Main Classes
Here is a (non-exhaustive) list of classes of objects in gstlearn:
- Db, DbGrid: Numerical data base
- DirParam, VarioParam and Vario: Experimental variograms
- Model: Variogram model
- Neigh: Neighborhood
- Anam: Gaussian anamorphosis
- Polygon: 2-D polygonal shapes
- Rule: Lithotype rule for thresholds used for truncated plurigaussian models
Importing External File
Loading a CSV File
We start by downloading the file called Scotland_Temperatures.csv
and we store it in the current working directory. In this example, the file (called filecsv
) is provided as a CSV format file. We load it into a data frame (named datcsv
) using the relevant R-command. Note that “MISS” keyword is used in this file to indicate a missing value. Such values will be replaced by NA.
filecsv = loadData("Scotland", "Scotland_Temperatures.csv")
datcsv = read.csv(filecsv, na.strings = "MISS")
We can check the contents of the data frame (by simply typing its name) and see that it contains four columns (respectively called Longitude
, Latitude
, Elevation
, January_temp
) and 236 rows (header line excluded).
datcsv
Creating Db object from a data.frame
The user can then create a database of the gstlearn package (Db class) directly from the previously imported data.frame.
dat = fromTL(datcsv)
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 0
## Number of Columns = 4
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = Longitude - Locator = NA
## Column = 1 - Name = Latitude - Locator = NA
## Column = 2 - Name = Elevation - Locator = NA
## Column = 3 - Name = January_temp - Locator = NA
Creating Db object directly from CSV file
These operations can be performed directly by reading the CSV file again and load it directly into a Db.
To do so, we start by creating CSVformat
object using the CSVformat_create
function. This object is used to specify various properties of the file we want to load, namely the presence of a header line (through the argument flagHeader
) and the way missing values are coded in the file (through the argument naString
).
Then, the function Db_createFromCSV
allows to load directly the CSV file into a gstlearn data base.
csv = CSVformat_create(flagHeader=TRUE, naString = "MISS")
dat = Db_createFromCSV(filecsv, csv=csv)
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 0
## Number of Columns = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = NA
## Column = 2 - Name = Latitude - Locator = NA
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = NA
Note that a “rank” variable has been automatically added. The rank is always 1-based and must be distinguish from an index (0-based) when calling gstlearn functions (except for the []
operator, see below). The rank variable could be later useful for certain functions of the gstlearn package.
Importing Db File from a “Neutral File”
A last solution is to import it directly from the set of demonstration files (provided together with the package and called fileNF
) and stored in a specific format (Neutral file).
These NF (or neutral file) are currently used for serialization of the gstlearn objects. They will probably be replaced in the future by a facility backuping the whole workspace in one step.
Note that the contents of the Db is slightly different from the result obtained when reading from CSV. Essentially, some variables have a Locator
field defined, some do not. This concept will be described later in this chapter and the difference can be ignored.
fileNF = loadData("Scotland", "Scotland_Temperatures.NF")
dat = Db_createFromNF(fileNF)
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
Discovering Db
The Db class
Db objects (as all objects that inherits from AStringable) have a method display
allowing to print a summary of the content of the data base. The same occurs when typing the name of the variable at the end of a chunck (see above).
dat$display()
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
As described in the “Data Base Summary” section, this Db object contains 5 fields (called Columns), and contains 236 data points (called samples). Upon inspection, we see that the 4 variables of the csv file are present (Columns 1 through 4), alongside with an additional variable called rank
(Column 0).
In addition, some interesting information tells you that this data base corresponds to a 2-D dimension one: this will be described later together with the use of the Locator information.
Remark: To get more information on the contents of the Db, we can provide the display
method of a Db with a DbStringFormat object used to describe which information we would like to print. Such objects can be created using the function DbStringFormat_createFromFlags
. We refer the reader to the documentation of the DbStringFormat class for more details. The example below provides a way to add summary statistics about some variables of the Db to the Db summary.
dbfmt = DbStringFormat_createFromFlags(flag_stats=TRUE, names=c("Elevation", "January_temp"))
dat$display(dbfmt)
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Total number of samples = 236
##
## Data Base Statistics
## --------------------
## 4 - Name Elevation - Locator NA
## Nb of data = 236
## Nb of active values = 236
## Minimum value = 2.000
## Maximum value = 800.000
## Mean value = 146.441
## Standard Deviation = 165.138
## Variance = 27270.713
## 5 - Name January_temp - Locator z1
## Nb of data = 236
## Nb of active values = 151
## Minimum value = 0.600
## Maximum value = 5.200
## Mean value = 2.815
## Standard Deviation = 1.010
## Variance = 1.020
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
Monovariate statistics are better displayed using a single function called dbStatisticsMono. This function waits for a vector of enumerators of type EStatOption as statistic operators. Such vector is created using a static function called fromKeys which is available in all enumerators classes (i.e. inherits from AEnum).
dbStatisticsMono(dat,
names=c("Elevation", "January_temp"),
opers=EStatOption_fromKeys(c("MEAN","MINI","MAXI")))
## Mean Minimum Maximum
## Elevation 87.974 3.000 387.000
## January_temp 2.815 0.600 5.200
Assessors for Db class
We can also consider the data base as a data frame and use the [ ]
assessors. For instance, the full content of a Db
can be displayed as a data.frame as follows.
dat[]
We can access to one or several variables. Note that the contents of the Column corresponding to the target variable (i.e. January_temp) is produced as a 1D vector.
Also note the presence of samples with NA
corresponding to those where the target variable is not informed (‘MISS’ in the original dataset file).
dat["January_temp"]
## [1] 1.7 2.0 4.6 NA 3.1 3.5 3.4 3.0 4.9 2.9 NA 1.3 NA 4.0 1.7 NA 1.9 3.3
## [19] 2.3 NA 2.3 2.6 NA 2.7 2.9 NA 1.0 1.2 NA 3.1 NA 3.7 2.1 2.5 2.9 NA
## [37] NA NA 3.1 2.1 NA 2.7 3.0 NA NA 1.8 NA NA 2.2 2.9 3.3 NA 5.0 1.6
## [55] NA 2.1 3.2 4.2 1.1 NA 2.7 0.6 3.2 NA 2.5 2.0 2.8 NA 3.2 3.2 4.5 3.3
## [73] 4.1 2.2 1.7 4.3 5.2 NA 1.6 3.9 3.1 NA 3.5 4.7 3.6 NA 1.8 1.7 NA NA
## [91] NA NA NA NA NA 1.7 NA 3.0 4.6 3.9 3.2 1.3 NA NA NA 4.7 NA 2.6
## [109] 2.0 4.7 1.2 2.9 0.9 3.0 NA 3.6 0.7 3.3 NA NA NA 2.7 NA 2.7 2.4 NA
## [127] NA 2.0 2.6 NA 4.3 NA NA NA NA 3.1 3.4 3.1 2.0 1.3 1.9 NA 3.3 2.7
## [145] 4.4 NA 3.0 0.9 0.7 NA 3.6 NA 3.5 NA 2.4 1.0 NA 3.6 NA NA NA NA
## [163] 3.0 NA 3.5 4.0 3.0 3.6 NA 3.2 1.7 2.7 1.9 NA NA 4.4 1.9 3.3 NA NA
## [181] 3.5 1.7 3.0 NA 2.7 NA 1.0 3.3 NA NA 3.2 3.9 NA NA 3.0 NA 3.8 NA
## [199] 2.8 NA 2.9 1.4 2.6 3.0 NA 2.8 2.9 3.6 NA 2.0 4.6 3.7 NA NA 4.5 2.7
## [217] NA 4.7 1.7 1.9 3.5 NA NA NA 2.1 2.3 3.1 NA NA 2.0 2.6 2.8 2.6 NA
## [235] 2.1 2.6
But it can be more restrictive as in the following paragraph, where we only consider the samples 10 to 15, and only consider the variables rank, Latitude, Elevation. In R indices in array start from 1 to N (1-based). Indices slice ‘10:15’ in R means indices {10,11,12,13,14,15} (the last index is considered which is different from Python) which means ranks {10,11,12,13,14,15}.Be carefull that for all other functions of the gstlearn package, indices must be provided 0-based.
dat[10:15, c("rank", "Latitude", "Elevation")]
We can also replace the variable name by their Column index (1-based in []
operator) in the data base.
dat[10:15, 3:4]
This is not recommended as the Column index of a given variable may vary over time.
A particular function is available to convert all the data base in an appropriate object of the Target Langage (here R). A gstlearn Db is converted into a data.frame using toTL.
dat$toTL()
Finally, an interesting feature of the [ ]
assessors is that it allows to easily incorporate new variables into a Db or modify the existing ones. For instance, in the next example, a new variable newvar
is created and added to the data base dat
.
dat["newvar"] = 12.3 * dat["Elevation"] - 2.1 * dat["*temp"]
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 6
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## Column = 5 - Name = newvar - Locator = NA
Remark: Note that variables names may be specified using traditional regexp expressions (for instance, the symbol ‘*’ replaces any list of characters meaning that ["*temp"]
selects all the variable names ending with temp
).
The user also can remove a variable from the data base by doing the following:
dat$deleteColumn("newvar")
## NULL
dat$display()
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
## NULL
Locators
The locators are used to specify the role assigned to a Column for the rest of the study (unless they are modified). The locator is characterized by its name (Z
for a variable and X
for a coordinate) within the Enumeration ELoc
.
dat$setLocators(c("Longitude","Latitude"), ELoc_X())
## NULL
dat$setLocator("*temp", ELoc_Z(), cleanSameLocator=TRUE)
## NULL
dat
##
## Data Base Characteristics
## =========================
##
## Data Base Summary
## -----------------
## File is organized as a set of isolated points
## Space dimension = 2
## Number of Columns = 5
## Total number of samples = 236
##
## Variables
## ---------
## Column = 0 - Name = rank - Locator = NA
## Column = 1 - Name = Longitude - Locator = x1
## Column = 2 - Name = Latitude - Locator = x2
## Column = 3 - Name = Elevation - Locator = NA
## Column = 4 - Name = January_temp - Locator = z1
As can be seen in the printout, variables Latitude
and Longitude
have been designated as coordinates (pay attention to the order) and January_temp
is the (unique) variable of interest. Therefore any subsequent step will be performed as a monovariate 2-D process.
The locator is translated into a letter,number pair for better legibility: e.g. x1
for the first coordinate.
Here are all the roles known by gstlearn:
ELoc_printAll()
## -1 - UNKNOWN : Unknown locator
## 0 - X : Coordinate
## 1 - Z : Variable
## 2 - V : Variance of measurement error
## 3 - F : External Drift
## 4 - G : Gradient component
## 5 - L : Lower bound of an inequality
## 6 - U : Upper bound of an inequality
## 7 - P : Proportion
## 8 - W : Weight
## 9 - C : Code
## 10 - SEL : Selection
## 11 - DOM : Domain
## 12 - BLEX : Block Extension
## 13 - ADIR : Dip direction Angle
## 14 - ADIP : Dip Angle
## 15 - SIZE : Object height
## 16 - BU : Fault UP termination
## 17 - BD : Fault DOWN termination
## 18 - TIME : Time variable
## 19 - LAYER : Layer rank
## 20 - NOSTAT : Non-stationary parameter
## 21 - TGTE : Tangent
## 22 - SIMU : Conditional or non-conditional simulations
## 23 - FACIES : Facies simulated
## 24 - GAUSFAC : Gaussian value for Facies
## 25 - DATE : Date
## 26 - RKLOW : Rank for lower bound (when discretized)
## 27 - RKUP : Rank for upper bound (when discretized)
## 28 - SUM : Constraints on the Sum
## NULL
More with Db
Plotting a Db
Plot the contents of a Db using functions of the package (which relies on ggplot2). The color option is used to represent to january_temp
variable.
Note: Non availalble values (NaN) are display in gray. This will be tunable in future versions.
p = ggDefaultGeographic()
p = p + plot.point(dat, nameColor="January_temp", flagLegendColor = TRUE,
legendNameColor="Temperature")
p = p + plot.decoration(title="January Temperature", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)
A more elaborated graphic representation displays the samples with a symbol proportional to the Elevation (nameSize) and a color representing the Temperature (nameColor).
p = ggDefaultGeographic()
p = p + plot.point(dat, nameSize="Elevation", nameColor="January_temp", flagLegendColor = TRUE,
legendNameColor="Temperature", legendNameSize="Elevation")
p = p + plot.decoration(title="January Temperature", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,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)
Of course, you can use your own graphical routines (for example, a direct call to ggplot2) by simply accessing to the gstlearn data base values (using ‘[ ]’ accessor):
p = ggplot()
p = p + geom_point(data=dat[], mapping=aes(x=dat["x1"], y=dat["x2"], color=dat["January_temp"]))
p = p + labs(color = "Temperature")
p = p + labs(x = "Easting", y = "Northing")
p = p + labs(title = "January Temperature")
plot(p)
![](data:image/png;base64,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)
Grid Data Base
On the same area, a terrain model is available (as a demonstration file available in the package distribution). We first download it and create the corresponding data base defined on a grid support (DbGrid).
fileNF = loadData("Scotland", "Scotland_Elevations.NF")
grid = DbGrid_createFromNF(fileNF)
grid
##
## Data Base Grid Characteristics
## ==============================
##
## Data Base Summary
## -----------------
## File is organized as a regular grid
## Space dimension = 2
## Number of Columns = 4
## Total number of samples = 11097
## Number of active samples = 3092
##
## Grid characteristics:
## ---------------------
## Origin : 65.000 535.000
## Mesh : 4.938 4.963
## Number : 81 137
##
## Variables
## ---------
## Column = 0 - Name = Longitude - Locator = x1
## Column = 1 - Name = Latitude - Locator = x2
## Column = 2 - Name = Elevation - Locator = f1
## Column = 3 - Name = inshore - Locator = sel
We can check that the grid is constituted of 81 columns and 137 rows, or 11097 grid cells. We can also notice that some locators are already defined (these information are stored in the Neutral File).
Selection
We can check the presence of a variable (called inshore
) which is assigned to the sel
locator: this corresponds to a Selection which acts as a binary filter: some grid cells are active and others are masked off. The count of active samples is given in the previous printout (3092). This selection remains active until it is replaced or deleted (there may not be more than one selection defined at a time per data base). This is what can be seen in the following display where we represent the Elevation
only within the inshore
selection.
p = ggDefaultGeographic()
p = p + plot.grid(grid, nameRaster="Elevation", flagLegendRaster=TRUE, legendNameRaster="Elevation")
p = p + plot.decoration(title="Elevation", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeVxU1f8/8NedGYZ9R8EFV0BFTUMzhdxSc8d9Sc2FsMX0k5paaR/7JPr9uZSmuWTuS/nJj4JhaZqmRpqm5AaKiIAiKIKArDPMcn9/nLm3acARRoYZ4P18+Ogx3Dlz5wyhb8457/M+HM/zIIQQQkjtIrF0BwghhBBS9SjAE0IIIbUQBXhCCCGkFqIATwghhNRCFOAJIYSQWogCPCGEEFILUYAnhBBCaiEK8IQQQkgtRAGeEEIIqYUowBNCCCG1EAV4QgghpBaiAE8IIYTUQhTgCSGEkFqIAjwhhBBSC1GAJzVJmzZtuEpyd3fXv8P06dPZ9e+//95Sn8JMRowYwT7ayZMnLd0XQojlySzdAUJIJTx58gQAx3EuLi6W7gshxKpRgCc1kqurq7Ozc0Va1qZAqNFo3NzcAPj4+Dx48MDS3SGEWDUK8KRG+uyzz95//31L98K6dO7cWa1WA/Dy8rJ0XwghlkcBnpBaYtGiRZbuAiHEilCSHSGEEFILUYAnhFTOkydPSkpKLN0LQsgzUIAn5B+0Wu3+/fvHjRvXsmVLBwcHHx+fkJCQOXPmJCcnG7RcunQp25b24osvGrnhrl27WLNGjRpptVr9p+Lj4+fPn//yyy/7+PjY2to2aNDgpZdeGjNmTHR0tEHLf//73xzHyWS6NbWHDx+W3QT4+uuvG98m9/jx45UrV/bs2bNRo0a2trb169fv3LnzwoULExMTn9b5+fPns3vGx8cD2Lt3b8eOHd3c3BwcHBwcHDp06DBhwoRLly4Z+fiEEIvhCak5WrduzX5uv/zyS9PuEB4ezu7w3//+t+yz8fHxQUFB5f5NkUgk4eHhSqVSbKwfF+/cufO0dxw4cCBr8+GHH4oXFQpFeHg4x3FP+4vp7++fmpoqtv/kk0/Kbebm5ia2GT9+PLt44sSJst3YuXMny8AvSyaTzZs3T6PRlH3VvHnzWJu4uLi5c+eW+3KO4/71r3896xtPCKlulGRHiM7ly5f79u2bk5PDvnR0dGzXrl1ubm5SUpJWq9VqtVu3br1z5050dLSTkxMAf3//oKCgv/76C0BUVNQHH3xQ9p65ubknTpxgjydPnixenzp16n//+1/22M7OrmXLlvXq1cvNzU1JScnPzwdw+/btwYMHnz9/nr1XaGho48aNNRrNe++9B8DFxWXlypUA5HJ5RT7a2rVrZ8+eLX7p7Ozcrl275OTkzMxMAGq1+vPPP09LSxO7VNbu3btXr17Nevviiy8GBASkpKScO3dOrVbzPL9u3boXX3xx6tSpFekMIaSaWPo3DEIqwXwj+MLCQn9/f/ZUkyZNjhw5otVq2VP5+fnz58+XSHTrWXPmzBFftWLFCnYxJCSk3LfbunUra/DSSy+JF8+cOSP+Bfzwww9zc3PFpxQKxdatW8WwHR0drX83tgsOgI+PT9n3etoI/tKlS+Lcvr+//4ULF8TBenJycr9+/cTObN682eCe4gieTTaMGDHiyZMn4rNxcXGtWrViDdq1a1fud4AQYikU4ElNIgZ4Dw+PZhXz7bff6t/haQF+2bJl7HrTpk31I65o9+7drIFUKo2Li2MXU1JSxPiXkZFR9lWvvfYaa7B+/Xrx4r///W92ccyYMeV+zI8++og1WLRokf510wK82IfOnTuX/WhqtXrSpEmsgbe3d2lpqf6zYoAHMG7cuLJv+ueff4rflqKionI/DiHEIijJjtRIOTk5qRVTUFDwzLtptdoNGzawx1u3bi13rfqNN95gg12NRnPgwAF2sVmzZl27dgXA8/wPP/xg8JLs7Oxff/0VgFwuf/3118XrpaWlHTt27NixY1hYWLn96dy5M3vAptCfR3Jy8i+//MIer1ixouxHk0qlq1atsrOzY28XHR1d7n3kcvny5cvLXn/ppZe8vb0BaDQaKq5HiFWhAE8Irl69mpGRAcDX17dv375PazZu3Dj24PTp02UvRkVFGbSPjIxkY+6hQ4d6eHiI15cvX3758uXLly8PGDCg3Dd6/rguOn36NM/zADp37vzqq6+W28bHx0fMD9D/aPr69u3brFmzcp9q2rTp8/eTEFLlKMCTGqnia/Bvv/32M+92/vx59qB79+5GmrVv3549YHvGmDFjxrD16VOnTuXl5em3Fw+smzJlSkU+lFqtvnHjxrp168Q5/OcXGxvLHnTp0sVIM/FZsb0Bca29LDE7gRBiVSiLnhCw4TuA77777rvvvntm+8ePH4uPGzVq1L17999++02lUv3444/ievajR49YMl29evXEnXL6eJ6/dOlSTEzMzZs3k5KSUlJS7t+/r9FoquDz6MnKymIPmjdvbqSZODoX2xsw/nJCiBWiAE8IDEbez6TValUqlY2NDfty3Lhxv/32G4DIyEgxwB84cIBF64kTJ4pJ7KJjx47NmzcvLi6u7M39/Pxatmx57Nixyn6KcokpCA0aNDDSrFGjRuwBO462rAruxyOEWA8K8ITA0dGRPRg8ePDQoUMr8hL9GjWjR4/+17/+pdFofv755+LiYgcHBwD79+9nz5adn9+5c2dYWBhbGre1te3WrVuXLl3atm3bokWL1q1be3l5/fDDD1UV4Nk2egAPHz400uzRo0fsgfitIITUdBTgCYGnpyd74OvrW5E1ewP169fv3bv3iRMnSkpKjh07NmLEiAcPHsTExAB44YUXOnbsqN84Jydn5syZLLpPnDhx5cqVDRs2rIoPUT7x6FhxR1+5xEK84reCEFLTUXYMIRDL0yYkJBhpVlhYeOfOnTt37ojjXZGYSx8ZGQngf//7HysmX7a42+HDh4uKigB07Nhx165d5UZ3lUplwqcol/jRjFeMF5/t1KlTVb01IcSyKMATgq5du9rb2wM4ffr01atXn9Zs5syZfn5+fn5+4j540ciRI9mS/OHDh1UqFZufl8lkEyZMMGh579499iA4OFgqlZb7RteuXTP1oxjq1asXe3DhwgX9Cnr6Hj16tGPHDva4d+/eVfXWhBDLogBPCBwdHd944w32ePr06cXFxWXbnD59eu/evQBsbW3FmnEiDw8PVgbnyZMnu3fvPnfuHIABAwawIjD6fH192YOyx9MxsbGxrOq7EWyGvyL8/f3F7e8ffvhh2bI/Wq12wYIF7CPXr19/xIgRFbwzIcTKUYAnBAAWLVrk6uoK4OLFi8HBwWfPnhWfUqlUW7duHTJkCMuKDw8P169aIxJn6T/44AMWgMvd/i7OmR87dmznzp36TxUVFX3yySchISFsDh9AUlJSub3Ny8tTKBQV/GjLli1jUwUXLlx4+eWXL1++LD517969gQMH7tq1i30ZERFha2tbwdsSQqwcJdmRGmnJkiVffvllBRtPnjz5s88+M96mSZMmu3btGjNmjEqlunr16iuvvOLr6+vn51dSUnLr1q3c3FzWrF+/fmvWrCn3DsOHD7e1tVUqlWynmbu7e7kJ+S+88MLYsWP379/P8/y0adM+//zzF198USaT3bx5Mz4+vrCwEMDrr7++b98+AGfOnBk7dmyfPn1Y6p9UKnV1dX3y5IlSqezdu3dQUJBCodi2bZvxj9a1a9fly5fPnz8fwM2bN4OCgtzd3du3b5+cnHz//n2x2aRJk9566y3jtyKE1CRmqXBPiHmIh81UCstaZ4yfB3/8+PHGjRuXexOpVBoWFqZ/llpZw4cPF9u/++67T2uWl5cXEhJS7rv4+Ph8//33PM/rF5bRP6hNXEpgKn4e/NatW11cXMp9Uxsbm48++sj4efBff/310z4Oq8YPICkpycg3hxBSzWgET8jf+vXrl5iYuGvXrujo6OvXr2dlZXl5efn7+7dt23bWrFlGyrUy48ePP3ToEHtspDytq6vr77///r///W/Pnj2JiYmpqamurq5t2rQZPnx4eHg427l+4MCBWbNmXblyRSaTvfDCC+JrN2zY4OXlFRUVlZ6ebmtr+8wuid58881hw4Zt27btyJEjiYmJjx8/dnFxadq0af/+/cPCwvz8/Cp4H0JITcHxFc7WIYQQQkhNQUl2hBBCSC1EAZ4QQgiphSjAE0IIIbUQBXhCCCGkFqIATwghhNRCFOAJIYSQWogCPCGEEFILUYAnhBBCaiEK8IQQQkgtRAGeEEIIqYUowBNCCCG1EAV4QgghpBaiAE8IIYTUQhTgCSGEkFqIAjwhhBBSC1GAJ4QQQmohCvCEEEJILUQBnhBCCKmFKMATQgghtRAFeEIIIaQWogBPCCGE1EIyS3eA1Fp5eXkAHBwctFqtQqEw7SY2NjZ2dnYAlEplaWmpaTextbWVyWRFRUWmvZzjOCcnJwBqtbqkpMS0m8hkMnt7+6KiIq1Wa9odHB0dJRIJz/OFhYWm3QGAs7OzQqFQqVSmvdzOzs7GxgZAcXGxRqMx7SaV+pFwc3Mz7V0IIRTgibmo1WoAHMdxHMcem0AqlUqlUv0bmkAul0ulUpNfLpFIWB+0Wu1z3kSj0ZgcF9kdeJ43uQ8cxz3nHQCwb4VGo3meb8Vz9oEQUhE0RU8IIYTUQhTgCSGEkFqIAjwhhBBSC1GAJ4QQQmohCvCEEEJILUQBnhBCCKmFKMATQgghtRAFeEIIIaQWogBPCCGE1EIU4AkhhJBaiAI8IYQQUgtRgCeEEEJqIQrwhBBCSC1Ep8mR6rZ+/XpLd4FYnZkzZ1q6C4TUNjSCJ4QQQmohCvCEEEJILUQBnhBCCKmFaA2emItUKgXAcRzHcewxIU9DPyGEVDkK8MRc3N3dxcdyudyCPSFWaNMPFwG8O+wl9qX+TwshpEpQgCfm8uTJEwBOTk5arba4uNjS3SFWjf20lOXq6lrNPSGk1qAAT8xFpVIB0Gq1Wq2WPSZ13Iao8wDeG9EVemN3hn5CCKlylGRHCCGE1EI0gieEmN3XP14GILN1sHRHCKlDaARPCCGE1EI0gieEVL2vD8cCeGdoJ/blO0NeBLDx0AWxweYjVwG8PaiDJXpHSJ1AI3hCCCGkFqIRPCHEDLhyBg+2rl7iYxq7E2JuNIInhBBCaiEK8IQQQkgtRFP0hJCqsTHqPABwHACZnWPZBm/2blnNXSKkLqMRPCGEPNuuXbu4Clu7di17lUajYVe++OILy/a/Uh4/fsy6vW3bNkv3hZiORvCEkKoxY0RXAJuiYwGoFUUA1h/4nT01c/QrFuwYMeL+/fvp6ekymaxTp06W7gupYhTgCSGkEqZNm/byyy8bbxMcHFw9nXl+mzdvXrp0qZeXV1ZWlqX7QqoYBXhCSFV6N7QTgPUHzwKwc62n/xQrdDNj+DOio5Xr06fPxIkTLd0L8/Lw8Hj48CEAFxcXS/eFmI4CPCGEkH/gOM7b29vSvSDPiwI8IaQqsVz6maNCAGz5JYFd3HzkGgCJ1AbCwjytytdBKpVKpVLZ29tzHGfpvtQJlEVPCCGWUVRUtGrVqm7dunl6ejo7O3fo0OHdd9+9deuWfpsPPviAJbTHxsaWe5MRI0ZwHGdjY6O/iP7rr7++8847vXr18vHxcXZ2DgwMHDp06A8//KDVasU27777LsdxS5cuBZCdna2f/19UVGQki/7+/fuzZs1q06aNk5OTs7NzmzZtZs2alZiYWLals7Mzx3E//fRTYWHh9OnTPT09HR0d7ezs2rZt++abb6amppryXSMVRiN4QkhVYrn0GyL/ACCV27GLnFQKQFOqAI3dBVeuXBk6dOj9+/fFK9euXbt27drmzZuXLVv28ccfs4vjxo1bvXo1gKioqLKJ7gUFBT///DOAQYMG1atXD4BKpZoyZcq+ffv0m928efPmzZs//vjjwIEDDx8+LJVKTe72Dz/8EBYWlpOTI15JSEhISEjYvHnzqlWr3n///bIvKSoq6t69+5UrV9iXpaWlN27cuHHjxrfffnvq1Klu3bqZ3BliHI3gCSGkumVlZb366qssuo8bN27z5s3ff//9/PnzXV1deZ5fuHDh8uXLWcsuXbo0a9YMwKFDh8re5/DhwwqFAsCUKVPYldWrV7PoHhAQsGrVqqioqMjIyOXLlwcEBAA4evTounXrWMtNmzbxPP/JJ58A8PLy4nme5/lyI7QoOjp6+PDhOTk5crn8rbfe2rFjx86dO9966y25XK5SqWbPnl1uJz/++OMrV660adNm48aN58+f/+mnn4YNGwZAqVTW+nRFy6IRPCGEVMKpU6dYTDXizTffNN4gIiIiNzdXJpMdOHCARTsAY8eOnTFjxoABA27durVkyZLXX3+9adOm7PrKlSvj4+Nv377t7++vf5///e9/ADw8PIYMGcKubNq0CUDr1q3//PNPZ2dnseW7777boUOH1NTU06dPz5kzp3KfGQCg0Wg+/PBDAF5eXtHR0eLIe8qUKZMnTw4NDc3JyVm0aNHQoUMNZgiSk5N79eoVHR0t9mfQoEGjRo2KjIxMSUlJTk5u0aKFCf0hz0QBnhDyvLYcvwFAVVIIQKsqBcBJZQA0pSWsgURmA+C9UTVmd7gR27Zte2Z9N+MBPjU1dfPmzQDef/99MbozzZo127hxY58+fUpKSrZs2cIWyFmABxAVFbVgwQKxsTg/P378eLlcDkCpVGq12saNG8+YMUM/ugNwcXHp1avXzp07k5OTK/V5RXv37k1ISADw6aefGsyrh4SELFq06IMPPrhx48a+ffsmTZqk/6xUKt2wYYNBf6ZPnx4ZGQkgKSmJAryZ0BQ9IYRUqyNHjpSWlgKYPXt22WdfffVVNkw/e/Ysu9KpU6eWLVuizCy9OD8/efJkdsXW1vbevXtpaWmzZs0qe+fnLGXD+uPm5lbury9vvfWWk5OTfrdFwcHBgYGBBhfZ5AQAnuefp1fECArwhJDnVVqQV1qQB54Hz0ttbKU2tu+N6PreiK5iA01pqaa01II9rEJ79+7ln8X4HW7fvg2gUaNGjRs3LrcBC4dxcXHilbFjxwI4f/78gwcPxIv79+8HEBAQ8LTKejzPp6en//7771u2bBk9evRPP/1UuY/6T0lJSQBat25tb29f9lknJyf2e8mdO3cMnmLL/wYkEoo+ZkdT9IQQUq1YpExPTze+HVw/U33cuHH/7//9P57no6Oj3377bQAFBQXHjh2DXnqdKD4+/uuvv46JiUlMTCwpKanabrOMv3I1a9bs8uXLZQO8j49PVfWBVAoFeELI89JfXN8QeU58LJXrhnrvDHmxuvtkxTIzMyvSTKvVqtVqmUwGoEOHDq1atbp161ZUVBQL8NHR0QqFguM4gwXvlStXLly4UKPRAJDL5UFBQf7+/q1atQoJCfn++++3b9/+nJ038ksJ62rZDEQqa2MpNElCCCHVqnnz5gC6dev2zKl+FjIZNkv/66+/PnnyBEL+fO/evZs0aSK2+fXXXz/88EONRtOuXbvDhw/n5+fHxsb+97///eyzz1577TWWiGcyPz8/AEaq06SkpAAwyPMnFkQjeEJIVXpv5N+jeV6om8bK00ps5ABmDOtikY5Zj1atWgFITk7meb7c0S0bf3Mcp79QPXbs2IiICJVKdeTIkSFDhrD8eYP5+Z07dwKwt7c/ceJE2WLyarX6ebrt5+d36tSpmzdvKhQKOzs7g2dLSkpYMbtyV9yJRdAInhBCqhUrSJeZmRkdHV322ezsbHd3d5lMtnjxYv3r7dq1Y8l3UVFR0dHRSqXS0dFx5MiR+m1Y5ZwWLVqUje48z1+6dOl5us22xuXl5ZW7S/Cbb77Jz88H8MyzdEm1oRE8IcRc2NGxxEBoaOhLL7108eLFsLCwyMjInj17ik+VlpaGhYUVFBRwHDdt2jSDF44dO/Y///nP0aNH2Sz9qFGj2M40ERtk37lz59GjR/Xr1xevKxSKefPmsWKxbHrAQLkXDbzxxhsrVqy4devWZ5999tJLL3Xp8vdMzPnz5yMiIgAEBASUTfojlkIBnhBCKqEileykUunUqVOf9iw70yUkJCQnJ6dfv36vv/56t27dfH19b9++vXnzZlZMZuHChWzvu75x48b95z//KSwsPH78OPS2v4sGDRq0ZcsWhULx6quvfvLJJ4GBgTk5OdeuXVu7dm1ycrKjo2NRUdGtW7eOHTsWHBzMKs+wZf68vLyoqKiAgAAPD48GDRqU222ZTLZ8+fIRI0ZkZWX17NkzPDycjenPnTu3detWpVIJYOXKlfp5A8Sy6P8EIYRUQkUq2dnZ2RkJ8AC6dev2yy+/TJkyJT09fffu3bt37xafkkgk7733HqthZ6B169bt27e/fv06gMaNG/fu3dugwfDhw998881t27bFx8e//vrr+vdcsGBB586dx44dq9VqBwwYMHz48KioKABBQUEAeJ5ns/1ffvmlkXL0w4cPX7Nmzfz58xUKxfr169evXy8+5eHhsW3bNoPCfMSyaA2eEGIu20/dYX8s3RFr1KdPn+vXry9YsKB9+/YuLi7Ozs5BQUFTp069du2aeB5MWePGjWMP3njjjXJrxWzdujUqKqpv376+vr62trbNmjV78803r1y5smLFilGjRr399ttubm729vZi7v3QoUOXLVvWtGlTW1vbRo0aeXl5Ge/27Nmz4+LiZsyYERAQ4Ojo6Ojo2KpVq5kzZ167dm348OGmfjOIWXBUJpCYSXZ2NgBXV1etVltQUCBe1/+tn9RuYmgP620422xg5syZ5V5/ZrwhhDwNTdETQsxFVVxo6S4QUndRgK8Zfv3116+//nrdunXGiz4ab6ZQKPbu3Xv+/Pn8/PyWLVt27Nhx9OjRBgc7VrwZIYQQa0YBvmb45Zdfnpm4a7xZdnZ2REQEKzXl6uoaHx8fHx9/9erVjz/+WP8Yxwo2I6QiJHJbS3eBkLqLkuysXXFx8fbt2+Pj45+z2Zo1a1JSUtq2bbt9+/Y9e/Z8/fXXvr6+cXFxBvnAFWxGCCHEytEI3nqdOHHi+PHjKSkpbIPp8zRLSEi4fv26k5PTwoUL2UC8YcOGixcvfuedd06dOjVx4sR69epVvBkhFTS9X2tLd4GQuotG8NYrNTU1IyPD1tbWxcXFyHFMFWl27tw5AJ07d9afZvf29m7Tpg3P8+fPn69UM0IIIdaPRvDWKzw8PDw8nD2eNGkSq/NsWjN2QjOraKEvKCgoLi5OPL+5gs0IIYRYPxrB1wkZGRkob0sxu5Kenl6pZoQQQqwfjeDrhKKiIgBl0+DZSRXFxcWVamYgMjKSVc/W165du9deew2AVCqVSCQGR2IQYoB+QgipchTg6wSVSgXA3t7e4LqDgwMAMTuvgs0MXLhw4eTJkwYXFQpFaGio+CVtoyfGlT1fnBDynGiKvk5gg/KSkhKD62xQLg7ZK9iMEEKI9aMRfJ3g4eGRl5dXWGhYN5RdcXd3r1QzA+Hh4aNGjTK46OXlxY6sdnR05Hn+adP7hDDsp6UsV1fXau4JIbUGBfg6wc3NDUBOTo7B9dzcXACenp6VambA39+/3OvssBme57VaLZv8J+Rp6CeEkCpHU/R1Ajsa8sqVKwbXr169CqB58+aVakYIqYl2797t7OycnJxc7rPXrl2bOnVq06ZN7ezsWrZsGRoaevbsWYM2ERER3FPcunVLv2VRUdGcOXOaNWvm5OTUo0ePiIgI+h2u+lGArxO6dOkC4NKlS/qJcvn5+devX5fL5T179qxUM0JITbR169bCwsJyjwjfv39/586dd+3ade/ePR8fn4yMjMOHD3fv3v3TTz/Vb/a0Xw4MpKWlhYSEfPnll3fv3nVwcIiJiVm8eHG/fv3Kzg4Ss6IAXye0a9euVatWubm569at02g0AJRK5fLly1UqVY8ePRwdHSvVjBBSs+Tn58+bNy8mJqbcZx89ejR16lSVSjV+/Pj09PTU1NSCgoIvvviC47iIiIhff/1VbMmqXf3555+FZQQEBIjNpkyZcvXq1R49ety7d+/Ro0eJiYmBgYFnzpyZM2eOuT8p0Udr8HXF3LlzFyxYEBMTExsb26RJk+Tk5NLS0oYNG06bNs2EZoSQGmH79u3btm27cuWKkUTXbdu2lZSUhISE7NmzRyaTAZDJZHPnzk1PT1+9evVXX3316quvspZsBB8YGGjk1/0//vjj1KlT7u7ukZGRLHHH39//xx9/DAgI2LNnT0REBFsKJNWAAnxd0aBBg7Vr13733XexsbFJSUkeHh7BwcHjx49ne9wr24yQuuOrv1T38rWW7gUAvPmCTWuPyk27Xr9+PTEx0cHBwcHB4fHjx+XOz8fGxgKYOHEii+6i0aNHr169+tKlS+xLhUKRkZHh7e1tfDLv4MGDAAYPHqyfltu8efOQkJAzZ85ERUW9//77lfoIxGQU4GuGvXv3Pn8zDw+PmTNnPvMmFWxGSB3xoEB774lVBPgSVTnh2bg1a9asWbOGPa5Xrx7b22JApVI1bty4TZs2BtdtbW0BsNU6ACkpKTzPt2jRwvg7sl8X+vfvb3B9wIABZ86c+euvvyr7EYjJaA2eEEKM4cFbyR8zfcAffvghLS2tV69eZa8DePHFF9mXbAHe29t7xYoVL7zwgpOTU5s2bcaPH2+w7+b27dsAfH19De7WuHFjAImJiWb5DKQ8NIInhBBjWrpz9R3Kr7Wckqd9WFTFg/uXGkhlkvLPfbapxhHZiRMnVqxYAWDevHnsCluAP3To0KFDh+RyuZeXV0JCQkJCwsGDB1etWjV79mzWjNUs8vDwMLghu/K0UzGJOVCAJ4QQY/zcJLbS8iNuiUr7sLCKB9adfaR2svLf7mmBv2oVFxdHRESsWrVKo9EsWbKkd+/e7Dobwbu7u2/fvn3QoEFyuTwvL2/JkiVr1qyZN29e9+7dO3XqBEChUKC8ytYuLi54+plVxBwowBNCiDHHklVJuZpqe7uNfyme9tTH3ezNva564MCBuXPnpqWlOTk5rV69evr06eJTYWFhgwYNCgwMFKff3dzcVq9e/fDhw3379i1dujQqKgqAp6dnZvT++gAAACAASURBVGZm2YrXbOxedmRPzIfW4AkhxCjeav6YU3Z29tixY8eMGZOWljZ27Ni4uDj96A6gQ4cO/fv3L7u4zppdvnyZfdmgQQM8veI1e5ZUDxrBE0KIUbwWvFVk0ZvP3bt3Q0JC0tPT27Zt+8033wQHB1f8tSyv/sGDBzzPcxzn4+MDICMjw6DZgwcPADRs2LDqek2egUbwhBBijMXH7eYewOfn5/fv3z89PT0sLCw2Nrbc6J6fn7927doNGzaU3UmflpYGIDAwkOM49gDAiRMnDJqxKx07djTHRyDlogBPCCFGWX5/nPDHPFF++/btt27dGjx48LZt29je97KcnZ2XLVs2c+bMn3/+2eCpPXv2AOjWrRv7MjQ0FMBPP/2kn0+XnZ19+vRpe3v7CRMmmOMjkHJRgCeEkGey+OjdjGP4rVu3Apg7d67mKQBwHMfqX02ZMuXkyZPshUVFRYsXL96yZYuHh4d4LE3Pnj27du368OHDsLAwdoJccXHx6NGjlUrl+PHj2ZnUpHrQGjwhhBjDgy+3wqsFmKEXKpUqISEBQJ8+fcpt4Ofnx2rXLFy4sKCg4PPPP+/bt6+Hh4eLi8u9e/e0Wq2np+eePXu8vb3Fl+zZsyc4OPj7778/evRo27ZtL1++rFAo/P39V61aVfUfgDwdjeAJIcQoi8/Mm3OK/t69e2IxWuNkMtmqVasOHz782muvcRyXlZXVuXPnWbNm3bhxY+DAgfot/fz8rly5Eh4e7uzsHBsb6+PjM3fu3IsXL+pXpyfVgEbwhBBSJ2RlZZW92LJly0rNTwwZMmTIkCHPbNawYcMtW7ZUonPEDCjAE0KIMTyv5Wv7NjlSK1GAJ4QQo8xfZKairKQbpIagAE8IIc9EoZXUPBTgCSHEGJ63lix6850YS2olCvCEEGIcy2AnpIahbXKEEEJILUQjeELqrvUHzwKYOSrE0h2xbjyN4EmNRAGeEEKMspo1ePo9g1QKBXhC6i4au1cYRVZS81CAJ4QQo2iKntRMFOAJIcQYKzpshpDKoABPCCHGUSk7UiNRgCeEEKMovpOaiQI8IYQYw/O8lRw2Q/GdVAoVuiGEEEJqIRrBE0KIUVaURW8l3SA1AwV4QggxznoW4QmpBArwhBBijPWcJkdIpVCAJ4QQ46xmit46ekFqCkqyI6Q22BR9cVP0RfHLDVHnN0Sd1z0+eG7DwXMW6hchxGJoBE8IIcbwPKxmit5KukFqBgrwhNQG74a+BOH4VwAcOPEpTioDsPHQBQBatRrAzNF0xkylUJIdqZEowBNzcXZ2BiCVSqVSKXtMyNNY9U+IFW2TI6QSKMATc5FKpQA4jhMfE/I0Vv0TYjVZ9FbSDVJTUIAn5pKXlwfA1dVVq9UWFBRYujt1Qrnnu88Y3qX6e1JZ7KelLC8vr2ruyVNQZCU1DwV402VmZlakmVwud3BwsLW1NXd/CCFmQUvwpGaiAG86Hx+fije2t7dv2bJlUFDQqFGjhg4dyiauCSHWjwfPU4QnNRDtg68mJSUlcXFxu3fvHjZsWJcuXVJSUizdI0JIBfG6PDuL/3k+u3fvdnZ2Tk5OLvfZoqKiOXPmNGvWzMnJqUePHhERESqVytzNiFnRCN50CQkJKSkpI0aMUCgUHMf16dOnbdu2jRs3lslkaWlpN2/ePHbsmFarffnllydMmJCVlZWZmXnkyJH09PRLly4NGDDg2rVrNG9PqsHGQ3+ihqzEWykryqJ/rm5s3bq1sLCw3Ey9tLS0oUOHXr16FUC9evViYmJiYmJOnjwZGRnp4eFhpmbE3GgEb7pGjRotWLBAoVD069fv1q1bv/zyy5dffjlv3rzZs2d/8cUXR44cuX37dv/+/S9cuJCUlBQREfHNN9/cvXt3x44dEokkMTFxx44dlv4EhJBns/Sw/e8/Jn+E/Pz8efPmxcTEPK3BlClTrl692qNHj3v37j169CgxMTEwMPDMmTNz5swxXzNibhTgTRcREXH9+vX27dtHRUX5+/uXbdCiRYvIyMgXXnjhq6+++u677wBIpdKpU6cuWLAAwKFDh6q7x6RO4rVqXqu2dC9qMh7mj93mCvHbt28PCQlp0KDBF1988bQ2f/zxx6lTp9zd3SMjI319fQH4+/v/+OOPMplsz5499+7dM0czUg0owJsuMjISwIQJExwdHZ/WxsHBYeLEiQDWrVsnXhwyZAgANn9FCLF2lo/rwp/KR/jr168nJiY6ODh4eXk9Lbf34MGDAAYPHuzp6SlebN68eUhICM/zUVFR5mhGqgEFeNOlpaUBCAgIMN6sdevWAOLj48UrbLifm5trzt4RovPeyOD3RgZbuhfEMtasWZMl0I+4+mJjYwH079/f4PqAAQMA/PXXX+ZoRqoBBXjTubm5Abhy5YrxZqyBnZ2deCUnJwdAgwYNzNk7QkjV4K2GmT7g7du3AbDpdH2NGzcGkJiYaI5mpBpQFr3punfvfuDAgZ07d77zzjsNGzYst83Dhw+3b98OICTk7xJjbArLz8+vevpJCHkervbSBi7ycp96UqIuLtVU7dvVd5ZLJeXPpUtglvoZT548AVA2v51dyc/PN0czUg0owJvugw8+iIyMTEtL69u378qVKwcNGiSR/D0jwvP80aNHFyxYcPfuXY7jWGJdRkbG3r17lyxZAmDSpEkW6zqpRdgx8Ow0OWIOY4Lq13MqP8B/++eDEwk5Vft2iwc3d5SXX5n/SYlZkiUVCgXKO+/HxcUFQHFxsTmakWpAAd50Xbt2Xb58+YIFC27evDl06FBfX982bdqwaaj09PSbN2+K+aIrVqwIDg4G0L9//7i4OAAdO3Z84403LNh5QkgFbfk9PTGzqNre7r19N5/2VESoWab9PD09MzMzCwsLDa6z0bY4Fq/aZqQaUIB/LvPnzw8ICPjkk0/i4uLS0tJY2p0+V1fXjRs3TpgwQf/ikCFD9u7dqz/cJzXaluP/+BdZKrcDENareZW/0cao8+zBjBFdAWyI/APAeyO7iU9JbHSlk9i+OBrWVw1dBnut1aBBg8zMTJYbpI8lAovZQlXbjFQDCvDPa9iwYaGhoQcOHDh27FhSUlJSUlJJSYmfn19AQECnTp2mTZvm6uoqNl66dGn79u1btGhhwQ4TQog+dqxGRkaGwfUHDx4AEBOMqrYZqQYU4KsAx3FjxowZM2bMM1sOGzasGvpDqplWoyuy7ejVCIDiyWMAX/94GYBWXQrA1lV35qlEKgMwrUdTgzt8cywegLZUofuakwAArwWgVasB4J9ZV5t+uAhAaiMHsPGHPwFAIgGgUSmFN7Kpus9X55kzg71yzNOLwMDAn3/++cSJE+PHj9e/fuLECQAdO3Y0RzNSDWiWmBBCjOOt6U/VCw0NBfDTTz/pZ8BlZ2efPn3a3t5eXGGs2makGtAIvgokJycnJSU983f8spUfiFltEFashQJeHKr6zBU2TJfKdSvfGlUpAGX+YwAOXg0hDNa3nbyte4FecvTmn64CkMhsAEgkUgC8MOxmF5UFOQAcPBsAUJcUAeC1Wt0bqZUAeI0GAM9rxTtotbotW++O6FqFH7Ouq+1r8D179uzatev58+fDwsL27NljY2NTXFw8evRopVI5bdo0VvCjypuRakAB/rmcO3du0qRJFTz71Vpm+QghlWGugbM12bNnT3Bw8Pfff3/06NG2bdtevnxZoVD4+/uvWrXKfM2IuVGAN11KSsqrr76qVCot3RFiiB2QKhVSytnKtzj8rULvDHkR4io4wEltALR8bTKAAU63IQzxbV10JUIVT7IAfPNzAQBwHABOIgHAyWwAcBphlzPPA7BxcAZ0scXOrR6AkpxM3RtxHACJTA4hA4At9nPmKYRS5/EsH8IKmOs3DT8/vytXrnz66adHjx6NjY1t2LDhyJEjFy9erJ8jXOXNiLlRgDfdkiVLWHQfOXLk9OnTmzZtSjvfCKmFassQPisry8izDRs23LJlyzNvUrXNiFlRgDfdhQsXAAwfPpyVniWE1ErPeRZ7FbKKTpCagwK8iXiev3PnDoDp06dbui/kb+sPnIWQ9cYJEyos++HtwR3M9KZSmW4tQGZrD+De71EA/ts4AIBaWQzAzbMda6Aqzgfg2qQNhEn14ux0QDexzknEHDwegFZVCkAr1wAoLcoHwEl1DSSQQ6hmI0zX2wLgeV2SHUswfI9S7aqE9STZWUcvSE1BAd5ERUVFpaWlALy8vCzdF0KIOVlPgCekMijAm0gulzs5ORUWFl6+fLlLl6rceUUqbuOhCxAGvlqNGkKZWB3h32RxXFvlhGo2ukI3ts7uAHw69gbw4K+TAGzsnQCoi3UnaNk4uAAoykwFoFYqAKgVRQDsPbwB2No5sWaqkkIAUhsNhP1vGpWCfRLWgO2jY39/2fwEr9sgp9top1VR7mfVspIAbyXdIDUDJYWZSC6Xjxs3DsDatWvLHqtACKk1eGEMb/E/hFQKjeBNt2bNmtjY2CtXroSGhm7YsKFNmzaW7lFdwQbuANjiNRvB29jaQ9gnxkbzGqHya9UWt9HHBuj2Hj7sy7y7NyGc+OLWNBDAk3s3ASjydNnLulV2TgJhskFmawdhDoBtewN0RWrlzu7iS3S74GxkwvMaAFK5PQBeoxbvIM4lvDuMjpmpOtYTXa2jF6SmoABvut9+++3jjz/++OOPT5061b59++Dg4ICAAB8fH6FumqGIiIhq7iEhpCrUln1ypI6hAG+6IUOGiI81Gk1MTExMTIyR9hTgn4eumAxbbxaGU2zwynLQdTnznATCANdg4M7G/TOGv1yFvWKHu5QW5rEvvVp3AZB5PQaAe/P2EArUFD/WVbDRlJYAUBbkApA7ugKQ2TkC0CiLoJdAwAbinFQGwMGzHoQ1dfGDa9U8hJx8NsRXK4rLfmRSJXjrOWyGfs8glUEB3nROTk6W7gIhxPx4WMsUPSGVQQHedAUFBZbuQp1jcAqqVqIGwLMDVW3sIKy+sw3iIjb6f/6x+9eH/wKg1aoByB1cAHi37w7gUfw51oDNHDTq3B/AoxvnAMhsHQHYuniwBmqFDQCPlh0B5KXGA5A7ukCoZVtamKv7XGoVALmTK4SzZKS29hB2xkOYrmCj9rcHmWt/PxHQFD2pkSjAE0LIM1B4JzURBXhCCDGK19b6w2ZIrUQBnli7b36OA+DRogOAggfJANQKXeEBdkAcJ5NBKArLtjBo1f+Yop8xrGpSz94ZGgTg68OxEKbH0y8dA2DvVp81YPvcCjNTIRzWzubSVUW6QjcSGzmEOjYujQPEBoWZd6GXZMcm5JX5OXoX/7E1Q/kkG8A7QztVyeciz2YlgdVKukFqCArwFbVt2zb2YMKECfb29vpXKujNN9+s+m4RQsyO1uBJjUQBvqLCw8PZgyFDhrAAL16pIPMF+Lt37x48ePDOnTuZmZmenp5du3YdO3aso6OjQTOFQrF3797z58/n5+e3bNmyY8eOo0ePlkqlpjWrNm8NaAchUc7G3hkAJ9H93HJaLf45VmakcnnZ+1QV9u4yOwcALo39IdS3AeAZ0AlAxqVjANybtxOfYofQQMiYU5cUQtj5xrbM8brcQKGkLkusk9sBKMpOB2Dn4gVAZq/buPFOd1/zfUBigOrckBqKAnyNd/To0S1btqjVarlc7ubm9uDBg6ioqLNnz65YscLT01Nslp2dHRERkZKSAsDV1TU+Pj4+Pv7q1asff/yxs7NzZZsRUofwPK3Bk5qIAnxFZWdnswceHrotT9ZQgj41NfWbb74B8Pbbbw8cOFAikeTk5Kxbt+6vv/7atGnTJ598IrZcs2ZNSkpK27ZtP/jgAy8vr4yMjGXLlsXFxW3btm327NmVbVb92HCWjXGFo1bAcRIAWk0pAHuPBgCKsu4DgLYq/x3U1dgR1vJVikIIq+lP7iUAkEh1f49yk69BGI4XPkwF4OTdBEDBw1TWQGbrAEBZkANhyx8b02vUpQCknO7YWRtHVwBSGzkAexs7AMonWQCmhDSsws9FCKnd6LCZivIUiJVoHSvJHL3avXu3RqMZMWLE4MGDJRIJAA8Pj4ULF3p7e1+8ePHRo0esWUJCwvXr152cnBYuXMjOt23YsOHixYulUumpU6eysrIq1YyQOoW3GjSAJ5VCI/ia7fbt2wD69Omjf1Eul/fp0+e77777+eefJ0+eDODcuXMAOnfurD/N7u3t3aZNm7i4uPPnzw8dOrTizarZpuiLEE5wYefHOHk3ZU+xpHr3Fi9AGDGzYfG7oVWZXs5xuvyDb45eB+Do1QhCJrytWz0ApQW6UrV5KdchVJ+1dfWCULKGvQTCBANroAU7YMYGgExuJ94TgEZZAsDBqyGA3DtXAbw3KrgKPxGpHOtZhCekMijAV4H09PQ7d+7wz/onoGfPnlX7vkVFRU+ePAHARtv6fHx8IIR/AHfu3AEQFBRk0CwoKCguLo49W/FmhNQxlEVPaiQK8M/ljz/+mDx5clJSUkUaP/M3gMpydHR0cHAoLi5+9OiRr+8/0qozMzPF/wLIyMhAeb8HsCvp6emVamYgJyenpKTE4KK9vT1LvOc4juO450nCfzf075NPv/7xMgBl/mP2JTuvpYhtIreRQ0hur1rifMCmHy4C8PDrCCD71iUImQE2DsKEB8cBKC3KB2Dn6gmg6FEaABffAPa8nVt9AOqSAgDqkhIAEhsbCMkEts7urBkruMsy8OvI2N2C2zSeiUrRkxqKArzpkpOTe/XqVVpaasE+tGzZ8vr168ePH9ffg6dQKI4fP84esCtFRUUAyqbBs/NyiouLK9XMwIoVK06ePGlwcdCgQUuWLBG/lJtz3xqpBdzd3S3dBSN4gLLoSc1DAd50S5YsYdF95MiRkydPbtKkiURS3UmLkyZN+uijjw4fPmxra9uvXz9nZ+ekpKQdO3awhDitVvevkkqlAsC27+tzcHAAoFQqK9WMkLqFZuhJzUQB3nQXLlwAMGLEiIMHD1qqD23atAkLC9u1a9f+/fv379/PLspksqFDhx4+fNjOTlf61NnZOS8vr+xEOhuUi0P2CjYz4OfnV/ZgvZYtW7JfF2QyGc/zGo2mvJdWCEuyYxP1Tj7NABRk6NZE7FzrAZjWs5nJN6+Ud4exxQINgG1pzhCOd1Mrdd8xtkAgtbEF8OT+bQj74p4IlXDkTm4ApLYOEKrWsCq2ivzHECrvApjePxAA0LQ6PpV1YD8tZdnY2JR7vXpZS/66VXSC1BwU4E2XmpoKYPr06ZbtxrBhwzp06HDixInk5GSJRBIQENC7d+/U1NTDhw+7uLiwNh4eHnl5eWU37rMr4uxoBZsZeNp3gFUOcHV11Wq1dLQuMY6li5ZVNiPEAqwni95KukFqCArwpnN2dlYoFNbwD1CzZs0M6uZevHgRQKNGut1Zbm5uAHJycgxemJubC0AseFfBZtWMjd23/pIAQFOqhN6+NXOM3TdFXwLwbmjnsk99H68CMK6tDYRqNmzbm4OwC87G3hGAqqQIgLNPcwC2rp7Qq4STdy8BAKfVAOA1KgAye0cIm+Xe7ONf5R+HVAHrCfCEVAYVujFd586dAVy+fNmCfUhPT09KSio75mbLB1266E5Ra9KkCYArV64YNLt69SqA5s2bV6oZIYQQ60cjeNPNmjXr6NGj69atmzBhAsszr37Hjx+PiooaOnSo/jx5cnLyzZs33d3dg4N1O6y6dOly6NChS5cuKZVKW1tdPdT8/Pzr16/L5XJxg34Fm1Wzbb8mASgtzodQqva9Ed2q9i22n0qGcO4LG7vrL/yzDgB481U/AFtPJEI4LpadLlOS80D/bvbu3gCU+dkASnLYTkXd+I9XqwCUFLBzYO0BcBIpAI1KAWDDwXOsWR3ZGldT8HzV73GtHvXq1RNrbJfr0qVLnTp1AhAREbF48eJy2yQkJLRq1Ur8sqio6JNPPomKisrOzg4KCurXr99HH31kHakSxBCN4E03cODADz/8MD4+PjQ09MaNGxbpQ8+ePSUSyZEjR2JiYgDwPH/r1q3PPvsMQGhoqLi3uF27dq1atcrNzV23bh3Ld1MqlcuXL1epVD169BDL6FawGSF1DK+bpbeGP1VKDMzJyckVaZ+WlhYSEvLll1/evXvXwcEhJiZm8eLF/fr1K7uuR6wBjeAratmyZWUvOjk5+fn5nTp1qn379q+88kpAQICvr+/TSnYsWrSoynvVokWLSZMm7d69e9WqVZs3b+Z5nqWz9ezZc+TIkfot586du2DBgpiYmNjY2CZNmiQnJ5eWljZs2HDatGkmNKtObNy840wqzJYwr1YWQ79eDSCzdwaw9ZdbADRq3f7AH7N8AEikrD5uewC5KdcB+AaHsgasMC07DZaTygAoch9COAgHgLa+GkBJzkMAakURgJLcTADvjehqjs9FqkhN3SfHEoHLiomJGThw4JAhQ1544QV2hdWp/PPPPwMDAw0as12yzJQpU65evdqjR4+9e/f6+vrevn17+PDhZ86cmTNnzq5du8zyGchzoABfUfons5Wl1Wp/++233377zUgbcwR4AKNHj27RosXBgwdTU1O1Wm27du0GDhzYvXt3g2YNGjRYu3btd999Fxsbm5SU5OHhERwcPH78eP2/vRVvRkjdoTvopQYqd9ZNqVTOmTPH3d198+bN4kU2gg8MDDQyUffHH3+cOnXK3d09MjKSpdz6+/v/+OOPAQEBe/bsiYiIYEk8xHpQgK8oS62yV0RQUFDZAvJleXh4zJw5s6qaVTOzbnZnG9A1pSUQpgrYBneWFc8G6wAeXD4FwLkBSzbkIBwbw/ayA3Bu5AfgXkwkhC37du4+AEqLxD1gHACvVp0BZCf8CeEcmi2/JAAoLfjnPCcnAQ3urUJNHcGXa+nSpQkJCbt3727YUHf6sEKhyMjI8Pb2Nr4Mxwp+DB48WH9DTfPmzUNCQs6cORMVFfX++++bteeksijAVxTt5CakjqpF8f369esrVqwYMGDAG2+8IV5MSUnheb5FixbGXxsbGwugf//+BtcHDBhw5syZv/76q8p7S54TBXhiYRsiz0E4iWfmqBAA6w/8rnuO48SLZvX2oBfEx7vPPwKgyk6HMNRmy+QA6rd7BYCdqxeAB5dPAnBu2BJA3t141qDo0V0AnFQKobwdO42GDfQBFKTfhph1z2shZOOzJABeqwsjnITG7laEB6ykkt3z/6Lx/vvvq9Xq5cuX619kC/De3t4rVqz49ttvk5OTfX19O3To8NFHH3Xs2FFsxk6nNDjXCkDjxo0BJCYmPmffSJWjAG+6tWvXAnjmrNSDBw/279/v5eU1ceLEaukXIaRK1ZZCN7/88supU6fGjRvXoUMH/etsAf7QoUOHDh2Sy+VeXl4JCQkJCQkHDx5ctWrV7NmzWTNWbdDDw8PgtuxKfn5+dXwGUhkU4E3Hfu6fGeBzcnJmz57duHFjCvCE1ETzhgU19io/BWfDkavRf1Zog1nF/W/BYBeH8k9fTMs2LGlVKQsXLpRKpf/5z38MrrMRvLu7+/bt2wcNGiSXy/Py8pYsWbJmzZp58+Z1796d7ZVnp1OWPZOClcR+2mmTxIIowJvdrVu3ALDj3Yg+sa4LAFsndwDrD54FdDPzADjhQWVtOXYDgEM9XQXZiUGuxttvPnINAM9rAUgkUgCOXo0BPLhyCoBHC90Efv79RABadSmEs9vdm7cHIJXrigLZ2DsDeHz7LwBFj+4B8PB7EYCDpy6bqbQwF4BEJgeQlxoHQKMqhbAMsTHqPGs2ozKT8+ybVg0LGXXW+iNXkx7klfuUQqWu8reb9tVxDuX/5H/2uumrNqyG1ZgxY1q3bm3wVFhY2KBBgwIDA8Xpdzc3t9WrVz98+HDfvn1Lly6NiooC4OnpmZmZWbZuJhu7lx3ZE4ujAF8JsbGxAwYMMLhYr149Iy/RaDR5eXkAGjRoYMaeEULMpqRUlV9cfWclFxSXPu0p7XOsFGzcuBHA1KlTyz7VoUMHg0l7Zvr06fv27ROrcTdo0CAzM/NpZ1XQP3FWiAJ8JajV6rJ1H41XghS99dZbZuhRzaZfkJUNQ1ndVlaPFsB7IytUsZWdQxPeT29cwgFA8WNdBdlN0YkQ6s6WiyXZ7TqbASEtzrmRPwCJjRxCNRsIw/HCB8liJ+9fOKJ/H4lUCmHigZW70aqUAHKSdAnGrHIt2w6n/0/1puhYVGbgrvt2cRyEjDz9byCEs3Bmjn4FwMZDf4rNeHZurzg1wvMAZox42eD+Xx+O1T2v1UJIgWT3rItldGv+Gvzdu3dPnjzp4+NTNgfeCJZX/+DBA57nOY7z8fEBkJGRYdDswYMHAMRNd8R6UICvhEaNGumXu1m6dCmeVQAHgEwmCwoKGjp0qHk7Rwgxo5od4Hfs2KHVaidOnFi2zmZ+fv6OHTtkMtmMGTMMFsXS0tIABAYGsuuBgYE///zziRMnxo8fr9/sxIkTAPTz7YmVoABfCY0bN46IiBC/ZAFe/woxmf4GOSfvppV6LTtDVh9b5BZPcc1Pv12R+xRlpQFoENQXQOGDOwBavjYZQNrZQ6wBG47LnT0AyGztAeQkXYFwJiwATakCgHODFgCKHz+EUM1GrIPGGrAv2Jk07Apbmy+XLi8BACAuzUpt2Ko/D0Cr0UA4cJbjdKdLaHktgK9/vAzAwbMB/lFsR1dSV7wPG+JLbe3EO8jsdDll6tISANCwlWYp6uaSv/VUsjO1F/v37wcQGhpa9ilnZ+dly5ZlZWW1aNFi4MCB+k/t2bMHQLduurOdQkNDV69e/dNPPxUXF4ulLbOzs0+fPm1vbz9hwgQTO0fMhg6bMd0777zzzjvvWLoXhBBz463pT6Wlp6ffvHnTxsbmpZfKWaXiOI5VrpwyZcrJkyfZxaKiosWLF2/ZssXDw+PTTz9lF3v27Nm1a9eHDx+GhYWpVCoAxcXFo0ePViqV48ePd3NzriF2rAAAIABJREFUM/G7S8yGRvCm27Rpk6W7UHuwsbv+mjEAwLCkRrkkclsAW47fBDD9tTYASgvzAEikuh9vB4/y03++OapbXHdq0ALAjOFsKboAwPo/4wEo8x+LzwJQK7IhLNKzjHrXpm0A2Di4sAZZ8efEp2R2DgA0KiWE9W8A7B9oWyc3sZOsxA0bEP+9rUDy90yp7lNwEuhtK2B9YEn7qpIC8bFaoctwlrp4Qlg1Zw3+eR+hP3qr+GxYb8Nq8ghvxF6l0WoASKTs5DEOQnmiCiZJ1Hg1vJIdC9tBQUH29vblNli4cGFBQcHnn3/et29fDw8PFxeXe/fuabVaT0/PPXv2eHt7iy337NkTHBz8/fffHz16tG3btpcvX1YoFP7+/qtWraqmD0Mqg0bwJnr06NHmzZs3b97MEkwIIbWXxUftpg/fIayRh4Q8dVVFJpOtWrXq8OHDr732GsdxWVlZnTt3njVr1o0bNwwm7f38/K5cuRIeHu7s7BwbG+vj4zN37tyLFy/qV6cn1oNG8Cby9PScOXOmWq328vIaNWqUpbtT83EcgPUHzgKYOfoZ67ubf7rKHrBUdvZfmb0ThPRvtqOdXQGgfMJ2OtTDP4+dtXOvr3/bnTFpAGxdvQB4tw8BoHjyjy0SirwsAE17jALgWK8xAEXeIwDKJ7oiBx5+HcX+FGWlA5BLJNArdsuGvyw1ndElHxw8C0Amt9f/XDIHZwjL5GwFnQ39AUht7SGciGOrP1hXFOnuwNaMeR7CwbVCPrwGwrE60Jt7gLDAr6uwa6MrtMI2/evG8Xq5DmK6fl3A62VR1ES7d+/evXv3M5sNGTJkyJAhz2zWsGHDLVu2VEW/iNnRCN5EUqmUHZyclJRk6b4QQsyJbZOzhj81eqmAVDsK8KZbvHgxgK+++oqKMBNCCLE2NEVvulGjRn311VezZ88eOXLkunXr2ICeVJb+NrBnTs4zbw/WVd3a9msShFQ4VdETADaOrgBknARA4YMU1kx/Ilr/XPnJXXXZQ3susLn30QBuRW8E4NasLYDChykAZLa6HUGsQX7632+qVhQBcPFtxRqw5DU2ncty1gofpgIwKJPCMu80yhIAGw9dAGDLtt4JawpSmRzCFjVtqRKA3NEVehPj7Hg6ZakCgEQiAaBRqgDIhU/K9vKxeXvdfVR6E+xC+iGbgWcpe6w/Ng7OECbqxU/Eth2yKXpdwmBNnrKuLN5qtslZRy9IjUEB3nTHjh3z9/dftGjR//3f/7Vv3z4kJKRFixa+vr52dnbltl+0aFE195AQUgVqfiU7UjdRgDedQV36mJiYmJgYI+0pwJdL/5yVDQfPAnivwkVUWJUYNpx9a0A7AJuPXgMALQ/A0bsJa1b48K7x+7ARbcqv30EYXrPytI71m0LYzwYhV6604DGEOrgszU1MmmOj26LMuwAU+Y8B3ZqpRCgf5uDVEGJCnFQGwMbRBcIkgbgfj2XtqbOLIAzrdXcQtrfZ2DtB2DWnq2DDcRDOpwdQlHUfgFxvPx47pZ69tY0wVcBepSouAMDJbCDWwOF1n0hq64i/M+9sISQAarVVf8iKFaPFb1IjUYA3nUxG3z1Caj8K76SGohBlOlbLiTwntjVOZu9owmvZqF2fRqkAYOviAb2BNavVasSkzu4AAPbflgC+/esJhAE6J+wZY0vyckcXAF6tuwBwbdIGQOa1M6wBG/66Ng0EIM95CGF5W1WsS8NkS9r5j9IAONZvAoDXqiEu2wvL5OxVbBcfu6ewUU2h+5ilCvxzFx/rT3F2OvuSLaWzGQXXJq0hpA5IbeygVwJIV41HWQJhPkDLdh4Kt1UW5EIY8bOTbVm13BnDuxj/ltYqPC9OaVga/aZBKoECPCGEPIuVBFYr6QapISjAE0vj2H846KXHm8yxvi8AZUEO9MapbI1585FcCIP7qa80LvtaVuiGFclhL2F5401eGc4asEq0LHO+tPAJhENi2IAbQt0bdlBsaVE+hPG3OPJmS+BsJZ4lxrMRvL1nAwAFGcmsGatd4+TTHMKgnJ0wqxGG+OwcW7dm7QDkpcZBOMRW7sQmIXTp8QxL+HdrFgggP+0WAE5YXWJZBbqTZLVaABKWqC8RIomMx98zEBz0MvDrEpqkJzVSHfy7WvU0Gs2+ffvOnj17586dO3fusOLMAQEBXbt2nTx5Mi3VE1KjWc82Ofo9g1QKxZ7ndejQoYULF968eVP/YkZGxpkzZ7Zs2bJixYqVK1cOGzbMUt2zfsLe8apZ42SjVTu3etDbNc6SwJ1Ycdl/Vp9l2GZ04bAZQNgZb+/hA72zXJv1Ggcg68Y5AM6N/AHkpcYD4DW6bAyWr+5YzxfC+FtVUghAIZSqZcvYrGNs/Ztt3C/Oug9hdkF8X3ZoDZsPYAFGPCTGpXGA+O66Y2dVSujNJcjUDhAmG9iYu+hRmvjW7J4ApHJ7CJVrWXo8xw6i5XRJ8qw9S7Dn1SrUtdV3hrbJkZqJAvxz+fLLL+fMmcMeOzk5+fv7N2vWTCaTpaSkJCYm5ufnJyYmDh8+PCoqavjw4ZbtKiGEkDqFArzpEhIS5s+fD8DDw2PRokVvvfWWk5OT+GxJSck333wTERHx+PHj8PDwLl26NGzY0HKdJYSYireaw2asoxekpqAAb7qvvvpKrVbL5fLo6OiyRzHa29u///77Xbp06dWr1+PHj5cvX75u3TqL9NPK6SbnOe5ZDStEf+Pc4Uc+7MGTuzcgZKuxfV/bTwPCDDYA9+btxVex6XpWqjY3JQ5A897j2FNpfxyGkJJmryiCUMMVQt6Z9ws9AZSwGjhqJYRkN3GbnMTGDoCTTzMAzo38IEzOs2Po2NnwAPJSb4hvpNWoxcdSoWguq4DLJtUZNpduL2wIZMsKdm71IUz1s8S9kpyH0Kvdy87HY4sFrNavljPIpFMDkErsALw9rO5NzutQkh2pkeiwGdOdPHkSQFhYmJGDlrt16xYeHg7gl19+qb6eEUKqkMUPkaPT5IhJaARvuvv37wPo1q2b8WbBwcEbN25kjcnTSMyw+Wpo/Ye6R/VZ8pqH+NSmHy5CKOoC4PUODhAS69ybtwNQnJ0BoXqMmKznUK+R2ECrVkM4z4YTKtHmJl+FMLxmNXBKWaEYYcTMitE6N2gOobyMrWs9CGluYpkaT/8gAJnXY8R3t3V2h96QnVXnZf9l3zpWNkeZn8MasGy7gowkABJdiVkthPkATYEubZDVw9Hf7KdWFAOQ2ummCnTb7SisEFIDUYA3XQWX5Vgza1nDI4RUEg9tVe3yeE70jwipFArwpmvUqNHt27f/+OOPyZMnG2n2xx9/APD19a2uftUwusNmDl2onrfbcvwGhMq401/7xwm/b7xcD8CGqPMQqtAUZaZCr4Is24N397eDEAfEKiWEXXkA7Nx9IJTLfXzrEgDnhi0AeLZ6iTWQO7kCUBXlA7qTY1gVWBWvBWDn6sWasZkAtvvOxtENgNTWHoBb07b6PZHKbSFU1GGjf1ZpB0JpHbYHT6u3g451QNxuxw6qYZME7BOx82nYQB8Ar9GIT9VdNDVOaiZagzddv379AOzYsYOF8HJduHBh27ZtAPr27Vt9PSOEVDHeav4QUlE0gjfdRx99tG/fvtzc3NDQ0E8//TQ8PFz/JHiFQrFt27bPPvtMqVTa2NjMmjXLgl21TusP/A5g5uhX8M8iM2bF1pjfDe2sf/Hb2DwIw2JWN4atvhek34ZegdiGnfsDuPd7FACNSgHhXBm2mg4hXV9ZmAvAs1VnAB7+LwLQluruUJKTCcDJuymEFfTi7PsQDp8V1+DZyjd7u+LHGQDqt3sFQPFjXQOJjJ09o4RQV6e0MAd66QK6t8t9CKHsLqvww86lFZPk2XidYc20xQUQSuFCWL8XvwN1kxVVsrOOXpCaggK86Xx9fbdv3z5ixIjs7OxZs2b9+9//bt26dbNmzQDcvXv35s2beXm6c8RXrVoVEBBgyb5aglQqBcBxHMdxUqn0me1JXWbdPyE0dCY1EgX45zJ8+PBDhw59+OGHt27dysvLO3/+/Pnz5/UbtGrVavny5XWzjJ27u7v4WC6Xi4/ZIjcAG3vnKn/Tnb/fh1CW9b2R5WxwMBi7MxM7uQHYcSYPwsj70fUYCINscUH63tkoCOvWbJDNDnphI3III2NX39YQZgKgZSmWujVsma09hKmCx4mXIOxEZ/MK4riZVZD1CAgC0LTBaAiZ+eJ+ekevRgAKHqRAyMDXraZzujDJWrJMArYjgN2TDdPZrnrxo+mW5Pm/u6rLEhDS6c2xx8GA/k+L1aH4Tv5/e3ceF2W5/g/8MzMwwwDDriACbriAa4ppmkupx3LL0lO2fTXLcsvKzrHy5bFzMr9H86QtauV2MjF/9lW01GzRzCzFBZPUQkUQERBBdoZZmJnfH9fcj9OAyLDODNf71csXPM89z9wQenPdy3W5Jh7g6+uhhx4aN27cli1bjh49mpqampqaCiA6Ojo6Ovqee+55+umnW2yxmeLiYgC+vr5ms1mr1TZ3d5hTo5+Wqvz9/Zu4J9VxnhHeSbrBXEMLHXsalkKhmDZt2rRp05q7I87FaDQCMJvNZrOZPmbsdpz5J8SJ1uAZcwQP8KypzXl4YOM9nGa/Q7r1r01jSncDYNZD/QF4qDUAJoTlA9hR1hOiqlvh5TPUjDLFevm3AqDUBAGoKMgB4B/VjRpQthmZwhPioBqVnrPJKSsD4EFH47Ql+HOKWcosC0CblwnAUFIAIP2P4xC7+WjTn/RwOr1Gz6EvnNLmQKSkpfN7lBkXFjMAg1IFmxl4uUwGMW9P8/AeKl/YnAyklYhq1zVaFicZ4J2jF8xV8DE5xhhjzA1xBF9b9d8EVFhY2CA9YTV4YUzv2jeWUtWu3vkLABlkANZkAkBgx54AitLPwiZq0rTpCFGBhjajtY69B6IuO0SKWWsOnEoDRAn5rJPfUAOKsylWphQ3XoGhEJvsLGbrbj4qdVOSdQki1cz10wcB0AQAxPk3hacSYqOcOqgNxIY7iIQ2NCWgL84DoFD5QNTXUYmMOmW5GVJPKJcOzQ1A7MKbOb5f7b+f7sp5puidohPMdXAEX1tF9dbcXwFjrG6aPblN3RPdLFmyRHYbFy5csG1ZXl7+yiuvtG/f3tfXd+jQoUuWLKl2Y0QtmzFnwBF8bT311FOOviQrK+vQoUON0RlWG3RkDsC0eyOqbyHCMi+/YAAmowFi+Zkqt/pFdgVgrrT++0VFYujEmk9oFIC8lOMAWnWzZum5+vNuAKG9hgKwmCoBXPlxO2zKvCo8VQBCYu4GUHDpV4gqrrQSL6WdoT54ePkCMFkoKJdBVLuBqEVLWWio7CzNLmQc/j9qQHMA9AXKZDKI0DywYy8A5XnW74ya4nUAYl6BjtvRtAGzslZyc0lpaWm1aZaZmTl+/Pjk5GQArVq1OnLkyJEjRw4ePJiQkBAUFORoM+YkeICvrS1bttS+sdlsXrNmzaJFi+hTHx+ff/3rX43TL8ZYI7O4cLGoy5cvAzhx4kRsbKzdLW9vb+njqVOnJicnDx06ND4+PjIy8tKlSxMnTjx8+PArr7yyefNmR5sxJyFz3R9cp5WUlDRz5sxTp07Rpw899NAHH3wQFRXVvL1qevn5+QD8/f3NZnNpaal0ffXq1Y391msSjgKY88igWrbf9GM6AE14JwDqwNYArvy0EyJRjFSaxTskHIC+tBCiDqyMkhyIv0PUgG5ROG4tEtO+BzXQF+cD8PTxg8iEQ4vi1rKtYnM7vSPF3BRS03vQGj9E3llapG/V7W4ABZd/g03ZG3pg1on9sJmBACD38ASg9LVuKKF3p7MAMrmHdAUiM0+TrcHPnTu32ushISFN04EaPPGvLefSc5q7FwCwZv7kIb06OvSSiIiIrKyssrIyHx+f27U5duzYoEGDAgMDL126FBwcTBfT09O7dOliMpmuXLlC/3zVshlzHrwG35BKS0tffvnlAQMG0OgeGRm5e/fu3bt38889Yy6Mpuid5D9H6HS67Ozs0NDQGkZ3ADt37gQwduxYadgG0KFDh8GDB1ssll27djnUjDkPnqJvMAkJCfPmzcvKygKgUCheeumlt956q+a/V6yR1DJ2/ywxlz6g5WfKFJuddABA6+6DAZRkXgAgE2nSKRSePrwDgM+OqQG06TcK0s5zQJt3DaL6C72KlsYp6AdgKCuC2MRurCgDYCgtAFCU8QcApY8fNaND9nQKvzwvE2JegV4OsaxOWweKrvwuPafkmnXbVNhd9wMI6dofQKW+AuJsPW3Xl6ra/HnF/VaqWrnHrdTCzJky2TkmPT3dYrF07HiHoD8pKQnA6NGj7a4/8MADhw8fPn36tEPNmPPgCL4BZGRkjBs3btKkSTS6DxgwICkp6d133+XRnTE3YLEelGt+jvacFuBDQ0OXL1/eq1cvX1/fmJiYKVOmnDlzxrbZpUuXAERGRtq9PCIiAsDFixcdasacBw/w9VJZWblixYrY2Nh9+/YBCAgIWLt27dGjR3v3duA0NmOMNQbaQr979+7XX3/9woUL/v7+KSkp27dv79+//3vvvSc1o0IAVbfB05WSkhKHmjHnwVP0dXf06NGZM2eePXuWPn388cdXrlwZFhbWvL1iEkpfA0Dh6QXAYjJC7DKr1OsAeKi8qIE6OByAsawI4oAcNQvu0g9A7m8/UbNn74+GOH1Hk+T0p5RBlva+BXeJg5gGN1dWQpypA1BZUQaxd6+iMBci9Q3lopFWWGnmvOTaRQDeweEA/CK7Acj/4zg1EGlu5QAsZgvEbj5rCTvgxm8/QVS11+VmQJSto6w49Ka33lEmB+Dp7QexyW7m2D51+Y67qWfGDPDz8ar21rbvk35IauDIddVLk3zV1S+ReCk9HXoURfCBgYGbNm0aM2aMUqksKip66623Vq1a9be//W3IkCH9+vUDoNPpAGg09tUd/fz8AEiVomrZjDkPHuDrorCw8PXXX1+/fj1NmkVHR69du3bUqFHN3S/GWMP76czl3ILqw9P0nJt1mDmvWfy3JzzFtg8708dVUwG5BtOnTx8zZkxsbKw0rx4QELBy5crr169v27bt7bffpp1xwcHBubm5ZWVldi+noFwK2WvZjDkPHuAdtnXr1vnz59+4cQOAUql87bXXFi5c6OVV/S/4rBnRUTEAHko1RGJaL/8QACaDHoC+1BrIUq5Wukg14HWF1yE2tflFdKZmn/9aCrHVLqz3MIgMNoYya6lT2lJHsTvtU7NYTACyT1hT1VIG3MK03wDQvi3aakf1aWg/HWA9pebp4w8Rzd+8cAqA9mY23af0OCZ9BURQThMPXqLYDKXLvXH+KMQWQqpVb9ZXwKY+vbXQuwUQJWdmTeDctPZSr904l5bdZG936o+M2916+oG7HXpU7969q10unDFjxrZt23799Vf6tE2bNrm5uQUFBXbNKLt2mzZtHGrGnAcP8A64dOnSrFmzDh6krOAYPnz4xx9/3LVr1+btFWOscbnqJvrbon31OTk5FotFJpPRwmJ2tv0vMTk5OQDCw8Pp01o2Y86DB/jaeuutt/73f/9Xr9cDaNWq1YoVK6ZOndrcnWrpKKENZWiZPdE+uHnhwV41vzz+lDWTV8HlZACeag1ELdeyG5kATDotgOn3dfrz6zQA/vvTEYjVdGmSlmq3WCNmuRwi6SwF6AAK085CBNA+rdsB0N7MgVibp3N6ACp1FQDkBh1E4VdaXKe3A6ArugERptPgQxMG5XlXqQH1QV90E2LqgiYeaCMCrC+ERWYGYDLqAcydNLjmb1eLRbvom7sXDispKfnvf//r4eExe/Zs2iwiyczMBBAbG0vXY2Njv/nmmwMHDkyZMsW22YEDBwD06WPdkFHLZsx58ABfW2+++ab0sZ+f3+rVqx3NyHby5MmG7hRjrAk4TwjvQDc0Gs3SpUvz8vI6duz44IMP2t6ixNv33GNd0Z8wYcLKlSv37dun1Wql/LX5+fk//vijWq1+4oknHGrGnAcP8HVBe1NZc5G2x1OUXDV2Jxt/SKUPjOXFAEyVRgDewW0APDO0HUSJFwC+oe0gAmvv4LYAHut+66/GR19ZfzNrFTsIog5sl7HPA7hx7hcAxZkp1ECh9AIAhQfERn36U8r8SgvhROUXBJHFtvzGVakbAPSlBQAMZYUAzEYDxEq8h5e37VckitPIIHa/S1lpqZMWswmASa8DoNIEADBWlAMwQ2/tsKdKegK7PecZ4B0gk8nmzp375ptvTp06ddu2bSNGjABQXl6+fPny9evXBwUFSUHLsGHDBg4cmJiYOH369C1btnh6emq12smTJ+v1+meeeSYgIMChZsx58ABfWwMHDmzuLjDGmoMFjuaIdRILFy4sLS39z3/+M3LkyKCgID8/v6tXr5rN5uDg4C1btoSGhkott2zZMmjQoO3bt+/fv7979+6//vqrTqfr3LnzihUrbB9Yy2bMSfAAX1vHjh1r7i4wqzuuFm86lAabAF3TtjOAovRzEFvltyYVASjK+J0a0BFwv4gu+HPsHn+qEEDbu8fQp1S7pdvEuQB+3/kexHH5TqOtuzGuHf0KouwszS7Q2nlw1/7UgI620/Z+2rXu17YTAG3+NYjAHUDh5WSIjLYeKm8A5bkZALwCW1MDqhZjMtCWeAtEsC7lsrWYKwFQaE7rrJSkVkT21hkF2oHPO+dr5kTVYh3shoeHx4oVK4YNG/bhhx8mJSXl5eXFxcUNGDBg0aJFrVu3tm0ZHR195syZN998c//+/UlJSeHh4Y888sjixYv9/f3r0Iw5CR7gGWOsZi45RS8ZN27cuHHj7tgsPDx8/fr1DdWMOQMe4BljrEauG8Kzlo0HeOa81uw8CrH3be7ke2v/wun3dQTw6RFr3piKmzkAIJcDeG5kF6nZptI/peYoy0kHgB5dIfbx0TT7U3HW6ulfD50E4OaFkwDC+gwHoC8pAHAzxboLz5oqR+0DILBjbwBmow6iQjyAkswUiBUByiNbcu0SRBk6KkgPwC+yK8SpOdpkR7vz6EwdxEy7XOEpfSw2ylkHAFHx3QJRTY4WLOigHa0OQEzsszuxWHhkZS6IB3jGGKuRa8/Qs5aLB3jmvOZMqlVZ96o2H82BTeZXyoRDZ9XWf/cHxHk2quxeLQqHqUrNV9et+V+zTuyEyGXb4f7HAWjzsmzfiHLHKjWBEPvp6I2UvtY03T6h7SHi5tKcdAC5yYcBBEX3hs0gYqqoAKDSBAEozDkLcUCuUifSgFsAkUUHVPZGLgOgDrJmE1P6BEDs2rMmzTVVQpSup711uP0JQ/ZnPMIzl8QDPGOM3YmTrME7STeYi+ABnrmhqYPaAFi9I40+VfkFAAjpGgfg+plDANRBYQC2nhaFrq/+AWD2xAHSE+bYnMRbt/8H+mDWhDgA/z18BaJgjG0+WgAd7p8CIO/3YwB8QzsAKEhNhlhHh8hlS+2pwGubfiOlNxKJa6zRdt4fiQACO/YCUHTlPKSpCGt9V2s+WspEq9IEQkwhACgpyoOYP6BMtPRMWrCf80gdp0ZaJovFWVLVOkUnmOuQN3cHGGOMMdbwOIJnbqtVjHWBmdK/ZJ38BoBf284Q4ay0PR59B9i9ds2uRIi8trRuDeDL7CAAbQfEArj87WYAmrbRALxD2lKD8rwsiDQyRVd+B+AVGApAX5xHDajkR1DnuyDCem1eJsS+eko3C7HMT5/SxnvpFrFG6l7eEMl2KI+NUWudk7CYTFKzOm9lYFZOdEyOMQfwAM8YYzXjTXbMJfEAz9zWY92tRVrX7b8OIKhTHwCF6ecgot41CZeoge2aNB2+p6Dcy7+V7QOptAwVelGovCGKtQR3s2aipfPuFH+XZKUCCGgfK10BAJgByGRyiHkFa+7YsiIAxgrr8XSaM6BX0Zl12j9vMZlt+0M5aBUeSgAVRTdQJYkvfS0inYAFwNzJXBPWYc6zBs+/ZzCH8Bo8Y4wx5oY4gmeMsRo5TzU55+gFcxU8wLu2p556qqSkpIYGK1eujI6Opo91Ol18fHxiYmJJSUmnTp369OkzefJkhUJh95JaNnM2a788ATFrbTFbAHh6+9ItKsv2eG9vAOh929QuaxKOAfD09YeYLactcuZKa1oYhacSgCIwFKLImzo4HEDBpV+pgUmvhTjMFjFwDEQmnPwL1ly2dKzOQ+0LIKTr3RBH5vJTTtj2hPbKUToaSlOjUKphk1nWWFEGkarWdnJ+04/p1EBXnIc/l63jyfk6s8B5pugZcwAP8G7Ow8P6vzg/P3/JkiXp6ekA/P39z58/f/78+eTk5DfeeEOj0Ujta9mMMcaYk+MB3rVt2LCh2uu///77P//5z/79+7dv356urFq1Kj09vXv37q+++mpISEh2dvbSpUvPnTu3cePGl19+WXphLZs5odkP1TfrqsovGGLXm5d/CIDCy2dsG7TuOQSANj8LYpse1XFXB1mL1pgM0mY66xE1s8kIkWMHQEn2ZQAB7WIBGMuLAFQUXAegiegMwFBy0/paa+YcGQBzpVHqFUXzADRh7QGUXr8CwDesPUTsLh2Toyllit1pwuCjr05CHJ+b/fDA+nyjWhyLmfIcOwGeSGAO4E12rs2rOgqFYsOGDb6+vnPmzKFmKSkpZ8+e9fX1XbhwYUhICIDw8PDFixcrFIpDhw7l5eU51Iwxxpjz4wjeDX3xxRfXrl175ZVXgoKsNU6OHj0KIC4uznaaPTQ0NCYm5ty5c4mJiePHj699M/ezdvcJiGjbL7wTRIBOa9gU2UOsl1MFlxmjugH4708ZALyDrSVeDGWFEEF54eVkiFXzoM59qYEmrCOA8tyr0lvLPb0gkt7oS4voIqXKoXKxVLpGHdgaojotYM1VS9VodAXXAZhNtDxvEfflEKlqPVRqABZPJQCT0QBg7ZfWPQGzH+pfz29di2CBk6zBO0cvmMvgCN7dZGTr5DEuAAAgAElEQVRk7Nixo2/fvvfdd5908fLlywD69u1r15iu0N3aN2OsZaFMds7wH2OO4Aje3axbt85sNk+dOtX2YnZ2NgCadbdFV7Kyshxq5jbiT1rXvKlq6sd7kgAYtCUADCUFAHzbdICIgwEUZ16AWOf+/NdSiL30pdnWX32Kr10E0KrbAIg5AEpWU5AqttlXGgB4B4UBKLueITWTKRQQgTsAr4BWAJQ+fgD0JYUQkbc11S2gp9V6iwWAT+soiC33uiLrMgpF7dYleZkMYuM95ejlNXjGWgIe4N3KmTNnzp49O2TIkA4d/lTpvLy8HEDVbfC+vr4AtFqtQ83sJCQkpKSk2F3s0aPHX/7yFwAKhUIul9MTGLsd5/4JcZ5UtU7SDeYaeIB3K5999plcLn/88cftrhuNRgBqtdruure3NwC9Xu9QMzvHjx8/ePCg3UWdTjdhwgTpU+c8Rk+L5QCAYOki1WBVaoIgol6ZzNr5GX+JAbB293GIbe1PD2gFUUAWIhtuXspxAIEdegAoSD0D3Iq8TUYdgOKr9PuQDIDZXAlALlcAUIiMtrTqTzMHRm0ZRGhO8TcAmVwBscFeezMHgJzmAExGaqAv1UHMTJDVO39BlVy2zsPLy6u5u3BbzpSqljEH8Bq8+0hMTExNTb3nnnsiIiLsblFQXlFRYXedgnIpZK9lM8ZamOZeer/1X3N/J5hL4QjefXz99dcARowYUfVWUFBQUVFRWVmZ3XW6EhgY6FAzO/PmzZs2bZrdRX9//6KiIgC+vr5ms/l20/uNhHbF28avdtZ/nwJgxujuthdnju8HcV7cQ60BIDPLADw9wLop4Ys/zAD8o7rBJqzHrR3s0LTpAKAsJw2AvrQQgG+b9gBKrlmr2lgoKZ5MDlhX0OmKCZWwmX69eeEkAJnCE9IivUwOm9x8VOqGwnra/G+xHtS2ThVU/dqdNnYn9NNSVUBAQBP3hDG3wQO8m7hx40ZycnJgYGDVPfAQ/0oWFBTYXS8sLAQQHBzsUDM7bdu2bdu2bdXr+fn5ENOblSLbK2PVcuafEAvgNLGzk3SDuQaeoncTBw8etFgsw4YNk8ur+X8aFRUF4MyZM3bXk5OTAUg78mrZjLGWpfln5vmYHKsLjuDdxM8//wxgwIAB1d69++67d+/eferUKb1er1Kp6GJJScnZs2eVSuWwYcMcaub8qp2c/2hPEgBNm44ATLpy21vrvjkHkW2GDqSpNJ4Apt/XCUB8knX2WFeYCyCk290AjOUlAD766hRstrZV6soByD1VEBltdYU3ACiU1m8m7ZujLXLqwFCpccXNbIhZfQCQy3ErPa0nYN2mJ52jo1rycg8P6U+TXgdg5vhq5m9YffHgylwTR/Du4ObNm5mZmQqFonPnztU26NGjR9euXQsLCz/44AOTyQRAr9cvW7bMaDQOHTrUx8fHoWaMMcacH0fw7oCm0Dt16qRUKm/XZv78+QsWLDhy5EhSUlJUVFRaWprBYAgPD3/mmWfq0MwVUexO+93sQvznH+gBYPPRHABlOekQsfvGH1JhkyBW6RsAUa+lKON3ALMm9LN9zvrvTkGE10offwAmQwWASn2F6EMHiOI02pvZgDU0p6y0VI4WQKVeK92aOe4u6fm0eRCAWIuVQWyvm3On3DVrdh4FrHMDd2zMbDnTMbm6dOO3335buXLloUOHcnNz27Zt271799dee23w4D9tulyyZMnixYurfXlKSkrXrl2lT8vLyxctWrRr1678/Py+ffuOGjXq9ddf9/T0rEPHWGPjAd4d0AAfGxtbQ5s2bdq8//77n3/+eVJSUmpqalBQ0KBBg6ZMmUJn3B1txlhL4jyJbhz2xRdfPPXUU5Tiol27dtnZ2WlpaXv37v3HP/7xr3/9S2qWlpZWm6dlZmaOHz+e/sFp1arVkSNHjhw5cvDgwYSEBKnyBXMeMqf5zZS5G9pF7+/vbzabS0tLpeurV69u4p7QSjmdNLMNi61BLeDfLgZiBX3avbeyCGz4PgW3irda8876hnUAUJyZAuD5Px+0I+v2n4WIwqkOjUxh/U26PC8TgNLbD6ICDS3VVxTkwCbQp9HEYq6EyEHr6eUDwCi2Djh05o1S3BCZSLlD5jwyqPbPaVRz586t9nrVxMlNb+KLy367mNHcvQCATUvmDL+7R+3b37hxo3379hUVFVOmTHn33XfDw8MrKys/+OCDv//97xaL5cCBA/fffz+1HDp06JEjR06cOFE1TvD29pZ+bO6///5Dhw4NHTo0Pj4+MjLy0qVLEydO/P333//nf/5n8+bNDfI1sgbEa/CMMXZHFuf4zzEbN26sqKgYPHjwli1bwsPDAXh4eMyfP//ll1+2WCwffvih1JIi+NjYWJ8qpNH92LFjhw4dCgwMTEhIiIyMBNC5c+e9e/d6eHhs2bLl6tWr1XWBNSeeomduZe2uRIhUr7pia+WV9vdNAXD910MAnr2/063W4kghLagHdugJYNOhNADT7+sIscX9uVHdqNm2ZC2A8twrANQBrW3e9Dh9YLGYIMLi1Tt+Aaw5baxr6oDCUwWgUqcFkPf7MYh5BbPZBFG6BiJdLk02mAw66YXSTADVxaGpBbpFT5j90J/2FtAUBS3tyz2UAEz6CunrAvDxntMAFCo1RBlcJ8+H0ywscJY1eEc7kZSUBODJJ5/08PjTP/WTJ09euXLlqVOn6FOdTpednR0aGlrzRtqdO3cCGDt2rG1KjA4dOgwePPjw4cO7du166aWXHOwga1wcwTPGWI2a/fj7rXPwjg3xRqMxIiIiJibG7jodgjWJDIzp6ekWi6Vjx441P41+XRg9erTd9QceeADA6dOnHeobawIcwTOXR3vLqRCLOrgNAENpAUTMCsBQWgi72B2AzWby//6UAbH7nSq62r7w4z3WXfReAa0BVBTdgNhmTxGwV1Co9QUWC0R47aHyAlB+IwNi2zwAk0EPQEYzByYLAItMDnFQXqpLSw3EqXeZdMssDtyLi2oAsJgBeKo1AD7eK+rSGvUAPNS+Uq+sa/nefhCb9iHOBVgPeVvMANZ9ex42cwnTh3N2Ixf25Zdf1nD9rrusBzQuX74MIDQ0dPny5Vu3bk1LS4uMjOzdu/frr7/ep08f6VWXLl0CQJPztqj4xcWLFxvhK2D1wgM8Y4zVyHmOyTVELw4cOLB8+XIAf/vb3+gKLcDv3r179+7dSqUyJCQkJSUlJSVl586dK1asePnll6lZcXExgKq75elKSUlJA3SONSge4BljrCZjhvV7YEj1KQIPHDuTdP5yw77dS0+P91JVn9DC20tVnydrtdolS5asWLHCZDK99dZb9913H12nCD4wMHDTpk1jxoxRKpVFRUVvvfXWqlWr/va3vw0ZMqRfv34AdDodqqsq6efnB1FzkjkVHuCZC7NOzptN0hV9yU2IfWfPP9iTLn6y72cAiOp9u+cYtaUQU+KUd/ajL08CmPVQf9tmdNxOLrf9W2MB4BPS1vbdzUZfAIbyIsA6+60vzre2thZ09wAg87iVG8RcWQlA4WkN0MTOOyNEqlpjBZ0ztO5n9vT1ByCDDGKanbbISQXjrbP91rjTAsDD0xfimJw6KIya0Uw+XaQCerSnj5LpAvhk3xkAL4y9NU/bAlVUGPQGY7W3DIbKBj8hX1KmNRiqL71Tn4mEHTt2zJ8/PzMz09fXd+XKlTNmzJBuTZ8+fcyYMbGxsdL0e0BAwMqVK69fv75t27a33357165dAIKDg3Nzc6tWm6TYnc/BOyEe4BljrCY/HE9OvpDeZG+3KeH72926u1f1uahrlp+fP3v27P/7v/8D8Oijj77zzjvt2rWzbdC7d+/evav59XfGjBnbtm379Vfrxo42bdrk5ubertpkmzZt6tA31qh4gGcujDLO0qY2quZOMT1tUos/eZOavTD2trE7MVZQUGIBoNIEA/BQqatrKAMgk9/KFUNv+vmv1pjG01sDQHszB2KLn9K/FQBdiTWCl865QUTbFJPJFWaI6jIQATRF4TQ/IZOpbV9O3aM9dJRJ13qyTmyOo+141B/iHdxG+hIgpbuRyQBo865Jb0eTH7TfECIPLqXsffb+6Bq+h+7MhRPZISMjY/DgwVlZWd27d1+3bt2gQQ6kNqJ99Tk5ORaLRSaThYWFAcjOzrZrlpOTA4DO2TOnwsfkGGOsZs2e36aOiW5KSkpGjx6dlZU1ffr0pKSkakf3kpKS999/f82aNVXn/zMzMwHExsbSIg4luTtw4IBdM7piu9+eOQmO4JkLs43dKbEMnTfzbhUBQFeUJxoG3+YBVgoPTwAq/xAAhvJiAM+N7FK1GZWWoUkCyiEzZ9IgiPw2AMqvZwHWlW/Ka0v/KCt9AqiByagDIFd4QsTcNHlgzWYjxd+VBkir5nIFxP4ATzr2Js65GcuLpb7RhIFCaf2VnWJ9c6URgFdAKwAVhTcgUgDRdYgNB7QkT32oKMyFzVwCabmxu8Q1I/hNmzZduHBh7NixGzduvF0bjUazdOnSvLy8jh07Pvjgg7a3tmzZAuCee+6hTydMmLBy5cp9+/ZptVqpOEV+fv6PP/6oVqufeOKJRvs6WB1xBM8YYzWxOBHHer5hwwYA8+fPN90GAJlMRoUApk6devDgQXpheXn54sWL169fHxQU9Oabb9LFYcOGDRw48Pr169OnT6fqNVqtdvLkyXq9fsqUKQEBAQ33LWcNgyN45sIodidzJw+GyBpL8a6u8Ia4aR+Arkk4CptSKyq/EIhF8Rce7CU1o7wxtgVb8edSs/QcejlE9E+pYSkIpj3wcrFhnsJ6qiFL055KTSAAY3kJRAwNQGGTf4ZWwWmxXDovoCvOB2CprASg8g8GUFlRBsA7xFopp6LwuvS+lK6HQnwK+qU3olCexg2zUW/zFtaRxOEhxT05zyK8A90wGo0pKSkARowYUW2D6Ohoyl2zcOHC0tLS//znPyNHjgwKCvLz87t69arZbA4ODt6yZUtoaKj0ki1btgwaNGj79u379+/v3r37r7/+qtPpOnfuvGLFivp9XaxRcATPGGN31Oyr7w7/knH16lUpGW3NPDw8VqxYsWfPnr/85S8ymSwvLy8uLu7FF1/8/fff7Sbto6Ojz5w589xzz2k0mqSkpLCwsPnz5588edI2Oz1zHhzBMzfx8b4zAGY/PODWpbjbbhim2J0SzQLwDgkHoL156/zPrqsaAL5h7aUnA5hZ5Tg4PWfdN+foU4q26Z9hSg1rjeM9/5SfhNa8tXlZAGRyMwAPL2/YnGKX1silZ9Kud6MUT8tkuLVJXib9KdXXUWmCpPctzboEwNPHH4Cu6FaeAIh4nd5CdJhieuv72FWvaaGseeBdTKdOnRyagBk3bty4cePu2Cw8PHz9+vX16BdrOjzAM8ZYTVxzfGeMB3jGGLsDl1yDZ4wHeOYmqs6f3xFNjAPWGW+VJlC6VZB6BkBwl76Qir/d3vMP9KAP6Kge7Vajg2qVegBQiJZ0NI42xMk9PCDKu9FM/q0wUQYAJp0Wtyq/UY4d6UmQXluWewViX6G0m8+nVSQAfUk+xDy89SSeUgWgUl8hvm7KeyOXmtGfsycOALvFaUJ45+gFcxW8yY4xxhhzQxzBs5bLWg1dFFb/n4G3jgMZtSUAbpw/ClGKBgD6Dqz5gXRUj3LgwGwGYIYRgLzS+hdNoVJDbGSjHXB0TM5sNADQlxZSM5NeB5GUxr9dLIC83xMh5gak12rzsyD209F+QLoCUZzGUFYMwGwyATCXF0PE7lLCHNpYV6krg8huK1WCZxKLhY8LMpfEAzxjjNXMedbgGXMAD/Cs5TKLY2mwJn7xk27RirWmTQcA2nz76hp3IJdDSnHjqYKUrEZMBnj5hwCo1JUDqCjIhVQ8RuwJoFQ5VMu15NoF6SUqP2tFzkqdVmpA6WZpDV6qRkNL6ZR4x/pYikFlcgBGXbm1p7RmbzFDHLqTK/jfhCqcaBu9k3SDuQb+y8wYY3fA4ypzRTzAs5aLEr5C2kyO1tKtOY/cA+CTr5NRh2VpWn2nnK+mSpvn/6mgC2WboU3ytBvAIIrHUCCukCsAyOQeELlxpBC//MZVAP5R3SCW2A2lBbAp80rhOO3/p9o2pkoDxEK7FKbT2j81M9M2e28/AFuOWxPmPD2glWNfu1tyogieMQfwAM8YYzXjNXjmkniAZy3RR1+dgk1GWIrXq3phTO+6PF0uByCDDICcir2K+I+WxmVyL4j1b5lMDsBk/FN5VjrvTuG+h9oXgKGsECJwB+AVFAax656qyFBjkbzWOutAn1qPyFPUTgVsRNEaWn2nMrVUCEeh9IIoYgsA4AjemcZ3J+kGcxE8wDPGWE0sgMU5hlYn6QZzFTzAM8ZYzXgNnrkkHuBZyxJ/qhAi04s0c77++xQAM0Z1q9szpap0tAlO4aEEoPC6tTVP5eNv28CmUL2VwtMTgL7kpvhUKXWS5t7pLJxC5UMNaM+eJqILgLLr6RAJcwwiVQ4l6qHJedpJZ9SVQezsk+rBe/gEQMzY05tSg/8ZeGu/IeNNdsxFcapaxhhjzA1xBM9aGNpWplQD0Bbk0LU5D98hB23NZB7Wv0eUuwZyBQAPpRpii5xUroZCaorj/SK7ASi/kQGg/EYmbPa+Udkbn9ZRAMrzMgF4hbQFUJ57xbbBtWN7AHgFhkJKuyvO41EmHNqsV6kvB+Dp5QOReEeqT28yVEBsrKM/n+znX59vhVuyWCzOkqrWOXrBXAUP8IwxVjPeRs9cEg/wrGV5qn8wAID+bFfPp63e8TNEFhoAZvmt024ym4S1UpEYirNpcZ3OrVFFGU+1BjaJboqvXZQ+pSoy1NhksD4n/+IpAGG9hgIou54BkeKGZiak96XTbvQWSk0QRKVaKfEORe284n4HzjO+M+YIHuAZY+yOeIRnrocHeNZYNBoNAIVCoVAo6GP3Q2lqpASxVLmVomdabqdVeSmCJ54+fpBKu8pkAIxUy1XUgFHY5K6hkYWieZN4Dm2ML8vNAKxb6o3lJbDNiWs0QCzVe1Ie3NJCiAQ4BpFXx3lid2f+CXGiNXjGHMEDPGssckroJpNZLBa5nM9rsJrwTwhjDY4HeNZYiouLAfj7+5vN5tLS0ubuTqPwbhUB28yvNlT+IQBMei1sirvQojgll6UasnTunJLmKkRVGzoQT4VhSrNTpZdIz5HZDIdUgtZcaQBQUXBddCwS4jQ8rb5LtyAie6dCPy1VhYSENHFPquM85+CdpBvMNfAAzxhjNbHA4iQ5Yp2iE8x18ADPGGM1cp5Mds7RC+YqeIBnrC7W7j4BceBNobIeTqMZe5O+AuLsXFlOGgBN22hqUHw1BUB5/jUAXv4hELlo6M+Km9nUzJrihnbhAQAq9VqInXQAzCYDAG3eNYisNZQ8R9oLRksD1L3KilLAmuGHevhkX85mw5j74wGeMcZqZIGzRPAcwjNH8ADPmGModhcRsxmwBscAtDeuApDJPSBqsXuHtIWI6XGrcowJYmOdSa+TnkP78iA2xNnum6MwnbbdQUTqMgVVlJdBnMpT+lp3z1H9eNqsR409ffzBsXsdOcsaPGMO4QGeMcZqxJnsmGviAZ4xx3iqfSBKvFCKm0pRfVUuVwBQqDwBFGf8AUAdFAqb82+0KE70JQWQZgLMJogMORAr5cWZFyDibwr3lb7W+JuO2xm1xVJPKrWlwK1iM3R2jh5Lwf20eyMa/FvRYrj2CF9eXr5o0aJdu3bl5+f37dt31KhRr7/+uqenZ3P3izU6HuAZY6xGrryLPjMzc/z48cnJyQBatWp15MiRI0eOHDx4MCEhISgoqOF7yJwJD/CM1da6b84BUPr4A6isKIfY/U6ZZSEiZl1RLgB1UDgAT29/ABWiLi0lo/Xw8oGUv1bswIdNHhvaHk85cKT1e4gisJBS5ZjNAHSUwUYmh001GrOpEsCsCf0a8utvqVw6fp86dWpycvLQoUPj4+MjIyMvXbo0ceLEw4cPv/LKK5s3b27u3rHGxekhGWOsZhZrEN/s/zn4m8axY8cOHToUGBiYkJAQGRkJoHPnznv37vXw8NiyZcvVq1cb59vFnAVH8IzdwUdfnaIPZk2IA7Dpx3SIYJ3KrZpMldSAisHIPVSQ9rEX5wMI7TWEGtCyOq3cyxQeEFVk6DkVRTesb2m+9e+4yj8YolQMrcQDkNEueto/T9VmLCYAZrO1iszsiQMa9pvQ4rlkDL9z504AY8eODQ4Oli526NBh8ODBhw8f3rVr10svvdR8vWONjiN4xhirkcVp/nNQUlISgNGjR9tdf+CBBwCcPn26Ib47zHlxBM8YYzVxnlz0jrp06RIAmpy3FRERAeDixYvN0CfWhHiAZ+wO5GIPHbEWZbeYIVWHkyus9ywAYK7UA7AOCRZAKv0uMsjSa+nIHD1BlH63jiJ0NM47JBxi39zshwcCWL3jZ2owZ+LdUn9W7/gFYrp+zqRBDfVVM8ld3btEhYdWe+u3P1LTr2ZVe6vOHrx/kPI2Z9hUno79i001+qrulqcrJSUldeogcxk8wDPGWE0emzDK8zYj68kzv1+4nNGwb/fXcSNVquoHeD9fH4cepdPpAGg0Gvvn+PkB0Gq1deogcxk8wDNWWx/vScKt2u1qADLIAJilevAWMwCzuRKwxu50kq0s1zoGKDWBAAxlxQAgxf1SyRmZdU+MqVIPsUFP07az1Gzu5Hur9mru5MEN9PWx6vXrFXO7W71iOt/uljMIDg7Ozc0tKyuzu06xO5+Dd3u8yY4xxtxTmzZtABQUFNhdLywslO4yN8YRPGN3QEVfIFLJWgx6AC+M6Q2xKO4hMtFS2E7hOMXuFF5vOHDBettUCbHibn0aHbfzVEHklwUg9/QE8MLYPhBL7OjDYTpzWFhYGIDs7Gy76zk5OQDCw8OboU+sCXEEzxhj7ik2NhbAgQMH7K7TlT59+jRDn1gTklmcJMcyczv5+fkA/P39zWZzaWmpdH316tXN16l6Wbf/LIDnH+x5uwYbDlwEUKnXQmSipZB9zqQ/xd9UcJby09Dud6pGU1lhXSttgWlq5s6dW+31kJCQJu6JOzl8+PDw4cPDwsIuX77s7W2dZ8rPz4+IiJDL5dnZ2QEBAc3bQ9aoOIJnjDH3NGzYsIEDB16/fn369OlGoxGAVqudPHmyXq+fMmUKj+5ujyN41ljcL4Ina3clQhxMr6EB5HKIlfg51TVes/Mo+OS6wBF8I0lNTR00aFBeXp6fn1/37t1//fVXnU7XuXPnY8eO2eavZW6JI3jGGHNb0dHRZ86cee655zQaTVJSUlhY2Pz580+ePMmje0vAu+gZY8ydhYeHr1+/vrl7wZoBD/CMOeaOa1o0e2/NinP71jw5zxhrVDxFzxhjjLkhjuAZcwwlpbmjmeP7QToRxxhjTY4jeMYYY8wN8TE51lhud0zOISqVimphabXaOhe/8vb29vLyqpqRu5bkcjmV5TAajVR/sw6USqWfn19hYaHJZLpz6+oEBgYqFAqLxXLz5s26PUEmkwUHB5eVlVGRsTrw9fX18vICUFRUVFlZWbeHBAQEmEymWv5I8DE5xuqMI3jGGGPMDfEAzxhjjLkhHuAZY4wxN8QDPGOMMeaGeIBnjDHG3BCfg3d527dv37p1a7W3Pvroo7Zt20qf6nS6+Pj4xMTEkpKSTp069enTZ/LkyQqFwu5VtWzGGGPMmfEA7/KuX79em2b5+flLlixJT08H4O/vf/78+fPnzycnJ7/xxht0Ds2hZowxxpwcD/Aujwb4d999NzIy0u6WSnUr59qqVavS09O7d+/+6quvhoSEZGdnL1269Ny5cxs3bnz55ZcdbcYYY8zJ8Rq8y6MBPjIy0qsKmUxGbVJSUs6ePevr67tw4ULKHBIeHr548WKFQnHo0KG8vDyHmjHGGHN+PMC7NoPBUFBQEBAQQPnFbufo0aMA4uLibKfZQ0NDY2JiLBZLYmKiQ80YY4w5Px7gXVtubq7FYgkLC6u52eXLlwH07dvX7jpdobu1b8YYY8z58Rq8a6P5+YCAgJ07d/7444+5ubkhISEdOnSYNGlSx44dpWbZ2dmoLq03XcnKynKomZ2CgoKKigq7i2q1mjbey2QymUxW5034crn1d9D6PISWKurfh/o/xPZRjqKvov7fB7lcXv9vBWXFr3M36vNVMMZqiQd410YDfGJiYmJiooeHh5+f37Vr165du3b06NFnnnlmwoQJ1Ky8vBxA1W3wvr6+AKQiLrVsZmf58uUHDx60uzhmzJi33npL+lSpVNbly7OhVqvVanV9nhAYGFjPPnh6etbzIf7+/vXsA+r9hXh7e3t7e9ezD/U8UqFQKOr/I8EYqxkP8K6NBnhfX9958+bFxcV5eHiUl5f/v//3/7788stNmzbFxsZGR0cDMBqNAKoOkPQPvV6vp09r2ayWKMKjqLHO0Z7RaKTSZyqVqj5DgkxW98KJZrOZfvXx8PCozy8Z9ekDgPLycrPZjPoNrvXsg06nox8Sb2/v+kwk1L4P0kZRxpijeIB3bSNHjuzXr19UVJQ0r+7j4/Pss88WFhb+9NNPX3zxxcKFCwFoNJqioqKqE+kUlEsDRi2b2YmOjq5a+rNTp062/zTX+Z/pgwcP/uMf/wAwc+bM5557rm4PqWcf8vPzx44dC2DAgAFr1qxplj4AeOKJJ7Kzs5VKJe2FbJY+vPPOO3v27AHw3//+t2fPns3SB8ZYLfEA79o6dOjQoUOHqtdHjx79008/paWl0adBQUFFRUVlZWV2zeiKNOVby2Z2ZsyYUY+vgDHGWKPgXfTuKTQ0FEBBQQHNhQYEBNCnds0KCwsBBAcH06e1bMYYY8z58QDvwrRa7Z49e/bt21d1RTM/Px9AVFQUzYVGRUUBOHPmjF2z5ORkANIcQC2bMcYYc348wLswtVr9xRdffPLJJ6dPn7a7dejQIQBdu2LnrVUAABHcSURBVHalT++++24Ap06dst0oV1JScvbsWaVSOWzYMIeaMcYYc348wLswmUxGm7/ee+89CrIB6HS6rVu3fvfddxqN5vHHH6eLPXr06Nq1a2Fh4QcffGAymQDo9fply5YZjcahQ4f6+Pg41Iwxxpjz4012ru2vf/1rRUXFrl27/vGPf2g0GrVanZeXZ7FYNBrN/PnzaU2dzJ8/f8GCBUeOHElKSoqKikpLSzMYDOHh4c8884ztA2vZjDHGmJOr16FY5iROnjy5d+/e1NRUo9EYFRXVpUuXxx57rGpOlYKCgs8//zwpKam4uDgoKGjQoEFTpkypmvOkls2axs2bNylFbkRERHh4eLP0wWAw0L4EPz+/bt26NUsfACQnJ+v1eplM1r9//+bqQ1paGm3viI2NpfRHjDGnxQM8Y4wx5oZ4DZ4xxhhzQzzAM8YYY26IB3jGGGPMDfEAzxhjjLkhPibHmtMPP/zw8ccff/DBB2FhYVXv6nS6+Pj4xMTEkpKSTp069enTZ/LkyVWLmNWymZ0rV67s3r377NmzRUVFwcHBUVFRkyZNiomJaco+nD59es+ePdeuXSsuLg4LC+vateuUKVOqpgRu1D7YfU9effXV2NjYJUuWNFcfGGMNhXfRs+b0xhtvnD9/ft26dVUH+Pz8/CVLlqSnpwPw9/cvLi4G0KNHjzfeeMO2rl0tm9n5+eef3333XUrm07p166KiIoPBIJPJHnvssSeeeKJp+vDpp58mJCQA8PDwCAkJycvLM5lMKpVqyZIltofxGrUPtgwGw6uvvpqRkdG7d2+7Ab7J+sAYa0A8Rc+ah1ar3bRp0/nz52/XYNWqVenp6d27d9+0adOWLVs+/vjjyMjIc+fObdy4sQ7NbBUXF7/33nsmk2nIkCGffvrphg0btm/fPn36dADbt2//7bffmqAPFy9e3LVrl0KheOmll7Zv375u3br4+Ph7771Xr9evWrWKfvNo7D7Y2bx5c0ZGRrW3mqwPjLEGxAM8a2oHDhxYsGDB1KlTd+/efbs2KSkpZ8+e9fX1XbhwIZW6Dw8PX7x4sUKhOHToUF5enkPN7Hz//fcGgyEmJmb+/PlBQUEAFArFxIkTH3roIYvFsnfv3qbpg8VimTJlyogRIzw9PQH4+PjMmzfP29s7Jyfn2rVrTdAHW6dPn967d2/V5EhN2QfGWMPiAZ41tStXrmRnZ6tUKj8/Pyp2V9XRo0cBxMXF2U7thoaGxsTEWCyWxMREh5rZSU1NBTB8+HC7teFBgwZJdxu7D1evXgXQu3dv24teXl4REREApAG+UfsgKSkpef/99wMCAmyXJyRN0wfGWIPjAZ41teeeey5euN3SLKWn7du3r911ukJ3a9/MTmVlZUhICA2ltiiSlqbHG7UPkyZN+vvf/071eSUWiyUnJweAVESgUfsgWb16dWFh4YsvvlhtBN80fWCMNTjeRc+cUXZ2NgCa6bVFV7KyshxqZmfRokXVXj9+/DiATp06NUEfqDKvLZ1Ot2nTptLS0nbt2sXGxjZBH8i3336bmJj44IMPxsXFURRupwn6wBhrDDzAM2dUXl4OoGp8TwVOtFqtQ81qIzk5eefOnQAefvjhJu7D8uXL09PTc3NzTSbTXXfd9eKLL0orF43dh+zs7I0bN7Zt25b2GFar6f9fMMYaBA/wzBkZjUYAarXa7joVtdPr9Q41q5ler9++fXtCQoLZbH7yySd79uzZxH0oKysrKyujpYHCwsKsrCwpDm7UPphMpnfffddoNL7yyisqlep23WvK/xeMsQbEa/DMGVEgWFFRYXedAkEpTKxlsxr88ssvs2bN2rFjh1KpnDNnzmOPPdb0fViyZEl8fPz27dunTZuWkZHxz3/+848//miCPmzbtu3SpUuPPvpoly5dauhek30fGGMNiwd45ozo9FpZWZnddboSGBjoULNqlZSULF++fPny5fn5+ffee+/q1atHjx7dxH2wpVarH3nkkTFjxphMpq+++qqx+3D58uUdO3Z06dLl0UcfrbljTfx9YIw1FJ6iZ86ItpEXFBTYXS8sLAQgJXOtZbOqbty48dprr928eTMqKmru3Lm2meOaoA+lpaVnz55Vq9V33XWX3a1evXrt27ePNqw1ah+ys7PNZvPFixelPQeS5OTkCRMmAFi5cmV0dHRj/79gjDUSjuCZM6LzY2fOnLG7npycDKBDhw4ONbOj1WrffPPNmzdvjhw5ctWqVdWO7o3ah4qKimXLlv373/+umiia1qr9/Pwauw9qtbpNFRRnK5VK+pTODTbq/wvGWOPhAZ45IzpFdurUKdvNWSUlJWfPnlUqlcOGDXOomZ0DBw5kZWXFxcXNmzePxrAm7kOrVq38/Px0Oh0NfrZOnjwJm+Gw8foQFxf3SRUvvPACgJiYGPq0Xbt2jdoHxlij4gGeOaMePXp07dq1sLDwgw8+oO3ler1+2bJlRqNx6NChPj4+DjWz89133wGYOHGi+TYauw8ymYzW+1evXi1l4zcYDJ9//vmRI0e8vLzGjBnTBN8HZ/h/wRhrPFxNjjWnp556qqSkpNpqcjk5OQsWLCguLvb29o6KikpLSzMYDOHh4StWrLDdkl3LZhKTyTRp0iRpFK+qTZs2n3zySaP2AYDRaFy8eDGN7t7e3hqNJi8vz2w2q1SqefPmDRkypLG/D9U6evTosmXLqlaTa8o+MMYaiuKf//xnc/eBtVwJCQl6vX78+PGUDsWWRqMZPny4VqvNy8vLyckJDAwcNWrUq6++ateyls0kN27ckPaoV0uj0YwfP75R+wBAoVDcd999fn5+dAi+oqKiXbt2/fv3f+211+xq0jdeH6rKzMz8+eefw8LC7r///ubqA2OsoXAEzxhjjLkhXoNnjDHG3BAP8Iwxxpgb4gGeMcYYc0M8wDPGGGNuiAd4xhhjzA3xAM8YY4y5IR7gGWOMMTfEAzxjjDHmhniAZ4wxxtwQD/CMMcaYG+IBnjHGGHNDPMCzFmfz5s2yWnv//febsas3b96kbmzcuLEZu8EYc0Uezd0BxhgAXLt2LSsry8PDo1+/fs3dF8aYO+ABnrVczzzzzIABA2puM2jQoKbpzCeffPL222+HhITk5eU1zTsyxtwbD/Cs5RoxYsSTTz7Z3L2oSVBQ0PXr1wH4+fk1d18YYy6GB3jGnJdMJgsNDW3uXjDGXBJvsmPM5RmNRq1Wa7FYmrsjjDEnwgM8Y4754YcfZs6cOXz48LCwMI1GExsbO378+C+//NJsNldtXFxcvGTJkuHDh0dERPj4+HTv3n3SpEm//PKLbZtZs2bJZLK3334bQH5+vu3u/fLy8mp30Ws0GplMtm/fvrKyshkzZgQHB/v4+Hh5eXXv3v3ZZ5+9cuVKtT0/fvz4Y489Fh4erlaru3Tp8vrrr5eVlV24cIHeIjc3t6G+RYwxp2BhrIX59NNP6Yc/Pj7eoRcaDIbHH3/8dn+VHnzwwcrKStv2P//8c2BgYLWN58+fLzWbOXNm1QbvvfeexWIpKyujTzds2GD7ZF9fXwDbt2/v06dP1deqVKqjR4/adX7FihVyuf0v9D179ty/fz99fP36dce+j4wx58YDPGtx6jzAL1u2jF7YpUuXFStW7Nq1KyEhYdmyZV26dKHrK1eulBrn5OS0bt0agI+Pz7x587Zt2/bll1/++9//btu2LTXes2eP7cMXLVoEICQkxPZizQN8x44dAcTExKxduzYxMXHfvn0PPfQQte/QoYNt+927d9P1iIiIRYsW7dixY+nSpT169ADg5eXFAzxjbok32bGW69ChQzqdruY2zz77rPTxRx99BKBbt24nTpzQaDTS9VmzZvXu3fvKlSs//vjjK6+8Qhe//vrrGzduANi9e/fIkSPp4oQJEx599NGYmBiDwZCQkDBu3Lj69D8tLW348OFfffWV1JkxY8ZMmjQpISEhPT09LS2NfgOwiN8eYmJivv/+e+k3jHnz5j388MMHDhyoTx8YY06LB3jWcm3cuPGOGeKkAV6v15vN5oiIiNmzZ9uO7gD8/PyGDx/+6aefpqWlSRfPnDkDQKlUjhgxwrZxx44dFyxYcO3aNRp960OhUKxZs8auMzNmzEhISACQmppKb7Fjx45z584BeOedd6TRHYCvr+/atWu7du1q4d15jLkjHuAZqxWVSnX16tXb3a2anSYsLAyAwWDYsGHDjBkzbG8tWbKkQbo0aNCg2NhYu4vt2rWjD6Rh+9tvvwUQGRk5ZswYu8adO3ceMWIEB/GMuSXeRc9artqswd/utRaLJSsr6+eff16/fv3kyZP37dtn1+Cvf/2rj48PgOeff75///5Lly795Zdf9Hp9A/ZfWvu3VXUnXWpqKoCYmJiqtwB07969AbvEGHMeHMEz5oDz589//PHHR44cuXjxYkVFRQ0tO3fuvHv37pkzZ16+fPnUqVOnTp0CoFKphgwZMmnSpCeeeKL+yelokuCOaICPiIio9u7trjPGXB1H8IzV1jvvvNO7d+/Vq1cnJyebTKa+ffs+9thjixcv/vbbb6dPn161/ciRI8+fP79z585p06bRYKzX6w8cODBr1qyYmJhDhw7Vsz8ymaw2zegXkds19vDg3/IZc0/8d5uxWvnhhx9ee+01AD169Pj3v/89atQolUol3d21a1e1r1KpVI888sgjjzwC4NKlS4cPH05ISNi/f392dvajjz6akpISHBzc2D2Pjo4+ceLEtWvXqr2bmZnZ2B1gjDULjuAZqxU6Pa9Wqw8cODBu3Djb0R1AZWWlXfuMjIyMjIyCggLpSufOnZ977rmvv/76ww8/BJCfn//TTz81er+Bzp07A/jjjz+q3VLwxx9/NEEfGGNNjwd4xmqFIuCOHTtWrf5isVhoid3W4MGD27dvP3Xq1KqPko7FFxUVNUJP7cXFxQG4evXqN998Y3crPT39u+++a4I+MMaaHg/wjNVKdHQ0gMuXL1P6GolOp3vxxRfp1LvJZJKu9+3bF8CBAwfoDLqtzZs30wcDBw60u2X7hIYybdo0f39/AAsWLLBNOK/VamfPnt0Y78gYcwa8Bs9artpkslMoFNOmTQMwZsyY9evX63S6+++/f9GiRbGxsQUFBb/99tv777+flpbm4+NTXl5+4cKFb7/9dtCgQRqN5vnnn9+zZ49Op4uLi6OTcq1atcrKytq5cyelfx81alS3bt2kN6LNbkVFRbt27erSpUtQUFCbNm0a5MsMCAhYu3btk08+ee7cuYEDBz777LO9evW6ePFifHx8cnLygAEDjh8/DkCpVDbI2zHGnEWjJsJlzAlJuehrw8vLS3qhbdpaiVwuX7BgwRdffCFdmThxIrV/7bXXbrd3feDAgUVFRba9+uqrr2wb1KbYzKJFi6p+dSkpKfSSb775xvb6Z599JqWdl8ydO5fK1gHQ6XQN9R1mjDkDnqJnrLY2bNiwa9eukSNHRkZGqlSq9u3bP/vss2fOnFm+fPmkSZNeeOGFgIAAtVodFRVF7ZctW5aUlPTkk0/eddddQUFBvr6+PXv2fPjhh/ft23fs2DGaNpeMHz9+6dKl7dq1U6lUbdu2DQkJadjOP/3007/88suECROCgoJ8fHzuvvvu+Pj4Dz/8kHLweXl52W0bZIy5OpmF01Az1oI9//zz69ev79Gjx9mzZ5u7L4yxhsQRPGNu7ssvv+zZs2fPnj2zs7PtbplMpq+//hpiSyBjzJ3wAM+Ym+vZs+e5c+fOnTu3detWu1vx8fFZWVkAJk2a1BxdY4w1Ip6iZ8z9jRs3bt++fUql8s0335w0aVJQUFBqaurevXuXLVtmNpvj4uKOHz9ebSkaxpjr4gGeMfdXXFw8bNiw5OTkqre6dOnyzTffdOjQoel7xRhrVDzAM9YimEymzz77bOvWrampqTk5OYGBgb169Xr44YenT5/O++cZc0s8wDPGGGNuiFfdGGOMMTfEAzxjjDHmhniAZ4wxxtwQD/CMMcaYG+IBnjHGGHNDPMAzxhhjbogHeMYYY8wN8QDPGGOMuSEe4BljjDE3xAM8Y4wx5oZ4gGeMMcbcEA/wjDHGmBviAZ4xxhhzQzzAM8YYY26IB3jGGGPMDf1/nJ77PJCk/f0AAAAASUVORK5CYII=)
Note that any variable can be considered as a Selection: it must simply be assigned to the sel
locator using the setLocator
variable described earlier.
Final plot
On this final plot, we combine grid and point representations.
p = ggDefaultGeographic()
p = p + plot.grid(grid, nameRaster="Elevation", flagLegendRaster=TRUE, legendNameRaster="Elevation")
p = p + plot.point(dat, nameSize="January_temp", flagLegendSize=TRUE, legendNameSize="Temperature", sizmin=1, sizmax=3, color="yellow")
p = p + plot.decoration(title="Elevation and Temperatures", xlab="Easting", ylab="Northing")
ggPrint(p)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAIAAAD17khjAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdZ3wU1doA8Ge2t/QKKYQkBFKACCFA6L33AFKkCQqKepEmyMUCvleUq4IiSFG6itIVLgiCBJCSUBMSQiqQkEb69jLvh4Fh3Ww2u5stye7z/+BvmT1n5tlxss/OmVMIkiQBIYQcVFlZmb1DeMbb29veISDnwrB3AAghhBCyPEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkANqlgk+MjKSMJGHh4f2HubNm0dt//nnn+31Kaxk3Lhx1Ec7e/asvWNp3j766CPqTG7atMmY8mfPnjX1sqS1adPG2h8HIeRsWPYOAJmjqqoKAAiCcHV1tXcsCDUn1dXVAEAQhIuLi71jQci6mneCd3NzM/Kv1JESoVqtdnd3BwB/f/8nT57YOxz0DJfLDQwM1PtWcXGxUqmE+q9Yf39/6waHAABArVaHhYUBgK+vb1pamr3DQci6mneC/+ijj9555x17R9G0xMXFqVQqAPD29rZ3LM6lZ8+ejx490vvWSy+9dOvWLQD497//vXjxYtvGhRByUs07waO63n//fXuHgBBCyP6aZSc7hBBCCBmGCR6ZqaqqSiqV2jsKXU0zKhtTq9XFxcUKhcKyu5VKpWKxmCRJy+7WSDU1NUVFRXY5dGPU1taWlJTYOwrkpDDB66fRaA4cODB58uSwsDCBQODv79+jR49Fixbl5OTolFy7di010umll14ysMNdu3ZRxQICAjQajfZbaWlpS5cu7dq1q7+/P5fLbdGiRZcuXSZOnHjs2DGdkv/+978JgmCxnj1YKSoqqjsIcMqUKYaHyT19+vSzzz7r06dPQEAAl8v19fWNi4tbuXJlZmZmfcEvXbqU2ifVL2nv3r2xsbHu7u4CgUAgEHTs2HHq1KnJyckGPn6DjD8Jlo3q/Pnzc+bMCQ8PFwgE3t7ecXFxa9euteM3svEXHk37PIjF4oULF3p7e1On0cvLq2vXrhs3bqS6ZVD73759e//+/f38/Ph8fmRk5Lhx4/7++2+dfRYUFFD7nDdvHgDcuHFjyJAh7u7uIpGIzWYHBgYOHjx427ZtDf6GMOPjvPXWW9Sh8/PzAaC4uHj+/PnBwcGurq4pKSk6hY2/bP7zn//4+PjQnRlLSkp8fHx8fHzCw8PpMpMnT6Y23r59u77wAgMDfXx8QkJCdLavWLGCqkv1wygtLV2yZElsbGzr1q119mbGOQEAiUTy5ZdfjhkzJiYmRigUBgYG9u7de/78+Qb+bBECshlq164dFfxXX31l3h7mzp1L7eGnn36q+25aWlqnTp30ni4GgzF37ly5XE4X1v4Dy87Oru+Iw4YNo8osX76c3iiTyebOnUsQRH3/d9q0aZOXl0eXX7Vqld5i7u7udJmXX36Z2njmzJm6YezcuZPqgV8Xi8VasmSJWq2uW2vJkiVUmdTU1HfffVdvdYIg3n777YZOvB6mngRLRVVTUzNx4kS9tby9vX///fcPP/yQ+uc333xjxufSFhsbS+1q/fr1BoqZdOHVPQ8XL15s37693ur9+/eXyWTFxcXdu3fXe5bWrl2rvc/Hjx9Tb82dO3f//v1sNlvvbtu2bXvz5k3LfpyFCxdSZfLy8rKzs4OCguhav/32G13M+MumtLS0tLS0vivEzc2t9Ln+/ftTG8+cOVNaDy6XCwBCoVBnO/2VcuPGjeTk5ICAAPoQ+/fvp8qYfU7279/v5+entxaTyTTv7w45A0zwugn+xo0bnp6e9N+PUCjs2rVrREQEg/GitaNfv341NTV0Ffovtr6v7/LycvorMi0tjd5OJ2MA4PF40dHRffv27dixo/agvujoaPpY165d27JlCz3viqur65YtW7Zs2fL999/X3WfdBP/VV19pfzW4uLh0795d54tj8uTJdeOnU8iyZcvoaLt37z5z5szevXvTLQoA8MMPP5jwv8Gsk2CRqBQKRUJCgvYH9/Dw6NKli4+PD72rIUOGUK9tk+DNuPB0zkPbtm2pF+Hh4VOnTh0+fLj2OZw7d26HDh0AgMVidenSZebMmQkJCXSCZLFY2qmaTvBdunTh8Xj0TsLCwkJDQ3XO2507dyz4cegEf/fuXer2msVihYaG9u/fPyUlhS5m/GVDJdfTp0+vX79+3bp11FsuLi7r169fv379xo0bLZvgL1y40Lp1ayrsVq1a9erV6+zZs1QZ887J2bNn6YuZyWS2bdu2b9++7du3pyKhfP3118Zfjch5YIL/R4Kvra2l5xQLDg4+ceKERqOh3qqurl66dCn9p7ho0SK6Fv2t0aNHD72H2759O/11SW/866+/6L/P5cuXV1RU0G/JZLLt27dzOBzq3WPHjmnvjW5u9ff3r3us+hJ8cnIy/TXRpk2bq1ev0jfrOTk5gwYNooP57rvvdPZJpxAqH4wbN66qqop+NzU1lU4tMTExes9Afcw+CY2M6uuvv6aP279//3v37lH/o9Vq9Y8//igQCECLDRK8eReeznkAAFdX13379tFvFRQUdO7cWfuzRERE3L59my5w9uxZPp9PvbVkyRJ6O53gacuWLSsuLqbeLS4u/uCDD+gfBx07dlQqlZb6OHSCHzhwIAAMHz68bvuNSZeNdhqmn+L7+vrWTd4WSfB9+vShgr9x44Z2gfz8fPPOScuWLantY8aMyc/Pp7cXFxdPmjSJeovH48lkMn1XFnJqzTvBe3p6hhhH+1uPrD/Bf/LJJ9T2Vq1aaX9r0Hbv3k0VYDKZqamp1Mbc3FxqI0EQhYWFdWsNHjy4bqr497//TW2cOHGi3o/53nvvUQXef/997e3mJXg6hri4uLofTaVSTZ8+nSrg5+enUCi039VOIXpv8a9du0afFqoflpHMPgmNiaq6upq+U589e7ZOciJJ8urVq9rT0dggwZt34VG0z8OhQ4fqfhb6XaFQ+PDhQ50CK1eupN4dMWIEvVEnwW/evLluSAcPHqRz/K5duyz1cegEDwDTpk3Tc7JMvGxsnOABIDExsW5FevyqSeckKyuLDrhu671MJqOnu0hOTtZ7KpAza96d7MrLy/OMU1NT0+DeNBoN3fq9fft2vc+qX3nlFepmV61W//rrr9TGkJCQbt26AQBJkkePHtWpUlZW9ueffwIAh8OZMmUKvV2hUMTGxsbGxs6ZM0dvPHFxcdSL4uLiBoM3LCcn548//qBer1u3ru5HYzKZn3/+OdUYW1xcfOzYMb374XA4n376ad3tXbp0oZr61Wq1SZPrWeQkmBrV119/XVpaCgAeHh5fffWVdmM+JT4+fv78+cZ/ikYy+8LT0bt373HjxulsjI+PFwqF1OtFixZpP9KmDBgwgHpRUFCgd7edO3fWezbGjx8/duxY6vXWrVst/nE4HM7atWv1vmXLvx1TcTgc+jcTTaPR7Nixg3pt0jm5e/cu9aJNmzZ0swSNy+WuW7du1apVq1atqq+fBHJmzTvBW9bt27cLCwsBICgoiGoe1Gvy5MnUi/Pnz9fdePjwYZ3yhw4dou65R40apf0E7tNPP7158+bNmzeHDh2q90AW/G46f/48SZIAEBcXR9+m6PD3958xYwZdXm+ZgQMH1u0/TGnVqpUZgVnkJJga1alTp6gXixYtqm8O43feecdm35iNufC09ezZU+92usNX7969675bN+XrWLFiRX1vrV69mnpx5coVsVhMvbbUxzHwv9WWfzum6t27d91TmpaWRjUemHpO6As4OTn54sWLdavMmTNnzZo1a9asoTpYIKSteSd445/Bv/766w3u7cqVK9SLXr16GShGd1TWnst64sSJVHPluXPnKisrtcvTC9bNnDnTmA+lUqnu3bu3ceNGuh2y8ejxRfHx8QaK0e/WHY9EoZ9q16XdUajxTDoJpkZFfzrqcaleAQEBMTExRkRqAY258LTVl6rpkxAREWHg3fro7XhPiY2NpX4hqdVqai5esNzH0enNZwxr/O2YSu+PEnq4pqnnJDo6mnpyL5fL+/btO2XKlF9//fXp06cWDBg5MJyq9gXqtgMA9u/fv3///gbLa/+ZBQQE9OrV68KFC0ql8rfffqOfZ5eUlFAdgnx8fOiRctpIkkxOTk5KSkpPT8/KysrNzX38+LFarbbA59FCtUgDANW/tz70dxNdXofh6mZr5EkwKSqZTEbfa2qPga4rJCTk5s2bxu/ZbI258LQZGDNGqfswokE8Hq9FixYGCoSFhVFniX68bamPU9/tO80Gfzss1k0u9zcmM53BqNBovFSqjgANzPOj92cWfXJMPSccDufjjz+ePXu2TCZTq9U//fTTTz/9RBBEu3btunfvPnTo0KFDh+KyeKg+mOBf0LnzbpBGo1EqlXRD7uTJky9cuAAAhw4dohP8r7/+Sn3jTJs2re7X66lTp5YsWZKamlp35+Hh4WFhYXRjciPRXRAMf1nTbbnUcrR11X0K2HiNPwkmRUVnd4IgDK/hZt5DBzM08sKzKn9/f8O/G4KCgqgET18zlvo4Xl5eBmpZ+2+HwSgUid7lcP4xWxSHc+r5yag3zWs/hqNRa9Qajz4nBw4cmDFjBrUUIYPBoGbvIUkyPT09PT39+++/53K5kydPXr9+Pd1vFCEaJvgX6L5II0aMGDVqlDFVtL/7EhMT3377bbVa/b///U8ikVBDrQ4cOEC9W7d9fufOnXPmzKEejXO53O7du8fHx0dHR4eGhrZr187b2/vo0aOWSvAikYh6YXiyT3oGN/pUWJstTwKFfuhOkmRRURE9BqkuerSCtTXywrOqoqIikiQNHI6+ouhPYamPY+Cg1r5sGIw8d/dpDIaeB/nURL0EIWMwnmg0hn4ua6MHXpp0TkpKSmbNmqVUKl9++eX//ve/Pj4+Fy5c+Oyzz/744w/y+YTBcrl89+7dv/3227Vr16iVcBGiYYJ/gb5jCAoKMuaZvQ5fX99+/fqdOXNGKpWeOnVq3LhxT548SUpKAoAOHTrQA6Uo5eXlCxcupP5Kp02b9tlnnxnINI1Hj6WhR/TpRU+WafjmyVJsfBIobDbbw8OjoqICALKysgwc0WaTgDbywrMqmUz25MkTA2fpwYMH1Av6GrP2x7HBZSMSrdKb3UtLQS6nXmpcXV+prDwBYFTrET2ZtEnnZMeOHVKptEePHnv27KHa/wYMGDBgwIDFixd/8cUXvXv37ty58+bNm2UyWXl5+bx586jROgjRmncnO8uiJ6TLyMgwUKy2tjY7Ozs7O7vujOV0J9hDhw4BwC+//EI1qc2aNUun5PHjx6m24tjY2F27dun9hqLa5SyC/miG52an39WZHcVKbHwSaPQYKuqRil4qlerOnTsWP7Rejb/wrKruTPW09PR06qcSQRD0T1hrfxwbXDYEob+hS/sDsVi3+fzdRu6Q7uJu0jmheoOOGjXq6dOn2tP+JyYmAkBOTs4XX3xx8uRJamNSUpLFlxdCzR0m+Be6detGzep1/vx5A6tNLFy4MDw8PDw8vO743fHjx1OPEo8fP65UKqn2eRaLNXXqVJ2SDx8+pF4kJCQwmUy9B7Jggunbty/14urVq9qzgGkrKSn54YcfqNf9+vWz1KENsPFJoNEjv7/88sv6Ho7+8MMPNlu7rPEXnlXREzXW9dFHH1EvOnXqRN+4W/vj2OCyqWdGAPjxx3/8k8fbZuQO4+LiqEkmTDonSqWSx+O99957/v7+9GyYAEBNtkN17unbty91tlUqVXNcbQ9ZFSb4F4RC4SuvvEK9njdvnkQiqVvm/Pnze/fuBQAul6s9GzbF09OTmqqiqqpq9+7dly9fBoChQ4fWXSiC7mpb3xJSKSkpX3zxheGASaMX7mzTpg09/H358uV1p/3RaDTLli2jPrKvr2/d+VKswSInwQyzZs2ifoeVl5e/++67dftd5+fn06nLBhp/4VnV9evXteexoR07dozuYvLxxx/T2639caz3t+Pr60u9OHFCT5U7d0DnNDCZOUxmfgPhAgCAQCCgp5U1/pwcPXqUnpJP+2cQNZsWtXzltWvXqPWRuVyu4U6jyAlhgv+H999/383NDQCuX7+ekJBw6dIl+i2lUrl9+/aRI0dS+WDu3Ll6u8vSrfSLFy+mvkT0Dn+nmzFPnTq1c+dO7bfEYvGqVat69OhB9/emp6vUUVlZKZPJjPxon3zyCXW7c/Xq1a5du2oPAHv48OGwYcN27dpF/XPNmjXa61hYj0VOghn8/PwWLVpEvd6xY8fQoUPpx+3UKMe4uLiCggIzBpWZrfEXnlW9/vrr77//fnl5OfXP8vLytWvXjhs3jrrCe/fuPXz4cO3yVv04Frlsqqqq5M8fp9M6duxIvdi2DbRumAEAjh2Dvn2h7hA8BsOoBA8AixYtMuOc0FM1nDt3btKkSXl5eWfOnKHaVBYvXnzixAn6t/jEiROtMcgFNW+Wm/XWdsyYiz4kJGT16tX0HgysJnfkyBHtETtBQUH9+vXr1q2b9prrgwYN0pmtnVZVVaWdHT08POpbBIL+RQ8A0dHR06dPnzVrVteuXeke7/S8tgRBTJw4ccuWLXRd6psCALp16/bGG29QPYopBlaT+/zzz7X/13t4ePTu3TswMFB74/Tp0+uGSs92rh2DDmqyXgDIysqqr4xlT0JjopJKpTrzt1CLwdMrp3E4nA0bNlCvbbOanNkXXoPngf57efz4cd136RQYGxtLb6Tnom/ZsmVkZCT9v6Bdu3Zt27bV7t/u6uqqd8VYsz8OPRf9zp076ztXJl02o0ePXr9+PT0nPD2MIi4ubs6cOVOnTqXfSk9P9/d/MbNhZCRMnw6TJgE94w6LBcHBAAAiEZAkkCRUVh7QmYuemghZL/POifYs99p1tcfFRUdHV1ZW1ne6kNNq3gneJFTPW4rh9eBPnz6tk/ZoTCZzzpw52quW1UVP0A0ACxYsqK9YZWVljx499B7F39//559/JklSewoX7SXR6CZQivHrwW/fvr2+yVnZbPZ7771neD14iyf4xpyERkZVU1MzYcIEvYf28PA4fvw4PTWbzdaDN+/Cs2qCb9eu3ZMnT+qbzC4sLOz69euW/TjGJHhTL5vIyEg6y2r/OIB/rgdfWlp64sRHBkaQbN4M1B83neDLyy8Zn+DNOydisTgxMdHAoMHBgwfXXXAPIZIkcZicHoMGDcrMzNy1a9exY8fu3r1bWlrq7e3dpk2b6Ojot956y8DEqJSXX375yJEj1GsD09O6ubldvHjxl19+2bNnT2ZmZl5enpubW2Rk5NixY+fOnUvdi/z6669vvfXWrVu3WCyW9lzTmzZt8vb2Pnz4cEFBAZfLbTAk2quvvjpmzJgdO3acOHEiMzPz6dOnrq6urVq1GjJkyJw5cwzP7GYNjTkJjSQSiX799ddz587t2bMnKSmpsLCQxWIFBQWNGTNmwYIFgYGBBjpDWUkjLzwr8ff3v3jx4t69e/ft23fnzp3y8nIvL6+oqKjExMTZs2cbeJpjvY9j0mXDZDKjoqLouuvWrfP09Pz999+Lioo4HI7ONR8fPysr6z///a/s/Hl48ADoKe19feHbb2HCBNAeXa/RtFSr25gUuRnnRCKREARBkiQA+Pj4cDicsrIyf3//1q1bt2nT5rXXXqNHhSCk49l1gxBCtIKCAupGs127dunp6fYOp1HKyspMKi8SvcPjPZtNtqYG7t8HDgdiYqDunP0SyVKJZJnxe6anCjBefn5+jx49CgoKoqOjt27dmpCQYOoekDPDTnYIIfSCRPIeST7r4+biAnFx0KGDnuyuVreSSt+0aiTV1dVDhgwpKCiYM2dOSkoKZndkKkzwCCH0gkbTorp6B0nyDZQhSc/q6j0kad0Znb///vv79++PGDFix44dthnYghwMJniEEPoHpbJnVdVvarWe1XUBQKWKq6w8rVZHWjsManIbaqoGvawdAGrusJMdQgjpUqk6VFT8xeUe43COs1gZDMZTjcZHpeool49RKAYDWH2xH6VSSc1rS0+8qCM8PJxeCAAhvTDBI4SQXiy5fLxcPt4ux3748CHeo6NGwgSPENLFZDJDQkIAICAgwN6xOKmwsDAc4oQaCYfJIYQcmanD5KzHjGFyCDUGdrJDCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgBYYJHCCGEHBAmeIQQQsgB4XrwSD+pVCqXywFAJBIpFAqFQmHefng8HpvNBgCJRKJWq83biVAoVKlUVDxm4HK5HA4HAKRSqUqlMm8nAoFAo9HIZDLzqrPZbB6PBwAymUypVJq3Ex6Px2AwJBKJedVZLBafzwcAhULRmJPJYrHEYrGRhakjIoRsDxM80k+j0VC5kMViyeVys/MiQRBMJhMA1Gq12TthMBgAYHZ1LpdLxUB/KDMQBEEQhNnVWSwWFQNJkvaKgcFgUDFA404mg8Ewsjr12w4hZBfYRI8QQgg5IEzwCCGEkAPCBI8QQgg5IEzwCCGEkAPCBI8QQgg5IOxFjxAyj5rJzGUwSgDYanVLjSbA3vEghP4BEzxCyFS5ItHHHM7vDEY5vUmtDpXLJ0mlr5OkyI6RIYRo2ESPEDIBi/UVkxnN4+3Rzu4AwGTmCASfenh0YbMv2Cs2hJA2TPAIIWMJhe+z2SsB6p3WkMEoc3ObzOUet2VUCCG9MMEjhIzC4+3h87caUVAlEr3JYqVbPSCEkEH4DB4h1DCCqBIK1xhdWCoUrqyqOmzVkGyAyczicE4xmbkEUUGS3mp1G7l8iEYTZO+4EDIKJniEUMN4vL0EUWF8eTb7Iot1C6C79UKyKhYrTSj8kM0+r7NdKFwpl4+SSFar1a1sE8mpU6c2bNiQkZFRUlISFhbWrVu31atXBwTgmAXUMGyiRwg1jMM5aYMqTQSXe8DNbUjd7A4AACSXe8zdfQCHc84GkSxfvnzo0KEnT54sKCjw9/dPT0/funVrRETE33//bYOjo+YO7+CRyb755ht7h4Bs7b33bpu6MhyLlW7uurj2xOH87uKyEIA0UIYgqlxcpldVHVGpulgvkmvXrn3++ecsFmvbtm1TpkzhcrmVlZWvv/76gQMHZsyYkZ6ezmLhFzgyBO/gEUINYDLVPJ7M1FoMRqk1grEqBqPYxeVNw9mdQhAKV9e5BCG1XjDbt28nSfKDDz6YNWsWl8sFAHd39++//97NzS0rKysjI8N6h0aOARM8QqgBajVTqTT5ZlGjcbVGMFYlEHxBEGIjCzMYhTyeMcMKzHTv3j0A6N+/v/ZGoVDYtm1bAMAEjxqELTwIoYZVVHj4+pp2R67RtLZSMFaj5HIPmVSBxzsglb5jpWiWL18ukUhiYmK0N5IkmZWVBQB+fn5WOi5yGJjgkX4EQTCZTOo1g8GgXyPn9OBBG1MTvEo1mMEgrBSPNbBYtwii0qQqTGYmg1Go0bS0RjyjRo3S2SIWixcvXlxeXh4TE9OjRw9rHBQ5EkzwSD82my0QCKjXfD6fz+fbNx5kXzdvvtS9+xUGQ2N0jVCRaKxS2ZwSPJP5xKxaBVZK8NomTZp069at3NxclUo1ePDgHTt2MBj4gBU1AC8RpJ9KpaqqqqqqqgIAmUxWpcXeoSE7KCvzTknpbHx5ieTDqiqpSqWyXkhWILdhLdOUl5dXVFRQ57OoqAgfwCNjYIJH+mk0GqVSqVQqAUCtViu12Ds0ZB/j3nRPvuNuTEmp9HWJZJhSqdRojL/jtz+Nxpyn2hqNv8UjqevMmTOlpaXV1dWfffZZamrq8OHDL126ZIPjomYNEzxCyChyOWPygs4PHoQbLEVIJIvE4o9tFJNFqVQdAUwb7K/ReKrVtutL6OLisnTp0jfeeEOpVG7YsMFmx0XNFCZ4hFADtvx2c8tvN1lcgUTpun//1CNHxlRW6rmVVyrjq6qOSyQrm+kXC0m6KRS9TKqiUIwAsEr/06dPnx48ePD06dN136IGzmVmZlrjuMiRYCc7hJAJSJK4dSv21q2OLVs+CQp6LBLVqNXMuLixSmVvtTrY3tE1lkSylMM5Z8xENwBAkhypdJGVIqmpqUlMTBQKhdXV1Tr96SQSCQB4e3tb6dDIYWCCRwjp2nI8hXoxf1RnAJg/8iUA+PbIVbrAdyfuAAAA9/Xh8QAQEzPd5jFahUoVJ5W+xud/Z0xhiWS1Wm2tleWCg4O9vb3LysrOnj07aNAg7beOHz8OALGxsVY6NHIYzbIlDSGErEQs/kguH9dgMal0gVT6uvXCYDAYr732GgDMmzfvwoULzw8q/eCDD37++WeRSLRgwQLrHR05BryDRwjVQej56c91e9Em/PrwjjaMxsaYNTXfqVSxAsF6gqip+7ZG4y0WfyiXT7Z2HKtXr05KSkpKSurTp4+bm5unp+fDhw/VarVAINi2bVtYWJi1A0DNHSZ4hBDSQUilb8jlk7ncHzmc00xmDoNRodF4qVTtFIohcvlkkhTZIAgul/vnn39+++23+/fvz8zMLC0tjY2N7dy586pVq4KCrPVoADkSTPAIIaSHRuMllS6UShfaMQYWi/X222+//fbbdowBNV+Y4BFCAADfHr4CAEAQAMDiCesWeLUftgkj1JxgJzuEEELIAeEdPEIIAOCNcd0AYPOxFABQyZ6tif7NrxcBYGFiTzsGhhAyD97BI4QQQg4I7+ARQi8sGN0ZAL45+GwhE56bD/0WNdHNG2O72iUwhJCp8A4eIYQQckB4B48QeoHqS79wQg/qn9v+yIDnE9MymGzAp/IINR+Y4BFChvB56jlTM4f2LfTxkDOZZHkF61Kyu7ikQ3W1q71DQwgZggkeIfQC1Zd+06G/oyJqBvUqu7D/SWhwLRNmxmIAACAASURBVEG8KNDSD2La1QB8mZcX8vPPk6RSvt1iRQgZhAkeIfQPoaG5Z3660jGq2nCxkJC8d9/98vvv5zx54m+bwBBCJsFOdgihZxgMctCgP2bM2N1gdqew2cpXX90hEtVaOzCEkBnwDh4hZ7ft9D0AUEprv/zgbo8ej02qy2KpZs3aBfCedUJDCJkP7+ARQgAAsyY+nDbWtOxO8fYu43D+tHg8CKFGwgSPkLNT1FTyoWzFm5lm74HP/8qC8SCELAITPEIIXkl87OGmNLs6i3XXgsEghCwCEzxCzu7NCQlzJkobsweCaFR1hJA1YIJHCJEtWhQ1cg+WCQQhZDmY4BFydny+jMVSNWYPJMmxVDAIIUvBBI+Qs9NoGvs9oNG0skgkCCELwgSPkLOTy7kKBbsxe5DJplgqGISQpWCCRwjBw4fBZteVyXhS6ZsWDAYhZBGY4BFCkJ4eaV5FkoSDBydYNhiEkEVggkcIwe3bHSsr3cyo+Mcfgx88CLd4PAihxsMEjxAClYp18uQwkiQaLvqcUsnet2/q5cvdrRcVQqgxMMEjhAAA7t9v++ef/Y0snJPT+pNPVjx40MaqISGEGgNXk7ORP//8c8uWLRs3bvT3N7R4tuFiMpls7969V65cqa6uDgsLi42NTUxMZDKZ5hVDSEdSUk+xWDh8+O8slrq+Mmo188SJYSkpnW0ZGELIDJjgbeSPP/6QyWSNKVZWVrZmzZrc3FwAcHNzS0tLS0tLu3379ooVK1xcXEwthpBeN268lJsb0q/fuaioezppXqVipqdHnjvXv7zcw17h2RzJYmUwGA8JooIkvdTqULU6zN4hIWQsTPBWJ5FIfvrpp7S0tEYW+/LLL3Nzc6OjoxcvXuzt7V1YWPjJJ5+kpqbu2LHjX//6l6nFEKpPRYXHoUPjf/99ZGhoTkbJfW8PebhPUGWle05OqFzOtXd0NkIQlQLBJi73FwajQHu7Wh0qk02TyeaRJN9esSFkJEzwVnTmzJnTp0/n5ubK5fJGFsvIyLh7965IJFq5ciV1I96yZcvVq1fPnz//3Llz06ZN8/HxMb4YQg2Syznp6e0A2pU+hdIse0djWxzOKReXtwiiou5bTGaOULiGz99RXb1dpepi48Du3LkTHx/fq1evP/74w8aHRs0RdrKzory8vMLCQi6X6+rqShD19k82ptjly5cBIC4uTruZ3c/PLzIykiTJK1eumFQMIVQfHm+Xq+sMvdmdxmAUurmN5XBO2iwqAJDJZNOmTTN8t4CQNryDt6K5c+fOnTuXej19+vTq6mqzi2VnZwNAp06ddLZ36tQpNTWVetf4Ygghvdjsv0Si9wA0DZYkCIWLy/yqqhMqVbQNAgOA5cuXp6am2uZYyDHgHXzzUFhYCADe3t4626ktBQUFJhVDCOmjEIneBTB2YT2CkIhES22zVO6pU6e+/vprfMSGTIJ38M2DWCwGgLrd4EUiEQBIJBKTiulYvXp1WVmZzsaxY8f269ePes3j8TgcXA8U1cvNTf8seCTZnNaJ5/F+ZDIfmlSFxbrO4ZxVKAZaKSRKWVnZ7Nmz/fz8PvjggwULFlj1WMiRYIJvHpRKJQDw+boddwUCAQDQj+WMLKbj9u3bdW/uu3fvzmY/W2GMyWTiMHpkAH2p6KAuyOaCyz1qXi1rJ/h58+Y9efLk999/l0qlVj0QcjDYRN88UDfldf+8qZty+pbdyGIIoTpUbPbfZlRjsy9YPBRt27ZtO3LkyIIFC4YPH27VAyHHg3fwzYOnp2dlZWVtba3OdmqLh4eHScV07Nu3T6PR7VWkVqufPn0KAF5eXhKJBG8dkAHUpVIXj8er7+a+qWEwSo1/+v7PisUAagCrNHE9ePBg0aJFERER69evt8b+kWPDBN88uLu7A0B5ebnO9oqKCgDw8vIyqZgO6gm9DrFYTCd1kiSb18NUZGMOcHkQhP4eKkZQE4TCGvPeqFQqalzcnj17qKdsCJkEm+ibh+DgYAC4deuWzvbbt28DQOvWrU0qhhDSodH4mleRJF2sNKvdhx9+eP369VWrVsXHx1tj/8jhYYJvHqi/8OTkZO2OctXV1Xfv3uVwOH369DGpGEJIB0m6aDSBZlRUqSItHgwA3Lhx49NPP42Pj3///fetsX/kDDDBNw8xMTFt27atqKjYuHGjWq0GALlc/umnnyqVyt69ewuFQpOKIYTqksuHmlFLoRhm8UgA4MGDB2q1+tq1a2w2m3guMTERAM6cOUP9MyUlxRqHRg4Dn8E3G+++++6yZcuSkpJSUlKCg4NzcnIUCkXLli1nz55tRjGEkA6ZbA6fv9OkrnYk6SKXT7FGMCKRKDw8XGdjbW1tUVERn88PCAgAAC7XWdb+QebBBN9stGjRYsOGDfv3709JScnKyvL09ExISHj55Zd1et8YWQwhpEOtbiOTzeTxdhhfRSJZpNHo77vaSCNGjBgxYoTOxoMHDyYmJvbo0QMXm0HGwARvI3v37m18MU9Pz4ULFza4EyOLIYR0iMUfs1i3WaxkYworFMOl0jetHRJCZsNn8Agh9AxJcqqq9iuVvRssKZePq6n5Dr9CUVOGVydCCL1Akh5VVT+LxR+RpP6JoTSaFrW1G2pqviNJno1jQ8gk2ESPEEI6WFLpGzLZKxzOaQ7nTwYjj8Go1Gg81epwhWKgUjnAXql9woQJDjCnELIZTPAIIaQHSbrI5RPk8gn2DgQhM2ETPUIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPEIIIeSAMMEjhBBCDggTPELN1TcHL31z8JK9o0AINVGY4BFCCCEHxLJ3AAghMy2c0MPeISCEmi68g0cIIYQcEN7BI9Sk8XjyNm0yw8Ky3d0rORxlba2wtNQ3I6Pto0eBAIS9o0MINV2Y4BFqohgMslu3v3v1SuLzZdrbIyIe9Ohx6dGjwFOnhj5+HGCv8BBCTRw20SPUFPF48qlT9w0e/IdOdqcFBT2ePfv7zp1TbBwYQqi5wASPUJPDYGgmTfo5PDzbcDEmUzNq1G8dOty1TVQIoeYFEzxCTU7v3hdCQ3ONLDx69DEPjwqrxoMQao4wwSPUtIhEtQkJl40vz2Kp+vf/03rxIISaKUzwCDUtMTFpHI7SpCpRUfd4PP2P6hFCTgt70SPUtLRp88DUKkymJjQ05969KGvE47RYrHsczjEO5y8G4zFBVJGkh1rdSqHor1CMUatb2zs6hBqGCR6hpsW8B+r4GN6CmMx8geBDLvd3AJLeSBBSBqOQzf5bKPxUJntZInlfo/GxY5AINQib6BFqEjYfu7752HUA4PGkZlTn882phepis8+7uw/kcn/Tzu7/pObx9rm7D2Sx7lg7mDVr1hD1uH//vrWPjpo7TPAINS0SidCMWmKxObWQDjb7kpvbVIKobLAkg1Ho5jaGycywajw5OTlW3T9ybNhEj1CTsGB0FwD45uClrn2IYf1Mrl5W5m35mJwMg/HE1XUOgLE9HAmi1tV1emXlXyRprV9X2dnZAHDt2rWoKN0OFgKBwEoHRQ4DEzzSj8Ph0N8gAoEAv01s5tR5n2H9Sk2qolCw8/Ls2e3Ly8tL73aVSmXjSBpDIFhHEOUmVWEy8/n8byWSpVYKibqDj4qKEgqxhQaZDBM80k+tVisUCgAQCoVKpVKpNG3gFjLPwgk9uFy5WJwnFEqMr3XzZiel0p5/yxKJ/miZTCabzbZxMOZhMAp5vJ/MqMjnfyuVvkWSPIuHJJPJCgsL/fz8MLsj82CCR/qp1WqpVArPEzz12vEIBNKIiPuhoblublVstkIsFj196nn/ftv8/BCNxj5rtcnl3HPn+o8c+ZuR5SUSwYULva0aUoPquzz4fL6NIzEbh3MSQG1GRYKoZbPPKxRDLR5Sbm4uSZKhoaEW3zNyEk6d4IuLi40pRjVWc7lca8eDbInDUfTqdbFbtyts9j8aJ9q0gW7drpaVeZ85MzAjo61dYktO7hwY+Cg29naDJdVqxoEDk8RifIDSWGz2pcbUtUaCpx7A+/n5rVu3bt++fTk5OUFBQR07dnzvvfdiY2MtfjjkeJw6wfv7+xtfmM/nh4WFderUacKECaNGjSIIXIq7GfPwqJwy5Udf35L6Cnh7l7388k9Xr3Y9dWqwRmOHwSbHjo1WKDjx8dcNlJFK+b/8kpiX18pmUTkwBqOoEXULLRgJjXoAf+TIkSNHjnA4HG9v74yMjIyMjIMHD37++ef/+te/rHFQ5EhwmJyxpFJpamrq7t27x4wZEx8fn5tr7FogqKkRiWpnz/7BQHande161fimcsvSaBgnTgzfv39KSYmvvneJW7diN2+en5OD7beWwWDUml2XIGosGAmNuoP38PA4fPhwTU1NQUFBRUXFokWLVCrVkiVLUlJwpWDUAKe+g8/IyMjNzR03bpxMJiMIYsCAAdHR0YGBgSwW69GjR+np6adOndJoNF27dp06dWppaWlxcfGJEycKCgqSk5OHDh16584dbLdvhshJk35xda02snSnTjcLCgJTUjqZdzChUBwbe6tt20xPz6cikVgiEVRUuGdmRty+3bGy0r3B6pmZEYs+r2zfrnrFXJ6bWyWXKxeLRcXFfpmZEdgsb1kajQ+TmW5eXZL0s2wwlDlz5gwfPjwqKiooKIja4u7u/sUXXxQVFf34449r1649fPiwNY6LHIZTJ/iAgICJEyfKZLJBgwZt2rSpTZs2OgVycnLeeOONU6dOxcfHb9y4EQDUavWePXteffXVzMzMH374Yf78+fYIHJkvJiYtOPihSVX69z+bmhotl5v6Y47s2fNS795JHI6C3iQQSAQCSUBAYa9eSVevdvvzz35qNbOBvZBwJ901KSnexKMj06jVrdnsC+bWtUo7SseOHTt27Fh3+7x583788cebN29a46DIkTh1E/2aNWvu3r3bvn37w4cP183uABAaGnro0KEOHTp8/fXX+/fvBwAmkzlr1qxly5YBwJEjR2wdMWo0k1ZipQiFEmP6u2ljMtWTJx8YOPCsdnbXxmKpe/S4NGPGHh5PbnhXpEZFaprTaPJmSqEYbJe6ZqD61T958oQk65tMFyEAJ0/whw4dAoCpU6caGGYqEAimTZsGANQdPGXkyJEAcPu2aV/6yO7c3KpatHhiRsV27YyakZTNVkVEZCYkXH7tta2RkQ1XadUqPzHxVwYDv6btT6nso9GY09KuUkWpVNEWj6e6unrDhg2bNm2qm8UfPXoEAFFRUdjVFxnm1E301N9JRESE4WLt2rUDgLS0NHoLdbtfUYHrdzUzLVoUmfeV2ODPAh5P3rPnxfj4a/XdstcnPDwrLu76tWv1tsC/OT7BpB0i85AkVyJZKhItMbWiRLLaGvG4uLh88sknpaWloaGhw4YN035rz549ANC9e3drHBc5Eqe+g3d3dweAW7duGS5GFeDxXsxUVV5eDgAtWrSwZnTI8kQiM3s783gyDqfeufx8fMpee21rz54XTc3ulD59LrBY2AhvfzLZdKXStGUAZLKXFYoB1giGIIiFCxcCwMyZM8+ePUttFIvFq1ev3rZtm6en5wcffGCN4yJH4tQJvlevXgCwc+fOwsJ6h7EWFRV9//33ANCjRw9648GDBwEgPDzc+jEiSyJJMy94koT6JrZzc6ueOXOXp6dpc5hrEwrFGaWndDYyGKSLS62raw2DoTF7z8hEzOrqrSqV7rIu9VEqe4rF/7VeNCtXrlyyZElpaenAgQO9vLxat27t6uq6Zs0aT0/PvXv3+vlZpes+ciRO3US/ePHiQ4cOPXr0aODAgZ999tnw4cMZjBcJgCTJkydPLlu2LD8/nyAIqmNdYWHh3r17P/74YwCYPn263UJHZqmpEZlXUSoVqFT6/1jGjz8oEpk/hJrSK/7pkwcAAEym+qWXbkVHp7Zq9ZBK7SRJPH4ccO9edHJyZ6Wyeczr3nyRpHtV1e8uLm9yOCcMl5TJZtbW/h8Ax3rBsFiszz//vE+fPl9//XVKSkppaWlcXFzXrl1XrVrl66tndgSEdDh1gu/Wrdunn366bNmy9PT0UaNGBQUFRUZGBgYGAkBBQUF6evrDh8/GU61bty4hIQEAhgwZkpqaCgCxsbGvvPKKHYNHZnj8OEijYZhxT/zwYZDe7RERma1amTboTq+esfx+n12J61j57f+lhgSKtd8iCDIo6HFQ0OOEhMvHjo168EDPcA9kQSQpqq7exeH8IRB8xmLVfX7HUCq7SyTvK5VdbBPPyJEjqV69CJnKqRM8ACxdujQiImLVqlWpqamPHj2iut1pc3Nz+/bbb6dOnaq9ceTIkXv37tW+3UfNgkTCf/gwKCQk39SKGRnt9G7v0OFOo4MCAGCxVMP7F29dd4fDqffHh4tLzZQpP544MSI5ubNFDooMUCgGKRSDmMx8Nvs8g1HIYJRrND4aTZBC0U+jMWGKa4TsyNkTPACMGTNm9OjRv/7666lTp7KysrKysqRSaXh4eEREROfOnWfPnu3m5kYXXrt2bfv27XF9p+YrKal3SMgek6pUVLinprbX+1br1paZsVitZm7+z10D2Z3CYJDDh/9eUeGRnY1XoC2o1a3U6pn2jgIhM2GCBwAgCGLixIkTJ05ssOSYMWNsEA+ynuzs0Hv3IqOijJ2UlCThnY9Cz93MAwAGkwUAs3s/W9yFxVILBCas2m6AyD2PzzNqrVIGgxw58vimTQtVqgamwEMIOTlsZEZO5+jRscXFxvZAXv9d+P/O19ehibTIRCMqNRHcUv966np5eFR26ICTLCGEGoB38AAAOTk5WVlZDc77OGTIENvEgyibDl8BgOfTdT3LpW+Mbeys7HI5Z+fOWYmJv4SF5RgoplIzPtkSR5YOe2Ms7DhL9XF/8e53v98GgDff4ni4mTP2XVtOvjAi1LR++FFR6TdumLn+DULISTh7gr98+fL06dONXPsVZ362JQZDExtd3cJXJhKqi8u4mdkuxWUWW7tPKuXt2ze9Y8db8d3/aOGr5+753GWvz3b2uJflObu3of1cSvYeOaBRa4EXFPEATL6uAgIKGnNQhJAzcOoEn5ub279/f7m8gdU+kI25u1d5BR8c2b9otfuLyeNIEm7d89jxcyhBkCRpgZZxjYa4efOl27djg4IePlVeDGohdXFllDzllzO6Jt3r9KTcZ2jLB11bwpbfbgIA19ULAGRVpQCw9X81AAAEAQAH/xfcmARfXcOe9W7cT5uumVqRz5eyWKr6huYjhBA4eYL/+OOPqew+fvz4efPmtWrVCke+2V337n8PGHCWxdLtcUYQ8FJ0xTcfpxQUPDlwYFJVlZve6qbSaIj8/FbfHi0GAI7IAwACu5rwIObUhRY373m9FPXUjEPfz3GZs7RrVi5XoTT5qtNoCI0Gr1WEkCFOneCvXr0KAGPHjqWmnkV2N3z4ifj464bLBAQUvvbatl27ZpaU+FjquEwWFwBYXD4APLx4mNr4U2AEAKjkEgBw94oBAKWkGgDcgiMBQKN69uh94cea49/9z9PNhHaguxnuuw+F/HgkQKUmCAIKi/ktfGUmBVxb64IJHiFkmPMmeJIks7OzAWDevHn2jgUBAHTvfqXB7E4RCsVTpvy4bds8iYRv7aga9LBQNGXRgO//81eAn7i+Mk9KBeu2dqiu4ZRXEPkFoqJiNgDQq7xfvO7Vub1pKxPm5OA4eIRQA5w3wYvFYoVCAQDe3t72jsVJfXvkKgAQDCYABPhLV6w4b3xdD4+Kfv3O/f778EbGQD1i16iUAMB18QAA/9hn64k9uXEWANh8EQCoJNUAwBa4AoC4OA8AVPJn99wqmfjmDRjx+uh3ZtyaNiqTw/7HwwWFkrnvWJuvdnYoe0oCAKlWAwCDRXXHZwEASZJHz7Z+a1a2SavC372rf+IdhBCiOW+C53A4IpGotrb25s2b8fGNHXmFGulfr2ZxuaZNEd+pU8rFiz2rqlytFJJJKqq5H37T9cs93fvEPQptWezlLit9ynyQ63LhZmitmFohpt5G+Ixs10OnghKHGTunfU5Oa5zJDiHUIKdO8JMnT96xY8eGDRumTZsmEpm5zhhqPCaDHDmgyORaTE1kZPqVK12tEZJ5aiWc3y+EKaV+AKCWSwCAxTNq/bd/f9GxU0x5aFDDo+Fra4VHj45tZJwIIWfgvAkeAL788suUlJRbt26NHj1606ZNkZGR9o7IWVCN89TcNQSDGd2uytPdnOliWrfObWSCp1rg+Z7+AFCZnw4ADPaz0fburaIAoOphOgDIKkvh+dMEIBgAwOTwqGIsLg+eN/IzWBwAAFIDABwXjxdVnnfKI9gsACA1agBgcvgAQKpVAFAr405f1GvPFxfDgmsMRFtd7fLjj1ObSKNFc4HP4JDTcuoEf+HChRUrVqxYseLcuXPt27dPSEiIiIjw9/cn6pmAdM2aNTaO0EnonWrGGK6uVcYX9vEpDQnJF4lqOBxldbVrUZFffn4r845rDfkFopGvDli54NaUMfkspu7zeJKE1NT2p04Nrq3FpiaEkFGcOsFrr7KsVquTkpKSkpIMlMcE3xjfHr0GAECS8HxOQOrmFQjgc8yc7ZXDUTZcCMioqPR+/c77+JTqvCGV8gQtQr/b30ZRWwkA3u3iAaD47rNrwKN1ewDgufsAgOSpCgDUCikAyGsqAIAjfDYQn8UTAoBaLobnt/XU3TzBZAGAwOvZWD6NUk5/cI2KhOeD7uhbfJVM8lQK2XdmbnpUGRV1r1WrPDe3KoIgq6tdHz0KvncvsrTUYsMCEULOwKkTPD53byJKnpo5B21NTQP/Bzkcxfjxh9q1u6/3XT5ftmTevUkj8l9bPTgj18O8GCyuosL90qWES5cS7B0IQqh5c+oEX1Nj6HknsgYG80WnMw1DBQCkSpWRydNoCJPGiVFKSupb5w0AgM1Wzpy5KyCggalkg1uKf914fPyC/o/lgQAQEPdsJruSe5cBgMUVAgDX1RMAVDI2AHiGxQJAZV4aVYwjdIXnc9kqaivg+R08R+QGACT5bGgAk8sHAI1SAQAEgwEAKpkEAF4f3tHUT40QQsbAybCQ/ZWVc5JvmzP17P377Qy8O3r08QazO0UkUP3w2UU3kZldARBCqAly6jt4ZBtb/5cKAJ6hHQGg5kkOAKhktQBAajQAQLBYALD955D4l26ZtNuSEt/c3Nb1vRsSkt++/V3j9xbgJ5k/4fLn+4bVFudRW6hJaai7baW4GgAYbA4AKKW1AOAaGEEVowrUFufD82fw1M26vLoctDrb08vdAoC8qgwA5o/qbHx4CCFkKryDR03C0dMtrt9yN748ScLp04M1mnqXlevZ01B/Sb2mDLwqEpg2JzxCCDVZTnQHv2PHDurF1KlT+Xy+9hYjvfrqq5YPCwAA8vPzDx48mJ2dXVxc7OXl1a1bt0mTJgmFQp1iMpls7969V65cqa6uDgsLi42NTUxMZDKZ5hWzmdeGxsDzXvRsvgsAEAwWABAaDTy/USYB5i6LPb3/bz9vo1ZtuXChT1ZWWH3v8njy1q3zTI2Tw1YNH6rcs/NZLwGP1jHwfHA8tQ4N9UBdJa2F573i4XmnempEADXAnRoHT927i8ueLdzOc/UGABZfBADzewWZGhtCCJnKiRL83LlzqRcjR46kEjy9xUhWSvAnT57ctm2bSqXicDju7u5Pnjw5fPjwpUuX1q1b5+XlRRcrKytbs2ZNbm4uALi5uaWlpaWlpd2+fXvFihUuLi6mFmuCnpTwxs2N37PhRlireldtAQCShL/+6nP+fB8DZfz9nzCZugvOGiMq4D5AiBkVEUKoqcEmejvLy8vbunUrSZKvv/76gQMHtm/fvnPnzk6dOpWUlGzevFm75JdffpmbmxsdHf3999/v2bNny5YtQUFBqampOu0QRhZrmrLyhEOnd/tuX4iyniXSi4t99+6dfv58X+qRtqdneVxccv/+50aMONGnz18dOtwVCCQA4OJi5vgIbxdzVnZHCKEmyInu4MvKyqgXnp6e1Iva2oan/ra23bt3q9XqxMTEESNGUFs8PT1Xrlz55ptvXr9+vaSkxNfXFwAyMjLu3r0rEolWrlxJ3Yi3bNly9erV8+fPP3fu3LRp03x8fIwvZhdUkzXViM1gsQGAIBgAoFE/m+WG79kCACpLH6/6rO2mnaHD+hXPGqdxda3mcOS1tS7Fxb6ZmW1zc0NIkgCAtm3v9+t33t9fdwZ7jYbIymqTnx9sXpCymupn0+8A1BblAYDILxgAaoryAIDFFQCAvKYctMb7Ue32apUCAJgEFwDYQjcAYLI5AMBnP+tkJ68qBYCZPVqaFxhCCJnKiRK8dnM3pe5Dbtt78OABAAwYMEB7I4fDGTBgwP79+//3v//NmDEDAC5fvgwAcXFx2s3sfn5+kZGRqampV65cGTVqlPHFmr6iUu4PB4L5Cj2r/HG5inHj6p27hsEgIyIy27R5YN5xSytxmneEkINwogTfBInF4qqqKtC3Hoa/vz88T/8AkJ2dDQCdOnXSKdapU6fU1FTqXeOL2djmY9fh+SIuaoUMAER+reD5kDmP0A5UMeqOmbozXjBa/xAyHk8+a9bOujfuOgjC5DlzKJcuE9Q0NQDAdfOG57PWCL0DAEBc+hiez02rgWfFqNYIFocHz0fQqeVSABD5tOje8VHPyOR24WJvT4WQ61FZ6ZaVVXX/fluZjFfnyAghZGGY4AEACgoKsrOzqXnCDejTx1DHLjMIhUKBQCCRSEpKSoKC/tGzuri4mP4vABQWFoK+3wHUloKCApOKNVMEQU6Y8GuD2d1sUhnrr6uWaULvGVfy8eJzbUPKtLbVBgU9at8+VSrlJSX1unKlu4Exfggh1HjOnuD//vvvGTNmNn29pQAAIABJREFUZGVlGVO4wV8AZggLC7t79+7p06e1u+jLZLLTp09TL6gtYrEYAOp2g6em05dIJCYV07F7926qIUFb165d27dvT73mcDgMhvn9MReM7kK/3vLbTQCQVz+F5+u1iIvzqbeoh9YsnqC+/XTocLdNG6P+T5lnx6H2Mo0rtQYMAPDcvABAXPIIAFyDIgCA5+4LACppDQCopM+mvWOwX/Qn4Lp4AMBrE28tn5fCqKcVgc+XDR78R2ho7i+/JMrlZk7C39TU97SrvoUZEUI24NQJPicnp2/fvgqFmUuZWcT06dPfe++948ePc7ncQYMGubi4ZGVl/fDDD6WlpQCg0TybyVypVAIANbpPm0AgAAC5XG5SMR0HDx6se3Pv7u4eH//sETibzWaz2XXq2RRBkP36nbPe/vMK3L47YIFp4WeMvrfiteQGi4WHZ02a9Mu+fdMc4z6+7iVHoS5IhJBdOHWC//jjj6nsPn78+BkzZgQHBzfmPtU8kZGRc+bM2bVr14EDBw4cOEBtZLFYo0aNOn78OI/37GGti4tLZWWlVKo7WTp1U07fshtZzMaoZ/DUfbzIPwQAagqzAIDn5gMAs/uEGLOTwMDH7u6VVoqwopo7e3mfWgkHAJjsZ3fVVY8fwPOe81X56QDAEbkDAJMrgOdT1sDzWWxl1U8BoG3rin+/8beRBw0Ly+7R42JSUi+LfhSEEHrGqRP81atXAWDcuHEHDx60Yxhjxozp2LHjmTNncnJyGAxGREREv3798vLyjh8/7ur6rFO3p6dnZWVl3XF91BYPDw+TiulYtmxZ3d8EwcHB1Gp7Li4ucrncvu0cABAebq0egpl5nnNW9MovcGE1uuvbigV3WUwTnuP07HkpJaWzRFLvU4nmor6FGVkslt3bfhByWk6d4PPy8gBg3rx59g4EQkJCdKbVu379OgAEBARQ/3R3dweA8vJynYoVFRWgNQLQyGI6evToUXejWCymsr6Li4tKpaqved8Y1L379j8yAECtkAMAQTDB6Ht3ipub5W/fC0sEm3aF7T7Uiu3Wki0ANl8IAErps3n0XPxbAwDXzQsAGEwWAFQ+zAAAQqMGAFL9rPGZxRcCAIPF9vGUDUgwrQMglyuPirqXnBxnqU9kL/VdHrZvEkMI0Zz6z49qsq7b59yWCgoKsrKy6t5zU60L9FPw4OBgALh1S3e9tdu3bwNA69atTSrWHAkEllnLNScn9Ny5vkePjh4+Z3DX8aN2/Ny6vlnzTNW3a6EZw/Os2m0QIeTMnPoOPi4u7uTJkzdv3uzSpUvDpa3j9OnThw8fHjVqlHZDQk5OTnp6uoeHR0JCArUlPj7+yJEjycnJcrmcy332kLi6uvru3bscDocev2dkMRvb8WcWACgk1fB8Jrs3x3U3dScSif5uXKby9n3cf04XlYqhkpIAEq+IzgAgLX9CF+B7+FEv5NVlACAtp0YqkgBAqpQAIK2h1oF9Fg/BYAKAWilr4aU9KM5YXl5PY2NveXhU8vlSsVhQUuKXnR2mUFi+WZvB0Pj4lLm6VhMEWV3tUlbmrVI59Z8/Qg7Pqf/C33rrrZMnT27cuHHq1KnUQDLb69Onz9GjR0+cONGuXbtevXqRJJmZmfl///d/ADB69Gh6CbiYmJi2bdvev39/48aN7777LpPJlMvln376qVKpHDhwID1IychizVFlpQmLyRrgKlJ0jy1JSva3yN60ubmozKjl7V02duxR7S1KJfvq1fiLF3vJZJYZROft/bRnz6S2be/z+S8Ww1UoOA8ehF+61LOwsIVFjoIQamqcOsEPGzZs+fLl69atGz169DfffBMVFWX7GEJDQ6dPn7579+7PP//8u+++I0mS6q/Up0+f8ePHa5d89913ly1blpSUlJKSEhwcnJOTo1AoWrZsOXv2bDOKNTvZ2eF9+/5lkV3FRFRYI8E/reBYZD9strJnz0tRUek//vhyaamhtQNYLFVYWE54+AN39yo+XyoWC0tLfe7fj3j0KJBajIcaW9iz5yUGQ6NTl8NRREffi4q6d+NGp5Mnh6tUdltNGCFkJYQ1Jm9pmj755JO6G0mS3LVrV1ZWFoPB6NmzZ0RERFBQUH1Lp7///vtWiu3GjRsHDx7My8vTaDStW7ceNmxYr156Rk+Vl5fv378/JSWlqqrK09MzISHh5Zdfpsa4m1HMMLqTnbe3N/2a8s0335j+EeGHv/LAxI512giCfPvtjR4eFuhqdyop6M2PerE9QgCg6tF9AAhKGA3PZ6WllnuH5/POyiqK4PlCOBq1CgCk5UUAoJI964snrSgGgDfHdYuKSp806UDjw6PV1gq3bZtXVeWm993Y2Fv9+59zda2u+1ZhYctTp4Y8ehSUmPhLVFR6gwd6+DB4z57pSqX5zwUWLlyodzufz2/W7UYINWtOlOAbP6mW85wraHoJHgA6dLg7fvwhs6trK6vgbTnU+6c/OpXnPQALJXguV7F06Wcsljnr0NenqMh/x445OqmXxVKPGnWsY8c7BipqNMTDh8EhIflGHigtLeqXXyaaHScmeISaICdK8I2f5qW+wb4OycgELxBIAwMfu7jUsFjK2lqXkhLf0lJrjUogCHLKlB8jIsxcKa6uS7dDX38/vrqW4922CwC4BIQDwMOkZ78hqDl5qD+Q5/PXEgDgFhQBAGUZ16hi1M8CpUwMAJ+8c2nWpMeWCo+iVjOzssKuXOmWm0sNgiAnTDjcvv1dyx4FAH7+eVJ6eqR5dTHBI9QEOdEzeKdKzzbQunVur15JISH5Os93nz71vH69S3JyF4s/1iVJ4uDBCbNnN7yanJF6dMzZ8Yl4yuJBjdlJXEzxkJ75HdsW+XnJ1GqNSkWwWJb80cxkqtu2zWzbNjM9PfLIkbExMXetkd0BYPz4w9u3exYX+1lj5wgh23OiO3hkEgN38Fu3fjF27NGoqHsGquc/5s9c1CE1wwUAFk7QM5GO2TgcxbhxhyMjMyy1w61He3+6OQoA2HwRACiltSKBolbC4bp6AwCTw4Pno/tqCh4AABAMAABS0y608sO3rye8VGypSBpUUuIjFEqEQrGV9q9SsQ4dGnfvnsm9TfEOHqEmyKkT/IYNGwDgnXfeMVzsyZMnBw4c8Pb2njZtmk3iahLqS/AEUalU9vT3bzirSaTMV97u+NcVT1MTPEGQPj6lbm5VLJZKLBaWlvpKpbqzyLZtm9mv35/GhNEgmYLdf/bLEjlr9vgHg7tnhgeVsVkamYJ150HAicvRRy52VamZdRP80J75X626JOCZMzSuKdNoGHv3Ts/JMW1OJEzwCDVBTp3gqW53DZ6BtLS0mJiYwMDAR48e2SSuJqGeBK9yc5vMZl8wcidVNawhU7sO7TzQyPJCoaRnz6SYmFQXlxdT+6nVjPz8kEuXemRnh+qUj4tLGTnyNyN3bsDhC136d05zE+pZTje/2GfJ5tkF0s4AUJr+NwAwWJyuMQ93rP6ZbdGm+KZDLBZ8/fXbJo3CxwSPUBPk1FPVGun+/fsAQK3f6uR4vF3GZ3cAcHNRffmhoZZ8bdHRaW+/vbF79yva2R0AmExNaGjOK6/smTTpAIfzjzVvkpM7nzvX1/h46jO293W92R0AWvmV7ly+MbzFi+7oIoHiy8XHHDW7A4BQKElIuGTvKBBCjeVEnewAICUlZejQoTobfXwMzSWiVqsrKysBoEULZ5/wiyAUAsEXptbq3rki6152dnZYfQWoRWhmJz5ITLxheCRjVFS6p2fFDz/Mkstf3Fz+9VcfuZw7ePBpBsP8jGt4AKWQL/u/qZ+MfGcuNW3t0kmXvdz0/xpwGLGxt//8s19DJwYh1KQ5V4JXqVRlZboThtfdotdrr71mhYiaEzb7AoNRYkbFDh3uGkjwANAnvujDd24aM0+Bv3/RhAmH9u9/WTv3XLnS7eHDVjHxvyXEFpoRnjECfaumDLn59Xa/wb0K5k0zdnB58+XqWu3rW1pS4mvvQBBC5nOuBB8QELBq1Sr6n2vXrgUA7S16sVisTp06jRo1yrrBNXkczlnzKoaHGxq5zmJp1r57g2n0/XdERGZkZIbOiO3Cwhb/WTqidWDVwO75b0y57e4iq6+62Ub1SXuYJ/vmg78bPWFS8+DuXokJHqFmzbkSfGBg4Jo1a+h/UgleewsygMF4aF5FoVDC4SjrWyFtZJ+c1kGmTVHQu3dS3SlZxKWPUksh9aZHZGSHcb2umReqAVGti/+7otSMBWGbKS5X/xLvCKHmwrkSvI758+fbO4TmhMGoMLuuQCBRKPTPqT6iv8nt6i1aPPHwqKyo0L++3NmU9tZI8ADA4+ou2eLAamvts74iQshSnDrBb9682d4hNCcajYfZdQ2s5h4bVWXGDlu2LKyocN968i4AiFqEAsAbY7tSbxFVpFLJZrOVZkWKAABIkigtxfZ5hJo3503wJSUlhw8fBoDRo0djD3ljaDTB5lUUiwUKhf6lVAmC9PE053m5i0u9rfokSWg0jvyc/P/Zu++4pq72AeBPdgKEEYLsPUXcOADFXRdaVx111mq11v6cXVprK7Wt9VVbrdaFr632tU5cddRJUUQUFRHZe+8QErJzf39cihgCJDEhF3K+Hz7vG27OvXmwkCfn3HOek5ZjHeClh1312lBU5CwQoPXrCNK5mW6Ct7W1XblypVwu53K506dPN3Y4nYBUOpLJPKzDiVlZPipHDvyVBP/Wf/3scxJV+19DhYIMAEybbhSKclxoxpjBmX38irpxGshkrLrOnE7vyt13Lxc+j0+zttT0Z1QoSGQKptVHngcPQnUIDEEQQjHdBE+hUAIDA58/f56VlWXsWDoHmSxcqbQjk7Uu+JOc3KuNZ8sqGR4uWi8r5/MtAWBo/8JNy+J83F6bHOBgq/9dhTCMRJzpdXS6kk7XYjYAhYK9SLcK8tf0VkhOjtfLlwE6hYYgCIGYdCW7r776CgD27NnD5/ONHUsngGGMhoZ12p6Vn++elaW6CH7ZxN7LJvammVvSzC3vP+Joe02lklxQ4BYWFnf02ysq2d1AXqRbdsCrGE53X/7BPzw0aVlTwzlzZgYqcYMgXYBJJ/jp06fv2bOnrKxs2rRpL19qWlHVlInFC2Wyodq0Z1661E79gPPXtZ4AkZ3t1bPnizFjbuirV51d6tLaUxgG2w/3uhXXuTdRpZCx2ATbr3cGKNqcnZCf7xYVtbiNGZEIgnQipjtEDwDXr1/39fXduHHjd99917Nnz7CwMC8vL1dXVyZTde8y3MaNGzs4QuKh8vmH5fKh9vbtl7STyWinT8+oqrJtrYFCKgaA+8/c7j3OGxKs6cg/hkFycq8pU85r2L5ddfX0uRtmDO2Ts3LmPXfHmuZPJTyz2brH70EiZ1A//urFGTq/hFhCjXns6uXKc3PgM+gKhYJMJmNtfDrJyLXOyLPm2sr7BpQy6AqdX7c5+26KAycC7sQ7fPZh2pihFTTqa4P81dW2sbFDkpJ6Y9rdrEcQhLjQbnJaMKl/qzb2gz90aOeUKee7d09t4/TaWutTp2aWlrbVOz947QX+wNu9/q/DdyzZGs0au3dviJNTiZdXjiaN24Vh8HHksJvPQwGARCb7uVV42rxkm0urapkPH1GKSlmAAQBQaeTbf/4T4K3F3f3qWmZ8kn15Dft5OtfNqX71gidkbcYbFnw6ytKG8csXV7T8gVr14cbg83+74BMbrdiyQX0qXRxFw/s6C4UWpaWOFRVt7cjQLrSbHIIQkEn34Kk6zN5GACQS+smTM729c8LD/3F1LVDZ5aWgmJWWMiQhYaBcruk/b3Y+e8kXIcd2PGy3etrz572SknoNGXJPx9Bfp8RI3/0afOmOJ+vfUYaMgm5PHzV+lBHzq1+1VJK2/BT4x+6HGn4mrOGbDZ8/qa6eTqYxQvuW7Pr8rrYFbhdNSy+o4Gp3Tpsycl9NI6irp1272w0A6KKBenwJBEEIxaQznEzWlRdTGVp2tld2tpe5eUNSwd/ODmKmGa2yhvEy0zIt23L5xD6aXOGDcUHNvz18OGjatGhHx1K1jaVS+t27w+PiBoeFxekheoCCCvv/nH33ZcMM34lQ/jwGAJRyGQBYuQfiDeg1ZQBAoTMBQNbAj890+fWkfMXsxHavLFeQ1/40U0K1ZdqAUi77cE6KDuXrB/cpFz0y0/q0VhSWmr9IMwOQN02eWzEFpXYE6eJMOsEjb04oNLt2xw4AqKw3HYmtrLQ7cGBpccPF6RNKwwdXmzHl+PH0XJu/77tLykbhxVO7ddNlRzsAEIroFTXmdUKL3BLbu0/8EwpHyhUUK22K9+z8fRCGkVbMftxGwq5vYK7fPf1RqjuAAABIJBgYVKRDtGZMmUxO0eFEtWytJfOmFJy95iyS6O2aCIIQHErwyBsj4f9DAoBlE3u/4bVuPht48xlI6mtsrKSWVvTKGlYDXwgAGNZ4033UpOo2r9AqHp8+YsFUEqXxd57KSAUAqaAW/u2mi3kVAECW14X2LenpV8WxqOMLaAVFzFtxDsVlAACYQv71dzZxiW9tXP440KdG5foYRroc4/Vj1MBKkRuA1MLBEwBIwlzdZskpFOSsQr0N0Zux5Du+er7x49RPvgu6dMNBX5dFEITIUIIHAFAoFCdOnLh//352dnZ2drZYLPb19fXz8xs8ePCCBQvQrXqjqK2jCyRqRgUkUh37oOL2Oq8MunzR5KdLpz22snhtKgCGwZXb9t/u9s/KYQDAvUTHCR9M6tdHEd4/182BZ86SVPPM8qo97z4NzHxRDQCMZmvmG8R0iYzKoMm1jTY5y/5Wgs/6BbHantgGjo0savvTbb/67jigWlsQQZCuB6UuOH/+/IYNG1JTX5sTXlJSEhMTc+jQoW3btv34449vv/22scIjPhKJDAAYpp+d1iT8agBgWtsBAIlMAQC5RAQAFnaNS9XLK1N0u3Kdwstj+KzKl4238NnOvgDAy0sBAEwh41oLf4k807e7mtV6JBJMHFU+PLRm1beh12Nd8ajSit3Sij0BgGZuBQANlUUAIoYlBwBYHAcA4BdlAIBcJEhIsh8aXKxttBdi+2YX2tyI9xkzWM+VFj/7MNOnW8/kZP1eFUEQwjH1BP/TTz+tWbMGf2xhYeHr6+vh4UGlUnNzczMyMvh8fkZGxpQpU6Kjo6dMmWLcUE0BiYQF96weGVrm4a7kWIlq6syKK9g3YywTk18tpn/43H7uZF2WpD/L79naU2ZMWdTmMwEeba3FN2fJ9m/5Z8EnI+OS3Nt9LTpNtmjys7dHpAV4VqmsONfEy1zHs7f7Aoi+PTSij3+JnY3WpXzbNnnypYwMf4lE/Q5ACIJ0DSad4NPS0j755BMA4HA4Gzdu/OCDDywsXu2BLRKJDh48GBkZWV1dvWTJkoEDBzo5ORkvWOJq7LvrMFP89csEBb0cOfIWh6Naevaj2VBUbvnD/sALN9wxDK5cpf34CVnbrdkxjHTqpLww/xKJ3Fi9kSUWAgCZSgeAL96/3nZ2x1Ep2C+b701YP0jQwGQ7N45yN1QWAQDHpw8AyCUNAMAWxx/+8rKPm+pNeg0VVDp8tG26TIYxrbsJwHb3sd6fLXlsYabPFR80miws7P7t2yP0eE0EQYjGpEvV7tmzRy6X0+n0ixcvrl27tnl2BwAWi7Vq1apLly7R6fTq6uoffvjBWHF2eTSa/J13zs6YcaZldse52PN/2Rx/cOt9M6a8rp564Hj7fWgVd1MGZ+arL3rval87fcQzDa/DsZK8N/F+Gw08Hcou/HxSk+yemmOblP7anusSKfX0vbfe372lrNoSAMYNTvpr+4+R//dAbXZXKEmJyVqX8W8SGhpHoeinRh6CIMRk0j34W7duAcDixYvDwsJaaxMSErJkyZJ9+/bduHGjA0PrfMgUHX+XKBTl3Ll/eHjktdty/LCioKOk335bKKrsl1e0W/M96Pgii1//XmRmVwMANp6Ni++VcjkACEpzxw1KolC0GA+IGJp69P4HCkljPRyGlR0AKKQiAHirx9XI5X9RNbtad6/qiHUfA5kW4F5ixpTyMe+kXD9elQhATKEz18y+8f6kVmfY5Rebz1szVCC1fHzuNIWsS4FFKlU+cuTtGzfG6HAugiCdgkn34IuKigAgJCSk7WahoaFNjRG9Gzv2mibZHefqWjhhwhWxmDF/VTCPT9PkFKmcuvnkJ6W1re4WM6hHvoavjnO2rbC3VrNUb0TvZ1tXXNYwu+NCe2Xnl9lef9gzOqZ/fFovkaRxE4RZoxPayO4A4O4s/P7TJ5NG5Mtkuv8JDxr00Npa0z1kEQTpdEy6B69hbXm8mUkVotfKyulhALDv/EMdznVwKB8w4LFWp/Tt+2TTXpucUvvJH4yK3vvI1ratZfFVPLMV345PLacCpODz8/P/OYs/hSmVAKCUSbhWWt8s55qXlpD88Mc0lgUAAFn66axTWlWbBwAXZwWZxsAfN1QVA4CYV2HNFq+a2f5w0ZDgiiHBOtb8wVGpip49n8fGarE9IIIgnYhJ9+CdnZ0B4MGDB203wxu4urp2REwmZujQWG23fCWRYNWiVADILmDv37/s1q2RIpGa3f/EEsqBE/7jlr/7JLW97Wi13z+t5ZZrwX5pdlZa70wvkb02j92MKfV2qZk2MsXSvJ2a/Pri7Z3dMS+EIEjHM+ke/JgxYzIzM//73/8uWLCgtYH6hw8fRkVFAcDo0aM7Nrquj0qV+/pm6nDisEHl5iy5UESVyWixsUPj4sI8PPJcXArZ7HoKRXkrgf8ijX0vyVskprBs1O/821xpBcvPU7uR6nKe6uw2H6dCra6Ayyl1AgASCZs6NGH+WzGejpUkUoeOFFlZoSF6BOmyTDrBf/755ydOnKitrZ08efLmzZuXLFnSfCd4sVgcFRX1zTffSCQSGo328ccfGzFUAvrlTOOWbitnDAGAFVMGaXsFB4cyOl2qw0sz6IoN8y3z8jzwb39P4EMCR8L/NzOSyADADRhoCVBfnAkACpkEAJyCxwJAwb1ovJVCJgYAK/fAxJyaYYPKNH/1wmpnPvhb2DdW2WuoKgIAurJK25+ivoEVm+Rr0c1lw4z9E4PvNh3vyP3YqVQ0kR5BuiyTTvCurq5HjhyZOnVqVVXVxx9/vGnTpoCAAA8PDwDIz89PTU3l8Xh4y+3bt/v5+Rkz1g5Ho9Ho9MYBZCaT2fRYj9hsLbZXV2Fpqfu5Kq486PnxO7dpGqe660lqlo9X1bG1fd2Y5z1/+uhAgFuxBVPPdWw0x+drHbZaVlZWao+jmSsIYkQmneABYMqUKefPn//ss8/S09N5PF58fHx8fHzzBv7+/j/88IMJlrHDMKzp3RnDMKXy1eTwvdHxAEBjvWlueJPuI5X6qrr73P7WAPDfmMZPY7b+wQBQkRwLAFSmOQAoFXIAKLgfDQBSYeOgtFIuBQBe3gteHvzvap+Fk9rfBxYAKuusj/89RCKprs5onBso5lUCwO1q6saFmgavxMhldY4RgxM0PcFgCgu12U2vdc1/PRAEIQhTT/AA8Pbbb0dERBw7diwuLi4rKysrKwsAfHx8fHx8QkJC5s+fb5qbzcjlcpFIBAAMBkMikeCP9Qvf/lU39fXafbzgWjeMH5I5fECBsx3P2lJaw2Nk5lncvO945a6rUETdcWxoH/+S3n7qt6JvIpVTNxz9sGkxW3NZ+VZ3E5yHD2yr5jyGkSrruY9z+srBYnKfc1rFbyAvXvTQy3Xq69UPqLBYLAaDoZeXeEO//fbbokWLNGz8008/rVq1CgAUCgX+5/+f//xn3bp1hgtPv6qrq7lcLgAcPnz4/fffN3Y4iNGYYupqiUKhLFq0SPO/fxP30dTBerlORYUdhpG0nUUPABgGFRXdAODXC48A4MO3BwAA9d8RhckOVQBwRtATAFgcBypFMWdA1NJpT1nMV/Xg7Dhif6+6iJHFX36cuvvPIdfSxq876v39gj0DAlqtcl8nYKz6Yfy9pwIqKx0AZA18/Di+9wzL1vGbI1MCfP5w4PDUBUw6kbDo6IOlVamPAeB85Dfa/siGkJHhV1TkYuwokDdSVFRUXFxMpVL79+9v7FgQwkEJHjEaodC8qMjF1VXr+edlZY51dZbttwOwNGvY9v6+YN+01hpwrYVbll8f/Kj+2z/fW/HzimlD45ZMvG73+txyuZx84a7/rmODyqraGjYorbKct3XNhrlnRvRNbl6YP7vUedvpBbmKxg0JySTMxU7HMvX69fffbxk7BCN47733Bg1qZ0IoXtuqUzhw4MC3337L5XIrK9vfTAExNSjBI8aUkDBAhwSfkDAQf6BUKgDgl7P3AYD07/TzvYUAADZePakUZeTM3cG+7VeDmTAgrq5auPvWpxefvn3pSUSQR2aAS54VvaxBwuBRBz/JH5h+7x4AYFg1/FuUt7G+DQDTxh4A5OIGAKisZaz5ZYGXh6KfT7oNu14sZaTkuafke2AYScy7BQD4HHmJlMJiaL1DvN5ZW/Oqqmzbb9e1jBo1au7cucaOwrA4HE5ZWRkAWFpq9DkY6apMKMHb2Ni84RVqa7WuZIK07cWLoMGD452dSzQ/pazMISmptyYtl89ICO2naa23OeOSnlc8ups8QImRnuf6Pc/1k9TXAADXf4DmseGKq+2Kq+3w7fUwhZqJhIkvnYb0LdD2snpnack3dgiIQZBIJHv7VmszI6bDhBJ805o3hDgwjHT69MylSw+am2u0VEwkYp06NVOp/HcEHMMAgGlpCwAKWeOSeqVMAgCWzOr3pz7SKpilw6P+OFDEDRrWeG2FHADy7p4EAArDDAAoNAYAcLsPBICazKd4M4alLfx7J55uYd0UAJVpAQAKrGlyIgkAzOycAWD/hdEhvY5qtcONIaAlbIhWZDKZTCZjsVikN90bGukgJpTg582bp+0pxcXFd+7cMUQwSBMez+r48flz5pxot0NZX2/x55+za2pkF7iNAAAgAElEQVQ0GokZPyTXnKXdHupebvUDelXlGj7tPk13XbVr5qbFV+05jTf7FUpKYa0HhaywpJXJ5BSutdDgQQDw+Wj89o0IhcJ9+/adO3cuIyNDKpV6eXmFhoauXr3a39+/qc26det27twJAI8fP1Y7D27q1Knnz5+nUqklJSV2dnb4wdu3b586dSotLS0tLU0oFLq6unp7ey9ZsmTSpElkcmN98Q8//HD//v3446qqKjzp4vP/hUIhvvm12ln0RUVF27Ztu3nzZmFhIYlEcnFxGT169Mcff9yy1AebzRYIBJcvXx42bNiaNWtOnjxZX19Pp9N9fHwGDx68adMmvGoIQlgmlOCPHTumeWOlUrl3794vv/wS/9bc3Pybbwgx87lLKi11OHRo6bhx1wIDU9T2DTAMUlO7X7s2XvPCLMMG6DIGPiKkLLet3d715k6if0J6wOAeWQH+WK3QKikvoI4eCgD5Mae/WXZ91lua7k+vM7mcUlSEtlfQ3bNnzyZNmtR8k8nnz58/f/78wIEDW7du/eKLL/CDs2bNwhN8dHR0ywRfX19/7do1AJgwYQKe3WUy2cKFC0+cONG8WWpqampq6uXLl8ePH3/p0iUKhaJz2BcuXFi8eHFNzatpnvjHiAMHDmzfvh1fHKhCKBQOHTr02bPG30mpVPry5cuXL1/+8ccfd+7caXc3TsSITCjBay4xMXH58uWPHzdWMnn77bd3797t5qafkiCIWvX1FqdPz3B0DOvVK9nHJ8vSsprBUMrlVB7POivLJzm5Z3GxU8uzPpoWAgBH7uYCgJV7IH6QZdMNAHxcdBl68fSUVx5q3HwIH2+nMFgAYOniBwCSuioAaKgqAQAbr154M7lYCABsR08AkAr50DQ4LxVTyEobeqGluaiGbyFlWACAhb07/Ft+h1+ceedpjxeixgmDNWmxAGDt2RNjJekQubYyM/0kEv1XJzQRlZWVI0eOxCflzJo1a+TIkdbW1o8fPz548GBdXd2GDRtIJNLnn38OAAMHDvTw8MjLyzt//vy3336rcp1Lly6JxWIAWLiwsUzSzp078ezu5+e3dOlSHx8fDMMyMjKOHDmSkZFx9erV3bt3r1mzBgB+/fXXX3/9ddOmTZrPor948SJes4tOpy9atCgkJIREIsXFxR09elQqla5evdrd3b1lUa8vvvgiJyene/fuH3/8cb9+/aqrqw8ePHjhwgWJRDJ37tycnJw3/MdEDAcl+NfU19dv2rTpl19+USgUAODq6rpnz563337b2HGZitJSx9JSx+vX39p7Ls7CXL5wbLhu1/F1LnZ31qUyj762cfO0L543LHpojyS2WeNge0kV5/qjPhczffiidgbGCyra2/7ujSmVpDt31BTcNQV37tzBc2ob2i0OExkZWVtbS6VSz5w50/T+MHPmzBUrVowbNy49PX3Lli1z5sxxd3fHj//4448pKSmZmZm+vr7Nr3P69GkA4HA4ERER+JFff/0VAAICAhISEtjsV+NVH374Ye/evfPy8u7evYsneG0pFIrPPvsMALhc7sWLF5t63gsXLlywYMHkyZNramo2btw4adIklRGCnJyc4cOHX7x4sSmeCRMmTJ8+/dy5c7m5uTk5OV5eXjrEg3QAlOBfOXfu3P/93/8VFxcDAIVCWbVq1ZYtW8zNzY0dlyn6aJpGC5F/jy+Hf9etkWmN/dHypzeOr72p2zSgOjG3qWtOolAAgO3oBQCS+loAkAp4AMCw4gKATCTAm0nrawCAl58KAHRzSwBYOvXhiohoMvm1m/lO3Jr3xt+eMTzh61PrHvJ7wb9zA3l5L5tfh1+Ufr5Mvn4qWeV0/bp5c0xFhZ3hrk9kUVFR+P6QbWg7wefl5R04cAAAVq1apfLp38PDY9++faNGjRKJRIcOHcK77HiCB4Do6OhPP/20qXHT+Pzs2bPxvR4kEolSqXRxcVmxYkXz7A4AlpaWw4cPP3r0qM495uPHj6elpQHA5s2bVcbVw8LCNm7cuG7dupcvX544cUJluhKFQtm7d69KPEuXLj137hwAZGVloQRPWCa9H3yT/Pz8iIiI6dOn49l90KBBiYmJO3bsQNm9M5o6tjDAW8cFYLml7aQ9Bk0e0j15VviN2UOvhfdIZNFVe/wfTbu+cvLZ1tIzmyXYPj9ysN+TNl6irMr8cqKhutcYBrGxQ+Pi0H1T3V25ckUqlQLA6tWrWz47cuRIvJt+/37jbI7+/ft7e3sDwPnz55u3bBqfX7BgAX6EwWAUFBQUFhaq3bvyDUvZ4PFYW1ur/fjywQcf4PPymsJuEhoaGhgYqHIQH5wAtJ8QsZl6D14ul+/atevrr79uaGgAAGtr6++++27ZsmVNU1URI8Ir2FBoTADAFI1T4slUGgDIJWIAoDKYAMCydQIAmaBxGeT0sbk6v+LVWxy8cA0ANFQVA4BSLgcAc3s3MgmbG37x/Qk32GavBv9FUsZvlwftjw6X1FUCQFiv7KURt9p+CTJZufmd/4z/v+XCejYAYMrG90f8Zj/Lxh4Avt6uCNr5xMtFz3UXamo4f//9Vlqaf/tNu67jx4+/YaGbzMxMAHB2dnZxUV/oNzAwMDMz88WLF01HZs6c+f3338fHx5eWljo6Nt6COXXqFAD4+fm1VlkPw7CSkpLc3NzU1NTr16//9ddfbxI2vstGQEAAi8Vq+ayFhYWvr+/Tp0+zs7NVnlK7kSZ6h+wUTDrBx8XFLV++PDk5Gf92zpw5O3fudHBwMG5UXQOVKvf2zvbzy+Ryq8zNhVIprb7eMj/fLS0toKaGo+3VzM3k/YOqHewkTIaiosb8ZSY7N1f9+wudpggNrtYt5ofJTul5trbqtgWmkBXfTIsc4h+ncpxFlyyf9k9w9/yFn40WSahr372jya0Btpnkg2lxP/w2trUGfCFj/oYph7bGBLrqYQYTj2edleWdmemXleWjUKD35TeFZ8ri4uK2l4M3n6k+a9as77//HsOwixcvLlu2DADq6+uvX78OzabXNUlJSdm/f39sbGxGRoYeN3nCw25jYZuHh4faBI/eEjsvE03wtbW1n3/++aFDh/DxJR8fn3379o0ZM8bYcXUFZDLWt++T4cNjWmz3Xurvnz5mzI2UlB63bo2qrW1/OTvNjN3Dt+6TZc+GDypl0F8rCZeazTl0ptfJ81SlkoRXjVVIJQDAsebTqLqMGSqVpJ/Pz2Q7uuIddwAgU+kAgGEKAJgX+OUQ/1b3kw3unv/t6nv7/gwO9CrT8OUmhKb+cGSkEiPhW9kCgFzSAABMKzsAoFFkIb0K8vLAmmHBsRYz6Y1t6oX01Gyrgb20G6qlUBSXL0dodQrShvLyck2aKZVKuVyOb0bXu3dvf3//9PT06OhoPMFfvHhRLBaTSCSVG94//vjjhg0b8Em+dDq9X79+vr6+/v7+YWFhJ0+ePHLkyBsG38aHEjzUljMQUVmbzssUE/wff/yxdu3aiooKAKDT6Z999tmGDRuYTDV7gCLaYjIl06ef9fXNbK0BiQRBQSm+vplnz07PyFDXWX7VEtv4UcqKeZlkspqE3d27Zudnd+dO5Cz5bFDzojAWZlLdIv/7gc/LPPXrwp05FfMjnrZ9+pQR6UVlWtSN4VoLXOzrCsqsba0auDZCoYheVsmSySkAMKhH9jeLTzl3U92AVdBA2/7fATRo0DbBs9n13bpV4PvvIW/O09Pz0aNHISEhcXGqIzptmDlzZmRk5O3bt+vq6qysrPD58yNGjGi+/vb27dv4RPegoKDvv/9+zJgxzTfbjY6OfpOwfXx8CgsL8/LyWmuQm5sLACrz/JFOzbQSfGZm5ocffnjrVuNd0uHDh+/fv7952SnkTdBosgULfnNyamdXdQBgMKRz5vy5eF2vyze7kciNv4QrpgxsakAiYTNmnOnRo9XNW3H9g2quH/tn/Jy6/GIWjcUGgDyJjuvcrtzzEZTnw79z8gGARCYDgFImGdr/H2p7ZWVJJBgclKfVKy59++7AoFJ3p8ZidiIxLSbRPSWLs3reY7VVbC3MZFtW3v8nQZftYYKCXty+PVKHE5GW8HeMnJwcDMPU9m7x/jeJRGp+oxpP8DKZ7MqVKxEREfj8eZXx+aNHjwIAi8W6efNmy2LycvkbbVDk4+Nz586d1NRUsVjcsj8jEokyMjKglTvuSCdlQjfktmzZ0rNnTzy729nZHT169M6dOyi769Hbb1/UJLvjSCRs79YX3X0Eap8dMeJOjx4vNblON47w+C/PzViNA/g1PEZVjS6DMRn5rSZOf3eNfigfD+2m7r/zVlpTdgcAFlM2Lixr3cKEtmvUhw/UZYaBp2eeDmchauEF6crLyy9evNjy2aqqKhsbGyqV+tVXXzU/HhQUhM9Fj46OvnjxokQiMTc3nzZtWvM2eF08Ly+vltkdw7Cm0lu6wZfG8Xg8tasEDx48yOfzAaDdvXSRTsSEevCbN29uemxpafnLL7/88ssvWl3h0SPtNi8xKZ6euUFBL9pv14wZS/HtZ+kzlqm+oXC5VUOGaFEwtruv4KNFBT8dtQYADIMbcS5zIrK0iiSvxDqroNWpf+YsjUYFbCz1UyTHENDGcXo0efLkAQMGPHr0aPHixefOnRs2bFjTU1KpdPHixfX19SQS6b333lM5cebMmV9//fXVq1fr6uoAYPr06fjKtCZ4Jzs7O7uioqJbt1e3VMRi8fr16/FisQp1+xOqPahi/vz527ZtS09P/+abbwYMGDBw4KsBs/j4+MjISADw8/NrOekP6bxMKME313KmKPKGhg+P0eGs8EE121Y55Oe/VgY4PPwfbcu8rHyv8LcrIUIRDQD+vDNi5oRsiro79605fDpQLhZS6EwAgH+H6PGVeHKJuLSMBhrtT0tcZHL7CcBEaFLJjkKhLFq0qLVnSSTSzz//HBYWVlNTM2bMmDlz5oSEhLi6umZmZh44cAAvJrNhwwZ87Xtzs2bN+vrrrwUCwd9//w3Nlr83mTBhwqFDh8Ri8ciRI7/88svAwMCamprnz5///PPPOTk55ubmQqEwPT39+vXroaGheOUZfGYcj8eLjo728/PjcDhNy/BUUKnUH374YerUqZWVlcOGDVuyZAnep4+Lizt8+LBEIgGAH3/8Eb8g0jWY0H/LwYMHGzuELovNFri56bjBeWDgy+YJnkpV+Pu3c+u9JXMz2dDgkmux7gCQUdDt9M2+s99qq5hMc+mFTn9ebetOzYMkl5ljNbpfQFj19Zpu0tPlaVLJjslktpHgASAkJOTGjRsLFy4sLi7+/ffff//996anyGTyRx991LLsPAAEBAT07NkTX5fr4uIyYoRqOaMpU6a8//77UVFRKSkpc+bMaX7NTz/9NDg4eObMmUqlcty4cVOmTMHn3PXr1w8AMAzDR/vx3eRaC3vKlCm7du365JNPxGKxyhAmh8OJiopCZbm7GBNK8A8ePDB2CF2Wh0cuiaRjQSsvr9eWetvblzEYuox1hw0UxKQ4AsCsHtSshAmF3StdXQvbPaumjvHe+gEuQ+cAQFHcRWi2rzw+yY5lYx+bZlde98zeqkKHqAgCbRynd6NGjUpOTv7hhx+uXr2an5+PYZivr2+vXr3Wr1/fo0eP1s6aNWsWnuDnz5+vtlbM4cOHIyIi9u7dm56eXlFR4ejoOGrUqFWrVvXs2VOpVC5btuzkyZMSiaRp7v2kSZO2bt168ODBsrIyLpfL5XLbDnv16tXjx4/fvXv3zZs38cKdLi4uY8aM+fzzz52dnXX/50AIiYQKDSJqCYVCvMgGl8tteoxrOXdhyJD7o0ff1O2FpFL6d9990fRtQEDa7NkndbjO9QcBq3ZMBYDZQXQAYDCk06ad8/dPb+OUrHz2+xuG5xRaeo9dCP8m+KY/iKYEDwBjx1O2zd5I6bQD3UePLsrLczfc9VeuXKn2OIvFQvWeEcRYTKgHjxgOk6l7vS06XUqhKJsqrFEoOiZRkqJeUJoLABDkDwA7/vdo158uMybSv1iZ5eqkGp5AxDh+a8zxm6N5JIGVG1SnPYJ/S+VQWY0JycarNwAoZWIAiEvibFKs/mrWz001Z3RQXsWy5+qtMJnmcnM9DJrdEQQhJpTgET1oaNC9lyYWM5vXT9X5bnF5lWqFbaWSdPovx7NXHbZ+5O7hkVdDBxpVVlpKfpHj/DDFC8y0K8B598VAWyx43YJ4rc46GB0CGFTVmT+Iw2Ry0rX/6jjOoTOxmPHXXxM7+EURBCEClOARPeDxrHU+V6VmbUVFN4WC3PZacLWsyN2XjHk1Vw6vP4JvVLPvcR943Kc44SoAg8o0B5ACpHmO7AsADZXFACCsLAQAhUQEAHR2Yzz8ogwAwKfW0y04AGBhrfWHjys3rJ+8tAMAEpk8NLgE+zewjqFUkk+ffqeqqp37sgiCdEkmVOgGMZycHC+FgqLbuZmZPs2/FYuZeXme2l5EqSRlZBi8ZlGDmNF+o9cJGmj4g8kjc49svdXBRb2Tk4Oys1UXayEIYiJQDx7RA7GYkZnpExDQ1ow2tTCMlJISpHLw/v0wb2/tChX8edFZIHjtNsFH08OaHh+8ehsAPpwcDAD/jcnDD9bmPIdm9WgBwHPkbACofNm42sLC3hMAarKSAEApkwJAKo0PM7WISqkk2bj52JCd+vrm7vwklkbVeljiDaWmqm7jjSCI6UAJHtGPO3dG+vtnaLtY7sWLoPJy1U1QcnI8X77sHhiYquFFanj0bft8poZq9cq6iE10lMoodJqm0wDJZOz0lp3xL31d7ao7PruLRMzsbK8OflEEQYgDJXhEP8rLu92/H6pVidn6eosbN9Rv0XvhwhQut7pbt/aXnisU5EsX5kwN9VA5vjc6HgDMbB0BQCEVA8CFEg4AOA9q7NRmX/8NANjOPgBgxnUGAHtqYj/fbMueBWQSVsUzf5JSlJJtx7SxBwBJXSUAyBpop696zZ3c6l55ag0O1K69vsTGhstkNKO8NIIgRIASPKI3t26N4nKrAwLSNGksldJPnpzF56uftiaR0I8eXRQ+4VTbW7QJhWanT898wzVgJBKMD8v4eM4DH1fVfVyKyi33nx9+IaZP05Gd/+01bliprZX6PXKIIz/f7eHDge23QxCk60KT7BC9wTDSqVPvxMe3vxsVj2cdFbW4qMiljTYNDawl387+6sCE8mo1a/BkcvLxy0H79q14w+xuxpTt2/jXz59ebpndAcDFnv/tsov/3fSbjWVj9fLKGtaa3XNFEkL3jEtLHU6dmqnztEcEQboG1INH9EmpJF+7Ni41tfvo0TddXYtaNpBI6A8ehMTFhUql9HavNiOAAaUDgiMYwb2qhw9XOnL5DJqiME/0It3yTrxjXT1NIU0CgI+mvXb7fe/ZOPh31J1pZdd0vOLFfQCQCRt3aKUwzJgMxe/fXejjV9J2GMHd80//dHle5Ef1DW59/fLWzLzKYsjaDd4olErSkyf9rl8fiwbnEQRBCR7Rv/x896io921ta/z90zmcakvLerGYIRCw8/Lcc3K85HLtfusUStLDZ9yXFY3LvWpzXwAAmaqHBPb9p0ntZnecp2PF98v+fJzmuXrmVbKuVfcNLSfH69q1cRUVdu03RRDEBKAEjxhKdTUnLi5E8/b7LiQAAIlEotGUdjaSunqqBLMGAIYVFwDm9DZrbNdb/a3lvecal7fRLKwAQCaqBwB8ipxSLgcACo0OABQbe7xZv56CWRH5mocX3js1vLemE/uN4syZGQ0NquX8EAQxWSjBG9m8efP4fH4bDXbu3Onj01gKRiwWHz9+PD4+ns/ne3t79+nTZ8aMGRSK6q1WDZsRTZ/AutmTi0cPqXRzbsCPCBqo9x7bX4/zvxSjn+VejnYNbw0t7hdY6WDX4O3GJ3Vw3RkDs7AQoASPIEgTNMmO6KjUxg9hVVVVn3322cWLFysqKhgMRkpKyh9//LFp06b6+vrm7TVsRijm5sJ33jl9/Xjc4ln5TdkdACzM5OPCi3d9fvvB7+c9PfPavgjD0hb/AgwDDGNacZlW3NrsZ7XZzyR1lSys5MdNmfdPXohc9XDqmJyQPmXdOA1tX7DTkUjan9aAdF6///47m83OyclR++zz588XLVrk7u7OZDK9vb0nT558/77qmtXIyEhSK9LTX6tSJRQK16xZ4+HhYWFhER4eHhkZKZMRdN4J0gbUgzeyw4cPqz3+8uXLr7/+esCAAR4eHviRXbt25ebm9ujRY926dVwut6SkZOvWrS9evIiKilq9enXTiRo2I45u3Sreffd/1tZ1bbSxs6uaP//YtWvjEhIG6PASXm4Nf/zyxNtdqGuMnYBcThEILIwdBWJAhw8fFggEajf4PnXq1Lx58/Ac7O7uXlJSkpOTc/ny5U2bNn3zzTdNzVr7cKCisLBw0qRJSUlJAGBnZxcbGxsbG3vr1q1z585xOBw9/TRIR0A9eCNjqkOhUA4fPmxhYfHRRx/hzdLS0pKTky0sLDZs2MDlcgHAycnpq6++olAod+7cqays1KoZcbDZ9fPnH287u+PIZOX48Vd69Upu+dS+8wn7zieI6yrxL7zvTqbSyFQazYxt70Q/fehZ187uAJCb64nWxXVVfD5//fr1sbGxap+tqKhYtGiRTCabPXt2cXFxXl5efX39jh07SCRSZGTk7du3m1pmZ2cDQEJCgqAFPz+/pmYLFy5MSkoKDw8vKCioqKjIyMgIDAyMiYlZs2aNoX9SRL9QgieiU6dOFRUVLV26tOnzclxcHAAEBwez2a8qw9jb23fv3h3DsPj4eK2aEcf06WfZbE3vHZBIMHnyRQ6nRquX+P6Tp64OxL09oS/PnvVpvxHS2Rw5ciQsLMzR0XHHjh2ttYmKihKJRGFhYceOHXNycgIAKpW6du3a1atXYxi2Z8+eppZ4Dz4wMNC8BdK/E1IePHhw584dGxubc+fOubq6AoCvr+/ly5epVOqxY8cKCgoM+wMjeoWG6AknPz//zJkz/fr1GzFiRNNB/KN3v379VBr369fvxYsX+LOaNyOIgIB0Dw8t5rEDAJUqHzXq9unTM/Bvjz+qBoAVUwYCwP5LifhBaQMfAKT8GgAYHG4xcYSa5fhdTFGRc0oK2ldGvfvFirTqjt4IQK3+DpQ+3bTrUyUnJ2dkZJiZmZmZmVVXV6sdn09MTASAuXPnNs3Xwc2YMWPnzp2PHz/GvxWLxSUlJfb29ubmaipHNTl79iwATJw40dbWtumgp6dnWFhYTExMdHT0qlWrtPoRECNCCZ5wDh48qFQqFy5c2PxgSUkJAOCj7s3hR4qLi7VqpuL+/fsikUjloJubm6OjI/6YSqUyGFrvlNqugQMTdDgrMPClhYVAw/vNk4dndbGp8i01NJidOTOjYzeaV9XarweZbPwxwpfVypt5cmNHAQBgwyRpm+B37dq1a9cu/LGdnV1VVVXLNjKZzMXFpXv37irH8f8oCkXj3ki5ubkYhnl5tbMgBf+4MHbsWJXj48aNi4mJefLkiVbxI8aFEjyxPHv2LDk5eejQoZ6er+2JLhQKAaD5wDvOwsICABoaGrRqpuLHH39smftXrVo1f/58/DGDwdB7gmcyxe7ueTqcSCJh/v4ZiYmqoxRqhfRR/5mmy+DxrM6enU4iYebmQqGwrZ6ZQbX8lcMRYuo1hqnt+HY8DAwSxoULF9o43rdvX/xbfADP3t5+27Ztf/zxR05Ojqura+/evT///PM+fV7d38nMzAQAfHC+ORcXFwDIyMgwwE+AGApK8MTy+++/k8nkOXPmqBzH3yhZLNVVzmZmZgAgkUi0akYEXG4VhaLjwKm9fRn+QFSDP7Bt/iyZQgUAOpsDAPYcou8KozOlklxdbctiNbz//hH8iFRKy872ef68V2qqv3E79IRCJWHmrbzPyZWYRNO9fzXFpJIorfzbd+QcyJs3b27btg0A1q9fjx/Bb8CfP3/+/PnzdDqdy+WmpaWlpaWdPXt2+/btTUts6urqAKDlbHn8SNtFOxCiQQmeQOLj47OyssLCwvAPy82x2Wwej9dyIB3vlDf1nzRspmL69On4X3Vz/v7++HVYLJZMJpPL9TzIyWbrnno1P5dC0Vuf6VqM47hhpfq6mg4Sky1Lypj+7lYNDeZcbpWzc7Gd3WvLIuh0Wffuqd27pxYXO0dHT62qsm3tUnrX8lcORyKRaDQjV8UPdqTO7K6+QsC9InlUklS/L7eyP6MHV/04fA6vI6YCNDQ0REZGbt++XaFQbNmypWkqD96Dt7GxOXLkyIQJE+h0Oo/H27Jly65du9avXz906ND+/fsDgFgsBnXvFZaWltD6KCBCTCjBE8iVK1cAYNSoUS2f4nA4PB5PIFBNbPgRGxsbrZqpWLBgQcuDQqEQH/BnsVhSqbS1d3CdKZW63521tOQfupEGAEvH9mg6uHxSf/zBrxcfAQCVxQaA8iqWjaUexi2u3bV/b33f7z6hvDfLaFP2MIlv4v2I9CTB/PnH7e3L22jp7Fy8ZMnhP/+c/YZb7WkO/1VpqeVgUsd7UCzbcq/j7hRsj281Bc4OZPS0M2w3/syZM2vXri0sLLSwsNi5c+fSpUubnlq8ePGECRMCAwObht+tra137txZVlZ24sSJb7/9Njo6GgBsbW3Ly8tbvofgfXe0Dr5zMf4UGARXUVGRlJRkY2PTcg48AFhbWwNATY3qCrHa2loAaJrvqmEzIqivVz+coAlHx9JAH54mLR8918/OK4P71VhayD/9tvvyz3oWlhgnaQUGpq5fv2P9+h1tZ3cckymeNetPW1vtlhR2TRiRvgymqqpq5syZ77zzTmFh4cyZM1+8eNE8uwNA7969x44d2/LmOt7s6dOn+Lf41NrW3kOaJt4inQLqwRPFrVu3MAwbNmyY2onHbm5uT548efbs2dChQ5sfx6tNNc3I07AZEVRUdJNI6AyGLgOkZLLyyxVPZq1o3Hj+4LUXAIYyrTkAACAASURBVKCUNV5KIZMCAINNAwAFLxQg882jtbaUTZtQ/ts5n4sxllcf+G/75MnsSRoVBdMjMzPtRkdZLPGcOSeys72sretoNKlQaFFZyU1P9y8vtzdQhARGiEl2hgsjPz8/LCysuLi4R48eBw8eDA0Nbf+cf+Hz6ktLSzEMI5FIDg4O8O96nOZKS0sBAF9nj3QWqAdPFPfu3QOAQYMGqX124MCBAPD48ePmE+X4fH5ycjKdTh82bJhWzYhALqdkZfnofPqwQZV9e7Tfic/L89B2d9rWTBxRYsZUkMlYL/9ah26d404kl1s1aFCCv3+6l1duz57JI0fe+fDD/YsW/eboaMzJBB0Mw6fRE4FhfkA+nz927Nji4uLFixcnJiaqze58Pv/nn3/eu3dvyygKCwsBIDAwEK91ExgYCAA3b95UaYYfaT7fHiE+lOAJobq6urCwkEKh+Pr6qm0QFBTk7+9fW1u7e/dufGGrRCL54YcfZDJZeHh4U+UKDZsRxP37YW9y+oZ/ByA/GBe0bHyPkDDKvNn1q5ZXLHqneNSQmmVvuS8e4R11O0sq18/76pABlVl3zxfFnbt06NbwQWV6uaZReHjkLVkS1b+/ySxoxjACfRnAkSNH0tPTJ06cGBUV1dpyVjabvXXr1pUrV167dk3lqWPHjgFASEjjzs6TJ08GgL/++qv5fLqqqqq7d++yWKx3333XED8CYiBoiJ4Q8CF0b29vOr3VDcHWrl376aefxsbGJiYmurm55eTkSKVSJyen9957T4dmRFBS4sTnW1pa6rjwBq+CR6PJQkLiBwxIUJlaL5Mlp6QEXn/pWVvHNGN28UL02qJQFJMmXcIw0pMnfY0dS8cgyBC9QeAbVq1du7appo0KCoVCIpFWrly5efPmhQsXnjhxAp/JKxQKt23bdujQIQ6Hs3nzZrzxsGHDBg8eHB8fv3jx4mPHjtFotIaGhhkzZkgkkvfeew+f5YN0FijBEwKe4PHBsdY4Ojr+/PPP//vf/xITE7OysjgcTmho6OzZs/E17to2IwiRiKlzgmez+XeS/z6+55mrk5oZ/jSarE+fpJg/ktF68NZMnPhXcbFT178lb+DZbcYlk8nS0tKgldU3AODj44PXrtmwYUN9ff1//vOf0aNHczgcS0vLgoICpVJpa2t77Ngxe/tXvwbHjh0LDQ09efLk1atXe/To8fTpU7FY7Ovru3379o75oRB9QQmeENasWaPJTk0cDmflypX6akYEdLru65dYLNGVYwnmZm1VKqHTCFGEnJgoFMWYMTePH59r7EAMDcMwYvwaGGCIvqCgoLWOuwoqlbp9+/Zhw4bt2bMnMTGxsrIyODh40KBBX375Zbdu3Zq39PHxefbs2ebNm69evZqYmOjk5DRt2rSvvvrKyspK7/EjBoUSPGJMAoG5jU2tbufSaHIGgxhv3J2Wj08Wh1NTU4MWN3cCard79vb21mr2XkRERERERLvNnJycDh06pEVwCCGhSXaIMdXWqq+9owkyGWV3PfD37+rVxY0+se7VDLuue6sAISSU4BFjysz0M3YIpo7LVdMv7EoItEwO5XekY6EhesSYMjN96+ppVmwC7DlmqszNTWGJAUFSK0HCQEwF6sEjxiQWM/b8t50NqhGDkkiYxg7BwIw+Mm/IRfAI0gbUg0eMZt/5BACg01wnjCzrF6S6nV0bxGImkyk2WFympba2q69sxoAog+MECQMxGagHjxiZREJeuKqP5ju41NdbZGd7GzQkk5KdrXvBYARBiAwleMRoVkwZuGLKQAqNXsljj184pKDArd1TSkqcDh1a2pE7nXdtVVW2RUXOxo7C0Iw9Mo+G6BEjQUP0CCFU1TCOHl3Up8+z4EF/O9mrGX4XCMz/+WdYYmJ/hYKcm+s5bNg/HR9k13Pr1mgM6+K1/jAAjBiz2wgSBmI6UIJHjGb/pUQAWD6pP/7t7lP34RTQmSODe9WOHat0suPbmNdV8xjdzFxycrzy892UysYBp4ICNz6fbWlZb7TQu4TExH6pqQHGjsLwiNN7JkYUiOlACR4hFoWS9PAZJ7XKFwDEvEoAeH+k6k1ipZJ89+7wyZMvGSG+ruLFix5XrkwwdhQdgzAJHmV4pGOhBI8YTVPfHbdyRhgA7It+CACYUgkA4toKAABQMwvsg69E5hzuqCFVhg+zqxGLmXfvDouPHwTQxQfncaiAHGKyUIJHOiWFkvTBpz3vnsx0dS0ydixqKJQkCplYaUUoNKustEtP909K6tPQoOmaha4Aw6DrbjaDIG1ACR7prPgC6m+/LXrrrev9gx8TKpsmpdn2Dqg2dhSvqa9n79ix1thRGAnqwiOmCiV4hCj2//UMAFZMHfTqUHBoy2YcTk1AQNqMGaVsNr+Cl8jj0y7d8TFjyXv6lDp2M371GwyDzT/3jd53k0Sk8W8er6tXs2kTQaavEyIIxJSgBI90GnZ2VaNG3QwISG864u6O/385ACgUpJQMqx5+WlTEM4SoU36Pk+1yCi293fjGjaS58nJ7Y4dgRISZZEeQMBCTgRI8QhTLJ/Zp49mePV9MnnyBRpO31oBCwQyd3bH2pqVdvuv1w5EhVBb58j/eq+Y9NWgwWiGRTDi1EGeZHIJ0LJTgkU6gb99nkydfMPqgNwlALKGKJFQbS9V7AXUCxu5jfY+cCzJjyv5v1tN5k1KNEmFrHB1LjR2CcREkwRMkDMRUoASPEJ2zc3FExGWjZ3cckyG/8cD99kO3If0KnbsJySSsrI778IXH3/e9+EKGs33Bf7de93XnGTtMVfb25U5OJSUlTsYOxAgw4gyNEyQMxGSgBI8QHDZ+/DUKRWHsMF6ZGJ7zyX+GR99o3OWWxXEAAKVMasaUEjO7AwCFonj//agrVyYkJvZvv3UXQ5xlcijDIx0LbTaDEJq3d66LC7FWupPJ2NJZ6WQKFf8S1ZSLasoVUvHiyQ+Imd1xFIoyIuJyjx4vjR0IgiAdBCV4hNC6dyfWzWzciOAclSMUMvbu+GSjBKM5EgkiIi6xWMZfTNihMOIw9j8FYmJQgkcIzd0939ghqOFqX6uUy/AvMpVKplID/GW21iJjx9U+Fks8YMAjY0fRwTDCfCFIh0IJHiE0NptAq8mbsJiqq/W41kKjRKIDf/80Y4fQ4Yy+E3zjUj2U45EOhSbZIYRGo8mMHYIaMrnqJ2OBiGGUSHTA5ZrWDj0oryImCyV4hNAEAgsrK8J14gtLLchUGv6YRCIDQEaupURGZbReh0dDGflcT+daGtWAqwbodBmJhGEYMdYddgDizKJHN+GRjoWG6BFCq6riGjsENe4lOqocaRDTk9L1sMrc161KIqW8+XXaIBCYm1B2xxn95jsaRkCMASV4hNDS0/2NHYIal2+5qByh0Gg3HnV/8yuTSGBhJn3z67ShoMDNoNcnHqPfe391Ex5BOhJK8AihpaQESSR0Y0fxmuuxLskZnJbH0/O129BFJm/nBpmBEsLz570Ncl3CMnpa11OK//3339lsdk6O6hJNnFAoXLNmjYeHh4WFRXh4eGRkpEymZv6KfpshBIfuwSOEJhSa3b8fNnLkHWMH0qimjhV5YAiVaWbpGoAfEVbkA4CwovBhnbJBTDVrMcFerdgkf3+X/G62bTUmkSA1xzY7jzWod5WdrX4Wr+fleaSn++nlUp0GgWrVvpHDhw8LBAK1q+kLCwsnTZqUlJQEAHZ2drGxsbGxsbdu3Tp37hyHwzFQM4T4UA8eIbp794bk5noaOwoAgHoh/cOtEcXlFmqfFUsoxy/4tn2FWj7z1PXApduWnLo9uJsGOTvAs2b9D8GXbqveEdANj2d15sx0vVyqEzF2n/3Vl8734fl8/vr162NjY1trsHDhwqSkpPDw8IKCgoqKioyMjMDAwJiYmDVr1hiuGUJ8JFRdCVFLKBSKRCIA4HK5TY9xv/zySwcHw2KJ3n33f66uxqxZm5rDXb97en4pp6dPibtjjbUtq7LOMjnHs6RECQDWLN6U4UnhvVL7di+lUdXP2S6vtZ60fGJljZlEUPv7jvujQzXa4W3TnnAGXf7lsjgN45TJaGrXFubnu585M6O+Xv2nkze0cuVKtcdZLJa5ubkhXlFze2KKr6TUGDcG3IKB9nOCu2l1ypEjR6Kiop49e9bQ0IAfycrK8vb2bt7mwYMHoaGhNjY2mZmZtra2+MHc3Fw/Pz+FQpGXl+fm5qb3ZkingIbokU5AJGL99tuisWOvBQcnarK1uUxGTUgYFBz8iMF40wlrCgX50UvnM9f9rt3zfu+djEURCbZWr2raKDHSwxSv9HzHGSMfWbAkbVwnrcDlk/3vVdaU4d+6O2laGCfIp/LAmT4aJniBwHz//uUDBz7y90+3ta2iUhUNDWb5+W5JSb3T0vzb286+i8IwoiyT074Hn5ycnJGRYWZmZmZmVl1drbY/dvbsWQCYOHFiUz4GAE9Pz7CwsJiYmOjo6FWrVum9GdIpoASPqEehUJr6XnQ6nUw28t0cuZzy118TExIGTpx4xd09v400X1Zmf/Hi2yUljklJvSdMuOLhkafzi1bUsEa8N7tBROtmVXvix7M9/apVGpBJWEhQdkhQdhsXqROYbf/f+Iv/BCmUZIVMAgBKmRRA05RDZTLLGvxuxHuPGdzWq+Di4kIFAovbt0fcvj0CAKhUhVxu2EV3uNa66SSC7PLbae3atWvXrl34Yzs7u6oqNUWKEhMTAWDs2LEqx8eNGxcTE/PkyRNDNEM6BZTgEfUoFAqV2vjrQaVSmx4bV2Wl3dGjC5lM8dCh9wIC0mxtX2VchYKSm+vx/Hnv5OQgfJ13RYXd0aMLvbxy5807Tibr0ofjWErEYqqFmfTY9ht+HjruFGdl0RDWKzP6bq/mBwtLzXw9BJqcnlbgAACRB8L7BZS0Xe6+sNDl4cNBzY90THYHACaTqfa4XP6mlX/eHAaE2ebFMFFkZmYCgKurq8pxFxcXAMjIyDBEM6RTIMS7NkJAUqm0rq4OALhcbkNDQ/N78EYnFjNv3Bh948ZoFkvMZvNZLJFQaMHjWcnVLTzLzfXQ+YWoVOWhLdcpZEzn7I4bP/j5yZv9H718FcnxaPeRIRXtnohhcPGfXgBQUsl+/+u3D351qRtH/dh+UZHLn3/OVig6KKOrqK5WHdvAsVgsGo3WwcGoItAseoOEgf+dtpzfjh/h8/mGaIZ0CijBI52YSMQUidT3HZtgGEkgMLe0rNftJUYOKtDtRBXrZ1+6cNuvqpr2NNUuPY189a5zdV2KrVVD22fFJroKRGYkEohqyh4lwFsLRq1bkjJzQh6D/qqWbUODWVxcSHx8SIf11zuXEE/Ld/qpn9p2P5t3+H6xfl9u/RiPHo7qb1iU8NqapaEzsVgMAGw2W+W4paUlADTNztNvM6RTQAke6foqKux1TvD6EuRTFeTTeAM1NctyZ1TAB99OPb3tf2Ryq726eiH9o29Hg9mrI5U1zM9/7B+5p/eQELGjnWCAO6e21qaw0EWpROtdW/WssH5vjPr1Fw1Shd779lH3ixlU9f85InrZ9Xe31PPrAdja2paXlwsEqnd88N52U19cv82QTgEleKTrS0/39/HJMnYUr3T34R/6PuFaTMmSL8L2f/uATlOztUxVrdn09XMlGJskqgeApnngZnYuGIAb1Qpq4VltR0bdWYlkilJex91gqhG02k2Xygyyh5Cjo2N5eXlNjepSwNraWvxZQzRDOgX0wR/p+pKTg0QilrGjUDVuWNGyd9ODp824dMdDKHr1Ubuax9x7on/ovIWlVarDpAjSkoODAwCUlJSoHC8tLQUAJycnQzRDOgXUg0e6PrGY+c8/4WPHXjd2IKoG9a78vwXJK7cMAwAGA6zYUoHCQaEgSwW1ABK5uAYA8BngNHMr/JS5/ayMGHBnhGGEmUVvmEl2gYGB165du3nz5uzZs5sfv3nzJgD06dPHEM2QTgH14BGTUFFhR8wb1Yumpnm68AFAKqNU1rAUCiIG2fkZfadYA+4XO3nyZAD466+/ms+Aq6qqunv3LovFevfddw3RDOkU0LsJ0vU5OJTPmnVKt6XwhkalKmdF5JCoNLlYKBcLpUKeVMiTNdTLGuqVcplSLlPKpEqZdNEQF/zL2PF2RkYvQq+f3eRaM2zYsMGDB5eVlS1evBjf862hoWHGjBkSiWT27NnW1taGaIZ0CijBI10ciYRNmRJNpxt2k/U3MWJgobFD6OKM3nM3bBce4NixY3Z2didPnuRyuaGhoba2tjExMb6+vtu3bzdcM4T4UIJHurju3dMcHMqNHUVb3B3rxDVlcolILhFJ6qolddX44w/G9/xgfM9lE3svm2hiO7jrF0aYLeENxsfH59mzZ0uWLGGz2YmJiQ4ODmvXrn306FHzevJ6b4YQH5pkh3RxgYEpxg6hHSymgkZTyuTo07ZhGDi5auHNwqisrGzjWScnp0OHDrV7Ef02QwgOJXiki3N21nOpMr3j8WlSKQlAAQBKpRQAVkwZ1N5JiKb+3YsdQUwOSvBIF2dhoenGrMbyMlP/1c2Q1xCkB48+ZyAdCyV4pIuTSmk0mszYUbTl6h17Y4fQpRFoiN7YASAmBiV4pIurrbUxNyfuDhnVtfTjZ7oppBJ86/SPpocaO6IuiSCplSBhIKYCJXiki8vK8nVxIe5t+I3b/OoF6M/QgIizWywxokBMCHpnQbq4p0/7Dg6JZTIMss/HG4qNHerAHLlyhrHj6OIMugQdQYgLrcxBuri6OstffvczdhSqpFL6pUuTbt0aaexATIDRl793yFJ4BGkJ9eCRrm/HAc9An9oJI8qMFYBSSWra972mxiY1NfDBgxCBwNxY8ZgWDAiz2QyCdCiU4JGuT6kkLf2039dr09+fldOUaFUaZOeb+3oKDPHqUhm596ghy6f3odFkAgG7oYFwG9ciCNIloQSPdH0fTg4GgM0/MU9d8dj/dZ6HRx6F8tot+epq25KCHhLZ8yC/Wr2/+rOn/WeNHFGr/wsjGsIAI8Y+Q2ggAelY6B48YipsrKT/tyjNyytbJbsDgJ1d1bBhMW5OgpdZNppcKi3boraOpklLPt8yJma4tqEiemT0DWY6YLMZBFEL9eARk8DlVsX+eZ/DaasfbWkhC/SpjX1oy+VIu/vWq22jUFAePw6+dWvU9cQ7F448sraSt3FBkYj555+zhUKzNwodeUMEmt1GkDAQU4ESPNL1mZs3zJv3h7U1T5PGQwdVH/nTbeby/rOmlIYPrHJxFJmbKSjArquzysnxTEnpweNZA8DLDIvRswcf/DG5X886tdcpLXU8c2ZGdTVHnz8JogvCJHhiRIGYDpTgka7v7bcvaJjdcYtnF9x7xNl9xGv3ES9MqQSAj6YObtksv4g1bu7AvZuse/V67umZi285L5XS8vI8nz/vmZLSA8NI+voRkDdDkNRKkDAQU4ESPNLFeXjk+fllaHvWfzYW3LjnLJOTlK28JzfVlE1JgZSUQABgMsUkEohEzDcIFjEAwnTgEaSDoUl2SBc3YMAjHc7icGqGh1RodYpYzETZnZCMPrUOzbFDjAMleKQro1AUPj5Zup27er5i+aT++o0HMQKMSMXsEKQDoSF6pCuztuYxGFLdzrW3164HjxATBhhBKtkRIgjElKAEj2ht5cqVmjdms9kMBgMAeDyeXN7WorI22NjYSKVSoVCo7Yk0WhzAL7q9qJMTrFz56me1srJSKpX19eqXz7WLyWRaWFgAgEAgEIvFul2EzWaTyeS6OvXz9ttFp9MtLS0BQCQS6fCPiTM3N6fT6bWdqXAPGh5HTBRK8EjXplE5GrUwDP11dAkE2i+WGGEgJgO9hSFdmVJp/wbnOugxEsRYiJPfEaSDoQSPdGUKhYtSaU8ml+twrlw+UO/xIMaAhugRE4Vm0SNdG1kqHafbmRKJjicixIJm0SOmCiV4pIsTiZbrMFIlkw2WywcYIh6kwxk9q6P0jhgHGqI3vpMnT/7xxx9qn/r111+dnZ2bvhWLxcePH4+Pj+fz+d7e3n369JkxYwaFQlE5S8NmJkKh8JHLl1Gpe7U5iSYUbjFUQEjHI0puJUgYiKlACd74ysrKNGlWVVUVGRmZm5sLAFZWVikpKSkpKUlJSV988QWbzda2mUmRybZSqckA/2jYXiD4Ti7va9CQEARBDA0leOPDE/yOHTtcXV1VnsJXkON27dqVm5vbo0ePdevWcbnckpKSrVu3vnjxIioqavXq1do2MzF0gIsAswGutdeSKhBEisWLOiAmpIMQZ3ScGFEgpgPdgzc+PMG7uroyWyCRGrcjS0tLS05OtrCw2LBhA5fLBQAnJ6evvvqKQqHcuXOnsrJSq2YmyQrgsli8BcOsW2shl/epq7sgFi/pyLAQQ8MIQ9sMb2dnR2pTYmIi3jIyMrK1Nunp6c2vKRQK16xZ4+HhYWFhER4eHhkZKZPJ9PZvjRAMSvBGJpVKa2pqrK2tmcy29imJi4sDgODg4ObD7Pb29t27d8cwLD4+Xqtmpooila6qqXkkEPxHKh2jULhiGB3DrBSKALF4IZ9/isf7WyZDS+O6JKNvM2OQpXo0WmMdp5ycHE3aFxYWhoWF/fTTT/n5+WZmZrGxsV999dWYMWNqamr0HhtCBGiI3sjKy8sxDHNwaKemSnZ2NgD069dP5Xi/fv1evHiBP6t5M1OGYdZi8UKxeKGxA0E6DHGG6LULIy8vT+3x2NjY8ePHR0RE9OrVCz+C/2knJCQEBgaqNDYzM2t6vHDhwqSkpPDw8OPHj7u6umZmZk6ZMiUmJmbNmjW//fabVrEhnQJK8EaGj89bW1ufPXv27t275eXlXC73/9u786imrq0B4DsGgwhBCPgYZJBRiQNqqVqsU8WqKFTFqq3tEpy6tEUetMXWYu0rugRpsdo+Z1ELlAeVgApqFUTEAa0oiAMVDMqMoQQQIgHhfn+cvvvyJWAJQ3JJ9m/xh5y7uWwjsnOGe46dnZ2Pj4+9vT0dVlFRAQBk1F0WaSkvL1cqTE51dbXiLvEcDkdH568fDxaL1e1F+PQsA5vNpnrwe7ZXchgwYEBPbtKTHAYMGMCcHHr+Ynbxy+lXXp0o6MkPXi9SNgl9fX3FRqlUGhgYaGxsfODAAbqR9OD5fH6HX0Jcv349IyPD2NhYIBCYmJgAgJOTU0pKirOzc3R0dGhoqI2NjZIJIqbDAq9mpMBnZ2dnZ2fr6OgYGhqWlZWVlZVdu3bNz8/P29ubhJGjQRSXwZPzSyQSiVJhctatW6dY+wMCAj788EPy58GDB8v2A7qnh2v42Wz2q2cxuoK8Dj3B4XB6eIeev5jGxsY9zIGs8FBBDji/2+u2bdtWUFDw888/W1pakpbm5uaKigozM7NXVHcASExMBID58+eT6k7Y2dlNmTIlMzMzKSkpICCgTzNHqocFXs1IgTcwMNi4caObm5uOjk5TU9N//vOfkydPRkVF8fl8R0dH+O8vSj09PbkvJ6VCKpWST7sYhpA26a9D9Iry8/PDw8Pnzp1Lv/kGgOLiYoqiZAf8OkRW5M2ZM0eufe7cuZmZmbdv3+5hboiBsMCrmYeHx2uvvWZjY0OPq+vr669evVosFl++fDkhIWHz5s0AwOVy6+rqXrx4IfflpFNOd467GCbH1dVVdjsdwszMjLxd0NHRaW9vb29v795fsKWlpa2tDQB0dXXpIWJl6ejoUBRF7tMNra2tZA6Cw+F0e2i6hzm8fPmSvJ4DBw6k5z6UxWazWSxWt0/dbWtra2lpAQAdHR16fVaf5sCEsXGyi5y6s+gdAQEBL1++DAsLk20kE/BmZmbh4eGxsbFCodDa2trV1fWLL74YN24cHVZYWAgAis/iWllZAcCjR4/6PHukcljg1czOzs7Ozk6xfc6cOZcvX6YXx/J4vLq6usbGRrkw0kKPl3YxTM633/7Nrm1sNrvbdXHbtm2pqakAcPz48VGjRnXvJgDAYrG6/f7g4MGDR48eBYCIiIiZM2eqJYekpKSdO3cCQHBw8NKlS7udA8isnVbWlStXPv/8cwDw8/P7+OOP1ZKDGjDoOLkepXHhwoWMjIxly5a5urrKtpPfEsnJycnJyRwOx9TUtKCgoKCgIDExMSIigt79or6+HgB4PJ7cbUlLQ0NDT3JDzIQFnqHMzMwAoLa2lqIoFotlZGREPpULE4vFAEBPqnUxDCHt4Wpr6ubwjw4v3RY+E1wv6t1v5zuL72je8V4LPVxyuHnzZjab/c0338i1kx68sbFxVFSUp6cnh8Opq6v79ttvd+3a9dlnn02dOvW1114DgObmZuhoGM/Q0BA6X6CD+jUs8OokkUjS09MHDBjg6ekp95+/pqYGAGxsbEi7jY3N7du3c3Nzp06dKhuWl5cHAPQYQBfDENIeVXVNhZV1HV6qrG3q9W+XKxSViJ53eMnNwazbt01OTr5169a77747cuRIuUurVq3y9PTk8/n08LuRkVFkZGRVVVVcXNy2bduSkpIAwMTEpLq6WnF4j/TdFXv2SANggVcnPT29hISE+vp6c3Nz8i6blpGRAQAjRowgn06cOJH8D5dKpfT+tQ0NDfn5+RwOZ/r06UqFIaQ9quok6XklKvt2d4TPOrvkYD6k27fdu3cvAPj6+ipecnV1lRu0J9auXRsXF3fnzh3yqYWFRXV1dWfDexYWFt3ODTEW7mSnTiwWa/78+QDwww8/kE42ADQ3N8fGxp4/f57L5b733nukcfTo0SNGjBCLxXv27CHrvKRSaVhYWGtr67Rp0+jHY7oYhpA2UfsGdj3dye7p06fp6enm5uaKa+Bfgayrr6ysJEsdyW5aZKsMWZWVlQBAP3SHNAn24NXs3XffffHiRVJS0pYtW7hcrp6enkgkoiiKy+UGBQWROXUiKCgoODg4KysrJyfHxsZGKBS2tLRYWlr6+fnJ3rCLYQhpCwYdNtPNNI4ePdrewm23tQAAGJFJREFU3r5ixQrFta4NDQ1Hjx7V0dHZsGGD3DRfaWkpAPD5fNLO5/PPnTuXlpa2fPly2bC0tDQAkF1vjzQGFng1Y7PZfn5+o0ePTklJKSoqamhocHJycnZ2XrZs2ZAh/29Az8LCYvfu3b/88ktOTk5RURGPx3N3d1++fLncrildDENIezDhab2eSEhIAAB62ytZXC53+/btIpHI3t5+3rx5speio6MB4I033iCfent7R0ZGpqamSiQS+rdBTU3NpUuX9PT03n///b79OyB1YPX3H33EcEKhkCwYHDVqlLrmCEpLS8k4pKOjo7oWE1VXVz99+hQAbG1tySMSqldbW1tUVAQAFhYWis9Da6rwxJtJ1wvVnQUAwEdzXf08Riv7VeXl5VZWVgMHDqyvr1fcwwoAvv32261btw4dOjQuLm7WrFkA0NTUFB4evm3bNmNj4wcPHtA/b2+88UZ2dvayZcuio6MHDhwokUg8PT0zMzP9/PyioqJ6+LdDDIQFHiGkycJP3GBQgZ89Rtmv+vnnn1euXDlp0qTOToN8+fLll19++d133wEAj8czNDQsKSlpb283MTGJjo6W7dYXFRW5u7uLRCJDQ8NRo0bduXOnubnZycnp+vXr+AytRsJFdgghjaf25XXdX2RH5sinTJnSWYCOjk5ERMTp06fffvttFoslEonc3Nz8/f0fPHggN2jv6OiYm5u7Zs0aLpebk5Njbm4eFBT0+++/Y3XXVNiDRwhpsrBfs5OuM2If1o/mjVs1e6y6s0BaBBfZIYQ0G3NW0as7AaRlcIgeIYQQ0kDYg0fdd/Hixf379+/Zs4fsoSGnubk5JiYmOzu7oaHBwcFh3LhxS5YsUXyQt4thcp48eZKcnJyfn19XV2diYmJjY+Pj4+Pi4qLKHADg9u3bp0+fLisrI9sRjhgxYvny5Yozmn2dhuzL8umnn/L5/NDQUHXlwDgUcx6TY0gaSFt0cHQBQl108ODByspKLy8vAwMDuUs1NTVbtmy5ceNGU1OTvr5+aWlpfn7+/fv3J06cSO+h2/UwOVeuXNm6datQKJRIJKampmKxuKSkJD09naKoMWPGKHvz7uUAAMeOHdu3b19lZaVUKuXxeJWVlYWFhefOnRs7dix9+K8K0qC1tLR88803tbW15ubmb731lsr+ORjuyv3Sh6U16s4CAMDNyWK8QwdvhRHqIzhEj7pDIpFERUXdv3+/s4Bdu3YVFxePGjUqKioqOjp6//791tbW9+7dO3LkSDfCZNXX1//www9tbW1Tp049duzY4cOH4+PjV61aBQDx8fF3795VQQ4A8OjRo6SkJDabHRAQEB8ff/DgwZiYmDfffFMqle7atUv22Pg+TUPW8ePHyaP2ilSWA0ORzeyY8IGQCmGBR8pJS0sLDg5euXJlcnJyZzEFBQX5+fkGBgabN28mfVlLS8uvv/6azWZnZGSIRCKlwuRcuHChpaXFxcUlKCiI7FrDZrMXLlz4zjvvUBSVkpKighxIGhRFLV++fNasWeRwdH19/Y0bNw4ePLiysrKsrEw1adBu376dkpIit/uhinNgJrU/G9cLm9Ej1C1Y4JFynjx5UlFRoaura2ho2Nn51teuXQMANzc32cOnzczMXFxcKIqi9+voYpgcshfbjBkz5CaG3d3d6at9nQMAlJSUAIDcKV6DBg2ysrICALrA93UaRENDw+7du42MjDrccFQ1OTCX2nvt2H1HaoIFHilnzZo1Mf8lWwlkPX78GAAmTJgg105ayNWuh8l5+fKlqakpqaOySDeaHhvv0xwAwMfH5/PPP7exsZFtpCiK7IlLnxLU12kQP/30k1gs9vf377AHr5ocmEvtdf1/BR5rPFIpXEWPeh85klJ2oRlBWsrLy5UKkxMSEtJh+40bNwDAwcFBBTkAwMSJE+Vampubo6Kinj9/bmtry+fzVZMGAPz222/Z2dnz5s1zc3MjvXA5KsiB8bCyIm2EBR71vqamJgBQ7N+TxfYSiUSpsK7Iy8tLTEwEgEWLFqk+h/Dw8OLi4urq6ra2tvHjx/v7+9OTF32dRkVFxZEjR4YNG0aWGXZI9f8cjEIBxZTH5BiSBtIaWOBR72ttbQUAxZOvyCGVUqlUqbBXk0ql8fHxAoGAHJhNPyanyhwaGxsbGxvJ7IBYLC4vL6f7wX2aRltb2/fff9/a2hoYGPiKx9hU+VIwEYWVFWkpnINHvY/0Al+8eCHXTnqBdB+xi2GvcPXq1fXr1584cYLD4Xz88cfLli1TfQ4AEBoaGhMTEx8f7+vr+/Tp02+++ebhw4cqSCMuLq6wsHDp0qXOzs6vSE+VLwVCiDmwB496H4/Hq6ura2xslGsnLcbGxkqFdaihoWHfvn1Xr14FgDfffNPX1/cf//iHinOQo6ent3jxYpFIlJqaeurUKbKtXt+l8fjx4xMnTjg7Oy9duvTVian+pWAYpgzRMyQNpD2wwKPeR9aQ19bWyrWLxWIAoHdy7WKYomfPnm3atOnPP/+0sbH55JNPRo4cqeIcnj9/np+fr6enN378eLlLY8eOTU1NJQvW+jSNioqK9vb2R48e0csOaHl5ed7e3gAQGRnp6OjY1/8cjIfL15GWwiF61PvIw2O5ubly7Xl5eQBgZ2enVJgciUSydevWP//808PDY9euXR1W977O4cWLF2FhYTt27FDsk5G5akNDw75OQ09Pz0IB6WdzOBzyKXl0sE9fin6AYsyTcvg+A6kWFnjU+8gjZLdu3ZJdmdXQ0JCfn8/hcKZPn65UmJy0tLTy8nI3N7eNGzeSAqb6HIYOHWpoaNjc3EyKn6zff/8dZMph36Xh5uZ2QMFHH30EAC4uLuRTW1vbvn4pEEKMhQUe9b7Ro0ePGDFCLBbv2bOHrC2XSqVhYWGtra3Tpk3T19dXKkzO+fPnAWDhwoXtnVBBDiwWa86cOQDw008/0Rvyt7S0/PLLL1lZWYMGDfL09FRBGkz452A+ijGwA49UjEXhug/UXR988EFDQ8PBgwcVj4utrKwMDg6ur68fPHiwjY2NUChsaWmxtLSMiIiQXY/dxTBaW1ubj48PXcUVWVhYHDhwoE9zIFpbW7/++mtS3QcPHszlckUiUXt7u66u7saNG6dOndrXL0WHrl27FhYW5urqKndcrCpzYJrtsZcSL99TdxYAABvembTG83V1Z4G0CB4Xi7pPIBBIpdIOj4vlcrkzZsyQSCQikaiystLY2Hj27NmffvqpXGQXw2jPnj07derUK1LicrleXl59mgPBZrNnzpxpaGhIHoJ/8eKFra3t66+/vmnTJrlj6fs0DTmlpaVXrlxRPC5WlTkwTVZ+8cOnz9SdBQDA6yOtJjgNU3cWSItgDx4hpMm2x2ScYEoPfvLa+diDR6qDj8khhDQbBdDpnI5qYW8KqRQWeISQpsPCirQSFniEkGbDB9CRlsICjxDSZH/tMcMEDEkDaQ0s8AghjUZRQOEcPNJGuNENQgghpIGwB48Q0mQUniaHtBUWeISQxsPKirQRDtEjhDSa2g+R68FpcqGhoaxO/PHHH7KRTU1NgYGBw4cPNzAwmDZtWmhoaGtrq+INuxiGNAP24BFCiKGEQmFXwkpLS728vMjZhkOHDs3KysrKykpPTxcIBDweT9kwpDGwB48Q0nBqPUPuf7oxUfD48WMAuHnzZqMCZ2dnOmzlypV5eXnTpk0rKSl59uzZo0eP+Hx+ZmZmYGCg7N26GIY0BhZ41M8cP368s0FLRbt371Zjqn/++SdJ48iRI2pMQ9upfWS+B0P0pAfP5/P1FbBYLBJz/fr1jIwMY2NjgUBgbW0NAE5OTikpKTo6OtHR0SUlJUqFIU2CBR6hXlBWVnbjxo2cnBx1J4IUUYz5UE5zc3NFRYWZmZm+vv4rwhITEwFg/vz5JiYmdKOdnd2UKVMoikpKSlIqDGkSnINH/ZWfn9+kSZNeHePu7q6aZA4cOLBt2zZTU1ORSKSa74i6iDk72SmbRnFxMUVR9vb2rw4jbyvnzJkj1z537tzMzMzbt28rFYY0CRZ41F/NmjVrxYoV6s7iVXg8XlVVFQAYGhqqOxctx4wKr2QaZALezMwsPDw8NjZWKBRaW1u7urp+8cUX48aNo8MKCwsBgIy6y7KysgKAR48eKRWGNAkWeIT6CovFMjMzU3cW2s5hmMmq+ZM7vFRY+iwr73Hvfru5k/mWpkM6vGTG4yp1KzIBn5ycnJyczOFwTE1NCwoKCgoKEhMTIyIi/vnPf5Kw+vp6AFBcBk9aGhoalApDmgTn4BFSs9bWVolEQjFkHFnjDNRhD9Ef1OGHni6n17/dYN2BnX07nQHK/b4lPXhjY+OkpKTnz5+Xl5eLxeLAwMCXL19+9tln9IKP5uZmAOBy5d89kHEjiUSiVBjSJNiDR9rl4sWLCQkJpCfU1NRkbW3t4OCwZs0aLy+vAQq/f+vr6/fs2ZOenl5UVCQWi4cPHz5y5MigoKApU6bQMevXr9+/fz/5c01NDVnb/MMPPwQEBDQ1NRkYGADA4cOHV69eTX8Jl8ttbGxMSUmZPn16YGBgfHz88+fPORyOo6Pj5MmTt2zZMnz4cMXMb9y4ERkZmZWVJRaLra2tFy9eHBISUl5ePnLkSACoqqrC0YIOFTypSriougnmxEt3Orvkv2SGUrdatWqVp6cnn8+nx9WNjIwiIyOrqqri4uK2bdtGVsaZmJhUV1c3NjbKfTnplNNd9i6GIU2CBR5pi9bW1pUrV8bFxck2Pnz48OHDhykpKfPmzTt9+jSbzaYvXb161cvLSywW0y0PHjx48OCBQCAICgr6/vvve5hPU1PT1KlTc3NzyactLS3k/rGxsRkZGW+88YZs8Hfffbdp06b29r9ORSssLAwPDz9z5szOnTt7mIZW6J+DI66urq6urorta9eujYuLu3Pnr3cSFhYW1dXVtbW1cmHkR9fCwkKpMKRJcIgeaYvIyEhS3Z2dnSMiIpKSkgQCQVhYGNkw5OzZs3v27KGDq6qqFi9eLBaL9fX1N27cGBcXd/LkyR07dgwbNozcKiUlhUTu27ePoqiQkBAAMDU1JVuaBAQE/G0+X375ZW5urouLy969e7Ozs1NTU9955x0AkEqlcosHT548+fnnn7e3t1tZWYWEhJw4cWL79u2jR4/Oz89ftGhRr71AGkvtT8d1/0m5DpF19ZWVlWRax9zcHAAqKirkwiorKwHA0tKSfNrFMKRJsAeP+quMjAwyrfgKsgPj+/btA4CRI0fevHlTdiZy/fr1rq6uT548uXTpEr2l15kzZ549ewYAycnJHh4epNHb23vp0qUuLi4tLS0CgWDBggU9yV8oFM6YMePUqVN0Mp6enj4+PgKBoLi4WCgUkt/j9LsHFxeXCxcukHcYALBx48ZFixalpaX1JAdtQFFMOcZNqSwaGhqOHj2qo6OzYcMGek8borS0FAD4fD5p5/P5586dS0tLW758uWwY+dmg19t3MQxpEizwqL86cuTI3+4QRxd4qVRKesAbNmyQW2dkaGg4Y8aMY8eOye77TUbOORzOrFmzZIPt7e2Dg4PLysr+9unkv8Vms//973/LJbN27VqBQAAARUVF5FucOHHi3r17ALBz5066ugOAgYHB3r17R4wYwZDqxWC91nXuMSXS4HK527dvF4lE9vb28+bNk70UHR0NAPQkjre3d2RkZGpqqkQiGTx4MGmsqam5dOmSnp7e+++/r1QY0iQ4RI+0gq6ubklJSWlpqb+/v+JVxd1pyHhmS0vL4cOH5S6FhoYePXqU9Kp7wt3dnc/nyzXa2tqSP9Bl+7fffgMAa2trT09PuWAnJye59x+oA2ofle/W8DyLxfrkk08AYOXKlenp6aSxqanp66+/PnToEI/H27p1K2mcPn365MmTq6qqVq1aRY6Gk0gkS5YskUqly5cvNzIyUioMaRIs8Ki/iomJ+fvjPTpBUVR5efmVK1cOHTq0ZMmS1NRUuYB3332X7A+6bt26119/ffv27VevXpVKpb2Yv+xhITTFlfxFRUUA4OLiongJAEaNGtWLKWkkCvrrYTObN2/+7LPPRCKRh4eHiYmJnZ2doaFhaGgoj8eLiYmRfWgiOjp66NCh8fHxpqam7u7uJiYmmZmZTk5OERERsjfsYhjSGFjgkRa5f/++v7//uHHj9PX1rayspk6dum7dOrJHtxwnJ6fk5GQHBwcAuHXrVkhIyJtvvjlkyJDZs2fv37+/V3YFIYMEf4sUeLLdmKLO2pEMtffcu9mL19HRiYiIOH369Ntvv81isUQikZubm7+//4MHD+QG7R0dHXNzc9esWcPlcnNycszNzYOCgn7//XfZbee7HoY0Bs7BI22xc+fOzZs3t7W1AQCHw5kwYYKTk9OIESOmTJkSHx8fFRUlF+/h4XH//v3U1NTTp0+fO3euqqpKKpWmpaWlpaWFhobGxMTMnDmzJ/nIrZzqzIsXL14RrKOD/4X/DqXk8jaGWbBgQVeWc1paWh46dKi3wpBmwN8OSCtcvHhx06ZNADB69OgdO3bMnj1bV1eXvtrZUVq6urqLFy9evHgxABQWFmZmZgoEgrNnz1ZUVCxdurSgoEAFXR9HR8ebN2+WlZV1eJUsqEYIIUU4RI+0wrFjxwBAT08vLS1twYIFstUdAF6+fCkX//Tp06dPn8ruCuLk5LRmzZozZ878+OOPAFBTU3P58uU+zxvAyckJAB4+fEh11A19+PChCnLo59Q99y5D3S8F0i5Y4JFWID1ge3t7xf1cKYq6deuWXOOUKVOGDx++cuVKxVvRj8XX1dX1Qaby3NzcAKCkpOTcuXNyl4qLi8+fP6+CHPo5tc+7d2sZPUI9hgUeaQVHR0cAePz4Mdm+htbc3Ozv70+eeifT88SECRMAIC0tjTyDLuv48ePkD5Mny59RJnuH3uLr6ztkyBAACA4Orq6uptslEsmGDRv64jtqGrWXdazvSE1wDh71V13ZyY7NZvv6+gKAp6fnoUOHmpub33rrrZCQED6fX1tbe/fu3d27dwuFQn19/aampj/++OO3335zd3fncrnr1q07ffp0c3Ozm5sbeVJu6NCh5eXliYmJZ8+eBYDZs2eTU14Istitrq4uKSnJ2dmZx+P11ubeRkZGe/fuXbFixb179yZPnrx69eqxY8c+evQoJiYmLy9v0qRJN27cAAAOp/cPRtMMFEVRVLu6swCA/r3WD/VHWOBRf9WVnewGDRpECvzChQtXr1595MiR+/fvv/fee3TAgAEDgoOD3dzcli5d2t7ePnfu3IULFyYlJS1YsGDTpk07d+6USqVk0l3W5MmTf/31V9mV7aTHT1EUWZFHTpPrpb8ovP/++21tbevWrXvy5MmWLVvo9k8++cTJyYkUeHpvMoQQInCIHmmLw4cPJyUleXh4WFtb6+rqDh8+fPXq1bm5ueHh4T4+Ph999JGRkZGenp6NjQ2JDwsLy8nJWbFixfjx43k8noGBwZgxYxYtWpSamnr9+nUybE7z8vLavn27ra2trq7usGHDTE1Nezf5Dz/88OrVq97e3jweT19ff+LEiTExMT/++CPZg2/QoEFyywbR/0NRjPjAYXqkWixc2IlQ/7Vu3bpDhw6Rk+XUnQtDbT2QFH/+hrqzAAAIeO/t9UveUncWSItgDx4hRjt58uSYMWPGjBmjeNBnW1vbmTNn4L8TBKhj6nwsTp66XwukXbDAI8RoY8aMuXfv3r1792JjY+UuxcTElJeXA4CPj486UkMIMRouskOI0ezt7efPn5+amhoSEtLa2urj48Pj8YqKilJSUsLCwgDAzc2thyfTaz7sOiOthAUeIaaLjY2dPn16Xl7eV1999dVXX8lecnZ2TkhI6PCgOUQwaGycIWkgrYG/FxBiuiFDhuTk5ERFRc2aNcvW1pbD4ZiZmc2ePXvv3r137961s7NTd4IIISbCHjxC/QCbzfbz8/Pz81N3Iv0Udp2RNsICjxDSaH89g84EDEkDaQss8AghTUYBc+bg1Z0A0jI4B48QQghpIOzBI4Q0GsWc5esMSQNpCyzwCCHNhpvAIy2FBR4hpOEYMgfPkDSQ9sA5eIQQQkgDYQ8eIaTRGPSYHEIqhQUeIaTJyGHs6s4CITXAAo8Q0nQMqe8MSQNpDSzwCCGNRlFAtas7CQIrPFIpXGSHEEIIaSDswSOENBrFlOfTcCkAUjHswSOENBvFmI/uuHv3rq+vr62t7aBBgxwcHLy9va9evSoXExoayurEH3/8IRvZ1NQUGBg4fPhwAwODadOmhYaGtra2dvN1RYyHPXiEkKZjSM9Z+TQSEhI++OADUoNtbW0rKiqEQmFKSsqWLVv+9a9/0WFCobArdystLfXy8srLywOAoUOHZmVlZWVlpaenCwQCHo+ndHKI8f4PWP9nTCJLXycAAAAASUVORK5CYII=)