWQD0TQhqOu5ev5gU0C4mR/fJx4HjIuGYj++VbDNoFl88jsNY+yLZJbXq1Uz/vvI2f977AAK3P+t6tn+D2K4biqYVVoJQa17e+JYqibB+eXlgFhVKwhIBlgZ2fNwBozfbpfYCl+aKhptwRwuY033x2/BRy/IUaaZcVyLJieGeeSXSWkq4HDx48dGeIPFCULdi+B8Q0qs8e7OjoN1c+NHGYgwBKAQwkhBBqXu7uQTCbQw8t5AyCp2cbQjERxVk+1DZGUdsYxbWrd1kaWAVwaIgmHL/gWdJayvbIa5/aeuiWzyzHBSVBHG2ymsqvnFOBHL9m6C2rFD6GIEdk8MGRkBFot1eBsbNBAAR9LL5RkmX017Bs2901bqvhRxqjuP2Z9y0KqG5KrEMLg92eCMYkq9H76qQAEQDEZYqopIBjWoPDqKTAx5lN3FXH3jVV1csa4dj7ZH3CKVZcOwq3P9MqDLPi2lEw2y6wLIO8FELq4whYXYWUYzC8V7bNON1M5NMRScC9rNQsChKXrdcs1Sy+KKiJiSzaYCKk8ypRZCKkAYHBqjkVRlO6rkoWSJJj3a8wNXNkJptFQR/WzRtrGKKX5otYN2+s5Tg9GXqf9YpXD2DFqwcwpn8efn3NRSgM8hhQIOLLk3HbPXru5omISgoYQgBQ3Pb0e8Y4yRMZBP0ds95InW/u//5FGFScg1kp4l/Di4NnnAhmMrY8ePDgoSegMSzZvgdy21Hl4UED6QhvI4R8CuB3lNI/E0JEAPcBGEspndjZJ9hZGDt2LN29e3eH3tseRbb6ljiuWbnDRuaWTivDog01xmtv3TkJAwo0ucDUbJWkKJj7n+9i+cxyDO+djWyBQ2MsYSgSUgqolIKAgGU10ZrZJsU8/Zjr54/Dtx98y/h9Y3UVTkUl1DZGsaXmMG6bOqxLLSOONEaw51ADxgwstJToVQwsdPToAtJf39J8EZurJ6BvvogjjREjWDNvqytGtoEurytta7ym+1xHGiP4f//1T5v65D1XjTQ+99ELCPHPAAAgAElEQVSmKK5b83fbPnQ7BElSjDFn2FBwBPl+wRBjOdIYwSv/PIYpZX1AKQVJ2kh8e2Qf4zh1LTH88vkPbefy62suRkm2Fphn4meZTh003eepb4njF89/YDuP31xTbvGk1M/FjZCqKsWRpgjiyWdRJ7X98gJgGJKRT2Am23QA5/SYbQ9OhuPY/3WLUSa+fv44LH3hI6yfPw4BgXUd+wwBDp3USm8ZQizj3s8zyPUL7Z7rUsdNab7Y5rOXSMioD7fO5cVBoVPJ4XmkDtrlJ53peB1090tn9Dy+/N13z+j+PXQaus2YPd9xGrFdT0JG47Wj305XALicEPIrSum/E0IeADCoIzsihPQH8BcAvQGoANZSSh8ihNwLYCGA+uSm/5dS+t/J9/wbgB8BUADcRin9Wwc/hyPMX7SiwOLrUzFUm1Yc1s6rxIjeOY5fvm6ZqjxTnro0X0yuWMM1W/XSbRPREJKRJ2pf8vkQDCGMj442G4HsiN7ZxjFSj6mXQen7fPWfx3Dv1k+MbfYda8Gm6ipbQH22kCOyGFScY7PUyBHdz8VpNfy+GeV44G/7AegKUVo263w1dk73uQhxUag0Ddd0vWuhhIRTURm1ppLT0gIRPEOQnxwr2X4Glw4rwcG61hLLS4eVWIQ3FJeMoy7kkamfpZt5tw6WwFFpVhcqTZf51MEwBDzLgFIKnmVszzjDaITPLRBvCCdww5//Yftyen7JpQbZzGSbngy9z3pjdRWONEZRmCWgtjGKdW99jh9P+Ybr2A/HZdz3P59g7+Emy99/8d0yxCQVMSmGooAAny/zr718kcdtU4cZ4/PNOya5Hj+RkB29KjszS2iuOvHgwYOHngi3GEjp5rFdV6CjKaB/A1AF4AfJ31sArOjgvmQAt1NKL0zu88eEkLLk3x6klI5O/tMJYBmA2QBGQrOqWEkI6TQGo6oU+79uxjUrd+DS+95AKCYbBBDQBlr1hhrUt8Qd36/3bZih9+3pPy+fWW70uLj5BoZiqiUzwPMs+uSKmhhBspROYBn4OAasi1KSj2Pw1h2TsHnRBPTKFiwEUD9WXFbxSV0IUhcYVQcFAX3zfNhUXYU375iETdVV6JvnQ1BwL29iGIKhxVl46qbxeOuOSVg2/SI88Lf9RuBn7s86XxWk0n0uSuGoUGmeH93Gqd5flJApQjEZS1/4CLPW7sLSFz5CKCYjIZtsJhIUJ1rilm1OtMQRTbRuo6ou55I8GTeDdrPyp7afthVhCUMclWZJ8pooLtfELMipi4Doz/41K3dg//EW27H0QLxffgDF2VZrlkzEOzyBj7ah91kTALc/8z4O1oe1rG5NrevYZxmC6g01hsWJ+W8cQyCrFFFJxdfhuONc5za+GqOSZXy6zbUcQ1ztUOo99U4PHjx46DS09T3goX3oKAkcTyn9MYAYAFBKGwF0qDGBUnqMUron+XMLgI8B9GvjLdMBbKSUximlXwD4DMAlHTm2E+pDcSw0kT4K5yxbXFYcrQn0TJVFin5OBbJ8Wq+gLoKiD9W2sjqSpOBIYwSHGsI40hhBUzSO5pTA/GQ4AY6Bo/x9nshiQGEQffNEyCpcpdVT5fbPFhiGIF/0QeBYBAWNfIRiCr5ujkGWVdf3NcclHKwPAwQYUhw0rA5SFaLyRGdbgDyxewtwpPtcikuWz9wf5zROzf1FKgVufXqvJaC99em9FiIpqdTRUsHs1eNum5Lch+LiZ2kyaM+EnAkswS1ThmLZ1n2YtXYXlm3dh1umDIWQTAUqLoqc5pXDzpDgT0euM92mp4NhCLL8LFbNrcSWmsNYOacCpfmi69jfeaDeuG+LvjXI+Nuf548FIQSSouLwyQjikoJTJt9AoO3xlUrYdx6odzx+QLB7GwLnR+WBBw8ePJxLYBit8sc8D2t+vF18Yt0QHa1RkZLZNwoAhJBiaKWcpwVCyCAAYwC8A+BSALcQQm4AsBtatrARGkHcZXpbLVxIIyGkGkA1AAwYMCCjc4infOnrK7+ppVsMQ7D/eIvNmoBhCIb3ysbzSy5FQtaEChKqihN1YQSSRCfg4yBw1myVk9rggRNh7P7iBKaU9dEC64SKlz88astKbl5UhVyRsyiO5okMREEweql4ltjENXRp9a4MVDQiyGdUEghoAduxUzGbKMrSaWWIyxQ8R+AzKUQNKfTZrsu5ikzHa0ucom+eYPlcfoGgJU4R9AMMcRmzxDpOhxZn2QRZ9LGcUFQUZ/ks6qGrtx+0kLNMPP58LoqGOlHPRPnTjZyZyyfDcQWPvn7Acr6Pvn4A91w1EnmBVrERJ+ElHZ2RoSsMCo6iL2bxjvNJ4KMjc2ymyPYJKMpSsGz6RWiJy8n/rWOfZQh2HqjHnc99ZMzLN0wcjOurBsHPMTgRThi9onoVRq7fKiHX1vhKVeS887mP8Mjscsuzt+dQA6565AP8712T045lD12LMzlePXg4E/DGrB2q2uoxrX/fP77zC9xz1ciuPrVuh46SwIcBPA+ghBDyGwAzAfzydE6EEJIFYAuAn1JKmwkhqwAsg0Y0l0ErN70Rzs2OjgyGUroWwFpAa6jN5DxSg0WeIVg+s9zRy27hX3ZjU3WVpS8oVRggoah4ce8RTK8oNcQzXthTi+lj+iE/qJnSOykfZvkZvPLPE6gcXITr1+2yELfGiIzNNbUAkivNihYMtVpOsBAFAYqilXrq+170rUHYVF2FuKxCUSnWvfU5NtfUdnmgUtfiXBKoC7yYcSLcqgxo3vbFWyaCISpklaI5qsLPKgjFKfyC9XPJFIglNLJ0riHT8RqXVVT9drvt9bfumARAU7Bcv2CcrZ8vIFgFTo41Rw2Bk4Si4Fhz1BA48XEM7vzOcNu4F7j0dgnmkgyOJXjwulH42eZWBdEHrxsFjs3c0zATcqZQim376rBtX51lu19OG5k8D8bxOeZM9g98Bp6F+rVz6wlUFBUcRyy2JxxHoCgqGJNaa5aPtSmmdkd0ZI7NFAxD0CtbxLFTUcxf/y5qG6N49eeX4YrfvoXbrxiKSRf2stvxCAyufnSnRVAmNVO90aTMDGjja1ZlKaZXlBpKuC/sqUVCVtAnV7QR9kHFOYbw0rKt+4z961nC1HPKbqPH2cPZxZkcrx48nAl4Y9aObD+Dn1wxzKYOatYj8JAZOkQCKaVPEkJqAEyFRsq+Ryn9uKMnQQjhoRHAJymlzyWPcdz093UAtiZ/rQXQ3/T2UgBHO3ps+7kAq+dWGqQk4HP2sgv4CGobNcuH2595H+vmjcWQwgAaYgmj1I0CyPaz+PDoKax49UDrCeeLmDFW+wh+P2fLVkmKgqaIgillfQwCCGhBzJIn92D9/HEGCdRXvwFgYGHQ8lmOnYpbelTWvP0l+uT6UTm4yBaoFAXOfhZCD6YlVcXSaWVYvf2g0dtnFngxIybZCcGsylIcSbHI0K0gDjdHbWSof45o2293As+6ZM+SxEqSKZrCCUu29MHrRiHHJIjRHEugMSLZyFe2P4G8gA+qS6mn2dqEY1wInokERhMKntldi/Xzx4FliLH48JMrhgJBrRxU4IiFEMmqYsk48hyDK8tKbMqeZnLm51nHbXTvvbis4P6X91tWDu9/eT8e/sEYy+f54/VjcDIsGeOlIMhbPo+bebheEVAXimPHp3WYUtbHIBSv7zuGgEkxtSmaMK6nmZAGfRwKPJsIA4ZSqynjrC/SfefiPlj+t09sPpf3XjXS2DYgsK4lwPUtcYO8Z/lZTLqwl2WxTVuIY22VHQLHIkdgcc9VIyGr1JYt/7opYslSChxBVhs9zh48ePDgoX2QVUDgGEtcLnAM2ugi8uCCDkuWUUo/AfBJ2g3TgBBCAPwngI8ppb83vd6HUnos+es1AD5K/vwigKcIIb8H0BfAUAD/ON3z0EEpsPuLE3jypvGob4kjJlGUZPMIJP32OIYgy8/gi/oISvM1A/faxigWbtiN/7plIhpCko2M3Dtdy0Zs21dnlC+aPc58nABFjaK+JY6GcAJbag7jV8kgwymIMat+6lnJmMPod3r/vVs/Qc0vpxomzLqsf2FQQN92qOadLpyC6RXXjsLvkup+enYyFpMtnn5OZX3fqyjFD1LIsm4U3j9HtNy788EsniUED80ejZ9sfM+4dg/NHg02We4pqRTr3v7cEpyue/tz/MpUKhGOKwYBBFoXGHRz9Uz6ChVKwadMxDzHQDVtIwosrqnohwWPvWshPGKyNFqhwO+3fWojb+Zz1fv9UgmrYKrlLBAFi4qj/pwViIJxzepDcYtNS2o5qCSrNv/FFdeOgmR6thrCCTz4ipVMPvjKfsNqws8ztuz9qrmVFiP4aEJxJNibqqsA6zpOj4VZNXZjdVXrM08oVs+tBMsQx8zvL75bZvzcFJUcF0sUleKalTvwlxsvQZafgySrjoIum6qrkCs6K3L283E4firqmC0/HXP6dDiPLCI8ePDgoUOIJlQsf/kTzKjsjwBYJBTt93uuGul9h7YT50I0fCmAeQA+JIS8l3zt/wL4ASFkNLSE2pcAFgEApfSfhJDNAPZBUxb9MaW002T1/DyDikGFEHkGuSKPlpiCoixOK0+TtXLDlqiKlz44ZrMmiCScg4mN1VW456qR+OV3y2zeY6pKcaA+ZCFDa+dVGgGuUxAjcAw2VVcZWUmOI+BUeyDgVq4XTqi47P43LNtOubB3Z13CjHAiHLf14dz+zPv43fcvxt3PfYiVcyogCgya4hLi4ThYhoBPlimmlvW5iY/IKoXfz6FfNyd9qfDxBIOKAik9gYxBaBgXiwgz4UknYpFJXyEArHzjM8tEvPKNz3Dv1a0ETnbJKD63RLMUDQgMbp06zLGsT0c6wgpoKo4Pv/aphZw9/NqnBjnjWMaROJvLQRUKw/heP87tz7yPzYsmGNuks5qISe6EovU4bgTbfq97KnTV2HumXQiGwHjmOYZFNCEhN+nZlzo+JdNFXL39oG2uWDmnAkGBRXGWDzFJwQ1//geeuGl8m8+CG1QKx7H9zKIJZ8SrKl0W2kP3RHt9CD1fQQ89HW42WMSbBtuNLo+OKaX/C+c+v/9u4z2/AfCbM3E+uX4B4YACSaFG9uK6ylLMmzAINz9pDVS3f3zcYk3QlncJxxAMKLQvUTiJElRvqMED147CgAK/Y4+JKDDonesHQwhYVusRKw4KNkNt135DH4N18yqwcMMe49zNwfCZhiyriCWc+7wGFATw2IJLEPAxONYUxyLTuS+fWY6++SJKUspz2xIXOdQQdjUg764gBDjaaC9/HVCgZSvcLCLMRIRnXfrfkuOAuPjumSdZjmGw6PIL7MTKJNElyS7qn8nsWiyh4pEU8qaX9ekrepmQpnTkjCFAab7mPackS/V4FjbvRCcxHGrJfjo3pN979UUA4FgiuHr7QQuh8PPOYjnmbGFPh6SomDikEGV9c/H4ji/w/cr+WDb9IqiU4j/++2P8dsZFtl5S3WNUv7b1oTgGFgWwUS/PTM6Xfp5g1dwKzFytCca4iQal65N2V749M2w+E4EkDx48eDjfkUmM4yEzdDkJPNfAcQz65ogIJRIGgVp42RCDEAJaD1qeyOPqMf0wvaIUr+87hgnfKEqrdChJis2U3U30ggD48ZPv4ffXWZXoeE4LnAEtgPVzDLJ4DoQQiwiMuS9Ofz9DCP66pxabamqxam4l1s2rwP/b+rGtPPVMQi/zygs4r+QzDIHIEERiikEA9Wtyx7MfYNn0i1DWJxsX9ctFNCHjYH0YO5KCDI+8ppUVFgYFFGf7sOdQA27d+IFRGtg7x4dwkjSWZPls96K7IBRzJk73XDUSuaK7aqfZDqEky4enFo5HIikMo1JA4IgxDqgL2TGrbxUEBMRkxdLPJ3AEBab+0lR1RcBqhyCpzoIu5rK+TEiTmw+gnsVjGKAxrNj6QwuDrfsQBdaxvE8vXQU0U/offXOIkTHUS0b1LKvfRVDHb1qAKAr68JcbL8GhhohxLgMLAyjy+gEN8CyD264YCkKAy4b3wopt+zGjsr/mxxeK49+2fIR7ry7D0wurwDLaeG2Jy4gmVLx4y0S0xBQEBRbHTsVwc2oZca4fcdPihI+zKyenZqPNMC+2vX3nZPx1T63R820e252Nc91fUu/hlBT1vFt48+DBw7kD1WXB9kwtwJ3P8EigAziOQUDl0CuHGpkD/ctXV6X7QUrPT7bIw8cxrpm7u7d8iFunDsOIkiwL+XALkiMJBXsPN2HyireM1zZVV6GuWbJYJ+g9IpGEjBMtcRRn+VDbGLWUoTGEYM6fdlmOof9t86IJZ/XLWi/zenbxBGe1Roag6rev49nFExwDnoDAIiarGFgoQpI4nEr6Jt42+QL8ZOowS+bwvhnlGNM/D3sPN2HxEzV4bMEluOL3bxr3JfVedBekK4XIxHYBAJqjsq2Hrm+O9jfepQ+PN9WUMgxBKCaj2qTQtXZeJZi81m0KgwL+suASHDppIjwFAcMOgWOIo6CL+VyLgj7HfZhJk1tWRs/iSXKrsb15vJnFctKVrmrHcS4ZfSZJNgkhWL/DSp7X7/gCv/7exZZzi6f0Hq6bN9b1fvdEFAV41IcTlhXfbfvqsGfpVGOOnf7HnbiyrMRWTrxmbiV65/q00lyXMmKz9U8ormD7x8ctfdJmBWczucnxs6h1EKECgE01tWfU6iPdgkpX9guaezjN84mTzY+H04NXPuqhp8PHOS/Y+jyv3XbDI4EuEAQOeQDq5YQlqJ5eUWpT7NT7/p76+1eYMa4UTy+sMpQBWRao+bIR2/bVYd+xFmyqrkKhKKAhqtlI+DkGa+dVWgLpNfMqkeXnsH7+OEvWQhQYlGRloTEqISErEAUWx5vjlh6R+2aUIxKXcGHfXCPz4+OJa8/LwMLO711pC7o5OIGm3mcu6wwILAiAN++Y5Epk9PJPHf3yNGVVQoDr1ljvy11bPsDSaWWGjLD+NjNBPhO9O2ca6UohBI7BqjkVlgzIqjkVFnsHnYyb97H4iRpsXjQBffNEqBR46f0jFlXPZ3d/hQXfHGLso74lboxbfR/VG2qwZfFE9MrVPDgURUVUViyEZ828SsMyIehz7gkM+kxZPkWFmuICo4JabBcYQrDoW4Mwc+wAy/kSk1iOE8Ez2wWkK13V9uOyTbLslFLqSNDNJaUnwnHDR1B//8INu/HckokoyT4HvUvOAszZtaDAQlJVjcBQiqXTynBxv2xQSkApUJjFG3MsyxDMXmt97hcl52O3jLg+7+qLUIpKsamm1lHBOZXcvH3nZNeez9njB55R4tWWv2RX9wumm088ePDgobMgK2pa9XIPmcEjgW1AEDj0EzjIsmrYRrhlHBSVGkHE9IpSAFq55rYPj2H0wAIjI5UrMjjQELYEvesXjMOWxRMhqyoEjkWAp/jyZNwWOPtY4LMTYeOL3skH664tH+DJm8YbgZEeVD8yuxy3bvwAADCmfx5umzoUACxS6WcDei9alo8g4ONwMiwZfwv4OGT5CMb/djvG9M+zkePlM8tRlO1Dlp+BJCmW8tftd0xyvC8jemfjrTsn4/V9xyw0Qg8GuyPS9SKJPJAT4C1lmjxHIJo8snUynroPOWnNQABMGtHLpuppHiVxxbk8La60lqedCCdsvo6LNtTgmUUT0CdPRDjuLqSii76cjCRQ75DFy/Zx6JWrBZhBH8G00aWW89XIJMnomgHpMy1AW6bzSZ/ANGWpgLPNSW1jFDGpZ+pbpz7Lu38xFaG4gkhcBiEECUlCQ1g2/n7vtBG4ekw/RBOqax/2keQYcMuIZ5msfwBqq+BYOacCAYGxkRu3/lRZpeh3hvvynOwq9Lm7vsUutHU2+wXTzScePHjw0FmQXOZ9qZvGdF0Jr04jA3AcgxG9srF50QTwyQyVGeZSu9f31+PjY82ob4kDAF54/2vc8tRe/Mf3L0ZpvohTUXvQu2D9u5BVFf3yAyjO9iEUh2PgfCpGLV/0bj5Y9S1xW1BdMbAQpfkixvTPw53fGY6lL3yEy5dvxzUrd2D/8RaoZ+nhKcnyYfXcSnx1Moq+OTyG9cpC71w/hvXKQt8cHiqATdVVuG3qUPTK0bJ8b90xCRurqzCkKIgv60NoiiiIyJLlOnIu9+WTr1tw/bpdqBxcZDHkzkT44VwFxzAuY1B7nENxijyRhcgzYBkCkWeQJ7IIxalpH87XS5e3j8mq4au3qboKS6eV4f6X91usSHRCZNuHST0m4RIc6j6A6VRKAfcsnnnCD8WcyWQopmZ8rnqmRd/OnGnRwSdN583bLJ9ZbgjqyBkEw+7ngh6JupDVzzQuq2gKSwj6eCx5cg/GDCy0/D0gcGiJKTh2KoaErDpey6aoBIFjsHJOheVerUxmxFXAmH8EjkWf5Fzz+u2XY/38cXji74cQjis2csO43LuzNZfodhX6d4W+eNfV/YL64p4ZZ1twzIMHDz0DbvFLd43puhJeJjBDcByDvnkiToZjrn1/V5aVOJaCPfC3/QgILFbNrUwb9MZiMmRVxZM3jQfHEBw+Gcbsdf8wAmfze918sBrCCcf9b6quAgVs5VOnu2LcHkEAnVAfb4khNTz56mQUOaIPs9buwpVlJSjKbi0TvLKsBHf/y4UoyRERFFiEYq3XKJKQwTsYl+vXXhfyUVSKHXdNxsG6ZuRndV81RobA0dRcn/8UShGXrKQ+Lqkw83xfMkBO7fnzJe8bxxAUZ1t7m4qzBcsky7PEcR/mvkHWpedPD14z6V9UXBQ3zQsX6Z4rQoBHrx+DRtM1yw/yFrXTtjItOlRKkR/kbeb2erkn4/J5zPsQBdaxH9YsQNOT/OBS7x0hmlVPUyRhVFncM+1ClPXNBSFAY1jCnD+9Y8wLqWNw9dxKLP3rR/jD7NF44u+HLCXN6976HLdM+QYSMkG22Pr8x2UV4biEK//wvwC0e3YHNwJEUS3384U9tY7z/9kS1nKDwLGOz9mZEqlJhb64l9oT2NXXxYMHD+cfsvwM1syrNJIlrW1U3TOm60p4JLCd4Fhi6UkROAaqShGOK/jVVSPx7//1T1sp2MbqKhAAQwuDaIgmXIPeWEy2lYqumluJjQsvwb8++6FFzABw9sFaM7cSD732qeWc9f33yw/gSGOk01aMYzHZ6G3kGIJTkTiWPPVeWkEAjmOQJzL4vKE1A7DoW4Mwb+JgyCrFKz+7DJFEa/nXmP55+NE3h+CGP/8DE4cU2uw6Vs6pwLO7P8fMcQPwwLWj0CfXj0++bsEDf9uPKcOLHYV8gjzQXSuVFEohKdRSHvmHWaMNI/egj8FXJ90tJACAgmDPlw0WMYzX9x1Dn1FaKXOWn3E0XzdPspJC8ejrByzk7NHXD1gURP0c4ygwo6tlFgUErF8wzqbaWWRSGBV55yZwv0nUh2OcewJ1MskSAkm2irE8eN0oSyYQcDYGN4MAaInK+NnmGst+8pOm9DxDHAkebyJweaKAXjl+Sz9srxw/8pL76Or+rrMJWVZtCwECy0AUOGSLBG/fORm5AQa98wKYtXYXlk4rw7Kt+4xtdVXZ9fPHQeAYfF4fRmGQx97DTSAE2Pl5AzbX1BrHK80X8fMrhyHbRyzzj/6MbPvpN3Hj4zWa2BfPghN5C7nZVFOLmeNKLYrNnaE0fLrKmvkib3teH1swDpRSHGmMnPGFBHO1jKyoNj9cDx48eOgsqCqQ5edsLS9qN43puhIeCWwnWqIKdhyox8ShxeAZgpOhhE2Rsr4lYfgH6v0ptz/zPlbNrcSQQp/jSnKuyKAhmnDtj1o3byyCAoOnF1ZBUlQjyA0IrKYa2hJHU0RCaYEPt04dhn3HWiz7LxQF1LfEoVCK9fPH4eHXDlg8Dtu7YhyLyTjcHLUF7yuvH52RIADPcBhSqJV+BgQGtU1xWx/jxCGF2FxTi9uvHGYoMt4y5Ru4PpkF0K/Rkif3YP38cViw/l08vbAKDIERKD70gzGOQj6bqqtQ1F1XqSnw003vWT7TTze9ZzRFu5VGbqquQrKFDvkij3GDi4xroy8g5CcbByNx6ij08MyiCcY+KAXqW6xZ5/oWTdFRh0rhaPT+3M2a4mZIktEclSzk7KHZoxEK8PAllTszaQLPFhnHnsDWbA8xssT6Pn62+X1sWdyq/Amkz8DJKnXcjy7KUxAQ0JwtWwheUbbPYpvBMASDCoPI9vOOx+kpfnCyrKI+HAPDEGz40SX48kQEH9U24VizlZxtqq4yfs8Tedsi1rZ9dai+7AL0yfVjYGHAuI6/3rrP1le8em4lCIAmh7J8/RlZOq0MNV+cQEGAh6xS9Mn1WchNcbBzyU1nKGs2RiXL81qc5UN9Sxzz17c+D2d6IUGvlvHgwYOHM4mETHE0GQdYFoaL7F7cHtqGRwIBm8l6Wyu7Asfi4TcO4s7nPsKaeZWWVWk986crUgKt/Sl6kLH11okoCPBGKWOWnwEhQF1zHCzLuZa09c4VcKQpbgkUVs2tRFEWD0WhiCQUPPzaAdSH4nj5J5daVqoLRQFfNEYsmYXlM8tx/8v7UR+KY9XcSuT52zcUTsUlR8n94b2zsH7+OEiKiqNNUdtqsPla54osfByDcMI5IHtswSXYXFOL3rl+4280+ffUa8QyJJnRVJEf5Ayi7SYIIqu022ZV0pU+ZtJndzKSwIvv1drUP3/0rQtQkuNHQlEdSzAlU/pUcPHEM6uQpttPTFINs3n9PH+y8T2L6avsdg9NZLOljaA+x9+WiE3r58kkA+d2bXUlXp5nMSg/gADPdjhT1NX9XWcLLfEEToQkC+HTKxnM99F8zZ1K4K8sK0HvXD8UleJQQwT9C0TsvHsyKAXyRMYyFwZ8DCJxd0EZWaV4bd9xzJswELOSi1KPzC5HxcBCUGjqr6qqwq2dvj3fJTo6Q1kzdcwsnnSBbeHkfFxI8ODBQ89DJmrfHjJDjyeBqcp0Orkye8iZswOiwBoy3U6r0rWNUUNIwtyXBgC3Tb4Ah24KvbEAACAASURBVBvtJUh98wQcqI/ior45rqWikYRqW+k90RJHTpK8KYqMxZMu0ARkoorF+sBJOe6OZz/Ahhsvwad1ITzy2qe49+qL2rWK6/YQPnnTeEs2xryi7XStN1VXIeEizc+zxBDv0K+LWw+ZolKU5mt9fqoKFAQ5IyuYruesuyG1LBiwirroIg2pf+ctIg0U3x3Vz3KvVs6pAJIaqr4MCF4mGTqeIY774TIkVUBmZvHpiK+7qmfr9plk4NzOxWcK9HmebdN6JB3ZzESl9HxAxGHxZ9ETNVg6rcwo8wSsfaOrtx/EfTPKjb7rK8tKcMuUoZYqguUzyzGoKIigS8ln/3wfwnHVdV647YrW/d3//YswqDjHIIT6PoYXByEI1q/PTL5LnNAZypqpY8btu+l8W0jw4MFDz4Ob/c/ZEjg8n9DjC/ZTlen0DEJdSFP3lGUVtY0RHGoI46Ojzbh7ywfwcQyeWzIR/QsCjgpFvXL8eOuOSVg2/SI88Lf9RtnlxKHFjseKJShG9M7G4ZNhrJpbaVGz00va9CB3TP88PL1wPP59+khD4XPOn95BYZaIvrl+x2DRLbNQ1xLHog012Lavrt1S3m4PYaoy6WLTtTRf63XzKowVep3A6RjTPw/r548DADy9sAo5Ac5QZPRxjO0aaT2BX2HNvEpwDMGJUByhmIy4rCLgs2+/am4l8sTuO/S5ZN9ZqkJla/8bHP9uJjySQh3LNCVFm0RVCkeCZ55jM5FpVqjzYoHev6gTWjNShVQKRAGrU+7h6rmVKBBbSyzTqYWJAosHrxtl2ceD142yiLFkkoEjcL627VlScCObuqBTJiql5wPcsvSpn5PniPEM7z3chLf2H8fG6ips/9dJ+OW0kbZxrHv/hWIqtr5Xa5tvw3EVouCsHCoKjGVuc5uz65P3Spa1iodDDeG03yVu6AxlzdQxE0kojvs83xYSPHjw0PPgqRF3Hnp8JrCtDIKqUuyva7EoEN03oxy/+5+Pcf/McjRHJZsIxOq5lVi29Z+4uG8uJl3YC/XJAEDPVrkd65OvW7Bs6z48MPNiS/lStp+BrGhBrq4+GpNU3PGsNfBZlCyfTA0WVVUT/XBa9W6KSsbP7Xl4YjHZNSPnpEyaagewceEl6JMXAMMAwWRQovcE/c+Hx3BNRT/bNe1fIOKxBZeAY4HiLB7r548DxxCwLIO4JKNiUCEKgzwUSiEKHH668T0snnQBGkI8+uX7bSVhUQkIdlNf7rii4vk9R2yqh7dO/QYAq72DXoJ5/8v78YfZo419pMucZZKd4F3GgFkExW3M65k+jiGOxvbmTG1jVEJCkiz38PipCBqjkpGhS6d2muPj0SvXb2kkFziCHF+reSLj8pwwJvGYqKTgcEPYMCNnGYKdB+rRrx1Z9HRkMxOV0u4MXQTFbV4qzvZZRH4kmeLrpgieWlgFjtHUQfVM3bOLJzheS70Pe+WcCjRGZEMcRh/jLAPkpXhp+jiCmKQJ1bx952X41v1vtTlnp/byuXmVyqomzlIoCvA7lN13hrJm6pgxV6yYs83n20KCBw8eeiIo/jBrtKGNoIvjAV4msL3o8SSwLYn6Bgeja73nLy6pOHwyiqIsAevnj0MoLqMpIiFH5LBtXx227avDiD7ZlsBV37dTGR8DamxLAXxw+CSGFOeAY3mwhIFfYPCL75Zhzp/ewYprRzkGGz6OwZCioBEs6mVnD76y31JCZe4JbG/AoSuYPvLap7Z9tqVMeqQxAgDYcddkZPkZPF9zBJPLeuNEKJ62J2jxEzXYXF2F+evfwW2TL8A3hxYbZYzm42yqrgLDaNmlVXMr8Nb+Oktv5tMLq3DpfW+YsoFCt1Sv87EMrqnoZzNyF9hWe4f6UNz47IC9BDYdgXMrOTUTES7pmWcr9TQtKKQzV8/yEcQVu7F9lq/1OAJHwfO8rSRP4Fon/ISiQuQZy34oVY0FiOa4hJaohLqWhCHYUpItoNnHoYDTxj7POhNSs+VFtp/Fhf3ybCJGWf7WDEs6pUeBY/GXBZW4oCTHmBsO1jVbsjTpVEq7K8zEqTjL57iIpigyrq8ahPqWOBrCCWypOYxbpgzFo68dwNWj++Lu5z40xlND2FltWe/D1kWjdBKoPwfRhIqgjwVLVFBKoVBNTGrbvjrjnr5952WuRJVjiK2Xz20RgRCCWWt3YdXcSgwtDNqIIMMQ5IqcjZC2l/Snjpk8UThvFxI8nDsYdPdL7dr+y9999wydiYeeAkqBV/55zKZpcMPEwV19at0OPZ4EigLj6vsXTTiv2PfO8aM+lLBJ9A8pDmqD82eXYe+hk+iVK1oC1y03VzkeKxKXDAl0S+9KoQ+NEQVFARhG37WNUVd/QD/PWr7kzWVn9S0JLJ1WhsKggL55WhDz0OzR7Zby1hVMJw4pRO9cvyFwI3AMWAa4dcpQizKpno353sqdxmvrF4zDt0f2AaXIqCdILzGsbYzizuc+wo67JtsI6H0zyqFSio9qtYzq8pnlGDOoAPd//yI8/MZB/PH6MSBEUyNtikod6oM8VyC79GPqYirZfucxne03ExHnzJne8yewjM138cHrRhlEE9CyYk4Zx4dMGUfGwb/xwetGGeM0HKeoOxWz/d3PBpCVzNSGYioeee1Ty3Eeee1T3HPVSEOplGcZRBIKToZjFu/EvKQqpyyraI7JNiGjYrk1s5lQVDySYnnxyOsHcO/VF7V+ZhcRo03VVUBQO86XJ8M4bFLNjRTIGFQQNJ6xbJ5FfpZoe96z+fPfJ9BMnGobo7j/5f14ZvEEJGQVbLLy4fDJOBavf8fybGtWJCPBsbB88b/84THHuUDvw65tjBq9svp1DvoYfFYXgawo6F8QBCEEc1wUhP0u3w/FQQHHTKXvgLuH4At7ai37lMNxy+JAQziBH6x7xzafn66Iy/m6kODBg4eejYDgrAYeELrfon5Xo9uSQELIdwA8BIAF8CdK6e86sh9FJaj54oTNL61XeT9XgYaCoGD4zgGtEv3Lpl+EBY+9awzI1H6UGat24YUfTzRKyTiGYM+hBlQMLMSNa11sDAIswgkKWaVGHXSqOEJpvoh18yptpT7msrO9h5uMzNCOuyajJKdj5EdWKWZVlmLSiF744Z//YSEQL71/BNdPGISXbpuIUEw1shw8B6ybNxbZIgeeJTjRksCC9e+6ZjRTP4e+8q4TuJis4vGdX1iC9cd3foE7/s8IQxDhjmc/wLLpF+HSocUYXJwNlmEs2Zv7ZpSju5YOyCrFxCGFWHjZEEs5qF5imZCBPrmCJQvt4wkScus+wgnF0Uj7x1O+gSJohvS5Ad5idZAbaDWkB7RsoVPG0UxWKKXgOcayH55jDHP1dJYLgGYe/sOJg22BvtniT1IofvzUXtuzunnRBO2aZKAmJivUyOKb8cvvthLFdEI2JyMJNIYTNj/CHD+PkhyN1bZlBdPPz0FVKY40RRCXKRgCRCUVMUlGv7xAtyWC8biMExHNU3RTdRX2HT2FhRv24AfjSnEilEBjKIoLSnLQFFHg51nDHsZcfSGrKpqiioVkrZxTgT1fNmD9/HHgOQZf1Ictfdh6H/Gbd0wyMq55Io+CoIAbkvPXm22UcYZiCvrn+yzPUnFQgCBw4BhrFnLFqweQ7WeNbQkheGFPLVa8esCyz8uXbzeyniN6ZfcYNVgPHjx46AyEE1q/d2omcN7Ewcj3XCLahW5JAv//9u48To66zv/469PdM5PJfcIiAQIuyGbdAEkExAMWXAzoLiqoHEHEXRDEcxWPn7vC4vJTPH7+FhUC+ENALgV0ZREFlnvlkCSYyH3HjCC5r8lc3f35/VHVM9Xd1cck09Pd0+/n49GP6anjW5+q/va36tNV9S0zSwI/BP4O6AIeM7Nb3f2p4ZY1Y0I7h+wzK+95ad8+YR6bewfYa2pn0X0VPzx5Pt19A7E77fFhJxO5g7off/QtXPbgK3nTbO5J85Erf8eNZx5KKmHsPWty2fuz1m7LcMR3goOG6844ZPCX5u/c8SxfP+7NzJk5ns3bB0ilEqTTmbwe62rRy+C4VIL3zZ9dlATnLrtatXYrWyZ2Fv0a/udN2/m3nzzNNR87ePC5iqXOaM6a1DE4PHo28cOXP8LsaZ386LQFfOqo/YoOBm9e+kfmz5mR93mks84bpo4bPOuSG/elW1bmJRrNZGJHksVv3auoZ88JHcHnmsk6L63rLrpMc5/IM3RSCYt9kPZn3rUvENxX+LGrlhZ9NtGkqb3E5aDRs4VZh0/GJGe5bV9N76DuDCaAufGFn1+lexgr3ZsIwZmTipfAVuiZdSCTrZjUVrofc0tvPxu3DxSdpZ00rp+p45vvzE5fX5rn1nUXtQlXnDqfv3rDFF5as6XozGjQUy2DieCMCe2kEgnOvvZ3Re3ODWccyqdveJx9d5nI4rfulXcf9qWLF3DNQy9z2YOv5N2zvXZrP9/94AF8/qYVZW8JyPXyOjWms9e4+1Dnz5kR3Ieazua1OdEyc7HnHgPRKr3BioiMhPakxfZu3p5qzh9J66lZz50eDLzg7i+5ez9wI3DcjhSUSBjTJwRnPHIPCv7Wb57l9B8/xtru/sGb7XO9fZ5/65Os2hBUuqhoRyuQfxlSdJqswyWnzOfi/36ezg5jUmeqZM+GyYSR9aHLQE+54lF2nRz8Kv3dsKfDS+99kfdd8tBgvFG16GXQKX3AnUwYb9xlcuxZjrlvmELXxh42dPcPjsud0YzGl7sU96rTD+aezx/OVacfzJTxbWzrGxgs75+uXsY+Mzq48cxDuefzh/Pjj76FX634E+98064sue/FwbK292dIJYxMiV4IM96cZwJ7B7KxPXv2DgQJT6nHd0R77cxdBh237aG6LpjdnfHtycHvTu5sn0e2a6Ukr5reQUv1IpmNLKfcdwiG7oEsHN9WkOCV63UVIJGgqM5edPw8Eonq1rdcrLnldPdlYj/f7r7mPDO0bnv8mc+5b5hCJuuxbcYnrlvOGe/cBxj6YQhKJM+ZLI+v3sTPlnVx7cOruOGMQ7n/3CO46vSDmT4hxWlv23uwbZ8S3rP9+OpNfPPXz4RXE+xYD8KO8asVQQdN0XbICZ7NGlfm6g3dRbG3Sm+wIiIjoWTv5unmPKarp6Y8EwjsDqyO/N8FHFI4kZmdCZwJsOeee5YsrDed5fSrHisannug+KxJHaTTbWzpTbN2Wx9L7nsx9gzIt37z7OC8wS+5Q89rGzqwSHHTY6v42bIu3rHvdN6+3ywMYu8leXzVevbfberQSm7soac/OBA88rv358UaPZOQU4teBvvS2cFHOhT+cp3JesWzHNGOHB5fvWnwjOY+syYwkHGmdKboHRigM3zYdkfCGMhkOOI7D+SVt747w4wJSTb1BAnLyYfO4cJfPcXjqzcNfh4zJ3UwuTPBlp74Z4K1NVh3wtXW10rbuJoEbmtvhvuefj3vMuhfLu/iHw7anekTgrN8lbZZbzrL+bc+xVlHvJHxJOnPBP9HeyGtdOYsl3iVeo4gVO5cBoLLV+PuDcsV05ZKxHf6UnAvbC6pzV26Or698GyMxV6K/G/HBfcNVtOhzsSO+PvMJnYEsVT6fBtJNXW23PqkElZyfG5bLlm8gOf+vIU5MyfGbtvodnnopfWcc+Rf0p4y+tNZrvntKk49bO/BqwhuPPPQvPbn4z9Zxq8/fRhzZnTmXfI5uTNBssLuccaEdt43f4+8X6NzyVsiYew7Y0JRj7YnXvG7vNhTycSY7w22kVTbxray4Xb0IrWlOlusmfaRja5Zk8C4vWPRp+/ulwOXAyxcuLBk7Sh3OdDgNKkE++86iZ99/K2kM1naUwl+cNJB9KWzvGHqOHrT2aLLkKZ2Jop7PWxLcdrb9uGUQ+eQSiboTKToJ83syH0nyYTx+Kr17D1rMlc88FJeTAmzYT0AfaQ7B2hPJrj+kVeKLoO69JQFg70zlYvtlmWr+eHJ8znn+mDetdv6aE8luPBXT/Gpo/ZjxoQUZsnBS7h+/NG38K+/fCIvhlwSkTsx0tmeYlpnG18/7m/4l/dkSCSMtoSxsmsTj7/SzyF/ObOoC/bLTw06iGgkI1VfO1LxCVz0Qe+phPHTZUP3K+Wm+cCC2UCQeH3/pIP41A2PD26z7590UF7iVU0vpLkzIoUJz4zwGX/JhMUmXtGz6OPaE7Fd6I+L3ARuFp+cXRAmZ9ms056yvO9jJpvJS4xLHXQXJnCfedd+eY+NuezUoQSumktku/udjdt68hKEF9dsYcaEdqaMH3oGUqP/aAHV1dly9XVce4Le/vgfaTpSCW4881Aeen4tX/z5E3xowezidmdx0O7k5rls8QLuffrPnH/bM4Pbvi1hPHDuEaSSCWaObyuqSxlP0EYKGLqSoo1U7OMcoiolb+PGpdg9LCOdzrJx+9Dl77k6nOuVWZ24jI5q29ixREldc2vFOltJNcfsUh3zJrwkzszeCpzv7u8O//8KgLt/o9Q8Cxcu9KVLl8aOGxjI8MyabUUHqvvvMpG2tvj7MnLdwKczWVLJBNPHtbG+p3/woG5GZzv9nmZrpIOUmePb6egoPrBIp7Ns7e8nkwnOtA11qGJ84JKH8w+eJ7YxvaOd59cX32PzplkT8u4JrIV0Ostza7byy8e7Bp/j1Z5MkMVxh3EpY822gfh7Am97mouOn8cDz77OyYfOIWFBt+oWHpQ/vmo9++wymdnTOgY7lhmXSrAu8qiOXHlxXa3n5B6NkbuX85rTF/Cmv5jCQPjsx7awJ9OZE8aVOvCve0tSrr7mHtNRuI1z26S3N82LG7qLEpU3Th/aZpXKiOvlco/pnXm9XFYqIxpv4XdjXOTgeNWGbv4YWc6e0zvZq2A5G/qC70fWnYQZySRM78gvp/CZnpeduoA37TKJVCpBb2+a1Vt66IosZ/b0TvaY3JlXRqV1zmadjT199PYPfU/HtSeY1tlBImEMDGRYtXF7URl7TRs/2JYMDGR4ds22oqT2TWF7U/j8udz4/XedVK4X34ats6XuCfyLye0kE0ZHEl5a31c0vru3H8fyEurrzziEhAUdAbSFZ+y6+6AvnaEtmaA/m+WlNd15n/GcyLaH4rZ7OL0j74x6LbdBNWx9LaQkamQ18SMimqbOjnXVHnu0uKrqa7MmgSngOeAo4E/AY8DJ7v5kqXkqfXkGBjLBDjo8sNtlYkfJBLAW4g4Q3D0vps72BBNSKTo6UvT3p1nbPXRgneuxbrRiXdcdPActl8S5B932bunNMHV8Mq930MmdCTZtz+RN29meoC0J2/t8KDlLJpg5oR0zG3zO2rhUglTKBg+64567Fqewi/1pnW3BQ8eru9yq4Rv7colVNeOrmaaag9ZqllPJSC2nUjkjUQZUfnxDNW1JpWl2IGFo6Dob7R00FT4KYnNPhvZkgow7k8YFl20Pju9MsKk7Q0cqQTrrg8l/rv0o9YNavdtxqVpD19coJYH11UBJY9PU2VYwEsceY1xV9bUpt5i7p83sk8AdBI+IuLJcAliNtrbkYE9w9ZBKJWKfWVcqpvb2FLuPUtJXKJVK8BdT4h8xkeuet3D0pHHxZZUaXrQthtntb9zlVWPpcqvopWY7Mr6aaUrVyeEup5KRWk6lckaiDKh86V41bUmlaaqJo5l0dKTYvSBpK3xKTWFbMLlE21BOvdtxERGpvZE49pAmTQIB3P124PZ6xyEiIiIiItJMmjYJFBEREZGxa7iX4zbQ5aMiDa9l70oXERERERFpRUoCRUREREREWoiSQBERERERkRbSlI+I2BFmthZYNYqLnAmsG8XlVaPRYmrUeNa5+6J6BhLW124aa/uU02ifZTljMdZGqbOj2cYWaqTPVbHEa7Q2tpr62kjbrxLFWhszgWcauM4207Ycaa287lB6/atqY1smCRxtZrbU3RfWO46oRotJ8ZTXaPGUo1hro5lirbdG2laKJV4jxVKtZopZsdZGo8fa6PHVUiuvO+z8+utyUBERERERkRaiJFBERERERKSFKAmsncvrHUCMRotJ8ZTXaPGUo1hro5lirbdG2laKJV4jxVKtZopZsdZGo8fa6PHVUiuvO+zk+uueQBERERERkRaiM4EiIiIiIiItREmgiIiIiIhIC1ESKCIiIiIi0kKUBIqIiIiIiLQQJYEiIiIiIiItREmgiIiIiIhIC1ESKCIiIiIi0kKUBIqIiIiIiLQQJYEiIiIiIiItREmgiIiIiIhIC1ESKCIiIiIi0kKUBIqIiIiIiLQQJYEiIiIiIiItREmgiIiIiIhIC1ESKCIiIiIi0kJaJglctGiRA3rpVc2r7lRf9Rrmq+5UZ/UaxqvuVF/1Guar7lRn9RrGqyotkwSuW7eu3iGIVE31VZqN6qw0E9VXaTaqszLSWiYJFBERERERESWBIiIiIiIiLUVJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0kFS9AxARERERERmOOV/+1bDneeWb76lBJM1JZwJFRERERERaSE2TQDO70szWmNkTJcabmV1sZi+Y2Uozmx8Zd5qZPR++TguHjTezX5nZM2b2pJl9s5bxi4iIiIiIjDW1PhN4FbCozPhjgH3D15nApQBmNh04DzgEOBg4z8ymhfN8x933Bw4C3mZmx9QmdBERERERkbGnpkmguz8AbCgzyXHANR54BJhqZrsB7wbucvcN7r4RuAtY5O7b3f3esOx+YDkwu5brICIiIiIiMpbU+57A3YHVkf+7wmGlhg8ys6nA3wN3lyrczM40s6VmtnTt2rUjFrRILai+SrNRnZVmovoqzUZ1Vmqp3kmgxQzzMsODmcxSwA3Axe7+UqnC3f1yd1/o7gtnzZq108GK1JLqqzQb1VlpJqqv0mxUZ6WW6p0EdgF7RP6fDbxaZnjO5cDz7v5/ax6hiIiIiIjIGFLvJPBW4CNhL6GHApvd/TXgDuBoM5sWdghzdDgMM/t3YArw2XoFLSIiIiIi0qxq+rB4M7sBOAKYaWZdBD1+tgG4+xLgduBY4AVgO3B6OG6DmX0deCws6oJw2Gzgq8AzwHIzA/iBu/+olushIiIiIiIyVtQ0CXT3kyqMd+CcEuOuBK4sGNZF/P2CIiIiIiIiUoV6Xw4qIiIiIiIio0hJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJCapoEmtmVZrbGzJ4oMd7M7GIze8HMVprZ/Mi408zs+fB1WmT4hWa22sy21TJ2ERERERGRsajWZwKvAhaVGX8MsG/4OhO4FMDMpgPnAYcABwPnmdm0cJ7/CoeJiIiIiIjIMNU0CXT3B4ANZSY5DrjGA48AU81sN+DdwF3uvsHdNwJ3ESaT7v6Iu79Wy7hFRERERETGqnrfE7g7sDryf1c4rNTwYTGzM81sqZktXbt27U4FKlJrqq/SbFRnpZmovkqzUZ2VWqp3Emgxw7zM8GFx98vdfaG7L5w1a9awgxMZTaqv0mxUZ6WZqL5Ks1GdlVqqdxLYBewR+X828GqZ4SIiIiIiIrIT6p0E3gp8JOwl9FBgc3i/3x3A0WY2LewQ5uhwmIiIiIiIiOyEVC0LN7MbgCOAmWbWRdDjZxuAuy8BbgeOBV4AtgOnh+M2mNnXgcfCoi5w9w1hmd8CTgbGh2X+yN3Pr+V6iIiIiIiIjBU1TQLd/aQK4x04p8S4K4ErY4Z/EfjiiAQoIiIiIiLSYup9OaiIiIiIiIiMIiWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0ECWBIiIiIiIiLURJoIiIiIiISAtREigiIiIiItJClASKiIiIiIi0kFSlCcxsK+Clxrv75BGNSERERERERGqmYhLo7pMAzOwC4M/ATwADTgEm1TQ6ERERERERGVHDuRz03e5+ibtvdfct7n4pcHytAhMREREREZGRN5wkMGNmp5hZ0swSZnYKkKlVYCIiIiIiIjLyhpMEngx8CHg9fH0wHCYiIiIiIiJNouI9gTnu/gpwXO1CERERERERkVqrOgk0s/2AS4Fd3f3NZjYP+Ad3//cy81wJvBdY4+5vjhlvwH8AxwLbgY+6+/Jw3GnAv4ST/ru7Xx0OXwBcBXQCtwOfcfeSvZdWo78/zdruftJZJ5UwJnYkSGehPQVbe7JYArJZBsdP7kywpSdLOuuMSyVwoD+dJRGO2xqOSyWM8e0Jtvdn6WxPMJB2xnfY4LyphDGhI0F/xvEsDGSdTNZpTyZIJoyegQxTOpN09w1N39meYGtvZrDsTBYyWaejzfKmm9oZnOTd1BM/78SOBJt7MrSnEkztaGPcuKqrAr29abYNpOlLD5XdnkrgDh0pwGBb79C4SZ0JNm/PkDDDDJJmZBwy2SwdyQTprJPOOslEMD5lRtphIJMdXJfNvc5AJksyYUzrTOStV1vSyDqkEkZvOhtsj1QCA9pTxvb+oWnHtSUYyPiw17nR9PamWd8zVGdndLbnrU+l8aNVhpZTuzKaSV9fmnXbI23suASbtmfoTCXIAh2F39P2BNt6MyQTRnsyQVsStvdnaUsane35bejEcYm89mZ8e4ItYTs3taCtmNqZYF13/Lho+zijs31w+xe2wdFxhcsrHBddXnTcMKqRdAAAIABJREFUuFSCrEN/2MaVKrMtmWCXiR2kUonY7Tijs52tAxn60xkmdCTZ3p9lIJOlLZlg+ri2Ea9D5eplOp1lzba+weVH425GhevalrRgP2VGxh2wwX1SW8KY2GGD9aktYbSlEvQODO333GFCR7DP7h3Ikig4rpjamaA3HYyL7q+29WUG62fCYFtfdvA4YVybkQV6+/PrvwM9/fn1vncgWC+HvH33jM52NvcNYAZmRn9k3JRwvuj049oSpJKQMshC0fEMDMWY2w/3prNF39W2hDG9s53ebBqLOWbY0pMlm3XGtSeZ3tnOtv4B2hJO2vOnndyZZCDjZLNDcRbWv2zWWd/dT386Q3sqyYwJ7QBFwxIJG+VaJlJfw9kjXAGcC1wG4O4rzex6oGQSSJCs/QC4psT4Y4B9w9chBEnmIWY2HTgPWEjQZi0zs1vdfWM4zZnAIwRJ4CLg18NYjzz9/WmeXdvN2dcuo2tjD7OndXLp4gXsOb2DVev7uPju5zjtsL350i0r6drYw/nv3Z8Fe8/k7GuXMWtiB19c9CbOvXll3rzfv/s57nxqzeD/r6zdwpxZk9l9agevrO8rWtZuU9p5fl13Xjn/ceKBvPj6Vv5q96lF09/39Ov8dFnX4LwD2SxrNqbzprvujEPY0pM/7JJT5nPtw6t46KX1XLp4AU//aRMX3/sil5+6gH2mT6jqAKG3N83r2/vYvH2AT1y3fCiuU+YzviNJW6qNrg3F6/jnTdv5t9ue5gcnH8RAOsvnfrYidvt994MHMK4twTnXP543/66T2zjsm/flbf/oei1/ZT0L5szg7EhMSxbPp6Mtyek/fiyvrGUvr+Mt+8zkjVWuc6Pp7U3z/PriOrvvjGB9Ko0frTK0nNqV0Uz6+tI8t654fbp7++lsb+OP67cyZ9bkkm3Vt0+Yx8xJHfz2uTUcN3/3vDb06Lm78Kmj9ivbRt72+y4ue/CVwXH7zOgA4KWYtjg6357TO7jjD6/HtsGvrN3Cp25cmTfftr4B3nvg7KJpd5nYxvFLHuHSxQsYGBjg6796Nq/di2vTorEsWbyA/XedRCaTjd2Ot/2+i43b0yx+616DbXKp7bIzdahcvUylEjzz+lbOiozLxd2MiWDcul5yynx+teJPHDvvDWSy8Okbh/ZR3/vQAUyd0J63r/n2CfP41m+eZe22Pi46fh5XP/Qy5y7an76BbNFxRW57taeMj121NG+/+pPIPnvGxDZ+8tDLXPbgKxw9dxf+5b1z2VSwL47b91+6eAFvmNrBtt40m3vS+fvu8Dhi/bZ++tJeXNb2gYL96gL2ntFB2uGPMfv6KZ0pTr7i0djtkNv/nn/bM4PlT+xI8urG8t/py04Nvo+9GXh1U/Ey95zeQdfG3rzYc/UvkTCefX0rZ1wztF2v+djB9KWzecOu+MhC3hROL9IqhtM6j3f33xUMS5ebwd0fADaUmeQ44BoPPAJMNbPdgHcDd7n7hjDxuwtYFI6b7O4Ph2f/rgHeN4x1KLK2u3+wQQHo2tjD2dcuY1tvlrOuXcbxC/YYbKgBjpy72+D0Zx3xxsEdeXTe4xfskff/QXvN4Oxrl9HTn41dVt+AF5XzmRt/z2H7zoqd/rj5s/PmBSuabiDtRcM+cd1yznjnPoPzHrbvLLo29nDmT5axvqe/qu21vqefgciOYjCu65bjbmzvi1/HuW+YQtfGHjZ2D/C5n60ouf0+f9MKNnQPFM0/ENa06PaPrteRc3cb3FHlhp917XK6NvQUlXXk3N34+DDWudGs74mvs7n1qTR+tMrQcmpXRjNZtz1+ffaYPoFzrl8+2D6WaqvOvXklXRt6OHLubkXty/EL9qjYRp6wcM+8cZt6smzqiW+novNt682WbIMP2mtG0XwnLNwzdtp0duj9rlPGF7V7cW1aNJazrl3Gmm19JbfjCQv35Ix37pPXJpfaLjtTh8rVyzXb+gYTwNy4XNzNKG5dP3Hdck5YuCcbugcGE8DcuM/9bEXRvubcm1dy1hFvpGtjD1+6ZSXHL9iDrg09sccVue31p429RfvV6D47k2GwPh+/YA/6Y/bFcfv+s69dRm9/loEMxfvu8DgimUjGl1W0Xw2+Q9t6479D/WkvuR1y+99o+b39lb/TH//JMrb0ZIumjX5XC2PP1b/13f2DyV5u3Kr124uGnXHNUtZ3N2cbK7KjhpMErjOzNxI+ON7MTgBe28nl7w6sjvzfFQ4rN7wrZngsMzvTzJaa2dK1a9fGTpPODjVYg4Vu7BkcPrWzLW981oemLxyXm3dqZ1ve/5mwrErLKhyeKTE8d/Vrbt646RJG7LzJ8FeuXPnRcqqRznrJshNWfnsCjG9PVtx+49uTJeePbv/o+FLD48py92Gt82ippr5C5W1cafxolaHl1K6MRjESbWypdi7aVo1vT+LuRWWVakOibWQy8st+brmlYqqmbY22ndH5kgkr+7nl3pfbp5SMJZMtGXMyYUXLLrVddqYOlfscBzLZ+HGZ7A4vrxZ2to1NJixvHxYdF7evyR0L5N7n5h3Ovi/6PciG9QyCzzhuX1xq/1xu311qXLnpS22jwhNphdshevdO3DFDubo73GOodCZLfzpTNK7UZ9ifbrwO76utsyI7YjhJ4DkEl4Lub2Z/Aj4LnLWTy4877+47MDyWu1/u7gvdfeGsWbNip0kljNnTOvOGzZ7WOTh8U89A3viEDU1fOC4376aegbz/k2FZlZZVODxZYnhwK+XQvHHTZZ3YeXMHL7nyo+VUI5WwkmXn7ssrtY4A2/szFbff9v5Myfmj2z86vtTwuLLMbFjrPFqqqa9QeRtXGj9aZWg5tSujUYxEG1uqnYu2Vdv7M5hZUVml2pBoGxlN2HLLLRVTNW1rtO2MzpfJetnPLfe+3D6lZCzJRMmYM2GyWs122Zk6VO5zbEsm4sclG+tS0J1tYzNZz9uHRcfF7WtyxwK597l5h7Pvi34PEmE9g+AzjtsXl9o/l9t3lxpXbvpS26jwd4bC7ZCr17nyq/1Ol1tmyeHJBO2pZNG4Up9heyo/CW8E1dZZkR1RVQttZglgobu/C5gF7O/ub3f3VTu5/C5gj8j/s4FXKwyfHTN8h82a0M6lixcMNgizpwXXmE8cl2DJ4gXcsmw1Fx0/b3D8PU+9Njj9kvte5NsnzCua95Zlq/P+f3xVcD1/Z3sidlkdbVZUzn+ceCAPPb82dvpfLu/Kmxe8aLq2lBUNu+SU+VzxwEuD8z70/FpmT+vk8lMXMKOzvartNaOznbaUcckp8/PjOmU+Zs74jvh1fOrVzcye1sm0CW1870MHlNx+3/3gAUyf0FY0f1t4G0t0+0fX656nXuPSgpiWLJ7P7OmdRWXd89RrXDaMdW40Mzrj62xufSqNH60ytJzaldFMZo6PX5/VG7r54cnzB9vHUm3Vt0+Yx+zpndzz1GtF7csty1ZXbCNvXvrHvHFTOxNM7Yxvp6LzTRyXKNkGP75qfdF8Ny/9Y+y0qcTQ+9c3by9q9+LatGgsSxYvYJeJHSW3481L/8gVD7yU1yaX2i47U4fK1ctdJnawpGBcLu5mFLeul5wyn5uX/pHpE9q4+MSD8sZ970MHFO1rvn3CPJbc9yKzp3Vy0fHzuGXZamZP74w9rshtr92njSvar0b32ckkg/X5lmWraY/ZF8ft+y9dvIBx7UEHS0X77vA4IpPNxJdVtF8NvkMTx8V/h9pTVnI75Pa/0fLHtVf+Tl926gImdyaKpo1+Vwtjz9W/GRPaueIjC/PG7TVjfNGwKz6ycLDDGJFWYdV2rGlmD7j7O4e9ALM5wG0legd9D/BJgt5BDwEudveDw45hlgHzw0mXAwvcfYOZPQZ8CniUoGOY77v77ZXiWLhwoS9dujR2XLW9g2aywaUYtewdNBv2bJVMGL0DGSaP4d5Bs9ks7bneQT3oda1c76DpTLCNK/UOms067TvXO2jdT7mUq6/QOD1UajkN0ztoQ9dZ9Q46/N5Bt/ZmSO1A76DpTJZUHXsHzS2/Qu+gDV1fIaZ30JSRzuT3DprbJ+1M76C544rh9A6aO05o5N5Bo/vhMdI7aMPX2VY058u/GvY8r3zzPTWIpOFUVV+HkwT+K9AD/BTozg1395Idv5jZDcARwEyCB8yfB7SF8y0JHxHxA4IePrcDp7v70nDejwH/KyzqQnf/cTh8IUOPiPg18KlqHhGhL48Mgxp7aTaqs9JMVF+l2ajONiAlgSVVVV+H87Pgx8K/50SGObBPqRnc/aRyBYbJ2zklxl0JXBkzfClQdFZRREREREREKqs6CXT3vWsZiIiIiIiIiNRexSTQzI5093vM7ANx49395yMfloiIiIiIiNRCNWcCDwfuAf4+/D93/52F75UEioiIiIiINImKSaC7nxe+PRs4HpgTma/xnl4sIiIiIiIiJQ2nY5j/BDYRPK6hNxymJFBERERERKSJDCcJnO3ui2oWiYiIiIiIiNRcySe5xnjIzP6mZpGIiIiIiIhIzVXTO+gfCC77TAGnm9lLQB9hxzDuPq+2IYqIiIiIiMhIqeZy0PfWPAoREREREREZFdX0DrpqNAIRERERERGR2hvOPYEiIiIiIiLS5JQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQmqeBJrZIjN71sxeMLMvx4zfy8zuNrOVZnafmc2OjLvIzJ4IXx+ODD/SzJaHw682s1St10NERERERGQsqGkSaGZJ4IfAMcBc4CQzm1sw2XeAa9x9HnAB8I1w3vcA84EDgUOAc81sspklgKuBE939zcAq4LRaroeIiIiIiMhYUeszgQcDL7j7S+7eD9wIHFcwzVzg7vD9vZHxc4H73T3t7t3ACmARMAPoc/fnwunuAo6v4TqIiIiIiIiMGbVOAncHVkf+7wqHRa1gKIl7PzDJzGaEw48xs/FmNhP4W2APYB3QZmYLw3lOCIcXMbMzzWypmS1du3btiKyQSK2ovkqzUZ2VZqL6Ks1GdVZqqdZJoMUM84L/vwAcbmaPA4cDfwLS7n4ncDvwEHAD8HA43IETge+Z2e+ArUA6buHufrm7L3T3hbNmzRqRFRKpFdVXaTaqs9JMVF+l2ajOSi3VukOVLvLP0s0GXo1O4O6vAh8AMLOJwPHuvjkcdyFwYTjueuD5cPjDwDvC4UcD+9V0LURERERERMaIWp8JfAzY18z2NrN2gjN4t0YnMLOZYWcvAF8BrgyHJ8PLQjGzecA84M7w/13Cvx3Al4AlNV4PERERERGRMaGmZwLdPW1mnwTuAJLAle7+pJldACx191uBI4BvmJkDDwDnhLO3AQ+aGcAWYLG75y77PNfM3kuQxF7q7vfUcj1ERERERETGipo/X8/dbye4ty867GuR9zcDN8fM10vQQ2hcmecC545spCIiIiIiImNfzR8WLyIiIiIiIo1DSaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLURIoIiIiIiLSQpQEioiIiIiItBAlgSIiIiIiIi1ESaCIiIiIiEgLqXkSaGaLzOxZM3vBzL4cM34vM7vbzFaa2X1mNjsy7iIzeyJ8fTgy/CgzW25mvzez/zGzv6z1eoiIiIiIiIwFNU0CzSwJ/BA4BpgLnGRmcwsm+w5wjbvPAy4AvhHO+x5gPnAgcAhwrplNDue5FDjF3Q8Ergf+pZbrISIiIiIiMlbU+kzgwcAL7v6Su/cDNwLHFUwzF7g7fH9vZPxc4H53T7t7N7ACWBSOcyCXEE4BXq1R/CIiIiIiImNKrZPA3YHVkf+7wmFRK4Djw/fvByaZ2Yxw+DFmNt7MZgJ/C+wRTvdPwO1m1gWcCnwzbuFmdqaZLTWzpWvXrh2RFRKpFdVXaTaqs9JMVF+l2ajOSi3VOgm0mGFe8P8XgMPN7HHgcOBPQNrd7wRuBx4CbgAeBtLhPJ8DjnX32cCPgf8Tt3B3v9zdF7r7wlmzZu30yojUkuqrNBvVWWkmqq/SbFRnpZZqnQR2MXT2DmA2BZduuvur7v4Bdz8I+Go4bHP490J3P9Dd/44goXzezGYBB7j7o2ERPwUOq/F6iIiIiIiIjAm1TgIfA/Y1s73NrB04Ebg1OoGZzTSzXBxfAa4MhyfDy0Ixs3nAPOBOYCMwxcz2C+f5O+DpGq+HiIiIiIjImJCqZeHunjazTwJ3AEngSnd/0swuAJa6+63AEcA3zMyBB4BzwtnbgAfNDGALsNjd0wBmdgZwi5llCZLCj9VyPURERERERMaKmiaBAO5+O8G9fdFhX4u8vxm4OWa+XoIeQuPK/AXwi5GNVEREREREZOyr+cPiRUREREREpHEoCRQREREREWkhSgJFRERERERaiJJAERERERGRFqIkUEREREREpIUoCRQREREREWkhSgJFRERERERaiLl7vWMYFWa2Flg1ioucCawbxeVVo9FiatR41rn7onoGEtbXbhpr+5TTaJ9lOWMx1kaps6PZxhZqpM9VscRrtDa2mvraSNuvEsVaGzOBZxq4zjbTthxprbzuUHr9q2pjWyYJHG1mttTdF9Y7jqhGi0nxlNdo8ZSjWGujmWKtt0baVoolXiPFUq1milmx1kajx9ro8dVSK6877Pz663JQERERERGRFqIkUEREREREpIUoCaydy+sdQIxGi0nxlNdo8ZSjWGujmWKtt0baVoolXiPFUq1milmx1kajx9ro8dVSK6877OT6655AERERERGRFqIzgSIiIiIiIi1ESaCIiIiIiEgLURJYgpntYWb3mtnTZvakmX0mZhozs4vN7AUzW2lm8yPjfmNmm8zstoJ59jazR83seTP7qZm1h8M7wv9fCMfPGaV4rjOzZ83sCTO70szawuFHmNlmM/t9+PraKMVzlZm9HFnugZXKqnE8D0ZiedXM/rOa7bMzzGxR+Jm8YGZfHqlya8XMXjGzP4TbYWm944kK6/QaM3siMmy6md0VfgfvMrNp9Ywxp0Ss55vZnyL17Nh6xtgo4urcaH2uw6lTldqtGsVSss6Y2VfCWJ41s3ePcCyxbXC9ts3OasR2eDj1vh7bd6S+G2Z2Wjj982Z22ijGOuzvzmjWk0rLMrOPmtnaSPz/VMt4RlPc51UwvqHbk51Rxbrv+PGou+sV8wJ2A+aH7ycBzwFzC6Y5Fvg1YMChwKORcUcBfw/cVjDPz4ATw/dLgLPD958AloTvTwR+OkrxHBtOb8ANkXiOKJx2lOK5CjghZnkly6plPAXz3wJ8pJrtsxP1Lgm8COwDtAMrCtej0V7AK8DMesdRIrZ3AvOBJyLDvgV8OXz/ZeCiesdZJtbzgS/UO7ZGe8XVudH6XIdTpyq1W6NZZ4C5YXvSAewdtjPJEYwltg2u17bZyXVpyHZ4OPW+Htt3JL4bwHTgpfDvtPD9tFGKdVjfndGsJ9UsC/go8IN619PRqlsF4xu2PRmFdT+CHTwe1ZnAEtz9NXdfHr7fCjwN7F4w2XHANR54BJhqZruF89wNbI1ObGYGHAncHA66GnhfpKyrw/c3A0eF09csnnD47eH0DvwOmF1569QunjJKljUa8ZjZJILP7j+HEfOOOBh4wd1fcvd+4MYwbtkB7v4AsKFgcPS7Fv0O1lWJWKV6o/K5DrNOlW23ahRLKccBN7p7n7u/DLxA0N6MVCyl2uC6bJud1EztcMNs3xH6brwbuMvdN7j7RuAuYNEoxVpKqe/OaNaTZqqTI66Kz6uR25OdUstjAyWBVbDg0syDgEcLRu0OrI7830Vx4hE1A9jk7umY6QfLCsdvDqevZTzRMtuAU4HfRAa/1cxWmNmvzeyvy8w70vFcGJ7O/56ZdQy3rFpsH+D9wN3uviUyrKrtM0w7E2O9OHCnmS0zszPrHUwVdnX31yA4cAV2qXM8lXwy/D5caQ1y6WoDiKtz9fxcSy27Xt/nuDozarEUtMGNtm2q0aixDafeN8o6DDe+esc9nO/OaMZa7bKOD+O/2cz2qFEsjaje9abeduh4VElgBWY2keAywM8WJAAQnHYuVO6ZG+Wmr6qsEY4n6hLgAXd/MPx/ObCXux8AfJ8SZ8BqEM9XgP2BtxBcDvKl4ZRVw+1zEsHlsjlVbZ8dsDMx1svb3H0+cAxwjpm9s94BjSGXAm8EDgReA75b33AaRrPUuXp8n0vVmVGJpUIbnDfpaMSzgxo1tuHU+0Zdh5xS8dUz7uF+d0Yz1mqW9V/AHHefB/w3Q2dgW0Gj1/da2uHjUSWBZYRnx24BrnP3n8dM0gVEf2mZDbxapsh1BKeoUzHTD5YVjp9CwenfGsSTK/c8YBbwz7lh7r7F3beF728H2sxsZq3jCS8pcnfvA37M0OVKFcuq4faZEcbxq0icFbfPDtqhGOvJ3V8N/64BfsEIXmJWI6/nLhMJ/66pczwlufvr7p5x9yxwBY2/bUdFiTpXz8+11LJH/ftcps7UPJYSbXDDbJthaMjYhlnvG2Udhhtf3eLege/OaMZacVnuvj48doIg/gU1iqURNUp9H3U7czyqJLCE8H68/wc87e7/p8RktwIfCXslOhTYnLvsIY67O3AvcEI46DTgl5Gycr1gnQDcE05fs3jCcv+J4Br8k8KGLzf8L3L3JJrZwQR1Zf0oxJPbWRjBvQO53pDKllWreEIfJLjptjeyvLLbZyc8BuxrQS+y7QSdBN06AuXWhJlNCO+XxMwmAEcz9Jk1quh3LfodbDgF9zS8n8bftjVXps7V83MttewdbXN2WJk6cytwogU9Ue8N7EtwH/hILbdUG9ww22YYGq4d3oF63yjbd7jx3QEcbWbTwssxjw6H1dwOfHdGs55UXFZB/P9AcF9uq2iU+j7qdup41Bug55tGfAFvJziVvBL4ffg6FjgLOCucxoAfEvTY9AdgYWT+B4G1QA/BLxTvDofvQ9B4vADcBHSEw8eF/78Qjt9nlOJJh9PnyvxaOPyTwJMEPVA9Ahw2SvHcE077BHAtMLFSWbWMJxx3H7CoYHllt89O1r1jCXrWexH4ar2/CxVi3SfcBivC7dFQ8RJcwvsaMBB+rv9IcK/t3cDz4d/p9Y6zTKw/CevqSoKd3G71jrPer1J1brQ+1+HUqUrt1mjXGeCrYSzPAseMcCyl2uC6bJsRWJ+GaoeHW+/rsX1H6rsBfIzgWOgF4PRRjHXY353RrCdxywIuAP4hfP8Nho5L7gX2r3e9rfHnVdXxXbO/qlj3HT4etbAAERERERERaQG6HFRERERERKSFKAkUERERERFpIUoCRUREREREWoiSQBERERERkRaiJFDGFDO70szWmFnFrvTNbC8zu9vMVprZfWY2ezRiFBERERGpJyWBMtZcBSyqctrvANe4+zyCbpa/UaugZOeY2Vlm9pHw/UfN7A2RcT8ys7n1i05ERER2lpnNifsR38wuMLN37WTZ23Zm/rFISWCLMLNXzGzmCJcZe/AdHqT/YCSXVS13fwDYUBDPG83sN2a2zMweNLP9w1FzCZ5bBMEzdY4bxVBlGNx9ibtfE/77UeANkXH/5O5P1SUwaTqlDjIatdyC8k+uVfkyNkR/MBuLzOxAMzu23nHI6HL3r7n7fxcON7NkPeIZK5QEtoCd/ZKUmr+JDr4vBz7l7guALwCXhMNXAMeH798PTDKzGXWIb0wLD16fMbOrw0tvbzaz8WZ2lJk9bmZ/CC/j7Qin/6aZPRVO+51w2Plm9gUzOwFYCFxnZr83s87wUt6F4XQnheU9YWYXRWLYZmYXmtkKM3vEzHatx7aQscnMUqNQzhxASaCUZGapgh/MxqIDCR6aLmNX0syuMLMnzezOcD9/Vbj/z53U+JqZ/Q/wwVI/9JvZ3mb2sJk9ZmZfr+saNSglgQ3OzL5oZp8O33/PzO4J3x9lZtdWOOi9wMweBd4aGd4ZflnOCP9fbGa/Cw+oL8slfKXmL4gtevB9upk9Z2b3A2+r0eYYNjObCBwG3GRmvwcuA3YLR38BONzMHgcOB/4EpOsS6Nj3JuDy8NLbLcA/E1y6+2F3/xsgBZxtZtMJEvK/Dqf992gh7n4zsBQ4xd0PdPee3LjwEtGLgCMJDhTeYmbvC0dPAB5x9wOAB4Azaram0gziDjIODH8gWGlmvzCzaVDUzs00s1fC9x81s5vM7L+AO6OFhwciB0b+/62ZzYsLJPyB43IzuxO4JvzR5EEzWx6+Dgsn/SbwjrCt/pyZJc3s2+EBzkoz+/iIbyUZETH72b3M7PmwPiXCz/toK/GDWVjGAjO7PzzQvcPMdguH32dm/zvc934mrE9fCMeVOji+yswuNrOHzOyl3MF1OO6L4THFCjP7ZrlySqzrruH3Z0X4Oiwc/s/hccoTZvbZcFje2XMLfug7P7JeF4Xb7Tkze4eZtRPcuvHhcFt+eCQ/J2kY+wI/dPe/BjYx9GN9VK+7v93db6T0D/3/AVzq7m8B/jwKcTcdJYGN7wHgHeH7hcBEM2sD3g48T/mD3ifc/RB3/59w2ETgv4Dr3f0KM/sr4MPA29z9QCADnFJm/ljhzujfCJK/vyO4zLJRJIBNYcKQe/0VgLu/6u4fcPeDgK+GwzbXM9gxbLW7/zZ8fy1wFPCyuz8XDrsaeCdBgtgL/MjMPgBsH8Yy3gLc5+5r3T0NXBeWCdAP3Ba+X0ZwVkVaV9xBxjXAl8IfH/4AnFdtwmlZAAAGiElEQVRFOW8FTnP3IwuG/4jgsmXMbD+gw91XlilnAXCcu58MrAH+zt3nE7TPF4fTfBl4MGzDvgf8I7A5PMB5C3CGme1dRcwyikrsZw8n2HcvAT4PPOXuuR8SCn8w+0S4z/8+cEJ4oHslcGFkMVPd/XB3/27B4ksdHEPwY+jbgfcS/MCAmR0DvA84JPzB7FtVlFPoYuD+cP75wJNmtgA4HTgEOJSgrh5UbruFUu5+MPBZ4Dx37we+Bvw0/B78tIoypPm87O6/D9+X2l//FCr+0P824Ibw/U9qFm0TG5FLWKSmlgELzGwS0AcsJ0gG30GQ0N3n7msBzCx30PufBDuaWwrK+iXwLXe/Lvz/KIKDj8fMDKCT4ACEEvOXckhBHD8F9hveataGu28xs5fN7IPufpMFKzrP3VdYcI/kBnfPAl8h2LFKbXhVE7mnzexggrp5IvBJgh85qmFlxg24ey6GDGr7Wl3hQcYbCQ6k7w+HXQ3cVEU5d7n7hpjhNwH/ambnAh8jOOtdzq2Rs9ptwA/CM4kZSrelRwPzImdxphAkty9XEbeMntj9rLufb2YfBM4i+BE3p/AHs08DvwHeDNwVlpEEXovMU5QMFRwc5wZ3RCb5z3Df95QNXR7/LuDH7r4dwN03VFFOoSOBj4TzZ4DNZvZ24Bfu3h3G9nOCY5hby5QD8PPwr364ay19kfcZgu9Moe7w7+AP/SXKqurYo1XpQKjBuftAePnR6cBDwErgbwkOWv5IsHOJ0xs2wFG/BY4xs+vDA2IDrnb3r1Q5f9lQhzFtzZjZDcARwEwz6yL4Nf8U4FIz+xeCA6wbCe4HPAL4hpk5wRnXc+oRc4vY08ze6u4PAycB/w183Mz+0t1fAE4F7g8POMa7++1m9gjwQkxZW4FJMcMfBf4jTO43hsv5fi1WRppe4UHG1DLTphm6amZcwbhuYrj7djO7i6CzqQ8R/HBXTrSczwGvAweEy+0tMY8RnJ25o0LZUl+x+9nwMs/cY4kmErRrULwvze2rn3T32FsziK+HlQ6Oo98Bi/wtXH6lcqpR6ge66HcLir9fuRj1w53EKvdDP8Ex74kEP6acUragFqXLQZvDAwSXYDwAPEjwy+HvgUcI7mmbacG9fCcB95csJbiMYj1Dl3LcDZxgZrsAmNl0M9trB+J7FDjCzGaEl618cAfKGBHufpK77+bube4+293/n7u/7O6L3P0Ad5/r7heE097s7vu6+35hJzd9lcqXHfY0cJqZrQSmA98j+GHjJjP7A5AluDRqEnBbON39BAfEha4CloT3hAz+QujurxGc0b2XIMlf7u6/rN0qyRiyGdhoZrlL709lqC19haEf206gej8iuDTusRJnC0uZArwWnqU5leCsDxT/+HEHwX20bRBcdmpmE4axHBkdpfazFxFcsv414IrI9HuaWS7ZOwn4H+BZYFZuuJm1mdlfl1uou28BXg7PNmKBAyrEeifwMRu6D3H6DpRzN3B2OG3SzCYTHLu8z4IOwSYQ3Pf9IMGPHbuExw4dBJemVlLqR0BpXacA/2hmK4AnGerp/TPAOWb2GEG7KgX0y0pzeJDgnrWH3b3bzHoJ7g15zcxyB70G3F7FQe9ngSvN7Fvu/sXw7NidZpYABgjOhq0aTnBhHOcDDxNcorKcoQMXEYCsu59VMOxuoPC+kNeAgwtndvfzI+9vIf9S5SMi464Hro+Zf2Lk/c3AzdWHLi3iNIIfF8YDLxH8SAHB80R/ZmanAvdUW5i7LzOzLcCPhxnHJcAt4UH3vQyd5VkJpMMDnasIOj2YAywPf/1eS3A/lzQQd38qZj/7zwT3cb7N3TNmdryZnU7weed+MLuM4L7/S929P7zs92Izm0Jw7PZ/CQ54yyl1FUypWH8TXoa81Mz6gduB/zXMcj4DXG5m/0hwBu9sd3/YzK4CfhdO8yN3fxyC578R/JD8MvBMhfWBYBt9Obz/6xu6L3BscfdXCC59zv3/nZhp5hT8/zIxz4cOh0fPnn9zpOIcK2zoNhkRkZFnZnOA29z9zRUmFRkzLOit9j5g//CsnkhZaitFZDTpclARqSl3f0UHNdJKLHhY96PAV5UAiohII9KZQKnIzH4BFHY9/iV1SCAiUp3wcr/PFAz+rburQyppOmb2VYrv/7/J3S+Mm15EGo+SQBERERERkRaiy0FFRERERERaiJJAERERERGRFqIkUEREREREpIUoCRQREREREWkh/x+rgMu0xrdsOAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(hired_df)\n",
"plt.show()\n",
"\n",
"df1 = df.drop(['created_at', 'recommendation_id'\\\n",
" , 'category', 'worker_id'], axis=1)\n",
"corr = df1.corr(method='spearman')\n",
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"cax = ax.matshow(corr, cmap='coolwarm', vmin=-1, vmax=1)\n",
"fig.colorbar(cax)\n",
"ticks = np.arange(0, len(df1.columns), 1)\n",
"ax.set_xticks(ticks)\n",
"plt.xticks(rotation=90)\n",
"ax.set_yticks(ticks)\n",
"ax.set_xticklabels(df1.columns)\n",
"ax.set_yticklabels(df1.columns)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Correlations</h4>\n",
"<p>\n",
" <li>Relationship between hourly rate and number of jobs completed appears to be around 0.5</li>\n",
" <i> (Does prior experience have a relationship to hourly rate?)</i>\n",
" <li>Relationship between ranking and hourly rate appears to be weak</li>\n",
" <i> (Does the ranking of the recommendation \n",
" has more of an influence than hourly rates?)</i>\n",
" <li>Relationship between number of jobs completed and being hired appears to be weak</li>\n",
" <i>(Does prior experience get a worker hired?)</i>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Detailed Regression Charts of Features</h5>"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.03\n",
"LR Intercept: 41.54\n",
"LR R Value: 0.44\n",
"LR R-squared: 0.1975\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 396x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#plt.figure(figsize=(10, 8))\n",
"sns.jointplot(x=hired_df['experience_count']\\\n",
" , y=hired_df['hourly_rate'], kind='reg'\\\n",
" , marginal_kws=dict(bins=30, rug=True)\\\n",
" , xlim=(0,1500), ylim=(0,200))\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.show()\n",
"\n",
"y = np.array(hired_df['hourly_rate'])\n",
"x = np.array(hired_df['experience_count'])\n",
"\n",
"slope, intercept, r_value, p_value\\\n",
" , std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept,2))\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))\n",
"\n",
"# calculate polynomial\n",
"poly = 3\n",
"z = np.polyfit(x, y, poly)\n",
"f = np.poly1d(z)\n",
"\n",
"# calculate new x's and y's\n",
"x_new = np.linspace(min(x), max(x), 50)\n",
"y_new = f(x_new)\n",
"\n",
"plt.figure(figsize=(5.5, 5.5))\n",
"plt.plot(x,y,'o', x_new, y_new)\n",
"plt.xlim(0, 1500)\n",
"plt.ylim(0,200)\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.title('Polynomial (%i degree) Fit (All Categories)' % poly)\n",
"plt.show()\n",
"\n",
"sns.jointplot(x=hired_df['position'], y=hired_df['hourly_rate']\\\n",
" , kind='reg', marginal_kws=dict(bins=30, rug=True)\\\n",
" , xlim=(1,15), ylim=(0,200))\n",
"plt.xlabel('Position in Recommendation')\n",
"plt.ylabel('Hourly Rate (All Categories)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Plotting the Jobs Completed Percentile against the binned Cumulative Distribution Function of Hourly Rates</h5>"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 100, 10)\n",
"indices = np.digitize(hired_df.hourly_rate, bins)\n",
"groups = hired_df.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i, group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel=\"Hourly Rate (All Categories)\",\n",
" xlabel=\"Completed Jobs (All Categories)\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='#Q10.3'><h4>Hourly Rates and Position Distributions (All Categories)</h4></a>"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(hired_df['hourly_rate'], kde=False)\n",
"plt.xlabel('Hourly Rate (All Categories)')\n",
"plt.show()\n",
"\n",
"\n",
"sns.distplot(hired_df['position'], kde=False)\n",
"plt.xlabel('Position in Recommendation (All Categories)')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.2'><h4>Correlations Chart Summary</h4></a>"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEICAYAAABBBrPDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzs3Xl8VOW9+PHPd2Yyk5XsYd93JBAhAi4o1t2quGCrUlBrtdbr7aL1anuvXmtda3u11rZW615wo1X5KdalimJVJCqLbBIgQNiyh+yTyTy/P86ZMAmTZBKyTJLv+/WaV2bOec45z5mB+c6zizEGpZRSqiWOns6AUkqpyKaBQimlVKs0UCillGqVBgqllFKt0kChlFKqVRoolFJKtUoDhepWImJEZFxP56MjROQ+EflpO9I33quIPCMid3dd7nqOiPxSRP56lOe4QERe7Kw8qc6lgaIfE5E8ETm92barROTjnspTS+wvWq+IVIpIiYi8KyKT2nH8EffazuunA4uBvzTbPlpE/CLyp46e2z7PYBF5UkT2i0iFiGwRkV+JSFwYx94pIn87musfDWPMvcaYHxzlOZYDU0VkWidlS3UiDRSqW4iIqxNO8xtjTDwwFNgLPNkJ5wzXVcAKY0xNs+2LgVLgMhHxdOTEIpICfArEAMcbYxKAM4AkYGyHc9wNOulzDXgBuK4Tz6c6iQYK1SoRmSwiK0WkTEQ2isgFQftWisgPgl43KY3YVS//ISLbgG3NznuciBwM/qIRkUtEZG1bebK/rF8GsoKOHSsi74tIsYgUicgSEUmy9z0PjAD+n10i+S97+xwR+cS+t3UiMq+Vy54DfBhi+2Lgf4B64Py28t6Cm4AK4HvGmDz7HvcYY35ijFlv5/X3IrJHRA6JyBciMtfefjbwS+C79r2ts7cnBpVQ9orI3SLitPc5ReR39vu0U0RutD8rl71/iIgst0tuuSJybSCjdullmYj8TUQOAVc1L9G09r7a/0Z22KWmnSKyMOh9WAl8u4PvoepCGihUi0QkCvh/wDtABvCfwBIRmdiO01wIzAamBG80xqwBirF+OQd8D3g+jHzFAZcDucGbgfuAIcBkYDhwp32tRcBu4HxjTLwx5jciMhR4E7gbSAF+DvzdrmIKJRPY2iwfc4FhwItYgWtxW3lvwenAP4wx/lbSrMEKjCnAUuAVEYk2xvwTuBd4yb636Xb6ZwEfMA44FjgTCAT1a7ECXxYwA+szCvYCkI/1Xi4A7hWR04L2zweWYZV4lgQf2Nr7an9ujwDn2KWmE4DgHwabgVEiMqCV90H1AA0U6jX7l1+ZiJQBwXXtc4B44H5jjNcY8z7wBtaXdLjuM8aUhKiyAevL7HvQWP1yFtaXYEt+buexAjgJWBTYYYzJNca8a4ypM8YUAv8HnNLKub6HVZW0whjjN8a8C+QA57aQPsm+brArgbeMMaV2vs8RkYxWrtmSVGB/awmMMX8zxhQbY3zGmN8BHiBkwBaRgViB4KfGmCpjTAHwEHCZneQ7wO+NMfl23u8POnY41nt7qzGm1hizFvgrQe818Kkx5jX7fWv+ubb1vvqx2iJijDH7jTEbg44NvL9Jrb0XqvtpoFAXGmOSAg/ghqB9Q4A9zX7p7sJqIwjXnlb2/Q04X0Tisb68VhljWvvC/K2dx1FADUFflCKSISIv2tUsh+xzp7VyrpHApc2C5EnA4BbSlwIJQdeLAS7F/kVtjPkUq9RyRSvXbElxK9cNXO9mEdksIuV2XhNp+f5GAlHA/qB7+wtWqRDszzUoffDzIUCJMSY4KDb/zFv7TFt8X40xVcB3gevtvL0pTTskBN7fslbOr3qABgrVmn3AcBEJ/ncyAqshGaAKiA3aNyjEOVqcntgYsxerEfcirF+sbVY72cftBn4C/N7+wgar2skA04wxA7B+2Uor+dgDPB8cJI0xccaY+wltPTAh6PVFwADgTyJyQEQOYH2ZdqT66T3gombvcyO7iutWrGCabAfLcg7fX6h7qwPSgu5tgDHmGHv/fqwqs4DhQc/3ASkikhC0LfgzD3W95tdu8X01xrxtjDkDKzBuAZ4IOnYykGeMOdTK+VUP0EChWrMaKxj8l4hE2Y2S52PVyYNVv3yxiMSKNV7gmg5c4zngv7DaAF4N9yC7SmMfh3vJJACVQJldT35Ls0MOAmOCXgdKM2fZjbvRIjJPRIYR2gqaVmVdCTxl5zvLfpwIZIlIZrj3Yfs/rKDzrIiMBKuuX0T+T6zuoglY7Q2FgEtE7rDTB9/bqECgsUtl7wC/E5EBIuKwG/sD+X8Z+Il9jSSsIIR97B7gE+A++z2ZhvW5NmmLaEWL76uIDBRrvEQcViCrBBqCjj0FeCvM66hupIFCtcgY4wUuwKrvLsJqv1hsjNliJ3kI8GJ9UT1L+F8mwV7Fqq541a6aaI8HsYKYB/gVVsNsOVZj6j+apb0P+B+7OuTn9hfifKweQ4VYv4RvoeX/E88B54pIjB2ITgMeNsYcCHp8AfwTK4iEzRhTgtWwWw+sFpEK4F/2veQCb2N9gX6DVQ1US9Pqn1fsv8Ui8qX9fDHgBjZhVZst43D11hNYgWQ98BVWEPRx+Ev7cqzqvX1Yn8//2oE5nHtp7X11ADfb5y3BCgzBVZ2X02yciooMogsXqZ4mItuBHxpj3uvpvLRGRO4FCowxD/d0XjqTiJwDPGaMGdmDeTgfWGSM+U5P5UG1TAOF6lEicgnwADChje6hqpPY7TqnYpUqBgJ/Bz4zxoQ9PYnqXzRQqB4jIiuxxlcsMsa83cPZ6TdEJBZr8OAkrN5jbwI/0UZk1RINFEoppVqljdlKKaVa1ZkTenW5tLQ0M2rUqJ7OhlJK9SpffPFFkTGmpelp2tSrAsWoUaPIycnp6WwopVSvIiK7juZ4rXpSSinVKg0USimlWqWBQimlVKt6VRuF6nvq6+vJz8+ntra2p7OiVK8XHR3NsGHDiIqK6tTzaqBQPSo/P5+EhARGjRqFiLR9gFIqJGMMxcXF5OfnM3r06E49t1Y9qR5VW1tLamqqBgmljpKIkJqa2iWl87AChYicLSJb7fVzbwux3yMiL9n7V4vIKHv7LBFZaz/WichF4Z5T9R8aJJTqHF31f6nNQCHWgux/xJpqegpwuYhMaZbsGqDUGDMOa+rpB+ztXwPZxpgs4GzgLyLiCvOcSimlIkA4bRSzgFxjzA4AEXkRa775TUFp5mMvZI817/2jIiLGmOqgNNEcXhkrnHOqIN9/Zg0TBiZw2zmT2k7ciy1dvbtTz3fF7BFtpomPj6eysrLx9TPPPENOTg6PPvpop+Sh+flbk5eXx+TJk5k4cSJer5fs7GyefPLJVhsn8/Ly+OSTT7jiivatwup0OsnMzKS+vh6Xy8WVV17JT3/6UxwOBzk5OTz33HM88sgjHbrmvn37+PGPf8yyZcs69H4+88wznHnmmQwZMgSAH/zgB9x0001MmaK/J3tCOFVPQ2m6SEo+R66Z3JjGGOPDWnAlFUBEZovIRmADcL29P5xzYh9/nYjkiEhOYWFhGNnte3wNfj7eVsQ7mw70dFZUOzQ0NLSdKISxY8eydu1aNmzYQH5+Pi+//HKr6fPy8li6dGm7rxMTE8PatWvZuHEj7777LitWrOBXv/oVANnZ2S0Gibau6fP5GDJkCMuWLWt3ngKeeeYZ9u3b1/j6r3/9qwaJHhROoAhV6dV8ytkW0xhjVttr9R4H/EJEosM8J/bxjxtjso0x2enpHZ6qpFfbU1qDt8HPjsIqyqvrezo7/cquXbs47bTTmDZtGqeddhq7d1slnquuuqrJF2F8fDwAK1eu5NRTT+WKK64gM7PpiqiLFi3i9ddfb3y9cOFCli9f3uK1nU4ns2bNYu9ea7nqvLw85s6dy4wZM5gxYwaffPIJALfddhurVq0iKyuLhx56iIaGBm655RaOO+44pk2bxl/+0vaicRkZGTz++OM8+uijGGNYuXIl5513HgAffvghWVlZZGVlceyxx1JRUXHENZ955hkuvfRSzj//fM4880zy8vKYOnVq4/n37NnD2WefzcSJExuDUfM0v/3tb7nzzjtZtmwZOTk5LFy4kKysLGpqapg3b17j9D0vvPACmZmZTJ06lVtvbVzFlfj4eP77v/+b6dOnM2fOHA4ePNjmfavwhBMo8mm6+PowrKUMQ6YREReQiLXUYSNjzGas9ZenhnlOZcstOFxtsS6/rAdz0jfV1NQ0fhFmZWVxxx13NO678cYbWbx4MevXr2fhwoX8+Mc/bvN8n3/+Offccw+bNjWtSf3BD37A008/DUB5eTmffPIJ5557bovnqa2tZfXq1Zx99tmA9WX+7rvv8uWXX/LSSy815uX+++9n7ty5rF27lp/97Gc8+eSTJCYmsmbNGtasWcMTTzzBzp0728z3mDFj8Pv9FBQUNNn+29/+lj/+8Y+sXbuWVatWERMTc8Q1AT799FOeffZZ3n///ZDvyZIlS1i7di2vvPJKq3O2LViwgOzs7Mb0MTExjfv27dvHrbfeyvvvv8/atWtZs2YNr732GgBVVVXMmTOHdevWcfLJJ/PEE0+0ec8qPOEEijXAeBEZLSJu4DKg+c+g5RxeJ3gB8L4xxtjHuADsReMnAnlhnlPZggPF2j0aKDpboAom8Ljrrrsa93366aeN9fCLFi3i448/bvN8s2bNCtmP/ZRTTiE3N5eCggJeeOEFLrnkElyuI5sJt2/fTlZWFqmpqYwYMYJp06YB1uDEa6+9lszMTC699NIjAlHAO++8w3PPPUdWVhazZ8+muLiYbdu2hfVehFqf5sQTT+Smm27ikUceoaysLGSeAc444wxSUlJa3JeamkpMTAwXX3xxWO9jKGvWrGHevHmkp6fjcrlYuHAhH330EQBut7uxFDRz5kzy8vI6dA11pDYbs40xPhG5EWuBdyfwlDFmo4jcBeQYY5YDTwLPi0guVkniMvvwk4DbRKQe8AM3GGOKAEKds5Pvrc/ILagkPcFDYkyUBooeFuh+6HK58PutlVuNMXi93sY0cXFxLR6/aNEilixZwosvvshTTz0VMk2gjWL//v3MmzeP5cuXc8EFF/DQQw8xcOBA1q1bh9/vJzo6OuTxxhj+8Ic/cNZZZ7Xr3nbs2IHT6SQjI4PNmzc3br/tttv49re/zYoVK5gzZw7vvRd6afPW7rt5t00RafIeAmH1/29tobWoqKjG6zidTnw+X5vnU+EJaxyFMWaFMWaCMWasMeYee9sddpDAGFNrjLnUGDPOGDMr0JvJGPO8MeYYY0yWMWaGMea11s6pQsstrGRcejxZw5NYu6es1f8sqnOdcMIJvPjiiwAsWbKEk046CbCmvP/iiy8AeP3116mvD6/t6KqrruLhhx8G4Jhjjmk17eDBg7n//vu57777AKu6avDgwTgcDp5//vnGxvKEhAQqKioajzvrrLP485//3Jinb775hqqqqlavVVhYyPXXX8+NN954xJf69u3byczM5NZbbyU7O5stW7Yccc22vPvuu5SUlFBTU8Nrr73GiSeeyMCBAykoKKC4uJi6ujreeOONxvQtnX/27Nl8+OGHFBUV0dDQwAsvvMApp5wSdj5Ux+gUHhHOGMP2gkouOnYoEwclsOyLfPaU1DAiNbans9YlwunO2p0eeeQRvv/97/Pggw+Snp7e2MZw7bXXMn/+fGbNmsVpp53W6q/pYAMHDmTy5MlceOGFYaW/8MILufPOO1m1ahU33HADl1xyCa+88gqnnnpq4zWnTZuGy+Vi+vTpXHXVVfzkJz8hLy+PGTNmYIwhPT29sR4/WKBtJtA9dtGiRdx0001HpHv44Yf54IMPcDqdTJkyhXPOOQeHw9HkmsnJya3ex0knncSiRYvIzc3liiuuIDs7G4A77riD2bNnM3r0aCZNOtz1+6qrruL6668nJiaGTz/9tHH74MGDue+++zj11FMxxnDuuecyf/78sN5L1XG9as3s7Oxs098WLjp4qJbZ9/6LX11wDDNHJnPeHz7m95dlMT8rZG/iXmfz5s1Mnjy5p7PRbaqrq8nMzOTLL78kMTGxp7Oj+qBQ/6dE5AtjTHZHz6lzPUW4QEP2uIx4Jg1KIDrKoe0UvdR7773HpEmT+M///E8NEqpX0aqnCBccKFxOB5lDEzVQ9FKnn3564zgMpXoTLVFEuNyCShI8LjISPABkDU9i475DeH3+No5USqnOoYEiwuUWVDI2I76xJ0rW8GS8Pj+b9x/q4ZwppfoLDRQRLrewknEZ8Y2vs0YkATrwTinVfTRQRLDymnoKK+qaBIohidGkJ3g0UCiluo02Zkewxobs9MOBQkQaB971STlPd+75sq9uM0l/n2bc5/MxefJknn32WWJjwx+f0577AmtsxHnnnceCBQuabA+e0jz4vX/ssceIjY1l8eLFR0w7Ho558+axf/9+PB4PXq+X008/nbvvvpukJKtUfsIJJzROrBjKvffeyy9/+csW95977rksXbqUsrIyzjvvPL7++uuw87Zy5UrcbjcnnHACQJN7jURaoohg24N6PAXLGp7EzqIqyqq9oQ5TEaK3TDP+9ddf43a7eeyxx5rsN8Y0mWKjq7Q0pfn111/f+MXZfNrxcC1ZsoT169ezfv16PB5Pk8F5rQUJsAJFKIH3ZcWKFY1Bp71WrlzZ5PrB9xqJNFBEsNzCStwuB8NTmv7KO3a4tlN0l/4yzfjcuXPJzc1tLNHccMMNzJgxgz179rQ4rTfAzTffzIwZMzjttNMIrBfzxBNPcNxxxzF9+nQuueQSqqsPr1/23nvvMXfuXCZMmNA4ZUfwlObB7rzzTn77298eMe34m2++yUUXNa6qzLvvvsvFF1/c6v253W5+85vfsHv3btatWwcc/sz279/PySefTFZWFlOnTmXVqlXcdtttjSPXFy5cGPJ9GTVqFEVFRYC1BseVV17JtGnTWLBgQeM9B6fJyclh3rx55OXl8dhjj/HQQw+RlZXFqlWrGu8VYO3atcyZM4dp06Zx0UUXUVpaClglpFtvvZVZs2YxYcIEVq1a1ebn2lk0UESw3IJKxqTF4XQ0nXtn+vAk3E4H/84t6qGc9S39fZpxn8/HW2+91RjYtm7dyuLFi/nqq6+IiopqdVrvGTNm8OWXX3LKKac0rjNx8cUXs2bNGtatW8fkyZN58sknG6+Vl5fHhx9+yJtvvsn1118f1kSAzacdP/fcc9m8eXNjYHr66ae5+uq2qxidTifTp09ny5YtTbYvXbqUs846i7Vr17Ju3TqysrK4//77G0tcS5YsOeJ9GTlyZJNzbN26leuuu47169czYMAA/vSnP7WYj1GjRnH99dfzs5/9jLVr1zJ37twm+xcvXswDDzzA+vXryczMbHxfwfqsPv/8cx5++OEm27uaBooIFuga21ycx8XxY1N5Z9NBnSCwE/TXacYDATI7O5sRI0ZwzTXXADBy5EjmzJkDtD6tt8Ph4Lvf/S4A3/ve9xrfm6+//pq5c+eSmZnJkiVL2Ljx8MTQ3/nOd3A4HIwfP54xY8Yc8aUdDhFh0aJF/O1vf6OsrIxPP/2Uc845J6xjQ/1/Oe6443j66ae588472bBhAwkJCSGPDX5fmhs+fDgnnngi0PS9aK/y8nLKysoaJzq88sorG99voLHk1N3TqGtjdoSqrW9gT2k1Fx0bek6nM48ZyH+/+jXbCiqZMDD0P2zV+frSNOOBANlccP7b80Mk8N5cddVVvPbaa0yfPp1nnnmGlStXHpGmpdfhuvrqqzn//POJjo7m0ksvbXGNjGANDQ1s2LDhiHmQTj75ZD766CPefPNNFi1axC233BKyvaC906hD038n4ZSe2uLxWANvu3sadS1RRKgdhVUYc2RDdsDpkwcC8M5GXUe7K/WXacZb0tq03n6/v7GdZunSpY3vTUVFBYMHD6a+vr6x2ibglVdewe/3s337dnbs2MHEiRPDykfzexwyZAhDhgzh7rvv5qqrrmrz+Pr6en7xi18wfPjwxhJawK5du8jIyODaa6/lmmuu4csvvwSs9S3C/Vx3797dOMvtCy+8EPLfyd///vcW7ycgMTGR5OTkxvaH559/PiKmUdcSRQ9bujr03D+BJU+/OVjRYprhyTG88PkeUuI8R+yLtOm6wxZGd9bu1JenGQ9Ha9N6x8XFsXHjRmbOnEliYiIvvfQSAL/+9a+ZPXs2I0eOJDMzs8kX4sSJEznllFM4ePAgjz32WIulouaaTzseExPDwoULKSwsZMqUKS0et3DhQjweD3V1dZx++ulNOhMErFy5kgcffJCoqCji4+N57rnnALjuuuuYNm0aM2bM4J57Wl8yJ9C9+Ic//CHjx4/nRz/6EQD/+7//yzXXXMO9997L7NmzG9Off/75LFiwgNdff50//OEPTc717LPPcv3111NdXc2YMWMa/831JJ1mvIe1FATe23yQD7YUcOcFxxDlDF3w+3BrAW9vOsitZ08iMaZpP/veEih0mnHVUTfeeCPHHntsY9uKsug04/1IaZWXxJioFoMEwOTBAwB03qdeQqcZ7zwzZ85k/fr1fO973+vprPQLWvUUoaq9DcR6nK2mSU/wkBbvZtP+Q8wZk9pNOVMdpdOMd55Avb/qHlqiiFDVXh+x7tbjuIgwZfAAdhRWUuM9PAr4y92l/N87W7s6i52mN1V/KhXJuur/kgaKCFXtbSDW3XqJAqzqJ7+xGr39xvDPr/ez7It8Hnk/l/3lNd2Q06MTHR1NcXGxBguljpIxhuLi4rA7CLSHVj1FqHADxfCUWOI9Ltbnl7Fp/yE27C1n8uABbN5/iJVbC7l8VmQ3ag8bNoz8/PzGUbZKqY6Ljo5m2LBhnX5eDRQRyG8MtfUNbVY9AThEmDw4gTV51nwwZx8ziLnj0/jTyu18sKUg4gNFVFRUyFHMSqnIoVVPEajW24CBsEoUADNHJDMg2sXls0Zw8oR0RIRTJ6XzcW4Rdb6OzWCqlFIBGigiULXdMB1uoBiRGsdt50wmc+jhLpenTsyg2tvAmp2lXZJHpVT/EVagEJGzRWSriOSKyG0h9ntE5CV7/2oRGWVvP0NEvhCRDfbfbwUds9I+51r7kdFZN9XbVXutOVzCqXpqyfFjU3G7HHywtaCzsqWU6qfaDBQi4gT+CJwDTAEuF5HmY+avAUqNMeOAh4AH7O1FwPnGmEzgSuD5ZsctNMZk2Q/9RrO1t0QRSqzbxZwxqRoolFJHLZwSxSwg1xizwxjjBV4E5jdLMx941n6+DDhNRMQY85UxJrAs1UYgWkSOnJhINXE4UBxdX4NvTUxnR2EVu4o7NiGcUkpBeIFiKLAn6HW+vS1kGmOMDygHmg8VvgT4yhhTF7Ttabva6XZpYb5hEblORHJEJKe/dKE8XPXU8RIFwLyJVm3eB1u0VKGU6rhwAkWoL/Dmo6NaTSMix2BVR/0waP9Cu0pqrv1YFOrixpjHjTHZxpjs9PT0MLLb+1V7G3AIeFxH19dgVFocY9Li+GBr/wiwSqmuEc43UT4wPOj1MKD5KueNaUTEBSQCJfbrYcCrwGJjzPbAAcaYvfbfCmApVhWXwgoUMW5Xhxd1CTZvYgaf7ihuMsWHUkq1RziBYg0wXkRGi4gbuAxoviL8cqzGaoAFwPvGGCMiScCbwC+MMf8OJBYRl4ik2c+jgPOAr4/uVvoOa56no6t2CvjWpAy8Pj+fbNf1tZVSHdNma6kxxiciNwJvA07gKWPMRhG5C8gxxiwHngSeF5FcrJLEZfbhNwLjgNtF5HZ725lAFfC2HSScwHvAE514X71auNN3hOO40cnEup385p9bydlVyqRBCUwclMDEgQmdUmJRSvV9YXWrMcasAFY023ZH0PNa4NIQx90N3N3CaWeGn83+pdrbQHJsVNsJw+BxOfnZ6RNY9kU+T3y0A5/fajr6zYJpfCd7eBtHK6WUzvUUkaq9PoYmxXTa+a49eQzXnjwGr8/PzqIqvv3IKvKKtMusUio8OoVHBOrMqqdgbpeDiYMSSIp1U1rt7fTzK6X6Jg0UEcbr8+Pzmy4JFAGpcW5KqjRQKKXCo4EiwnTGPE9tSY6LorSqvsvOr5TqWzRQRJjA9B0xXViiSIlzU6JVT0qpMGmgiDCN8zx5ui5QJMe6KdWqJ6VUmDRQRJjuqHpKibMas/1+XadaKdU2DRQRpjOmGG9Lcqwbv4FDtdpOoZRqmwaKCNMdgSIlzg1AsVY/KaXCoIEiwtR4fbhdDlyOrvtoku1Aoe0USqlwaKCIMF012C5Yqh0odCyFUiocGigiTHcEisYShXaRVUqFQQNFhLGmGO/aKbhSYgMlCm3MVkq1TQNFhOmOEkWM20l0lENLFEqpsGigiDDdESjAKlVoG4VSKhwaKCKI3xhq6xu6vOoJrHYKDRRKqXBooIggNd4GDF07hiIgRQOFUipMGigiSHcMtgtI1jUplFJh0kARQbpjnqcALVEopcKlgSKCdGeJIiXOTUWtj/oGf5dfSynVu2mgiCCHA0X3NGaDDrpTSrVNA0UEOVz11D3dYwFd6U4p1SYNFBGk2tuAQ8Dj6vqPJTkuCoDiqrouv5ZSqnfTQBFBqr0NxLhdiEiXXyslTksUSqnwaKCIINY8T11f7QRB8z1pG4VSqg0aKCJId03fAZAUq2tSKKXCE1agEJGzRWSriOSKyG0h9ntE5CV7/2oRGWVvP0NEvhCRDfbfbwUdM9Penisij0h31LdEuBpv90zfAeB2OUiIdulYCqVUm9oMFCLiBP4InANMAS4XkSnNkl0DlBpjxgEPAQ/Y24uA840xmcCVwPNBx/wZuA4Ybz/OPor76BO6s+oJrHYK7R6rlGpLOCWKWUCuMWaHMcYLvAjMb5ZmPvCs/XwZcJqIiDHmK2PMPnv7RiDaLn0MBgYYYz41xhjgOeDCo76bXswY061VT2BN46ElCqVUW8IJFEOBPUGv8+1tIdMYY3xAOZDaLM0lwFfGmDo7fX4b5wRARK4TkRwRySksLAwju71TfYPB5zfdVvUEWqJQSoUnnEARqu3AtCeNiByDVR31w3ac09pozOPGmGxjTHZ6enoY2e2dunOwXUByrJuSSg0USqnWhRMo8oElBoNAAAAgAElEQVThQa+HAftaSiMiLiARKLFfDwNeBRYbY7YHpR/Wxjn7le6c5ykgJS5Ku8cqpdoUTqBYA4wXkdEi4gYuA5Y3S7Mcq7EaYAHwvjHGiEgS8CbwC2PMvwOJjTH7gQoRmWP3dloMvH6U99Krdec8TwHJcW5q6/3U2NdWSqlQ2gwUdpvDjcDbwGbgZWPMRhG5S0QusJM9CaSKSC5wExDoQnsjMA64XUTW2o8Me9+PgL8CucB24K3OuqneqCeqnlLjdNCdUqptYf18NcasAFY023ZH0PNa4NIQx90N3N3COXOAqe3JbF9WVm1NpZEYE9Vt10wOGnQ3NCmm266rlOpddGR2hCiqrCPO4yI6qnvHUQDaRVYp1SoNFBGiqLKOtHh3t15T16RQSoVDA0WEKK70khbv6dZrBiYGLNYuskqpVmigiAC19Q1U1Pm6PVAMiInCIVqiUEq1TgNFBAj8ou/uqienQ0jSaTyUUm3QQNGNFv71Mx59f9sR24sqrVXmurtEAZAcG6UlCqVUqzRQdJOCQ7X8O7eYdzcdPGJfUWUdwuFeSN0pNc6jJQqlVKs0UHST1TtLANi8vwKvz99kX1FlHYmxUUQ5u//jSI6L0uVQlVKt0kDRTVbvLAbA2+Dnm4MVTfYVV3V/j6eAlDi3jsxWSrVKA0U3Wb2jhDFpcQBs2FveuN0Y0yNjKAKSY92UVnmxlgVRSqkjaaDoBsWVdWwrqOSSmcMYEO1iff7hQFHlbaC23t+jJQqf33Co1tcj11dKRT4NFN3gc7t9Ys6YVDKHJbJhb1njvqKKnuvxBE3ne1JKqVA0UHSD1TtLiIlyMm1YIplDk9h6oII6nzW1d092jQVItau8CuyApZRSzWmg6Aaf7Shm5shkopwOpg1LpL7BsPWA1aBdXOXFKdKts8YGG5MWD8COwsoeub5SKvJpoOhiZdVeth6sYPboFAAyhyYCNLZTFFXWkRLnxukItTps1xuaHIPH5WC7BgqlVAs0UHSxNXmlGAOz7EAxLDmGpNgoNgQFip7q8QTWNB6j0+LILdBAoZQKTQNFF1u9oxi3y8H04UkAiAiZQxPZsLccv9/0yKyxzY3LiGd7YVWP5kEpFbk0UHSx1TtLOHZ4UpMFiaYNS+SbgxXsKKrC5zc9HijGpsezp7Sa2npdO1spdSQNFF3oUG09G/eVM3tMapPtmUOT8PkNb23YD0BqQs9VPQGMzYjHGNhZpKUKpdSRNFB0oS/ySvEbmGO3TwRkDrMatJev2wdAWlwPVz2lWz2ftEFbKRWKBooutHpnCVFO4dgRyU22D0mMJjXOzbaCStxOBwnRrh7KoWVMehwiaIO2UiokDRRdaEdhJaPT4ohxO5tsF5HGUkVavBuRnukaGxAd5WRYcow2aCulQtJA0YVKWpkVdpo9niK1hxuyA8amx7O9jRKFMYY7l29snJJEKdU/aKDoQiVV3hYXI8ocZnWX7ekeTwFj0+PZUVSJ39/yLLLr8st55pM8bljyJcWVOuWHUv2FBoouVFRZR2oLgWLGiCQSPC5GpsZ2c65CG5cRT229n71lNS2meXP9PqKcwqHaem79+3qdmlypfiKsQCEiZ4vIVhHJFZHbQuz3iMhL9v7VIjLK3p4qIh+ISKWIPNrsmJX2Odfaj4zOuKFIUd/g51Ctj5QWejSlxntYf+eZTBiY0M05C22s3fMpt4WeT8YYVmw4wNzx6dx69iTe21zA0s93d2cWlVI9pM3uNiLiBP4InAHkA2tEZLkxZlNQsmuAUmPMOBG5DHgA+C5QC9wOTLUfzS00xuQc5T1EpMC03SmtTM/RlY3YS1e370u8qs5aj+KVnHz2l9UesX9PSTV7y2o4fmwqV58wipVbC/j1G5uYMya1McgopfqmcEoUs4BcY8wOY4wXeBGY3yzNfOBZ+/ky4DQREWNMlTHmY6yA0a8U24GipaqnSBPncRHrdlLYwnTjG/aW4xRh8qABOBzCby+dTkyUk5++uJb6Bn/IY5RSfUM4gWIosCfodb69LWQaY4wPKAdSadvTdrXT7dLCz2sRuU5EckQkp7CwMIxTRoaSXhYoANLjPRRWHBnTjTF8vbec8QPjG7v6DhwQze3nTWHD3nLW5GkvKKX6snACRagv8OatmOGkaW6hMSYTmGs/FoVKZIx53BiTbYzJTk9PbzOzkaKxRNGDM8O2V3qCJ2SJIr+0hrKa+sYp0gOm2WNBWiqFKKX6hnACRT4wPOj1MGBfS2lExAUkAq3+zDTG7LX/VgBLsaq4+oxA99GWGrMjUXqChypvA9V1TdfP3rC3HKdDmDx4QJPtga69GiiU6tvCCRRrgPEiMlpE3MBlwPJmaZYDV9rPFwDvm1b6ToqIS0TS7OdRwHnA1+3NfCQrqfLiEEjqoZXrOiI9wf7iDxoj4TeGDXvLGZ8R32QGXIDEmCiinNJYelJK9U1t9noyxvhE5EbgbcAJPGWM2SgidwE5xpjlwJPA8yKSi1WSuCxwvIjkAQMAt4hcCJwJ7ALetoOEE3gPeKJT76yHFVd5SY514+ihles6IiMhGrBKCCNT4wCr2qm8pp4zpww8Ir2IkBrnoUhLFEr1aWHNRmeMWQGsaLbtjqDntcClLRw7qoXTzgwvi71TSWXLo7IjVVJsFC6HUGB/8Rtj+GJXachqp4C0BDdFOkpbqT6tZ6ct7cNKqry9qiEbwCFCWrzVoP3NwQre3XSQvWU1ZDVbeClYapyHokqtelKqL9NA0UWKq+qYNCj0r/BIlp7gYcPecrYerCA5NooFM4Y1LuMaSlq8h28OVnRjDpVS3U0DRRcpbmVCwEg2cWAC+8trOHFcGjNHJuNytN7fIS3BTXGlF2NMj0+XrpTqGhoouoCvwU9ZdX2vDBQzRiYzY2Ry2wlt6fEevPa8Vom9qIeXUip8OntsFyitrgd612C7jgqMpdAGbaX6Lg0UXSAwfUdvLFG0VyAYahdZpfouDRRdoLgqMCq77weKwyUK7fmkVF+lgaILBEoUkbJ6XVcK3GMgOCql+h4NFF2gP1U9pcS5cYhWPSnVl2mg6AJFlV5EIDm27wcKp0NIiXNTqFVPSvVZGii6QElVHUkxUTh70TxPR8Mana0lCqX6Kh1HEY6cp9uVvGTPAFKcrrCOG7u7axb92T4i5NRbXULne1Kqb9MSRRcornOQ6uk/y4OmxXso1qonpfosDRRdoMTb/wKFliiU6rs0UHSBkjoHKf0sUFR7G6j2+tpOrJTqdTRQdLIGAyV1QqqnrSXD+47Do7O1+kmpvkgDRScr8woG6VclivT4I5dQVUr1HRooOllJnfWW9qdA0Tg6WwOFUn2SBopOVmwHilR3PwoUCXbVk/Z8UqpP0kDRyQIlitTo/hMoUuN0qnGl+jINFJ2suLHqqf80ZrtdDgZEuzRQKNVHaaDoZMV11rQdyf2o6gkgLUHHUijVV2mg6GQldQ4So/xE9bN31hp0p20USvVF/ezrrOv1t+k7AtJ1dLZSfZZOCtjJImVU9tjdr3TdyWfffMSmtHi3rkmhVB+lJYpOZgWK/tOQHZAa7+FQrY86X0NPZ0Up1cnCChQicraIbBWRXBG5LcR+j4i8ZO9fLSKj7O2pIvKBiFSKyKPNjpkpIhvsYx4RkT6xeENxnfTLqqfDg+60nUKpvqbNQCEiTuCPwDnAFOByEZnSLNk1QKkxZhzwEPCAvb0WuB34eYhT/xm4DhhvP87uyA1EEr+B0n42c2xAmj3fkwYKpfqecEoUs4BcY8wOY4wXeBGY3yzNfOBZ+/ky4DQREWNMlTHmY6yA0UhEBgMDjDGfGmMM8Bxw4dHcSCQo9woNpn/N8xSQlqCD7pTqq8IJFEOBPUGv8+1tIdMYY3xAOZDaxjnz2zgnACJynYjkiEhOYWFhGNntOY3Td/TDQKETAyrVd4XT6ylU20Hz1tpw0nQovTHmceBxgOzs7B5pJV69M7zlSjdXxACpFJSWs7qhumszFWEapxrXQKFUnxNOiSIfGB70ehiwr6U0IuICEoHWvl3z7fO0ds5e55DPCcAAV//r+RPrdhHrduqaFEr1QeEEijXAeBEZLSJu4DJgebM0y4Er7ecLgPfttoeQjDH7gQoRmWP3dloMvN7u3EeYQz6rgNYfAwXYa2dXaYlCqb6mzaonY4xPRG4E3gacwFPGmI0icheQY4xZDjwJPC8iuVglicsCx4tIHjAAcIvIhcCZxphNwI+AZ4AY4C370auV1TsRDAOi+vaSoEtX725x39d7y1vd35YrZo/o8LFKqa4R1shsY8wKYEWzbXcEPa8FLm3h2FEtbM8Bpoab0d6gvN5FgqsBV58YEdJ+8R6XliiU6oN0ZHYnKvO5SOrjpYnWxHlcVNb23/tXqq/SQNGJyupdJPXT9gmAhGgX1d4GfA39r3uwUn2ZBopOVFbvJLEflyjSEzwYdCyFUn2NBopOYoxdoujHgWLQgGgADpTXtpFSKdWbaKDoJDV+B/XGQWJU/616Sov34HQIBw5poFCqL9FA0UnK6q0OZEmu/luicDqEgQkeLVEo1cdooOgkZfXWqOz+XPUEMCgxWksUSvUxusJdJ2ksUXRXoDAGT30Z0d4SXL5qXA01TR4OvxcQjDgx4rAeOGhwuKl3xVMfFY/XlUC9y/rb4IyGMJcEaW31vCn+FL6szSB9xz86NkI9xOp5SqmepYGik5T7ui5QuHxVJFTvIbb2INHeYmLqioiuK8JpjryWz+HB54ylweFGMIjxI/jB+BHjx+Wvxek/cj4mnzOaak8G1dEDqfFkUB2dQY0n3Qog7TAyxipN7K7xMDWhf02MqFRfpYGik5TVO3GKIc559GMIouorSajexYCqXSRU7yK2zppe3QB1UUnUetI4FDeKGk8ate5U6l3x+Jwx+JzRIG3XJjr8XqLqK3H7KojyVeKuryDaW0xs7UHSy9Y1CSTVnnQqYkdyKG4EFbEjqY9KaPXcI2KsrrG7qzVQKNVXaKDoJNZgOx+OjkzfYQwxdYWkHNpMyqHNxNYVANDgcFMRO5yixEwq4kZSHT0IvyPqqPPqd7ip86RQ50kJmRd3fTmxdQXE1h4goXoPaeXrGViaA0CtO4VDsSMpSxhHedxY/E53k8OTohpIdPnYXeM56nwqpSKDBopOUlbvat9gO2OIrTtISrkVHGK8RRigInYkuweezqG4kVRFDw6rhNCpRPC6k/C6kyhLmGDn1U9c7QESqnYxoHoXKYc2kVH2FX5xcihuFKUJEyhLmIA3KhGwShW7NFAo1WdooOgkZfUuUtxtBwpnQy1pZevJKP2S2LoCDMKhuFEcSJ1FacIk6qPiuyG37SQOqmKGUBUzhAMcj5gG4qv3kFyxleSKbYze/xbsf4uq6EEUJx7DdM8pvFw8Br+hYyUspVRE0UDRScp9TsbEtdAt1BjiavaSUfolqeVf4zQ+KqOHsHPwtykZMAmfK657M3uUjDipiBtFRdwodg88k2hvMckV35ByaDMjDv6Lu/kX86MmEFUwgYbUib3u/pRSTWmg6AR+Y00x3nywnZgGUsu/ZlDxauJqD9DgiKIoaRoFyTOpjhncQ7ntZCLUetLY70ljf9oJeLylSNEWEoq3MKnoDUzRm5THj6Ew6VhKEyZgHPpPTqneRv/XdoIKnxM/0tg11uH3kl76FYOLP8VTf4hqTwY7B59LcWImDc6+XXdf507GO+gEFu+/ihsyNnCFexVpZRsYn7+MemcMRYnTKEqeTnX0oJ7OqlIqTBooOkFgsN0g5yGGFnzIwJLPiWqo4VDsCHYO/jbl8ePCHszWF7gdhsHRXj73jubk4W7yM04lsWoH6aVrGViaw+CS1VRFD6Yg+ViKEjPx9/HgqVRvp4GiE1R76/i56yWuPvgWUcZLacIE9qWdSGXs8J7OWo8ZGVPHjip7sJ44KI8fR3n8OFy+alLLvya99CtG71/BiIPvUZQ4jYMp2dREZ/RsppVSIWmgOAqOBi+DSlYzvfAzol015MdNpWTgSfqFh9VF9tPSAdQ0OIgJGoToc8VyMHUWB1OOI74mn4ySL0gv+4qBpTkcih0BG0bC5PPBpaUMpSKFBooOEL+PjNIvGFr4MVENVWyOOoabKxdy66Q6op2mp7MXEUbaI7T31LiZEB+iN5gIlbHDqYwdzm7fmaSVrWVgyRfw92sgNg1mLIKZV0PyyG7OuVKqOQ0U7WEMqeVfM7zgfTz15ZTHjSI/4zv8qXgm26uSiHZ+09M5jBgjguZ8ChkogvhcsRxIO4EDqccze0YWrHkK/v17+PhhGH8mHHcNjDsdHM7uyLpSqhkNFGGKr97NyAPvEF+zj6roQewYcj6H4scAUHbA2e+nF28uze0jxtHA7ppooDy8g0SsgDDudCjPhy+egS+fg6XfgaQRkP19OHYRxKV1ZdaVUs1ooGhLyU7G7VlG6qFNeF0JbB86n6LEaU16MZX5jhxD0d+JwMjYOrZVtW/22UaJw+Bb/wOn3Apb3oA1T8J7d8IH98IxF8FxP4Bhx/Wr3mRK9RQNFC2pq4CPHoTP/kyS35Cffgr7047H73AfkbSs3sWw6LoeyGRkm5VUwXP5A9ld42ZEzJFTm4fFGWUFhmMugoItkPMkrH0B1r8EgzKtgJF5Kbh19LdSXUVXuGvOGNiwDB49zqonz7yUdeNvZG/GKSGDBNgzx/bjtbJbMjf1EE4xfFCU1DknzJgE5z4IN2+B8x4Cvx/+30/gd5PhrdugaFvnXEcp1URYgUJEzhaRrSKSKyK3hdjvEZGX7P2rRWRU0L5f2Nu3ishZQdvzRGSDiKwVkZzOuJmjdnAjPHOe1fMmfiD84F9w4Z9aXYOh3i9UNTjbN3NsPzHA1cBxSRWsKh5Avb8Tq4g88VZ7xY/+Dd9/G8afAWv+Co9mw7MXwKbl0KCfh1Kdpc2qJxFxAn8EzgDygTUistwYsyko2TVAqTFmnIhcBjwAfFdEpgCXAccAQ4D3RGSCMSbw8/tUY0xRJ95Px9SUwcr74fPHIXoAnPcwzFgcVi+bcp+uld2aU1PL+ax0ADnl8RyfXNG5JxeBEXOsR+V9VsN3ztPw8iKIHwTHLrQ+x+RRnXtdpfqZcEoUs4BcY8wOY4wXeBGY3yzNfOBZ+/ky4DQREXv7i8aYOmPMTiDXPl9k8PvhqyXWL9HVj8HMK+E/v4Tsq8Puitm4VrY2Zoc0bUAVqVH1fFCU2LUXis+Ak38OP10Pl70Ag6fDxw/B76fDc/Ph63+Ar4PtJEr1c+E0Zg8F9gS9zgdmt5TGGOMTkXIg1d7+WbNjh9rPDfCOiBjgL8aYx0NdXESuA64DGDFiRBjZDdO+tbDiFsj/3Oo9s3AZDMlq92nKA4FC2yhCcgjMSyvnH/tTKaxzke45HFBLvC6So3yd23HJ4YRJ51qP8nzrh8BXz8OyqyE2FaZdBlmXWw3hYfh6bznJcW6GJsV0YiaV6l3CKVGE+m/cfPhxS2laO/ZEY8wM4BzgP0Tk5FAXN8Y8bozJNsZkp6enh5HdNlSXwBs/g8fnQelOmP8n+P47HQoSYK2VDVr11Jp5qdY4ipXFVqmitkF4LG8QP9owjod2DOGQr4sG0iUOg3m3wk/WwcK/w8gTrOrFx06yHp/9Gaparvls8BsWPbmaK5/6nNp6/SGg+q9wAkU+EDy73TBgX0tpRMQFJAIlrR1rjAn8LQBepaurpPwNkPMU/GEmfPEszL4ebsyx6rEdHe/8VeazShSJWvXUogxPPZkJ1XxYnMSOKg+3bR7FyuJEZicdIqc8gVs2juarcqt7qzGGrQcqePrfO3lv08HOyYDDCeNPh+/+DX7+DZzzIDhc8M/b4HcT4YXLraopb3WTwzbsLae0up7cgkr+8L72qFL9VzhVT2uA8SIyGtiL1Th9RbM0y4ErgU+BBcD7xhgjIsuBpSLyf1iN2eOBz0UkDnAYYyrs52cCd3XKHYWy53NY8XPYvw5Gngjn/AYGTe2UU5fVu0hw+nBpR+NWnZpWxu93DuWXW0aRFOXjfybsYWpCNXnVHh7dOZj7c4czNaGKA/f8i6JKa0xKdJSDD285lYEDOjhoL5TYFJh9nfUo2Axrl8L6l2HrCnDHw8RzIXMBjDmVj7cVAnD65IE89uEOzpk6mKlDu7itRakI1GagsNscbgTeBpzAU8aYjSJyF5BjjFkOPAk8LyK5WCWJy+xjN4rIy8AmwAf8hzGmQUQGAq9a7d24gKXGmH92+t1VFlijedcugYTBcMmTMPWSTh3NW1bvIlHbJ9p0XFIlgz11DIvxct3IAwxwWe/ZqNg67p28i5f3pbGmLIGTJqdywrg0RqXGsfCvn/HIv7Zxz0XhtSe0W8ZkOPPXcPqdsOvf1viZTa/DhpchJpnJzGZx2vHcfPE8Tn+kjP9atp7XbzyRKKf+KlD9ixjTe2Y7zc7ONjk5YQy5aPDBmies6R7qa+D4G+DkW8DT8niI1qx+5Xct7rt9ywjcDsPtE/a0mEZZjGk7Rs++9ObG5//7+tf8bfVu3rvpFEanddPIa58Xtr9P/bpXqNv4BvFSC54B7Ms4mV9vH8ux31rAdadP6568KNVJROQLY0x2R4/vez+Ndq6Cv8y16p+HZcMNn8IZd3U4SLSlvN6lDdlham9B7sZvjcfjcvC7d7Z2TYZCcblh4tl8lHkvM+seY9O8J2DKBQwp+oQ/u3/Plau+RdXTF8PnT0BpXvflS6ke1HfmeirfC+/eDl//HRJHwHeXwKRvd+mkccbYEwJqoOgS6QkerjlpNH94P5frTynv1vaBVduKwBXNmBMvgKjvwHk+yrZ+xPIXH+fb+9YSt+tfVsK0CTDuDGt0+IjjIaoT21OUihC9P1D46uCzP8GHD4LfB6fcBif9FKK6vt97rd9Bnd9BkkvbKLrKtSeP4fnPdvHAP7fw/DXNh+90nVXbCpk9JpXoKLvrrtNF0pRv8c2MdO7O2cPq60aSvPdD2PaOVc352R/BFQ3DZ8Gok2H0yTB0hjWpoVK9XO8NFMZYPVXeuR1KtsPEb8NZ90DK6G7LQknjYDstUXSVAdFR/Me8cdyzYjOf5BZxwriuX4tiX1kN2wuruHzWkQM8rzx+FH/7bDdLt3v4j1NvsNq/vFVWlefOD62/H9wNHwBRcdb0IiOPh2GzYOhMa54qpXqZ3hko9q+Dt/8b8lZB2kRrVPX4M7o9GzvstRZGxuoU450m5+kjNi3ywOPRqTz15keccGKYiyCFkn11WMk+3mYNwjtp/JFBafzABOaOT+P5T3dx3cljrB5Q7jiYeLb1AKgqhl0fW0EjbxW8f7e1XRww8BgYPtsKHEOyIHWcrtynIl7vChQN9fDaDVbf99gU+PbvYMZV4OyZ2/imKoYYR4OuRdHFop1w0YhantoWS3GdkOrp2p56H20rJD3Bw8SBoTtAXHXCKK55Noe3Nx7gvGlDjkwQlwpT5lsPgJpSyM+xxvPsWQ3rXrRmuwWr1DEo05qbavB063naBG3rUBGldwWKgk2wYR+c+GOYezNE9+zgp28qYxgbV4tDF1nrcheNqOXxb+J4Y080V46r6bLr+P2Gf+cWcerEDKSFjhCnTsxgZGosz/w7L3SgaC4m2SrxBkq9/gYo3GKVjAOPr/4Gn//F2i8OSB5tjfNIn2T9TZsAKWO06kr1iN4VKKIT4cY1ETFtdG2DsLvGw4WDins6K/3C5KQGJiXW849dXRsoNu47RGl1PXMntNwW4nAIi48fxa/f2MSG/HIyh7XzB4vDaVVBDTwGsuxJDvwNULIDDqy3VvIr3Gz93foWmKDOEvGDIHWsFTRSx0LSSGs98cTh1gy6ujSs6gK9K1Akj4qIIAGwvToGP8KE+K770lJNXTyilns3JLC9wsnYhK7pafaRPW3HiW00ml+aPYzfvbOVZz7J43ffmX70F3Y4IW289Qjmq7NW7iveBsXbrWBSsgO+eRuqCpqmdXqsiRCThlsBJT7DWoArfmDQ8wyrhKMBRbVD7woUEeSbSqsOeXycBoruMn9EHfdviOfVXdH8fGpVp5/f7zf848t8pg9LJCOh9TaCAdFRLJg5jBc/38PNZ05gSFdNQ+7yWPOShZqbrK4CynZD2R4o3wNlu+zn+VD8CVQehIYQ7WdON8RlHA4ecakQnQQxSfbfZOtvdGLQtiTt6tuPaaDooG1VMQzx1BHv8vd0VvqNgTF+Thzo5dXd0dx0TFX724ZC9KgK9sE+N9sLk/j9rPI20wJcm+TgFVL5xdNv8cxJ5T37I93hgpSx1iPAGPDVWAGl9pD1t67Z3wProK7SmurGX9/6NZxua3ySK9oqvbg81kh2pzvotcd6PWae1RssKvbwMa5oq5HeFWOlC2yPirHyH84bGMbnEpHC7HHX2XwNfl79au9Rn0cDRQcYY/V4mpFY2dNZ6XNW7yxpdf/0GB+rDg7h2Q01TEloX2lu9uiUVvc//k0sQ2IaOHdYeL3Yhsf5uTWzkjvXJvDKrmi+M6q2XfnpciL2F3WsVXJoS4MP6qut4FJfDd6aoNf28/pqaz4sX51VWqkpt/4GXvu8gIEtb7Qzrw4rgLQUSFwe6/mh/VYvR0eUVcJxuu2/UeAIet643f7raLatn3RJfvWrvdyybP1Rn0cDRQccrIuiwudiglY7dbvjkirwOPysKklsd6BozboSF6uL3PzPtAqi2jED2uKxNazI9/DrdfHMzfAyOLYXlzCdLnAOAAZ0/BzGWCWTYy4Gb6UdXGqtYOOrtZ/XWoHHVxu0rcYKNoHt9fZrX421v7rE2l5ZYHWT99cf/tsR4mgWQIKDjB10AsEpKvrw88aH58jnTndEtf34/YbHP9rRKefSQNEB31RZ9dET4iPsF2Q/EO00zEqq4LPSBK4efhC3I/wxFa2VVh7eMYQYRwNjHftZvbN9X/YPZjs5690UfvllAk+d2MNVUD1NxPrCjE8HOmFFyuaaVz0FAlND4Ln3wPEAABJLSURBVOG1X3ubbmuyL8T2xuDjtQJTwyE7UNnBzITzb0KaBRe7dOSOtbpDxyQHPVLsv0nWmDBP4lEtoBbKym8K2FZQyUXHDuXhozyXBooO0IF2Pevk1HJWlSTy5sEULhp89N2TC+qi+Kw0gfMGlhDrbH+JYGR8A7dOreRX6xL4+65oFkRaFVQv4vcb/rnxAH/5aAfnTh3ED08Z2/oBgcDkdHddpoyx5pELBI3gABJ4Xh9qX61VqqoqgKJcqGttVgGxgkZjAEm2AkggqMSnQ1y63QnB/uuOa7UE89iHOxiSGM0Dl0zTQNETtlXGME4H2vWYzIRqjk8+xEv70hgeU0d20tG1Fb1VkIwDOCejtMPnuHJcDW/t9XDXunhOHVzX5aPH+xpjDO9sOshD737DlgMVeFwOtuw/xAVZQxic2PUTfLZK5HCVVEeXK8i+2moDqi2HmhJrtH5NqVWlFngevL2qEIq+gZqylgOMK+Zw0IjPgLi0xuc7a2Jx7DrATScfi9tb1vF7D1zqqM/Qz9Q2CLtqPFykA+16jAjcMGo/B+ui+MPOwfx60m5GxHSsdFfpc/CvoiROSDlEqrvjkzs6BO6ZUcE576bwmw3xPJBd0eFz9Qnt6J3UYODGzwbw1t5oRsf7eHhWFcem+Dj97RR+/+Kb3D+zD7yXrb0fUTHWY0ALo/z9PqtnmrfC7rFW0ez1ITi0z35dCRhGAy+6gc/sx1HSQNFOudUxGB1o1+PcDsMtY/fyyy0j+U3uMO6ZlNfuJWm9fuGPeUOo8zs4b2Drva3CMX5AA1ePq+GJbbFcPqaGrBSdVbgtxsD/fhXPW3ujuWVqJT+cUN24/vzCsTU8lxvDD8ZXM25AP57K3+Gyq6WS2k5r/OwqqeW6lQ6uHl7AZUMLrWDCc0eXhaM6uh/aVmkVg3WgXc9Lcfv4+di9lNU7eXD7MArqwh8Q5vULD24fypfl8Vwz4gCjOmkG4J9MqSIj+v+3d+bRcVRXHv5ub5Ja3Wptlm1ZAsnEKwSwMcYDdpiBDItZPCYEDJmBMCQZT1jCkJwJOWRCEuYwmITMsCSEJcSE1YEhxCcZAiQBQ1gMtsEY4wXJsmxttvatu9XdVW/+qBKW5e62sFqqVnjfOX269Lqq+qdbr9+td997twy+924Q468w+rS330Umn578s+1+HtvlZ+Wsfq6ZfcBJAFw3px+/R/HjreP0GNwMs73bTWS87xXExQP1ZdRJJWccX2Wltp/+t6M+rXYUn5CdeqFdVvGZ/CjXVjezO5zDv22tZvXeMnri6efIRw3h9poKtvTks/LoZs6aNPoY7iABr+Lm4/t4v9PLmrq/rgyw92zzs+T5Uq74S4jm8Oibjmd25/KjrQGWHxXl35OstC/JUXx1Zpg/NOayqX3iBD+Ugp9u93POSyVc/moRvfEjG8w0FPTEhZaIi/3Rkdm7JeLi6d15XHR0lLLczLVRE8f6WUBDxMfWXj+nFvU4LUUzhEVFvczIj/BMcyl/2F/EK20hFhX1kuc28blMfC6FqYSYab129udRF87lmqpmlpSM/loOn3Y7WcHcgJfbNudTZrQQHMVNxeEWCY4X9233c+fWAIsmxdjQ5uOsl4q5dV4vyyoHPvF04KgBj9bmsWpLgMVlMVYt6Ek5MeQrMyM8Wutn1ZYAT53eNS5Tj5WCuj43G9q9bO/ysLRigAWlI1uvYdihtMd2+TmtLMb6Vi9XvFbIr5Z0EfSOrCu2L+LiH18r5KOeg5vn2+b3cPn09DPq7t3mRym4ZnZmU9xoRzFCuuJubq+pINdlclEGpmRqMkuJL8G/HN3CeWUdrGmaxKbugO0YXBhYrYtXLKfhd5t8Y3oTf1M0NoOkInDVUS18+8Nq7q0r59rqplE5C6d5aGceqz4IcGFllP9e2MPefjfffCfIDW+H+L+GAa6b089niw6OsSRbs5JQ8HJbIc82l9AR93JiQR9Xlzfxbn1621xQZvDLvVO4a1OcG04au3xT62o6eayxjPWdQXoSVtPoQvHLmjwumtrOF6a24U7jqAZM4e5d5Wzo9rNsSjsryltZFAjwP7umcaXtLAKHcRbhBHzljRCN/S6un9NPgdck36P4XUMut7wbZFYowUklyeNZe/tdPFWXx4rqCJX5ma1vojIZcBxjFixYoDZs2DDu3/vamp/wg51HsSecwy2z9vCZfD1PfiJhKBAY9+nML7YWsnrvZAo8Cb5e1czxBeFPfI6FVcU0hF1s7vBSnGMyJ5SgaJym3ioFD9fkcevmIOdVRLlrYc/HYwiGggd2+Llnm5+w4eLkkhhXzYhwVvkAHtcBRxEzhe19ebzXHeDtrgCtMR8z88OsmNbGscGR2SNhwi07jmZvNIdnz+ji2MLMB/4/6PTw1b8EaBnwclpxD3MDYWYFIhT7EqzeO5l17SFm5oe5rrqZspyDexdKwabuAE80TqIx6uOqyn2cXXYgnLm+M8BdddM4sTjO6sXdKXsWpoKVb4b4Y5OPB0/t5szy2MefdceEC/5UTNSA353ZSVneAUcwaOuf7Z7CGx0F3H3cLoqHzeBbdMm3NiqlFhypfbSjOAymqbjsjqd4uyvIjdMbWVik8ztpRk5dOId76sppjOZwXlkHS0q6CXkMCrwJXMCeSA47+/PY2ZdHW8xLwGMQcBsEPQZtMS87+vJojx98F13kjVORG8MjCgUorMHGXLdJrssk123iwmrMDQRTQa5LEfQYBD0JCr0GxwX7yXWn/u2HDRcP1U/m9c4QJxf2csP0RjxJHG3YcPFyW4jn9xfRGvMhKPLdJvkegzyXSVPUR0y58IjJnECEc8s6mB/q/8QhpM64m5u3VZHjcfHcmZ0Zi78rBY/U5nHb+wHy3Qmur25Kmhrm9Y4gD9ZPwUT4bLCfOcEwc4NhwoabNY2l7Oz3MyUnxpcr9zEvdGjYp8M7levWFzA7lGD14i5Kcw+1/X+9n8/9O/P5jxN6uXrGoRq2dbm56OViji2M88TpXfhsp72+roOmqI8bt1aztKyTKyr3H3KsdhRjSDiW4JbfbuXpjQ38U8U+zp985AuyNJ9eBkzh8YYyXmgtOqjcIyYJZf3aCz0JpuTG6E+46DPc9CbcBD0GswMRZgfCzMyP0Ge4qQ/nUh/JoTnqw8TqKQlgAlHTxYDhImJaM5NcAm5RyOBn5oEB0VyXwanFvfxdSRcz8qMHNdzb+/K4t66c9piHi8vbWD6l/bC9MVPBxu4Atf25hA03fYaLcMLN5JwYJ4T6mRsIp3VMI6EunMMPdlYxO5TgydM7yU0yZ6Gh38WLTTlEDaEi32Ca36DCb1LgNcl1W2HBmAnvtHp5pSWHP7f4qO31cMaUAS6bvIcCT+ppuPsHvDzXUsyHvfk0DxxYCV7sjXPx1DZOL+1O6kzBGmt6udnHv74VYmqewaNLuqiww0O9cWF1TR53bg3wpelh/nNeX0pHunZvDtevD3FpVYTvntBH0KtYX9fBXbvK2dgd4J7japNOE9eOYozYWN/BN3+9mfqOMMsnt3FJedunO4ePZtTsifhoifroTnjoirsZMF1U+QeYmR9hki8+5vUrZgq9CTfNAz5ebS/grc4CBkwXJd44+R6DXJeJ16X4sNdPmS/OtdVNWZfPrNM3lZVvhji7PMpZ02L4XAqfS1Hf5+b3Dbls7kw/hpHnVpjKct4+l+KU0jgXVEb5YlWUt3ePfC1NR8zDtr48BkwXi4t7RpxzbHtfHnfUVOBzmXy5cj/vdufzpn0dTgr1cuMxyXtuQ3m8YRJr95XgE5OFRb0cGwxzf/1Ulk9pY8W0tqTHjIujEJFzgLsAN/CQUur2YZ/nYK3oOAloBy5VSu22P/sOcDVgANcrpV4YyTmTMR6Ooica575Xarl/XS3lhXn8+IsnIBtXj+l3ajROEDFcvNEZ5MNeP1HD6nFETRdV/iiXT2s9orxX48FzLcU82Vh2SPl0f4RFRb2cUtRLoSdBa8xLW8xLa8xLxP7/BkxBKWFuMHzY8NtYsSeSw20fVdAZ95LjMjmtuIczS7s4xh8d0c2CUlATzmVdW4jXOwsIG278boN7jqtNOW1/zB2FiLiBncDfAw3AO8BlSqkPh+zzdeB4pdRKEVkBLFdKXSoic4EngYVAOfBHYKZ9WNpzJiOTjsIwFX0DCXqjcVp7B3ijtp11O1rZuKcTw1SsOLmS754/l0COh/VP35mR79RoNJmhO+4mYrpImEJcCUGPQekoUrCMN20xD9v7/JwU6iNvFA45ZgobuwOEPIm0afdH6yhGMj12IVCjlNoFICJPAcuAoY36MuD79vYzwL0iInb5U0qpAaBORGrs8zGCc44Z8299iY7+2CHlx00rYOXp0/n8nMnMO6ooyZEajSYbCHkNQkzctB6lvgSLi0e/hsfnUmM2zXsoI3EU04C9Q/5uAE5JtY9SKiEi3UCJXf7WsGOn2duHOycAIvI14Gv2nwMi8sEINB8R9cDvM3OqUiB5sDB7mAgaQevMNFpnZpkoOmeN5uCROIpkUbPh8apU+6QqT7YePWkMTCn1APAAgIhsGE33abyYCDongkbQOjON1plZJpLO0Rw/kgQiDUDlkL8rgKZU+4iIBwgBHWmOHck5NRqNRpMFjMRRvAPMEJFqEfEBK4C1w/ZZC1xpb18M/FlZo+RrgRUikiMi1cAM4O0RnlOj0Wg0WcBhQ0/2mMO1wAtYU1kfVkptFZEfAhuUUmuBXwCP2oPVHVgNP/Z+v8YapE4A1yilDIBk5xyB3gc+8X/oDBNB50TQCFpnptE6M8unQueEWnCn0Wg0mvFHP49Co9FoNGnRjkKj0Wg0aZkQjkJEzhGRHSJSIyI3Oa1nEBGpFJGXRWSbiGwVkW/Y5d8XkUYRec9+Lc0CrbtFZIutZ4NdViwiL4nIR/a7o6sMRWTWEJu9JyI9InJDNthTRB4Wkf1D1/Gksp9Y3G3X1/dFZL7DOn8kItttLb8RkUK7vEpEIkPs+nMHNaa8xiLyHduWO0Tk7PHQmEbnmiEad4vIe3a5I7a0vztVO5S5+qmUyuoX1mB3LTAd8AGbgblO67K1TQXm29tBrLQkc7FWqX/LaX3DtO4GSoeV3QHcZG/fBKxyWuew694CHJ0N9gQ+B8wHPjic/YClwPNY64gWAesd1nkW4LG3Vw3RWTV0P4c1Jr3G9u9pM5ADVNttgdspncM+vxP4npO2tL87VTuUsfo5EXoUH6cQUUrFgMF0H46jlGpWSm2yt3uBbRxYeT4RWAY8Ym8/AvyDg1qGcyZQq5Sqd1oIgFLqVawZfUNJZb9lwK+UxVtAoYhMdUqnUupFpdRgIqS3sNYtOUYKW6bi4zRASqk6YGgaoDElnU4REeASrFx2jpKmHcpY/ZwIjiJZCpGsa4xFpAqYB6y3i661u3UPOx3SsVHAiyKyUay0KACTlVLNYFU24NCUnM6xgoN/hNlmT0htv2yus/+MdTc5SLWIvCsi60RkiVOibJJd42y15RJgn1LqoyFljttyWDuUsfo5ERzFSFKIOIqIBID/BW5QSvUA9wHHACcCzVhdVKc5TSk1HzgXuEZEPue0oFSItQjzQuBpuygb7ZmOrKyzInIz1nqmx+2iZuAopdQ84EbgCREpcEheqmuclbYELuPgGxnHbZmkHUq5a5KytDadCI4iq9N9iIgX6+I8rpR6FkAptU8pZSilTOBBxqmrnA6lVJP9vh/4DZamfYNdTvv90GcoOsO5wCal1D7ITnvapLJf1tVZEbkSOB/4krID1XY4p93e3ogV/5+Z+ixjR5prnI229AAXAWsGy5y2ZbJ2iAzWz4ngKLI23Ycdp/wFsE0p9ZMh5UPjfcuBMct4OxJEJF9EgoPbWIObH3Bw6pUrgd86o/AQDrpbyzZ7DiGV/dYCV9izSxYB3YMhACcQ6yFh3wYuVEqFh5RPEut5M4jIdKwUO7sc0pjqGqdKA+Qknwe2K6UaBguctGWqdohM1k8nRumPYFR/KdZIfi1ws9N6huhajNVlex94z34tBR4Fttjla4GpDuucjjVzZDOwddCGWKng/wR8ZL8XZ4FN/VhPSQwNKXPcnliOqxmIY92RXZ3Kflhd+5/a9XULsMBhnTVYMenBOvpze98v2PVhM7AJuMBBjSmvMXCzbcsdwLlO2tIuXw2sHLavI7a0vztVO5Sx+qlTeGg0Go0mLRMh9KTRaDQaB9GOQqPRaDRp0Y5Co9FoNGnRjkKj0Wg0adGOQqPRaDRp0Y5Co9FoNGnRjkKj0Wg0afl/NAgD70Qeyg8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hourly Rate with Highest Probability: 60\n"
]
}
],
"source": [
"n = len(df)\n",
"df_hr = np.array(df.hourly_rate)\n",
"d = Counter(df_hr)\n",
"for k in d:\n",
" d[k] = d[k] / n\n",
"\n",
"sns.distplot(df_hr, bins = 20, label=\"Hourly Rate Distribution\")\n",
"sns.distplot(list(d.keys()), bins=20, label=\"Hourly Rate Probability Distribution\")\n",
"plt.xlim(0,200)\n",
"plt.legend()\n",
"plt.title(\"Hourly Rate (All Categories)\")\n",
"plt.show()\n",
"\n",
"print(\"Hourly Rate with Highest Probability: \", d.most_common(1)[0][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>\n",
" <li>Hourly rate appears to have a sweet spot of 30-60 across all categories</li>\n",
" <li>There may be a medium relationship of experience to hourly rate.</li>\n",
" <li>There is a weak relationship on results ranking vs hourly rate, \n",
" but as the hourly rate increases, the relationship appears to weaken.</li>\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.2'><h3>Statistical Analysis by Category</h3></a>\n",
"<h4>Moving</h4>\n",
"<p>Moving appears to have a second price tier that does not appear to correlate to experience. I researched the Moving results on the site and found that some Workers were bidding with the support of additional labor.</p>\n",
"<h5>Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean of Hourly Rate: 63.01\n",
"\n",
"Median of Hourly Rate: 49.0\n",
"\n",
"Variance of Hourly Rate: 897.58\n",
"\n",
"Standard Deviation of Hourly Rate: 29.96\n",
"\n",
"Correlation (Pearson) of Hourly Rate and Completed Jobs: 0.53\n",
"\n",
" worker_id position hourly_rate experience_count\n",
"count 5.710000e+02 571.00 571.00 571.00\n",
"mean 2.013106e+09 4.15 63.01 273.88\n",
"std 2.482131e+06 3.57 29.96 316.91\n",
"min 2.008659e+09 1.00 18.00 0.00\n",
"25% 2.011073e+09 1.00 43.00 36.00\n",
"50% 2.012311e+09 3.00 49.00 147.00\n",
"75% 2.015310e+09 6.00 80.00 334.50\n",
"max 2.017026e+09 15.00 190.00 1178.00\n",
"\n",
"Spearman Correlation: hourly_rate 1.000000\n",
"experience_count 0.518163\n",
"position 0.275889\n",
"worker_id -0.076404\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Pearson Correlation: hourly_rate 1.000000\n",
"experience_count 0.532160\n",
"position 0.321277\n",
"worker_id -0.099221\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Kendall Correlation: hourly_rate 1.000000\n",
"experience_count 0.532160\n",
"position 0.321277\n",
"worker_id -0.099221\n",
"Name: hourly_rate, dtype: float64\n",
"\n"
]
}
],
"source": [
"cat = \"Moving\"\n",
"mh = hired_df[hired_df.category == cat]\n",
"mh_clean = mh.drop(['created_at', 'hired', 'recommendation_id'], axis=1)\n",
"mh_clean.set_index('worker_id')\n",
"\n",
"print(\"Mean of Hourly Rate: \", round(mh_clean.hourly_rate.mean(),2))\n",
"print()\n",
"print(\"Median of Hourly Rate: \", round(mh_clean.hourly_rate.median(),2))\n",
"print()\n",
"print(\"Variance of Hourly Rate: \", round(mh_clean.hourly_rate.var(),2))\n",
"print()\n",
"print(\"Standard Deviation of Hourly Rate: \"\\\n",
" , round(mh_clean.hourly_rate.std(),2))\n",
"print()\n",
"print(\"Correlation (Pearson) of Hourly Rate and Completed Jobs: \"\\\n",
" , round(mh_clean['hourly_rate']\\\n",
" .corr(mh_clean['experience_count'], method='pearson'),2))\n",
"print()\n",
"#print(mh.info())\n",
"print(mh_clean.describe().round(2))\n",
"print()\n",
"corr_matrix_spearman = mh_clean.corr(method='spearman')\n",
"print(\"Spearman Correlation: \", corr_matrix_spearman['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_pearson = mh_clean.corr()\n",
"print(\"Pearson Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_kendall = mh_clean.corr(method='kendall')\n",
"print(\"Kendall Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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.distplot(mh['hourly_rate'])\n",
"plt.xlabel(\"Hourly Rate - %s\" % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Number of Completed Jobs against Hourly Rate</h5>\n",
"<h6>Linear Regression</h6>"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.05\n",
"LR Intercept: 49.23\n",
"LR R Value: 0.53\n",
"LR R-squared: 0.2832\n"
]
}
],
"source": [
"sns.jointplot(y=mh['hourly_rate'], x=mh['experience_count']\\\n",
" , kind='reg', marginal_kws=dict(bins=30, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Completed Jobs (%s)' % cat)\n",
"plt.xlim(0, 1200)\n",
"plt.ylim(0, 200)\n",
"plt.show()\n",
"\n",
"y = np.array(mh['hourly_rate'])\n",
"x = np.array(mh['experience_count'])\n",
"slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept,2))\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Plotting the Tasks Completed Percentile of Taskers against the binned Cumulative Distribution Function of Hourly Rates</h5>"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 100, 10)\n",
"indices = np.digitize(mh.hourly_rate, bins)\n",
"groups = mh.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i\\\n",
" , group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel='Hourly Rate (%s)' % cat,\n",
" xlabel=\"Completed Jobs\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Recommedation Position against Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(y=mh['hourly_rate'], x=mh['position'], kind='reg'\\\n",
" , ylim=(0,200), xlim=(0,15)\\\n",
" , marginal_kws=dict(bins=30, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Position in Recommendation')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.3'><h5>Moving - Final Analysis</h5></a>\n",
"<p>\n",
" After exstensive review of the data provided we can make some conclusions. \n",
" Knowing that this data collection does not contain all of the relevant \n",
" features, we are looking for a best fit hourly rate derived from the \n",
" experience level of the worker (number of completed jobs). For our final \n",
" analysis, we removed the higher hourly rates to eliminate possible outliers\n",
" from Worker bids involving more workers.\n",
"</p>\n",
" "
]
},
{
"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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hourly Rate with Highest Probability: 45\n"
]
}
],
"source": [
"n = len(mh)\n",
"df_hr = np.array(mh.hourly_rate[mh.hourly_rate < 70])\n",
"d = Counter(df_hr)\n",
"for k in d:\n",
" d[k] = d[k] / n\n",
"\n",
"sns.distplot(df_hr, bins = 20, label=\"Hourly Rate Distribution\")\n",
"sns.distplot(list(d.keys()), bins=20\\\n",
" , label=\"Hourly Rate Probability Distribution\")\n",
"plt.xlim(0,100)\n",
"plt.legend()\n",
"plt.title('%s' % cat)\n",
"plt.show()\n",
"\n",
"print(\"Hourly Rate with Highest Probability: \", d.most_common(1)[0][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculate polynomial\n",
"poly = 3\n",
"y = np.array(mh.hourly_rate[mh.hourly_rate < 60])\n",
"x = np.array(mh.experience_count[mh.hourly_rate < 60])\n",
"\n",
"z = np.polyfit(x, y, poly)\n",
"f = np.poly1d(z)\n",
"\n",
"# calculate new x's and y's\n",
"x_new = np.linspace(min(x), max(x))\n",
"y_new = f(x_new)\n",
"\n",
"plt.figure(figsize=(6, 6))\n",
"plt.plot(x,y,'o', x_new, y_new)\n",
"plt.xlim(0, 800)\n",
"plt.title('Polynomial (%i degree) Fit (%s)' % (poly, cat))\n",
"plt.ylabel('Hourly Rate')\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h6>Recommendations for Mounting Tasks</h6>"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Moving HR\n",
"Completed Jobs \n",
"0 35.59\n",
"10 36.38\n",
"50 39.17\n",
"100 41.86\n",
"200 44.97\n",
"300 45.84\n",
"400 45.37\n",
"500 44.45\n",
"600 44.00\n",
"700 44.91\n",
"800 48.10\n"
]
}
],
"source": [
"xguess = [0, 10, 50, 100, 200, 300, 400, 500, 600, 700, 800]\n",
"\n",
"mh_rec = pd.DataFrame([(g, f(g)) for g in xguess]\\\n",
" , columns=('Completed Jobs', 'Moving HR'))\n",
"mh_rec.set_index('Completed Jobs', inplace=True)\n",
"\n",
"print(mh_rec.round(2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Handywork Hourly Rates</h4>\n",
"<p>Handywork hourly rates are banded fairly tightly from 25-50 dollars per hour</p>\n",
"<h5>Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean of Hourly Rate: 38.7\n",
"\n",
"Median of Hourly Rate: 38.0\n",
"\n",
"Variance of Hourly Rate: 182.65\n",
"\n",
"Standard Deviation of Hourly Rate: 13.51\n",
"\n",
"Correlation (Spearman) of Hourly Rate and Completed Jobs): 0.72\n",
"\n",
" worker_id position hourly_rate experience_count\n",
"count 5.720000e+02 572.00 572.00 572.00\n",
"mean 2.012688e+09 3.61 38.70 249.02\n",
"std 2.260023e+06 3.32 13.51 266.54\n",
"min 2.008731e+09 1.00 22.00 0.00\n",
"25% 2.011060e+09 1.00 30.00 48.50\n",
"50% 2.011657e+09 2.00 38.00 131.50\n",
"75% 2.015178e+09 5.00 44.00 420.50\n",
"max 2.017026e+09 15.00 180.00 988.00\n",
"\n",
"Spearman Correlation: hourly_rate 1.000000\n",
"experience_count 0.721050\n",
"position 0.271522\n",
"worker_id -0.406412\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Pearson Correlation: hourly_rate 1.000000\n",
"experience_count 0.484840\n",
"position 0.205347\n",
"worker_id -0.345507\n",
"Name: hourly_rate, dtype: float64\n",
"\n",
"Kendall Correlation: hourly_rate 1.000000\n",
"experience_count 0.484840\n",
"position 0.205347\n",
"worker_id -0.345507\n",
"Name: hourly_rate, dtype: float64\n",
"\n"
]
}
],
"source": [
"cat = \"Handywork\"\n",
"fa = hired_df[hired_df.category == cat]\n",
"fa_clean = fa.drop(['created_at', 'hired', 'recommendation_id'], axis=1)\n",
"fa_clean.set_index('worker_id')\n",
"\n",
"print(\"Mean of Hourly Rate: \", round(fa_clean.hourly_rate.mean(),2))\n",
"print()\n",
"print(\"Median of Hourly Rate: \", round(fa_clean.hourly_rate.median(),2))\n",
"print()\n",
"print(\"Variance of Hourly Rate: \", round(fa_clean.hourly_rate.var(),2))\n",
"print()\n",
"print(\"Standard Deviation of Hourly Rate: \"\\\n",
" , round(fa_clean.hourly_rate.std(),2))\n",
"print()\n",
"print(\"Correlation (Spearman) of Hourly Rate and Completed Jobs): \"\\\n",
" , round(fa_clean['hourly_rate'].corr(fa_clean['experience_count'], method='spearman'),2))\n",
"print()\n",
"print(fa_clean.describe().round(2))\n",
"print()\n",
"corr_matrix_spearman = fa_clean.corr(method='spearman')\n",
"print(\"Spearman Correlation: \", corr_matrix_spearman['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_pearson = fa_clean.corr()\n",
"print(\"Pearson Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()\n",
"corr_matrix_kendall = fa_clean.corr(method='kendall')\n",
"print(\"Kendall Correlation: \", corr_matrix_pearson['hourly_rate']\\\n",
" .sort_values(ascending=False))\n",
"print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEKCAYAAAD+XoUoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAIABJREFUeJzt3XmQXOV57/Hv093TPatmND0j0DaSQMIxm1lkFtvgm2A72I4tL2CDN67DNXYSbryUU8E3CeVQcSrEdUPFwXGMAzEmELDB2Lo2Dl4wYIyRJSGxG5CElpGENLtmX5/7xzktWq2emZ61u6d/n6qp6T79dvczZ6TfvP2e877H3B0RESkNkXwXICIi80ehLyJSQhT6IiIlRKEvIlJCFPoiIiVEoS8iUkIU+iIiJUShLyJSQhT6IiIlJJbvAjI1NDT46tWr812GiEhR2bp1a6u7N07WruBCf/Xq1WzZsiXfZYiIFBUz25NLOw3viIiUEIW+iEgJUeiLiJQQhb6ISAlR6IuIlBCFvohICVHoi4iUEIW+iEgJUeiLiJSQgpuRK4G7Nu3Nuv0j5zfNcyUispCopy8iUkIU+iIiJUShLyJSQhT6IiIlRKEvIlJCFPoiIiVEoS8iUkJyCn0zu9TMXjSzHWZ2XZbHE2Z2T/j4JjNbHW5fbWb9ZrY9/Pq32S1fRESmYtLJWWYWBb4OvB1oBjab2UZ3fz6t2dVAh7uvNbMrgBuBD4eP7XT3s2a5bhERmYZcZuSeB+xw910AZnY3sAFID/0NwJfD2/cCN5uZzWKdC9Z4M29FROZCLsM7y4F9afebw21Z27j7CNAFJMPH1pjZNjN7xMwummG9IiIyA7n09LP12D3HNgeBJndvM7NzgR+Y2WnufuSYJ5tdA1wD0NSktWVEROZKLj39ZmBl2v0VwIHx2phZDKgF2t190N3bANx9K7ATOCXzDdz9Fndf7+7rGxsbp/5TiIhITnIJ/c3AOjNbY2Zx4ApgY0abjcBV4e3LgIfc3c2sMTwQjJmdBKwDds1O6SIiMlWTDu+4+4iZXQs8CESB29z9OTO7Adji7huBW4E7zGwH0E7whwHgYuAGMxsBRoHPuHv7XPwgIiIyuZzW03f3B4AHMrZdn3Z7ALg8y/PuA+6bYY0iIjJLNCNXRKSEKPRFREqIQl9EpIQo9EVESohCX0SkhCj0RURKiEJfRKSEKPRFREqIQl9EpIQo9EVESohCX0SkhCj0RURKiEJfRKSEKPRFREqIQl9EpIQo9EVESohCX0SkhCj0RURKiEJfRKSEKPRFREqIQl9EpIQo9EVESohCX0SkhCj0RURKiEJfRKSExPJdQDG4a9PerNs/cn7TPFciIjIz6umLiJQQhX4BevXIAN0Dw/kuQ0QWIA3vFJinmzv57pZ9VMRjfPz8JpqSVfkuSUQWEPX0C8jmV9q5Z/M+ViyuJBGL8O+PvcJTzZ35LktEFpCcQt/MLjWzF81sh5ldl+XxhJndEz6+ycxWZzzeZGY9ZvbF2Sl74Xn+wBHu376fdSdU88dvXsOfvPVkltdVcO+WZvqHRvNdnogsEJOGvplFga8D7wROBa40s1Mzml0NdLj7WuAm4MaMx28CfjLzchem/qFRfrh9P0try/nYBauIxyJUJWJc8voTGHVnX0dfvksUkQUil57+ecAOd9/l7kPA3cCGjDYbgNvD2/cCl5iZAZjZ+4BdwHOzU/LC88CzB+kdGuED56wgFnntV7KyvoKIwe623jxWJyILSS6hvxzYl3a/OdyWtY27jwBdQNLMqoC/BP525qUuTDsO97B1TwcXrWtkeV3FMY8lYlGW1lawp009fRGZHbmEvmXZ5jm2+VvgJnfvmfANzK4xsy1mtqWlpSWHkhaGkdEx/t9TB0hWxfmD31uStc2qZCXNHX2MjmXuchGRqcsl9JuBlWn3VwAHxmtjZjGgFmgHzgf+0cx2A58D/o+ZXZv5Bu5+i7uvd/f1jY2NU/4hitV9TzbT0jPIpaefSFk0+69iVbKK4VHnQGf/PFcnIgtRLufpbwbWmdkaYD9wBfCRjDYbgauA3wCXAQ+5uwMXpRqY2ZeBHne/eRbqLnoDw6Pc9LOXWbm4glOXLhq33apkJQB72npZWV85X+WJyAI1aU8/HKO/FngQeAH4rrs/Z2Y3mNl7w2a3Eozh7wC+ABx3Wqcc6zu/2c2rRwb4w9NPJDzmndWi8jLqq+Lsade4vojMXE4zct39AeCBjG3Xp90eAC6f5DW+PI36FqTewRH+9eGdvPWURk5qqJ60/ar6Sl463EPw4UlEZPo0IzcPfrj9AJ19w/z5JWtzar8qWUXv4AjtvUNzXJmILHQK/Xnm7vznE3t4/dJFnNO0OKfnHB3X1xCPiMyQQn+ebdvXyfMHj/CxC5omHMtP11CdwEA9fRGZMYX+PPvPJ/ZQnYix4azM+W3ji0aMRRVldPZpuWURmRmF/jzq6B3iR08f5H1nL6M6MbVVrWsryujsV09fRGZGoT+Pvr9tP0MjY3zsglVTfm5tRRld6umLyAwp9OfRj54+wGnLFvF7J44/GWs8dZVldPUPM6blGERkBhT682R/Zz/b9nbyrjOWTuv5dRVljIw5bTqYKyIzoNCfJz955iAA755u6FfGAbQGj4jMiK6ROwN3bdqbdftHzm86btuPnj7IacsWsbphete8ra0oA+BgVz9vWFk3rdcQEVFPfx40d/SxfV8n7z5zer18CIZ3APZ3DsxWWSJSghT68+Anz7wKTH9oB6AiHqUsahreEZEZUejPgx89c5DTly9iVXJ6QzsAZkZdRVyhLyIzotCfY7taenhqXyfvOXPZjF+rrrJMoS8iM6LQn2M/2LYfM6a07MJ4aivKNKYvIjOi0J9D7s792/fz5pMbOLG2fMavV1tZRmvPIAPDo7NQnYiUIoX+HNqyp4N97f28/+yZ9/IB6iqCc/Vf7VJvX0SmR6E/A519Q7x8uHvcx7//5H4qyqJcevqJs/J+dZXBaZsHujSuLyLTo8lZ09DaM8hDvzvM082djDl84OzlrF9df0ybgeFRfvz0AS49/USqprii5nhS5+of0Li+iEyTQn8abn98N90DI1x4UpJDRwb54fYDNFQnjplt+61Hd3FkYIQPnDM7QzsAi46Gvnr6IjI9Gt6Zoo6+Idp6h3jHaSfw7jOXceV5TdRVlnHnpj0cOhL0wB/f0cpNP3+JDWct4y1rG2btvcuiERqqda6+iEyfevpTtLu1F4DV4USriniUj1+4im8+sot/eehl1q+qZ1drDyc1VvP37z8j50si5mpZXQX7FfoiMk3q6U/R7rY+ErHIMadgLqkp5/NvP4U3rq5ny552egdH+cZHz5m1sfx0Jy4q19k7IjJt6ulP0e7WXlYnq4hk9OBT171989oGRkadzbs72Ly745g22VbfnKqGmgRb93RM3lBEJAuF/hT0DI7Q0jPIOU3jL23cUJ2Y0xoaquK09w0xOuZEI7M7dCQiC5+Gd6bg6Hj+NNfEnw3J6gTuwQFlEZGpUuhPwZ62XmIRY/niirzVUF8VzMpt61Hoi8jUKfSn4JW2XlbWVxKL5G+3JavD0O8dzFsNIlK8FPo5Ghge5WDnAGvyOLQDrx0zUE9fRKZDoZ+jA539ONBUX5nXOpJHh3fU0xeRqcsp9M3sUjN70cx2mNl1WR5PmNk94eObzGx1uP08M9sefj1lZu+f3fLnT+rAaSp086WuMk7EoK1XPX0RmbpJQ9/MosDXgXcCpwJXmtmpGc2uBjrcfS1wE3BjuP1ZYL27nwVcCnzTzIryNNGOvmGMYE37fIpGjMWVcYW+iExLLj3984Ad7r7L3YeAu4ENGW02ALeHt+8FLjEzc/c+dx8Jt5cDPhtF50Nn3zA15bG8HsRNSVbHNbwjItOSS4ItB/al3W8Ot2VtE4Z8F5AEMLPzzew54BngM2l/BIpKZ98QdZX5HdpJSVYldCBXRKYll9DPNu0zs8c+bht33+TupwFvBL5kZsddN9DMrjGzLWa2paWlJYeS5l9n//DRi5jkW7JawzsiMj25jK83AyvT7q8ADozTpjkcs68F2tMbuPsLZtYLnA5syXjsFuAWgPXr1xfcENCYO119w5y+rHZGr3PXpr2zUk9DdYJWDe+IyDTk0tPfDKwzszVmFgeuADZmtNkIXBXevgx4yN09fE4MwMxWAa8Dds9K5fOoe2CEUffC6elXxekeGGFoZCzfpYhIkZm0p+/uI2Z2LfAgEAVuc/fnzOwGYIu7bwRuBe4wsx0EPfwrwqe/BbjOzIaBMeBP3b11Ln6QudQZnq65uEDG9OvDWbntvUPHLPEsIjKZnE6fdPcHgAcytl2fdnsAuDzL8+4A7phhjXnX2TcMUEA9/WBWbmvPoEJfRKYk/+cfFoGOAuvpNxxdf0cHc0VkahT6OejsG6YyHiUeK4zdlQzX32nXomsiMkWFkWIFrrN/qGCGdiBtpU2dqy8iU6TQz0FH3zB1FYUxtANQk4gRj0ZoVeiLyBQp9Cfh7nT2DbG4gHr6ZkZ9lZZiEJGpU+hPoqNvmOFRL5glGFKS1XHadSBXRKZIoT+J/R39QOGcrpmSrE7QqtAXkSlS6E9if2cfQMH19Bs0vCMi06DQn0Rz2NNfXFFoPf24zt4RkSlT6E9if2c/8WiEing036UcI1mdoH94lL6holypWkTyRKE/iVe7BqitKMMs2+rR+VNfpXP1RWTqFPqTaO0ZpLq88K7wqKUYRGQ6FPqTaOkepKYAQ7++SksxiMjUKfQn0dI9SHWiAEO/UsM7IjJ1Cv0J9A2N0Ds0Sk0hhn44vJNaAVREJBcK/Qm0dgeBWl1eWKdrAlSFq35qTF9EpkKhP4GWcPJTIQ7vmBnJqjjtGt4RkSlQ6E+gpTsI/UI8kAvBRV20/o6ITIVCfwKtBdzTh3DRNY3pi8gUKPQn0NI9iBlUFWjo11eppy8iU6PQn0BLzyCLK+NEI4U1GzdlcaXG9EVkahT6E2jtHqQxvB5tIUpWxekeHGFwZDTfpYhIkVDoT6ClZ5CGmsJaUjnd0XP1e4fzXImIFAuF/gRaewq/pw9oXF9EcqbQH4e709I9SGNN4Yb+4kqFvohMjUJ/HL1DowwMj9FQyD39oyttatE1EcmNQn8cqYlZhdzTf22lTfX0RSQ3Cv1xpCZmFXJPP7i4C3Qo9EUkRwr9cRRDTz8aMRZXxrXomojkTKE/jlToF3JPHzQrV0SmJqfQN7NLzexFM9thZtdleTxhZveEj28ys9Xh9reb2VYzeyb8/gezW/7cae0ZJGKvXYu2UNVXqacvIrmbNPTNLAp8HXgncCpwpZmdmtHsaqDD3dcCNwE3httbgfe4+xnAVcAds1X4XGvpHiRZnSjYJRhS6ivjGtMXkZzl0tM/D9jh7rvcfQi4G9iQ0WYDcHt4+17gEjMzd9/m7gfC7c8B5WZW2OMlodaewYIf2oFgVq6Gd0QkV7mE/nJgX9r95nBb1jbuPgJ0AcmMNh8Etrl7UZxUXugTs1KSVXE6+oYYG/N8lyIiRSCX0M82vpGZMBO2MbPTCIZ8Pp31DcyuMbMtZralpaUlh5LmXmvPEA3VhT2eD8GY/phDZ7/W3xGRyeUS+s3AyrT7K4AD47UxsxhQC7SH91cA9wOfcPed2d7A3W9x9/Xuvr6xsXFqP8EcKIYlGFLqtf6OiExBLqG/GVhnZmvMLA5cAWzMaLOR4EAtwGXAQ+7uZlYH/Bj4krv/eraKnmtH+kcYGh0r6MXWUhT6IjIVk4Z+OEZ/LfAg8ALwXXd/zsxuMLP3hs1uBZJmtgP4ApA6rfNaYC3wN2a2PfxaMus/xSxLXRC9uHr6RXGoRETyLKfrALr7A8ADGduuT7s9AFye5Xl/B/zdDGucd0dn4xZRT1/n6otILjQjN4uj6+4UUU9f5+qLSC4U+lkUU08/EYtSnYippy8iOVHoZ9HaM0gsYtRWlOW7lJwkq+O06gLpIpIDhX4WLd3BbNxIgS/BkLKkJkFL90C+yxCRIqDQz6K1wC+InqmxJsHhbp29IyKTU+hn0VLgF0TPtKSm/OhxCBGRiSj0s0gN7xSLxpoE3QMjDAyP5rsUESlwCv0MY2NOW89QUUzMSknVqt6+iExGoZ+hs3+YkTEvytA/rIO5IjIJhX6GYrggeqYl6umLSI4U+hmK4YLomV7r6Sv0RWRiCv0MxdjTT1YliJh6+iIyOYV+hmLs6UcjRrI6weEjCn0RmZhCP0NLzyDxaIRF5TktQFowGqsTR5eEFhEZT3El2zxIXTHLrDCXYLhr096s25csSujsHRGZlHr6GVq6B4tiSeVMjdUJjemLyKQU+hlae4ZoLIILomdasihBa88QY2OZ16wXEXmNQj9DsVwQPVNjdYLRMae9T0ssi8j4FPppRsec9t7iWncnZcmickCnbYrIxBT6adp7hxjz4jpdM0UTtEQkFwr9NMU4MStFSzGISC4U+mmKcWJWihZdE5Fc6Dz9NKnQ/83ONl4+1JPnaqamMh6jOhFTT19EJqSefprUeHhNkc3GTdFlE0VkMgr9NAe7+ikvi5CIRfNdyrQ01miClohMTKGf5kDnAHUVxTcxK0WhLyKTUeinOdjVT21FWb7LmLYlCn0RmYRCP83BroGiDv0TF5XTMzhCV/9wvksRkQKl0A8NDI/S3jtEbWXxhv6qZCUAe9v68lyJiBQqhX7oYFdwfnsx9/Sb6qsA2Nuu0BeR7HIKfTO71MxeNLMdZnZdlscTZnZP+PgmM1sdbk+a2S/NrMfMbp7d0mfXwc5+oMhDP+zp72nvzXMlIlKoJg19M4sCXwfeCZwKXGlmp2Y0uxrocPe1wE3AjeH2AeBvgC/OWsVz5EDY068r4tCvTsRIVsU1vCMi48qlp38esMPdd7n7EHA3sCGjzQbg9vD2vcAlZmbu3uvujxGEf0FL9fQXFXHoQ9Db36PQF5Fx5BL6y4F9afebw21Z27j7CNAFJGejwPlyoKufZFWcsmhxH+Zoqq/UmL6IjCuXhMt2sdjMyzPl0mb8NzC7xsy2mNmWlpaWXJ82qw50DrC0rjwv7z2bVtVXcrCrn6GRsXyXIiIFKJfQbwZWpt1fARwYr42ZxYBaoD3XItz9Fndf7+7rGxsbc33arDrY1c/S2oq8vPdsakpWMebQ3KHevogcL5fQ3wysM7M1ZhYHrgA2ZrTZCFwV3r4MeMjdi+pirQc7B1hWW7w9/bs27eWuTXt56dVuAL7zmz3ctWlvnqsSkUIz6XKS7j5iZtcCDwJR4DZ3f87MbgC2uPtG4FbgDjPbQdDDvyL1fDPbDSwC4mb2PuAd7v787P8o09c9MEz34AjL6oq/p19fFawd1Nara+WKyPFyWkPY3R8AHsjYdn3a7QHg8nGeu3oG9c2L1MSspXUV9AyM5Lmamakpj1EWNdp7tAaPiByvuE9VmSUHwtM1i3l4J8XMWFwZp109fRHJQqHPsT39hSBZFae9T6EvIsdT6BNMzIoYnFCE18bNpr4q6OkX2bF0EZkHCn2CJRiW1JQTK/KJWSn1VXGGR53uweI+PiEis29hpNwMHezqXxATs1Lqq4JPLO09GuIRkWMp9IHmjv4FcbpmSlKnbYrIOEo+9PuHRtnb3se6JdX5LmXW1FfHiccimpUrIscp+dDfcbgHd3jdCTX5LmXWRMxoWqyF10TkeCUf+i8dCpYtWLeAQh+CJZZf7RqgRwdzRSSNQv9QN/FohNXhVacWiqb6ShzYvrcz36WISAFR6B/q5qTGqgVzumZKU30lBmzd05HvUkSkgCyspJuGlw71cMoCG9oBKC+LcsKicrbuVeiLyGtKOvR7BkfY39nP605ceKEPQW9/254OxsY0M1dEAiUd+i+nDuIuoNM10zUlK+keHOHlwz35LkVECkRJh37qzJ2F2tNfVR8cnNa4voiklHjo91BeFmHl4oV15k5KfVWchuo4W/bkfOVKEVngSjz0u1m3pIZIJNt13YufmXH+SUkefrGFgeHRfJcjIgVAoX/CwhzPT/nY+ato7x3iB9v257sUESkAJRv6XX3DHDoyuCBP10x3wUn1nLp0Ebc+9orW1xeR0g39Zw90AQv3IG6KmXH1W9bw8uEeHn25Nd/liEielWzoP/S7w8SjEc5bXZ/vUubce96wjMaaBLc+9kq+SxGRPCvJ0Hd3fvHCId60NklVIpbvcuZcPBbhExes4tGXWvjl7w7nuxwRyaOFn3hZ7GzpZXdbH1dfdFK+S5lzd23aC0B1IsayunI+9Z0t3HH1+Vx4cnLKr5HpI+c3zUqNIjJ/SrKn/4sXDgFwye8tyXMl8ydRFuWTb1pDfVWcq2/fzM+fP6QDuyIlqCR7+j9/4RCnLl20oC6RmIuqRIw/fssavrdlH//rO1t4w8o6Pn3xSVy0roGa8rJxe/SZRsecI/3DNHf0kYhFqasso2yBrVIqslCVXOh39A6xdU8H1/7+2nyXkheLysv4yWcv5r4nm/nXh3fwp3c+STRinLmilrJIhIaaBIvKY8RjESJm9A2N0jM4QkfvEG29g7T1DNHRN8SYw1d/+iIAiViEM5bXcu7qxbznzGWcvrw2zz+liIyn5EL/ly8eZszhktefkO9S8iYei3DleU1cfu4KNu/u4PGdrTyxq41n9nfRP87M3UQsQrI6zrK6Cs5YUUt9ZZwLTk4yODzK7rY+tu3t4LbHXuGbj+xiaW05F6xJcnZT3dHrFGj8X6QwlFToj405d27aywmLEpyh3iixaIQLT04ePah716a99A6O0DM4wvDoGKNjTkU8Sk2ijPKyCGbHLlfxofUrj7nf2TfExqcO8I2Hd3L/9v384neHeMu6xpI4LVakWJRU6H93yz627ungq5eduWDX25mpqkRs2qex1lXG+cSFq4masaOlh4dfbOGBZw7y8IuHOTIwzFUXrqa2smyWK5bZorO0SkPJhH5L9yB//8ALnL+mnsvOXZHvchY0M2PdkhrWLalhT1svj7zUwj/97CW++chOPnbhKq5+yxqW1JTnu0yRkpRT6JvZpcA/A1Hg3939HzIeTwDfAc4F2oAPu/vu8LEvAVcDo8Cfu/uDs1Z9jsbGnBt+9Dz9w6N85f1nHDdMIdOTy9k+q5JVfOLCKs5uquMbD+/kW4/u4j9+vZsPrV/Bpy8+mZX1C3NZ62IzNDLGrtYeDnUNcGRghP7hUWoSMeoqy3jDylpef+IifTpeICYNfTOLAl8H3g40A5vNbKO7P5/W7Gqgw93XmtkVwI3Ah83sVOAK4DRgGfBzMzvF3edtnd997X38xb1P8cSudj7/tlNYu0CvklXoXr90EV+78my+8PZT+OajO7ln8z7u3LSXN66q59LTT+Str2vkpIYq/UGeR3vaenn0pRYeeamV3+xspXco+G8ZseAay33h/fue3E99VZwLT0ryprVJ3nxyA6uSlfpdFalcevrnATvcfReAmd0NbADSQ38D8OXw9r3AzRb8i9gA3O3ug8ArZrYjfL3fzE75xxocGaWzb5i2niGeO9DFE7va+e9nD2Jm3PjBM4478CjzJ/1TwRnL62iqr2LL7nb2d/Zzw4+ehx9BQ3Wcs1YuZt0J1ZzUUMXS2goaaxIsqohRHouSKIuQiEWJzqDH6e4MjozRPzTKwMgo/UOjdPUH/2bae4doDU9LbesZpK13iCMDI7QcGWDMobwsQkU8RmVZlIp4lAtPTrK4Mk59VZxkdfC9pjxGIholHosQj0XGrdXdcYeh0TG6B4KD5z0DI3QPDtPRO0xL9wAtPYO0dA/S2jNEz8AIfcMjtHYPEY0YsYhREY9SURblrKY66iri1FbEqKuMU1tZRl1FGbUVwfyJwZFRugdGONA5QHNHH0/v7+LJPR0c7BoAYGV9Be87ezkGrKyvpCoRI2LGyOgYXf3DLKur4Nc7W3l8Rxs/fuYgAMvrKnjTyUnOaqpj5eJKltVVUJUI6ikvi5KIHX/gv1ikJi0Oj/rRExtSpy4f6R+mvXeIn79wiL6hUXoHR+gdGqVvcISh0TEaqhNEI0ZNeYza8HeQ7WtR6nZlGdXx2Lx+isol9JcD+9LuNwPnj9fG3UfMrAtIhtufyHju8mlXO4Gtezr44DceP2ZbfVWct516An/xh69jxQK9Olaxqq0o45LXn8BHzm/ildZentjVxuZX2nl6fxcPv3iYkQku5h6LGJGMQHGOb59twvFEr5tSGY+SrI6TrArmLAwOl2HAwMgYHb1DHBgepW9ohMd2TL5qaTRiRCyoxYGxMOxzEY0YDdVxGqoT1JTHOKGmnNGxYLhyeGyMIwPDHDoywI7DPXQPjuT2osDS2nLOXbWYN66u5+JTGlkd9tozh+ti0QjJ6gQfPHcFHzx3Be7OrtZeHt/Ryq93tPHT5w/xva3NWd/DDMqiEbJF2Xh/CyxL6/HapvZh6vf+2n2OueH4cY+lQv21+9nfYzJRMyoTUariMSoTUWrjZTTWJBgeHePIwAjNHf0c6R+mq3940n93EYOIGe8+cyn/fMXZ0ysoR7mEfrbdnvkTjNcml+diZtcA14R3e8zsxRzqmtQeYBvwtZm/VANQLOsST1rrR+epkBw0fHQB7de5sGt6T5uw1j0c2xObzBz/e1lQ/7dm6mvA166c9tNX5dIol9BvBtLHRVYAB8Zp02xmMaAWaM/xubj7LcAtuRScD2a2xd3X57uOXKjWuaFa54ZqnX+5LJiyGVhnZmvMLE5wYHZjRpuNwFXh7cuAhzz4DLURuMLMEma2BlgH/HZ2ShcRkamatKcfjtFfCzxIcMrmbe7+nJndAGxx943ArcAd4YHadoI/DITtvktw0HcE+LP5PHNHRESOldN5+u7+APBAxrbr024PAJeP89yvAF+ZQY2FoGCHnrJQrXNDtc4N1TrPTGuqi4iUDi2CLiJSQhT6acxspZn90sxeMLPnzOyz4fYvm9l+M9sefr0r37UCmNluM3smrGlLuK3ezH5mZi+H3xcXQJ2vS9t3283siJl9rpD2q5ndZmaHzezZtG1Z96UFvmZmO8zsaTM7pwBq/aqZ/S6s534zqwu3rzaz/rR9/G8FUOu4v3cz+1K4X180sz8sgFrvSatzt5ltD7fndb/qzUb9AAAIWklEQVTOSDAzUF/hMNdS4Jzwdg3wEnAqwWzjL+a7viz17gYaMrb9I3BdePs64MZ815lRXxR4leCc4oLZr8DFwDnAs5PtS+BdwE8I5qFcAGwqgFrfAcTC2zem1bo6vV2B7Nesv/fw/9pTQAJYA+wEovmsNePx/wtcXwj7dSZf6umncfeD7v5keLsbeIE5mkE8hzYAt4e3bwfel8dasrkE2Onue/JdSDp3f5TgzLN04+3LDcB3PPAEUGdmS+en0uy1uvtP3T01LfcJgjkxeTfOfh3P0WVb3P0VILVsy7yYqNZwWZkPAf81X/XMFYX+OMxsNXA2sCncdG340fm2QhgyCTnwUzPbGs5qBjjB3Q9C8EcMKLSrv1/Bsf9xCnG/poy3L7MtTVJInYM/JvgkkrLGzLaZ2SNmdlG+isqQ7fdeyPv1IuCQu7+ctq0Q9+ukFPpZmFk1cB/wOXc/AnwDOBk4CzhI8DGvELzZ3c8B3gn8mZldnO+CJhJO7nsv8L1wU6Hu18nktLxIPpjZXxHMibkz3HQQaHL3s4EvAHeZ2aJ81Rca7/desPsVuJJjOyuFuF9zotDPYGZlBIF/p7t/H8DdD7n7qLuPAd9iHj9yTsTdD4TfDwP3E9R1KDXUEH4/nL8Kj/NO4El3PwSFu1/TjLcvc1peZL6Z2VXAHwEf9XDgORwqaQtvbyUYJz8lf1VO+Hsv1P0aAz4A3JPaVoj7NVcK/TThuN2twAvu/k9p29PHa98PPJv53PlmZlVmVpO6TXAg71mOXRLjKuCH+akwq2N6S4W4XzOMty83Ap8Iz+K5AOhKDQPliwUXOvpL4L3u3pe2vdGCa2JgZicRLIUyzXXcZscEv/dCXbblbcDv3P3okqKFuF9zlu8jyYX0BbyF4OPk08D28OtdwB3AM+H2jcDSAqj1JIIzHZ4CngP+KtyeBH4BvBx+r893rWFdlQRXVatN21Yw+5Xgj9FBYJigx3n1ePuSYBji6wS9u2eA9QVQ6w6C8fDUv9t/C9t+MPz38RTwJPCeAqh13N878Ffhfn0ReGe+aw23fxv4TEbbvO7XmXxpRq6ISAnR8I6ISAlR6IuIlBCFvohICVHoi4iUEIW+iEgJUejLtJhZT8b9/2lmN8/V60/SNn3Fw+fN7DvhJLvJnvORadRVEU67j4av8WzG4182sy9O9XXHea9vm9lls/FaObzXw2Z23PVfzeznBbg8hsyAQl8KSmrCyzTsdPezgDMIZnJ+aJL2q4Ephz7Bujbf9wV02c9J9vkdwJ/OVy0y9xT6MuvMbJWZ/SJcUOsXZtYUbj+m55rqzZvZ/7DgOgZ3EUzaSX+tO8xsQ9r9O83sveO9dxjGvyVcqCvsjf/KzJ4Mv94UNv0H4KLw08Hnw577V81sc1j3p8d5i4+S4yxnM/tU+HpPmdl9ZlaZth++ZmaPm9mu1D4JZ/jeHH5a+THhAm9mdomZ3Z/2um83s++b2YfM7J/CbZ81s13h7ZPN7LG0526z4LoLt5lZIty+28yuD9tdnvbaETO73cz+Lty0kWAmtSwQCn2ZrgpLuzAKcEPaYzcTLD18JsHCX1/L4fXOI5hVfGrG9n8HPglgZrXAm8i4XnM6MysHzgf+O9x0GHi7BwvTfTitluuAX7n7We5+E8FM0S53fyPwRuBT4VIA6a8dB05y991pm0/O2A+fSXvs++7+Rnd/A8Ey3VenPbaUYAb4HxH8AYJgSYLXEXxa+VT4swI8BLzezBrD+58E/gN4lGD1R8LvbWa2PHzdX4X74tvAh939DIJrYv9JWg0D7v4Wd787vB8j+H295O5/DeDuHUDCzJLIgqDQl+nqDwPzrHBY5fq0xy4E7gpv30EQQpP5rQdrqB/D3R8B1prZEoIe533+2rrx6U4OQ7cN2OvuT4fby4BvmdkzBKt7Zv5RSXkHwXo62wmW004SrKeSrgHozNi2M2M/pF9B6fTwU8YzBJ8QTkt77AfuPubuzwMnhNsuBv7Lg8XIDhCEPR5Mm78D+JgFV8S6EPiJu78KVFuwBtNKgn1+McEfgF8R/AF5xd1fCl//9vDxlHs41jcJLgzylYzth4FlyIKg0Jf5kFrrY4Tw35yZGRBPa9M7wfPvIAjNVA83m9SY/lrggrQhoM8Dh4A3AOsz3jOdAf87LcDXuPtPM9r0A+UT1Jnp28C1YS/7bzOeO5jx3injrYvyH8DHCP7wfS/tD99vCPbLiwRBfxHBH4VfZ7xuNpn7/HHg98NPCOnKCX52WQAU+jIXHie4WAoEYf1YeHs3cG54ewNBLzwX3wY+B+Duz03U0IPVLq8DvhRuqgUOerCM78cJLtcI0E1wScyUB4E/SZ31Y2anWLB6afprdwDRLKE4nhrgYPiaH82h/aMEq0xGLViJ8vfT3vsAwTLDf02wP9Kf88Xw+7bwOYPu3gX8DlhtZmvDth8HHpng/W8lGDr7ngXLCaf+OJ9I8LuTBUChL3Phz4FPmtnTBEHz2XD7t4C3mtlvCcbdJ+rdH+XB+vsvMH4vP9MPgEoLrmb0r8BVZvYEwXrnqfd8GhgJD7J+nuDYwfPAk+FpmN8kGOPO9FNyG64C+BuCoaKfEQTwZO4nWNHzGYILjWQG9J3AvnBIKOVXBEM7j4YHsfcR/pF19wGCTwHfC4eYxjh2+Ok4Hiwp/iRwh5lFCP5IPzHOkJoUIa2yKQUvPOvlGYKL1nfluZazgS+4+8fz8N43A9vc/dZ5fM9/Bja6+y/m6z1lbqmnLwXNzN5G0Ev+l3wHPoC7bwN+OYP5BNNiZluBM4H/nM/3JTiwq8BfQNTTFxEpIerpi4iUEIW+iEgJUeiLiJQQhb6ISAlR6IuIlBCFvohICfn/aY/sU+EqDEIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(fa['hourly_rate'])\n",
"plt.xlabel('Hourly Rate (%s)' % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Number of Completed Jobs against Hourly Rate</h5>\n",
"<h6>Linear Regression</h6>"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.02\n",
"LR Intercept: 33.0 2\n",
"LR R Value: 0.48\n",
"LR R-squared: 0.2351\n",
"LR p value: 0.0\n"
]
}
],
"source": [
"sns.jointplot(y=fa['hourly_rate'], x=fa['experience_count']\\\n",
" , kind='reg', ylim=(20,150), xlim=(0,1200)\\\n",
" , marginal_kws=dict(bins=30, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Completed Jobs')\n",
"plt.xlim(0, 1000)\n",
"plt.show()\n",
"\n",
"y = np.array(fa['hourly_rate'])\n",
"x = np.array(fa['experience_count'])\n",
"slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept),2)\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))\n",
"print(\"LR p value: \", round(p_value,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Plotting the Jobs Completed Percentile of Workers against the binned Cumulative Distribution Function of Hourly Rates</h5>"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 100, 10)\n",
"indices = np.digitize(fa.hourly_rate, bins)\n",
"groups = fa.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i\\\n",
" , group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel='Hourly Rate (%s)' % cat,\n",
" xlabel=\"Completed Jobs\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Recommedation Position against Hourly Rate</h5>\n",
"<h6>Scatter Plot</h6>"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(y=fa['hourly_rate'], x=fa['position'], kind='reg'\\\n",
" , ylim=(20,150), xlim=(0,15)\\\n",
" , marginal_kws=dict(bins=30, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Position in Recommendation')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.4'><h5>Handywork - Final Analysis</h5></a>\n",
"<p>\n",
" After exstensive review of the data provided we can make some conclusions. \n",
" Knowing that this data collection does not contain all of the relevant \n",
" features, we are looking for a best fit hourly rate derived from the \n",
" experience level of the worker (number of completed jobs).\n",
"</p>\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hourly Rate with Highest Probability: 45\n"
]
}
],
"source": [
"n = len(fa)\n",
"df_hr = np.array(fa.hourly_rate)\n",
"d = Counter(df_hr)\n",
"for k in d:\n",
" d[k] = d[k] / n\n",
"\n",
"sns.distplot(df_hr, bins = 20, label=\"Hourly Rate Distribution\")\n",
"sns.distplot(list(d.keys()), bins=20\\\n",
" , label=\"Hourly Rate Probability Distribution\")\n",
"plt.xlim(0,200)\n",
"plt.legend()\n",
"plt.title('%s' % cat)\n",
"plt.show()\n",
"\n",
"print(\"Hourly Rate with Highest Probability: \", d.most_common(1)[0][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# calculate polynomial\n",
"poly = 4\n",
"z = np.polyfit(x, y, poly)\n",
"f = np.poly1d(z)\n",
"\n",
"# calculate new x's and y's\n",
"x_new = np.linspace(min(x), max(x), 50)\n",
"y_new = f(x_new)\n",
"\n",
"plt.figure(figsize=(6, 6))\n",
"plt.plot(x,y,'o', x_new, y_new)\n",
"#plt.xscale('log')\n",
"plt.xlim(0, 800)\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.title('Polynomial Fit (%i degrees) %s' % (poly, cat))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h6>Recommendations for Handywork</h6>"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Handywork HR\n",
"Completed Tasks \n",
"0 28.39\n",
"10 29.25\n",
"50 32.44\n",
"100 35.91\n",
"200 41.23\n",
"300 44.54\n",
"400 46.17\n",
"500 46.57\n",
"600 46.35\n",
"700 46.25\n",
"800 47.15\n"
]
}
],
"source": [
"xguess = [0, 10, 50, 100, 200, 300, 400, 500, 600, 700, 800]\n",
"\n",
"fa_rec = pd.DataFrame([(g, f(g)) for g in xguess]\\\n",
" , columns=('Completed Tasks', 'Handywork HR'))\n",
"fa_rec.set_index('Completed Tasks', inplace=True)\n",
"print(fa_rec.round(2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h4>Painting</h4>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Hourly Rate</h5>"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean of Hourly Rate: 50.15\n",
"Median of Hourly Rate: 50.0\n",
"Variance of Hourly Rate: 100.87\n",
"Standard Deviation of Hourly Rate: 10.04\n",
"Correlation (Spearman) of Hourly Rate and Completed Jobs): 0.67\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cat=\"Painting\"\n",
"m = hired_df[hired_df.category == cat]\n",
"m_clean = m.drop(['created_at', 'hired', 'recommendation_id'], axis=1)\n",
"m_clean.set_index('worker_id')\n",
"\n",
"print(\"Mean of Hourly Rate: \"+ str(round\\\n",
" (m_clean.hourly_rate.mean(),2)))\n",
"print(\"Median of Hourly Rate: \"+ str(round(m_clean.hourly_rate.median(),2)))\n",
"print(\"Variance of Hourly Rate: \"+ str(round\\\n",
" (m_clean.hourly_rate.var(),2)))\n",
"print(\"Standard Deviation of Hourly Rate: \"+ str(round\\\n",
" (m_clean.hourly_rate.std(),2)))\n",
"print(\"Correlation (Spearman) of Hourly Rate and Completed Jobs): \"\\\n",
" + str(round(m_clean['hourly_rate'].corr(m['experience_count']\\\n",
" , method='spearman'),2)))\n",
"\n",
"sns.distplot(m['hourly_rate'])\n",
"plt.xlabel('Hourly Rate (%s)' % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Number of Completed Jobs against Hourly Rate</h5>\n",
"<h6>Linear Regression</h6>"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Slope: 0.02\n",
"LR Intercept: 45.0 2\n",
"LR R Value: 0.53\n",
"LR R-squared: 0.2858\n"
]
}
],
"source": [
"sns.jointplot(y=m['hourly_rate'], x=m['experience_count'], kind='reg'\\\n",
" , ylim=(20,100), xlim=(0,1200),\\\n",
" marginal_kws=dict(bins=20, rug=True))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Complete Jobs')\n",
"plt.show()\n",
"\n",
"y = np.array(m['hourly_rate'])\n",
"x = np.array(m['experience_count'])\n",
"slope, intercept, r_value, p_value, std_err = stats.linregress(x, y)\n",
"print(\"LR Slope: \", round(slope,2))\n",
"print(\"LR Intercept: \", round(intercept),2)\n",
"print(\"LR R Value: \", round(r_value,2))\n",
"print(\"LR R-squared:\", round(r_value**2,4))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = np.arange(30, 200, 10)\n",
"indices = np.digitize(m.hourly_rate, bins)\n",
"groups = m.groupby(indices)\n",
"\n",
"#calculate the mean of hourly rates in each bin\n",
"hourly = [group.hourly_rate.mean() for i, group in groups]\n",
"#calculate the cumulative distribution of the completed jobs by bin\n",
"cdfs = [thinkstats2.Cdf(group.experience_count) for i, group in groups]\n",
"\n",
"for percent in [75, 50, 25]:\n",
" exp = [cdf.Percentile(percent) for cdf in cdfs]\n",
" label = '%dth' % percent\n",
" thinkplot.Plot(exp, hourly, label=label)\n",
" \n",
"thinkplot.Config(ylabel='Hourly Rate (%s)' % cat,\n",
" xlabel=\"Completed Jobs\",\n",
" legend=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h5>Comparing Recommedation Position against Hourly Rate</h5>\n",
"<h6>Linear Regression Plot</h6>"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x432 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=m['position'], y=m['hourly_rate'], kind='reg'\\\n",
" , xlim=(0,15), ylim=(20,100),\\\n",
" marginal_kws=dict(bins=20, rug=True))\n",
"#plt.title('Hourly Rate vs Completed Jobs')\n",
"plt.xlabel(\"Position in Recommendation (%s)\" % cat)\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.5'><h5>Painting - Final Analysis</h5></a>\n",
"<p>\n",
" The Painting Category appears to be the simplest in regards to Worker\n",
" features and thereby the easiest to model. For this analysis, we are \n",
" looking for a best fit hourly rate derived from the experience level \n",
" of the tasker (number of completed jobs).\n",
"</p>\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Hourly Rate with Highest Probability: 50\n"
]
}
],
"source": [
"n = len(m)\n",
"df_hr = np.array(m.hourly_rate)\n",
"d = Counter(df_hr)\n",
"for k in d:\n",
" d[k] = d[k] / n\n",
"\n",
"sns.distplot(df_hr, bins = 20, label=\"Hourly Rate Distribution\")\n",
"sns.distplot(list(d.keys()), bins=20,\\\n",
" label=\"Hourly Rate Probability Distribution\")\n",
"plt.xlim(0,200)\n",
"plt.legend()\n",
"plt.title('%s' % cat)\n",
"plt.show()\n",
"\n",
"print(\"Hourly Rate with Highest Probability: \", d.most_common(1)[0][0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y = np.array(m['hourly_rate'])\n",
"x = np.array(m['experience_count'])\n",
"poly = 5\n",
"# calculate polynomial\n",
"z = np.polyfit(x, y, poly)\n",
"f = np.poly1d(z)\n",
"\n",
"# calculate new x's and y's\n",
"x_new = np.linspace(min(x), max(x), 50)\n",
"y_new = f(x_new)\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.plot(x,y,'o', x_new, y_new)\n",
"plt.plot()\n",
"plt.xlim(0,800)\n",
"plt.title('Polynomial (%i degree) Fit (%s)' % (poly, cat))\n",
"plt.ylabel('Hourly Rate (%s)' % cat)\n",
"plt.xlabel('Number of Complete Jobs (%s)' % cat)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h6>Recommendations for Painting Jobs</h6>"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Painting HR\n",
"Completed Jobs \n",
"0 33.94\n",
"10 36.31\n",
"50 43.78\n",
"100 49.46\n",
"200 53.16\n",
"300 52.50\n",
"400 51.83\n",
"500 53.05\n",
"600 56.26\n",
"700 60.37\n",
"800 63.78\n"
]
}
],
"source": [
"xguess = [0, 10, 50, 100, 200, 300, 400, 500, 600, 700, 800]\n",
"\n",
"m_rec = pd.DataFrame([(g, f(g)) for g in xguess]\\\n",
" , columns=('Completed Jobs', 'Painting HR'))\n",
"m_rec.set_index('Completed Jobs', inplace=True)\n",
"print(m_rec.round(2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a id='Q10.F'><h4>Final Conclusion</h4></a>\n",
"<p>\n",
" The final recommendations for all categories using a polynomial fit is as follows:\n",
"</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Moving HR Handywork HR Painting HR\n",
"Completed Jobs \n",
"0 35.59 28.39 33.94\n",
"10 36.38 29.25 36.31\n",
"50 39.17 32.44 43.78\n",
"100 41.86 35.91 49.46\n",
"200 44.97 41.23 53.16\n",
"300 45.84 44.54 52.50\n",
"400 45.37 46.17 51.83\n",
"500 44.45 46.57 53.05\n",
"600 44.00 46.35 56.26\n",
"700 44.91 46.25 60.37\n",
"800 48.10 47.15 63.78\n"
]
}
],
"source": [
"result = pd.concat([mh_rec, fa_rec, m_rec], axis=1, join_axes=[mh_rec.index])\n",
"print(result.round(2))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href='#top'><i>Return to Summary</i></a>"
]
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment