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crime_markdown.html
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<!DOCTYPE html>
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
<title>Data Pre-processing</title>
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<h2>Data Pre-processing</h2>
<p>The crime indicent reports data is downloaded from <a href="https://data.cityofboston.gov/api/views/7cdf-6fgx/rows.csv?accessType=DOWNLOAD">City of Boston</a>. It contains crime recorded from 2012 to now in the City of Boston. The size of the data is about 47 MB. The detailed description of the data variables can be seen at file <a href="https://data.cityofboston.gov/api/assets/F443C87A-9722-4032-B0A3-E823BA469DF6?download=true">Crime_Indicent_Field_Explanation.xlsx</a>. To make the data for suitable for this analysis, preprocessing is performed, including:</p>
<ul>
<li>Taking of unuseful variables;</li>
<li>Expanding the geolocation into lat and lng variables</li>
</ul>
<pre><code class="r">#url = 'https://data.cityofboston.gov/api/views/7cdf-6fgx/rows.csv?accessType=DOWNLOAD'
#download.file(url, './Crime_Incident_Reports.csv', method='curl')
#crime = read.csv('Crime_Incident_Reports.csv')
###Taking of unuseful variables;
#crime$COMPNOS =NULL
#crime$NatureCode =NULL
#crime$X =NULL
#crime$Y =NULL
#crime$REPORTINGAREA = NULL
####Expand the geolocation into lat and lng variables
#crime$Location = as.character(crime$Location)
#tmp = strsplit(gsub(".*\\((.*)\\).*", "\\1", crime$Location), ',')
#tmp = matrix(unlist(tmp), ncol = 2, byrow=T)
#crime$lat = as.numeric(tmp[, 1])
#crime$lng = as.numeric(tmp[, 2])
#crime$DOMESTIC = NULL
#crime$Location = NULL
</code></pre>
<ul>
<li>Replacing the date time with R-formatted date string;</li>
<li>Converting the Year and Month variables from numeric to factor;</li>
<li>Deriving the time of the day the crime took place from variable 'FROMDATE';</li>
<li>Deriving whether the crime took place during the day or at night (7:00pm-7:00am);</li>
<li>Cutting a day into four chuncks of interval with 6 hours each;</li>
<li>Relevel the order of DAY_WEEK, following 'Sunday', 'Monday',… 'Saturday' sequence.<br/></li>
</ul>
<pre><code class="r">##library(lubridate)
#crime$DateFormatted = mdy_hms(crime$FROMDATE, tz='EST')
#crime$FROMDATE= NULL
#### convert to factor
#crime$Year = as.factor(crime$Year)
#crime$Month = as.factor(crime$Month)
#### Derive the hour of the day the crime takes place
#crime$hr = strftime(crime$DateFormatted, format='%H')
#### Derive whether the crime took place during the day or at night
#crime$AtNight=(strftime(crime$DateFormatted, format='%H:%M:%S') > "19:00:00")|
#(strftime(crime$DateFormatted, format='%H:%M:%S') < "07:00:00")
#### Cut a day into Four chuncks with 6 hour each.
#cutpoints = c(0, 6, 12, 18, 24)
#crime$timeDec = cut(as.numeric(crime$hr), cutpoints)
#### relevel days of a week
#print levels(crime$DAY_WEEK)
#crime$DAY_WEEK = factor(crime$DAY_WEEK, levels(crime$DAY_WEEK)[c(4, 2, 6, 7, 5, 1, 3)])
</code></pre>
<ul>
<li>Adjusting the letter case confusion (ex, 'Three' and 'THREE' are same thing.);</li>
</ul>
<pre><code class="r">## UCRPART was found to have upper/lower case confusion
#crime$UCRPART = as.factor(toupper(crime$UCRPART))
</code></pre>
<ul>
<li>Converting the reported districted code for Boston Police Department into readable Boston district names;</li>
</ul>
<pre><code class="r">## check the safety at different district
## replace district code with names
#distrName = c(
#A1 = 'Downtown',
#A15= 'Charlestown',
#A7= 'East Boston',
#B2= 'Roxbury',
#B3= 'Mattapan',
#C6= 'South Boston',
#C11= 'Dorchester',
#D4= 'South End',
#D14= 'Brighton',
#E5= 'West Roxbury',
#E13= 'Jamaica Plain',
#E18= 'Hyde Park',
#HTU= 'Human Traffic Unit'
#)
#crime$ReptDistrName = as.factor(distrName[as.character(crime$REPTDISTRICT)])
#crime$REPTDISTRICT = NULL
</code></pre>
<h2>Variables and Data Structure</h2>
<p>First of all, the data has 269849 observations and 18 variables. </p>
<pre><code class="r">str(crime)
</code></pre>
<pre><code>## 'data.frame': 269849 obs. of 18 variables:
## $ INCIDENT_TYPE_DESCRIPTION: Factor w/ 69 levels "07RV","32GUN",..: 66 69 54 40 66 44 31 18 18 18 ...
## $ MAIN_CRIMECODE : Factor w/ 69 levels "01INV","01xx",..: 69 18 6 50 69 52 42 20 20 20 ...
## $ WEAPONTYPE : Factor w/ 4 levels "Firearm","Knife",..: 3 1 3 4 3 4 4 3 3 3 ...
## $ Shooting : Factor w/ 2 levels "No","Yes": 1 1 1 1 1 1 1 1 1 1 ...
## $ SHIFT : Factor w/ 3 levels "Day","First",..: 3 3 3 3 3 3 3 1 1 1 ...
## $ Year : Factor w/ 4 levels "2012","2013",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ Month : Factor w/ 12 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ DAY_WEEK : Factor w/ 7 levels "Sunday","Monday",..: 5 5 5 5 5 5 5 5 5 5 ...
## $ UCRPART : Factor w/ 4 levels "OTHER","PART ONE",..: 4 4 2 3 4 3 3 4 4 4 ...
## $ STREETNAME : Factor w/ 4072 levels "","13TH ST","16TH ST",..: 2433 507 3090 982 3518 2244 3952 1741 3809 3511 ...
## $ XSTREETNAME : Factor w/ 3115 levels ""," "," ","13TH ST",..: 1 1 1 1230 1 1 1 1 1 1 ...
## $ ReptDistrName : Factor w/ 13 levels "Brighton","Charlestown",..: 3 3 3 7 11 5 8 12 10 4 ...
## $ lat : num 42.3 42.3 42.3 42.3 42.3 ...
## $ lng : num -71.1 -71.1 -71.1 -71.1 -71 ...
## $ DateFormatted : POSIXct, format: "2012-01-12 06:00:00" "2012-01-12 06:35:00" ...
## $ hr : Factor w/ 24 levels "00","01","02",..: 7 7 7 7 7 8 8 8 8 8 ...
## $ AtNight : logi TRUE TRUE TRUE TRUE TRUE FALSE ...
## $ timeDec : Factor w/ 4 levels "(0,6]","(6,12]",..: 1 1 1 1 1 2 2 2 2 2 ...
</code></pre>
<p>The variables given in the data are shown in the following:</p>
<pre><code class="r">names(crime)
</code></pre>
<pre><code>## [1] "INCIDENT_TYPE_DESCRIPTION" "MAIN_CRIMECODE"
## [3] "WEAPONTYPE" "Shooting"
## [5] "SHIFT" "Year"
## [7] "Month" "DAY_WEEK"
## [9] "UCRPART" "STREETNAME"
## [11] "XSTREETNAME" "ReptDistrName"
## [13] "lat" "lng"
## [15] "DateFormatted" "hr"
## [17] "AtNight" "timeDec"
</code></pre>
<p>where,</p>
<ul>
<li>“INCIDENT_TYPE_DESCRIPTION”: Boston Police Department classification;</li>
<li>“MAIN_CRIMECODE”: BRIC classification of the crime code for analysis purposes;</li>
<li>“UCRPART”: Universal Crime Reporting Part number (1,2, 3); </li>
<li>“WEAPONTYPE”:Detailed info on the weapon type (free form field);</li>
<li>“Shooting”: Whether police shooting is involved (??);</li>
<li>“SHIFT”: What shift (Day, First, Last) the incident took place on;</li>
<li>“timeDec”: the time interval of every 6 hours of a day, the cutting points are (0, 6, 12, 18, 24) as the hours of a day; </li>
<li>“Year”, “Month”, “hr”, and “DateFormatted”: the time variables when the crime took place; and, </li>
<li>“lat” and “lng” are latitude and longitude, where the crime record took place.
More information is recorded in the file 'Crime_Incident_Field_Explanation.xlsx'.</li>
</ul>
<h2>Analysis</h2>
<p>Couple of exploratory analytical topics are explored to investigate the crime rate distribution in districts, time of day, over the years. </p>
<h3>Geolocations</h3>
<p>Latitude and Longitude are used to plot each record in the data. This roughly depicts the map of Boston, if you are familiar with Boston area. </p>
<pre><code class="r">library(ggplot2)
# geographically, where are the different districts?
qplot(lng, lat, data=crime, color=ReptDistrName, geom='point')+
theme_bw(base_size=20)+
geom_point(size = 5)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-7"/> </p>
<pre><code class="r">#dev.copy(png, file='distrLoc.png', height=1100, width= 1100)
#dev.off()
</code></pre>
<p>To make it clearer. The crime locations depict each district as:</p>
<pre><code class="r">library(lattice)
xyplot(lat~lng|ReptDistrName, data=crime)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-8"/> </p>
<pre><code class="r">#dev.copy(png, file='distrLoc_1.png', height=1100, width= 1100)
#dev.off()
</code></pre>
<p>With each district, Roxbury, South End, and Dorchester have the highest crime rates over all. Charlestown, West Roxbury, and East Boston are the safest area. East Boston contains Logan airport. </p>
<pre><code class="r">histogram(~ReptDistrName, data=crime, scales=list(x=list(rot=45)))
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-9"/> </p>
<pre><code class="r">#dev.copy(png, file='hist_districts.png')
#dev.off()
</code></pre>
<h3>Streets of Crime</h3>
<p>What is the street that has the highest crime rate? To answer this question, a word cloud is used to showcase the distribution of crime rate on each street. Colors in the word cloud is randomly distributed, doesn't bear any analytical meaning. Washington street has the highest crime rate. Boylston St, Blue Hill Ave, and Mass Ave etc are listed to have high crime rate too. Boylston street is the street where the Boston Marathon Bombings took place on April 15 2013. When looking at map of Boston, Washington St is the longest street in Boston, meandering from Downtown Boston, extending southwestward to Massachussetts-Rhode Island border. It may be quite unfair to address that Washington Street is the most dangerous street in Boston, considering its length. </p>
<pre><code class="r"># collect streets names, find a display of streets with most crime
street = data.frame(table(crime$STREETNAME))
colnames(street)=c('Name', 'Freq')
street$Name = as.character(street$Name)
# remove street names that are blank
street = street[-which(nchar(street$Name)==0), ]
# make a word cloud of street with highest crime rate since 2012
library(wordcloud)
wordcloud(street$Name, street$Freq, min.freq = 200, random.order=F,
random.color=T, colors=c('black', 'red', 'steelblue'))
</code></pre>
<p><img 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PinEENP+MKcP3/+559/TkpKMjEx2bNnj52dnZGRUW1t7dWrVwE4OzubmZmFhYUlJCT06dOHWxjA8+fP09PTaT2d29IekNx9xcXFzZ49e8KECWFhYa2trV5eXsnJyWlpaXb0NPlvsbbGkSOIjUXv3uD/wJmjLVvAz4+2NlAUiouhqwsAgoKQk0NDQ7vYR6oA+PkhOBgKCujfHzEx2L4dCgooKcHkyZ8xEgLhn8L39yIEwidTW1tbX18/f/78oKAgAFlZWcOHD8/Ly3Nxcbly5QoAPz8/GxubLVu2TJs2jUcYgLu7+44dO+jMJJ3b7t69287Ojk4oSGNtbZ2RkbF69erS0lI+vs//xxwUhCVLsHMnSkuRldW1zIYNCA6Gvj4yM6GsjMePAaC5GW/egMlsF/tIFQBHRxw/Di8vthFfvRoBAXB1/byREAj/FDKjJ3xJIiIiKisrjx8/fu3aNRaLpaGhcffuXWNj4927d0+cOHHMmDGOjo5mZmZnz55NTk4uLy/nFgYgKiq6YMGCgIAAIyMjnrbGxsa0ByR3d8HBwTY2NuLi4qtXr87Jyflsb/Thw7FkCaSlwWCwD/F2ZsMGSEmhshJubli9Gk5OoChUV8PNrYMYT9WtW9i8GXJyMDZmnwH+9yMhEP4pxOuG8G/x9fVNTEyUlZU1MTGJjo4+duyYlJSUl5eXgYHBiBEj7O3t+fj4+Pj4mEymkZGRkpKSmZlZUlJSQkLCvXv3uIXv379vaWmppqa2YMGCESNGzJkzh7utnp4eZ41+8+bNvXv3BpCWlubl5SUjI8PPz79nzx4hIaHPW7ohEP5/QAw9gUAgdHPI0s1/G3d399TUVBaLpaen5+Hh4ezszMfH19jYuG3btpiYmOjoaFlZWQUFBRkZGXNzcw0NDQAhISHS0tJFRUXR0dE9evRQUVFRVFTkXG/cuBFASkpKQECAqKjogAEDiouLOV3s3r37ez/xN6ShAStWoK0NLS3w9ERUFAwNYWyMjAxEREBZGefOsYPUb9+OsjLs2QMGA6Ki8PfH2rV48gTFxdDTg7Q0WluxZw+KinDmDOTloaMDU1M8eYKwMNTVtUt6e0NeHvv3d+hIXx+1tSgtZTtlAvDza7/mEBeHOXPw/DmEhLBkCTw9oaSEU6cgLY2ff/4Ob4/wvwQx9P9tvLy8YmJiamtrzc3N3d3d3d3dNTU1Kysr165dO2TIkPXr1xsaGpqbm+vp6XVuS9cCCAgI4FzTxMbGWllZmZqahoeHL1++nNPFt3uw/wUOHMDChTA1RUEB3vsCdYB2mqQJCsKMGfjpJ1y6hLo6eHkhLQ0xMXBzg7c3MjJw9y4UFbtQwi35bwgKwqJF+OsvTJ+OuXMRGgp7e8TGtudNJPw/hnjddB/Ky8s1NTUByMnJ0Y4r27dvX7hw4ciRIwUFBTvLb9++3c7OLjIykucawLJly5KSklxdXZubm7/hE/yPkZ6O4cMBoG9f0KnPvb1hZ4ctW9gCfn6ws4OdHVpasGQJcnOxejVyc3ldbgC4u2P3bnz6y+Tp6G9paEBFBWxtQfsvjR6NO3dQVQUpqc8NB0TolpAZffehR48eubm5/fv3r6yspC372rVr6Xm6t7d3Z3lObUBAAOeaJjg4eOXKlSIiIpaWlrNmzfpWT/A/hrY27t7FqFF48QIHD6J3b7i4wNSUvaICwNGxfUZ/8iSsrSElBW9vJCdj5MgOqoSF4eiInTuhpgYREZSUAEBJSRdfCTQ8Hf0tf/6Jd++wZw+Sk1FTAwkJaGhgzx78+us/fHZC94IY+u6Dq6uri4sLg8Gor6/38fHhTM9p3N3dpaSkfqJnpn+HgYGBlZWVtLS0qqoqHcX37wkMRHAwevVCQwMOH8bFi+1L2N7e2LULT57g5Uvo6kJbG9eutVfFxOD0aaiooKoKmzcjJgZ37kBKCjIy2LMH1dVwdkZbG2prYWeHly87CKuqdqh9+pS9/J2RgchIrFoFOztQFPj5YWGBp0/b174jI9lLJenp2LsXFAUmE/v2sdfW6XFu3ow1a3D8OKqqsHs3rlzhfeRdu0BHlndywvDhsLWFlBTa2ro+zjpiBEJDAWD6dCxZgosXUV+Pgwc/6d3SeHqiRw/2sSzOtb09AFy4gPBwyMpi4EBcvIj58zFvHiZPxsaNn6Gf0H0hXjeEL0RgIJSUMGkS1q/HhAnIz4eycvuEF0BaGmJj4eKCwMAOVWfOQFoa06YhNhaZmWhpYUeJ+f13BAbC0xO//AIDA7S2YtYs/PILZGXbhcvLO9ROmABd3XZDz8cHExOYmqKpCRcvoqKiC0O/dy/69cO0aYiMxNixEBNrHycPM2ciLAx//YUzZxAUBDs7bNyInj0BoKwMS5bg8mW4u+PxY9TUQFsbWlowM4OODntWPmMGAKSm4sABiIpCRQVv37YLBwR85Y+H8P8aMqP/1vxxK4cC5v+g2dTS+tvu2HDXCaduPs0rqW5ta+urKGk7QRtA1INn9/LKJZmC0mLC4iKC3Nmi7+eVS4kJMQUF7CZq38x8FXGvyG+hSV7Juz8fPGO1Un0VJWYZ9+WU/3ErR4Cf73dTjfjsEnERwYeFFTwdAeAI741KtzYbKCYscPhq1myTfjLin7+26++P8+chLQ0jI+Tnw88PYWEAsG8feDYJuKsAHDiAP/9EfDzi4nDmDLZuhbAwamrAx4eiIhgYAAA/P/r3R1kZgoPbhV1ceGu5yciAiwtevMC2baisxA8/wNsbSkp484bdCoC1NY4exZo16NGjPSBBlwwdiowMxMdDRARtbXj7lm3lKQq7d0NGBgC8vHDzJoqKYGUFP78ulMTFwdISY8ciJASrV7cLEwhfE2LovwOVNY0AUvLL1XqIA1g0Tislv7yhmTVqYE+OjIWpxsDe0p5hD/q+TypNM2d0f82eUvT1vdzX/RQlS97WPyyqnKCnMkhF5lbmK+5yAMWVdaVV9bR8lx1xhEdqKSXnlI0b3LumseWfWHkA9vbsLK803EvYPPBULV+OadMQFYXr1wHAwwP6+vDzQ1IS1NSQmsqes+flYfDgDsI8tdOnd1j+1tJCfDx++AEHDuDHHwGutW/OuhbtrCIpiW3bulhb54ZOdNXQABMTxMdDXp5d/scfmDWrQwB9DvTh2MJCLF3KLrG1xZEjuHr1Xx5/fffuHX2ajMlk7t+/n4+PLyQkxN/fPzExcdOmTYKCguvWrYuIiBAXF79+/Xpqampzc7Oenp6WlhbtR0sfQIuIiFBQUKitrT158uSePXsePXokLi4+ePBgPj4+MzMzHR2dM2fOKCkpFRUVcUs6OTmtWrVKS0vLxsbGw8NDVVU1NTX10KFDTCazX79+paWlnO78uvyqI3wPiKH/DijLib+oqM159U6zl/SHZELv5IuLCGgry7BaO6ythSTkSYsKyUmI/DxcjY+PYTpQ6XZWyXTDPlGpz5OelvZTkqptbOGUA5gzSiM4IW9o3x5d9sItPGtEX/+o9D49JAZ8eFSfB2cJ29UVPMEJuKs49O2LwED06IHNmyEjg5IS2NhAX5+9Cl9dDUdHvHjRQXjdug61Ojrs5e+6OgQEQEICK1ciMBCtrejbt+tBGhnB1haSkqAodOWE2g6d6MrICOPHw8YGCxeyy+/eRWoq7tzB1auYMKFDk3XroK/fYUM1JATLloHJhK3tv3Fv379/v6urq46Ozu3btwsLC/v16xcVFTVkyJCCggIAOTk59AXeO+BWVVVZWFhw+9EeO3aMzou7e/duOpCcl5eXhoaGpaWlIY+H/vsMurTktm3bHBwc7O3t1dXVVVVVAVy/fn3BggW0M66DgwOnu3/8dIQvDjH034ERmoq3sl7x8zP4PpwjafbIfgN7SwM4d6dDpmwLUw16Rn/1UXFVXdOdJ6X5pdWSokIzhqsJ8vPtvJRW39TCKTfoKy8uIqirKpecUzZeT7lzL4lPyzjCv43sJyokEJf+8tcRXdvEq4+Kb2W+kpcUATBIWeZG5qseksz6JtbcURq5pdW3hLTlWSKIfLxwrNa9vNe3hLTll+8AQN/ePHtPTlKkue+PKxtb+H63PCxvQFFobGmdIixfqTc29nFxjz8f1zex5jqtu5H56oXq2Irqhr5KkosgICUpWrht94W7hQxAuIF/meUPJ+OevAh9UFHd0HfU3EUCIlJHj3YY5YULHW5PnuziSXR08D6oMnR1ERzcoVZfnx1HngdOoqs+ffD8OX74gV1+4AAA2NnxWvkuMTDAwoWQloaEBGRl/17+A+Tn5w8aNAjA6NGjAVRVVfHz85ubm4eGhgLw8PDYtm3btGnTOjfcvn27goJCr169evXq5ePjc/LkyezsbHt7+9jY2PXr17e0tNCxJXjglhQQEBg7dqy7u3v0+4S9tra2hw8fvnTpUpfHNQj/CxBD/x2QYArmlrybZdz3TvYnpQk9EfdUTERguIYCgKDbuVJiQgCq61vWmw8VFuTfH53BFOLfdfmRqJBADwnm42dvOOUv39QBGKfb+69HL7rU/CC/nFvYREsxKD7vI+s25iP6DlGXB3A9/eWM4epG/RUeP6tMLayQYApxqngkaX4xVjfs1+P0zZyCsurUgoqpQ/to9pRqo6gt5x+YDFDiVrVonFZ+aXVKfvlvI/vRbdMKK0wGKI7QVEx6WtbYzOos8O2IjWVf0CkPueHspnLCrjk6si/obViaoUPZP2V4hD8TNTW19PR0XV3d6Ojo+vr6mpqasrKy8PDwtLQ0MzMzGRmZH3/88eLFi/Pnz+dpyPGjPXbsGJ0Xd8eOHXl5eQA8PT01NDTs7OxYLFZJSYmOjk5paam6ujreZ9ClJbW0tGbNmpWeni783kM/KChoxYoVTCZz/vz5M7mzuhP+ZyCG/lsz7wdNAJtmGwIYrMqe0xn267C0MnVoH841jznjrqJZMVkHwJhBvbosp9k5z7jLjtx/GcIt3FtWTLeP3EcGf+FuYXxWSV8lSaaQwOX7Rck5ZRnP33hZGqUWVNBVAJZN1uFIcm4j7hXezioRExYYqCwT/fAF/aOEj8FQkRN/W9t0K/MVR1XnTicbqEY9eHYsNltaTNhIU+Ejw/sQvr6+aWlpZ86cAWBlZaWhoaGmphYYGKimpgbA0dExJCQkNzc3KyvLyMhIVVX1xo0bffv2ra2tXbBgwZgxY5ydnVtaWurq6qZMmTJv3ryQkJCjR4/26dOnpqbGy8urV69ePAL79+/X0dGhA23GxMQUFxcXFRVx9Ds5OTU3N5uamj5//lxWVtbX1zc7O/v48eMALC0t6UECSEtL48gsXbp0zZo1ampqCQkJiYmJq1evdnBwsLOzExYWbm5uPn78+MKFC8PCwsTExFauXJmbmwvg999/P9nVrxlPT88ePXoA0H//q0VNTS0rKwuAu7u7qKgoPz+/paWlra3tiRMnhISE7O3ts99/q9GSWlpaDAaDwfVjdOjQoQsXLpSWllZSUhITE/sHHxDhq0MRCJ/GX2kvUgvK6evYx8XJOWUURd3Pe3017QV3FY8kfXs/7zXn9mTck5xXVRRFtba1bQ5NufboBbcqiqLySt6FJORx5KMePKttbKEoKiQhL+P5m84Cf4uPj8+kSZNqamrq6+unTp3q6en5xx9/XLx4kVumsLDQ2dmZoqjz588HBwfTJUuWLNmyZcutW7coimpra7OysiosLAwODj5//jxFUSdPnjx69GhngX379t24cYNWGx0dffToUW79FEU5ODhs3rz54MGD9NjmzZt35coViqLmzp3LGQ+3TFJSkqenJ0VRK1eufPHixac/OIFAQ0IgEP4VStKiha9rAIQlFeyJfLwn8vHz8trOt9zMNukX+eDZ7j8fbw9/OGO4GmduyFHFw4Be0nuj0vdGpZe8reurKPHPxjlz5syLFy9GRUVxVq4PHTpkZ2dnZ2f38uVLHuFjx47Z2tpOmTLF1tY2MzNz1KhRABgMxg8//JCRkQHg8OHDS5YsSU5OnjlzZpcCH6G5uTkzM9PJyen8+fN0iYODQ2BgYFVV1YdkjIyMUlJSWCxWZdKLMiIAACAASURBVGWlsnIXey0EwschSzeET2UC13buj4PZW3bKcmI24wfy1Kr2EOe5bddy/77osGGrpul21s9R1U9Jsp9Su1NpPyXJte+XmDgl3AKfwogRIw4ePCgkJGRjY3Px4kUAS5cuncG9es6FtbW1hYVFXl7e8ePHtbW1ExISRo0aRVHUnTt3PDw8kpKSbG1tOSHeOgsUFRV9ZCRXrlypr6/38PB48eLF06dPAfDz82/ZsmXdunUfkhkwYICJicmOHTsmcPZ7N21CQwN27EBbG1RVcfMmNDRw+TLWrEFWFhgMBAbi/HkoKqK6GgcOID4eAgIYMwZOTmAwUFcHNzdERqKlBZs3IyEBRUWwtASAhw9x4ABaW9GnDzZtgrs70tNRVQUtLRIf7b8LMfSEb8uqVUhI+PbdMhgMJSWl5uZm/vcZWffv309HiZgzZ864ceM6N1FWVs7MzAwODnZ2dg4MDKytrf3pp5/69OmTlJTELebs7MwjAMDHx4d2Qjc1NeVRGxISEh4erqSkNG3atNOnT8vIyAAYMGBAv3797t2716XMtm3b5s2bp6Oj0+Er5OVLUBSSkqCqyi65cAGTJ+PBA3YEY1dXjBmD06fBGbC3NxwdoauLhgbMnw89PRQW8m4sX7+OuXPZR7ooCl5eSEjAkyewtv7cd07434GEQPiSeIY98JhlEJ9d+qiocuUUHa8LDw379ZARF84ufss5oSolKpSSX845oSonIWLUX0FFXvzqo+JesqIvKuqSc8okRYUamliuM/SaW9qOXMtiMBjNrNaFY7VS8l/fzyuXYApKiwkv/lELQE7Ju6gHz4QF+JXlxSuqGzoffAXg6+trZmZGb75FRESwWKwnT57U19dv3749LS0tOTlZQEDg4sWLCgoKFEUFBAScOXOGk8vJ399/9+7d3MJ08qbHjx/7+/szmUw5OblNmza5u7tnZmaWl5cPGjRo//79IiIiH3xHQ4fi3Dnewq5OD+WWvOv//mgYgZdNmyAjAxMTXLoEYWH8/jsUFWFrCxcXBAXB1xeBgbhwAYqKuH8fd+4gOhoCAggLw/vNXsybB01N/Portm+HtTWeP2fP6GtqcOgQysuhoQFbWwDE0HcDyIz+S9JXQfJFRd3TV1UAKIDBgKAAexfkQydUw5IKeJTQZ2JDE/OfldcmZJf8NlJDWU6suqH5ZNxTDSVJ+mSsZ9gDVhslwMd4WFAxXk9ZR0U2Ibv0J8M+nQ++fogXL148ppNZAwBcXV3HjBlz9uzZkJAQzu2HhAHExcXNnj17woQJoaGhra2tXl5eycnJKSkpK7qM58VNYWEXYWQiIvDuHaQ6mPUj17J95hv/7YP8/2XqVJw+jaYmSEsDQEQEKipw6hRiY7FzJwA4OWHMGBw7htRUdhNlZaSnY/BgNDSgpQUMBsTF8dtvOHGi/aBycDCWL4eYGOzt8fIlunKrJ/znIIb+SzK4j2xW8dvWNqqXrGjG8ze9ZdtdzT5yQvX0rRwJEcEXlXULxmoCCL2TL8EULK6sNR/RN+rBM2U5MQCSTKE2igIQkpAnJiwwSEVWgI8B4P2Z2DINpc+b/Lq7u2/dutXZ2Zm7cNiwYX/88UefPn12794dEhIiLCy8d+/eLoWXLFly+PDha9euKSsr8/F9zpa+tnbXoXednXmWgJtaWl+9qeOR6iVLvPfeIy6OZ8/w008oLASAyEiEh0NCAhs3IjGxXUxNDRkZ6NEDANzc2Gv0NTXYsIH9QdBfGBwMDbF4MaSlISQEJaVv+UCErwcx9F8Srd4y4cmFempy+mpyR2OzLUZqvK1roqs4J1QnDVHhaTV3VH81BYmrj4rpW/pMbFB83ut3DVKiQi/f1PWWFatuaObn4wPXyViaG5mvfh6mJiTAtyMibdTAz/hvKSoqunDhwgMHDgync2sAAO7fv9+vXz8Wi+Xk5MQ9o+8sHBQUZGNjIy4u7ubmlpOTM4AnwsFH+FCMl4yMDlHAHB1Lq+qPxz3hkVpvPrSLtllZGDIEublQVUVEBHbvhqYmGhowciT4+KChwZ6uxsbiyROwWEhJYa9gWFoiMBD29qitBZOJ/v3h4gIPDxQV4f59jBqFxYuhrw8nJzQ3o7kZhoZwcICfXwcN9EVODry8ICiId+9w6BB27+6gZMSIj72TM2fYsZerq7F+PRITO+QadHXF0qWgKPDxYfZsjBnDvl23DnPmIDsbY8ZAQwPnziEwkB0aOjCQnd1w0aL27Ia0d9OqVdizBxISOHy4Q8rDmzcxaRLk5WFg0OFIFwBTU3TaaSD8tyCG/ksiJMBX38QaoianpiDxvKJWq7d0Uk57PMWPnFDtjKIUs+h1za8j+h2Jzc7LzS189qJnY36SqNJGl2VxcXHz5s179uyZgIBA4l8XAy9KjDIeJkw1e3tt55fveyshUVmkEYC3t3dYWJiOjg4AZ2fn6urq4cOHM5nMyspKeg19/Pjx9PGcuLi4kydPDhgw4M2bN4aGhkpKSm5ubunp6b/99tumTZsSExP19PSmT59+5syZuLg4Q0NDQ0PDYcOGWVtbS0tL19TU7Nixg8FgVFdXjx49urq62tnZua2traamZunSpWPHjuV9sMBApKezQ9+EhqKlBZaWEBSEoiKPNenTQ6JLs/7o0SPeo/YnT2L9epw6hfXrAWDRIlhZoaYGv/+OrsIAQEAA4eGgE6oEBGD8eNDnOU+fRnMztm5FRQXc3Ni/MDw9MWMGJk4EADc33L3Lq4Hm5k388AOsrHD/Pl694lXyt9jbY9o03LyJa9fAc+bI3x8LF2LUKDQ348IF3lsePpLdUFwcAK5f/2DKQ0L3hRj6LwxnWfmsw494f2CVcx618wlV8/eBZWh/RB0V9lnZH3XZa6PO03UDA1Nn6eqYmbGP1O/aFLxgwYJr165NnjxZgtEgXHjfaNogRUXFM5noKdLsYjXDrGPMSBcXl0mTJkVGRmppaTU2NpaWlpqamtKHQk+dOgWAxWLZ29sbGxtnZGRERkZaW1vfvXt33Lhxo0aNUlVVnTBhAr0xe+rUKU48Qn19fXo1f+/evf369Zs2bVpkZOTYsWO9vLyWLl1qYGDAYrFmzpw5evRojpcLm82b8fgx/vgDu3YhLw+ysli2DEePQlubJ9t1L1nRLt/wvn37jnFbz5YW3LuHa9dgagoPDwA4dQrJyUhKwo4d6NLTcdky7NnDDlSZkgJLS7S2YvlylJdjyBAMHtxB+NGjdiNoZoaHD3k10Mybh2PHsGYNBATg5NTlyD8GJ1DztWv4888OVenpcHZmB1suL4eYWIfbUaM6CHPHf16yBAEBWL0aCgrtX3hdFhK6O+TA1H8DPz8/Ozu7Q4cONTQ0VFRU2NjYBNHZQQE3N7ddu3ZxkrvSknZ2di0tLZ+u39vb287ObsuWLQA6d/ERrK2t8/Ly1qxZ8+TJExERkaKiIgMDAwACAgIDBgx4/fo1b4MLFxAWBiYT588jIAB79iAlBQC8vNDYiLY2PHiAhgYAq6bpFpRVs1rbWlrbrqe//CvtBauNApCUlOTIBaKj0diI1atRX4/btwFgwQIEBODGDXZGp87w8WHnTri6gqIweDCuXwc/PwICoKSEOt5dAejp4cYN9vX16xg6lFcDzblzmDULO3Zg3DgcPvy3742X5ctx+DD27EFsLG+uQTrYsooKDhxAZSXvLQ+OjggIQEAABAVx9iysrbFzJ1gsJCezBbosJHR3yIz+v4GjoyM9Tw8NDa2qqvLz87tz505dXR0AERERBweHnTt3ciK3cGb0IiIiJSUlAEpKSpgfSk8KAHBxcTE1NaVn9H/++SdPFx8hKCho0aJFkpKS27ZtS05OVlNTS01NNTAwiI6OfvbsmaKiIm8DJhMMBlJS0L8/O2OqhAQArFuHoUNRWIjaWhw/joMHT9/KeVZes/pn/dDE/NKqBilRIf+odKfpurq6ui7cfjurViEsDCoqePgQ/v7tsX9lZfH8OYYPZ4dEFhfvMIFVUcHEiTh2DMePw94ely+jpYW9Y9np1cDJCefOoaEBI0Zg2DDcudNBA42xMVatgpQUmpqwZs3HX9oHUVfHtWtwd++Qa1BSEvb2OHWKfYjJ3r7DLbjSCkpK/n12w79NeUjojhA/+v8AgYGBysrKtPm2sLA4ePCgrKxsQECApKTk8+fPzc3NNTQ0Vq5cqaioqKysfO7cOTrSrKurq7y8/JIlS0REROrq6gICAu7evUsv3dy4caNHjx66urr29vYA9u/fr6+vzzH0aWlp3F28fv2aI9/W1sbT9vHjx15eXpKSkhRF7d69u62tjY7oUl1dLSwsfOrUKV6fHFtbNDQgMxNbt8LAALt2obER/v6wt4e/P9zd4eUFOzsEBNgdiT9kMwqAzaFb+61NhQX5lx2NP7hklIeHx9atW7/9p0AAcOzYscuXL8vJyUlLS2/YsMHJyYmfn7++vn7z5s23bt3iVCkqKs6YMUNLS4tudf78+Z07d96/fz8wMDAsLExBQeHdu3cnT56UlJQE8PDhw4MHDzKZTHV19devX6elpTU2Nuro6Oyjs48RvgjfMc4OoXvz5s2bLkpZLOrKFerePYqiqLQ0KjiYamqiKIpauJCKjKT27KGqqqjffqMoyv54AkVRT19VeZ5/QFFUG0U5nUykKKqmpiY/P7+qqurAgQPPnj37Zo9DoCjq6NGjSUlJFEX99ttvK1euzMrKoiiqqqrKysqKu2r9+vXZ2dmcVvPmzVu2bNmTJ09OnjwZHx9PUdTevXs5cd98fHxu375NUVRYWBhFUdeuXaODyhG+IGTphvC1oA/388LP356aVU+vPamToyNu3MCSJTh7lt78VFeU3Hkp7Vl57eJxWm9qm8KSCjR6SgKwtbW1s7M7efKkrq7u5s2b6QC/f4ufn19SUlJISAiDwbCwsAgMDHR2dm5oaGCxWJqamuvWrbt06ZKvry+9Xz148OCamppnz54lJiaOHTt2zpw5z58/l5aWpmPjzJgxIyIiIi8vb9CgQenp6Zqamn5+fnFxcZcvXwawffv21NRUCwsLf3///v37V1dXr1y58urVq9zaTExMeHrfu3cv9/Doje7c3Nzt27cLCQlVVlbu27eP/mLjKOkybMM3YMeOHdLS0gYGBllZWQMHDgQgJSVFb7lzqtra2jjy7969oyhq9uzZ586dU1VV9fHxCQwMTE9PX/o+vSKdt+Ty5cs6Ojpd9kj49xBDT/jfQFcXuroAYGNDF9hP0UnJL5cRE+7fUyqvtHpAL6mRWkoAREVFR40aFRUV9euvv167du3TexAVFQ0ODp4zZw6AXbt2TZs2bfLkyQC8vLzoZElWVlbW1tbNzc0TJ068ceNGVVXVihUraA+fwMBAHm0nTpzYtGlTYGDg9u3bAdTX15eVlSkoKBQWFgoICABYtGiRlZXVzZs3L1++7Ovry62NTv/E0zv38Ghu3rw5YsQIGxub9PT00tLSrVu3civ5XqxZs8bY2BiAm5tbdnb2wIED3717x1Pl7e3Nkb948WJ5efn58+fv3r27fPlyOofJrl27nj59Slv2oKCg5cuXM5nMhQsXkrwlXwli6AnfnC796DvBx2DQSbUAaChJarwPV8lisYKDg1VUVMrKyjgm5lOwsbHZv38/HVL44cOHq1evpsvHjx8fExOjo6Pzxx9/pKSk3Lt3z60rp/JDhw7FxMQAePv2LYvFio+Ppw2xp6cngN9//z04OHjkyJHDhg2Li4sDcOrUqcTERBaLtXbtWh5VnXsXFxfnHh7NvHnzTp06RQ/GkZOv6n+GNWvWODs7MxiM2tpaLy8v+qk5eHh4SEtLT5gwISYmJjw8XExMzMHBISMjQ0NDA0Dfvn3T09NpQ29oaEjnLZGTk5OQ+IdhqAkfhxh6wrflQ370vr4dxDrHw3nP6tWrb9y4sWjRoqCgoA0bNnx6zwwGY9euXY6Ojm1tbUOGDLl+/fqkSZMAXL161dDQsLGxcd68edbW1nV1dYsWLZo9ezZPc05Y4xkzZsTExDQ1NdGJpa5evQpg0KBBx44dKykpcXNzo03eggULrKysuhxJ596fPHnCPTxaLCQkZMqUKSoqKnfv3t2zZ8+OHTs+/WG/EtZcoc1kZGROnDhBX2/duvXRo0d37txJTEx0cnJSU1O7fPlyWFhYSEiIlZXVvn37zM3N6XAaAQEBPj4+PXr0YDKZN2/eXLVq1dChQyUlJdeuXauqqpqamnru3Dkmk1lWVlZaWpqamtrc3Kynp+fHfWqa8PkQQ//9qa2tFRcX/3u57sGFC0hLA4Dz53H3LphMDBkCgO372NICPz8ICwNwPd2Fl7fPfOOBAwfSS8OLFy/+3M6VlJRmz569ZcuWU6dOubi4hIaG0ivykyZNingfgUdMTKyyspLFYn1Ez+nTp8PCwlRVVZ8+fbphw4YRI0YAGDx4cFpaWtc7Ex1xcnLi6f3Jkyfcw6PFjI2NXVxcpKSkmpubV65c+fePxwmBAODYMVy9CmtrFBaCnx/e3qishI8P8vIQFgYlpXbJnTsRGsoOupCWhthYaGigsRHFxTAz65AnPT0de/eirQ3i4ti7F2vXIisLZWXQ0YGSkpeXl4aGhqWlJYCoqKghQ4YUFPAG7KNZv349nbe2oqLCwcHB3t5eXV1dVVUVwPXr1xcsWGBqahoeHu7g4BATE1NVVWVhYfH3z074KMS98vtjZ2cXwEkt/dU4c+YMJ0uqgYFBeHi4mppabW2thYXFzJkzU1JSxo0bR285+vr65ubmHj58GICVldXhw4dXrFjR0tJSUlKybdu2ioqK4uLikSNH+vj48PPzNzU1HTlyhI6pkJ2dzV24devW3Nzc7Ozs4cOHu7q6suPhGBsjORkpKfDyQng4AIwezT7o9OABfH2xdClGjwbQzGrf0Hv8rPJE3BNTrZ5zRn0gVA4BQGAglJXbQyAsWgRFRYwbh/Hj4e2NzEw4OEBamm3ouSUDAj7J0O/di/79MWUKLl/GhAkQEUFKChIS4Oi4devWzMzMlpaW3r17b9682dHRccGCBXfv3lVTU5OWlk5LS6OdgAEEBARcvXpVQUGhV69eGzZsOHbsWFBQUHR0NJ1qvLq6+vDhw69fv9bT07O0tCSG/ktBZvTfn8ePH3P/Mv16q7ErVqygFx/CwsKWLl1qbm6el5e3Z8+emTNnBgYGOjk5hYWF0b/NGxoarl27Nn78eACHDh369ddfJ0yY8ObNm8uXLyspKQG4cePGxIkTf/vttxs3blRUVND57XgKt27dWlRUFBAQwL01Bz09zJ/P9qMvK8OuXWxTsno1SkqwcSNERFBUBDU1IQE+ABXVjUdjs1vbqE2zDRWkmADy8vK2bdtG/wxat26dxoeipP1TAgICLly40Lt377q6uj179iQlJfn7+2tqagKg356Xl9fAgQObm5v79etHn12YOnXqli1blJSU5OTkuIVLS0vp5CH0O+euun79+rhx46ZPn/7gwQN/f386FkV+fr6np6eIiMjr16/9/PyOHDlSXFx88+ZNMzOzX375ZcqUKX8/ejoEwpAhmDcPVVXw8MCWLRg/HgDWrsXGjdi8uYMkgE+fZFhb4+hR3LrVZfgET09PDQ0NOzu7M2fOlJWVhYeHp6WldRm2eu3atYbvw13MmjUrPT2dtvIAgoKCVqxYwWQy58+fTzZmvyDE0H9/usxD9DWgtxNVVVU1NTXpIMPx8fEhISFNTU209TQ3N6cNvZOT0/bt242MjACkp6fTiySysrJWVlb0hqSVldWRI0dWr14tLi5Oi32okJeDB3H1KuTlMWwYHj2CgQF++QUAZGUhI4PAQEhJgcGAm1tLa9uF5MKEJ6WLxg0Yoi7PUeDm5nbgwAFFRcXS0tLly5eH0z8Lvij29vbTpk0LDAyMi4tjMpm0/wxdFRkZOW/ePDs7u9bW1jFjxsydO7e1tdXZ2dnU1PSXX34JCwvjFuZxj+GuMjMz+/nnn42NjTdu3Hj6fZTgW7duGRkZLV26NDs7++XLl1u3bm1sbLS0tPwMNxtHR/Y8PSQE797B3x/x8XRICTCZWL4cvr7o37+DJMAbdOFDBAVh0SJISmLzZjx8yI4G8R53d3dRUVF+fv6EhISwsDAxMbGVK1fm5uYOGzaMrpWSkpo6dSoAT0/PHj16ANi/fz+DweAkDQYwdOhQemNWSUlJTIyEpP5iEEP//Rk0aJBhx3heXwnOdmJYWBid9TQjIyM8PHzw4MF1dXUbN24sKCgoLCwEICAgsHnzZg8PD3p4iYmJEydOrKmpcXBwoHcpg4ODLS0t5eXl//jjj4iICNopsMtCXu7fZ/vRv3zJ9qMPDcXs2Rg5Ert2QUUFT5/C1RWAbcDt1jZqsoFKfml1fmk13dp8RF9JSUk6soKSkpKU1FdJQXXgwIGIiIikpKTLly8/fPjw1KlTycnJABYsWADg7NmzaWlpqampy5Yta2xs9PHxERUVpc8JA+AR5oa7asSIETt37jQ1NfXz85OVZUeymzNnzokTJ9asWUNRFEfhP+TSJYSHQ1oa/fu3R0n74Yf2EMScYAlr1mD6dFhb4+JFNDTg8OH2cPabN0NODvr67GAJRkawsYGUFCgKAwdy90b/U+GBc7SV3nbmQCcpoxEREeH+OTts2LAQriDJPA0J/xhi6L8/np6ezc3NAgIC6enpAwYM+Fgevi+Nurr648ePs7KywsPDFRQUzMzMzpw5Q0fFGThwoIqKSmZm5rJly2xtbYODg9+8eePh4fHmzRsAxsbGK1askJKSampq8vLyorV1WciLiws7Z+zcubh5EwD8/TF7Ng4dQlgYBATQ0oLff4eJycJxXce4f/78OWfj9Pnz51/ydbxn+fLl06ZNKygo2Llzp5mZGbf/TGRk5Ny5c+3s7Jqbmy0sLCZMmODg4DBy5EhbW9uwsDB0dLbJzMzkVsvjh6Onp6ehoTGZc3wMOHfu3NSpU/v06fPo0SMvL68DBw583ri5nXyCgzkP00Hm0KEuhAFcvNh+zcmZzuP7pKvLG6re0BDfZI5C+JeQzdjvz9q1a4cPH15YWPjmzZvy8vJvsDH7PTE1ZRv6MWPYhp4usbVtD/q4eDGOHwfwtrbpZtar8neNvWRFTQYoyYoLAzjDyXoKAKDdPL4g9Bq9qqrqixcv1qxZ8+bNG87auqmpqby8fHFxMT0nnThx4pQpU+gozbGxsZGRkaamptzCLBYrNDSU9icZP378gQMHOFW0xafDO3O6zsnJWb9+Pe1mY2NjY2JiQi/d0F8hX57GRtjZgcEAgwFraxQU4OxZ9OqFqirs3o1r13DxInr2BAB/fwQFdbjdvRv19di+HWlpSE4GPUl//Bj+/mAyISeHTZvg7o7MTJSXY9Ag7N+PbziDIfDyXQMwECiKolasWEFRlKurK0VRNjY233s4X5mRI9kXP/zQocTamkpNpSiKSkmhrK0pisp88WbpkduX7xel5L++fL9oxdH4x88qKYo6e/bs/Pnzk5OTXVxcpk6d+o2GfegQpatLtbVRFEU9eUIxGFR5ObV+PbV4MaWkRC1eTPn6siUdHan4eIqiqLY2atQo6uJFytCQWryYWryY2rmTunGDMjCgFi+mFiygLCyo+nrq6FHK1JRqaaEoinJ2prKzqeZmytmZmj+fWrSIWrCAKi3tQobmxQvKyopatoyaMYOKju56PB9h+3YqOZmiKKq2lrpwgfrjD+raNYqiqLAw6swZ6uhR6n04GoqieG89PSlLS+rRI+rhQ+rQIXbhnj3UX39RFEWdO0exWBRFUUlJ1L59n/22CV8asnTz/amvr79y5UqvXr3evXv3WUc9/yVRD56pyIvr9pF7V9985laOlrJM7ONi2rNltkm/3rJi2S+r1p69G+T4I1NIIPDG0+LKupdv6jR7SYmLCBr1V+A0XD5ZB8Dz8tqw5AJhQX4GYDN+4JnbuRx5i5EaPWXeZxHJyWEvGjx5wr7IyQGADRtw+DB27YKaGnbtAhB44+kWi2HyEiIAhvaFUX+FHRfTdlmNiIiI2Lt3r5mZWWRkZO/evZGaioMH0dICXV04OyMkBP7+SEyEtzfMzdmZCwMCEB2NHj0gLg5paVAUNm9GfT0UFfH2LQQEAHTQU1GB1FSwWNDTw+7d7JErKODuXRgbIzAQdJ5F2uGdTsDNYelSbN0KU1Pcu4fhwyEiglmz2lOX3LyJmTPZCVKmT0d5OQBoaWHjRmzbxpbx98egQVi4EAAyM+HkhLFjeWVoEhKgro7161FXh8uXux7PR8jKgpsb8vLg64vmZowbBz8/hIYiORnx8Th/Hrt3IyQEwsLYuxcA7627O7ZuBXfa4SVLcPgwrl2DsjI+K5Mw4StDDP33x8HBIS4ubsmSJWfPnu3y8P03Y8ZwdaP+Cpzb2EfFvxipJ2SXjtdTtho74NWbuquPiq3GDoh68Kxz27RnlcM0eowa2DOtqLKmoYVbvoPclSvsC47jHX2xeTOPeWpro2grT6MgxWxtawMgISHRs2dPU1NTdXV1ALh+HQsXYuRInDsHAFFR0NdH56M669ezV5M3bcLLlwDw11/gjqLFrcfZGTExqK2FuXm7wLx5OH0aQ4eirAyqqh98iZqaePcOFRUIDMSqVSgowMWL7ERXI0agTx9cuoTiYrx4AVlZtp6pU5GYiKtX2Rru329PnztoEOjkLTwyNLNmITgYbm5oasI/cDbX0EBiIkaOxJ49MDPDuHFsV5yQEPZ+rJMTuFIH896KimLhQhw4AE7a4aAg2NhAXBxubsjJwadnEiZ8ZYih//7o6urq6uoCsHkfz+ubEZZUcDPjVROrTVSIH8Dl+0V3c8oAWI0bwBQSKHtXbzV2gPfFh+P1lD/eEMBEPeWYtBfHrz8REeIfqCz9wS477905OsLQsHNycADv6pulRIXogrd1Tfz8fAAKCgpCQkLy8/Np9wwLenH/0iUMofOdHgAAIABJREFUGYKqKvDzY9asLnJLbd8OBQX06gUAAwbgyRPcv49hw9oFuPV0iawsWCwEBWHaNFy+/MEHBLB4MQICUF4OTU0UFGDmzA4z+p9/Zs/op0xBEzt3PLZuhbk5O63rsGGIiWH/3MnMZI+ZR4YmLAxDh2L+fLS0YNSoz84YtWoVVq7EsWNgMDo8taoqEhIgKwsfH3bqczrUBM8tgPHjwb1lMmwYrK0hLQ0hIdBfw4T/DYih/3/NTCP1Iery9AoMgJ+GqXFm9AnZpQ3NrWdv5xZX1lVUN8pLinykIYC4jFdjdXpJMoWiH764m/N6tHbPTx0EnUqwU3LwuaP7ewTdMx/Rt6eM6Ms39WHJBTZmAwEsX74c3C56oaGwt4ewMObPx7t3eP2aHWVh+vQOvaxd2z6j/+knhIZCULDD8gK3ng8d1Zk7F4sXIyvrbwz91KlwccH27ezb8HDk5QGAjAymTm0XU1NDair7WkgIe/fCwAAbNsDeHu7uWLAADAZaW7F3LzsJOLcMjYkJ3NzYKbropZ7PQlISp051UW5iAhMTAOCKbANr6w63HH9Kbg36+rxuOcbGMDb+7IERvjTE0H9/eAI2fcc4hRH3ChOflgKYpK9yK+vVevOh0mJCumqycRkvZ5v0+3jbgb2l90dnigkLsNqoxeO0PrvvTsnBh6jLu/8yJDb9ZUp+uYIU02OWAb3Qb25unpOT8/jxY319fQ0NDTx4gIULISkJZWXcuoWwMIiKYvly5ObC3R1SUmzbSufbAyAvDzk5PHgAJye2AWX3N6RdT2f/EM73Cm2yuaMW075D3PDzszceAEyaBB5ncM7qx8GDADBiBPtWXR1v37KveUK8cSwstwyAPn3a3Sg/Mp6vibu7O50TSk9Pb+PGjXQ8y4aGhi1btri5uYWGhkZERERGRp44ccLKykpOTk5WVnbdunWRkZECAgIKCgoHDx5saWnR1taWkpK6cuWKgoICk8mUk5MTFBTkiBUVFUVHR8vKyoqJie3bt48+YJWamsppW1VVxRkDCX/WJcS98vtDB7RqaWnx8/Pj5+c/cuTI9x7R16TzJsSZMyguxo0bqKhARARev0bfvrSrZUFZtaq8OAXcziphtbb9qKsswMc4ceJEUlLSDz/8cPv2bVNT0/nz53+Hp/hWXL5fdD+vXFpMiNVGOU/XbW2jDl/NYrVRzaxWfTX5SUNUXlTUhibm8/MxGppbHacNPncnv+RtfcHram1lmUn6KtceFXMLhyUVPKuodZ6uC2BHRNqaGfoAPqLh52FqfRUl/3aQsbGxFRUVFhYWbm5u8+fP19bWfvv27apVqzQ0NGbOnHnq1Km3b98eOXJk7ty5mpqaBQUFGzduzM7OFhAQyMjIMDIyGjVqVEhISFVVlb6+Ph3OftOmTdxiRUVFhoaGhoaGXl5exsbGY8eOBeDr68tpa2FhwRnDV/5A/quQnfHvj5aWVl1d3bZt2+bPn9/NrTwAU1PeP/pY0NmzmD4dEhKIjkZzM4DTt3LOxue2tlEhCXmpBRXPymv9o9IBxMbGHjlyxNLS8vDhw9xO6J9LREQEJwhPQEAAJ7WIlpYWJyBwcnJy7969TU1NDQwMTE1N3759a2dnd4dODg4sX748KSnpU1rdvHlTRUVl5MiRhoaG3Megmpubf//9dyMjI319/b/++gvAvHnzTE1NJSQkTE1N6VhDv5r0df5JT0maWfS6Jiy54IdBvZym666ZOSTnVVVxZV1aUaW+urzjNN0Zw9Wq6pqtxg5YYjZwqHqPVdN0Uwsr/o+9Kw+rcWvf926e5xSFilSipChCkbEQqcxEhsgcmTMeccxDdOgYT6YiREVREUWDlERFUSoVzeNu7/X7Y+12224Xzjnf73zf0X11ud7W+6xnrffVXu+7n/U8981nDIDFZj/LLOK9D214+J5VnheFhYU9e/YEoKioyGAwrK2tnzx5wmQye/fuHRMTQwmRNm7c+Msvv9D3y4ULF9I02fr6egB79uxxc3PbsmULnxkXZmZmb9++pcd8fdvRNtoX+n8enp6ehw4d2rJlS9euXXNoesa/GFJSOHoUt2/D1BRxcfD3p4QHYDAgIYH16yEiAgYDwJM3nzY5moqJCj98VbDMtteCEQZZheUAJCUl6Zd3BoPxt+tUvH79Wl9fP4SbGgRMnTo1JiYmKSlp0KBBN27cmDBhQnBwMABCSFJSUv/+/b+nF4DZs2c/fvw4NjY2ODg4PT2dmt24cYPSzUdHR69fvx7AhQsXYmJiDA0NY2JiqH7Wtbjs/bdeJLwtUVeUyimqNOqqBIABGGkpZxdVjOyjWV3f+Pv91/Fvi7kb1xQtjQFM7K8dnpJXWcvkmrXh4Uehrq5OL62srExISKhfv3537tzp1KnTiBEjduzYYWVlBUBeXn7EiBEBAQFoojDbt29fVFRUdXX12rVrfX19t23bxmfGRUJCQrdunBAiX9+/Mu2fAe0x+n8ecnJysrKyZ8+epcuWQNqQ78ej9IIbz3I0laUBWOqrU5GmO4nvY14XqshK1DFZLkP18j5XX3mc1VlFpqGR3VlZxnGAzsnwV/WNbDabdJCXmGWtxwA+ldXOPR51bN4g7Q6y1GcnJemqWqbjAJ3A2HfL7XrLSIhMPhDx28IhyrLiq8/F7XcZwNvF996rPlrKFj3UMgvKgxPerxpnxJnf4sX47TeUlUFPD0eOYPp0TrElm41nz9CvHx4/BiEAxEWEGEBGQXlXVVlxUWECSIqKABAVFY2MjBwyZEhUVJSY2F9amFri5s2bc+bMOXz4cFFRUYcOzZmmbDa7oqKic+fOgwcP3rp1K4CMjAx9fX2qlfrNXtwWUVHRefPmhYaGUkp9ZWXl58+fv3v3TkdHJzIyUuCUJlloG3VVTnxXfD/1o1YH2ZT3X4y1lAmQ8v7LJAvtyNT8wQbqitLij18X3k/9OM6sK7djS+NPZbVCDMacoXq/P3jNNWvDw4/C09OTxuirq6t3794tLi5eVVVlY2Ojr6+fkZExaNCg+Ph4AFOmTKGKJVRbSlFRsWPHjtLS0rt27aJ3j5L/cM0A7NixQ0lJSVJSkpt/zNf3T8/5J0F7jP6fx5MnT/bv39+pU6fCwkIPDw+Lv5al8Ci9oLaBNfLrhMg7ie9V5CTNdTuEPc8VFRGSkRD9UlU/xqQzi008L8SZdVPV7iBr0UMNwLW4d6pykkN6djwflSEmKlRW3eA2sifXJ5PF3nY1YUAPNVlJMTkpsXsvcg01FQ07K4U+/7BolCFvl/pG1pbLCesdTA4Ep6yxN5aRaBILpHz0vAcUdXU4fBgvX0JXFytXQlb20J3UhkYWFQfX6iAbGPuOxWYvGmX4+vXrq1evvnz5snfv3h4eHlJSUvhTuHHjxsqVK7t27QogPz9/w4YNLi4uNjY2wcHBPj4+ysrKc+fOjYuLc3Jy6tatW1FRkbq6+v3796l4986dO2/fvt2lSxcHBwcA3+wVHR0dERGxc+dOAI8fP7516xaN8xBCAgIC/Pz8ysrKNm7caG9v33STLCj9GY3RK8qIF5XXLrXtpSIrQWP0tQ2N/bqpjuzT+X1x5R8PM6UlRBtZ7BlDdNUVpEoq6gJj37mN6lnPZPEZB8a+M9FW6aYudyvhfdK74q3OZgDa8PDnbmw7/hvxT5bltoMQQsjkyZOZTCYhpKGhwdHR8S96e/gqf/W52MO3Uw7fTknPK6WNtxNyNvg/PRD8Yt6JqPwv1XEZnzzOPjl8O2XJqUf3knO3XU2oZ7KoZfanit/vp7PY7BWnH7PY7MWnHjU0sh6+yr+bnEsNNl96lv+l+sid1N/uvSquqN0d9Pzms+ynmZ/4uhBCMgvK5xyLTHhb9NX8WlIgUOzd+9UPISw2+2nmp4z8Muoq6uVHZiOLEOLq6koI8fLy+os3KigoaMeOHfT4xIkTZ86cKSgo6NChw6hRoywtLe3t7QkhsbGxHh4ehBAWizV9+vTk5GRCyKVLlw4cODB+/PiKigpCyPf0ioyM3LhxIx0rMDBw//799DgpKenLly+EkI8fPxobG5eWcv6/zM3N/+LVtaMdvGgP3fzzkJGRERHhBCXk5H5s+0sgRhhrjmxR4kRz5AtKawKevDXvoWZjpDnGpHMji707KFm3o/zz7BKaQZ+UXaLXSSHhbTGTxT55L50BxGV84jphstiEoKOi1JeqekkxYRVZCXERoaR3JescTPi6DDbo2F1dTkNJ2lRH9at5vH7NqeF89aq5mPPy5ZZSggwGQ1lGQllWgsUm7wrLK+uY1fWN3CDyp0+f8Hfj1q1bXl5e7u7uhBBjY+NaSuMOABASEjIxMcnJyTE2Nh4zZsy4ceOUlJRoqO17enHplJlMpp+f34EmWoXk5OQHDx54eHioq6sLCwuzWKy//aLa0Q60x+j/G0AIef78uYmJSRK3fOav4W5yblruFwCGnZW4Kz7NkS+pqHMa2K2eyVlQRISFquqY4/tpnX3wOuZ1YSOLraEkPVBffde1pE2OfdUVpD6V1fqEvRxhrHk3OTf1w5fqOuaUQd0BqMlLykqKAjDtpnon8YOEqHD4izzeLoMNOgIAo8XkuFnefFsR+vp8UoIHglMKS2uYjSwlWQkNJWl5KbHtVxP3uwzIzs4ODAx8+/Yt5XR05GUp+Gu4efPm8ePHAdCMkYiICKqPQaGurp6QkGBvby8vLy8lJUVTYr6zl42Nzblz5yIjI+vr6+fMmWPQROY+ZcqUxYsXDx48uKyszN3dXVlZ+e+6FgD1TNaxsDQALBbb1UZfWVYi8V3xodup55YOFWIwLj7KqqlnzhtukFtSlfC2eKK5Nu9ZbpCH6y37U8WN+BwxEWFpcRGXoXrnot68L676UlWv00F2/ggDSbH2leS/Gu0x+n8e+fn5x48fz8nJ0dLS8vT0/Fte6v83UFuLe/dw7RrOn+dICW7cyClW0tKa7xt90s2qoZE1/0T0uaXDGMBSv5ij8wZd/rr2sj11ujVcffLWWEtZr5PCh5Kqkoq6vjoq+4NTFKTETLup9tFSvvgoK+9zlYO5trioMF3oec+2XOiDnmZrKEv3797hyZvC/t07iAgLZRSUp334MtH8z1AdlJaWUrrW2trarVu3Xr9+fcKECfr6+gC2bt0qIiKyadOmsLCwxsbGvLw8WkglLi5OCHF3dzc0NFy4cKGnp2e3bt2eP3/u4+PDZDL19fUrKiqSk5Nra2sNDQ1/mMr/34725/A/j+3bt/9dHPRsNnv16tVlZWXFxcUGBgZ79uy5cuVKVVUVFQh0cXHZuXPny5cvvby8KLuOoaGhqqpqY2MjpUfPzc3dvHmzlJRUYWHhkiVLGhoaeC1XrlxZUVGhpaV15MgRLgs8X5eoqKj8/PyQkBBbW1sjIyPBMknV1QgNRWAg7t+HgwOmTgUAJSUoKaFJUQTr1ilIiTMAcRFhNXkp+sVAVEQIgJmZGa9m7N9y31reR6xYgbg4NDbCwgJHj+LRI/zxRzPtmr4+XjclrkyZgvfvQRPqJ03C0qWwtsaDB5g6FQUFEBKCmxusrCApicmTUVLCYSw4cQLr16OsDHFx8PVtLrWlnl1ckJWFjAyoq0NODqtXN4uBtBx0+XKYm4PqeSUnY8MGyhz3oaTKcYAOgC4qMl1UZOqYrOo65uSB3QJi3/bRUgYwZVD3C9EZ0wfrAmh5lg9j+nYJSfrwIiddWVZCWKjlN7Ufw6+//urh4WFgYFBeXr506VKafc9FRkZGFq1ABgBs2LCBZih8/vx56dKlHh4enTp1onmW9+/fnzVr1pAhQ7hlU4WFhX+7RMG/AP/DC31WQXlw4vtGFtFRkx3Vp/PJ8HQGAw2N7NnWPaLTCgYbqHdSkgZwJ/F9fFaxrKSotLjowlE9o9PyZSREP5XVxGcVy0uLSYqKdO0gG5fxSU5KrK6hcfV449ySKq7bSRY6XA/y0mKqcpKaytJ83RVlxFsbi34aQp/n8vqPSMnjs/kbxcHPnz+vq6u7aNEiAL6+viUlJQLNnJ2dVzeJB/HqeMTExHTv3n3jxo0VFRUhISGKioq8lgAuXLiwbt2633//nftZ4uuyfft2AMOHD29V5tTBAe/eYcQILFmCL1+axUa0tPgMC0prfr//mvfgU1kt/l80Y/HgAfLz8ewZCMHy5QgJQWsJ+zU1ePkSCgr48AFdumDIEMTFwdoa9+9DTg4vX8LICE+fYtMmJCRATQ137nB2JsLCoKoq2CeaKBZcXODmJoArhm/QyZOxbx9nob9xg8u4qaks/fpjWU9NxbzP1dGv8jspSlfXMW8nvE95/4XJYgMQFxEea9r1+tNs7Q6ysW8+8Z3lvyWpH0f36SwlLnIu6k12UeWP1lLxoaCggMav5OXlaYoqL2i1FBWtBLBnzx41NTVVVdUdO3aMHDly5cqVtLgMwMKFC0+ePBkSEkIVXdrRGv6HF/rnOZ9HGnc27KwYnZYf8OSd88BumsrSlbXM3++nd1T8Kq922hDdHh3l/R9lvs4r5WsEEPo8d8qg7gYaCtfi3mUXVaZ++MJ129I4qqmR23Ll8dvWxjLQVKSNvP5b2vyN4uAJCQmLFy+mx1zar/PnzyckJADglnEGBgbSNyZLS0teaeZJkyZduHDB09OzoaFhxowZnz9/5rWcMWPGH3/8QSXFU1NTe/fu3bLLt6dYWwsJCSgro2PHrzjFWtDLLLXlcAj36qLEe/D/oBkLFRW8eYMnT2BhgV9/BSF4+lSwZUgIxo6FqioCA7FqFYYMwbZtABAbi/XrERGB7t1RUwNNTSQkYPx43LiBKVNQWgpRUfzp7G++QS0s8OoVqqogI4OQEISGUqsJ/bUP30kNSfpQXdfoPtrwt/BXm51MZSRE1RQlE7KKqY2xlnJkWj6AJ28K+c7+8TBTTkpUt6P8WNOuAPQ6KRy8nSItIcoANJVlWpnZ94KWVhkYGFRUVLQ8Ky8vP2bMmMuXLzs5OQFYu3YtN+d40qRJ8fHxkk0K5hcvXly8eLGkpKSrq+vE1qjo2vE/vdDb9e1yJ+lD7JvCburyZTX1tESI7hAKRI+OCvmlNdxvnZdjshSkxJRlJZRkJa4+fisrKZr3uWpCf+0uKjJct9y+1Ni8hxpfi7KshIiwgOpiOhZ3oef1/7awnM/mbxQH79OnT1RUFP0ivH79epqXPW3aNLrocwVLHR0dBb7RX716deDAga6urnV1dTY2Nps3b+a1fPjwYXl5+aZNm9hs9m+//Xbs2LGWXbj0AK0iNBSlpbh1CytWICEBmzfDwQEmJjAzg2ZTplB6OoBb8Tkte5vrdvh/0IxFnz44eBCHDiEtDSNHctbuO3ea+ci46TFXrmDjRsjJYdo0rFoFIyOkp6O8HGJisLXF3Lno16+ZtkxdHe/eobaWs1L/afotvkGFhDBuHO7cgYUFFBTQtKMr4XN0bUQEVFXR2AiHMxtrX2GsJ7S0JgJYtWrA4J5ISMCwYSs+fICCwkQTDSxdAiZzYmMjli7Fi0TH7t0xfDiqquDigrNnu6nLbewpiT17wGDgciNOnerhs7dHZibS09G/P9as+SH2+bVr19LSqqqqql27dgUEBGzatElBQWHkyJHUwMnJ6cyZM/SYW0h18OBBBoPB+2rCLZtSVVVVUGidHPunx//wQh/9qmBCfy1RYaFfbybLSYrlfa7WVJauqmMKMQQHEDMKyky0VYrKOdlvUwZ1577RO1t2M9BQuBSTVVhWk/L+C9etpb66mIgQrzH3jZ7bwvdGzzsW91de/y1teGMjb9++5RZ5/wnMmTNnxYoVM2bMaGxs1NDQMDc3F8ipcPXqVcqkpqqqamhoePr06ZiYGABOTk7btm2jWYNz587ls3z//v3ly5eNjIyYTGa/fv1olHzgwIEbNmzg7fJtKCpi9mzMno3ycty+je3bERSE9esxdiycnODjg6QknDmzcqyRwN4uLi5VVVXcY3rg5+cXFBTUoUMHQoivry8VWE9JSTly5AhlQ9y6dev69evT0tKKi4sNDQ2PHTvWlgh7Sgp69sTVq2AysWkTDh6ElRXs7L6K0QOoqsKDB6ioAIOB9HS8f4+uXaGri7NnYWUFdXV8+YJHj2gSEQejRuHuXQQHw8eHs9AzGGA3hUq+JzNC4KBTpsDbG0VF4MtBWrcOgwbBw4OjxLJkyVex/rNnsXo1AgI4ylCTJmHkSJSVfUXqyYvISIwZg8mTERmJoiLs3ImcHPj6glIGTZyIwEBERMDPDwEB8PCApCSSk6GuDgDu7jh+HJKS6NQJ5eWKKSmny8uhr48RI7B8+Tp1dSgoYNAgnDsHNTUsXozjx0MtLZGQgK1b3fT1UVjITcY9ZmOD3r2RkgI3N9Pduy9fvozt2+HgAAZj+PDh376BPyX+hxf67upy+2+9kBITUZWVpEX8DAajjsmaZ6Mf+TL/9IM30hIilADg4sNMWUlRKXERA01F7kJ/8WGmvLQYgG5N0UZ1Bamcokpet3SVFwhudxVZidbG4utC/be0oRQfixcvPn78uLe3d6vR7e+AsLDw0aNHeVt4k1Iob5empubor4lzeUMuo0aN4j3FZ0khKiqanJxMj3V0dPjSYABERES0OkVBDgHg/Hns3Qs9PXh54cwZACpyEjX1jeKiwinvPzc0cpZCFTmJ3r17Gxsbv3//vmvXrpQNhmLNmjXW1tb+/v6XL1+mD4AHDx44OzuPHDny6tWrLBbL29s7Li4uISFhCVfcqjVkZODUKRw5AlFRdOrE0XhqiTt3MHs2R2tw504EBsLDA0OGYO9e0J2DAQNw/PhXvMETJ2L1atTVcd+7oaODFy9QWQlZWURH45uPeYGD9u2LzEwUFYFPRnzvXvj5ISMDW7cCwIkTCAsDgK1boaiIrCzs2gUHB8yfj+RkjtSJggLmzoWvLw4dQmAgmM2sOHBxwenTWL8e0tLNqlJcmJri5UtER0NaGo2NyM+HjQ1Gj+bIDOzbh6lTMWwYAgLg6IjoaGRlYd48+PlxnkYAzp7FmjWwtsa5c5xY2bt3zZveXFy/juHD8eIFHB0RFIS5c/HmzVdiYe1ogf/hhV63o/y6ic2yOB7jjbnHky2/+rTYmTbTd1gbdmrZSDG0F+cUr9vv795a+xiTznz+BfZlswXsgP0LwX2MOTmBl7Lq3Dm8eIGTJ+HjA3V1jBiR+K748J3Uk25WfhHp5j3Uwl/kTR3UHcDRo0f9/Py8vb19fX2vXLnCzWen6Nev34ULF+jx/Pnzf/vtt/DwcE1NTaEfkjAdPx5PnmDwYNTUQFsbp0/j+XMBZlevNiumOjhgzhzOQr9zJ0xNAXBk+XjX7i5d8P49eDczVFWxZg3694eYGJSUvi33KnBQBgPjxuHJE/Aw7QDAmjUYNAg3biAwEKKiWLSo+Y3++nVUVcHLCzk5ePsWhoZ48gSjRqG6Gm5usLTkyApWVTWLPl65gqlToayMCxdw7Rr4CKKHDsWTJ6isxNChiInhKGFRUSo5OY4mcFgYunUD33durk3PnjhwAP7+SExETAxSU7FhA7y90fS9DQAqKtDYiGnTcPkydu7EvHmwsmrXLPwm/ocX+n8N8vLyIiIi6L8fqZzpvxjcQLy4ePMxACYTf/wBBgODBuGXXzBixOn7rw+6DJQQFZYSF51l1cO2bxe/iHTbvq2LtQIA4uPjeQkOFyxYICMjs27duoyMDL3vXw7ExJo1wSmsrb+SS6WvmbwJPz17cl5CLSzA3WC0s0NBAed4wgTOIsvd1236VoQZMyBwH5tX3oQLgYMC2LlTgPHu3VBTQ24ufv8d0dE4dgyU2Hn2bFy5gsBAqKtj9GicP4/167FwIS5dwpcv2LhR8IPN3BxLlkBODvX1zfpZXPTrh/37YWKCkSMxdy4cHUEI50kD4ORJuLlBWhpLl4Lvj5xrc/YsR5b2t984E5CRwaRJOHeu+YvgjRv4/BkXLiAqCt7eUFHBqVN/Rl3rJ0P7Qv/Pw9HRMS8vj/47efLkf3o6/xCcnTkveqKimDkTgKiwkLKsBAAHC20AKrISxRV1AHgrY7Ozs7kO9u7de/78eTabzS1K6Nev37x58xQUFMTExLR/QgnTFSvAm6rL9zgZPJhzwNXA4hUFNDfnHMjIND9vevbkF7TS0kITpz/ExFBdDRsbdOyIggJYWSEqCrt3c2L0kydj3jzIy0NcHOrqyMxsdsK10dfnZNnq6CAlhXN2/HicP99sfPs2rl2DrCw2b8bTp3B2hrt78xza0QraK2P/eeTn56elpVHO7jlz5mhqasLXF/r6sLZGYSF278bw4SgpwbRpcHcHkwlhYYwaBWdnfjO6uffqFfbvh5QUhISwbx927sTr13j7FmZmWL8eXTlRo4iIiPXr1xsbG9fV1RkaGq5fv76yslJbW3vfvn0uLi5RUVEeHh4mJiYsFquuru706dNXrlwB4OLiEhgYGBERcfjwYXFx8by8PFotVVBQMH/+/NjYWG61lJ6e3hpKNM8H7tITENAszXrsGCdc6+YGX196vPLMEy8nU0UZcWryubJuR2DSoTkD2ytj29GOH0W78Mg/D09PTyq+4+zsvHz58lbtjh7F1Kk4exanTqGurlWzyEjY2uLoUYwbh9JSbNuGbdswdix8fbmrPMWkSZP8/Px+//338+fPA/D391+9ejWXAXzixIl+fn5nzpypra0tKioCQAg5cOBARkbGiRMnxMXFAcTExOjo6Bw7duzChQulpaXbt2/38/Pr2bOnn5+f4FUewNixnJ9z52Bv3xzQaIHZQ/W2XU24m5ybnPP5TtKHjRefzRmqB+D11xB4PxUVFanwUFhYGIPByM3NpaeysrIYDEZUVFRWVpa8vPygJmzatCkvL09OTm7QoEGWlpbdunVbsWIFIaSqqorW5QN49uzZsGHDzM3N9fX1r1692tpwysrKxcWcLPUJEybwzjAmJob3sdRyDgCSkpKGDRvWv3/OL/nFAAAgAElEQVR/fX39tWvXslgs3jkkJSVRmsyBAwfu2bOnsbGx7RETEhJ4uYCsra2zsrJWrFjBrSguKCjQ0dH5/Pmz4P+sdvxb8HOFbhoa2UdDUgGAwbA365qc89msm6pWB1kAoc9zn7wpVJIRB7DcrvflmLeNbPYsqx4vc798KquNffNpvYNJyvvPt+Lfb3E2PRmePta0y/uSqt/vvz61yIoBHAt9aWfaVbuD7G/3Xo001tRWkwOQVVgRnJDDZpMO8pIzrXqcfvA6u6iyuo7ZWUWGN3dQTEyMVgnq6ek1SyYdOIDLl1FTAyVOuRCSk7FsGYqK4OWFDx84lZAtzebMwalTWLsWcnJosw4rKCgoJyenurp6165dhJCzZ8/eu3fv6dOnlFvt5s2beXl5ubm5ioqKlLT9+PHjSkpKa9eu5SYyOzg4XLp0ad26dXV1dd/7Zq2nhzVrsH07evTA0qXIzcWRIwDw8SMiIpCXh4gIGsPto6W8ydH08ZvCJ68LVeUld07tryInAaCwsLCwsHDMmDE2NjaU9ZMXbDb75s2bI0aMuHv37vjx4wF06dIlICBg1apVAAICArp04UT5TUxMonjyYfLy8oyMjGiaaWNjo7a29pIlS9RpSAEoLS1dsGBBUFCQtrZ2SUmJqanpkCFD1NXVWw6nqKi4atUq7oZw2+CbQ3Fx8Zw5c/7444/evXszmcxly5YdO3bM1dWVns3Pz58+ffqNGzf09PSYTKa7u/vevXtNTEx+aEQAO3bsMDExcXFx0dXVXbdunZeXFy+ZWnR0tJOT04cPHyQkJA4dOmRhYUGLlXiPX758efDgQSkpKVFR0b17927atOnNmzfv3783MTHx9PTcu3cvm82urq6ePXv2ixcvCgsLDx06VFJSsm/fPqrd2Eb3HTt2dKRCNO34W/FzLfTXn74b309Lt6N8dX1j6nv+t5jJlt16dVbi/lpYVvOhhJOvrdtRPruo8kXOZ0lx4UY2Ka6o7agkfTEmq1831cyC8h4d5V2G6h2+kzpjiK6IsJB2U75mcnbJsF4axlrKUWn5BJg7TP9l7pfckmpuHg4Xz549MzU1ffr0KZObzUZ3pWhMhsLQEFFRGDECJ05g2LBWzS5exIwZUFaGry/u3cP48a3djYkTJ3L1eh49elReXu7l5dXY2HjixInp06fb29vTd8yxY8dS6t05c+bMnTt34sSJ2traNOR97do1U1PT2bNnM5nMgQMHUv2gb2D6dCxfDl1dADhyBLduYf583L2LyZORlwdHR+TloWmjQkVOwr6fFp8DX1/f+vr60NDQw4cPS0lJcZVaKR4+fGhqajpz5szz58/TldfW1vbOnTt0oQ8PD+eW5LSB6upqUVFRWn9LcePGDXt7e3rVKioqDx8+pIInLYezs7N79+7dvXv3vmcgPgQHB0+aNImWHIuKih45cqShoYEbXD137tzChQvplrKoqOjBgwd79+59/PjxHx1RVlZ2//79S5cu3bZtW05OzuzZs3nP+vv7L1iwICQkhGqqCMT9+/fHjx9vb28fFhZWUVHh7e398uXLGzdubNq0afPmza6urhYWFmw229HRsVevXiUlJY8fP+bdCW+j+4/esXZ8J36u0M3Hz9XdO8p/KKn6PSI98W0x39nAJ++O3Ek9Gc7R85xq2f3y4yz6KTPSUn6V+6W2odFURzX1/WcpcZG6hsZGFtumt0bUy3wAMhKiA/XUDwanTBvcnevQzrTLm/yyUxHp1fWNbbBAHT16NCoqytXVNTo6ui1x8KVLcekS5szBjBlo463H3ByLF2PhQjx7hoEDv3lPKE6cOHHp0qVDhw7duHEjKSmpvLyce0pHRycxMRGAlJSUhITEqVOn3NzcaMnSgAEDduzYMX/+fHd39znfmflQVoZJkzj7rgwG7O1RWgoALi7NPzyU7gLR0NBQWVnJYrFaykv5+/vPmDHDxsYmJiaGSolKS0urqqrm5ORkZWV17tyZBp0AJCcnWzeB3vbU1FRra2srKysNDY1Vq1bxCtJmZ2dr8bDxdO3alZKMthyOwWD4+PisWbOmpqYG3wLfHN68eUNThj5+/GhtbT18+HDu6zydAy+ji7S0tLCwcG1tbdsjRkVFcYfgVj/Y29tLSUk5OTn5+PjwFprW1tYWFBS4u7v7+/u3Me158+bl5OSsXbs2OTmZT8YvIyPD3NwcgJCQkJGR0YcPHzw9PQ8fPsxL099G93b8h/BzvdGryktm5pf16KTgOtxgR0CimsJXy4TjQB3eN3pJMRHrnp3uJueaaKvodpQPePK2m5pcX22VfbdeDDLo+OT1p/KahvCUvKTskvnD9RkMxuCeHZ9nl/ASc0e+zB/fT0tCVPh4WFpJZZ2KrOBSzFOnTomJifXp04cer1ixAk00NVBX5xbK19XVrZaSqqmpaRQW7ty58w4hoYsyMiKFhVMAqKuPzcpaHRUVFxcnIyPzgMm85utLRe/++OOP5UeP1tbWFowZM3369MTExGHDho0bN05RUZErUf327VsxMTFfX9+ioqJDhw6NGTMmKCgoKioqJyfHwcHhyJEjALhsPJqamlxKKS0tLbpJy4u2qqUAyMqirAzcavWSEgHloImJbTigJDwTJ05ctGgR4+uM7Pr6+lu3bmVnZx85coQQcuvWLUVFRQDOzs60ZsrZ2Tm0iQqG0kVw++bl5fXu3Zu2fP78uW/fvrx1VVpaWrwZPmfPntXW1rawsBA4XJcuXVxdXam0bNvgm8OxY8fevHkDQENDIyoq6sOHD7N4ctW1tLQyeZJVampqhIWFKetLGyNy1ckBWPNkiK5evfqXX37p9XWdUXBwcEVFxZ49e54/f15aWopWcOnSpVmzZikqKh46dCgqKor3m0SPHj2ePXtmbm7OZrNTUlKMjY3FxMQ8PT137txJb07b3dvxH8LPtdBPstDxCXspLCQkzACl3zsfnSErKWrURRnAlcdvw2XyAMwZytn76q/bITwlD4CIEKOeyeqjraIoI/6lqt64q9KZyDdeTqaSYiLnozPS8kp7dVZigL8QpEdH+QPBKTLiIiLCQkpN2SMtQatPmUzmoUOHWjL5cbF///5Ro0aNGzcOwOHDhy/xJbrxQEFB4ezZs/QV28/Pz9ra2snJic1m79u3z9vb297e3sLCYsuWLeebstaio6PNzc0XLVqUnp7+8ePHnTt31tXVzZgx46/U6LaKTZswZgzmzOGUDvn5YcsWgCepHECbe4P0iVhRUUGfN7xLFU34oRwp4eHhR48epRRvY8aMsbW1FRIS8vDw4C70bUBZWVlJSamsrIy7BzB+/Hhra+uZM2fq6uoWFRXt2rUrLCysteEAuLu7Dx48mLtH+p2YPHmyhYWFs7Nzr169Ghsbd36dGj979uzhw4ePHj2axuhXrlzJyznxoyOKiYmJivITQ12/fv3atWsqKipmZmYBAQFo4pkxMDAQFhbmHo8cOdLNzU1BQYHFYrnwVjMBnp6eq1atOnnyZEVFxcKFC58/fw7AzMwskKdk19zcvLXu7fhP4R+QL2xHCyQkJEyePDkqKqoNGwcHh9raWnr86tUrDw+PCxcuXLp0ibbY2dlFRkZ6e3sfPXr04cOHs2bNysrKmjx58oIFCz5+/MjrJzk5uUePHiEhIdyW2tpaHx8fT0/PNWvW5Obm0pZJkyb9zRfJxceP5OhRsno1OXyYfPjAaWyhGfsn4OjoGBoaSo+ZTGanTp38/f2pfOv06dNdXFwIIe7u7pGRkZmZmXJycpZNmDp1am5uriVXz5aQcePG3blzp7KyUk9Pj7Y8fvzY0tLS3Ny8T58+ly9fbm245cuX05bk5GRhYeH09HSuz0ePHikrK3MHjY+P55sDISQxMXHo0KEWFhajRo0KCwubPHky7xwSExOHDx8+YMCAvn37bt26lcVihYaGtjFifHw8lbGlsLKyyszMFHiqHf9utOfR//Pw9PQsKCjYsGED/Rqu1YKZneKXX34xNjYeO3ZsZGTk06dP9fX1WSxWTk6Oh4dHfX29ra3t5s2baeimT58++vr6lLHS2tq6Q4cOzs7OdHPsypUroqKidnZ2d+7c4Xo+d+6ctbV1165dX7x4cfLkSR8fH/pGH8hHnNICTzOLjoa87KgoVV7ToNtRfvV4IwaDkfL+8/moDBabiAgLuQzVM+ysmFNU6XkhrquqLIvNrqhluo3sKScl5nUpvrOKDJPF1lCSXmrb60NJFW2hnmcP7SEjLsrXy6ybKgA2IcdC0zLyy5gstqWe+izrHgdvp+R/qXlfXKmmICUhKjx3mF5LoqF2tOOnxj/9pGkH2fE1WjOrra11d3efO3futGnThgwZ8uLFi8rKyilTpkyZMsXOzu769evcN/pHjx4RQkJDQ7t3797Q0ODq6jpr1ix7e/tz585RV3Z2drye37x54+zsPH/+/NmzZz9+/Jh89xt9XMYnv4h0QgibkLUX4t7kl+V/qV586tGXqjpCSHF57aKTD0sqarM/VfxyLYl2eZX7ZfW52Df5ZXtvJtOW63Hvzjx4zdtC0bIXPX6WWeR9PYlNCJvN3hmYmJlfRtu3ByR8KK7kn2JwMAFIWBjn1+JiwmAQZWWioEB0dYmvb6uWsbEEIPfuNRvMnUs0NDjHZ86Qbt2Ilhbp25eEh/MP2vLsyJFEWZnIyhJRUaKsTJSVSUYGWbiQmJsTIyOybRshhERGEnd3joeCAjJqFAkIILKypK6O0+jhQaysBDfGxxNVVWJpyfmJjSWpqURZmVhaEnNzoq9P7t/n2Dc28o87ezaxtCSKiqRvX2JpSZ4947+WkSPJnDlkyhRSWkoIIffvEzU1Ul9PCCEXLpARI8jcucTRkbx4QfbuJfHxpLqazJxJ3rwR7OHgQRIf3+yf19uZM8TVlcyZQ5SUSG3tV6dax/moNxcfZRJCHr7Kf5FTUlHTsO9m8v5bL7yvJxWW1oQkffC6HL/v1osdAYl1zMbbCTlbLscfCH5xITqDz/JyTNbHz1XUp//DzMLSms+VdbuDntfUM2lj5MuPq84+IYQcup1SVcckhPjeTftSWdfKvP678HPF6P87wS2HaRsSEhKUAh4Ai8WqrKyUkZHhi9Tz7raNHj2a7t21DLXfpoQnTejRowffnqqEhMQ3X+d50chi1zNZyjLiIUkfHC10FKXFAajISYwz07qf+pHyelJU1jHVFCR5+44167r89OOB+upt+OftJS8tlve5+m1hRTd1udXjjYXalrW7ehX9+iEgAFxWzk6dkJcHANnZsLeHpibs7ARbKivj+nVQ0jQWC0+ecNpzcrBlC6KjoaWFtDSMHo23byEm1tZZun19+zbOnuUQTIaGoqYGcXFgs+HkhNRUwfOXl8eDBxgzBoQ0888IbLS1/Yob5+VLDqUagOhoeHtzUnLv3eMfl/aaMAH79qF7c85YM1auxOjR8PJCcjKsrXHxIubOxd27GDcOAJYtw9ixiIoCZRKtqYG7O7y8vnLF64EPvN5oztXOnfDxgYQE/0CtI+9zNZcAPCD27WTL7prK0hW1DWcevOnRSYHK/lx98vZ9cRV4JINOP3jNa6n+dWpGRW1D0LNs99GG3PSK+KzirqqyReW1lvrqcRmfhvXWqKxjKra+9/ZfhZ93oacVUgpSYgCW2/UWERaKzfjELYAKjH3HraWihU5VtcwuqjKuNvqnIl4zgDomy3mAzrOs4oZGlstQvfSPZbklVSONNcFTJ6UsK+EyVI+3+3K73i3p8ltW/XwTwsLC/yUyC5Ev819/LCsqr9XqICsvLV5UXmuu27ysayhJPXxVDiA5u2TN+Tgmi/3uU8Xvi61Kqxu4NqLCQiw2AZCQVbzmfBxt9Bhv1LIXPUWrFi4+yvz4pXqwQUfnga3z+tbV4c4dhIdj5EicOAG+vUdtbezahd9+g52dYEsLCzx+DDYbQkKIicGAAbh3DwAqKiAlxclwNTSEjw/q6poX+rbPcqGigrQ0JCaib19cuAARkeYHCS/Gj0dQEMaMQXo6DAzw8mWrjW2grKxZqbHluN/EkSMICIC8PAYMQG0tSkqweTPWreOsvz4+CA7Go0cID8elS9i9G5KSfDXYX3ngXetbegsORnU1pkwRcKp1TBvc/VJMlqmOKoDymgaqQSQnKcYmBDyyP44DdDLzy7giQi0teXEpJktWUlRGgvM3U1XHFGJgkL76w1cFE8y1j9xJ7aoqq9fpv+Iz+D34eRd6NFVIhT3PfZReOLRXp0fpBf27d6D5l7xmtNDpfVGlnWnX3++/duivpa0m19DI3nszWbuDXFF5LWWZ5yI5u2RIz46mOqoPXxUQQni7C5yGoaFhdHT0xIkTHz58mJqaam9vv2HDhoKCgtLSUg0NjSNHjoiIiFRXV2tra2/btm3RokU3btzIycmh0rKrV6+eMmWKurr6pk2bpKWlCwoKZs2aJSMjs3btWhMTEwCdO3d+8eKFt7e3np7eqFGjJk2atGDBgj179nTu3HnatGm8bjdu3Kijo+Pq6lpVVWVra3vt2jVVVdW8vDxez0lJSfn5+Xfu3LGzs+vatevIKQuH9urkaqNPgHORb+4+/6AqL5lfWsO9gYWlNVRNt4+2ygYHEwBRaflBT3OsmxibATBZbKrSZdZddTUP13ROUSVfrwUjDAC8+1Shoybn5WRaz2QdC315P/VjywI0Du7ehYkJ+vZFx46IjETLND4TE2RktGopIoJ+/RAbC0tLBAVh4kTOQt+7N4YNQ7dumDABI0fCzg68uVJtn+WiXz/s3IlffkFWFpyd4ekp+BK0tRERARYLN2/C3p6zpgtsDAtr5tekWfAPHsDaGnV1ePUKb9782Li8WLasmTzy6lWUl+PgQcTFobISANzdMXYs7t4FTavdsAFMJrZvx44dgj3wIjj4K28fP+LCBQ5vGt+p1jR7AQAyEqJGXZTjMj6NNuksLyX28Uu1hpJ0RW2DsJAQmmR/Lj7KoloUXMmgtNwvfJa8mDNU71Ve6cNXBUN6dgTw5M2n0ur6J28Kc4oqHQfoSImJPEj96DRA59t3778DP1fBlEDodZIvKK2pbWhkNrKH9daIfJnfhnFJZR0tfBUTEZIQEyGETBuse/lxFuF5I7Az7ZJTVOkXkV5e08CfcSkI69evV1dXHzJkCJvNHjdunL+/f8eOHc+ePXvz5s0BAwa8f/8egL+//8qVK2mQvaWHmJiYrl27Hjt27OLFizT9mTLV+Pn5bdmyZfz48eHh4V++fFFRUaEpiZGRkTSnk9fttm3bAgMDMzMzPT09t27dqqqq2tIzZbPR09Pz8/PbvHkzdwIMQF5arKKWOcJIMzD2XWl1PYDPlXXBiR8GG3wVk9HrpFBQ+lVdz634HPPuX7OotwBvrw8lVdfi3gEQFxVWkBZntcHjf+UKaHnn2LFfcd9/v6WDA65fByGIjm5eRhkM+PggORmDBsHPD/37g6e+7BtnuXjxAn374vp1PH2KjAxcvfqV1BSb3fyXY2GBuDjExn5V/taycfRoREVxfjQ0AGDYMERFIS4Ohw/Dx6fVcX8I16/j2jUcOoR16xAU1Nyurc2JPklIYOhQNDbi0aNWnezYgXnzcOQIv7eFC9HYiIULMW8eLl4UPFArGGakUVJZB8BpQLfLj98eCE7xCU2bNqg5fKQmL8n3QtbS8vSDNwdvp8RmfAIgJiI8sk/nuIxP5TUNABLfFm92NF0yplcXVdmC0pqB+mrvPlX8r8Rt8JO/0VO8yS/XUJJ68vpTZS0z/EVu0ruS+a1nIqnISmQXVWp3kG1oZDcwWQwGQ0JU2Ka3ZkjSB6OuHMKQyJf5tn27SIqJ/HbvVWFpTUdF/upNPigrK48dO/bWrVuTJk0CcO7cOW5+9MyZMwEQQk6fPh0aGpqWlvZI0OfHwcHh4sWLVKF70qRJDQ0NlKkGgLGxMX2Ll5GRcXJyCgoKys3NZbPZSkpKfG6HDBly6tQpBweHUaNGDWuiWODz3HLoB6kf03K/MBvZIsJCW5zNFKTF5g832BmYxGITIQbm2eiryklW1zV/wBRlxN99qmCx2M8yi1adfcJkkc4q0stse38oqaIt1MzOtCtX+Yvbq5FNRIQYg/TVX+WWepyLralv1FaTnWXdg39OFLW1CA7Gw4f49VfU1aGxESdO8Ns8fw5d3bYsbWywYQOeP0evXs2Rn+vXwWBg4kRMmYIpU+DsjJAQTJ36XWe5SE+Hvz9+/RWSklBWBpOJbt2QmMgRTw8Ph4EBx3LCBOzfD1XVr74ZCGxsDRYWnO8iAsdtG3x57lzq0IULv2rv0QP79jX/6u3dqgde8uRly77yxqdkInCgFphpxfkD+HUmR0DcY1wzkRT3256NkQZfR1lJUV5LXrWiAU3q0J4T+tCD9Q4cMaJltr0AdFSU4n7e/yfwUy/0Vx6/vSudxwCW2fbacyPZy8lUSlzE/1Hmyw9f0FRLZdhZiUbeKSZbdvstPJ0B1DY0ThvUPTajCEC/7qr3U/O4Npw6KQlRESGGqrxky3H5kJubGxYWlpeXFxYWBqBPnz6RkZFGRkYA9u7dq6+vr6ioWFpaum3btpqamuPHj8+dO7esrIzbV0pKinLOuLi4sFisfv367dmzh8tUQ1FXV3f79m1aIeXh4UGlNR8/fszrdsiQIZqamgYGBrxlOHyeExMTeYtRzXU7+K+w4bscYy3l/VoDeFu0OshuaPqcSIgKn1s6FMBVj6+UoXp0lOdrAdCyFwARYaHFow1b3sbNjqZf/R4SAkNDxMUBAJsNHR1ERsKERzssNxebNuGXXwRb0liBhAR69oSXF3jlcJWU4O4OY2NoayM7G+npzZJP3zzLhYMDHj/G4MGorES/fpgxA6KimDcPJiYQFYW2Ns6cQWQkABgbIyYGBw9+1b1lY0hIM4fdsmXo2bP5VMeOSEwEiwVhYQHjtuNnwD+Y8dMOigtfg8VirVy5ctq0adOmTZs/fz6TyZw6dWpCQgIhhM1m9+vXLzs7e+7cuU5OThMnTvTw8GCxWNnZ2ZMnT543b96CBQv27dsXHh7et29fV1dXV1fXxYsXE0J2797t4OBACKmpqZGRkUlLSyOE8LnNz88nhMyePTs7O5s7Nz7PtNHKyur/+Rb9GTg7k5Mnm3/18iLz53PSK9XUiKoq6d6dnDhB2GzBlrGxhNYTXb1KJCRIVRWprW1Or/zjD9KrF1FRITo6xMeHf+jWzgYHk79chhYaGqqlpTVkyBBzc3Nat0UIYbPZmpqav//+OyHk0aNHXbp0sbKyMjU1tbW1ra+vd3FxsbKykpOTs7Kymjlz5qlTp/r27Us71tbWSklJxcfHE0L8/f0tLS0HDx68YMGC6urqoKCgvU2Va1u2bAkPD+fzExAQcPDgQa5BZGQkPa6rq3N0dLS0tDQzM4uNjeXr9Rcvvx1/Du0LvSAcPcpJ9Y2MJKdOkR07yIYNhBASH09OnSIBASQoiJSVkXnziKsrmTyZJCby21A8f07mziUuLpxT69aRcePIwIHE1ZU0NHBHY7FYqampTCbz//ci/37o6el5e3vztlC+AXppxsbGfFUCVNqblvvKy8tbWFiwWCzuWVo9X1lZaUfTH1sgODiYELJw4cJRo0bRLm04ob+WlJQsX768R48eEhISOjo6ixcv5pYNtz0KIaS8vHzFihV9+vSRkZExMzNbv359TU0Nd6BvDs0HmuE6YsQIbouPj4+srCy3+Jli06ZNWlpabDab95bS21hTUzN48OCSkhJCSFJS0sSJEydOnEgIefTo0caNG6nxjBkz7jdl0HPrfk+dOqWhoUGf63fv3u3UqVN8fHxSUtKYMWPq6uoIIVROoOVCz+entYX+8uXLW7duJYTk5eXZ2Njw9eJg3TpiZ0csLYmrK/HzI6NHkzlzyMSJnKpp+ukLDycXLpAtW8iaNYQQwmaTrl0Jrfu9eZPo6xN6W7gfvdhYcuYMabpIYmtLXFzIggWEzSaLF5OUFEIIWbmSJH9VrvGToH0z9vvw4QN/pvPevVi6FH5+OHuWo5/Z0iYiAlOm4MwZGBmBzYa3NzZswMyZ8PPjTfWbM2fO+fPnuVoQPy3i4uIEkqofPHgwPj4+Pj5+586dEhIS8U0YJIhtvzUnAPLz801NTW/duuXu7h4cHLxhw4aHDx/StfKbo+Tk5PTp0yc0NNTV1fXatWvTpk37448/+vXrx8st08bQLREQECApKRkZGfnlyxfa4uDgUFVVdf/+fV4zunPDELSlLykp6ejoSDnR6EUVFhbW8SjSsFis6upqDQ3+2DSA0aNH0zhhWFjYqFGjAPj7+2/evJlSe86dO/fx48ffeSEtoaysHBcXl52draGhcY1X4ZYX3t5Ytw4uLvDzg7AwPDxw+jQmTUJsrADj3FwQgmfP0KkpWevaNYwejYQEzq8fPgjIMV2zBmfOAMDHj9i5Ezt3Ii0NIiIwNua3/AnQvtB/HzZtwq5dYLGaW/LyYGQEABISkJEBiyXAxs0NqalYtw6fP7eRfiMmJvbrr7/+KAHWvw9WVlZr164tb5Gjoqura2ZmZmZm1q1bN2FhYbMmCKwkaM0JgOXLl0tJSSUlJS1btowyAMfExDQ2NtIytLZHWbVqlYqKSnx8/JIlS0aOHLly5crnz58zmcwtlJHtW0Pzge6Wr127lhBy69Yt2qiurm5lZcW7Mubk5KSkpAjcA6dQU1Oj4l/0iTVkyBC67l+4cMHa2lpfX19KSkqgJLqVlVVkZCSAgoKCTp06Afj48SOXe4PBYEhKSjY2Nn7zQo4dO0YJkM/y1GrZ2NjMmDFj/vz5FhYWVMTm2zh0CPPnY+/e5mo1XvTrh2fPEBrKydGsrERdHWbObBaw3bgRu3aBL//qwAHMnQs1NXTqBEVFTJiAuXPxs1Lety/0giAhgYICACgogKQkAEhLY9YsNKlOA4CGBuf9vb4etbUQFhZgc/UqFi7E7vZKF98AACAASURBVN149w7v3rU2WkFBQURERFFRUURExDc4fv/VWLZsmYKCwrZt2/4TToqKiq5du7Zr1y7ex4O8vPytW7dGC0zx5kFmZmZQUNC+fft4GeqVlZV/+eWXkydPcul8v3/+9+/fLysrmz17tqWlJe/K7uTkdPPmTe4KGxwc3LFjR3OuTncLfPr0SU1NLS8vLy0tbfz48Q8ePKARoZkzZ0ZFRaWnpxcWFgpkG6breGZmJndx19DQyMnJoceEEDabLSoqym5aOlkslsBvFUuWLImKioqKiuIloXz+/PnYsWMjIiKuXLmyevVqFu+rT2tYsQKnTmHpUiQkCPj02dkhOBg1NaDyAzdu4MsXnDuH0FDOe5WMDKZPB5+Ww6pVOH0a27eD5sg7OkJfH3Jy+CnRvtALgr09Tp/G1Km4dg3c0O2YMWhorueEpycOHYKrK2bORJNOE7+NqSnmzYObG+rq0KRg1xKOjo55eXn0X5oTyY9hw8CVAbp9+6u3khs3oKUFa2sYGGD1asFdLl9G796gy0dODmbMwPz5zZ8Kb29wecwbG+HqigED0KcPDh8GgHnzYG0NJSUMHAhra/BwsgsEi8Vq5MF3fcibICYmduTIkSNHjqSlpX1/r+908uzZM0IIlyKCzWbTGRoaGpqZmbXtMy0tTVxc3NLSkq/dxsaGxWK9aapF+v75BwQEGBsba2lp2dra3rt3r6KigrY7ODiUlZVFR0fTX4ODgx0cHIRa1PJQ1NbWBgYGWltb3759e+fOnWFhYY8fP6Y0R9RARESkd+/eHz58ENjd0tJy06ZNY8aMob/OmDFjx44dNPLz+++/m5ubd+vW7dmzZywWq6GhITw8vLtAdgRBSExMpLolHTp0aGhoEPiEEAwdHaSmNn/6goM5lWvS0sjNBfe/6fZtXLuGw4cxZUpztr6d3Tf0ahiM7ylq+dfin90iaMe3UVRErK1Jr16c/dvgYNK01UYIIUFBZMsWQghhs0mvXqSgQECXS5eIlhY5dowQQrKzyfTppLCQ6OmRqiry+TMxNCRVHC4ncusWWbCAEEJYLNK3L8cbIWTUqObj1iEwSoDv3oyl254TJ04cNmwYm81uuZl56dIlaWlpvkH5NmNbc3L+/HlJSUnurmYAT1WUsrIyr8OWoxw+fFhbW1vgJcvIyPzxxx/fOX+KhoYGRUXFLVu2EEJSUlIA+Pv7c89aW1vTRKmysjJRUVHuVioXoaGhnTt3HjhwoKmp6ZUrVwghtra2eXl59CwVjeJuxu7evfv06dP0mHczNiAg4O3bt/Ly8g0NDRs3bqRZNxcvXrSwsDA3N3dxcamuriaEbN++3cDAQF9f//Dhw9wJfHMztqqqaubMmYMGDTIyMrp+/Tpfr3b8I/ip8+j5UFVVtXTpUgAMBuPEiRO1tbWrVq1iMBjV1dXr1q2LiYmxsLAwMzMLCwsrKSlpbGwMCAhQU1OrqKjw8fE5dOhQampqWVmZvr4+JRF7/vy5j48Pi8Xq2rXr1q1b169fz2fwvbh5Ew4OSEtDdDSGD2/VrK4OQkIc5aaWXdzccO4cuPrdamqYPx8HDqCqCp6e4Mq5qaggORkvXsDICNHRkBAsidUG3NzceNXvnjx5snz58h/ycODAAQMDg8DAQF2qK/un0NJJly5damtrS0pKaMXvsGHDqMJtYmLiN7fBu3Tpkp+fz2Kx+GRhysvLq6qq5L6OBnxz/vfv3y8tLbW3twfQq1cvTU1NurtLzzo7O+/YsePo0aN3796Vk5MbMmQIX/fRo0fzvaTzMk5TQnwmkzl79uxx48YtX758zZo1sbGxTCaTPg4PHz587969kJAQABs2bHB2draysvLy8goJCaGk/LGxsXZ2dra2tvQV/vDhw9XV1fv27UtJSamvr+/du3dkZOTixYuZTGZDQ8O4ceOioqISEhK2bt2alZUlLi6enJxsYGAwcOBAZ2fnsWPHcid25swZFxcXcXHx4uLiY8eOHT9+PDc3NyYmZujQodOmTeMW6LXjP4T2hb4ZPj4+S5cu7du3b1JSUnp6+uXLl1esWGFkZFRbWztr1iwrKys++zVr1lhbW58/fz42Ntbb2zsmJub169fz5s2jZ+/fvz99+vShQ4fSZOeWBt+LoCCcPIlu3XD9uuCF/uxZREXh3TuMGgUqiNqyi7g4Nm6ElxfWrOH0WroUAwZAWvqrIkYLC2zaBC8vvHsHF5fmCsbvhoaGBm8khCa0UIiJidXX1/Ma19fXCwkJ8a2eWlpa69at8/DwaENC65to6cTAwABAZGSks7MzACUlJSUlJQDPnj37pjdDQ8P6+vonT54MHjyYt/3+/fsMBoMvhv7N+VNaUDMzMxrTYLFYnz9/rq6upuqpDg4OS5YsiYuLu3Xrlr29/Y8S3p06dWrkyJETJkxgsVhHjx7dv3//6NGjaeaot7c3fSQ0NDQUFBSoq6tnZmbSNJuWLfPmzZvRVEt148YNFxeXefPmMZnMMWPGyMjI8A6hoqJCzU6fPr1169YzZ878+uuvLScWFRU1cODABQsWpKamUhWzqqoqNze3/4iKWTtaoD1G34w3b95QIrC+ffv26dMnLy+PlqdKSkpKSEiQFrwIBw4cmD9//oEDB0aM4C/pBLBw4cL4+Pg1a9aUl5f/QJiSD2VlePYMrq7Yvx8hIfx5BRQuLoiKQk4OCEFYWKtdxo/H27dISeH8KiaGKVMwcyZ4Q8ApKTA3x82bePIEjx7hwYM/OW1BMDAwoGT33JbIyEg9Pb2Wgnaenp7CwsLevE+gHwefkw4dOsycOXPTpk3cgDiAqqqq/fv3f9OVrq7uhAkTPDw8KiubuRw+f/68fv16R0fHDh34iXramD+TyQwKCpo9e/aLFy+Sk5OTk5MvXbpUW1vLFThUU1OzsrK6cuVKSEhIG/k2reHFixcDBw4EICwsvGLFiqSkJBsbTuny8OHDqcj7tGnT/P39k5OTTZrqhFu2nD592s3Nzc3NjabNXLhwwc3NzcLCYv78+XxDUPvGxsaHDx96eno+ePBAYLoOLZXauHGjv7+/wIzPdvxH0b7QN0NXV5f+WT99+vTEiROampqpqakAamtrmUympKRkQUEBgMLCQioFtWrVqlOnTi1ZskRgDtmlS5fc3d337t2blpb28ePHPzmn4GAsX46wMNy/j/798fRpq5ZCQlBUxOfPrXZhMLBvX/O+MQBRUX7m3pcvcfQoAMjIoEuXrzaW/zJWrlwZExMzderU4ODgu3fvrlq16uDBg5sEpbtJSkoePHiQNyLxJ9DSya5du1gslrGx8ZEjR8LDw0+ePNm3b18LC4vv8Xbw4MHi4uL+/fsfP348PDz80KFDJiYmDQ0Nh+mW9XfPnybOL1u2rFcTnJ2dtbW1+XJvfH19WSwWd43+fhgZGcXExABgsVj29vZ9+vTh5nFFRET069cPQM+ePdPT069evTp58mR6qmXL3LlzfX19fX19+/btC2DmzJm+vr6PHj26du0a3xA0MycsLKyhocHDw4PNZgtU5b18+bKtre0vv/wyadKk73m4tgo2G8XFIETwSw8P+LjzfnK0h26asXTp0oULF4qKilZVVZ08eVJISIjG6CsrK728vNTU1BYsWHDp0iUWi+Xn58f9ZGppab18+ZLvSz0AMzMzV1dXBQUFMTExdfW2VDXawvXrzXSv48fj+nVYWeHcOURFAYCNDUxMcPo0IiJQUwMVFWzbhunT+buYNpHA9OoFGxsIyrfjwNERK1dyiFCGDUNTSsbfgj59+jx69MjLy8vV1bWhoaFnz57Xr1+noeqWsLe3Hzly5D0uFdefAp8TTU1NGpH39fX9+PGjmZnZ7t27x44d25p2Iy+0tLSSk5M3b97822+/ZWVlaWlpTZs2bcOGDXKtpOu1Nv/AwEAjIyMTHsodISGhWbNm7d+/v66uTkJCAk3Rm7Fjx9Ioyg9hwYIFixYtunnzZnl5+YwZM8aNG+fh4XH9+vX6+vpevXrZ2tpmZGQAMDExefr0qbJyMy0XX4ufnx9NyR86dKh00xaOlJRUWVnZnDlzli1bxh2CJgWdP38+MDCwS5cumZmZ69atGzFixJEjR27cuCEkJHTy5EkAFhYWq1evlpeXZ7FYixYt+tHr4iAqCvv2QVcX+fmQlMSBA1BSas328uOslWONWjv70+Ef3Qpux/88qqurDxw4YGdnp62tLSkpaWBg4OLikpGR0dKSyWSePn16xIgRqqqqoqKi6urq48ePDwgI4KUNIITQzVthYeHi4uKWTrj7kLTa6E/Y/9BkPDw8AIwfP56XhICChuADAgIIIXv37gWwgRbiN6GiooJG2FNTU3nbKbWcq6sraaKIaA0XLlzgG5TFYtG4x5AhQ1peLA0WcTkb+LDwWzSQ9FqOHj0qcGhCyI4dO9rw/z2TpA+PyZMnC+w4dOhQAAL/eDhwciKUKSQkhDg5tT0Nt98ennnwmvvTtvG/Hu1v9O348ygoKBg1alRq6v+xd95hUR1fH//u0kGKgCBVQBCkCSoigohdbFFRxAhGE2ONBSv2JPZu1ESNDSMqCKJSFBUB6Sig0hGQXqX3sux9/xhcl90FFk3yi75+nn18lrvnnpl7hdm5Z858T+LAgQMtLS2lpKSSkpJcXV3d3NwePXrEnkpRUFAwc+bMly9fKigomJuba2pqpqWlhYaG+vj4jBs3ztPTU7bz1Ky9vd3b23vZsmUcLXZV4LBX9r3tjI+Pz507d+bOndvVfSAjFIdsQEhICIlWP3r0yNDQkHU8MjKSdQqBbGrldst+FuHZs2ckDBgWFlZQUKCqqsp9VlfY2tqyFk6ZTObBgwdVVVW/Y2224LukZY9008nRo0erqan5+vqyFp9ZvHv37tmzZ8OHD+8u20pSsqMklq0tuhJXeI+KrAS77uz/d/7X3zRf+Vxpb28fPXo0jUb75Zdf2CfC0dHRUlJScnJyNTU15Eh9fb2BgQGAdevWsYt2VVVVOTg4ALCxsWFpupEZuoKCAksPix0LCwuy+Mkxo+ffvledITN6UVHR/v37V5HS2O9hn9EzGAxpaWkxMbFWNq26n376iU6n9+nTh125jKIossJPMt/JjJ7k1PMDSdmaOnUqAJaYKIvuZ/TstLW1AeCZ2/7pM/ruO7l161YAt27d4jhOIjzc9p344QcqLo6iKCoujlq6tPtufJ3Fs/N1MZY315+9uRSYCoBJUQtOBpZWN4WlFkeml3hEZLHq1HhEZOWX19c1tR2+96q6oRVAZkntKb+EPwKSPSKyrgSl7br1YoNr5Em/BAAhyUUPX+aTE4/5vC6vbQbQ2MKwO/r4aWIhgJfZ5WsuhZ/0Szju8/rQ3ZeMdub5xynJ+VUAKGCjaxSDSXVvH5NRtu5KxAnfhL1ecf5xueyXw34it9uPu0V3794NCwv7/vvvd+/ezb5709zcfPv27RUVFawS5CdOnEhOTl61atWpU6dE2XLzZWRkbt68OX369JCQEI5kRDs7u+Dg4NLSUvaDBQUFUVFRc0gpqM7wb/8RndmzZ09JScmWrqvuCQgIjBkzpqmp6RVbQdQnT56MGDFi0qRJoaGhjY0dC4O1tbWJiYk6OjofkXnS0tLi5eUlLy9/8uRJADdv3uyth3+BHju5cOFCAO6sAibvIc9eJPm1S06cgLc3HB3h7Y2eVnQXWutU1DW3tLWHphSTkmf/n/k60HdJeV0zBSTnVynKdFkiqqGFcf5xyrKJg2UkhAG8yi63MVRZNcVAqa/4knF680ZpTRyi1s2KUGBi4XzLgQHvvwCsBis5TzfeOHNITWNrXVPb9GEDHsTnAUjOqzQaICtIp3VvD8DGQHnDDOOdc4fFZ5e/q23i2RC324+7P0THavv27dwfLVmy5Pr162THDUVRFy5ckJKS+vXXX7ktaTTasWPH6HT6eXaNIGDevHlMJpND+5CMBTxDKHzaf1xn5s+fb2tre/HixdDQUO6zCBzRm9zc3PT09EmTJk2ZMqWlpYV1IlFiYI/b8M/Dhw+rq6vt7OwGDRpkbGwcHx/PUl/479BjJ42MjIyNjYkZ62BlZWVQUBAJ7HTnXVISO3fir78we3aPZc1/80/MK6/3in7b3Mq48jTtE67pS+DrQN8lOkrSGUXVcVnvhmnJd2XjEZHFpCgZiY7siGnD1LNKai4FptY1t3EPn4EJBaf9E0/7J6YWdEyogxIKZgwfICYskF1WByAireS0f+KOm88VpMX69hFRlZOob26ra2p7klBga6reoz2rIRqg3V+6sLJjFslxIofbj74/4eHhqqqqWlo86iMrKCg4OjqOGDECQFZWVmFhoZmZGXuOBzu6urpaWlrPnz9nl9jV0dExNTW93bmiqaenp6WlJc+5MJ/2H9cZslNaQkJi2bJl7MfZ4RjoibrDxIkTiQgwKdWL9wF6luROryACMmTOS7KVPmVP2T8EP51cuHBha2vrvXv3WEd8fHwYDIYDa+d2V2zbhsePcfIk/Pzg7Ny9rQCdZqop39zaPslETUCgi4Gut7sXP1u+LsZ2ibmOYmBCAaOdKSYs3JWNo7VOYWWDf1zu9GEDAAQnFU0bNkBUSOD3gGRSqpidcYbK04YNAHDM5zWApLzKhhbGteA3FIUHcbmj9Ppb6vUnhSu33Ygh9VEnm6j6xeU2tjAUZcQSe7JnNUQBWSW1E407VqI4Glpta8ju9uNuTmNjY3V1tZGRUY+WRUVF6GmhT1dXNzMzs7S0dMCAAayD8+fP37ZtW1FREdHRLSgoiIyMPHXqVFdO+LH/6M4MGDBg3759zs7OBw4c4Pk0YGRkJCcnR3aE0Wi0J0+eSEpKmpubCwkJDR48uPuBvqtNRtu2bWOtWNbW1vr6+iooKJBl21mzZu3du/fWrVt79uz5+O14XePp6ZmWxjkL5lmvmB0+O7lgwQIXF5dbt26xNC/v3LlDp9O7We7uoKEBM2diyxYcOdJjLVkmhbDUYtk+IrVNrY0tXUgup6WBfWvulzvufx3ou0RCRLCkunH0YKWCigb246SWrLG6HABhQbq1vtJJv4SiygZlWYlByjInfRMkRASFBOmyfUSKKhu68A0A/nG52+eYaipKMZjUmkvhpmzPDYoy4jllddr9pcx1FP98krps4mB+7AGEJBdll9U1tjBMteTlpUR5NtTUymB3+3GQbTJ/1xBDNsdySF3OmzfPxcXFy8tr7dq1AEhYxs7Orr6+nqeT3tr3qjMA1qxZc+PGjUOHDs2fP58s57JDp9NtbGzu3LmTm5urpqYWGBhoY2NDXE2ZMuXkyZP5+fkqKirR0dG6urpKSkrs54aFhfEcQ9evX88a6EkuvJ2dHUnZNDU1VVNTe/PmTXx8/LBhw7jP/UR8fHxYQvn8w2cn1dTUxowZ8/Tp07KyMgUFhdra2sePH48fP557jzEnjY148ADKyqipQU+6//NGar3KrZg6VD0oqWiBVRfSmzIy+Jtyjf7jfA3ddECqqi5ZsoTs1WzPjvx23qw3vmdO7vxplLqwKK31rxO7rxzdeffMjukDac7TjRty4nYtsVWVkwAgWfJ82aL5S5YsObB9/YZp+munGa2cbJDw+vVvv265fXo30cx65Hbmwi9rLC0tly5dus5WX15K1GW2qaaiFICo9JKmVoZ3dHbAq3zf2FwAk03Udru/2PxXtPPVSGlxYT2Vvvnl9TQaTVNRKiq91PlqpCCd5vMid6yhMoCYjDIFKTHt/lLmOgqzzTU1FSTFhAVCkopmHX60+a/ozX9Fb5llUlTVuNE1yuV6tIqsRHNruwCd5jRm0O2ILPIUEJv1ziuqk1z+ij/DroV0hFZP+ycm5FaQ95efpkW/KQUgISEhISGRlZXF82ZSFEW2vwIg82vu6SE7qampdDpdmVU/CACgpaU1fPhwVjTG09Nz1KhR3SQU8mP/0Z0BICAgcPHiRSaTuWzZMiavbZms6E18fHxlZSVLGIMVvUlNTa2pqeEO0HeVdcPKhsT7kIiFhUVOTk5OTk5ubi7Zo/cPRW+usmrysbGXtRGvC/jv5MKFC9vb28mXsZ+fX2tr64IFC3ru1vr1yMjAjz/i9m3wWhxiR71fn5nDB4gICdiaqmkqSPI2MjKCldWH1xfMP5XO87lx8OBBsrGFLOtdvXqVFMl0d3d3d3ffsWPH69evKYpqamqys7OjKMrJyWnjxo2RkZEURV28eJHogN+/f5+I1lIUdfTo0cePHxMPJPswKirq3Llz3E2HphR5RmZRFNXKaF90OoiiqJSCqrMPOnbZ3ArP8IrKyntXd+juy6LKhs1/RTU0t1EUFf/23c5bzymKin5TeiM0gxgHJxV6R78l71dfDCNvcspqN12LamxpoygqMa9i+40YJkUFJhQ4/vY0OKmQoqgXmWWkA4Siyoadt56vvRxOfnyRWXbhcQp5v+ZSeHMbg7yfNGkSgMzMTO4rSk1NBWBra0tRFJPJVFZWlpKSItVNucnKyhIQEGBtriHpkvn5+RRFEXmsvLw8ItN/6tQplnOO9Eo+7XvbGZJeyV4tnWQH/v777+zplQQiQ79y5cr9+/cDSEvrSO9rbGwUFRWdO3cuySAk2sIEPtMri4qKulKlV1FRYeW2/o3pld0M9F3557OThKqqKmFhYXKf58yZIyQkVFlZ2WO3/xHIVrj8fIrB+N904F/h64z+A7/++quDg4OgoCBFUQBOnTq1bNmyAwcO2NrasgTOREVF+/TpU11d3dzcvGjRIo6pyuDBgzMzM8n7FStWJCYmuri4VFRU8BniaGpl9JXotB5AAY0tDEXpjrSfiLSSWSM0xEUEAZhqym+fY8rDCxdPEwsdrAaKCQsCMFSTFRKkl9c2AZhtrnk3JruVwTk5jUwvGWeoIiUuXFLdCMBEQy4ht4IC3tU2yUqKiAh2iE06OTkB2L17N3eLd+/exfsZLo1GW7FiRW1t7a5du3h2z9nZub29nXuvE4B58+YB8PT0ZMVhur/SHu0/pTOE3bt3a2lpubi4cOsXDR48WFFRMTIy8vHjx2pqaoMGDSLHxcTEbGxsAgMDSXyGWwa1Rzw8PJhM5syZM+92Rl1dvbCwsMfQ+b9DrzopIyMzffr0sLCwN2/ePHz40NbWtm/fvn9vf8rrms89Sj7o/fLcIx4LZh3s2QMPD1y4gCNHelzd/az5GqP/wO7duw0NDX/++eeMjAwA69evnzBhgpubW0xMjIqKSmJiopGRUUtLS1NTk6+vb1VV1eXLlx8/fswezI2MjGQV4rl9+/by5cslJCQ2bdr09u3bgQMHdtO0X1xu9JvS/Ip6u5EdSSwR6aU57+prm1oFBehLxuqSdYLiqkYTDTkAd59nR6aVVjW0XFo5BsDDl3kvs8sBVDe0TB3KmUhTXtvcny1DVElG/F1tMwAxYcEppup3Y7IH9u8k2PIi892uecMaWtqi0ktnm2sKCtBV5STy39Un5VdaDFJkmTk4OJw+ffrmzZvKysoHDhxgiVBGRUUdOHBAQUGBtdTm7Ozs4eFx7tw5YWHhQ4cOsbLXq6urV69e7ePjM3bsWJ5P7hoaGubm5rdv3xYSEuo+bsO//Ud3hiAuLn7hwoWJEydyxzFoNJqNjc3t27cFBQWdnJzYv90nT54cEBDg6empr6+vqKiIXkKy0Xfs2EESmVgkJCTs2bPn1q1bH/Hl8bfT2046Ojp6e3v/8MMPTU1NfMVtAGRmglXoKiYGXRdZBHDhccoP4/X6y4gXVzWef5Syc+5QHkZ5efjlF2zahNOnsWIFX334PPk60H9g9+7d0tLS1dXVu3btinpfjX7AgAGxsbFbtmzZsGEDgLq6um3bth06dOjOnTtSUlL79+8nRZYPHTpElpLOnTtHThw2bNjSpUulpaUFBQXVu64jSJg+bMBcCy0Gk9p587mNgTIAS13F1baGFPCbf+Lr3Eq5PiIA5CRFi6oatZWkZ4/QnD1Cc/2VjmS+SUNUncYMAhCSXFRVz7k3RF5KtLiqUUW2Y1mvuLpRqa840fabbKK66VqULFtqZnVD69vS2gN34lva2ul02mxzTQCWev2j3pSmF1WvnfohzUZQUNDb23vOnDnHjh3z8PCwsLBQUVFJTk4ODAwUERFxdXUlJT4A9OnTJyAgYObMmb/99tutW7dGjBihpaWVnp4eExNTXV09adKk27dvd/XUb29vv3HjRhqNduLEie7vIZ/2n9IZwoQJExYtWkQkazgYO3ash4dHW1sbh3L1lClTnJ2dm5ubeSZWdpV1o6ur6+TklJGR8eLFC2NjY6I9yc6SJUt+/vlnT0/P06dPC7/PDbt+/Xp0dDSH5Zo1az7iC4Z/ettJAFOnTpWRkQkPDxcXF58xYwZfzezZg717oa6OgwdRU9P9QC8qJEDmN0p9xcWEBXgb0ekIDoaCAhoawJbX/wXyv44dfeVDjJ5JUb/cjs0qqWGP0T+Iy30Yn0di9IUV9Wsvh9c1tVIU9TqnfMpef4qiot+U/hWSTox5xuhzy+o2ukaSGP3rnHIS2Q9MKHgQn0dRVFzWu8Vng1kx+gfxed4xHzzUNrZSFNXY0uZ8NWKbWwx35xkMxunTp8ePH6+ioiIhIWFsbPzDDz/k5eVxW7a1tV2+fHnChAny8vIiIiK6urqzZs169OgRh14Ye8ydYlMlY/nsJkbPj32vOsMdoye8e/eOrJSyx+gpiiLakADKysrYjzOZTJKsyWHfvajZtGnTKIr6+eefAZwllSC5IEVf/fz8qPcxep5wCKv97TF6/jvJzo8//oiuNc54UFdHOTlRc+dSgYE92rq4RUe/KSUvF7do3kbx8dTRo1RtLXXhQoe4whcKjeKqp/GVf5mw1OI/n6T2kxJtbG3X7i+1ceaQtMLqoISC1baGAJ5nlL3ILJtppnEzPHPrLJOo9NKb4ZliwgI6StL1zW3O041jMsreFFWzz+jJNPynS+Fnl3YkEkSml9yODh+fdwAAIABJREFUfAuKkukjssbWUE5S9GliYSuDaWuqBmCX+4shA+TmWmiR96smGyj1FQdwLSRdVbbPeGMVAD97xOqr9bUf1V0A6itf+Wd59QoNDThwALt2QVQUJibd2BLBDxbjjf5fVzv5OtB/5Stf+We5FZ7ZZSZ7rzh2rNOPmzbxed6NsIyFoz++BPEXwNesm6985Sv/LO9qmno24ocffsDw4di0CXV1mDcPQEsb5742npR11QF2FbyMjL+hh/9V/pOLsbGxOH8e4uLQ1UVbGyZMgKEhXF2hoYHMTPj4QF4edXX46y9cu4aHD9GvH9TUsGcP3N3xxx8IDUVNDdauBZ2OPn1w+jQuXOgwk5ICWaO7dKmTn8uX8eQJ+vaFlBR++w1dZEOePXvW0NCQrKcFBATk5OTU19enpKRcuXIFgKOj45UrV9asWcNkMltaWn744QczM7PNmzczGIympiZra+ulS5eyezh27Bj7uW5ubgDevHlz8OBBISGhurq6P//88/Dhw1lZWaRK5+rVq9krE3Fz/lHK3efZdBrNfcMEaXFO2YZ3tU2OvwUBsB818IfxnXYDUhTl+FtQeV2zkbrsse8suD23M6mQpKKHL/OKqhrrm9oUZMS0+0vNHzWQbPjqrRmfjQJoaWv3j897mV2e966+qr5FUUZMT0XGwUqbtbAMwOdFzu8ByVtmmXA/m98My7wWkv6rg5m5jgKAx68Ljvu8XjvVkAhRsOMV9fZiYOoe+2GjdPvzfy2xWe923Oyytjjp0mn/RP/4vK5sAOycO/Tl2/IebUYPVuKzV13RzQ1PyK3Y/Ff0GANlngm7W65Hv86puLLahv2294qoN6X5bNvLjy7iq3wjD9aswZ49AODkBGdneHv/8Si5K9HApPxK1vtKrgyFDpydcfw4FBVx7hwSE9FZzO5L4j850AcGYvFiWFnhzh3k53N+un07Ro7EkSNITgaAXbswfHjHRw8fwsAAubm4fh3btkFPD8HByM3lNOvGz969iIrCqFH8d7a9vd3f33/atGkAzp07N2vWLFtb28bGRjc3t7CwsLlz55J08tWrV3NvyGQ/lxAcHDxu3DgnJ6eIiIiSkpJ9+/YVFBQcOnTo7NmzfPaHSVERaSXcSZZhqSVdnZKQW0kSjZPyKstrm1naCQSKovZ5xUemlwzsLzXeSEVcRLC4qjE0pTg4qWj7HNMxBsq9MuOzUQCV9S3bb8Rkl9Up9RU3UOsrLiKYU1b3+HXB08TCAwvNSZrpP0SvrsVQXdZInUdBO41+kgDMtBWk3n/pUhTcIzLlpURZMkQA1OT6CNLpPdr0tlfcdHPDjdRl+0mJRb8pbW5rFxXqlKBS09iakFs5SEn6o0d5ABaDFNdO61kWqWeEhUHKkmhrQ0oKQG5Znc+LHNbnM800WO8zij5oJAzV7EKX8OxZrFuH9nbMm4fVq/+GHv5X+U8O9KtW4cIF3L+PobxSXw8fhqws0tOxcSNiY3HgABQUMH06rKxAp2POHHh6Ii+vQ8KCtd2cmKmqglWNmt0PKx1t+HC8fdurgX7dunVHjhyxsLAAkJCQsGjRIgDi4uLLli2zt7dnqfiOHTv29evX3ZxLWLRo0ZUrV7Zv3y4gIEBSPnqLjIRwaEox90AfmlIsIyFMdPM5CE4qBDBCW+F5ZtmzlCJWLj8hLLUkMr1k2rABa6Yasp50fhivt/ZyxEm/xBE6CmQrFp9mfDZKUdT+O/E5ZXWLxgz6drQ2Kyc9rbB6242Y/V7x19aMJRvH/gl6dS0mGnJkJZwnFrqKFrodeY3tTMo9IlNRWmzxWF12Gw0FyR5tetsrbrq54TQabayh8u3IrOg3pTadvzAi00ooirIx7OFbpHvkJDu+VCjgk9SRKArPn2PYMMTEoK0NgIyEiJ4q751Ws801qxtaCyrr1eX7SIl1oUtYVoaffsKBA9DURFraF6x785+M0d+6hTVrcPQo/P1Bp6OkBABKSyEmBgBbt+LyZUyZApJIt307zp/H9Om4dw+lpbh3D76+UFVFSgoA+Pri/v0PZqxRntsPITYW3e5s4oZOpx84cIAM6MbGxkSesLm52d7e3sjIiBTJpCgqJCTEhCtJgP1cws2bN+fOnXvgwAEzMzOemdo9YqWn9CqngqPSQnltc2pBlaWeErd9WzszLLVEWlx4+SR9AEFJRRwGSXmVAGYMH8D+JyotLjxrhEZTKyOzpLZXZnw2GpFWmpRXOdlUbaG1DvvOIz0VmQVW2rVNrTEZZXzcjI+kV9fyr/Epverxho8zUgEQksx5nDwIWuvz+M3hH/V+fR6/LnidU/HTxTAOVaXecfYsQkLwww8IC8OffxLPg5SkWS9229CU4vOPk9+W1J57lBKR1sXj7L17CA6GhQUCAsAmm/zl8Z+c0Q8disWLISMDdXXY22P5cly+DFFRbNiAxMQOmwEDkJTU6axHj+DlBXFxrFyJGTOwdy+EhcFg4PJluLpi716Q/TvnzuH9Hs5OfvbuhawspKUxsrsA4tGjR93c3OTk5NilqbS0tExNTR8+fLhixYoVK1Z4enpWVVU5OzuPGDFiw4YNN27caGhomDx5sq6u7pMnT1geyH4i1rnE1ciRI9euXSsjI9PW1raT/WuJb6z1lfzicsNTS2YM/xCJDkstBjB6cH+OylMAXmSW1Te3TRuqrionoakolVlcU1DRQMTaCCQrK7O4hkMZaoqp2vCB/WTZJmv8mPHZ6OPX+QAcLHmkakwaoiYnKaos22U1mE+nV9fyr/EpverxhmsqSGoqSr3IfFff3NZHtOMPpK6p7VVOuaG6bD+pj5SzJgQnFW2bY3opMPXsUqszD5M/3pGvL9TVQbYf+vrCweH7cXqMdqYAnZZdVqcq10dY8MPMNTytZNscUxowwwwH7sRb6vXn4dDZGSkpMDXF+fPovrjVZ85/cqA3MwN7pTEyJSewBKOdnDjPYsnOkL2p7Co0K1Zw7m/m9vPTTz3266effvqpC7Ply5cvX74cwNWrV9mPc9Qq4umBdS4AAwMDDw8P9k9VVVX5D9ADUJGV0O4vFZpSzD7Qh6YUG6j1lec1FgQlFgGwNlAGMGqQYnZpbXBSIXsswsZA2edFzjGf1yHJRVOHqg/RkCMDgZiwoJp8n96a8dlocn6VvJQoSefnQEZC+J/Oie7VtfxrfEqverzhAMYZKl9+mhaZXsqqqR31prSdSdn0FP3vEdk+IoICdGFBARqNRoQ/N2/efPTo0V47EuX8Bb4Wkq6lKFVW01Tf3FbfzFg95YN8tKiQAHn0oQFdBrVWrMCaNQBgaorly+Hp2esufSb8Jwf6r3waYwyUrzxNq6hrJrHR8trmlIKqFZP1uS0bWxjRb0plJITJcuIoXcUbYRkhyUWOYwax4gMGan1/dTBzDU6PzXoXm/WORqPp9JcaoiFnY6iizSaSw6cZP422tLXXN7dpdCUty4uwlOL8ck7deRLr+Aj4vxYAr3Iq2pk8Svo5WGlzLGx+Ir3qFTv8/C8DGGuofOVpWkhSEWugD08tptFoJOHnU2hua78e8kZDQTK7rK6ptR1AfHw8KfRI6LnkCEFXF0FBmDcPQUFITMSsWQ3NjNGDla4EpX0/Tu+0fyK7LZ2G5PwqfbW+yfmV9G7qZZKFQHNzSHz8avN/n894oF+9evWyZcuGDBmyadOmhQsXmpqa+vj4bN26NSUlhUaj2dnZubu7h4aGnjp1ytfXd8eOHbm5uS4uLqqqqqtXrz527Ji/v/+9e/f69+8P4Ny5c+vXr+fwBoDbSXh4+OnTpznMCGU1TX89eyMiKFBZ32JnoRmfVV5R3/w8o2yEjsIgZZlpQ9XrmtoWnQnaOGOI1eD+f4W8Yf9UXlL0ZlgGGdp0lKRJvaoeHXZ1Z0YPVrr8NC0stWTWCA0AYWnFAEbrKTW1cgqqhKeVtLUzrfSUBOg0AAOVpPtJiRVUNGQW1+iwRTzNdRTMdRRKqhtfZVe8yil/mV3uGfXWM+rtOCOVDTOMhd7XaePTrMdGmRSFXq7aRb0pjXpT2rMd3/B5LQCS8ip5fqPMNtf8ewf6XvWKHT7/l/tJiRkNkHuZXV7d0CojIdzYwoh7W26qKScj0cVKJt8sttFNzq+0HKwUllL8/Tg9AIKCgn369P7ZaMcOLFsGGxscPAgHBwDNbe3PM8v6Sog0tTIaOpeRWj5J3zPy7d2YbHX5Psu7qbETHw9TU8TFoZVHnsIXw2c80O/bt2/FihWkShkZcL28vKZOnRobG2tmZmZmZpaQkBAUFNS3b9/W1taMjAwTE5Pa2tp169YdPXqUlPhxcXGxel9tgNsbAG4n3t7eq1at4jAjJOZVqsn1sbccWNfUmphbuchmEAAXtxhWnm9gQsECK+2HL/OsBvfn+DQmo8zGQJlIF/DvsCuU+ooPUpIOTSnqGOhTivVV+8pLiXLPeYMSCwHoq/Ytre7YUWKo3jc4qSk4qUin89IWgP4y4lNMxaeYqjGYVHhq8a3wzKDEQnX5PhybHns067FRUWFBUSEBIrvGDQXEvCkVFKAPH9iPdXDjzCGseSgLkkff/b3qHn4u2dFap5usm38CPv8jWPD/vzzOSCUhtyI8rXj6sAExGWWMdubYT47bAJCXEiXZn2PfZ+8MHTp0ypQpAFpbW4W7LtXJSd++mDIF3t745htyYPYIjVc5FbZD1YMSCzn0Obyjs820+31rrSPYzXT+zBn8/jvOnoWODlnd/VL5jAf6vn37kppQpBBzXV1dc3Ozo6Pj9evXzczMxo4dGxkZWV1dPW3atNDQUHFxcTqdfvjwYQkJCTKLx/uVVTExsZMnT3J4I3A7kZOT4zYjjNFXCkosvPI0ra2dyT3oUEBIctERp5Hxb8uLqxq5o8/P3gcfTDTlSZJD9w67x9pA+VJg6rvaJhqNlpzPO25TWd/yKqcCwJH7rzg7k1z04wQ9Go3W1s48dPelobrs7BEfvoQE6TQbA+UhA+QWnAyMSi9dYKXNpxmfjdIAAzXZuLfveN6ogvL6PR6xZtr92Ad6fiB/8G3tPDQ/2tqZAATpdPKez2v5N/noXvFzw1lHRg/uf/ZhUkhS0fRhA8JSiwXptFE81zA/GUVFxdu3b1MU5evrq6GhsW/fPr5OKyhAQEDHvwCmTNFUlCKbxbjziY0GyL7KqfCOyRYSpA9SkiGTHk4CA6GrC13djvezZn3CNf2n+YwHegD29vYPHjyQkpICcO/evaqqKldXV5LZMmzYsCNHjhgYGEyYMMHJyWnq1Kn19fW7du0qLCw8c+YMkTzcvHmzFVv9MHZvBG4nPM0Iz1KKB6v2nWSi1tTK2OMRe8SpU/ZOYm5FU2v71aB0AAEv85eM48ySHqOvxDGj795h91gPVroUmBqaUixApwMYzSux8llyEUVRFoMUJ5l0+hY59yilrKYpMa/SeICckAD9dU5FXnn9N2Ya9M4bhkWEBGg0mqSYEAA+zfhsFMB4Y5W4t++uhaS7zObcqxmRXgJgiEYXW2C6ZkA/SQB57+q4P8oqqQWgqSjZq2v5N/noXvF5wwl9RIXMdRQi00oKKhpiM9+ZaSuwMnA+hYYWRll1o4aiVE1Da3pRtbmOwosXL27cuLF582Y3N7cV/AvBOzmhvBzffovycnKgpa1dpIv4mNEAOSkxYQE6LfddfZfVm3mpQ3+RfN4DPY1GY81H/Pz8iEb83r17w8LCbGxsmpubx48fLycnV1lZaWNj4+fnJyoq+s0336xcuZJI1x46dIjM7vfu3aukpMTujSAoKMjhhKNRdvRV+14JSpMQFaIoaoqJGsenD+LzdtiZDugn2cJo33A10slmEMcTZUhyUc67OgD9pMQcrXV6dNg9RC0gNKVYkE4ncRtuG5JMvWC0tq6yDPvx7NK6v569CUkqIkPAOEOV+y9y/nyS+sN4PVYUmALcQjOYFGWm3VHQmU8zPhu1MVC+9zwnOKlITlJ0yTg91r1KLahyD8+SkRDu7SMOgAH9+ihIiz1+XTDWSIV9L2t4akl4arF2fyn590mEfF7Lv8zH9YrPG85ivJFKRFrJSd+EFkb7J+6TYnHc57WIkEBDc5uwoICKrIS5joKIiEh0dHS/fv1aWlpqa/nelzB1KmTf/8dlZADoRgJh0ekgfdW+C0frzBs1sMvYzejRiIrCxImIj+dM1/6y+LwHegCurq7kDSsrkVUlzt/fn7whdRgMDQ3Jj6Q2yODBg5daW+PgQQgJYf16XLgAGRlXV1dcuoT+/TF9OgDMmuU/bx7q6jqczJoFGxvExblevw4Ajo7Q0MDbt4iPh5WVkpbWDikpMBiIi8N7g0OurvjpJ9TVuYiIIGcwnJ1Fft7z+9u3OP4jrKwOOTpi5Uq0tpo3N5tbWGD6Tzh1CnFxsL4OQGnNsh1ubh3XmZIC0YHIyjrkaI6VK7FxI7S1kZiIa9c4Jf3eY62v9OeTVBpA9shwUFjZ8KaoWlNRalDnv38Ak0xUrz97E5pavGqKgaAAfZHNoNSCqrsx2ZHpJbrKMv2kxBpa2hJyK4sqG4YP7DfTrCOJkx8z/hsVoNP2zBv2i2ecV9TbZ8nFg1Vl5CVFc9/Vx2eXCwvQN8004Rbz6RFBAfrOuUM3/xW96VqU8QA5DQVJJpPKKqlJLayWFhfeYTeUNRzwecmErrJu1OQ6FJ7/LnrVKwL/N5x1fISOQh9RoaT8ShEhgZGD/p5aJZJiQs7TjX/2iGWVeVq1alVgYOCqVauuX79OSvrwxZYtuHQJK1bg/HkcPoxLl7qRQDix2OJF5ru7z7NpNJqBWl/eKbmrV2PmTFhaYs2aDnGFL5TPfqD/JEJCMG4cnJwQE4OiIshw/jHwhk6HtzfmzAGAfftQUoKff8b58wgMBFGzYTc4fx6TJ4MU0Ll2DW1tnU7Zuxdz52L8eABwdkZcHOfpLK5exa5duH4dLi74/ntcv45ffsHNm/juu666SQZ6CrAazCPMGpxUBGDqUHXuyU4/KbHh2v1eZL6Lf1tO/uxPLBn1ID4vNLk4/m15cytDVlJUua+4o7XOGANlVhiBHzP+GwUgLyX62/ejfGNzo9JLU/Kr6pvblGQlJpuoOlrrfPT+HV1lmWs/jXWPyEzKqwxMKBCg05T7Snw7WnuuxUAJNkEFPi+Z0FXWzQgdhb93oO9Vrwi9uuEEIQH6aH2lh/F5Iwcp/l1ZQwI0GgD2QmbDhw8fPnw4gKWsHS0fRTcSCFJiwiqyEpX1LdlltS8yy3gP9NLSWLQIYWH44YdP6cZnwL9d6eQ/RWMjdfo0tXkztX07VVHRcfDiRWrKFGr5cmr5cmrqVOrqVYpVUuebb6iTJ6mYGMrBgSotpRYupCiKKi6mli+nKIp68oQ6c4bT4LvvqLo6qrWVWr6cmj2bSk7udMq8eVR7e4dzX1/q4kUe/imKam2lbGyolhZq5EiKyaSYTGrmTIrBoGbP/nfu01e+8imsvhj2V0g6+ZdVDY0Fg8Hg19GUKdSTJ9S0adSTJ9SUKRRFXX6a2pXtHo8XXlFZb0tqOKqGdWLqVCo4mJoxgwoOpoKD+e3GZ8h/UuvmX8PDA3Z2OHIE1ta4dOnD8dWrcf48zp+HkBDExFBYCAAVFRAQAAA6HYcPY/NmdFWzhd3AyAiBgRASwvnz6NcPjZ1TBo2MEBLS8T44uGPvBrf/hw/R1IQtW1BTg5gY0GgYOxZHjuA/UBK6GwIDA2mdERUVNTAw+PnnnxsaeCyOURTl7+8/d+5cFRUVYWFhRUXFSZMmXb16laOe6qtXr2hcEM+bN2+uqanhcNve3n79+vWJEyfKy8uLiorq6ek5ODgkdQ7IXrp0iUaj8dyBHBAQQKPRXFxcyI8hISHcrbNg3/ZMUdSDBw+mTJmioaEhJiamq6trZ2f3/PkHWeMVK1Z044rVKJ8t9va28GTkyJE0Gk1dXZ3q/LsdHBxMo9FmzpzJ8ywXFxcajUYEt3mybOLgIRpy5N8hGnIASLiGJNuwtoX3zPz5KCjA3LkoKMD8+QB0lKTDUotZL3bbn+2H243U0lSUotFoN8K60JqfNw85OZgzBzk5yMnhtxufIf+/QzcjR8LZGdLSaGnBtm28bWxt8eOPePYMNTVwcemIrqirY+xYsALo3LAMVq/GunW4excMBuS4lHU3bsTGjbhxA42NGD0aQ4ciNJSH/xs34OUFVVU8f44rVzByJBYuxKBBeF+h9L+Mjo6OsbExAIqicnNzExISfvnlFw8Pj6CgILKbgdDY2Lhw4cJ79+4BUFZWtrGxycrKevLkyZMnT86ePevr66us3GlhUF1dnb0OdW1tbXx8/LFjx548efLixQuh93JGjY2NdnZ2ZLDW19dXVlZOT0/38PDw9PS8fv36t99++3EXNXDgQG6JOgDsB9euXXv27FlxcfExY8ZYW1vn5eXdv3/f29v75MmT69evB2BqampnZ8ey9/HxERAQYNesZq0q8dki+L4tPMnNzY2JiQGQn58fExMzkk30ydraun///o8fP66treXON7t3756AgMA373PbuUnKq/p2tLZfXO70YQNO+ycaD5AjC7AFBQXd9IcHSkoYPx6CH0YtgW5y5NnosvCIk1PH7A1A2T8ok/e/53/7QPGVLxiy1WDjxo3sB+vq6ubMmQNg/PjxrGdqJpNJZotGRkbsZawLCwsnTpwIQF9fv7GxkRx8+fIlgO+++46judra2mHDhgFwdXVlHSTlp62srIqLi1lt+fn5ycjISEhIZGV1lES/ePEigDNnznBfBdGbY9UWDw4OBrBu3brur/3p06cAhg0bxl4lPDMzU0NDQ0hIKD2dM3xBUZScnJyKigr3cT5b7NVt4cmRI0cAkBu+YcMGjk/Jo8PNmzc5jpMqCxMnTuzG829+Cax/T/i+pihq5syZL168mD179osXL2bOnNl9xz5w/jz17bfU+vVURATFZFIUdf95Nnk9jM+raWxht03Mq2C9dt56ztvhDz9QFEWRiyXvv1D+f4du/gPs379fUFCw7P1sIjo6ehbbrg2OHymK+uWXX4YOHWppaTl+/PiMjAwAy5cvt7GxGThwoJaWlo2NDetBmMMzt1lOTo6kpKTNeziWxUpKSvr06UM+0tfXnzt3bktLS05OjpSUlI2NjZWVlaWlZWBgYG+vt0+fPp6enhYWFk+fPg0ljy+Ap6enj4+PqalpTEwM+zRWWVk5ICBg3rx5KSkpZBjqBklJSWdnZwCvXnXsDEpISLh48aKhoWFgYCBrlxyNRps2bdrx48cbGhrcunkm+zSIPPWvv/5KNEoJAwcOPHz4cFtbW1BQ0D/ULjfct6Urbt++LSgo+OeffwoLC3t5eVGdozfz588HwC5QQyAPYfyK1bzH1tY2NjZ20qRJsbGxtra2/J62fDlu3MCOHQgIwKBBAHSUZchLUkzolF8nrZuMohrWq8vCIwRegcQvjC8wdHMzLLOlrX3JON2sktq0wqqxhip/PkmhgKbWdruRmgUVDUGJhXKSovXNbSsm6fvF5ea+q69paBmgIKncV8JUS36QknRSfmV+eQOAyLQSWUkRAKsmG4SnlbCfGJhQyN4Kqzrd88yyc49Srqy2oQGn/BOXjNWVFhe++zxbR0naUI2zDhFFUbdu3Vq4cKGHh8caoqLXLc+fP/f394+Li6PRaKGhoRs3bvTx8blw4QKAY8eOMRgMViiZ2zO3WU5Ojq6ubghrkYALbW1tlp6+tbV1QEDAkCFD9PX1ycHCwsKxY8eGhYUpKvYuCY9Op2/cuHHu3LleXl5jxowBcOrUKQAnTpwQE+NMp6HT6UeOHLl///7vv/++c+dOAYHu8kDIaF5X17Elilzyjh07REREOCzt7Oy8vb3r6zk1If4uyPcrd2/Hjh178ODBQYP+XcmEzreFJ2/fvo2NjSUrChMmTHjw4MHz58/Nzc1ZBqNGjVJVVX348GFDQ4MEm/7X/fv36XT6rG73lGYU19wMyyT/Et38rKysj1GvLCuDlxfCwqChQeTjB6t8yJTjiNGP0FFQkZWobWqVEhNOzq/i7bCkBOHhKC5GeHhH3YsvlC9zRv+utim7tGMXhmdU1jdmGs7Tjbd8M+R2ZBaAuRZaG2YYjzNUScqr/H6cnoOV9jgjFefpxuxi1oR5o7Scpxs7Tzcmu+/YT+RohUVoSrGlrmJqQRUAGwPl8LQSAOmF1Qa8ksDi4uLU1dXXr19/48YNfq5LQUGhuLj44cOHLS0to0ePvnbtWleWvfXcPU1NTc3NzZqanTbuqqiozJkzx8fH5yMckvhAZmYmgJqampiYGB0dHbIfjRsNDQ1bW9t3795xl+jiIDExEcCQIUPIj0FBQXQ6fQ5HoioAQFpa2s/Pr8enhI+GBLhXrVrl7u7Ovpjcr18/FxeXcePG/UPt8oTjtvDk9u3bAOzt7QHMnj0bgGdnzV46nW5vb9/U1MSqnQCgpKQkOjp6zJgxCgrdbSL71lpnsKrM9+P1BqvKzB81EO/VK1nweyU7d0JPDzdu4OBBGBgASC2sJq+ItJJWBrPTFUVmAXANSsf78gY8mDULaWmYMQNpaV+w/gG+yBk9AAdL7ZvhGaRY2rvaZqKGIShAlxQVYrQzvWOyn6UUpxVUHV/MWTLQPTxTRly4sr7FfJAigDvR2SFJRUKC9JWTDQCwn3j/eQ57K4SmVkZLW/ukIWq+sTn6qn2NB8g+fpU/Ukehn5QYjVea8/Xr1xctWmRiYlJVVZWZmamt3YOCiqam5p07d86fP79t2zZVVdVff/2VhF8/2nN6ejpreB0zZswvv/zC/mlmZib5NDExceHChcbGxjmdMxNUVVWLijhrEvGDlJSUlJRUdnY2gLdv3zKZTL1uq7jp6uqS3g7lWV0SqK6uDgkJ2bdvn46ODqnmSFFUZmamqqoq/5pZly5d4n6+KeE10fPz8+O5kLhjxw4idefo6Hj//v179+4tWLBgw4YNkydPnjBp4GcwAAAgAElEQVRhwvjx41kRpN7SY4s84b4tXUHiNmRiPnPmzGXLlnl5eR09epT993b+/PknTpzw8vJiBWp8fX0piuoxbhOZVrJhhjGNRssrr/eIyLLWV/pI9UqW7lhTE3x9YW+fUVRNDggJCqz7iLK0w4djyBDw+tv8wvgyB3oRIYFJQ9R8YnP1lKX7SYm+La3VUpRitDMbWhiCAvQ55pqmmvIhyUUp+VVm2p2EsRystNlDN3YjNdk3iLOfyNEKMYhML61ravOPz43PLm9nUgJ0mpykqG9sLs/CzQwGw8vLKykpydXVtb29/caNG3tIhfuuSU5OlpOTu3LlCkVRoaGhc+fOzczM5I4P8O+Zz9BNQ0ODiYlJGVdaQmFh4cBeVl5k0a9fPzKGksw/VdXuJA3U1dUBVFZ+2Jd07do17geaoUOH+vn5SUtLkz4zGIxeDayvX7/u8aGBkJWVlZWVxX2ctc4hKCh4586doKAgd3f3wMBAV1dXsoXb2tp6z549HzGj77FFQo+3hScZGRkvX76cOnVq3759ASgoKFhZWYWFhb148WLEiBEsMzMzMw0NDT8/v6amJhJku3//Po1GI08A3TBKr//1Zxl6qjJ+sblEvIilXtk72tsRFIQbNxAWhg0bAJhpK7zOqbDU65+YV+EXl7tw9IfdrWU1TTEZZaU1TTEZZV1m3Tx4gGPHoKOD+fO/4IKx+FJDNwCGaskzmRSAeRYD77/IOeGbcPjeK3YhUwVpseyyHkQ2PCPfnvRLOOmXwP6Lwn4iqxVCVHrprnnDVk42mGyi9jK7HMA4Q+XI9NKBvOpCPH782NLS8unTpwEBAQ8fPrxx4wbVVWL+ewoKCjZt2sRgMGg0mp6eHs+nhI/z3D0SEhImJiZk7Ze9M3fu3JlBNv32nvLycpJeSQag/PwuHq4BAIWFhQBkZT8scqirq9uxMWXKlH79+sXHx585c4YYEL3S0tJeiNSfPHmSO12BPVLBoqscGPbBi06nT5gw4dKlS9nZ2ZmZmefOnTM0NAwNDZ04caK3tzf/veK/RX5uC0/Y4zYEntEbGo02f/78hoaGR48eAaivrw8MDLSysmJPk+WJxSBFaQnh+89zds8bRtTtx48fH8gGv3dBUxNBQdi9GzNmYPVqAJeepkqLC2/6K6qdSXGomU4wVq1vbhtnpFLf3DbBuItpxPbtcHPD4sW4dg1saalfHl/WjP7UKYwc+e3okQBQX7/Z/3cwmWhocHZwwDff4NAhBOXr/P476uvx00/6J07o/7IFf7YNFhAYPHkyzDRmH3TGrVvIzjacONEwIwOPH9sWJ2PGMmzYgHvM8Q0NcHCA5jf6MkL6vx4mnuHgsPmbb+Dqil23oaKys74eVifRv3/HN0pEhOb06X+SJ+6VK7FjB1RVcf8+Kirw/fdubm4LFiwgHdfR0ZGSknrx4gWA0NBQlqbmkiVL2H/8448/hg4damNj09bWBuDy5cs8Fyd5emafmrFIS0tj1+8MDw/v6taqqalFRkbOmzcvOTnZysqKxJ3/+OOP3q7EEurq6mpqakaNGgVAS0uLTqeTLL2uICJ07AGosWPHsmSOCLW1tRYWFgcPHly9erWKigqdTldXV8/Ly2tpaeFejAWwYcOGt2/furq6yvApfcE3FEW1tLTQ6XQSNaLRaAMHDhw4cOCyZctu3brl5OS0detWnisHn06Pt4XnWWSgX7x48eLFi9mPe3l5HTlyhH0+4eDgcPjw4Tt37syaNevRo0ctLS385Ns8fJkvLChQ09jqF5cnIiRga6pW/l5+sndcugR3d2zahJoaVFdDRkZCRMhCVzEms4y7DFZyZ10K3hIIlZW4exchIVBQwO+/f0yXPhc+OUHzv8TJk1RUVMf7Xbs63jOZ1Pz5VFUVdfAg5ehIBQdTdXXU6tXUsWPU06cURVHt7dS1axRFUcePU8HB1O+/Uw4OVHo6tXMn9eoVDz/cR65epR4+pCiKSk+nNm/+0J/ly6lduyg3N4qiqPBw6sgRiqKo77+nqqv/ldvxP4ZnHj3hzp07ANasWUN+tLCwABDcxR703NxcUVFRBQWF9vZ2quuEcYqi9u/fD8Df35/8+P333wNwI/e/MxUVFeSbgPxI8ui7mdH3Ko++ra1NQEBgypQpPD8lywxNTU0cx/+hPHqK67ZwQL5ENTQ0lneGBNOeP++Ugc5kMgcNGiQlJdXc3Ozk5AQgPz+/+45RFBWYUMD+oigqqjM9euhEQwN16xbl4EBR1Da3mBeZZTtuxrzILHuRWcZuVd3QUt3QcuTeK/KGt6sff6QeP6b412D4bPliQzd48wYkOYxGw/DhyMwEgC1b8PvvHWmzr15h9GiUlWHVKri7g8HAhAkIC8OrV3BxwYMHSE+HkREPPzw9EwYNAisE0dyMvDysXdtRpnzUKERHo6kJTCa6jpa6urpqaWlR7yMtxsbG58+fDw8PV1FRsXoPg8GIjo5WVla2srIaPny4hYVFaWlpWlqao6NjSEiIqqqqpaWlmZnZ8ePHAZDjxJuhoSFrudXNzc3Kyoo05OfnRxIcAbS1tS1cuNDS0tLU1JSkSDs5OVlZWUlKSpLWP/X/BWAymceOHQNb8jUpD7Bhw4amJs5YKpPJ3LRpU3Nz87p16+j0Hn5dyeMFK5S/bNkyAL/++iu3Wy8vLyaTOXbs2E+9GF4ICgpqampGRka+e/eO46P29va8vDx1dXVRrjrX/xwct4UDMp1fu3bt+c4QmXie0Zva2tqAgAA/Pz8LC4vuF1cIIwcpailIjjNSGabVjwjcJyUlJSUlbd26lbzh90pCQhASgufP0b8/li8HMN5YpaaxdayhSk1ja01jp1qA0uLC0uLCIoJ08oa3wz//xMSJEBAAk4muH2e/AL7cgX7QIBBdEYrCixdkewWEhLBjB37+GQAMDDoe2c6dAxkIDA2RmAghIRgbIz4eEhKg03n44emZkJ4OtffC8X5+qK/Hvn1ITkZxMWg0DBmCY8fQhWAIi5aWFjLJysvLY/1xLliwIPw9goKCAOzt7cPDw2NjY6dOncqSaAbg6OgYERERHR397NkzEgsiZGRkaGpqkugqgQTZOVr39fVVUlKKiIiIiIjYuXMngOvXr4eHhxsYGJDW+bj13VFfX29vbx8VFTVhwoTRo0eTg/b29jNnznz58qW5uXlycjLLuKioaOrUqZ6ensbGxkQ2gB9Yw6u5ubmjo+ObN2+srKxIhg8AiqIePXq0ZcsWMTExcoH/BCtXrqytrZ0xY0Ym2zygqalp3bp15eXl3Wed/0Nwf+sQyC/PvHnzOI6TI56enhSvnVNbt26tqqric5/UcZ/Xt6Pe7nF/cfZhEklkWLp06dKlSwcPHkze8HsNGzZg507Ex6OgAAUFAJLzKscbqTDameONVDiCMwm5FQm5FeV1zS+zy8mCGQ8oCrGx2LQJRkbgqhn3JfFlxegBHDgABQVoa2PLFmzYgD//RF0dnJzAEugwMYGCAioqsGYN1qzBzZtobQVZTaLTISiI0aNBo0FMDCRzkdsPT88nT8LDA42N+O23joY8PXHnDvr1g5UVbt3Chg1wcsLIkcjL6/4Kpk2b5ufnp6+v7+/vz658whOKompra4mYDDsCAgLLly/38/NjBevv37/v5OR05coVMqME4OzsfOzYMY7VVDk5ubi4uLS0ND09vYiICIqiulry5RMfHx+SlElRVF5eXkJCQmtrq66u7vXr11meaTTazZs3Fy5ceP/+fUNDQxUVFX19fbKGCWD06NHu7u7i4pw1Bbkh0Xb27JTz588XFhYGBwdraWnp6Ojo6OhkZWWlp6cLCQmdP3++x3zWrugq2VFSUvLq1asA1qxZExER4e3tPXjwYG1tbU1NzYaGhoSEhOrqahMTk0OHDv3tLXYD921hkZycnJKSYmVlxT0xHzRokLGxcUJCQlxcHJEUJhgYGBgYGJDvY3atnm7g1qMnSzJVVVXkTffJtR+Ij0dGBu7exevX0NYG0E5RANILqydzVeaJyShT7iturqNAykuZ8twcq68PW1s4OqKtDZ1zi78wvqyBfv16sM/7OKr9vt81+uF/lFtv7+bNjjcXLnS86dOH0w/3kcWL0XkVCwBYs2zWrEdTE3wkgZibm5OSKc+ePZsxYwbZ0Ojh4REbGwugX79+5Gnay8vr1atXFRUVYmJihw8ffsMlcNa/f3/2nJOAgIC7d++Wlpb6+PgQ3RJpaenFixefOXOG/c/M2tp67dq1zs7OxcXFW7duZX1PfDQZGRmsdB1hYWEtLS17e/vNmzdzpFFLSEjcvXvX39//ypUr5HFEXV19xowZixYtsrOz4/PLhoS/L1y4sGnTJg0NDeL20aNHV65c8fPzS05ODg4OHjhw4MKFC3ft2kVy8z+OrpId5d7r1gkJCXl5ebm7u7u6ur58+TIrK6t///7GxsYLFy787rvveC4Of2KL3cB9W1iQuA2ZpHNjb2+fkJDg6enJPtADcHBw2LVrl5mZ2YABPKqdcMOtR3/37l0hISEzMzM/Pz/wP9AD0NTE0KF49AgpKQAq61oScisq6lsScisAsCdD1ze3sfard8nhw/D2xrFjKC9HXR0kJfntxucGjfq0xLv/GkFBQU5OTrm5uYKCgomJib/99htFUWJiYmfOnPn999+HDx8+cuTIpKQkPz8/BoNRVFT0xx9/ALCwsNizZ8+oUaM2btzIZDLr6+tXrFgRExNTWlp68uTJnJwcNze3hoaGtLS0wsJCY2PjI0eOyMrKcvjfvn07h8FH9J+kTDx79mzv3r0uLi6zZs0qLy83NDS8d+/eMbZKUtHR0e7u7qdOnaIoaunSpUuWLJGXl9+3b9/SpUsDAgLIhNHf3//58+cLFizYt2/f8ePHjYyMhg4d2tjYKCIi8uTJEzc3NwaD4ejoOGbMmKVLl9bU1JDYSFxcnIaGhpycXGlp6fTp0318fEjy3MiRI0mhrq98pbf8dCncXEchJqPMXEcBgNOYQQ4ODgICAoMHDx4zZoyZmRm/KxZr1qCoCGPHYtIkCAtDQ+Px605POewFJlf+GWbOVlBl8diuv9fr6nDvHvz8wBYC/cL4smb0wK1bt7777rsnT57Y2toGBQXNmjVr+vTpfn5+jRxC8ACA4uJiBoORn59Pot5HjhxZuXLl0KFD29vb7ezsRowY8e7du5iYGLKWdfDgwVevXgUGBm7atImczuGf2+CjsbW13bJlC9EJ6B4ajTZ8+PCcnBx5+U5Ppu3t7RcuXGBVVfT19d2xYwdZ8xw6dGh1dcd+QkFBwV27dq1Zs2b16tXkSGJi4pMnT1xcXBQUFERERBj8VU9uamXMOvyI+7iIoICyrLiOsoyTtY6C9Acdm1YGc8bBhwAOOZrzfqZmw+FEYFVDy/rpxramvAvn+sflnn6QJC8pemP9eNbBdVci0gqru/c8xkB5+5wut5UC+OZQQHNb+865Q7mz9wh3Y7LPP05R6ivu+tOHdd3LT9NuR2bpqcj89r0lOcL/9fbqzvRIcFLRobsvAfQRFXLfMEFIoNOaXEVd88JTTylg48wh3dTg3XYjJv5t+fCB/fZ/yyNDlx+WTRwMgCjRV9S1AHB3d6coKjQ0dO/evenp6bm5uXw5UlSEoiKqq3H7NgDs3NlNt1VkJXouLMxaQbGwgIUFX334PPmiFmObmprKy8uXLVt28+ZNAEuXLs3MzNy6dWtaWhqZMhw6dGjFihW//vorsR8/fnxQUBBrS3dOTg55yBUQENDR0SktLXVxcTl+/HhrayvP5rj9/11MmjTpzp077Kp+t27dYmXdcPxVKCsrxxGVfADv02nMzc1Hjx7Nkia/d+/edFIFF5g8eTL7JqApU6aw726dP39+ZmamtbW1iYmJvb29mlrvipLTaDT6+xcNaGG0Z5fVPX6Vv/SPZ10uiP2T0AA6W5e4Xv9+j/5VniZ2THjrm9tiszgXY+UkRU005QE8S+5Sx6K2qfVVdgUAG167u/nEeICc0QA5AL6xuXdjsgGsXbt29erVMTExR44cYa2T98zOnZ1e3aIqJ6Es++HF28jGBt99h1u3cO8eUUn7UvmiZvS+vr7V1dWnTp2KiIhoaGi4efPm999/LyUltX//fhJ22LRpk5WVFQndAJg0adLFixcZDIalpSUADQ2N+Ph4MqPPzMwkT5Tr1q07cuQIR2STwOGfOOGL8HDMmQN9fTQ0gMHAjRvQ18fLl9i+fXFjI5hMZGW11NZCRGSulxfmzIGVVWFyMuTlER2N4cORkjLgxx9H3r0LGRmYmHzDYHxDp6OmhojuFvj6Yvt2CAjAxwe1tXo7d7q5uaG5GXp6yMlBYODB8+eRmgqiDbB4MZYuDQgI6OgYRYnt338pPh6iolBSwpw5WL4c6enIzY0WEoKNDUaMQLdCYMe+G8kS6aSA+qa21MKqP5+k5pfXH7n36uLKMSS77l9jobWO05h/VSryv0N1Q2tcVjmAPqJC9c1twUlFFlzFvscbqbzMLo9/W17T2MozBzE6vZRJUUIC9FF6H6nSA+D+i5zA1wWq8n3amdRvP1gCGDlyZGxsbEFBwbNnzwQEBIyMei9T0xOsWE1ZTVNQUqGDJa+F97w8REUhIAB1dWArtPLl8UUN9N7e3nfu3JGVldXT07t//765ufny5culpKQoihoyZAjZUcKOsLBwa2srSzN2y5YtJEZfW1u7fv36qKgoAJaWlu7u7jyb4/Dfu76OGwfi9tIlHDqEQ4ewYAHu3YOeHphMbNuG7dtx/DjGjUNEBOztERQEbW08eoThwxEZCZIAbmLSUYkwMxNTpyI+HrW1vP2wIyeHtWs7Hn45iIxEUBDi4kCj4f597N7dsV69bx/k5bFiRa8ukQZIigmN0FZQkZVY+sezyvoWIkvSuxv1lY8lNKWISVGSYkILrXXOP0qJTi9tamWICXf6k7fU63/6QWIrgxmWWjyd19JlWGoJgBE6CuzF03vLjdCMOSM1pw8b4PYsgzxEOTg4DB06NCoqytvb++7du90ILn00jS2M8LSSkKSiwsqG5ZMG8zai0zFqFISF4euL+/fxz2xX/i/wRQ30rBF5xfsh6RbZrAQAYFXXNDQ0ZFW3+I2VDQkAIDskCWPeV2Rl6YSYmJiwV24zNjZm989t0DMUhfJyaGnhr7/w448dskp0OvbuhZYWjhzBuHEdGT6PH+PQIZw4gR07EBHBmYyvrQ1rawQHIzmZtx92pkxBSQnu3wd37TcFBRQV4fFjjB2L6dPRhW5wb1GRlVCT75P7ri67rO7rQP+vEZRYCMB6sJKNvvKFRyktjPao9NJxnZPNxUUELXT7P0suCk4q4h7oG1oY8W/f4dPiNgD+WjsuKLFwx83n9c1t44tVdJSk7e3tjY2Nx4wZ4+np+Q/tHVv429PZ5prb7UzdnmWM0u3it27rVhQUYMQILFqEj1DT/Hz4omL0nxNBQbCxwfDhOHwY336L7Gyw53QLC0NJCcXFGDgQlZVoaEBMDKZPR3MzamoQHc2jLLiqKoqKuvTDwZkz2LED3AWjdXTg4QF3d5iYYN68jqrofwcUKABiwt2VDfnK30hxVWNqYTWAsUYqffuIGKjJAgjmFYsn+4yS8irLa5s5Pop+U8pgUmLCguzpKx+BqJDA1KHqp763dJ5hfCf6LQAvL6/du3ePGTPmn9shfGCheU1D66G7LzNKaqobeC+zQUwMOjqoqoKbG86f/4d68l/g85vRNzc3r1q1imSFrlixwtzc3MfHZ9OmTenp6TQazdXV1cPDQ0lJqba29uTJk48ePbp3716/fv1oNNq5c+eOHj3a1NS0f//+2NhYUlnt7t27JH3w7Nmz7u7u7OeSdchXr16dOXOGyWQqKyvv379/27Ztycn/x955xjWRdXH4H3oH6QJKEUVEsKKoqCjYkbVgL2tva++ytl17L+vau6iIKBYUKyIiiqIiXVFEpffek/t+mJDMhJCEYsF3n18+ZGbOLZPJnLlz7rnnRGZmZlpaWh46dEh0tmVR8Ew30dEYPhzjxuHdO/7R8nJkZqJxY7BY6N4d7u4wNYWMDJyccOkSFBWhqQmBFe0JCejQAdnZwuspL2cIN26MRYv4Cwt4vH0LbW2cOgVC4OODsWMhLv+cJCRkFlJhn8VkdPuP+sMvIhGAtppC6yaNANhb6kd8zXr1MZ3KuESX7NBMR01RLq+47HFUEj25AoDA6BQAXSz0qMQ7teaU3zv/yKTJvS0crAyq5ln7RlgaalgaapSzOcHv0/69E/HncGGZDKhF8v8HNDxFv3fv3pkzZ3bu3JmKkgrAy8vLxcXl+fPnVGysJUuWODk5Xbp0KSgoCMDKlSvt7e1v3LhBJbL58uULlXCHYtmyZfTERvSy1CqSBw8ejB49uk+fPpcuXeJwOFu2bHn+/HloaOisGhqsq0VTE9nZmDgRvXph0CBYWYHNhpsbRo7k5qfv3Rtr1sDNDQAGDMC4cai67jw2FgEB2LsXHToIr0dA0QOYMgUXLiApCfQF6G/f4uZNeHhAWho2NuBwBEvVBEJIXnF5dEL20fvRhBDnDsZUBpj/+NaQSrtNLysDaq1Zt5b6h+9FsTnkSXTKoPZN6cIyUiwHq8Y3Qj77RyQJZNEJ+ZhGVVLH/mQWlJya67Dz+ts6moBqgay0lL2lvr1lTQyG69eDEPz1FwoLoauLwkJ4eODgQQQE4PBh+PpCUxO6umjUCK6u3Bdoar+ODtTUsHs3AISE4PBhKCnBwgIJCXj9GhUVaNOGe/S70/AUfWRk5IoVK96/f797925CiKOjY0lJycSJE48fP04p+r1793p6egYHBz958sSzcsrR0tLywoUL0tLSq1evXr9+PS9wyu7duz08PBQVFffs2SNQlhKYNWvW0aNHHz582LRp0zoGA2Dw4AHs7UEIUlOxaxcMDHDpEhYvRkEBSkvh5IQNG7iSvXrh61dQPvV2dsjNBS8U15s3sLdHRQWkpXH2LFRUoKJSbT0CsFg4fBgCsRPGjUN8PHr2RFkZZGVx4kRNT2vJ6WdC94/s2mxy79qvRK017gGx7gGx1R3dNLaTQBBzoWz0el2vnfrmfEjOTcgsBNCrNdcir6uuaGGg8S4p51F4ooCiB9DbxuhGyOf3yblJWYU8T8SXH9LLKjiqirLtzer6HiYnLSXFYinQXgsuPf2YX1w2zcnya0ZBcGzawPZNjz6IZgHFZRXOHY1Tc4ofhiVqqykUlVZM6mVx4mGM2/B2H1Pyjt2P3jWpy7UX8UZaylkFpY8jk7TVFADM6NPK9/WXdqbaVOIHr2dxvO8Un1LzvF/Ey8tKK8vLTOplcdIv5kt6QXZhqYmu6ow+rYTMM1NGyzt3uDeIry+srEC5Na9Zg44d4eoKAf8Laj+PBw8waRLs7XHlCv74A3fuoKBAyBDte9HwFL25uXlwcLCdnd3evXtHjBhx7dq17OzsEydO3Lt3j81mA1i4cKGTk5O7u3twcDCvVFBQkLm5+adPn5SVlSdOnHj48GHKG3Lx4sX0ET29LLVeydPTc+bMmcrKykuXLo2Li6t1QiUG9vaoGo+7bVvcFbLmCE2bgrd6WVaWb1g3NxdiZK+uHgUFUFkAnZzg5MTd2bw5BMI6Sktj7VqsXStYXOLgXyzmw5AAlJHt2otP0lKsiQ4tpL5v2jYpFku6em95CfsiLcWqrttsDuH8fGvLqeF8E20VM5qys7fUf5eUE/4lKz2vWEeNkYS9paFG40ZKydlF/pHJY7tz53ioXNv2lo1lpOs6k0dPDg6AaiKroPRDci5lFPIM+ujcwdhcX43NIRu8XnVv2XiYnWnHZjovYtPefs60NNL4kJz7+lOGtppCQUn5+6Sc/u2aBEQlu3Yxk3BNWejnTPuW+p2a6wZGp5RVcKb0bvk+OTfyS9bQzqbCC1hYICYGr1+jfXvk5EBKCsOG4fJlqKhg82aoq6NbN5SWMopQUbaMjLg3y5w5OHIE16+jmuSX35mGp+gXLVo0b968o0ePslgsc3NzHx+fK1euUM7sVORuCmNj45CQEFVV1a1bt1KZiykbPYABAwZQLucAduzYQX2np0ulylKKvkOHDtOmTVNXV5eRkaFigYnC3R379iE4GFJSCAzEnTvYuBE3b2L7dkhJQUsL+/fDyAghIXBxQYsWKCkBm43Ll5GQgNGjua+BKirw8RFS6to1xMTwDeteXvjwAStXIjcXAwdi/35uFLbyckydio8fUViI5csxdiwmT8anT3jzBm3bgsWCj8+3czCg+9EDIEBuYdmL2NRD96IuBn4oLK34o7/VN2paKGO7m9fdj36JSxvhaSsqV8bWsf76hUMINenaq7UB/enU3bLxiYcxAB5HJrt2YdjiWUBva8PzAbGPIhPHdDenVrq9iK0fuw2AKY4tAVgaMRK8jLY3dw+IHWtvDiA1t9hcXw2AtBRLR1WhsLT8UWRiYExK1NfsHRPtUnOKwj5nZeWXOtkYhX7K5BBCvRxcDf70JCoZwHxx2WIHtGvq+/rLSb8YdSU5WWkJHu8uLvD0hKwsWCxcu4bUVFy7hogIjBkDNzfuyF0gMh1vP8XFi5g3DwoKGD8ekoV++6Y0PEWvpqZWNSsmgD///JO+2b17dyoKLj0IKi8s7fnz56kv9KO89Dq8sgDatGkj4ENpZ2dnJ2JtRXo63N3BS8QcHY3t23HrFtTU8OIFxo3jer67uHBn+fftw7lz6NULrq6oDApfbamqlJdj7FisXQtelnAfH2hq4uxZlJfD3h6jRoGKbmhvj4cPIfNdrzgL0FCW69u2CYvF2nnjrU/I51Hdmmmrfr9Q7P+HhH7KzC4oBXDW//1Zf8FQdwAeRSQKKHoAvVsbng+I/ZJeEJ+Wb6qrGvIhvaScrakib21cD3OnQsfd8jLSzh2aXg3+1FRbRU9dMTY5t3lj9QoOySwobWnYaEgn047NdILepYR9zhzQdBYAACAASURBVOxqoe/x9KOhprKNseZW71BTXW7oMSqHsyQd8AtP7Ne2iZK8jHtA7IeUvOaNq00IwUVLC69eYckSXLqEu3fh5QUlJcyejbg4hjZftQrq6lxf5w0boKMDAIcOQVYW7dtj0iRoaKBpU0icnv7b0fAU/c/OvHn491/+M/zcOaxcyQ1l3KkTjIxAi7cOQpCVBTPBu05MKXrxGTMwfDj69ePvpP6jkZGwssL9+z9JhvtuLfV33njLISQ+Lb/Gip4FAJzqZ4bZHAKgPmdQGjKUv42MtJRGlZWupRXs/OLyDyl5XzMKmmgz3uqMtJQpI75/RJJpb4vAmBQAPVsZfFNTm42xln9kMoCRXZtRL0ZFpRWuXcySs7mRqfTUlZ6+S+lu2ZjDIW1MtORlpUvL2VTMHABez+L8I5MAUKte3QNi1ZRkKSXO+04tDrAw0NjjE6aqIMtisZrqiHudpVxxqIgIlQM+ADh0iCEm4LQm4J1hawv6QstaZEKvV34VRb9xI1JTQa1s6tQJmzfDyQl+fpg4EfHxkJGBuzvOnYOREfLz8ddfuHULTk5o3hwzZ2L9egQG4tIlUBk1t27Frl2IiUFiImxssH07NDURHo69e0EIVFSwbx/c3AQFeCgrY84cbN/OnT79+pWhx5s1w5cv0NXFjRuIiUF2NsrKEBaG4GB4eXF9GceOFV6qKkePwsxM0FLfvTsWLcLy5UhMxIIFmDy5fn7husFTF3IyNTb4qivJZReUJmYJCUtH8SWjAIC68o8fN/1wSivYlE+kq51Z1dnvtNziCfv9ADyKTJpYxaLV29rwXVKOf2TSuB7Nn79PBeDQWozdhs1mL1q0KDs7W1lZWVdX96+//mKxWPHx8RYWFiEhIdbW1ocPHzYyMqLiLNG/65V/PXfcOy4ubt68eZaWZklJSa8vbXd3d4+Pj7doph8SEmLdzHrv3r1PnjyhnOVivHeuH+UBoGn+62UzVhsaGhYWFu7bt+/69etGRkaNG9m4djFzrQxKtnXr1nGurrxkAx4eHvv37w8KCnJ1dfX09Lx27dqdO3eOHj26YfncL8873r9/X1dXt6Cg4NSpU+fOnfP19dXR0VFUVNTS0pKVlf3zzz+vXbumoqJia2s7f/58KSkpRUXFAwcOHD16lCfJW1DJa2jmzJnbt29XV1dftmzZwoULq0vV+z35hRZMJSWhogIfP/JflC5exPjxePiQu7loEU6cwNSp8PMDgMJCzJ6Nv/7iWsaXLMHx4zh+HNra2LIF69Zh5EgcP85V4g8fYvhwnDyJXr1QXCxEgM6ECfDz4+YUbNIE9JhNcXHc5lxc4O+P0FAMGAAqxJirKzdT2owZ1ZYSoE8f+Pri0iV+/kIAoaHo2RO3bsHPDydOoEqc+h8CpX0AmNXcw9LSUANAyMf0sgohg/rC0org2DQAlMP4/znB79OKyyoAONkIUS666opUxHb/iKSqM8g9rRpLsVgpOUUegR+KSiv0NZQsDMWkTaecGs6dO3f48GEbG5vs7GwAJ0+eXL9+vdh0KACmTZtGiXl4ePz+++9Vywq1086fP//UqVN9+/aVMHDCrVu32rVrFxcXZ2NjExMT8+zZM2lpaUJIRUWFsrLyypUrT548aWdnR3ldr1mz5vjx45Tufv/+fVxcHFXJgQMHli1bdurUqdGjR1NR2OiSAg0NHTr05s2bhJD09PSfQcvjl1L0vXrB3x9Xr3J9mIqLkZGBGTNQaY7H/v2YOROLF3MFNm1CYSF486t792LWLMyaBTZbSOXTpiEqCitWIC4OYrNGSElh40asWwcAEyZgyxbuoDs4GMnJDJXNYsHWFlWj94kuxcPMDHJy2LYNCxbwd4aFca3/jRpBUVGIB/13hAC5RWX33iYcvBsJoG8bo1oENXPuaMICPqfn77geKpAXNCOvZPOV12m5xTJSrMEdTeqr2w0Xyt/GwkBDwDLDgwqBkJhVGJss6LLVSFm+QzNtABcDPwBwsDIQa7V5+fKlo6MjgLlz53p5eYWFhbHZbD8/v+XLlz9+/Li6sK882rdvHxUVVVFR8eTJk969e1ctO2XKFD8/P4Hwlv/++++0adP27t0raqqskpycHGlpaWos37Nnz2fPnpWWllpaWgYGBlJZU3bs2DF16lQvLy8qucrmzZt5AW5Xr169adMmym3s48ePVlZWAHr06EG53tElBRpydHR89OhRRERE+5/D5Qa/jukGQN++OHYMhHBnS27eRG4u9u9HYCCoYPTz56N/f/j4gHLOWbMGxcXYtIlrklu4kO93WJULFzBjBtTUsHEjQkK4ycFF0LMnqIB8lpZYvhwDB4LDgZYWTpyAQIZrAwPcvs2fSqWortShQ/DxAYDRo7nhJ6m2TpzAzZugkgKOGoV589C9OzfAmdV39XJZeua5UPdKAKa6qtP7CMaWWuUeXJ1t/fTcXnoaigDM9dWm97E8ej86ICo5ODatYzMdfQ0lDiFJWYVvPmWUVXBYwIJB1kZaQkLRng+IpVz6quPCQsdGKjXO91RrJDnfmkryyC8uf/khDUCf6uOwd7fU/9c3opzN8Y9IalFlTtLR2ujlh3TKYVSs3QaAjY3N/fv3x4wZc+DAgQ0bNuTk5Ny9e7ekpGTJkiUsFotKlCYaZ2fn3bt3W1tbS0tL3759W6Asi8XatWvXnDlz6EX++OMPZ2fn9+/f79q1ixe0qjquXbuWmpp65cqV0NDQhQsX7tq1q3v37n369FmwYMGiRYsSExOXLVtmb2+/bds2Km+lm5sbpfHXr1/fqFEjR0dHb2/viRMnmpiYhIeH29jY+Pr6UskteJJVG1q5cqWamtrZs2clT3T8rfmFFL2cHEpL+Xrt2jVcvQoNDTRvjps3+WImJrhwAZqaUFREly64exeUu/2uXdzJk2XLUDXJXKdOmD4dGhogBCL+W+PH87/z8m4PHgxmXlZ07Mifu+/Zkxu4xt6eIVO11JAhqC6p9Nmz/O8KCqCFZuPzXZLckyoZy1QUZJtoq3Qy1x3Z1ayqRzb9SSCC4XZmBprKJx7GfM0oeBqTQj/UorH69D6W9Bxytaj/uyF5f2rR84Do5AoOkZFiiViAqqIga9dC70l0sn9k0jSnlgJzrV0s9BRkpUvK2cY6qjznFhH88ccfCxcu9PX1ZbPZlPPx6dOnL1++bGpqGh8fv2jRon79+u3fv//atWsAOnbsyPs+vvJOGTt2rLGxMZVQQaAsFVVQR0dn0qRJ9GQ+VCVfv351c3OLjo7m1Xn8+HGezKpVq9TV1QcNGnTnzh0vLy9lZeV58+Z9/fo1Ly/P0dGxZcuW79+/79q1K5WVE4CJiUlUVBSADRs26OjoAKAy+YwZM4ayIy1YsGDWrFny8vJlZWUnTpw4c+YMT/LAgQMKCgr0hmJjY4cNG7Zu3bqfxG6DXy+V4K9GeTnCw/HuHbKzkZ0NeXk0agRNTbRpA1PTn8Sj5rtBgMTMwqSswsSsQikplqGmspGWsp6GUp1+hbIyhIYiPh7Z2cjKgowM9xe2toa5eYP5hYuLERmJ1FSkpCAtDaqq0NeHnh7MzPDT6Jr657+7Q3LIT0ubNoQa11CfyEhJCzo6MgpevChpQTc3RsEtWyQqxWaTpk0ZBQESECBpo0IpLSUeHsTJiSgoCNbM+2hrk3HjyJMnhMMRX2F5OaPsjh216dWSJfwa9PSqFXv5ktGWt7cQmXPnGDLt2pHy8hr359kzRiU1qiEvj/z7L7G3F/ULN2pEhg4lt26RigrxFUpLV1tP7T6S/P0yM8nx4+S334iSUrX12NgQNzfy4kUNfpwffnVEU493xw+5aj+Cn1jRL1rE+AWPHpWoVGEhkZNjFJw0SdIWHRwYBZ8/l6jU48dCrvfs2ZI2WpVbt0iTJjX4b9nZiX8K/uSKvnZdqp0qKS4mbm5EVbUGv7CJCbl2TUy131llFBeT7duJunoNKhw4kISHS/QT/cCrI5b6vTv+bxT9T+x1wwvdRfH0qUSlAgIgMNd/5w4kMU+Vl+PFC/6mqqrgBGl18Lx66Hh61sbdhRAsW4ZBgxjukmJ5/hzt2gnvRgNi7VpUurJ9Q169QocO2LwZ+fk1KBUfjyFDMGIECgu/Wc9qwuPHsLDA8uXCgx1Vx+3baNMG8+bV5p/5fa6OaP6f74468xNPxvboASkpfqRcCRX9vXuCe1JSEBYmGGquKmFhXOcciu7dJYoWUFqKyvkcBpmZuH8fAweKr4HOmjXYuZOxR14e/fqhZUuYmaFpU258+YgIBAQgJIQvVlaG33+HioqQpFENheJizJqFu3e/oWnV1xfDhqFEML0GNDVhbw8DAzRuDA4HmZkID0dIiKBa9/JCcjJu3YK6sAX0ysrCHXN5lJUxNKxyNemqeVSX6uDCBUyeLDiaAdCkCTp1QuPG0NNDXh6Sk/HhA4KDGaMcDgcHDuDdO3h5cdddS8h3uDpi+RZ3x3e7aj+cH/1KIZJOnRivRSkp4otYWQl5n9q6VXzB/ftr867q7V3tS9y4cRLVwOP5c0ZxKSmyZAnJyqpWPjyc9O/PKKKhQdLThQv//KYb6nPuXA36UyPjgJ8fkZUVbG7kSPLwofCCxcXkwgXSrp1gEUdHwmbXoJM8tmzhVyItXZsaCCH79gn2R0aGzJ1LXr4UboxOTSVHjhAzM8FSNjai/lrf/+qI5ZveHSKol6v2E/BzK/oVKxiX6soVMfIJCcL/oL16iW9r9GhGkZAQiXro6sovYmhIhg/nbyork8JCiSqh6NqV8T8We7KEEA6HrF7N6PbcucIlG4qi19auwd0ouSr59IloajKEW7aUaMK8ooLs2kWkpBhld+6UtId06q4yHj8W7EmvXiQ6WnzB4mKyaZPgc27YsGonKr/z1ZGEb3p3iOA/Rf89uHuXcZ0WLxYjf+oU407mfZeVJXl5YsrSPWfU1SVytMjJIfLy/FLLlhFPT0aHPTwkPdP4eEbBpUslLcjhkMGDGcOWsjIhYj+zoheYPJ8wQdL+SK5KhgxhSNrZkcxMSVshhFy5QlgsfnEFBZKaWoPiFHVUGWlpxMCAcRbjxgm/1tVx546gc87Bg8Ilv/PVEcu3vjtE8Kso+p94MhZAt24Mm5dYMz3dQL9gARo35n4vLwctVL0QkpIYUcN69uSm8RPNlSuM5APjxmHgQCjSlixeuCC+Egoq3A0PekgD0bBY2LKFv5mT830WRtUnjRtj5kz+5rlzuH+/Puv39+dGIqRo2xYPHgiJUCSCYcO4AS0oSkpw8GC9dU9ClixBEi2195gxOHu2Zhbhfv1w5w7jj714sZDE8QJ866sjCf/Pd0c98XMremVlRrCBV68Y86UCcDiMv2DfvozQoHfuiGooKIixKeDwUx30qXwrK9jYQFkZgwbxd/r6Cqbwrg4qSxmFgQGMql3CLgQrKzRvzt+kZcRtMGzdyn8qA5g5U9SFrhEcDpYs4W8qKOD8efFTalVZuRL0tDOHD9cxoW7NiI9nDBpMTHD4sGAsDUno3h1r1vA3S0qwf7/4Ut/u6kjI//ndUR/83IoeQO/e/O8VFXj5slrJ0FB+fr5mzWBmxlD0d++KcrKshaJPTGS8JYwbx3VIGDmSv7O8nB8IQTRpaRKJVUfLlvzvYsdoPyEaGqBFAcSnT9wARHXn1i28pmV8Xb0arVrVph55ecyfz99MTUVERF37Jjm7djGcQ44fr5nPDB03N0YMj0OHxHuafrurIyH/53dHffDTK3rJvenpdpu+fQHAyYk/6omLw4fqg1vRFT21/F0sFy8ynhxjx3K/1M56o6vL/56UhOxsiUrxWLcO3t7cz6hRNSv7kzBsGDdTD8Xu3Xjzph6qvX6d/11JCczwWDXDxQVaWvwPLSPxt6W4mJGlvWNHxuinpsjKMl5xcnNRmVZTFN/o6kjIf3dHnfnpFb2dHRRoCYlEKHp6Rmwq6YemJjp14u+sznpTXMwY9Dk4SPRSTLfbdO8OY2PudwHrzePH3IzyoqG/XQKgJbCViA4duCHPhgxB27Y1K/uTwGLh33+hWhlIi83G9OmoqKhTnRwOI57dxIloVIeY9c2bIyOD/5k+vU59k5ygIEYO94UL6+rMPno0N+kdBS9hgwi+xdWRnP/ujjrz0yt6BQV07crfDAoSbhstKOA/A6Sl+e8BkpjpX71irIlwcBDfq6gobjYoinHjGEdHjOB/JwSXLomvUCCY8L59WL9eyNKeXxsjI8bU2atX2LevThW+eMF466ePSRsQVJ4cCmnpelgTp6DACIz6+LFE8w31fnUk57+7o8789IoeTDN9Tg6iooTIPH7MV9adO0OjMjMOXdE/eiT8z/HsGWNTEgM9/W1XVpah2QEMGlRj602nToL/5r/+go0N/vnn/8uqOHs26Nkk1q4VkpVFcuiTKCwWunSpXvQnhq7o27eHiriUp5JAj4mdkSH8nqpK/V4dyfnv7qgzDU3RoxrrDd1AT9ltKDp25L+tFxcLd66iG+h1dMRn6uBwGLp7wABBXz0B682rV3j3TkydLBYOHRJ8JY+Nxfz5MDREz57YsgUhIWKWa/8CSEnh2DF+8ImiIsyeLVGoIqHQjWaWlvzHf8OCPrfUrVv91ClQj9DU81Wp36sjOf/dHXWmISj6jh0Z/nBiFT01E0shLc3YrGq9IYSh6B0cxBtAg4IY/l70ZCM8BMb4Fy+KqRNA9+44e1aI/z4hCAiAmxtsbaGjA1dXHD6MDx/qdIO5uUFFpcaf7/Oq3ro1Vq7kb969W4PlCAKk0FKUGIjPl/QzwmYzPHSbNKmfanlTShSZmZIWrMerUyO+593xK9IQFL2sLHr04G9WHZV/+YKYGO53NTXGBCzEmenj4hhm3JrabVRV4ewsRKaq9UaSf9748Xj+nDEnIUB2Nq5cwezZaN4cpqaYPh3XrtUmGGF5OQoLa/z5bpNvf/6JFi34mwsX8h1nawRd0ddohdTPQ04Ow4BeX2chL88YPNXo562vq1NTvtvd8SvSEBQ9mPr30ydBwxx9nVTv3oJRJ+kj+shIJCQwjtbUg76sjBGucvhwhkLnIWC9iY3Fq1diaqbo2BFPnyIyEosXM1apVOXzZxw/jqFDYWKCv/5iLJts6Cgo4MgR/mZGBsMjUHLoil5Cuw3l0yLh5zvMBwqMtevxcaVFS74o+Yge9Xd1asF/d0dtaSCKXrSZvjq7DYWBAWxs+Jt0L0wwFb2+vpBssQLcucN4lRbwt6FTC+sNj1atsGsXEhMREYF9+zB4sKgFMklJWL8ezZuDljOzwePggKlT+Ztnz+LBgxpXQn/k1ygA/c+DwDCiHh8tdIt2Tf016+Xq1Jr/7o6a00AUfdu2jBEZXdGz2Yw/WVVFD5HWG7qi79VL/D+e7j7fuLGoNwAB642HR40ni1gsWFlh/nzcuIHMTDx7ho0b0asX5OSECBcVYfp0RkgWEaxbB0Jq/PluAzeKHTsYK2VqsfJeW5v//fuYF+odLWbS8xoNvUVACOMHET06Fkrdr04d+XZ3x69IA1H00tLo2ZO/STfTv37NH2KbmqJZMyHF6Yr+/n2+rTkvj7GQXazdJi8PN27wN0ePFhX7TMB6k5SEgAAx9YtARgZ2dvjzT/j5IScHV69i1CgoKQmK/f03rl6tfSs/FY0aMSKxxMXVeKUMXdFLuIxeTg7KyqI+3xklJcZVrq/HVWEhIx5fLWaq63516pH/w7ujhjQQRQ+m9ebNG372H9F2G4pu3fi3aG4uf/H6ixeMmS6xiv7qVca78549Ymy4Xl6M4vXln6CoiKFD4eGBlBQsXSr4sJk3T0j6oQbKyJGMh+WuXYx1amKhDzmjoxnrS6tj+3YUFIj60Ov8PtBbDAurnzoF/ClrMaJHna/ON+L/5+6oCQ1H0dO1MJvNz+8qiaKXk2M8J3jWG7rdxshI+NsAnTpmnvTyYgyj6o6qKnbswIsX/LXpAJKSGFF5GzTUynveQ5rNxrRpNXD+sbXlfy8rw/Pnde0PIcjJqWslNYW+RikgoH4cB/39GZv0sF+SU8er86355e+OmtBwFL2VFSNAB2Wmz8vjK2spKVFDcoFIlhQ1MtAnJUkUFUQEOTnCwzDExiIkhPsRcAqShPbtBSeavufM2LfG2BibNvE3X71iRFIUjUA0C9E5CSQhK+sHjAfpY5S0NElXsYqG/lO0b1+zwL906nJ1JOS/u6M+aDiKXkCPU2Z6f3/+CKJTJ1Ehq/r1438PCUF6OjgcRvADsSFuPDwYgylra3TrJv5Dd/hBNb43q1fD1pb72bFDTDeEMmIEwx4tIk5nQ2TuXMbYfPVqxMdLVNDcnGF9PnOmruNNesrp74aAyxndtbF2fPzI8EiuYwigWl8dCfnv7qgPGo6iB9N68+wZ2GyJ7DYUzZrxY+ARgvv3ERWFvDzhlQuFbrdRUkJQEAIDxX+CghgzeDduCPHzoz+faufwy2KhQwf+Jm8C49dAWhrHjvGNrZKvvGexMHQof/PLF3h716knP+St38yMEXPx5Mm6mo/27mVMTdVR0df66kjIf3dHfdCgFD19aJOXh8jIakPcCIU+qL9zhzGcNzaGqamostHRjFDGw4ZJGltKWRlDhvA3i4sZEdIp6HMDT5/WMnUR3bmt1m/iPy1t2mDpUv7mnTuSrksQCOq7eXPtl0qmpEgUur3eYbGwYgV/s7AQq1fXvrbISIYpo1OneojcW+urIwn/3R31QYNS9M2bM97E3d0RG8v9rqrKSDooFLqZ/t49ho9mjYbzqCa+TXXwcpJQVPW9ob/5JifDx6cGlVMUFeHtW/6muXmNa/j5WbsWZmb8zYULJXIqNzdnDOpDQxm59GqEmxsKCmpZto64ujLO/d9/BdOoSkhJCcaOZXiO7dpV1+j2FLW7OpLw391RL/zo7OQ1ZPx4flJ2ekr7334TX7aggJHSnl78zBlRBTkcYmLCF9bXr1lK+7Iyoq3NyCWflsYQKC1lCDRvTvLza1A/IeTwYX5xgAQFCQqUlzME1q2rWf0US5bwa9DTq1bs5UtGW97eQmTOneMLGBtL2oH79xk1W1szNqu7KKGhRFaWL8ZikatXJW2Rx4EDjLaoT3FxDWrYsoXxH6gpFy8ymtbUJMHBNauhpIQMH86oZNgw4ZLf8+qI5TvcHSKo41X7aWhQI3owrTf01zGxdhsAysqM4Gj04qJH9EFBjPmlsWMFw+mIRlaWkUiWzWZEywEgJ4dp0/ibsbFwda2BJfHjR8arfbNmDIe8XwknJ/z+O39TwkTPbdowMmYQAlfXGjiHEIKdOxkJY38Io0cz/iRZWXB0ZJguRZOTg0GDGBmMlZSwdWt99rB2V0cs/90d9cKPftLUkE+fhAysAPL+vUTFd+wQUrZZMzGlZs9myL9+XeNuBwYyarC3FxTIzSUGBgwZW1vy8qX4mh88IHp6jIJCh6u/xoieEJKezhjfSThmZLNJnz6C8k5O5MULMc29eUP69+cX0dUljRr9mBE9IaSwUHCYDJBx40hCgqhSFRXk6FEhP5qnZ7VFvvPVEcu3vjtE8KuM6BuaoieEmJoK/oeMjQmHI1HZ8HAhf8Fp00QVKS0lWlp8YSsrSduiw2YTY2NGo/HxgjLPnxNVVcG+9e1L9uwhL1+S9HRSXk44HJKdTSIjyf37ZPdu0rWroPzQocK798soekKIu3ttVElODunZU0iprl3Jpk3k+XOSlETKywmbTTIzyZs3ZM8e4ujIkDQxIe/fkxEjfpiiJ4QkJZH27QVPQU6ODBpETpwgEREkM5NwOKS4mHz6RO7dI/PmESMjIWd94ICoVr7/1RHLN707RPCfov9hTJkieP2mT5e0LIdDDA0Fi58/L6rIjRsM4a1ba9ntVavE1/PkCWPmoOqHbmuu+nFwIIWFwlv/lRQ9h0P69auNKikqIi4uon5AFotISws/ZGXFHTj/88+PVPSEkPx8MnCgqLOQkRF1VF2deHiIaeKHXB2xfLu7QwS/iqJvaDZ6VFk/AnEe9HRYLIbvDYXopVJ0fxsWS9CFRnLGjGFsCo17Y2+PJ09E2RBFuAZOmQIfHyGBnH49qMRytThTRUVcuYL9+6uNTU+IkAijsrJYtQovXsDQEABjmueHoKKC69fx77+MheJ0RCwK690bYWEYNeobdQ2ow9URy393Rx1ogIpeYOKUxRKi+kUgoOgtLESF7svPZ4SrdHCofS43a2tYW/M3w8KEJ+ps3x5Pn+LcOUnDj8jKYsgQPHuGEyd+QGzFH4WpKf7+uzYFZWQwbx5iYzFvnqh11BRychg6FOHh2LyZryNat65l7llZ2XqLgikjgzlz8PEj1q6VyCucxcJvv8HfHw8eoGnTOjUtCbW+OmL5/ndHPV61HwqL/Ojkihs3bszKytq9ezchpGXLlufPnw8NDfX29m7cuDGA/fv3Hzx40MnJqW3btpRwUVHR5s2bQ0NDnz9/LiMjQ5dUUlK6ffv2ggUL3r9/z6r0Di4sLJw7dy6LxeJwONu3b9fV1aXLhIWF7d+/X1FRUUtLa/369QKbVA07d+4MCgpSU1MzMjLauHHjzp07ef0RStu2bZ2dnTdu3Mjbk5CQ0KRJkydPnty9e3fbtm2RkZHNect0gSNHjsyZM+fVq1dt27bt37//3cpQPCpKSraGhku1tQdyOEhLQ3q6c2HhrSrXa8WKFVuruE84OzvfunWL+i4lJWViYjLVxWXFtGnS1ApGbW1oa4eEhNja2pqbm9N/LgCurq5XaO4ZKioqbdu23b59e5dmzZCVZeLoOGv06JWzZlErjYuKivr165eZmfn48WMdaoxZXEzPqRuSlmbbs6dAK8f275+7dGl6UJCaigpkZalFMV5eXqNGjUpOTtaVJEJkRYXgWnYLi5q5hJeXXzr/sPMbf5PwF0hORlISyso+WNn6tO8rp6ykZW5caGb+KaessLS8ibbKImdaKIvsbO7AX0urfpzQ6wIhCA3F1oraIwAAIABJREFUzZsIDkZKClJTkZYGRUVoaUFHB+3aoWdPODjULD5lbi4/iVvl1akZdb86Yvn4Ebdu4dEjJCdTdwdKSqCmBnV1NGmC9u3RoQMGDmyoKSTrnR9tOyIbNmwYMWIEm80ODQ3t0qXLy5cvjx079ujRI57Ajh073rx5wxMeP37827dv37x5c+jQIQFJQsjvv/++bNmyp0+f8vZs27YtODiYEBIREUEJ02X27Nlz9+5dQsilS5cqKioENnkdCA8PJ4SMHDmSw+HQ+yOUNm3a/Pnnn/Q9X79+BfDkyZPCwkJjY2MXFxfeoby8PF1d3dmzZ1Ob/fr1Gzx48LNnz549e3bt2rWpU6eyWKzTp09TRwcNGjRw4MBnTD5//ly1D4MGDerbty8l4O/vv2bNGgD//PMPXWbp0qVKSkoABE5n+PDhDg4OVNmgoKAbN27Y2dlpaWllZ2cTQoyNjbds2UJJlpaWDhgwwMzMLDExsbpfQ2grGRkZMjIy55mzI+PGjevdu3e1P2v1XH0edzU4rhYFPQI/fErNo++5HPTxzacMQsjjyCQOIW/jM26//lLjetPTycSJpGlToqNDXF0ZyyaePCEAOXaMu0nNZ1y6xBfYtYsAJD2dREcTKSmipUUaNSKNGpEVKwiHw51r0dIiWlpEQ4O0aUNCQrgF1dVJdjbJz+cKNGpEjI3J2rWk8m9MsrLItGnEwIBoapKOHcn164QQvjzvQ+3ncfEisbAgxsbEyoq4uxNCSN++REuLqKkRaWlukTt3avwT/cf35acw3djb2wcGBt64ccOlMuzG7t27Z82atWDBgqrCq1at2rp1K7vSlkqXLCgoKCoqmjRp0gWaBTwqKqpDhw4ArKysHBwcBGSmT58eERGxbNmy5ORkKSkpgU1eJX///feYMWMAkLq9ACkpKe3bt+/GjRsPKkPobd++vby8fMOGDTwZXV1dOzs7Ozu733777fjx48uXL1+1alVJ5WpGHR0dOyZNq3kZ50n27Nnz77///u23367RQrUQQjw9PefMmaOtrX1ZwK8f0NLSosp26dJl8ODBR44cyczMfE0PAgGw2ewJEyaEh4c/fPjQoBrzV3WtaGlpOTk5edHi9ZeXl/v4+Li6uor9Daty+F7U0XvRtShYlUEdmn5MyT3+IDq/pLyW409CMHo0mjfH+/dISICBAf74g3/UwwOdOuHSJf4eLS1G3gJvb75NydISGRnIykJUFC5f5qYdlpdHRgYyMpCdjSlTsHChYAfU1bmlXrzA06fYvZvbq0mToKaGmBikpGDfPsybx3V1p+R5H3rom6QkLFqE69cRH4+7d7FmDeLicPcuMjJw6xbs7LhF6MFF/uOn5KdQ9AMGDPD19c3NzdWotH4uXrz48OHD+/btqyqspKQ0efLkf//9t6rktWvXsrKyjhw58uDBg4rKKSkLC4uQkBAAoaGh27ZtE5C5cOHCjBkzduzYkZyc/P79e4FNXqNr1669ePGitbV1dHRdFYqLi8vAgQMXLVpUUVGRkJCwa9eujRs3aglkjKOxePHi1NTU+/Rwg7VCQ0OjgLaCPzg4+MuXL66urgMHDvT09BT9AFNXVwegTQsBSAiZPXu2v7//gwcPTExMqisoopXRo0f7+vryuvT48eO8vLxhw4bV9vzqh0cRSYM6GE9zsoxPy8/Ir1WC1ufPkZuLP/+EvDzk5LBhA6ytuUG+Kipw+TIOH8bTp/yMV23aICqKu3wvORlSUoK5TQhBURHk5YWY1/v3FxXnS1cX//wD6k55+hQpKdi5E6qqkJVF164ICxNvkykogJwct11DQ5w4AVlZSX+H//iZqMkKz2+GoqJiVlZW165diytzAO3YscPd3R3A2rVrAfz111/UGJM62qdPH/fK8FJ0yevXr1+5ckVdXX3btm0PHz7s168fgHnz5s2cOVNWVjY3N/fQoUPz5s2jy9ja2k6bNk1DQ0NOTs7U1LS4uJi+yevh2rVr1dXVs7OzV65c6evry+vPNPqaPclgsVj79++3srI6evToy5cvmzdvPmPGDBHyurq6+vr6cXFxNW2Iw+FQT7vS0tJHjx55enrOnTuXd9TT09PQ0NDW1tbZ2fns2bNv376lzzrwyhJCMjIy1q9fb2tr27p1a+ooIWTFihXHjh3z8vKyEJlOXUQrv/3224wZM27fvj1y5EgA165d69Gjh56eXk1Ps46cffxeVVHWpqmWo40hgBYGGntuhinLy8jKSGmqyCdl1TzSYVgYunbl26PV1PjRdfz9YWCAdu3QvTuuXMHs2QDAYmHAAPj6YvhweHtj6FAcPsyVj4mBvj44HGRlYcEC6OgwnII4HPj4YMAAUZ1p2RJpaSguxqtX6N2b26vx4/HgAcrL8ccfWL4cubnQ1+cXefKEH+e1RQu4usLcHC4u6NULLi5QUKi2rWvXsGMHLCyQk4OJEzFkCMrKsGwZ8vLAYkFZGTt2wN8f69ejdWuw2VBSwr//gs3GkiXIy0NqKnr1wtKl3MhxVDip/v1x5w58fLBpE6ysAMDeHr16Yd06KCoiJQXr1sHLCykpuHMH/fujZ080asQQ1tcXbJHi82dRlUyYIOpXbYj8OKvRt+XUqVMDBw6cOnXq1KlT8/Ly3r59O2XKlLlz565evZoQIrApIHzkyBF3d3cOhzNmzJiEymWHAkVWrlzp4uJiZ2c3derUQqZ/bps2bYT+1E+ePOHJrFu3Tl1dncVi+fv708v269dv6tSpAufSpk2bFStWEEIG0TO3VeItzFG9qmT//v0LCgqoo2w229DQcO7cuYSQnJwcGRmZVatW8coOHz5coGyjRo2+fv1KHTU2NjY3N9fX1+/SpUunTp14MxlVEd0KIcTFxcXV1ZUQwuFwDA0NBaYQqlKdBb/v3z79N9wSXfb7cfAgmT+fsaekhLDZhBAydSrZsIEQQg4cID17EkLIy5fE0ZE8f05GjyaEEEdH8vkzsbDg2uitrLg1FBeTHj2IhwfXRq+nR/T0iIoK0dIiKSlcGZ6NXl2d3zSHQ5SUSFER2b6dLFvG6NXRo2TFCkF5oWRmEm9vMn48adGCxMZydz55Qrp1Y4h5e5NDhwghhM0mTk6ktJRs38732ff2Jps2EV9fsmcPd0+nToTDISdOkMopKLJtGyktJefOkXPnuHv69SOEkJs3Cf2/cfYs2bmTcDjkyxdy+zZDsqpw1RYlqeSX46cY0X8jli1b5lDpI+/n5zd8+PCBAwdevny5rKxMYFNAePr06RMmTEhISBgyZIgh5T1dpYYtW7aEhIQ8f/6cPkzmMWnSJPoEQ2pqan+mWyc1InZwcOhJT3peDRkZGY0rvSYGDx78N9N3zbSaAMv9+/fnmf719fUNDQ15Ti/Pnj1LTEwcOnQoAHV19Z49e16+fHnTpk08gV69em3fvp36npWVtXr16t9///1hZYKt7Ozsx48fKyoqWltb79mzZyk9RC0Nsa2MGjVq+vTpRUVFUVFRSUlJYu02b+kxCH9arK1x4gQI4Q6fS0qgo4OvX6GkhCtXoKEBd3eUlyM+nm91sbXF27dISEBxsXD3RwUFODsjMBDDh0NeHikpAFBejg0bsHo1jh2rtjPv30NHB4qKaNcOy5eDwwFv5unpU8ZAXijXryMzE1OmYMgQDBkCNzecP49168SUkpKCmRlSUvDqFaZP5+7s1w9nz6J9e3h6IiYGMTEYNAgsFl6/xuLFXJnly7lfTpzgBpflWUo9PBARAQAuLhg5EmfOYMUKVFRg5kwhHaALS0kJtkghtpJfi19Z0e/evdvDw0NKSurgwYPTp08/duzYkydPdHV1ZWRkBDYFhFks1tSpU2fMmPHu3TtebVWLiEBPT49uCUmokgJNUVGxSZMm5hJETE1LS0tOTm5WaU7V1NQU4dlJR0tLq2PHjkIPXbp0CUCfPn0onUvNbIeGhrZr147XikDZoUOHEkIo+UWLFllZWQHYvHkz9WbTokWLWrQyePBgQoivr++bN2+6detW3YwuDw6Hk1NNzg0OITtv1OwxsNRF+ItXXenWDWpqWLcOq1aBEPz5JxwcoKEBHx8YGSEsjKtrHBzg5YWuXQFASgr9+mHOHEbqAjpUjh2BB6GsLJyd+VqyKpmZmD8fc+YAgKMjlJWxeDE2bICiIjw8cOcOJk0Scy46Opg/H/b2aNECiYl4+RITJ4r/BTgcfPwIfX106IB797gR/e7d4wYcHjkSCxeCEK7RydoaAQEwMwMhmDyZG37u99+5feMNj0aPBm9Ede4cevfGjBlIS8O0aYyVLlWF79wRbJHC01NMJb8Wv7KiX7x4MW+Qfv78+alTp6qqqq5ZsyY8PDw4OJi+KSBcXl5+6NCh1atXHzp06I9KlwmBGqqzz9Q7u3fv1tfXd3Jyqq8K2Wy2l5fX8OHDeQsFcnNze/TocfnyZZ4KFkBPT6+oqCglJYV6sZCuTCc0d+7cS5cuTZkyJSAggO6kJGErqqqqgwYN8vLyCg8Pn84b+lVPdnZ2I2GrnPr+7QPg/tuaJRT9VoqexcLFi1i0iKu8HBy4iT48PDB9On9EOWUKjhzhKnoArq6wt8fevYyqKBs9AA4Hjo6YPFmwLVNTREYiI4ORKo+yuXM4UFTExIlYsoTbKx8fLFkCS0soKmLAAFy/zs23JWCjX7gQK1dyv3ftit27MXIkkpMhJ4fff8e4caLO/dw5vHyJ7Gz88Qfk5LBgAZYvh68v2GyoqWHPHn7WZRYLcnLIyMDUqZg7F35+KCpC587V+vufP4/QUACwtMRvv2H1aqipgc3G1KlihCljPb1F6rfq0kVMJb8Wv7Ki583Trl69ulOnTtOnT9fQ0JCRkbGwsCCE0DffvHlDFz5z5sysWbN69+49ceLEPn36UMNVgRq+XbfT0tKeP39Ofbl58+aJEyfOnDmjUDkJlp6eTh3loaKiwpsmlYTAwMDk5OT58+fTS/Xv39/T05NuVxFoAkBSUlJj5n0oLS198uTJtm3b/vPPPwK+sBK2MmrUqHHjxpWVlVWdGKiKlpZWRkZG1f39NtwC0NvaUGwNoll8OshAU1ngATD3eKClocYfA/hnkVtUNmbPAw7BxYWOjVTkefv3+ITdefOVu2E5Tqb1BINGSi62JoOpGWZ39z0+YXc23OKdjcyg1QYvC122nhgMoFs3EHL60bv7Nx6ej4kBQLS17778dPPV58TMQjkZKWMd1REJeZ3MdXlpQyo45GpsXvDe259OvlJTkjM79nB4PrFqosJL4zdhv18Fm3O8gihTz2V1dRw/vsbjpaaKPHf9F5Wrh+YKxT21jbf5pzZ8+H3zzjtvvHVf0FtHTZEnWdCx86gBbjNfxrvYmnB3UeYdOnJygo+u/v35g3TeIJo3+UxBz+pz5w4AODvD2Zkh4+EBAShJocJVWwRgbi6qkl+OX1bRT5o0aRLzzdSDdl3btm1L3xQQXldphTx79mx1RQB07NixOttIXbh58+bNmzcBqKiodOjQwcfHZ+DAgbyjt2/fvn37Nl2+c+fOAqpfNJ6ens2bN+/evTt956RJk0aOHEm3q9AxMTFRUFA4efJkB3ruTQBAy5Yt169f7+bm5uzs3IzmridhKwMHDpSTk+vQoYNR3RK8SbFYK4bUOSWeZARGJ7MAKRYCopN/46k5AICpruqCyjW0JWUVAVHJB3wjNFXku7XUl1CAx9XncSf93k3qZdHGWLOsghP0LnXtxZd/j7bt1FwXQH5x+crzwSnZRcPsTEd3M88rKnsem7rkdNDvvSzG2PPtgVkFpaf8YuYOkHQcIPTUurXU3387PCAqebgdP4dU8Ps0NkF3y5osuK05994mPI5M0lZTADC5V0sNZTkAn9LyvYM/EUJm9m3lGfTxa0ZhRl6xmb6atqpCR3NdS0ON+LT8oHepY7ubU8JXgz+xAHlZ6Tn9rU75xfDkp/Ruqa4k9037//PQkBT935dfuQ1vH5uce+bRu63jO3sGffySUZBbWKapKg9gVt9WKdlF3i/i5WWlVRRkfnewOOkX8yW9IKew1FhXVVdN0a6FXjN9NaqqV3Hp+26Fn5nbi8ViXXjyoai0nHKdfvMpQ0FOJigmRUNZjkMwf2BreVnpqkX23gqf3MtCXUnuRshnEx0VG2OGF3wo9dpIw8jIiFRxVBeqne+IHFP4SJxHTYQkbwkCnREjRvB6SF/HRCEtLc3zfI2n52ABAKxcuXIl72Vf4lYolJSU8qtmS6+GzmKzRX4X/CKS2plpV7DJo4gkAUWvJC9jaciPhNPWRCvkY3pwbBpPj4sV4OH75uvQTiYjunB1a+ummlkFJTdffaYU/Qm/mMz8kkMzuuuqc0fZjjaGN4w/H/SNsG2mY95YndrZzlTbJ+Szo40RvdGanpqSvIxdCz3/SIaifxKT3MZYk/5C841w7WLWzlSbvifoXYprF7P4tPy38ZlTerf8mJIX8jF9VLdmN17GVy0e+imjq4VelxZ6z96llpRV0OUFJHfu3Ons7NyyZcvjx4+3bt3azs7O3d396NGjAQEBM2fO3LFjh5qa2oIFC/T09J4/f66trV1YWHjmzJnTp0/7+vrq6Oioqant3r0bQEhIyMGDB8vKymxtbVNSUl6/fl1RUdG+ffsdO3Z8sx9JPD/FgikJaWmoEZeS+/pjuoayXEk5+0NKnqWhxoiuZoucbRY52yjKyYTGZ9pb6v/R38pUV62CzZnSu+XYHs17Wxsucrbh6WsK/8jknq0Mwr9kUZuZBaUfUvJ4R0d0NVvi0qaTuc6D8EShRRysDJ5EJwOITshu3fS/YBrfCV70HoqsrKyqj89vTVpuccSXrB6WjbtY6EUnZKfmFIsQZrFYinIyIoaNIgSKSyuSsovopze5V8ux9uYAsgpKfV9/meRgwdPyFIM7Gjc30Lj4lB9kpnNz3W6W+vt8wio44n8oEafWq7XB+6Sc5GxuUrbisopXH9MdrPiT5zt37hxfaXKZNGkSFegpNDRURUUlKysLwJ07d44fP75z586plQZxnnxMTMzkyZMpV7eioqLVq1ePGjXK2tp62rRpSUlJV4M/7b8Vvv9WOO8U2ptq77gWejHwQysjwQmbS08/7L8Vfv5JLG/PgPZNk7IKjz+ITswqFFACYvH19W3VqtWXL1+GDh3q4+ND+QLo6uq6ublRb7cxMTEA1qxZc/z4cUrLA3jw4MGMGTPc3d0bN268ZcuWRYsWzZ49+8dqeTQsRd/WRCvya3ZWQamDlcHb+EwWICsjfeX5p/23wv+5HQFgQPumiZmFJ/1iMvJLpKWqXcFeUs4uLCnv17aJXwTXv22Mvbln0Ec282ZoYaDBWy8jUMTGWDPiS1Z2YammiryUhKGaAgLg5ARdXaipwd4elZHLuLx4gcGD0aQJNDTQrRsOH+Znu6ccNgQwMUHlkjEuQ4aA5+bIYsHYmF8DRfv2YLFA2bhVVMBicT9aWhgzBtnZXDFXVwg4jLq5gcXCzp3Vnpq9Pb82FguGhli8mB8st3Vr/qEmTTBuHNc7sOZkZ2dPmzaNellZunSptra2mZlZBOVIV09wCGFzGB8BBekfmSQtxepioW/XXA/A4yjGwlRCwCtYUFLu++ZrRl5xT5pCFCvA47dOJk9jUmYeDrjyPO5jSh6HED0NRUujRgA+peUB6NhMMEwxC+jYTPtTKuMNaU4/q9Tc4ivPxC+4E3Fqtua6KgqyAVHcSGcvP6SzOaSbJeMtJDMzs6CgoLi4mDePcvr06eXLl1+ix3sAysvLfZmZzf38/Pr163fs2LFp06alpaVt3Lhx27Zt/fr1O378uIGBwbDOpvMHWc8fZC1TeUdfexG/8/cuS13a3H7zReAUXLuYzR9kPa47P2KgX3hi/3ZNpzlZsjkkOkG4yxaPdevWzZo169y5cwCys7NlZWWHDh3q5eXl6Ojo7+//6tWrLl26ANi2bdvUqVNv3bplY2MDYPPmzbNmzeIFMZwzZ05AQMCyZcu+/yhEBA3JdNNMX90zKK5xI6U2JlrbvEObG6gDGG5nyrOc+IUn9m/XRFFO5oz/u09p+WZ6akLrefYutbCk3Cfk89v4zAo2B4C8jPSAdk2uvYw301Xlib1PyjHQVBZaREZaSkdN8fqL+J6tJLNR+vhg5Ehs3IiDByElhevXMWQI/PzQpQsAnDmD2bOxciU2boSqKl68wKpVuHMH3t61D/iXlYWAAH6o/agowWiCly/DyQkcDj5/xsSJWLVKcE6MoqICZ87AyQmnT2PJkmr7s3YtFi0CgKIiBAVhyhQ0a8aP8bJrF6ZMAZuNjx+xZQs6dkR0NFRVhVdVPQsXLtTQ0OjcufP79++vXLmSlJR069atpUuXotu8mlZVHQ/DEh+GJQrsbEWze/hFJLUz1VZVlFVVlDXTU3sUkTSyK98IEJWQPXATYwbFbVg7c301yQV4jOzazMJAwz8y6fbrL0fvR6soyHZv1XiSg4WGslxqTjGLxdJSFWI20VNXSsou4jnCAtBSVZjSu+XR+1E9WjVu3EhUQHYRpyYrLdXdUv9xVBJl8XgSndzeTFtNkfEiMnToUG9vb0VFRWdn54yMjLKyssjISG9vbxcXl9nUGmAAwIIFC7Zv305pTIpJkyadPHnSzc1NUVFxEfUvouH1LM4/MgnA8M5mTXVUAHS3bHzkfnQFmzO4o7GI06GwMNDYdytcWV6GEOJiK0b+r7/+okw3ALy9vdPS0q5fvx4dHb148WJlZeWLFy+uXLnyxo0bK1assLOz+/vvv798+QLAzc2NPlfn6em5YMECeXn58ePHU4tIfgYakqKXlmJVsDltTLQU5WSKyyramGglZRVdDop7GJ4IYKx9cwsDjT0+4SryMtJSLCMtFYHi7gGxakqyLQw0Qj9lrBnRQUVBVkdd4eWHdOpoO1Nt3gD/clDc/bcJbEIWDORGkA96l0Iv0sVCr3drg41XXv/eSwL3m7IyzJqFPXv46zKWLEFKCnx80KUL0tIwbx6OHOGvujYzQ48esLSEh4dguhLJcXXFuXN8Re/ujuHDcfo0X0BFhRtXXVMTEybg5k3h9dy7B0Lg7o6mTRESwnWFroqiIrc2DQ24uuLUKcZzRUmJe5QK4NW6Nf75B25uNT2nwMDAmJgYWVnZCxcuTJw4UV9ff9SoUStXrtz3p0V9RcDt2ExH4Jpuv8afcfmcnv8pNW+ILXc2tYuF3vmA2C8ZBU21uX82Uz21xYO5R8vK2Q/CE3feeNuqSSOev4pYATptTLTamGgByMwvuR+W4B38KToh++D07noaioSQzIJSbVXBgATpecVKctICrlPOHZo+DEv453bEpnGdqjtxsafW29rQ983XhMxCHXWFF7Fp8wYKTvB26dLl4MGDcnJyM2bM8Pb2vn37NmWH+fr1K309irS09N9///3nn3/y9ly6dGn06NHa2toXL1709PScMmUK71DfNkZ92wjO0ttb6tvTXiaa6atRc288/x8TXVWTyhFbM301t2EM/wKevGju3bvn5eWlpKQ0a9asz58///bbb5s3b6YH0DY1NY2MjASwYcMGKkD3kSNHpKWl27ZtO3nyZDU1NRMTEzm5n2WytyEpegDrR3GfnNsm2AFo3UST/j/Qg2Kv1gYnHsYcm92TBdx4Gd/SqJGLrUnY50w1JblxPZrfDImPScg21FRWUZA96RfzKS0/MDqlqY5KTGL2x9TcxhpKuUVlQzubmuiqfs0ooGr+kJJ3MyReQVba61ncpF4WuUVlofGZnkEfm+qoUK2IJyYGSUmCK014NrvAQCgqMlzKABgYYMwY3L5de0U/bhxGjMCBA1BUBIeD8+dx8iRD0fPIysLNm4yYhXROnsT06dDTg4sLTp+uVtHTiY1FaCiqDM24SEtj6FA8eybpidAoLS2lXPgDAwOpBcnKysqysrKUf4WYsuXsknK2mpKc6EumpiTXonImk0KBZth9FJEEYO+t8H23wlEZytQ/MmliT+56MSU5aXrxlkaN/MISPyTn8fS4WAGKL+kFJx/FrBjSVlFOBoCWqsLobuYWBhor3YO/ZBSY6qoBCPmQ3r8dIw0OAV7FZVSdNGKxWAucbf449uRRuODLiuSn1rqppraqwuPIJDM9NTaHdLEQnD1msVj6+vplZWXUNfLw8Lhy5Yq+vj4V5ojuf2VhYdGsWbMXL15Qm507d54/f76qqmppaSk9i0ONOPf4fQWbTO5tUcEhY3Y/ODqrR8TXLDkZ6fi0/K4Wek20VQCc9Iv5lJpfVFZhrK0yxbHl8QfRLBaruKxibPfmgdEperYuLVu2ePMpo1V3ZzsLfcrF7mlMilSHccbGxt4ReVdv3AIgZ96jSQtDABMqR2azZs2i96Rjx4706Ln9q6a0+xE0MEUvlifRyZ3MdWOTcloYCLoZhH7K6NGqcQcznYCoZELIlN4tI75mfU7LH9TBmJpZBZCWWxyfli9hKUn79PEjtLWhKGTIxj1qZibEJGJuDlr2jxpjZIT27XH9OkaPRmAg1NRgY8MQGD4csrLgcJCfD2trMP+sXNLTcesW9uwBgMmTMW4cdu0SHtZq/XpQyU8qKlBYiPXrIWKFV+PGYFppJURfXz8wMNDc3Pzx48dnzpwBEBgYaGbGdwWJT8sP+5Jlpqfauglf2YV9zjx6P/pDci4BtNUUnDsYu3Yxk5Wu8ewUAfwiEls31ZxH81bcfPWNf0TShJ4thD4/ZKRYqkqyCdVHRqtOQFlB5vn7tKB3qY60xQH5xeUAtFUVVBVlB7Zvetr/XXszbfp8rE/I5+iE7K3jhfgmmeqqunYxO3wvykBTWbOKq4wkpybFYjm0NvCPSkrMLrQ111WWZ6gOKgwGb83E6tWreYecnJyqLvdbTFvQ26pVqwvMzJomJiY7RcwJVUN6XjEBwuIzDbWEp4Ka0rtl2OfMlJzivm2MTvrFDLMza6qtUlxWsf92RBMtleScooRMwQsR9C46cdwSAAAgAElEQVTVuqnm5/T87pb6Qe9S+7YxSsktMtRseKmmGtJkrFiKyyrKKzi9rQ0fRQiJ3TqoQ9P4tPzjD6Jzi8qqszWP7d7c4+kH+iyKJKXEYGqKjAxuHFoeUVE4ehQAmjVDXByqztvExUmaL606Jk7EuXMAcP48JkwQ7PzBgwgNRVgYoqLQvTtsbEALYszF3R2lpbC1hb4+Jk1CTk61K8UXLEBoKEJD8fYtLlzApk2gva0LkpwsUQK8KmzatGnQoEHm5uaLFi1SUlL6559/hg0btmnTJgCFpRXrPUNmHgn41zci8ks2r0jY58yV7sGxybnU75uRV3L60buV7sEl5VVyw4ojJiE7Naf4N1sTyjJAfQZ1aJqYVfghObe6UkpyMtkFpSKqFSqgpaowuKPx7htvTzyMef4+9c2njCvP4/bfDu/fromqoiyAKb1baqkqzD765MKTDy8/pPuFJ265+uaAb8TobuYCzog8xnVvriQvE52QXfWQhKfWq7Xhl/SCgMhkB6tv6z5fO5rpq31MyQv7nNnWpNqg3zyyCkopq5SinAw1zTvWvvnFwA/0G7GotIIQ4mBl8Dgyua2JdvjnzITMQmPtGs8t/Qz8Uoo+KCY1v7j8/tuvIR/TOYTIykhn5ZcAyMwvlZeRehSRNLB902lOlklZhSnZRUJrUJCVdrQ2uv2aP5svSSkxWFpCWxsnTzJ2bt+O69cBoFs3FBcLutAkJ+PCBTg6Vlunlpag70pSkmC26GHDEBiIL1/g5SXEBKSnBxMTmJjA0hJr1iA+HgKh9gnByZPYto2rwcPCMG0aTp0S3p9Gjbi1NWuGMWPQujXevBEuyWbD21tUiufq6devX0JCwsePH1etWgWgefPmjx49oqLCbbn6+tm7VAAmuqpGlQM6Qsgen3A2hzRSll85tN2+Kd0m97aQlZaK+JJ1M+SziIaE4heR1EhZvivT4d3R2lBORkrowILCWEfVLyKxtPrnSnUCs/u1mtG31fuknN03w/7yfHU/LHFUN3Pe0idVRdl9U7qN6GoW8jFt89XXxx/GFJSU75hoN7l3tZNG8rLS8wdaCz0k4ak101drqq0iJcXq3OJ7R5OWhM7N9YJiUgiBCI87Ho2U5T+n5wMoLuP6bSrLy3S10HtIs24FvUvJKSx7FJEU/CFNSoqloiB7N/RrDwn9L342vm+wzG/LRq9XhSXlhBD3gPdv4zNyCkvXXwrZcvX1hsuvCkvKY5NyNnq92usTduB2eDmbQwgJ/5LpExJPCAmISnoak3z+f+xdeVxNW/v/nnOap9MkaY5KUiFTEqFuKJdSCBGJMpN5umZlHq6hyFWRkhAhQyiZpQlNSoYmaZ6H01m/P/ZxOp1OKff93Xtf7/1++mPvtZ717LVP5zx77Wc9z/d5+O5reS0hxOty/O1EDitvO6M6gatXiago8fIiqank7Vvy22+EwSBcguKAACIuTrZuJUlJJDubBAcTbW0yejSnCByTSYKDSWlp8x+bTfbsIQoKJDSU5OSQ9HSyahWRlCRpaRyFAElNJYSQadPIiBFk5EhCCPn6lVOjjhAiKUkuXuRoy88na9cSGRlSVkYIIQ4OZOFCQgh58YIwGC3K4D18SOh08o23uRlDh5JvxQU5MDdvbundm+zfT0pLSVERefmS2NkRVVVSUcGv5E8g6UOR9bbr9rtvvcws5G1PyC6y3nbdetv15I/F3Mb491+tt12fcuBufWNTWwoTEhIcHR319fXFxMS0tLSobF5urxdFvCUIqamp5BtH9Pnz5/nUUmSijY2N09tljMnOzj5x4gRfo4iISI8ePVasWEEVdOzINFrj7du3M2bM6NGjh6ioqJqamrW1dWRkJJvNJoR8d0qd+o/89QiMTi+prNt5Kf75uy/U8cOUvGcZX0IeZW67GHcgIunBm1xCSNKHIuqnXVnbsO9a0v5rSTvCXn0uqgp6+K6kso5NyOYLLx+n5VM6d4S9qqlvJIT4RaVm5penfC5ZevrR33iPfwY/lY9+g4MJdcANpN08uTllX6cbkytAwVBdnnLmUpncZt8WQ2vt+3VkVCcwfjyuXcP27dizB4Sgd2/cuAEuQfHMmdDXx7ZtOHUKpaXQ1YWnJ+bOxTfuMP71eGkpVqyAuDi2b0dWFiQkMHAg7t9HawaemTMxZgxOnxYwpUmTOAfCwujdG+HhYLbYhMQff2D06BZvCUOHQkUFZ8+iVR4sPwwMcPFis9iKFRxqLVVVDB+OuLgfiK1sB9TyfPpwXb7Q8mcZXwD0UpMz4tmf7KetqNuN+S6//P2XCn1B+aL79+9fs2aNvr6+nZ2dpqbm+/fvz549Gx4efv/+/aFDh3LFDhw40KULfyQ7LxfQ4sWLR40aJbCUyvz587l7dOfPn4+MjDx16hSXzohbyWvXrl3q6pzt1qqqqtjY2P3796enp0fwhEh9dxpcJCUlDR06VFlZ2d3dXUtL6+vXr2FhYWPHjvXx8XF3d+/IlPJLa4Ji34kw6GU1DR7WBgrSYiduv61nsUsq60YZqTaxibgIg/opbQmNG9tPI+RRpkYXqcYmtoqc5GSzHifvptSz2IQQRWkxl5E9H6Xmh7/4QL1+mfVUbmA1hb/4oCIvWV3XONFUu7SqnrcXAK825+G6AJ6kF4Q9fa+mIFXbwLIx0Xj2rtDSSHWQjtIgHSUAPVVkXY9F/z5n6JShPe6/zk3ILkrILkrMLp73Sy8ANfWsB69zf58zVLurDADufv6Wyc2Bktwf/hxLjhP1kGvzF+C/DH/3k+YnxOO0/OVnHlOLhefvvhBCvpTV2O68+S6vjBDyLOPLsj8eH4hI2hOeGPAgPelDUcijzLyS6r1XEw9fT94aGpdfyiljwtd45n7a3quJzofvHYhIepbx5e+8w38YFpx8aL3tell1PV/73BMx1tuuhz3N4ms/GJFkve16zNu81qpiYmIATJ8+vba2lttYXl6up6enp6dHLX6ppXQ7i1xbW1t1dXUZGRkHBwfedu6KnrdxxYoVACorK3kbqRU9VZKeF2PGjKHT6VShm+9Ogw8zZsyQlpb+Sr3SEUIIYbPZdnZ2MjIyTU0tXm4ETokQcivhU0TcB0LIx6+VKZ9Lrsd9oD5DNpt94XHm7cTPD1M4H+nmCy+fZXyhXnyb2GzPM0/Ox757ms6pkXL5+fsHb3IfpuRx35sJIdzTBlbTxuAXfL182qjGx2n5VOn29NzSw9eTb8Z/4v1dBEanhzzKPH7rDbflxbvCw9eT2W30/tz4qXz0/xz80kfd81fjKUN1YlPyAdxO/DzDQu9WIofa0MpYdfk445XjjZM+FFMtyR+Le6rILrE1ch2lX1xZL7Bx1sieS2yM9FSYy8cZD9ZVEnhdPhgaGtK+QVhY2NDQ8Nq33VQrKysqsOHgwYN8lMu3b9+WlZWtq6vT0dGhtQQVTdGOWl5kZWU5ODgoKSlJSUkNHDiQKk1uZWVFa4UOBtX5tIH80hoJUSGZlkQCRZV1lBPWpDv/gldWUhTAl3IB7AU7d+6Uk5M7evSoGE9wkYyMzMaNG+Xk5Frz/LQFJSWl/fv3X7p0qXXh9T8DZWVl6hP7gbHv37/v2rUrb3ViGo22cuXKGTNmlJe3uZnMi5GGqoTg9L20O4mfu8iIZxZU9FaXo/RQqVU3Xn2i6Aqo7eX7r/OO3Hi99I8no/upv8sv5/4j+nfv8i6/HMDdpBxKnneLWJhBF6LTCeHv5dXGFb6XnHP4xuuIuI8TBmnxTpVNSEJ20SSz7m8/lzY2sQFk5pdHJnxaMNaQJqj3p8dP5br55+Beck5GXlljE9vBtDubkFdZXw/MNlt6+nE9qwnA/dd5WQUVmQUVY799ZUcaqt5J+nz6XhqbEC6ZlMDGzsLPz49iAC4sLPT393dycsrPz2fyeGmmTp26atWqN2/ecGPjQkNDHR0dKUt37tw53qqEoqKiHVRLCBk/fryZmVlUVJS6unpUVNTMmTPv378fHh5OVaOdMmWKqakplQkp1k4lUh7wscURQq5du1ZSUjJuRwQN4DN+Ce+LAMhKimgp8buJSqvrAQi12rKrqal58ODB9OnTuUXquZgxY8aMlnVES0pKKPZmLuh0urx8s49ozpw5oaGhCxcuHDFiRGvvSkdQVFRU8G3LnXLdhISEeHp6ivOE6n53GlyMHDlyx44djo6Oy5cvNzMzo+oHDB06lNcf1T5i3uYN1lVSYoq//1IR8jhTW0n67efS4QbdCCHbw+IH9uhi21+D67oBMMpIxba/JquJvetygm43ZkJ2EbVAScgu6qkiC+AXnnwobogzq4nNYrNptBa9z98V8mrjtlsaq3F/RCk8DAdxWV8bWOyTd1JpwJO0gl5qcmcepG9wMKH+6Xy9AikofjL8a+j/X8D7/XuRWdjIJifvpIJGe5xaICkmzPnKssmOsFcTFbQBxLzNG6SjpMQU/1xUde7hOyp5UmBjZyEpKUmZLVlZ2fXr13t5efFZZGVl5dGjRwcFBVGugMbGxitXrlz6FsLPHd5ZtWVlZSkpKZcuXdLX1wcwadKkzMzMjx8/cpPFhYWFxcXFBSpvCz48JA25ubnz5s3T0NC4d+/e8Scl7/LLy2saeNnBnr8rBNBPW7H16je3uBrf1vUt2nNzGxsbO1L2C0BrxmZVVVXeUmI0Gu3UqVOGhoaLFy8OaU193gGMHDmSr2X+/Pm7d+/u1DS42LRpU1NT08mTJy9fviwnJzds2LBhw4bZ29vzkku3j15qcqeiUiXFhFlNbBsTDT0V2d9vvn7+rrC6vtFcX7kt2jQhBr2uoWn8QC3/+2mP0gpYTexuchLjB2o9Ss2/nfj57ecSAL3V5cVFGLcTP7/+VFJd1zhlaI/SqnreXu5/ltLW2MQWmAkR/iL7SXoBgMraxo2OJsqyEoXltb/ffBOZ8JlBp/neTQHwi7Ha3aQc3t5/Df0/FT4+uHkTCgoQEcHx4zhzBuHhUFbm1MPcvRtycti8GaNH49Qp0OmorsamTbhyBSwWtmxBVBTKyuDoCAAJCTh+HOLiUFNDaSmSk1FZCQMDwcQvP4S7STmbHE2UZSWKKuoOXk/mJmoL0WkNjez6RjZa/oS4qxWBjT8MQkhYWFj37t1bl/2bOXPm6tWrd+7cSafT7927Jy4uPnz48D+pVlZW1szMbObMmZ6enlZWVoqKilRM5J8HISQwMHDNmjXLli1buXKlkJCQRkbiu/zym/GfuFTsZdUNL94VAjBpFVReXtOQkV8OwKhVBikhBEAHHSNnz55Vbllzlfu6w4WmpubevXvnz58/efLk71bEbY0TJ05oaWlRx9XV1RcvXjxx4sTw4cOdnJw6NQ0KIiIiu3bt2r59e1JSUkxMTHR09Pr161etWrVgwYLff/+dr0CYQKgpSPIFJiwfJ3jxwbulCWDX9EEAFrakxR/WqxsfnX37p3za8G2Tloux/dTHtkwVBqDEFN8+lT+dm5s8LLD358TfuD/w4zhxgjx9SgghR46Qa9fIqVMkNpbTdfs2OX2aEEKcncmaNeTtW0IIqaoiU6eS7dvJjBkkLY3cvUsuXuTI791L7t8nhJDQUEIIefCAnDnDe6n6+nonJ6fBgwf36dPn7t27VCObze7Ro8e+ffuo09jYWDU1NQsLi4EDB44YMaKioqK1zKxZsywsLGRkZCwsLMaPH08ICQsLGzJkyJAhQ5ydnSnG3UuXLg0YMKBv3742NjbUphmfkram1Fo5hd69e4uLizOZTCaTKSIiIiYmlpycTHVZWlru3buXOq6pqZGRkYmNjSWEzJ49e8WKFVR7jx49JCQkmDwIDw9vXy0vWCzW2bNnHR0du3Xr1rt37+3bt9fV1XF7bW1tvfiCMjuA3NxcW1vbgQMHvqX+s4QQQjLyyqy3XbfZceN63IfK2oaSyroN559bb7s+btfNytoG3uF1DayNwS+st11f4f+ktfLKykoGg+Hi4tK6KycnZ+nSpdSn3ZHN2P79+1PHTU1NI0eOVFJSKioq+pObsSwWS0NDw8bGhjrt1GYsi8WqrKzku3RBQQGVvh8cHPzdKXGRnp4+a9asuXPnTp48ubi4+MyZM1euXKG6JkyYsHfv3okTJ1Kn69evd3d3P3jw4PTp06mW6dOnBwcHjxgxYs6cOXPmzHn06NGVK1eGDRs2Z86cadOmHTt2TOAlNmzYMH36dD09vTlz5jx5IuAf9y++i//OFT0XAwbg+XNISWHvXpw7B1lZ7NgBV1cOKVhGBgwMAEBSEhS70MaN2LmzBbGMuzt8fREZKSA2EQAQHh6uoaERHBxcUlJibW0dFxcHICUlxdDQMDIykvpJAJgyZQq1t7lq1arr169PnTqVT+bMmTMAzM3No6OjASQnJx8/fvzu3buSkpLh4eGLFi3atm3biRMn7t+/Ly0tff78+TVr1pw+fbr1hQROiU85L3bv3v3rr78CqKurO3DgwKJFi6jAEl6Ii4tPmTIlKCho0KBB4eHh97iFPYGDBw9aW1tzT7m+5u+qbWxsZLFYzs7Ozs7OhJDY2NgFCxYUFBQcPXq0rX/mdxEYGLh69WruQp7brtuNaWmkeu917pGbb47cbGYt/nWAlpSYMHX8+lPJ648lN+I/FlXUCdFp7tYGrfVLSUmZm5tfvXq1uLiYd9MSwMWLFw8fPkzdcqdAp9P9/PyMjY2XLFnSq1evzg7nBYPBMDAwyM/P/4GxeXl5Ghoax48f5yWS7Nq16549e3x8fOLj43nfEtpHdHS0hYXFrFmzXr58mZcnIFOssrKyuLhYTk4uJyeH2k4QEhK6dOkSt1qku7s793Lh4eGurq6zZs2qrKycOnXqggULWl9ix44dRUVFa9eupXgl24efn194eLiSklJ5eXlAQEBjY+OKFStoNFptbe22bdtu3bqlpqZma2s7bdo0XV3dd+/eSUpKGhkZMRgMKysrQ0PDkJAQRUXFDx8+8CpZs2bN4sWL9fX1582bt3HjRg0Njfj4+OPHjzc2NhoYGJSVlSUmJtbV1fXp0+cQX+nEfwz+y6Nu4uJAeRhXrYKPD7y9ISQEBQX4+WHyZCgrIyUFAKqqOOTsMjKws2uRhhoSggULsGcP4uIgqB6pgoJCQkJCdna2vLz8nTt3qMarV6/Onj2bzWZTRRW4YLPZFRUVVFW8tmQonD17dsOGDZKSkgDs7Ow+fPhw7ty5pUuXSktLA5g6dSr1jRGoROCU2kKXLl20tLS0tLT09fVXrlwZHx9PBNFkz5w5MzQ09NatW127du3bt7kmn5KSkhYPqAl3RG1ERMTAgQPJN2fI8OHD58+f//Lly/Zn2z5cXFyqqqp8fHx0dHR4ZwVg+a/G9oO1uQRkNGCsiYarZTOHRPiL7IDo9KKKOnERoU2T+uu2ZC7jYv369WVlZfPmzaviIYQoLS09duyYiopKx/ctedG9e3dvb+/z5893vEBYWxASEiouLv6BgaqqqpqamseOHeP7NlK1XExMTNoYJwAzZsyorKxcs2ZNeHi4wID9yZMnX7hw4dGjR1wH4IIFC8LCwrgby35+fh4eHh4eHqmpqQCoEs3m5uaLvhVC+O4l2sfatWv/+OMPCwuLxMTE3bt3r1y58vTp08eOHduxY8eCBQsuXry4bdu2ZcuWSUhIeHl5+fv7C/xa8irZtm3bzp07nz9/rq2traGhAeD+/fsuLi4BAQGamppeXl4rVqxwd3f/x1p5/Lf66AHs2gUFBQgLY8ECnDkDb29OJfs9ezB5Mjw94e2NNWs4FOqVldi+HVSgm50dAgKa9QwYgDlzwGRCXByCYhVGjRr19evXefPmVVRUbNq0ady4cQDu3r27bNmy1NTUmzdvUoVyLly4EBcXV1hYqK6ubm5uLlCGFzk5Odra2txTTU3N2NhYyo27c+dOykUQExMjUInAKXUEkpKSVVVVJSUlfMtVAEOHDmUymcuWLXN1deV1UldXV5eVNQczCAkJ8cV4tKV21KhRCxYs8PDwWLx4sbS0dEJCwtGjR6dNm9bBqQpEdnZ2W13CDLqHtcG8X3rlFFWX1dSrK0jxVblTkZMcqq+so8wcN0CDj0idF9bW1jt37ty4cWNiYuKECRMoKtpr164VFhbeuXOHNzooLCyMm9nExYABAwQWaqfsy8OHDzt6q21AVVX1zp07DQ0NXP7bDk6DTqcfPXp04sSJ+vr6M2bM0NbWZrFYCQkJISEhI0aM6NT+wYULFxwcHFRUVO7du+fr69ujR4/c3FwApaWl1DenT58+J0+efP/+/erVqykbSqfT9+zZw63F4ebmxl3Rp6enu7i4zJo1q6SkZOXKlVTSFt8l1neS0Xrv3r3+/v4pKSnz58/38/MzMDAAICcnR6PR6HT6pEmTDhw4sH379gcPHmzatKmhoUHgs4RXibCwsKWl5bp167glU9zd3X18fK5evWpkJJhV4p+G/05D7+HRgm3RzQ1ubs2nQ4ZwWHDl5FowzHAZ9cLDmxv79UNwcPMpl8D9GxITE8eMGePk5ER5hykXfEpKysSJEysrK9XU1Cj7S7lu2Gy2k5NTamqqrKxsaxleqKmpZWdnc219bm6umZlZVlaWkZHRhg0bNmzYMHLkyLy8PIFKWk+ptfEViG7duklJSYWHh3PLuXFBo9Fmzpy5detWPlvMN3NLS8uoqKiOqJWVlX316tWKFSvGjRv35csXDQ2N6dOnd/YXywdq8f78+fO4uDhCiJmZGd9SlE6jaXSR0oCAT2OOZUcZ4tavX29lZbVjx46rV6/m5eVRuy+bN2/Wb8kxt2rVqtZj9+7dK9DQ0+n006dPGxsbc0vv/hgMDAwaGhoOHTq0evXqzk5j3LhxL1++/P333x8+fOjr6yshIaGlpeXt7e3m5tYp2nQqKJbJZNbX169Zs0ZNTc3Nze3x48fl5eWUZafRaLq6up8/f5aQaK5zoq6uThWNAuDr60t9i2xtbbmrCnl5eaqOR+tLdHxuFFatWmVubr5v377MzExlZeXU1NRevXqVlZXR6fT6+vqQkBB7e3squ3j79u06Ojrz589vbGzMz883NDQsKCigspF5lfTq1cvBwSEhIYG70X3+/PlFixaJi4vPnj3bkQrr+GeDJvBF/l9wcfr06fLyck9Pz6ampgEDBsTExAQHB7NYrIULFxJC+vTpExcX9+LFi/DwcMpH7+XlZWxsnJOTwydD/ZbMzc0fPXoEIDk5efny5RERERISEuHh4ZcvX163bt3cuXMjIyOlpaWvXr26aNGijRs3ClTSekoyMjK8yjuLwvLaszEZIkKM4qq6KWY9eqrKnryTWt3AKquu11eRnT5cN/ptXgOLE/mzJTRujV1fYQadItKi02gMOm2uVS8RIf6WR2kFDDqNl2iX70IvM78WV9XFZX4doNNFX1WudcgEHxoaGmbMmBEbG2thYUGj0aKjo21sbPiSm/7F/zj8/Pz09fXNzc1DQ0NpNJqlpSXlo6+urvb29vbz8xs3btygQYMmT56spaX16dMnSUlJOp2+a9cud3d3CQkJERGRU6dOBQYG8iqZNGlSVVXVxo0buc6ZV69e7d27V05OTk5ObteuXVFRUUVFRR3f5/gb8DdtAv/XoLq62sXFxdzc3MjI6OTJk4QQGxubDx84pGbz58+/c+dObGwsN1LF399/+/btrWWo46FDh3I1h4aGmpqaDh48eMqUKcXFxYSQCxcuDBgwYNSoUb/99tvChQvbUtJ6Sq2VdwpRyTkhjzLZhJRV1z9JK7iV8Cky/hPVdfnZ+5r6xgdvcrn56JsvvKypbwx9khWVzGE3S8wu8rn9tnXL7cTP3BaBF6Ia1wc97+A8KZpibjRIZWWljY3Ntm3bfuyu/8W/+N/Bv4b+X5BGVtPthE9+Uaknbr99/6Xi6M3Xn4uqeAUevMldGfD08PXkw9eTnQ/fq6lv3HkpnsstwyZkzdlnrVtaG3q+C1GNHTf0hoaGHz9+5G3Jzs7W1dX9gVsWgDlzCNDmH4NBCCGRkQK6FBXJsGHk2rVmVRcvtqeKinGkLicnRxoaBExm926OcH5+c2NNDTlwgAwZQmRliago6d6dzJlD+AJb3d0JQDw8BOh0cCCioh2909aoqyO//04GDyaKikRamvTtS1auJFzmnB/T+S/+Kvx3+ug7jsRE9Onz4yW2/zcQk5JvoC5v3Ve9pp617eIrC4NuyR+LKeLAY5FvJgzSBjDKSJVyrVDZ7brdmK+yvo4yUgXw+mNxD2UZWUlRvpbvXkhgLaR2UFhYSMU8cKGpqcm7V/ynYGsLbuZRYSFOncLgwc11snjziaysMPjbzJuakJeHS5cwfjxCQ5s5QQHY2KBfi2qlHPB+G0tL8eABeAJYObh8mb8lIwO2tsjMhJYWrK2hoICEBAQGciIR+Dz1vr6YNat5kj98p1ywWBg9GjExsLCAhwcYDCQn48AB+PsjMRGqqh3XmV1Yefl5Ng0QFWYsGNObBiR+KPa+nHBu6SghBv3Q9WSXET3lpETvJuVIiQnT6bTaBtaXstrS6noPa4MvZbX3XudSTJPXXn7QVZHtpSr7obDySfqXHsoytQ2s0qr63hryVLHGK8+zucdctHOtIT3/iST7/yn87Ib+5k3s2wddXUyZ8mcLNv28MFCTO/MgXUJUiM0mY/qpDzfodizy7Z7wxMYmtoailJqCZGYBP+mV/SAtv3tp8dlFhECYQZs/pjeDRuNriXmbfyvhc/LHYgAzLPQUpcX4LtTZeSooKOTn5/PGSOTl5fHWa/5TsLeHvT3n+M0bnDoFc3MIZFuztcWyZS1ali3DgAHYtq2Fobe3bxEjIBBduiAsjN/Q5+Tg+XN06YKvnMr1KCvDmDH49Am7d2Plyma7mZyMyZOxejW6dm1RlFhUFB4eePkSQoJ+4B2/Uy7OnEFMDHbsAE9Rbzx8CEtLLFuGixc7rjMxu8isZ9chel2fpn+pa2CJiwg9eJM7ujktAloAACAASURBVK96XNZXU72uo4xUY1Ly7QZpJWQXLf/VOP49J+K5vKYhLbdMrhVrRWfRzrX+pOZ/OH52Q0+FeXz8CB8fREXhz8Vx/6zoJiexfmKLtedimxYxGyN4yEC42e0erXKO+FqseUip2roQgJ3TBnVwnpMmTVq+fHlgYCC1Kd3Q0ODp6TmJ17b+XejXD/r6SEsDiyXYtrYFOztcuYLjx1uMunIFdDp+/bU5ZszbG9nZ8PLCt2AbDoyNER0NHR2sWAFHR3CjXDZswKZNOHYMS5f+mdtqxpMnADBvXovG4cMxYgQ6uf8/1kTjxquPflGpspKig/WU6llN5TUN04fpnr6XZqrX1UhDPiLuo5WxqqSoEC+bjdPQHucevnMZ0SKr8cLjTHlJ0cq6Rqpa+nfRwWv9lPjJbw8lJTh9Ghs3oqEBx451dFRICH75hRPEGR+P+fORmQkAL19iwwb+3rAwjBoFDw9Mm4YzZ/h7N2/GzJno3RseHpgwofmYImLMyICrK+bNg5MTKipaCCcmAiCEXLhwYeDAgdLS0qqqqu7u7qWlzYSu165ds7CwkJOT09TUdHR0fPfuHbeLRqOlpaXx3ZasrOyzZ8+4p5mZmTQajcVilZWV0Wg0vnj88PBwGo3m7e3NYrF4KYW1tLQCviUitKUQQHp6+oQJExQVFWVkZMzNze/fvy/wkx41ahSNRvv4kVPY78CBA4NbOhwCAgL09fUJIQDWrVtXWVlpaGi4cOHChQsXGhoaVldXr/1uFZS/BgwGhISaa8V0EI6OKCoCX3z95csYPry55AubjdOnoabG/xpBQVkZK1eiqKhFOd+lS2FkhI0bkZsrYMgPoyV7KAAEBuLBAwEVj9vG/de5Y/ppuFn1amKT1Jyy5xmF1XWsy8+yU3NLaxtYNBpNVV7y8vPsYS0r9gkz6BMHa198msXb6Dik+xJbI26Voe+ig9f6KfGzG/q1a6GhAX9/7N+PQR1dOQKAuzt8fODjAxMTzJ7NSaYNDua8IPP2AnB1hY8PDh/G7dv8vVu3Ys8ejBwJHx9cvdp8TGWfRkdj5EicPInly/HlSwvhvn0BnDx5csmSJStXrkxJSbly5cr79+9nfntD3717t6ur64wZM+Li4q5evaqpqdmvX79Xr1798Ef19OlT3rTJ0NBQ3vD8V69elZaWFhYW7tq1a+7cuZnUk68NEELGjRunpqYWExPz4cOH2bNn29nZcaOkufj8+fPTp09NTU2Dv6UyODk5xcXFZWU1/57DwsKmTZtGRVuLiYldv3792LFjqqqqqqqqx48fj4iIaIvD6y/F69dIScGECZ3eDRo+HAoKCAtrbvn6FQ8f4htbAACkp6OoCMOGoa0o0tGjASA2trlFWBg+PqiqwvLlnZtPW6ACB8eOhZMToqJQV8dp79YN+vqduuueKrKHb7w+fON1fml1967Sj9IKfpvU32O0wZShOo/TCgBYGqlGJee0ppzrpSYnLvL9t6XzD98dvJ4c/uID3zGAjl/rJ8TfvBn8l6GpqZn47LsIDiZWVsTdnbi7k6wswmaTX38lLBahCgbx9V68SEaOJO7upHdvEhPD30sIyc/nVGHlOyaE1NaSo0fJmjVk40ZOyVYegYqKCllZ2QcPHnDFv3z5oq+vX1hYmJ2dLSYmxkfwtG7dusGDB1PHEFQ4lMlkPqXI4AghhFBvAI2NjdRbwrRp0/z8/KiumpoaRUVFe3t7Ly+vxsZGAO/eveMO7N69+82bN9tRWFhYiJZ8W56enjExMXzz2b17t6Oj47lz5wwNDbmNv/zyy/bt26njsrIyERGRjIwMbu+zZ8+ioqIIIXV1dbNmzYrm1t39z+L1awKQbyGzzaCibqysyIYNnL+1a4mzM5GQIGZmpKiII0ZF3djYNItx//74gyNDhak0NhI3N9K1K6c+MCHk1CkCkJwcsmYNJ+rm3j0CkC1b2pxtUREBiJ0dId+ibqjyWG5uBCCRkRwxbtRNR+60Nc6fJ7q6nCgaMTFiZUV27yZ5Aqp0dULnv/ir8LP76AnBq1cICUFkJBwdYW7e0YHu7uBNeLOwgLc3LC0F9MbHw9UVzs7IycHu3Rg6lH9sOwgKgqMjunZFRAQCArBkCW9nUlKSpKTkCJ5kXSUlJYoe5NatW0ZGRkOGDOGVX7x4sZeXV3l5OZMpmMilfUyZMuX333+nslsjIyPNzc2pPCw+PHnypKqqanBbER0AAAUFhYEDBzo7Oy9fvtzS0lJWVnb//v2txSgS/OHDh8+bN+/169dUNvmMGTO8vLw2bNhAo9EiIiKMjY11dTnv5sHBwZ6enr6+vgCEhIRUVFQcHR2PHTsW36D5A/fb2ZifZkRFoVV6MEaNgpxci5abN3HzJr+YpSVmz27R4uAAPz88fgyKGebSJQwZAtXmLLPvO0Yo/35TE3+7tzfCw7FwId68AU+tkh/E1KlwckJKCqKicO8e7t9HVBQ2boSPD1xd/6zyf/H/jJ/d0BsYYOxYODujsRFbt3Zi4IkTuHULACZOhI0NnJ2hrw+uS4G3lwsVFWRmYuhQ/rHtwNQUS5aAyUR9PX77ja/z/fv3qrw/eB5kZ2dzmcq5UFZWFhMTy87O5mUl6zhGjRrl7u5eWFiopKQUGho6ZcqUW9RdAAD69evHYDAaGxtramr2798vsIYRF3Q6/cmTJ0FBQUFBQfPnz9fU1Jw9e7aHhwcv6fnr16+/fv1qbW0tJCQ0ceLEoKAgb29vAPb29h4eHsnJyX369Ll48eJUnsLoO3bsiIiIoEqXMBiMnTt3jh49evHixcqOu37gfn8cBw82u8sJQX4+1q3Djh3Q1GwRZnPq1PejbgCMGgVZWYSFYfhwlJXh3j3sank7KioAkJ7epgaqq/VXRUEBe/di9mzs2oXt278/k++CRkPv3ujdG0uXorwcJ09i1y7Mmwczs39D2v7h+NkN/e7duHwZ+/ahqAiVlZDmryonGE5O4Mtm7toV3F3Q1r0U6HRQnEd8vcrK4HLz8h4D6N0bFy60JaylpZXbajPN399/8ODB2trarakQCwsL6+vrO14wiA9CQkJ2dnZhYWEuLi737t3z8/PjNfQRERFaWlqEkPz8/JkzZzKZzNaEOVxQHMUuLi4uLi5sNvvWrVseHh7V1dW8xCxBQUHFxcUU02d1dTWVSk6n06WkpOzt7c+fP6+trX337t3jx4/z3iBfQSVzc/Pc3NxdNgLoZVqDxSYRcR8/F1VBUB3BHwSNBhUVHD2Ks2dx926HLDsfREQwfjwuXcKhQ7hxA42N4KMY69kTioqIjUVdnWA3PfV6MWqUgC4XF/zxB/bsQSu2pU6gqgqzZsHWtsW7CJOJVaugqAhXV9y586+h/4fjZ9+MHT8e/v7w9cWMGT/yI/xb0adPn4qKCl52+IKCAldXVxaLNWzYsNevX/NGvAD4/fffTU1Npdt+mMnLy1PecwpU8T8GT6CIk5NTSEjIzZs3LSws+IjS1NTUtLS0tLW1zczMpk6dSj1m2lJ45coVc3NzQggAOp1uY2Mzffp0isqfApvNPn/+/Pnz5xMTExMTE1NSUkpKSh4/fkz1Ojs7BwcHR0REDB48mPedhslk8qVHFRUVSUlJ2fbX/O6fTjfmrYTPlJXvrS53fN6wdj/7TkJaGl264IcIhAHA0RF5eXj2DJcuoV8/dO/eopdOx5w5yMmBQBbcL1/g7Q0lJYwdK6CXRsOJE2CzsWBBp2JjWkBSEjdvtuB85e0C+H1WHYG9Perr8eYNJyohNJSjPyYGSkqczd5Dh8D9hu/bh7g41NZi1iwO9ziAo0c5wZ2Zmdi4Edev49y5FqN4jym8eQNXV8yZAw8PsNlYtw4TJ6J/f7i54YeI/v9b8LOv6ClIS2PGDLQs7iwQ586dCwoK0tTUBNCvX7/Lly9raWmVlZW5uLjY2Ng8fvx43LhxOTk5kpKS3t7enz9/PnbsWFVV1dq1a3V0dExNTfv16+fu7r548eLY2FhTU1NTU1MA169fp6o888pT9TdSUlL2798vISFBp9P37du3Y8eOtLS0rKysAQMGrFu3TlNTc8+ePU5OTocOHTI3N//06dOKFSuo8gg0Gm3Lli3jxo3bs2fPiBEjKisrz549e+rUqRcvXnDvpaKigmsWRUREJCQkHBwc1q5dKy0t3atXr3fv3i1ZsmTy5Mm8pMTm5ubv378/fPjw0lbx15Q2QkhBQcGlS5coxr62FFpZWS1YsGDZsmXu7u7i4uIvX74MDAzcuXMnV1tsbGxNTc348eOFhTmFQWxtbYOCgoYNGwbAysqqoaFh06ZNfKGTEydOXLp06cmTJykWs5qamkWLFjnwBqgIQm0Dy/9B+tUXHwggKSo0x6qXTT/1DtYL7AQYDPA88zqHX36BlBQCAnDrVouMJC7WrMGFC9i0CQwGVqxoTphKSoKTEyorcewY2mIw7d0bK1fC2xs/tHMDADQapk3D6dPYswcrVjSHkFZWYu9eiIi05nz9PoYOxcuXeP4cvXohNxePHnGSe4OCMG8ebt7kf60BUFuLBQuwbl1bNYI6hHv3MGECJkzAjRuoqICXF968QXh4M7XtT4r/DUPfGSxcuJCKKA8JCZk/f76dnV1iYmJwcLCNjc3Zs2cXL14cHh4+ffp0ABUVFdHR0dxq13V1dR4eHitWrDAyMorljXX7Bj55AA8ePLCxsXFwcIiKiiotLd26dWtaWlpISMiWLVsoAYpRb8+ePfPmzZOXl7e1td25cydlpNasWaOvr79//35PT08xMbEhQ4Y8fPiwJ89vgHe/1MXFxd/ff8eOHRISEm5ubrm5uSoqKk5OThtbfr8ZDIajo+OpU6dsWm0tcH0mTCbTzs6OIo9tS6G8vHx8fLynp+fo0aOLi4u1tbVXrVrl4uLC1Xbu3Dl7e3uulQfg4OAwf/78I0eOiIiICAkJTZ069ejRo3xG/LfffvPw8OjRowcVXPTs2bORI0dubXfr5WnGl6ORb4oq6gBY9FaZb23Ax1P/H4OmJtLT0dgI7k1duYIPHwRITp4M45Z5mGJi+PVXnDoFQiDwuSUnh9u3YWOD1atx/DgGDYKiIhISEBcHGg379n1nEbNpE4KD8fEjfjgUddcuPHmCNWvg74/+/dG1K/LzERmJ0lL4+kK900nOsLTErVv4+BGLFyMyEkVFUFdHbS3y87F1KxYtEmDod+2CmBj4tqao0nLl5eigx9LNDadOYd06yMsLYJ74ifH3Bv38v4MbtUYI+fLlu+Jnz54dM2aMu7v7nj17goODra2t582bp6+vn56eXltbO3bs2K9fv9ra2hJCvLy8kpOTHR0dCwoKFi5cePDgQSsrqwkTJtTU1BBCDh48yI07jIiIOHPmDJ881VVdXU1xi+/YsaO2tpYQkpqaunnz5v/wh/Bz4e3bt4GBgf7+/klJSe2IFVXUbrsYZ73tuvW2686H7714V9iJa7QfXnnwoIAhVCyjtzch3yM1owq0csMrKVy6RABiYNCskBteyUVNDdm/nwweTGRkiKQkMTEh7u6Er2Ysb3glLyIiCPCnwiurqoiXF+nfn8jIEDExoqdHJk0ijx8LkOyIzqYm4uhIli8nLBaZOpUsWkQIIRcuEAsLsnQp0dIiJSXk4EHCDd7du5c8fEhiY8maNc1Kfv+dEzP97h3ZsIFERJCzZ1uM4j2m8McfpLSUEEIOHCBRUZzZfgvn/Ynxs/PRu7nBzw8rVmD/fs5xuzh37pysrCx3RS8mJmZnZ/f8+fNHjx5pamoeOXLExMTk6tWrT548CQgIsLOzq6ur8/X1ZTAYOjo6ffr0kZSUPH/+/KFDhw4dOtTadcMrT7lu/Pz87O3tFRQUfHx8VFRUxo8fz7ei/xfto7Gx8datW3ylXAkhN+I/nb6XVlPPotNoE021Z1jocasM/ot/CiZPxrRpsLPD9Omws8OkSXBywvHjkJeHvz8aGlBTg/v3oaSEXr1ACEaMwIAB+O03WFhwAp2PHkXfvjA3R2Ym/P1haoqyMhQVNY9iMJqPqarLb95g1y5IS6OpCfv3g8n813XzE6G6+s+M7t69+7Fjx168eHHp0qUuXbqYm5tzMzn79u2rpKRElfEUFxcfNGjQ3bt3qeI1u3btUlJS0tHR4a31wysPYPDgwQsWLJCVlW1sbNyzZ8+fmeT/FAgh8fHxgYGB58+fFxER4TX0HworD914nZpTCkBPRXaZrZFAHs1/8fcjNJRzEBTEOQgJ4RzMmsU5aM36sG1b8/G3GrPQ0WlBoMY7ik+DoSHOn+dvEVQU7CfDz76iHzcOa9di716sWgVvb7RTnZnFwpIlqKqCuDh0dbFyJcLDceAA9PRQW4uhQyEvD19fjitw9mx8/tzi9OVLxMVxmBKcnSEjg+XLoauL1FT4+mLcOKSlQUgIOjoc7lYfn+bjkJAWqqgK1BkZ8PKCsDDKy3HiBA4cwIcPePkSw4Zhzhy0TJX630FOTk5QUFBgYGBGRoaIiEhgYCB3R7ee1RQcmxn6JKuJTcRFhGaN7Dl+oCb9f4yhurGJvSc8sbC8lsUmi8b07qUm9+BN3tWXH2iAtpK0u7XBq/df80pqHId0B3A+NrOXmuzdpJyCsprswkptJWklpvhQfeWiijr7wdoAzsZkGGrI99NWbK05Iu4j76i19oIImf/FPwY/+4rezg5pafj1V6Slwc6uPUkfH/zyC4dqNTAQDQ0A4OqKWbNQWYmpU+HsDHf35hj5kJAWpxQl7KVLnM00V1cEBmL7dpw/DxeX7wfe8aqiEB0NCwvMmoWXL5GXhx07UFSEtWu53qfSqnqng1ELxxqOH8DJC733Ojc2NZ9il5y0725FbQOvvtAVv5y+l0ajYfk4YwDlNQ2T999dPs6YoguOy/rqdTnhzKIRk/bdpeQZdFoPZSZ3RTx2x03/RSO7ynISLK+9/JD0sXiTY38A0w/dK6rkkJ+Iiwj101ZcNs6IKSHiF5X66n3RsbnmlLUlwNqzzzQUpRaObV5AZRVUnIpKTc8rE6LTjTTlPawNlJjiqwKfUeTGvLi0ytr+V5tHjx6NGjVq5cqVEyZMMDMz4+7WJmQXHbn5Jq+kGsCQnl0XjTFUlPlfrC/4JK1AQ1Fqg4NJUUXd7vBED2uDu0k5u2cMFhViRMZ/CozJ6K3OHwq52q4vgFWBz/bONAUQmyo4ypBPMyXMHfVfAx8fREaiSxeoq6NnT8jK4sMHREZCXh5MJg4ehK8vR0BKCsrKcHSEjg4AhIRAVhZKSjh+HI2NMDbm+IIcHREairAwREXh5ElMnw4GAxs2oGdPzJmDrVuhptb+jP4a/OyGnjd2/uzZ9iTj4uDsjKYmLFyIr185JSMCAvDsGZ4+xe7dKCuDnx+iowFw2F/5ThcswMGDnPV4//7Yvh1NTXj7Ftu2gScWXjB4VfXqBQAzZsDPD2vWQEgInp4CB9FotMDo9GH6ygIjSfa7DFFXbA65kxEXNtaUv/CEk9yb9KFYVIgRn11EGfrUnFJDDXnKIgcuHiUmwmhgNV16lr33aqKP+/DvTB7YOW2QbjcmgE9FVb53UoJjMz1GG0wfrvvgbV5k/Cfb/poAnmd8yS6s3DSpOeOpiU02Br8Y119zxXhjYQYj5HHmrssJh2abbZkygNXEBuDu+3Dl+D6UZklRocePHxsaGtrb29vZ2cnxxG7vvZoUlZwDQFFabMGY3kP1lfG/ChkJkYy88sLyWiWm+JYpA4Ievps2TEdUiAFgjInG8j8etzb0P6b5PzrrvxabNoGKfON6iqiW7ds5QfdcAW9v/rH37nHeubl5jsbGSEvj8J8TAkJw4AA8PeHhAX39f4iVx89v6HkRE9NeFJqREe7dg4MDfHywcCHHre/iglmzUFKClSthbQ03t+Z1d1JSi9Pbt0GnY88erFoFQkCjwdISe/di6NAOcfvxqqJw4QIcHKCignv34OvLIdZvCVEhupWxmu/dFIEvzlJiwkwJEd4WY02FfVeTquoapcSE47OL7AZrRcZ/JoTQaLS03DKT7oqUmIyEMEUTaD9I+3rcR0qg/elLfruWkYb8iN4qbz6VABAXEVowuveh668tequIiQidikqdY6kvJdYcUllYXlta3eA4pLuoMAPAHEv9HWHxrCa2pCjna8mg0SR57iI/P//ixYv+/v4LFy4cO3ZsRUVFdXW1pKQkZeUBFFXWbbvYUf7O25tsWzeO3XFTWlyYTqOxCdHtxlwwpreqvGQDi/2rV2TEurEiQpwA9i2hccN6dbM0UhUoX1pVP+PI/evrW2QwjdsVKSEqxHUlde8qs2v6IP8H6YnZRQdnm1GfcGl1vdvxmK1OAwzVmxkmXr3/6n8//WtlnYgQva+Wooe1gYSo0OYLcem5ZQSkrLqBKSFCp9F6qspunTKgr7ZiaVX9vmtJDSy266iexZV13JcwqqhTI4v93U/m6ssPT9K/ACgoqzH8xuzIp9lYU6GDn/M/Drt2QUkJLUm5AWDAAA7HCSWgogIREX4Zd3f4+uLq1ebaYRYWePoULBb09REbi+7doaiI4cPx228CmI7+Pvzshv7Nm+ZjHg5eAVi4EEuW4No1NDY2U4FTkJcHRbHr68tJN7e1FXAKQF0do0dzvCvTp0NHB6mpLVTt34+QEEhJQV+/+djUtIUqyn1kaorlyzk0OGvWtDXrmRZ6bidiErKLKEdq+1Biindhiqfllg3o0SXhfdGu6YMepRZkFlToKMuk5Za5jNDjFa5rbIp+m9evu2KncouKKusSsotM9ThV2cz0lW8lfA6MzlCRl5QSE+arQ9KFKa6hKLU19JXdIC1jLQUxYcbWdpeKTCbTzc3Nzc0tMzMzICAgISFBTU3Nzc0NMiM6PsPv4tR8C6aECItN7iblrAx4+sfCEQyB1fXalm9L0td9ON+71/Thuo/TC25+e+k5dTd1pKEKr5WvqWftCIvfOmWAkYY8i01O3Hp75n7awrGG1AfVxCY2O28GLB7J5e/Nyi8frNd1lJHql7LaLaFxfTQVvpTVdpERB0CAJjYREWKwv23LsdvYnxvXX5Ny4p+NyeA28mk+6mbO6BSNxLlzCAwEVQmyZ08MHIgRIzjpvmpqMDWFqSkAHDrUfMw75Lff8OQJ/PygqYmKCri5cciZU1Kwfz9oNE4O8KZNePcO799zGMIFUkWtX8+/oqcQFwdLSyQnNwu0XtGHhmLJEoiKYuZM2NtDTAyDB2P/fowcCSsrrFjBSftycEBqqoDnxN+Hn93Q87C1wMysPUkxMZw82WYvZYX5Ft0CGW+cnTm8IgoKzfQ4VlacfVcPj2ZJ3uPWqvT1+WlwFBVbh4dKiAp5WBv8fvNNawfLsjNPuL9EWUlRygAZayqk5pSqyks2sYmKvKRJd8X490ViwowmNumhzKxtYAGYdugeDahtaKLTcGROh/g+1559xqDTCFBTzzLprjju27YBDVgwpvf8k7FCDJrX9MF8zwwhOu3YXPM7iZ+vxX3YczWxp4rs7FH6Oh0IktHR0dm+ffvWrVujo6MDAgL81lh0ZJKdghCdNraf+pO0gug3eZbG338B55XnPue+C2EGfcWvfTYGvxjSUzmnuCrpY/Epjxb3UtvAamITNQUpGo0mzKA5W+hl5LVXI/ddfnlqbtmvAzQVpEWb2MTSWNX/QfrmyQNEhOi3Ez73UpPrJicR9TqHTQibTV5lfeV79HZc849sci9ZwllH+/h0egiAJ0+waBHs7BAXhytXOIb+wQPY2MDBAXfuoLwcXl5IS0NICDoVoLx9O+TlISODIUOQnIzt2zlLPTU1rFsHJrN5JdevH2bPhowM1NQ4vENiYqiogKUlDA2RlsaJkqAePP8k/OyGfuXK5uP2ffT/tRhm0O124ufQJ1nd5CR42zc6mqgrcHz03CWpsaZ8zNt8BWmxftoKNKB/9y5XXmTLS4n2VpfjLtAOzTYTExZiE5JVULEi4Omp+cOpJWE7WG3XV0eZCaC0un5HWPyTtAKuo7ybnIR1H7Wiyjrdbvwp+KwmNiGguGgaWOyo5Jylpx+dcB+uodhGNn9L0On0UaNGmZmZibVVkeNPQ0+F+amoqrPybRl6d9+HXNeNRe9u80f3BqCvKjumr/rRyDefi6qW2BhJiLb4SSpIi0011/HwfWioId9XS2GQrlL7T5GRRqq/33wT/SavuoHlPFxXtxvTylhtdeBTAmgoSi0aaygqzOjeVcbd5yEBbE00lJgdpS/m0/wj4UzHjuH6dejrt1lBpa0hAHbvBoATJxAZiZgY3LjBEZg9G6dOYc0ayMrCogPPe4GrK77lF+9pa/BFZwKc3TUA3NI6srLYt+/7k/kL8bMbel6076PvMPz8/MLDw7t06UII8fHxCQsLCwoK6tatW0VFxf79+zU1NW/evLl06dKMjAwajebv73/x4kUlJSUajXb69OnTp09fuXKFKm999OjR1mMBJCcnHzlypKmpqWvXrt7e3uvWrXv79m1xcXGvXr2OHj3a2qjRgEVjDRf5PZowSIu3XVFajOuf5cJYU8H3ToqEqBBV895YS8HrSoKijJiRZrO7QIkpTrkCuslJXHiSlfyxxNJIVVpcuLymnquwpKpeRrz5zVT+27W6yooP0VPK+lLBuyMqLS5cz2rFlg7EpOTfTcqheOFFhOg2Jho3Xn38UFjZlqE3Nzd/9OgRAHd3d4qVHoCWllZBQYFA+SY2qW9sEhcV+ocsrlq7bijMGKHn4RuroywzWFdAofOp5joTB2un5pYlvC9aFfjM0kh11sg2yV7EhBmrJvQJCws7evSo/7Puv1dWrl69+pDr0JSUlH79+k16905DQ0Oy+G168AE9Pb2wR7X5Q4ey2Wx9ff3dzqOWL18+bNiwiRMnAggJCfH19dXW1r5SVrZ169asrKwDBw7o6enV1tYOHTp0uAGHEq5zITcLF3KW5/7+HAax/PzmOrftD6Ewfz7s7PD4af89qgAAIABJREFUMSIjOUH0589j5kzIyeHoUdy79x1W8P9h/OyGvuM++s5g7dq15ubmAQEBFy5cYDAYFNdYWFgYlUB78eLFCRMmPH361MzMDMCqVatGjBixZMkSqkIedcpVxTcWwP379ydPnmxtbR0WFtbU1OTl5fXs2bPExESPthca3eQkJppqX3iUZdKj2VNf08CqqmvknoqJCAnRacpyEuIiQk/TC+aPNgAgKSrUo6tMzJu8vS7NgfnVdawmNgGQVVDxvqBcs4s0gCE9u564nTJ/tIGCtFhKTmlE3Md1rcp8U2BKihaW13bkYzTRVjwW+SYo9t3I3iosNnn1/mt+aY1B22Eh3Cq4V69e5Rp6PlTXs+4kfY7PKkrLLaMCTEWE6EpM8YE9lIb37mag1rmYk4y8cjN9ZTqdRqfRGlhN3M3Y+sbm49bynboEAFEhhr6qbC9V2dZdcVlf80prxg/Q7Kul0FdLwba/xowj953Mdb6b6Ovm5ubs7Hz9+vUbN24MHDjwzJkzmzZtCggI2LRpEwBXV9dZs2ZVVlZOnTp1zJgxLBZr0aJFEydOtKIcjAAAd3d3Jyen8vLyuXPnTps2jXfIggULOnuPLTB+PObORUQEKitx5AiuXuXsf/bsCWHh5uNu3XDkCMLDAWDhwubh3bs3U2kOHoz588FkgsXCtGl/alY/NX52Q99xH33nMXDgwODg4J49ex46dCg0NPTZs2exsbFVVVU1NTXLly8/efIkZegPHDgQGBjYrVs3bW3t6OjoAwcOhISEiIqKHj58GADvWEqtm5vbyZMno6KiNDQ06O1uA/JislmP+69bkNcvP/OE93Sb08DBuko0wFhLITO/XEGa82bQv0eXrIIKPR6/yvTDnGBQeSnRedYGlNPcw9og4EHG1ouvKmoaVBWkFo01HNCj5Zb1N6jKS95O/NzYxBZmfGfyclKiR+aY+9x5e+3lhwYWu7uSzObJAxSlf9APQ4CIlx/OPEivqWfxtjew2DnF1TnF2VdeZJvqdZ0/2kBZtt1VJACA2lzNLCjf4GgiRKcZasiHPMp0GNJdVlI0MbsoM7+iV8tnBq98bcsJ/BkoSIvtvZrYo6uMgbpcXQPrZdZXNQVJ0Q7QOfzxxx8PHz5ks9mbNm1qbGx88eLF3bt3zc3NKda5gICAZ8+ePX36dPfu3ZmZmV5eXuLi4lSFLz4wmUyqliTvEAHXS07G4cOQkICsLLZvh78/LlyAsjIaG3HyJC5fxtmzUFNDQAC8vfH6NaZORVoaKiqgrd28feXhARoNXbrAxQXDhgGAsTFH7eXL2L4d69bhzBkUFqJ3b9TUQEICRkb8e6r6+p1z0P9v4Gc39FSyw/8PXr58qaOjA2DZsmVWVlZBQUHPnj37+vVrcXHx6dOn7969y2KxAHh6evIu4flOeceOHj0aQHBw8Lx586SkpFavXp2RkdGzDVJWOSnRq2vHcE+FGfTTC5rVXlz5S1vTXmPXov6U83Bd5+GcWn1SYsICgw4BiIsIeYw28Bht0LoraJkl7+lIQ5WRhiq8LTMs9NAK9Y1NR26+EWbQFKXF3Cx7aSlJA8jMLz8QkSwqzOgiI1ZV19i9q4xfVKqmotQSWwE2iBcEOHAt6U5SDgAJUaHhBt0M1eWVmOJiIoyKmsbswopnGV/efi59lvElPbds57RB7fAizD0RQ4VL6igz97kModbOa+z7+t5Jcfd5SKfRuslJbJpkwn0gtZavrWc1NrGdDjSXG6S2ynl99ABCPK3wPWgrSW9wMDkVlVpQVsNmEz0V5pbJAzriiXJ1dXX+Vmzk2rVrdXV1q1evrqmpefjwIQAXF5dZs2aVlJSsXLnSxMRk5cqVBgYGixYtunDhAt/aory8XEREhG/ImDFj+K93/z4cHGBjg4sXOcmGK1bAygqenpwCWMuXY8wYXL2K6GgofAvNzMtDQgKH7/PgQcyfj8GDUVPTHJjIp9bLC3FxePasmfzgX3QMP7uhZ/3H1la88Pb2VlJSYrPZlI+eauzevfujR48oShwmk+nl5XVPUJ7U3r17z507B4CXX5caSxn6gQMHzpkzR05OjsFgaGtr/2dn/vnz540bN0pJSeXn58+ePVtYWHjTpk19+vSh5rB+/frq6mptbe2dO3fOnTvX09Nz/Pjx1GNp5MiRCxcu3L17N1fYzMzM09PTxMSkqamppqbm9OnTVK0Svku8fPkyLy/vxo0btra2Ojo6XIr5y8+zHUy1u3eVqaprTMstowx94odiSyPVPloK0W/zJpv1SP5YXFBWy40MYbPZlDu+qamJ65dvamoCEPIok7Ly9oO0XUbqccMNKQzU6TLZrMfrTyV7ryZ+KavdcP6Fr8dwviQDCpEbBTt5FaXFNjiYdFBeTkq09fOSL6yeD3xPX14Yayocmi34ZZRBp7X1YObF2bNnw8LC1NXVExISjhw5MmHCBKpdXl7+06dPJiYm4uLiPXr0cHR03L1797p166heX1/fO3fulJeXb9myJetbEU1qiIBrzJ2LU6cQGwslJU4N20OHEByMLl1gZIS3b3HkCC5fxpMnePgQDx9yRm3YgK1bQX0lUlKwdi3ev8eePait5VRdbq32X/wQfnaum8RE9Onz/xLq5OcHZWXOTpGdHezsICvLYVmws4O5OZ48weXLALB5Mz5+xIABuHEDysqoqcHJkxARgacnGhrQ0IA+fbByJXx8oKUFaq1Esd9oa6O0FL/9hkuXmoluuGQ4ANLTYWyM1FR0744FCzjsOhkZOHKkRcFCHoSEhKSmpm7ZsqWuri40NLRr166JiYm89T1OnjxZUlJy7dq1x48fZ2Vl/fbbb1QdKD8/v3HjxvEKR0dHR0dHU0SbkyZN2rFjB/XywXcJioZ+xIgR0dzgBADA/mtJnuP7fPhSERH3UUxEaN4vvQDUNrBuxn8qr2lQkZMc00+dz9C3FV2TU1g2+9iDBhbb3dpg4uD2Ho0lVfXLzjz+Ulb76wDNRWMNoaeHjIx25P9FR3HyJKZOhbQ0Nm2CoyMSEqCmBq7H/9w5KCpizBiEhUFYGISAxUJaGpydkZWFoCAYG6O8HFZWGDoUdXUYORJPnwpQ26dPOyv6sKfvB+sqqStKRSZ81lKS/lJWw5QQMVCTO3LzDZ1OAzB9mM6j1AJemeQPxcN6KavIS1Ia7r3OvRn/ab/LkLMxGaLCjMlmPaLf5inKiL0vqEjILpYSE5ISE55nbUBZk4z88oi4j6wmtp4Ks7SqPjO/oonN1unGnGvV6y/4vDuLn/0hefMm9u2Dri6mTPmry1pWVaGoCAoKyOHkbXJeZg8dwpMniIuDnR0nFnjjxuY1DhcU+01lJVxdcfEiH9ENB2fOYPNmBARg61a4uiIgADt2IDi4mfyvFRwcHEJCQtavX19fX29nZ1dTU3PlypUPHz4A6Nev37x58/z9/SMjIxMTE58/f25qalpTU1NYWPjHH3+4u7vn5ubyCvfs2fP69esFBQW5ubmioqJ6enoCL9HWTLowxd/llempyLqM7LnvahLVGP0mb9wATVEhxuEbr6m4IF7U1dUJVBX08F0Di91PW9G+XSsPQF5KdPk447Xnnt9JynGz6iVWUdG+/L/oKAYNwty5kJWFkBB69kRCgmAxDQ3cvg3ezQBLSw575fLlWLwYp0+DkOa8Uz61nUfYs/eThnTXUpIuqqyjqJDawcvMQk1FKSqU4FNRFW9MgfNw3R7KMmdjMqgvLYCE90U2Jhq9VGUfpuTbD9KOy/pa28Aa1qvbD0zyL8DPbugp5oCPH+Hjg6goDiXFfwpHj3KCfKsEhVpPmYKQEJiYwMwM1EYr9TIbF4fISJw+De462soK8fGCg4vbqWbOYuHpU0RFwcwMmzejf39s3YqmJiQn47ff2hoUFhbWt2/fGTNmNDU1DRw4cNeuXfb29txF+qNHj0pLSzdv3lxXV3fixAlTU9N58+b5+Ph8/PjRyMgoNzeXVzg6OnrcuHHUin78+PEVFRVMJrP1JeLj4wXOxMG0+7HINwwGXZhOo/w2AHS6MfdfS5YSFRIXEZIRFxY4kIvCwkIFBQUGg/EysxDAhEFaHXlx66etqNFF6tPXqpTPpSYsFjIzBQi13NpxdXVVUFDYu3cvdXeTJk2iKmoBMDMzmzVr1rx58yjJnJwcdXX1rl27EkJqampMTEwCAwOpYCopKSlxcXEGg8Fms4WFhT08PKgAmLq6ul3/x96Xx8W4vv+/p6Z931elRWiTVJJIhWM/pGxlLcpO5SCOgxMiu+xJtkShSBFRlK0ilUralPZF+zLTzPP745mmaVp0nPP5fT5fx/vl9fLMfV/39TzzNHPP/Vz3db3fe/eGhoZWVFSoqam5uLi4ubmxA+XV1dVKSkrTpk27TT4dAgCoVKq0tDQPDw9BECNHjjxx4oS6uno/L7K7w82bN7948SIuLo48aWFhoaGhYWxsrJFRr9GkHmBk1GVTlGupwZYmNzODmRn32IAA1kF3WVoutwBMTGDSa/n05bhsMUG+wqpG545lddnX5oHyYtkltQ/eFUmKCgjzU7vbkGhspVN5eSyGKJK0bvNGa1+Pzxk2sAvTwyAliZKvzeREP91EPSL5c3xmqU63ApH/QfzoE31NDe7cQWws5OVx8uQ/7NzNrTNWIySE4mIAqKtjqTAPG4YzZ1BYiM2bWRP9hg2sOf3kSQwbhqdPWWJmjx9j0qQumaBsNDSgt8SbqCi0tmLTJrS14elT2NpiwgT4+mLUqD5CVaNGjSJVXqlU6tKlSwHcunUrJycHgJCQUHV1dVBQ0PDhw5lM5siRI6uqqiZNmuTh4bGtQ8iU05hT509HRycxMZFMzut+ih4hIkD9rVtgepCShBdH1qahuoyhemdvRkbGli1bdHV1169fb21tnZOTIysrGxwcXPKVDoCTOaBvGAyQLqxs/FLTZFxdjR6ns66/3OPHjz9+/Dh5/ODBAwUFhQcPHixbtqylpSUpKelK10I8ERERcv+gpaXF09PT29v7/PnzZBfJ2QCgsLBw2LBhkyZNMjExsbOzk5CQePz4sZKSUmZmpqura15e3sGOcpsbN24YGxtHRUXV1NRIS3e+wezsbElJSRqNdvr0aRsbm8zMzH5eZHeHO3fuNDIyunjxorOzM4ANGza4ubmxZnk/P0RFQV4edDoCAnD5cme40t4e5ubIyGBN005OMDeHvj4sLbFuHezsUFWF8+dBbjKtXo3cXJw8CU1NNDVh6lRWRYu/P1RVWeFKe3u4uKCgAO3t0Ndn6dD6+XUek8jKwv79oFLR2Ihz57B/P3JzkZqKUaMweckiKyMyLMM2lxETzCuv11GWFBPiD3z6cZCSxCIrHS4bEglZZbVNbS8/lhdWNRqqS4sJ8emqSr3+VDF1hBrb5lNpnVlHrUNcRumskRp8vDz7w1L+93n0fvSJfssWODggMLBT0fg/hMmTsXw5EhJQWwtPT5DL2KFDkZMDEVYEEIcO4fp1fPmCvXuhqwt3d9y4gZYWmJnB0hLp6ThyBKGhEBLC6NE4exbR0aitxR9/9HzGK1cQGooBA5CWhgMHYGvLYtfJyOjjMgcOHBjcdYnUQwYFwMPDk9jx9JPZQdczadIkLmN2+tBBjjrA7qcAwBWg/z44OztbW1u3trYaGxsfOHBgzpw5ERERq1atGuh4kAKIfusJgA0JEX4ATa10KCigl2IrTtjY2CxZsqSpqUlYWDg6Onr37t2RkZHLli1LTExUVlbW1NTscVRra2tra6uenl73LjU1NfIJqba2Nj8/PzU1laTU19XVvX379uDBg9evXz9gwAAAly5dWr9+/enTp0NCQlxdXbn88PPzr1+/PiQkJDw8vJ8X2d2hkJDQhQsXZs2aNWPGjKSkpNTU1GtsJRAAmzZh3Dj8/nvPC5H2dty/38kQQKdj9WosXgwLCwQHY+VK1p4qgNxcVjSytBSent9fuvjkCWxt4eSEly9RUQFvb3z5goMHcfQoXuZ1N7cfpXnqwQdeHooQP1WlIxbPiYAnH0UEqeY6Csl5Vb/bjxDg4z1+P40M2owfpvowhfV7cPXZJ1FBqoggH7mcB6ClKH7o7nthfqqChBD1W5nE/338tzQM/z/hypUu//5l+FhS63np5fqABOdTsVfispkEUVjZYHfgoeell+S/my9yE3MqHA5G1zfTyCGbr7yqaWjtbnbuUUZEUgFp09xGdzoW085gEgRx6kH6nEPR5DEXOLt6G/6XICIi0tLSUltbKyQkxGSyhsvJyTkcjJ64O6KhhdZPP8fup03cHRGRVEAoKPRziIGBwePHj9PS0szMzOrq6mRkZGg02p49e5ydnTnNioqKACgoKCgoKAgKCg4aNKimpoZ98UVFReTxx48fNTU1y8vL9+zZs27dOq5z2drahoeHEwSRmZkpLCzc0NBw5MiR0aNHsw14eXm/ksKnBEEQxPr163ft2tWfi+zNIUEQ69atmzt3rra29mNSSZXEiRPE9OnEkiWEqSlRU0OcP0/cu8fqmj2b8PUlkpKIOXOI6mrC0ZE4cYKwtiamTGGJsl6/TowfT7i6Eq6uREEBERJC2NoSrq6Erm6n0uz588TkySyb2bOJqCji9GnixAni6dPOC2Afk2huJvz8iM2biR07iLo68qYT69f3+df7CeJHX9GTmvFMJgIC0NLSGSv82zh69GhycjL5RDxv3ryZM2eePXtWS0sLwNKlS0tLS0+ePKmhodHQ0EBGGzw8PNra2lpbW83MzNavX881fPfu3T4+Pnx8fF+/fj1z5kx0dDSnt6ioqIKCgqSkJEtLS2dn51GjRgEgi9o/ffqkpqa2cuVKd3f3QYMGZWZmXrhwgVxf1zXTjkWkbrUzVpURaWcSf4Ykx6R+GawsOUhJgmQdIJGUWyksQD3/ONN9uiHnG+QyyymrPxudQZIsJuVWjhwkz8tDYTCJpNxKvQHSqZ+ruegzubqs9VW6D/+r91ywA+Li4mx+NB4eHiUp4bpmWkbRV7OeKAS6g2RRVpIS6X8N3fjx4589eyYmJjZp0iRxcXFDQ8OEhISEhISF3Vam7NANQRAnTpyYMWMGuxRu+PDhvLy8DAajqqrKz89PXr7nqyVtAJD6WaKionZ2du7u7nl5eb09PfTzIvtwuGfPHn19fSsrK1vbLlURcHfHuHGIjsbVq5CWRkMDAJSUsKgLeHmxZ0/nbtOmTVBXx4YNuHgRAFxdO1f0iYksLu6CAhw71nnn163rDN30B0FBsLeHggLu3MHVq/ibNbr/GvzPP3H8TVhaQkYG/v5wcOAmg/zb4OHh4dwic3V19ff39/f3Hz16NPkyICDA0dExKirq4MGDM2fOvHDhwrVr1758+fL69Wuu4bGxsWPGjDl79uzmzZvJaYLTm7e399GjR8eNG+fv7z+qQ0SQLGq/fPkygGXLlpEHQUFBZDojgFfZ5WN0lVRlRABQeSi/2xv3lhJgMVixuqG1u6gTJ7QUxWub22oa2wDEZ5aN01MG8L6gWneAtK2BSuyHEi57rq4eh/9TMNOWB3DnTX5/MoXfF1R/rmwQ5OPVV5MGx58PDAYSE1HbMzfk+PHjnz9//uDBAzJ4NXny5IiIiJcvX9rY2PR2IgqFMm/evBcvXpCVpQDevXtXVlZWUVGRkpKycePGhoYGExMTdmEdierq6jdv3owcOZLJZF69evXZs2dDhgyZOHGigIBAl4gKB5KSkoYOHfrNi+zboaioqImJyZgxY7i9+/rC2Rm+vpg0CdOm4c4dLFiA5ctZYjsAtLUxbBhrV0NICLq6GD0a5LbE6dNwcYGLCx496nSoqsoqoeoDvr5wcQGZ0c95DMDcHOvWYcUKhIdjcl+lCT/RBf/tR4r/MHbsIBYuJDIziaIiouPB+R/BkSNHXr9+PW/evPLy8rlz516/ft3W1tbV1dXV1TUjIyMkJMTW1nb58uUuLi6FhYWzZ8+m0ViBhaioqNOnT3MNb2lpOXny5ObNm728vKqqqri8EQRRWVnp6urKPjuNRhs7dmxbW5uZmRmTyWQymdOmTWtvb3dwcGDb+D/OjPtQQhBE6dcmz0sv3S++OBKRyhWTeZJWnJhTcTY6o6SmadW5Z7R2Ro+hmydpxQRBXH2WHfYmv43OcDkVS0ZODoanvMuvaqW3Ox2LobczOO9P967uw/8qAAgICAgICLAPyOPKupZpeyMn7o64/Tqvbw81Da2LTzyZuDvizMMPBEEQhYWEjQ1x+TJBEISTEyEhQUhKcscKCIIgiIaGBnFxcUVFxfb2doIg0tPTJSQkDA0NucyKiopERETYL/39/XV1dcljztANQRB6enpv3rxhMpmTJk1ycnIqLy9nMpnZ2dlWVlZeXl4EQTx+/FhWVralpYW0P3/+vI6ODnnf2KGbtra2o0ePamhotLW1ffMi+3BIYvbs2efPn+/7Bv7E/1H86KEbPj7o6KCjeBXbt/+Dvnl4ePbv379p0yaCIAC4uLjM6yA+/fDhA+fLYcOGxcbGTpgwAcCTJ08cHBwSEhI4hwcHB8+cOVNZWfnRo0fnzp3T0NDgHN4dUVFRZFF7U1NTQkKCpaWlra2tr6/vaHYtFSAnIVRU3QhAUVLYd5F5YWVjwNMsdIvJJOVWAlCSErbSUw6O78w15DIDYKOvcjD8vaKksImWHIVCobUzX3+qqGpo5aFQ6Axmcl4Vm3yxxy6u4d9xw0tLe5YzlRUXdBw76OKTj2ceZlTWtS4ap9Mj51daYc3B8Pdltc2yYoILxgwCgA0bYGMDOzukp+P1a5SU4MkT/P47OoItbIiKig4bNkxZWZmXlxeArq6uhIQEd5QDANDU1KSoqAiAyWQqKioGBgb2eM2ampoxMTGmpqa3b9/29vYeO3ZsTU2NjIyMs7Pzhg0bAFy+fHn58uXsGrF58+a5u7snJiaamZkB0NHR4eHhYTKZZmZmT548IVkK+r7Ivh32E9Hvv8R9KCH1eFdM0GVrgTW20nfdTPZdZB7wJKuwsvFrU9tAeTFFSWEjDdmhKpLZpXUfCmvIKof88vo7bwoE+HhFBKhLrAdz2nM6BBDwJCu3rJ7WztRSEFeXF3vxsUxSRKCplb7p12FP0orf5FRKivDzU3nFhfiovDzzLbVff6rg5aGkfq5mj3KyGnT2USYFoLUzFlnpxKQVc1qSZE05pXX3kj+3Mwh1OdHGVjp7bI9sH/938aNP9Fu3dubbVFT84+7V1NSsra3JL/PZs2cfP34MYMaMGVxmnp6eHh4ewcHBzc3NFhYWpqamCQkJnMNHjRrl7u4uLi5Oo9E2b978/v17Tm/dHbKL2t++fXvq1ClLS0tHR0cdHZ1sjjpPK12ljRdfjB2qNEBWtJ3BDIr/1Pd7sTPX3HjxRX0zrTcDJSlhBpMZ9iZ/8bjBABJzKiwGK2yYZgggIass9kMJe6LvsYtr+HeAnEB7xNzR2qVfmx+8K7r1Ku9hSpGVrpK+mrSchBA/laehhZ5XXv/yY3nGl68AxIT4vOebipEpOsnJuHkTvLx4+BALF0JYGLa26CUl9BlHURuFQvn8+XN3G1VVVaKXUvPGrimbd+/eJQ+EhIT27NmzZ88eLvtLXZPKRUVF6zvKu9p7J/bo4yL7cEiCTebRN+xHaXLtxxDAjYRcklJimc0Q9rR+N7Gg+/CUz9WWQxTNBsnHZ5bR2pmc9lyWy2yGvMuvqmumjdNTjnpXNHe0lv4A6bA3Bbnl9QDmWWqTfJ9X4rKLqhtLvzZ3H3UhJsvBXFNNTrSxlX4mOkNBQojTknU9BdUTDFX11aRJ1g322P7civ9D+NEneldX+PvDwwOHDsHLq7tCExfq6urWrVvHw8MjJCTk5+dXW1vr4eHBw8PT2tq6e/fuK1eu8PHxbdu2LSwsTF9fPykp6c8//5SWltbX1587d+7EiRNJ4xs3buzevfvp06fTpk2Tl5dvbGy8ePHiqVOnALx9+/b06dPr1q3T0tK6devWtm3baDSakZHR4MGDOVMShw4dyrWcl5WVPcOhyxMSEkIeGBsb+/v7A5CTk/vKFrQCAEgI82+1G348Mp3OYIoIUB0stMhcsY8lte6BLGJLNTkxy44UYCoPZdUkvY0BCeRLLrMNUw0AjNNXuf06b7CKJIAn6cXTRrCy3E205fyi0tvoDJJYsbcuzuH/LCjAhmmGWooSF59kNbbS778tvP+2B0qWYQNlPGcM61TbaG1lFT3ExuK33wBAQOB/SgHufxC3X+c/zygFwGaae5JaPHKQ/KMO5V5O3EzIlRLhr22mGXRoz04erhb1tjDgSZaEMD8f7194sAt9kfdI5MvnysZpJuqfKxpIz5KiAhRggeWgoPic0YMVgC4Ovza1qcmJAhAV5CM7ultOHaEWkVz44mO5hnzvxYk/AP7LoaP/NMjEMjK63TUTrkd4e3unpaURBBEXF5eTk7Nly5aPHz8SBPH169dly5b98ccfixYtys3NvXPnzqNHj06fPp2YmEgQxN69e+Pi4riMz58///z5c4IgDh069PLlS9L/gQMHyMbQ0FCCIKKioq5fv/6feN//WjS00EJf5m6+8mrm/gcTd0dM3B0x2fv+Ur+nRyNS0wqrua1HjiQiI4m8PEJOjiCD148eEVZWZOfbvMqNFxNWnnu21j++oKKeIIi0wurD996zRy8/HUcQxLOMkml7I1to7WTjrVd5C4487qO9pqHV89JLgiASskoXn3jSSmcZrD7/nCAIJpN5Mip9rX/8qnPPTj/8wLmV8b6g6lhEKnnczmCSZ/eLTLv1irUz8SKr7I/gxL9/D/vAw5Sit3mVXI3H76edfvDB5XTss4wSgiA+ltTefpVHEET4m/yML185WwiCuJ/8uamVThDElbjs7JJarl4uvM2rfJpeTBBE5NtC8s8X8iL3c2VDRFIB6ZkgiMuxH2saWp+kFe8Pe5eYU8E5yv9x5ufKBoIgGlpoh+6+7241bZwFAAAgAElEQVRJEERE8mfyT3AwPKWF1s4e+4PhR1/Rl5UhPh6lpYiP709pTG5uLlnhMnbsWACVlZUkhYukpCQZVt6+ffuePXumdZWQNzExycvL627s6+t78eLFzMzMdevWkZakNFJ4eDjJAfkT/zhEBflmm2vONtcEQGcwae1M4T4Upnx8MH066HR4e0NQEIcPw9ubpLWobaIFxGR5LzCTEOZPL6o5fj/90JJRvbmREBZIyqm0HKoI4F1eFbt0q7d2NggCNxNyOWmcUwqqa5tpx51HE8Dx+2nv8qqMNfuSfV80bvD6gARbAxURQb7Lcdk7HEZ88xb9TYS+zCMzqeaN1ibVK9dO0QdwJCK1P0wvg5Ulj0SkignyUSgUcrn9lyAvIVRQ0QAgOD5HUoQfgJggH4Bx+srs4iY25lhonXuUAQqlldbubDvk0fsv3S11SNYNQT5pUcFvyrn838WPPtHPnImsLEyfjqws9E6wxcbAgQPT0tIMDQ2joqKam5vl5OSys7N1dHRqa2tJJhApKSlbW9s7d+4sWrSIPYrMcP/48SOX8aZNmywtLUlthyFDhgAICgpas2aNkJDQokWLZs2a9R972/8u3HmdDwpmmXEHefl4eb4hfjJuHMrK0NQEMqXdwADx8dDVBZDwsczGUIWMO+sPkN7YtciAC6MGKyR8LLMcqljbRBMRpPI18fTdzsaEYarJuZXjDVXZer/iQvxFVY1ZxbWDlSXcftGl4BvBDTEhPgcLratx2eryYmba8ly6wZwIDAwUFBQkQ4LTpk2LiIgoLi7W1taOi4szMzPz8/OLjo4ODw+nUCj29vZXr1719PRsbm5mMpny8vL79u3buHHj8uXLJw4zMBkgvGLFCicnJ4fpq8hP9dSpU/n4+EL37fsQNpTBYCgrK5NbDvoyzD+3bxQQEKioqDhw4MD27dtLSkpiYmImTJjAufOkoyTRG10MezNg8vAB5MFYXdZvydQR6lzG7NwB9igxIT6PGZ0rKvYPKmeWARfrBtf2ww+DH32id3HpPO6HOPj69evd3NwEBARoNNqFCxesra3JsHtjY+P+/fvJTdf58+dfJOtBADJGLyYmZmlpqaenx2lMbqUCGDhwYEZGBvmVGDFixNKlSyUlJRUVFUVEeijI7vGSFi9ebGxs3NzcbGdn5+bm5uvrS+ZNOzg4nDlz5uTJk0pKSpqamiEhISYmJjY2Nnfv3hUVFY2IiNizZ4+urm5jY+Ps2bNfv35tYWExe/bs3NzcDRs2hIeHs5izXr3C0aOd1FFGRoiNhaQkeW6EhKCoCLy8ePAAixYhKwsk48q4cQgNhawsXr3C1q2g0dDWhj//ZKU2JyVhyxa0tIDJhJMTVq4ED08PlrGxCAwEmZdy6BASE3H1Kot2nCCwdSsePgQPDzQ0EBCATZvw8SNycyEuDjk5zJrFTuU+E53BQ6F0n+j7BRGRTo6KCZ1qLRW1LYNVOmcfshyhN8iKCZbUNNEZzFfZ5eY6CqEdtfi9tbPBQ6GsmDD09MMPu+aZki1aiuIu44eEvMwtrGo0H6SwYIw2Z7HLy+zyouomAATHlu8kI1X3wKK0wpojvdDW94aAgICdO3deuHCBTLyRlZU9d+4cyYtw+PBhW1tbci1y7ty5ixcvLl++PCAg4MiRIzdv3nR0dASwZMkSl47vV0RExMKFC93c3AiCYCfjx8bGmpiYrF69Oicnp7S01Nvbu7293d7e3p9rqyw0FIKCKCtDWBjk5CAujsWLcfIkhIUxYABevkRoKB4+xNWrCAqCmxv09KChASsrrF0LPj5QKDh1Cn5+GD8e+vos6UFyVUfySpF+vn5FaioaGqCrC47trn8JfvSJnhO9iIMfPHhw0qRJampqbm5u+/bt09PTa2ho2L9/f0pKSnx8/OjRo0k5b29v7yNHjty4cePOnTvq6urBwcFHjhxpbGwcP348yQAlLS3t4OCwZs2anJwcHh6esrKyT58+WVpaDh48OD4+3t/f/86dO/Ly8gICAkeOHBESEgKgrKwcGhr64sULSUnJ3bt3kzrglZWVenp6x48fFxYWBrBixYqTJ0+eOnUqPDx8zpw5AMhvFHnxnz9/fvLkiYGBgZWV1Z07d4YMGSIkJEQKgABwdHRcs2ZNfn7+2rVrb926NX36dEtLy02bNp06derbIoXt7Xj4EKameP6cxSolJobffuuyoV1Tg5UrER4ONTWUlsLEBNnZqK3F4sUID4e2NlpasHgxBARgZ9eDJRunTuHFCwQHd4pLPH+O5GS8fQsKBSdO4MQJkCKxnp4wN+9vFeXfgJyEYHltJ0vt2eiMpTZDKKAwOyZYgiA4c0SNNGRT8qvf5FR4zhjGOaH31s7GUFUpSRGBVx/LyZe5ZfUD5cR+tx9BZzAvPM66l/R5joUW23iUjgK5BcpgEivPsXJAKRTKtBHqRdWNXHIr3eHv70+SDhUVFTEYjAcPHjx79mzUqFFNTU0AFi5ceOXKFZK/KDk5eX3H7+jEiRP379/v4uKSm5tLo9EePnx448aNyMjIK1euJCUlAViwYAGAa9eupaSkvH//nv2w6+joePny5S1btjAYjDX90YTasgWWlli8GLdvw8kJ1tYIDgaNhvR0PH8OQUEwmfj6FUpKAODnBw8PGBggMRGfeskoe/Kk089vvyE2FgUFfZB4/8D40Sf6/omDNzQ0rF69et++fSSjbElJSUpKCruXS86b6yUnbty4MXv27Pj4eDLE36Ofa9euBQUFkUyBbB3w27dvt7e3kzrgSUlJnN8KPT29oqKi5ubmsLCwCxcuPH78mPxGAdi/f//kyZN37NiRl5e3efPm33//PSEhgTO5Ozg4OC0traWlZfv27aRKrY2NzbZt20jCrG/g6VNYWuKXXxAczJroZ87Ehw949gxjx7JswsJgZwc1NQBQUsKzZ6BQcOkSVq5kMf0KCeHECfzyC3h4erAkcfEiIiIQFsaSlCMhI4PCQsTHw8ICbm5oa/v2Bf+jGKWj8Htw4jg9ZSlRgczi2g9FX/mpPMpSwrlldS20diF+anJelZpsZ4h59GCFwNhsAMICXb5TvbVzwtl2iNe11+RPSFbx18+VjSsn6fHx8kiLCdAZzP5cLS8vpT+UEuzijGnTpj169KilpYV8BiUTKykUyqFDh5YtW8ZgMMzNzR89ekTKCURHR5NL/lmzZh07dkxTU5NM21+4cCHnit7R0dHNza29vX3mzJkrV64EEBwcPH78+OXLl+fk5Pzxxx+9lRR0wtcXAQHQ0cHatTh/HtHR0NbGuHF48QItLSy6b9mO0EpeHvT1AcDUFAAePsSuXZCRQX4+Vq5k2bi64tw5lp9/N370ib5/4uD79u0TEBAgKWQBeHl5/fnnnx4eHuRLUs6bSqX6+fl1f8lGY2NjY2Pj5s2bjx8/Tk70XH5ImJqasiM/bB1wFRUV3t75NefOnevn5yctLU0u1clvFNklISFRUVHR2to6ZMgQHR2ds2fPcmZkz5s3j/M3Y+jQoaqqqvPnz+c+QUxMJxMsm589KAgLF2LkSHh6gizip1Bw8iTmzMGLDtnxggIMGtTpR0uL1ci54lZQQF1dz5YA4uJQXo6vX7mplfX0cO4czpyBqytMTbFnD0T/8sbdt7FhQ8/tR4/KiAk62w7540YSAH4qj+eMYQCkRAXsRmqsvZBA5eWRFObnZAdSlhYprGr81YQ7cNxbOyckhPknG6vdeZ0P4BejARdisjwDX7bS25WlRdz73Bv4OwgICAgJCdHS0iotLV20aBGpLyglJbVu3TpHR8ebN296enrevXuXTqerqqru3bsXwJw5c9TV1Z8+fUp6CAwMfPXqFQBTU1MVFRWykUql0un0pqYmERERkrCalBdnM3P0hU2bYGkJAOfPY9UqCAnB1RWTJuHgQYwciQkTsGJFZ5WDhgZSUzFsGGJjkZcHANu2wciIFbohERzc6adDQPHfiR99ore2RkkJHj5EVlbPzOMAgB07dlRUVBw6dOi3334DICQk5Ozs7OfnN2LECHxL3ZuNsLCw2tras2fPxsTEkPQmXH5IsCXFAQQFBS1fvlxMTGzr1q0ZGRk9UtoCsLe3HzhwILvEhgv6+vpMJpNCocyaNcvBwWFIn0JaFAqlh6pUK6vO4mHyLrW2IjISxcXg4UFbG9jit1pasLeHry/rpbo6Cgo6/Zw6hVGjMHAgPn1iUe0DqKyEvHzPlgBUVXHvHrZvh48Pfv+90+D9e2ho4No1MBi4cAHr1nXhpfmnwFWBRafj9GnQaDh6FMAITbkRmnJcI8Ybqo43VOVsYaeanFnBik37uVj20S4lKuC7yByAxWBFi47SsWkj1MnKAyovj+vEnmsyDdVlDNVZOhi8PJRzbmPZXf0p8FnCEbKIIAVzAABKSkqPOLhorK2tS0pKAPh1U6MUERGpqqoij2fOnNmbfNjDhw/JAx0dnRtdCaaoVGoY50TcG4yNsXQpJCUhJgYlJTQ2wtYW6uooLISVFRISAGDtWri6gp8fLS04f75TvaQ3P9L9lSv4IfGjT/QnT+LIEdy/j1u30HVlzQlBQcEpU6Y8ePDg/XuWpp2trS2b8okt571jx47uL3ft2iUjI2Nubv7w4cNbt25JSkqqqqpGR0f36Ofy5csMBoNd+mRmZrZ8+XIyHVO796dLQUFBthZ292/X/v37yQNTU9MCjsmUKweUxAPOR5w+EBmJWbNYe1YhIQgOBruAy8MDFhaorgaAGTNgYwMnJ2ho4MsXHD6MV6+waBF++QWTJkFLC62tWLsWq1ZhypQeLOvqoKUFKhU7d2LUKEyb1qkhl5SEZ89w8SJ4eaGnh15+5NhgEsTBu+/79dY64DljGDjEcpGejsWLYWpKbga8y686EJaiKiPa2EqXEOb/Y86I8tqWTZdfscWwJgxTlRDmP3Y/zX+lFRmWWXnu+ekVY15/qujeWNdM2xb0xs/FssdeAJlfvvrHZDGYRFMbfYbJwOkm6kciUktqmr9UN0qICIgJ8k0xVrPWV8748vXS048MJkEQmDpCzcZApTeHJAiCOPso80NhDQB1ebENUw1ORKV3d/uX7ts/j+47LiNGdBGW6shrACmNwLYPCuq0YT+ccX5BuPz0EnH9N+BHn+gBSEhg/XpISIDB6LHf09OTPCAFetgZ7gEdawQXjtQdFxcXzpeenp7s4ez2TZs2AZjaocbQox8SRkZGXBod5ubm5ubmf+Xt/WcQFNQZ6JwyBevXd35/+Plx7BjrEVtODqdPw8kJDAba23H8OCuEevEiVqxASwtoNDg6YtEiUCg9W5IQFMT583B2xsuXEBAAgMWLkZuLsWPR0gJxcZw7981LJrOk+w9PduIdg4HDh3HwIA4cYF0qAI6dzxOR6XEfSoeoSOqpSe2c06lj9/pTBT+V53JsNhcvSo+NffR+bWw79eDDNntjRUnhtnaGZ+BLDXmxjdMMARy/nzZGV4nM+SuvbTkemf7nPBM5caEWWvvukGRxYf6+T5dSUF32tfm4iyUFuByX/SStuLvbv4DAQFy/DmVltLXh7FmcPYtx41jCfoGBuHEDZADHxweysnjyBIsWoaAAVCrS0nD0KAgCoqI4dgwUSpdeHx9UV8PXFzk5CA1FXR2yslBcDENDHDgAaWnu4V5e3AY/8S38Cyb6t28xfDjevAGzX/ta/xhoNKxejfZ2lJZi0yZkZmLIEIwfz+rNyICxMXJzoaKCsDAcPQptbTQ0YPx4iInh7FlWFHvFCrx4geRkVm6okxOmTcP581BXR10dvL2hrg4PD9BoaG2FhQVWr8bRo13sr14FgOxs+PiASkVdHc6excGDyMvD27ewtMSKFeAkOSF3jzlbRERQUgJwrJVGjwY7vc/SkvUozQkzs85oDxvdLceN61xkmZiAU12WSsXevT3cVQ4pKy7YGKj01tUXPn3CkiUQEUFSEnrao2YSRFMbXUFSqHsXACtd5YwvX3PK6rUVxftu7KP3RXa5jYGKoqQwAAEq76ElPW8mPUr9MstsoJy4EAAhfqqz7dCrcdmTjdX6OJ2EMH/x16YPRTW6qlLzLbWZzP4QOfeJjRsxaRK8vHoQnPLw6Px4A7h+HU5OiInBL78gJgazZ2PKFNy5g5YWCAt36QVQVoakJFZS7759SEnB48foWEJxD+9u8BPfwo8+0Z86hSNHcPw4Bg7EiRP/X0995gxmzcKUKWht7YFj5+JFbN+OK1dY0QMXFzg5oaYGzs6YO5clukbixQvw8CAsrHOeJRXaamqwdi2GDIG9PchMG3d31jTNZQ8gNhbW1li4EImJKC+HtzfKyrBzZ98JxTFpxReffLyy3oZc4noEvjTSkFlopfMquzzkRR6FAnFh/lW/6MmKC2aX1v0RnKgqI0prZzCZxHb7EVefZZfVtuSU1WkpiFMolN3zTN4XVHONikkrDnudf9x5NIVCSS+qScqpXGI9GEA7kzh8731pTXMrnTHHQstaX/nQ3fdc3rhSCXkolM3dFGi/jZMnsWsXdu2Cm1t3oV0yab22qY2HhzJYWbKiruVD4ddNl1+RvfMttQFQKFg1Se9EZNqhxZ11sz029tFbXN1koC4N4FNp3blHmfR2xkgdBdI/J8rrWji1qlVlRMrqWvo+naaC+NrJ+hFJn49GpA1Tl1lsrSPwN4s/jx9HSAikpDBiBPfP9tGjrPXByZOg0VBVha1bsXMnfvkFLi44cwZxcZCXh4AAWlq69ALYvBl79vQqas81/Cf+On70iV5QsFOy4P8z3r9nCVoJCmLNGnBubdHpePsWkZGwssLmzQAQEID4eMTH4/hxVFTA3x+kyCq5Zlm9GocPg4OCGACkpUGjIS0NHcrdsLFhTfTd7RctQkAAtmwBldrHXkV3EASRV1avpShe30KrqG8BUFjVGPIi78/5psIC1I8ltT533vkuHgWOQMedN/mP076QFYnugS/2LzTn5aH0Nqq2mRaTVsy1vfk6u1xckP+3pUbtTML94gsrPSUub/2//m9gzRoICOD337vsAwOoquJ8R0/Siv1jsmaYqHcP3QDQkBfTVZWK7Mqh1mNjb71y4oJfqpsADFKS8F1k/ianIiW/BxEYRQmhL9VNbHawkpom1Q4R1N5Ol1tWryQlvGXWcAaTuPki92rcp1WTet7w7y/YglDdsWFD54r+3j3U1eH4ccTHo7kZQUFYsQLi4vD2RlISPn/u0ouO78ihQz3nQXINHzmyB5uf6BM/usLUfxEGBqwlD42GOXO6dEVFobkZmzejvh6vXwPAsmU4cwZPnoCkpSSXMGfOsD73PDzw8cHmzeCkwK2pAT8/DAzA1t1++hTGxj3bBwXBzg4+PrCw+CaFJydGDpJ/9akcQFJOJcnfHZNaPHe0Frn1N1hZUlZc8HNFA9ueABpa6PLi3IGO3kbNNBt4N/FzK73L9om4MP+n0rrPlQ1UHoqP08h/bl7vhqIi5OQgJYX7X1eIC/M3tPTK3gzAceyge8mFja30bzb22DtOT/lhShFJn9tCa7/9Kr/HIROGqYa9ySd1q1to7f6Ps6aOUOv7dGW1zdeefSIAXh6KupxoP7Py/wL+/BMuLqxFzKFDLD2pjx8RFobbt3H0KDw8cO8ezMywfDlcXVFYyCpe5ewlMXo0hHqOj3EP/4m/jh99Rf9fxMqVcHXFrVuoqcGaNcjOxqFDCA6GlBQKC3HrFpSV8eYNAgI6l0hycsjNhZUVzp5lZRqwwy8DB2L0aNbPwOnTiIxEfT3+/JMVo792Dc3NGDcOhoZ48oTbHsDo0di4EWJioNHg5dX/N6GtJPEmpwJAUl6lhY5ifkV9ZX2LolRnNFxZSqSivkVSRIAMdDS00tsZzDOuY7n89DgKgCAf73QT9Zsvcjmpu/TVpO3MNfwfZ1U1tM4yGzjRqB/lXd8HVdUeGrOyyP9ffCwvqGxgMIlWOmPLTCMAaZ9r2NTNRhqyg5VZfMtC/NTFVjp7br3ldNNjY4+9UqICHtMND4a/J0CICvI5WGgm51Z1HyIvIbRuioFv+Hs6g8lgEr+aqg/XkCWfKno7nbmOQlZxrWfgy9Z2hrSowN/NyueqKfX07BIl5+xl58OsXs064Myz7N5Lgh1cNTLqkgxtZMStA8pl8BPfAoXoRSfhJ34iJq2Y1s7MLqmdb6l99lHGtBHq6YU17QxCT02KlGkFsD8sxXHMoGZa+4O3heumGhDAuegMw4Eyo3QUALgHvvBdNIqXh3Lxycfuoz6W1LbS2qcYq3leejXNRP1zZQMZo88pq5eXEBQX4m9oof9xI9F9+jCSaobtjes6f/nzPg+FErV9yl9+h+rqIKU5pkxBZCSrUVGxR6LTJUuW5OTkpKWlDR06lEqlhoSEKCkpWVhYGBoakvmyYWFhKSkpO3fuJO3DwsLWrVunpqZWVVU1d+7cXbt2AYiMjCQr2iQlJY8dO6atrd2jW9IDp/O1a9dOnTqVFIM9fvw4Dw9Pv0gF/nuYNWtWaGjo48ePL1y4cPPmzfXr10tKSiYnJ5PqMatXrz558mR7e7umpmZLS0tqampDQ8OQIUMoFIqPj4+UlNTu3bspFMrw4cPT09NnzpxJVof4+Piwj/39/cPCwkhvJHnOu3fvevR5rh8pWz88fq7o+4WjR49aWlqamJjExsbm5OQ4ODi4u7sDaGpq8vDwePjwYU1NzeHDhwmCGDx48M2bN5OSkkiGHAB+fn7Z2dnHjx9nMBgKCgo+Pj4kp011dfXQoUONjIyioqLYloKCgpGRkevXr8/OzqZQKOSnWU5OjiCIM2fOkDpwqampvXkjPfyz733kIPmAJ1l6A1ihYVtDlWMRaXoDpEUEqFnFtTUNrSrSwp/KWFpFFEBHWbKstpnLSY+jPpbUAqBQKIutdY5GpLGJCfPL6xNzKuZbaosK8fFTeRnfSpdaPG7wd0kTopNZ4W3P625OkBX848aNCwsLk5SUBFBSUiIiIvLixQsmk9kjd9CKFSu2b9/OZDIHDRrk6elZXFy8Z8+eiIgIKSmp1NTUBQsWJCQkdHdLgsu5nZ3dzZs3yYk+IiLiwoUL3353M2bgyhUwmdDURFkZKiuxeTOWLkVWFlpb8f59Z2rWwIHIy0NKCiwsICmJd++goUG+ARQWws8P2tpobsaECazC1Oxs7NsHPj7U1+PcORw40DnczY1MuBwxYkR6enpcXJywsDCDwaioqDAwMJgwYYKlpSWAgwcPOjo6WltbBwcHz5s3LzY2tqCgYMmSJY8ePbpz586yZctycnK6C6txYcuWLaQ3EjExMT36/PaN+hfg50T/PThw4MD69esNDQ3b2trmz59vbGxcXFzMZDLfv38v25EezkmJw+a0CQ0NZTAYJKdNSkqKm5ubv78/F3lOSEjIr7/++vLlSwsLC3R8mi9dunTjxg2yjrwPb/+JNztcQ3bvrXdOY3Uq61sAqMmKOlhobg96QxCEmDC/+/RhXKW2MmICiTncqo19jzJUlxnIoe9jpad86kG6R+DLJlq7tZ6yutw3pH8WjPk2k0kbndFKZ4gL8/+DEf+wsLA5c+YkJCS8fv161Khe2eqbmpqEhYWFhYWvXLmydetWKSkpAIaGhubm5i9evLCysuqP8zFjxqxfv57JZDY1NTU2NvaLrcjWFvHxaGzE1KmIjUVNTWe5MrqmZpFZWN7e8PNDcHAX2rjCws6UMFdX1kQfGwtbWzg54eVLlJZ2Gd4Ba2vrFy9eNDQ0jBs3Lj4+XkJCAh3FhpKSktu2bTt9+vT9+/cHD+6iK2ltbe3i4mJlZUVKO/QNtjcfHx8Arq6uPfr8Cfyc6PuPvXv3ysvLl5SUzJgxo7i42NDQEICAgICkpCSNRrOwsHj58mVMTAy7HpWkxCGpxNicNmpqat2XfpyWjY2Nzc3NGzduPHfunAUHOY+pqen169fJ4769dUdbW9vChQsLCwvpdPqJEydqamqysrLIOi9vb28TExMqlbp8+XI1NbXW1laS6uTq1au7d+9WUlIqKSk5fPjwCgNK8MXTnp6ewzVkySGzB4k6OjpqaGhEHWyUlZUNDw9/F3r4LmPWjBkzDNVlNi6bM32w39ChQ/fNHzF/3lz2qWufnc/Pz09JSXluZKSiosKuGQbAqZjBT+Uh9Wa5b1QvCeZsFFQ0pBbWaCqI6Q/oLKJJ/Vx97lFmTmkdAciKC04boW4/SvMbPPX9Q3h4+NWrV2VkZO7cudPjRE+S0H369MnBwYGHh6ewsNCJTMQCAGhraxcW9pyW0905lUo1NTVNTEwsKSmZMqV/QaqJE3HxIhob4eMDX1+0t8PLi1Vcil5SuUiwt4jIEDyZEpaQ0DmPL1yI8+exeTP4+HpL4jI1NT106NDw4cMnTJjg7Ow8f/58Op1OKjQAOH/+/Jo1a4SFhVetWlXGESijUqmysrLnz59ftmxZampq3++P7Y1EcHBwjz5/Aj8n+v7Dy8uLHbpRUVFJS0szMDBoa2urr6/n5+efPHlyYGAgnU4n+S/RlRLn+vXrK1asEBUV/e2337Kzs7lWHJyWYWFh1dXVFy5cePToEacGNCdDTt/euiM8PHzo0KE3b94sLS1dsGCBR0/fTGdn5+3bt7e2tk6cOJHkv3R3d3dzcystLbW3t9/aU4rqwoULvb29ASxdujQuLm7Xrl1z5syZNm3as2fP1NXVScZ8rlOTfFjjxo2LZWcK/UNoamv3DU95+bEcwDKbIeyJPvVz9ZarrxkdhUJV9a2BTz8m5VbuWWAmyMeL9nYWiRv7gDzuB6qqqt6+fbtw4UIajVZWVsYmouAEeVcZDIaTk1NCQoKamlpubi55ZwDk5eXN4UrH6t05hUKZPXt2eHh4eXn5xo0b+3VThgxBbi6kpKCqiupqMBhQUemc6HtM5SLh6tq5ok9JwbJlcHJCaSl27wb5/BEUhDlzoKiI+/dx8SLc3bufnJ+fv6mpydbWVkVF5cuXLxGXwDwAACAASURBVFZWVo8fP/bx8SGj6nPmzFm2bJmkpKSgoKC8vHxWxwY42bV69WofHx/2RL99+3ZJSUlra2uuY7Y3Hx8fWVnZESNG9ObzJ35O9N+D3377jYzR19fXb926NSoqSlhYuLy83MbGhq3QzabE2bVrl6mpqbOzs5SUFC8vr4YGtz4Gp2V4ePitW7ckJCT27dsXExMDwMfHR15enslkshly+vbWHVJSUklJSYWFhWpqamFhYc+fP+/NklQgekLm7QAA6urq2HuDPYLBYDQ2NqqqqqqpqY0ZM+bWrVv+/v7s7S+uU3/zUr8b+26/TcypBDBQXowtEkIQxJGINAaTkBIRcJ2oqyQlnFJQdTXuU3phzb2kzw6jNNHa2pm88RezOO7du+fh4bFlyxYAU6ZMycjI6M2Sl5dXWlq6pqZm0aJFy5YtGz16tJSUVFpaWmJi4oEDB/rpXE9Pz9bWdteuXXx8fL2R33GDQmFVNgEwMOhhh5krNYuN06dZtK92dp2NiorIzWUdm5uzaEXa2rB9e2/nZ7Obpaenoxt9yESOOBJn6NLMzCwxMRGAvb09eqFsIsHFKWJsbMxJKNIbl/i/Ez+zbn58EARx/fp1f3//pqamvXv3trS0dA/dvHr1avv27QBu3bpVWFgoJydHhm7ev39/4cIFAQEBriGioqzQTXFx8YgRI8gvWE1Njbm5+eTJk48dO9bjqclnhX98RZ/6uXrT5VciAlSv2cZksj+JlILqzVdeATi4eBS7zuhdftWWq6+lRAUur7Xhp/7lAA5713T69Om+vr5kBsiZM2eqqqr09fXJNBsA06ZNGzJkCPmyublZRUXl1q1b/Pz8UVFRe/bsYTAY4uLiR48eZa/uuTZjuzsn/zoLFixQVlY+2DsPxP8Cdt1M/t3B+G1e1YN3Rdvtjc89yuSn8uSW10uLCgCYbjIwIqmAn8orIybY1EbPL29oaqMPkBUlSXhyyur76P2J78bPFf334G5iwSBlyaEqkgUVDa8/VUiJCsR9KJEVFwSwzGbI/eTC6oZWUjF5Q0CCk5VOTWMbp8GDd0Vfm9rcJuqW17bEpBV/Kq3zmj28sLLxeGTasWWjI98WSokIjBqskFJQfSAs5co6G14eysmo9AlGA3SUJIKe5wxRkSSzzvMrGsLe5BMEBKg8qybrX3ySVVTVVNXQqqkg5mI7VKxDivrdu3dTp05dsGBBQUGBnZ3dH3/8wezIY2EwGFxbqeXl5QoKCkwmkwzdNDc3W1tbe3l5dR9Chm4YDMaUKVPIUdLS0mPGjOHMc+A69Zs3b6jUf/4jdy/pMwDHsYM4Z3kAr7LLAQxVlWLP8gCGa8gOUpL4VFqXV14/RFoAp06hqAjTp8PaGo8eIS0Njx6hYynaHbGxsWhrw5w59yor4egIPz+cOuWWn4+0NBgYzLS0xJw5yMkho9sz09Nhbo7x40EQUFPD779PXrFispgY5s+Hujrmz4eyMsLC4Owc294OdXUYGEBNDUFB9+7dI8+CwkI3Oh1+fli4EPn5QWlpMDDAggVdiBv/xzBISaKgoiHtc40gPy+DSVQ3tBppyJpoy5HxtNCXeeP0VYwGyjzLKB2jq5T2ubq4ppktCZuSX9VH7098N35Wxv4zsB+luXGa4cZphqScdE1jG4NJlNU283ZslnIZ1DXTsopryS7dAVKfSuuS8yoVJIXJdpL5JDa9eIKh6tu8KgBLbIZcf55TXttSUd/Cri1KKaiyGKzoPt3QRFu+jc5YZjPEaewgK12ljdMM2bM8gOTkZDI0pKSkRKPRtLS03rx5w2AwaDRadHT0IA49kNbW1uDgYE6NKkFBQSaTOWDAgN6G8PLyGhkZsemR+fj4+Ph6PXUPVPj/BEpqmgBw8SgAIG/dmKGKXO0k+VdFXQuWL8fVq6BQsHkzXFywciXS0zFmDPpGWBh0dfHqFcLD4eWFK1cQH4/hwxEf3+v8m5ICU1OwWeAXL0Z8PFJSIC+P+PiePXzHWf43MGygTMaXr8209mHqMh+KaoT4eQGEvsg7fj/N/3Hm1BFquWV1/o8zG1rp3T8Nfff+xHfj54r+O3EjIUdaRKChla6tKAHg9uv85xmlAFZN1gcwXEMmpaAqr7zBUpc1y3AZzLXQuvb80+JxgwEYDZR5l19VUdcyefiAt3lVtHaGqCBfWzujrpk+33LQpdiPptpyIgLUX4xU/7iZtM/RjH0Nk4erRb0tvBCTJSHMb6rNLZHBxoIFC1atWhUcHFxbW/v777/r6+sPHz7cwMCAIIgVK1Zoamrm5eWdO3cuKiqqra3N3d1dQUEBHTsHNTU18+bNMzY25hpCalOQUFZWfvfu3cieGEi4Tt2HitbfQenXZmEBKsnZy0ZVQ+vnygYAxt3EQyRFBACU17UgOhq5uRATQ0UFFBTw5QtU+kGBKSODxEQUFkJNDf3ceLh7F25u2LkTLZ06tGAw0NLS6xm/4yz/GxisLHHrVZ6WovgILblDd9+PGapEAPYWmuSKPvJt4dQR6oJ8vCcffKhqaOUa+zS9pI/en/hu/JzovxP2ozT1B0iToRsAdiM1ONm9jTXlot4VMpiE3gApsoXLgJ/KM9NMI+RlroKEsJaieHBCjqKksL6atM+dd0qSwgBeZ1c0ttLvvM7/UPS1lc4Q5OM111GI/VAiJdLJ3vc0rfgXowHCAtTr8TmZX2rZ5+KCiIjIpUuXOFu2bdu2jU2FBowfP54rz8/JyYkzEbD7EEtLS3ZmG1tFGsCZrnSY3U8NMvrxj4IUzeJaAL7LqwIgKcLPmaFP4mtTGwAqDwUUCsTEAEBeHvLy/ZrlAdjaorwcS5agtRV79/ZLziIuDlu3YuxYxMRAUpK1PC8pgakpekua+o6z9IK0tDQzM7P8/HxFRcWDBw8mJSWReypr1qwRFRXdsWPHpk2b2tvbW1paxo4d6+LiEhoaevLkSU1Nzebm5smTJyclJc2cOdPGxiYsLCwrK4vcIs7Ozt63bx8fH19DQ8O5c+f279+fm5v7/v17CwuL1atXt9IYwzVkpUUFahrbDNWl33+uuZGQ+0j0CwArXeUj91JFBKh8VB5pUQHyaYwNHWXJPnp/4rvxc6L/ZxD6Mi/2QwkAh1FaAPh4edoZTBUZ0d4MAOgNkCJbeCgUgsAwdRk+Xh4Ggxg2UBZAfFbZDocRYkJ8A2RFXn4sJ2WAuEIfQ1Qkj91PExagEoCmwjeqin5gKEkJfyqtq2umSXAs6skf4OEast0jAMXVTSDX9Zz3s/9hpXfvMG0aHB1RUICZM5GUBM6NBwqlU/mAwQCFgi9fkJGBGTPw9Stqa+HkhIUL4e0NBgNTpqCyEnI9PY31fZa/gosXL3p5eV27do3MrP369WtdXZ2wsHBpaemgQYMOHz5sb29PJiyuXr2azEp0dXWdN29eRUXFunXrLly44ODgYGBgEBgYGNohVPD06VMbG5uFCxcmJCSUlZV5e3t/+fLFx8eHFCBkC4WRclfK0iKccXZOXqNOfcQzZxAZqS0vv1VAAAMGYOZMUCiG6jKGF08glI49e0CjQUEBRUUs9eCDBzFpEvT1ERwMSUk0NkJUFCkpmDkTpJqmj0/nMRshIThwAImJcHXFgQOQkMCWLVi5Eup9ifr+APg50X8PZpgOJA8GyouRC8aJwzoDxGSh5spfuuTAcRrMHc2a61d3cMayy4V2zmWx4HrZsb4rU0d0fgS5KNc1FMS3dpiR0FIU1+pJ7KJHtLe3e3l5VVRUUKnU9vZ2MqGztbWVzFp78ODBjh07DAwM6uvrLS0t2ct2JpP522+/VVVV1dbWqqurHzlyhMlk9uGn+1nu378fEBAQFxfHx8e3ZcsWJyen69eva2trL126tK6ubvr06Xfv3iXzTxoaGjQ0NHx8fFxcXNzd3X/99VcrKyuCIMaNG0emtJKXpCYr+qm0LvJtIZvDvbaJ9uZTBQDjbiJKdc207NI6AAZq0qDTOwU0OI/7pkhMTsarV1i1CsrKaG/n/oXQ0sKVK2AwwGAgOhpLliAiAt7ecHFBezuMjeHoyLLk5YWhIQoLe57o+z5Lv0Gn09PT08PCwsaPH0/mBM+ePfv27dtycnITJ07Mz89PTU316uC5s7a2fv/+PS8vr7+/f2xsbHx8/NmzZ0VERLy8vEaPHh0SEsLeS1+0aFFAQICXlxcvL2+PlRnfAy8vkPJqPj5d2r98AUEgJoZ71v4OkFSaHz9i1izcuwdHR5SU/PCzPH5uxv6bcfz48cGDBwcGBvr7+2/evJkzAkNizpw5Fy5cCAkJef369adPn8jGq1evamlpBQYGhoWFGRkZffnypW8/Pfbq6+v/zkEBv2vXrpCQkPz8fHd393379rGzDK9du7Zp06aAgACCIFatWnX+/HkAycnJw4cPZ8/yAGaN1ABwNS77fvLnxlb618a2g3dT2toZ/FQeiyFddmLb6IyDd9+30RkGatKy4oLg48P48ax/nMd9Y8ECvH6NMWNgaoodO8C18aCvj2HDYGCAYcPg4AB1ddy7h8mTAYBKxdChePeu01hRscvL/p+l37h//35jY6OXl1d1dXVKSgoAU1PTN2/eREdHk5nsBgYGZDCNIIjY2FgjIyMALi4uZ86ciYqKIpfwlpaWBgYGbJVNAEFBQfb29nv37jU1Nb18+fL3XRs39u+Hmxu3NgAAQ0OkpiIhARx1sACwezfc3P4C7XZdHQgCc+bgxg3Y2uLpU3z48C9hwfy5ov/34s2bN0ePHiWPhw4dWllZ2ZuliYlJZmYmmWzz9u3b5cuXk+1Lly79pp8ee6dMmfL69evIDsJIKpV69uxZOzu76dOnj+4oyicIIjAwMDo6OjExMTEx0czMrKmpqaqqKiAgYO3atZynGKQkYWugEpNWfDwy/Xhkp8TddJOBooKsFKC0wpq0zzX3336uqm+l8lBcJ+oC6JGlkgt+fn5Xr1599eoVgEePHi1YsKC4uPg3Kak6bW0KhcL/5MmhqVOfP3++o7nZ0MWFTqcLCAicO3fuganpjh07DNPT6YsXC6ionFNRefXqVURExPIDB3bu3CkkJFQyc+a2bdvk7e137twp9PZtSUnJNl/f8oiIPXv2kPVQFhYWGXJyplOmzJ07t6ioaPmkSREREdTYWH9//2vXrmloaNTX13t5eaWmppJlbr1df1BQUGhoqLKysp2d3aVLl1RVVSkUioqKSm1tLZkf5eHh4e7ufu3ataampl9++WXw4MFpaWnkWCUlpcyOSlqusKG5ufm6deskJSXpdPr23mum/ho2b+55RT9jBis5iuvXbscOVuimn7hzB5WVCAnB69fYsQPi4rh0CV0/Sz8qfk70/16YmZndv3/f2dkZQGZmJpls0yOSk5PZBYpGRkZPnz4lJ6OdO3eOGTOmbz+99e7evdvBwUFUlLWNMWDAAB0dHfKXg0R8fHxdXd2OHTtoNNrp06fNzMyWL19++vTpkpISdp0RGxunG4oL80e9LSQ1TCjAJGO1ZbadT/phb/LjM8sACPFTt8wyGqQkAQAtLf3JoxcREUlPT9fX1799+7axsfGxY8fMzc3JufXBgwfe3t5WVlZz5swhC8osLCxI7oruLQCePXump6fn4eFRXl6enJyclZXF+RKAo6Mjm3+4ra1t+vTpY8eO3bhxo5+fHztsQgbQY2Ji7t69O3DgwN7+aiRu3rxJHhw+fPj69eufP3+2t7dPT0+/efPmw4cPfXx84uLibt++XVhYKCgoGBwcPH78eHV19fr6em1t7ZycnPb2dmdn5/r6+i1btgQGBl6/fp3kU9u1a9fw4cPLysrOnj1bVVW1ZcsWdoA+Li7OwcGBdLhixYpdu3YpKSnduHGDwWAsWLCgr2vduxfy8gCgoIDt2yEpyWJhk5LChw9YsQIcNdu9gnMg+5ikmnjwALduQUQE69cjPR12dti2Db6+3/b5fx8/J/r/H/Dz8zMxMTE3N09JSXn8+LGnp2d0dLSLi0t+fj4vL6+3t3d5efmJEycAGBsbHz58uLa2trW19cuXL+PHjycfpbdu3ZqRkVFeXq6vr//HH3/s2rWLIIjGxsZVq1a9fPmyurra19c3JycnNDSUTIpIS0s7duwYk8kUFRU9duyYl5cXe/ihQ4dIKsF169Zt3bp10aJFvLy8dDrdz8/vwYMHgYGB5OpVV1f35s2bmZmZDQ0NFhYWbDbBRYsWbdy40dHRkSAIGRkZa2trKyurPvysW7fuypUrnL0kFwIfH9+JEyeGDx9OXjDI5BmOZePp06eDgoKGDx/OYDDMzMxqamomTZrk4eHxxx9/dL/DfLw8bhN1V0wY+qWqqba5bYCMqJRoF3FRZSmR0UMUtRUlppmoiQt17NkuX44PHzBuHDZvhqEhYmMxdmz3PPpFixZdvnx569atgoKCQkJCycnJ7Gea8ePHHz161MrKKjQ0NCcnJzs729rampyRu7cAmDt37tWrV7ds2UKn011cXCZMmMD5Mi8vLzg4mCQMmDx58q+//nrixIkJEyZs3LhRm0Njz9/f/8mTJ8+fP79w4UJ2dnY/P4SWlpaJiYlv377V09MrKiqKj48nOXOuXbu2YsWKyMhIOzs7AGvWrJk5c+arV68ePnyopaXF+VJFRWXjxo2TOKQEq6qqEhISuNiWOB06OjreuHFjw4YNkZGRp06d6uv63NzQB/0quQnMyb7J1jzhfJrpTeaQBHvt31G5jWfP+rL/kUD8xH8eJ06cePnyJUEQ79698/X1JQhi6dKlW7ZsiY6OJgjizz//tLOzo9Pp2dnZo0ePfvr06Z07d65fv+7r6/vu3Tu2k8TExCNHjhAEsW3btuTkZIIg6HT6jBkz9u7d6+TklJiY+OnTp3379v0/9s48rqbt/eOfU6fhVCoNCkVSFEojLkWRjNc8j0UUFSEUcVEUuUoXFaGQqSJSMofI0KRJEc2TptNcp1P798c+TqfTYPi593u55/26f+y99trPWvvcPHvttZ71ecjKnp6e4eHhBEHcuHGjoaGB8/Zvo7KSkJQkgoIIgiB27SJWryb69iVWryZOnCDOniXOn++8prc3YWREMJkEQRCrVxNFRdz3xsQQ27cTLS3Epk2EhQVhZkbs3dtluxs3EtHRBEEQTCZhaEi0tHzzU3SFrCxRXU0QBFFSQgBEfn7HKn/99de9e/fMzc09PT1fvnw5c+bMQ4cOXb58mbx6+/ZtJyen27dvk/9bW1tbJ02aRJZzlcTExOzcufP8+fMZGRkEQZDvLa7TsLCwv/76i6sDpqamDAaDfXrq1KlLly4RBNHQ0DB58uSzZ8+Sp18kPj5+//79a9asiYmJ8fX1nT9/PkEQ9fX106dPLywsnDNnDkEQly5dMjU1Xbt27eDBg7OysrhOz549O2XKFEtLS0tLy7q6OldX1zdv3pCD9+3bt5OtcBlsaWmZP39+dXW1hYUFWWHu3LktLS0hISFr1qwhCGLZsmW1tbWXLl367bffCIJwdXV9//49WdPb23vGjBlmZmbW1tatra3k6erVq21sbOh0+ooVK8zMzNatW9fS0uLs7Pz+/fuioqKlS5fS6XSCIOLi4iwsLGxtbT09PR0cHExNTY2MjDZu3Pg1P9QvCW9E/w9x8OBBOTm5srKyUaNG1dfX0+l0Jyenffv2TZw4EYCxsXFUVFR8fPwcThmpLsjOztbR0QFApVKVlZXLy8t37NhBDvPZdSwsLE6dOvX48eNevXp1Iwv1Zc6dw44d8PPDvHnYtw8AJk9mLX/5+3dZE4CKCg4caFtY47r3xQuWhWHDsGoVAHh7g04HO/MGpzUrKxw8iDFj8PAhJk3CVygzfy1fHUc/ffr0Q4cObdiwAcDGjRu3b98eGRnZ2tpKo9GOHj1KqnICoFAowsLCnBq5XCWjR4/esWOHuLh4S0uLhYWFtrY25ymAwMBAcslURUWF/Nbh+tAB4Ovre//+/ZKSkkWLFhEEQZ7is5J2V48wfPjwAwcO9O7dW19f/+jRo9LS0gDCwsKqq6sPHjyYkJBA6vGtW7du1qxZjx8/joyMlJSU5DwVFhbesGED54heUFBw27ZtLi4upMh+R4M9e/ZUU1M7cuQI+w9bU1MzPT09JiaGn5+fIAgmkykqKhoeHq6trf3x40euPu/atUtPT8/V1ZVU4iNPAezfv3/r1q3Dhg178uRJVlYWgIqKChcXl7/++ov8Wn3w4MHKlSsNDAxCQkI2btwYGRlJp9O7Wcn45eE5+n+I7du3s6dubt68WVVV5eXl9fTp04aGBgCmpqZkSAlnYENXKCkpxcfH6+joMJnM3NxcPT09Go1mbW19+PBhtjjBxYsXV61aJS4uvnfv3oSEBF1d3e5tdg5B4NIlPHiAe/eQmQmO2YMv1AQwcyYePEDXSpkAEB+PDRtYx+vWdWlNTQ3l5aiqwvnz3Mt038W0A7dbW4nbTlO/Jo6ePWNOuipy3snDw4OzzuTJk9nuj6zQsUReXn7UqFEALrdfPOQ67fhWjiSFJD/DpQEJ4CuTKPHx8VEolLFjx/Lz8/Px8Y0dOxbAtWvXQkJCZGRk9PT0goKCxMVZsbnKyspXrlwh67BPR4wY4eHhQcbhsNfD9fT02MH1HQ2uXbt2+fLlpFwSWWHcuHExMTFNTU3q6urR0dH9+/en0+n8/Pzz5s1jLydwoaenR74DyDdZnz59srOzyVUidg8PHjzYs2dPdryWpaWlr6/vjRs3vuYf1H8BnqP/H0BqEUtKSqqqqoaFhQEQFBRsamrqKD+7d+9eaWlpLS0tzgShpEgyQRDV1dWbN28mBzvjxo3jdBkjR45cu3athIQEQRAdly6/lsePUVODHTtAoeDUKXQmud55TVI82dUVCxd2FxeopYWoKJCz/xs2wMICmpqdt7tyJU6cQHMz+vT5zmfhoLWVaCVFW78vjr4LZs+effz48d69eysrK1+6dGnUqFEmJibBwcFNTU0DBw68du2aqampv78/O0jGx8fn2rVrkZGRfHx8s2bNCg0NvXz5cmNjI+m4J0+eHBkZ6eTkVFxcHBkZOXny5HHjxi1fvpxsq6SkhG3Tzs5uxYoVOjo6jY2NM2bMuHv3blc9ZHtSdsoX9t8M10ZoRUVFzil19innS4XtQ9043r4dDaqqqubn57MrjBw58s8//zQ0NJw4ceLGjRs3bdoUGhpaUlISEhKSmJjY6ddnbGysgYFBamoqmRMCwL59+5KTkzU1NW/fvl1fXw9g7969sbGxV69eXbhwIYCLFy/a2NjQaLQVK1bMnj27qx/kvwPP0f8TsN20lpaWFkfcrrW1NfvYy8ur44327BUnQE9Pj/wrFxcX9+OIHWbHI3p7e7MLNTU1uYaK7Nu/gZMnceUKhg5FUxN++w379kGo3Qon/PxA6hmkpbWruXIlAAgL49AhdNOouTns7LB8OZqbMXAgNDS6bHfGDKiq4vjxb+v/FyFj5zsef1d+oilTpjx8+FBDQ2PcuHHXr18fPnw4Hx8fmejujz/+OHXqFKcCO0m/fv08PDy62XBEpnaZPHmyX/to8bNnz7JtWlpa/vXXXydOnLh58+Y8dsKQfyvCwsLV1dUTJkxQU1N79+7d6NGjLS0tg4ODRUVFbW1t379/7+joKCEhMW3aNADOzs5SUlI9evQgHb2zs7OsrCyA/fv329nZCQkJMRiM06dPv337VlhYeOXKlWZmZkZGRnJycrq6uubm5pKSkvLy8qKiov/rh/4X8L9dIvi3cOoUMXUqYWZGrF5NtLYSBEHcuEGoqbGOz54lJk8mzM2JuXOJvDzC1ZVITiYqK4klS4jCQuLUKWLaNGL1amL1aoLB4K5M4uFBkMuq9+4R588TQUHE9euEuzuRnMyqwHnMhrMPa9cS5eUEQRAHDxKvX//dv8evzWTncNN9t3642dzcXDMzs7179yYlJc2dO/f+/fuurq4tLS0jR45samoaM2ZMSUkJ59qpt7f3vXv3LC0t4+LiZs6cSRDEpUuXzp49S14ll3A7HhMEwWWTIIgZM2bU1dXNnz+/qqrqhz8Xj18A3oj+M1u3wsgI69cjJwdKSggOxtSpiI2Fvj4AbNkCExMEBuLZMwCorsbGjXB3B5l9ycGh3Z49zsoLF35/lzj7MH8+rl/H6tVITMTWrf+fB21tbbW3t6fT6aWlperq6gcPHmQymQ4ODmVlZQICAq2trYcOHQoNDQ0ICHj06BGVSrWxsbG3t+/fv//OnTuzsrJ69OgB4MCBA4mJiY6OjsOHDyfli8+ePfvw4cPdu3eT2XSHDh06b968Xbt2iYiIFBcX29jYqKqqcp6OHz8eQF5eHmdhVFRUYWFhRETE1KlTNTU1N7Bn8P8xiooQGAiOD6mvR1FR8dOnT7W1tbt27RoyZMjx48f37Nlz//79hoaGbdu2UanUgIAA2Q5qB4cPH16yZAm5VEOj0UpKSgAQBEGn07tqiMvm1q1bFy9efOzYMUlJSfYkOw8enPAc/WeOHMG5c1BQQL9+qKlBYyOWLcP58yxH7+mJK1fw8iWePcPx4zh4EKKikP+8vd7dHRcugEYDuUbHWZmNszNkZZGfj69c+ufqg7ExVq3CxIkYOPC7ZU9Izp07p6qqum7dOnzOXhQQEKChoUFOvyYkJGzdunXMmDHq6ur79u3bR0bLAGfPnlVQUDhw4ACA2NjYDx8+AJg7dy4ZGWJqalpRUQGOXUIASAWbnTt3VldXR0RElJSUcJ6SdaKjozkLyeZMTEz8vn5f+w+hqQlhYfD3R2QkdHS+z9EDGDZsGCm7P3v27DNnzmhoaLi4uFy5ckVNTa26upqcZmEHySgpKamoqIiJif3xxx9kIviJEyeSm6Hq6upWkcFIneHn58dp097efvbs2crKykEdkwJy4u+PoCDW0MTDgxVuVFcHGxuWEBs5ebhlCwgCtbXYuBE3byItDZ8+YehQiIoiO5t17OWF6GhYWuLDsvHLgwAAIABJREFUB/DxobERVlagUMDHBzMzfPjQSUNJSTh6FCIikJSEszMcHdsse3mBQ9CCx98BL5UgAMDPDyoqbUqw58/j3DkMGcLaKnn+PBQUYGKCgAAoKOD1a5iYoKAA2dnYuBF+flBTaxvR+/u3q0wm8fD0hIEB9PRw/z6KiyEsDCoVmZks+T1wSPGx4eoDPz+2bQM/P5Yu/b6lQjY2Njbr168fMmQIu2TRokWenp7yn99bEydOXLhwoby8/KNHj6ZNm3bt2jV7e/v9+/dv375dRUXl4MGDHz9+7N27t4GBwc6dO7W1tXNycvr27evn5xcZGblnzx5yEWLMmDELFy48f/58eno6g8FYtmzZ8OHDOU/19fUBMBiMjoUmJiakK/ybmOIS0UoQd3ZNA0EgLg7+/rh4ERQKmEzcu4cRI75s4mfE3x9KStxyx4cOwciIpfNVXo6ICMydC21tNDdj/nyEhiI2Fi9egFxk4jxetQqyspg6FePGwdUV48dj5EjU1yMiArW1nTTk6YlBgzB1KoKCMHMmBAXbWePxN8Mb0XfGrVsICYG4OJyd2wUIKisjPh4AhIUxcybWrQOpBOLmxhrdOztzV+bI1tQJu3dDSor1kmAfk4ENXH0wMsKiRVi1Cq6u/8+H09LSioqKIh29o6PjzJkz9fT0IiMjyRF9YmJi/89ifgcOHFiwYIGQkBAAbW3t27dv29rabt++ndxxY2BgMHv2bPaIvrm5GcC8efPYI/oLFy6MHj169erVjY2NEyZMWLduHefps2fPAFy9erVj4T+HhgYKCjB7Ni5exIQJ0NDoxMv7+8PfH8rKqKvD+vVoboajI4YPR3MzmEzWZoLt21FRAX5+EATc3SEuzl0SFgYqFcuW4cIFvHzJSthN/o+OjUVwMFRUEBCAR49ApcLGBvb2SE/H7t2sMKShQ7FpE6s/dDoGDIC3NxYtwqZNmDcPY8aAIGBkhAcPviBlfOQILl8GHx/YETVpaSCXgsndrSdOsCSGBQQgL4/a2s7t1NWhqgoODjh8GOPGIS0NDg74+BGHDqGhAcbGnTS0Zg1OncLTp+jV67v1lnl8N7xfHADQPjAZV66wDriE9AwNWfvj9+zBuXPw9gZBYMoUREZCURG2tti5E3x8OHYMdXU4e5Zl+dgxMJkQFgYAExP4+eHyZdaL4coVHD0KPb22cT07RuXKFdy8ie3bkZYGCgUuLmhoQGIiXrxAejrLR3h6wsgIWlqsD4WYGFhZQUMDmzdj5Up0EUFsbm5uZ2e3bNkyJpPZt2/fkSNH6urqOjg4sCPnjh49Sk4CCAkJHTlyREdH59ChQ2vXrt22bduSJUuoVOrgwYPJbSlslJSUyI37V69eJQXNZWVl16xZs2PHDnJOf9WqVeReIfYpeWOnhd/K24Iup7M7pe0btrAQffpAXR3DhoEjAyI3FhZYtgxxcfDzw9y5mDsXpGyDqSmqquDvD21tkIGPcXHYuhVDhnCXjB0LgoCbG/j44OWFwEB8Vr9pQ00N+/bh81wZACxY0Mkk0rlzcHTEqVNYtAhWVnB1xZgxePIE48Z92YFu3sw90B48GK9fY9QopKXh2jUoKSE+Hjo6aG5GaSnExDq3c+MG6HScOIFHj8BgQEUFz59jzBh4esLYGMbGnTQUGIjVq9GjB3btQnJyV3+cPP4meI7+e8nLA0Hg1StWZPexY7CxgY4O3rxBWhru3Wt3ygXX4m1XhIRg8uS2BeHc3LZA705xcYGVFXbvBpXazT8kfn5+UleHjYCAwJ9//slZwt6SM3DgwKqqKvL4yJEjXKZMPscjnjx5kjyY3F5spPvNQQCUlZU7Fn7rvI3dme/9DigsxI0bOHsWO3Zg7FjQ6e1257I5cwZPnuDZMxw6BADXryM7G9nZUFKCjAxiY3HsGKumri5yc1Ffz10CwMsLUlJwcupyiWXmTDx82E63KziYtfvM0JClYk8QCAzEw4d49Ahv30JdHZWVqKzEuXPYvfvLz0suJgFwcgKphrZhAywt4eODqiocO4YePbB5MwgC1dXYvr1LO6GhCAmBpCQUFXH7NjZtgq0tTp8GQbA+CDo2NGIE1qyBpCSo1C6TavH42+A5+u9FXx+vXuH2bZaOUkYGtm0DwPKwx461O+VS3SP/GYiKor17bQe5GLt8OS5cYDn6nTuxbx/3nCbnGm/Pnpg1C6tW4d69H/aYvzbCwli4EAsXIj8f584hLw8KCjAza3PTJKtWYdkytLTA0BD79mH2bNaIftIktLRATw+RkSD3B8XFYeBAqKpylwBYswbLlmHOnO70011dMW8eaDTW6bx53CN6cisZmdPR1xeenjA3h7c3amq+nD3DzAwd99CKirI8Mhuu7unptX1lso/ZW1jZOwC4EkZ2bEhLi1tPmNMyj78ZnqP/XqZNw/nzYDBYwqqqqoiPh64uXr3Cy5fcp1xs3frlEX1oKCoqEBCAu3dZSqpiYli6FCdPtvsodnRsW+MFMG8eIiPBGWN3+DBSU1nzSOQcMYBjx3D3Lnr1Qn09zpxBaChOn2b5o7VroaOD5GSMGIGsLMjLg8GArS2am1FQAEdHjBiBzZvR3IzGRowdC0vLzpt49w5ubqBSUV2Nkyfx55/IykJcHAwNYWX1Y7M9hG6f9P81oaCAHTvg6Ihnz7g1fPB5X1h5OaZObVfety9SU7FxIxwcQH6FUCjw8oKwMHdJSAhERCAiAm9vrFmDuXNx7hyiowFg4sQ2g0JCOHIEurqsT4erV5GeDgCysqy1GV9fXL4MTU0wGBgxAvX1mD4dW7agw8cWN5s3f7kOj18XnqP/XkRFkZeHadNYH+a2trC0hIAAamvh6wshoXanZ8+2W3dlL94eOAB0sSR7+zZrMXbv3rYF4WnT0H02Hwqlk5mB1laEheH339sVkrOof/yBpCQAsLQE56ZKcjYjMBBbtsDHBzNnYupU1NcjIABPn2LBAowfDwDW1qzZpI5NREXB2BjLl+PlS5SUYO9eFBfDxYV7sPwjEBLg5/u+kNMJE2BqiokToaUFPj5QKDAw4H4HdxwIszfQnjnDOuj4ZcZVwrYwYABu3wbaLwtxbrZQVUV1NQAoKXUiunvpEutAUBCJiazjDx86fzpO3rwBhyIN/vUbaHn8WHipBL+LPXugoICAANZymZoaVqzAuXOYMwfi4pCWxoYNcHEBhQJJSdjaYuZMnD6NlhZER+PhQ3h4QE8PpaXYvh0fPyIkBAYGCA5mrbseOYKZMyEigs2bsWQJliyBlxccHREfj1WrcOUKnjwBuZvGzg5ZWdDXh4kJnj5FVRWoVMjLIyenXW83bsSFCygvb1d45AjMzREezpIq8/VlCYJ//IjmZta2rOvXQRB484aV90dEBOvWITm57ZPC2Jjlbjo2sWIFqqvh4IBbt9C1pOIPYePpZ2Qa2G/G1BRPnsDYGHJyWLwYZ88iL+9H9+7fAZUKMbG2/34Qbm5u8+fPNzc3P3TokI+Pz4wZMywsLKytrd3c3Mg1eQD19fUrVqxYtWqVubl5RkaGv7//9OnTV61aNXfu3OrqagBBQUFkWK2Pj8/MmTPNzc3Xr19PEASnQXaL7MqWlpbk6pGDg0MO1x88jw7wRvQ/CB0dpKYiJgZ8fCAINDbC1xfbtkFdHVVVsLODnFy705EjsWsX9PTg7g5S5JZcofXyQnw8IiPbVe5onL1g+DXJjvn44OrKvbZGjugfPkRAAHr3bjeiDw1FQwMcHFBWhsREaGjg2TP8/juammBuDg0NREWxRvSPH2PdOkREdNJEYCDmzYOcHMLCEBCAv3OP67uiqg1+0b/r9V9pPJidO/Cr2L4d27ejpQXJyXjyBBER2LQJvXvjc/48bjw9EREBUjXs+HEEB+PRI+TmYtAgxMRAWxt+fpCRwaxZANDcjA0b0NSEkhIsXIgFC7BlCxoa0NKCvn3h4oIzZ9oqd2oZwKVLePcOf/yBU6fQ0MD6GX18cO0a+vZFXR0r+pZtpyt0dFjfBwwGBAU7XrewsPi+TWqurq4qKipLly41NDTcsWMHqdDJKXPm4eFhb2+vqalZWlpKKjA7ODgYGBh4eXnFx8cbGRmFhYWNGDEiIyMDn4WI3d3dSeVntkE27MqzZ88OCwtbunRpYWFh//9Adu//JzxH/4MwMkJMDJqaoKWF6Gj07o3iYpCykRIS4OfnPmWjp4cPH0Clwt0d/v5ITsa6dfD3b1e5o3ESzmTHjo6sue9Op7+VlaGvj7CwthJ3d5w/j9xcHDuGhAR4e4OUw50zBxcvIiQEffrg+XMEBODgQVhaIiQEFRWws8OoUdiyBYGBqKuDiQmGDAG5zZWriVGjsGEDJCTQ1PRVASH/D+QkaSX0hpuxOU/eFllOHGKs0ffb5nHI1yedjuxsCAh8YYWwpQV5eVBUREICpKQA4MwZ7NmDM2fQPpYJp09j/HjMn88Kpf/zT0yahBkzAMDLqy2EtxvLABYvhrU1zpzBs2esVRCSDRswfToCAhAT81XPqKCAkBAwGAgPR79+rDlDDtLT0zkdPZcScjfs2rWrubmZ3G1HJl2QlZXl1BHLysrS1NRMTEz08fGRlJRUU1Nzd3f39/dPTk5et24dKc6zYMGCK1eusMX09fT0yK3XbIPOzs4AOCs7OjpaWVlxqQTy6Aqeo/9B6Ovj8GGMGQNTU9jaYv16xMSwAuDI8ER5+XanbGJjoaeHnBzWCu2ffyIjg7tyR+MkX5PsmB22YWkJS0vWsY1Nu+idwYPbCTOwlxxHj8bo0UCHHCMcMpldNjF0KLcvk5f/OyboAfitMwp58fFydCa9jnEwNDEyMc9myrB+Ml8xQRERgbAwhIVBQgLTp8PDA7/91p2uMsASpZg7F2pqePECLS24fx+PH2PECDQ2tquZkAAy6yGFgm3bMHduW4yKqSlrQ3U3ltns3In+/ZGa2m715fhxhIbi+XPcuIHHj7/8pBkZsLaGvT0uXOg0Y5+EhIRKN/kGusbZ2VlFRcXa2ppOp5NJF9B+RK+goJCQkKCtrf3HH3+sX79eTU1t69atBgYGf/75Z0ZGRmxsbGlpaVBQ0MuXL8nEwgBiY2P19PQyMjLYBkmuX7/Orrx7925xcfGAgADb/0Z27/8nPEf/gxASQm0tJkyAqirev4ehIcaOxZYtoFBQWwtXV/Ts2e707l04O0NKCqKisLdvi05TVkZyMrZvb1e5o3GS/3CyY04EqXyLDVQmDlc48zD9QVLBm+zydb5P5v02cImhipBAt1572jTIy+PgQSxZ8rXbNVVV8fQpLl6EpSVevMCdO2hsxJYt4ONDaGi7mhoaePIEixahtRXz5kFDA/fusdar792Dvj5qarqzTEIQsLdHeDgcHXH1attLyNoa06cjNxf79qH95Ebn1NcjOhpycmhsRGdyaZqamuPGjaNQKAUFBWwxjK/B0dFRVFSUIAhJSUl2iis5OTknJydJSUlTU9NNmzbZ2tpSqVRhYWFO4Q1lZeXk5OTIyMiQkBBRUdGNGzempKTcvn1bSkpKVFTU3t4+IyODbdDDw6NHjx5clefMmbNz5073/94f/HfA07rh8UvxtoDuHZmaUUgH0EuCZj156KhBcl3WTkpCeDgiIpCeDhMTTJ2KSZO6Wzr29ISeHtLTcecOgoIwbx74+HDwIAYMQG4urKwwZw4uX2ZtETp2DNbWYDJRXY05czB/PuztUV8PBgNKSnB2xunTbZXV1TFyZDvLZJDM4cOQloa5OYKCkJTE0tgg5+j79UNBATZvRk5Omx1f386/SGJjcf8+1q/HpUvQ0WHtzOCAnGqvqKhISUnh5+f39PT82l+cx88Az9Hz+NUgCOJBcsHpB+kVtU0Afhskp6Ms07HaDH2ltpPKSty5g4gI3LoFVdVOtj786mzYsMHLy2vbtm2HDh2ysrLy8fHptJqPj09ERESvXr2EhIRUVVWNjIy0tLSCg4PFxMTk5OROnDhBo9EGDBjw6dOnxMTExsbGYcOGjRs3juvqpk2bACQkJHRan2vbNo8fAm/q5r/B27c4eJAl0HjqFFpasGULmEzU1uL337F0Kfz8oKCAyZNRWwsbGygo4P17vH2LESPQowemTYOJCeuSvz9iYzF+PHJzISkJNzekpLA2SS1bBi0tKCjAz4+l9nzwIM6caTO1fj1OnmzX7uHDeP8evr6s20k7XL11cWmzsHXrFzfQUygUE02FMWryh2++iX5bHPOuJOZdScdqbY6+uBhPnuDpU8THo6Wlba37v0R9ff3Dhw/l5eXr6uqqqrqLVWVHwnCN+h88eLBixQpDQ8OQkJBNmzbdv3+/rKxs0aJFZEZZzqvd1//bHvE/Dc/R/714enqSo55bt241NjYCEBYWTklJmTVrlpqaGgA3Nzf2cUJCwvHjx5lMprKy8pAhQ4SFhfPz8yMiIqSlpalUqre3t7+/f2hoKDmFSsZIcN7S0NCQlJRUU1OjpqbGFp9h8egRpkzBwoV49AifPuHMGSxZwlLaMjPD5wzLbbi4IDsbPj5wc0PHwZ2/P+ztERSENWsAoLwctbWgUNri6G1sMGsW/Pzw5Ek7U3v2dNJuQwPu3Wu3QZSrt5wWvo7axuaAqHfP0ksAUPn55CVpndezssLjx3j3Drq6mDQJ3t4YNao7dbOfl4YGpKZCW5ulmMS1ew6wtrZ+8OCBlZVVYGDgNlK9owvYkTDS0tKc5aTU/s2bN4d1JqPd8Wr39Xn8WHiO/l/EgwcPli5damxszKnzRQ6gjh8/TqYRJ2OQO71l0aJFUVFR2dnZZh2VRszMcOYMHB0hKooRI5Ca2hYQYmiI1NQv9MzTE8HBaG4GgKYmZGbiwAHMmcNy9DNn4sYN8PNj5kyWsK23N8LDQaVyh/F12u7mzThwACNHdtnbb4EgiMjE/LMP06vqGQCGK0lvmKqhIN1F1tDmZuzZAxMTtPdZAHD4MBITWV8YFhZQUMCePUhMhIEBcnIgLY3gYBw/zpIvnjkT5eUYNoy1lczTE/fvQ1YWTCbOnAGDgc2bwWSioQGmpjAz4753xgzuCuwPLCaTFY1jbc0KgdfXx5o18PGBigpMTFgVyD+Y9HQcPAgqFfX1OHkSrq748AFJSfjtN+TmwsQEdnaYMgX9+nX8JbS1tbW1tQGsXbu2+1+YHQnj4+NTXFwMoKioSFNT8+LFi9bW1jQazdzcvGM+bq6r4uLi3dfn8WPhOfq/HRcXFxkZmZycHHb0WFdYWlp6e3uHh4cPHjy4Z8+enJf09fWfPHkiKSnp7u5+4cIFMuU01y3dmb5yBYsXQ1oa588jJARDhiA6GoaGIAg8fw5nZ5SXo6gIAIqKOkn3Y2fXNnUTHo7aWuzejexs1ub70aPh4wMqFRYWrC0/69Z1vn+nY7spKaBSsXcvnJy67O2KFd3/bmwyCunHIlLIXbLiNMG1E9VNhit0F1N/+nR35sgvFSoVpaVQUAAAf39s24bLl0Hu1bS0xKJFyM/Hzp3cy5vk9jdHR7x9i9BQLFoEY2MQBNauZQVNcd77/n0nFTg5dgxz5mDyZBAE/P3R1braw4cwNcXixXj2DKWlcHFBfj4OH4anJ1atwrZtyMhgCaL9P2BHwjg4OGzZsiUgIIBKpa5du1ZMTIzMxy0tLU3qTnOip6fHdbVjCY+/D56j/9txcnLinLrphsuXL9vY2IiIiJAZoJTIOAoAwOvXr1VUVMrKysgY5E5vIYdXnTNyJGxsIC6OpiYcOIC5c7F5M/z9UVuLWbPQty+mTYOFBe7dQ1XVF2ZIrlxBcDDk5TF5Ms6dA40GPj7IyoIgwPclRY1t27jbJVFXh6IiKio67+1XQK9jnH2UHpnAEjAwHa5gYaIuIdLJFtBvYPZsXL8OMTFMnYqiIjAYSE3F9euYPp3l6P388OgRnj7F2bN4/brdve7uOH0ab9/CwQEpKazXGIWCceOQnMx9759/dlKBk7g4rFuH2lrY26OoCJMmAYCHB4KD0draVs3MDKdPw8EBwsJtMfskZWV48QIVFazAzQ4RmVxi0V3NlVtZWVlxhOHfuHGDfayrq8tphC1hPe/zjmuuJrqqz+PvgOfo/zeQUcbGxsacx7q6uqtWrZKUlBQWFmbvEjxw4AA5R29paenv7+/m5kbO0bu5ucnIyHDdwhYY4WbIkDY9LBJy/RPYczXWsbmlEoJbx64/t2F8YlZZegF9MQAlpeCZawvCkzdaWTGYrT7hyUP7Sd2fuK6XBA2xnxaM7nGqWsbRaXdlXdPWcy/O7d1L3tik+3t+eV3Bp7pBt5Jm6ivdfJ3dSqCxucVw5UZDIDippGCGzcZpGgxmq8+d1A0A7O1zS2uDw5KENKZSNKaubWm98OR9fnljgfH6QX0kFo1R6d1TBACUlLp5/dx8nR0Q9a62sRmAgrToxmkamv07TMV8B7/9hhMnICjIikqMiEB9PZycUFDA0kiwsMCiRcjMZM20cEJuf4uIwMWLGDYMjx+zBuxPnsDREXFx7e7tWOH5cxQUAEBhIUREMHgw7t/H9OmsxFIMBgDY2rbN7ZBcuoSFC9GrF4KCcOkSOCdhZsxASgqmTUNKCpqbOzp68o+KIIiAgIDa2lreougvBs/R/73Y2dmRB9OnT2cXch5z0TELB+cAysLCgmtvuo6ODuctRlxpfb4CjX5S6QX0/PLaIQo980prU/Mq9QbKsq82NrckZJUNVWTtyJ81YsBI1V7d3KjWV7Kwou7um3wz48Hnot6ZDFcYpihFAG7XEkjny2UQQGJOub6KrKF678Ts8pqGZjPjwWwLX/kIxyNTAVD5+RaNGbjIQEWA/wdJ9VEoLJVmMjL94kUEB6N3b8yYgYCANqWEfv2QkgIFBVaaAXl5yMjAzQ1ycsjNha8v5OSweTMuXEBtLaZNw4ABiItrd++VK9wVevaEhQUePACdjv37oaYGW1vWMgmnBjUXo0bB1hYSEmAwsHdvu0tpaThyBC4ucHLizqcGADAyMkpPT3d1dZ0/f343f588flJ4cfT/dbJKqp9llJRVN8weOeB1Zunbgsodc3T4+SgAgmM+ag+QuRSdaTt1WMCjjKH9pB4mF8hJ0ACYjR9cXt3Y6Y1sN+0SHL9zng45RX79ZZZqH4n0fDqnwQ3TNAA0NbdEJuaVVTcKC/LP+01ZiMr/rY5+knO4Zn/pjdO6XnTlYWEBPz9YWcHHh3Xcnj179nz8+HHHjh1iYmIAFLg+UHj85PBG9P91lHr1uPD0vYSIUD/ZHleffxSk8pNenoSfj7J0rOq5qHfk6Qx9JfaIvoewQDc3AugnI5aWVzlUsScBZBTSTTQV0vPpXAYBPEwpNB7WR5wmeDsh7+W7T2OHfHMY+5YZwyd2v+jKo7QUsbH49AmxsSgt7XidSqUOGjSIjHkvKyvj7Yz9xeA5+v86FApFgJ9vqGJPCkAT5FeQ5tYCG9Crh1QPofLqRgChr7KeZxQDmKylqK7Qs/sb549W9r2bdicxr4HBNB7WpwdNoKNBAOp9JY/dThUVojJbidXj1fDtmA7vfPjZ0ko0NbfQhKi8dwCmTEFsLExNERuLKVM6Xs/Ozvbz8yN3xn69dCWPnwXe1A2PX4q6JubdN3nxH8rSC+jVDQwAglS+XhI0/YG9xg7tPUSh5xct/JoQBGJi8PEjBg7EqFGgUDBiBE6cYK00ODpalJb6+fmR4gffrU3P418Lb0T/r8fNDTk5LGVgY2NYW2PePDx+jPnzkZsLYWFcvowzZ6CoyMroFByMjAzk5EBbGyNHgkZDfj6Ki+HpieJiHDsGFxcA8PTEqFGs6AsfH6ipwcgImZnw90dLS5sFOTlMmQIDA9YlFRVcugRFRQCsHIecTevqAsDhwzAywtChWLcO27bh40fQ6dx92L0bNjasdc5Zs1gbNQ8fxtOnkJICjYbjx3H0aFsP167F3r3o3ZslfdzQgEuX0LcvGhvx11/kdicCCHudffZRRn0Tk/P3YzBb88vr8suzrr/KGjVIbt2kIfKSHTYKfCY1r/KPK68D7SYIUfmvPPtQVt1gPWVYVT3jyrMPEiKCnKd9pUQUZcQ0+0uX0BtuxeWICQtwXl1pPOjY7VQALS2tSwxVCyrqahubJ2j05bR/5mF6fnldSVWDirz4oD6SwgL8owfLnbz3tpUgGhgtJpp9s0pqOG2unagOICq1MDIhr5cEra6pecHogTmltVEphdI9hBjM1vWTh3YZUbpxI2RlWemFr16FhwdUVeHvj7g4rF2L0tLi4uLo6OiioqLo6Oju4nR5/JzwHP3PABnEXVbWFjQdGIi1axERgTlzgM9pKKKjcecOXF2RkoLQUDg54dYtliZteTliYjBgwFc1x2mho4L8pk3tcplyNk06egANDVi/Ho6OGDwYHz+yCjn78NdfWL4choZgMnH1aps1MuvWihXcqv1Ll+LKFdjZ4fZtnDiBq1dZ3YiLw/Hj2L2bAI7cfHP3TT4AESHq2CG9hylK9ZKgCQvyV9c3Z32qfvGuJDWv8sW7kowC+v4lIwbKdx678iAp/3e9/uylgtomZkpuheJnaXuuUy44r96KzZmkpTBMUaqspjEtr5Ktlsxpf9V4texPNc8zSpYYqrx8/6m2sTno+UdTLUX1vpIEQTgHx/eXFeu0xRn6/UcPln9bQI/NLJWVoM0ZNUBvoOyH4uobr7JXGA3qtG+oqYGXFwBMmQJzcwCg0XDsGAICYGWFurpZs2alp6f//vvv6enps7pPVsXjJ4SXM/ZnYOJE3LuHoCDMnw8ADQ0oKoK1NQIDWRWOH4elJdasaQup5sLBAUeOcGfG+Erc3WFlhV27WKdeXqzssvX1XTZ94ADodHBs+OLuw5s3GD0aBQWwsQFnROmBA1i+HMXFoLVXpzE0xPPnqKmBkFC7jbuamnj/HsDl6EzSy88eMeCi3YRN0zUnDlcYriQ9uI+kvorsgtEDj5iNPrzyNzlJWmVd084R9+3pAAAgAElEQVSLr0iBBC4YzNby2qYZ+koPUwrIkgW/KYe+ymYwWzo95YLzanZprVofSQAyPYTZy8sd7XORX1Gn1lcSAIVCUZGXKKY3dNrirdjco+HJR26+maDZl12oLNejsLKuU7MAUFGB2FjWf+TGtNGj0dSElSthY4PCQpP2dGmHx88Jb0T/MzBhAk6eREsLpkxBbS3CwljCkPHxqKwEPqehiIrCnTss/RkuhIRgb48DBzoXWxcWbtM/oHXQ/yL3/pBTNwA2bGg3ou+06R07QKHgjz/a7XLi7IOaGisr94kT4Iz937EDenrw8eHOmsTHBzU1HDnC+oJhk5QEVdWy6saLT98DsDQdMmdkl18tGv2kPM3H2J19VkJvOP/4nc0Ubi2tl+9L6hqbr0R/+FhSTb4JqPx8C8YMvPg0kyZI5ToVoPKX1zQBqKhtJAfsnFf7yYil5Vdq9peurGu68Pj9CNVeHe13nGZRkBJNL6CTI/oPJVX9ZXtwdYBkul6/0YPlU3IrXmWWCn/+Vsj6VNOnZ9fRpRMntiUzIfXj0tKwfDlGjsSWLXj8eHSfPkpKSqampsLCwgAcHBy6NMXjJ4Tn6H8GqFTw87cJBly7hmvXICUFLS0EBbXtoFFSwmcN2E4YORJBQe1KSJ+rrg5zc6xZw3p/HD/+hc6QO++BdjkLuZqm0aCnh7t38eBB533YuBE2Njh3Dkwma8afxNkZ0tIoKEBQENLS2nq4ZQuWL4excZtUi4cHrl4l5+jvJOYxmK3aA2Rmd+3lSaTEhDZN13S48PLum3wLE3Xh9vmnnr4t3jVfV0JEULWPxJO0IrJwUG+Jp8ICLa0E1+lvg+Q8biW9fF/SwGhZP2loVGoh59UZev2PhifffZNf09C8erxaEb2+o/3f9bhTWpNxSrfjc+ubmFO0+30oru7YATbykiL3kwuGKPS89iLrcVpRU3OL9eShXT55R4XI8nJcvcqaxgHy8vKePXt29+7dioqKUV+TsorHzwXBg8dPzsbT0ab7bj3PKP7K+hbeUab7bsV9KCVPKysrzc3NV61atXDhwri4uJqaGjMzM3Nz85UrV9bX1xMEcePGDTU1tdbWVoIg3N3dk5OTyRs5j7mq1dfXr1ixgrTz6tUrDw+PhIQEgiDu3bt3/vx5rsrOzs47duwgCCImJubs2bOktTlz5jAYjPv370+fPp0giB07dowdOzYxMZEgiC1btsTHx3/bbxQURAQFEVevEsuWEcbGBEEQv/9OxMQQs2YRMTFETAxBEK2tra9evXJyclq6dOm3Gefxr4c3oufx01NYWQ9gGIesQvdoKErlltbmV9SRmafc3Nzs7Ow0NTUbGxtXrFihq6tra2uro6OTmJiYlpamq6sbHBw8derU2NhY/Q4Z+DjhrObh4WFra6unp1dTU/Po0aPuKwPIzc1NSUnhrKCvr5+UlPTw4cOePXsyGIz3799fu3Zt/fr1f/zxB4VCISWFv4F585CVhf37MWkSli4FgKlTkZiISZOQmAhg27Vr+fn5+vr6K1as4GlJ/nrwHD2Pn57axmYKIEb72oQhEqKCAOoam8nT/Px8TU1NAMLCwmJiYm/fviUzb2hpaQGoqalpbGxctmzZ+fPnu3H0XNXevXvn6Oj47t27I0eOEAShrq7u7OwsKyubn5+/aNGijjadnJz27dtnTYpiAgCMjY2fP39Op9OnTZv25MkTERERaWnpOXPmmJub37t375t/owMHkJEBJyf07InycsjIgENDCYDInj2DBg2qqqoKDAwsKys71jHaisfPDC/qhsdPj5iwAMHhuL9IVX0zAPHPLwYFBYXk5GQAjY2NDQ0NgwcPjouLAxAbG+vl5RUaGlpZWenv7x8ZGdnS0nm8DQCuagMGDHj16tWgQYPc3d1JSVFHR0cfHx9S5K6jTVFR0WXLlnHmBdPV1Y2KipKWljYxMTly5Iienh6ABQsWqKmpiXeja9YVDAYGDEBgII4dg4dHx+v5+fl79uypr6/fs2fPF/W0efx08Eb0PH56evcUqapnpOVVjlDtLKaoAym5FQB6f45RcXBw2Lx5M4VCqampcXJyUlZWtrS0FBAQqKmp8fX1tba2DgkJERcXd3Z2fvr0KYDdu3dLSUmRWQHYx7dv3+astmnTJltbW19fXz4+PvLLgJNbt25x2QQwZcqUC2RCKwAAlUptbGycMGGCtLR0RUUFqUtKoVAolO8SdKiu7k698vr1z7Wqv8c4j389PEf/qxEcHEylUlNSUhoaGvbv3//ixYv09PSMjIzk5GQ6na6mpqavrx8WFkbqj3t7ewcGBl65cqV37950Ov3YsWN79uxxc3OTkpI6cODA1KlTtbS0bt68uX379rS0NAqFcvjw4cmTJ5NJPv38/NgJbL29vQUEBAAkJCR4eXkxmUwlJSVnZ2dHR0d2u76+vvz8/N13/vsYodIrvYB+/VWWvmqvL3rBN9nlOaU1wgL8w/qx5vQlJSWHDBliYmLC9sgrV65cs2bNx48f+fn5NTQ0XFxcDh06NH/+/MjISFNT0/T0dBqN9v79+/379/v5+d28efPZs2c0Go2fn7+6ujonJyc7O9vHx2fDhg1//vnn5cuX4+PjHRwc7Ozsjhw5EhYWpq+vf+XKlfT09DNnzigqKh4+fFhBQcHFxeXgwYOBgYEAkpKSvLy8aDSalpbWuHHjdu3a1adPn7Vr12pqah4+fNifDHL9VkgPnp/f+dXwcN7O2F8bnqP/ZeFc33N1dY2Ojk5PTydlTLgSz27ZssXExCQwMDAmJmb+/PnXr19fvXp1amqqo6MjgJCQkMmTJ3e6FMllB59z2JqYmFy+fJkgCM52/74nnaSlePlZZvzHstBXWbNHdBdhWVnb5HErCcBUnX6C1C7nLckEvI8fPx4/fjyAoqKi+Ph4ERERAA8fPpwzZ87UqVNDQ0MZDAaAzZs3GxkZPXz48MKFC3l5edbW1tra2kwmc+HChSNHjkxISLh7927v3r1ramri4uJGjx6dm5vLtgbAzs6Oa4MSVxPOzs6xsbHR0dHs3AbfQ0f1yszMtqtVVbydsb82vDn6X5adO3ceOHCglTPV3Gfc3d2trKy2fM425+npuWbNGnd390mTJhkbG0dFReXk5KioqJCzGY2NjcuXL7/ElaCqMzsALC0t37x54+DgUFVV9Z2TDN+OjLjw0rGqAHzupJ2897axufOZ9OTcCruzz4sq62V6CC8xVO3KWl1dXVVV1erVqy9evEiW7Nix4+DBg0wmE8CaNWsyMjK2bt2alZVFpbaNkzQ1NTMzM7Ozs8l4GCqV2qdPH319fXKYvHTp0gcPHhAEQaPROK0B8PT0tLKyWr9+PdtUV038v+ioXhkc3Pafru706dNlZWWXLFmipqbW3Py1qx08fhZ4I/pfFjExsaVLl548ebJj2imuxLPkoPL06dOxsbFGRka9evXy8fFZtmwZgNDQ0IqKioCAgLt377q7u3dvB8DVq1fXrVsnIiJiZ2eXk5PTvz/3nqC/iYVjVIoq6yMT8kJefLyTmDduSO9h/aRkJWiCVL6ahuaPJdUxGSVp+ZUAetAEXBbr9+g6ROfGjRt0Ov3EiROPHz9uamoCQKPRrKysPDw8NDQ0AgMDV69eLS4uvmvXrmSO5K5v3rxRUVEREhJKSEjQ1tZubm4uLi42NDQ8fvz4wIEDjYyMli5dqqOjw2UNnY3ouZoYPnz4D/iBOGNsbt4EAM69r9evW1lZzZo1y8DAwNLSUkVF5Qe0yOPfBM/R/8pMmzbt3LlzHcvZiWcPcKTeVlZWTk5ONjIyWrhwoaWlpaurKziWDffu3dtxKZLTDpnkVkdHx8LCQlxcXFBQsG/fvh2b/pugAHbTNQfKS5x9mF7b2Bwenxsen9ux2nAlafsZw3tJdJB5APbu3SstLa2rq/vo0aOQkBBJSckBAwZERkaSV42NjclvmhEjRqxZs0ZCQoJCoQwePPj169fu7u4BAQEtLS3e3t4tLS2bN28mCKKmpmbLli1UKrW5uXn8+PGioqK1tbXGxsaPHz/mtAaAnMcH4OjoOHDgwI5N/Pgf6+ZNzJjRriQ8XEpKyszM7NmzZ5aWlj++RR7/a3h69Dx+KWobm+8k5r3OLM0opJN6xfx8FHlJkeFK0hM0+379pqpfDc4ZeUdHBAVxlUyrr9+6deuRI0c2b96M70o+zOPfDM/R8/hlaW5pZTBbRXgZpoB26nIAHBzalbx75z92LACCIPLy8hQVFc0/a+Dw+DXgOfqflfC4nNeZpRKigrLitGVjVaNSC8Nic/5c+duVZx8M1eX7SIkCqGtinohM5aNAWJC6fvLQ2obmk/fSKBQKg9libqx2900elZ9vsYHK07dFEiKCmv2lAbwrqgqPyxGi8ivIiJVVN2QWVbe0tirLiVuaDuFs/fzjd03NLRYm6q0EsdTzgaf5GDlJ2rP04nOP3/lYjmUwW7zCU/goAIUyS1/p5ftPLa2ty8cNSsopr6ht0hsoe/LeWwCNzS2Lxgx8nVk6UrWXUq8eAJ6+LeLno4weLM82RfrozOLqW7HZglR+6R7CdU3NWSU1dU3NijJim6Zrfs1vRRBEeW2TAD9fl3k5/lOwp24+fEBQEG7dgrb2PlnZlJQUERGRXr16ZWdnX+VMEsDj54c3R/8Ts2Ss6qDeEuTx68zS/rI9PlU1cFa48Sp70ZiBijJib7LLP9EbwuNzFo5RUZAWrW5gnH2YISUmlF9eV0yv57wl4WPZxOEKwxSlot8Wz9DrH/uhtIHBNFTvJGF3WU0jAaTmVcp9Ttj0LL1Ye4DMx+LqV5mfZo1QUu0tUdvYnJZXCaCIXp9XVktWu/r8w7xRyv1kxZqYLX/eTBoo18k+T7YpMkNIYlaZ0bC+WkrST9KKDIf0Ts4pL6ion6KtyHlLK0Hkl9dllVTTBKlDFHuKCbOWW8Nic84/fkfKDkuJCc0eOWDOKGUq3xdG+RefZpIvp4SssgYGs6q++cW7EklRQQqFUlXH2DVfJ/ZD6cPkAofZ2l7hycvGDZISE2pgMI9HplL5KKBQbKcMu/k6W3uAjFKvHmSWXfLtFfj0/Yk1hnff5D9NK5IUE6prbN40XfNJWuGrzFJxmoAAP5/N1GH1TUy/+28pFEoDg7nEUDX6bTFnT0YPlgeQWVR1MzZHSIBfVly4trE5q6SmnsHsLyO2YZpG988FfHb0o0dDWxvz5iE/H3/99dHM7OrVqwsWLDh06JCZmdmXjfD4qeA5+p+Yy9GZkiKCIwfJDVXsyUeBgZo8W1yX5FN1A5mcaLiSNICqeoaCtCgAcZpgK0EAWGKocik6U1dZln3L73r9w+NzYzJKVOQlum9dtbfE+0J63IdSXWUZAPVNzJZWYvywPlGphfS6JhUDldyy2tCXWXx8FCkx4cVjVC4/+0Bm8a6obeonKwZAiMrfaTA7pynS0U/T7RcRnxub+am3lGinHjq3tPbQjcT3Ray8VEJUfrPxg2ePHHArNufY7TaxsIraptMP0hOzyvcv0f9i9GcRvT6/vC2VxyIDFfW+kgAuPs3M/lSTklshQOUnCKKmsVlKTAjAjdfZc0cpD+jV410hvaCikxwgzzNKNPpJ5ZTWAJg/Wlmzv3REfG5GIZ1t/PqrrLgPZcm55XNGKfeTEWtgML0iUhSlxbh6AiAxu3yCRt/hStJRqYULRg9Myikvpjd0lSQd4I6aBwBbW4SHIyAAJSWoq6utrU1PT6dQKOnp6bW1td3/Mjx+OniO/idmkYEKOaK/+ya/sq7peUZx9qcafZU2GQDZHsK5pbX9ZMVevCshCEiICBZU1PWVEq1uYPDz8QEQExbQ7Cf94l3J5M+j40ephTP1lQSpfAdDEw3V5btpfaSq3P2kfGZLK01QEMDzjOLqBsb9pIKknPLRavLvC+mD+kiumqC2LyhOSkyYJkg1UJe/l5SvN1BWSkyI7FVTc0tHmXUuU6smqFGARymF03T7CwvwH49MLavhVmKpbmBsDnhe09AMQEiAHwSamC2+d9ME+PnOPkyn8lEWjlExUJcHEP22+MqzzLiPpRHxudN0vxD6ucRA9VJ05gQNVuzQ1WcfeooKiosI6qnIpuVXMppbhyj0TM6tYE8HFVfWkxNQg/pIAoj7UHrhyXtxmkAxvWG6Xr/6JiZBEEZD+zxOLZLvKRLyIutBcsHH4uoj5qPvJrI+qgb3kcwsqqqobeonIwaAJkglvzy4eoLPb764j6XdJRvhhEwhQNKzJwAsXozFi0Gn4/p1rF6tp6cXGhqqra0dGhpK6urw+JXgOfpfgbgPpbvm6QoJ8HtFpBTR6888zBAVpo4aJDdr5ACv8GQqP19La+vm34cP6yd18v5bCtDU3LLGRP12Qi6A8Zp977zJY5tSlRc/fPONmBC1lziNyt/dfjpRIWoxvd5QvTc52Hz5/tPu+bo0QWpAVMYQhZ6hr7P5+fj4KVD+PDPz2yC5+0n5ABaMHkjO0TcwmMvHDop5V3Lu8bseNAHNftKCAnxcpsiMS4P6SHqEJYkKUQWofFJiQoXtx8vnH7+vaWiWEhPaPltbs78UgMSs8kOhieRYfu1E9bmjlMmaynLiIkLUU/ffRqUWfdHRiwpRRw+We5BcMEZNDsCCMQPJEX1zS2twzEe1vpK6yjKet5JNtVjjaDlJkaySamU58aSc8qLKegCLDVQGyouTUzfPM4rpdYxHKYWp+ZUz9frPHTVAs7/0zdfZ2Z9q2C1mFNIVpMRKqxtzSmv6y/ZoYDDJ9yBXTwBEpRRO1+svROU/Gp7822C57h8EABwckJODoCCEhWHIEACIimJdGjAAVlYOvDCbXxreYiyPn571p55+KK7eOVeHnZ0VwKOUQrfrCQAubTIhp1ZIymsal3g+kBQVvLJ5Yjc2Lz7NnKKtKCkmtPdqrOlwBfYcPYC1E4c4B8WZjx88uI+khffjQ8tHkfYbGMyj4clUfr6m5pZN0zXvJOZp9pdmO/pHKYWbf9ekCVJPP0hvZraOVpPT7C8d866kpp7R3NL6KrNUXERQgI9CztH73ntLARoYzJVGg5+kFXH2hJyjf19UFRTzUUyIKixIXWOilpxb8YWpm7FjMXQo5sxBaCgriRgpoHbmDFatAtBltmEevwQ8R8+jc2pqamxsbPj4+KhU6okTJwQEBK5fv75v376EhAQ3N7dZs2apqakB8PT0NDIy0tLSunXrVmNjIymmRm7x79OnT1JS0q1bt0jtMz4+Pmlp6aSkpJqamiFDhvj4+ABISEg4ceIEjUZTUFCorKzkuvqVzDp4p4HBDLKfKE5rC6qpqG1a7HGfQqHcdprKORlPAFNcIgiCuLNr2o/6rX4CLl3C7dvg50dJCYKD2xKsW1nhW35qHj8pvKkbHp1z/Phxe3t7DQ2NV69eZWRkDBs27Pr164aGhlyJkDqSn59PEMSTJ0/YO+k5tc+ioqKys7PZcR0PHjxYsmSJsbFxUFDQtm3buK5+JQ0MJgXoQWsXOkmOvikA15IrWfKfG91wzsivWoXLl5GeDgAVFSD/h3ZMKsvjF4Ln6Hl0zocPH0g54hEjRgCorq5mMpmLFy++fPmymJhYNzfq6urGx8c/ePBgwoQJZIm7u/uFCxckJSXduLbtAJaWlr6+vrdv3/5/7vXvKNPO909Jqv0cEARycqCkBCkpkELHt24BwIgRIGUeeI7+l4bn6Hl0jpKS0ps3b7S0tJ48efLhwwd+fv6ysrJLly49efJk4cKF7GrCwsJFRUVaWlpFRUV9+vQBMH369MDAQCaTyU492lH7jM3ly5fXr18vIiKybt26mTNn/gPP9R/F1hZz50JJCXx8sLDAhQuwt/9f94nHPwfP0fPoHFtbWysrK0FBwbq6Oj8/vzVr1oSEhPTo0cPR0TEuLi4uLk5SUtLY2Hj27NmWlpbnz59vbW09c+bM69evxcXFMzMzFy5cmJSURJpia58dOnSIqxU9Pb3Vq1dLSEjQaDQpqf+1EI2bG+LiICaGQYPQuzeCg9GrF6qqcPo0CAJbtoBCQUMDdu+GnFy709BQzJsHCQls3MiaGBERQf/+IAWcExJw/DirpKwMiYloaMDQoaxF0X+G+noYGwPA77+zQi1zc9Gv3z/XAR7/U3iLsTx+eiY5h1MolOMW3B8N60897bTc2i+688VYNzfMmwcVFSxdiokToaICAwP4+mLgQNy/j5Uroa6OmhqsX4++fdudDh2KCRPg5YUjRxAQAF1dGBsjJARz5wLA4cPtSu7fR3HxPx3lsnIlHB2hpobUVLi44NIlrF2LAQOweTOEhL58O4+fHN6InsevAEEQ6089/fryLtm1C83NkJEBAHd3+PvjzRtER+PCBairA0CPHqBSUVzc7hSAqyvExCAjA0tL+PoiIoIVrg50UvLP4+WFv/5Cbi4UFFhhNidP4uVLTJkCDQ1QKPD0/J/1jcffD8/R8+DBgbMzVFSwYQPKy7F1KwwMcPQo0tIgL4+3b1lDeILgPgWwbx+SkuDvDwYD1tag0WBhgVmz0LMnLl5sV/I/QUICTk7tSt6+hZcXlizB3LngLVz/6vAcPY+fnqtbutv69G04OkJUFEwmtLVZJcrKSEnB9u2sSfnaWri4QEam3WlICISFsXgxVq3CzJkwN4ekJCQkICkJAHp63CX/Bjw9cfQo69uFx68Ob46eB4//JHZ2vOma/w68ET2PbyA45uNI1V6KMmJ33+T3kRLpL9ODU+D+5P00p7k6T98Wv8kut506zPVagv3M4c/Si0mh/NsJeS/elYiLCDY0MbfOGn4nIS/+Y5kYTUBEkLpu8lD23AFbWP9oeLKFibqoENX3btqC0QN7inVYM6ypga0tBARAoeDECVy4gKAgyMmhqgqnTkFKCtevY98+JCRg9mwEB+POHVy4gIsXYWWFvn3x+jV69YK0NBwcsG0b+PhQWwsnJ7x82c7O1av4v/buP6bqcoHj+Juj5/BDz8Ujv7wqorGAdOAibEUqctOG3V3/aNTcLkv7sWma/gERg7VWLWjE5qb9MtPcXCmEtiMOBdfMZFdK66wQvQjXTMI5UoLFAanweP84XwGN7na993jw6fMafxw43/P9Puf88dnZw/N8vvv3ExVFaChvvcW4cQAej7WQJj6e7m6amujtZfbs22mX6TffUFk5/Ovy5cEbigScgl5uXnXjmZEF93fE/un7S33+3t2rEBKCfZxtZFG+v4z3o6Nnzl30cq1P/8OGtn92dM+e7vKfc+j4B1KmfN7a+ZfUab0Dv46S8sCbb1JQQGoqx4/T1gZQWMiiRWzZwrFj5OTgdrNwISdPcs89NDfT0EBYGD4f3d1kZFBSwn33ARQXk5/PXXfh9bJ6NYsXX3cesI7cuJGDB1m6FODQIfLyyM6mspLnn+fwYb77jturxt3hGEPzSBJgCnr57+z4rNUZZv++q29FdtINBfepCZNPdXRf8V2dOjmiuf3HaZMneAd+HSrKnxBm/+gfZ5zh9o4ub+79d7R0dPtPmPTnSRe6+/1BP/J4f/VmQowzeerv5NG331r7OefNA/jiCzZs4IMPrHUyP/2Ez8fy5VRV8dBDHD3K5ctkZtLQYE1Ml5cTF8fixVy4YC2hmTgRux247jzbt1uXmzcPj8d6vGoVW7Zw8CDXah5uP+np5OQEexByi/ynHlqR3/r7gjvX/zV1ydzpYBXcA/6C+5RprsbWztjI8LtnRe9saEtLiDp6utNflP95ayfw2AOJ+X9Ly0iMHXknrNYLPVNdVsfWyOPH20IiHOMPnTg/P+V3avFnzcK/J+vwYd5/HyA/n61bWbGC5mbcbn74gV27qK0lI4P6euLiWLKEsjIWLAAoKmLzZnJzmTKFkycBvF58vhvPM+T4cRITrceVlaxZw2uvcewYly793z7cWykri7q64R8xmr7Ry8179P7EkQX3jvG2/p8H754ZNTPW2X7JmzJt0n5P+1BR/tB9OeIiw/0l7DuPtDnD7RNC7SnX5m2uK9bv7s9MidvZ8K/R522AdetYtQqHg8uXee89Pv7Y+vuMGTQ1ceAAu3fjdFJUREsLXi8PPkhCAu3tZGVRWzt8npEral55hcbG684DlJURHY3DwbPPWk+lp1sLaZxOgr6h9+b09AR7BHLraNWNyB+Sz8fZsyQmsmcPDz9MeHiwByQBpKkbkT+ktWs5fx4gIoKnnw72aCSwNHUjY9Wrr5KXR2gohYVkZREfz9dfW100wEsvcfUqL79MXx+xsfT1UVnJ229z5Ahbt1JTQ3Q0vb3s2EF5OQ4HJSXs3k10NGlpFBRgszEwQGkpLhfr12OzMXEimzZRWjp80Xfewenkyy/ZvJmICJKT6ejA42FwkLlz2bAh2B/Q/2ZggIULAZYupaoq2KORwFLQyxjW1cXGjbzxBvX1ozzr/0JaV0daGsCBA8yZw7lzcG1B5OuvW/9lPX2as2etV1VUUFxMUhJdXZSUEB9vtX19+qn12qGL+muWP/mElSuZP589e1i7lro6vF5ycwP91gPO56O5mTlzaGpi4Mb7rYthNHUjY1hZGQ4HLtfozyYn09KCx0N6Oj092Gw88gjV1QDl5Tz1FDU1VpPBCy9QWmqV0ly8SFISQFQUV67Q3k5KCkB2NjNnjnLRNWtobKSwkF9+CeRbveU2bcLt5skn2buXd98N9mgksBT0MoaVlpKZaWX3by1bRnW1tTPW7aazE7ebffsAiorYto2cHNrbAVwusrKoqQGIibF2V3V1YbczfTqnTgHs28fevaNcdNcu1q2jooLaWqOy3l9ztn07L75IZGSwRyOBpakbGcPCwnjiCR5/nHvvtbZxFhcTGcmyZQBRUXz1FQUFVFVRX2/d8/qZZ4Y3UiUkDC+Ez8uztj4VFvLcc4SE0N9PRQVOJ6tX43AwOMi2bZw4MXzRRYuIiSE9nZUrmTSJGTNwOEYdpsgYp+WVIiKG036yStAAAAEHSURBVNSNiIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjhFPQiIoZT0IuIGE5BLyJiOAW9iIjh/g27gisJTmAaowAAAABJRU5ErkJggg==" alt="plot of chunk unnamed-chunk-10"/> </p>
<pre><code class="r">#dev.copy(png, file='wordcloud_crime.png')
#dev.off()
</code></pre>
<p>Therefore, two more analyses are made to followup with the word cloud observation: Boston Marathon Bombings and Street of Crime in each district.</p>
<h3>Boston Marathon Bombings</h3>
<p>Location, BOYLSTON ST; Time, April 15 2013, around 14:00-15:00 EST. Most of the records during Boston Marathon Bombings appear to be “Property Lost” and “Property Found”, as in any other big events. Thus, records with “Property Lost” or “Property Found” filtered are listed. The incident type descriptions are “aggravated assault”, “medical assistance”, and “death investigation”, which reflect the bombing scene to some extent. </p>
<pre><code class="r">options(width = 2000)
# find out Boston Bombing records
bostonBomb = crime[which((crime$DateFormatted<"2013-04-15 16:00:00 EST"
&crime$DateFormatted>"2013-04-15 10:00:00 EST")
&crime$INCIDENT_TYPE_DESCRIPTION != 'PropLost'
&crime$INCIDENT_TYPE_DESCRIPTION != 'PropFound'
&crime$STREETNAME=='BOYLSTON ST'),]
print(bostonBomb[ , c('INCIDENT_TYPE_DESCRIPTION', 'STREETNAME', 'ReptDistrName', 'DateFormatted')])
</code></pre>
<pre><code>## INCIDENT_TYPE_DESCRIPTION STREETNAME ReptDistrName DateFormatted
## 109392 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109422 InvProp BOYLSTON ST South End 2013-04-15 14:50:00
## 109430 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109464 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109466 AGGRAVATED ASSAULT BOYLSTON ST South End 2013-04-15 14:50:00
## 109467 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109469 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109470 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109471 AGGRAVATED ASSAULT BOYLSTON ST South End 2013-04-15 14:50:00
## 109472 DEATH INVESTIGATION BOYLSTON ST South End 2013-04-15 14:50:00
## 109473 DEATH INVESTIGATION BOYLSTON ST South End 2013-04-15 14:50:00
## 109474 AGGRAVATED ASSAULT BOYLSTON ST South End 2013-04-15 14:50:00
## 109475 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109476 DEATH INVESTIGATION BOYLSTON ST South End 2013-04-15 14:50:00
## 109477 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109481 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109483 MedAssist BOYLSTON ST South End 2013-04-15 14:50:00
## 109486 InvProp BOYLSTON ST South End 2013-04-15 14:50:00
## 109488 MedAssist BOYLSTON ST South End 2013-04-15 14:51:00
</code></pre>
<p>###Street of Crime of Each District
In each district, the streets with top 3 crime rate is listed out.</p>
<pre><code class="r"># each district, what is the most dangerous street, top3? How dangeous are they?
DataStreetDistr = data.frame(with(crime, table(STREETNAME, ReptDistrName)))
topstreet = data.frame()
for (distrName in unique(DataStreetDistr$ReptDistrName)) {
subDataStreetDistr = subset(DataStreetDistr, ReptDistrName==distrName)
tmp = subDataStreetDistr[with(subDataStreetDistr, order(Freq, decreasing=T))[1:3], ]
topstreet = rbind(topstreet, tmp)
}
topstreet$STREETNAME = as.factor(topstreet$STREETNAME)
topstreet$Rank = rep(1:3, 13)
library(ggplot2)
ggplot(topstreet, aes(x= Rank, y = Freq, label=STREETNAME))+
ylim(0, 5000)+
theme_bw(base_size=20)+
geom_bar(stat='identity')+
geom_text(size=4, hjust=0, vjust=0)+
facet_wrap(~ReptDistrName, nrow=13)+
coord_flip()
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAWgCAMAAACFZKHEAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAAsSAAALEgHS3X78AAAgAElEQVR4nOydDXwM1/r4DyGRF0lkk92mSiopKUG1WuWWUFRLe5USilSKW653rdSlVwVFVdrSKr9SqhW0ROP2r7RKglI0mV5Fb6Ny1W3RlEZCNpv37PmfM2/7NpPM2GQ3u/N8Px+7c86cOefMfM1LdvPkQRjQJMjdEwDcA4jXKCBeo4B4jQLiNQqI1yggXqOAeI0C4jUKiNcoIF6jgHiNAuI1ijrxn3wKeCrbnBG/mwE8ld0gXpuAeI2icfE9EKFlj21COWiB1crI2fzCqhWunZUr0Lr4qJSURdPuCD7Al3u/bbVSFD+4r4un5QK0Lv4B+roVLZFaCeK9Xfw+9A7D6JdPDt4TQi71JxMj75j4j2giftaUuwL7ZzGdye3gcPa06IDO9HoQuXR2u8CBWW6euNNoXXzXQ4e+/qRPh+NEfI+2iVlU/OCAWUs6RVLxEY+umdJsFLMvvsee7NE+E1cMQm+R2vvi35nXPMHdM3cWrYunD3eo6btkUR+RyTBEfDp6g2GOBlHx0dkMM6Qre6nf7zOHYXJ6dSC1UaT2qTh3z9xZtC6+/fr161c/0+R1In4Ew4pf1JyIZR6j4seThcTOrPh30FeksLjJSSZyLFlI6ujOWdcHWhfP3uOZ7vcQ8TMYVvxkPa0Zw97jGVH8wib0v8M6tJeJnM6AeHfP3ml48WOCiXj6DE/Ev8Ke8YOi+ad6mzN+KfqWiZzBgHh3z95pOPE5cZ0t4rehVeQe39JO/H6f2fQe354B8d4hPiolJWVBPFphEc/0C5i1qFPbGCvxQ9quPzXa5/nX+qO3QbyXiGcf6qNTcqzEHx+la/vK6G5W4le3DjiSPbWdf9xqBsR7h3gJju08RV4ff9Td82hgQLw9X6D1DPNdxGR3z6OBAfH25PRonbo+3u8rd8+jgXFKvHf+6tXGvsFBXVa5exYNzbZyJ8RnlZQ6UOBYJUmJUWFDpR0WS0xGCtMNhR3eUtiuSOGemIoVduiSQ7iy0BnxlTUOGB2rJKmuUthQaYeV1QoHLlHaocJ2pQob1vseO9WhU+IzK6odKHaskqSqSmFDpR1WKuywyqi0Q4XtTBJHwakOXXIInTvjqx3rSrrXC1YdKpxMVY2ydmaTwg4rFbYrkzgKkgNXKexQ6R7XKBxYskMQLwuIlwXEU0A8NwiIlxsYxCvgMtLpAvtdwjgkRNcqcgnGMTm47JW7w9rMLsFF7Cz77hmiC0NhuuG4bGFH/f1rK2ry0CekfkQ6O4+C5sPI64ox5KW05X+tJgjiWRqt+ECMTTOeJ+J/xvjX0BNEvHniiCvm/00YK4rH2IjIwTQ/MTbf/HP8jJq8oMhrovh1D7cowPi3oGKMP+tpPUEQz6JO/K2ZUQHdtovFBhZ/c8obnHjcJ52I/yGqjCxWXrMX//W9VNH10It5MYtHieJ77OiznrwN/Bjj0e9ZTxDEs6gT/6z/4h0J6Auh2KCXeoOhRXQhJ/7ndr8T8RuSMP7IYAgyFiG9wWBoLohfPosdeEB6XkxF18948bkBJWt6kfe0x3BJyHXrCYJ4FlXiC9FaMlyHsUK5gc9489o+RLzOEI7eo/f4teNo/+aWRDw9hH3txD+2Ky8Gf9+6gBO/YAz+DeWR6YRc3fWkzQRBPIsq8XlP/kReHxkplBtYPC5oWknPePOZ5reI+BOtqbLvkb34A+ylviD0f0Q8/mciK76mTXhUlG8KWZrw5sgdNhME8SxqH+7KLmzyE7/Ra2jxm2L5e3yXk/ThbugzV8y5PQPsxZOHuz/MF/r9o4aKL4+7g4o/FE6eBzbGmDE+0lFvu98gnkWt+NcRmm6mC59vIEh9SVM/4n8l9/iILidqakLOk06HLa2J+a7GNO+eO/ufHnjrBqogdX0zampusUslC2LD732rtOrnGFI41XQXeX1uPnkpDjlWU1N1d6LdVxtKv6QpV9hO8Zc0FQo7VPolTZXSr5Hq40uaK1nL/JLpwqsJCQkpEt8LFtWPeKsOFX73aDQpa2dS3KHCdreUfh+stEOlEzQpHFiyw9v4OX6er3ARhE/uKBq41Gd0p0N9gIr5MoinaED8WXSYvD4XJZRBPEUD4mu6GVLTJqDNQhnEUzQgHueP0wU+uNMsFEE8RQvi7QDxFBDPDQLi5QYG8SC+VkC87KylAPGqOgTxsoB4WUA8RYviIZKmRpuRNOVVDhQ7VklTqbCd0g4rFXZYaVTaocJ2JRX13KFLDmH9X+oVbuvUdUoKuNSr6rCx3uOdfTKQB8SzgHhZQLwsIJ4C4rlB3Cl+QjLGGegqxn3eF2Jp8JcPtI6ebLL8Mn7MMTHiRgjNsQ3JqcFcg+HpVpsLTSQA8dwg7hS//WGMXzBswuV+eUIszc2Q4zVlz8+zEc9H3IihObYhObMw14AVL2zON5FCC+KrU3sFxa4Rx2t04vObl5ijNg7H37Y1C7E0V4OIw8v7bcTzETdiaI5dSM4lrgErXthc4+IXoUnbpjZZKhQbnXjc5dCPDxbrKt6YYImlWa5PWP8rxmL4DRXPRdyIoTm2kRkDd3MNuEs9v7m2xVeETCSvMwOEARuf+BcXpS7EAw4N3WaJpcGlmfPaLMfiL+NT8VzEjRiaYyt+UDrXgBPPb65t8RfRTvKajn7hy41P/L5HBxzHb72o+12MpflyHZlUbrNqW/FsxI0YmmMXkvMb14AVL2yubfFluaXkdY6v8ANR4xNvDNZX4dyQTpZYmjP64+biNd3tzng24kYMzbENyVmArUJyhM21LZ5li88c+pZz8ODB7Y1OPO4zghzhdjMxHr+ATibkW5zZ847wp/LsxePspuTHuX/cc+eAM48J4nHpK7Hh975djcUGBH5zzYu/MhIlsp9sTCLH+aVikwOF7hTvOB1HSoqUtCJI7JwkN43K2pUobGcqVNjOqQ5Vit8VGp1hKTW+S70C4JM7FnXi09HEMqsiiKdoQHyFfpLZugziKRoQn4mmplKEjkA8RQPiNyKOfL4M4ikaEG8PiKeAeG4QEC83MIgH8bUC4kF8rYB4EK++QxAvC4iXJavK7IDRsUqS6mqFDZV2WKWww5oShR1WKmxXKnEUJAdW2M41hxAiaeQbKmwHkTQsEEkjO7AXXeob2z3eTSg7WiDe61B2tEC816HsaIF4rwOXzI0J77YXi6E4uYj+CrrRP0lcsIvSGZFuHfTj00qn0w3FQvDPRT96IPnYHUs6DmyfaAfEuxs8duJN8+HA82IoTm5YnBnjHRFJ4gJZ9XulJUpnRLp10I/Pn/zB44J/OPH8b/nZiLdNtONa8clzLcsgnuNcmwqy51tPiKE4ubED/o3xX6cliQtkFbnUi1E6I9Ktg35E8Vzwj7x420Q7LhWfFwbiHdiawO27GIqTG7s5GRd22JokLpBV9B4vROmMSLcO+vGJMBgM88XgHzvxQgIeh0Q7LhR/tHczBOId2MKKrywVQ3FyY4tiajbPT0sSF3jxQpQOEW8V9COc8Xzwj514IR2HQ6IdF4o/l5oKZ7wjP9xVTvZ82stiKE5uLB5+ZOAZKp5fOMBe6sUoHSLeEvQjiBeCf+TE2yface09PgbEO4BHJt6o/irstBiKQ3ynP93VzIrnFuhzX6VNlI4l6EcQLwT/yIm3T7TjHvFXL168+DmIZ8E3Z7TR3b/XEopDfJe2fA2z4rkFiSgdMeiHu8e3E4N/LiJSNJQ4iBeDg3DN3c9hd4kf3KpVq8mNLZLGTbgg8KXeO4RLfT1Q50Fj8fBP7kC8I8oOP4j3OpQdfhDvdSg7/CDe61B2+D1cvDUgnkPZ0QLxXoeyowXivQ5lRwvEex3KjhaI9zqUHS0Q73UoO1reLl7htvB79bI0fvGZZZUO3HKsco767rCiuJ47NJbXc4cuOYRwxssCZ7wsWV8fdGC/Y5UkX0tsK4nSDg/Ue4cK232pdGClHbrkEL7mjPj/KhwYaHxk2l5/1IkHvAYQr1HUiWeOAZ7KSWfE72YAT2U3iNcmIF6jaE986sPhgR0XfkeWImdLNgh7SaJy1YoGnZTr0Zr4nBGo54xZvdAYRp34wX0bdFquR2viV6AXc8jbNLQTxGtKfFxH6p35putSIn7WlLsC+2cxzNFn2/je+bdshtEvnxy8hxWf0rFFzGvkfUfPoOB+XzCdEUKHs6dFB3R+m2G69mOYjWgIw6xB25nIpbPbBQ7Mcu9e3QYaE/9dc6uzPDLi0TVTmo1imAHBk5eNROS/gr5H28QsKn5uk9ErnkIpzLFWXf75kr4Hsy++x57s0T4TVwxCbzEvBGczM9CdDDM+LJuJvC/+nXnNE9y3S7eJxsRnoFWWQmQ0OcmHdGWY/otJ6Z7xRHxEJnup/6YlKTBD9Dlb0WZyYifk0Ev9fp855BmhVwdmM/qUiX8I7We6DiadRJFOnopz1w7dNhoTn45SLYVIajexM13MzljYLJGIH8Gw4j+mjwDMarQ/MzB22UHagIh/B31FFhY3OXkqYF5OyFu+r3/bbAnpZCypTOro6h1xGo2JP9VsFrfwYjK9xzOc+A/vC2j9RAQVP4Nhxa9CzX19fZsR/Z88FoA6rWbFL2xCzm1mHdrLxA/4DB1+cPQG+j8hcjoD4j2ADh2oPeZoszH8Uz0Rn9V8WAZ57KPiaQ0R/yH6cDflBCl+92G/phmWM34p+paZF7Yomnkh9u/tSTlyBgPiPYAUNIU+1v8dbbCIfw/tY5jjYVbiD7dYRBamxeesCCOrPkfvcvf42fQe354+Kdw3nFnftMtzDIj3FHKGogemTnsYDWcs4vf6DH5/Vaegh/aJ4pkpPuOXjkQzmc9971s8r0tIJjOk7fpTo32ef60/Ij/P5dyBFjPHfNA6BsR7DDkr7g9tGbeIXvAF8czKtv5d1q0IfsEiPufle/yi5pJrw7ud/IP/soM86LUOOJI9tZ1/3GrayTBE7g1dfL9lQDzgYYB4jQLiNYpT4j/+FPBUPnTmt2yzzv3owPeOVZKcO6uwodIOz0hMRnJgxR0qbHda4Z6cU9qhSw7hcshCJQdkoZIFslBRIAsVC8TOyQ7sRbFztxcf7/yspQDxqjoE8bKAeFlAPAXEc4PULZ5NzVRz0z9JSKuEY3KE5Ey09OUDraMnm4Q0TCBeDs8TT1Mz1WyLSBLSKlHxfHImUrgZcrym7Pl5mP9L/SBeDheKvzUzKqDbdrF4u+Jpaqaap6YliWmViHg+ORMpXA0i/wUu78cgvg5cKP5Z/8U7EtAXQvG2xW9OxgUdtiaJaZWoeD45E2G5PmH9r3QBxNeK68QXorVkuA5jhfJtiy+Kqdn0j7QkMa0SFc8nZ6KUZs5rsxyD+Dpwnfi8J38ir4+MFMq3LR4PPzLgdFqSmFaJFc8lZyLPduvIS26zahBfBy59uCu7sMlP/Ebv9sWnP921Ki1JTKvEiWeTM2F8Rn/cXLyG/tAH4mvFpeJfR2i6mS6cZxgm/bbFl7ZcWp2WJKZV4sRzyZkwzux5R/hT5AYA4mvHpeKvZC3zS6YLo6Kjo2fcXhYq51MoSWEsUdaupEhhhxI7J8lNhXvi4VmoMJ7nK5wL8MkdRQNnfEZ3OtQHqJgvg3iKBsSfRYfJ63NRQhnEUzQgvqabITVtAtoslEE8RQPicf44XeCDO81CEcRTtCDeDhBPAfHcICBebmAQ7/SspQDxqjoE8bKAeFlAPAXEc4OAeLmBvUg8RNKYtRlJA1moKiELFQ9E0sgO7EWXerjHYxAvDALi5QYG8U7PWgoQr6pDEC8LiJfF6RAqn1Y6nW4oZt+fusS9617BZQs76u9fS0SGhOpa3bHEsh7bx1dZDQziVXXo3hAqnz+5jXyKcNnqdhV82fzE2Hzzz/GziPjLGOeGnhDXO8RXWQHiVXWoTnx1aq+g2DXieE6HUFmJxzh+F1/++l56zK+HXmLFl/RJF9c7xFdZAeJVdahO/CI0advUJkuFotMhVD4RBoNhPi9+7hKuXLZ8FtvTwN2s+B/a/S6ux/bxVVaAeFUdqhJfETKRvM4MEAZ0OoTK5oyn4tkyL35QOg4JN4Sj97C1eNv4KitAvKoOVYm/iHaS13T0C192NoTKVnzfnXz5AHupLwj9jZ7x5lPNb4nrHeKrrADxqjpUJb4st5S8zvGlh664sLDwKydDqKzFV661frj7w3yh3wLu4a6ky0lxvUN8lRUgXlWH6p/qt/jMoW+9EULP314kzen2poKgV42bx5l8wvV6/d0m+h7++E/k/Te2j4KX2+s6rCSdB18gHQ5dJK4n7O9h0A0+SxauoVs2A0MkjaoOVYdQjUSJ4qkAH+BQNHHG7wqNzrCUQDxFC+LT0cQyqyKIp2hAfIV+ktm6DOIpGhCfiaamUoSOQDxFA+I3Io58vgziKRoQbw+Ip4B4bhAQLzcwiHd61lKAeFUdgnhZQLwsIJ4C4mUHkQLEy9L4xUMkDQUiaVjgjJcd2HvO+Nu8x3d3etZSgHhVHYJ4WUC8LCCeAuK5QUC83MAg/jLS6QL7XsJl7K/NDdgjZCK6HEje3ozLFyNshEgajIvYmfXdg2Ny8v3oIvdK4WNrBjvE1kgD4lncI54INk5/3iKez0RE61d2u47FX8IUImlqEy/E1lTV2P/6pTQgnkW1+OS5lmVnxBdOfsMins9EROqXPUQnZC2eRtLUJl6IrQHxqjpUKz4vrD7EI4OhRXShlXguE9HlwCVNvqCdCBE2QiQNFa8nVc2lLvV8bA2IV9WhOvFHezdD9XTGV7/Tx0o8l4noMhq9t63NGc9H0lDxtKnkPZ6PrQHxqjpUJ/5camq9nPFEfM21ppWVTelfvu/1pZCJ6HKLKjx7pNnmUs9G0tQmXoitAfGqOlR9j4+pL/EbYzGOn3/dvDf8TyETEa0v67zJ7h7f5SSuTbwQWwPiVXV42+IHt2rVavJNowM3FIg/j/T68LjDRmPusHD9I4eMZ9qRDY80TTsfQN5Ptfq3kY2wiTIag8+TDv/6Kqm9gorIa+9PjO2O/pdsrdefZV+vkcovHjLonjhjvFX8B9umTgqVNCJI7JwkRcXK2hXfUtjhDYXtnOrwtsVfvXjx4ufwAQ7W3BlPgU/uKCCeGwTEyw0M4p2etRQgXlWHIF4WEG8DiLdHI+KtAfEUEM8NAuLlBgbxTs9aChCvqkMQLwuIlwXEU0C87CBSgHhZGr/4zPIqB4odq6SpVNhOaYeVCjusNCrtUGG7kop67tAlhxCyUMkCWajkxZ/70YHvHaskOXdWYUOlHZ6RmIzkwIo7VNjutMI9Oae0Q5ccwuXOiD/9sSMfSdQ5RaPvsNFPULLDtDIblerEA14DiNco6sT/lwE8lfPOiN/t7tkDt81uEK9NQLxG0ab4UfQPs0YO3CXfInK23JpVKxpiRi5Ho+IDU1IWPndnwHrZFvLiB/dtkCm5Go2KD6OvWZ3uzpZrAeK9WDzzHnqbYbKnRQd0Ju+Mfvnk4D3Zk9u2fHgnET9ryl2B/bNIdUrHFjGvkfcdPYOC+33BdCY3icNiJbuNG3fk9tG0+Gyf6Qwz2mfiikHoLSKxR9vErGf8Z67o7r+PiYx4dM2UZqMYZm6T0SueQinMsVZd/vmSvgezL77HnmyhktvGzTtze2haPHPnMGa/zxyGyenVgUiMyGT+1ZScx9/4JzOR0eQuMKQr803L8aTdEH3OVrSZYdYk5NBLvVjJbuOZaF78O+grsrC4yUlGP4JhljU5QUpZx5hIqjaxM/MxItd9ZjXanxkYu+wg3YaIFyvZbTwTTYunl/qFTegD3jq0l9HPYJgZIXyLyFkMK34Vau7r69uMmP7ksQDUaTUr3lJJt/FMNC2ePtxxZ/xS9C2jJw/yi5ueIqWt6dxTPRH/IfpwN4VeCL77sF/TDCreUqmXffhv7GhZPPvj3H6f2fQe355hJe5CK8g9vuWLovjDLRaRhWnxOSvC9jHM5+hdKl6sBPEeBv0A59Xxd/rTD3BG+zz/Wn/6cx0r8XH/6cseaLlfFM9M8Rm/dCSayXzue9/ieV1CMpkhbdefEipBvIfBfmRr6M9+ZJs9tZ1/HLl3cxJPjm8d8MBWxiI+5+V7/KLm5jDMu538g/+ygzzTtQ44IlaCeMDDAPEaBcRrFKfEf3II8FR2OCP+i4w9DqQ7VkmSIbGtJEo7/KzeO1Tan9KBFXeosJ1Th3ApxM7JAbFzskAWKgpkoWKBM152YO854283Pr4BAPEqOwTxsoB4WUA8BcRzg4B4uYFBfIOI/6P5MDo+TWD11CWyUMCWc9FS8mr0TxKSVVHx/OKQ2vNWgXhZGpX4tQ+3KCDj+xThstXtKjBex5Zzw+LMGO+ISBKSVRHx4iKuNbUBiLdwa2ZUQLftYrFRiX9oe5/1mBWPcfwujHvsoOXc2AH/xviv05KEZFVEvLgI4kXqEP+s/+IdCegLodiYxOcGFK/phXnxc5eQcgkt58ZuTsaFHbYmCcmq6KVeWATxIrWLL0RryXAdxgrlxiR+wbM1v6E8i/gFYzAt58YWxdRsnp+WJCSrYh/u+EUQL1K7+LwnfyKvj4wUyo1IfE2b8Kgo3xRefN+dQjk3Fg8/MvBMWpKQrIqIFxdBvEidD3dlFzb5iV/lNiLxh8KNNXhjjJmKr1zbruJQeBmmZSI+/emu5rQkIVkVES8ugniROsW/jtB0M13ojRB6vtjkQKF7xI9NNpaYrgdnmnzC9eGP/2Qam0zmQsqn25sKghaZNo8z7e9h0A0+azKVFImLpmvoluMeCEjsnCQ3jcralShsZypU2M6pDtWKv5K1zC+ZLhQXFhZ+1XjOePgAR2WHt/Fz/Dxf4ZA0oks9iFfZoSrxGd3pUB+gYr4M4ikaEH8WHSavz0UJZRBP0YD4mm6G1LQJaLNQBvEUDYjH+eN0gQ/uNAtFEE/Rgng7QDwFxHODgHi5gUE8iK8VEA/iawXEg3j1HcLv1csC4mWBSBqKFiNpIAuVWZtZqBrPPf42qGvv4FIvC4ingHhuEHf7VExdewfiZQHxFBDPDeJun4qZkIxxBrqKcZ/3hbgbIcamiB6Hyr57cExOHvqELI9Ix2Wv3B3WZnaJGH9TtrCj/v61NTgPbecaWDaXDtEB8Y2E7Q9j/IJhEy73yxPiboQYG2vxQZHXqFfzxBFXzP+bQH+1nP0VTfMTY/PNP8fPwkIDbNlc+rc4PVl8dWqvoNg14nieLT6/eYk5auNw/G1bsxB3I8TYWIuPWTyKev0hiubkrCTrOatf30tvBddDL+VFLxrFi689RMeTxS9Ck7ZNbbJUKHq2eNzl0I8PFusq3piAhbgbIcamCOkNBkNzTnxF18+I1w1JGH9kMAQZeavLZ7G7O3B3XnQp2wBbNvc68RUhE8nrzABhQA8X/+Ki1IV4wKGh27AQdyPE2BRRb8IZj79vXTAife04unfmlnbiB6XnRVezDdhibSE6Hiz+ItpJXtPRL3zZw8Xve3TAcfzWi7rfsRB3I8TY2IrH/0wckX6iNf2M/3skiD/AXuoLQn8j4tkGpFR7iI4Hiy/LLSWvc3yFrzk8XLwxWF+Fc0M6YSzE3QgxNnbiy+PuSDcPfeaKObdngNHycPeH+UK/BZiKpw3IvtceouPB4lm2+Myhb6Oio6Nn3DQ6cMPdPhVjNP7laaOxOOrvRuPYuWTm14IPGb94yKB74ozxCioyGm/2/sTY7uiZdmTVkaZpxj9fjI7sd7L/H0bjH3St8Xpye12H128az7Qr5hoQ+M2FJrYU33I8WpLcUNjOqQ5VR9KMRInsJxvnGYZJ9+wzvg7gAxwrdoVGZ1hKHn6prwMQbyEdTSyzKoJ4igbEV+gnma3LIJ6iAfGZaGoqRegIxFM0IH4j4sjnyyCeogHx9oB4CojnBnG3T8XUtXcgXhYQTwHx3CDu9qmYuvYOxMsC4ikgXnYQKSCSRpbGLz6zvMqBYscqaSoVtlPaYaXCDiuNSjtU2K6kop47dMkhhEgaWSCSRl68R9/jGymecKkH8Q0AiNcoIF6jgHiNgn1Cuaw6QqgODgnVtYpcQg7t3Jjwbnu5X/rHffew6Xd0Qx3id4RqYTMqngsUWjGGvJS2/C+Ib4xgn6tsVh0xVAeHXMb419ATeOzEm+bDgect4v9gj7h9/I7Pn5wJYTMqngsU+i2oGOPPeuLbEp88F8Q3KFQ8zaojhuqwBnGf9HNtKsj71hP24u3jd6zFk81Y8VygEB74Mcaj37st8XlhIL5h4cTPXSKG6rAGf273+9YE7giLYT4+EeR9vkP8jlDNb0adCIFCaY/hkpDrtyH+aO9mCMQ3LHbiB6XjkHBDOHoPb2HFV5ayv/Rvdcbbx++IZzy3GXUiBAqVhFzd9SS+DfHnUlPhjG9gOPF9d4qhOvTUNZ9pfuuHu8pJxbSX7cXbx+9YXerpZmSpWEjYgye8OXLH7YgnxID4hoWKp1l1xFAd7mbd5SQemXij+quw0/bi7eN3bO7xZDOMv+ADhTA+0lFf4qT4VxMSElIaT04a70HIqmMqeLm9rsNKcoiDL5DjOnSRKf/vd4Xdt9v0O5tIp8+ntKFef7fJPsWOUC1sZjI9yyfoMZmMUWNuMyeNKD5r165dWyprHDC6+8B5OuQQOh5VSaokDr8kUh3Cpb6x0Vg/uQPxDQyI1yggXqOAeI3SWMVbA+IbABCvUUC8RgHxGgXEaxQQr1E8QXxmRbUDxY5VklRVKWyotMNKhR1WGZV2qLCdSeIoONWhSw6hc2e81Jc0Cr84qK5y4hsGKSqrFQ5corRDhe1KFTas9z12qkPnxBcUOnDFsUqSgj8VNlTa4Z8Sk5HixlWFHV5X2C5f4Z7cqO89duoQvu6M+G9WAp7KKtsbvzrxgNcA4jWKOvFFVwFP5YYz4j85BHgqO5wRv5sBPJXdIF6bgHiNolHxo+if5I0cuKvulqtWNPxs3IFWxQempCx87s6A9XW2HNzXBdNxA1oVH0ZfszrdnV1XSxDvheKZ99DbDJZqLwAAACAASURBVJM9LTqgM3nv2o9hNqIhDLMGbWcil85uFzgwi+lMbgmHa23hoWhbfLbPdIYZ7TNxxSD0FvNCcDYzA93JMOPDspnI++Lfmdc8gdkX32NPdq0tPBRti2fuHMbs95nDMDm9OjCb0adM/ENoP9N1MMNERpGbwFNx7KW+jhaeCYh/B31FFhY3OXkqYF5OyFu+r3/bbAnROpZUJnVkxdfRwjPRtnh6qV/YhD7grUN7mfgBn6HDD47eQD1HknuAIL6OFp6JtsXThzvufF6KvmXmhS2KZl6I/Xt7Uo6cwdid8bItPBNNi2d/nNvvM5vewYnLDHTfcGZ90y7PMbbi62jhmWhVfGBKyqvj7/SnH+CM9nn+tf7057qcO9Bi5pgPWsdYaR3Sdv2p2lt4JloVTz+yNfRnP7LNntrOP241XRqGMhimi++3jJXW1a0DjtTewjPRqHgAxGsUEK9RnBK/L82RjyXqnMJtHW6t5/4U45IO373lhHjIQkWBLFSuS6Ek2R9koVLTIWShkgWyUMmL94AwaYcJwqWeBcTLAuJlAfEUEM8N4m7TdjhMEMSzeL14ITeTkJPJp1UYzdGUi5aSyRr9k8RkT3noE1IzIl3YgIi3S+8kA4jnBnG3aTuEP98v5GTyuc6e8blhcWaMd0Qkicme8oIir1Hxwga40j69kwxaEH9rZlRAt+1i0dPE05xMgvjYAf/G+K/TksRkT3kxi0fZirdP7ySDFsQ/6794RwL6Qih6mniak8knQk9zNOXGbk7GhR22JonJnvJiKrp+ZiPePr2TDBoQX4jWkuE6jBXKHiWez8kknvFFMTWb56clicme8mLw960LbMTbpXeSQQPi8578ibw+MlIoe5R4PieTKB4PPzLwTFqSmOyJiMf/TLQWb5/eSQYNiCeUXdjkJ36j52Hi2ZxMFvHpT3c1pyWJyZ6o+PK4O6zE26d3kjskmhD/OkLTzXRhEjmoL3lAFiohN5OQk4nP0XS6vakgaJFp8zgx2dPZaNLgm6bbhA1MxfbpnWS4aZRfZ02JwnamQoXtnOpQrfgrWcv8kulCzsGDB7d7xBlvB3yAw3IbP8fP8xUOiWdc6u0A8SyqxGd0p0N9gIr5MoinaED8WXSYvD4XJZRBPEUD4mu6GVLTJqDNQhnEUzQgHueP0wU+uNMsFEE8RQvi7QDxFBDPDeJu03Y4TBDEs4B4WUC8LCCeAuK5Qdxt2g6HCYJ4FhAvC4iXBSJpKFqMpIEsVDXazELlAZd6is0E4VLPAuJlAfGygHgKiOcGcbdlCWwmCOJZNCH+MtLpAvtdwlzUzFs1eF7vGox/Df4+34+ds13EDB9bUynE1kg0sQbEc4O427IElwMxNs14HrNRM+d7z8KlHTZhPPxlzIm3i5gRYmsqLbE19k1s0IL46tReQbFrxPE8SfzNKW9gNmrG/GvoJXws/Pr+aBMv3i5iRoitybPE1tg3sUEL4hehSdumNlkqFD1GPDIYWkQXYjZ4wmwauBvjWaPvOYh58XYRM0JszU5LbI19Exs0IL4iZCJ5nRkgDOgx4skZb17bRxA/iP7ufNR4LIq3jZgRYms+tcTW2DexQQPiL6Kd5DUd/cKXPUk8LmhayUbNmC+H/kaKIz7Agni7iBkhtuYXS2yNfRMbNCC+LLeUvM7xFX4g8ijxm2IxGzXzc58FdJ5W4u0iZoTYmkpLbI19E9uj4v3iWbb4zKFvryYkJKQYSx0ocrdlCfKQXh8ed7S09Ma8DroOy9lZD1tPXi6RFXr9n2zEzDlSvo6KS7lWsW8YjeeiSeFY0+20uV0Ta26VOB4FKUwSR0uSIoXtTAoHluxQdSTNSJTIfrLx+YYNG96vqHag2N2WJbCZYJXRcdKSlCtsZ5I4ClJUKWxXXaywXaUzHaoUvys0OsNS8pRLvc0E4ZM7FnXi09HEMqsiiKdoQHyFfpLZugziKRoQn4mmplKEjkA8RQPiNyKOfL4M4ikaEG8PiKeAeG4Qd1uWwGaCIJ4FxMsC4mUB8RQQzw3ibssS2EwQxLOAeFlAvCxZUp/VK/z8uKrKiQ+apahU2KHiz+orFbZT+lm94g5dcghBvHyHCttpUbyHXOqdQMFR0OKlHsRjEC8M4m5V9YuCowDiuUHcrap+UXAUQDw3iLtV1S8TkjHOQFcx7vM+xgXNh9Fd5KNqitiD1XdPWUyOGHNT9srdYW1ml9gH5bAJb8xVdQblyHuSAsQ3INsfxvgFwyZc7peH8bqHWxRYomqsxfMxN+aJI66Y/zeBZnKwCcphE97w4uvOdNM4xSfPtSxrQHx+8xJz1Mbh+Nu2Zox77Oiz3hJVYy2ej7n5IYr+glIlWW8blMMmvOHF153pplGKzwvTlnjc5dCPDxbrKt6YgHFuQMmaXliMqilCeoPB0JwTz8XcbEjC+CODIchoF5TDJrzZXVVnUI68JylcKP5o72ZIY+JfXJS6EA84NHQbxgvG4N8QueLzUTVFrDf+jOdibtaOo4fA3NJOPJ/w5o86g3LkPUnhQvHnUlO1dsbve3TAcfzWi7rfcU2b8Kgo3xQxqsZWPBtzc6I1/SLge2S0C8rhEt6MqzMoR96TFK69x8doTLwxWF+Fc0M6YXwonNzAN8aYhagaO/E05sY89Jkr5tyeAUa7oBw24U1ZpzqDcuQ9SeEe8dtWrlz5rocEVDhBdXXvZ6qrq9rNqK5+bj7ZvVshx6oPPnxH+JPnqwsQDbmI/8wU/d35GLJ0qunO6pJ599zZ//TAm9XVN9m1xgWx4fe+WVFNG1R9SxoQ+M2FJso+WpfClQEVFvGrJk+evNxU7sBNd6uqXxx30IHiUgWNCGUSR0uSmwrblSkcWLJDuNTXTp3HQzOf3IF4e0A8N4i7VdUvCg4riOcGcbeq+kXBYQXx3CDuVlW/KDisGhFvDYingHhuEHerql8UHAUQzw3iblX1i4KjAOK5Qdytqn5RcBRAPDeIu1XVLwqOAojnBnG3qvpFwVHQonhITVKjydQkmRBJUw2RNDwuuU5JUVWjrB0ETbI4J34l4Kmk3HRCfGkh4KkU2apUJx7wGkC8RlEnfttngKfysTPidzOAp7IbxGsTEK9RtCd+DP8HeSdKrFu1gnvvQRu07LFNanuhjYejQfH+KSxSVgf35d57RKWkLJp2R/CBWtp4OBoUHyK/ThT/AH3dipbU0sbD0bT4o8+28b3zb9kMs6NnUHC/L5jO5AJ/mK7gxO9D7zBM9rTogM5vM7ZtxMrIpbPbBQ7McsuOOIcGxQcfYjnJMAOCJy8biZYyx1p1+edL+h7Mvvgee7Jpmx5dDx36+pM+HY4zzGifiSsGobds2wiVTOR98e/Ma57g7n26DTQonn+4e5dh+i8m5XvGk2v6ZoZZk5BjudSzLZqSJvt95jBMTq8ONm3ESiYyivxHeSrOrTt0e2hQfMB6lkO0kJ2xsFkikxkYu+wgLYri25MGq59p8jrzDvqKlBc3OWndRqxkIseShaSObtkR59CgeMs9/sP7Alo/EZHIMJ88FoA6rbZ/uGO638MsbEKv/evQXus2lsrI6QyI9xAs4rOaD8tgmLhEuvzdh/2aZtiLHxPMn9xL0bfWbSyVkTMYEO8hWMS/h/YxzPGwRGZFGFn4nNz1bcXnxHUmt/PZ9Hbe3qaNWAniPQjhA5y3mb0+g99f1SnooX2f+963eF6XkExmSNv1p2gb+gFOyoJ4tII+1T//Wn/0NmPTRqgE8R6E8FRPnslXtvXvsm5F8AvMu538g/+yg2FWtw44QtuwT/VNo1NyyOPf1Hb+ceTWbtNGrATxgIcB4jUKiNcoTon/Ms2RjyXqnKLRd7i1nvtzzR5/aBteAAEVFiCgQhYIoaJoMYQKgiZrNBk02XBh0tYdKpwMXOpVdQjiZQHxsoB4CojnBgHxcgOD+LrJRUtJX0b/JOwTqtPphmIcEqprFbkE45gc7NNKp3vqErvIJ4aiSZ6qapQleQLxLI1VfFicGeMdEUT8r1y/IZcx/jX0BCu+CJetblfBiucSQ9EkT7z4OpM8gXgWdeJvzYwK6LZdLDag+NgB/8b4r9NsxeM+6bx4jON3seK5xFA0yRMvvs4kTyCeRZ34Z/0X70hAXwjFhhS/ORkXdthKxIcbDIb5nPif2/0uip+7hC7yiaFokqddNcqSPIF4FlXiC9FaMlyHsUK5IcUXxdRsnp9mdcaHG8LRe9hOPJ8Yik3ydF1ZkicQz6JKfN6TP5HXR0YK5YYUj4cfGXgmzeZSbz7T/JYovu9OsigkhqK5fhYoTPIE4lnUPtyVXdjkJ36j16Di05/uak6zu8d3OcmLr1zLPtwJiaGo+JI4ZUmeQDyLWvGvIzTdTBcaNhnRmQ7lRS1TyrcklvuE6/X6u8vLQy6Szp9OKY/+llaFP/FzOVkcN49U3gg58p/o8nLT8aY76AS+6mHQDfkPWShAJZIpfG4pTOEjubUE2khGdCVrmV8yXWDTj5VVOnCrXsRbd+g4hiRl5craVRQr7LBUYTuj0oEljpYkSve4XOHAkh3exs/x83yFiyB8ckfRwKU+ozsd6gNUzJdBPEUD4s+iw+T1uSihDOIpGhBf082QmjYBbRbKIJ6iAfE4f5wu8MGdZqEI4ilaEG8HiKeAeG4QEC83MIgH8bUC4mVnLQWIV9UhiJcFxMsC4ilaFA8BFTXaDKiAEKpqbYZQuSjhoKLJwKVeVYcgXhYQLwuIp4B4bhAQLzcwiFfLZaTTBfa7RI7xwo76+9fWWOJqhKAa+m4db4PlI2pAPItniA/E2DTjeWx+Ymy++ef4WZa4GiGoxudP7owX6muJqAHxLOrEV6f2CopdI47nSvE3p7yBv76XyrgeekmMqxGCaqzF0/paImpAPIs68YvQpG1TmywViq671BsMLaIL8fJZ7BADd4txNUJshU+EbbwNlo+oAfEsqsRXhEwkrzMDhAFdecab1/YRxA9KF+NqRPHCGc/XU2QiakA8iyrxF9FO8pqOfuHLrhSPC5pWHmAv9QWhv4lxNUJQjdWlnq2vJaIGxLOoEl+WW0pe5/gKh86l4jfF0oe7P8wX+i2wxNUIQTU293hSX0tEDYhnUf9Uv8VnDn37fMOGDe9LfVbfAOL/R+7xEZ1PVFcbF8SG3/smGTXkf2SoYUuqyb09YvB/q+m73tDOUk84+PAd4U+eJws3UbnNJ9xKP6svr7sJi9LP6quUfqav+NsJZzpUHUkzEiWyp8KrCQkJKcZSB4oaQLzjKBIYTYqalZqKlLUrldg5SW6VKBxYaYdKJ2hSOLBkhyrF7wqNzrCU4JM7ihYu9eloYplVEcRTNCC+Qj/JbF0G8RQNiM9EU1MpQkcgnqIB8Rv5rB75fBnEUzQg3h4QTwHx3CAgXm5gEA/iawXEg/haAfEsIF5VhyBeFhAvC0TSUDQYSZNZXuVAsWOVNJUK2yntsFJhh5VGpR0qbFdSUc8duuQQ1v+lXuG2kH5MFg+41LvoHq/oZg/iVXUI4mUB8bKAeAqI5wZpSPFiSA0fOUNz0WA8Il3MSROTI1ThslfuDmszu0QMpRGicC4IDXAd+WtAvCyuF8+H1NBfrqTQXDSseCEnDRHPV5knjrhi/t8EmlSB/W1LMQrnAt8A15W/BsTbkDzXsuwW8TSkRhQfs3gUK17ISUPE81U/RNHfFaokjjmrYhTOhWiuAa4rfw2ItyYvzK3i+ZAaIXKG5qL5jBXP56Sh4rmqDUkYf2QwBBl5q2IUzoVorgEt1Zq/BsRbONq7GXL3GU9DaixnPP6+dQEVz+ekoeK5qrXjaANzSzvxg9IvRHMN2GJt+WtAvIVzqanuPeP5kBor8fifiax4LicNK56tOtGaPr1/jwTxYhQOEc82wHXlrwHxNsS4XfymWOszHpfH3ZEu5qThxNMq89BnrphzewYYLQ93XBQOFV+uJH8NiLdBEJ9z8ODB7e64x0d0OcXf49ux4nF2U1Z81ammgnhahcv+cc+dA848JojHpa/Eht/7djUrnm1AyOx5R/hTeRjEqxA/iXh4qdjkQGFDincczoKxpLa1FkqKlLUzSeycJDeNCgdW2M5UqLCdUx161qW+tonBJ3eqOgTxsoB4G0C8PSCeGwTEyw0M4kF8rTRO8daAeAqI5wYB8XIDg3gQXysgHsTXCohnAfGqOgTxsoB4WbKqzA4YHaskqa5W2FBph1UKO6wpUdhhpcJ2pRJHQXJghe1ccwghkka+ocJ2EEnDApE0sgN70aX+Y0e2SNRJ8dFHChsq7lBhu3rvcIvShvW+x850uNQZ8dd+BDyVn2z+cJ1K8YDXAOI1ijrxuz4DPJVPnBG/mwE8ld0gXpuAeI3iveL7d2DfdqDVqjYbxP+9XjTVbsVn7Zt/Qf8FLbCtHxzFvu1Eb1pV0karVqibsGsB8XZsTElJiYgjLzvsVowLW3OC/uv9tm29pHjaaHBfdRN2LSBeguhBEpXP9OD+2SMpnl0B4t2CtXj/FLL0dC+GiUwZG9F6wdfxLSOXM8zRZ9v43vm3bFK7dHa7wIFZ4qa8eP3yycF7hEa9yNU/ivz7fyHkKp49uW3Lh3dyja3Fix2RRp1J48Ou3GF1eLH46EOU923FG8a81x8Zpq7t6vsNMyB48rKRaCmpvS/+nXnNE8RNBfE92iZmCY2+HNR1z17y7xQV/4z/zBXd/fexrWzECx2RRvvie+zJdvVOK8eLxQtPaTbiyb8DaBTDfIA+ZfovJrX3jCe1UcTQU3HipoL4iEzG0ki41BOn/2r6GsN845/MtrIRL3RE/3fApd499I9cT1lgK34Kw3yHlpH9RvThLTtjYbNEUjuWLCd1FDcVxI9g3/hGVuKXNTlB6rOOsattxAsdgXj30T+afbPc44dS8TOo+Dc48R/eF9D6iQgqfjojKZ40tjSyEj8jxGocG/FCRyDefTiI720nPqv5sAyGiUvkaqXEzyantdjISvzipqfI6q3pbKtRoTn07X200aojEO8+rMUHzmKYw0F24t9D5OnseFjt4i2NrMTvQivIPb7li2yrFLSGvOYMbnYUxDcKrMU/ELbszS7RduL3+gx+f1WnoIf21Sbe0shKPPO4//RlD7Tcz7Y61bXZX+fN7IpeYuzED2m7/pQrd1gd2hCf0b3FPQun2t/jV7b177JuRfALtYm3NLIWf3J864AHtvKtj03t4B/20Lv0gm8jfnXrgCMu21vVeK94oFZAvEYB8RrFKfGfuvv3h4Db5pNyJ8RnFRQ6cMWxSpKCPxU2VNrhnxKTkeLGVYUdXlfYLl/hntyo7z126hC+DlmoZDtU2E6LWagqqh0odqySpKpKYUOlHVYq7LDKqLRDhe1MEkfBqQ5dcgghdk4WiJ2TBcRTQLzsIFKAeFlAvKoOQbyqDhtAvF8rXchDp8liQfNhtCYkVNcqcglm/9b8m3H5tIo2efA0zvfjtuEa7tIRfKaI29UyaylAvKoOG0J8Pq557SGyuO7hFgXkLeQyxr+GnqDiV3a7zjYiTaqWPCSK5xsSTrb6wbooN2spQLyqDtWJvzUzKqDbdrEoKx7n+ZPFHjv6rMeceNwnnYhf9hA/Gv2/cd5fFM83xPj3Oz+1LsrOWgoQr6pDdeKf9V+8IwF9IRRlxVe92gPj3ICSNb0wJ/7ndr9fDlzSRNiSNKlY2EMQLzTE5b3+YV2Un7UUIF5Vh6rEF6K1ZLgOY4WyjPhwQ9hf/oPxgjH4N5RHxIcbwtF7+DIavbetcMaTJr3+I4gXGppfeLzaqljLrKUA8ao6VCU+78mfyOsjI4Wy/KWeTqtNeFSUbwp7xpvPNL91uUUVnj2S+wMc9FJPtuXEiw3/L6bQuljLrKUA8ao6VPtwV3Zhk5/4jV6t4g+Fl2G8McbM3eO7nKQPd2WdN7HrbMQLDY+1OmezXS2zlgLEq+pQrfjXEZrOOsnatWvXFskvafyusgvPzScvxSHHakJ+JQvDlv4aSN5+CPuJriNNqsi2V5GB8AzfcKgvLc0Rt1P5lUWFwq8sFH9JU66wneIvaSoUdqh0j6uUfo1UH1/SXMla5pdMF15NSEhIkcpC5YoUSlJAFipVHd7Gz/HzfIWLIHxyR9HApT6jOx3qA1TMl0E8RQPiz6LD5PW5KKEM4ikaEF/TzZCaNgFtFsognqIB8Th/nC7wwZ3iT1ognqIF8XaAeAqIlx1EChAvC4hX1SGIV9UhiJcFxMsC4ikgXnYQKUC8LB4gHrJQmSELlStTKEn2B1mo1HQIl3pZ4FIvC4ingHjZQaQA8bKAeFUdgnhVHTaA+JK5MeHd9pIDsrCj/v61NTgXLSX1Rv8kcYFd1Y2sykM0J86I9AnJGGegqxj3eR/7tNLpdEOxEFDD/V7eEF0YCtMNL2Ln13cPOxK3fsUY8lLa8r8gXl2HDSB+7MSb5sOB581PjM03/xw/C+eGxZkx3hGRJC7QVdU/kVV5QZHXqPjtD2P8gmETLvfLwz5/8j1xATVC0IURkeNmI55b/1tQMcaf9YQzXmWH6sRXp/YKil0jjicp/lybCvK29cTX99Ijdz30Um7sgH9j/NdpSeICXVVTTVblxSweRcXnNy8xR20cjr9ta7aI5wJq5MXzATcDP8Z49HsgXmWH6sQvQpO2TW2yVChKit+awC0sn8W+DdydG7s5GRd22JokLtBVZNYDd+fFVHT9jIjHXQ79+GCxruKNCRj7RBgMhvliQI2deD1Z2ZwVLwTcpD2GS0Kug3iVHaoSXxEykbzODBAGlBS/hRVfWcqLH5SeG1sUU7N5flqSuMCLH5SeF4O/b11AxL+4KHUhHnBo6DYsnvF8QI2deHrwuDNeCLgpCbm660kM4lV2qEr8RbSTvKajX/iypPgf7qJ/SGvaywfYS31B6G+5sXj4kYFnqHh+4QB7qSeriHj8z0Qift+jA47jt17U/S6KFwJq5MRbAm4mvDlyBwbxKjtUJb4st5S8zvEVDp30w93IxBvVX4WdJk9wf5gv9FuAie/0p7uaWfHcAl1VnUtWUfHlcXekY2OwvgrnhnTConghoEZOvCXg5khHPd0zEK+qQ/VP9Vt85tC38wzDpEuKvzmjje5+8uNc6Sux4fe+XU3Fl7Z8DbPiuQVxFRWPs5umk5/jRpAj024m5u/x7fD4BbSzkG/z2WibEgfxwnqy/3c/RwcG8ao6VB1JMxIlskdkVHR09AyIpDFpJJJmV2h0hqUEn9xRtHDGp6OJZVZFEE/RgPgK/SSzdRnEUzQgPhNNTaUIHYF4igbEb+RT+OXzZRBP0YB4e0A8BcTLDiIFiJcFxKvqEMSr6hDEywLiZQHxFBAvO4gUIF4WDxAPkTRmbUbSlFU6cMuxyjnqu8OK4nru0Fhezx265BDCpV4WuNTLAuIpIF52EClAvCwgXlWHIF5Vh/Uv/jLS6QL7XRJz0Yg5ZspeuTuszWwyCRor89TFajHURoinoY2+fKB19GSTEDkjN2spQLyqDhtAfCDGphnPi7lohJAX88QRV8z/mzCWiC/CZavblYqhNkI8Ddn6ZsjxmrLn52H+lyvlZi0FiFfVoWrxyXMty7Lib055Q8xFI4S8/BBFf3mn8horHuP4T8VQGyGehpSuBpH1l/djEK8Al4rPC6tTPDIYWkQXirlohJCXDUkYf2QwBBk58S+liKE2YjwNYbk+Yf2vdAHE14kLxR/t3QwpOePNa/uIuWiEkJe14+hqc0t78VbxNJTSzHltlmMQrwAXij+Xmlr3GU8TCxY0rRRy0QghLyda0yP+PeLF9/1EDLUR42nIs9068pLbrBrEK8C19/gYReI3xWIhF40Q8mIe+swVc27PAFZ85Vr24Y4LtRHjaTA+oz9uLl7THYN4BbhHfHFhYeFXcvf4iC6nePHDXxNDXsr+cc+dA848ZqSxMhFDyI9zjvE0GGf2vCP8KZp7DMTXiXvE90YIPQ+RNCaNRNIouNTX2QMHfHInS+M+4ykgngLiZQeRAsTLAuJVdQjiVXUI4mUB8bKAeAqIlx1EChAvC4hX1SGIV9UhiJcFxMsC4ikgXnYQKUC8LCBeVYcgXlWHEEnjNBBJwwJnvOzA3nPGZ3190IH9jlWSfC2xrSRKOzxQ7x0qbPel0oGVduiSQ/iaM+L/q3BgoPGRaXv9USce8BpAvEZRJ/4sA3gq3zsjfre7Zw/cNrtBvDYB8RpFo+L7d2DfdqDVdisWhNhVJNI/3tui01v2PRxCGxpobq4BxNviKN4vJSVldjT6P7t6EO+RqBAfRF8PB/ezqwfxHomV+PEROQxzMmg6880zev2oZCo+pWOLmNf4lpx4pkc0wxx9to3vnX/LZhj98snBW4j47MfDMtwy/XpAq+KjD1HeJ+I3o20M8y7ak9PDb0pK1yAifm6T0SueQilcS058duvuDDMgePKykWgpEd+jbWIG2pAzouUnbtwH59CqeD7lAhGf3WoKwwy7l9mI3mCYE3eEMN+0HE9aDNHnsC0TAw4cOLDrGZRMNlpMyveQlfqITHqpf77Fh27dCafQqvjI9ZQF9B4/tBORP4OZHUAu4sxzIczHaCdZWI32sy0Tuf8gT9OVTHbGwmaJRPwIeo+PR9HfuXEXnESr4qPZN/bh7i301Ub0LyaxLa15KYRZhZr7+vo2Y/UT8S3efffddV/QxQ/vC2j9RAQVP4OK95uF5rlp+vUAiGeO+b46uiNRLpzxH6IPd1NOsE34hztCVvNh5FEujoqfTcUvYQYFZ7lj8vUCiGeY+Hj9THI+oxXkHm8IYQ63WEQqp8Xz9/ggYZv30D6GOR4mit/A7PMb5Ya51w8gnmEWNkGfk7eevpNf7XIXeaqf4jN+6Ug0k2tpEb/XZ/D7qzoFPbRPFM/8vemnrp97/QDiGebrJp1o4dgz+vCR7xDxOS/f4xc1lzvhrcQzK9v6d1m3IvgFi/hv73wwx9VTryc0Kt6G74JmuXsKrgfEM8w76P+5ewqu+iGphgAAIABJREFUB8RnJUd1d/cc3IBT4tM+8wI2tIxb6+45uIGPnPkt26xzPzrwvWOVJOfOKmyotMMzEpORHFhxhwrbnVa4J+eUduiSQ7gcslDJAVmoZMksr3Kg2LFKmkqF7ZR2WKmww0qj0g4VtiupqOcOXXIIIXZOFoidk0VSfPd6RG7WUoB4VR2CeFlAvCwgngLiuUHqV3xB87+STnPRUvJq9E9iM1jphlpSXMXk4JK5MeHd9hLxXLYrq5xW+X7slIRtuDRYRhPdSCIDVhG78333zOtN/gv9Gvw9iJfFBeK5DFa5YXFmjHdEEPF/csMIKa6Iw7ETb5oPB56vquHaWuW0EsRz2whpsKh4qQxYgvjSDpswHv4ynPFW3JoZFdBtu1h0gfgeO/6ynoiPHfBvjP86zVY8TXEVk3OuTQVZ3HqiqobLdmWV08pWPJ8G6w8qXioDliAeHwu/vj/aBOKteNZ/8Y4E9IVQbHjxuQElq3pR8ZuTcWGHrUk0u4XBMN+S4iomZ2sCN3DVf7hsV1Y5rQTx3DZCGqxrZCOpDFhFSE/aNd+D8azR9xyEe7wVhWgtGa7DWKHc8OIXjMHnUR4RXxRTs3l+mtUZz6e4isnZwoqvLK2az2W7ssppZXvGC2mwrMTbZMAqYpOhkDMeG6PGYxBvRd6TP5HXR0YK5QYXTzNYtfVNIeLx8CMDz6TZXOppiivi8Ie7ykl52ssVfLYrq5xWtuKFNFhUvFQGLIt4POIDDOJtKbuwyU/8Rq/BxdMMViUbY8xEfPrTXc1pdvf4Lifpw93IxBvVX4WdPsBnu7LKaWX3cMenwbrGPdw5ZMAC8bXxOkLTzXTh6sWLFz9vaPE0g1VJSci3RHxpy9dwGn+PbyemuKLib85oo7t/L35uPmazXVnltMpHpLGhRNiGT4NFxUtlwALxtXEla5lfMl0Y3KpVq8k3jQ7cqE/xbIeOY0hyq1hhw0KF7SR2TpIihQMX31LYodI9dqrD2/g5fp6vcC7AJ3cUDZzxGd3pUB+gYr4M4ileLp7e2M+iw+T1uSihDsRTvFL8NWHhbF86UjdDatoEtFmoBPEUrxR/7xX27eYcH3ZN/jhd4IM7zcJaEE/xSvEtoi+RAT7So7v3SGwM4ileKT4r8K6fv++J/BaVSnUI4ileKR6fCAlpgoZelO4QxFO8Uzz+Xoc2yHUI4ileKh7/eMfdMic8iGfxOvH38USiVvRNYmMQT/E68bG2SGwMv1dP8TrxdQNZqCiQhYoFznjZgT3qjN/97AAeiY0b/B6v5mkAxKvqsA7xmxAK1HFIbAziKV4pvlPgETOWBcRTvFK8399r6xDEU7xS/F3Ta+uwMYm3xFStGEOmUdryvw7hVoQvH2gdPdGEh+jCUJhueO2HS9PiU1r/WUuHjUr8pRo+puq3oGKMP+uJHcKtML4ZcrymNHEeWTKiOjVoWnzV8x0+zr3+J4UWq1N7BcWuEcdrbOK5mCo88GOMR7+HHcKtML4adA2bL+zHIL4u8SEhwh92Z9csQpO2TW2yVFjb2MRzMVU47TFcEnIdO4RbEZbrE9adpwsgvnbxUyyQUkXIRPI6M0AYsFGJF2OqiPWru57E2CHcilKaOe+u5RjEq/vI9iLaSV7T0S98uVGJv1TDx1RhPOHNkTswdgi3Is9268jxP92sGsQrFr+bnutlufQXceb4Cj8QNTLxQkwVPtJRT/fVPtwK4zP64+Zbq+iXfiC+DvG/bllNebNjC6Fmi88c+tab3PafLzY5UOge8abg8yUm09BFpuhjJpMxagydik+4Xq+/22QKvmBiVxH29zDoHj9LFq6hW45zt0Vi5yS5aVTWrkRhO1OhwnZOdViH+JyWwrPdJK7iykiUyJ4KxYWFhV81ojMePsBR12Ed4oc2XXOk06iTB/sN5j653RUanWFZ25gu9SBeXYd1iI98DONlfTEu1KfRYjqaWGa1FsRTvFK8398wPhRIBpjRl5Qq9JNsvrIB8RSvFN9+CMZ/oqMYvxFMSploaipF6AjEU7xS/Jhme6rwXVOx+ek2pLSRf9DL59eCeIpXiv9vC5SGJ6BnBqApEhuDeIpXisdnZx7B18nP7IMKJDYG8RTvFM9i/r1Qsh7EU7xSvPgQX7FcYmMQT/E+8acfj/DreRDffCvxyYf0UtcCEE/xOvHnmiHUAvkceZA+yAf3ktgYfq+e4nXin0GzCs15DweiKWf+uC75u7YQSUPxukiaqBh6Dp1CsbKnEmShonhdFqqm9LdYsAkNlfPemO7xDYrsAWDxuks9GmH9JgWIp4B4bhB3W2oAaj+sIJ4bxN2WGoDaDyuI5wZxt6UGwD5NERuj89QlPs3RU+xR8GulC3noNKbpk2hKJCF853IgWX4zjn6tZa7iVomRPmo8SdFg4vWPU/i3xyU21pp4IU0R9inCZavbVXC/zsmd8X75uOa1h7CQPkkI36HiV3a7TluYq7hVYqSPGk9SNJh4W/ja5LmWFloTL6QpouIxjt9lJx7n+WOaPommRBLCd4j4ZQ9xx9hcxa8SIn3UeJKiocTn2cJXhmlSvG2aIk783CVcrE6yIL7q1R6Ypk+iKZGE8J3LgUua8MmbzD/yq4RIHzWepHDh38A52rsZ0qR42zRFFvFWZ3y4Iewv/8E0fRJNiSSE71xGo/e25c/4f/CrhEgfNZ6kcKH4c6mp2jzjbZOWcOL77rS/1FMZfEokIXzncosqPHsk+4F3tbBKiPRR40kK1/7VqxgQz4qvXOvwcEc5xKdEEsJ36MNdWedNdNVBYZUQ6aPGkxTuET8qOjp6RuOJpGlQfmfDbvp8Sl6GraM76ROuD3/8Jz5WJ4oNaPH7hd39scnk5XpwphC+cyGQvGW3+oGumsuvEiJ91AS+SNGQkTTy4s8zDJOukTO+9iPidR/gSKPFS33tRwTEc4O421IDUPsRAfHcIO621ADUfkRAPDeIuy01ALUfERDPDeJuSw1A7UdEI+KtAfEUEM8N4m5LDUDtRwHEc4O421IDUPtRAPHcIO621ADUfhRAPDeIuy01ALUfBRAvO4gUEEkjS+MXn1le5UCxY5U0lQrbKe2wUmGHlUalHSpsV1JRzx265BA6d8ZDJI3ZCyNpFIg/96MD3ztWSXLurMKGSjs8IzEZyYEVd6iw3WmFe3JOaYcuOYTLnRF/+mNHPpKoc4pG32Gjn6Bkh2llNirViQe8BhCvUdSJ/y8DeCrnnRG/6wTgqexyRvxud/+3BW6b3SBem2hLfP8OdTYJWiCzIpEGELbo9BZZDHtJyQaNGxBvR++3ZVYk+qWkpMyORv9nJ152g8YNiFdKYhB9PRzcz068h6I98UefbeN759+yGSYyZWxE6wVfx7eMXG5VG0Ku3NmT27Z8eKdVJYUTz/SI5sTbbBC5dHa7wIFZ7tsx9WhP/IDgyctGoqXElmHMe/2RYerarr7fWGqpx2f8Z67o7r/PUknhxGe37s6Jt9kg8r74d+Y1T3DjnqlGe+L7LyYL94wntnoxzAE0imE+QJ9aaonHfzV9jWG+8U+2VFISAw4cOLDrGZTMibfegImMIqf+U3Hu2zH1aE88OWszFjZLJLamMMx3aBk5BmiHpZZ4XNbkBClnHbNUUhK5PwzydLZwj7dswESOJeWkju7ZqdtDM+L372M48R/eF9D6iQgqfgYV/wYnXqwlHmeE8NuIlZTEFu++++66L+giFW+9ARM5nQHxjZQe9GTv3YHJaj4sg2Hi7MRbaonHxU1PkbZb0y2VFP7hjkLE22zAdgXiGydDWp4gT2aPMu8hcuofD7MTb6klHnehFeQe3/JFSyXFVrzNBiC+EbMG9Vs6AK1i9voMfn9Vp6CH9tmIt9RSj4/7T1/2QMv9lkqKrXjbDUB8I2ZxtF+7V8n7yrb+XdatCH7B9h4v1lKPJ8e3Dnhgq1VTiq142w1APOApgHiNAuI1ilPiPzkEeCp2f2hPnfjPd6U78IljlSS7JLaVxH0dKmz3qdKGjWqPl0LsnBwQOycLZKGieF0WqrqBM56iwTO+oeLj65y1FCBeVYcgXhYQLwuIp4B4bhAQLzcwiK9TfMncmPBue8kxXdhRf9/aGpzvR7suY/9s/IA9uWgpeTf6J11GOl1gv0vciqr+e/CXD7SOnsyLlUv5BOJZGqf4sRNvmg8Hnjc/MTbf/EP8LHvxYXFmjHdEJNEsAKYZz4vib4Ycryl7fh43EbmUTyCeRZ34WzOjArptF4sNJf5cmwrS09YTX99LDn7J9dBLduJjB/wb479OY8XfnPKGKP5q0DWML+/nJiKX8gnEs6gT/6z/4h0J6Auh2FDityZwfS2fxc564G578ZuTcWGHreRSbzC0iC60XOqX6xPW/8ptmyuX8gnEs6gSX4jWkuE6jBXKDSV+Cyu+spQXPyjdXnxRTM3m+WnsGW9e28ciHpdmzmuznJ3HArmUTyCeRZX4vCd/Iq+PjBTKDSX+h7vKSU/TXj7AXuoLQn/jxFc2Jfdr3OvL3Fg8/MjAM5x4XNC0kl1R1evLL9eRcm4zOqsa2ZRPIJ5F7cNd2YVNfuJXuQ32cDcy8Ub1V2GnycPdH+Yz/RbwD3c4fv51897wP4n49Ke7mnnxm2K5Ff8K//OM/ri5eA370+Ah2ZRPIJ5FrfjXEZrOZlEb3KpVq8kNlIXKlP/3u8Lu220yFbzcXtd+ZbHpF6QnXP95eLi+d6bpdHtTQdAi0+ZxF0h1eNwRk4mueCTTZNrfw6AbfJZOQ8wG5ZDyqaRIYe4miZ2T5KbCZFBOJY2q9w7Vir+StcwvmS5cvXjx4ufwAQ7WyhlPmOcrHBL45I6iAfEZ3elQH6BivgziKRoQfxYdJq/PRQllEE/RgPiabobUtAlos1AG8RQNiMf543SBD+40C0UQT9GCeDtAPAXEc4OAeLmBQTyIrxUQLztrKUC8qg5BvCwgXhb4vXqKBsVDFioKZKFyXQolKSALlaoOG+U9vt6xniBc6llAvCwgXhYQTwHx3CDuliyF9QRBPIs2xE9IxjgDXcW4z/vYfJkNsRGiborYXe67B8fk5KFPyOKIdFz2yt1hbWYX4SG6MBSmG84G9Ny/tgaLDSybC00UAOJdz/aHMX7BsAmX++Vh82o2xEaIurEWHxR5jXo1Txxxxfy/Cc+SeiP9xW02oOfn+FlYaIAtm9Mm5cqOlieLr07tFRS7RhzPY8TnNy8xR20cjr9ta8bmB9kQGyHqxlp8zOJR1OsPUTT9ZuUVzItnA3rw9dBLQgNs2Vwj4hehSdumNlkqFD1GPO5y6McHi3UVb0zA+Cc+xIaPuilCeoPB0JwTX9H1M+J1QxLGHxkMQUZePBvXgfHA3UIDbNlcG+IrQiaS15kBwoCeI/7FRakL8YBDQ7dhvGAUF2LDR90UseE5/BmPv29dMCJ97Ti6I+aWduIHpQsN2KIQtKMF8RfRTvKajn7hy54jft+jA47jt17U/Y5r2ujYEBsh6sZWPP5n4oj0E63pg//3SBDPBvTggtDfhAakZAna0YL4stxS8jrHV/iByHPEG4P1VTg3pBMNsbnBhtgIUTd24svj7kg3D33mijm3Z4DR8nD3h/lCvwVYaEA2sATtaEE8yxafOfRtEjmeLzVQJE29YzI9MsxkKrl7Kg2xKeJCbPiom9/RLTLrPp+aoo+djSZL3zTdZrrxUkxkv+8evWYyXWPX0oCeDiuLTWIDk1XQzjWkMDTHwyNpRqJE9pONnIMHD273mDPeCvgAh0Wl+F2h0RmWkudc6q0A8SzqxKejiWVWRRBP0YD4Cv0ks3UZxFM0ID4TTU2lCB2BeIoGxG/kcu6hfL4M4ikaEG8PiKeAeG4Qd0uWwnqCIJ4FxMsC4mUB8RQQzw3ibslSWE8QxLOAeFlAvCwQSUPRYiRNZY0DRscqSaqrFDZU2mFltcKBS5R2qLBdqcKG9b7HTnWojUu9NXCpZwHxsoB4WUA8BcRzg7hbbF2AeBYNir/OJ7zxaaXT6YaK4TFCTExIqK5V5BJxNaX2qBkQzw3ibrF1YR7FJbzBPn+yE7aEx7C/WYlDLmP8a+gJ7PO7sEvWUTMS8jQiPnmuZdkjxZ+9i0t4I4oXw2Ms4nGfdCvx1lEzmhWfF+bp4j9+hp+pT4TBYJiPLeExFvE/t/tdWE2xiprRqPijvZshTxf/ISu+stRyxgvhMbz4cEM4eg9bnfHWUTMaFX8uNdXjz/jTrbmEN1bi+fAY8Yw3n2l+y0q8ddSMRsUTYjxdvHk4l/DGWjwXHmN1j+9y0kq8ddQMiH81ISEhxVjqQJG7xdaF6Vea8Oaz0lKfcL1ef3fpuWgy62NNt5eWXkfFZDE4j7wMXSSsprBRM+dKhRZ23CpxrJPCJHG0JClS2M6kcGDJDm9b/OcbCFJf0rhbbF0o/pKmXGE7xV/SVCjsUOmXNFVKv0aqly9pPP9SD5/cUUC8LCDeBhBvD4jnBnG32LoA8SwgXhYQLwuIp4B4bhB3i60LEM8C4mUB8bKAeAqI5wZxt9i6APEsIF4WEC9LZkW1A8WOVZJUVSlsqLTDSoUdVhmVdqiwnUniKDjVoUsOIUTSyHeosJ0WI2kkvhcsUPhVYYnSLymVdlis9NvRGwo7vKWwXZHCPTFJfKUriUsOoXPiUwBP5TWjE+IBrwHEaxR14ouuAp7KDWfE7/gK8FS2OSN+NwN4KrtBvDYB8RpFy+I7omT2PbMp2mmpXbWC++flaFt8N/Z9EbIWP7gv98/L0bT49k2+pO+PtAfx2hI/9I555O1Is78T8UefbeN759+ymc4IoSjy77BQsQfteizk7pnZjNiEiVw6u13gwCx3z98pNC3+6XEPkLfXQjcQ8QOCJy8biZYy++J77Pl/5F+2ULEHtRm0dASayIhNmMj74t+Z1zzB3fN3Cm2L39LkAMM8OnwTEd9/Mam5Z7zlUi9U7EG9cxhmrP9hS5PIKHLaPxXn5uk7h7bFZ+vnM8f81m5i7/HZGQubJVrf47mKPeh1svwJ2mxpEjmWLCd1dOfcnUbb4pkxDzJvtDxJxX94X0DrJyKsxAsVe9Am0jYLrbA0iZzOgHgPhojf1PTrQU8xRHxW82EZDBNnES9W7EH0h/pdaKOlSeQMBsR7MER8dvjcgNVU/HtoH8McD7OIFyv2oEfoPd43y9IExLt79s5BxDOjWgacoOL3+gx+f1WnoIf2MUParj9F/u0RKvaggIGLn0ETGEsTEO/u2TsHFb8RPc5Q8czKtv5d1q0IfoFZ3TrgCP0nVOxB7zwa3HYaeY4Xm4B4d8/eFexBW909hYYAxNcFiAfx3oRT4r/4cIsDmx2rJPlQYltJFHeosJ3aDt9AKXX0p3Tket9jZzpcV+yEeMnYOYXbOhX4JUVVjbJ2EDvHAlmo5BsqbKfFLFRVZgeMjlWSVFcrbKi0wyqFHdaUKOywUmG7UomjIDmwwnauOYSNMEzavkOFk4FLvaoOQbwsIF4WEE8B8dwgIF5uYBBfO7loKenH6J+EyxZ21N//FhHKZ4YS0kCx9WtrxARSdNwv768tU5QVIJ6lMYoPizNjvCMiyfzE2Hzzz4/MsmSG4jIFcPXxs6wSSOGbIUeraskUZQWIZ1En/tbMqIBu28ViA4mPHfBvjP86Lenre+mx/1/oJTEzFGeVq78eesmSQApfDbpaU0umKCtAPIs68c/6L96RgL4Qig0lfnMyLuywNWn5LLbDgbvFzFCcVa4eD9xtSSBFM0WNrCVTlBUgnkWV+EK0lgzXYaxQbijxRTE1m+enCeIHpYuZoWzED0q3JJAiFB+qJVOUFSCeRZX4vCd/Iq+PjBTKDSUeDz8y8Exa0gH2kv5b6G9iZijOKldfEPqbJYEU/nIdeaqXzxRlBYhnUftwV3Zhk5/4jV6DiU9/uqs5jT7c/WG+0GeBJTOU+HBH6vstsEoghc/oj1bXkinKChDPolb86whNN9OFOQMHDlxQbHKg0Gnxp9ubCoIWmTaPMxW83F7XYTkZJPgC6XnoIpPpGrpFltj6lcWms9Gk8E3TbXTc/Q8ZdIPPmoQm8pQU1bragsTOSXLTqKxdicJ2pkKF7ZzqUK34K1nL/JLpQtauXbu2wAc4WCtnPGGer3BI4JM7igbEZ3SnQ32AhF/eAPEUDYg/iw6T1+eihDKIp2hAfE03Q2raBLRZKIN4igbE4/xxusAHd5qFIoinaEG8HSCeAuK5QUC83MAgHsTXCoiXnbUUIF5VhyBeFhAvC4inaFA8ZKGiQBYq16VQkgKyUKnqsBFe6u0u93Cpl8Pb7vEgXmE7EM8C4lV1COJlAfGyNJx4MUambGEsGzQjBNNgn1Y6ne4VMZgm348OejmQiE+Ny6fLXz5Qe0gNiGdprOL5GBnzE2MvskEzYjCNz590FDGYxiJ+RbfrdPFmyPGaWkNqQDyLOvHVqb2CYteI4zWgeD5G5ut7K0vYoBkxmIYTLwbTiOKXPVjAjn81iPyPqS2kBsSzqBO/CE3aNrXJUqHYkOK5GJnls9hZWwXT+EQYDIYyMZhGEL+kyef8PX65PqHWkBoQz6JKfEXIRPI6M0AYsCHFczEyvHirYBrujBeDaXjxaPTetgX8DEozaw2pAfEsqsRfRDvJazr6hS83qHg2RuYAe6kvsAqm4cSLwTS8+BZVeOYI9jeDvlxHXmoLqQHxLKrEl+WWktc5vsKha1jxNEaGPMT9wgbNiME04sMdF0xjebgzdt5EF8/oj5trDakB8Szqn+q3+Myhb6smT5683FTuwM16Ef+faNLV8aY7yov+0V4Xu4qME3KR1DydUu5zlR2m6B8d2PpfkZ5wNrC83JQTdpau+aqHQTfkP2ShAJU4Tq+8vOyWVK0EkltLUFyqrF2ZxNGS5KbCdmUKB5bsUHUkzUiUyJ4K21auXPmu1Ldz9SL+Nr6rqlD45Zfib+fKFbZT+u1cldJv8RR/H+lMhyrF7wqNzrCU4JM7ihYu9eloYplVEcRTNCC+Qj/JbF0G8RQNiM9EU1MpQkcgnqIB8RsRRz5fBvEUDYi3B8RTQDw3CIiXGxjEg/haAfGys5YCxKvqEMTLAuJlAfEULYqHSJpqbUbSgPhqbYpvsEs94BA86og33uMBEK9Z6jz8IN47qfPwg3jv5DLS6QL7XeJ/rbCM/Q3CAXu4UKKhtOoGa6vvHhyTw7XhXlkKmg8jryvGkJfSludAvCdBf4PUNON5B/F/Coe6NvHrHm5RgPFvQcUYf9azXs745Lkg3jVQ8TenvHF74nvs6LOevA38GOPR79WH+LwwEO8iLiODoUV0oYN4Gko0nxOvJ4vNpcTnBpSs6UXe0x7DJSHXnRd/tHczBOJdBD3jzWv71HbG0yrJM37BGPwbyiM2Qq7uerIeHu7OpabCGe8qqHhc0LSS01nZlP6x+F5fKhJf0yY8Kso3hSxNeHPkjvp5qo8B8S6CFb8pVtAZP/+6eW/4n4rEHwovw3hjjBnjIx31JfUrvmEDKoDu3f9H7vERnU9UXyHvBsOtSyMiDH2OVVez9/h29FBfRzTmI/6z6pjvuDY/cy2rq5+bT1bcCiGtK+9OrKfP6gXxDRtCBXTv3rhCqOBS7zLqVOHaT+5AvKuoUwWI907qVAHivZM6VYB476ROFfDtnHdS5+EH8d5JnYcfxHsndR5+EO+d1Hn4Qbx3UufhB/HeSZ2H343iITVJjSZTk0AyIgpE0rC4JOJPCgiaVNWhc+LXOLJaos4pGn2HjX6Ckh0uLnJCfPFVwFPJt1WpTjzgNYB4jaJOfNqngKfykTPidzOAp7IbxGsTEK9RNC5+Ivu3eUN7fiyxbg/a4fL5uA6ti/dJSUl5dUpYy//f3pnARVXtD/wICgkIysCMZIKCaa6ZlmkpbrRpTzO3XBF96TPX0lB7FmZqC6amyTOXfLn+BYMWt9xzq+DWe7ZRkvXcMk1BZtiXOf9z7jYD9168w9y4DPf3/Xy625z5nXvPt7sMMz9/B6Svgfi6LN6Hna1Ay6Svgfi6L34LFZ/+XKRfhxUMsw4lMcyb3jvSUFK/wPDJ6QzTMIG0GdyDYcxLJwf2C81gmC8Cpum7425jdPENDh8+fHDLA+EnGGak98Rlj6K3GWZQ+JnPQyeRMz74scVPo9HO4ruFj12BtjHMapSm9667idHFc5UXQvczzD7v2QyT0aM1wxxpMnlUizNEfG9ybo9ucMhJfOgRJr3JFIZ56h6999xdjC7eOykpae28wGiGeQfRB7xF9b5gmCUNvN+n9/i3yIad6D0n8UPJwqB2RP50XXdbA4wunrvHz6x3gllYj9zNmbXoU4b5snGLdCp+M9lwlNz+WfGDqPjpZOFtdGA9+ki/fdYGEE9ZhT7mz/jF6DTDzAj2WSic8buIflZ8Typ+Flk46fPyyLY67rM2gHjKGrSF3ONn0Xv83QyT6vP6s4EHifhoeo/3P8H4z2SYYwGCeCY62jxD173WAhBP2YlW0Kf6Ca/1Iwvp93XPOH3nACK+6aOLhiDyua1L8JLlHSNF8QvrkQuEpwPiKWe8upDP8VNbNmy/kmHm+6TRi/+6NJQS3ajlC+SsT+16R6uFU0XxB+u103WnNcHg4qvFVwEz9d4F9wHxrvMO+kTvXXAfEO8qR+dGdNV7HzTALfF7N0vZJLNNlvdVtlMbUG081Q0V2r0dcM/rFdu5GVBCzQxhgRviIaGCYsCECkihohgxhQqSJssNmTTpaWnS7A7CpZ4FxCsC4hUB8RQQz3Wit90qYHcQxLMYSzyt4PTkjxUrOj0p1HkS6jvF9yQfDC8Efk3F7+/SLHJyPh5gCkbBpiHyowDiuU70tlsF2DsHF65oUewQT9ZXtiwWxHMlAApab8R4yIv0jL8VdKq8cEI82WhDitqMID53RoRf5+3iqieKx/aeyc7iMY5Origenwy5vi8yn4q/EnAN40v7sOHFP9Nw0Y7haI+w6pniZ75aUfycVwXxQn2nmSMfq7oqAAAgAElEQVRbHeLu8UvNw5Mu0NeMLT4brSHdtR4trNc18UK1F1vEeMw/3BUciW++FBtdfNbAH8n04WHCumeK77XLUdGJiu+9q7J4PHQDZsXvX0vmmfXLjC6eUHhuo6/4jZ4nii9Z3aLYUdGJrK+p/HCHHeLPmk/Zravox0DDi38doWl2uvCvefPmLS8skZCrt90qKCF38dDHvy8p+fXpUEuvz0vY9SeySi6y1Zty2Ht8C3oQQ9aRSQH577MHm4YMzCQL2ahAeqwctiKlVypSLDNasuSqbFeksmPZgK6Kv3x0ie9cjxVPKbaqHC5F05UwhnhCvI/wNy2Pu9RT4C93LC6JT+1Ku9qArPw6iKcYQPy36BiZjosQ1kE8xQDiyztbErfGoU3COoinGEA8vjrG5H//LruwCuIpRhBfCRBPAfFcJ3rbrQJ2B0E8C4hXBMQrAuIpIJ7rRG+7VcDuIIhnAfGKgHhFIKGCYsCECkihohgxhcrDLvUuo2oUjHipB/EYxAud6C1LS1SNAojnOtFblpaoGgUQz3WitywtuYRMJv8+QqpNhQQc0yC6KQdR8b3TcFQG14b/+R7lRoOnyHTZKDIpaPQLiPckLvljnD99gkS8+KvMqsSvffCOGxhfDLBi/GF37NniyxJ7BLRZJfZnCPG3prxZPfHddvRKIrOYDzAe+S72bPGvoEnbptZbLKzWffHIYrkjMlsiXki5IeLNFrOlgZz4TL+8VT3IfOsjOC/oOvZo8cVBE8l0hp/QYd0XT854+5peVZ3xpUpn/IJR+CLKIgMSdCV5IN3gweLPo11kmoJ+5dcNIR7f8CrhdDoScFSIL28eEhHhk0CW4pYP20G3eLD4wkz6j6PN9hG+5jCG+I1tBJ1iAo4K8YdDCjFeH2XH+HhbMzvyHiyeZbP3bDr7+D2C3Jc0esvSkgvkHh/a8Uz5FTbVxvq/oaGW6JPl5ew9viU92puouLygpHdqedRXXJtzXMvy8nHzycvWINK6tMVY7juVYje+U5GjVO3XSFp8SXN5GBrLfl/58vDhwxNsBRJy9JalJdLDkyE3T1WzgnyZ0ZIlR2W7fJUdywZ0UXxy48hUx1qdv9Tf7jRgMcJf7lLQxEKnVRBPMYD4YvMku/M6iKcYQPwRNDWRIgQC8RQDiF/PledDV/l1EE8xgPjKgHgKiOc60VuWlqgaBRDPdaK3LC1RNQognutEb1laomoUQDzXid6ytETVKIB4rhO9ZWmJqlEwonjIpCk3ZiZNUakEq3STPCUq26kNWKIyYIlNbUCV7fKKNQ5YI0Oo/aVe5Xuh/JgiHnCpr+v3+L+AanqSA8R7EtX0JAeI9ySq6UkOEO9JxM3FOBVdwbjXOiHZRqh8k8OOfu+0vKiMLLSTLA5NwYUvtQhuPitPrIpTuLCt+b415Zg2KC8jDbCKwjkgvhaw/UGMn7VsxEW+WUKyjVD5xll8QNg1Kt4+cehl+//iaGkI9h9Otz8++qr95+iZmDbgxd++cI4m4ufOAfHucLVBnj1i/RB8OtwuJNsIlW+cxUctGkHF/zeC/uKp5Jpg9eA99LPG9ca/0Qa8+NsXztFCfFYwiHcL3PHw9/dbTcVvxjmSbfjKNzQtx2JpwIkv7vQhEf9eLMb/tlgCbLzVpTPZQY7ZTRvs5i/1ty2c4774z3vWRyDeLfDzryQuxP0PD9rmSLbhK9/ksN74Mx5/3ezG0JQ1Y+iY2htVEv9oCtvgGif+toVz3Bf/XWIinPHugff27X8Kv/286Xcx2UaofFNRPP7n2KEpZ5rRPzd9jQTxn7GX+huNL9IGL41hxd++cI4m9/goEO8W2BZoLsWZQe0cyTZC5ZtK4ovaN02xD3r6sj2zu5/N8XD3h/1cnwWYNiho15SKv33hHE3FZxw6dGg7iHcZ8jluKBHYcgbG4xfQ8Qo6jY90bxryZFZl8Tjdi3ycm9fqzv5nHxHE44KX2oTcs6KMFV/+pRd7qeffXkPiJ5GDeOGWTcJNvUe2liMdMekQqmhDseaqbCgXEC71NcxtB7i2/uUOxLtHNT3JAeI9iWp6kgPEexLV9CQHiPckqulJDvh2zpOopic5QLwnUU1PcoB4T6KanuQA8Z5ENT3JAeI9iWp6kgPEexLV9CSHjuJL7RJs0k2ylJWpbKg2YKnKgOV5KgOWqGxXIDMKsh2rbFczQ+heJk1h9aveq0brgMVWjQPaijQOWCNDCJk0ikAmjSJHdyVL2CndJMsumffKojqgynaaB/w/tQ01P2J3Ai52R/wVBvBUvql4gXRNPFBnAPEGxTXxHwIeS7I74nfrfaMCqs1uEG9MQLxBMZb4jQ+H+kbGHZN97a1lDBM2y2lDN/rP9jbqtk2psWdjKPHrvDrNe21CYPsv5F58ondl8REJCa881zTwM4XGno2hxPeM+pJM/40S5V6Uiu9Cp1vQqwqNPRtDiY/sy85Gr2aY9Oci/TqsICsNE8hkcA+mA7muHwubOeUu/35Hudac+L3oHafWO7oHBPbZwzUWN4YtntXSP+aoLodUbQwl/mmvMZ/wiyO9Jy57FL3tEL83ultaelho31VT6o/gmnTrdPjwwZ29Wp9ytD7ZpOM/XzB34xqLIcLujX4nvsFwvY6qehhK/InBPqjFiJVfMcw+79kMk9GjtUM8d6mPTGeYAZ241uzDHfJa7dR6C9rEMKuGZ9DGjhBhEeRdT7bX9dBcxlDiGebU2thIFP4R8w46QNYW1fuikvjxZGVsB65tt7uTkpJWPl3vdUfrI/5tlhyir5HGjhBho8lCbFtdDqjaGEl8+glyZjIZ7wb1ZBbWo4tr0aec+EGC+JmMk3j2Hs90beXUeucjfqjdSraxY2PYNAbE12aS0b/Y+WAzf7ouRqc58T17OD3VVxI/KtCpNcN89X4fr1THGU83hk1nQHxt5kxQNP0EfzK8J7lBz6I36LsZxp+c5McClMVntO/gaL0seC/DfIxWc/d4IQSIr+0koFZ/X/CPSJ9t9Dl9wmv9EPkw1iV4yfKOkUT8gPCkLyuKj0hISFgQjZY5Wn/sc++i+I5BR9jGYggQX+tJionwafbYdrKUPrVlw/bkZs2kdr2j1cKpRPzKZn7HK4pnH+ojEzKcWq9u1zDwoR1cY3EjiAc8BxBvUEC8QXFL/E69fz8EVJttxW6IP3rpioRfpJtkuSTzXlnUBryoMuDl8yoDXlDZ7je1HV9UGbBGhnAZVKFSDKiynRGrUBWXSbBKN8lSWqqyodqAJSoDltrUBlTZLl9mFNwKWCND6Mlp0hU7htw5lwKCeEVAvCIgngLiuU5AvFLHIF4z8VwVp6u+tONL7FRSkolrIqx6NzGZggexDYMam5qEvYrZTU/+JnN0IF4R3cVzVZycxUtKMnFNhFXvP8UzPugSxhcan8HeObhwZcti6ZGAeAe5MyL8Om8XV3UXz1VxchYvKcnENVEQj3ulUPEYRydLjwTEO3im4aIdw9EeYVVv8XwVpwqX+kolmYRCT4L4UIvFPJ9tSMX/3PJ3TvycV6VHAuJFstEa0l3r0cK63uL5Kk4VxFcqySQWepKe8SGWEPQuBvEsVYvPGvgjmT48TFjXWbxQxclZfKWSTEIT+Uu9/WyDXE58713SIwHxzhSe2+grfqOns3ihipOz+EolmYQmSvf4jl9Q8SVr4OHudjFeR2ianS4cTU5O3qyveKGK01VkIfzMTvMqlmQSCz053+NbsjvKih/yGt0UOuA3mUMF8c5cPrrEdy5dmB0TE7PAmi8hu+bEV+zYlifdGTnyctS1y5c5OFlu2VR2rLJdfrbKdm4FrMbn+Hgf4VzQ++GuAvCXO5cCuiQ+tSvtagOy8usgnmIA8d+iY2Q6LkJYB/EUA4gv72xJ3BqHNgnrIJ5iAPH46hiT//277MIqiKcYQXwlQDwFxHOdgHiljkE8iK8SEA/iqwTEs4B4lwKCeEVAvCJQhYpixCpURaUSrNJN8pSobKc2YInKgCU2tQFVtssr1jhgjQwhVKFSBC71itSSSpNcxyDepYAgXhEQrwiIp4B4rpOaF5+JFpOOcxrGCnkzQjqNOBe2582JCum8G+ewh9k7rZD9OVb/NLEdzaoxDeLzbgYL6TdiFDHQslFkUtDoF3YTiOc60UF8cHs7xltDY4W8GSGdxpFWw+fTjJ54y37U/6fK4sV23n/yR0F/oVfC/1DPEUUMdDHAivGH3blNRhBfltgjoM0qsb/aIr5N/28wfnJqrJA3I6TTONJquO3fNS8m47/xTGXxYjtZ8Y4oYiAc8wHGI9/lNhlB/Cto0rap9RYLq7VG/Ka5OPvuD2LFvBkhnUaY89u3DMfsPT4HmS0WSwPHpV5oR3+Ea6GJNs7iHck5jsScrY/gvKDr3DYDiC8OmkimM/yEDmuN+Jyo8k3xW2IdeTNCOg0/57dvZsXfKshhfTrd44V2sme8I5ojMScv6EryQL6tAcSfRzThJAX9yq/XGvF4yPGYb7bECnkzQjqNMBe2//euIjL+k18UxJd40Z+N9tgvpt/Iinck5zgl5sQtH7aDb2sA8YWZBWQ620f4QFR7xKcM7lSyJVbImxHSaYS5mE8zbOzNsv1N/iOIx9Hzr9s/DflTTL+RFe9IznFKzDne1iwMpwHEs2z2nk1nPzEMk1JrxBc0eq10S6yYNyOk0/Bzcfut6c1N99GPc7z4i8NCLdGnxXbcPZ4m2lS41IvJOU6JOeUtxglHbAzxl4ehsexfNkZERkZOv2WTcLPmxXMd51qlOyNLtsp2MgcnS47Kjq25KgPeVNnOrYAuik9uHJnqWKsll3quY/jLnUsBXROfgiYWOq2CeIoBxBebJ9md10E8xQDij6CpiRQhEIinGED8esRxlV8H8RQDiK8MiKeAeK4TEK/UMYgH8VUC4kF8lYB4FhDvUkAQrwiIVwR+V08xoPgjhSUScqWb3EPrgMVWjQPaijQOWCNDCGe8InDGK1JL7vEq4XcQxLOAeEVAvCIgngLiuU709qsIv4MgnsVA4uPmYpyKrtjze60j+3kJmUz+fX5zFCUqXNjWfN8a+oTI51vxVYr4t2FM38a9FN+TNLsQ+DV3xCCe60Rvv4psfxDjZy0b7dm+9IeTl/wxzp8+QSxKZH989FX7z9EzsZhvxVcp4t+Gi+jbuJcKWm/EeMiL/BEbRPzcOY5lzxJ/tUGePWL9EPuRcPozIir+1pQ3xaJEB++hl/brjX8T06T4KkX82/Bp+jb+pZMh1/dFCrcMY4jPCvZY8bjj4e/vt5qKlsTR/byELJY7IrPFokRLZ7K7H7NbTJMSitVwbyt+M86ptNHMka0OCUdsBPGf96yPPFf8868kLsT9Dw3cRveTnvH2Nb3EokS8+EdTxDQpQTz3tsODtjmXNooYLx6xEcR/l5jowWf83r79T+G3nw/+ne4nFY9veJUIRYk+Yy/1NxpfFNOkhCpF/NtMvztlUOGhG8QjNoJ4QpTnircFmktxZtA97H6y4je2EYsSkYe7P+zn+ixwpEkJVYr4t7VzzqAysPieCKHY2pFJoxKb7aHBNps1YjK7nz8hszmk/TGbLfAnsva3l23X595tav36LdvoOWT9WuBhm3eIOeSxH2zC2/5hc7xksw1+VzxiQ2TSOMRbs7OzD3jWGc8Bf8BhMdKlngPEs4B4RUB8BUB8ZUA814nefhXhdxDEs4B4RUC8IiCeAuK5TvT2qwi/gyCeBcQrAuIVAfEUEM91ordfRfgdBPEs8Lt6RUC8IpBJQzFiJg1UobIbsgrV0RMnJRyRbpLlxOcqG6oN+LnMzsh2fFRlwOMq2x1TeSSaH7FbAZe4I/6nTwBPZU/FRxjXxAN1BhBvUFwT/wMDeCpn3RG/W++9B6rNbhBvTEC8QTGq+I0Ph/pGxh2Tfe2tZQwTNstpwyj+3/CdWLnlgqC/av/+cgwqfp1Xp3mvTQhs/4Xci0/0riy+YQLLtsotQbyn0TPqSzL9N0qUe1EqXskviPc0Ivuys9GrGSb9uUi/DivISsMEMhncg+lALurHwmZOucu/31GutZP4sMWzWvrHkO0nnjabR8wF8R7G015jPuEXR3pPXPYoetshfm90t7T0sNC+q6bUH8E1GRV4mIXcGMLujX4nvsFwJqOb75SETgEg3sM4MdgHtRix8iuG2ec9m2EyerR2iOcu9ZHpDDOgE9daeLgj14ewCLL9yfbMevQmw5xpCuI9jlNrYyNR+EfMO+gAWVtU74tK4seTlbEduLaj/JJYDpPto8l6bFtmlh/5H4AZB+I9i/QTVFvGu0E9mYX16OJa9CknfpAgfibjJN7pHj+NYcWPDadrL4B4zyIZ/YudDzbzZ/xidJoT37OH01O9nPjpDCv+BTjjPZEzQdH0E/zJ8J7kHj+L3uPvZhh/cpIfC1Ap/n20jISxgHgPIwG1+vuCf0T6bKNP9RNe64fI57kuwUuWd4wk4geEJ31ZUTz/B5wVDvFMd5/JL3e8C8R7GkkxET7NHttOltKntmzYfiVZSO16R6uFU4n4lc38jlcUzz/Vt3YSf/Jpc8iwd0A84GGAeIMC4g2KW+K36f1TUaDabKmYhuOa+EOnz0g4Lt0ky2mZ98qidcDTn6sMeEpluxNqO9briGUDuvW7esikoRgwk+ZIUakEq3STPCUq26kNWKIyYIlNbUCV7fKKNQ5YI0MI2bKKQLasIp6VH18d1IwCiOc60duVpqgZBRDPdaK3K01RMwognutEb1eaksMOSO80sUKRULpImEdl4I/vaxY5Od9RzSgL7SQNh6aww8G9bdkoMslv9Iu6YQXx+uMQz1co4ksXifOojFtBJ8oLJ8RjsZpRVkDYNVE897aLAVaMdz+oclhrofjcGRF+nbeLq0YSz5ch4ksXifOojCsBv2N8aR8WqxllRS0aIYrn3xbzAcYjV7vhSY4aFP9Mw0U7hqM9wqoRxJstFkuDNLEMEV+6SJyTS/2r5uFJFzAWqxllRRV3+pAXL7xt6yM4L+h3NzzJUXPis9Ea0l3r0cK6EcTTJzJyxgtliPjSReKciC+0HYlvvtRRzSgrCn/d7AYnXnhbXtCV5IGe+3CXNfBHMn14mLBuHPFiGSK+dJE4j8rYv4qMQmb9MrGaERGP/zmWFe+oXhS3fNh2zxVPKDy30Vf8Rs844sUyRHzpInEelXE29ITduqorFqsZUfFF7ZtS8Y7qRcfbmm0eLf51hKbRKkz4yvnz5z82jPjxC+ihBZ3mhA95TZyTS/3+B5uGPEku5wUvtQm5Z0UZKx6ne1Hx4ttweYtxnv05/vLRJb5z6cITTZo0mWzNl5CttytNkR6flFs2Na3y8/NUtsvPVtnOrYDV+Bwf7yN8fVH3L/UqhsMIf7lL7Uq72oCs/DqIpxhA/LfoGJmOixDWQTzFAOLLO1sSt8ahTcI6iKcYQDy+Osbkf/8uu7AK4ilGEF8JEE8B8VwnervSFDWjAOK5TvR2pSlqRgHEc53o7UpT1IwCiOc60duVpqgZBRDPdaK3K01RMwogXrETOeB39YrUfvFQhYpixCpUcMZjQ57xdf8eXx2URgvE13GURgvE13GURgvE13GURgvE13Ey0WIyDraGsWLe1f4uNMnKXsrNsbg9b05USOdPsZC1Ucj+wK9/Wp7QzruJyWQahAeYglGwaQg/w2IUIt4pQ6tAOUMLxNcImcHt7RjvCI0VEqhuBZ2iSVb2G9wci/lYoyfesh/z/6my+N+Fdt5/8oNqY1/hZrfEKES8U4bWh90VPbkvviyxR0CbVaJuEC9HZpv+32D8t+dihQSqKwHXaJKV/QI3x8L275oXk+UtZyqLzxLayYq/IkYh4p0ztN79C8W/giZtm1pvMYivisw2m+bi7NZbYsUEqqVskpW9lJuLiVVbhnNDJuRpiZd6oZ13KNk+v5J4LLxKxFfI0Lr+14kvDppIpjP8BN8gXo7MNjlR5Zvmb40VE6hwAU2yIg937FxMrNrMii8pEH68L4oX2sme8Vh4lYivkKGl7M1t8efRLjJNQb+C+CrIbIOHHI85uzVWSKDavxbTJKvSPdy8TNj+37uKyIbnXhTEl3jRny/32J/Gt5MXv194FZeXOGdo7fgLxRdmFpDpbB/hj54gXg4iPmVwJ/vWWCGB6qz5FE2ysn/DzR2JVcPG3iw7EPwfMTMzev51+6chf37Jt5MXf1Z4FZcfdM7QquJDoDZP9Zu9Z9MZm0lzyybhpt7jrjtf3227HvCybcOY0XPIeFwLPGzb84DF9PhZay43t4nbr0y5K/jeFNtllEM29Nxpy3wqxPzwYdtNvp3NO8RsNkeQ1/5gW/Az4VWbdZQQyJYbPkqqwuFEZpvLKVTD0Fj22wtrdnb2ATjjZVAaOo/+A05y48hUxxpc6uVQGjtPFp+CJhY6rYJ4OZQGz4PFF5sn2Z3XQbwcSqPnweKPoKmJFCEQiJdDafQ8WPx6vjbLVX4dxMuhNHoeLL4yIF4OpdEC8XUcpdEC8XUcpdEC8XUcpdEC8XUcpdGq6+JVvhd+V69I7RcPNWkoRqxJA1Wo7IasQgX3eP3Ate4er/eIGAQQb1BAvEEB8QblEjKZ/Pv85qiBFN+TfJ69EPj1VV/WA59vw6bfBA+RVkoC8R7KJX9cbp0+wVEDqaD1RoyHvIg58Y58GxsqzZOplOSy+LlzQHxtgIq/OeVNRw0kfDLk+r7IfF68I9+GFS+tlOSq+KxgEF8ruIQsljsisx01kDCeObLVIcyLd+TbsOKllZJcE/95z/oIxNcK6BlfuqaXowYSURwxHovixXwbZ/FOlZJcE/9dYiKc8bUDKr7shleJWAOJTIduEMU78m1Y8dJKSS7f46NAfK2AFb+xjaMGUkXxjnwb4eGuUqWkaoufRDp/oc7XpKm9nENmc0j74/n5N16829T6DdbEU2vJ5Ffygtl8fV83i+mJb8n6NZSb7Wj1bSTZdMJrm+s1aQTxGYcOHdoOZ7xu4Jr+Aw5c6msHIN6ggHiDAuINCog3KDUu3hkQrx8g3qCAeIMC4g0KiDcoIN6g6CoeMmkoRsykKSmXYJNukqWsVGVDtQFLylR2nKc2oMp2BSoban7EbgV0T3zWeQk/SDfJ8ovMe2VRG/DcLyo7/lFlwJ9VtstUeSS/nFMZsEaGcJk74jPek7JOZptb1P6AWlMjR7yhwA3xQJ0BxBsU18Rf+h7wVH5zR3zyGcBTSXZH/G4G8FR2g3hjAuINinHET0SfkOkyNI5MM4IfkDZ4a5nQkNK4+wcyQdLQjr9wF2sS44hfi5aQ6VOoNZl+gqZIGzzRm5tP9E5ISHh5SnCjA9I2IN7zxJ/0HkFO9TvboM8YZilaL20givdhZyvQMmkbEO954plO9zDMR2i112KGecbnDMMktL0j6jWyfUf3gMA+e5gO5Pp+jLbjxW+h4tOfi/TrsIJh1qEkhnnTe0caSuoXGD45nWEaJpA2g3swjHnp5MB+oRkM80XANB2PzlUMJD7O6yTzkv9XHQYyTLsuDDOn3shlT6IE5mSTjv98wdyN2RvdLS2dtpvY4PDhwwe3PBB+gmFGek9c9ih6m2EGhZ/5PHQSOeODH1v8NBrtLL5b+NgVaBvDrEZpOh+hKxhI/LvoPaZ/b+bvpozT9f/OnGg0nmwbYM7YgjYxzKrhGY5LPVeNIXQ/w+zznk1uDz3IY8GRJpNHtThDxPcm5/boBoecxIceYdKbkGeGp+7R8+hcxUDiT3hNSw+MZzai/3ufXLg/QLvItpVo3xH/NksO0dcdD3dJSUlr5wVGM8w7iD7gLar3BcMsaeD9Pr3Hv0U27CT/CznEDyULg9oR+dP1Oa7qYSDxTMdeW1EK86Xf7Ofrn2LeQg18fHzqE/07H/FD7VZKHu5m1jvBLKxHL/5r0acM82XjFulU/Gay4Si5/bPiB1Hx08nC2+jAevSRPodVPYwkfkLj6fQhLLpHTCeGeR+9v5tCnvKYr97v45VaWfwq9DF/xi9GpxlmRrDPQuGM30X0s+J7UvGzyMJJn5dHttXnqKqJkcSvRs3Igx0T72OKY5hjd7xClp+LzlgWvJdhPkarK4tfg7aQe/wseo+/m2FSfV5/NvAgER9N7/H+Jxj/mSRGgCCeiY42z9DpsKqHkcSf8ELkoxyTitAaMpviPX7xMDSD+djn3kXxHYOOMAPCk76kzXjxO9EK+lQ/4bV+ZCH9vu4Zp+8cQMQ3fXTREEQ+t3UJXrK8Y6QofmE9coHwJIwknnxU30emGWFeJ+jsxVa+EXPI+bu6XcPAh3aQB71mfsdpK178GS/ymS99asuG7cn9f75PGr34r0tDKdGNWr5A3pXa9Y5WC6eK4g/Wa6fbYVULQ4n/C/kqYKbeu+AaIF4b3mG/AvIg3BK/6wTAsmdm+H1674OL7HRH/N7kFAk7pZtkSZZ5ryyaB/w/tQFVttuVnLKuUfvV2gWskSF8M8cN8VCFimLEKlSFJRJypZvcQ+uAxVaNA9qKNA5YI0MIdecUgTNeEU3SpKuz13KAeJcCgnhFQLwiIJ4C4rlOQLxSxyC+AstGkXcVNPoFezcxmUwvxc3FOBVdwbjXOhrOt0lw0AP/EUssVbEzIN6lgPqLvxhgxfjD7hh7/0nfv/1BjJ+1bMRFvll01fdqXvlrD4gllqoAxLsU0DXxuTMi/DpvF1e1udTHfIDxyHcF8Vcb5Nkj1g/Bp8PtdJWIx1kNsVBiqQpAvEsBXRP/TMNFO4ajPcKqNuK3PoLzgq4T8aEWi6UQdzz8/f1WU/GbcWw4Ir705W5YKLFUBSDepYAuic9Ga0h3rUcL69qIzwu6kjwQC2c8fv6VxIW4/+FB29g13xBz8EM/YKHEUhWAeJcCuiQ+a+CPZPrwMGFdo6f6uOXDdmBR/N6+/U/ht583/c6u0Us9B1tppwpAvEsBXX24Kzy30Vf8Klcj8cfbmumu8eJtgeZSnBnUjgsH4pWpUfGvI05N+ggAAApQSURBVDSNfep6okmTJpNv2STcdFW8zZYbPoq+0/t/XISHBtts1oh/cCu+v9zkAw9+V9qZM7nWql8XyVbZTubgZMlR2bE1V2XAm7dv4n5AV8VfPrrEdy5duHL+/PmP4Q842ChnPCHeRxgS+MsdxQDiU7vSrjYgK78O4ikGEP8tOkam4yKEdRBPMYD48s6WxK1xaJOwDuIpBhCPr44x+d+/yy6sgniKEcRXAsRTQDzXCYhX6hjEg/gqAfGKey0HiHcpIIhXBMQrAr+rpxhQPFShohixClWpXYJNukmWsjKVDdUGLFUZsDxPZcASle0KZEZBtmOV7WpmCPW/x1cPacdwqXcpIIhXBMQrAuIpIJ7rBMQrdQzitRCfNycqpPOnmMu/GYSz0DYifmjKAFMwCjYNwUGNTU3CXhVfpuzv0ixycj4eEMy1uC0gXhE9xY+eeMt+zP8n4SeaWQFhV6l4jG2IDnDQJYwvND4jvEy4FXSqvHBCPDnjuRa3BcQ7KEvsEdBmldifjuK/a15MOtsims2KemV4ZfG4V4qT+CsB1zC+tA/Ec7gm/hU0advUeouFVR3FbxnO98fm38wn4vM7fVhJ/M8tfxdepiw1D0+6gEE8h0vii4MmkukMP6FDHcVvZsWXFDjO+NKMZjecxIdYQpCYkMdRcCS++VIQz+GS+PNoF5mmoF/5dR3F//euItLZcy86iS//59gKZ7z9bINcJ/H715JJZv0yEM/ikvjCTFp7eraP8IFIz4e7YWNvlh0I/o+z+KL2TSve4zt+4ST+rPmU3bqqK5zxHK4/1W/2nk1ns2NiYuZrkUlTPWxXptwVfG+KzeYdYjabI2xnW+Zabce9ttpsf6AcshuBP5HJ314WXqbsecBievyszZbNtbgtkEnjzOVhaCx7KhxNTk7eDH/AwQY545MbR6Y61uAvdxQjiE9BEwudVkE8xQDii82T7M7rIJ5iAPFH0NREihAIxFMMIH49V4oPXeXXQTzFAOIrA+IpIJ7rBMQrdQziQXyVgHgQXyUgngXEuxQQxCsC4hU5UlwmwSrdJEtpqcqGagOWqAxYalMbUGW7fJlRcCtgjQyhe2d8SbkEm3STLGWlKhuqDVhSprLjPLUBVbYrUNlQ8yN2K6CnXurVIL/TcKlnAfGKgHhFQDwFxHOd6K3bgfxOg3iWuiy+QnmbGw2eoru3v0uzlpPzcQ57oL3TcFRGFqL1dYem4MKXWgQ3n5WHhWQc68K25vvWlGOxAXZk45icsnFAPNeJ3rodVChvs/bBO26w6TRlNyfEVxAfEHaNerVPHHrZ/r84WoWB/TWm/bHRV+0/R8/EQgPsyMYRftLJYhDxc+c4lmu5+Arlbbrt6JXEptPY8y/tqyA+atEI6vW/EfTHRSXEMWf1YBt6rb/e+DehAXZk4xhQfFaw54h3Lm+T6Ze3qgdm02lWXcBEvNlisTTgxBezOTjvxWL8b4slwMZbXTqdPZ6Y3UIDjMVsHMOJ/7xnfeRB4p3K2ywYhS8iWtCs4PDzzZcS8dQCf8bjr2kOzpoxdPftjSqJfzRFaMCuctk4hhP/XWKiJ53xjvI25c1DIiJ8Emg6jT0/s35ZRfGY5uCcaUYf979GgvjP2Ev9jcYXhQbYkY1jOPGEKA8S7yhvcziE3MDXR9nPmk+VX1vVtdIZj2kOjn3Q05ftmd39bI6Huz/s5/oswEID7MjGMbL4tyZPnrw0v0jCLb11OygqenhIUVFhi+eKisbEk127GXS86EA3i2nAD0V/oDyyoVdyUeTpHyLJ0imvHUW35kaF9c3of6Oo6Ab76p/zWpvavJVfJDYg8G8XmrBYC6SjIEehzGjJcktlu0KVHcsGrLb4bW+88cZquW/n9NbtQOE7LbXfzhWpbKf227lStd/iqf4+0p2AdfpSLwv85Y4FxCsC4isA4isD4rlO9NbtQP4AQDwLiFcExCsC4ikgnutEb90O5HcaxLOAeEVAvCIgngLiuU701u1AfqdBPAuIVwTEK3IUMmnKjJlJA+LLjCk+r0DCDekmWfJsKhuqDWiV2Rk58m+qDJirsl2OyiPJt6oMWCND6J74BCmPPC+z0Q3mR2sbL2HKUxoHHBGnccCYF7SNN6+3zMZXbW6Il6NVhtshKnApQNt4eMvfNA44abnGASO/1jbehcDbtwHxrgPiWUC823im+PE/ux2iAn9q7enQQo0DLk/ROOC4c9rGuzbo9m3cFw94JCDeoIB4g+Ku+NT7A3u7/WjC52WKsaQLruAomaZRwNwZEX6dt2u4h4TyfmO0C/gx+w8OT3IpnpviD6BnNvT0+597Qfi8TDGWdMElxJJpWgV8puGiHcPRHu0CEpIQFa9RwBUm+k+MH3ApnpviY/qUY2vTee6EEPMyxVjSBVdwlEzTKGA2WkPO0NajNdtDwq8BAVS8RgGn9eEXXIjnnvgc9B6ZPhvlTgwhL1OMJV1wCbFkmlYBswb+SKYPD9NsD8n/Rn3HPTxGu0N+fBJmvwF2JZ574n9Ap8l0VUP7bVtWCftDXjGWdMGlYGLJNK0C0pjnNvru1mwPMV7b9CYVr1XAu3u3rhe5otyleO6JP4ToybAF5boVhRMvxpIuuB6RlkzTMODrCE2zaxfwV/+PMBWvUcCyBiFr9/wDLXMpnnviD6JMMv0A3XQrCidejCVdcDUeVzJNy4BHl/jO1SxgeV8inYrXKGBxGn14iwsocyWee+LPojNkuspHi0u9GEu64GI4vmSadgEp8T4lWgXc1OSXnJwHh+doFpAlFWW5Es898TfQ+2Q6tZVbQXjxYizpgmsIJdO0Cpjalf5NYAOyahVwDl/pJ02jgFeO0X/HOw1dcyWemx/n+g2w48Lw+e4F4bO0xFjSBVdwlEzTKOC36BiZjovQLOAvxwgdYo79qVHA42gvmY5v6dIOuil+n9fsTwc1Pu9eEF68GEu64AqOkmkaBSzvbEncGoc2abaHLPQer1HA8r7Bb2wZjVJdiufun2xTHgjs942bMYS8TDGWdMEFnEqmaRMQXx1j8r9/l12zPWRhxWsUsGheu0YPfeZaPPiSxqCAeIMC4g2KYcVnIIFpeu+KLhhYfLOhHBv03hVdMLD4kXrvgq6AeIMC4gmxpvLnA9ZgXLrkQb9m43+gm359JiJsWPo0i27791cD4jEVvxjduR0X9UIPxfWr53cS46+DUbfhYT4PgPg6h/hwR870WK+AU2TTCu9PyTQ9oI3d3gdtw9jaB4H4Oof4cS6WiEcr6Ka7+l6lPIN++xaxuShnQXzdo8KlHtH8P6v4yf6LZPanahhbQHydo6L4P8n0e/Tkfo4by9En7AtdQHydo6L4HDK9iYYLGz7gz/g7QXydQyoem5rQX+7Y27Wwn0ZsscIf4B5f95AR/zIaVobxcjQHl7VFOzC29QPxdQ8Z8baO6K7RD6F7rBh/5ou6j7izcQSIr3PIiMcF87v43f08u/zNwKbNhn33MIg3JiDeoIB4gwLiDQqIB+oaIN6ggHiDAuINCog3KCDeoIB4g/L/gF+aHFsj+oMAAAAASUVORK5CYII=" alt="plot of chunk unnamed-chunk-12"/> </p>
<pre><code class="r">#dev.copy(png, file='top3streets.png', height=1100, width= 600)
#dev.off()
</code></pre>
<h3>Crime rate over a week</h3>
<p>The histogram shows that Sunday has the lowest crime rate since 2012, and Friday has the highest. This observation fits well with the common sense of Friay being the day of partying and Sunday being the hang-over day or church day. The meancrime rate for each day is roughly 38549.9 since 2012, with standard deviation of 2394.2. This shows that on average there are roughly 50.7 crimes happening each day in Boston with 6.3 crimes more or less between Fridays and Sundays. </p>
<pre><code class="r"># check days of a week crime rate
histogram(~DAY_WEEK, data=crime)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-13"/> </p>
<pre><code class="r"># Average crime rate of a day is
mean(table(crime$DAY_WEEK))
</code></pre>
<pre><code>## [1] 38549.86
</code></pre>
<pre><code class="r">sd(table(crime$DAY_WEEK))
</code></pre>
<pre><code>## [1] 2394.237
</code></pre>
<h3>Weapon Distribution</h3>
<p>Throughout a day, the weapon usage for crime is plotted. Over all four panels, the crime rate drop to minimum at 7:00am of a day and reach the highest around mid night. </p>
<p>Interestingly, Firearms and knife appear to stay high in level or even increase in the late night of a day. Unarmed and Other drop in crime rate after sunset. It raises a good hypotheses behind the criminal behavior, choosing weapons to act crime. It is hypothesized that early before dawn, people tend to be asleep, while after sunset, people tend to attend bars and get drunk, and behave outrageously. </p>
<pre><code class="r"># weapontype distribution across a day24 hours.
library(lattice)
crime$hr = as.factor(crime$hr)
histogram(~hr|WEAPONTYPE, data=crime)
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-14"/> </p>
<pre><code class="r">#dev.copy(png, file='hist_hr_weapontype.png')
#dev.off()
</code></pre>
<h3>Police Shooting</h3>
<p>A histogram of Police Shooting is plotted in each town in Boston. Roxbury, Dorchester, and Mattapan rank the highest. Over the years since 2012, Roxbury and Dorchester, Mattapan stay high in police shooting, while in 2015, Jamaica Pain catches up. </p>
<pre><code class="r">with(subset(crime, Shooting=='Yes'), table(ReptDistrName))
</code></pre>
<pre><code>## ReptDistrName
## Brighton Charlestown Dorchester Downtown East Boston Human Traffic Unit Hyde Park Jamaica Plain Mattapan Roxbury South Boston South End West Roxbury
## 5 6 158 18 17 0 24 44 132 224 16 49 6
</code></pre>
<pre><code class="r">#
histogram(~ReptDistrName, data=subset(crime, Shooting=='Yes'),scales=list(x=list(rot=45)))
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-15"/> </p>
<pre><code class="r">#dev.copy(png, file='hist_district_shooting.png')
#dev.off()
#
#plot the shooting cases histograms in districts from 2012 to 2015
histogram(~ReptDistrName|Year, data=subset(crime, Shooting=='Yes'),scales=list(x=list(rot=45)))
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-15"/> </p>
<pre><code class="r">#dev.copy(png, file='hist_years_shooting.png')
#dev.off()
</code></pre>
<h3>Crime Types</h3>
<pre><code class="r">sort(with(crime, table(INCIDENT_TYPE_DESCRIPTION)), decreasing=T)
</code></pre>
<pre><code>## INCIDENT_TYPE_DESCRIPTION
## VAL OTHER LARCENY SIMPLE ASSAULT MedAssist MVAcc VANDALISM InvPer LARCENY FROM MOTOR VEHICLE DRUG CHARGES FRAUD PropLost TOWED RESIDENTIAL BURGLARY InvProp AGGRAVATED ASSAULT Service ROBBERY PersLoc AUTO THEFT PropFound Argue OTHER Arrest DISORDERLY FIRE COMMERCIAL BURGLARY PhoneCalls LICViol BENoProp PersMiss FORGERY PubDrink WEAPONS CHARGE TRESPASS Landlord Gather DEATH INVESTIGATION 32GUN Ballist SexReg STOLEN PROPERTY CHARGES SearchWarr OPERATING UNDER INFLUENCE Restrain PropDam Hazardous 07RV CRIMES AGAINST CHILDREN VIOLATION OF LIQUOR LAWS SkipFare Harass Plates PROSTITUTION CHARGES Harbor EMBEZELLMENT PRISON Bomb HOMICIDE BurgTools InvVeh Explos ARSON HateCrim Runaway Aircraft GAMBLING OFFENSE Labor Manslaug BioThreat
## 27940 25457 18473 17511 14727 14075 13868 13721 13070 9188 8931 8124 7308 7064 5977 5673 5306 4980 4905 4583 2821 2373 2143 1980 1976 1632 1615 1544 1473 1324 1282 1278 1204 1125 1044 1017 967 894 883 860 854 802 789 761 715 670 643 613 574 468 444 444 402 288 220 192 174 150 56 54 46 39 38 34 25 16 10 8 4
</code></pre>
<pre><code class="r"># each district, what is the top 3 crime types
DataCrimeDistr = data.frame(with(crime, table(INCIDENT_TYPE_DESCRIPTION, ReptDistrName)))
topcrime = data.frame()
for (distrName in unique(DataCrimeDistr$ReptDistrName)) {
subDataCrimeDistr = subset(DataCrimeDistr, ReptDistrName==distrName)
tmp = subDataCrimeDistr[with(subDataCrimeDistr, order(Freq, decreasing=T))[1:3], ]
topcrime = rbind(topcrime, tmp)
}
topcrime$INCIDENT_TYPE_DESCRIPTION = as.factor(topcrime$INCIDENT_TYPE_DESCRIPTION)
topcrime$Rank = rep(1:3, 13)
library(ggplot2)
ggplot(topcrime, aes(x= Rank, y = Freq, label=INCIDENT_TYPE_DESCRIPTION))+
ylim(0, 5000)+
theme_bw(base_size=20)+
geom_bar(stat='identity')+
geom_text(size=4, hjust=0, vjust=0)+
facet_wrap(~ReptDistrName, nrow=13)+
coord_flip()
</code></pre>
<p><img 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" alt="plot of chunk unnamed-chunk-17"/> </p>
<pre><code class="r">#dev.copy(png, file='top3crimes.png', height=1100, width= 600)
#dev.off()
</code></pre>
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