{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# code for loading the format for the notebook\n", "import os\n", "\n", "# path : store the current path to convert back to it later\n", "path = os.getcwd()\n", "os.chdir(os.path.join('..', '..', 'notebook_format'))\n", "\n", "from formats import load_style\n", "load_style(plot_style = False)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ethen 2018-09-17 18:37:57 \n", "\n", "CPython 3.6.4\n", "IPython 6.4.0\n", "\n", "numpy 1.14.1\n", "pandas 0.23.0\n", "seaborn 0.8.1\n", "matplotlib 2.2.2\n" ] } ], "source": [ "os.chdir(path)\n", "# 1. magic for inline plot\n", "# 2. magic to print version\n", "# 3. magic so that the notebook will reload external python modules\n", "# 4. magic to enable retina (high resolution) plots\n", "# https://gist.github.com/minrk/3301035\n", "%matplotlib inline\n", "%load_ext watermark\n", "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "\n", "%watermark -a 'Ethen' -d -t -v -p numpy,pandas,seaborn,matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Cohort Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is Cohort Analysis? and why is it valuable? To begin with, a cohort is a group of users who share something in common, be it their sign-up date, first purchase month, birth date, acquisition channel, etc. Cohort analysis is the method by which these groups are tracked over time, helping you spot trends, understand repeat behaviors (purchases, engagement, amount spent, etc.) and monitor your customer and revenue retention.\n", "\n", "It's common for cohorts to be created based on a customer's first usage of the platform, where \"usage\" is dependent on your business's key metrics. For Uber or Lyft, usage would be booking a trip through one of their apps. For GrubHub, it's ordering some food. For AirBnB, it's booking a stay. With these companies, a purchase is at their core, be it taking a trip or ordering dinner — their revenues are tied to their users' purchase behavior. In others, a purchase is not central to the business model and the business is more interested in \"engagement\" with the platform. Facebook and Twitter are examples of this - are you visiting their sites every day? Are you performing some action on them - maybe a \"like\" on Facebook or a \"favorite\" on a tweet? Thus when building up a cohort analysis, it's important to consider the relationship between the event or interaction you're tracking and its relationship to your business model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example of Monthly Cohort" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Imagine we have the following dataset that has the standard purchase data with IDs for the order and user, order data and purchase amount. To create our monthly cohort, we'll first have to:\n", "\n", "- Convert our date to a monthly-time basis.\n", "- Determine the user's cohort group based on their first order, which is the year and month in which the user's first purchase occurred." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OrderIdOrderDateUserIdTotalChargesCommonIdPupIdPickupDate
02621/11/0947$50.67TRQKD21/12/09
12781/20/0947$26.604HH2S31/20/09
22942/3/0947$38.713TRDC22/4/09
33012/6/0947$53.38NGAZJ22/9/09
43022/6/0947$14.28FFYHD22/9/09
\n", "
" ], "text/plain": [ " OrderId OrderDate UserId TotalCharges CommonId PupId PickupDate\n", "0 262 1/11/09 47 $50.67 TRQKD 2 1/12/09\n", "1 278 1/20/09 47 $26.60 4HH2S 3 1/20/09\n", "2 294 2/3/09 47 $38.71 3TRDC 2 2/4/09\n", "3 301 2/6/09 47 $53.38 NGAZJ 2 2/9/09\n", "4 302 2/6/09 47 $14.28 FFYHD 2 2/9/09" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('relay-foods.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OrderIdOrderDateUserIdTotalChargesCommonIdPupIdPickupDateOrderPeriod
02622009-01-114750.67TRQKD21/12/092009-01
12782009-01-204726.604HH2S31/20/092009-01
22942009-02-034738.713TRDC22/4/092009-02
33012009-02-064753.38NGAZJ22/9/092009-02
43022009-02-064714.28FFYHD22/9/092009-02
\n", "
" ], "text/plain": [ " OrderId OrderDate UserId TotalCharges CommonId PupId PickupDate \\\n", "0 262 2009-01-11 47 50.67 TRQKD 2 1/12/09 \n", "1 278 2009-01-20 47 26.60 4HH2S 3 1/20/09 \n", "2 294 2009-02-03 47 38.71 3TRDC 2 2/4/09 \n", "3 301 2009-02-06 47 53.38 NGAZJ 2 2/9/09 \n", "4 302 2009-02-06 47 14.28 FFYHD 2 2/9/09 \n", "\n", " OrderPeriod \n", "0 2009-01 \n", "1 2009-01 \n", "2 2009-02 \n", "3 2009-02 \n", "4 2009-02 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def parse_dmy(s):\n", " \"\"\"\n", " convert string to datetime format\n", " \n", " References\n", " ----------\n", " http://chimera.labs.oreilly.com/books/1230000000393/ch03.html#_discussion_55\n", " \"\"\"\n", " month, day, year = s.split('/')\n", " return datetime(int('20' + year), int(month), int(day))\n", "\n", "\n", "# remove the $ sign from the TotalCharges column \n", "# and convert it to float\n", "df['TotalCharges'] = (df['TotalCharges'].\n", " apply(lambda x: x.replace('$', '')).\n", " astype('float'))\n", "\n", "# strip out the year and month into a new column\n", "df['OrderDate'] = df['OrderDate'].apply(parse_dmy)\n", "df['OrderPeriod'] = df['OrderDate'].apply(lambda x: x.strftime('%Y-%m'))\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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UserIdOrderIdOrderDateTotalChargesCommonIdPupIdPickupDateOrderPeriodCohortGroup
0472622009-01-1150.67TRQKD21/12/092009-012009-01
1472782009-01-2026.604HH2S31/20/092009-012009-01
2472942009-02-0338.713TRDC22/4/092009-022009-01
3473012009-02-0653.38NGAZJ22/9/092009-022009-01
4473022009-02-0614.28FFYHD22/9/092009-022009-01
\n", "
" ], "text/plain": [ " UserId OrderId OrderDate TotalCharges CommonId PupId PickupDate \\\n", "0 47 262 2009-01-11 50.67 TRQKD 2 1/12/09 \n", "1 47 278 2009-01-20 26.60 4HH2S 3 1/20/09 \n", "2 47 294 2009-02-03 38.71 3TRDC 2 2/4/09 \n", "3 47 301 2009-02-06 53.38 NGAZJ 2 2/9/09 \n", "4 47 302 2009-02-06 14.28 FFYHD 2 2/9/09 \n", "\n", " OrderPeriod CohortGroup \n", "0 2009-01 2009-01 \n", "1 2009-01 2009-01 \n", "2 2009-02 2009-01 \n", "3 2009-02 2009-01 \n", "4 2009-02 2009-01 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# convert each user id into their cohort group\n", "df = df.set_index('UserId')\n", "df['CohortGroup'] = (df.\n", " groupby(level = 0)['OrderDate'].min().\n", " apply(lambda x: x.strftime('%Y-%m')))\n", "df = df.reset_index()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we're looking at monthly cohorts, we need to aggregate users, orders, and amount spent by the CohortGroup within each month (OrderPeriod). After that, we wish to look at how each cohort has behaved in the months following their first purchase, so we'll need to index each cohort with respect to their first purchase month. For example, CohortPeriod = 1 will be the cohort's first month, CohortPeriod = 2 is their second, and so on. This allows us to compare cohorts across various stages of their lifetime." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TotalUsersTotalOrdersTotalCharges
CohortGroupOrderPeriod
2009-012009-0122301850.26
2009-028251351.07
2009-0310261357.36
2009-049281604.50
2009-0510261575.63
\n", "
" ], "text/plain": [ " TotalUsers TotalOrders TotalCharges\n", "CohortGroup OrderPeriod \n", "2009-01 2009-01 22 30 1850.26\n", " 2009-02 8 25 1351.07\n", " 2009-03 10 26 1357.36\n", " 2009-04 9 28 1604.50\n", " 2009-05 10 26 1575.63" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped = df.groupby(['CohortGroup', 'OrderPeriod'])\n", "\n", "# count the unique users, orders, and total revenue per Group + Period\n", "cohorts = grouped.agg({'UserId': pd.Series.nunique,\n", " 'OrderId': pd.Series.nunique,\n", " 'TotalCharges': np.sum})\n", "\n", "# make the column names more meaningful\n", "renaming = {'UserId': 'TotalUsers', 'OrderId': 'TotalOrders'}\n", "cohorts = cohorts.rename(columns = renaming)\n", "cohorts.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TotalUsersTotalOrdersTotalChargesCohortPeriod
CohortGroupOrderPeriod
2009-012009-0122301850.261
2009-028251351.072
2009-0310261357.363
2009-049281604.504
2009-0510261575.635
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" ], "text/plain": [ " TotalUsers TotalOrders TotalCharges CohortPeriod\n", "CohortGroup OrderPeriod \n", "2009-01 2009-01 22 30 1850.26 1\n", " 2009-02 8 25 1351.07 2\n", " 2009-03 10 26 1357.36 3\n", " 2009-04 9 28 1604.50 4\n", " 2009-05 10 26 1575.63 5" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def cohort_period(df):\n", " \"\"\"\n", " Creates a `CohortPeriod` column, \n", " which is the Nth period based on the user's first purchase.\n", " \"\"\"\n", " df['CohortPeriod'] = np.arange(len(df)) + 1\n", " return df\n", "\n", "\n", "cohorts = cohorts.groupby(level = 'CohortGroup').apply(cohort_period)\n", "cohorts.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're now half way done, before we proceed on with the process, we will do some sanity checking to make sure that we did everything right by performing some simple testing. We'll test data points from the original DataFrame with their corresponding values in the new cohorts DataFrame to make sure all our data transformations worked as expected. As long as none of these raise an exception, we're good." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# unit test code chunk\n", "mask = (df['CohortGroup'] == '2009-01') & (df['OrderPeriod'] == '2009-01')\n", "x = df[mask]\n", "y = cohorts.loc[('2009-01', '2009-01')]\n", "\n", "assert np.allclose(x['UserId'].nunique(), y['TotalUsers'])\n", "assert np.allclose(x['TotalCharges'].sum(), y['TotalCharges'])\n", "assert np.allclose(x['OrderId'].nunique(), y['TotalOrders'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To calculate the user retention by cohort group, We want to look at the percentage change of each `CohortGroup` over time -- not the absolute change. To do this, we'll first need to create a pandas Series containing each `CohortGroup` and its size." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
OrderPeriodTotalUsersTotalOrdersTotalCharges
CohortGroupCohortPeriod
2009-0112009-0122301850.26
22009-028251351.07
32009-0310261357.36
42009-049281604.50
52009-0510261575.63
\n", "
" ], "text/plain": [ " OrderPeriod TotalUsers TotalOrders TotalCharges\n", "CohortGroup CohortPeriod \n", "2009-01 1 2009-01 22 30 1850.26\n", " 2 2009-02 8 25 1351.07\n", " 3 2009-03 10 26 1357.36\n", " 4 2009-04 9 28 1604.50\n", " 5 2009-05 10 26 1575.63" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# convert the CohortPeriod as indices instead of OrderPeriod\n", "cohorts = cohorts.reset_index()\n", "cohorts = cohorts.set_index(['CohortGroup', 'CohortPeriod'])\n", "cohorts.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CohortGroup\n", "2009-01 22\n", "2009-02 15\n", "2009-03 13\n", "2009-04 39\n", "2009-05 50\n", "Name: TotalUsers, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# create a Series holding the total size of each CohortGroup\n", "cohorts_size = cohorts['TotalUsers'].groupby(level = 'CohortGroup').first()\n", "cohorts_size.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll need to divide the `TotalUsers` values in cohorts by `cohort_size`. Since DataFrame operations are performed based on the indices of the objects, we'll use `unstack` on our cohorts DataFrame to create a matrix where each column represents a `CohortGroup` and each row is the `CohortPeriod` corresponding to that group." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stack/Unstack" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In case you're not familiar with what `unstack` and stack does:\n", "\n", "Stacking a DataFrame means moving (also rotating or pivoting) the innermost column index to become the innermost row index. The inverse operation is called unstacking. It means moving the innermost row index to become the innermost column index. The following diagram depicts the operations:\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CohortGroup2009-012009-022009-032009-042009-052009-062009-072009-082009-092009-102009-112009-122010-012010-022010-03
CohortPeriod
11.0000001.0000001.0000001.0000001.001.000001.001.0000001.0000001.0000001.0000001.0000001.0000001.001.0
20.3636360.2000000.3076920.3333330.260.468750.460.3548390.4054050.3148150.2461540.2615380.5263160.19NaN
30.4545450.3333330.3846150.2564100.240.281250.260.2903230.3783780.2222220.2000000.2769230.273684NaNNaN
40.4090910.0666670.3076920.3333330.100.187500.200.2258060.2162160.2407410.2230770.107692NaNNaNNaN
50.4545450.2666670.0769230.1538460.080.218750.220.1935480.3513510.2407410.100000NaNNaNNaNNaN
\n", "
" ], "text/plain": [ "CohortGroup 2009-01 2009-02 2009-03 2009-04 2009-05 2009-06 \\\n", "CohortPeriod \n", "1 1.000000 1.000000 1.000000 1.000000 1.00 1.00000 \n", "2 0.363636 0.200000 0.307692 0.333333 0.26 0.46875 \n", "3 0.454545 0.333333 0.384615 0.256410 0.24 0.28125 \n", "4 0.409091 0.066667 0.307692 0.333333 0.10 0.18750 \n", "5 0.454545 0.266667 0.076923 0.153846 0.08 0.21875 \n", "\n", "CohortGroup 2009-07 2009-08 2009-09 2009-10 2009-11 2009-12 \\\n", "CohortPeriod \n", "1 1.00 1.000000 1.000000 1.000000 1.000000 1.000000 \n", "2 0.46 0.354839 0.405405 0.314815 0.246154 0.261538 \n", "3 0.26 0.290323 0.378378 0.222222 0.200000 0.276923 \n", "4 0.20 0.225806 0.216216 0.240741 0.223077 0.107692 \n", "5 0.22 0.193548 0.351351 0.240741 0.100000 NaN \n", "\n", "CohortGroup 2010-01 2010-02 2010-03 \n", "CohortPeriod \n", "1 1.000000 1.00 1.0 \n", "2 0.526316 0.19 NaN \n", "3 0.273684 NaN NaN \n", "4 NaN NaN NaN \n", "5 NaN NaN NaN " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# applying it \n", "user_retention = (cohorts['TotalUsers'].\n", " unstack('CohortGroup').\n", " divide(cohorts_size, axis = 1))\n", "user_retention.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting DataFrame, `user_retention`, contains the percentage of users from the cohort purchasing within the given period. For instance, 38.4% of users in the 2009-03 cohort purchased again in month 3 (which would be May 2009).\n", "\n", "Finally, we can plot the cohorts over time in an effort to spot behavioral differences or similarities. Two common cohort charts are line graphs and heatmaps, both of which are shown below." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 501, "width": 622 } }, "output_type": "display_data" } ], "source": [ "# change default figure and font size\n", "plt.rcParams['figure.figsize'] = 10, 8\n", "plt.rcParams['font.size'] = 12\n", "\n", "\n", "user_retention[['2009-06', '2009-07', '2009-08']].plot()\n", "plt.title('Cohorts: User Retention')\n", "plt.xticks(range(1, 13))\n", "plt.xlim(1, 12)\n", "plt.ylabel('% of Cohort Purchasing')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the first period of each cohort is always 100% -- this is because our cohorts are based on each user's first purchase. Meaning everyone in the cohort should have made a purchase in the first month." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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D+UIIIYQQ/wQSXBVCCCHEM9OlSxe++uorYmNj8fX1xdXVtcj0qampDB06FH19fVasWEGnTp3UQZ6ihhrnBejy0pZFXqApPT0dhUKhNcCaV4/yHCu/5s2bs3r1atLT0/H29ubixYucOnWKwMBANm/ejK6uLnPnzi3XMWxsbNSryRcnOjpanSc/IyMjpk6dytSpUwkMDOTixYv8+eefnDt3Dj8/P9555x2OHDmCra2tOjA7e/ZsJkyYUK66V5SFCxfi4+NDYGAgM2bM4MCBAxpzueb9PuvVq8fBgwfLfbyKLq8iPa/PlBBCCCHEv4HMuSqEEEKIZ8bZ2Zm6desClGgRoL1795KdnU1OTo56WHLePI737t3Tmi9v/tP8CyeVlr29PXp6emRnZ6sXcPq7tLQ09TD2OnXqlPlYoOrR+PDhQ/XiP8bGxnTu3JmPPvqII0eOMHXqVAAOHDhQruMAuLi4ABS6eFR++Xua5uUB1bQO165dIy4uDlD9TkaPHs2qVas4fvw4NjY2pKWl8ccffwBP2+bhw4daj3X37l3u3bv33ObnNDY2ZvHixejo6BAZGcmSJUs09ufVOSQkRGsP35iYGK5evUpkZGSxx6vo8irS8/pMCSGEEEL8G0hwVQghhBDP1HvvvQfAvn371AsdFebx48esXLkSgBEjRqgXQurSpQsABw8eLHQIeUREhLrcjh07lrmepqamtG7dGoDt27cXmmbHjh1kZ2dTpUoVdfC3JPLm0sw/XPr27dv07duXiRMnqud9za99+/ZAxcxf2b17dwD27NlT5Py3O3bsAFTTOeTvZTxr1ixGjx7Nrl27CuSxtbXFyckJeDoPaNeuXQE4duyYOiCbX3JyMuPGjWPQoEEcPny4bCdVBi1btmTkyJEA7N+/n8uXL6v31a1bFzs7O9LT09m/f3+h+ZcuXcqYMWOYMWOGxvbCfr/lKa8sCquDNnm/nzNnzhAaGlpgf0pKCvv27QPK95kSQgghhPg3kOCqEEIIIZ6pfv36MWDAABQKBdOnT+e7777TCLgpFAqOHTvGqFGjSEhIwMHBQSPY1K9fPxwdHYmJiWHq1KlERESo9wUGBjJp0iTS09Nxc3OjR48e5arr1KlT0dXV5bfffmPt2rXk5OQAqoDVvn37WLp0KQDvv/9+qebEzBtaHRYWpt7WrFkz7O3tSUpKYs6cOSQmJqr3xcXFsWrVKgA6deqkUVZAQAABAQGFBpq1GThwIK6uriQmJjJ27Fhu3bqlsT89PZ0NGzawZs0aQDWcPz8PDw8AfvjhB86fP6+x7/Dhw1y7dg1dXV11IK5Nmza0bt2apKQkJk+eTHBwsDp9ZGQkU6dOJTExERsbG3XZz8uHH36oDtwvXLhQ3atUR0dH3Vt4yZIleHl5qfPk5OSwbt069uzZA1BggarCfr/lKa8s8qa1yF8HbVq1akWbNm3Iysri3Xff1ZgTOTIykvfee4/IyEjs7e0ZPnx4uesmhBBCCPFPJnOuCiGEEOKZ++KLLzAyMmLXrl2sXr2atWvXYmdnh7m5OY8fP1YHFps2bcr333+vsbCPgYEBq1at4p133uHKlSv06NGDunXrolAo8PPzQ6lU4urqyvLly9HT0ytXPdu0acMnn3zC4sWLWbp0KevXr6d27dqEh4er5yJ96623GDNmTKnKdXV15cGDB3z55Zfs2bMHT09PhgwZwrJly/D09OTQoUOcPHlSPQQ7ODiYzMxM7OzsCgQ6+/XrB6jadMiQISU6vp6eHqtWrWLq1Kk8ePCAYcOGYWtri62tLRkZGQQGBpKdnY2enh6fffZZgSD1wIEDOXnyJEePHmXChAlUr14da2trjWkEPvzwQ3UPVlD1ypwwYQI3b96kd+/e1K1bF11dXR4+fEh2djZmZmb89NNP6hXmn5fKlSsza9Ys5s6dy8OHD1m/fj1TpkwBYNiwYfj5+bFx40Y+/PBDvvjiC2xtbQkJCSEhIQFQ9cTu2bOnRpmurq5cv35d3QYzZsygY8eOZS6vLPJ6Gh89ehQPDw/c3d2ZP3++1vRLly5l/PjxPHjwgP79+1O3bl0qVaqEn58fOTk52NnZFfgsCiGEEEKIgiS4KoQQQohnzsDAgMWLFzN8+HB27drFtWvXiIiIIDQ0lCpVqtClSxc8PDzo169foQFSZ2dn9u3bx4YNG/jjjz8ICgpCX1+fJk2aMGDAAN54440KW2He09OTpk2bsnHjRq5cucK9e/ewsrKid+/ejBo1inbt2pW6zDlz5pCWlsalS5cIDAxUz9vatGlTduzYwfr167l69SqBgYHo6+vj4OBAz549GT9+fIUFt+zt7dm5cycHDx7k0KFDBAUF4evri7GxMU5OTrRt25bRo0fj4OBQIK+Ojg5Lly6lVatWeHl54e/vT0xMDJaWlvTq1YsxY8YUaBdbW1t27tzJ1q1bOXz4sDqoWq1aNTp27MikSZOoVatWhZxbaQ0ZMoRdu3Zx/fp11qxZw4ABA7C3twfg448/plOnTmzduhUfHx/u37+PmZkZHTt2ZPTo0YX2jl6yZAmffvopN2/eJCgoiODgYHUv3rKUVxaDBw/G39+f33//naCgICwsLIpMb2Njw44dO9i6dSuHDh1SX5POzs706dOHMWPGULly5QqpmxBCCCHEP5mOsiQTMwkhhBBCCCGEEEIIIYTQIHOuCiGEEEIIIYQQQgghRBlIcFUIIYQQQgghhBBCCCHKQIKrQgghhBBCCCGEEEIIUQYSXBVCCCGEEEIIIYQQQogykOCqEEIIIYQQQgghhBDilRAZGUnLli3ZuHFjifMkJCTw2Wef0b17d5o1a8aQIUM4dOhQhdSnUoWUIoQQQgghhBBCCCGEEM9Qamoq06dPJyUlpcR50tLSGD9+PPfu3aNPnz7UqFGDY8eOMWPGDOLi4vD09CxXnaTnqhBCCCGEEEIIIYQQ4qUWGhrKm2++iY+PT6nybdq0iTt37jBv3jyWL1/O7Nmz2bdvH/Xq1eObb74hNja2XPWS4KoQQgghhBBCCCGEEOKltXHjRjw8PLh//z5t27YtVd5t27ZhbW3NG2+8od5mZmbGu+++S3p6Or///nu56ibBVSGEEEIIIYQQQgghxEtr06ZN2NnZsWXLFgYOHFjifI8ePVLP0aqnp6exr02bNgB4e3uXq24y56oQQgghhBBCCCGEEOKltWjRItq3b4+enh5BQUElzvfo0SMAateuXWCfjY0NhoaGpSqvMBJcFUIIIYQQQgghhBBCvLQ6depUpnwJCQkAWFhYFLrfzMyM5OTkMtcLJLgqnjB2m/aiq/DS2rrxkxddhZdWQHz6i67CS62qqdxitYlNzXnRVXhpOVsav+gqiFdUZUP9F10FIcS/TGJm9ouuwkvrUkjSi67CS623c9UXXYWXloWB/D0vSmunyi+6Ci+NVy2Ok/7X9y/kuDk5qu+eBgYGhe43MDAgPb18sQ2Zc1UIIYQQQgghhBBCCPGPY2hoCEBWVlah+7OysjAxMSnXMSS4KoQQQgghhBBCCCGE+MepXFnV2zklJaXQ/SkpKZiZmZXrGBJcFUIIIYQQQgghhBBC/OM4ODgAEBISUmBfVFQUmZmZODo6lusYMiGgEEIIIYQQQgghhBCvEh3pL1kSNWvWpGbNmly7dg2FQoGu7tN2u3LlCgBubm7lOob8JoQQQgghhBBCCCGEEP9Ir7/+OhEREWzZskW9LSUlhTVr1mBkZMTAgQPLVb70XBVCCCGEEEIIIYQQQrzyVq5cCcD06dPV2yZOnMiRI0dYvHgx3t7e2Nvbc+zYMR4/fsz8+fOxsrIq1zEluCqEEEIIIYQQQgghxKtER+dF1+Cl9P333wOawVUzMzO2bt3KsmXLOHXqFOfOncPJyYlly5bRv3//ch9TgqtCCCGEEEIIIYQQQohXwpAhQxgyZEih+3x9fQvdbm1tzZIlS55JfWTOVSGEEEIIIYQQQgghhCgDCa4KIYQQQgghhBBCCCFEGci0AEIIIYQQQgghhBBCvEp0pL/ky0J+E0IIIYQQQgghhBBCCFEGElwVQgghhBBCCCGEEEKIMpBpAYQQQgghhBBCCCGEeJXo6LzoGognpOeqEEIIIYQQQgghhBBClIEEV4UQQgghhBBCCCGEEKIMZFoAIYQQQgghhBBCCCFeJTrSX/JlIcFVUWo6Ojqc+WUmjrWsse8+R2u60QPcmTKyM43q1iQzO4ebvqGs2HISrzO3tOZp4FSdTyb3o3PrepibGPEoPI6dR6+xdONx0jOyC6Q3MzHkq5lDGNi9OcaG+vz5VwAfL9/LHf+wQstf/9+xDOzRjIYDFhIVl1z6ky+lkID7nN67jaD7N8lMT8XCyob6LdrRZeAoLKysC80T+tCXM/t/JeieD2nJSZhVscTVrS09ho/DwrJqgfSP/O7i9csqwgIfYGxqTrOOPXntjQnoGxgWSJuWksTX00bh3LglnrM+q/DzLa/IgLsc/Po/mFpZ88aSXwrs371oCvFhQVrz2zo3xGP2Uo1tDy4cx+fIbyTHRmJe1ZYmPYdQv3O/QvOH3vuLw9/Opd3Id2nUfWC5zqWihTy4w7b/foh5VRumfLul2PQnt/2I96FdjP9iLTb2joWmCbhxmbM7fiY27DGmlS1p1r0f7TxGoaNb8I90bNhj1s95h1a9B9N9zLvlPp+KJtfOU3Lf0U7apmjBfvc4unsz/nd9yEhLo0pVaxq36sBrQ8ZQpapNgfRZmZmcPriTa3+eJCr0EQpFLlY21Wni3pHXhozBzKJKgTyBvnfYtX4Fjx8+wMTMnNade/G656RC2yc1OYkFk4fj2rQlk+YseSbnXFLSNtpJ2xRN2kc7uScXLSs1icPzPYtM49JzBA36PU2jVOTy8NxBgi//QWpMGJUMjbCs7Uq9HkOp6tSo0DIi717l7qHNpEQ+xtDCkjpte+PSY1ihz4PJUSGc+t80nDp50HjghPKdYDnI56poYY+DOLhzM3d9rpIQF4OBoSG1HevRtc9AOvZ4+iy7e8ta9m5dV6IyO/Xsz+SZn6r/3//+bbauXU6Qvy8mZua079ab4W9NwaCQ9klJTuTDtwfTqHlrPpj3VflPUIiXkN7ChQsXvuhKiBdv8Y+HSpx20TQPRvRpRVpGFst/+aPQNP99/3W++nAI1a0teBAURVZ2Dm4NajOiTytyFQrOX/cvkMetgT0nN86keX17klIyCAyJoV6danRrU58+nRrz6yFvsrJzNfJsWPwWowe0IS09i/DoRNo0dWRE35bsPHKVxJQMjbQNnWvw3ccjWbHlFAeLCPD+3dBBnUucNr97Vy/w8+cziQoJopK+AdY1apEYG0PQPR+unTqMc5MWBR4cvU96sfl/nxD5OBBDI2Oq2NiSEB1JSMB9fM7/QSP3ThibmavTJyfEsnruFOIiw6haoxaZGWkE3L5O5OMgmnXoXqBOf+zYwMM7PoyeubDQh4jSis/IKXcZeXKyszi6cgEZKYkYmJjSuMdgjf2K3Bwu7/wJdHSwdWqAmZVNgR+rWo7UbuKuzvPo1hVO/vQFWelpWNaoTXJMBME3LmJgYkY1p/oF6nBq3Vfo6unRZdxMdHX1yn1OJgYV8yYxJyuLnd98QnpyIoYmZrTuM6TI9AE+Vzi55QeUSiVuPT0wrWxZIE1UcAC/fvEfUhLjqVrTntTEeAJvepOZnoZT09YF0h/bsIKkmCgGfbAAfUOjcp9Terai3GXk+addO1bG+mXO+2+475TVv6FtjCqV/dq7eeU8Kz+dQfjjQPQNDKhWoxYJsdH437nBxRNeuDZtqfGFNTU5iWUfT8X7zDGSE+KobGWNqUUVoiNCCbh7k6vnTtDEvQOm5hbqPInxsfxv1jvERIRiU7MWmelp+N68RvijQFp16lmgTge3r8Pv9l9MnP055oXcx54XaRvtpG2K9m9on8zcsv09/zfck0OSMsuVP/7RAx57n8TA1JzKtZwxtrQp8FPVuTFV7OsCoFQqubZ1KQGn95GdloxF9dooc3NJCPHnkfcpTCxtqGznpHGMxNBA/vxhHpnJ8ZhVsyczOZ6o+9fJzkjDtn6LAnW6uesH0uOjaf3WHCoVEkQrjbpWJmXK92/4XBnqlf3v+fVL5/hi7jRMQhh1AAAgAElEQVQC/e6SnZ1NzVq1yc7OIvRRIFcvnCYi9BGtOnRDR0eH6PBQUpISqWpTvdAfM4sqJMbHAtC6Q3caNFFdEwlxMSz44G2iwkOobmdPRnoad29cJST4Ie26vFagTru3rOXereu8P/cLLKqUv33sLMv/XeSfYvFPx150FUpl3sSC18c/hfRcFaXyyeR+zJ7Qu8g0fTs1ZtbbrxGbkMrA91Zx7e4jAAZ0bcLmL8cz/91+nLnygIs+D9V5DA0qsXP5JMxMDPl8zSGWrD2MUqmkpk1ldnw7mZYNa/Plh0OY9vl2dR5XR1sG9WiOj28IPccvJyUtkwVT+/PxxL5MH9Od/3yzW6NeC98bQHJaBss2Hq/AFilcYmwUv61cjEKhoPvQsXQfNhY9vUpkZWZwYP23XDt9hG3LFzFrxRZ1ICb0oS97f1wKKOn/1nu07zsUXV1dkuJi2LrsUx49uMOetd/wzvxl6uP86bWLzPQ0eo54mx7D3iIzPY3Vc6dw1/s8YUF+1HSop06bFB/LxSN7ad6pF7a1HJ55G5TWXwe3khjxWOv++PDHKHJzsKzpUKCHodYyvbYB0G/GEmq4NCU+LJi9i6fxl9d2Gnbz0AiCBd24QHSQL53HzkCvUtmDW8/Cn3s3ExemvW3yC/jrMvtW/hdFbm6R6S7+/iuK3Fz6T55N4069SEmI4+ePJ3H9+H7avT4Kk3xfKiKD/PH1Pkf7QWMwMa9crnN5FuTaUZH7jnbSNkWLj4li4/LPUChy6TtiHP3eeFvdPr+uWcqlk4dY9/UCFv3wK7pPvvBt/+FrQoP8sa1Vh3f+81/sHJwBiIuOYMPSRQTcu8n6rxcwZ+l6dJ6sZHvqwA4y0tMYMGoC/d4YT0ZaKv/7zyR8Lp/l8cMH2Du5qOuUGBfDGa/duHd5jRq1C+99/zxI22gnbVM0aR/t5J5cMolPRtzYuXWm6ZDJxaYPPO9F6F/nMKlanXaTFmJmUxOlUknQxSPc3L0Gn12rqercCNOq1dV5/E7sQqnIxW3U/1G7dXcykuI59fV0As974dJzOIZmT5/7EkICCLt5AddeIzE0syisCs+cfK6Klhgfy+r/LSA7K5NufQbhOflDDI1UgcirF06z5ptFXDh9FOf6jek9cCRder9Ol96vay3vp28/JzjAlwZNWzJw5Dj19iP7fiUjPZWhnpMYPOYd0tNS+fT/xnPt4hmCAx5Qx/lp+8THxXD895106NYHuzpOhRxFiH8GmaBBlIhtVXN2LJvIvHcLHxKb3+wJqrcR81fsVwdWAQ6evsXitYfR1dVl1njNNxZjBrTBztaSizcCWPzjIZRKJQBh0YmMnvUTWdk5jH29LdWtn/4hd2/iiK6uLjuPXCUlTfVm+Ked5wFo11zzxt2qUR08ujXj200nSEhOL0MLlM6Nc3+QmZ6KU6Pm9Bo5Hj091XsMA0MjBk38EGMzC+Kjwgm4/Zc6z6HNP6BUKug8cBQd+w9H98lQHAsra0ZO/wQdHR0Cbl0nPjpCnefRg7sAuPf0AMDQ2ITmnXoBEHz/tkadTu7ehCI3l54jxj2z8y6rmEf+3Dy2Gz197W/A40MDAbCsWbtEZSpyc4gJ9qNydXtquDR9krcONeo1ITM1icSIEHVapULBtf2bqWxbi7rtepTjTCpeRKAfVw7tLLZ3QE52Fud2bWT3sgXkZBXfUyLM7y76hkY06qA6X7MqVri06oAiN5fwAF+NtGd3/oyRqRnufYeV/USeEbl2npL7jnbSNkXzPnOMjLRU6jV2w2PMRI32GTX1P5iaWxAbGYbvrWuA6svtXxdOoaOry9sffqr+ogpgZVOddz76HEMjYx4H+OJ354Z630NfVRt07DMIACMTU9y7qp4HHt7THFFyaMdGFIpc+o96ccNOQdqmKNI2RZP20U7uySWTHB4MgHn14p9fFLm5+J/eC0CzYVMws6kJqKZzc2zflzptXkORk03A6X0a+eKC76NnYIR9y64AGFlYUqNJW5SKXOIfPdBIe+/QFvSNzXDuOqi8p1Zm8rkq2ukj+8lIT8Whbn3enj5HHVgFaNW+KyPfngrAkb3bii3r2sUznDl6ABNTM96dtVAdrAbwf9IG3fupRosZm5jSoXsfAB7c9dEoZ9+29eTm5jLEc2L5Tk4UTkfn1fr5B3slg6vR0dEsWLCALl260LhxYzp06MCsWbN4/Lhgz6V9+/YxaNAgmjdvTufOnfniiy9ITU0ttNzTp08zcuRI3NzcaNeuHXPnziU2NrbQtL/99huvv/46TZo0oUuXLnz66adERkaW+lxKU788CoWC4cOHM3Xq1FIfryx6tK3PzX0L8OjWjPDoROav2K81rZO9NW2bOZGVncNvh68W2P/L3gsA9GxXn8pmxurtYwaohuNu+f1KgTyPwuM5cek++vp6DOzeXL09L9Aam/i0vWLiUwCobG6sUcai6R5ExSXz/dZTxZ5vRTC3sqZx2y607uFRYJ9q6JMdAIkxUar/xkYReNcHQ2MTug0uOLeSlW1N+r/1Hh5vv69+iABISlBdnyb5hrGYWqjeMGekpai3xUWGcfWEF6169MeqWo0KOMOKo8jN4ewvy9DR0cGt/yit6eJCgwBVkKsk0pMTUSoUGJmaa2w3evIGPjNf+/hfOU18WBAtX3+zQqYDqCi5OTkc+ukbQIf2g8ZoTZccH8O62RO4sG8runp69B7/f8WWnZIQh6GJmcZ8WsZPeiHkv3ZCfG/z0MebtgNGYmhiWvaTeQbk2tEk9x3tpG2KVtnKGrf23ejYu+B8wfr6BtjUqAWovqQC+N3+C6VSibVtTWo7uxYsz7Iqteuqps94nO9lTdKToYX5h17mDb1NS33aPjERoVw4/jvte3lgbVuzvKdXLtI22knbFE3aRzu5J5dMUngQABYlCK7GBNwiPT4aQwsrqrm6Fdhfp60qMBh28wJKxdOpHDKS4tE3NtV4HjQwVbVXdvrT71ixD+8Sdf8a9boPQd+obMP5K4J8rop279Z1AFq376p+AZGfm3tHAKIjw0lNTtJaTlZmBhtXfQ3A8HFTqWpjq7E/IT4GADOLpz2bzfPaJ+XpuiZR4aGcPrqfrr0HUq26XVlOSYhXxis3LUB0dDTDhw8nPDycDh060K9fPwIDAzl48CDnzp3jt99+w8HBAYAff/yRZcuW4erqiqenJw8ePGDjxo34+PiwadMmDAwM1OUePHiQmTNnYm9vz6hRowgPD2fv3r14e3uze/duLCye3lgXLVrEtm3bqFq1KoMHDyYrK4v9+/dz6tQpNm3apD5+cUpTv/w+//xzbt68SY8ez6eXVAOn6piZGLL14GVmf7OHRnW1/+Fwb+wAwC2/MNIysgrsj45P4eHjaJzsbXBv6sDxC/fQ1dXBrYE9AJfyTRWQ35VbQfTt1JgOLZz5ccdZABKf9EC1tnwaAKlmpfp3fGKaeltXdxe6t6nP7G92k5pesE7PQovOr9Gic+HziWRlpBP9ZIh31Sd/ZAKe/OF3buSGoXHhDywd+hXsNWhsYgZAalKiehL/lMR41b58w3WO79iArp4e3Ye8WcYzenZuHP6NuJBAmvcbhZWdg9Z0cU96H1apUbIAmYGxKejokJGSqLE9PTkBAMMngTNFbg7Xf99MVXsnHFt2KsMZPDuXft9O9KOHtBs4RuuiVABpSQkkRkdQs15D+oz/P2zsHTn687dFlm1kakZGShJKpVI9BCotSdU2RvnmKzuz42dMK1vRotfLtcAXyLXzd3Lf0U7apmhtuvWhTbc+he7LzEgnMlTVPnlfWus1duOd2Z+jo6u9B0JWpmre8/xTlBibqtonJTGByk/mUkx+0j75v8Ae3L4eXV09+g5/q6ynVGGkbbSTtimatI92ck8unlKpJClCNQLQ3Lb44Gp8sKqXqZVDwXnhAarUckJXrxKZyQmkRIdhbqu67vSNTclKTdZ4Hsx88vxjYPL0efDeoU0Ymlvi2HFA2U+qAsjnqmjD3pxM+259cHJpUOj+zIynIzhzi5hC7PDe7cTHRmHvUJce/Qqu9WDy5Fk4KTEByyftk5QYB2i2z+4ta9HT02PQqPGlPxkhXjGvXHB15cqVhIeHM2fOHN5++2319v379zN79my+/PJL1qxZQ2hoKCtWrMDNzY3Nmzejr6+aB++7775j9erV7NixA09P1ZvP1NRUPvvsM+zt7dm3bx9mZqqbaYcOHfjkk0/44Ycf+OijjwC4fPky27Zto06dOmzduhUbG9Vk2WPHjmXEiBHMnz+fzZs3F3sepalfnoyMDObPn8+BAwfK2Yqlc/VOMO1GfcXNB6HFpnWyV7VHcGiM1jSPwuNwsrfB2d6G49yjlm0VjI1UgeSg0MJ7Cj8Kj9MoH54GYkf2acUP20+Tmp7F+KEdAPjzrwB1ukXveRASEc+PO84VW/9nLSo0mN83rCQjNYU6ro1xbNgMgMjHquCPTS1V8Of+9UvcvnSGhNhITM2r0LhNZxq37aJ+6MlT27URIQH3uXL8AD1HvE1mRho+f54EwKF+E3XZPudP0HHAcK0rr74ocaFB3Dj8K5Wr2+PW7w1C7/2lNW38k96HxhZVuHlsFxH+d8jJzMDCpgZOrbtS07WpRnp9QyOs7ByJC3lImO9Naro2JSHiMRH+tzEyr0KVJw+V988fITkmgtemLSrQvi9S9ONALu7fjlVNe9oPGk3Q7eta05qYV2HIjEXUa9m+xOXb1WuI37UL3D53jCade5OaGI//X5fQq6RPzScLNgX4XCHE9xa93ppWIYtYVSS5dkpO7jvaSdsULSIkmB0/LSc9NRnnBk2p10g1esTSuhqW1tW05ouNiiA0ULVwZfV888851W9MsN89zh3dz4BRE8hIT+PqWdU86M4NVJ/DsEcP8T57nB6vjyx0xeeXhbSNdtI2RZP20U7uyU+lxUaQm5WBobklmSmJ+J3aQ2LoQ3QAi5qO1Gn7mnroP0BqTDgApla2hZano6uHUeWqpMVFkhoTrg6uWjnUJ+L2ZR57n6S2ew8ykuOJuHMFXb1KWNZWzUkbee8asQ/v0mTI5HIvYvWsyOdKpW6DJtRt0ETr/muXVJ2ULCpbYl658EXbUpITObhzEwAjxk0ptAdsvQZNefjgLicP7WGo5yQy0tO4eFq1sJLrk7YPCQ7gwumj9B08GsuXpH3+kXReycHo/0ivXHD1jz/+wMrKirfe0nw7NHDgQL7//nvOnz+PQqFgx44d5OTkMHnyZHXgEuDdd99l06ZN7Ny5Ux289PLyIjExkffff18dWAUYNmwY69atY8+ePcyaNQs9PT28vLwA+OCDD9SBVYCGDRsyePBgduzYwd27d2nYsGGR51Ga+gFcuHCB+fPnExISQseOHTl//nwZWq9sLvkEljitjaWq/WLz9Rz9u/gk1b6qVVRp83qeZmRmF9rbFZ72RLWu8nRY8s0HoRw+d5u+nRpz3+szYuJTqO9UndiEVFZuUT04DejaBPemjrz33+1kZVfcyval9cfOjfx19hjxUeEolUoatOrA0Cmz1fsTYlRTShgZm7L563nc9db8/d68cBIXtzaM+XARBvmCXB36DuXqyUOc2PULNy+eIi0pkdTkRJq270b12qp5Z4/9uh4DIyO6DBr9HM605BSKXM5tWo4iN5dOb36Ann7hPbVBNQw79cnwk6Mr5pOd+fSta9j9G9w/dxiX9r3o6PmBxnxAzfuO5ORPX3Dku0+oUsOexMgwFDk5tPTwREdXl5ysTG4c+pVqzg01Vop/0RSKXA7/tJTc3Bz6vvMhlYpoG1ANrzMv5ReCNgNGEnDjMod+Wor34d0kxkSSlZ5GmwEjMTa3QKlUcm7nRirbVKdZt+LnWn6e5NopGbnvaCdtUzSvX3/m8qnDxEaq2qepe0c8p88tcf59v6wmJycbiypW1G/aUr2924DhXDh+kEO//sy18ydITUokJSmBlh17qOfB+33LTxgaGvHa0JenB1l+0jbaSdsUTdpHO7knF5T0ZL7VnIxUTn09TWMof5TvXwScPUDTwZNwaK/qxZmVquptqv+3KY3y0zcxh7hIslKfDgev130okXev8tdvKwg4s4+0+GhyMtKo230oBqaq58F7h7dgYlUNh7Yv3yrf8rkquYS4GA7uUnUCa9e1t9aOAScP7yM9LZVaDs64tSl8ZFbvgSM5c+wAe7eu4/LZP0hOTCA5KYG2nXth71gXgJ2/rMHQ0BiPEWOfzQkJ8ZJ5pcLcubm5TJ48mWnTphX6BsXAwIDs7GxycnLw9vYGwN1d80uvoaEhzZs35/79+yQnq+YDyUvbpk2bAmW6u7uTkJCAn58foOpxCtCsWbMCaV1dVfO4XLt2rdhzKU39AA4cOEBqaipLlixh0aJFxZb/ohgZqQLFGVqCpADpGdkAGBvqa/w3PTNbe55MVXlGhporcXvO/pk1v6newNWuYcWxP+/SY/wywqIT0dHRYcGUAQQ8iuaX/RfVecxNjbCrVuW59jQLvOtDXGSYeqGu2IhQAvNNmp6Zrgr4nD+4g/vXL9J79EQ++WkvizYfYfSMhZiaV+bBX5c5sF5zqLeVbU0mLfwWxwbNiI8KR0dXl86vv8Hw9z4G4LH/fe56n6dj/+GY5lvlPSkuhvR88+G8CLeP7yU66AENuwyget1GRaaNC3ka4Ld2cMFj9lLGrdzH6P9tpc3wSejpG/DgwnG8927QyOfUqjPdJnyERbUaJIQ/xszKmk5j/48GXfoDcPfU76QlxNJq4NOXNYrcXFLiosnJyqjAsy0d70O7CX/oS4ueHtRyafxMjmFXryHDZi2mukNd4sJDMDIxo8vICXQZqZqM3/fKWSKD/Ogw2BO9SqrPnVKhICk2msx07S9Pnge5dkpG7jvaSdsUze/2X8REPG2f6PAQ/IroPZ/f8b3buHb+BACvvzkZ/Xy9nKyr2zFj8ffUbdSc2MhwdHV16Tl4NGP/bx4AQX738Ll8lu4D39CYxy0hNpq0FO1zwz1P0jbaSdsUTdpHO7knF5QUFgRAbnYWddq+Rvc5q/H43256fLwGh3Z9UObm4LP7ByLueKvTAUW+cM7bl5v9dOFTK4f6tJ24gMp2zqREhaJvbErD/m/RsL8qIBbm8yeJIQG4vjYK3XzPg+kJMWRnvNjnQZDPVUllZKSz/LPZpKUkY25RhddHFj6NgSI3lxNeuwHoN0T7eg/VatjxyVc/UL+xG9ERYejq6dJ/mCeTZ34KQIDvXa5dPEPfIaPUc7ECxMdGFznXqxCvsleq56qenl6BHqt5AgICePjwIbVr18bAwIBHjx5hbW2NqWnBBVjs7FTz9wQGBtK0aVP1Qlj29vYF0taqVUudtn79+upepllZBYOHecHQsLCwYs+lNPUDVS/aefPmYWZmRkhISIE8L4vcXGWxaXSfzHmjRJU2N9+bWK15nnR3V/6t+LSMLGZ8uYMZX+4okGdkn5Y0cbHj7bkbyc1VYGZiyNpFnrzerRl6erqERyfy0dI97DxafDC8vIZNmY1ZFSsSYiK5cHgPl4/tZ9vyhbzxwXyatu9OzpMHotTkRPqMnqTx9rxJu64Ym5qx/vNZXD9zlM6vj6JaradzR9o5uTJp0XeFHvfY9p8wMbeg44ARAATdv8mu1V8RG6F6SeDUqDnDpnyE5XOevD8xMpRrv2/B1NKGVoPHFZve0NScxj0GoVAoaDtiknrhoEoGhjTpORgzKxtO/LiY2yf20aj7QMysnvYqd3bvirN71wJlZqWn4nN0JzUbuKmHhd8744X3vo1kpaWgq1eJum170H7U1GJ7jlakuIgQzu/ZhHlVGzqPeLarjjo2aYljk5YFtisUuZzb/QtWNe1p1LEnAA+8z3P8l5WkJMSho6NL3Rbt6PtkRd/nSa6dkpP7jnbSNkV7c/pcLCytiIuK4LTXLs4e3su6/83n7ZkLadWpp9Z8pw7uZO/GVQC4d+1N+54F5+arXbc+Hy5ZVWj+A5vXYGpemR4D3wDA/64Pm1csITpc9dxTr7EbY9//hKq2L659pG20k7YpmrSPdnJPLqhyLWcc2vXBvHptnDo9/Z2b2dSk2fCp6OjpEXjeizu//0z1Rq3RKcnQYOWT71x/62BSzdWt0EWwlIpc7h/Zhlm1Wti36gpA2M2L3NzzI5lJcaCjS/VG7riNnI5BET1mnyX5XBUvIz2NpQtnEuB7G11dPabMXkTlJ3MQ/931y+eIjYqgipU17bXMbZvHsV4D5n39Y6H7dv6yGjOLyvQdrPqs+t6+wdrl/yXyyXzKDZq2ZNKH87F5CRYBE6KivFI9V7VRKBT897//RaFQMGKE6o9jQkIC5uaF3+TztqekqFb6i4+Px8DAACOjgnMK5k0TkJe2cWNVL7Ljx49rpFMqlZw6pVqJPn+PU21KUz+AVq1aaUxZ8LJKS1e9CTX8Ww/T/AwNVDH9vB6seYtMGRloj/Xn5cnILNmCVJUq6TLv3f7cehDKb0dUwdOv/zOUwT3d2OZ1hamfbSM+KY2NS96iq7tLicosD8tqNdA3MMSmZm0GTvg/2vUZglKp5MjWtSgUuVR6sniZgZExHQYML5C/btNW1HKuj1Kp5P71iwX2Fybg9l/437pGl4GjMTIxJSMtlU1ffUJqUgL9x75HzxFvE+x7h/WL/6N+aH0elEolZzctJzc7k45jpmFQghVHrewcaDtiMu3fmFLoiuyOLTpS2dYOpSKXkDtXS1SPW8d3k5maROtBqhc2EX63+XPb95hUtqKj5/s4u3flwZ9HOb9lRelOsByUSiWH1y4lJyuT3m9/oHXRhmft9rnjxIU9ptPQt9DV1SMhKpz93y8GHV1eG/c+LXsPxu/6BfZ+u/C51kuundKR+4520jZFq2qrah/bWnUYOXkmXfoPQ6lUsn/TGo0FP/Lz+vVndv6k6jXWuFV7PKd9XKpj+t68xn2fq7w2ZAzGJqakp6WyZvFHpCQlMHT8dAaMmkDg/dusXDiD7BfYPtI22knbFE3aRzu5JxdUvVFrmg2fqhFYzc+lp6odUqJCSYkOQ89A9T1Wka19JGBujmqKtKJ6t+b3yPskKVEh1O8zGh1dPVJjI7i6+Wt0dHRoOvRdnDt7EHHnMlc2LCnNqVUo+VwVLSkhni8+fo97N6+ho6vLpA/n07RlO63pr5xXTa3XplNPKlUqWz+8uz5Xuf3XFQYMH4uJqRlpqSksWzSL5MR4xkz6P4Z6TsLv7k2++mQ62YV0WBOlpKPzav38g73ywVWlUsmCBQu4ePEijRs3VvdszcnJwcCg8D8cedszMzNLnXb48OGYmZmxatUqtm7dSnx8PGFhYSxYsEA9dYDy790rC1GaY75KYhNTAbCy0B70sKqs6q0bE68KHsclqPIYGxkUGPavzlNFM09xxg1qj3NtGz774SBKpZJqVuaM7u/OxRsBTPp0Cxv2XsBz9np0dXWZMVb7W81nJe+Ne3x0BAkxUerVTG3salOpUuFtYGvvAEBcVHiJjnF0+0+YW1alXZ/BAHif9CI9NZm+nlPoOGA4PYa9Rfu+Q4gND+HOlee32Nfd078T6X8H59Zdsa/AuSqtaqnmP0qJjSo2bUZKIrdP7KNO83bYOKim87h5bBcAvaYsoH6nvnQZNxPrOvUIuHyK1ITCF1qraNeP7yfkwW0atOuGc/OC05Q8D7k52fy5ZzO2deri6t4ZgKtH9qDIzaHfpFm49fSgh+e7uLbuyOP7twj1v/vc6ibXTvn8m+87xZG2KVrvoao54GOjwol7MvdhHkVuLlu//xKv7esBaNa2M5PmLKGSvvaXrIU5sOVHKltWpUt/1YrfF47/TlpKMoPHvUePgW/Q743xdB0wjKiwx/hcPFsBZ1UxpG20k7YpmrSPdnJPLp6RhRWGZqrh6GnxUeqeo1lp2jv5ZKephmMbmlbWmiaPIicb32O/UtnOiZrNVAsGB5w5gDI3B7c33sexQz8aD5xAzabtiH14h7ig++U9pQohn6unosJDWfjhBAJ876Cnp8eU/yyiYw/t6ygocnO5efUCAG06l/378Y6Nq6liZc1rHqoXAKeP7ic1JYlRE96n7+DRDB7zDq8NHElE6GOuXjhd5uMI8bJ5pYOrOTk5zJ07l507d2Jvb8/q1avVgUkjIyOytby5yxvSb2xsXOq0tra2fP/99xgbG/PZZ5/Rtm1bunXrxsWLF/n000810halNMd8lTwIUv0Rq1Oz8KEGoJobFSDgcTQAoVEJJKdmPMlnpSWP5ZM8McXWwdCgEnPe6Y33rSAOnr4FQKN6NTHQr8Tlm0HqdPceRpCUkk7LRnW0lFR26SnJPPa/T1ZGeqH7LSyrqifcT0mIw7pm7WLLzBvuo6dX/FvEu1f/5LHfXboNeVM9f1DYwwcA1HZ5uthabRfVfJUhAb7FlllRAq+rFiEI8D7Nusl9NX6OrVoIqIJceduSnzwYKRUKcnO0v43nyTQTuiV4y3rj0G/kZGbS8vWnE6zHPPLH0NSCyrZ26m3VnBqgVCqICfYr5VmWje+Th/d7F0/xlWcvjZ/dS+cDkBQTqd6WGB1R4XX468RBkmKj6DR8nHpe4ogg1fnb1Xt67dSsq/p3xJPr6nmQa6doct/RTtqmaGkpSQT53SNTS/tUtrLG0Ej1TJKcEKfenp2dxU9fzePP478D0K7nACbO/rzUX1RvXj5HoO8d+owYh4Ghqn0ePWkDJ9en80471lf9O9j/XqnKLw9pG+2kbYom7aOd3JNLRpGbg1JReO9LyHt6AV29SphXU01llxZf+ItiRW4u6Ymq68zUuvih6oEXjpAeH02Dvp7q58HE0ABANU9rHss6qn8nPPYvtsyKIJ+rknkU6Meime8QFR6CoaERMxZ8Q/uuvYvM8+DeTVKSk7Cyrka9Bk3KdNxrl87if/82A0eNV3+Gg/xV7VM3X5l55T/0e36dNIR41l6pOVfzS09P54MPPuDMmTM4OAyaq0EAACAASURBVDiwYcMGbG1t1fstLCy0Ds/P2543/N7CwoLMzEyysrIK9CbNG5qffwh/u3btOHbsGCdOnCA6Opo6deqoA6wAVauqAosbN24sUAd3d3fatGlTqvq9Sq7deQRAExc7DA0qkZmVo7HfxtIMx1rW5OYquHYnWL39r3uP6dyqHu5NHPEN1HzLCODexBEA71tBxdZhysgu2NlaMvHTLepttlaqtvx7fZJTM6hmVfFzRi6fOY7k+FhGf7iQJm27FtifnpJMdpaqZ7KFlTX2dVUPJlEhwWRnZWpMqJ4nJkI1h49VMXP3KBQKjv+6HstqNXDv8XQoUUpiPIDGHJBGT4adZ6alluLsyseqpgNKLcN0MtNSSAh/hF4lfazr1ANAT1+fU+u+4uG1s7h26E1Hz/cLzRsX8hCAKjWKfgBPjY/m3lkvnFp3wcrOQb09PSkB43wTrgPqYefPa8J+G3tHFFoeojNSU4gNDUZPX5/qjqqpLEo6rKuksjLSuXRgO3YujTR6zqY9uXb08vUWyZuyIDNdrp2X4doBue8URdqmaP+d5klifCzvzP6cFh26FdiflpJEVqbqJWhlK2tA9UV949JF+FxW9cp5bYgng96aUupjKxQKDmz9iaq2Nen42uvq7XlfivN/8TU2Vo1iyXiO7SNto520TdGkfbSTe3Lxjn42noyEGFp6zqRWiy4F9qcnxpKVkgiAua29emGK+ODCX3onhgSgzM3BwNS82OBqTmYGfid2YuXYANuGrdTbM5MTANQLWwHoP+fnHflcFS8i9BFfzp1OUkIcpmYWzPpsGfUaNC02n/89Vaek+k1alGnhZ4VCwa5f/p+9+w6PonrbOP5NQgrplNBLSKihSA1I712aCtKkKCDSLNhAEUQFGzZEmoogSC9K70167y2UQAiQTnpCkvePDQtxsxsSkCS/9/5cVy5x58zMmSczk7NnzjxnOh5FitGsbRfj53dT42P7cHwcDfGJzYb4/M95lHzL8lTkyt9EREQE/fr1Y8eOHfj4+LBgwQKKFUubDNnT05OQkBDi4kxnbQ4ICMDa2prSpUsbywLpThR1/7MyZcqk+dzNzY1u3boxZMgQ2rZti729PadOnQKgbNmyAMydO5epU6em+Tlw4ECm65eb+AeGcvTsdRzsbenZoY7J8v5d6wOwfvdpwiMfPHFctdUwI2j/LqY5YEoVzUfzuhWIT0hk2SbLsz+6ODnw9oBW7Dh4gW37Hzxlvp+uoKjHg9dgbGysKeDuTHD4o6UayAyvyoak8Ae3rEl3+d4NK0hJSaFwyTK4FyyMd9WaOLm4kRgfx4HNf5uUD7x6iWvnTmJlZYVPnYYW9338ny3c8r9Mixf6YfPQSDxHF0Mn8t2wB6N/7/+xc3TN+PWgJ6V+z9d57t1v0v3x7TYQgLxu+YyfObrlJ3+JMqQkJ3Pt+D4S0unMu3Z8HxG3A7B1yEsJn5oW939k9QKSk5Ko1alPms8dnF2Ji4wgOelBB3zM3dDUZU8nPq36DafPuO/S/Wn60qsAOLnlN37m7J7+SO+sOrRhOdERYTR+cUCazx1SJ62KeugV96j7585Tig3o3MmI7jvmKTaWla9qOPf/2fhXust3rF1OSkoKxUp7kd+jCABrFv7C0b3bAejUZ3CWvqgCHNq5iZvX/Ojw0oA08bk/c3d46IP4RIQZ7kFOTzE+io15io1lio95uidnzLWwYaLl64e2pbvcb/tKAAp4V8He2Y0CXj7YObkSG3aHOxeOmZS/tn8jAMVrNMbK2nIXgN/Ov4iPDKdSu75pPrdzNAxWiYt4MCI0LrW9Y+/0dCY41XVlWXxcHN+Mf5u74aG4uLoz9sufH6ljFeCqn6Fj3rNshSzte+/2jVy/eomuvV5Nk6/VOTU+YSEP4nM/Vi7/Gpwgkpvlus7V+Ph4hgwZwvHjx/H19WXevHnGkaIPq1WrFsnJyRw6dMhk/WPHjlG2bFnjBFG1ahlmyz548KDJdvbv34+Liwve3oacfBs3bqRevXps2LDBpOzGjRuxs7PD19eQC3Dr1q2cP38+zc+IESMyXb/c5qtfDbGZ/GY3GtUqZ/y8Q5OqjBncjuTkZKbMSTsh2NxV+wgMiqB+DW8mv9UVGxvDqVnUw40FXw/CzjYP81cf4FbwXYv7HtW3OQXzOfPx1LQNr8On/UlIvEfHplUpltrB+nKnejjY2/LPkSf/GkuTTi9hbW3NxeMHWffHDGMi/OTkZPZvXMWWpb9jZWVF295DAMMrTK16GDqH1s+fybHdm425e8OCbrH4p0mkpKRQvVEr8qU2FNKTlHSPzYt/o1Dx0tRo3DrNstIVDK9f7N/4FykpKdxLTODwtnUAlKn0zJMNwBNWoWEb7B2dib0bxtbZk4m9G25cduP0YXbO+QaAGh16YZf6pDg9EbcDuLBnExUatMbVI+0DmcLePiQn3ePc7vUARIcF439iPza2dnh4/veTnmW3uOhIDqxZimfVWpT61/lQIvW1uKObDQ3Z+Jhozu41NPZLVMzaa0NPy/+nc0f3HfMUG8tadeuNtbUNZ48dYMXv04wTcCQnJ7Nz3QrWLPwVKysrurxs+EIaeP0qG5Ya3g6p37IjbV/sl6X9JiXdY82fv1CkhCe+TdPOSuyV+srg7vUrSUlJITExgb2pHTHlKlfP0v6yQrExT7GxTPExT/fkjHk3M+SCvXPuCGdW/05yanqjlOQkLm1bgd/Ov7Cytsano+E8sbK2oVzz5wE4uvAHIm5eMW7r6p71XNu/Ces8tng36WxxvwkxUfhtX4FHhRoULFslzbL8ZSoBcOWftQAkxkZz46ghpVUB78qPe8iPRNeVZasW/krgjWtYWVszYuwkSpUpl/FKqfwvG1JZlSjtlen9JiXdY9kfMylWsoxJXtfyPobO3S2pHd+JCQnsTE3PULFKjUzvSySnynVpAaZMmcLRo0epUaMGs2bNwsHBId1yHTt2ZMaMGUydOhVfX1/j6/7Tp08nKiqKHj16GMu2bNmSzz//nNmzZ9OmTRvc3Q1PUJYuXcrVq1cZOHAg1qlP+Hx8fAgPD2fhwoW0bt3aOGR+7ty5nD9/nr59++LmlvETqszUL7dZsfkYc1buoX+X+mycPYozfoHY5rGhXOlCAIz78S/2HLucZp2omHhe/Wgey74fwqi+LXipfR0Cbofj410UB3tbjp69zjtfLbO43wLuTozo3Yy1O0+x/8SVNMtCI6KZsWgnI/o05+jyD7l+K4xKXkWIiU1g0qz1TzYAQFHPsnQd8g4rZn7Nzr/+ZP+mvyhYtDgRIUFERYRhbW1NxwEjqFiznnEd31aduH3jGnvXL2fRD5+yfv4MnFzdueV/meSkJEp4V+S5/iMs7vfQ1rWE3r5Jr7fGG8/Z+2o2acOu1Ys4sWcr1y+e4d69RCLDQijj8wzlnjEdZZyTODi70WzQB2yePpEbpw6x8IOXcStSgsS4WCKDDXlHKzZuT9VWz1vczuG/52FtY0ONDj1Nlj3T9kX8T+xnz5/TOLt9NVGhd0iMi6VGh57YO+W+FB2ZtX/1YuJjokxGrQLUatOVEzvWs3/1Yi4e3ktMZDhxUZFUbtiSgsVz9gj7/0/nju475ik2lpUoU47ew95j/rQv2LR8PrvWr6RQ0RKEBd8hMiIMa2sbXhz0BlVqG94+2fb3YmMKk+tXLvLN++ZHAT3bsgP1W6Y/2/WeTasJuhXAq+9+ahKfes3bs2XVQg7t2syV86e5l5hARFgI5arUoFKNpzfhn2JjnmJjmeJjnu7JGStUvjqV2vfh7No/uLh1GVf2rMepYFFiw+6QEH0XK2sbqvcYQf7SD0YZejV+jqALx7hz/ijbv3kT16KlSYyNIjbMMM9FjR4jcSpgvvMZ4NLWZSTGRlOpfR+TZV6NnuPa/s1c2racW6f3Ex91l8SYSErUbmZITfAU6LoyLzEhgc2rDZOs2ts7sPT36RbLjxw7CffU1AkA4amjtp2cMz8KefuGv7gTeIORYyaZxKdhyw6sXb6AfTs24nfuJImJiYSHBlOxak2q1qpnZovyyLKQwkH+G7mqczUoKIj58+cD4OXlxaxZs9ItN3jwYLy9vRk4cCCzZs2iS5cuNGvWjEuXLrF9+3Zq1qxJ9+7djeXd3d155513GD9+PF26dKFdu3bcvn2bdevW4enpyZAhQ4xlS5QoQb9+/ZgzZw4vvfQStWvX5sKFC+zcuZPKlSszatSoRzqWzNQvNxo6YQF7jl5m0AsN8SlbFCus2Hf8MtP+3MGSDYfTXWfr/nM06P0lYwa3o1HtclQpV4yA2+Gs3HKMSbPWExOXYHGf7wxsjbOjPRN+Mn1dCOD9b1cQERXHK883wLukB3uPXeaDb1dwxu/RZhXNrNrN2lG0tBc7Vv7JlbPHuXXtMo6ublSr35zGnXpQ3CvtKxdWVlZ0GjiScs/UZu/6Fdy4dI6YqOt4FCtFjUatqN/++XRzTN2XmBDP1mVzKVamPFXqmuZmcnB0YvDH3/H3nKlcOnmYPLZ2+LZ8jvZ9h5r8EcyJSvjUpOuHP3FiwxICzhwhPPA6tg55KV6pBpWadsSzen2L64fcuMLlQzup0rwLTvk8TJZ7eFag7ahPObDsF0IDruDolp8aHXpRrfUL/9Uh5RjREWEc3riS8rUbUNTL9FUgt4KF6Tn2a7b+MZ2AS2dwcHShbsceNHqh/9OvbBb8fzp3dN8xT7Gx7NmWHSju6c3G5fO5eOooAdf8cHZxo3ajlrTs0pNSZR9MYOJ39oTx39czmOilwjO10/08MSGedYvnUNK7AjXqNzVZntfRiTc/ncqS2d9x7vghbO3saNimM936D3vq8VFszFNsLFN8zNM9OWPlW3YnX+mKXN75F6FXz3E38Cr2Tq6UqNmEss264VY8bdo6a5s81H11HJd3/c31g1uIuhOAtY0NBcs9Q7nm3ShUwfIowbjIMC7vXk3RqvXIV9J0xKNj/kI0HPYZp1b+Qui1c9jmdaZs8+ep1K73kzzsDOm6St/1q5eIiTaku4uLjeHCmeMWy98f9QupE56lrpvXKXNvzyYkxLNywa94lq1InYbNTZY7Ojkz9sufmTd9CqePHsDWzo5m7brS69WRueI7qMijskq5/05FLrB582aGDRuWYbmDBw/i6upKSkoKCxYsYMGCBfj7++Ph4UGrVq0YPnx4upNFrV27ltmzZ3Pp0iXc3Nxo2LAhb775JoUKFUpTLikpiXnz5rF06VKuX79O4cKFadu2LYMGDcrUJFSZrd99N27coEWLFrRo0YJp06Y98v4syVtj+BPZzv+i+XPGZncVciy/sPRn6hSDAk656vnVUxUSfS/jQv9PeefLm91VkFzKzT5zsx6LiDyuiPjE7K5CjrXvhuV0Zv/ftfE2Te0nBq52+ntuSR2vp58HOafK2yB39VXE/vNZdlfhP5OrOlflv6POVfPUuWqeOlctU+eqeepcNU+dq5JV6lwVkadNnavmqXPVMnWumqfOVcvUufqAOldzDn3zFxERERERERERyU2slFohp9BvQkRERERERERERCQL1LkqIiIiIiIiIiIikgVKCyAiIiIiIiIiIpKbWFlldw0klUauioiIiIiIiIiIiGSBOldFREREREREREREskCdqyIiIiIiIiIiIiJZoJyrIiIiIiIiIiIiuYmVxkvmFPpNiIiIiIiIiIiIiGSBOldFREREREREREREskBpAURERERERERERHITpQXIMfSbEBEREREREREREckCda6KiIiIiIiIiIiIZIHSAoiIiIiIiIiIiOQm1lbZXQNJpZGrIiIiIiIiIiIiIlmgzlURERERERERERGRLFDnqoiIiIiIiIiIiEgWKOeqiIiIiIiIiIhIbmKl8ZI5hX4TIiIiIiIiIiIiIlmgkasiGahc2C27q5BjOebRLcSSRuUKZncVcqwzAXezuwoi/3NCYhKyuwqSSxVwtMvuKuRornlts7sKOVaJ7K5ADqZ2smWJSSnY2mimcxH536A7voiIiIiIiIg8VS0qaiCCyGOx0gOKnEJpAURERERERERERESyQJ2rIiIiIiIiIiIiIlmgtAAiIiIiIiIiIiK5iZXGS+YU+k2IiIiIiIiIiIiIZIE6V0VERERERERERESyQJ2rIiIiIiIiIiIiIlmgnKsiIiIiIiIiIiK5iZVVdtdAUmnkqoiIiIiIiIiIiEgWqHNVREREREREREREJAuUFkBERERERERERCQ3sdJ4yZxCvwkRERERERERERGRLFDnqoiIiIiIiIiIiEgWqHNVREREREREREREJAuUc1VERERERERERCQ3sbLK7hpIKo1cFREREREREREREckCda6KiIiIiIiIiIiIZIHSAoiIiIiIiIiIiOQmVhovmVOoc1UyzcrKih2/v02ZEgUp2fx9s+V6dfRlaI/GVC5bjPjEe5w4H8APf2xlzY6TZtep5FWEsUPa07hOOVwcHfAPDGXJhsN8M2cTsXGJJuWdHe354u1udG5enbz2tvxz1I8Pvl3B6Us3093+LxNfpnOLZ/DpOJ47oZGZP/gsuHHtCsv+/J2TRw8QGhKMvb09nt7lad2hK83adEx3na3r/2bNikVcu3wJWztbypStQOfufajboGm65c+fOckvU7/G7+I5nJ1dadyyLX1fHY6dvb1J2ci7EQzu2ZFqNX35YOI3T/JQM8X/0jk2LZ/H5TPHiYuNwS1/QSrXrk/Lrn1wy1/QpHxsdBSbV/zB8b3bCQ26TV5HJ0qV86FJhxeoWN033X1cvXCaFb/9yI3LF3B0cqFmo5Z07D0YWzvTuERH3mXi0O6Uq1aLV9797Ikf75PQoU1zAm+mf27/28xff6d2nboAzPl1NosXLiAkOAjPMl4MeX04zVu0Sne9lcuX8snHH/Ltj9No0rT5E6v7k3bz+lVWL5nHmWOHCA8Lxs7OnlJe5WjapjMNW7Y3lls2byYr5s9+pG02atmBIaM/Nv7/pXOnmD/jW65eOo+jswv1m7Xhxf5DsUvn/ImKjOCt/l2pXL0Ooz764vEP8DEoNpYpPubpvmyeYmOZrivL1BY0T7ExT/cdEZHcw2b8+PHjs7sSkv0+m7H2kctOGP4c3dvWJiYugW9/35xumYkjO/HFW90oUtCVC1fvkJB4jxqVStG9bW2SkpPZfeSSyTo1KpVk65y3qV6xJHej4rhyI5hypQvRrG5F2jaqwsK1B0lITEqzzm+f9aNXx7rExCYQGBRB3Wpl6N6uFkvWHyIiKi5NWR/vonz/QQ9++GMbqy108P7ba33S74R6FAf+2cFHb73GpfOnSUxIpHip0iQmJnL96mX27drGzRv+PNu4OVYPJaL+fcb3/Pbzt4SFBFOilCd5bG25fPEcu7ZswMramirVa6XZR1hIMG+/1pdbN29QrHgpYmNjOHHkAP5X/GjUoo1JnRb8Op1Txw7z3oQvcXPPn+VjAwiPNe3wfhSnDu5m2oQ3uXX9Cnls7fAoWoKI0CD8zhxn/9Y1lK9aO02jMSY6km/fH8LJA7uIj4uhULFSpCQnc93vHId2bCA5KYnyVdPG5W5YCN+8N4iQWwF4FC1BfFwMF08eJtD/CjUbtjSp07pFv3Dp9FEGjp6Is1u+LB3Xv5Uu4PhEtnPf8aNHcHVzo0jRoun+JCUnERMdjZ2dHf1fGYybmzuL/pzPlK8mc+9eIqU9y3Dlsh8b1q2lfPmKlPHySrP9hIQE3nlzJF7eZXnjrXeeaN3/LSgyPsvrHtm3i0kfDOfKhTMkJiZSrEQpEhMTCLh2hUN7tnMrwJ/aDZphZWVF0K0Aou5GUMCjSLo/zq7uRISFAFCnQXMqVasJQHhoMONGDeBO4A2KFC9JXGwMZ44d4sa1yzzbpLVJnZbNm8nZk0cYOXYSru5P5vzJCsXGsv/1+MT+629kZvx/uS9nxf+H2Dja2mR53f/16wrA/jHi87/eFnwc/+uxyWo7Gf5/3HcAyhZyeiLbEfn/6rM/9mZ3FTLlwz7PZncV/jMauSqZMnZIe959xbQh8rB2jaowekBrQsKj6TzsJw6f8QegY9OqzJs8kI9ea8+OAxfYe/yycR17uzws+XYwzo72fDp9LZ/PXEdKSgrFPNxY/N0QavmUYvJb3Rj+6Z/GdSqUKUyXFtU5fv4GLQd+S1RMPONe78AHg9oxondz3vl6WZp6jR/WkciYOKbM2fQEI2JeWGgI33w6loSEeFp37MagEaOxd8gLwL5d2/j284/YsXkd5StV4bkXegFwcM9Oli2Yg4urG+O//IlylSobyu/exlcT3ufP36ZTraYvPlWrG/fz19L5xMZE02vAa7zUfwgxMdG881pf9u3exuWL5/EqV8FYNjQkiDUrFtGkVXtKeXo/lTj8W3jwHeZ9P5Hk5CTavNifNt37Y2OTh4T4OJbMnMKBbWuZ881HfDh1IdY2hi8zf06dxJ0Af0qXq8SAdz4lX8HCAJw8sIvfvv6IjUt/p1zVmmkajdtXLyY+NoZ2L71C2+4DiIuNYcp7gzl5YBc3rlykRJlyxrIRocHsWruM2o1bU6RkmacbkEz4csr3ZpeFhYXRo1snAN7/8GNKlSpNUlISv86egUPevMxfuIwyXl7s37uHoYMHMuPnqTRrkbbhvGTRn9y6FciEzyb9p8fxOCLCQpj25TgSE+Jp1q4LfYa8hb2DAwCH9mxn+tcT2LNtA94VqtCmSw+atOlEkzadzG5v1refcs3vPJWq1aLzS/2Nn69fuZC4mGie7zuYrr1fJTYmmo/fGMjhPTu45neB0t7ljWXDQoLZ9PcSGjRvS/HSXuns5elQbCxTfMzTfdk8xcYyXVeWqS1onmJjnu47IvLIHnr4JNlLCRrkkRQu4MLiKYP48LX2GZZ99xXDCIKPflhl7FgFWL39JJ/NXIe1tTWjB6YdZdC7Y12KF87H3mN+fDZjLSkpKQDcDIqg1+hZJCTe4+VO9ShS0NW4jm/VMlhbW7Nk/SGiYgyj4GYt2Q3As9XTNqZrVy7Nc82e4bu5WwiPjM1CBDJv05oVxMZE412+Eq+/PdbYYASo16gZLw8eAcCqJfONny/54xcAXh480thgBKjXsBkv9RtMSkoKS+f/mmY/506fAKBNpxcAcHR0okmrDgCcPXUsTdlFv88iOekePQe89qQOM9MO7dxIXEw0ZavUoH3PV7GxMTzjsbN3oMdro3F0diXkdiAXTh4BDI25kwd3Y2VtTb+3JhgbiwBVfRtRv5XhS9q+zavT7Ofq+dMA1G/dGQCHvI7Ubmw4766cO5Gm7IYlc0hOTqJdj4H/wRE/HZ9OGEdwcBDNW7aiS9fnAbgVGEjQnTvUrFnbOEq17rP1KVW6NBcvnCcmJtq4fkxMNL/Nnolv3Wep41svW47hUWxfv4q4mGg8y1ZkwIj3jV/iAWrXb0qP/q8DsH7Fggy3dXjvDnZs+AtHJ2dee2e88QsKwKWzhtHtzdt3BSCvoxMNmrcF4MLp42m2s/LPX0hKSqJbn0GPd3CPSbGxTPExT/dl8xQby3RdWaa2oHmKjXm674iI5D65snM1KCiIcePG0aRJE6pUqUKDBg0YPXo0169fNym7cuVKunTpQvXq1WncuDGTJk0iOjo6na3C9u3b6dGjBzVq1ODZZ59lzJgxhISEpFt20aJFdOrUiapVq9KkSRM+/vhjbt++neljedT6JSQkMH36dNq3b0/VqlWpVasWAwYMYP/+/ZneZ2a1qFeREyvH8VyzZwgMiuCjH1aZLetVsiD1nvEiIfEei9YdMln++4o9ALR8tiJuzg8aUb07GvIA/fH3AZN1/APD2LLvHLa2NnRu/uBJ9P2O1pCIB/EKDosCwM0lb5ptTBjxHHdCI5k6f1uGx/uknDxqOP5nGzfH2tr0UqvzbCMA7ty6SVTkXW7e8Ofc6RPkyZOHJi3bmZRv1cHwheLYwb1ERT7IFxsWEgyAq6ub8TNXN3cAoqMelLt18wab1qygVYeuFCla/HEPL8vc8hek+rNNjQ29h91/7QkgPMRwPcXGRPFsi474Nm1LgcLFTNYpUsortfydNJ/fDTPExcnlQYe8c2qMYqOjjJ8F3wpg35bV1GvRMd3t5wY7tm1l25ZNODs7896Yj4yfBwcbYuLm7p6mvLt7PlJSUoiKfBCHBfPmEhoawrCRbzydSmfR2ROGLxJ1GjRN97qqUbchAEG3A4mOvGt2Ownxccz56SsAXuz/OgU8CqdZHh5qOH+cH7quXFwNcYyJfnBd3QkMYPv6VTRt25lCRbLvugLFJiOKj3m6L5un2Fim68oytQXNU2zM031HRCT3yXVpAYKCgnjxxRcJDAykQYMGtG/fnitXrrB69Wp27drFokWL8PT0BGDGjBlMmTKFChUq0KdPHy5cuMCcOXM4fvw4c+fOxc7Ozrjd1atX8/bbb1OyZEl69uxJYGAgK1as4ODBgyxbtgxX1wd/dCZMmMCCBQsoUKAAXbt2JSEhgVWrVrFt2zbmzp1r3H9GHrV+ycnJDB06lN27d1O+fHl69uxJZGQk69ato3///kyZMoV27UwbGU9KJa8iODvaM3/1ft79ejmVy5r/o+pbxROAkxdvEhOXYLI8KCyKy9eD8CrpgW81TzbtOYu1tRU1KpUEYN9DqQIeduDkVdo1qkKDmt7MWLwTgIjUEagF87kYyxXKb/h3WESM8bOmvuVpXrci7369jOhY0zr9V3q/8jpNW7enXIXK6S6Pi3swgjYp6R4Xzp4CwNO7HA5585qUd8+XnyLFSnDr5g3OnzlBrboNAHByNhxzREQY+Qt4GP4dHgqA80ONpQW/TsfaJg/dX371CRxd1tVp2pY6Tdumuyw+LpY7Nw2jnQsWMTQci5TwpMfQd81u74bf+dTyaRvCeZ0McYmKCDfmpIqMCAPA0flBXNYt+hVraxvavNg/C0eT/ZKSkvjhO8OEC68MHoqHRyHjMpfUXoGtOwAAIABJREFU339YWGiadUJDQ7GyssLF5f65E87c33+lSdPmVK32zFOqeda88PIQ6jdvi1e5Sukuj09zXZnPP7luxZ+EBd+hpGdZWnToZrLcMfX8uRseTr4CBVP/bYjjw19Cls2biY2NDV16Zv9IDsXGMsXHPN2XzVNsLNN1ZZnaguYpNubpviMikvvkupGrP/74I4GBgbz//vv8+uuvvPfee0yfPp0vvviC8PBwJk+eDEBAQAA//PADNWrUYNmyZYwePZqZM2fy+uuvc/ToURYvXmzcZnR0NJ988gklS5Zk5cqVvPvuu3z77bdMnDgRf39/fv75Z2PZ/fv3s2DBAkqXLs2qVav45JNPmDx5MgsWLCA0NJSPPvrIpM7pyUz91q1bx+7du2ndujUrVqxgzJgxTJo0iWXLluHg4MAnn3xCQsJ/12l46PQ1nu35Ba9+NI/QiPRH/d7nVdLQaLkWEGy2jH+goUHjnVq2RGF38joYOpKvBqQ/Uvj+Ove3Dw86Ynu0rY1TXsP6A583NKT+OepnLDdh2HPcuBXGjMW7LNb9SatYuRot2naiVJn0czbt370dADf3fLi65SMwwDDy2tJIC4/CRQGMZQEqVjF0hq3/y5BjNjYmhp1b1gPgU7UGAP5X/Ni5ZR0dunanQMFC5ES3b1zjly/GEBsdRZmKVSlbubrF8vGxMWxaPo99W9dga2dH0+d6pFlepkIVAPZsXGUsf2S3YQI2r0rVAAj0v8zhXZto1K5burOu5gZ/rVzOlct+FCpUmJ69+6ZZVtqzDG5ubhw5dJCrVwzXy4H9+7hx3Z+KlXzI62iYcGvOL7OJjori9RGjnnr9M6tspao0btWREmZyoR3ea3j44uqWDxc393TLREVGsHrxXAC6Dxia7oiZcj6Gc2Tr2uUAxMXGsHf7RgAqpJ6bN676sWf7Blp2fJF8BTxMtvG0KTaWKT6Zp/uyeYqNga4ry9QWNE+xyTzdd0TEhJV17vr5H5brRq5u3ryZ/Pnz069fvzSfd+7cmalTp7J7926Sk5NZvHgx9+7dY8iQIdja2hrLvfbaa8ydO5clS5bQp08fANasWUNERAQjR47E2dnZWPaFF15g9uzZLF++nNGjR2NjY8OaNWsAGDVqFB4eDxpuPj4+dO3alcWLF3PmzBl8fHwsHkdm6rdxo6HxOGLECPLkefAr8/b2pn379ixdupSTJ09Sq1baGSCflH3HrzxyWY98hviFPDRy9N/C7hqWFXA3lL0/8jQuPjHd0a7wYCRqQfcHM0qeuBDAul2naNeoCufWfEJwWBQVvYoQEh7Nj39sBQyTaPlWK8OwiX+SkHjvkY/jvxYWEszyP38HoHHLdlhZWRERbnhS7OrmZnY9l9QR1Hcjwo2fPfd8TzavWcnCOTPYvXUjdyPCuBsRTqPmrfH0NiSi/2P2T9g75OX5XgP+q0PKsnWLfuXg9vWE3gkkJSWFKnUa0mv4B2bL+186x58/TSL4VgAJ8XHkK1iYnsPep1jptI3zxh1eYN+W1axf/BtH/9lKVGQE0XfDqdGghbHsmgWzsLN3oGW3Pv/pMf5XUlJSmPf7bwD06vtymtH4ADY2NvR/ZTDfT/mKXt27UbJUaa5cvoyVlRVDh40EIDg4iEUL59OmbXvKla9gso/cJDw0mNVL5wHwbLM2aWYXftjWtSuJjYmmhKc3Neo2SrdMm8492LHhL1bMn83+nZuJvBtOZEQ49Zq0omSZsgAsmTsde4e8PNfj5f/mgJ4gxcYyxSct3ZfNU2wena4ry9QWNE+xSUv3HRGRnC9XdR0nJSUxZMgQhg8fnu5TbTs7OxITE7l37x4HDx4EwNfXN00Ze3t7qlevzrlz54hMzcdzv2zdunVNtunr60t4eDgXL14EDCNOAZ55xvTV2QoVDB0Thw8fzvBYMlO/du3aMXToUMqUMZ2Z8X5nSkyM+c7Mp8nBwdBRHGemkxQgNi4RgLz2tmn+GxufaH6deMP2HOxt03ze591fmb7IMCqiVNH8bPznDC0GTuFmUARWVlaMG9oRP/8gfl+117iOi5MDxQu5m23k/9fiYmP57MO3iI6KxNXNnRd6G15dS4iPAwzJ6s2xs3NILRtv/KxIsRJ89v0sKj9Tk9u3ArC2saHrS/1444OJAFw8e5p9u7fRuXsfY44pgJDgO0RZyH/2tPidPkbI7ZvGScyCb93g4qmjZsvfun6Fm9f8jPGKiY7k9OG93EtMe84VLFKcERN/xNunOiF3ArG2tqZ5l170GTkWgGsXz3LywC6aPdcDJ5cHDfWI0GBiorI/Lo9i/949XL1yGWcXF7q90CPdMv0GvMLo98aQv0ABrl65jJe3N1N++ImGjZsAMGv6z9xLTOS14SON6yQkJHDrVuB/OiL+SYuLi+XbT94lJioSFzd3OvXol2655KQktqwxjF5p/3xvs9srVLQ4Y7/8mYpVaxB06ybW1tZ0eKEPQ97+GAC/82c4vGcH7br2NOb9AwgLCbKYVzA7KDaWKT6mdF82T7F5NLquLFNb0DzFxpTuOyIiOV+uGrlqY2NjMmL1Pj8/Py5fvkypUqWws7PD39+fggUL4uTkZFK2eHHD6yRXrlyhWrVqxomwSpYsaVK2RIkSxrIVK1Y0jjJNr9PhfmfozZs3MzyWzNSvbdu2tG1rmncnISGBHTt2AFC2bNkM9/k0JCWlZFjG2trQqZmCoWxScnLG66QOIU/51+Zj4hJ4c/Ji3py82GSdHm1rUbV8cQaMmUNSUjLOjvbMnNCHTs2ewcbGmsCgCN77ZjlLNmTcGf6kxMbE8OkHo7hw5iTWNja89eFn5MtfAABra5sM1oaUFEOs/t0vXLaCD5N++CXddebO+hEXN3e6dDc8cT5z4ijfT/7Y+MpU1eq1Gfn+BAoXzZ4E9T2Hf4Cre35Cg26za+1Sdq9fwZyvP+LlN8dTs2ELk/KVatRj8rz1JN1L5OyxA6z47Ud2rF5M0M3rDPnwqzRlS3pXZOSnU9Pd7+r5M3BycaNZp5cA8Dt7nAVTJxEceAOAslVq0Gv4GAoUKvqEj/jJWbzQMPty124vpBl1/2+9+rxMrz6mI3kCbtxgxbIlPNe5K6VKlQbg559+YN7vvxEXG4tD3rz07N2XYSPeSPeBVk4RFxvDNx+/jd+5U1hb2zD0nQm45SuQbtkj+3cRcucW7vkLUr9Z+vnM7itTrhIffjUj3WVL5kzD2dWNdt16AXD+1DFmTpnI7ZuG66pStVoMfusjPIpk78QPio1lik/6dF82T7HJmK4ry9QWNE+xSZ/uOyJiVjYNGBNTOffbciYkJyczceJEkpOT6d69OwDh4eHGyVr+7f7nUVGGWRDDwsKws7PDwcH0Sej9Dov7ZatUMeSm2bRpU5pyKSkpbNtmmIk+8qEZKs3JTP3MmTlzJgEBATRu3JiiRXPGH7WYWMOTYvt/jTB9mL2doU///gjW+5NMOdiZ7+u/v05c/KONpMuTx5oPX+vAyQsBLFpv6Dz96p3n6dqyBgvWHOD1TxYQdjeGOZ/3o6lv+Ufa5uOKCA/lo7eGcPLYIaytrRn13nhq+tY3Lr+fnP/hp+3/lpj6xNnSU/uHnThykOOH9/N8z/44OjkTEx3Fp2Pe4G5EGK8Me5teA17j7OnjfDx6KInZNEqxQKGi2NrZU7h4KV4Y9BaN2j9PSkoKf/8xneR0Jr9wcc9HXidnnN3yUadJG1778GusrW04c2QvF04+Wkf5xZNHuHDiEC269sbB0Ym4mGhmT3qf6IhwugwYQbuXXuHKuVP8POFNk6f8OUVsTAx7/jHkEW7f0XQ22UcxfdqPWFtbMei11wFY/fcqZk2fRsWKlRg34VN869bjt9kzmTEt/UZ3TnA3PIxJ7w/j7InDWFlbM/itj6hW+1mz5Q/sMqQMqdu4ZZo0K5lx5vghTh09QMcXXzZeV1PGjyYyIozeg9/g+b6DuXj2BF+MHZFt1xUoNhlRfMzTfdk8xcYyXVeWqS1onmJjnu47IiI5X67vXE1JSWHcuHHs3buXKlWqGEe23rt3zyT/4H33P49P/eOcmbIvvvgizs7O/PTTT8yfP5+wsDBu3rzJuHHjjKkDUv49vDIdmdlnelauXMnUqVNxcXFh3LhxGe7vaQlJnfAqv6uj2TL53QyjdYPDDJ3HoeGGdfI62Jm89m9cxz3tOhnp36U+3qU8+OTn1aSkpFAovwu9Oviy95gfgz/+g99W7KHPu79gbW3Nmy+3fLSDewy3bt7gndf7c+HsKWxs8vDm2E9p1qZjmjIurobXbSy9ghQZEQGAm1u+R9rvvFk/kr9AQTp0M7wyvnH1CqIi79L/tTfp3L0PL/UfwnPP9+TmDX/2pn7ByW4tuxpGDoTeCSQs+HaG5UuVrUj5aoZ8w5dOH3ukfayePwPXfAVo1O55APZu/puYqEg69XudZs/1oG33ATTp8AJBgTc4sX9nFo/kv7V37z8kJCRQ2tOTChXTn6XZkst+l1i35m9e6N6TIkUMD2fm/vYLDg4O/DBtJl26vcBXU37Ao1AhFvzxO4mJ5tN2ZJc7gQGMf/MV/M6fxsbGMDqqYcv2ZssnJyVx4tAewPBFPqsW/zYN9/wFad3pRQC2r19FdNRder46knbdetG196u07tSDWwHXObRne5b38zgUG8sUn8zRfdk8xeYBXVeWqS1onmKTObrviIjkPLm6c/XevXuMGTOGJUuWULJkSaZNm2bsmHRwcDDbGXD/lf68qU9AM1O2cOHCTJ06lbx58/LJJ59Qr149mjVrxt69e/n444/TlLUkM/v8t8WLF/PBBx9gZ2fH1KlT001nkF0uXDX8gS9dLP3Xv8CQGxXA73oQAAF3womMjktdL7+ZdfKlrhOcYR3s7fLw/qttOHjyKqu3nwSgcrli2NnmYf+Jq8ZyZy/f4m5ULLUql85wm4/jit8F3hs2gFsB17F3cGDs51No0rKdSbkSpTwBuHPLfFqJO7cDAShaIuPf+f5/tnP+zEm69x2EfeoTfL+L5wDDDK33VUj998Vzpx/tgB5TTNRdrl08S3xcbLrL3fIXxM7BcO5HhodyLzGR2wH+BN8KMLtNj6IljOUzcvLAbq5eOE3rF/phZ28PwPXLFwDwLF/FWM4zdQbVaxfPPsJRPX27dmwHoGUry69RmvPTj9/j4ODAwFcHA4bRHpf9LlHGy9s4Yt/W1pZKPpWJjo7m6pXLT6TeT4r/5YtMeOtV7gTewN7egTc//pr6zdpYXOfC2RNERd4lf8FClKtUNUv7Pbx3J5fOnaJzz4HGkTFXL50HDLNm33d/+5cvnMnSfh6HYmOZ4mNK92XzFJtHo+vKMrUFzVNsTOm+IyKS++SqnKsPi42NZdSoUezYsQNPT09+++03ChcubFzu6upq9vX8+5/ff/3e1dWV+Ph4EhISTEaT3n81/+FX+J999lk2btzIli1bCAoKonTp0sYOVoACBQwdi3PmzDGpg6+vL3Xr1s1U/R72448/MnXqVBwdHfnpp5+oV6+emQhlj8On/QGoWr449nZ5iE+4l2a5Rz5nypQoSFJSModPXzN+fvTsdRrXLodv1TKcv2L6BNa3qmEyr4Mnr2ZYh6E9mlC8cD4GffyH8bPC+Q2x/Hd9IqPjKJTf9dEOLgtu3rjGuLeHEhEWirOLK+Mm/0DFKqaToQGUrVAZMDQyE+LjjY2Z+8LDQrkdGIC1tTXlKla2uN/k5GT+mD2NwkWL0/q5rg+2ERoCgK3dgxHCjo6GUcGx0dGZP8AsmDSqL3fDQhgweiLV6zczWR4TdZfE1AT8rvkLsm7Rr2xePg+fWvUZMvbLdLcZHmLoqHfLX9DivpOTk1nz5ywKFC5K/VYPXqW/39DMY/sgLg55DaOv42NzxmRx/3biuGHkQe06vhmUNHX61Em2bdnEK4NeI3/q/SosNIzk5GSTe6CTk6GjNfopnR+P4laAP5PHjOBueChOzq6M/mQK5XyqZbjepbOGhy0Vq9bM0oR2ycnJLP19Oh5FitGsXRfj53dTzx/bh86fvPevq5inGzfFxjLFJ326L5un2GRM15Vlaguap9ikT/cdEXlkVrl6vOT/lFz5m4iIiKBfv37s2LEDHx8fFixYQLFiaZOMe3p6EhISQlxcnMn6AQGGP7ylS5c2lgW4ceOGSdn7n5UpUybN525ubnTr1o0hQ4bQtm1b7O3tOXXqFPBgcqm5c+cyderUND8HDhzIdP3gQfqDqVOn4u7uzpw5c6hfv77JutnNPzCUo2ev42BvS88OdUyW9+9qqPP63acJj3zwNHbVVkNHUf8upnm5ShXNR/O6FYhPSGTZpiMW9+/i5MDbA1qx4+AFtu0/b/z8frqCoh4PZrq0sbGmgLszweGPlmogs+LjYpn4wRtEhIXi6ubOZ9/PMttgBChctBhe5SqSmJDA9k1rTJZvXL0CgFp1G+LsYrlDeOeW9Vy7fJGX+g8mT54HjSBXN8PxhwYHGT8LCzGMBnZxd+dpKFelJmB4vSg9u9YtJyUlhaKlvMjvUcRY/vzxA4TeuWVSPvhWAGeP7gegci3zed0AjuzaTOA1P9p2H4jNQ7nd7s+Aejfswcjou2GGBraTqxs5TWxsLNeuXgGgoo9Pptef+v23uLq68XL/gcbPXFxdsbKyIijoTpqywannivtTOj8yEh8Xxzcfv83d8FBc3NwZ++XPj/QlHuDqpdRRF2UrZGnfe7dv5PrVS3Tt/Wqa3IDOqefI/WsJIDw09bpyfXpxU2wsU3zM033ZPMXGMl1XlqktaJ5iY57uOyIiuU+u61yNj49nyJAhHD9+HF9fX+bNm2ccKfqwWrVqkZyczKFDh0zWP3bsGGXLljW++lqrliEHzcGDB022s3//flxcXPD29gZg48aN1KtXjw0bNpiU3bhxI3Z2dvj6GkaSbd26lfPnz6f5GTFiRKbrBzB58mQWLVpE4cKFmT9/Ps88Y77xkd2++tUQm8lvdqNRrXLGzzs0qcqYwe1ITk5mypy0E4LNXbWPwKAI6tfwZvJbXbGxMZyaRT3cWPD1IOxs8zB/9QFuBZvPswQwqm9zCuZz5uOpaRsjh0/7k5B4j45Nq1IstYP15U71cLC35Z8jlx77mNOzeN4vBPhfxdramvcmfEUZ74wnznqxj6Gz69dp33Ly6INzY/8/21k0dyZWVlY836u/xW0k3bvHgt+mU7J0GZq1TpuvqlKV6gCsW7WUlJQUEhMS2LzuLwCqVKuZmcPLshZdemFtbcO5Ywf4a+40YxL85ORkdm9YyfrFv2FlZcVzfYcCUOGZ2pQqW4mke/f49auxBAU+eAhy85ofMz57h3uJCdRo0IKS3hXN7jcp6R7rFv1C4RKe1G6S9lVFr4qG1wX/2bCSlJQU7iUmsH/rWgC8fXLeteZ36SLJyckULOiBm1vmGvuHDu5n/749vDxgIC6uD7585M2blwoVK3EzIIB/dhlyZ126eIHjR49Q0MODUqU9n+QhZNmqhb8SeOMaVtbWjBgziVJe5TJeKZX/FUNe7BKlvTK936SkeyybN5NipcrQsEXaHILlUzsStqxZbryudm4y3IMqVq2R6X1llWJjmeJjnu7L5ik2lum6skxtQfMUG/N03xERyX1yXVqAKVOmcPToUWrUqMGsWbNwcEh/NsiOHTsyY8YMpk6diq+vr/FV1+nTpxMVFUWPHj2MZVu2bMnnn3/O7NmzadOmjXGE1tKlS7l69SoDBw7E2trQ2efj40N4eDgLFy6kdevWxteY5s6dy/nz5+nbty9ubhk/vctM/bZs2cKcOXNwd3fnjz/+oFSpUlmI3NOzYvMx5qzcQ/8u9dk4exRn/AKxzWNDudKFABj341/sOZY2f2NUTDyvfjSPZd8PYVTfFrzUvg4Bt8Px8S6Kg70tR89e552vllncbwF3J0b0bsbanafYf+JKmmWhEdHMWLSTEX2ac3T5h1y/FUYlryLExCYwadb6JxsAIDEhgbUrFwFgb+/AH7/8ZLH8+xO+Il+BgjRo2oqW7Tuzee0qxr4xiJKeXiTdu8fNG4Z0C31eHY5PNctfDDatXcmtgOu8N+FL43l7X/O2z7Fy8Tx2bd3A+TMnuZeYQGhIMFWq16KG79MZCV28TDl6DH2XRdO/ZMvKBfyzcRUeRUsQFnyHqIgwrK1t6PbKG8Yn61ZWVgwYPZGpH4/kut95Ph/Rm0LFS5KSAncCrpGSkkK5qrXo+fp7Fve7b/Nqgm8FMGD0RJO4+DZrx7a/FnJk9xauXjjDvcQE7oaFULZydSpWr/ufxSKrgoMMIyoe7hx9VFO//5YCBQrSs1dfk2WDhrzO228M582Rr+NZxovr/tdISEjg9RFvmMQsOyQmJLD576WA4bpa+vt0i+VHfjgJ94def7s/cskpgxEt6dm+/i/uBN5g5NhJJrFo2LIDa5ctYN+OjfidO0liYiLhocFUrFqTqrWeTuoWxcYyxccy3ZfNU2zM03VlmdqC5ik2lum+IyKPTGkBcoxc1bkaFBTE/PnzAfDy8mLWrFnplhs8eDDe3t4MHDiQWbNm0aVLF5o1a8alS5fYvn07NWvWpHv37sby7u7uvPPOO4wfP54uXbrQrl07bt++zbp16/D09GTIkCHGsiVKlKBfv37MmTOHl156idq1a3PhwgV27txJ5cqVGTVq1CMdS2bq99133wFQsWJFVq1ale722rdvbxxdmxMMnbCAPUcvM+iFhviULYoVVuw7fplpf+5gyYbD6a6zdf85GvT+kjGD29GodjmqlCtGwO1wVm45xqRZ64mJS7C4z3cGtsbZ0Z4JP6X/Cs37364gIiqOV55vgHdJD/Yeu8wH367gjF/gYx/vv129fJHo1Hy9sbExnD1peWbO+5OYAYx492N8qtZg/V9LuXblEikphsT6HZ/vSeMWlicvSoiPZ9HcWXiXr0T9JqYz7zo6OfPZd7OZ9eOXHD+8Hzs7e9o89zwDXn/zqXae1WvRgeKe3mxeMZ9Lp49x85ofTi5u1GzYguade5o8Vc9fqAijv/6Fbav+5PjeHQTfuolNnjx4VqiCb7N21GveAWsbG7P7S0yIZ8OS3ynhVZ5nnm1qstzB0YnhE39k+S/fc+HEIfLY2lG/VSc69x+eIzoV/y08Ihwgzej2R7Fj+1ZOHD/GO++PIa+jo8nyZi1a8sXX3zF92o9cvXKFEiVKMHDQEDp26pLO1p6+61cvERNtuK7iYmO4cOa4xfKJD11XyUlJxKaum9cxc3FLSIhn5Z+/4lm2InUaNjdZ7ujkzNgvf2be9CmcPnoAWzs7mrXrSq9BI5/a+aPYWKb4ZEz3ZfMUm/TpurJMbUHzFJuM6b4jIpK7WKWkpKRkdyUe1ebNmxk2bFiG5Q4ePIirqyspKSksWLCABQsW4O/vj4eHB61atWL48OHpTha1du1aZs+ezaVLl3Bzc6Nhw4a8+eabFCpUKE25pKQk5s2bx9KlS7l+/TqFCxembdu2DBo0KN3tmvMo9bt79y516pjmLv23n376iZYtTRsJjypvjeFZXvd/3bF16SeGF7gSknMmOcqJGpWzPGnA/2dnAiyn+BCRzAuJsfwQUsScAo52GRf6f8w1r23GhUT+Re3kjLWt7JHdVRDJ1fI+Ny27q5ApsX+/nt1V+M/kqs5V+e+oc9U8da6ap0ajZepcNU+dqyJPnjpXJavUuWqZOlclK9ROzpg6V0UeT95OP2d3FTIl9q+h2V2F/4zG8IuIiIiIiIiIiIhkgTpXRURERERERERERLJAnasiIiIiIiIiIiIiWZAnuysgIiIiIiIiIiIimWCl8ZI5hX4TIiIiIiIiIiIiIlmgzlURERERERERERGRLFBaABERERERERERkdzEyiq7ayCpNHJVREREREREREREJAvUuSoiIiIiIiIiIiKSBepcFREREREREREREckC5VwVERERERERERHJTaw0XjKn0G9CREREREREREREJAvUuSoiIiIiIiIiIiKSBUoLICIiIiIiIiIikptYWWV3DSSVRq6KiIiIiIiIiIiIZIE6V0VERERERERERESyQGkBREREREREREREchErpQXIMTRyVURERERERERERCQL1LkqIiIiIiIiIiIikgVKCyCSgcCIuOyuQo4VlpCQ3VXI0Q5eCcvuKuRYtTzds7sKOVp4dGJ2V0FyIQdbm+yuQo7m7mib3VXIsdydFBtLrgbFZHcVcixdV+Y1KFsgu6sgIiJPiTpXRUREchB1rIqIiIiISEaUczXnUFoAERERERERERERkSxQ56qIiIiIiIiIiIhIFigtgIiIiIiIiIiISG6irAA5hkauioiIiIiIiIiIiGSBOldFREREREREREREskCdqyIiIiIiIiIiIiJZoJyrIiIiIiIiIiIiuYiVlZKu5hQauSoiIiIiIiIiIiKSBepcFREREREREREREckCpQUQERERERERERHJRZQWIOfQyFURERERERERERGRLFDnqoiIiIiIiIiIiEgWKC2AiIiIiIiIiIhILqK0ADmHRq6KiIiIiIiIiIiIZIE6V0VERERERERERESyQJ2rIiIiIiIiIiIiIlmgnKsiIiIiIiIiIiK5iHKu5hzqXJVMs7KyYsfvb1OmREFKNn/fbLleHX0Z2qMxlcsWIz7xHifOB/DDH1tZs+Ok2XUqeRVh7JD2NK5TDhdHB/wDQ1my4TDfzNlEbFyiSXlnR3u+eLsbnZtXJ6+9Lf8c9eODb1dw+tLNdLf/y8SX6dziGXw6judOaGTmDz6Trl48y/qlc7l05jixMdG4F/CgWp0GtOnWB/cCHhmuv231EhbOnMKwj76iWp2G6Za5cv40i3/5Dn+/Czg6u+DbuDVd+g7B1s7epGx0ZARjB79AxWq1ee2DSY99fI8jwO88u1ct4Nq5k8THRuOaryDlaz5Lg04v4Zq/oEn55OQkDm78i2M7NxAc4A9AgaIleKa0nCUmAAAgAElEQVRxa3zbdMXGxsZknRsXz7J+7k8EXr1IXicXqjZoQfMer2BrZ2dSNibqLt+P7I1XlZr0eGvCkz/gTNK5kzW3b93il1nT2bN7J8FBwTg5O1HtmRr0G/gq1WvUTHed33+dzZJFCwgJDsazjBeDhw6jWYtW6ZZduXwpn47/iCk/TKNx02b/5aE8EcnJyYwc1IebATdYvn5numU+HD2cff+kvwygoEchFv61Oc1n+/fs4tfpP+B/9TL5ChSkQ+fn6fnyq1hbm74Qc/3aFV7p3Y1u3Xvz2sjRj3dAT5jik1aA/xVWLprLqaMHCQsNxs7OHk/v8rRo34UmrTqYlI+OimTlwjns27mVoDuBODo5U7ZCZdp3e4nqtZ9Ndx8Xzp5kzrQpXLl4DicXFxo1b0vPV4Zhl859J/JuBMP6dKJqTV/eGf/VEz/ex6Fz59Honmyga+vR6Lp6NLquRERyHnWuSqaNH9aROlU9CQ6LMltm4shOjB7QmuTkZM743cLBPg+Na5ejce1yTJi2msmz1pusU6NSSTbOfgNnR3sCgyI44xdI5bJFGTukPR2bVqPlwG+JiolPs86M8b3p1qomwWFR+AeG0qp+JepULU3dHpPwDwxLU9bHuyg92tVmyu+bn0rH6vEDu5j++QckJyfh5OJK0ZKeBN0KYOvfi9m3bR2jJnyPZ7lKZtf39zvPinnTLe4jIiyE78aNJC42hiIlShMZEc7mVX8SfDuAoWO+MCm/fuk84mJj6NR78GMf3+M4f3gPC78ZR0pyMnmdXfEoXpqw24HsX7+c47s20XfMlxT3rmAsn5SUxKJvPuLCkX0A5CtUFGsbG25d8+PW3GlcOnaAXu9+jk2eB7e0yPBQ5n7+DgmxMRQsVoroyHD2rllC2J2bvPT2RJM67V71JwmxsTTrPuC/D0AGdO5kjd+liwx5pR/hYWHY29tTxsuLO3dus2vHNvbs3smYcRPo3PX5NOssXjifH7/7BnsHBzzLeHH5sh/vvjWKr779gabNW6Ypm5CQwKzp06j2TPVc82Xjtxk/cu7MKVzd3M2WueJ3CYBKVaphbW36kCJfvvxp/t/v4nnGvTuK5OQkSpfx5s6tQH6bMZWI8HBef+Nd0zrM/AkHewd6vvzKYx7Nk6f4PHBoz06mTHyfhIR47OzsKV7Sk4iwUM6cOMKZE0c4enAPoz741DhCIjoqkg+G9+Pm9WvkyZOHYiVLExMdzZH9uzmyfzfP93mFngNeT7OPsNBgJr47jNiYaIqX8uRueBh/L53P7cAA3v3kG5M6rfxzDnGxMbzUf+hTiUFm6NzJmO7JBrq2Hp2uq4zpuhIRyZnUuSqZMnZIe959pY3FMu0aVWH0gNaEhEfTedhPHD5jGGXYsWlV5k0eyEevtWfHgQvsPX7ZuI69XR6WfDsYZ0d7Pp2+ls9nriMlJYViHm4s/m4ItXxKMfmtbgz/9E/jOhXKFKZLi+r/x95dR0dxtQEc/iUh7oJLAsEhOMGKluLu7hC0lGItEqwFarRYcbcGKC4tUtzdg4dA3N13vz822bDdTSAhQPj6Pudwms68M3Pnnrmzu+/ce4dbD1+pE6/uI1vz7dCWjOndhIk//6lRrpmj2hAVG8+C9UdzsEZ0CwsOZO2CWSgUKbTuPpDWPQZhYJCHxIR4ti7/mQvHD7Lqx2nMWb4dfR09Lp8/usfSORNJiIvN9DjH93kQHxdL215DaNNjMPGxMcyfOISbF0/z8tkjipYorY6NCA3mxMGd1GrYnELFiuf4Ob+tiJAgdi2Zh1KhoEGnvjTs3A8DAwMSE+I5tHYhN0/9zY6Fs/nyt43qL81Xj+7l0fWLGJma0XPCHIpXqAqA98O7bPtpGk9vX+Xc/j9o0LGP+jgXD+0kMS6WRl0H0KhzPxLiYlk1bRSeV87h5/WEgk4l1bFRYSFc/nsPleo3JV8Rpw9aH/8m1072zZj6DeFhYdSoWYt5Py3A1s6OlJQUVvy+mLWrVjD/u1nUqFmLwkWKAKqk/brVKzExMWWzx06cipfg0sXzjBo2mJXLlmr94NjpsY0Afz9mfZd7e+6mUSqVbFyzjG0b12QaFxMTTYC/L2Zm5ixetfmt9r1t4xpSUpKZNP07mrVqR2hIMEP7dGbvzj/o1X8INq/9sH388AFnThylz8BhWNvYvtM55SSpH03hoSEsnDeNxMQEmrbuyMCR4zE2MQXg8tkTLP5hBmeP/0WpshVp3aknAEt/moXvyxeULFuBCTN+xCFfAVX8uZMsmD2ZPzevoWKVGrhUdVUf5+CfW4mLjaF7fze69htGXGwM347qz+VzJ3n+5CHFS6Y/VAsLCeLwXg/qf96Sok4lPmBtZE6unbcn92RpW29L2tXbk3YlhNAgswLkGvJCK/FW8ttbsn3BUKYNb/XG2EmDmwEwfdFedWIV4MDJO3y/8jD6+vpMGNRMY5vebWpROL8tF24+5fsVh1AqlQD4BkXQa8IqEpOS6deuNgUcrNTbuLoUR19fnx1/XVX3aF214ywAdapoflmsUcGRto0r89vG44RHxWWjBrLm0qm/iY+NobRLNdr1HoaBgeo5hpGxCb1HTsLc0orgAF88b1/T2E6RksI/B3bw87cjiYoI07VrDc88VVMsNGjeEQATM3NcG6qS308e3NaIPeixDoUihbY9h7zz+b2LO2ePkRAXg1P5KjTpNlA9nN/I2IQ2Q8ZhamFFeKAfz+/eUG9z64wqIV6/Qy91YhWgWJmKNO46AICbp45oHOfV4/sA1Pi8DQDGpmZU+kz1BfLlw7sasad2bUKRkkKjLv1z8EyzR66d7Hn29AmeD+6jp6fHnHk/Ymun+rFkYGDAyDFfUb6iC0lJSfx9+KB6G38/P4ICA6lWvQZOxVX3jFq161LM0ZHHjx4SGxujjo2NjWH9mlW41qpNDddaH/bksig0JJgZ33zFpjWZ914GeP7kMQDFir/9D+z7d29hYmpK0xaqtmVn70C9hk1ISUnG875m21q3YjEWllZ06fXx21YaqR9txw/vIS42hhKlyjLsqynq5A+A62eN6TV4NKBK4IAqOXP1/Cn09fUZN22eOvkD4FqvEU1bd0rd716N4zy6r7rvfNFG1avK1Myc+k1V3ys8797SiN25eTWKlBS69XfLyVN9J3LtvD25J6tI23ozaVdvT9qVEELkXp9kcjUoKAh3d3caNmxIxYoVqVevHhMmTODly5dasXv27KFDhw5UqVKFBg0aMG/ePGJiYnTsFU6ePEn37t2pWrUqderUYcqUKYSEhOiM9fDwoF27dri4uNCwYUNmzJhBQEBAls/lbcuXlJTEhg0baNu2LZUrV6ZBgwbMmjWL0NDQLB8zqz6vXZbbe9xp27gyfkERTF+0N8PYEkUdqF25BIlJyXgcvqq1fsPu8wA0rVMWa4v0L5i926ievm/ef1lrG2+/MI5f9MTQ0ID2Taqol6clWkMi0usrbaoCa0tTjX3MGtOWwNAolmw58cbzzQk2dg5Uq9uY+s3aa60zNDQiX8GiAIQFp18zSYkJfP/1QDxWLiAlOYnWPQZh/9qXal0iwlTXp7lVetLZwko1lCouJn3ahiB/H84e3cdnX7TDoUCh7J9YDrC0tad8rQZU/1x7jrE8hkbYFSgMqHq4pokKDQYgf1HtL9MFU3tYRoRotr+oMFXbMLW0Vi8zS/07Pja9bkIDfLn+zyGqNWmFbb6C2TqnnCTXTvYEBqrqw9rGhrz58mmtL1uuPAD+/n7qZcHBQeptXmdjY4tSqSQ6Kr0etm7eSGhoCCPHfJXjZc9JVy+dZ0C3tpw/fQI7ewcGjxibafzzp6ofqk7FS2Ya97rQ4CAsLCw15qqzTh3CGROdPuXKnVvXuXzhLD36DsTc3CIrp/HeSP3odu+m6mFNrfpNdM5BWKNOfQAC/X2JjookJjqaz1t2oGGzNuQvWFgrvmhxZwBCAjXvy2Ehqnu5pXX6fTlt+G9sTHrdBPi+4vihPXzeqoPO/X8Mcu1kjdyTVaRtZU7aVdZIuxJCiNzrk0uuBgUF0bVrVzw8PHB2dqZv3764uLhw4MABunTpgpeXlzp2xYoVTJ48GYVCQZ8+fShbtizr169n8ODBJCYmauz3wIEDuLm5ERISQs+ePalduza7d++mR48eREZGasTOmjULd3d3goOD6dixI3Xq1GHv3r107dpV4/hvkpXyffvtt8ydOxcjIyN69epF5cqV2bZtG126dHnvCdZyJQpgYWbMlgOXqNF1Lpdue2UY61rRCYA7j32JjU/UWh8UFs2zl0EYGebBtZIqVl9fj6rlVAmji69NFfC6y3dUx6xXzVm9LCK1B6qDraV6WT471d9hEelDohu5lqZJrbL8vPYIMXHaZXofajduids3c3Ft2ExrXUJ8HAGpL2TKW7CIenlSYiKvnj+mYNHifP39Utr1GvrG45ilfvmLjghXL0vrtWhukZ402791Nfr6BrTqNiBb55OTKjdoRrdxM3Gp97nWusT4OEL8VA9J7F5L5FnZqV7g5P/iidY2QS+9ALC2z6+x3MTcHIDYyPS6iYlU1Y2pefo1c3LHevQNDDSmFPiY5NrJnvz5Vcnk8LAwAnU86Hr2RHXtFCiQnkC3tEy9X4Rp3kNDQ0PR09NTr4+ICGfzhnU0aNSEipUqv5fy55QXz58SFxdL0xZtWLVlF+UqVso0/tnTRwA4lXDONO51FpaWREZEqEcYAISn1qHla8n6tcsXYWfvQPsuPbNyCu+V1I9uPQaOYPSkmbjWa6RzfXxc+oiPlJQUijgWx+3rqYyaOENn/LNHDwAoULioxnJzC1WbigxP710fEa6qGwvL9Lrx2LACfQMDOvfOPb3l5drJGrknq0jbypy0q6yRdiWEELnXJ5dcXbx4MX5+fnzzzTesXbuWyZMns3z5cn744QfCw8OZP38+AD4+PixatIiqVavy559/MmHCBFauXMnIkSO5ceMG27dvV+8zJiaG2bNnU7RoUfbs2cOkSZP49ddfmTNnDt7e3ixbtkwde+nSJbZu3YqjoyN79+5l9uzZzJ8/n61btxIaGsr06dPf6jyyUr6zZ8+yf/9+mjdvzs6dO5k8eTKLFy9m5syZ+Pj4sGrVqhyqXd2u3ntBnZ4/MGT6JkIjdPf6TVOiqCoJ9sInOMMYbz/Vh7tzamyR/DaYmqje3u7lo7uncNo2afuH9ERs9xY1MDdVbT+ocz0Azt14qo6bNaotr/zDWLH9TKZl/xD8X3mxbO43xMZE4VyuEqUrpg9xz2NoyMBx7kxftFFjeWZKlHUB4PRfewCIj4vlymnVEPqS5VVfUH29n3H59BEate78Vm+Z/1iCfLz54xd34mOiKVqmIk7l0r/YVWuiGtp2dt8feN1PH97m9/wx/2xfC0DNZu009le0dAUArh7bD6gSk3fP/wNAsdR6C3z5nDvn/sG1WXus7Bze05nlDLl2Mle8hDOVqqjOfeY01XxkoJrHbf3aVdy8cQ0zMzNat03vEezoVBxra2uuX72C1/PnAFy5dJFXL70pW648pmZmgOoNuzHR0YwcnXmPmtygbHkXlq334JsZc9U9czKT1gsoX4GC7NvlwawpXzNx9BB+mD2Vc6d19/Qv71KFxMQEjhzaB0BYaAgXzp7E0NCQMuVV19XlC2e4c/M6vQcMw8TEVOd+PgapH91Kl3ehUfO2FHXSnbC4cv4kAFY2tpm+aCYuLpbd29Zx4q99GBkZ06ZzL431ZSqo7i1HDuxSx5/9528AylZUjUx56fWUs//8RYv23bBzyD33Hbl2skbuySrStjIn7SprpF0JIf5NT0/vk/r3/+yTe6HVsWPHsLOzo39/zblw2rdvz5IlSzh79iwKhYLt27eTnJyMm5sbhoaG6rjhw4ezceNGduzYQZ8+qp5qBw8eJCIigi+//BILi/RhIF26dGH16tXs2rWLCRMmYGBgwMGDqjlsxo4dS9686V9MypcvT8eOHdm+fTv379+nfPnymZ5HVsr35MkTHBwcGDp0qMYF2aZNG2bMmMHNmzezWo1ZcvHW87eOzWurqr+QiIxfphMWqVpnb6OKTet5Gp+QpLO3K6T3RHWwMVcvu/3Ih8Nn7tKyfkU8D84mOCyasiUKEBIew+LNqiRam0YuuFYqzqg520hMSn7r88hp+7et4eKJw4QE+KJUKqnsWp9+X07ViDEyNqF245ZZ2m+Ttt04d+wAB/5Yw9Wzx4iOjCA6Mpwa9ZtSOPWFTXs3r8DY2IQWnfvl2PnkpJM7N3Dr9BHCgvxBqaRM9bq0Hz5RI6b6522IiQzn9O4trJ/zNbb5CmJgkIcQv1fkMTKiSfdB1GnVRWObWi06cePEYU79uZF7F04SGxVBbFQEFeo0Jn8x1fQC/2xfi6GJCZ+1z729FOTaeXs//7qYad9O5PLFC7Ru3gRHRydCgoMJCQmmeAlnps+aQ/4C6dMlGBgY0H/QUBb9+jO9u3eiWDFHnj97hp6eHm6jxgCq4XTbt22lWYtWlCxdOqND5xoVKlV5c9BrvJ6pern89N104mI179tHD+/Htc5nTP/uZ/WPL4AefQZx6dwZfv7enZ3bNhLg70dsTDTd+w7C2toGpVLJuhVLKFCwEK3aa76x+GOT+sm6sNBg9npsBKB+kxY6vxg/eXifZT/Pxt/3JQnx8TjkK8DICe44liilEdeqYw+OH97Ljo0rOX/yCFER4URGhFO3UTN17La1v2NsYkrHHgPe+7llhVw7WSf35MxJ25J2lR3SroQQInf6pHqupqSk4ObmxujRo3XOW2RkZERSUhLJyclcuXIFAFdXV40YY2NjqlSpgqenJ1FRqnl20mJr1dKeuNvV1ZXw8HAeP1Y9KfXx8QGgcmXt4RJlyqjexHnt2jWtdf+WlfINGDCAc+fO4eLiohH77Jmq56aDQ+7pcWdiokoUx2eQJAWIi08CwNTYUOO/cQlJGW+ToNqfibGhxvI+k9ay3OM0AMUK2nHk3H0+H7QA36AI9PT0cB/RhqfeQWzYe0G9jaW5CYXz2XzQJyeP794g2N9HPSQp0O8Vj+5ef+f95i1QmPHfL6VUhSoEB/ihr69Ps469GfCVqge11+P73Lx4mqbte2JhlT4PV3hIEDHRkRnt9oPyenCLsEA/SK2b0AAfjd6paewLFsE2XwFQKgkL8CXY1xulUoGxmTmmrw1jT2OXvxAD3H/FsVwlwoL80NPXp27b7nQcORkAn6eeeF45R51WXdRzsQJEhgYT99ocXB+bXDtvz8jICJdKlTE2MSEhPp5HDz0JSZ2HLm/evBgZGmlt02/gYMZP+hZ7O3u8nj+jhLMzvyxcymf1GwKwZsUykpKTGJ76AwQgMTERf38/relbPjUB/n5Ep37OFCpclPm/LWf/PxfZ9dcZJk6bg6WVNZcvnOWn7zRHZJR3qczcBUspVaYcr7y9sLC0ZMjIrxiSOlfe6X+O8vjhA/oOHqF+eKhQKAgK9Cc2gznPcyOpH9WQ5R/dxxMTHYWVtQ0dew7UGffqxTNePHtMQnw8oJrH8NqlsyT9q43kL1SEWQtWUr5SNQL9fNHXN6B9t36MmTwLgCee97h87iRtuvTG8rVebKHBQURH5c77ji5y7ajIPTlj0rayTtqVirQrIYTInT6pnqsGBgZaPVbTPH36lGfPnlGsWDGMjIzw9vbGwcEBc3NzrdjChVUTuD9//pxKlSqpX4RVtGhRrdgiRYqoY8uWLav+0NX1QZOWDPX19X3juWSlfP8WHR3N5cuX+f777zE0NGTgQN1fyD6GlBTlG2P09VVJTSWq2BSF4s3b6KmS6cp/7T42PpFx87czbv52rW26t6iOS+nCDJyynpQUBRZmxqyc1Yd2jStjYKCPX1AEk3/ZxY6/35wMf1f9vpyKta0dIYH+nDiwg1OHd7Hyh6kMnjCbmvWbvtO+HUuWZcK8ZTrX7dm4HHNLa5p2UPXMfHL/FhsWfkeg3ysASrtUo/+X03DI//Fe5NTebRIWNnZEBPtz6a/dXDm6j+2/zaLLmGlUrNsYgBM71nPqz42YW9vS5cvplKpaC6VSwaPrl/hr41IOrvmNEL9XtOg3UmPfhUqUZuCM33Qe9/gfazC1tKJO664AvPC8w97lPxLqr3qA4lS+Cu2HT1IldD8iuXbeTlRkJG5DBvDI8wG169ZjzFfjKeHsTGBAINs2b+SPrZsYOrAfS1euplJlzakTevbpR88+2r1zfV69YvefO2nbrgNFizkCsGLpYjZtWEd8fBwmJqb07N2XEWPG6nzgl9vp6+vRtVd/oiIjGTVusrqnj6kpNG/dHkenEnw5rC+nTxzl/t1blK+Y/lCxumsdqrvW0dpnSkoKG1YtpZhjcfWbmc+ePM7iX+YSEhyEvr4+dT5rxPgps7B67cUrudF/vX7i4mKZP/UrHj+4i76+AV9+OwcbO3udsVVr1mXD3pMkJydz68oF1i/7hYN/bsXv1QumzF2kEetcuhyzf9U9ndHWNUuxtLKmbZfeADy4c4OlP83C30f1Pa1C5eqMmjSTfLn45Xog1w7IPTkz0rayR9qVtCshhLb/96H2n5L/izukQqFgzpw5KBQKunXrBkB4eLh6gu5/S1seHa16O2JYWBhGRkaYmJhoxaZNE5AWW7FiRQCOHj2qEadUKjlxQjXXT1qSNTNZKd/rLly4QPXq1RkxYgR+fn78/PPPVKtW7Y3H+1Bi4xIAMP5XD9PXGRupcvppPVjTXjJlYpRxrj9tm/iEt3t6miePPtOGt+bOIx88/lIlT3+a2JmOTauy9eBlRs7eSlhkLOvn9qeR6/sf/uKQvyCGRsYUKOJIz+ETaNymK0qlkt0bfkeRkvJejvnw9jUe3LpC8859MDUzJy42hqXfTSQqMpyug7+kba8hPHtwh4UzxpKU9PGeStvmK4ChkREOhYrRetBYajXvCEolx7atQqFIIcjHm9O7NqOnp0+P8bOpWLcxxqZmmJhZUOmzz+k39Sf0DQy4eGgn/i+evvmAwPN7N3h25xqfteuBiZk58bExbPtpGjGR4TTvO4JGXQfw8tE9Ns2dRPJHrBuQa+dtbVy3hkeeDyhZqjS/LV5GmbLlMDQ0onCRIkz4Zgp9BwwiLi6WH76f89b7XPH7YvT19RgyXJW0P7h/L6tW/E6ZcuWYNnMONWvVZt2alaxctuR9ndZ7lTdfAdzGjGfC1FkaQyjTlK3gQtWatQG4ePbUW+3zyKF9eL94Tv+hozAwMMDX5xXfTZ+Inp4eX06cSsduvTl/5gQzv8n9byL+L9dPRHgYsyYM596ta+jr6zNq0gyq1KybYby1rR3mFpZY29jS4ItWTJm3GH19A65fOsedG5ff6ph3b1zh9vVLdOgxADNzC2Jjovlh+tdEhofRf8TXdO/vxsP7t5kzaZRWr73c5r987aSRe7Ju0rayT9qVtCshhMjNPvnkqlKpxN3dnQsXLlCxYkV1z9bk5GSMjLSHRQDq5QkJCVmO7dq1KxYWFixdupQtW7YQFhaGr68v7u7u6qkDlP/uXqlDVo7573WDBw+mU6dOmJqaMn78eHbt2vXG430oIakvvLKz0v7Sk8bOWtVbNzhMlTwODVdtY2pipDXsX72NjeY2bzKgQ12ci+Vl9rIDKJVK8tlZ0qu1KxduPmXYjM2s232ePpPWoK+vz7h+79b7LztadO4LQEigH6FB2m/7zAm7Ny3H2s6Bxq1Vc5GePbKP2OgoOg8YTdP2PWnTYzCN23Yl0PclNy+83ZfQDyFt/tPwIH8iggPxvHIWpVKBU/nK6pdUva6AozNlqqt+mNy7ePKtjnH8jzVY2Nrj2rwjANdPHCI+Jopmvd2o07orjTr3o1aLjoT6v+LBlbM5c2I5RK4d3Y4fOwJA3wGDyGOofR8ZOGQYBgYGPPR8wEvvF2/c37OnT/jr0AE6d+uhfuvupvVrMTYxYeHSFXTo1IWfFiwkb758bNu8keSkjKc1+ZSVLKWa7ibA3++NsUlJSWxau5ySpcvSoMkXAOzy2ExycjITp82hXafujBg7kfqNmnL75jXu39We/uNT8/9YPwG+r5g6ZgBPPO9hYKDqVdfwi9ZZ2kfJMuVxqVYTgPu33m4ak61rlmJr70CLDqqH5McP7SE6KpK+bmNp26U3XfsNo1XHHvj5eHPprO4X13xK/h+vndfJPVmbtK33T9rVf69dCSFEbvFJJ1eTk5OZMmUKO3bsoGjRovz+++/qxKSJiQlJGXwApA3pNzU1zXJs/vz5WbJkCaampsyePZvatWvTuHFjLly4wIwZMzRiM5OVY76uevXqTJo0iXnz5rFv3z4sLS1xd3fH39//jcf8EB55qZI9joV0D28C1dyoAE9fBgHgExhOVEx86nZ2GWxjm7pN8BvLYGyUh2+GNOfKHS8OnLwDQIVShTAyzMOl217quAfP/ImMjqN6Bcc37jOrYqIj8Xp8n4T4OJ3rre0cME59G2lkeGiOH//WpTM8f3iXVt0GYGSs6pHt/fQhACXKVlTHlSijmsfX6/GDHC9DRuKio/B56kliBnVjaWuPYWqZoyPCCA9WXVMOhYtluE/7gqrpOyLeItnoefUcrx7fp0HHPhgaGQPg91z1YKTIa8nbIqVVL6XzTa23D0Wunezx91NNx+JUvITO9VZW1tjYqu4jfm8xdcuyJQsxMTFh4OBhACQlJfLs6RNKlHBWj2jIY2hI2XIViImJUb+B91OjVCoznU8t7WFhnjwZj0ZIc2D3dgL9/RjoNkY9ROnxQ9X18frwzPIuqr8fPriX7XJ/KP+1+vF6+pipYwfh7/sKYxMTJs9ZwGdNWmjFJSUl4fPSC3/flxnuq2DqPTs87M33qSvnT/HowR069x6Mcep959ljTwDKlE+fHql06t9PH8q1k9uunX+Te7ImaVs5Q9qVtCshhCY9Pb1P6t//s082uRoXF8fIkSPZtWsXTk5ObNy4kfz581Md0yQAACAASURBVKvXW1lZZTg8P2152vB7KysrEhISdH5Ypw3Nf30If506dThy5Ajz5s3j66+/ZuHChRw8eBAbG9UE8fb2qsTi+vXrWbx4sca/S5cuZbl8GSlcuDD9+/cnKSmJM2fOZBr7oVy75w2AS+nC6qH8r8tra0HxIg6kpCi4di/9ieqNB6ovka4uxXXuN235lTtebyzDiO4NKZzflhlL96uX5bdT1WVCYrJGbFRMPFbm2tNBvKtZo3szb/xg7l67oHN9THQkiQmqhLKNfc6+kEyhULB38woc8heifrP26uVRqYm4PK9NdJ82rCo+7sNN2L904iBWTR3J45u6h7PFRUeRlKjqtW1pa4+xqaqMUWEhGe4zPDWpamymPYfx6xQKBf9sX4dNvoJUb5LeWyQmIgzQ/DJubKraV8IHrBuQaye7zM1VPwKCg4J0rk9ISCAsVHUe5qk/GDJy7+4dThw/Ro/efbFLvZ+HhYahUCgw/NeIA/XUMTFv16s+N1n1+2+0qF+d6ZO+zDDm6WNVYr2Yk+57c5q4uFi2blhNhUpVqVW3vnp5eKiq3Roapbcts9S5xmNzeZ391+rH75U3cyaNJDw0BAtLK9x/XEa1Wp/pjN2+YQVjB3Rm7ZKfM9xfaHAgAHZvuE8pFAq2rf2dfAUL07R1R/XyiNTEkeFr9x2z1Ht8bGzuuO9k5L927egi9+R00rZyhrQraVdCCJGbfZLJ1YiICPr378+pU6coX748W7dupVAhzQnYnZycCAkJIT717Zqv8/HxQV9fH0dHR3UswKtXr7Ri05YVL675IW1tbU2nTp1wc3OjRYsWGBsbc/fuXQBKliwJwMaNG1myZInGv8uXL2e5fHfu3OHAgQM66yLtvMPCwnSu/9C8/UK58eAlJsaG9GxdU2v9gI6q4dt/nb1HeFR6z7y9/9xUre+gPdl8sYK2NKlVhoTEJP48mvkQKEtzE8YP/IJTVx5x4lJ6j8O06QoK5k2fjN7AQB97GwuCw3P+i0IZF9U8uGeP7NO5/uTBP1EqlRRyLIFd3px9YdKV00fxefGUNj0GYZAnPcFtnvrG94jQ9C9kEakJSwvLDzdJf/HyVQC4/s9BnesvH9kDSiX5ihbHxiE/TuVVPQae3r5KZKj2l8noiDCe3r4KgGO5ylrrX3f3/D8Eej+jUed+GnVjamEFaCZwo1P/NvuAdQNy7WRX9ZquAOzbo3ualMMH9qFQKLCwtKR0mTKZ7mvpol+xsrKmb/9B6mVWVlbo6ekRHBioEZv2A8fGxvZdiv9RlCxVhpSUZG7fuEqAn3YPl6ePH3Lj6iX09fWp3/iLTPe1y2MzYaEhDHIbo7HcMvUFICGv/RAMDVaNQLC2zt119l+qn4T4OOZN+4qI8FCsrG2Y+ctKylTQfqFmmopVagBw+9pFggK0h9/6+77kxuXzAFSrXV9r/evO/vMX3s+f0K3vUI0HXBap953QkPS6CQtV1Y3Va287z43+S9dORuSerCJtK+dIu5J2JYQQudknl1xNSEjAzc2NW7du4erqyqZNm9Q9RV9XvXp1FAoFV69e1dr+5s2blCxZUv0Urnr16gBcuXJFaz+XLl3C0tISZ2dnAI4cOULt2rX5+++/tWKPHDmCkZERrq6qD75//vmHhw8favwbM2ZMlsu3YMECxo8fz8OH2sOTPT1VQ3uKFi2aSa19WD+tVdXN/HGdqF+9lHp564YuTBnWEoVCwYL1mi8E27j3In5BEdSt6sz8rztiYKC6NAvmtWbrz0MxMszDlgOX8Q+OzPTYY/s2wcHWghlL9mssv3bPm8SkZNo0cqFQaoK1X7vamBgbcu76k3c+539r1qkP+voG3L9xiT/XL1W/9EehUHDq8C4O/LEGPT09OvUflaPHTUlJZv/WVRQs6kStxi011jmXU32ZP314D0qlkqSkRM4fUyU4S1WsqrWv96Veux7o6evz9PZVjm5ZqX5hlEKh4MrRfZz6cyPo6dG011BV2arUomCJ0iQlxLP1x6kE+3qr9xUW6I/HL+7ERUeSt4gT5Vwz/qGRkpLCiR3rcSjsSKX6ml+6i5VRTQdw9dg+lEolyUmJ3Dj1FwCOZTP+EfQ+yLWTPf0HDcEgTx5OnTjOwgU/ERcbq1537Mjf/PrLjwAMGDRUo7fOv129cpnLFy/Qd8AgLK2s1MtNTE0pU7Ycvr4+nDtzGoAnjx9x6+Z1HPLmpZhjzk8v8r7Va/g5hQoXJSkxkVlTx+Pnm/6A0fP+XaZP+hKFQkHbjt0oVLhIhvuJioxkx9YNVK9Vl8rVamisq1hJdX3s2+UBQHR0FP8cPQyAS9XqOX1KOeq/VD9/blmL78sX6Ovr87X7Dzg5l8o0vlL1WpQsU4Hk5GR+mjkRP5/0Icwvnj1m7hTVy+7qNmqGc+lyGe4nJSWZ7RtWUKRYcRr8a+7JsqnDco/sVz1QSkpM5MRfqodO5Vxyz4s8dfkvXTsZkXuyirStnCPtStqVEELkZhm/nj2XWrBgATdu3KBq1aqsWrUKExPdQ7rbtGnDihUrWLJkCa6uruq5WJcvX050dDTdu3dXxzZt2pS5c+eyevVqmjdvrh7ev3PnTry8vBg0aBD6+qpkX/ny5QkPD+ePP/6gWbNm6nkjNm7cyMOHD+nbty/W1m/uyZWV8rVs2ZLz58/zyy+/sGzZMgwMDAC4e/cuW7duxcHBgYYNG2a1Kt+b3cdusn7PeQZ0qMuR1WO5/9QPwzwGlHLMB4D74n2cv/lMY5vo2ASGTN/EnwvdGNv3c3q0qolPQDjlnQtiYmzIjQcvmfjTn5ke197GnDG9G3Po9F0u3dacEyg0IoYVHqcZ06cJN3ZN46V/GOVKFCA2LpF5q/7K2QoAihYvRZ/R37B56XyO7NrM6b92k69QUcKCAoiKCENf34DuQ8fhUiPjN8Rmx7mj+wny92HY5O/V12yaOk1acWzPVq6cOcqzh3dJTk4iIjSY0hWrUr5qrRwtR2YKODrTbth49q9awLn9f3D12H7sChYmMiSImIgw9PT1adl/NKWrqt74qqenR/dxM9n4/UT8vZ6wZPxAHAoVQ6lUEOrng1KpwCZfQXpOmKNuG7rcOHGIsABfun41Q6tuKjdozvkDO7h7/gSvHj8gOTmJ6LAQHMtVxrmydg/s90munewpV74C02bM5rtZ7mxav5Y/t/9BMUcnAvz9CUsdAtmmXQf6DxqS6X5+X/Qr9vYO9OjVR2vdELcRTPhqDF+PHUXx4iV46f2CxMRERoweq1VnnwIjIyNmzFvA5LHDePTgHgO6taNIMUcUKSm89PYCoHa9BgwfOzHT/XhsXkd0VJRWDyCAjl17cXj/bjw2r+P86ROEh4cRFRlB0xZtcHTSPWdcbvFfqZ+kxET+2rsdACNjE/5Y93um8eNn/IitnQPjZ/zAzPFuPHv0gLEDOlOoqCMolfi89EKpVFKxak1GTJie6b6OH9qLv+8rxrv/oNWGGjVrw/4dmzl34m8eP7hDUlIiYSHBlK9cnSo1tUe55Cb/lWsnM3JPlraV06RdSbsSQmj7f5/H9FNiMHPmzJkfuxBvKygoiPHjx6NQKKhXrx6PHj3i8uXLWv+qVKlC3rx5iYuL4+DBgxw5cgRfX182btzIjh07qFatGtOmTVMnYkxMTLCysmLv3r0cPHiQgIAAdu3axcqVK3F0dGT+/PnqJG7aXKn79+/n7NmzeHl5sX79ejZv3kyFChWYP38+xsbGbzwXOzu7ty5f2bJluXnzJmfOnOHo0aO8fPmSXbt28cMPP2BgYMCiRYsoUeLdPvC/X3HorWMdC9nTt11tYuMT+XXDMZ0xB0/dwdsvlAIOVpRyzIeVuSnX7r9gym97WLVT99vXn/sEs//EbRxsLHAsbE+xgnb4Bkawfvd53GZuISYuIdNyzRjZhvrVS9J38loCQrTnsz1+yROlEiqWKkyhfDZcvuPFwKnrufVQezqI1/Xp0jjT9RkpVqI0LjXqEhsdRXhIEKFB/hibmlGpRj36j51KldpvTogf3+dBXEw0rg2bkT+TFzoBJCUmsGL+FPIVKkq3IV9p3WgNDY2oXKshIQG++Lx4ip4e1G7cggFjp6lf7JRV0UnJbw7SoaBTKUpVrU1cTBRRYcGEBwVgZGJK6Wq16TB8MuVqas5FZmJuQeUGzcljZExcVCRhgX4kxMZgX7AINZq2pcOIyVjZZTz3WFJiItt/nYl9gcK06D9Kq27yGBpRtsZnhAf6EfjyOXroUbn+F3QYMVlr3qmssNTxJte38V+4dgrZ5Pxcx2XKlqNhoybExsUSEhSMj48PefLkoXLVaoz5agKDhrpl+gXk9MkTbFy/hlFffkXV6jW01jsVL0EJ55I8efQI7xcvKFS4MOMmTKZdh045eh7xSYoc25e/ny9HDu3D2MSE7n0Gaq23s3egaYu2KBQKwsNC8ffzITEpiTLlKtBvyEiGjhqX6UOLsNAQ5s2YTO16DenSs6/WegtLS2rWrsdLby+eP3uCqakZ7br0YNS4SejrZ7zfD+X/rX6yc+08f/KQw3tUvbSSk5MIDgzI9F/LDt0xt7DE3MKSRs3aYGBgQER4CIF+PiQkxONcphyd+wxhwIivMcrk/pCYmMDPsyZRsHBRBo6aoH3fMTLCtV4jAvx98X7+BNCj4RetGT1pZqb7zYyJYc5dc/9v146JUc63x/+XezJAeGzW35L+X2lb0q4yJu3qzYzzSGJIiHfx4+67H7sIWTK5o8vHLsJ7o6dMe63iJ+DYsWOMGvXmobBXrlzBysoKpVLJ1q1b2bp1K97e3uTNm5cvvviC0aNH63xZ1KFDh1i9ejVPnjzB2tqazz77jHHjxpEvXz6NuJSUFDZt2sTOnTt5+fIl+fPnp0WLFgwdOvSNL6F6XVbKl5iYyOrVq9m7dy8+Pj6Ym5tTu3ZtRo8eTalSmQ8xehumVUe/8z7+Xx3+Y/bHLkKu5Rer+432QqWgmenHLkKuVd0p987r9rGFx2T9R7wQkL0E0H+JjVn2Hnj9F9iYS91kxiso9s1B/1HSrjIm7erNLI2lN6wQ78K+37aPXYQsCdnY82MX4b35pJKr4v2R5GrGJLmaMUmuZk6SqxmT5GrGJLkqskuSq5mTJFDGJAmUOUmuZkzaVcakXb2ZJFeFeDf2/T+x5OqG/9/kqtzNhBBCCCGEEEIIIYQQIhskuSqEEEIIIYQQQgghhBDZIMlVIYQQQgghhBBCCCGEyIY8H7sAQgghhBBCCCGEEEKIt6enp/exiyBSSc9VIYQQQgghhBBCCCGEyAZJrgohhBBCCCGEEEIIIUQ2yLQAQgghhBBCCCGEEEJ8QmRagNxDeq4KIYQQQgghhBBCCCFENkhyVQghhBBCCCGEEEIIIbJBpgUQQgghhBBCCCGEEOITItMC5B7Sc1UIIYQQQgghhBBCCCGyQZKrQgghhBBCCCGEEEIIkQ2SXBVCCCGEEEIIIYQQQohskDlXhRBCCCGEEEIIIYT4lMiUq7mG9FwVQgghhBBCCCGEEEKIbJDkqhBCCCGEEEIIIYQQQmSDTAsghBBCCCGEEEIIIcQnRE9P5gXILaTnqhBCCCGEEEIIIYQQQmSDJFeFEEIIIYQQQgghhBAiG2RaACHeID455WMXIdcqY2v5sYuQqwXGJHzsIuRa4TFJH7sIuVpiiuJjFyHXsjUz+thFEJ+ovFbGH7sIuVZsgnzXyYxTXrOPXYRcy9BA+upkJkk+z4UQ4j9BkqtCCCFELiKJVSGEEOL/g6WxJJ+FEO+PzLmae8jdXgghhBBCCCGEEEIIIbJBkqtCCCGEEEIIIYQQQohcLTk5mfXr19OqVSsqVarE559/ztKlS0lKertp5zw9PRkxYgQ1a9bExcWFtm3b4uHh8c7lkmkBhBBCCCGEEEIIIYT4hPwXpwWYPXs2Hh4eVK9enSZNmnD9+nUWLVrEw4cPWbRoUabbenp60rNnTxISEmjZsiX29vYcP34cd3d3vL29mThxYrbLJclVIYQQQgghhBBCCCFErnX9+nU8PDxo3rw5CxcuRE9PD6VSyTfffMOePXs4ceIEjRs3znD73377jdjYWJYuXUrTpk0BGDt2LJ06dWLt2rX06NGDokWLZqtsMi2AEEIIIYQQQgghhBAi19qyZQsAo0ePVvfa1dPT4+uvv0ZPT48dO3Zkuv2dO3ewtrZWJ1YBzM3NadOmDQqFgjt37mS7bNJzVQghhBBCCCGEEEKIT8h/bVqAq1evYmtrS+nSpTWW58+fHycnJ65cuZLp9jY2Njx//pyIiAisra3VywMCAgCwtbXNdtmk56oQQgghhBBCCCGEECJXSkxMxN/fn2LFiulcX7hwYSIjIwkNDc1wHz169CAlJYXx48fz4sULoqOj2blzJ7t376ZChQq4urpmu3zSc1UIIYQQQgghhBBCCJErhYeHA2BpaalzfdryqKgo7OzsdMb07dsXAwMD5s6dS7NmzdTL69Wrx4IFCzAwMMh2+aTnqhBCCCGEEEIIIYQQIldKTk4GwMjISOf6tOUJCQkZ7uPmzZusXLkSQ0NDOnToQN++fXF2dub8+fMsWrQIpVKZ7fJJz1UhhBBCCCGEEEIIIT4l/6EpV01MTABISkrSuT4xMREAU1NTneujo6Nxc3NDoVCwa9cuihcvrt5uwoQJbNmyBWdnZ3r37p2t8knPVSGEEEIIIYQQQgghRK5kYWGBvr4+0dHROtdHRUUBGU8bcPz4ccLDw+nbt686sQqqHq/u7u4A7N69O9vlk+SqEEIIIYQQQgghhBAiVzIyMqJQoUK8evVK5/pXr15hZ2eHjY2NzvX+/v4AODs7a61zcHDA1tYWPz+/bJdPkqtCCCGEEEIIIYQQQnxC9PT0Pql/76p69eoEBQXx/PlzjeUBAQF4eXlRuXLlDLe1t7cH0NoWICIigvDwcBwcHLJdNkmuCiGEEEIIIYQQQgghcq0OHToA8Ouvv6JQKABQKpUsWLAAgO7du2e4bePGjTE1NWXz5s28fPlSvTwlJYX58+ejVCpp3bp1tssmL7QSQgghhBBCCCGEEELkWnXr1qVVq1YcOnSI7t27U6tWLW7cuMHVq1dp3rw5jRo1UscuXrwYgDFjxgCqnqvTp09n2rRptG/fnubNm2NlZcXFixfx9PTE1dWVAQMGZLtsklwVQgghhBBCCCGEEELkaj/++CMlS5Zk9+7dbNiwgUKFCvHll18ydOhQjakHlixZAqQnVwE6d+5M4cKFWbVqFUePHiU+Pp6iRYsyduxYhgwZgpGRUbbLJclVIYQQQgghhBBCCCE+ITkxj+mnxtDQkFGjRjFq1KhM4x4+fKhzee3ataldu3aOl0uSqyLL9PT0OLVhPMWLOFC0yTcZxvVq48qI7g2oULIQCUnJ3H7ow6LN/3Dw1J0MtylXogBT3VrRoGYpLM1M8PYLZcff1/hl/VHi4pO04i3MjPlhfCfaN6mCqbEh52485dtfd3Pvia/O/a+Z04/2n1emfJuZBIZGZf3ks8j7iSdHd23i2f1bxMfFYm3nQIUadWnasQ/WdtqTJcfFRHNs92ZuXThJaFAApmbmFCtVnoatu1C2iqvOY3g9usfudYt59ewRZuaWVKvflDa9h2FoZKwVGxMVyZwR3ShVqTqDJ32f4+ebVT7eXuzfsZF7t64SHhqMkZExxUqUokmLDtRv2krnNs8eP2D/9o143r1BVGQE1jZ2VHX9jM59hmJrr12nTzzvsnH5AryePMTc0pK6jZrTfeBIjHTUT3RkBGMHdKBilZqMc/8xx883K+TaeXsKhYIvh/bB1+cVu/46rTNm2oTRXDynex2AQ958/LHvmMayS+fPsHb5Iry9nmFr70Dr9p3p2W8I+vra05W/fPGcwb070albb4Z/OeHdTigHKRQKvnbrh7/vK/44eFJnTEpKCof27ODooX28fPEMgCLFnPi8RRvaduqBQR7trwqe9+6wavFPPHnkiYWlFY2atqT/sNEYGWtfO1GREQzq1prK1Wsx7ftfcvT83pVCoWDogJ74vHrJX/+czzDu0IG97PTYytMnjzAyNKJUmbL07NOf+g2b6Iy/d+cWv/3yA48872NpZUWzFq1xG/UVxjrqJyIinC5tm1PDtTbzfl6YY+f2rqRdvb3w8DAa1sv8S/rQYcMZPXYcAElJSSxZ+CsH9u8jMjKCcuUr8NXXE6hWvYbObZcs+o3VK5ez/c89lC5TNsfLn9OkXb2dAH9/1qxazvmzpwkOCsbcwpxKlavSf9AQqlStpnObDWtXs8NjKyHBwTgVL8GwEaNo/PkXOmP37NrJdzOns2DR7zRo1Ph9nsp7Ie1KCCHEp0SSqyLLZo5qQ00XJ4LDojOMmfNlOyYMbIZCoeD+U39MjPPQoEYpGtQoxazfDzB/1V9a21QtV5Qjq7/CwswYv6AI7j/1o0LJgkx1a0WbRpVoOuhXomMTNLZZMbM3nb6oRnBYNN5+oXxRtxw1XRyp1X0e3n5hGrHlnQvSvWUNFmw49kESq3evnGXND1NRKFIws7CiQBEnggN8OH1wJ1dP/c0I918pVjL9y1xsTBS/fuNGoI83BnnykK9QMeJjY7h/7Tz3r52nWZf+tO41VOMYkWEh/D5rHAlxseQv7Eh0ZDgn93sQEuDLkG/maZXp2O7NxMfH0rrnkPd+/m9y7eJpFn4/haTEBAyNjClUxImI8BA879zA884Nbl09z6jJczSexp34ay+rF85DoUjBxs6eQkWd8H3pxfFDu7h28RQzF6wmf8Ei6vjw0GDmfjuauNgYChV1IjIijEO7thLo78v4GT9plWnv9g3ExcXStf/wD1IHGZFrJ2vWrViM5/27WFnbZBjz/OkTAMpVrIS+voHWeltbO43/f/r4Ie6TxqJQpOBY3JlAfz/WrVhCRHg4I7+apF2GlUsxMTahZ7/B73g2OWvjqiU8epBx3aQkJzNnytdcPq9KkBUoVAQDAwOePX7I00eeXL14jpk/LiJPHkP1NqEhwUwdN5y42BiKOhYnIjyM3R6b8Pd9xfR5v2odY/vmtcTFxtJvyMj3c5LvYMXShdy/ewdrm4yvnd8XLWDT+tXo6elR3LkkiQkJ3Lh2hRvXrjB0xBgGDR2hER8SHMSXI4cQGxODo1MJwsND2bZ5Az4+r/jhl8Va+9+0bjWxsTEMGzlGa93HJO3q7T1+9AgAGxsbnIqX0BlTsFBh9d+LFy5gw7q1mJubU8zRidu3bjJ00AA2bN5KRZdKGtuFhISwZdMGmrdo9ckkgKRdvdnTJ49xG9yf8LAwjI2NKV6iBIGBAZw5dYLzZ08zxX0W7Tt21thm+x9bWPzbLxibmOBUvATPnj1l0tdj+enXRTRq0lQjNjExkVXLf6dS5SqfZGIVpF0JIYT4tEhyVWTJVLdWTBrcPNOYlvUrMmFgM0LCY2g/ainX7nsD0KaRC5vmD2L68FacuvyIC7eeqbcxNsrDjl+HYWFmzHfLDzF35WGUSiWF8lqz/Tc3qpcvxvyvOzH6u23qbcoUz0+Hz6tw6+ErdeLVfWRrvh3akjG9mzDx5z81yjVzVBuiYuNZsP5oDtaIbuHBgWxaOAeFIoXmXQfQvNsADAzykJgQz46VC7h84hDrf5nOtCV/oG+g+kG6bck8An28cSxVjoETv8PWIT8Ady6fYd3P0zmycwOlXKpR2qW6+jgnD2wnIS6Wlj0G06LbQOLjYlkweRh3Lp/h1fPHFCleSh0bERrMmUN/UqNBMwoULf7e6yAz4WEhLP3BnaTEBJq07EC/4eMxNjEB4Mr5kyz7aSbnTvxNybIVadGhB6Dqsbpq4VxQKunrNo4WHXqgr69PaEgQv82ZzOMHd1j921ym/vC7+jiHd28jLjaGLn2H0bnPUOJiY5g+diBXz5/E6+lDnJzLqGPDQoI5sm87nzVpSRFH3V/iPwS5dt6eUqlk45plbNu4JtO4mJhoAvx9MTMzZ/GqzW+1720b15CSksyk6d/RrFU7QkOCGdqnM3t3/kGv/kOweS1p9PjhA86cOEqfgcOwtrF9p3PKKUqlki1rl7N909pM4w7u2cHl86cxNTPHff5vVK5WE4D7d24ya/JYrl++wM4t6+nRPz05v3f7FuJiY+gzeAS9BroRGxvDuGF9uXDmBE8fe+JcKv2HamhwEAf+9KBxs1YUK+78Xs41O5RKJWtWLGXjulWZxp09fZJN61djZW3Nr0tWUr6CCwCnTx5n+jfjWb18CdVr1qJylfReZh5bNxEbE8OQ4aMZPGwkMTExDOnXndMnjvPo4QNKlymnjg0OCmLn9q00b9WW4iVKvp+TzSJpV1n36JFq2FmLVm34dur0TGMjwsPx+GMbefPl44/tu3DIm5ddf+5glvs0Vq9czm+Lf9eIX7NyOYmJiYwc8+V7K39OkXb19mZM/YbwsDBq1KzFvJ8WYGtnR0pKCit+X8zaVSuY/90satSsReEiqgfGKSkprFu9EhMTUzZ77MSpeAkuXTzPqGGDWblsqVZydafHNgL8/Zj1nfbD0k+FtCshhHiz/+K0ALmV9hgsIXTIb2/J9gVDmTZc91Dt100a3AyA6Yv2qhOrAAdO3uH7lYfR19dnwqBmGtv0blOLwvltuXDzKd+vOIRSqQTANyiCXhNWkZiUTL92tSngYKXextWlOPr6+uz466q6R+uqHWcBqFNFMzlWo4IjbRtX5reNxwmPistGDWTN1dNHiI+NoWTFqrTqOQQDA9VzDCNjE7oPn4CZhRUhAX48unMdUCWv7lw5i56+Pv2/nqVOjgG4uNan7hftALh47IDGcbwe3gOgbrP2AJiYmlGjgapun3ve1oj9e8d6FIoUWnYf9B7OOGtOHN5LXGwMxUuWZfCX36oTqwA16zaix0BVD7dDu9KT6VtWLkSpUNC2Wz9adeqlHkJqZ5+XUZNno6enx92bVwgK8FNv8+iBagqKz1t3AsDU29lp5QAAIABJREFUzJzPmrRUrbt3S6NMu7auJiUlhS59NXt4fmhy7byd0JBgZnzzFZvWLH9j7PMnjwEolkHPF13u372FiakpTVu0AcDO3oF6DZuQkpKM5/27GrHrVizGwtKKLr36Z+EM3p/QkGDmTBnH1nUr3hj7z9+q66J738HqxCpAeZcq9Bms6jl27PB+jW0e3FNdHy3bdwHAzMycJs1Unw33b9/UiN22fiUpKcn0HqTZC+1jCgkO4pvxY1iz8vc3xm5YuxKAkWO+VieAABo0+pxBw0aqEpFrNRNJd1LroGPnbgCYm5vTvFVbAG7fvKERu271MlKSkxnilvmcUR+KtKvseZLaw8655JsTeQ8fehIfF0ejxk1wyJsXgA4dO2NkZMTNG9c1Yv39/Nix/Q/atu+Ao6NTjpc7J0m7envPnj7B88F99PT0mDPvR2ztVA8VDAwMGDnmK8pXdCEpKYm/Dx9Ub+Pv50dQYCDVqtdQ9+KsVbsuxRwdefzoIbGxMerY2NgY1q9ZhWut2tRwrfVhTy4HSbsSQgjxKfkkk6tBQUG4u7vTsGFDKlasSL169ZgwYQIvX77Uit2zZw8dOnSgSpUqNGjQgHnz5hETE6Njr3Dy5Em6d+9O1apVqVOnDlOmTCEkJERnrIeHB+3atcPFxYWGDRsyY8YMAgICsnwuWSnfv8tapkwZFi/WHgqV0z6vXZbbe9xp27gyfkERTF+0N8PYEkUdqF25BIlJyXgcvqq1fsNu1dxbTeuUxdrCVL28dxvVnJCb91/W2sbbL4zjFz0xNDSgfZMq6uVpidaQiPT6SpuqwNrSVGMfs8a0JTA0iiVbTrzxfHOCtZ0DVeo0Uie2XpfH0Ii8qUPXw0NU10xcbDR1Pm+Da6MW2OcvpLVNgWIlUuMDNZZHhgUDYG6ZnnS2sLJW7TMmfdqGYH8fLh4/QO3P2+jc/4d2//Y1AGrWa6xznr2qteoDEBTgS3RUJCFBATy4cx1TM3M69BioFZ+/YBH6uo2j/8gJGvNDhoeq2q9lap0AWFqr/o6JTq+fAL9XnPhrL41btCdfgfQhZh+DXDtvdvXSeQZ0a8v50yews3dg8IixmcY/f6pKAjkVf/seTKHBQVhYWGpcn9apw6NjotOnFblz6zqXL5ylR9+BmJtbZOU03ovrl88ztGd7Lp45ia29AwPcMu+VExKkui6cnLXrplSZ8gAEBfprLA8NDgLA6rV2ZaWjbvx8XvH3gd00b9ORAoU+brtKc+nCObp1bMXpk/9g7+DAiDHjMox96f2Cu7dvkidPHpq1bK21vm0H1ZDdyxfPERUVqV4eklY/rw2nt0nteRn9WpzPq5fs272Tdh27UKhw+nQmH4u0q+x7/FiVBCpZstQbIlW9KgFsXrs+9PX1sba2JipKc8qi5ctUb7kdPmJ0ThX1vZB2lTWBgarPb2sbG/Lmy6e1vmw51b3X3z/9YXFw6vn/e6oFGxtblEol0VHpn9tbN28kNDSEkWO+yvGyf0j/9XYlhBDi0/LJJVeDgoLo2rUrHh4eODs707dvX1xcXDhw4ABdunTBy8tLHbtixQomT56MQqGgT58+lC1blvXr1zN48GASExM19nvgwAHc3NwICQmhZ8+e1K5dm927d9OjRw8iIyM1YmfNmoW7uzvBwcF07NiROnXqsHfvXrp27apx/DfJSvleFx0djbu7+1sf512VK1EACzNjthy4RI2uc7l02yvDWNeKTgDceexLbLz2OQSFRfPsZRBGhnlwraSK1dfXo2q5ogBcfG2qgNddvqM6Zr1q6cNKI1J7oDrYWqqX5bNT/R0WEate1si1NE1qleXntUeIicu4XnNSzUYtGDjxO6rX137JQEJ8HIG+qh69DgVUX/wLFHGi+4hJ9Bo9Ref+Xj19mBqvmaAwNVedb3REuHpZVIRqrlkzi/Sk2WGPtejrG9C864BsnlHO6tZ/OMMnzKBG3YY61yfEp/cuVqSkcO/mVZRKJRUq18DUzFznNi079qRF++7Y2edVL0v7UR4Znl4/EeGq+rF4Lam4c9NKDAwM6Njr48/rJ9fOm714/pS4uFiatmjDqi27KFexUqbxz56qfqA5lXj7YekWlpZERkSoe9EDhIeFAmBplV4/a5cvws7egfZdemblFN4bb69nxMfF0qR5G5Zt3EnZ13qF6WKfV9XT+dlj7bdpvvB6CkDefAU0lltYqq6dtLYEEB6m+vv1Bxmb1y7DwCAPPQZ83N7gr3v+7ClxsbG0aN2OLdv3UdGlcoax9++qeuiWLFUGU1MzrfV2dvYULlKU5ORk7t5O7wmfdm9JqxOAsNRr5/XE0P/Yu++oqI63geNfihSVIooN6VYUlaioMcaa2GvsvWMUWzSm2DUx+ovR2HtDRcXee++9N5SiVOmodFjePxYW16UowYh5n885HD175969d5i57M595plVyxaho6tLv0GfNsdzOulXuZOamsqzp8qBZvtMHlK8K/06I95qHwqFgqioKIxNMvqPr68Pe3fvolOXrpQsVSqPzzpvSb/6MCVKKO+pUZGRhGQSmOH9TJnLuGTJjN+7Udp9N/2a00VERKClpaXaHh0dxcb1a/m6YWOqVM3695DfSb8SQoj3pPWZ/fyHfXY5VxcuXEhQUBA///wz/ftnRLDt2bOH8ePHM2vWLJYtW0ZAQAALFizAycmJDRs2UKCAcjGO+fPns2TJEjw8POjVqxcAMTExTJ8+HUtLS3bv3k3hwsoBmXr16jFhwgSWLl3KTz/9BMCVK1dwd3fH2tqaTZs2YZ429aRPnz506dKFSZMmsWHDhhyv40PO712zZ8/OVZRsbl1/8Jy63Wdz1zMgx7J2lsr6eB4QlmWZF0ER2FmaY29pzjEeUaaEKYYGegD4BmQeKfwiKELt+JAxENu1eU2Wbj5NTFwiA76rB8CFW16qctOGt8E/OJLlHudyPP+P7aX/c3as/pu4mDfYVnSkbOXq2ZZPiIvl7KEdXD55gAJ6ejRs01Vtu22FKrx49oiLR/fQottAEuJiuXleuTKzXSXlF+OgF97cOHeMRm26ZrrK/KdQrpIj5SplPehz/dIZAIxNimBkYorfc+Xvs7SVDQC3rl7gyrkThIcEY2RaBOd6jahdv4lGzplyDlXx8nzIiYM76dR7CPFxsVw8dQSAClWUde/n68WFU0do1bGH2sBsfiNtJ0NFB0eWrttK2fLvtwhFeoRd8ZKl2LtzK7euX+HNq1cUK16Crxo2pd7Xmot9ODhW5+LZUxw9uJdmrdoRGRHOpfOnKVCgABUclG336qVz3Lt9kxFjf8XAwFDjGJ9C+UpVWLBms1re0+w0b9MBz0f32bZpHZWrOuHopFxV2cvzMW4rFwPQumMXtX0qVamG56MHHNyznV4DvycuNpYzxw8B4FDVCYDn3s84c+wQHbr2omgxzcisT8WhiiPr3Ler5WfMir+f8kFGKYuso25LlixNgL+fqiyAY9XqPHpwj907tjJoqCuxsTEcO6yc3ls1LYekt9dTjh4+QLeefTE3zx/1I/0qd/z9/IiLi6VYMXMiIsJZu2YVjx89QksLyleoSMdOndWmHleu4oiuri6nTh5nuOtIihYrxp7dO0lKSuKLLzJWNV+8cD56evoMGpx/BwnTSb/6MLZ29lSt7sTd27eYOvFnZv5vLqZFlBGo69eu4vatGxQsWJBWbdqp9rG2scXExISb16/h6+ODja0t165cxt/vBZUcKmNYUDlQvX7NKmLevGGYa/aR5/md9CshhBCfm89ucPX48eOYmZnRt696Dq527dqxaNEizp8/j0KhwMPDg+TkZFxcXFQDlwBDhw7Fzc2Nbdu2qQYvDxw4QHR0NCNHjlQNrAJ06tSJVatWsXPnTsaNG4eOjg4HDig/yI0aNUo1sArg4OBAhw4d8PDw4OHDhzg4OGR7HR9yfm+7dOkSHh4eNGjQgDNnznxAzeXe5Ts+713WvIiy/sLfihx9V+Qr5baipsqy6ZGn8QlJmUa7QkYkajHTjKjFu54BHDp3nxb1q/D4wHTCIt9Q0a4k4VExLNx4ElAuouVc1ZbhMzaTmJT83teR1w5tXcO104eJCAkiNTWVKrW+oofrL1mWf/HsMZsX/0FYcACJCfEUKVaC7sN/prS1eoTQ1606cfnEfg57rOXWhZO8eR1NzKsonOo1UZU94L4SPX0DmnbMfLA+v4mKCGP/NuUDii8bNUNLS4vwtGnJhgUL8de0H7l+8bTaPpdOH6V6rS8ZPXG2Wv7W5u27cvrIXnZsXMmlM8d4/SqK19FR1G3wDVZpU1k91i/DwMCQtl3zZ14/aTuaKlfNfmD5Xb7eyiigP3+bRFys+r3p2KF9ONf9ikm/zVF9OQXo1msAVy6cY87vk9m+2Y2XwUHExryha+8BmJiYkpqaytrliyhZqjQt26mv6PwpOTh+WN00b/sdUZERbHVbzc8jB1OydBl0dXUJ8HuOnr4+fQYPp30X9d9/2049OLp/N+5rl3Pu5FGio6N4FRXJ102aYWuvnL7ptnIx+gaGdO6Vf/L0AlSt5vTeZSPTIqBMTLJe8Tw9IurtKN4u3Xuxf88OVq9YwvGjh4mOiiQqKpKm37agbLnyACxfsgADQ0P69M8/Ub3Sr3Inferymzev+a59G1JSUlTbLl44z0a39fw8YSKduygXZzQzM+O7Tl3YusWdtq2aUap0aZ49fYqenh6DXZS5iR8/esSxI4cZMGgIRYvlnwdbWZF+9eHmzFvIxF9+5OrlS7Rq1hhraxvCw8IIDw/D1s6eSdNmUKJkxqwBHR0d+g4YzIJ5c+jZtSNWVtb4eHujpaWFy/ARgDJ1gMdmd75t3pKy5ct/qkvLE9KvhBBCfG4+q7QAKSkpuLi44OrqmmmeRj09PZKSkkhOTubatWsAODs7q5XR19enevXqPH78WJWDJ71s7dqaSd+dnZ2JioriadrUlIAAZfRmtWqaU20qVFCuPH7jxo0cr+VDzi9dXFwckyZNwtnZmc6dO+f4Hp+CgYFyoDg+i0FSgLj4JAAM9Quo/RuXkJT1PgnK4xnoF1B7vdf4NSzbehYAq1JmHL3wkCYD5hIYGo2WlhaTv2+N14tQ1u+5pNrHqJABFsVN/9WV9bwe3Cb8ZaBqKmRYsD9P79/Ksnywnw+Bz71ITIgHIDbmNQ9uXCI5Sb1ei5W0YMSMhdg7VCc8JAhtbW0at+9Br5ETAHj+9BH3rp6jUZuuFDLKmBYVHRFG7Bv1dBf5QXx8HH9N+5GYN68xMjGlXbd+AMTFKb+4H9zpzq0r5+g2YDjLth5h3Z5zjJrwB0Ympty+dpG1i2arHa9EqTJM+nMZFR2dCA0ORFtbm9ade/P9uKkAeD15wPWLp2nZsQdGxhlf9CLCQ9VyuH1K0nb+mZfBQbxJu5eWtrBk1t/L2HfyMjsPn+PHiTMwMjbh6qXz/Pmb+krEDo7VmDl3MeUqVML/hS+FjYwYNGw0g9LyUJ49eYynTx7Re+D3qgdkCoWC0JBgYt8jb3Z+YmFpTYlSpUlNTSUowA+/5z4oFAoKFiyMUSYDIKUsyjBr4SqqVK9BcFAAOtrafNejL2MnzADA89F9Lp07RYeuvdSm64aHhfD61efTdhLS+pC+vkGWZfT19dPKJqhesyhjyeIV66n+RU2CAv3R1tGmZ58BTJquXLX74YN7nD11gu49+6rlTwwNDeHVq+iPcSl5TvpVBs8njwGIj4+nY6fO7Nl/iOu37rH34BE6delKcnISv0+fypnTGTnfx/8ygcEu32NoaMhzX1+qVavOyjXrqVhJGfm5aME8ChsZ0W/AINU+cXFxBAcFkZz86R4U5wXpV0p6eno4Vq2GvoEBCfHxeD55THi4ctaXubk5egX0NPbp038gY8f/QlGzovj6eGNnb89f8xfzVX1liqXVy5eSlJzE0LTBVoDExESCg4OyTTeWH0m/EkII8bn5rCJXdXR0NCJW03l5eeHt7Y2VlRV6enq8ePGCYsWKUaiQZn5Gi7SpSD4+PlStWlW1EJalpaVG2TJlyqjKVqxYUfVhP7MPKemDoYGBgTley4ecX7q5c+cSEhLC6tWrVYO9+U1KSmqOZbS1lYOaqSjLpigUOe+jpRxMT33n8LHxiYyZ5cGYWR4a+3RtXgPH8hb0/3UdKSkKChfUZ8W0XrRtVA0dHW2CQqP56a+dbDuS82D4P9Xd9ReMTc2ICH3JuYPbOX94F+vmTKLPmKl88VUTjfKVnOowa8NhUpKTeHT7KrvWLuTMfg9CA/1wmfinWllL+4qM/G1Rpu+7f9NyChmZ0Kit8sm+16M7uC/6g7AgfwDKVnGih+uvFC3+6fNOxcfF8ufkH3j2+D7a2joMHz8d0yJFAUhKVH7Beh0dRfcBrmpRpnW+bkqhwkbM/MWVs8cP0KZLHyysbFXb7cpVYsqcFZm+55a1SyhsbELLjj0AeHz/Nsv/mk5woPKe4FC1BkPHTsa85KdbyEnazj+jra1F5x59ef3qFcPH/KSKojM0hGat2mFtY8fIIb05e+oYD+/fwaFKxoOzGs51qeFcV+OYKSkprF+5GCtrW9Wq5+dPn2DhXzMJDwtFW1ubul81ZOyv09RyveVHG1cvxX3tckyLmPHTtNnUqvsVqQoFVy+eY8WCP1k853cC/J4zZMQ4tf3KVXTgf4tWZ3rMdcsXYmxiSsduvQF4cOcW8/6YTKC/sl9VdarJmF+nUaJU/ljkKis62jo5llGkKv9+vfuwrqJDZZaucst0n2WL/sbE1JTuvfoBcOfWDX6bOkE1BfqLms5MnPo7pfLJImCZkX6VoZJDZTp16UrZsuXp3jMjytva2oZJU6ajq1uALe4bmTtnNg0aKlMl6Orq4jpyNK4jNRccunXzBufOnsF15GiMjY1JTk7mj9+ns3vnTpKTkzAyNub7Ya707J0/Z1vkRPoVvH71CpdB/fB8/Ig6X9ZjxOix2NnbE/IyhM0b3djivoHB/fuweMUqjajg7r360L1XH41jBvj7s2vHdtq0bY+llTUAyxcvZMP6tcTHx2FgYEj3nr35fsSoTANU8hvpV0II8X7+zYAxkb38/9f1PSgUCmbMmIFCoaBLF2VuuKioKFVy93elv/4mbbXwyMhI9PT0MDDQfIqeniYgvWyVKlUAOHbsmFq51NRUTp1SPj19N+I0Mx9yfgC3bt1i48aNuLq6Ym1tnePxP5XYOOUgmP47EaZv09dTjumnR7CmLzJloJf1WH/6PvEJ7/fkXVdXm4lDW3HPM4Cth5WDp3/++B0dmjrhfuAqw6a7E/kqlnUz+9LQ+eNPnSpavBQF9PQpYWFFp8E/UL/ld6SmprJv4zIUb011SmdkWgTDQoUpbFKEWg2aMXTiHLS1dXh48xKe995vMPjpvZt43r1Okw49MShYiPjYGFb98TMx0VG07z+CFt0G4vP4PkunjdGIavy3vYqK5LefhvHw7g20tLUZOnYy1WpmfPnW01P2TQPDgqqB0Lc5flEb+/IOpKamcvPK+fd6zwe3r3P/1lXadulLwUKFiY15w5wpY3kVHUlvlzF06j0Ez0d3mfnrCJI+YcSHtJ1/xrx4SVxGjGXchGlq05PTVazsiFOtOgBcPv9+qVaOHtzLi+c+9B08HB0dHQID/Plt0o9oaWkx8scJdOjSk4vnTjH15/y9UrPfcx+2rF+JtrY2k/6YR4MmzShYsBCFChvR6NuW/D5vGTo6uuzeujHTBa8yc+fmNW5fv0Knnv1U/Wraz6OIjopk8Iix9Br4PQ/v32HCmO8/ab96HwaGynyfiYkJWZZJSlT+HUuPtMvJjWtXuHblEr36DqRQ4cLEvHnDj2OGExUZycgffmLQUFfu3bnFqGGD8nWkmfSrDA0aNmLSlOlqA0BvGzTEBQBfHx+eP/fN8XgL58/DrGhR1SDP6pXL2e6xlXpffcWU6b9hb1+W/82aya6d2/PsGv5N0q/Abe1qPB8/omy58vy9cCkVKlaiQAE9LMqUYdzPv9K73wDi4mKZ/fuM9z7m8iUL0dbWYtDQYQAc2LeHlcuXUKFSJSZOnUGt2nVYu3oFK5Zm/kA1v5F+JYQQ4nPz2Q+upqamMnnyZC5dukSVKlVUka3Jycno6WlOqQFUr6dPN/qQsp07d6Zw4cIsXryYTZs2ERkZSWBgIJMnT1ZFk6a+G16ZiQ95z8TERCZMmEDFihUZMCB/5a97V3i0ctqembHml610ZibKaN2wSOXgcUSUch9DAz2Naf+qfUzV98lJv/ZfYm9lzvSl+0lNTaW4mRE9Wjlz6bYXQ6ZsZO2ui/QavxptbW3G9Gn6fheXh5p2UH5YjAgJIjIs58XJrMpWpHzVGgA8e3D7vd5j/6blGBcpSv0Wyrx1l47vI/bNa9r2HUajNl1p3qU/DVp1IjTIn7tXzubySv65l0H+TB49AK8nD9DRUUas1m/aUq1MwbSHHKUtrdEtkHkbKWNtB0BIcM4LrwFsXbcEU7NiNGurTLFx6vAeYt68osegkbTs2IPveg2mebuuBAe84NrF07m7uI9A2k7eK1tOmdLlZXBQjmWTkpLYsGYZZctX5OvG3wCwc+tGkpOT+XHiDNp27Mr3o36kfsOm3L19g4f37+RwxE/n4tmTKBQKHJ1qUqmKZqobu3IVqP2VcrrpuVPHNLZnZv3yhZgVNafNd8qI58P7dvHm9SsGDhtDh6696dHfhXaduhPo/4KLZ0/m3cV8BOlTi19FZz2lODo6CgDTImbvdcxli/6mWDFzOnXtCcDe3dt5/eoVrqPH0b1XXwYOGUbnbr3we/GcM6eO/8Mr+LT+v/ard5mbF8esqHIWRlAOM5sunDvLjevXGDTYhYIFC5KcnMymDW6UKlWaeQsW0/G7zsxftAR9fX3WrVn1b5x+npN+BSeOHwWgd78BmX6m6T9oCDo6Ojx5/Ai/F89zPJ631zMOH9zPd126UbKkcjbJhnVr0DcwYP7i5bTv2Ik/587HvHhxNm90Izkp6zRcnwvpV0IIIfKbz3pwNTk5mV9//ZVt27ZhaWnJkiVLVAOTBgYGJGXx4SH9qbVh2tPzDylbokQJFi1ahKGhIdOnT6dOnTo0atSIS5cuMWXKFLWy2fmQ91y8eDG+vr789ttv6Orm70wOnr7KwR7r0kWzLGNVSvlh2csvFICAkChex8Sn7Zf5B2mrUkXS9gnL8Rz09XT5eVAzrt3zZf/pewBULlcavQK6XLnrqyr3yDuYV2/iqFE57yOBY9+84vnTRyTEx2W63cSsGHppqyC/joogOSmJlwEvCMtmYNC8VBlV+Zzcu3oeX88HfNupL3ppkR9+3srFAWzKV1GVs6mg/P/zp4/e46ry3nPvp0z9YRAvg/zR1zdg7NS/qNeomUa50mVy/h1ppU1ze58+cv3SGZ4+ukeHHgPQS8v75vNMmd+rfNqK1QDlKin/7/XkQc4Xk0ek7eS91NTUbKOV0h+I6epmHXGfbv8uD0KCg+jvMkI1DefpE2UdvD312cFR+f8nj/69tvOhQtIGvcpY2WRZxsJS2fdCXuY8QHb5/GkeP7hLt76DVPkUvTyVdVPxrbpJ/79nPq4bUK7ODRAUlHXfCg5SfqkvY2mV4/HOnTnJ/Xt36DdoqGqmzJNHDwGo8tZiUo5p/3/04F7uTvxfIv0qQ1JSktqCO+9Kr4sCWTwcTC+zaOHflCxZis5duwMQGBBAdHQUlas4oqOjnE5valoEK2trfH18iIl5vwfO+Yn0q4zrs7G1y3S7sbEJpkWUn3tzGjgEWLpoPgYGBvQfOASApKREvL2eYWdnr5qBp1ugABUrVSYmJgZfn/dfqPZTkn4lhBA509LS+qx+/ss+28HVuLg4hg0bxs6dO7GxscHNzY0SJUqothsbG2c5PT/99fTp98bGxiQkJGT6JSF9av7bU/jr1q3L0aNH+eOPP/jhhx+YP38+Bw4cwDTtaXzRtCep69atY+HChWo/V65c+aDze/jwIatWraJfv35Urlz5/SvoE7nxQJnbyrG8hWoq/9vMixTGtkwxUlIU3HiQ8TT+1iNlLj5nR1uNfd5+/do93xzP4fuuDbAoUYQpi/epXithpvz9JSSqJ6x/HROPcaGsF1XIrT9G9WbuT4N5dPNypttj37wiKW1RB2OzYhzauoaZI3qwY/X8LI8ZFa4cjDYxy36FU4VCwYHNKylaohRfftNW9Xr6wNrbURIGhsoI44Q49ZWe/w1BAS+Y+YsrURHhFCpszK+zFuPkXC/TsvYVlG0/4LmPaqGmdwUHKNtQ8ZLZ51NTKBR4rF9G8ZKladyig+r16Mj0+smIKDcsqIyYjov99xZSkbaTt1Yu+Zvm9WswafzILMt4pU15t7LJ/P6TLi4uFvf1q6hc1YnaX9ZXvR4VEQ5AAb2M+imYlk87Nh9/SUs/x8jwrB9ahQQrv9gXLKiZH/xtCoUCt5WLKVnKguZtO6pej0yvm7faTvqxYmPzb90AVHJQPkB45vlEbWGddBER4QQG+KOtrU2lylU0tr9NoVCwfPECSluUoV2HTmrHANB7u+0UVtZPTD5dwAmkX73t2yYNqFm9CkcPH8p0e0jISyIjlPdQWzv7LI9z/OgRHj54gMv3w1WBAukLHL3dPgAKFUpPWZV/20hWpF9l/P7CQkMz3Z6QkKBqM4XSBkez8uD+PU6dOE63nr1VkZyREZEoFAoKvDNDTpXqLB/1n6xIvxJCCPG5+SwHV6Ojo+nbty9nzpzBwcEBd3d3SpdWX3DGxsaG8PBw4uM1B2ICAgLQ1tZW5S61sbEBwN/fX6Ns+mu2tupfDkxMTOjYsSMuLi40b94cfX197t+/D0DZsmUBcHNzY9GiRWo/V69e/aDzO3HiBMnJyaxevZoKFSqofoYPHw7AokWLqFChAjt37nzv+vuYXgRFcOuRHwb6BejeqpbG9n4dvgTg8PkHRL3OiMzbc1I5Xblfe81FLqwkG5BUAAAgAElEQVRKFaFx7QokJCax49jNbN/fqJABY/t/w5lrnpy6kpEjMD1dQSnzjEUwdHS0KWpamLCovP+QWa7KF4ByOnVmzh3aSWpqKqWs7DAzL6kq/+TOVSJCgjXKhwUH8OiWcmC+cg3NOnrbzXPHCXruRfMuA9B5K4ozfcX3V5EZAymvIpVfQAoZ/7uLgyTExzNn8g+8iorAyMSUSX8uo7xD1SzLV3GqhZGJKQkJ8Zw4uEtj+3MvT548uI2WlhY1v2yY7XtfPH0EP59ndOw1WC3K1SitDiLDM77spH+5z2zF9I9F2k7eKluuAikpydy9dZ2XQZoRQF5Pn3Dr+hW0tbWp3+ibbI+1c+tGIiPCGeAyQu11o7TFdcLf+qIcEaasKxOTIv/0Ej6aqk41Abhx9SJhoZopJqIiI7h59RIAjtVrZHusM8cP4ev1lB4DXNQiFY3T+k5E2Ft1k/bF1jgf1w1AqdIWlK9YicTERI4c1OyPe3cpc/PVrfc1xjn0g2OHD+D1zJMBQ4apPaQwSauf0LfaTnhoWtsx/ffuOx9K+lUGe3vlZ759e3dnut1t3VoAatZyxsws89k5KSkpLF40HytrG9q2z3jol/7QPiQkRK18WNoCX8bGxv/4/P9t0q+gRi1nAPbuzvyz+6H9e1EoFBQ2MqJ8hQrZHmvxgnkYG5vQu29G2jBjY2O0tLQIe7fdpNWHqWn+6T9ZkX4lhBDic/PZDa4mJCTg4uLCnTt3cHZ2ZsOGDapI0bfVqFEDhULB9evXNfa/ffs2ZcuWVT3BrVFD+aXx2rVrGse5cuUKRkZG2Nsrn4oePXqUOnXqcOTIEY2yR48eRU9PD2dn5YemkydP8uTJE7WfESNGfND5OTs74+rqqvHTsqUyJ2X69kqVKn1QPX5Mf65R1s2sMR2pX6Oc6vVWDRz5dUgLFAoFc9ep5+9z23OZoNBovnSyZ9YPHdDRUTbNUuYmuM8ZjF4BXTbtv0pw2Kts33tU78YUK1KYKYvUP7DfePCCxKRkWjd0pHTaAGuftnUw0C/AhZvP/vE1v6tJ+x5oa+vw+PZV9rotUS36o1AoOH9kN4c91qKlpUWb3t8DUKFaTazKViIlOZk1f04gNChjoD/wuRfLf/+R5KREnOo1wdK+Ypbvm5KSzKGtqylRxoaaDdSn19tVVE5xv3BkN6mpqSQnJXLl5EEA7B008y1+TLs3ryHQ/zla2tqMnjALa7ty2ZbX0dGlc5+hAGxes5gLJw+rpoOFvgxiyZ9TSU1N5avGLTAvkfXq9SkpyWx3W4GFlS31m6jndS1fWVkHxw8oBy+TEhM5fVTZjio5Omkc62ORtpO36jVoQmkLS5ISE5k2YSxBgRn18/jhfSaNH4lCoaBNhy6UtiiT5XFev3rFNvf11Kj9JdW+qKm2rUpVZfvYu3MrAG/evObkMWW0jaNT9oOSn1LNOl9RtoIDCfHxTPtpFP4vfFXbXgYFMOPXMbx+FY21rT31GjTJ8jgpyclsXL0MSxs7GjdrrbbNwVE5Fffg7u2qfnXs4B4AqlT7Iu8vKo/1HaCcZrtg3v+4ef2q6vVzZ06yduVStLS06N1vYLbHSE5OZuWyRdjY2tGiVVu1bVWrK9vO7u1bVdPsD+xVPkByeqed5SfSrzL07a/8/V84f4758/5SLdSWkpLC+rWr2ei2Dh0dHUb9MC7LY+zbuxsfb2+GDR+h9tDP2saWImZm3L51k6eeygfGly5ewN/PD4fKVd4rDVV+9P+9X/UdMAgdXV3OnDrB/Ll/EhebMQPk+NEjzPvrfwD0GzCYAgUyX58B4Pq1q1y9fIne/QZg9NaAoIGhIRUqViIwMIAL55R50Z899eTO7ZsUMzfHKh8vjJtO+pUQQojPTf5O4JmJuXPncuvWLZycnFi5cqUqv9K7WrduzfLly1m0aBHOzs6qqSDLli3jzZs3dO3aVVW2adOmzJw5k1WrVtGsWTPVE83t27fj6+vLgAED0E7L5+jg4EBUVBRbtmzh22+/VeWNcHNz48mTJ/Tu3RsTk5wjud73/GrXrk3t2rU19j9+/DgHDx7E2dlZNWCbX+w6fpt1uy/Sr/2XHF01iodeQRTQ1aGcdXEAJi/cy8Xb3mr7vIlNYNCkDeyY78Ko3k3o1rIWAS+jcLAvhYF+AW498uPHP3dk+75FTQsxomcjDp69z5W76vmkIqJjWL71LCN6NebWzon4BUdSya4ksXGJ/LHycN5WAGBhW46u349n67L/cWK3OxeO7sG8VBkiw0J4Ex2JtrYOHQeOVkUSamlp0X/cDBZNGYmf1xNmjuhJcQtLUlMhJOA5qamplHOsQfdhP2X7vpeP7ycsOID+42ao2mw650YtOLV3CzfPn8DX8yHJSYm8igynbOXqVKyu2cY+lqTERI7u2waAvr4BHuuXZlt+9MRZmJoVo2mrjgS88OHInq0smj0J99ULMTYtgp/PM1JSUrAv70Cf78dme6xTh/fyMsif0RNnadTP101bcWDHJi6dPsqzR/dJSkokKiKMSlW/oGoOEZ95SdpO3tLT02PKH3P5adQQPB89oF+XtpSxskaRkoJf2mBinXpfM3TUj9keZ+vGtbx5/Vojug6gQ+ceHNq3i60b13Lx7CmioiJ5/Sqaps1bY22TeU69/EBLS4sJv89hwmgXvDwf49KzA2WsbUlVKAj0f4FCoaBkKQsmz/pbLZL5XUf27yYowI9fZ/yp0XaatmjDzi1unDlxmMcP75KUmEREeCiO1WtQo/aXH/sS/7HGTZvRul1H9u/ZyfAh/bC1syc5OVm1yIzL8FFUy2Ggb9/uHQT4+/H7/+Zp1E/L1u1x37COY0cOcv/eHZISEwkLC8WpRi1q1/3qo13XPyX9KkOdul8yYtQYFs6fx5pVK9i2dTOWVlYEBQYSGRmJrq4uU6f/TtWqmT+ISkpMZPmSxZQrX57mLVupbdPW1mbwkKH8b9ZMenbrjJW1NT7e3mhra+M6cvS/cXkfxf/3flXJoTITp0znt2mT2bBuDTs8tmBlbcPL4GAi01IUtW7bnr4DBmV7nCUL5lG0aDG69eilsW2Qy/eMGz2CH0YNx9bWDr8Xz0lMTOR711Ea9ZUfSb8SQoj381/PY/o50Zk6derUT30S7ys0NJSxY8eiUCioV68enp6eXL16VeOnevXqmJubExcXx4EDBzh69CiBgYG4ubmxbds2vvjiCyZOnKhKYm5gYICxsTF79uzhwIEDvHz5kp07d7JixQqsra2ZNWuWahA3PVfqvn37OH/+PL6+vqxbt46NGzdSuXJlZs2ahX7aIjDZMTMze+/zy4y3t7dqcDWzwdcP9fvyg+9d1rp0UXq3rUNsfCLz1me+6uqBM/d4ERRByWLGlLMujnEhQ248fM6vf+9m5fbzme7jExDGvlN3KWZaGGuLoliVMiMwJJp1uy7iMnUTMXGaubneNmVYa+rXKEvvn9bwMlwzn+2JK49JTYUq5SwoXdyUq/d86T9hHXeeaKaDeFu3jg2z3Z6VMnblqVyjLrExr4kKDyUyNBh9A0Mq1/ySHq6/ULX212rlDQsVplaj5ujo6PA6KpLwl0EkJsRhaV+RZp370aHfCAroZd22khITWPPnJMxLlaHjgFEaN1rdAno41q5P+Msggl54A1rUatCMHiMmaOTlel+FMsmrmxNfrycc2eMBQHJyEuGhL7P9ada2C4UKG6GlpUX1Wl9iV64Sb15HE/oyiFeREZS0sKJVx54MHPmzKkdqZhITE/j7t58pWdqSPkN/0KifAnp61KrbgJDgQPx8n6GlpUX9pi0ZOnYKetnUe3ZikrJeiCE7/x/aTnGj3NVpZoKDAjl6cC/6BgZ07dVfY7tZ0WI0bd4GhUJBVGQEwUEBJCYlUaFSZfoMGsbg4WOyvd9GRoTzx5SfqFOvAZ2699bYXtjIiFp16uH3whcf72cYGhakbaduDB8zHm3trI+blZS0qOy88DIokOOH9qFvYECnnv00thcubETTFm3R09fndXQ0wYH+xMa8wcLSipbtO/PDhOkULVY8y+MnJiTw+6RxWJSxYsioHzPtV3XrN+JlUCC+3k/R0tKiSbPWjJkwPdf9yrDAh9dpVoICAzi4bzcGBgb06pt5pFz9Bo0oWao04eGh+D1/TkzMGyo5VMF19Di+69w92+MnJCTw6/jRWFpaM3rcLxr1o6enR4NGTQgM8Mfr2VPQguat2jJx2sz3+izxrqQUxQfvk5X/Wr8CKKT/cWIKvqhRkxo1a/H61StCQ0IICgyiUOFCNGzYiBkzZ/PlV1kP6G3d4s7hgweYMnUGtnaag8ZVq1WnSBEznj71JMDfH/uy5Zg243fqfVU/k6PlXlJK3t13/mv9CkBHO2+/vFaoWIkGDRsTGxdLeGgYAQEB6OrqUs3pC0aMHseAwS7ZfmE+e/oUbutWM3zkaJxqaEbj2tjaYWdflmeenrx4/pzSFhaMGfcTbdt3zORo/0xe1026/0K/AtDN/2PZQojP2N+HPT/1KXyQ0S3Kf+pT+Gi0UlPz8FvcR3b8+HFVrtHsXLt2DWNjY1JTU3F3d8fd3Z0XL15gbm7ON998g6urq9oCVekOHjzIqlWrePbsGSYmJnz11VeMGTOG4sXVv1impKSwYcMGtm/fjp+fHyVKlKB58+YMHjw40+Nm5UPPL7O6cHV1zZPIVUMn1398jP+qXRunfOpTyLeKF8q7AbL/opCY7B8I/H9WuZTkNMtKYh4OkP0XFSmYuwH9/w9iEpJzLvT/mLmx/M3KSmxC7h4G/n9RQFcig7JSQEdGD7Nj8NnNExVCfE5sRu3/1KfwQXznt8650GfqsxpcFR+PDK5mTQZXsyaDq9mTwdWsyeBq1mRwNXsyuJo1GVzNngyuZk0GV7Mng6tZk8HV7MngqhDiY7IdfeBTn8IH8fm7Vc6FPlPy11AIIYQQQgghhBBCCCFyQQZXhRBCCCGEEEIIIYQQIhdkooIQQgghhBBCCCGEEJ8TyVqTb0jkqhBCCCGEEEIIIYQQQuSCDK4KIYQQQgghhBBCCCFELsjgqhBCCCGEEEIIIYQQQuSC5FwVQgghhBBCCCGEEOIzoqUlSVfzC4lcFUIIIYQQQgghhBBCiFyQwVUhhBBCCCGEEEIIIYTIBUkLIIQQQgghhBBCCCHEZ0TSAuQfErkqhBBCCCGEEEIIIYQQuSCDq0IIIYQQQgghhBBCCJELMrgqhBBCCCGEEEIIIYQQuSA5V4UQQgghhBBCCCGE+IxIytX8QyJXhRBCCCGEEEIIIYQQIhdkcFUIIYQQQgghhBBCCCFyQdICCCGEEEIIIYQQQgjxGdGSvAD5hkSuCiGEEEIIIYQQQgghRC7I4KoQQgghhBBCCCGEEELkgqQFECIH5oX0P/Up5Fs6OjINITvONmaf+hTyrQLSdrIVl5TyqU8h3zLQk+fCWZOPddmJTZB+lRW5J2dPR1vqJyuK1FS0ZVqqEEJ8EnL7zT/kU7gQQgiRj8jAqhBCiM+JgXyjFEII8f+chH8IIYQQQgghhBBCCCFELsjgqhBCCCGEEEIIIYQQQuSCTOIQQgghhBBCCCGEEOIzoiVJV/MNiVwVQgghhBBCCCGEEEKIXJDBVSGEEEIIIYQQQgghhMgFSQsghBBCCCGEEEIIIcRnRLIC5B8SuSqEEEIIIYQQQgghhBC5IIOrQgghhBBCCCGEEEIIkQsyuCqEEEIIIYQQQgghhBC5IDlXhRBCCCGEEEIIIYT4jGhrS9LV/EIiV4UQQgghhBBCCCGEECIXZHBVCCGEEEIIIYQQQgghckHSAgghhBBCCCGEEEII8RnRkqwA+YZErgohhBBCCCGEEEIIIUQuyOCqEEIIIYQQQgghhBBC5IKkBRBCCCGEEEIIIYQQ4jOiJXkB8g2JXBVCCCGEEEIIIYQQQohckMFV8cG0tLQ46zYOv5Ozsi3Xo7Uz5zaMI+LSXILO/o8jK0fRqoFjtvtUsivJxtkDeHHyDyIvz+POrklMHNoSQ4MCmZYvXFCfxZO6439qNuEX57J38XAqly2d5fFXz+hD2MW/KG5mlPOF5pGAF74s/2s6I/u0pU/rLxnUsRHTxw3h3PGDWe7j/fQRC37/hWHdm9O7VV1ce7Zi9fw/iAwPy7T8s8f3mTJ6AH1b12NY9+ZsXD6PxMSETMu+eRXNoI6NmDd9fJ5c3z8R8MKXJX9OY3jPNvRoUZd+7Roy5YchnD124L32T05OZtzgbnRpWpMHt69nWubmlfP86NKDHi3qMqxHa3ZuWo1Coci0bKCfL92+rY3bsnm5vqaPQaFQMLBPV5o3/jLbcgf372FA7640qOvEN1/XZtjgvpw7czLL8g/u3WFwvx40qFOd1t9+zYK5s0lIyLzdREdH8c3Xtfll3Kh/dC0f28uXwcycMZXWzRtTp0ZVmjSoy5iRw7h962aW+6xfu4rWzRtTt2ZVunduz6kTx7Isu3vndmpWq8TZ06c+xunnOYVCwZC+3Wnd5KssyyTEx7Np3WoG9urCt18706ReDXp+14Yl8/8iKioy030e3L/L9wN60uTLL2jXrCGL5v2ZZdt5FR1Ni4Z1mfjj6Dy5po9JoVCwY9tW+vbsRv06NalToxrdO3fEY8tmUlNTNcqvW7OKFt80xtnJkS4d23HyeNZtZ9eO7ThVqciZ01n3yfxE7jtZk7p5f3JPzp7cc4QQQoj/Bp2pU6dO/dQnIT6935dnPdD3rmmubejSvCax8YnMW3880zIzRrZl9g8dKVnMGE/fEBKTknGqZEWX5jVJUSg4f/OZxj5OlSw5uW4s1Sta8upNPD7+YZSzLk6j2hVpXr8KWw5eIzEpRW2ftb/3pUfr2sTGJRIUGk3tqrZ0aVGDbYevE/0mXq2sg30p5v/SlQUbT7H/zL33vt4B3Zq8d9l33bh8lpk/D8fb8yFJSUmULmNNUlIiAc99uH7xNEEBL6hVr5FaOP+pw3uYO3Ucfr5eGBgWpFjxUoSFBOH15AEXTx2mZr2GFDYyVpWPighj0sh+vAzyp6SFJXFxsTy4fR3/597Ubfitxjlt37CCh3dvMmriLIxNi+T62gC0tXM/DeH6pbPMGD9MVTcWltYkJSXh/9ybqxdOE+T/AuevGmU71WH7hpVcOqNsgw2/bU3xkuoD675enkwfN5SoiHAsLG2Ijozg9rWLxMa8oXotzS/FK+fPIiwkmB8mz0bfwCDX15bOxDDzhwIfatmivzl+9BAGBgb06jsw0zJLFsxl4bw/CQ8LxdrGlgIFCuD5+BHHjhxEW1sbpxq11MqHh4UyoE9XAvz9KGNpTWxsDNevXsHb+xnfNGupcfxVyxZx68Y1fv/fPIoUMfvH16TzD9pOVryePaV/n+7cunmdpKQkbGxtiYmJwfPJYw7s20Px4iWoWMlBbR+PLZuYN2c2ScnJWNvY4u3txdHDBylfvgI2tnZqZRMTExk/dhT29mUZOWZcnp9/umSF5hfq3FqxZD4njx7GwMCAHn0HaGx/FR3N8MF9OHb4ABHhYRQzL46pqSkB/n7cvX2TE0cOUe/rhhibmKj2CQ8LY0jfbmltx4q42FhuXLuCj/czmnzbQuM9Vi9fzO2b15g+e26etB093Y/zXDghIYHRrt+zaYMboaEhWJSxRFe3AL4+3pw/ewYfHx+afvOt6p60dfMm/vrfLJKTk7C2scXH24sjhw5SvkJFbO00286PY0ZiZ1+W0WN//CjnD5Cckndt579438kr/8W6kXty9v7J552s/BfuOekK6Mi0VCGE+BSWnPT+1KfwQYY1tv/Up/DRSOSq+CATXFoyfmCzbMu0qF+Fcf2/JTwqhq97z6FWl5k4tptO5zHLiU9IYtLQltStpv4hUF9Pl23zhlC4oD6/LTuIfbOJ1Ov5PxxaT+XGwxdUq1CGWT90VNungm0J2jepzp0n/lRqPQWn737jj5WHMDUqyIiejTXOa+rw1ryOjWfuuqyf8uel6MhwlsyeTFJiAo1atGfFtuPMWubO0i1HGDPlTwwLFuLiqSMc2bNVtY/300esmj+T1FQFvV3GsGjTQWYv28wCt72Uq+RIVEQ4q/6eqfY+h3ZtJi42hk69hzBn1Tbmr9+DhZUt1y+extfriVrZyPAwju714KvGLShjrf47+DdFRYaz8I9JJCUm0KRlB9bsPMGfKzazctsRxk2bg2HBQpw/eZhDu7dmeYwX3s/YtXlttu+ze/NaUlJSGPbjFP5atZX563ZgZGLKkT0evHonIs/n6WOunDtBq+96YGximifX+U+lpqayatki3NauzLbc+bOn2bBuFcYmJqxy28Imjz1s23OY2XMXoqenx6pli7hzWz1KaKv7BmJjYhg01JUtO/ezY98xbGztOHvqBJ5PHqmVDQsNZbuHO81atsHWrmyeX2demTLxZ6IiI6lZqzb7D59k87bdHD15ngGDXUhJSWHW79MI8PdXlU9JSWHtqhUYGBiyacsONm/bzYLFy0lNTWXFssUax9/usZmXwUEMc83/EZipqamsWb6YjWtXZVvur1nT8XrqibWNLWs378Bj7xE2bt/H1j2HcKzmRMjLYKb8Mk4tgmrbZmXbGeAynI3b9+Gx9wjWtnacO32Sp08eqx0/LCyUnR6b+bZFa2zt8veHqflz53DxwnlKlizF5m272LFnP4eOnWT+oqUYGhbk6OGDHNy/D1C2ndUrl2NgaIi7x048du5h4dIVpKamsmzJIo1jb9u6meDgIFxHfR5tR+47mZO6+TByT86e3HOEEEL8U1pan9fPf5kMror3UqKoER5zBzNxqGb0xLvGD1RGS05asIcbD1+oXt9/+h6/rziEtrY24waoR1T2bF0bixJFuHTbi9+XH1R9kQ8MjabHuJUkJiXTp20dShbLiNh0drRFW1ubbYev8yZWOW1u5bbzANStrj5wWLOyNW0aVeNvtxNEvY7LRQ18uFOH9hAXG4NN2YoMHPmLWiRkrS8b0rX/MAAO7dyset19xXxSFQradOlDi4490NZWdtEiRc0Z9tN0tLS0eHD7GqEvg1T7PH2kjMJt0ko5+GxYsBD1Giujxzwf3FE7p13uq0hJSeG73oM/whW/v5MHdxMXG4NtuYoMHq1eN871GtJ94HAADuxwz3R/RUoKS+dMh9RUdHSzXpfP8+E99A0Mqd9U2W5NzYrhXK8RKSkpPHv8QK3slrVLKFTYmNadev7Ty8sT4WGh/Dx2BKtXLMmx7Po1KwAYNuIHHCpnpN74umETBgwZRmpqKm5r1AcD7t29DUCH77oAUKhQIZq1bAPA3du31MquXbWUlORkBrkMz/0FfWTeXs94/OghWlpazJj5P4qYKSO5dHR0GOY6GofKjiQlJXHkcEbKieCgIEJDQ/iiRk1VRFTtOl9iZWXNU88nxMbGqMrGxsawbvVKnGvXoaZz7X/34j5QeFgYv44bxdqVS7MtF/IymFPHj6Ktrc2k32ZjX7a8aluJkqWYMXsehgUL4vn4IbdvZqTduH9PeV9p17EzAAULFeLbFq0BuHdHve2sX7WMlJRk+g8ZlifX9rH4+/nhscUdXV1dFi1bQfkKFVTbvm7YiN59+wGwZ9cOIK3thCjbTnrEWJ26X2JlnXnbWbNyBc516lLLuc6/d1G5IPedrEndfBi5J2dP7jlCCCHEf8tnObgaGhrK5MmTadCgAVWqVKFevXqMGzcOPz8/jbK7d++mffv2VK9ena+//po//viDmJiYTI4Kp0+fpmvXrjg5OVG3bl1+/fVXwsPDMy27detW2rZti6OjIw0aNGDKlCm8fPnyg6/lfc/v0qVLVKhQIdOfevXqffD7fogmdSpyd/dk2jSqRlBoNJMW7MmyrJ1lMepUsyMxKZmthzRzYK7fdRGApnUrYlLYUPV6z9bOAGzcd1VjnxdBkZy4/JgCBXRo17i66vX0gdbw6Iz6Cot8A4CJkaHaMaaNaENIxGsWbfr3cnI9vHsDAOd6jVSDpG9zql0fgNCXgbx5/Yrw0Jc8uncTw4KFaNetv0b5EqXK0MtlDH2HjUP3rQHFqAhlGy1snDFt1yhtCm/smzeq114G+XPq8B4aNW9H8ZIWeXCFuffgjrJuan+Ved3UqJNWN8HKunnX3m0b8PJ8SOtOvShYsFCW7xMZEUahwkZq72GUFpUaE/Na9drje7e5dfUi7br1oWChwrm7qDx05dIFunRoydnTJylarBjfjxiTZVm/F8+5f/c2urq6fNuilcb2Nu2/A+Dq5Qu8fqsuw8NCAdSidE3T0kS8XecB/n7s3bWdth06UdqizD+7sI8oJER5/zUxNcW8eHGN7elTT4ODMh5MhKXVgck7kcqmRYqQmprKm9cZ/cd9oxsREeH5PkLq6uUL9PiuFefPnMSsaDFcsjnf2zevk5qaSmmLMlSo6KCxvWixYlSsVBkAz8cZkXPv23YC/f3Yv3sHrdt/l6/bDsDhgwdISUmhZes22Jctp7G9XYeOuI4cTbsOyv4UGhoCgOm7bcdUs+1s2qBsO64j83fbkftO1qRuPpzck7Mn9xwhhBDivyXrkK98KjQ0lM6dOxMUFES9evVo2bIlPj4+7N+/n3PnzrF161ZsbGwAWL58OXPnzqVChQr06tULT09P1q1bx507d3Bzc0NPT0913P379zN27FgsLS3p3r07QUFB7Nq1i2vXrrFjxw6MjTMiJqdNm4a7uztFixalQ4cOJCYmsmfPHk6dOoWbm5vq/XPyIef3+LFyqmXXrl0xNzdXO07BggVzWZvvp5JdSQoX1GfT/iuMn7Mz2wWjnKvYAHDvaSCx8Yka20Mj3+DtF4qdpTnOVW04dvER2tpaOFWyBODyncxzhly950uL+lWo94U9yz3OAhCdFoFarEjG4lTpC1VFRseqXmvoXJ7GtSsyfs4OYuI0z+lj6dx3KF81aYFduUqZbk+Iz4igVaSk8OC2cqDDoVpNDLMYMGzRoZvtdWcAACAASURBVLvGa+mDga+ioihStFja/5VT3gu9lZt1x4YV6Ojo0KFH5vnh/k1d+31P/aYtsS//fnXztkD/52xzW0kpCys69x3CyUO7s3yfQoWNeP0qmtTUVFXOsldREQBqeWs3r1mMqVlRmrfrmutryks+3l7ExcbSvFVbRo/9Ga9nnlmWfXj/LgBly1XA0FDzXmBmVhSLMpYE+Ptx/+4d6tZTDlynX39UZCTF0u4pkZHKunn7y/2qZYvQ0dWl36CheXNxH0mJEiUB5fWEvHxJ8RIl1LZ7eynzPJcsVUr1mpFR2v0i7brTRUREoKWlpdoeHR3FRre1fN2wMVWqVvto15AXfL29iYuNpVnLNoz44Se8s2k71b+oyfRZc7PNJRgfp+yLKSnJqteMCivrJSoqkmLF0tpOhLIOjd7Kzbp6+WJ0dHTpO9Al9xf0L7l65RIADRtlnmO7tEUZBg7J6ANGaZ8J3m07kZm0Hbd1a2jQqDGO+bztyH0na1I3H07uydmTe44QQoi8kN36JOLf9dkNri5cuJCgoCB+/vln+vfPiO7bs2cP48ePZ9asWSxbtoyAgAAWLFiAk5MTGzZsoEAB5cIy8+fPZ8mSJXh4eNCrVy8AYmJimD59OpaWluzevZvChZWDVfXq1WPChAksXbqUn376CYArV67g7u6OtbU1mzZtUg109unThy5dujBp0iQ2bNiQ43V8yPkBPHmizJ05fvx41fn9W64/eE7d7rO56xmQY1k7S2V9PA/IfFV7gBdBEdhZmmNvac4xHlGmhCmGBsqBZN+AzCOFXwRFqB0fMgZiuzavydLNp4mJS2TAd8oo3gu3vFTlpg1vg39wJMs9zuV4/nmpXCVHylVyzHL7jUtnADA2KYKRiSn+z5XnbGFlA8Ctqxe4eu4EYSHBGJsWoVa9RtSu30TjBlreoSreng85cXAnnXoPIT4ulounjgBQoYoy0tff14sLp47QsmMPihRVH5z/FMo7OFLeIeu6uXYhrW5Mi6giTUGZ727ZnBkkJyXi8sME9PT0c3ifqly/eIYzR/fTsFkboiLDuX7pLLoFClC2gjIi79bVCzy6d4sBI8bnySJWecGhiiPr3LdTvkLmg89v8/dTpt4oZZF1NHLJkqUJ8PdTlQVwrFqdRw/usXvHVgYNdSU2NoZjadMzq1b/AgBvr6ccPXyAbj37Ym6uGXmUn9ja2VO1uhN3b99i6qSfmTl7riraaf3aVdy+dYOCBQvSqk071T7WNraYmJhw88Y1fH19sLGx5dqVy/j7vaCSQ2UM0x5crV+zipg3bxjmmr9X5QaoVLkKqzduo1yFijmWLV6iJMXTBkAyExwUyLOnyr89Nm/lS61SrTqPHt5n7w4PBrgMJzY2luNHlYsiprcdH69nHD9ykC49+1Asn7cdgGfPngJga2fH69ev2bt7JzevXyc2NgY7+7J07NwFe/uM3JY2aW3nxvVr+Pp4Y2Nrx9Url/F7p+2sW61sO8NH5P+2I/edrEndfDi5J2dP7jlCCCHEf8tnN7h6/PhxzMzM6Nu3r9rr7dq1Y9GiRZw/fx6FQoGHhwfJycm4uLioBi4Bhg4dipubG9u2bVMNXh44cIDo6GhGjhypNnDZqVMnVq1axc6dOxk3bhw6OjocOKD8oDtq1Ci1CFIHBwc6dOiAh4cHDx8+xMFBc4rl2z7k/EA5uGphYfGvD6wCXL7j895lzYsozy/8rcjRd0W+Um4raqosmx55Gp+QlGm0K2REohYzzYjovOsZwKFz92lRvwqPD0wnLPINFe1KEh4Vw8KNJwFo3dAR56q2DJ+xmcSk5EyP/SlERYSxb5tyEP7LRs3Q0tIiLCQYUOZMnTvtR65fPK22z6XTR6lW60tGT1Rfyb5Z+66cPrKXnRtXcvnMMV6/iuJ1dBR1GnyDla3yg7nH+mUYGBjStqt6v8mPoiLC2OvhBsBXjZurDSYf2r2Vx/dv07RVBxyq1cjxWO279eXWlfMsnTOd/ds3EfoyiLjYGNp17YuRiSmpqalsWbsU85Kladqyw0e7pg9VtZrTe5eNjFRGKb87jfJt6Su9R7+1iFeX7r3Yv2cHq1cs4fjRw0RHRRIVFUnTb1tQtpwy9+byJQswMDSkT/9Pm6P3fc2Zu5CJv/7I1cuXaNW8MdbWNoSHhREeHoatnT2Tps5QRVOBMvdf3wGDWTBvDj27dsTKyhofb2+0tLRwGTYCUE5T9djizrfNW6rqJT9z/IC2k5OlC+aSlJSEWdGi1KiVkbevU9ee7N+zk7Url3Ly2GGioqKIjoqk8TfNVXlbVy5Vtp1efQfl2fl8LAkJCarI2+DgYFwG9SfkrTQ/ly9dxGOLO79MnEzHTsp8mDo6OvQfOIS/5/5J984dsXyr7XzvOhJQtp0tmzfRrEVLypWvoPnG+Yzcd7ImdZM7ck/OnNxzhBBCiP+ezyrnakpKCi4uLri6umaap1FPT4+kpCSSk5O5du0aAM7Ozmpl9PX1qV69Oo8fP+b1a2XOxfSytWtrJsR3dnYmKiqKp0+VT5gDApTRm9WqaU61qZCWjP7GjRs5XsuHnF9KSgrPnj2jfPn8/yHSwEA5UByfxSApQFx8EgCG+gXU/o1LSMp6nwTl8Qz0C6i93mv8GpZtVaYJsCplxtELD2kyYC6BodFoaWkx+fvWeL0IZf2eS6p9jAoZYFHc9JOF0MfHxzF32o/EvnmNkYkp7br1U74epxxAPrjTnVtXztFtwHCWbj3C2j3nGDnhD4xMTLlz7SJrF81WO16JUmWY+OcyKjo6ERociLa2Nq079+b7cVMB8HrygOsXT9OiYw+MjDO+7EWGh2aaz/RTio+L48/J44hJq5v23fuptoUEB7J59WKKFDWn1+D3i8go71CVX2bOx7ZcRQL9n1OosBE9BrnSY5ArAJfPnsDn6WM69x6MbtpDDoVCQXjoS+JiM8/NnN8kJMQDoK+fddStvr5+WtkE1WsWZSxZvGI91b+oSVCgP9o62vTsM4BJ0/8A4OGDe5w9dYLuPftiYprRbkJDQ3j1KvpjXMo/pqenh6NjNfQNDEiIj8fzyWPCw5VR9Obm5mqpVtL16TeQseN/oahZUXx9vLGzt+evvxfzVf0GAKxesZSk5CSGpn2xB0hMTCQ4OIjExH8vzci/bfOGtZw8dhiAIcNGqdoQQOkylixcvpZqX9QkKDAAHR1tuvfuz4RpMwF49OAe506fpGuPPmptJyw0hNf5sO28nef8l/Fj0dc3YNGylVy+cYfDx0/Ts09fkpOT+X36VK5euawq23fAQH786VfMima0nXkLF1P/a2XbWblsKclJSaqBD0hrO0Gff9uR+07WpG4yyD05c3LPEUIIIf57PqvIVR0dHY2I1XReXl54e3tjZWWFnp4eL168oFixYhQqpJm70iJtqpaPjw9Vq1ZVLYRlaWmpUbbM/7F312FRpV8Ax790hwi2YivYhbl2d3cXdte6tu6urquuLXZid3es3Z2giIRKdw+/PwYGxyHExP2dz/PwLDv3vfX6zh3m3HPPmyuXqm3RokVVWabJ/ZGSGAz18vJK81zSc3yvXr0iOjoaAwMDxo4dy9WrVwkODsbe3p6BAwdSvXr1NPf3vcTFxafZJrG+XzzKtnEKRdrraCmD6fEfbT48MpqRs3cwcvYOjXU6NCxHicI56TVxPXFxCkyNDVg5vSvNa5VCR0cbb58gxs/bw87jaQfDv5bIiHD+njIKl6cP0dbWYdC4GVhkygxATLTyS1ZIUCAdew9RyzKtVL0uJqZm/PnrEP49dZhm7buTM08+1fL8heyY8vfKZPe5fd0yTM0taNy6MwBPH97Fad4M3nkpx719yXI4jp6CTbaUa+l+D5ER4cyZNJIXCX0zdMJMLBP6BsBp/iyiIiMY9utMjNORwV2yXCVKltOcLVcRF8eODSvImScv1es2BuD6xbOsWTyHAD9ftLS1KV+5OgNHT1abLCyj0dHWSbONIl75Hvv4hkJR+2IsX70x2XVWLPkHC0tLOnXtCcC9O7eYNe031WOsZcs7MGna72TP8WMnR0sUEhyMY9+ePH/2hEqVqzJ0xGjyFyjA+3fv2bplI9ucN9GvV3eWOq3WyELr1KU7nbp019imp4cHe3fvolnzluTOYwuA07LFbNqwjsjICAwNjejUpRsDhwxP9obfz2rXti0sWzgPgPqNmtKkRWuNNkXsirFk5fpk11+5dCEWFpZ06KK8ht2/e5s/p09SjZ0y5Srw69RZGWbsRH8Q4IqMiGDz1p3kTPjsz5otG2PG/UqAnz9HDh9kycIFbHTermrfuVt3OndLfuzs2bWTZi1akSdh7CxfsoiNG9YRGRGBoZERnbt0Y/CwET/l2JHrTsqkb5TkmpwyueYIIYT4WqTmasbxn/h0VSgUzJw5E4VCQfv2ysdnAgMDVcXdP5b4emjCTOoBAQHo6+tjmEy9xcTH8BPbFi9eHICTJ0+qtYuPj+fsWeVM9IlB1tSk5/gS660eO3YMDw8PmjVrRt26dXn8+DH9+/dn165dae7vewmPUP7BaPBRhumHDPSVMf3EDNbESaYM9VOO9SeuExn1aXfedXW1mTSgCQ+ee7L9mDJ4OndsG1rVLYPz4esMmuFMQHA46//oQU2H75MRHBwYwO/jB/H4/i20tLVxHD2FUuUrq5br6yvHn6GRsSoQ+qESZSuSv7A98fHx3L528ZP2+ejuTR7euU6z9j0wNjElPCyUeVNHExIUQFfHkbTt1p/nT+7z58ShxPzArIbgwABmjB3Io3vKvhk0dgqlKyT1zanDe3lw+zqVqtelQtWaX2Wf504cwtPdjfY9BqCto8M7Lw8WzPoVLS1t+g6bQONWHbl5+Txzp439Kvv7VgyNjACIjo5KsU1MtPK99mH2YWpu3bjGjWtX6NqjDyampoSFhjJ25GACAwIYNmo8fQcM4cG9Owwf1DfDZMNsXL+G58+eULBQYf5ZvJwiRe3Q09MnZ65cjBk/kW49exMREc6cP2Z+8jadli9GW1uLvo6DADh8cD+rnJZRpKgdk6bOpELFSqxbs5KVy5d8q9P67tatXMbCv5WZcpWrVWfClE/vL4DbN69z8/pVOvforRo7E0YNITAggCEjx9HbcTAP799l1JD+GWbsfFhmpUmz5qogx4d691dOyvXg/j38/ZKvDf6h5UuVY6f/AOXYOXRgPytXLKNoUTumTJ+FQ8VKrF29khXLfs6xI9edlEnfKMk1OWVyzRFCCCH+e3764Gp8fDxTpkzhypUrFC9eXJXZGhsbm+zjRoDq9cTHsdLTtl27dpiamrJ06VK2bNlCQEAAXl5eTJkyRVU6IP7j9MpkpGefkZGR5MmTh9GjR7N161bGjRvHvHnz2L17NyYmJsycORMfH5809/k9+AUpH3WyMtecITeRlYUyW9c3QBk89g9UrmNkqK/x2L9qHUv1ddLSs2UVCuSxYcbyQ8THx5PFyozOTRy4cteV/lM3s27vZbqOW4O2tjYju9f9tJP7Au+8PZg6ojeuzx6ho6PD4HEz+CUhWzJRYjZmjty2qkfUP5bLNj8APm/TnlwMYPv6ZVhaWdOgeTsAzh7bT1hoMJ37DqNx68607tqPBi068NbTnRuXz33eyX2hd14e/DasFy5PlX0zdMIMqtdrolru7/uezSsXYmJmTu+hXyfQGRsTw65Nq8hXsAiVqitn6j28ZytxsbEMGjuF+s3b0mPgKCr+Upsn92/z/PGDr7LfbyHx8dDgoJQfCw0KCgTAMpPVJ21zxZJ/sLa2oW2HLgAc2LeLkOBghowYQ6euPejTfxDtOnbljftrzp899YVn8HWcPnUCgG49eif7/unVpz86Ojo8e/qEN+6v09zeS1cXjh05RJv2HcmWTTmb9aYNazEwNGThUidatm7L3HkLsbHJwtYtG4mNSbmsyc8gLi6OObOmsnblMgCq16rD73MXqtUE/xQrly4ks7UNbdorbxAd3LebkOBgBg4fTYcu3enVbyBtOnbBw/01FzLI2DE1NVHd9U+pTqGtbV50dZU3+by8Ur/+urq6cPTwQdp16KSaCX3jujUYGhqyePlKWrVpy98LFmGTJQvOmzYQ8xOOHbnupEz6RkmuySmTa44QQgjx3/NTB1djY2OZOHEiO3fuJHfu3CxbtkwVmDQ0NEzxj4fEu/pGCdkF6WmbNWtWlixZgpGRETNmzKBSpUrUqlWLK1euMHXqVLW2qUnPPtu0acPJkyfp37+/WruCBQvSo0cPIiMjOX36dJr7/B6euykL8tvmyJximzzZlV8mXN8oA8Ke7wMJCYtMWC/5Lxp5smdKWMc3zWMw0NdlQt8G3HjgxqFzyqBYsUI50NfT5dp9N1W7Jy/fEhwaQblitmlu80u4v3zB9FF9eeftgYGBIaOmzaNKrQYa7bLnSvs4Eh/l0tFNu6LHrSvncXnygFade6OfUPvNzeUpAIXsS6jaFbJT/v7y2aO0T+Yre/3yBZNH9OGdlwcGhoaMnTGParUbqrW5f+sa4WGhhIUE079dA9rXLa/2k1jDcfqYAbSvW54dG5zS3O+JQ7vxff+WDr0Gqr7gvHqh7JvC9iVV7Qon9JPrD+ibT2WbV1kewts75S9fb72VpUpy5c6T5vb+PX+Ghw/u0bPvAFU2/7MnjwEoXrK0ql2JhN+fPMoYgefEc8ybL3+yy83NLbDMpLyOeHunXbpl+ZKFGBoa0qu38robExPNS1cX8ucvoHqiQVdPj6L2xQgLC8PN7dMn/stooqOjmTx+JIf27QagSfNWzJg9P92B1Yvnz/LowT169HFUZWY9f5Ywdkok1SlP/P3p44zxvtLT0ydnTs3MsQ8prxPKa4VuGtffZYuUY6d336Sx4+rqQr4Pxo6enh52iWPn1csvP4nvTK47KZO+UZJrcsrkmiOEEOJr0dL6uX7+y36qmqsfioiIYPjw4Zw/f568efOybt06smbNqlpubm6e4uP5ia8nPn5vbm5OVFQU0dHRGtmkiY/mf/gIf+XKlTlx4gSnT5/Gx8cHW1tbVYAVIHNmZWBx/fr1Gsfg4OBAxYoV03V8qbG3twfAw8Mjzbbfw61HytpfJQrnxEBfl6joWLXlNplMyZfLmrg4BbceJWUq3HnyhurlC+FQIh/PXr3jYw4llF9WbjxwS/MYBnaoQc6smeg3dbPqtaxWyr78+HhCwiLJYmX+aSf3Gbw93fnj1yEEB/pjYmrO2JkL1IJ3HypQpBgAnq9fER0VqQqIfuitp7JOapZsqddUUygU7NiwAptsOajVqJXq9aAA5ey0unpJ49zIWJkV/L0ncPL2cGfWuMEEBfpjYmbOr7//k2zfWGSyokgxzQnkErk8fUhcXBy58xbA2MQU6yzZUmwLyvpme53XUaRYKcpWrKZ6PSgwub5RfinJyJNb2dkrS5W4PH9GVFSUxmOm/v5+eHl6oK2tjV2x4qluS6FQ4LR0ETly5qJFq7Zq2wDQ108KthmbKsfNhxNz/EgmJqZER/vj65t8Fv+HszObmKRes/fRwwecPXOK3v0csUq4ngf4B6BQKND76DPC1ES9dMzPJi4ujhmTxvPvuTMAdOnRhwFDR6Z7OwqFglXLF5E9Zy6atWqjej0g4XHWD/stsf/DwjJOnxUrUQIPjzc8fvQw2eXeXl7Exsagra1NjlRqWj568IAzp0/St/8AjbHz8d8XiWMnLDRjvIfSQ647KZO+UZJrcurkmiOEEEL8t/yUmatBQUH06NGD8+fPY29vj7OzMzlyqE/GkzdvXvz8/IiMjNRY39PTE21tbWxtbVVtIfkAZeJr+fLlU3vdwsKC1q1b4+joSMOGDTEwMODhQ+UfSAULFgRg48aNLFmyRO3n+vXr6T4+FxcXLl++nGy5gcTSAZ9at+tbc/f2586TNxga6NGpSQWN5T1bVQHg2MVHBIZEqF7ff+aucnnLyhrr5MmeidoVixAVHcPuk7dT3b+ZiSGje9Xj/I3nnL32TPV6YrmC7DZJExPp6GiT2dIU38Bv8wd4VGQkf08ZRXCgP2YWlkyeuyLFwCpA8TIVMLOwJCoqktNH9mosf+36nGeP7qKlpUX5KjVT3fflc8d588qFNl37qWU8JE7MFOiX9GUnMOFLmpmFJd9LVGQkcyaPJCihb6bNc0qxb8o4VGXmwjUp/hgnfFnoPWQsMxeuoXajFqnu+8geZ4IC/OjUe5Da62Zmyr4J+KBvAvyVmdLfs2/SK3uOnBQuakd0dDTHjxzUWH5gr7Imc+Wq1TFPY2Kuk8cO4+rynN79B6k9xmmRcP4flh/x81H2zYezVv9I5So4AHBg355klx89fACFQoGpmRmFiyT/GGaipYsXYG5uQbfuvVWvmZubo6Wlhe/792ptEwMHiRlYP5t1K5dx/oyyhni/QcM+K7AKcOr4EV66vKBXv4Ho6iaNHfOEsePrk9RviX2WUcYOQIOGyjItp04c5/07zRt827dtAaBc+QqYW6T8Plq8UDl2uvdMGjtmCWPHxyelsZNx+uFTyXUnZdI3SnJNTp1cc4QQQoj/lp8uuBoVFYWjoyP37t3DwcGBTZs2qTJFP1SuXDkUCgU3b97UWP/u3bsULFhQ9ahMuXLlALhx44bGdq5du4aZmRkFChQA4MSJE1SqVInjx49rtD1x4gT6+vo4OCj/oDxz5gzPnj1T+xk6dGi6j2/q1Kn06tWLx48fa+zz1i3lZE2JE21lBHPXKvtm9sjW/FKukOr1JjVKMLF/IxQKBfPXq08ItnH/Vbx9gqhSpgCzR7VCR0c5NLPbWOD8dz/09XTZcug6b32DU9338G61sc5kytQl6l9obj1yJzomlqY1S5AjIcDavXklDA30uHTb5YvPOTn7tq7F2+M1WtraDP9tNnnyF0q1vY6OLu26DwBg29qlXDpzTBVQ93nnzfK504iPj6dq7UbYZM2e4nbi4mLZvXElOfPko1od9bquiRmgpw7vIT4+npjoaM6fUPZV0RJlNLb1rexxXoPXG2XfjJo8G9s0+uZrCQ0J5uDOzZQqVwn7UuXUlhUpruyb4wd2AhAeGsqlM8qxbFei7Hc5vs/VI+ExyUUL/uL2zeuq1/89f4Z1q5ajpaVFt559Ut1GbGwsq1YsIW++/DRq0lxtWcnSyrGxb9d24uPjiY6O5vAB5Q2AMmXLf81T+Ww9evVFR1eX82dPs3DBXCLCw1XLTp08zoJ5fwHQs1c/9PSSr3cNcPPGda5fvUK3nr0xM0/Kajc0MqJIUTu8vDy5dPECAC4vnnPv7m2sbWxUszP/TNxeubJ5/WoAmrRoTffe/dNYI3mxsbGsdVqKbb78NGjcTG1ZiYRZwPfv3qEaO0cP7gOgdJmMMXYAatSqTclSpQkPD2fY4AG8cXdXLTt+9AjbnZWBjj79B6S4jZvXr3Ht6mW691IfO0ZGRhS1s8PL05OL/yaNnbt3EsaObd5vc1LfmFx3UiZ9I9fktMg1RwghxNegpaX1U/38l/10ZQHmz5/PnTt3KFOmDKtWrVLVn/pY06ZNcXJyYsmSJTg4OKgejVmxYgWhoaF06NBB1bZu3br88ccfrF69mgYNGmCZcNd/165duLm50bt3b1WtS3t7ewIDA9m2bRv169dXDZCNGzfy7NkzunXrhkUqd5g/5/gaNmzIzZs3+eeff1i+fLkqE/HWrVvs2LGDPHny8Msvv6S3K7+Zvafusn7fZXq2rMKJ1cN57OqNnq4OhWyzADBl8QEu31Wv9xQaHkXfyZvYvdCR4d3q0LFxBTzfBWJfIDuGBnrcefKGsXN3p7rfzJYmDO1SiyMXHnLtvnqtLf+gMJy2X2Bo19rc2TOJN28DsMufjfCIaP5cdezrdgAQEx3NyYPKIJ2BgSE7NixPtf2ISbOxtLKmTpPWeLq/4vj+7SydM5mtaxZjbpmJN69ciIuLI39he7oPHJ3qts4dO8A7bw+GT5qtGreJfqnbhMO7t3Dl3AlcnjwkJiaaQH9f7EqWpWQ5zazhbyEmOprj+5P6Ztu61Ptm9NQ5WFpZf5V9H9i+kbDQEDp+lLUK0KhVR84c3c+B7Ru5efk8wYGBhIYEUb1uY3LZ5ktmaxlH7boNaNqiNYf272Fw/57ky1+A2NhY1SQhjoOHU6pMuVS3cXDfbjw93vD7Xws0xk3jpi1x3rSek8eP8PDBPWKio/H19aFMuQpUrFwthS1+X3b2xZg0ZQazZkxh0/q17N6xjTy2eXn39i0BCeUwmjZvSY/efVPdzrLFC8ic2ZqOnbpqLOvbfyBjRg5l1PDB5MuXnzfur4mOjmbg4OEaffYz2LV1M3FxcQC8ePaUQX26pdi2SfNWNGnROtllh/fvwdPjDTNmz9foh0ZNW7B9ywZOnzjK44f3iY6Oxs/Xh9Jly+NQuerXO5kvpK2tzdz5C3Hs25NnT5/Qqlkj8ucvQHhEOJ4JT7AMGjqcipVSvk4uXqgcO527aPZjP8dBjBo+hJFDB5EvX37cE8bO4KEjfsqxA3LdSY30jVyT0yLXHCGEEOK/5acKrvr4+LBli/JObv78+Vm1alWy7fr370+BAgXo3bs3q1atomXLltSqVQsXFxfOnTtH2bJlad++vaq9paUlY8eOZdq0abRs2ZJGjRrx7t07jh49St68eXF0dFS1zZUrFz169GD9+vV07NiR8uXL8/z5cy5cuECxYsUYPnz4J51Leo6vY8eOHD9+nAsXLtCyZUuqVauGt7c3p0+fRk9Pj3nz5qVZ7P57Gzjdmct3XtKvbTXsC2ZHCy2u3nvJsq3n2Xn8VrLrnLn2lKpd/mJi/0b8Ur4QxQvlwPNdIPtO3+XPVccIj4xOdZ9je9fH1NiA6Us1H8MDmLBgL0GhkfRpU5UCuW24cvclvy7Yy2NX7y8+34+9cXMhPKGeYGREOM8f3Uu1fUzCJGZaWlr0GDSGEmUrcvzADl4+e4z3m9fkyJ2XqrUbdcM9/gAAIABJREFU0bBlh2RrsSaKjo5ir/Ma8hYsikO12hrLjU1MmfzXCjYun8fDO9fR0zegduNWdOn3/b6IuL9S75tnafRN4gRvXyowwI+j+7bhUK0WBYrYayy3yZqdafOc2LB8Ps8fP8DEzIwWHXrQodfAr7L/b23ilJmUKl2Wvbu389LFhXjiKV6yNO07daVeg8aprhsVFcW61SsoUtSeWnXqayw3MTVl2aoNLJj7BzeuXUXfQJ8WrdsxdOS4DPUlrVmLVhQpasemDWu5deM6Li9eYGxsjEOlyrRu24G69TQnkvvQhXNnuX/vLmPGTcTI2Fhjec3adZk9dwFOy5fg9uoVOXPlolff/jRt1vJbndI3df/uHdXvz59qPhnxofIOlZJ9PSoqig1rnChc1J6adeppLDcxNWWR0zoW/T2bm9eVY6d5q3YMHjEmQ40dgCxZs+K8Yw+bNqzjxLGjvHnjjqGREVWqVqNL9x5UqZryTczz585w/95dxk5IfuzUqlOXv+b9w/Kli3n16hW5cueid19HmrX4OcdOIrnupEz6Rq7JaZFrjhBCCPHfoRWfXCHPDOrUqVMMHjw4zXY3btzA3Nyc+Ph4nJ2dcXZ2xt3dHRsbG+rVq8eQIUOSnSzqyJEjrF69GhcXFywsLKhWrRojR44kS5Ysau3i4uLYtGkTu3bt4s2bN2TNmpWGDRvSr1+/T5qEKlF6ji86OhonJycOHTqEp6cnpqamVK5cmWHDhmnUg/0cRmWGfPE2/qsu7v3jRx9ChqWr899O7f9Sua00v/AIJT0ZOymKiIn70YeQoZkaZqybiRlJZLTiRx+C+EnJNTl1OtI/qTLWk/4RQogfocz0Mz/6ENLlzlTNBLD/ip8quCq+HQmupkyCqymT4GrqJLiaMvkinzIJrqZOgqspk+Cq+FxyTU6dBFdTJ8FVIYT4McrO+LmCq7en/HeDqxnn2SEhhBBCCCGEEEIIIYT4iUhwVQghhBBCCCGEEEIIIT6DPFsnhBBCCCGEEEIIIcRPREtLyrJkFJK5KoQQQgghhBBCCCGEEJ9BgqtCCCGEEEIIIYQQQgjxGSS4KoQQQgghhBBCCCGEEJ9Baq4KIYQQQgghhBBCCPETkZKrGYdkrgohhBBCCCGEEEIIIcRnkOCqEEIIIYQQQgghhBBCfAYpCyCEEEIIIYQQQgghxE9ES+oCZBiSuSqEEEIIIYQQQgghhBCfQYKrQgghhBBCCCGEEEII8RmkLIAQQgghhBBCCCGEED8RqQqQcUjmqhBCCCGEEEIIIYQQQnwGCa4KIYQQQgghhBBCCCHEZ5DgqhBCCCGEEEIIIYQQQnwGqbkqhBBCCCGEEEIIIcRPREuKrmYYkrkqhBBCCCGEEEIIIYQQn0GCq0IIIYQQQgghhBBCCPEZpCyAEGk45vr+Rx9ChlUnr/WPPoQMzT8s+kcfQoYVFaP40YeQoZkZycdzSvR0ZOykRJ4MS93dN4E/+hAyrNK5LX/0IWRosYp4DPQkJ0UIIUTGIn/7ZRzy7U0IIYTIQCSwKoQQGY+xnnyDFUIIIUTy5BasEEIIIYQQQgghhBBCfAYJrgohhBBCCCGEEEIIIcRnkGcPhRBCCCGEEEIIIYT4iWhJ0dUMQzJXhRBCCCGEEEIIIYQQ4jNIcFUIIYQQQgghhBBCCCE+g5QFEEIIIYQQQgghhBDiJyJVATIOyVwVQgghhBBCCCGEEEKIzyDBVSGEEEIIIYQQQgghhPgMUhZACCGEEEIIIYQQQoifiJbUBcgwJHNVCCGEEEIIIYQQQgghPoMEV4UQQgghhBBCCCGEEOIzSHBVCCGEEEIIIYQQQgghPoPUXBVCCCGEEEIIIYQQ4iciJVczDslcFUIIIYQQQgghhBBCiM8gwVUhhBBCCCGEEEIIIYT4DFIWQAghhBBCCCGEEEKIn4iW1AXIMCRzVQghhBBCCCGEEEIIIT6DZK6KdNPS0uL8htHky2VN7toTUmzXuakDAztUp1jBHETFxHL/mSeLNp/h8PkHKa5jlz8bvzk2pnqFQpgZG+Lu7c/O47eYt/4kEZExGu1NjQ2YM7o1LWqXxshAj0t3XPl1wV4euXglu/01M7vTok4p7JtO471/SPpP/gu9d33M8fnjMc5kTZtZ61SvX9o4H9erpz9pGyUbd6Z00y6q//d4eIM7BzYQ9PYNRuaZKFS1ISUatEdLW/PeSdA7Dw7MHIhdrRaUb9P3y0/oC3m9cePIrk08uXeLQH9f9A0MyJ2vEDUaNKdqncYa7RVxcZw+soeLJw/h9cYNgOy5bKlapxF1m7VDR0fzkub69CHOq/7htcszjE3NqFyzAW16DEBf30CjbWhIEGN7t8a+VHmGTprz1c/3cykUCkYP6M5bLw+2HjqXbJvIiAj2bNvAhdMneOftibmlJUXsS9CuSy8KFS2W7Do3rvzLhpWLefP6FZmsrGnYvDXtu/ZBO5mx4+HuxsDubWjRtjN9h4z+mqf3WTzcX7Fv2wYe3LlBgL8v+voG5C1QmLqNW1KzflON9lFRkRzes43L507g5eGOIi4Om6zZqVClOi079sDcIpPGOs+fPGDd0nm8fPEUEzNzfqnTkC59Bic7dkKCgxjYpRklyzowbvrf3+ScP4dCoWB4v654eXqw+9iFFNs9f/qYHZvX8eDuLYKDAslklRmHKtXp1mcAma1tNNo/eXSfFf/M5cXzJ5iZmVOrfmN6Ow5F30Czb4KDgujetjFlyjsw9c8FX/X8viZXlxesX+3ErZvXCAsLI0eOnNSqU58OXbphYWGp0T42JoblSxdy7PABQoKDKVLUnsHDR1G6bPlkt++0dBHr1zixcdseChUu8q1P56uSvoHXL55wbNcmXB7fJSI8HMvM1pSoUJUGrbtimVnzPfKxs4d2sX3lfAZNnkvJClWTbfPq2SN2rlmIu+tzjE3NcKhejxbdHNFL5poTFhLMpP5tKVqyPI6//vHF5/etyNgRQgghxP8DyVwV6TZtcFMqlMibapuZw5qzZmZ3ytrnwfWNL74BoVQvX4hd/zgyoV/DZNcpY5ebC5vG0qZ+WWJjFTx29cY2hxW/OTbm7PrRmBprfrlwmtaF3q2rEh8fj7u3P/Wq2HFq7QjyZNcMlNgXyE6HRuVZtvX8DwmsxsVEc2XzQuLjFRrLzLPkxKaAfYo/Ftlyq9qa2WRX/e7v8ZKzK2YS4OmGeZacRIeHcvfgJm7uWZ3sMdw9uAldfQOKN2j39U8wne5c+5cpQ7vz78lDBAX6kz23LXr6+jx7eIeV86az4q8pxMfHq9rHxcWycOY4Ni//GzeXp1hkyoyVdRbcXz7HeeU/zJ86itjYWLV9BPr78ddvQ3F58gDrbDmIi4vl2F5nls+ZnOwxHd6xkYiIcFp3d/ym555em1Yt4fmThykuDwzwZ/SA7mxZu4I3r1+SNXtOjIxMuHTuFKMcu3Fo73aNdV66PGPmryNxc31Bzty2hIYEs2nVUlYvmZf8MaxeioGBIe269v5q5/W5blw+z5j+nTlz7ABBAf7kzJ0XfX0DHt+/zaLZU1jw+29qYyckOIgJg3uwedUiXrk8w9zCEpts2Xnr5cG+7RsZ49gFb093tX0E+Psyfewgnj2+T5bsOYiLjeXgzs3Mnzkx2WPau3UdkRHhdOo16Juee3qtc1rM08cpjx2Aowf2MLRvF86fPg5Abtt8BPj7cXjfTgb17IC3p4dae38/XyYMc+Txw3tky56T2NhYdm/dyB9Txie7/e2b1hARHkbP/kO+zkl9A+fPnqJXl3acPH6E8LBw8uUrQGBgIGtXLadHxza8dnulsc7yJf+wZcNaIiIiyJ3HlocP7jHEsTePH2neQPT392O780bq1m/00wWApG/g/vWLzBnbnztXzqFQKMieOy+hwUGcPbiTGUO78vrFk1TXd3d9xr5NK1JtExTgx8Ipw3n59CHWWbMTFxvLqf3bWP331GTbH9u1iciIcJp16ffZ5/WtydgRQgghxP8LCa6KdPnNsTHj+jRItU2jX4ozpld9/ALDqN7tbyq0/4MSLWbQbqQTkVExTB7QmMql8qutY6Cvy84F/TE1NmDWiiMUaDCJql3+wr7pNG49dqdUkVzMHtVabZ0i+bLSsk5p7j3zwK7pVMq0mcWfq45iaWbM0C61NY5r2uCmhIRHMn/9yS/viM9w77AzQe88kl1WomEHGo2em+xPw1F/YWyZGYD8DrUpUDHp3B4e30m8Io6q3UbSfNIyWk5diYGpOU/PHSIyJEhtH35vXHl95xJ2tVtiaGrx7U70EwQF+LHirynEREdRo2ELlm47waylW1i05SjDJv2FoZExV84d5+SBHap1zhzew93rFzE0MmbCn0v5e+0e5qzayW9zV2JiZs7D29c4smuT2n5O7N9GZEQ4rbr2Y7bTdv5eu5ccufNy+8p5Xrs+V2sb6O/LqUM7qVKrITnzqI/PHyU+Pp4ta5ezY/PaVNst+GMybi9fkMnKmnkrNrFi8x5WbN7D3GXrMTWzYPn8P7l9/bLaOjs3rSUuLpaRE2ewbMMuVjrvx9wiE4f2bCcowF+trevzp1w6d4qW7btgYal54+J7CvT3458/JhEdHUW9Jq3YsO8MC1ZvZ+3uk4yfMQ8jYxP+PX2UI3u3qdZx+ucPXr98Qc48eZm/ahsrnA+xeP0elm3eT9HipfF9/5Z5MyaoBWQP7XImIjyMjj0HsHj9HlY4HySXbT6uXzrLK5dnasfk7+fDkX07qF63MbnzZpyxs3H1MrZtXJNqu+dPH/PPnBnEKxQMHD6WrQdOsXLzbjbtOYZ98VL4+/myYPZ0tXX2bN9MeHgY3fsOYu22/WzafZQ8efNz6cIZXJ4/VWvr5+vD/l3bqNOgCbb5Cnz18/wavDw9mPbbeKKjo6lRqw4HT5xlvfNODp04R+9+A3n71puRQxyJiopSrRMUFMjuHduwscnCzn1H2LJzP79OnkFsbCzrVztp7GPDmpVERUfTb2DGDTAnR/oGAnzfs3b+dBSKOBp36MVfGw/x2z/r+WvDQSrXaUx4aAir/pqMIi4u2fVfPX/M4mkjiYoIT3U/Zw5sVwZLO/dl2rKt/L5qF9ly5+Xe1Qu8ean+eRXk78u5w7uoWKMBOfLk+2rn+jXJ2BFCCCG+PS0trZ/q579Mgqvik2TNbMaO+f2YNEDzUe2PjetTH4DJi/Zz63FSNtihcw/4feVRtLW1GdO7vto6XZpWJGfWTFy568rvTkdUQQ4vnyA6j1lFdEws3ZtXIpu1uWodhxL50NbWZuexm4SGK/84X7XzIgCVS6sHOMoXs6VZrVL8s/E0gSERn9EDX8bP3YVHp/ago6eZfZuWp2cP4P30LiZWWajYcaDaMp9XT9A1MCS/Qy0AjCysyFOqMvGKOHzd1ANAdw9sRN/YFPs66kHqH+H88QNERoRjW7AIPYdMwMDQULWsXJUatOupzP47vm+r6vVLZ44C0KxDT+xKJT0eWMi+JK279gfg4qnDavtxeaLMdKnVqBUARsYmVKndCIAXj++ptd2/dS1xcXG0yiBZQP5+vsyaOBLndZpfKD/k8uwJN69eAuDXmXMpWqyEapl9idL0GTwSgFWL1R9Vf/LoPoZGRtSq3wQAq8zWVK5ei7i4WJ59lCW7cdViTM3Mad2x+xef15c6dWQvEeFh5C9UFMeRv2FgaKRaVrFaLbr2VX7JPrhrCwC+Pu+4cv4U2trajJj4O7b5C6na22TNzthpymD+yxdPeXz/tmrZs8f3AajftA2gHDvV6yqvf08f3lU7pp2bVqOIi6VDj4yR8ezv58u0CSPYtCb1TDmAlYvnoVAo6NC1N607dlOVhLC2ycKEaX+ipaXFnZvXeOedVGrl8QPle6dpK2UGvLGJCXUaKMfRo/vqfbNlnRNxcbF066t+7cpInDetJyIignz5CzBrzjzMzJSfMzo6OvQfNJSy5R3w8vRgx9bNqnVcnj8jMjKCajVqqcomNG3RCn19fe7fvaO2/Xdvvdm7azuNm7Ygj23e73ZeX4P0DVw/f5zI8DAKlyhL8y79VOVn9A0M6TxoHCZm5vi+8+Lp/Vtq6yni4jh7aCfzfh1ESFBgmvt5+VR53f2lQUsADI1NqFhDeTPb9Yl61ubh7etQKOJo2qnPF5/ftyJjRwghhBD/T37K4KqPjw9TpkyhRo0aFC9enKpVqzJmzBjevHmj0Xbfvn20bNmS0qVLU716df7880/CwsKS3e65c+fo0KEDZcqUoXLlykycOBE/P79k227fvp3mzZtTokQJatSowdSpU3n37l26zyU9x3f//n369+9PhQoVKF++PF26dOHixYvp3md61alUlPv7ptCsVim8fYKYvGh/im3z57amUqn8RMfEsv3oTY3lG/Yqs+fqVi6KhWlSUKRLUwcANh+8rrGOu3cAp68+RU9Phxa1S6teTwy0+gUl9ZdvQCgAFmZGatuYPrQZ7/1DWLLlbJrn+7Up4mK5vOkftLS0KNmoY7rWDQ/y587BjQBU7DgIPUNjteURQQHoG5mo1Vc1SMhKjY5I6pd3Lo/wfHST4vXaom+kvo0f4WlCEKt8lVrJ1vcs7VANAN933oSFBAMQ4OcDQK68mtlveQsVBcDfR/09GOjvC4CpeVKmbuLv4WGhqtfee3ty/vh+ajRogU22HJ93Ul/R7euX6d+5BVcvniOTlTU9HIel2hagsF1xipUso7G8doOmGBmb4O72EtcPsgoD/HwwMTVT6//E+ndhoUllMx7dv8PNq5do27knxiamX3xuX+rhPWUAo9IvtZMdO+Uq/QLA+7dehIYE8+jeLeLj48maPScFCttptM9kZU3BIvYAvHye9GhvQMLYMbNIGjvmyfTPWy8PTh/ZS53GrciaPeeXnt4Xu3ntMr3aN+PyhbNYZbamz8DhKbb1ef+W+3duYmxsQqcemjWYs+fMxYDhYxk8agI6ukn1jP39lH1j/sH7KjGjOTQ0WPWat6cHRw/soVHz1mTPkeuLz+1buX5V+R5q26ELenr6Gsvbtu8EwPEjh1Sv+foqr0cWlkk1I7W1tTE3tyAkVL3szGqnZQD0dcxYJSM+hfQNWFhZU7ZKLX6p31xjmZ6ePlmyK8v2BPi+V70eEx3FH6N6s33lAuJiY2jSsTdWWbKlup+gAOXfmybmSTeRkz6vkvrN560nl04epGq9ZlhngM+rlMjYEUIIIcT/k58uuOrj40O7du3Yvn07BQoUoFu3bpQoUYJDhw7Rtm1b3NzcVG2dnJwYP348CoWCrl27UrRoUdavX0+fPn2Ijo5W2+6hQ4dwdHTEz8+PTp06UalSJfbu3UvHjh0JDg5Wazt9+nSmTJmCr68vrVq1onLlyuzfv5927dqp7T8t6Tm+8+fP07lzZ+7cuUPjxo1p2rQpL168oG/fvpw6dSrd/ZgedvmzYWpswJZD1yjf7g+u3XdLsa1D8bwAPHjhRXhktMZyn4BQXr7xQV9PF4eSyrba2lqUsVN+Obl672Wy273+QLnPqmWTAmtBCRmo1pnMVK9lsVL+HhCU9PhdTYfC1K5YlL/XniAsQvOYvrUHx3cQ4PmKYvXbkiln3nSte+/QZmKjIslZrDy5ilfQWK5vZEJUWIja48yRIcoMGQOTpH65c2ADRuaZKFpTc6KfH6F19/70GzWFspVrJLs8KiopuzhOoXzU0ipzFgDcX77QaO/5Wlm3zcomq9rrxqbKPvgwayg4MAAAE7OkL7B7N69ER0eH5h17pftcvgV3t5dERoRTu0FTlm3cpZaN+jGfd28BKJhM4BCUX0yz51QGtj6s22piakZIUJDa2AkMUPaN2QdBsw0rF5PJypqmbdJ3Y+Bb6dRrIEPHT8ehaq1kl0dFRqp+j4uLo1ipcoyZ+hfd+qUcoI6MiFC1T2SS8P4JShgvAEEJ/WNqltQ/29evQFtHl3Zdf/wEcQDur1yJiAinbsOmrNqyB7viJVNse/fmdeLj4yld3gFjE5Nk27Tu0JWW7TpjbZNF9Zppwvsq8IO+CUwoJfFhwHXD6mXo6OjSuWf/Lzqnb+3dW28Aitgl/x7KnccWgJeuL1RjxSyxDz4ooaFQKAgKClTrA/fXbhw5uI+WbdqTNVt2fjbSN1CpViP6T/idCjXqayyLiozgXUK95iwf3FyJiY7G49ULsufOx6jfl9Csc9rXB6OEm1ehH3xehQQlfF6ZJn1eHXJejba2Do3b9/ys8/leZOwIIYQQ356W1s/181/20wVXFy9ejLe3NxMmTGDt2rWMHz+eFStWMGfOHAIDA5k9ezYAnp6eLFq0iDJlyrB7927GjBnDypUrGTRoEHfu3GHHjqRajmFhYcyYMYPcuXOzb98+xo0bx4IFC5g5cybu7u4sX75c1fbatWs4Oztja2vL/v37mTFjBrNnz8bZ2Rl/f38mT05+opyPpef4QkND+e2337C0tGTPnj1Mnz6dadOmsXv3boyMjPjzzz+/Uu8m7+aj11TuNIe+kzfhH5R8Vm2i/LmVj3G99vRNsY27t/KP5gIJbXNltcTIUJnV4OaZfKZw4jqJ24ekQGyHhuUxMVKu37uNcgbeS3dcVe2mD26Gx9sAnHb8m+qxfwsBXm48OLYdi6y5KNkwfcGpoLdvcLlyErS0KNsy+aCfTX474mKicb2qDLBHBAfgcf8a2rq6ZLYtDIDno5u8d3lEiUYd0dU3THY731vBoiWoVrcJuWyTr095+4pyVnMzi0yYmSszWGo0VGYNHd65kacPkh7ffu36jN0blY8/10l4hDtRITtlUPLskb0AREaEc/X8CQAK25cCwOP1S66cP0Gdpm3J9AkzPn8Phe2Ks3DNVkZPmqXKlkxLXFxsyssSJvp6/zbp0W674qWIjo7i1NEDAAT4+3Ht0jl09fQobFccgJtXL/Lo3m069uiLoaGR5oZ/gCL2JanVoBl5Uqjfef3yOQDMLTNhbmGJtU1WqtSoS6XqdZJt//6tF24J9QxzfVAvtUgxZVDyxMHdAEREhHPxzDEA7EooM+jdX7ny75ljNGrRDivrjDF2itiXYNn67Yyf+keaY8ftpQsAeRLeh9cu/8vfs6Ywbmg/fp8yjvOnT6gF3xPZl1C+dw7v2wlARHg4Z08qy3YUT8iednvpwtkTR2jepoNaYDYji0uhZmbiRHkKhYL375XZ8XbFSqCjq8v5s2fwS8jkPXxgLzExMZQuU061rtOyRejr69OjT8YOMKdF+kbTWw83VvwxgfCwEArYlaRQ8aQnB3T19Ok5cjKTFm1Qez01BYoqP68uHNsHKD+vblxQfrYXTPi88nJ/yfULJ6nZpA2WGeTzKi0ydoQQQgjx/0A37SYZy6lTp7CysqJHjx5qr7do0YIlS5Zw8eJFFAoFO3bsIDY2FkdHR/T09FTtBgwYwMaNG9m5cyddu3YF4PDhwwQFBTFs2DBMTZMee23bti2rV69mz549jBkzBh0dHQ4fVtZ0HD58ODY2SX/Y2tvb06pVK3bs2MHjx4+xt7dP9TzSc3zHjx/Hx8eHWbNmkTt30qzxuXPnZujQobi7uxMaGqp27F/T1Xuas7mmxCaT8hj8glKeuCEgWLkss6WybWLmaWRUTLLZrpCUiWptmZRddf+5J0f/fUijX4rz9PAMfANCKZo/G36BYSzefAaApjVL4FAyH4NnbiU6JuXg07egUMRxedNCFHFxVO46HJ0P/p0/xZMz+4lXKMhZvEKKGa/F67fF4+ENLm9eyOPT+wjzf09MZDjF6rfF0NSc+Ph47hzYiGnmrBSqmvpEZBlFoL8fR3Yra7BVrllfVfi6ZsOWBAcGcHD7OmZPGIRNtpzo6Ory1tMdfX0D2nQfQIOWndS2Va95By6cOMg+59Vc+/cUoUGBhAQHUrF6XXLnKwjA7o0rMDAwpGk79WvKj2RfonTajRJkza58LDQxUPax6Kgo3np5AhAakvRYZdsuvbhx5SILZ09j3/bNvH/nTXhYKG279MLcwlI5IdKqpWTNnoMGzdoku+2MJsDfl33bNgDwS+2Gn1Q0fdOqRcTGxGCZKTMlyzqoXm/SuhOnj+5nx8aVXDp3gpCgQIKDAqlaq76qbqvz2mUYGBrRulPGyHgGKFby08fO+4SsZ2MTE6aNH8GlC2fUlp87eYwKlasx5Y95asH1Vu27cOzQXjatWcG5U8cJDgokKDCAmnUbkq+g8qbOeqclGBoa0bF7xq0JmSh7jpy4vXqJ64vnlCpdVmP5q5dJN+uCg5UTBWaysqJl63bs3rGV9i0bky17Dl66vEBfX59e/ZS1d58/e8KZk8fp3qsvmTNbf5+T+cqkbzQd2rqGq2eP4vfOm/j4eEo6VKP7sN/U2ugbGFCpVqN0bbdWs3ZcOnWIw9vWcuviaUKDgwgNDqT8L3XImVAOZ//mlRgYGNKgTbevdj7fiowdIYQQQvw/+akyV+Pi4nB0dGTIkCHJ1trT19cnJiaG2NhYbty4AYCDg4NaGwMDA0qXLs3Tp08JSQg0JLatWLGixjYdHBwIDAzkxQvlo8iensogRalSpTTaFilSBIBbt25pLPtYeo7vwoULaGlpUa9ePY3t9O7dm2nTpn2zwGp6GRoqA4iRKQRJASIiYwAwMtBT+29EVEzK60Qpt2dooB6g7DpuLSu2K7Mc82S34sSlx9TpPR8vnyC0tLSYMrApru4+bNh/RbWOmYkhObNYfvPZ6h6f3off6+cUqd6ELAVSD7Z/LDo8lJc3lPVhi9VNObBlk9+OOoOnkzl3AYLfe6BvbELZlj0p26InAK/vXMT/jSslG3dCR1fZd/EKBWEBvsREpj5z8Y8QFRnBopljCQ8Nwczckqbt1QOe2XLmwTprDuLj43nv7YH3GzfiFQqMjE3UHtVOlCV7TibMXkaR4mXwfeuFto42jdt0pd/oqQC8fP6Y21fO07BVZ7W6rAF+PqparxldhSrKGqPPHj/gzs2rGstMn56fAAAgAElEQVQP7t5KVJTyUfmY2KT3mF3xUkyfu5gChe3weOOGiakZPQcMp2dCfdeL507i+vwJnXom3QBSKBT4vn9HeHjqGew/QmREBLMnjyIsNARzC0vadO6d5jr7tm/k0lllJnOXvoPR10+acC5bjlzMXLAS+5Jlee/thba2Di07dGfY+BkAvHj6iOuXztKsbRfMPsgQ9ff1IfQnGTuJ/467t23i6qUL9Bk4nB2Hz3Lw7DUmzfobC8tM3LhykcV//6G2Xvacufh76VpKlC7HW29PtLW1ad+lJ2MnzwLg2eOHXLpwhjaduqllz/r6vCckOOP1TdXqNQFw3rROoySPQqFgy6Z1qv+PjUl6D40c+yu9+g7AyNCIN6/dKF6yNEuc1lG4iPIx6BVLFmJqakbXnkkB5siICN699VZl7WV00jeaXjy8g+9bL1VWt4+3J88f3k5jrbTZZMvJqN+XUKhYaXzfeaOtrU29Vl3oMUL5RJTbi8fcu3qBOi06qn1eBfr5EBYq76ufYewIIYQQX5uWltZP9fNf9lNlruro6GhkrCZydXXl5cuX5MmTB319fdzd3bG2tsYkmTpyOXMq62K9evWKkiVLqibC+jArNFGuXLlUbYsWLaoKMnz8hyKgCoZ6eXlpLPtYeo7vxYsXWFtbo6Ojw6xZszh27BjBwcHY29szYsQIKlWqlOb+vpe4OM1HSD+mra18U8WjbBunUKS9jpYymP7xE6rhkdGMnL2DkbN3aKzToWE5ShTOSa+J64mLU2BqbMDK6V1pXqsUOjraePsEMX7eHnYeTzsYnl7B7z25d2gLxplsKNsi/RmRLldPERsVSeY8hchWOOV6mwA57MqQw07zsUOFIo57BzdjkTUX+SvWBsD97mWubV9ORJA/Wlra5CpZkSpdh6vVZ/1RIiPCWTB9NK7PHqGtrYPj2OlYZMqsWr538yr2Oa/G3DITg8bPomSFKsTHx3Pv+iW2rFzAhqVzeOvpTuf+I9S2m6+QHRP/Sn7W9F3rl2NqbkHD1sqM1+eP7rJ6wUzeeXkAULRkWfqOnIxN1ow7aYhtvoLUrNeIcyePMmfqeAaMGE/FqjWJjYvl7PFDbFy9FDNzC0KCg9DVVb/kl6lQmTIVKmtsMy4ujs1rlpPLNh+1Gyjr9F6+cIbl8//E388HbW1tKlatwfAJ09Tqs/4oERHh/PnbCF48eYi2tg7DJ87C0ipzqusc3rONjU7/AFCjbmPqNGqp0aZAYXtm/bM62fW3rFmCmbklzdspnzB48uAOS/6ahren8vOkeOnyDBk3jSwZeMKZ6KgoQFlXts+gEXTslhSQrlGnPmZm5owf3p+TRw7QvmsvbD8om1C4qD3zl6/T2CbA2hWLlAHuTt0BeHjvNnNnTcHLQ1mbslTZCoyZNINsGWACMIBOXXpwaP8ePN68YeQQR4aNGkuBAoXw9PRg2aL5eLi/xsDQkKjISHR1k27w6erq4jh4GI6DNev53rt7m8sXL+A4eBhmZubExsYyb/YsDu7fQ2xsLGZm5vQdMJgOnTN2BqL0jaZuw37DIpMVfu/fcvbQLi4c3cOqOZPoM2Y65X+p+0Xbti1YlNF/Lkt22b6NTpiYWVA34QkNl8f32LDwd3y8lZ9XhUuUpfuw37DOmjFqkMrYEUIIIcT/k58qczUlCoWCmTNnolAoaN++PQCBgYGYmSUfMEp8PTRUOVt4QEAA+vr6GBpq1qNMzAhNbFu8uLIW4cmTJ9XaxcfHc/asMtMwJER9RtPkpOf43r9/j56eHp07d+bkyZPUq1ePhg0b8uTJE/r06aPab0YQHqH8sm5gkPIj8Ab6ygBPYgZr4iRThvopx/oT14mM+rQJqXR1tZk0oAkPnnuy/ZgyeDp3bBta1S2D8+HrDJrhTEBwOOv/6EFNh8KftM1PFR8fz+VNC4mLiaJSp8HoGRqnexuv71wCIJ9Dzc8+Dterpwl650GpZl3R1tYhxNebC2vmoKWlRcWOgyhaqzlv7l/lnNOsz97H1xIcFMCcX4fw9P5ttLS16TtyEiXKJd008Hrjxv5ta9HS1mb45LlUrFEPI2MTjE1MqVyrAeN+X4SOjg7H923FPaF+Zlqe3LvJo7vXadK2G0bGpkSEh/LP9LGEBAXSqd8IWnXth8vjB8z9bRgxMd9/IrT0GDJmMqXKVSQkOIi5MybStkEVOjaujtPCv6hRpyF1GjYDwNg4+UmLPnb62EE8Xr+ia5+B6Ojo4O3lwZyp49DS1mLQqIk0b9uZqxfPMWviqG95Wp8kKDCAaaMH8PDuTbS1tRkybiplKlRJdZ3tG5xYs+QvAMpVqsagsVPTtc8Hd25w/9Y1WnXsgbGJKeFhofw5aSRBgQH0GjiKjj0H8PTRPaaPG0RMMjfiMgoDA+VnnpGxMW06agYjyjpUoohdceLj47l28fwnbfPurevcvnGVDl17YWJiSlhYKFPGDiMoMIABw8bSve8gHj+4y4ThA5K9SfkjWNvYMHfBUswtLLh14xo9OrWlmkMpOrRqwo1rV5j559+qvw+SuyGanBWL/yGTVWY6dlEGmDeuXcXe3TuoVOUXJk6ZSb4CBVkw908O7tv9zc7ra5C+0WSdNTt6+gZky2VLpwGjqdm0LfHx8ezdsBxFCvVFv9Sz+7d4eu8GDdp0xcjYhIjwMJbNGkdocCBt+wyjWee+vHzygEVTR2SYzysZO0IIIYT4f/JTZa4mJz4+nilTpnDlyhWKFy+uymyNjY1FX18/2XUSX49KyNpJT9t27dqxbt06li5diqmpKY0bNyYiIoLly5erSgckNwHIx9Kzz4iICEJCQihcuDD79+/H0lL5mGX37t3p2LEjkydP5syZMylu73vyS5jwyso85YCilYXyj2jfAGXw2D9QuY6RoT6GBnpEJlMewMpSfZ209GxZhQJ5bGg30on4+HiyWJnRuYkDV+660n+qsp7n1Xsvub17EiO71+Xc9U8LyH2KZ+cP8d71EXnL1yBX8QrpXj8yNAjfl09BS4u8Zat91jHExcZw/4gzVrkLYFtGuY0nZ/ajiIulSreRqkzX8AAfXt+5hM+rp9jkK/pZ+/pS7709mTtpGO+9PdDR0aHf6KlUrqleH/bW5XPEKxTYlypPQTvNTN48+QtTpuIv3Lx8juv/niFP/rQD5js3LMfSypq6zdoBcP7YAcJCg+k17FdqNlRmMUZGhHN09xZuXT5HpWRmis4ojIyNmTV/ORfOHOfav+cICgokS7bs1KjbkDLlKzFv1iQAMn1CfbqYmBic1zlRoFBRqtVUliLZv2MLsbGxjPx1uirT1ef9Wy6dO8XTR/cpWizlGem/pbdeHswYN4i3Xh7o6OgybMIMfqnTMMX2cXFxOC34g1MJE5xVrFaLUZNnq9W9/hRb1iwhU2ZrGrXqAMCpI/sIDQlm4KhJ1GvaGoCI8DD279jEtYtnqVY7Y9Y7Nk24kZfbNl+KfWCbvwDPnjzkrbfnJ21z7YpFWFnb0KKtMrvu6IE9hIQEM3LCFBq3aAso+2an8wYunT9NrXrpq0v5rZQsXYbtew6ze+dWHj24D0ARO3tatm5HZmtrVb3izDZpTyJ05dK/3Ll9k5Fjf8XIyJjY2Fi2OW8kW7bszJmvvBFUo1YdmjesxeYNa2nWMmPXNJa+SV3DNt04e3Anfu+98fd5h/U3yFbft2kFFlbW1GyifA9dOnGA8NAQugwezy8NWgDKz6uTe525e+U8FaprlpH6EWTsCCGEEOL/xU8dXI2NjWXy5Mns2bOH3Llzs2zZMlWA0dDQkJiY5Gt4JmbLGBkZpbtt1qxZWbJkCSNGjGDGjBnMmKGsv5c7d26mTp3K+PHjVW1Tk559JtamGD58uCqwCsos2mbNmrFnzx5u3LhB1apV09zvt/bcTTnjq22OlB/JzZPdCgDXNz4AeL4PJCQsEjMTQ2xzWPHs1btk1smUsI5vmsdgoK/LhL4NuPHAjUPnHgBQrFAO9PV0uXbfTdXuycu3BIdGUK6Y7aed3CdKzDp1u3ket5vJZ3uF+b9n46AmALSeuRbTzFlVyzwf3SI+XoFNAXuMLT9vsobn/x4lzN+Hih0Hq8aP3xvl5BEfBlFt8tvx+s4lfN2e/5DgqvurF/w9aThBAX7oGxgyZOIflKqgOY793isn3smeK+V/q6w58yS09U5zv7evXsD16UO6DxqLfkL2npvrMwAKFk0K3ib+/ur5kwwdXAXQ1tamZt1G1KyrGaxyffEUgLz5C6a5naP7d+LzzpvBoyeqxo7r8ycAFC2WVGvarlgpLp07xfMnj35IcNXN9Tkzxg8h0N8XA0NDxkz5i3KVUr4ZERMdzbyZv3L9kjLTv06jFgwYNQkdHZ107ff6pfM8f/yAfsMnqDI/X75Q9k/hD/qhiL3y9xfPHmXY4GquPHnTbJNYkkVHN+0/Fy7/e5YnD+8zdMz/2Lvv+Jru/4Hjr+yQbUUQiU2ILfZeNaqo2qNVs/ZuUYq2FKVKlaIIUnvV3nvFJraEyBDZO7nJzf39cZIbtzcJIojf9/18PDzkcc7nnPM5b5/c677v57w/kzFLnZH26L4SmwqVXho7rsrP9+965ZrkKiiL6QwYPExv+707XqjVagoWLIT1K8pgaDQalv/xO/aFC9Opi5J8DwzwJyoykho1a2vHm42tLcWKO/H44QNiY2Nfe+beh/K/HJvYmCiCA/1wcCyBmbn+/+9s8hXAzDwPiQnxREWE5Xhy9cbF0/jc96L7kHGYmil1oX1T369Klq+kbVeynPLz04d3c01yFf63x44QQgjxrv0/L2P6Uflok6vx8fGMGjWKkydP4uzszOrVq7G3T09QWVtbZ/p4ftr2tMfvra2tSUxMRKVS6c3+THs0/+VH+OvWrcuhQ4c4evQowcHBODk50bRpU86fVxZNyp9fSSyuWbNGrw9ubm7Url37jfpnZWVFWFiYtiTBy8qXVxJivr6+uSK5esVLqannWrYoZqbGJKp0FxcoaGdJiWIFUKtTuOL1VLv92t1nNKpZBjfXEhkmV91cSwDgeevJK/swtFtjitrbMTB1hiqAfT4llv/tT3RsAoXyWb/ezb0m2yJOpKRk/GigKi6GyEBfDI1NyO+krDhuZKw7YyzYW0lGFC6Tda3VzCQlJnDr4CYKlnLRmTmbEBWhXO+lGWppJQs+xOJWz/19mTdlBFER4VhYWjN2xoIMZ6UC5El9nD0iPDTT86UlYPO84tH3lJQUtrkvp2DhIjT+JL3OZlR4GADGL8Un7VzxuXABpzRhoSGcO3kEI2Nj2nToorf/xfMAnno/wtjERCc5mpGE+Hg2rVuFi2tVatVtqN2eFncT0/TY5E390BoX93qzyXNSgJ8vMyZ+Q2R4GJZW1kz5eRHlsrg3tVrNwp+naBOrnbp/SZ9B+vX8XiUlJYV/Vv+BvUNRWrbrpN0ekTp2TEzS3z/yWCglZeJjc+/YKeeivKf4+jwmMSFBmxB9mb+f8jrtUKRYludKSUlhzfIlFC5SlLafpc8YCw9LGzvpsbHIq8QmLvb9j52MXL96Ga/bt6hSrTqVXPXH0ZnTJwCoVvPVTyIcP3KIe3e9+O77mdr/T4SF6f/+AFikjpHY2JhcmwSS2MDM4b2JDAth4KQfqVG/md7+2JgoVKmLBtrm8Or1KSkp7F7/FwXsi9Cw1Wfa7VER4QAYv/SaY572fhWfO15zZOwIIYQQ4n/JR1lzNTIykn79+nHy5ElcXFzw8PCgSBHdmQLOzs6EhoaSkJCgd7y/v7K6sZOTk7YtgJ+fn17btG0lSpTQ2W5jY0Pnzp0ZPHgwn3zyCWZmZty+fRuA0qWV2WHu7u4sWbJE58+lS5feuH9pf2c00zVtZdTXmS37PvgGhnHt7jPMzUzo0U7/P8xfdlJqIR4440VEdLx2+65j15X9HfUX1ynuYEez2uVIVCWx7XDWK/JaWZgz7quWnPR8wPGL97Xb08oVOBRMnx1hZGRIfltLQiJy9gN+7W5DaTNuXoZ/anT8CoA81nbabXls8ukcH+bnDUA+x1LZuv7dYztJiIqg2qd9dbanLVoVFxGm3RYfqfxsbvl+FyVKTEjgtxnjiYoIx8ralm9/WZppYhWUhaUAbl25QFjIC739URFh3Lp6AYByrtWzvPaFk4fwe/KIjj0H6CzwZGmtJNkjwtJnR6f9bJkLFm3KjJGhIct++4Xli+ZmuEr9lg3KokPNWrUnT96s6//u3LKeiLBQ+g4crrPdylqZMR8WEqzdFhaqxMbGxu6t+v+mEhPimT1lNJHhYVjb2DJzwV9ZJlZBqbF64dRRAHp+PSxbiVWA08cO8NT7EV37DtJZgCVtUa/w0PT4pP1sbWNLblW9Zm1sbO1ISEhg766tevsfP7zP7RvXMDAwoH4j/aTSy44f3o/P44f06T9EJzZp9x8anB6b0NTYvO+xkxmv2zdZvHAeG9e76+2LjYlhx9ZNAHT+onuW51Gr1Sz/czGOxZ1o1yH9ixub1BiEvBQDgNAQZXE4a6uc/YIvJ0lslIWiQHkUPyMn925Do9FQxKkk+QoWztFre546jP/Tx7Tr3l9n9nja+1XkS+9XkeGp71dWueM1R8aOEEIIIf6XfHTJ1cTERAYPHsyNGzdwc3Nj3bp12pmiL6tRowYpKSlcvnxZ7/jr169TunRp7WJVNWrUAMDT01PvPBcvXsTKyopSpZRE16FDh6hTpw4HDx7Ua3vo0CFMTU1xc3MD4NixY9y/f1/nz4gRI964fzVr1gTgwoULetdMS+iWK1cus5C9d/P+VmIzZ0xnGtYoo93errErkwe1ISUlhQVrdBcEc991gcDgSOpVK8WcsZ0wMlKGpkNBGzzmD8TUxJgNey7xPEQ/efSyUX2aUcDOkulL/tXZfsXLF1VSMu2buFIkNcHat0MdzM1MOHv10Vvfc06K8PcBlBmwbyoxLpo7R7bjUKE6hcvqJisLlXIB4P6pPQCo4mPxSS1bUKh0xbfp8hv7d9NqAv2eYmBoyLDJP1O8RJks21euWQ/n0uVRJSpJ2UC/9FnPwUEBLJo1idjoKIo6laRm/SaZnketTmbH+hUUcXSmXjPdx5HLuCgJumP7tqPRaEhKUnH6sBKrcpWqZfNO3z0bu3xUrlaLJJWK3+fOJCFe+dJCnZzM9o3u7Nu5BfM8eejWd0CW54mOjmL7P+5Ur1UX12o1dfa5uFYFYM+OzQDExkRz8sgBACpWyTqZndO2bliF/7MnGBoaMn76XJxLZV1f1++pN9s9lARz87Yd6dLr62xdV61OZtOaZRRzKkHjlu109pWvqMTn4O6tythRqTh2QEnEuFR+v/F5E0bGxvQbqDyuu2rpIo4d3KutGR4UGMDcmVPQaDQ0b90Oe4fMH3VWJyfjvmIpxZ1L0qLNpzr7KlZOHTs7N6PRaFCpVBzauxMA12q5IzaNmjTHxMSEo4cPcGj/Xu320JBgJo4dQWhICPUaNKJqtRpZnmf/nl089fFm4JDhOl/cFHdyxs4uHzeuX+XRQ6W+98UL5/D3e0Z5l4qY55IvRzMisYHWnXthaGjEnWuX2L7mD+2CUSkpKZzav4M9G//GwMCATv2+ydHrqtXJ7PFYSWFHZ2o31a0lXaqCUnbk1P4d2ver80eUf58ylarmaD+yS8aOEEII8e4ZGBh8VH/+P/voygIsWLCAa9euUa1aNVasWKFdafS/2rdvz/Lly1myZAlubm7ax4iWLVtGTEwM3bp107Zt0aIFP//8MytXrqR169bauqZbt27lyZMn9O/fH0NDJdnn4uJCREQEGzdupFWrVtoB4u7uzv379+nTpw82Nq+e5fYm/evcuTOrV69m6dKlNG7cmEKFCgFw9epVDh48iIuLCxUqVHjTUL4zO45cZ83Oc3zZsR6HVo7izuNATIyNKOOk9Hva4t2cu+6tc0xMXCIDvl/HtkWDGdWnOd3b1sI/KAKXUg6Ym5lw7e4zJszLevXX/LYWjOjVlH2nbnPxpo/OvrDIWJZvOsWI3s24tn0qz56HU6FkYeLiVcxecSBnA/AWVPGxJKuUhcxMUx+dfRNeh7ahio+lWoe+evvKN+nAw3OH8Dq8jWc3L5IQE4kqNpqSbs2wdSj+1n1/XUlJKo7uUWbJmZmZs819WZbth0+eg22+/IyYMoe5U4bz9PF9vhvcDYdiTmg0Gp4HPEOTkkLBwkUYNW0eRkaZv6ydOribF4F+DJ/8s/Z3Ok2DFm05sN2DiycP8/jebZKTkogIC6G8a3Vca9R5+xt/h0Z9O52RX/fg7IkjXL98AYeixQkOCiQyIhxTUzO+//k3ChcpmuU5tm1YQ2xMNH0HDdfb16FLDw7t3cE2jzVcPHOCyIhwoqMiada6PcWdS76ju9KXpFKxf6eS4DU1M8fj76VZtp/ww1z2bP9HW6bD5+E9Jo/sn2n75m060LxNxwz3Hdm3k+cBfoyfPldv7DRt3Z7dW9Zx5vhBHty9RVKSivDQECpWqUHVWvqz8XOT9p2+wPeJNzu3eDD7h+9YufQ3bGzt8Hn8CLU6mXIVKvHNmG+zPMf+f3cQ4P+M73+arxeblm07sNXDnROHD3Dv9k1USUmEhQRTuVpNatb+8KVsAByLOzFizAQWzP2ZaZMn8OeS37CyssLH+zFJSUmUr1CRWbPnZ3mOpCQVK5cvpVSZsrT8pK3OPkNDQ74cMJiF82bzdZ9uFCvuxBMfbwwNDRk8bNS7vLW3JrGBYiXK0Hv4JNb/8QuHtm/g1IGdFCriSHhwENGR4RgaGtF14Bhca9bL0euePbyH4Of+DJz0o97vVZ1mbTm88x8unz6Cz30vkpOTiAwLoUylarhUq52j/cguGTtCCCGE+F/yUSVXg4OD2bBhAwAlS5ZkxYoVGbYbNGgQpUqVon///qxYsYKOHTvStGlTHj16xIkTJ6hevTpdu3bVtre1tWXChAn88MMPdOzYkTZt2hAUFMT+/ftxdnZm8ODB2rbFihWjX79+rFmzhu7du1OzZk0ePHjAqVOnqFixIqNGvd5/6N6kfyVLlmT8+PHMmTOHDh060K5dO2JjY9m3bx9mZmbaRbVyk6EzPDh3zZuBXRrgUtoBAwy4cMObpf+cZMvBKxkec+ziPer3msvkQW1oWLMMlcoUwT8ogp1HrzN7xQHiElRZXnNC/1ZY5jVjxh//Zrj/24U7iIxJ4OvP61PKsSDnr3vz3cId3Hn86gWQ3pfE2PSZuabmb1YrLD4qnHsndlO8Sl0KOOnPBLXMX4jWo2fjuXUFwT73MMtrScVWXaj2aZ+37veb8PN5rK21mBAfx8M7N7Nsn5SkJJsL2Dsw4/e1HNy5kctnjxMU8AyAIo7O1KzXhNademJhaZXpeVSqRHb98zdOpctRM4O6eXnyWvLtL0vZsHwBXtc8MTE1pUmbjnT/eqTeB9vcxt6hKItW/oPH6mVcvXQen0cPsLaxpWmrdnTt8/UrE6DhYaHs3uZB3UbNKFNefxZzocJFmP37SlYsns89r5tYWlrTpddX9BmQszO1XuWpzyOdsXPv9vUs2yepVNy9ld7GO3Vhr8xUru6W4XaVKpEt61ZSskx56jZqrrc/r4UlsxauYNWSedy8ehETUzNatu/Ml0PG5PqxY2BgwLCx31LDrS47t/7Dgzu3iY6KxNHJmeaftKfTFz0zrMWaRpWYyIbVyylTrgINm+ovomNhYcn8patYuvAXrnlewMTUjHafdWHQiHG5KjZde/SmkH1hNm1w5/69O4QEv8CxuBOt2rSje69+mX6Rm2bH1s08Dwxg7sIlGX4r361nH4yMjPBYtwbfJz6UKlWaIcNHU7tOzibk3gWJDdRr0Z6izqU5uG09D29fw//JIyytbanZsAUtO/XEqXTOLgiZpEpk36bVFC9Vjur1murtz5PXgrE//cHmFQu5d+MyJqamNGz9GZ9/NVx+r3LZ2BFCCCHE/wYDTdozgB+BI0eOMGyY/oqj/+Xp6Ym1tTUajQYPDw88PDzw9fWlYMGCtGzZkuHDh+ssUJVm3759rFy5kkePHmFjY0ODBg0YM2aMdqZoGrVazbp169i6dSvPnj3D3t6eTz75hIEDB2Z43sy8af+OHTvGypUruXPnDqamptSsWZNRo0blSEmAPNX0Z6sJxdT5oz90F3Kt5s45u3jH/zcFrMw+dBdyrcSklA/dhVzLKs9H9b3ne2dlLvER2XP9WcSH7kKuVdUxd9Rqzc3s8hp96C4IIYQQOpovPv+hu/BGjo7I3U/1vY2PKrkq3h1JrmZOkquZk+Rq1iS5mjlJrmZOkqtZk+SqyC5JrmZOkquvJslVIYQQuY0kV3OP3PPskBBCCCGEEEIIIYQQQnxEJLkqhBBCCCGEEEIIIYQQ2SDP1gkhhBBCCCGEEEII8RExzGDBR/FhyMxVIYQQQgghhBBCCCGEyAZJrgohhBBCCCGEEEIIIUQ2SFkAIYQQQgghhBBCCCE+IlIVIPeQmatCCCGEEEIIIYQQQgiRDZJcFUIIIYQQQgghhBBCiGyQ5KoQQgghhBBCCCGEEEJkg9RcFUIIIYQQQgghhBDiI2IgRVdzDZm5KoQQQgghhBBCCCGEENkgyVUhhBBCCCGEEEIIIYTIBikLIIQQQgghhBBCCCHER8RQqgLkGjJzVQghhBBCCCGEEEIIIbJBkqtCCCGEEEIIIYQQQgiRDVIWQAghhBBCCCGEEEKIj4iBgdQFyC1k5qoQQgghhBBCCCGEEEJkgyRXhRBCCCGEEEIIIYQQIhskuSqEEEIIIYQQQgghhBDZIDVXhXgFI6ljkikTI/l+JivqFM2H7oL4CEXHJ2NsJK87mYmOT/7QXci17CxMPnQXcrVy9lYfugu5VrxKTR5Tow/dDSGEEEK8AUlV5B6SXBVCCCFyEUmsCiE+BLu8klwVQgghhMgOmXYmhBBCCCGEEEIIIYQQ2SAzV4UQQgghhBBCCCGE+IgYIE+85YpQOR0AACAASURBVBYyc1UIIYQQQgghhBBCCCGyQZKrQgghhBBCCCGEEEIIkQ2SXBVCCCGEEEIIIYQQQohskJqrQgghhBBCCCGEEEJ8RAyl5GquITNXhRBCCCGEEEIIIYQQIhskuSqEEEIIIYQQQgghhBDZIGUBhBBCCCGEEEIIIYT4iBgYSF2A3EJmrgohhBBCCCGEEEIIIUQ2SHJVCCGEEEIIIYQQQgghskHKAgghhBBCCCGEEEII8RH5X6wKkJyczPr169m8eTN+fn4ULFiQzp07M2jQIExMTF55fGJiIitWrODff/8lICAAe3t7mjVrxvDhw7G2ts52v2TmqhBCCCGEEEIIIYQQIlebOXMms2fPxtbWlr59+2Jvb8/vv//OuHHjXnlsUlISAwYMYPHixRQqVIg+ffrg4ODA2rVrGTBgACqVKtv9kpmrQgghhBBCCCGEEEKIXOvq1ats2rSJ1q1bs2jRIgwMDNBoNHz77bfs3LmT48eP07Rp00yPd3d359KlS3z99ddMnDhRu33mzJls2LCBffv20bFjx2z1TWauCiGEEEIIIYQQQgghcq0NGzYAMHz4cAxSayIYGBgwduxYDAwM2LJlyyuPL1q0KGPGjNHZ3r9/fzp16oSZmVm2+yYzV4UQQgghhBBCCCGE+IgY/o8VXb18+TJ2dnaULVtWZ7u9vT3Ozs54enpmeuyjR4/w9/enT58+erVZixUrxpw5c96qbzJzVQghhBBCCCGEEEIIkSupVCqeP39O8eLFM9xftGhRoqKiCAsLy3D/gwcPAChTpgwnT56ke/fuVKlShQYNGjBnzhzi4uLeqn8yc1W8MQMDA06uHUeJYgVwbPZtpu16tndjaLdGVCxdhMSkZG7e9+f39cfYe/JWpsdUKFmYKYPb0qhWGazymuMbGMaWg1f4dc1h4hOS9Npb5jXjl3Gd+axZVfKYmXD22mO+W7gDr0cBGZ5/1ay+fNa8Ci7tf+BFWPSb3/xbCnp8h/2/TsTCrgBf/LQmwzYB965z59hOXvjcIykhDgvbAjhVq0+VNj0wzZNXr/2z255c3bWWiOe+5LG2o1yDNlRu3RUDQ/3vTiKf+7Fj1hBcmn6GW5eBOXx3b87f9wl7trjjdeMyEWEhmJqaUbxkGZp+0pGGLdpmeIz3w7vs2ezOvdvXiI6KxMY2H9XcGtC590Ds8hfQa//o3m3WLVvAk0f3sbCyol6T1nT96htMTfWn/MdERTL6y45UrFqLMdPm5vj9vim/pz5s+2ctt65dIiw0BDMzM5xLlaVVu040bd0+w2OOHfiXvTs28dT7ESamJpQoXY7Puvamdv0mGba/f+cWq5bM5/HDe1haWtOoxSf0GTAc0wweiYiOimRQj/ZUru7Gd7N+zclbfWN+vj7s3LiWW9c8CU8dO86lytKibUeatNKPTWJiAnu3b+TciUME+PmSolZT0N6BWvUa0bF7P6xt7PSOeXD3Fqv/+BXvh/ewsLKmYfNP6PX1sAzHTnRUJEN7fUrl6m5MnDH/ndzz65JxkzUZO68nJSWFYQN6E+D3jF2HTr/WMcnJSQzu1w3vRw9ZuPRvqtaopdfmwtlTrPzzd3yfeJMvfwHad+xCz34DMMzgPcv3qQ9f9ejE59168c2oCW99TzlJ4iOEEEII8f5EREQAYGVlleH+tO3R0dHky5dPb/+LFy8AOH78OMePH6dx48Z0796dS5cusXr1am7evMnatWv1ZrW+Lkmuijf2w7D21HJ1JiQ8JtM2s0Z2YPxXrUhJSeHO4+eYmxnTqGYZGtUsw4yle5iz4oDeMdUqOHJo5Wgs85oRGBzJnceBVCztwJTBbWnfpDIt+i8kJi5R55jlP/Sic8vqhITH4BsYRst6Fajl6kTtbrPxDQzXaetSyoFubWqyYO2RD5JYTU5ScXb9IjSalEzbXNuznut7PQCwyFeQPFa2RAb5cfvwNp7dukTbcfMwt7TWtg/z8+bonzPRaFKwdShObNgLru52JyEmitpfDNI7/9V/3TE2NaPyJ11z/gbf0JULp/j9p8kkqRIxMTWjSDFnIiNCuXfrGvduXePG5XMMmzRLW0sF4PiBXaxaNJuUFDW2+fJTxNGZgGdPOLpvO1cunGT6gpXYOxTTto8IC2H2d8OJj4uliKMzUZHh7NvuwYvnAYydPk+vT7s3ryU+Po4v+g15LzHIyqWzJ5n7wyRUqkRMTc0oVtyZiPAwvG5cxevGVa5eOsfYqT/pxGft8kVs81iDgYEBxZ1LoVIlcvv6FW5fv0LP/kPp3k93TISHhjBt3FDi42IpVrwEkZHh7Nq8nqAAfyb/tECvT1s3rCY+Lo5eX3/zzu8/K57nTvLrzG+1sSnq6ExkeBh3bl7lzs2rXPM8z+jJP2pjEx0VybSxg3jq/RADAwMK2jtgYmrKc38/dm5y58zxQ8z4dRkORdO/BQ0PC2HGhG+Ij4ulaHFnoiIi+HeLEptvM0gQ7vhnNQnxcfT46sPGRsZN1mTsvL5VyxZzz+sW1ja2r33M+tUr8H70MNP9jx7cZ+qEUaSkqHEuWYqgwEBWLVtMZEQ4w8ZM0mv/9/IlmJuZ06vfgGzdw7sk8RFCCCHEh/a/VBUgOTkZAFNT0wz3p21PTEzMcH98fDygJFdnzZpF165KTkStVjN27FgOHDiAh4cH/fr1y1b/pCyAeCNTBrdl4tets2zTpmElxn/VitCIWBr1mU+trj/j+tlMvhiznITEJL4f0pa6VUrqHGNmasyWhYOwzGvGj8v2Uar1VOr3motL+x+4cseXKuWKMWdsZ51jypWwp2Pzqty470eF9tOp9vmPzF6xH1urvIzo1UyvXz8Ma090XAIL1hx++0Bkw/W9G4h8/izT/U+vn+P6Xg8MjY1p/PUkuv60lk7TltHx+z+xsS9G5PNnXN7xt84xNw9sRpOipmHfsXT6/k86/7ACM0tr7p74l4ToSJ22oc8e8+TaWSo264S5pc07ucfXFRkeytJfppGkSqRpm478teUIc5Z58OfGg4yZPo88eS04d/wgB3dt0h7j/fAuKxf9jEaTQp/BY1iyYR+/LPuH3913U6aCKxFhoaz87Wed6+zf8Q/xcbF06TOI+Su3sGjtLooWL8Hlcyd48vi+Ttvw0BAO7d5Mg2ZtKOakOz7ft/CwUH79cQoqVSKt2ndmw7/H+f3vzbjvOMLkHxeQJ68FJ4/sZ8+2f7THeJ47xTaPNVhZ2zD/z3UsXrOF5R67mfzTAkxMTfln9TLu3Lquc53dWzcQHxdLz6+GsHTddlZs3IOjUwkunDmO90Pd+ISFBrN3xyYat2xLcedS7yUOGYkIC+W3n6eiUiXSsl0n1u48xsKVm/h722EmzfyVPHktOH10P/t2bNQes/y3n3nq/ZCixZ1ZsGIjyzz2sHjNdpau30X5SlUJefGcX2d+i0aj0R6zZ6sH8XGxdP9yCIvXbGeZx78UcyrBpbPH8XmkH5t9OzfTqEVbHJ0/3NiRcZM1GTuvR6PRsGbFUjzWrnyj47wfPWDDmhVZtvFYuxK1OplJ037kb48drNu6BxtbO3Zs2UhEuO4jXA/v3+XUscN06dEHG1v92cEfisRHCCGEEOL9Mzc3ByApSf+JZlDKBgDkyZMnw/1pTwG5uLhoE6sARkZGTJw4EYD9+/dnu3+SXBWvxT6/FZsXDGTqkIwf1X7ZxK9bAfD977u4csdXu33PiVv89Nd+DA0NGd+/lc4xvdrXpqi9HeevP+an5fu0H1QDgiPpOX4FqqRk+naoQ+EC6bM23VxLYGhoyJYDl7UzWldsOQNA3aq6H1JrVnTi06ZV+M39KBHR8dmIwNsJ8X3E7cPbMTLJePU5jUaD5zblg1rtrkMoWbOxdp9tYUfq9hgGgLfnSdQvvZi88LmLsZk5pdyaApDXJh9OVeuhSVET/ET3Q/yVXWsxy2tJxRa6SeoP4fj+XcTHxeJcujxfj/wOs9QXSoBa9ZrQLXUG1/7t6Ukgj78WoUlJ4dOufWnTuaf2xdEuf0G+mTQTAwMDvK57EhwUqD3m4V2lBEXzdso958lrQf1mbQB44HVDp087PFaiVqv5vM+HL5dweO8O4uNiKVW2At+Mm4KZefobRJ2GTek7aAQAu7Zs0G7fsn4VAH0HjaRMhYrp7Rs0pXu/QWg0GrZu0E3O3/O6CUDrDl0AyJvXgsYt2wFw97ZuQm3T2hWkqJPp8dWHndV7ZJ8Sm5JlyjN4jG5sajdoSu8BwwH4d6sSm5DgIM6fPIKhoSGjJ/+EU8ky2vYF7R2Y8MNczPPkxfvhPe7cvKrdd/+OEptW7T8HlLHTKLVUxb3/xGbLupWkqJPp1m/wO7jj1yfjJmsydl4tLDSE7yeOYu3KP9/oOLVazdwfp6HRgLFx5g9F3bl9A/M8eWj5iVJ+IV/+AjRo3Ay1Opm7Xrd12q7683esrKzp2jN7swfeBYmPEEIIIcSHYWlpiaGhITExGT9BHR2tPJ2cWdkAS0tLQEmu/lfRokWxtrbm2bPMJ8O9ykeZXA0ODmbatGk0btyYSpUqUb9+fcaPH59hIHbu3EnHjh2pWrUqjRo1Yvbs2cTGxmZ43hMnTtCtWzeqVatG3bp1mTx5MqGhoRm23bRpEx06dMDV1ZXGjRszffp0goKC3vheXqd/ffr0oVy5cln+Wbx48Rtf+3U1r1Oemzun8WnTKgQGR/L977sybVvSsQB1qpRElZTMpv2X9fav3XEOgBZ1y2Njmf7Btld7NwDW/3tJ7xjfwHCOXriHiYkRnzWrqt2elmgNjUyPV1qpAhsr3W8rZoz4lBdh0SzZcPyV95vTUtTJnHFfiIGBAVXbds+wzQvvO0SHPMeqoANl6+vPDC5cxpXqHfpS6/OvUSenJ1fjI8MxzWOhU1/V3EKJiyo+PS5Bj7zw97qMa6suGdZtfd/u3LwCgFv9phnWkatWuyEAwUEBxERHERocxN1bV8mT14LPun+l197eoRi9B4+h3zfjdT64RoQpv7+W1ukzda1slJ/jXnpRDgr04/iBXTT95DMKFS6aA3f4dm5dU3536jZqlmF8atVV4vPiuRKfAD9f7nndxNjYmMYt2ui1b9muEwDXPc8TE51eEiM8NAQA65fik/aIa2xMervnAX4c3ruDlu06Udjhw8bn9g1l7NRpmHFsatTRjY3XjStoNBrsHYpSqmwFvfZ2+QpQupzyBuv94K52e3iYEpu08QKZx+bovh00b9sJ+w8cGxk3WZOxkzXPC+fo06U9Z08dJ1/+Agz8ZtRrH7t5wxru3/Wia6++5LWwzLRdaEgwlpZWOvFPm3UZExOl3Xbr+lUunj9D9779sbDM/Hzvk8RHCCGEEOLDMTU1pUiRIvj5+WW438/Pj3z58mFrm3HJJmdnZyDzma/Jycna2bHZ8dHVXA0ODuaLL74gMDCQ+vXr07ZtW3x8fNizZw+nT59m06ZN2qAtX76cBQsWUK5cOXr37s2DBw9Ys2YNN27cwN3dXadWw549exg3bhyOjo706NGDwMBAduzYgaenJ9u2bcPaOn3G5IwZM/Dw8CB//vx06tQJlUrFrl27OH78OO7u7trrv8rr9q9Tp064ubnpHa/RaFi9ejUJCQnUqFEj+0F9hQolC2OZ14wNey4ycf52KpYukmlbt0rOANx6GEBcgkpvf3B4DN7PginpWBC3ys4cPncXQ0MDqlVwBODCDe8Mz3vp1hPaNKxE/eqlWL75FACRqTNQC9ilfzNRKJ/yc3hk+kpvTdzK0qx2eSbO30ZsvH6f3rWbBzYT7u9DlTbdsSvqnGGbwHvKLErHSm4YGhrp7TcwNKRKG/3ErGkeCxJjo9FoNNoagfHRSqFns7zpH7iu7FpDHms7KjT59G1vJ0d80W8IDZq3oWQZ/YQFQGJC+uziFLUar+uX0Wg0uFSpSZ68Fhke06ZTD71taR9ioyIitItdRUUotXgtrNJ/p7et+wsjIyM69fw6ezeUw3p9/Q1NWrWlTLmKGe5PeCk+anUyD+4qM5qcS5XBPIPHIGzt8lG4SDGeB/hx/85NatSuD4CFpfL7EhkZTr78BZWfI5RHTy1fio/H38swNDKma98PX9evx1dDadyiLaXK6n/jCJCYkKD9Wa1WU7FKDcZPn4thFgWJElLr76jVau02C4vU2ES8FJtwZexYWqUnzTatUWLzRe8PHxsZN1mTsZO1pz6PiY+Po2WbTxk2ZiI+WdQGfdkz3yesWfknxRyd+HLAN+zdtT3TtpZW1kRFReq8Z6U97v5ysn7ln4vIl78Anb7Qf13/UCQ+QgghhMhtDP6Xiq4CNWrUYNeuXfj4+FCiRAnt9qCgIJ48eULTpk0zPbZy5cqYmJjg6emJWq3GyCg97/L48WPi4uKoW7dutvv20SVXFy9eTGBgIN9++y1ffZU+g23Xrl1MnDiROXPmsGzZMvz9/fn999+pVq0a69at0674tWjRIpYuXcrmzZvp3bs3ALGxscycORNHR0d27typnS5cv359pkyZwp9//smkScpCAhcvXsTDwwMnJyc2bNhAwYLKB6e+ffvStWtXvv/+e9atW/fK+3iT/nXunPFj3KtXryYuLo6hQ4dSr1697ITztVz2ekrdHr9w84H/K9uWdFTi8dQ/JNM2voFhlHQsSCnHghzmLsXsbcljriSSn/hnPFPYNzBM5/yQnojt9klN/vznBLHxKvp/rnz4P3vtsbbdjGGf4vc8nOWbX28135wU7v+EGwc2YlPYkSptehBw72rG7QKeAGDj4EhKiponV87w7NZF4qMisLArQMlaTSjqUl3vuEKlKuB74wKPLhyhTN2WxEeF8+zmRQyNjSngXA4Av9ueBD3yok63oRibZv+bmJxUpoIrZSq4Zrr/yvmTAFjb2GFlY4vfU+Xfs2hxZwCuXTrLpdNHCXnxHGtbO2rVb0rths313lzKulTG+8Edju7bTpc+g0iIj+Pc8YMAlKukzIL2e/KYs8cP0rZzT+zyFyQ3KF+xMuUrVs50/8UzJwBlRpO1jR2B/sqs/axm3Ra0d+B5gJ+2LUD5SlV4eM+LA7u30fOrIcTHxXHqqLLYnItrNQB8fR5z6uh+Puvam/wFCr3trb21ci6VKeeSeWwunTsBgLWtHdY2thgYGFCgsX2m7V88D+CJ9wMAir1U87Jcxco8uu/FoX+30f3LIcTHx3HmmBKbCq7K2PH1eczpYwf4tEsv8hX48GNHxk3WZOxkrXxFV/5y30zpsuVf+xiNRsO8H6eTpFIxbvJ0TM0yLn2TpqJrFc6eOs7Bvbv4pH1HwkJDOHf6BCYmJpSvqLwnXDx3mpvXrzJy/GTMzTOumfUhSHyEEEIIIT6sjh07smvXLhYuXMhvv/2GoaEhGo2GBQuURXW7deuW6bFWVla0bduWXbt28ddffzF06FBAmck6b56y2PXnn3+e7b59dMnVI0eOkC9fPr0VvD777DOWLFnCmTNnSElJYfPmzSQnJzN48GBt4hJgyJAhuLu7s2XLFm3ycu/evURGRjJy5EhtYhWgS5curFy5ku3btzN+/HiMjIzYu3cvAKNGjdImVkGp29CpUyc2b97MnTt3Mqzj8LI36V9GfH19WbBgAaVLl2bYsGGvEbnsu3DD57XbFrRT4hf60szR/wqPUvblt1Xaps08TUhMynC2K6TPRC1gmz5r8eYDf/afvk2bhpW4t3cmIeExlC9ZmNCIWBavPwZA+yauuFUuwbBZ/6BKSn7t+8gJKSlqzqz7jRS1mvq9R2L00r/zf8WGBQNgaGjE/l8n8sL7rs7+RxeOUKZeK+r3GqlTAsC11Rc8u+XJmXW/4XV0BzGhL0hKiMO11ReYW1qj0Wi4unsdlvntKdvgk3dzozksIiyEf7coX1DUa9oaAwMDQl48B5TahQtmTODyuRM6x5w/cYgqteoxeuovOvVbW3fsxomDu9m+fgUXTh4mOiqC6MgI6jRuSfESpQHYvHYZ5uZ56NDt46hbFx4awvZ/1gLQqEUbDAwMiEydjWttk/lCZVaps++jIiO02z79vAdH9u5k45rlnDl2iKjIcKIiI2jYrBXOpZT6kutX/oGZeR4+76lfjiG3CQ8LYedGJTYNm33yWt/krlvxO8lJSdja5ady9fQnBNp17sHR/bvY7P4XZ08cIjoygqjICOo3baWtvenx91LMzPPQucdHEBsZN1mSsQOVKld9daP/2L7Zg1s3rtK+YxeqVq/1yvY9+vbnwtnTzP1xGlv+cScoMJDY2Bh69O2PjY0tGo2GVcsWU9ihKO07dsnObbwzEh8hhBBCiA+rXr16tG3bln379tGtWzdq167NtWvXuHz5Mq1bt6ZJkybatmmlM0eMGKHdNmnSJK5fv85vv/3GpUuXKF++POfPn+fu3bu0bduW5s2bZ7tvH1XNVbVazeDBgxk+fHiG9dJMTU1JSkoiOTkZT09PAL3H6c3MzKhatSr37t3TFrxNa1u7dm29c7q5uREREcHDh8rjX/7+yuzNKlWq6LUtV06ZKXjlypVX3sub9C8jv/76KyqViqlTp+okZz80c3OlLwmZJEkB4hOUGhd5zEx0/o5PzLj2hbJPOZ+5me699p74N8s2KWUCijvk49DZOzTvv4CA4EgMDAyYNrQ9j32DWbvrvPYYKwtzihayfedT6L2O7CDk6QPKN2qHfamMH9NNk5SoPFp6eedqwvx9qNdzBD1/3UyvBVuo13MERiZmPDx3iOv7/tE5rlDJCrQcPoP8jqWIDPLDNK8FNTp+RY2OXwLw5OoZQp89omq7nhgZK7HTpKQQGx5CUkLmCfAPJSEhngUzJhAXE42VjS2fdf9S2R6v9HXfdg+uXTxN9/7D+HPTQVbvOs3IKbOxsrHlhuc5Vi/5Red89g7FmDpvGeVdqxH8PABDQ0Paf9GHoeN/AODxfS8unztBm849sbJOr80SHhpMTHQUuU1CfDw/TR1LbEw01ja2dOnVHwBVovI4s6lZ5jOTTVNnLasSE7XbChcpxk+LVlCxSnWCnvtjaGREp+79GP3dLAAe3vXiwpnjfNa1t7ZmJEBoyItcF5+E+HjmfJ8em8979n/lMTs3uXP2+CEAeg0Yhqlp+qyywkWKMWvhX7hUrs6LwAAMDY3o2K0vIyfNBODhPS8unT3Op116YfVSbMJCct/YkXGTNRk72fM8wJ+Vfy6iQMFCDB4x9rWOqehalTkL/6BMuQo8e/oESysrBg0bzcBvRgNw8tghHt6/S78BQ7T/t0lJSSE46DlxmdTLz60kPkIIIYR41wwMPq4/OWHu3LmMHDmS8PBw1q5dS0hICCNHjmT+/Pk6OZ4lS5awZMkSnWPz58/Ppk2b6NOnD97e3qxfv56EhAQmTJjA/Pnz36pf72zmalBQEJ6enrx48QJDQ0McHByoW7euTu3SN2VkZKQ3YzXN48eP8fb2pnjx4piamuLr60uBAgWwsNCvz1i0qPIIpI+PD5UrV9YuhOXo6KjXtlixYtq25cuX1/5nVqXSTx6mJUMDAgJeeS9v0r//un37NgcOHKB+/fpvVRPiXVCrNa9sY2ioDHgNSlt1SsqrjzFQkuma/5w+LkHFmDmbGTNns94x3T6pgWvZonw1eQ1qdQqWec34a0ZvOjStgpGRIYHBkUz6dTtbDr46Gf6mIl/4c23PBizsClIzNdGZFXWSMp4SY6Jo/PUkStZsrN1XrqEyy+zsht+5fXgrLk07YGaRXme2aIXqFK2gXzIgJUXNtT3rsSnsSKnazQB4ev0c5zcuJT4yDAMDQxwr16ZBn9E65/tQEuLjmD9tLI/u3cbQ0IhvJs7Exi4/AEkqJbETHRlB9/7DdWaZ1mnUAgtLK2Z/N5zTR/byade+FC2eXn+lZJkKTJv/V4bX3LR6KZbWNrTt3BNQVvJe/utMggKU1wSXyjUYPG4aBQtnXmf4fYmPi+PH70bx4M4tDI2MGDv1J+zyKfHJqE7vf2k0yu/Zf9/USpdzYfbvqzI8xn3FYqxsbOnYVZlFf+fmNRbNma59RNy1ak1GfjsDe4cPG5/4+DhmTxnNw7vK2Bk1+UdsU2OTmb3bN+K+/DcAGrdoS/M2HfXalCrrwo+/rczw+A2rlmBlbUuHL5TY3L11jSVzf9DGplLVmgyf+AOFPvDYkXGTNRk72Td/9g8kxMczZcYcLC1f/z2kZu161KytX8pIrVaz+q8/KO5cgpZtlPrgp08cZdG8nwgNCcbQ0JB6DZswYcrMLGdb5xYSHyGEEEKInGdiYsKwYcNe+QT3/fv3M9xuZ2fH1KlTmTp1ao72K8dnrvr5+TFkyBCaNGnChAkTmDdvHr/88gujR4+mXr16TJkyhcjIyBy9ZkpKCrNmzSIlJYWuXbsCEBERgZVVxv+ZTdsek7paeHh4OKamphmuDJZWJiCtbaVKlQA4fPiwTjuNRsPx48pK9FnNOE3zJv37rzVr1gAwcODAV17nfYuLV5JgZmaZz6Y1M1Vy+mkzWNMWmTI3zTzXn3ZMQuLrLUhlbGzI1CHtuPXAn00HlOTpvAmf06lFNTz2XuKbmR6ER8Wx5ud+NHEr+1rnfF0ajYaz7r+hTkqkbs/hmJjnfeUxRibKrCcb+2I6idU0Zeq1Io+1HcmqRALuXX+tfjy6cJTI58+o1r43hoZGRAcHcmLlHAwMDKjbfRguzTrge/MCR5fPerMbfAeiIsL5adI33Ll5BQNDQwaPm0aVmulfHKTNnjPPk1ebCH2Za/XalCzropRBuHjmta7pdf0yt69d4tOu/chrYUlcbAy/Th9HdGQ4vQePoUufQTy4e5PZk0eQlMGXKe9TZEQY348dzK3rlzE0NGTUpB+o7pb+4TttMaKXZxf+V1JqAj+rWYovu3nVkxtXLvJ5jy+18flx8miiIsP5etg4en41hLteN5g+fugHjU9kRDg/jBvC7dTYDJ84nWq1sq5BvWntclYtmQtAjToN+GbC9De65q1rf+dKSgAAIABJREFUnty8cpFO3dPHzuypY4iMCOeroWPp/uUQ7nndYMbEbz5wbGTcZEXGTvbt2bmVK5cu0Lh5Kxo0bpYj5zy4dze+T3z4atAwjIyMCPB/xswp4zEwMGD0xKl07taLs6eO8/2kUTlyvXdJ4iOEEEII8b8lR2euBgUF0adPHwIDAylQoAANGzakcOHCaDQaAgICOHv2LNu2bePu3busX7+evHlfnXR6FY1Gw7Rp0zh//jyVKlXSzmxNTk7G1NQ0w2PStiemfqB8k7ZffPEFq1ev5o8//sDS0pK2bdsSHx/Pn3/+qS0doPnv9MoMvMk1XxYSEsKBAweoWLFirpu1ChAaqTyWls8683/bfDbKbN2QcCV5HBahHJPH3BRzMxMSMigPkM9W95hX+bJjPUoVL8gXY5aj0WgolM+Knu3cOH/9MYOmrweUBbGubpvKmL4tOHHpwWve4avdPbmHoMdelKzZGMdKr66xBmCaV7k/u6LOGe43MDTEprAj8VHhxIQ+f+X51MlJXN+7gXyOpXCu3gAAr2O7SFEn06DvGO1M19jwEJ5cPcML73sUKvn6i3TkpKBAP+Z8N4KgQD+MjIwYOmEG9Zq21mmTN/VLjiKOThhnUgajmFNJvB/cIfj5qxdeA9i0Zim2+QrQusMXABw/sIvYmCgGjJpMs7adAGVW296t6/E8d4J6TVpl8w7fzvMAP6aN/4bn/s8wMjJm9OSZNG7RRqeNVeoq0lk9Uhyd+qWWjY3da1133YrF5MtfgHadlaLgh/bsICY6imHjv6f1p8oie/HxcezY6M7508do1Pz91/R9HuDHzInf8DzADyMjY0Z+O5OGWfRDrVazfOHPHNm3A4DaDZoy9vs5b1xaZcOqJdjlL0CbTkpsjuzbSUx0FEPHTqVl+9TYxMWya/M6Lp45ToNmrbM63Tsh4yZrMnayL/hFEMsWL8DK2pqR477LkXMmJSXhvupPypSrQONmymvt1o3rSU5OZtL3s7QzOYODnnPy2GHu3LqBi6t+eabcQOIjhBBCiPfF8B2XOhSvL0eTq3/88QeBgYF07dqVqVOn6iUPVSoV06dPZ+fOnaxatUqnsGx2JCcn8/3337N9+3YcHR1ZunSp9prm5uYkJWVcwzPtkf48qbN23qStvb09S5YsYfTo0cycOZOZM5Uaao6OjkyfPp1JkyZp22blTa75sr1795KUlKSdoZvbPHgSBIBTkcwfqyzukA+Ax8+URZz8X0QQHZuAlYU5TkXycd8nKINj7FKPCXllH8xMjfl2QGs8bz1hz4lbAFQsUwRTE2Mu3nyibXfX+zlRMfHUqOj0ejf3mp5eVWZOel8+ifflkxm2iQl7weqhbQHo8uNqbOyL8eLxnSzPm1Y/xNDo1b+290/tIzYsmLo9hmuPC332CIBCJSpo2xUsUZ4nV88Q8vTBB0mu+no/ZM6UEUSEhWJmZs7IqXOo5lZfr51DsVf/G6XVYTYyfnV8rpw/yaO7t/hq+ETtjLwnj+4BUMbFVduuTAXlZ+/7Xh8kuerz+AE/jB9GeFgIZubmTJoxl5p1Guq1K1bcGVBWL8/Mi6BAAByK6Zc/+a+LZ09w/84thoz+DrPU+Dx+qMTn5dXoy6X+/PCe13tPkj15/ICZk4YTkRqb8dPmUqNOg0zbJ6lU/DrrOy6dVZ4waN7mM4aMnYqR0asfjX/ZpbMneXDnFgNHfauNjfdDZQG6si/HJnVV+of3vd57gkzGTdZk7LydK5fOExujPKHzedummbYb841Su7bfgKF8OfCbLM+5e/tmgp4HMnriVO171sN7SmwquqYvJOXiWoWTxw5z7+7tXJs8lPgIIYQQQvzvydHk6qlTp3BycmLGjBkZLhZkamrKrFmzuHTpEnv27Hmr5Gp8fDyjRo3i5MmTODs7s3r1auzt7bX7ra2tM308P2172uP31tbWJCYmolKp9BLCaY/mv/wIf926dTl06BBHjx4lODgYJycnmjZtyvnzyqJJ+fMricU1a9bo9cHNzY3atWu/Uf9eduzYMYyMjGjV6sPMonuVK16+ALiWLYqZqTGJqmSd/QXtLClRrABqdQpXvJ5qt1+7+4xGNcvg5loiw+Sqm6tSQ9Pz1pNX9mFot8YUtbdjYOoMVQD7fEos/9uf6NgECuXLfh3gjNgVdSYlRZ3hPlVcDBGBvhgZm5DfSVk12sjYhALOZXl47hAhTx9met6oF0oCxLJA4Syvn5SYwM2DmylUykVn5mx8lLLat9FLM61MU0sWfIjFrQL9ffn5u+FERYRhYWnNhFkLKeuiX2MYoFQ5ZUEw/6c+qBITMnxE+XlqvcJChYtmed2UlBQ2r11GwcJFaNqmk3Z7ZHgYAMYm6a8BeVJnFMfHvf+FQgL8njJt3FAiw8OwtLJm2pzfKV8p4w/LpVPj4/P4AarEREzNzHT2R4SHERToj6GhIWXKZ724WkpKCutXLsXeoSitPk2PT0RYKAAmpunjJ29afN7zQioBfr7MmPiNNjZTfl5EuYqZJxLUajULf56iTY516v4lfQaNfOPrpqSk8M/qP7B3KErLdi/FJnXsmLw8diyU2dbvPzYybrIiY+ft2eXLT6XK1TLdf9frFmp1MiVKlcbCwopC9g5Zni8+Po4Na1ZQqXI16tRvpN0ensHYsUiNTW5evEniI4QQQgjxvydHk6sRERE0btw4y1XYjY2NcXV15cSJE9m+TmRkJAMHDuTGjRu4uLiwcuVKbUIzjbOzM56eniQkJOjVUvX3Vz4sOjk5adtevXoVPz8/SpYsqdPWz88PgBIlSuhst7GxoXPnzjrbbt++DUDp0qUBcHd3x99f9xHl4cOHU7t27TfqX5qYmBiuXLlCzZo1yZcvX9ZB+kB8A8O4dvcZ1So40qNdLdbsOK+z/8tOyqNrB854EREdr92+69h1GtUsw5cd67Ju9wWdY4o72NGsdjkSVUlsO3w1y+tbWZgz7quWnPR8wPGL6QWM08oVOBRMX+TByMiQ/LaWhES8XqmB11Wn29BM9z27dZEjS2eQx9qOduPTV6Nzrlqfi5uWERMaxNMb53GqolvywffmRWLDgzE2y0PRCpl/aAO4c2wn8VHhNPn6W53t5hZWRAdDXEQolvmVLyLiopQP9maWOZtgfpXEhATmTxtLVEQYVja2TJmzlOIly2TavlK1WljZ2BIdGcHRfTto06mHzv6njx9w3+s6BgYG1KzXJMtrnztxkGc+jxgyfjrGL81ytUx9RDoiNBiHosWVn1M/vL68ovf7kJgQz6zvRhMZHoa1jS2zFi6nRKnMawPbOxShZJnyeD+8x4nDe2nVXve16dAe5VHmGrUbYGmV9b/1qaMHeOr9kFHfzcDYOP1De9oCKWEhwRRJnUkcHqrMJLeyfX/xSUyIZ/aU9Nj8MH8ZzlnEBpQ6mRdOHQWg59fD6NLr62xd+/SxAzz1fsSISbqxSXu8Pjw0mCLFimt/BrB+j2NHxk3WZOzkjNr1GlK7nv5M6DSftWpIVGQEI8dNpmqNV5fG2bZxPeFhoUz7aZ7OdmsbW/z9fAkJDqZw6uJnoSG5OzYg8RFCCCGE+F+UowtalS5dmtu3b5OcnJxlu8ePH+slK19XYmIigwcP5saNG7i5ubFu3Tq9xCpAjRo1SElJ4fLly3rHX79+ndKlS2sXq6pRowYAnp6eeue5ePEiVlZWlCpVCoBDhw5Rp04dDh48qNf20KFDmJqa4ubmBiizTO/fv6/zJ2227pv0L82dO3dISkrS9je3mve3Eps5YzrTsEZ6wqxdY1cmD2pDSkoKC9boLgjmvusCgcGR1KtWijljO2FkpAxNh4I2eMwfiKmJMRv2XOJ5SOa1AQFG9WlGATtLpi/5V2f7FS9fVEnJtG/iSpHUBGvfDnUwNzPh7NVHb33Pb8vcyoaKzZXZTGfX/Yb/3fQkcpifDxc2LgWgYvOOGJtmvrBMYmw0tw9vp0iF6hQu66qzr1ApFwDuntoLgCo+Fm9PpWxB4dKVcu5mXsPOf/4m0O8pBoaGjJoyJ8vEKoCRkTFf9B0CwMa//+DssQPa2sbBQYH8Oe8HNBoN9Zu1oWAWs4DU6mS2uf9F0eIlaNC8rc6+tNlrR/ZuR6PRkKRScfKQMo7Ku2ad0M5pm9etwt/3CYaGhkyaMS/LBFmaL3orj5j+vXQht66lv65cPHuCTe5/YWBgwOc9v8zyHOrkZDxWL8PRqQRNW7XX2VehkvLo6f5dW7XxObJ/NwCVKld/k9t7K1s3rML/mRKb8dPnvjI55vfUm+0eqwFo3rZjtpNjanUym9Yso5hTCRq3bKezr3xFJTYHd6fH5tgBJTYu7zE2Mm6yJmMn94mOimTThjXUrF2PqtV1E42Vqiix2bVtIwAxMdEcO7QfgCrVar7Xfn4oEh8hhBBCZMXgI/vz/1mOzlwdM2YMgwYN4rvvvuPHH3/E7D+PGAL89ttvPHr0iMWLF2frGgsWLODatWtUq1aNFStW6M36TNO+fXuWL1/OkiVLcHNz0z7uv2zZMmJiYujWrZu2bYsWLfj5559ZuXIlrVu3xjZ1Ns3WrVt58uQJ/fv319ZzdHFxISIigo0bN9KqVSvtLF13d3fu379Pnz59sLGx4VXepH9p7txRanJWrJj145kf2o4j11mz8xxfdqzHoZWjuPM4EBNjI8o4FQJg2uLdnLvurXNMTFwiA75fx7ZFgxnVpznd29bCPygCl1IOmJuZcO3uMybM25bldfPbWjCiV1P2nbrNxZs+OvvCImNZvukUI3o349r2qTx7Hk6FkoWJi1cxe8WBnA1ANlX7tDdRL/x5ev0ch36filVBB4xNzQkPeAIaDcUq1aJKm+5ZnuPW4a2o4mOo8VlfvX0uTTvw8Nwhbh/ayrMbF0iIiSQxNppStZth61D8Hd2VviSVisP/bgHAzMyczWv/zLL96KlzsM1XgObtOuPv68PBXZv445fv+WfVYqxt7Xjm8wi1Wk3Jsi70HTouy3OdOLCboEA/Rk2do/2dTtOwRTv2btvA+ROHeHT3NklJKiLCQqhQuTqVa7y/xeOSVCr27dwEKPFZv+qPLNt/O2MedvkLUL9JS1q0/Ywj+3YxZfRAHJ1Lok5OJsBPKdXRe8BwXLJ4VBXg8L6dPPd/xqQZc/Xi0+yTT9m5eR2njx3k/p1bJCepCAsNoVLVGlRzy3qF9ZySpFKxf+dmQFm93uPvpVm2n/DDXPZs/0dbpsPn4T0mj+yfafvmbTrQvE3HDPcd2beT5wF+jJ+uH5umrduze8s6zhw/yIO7t0hKUhEeGkLFKjWoWuv9jB0ZN1mTsZM7bVy3mpjoaAYM1S+10LlrL/bt3sHGdas5e+o4keHhREVF0rLNpziVKJnB2f7/kfgIIYQQQnwccjS5+vjxYxo0aMCePXs4f/48TZs2pXjx4hgZGREUFMTp06fx8fHB3t7+/9i76/Aori6Aw79sQtxxl6AhwYMXdytOcXcopVCgOLRFC7QUh+KE4lAoViRQ3C1I8Li7235/bLJhySYEWEK+9rzPk6fpzJm5M5e7gZy5cy7nzp3j3Lm0xX709PTUi0NlJCAggB07dgBQqlQp1q9frzVu2LBh2NnZMWjQINavX0/Hjh1p3Lgxz549w8XFhWrVqmksCGVtbc13333H7Nmz6dixI61bt8bPz49jx45RokQJhg8fro4tUqQI/fv3Z/PmzXz11VfUqFEDNzc3zp8/T8WKFRk3blyW+up9ri+Vh0dKTcl8+bLUxuc0co4zl26/YGjX+tiXLogeely5+4JVO8+x58RNrcecufqYer0XMXVYa76oUQaHMoXw8gvl4Ok7zF9/nOjY+Ezb/G5QC8xNjZiz8rDW/VOWHSAsMpbBXephVzQvl++84PtlB3j43Oej71cX9A1y0XjYNJ5fO4PbP8cJ9noJhJKnWGnK1G1B2fqtUCgyXkAlJjyER2f/pFiVuuQpnn5Glnnu/LQav4Bre9cT8OIRhqbmOLboRrUOfT/hXaXn8eoZ0VGqUgyxMdG4ud7NND4hZYE3PT09+o+aiGO1Wpz4czcvnjzEx+M1hYqWoF6T1rTq2ENrLdZU8fFxHHD+nRKly1OzfpN0+03NzJmxaA1bVy/hwe1r5DI0okmbTvQeOi5dQuRTevXiKVEptZ5jYqJ5dP9OpvGpC+ABjJ00C3vHqhz/cy+vXz5DqVQtJNSuS893LhwUHxfHrq3rsStbgboNm6Xbb2pmzk+/bGD9b4u4e/MqhoZGtGzfhYGjxmdb/7x+qTl2Hj/IvG8S4uM1+u9FyuJKGalUrabW7fHxcezZtoFSZcpTp0HTdPtNzcz5Ydl6fl+xmHu3rpLL0Ijm7TozYET29Y2Mm8zJ2Ml5goMC2b/bmS8aNaVchfQPjQsULMQvqzeyctkiXB/cxcLCkp79BjFo+JjPcLXZT/pHCCGEEOL/h54y9d1aHShfvjx6enp8yCn19PR49OhRpjGnTp1i9OjR7zzX9evXsbS0RKlU4uzsjLOzM+7u7uTNm5fmzZszZswYrYtFHT16lA0bNvDs2TOsrKyoX78+48ePT5fMTEpKYtu2bezduxcPDw/y589Pq1atGDp0qNbzZuR9r2/ChAkcOXKEY8eOpasN+7FMqso/xjMya8n4z30JOVbzUnk/9yXkaObGOn1+9a+SmKSzv3r+dQz0/+0vzXwcGTsZszHL9e4gITJQyNrw3UFCCCGEyDF6bs18wkBOs7Nflc99CZ+MTpOrBw4c+KjjO3Xq9O4g8UlIcjVjklzNmCRXMyfJ1YxJgixjklzNnIydjElyVXwMSa4KIYQQ/18kuZpz6PQ3f0mOCiGEEEIIIYQQQggh/iv+3QW9hBBCCCGEEEIIIYQQ4hPR6czVFStWZDlWT08vS/VThRBCCCGEEEIIIYQQaRRSTSzH0HlyNaMFrfT00v7UlUqlJFeFEEIIIYQQQgghhBD/13SaXB03bpzW7UlJSURERHD37l3u3LlDhw4daN++vS6bFkIIIYQQQgghhBBCiGyl0+TqyJEj3xmzY8cOfvrpJzp27KjLpoUQQgghhBBCCCGE+E948w1x8Xll+4JWvXv3xs7OjtWrV2d300IIIYQQQgghhBBCCKEz2Z5cBShZsiQPHjz4HE0LIYQQQgghhBBCCCGETui0LEBWJCYm4urqiqGhYXY3LYQQQgghhBBCCCHE/z2pCpBz6DS5euvWrQz3JSUlERAQwM6dO/H29qZ58+a6bFoIIYQQQgghhBBCCCGylU6Tq7169XpnQV2lUom5uTnjxo3TZdNCCCGEEEIIIYQQQgiRrXSaXHVycspwn0KhwNTUlLJly9K9e3cKFy6sy6aFEEIIIYQQQgghhBAiW+k0ubpt2zZdnk4IIYQQQgghhBBCCPGWd705LrKP4lOeXKlUEhoaSnR09KdsRgghhBBCCCGEEEIIIbKdTmeuprpw4QK///47t27dIj4+HgBjY2Nq1apFr169aNCgwadoVgghhBBCCCGEEEIIIbKNzpOrK1euZMWKFSiVSvT19cmTJw/JyckEBwfj4uLCuXPnGD16NGPGjNF100IIIYQQQgghhBBC/OsppCpAjqHT5OqFCxf47bffsLa2ZsqUKbRq1QpjY2MAoqKiOH78OIsWLWLlypU4OTlRq1YtXTYvhBBCCCGEEEIIIYQQ2UanNVc3b96MgYEBGzZsoGPHjurEKoCZmRldunTh999/R6FQsHXrVl02LYQQQgghhBBCCCGEENlKp8nV+/fvU61aNRwcHDKMcXBwoHr16ty9e1eXTQshhBBCCCGEEEIIIUS20mlZgOjoaGxsbN4ZZ2NjQ3h4uC6bFuKTqZDX7HNfQo4Vn5j8uS8hR0uQ/smQYS6dPtv714mMSfzcl5BjFbI1+dyXIP6PJScrP/clCCGEEELohJ6eFF3NKXSaXC1UqBD37t0jKSkJfX19rTGJiYncu3ePggUL6rJpIYQQ4l9BEqtCfDqFrA0/9yUIIYQQQoh/GZ1OHWratCm+vr7Mnz8fpTL9zAClUsn8+fPx9fWlSZMmumxaCCGEEEIIIYQQQgghspVOZ64OGzaMI0eOsGPHDq5evUrz5s0pXLgwAJ6envz99988f/6c/PnzM3ToUF02LYQQQgghhBBCCCHEf4IUBcg5dJpctba2Zvv27XzzzTc8fPiQp0+fqmtApM5ktbe3Z+nSpdja2uqyaSGEEEIIIYQQQgghhMhWOk2uAhQrVoz9+/dz/fp1rl+/jr+/P0qlknz58uHk5ETNmjV13aQQQgghhBBCCCGEEEJkO50mV+fMmUPJkiXp168fTk5OODk56fL0QgghhBBCCCGEEEL85yn0pDBATqHTBa0OHz7M4cOHdXlKIYQQQgghhBBCCCGEyJF0mlwFyJ07t65PKYQQQgghhBBCCCGEEDmOTpOr3bt358KFC7i4uOjytEIIIYQQQgghhBBCCJHj6LTmaqFChShSpAgjR46kcOHClC9fHisrKxSK9DlcPT095s6dq8vmhRBCCCGEEEIIIYT415OSqzmHTpOrP/74o/p7T09PPD09M4yV5KoQQgghhBBCCCGEEOL/mU6Tq/Pnz9fl6YQQQgghhBBCCCGEECLH0mlytVOnTro8nRBCCCGEEEIIIYQQ4i16Uhcgx9DpglZCCCGEEEIIIYQQQgjxX6GTmavJycmcOHGCggULUqVKFQAWLlzImTNn0sXmzp2bTZs2YWRkpIumhRBCCCGEEEIIIYQQ4rP46OSqt7c3Y8aM4dGjR3Tv3l2dXA0MDOT169fp4t3d3fn111+ZNGnSxzYthBBCCCGEEEIIIYQQn81HJVeTkpIYPnw4T58+pUqVKrRs2VJjv56eHqdOnVL/v6urK+PHj8fZ2ZkhQ4Zga2v7Mc0LIYQQQgghhBBCCPGfIyVXc46Pqrl6+PBhnj59SosWLdi5cyd169ZNF1O4cGH1V4sWLejevTtxcXEcOHDgY5oWQgghhBBCCCGEEEKIz+qjZq6eOHECAwMDpk2bluVVyoYPH84ff/zBhQsXGDx48Mc0Lz4TPT09zm2ZQMkieSjaZEqGcb3a1WRkjwZULF2IuIRE7j3xYvn2M/x17n6Gx1QoVYBpw9vQwKkMFqbGuPsEs+fETZZs/puY2IR08eamRiyc0Jkvm1TBxCgXF28/5/tlB3B95q31/L//0I8vm1bGvt1s/IMj3v/m35PHs8ecPbCDl4/uERcTjaVtHipUr0Ojjr2wss2TLn7T/Ck8unk5w/NZ2eZl2rq9Gtse3brCcef1+Hu+xsLallrN29O4U28UivTPTvy93Fk6fgD12nahff/RH3+DH8nb4xXH9m3j4d2bhAUHksvIiGIly9CgZQfqNWmTLj4uNoZj+3dw7fzfBPj5YGFpRalyDrTt1o+SZSpobePu9Yvs3bIaH49XWNnkpmGrjrTr3l9r//h4vmbayJ40/7IHPYeM0/n9vi9P95cc2rWV+7evExIciKGhESXsytK0TUcaNW+bLj4qMoIDf2zmyvkzBPj7YGpmTplyFWnT+Suq1KijtQ23R/fZvGopL54+xszCgi+atKLX4NEYGqavix0RHsaoPh1wrFaTSbMX6/x+P1RycjLfjeyPj7cnzofPao2JjYnhwB9b+efMCfx8vLG0sqZcRUe69BpAmfIVtR5z4/I/bF2/Ao/XL7GxzU3L9l3o1meQ1rHj6f6K0f270qFLTwaPmaDT+3tfXu6vOLxnK653bxCaMm6KlSpDk1Yd+aJZ+s8VwIunjzi8eyuPH9wmIjwMK2tbqtasT5c+Q7HJnf5n1bPHD9i6Zimvnj3BzMKCuo1a0mPgKK3jJjI8jHEDOuJQxYnxMxfp/H4/RnJyMqMG9cbb04M/T13QGhMZGYHz5g2cO3sKPx9vzMwtqFDRgS49euNUu57WYx4+uMeKpQt5+uQR5haWNGvZliGjvtZabz48LIyeHVtRzakWPyz6Raf39zGkb4QQQgghhMiaj0quurq6UrFiRfLnz5/lYwoUKIC9vT1Pnz79mKbFZzR7dDucHEsQGBKZYcwPX3dg4sAWJCcn8/C5L8ZGBjSoUYYGNcowZ9URFqw/nu6YqhWKcnLDN5ibGuETEMbD5z5ULF2QacPb0K5RJZoNWkZkdJzGMWtn96Zz82oEhkTi7hNM87oVcHIsTq0e83H3CdGItbcrSI/WNVi65VS2JFYf3rjI1kUzSE5OwtTcknxFihPs583Fo/u4df4kQ6b/TNHS5TWO8XV/CUCxsvYoFPrpzmluaa3x/96vnrFl4VSUycnkL1qCkAA/TuzcQFR4GB0Gjkl3/Mk/fieXkRFNOvXW4Z1+mNtX/2HVgmkkxMeRy9CIgkWLExYSzJMHt3ny4Db3b15h+MQ56gc34aHBLJo2Fs9XzwAoVLQEADcunuHmZRf6DJ9A03ZdNdpwf+HG8h++Izk5mcLFShHo78P+bWuIDA+l17Dx6a5p/7a1GBoZ0a5b/09781lw/dJ5lv4whfj4OAwNjShctARhIcE8vHeLh/ducef6JcZ9/6O6f6IiI5gypj/eHq8xMDCgUNHiREdFcfPqBW5evUDXPoPpOXCURhshwYHMnTSamOgoChcrQXhoCIf37sDPx4vJc5eku6YDOzcTGxNNzwEjs6UPsmr7hpW4PXqAhZW11v2hIcHMGD+CVy9Uf+8ULV4SgIsup7h8/gzDxk2mbafuGse8fPaEH6d+S3JyEsVK2OHv58P2DSsJDwtl6NiJ6a/h91UYGRnTtc8gHd/d+7l55Ty//jRV/bkqVKQEYaFBPL5/m8f3b3P3xiVGT/5B44Ho2eOH2PDrfJKTk7C2zU2hoiXw9njF6aP7uXnlHLOXbiB/wSLq+NDgQOZ9P4aY6CgKFS1BeFgIR/c74+/rzYRZ6ZPuh3ZvISYmmm79R2RLH7yPDauX88j1PlYZjJ2IiHBGDeyN++uXGBgYULS7pUerAAAgAElEQVR4SaKjIrl84TyXL5yn36DhDB45VuOYoMBAJowZSnRUFMVKlCQsJITdzlvw9vbgp8XL07WxY8sGoqOjGDxibLp9n5P0jRBCCCFEzqaQugA5xkclV0NDQ6lWrZrWfXZ2dtSoUUPrvsKFC+Pm5vYxTYvPZNrwNkwa3DLTmNZfODBxYAuCQqP4cvRKbj50B6BdI0e2LRjEjBFtOHfNjct3X6iPMTI0YM+yYZibGvHjmqPMW3cMpVJJobxW7P5lONXti7Hg286M+XGn+phyJfPTsWkV7j7xVCdeZ45qy/dDWzO2dxO++3mfxnXNHt2OiOhYlm7+W4c9ol1okD9/LP+J5OQkmnbtR7Nu/dHXNyA+LpaDG5Zx4+xxdiydzaTfdqDQVyVRY6OjCAnwxcjElDHzVmepnbP7d5CclESPMd9TvVErIkKCWDphIJeO76dJ5z6Yv/FLsdcLN+5fOUfTrv0ws9T+y3J2CQsJYu3imSTEx9Gw5Zf0GvYtRsbGANy8fI71S2ZzxeUEduUq0rxDDwA2LJuL56tnWNnk5uvpi7Ar7wDA04f3WP7Dd2xbvZj8hYrgUK22up0je7aQlJTE0G9nUa9pG0KDg5gxuhenj+yhXY8BWFrZqGNfP3/CjYtn6PDVoAyTdNklNDiIX+dPJz4+jmZtOzFo1ASMjE0AuHrhLL8tnMU/p49TprwDbTv3BGDl4jl4e7ymTPmKTJy1iDz5CgBw7aILS+ZOZu/233GoUgPHqjXV7RzZ50xMdBQ9+g+ne79hxERHMWV0f65ddOHlsyeULF1OHRsSFMCxQ7to0LQ1RUuUysbeyJhSqWTnprXs2b4x07hf5s3k1Yun2NjmYdq8pZSzdwTg0f07/Dh1PGuWzadg4aJUq5k2u3fP9o0kJSUyfupcmrRqT0hQIGMGdOOv/bvo3ncQVtZpNcOfuz3mksspevQfipW1Tbr2s0toSBArF6o+V01ad6TfiAnqz9X1Sy6sXjybi2dPULq8A606fgWoZqyu/3UeKJX0HT6eVh2/QqFQEBwUwC8/TObpo/ts+GUe0xauUrdz7MBOYqKj6Np3GF36DCUmOooZ4wZy45ILr54/oYTdm+MmkJN/7qZ+k9YUKZ4zxg2oxs7m9avYsXlDpnEL587A/fVLKlR0ZO6CpeQrUBCAC+fOMGvKt2zduJaqNWpSzamW+pi9O7cRHRXFwGGjGTB0JNFRUYwY2JMLLmd4+uQxZcqlPVQLCgzgwO6dNG/djhKl7D7Nzb4n6RshhBBCCCHez0fVXDUzMyM2NlbrvhEjRrBt2zat+6KiorCysvqYpkU2y5/bgt1LhzJ9hPZXSt80aXALAGYsP6ROrAIccbnPT+uOoVAomDiohcYxvdvVonB+Gy7fec5Pa4+iVCoB8A4Io9fE9cQnJNKvQ20K5LFUH1PTsSQKhYI9x2+oZ7Su36N6dbFOFc1f4mtULE77xpX5ZetpQiNiPqAH3s/t86eIjY6iVMUqtPxqMPr6qucYhkbGdB42AVNzS4L9fXj24Jb6GF93VbI5f5ESWW7ntZsrhsYmVG2g6k8Lm9xUrPkFyUlJeDx7pBF7fOcGTMwsaNC+x0fe3cc7d+JPYmOiKW5Xjv5jpqgTQADV6zSk6wDVDMsTB1XJ9FfPHnPvhqpcwujv56kTqwBl7CvRY/DXADiv13xt9PmjBxgZm1CncSsArG1zU61OQ5KSknjxxFUjdt/W1ZiaW9Cqcy8d3+37O3XsIDHRUZQqU57h30xVJ1YBatVvTO/BqlnJR/Y5A6rE5/VL51AoFIyfPl+dWAWoWa8Rzdp2BuD0sUMa7bg9VJXoaNGuCwAmpmY0SHlt/PGDuxqxe7ZvIDkpie79h+vyVj9YSFAgP037lp2b12Ya9+zJI25evQjA5LmL1IlVgAqOVRg0SjWDecOKnzWOe+x6D2MTExq1UJVfsMmdhzoNmpCUlIjbI82xs239CswtLOnUo+9H39fHOHvsEDHRUZQsXZ7BX3+v8blyqtuIr1JmLh/dn/aQase6X1EmJ9O+ez/adO6lLnlgmzsvoyfPRU9Pjwd3rhPg56M+xu2Ratw0TRlXJqZm1G/SWrXPVXPc7HfeQFJSEl37Dv0Ed/xhggIDmf7dODavz/whVlBgABfPn0WhUDDrp8Xq5CFA/YZNaN+pGwB/HdqvcZzrfVUfdOis2m9qZkbz1u0AeHD3tkbslg1rSEpKZOBQzVnln4v0jRBCCCGEEO/vo5Kr+fPnf+/X+5VKJU+ePKFQoUIf3G5AQAAzZ86kYcOGODg4UK9ePSZOnIiHh0e62IMHD9KxY0eqVKlCgwYNmD9/PlFRUVrP6+LiQo8ePahatSp16tRh6tSpBAUFaY3dtWsXHTp0wNHRkYYNGzJr1iz8/Pze+16yen1JSUmsW7eOVq1a4eDgQK1atZgwYYLWe9a1prXLc+/gTNo3roxPQBgzlh/KMLZU0TzUrlyK+IREdh27kW7/lgOXAGhWpzxW5mkJo97tVLPpth++lu4Yd58QTl95TK5c+nzZpIp6e2qiNSgsrb9SSxVYWZhonGPO2Pb4B0ewYof2eoy6ZmmbG8faDanVvH26fQa5DMmT8optWKC/ervP65Tkasrr7lkRERqEiam5Rg1IMwvVg4uYqLSyDS8f3ePJ7as06tgTY1Oz97qXT+HJfVVSuXrdxlrrV1apWR+AQD8foiLCeXDrCgClylakbMUq6eLrNmmNsYkp3u4vef38iXp7aEggpmaa/ZM6KzX6jf5xc73DvRuXadu1Hyam5jq4w4/jeucmALW+aKK1f6rX+QIAf19vIiPCiYqMpGnrjjRq0Y78BQuniy9WUjXrK9Bf82dUSFAgABZvPOxK7Z+oqLTSGb7enpw+epCmbTpqPX92u3XtMsN7d+TqBRdsbPPQb1jGrwzfvq76mVO2ggMVK1VNt79xy3aYmJrh8eoFz90eq7eHBAViZm6h0f+WqX0TkdY3rvduc/PqRbr0GoCp2ecdOw/vqcaNUz3tn6uqtVTjJsBPNW6CAvx4dP8WJqZmdPxqYLr4/AWL0Hf4ePqPmoi+QdqLLqHBqr8XLSzfHDeq76Mi0z5Xfj6enD1+iMatviRfgc8/bgCuX7lIn65tuXDuDLa58zBs9DcZxkZEhNP2yy60bNuBgoWLpNtf0q40AP7+vhrbg4ICgLTxAmCVMks+MjJcvc3b04O/Du2j7ZddtJ4/u0nfCCGEEEL8f9HT+//6+jf7qORqjRo18Pb25ubNm1k+5sKFCwQGBlKvnvaFDt4lICCAbt26sWvXLuzs7Ojbty+Ojo4cOXKErl278urVK3Xs2rVrmTx5MsnJyfTp04fy5cuzefNmBg8eTHx8vMZ5jxw5wvDhwwkKCqJnz57Url2bAwcO8NVXXxEeHq4RO2fOHGbOnElgYCCdOnWiTp06HDp0iG7dumm0/y7vc32TJ09myZIl6Onp0adPH2rWrMlff/1F9+7d8fLyeu9+fB8VShXA3NSIHUeuUqPbPK7ee5VhbE2HEgDcf+pNdGx8uv0BIZG88AjAMJcBNSupYhUKPapWKArAlTdKBbzp2n1Vm/Wqpb0aGJYyAzWPjYV6Wz5b1fchYdHqbY1qlqVJrfL8vPEkUTHpr+lTqN6wJX0nzqVq/Wbp9sXHxhDgrZrRm/uNOoa+7s+B90uuGpuaExUZpp7pCxAZHgqAqXlavxx3Xo+FtS11W3d+r/v4VDr1HcaQ8TOpXqeh1v1xsWmzi5OSkwgKUCUFi7/xmvqbFAoF+VL68oVb2qxCUzMLIiPCNfonPFRVi9fcIm0W9N4tq7GyyU3Tdt0+8I50q+fAkYyZNJua9Rpp3R8X80b/JCVRpHhJRnw7jdHfzdIa/8JNNYu5YOGiGtvNUsZIap+ovg8GNPtn15a1KPT16dp7yPvfzCfg8eoFsTHRNG7ZlhVb9lC+YqUMYwP8VMkdu7Llte5XKBTq5I3bowfq7WbmFkSEaX62QkNS+sYyrW+2rfsNG9s8tO38+WeEd+8/ghETZ1Gj7rs/V8lJSbjeuYFSqaRi5RqYZPDQpXWnnrT6sge2ufOqt5mlJJHDQ0PV28K0fa62rUNfX59OvXLO4pWvXrwgJjqaFm3as/mPg9g7Zjx2SpS0Y+LUWUyZ+aPW/U8ePQSgcBHNz5V5yucq7I3PVerYeTMhvXHdSvT1Deg3OGfMBpe+EUIIIYQQ4sN8VHK1U6dOKJVKZs+eTWRkxosbpYqMjGTu3LkoFAq+/PLLD2rzt99+w8fHhylTprBx40YmT57MmjVrWLhwIaGhoSxYsAAALy8vli9fTtWqVdm3bx8TJ05k3bp1jBo1itu3b7N79271OaOiopg7dy5Fixbl4MGDTJo0iWXLlvHDDz/g7u7O6tVpr8ddvXoVZ2dnihcvzqFDh5g7dy4LFizA2dmZ4OBgZsyYkaX7eJ/re/DgAYcPH6ZSpUocOnSIKVOm8NtvvzFnzhyCg4NZsWLFB/VlVt1wfU2dngsZMmMbwWHaZ/2mKlVU9Qv4a6/ADGPcfVS/SNmlxBbJb42JsSEAr7y0zxROPSb1/JCWiO3RqgZmJqrjB3VRJe0v3n6ujpszuj2eviGs3f1PpteeHfy9XrNl0XRioiIpUd6RUvaV1ftSZ67a5C3A5RMH2fbzTNbNHs+u3+bhek37Ss0lyjmQGB/PTRfVAmERocE8vH4RfYNcFC1TAYDHt67w8tE9mnbph6GRsdbzZLfS5R2p36wthTOowXj7ynkALKxssHijPmxSUlKG50xKSgQg6I2ZUqUrOJIQH8eFU38Bqlqvt6/+g4FBLkqVVa0Qf+/GJdxc79D+q4Ear1F/TmXtHWncsj3FSmivM3j9kgsAltY2GjPA3hYTE83+nZs4c/xPDA2NaNdFs+RBuZSk5Mkj+9Xx/5w5AUAFB9UMYfdXz7lw5jitvuyObZ685ARlK1Tklw07+Xbaj5ne/5syGzuJiaqx8+ar7+UdKhMfH8fp44cBCAkO4trFcxjkykXZCqqyFDeuXMD13m169BuCsbFJ+hNnszIVHGnYvB1FMxg3Ny6fA8DSygYLK2s8Xqt+ThYqVgKA29cusmbJXH6aPIrl86dx5fwpjeSyuh171bg5fVQ1bmJjorl0VjVuyqWMG49Xz7l49gQt2nfTSMx+bhUqOrB+2x6mzZmPlfWH1VaOjo5mx+YNHDt8AEMjI7r16qex36GSqg/+3L9bHX/6xFEAHKuo6tS/fP6M0yeO0qnbV+TJm+9Db0enpG+EEEIIIYT4MB+1oFXFihVp0aIFJ0+epHv37syYMYM6depojb19+zZTp07F09OTQYMGUaJEiQ9q89SpU9ja2tK/v+Zq3l9++SUrVqzgwoULJCcns3v3bhITExk+fDi5cuVSx40YMYKtW7eyZ88e+vTpA8Bff/1FWFgYX3/9Nebmaa91du3alQ0bNrB//34mTpyIvr4+f/2lStKMGzeOvHnTfmG0t7enU6dO7N69m4cPH2Jvb5/pfbzP9d2/r6pv1759ewwNDdWxnTt3Zu7cudy5c+e9+vB9Xbn7MsuxeW1U/Rf0xszRt4WEq/bltlbFps48jY1L0DrbFdJmouaxTptddc/Ni2P/PKD1Fw48/msugSGRlC9VgKDQKH7bfgZQLaJVs1JJRv+wk/iExCzfh679vXszN8+dIMTfB6VSiX2NenQbPVkjxs9D1c+7VswnPlazLuzNcycoV7UWfb6djZGJqXp7o449eXTrMntWLeT84d2EBvoRGx1Fo469MLOwQqlUcuKP37HJV4Cazdp9+hvVgdDgII7u3Q5A7UYt0NPTI29+VRkRz1fPtB4THx9HgK9qBndUZNor22279uPe9Yts/PVHThzcSZC/DzHRUbTp2g9zS1X/7Nu6hjz5C9KoZcdPfGe6ERIcyMFdWwH4okkrjVXfUz178pBVP8/F19uDuNhY8uQrwKiJMyleqoxGXJtOX3H62CF2b13HRZeTRISFEh4WSr1GLdSxOzeuwsjYhM5fDfjk95ZVFRzTl4bISGoZg9cvMhg7cXH4eqvGTmRE2lsKXXsN4MblCyxfMJtDu7bj7+dDdFQkXXoNwNLKGqVSyfYNq8hXoBAt2ueMGeGZCQ0O5MgeVR30uo1boqenp34QYWJqxpI533HjkovGMZddTlLFqS7fTF+o8eChVcceuJz4k33b13P53N9EhIcSERZKnYbNKVZS9Tr47i1rMDY2oUMPzb+rPzeHyulLQ2TV44cPWPTjTLw8PIiNjSF/gYJMmj4Xu9JlNeK69OjNX3/uZ/P61Zz5+zhhoaGEhYbQpHkrdeyGNcsxNjGhV/+cMRscpG+EEEIIIYT4UB81cxVg/vz5VKtWjRcvXjBo0CAaNmzIxIkTWbx4MYsXL2by5Mm0bNmSXr168fLlSxo0aMC33377QW0lJSUxfPhwxowZo7WenKGhIQkJCSQmJnL9+nUAatasqRFjZGRElSpVePz4MREpdfNSY2vVqsXbatasSWhoqLq2bOor+JUrV04XW66c6pXlrJRJeJ/rs06ZQeLt7a0RGxwcTGJiIra2tuQUxsaqRHFsBklSgJjYBABMjHJp/DcmLiHjY+JU5zM2yqWxvc+kjazZpZrlWKygLScvPqTpoKV4B4Shp6fHzJHteO4ewJZDl9XHWJgZUziftdak1Kfy4uEdgv281bPAgny9eOGalhQPCfBT10jNXaAwQ6b/zI/bjzN702G6j56CqbklT25fZffKBRrnLV7OgUFTF1KoZFkCvD0wNjWnde/htO49DID7l13weuFG824DMEhJ4icnJxMa5E9sTMYJ8M8lLjaG5T9+R3RUBBaW1rTrpkrMVHZSzUh+8cQV19vp6/KeOryb+DjVomaJCWnjqHQFR8bPWUZxu3L4er7G1MyCbgNG0y1lwazrF87w+vkTvuw5RKN/ggP9iInOfJb25xAbE8PCmROIiozA0sqazj3T18kE8Hz9gtcvnhKXsuBgVGQEt65eIOGtciMFChVh7tJ12Feqhr+PNwqFPl9278fYyXMAePbYlWsXXWjftbe6FitAcGCARiIyJ6uRUp/2ycP73LlxJd3+I/v/ID5O1U9vjp3yDpWZteg37MqWx9PjFWbm5vQf/jX9h6sWT7vocornbo/oOTDtAVlycjKB/n5E57CxExsbw5I53xEVGYGFlTVfpiTKY1J+Bhzd78ztq//w1aDRrNl1gs2H/mHctPlYWFlz5/olNq1YqHG+/AWLMGPxGso7ViXA1xuFQkG7bn0ZOXE2AM+fuHLjkgttOvfSmHkeHPT/M260efXyOc+fuhGb8vArIiKcKxfPpyvjU6hIUX5ds4nKVWvg6+2FvkLBV30H8v3seQA8cr3PBZczdO/VT2OGaGCAPxHhYdl3QzokfSOEEEIIkf309PT+r77+zT5q5iqAmZkZW7duZdOmTezYsQNfX1+OHDmi7rjUZJKtrS3Dhg1jwIABH9yWvr5+uhmrqZ4/f86LFy8oVqwYhoaGuLu7kydPHszM0teRK1xYNZPp5cuXVKpUSb0oVNGiRdPFFilSRB1bvnx59S/Rb//CAKiToW8nQbV5n+tr2LAhBQsWxNnZmYoVK9K4cWP8/f2ZOXMmenp6GfbJ55CUlP4V0rcpFCljA1VsUnLyu4/RUyXT335DNTo2nvELdjN+we50x/RoVR3HsoUZOHUzSUnJmJsasW5OHzo0roy+vgKfgDAmL9nPnhNZrxn8obqNmoyFtS0hAX5cOrafyycOsn3JLHp+M5Mq9Zqgp9CjQYeviIkMp8PAserZqYbGJtRo3Jp8RUqwctoo7l85x2s3V4qnvNIOULayE2UrO6VrMzkpiZO7NpKvcDGqNWgBwIOr5zmw4RciQoLQUyiwr1GXbiMnY/pGncTPJTYmml/mTODFE1cUCn2GTZyDlU1uAAoXL0XtRi254nKCVQun0WfERKrW+oKkxEQunT3G/q1rMbOwJCoiXGPhHQCHqrVwqJr+wUlyUhIHtq+jYJES1EtZ6fzmJRe2rV5MaHAgegoFVWt9waBx0zC3sEp3fHaLiYlm/rRveProAQqFPl9//wPWtrm1xlZ1qsvWQy4kJiZy5/plNq9ewpF9znh7vmbavOUasXZlK/DDsvVaz7Pj95VYWFrRvmtvAB7dv82KxXPw9VL9zKxYuTpjJs0mX4EPX6DwUyte0o6GzVpz7tQxFs2ewrBxk6lVryFJSYmcOXGEbRtU9xgRHpZu7FR1qk1Vp9rpzpmUlMSO31dTpFhJGrdoC8Dl82dYs2w+wUGBKBQKatZryNeTZ2nUkfwcYmOiWTzzW549Vo2b0ZPmYp3yuUqIVz2QiAgLpeegMRqzTGs3aIaZuQXzvh/D+VN/0b57PwoXK6neX6pMBWb9vE5rm39sWoW5pRVtOqvKUDx+cIe1S1QzqQHsK1VnxISZ5M3B40abWnXq89fZyyQmJHDt8kVWLFvEnp3b8HB/xcJfVmvElqtQkeXrNms9z/pVv2JlZU33Xqr+vnfnFgvmTsfLQ1WLu0p1J6bM/JGChXLGImBZIX0jhBBCCCH+yz46uQpgYGDA0KFDGTJkCDdu3OD+/fv4+vqSlJRE/vz5KV++PPXq1UNfX18XzaWTnJzMDz/8QHJyMt27dwcgNDRUnRh9m4WF6jX01DqxISEhGBoaYqyl3mJqmYDUWAcHB86ePcvff//N8OFpCy0olUrOnlWtRB/xxkrSGXmf6zM1NWXHjh189913TJw4UR1naGjIr7/+SosWLd7ZXnaJjlH9sm701gzTNxkZqoZd6gzW1EWmjA0zHo6px8TGZW1BKgMDBdNHtOW+mxe7jquSp4u/60KnZlXZ9ucVLt95wZjejdk8rz8BIRG4XHPL0nk/lG2+ggDkK1yMjkO+QU+h4OLRfRzbsZZKtRtinTsf7fqNzPD4YmUqUMaxOm53r/PoxiWN5GpGbrocx9/LnT7fzkahr0+Qnzc7ls3B3NKGTkPHE+jjyYW/9rIlcjoj5y5/5/k+pfCwEH6ZPYEXbq7oKRQMHj8dx+qaSa0BY6YQHhLMw7vXWbt4psa+ek3bYm5hyYmDOzNcmOdtF07/hY/nK0ZNmYdCXx9/Hy9WLZyGpZUN/UZNws/bg5OH/uC3iHC+X7hGZ/f6IcJCQ5g/bRxPH7uiUCgYPWkWVZ3qZhhvZZM2m71h8zYULlaC78cM4NbVi9y/fQ3HqjUzPDbV/dvXuXfrKn2HjcPUzJzoqEgWzPiW5ORkBoz8lpjoKPY5b2TupNEs27CLXG+ULMlpRk+cTmhIEHdvXmPJD1M19jVp1R4LS0sO7d6BqZl5BmfQdOb4YTzdXzJ5ziL09fXx9fZk0ezJWNnYMvLb7/H2dOfPPc78FB7Ggt9+/xS3lCXhoSEsmjme509Un6sRE2ZSuUZa6R5DQ9XfecYmpupE6Jscq9XCrqw9z90ecuvqBY3kakZc79zgwe1r9BrytXrc/DxrAkplMn2HjycmOoqDf2xi3tSxLFqzM0ePm7fZvPEwo0Wb9hQrUZJRg3pz5eI/3Lp+lWpO6R/ivO3WjWvcvHaFEV9/i5m5OVGRkUydMAZlspLR4ycRHRXF9k3rmDh2GJt2HtAoBZSTSd8IIYQQQoj/Mp0kV1Pp6enh5OSEk1P6WXSfilKpZObMmVy+fBkHBwf1LM7ExMQM/+Gduj0u9TXi94jt1q0bmzZtYuXKlZibm9OmTRtiYmJYvXq1unSAtgVA3va+17d27Vpu376No6MjNWrUwNfXl1OnTvHTTz9RrFgxKlSo8M42s0NQyoJXtpamGcbYWqmSX4EhquRxcKjqGBNjQ4yNchGrpTyArbXmMe8yoGNd7Irlpdv4tSiVSvLZWtCrbU0u33nOsFmqep5X7r7g1r7pjO/X7JMnV9/WuFNvLh7dR4i/L6GB/tjmL/jOYwqVKI3b3euEBPi9MzYxIYG/92yhUMkyONZpBMCFI3tISkyk2+jJ6pmuoYH+WmfDZid/Hy9+nvE1/j6e6OvrM/TbWdRu1DJdnLGJKRN/XM61839z6+p5IsPCyJ2vALUbtqBi1ZqsWzIbAGubPO9sMzEhgUPOv1PcrhxO9ZsAcPLQHyQlJjJ4/Az1TNegAD9uXDzDs8f3KV3eUXc3/R58vT35YfJofL1V/TN2yly+aNLqvc5Rupw9jtWcuHvjCq53b2Upuer8+0pscuehdUfVA6tTRw8SGRHOiG+n0bytqsZoTEw0f+7extULZ6nfJP2fWU5hYmrK3CWr+efMCa5ecCE8LJR8+QvSoFkrqtSozdKfpgNgk/vdYychIYGdm9dSqkx56jVqBsChPTtITExk3JQ56pmugf5+XHQ5xWPXe5SvmPGq65+Kn48n878fi1/K52rkd3Oo11jzz8g05eFhoaLF1WUx3lakeCmeuz3EP6Wm8bvs2rwKa9s8tOzQDYCzxw8RFRnOkHFTadqmE6CaTXtk73auX3KhbqOc83DwfZW3d6CaUy2uX7nEnVvXs5RAXL/qV3LnyUvnbqpk9pFD+4gID2fi1Nm079QVgJjoKP7Yvpl/XE7RtEWbT3oPn4r0jRBCCCHEp/fRdT6Fzuj0z6Jfv36sXbv2nXHz5s2jZcuP/0U8MTGRqVOnsmfPHooWLcqqVavUiUljY2MSErTX8Ex9pd/ExOS9Y/Pnz8+KFSswMTFh7ty51K5dm8aNG3P58mVmzZqlEZuZ92lz3bp17Nq1i549e7Jnzx6mTJnCL7/8wvbt2wkODmbEiBFayxR8Dm6vVIm/4oW0v64MqtqoAM89AgDw8g8lIio25Tjt9WOLFbRJOSbwnddgZGjAlCEtuX7/FUdcVIuBVSxTCMNcBly990od9+iFL+GRMVSvWPyd53xf0ZEReDx7lG5hqlSWNrkxTFldPCIsGFAl5RMTMv5zTC2j8Pary9pcOXmI0EA/WvYcoi7R4eblvNwAACAASURBVPVSlfx/M4lavJzqe89nj995zk/B4+VTfvpuKP4+nhgaGfP1jMVaE6upFAoFtRu1ZNTkn5g0bwWDv5lOxZREoftzVYK8cIlS72z37LH9BAX40rnvcHX/vH6u6oM3k6ilK6i+f+n26MNu8CO9ev6UaeMG4evtiZGxMZN/WKo1sZqQkICXxyv1a9faFCxcDICwkOB3tnv90jncHt2na+/BGBmpZje+fKrqn3L2aYnC1O+fPXHN+k19JgqFgobNWjNp9kJ+XLaWr6fMpkoNVSL0hdsTAIqnLMaUmWOH9hDg50vfIaPUY+e5m6pv3kyipn7/9HH2983rF0+Z/e0Q/Hw8MTIyZsLsJekSqwCFirz7Z59eSn1zgyz83Llx+RxPH92nU69BGKaOm5SfLWXt0z5XZVI+V89z+LhJSEjA/dVLvDzdM4wpUlTVhyHBQe8838VzZ3l4/y59Bw1XLxD29PFDACo6ptVxT/3+sWvO7R/pGyGEEEIIIdLodObqtWvXKFCgwDvj7t+/j4+Pz0e1FRMTw7hx4zh37hwlSpRg06ZN5M+fX73f0tIyw9fzU7envn5vaWlJXFwc8fHx6WaTpr6anxoLUKdOHU6ePMnp06cJCAigePHi6gQrQO7cqsTi5s2b011DzZo1qVWr1ntd34EDBzAyMmLSpEkaRYCrVKlC165d2blzJ5cvX6Zhw4aZdVm2uOmq+kXLsWxhjAwNiItP1Nif18ackkXykJSUzE3X1+rttx950KBGGWo6luTJy/QzM2s6ql5HvX7/1TuvYWSPhhTOb8PQlBmqAPltVX359vVERMWSz1b39UaXjO9PREgQfSbMoVLKzNE3RUdGkJCyiI6lTR6Obl/L+cO7KO1QjSEzftZ6Tu+XqtXO870jIRIfG8OZAzsoUd6RCtXSXq2PCFUl1QxypY1xIxPVjODPsbiVr5c7i6ePJTw0BDNzS8bPXqpOZr4tNDiIG5fOYKBvQKPWndLtD/T3wfP1cwwMcr1zhmlcbAyHd22mjH0l9UJZAOFa+ie1xMDnWNzK29OduZNGERYajLmFJVN/+pVyGcyA3L1lLft3bqJ6rfpMnfer1pjgQH/g3bMzk5OTcd64inwFC9OsbVpfh4bkrP7JqpCgQC6dO42+gQGtOnRJt9/f15vXL59hkCvXO2eYxsbEsGf7Rio4VlEvlAWq8QmQyzBt9qdJSj3t6Kjs7RsfL3fmfT+G8NBgzMwtmfTDMsraa78vu5SHK16vXxIfF6tOiL4ptb5uvgKZ17hMTk5m95Y15CtQiCZvfEbD/k/HDcCmdSvZsXkDdeo3YMGyVVpjAlLeJMidJ1+m50pOTmbDmuUULFSE9p3SxmFwyth5898eqeUpoqKy9qbG5yB9I4QQQgghRJqPmrk6ZMgQmjZtqv4COHXqlMa2t79q167NnTt3Mqw3mhVhYWH079+fc+fOYW9vj7OzM4UKaS6MUaJECYKCgohNWS37TV5eXigUCooXL66OBfD09EwXm7qtZEnNWnNWVlZ07tyZ4cOH06pVK4yMjHjw4AEApUurZj9t3bqVFStWaHxdu3btva/Px8eHQoUKaa0JW6ZMGSBri2hlB3efYG4/8sDYKBc926YvDzGgk6pO5PELroRGpM3qPHTmjmp/xzrpjilW0IYmtcoRF5/Avr9vZdq+hZkxEwY259x1N85efaLenlquoGDetMVl9PUV5LY2JzBU97+k2VWsCsC1U0e07r98/ABKpZICxUpikzc/hUqUJjkpiRcP7xIS4Jsu3vvVM549uIWeQoFj7cyT6P/8tZfI0GBa9hyisd0sZVGm8JC02b8RIUEa+7JLXGwsv8ydSHhoCBaW1kxZsCrDxCqAQl/BjjVL2L52KVGR6R9KHN2zDYC6TVpjbJJxSQqAEwf/IDw0mC5v1bhN7YPQ4AD1ttBgVV9ZWGV3/8Qwf/o3hIUGY2llzZwl6zJMrAI4VKkBwN2bV/D3S//gytfbg9vXLgFQvfYX6fa/6cKZ47i/fEb3vkMxMEhLFqYuzBQSlNY/Ier+sSanUugrWPvrQtYtX0Sklgdae503A9C4RVtMTDMfO4f27CA0OIi+Q0drbLdMuf/gwDf6JihQY192iIuN5eeZ3xIeGoyFlTUzFq/JMLEK4FDVCQsra+LiYjl99EC6/a+fu/HE9Q56enrUqNso07YvuZzA4+UzOvcZqjHLVdu4SU1G5+RxA1C1hmpW/PUrl/D1Sf93rJenO9cuXQCgTv0GmZ7r9ImjvHj2lAFDR2p8rqxS+iAwwF+9LSilr6ytc27/SN8IIYQQQgiR5qOSqwMHDsTLy0v9paenR3R0tMa2t79CQ0OxtLRkypQpH9RmXFwcw4cP5+7du9SsWZNt27apZ4q+qXr16iQnJ3Pjxo10x9+5c4fSpUurF6uqXr06ANevX093nqtXr2JhYYGdnR0AJ0+epHbt2pw4cSJd7MmTJzE0NKRmTdUvHWfOnOHJkycaX2PHjn3v68uTJw9+fn5aE7GvXr0CIG/evBl3WjZbvFHVNwvGd+aL6mXU29s2dGTqsNYkJyezdPPfGsdsPXQFn4Aw6la1Y8G3ndDXVw3NgnmtcP55KIa5DNhx5Bq+geGZtj2ubxPy2Jgza8Vhje03Xd2JT0ikXSNHCqUkWPt1qI2xUS4u3nr20ff8tkYde6JQ6ON29zpHt61Rv+6fnJzM5ROH+HvPZvT09GjdZwQADrW+IHeBwiQmxLPt55kEv5Eg83j2iM0LpqJMTqZOiy/JnT/jFbajIyM4/+cflK3shF3FKhr7ipd3AODy8YMAxERFcufiaQBKZpKA+RQO79qEr+dr9BQKRn0/j6Ily2Qab2llQ/lK1UlMiGfT8nnEpZRbSEpK5Nj+HZw5ug8jYxPa9xiY6XmiIsI5vn8HDtVqUd6xmsa+Mvaq103PHNkHQHRUJFfPnQSgXEqyPLvs3bERb4/XKBQKJsxcSAm7zPunUvValC5XkcTERH6e/R0+XmnlAV6/eMpPU8eRkBBPvUYtsCubcX3mpKREdm1ZS5FiJWnYvK3GvvIOqv45cXgfSqWShPh4zh7/EwD7t/oyJ7GytsWxqhMJ8fGsWDyX2JiUsZOYyIE/tnLs4B6MTUzo3ndIpueJjAjnwB9bqepUB8eUZHaqCil9c/TAHgCiIiM4f+o4AA6Vs69vDu7ciHfK5+qbaQsoXirzcaOvb0C3fqqfQTs3ruTimePqmuEBfj6sWjwbpVJJ/SatyZtJXeikpET2bl1H4WIl+aKpZh3MshVVfXPqr/3qceNyUvXzuYJj9n6u3leNmnUob+9AYmIiMyd/g6dH2ivwz5+5MeWb0cTHx9OkeSvKVci4ZnViYiKb1q2keMlStGjTXmOfQ2VVHxzavxulUkl8fDzHDqt+RleqWiPduXIK6RshhBBCiM9PT0/v/+rr3+yjygLUq1eP8+fPo1QqUSqVNGrUiBYtWjBt2rQMjzEyMvqoGQdLly7l9u3bVK1alfXr12udzQnQrl071q5dy4oVK6hZs6b6tbI1a9YQGRlJjx491LHNmjVj3rx5bNiwgZYtW6qvb+/evbx69YpBgwahSKk7Z29vT2hoKH/88QctWrRQD5CtW7fy5MkT+vbti1UWZrm9z/W1bt2ajRs38ssvv2gkpZ88ecKePXuwsbGhTp30Mz4/lwOn7rD54CUGdKzLyQ3jePjch1wG+pQprno1cOZvf3LpzguNYyKj4xgyYxv7fh3OuL5N+aqNE15+odjbFcTYKBe3H3nw3eJ9mbab29qMsb0bc/T8A67ee6mxLzgsirW7zjO2TxNu75+Oh28IFUoVIDomnvnrj+u2A1AtPtVlxET2rf0Zl0M7ufL3n+QuUISwIH8iw0JQKPTpMOhr9Wv7BrkM6TtxLuvnTsDz+RMWfd2bvAWLkpycTIC36pfWCtXr0K7/6Mya5dyhncRERaabtQpQv00Xrp8+isuhnbhev0hUeCjRkeFUa9CC/EVK6LwPMpKQEM/pv/YCYGRkzP5tazKNH/39AqxtczNo3DRmf92fGxfP4HrnGvkLFiEowI+IsBByGRoxbsZi8hbIOPEMcHTfNqKjItLNWgVo3qE750/+ydF927h19TwRYSFERYRTt0lrCmVhlXRdSYiP5/ih3QAYGhmzc5P2V25TTZy1CBvbPEyYtZDZE4bz3O0RXw/oQqGixUGpxMvjFUqlEseqToycOCPTc50+eghfb08mzlyo/pmXqlGLdvy5ZzsXz57g6aP7JCTEExIUSMXK1anilHN+/mjz9eRZfDOkJxddTnHnxhUKFi5KgJ8vYaEhGBoaMX3eMgoUyvy1933Om4mKjEg3axWgfdee/H30IPt2bubKRRfCQ0OICA+jccu2FM1CDWBdSIiP5+RhVXLXyMiY3VtWZxr/zfQFWNvmoVnbzni5v+TEoV2sWDgD599/w9LaBo+Xz0hKSsKurD39Rk7I9Fxnj/+Jn48n30xfkG7cNGjWlr/27eCyy0mePXpAQkI8ocGBVKhUjUrVc/a40dPTY86CpYwfOYgnjx7Sr1t7ihYrgRIl7q9eolQqqVajFt9Nn5vpeY7+uR8vTw/mLFiarn9atf2S3Tu2cObkMR4+uEdCfDxBgQFUqVaDmnXqZXDGz0/6RgghhBBCiDR6yqwsbZ9FY8eOpU2bNrRu3VpXp9QQEBBA48aNSUhIoEuXLhQsqH0mzbBhwzAyMuLnn39m/fr12NnZ0bhxY549e4aLiwvVqlVjy5YtGnW8du7cyezZsylYsCCtW7fGz8+PY8eOUaxYMXbt2qWREJ4/fz6bN2+mSpUq1KhRAzc3N86fP0/FihXZsmWLRn3WzGT1+iIjI+nduzePHz+mcuXK1KhRA39/f06ePElycjLLly+nSZMmH9GzYFJ1TJZjv6hehpMbxhEYEknRJhnPQO7boTZDu9bHvnRB9NDjnpsnq3aeY8+JmxkeY29XkKnDWvNFjTJYW5jg5RfKwdN3mL/+uHrRq4ws+LYTY3s3pk7PhdxzS7+ytUKhx/dDWzO4Sz1sLE256fqa75cd4PqD11rOluaPrdMz3Z8Zz+dPcDnozIuHd4mJisDUwopS9pVp2OEritiVSxcfERKEy6GdPLxxidBAf3IZGlGgWEmcmrShRuPWmT7tiQgNZsHonpSr7ES/ST9qjfF++ZQ/N6/A3e0hJmbmVG/UipZfDc7SIlna5DPR/nAjMy+fPmLONwOyHL944wHypszWDfD15qDzBh7cukJkeCjmltbYV3GiffcB70yAhoUE8d3gzjhWq83Y6Qu1xrx+7sbO9ct49vgBZuYW1Gvals59h2dpMR9tLIzf/7hnTx4yeVTfLMev3nGYfClJ5ajICA7t3saVf07j7+ONQa5cFC9VmkYt2tGk1Zfo6+tneJ74+DhG9+2ItY0ti1Zv1zrW/H292bjyZ+7dukquXEbUadCU/iO+UdfQfB+GuXS3nuL92zeYOm4oFlbWOB8+qzXG19uLnZvXcvvaZcLDQrG0sqZyjVp07zPonQnQkOAghn7VjmpOdZn60xKtMS+ePmHDip957HoPc3NLmrRqR58hozRec86qyJjEdwe95bnbQ6aP7Z/l+OVbDmk8jLh15R9O/Lmb508ekpgQT76ChanfpDWtOvbQWos1VXx8HOMHdsbK2pafVmzVOm4CfL3ZsnoJD25fI5ehEbW+aELvoeM+aNwAFLJ996KRWXX75jW+GTEIKytr/jx1QWtMREQ4u7Zv5tyZv/H19sIgVy7sSpelZdsvadOhU6afq7i4OHp3boONbW7Wbd2ltX98vL34bckCbl67gqGRIQ2btGDUuImYmn1Y/+jKv7VvCli+/2dSCCGEECIn+vrg51mY+kMt71j+c1/CJ6PT5GqzZs0wMDDg+HHdzwQEVT3X0aMzn7kHqtf7LS0tUSqVODs74+zsjLu7O3nz5qV58+aMGTNGawL06NGjbNiwgWfPnmFlZUX9+vUZP348+fJpLsaQlJTEtm3b2Lt3Lx4eHuTPn59WrVoxdOjQLCdWgfe6vqioKNauXcvx48fx9vbG1NSU6tWrM3LkSCpV+vhXut8nufpf8zHJ1X+7D0mu/pd8SHL1v0KXydV/mw9Jrv6X6DK5Kv57JLkqhBBCiH+Lbw79j727js+qfv84/trGgrGgBowRo3OEwAARkA6REiQllVa/pBi0rYCKQeroTmnpFEZ3x2AB6+57vz9uGMwFsN0M9Pd+fh88vnif65zPOR/PmY9d93Wuz78rufpDOyVXn4qbmxsNGzbk559/NtUhJZsouZo+JVfTp+RqxpRcTZ+Sq+lTcjVjSq5KVii5KiIiIv8VSq6+PEz6223JkiW5ds3Yp01ERERERERERETkv8ykZVXffPMNAwYMoEePHnTt2pXy5cuTO3fudPtEFixY0JTDi4iIiIiIiIiI/OeZp78ki2QzkyZX+/btS2xsLKdPn+b06dMZxpqZmXHhwgVTDi8iIiIiIiIiIiKSbUyaXM2ZMyc5c+Ykd+7cpjysiIiIiIiIiIiIyEvHpMnVXbt2mfJwIiIiIiIiIiIiIi8tLWUtIiIiIiIiIiLyL5Le+kaS/Z5LcvXq1avMnz8fT09P/P39sbKyIn/+/NSuXZvOnTtTvnz55zGsiIiIiIiIiIiISLYxeXJ1zZo1TJgwgfj4+OTPoqKiCAkJ4dq1a6xYsYIJEybQqVMnUw8tIiIiIiIiIiIikm1Mmlw9c+YM48aNI0eOHAwbNow33niDIkWKYDAYuHPnDps3b2bevHlMnDiRChUqUKlSJVMOLyIiIiIiIiIi8p9nrq4ALw1zUx5s7ty5GAwGZsyYwbBhwyhRogSWlpZYW1tTunRpPvjgA2bMmEFCQgIeHh6mHFpEREREREREREQkW5k0uXrs2DGqVq1KgwYN0o1p0KAB1apV4+jRo6YcWkRERERERERERCRbmTS5GhYWRqFChZ4YV6hQIYKDg005tIiIiIiIiIiIiEi2MmnP1QIFCnD58uUnxl26dIn8+fObcmgREREREREREZH/F8zUc/WlYdLK1fr163Pr1i3mzp2bbszs2bO5desWr732mimHFhEREREREREREclWJq1cHTRoEJs2bWLq1KkcOXKEli1b4uLiAsDdu3fZunUrBw8exMHBgYEDB5pyaBEREREREREREZFsZdLkqrOzM/PmzWPYsGHs37+fAwcOpNielJREgQIF+PHHH5OTriIiIiIiIiIiIvL0zNUX4KVh0uQqQNWqVdmxYwdbtmzB09OT+/fvJydVa9WqRatWrbCxsTH1sCIiIiIiIiIiIiLZyuTJVQBra2vat29P+/btn8fhRURERERERERERF6455JcFRERERERERERkefDpCvUS5aYPLm6b98+5s+fz+XLlwkLC8NgMKQbe+7cOVMPL2JywTFxL/oUXloxCYkv+hReam62uV/0Kby0Lt8Pf9Gn8FIr5mj7ok/hpRUUoZ/JGclrZ/WiT0FERERE5P8VkyZX9+/fz6BBgzJMqIqIiEj6lFiVrCjkYPmiT0FERERE5P8VkyZXZ82ahcFgoHv37vTr1w9nZ2csLCxMOYSIiIiIiIiIiIjIS8GkydWLFy9StmxZxo8fb8rDioiIiIiIiIiIyANmZi/6DOQhk/e/dXV1NfUhRURERERERERERF46Jk2uVqtWjfPnz5OUlGTKw4qIiIiIiIiIiIi8dEyaXB02bBj37t3j22+/1aJWIiIiIiIiIiIiz4G5mdm/6s9/WZZ6ro4bNy7VZy4uLnh4eLBlyxaqVKmCvb095uapc7hmZmZMnjw5K8OLiIiIiIiIiIiIvDBZSq6uXLky3W1+fn74+fmlu13JVREREREREREREfk3y1Jy9auvvjLVeYiIiIiIiIiIiIj8q2QpudqhQwdTnYeIiIiIiIiIiIg8hf94G9N/lSwlVzMSFxfHuXPnCAgIwMrKinz58lGhQgVy5HhuQ4qIiIiIiIiIiIhkG5NnOhMSEvjpp59YtGgR0dHRKbbZ29vTpUsXPvjgAywtLU09tIiIiIiIiIiIiEi2MWlyNTExkcGDB3PgwAHMzc2pWrUqLi4uGAwG7ty5w4ULF5g7dy6XLl1izpw5phxaRERERERERETk/wVztQV4aZg0ubp8+XL279+Pm5sb06ZNo2jRoim2e3l5MWLECA4cOMDq1at56623TDm8iIiIiIiIiIiISLYxN+XB1q5dS65cuZg1a1aqxCpAsWLFmD17Nra2tqxatcqUQ4uIiIiIiIiIiIhkK5NWrl67do06deqQN2/edGPy5s2Lu7s7x48fN+XQIiIiIiIiIiIi/y+Ym6kvwMvCpJWrzyI+Pv5FDS0iIiIiIiIiIiKSZSZNrpYoUQJPT09CQ0PTjQkJCcHT05OSJUuacmgRERERERERERGRbGXStgAdO3bk888/Z8iQIUybNo2CBQum2O7n58eIESOIjIykXbt2phxaspGZmRl754+kRJH8FG08Nt247m3cGdylAZVKFyY2PoEzl735adEuNu09m+4+FUoW4tOBrWlQqwz2tjZ4+Qaxcttxpnr8RXRM6mpnO1trvhnZkXaNq5HT2pKDJ6/z8fS1nL/mk+bx503pRbsmVanYZiL3g8Kf/eKz6O6V8yyaMgKHfE4M+WHRE+N3LpnF0c2rePer2TgVLZFmzLVTR9i74ncCfe6QyzEP1Rq35tU3u2Fmnvq7k0CfO8wZ+y61WnSgSY9BWb6erPC+fpn965dw+9JZYqMjsc+Tn3Kv1OW1tl1xyJs/VbzBkIjn9g2c3LcNf28vAPI7F6Fqg+bUbtEBCwuLVPvcuXqRrQt+wffWVWxy2VOlXhOadOmPpZVVqtioiDB++KAHJSu/QtcRk0x/wZlw1+sma5fO5+xJT4KDArCyssa1VFmavdGe15u3SRUfGxvDpjXLOLh7Oz53vTAkJuJU0JlarzagQ7feODjmSbXPlQtn+f3Xqdy4cgk7ewfqN2lJj3eHYmVlnSo2PCyUQd3fpMor7nw0+fvncs1P4861S+xau4gbF88QGx2FY978VKhRl0bte+CYxr0z76uxXDx+KN3jOeZ1Ytzs1Sk+u3jiMFuWzOHe3dvY585LnWZv0rhDT8zTeK7ue3vx/fDevPbGW7TtPSzrF5hF3l63WL9iPudPHUu+b4qXLEuTVu1o0OyNJ+6fkJDA2CE98bp5jQnfz6RS1ZqpYk4cOcDS33/F+85NcufJR9PWHWjfrW+a8+Nz5xYj3u1C6w5d6TVouEmuMSv0XImIiIiIiCmZNLnarVs3tm3bhqenJ02aNKFatWq4uLgAcPfuXU6fPk1CQgK1atWie/fuphxastHEoW2o5eZKQHBEujFTPmjLqL7NMRgMXLjuh411DhrULEODmmWY9OtGvp6zNdU+1SsUZfvc/2Fna42vfygXrvtSqbQznw5sTZvXq9C033QiomJT7DNrYg86NnuFgOAIvHyDaPZqBWq5Fad2l6/w8g1OEVuxlDNdWtVk2vwdLySxmhAXx+a5U0lKMjxV/PXTRzm2bW2GMfduX2f19AkYDAacXIoTGnCffSs9iA4Po2nPwani963ywNLKhrptu2XqGkzl0vFDLJs6HoPBQE47B5xcihN0z5e/t67h9P6/6PXJt7iUKpccn5iYyNKp47hy4m8A8hRwxtzCAr/b1/Fd8CtXTx2l55gvscjx6EdaeEgQC74cTWx0FPkLFyMqPIRDm1YSfN+HbiOnpDqn/euXEhsdTeO3+z7/CXgKnof28v2kscTFxWJlZU2Roq6EBAdx4cwJLpw5wcmjh/nfp59j9qDPTnhYKOOHD+DWjauYmZnhVNAZSysr/Lzvsm75Ag7s3s7kaTNxdimWPEZwUAATRw8hOioSl2KuhIWEsGHlIu75ejN2ytRU57RmyR/EREfRvd+QbJuHfzp/7CDzv/0MgyERWzsHChYpTuA9Hw5sXs3xfdsZ8NlUipYun2IfP68bABQvWynNLx3sHHKn+GefW9f445tPSDIYKFjUlWD/e2xdOpfIsFDa9X0/1f5bl83D0tqaJh16mvBKM+fY4X1M//xj4uNisbSyxuXBfXPx7Akunj3BqWOHeX/slOT7Ji1rlszD6+a1dLffun6F7yaMxGAwUKR4SQLu+7HM4zfCwkLoM3hkqvhlHjOxtrGhfbcX/2zpuRIRERGR/wq1XH15mDS5amFhwbx585g6dSrLly/n2LFjHDt2LHl7zpw56dGjByNGjCBHDpMOLdnk04GtGdO/RYYxrepXZlTf5gSGRNJu6C8cv2CsMmzzuhsLv+7HuEGt2Xv0CodP30jex9oqByunD8DO1prPZ27my9lbSEpKorCTIyt+GEiNisX4ekRHhn2+NHmfciUK0r5JNU5fvpuceB0/5A0+fq8V7/dozOjvU1aiTRzahvCoGKZ5/GXCGXl6B9YuJNDnzlPFXjt5hLUzpmBITMww7vCfyzAkJtJm4Bjc6jcjIiSIuR8P4Phf63m1bTdsH0sa+d26xiXP/dRr3wNbe8csXUtWhAb6s/rnrzAYDDTs+A6vv9ULCwsL4mJj2PT7j5zcu40VP07mwx8WYG5urEb1/Gs9V078jXVOW7qNmkLJStUB8Lp8jsXffcb1M8c48OcyGj6W3Dq8eRWx0VE06tyHRm/1IjY6itmfDeWi50F8b13D2bV0cmx4cCBHt62jav2mFCjimq3zkZaQoECmf/EZcXGxNHujA/2HjcLaJicARw7s5sevxrNv5xbKVKhMm7eMifJZ07/k1o2ruBRzZfSEbyhesgwA/vd8mfb5p1w6d4rvJ43l+1mLkxNHf65aQnRUJF37DKJL7wFER0UyZkgvjhzYzc1rlylR+lGCOyjQn83rVtCgaWuKur6Yti4hgfdZ+tPnGAyJNO3Um2ade2NhkYO42BjWzJ3Osd1bWDhtAmNnE0N0KgAAIABJREFULMH8QSVzTFQkwf5+WOe05f0vf3uqcXatWYQhMZGuwz6h5ustCQsOZOrIPhzcuoYmHd/BzvHRc+V94wpn/95D0069yfWPJG12CwkOZMbX44iPi6VJ6w70GTwSaxsbAI4e3MMv307gwK6tlC5fmdYduqZ5DK+b11i79I8Mx1m37A8SExMZOmYiDZu1ISQogJEDurJt/Qo6duuHQ+5HlZw3r13iyP6dvNXjXRwcX/D86LkSEREREZHnwOQLWllZWfHxxx9z5MgRFi1axLRp05g2bRqLFi3i8OHDfPzxx1hbp34tTl5uBfPZs2Lae3w2qPUTY8f0bw7AuJ/WJydWATbuOcsXs7dgbm7OqH7NU+zTo01tXArm4fCp63wxazNJSUkA+PiH0n3UHOLiE+jVtg6F8jsk7+PuVgJzc3NWbj2WXNE6Z+UBAOpWS/lLas1KxXmzUVV+WLCTkPDoTMxA1vjdvMqRzSvJkcYroY9LiI9j3yoPVk0bT0JcbIaxAN5XL2BpbUPlek0AsMudl3I162FITMTn+uUUsXtX/o5NLjtqt+qU+QsxgTMHdhAbHYlrxWo0ebtv8uv8VtY2vPnucHLaORB835cb504m73N6vzEhXr999+TEKkCxcpVp3LkPAKf2bk8xzp2rFwCo1cT4mq91TluqvNYUMCZlH7dnzUIMiYk06tTbhFeaeX9tXkt0VCQly5Rn0IhPkxNAALVfa0TPd42vnv+5ajEAAf73OLR3B+bm5gz/9IvkBBCAU0Fnxkz6Fpuctty4eonzp08kb7t8/gwALd58C4Cctrlo2NT4jF88eyrFOa1cMBdDYgJd+wx8Dlf8dE7s+4uYqEhKVapOy679sbAwfklnZW1DpwEjsbVzIOi+L9fOPbpG3wdVqwWfIWl+68p5rGxy8koD488phzz5qOzeAENiIl7XLqaI3bJ0Djlz2dPwzS5ZvLqs27V5HdFRkZQoU573Pvw4ObEK4F7vdbr1GwrApjVL0tzfkJjIb99PhqSkFFXg/3TlwlmsbXJSv4nxXsmdNz/u9RqRmJjItcvnU8Qu+/1Xctk50KZTj6xeXpbpuRIRERERkefBZMnVXbt2sXnz5uR/tra2pmbNmrRu3Zp8+fIxZcoUNmzYgMHwdK9EZ8Tf35/x48fTsGFDKleuTL169Rg1ahR37qSuCly3bh3t27enWrVqNGjQgK+++orIyMg0j7tnzx66dOlC9erVqVu3Lp988gmBgYFpxi5fvpy2bdvi5uZGw4YNmTBhAvfu3Xvma3na80tISGDWrFm0aNECNzc3mjRpwvfff09YWNgzj/msmtQpz5l143mzUVV8/UMZ99P6dGNLFs1PnaoliYtPYPmWY6m2z19r7HvYtG55HO0e/WLbo407AIv+PJpqHy/fYHb+fQlLSwvaNa6W/PnDRGtg6KP5etiqwNE+Z4pjTHr/Te4HhfPz4t1PvF5TS0xIYNOc7wEz6rVPP8EQHhzAnDH9ObhuMeYWFrTs978nHjsiJAgbW7sUrzrntDPOS0zUo7YNdy6f48ZpT+q26YK1ba7MX4wJ2OfJR6XaDajZJHXvxxyWVuQrZGwlEhbon/x5WFAAAAWLpq7sKlyyLAChgSmfv4jgIAByPlalm+vB3x+fm6B7PpzYtZlXGrcmTwHnTF2TqZ0/dRyAOg0ap9nDsmbd+gDc9/MhIjyM86eOk5SUREFnF0qVrZAqPk/e/JQuVxGAG1cfJQeDH8yrveOjOXpYXRgZ+ah1hp/PXXZsXkvT1h0o6OyS1cvLNMe8+alS53XqNHsz1bYcllbkdy4CQEjA/eTPfW8bk6uFiro+9TjhIYHktLVLMffJ985j83Lz4hkunTxCo/bdsXnBzxXA+TPG+6Z2vUZp3jc16hjvG/8H980/bVi5kOtXLtCmU09sM7ie4KAActnZpxjD/kHVbmTEo/m5dO4UJz0P0a5LL2xz2WXuokxIz5WIiIiI/JeYm/27/vyXZTm5GhUVxTvvvMPQoUNZtWpVmjFHjhzh8uXLTJgwgR49ehASEpLp8fz9/encuTPLly+nVKlSvPPOO7i5ubFx40Y6derErVu3kmNnzZrFRx99hMFgoGfPnpQvXx4PDw/69+9PXFxciuNu3LiRgQMHEhgYSLdu3ahTpw5r166la9euqRKYkyZNYvz48QQEBNChQwfq1q3L+vXr6dy5c4rxn+Rpz89gMDBs2DCmTZtGfHw8b7/9NlWqVOH333+ne/fuBAUFZWoun1aFkoWws7Vm8cYj1Oz8JUfO3Eo31r2yKwBnr/oQFROXart/cAQ37vhjZZkD9yrGWHNzM6pXKArA34+1Cnjc0bPGMeu9Uir5s9AHFaj589gnf1Ygr/HvwaFRyZ+97l6WxrXL8/3v24mMTn1Oz9vhP5dy3+sGddp0SXdRKoCosBBC/P1wKVORPlN+oXrjJy88Y5PLjuiIsORK34fHAchp92he9q74nVyOeanR7MUvJFetQXO6DJ9IlQfVto+Li4kmwNf4JUneQoWTP3fI6wSA3+3UfSDv37kFgGO+lAvo2eQyJocezgdARJixD2/OXI/mZvdKD8wtLFK0FHjRuvUbzPsfTaJ2vUZpbo+NiUn+e2JiIpWq1WD0xG95Z8AH6R4zJiY6Of6hXA/ukdCQR/2JH/7d/rGk9DKPmZhb5KDzO+9m4mpMp0bDFvQaNZnqDyqQHxcbE42/j7FSPt9jiSpfr+sAFMzg2fsnG1s7IiNCUzxXyfeO3aPq+c1LZmOfOy/1WnV8tgt5Trr0HsyQ0ROpVe/1NLfHxjyq2v9nyxGfu7dZuXAOzi7F6NxrQIbj5LKzJzws5fyEhRj/O2Rn/2h+lv7+C7nz5qNluxdf1Qt6rkRERERE5PnIUuNTg8FA//79OXnyJPny5eO1115LM65z585YWVmxaNEiTp48ydChQ1m8eHGmxpwxYwa+vr6MHTuWvn0fLY6xfv16xowZw9dff83MmTPx9vbmp59+onr16ixcuBBLS0sAfvzxR3799VdWrFhBz57GZEpkZCSTJ0+maNGirFu3Djs7Y4VNvXr1+PTTT/ntt9/46KOPAGOieMmSJRQvXpzFixfj5GRM+vTq1Yu3336bcePGsXDhwidex7Oc37p169i9ezfVq1dn7ty5yee3d+9eBgwYwLfffsvXX3+dqfl8GsfO36Zut284c8X7ibElixrn47Z3QLoxXr5BlCzqRKmiTvzFRYoUzE1OG+Pq7be8064U9vINSnF8eJSI7dKyJr8t3UNkdBz93qoHwMGT15PjJg19k7t+wcxasf+J529q/nducmj9UvIVLkq99t25+djryv9ka5+bTsMnUabGq099fJcyFbl6/BBn92+nSoMWRIYGc/Xk31jksMS5pHFRn+unj3Ln8lma9x6GpbXNE4744vh7e7HZYwYxkREUK1cZ1wpVk7fVaNwa7+uXOLBhGcXKuVGionGb782r7FzxOwC1mrdNcbyiZSvhff0ynjv+pHHnPsTGRHP20C4Aipd3A+D+nZucObiLV9/ohEMaq8y/KOUqVqFcxSrpbj96cA8ADrnz4OCYGzMzM/I3LJhu/H0/H25dvwJA0eKPqn/LV6rCtUvn2f7narr2GUR0dBT7dxoXm6vgZqwS97p5nf07t/Jm5x7kze+U+uAvgfvet1k370eiIyNwLe9GqYqPKtz9HlSu5nEqyKFt67h69jjREeE45nPCrXYDKrvXT3U813KVOe95gGN7tlKrUSvCQ4I473kQixyWFCtjrGC8eOJvbl48Q4f+/8PqJXmuylZ0o2xFt3S3ex7aCxjvG/vH+p8mJSUxc+oUEuLjGDj80zRXtE85ThWOHdrL3u0beb3Fm4QEB3Ls733ksLSkdPlKAJw8epCLZ0/Sb9iYFO0JXiQ9VyIiIiIi8jxkKbm6evVqTp48SZUqVZg1axZ58uRJM87Z2ZlBgwbRvn17BgwYwIkTJ9iwYQNt27ZNMz4jO3bsIG/evPTunbI3Yrt27fj55585cOAABoOBFStWkJCQwMCBA5MTlwCDBg1iwYIFrFy5Mjl5uWnTJkJDQ/nggw+SE5cAnTp1Yu7cuaxZs4ZRo0ZhYWHBpk2bAPjwww+TE6sAFStWpEOHDqxYsYILFy5QsWLFDK/jWc8PYOzYsSnOr2HDhtSrV48NGzYwZswY8ubN+0xz+bT+Pn3zqWOd8hjPL/CxytF/Cg4zbsuX2xj7sPI0JjY+zWpXeFSJmj/3o1dVz1zxZsv+c7SqX5lLmyYTEBxB+ZKFCAyJZMYiYxKtzetuuFcpwdApS4mLT3jq6zAFgyGRTXOmkpiYQOt3R5DD0irDePu8+bF/xgRfnTZduH7qCJvmTOXoltWEBdwjNjqKOm26YGvvQFJSEvtWeuDoVIhqjZ7cL/dF2L1qPqf2bSfE34+kpCTK13iV9oNGp4ip2aQNkWEh7Fu7GI8pI8hTwBlzixwE+t7F0sqKJl368WrrlL1k67TsyIndW9izegHnDu8hKjyUqPBQKtdtRMFixkTIzhW/Y2VjQ/123bLterMqOCiAtcvmA9CgScsMV31/aOHsn0iIjyd3nnxUqeGe/PkbHbuxY/N6ls+fzYHd2wkPDSEsNITXGjVP7i+55PdfsbbJSceXYKX3f9q+4g+O791G0H1fkpKSqFSzHm8PHZsixu+OMbm6/OevUlRuAhzfu43y1WvzzohJWOe0Tf68UfvuXDxxmBW/fs2+P5cTHHCPmKhIGrXvTi57R5KSkti6bC55ChSidtPULQpeRiFBAWxYsQCA1xqlvG+2rFvOpXOnaPpGBypWrfHEY7Xv0puTRw7w29TJbFy9GP97vkRHRdKuS2/sHXKTlJTEMo/fcCpUmKatOzy3azIlPVciIiIiIpJZWWoLsHHjRnLkyMHUqVPTTaw+rlChQkybNg0wVpo+q8TERAYOHMiwYcPS7JdmZWVFfHw8CQkJeHp6AuDu7p4ixtrammrVqnHp0iXCw429zx7G1q5dO9Ux3d3dCQkJ4erVq4Cx4hSgatWqqWLLlTOuAHz8+PEnXsuznN/du3fJkSMHlSpVSnPMxMRETp06lWrbi2BjY0wUx6STJAWIjokHIKe1ZYr/j46NT3+fWOPxbKwtU3zec8zvzFy+D4BiznnZfvACTfpNw8c/FDMzM8YPbsN1L3/mrz+cvI99LhtcCuR+ql+es+Lo5tX43rjMK03fpEjZys9ljCJlKvL2qC8o5FqaIN+7WNva8XqX/rzepT8Al47uw+/WVV7r0BOLHMa5SzIYCAv0JzY6/QR4drp18TTBD5JjAIH3vLl54XSquHzORchdoBBJSUkE3fMhwMeLpCQD1ra5sH3sVe2H8hYsTL/x0yleoQoh/r6Ym5tT780udBxirEL3vn6Ji54Hqdu6E7aPvaobFhRA9GN9I18mMdHRfP3ZCCIjwnFwzM1b3fs9cZ91yxdwYLdxsa8e7w5NUZVYqHARPp8+m4pVXuG+rw/m5ha079KLD8ZOBuDqpfMcObCbtp17pFjpPSjAP82endnt+oVTBN7zSb53Avy8uX7+0UJowf73iI409tfNV8iF9z77ni8WbWPyHxvpMvRjbO0cuHTyCMt/SVn571quMu9+8i0uJcpy3+cONrZ2tO4xkNY9jIsOnTm8B+8bV2jeuS85Hnw5ZjAYCAm8T8xL8lw9LiY6mu8mjCIyIhx7x9y079Ynedt9Px+W/v4LefI50fO9D5/qeGUrVuHjL36kROny+Ny9TS47e7r3H0b3/sYFof7et5ObVy/Rued7KeYn0P8e0VFp9zx/kfRciYiIiMi/kdm/7H//ZVmqXL106RKVK1emaNGiT71P6dKlcXNz48KFC888noWFRaqK1YeuX7/OjRs3KFasGFZWVnh5eZE/f35y5Uq9KIeLi7Ef382bN6lSpUryQlhpXUeRIkWSY8uXL59cZfrPnq1AcjLUx8fnidfyLOdnZWWFwWAgMTExRZXrs46ZHRITk54YY/6gk3ESxtjEp1jkzNzMmExP+sfho2LiGP71CoZ/vSLVPl1a1sCtrAt9P/EgMdGAna01syf1pG2jqlhYmOPrH8pHU9ewctuTk+HPKsjvLvvXLMAhnxOvv93f5Md/XAm3GpRwS11tZjAksn/1fPIVLkrlBz0qL3seYPv8GUSEBGFmZk6ZV+rS+r0RKfpIZrf2A8dglzsvoQF+/L11LZ5/bWDFD5Po9P5nuL1q7I24a6UHe1YvIJdjHjp/MI6y1WuTlGTgyokjbFnwC3/O+4EA37u06jUkxbELlyxL/wk/pDnuX8vmYWvvwKtvdAbg9qWzrJ35LUF+xi9QXCtWo8OgMeQpUOg5Xv3Ti46O4stP/seVi+cwN7fgf598Tu68+TLcZ9OaZcyfabz+hs1a07R1+1QxpcpV5Isf56a5/+K5P2PvkJu2nY1V9BfOnuTnbybi6238mVm5Wk3e/2giBR7rj5udugwZi33uvAT73+PAltUc3raOhVMn0ON/46lWrwlm5mY0bNuV6Igw2vX94FF1qk1OajVqRcEixZnx6RDO/L2H21fOU7zsoy+wylatRdmqtVKNaUhMZNvyeRRwKUaNBs0BOHtkH2vnTicsOBAzc3NjBe3gj7C1f3HP1UMx0VF8M244Vy8Z75v3P5pC7jyP7ptZ0z8nNiaaDz6e8kyLTlWpUYcqNeqk+tyQmMiK+TNxKepKg6bGavmjB3Yzb8Y3BAcFYGZuTs26DRg8Yhx2Do6p9s9ueq5ERERERCSrslS5GhUVRcGC6fcjS4+Li0tyUtAUDAYDU6ZMwWAw8PbbbwMQEhKCvb19mvEPP4+IMFY0BQcHY2VlhU0afeEevob/MLZyZWMF4l9//ZUiLikpid27jSvRP821Pcv5Va5cGYPBwI4dO1LExcbGcujQoaceMztERccCYP2PCtPHWVsZc/oPK1gfLjJlY5V+rv/hPjGxT7cgVY4c5nw26A3OXvFm+VZj8vS70W/RoWl1lmw6ypDJSwgOi8Ljy9687l72qY75tJKSktg0eyoJcbG06PthiteNs9PZ/X8R6HOH+m/1xtzcguD7vqz7+QvMzMxp0ecDarbowJUTh1j9w8QXcn4P5SlQCEsrK/IXLkabfh9Su0UHkpKS+GvpHAyGRPy9vdi7ZhFmZuZ0GzkZt1cbYZ3TFhtbO6q81oTen36HuYUFhzevwu/29ScPCNw4f5IbZ4/zWtuu2NjmIiYqkiXffUZUWAgt3xlMo859uHPlPAu+HENCfPYvgvZPoSHBTBgxiHOnjmFubs77H02gunvGvXmXz5/F3BnfAlCjzmsMHT3hmcY8e9KT08eP0KFbb2xz2REVGcFXnw4nNCSYvkNG0LXPIC6dP83E0UOIT+PLpuyQt4AzllbWFHApRsd3h1OvVUfj87d4FobERHLnK8CbvYbw9pCxaT6HxcpUpMyDLyYuHDv0VGMe27OV+95etOjSH3MLCwLv+bBo+kTMzMzp+N4I6rfuxHnPA3h896lJrzUzwkKCmTxmMOdPH8fM3Jwho8ZTrVbd5O07Nq/l7Imj1GnQlFqvvm6SMff8tRHvO7d4u/cgzC0suOd7l+lffIyZuTnvfjCW1h26cuzQXr6bOPrJB3vO9FyJiIiIiIgpZKly1cnJifv37z/zfgEBAeTMmTMrQydLSkpi/PjxHD58mMqVKydXtiYkJGBllXaPy4efx8bGPnNs586d+eOPP/jll1+ws7OjdevWREdH89tvvyW3Dkj6Z3llGp5lzF69erFhwwYmTza+UtiwYUMCAgL49ttvCQ4Ofuoxs0NgqPGVz7wO6ScU8zoaq3UDgo3J46AQ4z45baywsbYkJo32AHlzp9znSfq0f5VSxZzoPHwWSUlJFMhrT/c33Dl86joDJiwCjAtinVj9GcN7NWXP0StPeYVPdvyv9dy9co6KdRtRulrqVhPZITEhngNrFlKweGnKuzcAwHPrGgyJCbwxYFRypWt40H0uHd2P97ULuJTOuE9wdqnfrht/b11DiL8foQH3ueh5gKQkAyUqVadY2dStMQoVL0X5Gq9y4eh+zv29h0LFSz1xjB3L5mGfJx+1Wxj7QR7fvZnoyHDavjeCmk3aABAXHcXBjSu46HkAt1cbm/Yin4Gfz10mjR6Cn89dLCxy8OHHk6nfpGW68YmJicyc/iU7Nq0FoHb9Rowc93WqqvcnWTT3Z/Lky0/rDsaV3v/atI6I8DAGj/yM5m06AhAdHcn65Qv5+8Bu6jdukckrNJ3GHXpwYPNqgu/7ERxwj3wFn1z5V9i1NFdOexLs7/fE2IT4eLav9MClRBmq1H0dgP0bV5KYkECXoWOTK11DAu6nWQ2bne753uXzscO453MXCwsLho6ZxGuNH903QQH3WTT7R3LZO9BvmGkSnQnx8axaOIcSpctRp0ETADatWUpiQgJDRo1PrnQNvH+Pv/fv5MqFsxkuwPU86bkSERERkX878//2m/b/KlmqXC1VqhRXrlx5pqrJiIgIzp07h6ura1aGBowJyk8++YSVK1dStGhRfv311+TEpI2NDfHxaffwfPhK/8ME77PEFixYkJ9//pmcOXMyefJk6tSpQ6NGjTh8+DATJkxIEZuRZxmzQoUKfPPNN8TGxjJy5Ehq1qxJy5Yt8fPzY/jw4U89Zna4cuseAMULp/9aZTFn48Jb1+/4A+B9P4TwyJgH+6W9KFcx5zwP9gl44jlYW+Vg7Lst8Dx7i417zgJQqUxhrCxzcOTMreS4izf8CIuIpkal4k885rO4fHQ/ABcO7+arns1S/Fk1dRwAoQH3kj8LeYqkzrM6sXMjYYH3adC5T3Jv2Xu3jMl/lzKPkqgPE6q+N0yXXH6S6IhwvK9fIu4fiws9ZJ8nX/Lq6xGhwYQEGO8pJ5di6R4zn7OxfUeo/70njn/p2EHuXr1Aww49sXzQJ9H3pnFuij6WCCta1jg33tcvP/GYz8ut61f45P1++PncxdrGho8/n5ZhAig+Lo7vJo5JTgA1adWO0RO+feYE0NGDe7ly4Syde76L9YN/FzeuXgSgXKVHq60/XHn92qXzz3T8zIqKCMfr2sVUC1M95JAnP1Y2xp+FEaGPvnh6murjhz2JM3J4+3pCAu7Rstu7yc/V3ZvGZ+fxJGrxcsa/37l26YnHfB5u37jKuP/1596D+2b0pKkpEqsAZ44fISoygsjwMAa83YK3m9VM8Sc8LBSASaMG8XazmqxYMOuJ427fuJqA+3506TM4eX5uXjXOQdmKj+6bhwnV61ey5775Jz1XIiIiIiJiSlmqXH3zzTfZv38/s2bNYtSoUU+1z6xZs4iJiaF+/fpZGZro6Gg+/PBD9u7di6urK3/88UeKFgUODg7pJn0ffv7w9XsHBwdiY2OJi4tLVU368NX8x1/hr1u3Ltu3b2fnzp34+/tTvHjx5AQrQL58xsSih4dHqnNwd3endu3az3R+AG3atMHd3Z3du3cTGhpK2bJlqV+/PsuWLUsx5ot2/LwXAG5lXbC2ykFsXEKK7U557ChRJD+JiQaOn7+d/PnJi3doULMM7m4luHwzdYLM3a0EAJ5nbz3xHAZ3aYhLwTy896BCFaBgXuNc/vN8wiNjKJDXtH0RnYqWwGBITHNbTGQEAd63sbC0xLmEsR1BDsu0K5gzKy4mmsMbllKkbKUUlbORD5JNjyeRrB68Kh0bnX2LzPw8uh/hwYF0+d8EKtVpmGp7dEQ48XHGqm37PPmSX+cODw5M95ghD5Kq1rapexg/zmAwsHPFH+Qp4EyNxm8kf/4wEZfjsbmxzmk8VnbOzeN87noxcfQQQoODsLN34NOvfqR8pdQL6T2UmJjI9C8+5cgBY3uSDt360GvAB888rsFgYMnvv1DQ2YVmbR6t9B4aHASA5WP368MenVHZtEjR98N7ERYcyDsjJ1P1QeXo46IiwomPNX5R45AnP5sWzWTvn8spXfkVBoybmuYxfR4k1gsUyfhLltiYaHatXYRreTcqvPLo1fqIEOO8PP4c2zy4d2JewL3je9eLzz8aSmhIELnsHfj48x9SJDYfcsyTl3IZ3E/XLp0jMTGRoq6lsM1lR/4n9B6OiY5m7dI/KFepKq/Ufi3584f3zePzk9PWeN9ER2b//Oi5EhERERERU8tScrVly5b89ttvzJs3DxsbGwYOHJhuJUdCQgKzZ89mzpw5ODo60rNnz0yPGxoaynvvvcfp06epWLEic+fOTZVcdHV1xdPTk5iYmFS9VL29vTE3N6d48eLJsSdOnODu3buULFkyRezdu3cBKFGiRIrPHR0d6dixY4rPzp07BxgX7QJYsGAB3t7eKWKGDRtG7dq1n+n8HipQoABdunTJcMwXzcs3iJMX71C9QlG6vVELj7WHU2zv08HYz27rgfOEhD+qPlu/6xQNapahT/u6LNzwd4p9ijnnoXHtcsTGxbP6rxMZjm+fy4aRfZux1/MKu488qjh82K7A2enRAioWFubky21HQMjTtRp4Ws17D0t329WTf7Nq6jjsHPPyzvi0F1rKKs9ta4gMDab9sJQ9H3PaORB8z4eIkEAc8xu/iHiYGLK1y76FZUpUrMaZgzs5tmtTmsnVI9vXGVs5FC1B7vwFKVGxKgf/XM61M8cIC/LHIa9TiviI0GCunTkGgGuF9JMkAGcP7eKe1w06DP4IixyPfvzZPljQKyw4MLkK9mEy19Y++xfdiY2J5stP/kdocBAOjrmZNHUmrqUy7g28fP4sDu/bCUCP/kPp1DNzC6nt37mV2zeu8f5Hk1Ikm+0fLD4UFOBP4SLGKuLgQGP1+eMrnj9PpSpV5+SBHRzZ8WeaydVDW9eQlJREoWIlyONUkMKuZTAkJnLjwmmC/P3I65QyQehz6xpXz53AzNycKmnci4/bv2kl4SFB9Bw+McXntvaO4OdNaHBA8vHDHtw7ubL53omNieGb8cMHSeDtAAAgAElEQVQJDQnC3jE347/9jeIly6QZW929HtXd66V7rP5vNSE8LJR+w0ZTqWrNJ469ec0SQoMDGf7plyk+t3dwxM/nDsGB/jgVdAYgOMj4BoJ9Nt03D+m5EhEREZH/ErUFeHlkqS2AlZUVP/zwAzY2Nvzyyy80a9aMzz//nPXr13Pw4EH27t3L2rVrmTRpEs2bN2fGjBlYW1szc+ZM8uZN+/XvJ4mNjWXgwIGcPn0ad3d3Fi5cmGbVZo0aNTAYDBw7dizV/qdOnaJ06dLJi1XVqGHsP+np6ZnqOEeOHMHe3p5SpYx9HLdv306dOnXYtm1bqtjt27djZWWFu7s7ALt27eLy5csp/rz//vvPfH4LFizA3d2ds2fPpoiNi4tjz549ODk5Ub58+SdPXjb57nfj3Hw9vCP1azz6xf6Nhm58MqAVBoOBaR4pFwRbsP5vfP1DebV6Kb4e0QELC+Ot6ezkyJLv38PKMgeLNx7FLyAsw7E/fKcx+fPYMeHnP1N8fvy8F3HxCbR53Y3CDxKsvdrWwcbakoMnrmX5ml8W0ZHhHN20ihJuNSj2j0RjkQevLZ/YsQGAmKhILhw2VmMVLZ99fQ9fa9sVc3Nzrp85xvbFs5Nf2TYYDHj+tYE9qxdgZmZG8+7vAVCmWm0KlyxLfGwMi7/9lAAfr+RjBd/3Y+nU8URHhFGgiCsV3NOviE9MTGT3Sg+cXIpTtX6zFNuKPXiN+9iODcmvkZ/cuxWA4uVTV/09bysXzcP7zi3Mzc0ZPfHbJyaA7ty+werFfwDQtHX7TCeAEhMTWOYxkyLFS/B68zdSbCtfuRoA2/5cRVJSEvFxcezcaryXKlZ5JVPjPatG7btjbm7BldOebFz4W4p759C29Wxf6YGZmRlv9BwEgFvt+uQr5EJCfBwLvh9P4D2f5GN5XbvI719/TJLBQN3m7TLszxoVEc7eDcsoW7UWpSpVS7HNtbxxkcNDW42vjEdHRnDyoHHxwZIVM072m9qaJfPwuXMbM3NzRoz7Ot3EqqlFhIfx56pFVK1Rh4pVa6TY9rA6dtuGlQBERUZwcLfxvxEV3LLnvnlIz5WIiIiIiDwPWapcBShXrhxr165l1KhRnDt3jsWLF6eKebjYUs2aNRk/fjxly2Z+dfZp06Zx8uRJqlevzpw5c1JVfT7Upk0bZs2axc8//4y7u3vy6/4zZ84kIiIiRQVo06ZN+fLLL5k7dy4tWrQgd25jtciqVau4desW/fr1w9zcmOyrWLEiISEhLFu2jObNmyf3lVuwYAGXL1/mnXfewdHxydVKz3J+5cuXJzQ0lGXLluHm9igJNm3aNIKCghg7dmzy+b0M1u44hce6Q/Rp/yrb537Iheu+WOawoEzxAgCMn7GBQ6dupNgnIiqWd8ctZPWPA/nwnSZ0bV0L73shVCzljI21JScv3mH0d6szHDdf7ly836MRm/ed48iZmym2BYVGMmv5Pt7v2ZiTaz7jjl8wFUoWIio6jq/mbDXtBLxARzauICYqgoad+6baVrNFB07v3crfG1dw5fhhosJDiIkIp/JrTcnvYtq+sxkpVLwUbQeMZMOcaRz4cxmeO/4kn7MLoYH+RIYGY25uTuvewyhb3bj4jZmZGV2HT8Tji9H43rrGjJF9yV+4GElJBgJ9vUlKMpCngDPdR03BwsIi3XFP7N5M0D0fuvxvQqrnpVqDFhzauJKzh3Zz5+pFEhPiCQ8OxLVCVUo/WKQou8THxbFl3QoArKxtWDzv1wzjx0z6lo2rlya3orhx9RIfv98v3fgmrdrStHX7NLft2LQOP5+7jJ74bao5atSiDetXLOTArm1cuXCW+Pg4ggMDqFS1BtUfW4H+eSrsWppOg0azatZ37Fm/lL//2kD+QkUICbxPRGgw5uYWtOv3QfJr+zksreg9agqzJo/g7vVLfPNBD5yci2IwGPB/kKSvUONV2mZQbQ6wZ/0SoiMjaNXtvVTbXmvdiaM7N7Nn/VLOex4kMiyEqIgwajRoQcEiriafg/TEx8UlJzCtrW1Y9sdvGcaPHP8NufPmN8nYG1YsIDIinK59h6Ta1qpDV3ZtXc+GFQs4dngvYSEhRISH0qBpa4oUL5HG0Z4PPVciIiIiIvK8ZDm5CsbX6letWsWxY8fYsmULN27cwN/fHwsLC5ycnKhUqRJNmjShSpWsVYD5+/snJ29LlizJnDlz0owbMGAApUqVol+/fsyZM4f27dvTqFEjrl27xp49e3jllVd4++23k+Nz587N6NGjmThxIu3bt6dVq1bcu3ePLVu24OrqysCBA5NjixQpQu/evfHw8KBr167UrFmTK1eusG/fPipVqsSHH374VNfyLOfn7u5Os2bNWLVqFX5+fpQvX56TJ09y/PhxGjRoQI8ePTIznc/V4ElLOHTyBu91eo2KpZ0xw4y/T9/g16V7WbnteJr77DpyiXo9vuWTAa2oX7MMlcsUxvteCOt2nuKrOVuJisl4UZrR/ZpjZ2vNpF/+THP72OlrCY2Iof9b9ShV1InDp27w8fS1XLjum+XrfRlEhgZzbPs6ytash3PJcqm2O+YvSI9Pv2fHopl4X7uAja09ddp0oUGnPtl+rq+83opCxUqxf8NSbl08w73bN7B1cMTt1UbUa9OFwiVTfgGT26kQg76cyeEtq7lwZB9BfsZ2G04uxajgXp9X3+hMzgd9CtMSHxfH3jULcS5Rhoq1G6TabmObi77jp7Nl/s9cP3eCHJZW1GzShhY9B2X7Fxe3b14jKtLYqiImOopL505lGB8fF8fFs49iblzNeBGlqjXc0/w8Li6WlQvnUrJMeeo+WOn9cba57Pj8hznMnfEdZ04cwdLKmuZtOtJn8PBsnSP3xq0pXLwUu9Yt4caFU/h6XSeXvSPV6jXh9bZdKVIq5b1f2LU0I6f+wZ71S7lw7CABft5YWllTonwVajVuTa1GrZK/JEtLeEgQ+zevprJ7fYqWTv2GQF6nQgye9CMbPH7m9pXz5MxlR6P23WnZ9V2TX3tGvP5x31w+fzrD+IcLJ2ZVSHAgW9Ytw71eI0qVq5hqu1NBZyZ+P4v5M6dx5cJZctnb065Lb7r0GWyS8Z+WnisREREREXlezJIelpX+C+zYsYOhQ4c+Mc7T0xMHBweSkpJYsmQJS5YswcvLCycnJ5o1a8awYcNSLBb10ObNm5k7dy7Xrl3D0dGR1157jeHDh1OgQIEUcYmJiSxcuJBVq1Zx584dChYsSMuWLXnvvffSPG56nuX8YmNjmTlzJps3b8bPz48iRYrQoUMHevXqlWoRrszIWT3jyq3/z36bPeZFn8JLK2eO9CtFBdwKqmdieq4HmrbX8X9JMUfbF30KLzXLHEo6ZqRi4YwX9hMRERGR/4bv9tx4ctBLZPTrJZ8c9C/1r0quyvOj5Gr6lFxNn5KrGVNyNX1KrqZPydWMKbmaMSVXRURERP5/UHL15aHfUEREREREREREREQywSQ9V0VERERERERERCR7mKe/dIRkM1WuioiIiIiIiIiIiGSCkqsiIiIiIiIiIiIimaDkqoiIiIiIiIiIiEgmqOeqiIiIiIiIiIjIv4iZeq6+NFS5KiIiIiIiIiIiIpIJSq6KiIiIiIiIiIiIZILaAoiIiIiIiIiIiPyLmKsvwEtDlasiIiIiIiIiIiIimaDkqoiIiIiIiIiIiEgmqC2AiIiIiIiIiIjIv4i5ugK8NFS5KiIiIiIiIiIiIpIJSq6KiIiIiIiIiIiIZIKSqyIiIiIiIiIiIiKZoJ6rIiIiIiIiIiIi/yJm6rn60lDlqoiIiIiIiIiIiEgmKLkqIiIiIiIiIiIikglqCyAiIiIiIiIiIvIvYo76ArwslFwVeYJi9rle9Cm8tArYW7/oU3ipxScYXvQpvLSKOdq+6FN4qRV0tHnRp/BSC4qMe9GnICIiIiIiAii5KiIi8lJRYvXJKhbWl14iIiIiIvJyUM9VERERERERERERkUxQ5aqIiIiIiIiIiMi/iJlarr40VLkqIiIiIiIiIiIikglKroqIiIiIiIiIiIhkgtoCiIiIiIiIiIiI/IuYqy3AS0OVqyIiIiIiIiIiIiKZoOSqiIiIiIiIiIiISCaoLYCIiIiIiIiIiMi/iLmZ+gK8LFS5KiIiIiIiIiIiIpIJSq6KiIiIiIiIiIiIZIKSqyIiIiIiIiIiIiKZoJ6rIiIiIiIiIiIi/yJqufryUOWqiIiIiIiIiIiISCYouSoiIiIiIiIiIiKSCWoLICIiIiIiIiIi8i9irr4ALw1VroqIiIiIiIiIiIhkgpKrIiIiIiIiIiIiIpmgtgDyzMzMzNg7fyQliuSnaOOx6cZ1b+PO4C4NqFS6MLHxCZy57M1Pi3axae/ZdPepULIQnw5sTYNaZbC3tcHLN4iV244z1eMvomPiU8Xb2VrzzciOtGtcjZzWlhw8eZ2Pp6/l/DWfNI8/b0ov2jWpSsU2E7kfFP7sF/+Mbl+9yNbVC7l24RQxUVHkzpcft5r1aN6xJ7nzOT1x/z2bVrF89jSGfPYdbrXqpRlz8/J5Vs37Ea8bV7C1s6dWg2a06zkQSyvrVLGR4WGMG9iJclVqMnDsl1m+vqy663WT9csWcPakJ8FBAVhZWeNaqixNWrfn9eZvpIqPjY1h85plHNrzFz53vTAkJpK/YCFqvdqQ9l174eCYJ9U+Vy6exeOXady4eolc9vbUb9KS7v2HYpXG/ISHhTKkR1vcXnFnzKTvnss1Pwtvr1usXzGf86eOJc9P8ZJladKqHQ2apZ6ff0pISGDskJ543bzGhO9nUqlqzVQxJ44cYOnvv+J95ya58+SjaesOtO/WF3Pz1N+9+dy5xYh3u9C6Q1d6DRpukmvMLM3N0zEYDAzp3wOfu3fY8NeBNGMiIsJZMn8ue3ft4J6fD7ns7KlQsTJvdelBrTpp/9y5cO4MP0//hquXL2Jn70DTFm/w7uAPsLZO/VyFhYbSrUNLXqlVmynf/GDS6xMREREREXnRlFyVZzZxaBtqubkSEByRbsyUD9oyqm9zDAYDF677YWOdgwY1y9CgZhkm/bqRr+dsTbVP9QpF2T73f9jZWuPrH8qF675UKu3MpwNb0+b1KjTtN52IqNgU+8ya2IOOzV4hIDgCL98gmr1agVpuxand5Su8fINTxFYs5UyXVjWZNn9HtiRWzxw9wKyvPsZgSCSXvQPORV3x9/Nm98aVHNmzlQ8m/kDxMhXS3d/r+mXWLZiZ4RihwYH8NOFDYqKjKFSkOOGhIexcv4wAPx8GffJ1qvhtqxcSEx1F2+7vZfn6ssrz0D6mTR5LXFwsVlbWuBR1JTQ4iAtnTnDhzAlOeR7iw08+x+xBH5nwsFAmjBjI7RtXMTMzw6mgM5ZWVvh532H98gUc3L2NiVNn4exSNHmM4KAAJo8eSnRUJC7FXAkLCebPlYu55+PNR1OmpjqntUs9iImOolvfwdk2D+k5dngf0z//mPi4WCwfzE9IcBAXz57g4tkTnDp2mPfHTkmen7SsWTIPr5vX0t1+6/oVvpswEoPBQJHiJQm478cyj98ICwuhz+CRqeKXeczE2saG9t36muQaM0tz8/TmzvyJi+fP4uiYO83t4eFhDOnXA6/bN8mRIwdFi5cgKjKCwwf3cfjgPnr1G0j/Qe+n2CcwIICR779HVGQkxVxLEBoczIol8/HxvsMX3/2UaozF8+cSFRVJ/4Hvp9omIiIiIiKZo5arLw+1BZBn8unA1ozp3yLDmFb1KzOqb3MCQyJp8M731Hr7S9zaTabz8FnExMYzblBr6lYtmWIfa6scrJw+ADtbaz6fuZlSLT6jXo9vqdhmIscveFG1XBG+HtExxT7lShSkfZNqnL58lwptJlD9rc/5as4Wctvb8n6PxqnOa+LQNoRHxTDN46+sT8QTBAfc54/pkzAYEmn9dl++mb+RT6Z78I3Hn9Rt3JqoiHDmfDcOQ2JimvvfunKBGZOGExsTleE4uzYsJyY6ijbd3mXCL0v5fPYqChVx5fSRfdy5cSVFbGhQAHs2rcK9YQuci5Uw2bVmRkhQID9++RlxcbE0faMDHut2Mm3uMuat3s6Yyd+T0zYX+3duZfPaZcn7zP7hK27fuIpLMVemzlnKb0v+5CeP1fyyaD3lK1cl4P49pk0eS1JSUvI+G1ctIToqki59BvKTx2p+W/InRYqX4OjBPdy8djnFOQUH+rNl3XIaNG1FUdeU92d2CwkOZMbX44iPi6VJ6w78vnon381aypwV2xg10Tg/B3ZtZcu65ekew+vmNdYu/SPDcdYt+4PExESGjJ7A1DnL+fGP1dg75mbb+hWEhaT8cuL/2Lvv+Brv9oHjn5zIkilCrBB7xm5QexPUqE3tPYsUtUcVHZTalNjE1lC1Z4nYIWLGyCJ7z5Pz++MkJ45MEev5Xe/n5VXPfV/3+H5zJ22uc93X1+uxJ64XTtGuS2/MMkjUfQwyN9mjUqnYtG4l2502ZBq3eP5MXjz3omJlO3Ye+AennQdwPnyCBb8uJ0+ePGzZuJYbbq5ax+zdtZXoqCgGDhvNVue/2XXwX0qULMXFc6d59NBTKzYoMIADe3bSsk17bEuVzvVxCiGEEEIIIcSnJslVkS3W+U1xXjKUGSMcsoydPLgVADOXH+K6xwvNdpez7ixY9w8KhQLHQa20junTvg5FrfNx+dYTFqw9qkmQ+QaE0dtxPfEJifT7pi6FrMw0x9jblUShULDn2DVNRev6PerXXutV106O1a5cgg5Nq/HHllOERsTkYAbezdVz/xIbHUW5KjXp0GcourrqInF9A0N6jZqMsakZQa98eeB+Xeu4JKWSMy57+H3aKCLDQrO8jteDuwA0bNMJAMO8xtg3USe/n9zXbr9w1HkTSUlK2vca/N7je18njx4kJjqKUmUrMHzCNAwMjTT76jRoSp8hYwB1chQgKOAVl8+dRKFQ8P20nyhRqqwmvoB1YRzn/IKhUV6ePvLE484Nzb6HHuo5aNX+WwCM8hrTqIX6Gfa8e1vrnvZs3UCSUkn3/sM/wIjfzenk+SlZtgJDx/+IgaGhZp99/Sb0GjQagCP7d6R7fJJSyerf5oFKhW6ejF9QeOjhjoGhEQ2bq+fEwtIK+/pNUSqVPH5wTyt218ZVGJuY0b5rn/cd3nuRuclaUGAgM34Yj9OG1VnEBXDp/BkUCgWzf/qVgtaFNfsaNG5Gh87dADhyeL/Wcffc1d873yTvz2tsTMs27QG4e/umVuzmv9agVCYycOio9xuUEEIIIYQQ4v+9xMREnJyccHBwoGrVqjRv3pyVK1eSkJC2jWRWlEol3bt3p3z58u99X19kcjUgIIBZs2bRuHFjqlSpQv369XF0dOTly5dpYg8ePEinTp2oXr06jRo1YuHChURFRaV73rNnz9KjRw9q1KhBvXr1mDZtGkFBQenG7t69m2+++QY7OzsaN27M7NmzefXqVY7HFB0dTbNmzViwYEGGMe9yf7mped0K3Dk4iw5Nq+EXEMbM5YcyjC1lY0XdaqWIT0hk9z/X0uzffOA/AFrUq4C5SWpCrU97ewC2/X01zTEv/EI4dcUTPT1dOjarrtmekmgNCkv9eqa0KjA3NdI6x9yxHXgdHMGK7WeyHG9usLC0oubXTWnQ+ps0+/T09ClQWP3qekjga832hPg4Fk4ahPP6pSgTE3DoMQjLgoUyvU5YiPrrb2yamnQ2MTMHICYqtfVBgL8Pl078Tf2WHbCyLpLzgeWSe7fVSeU6DZul27+yVt2GALz29yUyIpx7t6+jUqkoWLgopcqlbaWQz9KK0uXV25++UTkXEhwIgKm5uWabaXJlYVRk6vz4+3pz6uhBmjt0wrpw0fcd3nu7dyd5fuo3zXR+ApLn522H92zlyUMP2nftS968xhleJyQ4EGMTU61rmJqlnR/Pu7e46fYfHXv0I6+xSc4GlUtkbjLnduUSfbu14+L501jmt2LY6O8zjI2ICKddx29p3e4bChctlmZ/yVJlAHj9yl9re1BgAIBWla65hbrf8Ztz7uvzkiOH9tGu47fpnl8IIYQQQgiRc4ov7E9umDdvHgsXLsTCwoJ+/fphbW3N8uXLmTQpbeu2rGzevJnbt29nHZgNX1zP1YCAALp164afnx/169fHwcEBLy8vXFxcuHDhArt378bW1haAtWvXsmTJEsqXL0/fvn15+PAhTk5O3L59my1btqCvr685r4uLC5MmTcLGxoZevXrh5+fHgQMHcHNzY9++fZiZpSav5s6dy44dO8ifPz+dO3cmPj6eQ4cOcebMGbZs2aK5fnYlJibi6OiIj49PhjHvcn+5rWKpQpjkNWC7iyuTf9tP5TIZJ+fsq9gC4P7Il+jY+DT7A0IiefoygFI2BbCvasuJ/+6jUOhQo6I62Xjl9tN0z3vV/RltG1ahfs3SrHU+D0BYcgWqVT5TTVxBS/XfQ8JSX6dvYl+OZnUqMPm3fUTFpL2nD6FO07bUado23X1xsTG88lFX9BZ4I5GXEB+Pt9cjCtuUpNdIR8pWrsGVM0czvY5RcjInMiwUc0srACLC1K8s530j4eqycwMKhS5tuw3I8ZhyU6+BI2nUoi2ly1VKd39cbGp1sVKppHK1WjjOXoyOTsY/kuNiYjXxKYyN1c9DeGgI+ZIXEAsPCQbA5I352e20FoWuLl37DsnhiHJXj/4jadjcgdLpJJJBe37ebi3h6/2cPVvXU7hocbr1G8bpfw5meB1jE1MiwsNQqVSa/qThoWnnZ+fGlVhY5qdNxx45HlNukbnJ3DOvp8RER9OqbQfGTJjC0ycPM4y1LVkaxx9nZ7j/gacHAEVtbLS2m5iqv6/CQkPIb6X+vgoNVs+NqVnqBxkb161EVzcP/QZ9+mpwIYQQQgghxJftxo0b7N69m9atW7Ns2TJ0dHRQqVRMnTqVgwcPcubMGZo2bZqtcz1//pxly5bl2r19cZWrf/75J35+fkydOpWNGzcyZcoU1qxZw+LFiwkNDWXRIvUiPj4+PixfvpwaNWqwb98+HB0dWbduHaNGjeLmzZs4OztrzhkVFcW8efOwsbHh4MGDTJ48maVLlzJ//nxevHjB6tWpr1a6urqyY8cOSpQowaFDh5g3bx6LFi1ix44dBAcHM3PmzHcaT2hoKMOGDePUqVMZxrzL/X0I1+49p16vxQyZuZXgsPSrflOUslH/ov3cJzDDmBd+6l/CSyfHFrO2wMhQneh+5pN+JW7KMSnnh9REbI82tTE2Uh8/6Fv1ytaXbj7RxM0d3QFv/xDWOl/I9N4/Bn/vZ6xdOJWYqAhKV6xK2co1NPvy6Okz4PuZTF+2WWt7ZkpVsAPgwr/qJFFsTDTXzp8EoEzFagD4vniK2/kTNHb4Fov8BdI/0UdWrpIdTVt3oHjJ9Hswuv13FgAzi3yYmVuQv4A19Rq3oG6jtL10AV77+/EsucesjW1qP9nylasCcPxv9WvNMTHRXDj9LwAV7dRV0C+8nnDx9DHadOyOpdXnMz9NWrXHxjaj+TkHqOfH9I3qQZVKxZrf55OYEM/wCdPR10+7crv2daqSEB/HueMugLqf6bUr58mjp0eZCpUBuHn1Evfdb9Kl92CtV/A/FZmbzFWsXIX1W/cwfe5CzC1y1v81Ojqa7Zs38M/fB9A3MKBbr35a+6tUVX/vHN7vrIk/dVz9QZBd9ZoAeD15zKl/j9K5W0+sChTM6XCEEEIIIYQQAoDt27cDMGbMGE0BjI6ODhMnTkRHR4c9e/Zk6zwqlYoZM2ZQsGDBdy6OzMgXl1w9efIklpaW9O/fX2t7x44dKV68OBcvXiQpKQlnZ2cSExMZPnw4enp6mrgRI0ZgYmKiNelHjhwhLCyMAQMGYGKS+lpn165dKVmyJPv379dUwx05cgSA8ePHU6BAaiKmUqVKdO7cmatXr+Lh4ZGtsbi4uODg4MClS5eoX79+hnHvcn8fwpXbXtx5mHFV7ZsK5FPfX1BYxgsxhYSr9+W3UMemVJ7GxiWkW+0KqZWoVhapr/HeeejDPxfuUqVsETyPzOPmvhlMG9aWoNAo/tx2GoD2Teywr1qSheuPEZ+QmK0xfAguu/5i5vCuzBvTh/u33Khq34AR0xZrxegbGFCnaVtNf9bsaNq+GwaGeTmyayNzR/di5rCu+L30olaD5hRNTj4d3rYOAwNDWn/7Xa6O6UMJCQ7k4K4tADRs1ibTFd9TbFu/nMSEBCzy5ceupr1mu0OXnhga5cV5yzrGDfiWUb074P38KfWbttL0bd25cRUGhkZ06TXgg4wnt4UGB3LYWT0/DZpqz88/B3fjefcWzR06UalarSzP1alHf3R1dVn9+zwch/Vk/IAuhIeG0K5Lb0zNLFCpVOxyWk2BQkVo4dD5g40pt8jcQJWqNShbrkKOjvX0uMug3l3o3KYx61b+QYGC1iz8fQWly5TTivu2Rx+M8ubFacNqvuvegZ6dWvPM6wnNWrbRxG5YsxxDIyN69/s8qsGFEEIIIYT4X6Ojo/NF/Xlf165dI1++fJQrp/37ibW1Nba2tri5uWXrPLt27eLq1avMnz8fw1wqkvmikqtKpZLhw4czZsyYdHvt6evrk5CQQGJiomZS7e3ttWIMDAyoXr06np6eRESo++alxNapUyfNOe3t7QkNDeXRo0cAmlf3q1WrliY2pQnu9evX0+xLz+7duzE0NGTNmjUMH57xa5Pvcn+fmqGhOpEdm0GSFCAmVt1o2MhAT+ufMXEZNyCOiVOfz9BAT2t738kbWbNb3SageGFLjl/yoPmgJfgGhKGjo8Oske158iKAzYcua44xNTakaEGLXPnmzq5Hd28S6O+rWagrwM+Hh3dvZHFU1goUKsqEBSsoW7k6ga/8UCgUtOzch/7fqyuonz3y4LbreZp37KnpxQoQGhRAVGTafpSfWmxMDItnTiIqMgIzcwu69B6Y5TGHdm/h0pnjACzBM2EAACAASURBVPQeMlqrIrFQkWLMW7qOSlVr8trPF4VCl449+jF2ylwAHnve4+qls3To2keryjE4MCDdfp2fWmxMDL/OdiQqMgJTcws6vZEQfu3vy86NK8mXvwB9h47P1vnKVarKjwuWUbJMBXy9n2NsYkrvwWPoPVi9oNiV86fweuRJt75DyZP8IVVSUhJBAa+Iic68iv1jk7l5f8+8nvDk8UNik1srRESEc+XieeLjtX+eFylqw7LVm6hWozb+vj7oKhT07DuQH2f/DMB9D3cunjtN9179tKpnAwNeExEe9vEGJIQQQgghhPifEB8fj7+/P8WLF093f9GiRQkPDyc4uV1ZRvz8/Pj111/p2rUrdevWzbX7+6J6rurq6qapWE3x5MkTnj59SvHixdHX1+fFixdYWVlhbJx2wZKiRdV9Lr28vKhatapmISybt/rKARQrVkwTW6FCBU0V7Nu/bAKaZK2vr2+2xjNq1Chq1qyJgYEBrq6uGca9y/19akqlKssYhUKd1FShjlUmJWV9THKvTdVbp4+OjWfCImcmLHJOc0yPNrWwK1eUgdOcUCqTMMlrwLq5ffmmaTV0dRX4BYQx5ff97Pk3e8nw99Fv7HTM8lkS9Nqfs0f2cv6f/Wz4ZQaDJs2ldsMW73XuEmUqMPHnVenuO7R1Lcam5jTv2AuAxx632bJ8AQF+3gCUq1KTfuOmk/+NVcI/lZiYaBZO/55H9++iUOgybtp8LCzzZ3rM0f272LJW3SelUQsHmrftmCamdLmKzP9jfbrHb/9rJaZm5nTopl7l/b77TVb8Mhd/H/X3XOXqtRgzeQ4FC336RcBiY6JZPHMCjzzV8zN2ynws8qXOz9qlPxEXG8O4H+e/08JKVWvVpWqttP9SSVIqcd68hqI2tjRq4QDA1Ytn+OvPxYQEB6KjUFC7XiNGTpyplbj/FGRuckedeg04cvoyiQkJXL1yiRVLf2HPrq28fPmMxUu128+Ur1iZ5Wud0j3P+lXLMDe3oHtv9b+v79y6waL5M/B5qe41Xb3WV0yd+ROFi3z6xeOEEEIIIYQQn7/Q0FAATE1N092fsj0iIgJLS8sMzzNr1izy5s3LlClTcvX+vqjK1YwkJSUxf/58kpKS6N69O6Ce+KwmPTJSvbJ8SEgI+vr66ZYDp7yGnxJbpUoVAE6cOKEVp1KpOHNGvRJ9SpI1K/Xq1cPAIPO+f+96f59adEwcAAZvVZi+yUBfndNPqWBNWWTKUD/jXH/KMbFx2VuQKk8eBTNGtMP9oQ+7j6mTp7/+8C2dW9Rgx5GrjJq3g5DwaJx+7k8T+3JZnO395bcujJ6+AYWKlaDn8Ek0adcVlUrFwS2r0yy6k1se3LmO5203WnXpi1FeY2Kio1i9YDKR4aF0HTSO9r2G8NTTneVzvich4eMs9JWRsNAQ5k4awb1b11EoFIyePJsaX32d6THOm9fx14pfAahVtwGjfpj1Ttd0v+nGneuudOo5gLzGJkRHRbJoxkTCQ0MYMHIiPQYM58G9O8ybPJqEdD5M+ZjCQ0OYN3kk925fR0ehYJTjLKp/VU+z/+TRA7jfuErdRi346usmuXLNsydc8Hn5jO79R6DQ1eWVnzdLF/yIjkLBkHFTcejck2v/nePXOT/kyvVySuYm9+SzzI+JiSkW+Sxp1bYDv/yxGl1dXa5cusANt4w/AHzTjWtXuX71Cr36DcLYxISoyEimOY4hLCSE0d9PZuCw0dy7cwvHscPS/ZBSCCGEEEIIId6WmKhu8/jmwvRvStkeFxeX4TkOHjzI+fPnmTlzZq4vCv9FVa6mR6VSMWvWLC5fvkyVKlU0la2JiYnZnvR3ie3WrRubNm1i5cqVmJiY4ODgQExMDKtXr9a8mq96u7zyPb3L/X1qQckLXlma5c0wxtJcXU0cGKJOCAeHqo8xMtTH0ECP2HTaA1haaB+TlQGdvqZ08QJ0m7AWlUpFQUtTerez5/KtJwybvQ1QL4h1Y98MJvRrwdmrGa+o/SG0/vY7zrjsIei1H8GBr7Cyzv3KyEPb1mCez4om7boCcOnEYaIjI+gzegoNWqkrPGNjojl5cAe3Lp/jq0Ytc/0essPf15v5k0fj7+uNrq4uY6fOo2HzNhnGK5VK1i39mZNH1Yt41WnQlAkzF2r1Vs6OHX+tJF9+K9p2Vn8gc/LoQSIjwhkxcTot23cBICY6msPOW3G9eIYGzVrncITv55WfNz9NHcOr5PkZPXkuDZqlzk9w4Gu2rVuGsakZg8bkTjIvMSGBvVvXU7JMeeo2ag7Akf07USYmMspxlqaaM+j1K65cOMVDD3fKVbLLlWu/C5mbD6tCpSrUrF0HN9f/uHXTjZpfpW1N87b1q5aR36oAXbr1BsDl0D4iwsNxnDaHDp3UP4tioqPYtc2JC2dP0ryVwwcdgxBCCCGEEP+rPl6jw08vpdgwISH9dpIphRtGRkbp7g8MDGThwoW0bNmS1q1z/3f7L7pyNTExkWnTprFnzx5sbGxYtWqVJtloaGiY7Ul/l1hra2tWrFiBkZER8+bNo27dujRt2pTLly8ze/Zsrdjc8i7396k9fPYKgBJFMn6du3hhdYn2k5cBAPi8DiUiKjb5uPTLt4sXzpd8TGCW92Cgn4epQ1rj5v4Ml7PuAFQuWwR9vTy43nmmibv/1J/wyBhqVS6R5TnfVVRkOM8eeRCX3LvwbeaWVhgYqr9m4aGZ9wTJiduuF/B6cI+23fujn1wd/fLJAwBKlq+iiStVQf3354/v5/o9ZMezJ4+YPm4Q/r7eGBgaMmX+kkwTqwnx8fw2Z7ImsdqsbUcmzV78zolVt0vneOjhTte+gzEwUP+Q9nrkCUD5ylU1ceUrqf/++MG9dzp/bnn+9BEzvx/Mq+T5+WHu71rJQ4A7112JjookKiKcYd1b071lba0/KT0u5zqOoHvL2jhvWZvldY+77CPwtT89BozU9CZOmZ9ylVLnJyVp+OThx58fmZv3l5CQwIvnXvh4v8gwplhx9c/HkKCgLM936fwZPO7e5rtBwzFI/o+fRw/UCzxWtkvtU57yd0+Pz3duhBBCCCGEEJ8PExMTFApFhm9tp7xBntEb7PPmzUOpVDJr1ru98ZpdX2zlakxMDOPHj+fcuXPY2tqyadMmrK2tNfvNzMwyfD3/7Uk3MzMjLi6O+Pj4NBWiKV+4N79A9erV4/jx45w6dYqAgABKlCihSbAC5M+vTiw6OTmluQd7e/t0F6bKzLve36d0/Z76l3S7ckUx0M9DXHyi1v4C+UwoWcwKpTKJ6/eea7bfvP+SRrXLYm9Xkgder9Kc196uJABu7s+yvIeRPRpT1DofQ5MrVAGsLdXz8/b9RETFUtAyd8vBAeaP6UtYSCBDJ/9EzfrN0uyPigwnPk6dULawtMrVayclJfH39nXkty6iqVAF9evTAHp6qc+QoZG6Ijj2EyzA4+v9gnmTRxEWEoyJqRnTfl6mldh8m1Kp5I+fZ3D10lkAOvXsz3fDxr3zdZOSktixaRUFCxelRbvUVd5DQ9RJ7jxvzI9Rcs/mmKiPPz9+3i/4acpowkKDMTY148ef/tBK3qUwz2dJ+cppF9hL8djzLkqlEhvb0uQ1NsGqYKFMrxsbE8OBnZsoX7kaNes00GwPS29+8qrbknzs+ZG5yR2b1q9ku9MG6tVvxKKl6fdtDnit/nmcv0DBTM+VlJTEhjXLKVykGB06favZHhysTsrqvzE3KX1vo6I+j3Y2QgghhBBCiM+bvr4+RYoUwdvbO9393t7eWFpaYvHGgrpv+vfffwFo2LBhuvvLly9P0aJFOX36dI7u74tMroaFhTF06FBu375NpUqV2LBhgyahmcLW1hY3NzdiY2PT9Cr18fFBoVBQokQJTeyNGzfw9vamVKlSWrEpX7iSJUtqbTc3N6dLly5a2+7evQtAmTJlANiyZQs+Pj5aMWPGjHnn5GpO7u9TeeEXzM37L6lR0YZe7b7C6cBlrf0DOqv7aB67eI/QiNSqzkOnb9GodlkGdKrH1sNXtI4pXjgfzeqUJy4+gX0nbmR6fVNjQyYNbMk5t4eccX2g2Z7SrqBwgdTFZXR1FeS3MCEwNPd/wS9nVxO388e5ePxwusnVc0f3oVKpKFKiFJYFMk/ovKtr50/g8/wJ/cbPQDdP6re4sak6iRwaHEjBIurF0cJD1JXAJmbp/wD6UOJiY1g4/XvCQoIxM7dg9m9rsC1dNtNjnDev5cr5UwD0Hjyab/sMytG1L54+xounjxkzZQ558qRWvJomLzwUEhRAkWLFk/+unh9T8489P7EsnjWBsNBgTM0tmPXLakqUSn9+atjXp4Z9/QzPNfjb5kSEhzFozA9UrlY7y2sf3b+DsJAgJkz/WWu7qZk5/r4vCQkKoEDyAmghwR9/fmRuck+NWvZsd9qAm+t/+Pv5UqiwdnsSH+8XXL18EYB69Rtleq5Tx4/y9PEjfpy1QOv7yjx5/IGBrzVVsEGB6rcWMvoPHyGEEEIIIUTWFDr/nxoDQK1atTh06BBeXl5aObBXr17x7NkzmjZtmuGxY8aMSXf7rl27CAwMZMyYMe9VtPjFtQWIi4tj+PDh3L59G3t7e7Zu3ZomsQrqSU9KSuLatWtpjr916xZlypTRLAZVq1YtANzc3NKcx9XVFVNTU0qXLg3A8ePHqVu3ribr/abjx4+jr6+Pvb09AKdPn+bBgwdaf8aOHfvOY36X+/sc/LpRPTeLJnShYa3UpEe7xnZMG9aWpKQkljhpLwi25dAV/ALC+LpGaRZN7IyurvrRLFzAnB2/DUVfLw/bXa7iHxie6bXHf9cMq3wmzF7xt9b26/deEJ+QSPsmdhRJTrD2+6YuhgZ6XLrx+L3H/LZWXfqgUOhy/9ZVDmxeqVkwKikpifP/HODIro3o6OjQud+oXL2uUpmIy84NFCpmS50m2q9Il66oruy7cOwAKpWKhIR4/jt1BIAylavn6n1kZe/2jfi+fI5CoWDS7MVZJla9n3uxf4cTAM0dOuY4sapUJrLbaS3FSpSkcct2WvsqJFc4/ntYnfhOiI/nzLHDAFSqWjNH18up/Tv+wvflc3QUCibOXJRh8jC3RUaE8/febVSrVZdK1Wpp7SuvmZ89AERHRXLpjPp7vaLdx5sfmZvcU9u+HhUqVSExMZFZU77H+2Vqe4Anjx8ydcJo4uPjadayDeUrVs7wPImJiWxat5ISJUvRyqGD1r4qVWsAcGi/MyqVivj4eP75W93Wo2qNrBPaQgghhBBCCAHQqVMnAJYuXUpSUhKgXvNoyZIlAPTo0SPDY8eOHZvuHysrK83+AQMG5PjevrjK1SVLlnDz5k1q1KjB+vXr01Slpmjfvj1r165lxYoV2Nvba16nX7NmDZGRkVqT3qJFC37++Wc2bNhA69atNdU0e/fu5dmzZwwaNAiFQp3sq1SpEqGhoezatYtWrVppeu5t2bKFBw8e8N1332Fubk5uepf7+xwcOHkLp4P/MaDT1xzfMB6PJ37o5dGlbAn1a6Wz/jzMf7eeah0TGR3HkJlb2bdsOOO/a05Ph6/weRVKpdKFMTTQ4+b9l/zw675Mr5vfwpixfZpy9PxdXO94ae0LDoti7e7zjO3bjJv7Z/DSP4SKpQoRHRPPwvXHcncCgGIly9Jn9BS2r1rM8f3bOX/sIAUL2xAS+IqIsBAUCl26D51Aldpf5+p1/zvhQoC/D0Mn/5TmmajbzIGTh3Zy7cJJvB7cIzEhgbCQQMpWqUGlGu9WTf0+EuLjOXbQGQB9A0N2bkz/deQUjnN+4cj+nSQlKQHwevSA6eMyTq42a9uR5m07prvv1NFD+Pt64zh7cZr5adK6PYf3bOPSmX95dN+dhIR4QoICqVytltbq8x9aQny8JklnYGDIrk2rM42fNGtxrrWWOOy8hajICHoOTJv0b9u5J6ePHeKw8xauXT5HeGgokRFhNGrhQLESH6dyXuYmd+no6DB34RImjBrEA08P+nXvgE1xW1SoePHMC5VKRc3adfhh+rxMz3P08H58vF8yd+GSNN9Xbdp1xHnHZk4f/wcP9zskJMQTFBhA9Zq1sa+bcVWxEEIIIYQQQrzp66+/xsHBgaNHj9KjRw/q1KnDzZs3uXbtGq1bt6ZJkyaa2D///BMgRwWOOfFFJVcDAgLYvn07AKVKlWL9+vXpxg0bNozSpUszaNAg1q9fT6dOnWjatCmPHz/m7Nmz1KxZk+7du2viLSws+OGHH5gzZw6dOnWibdu2vHr1in/++QdbW1uGDx+uiS1WrBj9+/fHycmJnj17Urt2bR4+fMj58+epXLky48ePz/Vxv8v9fS5Gzt3BfzefMrRrAyqVKYwOOly5/ZRVO8+x59/r6R5z2tWT+n1+YdqwtjSsXZYqZYvg8yqUg6dusXD9MaJj4zO95g+DWmGS14C5K/9Od//UpQcIi4xl8Lf1KW1TgMu3nvLj0gN4PPF77/Gm5+sW7SlqW4bj+7fx6O5NfJ4/xsTUgtoNW9CiU29KlKmQq9dLiI/jqPMmbEqXp8bXacvhjfIaM/GnlThvWIrn7Wvo6evToHVHvh0w5qMm5597PSY6uddibEw0nndvZxqfEB/Pffdbmv//NHnxoIxUrZl+ojg+Po49WzdQqmwFzSrvb8prbMK8pevYuOI37txwRU/fgJbtu9B/xPcfdX5evDU/D+5lPj8pi9q9r9CQIP45uAv7+k0pXb5Smv0FrAsz57e1bF6zhIce7hibmtKxR396DBiZK9fPDpmb3FeocBHWbXFm9zYnzp05ga/PS/Lo6VGlanVat+uIQ4fO6OrqZnh8XFwcWzaupVyFSjRu1jLNfmMTE/5YvYk/lyzi+tUr6Ovr06FzN0aNc/ysPhQUQgghhBBCfP5++eUXypQpw4EDB9i8eTNFihRh3LhxDB06VFP8CLBixQrg4yVXdVQqleqjXCkXnDx5ktGjR2cZ5+bmhpmZGSqVih07drBjxw5evHhBgQIFaNmyZYa9FI4ePcqGDRt4/Pgx5ubmNGjQgAkTJlCwoPZCHkqlkq1bt7J3715evnyJtbU1bdq0YejQoTnu0eDq6kq/fv3o168f06dPTzcmu/eXE0Y10u8/IeDIzrmf+hY+WwVNDT71LXzWlMov5ser+IxYm6f/RoZIVchcL+sgIYQQQggh/odtv57+4k6fqz61in3qW/hgvqjkqvhwJLmaMUmuZkySq5mT5KrICUmuZk2Sq0IIIYQQ4v87Sa5+PuSdPCGEEEIIIYQQQgghhMiBL6rnqhBCCCGEEEIIIYQQ/9+90WJUfGJSuSqEEEIIIYQQQgghhBA5IMlVIYQQQgghhBBCCCGEyAFpCyCEEEIIIYQQQgghxBdER/oCfDakclUIIYQQQgghhBBCCCFyQJKrQgghhBBCCCGEEEIIkQOSXBVCCCGEEEIIIYQQQogckJ6rQgghhBBCCCGEEEJ8QaRa8vMhXwshhBBCCCGEEEIIIYTIAUmuCiGEEEIIIYQQQgghRA5IWwAhhBBCCCGEEEIIIb4gOjo6n/oWRDKpXBVCCCGEEEIIIYQQQogckOSqEEIIIYQQQgghhBBC5IAkV4UQQgghhBBCCCGEECIHpOeqEEIIIYQQQgghhBBfEOm4+vmQylUhhBBCCCGEEEIIIYTIAUmuCiGEEEIIIYQQQgghRA5IWwAhhBBCCCGEEEIIIb4gOjrSGOBzIclVIbJgmVf/U9/CZ0tPV4rfM5f0qW/gs1XEwuhT38JnLT5Rnh0hhBBCCCGE+BJIclUIIYT4zBQy1/vUtyCEEEIIIYQQIhskuSqEEEIIIYQQQgghxBdE3iP9fMjXQgghhBBCCCGEEEIIIXJAkqtCCCGEEEIIIYQQQgiRA5JcFUIIIYQQQgghhBBCiByQnqtCCCGEEEIIIYQQQnxBdHR0PvUtiGRSuSqEEEIIIYQQQgghhBA5IMlVIYQQQgghhBBCCCGEyAFpCyCEEEIIIYQQQgghxBdEmgJ8PqRyVQghhBBCCCGEEEIIIXJAkqtCCCGEEEIIIYQQQgiRA5JcFUIIIYQQQgghhBBCiByQnqtCCCGEEEIIIYQQQnxBdKTp6mdDKleFEEIIIYQQQgghhBAiByS5KoQQQgghhBBCCCGEEDkgbQGEEEIIIYQQQgghhPiCKJC+AJ8LqVwVQgghhBBCCCGEEEKIHJDkqhBCCCGEEEIIIYQQQuSAtAUQ70xHR4dzmydRspgVNs2mZhjXu709I3s0onKZIsQlJHLngQ/Lt53myDn3DI+pWKoQ04c70OirspjmNeSFXzB7/r3O704niIlNSBNvkteAxZO60LFZdYwM9Lh08wk/Lj3Avce+6Z7/r/n96Ni8GpXaz+F1cMS7Dz4HfF4847DzZu7dukZIcCD6+gaUKFWOZm070qhluzTxi2dO4MaVCxmez9KqIKt3HtXadtP1Ijs3rsLnpRcW+fLT3KEznXoNRKFI+/mJ78tnTBrSg7ade9JvxIT3H+B78H7uxb6dm3G/eZXgoEAMDAywLV2OVu0607R1+3SPOX3sb44c2M3zp4/R09ejZJnydOzelzr1m6Qb/8DDnb9W/MaTR56YmJjRqEUbvhsyBn0DgzSxEeFhDOvVnqo17flx/u+5OdQc8X7hxaFdW3C/6aZ5dmxLl6O5QyeatEr77MTFxXJ0/y7+O3sCX+8XJCmVWFkX4quvG9OpZz/MzPOlOebhfXecVi7h6SNPjE1Nadi8Db0Hj0ZfP/35GdXnG+xq2jN57q8fZMw5kZSUxNABvfDxfsmx0/9lGHfU5RB7d+/gyeOH6OvpU7Z8BXr17U/Dxs3Sjb/nfps/fl/MQ08PTM3MaNWmHcNHf49BOs9OWFgoXTu0prZ9XRb+tizXxiaEEEIIIYQQ6dGRrgCfDUmuinc2Z3R7vrKzJTAkMsOY+eO+wXFgK5KSkvB44o+hQR4a1S5Lo9plmbvKhUXrj6U5pkZFG45v+B6TvAb4BYTh8cSPymUKM324A+2bVKXFoKVERsdpHbN2Th+6tKxJYEgkL/yCafl1Rb6yK0GdHgt54ReiFVupdGF6tK3Nks0nP1pi9frl8yz96UcS4uPQ0zegiI0tYSHB3He/wX33G9y6dpmxU+ej88ZPxZdejwEoW9Eu3eSomYWl1v9/9uQhv86eRFJSEsVKlCLwtT+7nVYTER5K/5GT0hy/22kNBoaGdOo1MJdH+26uXjrHL3OmEB8fh76+AcWK2xIaEsy92ze4d/sGN67+x8QZC7TmZvPaZezb4YSOjg7FbUsTHx/H3VvXuXvrOr0HjaRn/2Fa1wgJCmTWpJHEREdRrHhJwsJCOOS8jVe+PkxbsCTNPe3dvomY6Gj6DB71wcefFbf/zrNk3lTN/BRNfnY87tzA484Nbrn9x/hpP2nmJyI8jNkTh/P86SN0dHQoYF0YPX19/H1ecmj3Fi6d+Zc5v6+lcFEbzTVCggOZ98NoYqKjKFrclvDQEP7es51Xvj5MSSe5fGCnE7Ex0fQaOPKjzUN2rF25DI+77phbWGQYs2r5ErY6bUBHR4eSpcsQHxfHzetu3LzuxtCRYxk0VHtMQYEBjBs1hOioKErYliI0NJid2zbj4+PN4t//THP+rZs2EB0dxbBRY3N9fEIIIYQQQgghPl+SXBXvZPpwByYPbp1pTNuGVXAc2Iqg0Cg6jl7JdY8XALRvYsfWRYOYOcKBc1cfcvn2U80xBvp52LN0GCZ5DfhpzVF+XvcPKpWKIgXMcf5jOLUqFWfRxC6M+Wmn5pjyJa3p1Lw6tx94axKvs0a148ehbRnbpxk//LZP677mjG5PRHQsS5xO5OKMZCw0JIg/F80kIT6O5g6d6T9yEgaGhgC4XTrLyl9mc+n0McpWqELbzj0BiI6KJOCVH0Z5jflp+aZsXefgrk0olUpGTZ5D45btCQ0OxHFYT/495EznXoMws0itVvR67InrhVN06TMEM/OME1EfWkhwEL//NJ34+Dhate/C0LGOGBgaAXDlwhmW/jyTcyf/oVzFKnTo2htQJxv37XDC1MycOb+spGzFyur4i2f4de5Udm5aQ9Wa9lSyq665zuG924mJjqL3wBH0HDCc6OgofhjxHVcunuHpoweUKlteExscFMCRA7tp3NKB4ralP+JspBUaHMSyn2cQHx9Hi3adGTR6kmZ+XC+e4c9Fs7lw6hhlK1ahXZdeAKz7YyHPnz6iaHFbJs1aRIlSZQEIeOXHHwum43n3NkvmTeWXNds0CVmXvTuIiY6ix4DhdO83jJjoKKaO7s/VS2fxevyAkmVS5yckKIB/Du6mUYu22NiW+sgzkj6VSsVfa1eyZdP6TOMunj/LVqcNmJmbs3TFOipVtgPg/NlTzJw6iQ1rVlDrqzpUq15Tc8zuHVuJjopiyIgxDB42iqioKIb068H5M6d4+OA+5cpX1MQGBgSw13kHrR06ULJUmQ8zWCGEEEIIIYQQnyXpuSqyxTq/Kc5LhjJjhEOWsZMHtwJg5vJDmsQqgMtZdxas+weFQoHjoFZax/RpX4ei1vm4fOsJC9YeRaVSAeAbEEZvx/XEJyTS75u6FLIy0xxjb1cShULBnmPXNBWt6/dcBKBede3kT+3KJejQtBp/bDlFaERMDmbg3Z0+epCY6ChKlq3AkPE/ahKrAF/Vb0KvQaMBOLJ/h2b7i+Sq1aLFS2b7Oo883DEwNKJhc/XXxsLSCvv6TVEqlTx+cE8rdtfGVRibmNG+a58cjys3nDhygJjoKEqXq8ioSdM1iUOAug2b0m+Yuvrv0J7tmu17tv0FQL9h4zSJVYC6DZrSs/8wVCoVe7dv1LqO5707ALT+pisAefMa0zi5FcP9u7e0YndvXk+SMpFeA0fk1jBz7GTys1OqbAWGT5imNT91GjSlz5AxgDo5ChAU8IrL506iUCj4ftpPmsQqQAHrwjjO+QVDo7w8feSJx50bmn0PY5DNLAAAIABJREFUPdQtOlq1/xYAo7zGNGqhfo48797Wuqc9WzeQpFTSvf/wDzDidxcUGMDUSWP5a92qLGM3b1wHwKixEzWJVYBGTZozaNgoVCoVWzZqJ2jd76ifj87fdgfA2NiY1g4dALhz66ZW7KYNq1EmJjJk+OicD0gIIYQQQgghxBfpi0yuBgQEMGvWLBo3bkyVKlWoX78+jo6OvHz5Mk3swYMH6dSpE9WrV6dRo0YsXLiQqKiodM979uxZevToQY0aNahXrx7Tpk0jKCgo3djdu3fzzTffYGdnR+PGjZk9ezavXr3K8Ziio6Np1qwZCxYsyDJWqVTSpUsXxo0bl+PrvYvmdStw5+AsOjSthl9AGDOXH8owtpSNFXWrlSI+IZHd/1xLs3/zAXU/xBb1KmBukpow6tPeHoBtf19Nc8wLvxBOXfFET0+Xjs1SqxJTEq1BYalfz5RWBeamRlrnmDu2A6+DI1ix/UyW480tHneuA2Bfv2m6r/fXrNsQgAB/XyIjwoHUlgDvUhkYEhyIsYmp1jVMzdRVqVGRqe0PPO/e4pbbf3zTox95jU3ecTS5y/2m+tmo16hZunPzVT313LxOnhtf7xd43rtDnjx5aNyibZr4lu06A3DL7TKREaljDgkKBMDMzFyzLaVi98258ff15sSRA7Rs15lChYu+7/De273b6menTsP056dWXe35uXf7OiqVioKFi1KqXMU08fksrSidXGn59KGnZntIsHp+TM1T58c0g/k5dfQgzR06Yf0ZzI/r5Ut07+zA+bOnyW9lxcixGfcOfvniOXfv3CJPnjy0apu2T22HTurE8tUrl4hI/j4EdfIW0KrwtkiuAo98I87H+yWHD+zlm85dKVK02PsNTAghhBBCCCGySecL+9//si8uuRoQEEC3bt3YvXs3pUuX5rvvvsPOzg4XFxe6du3Ks2fPNLFr165lypQpJCUl0bdvXypUqICTkxODBw8mPj5e67wuLi4MHz6coKAgevXqRd26dTlw4AA9e/YkPDxcK3bu3LnMmjWLwMBAOnfuTL169Th06BDdunXTun52JSYm4ujoiI+PT7bi586dy71797IOzCUVSxXCJK8B211cqd3tZ1zvPMsw1r6KLQDuj3yJjo1Psz8gJJKnLwPQ18uDfVV1rEKhQ42K6j6QV95oFfCmq+7qa9avmfq6dlhyBapVPlPNtoKW6r+HhEVrtjWxL0ezOhX4beNxomLS3tOH0r3/SEb9MIevMlhoKS42tYI2SakE4HlycrVYiewnV41NTIkID9NU+wKEhQYDYGKaWum7c+NKLCzz06Zjj2yf+0PpM3gU43+cS90GTdPdH/vG3CiViTy8fxcA29JlMTQyShNvkc+SQkWKkZiYyAOPO5rtxibq5yEsLLX/bnpzs2PjGhS6eejeb8h7jCr39Bo4kjFT5mCfjWdHqVRSuVotHGcv5ruhGX/gEhcTq4lPYWysnp/w0NT5CQ9JOz+7ndai0NWla9/PY368nj4hJjqaNu2+YbvzYarYVcsw1uOu+nkoU7Y8RkZ50+y3tMxP0WI2JCYmcvdOarVuyvhDQ1LnJiR5bt5MuG5YswLdPHkYMOTTVzwLIYQQQgghhPj4vrieq3/++Sd+fn5MnTqVgQNTF+Q5dOgQkydPZtGiRaxZswYfHx+WL19OjRo12Lp1K3p6egAsW7aMVatW4ezsTN++fQGIiopi3rx52NjYcPDgQUxM1FV99evXZ/r06axevZopU6YA4Orqyo4dOyhRogTbt2+nQIECAPTr14/u3bszc+ZMtm7dmu3xhIaGMnHiRC5dupRlbExMDDNmzMDFxSXb588N1+49p16vxdx5mHXyt5SNej6e+wRmGPPCL5hSNgUobVOAE9ynmLUFRob6ADzzSb9S+IVfsNb5ITUR26NNbVbvPEtUTDyDvq0PwKWbTzRxc0d3wNs/hLXOF7K8/9xUrpId5SrZZbjf7b9zAJhZ5NNUC6ZUrhawLszxv/dy9+ZVoiIisCxQEPsGTfnq6ybpXKcq1/47x7njLjRp3YHQkCCuXzlPHj09ylRQvz5/8+olPN1vMmjMZK32BJ9KhcpVqVC5aob7XS+eBcDcIh9m5vnw81FXpRcslHHVZAHrwvj7emtiASpUqcYjz3scO7yP3gNHEBMdzflT6sXUKtnVAOCF1xPOn/qHjt37kt+q4PsOLVdk/eycBdTPjpm5BTo6OtRrbJ1h/Gt/P549fQiAjW1qy4nylavy+ME9jv+9nx4DhhMTE82F0/8CUDG5d+0LrydcPH2M9l37YGlVIO3JP4FKVexw2rFXq+9pRrxfqluTFC6a8bNTqFARfLxfamIB7KpW5/49dw7u282QEWOIjo7ixLEjAFRN7s369Mkjjh87Qs8+/SlQ4PN4doQQQgghhBBCfFxfXHL15MmTWFpa0r9/f63tHTt2ZMWKFVy8eJGkpCScnZ1JTExk+PDhmsQqwIgRI9iyZQt79uzRJFePHDlCWFgY48aN0yRWAbp27cqGDRvYv38/jo6O6OrqcuSI+pfr8ePHaxKrAJUqVaJz5844Ozvj4eFBpUqVshyLi4sLP//8M0FBQdSvXz/TBOuFCxeYPXs2Pj4+NGjQgIsXL2ZvwnLBldte2Y4tkE89f0FvVI6+LSRcvS+/hTo2pfI0Ni4h3WpXSK1EtbIw1my789CHfy7cpW3DKngemUdgSCQVShUiKDSKP7edBtSLaNlXLcno+TuJT0jM9jg+tNDgQP523gJA/aZtNAsMvXymTgqv+nUusTHac3j+xBGqf/U1E2YuwvCNCryOPfpz0/Uia36fx5F92wl45UdMdBQde/TH1MwClUrFbqfVFChUhOYOnT/SCHMuJCiQ/Ts3A9CoRVt0dHQIS66sNHvj9fW3mZqpKw3Dw0I12zp824uTRw6yy2ktF08fJzwshPCwUBo2a4VtaXVf0m0bVmJgaMS3vQeme97PTUhwIAd3qZ+dhs1Sn53MbFu/nMSEBCzy5ceupr1mu0OXnpz65xDOW9Zx6exxIsJCCQ8LpX7TVpq+rTs3rsLA0IguvQZ8kPHkRNVqNbIdG5JceWqeyQJuKc9V2BsVvN179cXl0D7+WreKk8ePERYaQmhoCC1ataVM2XIArF21HEMjI/oNHJqTYQghhBBCCCFEjmXjV0HxkXxRbQGUSiXDhw9nzJgx6fYh1NfXJyEhgcTERNzc3ACwt7fXijEwMKB69ep4enoSkdybMSW2Tp06ac5pb29PaGgojx49AtC8ul+tWtrXUMuXV6+sff369WyNZ/fu3RgaGrJmzRqGD898kZhDhw4RExPDokWLmDVrVrbO/ykYGqoT2bEZJEkBYmITADAy0NP6Z0xcQsbHxKnPZ2igp7W97+SNrNl9HoDihS05fsmD5oOW4BsQho6ODrNGtufJiwA2H7qsOcbU2JCiBS2ylZT6EGJjYvh1tiNRkRGYmlvQKTlpFfjaX9Pn0rpwMaYtXMHmwxf4a98pRjrOxsTUnFtu/7Hq17la5ytXqSpTFyyjZJkK+Ho/x9jElN6Dx9BrsHrRoyvnT+H1yJOufYeSJ/mDhqSkJIICXhETnX7/4U8lNiaGBTMmEhUZgZm5BV37DAIgPk79Sru+QcZVt/r6hsmxcZpthYoUY8Gy9VSuVpNX/j4odHXp3LM/3/84H4BH9+9x5eIZOnbvq/Wqd1Dga62+mp+L2JgYFs+cpJmfLtlICB/avYVLZ44D0HvIaPT1DTT7ChUpxryl66hUtSav/XxRKHTp2KMfY6eon7HHnve4euksHbr20VRXAwQHBnyW85OeuORnxyCTZ8fAwCA5NvXZKVrMhpXrNlO9Zm38fL1R6Cro028QM+ctBMDjnjvnz5yiV5/+mFukzk1AwGvCw8M+xFCEEEIIIYQQQnyGvqjKVV1d3TQVqymePHnC06dPKV68OPr6+rx48QIrKyuMjY3TxBZNfj3Uy8uLqlWrahbCsrGxSRNbrFgxTWyFChU0VbBv92wFNMlaX1/fbI1n1KhR1KxZEwMDA1xdXTON7dmzJ3PmzMHExITnz59n6/yfglKpyjJGoVAnNVWoY5VJSVkfo6NOpqveOn10bDwTFjkzYZFzmmN6tKmFXbmiDJzmhFKZhEleA9bN7cs3Tauhq6vALyCMKb/vZ8+/2UuG54bYmGgWz5zAY8+7KBS6jJkyH4t8+QHQ0dGhQ7fviIwIY8Aox9TqVCMjmrTuQLESJZkxfhCuF07x0MNd67XxqrXqUrVW3TTXS1Iqcd68hiI2tppV4K9ePMPGPxcTEhyIjkJB7XqNGDFxJiZmGVeFfgwx0dH89ON4Hnq4o9DVZeKMBeSzVM+NQqGb5fEqlfo5ejtnXqZ8JRYu/yvdY7as/1Od4O6urmL3uHOTZYtma1oL2FWvzbipc7EuXCSnw8o1MTHRLJz+PY/uq5+dcdPmY5E8Pxk5un8XW9YuA6BRCweat+2YJqZ0uYrM/2N9usdv/2slpmbmdOjWB4D77jdZ8ctc/JPnp3L1WoyZPIeChT79/GRENxvPTpLm2dF+eCpUqszqDVvSPWbNij8wt7CgV98BANy+eZ2f5kzXtBaoWdueGXMWULjIp18ATAghhBBCCCHEh/NFVa5mJCkpifnz55OUlET37t0BdS9TU1PTdONTtkdGqleWDwkJQV9fH8N0elGmtAlIia1SpQoAJ06c0IpTqVScOaNeiT7ijdXKM1OvXj1NxVRWateurdWy4HMVHaOu/DJ4q8L0TQb66px+SgVryiJThvoZ5/pTjomNy96CVHnyKJgxoh3uD33YfUydPP31h2/p3KIGO45cZdS8HYSER+P0c3+a2JfL1jnfV3hoCPMnj8Tj9nV0FApGOs6i+lf1NPvzF7Cm77DxjJg0S+u1/xRlKlTBroa6EvvGlfPZuua5Ey74vnxG9/4jUOjq8srPmz8W/IiOQsHgcVNx6NyTa/+d47c5P+TOIHMoLDSYmROH437rGgqFgvFT5lDT/mvN/pRFrN6sSn1bQoL62cisuvVNd264cfu6K9/2GkBeYxOioyL5adr3hIeFMHj0JHoPHMH9e7eZ7TiShHQ+TPmYwkJDmDtpBPduXUehUDB68mxqfPV1psc4b17HXyt+BaBW3QaM+uHdKt7db7px57ornXqmzs+iGRMJDw1hwMiJ9BgwnAf37jBv8uhPPj+Z0Tw78Zk8O/Hqn0XZ/Xl83c0VN9fL9O0/GGMTE6IiI/lhwmhCQ0IYN3EKQ0aMwf32TcaPGpLuB3FCCCGEEEII8b4U6HxRf/6XfVGVq+lRqVTMmjWLy5cvU6VKFU1la2JiIvr6+ukek7I95RXQd4nt1q0bmzZtYuXKlZiYmODg4EBMTAyrV6/WtA5QvV1e+f9IUJj6NXNLs7TJwRSW5upq4sAQdcI6OFR9jJGhPoYGesSm0x7A0kL7mKwM6PQ1pYsXoNuEtahUKgpamtK7nT2Xbz1h2OxtgHpBrBv7ZjChXwvOXn2YzRHmzCs/bxZMHcMrX290dXUZPXku9Zu1eefz2JYux53rVwh47Z9lbGJCAnu3rse2THnqNmoOwNH9O1EmJjLScZam0jXw9at0q2E/Fn9fb2Y5jsLf5yW6unn4fto8GrdoqxVjmlxVm9mr6BFh6lexzc3zZeu6W9f/iWV+K9p16QHAcZcDREaEM9pxJq07dAHU1aIHdm3h8oXTNGr+7l+v3ODv6838yaPxT352xk6dR8NM7kWpVLJu6c+cPHoQgDoNmjJh5kKt3tPZseOvleTLb0XbzuoPrE4ePUhkRDgjJk6nZfvk+YmO5rDzVlwvnqFBs9Y5HOGHlfLKfnhYxq/qhyX36bXIZ5mtc65Z8QdWVgXo2kNd0Xv44F4iwsOZOmMuHbt0AyA6KoodWzdx7sxJWrZ2eJ8hCCGEEEIIIYT4jH3RlauJiYlMmzaNPXv2YGNjw6pVqzTJUENDQxIS0u/hmVJJZJRc0fQusdbW1qxYsQIjIyPmzZtH3bp1adq0KZcvX2b27Nlasf8fPXz2CoASRTJ+Xbl4YXUC48nLAAB8XocSERWbfFz6yY3ihfMlHxOY5T0Y6Odh6pDWuLk/w+WsOwCVyxZBXy8PrneeaeLuP/UnPDKGWpVLZHnO9/H86SNmfT+YV77eGBga8sPc3zNMrKpUqkyrAFNaKeTJk/XnIidc9hH42p+eA0ZqXnf2euQJqPu0pkhJqD55eC97A8pFXk8eMmX0QPx9XmJgaMj0n5ekSawCFCtuC8Br/4xbbrx+5QdA4WJp23u8zfXSWR54uNP9u6GaXpxPkuemQuXUuSmf/PdHnh9/bgCePXnE9HGD8E9+dqbMX5JpYjUhPp7f5kzWJFabte3IpNmL3zmx6nbpHA893Onad7BmflKenfJvzk/yc/T4waeZn+woYVsSAD8/nwxj/P3Uz1Uxm+JZnu/CudPcdb/NgCEjNG87PLjvAUCVqtU1cXbJf79/zz1nNy6EEEIIIYQQ4ovwxVauxsTEMH78eM6dO4etrS2bNm3C2tpas9/MzCzD1/NTtqe0BzAzMyMuLo74+Pg0Fawp7QDebDFQr149jh8/zqlTpwgICKBEiRKaBCtA/vzqxKKTk1Oae7C3t0934az/FdfvqfsN2pUrioF+HuLiE7X2F8hnQsliViiVSVy/l9o79ub9lzSqXRZ7u5I88HqV5rz2duoEiZv7syzvYWSPxhS1zsfQ5ApVAGtL9dfv7fuJiIqloKVZ9gaXA37eL1gwZTRhocEYm5ox9ac/tBKbb9qx4U9c9m6jcvWvmL5oRboxzx+rK2yLFi+Z6XVjY2I4sHMT5StXo0adBprtYSHBAOTRS33OjfKq203ERH3cxa18vZ8za9JIwkKCMTE1Y9ai5VSoknahOIAy5SsD6mRsfFwc+m+9vh0aEswrPx8UCgVlK1TO9LpJSUls27AK68JFadWhc+o5goMA0NNPTUTmzauumP7YcwPg6/2CeZNHaeZn2s/LtBKbb1Mqlfwfe/cdXkW19XH8m0IS0uk1tIBCIHRCU6Q3kSZFka4QEBApooLSvAKigiLSVYpECUiTLiCodJBeQicQAqRDejl5/zjkhGMKEFrC+/vcJ484s/aemZWTPNfFnrW/mfQJ+3ftAKD9G73o0f+9h76uwWDA56dZFCxSjKav3pOf9D47Ds8uPw+qgoexlcv5s37ExcWlefU/NDSE6wHXsLS0pELFSpnOZTAYmPv9DIoWK067Dp3M5gCwufez42jMTVQ2zo2IiIiIiIg8uhy5cjUiIoJevXqxc+dOPDw88PHxoWhR8w1VSpUqRUhICLGxsWnGBwQYizAlS5Y0xQJcu3YtTWzKsdKlzYtZLi4udOzYEW9vb1q2bImtrS0nTpwAoGzZsgAsXryYmTNnmn3t37//0R4+m/MPDOXw6avY2ebizVdrpTnfu4OxT+Smf04SfifGdHzN9iPG8+3rphlTokgeGtd+kbj4BH77499Mr+/kYMeIPs3YeeAsf+7zMx1PaVdQpEDqpk1WVpbkc3UkOPzBWg08rLjYWKaOHUZEeChOLq6M+2puhoVVgJLuL5CUlMTpY/8SdHcV5r0uXzjL8SMHsLC0pPbLjTO99oaVPkSEhfBGn3fNjqdsWhUWEmQ6Fh5qXA18727wT1pcbAyfffw+EWGhOLu48vm38zMsrAIUKlKUMuXKkxAfz44/1qc5v2XdKgBq1H4JR6fMi+V/bdvElYvneKN3f6ytU4thzi7G3IQGp+YmLORublyfXm7AmJ/JY1LzM2HavEwLqwC+i+ay969tAHR7e1CWCqsA/2zfhP/F83Tp2c8sP07pfHZM+XmKn52HVaRoMV4oX4H4+Hg2b/g9zfm1q1YAULd+A5zvs6nbH5vWc+H8Wfr2fxfre1YDu9x9/qCg1NyEBBlz4/KUPzsiIiIiIvL/g4VFzvp6nuW44mpcXBze3t4cPXoULy8vlixZYlopeq8aNWpgMBg4ePBgmvFHjhyhbNmypg2iatSoAcCBAwfSzLNv3z6cnJxwd3cHYMuWLdSpU4fNmzenid2yZQs2NjZ4eRk3Hdq+fTt+fn5mX0OGDHm0BOQAX/5ozM2UYR15uUY50/FXX/FkdP9WGAwGpi003xBs8Zq9BAZFUK+aO1OGd8DKyvjRLFLABZ+v+mGTy5ql6/ZzIzjjnpsAQ3s0Jn8eR8bNNC+iHDrpT3xCIm0aelL0boG1Z9s62NnmYte/5x/5mdOzyucHrl+9goWlJcM+nULJMuUyjfeq34hCRYuTkBDPtIkfcuue15jP+53ky7HDSTYYaN7mdQoVKZ7hPJF3brNuxc9UrlEHjyo1zM69WNFYwNyydjkA0VGR7PrT+P2q4Fk9S8+ZFb5LfiDA/zKWlpZ8OOFLSrvff1Oxzt37AvDjrOkcP5z6c71v1w6WLZ6HhYUFr3frnekcSYmJ+Pw0B7eSpWnUvI3ZuQqVjK9xb1yzwtSeYevGtQBUqvz0cgOwYumPXL96BUtLS0aM+4JS7pl/dq5ducRKn4UANGndjtff6pul6yYlJbJs4VyKlyzNK81eNTtX/u5nZ/Pa30z5+XOTMT8eTzk/D6tX3/4AzJg+lX8Ppv4F1987t/PT/NlYWFjQo/fbmc6RmJjI/DkzKVW6DK1ebWt2rnLVagCsXrGM5ORk4uPjWb/WWPCvVr3m43wUERERERERyWZyXFuAadOmcfjwYapVq8b8+fNNPe/+q02bNsydO5eZM2fi5eVlet1/zpw5REZG0rVrV1Ns06ZNmTRpEgsWLKBFixa43l1ptGLFCi5fvkzfvn2xtDQW+zw8PAgPD+fXX3+lefPmpl6Wixcvxs/Pjx49euDikvnqp+fdqq1HWLh6N73b12PLgqGcuhBILmsrypUsCMDY79ay+8hFszGR0XG88+kSfvvWm6E9mvBG61oE3AzHw70Idra5OHz6Kh98+Vum183n6sCQtxqx4a8T7Dt2yexcaEQUc5f9xZDujTm88hOu3gijQpnCRMfEM3n+psebAIy9LzffLWDa2tqx7KfZmcYPH/sFrnnzM3zsVD7/aBAXz57i/T4dKVK8JAZDEtevGlsoVK/zMj0HDM90rrW+i4mKvJNm1SpAqw5v8OemNaz1XczBPTu5HR5O5J0IXm7amuIlM2818LgkxMezYfUywJibn3/4PtP4jyZ8SZ58+anfsBlNW7dj64Y1jHm/H26lypCUmMj1a8ZWFN3fGYxH5WqZzvXHhtXcCLjKhxOmmn6mUzRu+RqrfZfw9/bN+J06TmJCPKEhwVSqWoNqXvUe4YkfTkJ8PJtW+wJgY2vHLz/OyjR+5PiprF/5CwZDEgCXzvkx5r2Mi6uNW7WjSat26Z7btmENN65fY+S4L9Lkp2GLNqxd/jO7/tzMudPHSUiIJywkmIpValC1VtoV59lJ46YtaNOuI+vWrGRQ/96ULuNOYmIiV/2NP1feg4ZSpVqNTOf4ffVvBFy7yudTp6fJTes27fFZspA/Nm/gxPGjJMTHExwcRLUatahd96UMZhQREREREZHnQY4qrgYFBbF06VIAypQpw/z589ON69+/P+7u7vTt25f58+fTvn17GjVqxPnz59mxYwfVq1enS5cupnhXV1c++OADxo8fT/v27WnVqhU3b95k48aNlCpVCm9vb1Ns8eLF6dWrFwsXLuSNN96gZs2anD17lr/++ouKFSsydOjQJ5uEHGLgBB92H75Iv04v4VG2CBZYsPfoRWb9spPlmw+lO2b7vjPUf2sqo/u34uWa5ahUrigBN8NZve0Ik+dvIjo2442eAD7o2xxHe1smfJ/21V+Aj6avIiIylrdfr4+7WwH2HLnIx9NXcepC2lfwH5X/pfNERxnbDcTGRON38mim8Skbp5Vyf4Ev5/7CWt/FHNrzNzeuX8XGxpbylarSsEVbGrZ4zVTQT094WAibVv9KrfqNcH/RI835AoWKMO6ruSyaM41zp47j4OREu6696NJ74CM87cO5fPEcUXd7GcfERHP6+JFM4+Pv2eBryKhxeHhWY9PaFVy5dJ7kZOMGVG1ef5MGmWz0BBAfF8eyxfNxf6EC9V5pmua8vYMjn3+zgPnfTeXooX3Y2NjS4rXX6fPusDTFtCfpyn8+O2dOZP7ZSYiPN8vhxbsbT2WkcvX0ez7Hx8exfMkCypQrT50GTdKct3dwZOL0efw48yuO/buPXDa2NGvTkV4D3n+q+cmq0WM/o0rV6qz6bRkXz58nmWQqVa5Klze706xF60zHxsXF8dOCObxY3oNGTZqnOe/g6Mis+YuY/uUkDuzbi42tDe06dmbIsFE5IjciIiIiIpLzPO+v2uckFsnJycnP+iYe1NatWxk0aNB94w4cOICzszPJycn4+Pjg4+ODv78/BQoUoFmzZgwePNhsg6oUGzZsYMGCBZw/fx4XFxdeeuklhg0bRsGCBc3ikpKSWLJkCStWrODq1asUKlSIli1b0q9fv3TnfRD79u2jZ8+e9OzZkzFjxmQae+XKFZo3b06LFi2YMWNGlq73X7mrDX4s8zyP9qyZ/KxvIdvKbWP1rG8hW0tIMjzrW8i2irrmfta3kK3lddDPloiIiIiIZGzL6aD7B2UjzSsUeNa38MTkqOKqPDkqrmZMxdWMqbiaORVXM6biauZUXBURERERkcyouJp96H1FERERERERERERkSzIUT1XRURERERERERE/r+zQE1XswutXBURERERERERERHJAhVXRURERERERERERLJAbQFERERERERERERyEEt1Bcg2tHJVREREREREREREJAtUXBURERERERERERHJArUFEBERERERERERyUEsUF+A7EIrV0VERERERERERESyQMVVERERERERERERkSxQcVVEREREREREREQkC9RzVUREREREREREJAexUMvVbEMrV0VERERERERERESyQMVVERERERH86HAYAAAgAElEQVQRERERkSxQWwAREREREREREZEcxAL1BcgutHJVREREREREREREJAtUXBURERERERERERHJAhVXRURERERERERERLJAPVdFRERERERERERyEEu1XM02VFwVuY8kQ/KzvoVsKyI64VnfQrZWpqDDs76FbMuQnIylhf7fgIiIiIiIiORsKq6KiMgzkdfB6lnfgoiIiIiIiMgjUXFVREREREREREQkB7FAbwJmF9rQSkRERERERERERCQLVFwVERERERERERERyQK1BRAREREREREREclBtD9w9qGVqyIiIiIiIiIiIiJZoOKqiIiIiIiIiIiISBaouCoiIiIiIiIiIiKSBeq5KiIiIiIiIiIikoOo5Wr2oZWrIiIiIiIiIiIiIlmg4qqIiIiIiIiIiIhIFqgtgIiIiIiIiIiISA5iaaHGANmFVq6KiIiIiIiIiIiIZIGKqyIiIiIiIiIiIiJZoOKqiIiIiIiIiIiISBao56qIiIiIiIiIiEgOoo6r2YdWroqIiIiIiIiIiIhkgYqrIiIiIiIiIiIiIlmgtgDy0CwsLNi5aASli+fHrfFHGcZ1a+PFwK4NqFi2KHEJiRzzC2DGz9tZv/N4hmMqlCnMGO/WNKhVDid7O/wDQ1m++RBfL/yDmNiENPGO9rZ8MaIj7RpXJbdtLnYdvsDH01dx8vz1dOf/4bOetGtSBY8247kVeufhHz4LAvwvs275Yk4ePUh4aDA2NraUKFOORi3b83LT1umOuXjuNOt8F3PmxGHu3I7AxTUv1bxeomP3fuTJlz9N/PkzJ1gyZxqXz/vh4OREvYYt6NLnXWxsbNPERt6O4P3e7alYtRbDxk597M/7MK5fvcz65Us4lZIbW1vcSpejYct2vNQkbW4MSUlsW/8bf29dR4D/ZQCKFC/JS01a06xtZ6ys0v5KO3/mBEvnTefKeT/sHZ2o16gFnXoNTD83dyIY0acDHlVrMfSTLx7782aVwWDAu3c3Aq5dZcP2XQ80ZpnPYmZ8/QVffzeHOvVeTjfmxLEjzJg2lXN+p3FydqF5qzb0f/c9bGxs0sSGh4XRuV0L6tR7mc+mfP1IzyMiIiIiIiKPSH0Bsg0VV+WhjR/UhlqepQgOi8ww5rP32jKyT3MMBgOnLtzAztaaBjXL0aBmOSbMWseU+ZvSjKlWwY0tC97H0d6WwKAITl0IpGLZIozxbk2bhpVp2nc6kdFxZmPmjn+Ljs2qExwWiX9gKM3qVaCWZ0lqd52Mf2CYWayHexG6tqrJtEVbn1ph9dDev5jx+WgS4uPIZWNL0eKliAgP4czxw5w5fpijB3cz6MPPsLBI/a3456Y1/PDtZAyGJFzz5qOoWymuX73Mtg0rObR3J+OmLaBQkeKm+PDQYCZ/PJiY6CiKupXidkQYG1b6cOvGdYaP+zLNPa31XURMTDSdew14KjnIyL97/2bm5NTcFHErye3wUPxOHMbvxGGOHdzDwFETTblJSkrkm4mjOLL/HwAKFi6GpZUV/hfPsvSCH8cO7mb4hOlYW6f+WgsPDeaL0UOIjUnNzcaVPtwKDOD9sWlz8/vd3HTq4f10kvCA5s2awamTx3FxcX2g+NMnjzN/1oxMY4KCbvH+u+8QExNDqdJlCA0N4ZclP3HjegD/mzo9Tfzin+YRFxtLv4FDsvQMIiIiIiIiIs8jtQWQhzLGuzWj3m6RaUyrlysxsk9zQsKjaNDjK2p1mYRnu4l0HjaX2LgEPh3QmrpVypiNsbWxZvn0/jja2/K/ORtwb/EJ9d+aikeb8Rw65U+VF4szZXhHszEvli5E+yZVOep3jQptxlHt9f8xef5GXJ3sGfJW4zT3NX5QG+5ExzJt4R+PnogHEBEWwqwvxpIQH0ejVu2Zt3wrU+b4MPvXzQwb9yW57R3Y/edmNq9ZZhpz8dxpFnw7ieRkAz28hzFz6Qa+mPMLMxavpVwFT8JDQ1jwzSSz62xc9Qsx0VF06tGfrxYs59tFayhWojQHd+/g8gU/s9iwkGC2rPXlpcatKF7S/HvwNEWEhTB7qjE3DVu2Z/ayP5g0y4eZPpsY+ulU7HI7sGfHZras9TWN2bbuN47s/we73A58PGUWX/+0ii8XrOCTr+bj6OTM8X/3sX75YrPrbF79K7ExUXTs3p8v5vky7afVFHUrzaE9O7ly4axZbHhoMFt/X079Ri0p9gxzc6/k5GR+mPs9S36a/8BjThw7woghA4iJick0btnPi4iJiaH/oKEsXfE7y9dspkTJ0vy5bQsXz58zi7118warViyjVZt2lChZKiuPIiIiIiIiIvJcUnFVHkihfE74TuvHJwPSf439XqPebg7ApzPWcOiUv+n4uh3H+XzeRiwtLRnZt7nZmLfa1KZYoTzsOXKBz+duIDk5GYDrQRF0Gzmf+IREeratQ+H8zqYxXp6lsbS0ZPmmg6YVrfOXG1c11q1qXhyrWbEkrzWqwjeLtxF+J/Oi0+Py58Y1xERHUapsed5+72Ns7exM52rVa0jXPu8CsHHlL6bjPvO+Jdlg4LUuPWnVsRuWlsYf0Tz5CvDuh8ZVnCePHCDoZqBpzLnTxjYLTV41Fp9z2ztQv3ErAM6ePGp2T6t8FpCUlMTrPfo9gSd+cDs2rSE2xpibPkM+MstNzXoN6XI3N5tW+ZiO79q+EYC2b/TGo0pN0/EXPCrT8e5K03+2rTe7TkpuGrfuAKTkpiUAZ0+Z52a1zw8kJSXRofuzzU2KkOAgPh7xHj/Om/VA8UlJSfj6LGFw/95ERITfN/7E8SMAtO/YBQBHJyeatTT+fB87etgs9qf5s0k2GOjTb+DDPIKIiIiIiIg8IRY57H/PsxxZXA0KCmLs2LG88sorVKpUifr16zNy5EiuXr2aJnb16tW0b9+eqlWr0qBBAyZPnkxUVFS68+7YsYOuXbtSrVo16taty+jRowkJCUk3dtmyZbRt2xZPT09eeeUVxo0bx82bN7P8TNHR0TRu3JjPP/883fPx8fHMmTOH1q1b4+npSY0aNejTpw/79u3L8jUfVJM65Tm2eiyvNapCYFAEn85Yk2FsGbf81KlShviERJZtPJjm/KJVuwFoWrc8Lo65TcffauMFwM+/708zxj8wjG17z5ArlxXtGlc1HU8ptIZEpH4/U1oVuDjlNptjwpDXuBV6h5lL/7zv8z4up44dAsCrfiNTkfRe1Wob+2AG3bxO5J3bhATd5PTxf8lt70C7N/qkiS9UpDjdvYfR692R/3n13fgZdXR2MR1zcjH+OToytXXDzcBr/LlpDY1atqNg4WKP4Qmz7vTxfwFjITXd3Hi9BEDwzUCi7twGICwkCAC3Uu5p4kuXLQ9AyC3zn8GIsGDAPDeOzsZX66MjU1tD3AoMYMfmNTRs8exzA7Bvzy7e6Pgqf+/cTr58+Rkw+P1M42NjYujTrRPffj2FpKQk3hkwmAIFC2U6JiQ4GAsLC5xdUnPj6poHgMi7OQe4dvUK69eupl3HLhQuUvQRnkpERERERETk+ZPjiqtBQUF07tyZZcuW4e7uTo8ePfD09GTdunV06tSJy5cvm2Lnzp3Lhx9+iMFgoHv37pQvX56FCxfy9ttvEx8fbzbvunXr8Pb2JiQkhDfffJM6deqwatUq3njjDW7fvm0WO2HCBMaOHUtwcDAdOnSgbt26rFmzhs6dO5td/0ElJiYycuRIAgIC0j1vMBgYOHAg06dPx8rKijfffJPmzZtz+PBhevfuzcaNGx/6mg+jQpnCONrbsnTdPmp2nsS+Y5czjPWqVAqA4+euEx0bn+Z8UFgkF68GYZPLGq/KxlhLSwuqVXADYO/Ri+nOu/+48Zr1q6cW1iLurkDNn8fJdKxgXuOfwyKiTccaer1A49rl+erHLUTFpL2nJ6VzrwEMGDmOmvVeSfd8XGzqClpDUhInjxwkOTkZjyo1yW3vkO6YVh3epEW7ruTJV8B0zN7BEYDb4amrFW+HG/vNOjilrvT9bck8rKys6NDt7aw/1GPSqYc3/YePpcYD5CYpKQmAPPkLAqR5nR/gmr/xc5PvPwVFewfj5+HOPSs5b0eEAua5WfmzMTft3uz70M/yJFy+dIGY6GhavtqWJb5rqOhZJdP42NhYLpw/Sxn3csyct/CBVpg6OjqRnJxMeHhqb+KwMGNunO8pRs+f/R25cuWi19v9s/g0IiIiIiIiIs+vHLeh1XfffUdgYCAfffQRffqkru5bs2YNo0aNYsqUKcyZM4eAgABmzJhBtWrVWLJkCbly5QLg22+/ZdasWfj6+tK9e3cAoqKimDhxIm5ubqxevRpHR2Oxqn79+owZM4bZs2fz4YcfArBv3z58fHwoWbIkS5cupUABY5GrZ8+edOnShU8//ZQlS5Y88POEh4czfPhwdu3KeAfwjRs38s8//9C8eXOmT0/dsOedd96hU6dOTJw4kSZNmqS7w/fjcPDkFeq++QXHzqZf/L1XGTdjPq4EBGcY4x8YShm3Ari7FeAPTlO8kCu57Yz3fjkg/ZXC/oGhZvNDaiG2a8uazP5lB1Ex8fR9vT4Auw5fMMVNGPQa126EMdf37/ve/+NUroIn5Sp4Znj+0J6dADi75MHJxZVrV4z3XKxEKQAO79/F/r+3EXzrBs6ueahVvxG1X25itvkVGF+Lv3j2FNs2rKRTj/7ExkSz+8/NALxYybjS99rlC+z6czOtO3YzK8w+K2UreFI2s9zs/QsAp7u5AWjYoh0X/U6ybvkSXqhYlQqVqwNw+bwfKxbNAaDJq53M5ilXwZib7RtW0rG7MTd7d2wB4MWKd3Nz5QK7d2ymVYfskRsAj4qe/Lh0OS+8WOGB4m1sbRj72Rc0bdEKKyurBxpTqUpVzvqdZs1vvvR+ZwBRUVFs3Wz8i5rK1Yy5PX/Oj21bNvFWr7fJmy9/1h5GRERERERE5DmW44qrW7duJW/evPTq1cvseLt27Zg5cyb//PMPBoMBX19fEhMT8fb2NhVWAQYMGMDixYtZvny5qbi6fv16IiIieO+990yFVYBOnTqxYMECVq5cyciRI7GysmL9emNPx6FDh5oKqwAeHh506NABX19fTp06hYeHx32fZd26dUyaNImQkBDq16+fYYF1yxZjMWjIkCFmr4O7u7vTunVrVqxYwfHjx6lRo8Z9r5kVe49eeuDYAnmM+Qu5Z+Xof4XdNp7L52qMTVl5GhuXkO5qV0hdiZrfNXVF57GzAWz8+wStXq7EmfUTCQ6LpHyZwoSER/Hdz9sBaNPQE6/KpRn02S/EJyQ+8HM8aeGhwfy+3FiEr9eoBRYWFgTfugEY+4JOm/ABB3fvMBuzZ8cWqtSqx/uffGHWo7RF+67s2LyWlT/PZ+/OP7hzO5w7EeHUeaUZJUqXBcB30Rzs7HLTtqv5z012FB4azPoVd3PTsIWpmNyoVXtuh4eydtlPTP5oIAUKF8Pa2prAAH9sbGzp1HMALTu8aTZX83Zd2bllLauWLmDfX1u5ExHOndvh1G7QDLe7uVmxaA62trlp06Xn033QTHhWqfZQ8fb2DrRo3eahxnR5swcbf1/N/Nnf8cem9YSFhhIREU7zVm0oVdq4Qnze99/i4ODIW72yx4peERERERERMbJ4vtuY5ig5qi1AUlIS3t7eDB48ON0+jTY2NiQkJJCYmMiBAwcA8PLyMouxtbWlatWqnDlzhjt3jD0XU2Jr166dZk4vLy/Cw8M5d864e3bKq/tVqqR9TffFF18E4NChQw/0PMuWLcPOzo45c+bg7e2dYVyrVq0YOHAgpUuXTnMuZbVqdHTGxcynyc7OWMiOzaBIChATmwBAbttcZv+MiUvIeEyccT4721xmx7uP+pE5y4yrHEsUycuWXado0nca14MisLCwYOzANlzwD2LRmj2mMU4OdhQr6JpmBejTEhsbw7QJHxAdeQcnF1favdHbeDzG+D3csNKHw/v+5o2+g5i9bDM/rfmb98ZMxsnFlaMHdvPTzC/M5itUpDiffDmH8p7VCLpxHUtLS9p07sHAkeMBuOB3koO7d9CqYzec7vYbBWMP03t7a2YHsbExfDNxlDE3zq689p9icOHiJShQqCjJycncCrzG9auXSTYYyG3vYNZXNUXBIsUY/cVsXqx0NzdWlrTu1B3vEeMAuOh3ikN7dtKq45tpchOVzXLzuLmVKMl3c3+iSrUaXA+4hrW1Nd17vc3ocZ8BcOLYEXb9vZM3e/Q2axMQFHSL27cjntVti4iIiIiIiGQrOWrlqpWVVZoVqykuXLjAxYsXKVGiBDY2Nvj7+5M/f34cHNL2rixWzLhhzaVLl6hcubJpIyw3N7c0scWLFzfFli9f3rQK9r89WwFTsfb69esP9Dzvvvsu1atXx9bWNtONqVq2bEnLli3THI+Pj2fnTuOr5WXLln2gaz5pSUnJ942xtDQWNZMxxiYZDPcfY2Espif/Z/ro2HiGTfFl2BTfNGO6tqyB5wvF6DN6IUlJBhztbZk3oTttG1XBysqSwKAIPvx6Jcs3P1gx/HGIjYnmq7HDOX/mBJaWVrw7aiIuefIBkBAfBxj7g77Rd7DZKtM6DZri4OjE5I8H8/fW9bzWpSfFSqQW28uUq8DYr+ale81lP83C0dmF1h27AXDmxBHmfj2Rm9eNn3uPyjXwHjGWAoWf7WZFsTHRTBs/ggt+xtwMGDXBlBsw9kVdtXQBzq55GfTR51SpVY/k5GSO7P+Hn+dOZ+HML7gR4M9b/YeZzVu6XAU++XJuutf0XWTMTasOxtz4nTjC/OmfmXJToXIN+g3/lAKFns+NnCpU9GTWgsXpnpsz8xtc8+SlS7ceABz59yCfj/+E6wHG3NSoVZvR4/6nTa5ERERERETk/7UctXI1IwaDgc8++wyDwUCXLl0AYy9TJyendONTjkfe3Uk9LCwMGxsb7O551TpFSpuAlNhKlSoB8Mcff5jFJScn8+efxp3oU4qs91O3bl1sbW0fKDY98+bNIyAggAYNGlCkSJEsz/M4RccYC4S2/1lhei9bG2NNP2UFa8omU3Y2Gdf6U8bExj3YhlTW1pZ8MuBVjp8NYNkmY/H0yw9ep0PTavis38+7E30Iux3Nwkm9aOj1wgPN+ahuh4fx+YfvcurYISwsLfEeMZYqNeuaztvYGD9/drntTYXQe3lWr02ZFzxITk7m333/PNA1Tx45yInD+3mtSy/sHRyJjork63EjuBMRRnfvYXTq0Z+zp48xefQQEtL5C4On5XZ4GJM/HsTpu7npN/xTKtdIzc31q5dZ/cuPWFha8v7YqdR5pRm57R2wd3CkXqOWfDjpO6ysrNi06heuXEy74VV6Th09yMnD+2nTuSe5HRyJiYpk+oSR3IkIo1v/9+nYvT/nTh1j6phnm5tnYd+eXRw+dIAefd7B3t6BO3du8+Gwwdy5HcF7Iz6kb/93OXbkX4YP9iYh4f9XbkRERERERLIDixz29TzL8cXV5ORkxo4dy549e6hUqZJpZWtiYmKGGzylHI+Li3vo2M6dO+Po6Mj333/P0qVLCQsL4/r164wdO9bUOiD5v8srn4DVq1czc+ZMnJycGDt27BO/3oMKiYgCIK+zfYYxeV2Mq4mDw4wF69Bw45jcdjZpXvs3jXE1H3M/vdvXw71EASbOXkdycjIF8zrR7VUv9hy5QP9xP/PTqt10H/UDlpaWDOvZ9MEe7hHcDLzGuPf7csHvJFZWVgwaNZGXm7Y2i7G/W8gv6lYS61zp56F4yTIABN24/+ZiAMsWzsI1b35atO0MwJ+b1hAVeZtu77xH647d6Ni9Hy3adeVGgD8Hdu/I2sM9oluBAUwY/jYX7+Zm4AcTeKmJeW4O7t5BssFABc/qlKtQOc0cJcu8QLU6DQDY//e2B7ru8ru5afaaMTc7Nhtz88bb79GqQzc6vPUOzdt15UbA1TT9b59382Z9S8FChenY2djDdu3K5URG3mHI8FF07daTt70H0aHzG1y5fJF/dv75jO9WRERERERE5NnJ0cXVxMRERo8ezfLly3Fzc2PWrFmmYqidnR0JCen38Ex5pT937twPHVuoUCFmzpxJ7ty5mThxInXq1KFRo0bs2bOHcePGmcU+Kb6+vnz88cfY2Ngwc+bMdNsZPCtnL98EoGTRfBnGlCiSF4ALV4MACLgVzp2o2Lvj8mYwJs/dMcH3vQdbG2s+eqcFB45fZt2O4wBULFcUm1zW7Dt22RR3+uINbkfGUKNiyfvO+Sj8L55jwvB3uBl4DVtbO4aP/5p6jVqkiStS/P73kdJr2Mr6/h09Du3ZyfnTx+nQrS82tsZVsZfPnwGgnIenKa5cBeOfL/qdvP/DPGb+l84xccQ73Aq8ho2tHe+P/Yq6DdPmJuRWIABF3EplOFfhYiXuxt6473X/3fsX58+coN2b9+bGD4CyFVJzk/LnS+dOPdgDPQd2bP+DM6dO0vsdb9PvU78zpwGo5Jnaa7qSZ1UATp868fRvUkRERERERCSbyFE9V+8VExPD0KFD2blzJ6VKleKnn36iUKFCpvPOzs4Zvp6fcjylPYCzszNxcXHEx8enWcGa0g7g3hYDdevWZcuWLWzbto2goCBKlixpKrAC5MtnLCwuXLgwzT14eXmlu3HWg/ruu++YOXMm9vb2fP/999SpUyfLcz0Jh076A+D5QjFsbayJi080O18gjyOli+cnKcnAoZNXTMcPn75Kg5rl8PIsjd+lm2nm9fI09hc9cPzyfe9hYNdXKFYoD/3G/Ww6Viiv8fv33/u5ExVLwbzOD/ZwWRAY4M+kjwdzOzwUB0dnPvhsOi94pF15CeD+YkUAAq5cIj4u1lT0u9eNu/0uCxYulul1DQYDvovmUKBwURq16mA6HhEWCoB1rtTPeW5746rgmOioh3iyR3cjwJ8vRg8x5WbExGnprkoFsLt7jxGhGRfXUwqwKbEZMRgMrLibm4Yt25uOR4Qbc5PrnlXDzyo3z4rBYGD+7O8oVtyNV9t2NB0PDTHmPdc9vx8dHI25iYr8/5EbERERERERkfTkyJWrERER9OrVi507d+Lh4YGPjw9Fi5pvqlKqVClCQkKIjY1NMz4gIABLS0tKlixpigW4du1amtiUY6VLlzY77uLiQseOHfH29qZly5bY2tpy4oRxBVfK5lKLFy9m5syZZl/79+/P0jOntD+YOXMmrq6uLFy4kHr16mVprifJPzCUw6evYmebizdfrZXmfO8Oxnve9M9Jwu/EmI6v2X7EeL593TRjShTJQ+PaLxIXn8Bvf/yb6fWdHOwY0acZOw+c5c99fqbjKe0KihRI3fXcysqSfK6OBIc/WKuBhxUXG8tXY4dzOzwUJxdXPv1yToaFVYBK1Wrh5OJKXFws2zasSnP+yoWz+J08goWFBTXrNcz02rt3bObqpfO83r0f1vescnW8u+t7eEiQ6Vh4aAgATi6uD/N4jyQuNpZp40cYc+PsyuipszMsrAJU8KwBwLFDewkNvpXmfER4KMcP7b0bWy3Ta+/ZsYWrl8/Tods75rlxMuYmLCS1gBt+t5jr6Pz0cvMsbVq/lssXL/C292Cz3Li4Gp8/OCg19yHBwWbnRERERERE5Cl61k1U1XTVJMcVV+Pi4vD29ubo0aN4eXmxZMkS00rRe9WoUQODwcDBgwfTjD9y5Ahly5Y1bVZVo4axcHPgwIE08+zbtw8nJyfc3d0B2LJlC3Xq1GHz5s1pYrds2YKNjQ1eXl4AbN++HT8/P7OvIUOGZOm5p0yZwrJlyyhUqBBLly6lSpUq9x/0jHz5ozE3U4Z15OUa5UzHX33Fk9H9W2EwGJi20HxDsMVr9hIYFEG9au5MGd4BKyvjR7NIARd8vuqHTS5rlq7bz43g25lee2iPxuTP48i4mb+bHT900p/4hETaNPSk6N0Ca8+2dbCzzcWuf88/8jOnZ/UvPxJ47QoWlpYMHTOFEmXKZRpvZWVN554DAPj1x+/ZtX2TqX9v0M1AZn85nuTkZOo3bkWBQhlvYJaUlMhvi+dRrETpNL1LX6xo/NxsXb+S5ORkEuLj2bnFmKvy9ylKPk5rf03NzZAxkylROvPcVKlVj9LlyhMfZyzKBl5LXfUcdPM63342isg7tylWsgw16zfKcJ6kpERW/jyPom6lqf+f3KQUvrdvSM3NX3/czU2lp5ebZyUxIYGf5s+mjHs5mrU0z41nFePzr1qxjOTkZOLi4tjw+2oAqlav+dTvVURERERERCS7yHFtAaZNm8bhw4epVq0a8+fPx84u7avTAG3atGHu3LnMnDkTLy8v0+v+c+bMITIykq5du5pimzZtyqRJk1iwYAEtWrTA9e5KrBUrVnD58mX69u1r6nXp4eFBeHg4v/76K82bN8fCwlh+X7x4MX5+fvTo0QMXFxcep23btrFw4UJcXV35+eefKVGixGOd/3FbtfUIC1fvpnf7emxZMJRTFwLJZW1FuZIFARj73Vp2H7loNiYyOo53Pl3Cb996M7RHE95oXYuAm+F4uBfBzjYXh09f5YMvf8v0uvlcHRjyViM2/HWCfccumZ0LjYhi7rK/GNK9MYdXfsLVG2FUKFOY6Jh4Js/f9HgTACTEx/PH78sBsLW1w3fR7Ezj3/9kCq5589Pk1Y4E+F9i85plfP/Fp/zyw3c4u+bh6qXzJCUlUeYFD3oOHJHpXDs2reVm4DWGfjLF9LlN8XLTV1n/21L27NjC+dMnSEiIJzw0mAqVq1O5RtpVw09CQnw8W9etAIy5WbFoTqbxQ8ZMxjVvft4b8wVTRg/mygU/PuzfhSLFS5GcbODG9askGwwUKFyUYWO/wsoq419rOzev5VbgNYaMnpxubjau9GHvzi2cP3OcxIQEwkODKe9ZHc8a2av9xpOwZtVyrgdcY/JXM9Lk5tW2HVi2dDFbNq7jxLEjxMXGEhISTI1atalV++l8bkRERERERESyoxxVXA0KCmLp0qUAlClThsjplCgAACAASURBVPnz56cb179/f9zd3enbty/z58+nffv2NGrUiPPnz7Njxw6qV69Oly5dTPGurq588MEHjB8/nvbt29OqVStu3rzJxo0bKVWqFN7e3qbY4sWL06tXLxYuXMgbb7xBzZo1OXv2LH/99RcVK1Zk6NChj/25v/nmGwDKly/PmjVr0o1p3bq1aXVtdjBwgg+7D1+kX6eX8ChbBAss2Hv0IrN+2cnyzYfSHbN93xnqvzWV0f1b8XLNclQqV5SAm+Gs3naEyfM3ER0bn+k1P+jbHEd7WyZ8/3u65z+avoqIyFjefr0+7m4F2HPkIh9PX8WpC4GP/Lz/dfXyeaKjjO0GYmOiOXvyaKbxCXc3TrOwsKDXuyPxrF6bzWt9ueh3isCrVyjqVor6jVvRsn3XdHuxpoiPj2OVzw+UKlser5capzlv7+DIp1PnsHj215w4vJ9cNrY0bt2Bt/oNTVNQe1LS5ObUfXKTYMxN/kJF+GzGIjat/pUDu7Zz87qx/2xRt1LUqteIlh274eDolOE88fFxrPb5kVJly1MrndzkdnBk9NTZ/DxnGicO78fGxoZGrTrw5jvvPbXcPCuxMTEs+mEeFSpWokGjJmnOOzk5M3PeQr79ajIH9+/Dzs6O9q93ZdD7I0x/wSQiIiIiIiJPj8Xz/q59DmKRnPLecQ6wdetWBg0adN+4AwcO4OzsTHJyMj4+Pvj4+ODv70+BAgVo1qwZgwcPNtugKsWGDRtYsGAB58+fx8XFhZdeeolhw4ZRsGBBs7ikpCSWLFnCihUruHr1KoUKFaJly5b069cv3XkfxL59++jZsyc9e/ZkzJgxpuO3b9+mVq20vUv/6/vvv6dp06ZZujZA7mqDszz2effPqknP+hayrSRDjvn18UyUKZj55lr/3+V3zFF/vyciIiIiIpJtHLyUedvE7KZm6Se3mfizlqOKq/LkqLiaMRVXM6biauZUXM2ciqsiIiIiIiJZo+Jq9qH/shUREREREREREclB1KEt+3i+GwmKiIiIiIiIiIiIPCEqroqIiIiIiIiIiIhkgYqrIiIiIiIiIiIiIlmgnqsiIiIiIiIiIiI5iFquZh9auSoiIiIiIiIiIiKSBSquioiIiIiIiIiIiGSB2gKIiIiIiIiIiIjkJOoLkG1o5aqIiIiIiIiIiIhIFqi4KiIiIiIiIiIiIpIFKq6KiIiIiIiIiIiIZIF6roqIiIiIiIiIiOQgFmq6mm1o5aqIiIiIiIiIiIhIFqi4KiIiIiIiIiIiIpIFagsgIiIiIiIiIiKSg1ioK0C2oZWrIiIiIiIiIiIiIlmg4qqIiIiIiIiIiIhIFqgtgIiIiIiIiIiISA6irgDZh1auioiIiIiIiIiIiGSBVq6K3MePhwOe9S1kW72qFH3Wt5CtXbwVRZmCDs/6NkRERERERETkCVFxVUTkCcrvqF+zIiIiIiIiIs8r/Ve/iIiIiIiIiIhITqKmq9mGeq6KiIiIiIiIiIiIZIGKqyIiIiIiIiIiIiJZoLYAIiIiIiIiIiIiOYiF+gJkG1q5KiIiIiIiIiIiIpIFKq6KiIiIiIiIiIiIZIGKqyIiIiIiIiIiIiJZoJ6rIiIiIiIiIiIiOYiFWq5mG1q5KiIiIiIiIiIiIpIFKq6KiIiIiIiIiIiIZIHaAoiIiIiIiIiIiOQg6gqQfWjlqoiIiIiIiIiIiEgWqLgqIiIiIiIiIiIikgVqCyAiIiIiIiIiIpKTqC9AtqGVqyIiIiIiIiIiIiJZoOKqiIiIiIiIiIiISBaouCoiIiIiIiIiIiKSBeq5Kg/NwsKCnYtGULp4ftwaf5RhXLc2Xgzs2oCKZYsSl5DIMb8AZvy8nfU7j2c4pkKZwozxbk2DWuVwsrfDPzCU5ZsP8fXCP4iJTUgT72hvyxcjOtKucVVy2+Zi1+ELfDx9FSfPX093/h8+60m7JlXwaDOeW6F3Hv7hH5KDjRVTX30h05iNZ4JZdzrI9O/Otta0LJ+PSoUccbazJio+iQshMWw7H8KVsNh056hYyIG2HgUp5GTDnbgk/rkUxpazISSnE1vQ0YZPmpRhx4VQVp649SiP98iuX73M+uVLOHX0IOGhwdjY2uJWuhwNW7bjpSatTXErf57HqqULHmjOl5q+iveIcaZ/P3/mBEvnTefKeT/sHZ2o16gFnXoNxMbGNs3YyDsRjOjTAY+qtRj6yReP/oAiIiIiIiIiT4CFmq5mGyquykMbP6gNtTxLERwWmWHMZ++1ZWSf5hgMBk5duIGdrTUNapajQc1yTJi1jinzN6UZU62CG1sWvI+jvS2BQRGcuhBIxbJFGOPdmjYNK9O073Qio+PMxswd/xYdm1UnOCwS/8BQmtWrQC3PktTuOhn/wDCzWA/3InRtVZNpi7Y+lcIqQFFnYwEvMi6Rm5Hx6caExqQWjfPmtuaDhqVxtrMmPtHAzTvxONlZU6O4M1WLOrHs6A12XQ43G1/M2RbvOm5YWEDg7Tjy2ueibcWCONpa8dvxtMXT1yoUID7JwOazIY/xSR/ev3v/Zubk0STEx5HLxpYibiW5HR6K34nD+J04zLGDexg4aiIWFhbkK1CYFzyqZDhXXFwsVy74AVCoSHHT8fDQYL4YPYTYmCiKupXidkQYG1f6cCswgPfHfplmnt99FxETE02nHt6P/4FFRERERERE5Lmj4qo8lDHerRn1dotMY1q9XImRfZoTEh5Fu0Hfc+iUPwBtGnqyZEpfPh3Qmp37z7Ln6EXTGFsba5ZP74+jvS3/m7OBSfM2kpycTNECLvh+400NjxJMGd6Rwf/7xTTmxdKFaN+kKkf9rpkKr2PffZWP+7ViyFuN+eCr38zua/ygNtyJjmXawj8eY0YyV+xucfXgtdssP3bzvvH9ahfH2c6a4zfusPjgdaITDAC8XNqVN6oWoWuVwpwLjubWPYXa5i/mw8rSgkUHr7P/agTOtlaMblKGV8rkZbNfCJHxSabY4i62VC3mxKYzwUTdc/xpiwgLYfbUsSTEx9GwZXu6ew/H1s4OgIO7dzD3qwns2bEZ9/KVaNGuK6+0aMsrLdpmON+Cb/7HlQt+VKhcg7Zde5uOb179K7ExUXTs3p8Ob71DTHQU49/vy6E9O7ly4Swl3VNXFYeHBrP19+XUb9SSYiXLPKlHFxEREREREZHniHquygMplM8J32n9+GRA6/vGjnq7OQCfzlhjKqwCrNtxnM/nbcTS0pKRfZubjXmrTW2KFcrDniMX+HzuBpKTjS+0Xw+KoNvI+cQnJNKzbR0K53c2jfHyLI2lpSXLNx00rWidv/wfAOpWNS+O1axYktcaVeGbxdsIvxOThQxkTVEXY3E18HbcfSKhVB47SuTJTXR8EgsPpBZWAf6+FM7xG3ewsrSgdgkXs3Fl8toTl2jgwNUIAG7HJXH0ujG2ZJ7cZrFtPQoSnZDEtvOhj/poj2THpjXExkRRqmx5+gz5yFRYBahZryFd+rwLwKZVPved69CenezcvBZ7B0e8R47H0srKdO7caWMLisatOwCQ296B+o1bAnD21FGzeVb7/EBSUhIduvd7tIcTERERERERecIsLHLW1/MsRxZXg4KCGDt2LK+88gqVKlWifv36jBw5kqtXr6aJXb16Ne3bt6dq1ao0aNCAyZMnExUVlen8BoOBzp078+6772YYc/jwYXr37k2tWrXw8vLivffeS/f69/Ok7u9xalKnPMdWj+W1RlUIDIrg0xlrMowt45afOlXKEJ+QyLKNB9OcX7RqNwBN65bHxTG18PdWGy8Afv59f5ox/oFhbNt7hly5rGjXuKrpeEqhNSQiNV8prQpcnMyLihOGvMat0DvMXPrnfZ/3cSrqbCwaBt65f3HVwsKCPVfC+edyGLGJhjTnUwq0eXKbLzh3trMmOiHJrL9qyqpU+1ypP+Lu+XJTsbAjf5wNSXf+p+n08X8BYyHV0jLtr6FqXi8BEHwzkKg7tzOcJz4ulkXfG1/v79z7XfIVKGR2PiIsGABH59SCtKOzKwDRkamtIW4FBrBj8xoatmhHwcLFsvJIIiIiIiIiIvL/UI4rrgYFBdG5c2eWLVuGu7s7PXr0wNPTk3Xr1tGpUycuX75sip07dy4ffvghBoOB7t27U758eRYuXMjbb79NfHz6/S8B/ve//3Hs2LEMz+/fv58ePXpw7tw5OnToQJMmTfjzzz/p1KkT165de+BneVL397hVKFMYR3tblq7bR83Ok9h37HKGsV6VSgFw/Nx1omPTPkNQWCQXrwZhk8sar8rGWEtLC6pVcANg7z2tAu61/7jxmvWru5uORdxdgZo/j5PpWMG8xj+HRUSbjjX0eoHGtcvz1Y9biIrJOK9PQkrP1QdZuXopNIaf/w1kzcmgdM+7uRoLtUGR5ht7xSQk4WBjZXbM0dZYgI1KSH31v61HQSJiE9l50bwX7bPQqYc3/YePpUa9V9I9Hxeburo4KSnj9gWbVv1CWMgt3EqVpXHrjmnO2zsYPw93IlL71N6OMK7adXBKXQW98ud5WFlZ0e7Nvg/3ICIiIiIiIiLy/1qO67n63XffERgYyEcffUSfPn1Mx9esWcOoUaOYMmUKc+bMISAggBkzZlCtWjWWLFlCrly5APj222+ZNWsWvr6+dO/e3Wzu2NhYPv30U9auXZvh9Q0GA2PHjiV37tz89ttvFC5cGIC2bdvSp08fpk6dyowZM+77HE/q/p6EgyevUPfNLzh2NuC+sWXcCgBwJSA4wxj/wFDKuBXA3a0Af3Ca4oVcyW1nA8DlgPQ3WfIPDDWbH1ILsV1b1mT2LzuIiomn7+v1Adh1+IIpbsKg17h2I4y5vn/f9/4fp/wOubC1tiQiNhEnW2uaveBCcRdjgfRaRCy7L4cTFJVwn1nAwcaKFi/mo0JBRyLjEtl12bw4ejEkhipFnahTwoW9/hE42VpRuYgjCUkGroTFAuBRyIGy+e1ZduQGCUnJ6V3mqSpbwZOyFTwzPH9o718AOLnkwcnFNd2YyDsRrFu+GIDOvQemuwK2XIXKXDx7iu0bVtKxe39iY6LZu2MLAC9WNK6CvnblArt3bKZVh27kyVcgzRwiIiIiIiIiIhnJcStXt27dSt68eenVq5fZ8Xbt2lGiRAn++ecfDAYDvr6+JCYm4u3tbSpcAgwYMABHR0eWL19uNn737t28+uqrrF27lpdeeinD6+/Zs4dLly7RqVMnU2EVoG7dutSvX5+tW7cSFnb/lYFP6v6ehL1HLz1QYRWgQB5HAELuWTn6X2G3jefyuRpjU1aexsYlpLvaFVJXouZ3dTAdO3Y2gI1/n6BSuaKcWT+Rw799wuj+rQgJj+K7n7cDxk20vCqXZvL8TcQnJD7QMzwuKatWc1tbMqZJGZq/kB+PQo54FHKk+Qv5+aSpOy+VSr9wCFCpsCOfNCnD5y3L0qRsPgIiYvlulz+348xXcv5xLoQkQzJvVS/C6MalGdfMHSdba/68EGpqD/BahQIER8WnKcxmR+GhwaxfsQSAeg1bYJFBc5Y/N64mJjqK4qXcqVb75XRjmrfril1ue1YtXcCH/bswvHd7AvwvUbtBM9xKlwVgxaI52Nrmpk2Xnk/mgUREREREREQeM4sc9vU8y1HF1aSkJLy9vRk8eHC6q9RsbGxISEggMTGRAwcOAODl5WUWY2trS9WqVTlz5gx37qT2XFy7di1RUVFMmjSJCRMmZHgPKfPWrl07zbnatWuTlJTEoUOH7vssT+r+njU7O2OhODaDIilATKxxtWZu21xm/4yJy3gVZ0yccT4721xmx7uP+pE5y4yrHEsUycuWXado0nca14MisLCwYOzANlzwD2LRmj2mMU4OdhQr6Jph0e5xKXa336qNtSW7L4cz4Y8LvLf6NOO3nOfvS2FYW1rQtWphKhV2THe8m4sdRZxtyWVl/Kw721mnG3spNIZZu69yNTyWgo42xCQYWH3ilqm9QLWiTpTIk5uNZ4JJWbRqAbjaWWNrnb1+BcTGxvDNxFFER97BydmV17r2SjfOkJTEtvW/AdC641sZzlewSDFGfzGbFytVI+jGdSytLGndqTveI8YBcNHvFIf27KRVxzdxck4tdIeFBGXa61VEREREREREBHJYWwArK6s0K1ZTXLhwgYsXL1KiRAlsbGzw9/cnf/78ODg4pIktVsy4Yc2lS5eoXLkyAJ06deKTTz7B0dEx076pKZtWubm5ZTjvvX1fM/Kk7u9ZS3qAV84tLY1FzeS7WzAlGe6/uZKlhbEImPyf6aNj4xk2xZdhU3zTjOnasgaeLxSjz+iFJCUZcLS3Zd6E7rRtVAUrK0sCgyL48OuVLN98/2J4VlyNiOXvS2EE3o4z63MaFJXAr0dukGRIpqF7XjpUKsiJG5Fpxu++Es628yHY57KiSlEn2lUsyGseBXG2s8b36E2z2DNBUZzZkXYjNAugjUcBbtyJY59/BABVijjRpUohXHPnwpCczLHASJb+e53ohGe7yVVsTDTTxo/ggt8JLC2tGDBqAi558qUb++++vwm5dQPXvPmp26hlpvOWLleBT76cm+4530WzcHR2oVWHbgD4nTjC/OmfcfO68ee8QuUa9Bv+KQUKFX2EJxMRERERERGR51X2WraWRQaDgc8++wyDwUCXLl0ACA8Px8nJKd34lOORkakFrZo1a+LomP4KwnuFhxs3xnF2dk5zLmX8vStOM5vnSdzfsxYdY9y4yfY/K0zvZWtjrOmnrGBN2WTKzibjWn/KmNi4B9uQytrakk8GvMrxswEs22Qsnn75wet0aFoNn/X7eXeiD2G3o1k4qRcNvV54oDkf1okbkfx65EaGG0ht9jP2ly3sZEsBh7T5iohNJD4pmfC7m1AtOngdgJdL50k3Pj11SrpQ2MmWdaeCSIb/Y+/e43Ou/z+OP3c+2GabCXM2csicTQg5R0Q5fXOmUCKFShKpvpGKYkTrsBzWl0U5/EqSKIwNc8gxRmONxg52Pl37/XHZVbPz5bAtj/vttlt6nz6vz8el5rX35/VWBUcbjfWpqixJ/zscqZ/PRatJFSeNf7CaWfd4u1yPjdG8V5/TyaMHZWFpqXFTX1eTlm3zHR+y21j2oU2HbrK2Nu9nRCeOHNDx0GD1GTRSDuWclJyYoEVzpys+LkZDx7+gJ4aP1+8njmrBa5OVXsABcwAAAAAA3HUl/Z4/dQFMytTO1bxkZWVp9uzZCgoKUuPGjU07WzMyMmRra5vnnOz21NTCT3C/WXp6eo418lo3rQiJmDsVX0m7FmfcPenu4pjvGPfyxt26V2OMyePoWOMcB3tb2dvZKCWP8gDurjnnFGZ0/3byqlFRg15coaysLN3n7qyhj/oo6PA5jZ+zWpLxQKxD62fpxZHdtDP4TBHv8Pa5npqh6ykZcrG3lrujTaGHWx2JjNeV+FRVcraTVwVHRSXGFTjeykLq3aCiwmNTFPqnMeHfpa67rC0ttPpgpE5FGZ+7m4ONWlR1US03e124cQDW3fRXZITefW2y/oq8JCsrK02Y/obaPtwz3/GGzEwdPbBXkuTTsZvZ1w30XyZXdw917ztIkrTzh41KTLiusc/PVOde/SUZd9N+t361DuzdqbYP9zD7WgAAAAAA4N+pTO9czcjI0MyZMxUYGKjq1atr2bJlpsSkvb29KRF6s+zkp4ODQ7GvaW9vrKOZ19rFWfdOxVfSzlwwvq5e0zPv17klY21USTp30VgTNOKvWMUnptyY557PHLcbc64WGoOdrbVmPN1TIccuaMvOY5KkB+p5ytbGWvuPXjCNOxl2WdcTktXygZqFrmkuS4uCf0CTXfY105AlG0sLVXG2k6t9/j/z+CvR+NlwLmBMtg613eTuaKMtJ/4ytVV3NX5+z0f/feDY+ehkSVJNt7v/eQs//7venPa0/oq8JFs7e70w+/0CE6uS9PvJo0qIvy53j/tUr6G3Wdc9tO8XnT31m/o9OVa2dsZncuHsaUlS3X+smf3r87+fMOs6AAAAAADg9sjIyJC/v7969+6tJk2aqGvXrlq6dGm++bWb/fbbb5o4caLatGmjxo0bq1u3bnr//feVlJT/oexFUWZ3riYnJ2vKlCnatWuXatWqpS+++EKVKlUy9bu4uOT7en52e36v5RckuxxAfHy8PDw8cvRlv8afva6/v3+uGHx8fNSmTZs7Fl9JO3g8XJLkfX9V2dlaKzUtI0d/RTcn1a7mocxMgw4e/8PUHnryojq2qicf79o6fT5nPVFJ8vGuLUkKOXah0BieHdJJVSu5adyNHaqSVMnd+Cxvjic+MUX3uecu8XA7vN2zrtwcbfR5SIQOXsp9OFJ5e2s52xn/CF6OT9OwFlXUunp57ToXrXVHcz8DSXK9cWBYXHJGnv3ZbK0s1LO+h85dS9LxK3/XYs2+Xrrh7+K1KTdqrdrf5cOtLkeE692Zk3U9NlrlnFw07c2FqtewSaHzfj9pTJg38G5h1qFkBoNBX3+5XBUre+rhR/qb2uNioyVJNjZ/l1xwcDTumE5Oyl3PFgAAAACAkmLxb3/XPg9vvvmm1q5dq5YtW6pLly46dOiQFi9erNOnT2vx4sUFzt23b5+efvppSVLPnj113333KSQkRH5+ftq3b5/WrFkjOzs7s+IqkztX4+LiNGrUKO3atUuNGjVSQECAPD1zHjhTq1YtXbt2TSkpuV9zjoiIkKWlpWrWLP6OxVq1aklSnodKZbfVrm1MBK5cuVK+vr45voKDg+9ofCUtPDJaoScvyt7ORk8+2jpX/+jH20mStu4+rtj4ZFP7xh2Hjf39c9fZrFHFTV3a1FdqWrrW/3iowOs7l7PXtDHdtSvkjH7ef9rUnl2uoErF8qY2KytLVXB10tXYopUaKK7IeGNZhzbVy+fZ37WucZfumahEJaRl6sxV409KWlRzkV0eiU6vCg6q7mqvDEOWTv1VcLKvs5e7XOyttel4VI72xLRMScqxO9blxq+z++6G1JQULXxjmq7HRsvZxVUzF3xcpMSqJP1xzljCoVbd+mZdO2jnNl28cFaPD306R71WJ2fj71PMtb93R8dGG3/t5OJq1rUAAAAAAMCtO3TokNauXauePXtqzZo1mj59utasWaP+/fvrhx9+0M8//1zg/Llz5yorK0sBAQH64IMP9MorrygwMFCDBw/WsWPHFBAQYHZsZS65mpqaqgkTJujIkSPy8fHRqlWrVKFC7lfQW7ZsKYPBoAMHDuSaf/jwYdWtW9esA6JatmwpSQoJCcnVFxwcLEtLSzVpYkwS7dixQ6dPn87xNXny5DsaX2nw3uc/SJLmv/iEOrSsZ2p/tJO3Zo7vJYPBoIX+P+aYs3LjPkVGxaldcy/Nn/q4rKyMH80qFcsr4P1xsrWx1potwbp8NfcO0H+aMqKLPNycNMd3c472g8fDlZaeoT4Pe8vzRoJ15GMPyt7ORnsOnb3le87L9t+NB1Y9UNlJjzWqKKsbP1SykDGx2rmuuzINWdp43PjafsjFOEUnpcvZzlpP+1SVi52Vaa26FRz0lI/x0KkdZ6/pemr+O1cdbCzVrV4FnbiSoLPXcm5tD7vx7x3qGMss2FtbqlU1487d36/d2jb44tj0v88VeekPWVhaavJr81Sjdr3CJ90QHva7JKlqzTrFvm5mZoY2rP5EntVrq33X3jn67m9048/tdxuUlZWl9LQ0/fKj8XPUoHHzYl8LAAAAAADcHmvWrJEkTZo0yfQWq4WFhaZOnSoLCwsFBgbmO/fs2bMKCwtT165dTTm77PnPPfecJOmXX34xO7YyVxZg4cKFCg0NVfPmzeXn52eqgXqzPn36aMWKFfL19ZWPj4+pFuvy5cuVkJCgIUOGmHV9Hx8feXp6au3atRo8eLCqVTMmvIKCgrRnzx716NFD7u551w29G/GVBt9sPyz/b/dqdP922vbpFJ04FykbayvVq3mfJGn2kk3aezgsx5yEpFQ9/foqrf9ogqaM6Kr/9G6tiCuxauRVRfZ2Ngo9eVEvvbe+wOtWcC2nycM667tfftP+o+dz9EXHJWrF2l80eXgXhW6YpYuXY9SwTmUlJadpnt/W2/sAbjgdlaRNx//SYw/cp571PdShtpuiEtPk7mgjZztrZRqytPpQpOkQqfTMLK3Yd1GT2tdQo0pOerNnXV1JSJOdlaUqOhk/HyEX43LtRr1Z93oV5Ghrpc0nco/beS5abWu6qsf9HmpSxVlOdlZysrXW/vBYXYkv/CC22yE9LU3bt3wtSbKzs9fXXy4vcPzk1+bJ1f3vEhyxMcbdpOWcil/OYdcPm/RX5CVNnjlPlpY5f7bUoduj+n5DgPbt2qazp44pIz1dsdFX1cC7hbxbPljsawEAAAAAgNvjwIEDcnNz0/3335+jvVKlSqpVq1aemyCzOTk5afr06bnmSn8fKn8rdVfLVHI1KirKlKmuU6eO/Pz88hw3fvx4eXl5aezYsfLz81P//v3VuXNnnT17Vjt37lSLFi00ePBgs2KwsrLSnDlzNHHiRA0YMEB9+/ZVUlKSNm/eLDc3N7300ktFWudOxVdaPDs3QHtDwzRu4ENqVLeKLGShfUfCtOyrXQr84WCec3bsP6X2wxZo5vhe6tCqnhrX81TElVh9+9NhzfPbqqSUgpN/L43tISdHO81dujnP/hmLvlFcQoqeGtBeXtUrKuhwmF5d9I1OnIu85fvNzw9nriksOlld6rqrtruDqpa3V0JqhkIuxunHM9cUcT01x/hLcamat+O8uterIO8qTqrsbKfUDINO/ZWo3edjFPpn3nV6sznbWelhL3cd/vO6wmNzl5yITs7QR7v/0ADvSqrt7qCkdIO2nbmaZyL2Trl44aySEo2lGFKSk3TmxJECx6en//37bsjMVPKNuY7lirezOy0tVd8GfK5adRuo9UNdcvU7lHPSzAUfa/XyhfotNFi2trbq3OtxPfn087kSsQAAAAAAejQUXQAAIABJREFUlCQzjiAps9LS0nT58mU1bdo0z/6qVavq/Pnzio6OznPDY+XKlTVu3Lg85/74o/HN6rp165odn0VWVlZW4cNKh+3bt5u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" ] }, "metadata": { "image/png": { "height": 494, "width": 683 } }, "output_type": "display_data" } ], "source": [ "sns.set(style = 'white')\n", "\n", "plt.figure(figsize = (12, 8))\n", "plt.title('Cohorts: User Retention')\n", "sns.heatmap(user_retention.T,\n", " cmap = plt.cm.Blues,\n", " mask = user_retention.T.isnull(), # data will not be shown where it's True\n", " annot = True, # annotate the text on top\n", " fmt = '.0%') # string formatting when annot is True\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unsurprisingly, we can see from the above chart that fewer users tend to purchase as time goes on. However, we can also see that the 2009-01 cohort is the strongest, which enables us to ask targeted questions about this cohort compared to others -- What other attributes (besides first purchase month) do these users share which might be causing them to stick around? How were the majority of these users acquired? Was there a specific marketing campaign that brought them in? Did they take advantage of a promotion at sign-up? The answers to these questions would inform future marketing and product efforts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Further Work" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "User retention is only one way of using cohorts to look at your business — we could have also looked at revenue retention. That is, the percentage of each cohort’s first month revenue returning in subsequent periods. User retention is important, but we shouldn’t lose sight of the revenue each cohort is bringing in (and how much of it is returning).\n", "\n", "To sum it up, cohort analysis can be valuable when it comes to understanding your business's health and \"stickiness\" - the loyalty of your customers. Stickiness is critical since it’s far cheaper and easier to keep a current customer than to acquire a new one. For startups, it’s also a key indicator of product-market fit.\n", "\n", "Additionally, your product evolves over time. New features are added and removed, the design changes, etc. Observing individual groups over time is a starting point to understanding how these changes affect user behavior. It’s also a good way to visualize your user retention/churn as well as formulating a basic understanding of their lifetime value." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Blog: Cohort Analysis with Python](http://www.gregreda.com/2015/08/23/cohort-analysis-with-python/)\n", "- [Blog: Pivot, Pivot-Table, Stack and Unstack explained with Pictures](http://nikgrozev.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures/)" ] } ], "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": "3.6.4" }, "toc": { "nav_menu": { "height": "60px", "width": "252px" }, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "335px" }, "toc_section_display": "block", "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }