{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# New Belgium Beer Ratings Analysis\n", "## With Python, pandas, Seaborn and Beautiful Soup\n", "## By Jeff Hale\n", "## 2019-11-21" ] }, { "cell_type": "code", "execution_count": 176, "metadata": {}, "outputs": [], "source": [ "# Import necessary libraries\n", "import pandas as pd\n", "import numpy as np\n", "from bs4 import BeautifulSoup as bs\n", "import requests\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Display graphics\n", "sns.set(rc={'figure.figsize':(15,10)})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Plan\n", "New Belgium brewery has held a special place in my heart ever since I traveled west and had my first Fat Tire. In the wake of New Belgium's sale to a [conglomerate](https://www.marketwatch.com/story/fat-tire-brewer-new-belgium-is-latest-to-sell-in-craft-beer-buying-bonanza-2019-11-19), I was chatting with my brothers about our favorite and least favorite New Belgium brews. I thought it would be fun to see what all they had released over time and see if we agreed with Beer Advocate's ratings of the beers. \n", "\n", "In this Jupyter notebook I'll show you how to scrape the data, clean it, and view it. Then we'll write it to an output file and import it into Tableau for a lovely interactive dashboard. You can see the results here: [https://public.tableau.com/profile/jeff.hale6436#!/vizhome/NewBelgiumBeerRatings/NewBelgiumBeerAdvocateRatings](https://public.tableau.com/profile/jeff.hale6436#!/vizhome/NewBelgiumBeerRatings/NewBelgiumBeerAdvocateRatings)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scrape the data\n", "\n", "Let's try to read the data in to pandas the easy way, first, using `pd.read_html()`. " ] }, { "cell_type": "code", "execution_count": 177, "metadata": {}, "outputs": [], "source": [ "# df = pd.read_html('https://www.beeradvocate.com/beer/profile/192/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That throws an error because we need to send a header to access the website, so let's scrape the old fashioned way - with use Requests and BeautifulSoup." ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [], "source": [ "url = 'https://www.beeradvocate.com/beer/profile/192/'\n", "\n", "header = {\n", " \"User-Agent\": \"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.75 Safari/537.36\",\n", " \"X-Requested-With\": \"XMLHttpRequest\"\n", "}\n", "\n", "r = requests.get(url, headers=header)" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\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", " \n", " \n", " \n", " \n", "
012345
01554European Dark Lager64,2263.84-
11969 LagerAmerican Lager4.7153.41-
2AbbeyBelgian Dubbel72,3554.04-
3AccumulationBelgian IPA6.22,1503.74-
4Atomic PumpkinPumpkin Beer6.423.46-
\n", "" ], "text/plain": [ " 0 1 2 3 4 5\n", "0 1554 European Dark Lager 6 4,226 3.84 -\n", "1 1969 Lager American Lager 4.7 15 3.41 -\n", "2 Abbey Belgian Dubbel 7 2,355 4.04 -\n", "3 Accumulation Belgian IPA 6.2 2,150 3.74 -\n", "4 Atomic Pumpkin Pumpkin Beer 6.4 2 3.46 -" ] }, "execution_count": 183, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(data)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Looks like we have an extra column we can get rid of." ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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01234
01554European Dark Lager64,2263.84
11969 LagerAmerican Lager4.7153.41
2AbbeyBelgian Dubbel72,3554.04
3AccumulationBelgian IPA6.22,1503.74
4Atomic PumpkinPumpkin Beer6.423.46
\n", "
" ], "text/plain": [ " 0 1 2 3 4\n", "0 1554 European Dark Lager 6 4,226 3.84\n", "1 1969 Lager American Lager 4.7 15 3.41\n", "2 Abbey Belgian Dubbel 7 2,355 4.04\n", "3 Accumulation Belgian IPA 6.2 2,150 3.74\n", "4 Atomic Pumpkin Pumpkin Beer 6.4 2 3.46" ] }, "execution_count": 184, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df.drop(5, axis='columns')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's get some names on those columns." ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 53 entries, 0 to 52\n", "Data columns (total 5 columns):\n", "Name 53 non-null object\n", "Style 53 non-null object\n", "ABV 53 non-null object\n", "Ratings 53 non-null object\n", "Avg 53 non-null object\n", "dtypes: object(5)\n", "memory usage: 2.2+ KB\n" ] } ], "source": [ "df.columns=['Name', 'Style', 'ABV', 'Ratings', 'Avg' ]\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's add a column showing this is currently sold beer." ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [], "source": [ "df['Current'] = 'Yes'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's get rid of the commas in the `Ratings` column." ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameStyleABVRatingsAvgCurrent
01554European Dark Lager642263.84Yes
11969 LagerAmerican Lager4.7153.41Yes
2AbbeyBelgian Dubbel723554.04Yes
3AccumulationBelgian IPA6.221503.74Yes
4Atomic PumpkinPumpkin Beer6.423.46Yes
\n", "
" ], "text/plain": [ " Name Style ABV Ratings Avg Current\n", "0 1554 European Dark Lager 6 4226 3.84 Yes\n", "1 1969 Lager American Lager 4.7 15 3.41 Yes\n", "2 Abbey Belgian Dubbel 7 2355 4.04 Yes\n", "3 Accumulation Belgian IPA 6.2 2150 3.74 Yes\n", "4 Atomic Pumpkin Pumpkin Beer 6.4 2 3.46 Yes" ] }, "execution_count": 187, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Ratings'] = df.loc[:,'Ratings'].str.replace(',', '')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's make all the columns numeric." ] }, { "cell_type": "code", "execution_count": 188, "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", " \n", " \n", "
NameStyleABVRatingsAvgCurrent
01554European Dark Lager6.042263.84Yes
11969 LagerAmerican Lager4.7153.41Yes
2AbbeyBelgian Dubbel7.023554.04Yes
3AccumulationBelgian IPA6.221503.74Yes
4Atomic PumpkinPumpkin Beer6.423.46Yes
\n", "
" ], "text/plain": [ " Name Style ABV Ratings Avg Current\n", "0 1554 European Dark Lager 6.0 4226 3.84 Yes\n", "1 1969 Lager American Lager 4.7 15 3.41 Yes\n", "2 Abbey Belgian Dubbel 7.0 2355 4.04 Yes\n", "3 Accumulation Belgian IPA 6.2 2150 3.74 Yes\n", "4 Atomic Pumpkin Pumpkin Beer 6.4 2 3.46 Yes" ] }, "execution_count": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['ABV'] = pd.to_numeric(df['ABV'])\n", "df['Ratings'] = pd.to_numeric(df['Ratings'])\n", "df['Avg'] = pd.to_numeric(df['Avg'])\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 189, "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", " \n", " \n", "
ABVRatingsAvg
count53.00000053.00000053.000000
mean6.496226680.4339623.656415
std1.5448381572.2006320.781773
min3.4000000.0000000.000000
25%5.2000002.0000003.540000
50%6.40000021.0000003.810000
75%7.500000385.0000004.000000
max10.0000009150.0000004.320000
\n", "
" ], "text/plain": [ " ABV Ratings Avg\n", "count 53.000000 53.000000 53.000000\n", "mean 6.496226 680.433962 3.656415\n", "std 1.544838 1572.200632 0.781773\n", "min 3.400000 0.000000 0.000000\n", "25% 5.200000 2.000000 3.540000\n", "50% 6.400000 21.000000 3.810000\n", "75% 7.500000 385.000000 4.000000\n", "max 10.000000 9150.000000 4.320000" ] }, "execution_count": 189, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's see how a quick bar chart looks.\n", "\n", "I set the size in the first code cell at the start of the Notebook." ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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YAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAsIYAABAAs3yvOiWW26J+++/PyIi2rdvH5dcckmjNgoAAGB9V+eVsSlTpsQTTzwR48aNi/Hjx8e0adPin//859poGwAAwHqrzitjrVq1ir59+0bz5s0jIqJNmzbx/vvvN3rDAAAA1md1hrHdd9+95v9vv/123H///TFixIhGbRQAAMD6Ltc9YxERb7zxRvz0pz+NSy65JHbZZZfcM2jZcrOCGtSq1eYFvb4h61POu9TrS7ntqevX9ryLnV9DTq+Uv7fU9aXc9vrUN+RyW2rvfV2qL+W2p64v5bYXW1/KbU9dX8ptT11fKm3PFcaee+65uOCCC+Lyyy+Pbt26FdSQBQuWRFVVlrtR8+Z9vMa/FVOfct6lXl/KbU9dn7rtq5teoa8vZv511a+r31sp1Jdy2+uqX930GnK5XZff+4a8vSrl+lJu+9qoL+W2p64v5banrl9X2t6kSVmtF6fqDGOzZ8+On//85zF06NA48MAD65wxAAAAdaszjN1xxx2xYsWKuOaaa2p+d+KJJ8aPfvSjRm0YAADA+qzOMNavX7/o16/f2mgLAADABqPO54wBAADQ8IQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABIQxAACABHKHsSVLlsSRRx4Zs2bNasz2AAAAbBByhbEXXnghfvSjH8Xbb7/dyM0BAADYMOQKY6NHj44rrrgiWrdu3djtAQAA2CA0y/OigQMHNnY7AAAANii5wlgxWrbcrKDXt2q1eVHzK6Y+5bxLvb6U2566fm3Pu9j5NeT0Svl7S11fym2vT31DLrel9t7XpfpSbnvq+lJue7H1pdz21PWl3PbU9aXS9kYPYwsWLImqqiwi8jVq3ryP1/i3YupTzrvU60u57anrU7d9ddMr9PXFzL+u+nX1eyuF+lJue131q5teQy636/J735C3V6VcX8ptXxv1pdz21PWl3PbU9etK25s0Kav14pSh7QEAABIQxgAAABIoqJvi5MmTG6sdAAAAGxRXxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABIQxgAAABLIFcYmTpwYRxxxRHTp0iWGDx/e2G0CAABY7zWr6wUffPBBDB06NMaOHRvNmzePE088Mdq2bRtf+9rX1kb7AAAA1kt1XhmbMmVKHHDAAbHVVlvFJptsEocddlg88MADa6NtAAAA6606r4zNnTs3WrVqVfNz69at48UXX8w9gyZNylb5ufXWGxf0+s8rpj7lvEu9vpTbnro+dduLfX1jtn9d/t7W9fpSbnue+mJfvyF/dqW8vSrl+lJue2PXl3LbU9eXcttT168rba9rOmVZlmW1veD3v/99rFixIn75y19GRMTo0aPj5ZdfjiuvvLLWCQMAALBmdXZT3HbbbWPevHk1P8+bNy9at27dqI0CAABY39UZxn7wgx/Ek08+GQsXLoxly5bFQw89FO3atVsbbQMAAFhv1XnP2DbbbBN9+vSJU089NT799NM49thj47vf/e7aaBsAAMB6q857xgAAAGh4uR76DAAAQMMSxgAAABIQxgAAABIQxgAAABIQxgAAABIoqTB21lln1bv2xRdfbMCW1M+SJUti9uzZ8f7779f8q8vKr13dv0K88cYb8eyzz8YzzzxT868+Zs+eHTfeeGPu15999tlx//33R3l5eb3m19CWLl0ao0aNKrhm+vTpkWVZLF26tKDaiRMnxtChQ2PZsmUxfvz4XDXjx4+v9d/atmjRonrVFbPOrg+ee+65GDFiRJSXlxe0vp199tlFz7uYZbYh1Ge5X9lHH31Us718991348knn2yEVq5ZfZf5iPSffX3dfvvtMW/evHrXl5eXx/Tp0yPis+9/0KBBsXDhwtz1I0eOrPe8IyIeeeSRouqLVd/1vSE8+uijq/ycZVnccccdBU+nmOW+vor93iZPnrzKz3Pnzo3evXsXNI0VK1bEjBkzIiJi+fLlRbVn1qxZcf311xdUs3jx4pg2bVq8+uqr8fHHHxc1/0JUVFTEI4880qDHGMW2/6233iq4pry8PMaPHx8nnnhivedbn++todT5nLF1ybJly2L27Nmx3XbbFVw7ePDg+Oijj6JHjx7Ro0ePaNWqVUH17733Xtx1112xaNGiWPlpAL/97W9z1f/hD3+IP/3pT7HVVlvV/K6srCz+9a9/1Vp38sknR1lZWaxYsSIWLFgQO+20UzRp0iRmzpwZO+20Uzz44IO55v9f//Vf8fDDD8dOO+20yvz/8pe/5KrPsiweffTRGDlyZDzxxBPRvn37XHURnx1Yjh8/PgYPHhzt27ePXr16FfysurPOOqteO5aVTZ8+PUaOHBn33ntv7LrrrnHCCSfkqnvyySejf//+UVlZGaNGjYojjzwyrrvuujj44IPrrB0yZEjMmTMnpk2bFmeffXbcc889MX369Ojbt2+tdU8//XRERMycOTPeeeedaN++fTRt2jSeeOKJ+NrXvhY9e/bM1fby8vK444474q233or+/fvHnXfeGeecc040b948V/2rr74affr0ieXLl8eoUaPi5JNPjhtuuCH23HPPXPX1WWdvueWWWv9+/vnn55rO2LFjY9CgQbF48eKI+GwZLisri1dffTVX/aJFi2Lw4MExc+bMuOmmm2LQoEHRt2/f2HLLLXPV//nPf45JkybF3Llz4/DDD4/+/fvHsccemyugLlmyJD744IPYZpttcs3r84pZZiM+297169evZrt30UUXxdVXXx077rhjrvr6LvfVbrrppvjzn/8cFRUVsdVWW8XcuXPj29/+dowZM6bO2rfffjvuuuuuWLp0aWRZFlVVVTFr1qwYPnx4rnkXu8wX+9lHfHZQ//rrr8cxxxwTL7zwQnz/+9/PXVvMcrt8+fI45ZRT4qtf/Wr06tUrOnXqFF/60pdyz/viiy+OHXfcMVasWBE333xz9OjRIy677LL44x//mKv+rrvuKupgavDgwXHIIYfUu76Y/Uwx63tE8evcddddFw8//HD07ds35syZE3379o2tttoq9/yLXe6L2dcU+70NHTo0Kisro3PnzjF8+PC49dZb48c//nHu+qeffjr69esXlZWVMXLkyOjevXsMHTo0DjzwwNzTqKqqismTJ8eoUaPiySefjI4dO+aqe/TRR+P222+PGTNmxLbbbhtNmzaNOXPmRJs2beLMM8+s9VirrhPy22+/fZ3zv/DCC+P999+PNm3aRFlZWc3v8x5jrOzFF1+MESNGxAMPPBD/+c9/CqqtqKiIhx56KEaMGBEvv/xy7vo333wzRo0aFRMmTIgtt9wyTj311ILmW9/vLaL4dXYVWQk5/PDDs2984xvZQQcdlHXs2DHr0KFD1rFjx9z1s2bNym699dbsyCOPzM4555zs/vvvz8rLy3PVHnvssdk111yT3XPPPdnYsWNr/uV16KGHZgsWLMj9+s/75S9/mT3zzDM1P7/wwgtZ7969c9d37tw5W7ZsWcHznTt3bnbLLbdkHTp0yA4++OBsv/32y95+++2Cp5NlWbZs2bJs3LhxWfv27bNu3bplw4YNy1asWJGr9kc/+lH2/vvvFzzP5cuXZ/fcc0923HHHZd/97nezvffeO3v66acLmsaxxx6bzZ07N+vRo0eWZVn2xhtvZEcddVSu2h49emRVVVU1tZ9++mnWtWvX3PM++eSTV1luPvroo+zHPwupqckAACAASURBVP5x7vpf//rX2XXXXZd169YtW7p0aXbxxRdnF154Ye76k046KZsxY0ZN+5944onsmGOOyV1/2GGHFbzO3nzzzbX+y+vQQw/NXnvttdyv/7zevXtnI0eOzI466qhsxYoV2fXXX5+dffbZuet79OiRrVixouazW7JkSe7vvmvXrtk3v/nNrF27dlmXLl2yzp07Z126dMk972KW2SzLsjPPPDN7/PHHs549e2ZVVVXZqFGjspNOOil3fbHLfYcOHbKPP/4469u3b/bOO+9kDz/8cO7PvlevXtmNN96Y9ezZM/vzn/+cnXzyydkVV1yRe97FLvPFfvZ33nlndvLJJ2ddunTJFi5cmB1++OHZ7bffnru+2OU2y7LsmWeeya644oqsa9eu2X/9139lr7zySq66o48+OsuyLLv22muzP/7xj6v8Lo+zzjorO+WUU7IhQ4bUa53/6U9/mvXt2zcbMWJENm7cuJp/edV3P5Nlxa3vWVb8OldeXp5df/312aGHHpodcsgh2YMPPlhQ+4td7ovZ1xT7vc2fPz875phjsp49e2Znnnlmwccoxx13XDZnzpya9z59+vSse/fuuWrnzJmT3XjjjVm7du2y9u3bZ/vtt182c+bMXLWXXnppNnjw4Oz111//wt9ef/317Oqrr85+9atfrbG+en/aoUOHL/zLe2x82GGH5XrdmixZsiQbMWJE1r179+xb3/pW1rdv32z69Om562fOnJkNGTIkO/DAA7M999wzu/nmm+s8Vi4vL88mTpyY/fjHP8723Xff7MILL8wOOuigrKqqKvd8i/neqhW7zq4s6ZWxX/3qVwVdErz99tuLmt8OO+wQPXv2jGbNmsXIkSPjr3/9awwdOjQuuuii6Ny5c621FRUVcemll9Z73tttt13uM+qr8+abb8Z+++1X8/N3v/vdgi7l7rTTTqtc0cujd+/e8dJLL0WHDh3immuuif322y86deoUO++8c0HTifjszNOECRPi3//+d7Rr1y6OOOKImDJlSpx33nm5zkR++OGH0bFjx2jZsmVstNFGNVc5aruyeNVVV8UDDzwQ3/nOd+Lkk0+Ojh07Rvfu3WP//fcvqO1VVVWrXEn92te+lru2SZPPegJXn3EqLy+v+V0ec+fOXeVq6sYbb1xQN6Jp06bFuHHj4rHHHouNN944Bg0aFEcddVTu+mXLlkWbNm1qfj7ooINi0KBBuevrc5Z55StfS5cujZkzZ8Yee+wRy5cvj0022ST3dFq3bh177LFHwfOvNmvWrDjhhBNixIgR0bx58+jTp0907949d32TJk1WOSu80UYbRdOmTXPV/uEPfyi4vSsrZpmN+Gx9O/jgg2PIkCFRVlYWxx9/fO4rSxHFL/etW7eOzTbbLHbfffeYPn16dOnSJa677rpctZ9++mlccMEFUVFREd/61rfi+OOPj2OOOSb3vItd5ov97MeNGxejR4+O448/Prbeeuu4++6747jjjst9haPY5Xbp0qUxa9asePfdd6NJkyax5ZZbxsCBA+N73/teXHjhhbXWVlZWxsKFC2PSpElx8803x7x582LFihW557333nvnfu3qbL311hER8cILL6zy+7xn+euzn6lWzPpePe9i1rl33303/ud//id23XXXmDNnTjzzzDPxwx/+MDbeeONc9cUu98Xsa+r7va3cFfS8886LK664Inr27Blz586NuXPn5r6iXFlZuUovhK9//eu5jpfOO++8eO2116Jjx45x/fXXxz777BOHHnroKj2QatOnT5819n7Yfffd47LLLos5c+assf7z3TPro02bNjF37txo3bp1QXWvvPJKjBw5Mu6///6aY6zf/e53uXuL/fOf/4yRI0fGtGnTonPnzjF48OD4zW9+k6vnS7t27WKfffaJ0047Ldq1axcbbbRRHHrooatc2atNsd9btWLX2ZWttTB2yimnfOGDevnll2suKebpLrfDDjvExIkTY8aMGXHuuefGgw8+mHsjO2bMmJgwYULMmzcvevbsGX/7299i2223jQ8++CB69epVZxjbd999Y/LkyXHwwQfn7uK1sl122SVOOumkaNu27Sr1ebtcbbvttnHjjTfGEUccEVmWxYQJE2KXXXbJPf8tt9wyunXrFt/73vdWmX9tK051V8htttkmttlmm2jSpEnuhX1lHTp0iB133DGOOeaY6N+/f7Ro0SIiItq2bZv7IKk+QfyBBx6I7373u9GlS5fo0KFDbLbZZvVq/7bbbhsPP/xwlJWVxeLFi2P48OG5Lv9HRBx++OHxy1/+MhYtWhR33nln3HvvvdGtW7fc8z7kkEPijDPOiC5dukSWZXH//fdH165dc9eXlZVFeXl5zfv+8MMPC/oMttpqq5g+fXpNzb333lvQSYU13Texww471FlbbHevPffcMy644II46KCDYqONNqr5fd5tRtOmTePjjz+uee9vv/12QYFi//33j0GDBsWyZcti0qRJMWrUqDjggANqrXnssceiXbt2XzgoqfbVr34117yLWWYjIlq0aBFz5sypee/PPvtsQdu91S33Rx55ZO76zTbbLMaPHx977rln3HXXXdG6devc93FsvPHGUV5eHrvssktMmzZtlZNYeRS7zBf72Rd7UF/McnvRRRfFU089Fe3atYvzzjuv5rMrLy+Pgw8+uM4wdtZZZ8Xxxx8fHTt2jD322CMOO+yw+MUvfpG77eeff35RJ2DyHgiuSTEnfOuzvq+s2HXu5JNPjosvvjh69eoV5eXlMXTo0DjyyCNzBcmI4pf7YvY19f3ebrrpplV+3nXXXWPSpEkxadKkgm7D2GabbeKxxx6LsrKy+OSTT2L48OG5utZXdyXfaqutYuutt46ysrKC9q8zZ86MmTNnrvHv3//+92Pbbbetczqr65p82WWXxRZbbFFn7fLly+Pwww+PPfbYY5Xlra7P7uijj46uXbvGhAkTarZvhZxE7N27d3Tt2jVGjRpVc4I/72fXo0ePeOCBB+Ljjz+OBQsWxGGHHZZ7vhHFf2/Vil1nV1aWFXq5pJ7uuuuuuO222+IXv/hF7LjjjpFlWfzmN7+Jq666KiIi19WKle9DGDNmTJx33nmx55575roP4ZJLLoljjjkm2rZt+4W/Pfjgg3V+mQcffHDMnz9/ld8Vcv/Jmu6DyRvGFi1aFDfddFNMnTo1ysrK4gc/+EGcf/75sdlmm+WqHzdu3Gp/36tXr1rrXnnllRg7dmz8/e9/jx122CFmzZoV9913X7Rs2TLXfCMiXn/99S9coXj++ecLPgtaaBCvrKyMRx99NMaOHRtTpkyJAw88MP7zn//EI488UtAKs2DBghg4cGBMmTIlqqqq4oADDoh+/frlPpP0+OOPr1LboUOH3POO+Gz5rP7eDzzwwDj00ENz144fPz7GjBkT77zzTnTt2jUmTZoUP//5z+PYY4/NVT9z5sy49NJL46WXXooWLVrEzjvvHIMHD47ddtstV/1ll11W8/9PP/00nnvuudhvv/1i8ODBddYed9xx8bvf/a7mnsMZM2bEr371q7j33nsLnvfK8u74H3vssbj++utj9uzZse+++8bzzz8fV199de57G6qqqmL06NGrfPcnnnhiNGu25nNgQ4cOjT59+sTFF1/8hb+VlZXFtddem2vexS6zL774YvzmN7+JmTNnxle/+tVYtGhR3HDDDQWts8Us9x988EH84x//iDPPPDOuueaamDJlSvz0pz/NdSLjrrvuismTJ8eQIUPihBNOiJ133jmqqqriv//7v3PNu9hlvtjP/pprromysrKYPHlyXHzxxTFq1KjYZZdd4te//nWu+vost3feeWecfvrpMWzYsDjhhBNWG4DmzZtX8L3WlZWVBQXJYk/AdOzYcbUHVXkDSUTh+5lq9VnfV1bsOjdnzpwvHLi/8MILsddee+WqL3a5L2Zf0xDf24IFC6Jly5axbNmymDt3bkE9eObPnx9XXnllPPXUU1FZWRkHHHBA9O/fP9c9u6+99lqMHTs2Jk6cGK1bt47Zs2fH3//+91zryimnnLLGvxUSJqtPOg4fPjzuvvvuuPXWW+PVV1+NP/3pT3XWTp06dbW/r+uYfPLkyTFu3Lh4+umn4+CDD44jjjgirr766txX615//fWaz22HHXaIbt26xbBhw3IP5lJZWRmPPPJIjB07Nv79739HxGfbzs6dO+fa5hTzvVVriP1ktbUWxiIiZsyYEVdccUUcd9xx0bNnz+jVq9caQ8Lq9OzZM8aNGxe9evWK8ePHR0VFRXTv3j3uu+++XPXF3BS9Lli4cGE8//zzUVVVFXvvvXd85StfKaj+9ddfj6lTp0ZFRUW0bds2vvnNb+au/fTTT2PSpEk1K1+nTp3q7Db03HPPRVVVVfTr1y8GDhxYc9m/oqIi/s//+T+5Bx+JKC6IR3z22d17770xbty4mDNnThxzzDFxySWX5J5/fQ0YMCB+85vfrPK7Sy+9tKDuH8UutzNmzIinn346KisrY//9949vfOMbBdVHfNZ1qaqqKnf4X5OPPvoo+vTpE8OGDavztcccc0zcc8890bNnz5rRnbp37547jEV8tty+9dZbUVlZGbvvvnvuA6NqCxcujBdffDEqKytjr732yrXOVR+0runm6rxXSSorK+Ptt9+OysrKaNOmTUEHtQ3h008/rZn/brvtVvAZv9dee61m8JRqa2ubu2TJkthss83i/fffj2nTpsVBBx1U0BWWiIZb5gtV7EF9ROHLbceOHWPYsGHx85//PG677bYvdNGqa5ld08F0tbwH1cWegHnvvfdq/l9RURH//Oc/o7y8PH72s5/lqq/PfqYhBlGoVp917uabb47evXsXffKpWjHLfX33NcV+b3/9619j7NixMW7cuHjvvffiJz/5SZx++um5B+lqCBUVFfHwww/XnPxt3779F67cNZajjz46xo4dW9C+ctq0abHnnnuusfdK3m31woULY+LEiTFu3Lh4/fXX44QTToiTTjopdt9991z11aM5jh07Nh577LH4wQ9+ED/+8Y8LGiRuwYIFNcd3H374YTz++OO5a4v93ordT1Zbq/eMfe1rX4thw4bF9ddfHxdccEHBQ50Xcx9CsSMdLVu2LG655ZZ48skna86c/OIXv6hzB18dOL/xjW+ssrPKChzZ7fHHH4/LL7889t5776iqqor+/fvHwIEDc59tHj9+fNxyyy3RqVOnqKqqivPPPz/OO++83FdIvvSlL0XXrl2ja9eu8cEHH8SECRPqrJkyZUpMnTo15s6du8pQ+M2aNSt4I/nEE0/UBPHNNtsshg0bFt27d88dxr785S/H6aefHqeffnq8/PLLuU4CFHOA8etf/zrefffdePnll+ONN96o+X1lZeUXDlBrs/Jy27Vr19zL7eeHpt10000j4rMRJadPn17n2d7VdSteWd4zdp+3ySabrLLjrU2x3b1efvnluOCCC2KrrbaKqqqqmD9/ftx66625zxR//mr29OnTo0WLFtGmTZtarzL069cv/vjHP9aMhFq9rhdy/8krr7wSvXv3jk033TSyLItFixbFLbfcknsU0i5dukRlZWXNz2VlZdGiRYvYbbfd4tJLL11jN9E1HdBVy3tg16dPn3jllVdWuRpUyJnez4+EWS3P9vKpp56KG264IUaOHBnLly+P3/72tzFkyJDYZ599cs372WefjT//+c9fGOK7rrY3VCA5++yz44477ih4VMFRo0bFCSec8IXltvozq60XRq9eveKss86KOXPmfGEUujzL7F//+teC2romxd5v9/nl+ic/+UkcffTRuQ/q67OfWXk9j/j/xyd51/di17nq0Q4LvRe6WrHb+mL3NRHFf2+jRo2K0aNH10xr7Nixcfzxx9d5nNGlS5da33shJ4ybNWsWnTt3js6dO8f8+fMLOmm48qh8w4cPjwsvvLCgUfnq0zV55MiRMWDAgNUGj0K21V/+8pfjtNNOi9NOOy1eeeWVuOeee+LUU0/N/SiSZs2aRadOnaJTp06xcOHCGD9+fFx33XW5wtiiRYtiyy23jJYtW8YZZ5wRZ5xxRrz88su55rvy/Av93hpqP7lKOwquKFLz5s2jb9++MWXKlPjHP/5RUG0x9yEUe1P0lVdeGRtvvHFcffXVERExevTouOKKK+rsblV90F/97JWVFfL8maFDh8bf/va3mhsM33333Tj//PNzh7Fhw4bFmDFjam6UPffcc+PUU0+tNYzNnz8/rr322pgxY0bsvffe0adPn9h8881jm222iXPOOafOeVY/52P8+PH1GiZ1ZfUJ4kuXLo0//vGP8frrr8f3vve9OP3006N58+bx7W9/O7797W/XOc/aDjCqqqpqrT3vvPPivffei4EDB65yENS0adNVbpKuy8rL7VZbbZV7ua0eGn9N6vo+antGSyF9q1fe0WdZFrNmzcp9xuvKK6+MgQMHxuzZs6Nz587Rtm3buPLKK3PP+6qrroqhQ4fWhK/nn38+BgwYEHfffXeu+urHClR3jXvooYdis802i+eeey6mTp26xiur1cN4F3Nz9YABA2Lw4ME1AeLZZ5+NAQMG5BraPeKzG5x33HHHmvX73nvvjZdeeik6duwYv/71r+POO+9cbV1tB3SFfO/Tp0+P++67r95X8373u9/FX//613oNwDJo0KCaK8+77bZb3HbbbXHJJZfEPffck6u+b9++cf755xcU/COK216srL6PcCmmk0ubNm1i0qRJcfnll9fs4wqx8sF0fbv5RRR/Ambls/xZlsUbb7xR0AAi9dnP1Lae5xlkq9h17hvf+Ea8//77q70FI49it/XF7msiiv/ePv3001WuSOR9HENt9wjmWWc/+OCDuPbaa+ONN96IvffeOy666KLYYost4itf+UqceeaZudoQEdG/f/8466yzYsiQIfGVr3wljjzyyLj00ktzDwZxwQUXxCmnnBKzZ8+On/3sZzVdk2szYMCAiIi47bbbau7jr5b3IsH//u//xptvvhl77rlnbL/99vGtb30rvvWtb+U+Sf7vf/873njjjdhrr73ie9/7Xnz5y1+OM888s87P7umnn44LL7wwFixYEDvvvHPccMMNNVdh8xzbFfu9NdR+cmVrLYxNmjQpOnXqFBGfDabx2GOPRbNmzeK+++6LI444Itc0zjnnnHj88cdj++23j9mzZ0fv3r1zh5Fib4qeNm3aKom5f//+udsd8Vn3h4suuqjm50ceeSSuvPLK3AdsFRUVq4z0stNOOxW0g6+qqqoJYhGfnc2oa6Hp27dv7LrrrvGzn/0sHnzwwbj66qvrlfhvu+22osNYfQbCuOyyyyLLsjj44INj8uTJMXfu3OjXr1/uea7u6sEHH3wQY8aMibvvvrvWvs0bbbRRtG3bdrU3tC5dunSVERJrU9/ldk3f0yeffBJ///vf66xf3camvLw8/vGPf8SoUaNyP5x15R19WVlZbL311rnPdrds2TKuvfbamD59ejRr1iy+/vWvF7ShW7p06SpXwfbee++CdvBvvfVWDB8+vObzP/HEE+OUU06JUaNGRffu3dcYxhrirNknn3yyypWc/fbbr6AHkT733HOrLOsnnXRSHH300fHb3/42fve7362xbk33kE6dOjVGjRqVez3ea6+94p133sl9v8nnFTMS5ooVK1apbdOmTVRUVOSu32abbeq1vSpme7GyhQsX1mtEv+oraXnvQ17Z0KFDo0uXLrkPwtak2OfLre4ETPVBYx4rn+Wv3t5cc801ueuLHXgm4v8/L2nkyJHx0ksv1fm8pGLXuc9fmVtZnuWm2G19sfuaiOK/t06dOsVpp50WXbt2jbKysnjwwQdz3Vu9ugGR5s+fH3fffXeMHj26zuOzyy+/PPbYY4846qij4sEHH4zf/va39TpGKnZUvh/+8Iex5557xosvvhhVVVVx5ZVX5r6N5Zxzzok//elP0aJFi1i+fHnceOONMXHixHjiiSdqrRs+fHgMGTIkdtttt3j33XdjwIABNWMv5AnDN9xwQ0yYMCG+853vxB133BHnnXdenHTSSbnafO2118aAAQOibdu2MXHixLjuuuvitttuy1UbUfz31lD7yZWttTB26623RqdOneLmm2+OZ599Nk455ZTIsixGjRoVr732WvTp06fOaTzzzDPRokWLmoeylZWVxUsvvRQ777xznaPGFDvSUZZlsXjx4pr5LF68uKAwN3PmzLjmmmviJz/5SQwYMCBmzJhR0MZm++23jzvvvLPmTPfdd9+da0S6al//+tdj4MCBNfVjxoypsz/3nDlzas4ctWvXrs7BPtZkp512issuuyz22muvVc7AFLLA1ieIv/HGGzX3E/bq1auo/uOPP/54jBgxIh577LHYZ5994oorrqj19St3Vfu8vF3VIopfbqtVP/B64sSJscsuuxT0WRTzUMX9998/Hn300Xjqqadq7lXMG8b+/e9/x6WXXhqtW7eOqqqqWLx4cdxwww25u+ptueWWq5wEmjRpUu4QHPHZOl5RUVETxj799NOaq9m1XYWob3ehlW255Zbx8MMP1yzjDz/8cEFtb9KkSTz++OPxwx/+MCI+W36bN28e8+fPzx1MFi9eHOPGjYtRo0bFvHnzcndpjog44IAD4sgjj4zWrVtH06ZNC+qiGVHcSJi77bZbDB48OHr06BFlZWXx97//vaCRZ0855ZS46KKL4oADDljlPq1CtleFbi9WVuzD7du3bx9z585dZV+1xRZbxI477hhXXXXVau8V3m+//eI73/lOZFlWs19YuWtt3pBWbHfy6dOnf+FxNw899FB06dIlV3311cklS5ZEVVVVrtHkVlbMCd933303Ro0aFWPHjo3FixfHueeeGzfccENB86/POtcQw5tXK/YBuhH129cU+71dfPHF8cADD8QzzzwTX/rSl+LUU0+t2e7n9eSTT8aIESNi8uTJsddee8Xll19eZ80HH3xQs74edNBB9T7pXOyofIsXL47f//738dRTT0WzZs1qRkP9/BWv1Tn00EPj7LPPjlNPPTUGDRoUbdu2zRWi//a3v8WkSZOiZcuWMX369LjiiisKGtXwwQcfjPvuuy823njjeO+996J37965w1hFRUXNennCCScUfNtEQ31vEcXtJ1e21rsp/vOf/4wxY8bU7GAPOeSQOPLII3OFsVtvvTVefvnlOPDAAyPLspg6dWrssMMOsWTJkvjFL35R6xmsSy65JEaPHh1f//rXY8KECdG+ffuC+uSffvrpceyxx0bHjh0jy7J4+OGHc3XVq3bDDTdEv3794tBDD41zzz03hgwZkvtSekTEwIEDY8CAAfGHP/whsiyLAw44oOAuWzfffHNcfvnlNfV1HSCs3L7mzZsX1N6VFfvsl4j/S96Xx9WU//8/62bJZKfshDDWTxRFZItKaaOGylgmaUalkqwllURhZIuxlxZatFA0NYwt2UklSyJLoiKl5d7z+6PvOd972+77nHOZz3x/z8ejh+7V+55z77nn9X6tz2fd+S9fvpxxLoE6A9xcm6i4E9emTRvWLVMfPnxgMmQKCgrQ19dHVlYW0Y0vi1Y1QPJ7GxcXx+p7W1VVhaSkJERERCA3Nxfy8vIICQkhChZqamqQkpKCiIgI5OTkYPLkyWjRogVSUlJYVacOHjyI8+fPw9jYGBRFYf/+/cjLy4ODg4PUtf7+/vjjjz8Y5/DBgwfw8vJCTEwM0bF9fHzg7u7OsND17t2bmI0QAKytrWFhYYHJkydDJBLh0qVLsLGxwdGjR5ut2ognLbiS5nh7e2PlypXMuauoqCAwMJD43P39/bF69WqmGt+nTx9s2bIFkZGRUtsw7t69i/DwcJw/fx5DhgzBx48fkZ6ezmqgPyQkBMeOHWPd6kejvLwcP/zwA+7evSvxPInN8PPzw++//w43NzcoKChAU1OTYe0lQXR0NKqqqnDr1i1Wx+ZjLwAwwTcfOQigbvBeX1+fcUYvXryI5ORk2Nrawtvbu9FKB50ZdnBwwL59+4iO0xi4znWfPXsW1dXV2LVrF5ycnJjna2trERISQhyMvXz5Ei4uLnj58iUoikKPHj2wY8cOqKqqEr+Hbt26Ydq0aUzCJTMzs1kyAz56STRkcc9xpTeXha3ns9cAsrluioqKaNGihcSsrDSUlJQgOjoaUVFREIlE0NfXR+fOnYmrUuI+UYsWLTj7SGvWrIG9vT0KCgpgYmKCsrIyiTl7aXB3d0f//v0RGBgIiqIQHR2NdevWEWkz/vzzz2jXrh1cXFywe/duYrbgFi1aMKzaQ4YMYTV2A9T5Z7QGXs+ePVl1L9S3KWxJM2Rx3WRxz4rjuwVjFRUVKC4uRrdu3VBeXs44yl+/fiVmiaIoCvHx8cwG/+7dO6xduxYnTpyAra1ts8GYvLw89PT00LVrV7Ro0QIjR45kxU5lYWGBESNGIDMzEyKRCMHBwRg8eLDUdeLD1N27d4eSkhIePXrEOOukBrtz587Ytm0bnj17BqFQiEGDBrE6/9atW8PZ2Rnu7u7Iz89Hfn4+a3Yxrr2wjZV/2bRcAXVzZ1euXMGOHTsY5/zJkyesXoPt+evq6kJPTw/BwcEYOnQoABC3XdB4+fIlIiIiUFJSIlFNIS2Jv337FpMmTcKkSZMAgJml6NSpU7Pr+Ape8xVVpBEfH49Tp04xGTpLS0uYm5sTBWMtW7aUqN6OGDGC1bH79euHU6dOoby8HJ8/f2Y9g7NgwQKMGzcO165dg7y8PHbt2gU1NTXk5+cTZfD4kObcunULMTExKC8vh1AoZC0YP2jQIMTExKCsrAwCgYDZIH777bdm15mYmKBNmzaYOXMmXFxc0K1bN0ydOpX1BtOxY0doaGj8Izajffv2WL16NVq2bMnYOppUgATFxcWsWH5p8LUXDx48wJQpU5qcwSFNXuXl5UkE7rq6uvj9plzS5AAAIABJREFU998xdOhQqW26ixcvbjQYJGVW49rm9+XLF9y+fRtfvnyReP8CgYAoUUvD09MTv/zyC/T19QHUBXmenp7EBCPe3t5IT0+XGAmQRmbARy8JkN09t2HDBkyYMAH3799HmzZtoKysjJUrV0qlN+dr6/nuNQD/68Y16aerq4upU6ciMDCQ6bg4d+4c8XnXB1d7N2LECJw+fVqCPZdNgFBYWMj4lEAdgZi0+67+PLeSkhJ8fX0ZCRBpSaT675UtU3H99WyS5TU1NXjz5g3jU9V/zDYJyPa6yeqeFcd3C8ZGjx6NRYsW4c2bN9i4cSOCg4Nx/vx5bN68Gfb29kSvUVRUJPEhq6iooKioCEpKSlKHl8+dOwc/Pz+MHj0aQqEQnp6e2LRpE+PkNgU6W0kzBtGbenZ2NrKzs1lVd+Tk5DBv3jzivxfHgwcP4OzszIsZ7tmzZ1i5ciVsbGygpqaGy5cvNztD9eTJE4my8+vXrzFz5kymdYWUaSgtLQ07d+5ERUUFKIqCSCTC169fidl2AKBXr17YtGkTHB0dpVZBaeTn50u0WdR/LM3YeHh4IDY2Fo6OjjA0NGQl1kzD0dER2tranB3T3377DXl5eRg0aBAz2Ny1a1cIBAL4+PhAW1u70XV8Ba/5iirSoChKolWiVatWxEZbQ0MD69atg6WlJQQCAZKSktCzZ0/GWZTmIBYUFMDV1ZVztrW6uhoFBQVMe+D9+/dx9uxZYhFbLqQ5NI4dO4a5c+dyNu53795FSEiIxD33+vVrqZXaPn36IDs7G7m5uRgwYAC6du3K6Xvbr18/WFpaYvz48RJOBWnyiY/N4GLrxDFy5Eikp6dj0qRJrBwEvvaCrgj5+/ujtrYWubm5EAgErGcl27Vrh4iICMyePRsikQgJCQlo3749nj59KnXOWHx2hz4HDQ0N4mBsyZIluHr1Kus2v7lz52Lu3LkIDQ1ttLWbFCUlJYxDDwCGhoasKn1XrlxBcnIyUXsXjfj4eMTExGD+/PmMXhKb6oys7rlXr17BysoK4eHhaNmyJVxcXDB79myp6/jaer57DcD/unFN+rm6uiI2Nhbu7u4wMDBgfc/m5eVJzKa9e/eOqaqyacu+f/8+bt26BWtrayxbtgyPHj3C1q1bpfqnNAYOHIibN28yIu05OTlSddaaI24hQWlpqQSTZv3H0nzj9+/fSxQr6j9ubq+oqKiAjY2NhN9Ps8CSfO58r5us7llxfLdgjM50fv36Fe/fvwdQp5YeEhJCVGEC6gI6Nzc3GBsbQyQSISkpCerq6vjrr7+kVnn27duHmJgYhmq5sLAQDg4OUr/sfLOV4l+oDx8+4NatWxAIBNDQ0GCV7fbz8+PFDJeWloaTJ0/i+PHjMDY2hoeHB8zNzZtdw5btsin4+/vDx8cHR44cwbJly5CamorKykpWryEnJ4eRI0ciNDQUv/32G7KysqQ69eKZIi6wtbWFra0tcnNzER0djUWLFuHz5884dOgQLCwsiGZ4KIqCh4cH53NQUVGBj48PwxCUm5uL3bt3Y+3atVi+fHmTDHEXL15kBK83bdoEbW1tVFZWorq6mqikv3r1ari7uzP6H/R8Y3JyMrGoIlA3O+To6Mi07sXFxRGzftFzKvXb83bt2kVEvevl5cUr2+rq6oqysjIUFBRAQ0MDGRkZxPToADfSHBrdu3fH4sWLMXLkSAnHcNmyZUTr165diyVLliA2Nha2trY4f/48U61pDsHBwSgpKWGGot3d3VFTU4MHDx6wqkz26NGDc4siwM9mcLF14vjzzz8RGRkp8RzJ3JQs7AVQJwmyatUqzrOSgYGB8PPzw7Zt2yAQCDB+/HgEBAQgJSUFbm5uza6tf2+8fPmS1WD7nDlzEBsbK9FOzgYRERG8grGWLVsy+klAnbwF3QpFgt69e7NmpRw0aBDTEkzby+LiYixdupRIL0lW9xwXenOAv63nu9cA/K8b16QfLXeTlZWFmJgY2NjYoKKiAkePHoW5ubnUFk821PfNwdfXF46OjkhJSUHr1q0RExMDR0dH4mDs2bNnsLGxgaqqKgQCAZ4/f4727dszchuNBRfilcvU1FRcv34dAoEAkyZNwoQJE6Qec9y4cRJ+sZaWlsRjab5x/XELNmNDfMc/+F43Wd2z4vhuos9NsSnq6ekRsxLW1tYiIiICV65cgUAggLa2NqysrHDlyhUMGDCgWU0Gc3NzREdHSzhDtFAeCa5cudLgC8pmsDg+Ph4BAQEYM2YMhEIh7t+/D19fX2Ka78YE/IyNjZGQkEC0nhYDnDdvHlasWAFNTU3MmjWLV0meFPTnvHfvXgwfPhyTJk2CoaEhsVg3AAkxw+rqaqxZswZnz57lzf7FBrQ4YHR0NG7cuIHbt29LXbNx40ZMmDAB06ZNI9bEE0dj19jExARnzpwhFk2XheD1x48fcebMGdaiihRFITw8HNevX2dmFa2srFi3NHCB+HeGBpt7Rk9PD+fPn4efnx8sLCygpKSEFStWEFOkr1y5Eh07dpQg3SktLZUqhwGgycH/FStWEB2bfu+7du2CpqYmxo4dC2NjY1b3HFAXEEdHRyMxMRE9e/Ykfu98wcdm/JO2Thxc7AUAGBkZITAwkPOspKyhr6+P5ORkor+1s7ODvb09Ro4cyUn89JdffkF1dTVGjRolMfNLWlG9e/cuXF1d0aFDB0afTzyJKQ2urq64e/cu1NXVJc6fLUMerZcUFxfHSm8K4H7P/f333wgKCsKbN28wZswYht6cdAZI/Ny52Hp6LZe9hu918/X1xbt37ySSfsrKyqzYk4E63+LPP/9ETEwMbt++3WButD5kJfg9Z84cnD59Gm5ubpg4cSJMTU0b3b+agjTtzubmTQMCAnDnzh3MmjWLKXJMnTqVOPH3T6CpuVoapJV8WUEW++S/ik1RQUEBRkZGTDlRKBQiMzOz2YCG/jL36tULy5Ytg6mpKRQUFJCYmEhUkZPVYPHevXsRExMDFRUVAHU3z7Jly4iDMb7McNra2jAyMkLr1q2hqakJGxsbqe0jw4YNazSTT5dyScX1WrdujefPn2PAgAG4ceMGtLS0UFNTQ3zuACT0lVq2bImgoCCpGdSmRFjZthDQEBcH/PDhQ7N/S4t8UxSFiIiIBkKgpEFk7969ERgYCBMTE4hEIiQmJqJv3764c+cOcXDHRfC6sdfgIqooJyeH+fPnw8rKCtnZ2ejTp4/UQGzDhg3w8fFpUoyUlBCBb7a1c+fOkJOTg6qqKnJzc2Fqasrqe8uFNIdGcXExK9KJ+mjVqhVKS0uhqqqKe/fuQVtbm1XrFI0ff/wR69evh4eHB1E2UlYi93xsRmO2jmbgJUFlZSV2796Na9euQSgUQktLC87OzqxnbNnYC3HwnZXkKvgNNJRlePr0KSuJgYcPHzJ2mQsb43/+8x/iYzW1PiUlBfn5+RCJRFBVVWUVFE6cOJFzVU8cpHpJjYHtPUdDnN5cKBSyojcXB1dbT6/lstfwvW7r1q1DeHg44uLiGFvLVjQdqLv3DAwMYGBggKKiIql/Ly4r8P79ewnBcjY+hqKiIg4fPoyMjAx4enri+PHjrOZclZWVERYWxrAp6urqYs6cOUSdGGlpaUhKSmL25Z9++gmmpqZSg7H64vL1IS2BwkcCpjGhahokXTP19ycabO0VDa73rDi+W2WM3qRnz54twaZYU1MDIyMjorLhrl27cOzYMdTW1qJjx4549+4dhg8f3qwQKl/Nn1OnTuH27dtIS0uT2NDp9g/Sqp6FhQVOnTol4UCzqcw9f/4cq1atQkFBAYD/ZYZjo+Pz+vVrdOvWDfLy8sjOzpbK7CbNeSNtVbtx4wbCwsKwbds2zJs3DwUFBZgzZw6r9j0uMzB8skV8UVVVJZHZ5Yry8nLs2bOHqQaPHz8eDg4OSEtLQ//+/YkEDv8JvHjxAi4uLnBycsL48eNhbW2NDx8+QCQSISgoCGPGjGly7cOHDzF8+HBcvXq10cCNdDCcb7Z1w4YNaNmyJebNm4eVK1fC0NAQCQkJUitr9+/fJ24pawrm5uYICwtjFTyK49y5c4iKikJwcDDmzp0LeXl5DBkyhIhd678BmZmZCA0N5Wwz2No6caxZswaKioqwtLQEAERFReHz589EFU1ZYPPmzfjy5YvErOSrV6+YeVdpWV9fX98mBb/DwsKaFPwGIOE803pP2traxI5xTk6OVMkUafj48SPu3bsHoVCI//znP8QBRXp6OgYOHIjevXsjNTUVp0+fxtChQ+Hg4MCKDOHVq1d48uQJdHR08ObNGwkyj/9GiAt15+fns5Jx+G8A3+v25cuXBmzP1dXVOHLkCDEfgSzAppJVH2/fvsXp06cxfvx4jB49Gtu2bYOtrS26detGtN7DwwNfv35lkrZnzpxBt27dGDbe5mBjY4Ndu3YxpGDl5eVYunQpTp482ew6vsGYtECdq5TSvxbUd8KMGTOo9+/fU3Z2dlRxcTHz/KdPnyhDQ0Oi15gyZQr1+fNnavXq1dSLFy+o9PR0ys7OjtV5fP78maqsrGS1hqIo6urVq6zXiMPLy4tavHgxlZSURCUnJ1POzs6Uvb09FRsbS8XGxhK/zpcvX6jPnz8T//2uXbsoiqKo1atXN/rzT6C0tJT1GgMDA+r06dOUtbU1lZycTLm6ulJ+fn7f4OxkA3V1dWrx4sXUoUOHqOzsbJm9bkFBARUUFCSz1/tW+OWXX6jExERKJBJRUVFRlKGhIVVTU0M9e/aMsrKyInoNU1NT3udRXV1NPX78mMrJyaGqqqpYra2traUyMzMpiqKoP//8k/Lx8aFyc3OlrhM/b39/f3Yn/D+wtLSkxo4dS82bN49atGgR88MGIpGIoqg6m5GVlUUJhUJO58IGlpaWMnmd+vcMG5tRWlpKrVu3jrK1taVKSkqo1atXs1pvbGzc4DkDAwPi9XxhY2PT5I+tra3U9Y3dN2ZmZk3+H0VR1P79+/md9P9AX1+f1/pLly5ROjo61PLly6lff/2V0tbWptLS0qSu++OPPyhzc3MqLy+Pys7OpkaNGkVFRUVR3t7elK+vL/Hxk5KSKCMjI2r69OlUcXExNX78eCouLo7PW/rmEL+msrCZ3xN8r1t4eDg1bNgwSlNTk3r48CFFURR17tw5avLkydSsWbO+9elLgM9nz/e6zZw5U+KxUCgktlmOjo7UhAkTKE9PT2rTpk2Unp4eZWVl9Y/6iP8/4h9nU/T39yfW61JWVoaSkhLU1NSQk5ODGTNmEGd6Hz9+DA8PD6bHt3///ti6dStx1ktRUREODg6s2cloVFVVQVlZmem/VlRUhKKiIjPw2NSwY1OtWjSklWPpFi1ZCNGyRV5eHjZs2IC8vDyoq6tj06ZN6NGjB2uabqCufcDCwgKFhYVo164dtm7dCmNj429w1g2xZs0a1jMDV65cwd27d3Hz5k1s3rwZhYWFGD16NCZMmIDx48czRDIkEIlESEtLQ2RkJK5du8aq5UpWKCsrY3Xd3r17xzBTXb16FTNnzoSCggJUVVVRXl5O9BpdunTBzZs3Wc+f8M3YAXXvVygUMuxUSkpK+PXXX6VKCgCSgtBNEf9IA+lsWGOIjo6GmpoaU53bv38/+vbtS0TgwRfSqNNJsXbtWtTU1MDY2BjGxsasZAkao/h2d3eXSvFNg6IoRigZqBP1ZKtRyAfiJBoUReHLly+sWDW5CH4nJyfLpIowcOBA7N69G6NGjZIgVCCd4dixYwdOnjzJ7MsvX77E8uXLpbbUnzlzBpGRkVBUVERgYCCmTp2KuXPngqIo4u4VoI4iPTw8HDY2NujcuTNiY2OxaNEimJiYNLnmn55fEbc3lAwandjaehpcqqJ8r9sff/yB06dP49WrVzhw4ADatWuHtLQ0ODo6Yu7cuazfAx/w+ey57nU0evXqhRcvXjAMisXFxcxIjDRMmTJF4v76b+22+b+Of5RNsV+/fti/fz8xm6KSkhLi4uIwbNgwhIaGQllZmVh7xtPTEytWrGBmtC5cuIA1a9YgNDSUaD1XdjIabJ15GnzpR2nH3czMDKWlpaisrGTm7V69esXrtaXBy8sLRkZGjKL7li1bmu31bQ6ymoHhgsePH+PLly+sergVFRWhra3NUM9XV1cjKSkJhw4dwpo1a4h6kt+9e4fIyEiGeObLly84d+4cq7aZT58+ISEhAaWlpRKbBelAfHZ2NlxcXPD161dERkbCxsYGO3fuZIL8pkAfi6IoZGRkMLSzFEURi0M+ePCA6cmn13Lp5wbqaHcjIyPRo0cPqe/90aNHWLp0KTZv3sywWV25cgVubm44ePAgK4eD6watra2Ne/fu4fHjxzAxMcHDhw+JmBxPnDjBkAXRmDhxIrZs2YKqqioifTSgrsV3/fr1KCwsRGhoKFauXInNmzc3S5IE1DlyzbXqkEqBxMTEID8/H0lJSVi6dCk6dOgAExMTIlkArhTfNBYuXIg5c+Zg6tSpoCgK6enpxAlDADh69Cj27t2Lz58/A2D/vU1PT8fNmzfx66+/Ys6cOfj48SMrRsgtW7bAw8MD7u7uoCiKleA3X5SWliIjI0MiCUEyw0GjtrZWwr717t1bKh0/fQy6pTcjI4P5nrOlm5aXl5cIfJWVlaXO5tJ7WmlpKQoKCjB69GjIy8vjzp07GDRoUKMi242BqxyF+HvkQ6/N1dbTcHFxYU2Sw/e6KSoqYsiQIRgyZAjWr18PbW1tpKSksJYEiYuLw7Zt21BWVgaA/Vw8m3NuDPReR78OW5tRW1sLExMTaGhoQCAQ4NatW1BWVmZam5u7/8zMzFBeXo5Pnz5JPM+HDfd7QRZt0Xzw6NEj7N+/H2VlZRJ7Pam9E8d3C8bEWWcEAgFev37N3DCvX78muvB+fn5ISkqCqakp0tPT4enpSSwIWVVVJUGWoaenhz179hCfP9/KTHJyMg4cOMDc7DSkDXjWr2gVFhYiKysLQ4YMQZ8+fYiPHxwcjKNHj7KatxMHF8ewvLycMTAuLi6cdLpoLFy4EC4uLswMTEJCAnEGx9vbG2ZmZpzneOTl5TFlyhSoqqpKzIFJu+FevXqFy5cv4/Lly3j48CEGDx4MCwsL6OjoSD2mg4MDcnNzMXXqVGzfvh2jR4/GtGnTWM8vODs7o23btlBTU+O0Wfj6+mLPnj1wc3ODiooKNm7cCC8vL6mSCoMHD8aBAwcYeuPRo0ejuroahw8fJh7Sv379OuvzBRoGmn/++Se8vb0xb948uLq6Sl0fEBCAoKAgCQp+FxcXaGhoYMuWLc3O3ACycY5CQ0Nx7tw5vH//HtOnT8eaNWswb948LFy4sNl1p0+fRlhYmIQzoqmpiYMHD2LhwoXEwZinpyeWLFmCoKAgdO3aFUZGRvDw8EBYWFiz6yoqKpqtBrLRZezXrx8WLVqEPn364MiRIzhw4ABRMMaV4puGhYUFRowYgczMTIhEIuzevZsVicXx48cRFxfH2ZnZvXs3/Pz8cPbsWYwcORKenp6wtbUlDsbU1NQaCH5fvny5WcHvpubq2DqFpLIRTaFHjx44evSoBAMpyWyvQCDAp0+fUFFRgezsbIb5uLCwkBVzq5qaGkJDQ1FbW4vs7GycPHlSqrNHv2c7Ozvs3r2bqU4UFhbC09OT+NhcE77i+kz1tZoA8sQbV1tPg0tVlO91E69Yt2/fHlu3bmU1H0gjODgYf/zxB+t9UpwIgqIo5h5ie99w3eto/PrrrxKPlyxZQrw2ICAAUVFRDCEcfe6k5CMRERGcyFJkAS4JgPq4desWHj9+DAsLC9y7d49VJdvDwwNWVlac/StxfLdgzN7eHvn5+VBWVm6QLSa98CoqKkxmb/Xq1QCAxMTEZtfQQeCQIUOYzVwgECAhIYFpQSIB38pMQEAAtm7dynqDfvz4MdatW4cuXbrAxsYGTk5O6NOnDwoLC+Hh4QELCwui14mNjcXFixfh5+cHBwcHPHv2TOqAJg2ujmF9Y8rFSNIwMDCAvr4+5OTkEB0djfz8fOKh/JEjRyIoKAgfP36EiYkJTExMJFiPpMHd3Z31+c6cORNKSkrQ0dGBra0tRo8ezer9v3v3DioqKujQoQM6duwIOTk5Tjd7cXExjhw5wnodjcrKSgwYMIB5PGHCBImqS1Pw8vJCUFAQI04uLy+PzZs34+nTp9ixY0eza62srBroPHHBp0+f4OPjg/v372P79u3E9/unT58a1UKbOHFiA82zxiDu2HLdoE+dOoVTp07B0tISHTt2RHR0NObOnSv1nquf2afRqVMnVgFJSUkJdHR0EBgYCDk5OVhaWkoNxIA6Z5prF4A4Lly4gISEBNy7dw9TpkzB+vXriTXenJycYGtrizdv3uDXX39lKL5JUVpaiuLiYlhbW2P//v3YvXs3Vq5cSZz86t+/PycWO3EMGTIEwcHBmD17Nn744QfW7LNAHQFTVFQUoqKiUFVVhUuXLjV7PK7kA+LgWt2h4efnBx8fH+zfv59hxdu0aZPUdUuXLoWpqSlqa2sxZ84cKCsr4+zZs9ixY0ezQWh9eHp6Yt++fWjVqhXWrl0LLS0tVqQx4kK7PXr0kEp9Lg6uCV9xR5iPU8zV1tPgUhXle93E98Q2bdpw9jFUVFRYkfzQyMnJ4XS8+qATlc+fP8eGDRtw9OhRLF26VGrLIs0W3JRvQBJY/Pnnn7h06RKrzh9xhIaGcvreyYLtmm9b9LFjx5CamoqioiLo6+vD09MTc+bMIQ5mW7duzUsXURzfLRgLDw/H/Pnz4eXl1SyTGlt4enrCyMioyf8Xpx7NyMhgaMYpikJ1dTWxDgWfygxQp9g9ZswY1lpTGzZsgL29PT5//gwHBwccO3YM6urqDDU+aTDGZ96Oq2PYWNDNFnzZMIG6MryZmRnevHmDxMRE/PTTTxg4cCDmzp3LSAU0h7Fjx7LOngwePBi5ubkoKChAnz590K9fP+IebqCuTSs3N5cRolRWVkZ5eXkD+lxp+PHHH3mV8jt06ICcnBzm2sXHxxPNE7Rt2xYbN26UeK7+46Ygi7mjtLQ0eHt7Q19fH2fOnJEw1NJQW1sLkUjU4F4ViURETrEsNmiBQCCxESsqKhLNLQkEAnz48AGdO3eWeL64uJhV8qh169Z4+/Ytc91v3rxJNMsgi5kVoO57ZmJigqCgINYOVteuXXH48GHOFN9ubm4YP3485OTkcP78eSxYsADr1q0jrvosWLAAxsbGGDVqlMQ1Iw1Su3TpAh8fHzx8+BDbtm3Dli1bWCXx6H0uNTUVcnJy8Pb2bnaPlCX4tvMrKCg0qbHXHPT19aGuro6SkhLG1v3www/w9fUlFpkH6hx6R0dHuLm5IT8/H/n5+cSSBsOGDYOHhwcMDAxAUdR3S/iSVr6kgautp8GlKsr3uuXn5zOteOK/0yBtFxs+fDhcXFwwYcIEie6X7zWXvmnTJnTq1AlZWVkQCAR48eIF1q5dKzX5FxERAR8fn0bHP0jbgwcPHozq6mrOwVi3bt2wYMEC1tqAfKvoAP+26NjYWERFRTG+7enTpzF37lziYExHRwcnTpyAjo6OxHvn0hXx3YIxJSUl+Pr64tSpUzINxqRt/vUzcjU1Nbhw4QLCw8Px4MED4uPwqcwAwOLFi7FgwQJoampKbNDSvrCVlZVMwLB//36oq6sDqKNlZ+Ok8Jm34+oY1m99oasEbCoEsiIeefnyJeLj45GUlIS+fftCT08P586dw/nz57F169Zm13LJnuzatQsikQj37t3D5cuX4eTkhIqKCmhra0NHR4eZRWoOgwcPxpo1a+Du7o709HTExMRg+vTp0NXVJZ69y8vLg5mZGTp37oxWrVqxbkHYuHEjPDw8kJeXBw0NDfTt2/ebU3zznTtyd3dHSkoKHBwcoKGh0eA+lxZIa2pqYvfu3RK6ggAYAeLvAQ0NDQQGBqKyshLp6emIjIwkck5sbGxgZ2eHVatWYejQoWjVqhUePHiAgIAAVtnLNWvWwN7eHgUFBTAxMUFZWRmRkyztXiLFy5cviRIljYFuXWErdkujrKwMS5YsgY+PDyO+ymYGICgoCMbGxpylM4KCgpCamooFCxagTZs26N27N5HDffToUURGRqJFixYwMDCAs7MzFi9eTEQRra+vz+lc64NrdScjIwNubm748OED+vbti99//514lpyGioqKRMKLVMNTHLt378azZ8+wcuVK2NjYQE1NDZcvXyZK2vr6+iI0NJSZERs/fjxxWzDAP+HLF3xtvficaVhYGNzc3IjmTPlct5CQEOK/bQ4lJSVQUFBo4NR/r2AsKysLsbGxuHTpEhQVFYnvGx8fHwCAoaEh5s2bx+nYJiYmmDFjBgYNGiTh15HaPK7agLR9rK6uxsWLF/HlyxcAYPgMnJ2dpb4G34BOXl5ewrdt1aoVK7KmM2fOAIBE9xEXDVvgOwZjQF27GF/9nfogrba8fPkSUVFRTC/9smXL8Pvvv0tdJ4vKDADs27cPqqqqrFm5xP++foaOTRa6sXk7Usa2xhxDkiBJFhUCcUfiw4cPuHfvHhQUFDBy5Ehi0et58+ahuLgYpqam+OOPP5ishampKVFQxDV7Ii8vD3V1dairq8PS0hIXL17E8ePHcfLkSVaDweLiscXFxYiPjydeK41ZUBr69OmD8PBwVFRUQCQSsR6M5gK+c0dv377FqFGjcPXqVVy9elXi/0iyZq6urli6dCni4uIwZMgQtGrVCo8ePUKnTp2wb98+8jfCAx4eHoiIiMDAgQMRGRkJLS0thgSlOZiamqKqqgpr1qzB27dvAdSRICxevJhVMDZixAicPn0a+fn5EAqF6N+/P1FljM1sVXPo2rUrZ3Yxvq0rIpEIDx8+RGpqKkJDQ5Gdnc2qqtiyZUte1Yr4+HgJJ37MmDFYtGiR1Pne7du3Y9q0aZg/fz40NDRYtTZLE3glBdfqztatW+EwqEmbAAAgAElEQVTj44Nx48YhISEBgYGBOHjwoEzOiQ3S0tJw8uRJHD9+HMbGxqyIU1q2bIkZM2agf//+jEYZm3m1cePGNUj4fk9yAr62np4zDQwMRJcuXYjnTPlAVslaOugsLy/ntMd9/PiRiGm3KcjJyaG6upq5X0tKSlh1EoWFhXEOxnbs2IF169ZxnnFdvnw5KioqUFBQgEGDBuHr16/E1WSgbr8tKytDQUEBNDQ0kJGRQdySzjUBQGPs2LEICAhAZWUlUlNTiZOeNLgKPDeG7xqMcUVzDqW0tqELFy4gIiICWVlZ0NPTw9atW7FhwwbizVJWN3tNTQ2nWYrS0lJGVZ7+HQAjYksK8Xk7e3t7eHh4EN/sXB1DWeLcuXPw8/PD6NGjIRQK4enpiU2bNhEFU05OTgyrIY2XL1+id+/eDZz1xsAle5KTk4Pbt2/j9u3buHPnDtq2bQstLS2sXLmSF9Vxly5dWDGide3alVPWia+kAh/wnTvimy1TUlJCWFgYrl+/juzsbMjLy8Pa2ppVyxFXhISEwN7eHgKBANbW1pzuMysrK1hZWaGkpATy8vKcaKppFsX6LFGymAcjgTi7GA3Sajrf1hV3d3ds3boVixcvRu/evWFpaSk1KSeOMWPGYMuWLZg0aZJE9wLpfZ+YmAihUAhLS0v8/vvvSEhIgJubm9R1ly5dQkJCAjZv3ozi4mIYGBigurqa+LxlAa7VndraWoZe28rK6pval+YgEonQunVrpKenY8WKFRCJRKisrCRae/bsWezbtw9fv35lSA1WrVrVLC2+OMzMzPDjjz9i9uzZmDZtGmspih07dhATmolDVrae65zpfwNyc3Ph6uqK8vJyREVFYcGCBfj999+Jg2Fra2teRBILFizAokWL8P79e/j5+SE1NZXVrCPXVkGgbqSADbFSfVy7dg2enp4QCoWIjIyEkZERgoKCiIjKgLrP/vz58/Dz84OFhQVWrFhBXCjgmwBYtWoVoqKiMHjwYMTFxUFXV5dVUFtWVoZt27ahoKAAu3btQkBAANasWcPIorDBvyIYaw7StFEcHR1hYGCAyMhIZriWTcaBrsywGcRtDBMmTEBoaCgmTpwosUFLy0ZoaWkxToX47wCIIviPHz9i48aNsLa2hqamJhwdHXHlyhV06dIFISEhEgO7TUEgEMDMzAx6enqMY/bx40dWM1B8sW/fPsTExDD6XIWFhXBwcCAKxn777Tf4+/tj5syZzHNOTk5SFeBpNJY90dLSanaNs7MztLS0MG3aNKxdu5ZX1owPuGad+Eoq0OAy0C+ruSM+kJOTk5Am4AIu7Rey0nsCgI4dO3Jeu2LFCmhoaDAVlu8NLuxidAsu32BcW1sbI0eOxMuXL0FRFI4ePcoq05uVlSXxL8AuGDx8+DCWL1+OAwcOYPLkyUhMTCQKqDt06ABbW1vY2toiJycH0dHRqK2txaxZszB//vzvkkBrrJ2fxKGtP5/JRWsJqMtUi+swFhUVwcfHB8HBwUTrtbW1YWRkhNatW0NTUxM2NjZSNc5ocNEoE0d6ejquX7+OxMREBAYGYty4cZg9ezaxDaIDSLb3q6xsPdc5Uxp8WO34wsfHBzt27MCqVaugoqKCtWvXYsOGDcRs0zQBzsiRIyWq8aTVJlNTUwwfPhwZGRkQCoXYt28f0X0TGxsLMzMzzq2CADB06FA4Ojo2SB6RBmjbt2/HyZMnYWdnh65duyIsLAyurq7EwVjnzp0hJycHVVVV5ObmwtTUlJiwiG8C4NixY7C2tpboGtm2bRsxaVtjmpYrV64k1rQUx78iGOPb8hETE4P58+ejZ8+emDVrFid9KnEikNraWhQXF+PHH39EdHQ00Xqa9fHw4cPMcyS9pXwz0T4+Phg+fDiGDx+O5ORkZGdn4/Lly8jLy4Ovry8R096BAwewb98+tGvXTkID46+//uJ1bmygoKAgQVzRs2dP4haQjh074siRI8jKymKozdk4/OLZkzNnzkBXV1dqy1dKSgrx639LcM06iVeEHz16xARTdEBBWjHmMtAvq7mjfxp82i/+adTW1hKzyDUGrvorkZGRsLKyarIborm9wNzcnEmwJCYmciatqJ/pNTY2RmBgILFzwTUYFJ+TnDFjBrKzs9GmTRukp6cDYCcLMGTIEKxbtw6rVq1CWloaYmNjmw3GpDEpkhz76dOnaNu2LZSVlXHgwAHcvn0bw4YNQ//+/aUS6NTU1ODNmzfMd6X+Y1KndseOHRAKhdDT00NYWBj27NnDKgj18PCAra0tunXrBnl5eWzYsIF4NpyLRln99ePHj8f48eORkZGBgIAALF++HLdu3SJa36FDB+jr62PYsGES1RFpPoSsbP3q1asbzJmSjIIA/FntgDopmSdPnmDixIl4/fo1KxmYiooKiRZrXV1dbN++nXj9vXv3cO/ePYnn2M4OZWdno6ioCPb29jh//jxRMHb8+HGYmZnx8pErKyuhpKSE27dvSzxPam9EIpGEbzZw4EBWx1dTU4OPjw/mzZuHlStXoqioiNg/45sA2LlzJ86ePYvdu3czxQWSbikafDUtxfGvCMb4YNCgQVi9ejVWrlyJv/76CzExMSguLsbSpUthbW1NPCxaP5N///59VhG4LHtL2eDJkycMlfilS5egr68PJSUlqKuro6ioiOg1oqKicOHCBc50zaWlpXj06BHGjx+PkJAQZGVlEVNF005Cr169sGzZMpiamkJBQQGJiYnEA97t2rXD8ePHsX79etjZ2WH79u2sN0k9PT107doVLVq0wMiRI1nNAnCBrGYV+WSdAGD9+vW4ceMGysrK0L9/f+Tk5GD06NFEek8At4F+Wc0dlZWVNagoFBYWciZWYAsugbCs9J74YsyYMUhLS4OOjg6nKgVX/RU+VVHxtYcOHeIcjNXP9IaGhrLK9HKld68/Jzlp0iR8+vSJeZ5LK1GLFi0wc+ZMia6A5o5dUFCAFy9eQFdXFwKBAJcvX8bAgQOlHvv48eM4fPgwBAIBxo4di+fPn8PQ0BA3btzAhg0bpBJBVFRUwMbGRuIa0kEUG6f26NGjsLe3x969e9GpUyeEh4dL0M03BVnYWy4aZeJ49OgREhIScOHCBaiqqmLRokXQ09MjXk9C1NIc+Nr6vn37Npgzff/+PdFavqx2dItoZWUlIiMjWbeItm/fHo8fP2Zs1dmzZ1m1mvH17wIDA/H27VtkZWXBzs4O0dHRyMnJYSScviX4Jvy7deuG9PR0yMnJ4dOnTwgLC2M1f7Zx40bcuXMHAwcOhJOTE65evUrM9N1YAoANG6uqqirs7e1hbW2NLVu2sB5F4KtpKY7/88EYDQUFBUyfPh3Tp0/Hx48fERcXh6CgIE6MS0AdGcnatWuJ/74pY/+tZzDEHaHr16/D19eXeUzaC9+9e3debXY0VTRQ14b1888/E1NF007CDz/8gB9++IHRymHTNkRRFFq2bImtW7fi0KFDsLS0RG1tLfF6PvNqXCGrWUU+WSegLkuUkpICHx8fLFiwAJWVldiyZQvxer76fFxAZ9SXLl2KgwcPMu9XKBTCzs4OycnJxK+Vl5fXoLpD2j7DJRCWld4T35mv5ORkhIaGSjzHJhjkqr9CV5y5ZHrFbR2foI5vppcrvXtz14aU+ZYr6GPb2toiPj6esfdlZWVEsyuRkZE4e/Ysw/57+fJl/PDDD7C2tiYKIvk6s5mZmczvDg4O8PLygqmpKYqKilBUVCT1npWFvW1Mo4yNM71+/XqYmJggIiKCU+LTzMyMqQ7RBCJsqkNcbX19e0tTpL97947Y3vJltePbIurp6YnVq1fjyZMnGDduHLp3704cEAB1YxubNm3CtWvXIBQKoaWlhY0bNxJfx8uXLzMth0pKSjhy5Ahmz54t9fuTl5eHadOmNXieDWtyU3pfpAmQTZs2wc/PD2/evMH06dOJtQFpjTS6IpeZmYm2bdti5syZxHwII0eO5EQ0RUNOTg7Tp09Hr1694OzsjAULFrBiKXd0dOSlaSmOf1Uw9urVKxQXF6NFixbo1asXp8F0oE4AdfHixayIEOq3zeTl5TXQ8mkO4sa+trYWf/75J/r370+8nkZj2f7m0KNHD2aTrKysZM7jzJkzUFNTI3oNVVVVWFtbQ0tLS6L9gZSBS5wq2szMjBVVNO0knDt3DtOmTeOUpZ84cSLz+5IlS6CmpgY/Pz/i9Xzm1YA6hqbPnz9LOIjSMkfiWU4+G6x41snR0RHXrl1jtckoKyujRYsWGDBgAHJzczFr1ix8/vyZeP0/Qde8a9cuZGRkoKioSCLbrqCgwIru3NvbG+np6RKfN5vZH76BMB/wnfm6fPkyr+Nz1V9pyjEA6j771NRUouPzmXPjm+nlSu9OIy0tDTt37pSorH39+hXXrl3j8nZYoaioSIKlVlFRkai6oaCggDZt2jBU/LRDLhAIvnkXAYAGUh+qqqpITU1ltNak3bM6Ojro2rUrr9nwNm3awM3NTYJshU27bExMDEpLS1FZWYnXr18zbYKkM2N8CUS42npxeyveEsrG3nKZyxYH3xZRVVVVREZG4vPnzxAKhcRMzTQ8PT2hrq4OX19fiEQiREZGYt26dcTU+/S50narurqa6Pz79u3LaT5JHOJJ8draWly4cIEV8U/nzp1ZtXTSkIVGWv0ih5ycHFq3bo0BAwZg7ty5Uv1Fej8eMmQIwsPD4ezszKr7ZNKkSRg+fDhnTUtx/CuCsfz8fKxYsQJFRUUoKyvD4MGD8erVK4wYMQJbtmxhJYIrK4wdOxazZs0i/vv6LQRz5sxhxdqSnZ0NFxcXfP36FZGRkbCxscHOnTsxbNiwZtd5eXnB09MTHz58QFBQEFq2bAl/f3+kp6cT38SdOnXCuHHjQFEUpwwtX6pooK7Fctu2bdDV1YWZmRkriQQ3Nzdmk6MoCqqqqsQCxAC/ebX9+/fjwIEDEsadTdsN3w1WIBBATk4O4eHhsLCwQLt27Vi1AaqoqCAkJATa2tpMqxEbQ82HrlmctjY0NBQrV64koq2lA/gDBw5g6dKlEv/HJpC8cuUKkpOTWQlGi6OxQFjapiUrvSe+M18fP35EfHw8vnz5wgQEr169Ip7n46q/0li1PDExEfv3728g6FofshKAFc/06unpYdy4cUSZXhp8q8H+/v7w8fHBkSNHsGzZMqSmphJ1Mchi7mvy5MlYtGgRZsyYAYqicO7cORgYGEhdJ+44spVvkQXEvze06HllZSWKioqI2hTXr1+PkJAQidlw8X+b+96mpqbCy8sLHTp0wN69e9G3b1/cu3cPvr6+KCwsJA7GgoODcfToUdTW1qJDhw4oKirC8OHDiUkk+FaHuNr65uwtKRpjtWMjxcG1RXTRokXNJm7EZ/ybw8uXLyUS9nZ2dqwkaPT19bFixQqUlZXh6NGjiI+PJ/retGjRgnfbff31v/zyC8zNzfHrr78SrZ8xY4aEfaMDov79+8PDw6PJ85OFRppAIEBZWRlj286ePYsvX75AXl4eXl5eUjtB9uzZw/zeqVMnHDlyhKiS29RMMx3Icens+FcEY15eXvD29saoUaNw7do1XLt2DU5OTjh16hRWr16NQ4cOffNzkJXKPY2nT58Sz2wBdYKSe/bsgZubG1RUVLBx40Z4eXnh9OnTza7r3r17A72WX3/9FR4eHsSZI1Ka0abAlyoaqDP4lZWVOH/+PIKDg/HhwwfMmjULpqamUiuUjW1yI0aMkJpxlMW82unTp5Gamsq5zZPvBst3MNrPzw8XL17EyJEjMWPGDCQmJrIKZPnQNdO0tUFBQejatStr2lpxx+D+/fsIDw9HcnIy7ty5Q7S+d+/evCpZAoGA6UGfNm0apk2bho0bNzb7+clK74nvzNeKFSvQvXt33L17F9OnT8dff/2FESNGEK/n2nYmvnF//PgRnp6eePHiBU6cOCG1oiorAdibN2/Cx8eHqe6wBd9qMC2Dcfv2bXz+/Bnu7u4wNDSUuo7v3BdQl2lOSUnBjRs3ICcnh8WLFzfaBlUfTQXCFEXhxYsXUtfLCidOnEBMTAxiY2Px8eNHLFu2DAsXLoSVlVWz6zZt2gQ3Nzf88MMPUFdXx8qVK4lnhrZt2wZvb2+8fv0a+/btQ79+/ZjAjg0zamxsLC5evAg/Pz84ODjg2bNnOHnyJPF6vtUhvrbeysoKYWFhKC0tlbCbJL6TvLw8jIyMoKury6wtKioirkg31iJKkoyi94jTp0+jZcuWMDU1hUAgQFJSEqvZajk5Obx58wbdu3cHUMe+zaYivHTpUvz999/o0aMH3rx5A0dHRyIWT1kQQom3+FIUhby8PFRVVRGvnzRpEnr16sXMFsbHx+PBgweYOnUq1q1bh6NHjza7no9GWnZ2tgSJ3tSpUzF37lz8/vvvREQaNTU18PX1lehCePXqFXEC5f79+3j79i309fWhoKCACxcucA6O/xXBWElJCUaNGgWgjno2ICAArq6umDdvHitjxQfHjh3Dnj17mMw624H6IUOGMBkYiqLQqVMnIu0YGpWVlRI09BMmTEBAQACLd/C/IG1znDNnDk6fPo1hw4Y1mMeQk5MjFi7W1taGmpoabt++jT///BMHDx7k1GKqqKiInj17onv37njx4gVyc3OZjba5+RSum5ws5tW6d+/OuZ0W4L/B8hmMfvbsGZ4+fQp1dXUAYGiz2YAPXTNf2tovX74gISEB4eHhePLkCWbPno2IiAji9e3bt8esWbOgrq4uEdDwmfOMj49n5eBwBT3zJW5z2NiroqIiHD9+HAEBAZgxYwZ++eUX/Pzzz1LXBQcHw9HRkfeMbGJiIrZs2QILCwvs2LGDqI9fVnOWV65cwfbt29GjRw9MnjwZU6ZMISIbosGV3p1G69at8fz5cwwYMAA3btyAlpYWkWPIZ+5L3CHr1KmTRIU2MzNT6syVrALh69evY+fOnYiIiMCzZ89gZ2eHbdu2ETudkZGRiIqKAlAX2MfExMDS0lJqMLZ27VoMGjQIxsbGSElJgb+/P/F3tWXLlpg+fTqAunbHV69eISEhgVh4loaysjKUlJSgpqaGnJwczJgxg1VLOR8CEVnY+hUrVqBt27asSXsAyQ4S0oqkOBprESUBvQ8FBQVJJLY1NDRgYWFB/DrOzs6wsrLCqFGjQFEU7t27x1R+SDFx4kT0798fWVlZRJJDQF0QyhfibYJycnLo2LEjq7nwW7duYf369czj+fPnw9zcHP7+/ti7d6/U9Xw00ioqKvD+/Xumc+nDhw9MIEnSjeDq6orJkyfj1q1bMDMzw4ULF4jGd+hz++mnnxAZGQlFRUUAwM8//yy1g6Mp/CuCsfbt2yMuLg76+vpITEyEsrIyamtrkZqayjl7yRbHjh1DXFwcZ5XynJwcXsfv0KEDcnJyGCMXHx/Py8knAb2pxcbGEhuHxnDmzBlmQxUKhdi4cSN8fX1Zkafs2LEDiYmJ6NWrFywsLLBu3Tq0atUK5eXlmDZtWrPBGNdNThbkKv369cP8+fMxbtw4CYeetNLKl6GL62B0WFgYAgMD0b9/f7x8+RI+Pj5SGdmaOj5XumautLWPHj1CREQEzp07hxEjRsDGxgZ79+5lfT0nTpwoMW8oC3yvmTG+M1+0bVFVVUVOTg6TDJMGum2aa2D08eNHeHl5IT8/HyEhIVLbsL8F6JbEp0+fIj09Hba2tmjTpg2xqGt9IdATJ05g9erVxPbaxcUFO3fuxLZt23Dw4EFERkYSM9oB3Oa+GpvboEEyvyGrQDggIIBJMvbv3x8HDhzAqlWriCVkampqJGwE6TD+u3fvmA6bCRMmsGKuFLenrVu3RkhICCe/RElJCXFxcRg2bBhCQ0OhrKzMaiyAa3VIVra+uLiYSCqnMfDtINHV1UVRURFTzfz06RPatWuHXr16wdfXV6o8wdevX/HixQumpTUvL49VO3737t0RFxeH+/fvQyQSwdvbm4hTIDc3F+vXr0eXLl1gY2MDJycn9OnTB4WFhfDw8GAVEHIFX11GeXl5/P3338xe+ffff6Nly5YoLi4mIkrjo5Hm6OgIc3NzqKurM+Mw69atQ3BwMEMa1xxqamrg5OSE2tpaDB06FJaWlqw+85KSEonEQ01NDUpLSzm9l39FMObr64s1a9bA29sbw4YNg7+/P16+fImzZ89+N02i/v37cxrMq6ioQEhICB4/fgx1dXUsXLiQU9vQxo0b4eHhgby8PGhoaKBv375S6YL5gq7AODs781KX37dvH6Kjoxkdh8LCQixbtoxVMCYvL4+jR482IK9QUlJq0IZZH3w3ueTkZBw4cKABww9J1k5FRYWXODbXDZYG18HokydPIjU1FZ07d0ZOTg68vLw4bdB86Jq50taam5vDwMAAZ86cYZIn+/fvZ33ufNnJGgObjHFCQgKePHmCZcuWISUlhchBPHnyJObPnw+gzqEQz/L5+flh3bp1RMfW0tKCk5MTPDw8sHjxYmRlZRHNztGCu2ZmZhJzmjQZgTQYGhqioqICenp6DdgcgW/PPgvUtZ5kZmYiMzMTeXl5GDFiBCsygcaEQN3d3YlmdDMzM7Fnzx48ePAAEyZMwPDhw+Hv789UXkjAZe6Lr0MmK1RVVUnMtA4YMIAV8+306dPx888/w8DAAHJyckhJSZEQgW4K4kFbixYtWDGqid/Tbdu25Zwg9vPzQ1JSEkxNTZGeng5PT09WIwJcq0OysvU//vgjcnJyWCULafDtINHU1IS+vj5zn1y8eBHJycmwtbWFt7e31I4Id3d3WFtbo2fPnhCJRHj37h0r/8rFxQXnzp1jRRAF1O3v9vb2+Pz5MxwcHHDs2DGoq6szPtK3DMby8vKwYcMG5OXlQV1dHZs2beJUbPD392fkowCgT58+2LJlCyIjI4lI8pYvX46KigoUFBRg0KBB+Pr1K3H3kaGhIbS0tHDr1i3Iy8tj06ZN6NSpEzQ1NYlIWBQVFVFdXY1+/fohKyuLNbX93LlzYWFhgUmTJoGiKKSnp3OujMlR3ytV+y/HpUuX4Ofnh1GjRklkwqQ5B87OzqAoCuPGjUNaWhpUVVUlSrpsUVFRAZFIJNG6RgI+VNdOTk4YOnRogzIyaeuIhYUFTp06JdFeZ25ujpiYGOLzr6qqwqVLl/DlyxcAYJw7Z2dnqWvfvXuHpKQkLF68GFu2bMHVq1dhb29PTMAyZcoUbN26tYGh4tIbTFEUXr16RezUr1mzhpcDKhKJEBUVhatXr0IkEkFLSws//fST1H52U1NTCUIAY2NjJCQksD6+ubk5TExMMGvWLE7JjJqaGta0tbTIbUZGBnR0dGBoaIjNmzeznmOqT54ye/ZsIvIUW1vbRoMuiqJw+/ZtZGVlST22uO7MqVOn4ODggGHDhkmlOjYzM2OEj8V/b+yxNBQUFKBPnz7IyspCZmYmDAwMiBML4nOaHTt2xLt374jICKSdH6mWUmOBICkr3fDhw9GhQwcsWLAA8+fPZ21radsmfg/Nnj1b6kD/tWvXsGrVKjg4OEBTUxM1NTW4c+cO9u/fz7T4kkJ87ktbW5to7iszMxN79+7FgwcPICcnh+HDh+O3335j7aDwwfLly9G3b1+YmJhATk4OiYmJyM/PJxYPBuqSZ5mZmVBQUICmpiZRIMvnXhk3bhwT8KWlpTUI/r51AkF8BAKoI5wSCASoqqqCkpKSRAtqY5CVrTczM0NOTg46d+6MVq1asWo13LBhAx4/fsy5g8TExIQhDaJB34ek17KqqorpPhoyZAirpLmjoyMGDx6MUaNGSSStpLX3ituFmTNnIiUlpcH5fyvMnz8fhoaGGDduHBITE/H8+fNmK+TSUFZWBoFAwNpeXrt2DZ6enhAKhYiMjISRkRGCgoKIdB0/ffqEhIQETnOKABAaGoq0tDQEBgbCysoKffv2hUgkIiZuAYCHDx9K2FouyQjgX1IZKywsRFBQEFasWIEWLVpg1apVePjwIYYNG4bNmzez6ufniqCgIBgbG7N2wPPy8nD27FkAdcZKWu96fWzYsAE+Pj5NOnikDGF8qK6Li4tx6dIlZmYKqMsGks7vjBgxAnZ2drCwsIBAIMC5c+egrKzMbAAkGX83NzeUlZWhoKAAGhoayMjIIA4GVVRUmAwNFxHFPn36YMyYMZzE/CIjI5nKFI1evXrhwoULROsfP36ML1++cM622tnZ4dChQ6yYqYCGFRyu9NR86Jq50tZOnToVU6dORUlJCeLj47F79268ffsW3t7emD9/PrGkA1fyFEdHR6LXbw5cdWfENyQuebb6jtu7d+8gEAhgaGjISDuQgOucJl/hWqCu5e7YsWOcWekyMzNx8+ZNXL9+Hb/88gtDxOLi4kK0nqsQ6J49e3DgwAGJlio6Cebv7y/V3vKZ+xIPBNeuXcsEgi4uLqwCQTs7O5ibm3OWIfHz88POnTvh5uYGBQUFaGhoSGhjNgVasygzMxOdO3dmPfNWX6/p3bt3mDZtGlFAIX5P8mnXrB9UAXUt9hcvXmx2HT0C4eXlhdGjR2P27NlMVfDvv/+WelxZ2fqmGOZIwLeDpF27dkzCTCQSISEhAe3bt8fTp08hEomaXLd+/fpm/SHSua/S0lJkZGRICLeTtPeKJ/brV4O+dZ2kvLycGe9wcXFhxQ4ujkePHmH//v0NEv2kvun27dtx8uRJ2NnZoWvXrggLC4OrqytRMObs7Mx5ThEAbGxsYGpqCiUlJZw4cYLpSJCG+sy1dHttTk4OcnJyWLU50/hXBGPu7u4wMTFBt27d4OzsjNmzZ+PgwYNIS0uDh4cHwsPDv/k5tGzZkhOjonglqU2bNqxpf+ngja+Dx4fqmi9JSlVVFZSVlZmNQVFREYqKiozhIvni5ubm4vz58/Dz84OFhQVWrFghtYWjOc0igFzUcPHixViwYAE0NTUlrh/J9yEkJARnzpzBzp074eLigosXLwR1NMIAACAASURBVDIihySQk5PDlClToKqqKvFdIjV0lZWVEixPpCgtLZUwOPUfkxobPnTNfGlrO3bsiJ9//hk///wzHj16hOjoaCxYsIBYr4kreYos5me46s6Ig8vm1FRm9NWrV5g/fz7s7OyIXocvGQEfxMXF8WKlU1RUhLq6Oqqrq1FVVYW///4b9+/fJ17v5OTESQi0vLy80dmW4cOHE4mg8pn74hsI0rCzs0NcXBxnGZL27dvDy8uL+O9phIeHw9fXl7NmkXhFgi1kkUAAJOfKa2pqkJqairt37xKvv3//Pry9vZnHM2fOxL59+6Su42vr09PTMWXKlCYrcCQJbL5s1YGBgfDz88O2bdsgEAgwfvx4BAQEICUlpdm2TdJZWGng2uZLf9YURUl87hRFEQsfc0X9oJtNa644PDw8YGVlxTkgEolEEtJBAwcOJF7LdU6xORmQ8+fPS/3OiwfdjeH/bDBWWVnJBCXv37/H3LlzAdT1i5IYG1lgzJgx2LJlCyZNmiTxpZWWcasPtl9WmhJ57NixyMvLa5B9IAUfqus3b95gw4YNKCwsxIkTJ7Bq1Sr4+voS9xf7+/ujpqYGz58/h1AohJqaGuvsW+fOnSEnJwdVVVXk5ubC1NRUKsMYbSApioK9vT1nccR9+/ZBVVWVk35O586d0bt3bwwePBiPHz+GtbU1q+SBq6srL9HUkpISTJ06lXXriJaWloTBqf+Y1NjwoWvmS1srjqFDh2Lo0KGsKqN8yVP4oDHdGZLMJR+xY6Bpp6KiogKmpqbEwRjfOU0+4BsIWlpa4v379xg/fjx0dXWxYsUKVq03Xbt2xeHDh1kLgVZUVKC2trbB/V5bW0s0N8Vn7otvIEhj7NixGDt2LL5+/Yrk5GQ4OTlBSUkJc+bMwfz585vce+hWsvrVIVIWUHoWsrHPgIRan69Wk6zRokULGBgYsJp1VVRURHR0NAwMDCASiXDmzBmiOSy+tv7hw4eYMmVKkw5qc+v5XncaKioqDQLxr1+/SmWEpH1JoI6w58aNGxAKhdDU1CSWrwEkNTHDwsLg5uZGpIkp/lnX/9zZtCVzQX0/kuve0bp162YJ1KShW7duSE9Ph5ycHD59+oSwsDBi35LrnKL459xYa7G077x4Ipivb0vjXxGMKSsrM/TcGhoauHjxInR1dfH333+zVkrnCnrOQ3zegyTjVl98tP5jNkKkaWlpErNGpCrlwP9SXdPr2Bi7DRs2wNbWFjt27EDnzp0xffp0eHh4EG/+Dx8+hJOTEzp06ACRSITi4mLs2bOHVVZKTU0NPj4+mDdvHlauXImioiKpQan4BtuyZUvOG25NTQ3nvn9FRUVcv34dgwcPRmpqKkaMGMHKKd22bRurOZ/6+OOPPzitk9WcAx/HmC9tbWNgk/3jS57CB1x1Z8TbrehWK6Bu45XGqNccGgsSmkNjZASkbX5A3ffWxMREImNKCr6BoJeXlwSLY0VFBSIjI4lbzLkO89MyDuIJA6FQCH9/f+LX4jr3xTcQFEdGRgbOnDmDK1euYNKkSTA0NMTVq1fh4ODQpCYobeMaYx0mYbVbunQpDh061CDYi42NhZ+fH27evMnqPfwTEM/W03pPbO65bdu2wcfHB76+vgyLLQnBGV9b37t3bxQVFXF6HbpDgi/bdFpaGnbu3CmhF1VZWYnr168TrU9ISMCOHTswdepUUBSFw4cPY/ny5TA3NydaT2tiBgYGokuXLsSamN+DkKgpZGdnSyRgKIrCjz/+yDoQ1tHRwYkTJ6CjoyPRvUMaUG3atAl+fn548+YN9PT0MG7cOIbRVhry8vJgZmbGOtks/rmbmppyvg6y8G0ZUP8CFBUVUQsXLqS0tbUpMzMzasiQIZSGhgZlZGREPX/+/J8+vWaRkZHR7A8p9PT0qMrKym94pk3DzMyMoiiKMjExYZ6bPXs28XorKyvq7t27zOM7d+5QFhYWrM4hJyeH2rNnD5Wenk4dO3aM8vX1pXJzc4nXm5qasjqeOIKCgqgTJ05Q+fn5VGFhIfNDgtzcXMrPz48SCoXU8uXLqdGjR1NHjhwhPvYvv/xCZWZmUlVVVZzOXSQSUWFhYZSjoyPl4OBAHTt2jBIKhZxeiwuWLFlCxcbGUtevX6eWL19O3blzh5o+fTrR2qSkJEpHR4dydHSkfvvtN0pXV5c6f/48tWvXLsrX1/cbn/l/H7y8vKT+zatXr5r94YILFy5QY8aMoaKioojXxMTENHguNDSUeH1wcDA1c+ZMys7Ojjp79ixVXV1NvPbt27fUoUOHKIqiKH9/f8rY2JhKTEwkXk8jOzub8vLyotTV1Slzc3PidcuXL6eCg4OpS5cuUTdu3GB+pOHLly+Ura0tNX36dGrFihWUo6MjNWXKFMrOzo7o/r969Sqlo6NDhYWFUY8fP6aysrKo0NBQSkdHh7p+/Xqza729vSl/f3+J52pra6lNmzY1eL45TJ48mbKxsaFiY2Ml9iuhUEhkgy0tLSUeC4VCysjISOq6jRs3UgsXLmQ+p8+fP1Ourq7UlClTqGvXrhGf/z+J1atXS/wEBARQBQUFrF+npKTkG5xd03B1daV0dXUpIyMjavPmzdTFixeJfZUJEyZQW7dupZ49e8brHKZPn05du3aNWrp0KXX79m1q69atlLe3N/H62bNnUx8+fGAef/jwgZo1axbxer4+0r8ZU6ZMafAzdepUVq9RU1NDPXjwgMrOzqZEIhHxOlnsc3x8Q1n4tjT+VWyKJSUlePnyJWpra9G1a1feNNNswJdAgy+WLFmC3bt3M+JypJDGpETSZjlv3jzs3LkTy5YtQ2xsLO7cuQM/Pz8JkcTm0BiTGClj04cPH+Dk5IQnT56gT58+kJOTw/Pnz/Gf//wH27dvR9u2bYnOgS2TnDgao0ZmI0jJB1paWg10K9hkrQICAvDixQtYWFiAoijExMSgZ8+exBTnfMGXyfLjx48Mba26ujo6deqE0tLSZivir1+/bvY1uWoF/tMYPXo0q3lDWYGuTJC0Nx89ehTl5eWIiIiQII0RCoVISEhAamoqq2PfvHkTiYmJjPjx3LlzpWoG8UFVVRWSkpIQERGB3NxcyMvLIyQkhNUcYGOtUWy6GG7cuMFUtkaOHEnMZmhjY4N169Y1+HwePnwode6roqICy5Ytw5s3bzB8+HAIhUI8fPgQAwcOxO7du4lb22kGTrZYsGABbty40eB5BQUFTJ06lYjlzdfXF8+fP4e9vT3WrFmD0aNHw9PTk3iP+BagCbi+B7L/H3tnHhfj3v//1zRF0TmUI0uHO3Lb5SBHiqQSlVSSJYQoWeqIUmihBalEWU72LZr2lGwpWSpkCyl0kEKiFO3NzO8Pj7m+M21zXddMdbp/nv+c0+Qzc80013V93tvr9fw5HBwcUF1dDRaLhUWLFmHPnj1t5tVXUFCAzMxMZGZmIisrC/Ly8lBXV4eNjU2zawoLCxEXF4fz589DTk4OZmZmMDAwIC1tzoOnPHjgwAGMHDmSqMjyxNOE0dR+hIqqpIWFBXbv3o1Vq1YhJiYGmZmZ8PX1JS0a9P8zt2/fhrOzMxQUFMDhcFBeXo49e/aQmjWtra1FamoqLZVtHqLsDUXZ2zakQ7QpcjgcnDp1CteuXUNxcTGkpKTQv39/GBoawsDAoE2OgV9Ao76+HteuXSMMBtuCbt26wdDQEGPGjBG4MQorr4pq5gn8UIuytrbGu3fvMHv2bHz+/JmU3xP/sSclJRESw0lJSaTbSwMCAjBu3DicOHGCaDGrq6tDcHAwfHx8WnSK5w+gG7aHAuQD6aYk0V+/ft3impUrVyIkJKRZERGygRzZNovmuH37NmJjYwnxBy0tLRgZGZFen5WVRWkAvyGiKFmWl5fj4sWLhGwtLwAVNuy9aNEiMBgM1NTU4MuXL+jXrx8kJCSQn5+Pfv36iTSs3560V96MyoypkpISnj592uRztHSuNkVlZSUKCgrw7t07SEhIoFu3bvDx8cGYMWNaHMqnq0rn7e2NS5cuEUbh2tramDVrFmVBFlE9u3hzV1QRZe6rS5cuOHXqlEAgaGlpSVnWnslkYtmyZYSViqOjI3x8fIQmTnnXYm9vb9rWL66urti5cyeWLFkCX19fynOlrQGZ1mLgh0hWz549MW3aNJibm6OkpARMJhOHDx8mjIiF4e3tjf3792PDhg3o1asXtm7dCg8PD9JJU1H5/fff8csvv0BWVhby8vJITU3F1atXWwzGFBUVsXr1aqxevRqPHz9GXFwcDhw4ADU1NcyZM4e0YrK0tDRev34NZWVlInEjbKacn8GDB8PX15cwV4+MjBTwuxPGpk2bCE/MWbNmoby8nJIdQ0emocm9r68vNm3aRHp/vGPHDhw5coSY+3ry5Ak8PDxIyfqvX7+elso2f5GisrISmZmZAvdXsloQouxtG9IhKmPbt29HXV0dtLS0cPnyZQwdOhQKCgo4c+YMJk6ciDVr1rTLcZmbm7dZ5qO5yF1cSk7CqK2txT///AM2m41BgwYJ9AYL4/Xr19i4cSPy8/MB/Ogx37VrFwYOHCh0rb6+fpOG01wuF8bGxi169zSVaeWH6oanvr4eV65cQVhYGJ48eYKHDx82+28/ffoEBQUFFBYWNvl7svNrJSUlOH/+PCoqKohe+IKCAtJm54aGhoiJiSE21DU1NTAzM0NCQgKp9YsXL8bXr19hbGxMa4aH7sYYAJYtW9akbC1Z5S0HBwcsXLiQ2FBmZWXhyJEjpL1URPV4EzdUKmNsNpuW4Iy4yMvLg7KyMu31jo6OSE9Px5QpUzB79mzib1hbW4tJkyYJPbd58KvSNbRKaMikSZOgoqICPT096Ojo4JdffoGOjg7pxAmXy0VwcDDGjx9PWDc4OztDUVER9vb2pJ5DFPT09JCYmNjk3NfMmTNx6dKlVj+G5cuXY9myZfD390dMTAwiIiIQFxcndHamJXUzgJo6mb+/P/Ly8rBv3752PQfIEhISgvT0dHh4eGDAgAEwMjLC33//jZSUFGRnZ5NS4gTo+9vxePToEUJCQgTmrt6/fy/Un/Hhw4e4desWbt68idLSUqipqUFDQwNqamq0Nqbfv3/Hrl27EBkZiezsbFJr7t69i9DQUPj5+WHBggXIz8/HnDlzSM/4VlZWIigoCBkZGYQfJ098hiw8T0wOh4MBAwaQSmKJS/G5PbG3t4eGhgZCQ0MRGRmJ/fv34/nz56QF05ryUyPrsTZt2jQBlW1ZWVmsW7dOQPirKVoSdqHSxfDmzRs4OTnR2ts2pENUxjIyMogLyuTJkwlFOl7msi2CMf7WJy6Xi1evXjVqH2uJiooKxMbGYuHChSgqKkJYWBhsbGxItx0mJCQ0O/zc2ri5uQn8zGAw0LlzZygrK8PMzEyoKMKAAQMQERFBy7C6uaCPwWAIlfpuKtiiMojP4927d2CxWIiOjkZ5eTlsbW2FVgZ5nkxNtYlKS0ujoqKCVOZt3bp16NOnDx49egRdXV1cv34do0aNIn3sRkZGsLS0JNoCL1y4QMlP5PTp00QriZWVFfr27QtTU1Po6OiQEsMQRa6Zrmwtj7y8PIHMvoqKitCKJj+ierzRoSXDaJ54CRnmzJkjkvDLxYsXaXtFAT+ulxs3bmyk/kp2c6GmpgZPT89G7UqdOnXChQsXSB8HFVW61NRUpKamIjo6Gp6enpg4cSKqqqpQW1tL6nMICgpCTk6OwPVl1apV2LlzJ/bt2yeyfLcwxCEAIiqlpaXEcTAYDMydO5eULL6oUtH8SR/e923kyJGUxQjoEhUVhdDQULx+/RqdO3fGoEGDsHDhQujr6wtdGxsbi8jISOI6w2QyoaioiAULFmD69Omkj6F79+6EaTEAnD9/npSaIo/Nmzdj+fLliImJweLFi3HlyhUMHz5c6LoFCxZg0qRJcHd3J9SfqcLlcpGWloaEhASkp6dDU1OTkh2FnJwcUYmKiopCWVkZpWt9ly5daHmQ8nj//j28vLyQkZEBKSkpaGpqYvPmzYT/VHOcPn0aXC4X+/fvR79+/TB79mwwmUzEx8ejoKCA9vFQITc3F3///TcCAwORl5cHd3d3eHl5kQ4oCgoKMG/ePJw7dw6dOnWCg4MDpaq0qqoqtmzZgrlz54LJZOLChQtQVFQk9k4tVanoqGwDoncv8FBSUqK9t21IhwjG2Gw2vnz5gh49eqC4uJhQxqqrqxNJ9psK/NKdDAYD8vLylNopNmzYQEildu3aFRwOBxs3bkRwcDCp9dXV1bT8osQBl8vFly9fiCrchQsXwOVyUV9fj61bt8LHx6fJdc1tLHmQyT60tJ6OFGtYWBjpYOzq1asICwvDs2fPMG3aNPj5+cHNzY3SpuratWvIzs4mytjXr1+HgoICKisrYWRkhKVLl7a4/tOnTzh16hR8fX2hp6eHFStWYMmSJaRf39bWFsOHD0d6ejq4XC5sbW0pb8wUFRVhYmICSUlJhIWF4fTp0wgMDISjoyOmTZtG+nmoyjXTla3l0bt3b+zduxcGBgbgcrmIi4uDkpIS6fUSEhIiebzRQRyG0QDw22+/ITMzEyoqKrQCqhs3btD2igJ+tEy5uLhQ9p7hZfQlJSVx5cqVRr83MTERWp2lq0rHZDIJw3BeRbqgoACTJ0+GmZkZNm7c2OL6pKQkREVFCXzeSkpKCAgIwLx581o9GHN0dIStrS2mTZvW5NxXWyAtLY2PHz8Sf/PMzExS3z9RK9CiqvGJQmhoKMLCwrB69Woiwcbb4JaVlQnMTjYFk8kUSPisWrWqyceFsXXrVjg7O+Ply5dQVVXFf/7zH/j5+ZFe36lTJ5iZmaGwsBC//vordu3aRaql/eDBg8Tcj5ycHDQ0NKChoUHqmpGVlYXz58/j0qVLUFZWhqmpKTw8PCAtLU3qmO/fvw8OhwNXV1f4+PgQgThvbyKsJb2+vh7BwcHo168f5syZAy0tLXz+/BkSEhJgsVik51MdHR1hYGAAPz8/cLlcREVFwdnZGYcPH25xHa9DJjc3V+AcsLKyIq3kKCpubm5EQUNZWRmrV6/Gli1bSFvw0DW558FLlPj7+ws8HhQUJLRKRUdlW1ykpqZCWloaEyZMgIuLC75+/Qomkwk/Pz9SViYN6RDB2PLlyzF79myMGTMGjx8/xoYNG/D27VssXbq01W9wPJKTk1FXVwcpKSnU1dWhrq6O0pDp+/fviU2orKwsHBwcYGxsTHp9SUkJLb+olqiqqiJVmXv+/DkiIyOJk01XVxdz585FUFBQixkQcWws+aW6+eHSlOqmcqLa2dlBX18fLBaL6NunGgAWFxcjJiaG6J+2s7ODra0tWCwWZs+eLTQY42U2BwwYgJycHFqSqb169RIQIbl37x7pnmhem1FxcTFMTExw9uxZ9O7dG0VFRTA1NRUajIki10xXtpaHn58fgoKCsH79egCAuro6pU2fk5MT6X8rLsRhGA386Ltv6P1CpUKwY8cOVFdX4/LlywgODsaXL19gaGgIExMT9OjRQ+h6OTk50vMy/Li4uKBHjx6YOHFik5VXMu1qDasscnJylGZcAUBeXh5Lly7F0qVL8fTpU1JVRiaT2WTg0bVr1zZJGopr7ksUXFxciNkZY2NjlJWVUZqdEXXGtj0ICwvDqVOnICcnRzymrKwMVVVVrFy5UmgwxuFw8P37dyKrzquGffv2jdKmtn///jh37hy+f/+O8vJyykJFnTt3xtevXzFgwAA8fvwYEydOJGUhMnXqVOJcLygowK1bt3DkyBG8ePECw4YNQ2BgYLNr161bB1NTU5w7d46WIFtaWhru3r2LT58+CXzPJCUlSSVdAwMD8f79eyLB2b17d1y7dg3Xrl3DoUOHWjx2fr5//y5wvV26dCmpNjt+0tPTifbm1NTUNmuxraqqwpQpU4ifNTQ0KAXxdnZ2tEzueYhSpdq6dSsePnyIQYMGwc7ODunp6di9ezft5yNLREQETp8+TYjz5OXlwcPDAzdv3kRISAgtgbQOEYzxArHc3FysW7cOSkpKqK2tRUxMTJv5jF28eBEHDhxAfHw8Pnz4gMWLF8PNzY2oeAiDwWAgNzeXqI7l5eVRukHT9Yvi4e/vD0dHR+LnlJQUeHl5Ce0HB360WJaUlBCbsK9fv5Lye+JtLIuKinDq1Ck4OTnh3bt3CA4OFppl5iFusQVhN0Z+zp8/j+joaFhYWEBRURGGhoaU/a1KS0sFspudO3dGWVkZJCUlSQV2vN51Z2dnWFlZ4dmzZ6SzhsCPuans7Gz06tWLCESp9ETfu3cPdnZ2jQwoe/XqBQ8PD6HrRdkYi5rN79atGzZs2ID8/HwMHjwY1dXVlBIoohootyeiCr8AP6ocioqK6NOnD96+fYvc3FwsXboU8+bNE2ryOW7cOOzYsQOTJ08WqCoKSwLExMQgMTERt2/fxtChQ2FgYAB1dXVKm1Jxz/mNHDmSVPuVjIxMk2qCb9++pXT8okJXAEQcjBo1CpGRkXjz5g3YbDYGDhyI0tJS0uv5N2b19fW4evUqKZ+x9kRCQkIgEOPBa1UXhpGREZydneHr60sEZBUVFdi8eTOldq/8/HysX78e7969A5fLRd++fREYGIgBAwaQWr9s2TI4ODggODgY5ubmiI+Pp9R2WF1djffv36O0tBQ1NTWQkpISeg29du2aSNdZXsI3NjaW0lwhj6SkJCQkJAgkfphMJqZNmwZfX1/SzzNmzBjExcURCfbr16+TavHk4e3tDWdnZxQXF4PL5UJRUZH0XLioyMvL49y5c8R3LTExkVTCjYeGhgZGjhxJ2eSeR2ZmJk6ePNlIZEjYHuWff/5B165diWSTjo4ORo8ejaCgINI+Zfw+plQ4deoUjh07RqyVkpLCn3/+CRUVFRgbG9MKxjqEgMe/ASMjIxw/fpz4kn358gVWVlaIi4sjtT4tLQ1OTk7o1asXgB+b9F27dpGuUIgq4Wlvb4++fftixYoV8PLywqtXr+Dh4UHqpp2QkIBdu3ZBVVUVbDYbjx8/houLC169eoXS0tJGM2UNWbx4MQwNDTF//nzU1tYiNjYWly5dwrFjx0gdu6jY2dk1agddsmQJTp48SWp9fX09rl+/jujoaNy4cQPq6upYuHChQDapOQICAvDw4UPo6+uDw+HgypUrGDduHJSUlJCQkEAqyOZt8J49e4Z79+5BX1+f+B4JQ19fHwkJCSJl2V6+fNlo9ofs91YURP3Op6enw93dHWw2G+Hh4TA0NERAQAAmTZpEaj3/kG99fT1yc3OhqqpKejC5PWkukCXbSRAYGIiEhAT8/vvvMDMzw/Tp09G5c2d8//4dOjo6Qmd8RJV3B35U9xITE3Hnzh2MHDkShoaGjZICTaGnpyeQNGEwGJCWlsbAgQMJQY3W4Pr16/D29saqVaswfPhwdOrUCU+fPsX+/fuxbt26NlP+bU82bNhAzIsBwJkzZ3DgwAGkpaXRfk6yw/ztRUvS2GRks9lsNrZu3YqEhAQoKyuDwWDg1atXMDY2xtatW0kfx7JlyzBv3jzMmDEDwI9N9blz50hXHq5fv44pU6aAwWCgsrISb968wdChQ4UmErZv344HDx6goKAAf/zxB9TU1KCmpka7vZwqKSkpGDRoEPr164ekpCRERkZi+PDhWLVqldC55pkzZwqIWWVmZhKbe34hFGGoq6ujpKQE0tLSYDAYqKqqIn5HpSOhtLQUDAajzYoMwI+urW3btuHu3buQkpLC+PHj4ebmht69e5NaP3nyZOjp6WHWrFm0Ond0dXWxdu3aRpXclvamwcHBxP5x//79UFdXx9GjR3HgwAH88ccfpPUVpk+fjv/85z/EHDzZlv6G35vTp08T9zwqojn8dIhg7N/gGzRjxoxGalRUP/Ta2lq8ePECkpKSGDhwIKVZjrVr1zYp4UlWGY7XV33hwgXY2tpixYoVpAQYeHz+/Bn37t0Dk8nEuHHj0KNHD5SUlEBOTk5oZqupz0kUbweyrF27Fs+fP0dRUZFA8MJms9G7d2+EhYVRfs6SkhLExsYiNjaW9N8+JSUFt2/fBpPJhLq6OqZMmYJHjx5hwIABpAesHz58iEePHmH48OGkNqQ8XFxcYGNjQ0vdBwA8PT2RnJws0EJCdlMtqlyzqN95c3NzHDhwANbW1oiNjcWrV6+wfv16WhdK4IeQy44dO3DgwAFa69sS/mCsrq4ON2/exOjRo0lVMwFg27ZtsLKyarJ1SFS7A6pkZmbC398fubm5LSqY8vD29sbvv/9OyFSfP38eT548gba2NkJDQ3HixIkm1504cQJLly4VaU7xxo0bCAkJQXZ2NiQkJDBq1CgsX74ckydPpvV8HQ0fHx8UFxfDxsYG27ZtQ5cuXeDh4UF6VpNf8IjX1nz27FnSoi1lZWW4cOECSktLBZJHrTnOMGnSpGY7LsLCwnDr1i1Sz1NUVISsrCwAP6qxVOfDmwoeqHgeGRoaUhLH4fH3339DTU0No0aNanP1yqNHjyIxMRG+vr6or6/H/PnzsWXLFjx//hxMJlNohWLWrFk4fvx4o0pQcXExVq1a1Wa2AO3tYysKZWVluHLlChISElBUVISZM2di1qxZpP0GFy5cSErkhx8dHR2cO3cOnz59QlBQEDgcDoqKirBx40bK19rMzEzExMQgIyODmJEWJpI2ffp0xMfHN9rD19TUYM6cOf+7PmMrV67EmzdvoKCg0Gjmp63Md8eNG4f169fDyMgIDAYDFy5cwB9//CF0XXBwMOzs7JqVVSbbUpObmysg4blu3TqsW7dO6Dr+TVmfPn0gKyuL7OxshISEACB3k/r+/TuSkpKI6sg///wD4Ic4BBmkpaWRmppKVJLS0tIom1fTYefOnfj69St8fHwExFYkJSUpleH5kZeXh5WVFeGd1Rz8mwpZWVkBVSwyM1t37tzB+vXr0aNHDyxduhT+/v4YO3YsP0BUXQAAIABJREFUTp8+jXnz5mHlypWkjldNTQ0zZ86EgoICmEwm5bmrW7du4dKlS5RaIwFBuWbgRwvLqVOnkJKSgpCQEFI95XS/8zw4HI5AC8KgQYMovYeG9OvXj/ju/9tpeF6vWbNG6HeWn4yMjGYDNzKBmCibCy6Xi3v37uHSpUu4ceMGhg0bhsWLF5OeQbt//77A+W5hYYHZs2cLDaRPnTqFqVOnwtHREYcPH250ryGT9NPU1ISmpiap4/xfZMuWLdi3bx/mzJkDLy8vmJmZUVrPn2hhMBiQk5Oj5E+3Zs0ayMvLUxaOEYWWWt+ptMX36tWLkiBSQzp16oRnz54RJs9Pnz6ldJ/t168fNm3ahNGjRwtc74W1/5HdBwjj+/fv+Pbtm8B5J+yci4uLA4vFgoyMDPz9/aGtrQ1zc3NwuVxSleh58+bB3t4eO3bsIIKHgoICbNq0CQsWLCB97CUlJbhw4UKjVjuySYD28LEVlxdqt27dYG5uDnNzc8Ij7MCBA6RtCRYvXgxHR0eoqakJjO609L3r2rUrFBQUoKCggKysLJiYmCAkJIRWMkBVVRUjR47EpUuXEBgYiOTkZMjLy8Pd3b3ZPb62tjZ8fHzg7u5OvCaXy4Wvr6/AfD4VOkQwdu7cOVhYWMDDwwPjxo1rl2Pw8PDA6dOnwWKxICkpifHjx5M6WXkXRlF7+OlKePLDYDAoXWB4/PXXX+jcuTPtG5ynpyccHR2xceNGMBgM9O7dm9KAKF3evn2LESNGYNmyZY2qq/n5+a3aaieq2fb27dtx9OhRlJeXw8rKCvHx8RgwYADKy8thYWFBOhgLCQnByZMnaVeP+/XrR0udSBxyzaJ+53v37o2UlBQwGAyUl5cjNDSU0ufQMIGSl5dHyQj030RFRYXQDgN+hg4ditjYWKioqAhszMh+fnQ3F7wh6OHDh0NfXx9OTk6UEzcSEhK4efMmkSG9efMmOnXqhM+fP6O+vr7ZdSYmJli+fDk+fvyIhQsXCvyurZJ+HZWG54qcnBzCw8ORmZkJgHzSUVTJ6bKyMpw5c0ak56BKW4mICWPz5s2ws7ND9+7dweVyUVZWRlqAAgAx9/b48WOBx+nMYlHl77//xqFDhwTa88iccwwGg7g+3LlzBxYWFsTjZFi4cCFKS0thYmKCLl26gMFgoKKiAjY2NpQSCdbW1hg8eDDtFuiG+0N1dXWYm5uTbsmnA098QtRzrqSkBBcvXkRiYiLKysowc+ZMSvPeUVFRqKmpwf379wUeb+l7x986KycnR9uWID09HbGxsUhLS8OUKVMQGBiIsWPHIjc3F9bW1rhx40aT6+zt7bF27VpiTo3BYCArK0sk5doOEYzJysrC29sbERER7RaM1dXVQVpaGn///TfhE0ZGzIEXJZuamhIqR3SgK+HJu1HU19cjNTUVOjo6KCkpQXJyMumLzadPn2iVXXnU1tYiISEBpaWlkJKSEsmLgQrnzp2Dt7d3k/YBVOdXqCIOHwteq1T//v2JIexff/2VUnurnJwcVFVVaWeJu3XrBkNDQ4wZM0bgdYVtrsQh1yyqbK2npyd8fHzw4cMH6OrqEt5VZOG/QTIYDMyYMYNQu/q3w5/t5G3MVqxYQXr948ePG23KqAQkdDcXLBYL3bt3R3Z2NrKzsxspY5F5/Z07d8LZ2RlOTk7gcrno378/du7cCRaL1WJ10N7eHvb29vDw8MC2bduEvs5P/o+Gf2+6yUe6xsM8Bg8ejKdPn9L2uxI3vM6YtuCPP/7A5cuXKRsP85g5cyY0NDQEHmvKXqI5yPrxNUVkZCSSkpKE+nI1hMlkory8HJWVlXj+/Dlx/IWFhaQF0tauXYsVK1bgxYsXAH50UFAReuIhinCQqD62dOAJzPTs2RO3bt1qtDclG1gaGxtDX18fLi4ulDxQeXz+/JnyyAr/foZq1w4/vCr+1q1bBZJ+Q4YMafFeISMjg6NHj+Lhw4fEfXLRokUiKdd2iGAM+NEa05ZzCg0R1SfM19cX4eHhROaHarsYv4Snvb090tLSEBAQQPr43dzcwOFwCJn4O3fuICsri9TmdMiQIXj58iX++9//kn49fvz8/PD161cYGxvD2Ni4zYIxXr94U4HR27dvKT3X/fv38eLFC5iZmeHx48ekq2qFhYVwdXVFYWEhQkNDsWHDBmzfvh2///57i+v4Mz8Nja+pBCRKSkqYO3cu1NXVBWYEyWZzJ0+eTGveRRxyzR4eHnj06JGAbC2V73yPHj1Ekrk1NTXFixcvcPfuXdTX12PIkCG0NxttDf93nsFg4Ndff6V03pHd/DYH3c2FOKpP//3vfxEdHY2ysjIwmUzIysri1q1bhJeOMDw8PHD27FlkZGSgvr4eampqWLRoEenv7b8pGGgreB6UwI/knYKCAjIzM5Gbm0upwkDXeJiXfKiurkZiYiJ69epFqy1b3FBRarO2tsbs2bMpm62vWLGCEIJ6+PAh5UA4MTERtbW1CAoKgr29PfF4fX09QkJCoKenR+p59PT0MHXqVFq+hH369KFkUM3DxsYGJiYmqK+vx5w5c6CgoIDExEQEBgaSPt+BHxt6UfaXurq6iIiIgJqamkCrHNlOAlF9bEXB2tqaUHDkh2xF9Pr16wLvuaCgAOHh4YSljDBUVFSQkpICTU1N0m2G/JZHRUVFxP9TPd9DQkIQFxcHGRkZoshiY2MDGRkZobZDwA8VzTFjxpB6LWF0mGCsvRHVJ+zatWu4ceMGJRNHHmVlZWCz2UTULSsri9WrV1PKIj19+pSobsnLy8PPz4+UoSMAvH79GsbGxlBQUBDweyIrO3/69GkUFhYiLi4OVlZW6Nu3L6FeQ0VEhCo2NjY4evRooxtbTEwMfHx8iBYaYZw8eRJJSUn49OkTZsyYAXd3d8yZMwfLly8Xutbd3R3Lly+Hv78/fvvtN8ycORPOzs5CB1aLi4uJcjf///N+Jkvfvn1ptSjyJF+piIXwIw65ZnNzcyJjpqOj06TfXEuIqqoXGxuLffv2QVdXFxwOB2vXrsWqVasIYYh/M3379sW5c+doBxRv3rzBmTNnBCoUBQUFpAetG24u5OTkSG0uxKl0yFPRDA8PR01NTbMtJw3x8/PD27dvYWZmBi6Xi+joaOTn55PeHAUGBuLt27dQU1ODlpYWNDQ02mRG9t+Ah4cH6urqYGVlhQ0bNkBDQwMPHz5sZOjaHHSNh8XRidAaCEu68cMTGqJqtv7582fi/3fs2EG5ylBRUYEHDx6goqJCQCWVyWTCwcGB9PNcvHgRly9fxu7du/HlyxeYmJhg1qxZpAJSJSUlWFhYYMKECQL3a2FJwxkzZmDMmDEoLS0lOkm6du0Kb29v2vcuOlRWVmL79u0CFgdUggJRk1+iUFpaSlvUCvjxPeFwOEhOTgaLxUJ6ejqlualr166BxWIB+PGZ8faXLSlQisvyyNHRUaQiizj5GYyRRFSfsCFDhqC2tpZyMJadnQ0bGxts376dGAy/ffs2NmzYgMOHD5NW/eJwOETGEvghzU92Y0al77w5FBUVYWJiAklJSYSFheH06dMIDAyEo6OjSEPLLTFo0CBiSLVTp074/v07PDw88PDhQ0p9vTExMQgPD8fcuXMhJyeHyMhImJubkwrGSktLMWnSJELuee7cuaQ2tPyD3w2HwKkMhTe8mXG5XBQUFAhd5+rqipCQECxatIi4QPIgc5OxsbHB1q1bMXny5EZyzcuWLSN17L/99hsyMzOhoqJCqyKlqanZrKreli1bmlXV43H8+HFEREQQN1hbW1tYWlp2iGBs165dIgUU69evh5aWFu7fvw9TU1NcvXqVUmW8PTcXd+7cQVhYGJKSksBgMLBt2zbMnDmT9Prbt28jNjaWuD5qaWmRTlwBPxTeampqkJGRgZs3b2LHjh0YOHAgDh8+TPm9dDSePHmCqKgoov3Hzs6OUmWMrvEwL4h/8eIFDh48iMDAQOTl5cHd3Z2YjWkrSkpKEBUVBRaLhdraWtJJAJ4/XHV1NS5dugR7e3vIyspizpw5sLCwIHUNpDPfyxNf4DcdpoOMjAxMTExgYmKCq1evwtvbG/v27cPEiRPh7OzcooJur169SNu1CFtLxnJG3KSkpCA9PZ1Wy9ybN29w5MgRwqh95MiRWLFiBWkFUlFRU1NDWloa1NTUKPshFhUVgcViISoqipi3u3jxIiUDb7Jqo/yIK2knapFFnPwMxkjCM93t1asXGAwGSkpKKIlQGBsbQ09PD4MHDxYoxQqbW/L19UVAQIBAlsfBwQGqqqrYuXOn0A0lD1tbW5iamhIzd48fPyZtTNe7d2/cunWLyJLz/J7ItrpFREQgLi4OxcXFMDExwdmzZ9G7d28UFRXB1NS01YIxDw8Pwvdn5cqV2LRpE8aOHYu4uDj88ssvpJ9HQkJC4EbYuXNn0uV0aWlpfPz4kehxzszMJHVTFddQOIvFgq+vr4Dvye+//46rV6+2uI6nthkdHd3I84RMMMdkMuHl5YW1a9fSlmt+8uRJI3NhKp4tdFX1eHA4HIFMp7y8fIcxghY1oKirq4O9vT3q6+sxfPhwzJ07l9KmuqSkBJ6enkhPTwebzYaamhq2bt1KyQyUKidOnACLxYKUlBT09fXx119/wcrKSqCFjgxsNhv19fXEecpmsympdJWUlODu3bu4e/cuMjMz0a1bN5GVPDsKbDYbHA4H165dw7Zt21BVVSVw7RHG0qVLRTIednV1JdrTlJWVsXr1amzZsgXnzp2j/F6oImoSgPcccXFxuH37NjQ1NWFgYIC0tDSsWrWqWe8k/msSneuTm5sbvLy8cODAARw8eLDR78nOVr99+xbnz59HQkIC+vbtC0dHR+jp6SEjIwPW1tYtzp8VFhaK3aydCmw2G2lpaY38NMleMxUVFVFWVkY5GHv+/DmsrKwwe/ZsODg4oK6uDg8ePMCCBQtw/PjxNvFq69u3L6ysrARmjMncZ1etWoXc3Fxoa2tj9+7dGDt2LHR0dEgHYvyK003RFl6mohZZgB/7oVevXmHy5Ml4//49pUCUn5/BGEnU1dWRkpKCnJwc3LhxAzdv3oS1tTUp3xvgR3Vpy5YtlFvGysvLmyy3T548mXTrB/DjovLnn3/i0aNHkJSUhKurK1ElE4ajoyM+f/6MgoICjBkzBvfu3aM0qHjv3j3Y2dk1eh+9evUi7XtEF1dXV+zcuRNLliyBr68v6RY5fv78808ioElKSgKLxYKamhqptZs2bcLKlSuRn58PY2NjlJWVYe/evZSPgS68nug9e/bAwcEBqampePDggdB1Hz58AJfLhY2NjYDMN5vNhrW1dSPPveYQRa45IyOD1joedFX1eAwZMgQ+Pj5EJSwyMrLNjExFRdSAQkZGBrW1tVBSUsKzZ88oDya7u7tjzJgx8Pb2BofDAYvFwpYtW4ggvzXYvXs3dHR0YGFhQYjW0NmcGhkZwdLSEoaGhgCACxcuUNpUq6ur47fffoOlpSVOnz5Naxamo2JiYoJJkyZh7NixGD16NAwMDDBv3jzS6/X19TFjxgwwGAxERUURxsNkqaqqEqiMaGhotLpyr7iSAFOnTiVM1t3d3YmN/YQJE1pMhLx//55Qs+T/fx7Cghze30dUoZFly5Zh9uzZOHbsmEDlYsqUKbh9+3aLa1+8eIGKigpaYxziwMnJCW/evMHAgQOJawaDwSAdjNXV1cHQ0BD//e9/BUYvhAWyAQEBCAgIgLq6OvHYtGnTiO8tWfNiUQgPD0dycjLlvSnPv7V79+6E3yyV662oitPigL/IAvzoZNq1axfp9YmJiTh48CCqqqrAYrEwf/58bNy4kVZ1rUOYPv8bePfuHcLDwxEVFYXy8nLY2trCwsKC9NzW/PnzaZkMGxkZIS4urlH5mMPhYObMmUhMTCT1PLW1tTh27Bj++ecfuLm54eTJk7CxsSFVpdHV1cXVq1cJv6cuXbpgw4YNpAwRefNuvM/p7t27GDRoEGXVJFHx9/dHXl4e9u3bR9mLgsPhIDw8HGlpaeBwOFBTU8P8+fNJZ1Dq6urw5s0bsNlsymbfomJubo6IiAgcOnQIgwYNgra2diP3+KbYtGkT7ty5I9DaCvzwaNPS0sLmzZtb9bhLS0sRFhZGtG6MGjUK8+fPb1Sla4kXL17AxcUFhYWFAECo6l26dImYW2yJ6upqBAUF4c6dO+ByuZgwYQLWrFnTZgI0ovD333/j+vXrAgHFlClTCFVLYZw5cwbJycnw9/fHvHnz8J///AccDgfHjh0jtd7Y2BhxcXECj1ExoKXD169fER8fj+joaHz+/Bn6+vq4ePEibt68Sfm5bty4gfT0dHC5XGL2iyyvX79GRkYG7ty5g9evX2PQoEGYMGEC5s6dS/k4OiIcDoe4X5WUlJC61hcVFWHXrl14+fIlxowZgw0bNtDyWVqyZAlmzJhBJN0SExNx6dKlVt3UqqioNEoC6OjoUBYNOXPmTKNOADIImxEjExSK4z7Nq6jw/1xQUECqUmBubo63b99iwIABAoJVbWV6PGPGDCQmJlJu0+Nx9+7dJh8XJqbS1HWSh4GBAen9nSgsWbIEBw8epKUgmZubi+joaMTHx0NBQQEfPnxAQkICJeEaUUlNTSVmoydMmABdXV1K62tra/HixQtISkpS3p+Zmpri9OnTWLRoEWJjY/Hp0ycsW7aMlnn6z2BMCFevXkVYWBiePXuGadOmYcaMGXBzc6M8E+Hp6Yni4mJoamoKZE6EKdZ4enqie/fuAipHwA9Jzvz8fNJRvKurK+Tl5ZGcnIyIiAh4eHiAw+GQqq7NmzcPLBYLoaGh6Nq1KzGYK2zos6l5t8DAQERHR1Oad6PL0KFDBUrvAPkBUX6WL19O62ael5eHX375BQoKCjh06BAePHhA9IOTbWc4cuQIjI2NaV/cLC0tsXr1atTU1CApKQn29vZYsGABkpKSSK0/dOgQbGxsaL02XQoKCrBgwQKMGzcO48ePR11dHR4+fIiHDx/i7NmzlIbiAQio6v3/hCgBBQBCDfPjx4948uQJNDQ0SN+wTUxMcPDgQaIt9f3791izZg1lcQG65OTkICoqCgkJCZCXl4eFhUUj77C2OIa0tDQiCUdFJryjwWt1o2v2vXz5cgwePBgTJkwghvPptK29f/8e27Ztw927dyElJYXx48fDzc0NvXv3pvxcZBFXEoBMkqw1ENd9uqmWeEVFRVL3GrrBjLhYvXo1PD09RWqjpqO4PG3atGZHBqZPny42oYqW+Ouvv/DkyROMHTtWYG9K5fyrr69HSkoKoqOjCc+ulipf4uLw4cO4cuUKjIyMwOVyER8fDx0dHaFJR57lRMMqMg+y793MzAxRUVEwMTFBbGwsAPpJx5/BmBCGDh0KfX19rFu3jhhApZP1ovtH//79O2xsbPDx40cMHToUnTt3RnZ2NuTl5XHw4EHSlQJTU1PExMQQXxoulwsjIyNSF/8tW7agS5cumDt3LjZu3IiZM2ciNjZW6BduyZIlWL16daP2xJs3b+Lo0aOk593aGwsLCwQEBFCadzp16hSOHTsGJpOJP//8E69fv4aBgQHu3r0LGRkZ0q0z+/btQ0JCAvr37w9TU1Po6upSUqB8+fIlIiMj4ezsjL/++gtpaWmws7MjJdvKe/2maE2jU3t7e+jq6jZqKY2NjUVycjLpi3zDjSG/mqKtra3Q9rETJ07gwIED+PbtGwDyvfT/FnJzcxt5xwjbIPBuKM1BVu44JSUFHh4eGD16NLhcLh4/fgwvLy/KAaGo1NXVITk5GTExMcSgdmvj4OCABw8eYMCAAdDS0oKmpiYGDhzYJq/dXvDk/OluqvkDkbq6OpiYmNDKLjdFdXW1SF5EVBAlCbBixQrU1tZi9OjRAtWh1jaVFtd9WltbGydPnmzUEk/WjoSufYw44I2cDBkyROCzJ9sJwK+4HBYWBgsLC1KKy05OThgxYkSj+/GhQ4fw5s0bbN++nfJ7oUpzCTKqbbY8Pn/+jPPnz7fo0yUujIyMEBERQZzfVVVVmD17Ni5evNjiuuTkZGhra4v83l1cXDBy5EiEhYXBz88PZ8+eRXV1Na3W6J/BmBBevHhBlGEVFRVhaGiI48eP4/r165Sfq66uDq9fvwabzcZ///tf0m1uXC4XGRkZeP78OSQkJDBy5EjKMxyzZ89GWFgY5s2bh5iYGJSUlGDJkiWkIvj6+nrcv38fEyZMwNWrV5GWloZ58+YJzZjxAsCmaKk8/29jxowZePv2LXr06CEg7d9SQG5oaIiIiAhUVVVBV1cXt27dQteuXcFms2FiYkI5c5KZmYmEhATcvXsXampqMDc3x7Bhw0R9a83Cy3TzB2N1dXW4efMmxo0bR1r8hQ4tZZZmzJhBel5t27ZtkJSUJOYtEhIS8PHjR4wcORKZmZlCFTW1tbVx5swZWtYA7Y2DgwOys7PRq1cvgaqwsArF0KFD0aNHD0ycOLHJoJ9KtrSkpARZWVngcDgYPXo0evToQe1NdFCuXLkCDQ2Ndpt/aW/y8vJQWloqIIQgbGPd8F7Bn2mmQnJyMvbs2SNgyVBVVSXy/ClV6CQB2iPxBYjvPk23JR6gH8yIi/T09CYfJ6suaWJiQigux8bGoqKiAubm5kLbDL98+QJLS0v06NEDKioqYLPZePjwIaqrq3Hy5Mk2mzfl99OcMGFCq+4tGpKTk0O7S6rh94vD4cDY2Jj0/orfD5Mfsvf8yspKHDx4UGCEhe4ow08BDyEMHjwYLi4ucHR0xPXr14lWBBsbGyxcuJC0jOrTp09hb2+P7t27g8Ph4PPnz9i/fz9Gjx4tdC2DwcDEiRNFkp21tLTEsmXLUFxcDB8fHyQlJQk1RfTy8oKbmxskJSWJrNm0adNICzLU19cLzA/w4HA4qKuro/dG2gE6LYqSkpLo0qULunTpgn79+hEbMyaTSVmtp7KyEgUFBXj37h0kJCTQrVs3+Pj4ELMVzXH27Fn07NkT06ZNw5w5c1BaWgomk4nDhw+3KDMM/N9Qd8ONwJo1a7BkyRJKx0+V2traZn9HZUD48ePHiI6OJn4eOnQozMzM4O/vT2qjN3DgwFZV/2tNcnJykJiYSHk+MiYmBomJibh9+zaGDh0KAwMDqKurk56laO5z5bVska2stTeiZOmHDx+OtWvXChi9+/j40FbZ6ki4u7sjNTUV/fv3Jx6jM4xPV7V0x44d8PLywvHjx2Fra4ukpCRKao7iQkpKCtOnT8fYsWNJrxGHomBlZSXy8/MxZMgQVFVVkWorFtd9WkZGBhkZGRgyZAiSkpIwatQoVFdXk1orin2MOBBlbwXQV1zu0aMHoqOjkZiYSMxHL1iwAPr6+m02W97efpoODg5CK1nNoaamBjs7O6KSFRsbS8lfjt+6p76+Hp8/f8awYcMQFRVFaj1PP6GlfRhZfgZjJJGUlISuri50dXVRUlKC2NhYBAQEkA7GvL29ERgYSARfjx49gpeXFykRDHFgYmKCkSNH4s6dO2Cz2Th48KDQbAQZ1b2WGD9+PPbt29do3u3AgQOU5Ipbg9raWqEXu5SUFEydOrVZCdaWvC74b2xUN8T8ODo6Ij09nRBf4FVEa2trMWnSpGYvAiEhIUhPTyfUKmtqanDq1CmkpKQgJCREaPtDSkpKk3+jiooKfPr0ifb7IYOysjIuXLhAiE/wiI+Pp+R1VVdXh5cvXxJrXr58CQ6Hg+rqalKbDEtLSxgZGWH06NECf8P2lGAmy+jRo/H27VvK7XHDhg3DsGHDsGHDBjx58gSJiYnYvXs3Ro4cCUNDQ6E3OhcXlxYrax0hGBPF5B34YanR0OjdxcWFtGF2RyYtLQ1Xr16lvJF8+fKlgKl7UVERdHR0SHUh8PPLL79ATU0NDx48wLdv3+Dk5AQDAwNKxyJObGxsSM9JiqoomJ6eDnd3d7DZbLBYLMycORMBAQGYNGlSi+vEdZ92dXVFZGQkXFxcEBkZCX19fdJVPVHsY0RhxIgRTQb+vO/d06dPST0PXcVlXlXI1NS02da458+ft2qlqr39NAcNGoR9+/Zh9OjRAu3EZBJgPNsKXhJwwoQJlNRbG2o/ZGVlkbpO86rJ/LoEgGijDD+DMRrIy8vDysqKUk9sZWWlQBXsjz/+QE1NTWscXpPU1dWhsLCQuNDn5OQgJyenxc1RXV0dIXHeFMJKuevXr4eNjQ1iY2ObnHdrK3gCJDw4HA7MzMyElrKfPHmCqVOn4s6dO03+vqXP7s2bN7C0tGz0/1wuF2/fviV97GpqavD09GyU4ezUqVOLMxWxsbGIjIwUqMgpKipiwYIFmD59utDXHTFiBIAfrXr8Iijl5eWwtrYmffx02LhxI5YsWYJbt24JtG48ePCA0obW1dUV1tbW6NGjBzgcDsrLy7Fr1y4EBweTkp4NCAiAkZGR2Awm2xI1NTXMnDkTCgoKYDKZlDe1ADBq1CiMGjUKmZmZ8Pf3R3x8vFArD1Era6Igrnk3UbP0dI3e/xfo06cPampqKAdj4hIqkJaWxuvXr6GsrEy0dLdnFwYVwRoJCQlMnTqVtqLg7t27cfbsWVhbW6Nnz54IDQ3F+vXrhQZj4rpPDx48mFDZDQ4OJr0OEM0+RhR4HpiisnHjRoSHh2PIkCGIjY3FlClTMH/+fKHr4uLicOzYMcyaNQuqqqoCs0/37t1DVFQU+vTp06rBmKh+mu/fv4eXlxcyMjIgJSWFyZMnY8uWLaSVOL9+/Yo7d+4I7LPIVtMZDAZUVVXBZrPBZrMxduxYyp1H/KioqJBSiuad1zk5ObRfqyE/g7E2olu3bkhKSiJkN5OSkijJdIvKX3/9heLiYigrKwucaMICikWLFjUZjJHZ2MnKyiI0NFRg3m3hwoWU593oYmlpSQyU81cBJSUloa2tLXQ9zyCbTiVEXH5Ks2bNwrFjx/D69Wu4ubnhxIkThCUVVeYLAAAgAElEQVRBSwqLTCZTIMPKUxdq+Hhz8D6f06dPE48xGAz8+uuvra5KqKSkhOjoaJw7dw7Xr18Hg8GAiooK3NzcKJ0zEyZMQFJSEl68eAEJCQkoKytDSkoKY8eOJXWz6dSpU6vPa7QWISEhOHnyJK15Ny6Xi3v37uHSpUu4ceMGhg0bhsWLF2Pq1KlC14paWROF5pImPMgGY6Jm6ekavXdkeAJVbDYbxsbGUFVVpVRNFlfCY926ddizZw/8/Pxw6NAhsFisNsnw//PPP+jatSvhVwT8mAfau3cvPD09ST2Hk5OTSMfA4XAE7glkjcbFcZ+OiopCaGgoXr9+jc6dO2PQoEFYuHAh9PX1Sa2nG8yIiriqbxISEpg/fz7lY3Z2dkZOTg6OHz9OdLlISUmBzWZDU1MTq1atanXVaVH9NB0dHWFgYAA/Pz9wuVxERUXB2dkZhw8fJrWef49BFVFbLBvOab58+ZLUbLOweXM6+4afAh5txJs3b+Dk5IT8/HwAQL9+/eDn54cBAwa0yetTET7gQXeI+t+Gt7c3XF1dKa9rabC5raBrSWBgYIDw8PBGgdO3b99gaWkp9H2Jq8rQnpSVlcHPzw/5+fkICgqCr68vXFxcSA9F79y5EwAa2VG0pcoXXSwsLBAaGkp59sbDwwM3b97E8OHDoa+vD21tbcjIyIh0LLzKWm5urtDKWmtBRVFv586dYDAYSE5OhpOTE1gsFpSUlEiL1jx58gSurq7Iz89H//79CaN3MvPBHRVxeF21BmVlZa0ughAcHEyo7u3fvx/q6uo4cuQIDhw4gDFjxlCaORZlVnHNmjWYM2cOgoKCcPLkSYSGhuLx48etriIaGhqKsLAwrF69GoMHDwbwQ8k1JCQECxYsIB2gVFZWoqysTCD5+28XT2rYpsaDbrtaSUkJGAyGQKWqtamurkZwcDAyMjIIP821a9eSbpdtyuaIjPURj8LCQri6ugrM2G7fvp2UhY2xsTFOnDhBfF4lJSWwtLQkbRHRMKiSk5ODoaGh0KRvawRjPytjbURdXR0iIiJQWVkJDocDWVlZPHr0qM1ev3///nj//v2//uLWGmzevBlnz54ljAHV1NSwaNGiNmmdEpVnz54hJiYGN27cgIyMDHx9fWFkZCR0nZGREZydneHr60sEZBUVFdi8eXMjyfimEFeVoT1xc3ODhoYGsrKy0KVLFygoKMDJyQmHDh0itf7Zs2cC/wXoiRG0B0pKSpg7dy7U1dUFAklhNwkWi4Xu3bsjOzsb2dnZ2L17t8DvybQ5ilJZEwdNKepVV1c3q5jWEFGz9F++fEFkZGS7Gb23B3fv3oWGhgbU1dUpGQWLG1E2dnSJjY3F5cuX8enTJwQFBeHYsWMoKirC3r17MXnyZNLPI+qsoqenJ3x8fPDhwwfo6uoSLe6tTVhYGE6dOiUQQCgrK0NVVRUrV64kde7s27cPR48ehZycnIAXKFULobaGv01NHMnr9jh3Ll682KgqGxoaStqSYcyYMYiLiyNa/69fv47hw4eTfn13d/dGM7bOzs6kWrtFbbGk2/nCv44nmjN48GBUV1fTMs8GfgZjrc79+/fB4XDg6uoKHx8fIutTX1+PrVu3trqpH89rqaSkBEZGRhg6dKhAab6ljSVvzqmj4+fnh7dv38LMzAxcLhfR0dHIz88XWi3jn/VqirbYlDMYDNTW1hIXmNLSUlIXGxsbG2zduhWTJ08mWlNfvXoFY2NjLFu2TOj6jiBSIYyCggLMmzcP586dQ6dOneDg4EAqEOXRVPvErVu3xHmIrUbfvn1pJV5E3fw0rKw5OTmJXFmjCl1FPX6ZY01NTcIAFwA+ffpE+vP08/ODlpYWJbGZjs4ff/yB1NRU7N69G926dYOGhgY0NDQwbty4Ng1ERdnY0aVr165QUFCAgoICsrKyYGJigpCQEFpKpqLMKvbo0aNR8qQtkJCQaLKSo6CgQPo5oqOjkZyc3KYVoYakpKQgIyMDTCYTmpqalGfW6CqAthcnTpzA9+/fERYWhsLCQuJxNpuN+Ph40sHY1atXwWKx4O7uDgkJCeJaGxsbS6o6KMqMLd0WS/5ZeB6SkpL4/fffsWHDBtLBJF3RnKb4GYy1Mmlpabh79y4+ffqEvXv3Eo9LSUm1SeuGnZ0d7bWzZ88W45G0H7dv30ZsbCxRCdPS0iJVXerZs6dYZoZEaT1pypJg9erVQtcxmUx4eXlh7dq1xJDyyJEjKRlX80vjm5ubo6SkhLQ0vjg4cuQIjI2NW5yNawkmk4lv374RF903b97QqoaWlJQgKioK4eHhqKmpwY0bN2gdT1vS8Hv77t07RERECF0n6uyOOCprokJXUY8nc1xTU4MvX76gX79+kJCQQH5+Pvr160c6cdavXz9s2rSpkTpYR6gm02XevHmEitmHDx+IyujOnTvx22+/0bIHoUN7iKfwX1Pk5OTg4uJC+3nozCo2tbHkp7XPOXF0mCgoKOCXX34Rw9HQw8/PD/fu3YOBgQE4HA78/PwwY8YMSmJV4p74qaqqatVElpKSUpNqkZ06dSJa9MmQlpYm0nGIMmPr7e2NoKAgbN68mWix5ClIt0RTiVYul4ucnBy4uLiQbrGkK5rTFD+DsVaGFwzFxsbCxMQEdXV1uHr1Ks6dO4eQkBDY2tq26uv/+eefKCsrA5vNJkrgd+/exaBBg9q1naQtYbPZqK+vJ05wNptN6ibXtWtX/PnnnyK9tqitJ01ZEgwZMoT06/fq1Yu0Lxw/DaXxq6urKUnji4Pq6mosXrwY/fv3h6mpKXR1dZuUS28Oe3t7LF68GB8+fMDq1avx6NEjSsd9584dhIWFISkpCQwGA9u2bcPMmTPpvJV2gcPhIDk5GSwWC+np6aREa0Tl39BWRFdRjydz7ODgICBgkJWVhSNHjpB+fV52//HjxwKP/y8HYzwqKiqQnZ2Np0+fIjc3F507d6Z0vRKV9hBP4Q+EyM4lNgVdRUFRBBD4aWpGmszcdHFxcbMzNMXFxS2u5a379ddfMW/ePGhqagrcm9tKQCkpKQkJCQnE/cXCwgKmpqaUgjFRKmP+/v5wdHQkfk5JSYGXl1cj6XVxoqWlBS0tLejr60NZWZl4vLKyEvHx8aQFXKqqqrBv3z6kp6eDzWZDTU0Nf/31F+l2PRcXF6xcuRL5+fkwNjZGWVkZ9uzZQ2qttLQ0Nm7cSOrf8tNc0vH3338XKJoIg65oTlP8DMbaiHHjxiEgIADR0dEoKyuDra0tpT86XbKzs2FjY4Pt27cTbTe3b9/Ghg0bcPjw4VZX6vk3YGRkBEtLS8K3qikPq6YQh8KXqK0nZ8+ehYWFBXGS5+TkYO7cuaSqHKIgqjS+OFi7di3Wrl2LzMxMJCQkIDg4GGpqajA3Nycl9Tt58mSMGDECWVlZYLPZ8PT0xK+//ip03YkTJ8BisSAlJQV9fX389ddfsLKyajcRAqoUFRWBxWIhKioKDAYDFRUVuHjxYpuYDv8bbAAcHBxEUtTLy8sT2IioqKjg9evXpNf/L7T4UiUkJAS3bt1CYWEh/vzzT6irq2PlypWklMnESVMbu9a+z/J7pPH80QBQnnvin1WMi4sjPavIO+eamleSlpZGRUUFIazREk0pAJNRBW7pGMnOWqqoqJD6d63Fb7/9hoqKCkK4gcPhkFLu5a9KivK3z8/Px86dO7FixQp4eXnh1atXlKpTosALxHJychAWFob4+HgoKSmR9uvy9PSEjIwMkegMDw+Hh4cH/Pz8SK1XUVGhPGPbUDhFUlISTCYTNTU1kJWVbdYbtiWeP3+OkJAQSl0/vXv3RkpKChgMBsrLyxEaGkpbl+FnMNbKXL16FWFhYcjOzoauri527doFNze3Nsv4+Pr6IiAgQEBS2sHBAaqqqti5cydOnDgh9DkyMjKwZ88ehIWF4Z9//oG1tTX8/PwwduzYVjxy8WFra4vhw4cjPT0dXC4Xtra20NLSErpOmGIOGUSVyU5ISACbzcbcuXOxd+9exMfHi8XtXRiiSuOLi8rKShQUFODdu3eQkJBAt27d4OPjgzFjxjT7Ofj6+sLZ2RnAj4Fe3t86Ly8Py5cvR1xcXIuvuXv3bujo6MDCwgKqqqpgMBgdZh5g1apVyM3Nhba2Nnbv3o2xY8dCR0enTQKxfwt5eXnEBjwqKoqyol7v3r2xd+9eGBgYgMvlIi4uDkpKSkLX1dbWIioqCj179iSyww8fPsSIESPg5eVF6jk6KkFBQZg4cSK2bt2KCRMmCPhktSV0NnaiIq65bwkJCUybNg09e/aElJQUVFRUKHkmXbt2jdhnAD+EFBQUFFBZWQkjIyMsXbq0xfUKCgp4/vw5MTeloaEhUDFpDlH2Mry1MTExjZJdbenN17NnTxgbG0NXVxdMJhOpqamQk5ODm5sbAMDLy6vJdeKqSu7Zsweurq7Q0dGBra0t/P39KXWB0KWmpgYXLlxAWFgYcnNzISEhgZCQEEodQc+ePRNo63N3d6dktM6zxeDBYDAgLS0NZWVlmJubN3n+8oRTPDw8MHbsWMyaNQsMBgOXL1/GzZs3Sb82PzIyMtDS0qJ07PyiOdOmTcOECRNoi+b8DMZaGTs7O+jr6yMsLIyIuNtyY1deXt6kt8/kyZOFyqPz8PX1ha+vLwBg4MCBOHToEDZu3IioqCixHqu44c+OyMjICLRp3bt3r00kykU1szx27BjWrl2LQ4cOQUtLCwkJCa0u1Qz8yAx+//6dUGLkVcO+ffvWZiqUjo6OSE9Px5QpU7Bq1SqiWlFbW4tJkyY1G4w9ePAAgYGBcHBwIB5jsVjYtWsXKfGSGzduID4+Htu3b8fnz5+hr6+P2tpa8bypVqaoqAi9evVC9+7dCWWyjhJIioszZ84IZOSpni9+fn4ICgrC+vXrAQDq6uqkql1eXl74+vUr0bYzfvx4ODk5EUPeHUGFky537txBWloakpKSsH37dvTp0wcaGhqYNGlSm3RfFBUVYdeuXXj58iWRqCFTBRcH4qoGX7x4ET4+Phg7dizYbDbc3d3h6ekpICTTEsXFxYiJiSHet52dHWxtbcFisTB79myhwdjRo0fBYrGgra0NDocDW1tb2NrawszMTNS31iziEpEQFZ7gDA+y4jui/u35E759+vSBrKwssrOziYpkaybtvb29cenSJYwaNQqLFi2CtrY2Zs2aRXk0g8vlory8nPjelZeXU0o4M5lMlJWVEW3ciYmJqKiogISEBDw8PFq89mZlZWHbtm3Ez9OnT6dkVM6PkpIS5YQZTzTn69evIvsG/wzGWpnz588jOjoaFhYWUFRUhKGhIdhsdpu9fn19PTgcTqMNNIfDITVHAfzInvC3OSgrK6O+vl6sx9kaBAUFNfu7tpIopyuTzd9yoqenh+fPn6NLly5ISUkB0PrzJ6JK44sDnjRzw97zTp064cKFC82uO3r0KKytrREcHIwlS5Zgy5YtePnyJY4fP06qHaZ79+5YvHgxFi9ejJycHERFRaG+vh6GhoawsLBosw0CHaKjo5Gbm4vo6GgsWrQICgoK+P79O4qLi2kLoXQ0evfuDUtLS4wePVqgQkN2Y9OtWzciI06Fhw8fIiEhAbW1tdDU1CR8yYYOHUp6ILyjIisrCz09Pejp6QH4YYJ88+ZNODo64uvXr62uQrp582YMHjwYRkZGuHz5Mnbs2NHh2kUPHjyI6OhoQoWwsLAQq1atIh2MlZaWCnQtdO7cGWVlZZCUlCSVkAkPD0d0dDRxvV+zZg0WLFjQqsGYuEQkRMXc3Bzfvn1DVVUVYYdRUFDQpp6SDAYDCxYsaLPXu3TpElRUVKCnp4epU6dCVlaWVuJu6dKlmDNnDrS1tcHlcpGSkgIbGxvS658/fy6Q2NfW1oa5uTn27t0rdK8hIyODqKgo6Ovrg8PhIC4urk2S1TyeP38OBwcHVFdXg8ViYdGiRdizZw9GjBhB+bl+BmOtzODBg+Hi4gJHR0dcv34d0dHR+Pz5M2xsbLBw4UJMmTKlVV9//Pjx2LdvH+zt7QUeP3DgAEaOHEnqOQYOHAg/Pz8YGxuDwWAgISGhQ7TciKuFICQkBCtXrhR4bPfu3UTmvCWsra1x9OhRSj5FQGOfL01NTZSXlxOPt3YwJqo0vjiYNWsWjh07htevX8PNzQ0nTpyAjY0NOnXq1GJgISsriyNHjsDGxgZnzpyBgYEB/Pz8aA3XDx06FFu2bMHGjRuRnJyMmJiYf3UwBvyQ+920aROcnJyQkpKC6Oho6OrqYsqUKS0mKP5X+OOPP2it44kVNJxHIGvgymsp69SpE3r37k3rGDoyFRUVePz4MR48eID79+8jPz8fI0aMwMSJE1v9tYuKigjFRg0NjQ4pliIpKSlwXVNUVKTUpqinp4clS5YQG9MrV65AR0cHsbGxpBIx3bt3F3g9GRkZSi3ply9fxqRJkyitaU5Eoq3Zv38/jh49ivr6evz666/48uULhg0bhujo6FZ93dbwqyJLamoqUlNTER0dDU9PT0ycOBFVVVWora2l1NprZmaGUaNG4d69e+BwOAgODqYk2lNZWSmQLPzy5QtqamoAQGjhws/PD15eXvD29oaEhATU1dWxa9cu0q+dk5MjUuXe29sb+/fvx4YNG9CrVy9s3boVHh4eiIyMpPxcDK649Th/IpSSkhLExsYiNja21TOm379/h42NDT5+/IihQ4eic+fOyM7Ohry8PA4ePEiqtMpTt8nMzISkpCRUVVVhb2/frlK0ZHBzc4OXlxfhtdYQYZUxf39/fPnyBcnJyQItjvX19cjKyiI1K2BhYYGAgABKkvLN8f37d3z48KFN/YuKiopoS+OLiqurK+Tl5ZGcnIyIiAh4eHiAw+GQbq+tqqrCypUroa6uTkm1dNOmTZCRkcGoUaM6jGiHMD5//ozz58/DysqqvQ/lfxZ+5bmGKnRkVOk6MiYmJigsLMTYsWMxYcIETJw4kZTIjrho+PmKw4C3reAdZ3JyMmpqamBiYgJJSUkkJCSgS5culCp8KSkpuH37NphMJtTV1TFlyhQ8evQIAwYMEFox2LRpE7Kzs2FoaAhJSUlcvXoV0tLSGDduHADhlWV3d3fcuXMHffv2hZaWFqZOnYr+/fuTOu7m5PnbSp1VW1sbsbGx2LFjB1avXo0XL14gPDyclIAJD1EsbMTpV0WHkpISnD9/HjExMfj48SPMzMyEqhQKE8kg+/4TExOxY8cOjBkzBhwOB0+fPsWWLVuQk5OD8vJyosOgOerq6vDPP/+AzWZj8ODBlBIY+vr6uHjxIul/35DZs2cjOjpa4Hoza9YsWvv6n5WxdkBeXh5WVlZtsjGSlZVFaGgoMjIy8Pz5c0hISAjINpOhW7dupLwb/m3w1IDoeq3p6ekhLy8PGRkZAn3UTCYTa9asIfUcJSUl0NbWRo8ePdC5c2fKKksRERG4f/8+Nm7cCBMTE3Tt2hXGxsatbonAg640vjh49uwZYmL+H3v3HRXVtf4N/DtAKFYExUREg2JHUV8UsMQCUSx0Fa+FWKLRn6KABUWEKOCNisGCQTSWGwt4ESmTEFEUsYIasdCMGg0iFowUpUiZef9gzbkMCpyZgTkz8HzWylow5Mx5JoGZs8/e+/tE4dKlS9DS0sLWrVtZ9YerOfguLS3Fzp07kZSUxGyIbmgQrq+vDw0NDXTs2FH2FyFnGzduRNeuXT+aye3YsWOLGYjVntkCqsMJkpKSGjz2wYMH0NHRQadOnXDv3j3ExMSgf//+rJZqZWZmMgMQoVAo9nVz37fn4+MjceBEU1Km/96i1Q6tW7dG69atmT6G0syMdO3aFdbW1kzPK0n2Ruvr60NfXx/l5eUoLy8X20PFhii44PHjx0hMTMTcuXPRqlUrVhe7NVexVFZW4ty5c3Ldp9upUye0a9cORkZGyMrKwtdff806Xh2QvYVNY/arkoaOjg7mzZuHefPmIS0tjdWNo5qrLNLT02FsbMz83kmyDWTy5MkwNzfHH3/8ARUVFWzevBk6OjoYNmxYg5MF9+/fx8qVK6GtrQ2BQIA3b95g7969MDExYXVuIyMjBAcHf9QTku3fjLa2NrKyspj3m9jYWKmXSdLMGKmTrMt2FMHVq1fx8OFDmJiYYMiQIVI9x7t378RmAYVCIXJyclgl1NXclFwT242/jo6O2LdvH86cOYMnT55gw4YNmDFjRpMvn1AEjo6OCA8Ph7OzM6KiovD27Vt888034PP59R5348aNen8uS++477//Ht9//73Uxze1CxcuoFevXmjbtq3MG4qbg4qKCiQkJODOnTsfpXbVFh0djd27d2PXrl3Q1taGra0tXFxc8OjRI/Tv35/1DRgif8bGxujcuTPzvSjIRtKbX1yrrKzEgwcPoKqqij59+kg0qNy0aRMSExPFPpck3Rv99u1b3L17F1VVVRg8eLBEN6Tu3buHmzdv4ubNm3j48CH69esHc3NzzJkzh/Vz1CSadZCHhQsXwt7eHh07dkRYWBgWLVoEDw8PnDt3jtXx9vb2TAub6OhoFBcXY/r06YiLi2N1vJOTEyIjIxtlhoULssxEFxUVgc/no6CgQKxxNps9vjNnzsT69euZwdedO3fg7+/Pepng3LlzP3pMkr+Z7OxseHp64v79+9DU1ET37t2xfft29OjRg9XxNSnGbSyikER3R0Qxospm586diImJwcCBA3Ho0CEsWbIEs2bNkvh54uLimEREEX19fSQkJNR5TGJiIsaNG1fnVL4kKUyiu/ouLi5QU1Nj1lM3dy4uLpg/fz7y8vIQEBCAhIQEVhfEsjbqrk9sbKxCD8bqa+ys6APJpiDqFbdv374G/93//Oc/OHXqFHR0dBAcHAwzMzO4u7ujvLwcDg4ONBhTYI0VL8+la9euYe3atdDT04NAIEBRURF27tzJugfX1atXcebMGakbT1++fBleXl4YPHgwBAIBfHx8EBAQgHHjxrE6ftasWdDW1oaLiwsCAwOZIBA2an5OCoVCPHz4UK6fcwEBAYiNjYWNjQ3Onz+PdevWfbTPvj6ytrBpzH5VXJBlJnrlypVo27YtevXqJfHzlJSUiM2CDR48WKLfG1lzBbp164awsDCUlJRAIBBI9DtfGw3GSJ0a6rMlr15p0oqPj0dcXBy0tLTw/PlzuLq6SjUYCw0NRUxMDHbu3Al3d3ckJSXh9u3b9R5z//59jBs37qMgDhG2G8yNjIzw3XffIScnBxYWFnBzc8PAgQMlfg3KyN7eHsbGxkhJSUFVVRVCQkI4b1KuzAsJFH0g2Vhq3qEVXdixWT4nEAigo6MDoHrpmKjfTFP3qWpO7t27x0kDX0VoNi6rLVu24Oeff2be4+7fvw9fX1/Ws0MGBgYyvT8FBQXhxIkTzMzas2fPsHz5ctaDsZs3b+LWrVtITk7Gt99+C1VVVZiamoq1GKlLzSVvPB4PHTp0kEuaoqi/2eeff84kAHp7e0v8PLK2sKnZr8rKyopJEpYHWUMsZPXmzRscPnxYqmPbt2+PhIQEprdeQkKCRCtCnj9/Dm9vbzx//hzHjx/HqlWrsGXLFnTt2pXV8ffu3cOhQ4eQn58v9rcnTVI3DcZIs6WhoQEtLS0A1R/W0sbx6+rqwsDAAH369MGff/6J2bNnIywsrN5jRJueZY1X3rJlC1JTU9GrVy+oq6vD1ta2yRM4FUVlZSVycnKYdK6srCxkZWVxmpSmTHtRalPmgaQkat8A6dChA6v9HzweD+Xl5SgpKUFqaiq2bNkCoDoyXJ7tSJTZ9u3bUVBQADs7O9jZ2bWYdgqNQV1dXeyiWNKbbu3bt8eUKVMwZMgQsRsIbD+DKisrxZY4GhgYQCAQsD6/lpYWhgwZgvLycnz48AGXL19mwp8aIpqheP/+PQQCgdx6xP3yyy+NEtIkbQsbEVG/Ki64u7tLFWKRm5vLfF1RUYEXL16Ifcawndnr16+f1ANCPz8/rFmzhgn5MDAwkChN0cfHBwsXLkRgYCA6duyIqVOnwtPTk3XDcU9PT8yZMwdGRkYyXxvQYIzUicvY1cZQ+49DkmUDNWlpaSE5ORl9+vRBQkICBg4ciLKysnqPCQwMlHgDdE0nT56Es7Mzs7yq5gVmRkaGws9KNoZVq1YhNzeXidYXaerBWF3pm0KhUKmXiCrzQFIS0t4AmT59OhP6M2bMGBgYGOD69esICgrCjBkzGjxe2VcSNIajR4/i+fPniImJwYIFC9ClSxc4ODjA0tKSCdAhn2ZqasrsCVZVVcVvv/0GfX19ZglfQ6ECo0ePxujRo6U+f5cuXXDkyBFMmzYNAHDq1CmJZhxnzJiBvLw8jBgxAmPHjoWbmxvrZVvPnj2Du7s7nj17BqFQiC5duiAoKAiGhoZSvRZ5U1FRYW6UigYkr1+/bnBA8t133yE0NJTTNElpQyzmzJkDHo/HvN6aLV8k2af58OFDODg4SBVy9uWXXyIiIgLv37/Hu3fvJE57zs/Px6hRoxAYGAgej4cZM2awHogBgKamZqO1uqHBGGkQ17Gr0srLyxO7QKr9PduLo40bNyIiIgLr1q3DqVOnMGnSpCa/sGopsxj1efDgAX7//Xe5DyKkTd9UBM11IMmGi4tLvT9vaOnI7NmzMXDgQOTl5TGNdl+9eoWZM2fC0dGRdR337t3Dy5cvYW1tzUSEN4dldGzp6+sz8ezh4eE4evQogoKCsHr1as6SWZWBKBCrduuO3bt31xsqIOrRZGZmJtP5AwIC4Ofnh3379kEoFEq8VM7X1xe9evXCkydPIBAIJNq75uPjg2+//RbW1tYAqvdp+/j4NFqv0Lo8fPgQlpaWHz0uafBLcHAwDh48iA4dOjADFDbH+/n5Aaje366rqyv5C2gEBQUFSElJEbvhyybE4sKFC41y/oZuYtUnOzsbHh4eUg/iNTU18fLlS+Yz89atW6yWpYtmBfv164cjRzIWrHMAACAASURBVI7A0tJS7Ga/NPv9KE2RNGj69On46aefsGjRIkRHR+PRo0fw8PBQ+KQfWe9UixK5pDFkyJB6l5lIs6a4pVm2bBl8fX2hp6fHdSlKoymTJBWdnZ0d8vLyYG1tjbFjx350MSiv1z5z5kwcPnyYWSL94cMHuLi44OTJk3I5P5ciIiIQExODvLw82NvbM/txXr16BQcHB1y7do3rEpWCUChEcXExq5ml2rMrNS/p5JkkKUvM+KfS+GxsbBpMzpXVlClTsH///jp/zvYmyvjx4xEZGYkOHTpIVYes/a6UWXl5OZKSklBcXAygutFzTk4OVq5c2eCx8+fPh7Ozs9ggPiwsjPUg/t69e9i4cSOys7PRrVs3pqfu4MGD6z2uvqAsaf/maGaMNEggEIit/TcyMuKwGvZknb1asmQJkyh56NAhifo0derUqVFmzyIiIvDjjz+ioKAAgHK1FZBVWVkZrK2t0bt3b7G7VTSQrVtzHmw1JCYmBk+ePEFcXBz27NmDbt26YdKkSfjqq6/kGsKRn58vNjtZUVHB/P02d8nJyXB1df1olqZz585K2atSnhITE3Hr1i383//9H6ZNm4a3b9/C09OzwVlZUWNiaWcq6ppNF2H7fhsQEICgoCCxmHE/Pz9WMePq6upIT0/HgAEDAABpaWnMzYym9NlnnzXKrLWenp5Y+xtJ9e3bF9HR0Rg0aJDYTSR5JCrKGmIhKw8PDxQWFiI7OxumpqZISUnB0KFDWR2bn5/PDMSA6p5lISEhrM89aNAgnDp1Ck+fPkVVVRV69OjB6rPi6NGjjb7agQZjpEHKHrsqrZp3GPl8vkSDsdatWzfKhXFISAh++eUX9OrVS+bnUja1GxcT0hBDQ0MsW7YMy5Ytw8OHD/H7778jNDQUPXv2lEs6G1C9ksDJyQlfffUVhEIhEhMTG1xC2Vz89ddfdS6XmzhxopyrUS7BwcEICAhAXFwcBg0aBB8fH8ydO5fVEtnExEQYGRnBwMAACQkJOHXqFPr374+lS5c2uFdPtCxbKBRi48aN8Pf3l6p+WWLGvby84OrqCm1tbQiFQhQWFiIoKEiqOiTB9qK/LqLVN+3atYOzszO++uorseVqbG/I3r17F3fv3hV7TF6zmrKGWMiaxvjgwQOcPXsWAQEBcHJygpubG9zc3FgdK+sgvnbvSR6PB01NTfTs2RPTp0+vc2A2c+ZMtGrVCqNGjcKIESNgbm7OBI1JiwZjpEFcxq5yqXaja0k01l0TXV3dFjkQA6pneZKSkpCcnIzKykqYmZkxEbaE1KeqqgovX77Eq1evPoodZiMnJwePHj3C6NGjkZuby6rBu8i3334Lc3Nz3LhxAzweD7t27eK8JYO8dOzYEbdu3cKgQYOoJYAU+vbtiz179sDW1hatW7dGRUVFg8ccPHiQ6YWZlZWF1atXY8OGDcjMzMS2bduYpLm61Lxp2KpVK6lvIsoSMz548GDEx8fj6dOnEAgEMDQ0lMvvj4+PT6M8j7TtHAQCAVRUVD45q5mfny9rWazIGmIhbRqjiK6uLng8HgwNDfHgwQPY29uz+r0HZB/Eq6qqorCwkAkFi4uLQ3FxMVRUVODr61tnGNTly5eRnZ2NW7duISEhAYGBgdDR0cGIESMwcuTIBpc5fgoNxkiDuIxdbQxBQUGsep3UR9IQCVk2pQL/65XUpUsXLF26FJaWlmK9kriMd5eXAwcO4OzZs7CxsYFQKMS+ffvw8OFDLF26lOvSiAKqqKhgGt/euHEDpqamsLa2hq+vr0QXdnFxcQgJCUFpaSlOnjyJmTNnYu3atbCzs6v3uNp7XkQ9yxShJYO8pKWlMSlrQMtaVi2rjh07ws/PD2lpadi+fTt++OEHVitQYmJicPLkSWhpaSEwMBDjx4/H9OnTIRQKmV55bMkSliRtzHjNWb2///5bolk9runr68sUjb969Wrs2LHjo//uycnJWLt2LS5duiRriQ2SNsRCRNo0RpFevXrBz88P//rXv7B69Wq8fv26wZtnBQUF0NbWlnkQn5mZicjISOZ70d/Orl27YGtrW++x3bp1Q7du3eDo6IiioiKcP38ehw4dQkhICNLS0ljXIEKDMVKnuuJWReS1MVhWiYmJcHNzk/iDpmbS0qtXr5ivJU1akoYo2ahVq1Zo1aoV/vjjD7Gft4QLu9jYWERERDBv8DNmzICjoyMNxsgnWVhYoG3btpgwYQL8/PyYD2XR8h+2FwcHDhxAWFgY5syZA11dXURFRWH+/PkNDsbqavAu0hL+Zg8fPtxiZgEb244dO5CQkAAXFxe0atUKBgYGrJJdeTweszQrJSUFs2bNYh6XJ1HMeElJCQQCAavwEVln9bgma5+yDx8+wNPTkxm0VlVVYefOnQgPD/9oCV1TWbduHb777jtkZ2fDzs6OCbFgS9o0RpHvv/8eqampMDIygqurK65fv97gzf+JEyfCwsICTk5OGDVqlNSrh0pKSpg0UgD4559/mKW19fWWrKysxB9//IHLly/jypUrKCsrw4gRI7By5UqJmn3XRIMxUqejR49CKBRi7969MDAwgKOjI1RVVcHn85GTk8N1eaxpa2vD2toaAwYMgIaGBvN4Q/2I4uPjm7q0Og0fPhwjR45s0UmCQqFQ7E6bhoaG2OwgITX169cPQHUfvoyMDLGfSXJxoKKiInYhqaenBxUVlQaPq/l+UlFRgSdPnqCqqgq9evVqMb+3si5ZasnU1dXRunVrpKamIjU1FZqamvj5558bTJVTVVVFUVERSkpKkJmZyfS3fP78Oavfu5oX/bm5uR8NAtj27cvIyMC+fftQWFgoNrNR399dY87qKaNdu3bBw8MD69evx9KlS7F69WpoaGggOjpabu0wpA2xEJGl/cBff/2F1q1bw9TUFABgaWkJExMT7N69u96tMBcvXsTZs2dx5MgR+Pr6ws7ODo6OjhItJweq90s6OjpiyJAhEAgESEtLw4YNG7Bnzx6MGDGizuOGDRuGoUOHYuLEiQgODm6UsJOW8QlBpCJ6M3jw4IHYG/KCBQsk6rvDNWnvXDXGm2FoaOhHQRQ//vgjPDw86j3uypUr2LVrF9q2bcusQx4+fLhEvVuUnbm5OVxdXZn/f9HR0TL30iHNV2P1JOrVqxeOHTuGyspKZGZm4sSJExLN9qSlpWHFihVSRXwrO1mXLLVk0qbKLV68GPb29qisrMS0adOgp6eHuLg4BAUFYdmyZQ0eX3OPmCyhU56ennB2dkavXr1Yz8opyqyetGTtU6ampoagoCCsWrUKkydPxsqVK/Htt9/K9fVLG2IhIm0a4549e3Do0CEAwN69ezFixAgcPHgQP/30U4N7rrS0tGBnZwc7Ozu8fv0afD4fy5cvh7a2NqZNmwYbGxsWr7w6fdHc3Bx//PEHVFRUsHnzZujo6GDYsGH17necOXMmrl+/jsjISLx8+RIjR47EkCFDWN20qwv1GSMNcnR0xJo1a2BhYQEASEpKQnBwMCIiIjiujD3RhvxRo0bhxYsXEt9BkVRgYCD++ecfXLhwQawnRWVlJe7du8d61i0nJwe3bt3CrVu3cO/ePWaT6OLFi5uqdIUhFApx4sQJpKSkME1InZ2dW8wsA+FGSUkJQkJCcO3aNQgEApibm2PZsmWsll0B1R/U69evF4v49vf3ZxXxrezmzp370WOSzEq2ZF9//bVYqlybNm3g5uYmtqelLqKgGtFNg6SkJGhqasr15tX06dMlviZwdHTEkSNHUFJSAisrK1y4cAF6enp4/vw5lixZ0uR9xmTVWH3KBAIB1qxZgzZt2mDTpk2NVR4r3t7eH4VYVFZWolOnTiguLm5wZnThwoWYP38+AgMDERUVxfQabCgExNLSEmFhYXj9+jV2794NgUCAV69eYe3atRg9erTEr+Ply5cICQlBZGQk6z1bRUVF4PP5KCgoEJvNZZuC+fr1a1y5cgVXrlzB/fv30bt3b4waNQr/+te/JK6frmpIg/z9/eHp6Ym8vDwIhULo6+uz2pirKEQb8svKyhAeHs56Q74sJkyYgMePHyM5OVnsbqOqqiqru5UiXbt2Rdu2bdGmTRvo6OggKSkJ586daxGDMR6Ph9mzZ2P27Nlcl0JakFatWmHVqlVYtWqVVMfLEvGt7BprdrIlkiVVrnPnzujcuTPz/ZgxY5qqzDqNGjUKR48exahRo8S2A9QXQiLrrB7XZO1TVnNfvigB9uLFi1BVVZVbtL0sIRaA9GmMrVu3hp6eHvT09HDv3j3Y29sjNDRUrDVAQ4qKinDmzBnw+Xy8efMG9vb2Ev03W7lyJdq2bSvRbG5Nenp6mDp1Krp3747bt28jJiYGd+/epcEYaRr9+/cHn89nmpmyjatVFNJuyJfFoEGDMGjQIFhZWYk1gxQKhaz226WmpuLKlSu4fPky8vPzYW5ujpEjR2LBggVK999fUn379v3kGyMlsxF5+O9//4ugoCCpG63LEvGt7LhuIKvMpEmVUyQxMTEAqkNcRBoaUFhbW2PIkCFis3qtW7eGv7+/UixJl7VPmSLcvJA2xEJE2jTGmkv6OnTogHXr1rGuOS4uDrGxsUhNTYWlpSVWrlzJ7DuTxJs3b8R+X9k6f/48bt++jT/++AM5OTkwMTGBubk5goKCpA4TocEYadCdO3cQGhqKkpISCIVCCAQC5ObmfrI3hiKSdkN+YxAlRZWWljKP6evrIyEhod7j/vWvf2HUqFHw8fGBsbFxU5epULKyspiv7e3tP4oMJ4QtBwcHREVFSXTMvn37ZGq0/qmI7+3bt0v1XMpG1gayLZk0qXKNraSkBNnZ2ejTpw9KS0vRqlUr1sdKez2gCLN60pK1T5m8QjrqI22IhYi0aYw1b7hKuhf+2LFjcHJywo8//ijR72ht/fr1k6pp9fHjx2Fubg4vLy8YGxs3yvUkDcZIg7y8vLBw4UJERUVh7ty5OHv2LPr37891WazJuiFfFqGhoYiJicHOnTvh7u6OpKQk3L59u8HjQkJCcPXqVXh6eqJDhw4YOXIkRo4cKXVzSWWlLBu5iWKSZmZB1kbr0kR8NxeyNpBtqaRNlWtM169fh4+PD6qqqnDy5ElMnToVO3bswKhRoxo8tmavsISEBKXqFdbSSRtiISJtGqMsrYNOnDjB8tU1XIODgwN0dXWhoaHBOnhFFDzSmGgwRhqkrq4OJycnPH/+HO3atcO2bdtYp9UoAh8fH4SEhEBDQwNeXl4wNzeHp6enXM6tq6sLAwMD9OnTB3/++Sdmz56NsLCwBo8bN24cxo0bB6A6xOPKlSv4+eef8eeff6Jfv34SdZlXZsq0TIcoN1kbrQuFQuzZswfDhg2DhYUFWrVqBU9PT+jr62PFihVNWruikLWBbEskS6pcY/rxxx9x4sQJLFq0CJ06dcLx48fh4eHR4GBM2XuFtXRFRUX4/fffmRAL0XJstiEW0qYxctk6SCQ4OJjrEhg0GCMN0tDQQEFBAQwNDXH37l1YWFiwWkusKCIiIjBv3jypN+TLQktLC8nJyejTpw8SEhIwcOBAlJWVsT6+rKwMubm5yM/Px4cPH/DZZ5+1qNmilvRaSeOTZImrrI3Wd+/ejaysLDg7OzOPLV26FD/88AOCg4NZX9wos/Xr13+0ZGnXrl1cl6XQoqOjER8fz6TKHTp0CK9evcLOnTulSpWTlkAgYPYNAdVtCtho6b3CGgufz8ejR4+wZMkSxMfHy61JvKwhFqqqqh+lMRYXF0NFRQW+vr51pjEqwhLNTp06ISkpCcXFxQCq98jl5OQ02NuvKdBgjDRo/vz5cHd3x549ezB9+nTw+Xyl2sf08uVLTJ8+HT169ICtrS2+/vprprdJU9u4cSMiIiKwbt06nDp1CpMmTWJ1UbZlyxbcvn0bOTk5GDx4MMzNzeHu7i635ZVcqpkwJenyBUKkJbpouHr1KtM4V+Ts2bMNHp+QkIDIyEixO8FffvklduzYAWdn5xYxGBs4cCCzZEkgEMDQ0JBmxhrQGKlyjeHzzz9HYmIieDweioqKcPz48XqTEEWUvVeYIggMDMTLly+Rnp6ORYsWITIyEllZWRKFWkhL2hALEVnTGLkkbW+/pkCDMdIgTU1NHDp0CDweD5GRkXj69KlSDQo8PT3h6emJW7duIS4ujmnA2pTx/K9evULnzp3Rq1cveHl5AahejsKWjo4OvL29MXDgQLl/KHNNERKmSMsTFxeH8vJy7N69W2xZYWVlJUJDQzFhwoR6j1dVVf3kwKN169Ytpjfeu3fvsHfvXty4cQNqamoYMWIEvvvuO7nd/FJGsqTKNabNmzcjICAAL168gJWVFczNzVntV1NVVUVRURFKSkqQmZnJ3Mh4/vx5i/m9l9WVK1cQFRUFBwcHtGnTBocPH4atra1cfhekDbEQkTWNkUsPHjwQ6+3n5uYGNzc3TmqhvxTSoO3bt2Ps2LEAqpfwKFN4h4hQKERFRQUqKirA4/GafFPxkiVLmBS3Q4cOYcGCBRIf31IpwvIF0jy8f/8eL168YBXIUVxcjNu3b6O4uJhZsghUX2y6u7s3eLyWlhays7PRrVs3scf//vtvuaW3cm3Dhg3o2rUr/v3vf0MoFCIyMhIbN25EYGAg16UpLFlS5RqTrq6uVOmNyt4rTBGI3h9Evwvl5eVye8+QNsRCRNY0RqC6SXlycjIqKythZmbGtAVparL09mtsPCHtkCcNWLJkCTp06AATExOxDwt5rWmWlb+/P86dO4d+/frB1tYWlpaWYk0pm0LNSHZp4rUJIdKJiIjAH3/8gbVr18Le3h6tW7eGnZ0d6xsc169fh4WFhcTnvXjxIvz9/bF06VL0798f6urqSEtLw969e+Hm5tYi9s/Y2dkx/aZEbGxswOfzOapI8RkbGzPR7qIVFYD8lmXXXBb+KWzO/+rVK7FeYUlJSdDU1FSKXmGKYP/+/UhPT8f9+/fh4uKC2NhYTJgwQS43ZZ8/f/7JxyW5Kfr27VsmjXHIkCHQ0dFBQUEBqzTGAwcO4OzZs7CxsYFQKASfz4elpSWWLl3K+vzS2rhxI9TV1ZnefpMnTwafz+fk/YoGY6RBtdNyROramKlojh49iilTpkBHR0du56w5AKNeWYTIj6OjI/bt24czZ87gyZMn2LBhA2bMmIHTp083+bkvXbqE0NBQZGRkQEVFBQMHDsTChQvlGsTAJTc3N7i4uDD7LrKysrB3716Jlmi3NHVdDIs09UoBrs9Pql2+fBnXrl2DQCCAubk5k6bc1MrLy2UKsSgqKgKfz2fSGEXY7pG1sbFBREQEc6O/tLQUjo6O+P333yV8JZKrqqpCamoqTE1Ncf78eVy/fh3Ozs4ytTaRFi1TJA2aOnWqVBvaFYWtrS1+/fVXqd8sZCXLRuby8nIcPHgQT548gY+PD44cOYLFixfTpnhC6qGnp4ekpCS4uLhATU2N2cPQ1L766it89dVXcjmXIhHNrnz48AHx8fHo0aMHVFVV8fjxY3Tv3p3r8hQa14Md0fk/dcNQU1MTxcXF6N27t7zLalFu3rwJTU1NjB8/XuyxYcOGNfm5ZQ2xkDWNUSgUiq240tDQkMteQ0Xo7VcTDcZInWTd0K4o3NzcZHqzkIYsDQ1rEjVgzMjIgKqqKrKzs+Hl5UV7MAipg5GREb777jvk5OTAwsICbm5uGDhwINdlNWv1he4IBAI5VkKkdf78eWRkZDD7dS5evAg9PT2UlJTAxsYG8+bN47bAZmz37t3M15WVlXjw4AFMTU3lMhiTNcRC1jRGc3NzuLq6wsHBAUD1TYGmXt6qKL39aqLBGKmTrBvaFYWsbxbSaKyGhunp6YiKisKlS5egpaWFrVu3KlXDbULkbcuWLUhNTUWvXr2grq4OW1tbjBkzhvXxGRkZ2LdvHwoLC8Vm0n/55ZemKLdZEM2unDhxgok2B6qXKYraexDFlpeXh6ioKLRr1w5AdTDDkiVLcPLkSTg6OtJgrAnVvpnx7NkzuW0DkTXEQtY0xg0bNiAsLIyZmTUzMxPr1dgUFKW3X000GCN1mj59OqZPny71hnZFIeubhTQaa+kJj8dDeXk5M6OXn59P/VsIqce+ffsAQOwGUkZGButlyZ6ensy+AVn+1t6/fw+BQMBc3LYEv/76K6qqqjBjxgzs2rULsbGxWL16NddlERby8/PRunVr5nsNDQ0UFhZCTU2NPnPkzMDAAH/99ZdcztWrVy/4+fkxIRavX7+GJFESsqYx8ng8mJqaoqqqClVVVRg6dGiTL1NUlN5+NdFgjNRp48aN8PPzw08//YSQkJCPfq4sd4plfbPgkouLC+bPn4+8vDwEBAQgISGB4oIJYamiogKXL1+GiYkJ62M0NTUxZ84cqc+ZnZ0NDw8PZGdnQygUQl9fH0FBQTA0NJT6OZXFoUOHsHz5cuzfvx9jx47Fb7/9hvbt23NdFmFhwoQJ+OabbzBp0iQIBAKcPXsWlpaWiI6OZnpIkaZROyTt8ePHctun9/333yM1NRVGRkZwdXXF9evXJWpxEBwcLNP5o6OjERwcDCsrKwgEAixfvhxLly7FtGnTZHre+ihKb7+aKE2R1CktLQ3Gxsa4cePGJ38+fPhwOVckncaIbuXSo0ePkJKSgqqqKgwfPlypGm4TwrXy8nIsWLAAx44dY/Xv79q1Czo6Ohg1apRYC4wuXbqwOn7+/PlwdnaGtbU1gOq9t2FhYc26mXnN8Ify8nLs2rULU6dORb9+/QAoTxuUli4xMRFXr16FqqoqRowYgTFjxuDOnTswNDSkQXUTqtn6hsfjoUOHDrCwsGjyoC5RiIWonQJQva1DkhALWdMY7ezscOTIEXTo0AFAdUy+i4sLfv31VwlfDXs1064VpfUQzYyROhkbG6OwsBBGRkZMLPyNGzfEvlcG+vr64PP5ePToEZYsWYL4+HiFvzionWwlWj6SlZWFrKwsha+fEEVRXFyM3Nxc1v++qE9WzX2mksyk5+fnMwMxAJg8efInVxY0JzWXhALVqZJFRUXM4/R+pRy6du0Ka2trZpmavBL9WrpPBVa8efOG+ZrtjSBJNFaIhaxpjAKBgBmIAYCOjk6TL4ttrIC1xkSDMVKnjIwMLF68GFu2bGHimq9evYpVq1bhwIEDSjNDExgYiJcvXyI9PR2LFi1CZGQksrKyFGJqui61L25qo4sbQj6tZhNboVCIwsJCLFy4kPXxFy5ckOn86urqSE9Px4ABAwBUrzDQ0tKS6TkVXc2wgYyMDPTv3x/v3r1DWlqaUu83bkk2bdqExMREGBgYMI/xeDyl2Y6gzJYuXYo///wT3bt3h5qaGp4+fQptbW2oq6s32eCgsUIsZE1j7NOnDwICAphliadOnWrya8vGClhrTLRMkdTpm2++wf/93/99dNfm8uXLOHjwII4cOcJNYRKyt7dHVFQUHBwcEB0djcrKStja2iIuLo7r0lgRRd2qqqqiT58+tJmakHrUXJbM4/HQrl07tGnThvXxb9++xebNm3H9+nVUVVXB3Nwc33//PTp27Mjq+Lt378Ld3R3a2trMYDAoKEiifWvKaseOHUhPT8ehQ4fw+vVrrFq1CsOHD4erqyvXpZEGTJgwAbGxsWI9n4h8rFq1Cs7OzszWj/T0dISEhMi8H6s+tra2iI2NBVAdL29vb481a9ZIHGIxc+ZMhIeH4/jx42jdujXs7e3FnrshZWVl2L17N1JSUiAUCmFmZoZly5ZJ9J7dHNDMGKlTUVHRJ6fPR48erVR9rkSbNUWDmPLycrENnIrs2rVrWLt2LfT09CAQCFBUVISdO3di0KBBXJdGiELq1KkTrly5gqKiIrHH2c4m+/j4YMiQIfD394dAIMDJkyexYcMGhIaGsjo+Pz8f8fHxePr0KQQCAQwNDVtMk/bExERmmaeenh4OHz4MBwcHGowpAQMDA4lS9Ejj+fPPP8X24A8YMADPnj1r0nM2VoiFrGmMmpqaWLt2rVTnbk5oMEbqVFlZCYFA8NHARSAQSNSHgmvW1tZwc3NDYWEhjhw5gtjYWEydOpXrsljZsmULfv75Z2ba/v79+/D19cXp06c5rowQxbRo0SImxbAmtoOxZ8+eid2RXrRoEeu7vACwfft2jB07Fr169WJ9THNRWVmJsrIyZo+rMn1OtHTt27fHlClTMGTIELGbB/Lqd9WSffHFFwgKCsKUKVMAVAd69OnTp0nPWXOFjSyzodKmMfbt21esBjU1NaiqquLDhw9o06YNbt68KXVNyogGY6ROw4YNQ3BwMFasWCH2+E8//QRjY2OOqpLc4sWLcfnyZXTp0gUvXryAq6srxo0bx3VZrKirq4utnx44cCCH1RCi+PLz8yUaPNXG4/Hw4sULfPHFFwCA3NxcifreGBgYYP369TAxMRG7yGkJ+zxnzpwJR0dHjB8/HgBw6dIlsSbQRHGNHj2as4a3Ld22bduwc+dOeHh4QENDA6NGjcKmTZua9JyNEWIhSmM0NTUFAFhaWsLExIRVGmNWVhYAwNfXF0OHDoWtrS14PB7i4+Nx+fJlWV6aRJKSkpCcnIzKykqYmZnByspKbueuifaMkTq9f/8eixcvxsuXL9G3b19oaGggIyMDOjo6CAkJgba2NtclsvLnn3/ir7/+gqamJnr27Cm2QVnRbdmyBcXFxZgxYwZUVVXx22+/IScnBy4uLgBASVeE1LJlyxaMHTsW5ubmUi1HTkxMhK+vL0xMTCAUCnH37l34+flh7NixrI6v3TNIpKXMMNy/fx83b96EmpoaTE1N0b9/f65LIvXIy8tDp06d6kwcbYokP8K9ulr+iDTU+qehNMaDBw+yquNT0fL29vYfJUo3hQMHDuDs2bOwsbGBUCgEn8+HpaUlli5d2uTnro0GY6ReQqEQycnJyMzMhIqKCoyNjZm7IIrun3/+wYoVK/Dw4UN0794dPB4PT548B7sBVwAAIABJREFUwZAhQ7Bjxw60bduW6xIbNHfu3Dp/RklXhHzsyJEj+OGHH8QSFXk8HjIzM1k/x9u3b3Hv3j0IBAKYmJhAV1eX9bFXr17FyJEjxR47e/YsJkyYwPo5lJWsPYeI/H333XcIDQ1lUkhrXhJyFfPdUogGIrWX7EnzniVvlpaWCAsLY9IYBQIBXr16hbVr10o0wzpr1iw4OTkxzcZjYmJw9uxZ/Oc//2nC6qvZ2NggIiKCWcFQWloKR0dH/P77701+7tpoMEaaLS8vL3Ts2BGurq747LPPAFRfLOzZswd5eXn44YcfOK6QvYKCAqiqqirFAJIQLk2ePBk///yz3O/ox8XFoby8HLt37xZb2l1ZWYnQ0FCcO3dOrvVwYfny5Z/sObR7926uSyNEqZSXlyt08E9jpTE+f/4cfn5+SElJgYqKCkaMGAFvb2+xRtRNZerUqWLNpQUCAezs7MDn85v83LXRnjHSbKWmpn50h0NdXR0eHh6ws7PjqCrJZGVlYe3atXj16hWEQiF69OiBbdu2oVu3blyXRohC6tSpEydLqIuLi3H79m0UFxeL9QlUVVWFu7u73Ovhgqw9hwg3EhMTYWRkBAMDAyQkJODUqVPo378/li5dytzIJE3H2dkZJ0+eZL4XCARwcnLiZFDAVmOlMerr62PPnj3466+/UFVVhd69e0u0R1cW5ubmcHV1hYODA4Dq3mufShCXBxqMkWZLQ0Pjk4/zeDylibb38vKCu7s7Ezhy7tw5rFu3DidOnOC4MkIUk7a2NqZOnYqhQ4eKXUiy3bOVlZUlVdPR6dOnY/r06bh+/XqLbXSsq6sLHo8HQ0NDPHjwAPb29pSoqOAOHjyIuLg4bN26FVlZWVi9ejU2bNiAzMxMbNu2DRs2bOC6xGbLxcUFN27cAACx9xw1NTUmBEcepAmxaKw0xvv372PlypXQ1taGQCDAmzdvsHfvXrn0ZdywYQPCwsKY/WlmZmZwdnZu8vN+Cg3GSLNVX3NkZWmcLBQKxZIfv/76a+zdu5fDighRbGPHjmUdtvEp7u7uUu0Z2LhxI/z8/PDTTz8hJCTko5+3hP2dsvYcIvIXExODkydPQktLC4GBgRg/fjymT58OoVCIyZMnc11esyZ6T/D394e3tzcnNdQOsdi3bx8ePnzYYIhFY6QxAkBAQACCgoKYwdedO3fg5+eHU6dOyfCq2OHxeDA1NUVVVRWqqqowdOhQuc3K1UaDMdJs1XyzqEkoFCIvL4+DiiQ3YsQI/PTTT0yaYlxcHHr27MkkX1HSFSHVRKlwsi4zMTIyQnBw8EfR9A0ll4ruqLbkBsc1ew6tWLEC165dw44dO7gui9SDx+NBS0sLAJCSksK0IlCWG5bNgaenJy5evIiCggKxx+XRDiM2NlYsxGLGjBlwdHRscDAWHx/fKOcvKSkRmwUbPHgwPnz40CjP3ZDo6GgEBwfDysoKAoEAy5cvx9KlSzFt2jS5nL8mGoyRZqux3iy4JLpDX/su0Zw5cyjpipAavL29ERoayvxtiO7QSnqntqCgACkpKWL7vtgkl+ro6CA3Nxddu3aV6XUoo9oNWm/evIm2bdti4sSJKCws5KgqwoaqqiqKiopQUlKCzMxMJgn0+fPnnM0StDSrV69Gbm4uevbsKTYIlsdgTCgUit100tDQYPX/vaHoe7bat2+PhIQEZmlkQkKC3Pb8Hj58GBEREejQoQMAYMmSJXBxcaHBGCGNqbHeLLh04cKFjx578uQJDA0NOaiGEMUVGhoKoHq5oCxN3adMmYKZM2dKfFzNQaAIj8dDXl4eKioqFDqmWlb1pSVSCw7FtnjxYtjb26OyshLTpk2Dnp4e4uLiEBQUhGXLlnFdXovw4MEDnDlzhpNzcx1i4efnhzVr1jB7Ew0MDLBt2za5nFsgEDADMaD6hhpXM8IUbU+IEqisrMTZs2cRHh6O+/fvIzU1leuSCFFIU6ZMwW+//Sb18bXjjqVVXFyMrVu34sqVK/Dz8/uo9xghiuLVq1fIz89nQiSSkpKgqanJWbJcS7Ns2TL4+vpCT09P7ucWCoUICwtDcnIygP+FWMh7VvT9+/d49+4dvvjiC7mdc/Xq1ejQoQMzE3bq1CkUFBRg+/btcqtBhAZjhCiwZ8+e4eTJkzh9+jSKioqwZMkSzJo1Czo6OlyXRohCWrJkCTp06PDRni+2S36+/fZblJeXw8TERCyRdfny5axruH79Ory9vTFy5EisXbsWbdq0Yf8ClNSlS5egq6uL3r17w9/fH7dv34axsTFWr14tUdNsQlqahQsXIjU1Fb179xbrLSavGeU///wTKSkpqKqqgpmZGfr16yfR8dKkMYpkZ2fDw8MDz549g1AoRJcuXRAUFCSX1T9lZWXYvXs3UlJSIBQKYWZmhmXLlnHyfk2DMUIU0Llz5xAeHo709HR8/fXXsLa2xsaNGz+5bJEQ8j/r16//5ONso+2Dg4M/+TibwVhJSQl++OGHFjcbFhQUhGvXrqGiogK6urpo1aoV7O3tkZycjJycnE+mSxJCqoni7WsbPnx4k5+7dojF+fPnJQqxqJ3GyOfzYWlp2WAAiMj8+fPh7OwMa2trAEBcXBzCwsJw9OhRqV+TMqLBGCEKqG/fvpg0aRLc3NzQvXt3AIClpSUFdhDSgMLCQrRv317i40RBH5/y+PFj9OzZs97ja86GeXp6onXr1hLXoKymTJmC2NhYlJaWYuzYsUhOTmaWOdna2iI2NpbjCglRbBkZGSgpKYFQKERVVRVycnLkEiRhZ2eHI0eOMHun3r59CxcXF9ZLtW1sbMTSGEtLS+Ho6Mi6PYi9vT3T56vmczZlw+u+ffuKvderqalBVVUVHz58QJs2bT4KJJIHCvAgRAHFxsbi9OnTmDVrFvT19TFlyhRUVVVxXRYhCislJQWrVq3CP//8g+7du2PXrl3o06cP6+MdHR0RFRUFoHpT+caNG5mfrV69mvlZXebPnw81NTVcuXIFV69eZR6XNM1RGYkuZtq0aQN9fX2x/SaqqqocVkaI4vP29saNGzdQWFiIHj16ICsrC0OHDpXLYEzWEAtp0xhF1NXVkZ6ejgEDBgAA0tLSmFYLTSUrKwsA4Ovri6FDh8LW1hY8Hg/x8fG4fPlyk567LjQYI0QB9e7dG+vWrcPq1atx8eJFnD59Gm/evMHixYsxe/ZsjBkzhusSCVEo27Ztg5+fH8zMzMDn8xEYGIgDBw6wPr7mIpHbt2/X+bO6NOfBVkNUVFQ++TUhpGHXrl1DfHw8/Pz84OLigtLSUvzwww9yOXefPn0QEBAgFmIhCnJhQ9Y0Ri8vL7i6ukJbWxtCoRCFhYUICgqS7EVI6d69e9i0aRPz/cSJEzlbUk2DMUIUmJqaGqysrGBlZYW3b98iOjoaO3bsoMEYIbVUVlYykfbOzs4Sb36veTe49uCLzZ3i5tBKQ1oPHz6EpaUlgOpkPtHXQqEQeXl5XJZGiMLT09PDZ599hp49e+LBgweYMmUK3r17J5dz+/v7Y/fu3fDy8mJCLHx9fVkfv2HDBoSFhTFLDUVpjA0pKCiAtrY2Bg8ejPj4eDx9+hQCgQCGhoZiISZNSUtLC5GRkZg0aRIEAgFiYmKkWuLeGGgwRoiS0NHRwYIFC7BgwQKuSyFE4dSekZHlA52rXjPKKj4+nusSCFFanTt3RmhoKCwsLJhY9fLycrmcW1NTE2vXrpX6eB6PB1NTU1RVVaGqqgpDhw5ltUxx4sSJsLCwgJOTE0aNGoVevXpJXYO0tm/fDj8/P/j7+0NFRQUjRoyQW4+z2mgwRgghROlVVFTgxYsXzKxW7e+7dOlS7/EFBQWIjo6GUChkvgbALJ0hdWvJs4KEyCogIABJSUkYNGgQJkyYgF9//RXff/99k56zsUIsaqcxLl++nFUa48WLF3H27FkcOXIEvr6+sLOzg6OjIwwMDGR6XZLQ19fHnj178Ndff6Gqqgq9e/eWe381EUpTJIQQovTGjx8PHo/3yf1dbAI06orEF2EbjU8IIWzk5ubW+/OGbiA1hrpCLPz9/VkdL2saIwC8fv0afD4fsbGx0NbWxrRp02BjYyPV65HE/fv3sXLlSmhra0MgEODNmzfYu3cvTExMmvzctdFgjBAlsWfPHri6unJdBiGEEEJk9KkbSKLv5ZXA6uDg8FFS7Kfi5uvyqRh6aaPpX758iZCQEERGRiItLU3i4yU1c+ZMrF+/nhl83blzB/7+/jh16lSTn7s2WqZIiJK4cOECDcYIIQqrsrISV65cQUFBgdjj9vb2HFVEiOK6cOECgP+FWdSUk5MjlxpkDbGQNY2xqKgIZ86cAZ/Px5s3b2Bvby+3ZNqSkhKxWbDBgwfjw4cPcjl3bTQYI0RJ0CQ2IUSRrVq1Crm5uejZs6fYfhQajBHyMdGe1sWLF+PAgQPMZ3xVVRUWLVqEM2fONHkNsoZYSJvGGBcXh9jYWKSmpsLS0hIrV66EqampLC9FYu3bt0dCQgKsrKwAAAkJCR8NiuWFlikSoiQuXLiA8ePHc10GIS1GXl4eOnXqxHUZSsPa2louF5CENAfr169HSkoKXr9+DT09PeZxNTU1jB07Fl5eXnKpo6KiQu4hFrNmzYKTkxMmTZqEVq1aNfn5PuXp06dYs2YNsrOzAQAGBgbYtm0bevToIfdaaDBGCCGk2Xj79i1iY2NRXFwMoVAIgUCAnJwcqSKLP7WfgtRt2bJl8PX1FbuwJITUb//+/Vi8eDEn55Y2xKKx0hgVwfv37/Hu3Tt88cUXnNVAyxQJIYQ0G25ubvjiiy9w584dWFlZ4eLFixg4cKBUz0X3KiVTVlYGa2tr9O7dW6zPm6QNuAlpSZycnHDkyJFGuYEkqYCAAAQFBYmFWPj5+TUYYpGVlQWg7jRGZZCdnQ0PDw88e/YMQqEQXbp0QVBQEAwNDeVeCw3GCFEyVVVVUFVV5boMQhTS69ev8csvv2Dr1q2YMGECvv32W3zzzTdSPRfN8Ejmu+++47oEQpSOu7t7o91AkpSsIRb37t3Dpk2bmO8nTpyIkJCQRq2xqfj6+uLbb7+FtbU1gOp9bD4+Pjh69Kjca1GR+xkJIay5u7vj3bt3zPdZWVkNNlMkpCUTJYEZGhoiKyuL6X8jjf379zdWWS3C8OHDP/kPIaRur1+/xtatWzF+/HhMmDABx44dQ0ZGhlzOLQqxEJE0xEKUxlhSUoL379/j+PHjEqUxcik/P58ZiAHA5MmTP0qClReaGSNEgfXp0wcODg7w8fFBWloaTp06BU9PT67LIkRhmZubY8WKFfD09MSCBQuQnp4OTU1Nrstq1mrvHxER9UvKzMzkoCpClEPtG0jybDrs5+eHNWvWYMOGDQD+F2LBlqxpjFxSV1dHeno6BgwYAABIS0uDlpYWJ7VQgAchCu7s2bNYsWIFOnbsiMjISHTu3JnrkghRaNnZ2ejWrRvS09Nx8+ZNTJo0if5uCCEKKSgoCE+ePGFuIJmZmSErKwv//e9/5VaDLCEWXKQxNoY7d+7Aw8MD2traEAqFKCwsFNs/J080GCNEge3atQtRUVFYu3Yt/vrrL8TExGD9+vUUcU9ILXPmzIGfnx80NDQ++fMuXbrIuSJCCGGHqxtIsoZYSJvGyKWaTbYrKirw9OlTCAQCGBoaigUPyZNyDF8JaaEeP36M06dPQ0dHBwBgaWlJgzFCPsHe3h6hoaG4cePGRz/j8Xg4f/58vcfXXGonukfJ4/FoqR0hpEkVFBQgJycH3bp1w5UrV5Ceni63z3hZQyykTWPk0sSJE2FhYQEnJyeMGjUKvXr14rokmhkjRNlQmiIhdausrFSaZTKEELJw4UKMGDEC/fr1w/bt2/HNN98gMjJSLql+9vb2iI6OFnvMxsYGfD6f1fG2traIjY2V+ngulJaW4uzZs4iNjcWTJ09gZ2cHR0dHGBgYcFYTpSkSooAcHBwAVN+t79evH/r27cv8Y2xszHF1hCiu6dOny3R8eXk59u3bB09PT7x//x7BwcEoLy9vpOqap5s3b9b7DyGkboWFhVi4cCHOnz8PBwcH2Nvbo7i4WC7nFoVYiEgaYiFrGiMXtLS0YGdnh4MHDyI8PBxt2rTB8uXL8c0333A2iKTbh4QooKioKAD/a6xICGGnY8eOuHXrFgYNGiTV+v/NmzdDR0cH6enpUFVVxd9//w0vLy8EBgY2QbXNw+7duwFUL7fKzs7G0KFDoaKigtTUVPTu3Rvh4eEcV0iI4hIIBEhLS0NCQgKOHTuGzMxMVFVVyeXcXl5ecHV1/SjEgi1Z0xi5pqenh4ULF2LKlCkICQnB+vXrYWNjI/c6aJkiIQooODi43p8vX75cTpUQolzMzc2ZXjHS7PlycHBAVFQUs3xHKBTCxsYGv/76a1OW3SwsWrQI3t7e6N69OwDg+fPn8PHxwcGDBzmujBDFdf36dYSEhGD8+PGYN28eZsyYAXd3d1hYWDTZORs7xEKWNEauFBUV4cyZM+Dz+Xjz5g3s7e1hb2/PSfIuzYwRQghpNpKTk2U6nsfjoby8nAnzyM/P/2QPLfKx3NxcZiAGVCdY5ubmclgRIYrPwsJCbOAlj0j7xgqxkDWNkQtxcXGIjY1FamoqLC0tsXLlSpiamnJaE82MEaLgSkpKkJ2djd69e6OsrAytWrXiuiRCFFZ5eTkOHTqEJ0+eYOPGjThy5AgWL17M+m5vdHQ0IiIi8Pfff2PSpElISEjAsmXLMG3atCauXPmtXbsWPB4PkyZNglAoBJ/PR+vWreHn58d1aYQorKioKPzwww8oKioSe7wpE1wbK8Ri/vz5cHZ2FktjDAsLk0v4iLRmzZoFJycnTJo0SWGup2gwRogCu379Onx8fFBVVYWTJ09i6tSp2LFjB0aNGsV1aYQoJG9vb+jo6ODChQuIiIiAj48PhEIh6z1fb9++xdu3b5GSkoKqqioMHz4cffv2beKqm4fy8nIcO3aMaS8wYsQIzJo1i9ItCamHlZUVfvrpJ/Tu3ZuT879+/Rp8Ph+xsbHQ1tbGtGnTWO+bkjWNkVSjNEVCFNiPP/6IEydOoF27dujUqROOHz+uVJtjCZG39PR0eHh4QE1NDVpaWti2bZtEQTizZ8+GkZERZs+eDRcXFxqISUBdXR0TJkzAzJkzERwcjHHjxtFAjJAG6OnpcTYQE51/4cKFCA0NxZdffon169ezPlbWNEZSjd4lCVFgAoEAnTp1Yr43MjLisBpCFJ+se7769u2L6OhoDBo0CJqamszjXbp0afRam5u4uDiEhISgrKwM4eHhmDlzJtauXQs7OzuuSyNEYQ0YMAArVqzAyJEjoaGhwTxub2/f5Of+VIjF+fPnWR8vaxojqUaDMUIU2Oeff47ExETweDwUFRXh+PHjdFFISD1cXFwwf/585OXlISAgAOfOnZMoffTu3bu4e/eu2GM8Hk+iC5SW6sCBAwgLC8OcOXOgq6uLqKgozJ8/nwZjhNTj/fv3aN26Ne7cuSP2eFMOxmQNsRClMQ4ePBjx8fEypzG2dLRnjBAF9s8//yAgIADXrl2DUCiEmZkZvL29oaenx3VphCisR48eMXu+zMzM0KdPH9bHJiYmYty4cU1YXfPl5OSEyMhIsX0ktH+EEMmVlZWJzcw3NllDLMzMzMTSGClxVjY0GCNEAb169YqTXheEKLsHDx5g3759CAoKwuPHj+Hj4wM/Pz/06NGD1fFTpkzBb7/91sRVNk/r1q2DsbExwsPDsX37dpw4cQJlZWXYvn0716URorAuXLiAnTt3oqSkBEKhEAKBAGVlZbh+/TrXpdWpsdIYSTUajBGigESNZwHg0KFDWLBgAccVEaIcZsyYgeXLl+Orr74CAFy9ehXBwcEICwtjdfySJUvQoUMHmJiYiN2Zlsf+DWVXUlKCkJAQXLt2DQKBAObm5li2bBnatGnDdWmEKKyvv/4afn5+OHz4MJYsWYKEhASUlpbCx8eH69JYkSWNkVSjNEVCFFDNeyS0xIcQ9kpLS5mBGACMHDkSpaWlrI/v0KEDgOq9YykpKcw/pGGtWrXCqlWrEBkZiaioKHh6etJAjJAGtG3bFubm5jAxMcG7d++wZs0amZvXy5MsaYykGgV4EKKAaq6/pslrQtjT0dFBWFgYbG1tAVRvVNfV1WV9/L///e+PHisrK2u0+pqzMWPG4PXr12jXrh2A6qS2du3aoWvXrvD390e/fv04rpAQxaOpqYknT56gZ8+euHHjBszNzVFRUcF1WazImsZIqtFgjBAFRxtjCWHv3//+NzZt2oRt27ZBXV0dpqamCAgIYH28Mu7fUBTDhg2DtbU1rKysAABJSUk4c+YM5s6di02bNiE8PJzjCglRPO7u7ti5cye2b9+O/fv34+TJk5g2bRrXZdVL1jRGIo72jBGigIyNjZkAj5phHkKhkGK2CWFBFL0sKWXfv8ElOzs7xMTEiD3m6OiI06dPi+2DJYT8j6gnn0hhYSHat2/PYUUNkzWNkYijmTFCFFB8fDzXJRCilDIzM+Hu7o6ysjKcPHkSc+bMwc6dOzFgwABWx4v2b9y+fZvZvzF58uQmrrp5aNeuHcLDw2FrawuBQAA+n4/27dvj8ePHEAgEXJdHiEI6duyY2GBM0QdiAHDixAmuS2hWaDBGiALS19fnugRClJK/vz/27t2LVatWoXPnzvj+++/h6+uLU6dOsTpemfdvcC0wMBABAQHYvn071NTUYGFhga1btyI+Ph6rVq3iujxCFNLnn38OFxcXmJiYQENDg3lckmb1RLnRYIwQQkizUVpaip49ezLfjxw5Elu3bmV9vJubm9Lt31AUnTt3xu7du5nvi4uL8euvv2Lu3LkcVkWIYhs8eDDXJRCO0WCMEEJIs6GtrY2srCwm+CY2NlaiZT/Dhw/H8OHDAQCRkZFKsX9D0WRlZSE8PBx8Ph9ffvklnJ2duS6JEIUTFRUFBwcHmgEjFOBBCCGk+cjOzoanpyfu378PTU1NdO/eHYGBgTA0NGzw2EuXLkFHRwd9+vSBn58fUlNTYWxsjNWrV0sUj98SffjwAb/99hvCw8Px4MEDqKioIDQ0lBnYEkLEUagNEaGZMUIIIc1GSUkJwsLCUFJSAoFAwLrpcFBQEK5du4aKigro6uqiVatWcHNzQ3JyMry9vRESEtLElSsvf39/nDlzBgMHDsScOXMwfvx42Nra0kCMEEJYoMEYIYSQZsPLywsVFRWwsbGBjY0N68FYQkICYmNjUVpairFjxyI5ORlqamqwtLRkGkiTTztz5gwGDRqECRMmYNy4cWjTpg31RySkAQ8fPoSlpeVHj1MLm5aHBmOEEEKajdOnT+Pp06f47bffsHjxYmhra8POzq7BEA41NTWoqqqiTZs20NfXh5ra/z4eVVVVm7pspZaUlISkpCScPn0amzdvhoWFBUpLS1FeXg51dXWuyyNEIXXv3h379+/nugyiAGgwRgghpFn58ssvMX/+fHTr1g2HDx/G/v37GxyMqaiofPJr0jBVVVWMHz8e48ePx9u3bxEbG4ucnByMHj0aTk5OWLt2LdclEqJwPvvsM2pjQwDQYIwQQkgzcu7cOfD5fNy9exfjxo2Dt7c3hg4d2uBxNZcMvXr1ivlaKBQiLy+vSWtuTnR0dDBv3jzMmzcPaWlpFFBASB3YvC+RloHSFAkhhDQbrq6usLOzw5gxY/DZZ5+xPu758+f1/pzuYBNCCGkKNDNGCCGk2Xj27BmsrKwkPo4GW4QQQrhAC+MJIYQ0G506dcKtW7dQXl7OdSktTlZWFtclEEKI0qFlioQQQpoNc3NzFBQUAAB4PB4TE52ZmclxZc3fpEmT8Pvvv3NdBiGEKBUajBFCCCE18Pl8PHr0CEuWLEF8fDzs7e25LkkpuLq6ok+fPjAxMYGmpibz+LBhwzisihBCFBsNxgghhDQb5eXlOHToEJ48eYKNGzfiyJEjWLx4Met+V4GBgXj58iXS09MRERGBpUuXYsCAAVi3bl0TV6785s6d+9FjPB4Pv/zyCwfVEEKIcqDBGCGEkGbD29sbOjo6uHDhAiIiIuDj4wOhUIjAwEBWx9vb2yMqKgoODg6Ijo5GZWUlbG1tERcX18SVE0IIaYkoTZEQQkizkZ6ejqioKFy6dAlaWlrYtm0bbGxsWB8vavjM4/EAVM+0URNodu7cuYPQ0FCUlJRAKBRCIBAgNzcXFy5c4Lo0QghRWPQJQwghpNng8XgoLy9nBlP5+fnM12xYW1vDzc0NhYWFOHLkCObMmYOpU6c2VbnNipeXF6ysrFBVVYXZs2ejc+fOUrUZIISQloRmxgghhDQbLi4umD9/PvLy8hAQEICEhAQsW7aM9fELFy7EtWvX0KVLF7x48QKurq4YN25cE1bcfKirq8PJyQnPnz9Hu3btJJ6VJISQlogGY4QQQpoNe3t7GBsbIyUlBVVVVQgJCUHfvn1ZHz9t2jRERUVh9OjRTVhl86ShoYGCggIYGhri7t27sLCwQFVVFddlEUKIQqNlioQQQpqFx48fIzc3F0ZGRpg9ezY6duwINTXJ7jl27NiRmkZLad68eXB3d8e4ceMQExODKVOmwNjYmOuyCCFEoVGaIiGEEKV3/fp1rFmzBkFBQUxfq//85z/4+eefERgYCDMzM1bPU7NptAg1jWavsrISampqeP/+PbKysjB06FAKQCGEkHrQYIwQQojSmzlzJjZv3ozevXuLPZ6RkYHNmzcjPDyco8pajri4OISEhIDP5yM7Oxtz5syBj48PhXgQQkg9aM8YIYQQpffhw4ePBmIA0L9/f5SVlbF+nrdv3yI2NhbFxcVMPHtOTg62bdvWmOU2SyEhITh8+DAAoFu3boiKisKCBQtoMEYIIfWgtQOEEEKUXmVl5Sf3eZWXl+PDhw+sn8fNzQ2ZmZmIjY1FaWkp4uPjaZkdSxUVFehCPTIeAAAUhklEQVTYsSPzva6uLmjxDSGE1I8+YQghhCg9S0tLbNq0SWzgVV5eDj8/P4wcOZL187x+/Rpbt27F+PHjMWHCBBw7dgwZGRlNUXKz8//+3/+Dh4cHEhMTcfHiRaxZswaDBw/muixCCFFotEyREEKI0lu2bBnWrVuH4cOH48svv4SGhgYeP36MsWPHwtvbm/XztG/fHgBgaPj/27v/mKjvO47jry+gUoYpk5VWWGwM7Tgi08VVRTF4yFIdIj3TLftRSqOZKY3L1OpKXd262ikYMZjFVVe3Vq2ESbXS6+JaVs1yIGftaDZBYTrFEotroVWMHAyOu/1RvYm2Ai3nF773fCTG+36+fD553V/49vNrohobGzVlypRgRbacZ599Vq+88or27t2riIgITZs2TT/60Y/MjgUAwxoHeAAALKO5uVkNDQ0KCwtTSkqKxo8fP6j+JSUlampqUkFBgZYsWaIZM2aosbFR5eXlQUpsLR999JHi4uL07rvv6tSpU3r44YcVGRlpdiwAGLYoxgAAuE5zc7MmTJig+vp6/f3vf1dWVpbi4uLMjjXsPfvss+rp6dGSJUv0k5/8RLNmzVJ3d7eKi4vNjgYAwxZ7xgAAIc/v96uqqkrHjx/XhAkTJEkpKSmaOXOm1qxZY3K6kaGurk7r16/XX/7yFz388MPasGGDmpqazI4FAMMaxRgAYMS7cuXKl+r/61//Wr/61a/0+OOP6+DBg+rq6tJzzz2n73//+0pISBiilNbW29srn8+nQ4cOKT09XZ2dners7DQ7FgAMaxzgAQAY8ZYvXy5JSk1NVXp6upKSkgbVv6qqSn/+85/1ySefaM2aNXrxxRcVGxur1157Tffdd18wIluOw+HQ7NmzNXXqVE2ZMkVZWVn6wQ9+YHYsABjW2DMGALAEj8cjt9stl8ulU6dOKTExUenp6Zo1a5aio6Nv2fehhx7S66+/LkmaOXOm8vPz9dhjj92O2Jbi8/kC97J98sknGjdunMmJAGB4Y2YMAGAJUVFRyszMVGZmpiTpzJkzcrlcWrlypXbs2HHLvoZhBD7HxsZSiA3Su+++q9/97neqr6+XYRhKSUnRsmXLKMYAoB/sGQMAWFJiYqIWL17cbyEm9S3GRo0aFcxYluN2u/Xkk0/qwQcfVFlZmXbt2qXvfOc7Wrlypd555x2z4wHAsMYyRQBAyLPZbIGCzO/33/S5oaHBzHjDWm5urp555hklJyf3aa+vr1dhYaFKS0tNSgYAwx/LFAEAIa+xsdHsCCPWlStXbirEpE+vBmhvbzchEQCMHBRjAADL6O7uVnV1tS5fvtyn3eFwmJTI+jwej7xeryIi+v6Twuv1yuv1mpQKAEYGijEAgGUsXbpUfr//prvBKMaCZ/bs2SouLtbTTz8daOvt7VVhYaHsdrt5wQBgBGDPGADAMnJycuR0Os2OEVI8Ho/y8/N14cIFpaSkqLe3V/X19brvvvu0detWjR492uyIADBsUYwBACxjw4YNstvtSk1NDdx3NVhvvPGG/v3vfys/P19vvfUWs2oDdOzYMdXV1ckwDE2ePFkPPPCA2ZEAYNijGAMAWMbOnTtVVFT0hU9DLC4u1n/+8x+dOHFCr776qp544glNmjSpzxI8AACGCveMAQAso7y8XIcPH1ZDQ4MaGhrU2Ng4qGPpq6urtWnTJo0ZM0bR0dF6+eWX5XK5gpgYABDKKMYAAJZx1113KSYm5gv3v7a08drMWnd39xde7ggAQH84TREAYBkxMTHKzs7W1KlTNWrUqEB7YWHhgPrPnz9fK1asUHt7u3bu3Cmn06ns7OxgxQUAhDj2jAEALOPAgQOf2b5o0aIBj1FVVaWamhr5fD6lpqYqIyNjqOIBANAHxRgAwDJaWlo+sz0+Pn7AY5w5c0YXL17U9b8ep02b9qWzAQBwI4oxAIBlzJ07V4ZhyO/3y+v1qq2tTcnJydq/f/+A+v/yl7+Uy+XShAkTAm2GYWj37t3BigwACGHsGQMAWMbhw4f7PB8/flylpaUD7u92u/XXv/6Vi4oBALcFR0QBACxr8uTJOnHixIB/fvz48frvf/8bxEQAAPwfM2MAAMvYunVrn+fTp08rNja2335r1qyRJPX29uqhhx7SAw88oPDw8MD7gZ7GCADAYFCMAQAsa/r06VqwYMGAfu76vwEAuB04wAMAEPJ+//vf6/HHHzc7BgAgxLBnDAAw4l27R8xmsyk5OTnw59pzf958881gRwQA4CYsUwQAjHjXLntubGw0OQkAAAPHMkUAgGXceICHYRiKjIxUYmKi7Hb75/az2WwyDOOmdr/fL8Mw1NDQMNRRAQBgZgwAYB3Nzc16//33A4d2VFZWKjo6WrW1tTp27Jieeuqpz+xns9lUUVFxO6MCAEAxBgCwjqamJpWWlgYubf7hD3+oRx99VHv37lVOTs7nFmMAAJiBAzwAAJZx+fJleb3ewHNPT488Ho+kT5ccfp758+cHPRsAADdizxgAwDJ2796tsrIy2e12+Xw+uVwu5ebmqqenR3V1ddq8ebPZEQEACKAYAwBYyr/+9S+53W6FhYVp5syZuv/++3Xu3DnFx8cHli8CADAcUIwBAEa8/g7fcDgct3x/5coVRUdHD2UkAAD6xQEeAIAR75133rnl+/6KseXLl0uSUlNTlZ6erqSkpCHLBgDA52FmDABgOe3t7brzzjsH1cfj8cjtdsvlcunUqVNKTExUenq6Zs2axawZACAoKMYAAJbR2NioFStWqKurS3v37lVubq62bNmiSZMmDXqsM2fOyOVyqaamRjt27AhCWgBAqKMYAwBYxiOPPKJ169Zp1apVqqio0JEjR1RSUqJ9+/aZHQ0AgJtwzxgAwDI6OzuVmJgYeE5LS1N3d7eJiQAA+HwUYwAAy4iJiVFjY6MMw5AkOZ3OQe8dAwDgdmGZIgDAMpqbm1VQUKC6ujpFRkbq3nvvVXFxsSZOnDig/t3d3aqurtbly5f7tPd3GiMAAF8ExRgAwHI8Ho98Pt+gT0F87LHH5Pf7lZCQ0Ke9sLBwKOMBACCJe8YAABbhcrk0btw4JSUlaePGjXrvvfeUkpKi1atXKzY2dkBjXLx4UU6nM8hJAQD4FDNjAIARr6SkRDU1Nerp6VFsbKyioqLkcDh09OhRnT9/Xtu2bRvQOBs2bJDdbldqaqrCwthWDQAILmbGAAAj3ttvvy2n06nOzk7Z7XYdPXpUERERyszMVE5OzoDHiY+P15IlSwIHgPj9fhmGoYaGhmBFBwCEMIoxAMCIFxERofDwcEVHRyshIUEREf//9RYeHj7gccrLy3X48GHFx8cHIyYAAH2wBgMAMOJdv6TwyywvvOuuuxQTEzMUkQAA6BczYwCAEe/06dPKzMyUJH344YeBz36/X62trQMeJyYmRtnZ2Zo6dapGjRoVaOc0RQBAMFCMAQBGvLfeemtIxrHb7bLb7UMyFgAA/eE0RQAArmppafnMdvaQAQCCgWIMAICr5s6dK8Mw5Pf75fV61dbWpuTkZO3fv9/saAAAC2KZIgAAVx0+fLjP8/Hjx1VaWmpSGgCA1XGaIgDAMhYuXKjNmzertrZWQ7HwY/LkyTpx4sQQJAMA4GYsUwQAWEZra6uqqqrkcrl08uRJTZkyRRkZGcrKyhpQ/61bt/Z5Pn36tC5duqRdu3YFIy4AIMRRjAEALMXv96u+vl5ut1t79uyR1+tVTU3NgPreWIx99atf1YIFC7h7DAAQFBRjAADLWLp0qc6ePSubzabp06drxowZstlsZscCAOAzcYAHAMAykpOT5fF4dOnSJX388cdqa2tTV1eXIiMjb9lv0aJFOnDggGw2mwzDCLT7/X4ZhqGGhoZgRwcAhCBmxgAAltPR0aHKykpt27ZNLS0tqq+vNzsSAAA3YWYMAGAZVVVVcrvdcrvd8vl8mjdvnubMmTPg/jfuGTMMQ5GRkUpMTJTdbh/itACAUEcxBgCwjNLSUmVkZCgvL0/33HPPoPs3Nzfr/fff14IFCyRJlZWVio6OVm1trY4dO6annnpqqCMDAEIY94wBACxj+/btuuOOO1RWVqbOzk5VVFQMqn9TU5NeeeUV5eXlKS8vTy+99JIuXryoF154QdXV1UFKDQAIVRRjAADLKC4ulsvlUmVlpbxer/bv36+ioqIB9798+bK8Xm/guaenRx6PR5KG5BJpAACuxwEeAADLcDgcOnDggBYtWqSKigp5vV7l5OTo4MGDA+q/e/dulZWVyW63y+fzyeVyKTc3Vz09Paqrq9PmzZuD/A0AAKGEPWMAAMsIC/t0wce14+m7u7sDbQORl5enGTNmyO12KywsTL/97W91//3369y5c/rxj38clMwAgNDFzBgAwDJefPFFnThxQnV1dcrLy5PT6dSDDz6o/Pz8W/brb2+Zw+EYypgAAEiiGAMAWExVVZVqamrk8/mUmpqqjIyMfvusWbPmlu8LCwuHKh4AAAEUYwCAEa+lpeWW7+Pj4wc1Xnt7u+68884vEwkAgH5RjAEARry5c+fKMIw+Jx4ahqHW1lb19PSooaFhQOM0NjZqxYoV6urq0t69e5Wbm6stW7Zo0qRJwYoOAAhhFGMAAMvp6OjQxo0bVV1dreeff15paWkD6vfII49o3bp1WrVqlSoqKnTkyBGVlJRo3759QU4MAAhF3DMGALAUt9utnJwcSZLT6RxwISZJnZ2dSkxMDDynpaWpu7t7yDMCACBxtD0AwCI8Ho+KiooGPRt2vZiYGDU2NgaOxnc6newdAwAEDcsUAQAjntvt1tq1a5WWlqaCggJ95Stf+ULjNDc3q6CgQHV1dYqMjNS9996r4uJiTZw4cYgTAwBAMQYAsACbzaaIiAjFxcUFZrUkye/3yzAMHTp0aFDjeTwe+Xw+RUdHD3VUAAACKMYAACPeBx98cMv3CQkJ/Y7hcrk0btw4JSUl6Te/+Y3ee+89paSkaPXq1YqNjR2qqAAABFCMAQBCXklJiWpqatTT06PY2FhFRUXJ4XDo6NGjOn/+vLZt22Z2RACABXGABwAg5L399ttyOp3q7OyU3W7X0aNHFRERoczMzMDJjAAADDWOtgcAhLyIiAiFh4crOjpaCQkJioj4//9VhoeHm5gMAGBlFGMAgJAXFhb2mZ8BAAgm9owBAEJeSkqK7r77bknShx9+GPjs9/vV2tqquro6M+MBACyKYgwAEPKG4jRGAAAGi2IMAAAAAEzAwngAAAAAMAHFGAAAAACYgGIMAICrFi5cqM2bN6u2tlas4gcABBt7xgAAuKq1tVVVVVVyuVw6efKkpkyZooyMDGVlZZkdDQBgQRRjAABcx+/3q76+Xm63W3v27JHX61VNTY3ZsQAAFkQxBgDAVUuXLtXZs2dls9k0ffp0zZgxQzabzexYAACLijA7AAAAw0VycrI8Ho8uXbqkjz/+WG1tberq6lJkZKTZ0QAAFsTMGAAAN+jo6FBlZaW2bdumlpYW1dfXmx0JAGBBzIwBAHBVVVWV3G633G63fD6f5s2bpzlz5pgdCwBgUcyMAQBwVX5+vjIyMjRnzhzdc889ZscBAFgc94wBAHDV9u3bdccdd6isrEydnZ2qqKgwOxIAwMIoxgAAuKq4uFgul0uVlZXyer3av3+/ioqKzI4FALAoijEAAK6qrq7Wpk2bNGbMGI0dO1Yvv/yyXC6X2bEAABZFMQYAwFVhYZ/+WjQMQ5LU3d0daAMAYKhxmiIAAFfNnz9fK1asUHt7u3bu3Cmn06ns7GyzYwEALIrTFAEAuE5VVZVqamrk8/mUmpqqjIwMsyMBACyKYgwAEPJaWlpu+T4+Pv42JQEAhBKKMQBAyJs7d64Mw9D1vxINw1Bra6t6enrU0NBgYjoAgFVRjAEAcIOOjg5t3LhR1dXVev7555WWlmZ2JACABXFEFAAA13G73crJyZEkOZ1OCjEAQNBwmiIAAJI8Ho+KioqYDQMA3DbMjAEAQp7b7dbChQslSW+88QaFGADgtmDPGAAg5NlsNkVERCguLi5w4bMk+f1+GYahQ4cOmZgOAGBVFGMAgJD3wQcf3PJ9QkLCbUoCAAglFGMAAAAAYAL2jAEAAACACSjGAAAAAMAEFGMAgGHt/PnzSkpK0quvvtqn/Y9//KOefvppk1IBAPDlUYwBAIa9sLAwbdy4UWfPnjU7CgAAQ4ZLnwEAw15kZKQWL16s1atX609/+pNGjx4deNfU1KR169apo6NDra2tstls2rJli8aMGaNvfvObWrx4sWpqauTxePTTn/5Ub775pk6dOqW4uDht375dUVFROnPmjNavX69Lly6pt7dXjz76qL73ve+Z+I0BAKGAmTEAwIjwxBNPKCoqSiUlJX3ay8vL5XA4VF5ersrKSp0/f15/+9vfJEnd3d362te+pn379snhcGjt2rV65plndPDgQV25ckWHDh2S1+vVz372M61atUqvvfaa9uzZo5deekn/+Mc/TPiWAIBQwswYAGBECAsL06ZNm+RwODR79uxA+89//nMdOXJEO3bs0Llz5/TRRx/J4/EE3s+bN0+SNGHCBH3jG9/Q3XffLUn6+te/rvb2dp07d07Nzc36xS9+EejT1dWlkydP6lvf+tZt+nYAgFBEMQYAGDHGjx+v5557TgUFBXI4HJKkJ598Ur29vfrud78ru92uCxcu6PorNEeNGvWZn6/p7e3V2LFj9frrrwfa2traNHbs2CB+EwAAWKYIABhh5s+fr/T0dO3atUuSVF1drWXLlikrK0uS9M9//lO9vb0DHm/ixImKjIwMFGMXLlxQdna26uvrhz48AADXYWYMADDirF27VrW1tZKklStXatmyZYqKilJ0dLSmTZum5ubmAY81evRovfDCC1q/fr3+8Ic/yOv1avny5fr2t78drPgAAEiSDP/1azkAAAAAALcFyxQBAAAAwAQUYwAAAABgAooxAAAAADABxRgAAAAAmIBiDAAAAABMQDEGAAAAACagGAMAAAAAE1CMAQAAAIAJ/gclHcZr3U015gAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot.bar('Name', 'Avg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's make this prettier with Seaborn. " ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n", " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n", " 51, 52]), )" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(df['Name'], df['Avg'])\n", "plt.xticks(rotation=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's filter so we only keep beers with at least 300 reviews." ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameStyleABVRatingsAvgCurrent
01554European Dark Lager6.042263.84Yes
1AbbeyBelgian Dubbel7.023554.04Yes
2AccumulationBelgian IPA6.221503.74Yes
3Citradelic Tangerine IPAAmerican IPA6.018983.85Yes
4DayblazerAmerican Cream Ale4.83483.39Yes
5Fat Tire Amber AleAmerican Amber / Red Ale5.291503.61Yes
6Fat Tire Belgian WhiteBelgian Witbier5.23853.72Yes
7La FolieFlanders Oud Bruin7.040434.28Yes
8Le TerroirAmerican Wild Ale7.524564.32Yes
9Snow Day Winter AleAmerican Black Ale6.215263.70Yes
10The Hemperor HPAAmerican IPA7.04173.74Yes
11TrippelBelgian Tripel8.532033.85Yes
12Voodoo Ranger Atomic PumpkinPumpkin Beer6.43283.83Yes
13Voodoo Ranger Imperial IPAAmerican Imperial IPA9.06653.86Yes
14Voodoo Ranger IPAAmerican IPA7.010663.81Yes
15Voodoo Ranger Juicy Haze IPANew England IPA7.56853.91Yes
\n", "
" ], "text/plain": [ " Name Style ABV Ratings \\\n", "0 1554 European Dark Lager 6.0 4226 \n", "1 Abbey Belgian Dubbel 7.0 2355 \n", "2 Accumulation Belgian IPA 6.2 2150 \n", "3 Citradelic Tangerine IPA American IPA 6.0 1898 \n", "4 Dayblazer American Cream Ale 4.8 348 \n", "5 Fat Tire Amber Ale American Amber / Red Ale 5.2 9150 \n", "6 Fat Tire Belgian White Belgian Witbier 5.2 385 \n", "7 La Folie Flanders Oud Bruin 7.0 4043 \n", "8 Le Terroir American Wild Ale 7.5 2456 \n", "9 Snow Day Winter Ale American Black Ale 6.2 1526 \n", "10 The Hemperor HPA American IPA 7.0 417 \n", "11 Trippel Belgian Tripel 8.5 3203 \n", "12 Voodoo Ranger Atomic Pumpkin Pumpkin Beer 6.4 328 \n", "13 Voodoo Ranger Imperial IPA American Imperial IPA 9.0 665 \n", "14 Voodoo Ranger IPA American IPA 7.0 1066 \n", "15 Voodoo Ranger Juicy Haze IPA New England IPA 7.5 685 \n", "\n", " Avg Current \n", "0 3.84 Yes \n", "1 4.04 Yes \n", "2 3.74 Yes \n", "3 3.85 Yes \n", "4 3.39 Yes \n", "5 3.61 Yes \n", "6 3.72 Yes \n", "7 4.28 Yes \n", "8 4.32 Yes \n", "9 3.70 Yes \n", "10 3.74 Yes \n", "11 3.85 Yes \n", "12 3.83 Yes \n", "13 3.86 Yes \n", "14 3.81 Yes \n", "15 3.91 Yes " ] }, "execution_count": 192, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_smaller = df[df['Ratings']>=300].reset_index(drop=True)\n", "df_smaller" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's sort by the average rating." ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameStyleABVRatingsAvgCurrent
0Le TerroirAmerican Wild Ale7.524564.32Yes
1La FolieFlanders Oud Bruin7.040434.28Yes
2AbbeyBelgian Dubbel7.023554.04Yes
3Voodoo Ranger Juicy Haze IPANew England IPA7.56853.91Yes
4Voodoo Ranger Imperial IPAAmerican Imperial IPA9.06653.86Yes
5Citradelic Tangerine IPAAmerican IPA6.018983.85Yes
6TrippelBelgian Tripel8.532033.85Yes
71554European Dark Lager6.042263.84Yes
8Voodoo Ranger Atomic PumpkinPumpkin Beer6.43283.83Yes
9Voodoo Ranger IPAAmerican IPA7.010663.81Yes
10AccumulationBelgian IPA6.221503.74Yes
11The Hemperor HPAAmerican IPA7.04173.74Yes
12Fat Tire Belgian WhiteBelgian Witbier5.23853.72Yes
13Snow Day Winter AleAmerican Black Ale6.215263.70Yes
14Fat Tire Amber AleAmerican Amber / Red Ale5.291503.61Yes
15DayblazerAmerican Cream Ale4.83483.39Yes
\n", "
" ], "text/plain": [ " Name Style ABV Ratings \\\n", "0 Le Terroir American Wild Ale 7.5 2456 \n", "1 La Folie Flanders Oud Bruin 7.0 4043 \n", "2 Abbey Belgian Dubbel 7.0 2355 \n", "3 Voodoo Ranger Juicy Haze IPA New England IPA 7.5 685 \n", "4 Voodoo Ranger Imperial IPA American Imperial IPA 9.0 665 \n", "5 Citradelic Tangerine IPA American IPA 6.0 1898 \n", "6 Trippel Belgian Tripel 8.5 3203 \n", "7 1554 European Dark Lager 6.0 4226 \n", "8 Voodoo Ranger Atomic Pumpkin Pumpkin Beer 6.4 328 \n", "9 Voodoo Ranger IPA American IPA 7.0 1066 \n", "10 Accumulation Belgian IPA 6.2 2150 \n", "11 The Hemperor HPA American IPA 7.0 417 \n", "12 Fat Tire Belgian White Belgian Witbier 5.2 385 \n", "13 Snow Day Winter Ale American Black Ale 6.2 1526 \n", "14 Fat Tire Amber Ale American Amber / Red Ale 5.2 9150 \n", "15 Dayblazer American Cream Ale 4.8 348 \n", "\n", " Avg Current \n", "0 4.32 Yes \n", "1 4.28 Yes \n", "2 4.04 Yes \n", "3 3.91 Yes \n", "4 3.86 Yes \n", "5 3.85 Yes \n", "6 3.85 Yes \n", "7 3.84 Yes \n", "8 3.83 Yes \n", "9 3.81 Yes \n", "10 3.74 Yes \n", "11 3.74 Yes \n", "12 3.72 Yes \n", "13 3.70 Yes \n", "14 3.61 Yes \n", "15 3.39 Yes " ] }, "execution_count": 193, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ss = df_smaller.sort_values(by='Avg', ascending=False).reset_index(drop=True)\n", "df_ss" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's make a horizontal bar chart in Seaborn showing the average rating." ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x='Avg', y='Name', data=df_ss)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# This doesn't include all New Belgium beers, we need to scrape the archives!\n", "\n", "This will require scraping another page, putting them in a DataFrame and concatenating the DataFrames." ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [], "source": [ "url = ('https://www.beeradvocate.com/beer/profile/192/?view=beers&show=arc')\n", "header= {\n", " \"User-Agent\": \"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.75 Safari/537.36\",\n", " \"X-Requested-With\": \"XMLHttpRequest\"\n", "}\n", "\n", "r = requests.get(url, headers=header)" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\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", " \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", " \n", " \n", " \n", "
NameStyleABVRatingsAvgCurrent
01554 With Chinook HopsBelgian Dark Ale023.63No
125th Anniversary AleAmerican Pale Ale (APA)5.743.83No
22° Below Winter AleEnglish Extra Special / Strong Bitter (ESB)6.61,2273.65No
3A.J. Winter AleBelgian Strong Dark Ale023.61No
4Abruzzi Rye PorterRye Beer6.833.7No
.....................
295Whiskey Fat Back (Leopold BA Fat Tire)American Amber / Red Ale634.3No
296Whizbang Hoppy Blonde AleAmerican Blonde Ale5.71753.78No
297Wood Aged Sour StoutAmerican Stout8.513.52No
298Wood Cellar Reserve Passionfruit Foeder SaisonAmerican Wild Ale000No
299Yuzu Citra Dry HoppedBerliner Weisse814.21No
\n", "

300 rows × 6 columns

\n", "" ], "text/plain": [ " Name \\\n", "0 1554 With Chinook Hops \n", "1 25th Anniversary Ale \n", "2 2° Below Winter Ale \n", "3 A.J. Winter Ale \n", "4 Abruzzi Rye Porter \n", ".. ... \n", "295 Whiskey Fat Back (Leopold BA Fat Tire) \n", "296 Whizbang Hoppy Blonde Ale \n", "297 Wood Aged Sour Stout \n", "298 Wood Cellar Reserve Passionfruit Foeder Saison \n", "299 Yuzu Citra Dry Hopped \n", "\n", " Style ABV Ratings Avg Current \n", "0 Belgian Dark Ale 0 2 3.63 No \n", "1 American Pale Ale (APA) 5.7 4 3.83 No \n", "2 English Extra Special / Strong Bitter (ESB) 6.6 1,227 3.65 No \n", "3 Belgian Strong Dark Ale 0 2 3.61 No \n", "4 Rye Beer 6.8 3 3.7 No \n", ".. ... ... ... ... ... \n", "295 American Amber / Red Ale 6 3 4.3 No \n", "296 American Blonde Ale 5.7 175 3.78 No \n", "297 American Stout 8.5 1 3.52 No \n", "298 American Wild Ale 0 0 0 No \n", "299 Berliner Weisse 8 1 4.21 No \n", "\n", "[300 rows x 6 columns]" ] }, "execution_count": 199, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_old = pd.DataFrame(data)\n", "df_old = df_old.drop(5,axis=1)\n", "df_old.columns=['Name', 'Style', 'ABV', 'Ratings', 'Avg' ]\n", "df_old['Current'] = 'No'\n", "df_old" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [], "source": [ "df_old['Ratings'] = df_old.loc[:,'Ratings'].str.replace(',', '')\n", "df_old['ABV'] = pd.to_numeric(df_old['ABV'])\n", "df_old['Ratings'] = pd.to_numeric(df_old['Ratings'])\n", "df_old['Avg'] = pd.to_numeric(df_old['Avg'])" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 300 entries, 0 to 299\n", "Data columns (total 6 columns):\n", "Name 300 non-null object\n", "Style 300 non-null object\n", "ABV 300 non-null float64\n", "Ratings 300 non-null int64\n", "Avg 300 non-null float64\n", "Current 300 non-null object\n", "dtypes: float64(2), int64(1), object(3)\n", "memory usage: 14.2+ KB\n" ] } ], "source": [ "df_old.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good. Now let's filter out everything with less than 100 reviews." ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameStyleABVRatingsAvgCurrent
0Lips Of Faith - Super India Pale Ale (Alpine C...American Imperial IPA9.08014.25No
1Eric's AleAmerican Wild Ale7.07004.10No
2Cocoa MoléChile Beer9.010244.03No
3Lips Of Faith - Fresh Hop India Pale AleAmerican IPA7.03284.02No
4Grand Cru Abbey AleBelgian Strong Dark Ale9.53344.01No
.....................
56Lips Of Faith - Yuzu Imperial Berliner WeisseBerliner Weisse8.04963.43No
57Rolle BolleFruit and Field Beer5.57123.39No
58Lips Of Faith - Brett BeerAmerican Brett7.55293.34No
59Lips Of Faith - PluotBelgian Tripel10.03803.33No
60Juicy Watermelon Watermelon Lime AleFruit and Field Beer5.06873.31No
\n", "

61 rows × 6 columns

\n", "
" ], "text/plain": [ " Name \\\n", "0 Lips Of Faith - Super India Pale Ale (Alpine C... \n", "1 Eric's Ale \n", "2 Cocoa Molé \n", "3 Lips Of Faith - Fresh Hop India Pale Ale \n", "4 Grand Cru Abbey Ale \n", ".. ... \n", "56 Lips Of Faith - Yuzu Imperial Berliner Weisse \n", "57 Rolle Bolle \n", "58 Lips Of Faith - Brett Beer \n", "59 Lips Of Faith - Pluot \n", "60 Juicy Watermelon Watermelon Lime Ale \n", "\n", " Style ABV Ratings Avg Current \n", "0 American Imperial IPA 9.0 801 4.25 No \n", "1 American Wild Ale 7.0 700 4.10 No \n", "2 Chile Beer 9.0 1024 4.03 No \n", "3 American IPA 7.0 328 4.02 No \n", "4 Belgian Strong Dark Ale 9.5 334 4.01 No \n", ".. ... ... ... ... ... \n", "56 Berliner Weisse 8.0 496 3.43 No \n", "57 Fruit and Field Beer 5.5 712 3.39 No \n", "58 American Brett 7.5 529 3.34 No \n", "59 Belgian Tripel 10.0 380 3.33 No \n", "60 Fruit and Field Beer 5.0 687 3.31 No \n", "\n", "[61 rows x 6 columns]" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_os = df_old[df_old['Ratings']>=300].sort_values(by='Avg', ascending=False).reset_index(drop=True)\n", "df_os" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 203, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x='Avg', y='Name', data=df_os)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's pretty.\n", "\n", "### Let's combine the two DataFrames." ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NameStyleABVRatingsAvgCurrent
0Le TerroirAmerican Wild Ale7.524564.32Yes
1La FolieFlanders Oud Bruin7.040434.28Yes
2AbbeyBelgian Dubbel7.023554.04Yes
3Voodoo Ranger Juicy Haze IPANew England IPA7.56853.91Yes
4Voodoo Ranger Imperial IPAAmerican Imperial IPA9.06653.86Yes
.....................
72Lips Of Faith - Yuzu Imperial Berliner WeisseBerliner Weisse8.04963.43No
73Rolle BolleFruit and Field Beer5.57123.39No
74Lips Of Faith - Brett BeerAmerican Brett7.55293.34No
75Lips Of Faith - PluotBelgian Tripel10.03803.33No
76Juicy Watermelon Watermelon Lime AleFruit and Field Beer5.06873.31No
\n", "

77 rows × 6 columns

\n", "
" ], "text/plain": [ " Name Style \\\n", "0 Le Terroir American Wild Ale \n", "1 La Folie Flanders Oud Bruin \n", "2 Abbey Belgian Dubbel \n", "3 Voodoo Ranger Juicy Haze IPA New England IPA \n", "4 Voodoo Ranger Imperial IPA American Imperial IPA \n", ".. ... ... \n", "72 Lips Of Faith - Yuzu Imperial Berliner Weisse Berliner Weisse \n", "73 Rolle Bolle Fruit and Field Beer \n", "74 Lips Of Faith - Brett Beer American Brett \n", "75 Lips Of Faith - Pluot Belgian Tripel \n", "76 Juicy Watermelon Watermelon Lime Ale Fruit and Field Beer \n", "\n", " ABV Ratings Avg Current \n", "0 7.5 2456 4.32 Yes \n", "1 7.0 4043 4.28 Yes \n", "2 7.0 2355 4.04 Yes \n", "3 7.5 685 3.91 Yes \n", "4 9.0 665 3.86 Yes \n", ".. ... ... ... ... \n", "72 8.0 496 3.43 No \n", "73 5.5 712 3.39 No \n", "74 7.5 529 3.34 No \n", "75 10.0 380 3.33 No \n", "76 5.0 687 3.31 No \n", "\n", "[77 rows x 6 columns]" ] }, "execution_count": 204, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_combo = pd.concat([df_ss, df_os]).reset_index(drop=True)\n", "df_combo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's write the combined DataFrame out to a `.csv` file so we can play with it in Tableau." ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [], "source": [ "df_combo.to_csv('New_Belgium_over_300_reviews_nov.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here's the finished product in Tableau that you can play with: [https://public.tableau.com/profile/jeff.hale6436#!/vizhome/NewBelgiumBeerRatings/NewBelgiumBeerAdvocateRatings](https://public.tableau.com/profile/jeff.hale6436#!/vizhome/NewBelgiumBeerRatings/NewBelgiumBeerAdvocateRatings)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wrap\n", "\n", "In this article, you saw how to use requests and BeatifulSoup to scrape a website. You saw how to use pandas to inspect and manipulate the data. You saw how to use Matplotlib and Seaborn to display the data. Finally, you saw how to concatenate the DataFrames and output a `.csv` file. Then I quickly imported the `.csv` into Tableau, made a worksheet and a dashboard, and exported it to Tableau Public's server for everyone to use.\n", "\n", "### Thanks for reading! I hope you found this exercise useful. \n", "\n", "## If you're into things like data science, Docker, and Python check out my articles at [Medium](https://medium.com/@jeffhale) and my books at [Memorable Tech](https://memorabletech.com). And follow me for more fun data stuff!\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }