Context
Flow injection analysis (FIA) is becoming more and more used in the context of high-throughput profiling, because of an increased resolution of mass spectrometers (HRMS). The data produced however are complex and affected by matrix effect which makes their processing difficult. The proFIA bioconductor package provides the first workflow to process FIA-HRMS raw data and generate the peak table. By taking into account the high resolution and the information of matrix effect available from multiple scans, the algorithms are robust and provide maximum information about ions m/z and intensitie using the full capability of modern mass spectrometers.
Hands-on
Peak detection with proFIAset
We first load the two packages containing the software and the dataset:
# loading the packages
library(proFIA)
library(plasFIA)
# finding the directory of the raw files
path <- system.file(package="plasFIA", "mzML")
list.files(path)
## [1] "C100A.mzML" "C100B.mzML" "C10A.mzML" "C10B.mzML" "C1A.mzML"
## [6] "C1B.mzML"
The first step of the workflow is the proFIAset function which takes as input the path to the raw files. This function performs noise model building, followed by m/z strips detection and filtering. The important parameters to keep in mind are:
noiseEstimation
(logical): shall noise model be constructed to filter signal? (recommended).
ppm
and dmz
(numeric): maximum deviation between scans during strips detection in ppm. If the deviation in absolute in mz is lower than dmz, dmz is taken over ppm to account for low masses bias. More information about the tuning of this parameters is given in the Tuning proFIA parameters section
parallel
(logical): shall parallel computation be used. You can define which sort of parallelism you want to use using the BioCParallel package.
Note: As all files need to be processed 2 times, one for noise estimation and one for model estimation, this step is the most time consuming of the workflow.
# defining the ppm parameter adapted to the Orbitrap Fusion
ppm <- 2
# performing the first step of the workflow
plasSet <- proFIAset(path, ppm=ppm, parallel=FALSE)
The quality of peak detection can be assessed by using the plotRaw
method to visualize the corresponding areas in the raw data.
# loading the spiked molecules data frame
data("plasMols")
# plotting the raw region aroung the Diphenhydramine mass signal
plasMols[7,]
## formula names classes mass mass_M+H
## 7 C17H21NO Diphenhydramine Benzene 255.1623 256.1696
mzrange <- c(plasMols[7,"mass_M+H"]-0.1,plasMols[7,"mass_M+H"]+0.1)
plotRaw(plasSet, type="r", sample=3, ylim=mzrange, size=0.6)
## Create profile matrix with method 'bin' and step 1 ... OK
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)
In the example above, we see that a signal at 256.195 m/z corresponding to the solvent has been correctly discarded by proFIA.
# plotting the filter Dipehnhydramine region.
plotRaw(plasSet, type="p", sample=3, ylim=mzrange, size=0.6)
## Create profile matrix with method 'bin' and step 1 ... OK
![](data:image/png;base64,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)
Peak detection in proFIA is based on matched filtering. It therefore relies on a peak model which is tuned on the signals from the most intense ions. The plotModelFlowgrams
method allows to check visually the consistency of these reconstructed filters.
# plotting the injection peak
plotSamplePeaks(plasSet)
![](data:image/png;base64,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)
Peak grouping with group.FIA
The second step of the workflow consists in matching the signals between the samples. The group.FIA
methods uses an estimation of the density in the mass dimension. The two important parameters are:
ppmGroup
and dmzGroup
(numeric): accuracy of the mass spectrometer; must be inferior or equal to the corresponding value in proFIAset
fracGroup
(numeric): minimum fraction of samples with detected peaks in at least one class for a group to be created.
# selecting the parameters
ppmgroup <- 1
# due to the experimental design, sample fraction was set to 0.2
fracGroup <- 0.2
# grouping
plasSet <- group.FIA(plasSet, ppmGroup=ppmgroup, fracGroup=fracGroup)
##
## 784 groups have been done .
Some help on the tuning of these parameters may be found in the Tuning proFIA parameters section. The groups may be visualized using the plotFlowgrams function, which take as input a mass and a ppm tolerance, or an index.
#plotting the EICs of the parameters.
plotFlowgrams(plasSet,mz=plasMols[4,"mass_M+H"])
## Create profile matrix with method 'bin' and step 1 ... OK
## Create profile matrix with method 'bin' and step 1 ... OK
## Create profile matrix with method 'bin' and step 1 ... OK
## Create profile matrix with method 'bin' and step 1 ... OK
## Create profile matrix with method 'bin' and step 1 ... OK
## Create profile matrix with method 'bin' and step 1 ... OK
![](data:image/png;base64,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)
At this stage, it is possible to check whether a molecule (i.e., a group) has been detected in the dataset by using the findMzGroup
method.
# Searching for match group with 2 ppm tolerance
lMatch <- findMzGroup(plasSet,plasMols[,"mass_M+H"],tol=3)
# index of the 40 molecules which may be used with plotEICs
molFound <- data.frame(names=plasMols[,"names"],found=lMatch)
head(molFound)
## names found
## 1 Acetyl-L-carnitin 177
## 2 3-Methylhistamine 25
## 3 Panthenol 185
## 4 Metformin 34
## 5 Azelaic acid NA
## 6 D-erythro-Dihydrosphingosine 360
#Getting the molecules which are not detected
plasMols[which(is.na(lMatch)),]
## formula names classes mass
## 5 C9H16O4 Azelaic acid Dicarboxylic Acids 188.1049
## 16 C6H10O5 3-Hydroxy-3-methylglutaric acid Dicarboxylic Acids 162.0528
## mass_M+H
## 5 189.1121
## 16 163.0601
We see that molecules 5 and 16 were not found, which is coherent with their chemical classes as they are both Dicarboxylic Acids, which ionizes in negative modes.
Peak table with makeDataMatrix
The data matrix (peak table) can be built with the makeDataMatrix
method: ion intensities can be computed either as the areas of the peaks (maxo=F
) which is considered to be more robust, or as the maximum intensities (maxo=T
).
# building the data matrix
plasSet <- makeDataMatrix(plasSet, maxo=FALSE)
Imputationimpute.FIA
Two methods are currently implemented in the package which were described as the top performing methods in (Riccardo Di Guida 2017), random forest and k-Nearest Neighbour for truncated ditribution. The method may be chosen using the method argument of impute.FIA function. If you use k-NN the k arguments should at least be supplied. k may be a float inferior to 1 which correspond to the fraction of each class used for imputation, or an integer greater than 3 in this case k will be the same for all classes.
# k is supposed to be 3 at minimum, however here we have only 2 sample by class, the results of the imputation are therefore irrelevant.
k <- 3
#Missing values imputation using kNN for truncated distribution by default.
plasSet <- impute.FIA(plasSet,k=k)
#Reinitializing the data matrix.
plasSet <- makeDataMatrix(plasSet)
#Imputation using random forest.
plasSet <- impute.FIA(plasSet,method="randomForest")
#As the dataset is ill-suited for missing value imputation we rebuild the data matrix.
plasSet <- makeDataMatrix(plasSet)
If you want to try the other imputation method, the data matrix shall be reset using the makeDataMatrix function.
Quality evaluation with plot
Plot allows you yo obtain a quick overview of the data, by plotting a summary of the acquisition :
plot(plasSet)
## PCA
## 6 samples x 784 variables
## standard scaling of predictors
## R2X(cum) pre ort
## Total 0.783 2 0
Note that all the graph are not all present at each step of the workflow. A small discussion of the content of each graph is given there :
Number of peaks The upper graph show the number of relevant signal found in each sample, and labels the peaks in three cathegories. Peaks shifted in time correspond to peak which are outside the detected sample peak, and are probably results of rentention in the windows. Peak sufferient from shape distrosion are often affected by an heavy matrix effect, these 2 cathegories may indicate an issue in the acquisition. Well-behaved peak correspond to peak which follow the sample injection peak. For proFIA to perform optimally, the majority of these peak should be in this cathegory.
Injection Peaks This give an overview of all the samples injections peaks regressed by proFIA, if the Flow Injection condition are the same, they should have similar shapes.
Density of m/z of found features This plot is present after the goruping phase. It represent the density of the found features. This plot may allows the spotting of a missed band detection, resulting in no group at the end of the range of m/z, which can be caused by a wrong setting of the dmz or ppm parameters.
PCA This graph is present after the data matrix construction. A simple ACP of the log intensity, allows you to quickly spot aberrant value in one acquisition. It is good to note that the plot is different after missing value imputation, as the data matrix changed.
Running the whole workflow with analyzeAcquisitionFIA
The whole workflow described previously can be run by a single call to the analyzeAcquisitionFIA function:
#selecting the parameters
ppm <- 2
ppmgroup <- 1
fracGroup <- 0.2
k <- 3
# running the whole workflow in a single step
plasSet <- analyzeAcquisitionFIA(path, ppm=ppm, ppmGroup=ppmgroup, k=k,fracGroup = fracGroup,parallel=FALSE)
# Running the wholoe workflow in a single step, using parallelism
# with the BiocParallel package
plasSet <- analyzeAcquisitionFIA(path, ppm=ppm, ppmGroup=ppmgroup, k=k,fracGroup = fracGroup,parallel=TRUE)
Export
The processed data can be exported either as:
A peak table in a format similar to the XCMS output.
An ExpressionSet object (see the Biobase bioconductor package).
A peak table which may be created using the exportPeakTable function.
3 .tsv tabular files corresponding to the dataMatrix, the sampleMetadata, and the variableMetadata, and which are compatible with the Workflow4metabolomics format.
#Expression Set.
eset <- exportExpressionSet(plasSet)
eset
## ExpressionSet (storageMode: lockedEnvironment)
## assayData: 784 features, 6 samples
## element names: exprs
## protocolData: none
## phenoData: none
## featureData
## featureNames: M102.0548 M102.0914 ... M599.4031 (784 total)
## fvarLabels: mzMed scanMin ... signalOverSolventPvalueMean (8
## total)
## fvarMetadata: labelDescription
## experimentData: use 'experimentData(object)'
## Annotation:
#Peak Table.
pt <- exportPeakTable(plasSet)
#3 Tables:
dm <- exportDataMatrix(plasSet)
vm <- exportVariableMetadata(plasSet)
Examples of downstream statistical analyzes
Univariate and multivariate analyzes can be applied to the processed peak table. As an example, we perform a modeling of the spiking dilution with Orthogonal Partial Least Squares, by using the ropls bioconductor package. This allows us to illustrate the efficiency of the matrix effect indicator.
library(ropls)
data("plasSamples")
vconcentration <- plasSamples[,"concentration_ng_ml"]
#vconcentration=(c(100,100,1000,1000,10000,10000)*10^-10)
peakTable <- exportPeakTable(plasSet,mval="zero")
###Cutting the useless column
dataMatrix <- peakTable[,1:nrow(phenoClasses(plasSet))]
## OPLS
## 6 samples x 784 variables and 1 response
## standard scaling of predictors and response(s)
## R2X(cum) R2Y(cum) Q2(cum) RMSEE pre ort pR2Y pQ2
## Total 0.783 0.999 0.91 0.0298 1 1 0.1 0.1
plasSet.opls <- opls(t(peakTable),scale(log10(vconcentration)),predI = 1,log10L = TRUE, orthoI = NA)
As the variance explained Q2 is superior to 0.9, the fitted model explains the majority of the variance. The score plot and the observation diagnostic show that there as no aberrant deviation between samples. As the compounds are spiked with an increasing concentration of chemicals, this should be visible of the first components. We see that the non suppressed peak contribute the most to the data.
matEfInd <- peakTable$corSampPeakMean
nnaVl <- !is.na(matEfInd)
matEfInd <- matEfInd[nnaVl]
ordVi <- order(matEfInd)
matEfInd <- matEfInd[ordVi]
vipVn <- getVipVn(plasSet.opls)[nnaVl]
orthoVipVn <- getVipVn(plasSet.opls, orthoL = TRUE)[nnaVl]
colVc <- rev(rainbow(sum(nnaVl), end = 4/6))
plot(vipVn[ordVi], orthoVipVn[ordVi], pch = 16, col = colVc,
xlab = "VIP", ylab = "VIP_ortho", main = "VIP_ortho vs VIP.",lwd=3)
##Adding the point corresponding to samples.
points(getVipVn(plasSet.opls)[lMatch],getVipVn(plasSet.opls, orthoL = TRUE)[lMatch], cex=1.2,pch=1,col="black",lwd=2)
legend("topright", legend = c(round(rev(range(matEfInd)), 2),"Spiked molecules."), pch=c(16,16,1),col = c(rev(colVc[c(1, length(colVc))]),1))
The two clusters are probably caused by molecules naturally present in the plasma and molecules not present in the plasma.
Tuning proFIA parameters
This vignette aims to help the tuning of the parameters of the proFIA workflow, and show how to use the plot functions and the diagnostic function to help the utning of the parameters. The more important parameters are the parameters of the peak picking function, findFIASignal, which will be discussed in more detail here.
proFIAset
Peak picking is the critical step for FIA-HRMS preprocessing. It is performed within each file independently by an internal call to the findFIASignal function. The parameters, in particular ppm and dmz, should be tuned according to the instrument (e.g., mass resolution) and analytical protocol used.
Main parameters: ppm and dmz
- ppm and dmz The detection of bands corresponding to the same m/z signal in the time dimension is/ pivotal for successful peak detection. The method relies on two important parameters: ppm and dmz. ppm defines the tolerance between two points belonging to the same ion into two in consecutives successive scans in ppm. At low m/z, however, the accuracy of mass spectrometers is known to decrease, meaning that the tolerance defined by ppm would be too stringent. A minimum threshold for the m/z deviation tolerance, dmz (in Dalton), therefore needs to be specified (at each m/z, the tolerance used by the algorithm will be the minimum between the value defined by ppm, and dmz).Both ppm and dmz parameters are related to the mass resolution of the instrument. As proFIA focuses on high resolution data, ppm should be less than 15. Our experience of the application of proFIA to three datasets from LTQ Orbitrap XL (mass resolution: 60K), Exactive (100K) and Fusion (500K) Orbitrap instruments resulted in ppm values set to 8, 8, and 2, respectively. The default value of dmz is 0.001. This value was set to 0.0005 for the data set obtained at a 500K resolution with the Orbitrap Fusion.
The influence of ppm and dmz on band detection can be visualized by plotRaw.
##Loading the plasFIA dataset
library(plasFIA)
library(proFIA)
data(plasSet)
###Selection of the first sample file
filepath <- phenoClasses(plasSet)[1,1]
filepath
###Loading the raw data
xraw <- xcmsRaw(filepath)
#proFIAset relies on the internal findBandsFIA function to detect m/z bands. The influence of ppm and dmz values can be visualized as follows:
band_list <- findBandsFIA(xraw, ppm = 15, dmz = 0.001)
mzlim <- c(233.067,233.082)
plotRaw(plasSet,sample=2,ylim=mzlim,type="r",legend=FALSE)
abline(h=band_list[,c("mzmin","mzmax")],lwd=0.5,lty=2,col="purple")
Here we see that two distinct bands have been mistakenly grouped by the algorithm because the ppm value was too high. Decreasing the ppm value leads to the correct detection of the two bands:
band_list <- findBandsFIA(xraw, ppm = 2, dmz = 0.0005)
plotRaw(plasSet,sample=2,ylim=mzlim,type="r",legend=FALSE)
abline(h=band_list[,c("mzmin","mzmax")],lwd=0.5,lty=2,col="purple")
Note: Too low dmz values result in the absence of detected signals at low m/z, which can be checked on the “density of m/z features” graphic generated by the plot function
Supplementary parameters
bandCoverage and sizeMin A band is kept only if there is at least bandCoverage fraction of point centroids in the injection window, or if there is at least sizeMin consecutives points. The bandCoverage default value of 0.3 is adapted but may need to be increased in the presence of a long right-tailed peak originating from diffusion in the carrier flow, especially if the number of detected signals seems too high or too low. A lower values allows a better sensitivity, at the detriment of the reproductibility of peak picking.
pvalthresh The pval thresh parameter is only used in case where a peak is detected with a baseline. This should not happen except if you have strong carry over between the acquisition. For example in plasSet dataset, a p-value is calculated on only 22 variables out of 834. The parameter value is set to 0.01 by default and, but may be tune down (to 0.001 by example) in case of noisy data with strong carry-over effect.
- Situationnal parameters These parameters should not be used in the general case, but they can be used to treat particular acquisition, which ill formed peaks or other issue
- scanMin and scanMax The bands and peak will only be detected in the (scanMin,scanMax) range. This is useful if you have chemical noise at the beginning or at the end of your injection.
- f The standard method is ‘regression’ on the most well-shaped peak , which uses the Total Injection flowgram (TIF) to define the starting values. In cases were the TIC is wrongly conditioned, this method may fail, in this case you may set f to ‘TIC’ which won’t perform the regression and directly use the TIC peak as a filter. The obtained peak will be affected by matrix effect.
The remaining arguments do not impact the detection, and are only used for intensity measurement (please see the documentation page of findFIASignal for their details).
group.FIA
The grouping step match the signal with similar m/z between different samples. It takes two parameters:
- ppmGroup and dmzGroup They are similar in defintion to the ppm and dmz parameter used in the proFIAset function, except that they determine the bandwidth of the density taken as a parameter. As the measured mz considering for grouping are the mz of peaks, and not the m/z of individual data points, it is more accurate, we recommend to fix it to at most \(ppm/2\). As described in proFIAset parameters settings, a tolerance in ppm is not adapted to lower m/z values so the bandwidth is taken as the minimum of the 2 tolerances. The efficiency of the grouping may be adapted using the sleep parameters to check if groups are correctly split, here is an example using two value of ppmGroup and dmzGroup
plasSet <- group.FIA(plasSet,ppmGroup=5,dmzGroup=0.001,fracGroup=3/18,sleep=0.001)
Here two distincts groups are clearly visibly and have been wrongly group. We therefore may reduce the ppm and dmz parameters :
plasSet <- group.FIA(plasSet,ppmGroup=1,dmz=0.001,fracGroup=3/18,sleep=0.001)
This set of parameters leads to a correct splitting of the two groups.
- fracGroup The fracGroup parameter determines in which fraction of any class a signal needs to be found to be considered as valid. It depends of your experimental setup, if your classes are homogeneous the standard value of 0.5 is a good value, this parameter may be reduced for a better sensibility.
makeDataMatrix
The makeDataMatrix function just create the data matrix which will be used and exported. The only important parameters is maxo which is set to FALSE by default. If maxo is FALSE then the intensity considered for the exportation and the missing values imputation is the area integrated by proFIA, if it is set to TRUE, the maximum intensity of the chromatograms. As data in FIA are often noisy, we recommend to keep it to FALSE to reduce the uncertainity of measurements.
Imputation
proFIA offer two imputations method grouped in the impute.FIA, which may be accessed by setting the method parameter to ‘KNN_TN’ or ‘randomForest’. impute.KNN_TN and impute.randomForest :
- KNN_TN : A k-NN imputation using truncated distribution estimation.
- k correspond to the number of neighbour. It can be a float indicating a fraction of each class.
- classes how to handle imputation for different classes, if set to ‘split’, the classes are taken separately, if ‘unique’, the imputation is done on the full data matrix.‘split’ is the default option and the recommended option.
- randomForest : A random forest imputation, the parameters are passed to the missForest function in the missForest package, the interested readers in invited to read the function documentation for parameters description.
As proFIA does not offer statistical modeling, it is hard to evaluate the effect of missing values imputations using only proFIA. However the plot method of the proFIAset object, allows you to see in the bottom right corner an PCA before imputation and after imputation. In this case as there is only 3 samples by class the dataset is not suited for missing value imputation, the following code is only there for demonstration purpose :
data(plasSet)
###You can reset the data matrix this way
plasSet <- makeDataMatrix(plasSet)
###Before imputation.
plot(plasSet)
## PCA
## 6 samples x 834 variables
## standard scaling of predictors
## R2X(cum) pre ort
## Total 0.777 2 0
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nIBJWunVR9T2lbr0z5+PiY3bnk5eV1xx13qEOGHDlypFOnTuW9/UYOOGptNBgMV69edXZ2rjRaoFqQ/wBWatKkiTqdmppaZpnff/+9RYsWbm5u586dy8vLU+dXMOaPJTIzM995553Vq1ebjY51c4SHh7/wwgvKY2HWrVtXUFBQr149tSHIx8fntttuq/RDTLPBNm3alC7QunVr9RT5/PnzNbQupp986dIl0x78Zi5fvpyTk+Ph4SFab38zzZs3N2tts26lqpF1O7dJkyZdu3bdt2+fiPz2228FBQVqktO7d2+11VFJcnbt2qW8dHJyCg0NFRGj0aie4ouIaQ8ihen4B5ZvTIXVe7yChtBK20gVDz/88PLly03zvZycnO++++67774TkeDg4AkTJjz++OOlBy4zo/ZcMr1wUyVOTk5mcyod4sJUTf/WjEaj6WNkSt/Tb5a8mdHr9WbDBlb1IUhW7CkN65Wp1q1bl55pegdUeX/gFDdywDHdKefOnfPz86tq8IB16P8GWKlPnz7q9PHjx0s3Ae3fvz80NPSOO+44d+6c6Z+EevXqmfabr6pDhw516NBhzpw5pn8ymzZtGhERcYNplYWaNm06cOBAZTorK2vbtm0XLlxQ/+qPHj26Wh6eaHpqZcnFV+uoHVQsofRa1Hz7myl9VmrFSt1k5e1ctSXn6tWrBw4cMM1/1M5se/bsKSoqUhfddtttZV4zLn0WaMmF8NIbU7Te466urvHx8R988IFZ64Ti4MGDU6ZM6dmzZ6VN0GqTgunzlG6mm/BbM31W781X1T31TzuSmDH9kebm5lZQ8kYOOKa50M3sMwyQ/wBWGjRokNqOX1RUNGvWLNOlJ0+eHDhw4IULF3777bdbb7114cKF6qI77rij9BClpf9yl/cnJzIy8uzZs8q08sy706dP//nnn5999pnaeb2mmQ49/OOPPyqDIykvTUeBq4BpD8Ay+9abzrS6x06lTK8+VnoDbvPmzaUmt7/ldaDaV6p6Wb1zzW4BUpOcXr16NW7cWGnSycnJ+fnnn9XWDPXmH51OZ9rWdOLECbMvNR0ArUo0/8U5Ojo+88wz+/fvT05Onj17dq9evcwKHD58ePr06RV/iNrsYDAYbkLMpdX0b02n01WpT3JNqNKe0rxeqcq8d8v0R1rBANlyYwcc09pYaRsmUI3o/wZYqVmzZvfff/8333yjvFy6dGlERMTtt9+uvGzRosVDDz2k3Opt1nlg8uTJyoRpO4npvbMKpSOQGdPH2NevX3/Lli3qFeurV68eO3bs5qz7iBEjnnrqKeXsfPXq1Wp/p1atWvXs2dOST+jWrdvJkyeV6a+//tp0TDAR2b9//6FDh9SXXbp0qaEVCQwMVKcPHTpU6c0w1b79ragD1b5S1c7qnXvrrbc6OztfvXpVRNatW6f0kfP391fu1+/Zs6eS1fzf//2f+hbTlKlNmzbqpfQ1a9Z069bN9Hu/+uorK9ZF219cbm7uH3/8oUw7OTl16NChQ4cO06dPP3v27Pfff79gwQK1G+HmzZsr/ig1z9TqKvtN+K0FBQWpN+LHxcWZtsMUFhY+9thjyiHL1dX1448/rt4fRVX31D/kSK74888/f/31V9MeDefOnTOtURWPHXIjBxzT2lhz17mA0mj/Aaw3a9YsdTQko9E4fPjwuXPnKlem7ezs5s+f/8wzz5i9ZfDgwXfddZcybdrBOikpyXSo2djY2G+//bb0NypPWVWmdTqd6dnzu+++W6V+CBa6fPly6ZkeHh733HOPMn306FH14Q9jxoyx8C/fsGHD1OmPPvpIud9dkZOT8+yzz6ovQ0JCynsu4Y3z8/NTn+h69uxZ04HLROTQoUNj/jZjxgypju1vtj2tqAPVvlLVzuqd6+Tk1L9/f2VaDbt3797KhNprVF3k6+tretO5aSq1YMGC33//XX35ySefWPj4SDM3/xdnymg09uzZs1u3bt26devSpYva6uXj4/P000+rF18soV7Cr7m76Sp2E35rpmMezJs3z3Sw5v/973/Lli376quvvvrqq4sXL1b7FYGq7ilt61Vpzz//vNpDsqCg4LnnnlPHLWjatGnXrl0reO+NHHDU2ujs7HyTW71g42j/AazXuXNn0yQnNzd3ypQpU6ZM8fPza9myZXp6eulhQ++55x71T29AQIBOp1P+ChYXF4eGhj744IONGzdOSkpSB94x06JFC3t7e2UUo8zMzMGDB99///1ubm4///zzihUrqmu9TO+dUB6iUvp0Ydy4cStXrlSmlQv2YtnIb4qIiIhZs2b99ddfIpKfnz9gwICnnnqqR48ep0+fXrZsmXolVUSmTp1abTusLJMmTVKfzjFhwoS33nqrT58+OTk5+/btmzdvntozRHm2jHXbv4LtaUUdqPaVqnY3snMHDx6sjKWhnh2Wzn/URYMHDzatmRMnTpw9e7bSjfDixYt9+/Z98MEHfX19t2/fbnZOZrmb84srj7Oz8y233KIkkPn5+YMGDVIezXn58uUjR46YtmiV7mplRh1o+M8//8zIyKi4R1MNqenf2uOPP/72228rd5SdPHmyV69eTz75ZMuWLXfu3GnaZmg2NmC1qOqe0rZelbZr167u3buPHDnS2dl5zZo1pkM4Tp482ey5wKVZfcBRm7gtHJ4eqDYaPHMIqEOKi4vfeusty39xdnZ2n332mfr2xx57rLySpn9yTB/XaDZQqSnTi4iJiYlKeSuef2r62E0Rady48fjx481WPC8vz2w8paCgIPVR5ZbYsGFDpeNHjRs3zuwzq/35p/n5+ZWeOw4aNKigoMC67V/p9rSiDpg2E7Vv3770+lZ1pazbdOU9/9TqnWs0Gg8ePGhW7Ndff1UWZWdnm+XhX375pdnbLcyWq7Qxq7rHTRuabr31VtOPMh0mvn///qaLVq9erS4aOHCgOv/LL7+0ZI2++uqrivejaZ9D06dtKix5/mnpjaOMbKYYMmRIpXXpJvzW5syZU/HnjxkzRq11FRwDjeU/fbg8Vd1T2tYr0+efVtDw0qlTJ/XhpxVsMesOOEVFRer4B7Nmzap0CwPViP5vwA3R6XQvv/zy2rVr27dvX14ZOzu74cOHK40AxcXFEyZMUB9UMnv27DKH5e3du3d5Z3L/+9//Sv+5cnFx+d///jd06FB1zs6dO61eqQceeMDNzU19ee7cudK94BwcHMwuo44dO7ZKvUoGDRq0Zs2ahg0bllfgmWeeWbp0aU3fu1KvXr01a9YoYyiXKSIiYs2aNerYuFZs/4q3pxV1oNpXqtpZvXM7dOjg6+urvnRwcFBv43F3dw8KClIX6XS60s9UiY6ONn0op6p9+/amY5BUyU34xVVgzJgxH3zwQQWDttWrV++NN96otE0jICBA3bDqTTI32U34rU2ZMuX1118v76ARHh5e7Xf+qKq6p7StV6b69+9fZtN9586d169fb8nAidYdcJKTk9Xh4NRbZ4Gbg/wHqAbDhw8/ePDgt99++8gjjwQFBTVo0MDBwaFVq1YDBgyYMmXK0aNH165du3btWmXYt8jISHUw38aNG+/bt++VV17p3bu3h4eHh4dHjx493n///fj4+PIGwwkMDExJSXnkkUfatm3r4ODg6+sbERGxd+/eRx55RO0pJCJTpkzJysqybnX8/f03btw4ZMgQ02cclTZu3DjTl5Z3flMNGzbs+PHjc+fOveOOO7y9vfV6vYeHR3Bw8OTJk/fv32/6sPka5eXltWXLlpUrV953330+Pj716tVr3LjxLbfcEhkZefDgwc8++8z0DMCK7V/x9rSiDlT7StUE63auTqczHdKgW7dupnGajq7RvXt3Ly8vs7fr9fply5Z9//33w4YN8/Ly0uv1fn5+zz777G+//VbmqMSWuAm/uIo988wzp0+ffu+99wYPHtyxY0dPT08nJ6c2bdrcdtttr7zyysmTJ1955ZVKz+l1Op165r1q1Sqthoqu6d+aTqebNWtWcnLy5MmTO3To4O7u7uLi0q1btwcffHD79u0rVqyo0ZtMqrSnNK9XKp1O9/nnny9YsKBz584uLi5ubm633HLLe++999tvvylDj1T7nlWoPaibNm1aQWsYUBNK+p0DuAm2b98eExOzaNGiKj038B+roKDAyclJOZHq3r17QkKC1hEB5frhhx/uu+8+ZToqKmru3LlaR3SzHTlypF27dsof/fj4+Aqu1qPO+/rrr9V8+K677rqRuw2tU1xc3Lp1a2WgyDfeeOOVV17RepPAtjD+AXDz3HrrrbfeeqvWUVSbnTt3qleRLXzsD1Bzfv75Z3XEkS5dupid35uO5+vv7691sBpo27ateqa7bNky8h9oaOvWrUry4+Dg8OSTT2odDmwO+Q+Aqrl48aKDg8OePXseeeQRZY69vX14eLjWccHWHTx4MCoqSpn28fHZunWr8kRUo9G4cuVKdQQwOzu7u+++W+tgtfHiiy8q+c+XX345Z84c0yfVAjeT+nucOHGiJqMRwsbVhU44AG6mf//73+7u7gMGDFAf0hcREWH2VG/g5hs9erT6NKGzZ88GBQUNHjz4gQce6Nix45gxY5SxhkXkhRdeMH3skk3p37//yJEjReTKlSsffPCB1uHARh06dEh5apyHh4fpMJLATUP+A+CG+Pr6vvrqq1pHAUjz5s03bdqk5jYFBQUbNmz4+uuv1Qehuri4zJgxo9Ihkuu2efPmOTk5icjChQtzcnK0Dge2aM6cOcp9aK+//jqNP9AE+Q+AqnF1dXVwcHBycmrevPmjjz66bdu2li1bah0UICLSoUOHw4cPf/PNN/fff3/Xrl0bNmzo4uISGBg4dOjQV1555cSJE9HR0XVj9BGr+fv7T58+XUQuXbr04Ycfah0ObM6pU6eWL18uIh06dJg0aZLW4cBGMf4bAAA2pKioSGn50ev1pk+mAm6C/Pz8K1euiIijo6Ozs7PW4cBGkf8AAAAAsBU23Q0AAAAAgE0h/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryH1RuavxU3Vyd8m/W9lmmi4xi9P6Pt7r0/NXzpku/S/1OXTTk6yGWf2Ps8Vj1jWuOrqlgZpmid0arJdMvp1fjprA8hn+yh9Y+pKyC2/tuWsdSCxiNsmmTjBsnvXtL06bi6iodOsjw4fL663Lhgnnh2FjR6Ur+rbGggmzbdq38ihXXLfrqKwkJETc30eulbdubt74PPVQSjxu1o1aoUgWtoMLVnKrW8n79SgoHB2u8bW/Q999fW3Hl39Sp5mUMBrG3v67Mzfy111B90OvNV7zMfzNnXveu8g55n34qnTuLi4vUqye9e9+8jYM6Ta91AKgFhrQc8u/d/1am9/y1x3RRWnbauSvn1Je/pf82rNUw9WXiX4nq9OCWg7VeD6DKjh2TiAjZseO6mb//Lr//LuvWydy58tJLMnOm6HTV/L2//CJjxlx7mZt73dIFCyQzU0SkXTsZN07rbQQNaVVBq0XFtfyf6QZ/e7/+aj4nIUGKi7UPTHPlVYYff5RHHiljfk2o7dsQVUH+g8rd2uxWl3ouVwquiEhCeoJRjDop+Wua8FeCacldZ3ddl/9kkP+gFrt8WQYNkuPHyy1gMMisWWVcx7xxq1Zdm+7aVbp0uW7pggVy8qSIyF138WfahmlYQauFWS0PCtI6IAvc4G8vIUEKCqRevWtzdu78RwSmufIOeStXXpvfo0fNtv/U9m2IqiD/QeUc7R1vb3H72mNrRSTjSsbpnNMt3FsoixLSr8t/dp/dbfpSbf9p6to02KuW92SA7Vm27Nq5ZceO8tpr0r272NnJ8eOydKksW1ayKDpannxSGje25it8feVf/yqZbtfu2vxTp0om3Nxk9+7rzpeAElZU0PIqXI2qai1/4AG55RYRkaZNNdiqNerqVUlKKlk7xa5dWsZT0/WheXNZvbrcpU2aXJsurzKo85s2lV27/qEtmaiFyH9gkSEthyj5j4gkpCeY5T860bWs3/J41vHd6bvV1qGzl8+q997c6X+n2mQE1Ba//VYyUa+ebN4s3t4lL/39ZcAAadZMZs8WEcnLk/Xr5aGHrPmK1q1lwYIy5qs9YurXJ/lBOayooOVVuBpV1VqunpHXJQ0ayKVLIiK//not/zEaS9p/PDzEYKiejnBVUtP1wdFRuna1qGR5lUGd36gRyQ+qEeMfwCJDWl0bvUBt8zGKUen/Ftgo8Ha/20XkwtULxzKPKUvLu/nnZPbJf23+V9AnQS4LXNzfd++8tPPLW182GzihGhnFGPN7TI/Pe7i+79pwUcPBqwaXN26BFYEdzzoe8VNE0/80dVng0nVZ1+id0XlFeaWLbTuz7YEfHwheGuz+vrvnQs/gpcGjV4/+Je0XoxhF5J1d76hjKvx07CfTN+75a4+66MUtL1oRak5+zgtxL7T+qLXje47NlzR/esPTNbep654DB0ommje/dm6pevhhadSo5N9ff5X9CcePS0SENG0qLi7StatER0ve9RWk9HgJyvADa0uuNsiZMyVLCwuvLVX6aIjI2rWi08ndd1/3mSdPyr/+JUFB4uIi7u7SubO8/LKcL2u35+TICy9I69bi6CjNm8vTT5ddDP9QVlTQCgboyM6WmTOlXTtxdJQWLeT55yU7W557rqRwYOC1kh9/fO1DEhLk4EEZPVq8vcXFRbp1k6lTxWC47pOrWssrGP/AYJB582TECGnXTlxcJDhYRo8uuwll2zZ54AEJDhZ3d/H0LCn5yy9iNFq5Ipb89iqgdtwyvQUoLU3S00VEevUq9+S+0hWpODCzdfzrL3n0UWnSRObMKXvXJCVJvXolc5ycJC3tWvVo3Pha4Z9/rlpdrUB5lUH5t317yfzkZNHpxNPz2hstP9JVWm1ucOeiFqL9BxYJaBDQsn7LE1knxOSen+NZxy/lXhKRHk179Gza85MDn4jIrrO72ni2kevzn0H+g5SJb1O/fXDtg7mF125hPHD+wIHzB5YkLVk9YvWtzW6t9sijf43+z77/KNNXCq5sOLlhw8kNL9zywtwBc02bpKwI7OD5gxE/RWTmZSovk84lJZ1L2nBiQ1x4nJ3u2pWFZzc/uzBxoekbs/Kyks8nrzq0akqPKf/u/+/wwPDpW6cri9YeWzu89XC15M8nrv2NCQ8Mr2qohy4eGvHDiN8v/K68PGM4syRpyYaTGwIaBFT7dq6TvLxKJk6ckDVrzP8atm1bSbZw8KBERJTcTysiSUmSlCQbNkhcnNjV2KWnb7+VBx+87ibhAwfkwAFZskRWr5ZbTSryoUMyYoT8XlI75MwZWbJENmyQAGpHbXGDFdTUyZNy++3XetOdPi0LFsiGDdf11CrTtm0yffq1Crdvn+zbJz/8IImJ4uJSzeubkiLDh187SRWR5GRJTpZVq+SZZ+T996+lEM8+KwuvO+pKVlZJySlT5N//1mBFOnaUbdskJ+e6wSrUm3/69JHNm8t4lxUrUoGLFyUiQv74Q0SuywNNdekiU6fKW2+JiOTlyWuvyf/+JyIyf/616vTwwzJY6xt6LT/SWV5tYEto/4FFdKIb2nKoMq0MgSAmDUG3NLmlp09PZVq9BUjNfzo37tzUtamI7M3YO2b1GOXEXW+n796ke0evjkqZS7mXhn8z/HTO6WqPXE1+TM1PmP/l71+qL60LbOa2mWryo4o/Hf9Z8mfqy5WHVpomP42cGznpndSX7/727o4/d7Sq36q3T8mlwbXH1irbVqHmP63qt7ql6S1VCjW/KP/ub+9Wkx/V0cyjscdjq30710k9Syq1GI0SFiahofLWWxIXV9KNpVIzZ15LflTx8fLZZxW964knSoZ7VXh6yqefyqeflqRMytJGjUqWdu4sn34qzz1X8nLvXhkzpuSUQK+X7t2lY0ntkEuXZPhwOf13Rc7Pl7vvvpb8qI4elVhqR21xgxVUZTRKRMS15MfZWTp0EDs7SU6+dhNReV58sYwhuQ4dknffrehdFdfyMuXkSFjYdWex6s9ARBYulKVLS6ZXrrwuZ2jUSJyuHXXl3XfNh8uzcEUq/u1Vyt6+pAno5Ek5e7Zkpmn+U5qFK2J5YG++WZL8VGzmzGvNfUuXyu+/y7lzMm9eyZwmTa5NVyovrySTLP3v0KHrNmzpyqD8UwfC9vWVTz+V//xHpCpHOgurzQ3uXNRC5D+wlNoF7mLuxZKGoL/znx4+PYK9gpUz+11nS9qU1cHf1M5v0+KnFRQXiEh9x/p7IvYkRCQcnHhw/aj1eju9iGTnZ7+y/ZWaiPyxTo8de/zYX5F/vXPbO2qbzxu/vlFkLLqRwIqMRdN6TTvy2JEzT52Z3G2yOn/TqU3qtJpl+bj6/PHIH+cnnc96JmvN/de6nWw7vU1ExgSVjPt5MvtkyvkUZdpQYNh+pqTpPzwwXInc8lD/m/TfI5lHlOl+zfrtHb83+9nsH0b84OXsJbDMlCnSsuW1l9u2ycyZcscd0rChtGwpo0fL0qWSkVHu24uKZNo0OXJEzpyRydcqiGzaJBW47TaZOFFalNxhJ66uMnGiTJxYcmaoLFWfzNOihUycKINKmldl2jQpKBARqV9f9uwp6dGzfr3o9SIi2dnyyt8V+b//lSMltUP69ZO9eyU7W3744VqLAmqBG6ygqnXrZOvWkun775cLFyQ5WdLSpHt3i8KYPVuOHpUzZ0oaDRTr11f0lopreZmWLJFjJZ2r5aGH5Nw5OX9eDh+WVq1KZk6bVtKm8eXf17Z8fOSPP+T8ecnKuq6z37Zt1qxIxb89S/TtWzKhdoFTu2D16lVGeQtXxPLAtm2T+vVl5EiZNOlawlCak1NJrzkRKS6WGTNk9uxrXQH/8x9p0MDSVT59Wrp1K/vfgw9et2FLVwblnzpGQoMGMnFiybBslh/pLKw2N75zUduQ/8BSd/jdoZxky9+Zj9IRzl5n36Vxl3p29UK8Q0Rkb8be/KL881fPn8ouGbblTv87RSQ7P1ttzXjhlhc6Ny652DO45eBHOz2qTH/5+5f5RfnVHvaHQz5sVb+Vt4v31J5Tp/Scosw/dPHQumPrbiSw8R3Hvx36dhvPNr5uvu/d/p63S0n/e9MmFzcHtyEthwxpOWRmn5ntG7YXEQd7h0H+g+rZldzfeSzrmIiMbj9aTczUcSZ+SftFSXVEJLx9eFVDXbi35MKhl7NX7KjYrt5d3R3c72lzzxd3f1HtdaOucneX336TRx4p46zs5ElZtUoeflhatZL33iv7vuXx4+Xtt6VNG/H1lffeu3aDRulWl2qRnX2tT/4LL1y7nDp4sDxaUjvkyy8lP19Erl1W9vKS2Fjp2lXc3eWee+QLakctcoMVVPXBByUT9evL0qXi7Cwi4usrK1eKvX0lMbz4okyfLq1bi6+vvPyy9OhRMl+9ul9d1GHEmjSRTz8tydQDAq7lKhkZJY0bbm4yZIgMGSIzZ0r79iIiDg4yaNC1u+rVE+KbvCJm+U9+vuzZIyISFFR2RmHdilSgTRs5dEi+/loWLZKwsIpK3nqrTJpUMv3dd7JoUcn0qFFy//3VtkGsU6UjneXVBjaG+39gKQ8Hjz6+fbae3ioiCX8ljGw3ck/6HhHp1LiTs95ZRHr69Nzx5468orz95/ZfyivpgOFo7xjaPFREUi+lqh+VlZe19OBS9WVhcaEykVeUdyL7RLsG1TkKZ2TXSNP7fCZ3m6w+y3X/+f13t7nb6sCGthqqTuvt9O0atMu4kiEihoJrt8wuH75cnb5w9cL+c/sPnj+4+uhqNbFR+Lj6DPAbEHcqTkTWHlv7Us+XxKTzW7sG7bp4d6nSNvRz9zuaeVSZM6HjBNd6rmrJQf6DWtdvreRdqJSXl/zvfzJ3rmzaJBs3yp49cuDAdWMYXLkiL7wgTk7y9NPm7x16rYKIXi/t2pVcize7Oby6pF6rHZKVda03kEjJXeUikpcnJ06In58cLakdMmGCuF6rHTJokLRuXeXTKmjmRiqoKqWkzVnCwsTd/dr81q1l4MBK7nQfMuS6l0FBJaPSXb5czWuqtleGhZVc5lfce698913JdP36IiLLrx115cIF2b9fDh6U1atLWgw0XBFlkAOjsST/2b+/ZE+V2fnN6hWpwLRp1w05XbHZs+XHH0uGn1aOIA0amN+MpAnLj3Tt2lWh2sDGkP+gCoa0HFKS/6QnHMk8kp2fLSI9mpZcJ7t2C1D67pz8HGX6tua3KdmR6bn7/IT55X3FkUtHqjf/CWwYaPqyuXtzt3puSoqihGR1YO713E1fOto7lvnGlAspi/Yu+vnEz2pCUqaxgWOV/Gf7me2ZeZmejp5q/qN2frM81Pyi/GJjyRVfpd1JpRNdu4btyH+qpEEDGTVKRo0SESkslH37ZPNm+e9/r+UJM2fKU0+Z30brfl0FEUdHi77LaqZnBfPLrR1y5Ijk519rD2h/Xe0QnU7atSP/qW2sq6CKK1eujfFl2ptO0b59JfmPWS2vocHaDYZr98w0a3bdIhcXue8+8/IpKbJokfz887VEv1I3YUXq15fgYDlwQBISJD+/kpt/rF6RCpj92ivdIP/9rwy79kBzmT+/yk9katPmWgZSXSw/0vn6Vq3awJbQ/w1VoLZ47PlrjzrOgXJfvoj0bHptCAR18IM7W96pTFwusOgq2snsk5YUs1w9++v+jOlE51zPWZm+UnClpgP76o+vui7runjfYiX5cbB3uKXpLS/1fMm0QUYxst1IpXthkbFo/fH1p7JP/XGxpFFe6fxWpVDVW5tERFfqpMdeV1mfFojk58vp0yX/TO8n1+vlllvkpZfkwIFrPS8uXiwZxlZDFl6nPnlSiq7VjjJOiSvt8YR/hOqqoFevXpsuPSZYeaOE3WRVavH46ivp2lUWLy7JGRwcSjaIq2sVPqSGKKlOXp7s3Vt5/lPtK+LsXLXyZuO3ZGVptdmuY/mRzuqGMtgA2n9QBd28u3k5e52/ej4rL+urQ18pM9X2n9aerRs6NbyYe3HX2V1qdyx18APTMZd3jNvRx7dPFb74BhzPOm7abpOTn3PuyjllWmkaqrnArhZefXrj00pXt05end7o98awVsMc7R0Ligvm/WY+fk5Dp4bqQ2bXHlurdqIL9gpWR3izPFTTTOnwxcOmi4xiPHzpsKAyp09LmzYl02Fh8uOP5gVcXGTwYNm/v+TlxYvi46NlwKbjVu/YUdE1ZdPzh8PX1wWj0XwO/qGqq4I2bCj165ec2ppeWVfU0M1qVdWggTRqJBcuiEhJj6zyXL0qTz9dcuLbqZO88YYMGyaOjlJQUIVRy2pO377y4YciIr/+WjL4Qf36EhT0T1yRc+fkmWeum/PyyxIWJq1ba7sJq3CkE7G02sD20P6DKrDT2an5zNqja0XE0d6xY6OSs3Od6JQucH9c/EMZeayJS5NOXp2UpaZJyJ6/9ph+bGFxoaHAoPxTE6fqsuKPFaYvP0/5XJ0OahRUo4EdunhIeT6SiEzvPf2+tvcpfeR+/fNX0/YZ1digscrEuuPr1h1fp0yrj/2pUqiu9VxbuJcMp7MseZnS0qWIOxVn2o8O5WnW7Npl1s2b5eBB8wJFRdfG0bWzuzZ80c1kenW+nUn3zD3X1Q4pLBSDoeRfYaG4ul6LdtkyuXKtdkhcXBnnwPgnqq4KqtNdO6H88cfrxos7cKDsh9JowjRI0yq7ebN4epb8S0iQQ4eutYZNny733VfS8fTXX69r97xx1rWMqUMgrFlT0jGsV6+yR72zekWqq8nu2WdLHvhjb18yMNqVK/L449o3CVp+pBOLq00NbUP8g5H/oGqGtCy5SVR5TE1X764O9g7qUrULnGKQ/yD1SaBNXJt0adxFmX5719vq0My5hbnjfxrv/r67+/vuzZc0V28cqi7Lk5cvT1muRLvjzx0zt81U5jd2aTys1bAaDcx0yLh1x9ZduHrBKMakc0lP/vxkmeXvaXOPMob4+avnv0stuTVT7fxW1VAju0YqSzOuZAz7Ztj+c/sNBYbVR1ePXTO2erdwXeXoWHI/hYhcviy33y7R0ZKQIGfPyrFjsmaNDB9+7fRy8GDx8NAgyDNnrk03aSJdSmqHvP32tV73ubkyfry4u4u7uzRvLjk5IiKRJbVDMjJk2DDZv18MBlm9WsZSO2qLaqygo0eXTOTmyvDhsm+f5OTIunUybNg/6ERQHZ/gwgUZN64kTzt8WJ56SrKyJCtLHBykW7eSUb8U69bJhQtiNEpSkjz5pBXfWRHT357l2rYtGYJMHQW/vOYLq1fEusDM/PCDrPj70uGjj8q0aSXTmzfLRx9V4XMqeP7Pvn2SlGRNbFU60llYbWpiG+Kfjf5vqBq1/Uehdn5TqEMglC6sE907t70z7JthIvKn4c8On3To1LhTQVHBoUuH1Dzh5V4vN3Cy+MEClikyFo3/afz0+OluDm6HLl4byTS6X3R9x/o1GliwV7DeTq80HC1PWb48Zbk69MK18IqvXclzd3APaxO26tAqEVFGL+jm3c20z1uVQp0cMvm9Pe8pQ9LFn47vsqxLZfHC3OzZEhsrf/0lInL+vLzyyrWnSphycankYY/Vzsen5IF+Bw5IeLjcfnvJze3vvFNyu/Kff0qHDtKpkxQUyKFD106lXn65ZKDdyZPlvfdKTgbi46+dTqA2qa4KOnmyvP9+yTnfnj1lnA7+EzzzjHz0kfz5p4jIDz/IDz+Ip+d1N6jMni329hIcLHp9ybX/5ctl+XJxczMfcvFGGoLK/O1ZTqeTvn2v66xYXv5T1RW5wcBMXbp0bbRAZ2d57TVxd5eFC0tq2pQpMny4NG9u0Ucpz/8pj6NjGc+ctWQbWn6ks7DaVPs2xD8e7T+omqauTdUmCDEZ/EBhlg6pgx8ohrYaumjgIqVFqKC4IPGvxAPnD6gn7m/2e1N9OE816u3TW0TOGM6YJj8v9XxJfWBOzQXmUs/lrX5vmc4xFBjsdHZv9nuzVf2Sh6/t+WuPaV+4MYFjTMubdn6raqhu9dy+vudrt3puZp/g5ezVy6esZ+2hFF9fiY+XO++sqEzXrrJxowQH39TA1DGZiotl5cprT0QcOlQWLSrpTVNQIImJcuDAtVOCN9+UKX9XZDc3+frra4/7U3l5lf0kRvwTVVcFdXaWzz4TFxfz+QEB5qNCa6hRI1mz5rpbmNSzWJ1Opk+Xxx4TEXFxue7ppSJiMIidnbz55rVHXu7ZY30KVN5vz3JqFzhFeb+3qq7IjQemioq6NmzaCy+Ij4+4ucmsWSVzsrPlySc1bhi0/EhnYbWp9m2IfzzyH1SZ6XNvzBIebxfvlvVbKtPBXsE+rua3207qNmnfhH2RXSNvbXarp6NnA6cGXRp3eSbkmZSHU2b2nmn6oJ7q8s2937x3+3sDWgxo6NTQ38P/gfYP/DTypzm3zTEbA62GAnuxx4tf3P1FT5+eHg4eLeu3HBc07pcxv8zsPbObd8klsb0Ze7/4/dojJ4e3Gu7hcK2byuj2o0t/puWhhjYPPfjwwSc6P9HCvUU9u3pNXZs+HPxw4vjEtp5tq30711Xt2snPP8uuXfLoo3LbbeLvLw4O0qyZ9O0r48ZJbKwkJlZy/21NmDZNXn5ZWra87oEWikmTZN8+iYyUW28VT09p0EC6dJFnnpGUFJk587rR3kJD5eBBeeIJadFC6tWTpk3l4YclMVHaUjtqkeqqoHfcIfv3y6RJcsst4uoqXbrIs89KQoIEBlb+3pumWzdJSZG33pK775bWrcXZWTp1kgcflL17Zfbsa8VefFG++EJ69hQPD2nZUsaNk19+kZkzrzVE7N1r/YN+K/jtWcg0/+nQQTw9yy1ZpRW58cAUP/8sn35aMt2o0bVE4rHHro238dNPEhNzQ99y4yw/0llYbapxG6I20Bn/Ob17AQDAP0dkpCxeLCISFHTtMakAUMuR4wIAYMN27iy5scTBQW677bpF6vjX7arzsdQAoC3yHwAAbNgHH8iXX5ZM79kjISEl0/HxsmVLybQ6EwBqP/q/AQBgw9askbCwkmlvb4mKEj8/2bNHFi6UvDwREWdn+f138ffXOlAAqB7kPwAA2Lb33pMXX5Ti4jIW+fjIsmWVjDIHALUK+Q8AADbv2DF5/33ZtUtOnJCsLPHzk5Yt5a675PHHxdlZ6+AAoDqR/wAAAACwFTz/BwAAAICtIP8BAAAAYCsY/xoAZMeOHVu3btU6CljK29t7/Pjx9vb2WgcCAKh9yH8AQIYNG5adna11FKgCLy+vMHXUZgAALEb+AwBy5coVEZEBIjqtQ0GlkkUy5PLly1rHAQColch/AOBvw7gpsja4JJKhdQwAgFqLP/UAAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVuiV/wwGQ1xc3Nq1a5OTkzMzM7OyskTE19fXx8fHx8cnNDQ0LCzMzc1N62gBAAAAwHp6EYmJiYmMjMzOzjZblpaWpkwsXrzY29t7yZIlI0aM0DpgAAAAALCSftOmTREREUajseJyGRkZo0aN2rJlS2hoqNYxAwBQzf7v//7vl19+0ToKWKpJkybR0dH169fXOhAAtY9+zpw5SvIzbty4++67Lzg42N3d3d3dXafTGQyGrKysvXv3Ll++PDY2tri4eP78+eQ/AIC6JyoqKi8vT+soUAUDBgwYOXKk1lEAqH30iYmJIhIeHh4TE2O2zMPDw9fXNygoaMyYMSEhIUlJSUlJSVoHDABA9SssLBQReUhEp3UoqNRWkRN/7zIAqCK9wWAQET8/vwoK2dnZ+fv7JyUlpaenax0wAAA1phMDo9YG+7UOAEBtZufv7y8iK1asSE5OLq9QfHx8XFycVJYmAQAAAMA/mX706NHR0dFpaWnBwcEBAQGdOnVyc3NzdXUVEYPBkJOTk5iYeOrUKaV0eHi41gEDAAAAgJX006ZNi42NTUhIEJHU1NTU1NTyivbu3Xvq1KlaBwwAAAAAVrJzdXXdtm3b3Llz+/Tpo9OVcdenTqfr27fvvHnztmzZ4uLionXAAAAAAGAlvYg4OjpGRUVFRUVlZGSkpqZeunQpMzNTRDw9PT09PQMDA728vLSOEwAAAABulN70hbe3t7e3t9Yh3WxFRUXZ2dlaRwFLOTo60g4JAAAA65TkPwaDIS4ubu3atcnJyZmZmVlZWSLi6+vr4+Pj4+MTGhoaFhbm5uamdbQ14tZbb921a5fWUcBSTk5O27dvDwkJ0ToQAAAA1D56EYmJiYmMjCzdBpKWlqZMLF682Nvbe8mSJSNGjNA64Oq3b98+ERFnreOAJfIlNzf3999/r9785/HHH9+8ebPW6wZL1a9f/9tvv23ZsqXWgQAAgNpHv2nTpoiICKPRWHG5jIyMUaNGbdmyJTQ0VOuYa8Yss86A+Ef6UiSx+j91+fLleXl5Wq8bquDXX38l/wEAAFbQz5kzR0l+xo0bd9999wUHB7u7u7u7u+t0OoPBkJWVtXfv3uXLl8fGxhYXF8+fP9+K/Of333//8ccfKy2WnJw8YMCARx55ROttAptTkv+/xHPfa4PVIslS6SUbAACAMukTExNFJDw8PCYmxmyZh4eHr69vUFDQmDFjQkJCkpKSkpKSrPiOF154ITY21pKSX331FfkPNNNQxF7rGFApB60DAAAAtZneYDCIiJ+fXwWF7Ozs/P39k5KS0tPTrfiON954o0uXLhWXycnJ+c9//uPh4aH1BgEAAABQZ+n9/f0PHz68YsWKCRMmdOzYscxC8fHxcXFxUlmaVJ4ePXr06NGj4jJnzpz5z3/+4+joqPUGAQAAAFBn6UePHh0dHZ2WlhYcHBwQENCpUyc3NzdXV1cRMRgMOTk5iYmJp06dUkqHh4drHTAAAAAAWEk/bdq02NjYhIQEEUlNTU1NTS2vaO/evadOnap1wAAAAABgJTtXV9dt27bNnTu3T58+Op2udAmdTte3b9958+Zt2bLFxcVF64ABAAAAwEp6EXF0dIyKioqKisrIyEhNTb106VJmZqaIeHp6enp6BgYGenl5aR0nAAAAANyo6x756e3t7e3trXVIAAAAAFAj7ETEaDSuW7cuOjpanXv8+PFHH320a9euDRs2DAkJGT9+/P79+7UOFQAAAABuiF1eXt6YMWOGDx/++eefK7M2bNgQFBT0ySefJCUlXbp0ae/evcuXL+/Wrdvs2bO1jhYAAAAArGe3ZMmSlStXqq8vX748fvz4vLw8EbGzs2vevLnyTJ7i4uIZM2Zs3rxZ64ABAAAAwEp2n3zyiYg0atRo4cKFIpKYmJieni4iw4cPT09PT0tLy8nJUVt+5s+fr3XAAAAAAGAluyNHjojImDFj7rzzThE5efKksuD//u//GjduLCL16tWbPn16nz59RGTv3r1aBwwAAAAAVrJTurfl5uYqrzt27KhMuLm5mZZr0KCBiGRlZWkdMAAAAABYya5Xr14i8sUXX6xYsaKgoKBLly5hYWEi8s477xQXFyuF9uzZo9z5ExQUpHXAAAAAAGAl/dSpU9evX3/16tWxY8fWr1+/Y8eODg4OIjJv3rx169aFhIScP39+w4YNRUVFIvLwww9rHTAAAAAAWEk/YMCAjz/++KmnniooKMjKytqxY4e6LCUlJSUlRX15zz33PPnkk1oHDAAAAABWshORRx55JC0t7e23327Tpk2Zhfr16/fJJ598++239vb2WgcMAAAAAFbSK/81adJk2rRp06ZNy8nJSU9PP3v27KVLlzw9Pb28vJo2bdqoUSOt4wQAAACAG6U3e+3u7u7u7h4QEKB1YAAAAABQzey0DgAAAAAAbhLyHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArdAr/xkMhri4uLVr1yYnJ2dmZmZlZYmIr6+vj4+Pj49PaGhoWFiYm5ub1tECAAAAgPX0IhITExMZGZmdnW22LC0tTZlYvHixt7f3kiVLRowYoXXAAAAAAGAl/aZNmyIiIoxGY8XlMjIyRo0atWXLltDQUK1jBgAAqGZjx45dv3691lHAUt7e3uvWrWvVqlU1fubRo0cTExO1XjNYqkmTJrfddpsVb9TPmTNHSX7GjRt33333BQcHu7u7u7u763Q6g8GQlZW1d+/e5cuXx8bGFhcXz58/n/wHAADUPStXriwuLtY6Cljq0qVLCQkJ1Zv/9O7d+/z581qvGapg06ZNd9xxR1XfpVfS3PDw8JiYGLNlHh4evr6+QUFBY8aMCQkJSUpKSkpK0no1AQAAaszrIjqtY0ClVooclEq7L1XVhQsXREQ6a712sMRJkay/d1kV6Q0Gg4j4+flVUMjOzs7f3z8pKSk9PV3rdQUAAKgxzuQ/tYF9TX74Q9SB2mC5yH4r32rn7+8vIitWrEhOTi6vUHx8fFxcnFSWJgEAAADAP5l+9OjR0dHRaWlpwcHBAQEBnTp1cnNzc3V1FRGDwZCTk5OYmHjq1CmldHh4uNYBAwAAAICV9NOmTYuNjU1ISBCR1NTU1NTU8or27t176tSpWgcMAAAAAFayc3V13bZt29y5c/v06aPTldHbUafT9e3bd968eVu2bHFxcdE6YAAAAACwkl5EHB0do6KioqKiMjIyUlNTL126lJmZKSKenp6enp6BgYFeXl5axwkAAAAAN0pv+sLb29vb21vrkAAAAACgRpTkPwaDIS4ubu3atcnJyZmZmVlZWSLi6+vr4+Pj4+MTGhoaFhbm5uamdbQAAAAAYD29iMTExERGRmZnZ5stS0tLUyYWL17s7e29ZMmSESNGaB0wAAAAAFjJbtOmTREREaWTHzMZGRmjRo3aunWr1gEDAAAAgJXs5syZYzQaRWTcuHErV65MSUlJS0tTusCdOXMmJSUlJiZm6NChIlJcXDx//nytAwYAAAAAK+kTExNFJDw8PCYmxmyZh4eHr69vUFDQmDFjQkJCkpKSkpKSrPiOxMTEVatWKVlWeXJyckQkLy9P6w0CAAAAoM7SGwwGEfHz86ugkJ2dnb+/f1JSUnp6uhXfMWPGjNjYWEtKKuNuAwAAAEBN0Pv7+x8+fHjFihUTJkzo2LFjmYXi4+Pj4uKksjSpPO++++6AAQMqLpOdnT179uwGDRpovUEAAAAA1Fn60aNHR0dHp6WlBQcHBwQEdOrUyc3NzdXVVUQMBkNOTk5iYuKpU6eU0uHh4VZ8R3BwcHBwcMVlzpw5M3v2bAcHB603CAAAAIA6Sz9t2rTY2NiEhAQRSU1NTU1NLa9o7969p06dqnXAAAAAAGAlO1dX123bts2dO7dPnz46na50CZ1O17dv33nz5m3ZssXFxUXrgAEAAADASnoRcXR0jIqKioqKysjISE1NvXTpkjIOgaenp6enZ2BgoJeXl9ZxAgAAAMCN0pu+8Pb29vb21jokAAAAAKgR+q+//lpEvL29b7vtNnVudnb2vHnzduzYcfjw4ebNm3fp0uX5558PCAjQOloAAAAAsJ7+gQceEJGBAwdu3LhRmZWSkjJo0KCzZ88qL0+dOrVjx45PP/100aJFjz76qNYBAwAAAICV7MxeFxYWRkREqMmPKjc3NzIy8o8//tA6YAAAAACwknn+c/DgwcTERBHp0KHDhg0bzp079/vvvyvNPvn5+dHR0VoHDAAAAABWMs9/9u/fr0wsW7Zs0KBBXl5egYGBH374YVBQkIjs27dP64ABAAAAwErm+Y+np6cy0a5du2uF7Ow6duwoIsePH9c6YAAAAACwUkn+c/XqVYPBICK33Xab8rSfn3/+WS1UWFi4d+9eEWnZsqXWAQMAAACAlUrynx07dri7u3t7ew8ZMsTV1VVEHnroob/++ktEtmzZcttttx09elREevXqpXXAAAAAAGAl/YABAw4fPvznn3+KyLlz586dO6csyMvLu3r1qojs3Lnz119/FREnJ6dXX31V64ABAAAAwEr6uLg4Ebl8+fKRI0cOHz6c+rfDhw+blmvevPny5cv9/f21DhgAAAAArKRX/nN1de3SpUuXLl1Klxg+fHi/fv1CQkJcXFy0jhYAAAAArKevtETnzp21DhIAAAAAqoHdjX8EAAAAANQK5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVuiV/wwGQ1xc3Nq1a5OTkzMzM7OyskTE19fXx8fHx8cnNDQ0LCzMzc1N62gBAAAAwHp6EYmJiYmMjMzOzjZblpaWpkwsXrzY29t7yZIlI0aM0DpgAAAAALCS3aZNmyIiIkonP2YyMjJGjRq1detWrQMGAAAAACvZzZkzx2g0isi4ceNWrlyZkpKSlpamdIE7c+ZMSkpKTEzM0KFDRaS4uHj+/PlaBwwAAAAAVtInJiaKSHh4eExMjNkyDw8PX1/foKCgMWPGhISEJCUlJSUlaR0wAAAAAFjJzmAwiIifn19Fhezs/P39RSQ9PV3rgAEAAADASiWJzYoVK5KTk8srFB8fHxcXJ5WlSQAAAADwT6YfPXp0dHR0WlpacHBwQEBAp06d3NzcXF1dRcRgMOTk5CQmJp46dUopHR4ernXAAAAAAGAl/bRp02JjYxMSEkQkNTU1NTW1vKK9e/eeOnWq1gEDAAAAgJXsXF1dt23bNnfu3D59+uh0utIldDpd3759582bt2XLFhcXF60DBgAAAAAr6UXE0dExKioqKioqIyMjNTX10qVLmZmZIuLp6enp6RkYGOjl5aV1nAAAAABwo/SmL7y9vb29vbUOCQAAAABqREn+YzAY4uLi1q5dm5ycrDz8VER8fX19fHx8fHxCQ0PDwsLc3Ny0jhYAAAAArKcXkZiYmMjIyOzsbLNlaWlpysTixYu9vb2XLFkyYsQIrQMGAAAAACvZbdq0KSIionTyYyYjI2PUqFFbt27VOmAAAAAAsJLdnDlzjEajiIwbN27lypUpKSlpaWlKF7gzZ86kpKTExMQMHTpURIqLi+fPn691wAAAAABgJX1iYqKIhIeHx8TEmC3z8PDw9fUNCgoaM2ZMSEhIUlJSUlKSFd+xbdu2mJiY4uLiCspcvnxZRHJzc7XeIAAAAADqLL3BYBARPz+/CgrZ2dn5+/snJSWlp6db8R2zZ89et26dJSUr7YYHAAAAAFbT+/v7Hz58eMWKFRMmTOjYsWOZheLj4+Pi4qSyNKk8Cxcu3LRpU8VlMjMzp06d2qBBA603CAAAAIA6Sz969Ojo6Oi0tLTg4OCAgIBOnTq5ubm5urqKiMFgyMnJSUxMPHXqlFI6PDzciu9o06ZNmzZtKi5z5syZqVOn1qtXT+sNAgAAAKDO0k+bNi02NjYhIUFEUlNTU1NTyyvau3fvqVOnah0wAAAAAFjJztXVddu2bXPnzu3Tp49OpytdQqfT9e3bd968eVu2bHFxcdE6YAAAAACwkl5EHB0do6KioqKiMjIyUlNTL126lJmZKSKenp6enp6BgYFeXl5axwkAAAAAN0pv+sLb29vb29t0jjIgdUFBAXfmAAAAAKjt7Cpe7Ozs7Ozs/Morr2gdJwAAAADcKP0777xTaaFff/1VLTZt2jStYwYAAAAAa+inT59eaaH4+Pj4+HhlmvwHAAAAQC1ld+MfAQAAAAC1wrXxDwYMGNC/f3+zxa+//rqI3HrrrYMGDdI6VAAAAAC4Ifo1a9a89NJLKSkpW7ZsadCgwZw5cwICAtTFSv7Tr1+/1157TetQAQAAAOCG2N11111JSUn//e9/mzZt+t1333Xo0OH555+/ePGi1oEBAAAAQDWzExG9Xv/EE0+kpqa++uqrjo6OCxYsaNu27fvvv5+fn691eAAAAABQba6Nf+Dm5vbaa6+lpqY+/vjjWVlZzz33XMeOHbUODwAAAACqjfn4bz4+Ph9++OGBAwfuuuuuI0eOaB0eAAAAAFQbfZlzO3TosGbNmri4uF9++UVE+vXrp3WcAAAAAHCj9BUsu/3222+//XatIwQAAACA6sHzTwEAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCv0yn8GgyEuLm7t2rXJycmZmZlZWVki4uvr6+Pj4+PjExoaGhYW5ubmpnW0AAAAAGA9vYjExMRERkZmZ2ebLUtLS1MmFi9e7O3tvWTJkhEjRmgdMAAAAABYyW7Tpk0RERGlkx8zGRkZo0aN2rp1q9YBAwAAAICV7ObMmWM0GkVk3LhxK1euTElJSUtLU7rAnTlzJiUlJSYmZujQoSJSXFw8f/58rQMGAAAAACvpExMTRSQ8PDwmJsZsmYeHh6+vb1BQ0JgxY0JCQpKSkpKSkrQOGAAAAACsZGcwGETEz8+vokJ2dv7+/iKSnp6udcAAAAAAYKWSxGbFihXJycnlFYqPj4+Li5PK0iQAAAAA+CfTjx49Ojo6Oi0tLTg4OCAgoFOnTm5ubq6uriJiMBhycnISExNPnTqllA4PD9c6YAAAAACwkn7atGmxsbEJCQkikpqampqaWl7R3r17T506VeuAAQAAAMBKdq6urtu2bZs7d26fPn10Ol3pEjqdrm/fvvPmzduyZYuLi4vWAQMAAACAlfQi4ujoGBUVFRUVlZGRkZqaeunSpczMTBHx9PT09PQMDAz08vLSOk4AAAAAuFF60xfe3t7e3t5ahwQAAAAANaIk/zEYDHFxcWvXrk1OTlYefioivr6+Pj4+Pj4+oaGhYWFhbm5uWkcLAAAAANbTi0hMTExkZGR2drbZsrS0NGVi8eLF3t7eS5YsGTFihNYBAwAAAICV7DZt2hQREVE6+TGTkZExatSorVu3ah0wAAAAAFjJbs6cOUajUUTGjRu3cuXKlJSUtLQ0pQvcmTNnUlJSYmJihg4dKiLFxcXz58/XOmAAAAAAsJI+MTFRRMLDw2NiYsyWeXh4+Pr6BgUFjRkzJiQkJCkpKSkpyYrv+Pnnn7/55puKy1y+fFlErl69qvUGAQAAAFBn6Q0Gg4j4+flVUMjOzs7f3z8pKSk9Pd2K7/jggw/Wrl1rScmcnBytNwgAAACAOkvv7+9/+PDhFStWTJgwoWPHjmUWio+Pj4uLk8rSpPL897//Xb9+fWFhYQVlMjMzp06d2rBhQ603CAAAAIA6Sz969Ojo6Oi0tLTg4OCAgIBOnTq5ubm5urqKiMFgyMnJSUxMPHXqlFI6PDzciu9o1qzZI488UnGZM2fOTJ06Va/XW/aRAAAAAFBl+mnTpsXGxiYkJIhIampqampqeUV79+49depUrQMGAAAAACvZubq6btu2be7cuX369NHpdKVL6HS6vn37zps3b8uWLS4uLloHDAAAAABW0ouIo6NjVFRUVFRURkZGamrqpUuXMjMzRcTT09PT0zMwMNDLy0vrOAEAAADgRl13v423t7e3t7fWIQEAAABAjbBT/svMzNy8efP//ve/7du3K49Dzc3NnTlzZufOnQMDA8PDw1evXq11qAAAAABwQ/QismLFiqefflrp8yYi48eP//TTTx944IE1a9Yocw4dOrRy5cp//etfCxYs0DpgAAAAALCSXWJi4rhx49TkR0Q+++yz0NBQNflRvf/++5s2bdI6YAAAAACwkt0bb7yhdHgLCQl5+umnhw4dKiI7duwQkcDAwF9//fXo0aMvvPCCUvq9997TOmAAAAAAsJI+KSlJRAYOHLhhwwZl/Ou333775ZdfFpH58+f37t1bRObOnbt58+Z9+/alpKRoHTAAAAAAWMnur7/+EpHevXurD/954IEHlImePXsqEzqdrnXr1iKiFAYAAACA2siuTZs2IrJx48aCggJlVvPmzRcuXLhw4cIGDRooc7KysrZt2yYi7du31zpgAAAAALCS3R133CEiu3btCggIePjhhxMSEpycnCZPnjx58mQ7OzsReeWVV7p27ZqRkSEioaGhWgcMAAAAAFaye+2115o0aSIiJ0+eXLp06R9//GFWYvHixSdOnBARLy+vV199VeuAAQAAAMBKdg0aNNi3b9+4ceNcXFwqKNe7d+/4+PiGDRtqHTAAAAAAWEkvIk2bNo2JiSkuLj59+rSrq6tZic8++ywgIKBNmzZKdzgAAAAAqKX06pSdnZ2fn1/pEsOHD9c6SAAAAACoBjTpAAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbodc6AAD4x0jlolBtkKN1AACA2oz8BwCkqKhIRORjreOAxVJSUrQOAQBQK5H/AIDodDqj0SjSUOtAYAmDSH7z5s21DgMAUCuR/wCA2NnZFRcXi/zFUbE2GCuywsPDQ+swAAC1El3dAQAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYipKRjgwGQ1xc3Nq1a5OTkzMzM7OyskTE19fXx8fHx8cnNDQ0LCzMzc1N62gBAKgRxcXFIiL/1joOWMIgInL+/Hmt4wBQK+lFJCYmJjIyMjs722xZWlqaMrF48WJvb+8lS5aMGDFC64ABAKh+RqNRROSC1nHAYjk5OVqHAKBW0m/atCkiIqLkuF++jIyMUaNGbdmyJTQ0VOuYAQCoZvb29kVFRSKbROy1jgWVel0krlWrVlqHAaBW0s+ZM0dJfsaNG3ffffcFBwe7u7u7u7vrdDqDwZCVlbV3797ly5fHxsYWFxfPnz+f/AcAUHf1J/+pDby1DgBALaZPTEwUkfDw8JiYGLNlHh4evr6+QUFBY8aMCQkJSUpKSkpK0jpgAAAAALCSncFgEBE/P7+KCtnZ+fv7i0h6errWAQMAAACAlUoSmxUrViQnJ5dXKD4+Pi4uTipLkwAAAADgn0w/evTo6OjotLS04ODggICATp06ubm5ubq6iojBYMjJyUlMTDx16pRSOjw8XOuAAQAAAMBK+mnTpsXGxiYkJIhIampqampqeUV79+49depUrQMGAAAAaswWrQOAJc6JiBQVFVnxVr2rq+u2bdsWLVr0zTff7Ny5s/RA2Dqdrk+fPiNHjpw0aZKjo6PW6woAAABUv5LT4J+0jgMWq+D+nQroRcTR0TEqKioqKiojIyM1NfXSpUuZmZki4unp6enpGRgY6OXlpfXaAQAAADVIp9MZjUaR3loHAkukilzo0KGDFe/Um77w9vb29mZMfQAAANisHSI6rWNApUaLrNLr9Va8s+Q9BoMhLi5u7dq1ycnJmZmZWVlZIuLr6+vj4+Pj4xMaGhoWFubm5qb1egIAAACA9fQiEhMTExkZmZ2dbbYsLS1NmVi8eLG3t/eSJUtGjBihdcAAAAAAYCX9pk2bIiIiSg97YCYjI2PUqFFbtmwJDQ3VOuZqVlxcLCLyi4id1qGgUukiIoWFhVrHAQAAgFpJP2fOHCX5GTdu3H333RccHOzu7u7u7q7T6QwGQ1ZW1t69e5cvXx4bG1tcXDx//vy6l/8UFBSIiMRqHQcstnXr1gkTJmgdBQAAAGoffWJiooiEh4fHxMSYLfPw8PD19Q0KChozZkxISEhSUlJSUpIV3/H9999/8cUXFZe5evWqiFy+fPnmb4K/x/pArdGsWTOtQwAAAECtpDcYDCLi5+dXQSE7Ozt/f/+kpKT09HQrvuPTTz/98ccfLSmpSf7j4OCQl5f3s4jDzf9uVFG0yEaRdu3aaR0IAAAAaiW9v7//4cOHV6xYMWHChI4dO5ZZKD4+Pi4uTipLk8rzv//975dffim5zaYcFy9efOqppxo1aqTVhrhNhGe7/vN9pHUAAAAAqNX0o0ePjo6OTktLCw4ODggI6NSpk5ubm6urq4gYDIacnJzExMRTp04ppcPDw634Di8vr5EjR1Zc5syZMyJib2+v9QYBAAAAUGfpp02bFhsbm5CQICKpqampqanlFe3du/fUqVO1DhgAAAAArKR3dXXdtm3bokWLvvnmm507d5YeCUCn0/Xp02fkyJGTJk1ydKSPGAAAqINKToHmaB0HLJEjInLu3Dmt40CtpBcRR0fHqKioqKiojIyM1NTUS5cuZWZmioinp6enp2dgYKCXl5fWcQIAANSgkvzngtZxwGKajJuFOkBv+sLb29vb21vrkADgZvu76ftdHoRcG/wuPAcZNcDOzq64uFhkM8eB2uA1kS0tW7bUOgzUSiX5T3x8/LJlyw4cOJCXlxcUFBQZGXnbbbeZlnvyySd37dolIvv27dM6ZgCoZkVFRSIi8rLWgcBSycnJ1fuBfw9SyvD6tUKGiGRkZNTMh/cn/6kNuF4P6+lFZPr06e+88446a//+/V999dVrr702a9YsnU6nzDx69Kh1Dz8FgH8+e3v7oqKiXiI6rSNBpVJFLoiU98CGG3ZM6/WDpa5cuaJ1CABqJf3GjRtNkx/Va6+95uDgMH36dK0jBIAap1zr2WbWJxj/SGNFVojo9dW8r+zs7IqKihK48l8bTBP5WYS+TwCso3/vvfeUqbfeemvkyJH29vYbN26cOXPmhQsXXn755YCAgFGjRmkdJAAAN0NXEZ5D98/XQOsAANRq+oMHD4rI2LFjX365pON727Ztb7311ttvv/3ChQsTJkwICAjo0qWL1nECAAAAwI2yu3jxoog0bdrUdG6nTp2+/fZbvV5/5cqVe++99/Tp01rHCQAAAAA3yi4wMFBEvvzyy6NHj5ouuO222+bOnSsiJ0+e7NKlyx9//KF1qAAAAABwQ+yGDBkiIunp6YGBgf369ZsxY4a67Nlnn504caKIXLx48cyZM1qHCgAAAAA3RD9jxoxvvvnmjz/+KCws3L59u+kynU63ZMmSjIyMn376Ses4AQAAgJuA0Y9rhQNi7bOw9c7Ozrt27XrzzTeXLl16/vx5s8WOjo4//vjj/Pnz33//fZqAAAAAUFcZjUYREZmjdSCwVEpKihXv0ouIh4fHu+++++677166dCkrK8ushL29/ZQpU1544YWUlJQTJ05ovZoAAABA9dPpdEajcSjPwq4N9oqkW/ss7OueH9egQYMGDcoeVd/e3r5Tp06dOnXSemUBAACAmvIT+U9tMFpklYi9vTXPbOM51wAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGyFXusAAAAA/jm+FtFpHQMqlaZ1AKjFyH8AAACkuLhYRETCtQ4ElkpOTtY6BNRK5D8AAACi0+mMRmNzrcOAJS6KXBFp2bKl1oGgViL/AQAAKMl/TnJvdG0QLrJSxNXVVetAUCvxGwcAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACAreD5p4AYjUYRkf0i9lqHgkpliqi7DAAAoIrIfwApLCwUEflC6zhgseTkZK1DAAAAtRL5DyB2dnZFRUUizbUOBJa4KHKlVatWWocBAABqpZL8x2AwxMXFrV27Njk5OTMzMysrS0R8fX19fHx8fHxCQ0PDwsLc3Ny0jhaoEfb29kVFRSJHRRy0jgWVelDkC1dXV63DAAAAtZJeRGJiYiIjI7Ozs82WpaWlKROLFy/29vZesmTJiBEjtA4YAAAAAKxkt2nTpoiIiNLJj5mMjIxRo0Zt3bpV64ABAAAAwEp2c+bMUUZSGjdu3MqVK1NSUtLS0pQucGfOnElJSYmJiRk6dKiIFBcXz58/X+uAAQAAAMBK+sTERBEJDw+PiYkxW+bh4eHr6xsUFDRmzJiQkJCkpKSkpCStAwYAAAAAK9kZDAYR8fPzq6iQnZ2/v7+IpKenax0wAAAAAFhJ7+/vf/jw4RUrVkyYMKFjx45lFoqPj4+Li5PK0iSglvr7YZrfMCJ8bXBKeP4pAACwln706NHR0dFpaWnBwcEBAQGdOnVyc3NTxpY1GAw5OTmJiYmnTp1SSoeHh2sdMFD9Sp5/KuO0DgSWOnjwoNYhAACAWkk/bdq02NjYhIQEEUlNTU1NTS2vaO/evadOnap1wED1U55/ytNPa4WLIldEWrdurXUgAACgVtK7urpu27Zt0aJF33zzzc6dO0v3KtHpdH369Bk5cuSkSZMcHR21DhiofsrzT3n6aa3woMgXIjz/FAAAWEcvIo6OjlFRUVFRURkZGampqZcuXcrMzBQRT09PT0/PwMBALy8vreMEAAAAgBt13d3e3t7e3t7eWocEAAAAADWiJP8xGAxxcXFr165NTk5WHn4qIr6+vj4+Pj4+PqGhoWFhYW5ublpHCwAAAADW04tITExMZGRkdna22bK0tDRlYvHixd7e3kuWLBkxYoTWAQMAAACAlew2bdoUERFROvkxk5GRMWrUqK1bt2odMAAAAABYyW7OnDnKmG/jxo1buXJlSkpKWlqa0gXuzJkzKSkpMTExQ4cOFZHi4uL58+drHTAAAAAAWEmfmJgoIuHh4TExMWbLPDw8fH19g4KCxowZExISkpSUlJSUZMV3xMTELF26tOIyeXl5ImIwGLTeIAAAAADqLL2Scvj5+VVQyM7Ozt/fPykpKT093Yrv+Pbbbzdu3GhJyatXr2q9QQAAAADUWXp/f//Dhw+vWLFiwoQJHTt2LLNQfHx8XFycVJYmlWfp0qWRkZGln6xq6vz582PHjm3UqJHWGwQAAABAnaUfPXp0dHR0WlpacHBwQEBAp06d3NzclGerGwyGnJycxMTEU6dOKaXDw8Ot+A53d/eBAwdWXObMmTMiYmdnp/UGAQAAAFBn6adNmxYbG5uQkCAiqampqamp5RXt3bv31KlTtQ4YAAAAAKxk5+rqum3btrlz5/bp00en05UuodPp+vbtO2/evC1btri4uGgdMAAAAABYSS8ijo6OUVFRUVFRGRkZqamply5dyszMFBFPT09PT8/AwEAvLy+t4wQAAACAG6U3feHt7e3t7a11SAAAAABQIxhvAAAAAICtIP8BAAAAYCvIfwAAAADYCr1er6/SGwoLC7WOGQAAAACsoS8qKtI6BgAAAAC4GewSEhIGDhyovnZwcHCskNYBAwAAAICV9N27d1+zZk1oaGhCQoKIZGVlOTk5aR0VAAAAAFQ/OxFxcnJ68cUXtY4EAAAAAGpWyfhvvXv31joSAAAAAKhZJYO/+fr6/utf/xIRe3t7rUMCAAAAgBpRkv/Uq1dvwYIFWgcDAAAAADWI558CAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBXkPwAAAABsBfkPAAAAAFtB/gMAAADAVpD/AAAAALAV5D8AAAAAbAX5DwAAAABbQf4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW0H+AwAAAMBWkP8AAAAAsBV65T+DwRAXF7d27drk5OTMzMysrCwR8fX19fHx8fHxCQ0NDQsLc3Nz0zpaAAAAALCeXkRiYmIiIyOzs7PNlqWlpSkTixcv9vb2XrJkyYgRI7QOGAAAAACsZLdp06aIiIjSyY+ZjIyMUaNGbd26VeuAAQAAAMBKdnPmzDEajSIybty4lStXpqSkpKWlKV3gzpw5k5KSEhMTM3ToUBEpLi6eP3++1gEDAAAAgJX0iYmJIhIeHh4TE2O2zMPDw9fXNygoaMyYMSEhIUlJSUlJSVZ8x4cffvjhhx9WXKagoEBEcnJytNoQfUV0Wn03LHa8Jj+8D3WgNqjROtCLOlAb1Ggd6EkdqA2O1eSH99R67WCJGq0DPbReO1jiRuqA3mAwiIifn18Fhezs7Pz9/ZOSktLT0634js2bN+/Zs8eSkkpL1E3WokWLI0eOJN78L4a1WrRoUe0fePToUepALVITdeD48ePUgVqkJurAiRMnqAO1hU6nq4k6cPLkSYvOV/APUEN14NSpU9SB2sLqOqBr167d4cOHW7RosW7duo4dO5ZZKD4+/u67787JyWnfvv0ff/xR1e/Iy8s7ePBgpcUuXLjQqVMnHx+fm7ztLl26dOxYjV5HQHXy8PAICAio3s+kDtQu9evXb9u2bfV+5sWLF48fr9F2BVQn6gCoA6AOwNPTs02bNla8UTdz5szo6GjlRUBAQKdOndzc3FxdXUXEYDDk5OQkJiaeOnVKKTBr1qzXX39d65UFAAAAAGvoDAbDgAEDEhISKi3au3fvTZs2ubi4aB0zAAAAAFjDztXVddu2bXPnzu3Tp49OV8Ztnzqdrm/fvvPmzduyZQvJT62Wk5Pz1VdfaR0FAC1xHADAcQA2Tmc65EBGRkZqauqlS5cyMzNFxNPT09PTMzAw0MvLS+s4Yb2LFy+uXr3622+/Xb9+fV5eniaDTODmyMjI2LVrV/369Xv37u3g4CAiJ06cmD9//r59+5o3b37nnXdOmDDBzs5O6zChAY4DtoPjAMrDccB2cByomI7aX1f99ddf33///bfffrt58+bCwkJ1Pnu8rlq8ePELL7yQm5srIk2bNv3ll19ycnIGDx588eJFtcywYcPWrFljy4c8W8NxwNZwHEBpHAdsDceBSpH/1DVpaWnffvvtt99+u3XrVrOd6+3tHRYW9vHHH2sdI6pffHx8//79Tec0b95cr9efOHHCrORHH3302GOPaR0vahbHAdvEcQCmOA7YJo4DFjGiTjh8+PA777zTs2e5z23bsWNHUVGR1mGipgwdOlREdDpdZGTkggULgoKClP3u7u6+devW/Pz8rVu3enh4iEj//v21DhY1heOAjeM4ACPHAZvHccAS5D91QefOnUsf4Hr16vXWW2899NBDJLq2oFmzZiJy//33Ky/37dun7PfHHntMLfPEE0+ISNOmTbUOFjWC4wA4DoDjADgOWEJfo41LuDn279+vTDg5OQ0aNOiee+4JCwtr2rSpiMycOVPr6HAznDlzRkQ6dOigvFSfZezt7a2WUapEenq61sGiRnAcAMcBcBwAxwFL2OhtT3VVUVFRXl5efn5+QUGB1rFAA/b29sqEXl9yacN0UPsyB7hH3cNxwMZxHIBwHLB5HAcqRv5TF9x9993K4IYFBQUbNmyYPHmyn59f9+7d33jjjePHj2sdHYCbgeMAAI4DgCUY/62OyMrK+vHHH1etWrV+/fr8/PzSBX799deePXva7ECHdZ5yLefOO+8cPHiwMmfKlCkicscddwwbNkyZ8/PPP2/YsEEY87Tu4jhg4zgOQDgO2DyOAxZtJZtd87oqOzt79erVq1atio2NzcvLM13k4+Nzzz33LFmyROsYUf2q1JbNr77O4zhgmzgOwBTHAdvEccAS5D91Vk5OjnrgU56BpWCP10kc71AmjgM2heMAysRxwKZwHLAE+U/dl5OTs3bt2lWrVq1bt+7q1avs8Tpp0aJFlheePHmy1vHiZuM4YAs4DqBiHAdsAccBS5D/2BCDwfDTTz+NHj1a60AAaIbjAACOA7Bx5D8AAAAAbAXPP607jhw5sm7duo0bN545cyYzM9NgMDRq1MjHx8fHx6dHjx4TJkyoX7++1jGiZlEHQB0AdQAAKkb7T11QXFz83HPPLVy4sIIyrq6uzz///BtvvMFDr+ok6gCoA6AOAIAlyH/qggULFjz//PPKtKura5MmTdzc3JydnXNzcy9fvnzmzJmrV68qSxctWjRp0iSt40X1ow6AOgDqADZu3Gh54UGDBmkdL6ofdcAiRtR+QUFBItKlS5fdu3cXFBSYLc3Pz9+yZUuLFi1EpF+/floHixpBHQB1ANQBcAYI6oAlePpvXXDs2DERmTFjRo8ePfR683u66tWr179//yeffFJEkpKStA4WNYI6AOoAqAMYOnSonR2ndjaNOmAJxj+oC9zd3fPy8lJSUsorYDQaU1NTRcTZ2VnrYFEjqAOgDoA6gHXr1u3Zs2f48OEZGRkiUvHNYKiTqAOW4P6fuuD+++//7rvvlInQ0NDmzZu7uLg4Ojrm5uYaDIZTp05t2LBhw4YNIvLAAw+sXLlS63hR/agDoA6AOgDF559/HhERISKc49ks6kDFyH/qguTk5D59+uTk5FRczNPTc+fOne3bt9c6XlQ/6gCoA6AOQJGXl+fs7Kzc56B1LNAGdaBidBCsCzp27JiQkDB27FhPT88yCzRs2PDBBx9MSEjgD15dRR0AdQDUASgcHR3Hjx9/7733ah0INEMdqBjtP3VKYWFhQkLC2bNnlWfeubm5eXp6NmvWrHv37vb29lpHh5uBOgDqAKgDAFAB8h8AAIC6pri4uLi4WB0JMC8vT0QcHR21jgs3D3WgPPR/qzuOHDmycOHCe++995Zbbmnbtm3Tpk07duw4aNCgiIiIDz74ICsrS+sAUeOoAwCAPXv2hIeHN2nS5I8//lBnHjhwoH79+v3791+/fr3WAaLGUQcqofUDiFANioqKnnnmmYp3tKur68yZM4uLi7UOFjWCOgAAMBqNS5cudXBwUA77Bw4cUOf/9ttvykydTvfOO+9oHSZqEHWgUvR/qwsWLFjw/PPPK9Ourq5NmjRxc3NzdnbOzc29fPnymTNnrl69qixdtGjRpEmTtI4X1Y86gI0bN1peeNCgQVrHi+pHHcCJEyfat2+fn58vIs2aNdu+fbu/v7+y6MiRI2FhYUprgL29fXJyMsNg1EnUAYtonYChGgQFBYlIly5ddu/eXVBQYLY0Pz9/y5YtLVq0EJF+/fppHSxqBHUAHPlBHcDjjz+u7N/o6OjCwsLSBT777DOlwMSJE7UOFjWCOmAJ7v+pC44dOyYiM2bM6NGjh3qXm6pevXr9+/d/8sknRSQpKUnrYFEjqAMYOnSonR2HdJtGHcCuXbtEpEePHi+//HKZY/1FRETccccdwt+Cuos6YAn9jX8ENOfu7p6Xl5eSklJeAaPRmJqaKiLOzs5aB4saQR3AunXr9uzZM3z48IyMDBFZuHCh1hHhZqMO4MiRIyLSpUsXnU5XXplOnTpt3rxZ+YuAuoc6YAnyn7ogNDT0u+++e+211/bv3x8aGtq8eXMXFxdHR8fc3FyDwXDq1KkNGzZs2LBBRPr37691sKgR1AGISPfu3efNmxcRESEikydP1jocaIA6YOMcHByuXLminAGX5+TJkyJSuqcA6gbqgCUY/6AuSE5O7tOnT05OTsXFPD09d+7cabv3utVp1AEo8vLynJ2dlf7NWscCbVAHbFm/fv22b9/u4OCwdevWnj17li5w+PDhW265JScnp2/fvtu3b9c6XlQ/6oAl6ChcF3Ts2DEhIWHs2LGenp5lFmjYsOGDDz6YkJDAiW9dRR2AwtHRcfz48ffee6/WgUAz1AFbNmbMGBHJz88PCwv7+OOPc3Nz1UWFhYUrV64cMmSIcqVMKYm6hzpgCdp/6pTCwsKEhISzZ89mZmYaDAY3NzdPT89mzZp17969zHvgUPdQBwDAZuXn5/fs2VO9r93Z2dnf379Jkybnz58/efKkwWBQ5nfu3Hn37t2Ojo5ax4vqRx2wBPkPANQ1xcXFxcXFat/uvLw8EbHZv3O2iTpgs9LT00eMGLFz587yCvTq1eu7777z8fHROlLUFOpApej/BgB1x549e8LDw5s0aaI84U5x4MCB+vXr9+/ff/369VoHiBpHHbBxTZs23bp16/Lly4cMGeLn56cMAqbT6fz8/AYPHvzZZ59t27bNlk98bQF1oFK0/wBAHbFs2bInnnhCeez3gQMHgoODlfkJCQk9evQQEZ1O9/bbb0+dOlXrSFFTqAMwk5eXd/bs2aZNmzo5OWkdC7RBHSiN/Kcu2Lhxo+WFBw0apHW8qH7UAZw4caJ9+/bKiW+zZs22b9/u7++vLDpy5EhYWJjSGmBvb5+cnMwwGHUSdQAALEH+UxdU8Iir0tjjdRJ1AE888cRHH30kItHR0dOmTSs93MXy5cvHjx8vIhMnTvz000+1jhfVjzoAAJbg/p+6YOjQoXZ27EqbRh3Arl27RKRHjx4vv/xymWP9RURE3HHHHSKijguEOoY6AACWsN0nv9Yl69at27Nnz/DhwzMyMkRk4cKFWkeEm406AOVp3126dKmgMbBTp06bN29OTU3VOljUCOoAAFiC/KeO6N69+7x58yIiIkRk8uTJWocDDVAHbJyDg8OVK1eUM+DynDx5UkTUMZFRx1AHAMASdJipOx544IEq3QSCuoc6YMs6duwoIjt27Ni9e3eZBQ4fPrxp0yYR6dChg9bBokZQBwDAEuQ/dYejo+P48ePvvfderQOBZqgDtmzMmDEikp+fHxYW9vHHH+fm5qqLCgsLV65cOWTIkJycHLUk6h7qAABYgvHfAKAuyM/P79mzp3pfu7Ozs7+/f5MmTc6fP3/y5EmDwaDM79y58+7dux0dHbWOF9WPOgAAliD/qWuKi4uLi4vVvt15eXkiwt85m0IdsFnp6ekjRozYuXNneQV69er13Xff2fhjv+s26gAAVIr+b3XHnj17wsPDmzRpojzhTnHgwIH69ev3799//fr1WgeIGkcdsHFNmzbdunXr8uXLhwwZ4ufnp9wMptPp/Pz8Bg8e/Nlnn23bto0T37qNOgAAlaL9p45YtmzZE088oTz2+8CBA8HBwcr8hISEHj16iIhOp3v77benTp2qdaSoKdQBmMnLyzt79mzTpk2dnJy0jgXaoA4AQGnkP3XBiRMn2rdvr5z4NmvWbPv27f7+/sqiI0eOhIWFKa0B9vb2ycnJ7du31zpeVD/qAAAAgCXo/1YXzJ49WznxjY6OPnnypHriKyJt27b9/fffP/vsMxEpKip65513tA4WNYI6AAAAYAnaf+qCLl267N+/v0ePHrt27Srv8S8DBw7cvHlzt27dEhMTtY4X1Y86AAAAYAnaf+oC5WnfXbp0qeDZl506dRKR1NRUrYNFjaAOAAAAWIL8py5wcHCQv8+Ay3Py5EkRUcdERh1DHQAAALAE+U9d0LFjRxHZsWPH7t27yyxw+PDhTZs2iUiHDh20DhY1gjoAAABgCfKfumDMmDEikp+fHxYW9vHHH+fm5qqLCgsLV65cOWTIkJycHLUk6h7qAAAAgCUY/6AuyM/P79mzZ1JSkvLS2dnZ39+/SZMm58+fP3nypMFgUOZ37tx59+7djo6OWseL6kcdAAAAsAT5Tx2Rnp4+YsSInTt3llegV69e3333HY/9rsOoAwAAAJUi/6k7CgsLV6xY8fnnn//+++9paWlGo1Gn07Vo0SIwMPChhx4aO3YsN77XedQBAACAipH/1E15eXlnz55t2rSpk5OT1rFAG9QBAACA0sh/AAAAANgKxn8DAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8BwAAAICtIP8BAAAAYCvIfwAAAADYCvIfAAAAALaC/AcAAACArSD/AQAAAGAryH8AAAAA2AryHwAAAAC2gvwHAAAAgK0g/wEAAABgK8h/AAAAANgK8h8AAAAAtoL8xxYZjcbY2Njw8PCePXs2btzYzc0tODg4LCxs3rx5BoNB6+iqYM2aNbq/bdmyRetwqsdrr72mrlTt2h2lDRo0SFmRrl27VvW9dXLnAgAAzem1DgA32+HDh8ePH79r1y7TmcnJycnJyWvWrHn77bdnz579xBNPaB0mAAAAUP3If2xLTk7OoEGD0tLSyitw4cKFJ5980tXV9cEHH9Q6WAAAAKCa0f/Ntnz66adq8hMSEvLDDz+cOHHi2LFjsbGx9913n1rsxRdfLCws1DpYAAAAoJrR/mNbfvvtN2XCzc1t06ZNnp6eystWrVoNHjw4IiIiJiZGRNLT03/77bc+ffpoHS8AAABQnWj/sS0HDhxQJlq1aqUmPwqdTvfoo482+tvZs2dNl/7yyy/3339/x44d3dzcGjZs2Llz5/HjxyckJJiWiY6ONr1x/5tvvunWrZuTk5OXl9fIkSOTk5NF5Ny5c5GRkS1atHBycgoMDHzqqacyMjJMP2TatGnqhxQWFq5cubJHjx4uLi6NGjUaOnRobGyshWt69OjRSZMmtWvXztnZuX79+rfccstbb72Vk5NT6RutCMDy77JkM5YpOzu7Y8eOSlT169ffv39/eSWrZS8oCgoKli1b9uCDD3bt2tXV1TUgIOCee+554403zp07V7pwZmbmM8884+/v7+jo6Ofn9/zzz2dnZ1f73lHs27cvIiKiS5cu7u7u3t7evXr1euaZZ06cOGHh2wFUu/Pnz+vK4enp2atXr8cee+zYsWPlvf3s2bPR0dH9+vXz8fFxdHRs06bNsGHDZsyYUeahSZWXl9egQQP1ix5//HErIv/999/1er1Op5s/f77WW7FyW7ZsUdd3zZo1WoejvRsZZae6PqH22rVrl7LuS5cu1TqWm84IWzJw4EBlv+v1+k2bNln4rgqGQ/jggw/UYm+++aY6f9asWWYlXVxcfvrpp+bNm5vNb9q06YULF9QPmTp1qrqozL9G06ZNKy4uVgqvXr1anR8XF6d+yJdffung4FD6vc2bN09OTq54ZasUQJW+y8LN+Oqrr6rzc3JyjEZjYWHhXXfdpcypV6/exo0bK4i/WvaC0Wg8c+bMLbfcUma09evXX7dunWnh5OTkgIAAs2LdunVTmxC7dOlS1S1W3s41XUFTer3+o48+qr7fCoAqKPOyiBknJ6f//ve/Zm8sLi6eN2+ei4tLmW9xc3N79dVXCwoKyvzSH3/80bRwo0aN8vPzqxq5cnT18PDIysrSeitWLi4uTl3f1atXax2OpebNm/fqq6+++uqrq1atqt5PVs9qTP/K3MxPqLlVq3ZlhnrrrbeKiK+vr8Fg0DrAm4r8x7ZMnz7d9K/F7bff/s4778THx1dw3Fd6xKkaN25sevJqb29//PhxpWR5J6aVeuGFF9SvM00/6tWrV2b52NhYpXCZp8i//fabXl/SsdPBwaFHjx7t27dXi7Vo0aLiP3JVCsDy77J8M5bOf1566SV1zueff17xLq6WvZCbmxsSEmK6tH79+qYvnZyc9u/frxS+evWqv79/xR+u/l2xfIuVuXM3bNhg+rH+/v4tW7ZUX+r1+l27dmn4+wJsliX5j/Kr/+OPP0zfGBUVVem7xo4da3rVSTV27FizkuvXr69S2Ooh5aWXXtJ6E1qkluY/zZo1U2IODw+v3k/WPP+puVWrdmWG+t133ykzX3/9da0DvKno/2Zbpk2b1qJFC/VlXFzctGnTbrvttvr16wcEBIwfP37FihWZmZmmb/nyyy+ViVatWh0/fjwjIyM7O/vzzz9XZhYVFZkNpa1o0aLF+vXrz5079+OPPzo7O6vzg4KC4uPjz5079/nnn9vZlVS/Mj9BRAoKCqZPn37mzJk///zTtClj1qxZRqOxvHWcPn26MnhD48aNk5KSdu/e/ccff6hrkZaWZnknh0oDsPy7rNuMIvL555//+9//VqbfeeedKo3LZ/VeWLZsWWJiojIdEhKSnJx86dKlS5cuTZ48WZmZm5ur5tL/93//d/LkSWX6zjvvPHDgQGZm5pdffunu7l7te0c9Ujds2DA1NfXEiRPHjx/fu3evkp4p/RUt3z4AakLPnj33/m379u0ffvihep0iPz//9ddfV0t+99138+bNU1926NDh5Zdf/vrrr5cuXTpmzBidTqfM//LLL7/44guzb7l8+bJZ+4+IVOkIYPz7mqC9vf0zzzyj9WazSLNmzSb9zfTqD2CdsLCwtm3bisicOXMuXryodTg3kdYJGG62v/76KyIiQj3rLa1Ro0amjQxjx44dMmTIkCFDPvnkE3WmaZ/st99+W5lp2vLwzTffqIVNT9m3b9+uzlcvujRv3lydadr8Mn78eNPIH3nkEXXRvn37jGU1EZgmb3PnzjV9+7333qvMb926dQXbx/IAqvRdlm9G0/afjRs3Ojo6KtORkZFlXgE1Uy17oV+/fspMJyenP//80/TzBwwYoH6O0mVO/RvcokWL3NxctaSa3cnf19WqtMXKbP9Rv71Ro0bHjh1T375w4cJHH3300UcfnTdvnmW/AwDVybT9Z+DAgWZLf//9d/WPTocOHZSZRUVFbdq0Ud81ZsyYy5cvm77rs88+U5d27drV7DNXrFihLm3YsKEy0aBBA8u7wO3cuVN517Bhw7TefnUc7T//BOWFqp42zJ8/X+sYbx7af2yOt7f3Z599lpGR8cUXXzz66KMhISHqGbbiwoULDz30kNor4IsvvoiNjY2NjX344YczMjI2btz43nvvjRgxouJv6d27tzqtDrSg0+l69OhRer6xnMacJ5980vSl6f0zhw8fLvMtqamp6vTFixeXmlA7sx0/fjw3N9eSbVVxAFX6Lus2Y3h4eF5enojY29vPmjVLvRpqIev2gmlj1H333efj41PeNtm1a9fly5fVgQceffRR07oUHh7u4eFRvXunadOmysSFCxfatGnTr1+/t956KzExMTIy8uOPP/74449feOGFKm0iADdBYGCgmuqkpqYWFRWJyIYNG44eParMbNGixbJly8zuAoqIiLjjjjuU6X379v3555+mS9X8p1GjRmpz9KVLlzZt2mRhVP/5z3+UiXHjxqkzlyxZog4wcOTIkYSEhHvuucfLy8vNza1Hjx6zZ8/Oz883+xwLh4qx4pNLW7NmjfohW7ZsUWbe/MGHzAqb7Wtl/t133y0iDz30kE6nO3PmjLL0q6++0ul0EydOVMtbPhxOlUbZKVOVPqHS8YoqXTWrRzxSWD7ST6XbsOJQ1X6kixcvLi4urtImrcVXNsTkAACAAElEQVS0TsCgvfz8/F27dr355pu+vr5qxejdu7daYN++fY899ljpm+YVZbb/XLp0SX37pEmTlJmOjo6m3zty5EhlfrNmzdSZps0v586dMy1/4cIFddFbb71lLKuJQO1JVbEKRkGwPICqfpeFm9G0/cfUU089ZcnevPG9cP78efUTlJ5+pkyP3Z988snevXvVl1988YVZYXU4HeW6WpW2WJntPwkJCWZ3IimaNGny2GOPKa2CAG6+itt/jEZjcHCwstTNzU1pyp4yZYr6lvfff7/Mj92yZUvU30ybfDMzM9VbKB999FG1C66IPPzww5YEnJOTo1yvcXJyUu60VCxevFj9qA8++KD0XaChoaFFRUVqecuHiqnqJ5epzAPjzR98yLSw2egU6i2dd911l/H6rgeqCRMmKIUtH0CoSqPslKlKn2DJeEUVr5qFIx6Vx/KRfizZhhWHajQae/XqpczcsmWLJT+fOoD2HxuSn59/+m9ZWVnq/Hr16vXs2XPmzJlJSUlqCqT8bETk888/v+WWWz7++OPTp0+LiJOTU58+fWbMmHHz4zdt/Siv/97ly5ct+SjTP5ZWB1Cl77J6M6qjBXz44Yfq8OUaMt0IRUVFynXc0osU9vb2pi9vfO907949KSnphRde8Pb2Np3/119/ffzxx927dzcbZwLAP8G5c+fU5t/27dsrx4o9e/aoBdR2HjP9+/ef+7dWrVqp87/77ju1teT+++/38/NTkxDTRRXYvn270rreq1cvNze3Mss8//zzBQUFZjO3bt2qdszLy8sLCwszvSpkeoEmKytrxIgRZR63K/1kq73xxhtmc65cuTJ8+HDlT4+p9PT0t956q8wPMU1vVO+8887PP/9c1XieeOKJTz/9VO1o0LNnz08//fSxxx4TkYSEhIiICGVnmQ2Hc/r06aFDh6qNM7m5ucOHDzftQaDYu3fvr7/+akkYVfqEL7744sMPP1Rfmo1X9PzzzyuNMBWsmoWfUJ6NGze+8sor6kvTkX4KCwuffvrp3bt3Ky8t3IYVhKpQf4CbN2+u6i6upch/bMjp06db/O3pp58uXcDLy6tv377KdE5OTmFhocFgmDx5stK6fcstt6xevTo7O3vHjh3PPffcTQjYrJPboUOH1GnTQcNMmV7d2bt3b3l5/7Bhw248AMu/y+rN2LVrV7UvR3Fx8fPPP28sf+CH6uLp6alemDRdZcUff/yhTjdt2lS5b7LMzVVUVHTkyJFq3zv+/v7z5s37888/t23b9tJLLwUGBpp+4zPPPGPJqQ+Am+Pq1at79ux54IEHlGRDRNRExbTJqNIxJM2ond88PDyU+zfuv/9+ZU5mZubGjRsr/YRffvlFmejZs2d5ZerVq7dgwYKTJ0+eOnXKtG+tmgZUaaiYKn2y1TQcfKhMt91228SJE11dXZWXrVq1mjhxonKLqeXD4VRplJ0yVekTLByvqIJVs3rEI4XlI/1YuA0rCFWh9oqPj4+v0v6txbRugMLNk5ubq/au9vT0TE1NNStw+fJl9QKbcjf8b7/9plaVH3/8US35zTffqPNrrv9bRESEafmIiAh1UUpKirGsngCmj201HWnAaDTm5+fn/K2CPgaWB2D5d1VpM5r2fztx4oTx+jFev//++4r3crXsBeWBACLi5OR05swZdX5xcbG6SEQyMjKMRqN6T46fn19eXp5a2HS8JqVfQZX2Tumde+rUKbUnzMGDB9X3Hjx4sH///mrh0hUbQE2zcPxrJyenU6dOKW9Rcx5XV9cqfVdGRobatjxu3DhlpumlGdOOPeW5/fbblcIrVqwwnW/aS+2dd95R5xcVFakBh4SEKDOrNFRMlT65PJX2f7s5gw9Z3v9NUfrO+yoNh2P5KDvlqdInWD5ekbGcQQWq9AmlWTjST1UHfKpgqAY1OXRycrJkpKU6QG/JAQt1g6Oj48iRI5cvXy4imZmZoaGhL7zwwsCBA5XnXu3bt2/u3LnHjx9XCivX0kwvpa9Zs6Zfv36enp67du16/vnnb0LAy5cvb9GixaRJk3Q63cKFC5XIRaR///6mV/1NNWnSpFOnTkp/g7feemvgwIF+fn4ikp2d/cADDyiX1tq0aWM6GNGNBGDhd1m9GRs1aiQib7zxxqpVq5RrPFFRUUOHDjUbsqLaRUREbN++XURyc3Pvuuuu5cuXd+zY8cKFC9OmTVPmi8jw4cMbN24sIpGRkcoFwlOnTt1zzz3z589v3rz5unXrnnrqqerdOw0bNnz//feV7bB///6vv/5aGV+hTZs2LVu2VK7m6vV69RAP4B/Fzs5u3rx56jMY1Evvly9fvnr1qmljRcW+/vprteet2uzTvn37jh07Kvf6f//99/n5+WXeFKFKT09XJtQrOKUNHjzYNPj27dsrp4lKV95Kh4pRxyfYtWuXWbN2xZ986NChdevWmQUTEhJy2223VbpxamjwoU8++USZPnz4cJcuXSzcUxUoPRyO+tJsOJyioqIKRtmJjIysdBSEisfpKf0JphfvMjIy9u/ff+DAAdPrlZW6wU8wG+mnb9++w4YNGzZsWGRkpOkfR8u3oZOTk4XfmJubm52dXeZ9tnUM+Y9tmT17dmxsrHKhLj093fTBmqZ8fHyUvqedO3e2t7dX/tJ8+OGHH330kaurq8FgMC1segdITQQ8e/Zss5n//ve/yxsJTafTvf3228qwM0ePHlX+Il69evXQoUNqnG+++WZ5DzatagAWftcNbsa2bds+9thjS5YsUb7ogw8+ML1vuCZMnDjxv//9rzK2wb59+zp16uTm5mYasIuLi/pUon/9618LFixQnhuwfv36jh07lvexN7h3XF1d7733XuVPyIYNG7y9vVu2bHnlypXTp0+rf8VDQ0MtP4sCcHM4ODh07dp1/vz5pg3IXl5e6nRaWlq7du0s/DS1e4+Tk9PQoUPV+ffff7+S/2RlZW3YsOGuu+6q4EPU8WzUZKA0s85RZoemzMxM9R6e0sGbdvdVcy0LP3nv3r2lr45FRUVZkv+YjaGnbn/L/+qVXh3TdSl9C411THtHl/4jqzAajceOHTO9gGgWmF6vb9269b59+yr+LtOYLfyEpKSkRYsWxcbGlr5vykI38gkvvvjiunXrlPu0jUbj9u3bt2/fPnPmzCZNmoSFhU2ePFlJQS3fhh06dKj4Gx0cHFxcXK5cuSIi58+ft4X8h/t/bEvz5s3j4+PVdv8y9e/f/5dfflH+Mrm5uZk+q85oNBoMBgcHh0WLFqkdSX/77TdjzdyUUuZNSnPnzq2gu7aI3HXXXe+9956Sn+Tm5u7ZsyclJUU5vba3t//oo49KPzLc6gAs/K4b34yvvPKKev3mzTff/Ouvv2pig6scHR1Xr14dEhKizjFNfho0aPDDDz+oeY6Hh8fKlStL/9Ft2bKlOuJTde2dTz/9VN34eXl5hw4dSktLU7ebn5+faWcGAJowff7p3r17k5OTDQbDrl27TJMfMbkRSER27NhR5kdt2rTpsb8pV2ROnz69detWZWlubq6bm5s6ELNpN7BKH4SqDgKkHoSrl9lQMTW2sW8GSwYfqirLh8Op0ig7ZarqJ9z4sE83+AkWjvRTvQM+qaOAmHarq8PIf2xOYGDg5s2bt23bNnHixNDQ0BYtWjg4OPj5+YWGhj788MM7duzYsmWL6cWe6dOnf/bZZ7fccoubm1vbtm3Hjx//66+/Tpo0SW0B/+GHH7Zt21YTob733nvz5s0LDAx0cHBo2LDh3XffHR8fHxUVVekbn3vuuT179jz55JN9+vTx8PBo1KhRSEjI1KlTU1NTTQc8qZYALPyuG9yMvr6+//rXv5TpnJycmTNn1sQGN9WsWbOdO3d+8sknY8aM6dKli4uLS+vWre++++4333zz8OHDgwYNMi08cODA/fv3P/LII82aNatXr17z5s0jIyN3797dpEmT6t077u7uv/76648//njfffcFBwc3aNDA0dGxdevWAwYMWLx4cUpKiukY7gA04e7u3tVEhw4dymx8MB3zbe7cuWU+eOSTTz7539+UKx2VJjaK77//Xh1xoUxqs49ZU7zlqjRUTPVu4ZpWpcGHzAays/CZPJYPh1OlUXbKVKVPuPFhn6pl4ChLRvqp3gGf1B+CLTT+iDD+Af5hKrir0kYCAIBap9Ln/5RWWFhoOqT1Cy+8UFhYaFogPj5efQCAt7e3ckAu72E7pZkONlOa2iNIHUVAYTpKgdlgKmqHuvbt2ytzqjRUTJU+uTyVjn9wcwYfMh1l2/TMe//+/er8Msc/GD16tDKnSsPhWD7KTnks/4QqjVdU5qpV9RPMWD7ST1UHfCodqsr0YoFpFarDaP8BAAA3m729/Zw5c9SX8+fPv+OOO957772NGzeuWrUqMjJy0KBBykV0EXnmmWf0ev2RI0fUh+0MHTp0bymrVq1SP7DiliL1hNj0JLKq1MRAGSpGOVs9f/78448/XnqomFpk+fLlM2bM+PPPP8+ePfvyyy+XHvvHtOUhMjJy79696enpP/zww3333VfxJ//555/KhDIcjjL91ltvnTp1SpnOzs6+++673d3dlVZEpetaZGSkslQZZSclJSU7O/urr74qPcpOeSz/BLPxipRkYOfOnZWOV6SumtWfoFBG+pk3b968efOef/55tT1NGelHmVZG+qnSNiwzVJXaqd7JyYn2H0ADmje/aB4AANQ6VrT/KJ599tlKT1RuvfVWZcxi04aOL774ovSnFRcXm44vd/Xq1fK+V70ZIyoqynR+lVppcnNzu3XrZhqq2aNUXVxc1Ev4taj9pzy7du1SCqelpVU6pJhp+0/37t2VmfXq1XvwwQc/++wzo9G4Zs0atbCTk1P37t07dOhgejeOuouzsrIaNmxY8ddV3P5j+Sfk5OSYxqDT6Uo/Hjc6OrqCVavqJ5Sm7iBl37Vv375Fixamdy7dfvvtSknLt2F5e0GhPnFowIABRttA+w8AANDGggULZs+eXcGY/uPGjfvpp5+UAupjTx0dHcsc3k2n06lNEDk5OevXry/vY9WuRLt377Y6+CoNFVOLVDr2T/PmzU0H9VGFh4ebNg2p1FtQCgoKYmJilOd6Wz4cTpVG2SmT5Z9Q1fGKSq/ajY94ZPlIP1UaUqjMvaDGo0xYMsZg3UD+AwAAtKHT6aZPn56amjpr1qwePXp4eXk5ODi0adNmyJAhzz33XEJCQkxMjPKkr4MHDyrDW4vI4MGDlZmljRgxQp2uoAtcnz59lBaM3bt3W3jLfpmqNFRMbWHJ2D8vvfTSmjVrBgwY4O3t7ezs3K1bt//85z9ffPFFmQPEzZgx46WXXvL39zcbbM3y4XCqNMpOmSz/hCqNV1Tmqt3giEdVGunH8m1Y3l4Qkc2bN6tbqYYq1T+NzlgzIxcD1pk2bZraI7ygoEC9+dV2AgAA3AQTJ05ctmyZiCxbtmz8+PFah6Mx/vbZrGPHjrVp00ZEAgIC/vjjj+oa4vwfziZWErXIO++8o/bO1OT4q3kAAICbQL0n3nQQMMDWqA8Ufvrpp20k+RHyHwAAYIN69OihjKa9YcMGdewswKYUFxcrraCurq4TJkzQOpybh/wHAADYHJ1O9/bbb4tIcXHxBx98oHU4gAZWr16dmpoqIi+99FKlQ+TVJeQ/AADAFg0aNEgZR+6jjz66kVEQgFpq7ty5IuLr62s2vkWdR/4DAABs1Lvvvmtvb5+dnf3xxx9rHQtwU+3atUsZhu6tt95Sx+a2EYz/BgAAAMBW0P4DAAAAwFaQ/wAAAACwFeQ/AAAAAGwF+Q8AAAAAW/FPebx9cXHxo48+euDAAa0DAQCUq3Pnzh999JG9vb3WgQAAYKV/yvhvf/75Z7NmzbSOAgBQiVOnTrVo0ULrKAAAsNI/pf1HScO8vb1/+uknrWMBAJQhLCzs7NmzxcXFWgcCAID1/in5j6JevXrdu3fXOgoAQBkcHBy0DgEAgBvF+AcAAAAAbAX5DwAAAABbcTP6v+3Zs2fVqlUVl8nJyRERg8Gg9QZBbZB/Qi59U2w4nZ93MaP4zOr6R3Z4nHMqdG5c0MC7qKFbsd77qn2rvKBWuj4eLu2lQQvxaCL29bQOGgAAANq7GeO/DRs2LDY21qJodDrurEW5iv6fvbsOj+LqAjj8283GnRAjkASCBYciERyKOwQPULzBpXgLtFDcneLBIbg7wd01EKLE3W33+2NpCJQPK3QSuO/Dk2fm7t2ZM5OQ7JmZe24MMTszQhaF57u33pJTCh5AGPzzJ1gDikBpcIyiiC9FX2hWi66hW6QRjvUpWB6ZuO0pCJ/D3t7e39/fz8/Pzs5O6lgEQRAE4TP9F/nPgwcPDhw48P4+wcHBixYtksvlWVlZUp8TIffJisd3QIJyS4RF1iETZsgI+vsVDbBWUTIdNIiUEysnFuJBnUabQ2lwAP1UnC9R5zSWyeaUbUqtn7GvKvVRCUIeI/IfQRAE4RuQW+b/uXHjRuXKlTU0NDIzM6WORchlUu6lPKvn5xBxT49ZcB0AfWgYoqgXUbxlegcb205YFCMznKj1RK7KzHz6wJTFFrIdOqo4AAxVuMqwBZmKMvdpeJRiPmBfhdoDqNwBTR2pj1AQ8gaR/wiCIAjfAJH/CLlbwJIwBvsVUs6QcRDSQQOahegtjZ1VoOTPyGT/eIOKhLMEDSP5dqyuxmpjo1VWMY81kEGNRG1HfZlKliqDate1229O008Cg/zUHcyPI9DSk/pQBSG3E/mPIAiC8A0Q+Y+QW6nS0q828yt1wteQX/++7VMpTntl5O8/FPnlXZlPzvdmEDKVkD9AmWlYfbLui5mFgtPBPgOP0PL+hZ5mkGKYYeh2OH+1gy8ATGxoOQXnbmJokCC8h8h/co+kpKSwsDCpoxAEQZCenp6elZXVJ71F5D9CrpSVEnu7oF+F6NsazIRHoKFiaUjvvgX++oSNxB3G/ycywlCYXzHv3DX/omdaSk0Y9MywoF35x5rngdLJVbusSzO7cwegUEXc5lCijtQHLwi5lMh/cok5c+aMHTs2IyND6kAEQRByhdq1ax88eFBP72Of5RH5j5D7ZGZEXS3w1DnylIw14AvaSvmuzM1NtDp88qYywvBzJ/44GqYpxfYMSum1Jv8zFfQI1eiZMXJ3oVVJROmTr8+Tvo7rNhMdAFClE50Wo59P6rMgCLmOyH9yg5SUFBMTk8zMTEtLSyAjIyMyMlLqoPIeMzMzLS0t9XJUVFR6errUEeUxOjo6RkZG6uW0tLS4uDipI8p7LCwsNDQ01Mvh4eGiANin0tfXz/4hjI+PX7JkSffu3T/yvf/F/D+C8AnS06O87R/Wj9wDOyAQDJU6h+UnXLVcP2drmpYUPYhvB2J36/q0WFXsWN2kQz30J6+zykpMmLHkyNgdje7fZf/CErPbTpla/1gWh//k2hZ8zuK+ijKNpT4XgiAIb4uPj09PTzc1Nd20aRPw5MmTn3/+Weqg8p7ffvutbNmy6uUhQ4bcu3dP6ojymMKFCz969Ei97OjoKPKfzzB//vzsp7Y6d+4cGhoqdUR5TKNGjQYMGKBeXr58+SddCRL5j5CbpKVFHirxsHXIftgOQZBfle+4/GQFKnz+NmWaFNmGb0did+HToHOxo0ZZDm7y7jsNVcn1pq1f3qBg33GH5dN2aIwObNyta9Wrmmv68uw8i5tSvQ9uc9A2kPqkCIIg/F/a2tpFihSROoq8R0fndeXPAgUKJCUlSR1RHmNiYpK9rFAoxA/hZ1AoXn8It7W1/fhntwQ1MzOzz36vyH+EXCMxMWKP44OuQQfgBASBJRbesnPFKf5vtyzTpMh2/NyJ3oJPw2bFjh7WP9pc2fiQZpZbv2OblgUX7O25XqvfZTaEmj32GLnL+PgW9v3KuZU8OkGfrdhXkfrUCIIgvFu5cuWeP38udRR5z82bN7NvWWzbts3Y2FjqiPKYdevWXbp0Sb1saWl5/PhxqSPKey5dupSamqpePnv2bM6cXPgYQUFBPj4+n/deUe1KyB2ysiK3VVAnP3fgLmiiuROvL5D8qMk0sF+PaTuy4vBpXDvN/pT8oolS+4yMjh4PCiybPCr5uBn2flydLasd3aA9465jW4lIX2bX5MIaqc+OIAiCIAiC8GWI/EfIFRKXdbj30/N9EAjnkKtgNrOrU/1L7kOmSeEtmLQgK4ZnLapklfCWXzNT6p2DQUN8dBa7j4s/aUflcJ7NpmZEAR1GX6K2BxmpbOjFpp/JFKNjBUEQBEEQ8jyR/wjSy9g+9+FPXoflxMJZlU4ays50HszgL78nmYLCm9AtS+pjXnQqqyp1WH5GV6XpBX/88jxlSe1hUdsccInCfza1whQv6LSE7mvR1MF7OXNqExss9akSBEEQBEEQ/hWR/wgSU10++bTKiEP6xME1pV6YLLUc5f7iU+b5+SRyA4ruR2FB3GGCx1ShyjaZlwayRTJWjAlMXFZzSLhncWrHEjybWi+5j0sPfjlPPlt8LzG1Mv7XpT5hgiAIgiAIwucT+Y8gqYAXAckNjxYmBHyUivvyZFNMd7Nbj69ZBUXLDgcvZFqEzSZyVXOaz2S2Cv6QsX9ccNL8OoPiNpeiQTxhc6gTzD3sfmD8DUrWJT6UOXW4f0jqsyYIgiAIgiB8JpH/CNJJjIs4Ufpk3awnkKKUXZJryJB54lmEr19G06A6tosAAgaSdGk4wwcyMB2Gy/GeHJD2W4MByVvL0SyRyIU0iuQFBvkZfASXHqQlsqQl51dJfe4EQRD+L5nsw/8EQRC+WyL/ESSiUiUtK3ehR8pVkMETVaFU0txxb0rT/yiA/H2xGIgqDd/2ZEbNZ35zmsfBCE3u/34/Y2SrfhlbS9Eglpfz+TGeUDQ06baGZr+hzMSzD/t+Q6WS+iQKgiAIgiAIn+YD+U9WVlZCQoLUQQrfIOWyLjd6BpyQowL9pIJXNQLMMZ/DnP80iILzMKhOehD+vTXQ2MzmUpTyhSnGPBvjrRrq3k+5zZZKETxfTLNU4pHJaD4Z97+QKzj4Bxt6osyU+kQKgiAIgiAIn+BV/uPv77969epffvll0aJFERERQGpqar9+/fT19Y2MjAoXLjx69Oj0dFH/V/hCTi33d9xyyIwMKBWr5amfAsxjXn7y/6dhqMvBaZgSu4eIZQYY7Ga3EUaHYIstz3rt1hrxy2AOW1DMnxvLaJ1JGkD13gzYh7YBF9fxV0dRF1sQBEEQBCEPUQBr1qwZOHBgSkqKumnKlCknT578/fffd+zYoW7x8/ObOXPmlStXTp06JZeLR+aEf8fnXOL1AftHEQOWaVzRrRDB1brU7UxnCYLRssVuJb5uBI3AoEZx3TIrWdmRjnOQOVZSaYatcphhP2T00Zm4PubUarr2ZZsMOWUaM+I0Cxpx04v0VvT3QlNX6tMqCIIgCF9AampqSkpKbGxsampqcnJyXFxcampqUlJSfHx8ampqYmJiQkLCkydPsvsHBASsXLkye9XAwEBTUxPQ1tbOly9fvnz5zMzM8uXLp24UhNxAcf369d69e6tyjGQIDw+vW7eu+i6QpqamkZFRVFQUcPbs2c2bN3ft2lXqmIW8LOK5cnnT0xOVD0ChokS01R/WV/XQW8lKGRINyDVtR/4+RP6Fbwccr3eQdzjHuSUsGaWSb2qs1H46odCO4oPdjsyh1k127mZsG2YA2FVm5Fnm/8j9wyxoxMAD6BhKfXIFQRAE4QPS09PDwsKCgoJCQ0PVX4ODg0NCQoKDg8PCwiIjIz91g0+fPu3Xr98HuxkZGalzIbXs1Mja2rpIkSKFCxc2MzOT+twI3wvFlClTVCqVpqbmhg0bWrVq5evr6+7ufvPmTaB9+/Zr167V1dXdv39/y5YtgbVr14r8R/h8SdHM+/Fx24TjRgBNXzLIGuB3fnfAQcrACi0k6TIp9wgaie2Secy7xa2LsosTVbJ5Q1R6vbsULOT9s9Pu+TQ4ykxrSjnTHaBAaYadZH59fLxZ2IiBB9EzkfoUC4IgCMIrL1++fPTo0ePHjx8/fvzixQt1thMWFiZJMPHx8fHx8X5+fv+vg5GRkToRyvnV3t5eR0dHqhMofKsUt27dAtzd3Tt27AiUKlVqwYIFNWrUAGbOnKmnpwe0aNGiVq1aZ8+ezXm7UxA+jUrJGvd48xc7XUgDx0Qu6RTylQdWotIQhkgcm1yHwp48diJiKUY/apq02szmH/jhvCxqE3RbnKHTsnHxpde7OqxYT09P+phhV5zaANaOjPRmXj2eX2T+jww9LlIgQRAE4b+nVCpfvHjx6NEjdcLz8OHDx48fx8bGSh3XJ4iPj799+/bt27dzNspksgIFChQtWrR06dIVK1asWLFimTJltLW1pQ5WyNsUMTExgLm5eXaTpaWleiHnjUj1clxcnNQBC3nW4WlKn0Ne0wgGAyWNA/mhZIQM2SIWKVBIHRzolsdmBoFD8O+Hgaudwm4d61rQYinyqjpZilWxjl2buey/EmR09yTzl9NuLFfM1feszB345Rxz6+J/nQUNGXoMXWOpD0YQBEH4xqWnp9+8efPKlStXrlxR5zypqalfZMuampoGBgaGhoY6OjqGhoYGBgY6OjpGRkb6+vo6OjrGxsZ6enpXrlw5dOjVbOC2traNGjXKfntCQkJmZiaQnJwcHR0dHR0dFRUVHR2tVCo/IxiVShUcHBwcHHz27Nns8BwdHStWrFihQgX1V2Nj8WdX+DQKR0fHq1evenl5TZgwwcDAAFi9erX6tSNHjrRr1w5ISkq6ePEiUKxYMakDFvKmJ6fZP/GGO1f0kUGv58y2sUuS+belrQsuUgf3N4tBxB0k/hj+fXDY04xm/em/jGW/obu+UMrzPx4X7+zWbs++MMXT+xxaSqvRXNTBEMC0EMNPM6c2fldZ2IghR9ExkvpgBEEQhG9NUFDQ5cuXL126dPny5Zs3b35ewqOhoWFhYVHgb9bW1gULFrSyslJ/zZ8/v4aGxgc3sm7duuz8p3jx4itWrPjgW3LmQuqv6gU/P78XL174+vpmF+J6v4yMjLt37969e3f9+vXqliJFiqhvDVWpUsXV1VVfX/8/+44IeZSiXbt2V69effbsWenSpevXr//s2TNvb2/1a926dTt37pyFhcX27dtDQ0MBF5dc81FVyEPiQ1nVOdkia7czKqgVI5dnyNYZBSlQ/MEfUgeXkwy7lTwsS+xeYrZj2n4uc89x7j73lyr1htVMDrx3zHbU2D5zt8zA5SX3V9PZg70ydRF504KMOM3s2vheZoE6BRLlEARBEIR/JS0t7caNG1euXLl06dKlS5eCgoI+6e2GhoYlSpQoVaqUo6NjyZIlbWxsbGxsLC0tPybD+eLUBQ+KFi36/zqEhob6+vq+ePFCnQ6pvwYHB2dlZb1/y76+vr6+vl5eXoCmpmbVqlVr165du3ZtFxcX9TgOQXiLYsiQIdu3b79+/XpAQMCaNWvUraNHj96wYUNISMjChQuzu+rp6Y0bN07qgIW8JiuDFW7Eh+4aKouSqUyzNNr5ZbUrUSiTQA88HHGUOr43adlhM4uA/gQMwKCWjqblBjY44bRZnlJVpXAdkGngPi/fhgoDuu2bRrW7HDjA5OZMfvVe00KMOM2c2vheYmEjBh8RKZAgCILwqVQq1Z07d44cOXLkyJFLly59/OyL+fPnV6c6aiVLlrS1tZX6aD6BlZWVlZXVW5fa09PTAwICHj9+fOvWrdu3b9+6devFixfv2UhGRsaFCxcuXLgwdepULS2tqlWr1qlTp3bt2s7Ozrq6YqYK4RWFlpbWuXPnJk6cuHfv3qdPnxYoUGDYsGHDhw9v0qRJ06ZNExMT1f0sLCy2bNlSoEABqQMW8ppdo3l2/ll1zYs2GTLo4q+8YqC1Xy/QAINf+VXq4N7FvC+xXsQfJ8ADB6+KVJzM5LGM/UOmu5kE+XL0avTNX9K7T9VtC2h4kD8KUqEirV+9N58tw04ypzbPL7K0JYMOinmBBEEQhI8RHR194sQJddoTEhLyMW+xtbV1dnZ2cnKqVKlSqVKl8uf/b+cQ/09oaWkVLVq0aNGizZo1U7fExsZm50K3b99+9OiRerjRP6Wnp58/f/78+fN//PGHtrZ2tWrV6tSpU7duXVdXV0nugAm5hwLQ0dGZMWPGjBkzlEpl9vSmNWvW9PHx8fLyio6OLlOmTM2aNUVdduGT3T/MyflKbcUmt4ws+CElX5mY6OplzCDkF36xwkrq+N5Jht0qHpYldhfRW8jXaRSjjnHsNKdnUWiafuDzrWklm7Usefp6K5upuxi9gZ42lLXg7xv6+Qsz/BSza/HkNCvc+Hk3GmLGN0EQBOEdlErlzZs3jxw5cvjw4StXrnzwQS9dXd1KlSo5OTm5uLg4OTl9n1elTUxM6tSpU6dOHfVqamrq/fv3b968eePGjfdUKk5LS/P29vb29p48ebKZmVnz5s1btWrVoEEDcVPo+/RG3a3s5EfNyspqwIABUkco5FkJEazviUp1oJPGS51MfaW8i0+8l6nGRe0QK6yGM1zq+P4/LVsKzsG/D4GDMKwj17Rax7rylD9OYG1VoYbFAwN+Dy3s5tbg9Cl/7es32LGcNqO5pM3fAy7NHRh6nDm1uHeQNV3ptRm5uM4kCIIgvJKSknLgwIF9+/YdO3YsPDz8/Z3t7e3VN3mcnJwqVqyoqSmuqb1BR0encuXKlStXVq+GhIScPn36zJkzZ86c8fHxeedboqKi1q1bt27dOn19/UaNGrVq1app06ampqZSH4rw3/mousMhISFLlixRL0+ZMuVT95GQkHDt2rX31z18+vSp1KdC+NI8exMfGlnc5rhTMNA2vqJW5o1xhYwgfiITDTCQOr73yt+LmJ3EHyVwMEW222K7iEXuuM+Uxf2gMqBjouHpS/kHDe6+cs1LHgRzz5M+vdn8+u3Wjgw9zpw6XN+OQocea5HJPz8YQRAEIe/Lysq6dOmSp6fn1q1b4+Pj39NTT0/PxcWlWbNmLVu2tLe3lzrwvMTa2rpz586dO3cGQkNDz507d+LEifPnzz98+PCfnZOSkry8vLy8vDQ0NJycnNzc3Nq1a2djYyP1QQhf3UflP2FhYVOnTlUvf0b+06NHj127dn1Mz8+rDS/kRt4ruLMPXeM1XV6myyiRls/1xcPVZjIfzfgSlOhNb6nj+yAZ9mt4UIqYHcTuwaRVV7p64bWHPbNk5adzJ3ABei5/6a2s3L+v1zSqXmNLEZzqMvj1BgqWZ9Ah5v/I5Q3oGtFxkdRHJAiCIEhAqVSeP39+y5YtO3bsiIqKek/PcuXKNWrUqFGjRq6urlpaWlIHnudZWVm5ubm5ubkBgYGBZ86cOXny5IEDB/75XcjKylJXTRg2bFjVqlXbtGnTpUsXkQh9w/6LeSfbtGnz/uscQEJCwpUrV2QymdQnRPgSwp6ycwRwuZblc6s4bege1zJLtXZGAQNInMjEXDHh6QdpFqDAFAIHEeCBYW00TFay8iIXT3LnJLXq65z13Y6jy2CrCt7dq65diZsXvxSmWmGqvd5CESd+3s3iZpxejJ4pLX6X+pAEQRCE/86DBw927Njh6enp6+v7//ro6+vXqVOnefPmjRo1ylvl2vKWQoUKubu7u7u7q+/CHThwYNeuXf98QE6lUqmnlB07dmzdunXd3d3d3NzEGKFvz0d9DDU1Ne3Spctn76NLly4ffPuNGzcqV64s8p9vQVYGa7qSlpRRvvmuxvuBuolOZi93b8iHj2ZiUYq64SZ1iB/NwoOYbSSeJ3gstsvMMV/Iwo50/IPrFSllVvRhwIK0wq1aVbpxo571sBPMXYHbBG4akKMCj2N9+m5jeTsO/oFBfuoO/vxgBEEQhLzg2bNnGzdu3LJly3ue7S9YsGCHDh1atmzp7OysUOSFa4LfCg0NjerVq1evXn369Ok3btzYvXv3nj17Hjx48FY3pVJ54sSJEydODB8+vEuXLj179ixfvrzUsQtfzEeNSbCzs9v4N6kDFnK9A5Pxu4aZ/d7yt+J0MFPKmib/mKWM/bOAHjCBCXnj5s8rcuxWIdchYgUJp4AOdHDDLYmkaRjLMYruRGSTENzc2mZMccA1hsC1dFehemMb5VvSbRUyGduHcUX8DxIEQfg2qT8xt2/fvmTJkpMnT35n8mNqauru7r5v3z4/P7/Zs2fXqFFDJD8S+uGHH6ZMmXL//n1fX9/58+e7urq+VQkMiIqKWrhwYYUKFUqXLj1jxozIyEipoxa+ADEmW/ii/K9zZAZyjcj6fU47B8mgVXIXzdDV2015opVchCJd+PwbidLQKYHVWFAR8DPKFGApSy2xPMOlk7QDApfIUhIuyMf+2oetBuS/z6FjzHp7I87daTcHlZL1Pbl7QOpDEgRBEL6kiIiI6dOnFylS5Mcff9yxY8c/y1gbGhp27dr14MGDYWFhGzZsaN68uZh/JlcpXLjwkCFDzp8/HxgYuGjRokqVKv2zz8OHD8eMGVOoUKFOnTodO3ZMDFnP017lP4mJifv37+/fv3+NGjXKli1ra2tra2vr5OTUunVrDw+PLVu2ZE+EKgj/V2Y663uizKT+sI2FpmfKKZ6hWTm1mjLj5Z8FdICxjM1TN3/+ZjUOvQqkPiVkCpCf/EtZCkxmezLtlNqqF1tkyuVzTbdd+IkNMuR7GO/Dubc3Un8YjceRlcHK9vh4S31IgiAIwhdw6dIld3f3QoUKjR071t/f/61XtbW1W7VqtW3btrCwME9PzyZNmojq1blcgQIFBg4ceOPGjdu3bw8ePPifU1+mpqZu3bq1YcOGDg4O8+fPT0hIkDpk4XPIgU2bNtnY2LRo0WLFihXnz5+/f/9+YGBgYGDglStX9uzZs2zZss6dOzs4OOzevVvqaIXc7dAUgu9hWfyBnd6jYgma0CZzsjx0wW5T7mun2mLbjW5Sh/hZZApslyPTIGwWKXeANrTpSMdEEicSoY1jSilV0BwVvXqVeWDbiNFKMlfSPp7Qt7fTaio1+5GRwpIWBN2V+qgEQRCEz5ScnLxq1apKlSq5uLhs3LgxLS3trQ5OTk6rV68ODQ3dvXt3+/btxQD6PKd8+fILFiwIDg7evn1748aN/3m/zs/Pb9iwYba2tmPGjAkODpY6XuHTyE+ePOnu7v7B+mzh4eHt2rU7d+7cx21W+P4E3uLIdGTyTPelmxz+BJyTDO3SS6nSnk2z1gbGMEaLPFvNU78a5gNRZeDfB1UWsJjFllie5uwZ2snRiehHTNMk2rRpET+yGDXjCV1HDxX/uDneaQk/uJESx8JGRL6Q+qgEQRCETxMQEDB8+HAbG5s+ffrcunXrrVd1dXV79ux548aNS5cu9ezZ08TEROp4hX9FW1vbzc3t0KFD/v7+U6dOLVq06FsdYmNjZ8yYUaRIke7du9+9K65s5hnyGTNmqFQqoHPnztu3b3/48GFgYGBsbGxcXFxwcPDDhw83bdrUqFEjQKlUzp07V+qAhVxJmcmG3mRlUHfw0ZRFUaaZptBYa7UsbNF+E27opllj3YMeUkf579hMRbswSdeIWAyYYbaQhcB4FsAEwH+1RlrGU7n7T71Vmw0xf8DRo8x8eyNyDXptonRD4kKY/yPxoZ8chiAIgiAFX1/fPn36FCtWbN68ebGxsW+9WrRo0Tlz5gQHB69evfqdo0eEPM3GxmbcuHFPnz49e/Zs9+7ddXR0cr6anp6+YcOG8uXLN2jQ4NixY+rP1UJuJr958ybQoUOHTZs2ubm5OTo6FixY0NjY2MjIqECBAo6Ojp07dz548KC66t+dO3ekDljIlQ5OIeAm+QvHNe13xHEfUD+2YL6s0iScmmItB0YzWpc8fvdfrk+hJQDB40l7AbSnfRvaxBM/jvMmtMkyyHqxXaE6vM9k5sYerJch28uvz7n49nY0NOm/iyLORDxnQUOSY6U+MEEQBOF9nj592qNHjxIlSqxatSo9PT3nSxoaGs2bNz9y5MiTJ0+GDx9uamoqdbDCVySTyWrWrLlu3Tp/f/+JEyeam5u/1eH48eMNGzasUKHC+vXr3/pREXIVubqwwfun3JLL5XZ2dkBoqLhcLfxD0F2OTEMmo/va3SE90jVVhcHJaDPhC08Zqq7pKS2x7EtfqaP8EowbY9oeZRKBA9QNS1lqhtkRjpyhjha2SZUzX/4uY/z4Mie1fmSkksy/6JjEP2b71tLDYy+WxQm6y4q2ZKZ9aiCCIEhIVAz6fjx48KBz586lSpVav359ZmZmzpfMzc3HjBnz7Nmzffv2NWzY8J91k4VvmIWFxaRJk/z9/ZcvX168ePG3Xr17926PHj0cHByWLFkisqDc6VVis3Xr1n/O/ZTN29v79OnTfChNEr5Hyiw8+5CZTi2PoCIGVxyuaEC9CEcDVVmiNs6yAhjEoDx/8ydboQVomBJ3mJjtgCWW85kPjGCCFvNlKEJHE18ni/btW/v1dcAlhsB19Hh7RiDA0JwhRzEpwONTrO6KSpTRFIS8QVQM+k7cvn27Xbt25cqV27Jly1v1rIsWLbp69erAwMBp06bZ29tLHakgGV1d3X79+j169GjPnj01atR469WgoKCBAweWKFFiw4YN/yyJLkhL3r59eyAwMLBMmTLFixdv27Zt9+7dPTw8PDw8unXr1rp1azs7u1q1aqkL/HXo0EHqgIVc5swS/K6Sz5Y203eEd1bKKA2lzFYT+dc97aSjRuij/zM/Sx3ll6NpRcEZAIFDyIoButK1Gc3iiPuFtdb8ikzlt10rQyta3rFrn/QN+uS7y4EzLH7HpszsGXwEPVNu7mTLQKkPTBCEDxMVg74H165da9GiRaVKlby8vN6a48XR0XHjxo2PHz/u2bOntra21JEKuYJcLm/ZsqW3t/eVK1fc3NzeqhTn5+fXvXv38uXL7969W4wLyj3kY8aMqVy5snrFx8dn165dGzZsWLZs2bJlyzw9Pffs2RMQEKB+1cnJafTo0VIHLOQmsS/Z9xtAx0V35ccfF3iqDbXCKujLqhK+dI4lKuhFr3zkkzrQLyp/bwxrkRFK0Ch1w3KWm2Cyn/2nKGJI3QzTdL+tuly9Yjpktjt/ATv5JYCb79iUTVkGHUJbn7PLODBZ6gMTBOEDRMWgb9vTp0/btGlTrVq1/fv3v/VRtVy5ctu2bbt//36XLl3E1KXCO1WtWnX79u0+Pj6DBw/W19fP+dKDBw/atGnj5OR08uRJqcMUAOT6+vrnz5+fPXu2s7OzTCb7Zw+ZTObi4jJnzpwzZ87o6elJHbCQm2z2ICWOH9yyyjfemdwP+EFFEfMVxO0PVvltySfTQGMwg6WO8ouTYbsCmTaRq0k4A9hgM4c5wBCG6jFHgVl8rZSwUVosX15xTWxtBmSS9hcdU3nXLGlFnOi9FbmC/ZM4tVDqQxME4X1ExaBvVUxMzLBhw8qUKfPPi/Q//PDD7t27b9++3b59ezHIR/igwoULL1iw4Pnz54MGDdLSemPaj6tXr9avX79+/fpXr16VOszvnRzQ1tYeMWLExYsXQ0NDz58/v3//fk9PT09Pz/379587dy48PPzChQvDhw8Xt3qFN9zcyZ296BjRfp535uIw4whjcA79QU9elfAF8y1Jl6nccHPAQepAvwKdEliPAxX+fVGmAD3p2YhGUUQNYKIda0AW/Kcy+QcYMMDtRudCVAzHx5M+795auWb0WItMxvZh3Ngh9bEJgvB/iYpB356srKx169aVKFFi/vz5GRkZOV+qWLHi9u3br1271qpVq3deIBaE/8fS0nLhwoXPnj3r27evQqHI+dLJkyerVav2448/Pnv2TOowv19vXMmwsLBwdXVt1qxZ165du3bt2qxZs+rVq+fPn1/qIIXcJyWObUMA2s5MNtE/kPkr4KTCxnIJKffjk8/+lV8GDGOY1IF+NVZj0C1Nmg8hU9QNq1hlgsk+9p0g3YIBKnmm72GjLK1URZtOfWNW6GB4nW0XWffurVXrSqs/USlZ486T01IfmyAI7yYqBn1j1LOUDh06NCIiIme7i4vL8ePHb9686ebmJjIf4bMVKlRoxYoVd+7cadOmzVs/SCdOnOjRo8e8efPUA+yF/5i4kyt8lt1jiX2Jgys1+hzOnJyok2QD5UOr6curEb5wRX5VnIaqLnWrUlXqQL8amRZ2f4GcsFmk3AVssJnGNOBnftZitB4V08zj/XfnJyDAwm1sR+UCYCsDQ3n87g02GkO9oWSmsbQV/jekPjxBEN5BVAz6Zjx79uyXX34ZP358YGBgznZ7e/tt27adP3++fv36UscofCNKlSrl5eV15cqVt36olErl/v37u3fvfuTIEVEa4T+m+PebEL47zy/ivQKFFu4ro2SBp2WLZeCkwtpqGVmxGTGbFpUC+IVfpA70K9N3xmIA4Yvw702JS8g0+tFvF7uOc3w4o9ew/RGVYupGRg00Mlt80nlC1cd/ul/G8y86juGyJjrv2KDbHBLCubqZRU0YdR6LYlIfoSAIbxgzZsyRI0euX78O+Pj4+Pj4/L+eX7tiUPYT6enp6dllinL48K2nd73rY6WlyYoXL6Renj49ulOnRCAjQ1a6dMG0NBkwenSsh0d8o0ZWjx5pTZ0a3bVrLpoQKSYmZsGCBevXr3+rtpuenl7fvn09PDy0tbXfSoqEf8pZBTErK+vf/Dh9JywtLVevXn39+vWZM2deuXIluz02NnbmzJmHDx/+888/y5UrJ3WYeUlcXFz2spGR0Se9V+Q/widSZrL5Z1RKGozCutTerM4ZGpnFwCHUWc+6IlELt5gkB2pRhjINaSh1rF+fzTTiDpB0jYhFWAyVIVvO8nKU28zmDnRwZaEfPwXMz9A/qaEzfXrnqp5+ra4FcWcnIzu9syK2TE6PdSRF8+AI8xsw6gImBaQ+QkEQXlNXDFq8eLGXl9fly5f/eclWJpM5Ozu3bdt2wIABnzdo9tGjR/v27XtPB/UYJB2dV9dQUlNTnz9//o9eH85/3vWuj5WeLodX+c+ZM2lVqz4HnjwxTEt71RgdHf38uX96ej7QioyMfP48+LP39QWpVKo9e/asXr06OTk5Z7tcLm/cuHHPnj1NTU2DgoKkDjNviI2NzV7OzMz8Nz9O3xVTU9M///zzwoULK1euzPnDdu/evVatWrVu3bpHjx6i2NhnKFy48Cf1F/mP8IlOLiDoLuYONBkfxJ2r8q0aUFlFAaulAJEr5xQGGMlIGd/BM9NyfQot4VkTgsdj3ALtIkUo8id/DmFIf/rf534+OkdrbH5xxqakbbC2e//et9ZML+p+hiUlqFOJtu/YoIYm/b1Y0JBn51nQgJHe6H9b1cMFIY9TVwwaMWJEeHi4j49PTEyM+oOgiYmJiYlJyZIl/+Wg2VGjRh04cEDqo/xYWlrKhw+N1cuPHhmpW9LTc+Oj9cHBwXPmzLl9+/Zb7RUrVvTw8HBw+BZL9Qi5kkwmq169upOT0969e9esWZOSkqJuz8rK2rlz5+nTp/v06fPjjz+KgWdflch/hE8RE8T+SQAdFqCps0s1WiVTlYJCIVV0C1Qg4cwpxYO7uhSgQCc6SR3rf8W4MaYdiNlGwACKHQYGMtALL2+8hzBkHcuSuJps8SzogGOhHx8V+nFUu/uTtuqP9aS3HT+YYf+ODWrpMfAAs2sRdIdFTRh2Em39T4xJEISvzsLCwsLCImdLamoqkJGRoamp+dmb/f3330uXLv2eDklJSYsXL/7o7f1fERHaHTq46OtnDhzos2FD4ZQUeb164e3aBc6eXeLhQ2Mzs7Sff37u7By5Z0/BhQvfeBbX0TF+3rxb6uUSJeLv3TNJSFAYGmY+emSkoaEqUiTx8eNPexDla8vKytq+ffv69evT09NzthcsWLBXr161atWSOkDhe6RQKNq2bVuzZs2lS5eePXs2uz0qKmr69OmHDx8eMmSIvb291GF+s0T+I3yK7UNJS6RSO8o2fcqZB7Kj2ioqybC2WgwQsXyuJcAABmih9e/2lKcUWkDCCeKPELUes+5y5OtYV45yG9nYmtaN2PoY1/D6jw1HOpjMfl6n9aknR1vdku1ZSftfOK9454nSNWbgAWa68uIKf3Xg591ofP7HKUEQ/hu6urrA6NGjp0+f/tkbqVixYsWKFd/TISwsbPHixWlpaepVLS0tKyurz9iRjY0NkJSkmD27ZJEiGSEhWl5eBffvtzEyUhoYEBSkN3Vq6StX/CpW1G3aNBFQqTh5Uj8tTWZqqlmo0Kvn3FxcuHePyMiipUsn+/iYlS6drqOjCRgbG9va2qonPzE1NbW1lWzC0AcPHowZM+bRo0c5G42MjHr27NmkSRN1YWJLS0sxw8enMjQ0zF7W0NAQ1Q4/Q3BwsLm5+cSJEy9evLhs2bLg4NePid65c6dfv359+vQZOHDgW5MICdkSEhJiYmLUywEBAcWKfcKoaZH/CB/t/iFueqFjSIf5KlQ7VSOQUUGGxcvyegWqkhHqk7LrsDG66PSlr9Sx/rc0LSk0nxfuBA7BqD6aNoUp/Cd/DmZwf/o/4EFBZgYyxG9GhOPpfNrHj3ebMjzw18J+XNvLhLbMfPc2TQsy9BizanDvIOt60NMTWW58pEQQvisfk9hcunQpu9uYMWO+UiTqe02Ajo7O5z27pa7lDZw5I6teXatnT9aupXhx2c2bGmlpWFiQnCyHIj160KMHwKxZHDqEiQlr1+ra2hZRv7dxY5MVK/Dzs27VCj8/Bg9GPemrmZmZg4OZ+mObubm5g4P5VzoP7z9F06dPnzZt2lu3fZo2bbps2bKIiIjswdM2NjbGxsb/fYR5mqmpafayQqEQDxB+hvDw8KysLMDFxcXDw2PBggXTp0/PvrSRkZGhvjXk6en5/msi362goKDs/Cd74SOJ/Ef4OBkpbBkE0OJ3TGyus8VfdlNfSWk5VpYLACJXz7fIUEI3uufn+5szKl9XYryI3YP/zxTdBwxggBdeZzk7jGEb2ZjAmVj57henSpSwjtebOK+P85RZ9ScfZ3ZRqpenxbu3aVmCoSeYU5urm9E1pvNSqQ9SEL53Y8eO/WAfb29vb29v9fLXy3++FB0dXF0B1Jfva9VCUxNNTfLlIziYzMxX3fbtY/RoNDTYvp3ixfk7+cLWlgIFuHQJFxcAZ+dX+Y/kzp0716dPnydPnuRstLCwWLhwobou+VsT/giCtHR1dSdNmtS5c+eBAwceP348u/3BgwfOzs5TpkwZPny4XC4ug34x4lQKH+fQVCJ9sSlL7QGZpO/lV6CyHNOXJQ00aoEyJmblBjNkyIYwROpYJWK7BA1T4vYTsw2QI1/LWgMMNrHJCy971mhTOMnoSbB3dVQq+5ZTW7zsr0K1np+i+f9lQwuWY9BBtPU5u4y9v0p9hIIgfGs0NMg5ylrxrouid+7QuTMqFQsW8OOPb7wkk+HiwpUrXLgA4Ows9fFAQkLCwIEDa9eu/Vby07Vr14cPH4pJmYTcrHjx4seOHdu2bZv68VS1tLS0X375pW7dun5+flIH+O0Q93+EjxD2hGOzkcnpugINTW8WRvA8XybFFVhbLASIO/iXcUCinIb86Iij1OFKRLMABWfg35eAgRjWQWFRmMLTmDaIQQMZWJv7hdn2hOphP5w1WNLAZMCxBlV3Pnle54H26bV0G8ZJOf/n+fgizvTeyvI2HJqCfj7qD5P6OAVBoHbt2v8cNz958mTA1dX1W5o6MyyM5s1JSqJ/fzw83tHBxYWdO9mwAWtrJB8Dcu3atY4dO/r6+uZsLFSo0PLly5s0aSJxcILwcdq3b9+gQYNBgwZt3Lgxu/Hs2bPly5dfuHBh9+7dpQ7wWyDu/wgfYctAMtOo3osizqkkHGIKUEWBYWgRQ8WPQGbk0sXmAMMYLnWsksrfG6MGZEYSOFTd4IFHbWqHEuqBhz5VbPgTVP4eN9LdqsmCX/7UJtFEZf2Us/v47X2bLdeM7muRydk5ggtrpD5IQfh+HThwoFSpUsCZM2fu3r3bpUuXSTmo+1SvXv2tljxt5EgCA5HJiI7G3Z2uXenf/40O6iffAgJwduadBXt//50yZV7/+xe1Id5HpVLNnTu3evXqOZMfmUz2888/379/XyQ/Qt5iYmLi6em5fft2MzOz7Mb4+PgePXq0bds2MjJS6gDzPJH/CB9yfRuPTqBvRutpwHFmJxBhnY4dWOWbC5D2Yqf8aKAWpVQlGtBA6nClJcN2OXIDorcQu5e/n4Izwmg72zez2ZLhxjTLJMp3U4aqSEHDQ9d6z6woR3GE6Q848r4NV+tChwWoVGzsy/VtUh+mIHynmjZteufOnRUrVlhZWe3evbtUqVLDhg2Ljo6WOq6vKCEBQKVi+3Y2bWLTJnbufKNDxYqoa6f9v4ffQkJ48OD1v9DQLx9kVFRUixYtRowYkbPUQZEiRU6cOLF06dJPnRheEHIJNze3Bw8eNGvWLGfjrl27Spcu/f5ZkoUPEvmP8F6pCewYAdBmOvpmCUScYB5QWQu9sELGWi0BIlfOt1ABQ2Ujvos5T99PuzA2fwIE9CczErDHfi5zgQEMCCTInvVa2Cdp3gy67IqeXrExh1pcaKhCuZouUfi/b8t1BtJqKsos1rhzd7/UxykI3ymFQtG3b18fH5+JEydqa2vPnz+/aNGiCxYseKvIWO5XsCAqFYmJr1YnTUKlYv78V6tBQahUVKjAnj2oVG/8i4xER+fVcoUKaGmRmopKxciRAGfOoFKhrvtw+/bb7825iy/l3LlzFSpUyDlprEwmGzx48P379+vWrSv1aRaEf8XS0nLfvn1LlizR09PLbgwPD2/VqlX//v2z504VPpXIf4T32j+J2GDsq+DaEzjI76kkFE7BGqyNZwKo0i+mrLyiTz6VURe6SB1u7mAxAMPaZIQS8Oph+V70akObWGJ70lMDUwd2yNAON98Wc6IPMlmj2kfKhzklEb2KjllkvG/LjcfReCxZGaxox4MjHxOLIAhfg4GBwaRJk3x8fPr06RMXFzd06ND3T1oqfA0qlWrBggX16tULCgrKbjQ2Nt62bduCBQvU0zEJQl4nk8k8PDzu3bvnqq7VCIBKpVqxYoWLi8uLFy+kDjBP+i/yn/HjxysUCtl7Va5cGVAqlVKfECGHlw84vQiZnE6Lkcmj8DvHXzIVlXTRiTQ30WkPELtngVk08LNskB56/3KH3wo59mvRMCJmB9Fb1E1LWWqO+QlOLGWpHpULMQ/wc16duuhnWWZWjyr3zdIL+HJ5LxM+sO1Wf/LjCDLTWd4Wn3NSH6kgfNesra1Xrlx57969pk2bPnv2TOpwvi+hoaENGjQYOnRoRsbry0YuLi537951c3OTOjpB+MKKFCly5syZSZMmKXJUabx9+3aVKlVy1ssWPtJ/kf8kJSWpJ3gS8hKVis0eZGVQ2wP7qsBeJmSSViIBM7DWnar+4QmIWbDLBE00+tP/3+7xW6JlT8HZAAEepAcBllj+xV/AKEY94Yk5P5vRTUni8wEns3p30AtM7O2WoaFSHGPWXT70bFvbWbj8RHoyS5rjf0PqQxWE712pUqUOHDhw6tSpiRMnTpw48Vsq/pZrHT9+vEKFCidOnMhukcvlY8aMOXv2rK3kRegE4etQKBQTJ068cOFC8eLFsxujoqIaN248Y8YMlUoldYB5yX+R/8yfP1/1IdevXwfE1E65yBVPfLwxsqTFH0AQd66yRZElq2iEdpSpqX5PgLTnS/QuZspwU7UpSEGpI85l8vfBuAlZsfj3AhXQkpbuuCeT3IMemWTaskSHUqk8CVihQe3aRfZFtF5gpUK1lu6R+L5vyzIZ7n9RuT0pcSxoQOBtqQ9VEATq1Kmjrvkm8p+vSqVSTZw4sVGjRmFhYdmNFhYWhw8fnjZtmkIhZvUQvnFVq1a9fv1627Zts1uysrLGjBnj5uaWoC5XInwEkW8I75ISh9cogLYz0TMBdjNOhbJsjMoQrBTjZWgASZEL/zIHGCIbKXXEuZLdXyjyEX+MyFdFqxexyBbby1yewhQ5Bg7slGMQLd8cfqAhRYvWHx5U4WqBZGKW0y6D9w5qlGvQcyMVW5MUzfwfeXlf6kMVBEH46lJTU93d3X///fecT8vXrl371q1bDRp859VHhe+IoaHhjh075s+fnzPh9/Lyqly58oMHD6SOLm8Q+Y/wLnt/JT6MYjWp5g485ex9DmmnK8rmRyvWwMx4EIAqbT1rYjRwVZavSlWpI86VNAtQaBFA0HDS/QFjjDeyUQONP/jjDGd0cCyMJ8iC9H9NOPmbzMS0R4OXFpGmgdzazIAPbFxDk95bKdeMxEjm1SfkkdRHKwiC8BWFhITUqlVr06ZN2S0aGhoTJ048ceJEgQIFpI5OEP5TMplsyJAhJ06csLCwyG58+vSps7Ozl5eX1NHlASL/Ef4h+B5nlyFX0HEhMpkK1W7GAD+EZemApXKEDC1AFbNjsVkiMEQ+XuqIc7F8nTFtS1Y8L9xRZQE1qDGa0UqU3egWTbQJrawYrSLzhe0v6fuW6iZr9q8bo52hdZG15/jrAxtXaNHPi7JNiQ9jbh2RAgmC8K26fft21apVr169mt1iYWFx8uTJSZMmaWhoSB2dIEijVq1aV65cqVSpUnZLQkKCm5vbhAkTREWx9xP5j/AmlZKN/VBmUncwBcsDt9jly2WDFO0ShVSKeJ38+UapOx5JnvFIBxulSStaSR107mb3F1q2JJ4jdJq6YTKTnXEOJLAf/QAbphrTOIOw59VnKjf+ZXNf5t4jA9jKID+ufWDjCi367aBkPeLDWNCAcB+pj1YQBOEL27t3b40aNXIWuS5btuyVK1dq1aoldWiCIDF7e/vz589369Ytu0WlUk2dOrVFixZJSUlSR5d7ifxHeNPFtfhewsSG5pMAJVn7+BVwCk7XBMu0AXJ1kevURwuM7gODGa6JptRB524apthvQKZByGSSLgEKFBvZaITRTnauYx3IC7NJG4dkbgW0P8nUqVU2q2qvUGSStoJ2iUR+YPuaugzYR/FaxAQxpw5hT6U+YEEQhC9m1qxZbdq0ScyeqBWaNGly4cIFe3t7qUMThFxBV1d3/fr1ixcv1tLSym48ePBg3bp1IyIipI4ulxL5j5BDUjS7xwK4zUHHELjAmhAe5Y8zsC+q0kjSMjf/Td3xScy0Y0boqRS95B5SB50XGNbCYjiqTF50JSseKEKRRSwCBjLwCU80MHXAS45+FJ4RY03w8HAbnFnkuiKagNV0UfKh8vFaegw6RMl6xAYzuyYvxfBHQRDyvMzMTA8Pj1GjRuV8kqdv37579+41NDSUOjpByF0GDBhw6tQpa2vr7JarV686OTn5+IgHQ95B5D9CDrvHkhBByXpU7gBkkHKAyYBzQLIcLBJ6aGAEoEyZr7ldBd2yWplhJnXQeYTNVPSrkuZL4CB1Qze6daZzEknuuKeTrkt5O1aBLJAhCYtaK5q06tcq0yhS4yHH1OOvPkBLjwH7cKxPfBjz6okUSBCEPC0qKqp+/frLli3LblEoFMuXL1+xYoUoci0I7+Tq6nrjxo0ffvghu8XX17dmzZq3bt2SOrRcR+Q/wt/8rnF+FQotOi1WN5xkQSzBNpH5rMoqNVIUFlavhq9Ex67ekC9NBoMVv0sddN4h08R+A3J9ojYQvUXdtpSlhSl8jWu/8AuQj45WjFKR4SvvkLbldxM7l/4tsxQZsmPMvsi6D+9CSw+PvX+nQPUJeSj1MQuCIHwOPz8/Z2fns2fPZreYmpoePny4X79+UocmCLmatbX1mTNncpaDDw0NrVWrVs7JggVE/iO8osxiswcqJfWHY1USSCbmGLMAV994GZhHd1KQT933r6yZyXIaZpR1xFHquPMUnRIUmg8Q8DNpvoAxxtvZro32IhZ54QXY8KcJLTOJfqbjlrXf0yG2VPshKmAzP3+4FgJ/3wUq1YD4UObUEVOjCoKQ5zx9+rRmzZo5H9opWrTopUuXxMSygvAxDAwMDhw40LVr1+yWhISEpk2bbt68WerQchGR/wgAeC/H/zr5bGkyQd1wmD+TiC4RZGtSOVOepmFpM1vdnpF8ZYlxIDBMMVXqoPOg/L0xbUtWHL7tUaUBlak8i1kqVD/x0xOegLwwG3Upl8oT33z9VccP1zpSuMZKMkhdoWqbQPiHd6Gpi8deyjQmIZy5dXlxRepjFgRB+FiPHj2qU6dOYGBgdourq+vFixdLlCghdWiCkGdoampu2LBh4sSJ2S3p6eldu3adNGmS1KHlFiL/ESA+jL0TADouRFsfiCHwNItlyJyehyInf3grBa8m2NqWPDpQi9IZZj/Kmkkdd95ktwptB5JvEDhc3TCIQZ3pnEBCe9qnkCLHoCj7NLGM53hQgTkcP95xqpXDRaJlgStVbllkfHgXmjr8vIdK7UiOYV49Hom73oIg5AE3btyoUaPGy5cvs1s6d+586tQpc3NzqUMThDxGJpNNmjRp3rx5cvmrj/oqlWry5MkjR45UqVRSRyc9kf8IsGM4ybGUaUz5luqGPUzIILXii5LaNdJlGXKrQgte9cyKXah3DhjGcBkyqePOmzRMcNiFXJeIpURvVLetYEUJStzl7khGAlrYFWGXDO1wFkY4HFMcPN6vt4lJME9l3ltVAz9qLwot+mzF5SfSkljcjDt7pT5sQRCE97l48WK9evWioqKyW3r37u3p6ZmzpK8gCJ9k6NChmzdv1tbWzm6ZM2dOjx49srI+VFf2Wyfyn+/e41Nc3YyWHp2XqhuCuHOFjQq0qj32Q07+lw01sVG/5B3/6zU9pUWWVhfN4VLHnZfplqPgHAD/n0l9BBhgsIUtOugsZelWtgIGuNixEmSBDI4r42+8+tDPXXQ1U/CWrTypmvdRe5Fr0G0VNfuRmcbK9tz0kvqwBUEQ3u3UqVMNGjSIi4vLbhk8ePDKlSuzL10LgvB5OnTocOjQISMjo+yWDRs2iBRI/Gb5vmWmsdkDoMkEzOzVbV6MUqGs8biK8scUWabMynZJdvd5ivXAzxmtddCROvQ8zvxnzNxRJuLbHmUyUJGK85kP9Kb3Pe4BZnSz5jcVmb60T3KW2Y/f27OXpkzFDkbcZf9H7UUmp/MyfhxBZjp/dcB7hdSHLQiC8LZDhw41a9Ys51z1o0ePXrBggUwmnjIQhC+gbt26Fy5cKFiwYHbLxo0be/XqlXNmre/NB/Kf1NTU1NTUjIyPGHIg5EXHZhH2BMvi/Pjqfs4Djj7kmB4mFR7dUSkwC6qjJSusfulZ0sZ9hgk6KpmH9lyp4/4m2C5FpyQp9wkYoG7oR7/udE8iqTWto4kGCjDRjJ+UJD+jRdqPhSu57202VaGSqVantQvi7kftRSaj3WzaTEelZFN/dn3EVEKCIAj/lZ07d7Zu3TolJSW7ZcqUKdOnT5c6LkH4ppQpU8bb29ve3j67Zf369f369ftuxwJ9IP/R1dXV1dX99ddfpY5T+Aqi/DkyHZmMzstQaAMqlHsYB/x41zW5aaIsCyvbpdnd52dNVkLXlIoWsgJSh/5NkBtQZAdyfaLWEfHqJttyllehynOed6BDFlkgs2OFEQ0yiXhG88zG1ZqW96q2WZ6qnb40tmY8YR+7r4aj6bYGuYKjM9gyENX3e8lHEITcY/PmzR07dkxPT1evymSyefPmjR8/Xuq4BOEbVLhw4VOnTtna2ma3rFq1ysPD4/tMgRQfc5Xl0qVL2d3GjBHXj78Vm/qTloSTOyXrqhuusDGAm/mwLfn4XEw58vm5atu/Kjkak/F4vcEzYJDWTKnj/obolsFuFS86EzgMnTIY1tJBZw97KlP5BCfGMW4GM2RoFmHHE2qmcOc5rYo1P+a+f2vE5Q6+TnHLAisPL/RUE92P2pdLD3SNWNWZM0tIiqbHOhRiVLEgCJLZu3dv9+7dswchyGSyhQsXDhz4cSVeBEH4dIULF/b29q5Vq5a/v7+6Zfny5VlZWStWrPjeHjdVjB079oOdvL29vb291csi//lGXNvKgyPo56Pd3xP7kLqXX4Gm11xiW22VZWFdaGV29xWpgxINaZhiWU63ntShf1vydSTlNqEz8G1LyatoFylAgR3sqEvdWcyqSMWOdNTAqBgHH+OcyLkXdC7SfPvPB/6a7t/b1y5o9YOK/Uo/lH3kQL6KbRh8mKWtuLaFhDD6eaFnIvXxC4LwPTp16lSHDh0yMzPVqwqFYu3atTlnbBQE4Wuws7M7duxY7dq1Q0JC1C1//fWXgYHB3Lnf19AGUf/gu5Qcw/ahAG1nYvhqYp9TLIwmoJCqfCHfwyotTANcdDRKqV/KUKUu0TkNDGWY1KF/i2z+xLgpmVE8b4MyCXDFdTazVah60/sudwFNbIpyWEG+WHb708eoWc+Bj+foxXCr9JNt5yrx8TevS9Rh5BmMrXl8ilk1iA6Q+uAFQfjuXL9+vVWrVmlpaepVhUKxdetWkfwIwn+jePHip06dsrS0zG6ZN2/e6NGjpY7rP6XIXqpdu3atWrXeenny5MmAq6tr/fr1pQ5V+HK8RhEfRrGauPRUNyQQcYRpQIsLTlGt78iysLZ9ffNnW8qYIL2s0mnaDXV/kTr0b5Kcwht5XI2UO/j3pvBmkA1i0E1urmNdc5pf4YoVVrqULsphH+pHsU4Dg0INF3lcylhQcczpGndMvZwatr7ERxaKLVSRcddY1JSgO0x3YsB+7H6Q+gwIgvC9ePbsWbNmzRISEtSrMpls+fLlbdu2lTouQfiOlCxZ8uzZs7Vr1w4NDVW3zJw5U6lUzpo1S+rQ/iOKAwcOjBo16uHDh2fOnDE1NZ0xY0axYsWyX1bnP9WrV580aZLUoQpfiM85LqxGoUWX5fz9uOc+fksmtoyqsfHLbZFa5PN10SlSWv2SCtVMjVXAyLR2Mm1xw/Dr0DDBYQ+PnYjeim55rMYAy1j2lKcXudiCFmc4o4eePlUd2POMpuEsVmBZzHnCTw9S/nKcvLvNVePlrk59zqFQfNTuTGwYcYZlrXl6hjm16bOVsk2lPgWCIHz7goKC6tevHxb2unbLrFmzevXqJXVcgvDdKVGixNGjR+vVqxcZGalumT17trm5+ahRo6QO7b8gb9q06Z07d1asWGFlZbV79+5SpUoNGzYsOjpa6sCEryMznU39UaloNBZrR3VbCI/Os0qOosWp8lGtYmVZWNv9lf2OQ+lL72kn2WTIOusvkDr6b5qOI/aeICd4PDE7AB109rGvGMWucc0ddyVKwJC6hdkqQ/GSX8OZ/0PpSR2fD1XJ2ND78qPp9fi7jNKH6Zkw5AjVupCWyNJWnFn6sW8UBEH4LFFRUQ0bNsweeA2MGTNmxIgRUsclCN+pcuXKHTt2LF++fNktY8eO3bFjh9Rx/RfkgEKh6Nu3r4+Pz8SJE7W1tefPn1+0aNEFCxakf/xnKSGvODqDkIdYlqDx67oXOximJLOmqi9Ry1VamPo5Z4/8AWYqpwDDk2poaZhJHf23zqQFBWeAEr9uJF4AzDDbxz5TTHexayyvvmUmtLRlBcgCGRHF2trF5tUP6ZilyYpB3v5Da/D3UyUfptDmJ0+ajEeZyZYBbBmIMlPqUyAIwrcpMTGxadOmDx8+zG7p3bv3n3/+KXVcgvBdq1ix4tGjR01MTNSrSqWye/fuly5dkjqur+7140wGBgaTJk3y8fHp06dPXFzc0KFDS5cuLXV4whcV9pTDfyKT0XWFesIf4D6HHnBUD9OGRwq+uvljvyr7HVezTnjrhBpn0Uvn+yoMIhnLkVgMRJnK85akPgVKUnIPe7TQmsnMZSxT98pPz4LMAaUfvaNY3856U5W4JinGLPz9akhPZ8LDP3Z3Mhktp9DTE00dzixhYROSY6Q+BYIgfGsyMjLc3NyuXLmS3dKyZctly5Z9byV3BSEXqly58t69e7W1X30sTElJadGihY+Pj9RxfV1vD+ewtrZeuXLlvXv3mjZt+uzZM6nDE74clRLP3mSk4vITxV8VulCS6cUooJlyQkLCzH/e/JmRMRTwiC9mrCOGyP9XCs7HpCWZUTxrTGY4UJOa6sxnCEOOclTdy5JhNswApT+9Ytj8k/Gecsl1E/Mzf/6DyA5V8fX9hD1W68rwUxhZ8ug4050J/8Z/6wmC8F9SqVTu7u5HjhzJbqlbt+62bdsUHzleURCEr6xmzZorV67Mvh4RGRnZokWLmJhv+Xrou4ezlypV6sCBA6dOnZo4ceLEiRNF8bdvwdll+JzD2Dp7wh/gLMte8sAcB6d9qVGt3x7580T1cI/OAx0lQxRTpI7+eyLToPBm9KuR5suz5iiTgZ70HMvYDDLa0vYKr66hWjHKhmkqsvzoEceOvnoHiqe7xNowf5V/XBtnbt/+hJ0WcWbsVQqWJ+wJ06px/7DUZ0EQhG/EpEmTtm3blr1avnx5Ly+v7IvNgiDkBt26dfv111+zVx8/fpyzSP23533lvOrUqTNp0qRJkyaJ/CfPi/Jn91iAzkvRM1W3JRNzgN8Bt8yZ4fJpKk3M/GrpKF4/9DgrfZASesSaWhq6SX0A3xm5Hg670bIl6SovuqLKBKYytRe9kkhqStOHvHqG3ooxBZiiIsuPbonsG6B1xD6rUoQD8zeGJ7WqwaFDn7DTfLaMOk/F1iTHsLgZh6Z8wrRCgiAI77Jnz54//vgje7VEiRLHjx/PHmwgCELuMWnSpJzTcHl7e/fp00f1jX4S+KhyxiEhIRP+JnXAwmfZ1I/UBKp0pEKr7LYDTE4ksiR1i3vdiG6WKEuXWRdel/1qKKGbtM5oqBjOEBCPaP/nNK0peghFPmJ3498HVDJkK1jRlrZRRDWggR9+6o7WjC/AZBVZL+iSxK7BGscKqEq9LMPCHYnJ3VqwZMkn7FTbgH5etJmOTMbeX1nSnORYqU+EIAh51YMHD7p165b9+cnS0vLo0aPm5uZSxyUIwjvIZLJVq1bVrFkzu8XT0/P333+XOq6v4qOevg0LC5s6dap6ecqUT34UateuXVu3bn1/H/VTht9qlimxi2t5cBSD/HR4XcA6mHunWSJH4ZY2PThfTeSYBzbTcrDP7jAvY0yqptItVrOYyUipD+B7pVuaood5Wo+odcj1sV2sgYYnnhFEeOP9Iz+e57wlloA1vwEvmehHT1sWDZEdn01NvyrPFxzOGtJgoN7duyxZ8rFTA8lkNByNTTlWd+HeQWY4039Xdql0QRDyhNzwtzQmJqZVq1bZ85xqampu27bNzs5O6riED1AqefkSf3+io4mKIjr61YL6X1zcq25RUc3hIWgDFy7oliyJgQGGhujoYGiIgQE6OpiZYWlJoUJYWlKwIJaWaGpKfXjCe2lra+/evdvFxeXJkyfqlsmTJxcuXLhbt25Sh/aF/RejD9evX79v376P6Snyny8vLoQdIwA6LMDQIrt5K4OVZNZhkOkOz8ddUuXJcqsiK7NfjSV2hcYW4Jf0Dsj1pT6G75h+VYru5VlTIpagyE+BSbro7mNfLWrd4U5zmp/kpCGGgDW/KTALYFAAAwoQMYIzc6njV+XZvFOyofVX6r98yZYtGBh87H7LNGbcNZa3Iegu06rSZTnVukh9LgRByDOysrI6deqUs4rSwoULa9WqJXVcwhsyMnj0CB8fXrzA1/fVV39/Pm7Qhxm8mhUjJYW/Py2/j0yGpSXW1jg4ULIkpUtTogQlS6KrK/WJEHLIly/fwYMHnZyc1POiqlSqPn36FC1a1MXFRerQvqSPyn9MTU27dPn8Tz9r1qzx9vbOzHzf1CK+vr5jxoyRyz/qeTzhE2z2IDmGcs2o2jm77QqbnnLGEIsWCb8E2TsgwzK0k2YRq+wOC7Kmxmmk/xgvq2L8bd73zEsM61J4M77tCZmMwhSLIcYYH+GIK67XuNaYxkc4YoABYM4AOUb+9HzJJCtShnN6DrUDKj6ff1oxtM4BfRcXdu/GweFj92vuwKiLbOrHlU2s6YrPWTosQFP8mRIE4cPGjRt39OjR7NU+ffr0799f6qAEEhO5e5fbt7l1i1u3uH//I1OdL0OlIjSU0FBu3XrdKJdjb0/JkpQpg5MTTk5YW0t9mr57Dg4Oe/furVevXmpqKpCent6xY8ebN2/mz59f6tC+mI/Kf+zs7DZu3PjZ+zAzM2vduvX7+9y4cUPqU/EturKJ23vQNabL8uy2VBJ2MQpow4zMveMSumYo4jUti7weJRJP/ALZYmBCYk2MCkt9DAKYtMZuFX4/ETgMuR75+1hhdZrTtal9gQuNaJSdApnhLkPhR/dQZliQNIKTs6kbUM530WndITXv6VatyubNNGz4sfvV1qfnRorVZNsQzv3Fi6v03Y5lcalPhyAIudqWLVtmzZqVverq6rp48WKpg/p+BQdz+jRnznDhAk+folRKHdCblEp8ffH1fV2vx84OZ+dXuVDFimhpSR3id8nFxWX9+vUdO3ZUP5kVGBjYrVu3AwcOfDM3KkT1/W9XTBBbBwG4zcXEJrv5AJNjeVkEZ+eopo/L9AasIntpGBlnd1ignBkjT62bQE3jmVIfg/A3s+5kxRE4BP9+qLIw72+LbXYK1JjGhzmsToHy0UmOvi/tw1mczsthHJlHoxflfOfdNB1cLdqgcWN++42JE/n4aQdr9KVwNVa2J+gOf1amy/Kc9xIFQRByun37du/evbOfZre2tt6+fbuW+Az73woJeZXznDnDZ8xjaWZG4cJYWJAvH2Zmr7+qF9R/Pfbv3z958hhIBVxdXVeu3JCSQmwsqakkJxMXR2oqUVG8fPnqX0gIYWEflX35++Pvj3rYuI4O1avTqBGNG1Oq1IffK3xB7du3v3HjxsyZrz4KHj58eMaMGWPHjpU6ri/jVf6TmJh4+vTpgwcPPnjwIDY2Ni4uDihQoIC1tbW1tXWNGjWaN29u8PGDBwTJqVRs6EVyDOVb4NozuzmEh6dYKEejE4tjD/VKds/SjNI2LzI3u0MiiQuZD/wWW5FCVaU+DCEHi8HItAjwIMADVQYWg+ywO87x2tQ+z/kmNDnMYX30ARNaFOPoc1rFsiuTsCHsXkQ7/yI+sx+ZD60UZTJ5Mo8fs3o1+h89sqtgecZdZ2Nfrm1ldRfuH6LzUnSMpD4jgiDkLlFRUW3atElOTlav6ujo7Nmzp0CBAlLH9b24eZPdu9m7l3v3PvYtBQtSpgwODhQuTJEir74afcRv93v3ovh7JgZd3SIfk5xkZhIWhr8/jx7x5AkPH/LoEX5+70uKUlM5cYITJxg5EltbGjWiUSPq1fuoCIV/b+rUqZcuXTp37px69ddff61atWq9evWkjusLUACbNm3y8PCIj49/67XAwED1wrJlyywsLJYvX/7Bx9iE3OLsUh4ew9CcritzNm9lUBYZtfEo9EL/gcsBwDp5pNzs9aCOhap5kfKkWgnUMv5T6mMQ/sG8PzI5/v0JHAJKLIYUpegpTtWhzjnOtaLVHvaoUyBDapXg/DMaJ3Ihkw5D2byU3kH578x8YjHUNdli2zbu3WP7dkqX/thd6xjSewuO9dk2lCubeH6Rnhtx+KZGQwqC8G+oVKrOnTu/ePEiu2X58uVVq4rraF9XVhbnzrFnD3v24O//gc5yOcWKUbHiq38VKvBfViNXKLCxwcaGnAPp1bUTHj3i2jUuX+bmzf87JCkggJUrWbkSTU1q16ZTJ1q3Rkwl9VUpFIrNmzdXqlQpIiICyMrK6tat261btywsLP71tiUmP3nypLu7+z+Tn7eEh4e3a9cuOwUUcrVwH7xGAXRZjpFldvM1tjzmlCHmLfgj/HzHNAeVTrBx/kKTsjskkjiPmcBv0UUw+uhRIsJ/KX9fbJcABA4jfD5QnOInOWmF1QlONKRhLLHqjrqULsklXcql8jiYFh7ML4JTlG747Ku6L1sV5eFDqlVj/fpP27trLybcxL4KkS+YXYv9k1BmftoWBEH4Ri1cuPDYsWPZq0OGDOnevbvUQX3Lzp+nTx+srKhThwUL/m/yo6VF9er8+isnTxIXx+PHbNnCqFH8+ON/mvz8P7q6VKhAp07MncvFi8TFcfEic+fSvj2FCr37LRkZHD9Oz55YWdGmDTt2kJIi9WF8uwoWLOjp6Zk97Ofly5ddu3ZV5rZhZJ9OPmPGDPVzup07d96+ffvDhw8DAwPVj8AFBwc/fPhw06ZNjRo1ApRK5dy5c//tDoWvTZnF2m6kJ+PkTsU22c1JRG1jKNCa6do3roc0uw0U1FooyzEGbDGLImWJLonUNZws5jzNvcx/xnYZQOAwQn4HSlLyIheLUOQCF2pQI4QQdUdNbErgbUi9DEICaNaDASWpF6eImL0ryneuG0lJ9OhBt24kJX3C3i2KMeoCjceiUnJgMjNcCHko9RkRBEFi9+/fHzNmTPZqrVq1Zs+eLXVQ36aXL5k+nRIlqFGDVauIjHxHH4UCV1fGj+f4cWJiOHeO33+nbt1PmARBKtraODszbBjbthEQgI8PixbRpAl6eu/onJbG7t20b4+lJd26cexYrqvu8G1o2LBhzmE/x48f/4y5QHMb+c2bN4EOHTps2rTJzc3N0dGxYMGCxsbGRkZGBQoUcHR07Ny588GDB8uXLw/cuXNH6oCFDzk6A9/LmBaiw8KczTsZmUB4cWq7qHqEvOiRZYrRsyLG5q8ntEoiaZ5qBjA5whLTDlIfhvBe5v2wW4VMg5cTCRwEysIUPs/50pS+z/061Ank1cOrGhgX41B+eilJCqKbG84VaJUki5k77MCt04PQ08PTEyenT3haHNDQpNWfDD+FmT1+15j6A8dmocyS+qQIgiCNtLS0rl27qkvlAiYmJhs2bFB85JzLwsdJT8fLi2bNsLVl7FiePn1HHz092rRhwwbCwzl/nilTqF//3ZlDXlG0KAMHcvAgUVEcPcqwYZQs+Y5uCQl4etKwISVKMGcO0dFSx/3N+f333+vXr5+9Onny5OPHj0sd1L8iT0xMBGxtbd/XSS5Xz9kcGhoqdcDCe/ldZf8kZDK6r0HPJLv5CacvsV6BdheWpR1dFNEyRJZFQetNOd+6jGXhsjiXROrrj0MmpmjO9fL3pMgu5LqEL+Z5O5Sp1lif4lQFKjzhSQ1q+PCq6I8MLTtW2bFChkYYU35Eoxb9MkhZUXvxUd9+ODpy/z5VqzJ//qdNGl+8Fr/dpUZfMtPwGsXsmoQ9/YS3C4LwrRg/fnzOy6PLly9//4cK4ZNERDB5MoUK0a4dBw+S9Y9rTWZmdO/Onj1ERuLlhbs7pqZSB/2l6ejQoAFz5/LoEY8eMXEixd81F8OzZ4wcScGC9OzJ9etSB/0NkcvlGzZssLR8NaRCqVR269YtTycFrxKbrVu3Pnjw4P918vb2Pn36NB9KkwSJpcazqjNZGdQbiuPrND2DFE/6qFA1Y6JVepEg7fEqTfI/ramr75TdJ574maqpwG/hhuTv+Rk7FyRg0oKih9EwJnY3z5qSlWCBxWlOu+Lqj78rrpe5nN03P32LckADkzi8KnKtLb+BbJflvG1366iGDCItjWHDaNCA4OBPCEDHkK4rGHQY04I8v8gfFTg6Q4wIEoTvyqlTp+bNm5e96u7u3qGDeILgy3j6lJ9/xs6OSZMID3/7VW1t3Nw4dIjQUNato2VLdL+PGapLlmTSJJ484do1hg/HxubtDikprF1LlSpUq8bmze/IGIXPYG1tvWnTpuyBQKGhob169ZI6qM8nb9++PRAYGFimTJnixYu3bdu2e/fuHh4eHh4e3bp1a926tZ2dXa1atRISEgDxSy1X29ifiOfYVqL1tJzN+5gYwfOClG/AyIS9g+PqJGkkygsU35qzzyxmRchiaybSUGcY8lz/gLCQzbAWxU+jaUnCKXzqkRFqgslRjjahSQQRdanrhVd2XyMaluSSNsWSuWnJkk6MVKB9SrF05fyQ9P3bMDfnxAnKl2fXrk+LoXRDfruHSw8yUtg1hj+r4C8uuwnCdyEmJqZ79+7Zg6Ht7e0XLVokdVDfgvPnad0aR0eWL3/H4P4KFVi4kOBgtm+ncWO+2ycNK1dmzhwCAjhzBnd3tLXf7nD1Kl26ULIka9eSkSF1uHlfvXr1fvvtt+zVQ4cOeXp6Sh3UZ5KPGTOmcuXK6hUfH59du3Zt2LBh2bJly5Yt8/T03LNnT0BAgPpVJyen0aNHSx2w8H9cWMO1LWjr03szite/AwK5dYJ5cjTc+UseFRNYahVgFdxNoWGd3SeEkHnMAaa91MFioNRHInwivYqUOI92EZKu8bgqKXf00d/HvgEMSCHFDbdJTMruq0NJR64Y0yyTKANmd6WDHqY32Tmr6fSYB0do3JioKNq2pUsXoqI+JQYTuq9lxBksixN4m2nV2NiPtESpT40gCF9X//79g4KC1MsaGhobNmwwNjb+d5v83p05g6srNWqwZ8/bo/mNjRk0iJs3uXWLQYMwM5M61txBLqdWLTZsIDCQadOwt3+7w7Nn9OxJ8eKsWEF6utTh5nG//vprzZo1s1eHDh2aR5+Ck+vr658/f3727NnOzs6yd00JL5PJXFxc5syZc+bMGb08PYzuGxb6mG2DATovxbJEdrOSzA30VpJZh0H2VIk81j6ldJZWmK5FiWU53z2ZyUmktI3BRX8oilxQDlP4VNpFKXkVw1qkB/K4OrF7NdBYzOL5zJchm8zkPvTJ5NVjaRqYFmWfDVNlyLTY0IFS5hQJ4Oaf5k2eHRzLkiUYGLB5M6VLf/KNoOK1mHCLBiORyTm3ksllubNX6lMjCMLXsmHDhu3bt2evjhkzpkaNGlIHlYfduEGjRtSpw8WLb79ka8ucOQQGsnAhFStKHWhuZW7OmDE8f86+fTRqxN8Par3i50f//hQtyqJF/F2qQ/hkcrl83bp1+n/Pnx4dHd23b1+pg/qsAwG0tbVHjBhx8eLF0NDQ8+fP79+/39PT09PTc//+/efOnQsPD79w4cLw4cO1/3lnUcgNMtNY1Ym0JJzcceqW85XDTAvgphn2LZmSefvYy4ZngYLpU+XoZPd5wpPVrFKomBqih+VwqQ9G+FwKM4odxawbykSet+blJGAIQ7ayVQedVaxqRrMYYv7uLbNiXDGOKbDQ5EIr0kpQJZ6webL65zw0uXuXunUJC6NtWzp2JCLiE8LQ0qPtLMZewbYSUX4sbcWipoQ/k/rsCILwhb148WLQoEHZq5UrV544caLUQeVVjx/j5kaVKhw9+vZLP/zA5s08f87w4RgaSh1oXiCX07w5hw/z5Am9e6Ol9cargYEMHkzJkmzb9mkVf4RshQsXnjx5cvbq/v37d+zYIXVQn+yN7NjCwsLV1bVZs2Zdu3bt2rVrs2bNqlevnj9/fqmDFN5r50gCb2NRjE5Lcjb7c+Mgf8iQdWOVdpZOUHDnzHwYPyliWmhYzm7jGZ9JVs8oSpiMFDd/8jaZNvbrKDAFIGQy/r1QprrhdpKTFlgc5WgVqtzjdZ1rQ+qW4qYBrjKCa3HTiWqZpG+k75bCszNPHGLpUgwN2baNUqVYu/bT/lDYVmLsVTotRs+U+4f4vSz7J5IhJqgThG/HgAEDsmdO19PT8/T01NQUhUM/WXAwvXpRpgw7d779W7ZJE06d4vp1OnX6fkf4/BtFi/LXX/j44OGBjs4bL/n707Ej1atz5YrUUeZNw4YNc3V1zV718PAI/2eBjtxN/u83IUjp6mZOL0ahTe8t6Ly+NJRBylrcs8ioy+CS1Evc90tUkyh5qqyQ7RvPI13l6i526Sr5NcwYy2GfvHch15FhPZ4i25HrEbmGJ66kvXDB5SY3q1L1Oc+dcd7B6+s0mtgU54wN02XIy3GlEYU10T7D0lmyGlE/N+bePRo0IDKSnj2pU4dHjz4hELkGtQfw+2NcfiIzjQO/M9GRa1vFBTdB+AZs27bt8OHD2atz5swp+c5pWYT/LzOTBQsoVYo1a94uUObqytmzHDxInTpSR5n32dqyZAn+/owe/fZUSBcv4uxM+/b4+UkdZV4jl8tXrlyZ/VxYZGTksGF57DOkyH/ysqC7ePYB6LgQux9yvrKbsSE8sqZUa6apIoL9Sy9EhpVvR23dMjm7jWKUCtXwMArm+wUNE6mPR/hCTNvheB0dR5Jv8qgCsbttsDnL2W50SyKpAx3GMjaLV39vZSisGF2ck1rY2fKiJRr5MPfj2hQq3bG7w9GjbN6MlRVnz1KhAr/++o5SRO9haEH3NfxynkIVifJnVSdmuuJ3VeoTJAjC54uPjx8+/PXD0vXq1evXr5/UQeUx585RqRJDh/L3LbRXKlfm2DHOnyfHCHPhC7CwYPp0Xrxg6NA3nohTqdixg1KlmDhRDAr6NKVKlcpZC27z5s379u2TOqhPIPKfPCs5lhVtSU/GtSc13hh89piTp1goR9GDdZrohp1pnlo8SydQ36rU2pzdDnLwLGfzZzIqKh8Wg6U+HuGL0nGk5GVM25IVz/O2BI/RUWmuZ/0CFmigMZ3p9an/kpfZ3Q2oUYrbpnTIR3JLIopjnUzMMlptY0hWp3Y8ekT//mRmMmUKpUrh5fVpwTi4MP463VZhZIXvJaY7saYr0QFSnyNBED7HxIkTX7589dtDS0tr8eLF7yyeJLxTdDRDhlC7NvfuvdFesiTbt3P1Kj/+KHWI3y4LC+bN4/593NzeaE9J4fffKVOG06elDjFPGTVq1A8/vL743r9//5iYmH+xvf+UyH/yJpWSNV0Jf4Zd5beG/SQTu46fVKiaM9GeKmlXt4U0vYUKW43lMl5XsEgjbQQjgAkhGJmPQUMMq/zmaBhRZAc2fyKTEzoDn4ZkBA9m8AlOWGN9hjMVqHCIQ6+7Y1KErfZs0MG0FiEu6MqRn2LhbGpGmESxbBnnz1OhAn5+tGtHvXpv//V+P5kc11788ZTGY1Foc2UTv5VgxwiSPqXKtiAIUrt3796SJa//6IwaNUo8+faRVCpWrMDBgYUL3yhsbWrK0qWvPpSLRPI/UKwY27dz8iQVKrzR/vw59eszcCAJCVKHmEcoFIo1a9ZkD/wLCQkZOXKk1EF9LJH/5E0H/+DeQQzy028nmm8M69vKwBgCi+DUiDFkZASm9lHqke9+ecMCXXN2m8OcJzwplYpHrCXmA6Q+HuErkWE1lmLH0LQk4SQPyxO7uxa17nBHPUFqM5oNYUg6rydEMMO9NPdNaFaGlGZkGaLry+U/qHCB1Tg7c/06y5eTPz+nTlGpEgMHEhn5CeHoGNLqTyY/pmpnMtM5MZfxDhyaSlqS1CdKEIQPUyqV/fr1y/h7IsnChQuPGzdO6qDyhpAQmjalf39iY183ymR0787jx/z8MxoaUof4nalblxs3WLUKK6vXjUolS5ZQpgxHjkgdXx5Rrly5MWPGZK+uXbv2/PnzUgf1UUT+kwc9OMqB35Fr0HsLZnY5X7nAmits0kb/JzbIUUTv6xRXM0EjXl6w+BsPZfrjP5WpwOIANC3HIhfTOn3TDOtS6i7GTciM4nkb/PuZK/UPcGAGMxQoFrKwOtWf8CS7uyYFirLfnvUFMG1DSlE000jcQO9ltE7UiKFfP54+ZfBggCVLKFqUadM+bVCQmR29NjH+BqUbkRLH3glMKMrJBWSIh68FIVdbs2bNpUuXslcXLVqkq6srdVB5wM6dlC1LjoIRAGXL4u3NunVYWEgd3/dKLqdXLx4/pm/fN+68BQTQuDHduxMXJ3WIecGECRPKlHk1tlylUg0fPlz51sS9uZLIf/KgJ6dRKWn1J471czYHc28LA4FOLLGgWMb9Y4F1vICCISM1tW1z9hzGsGSSO0VTJ70Y5j9LfTzC16ewoOgBCi1ErkPkSh79IEu6NopR3njbY3+NaxWpuIAFSl7/zjKjW2nuW9KyLhl1QBuN2+yZTNm7HMDUlAULuH2bRo2Ii2PcOIoXZ+3at2sYvV+hCgw+zIjTFK5GfCjbhzLBgdOLRBYkCLlTZGRkzgu9rVq1atq0qdRB5XZxcXTrhpsbUTke9TU0ZM4cbt6kenWp4xPA2JgVKzh1iqJF32jfsIFKlbh2Ter4cj0tLa1ly5ZlDwK8du3apk2bpA7qw0T+kwc1n8SYyzQclbMtlYQVtMsgxZVeznQnLdU/tl1mPowfFM5fYkbOnkc4spvdRlmy2UFQaC4yrU/bu5BXybAYRMlr6JYh9TFPXAga5aQsf5vbPeiRQspQhtaj3gteZL9BkwIO7HFgT2ls25BVAFk8oUtovpouiURSujSHD3PiBJUqERREz55UqMCePZ9W4bp4bUZfYsA+bCsR+5Ktg5lQlNOLRRYk5GaJiYn79+/v379/jRo1ypYta2tra2tr6+Tk1Lp1aw8Pjy1btiQmJkod45c3ZsyYqL8/xevp6c2bN0/qiHK7M2coVw5Pzzcaa9bk7l2GDxdT+uQutWtz9y4jR77xIKKvL9WrM2+emLjhA6pXr96uXbvs1bFjxyYl5fbH2kX+kwdp6lC42lttnvQO42lByndiERB5qE1c9QRFrIadw6mc3dJIG8QgYGKIqoBuI4ybSX0wwn9Ltwwlr2E1CiBsFo8qGifeW8vavey1wuoMZ8pTfgUrVLz+ZW9Cy9I8KMqIZmg4gyayq2yeRKlrbAGoV49r19i0CXt77t+ndWuqVOHgwU8ISSajXHPGXcdjD4UqEBvM1kGMs+foDFLjP2E7gvCf2LRpk42NTYsWLVasWHH+/Pn79+8HBgYGBgZeuXJlz549y5Yt69y5s4ODw+7du6WO9Eu6evXq2rWvK4hOnDjR3t5e6qByL5WKmTOpX5+AHHUutbWZOZPTpxFnLnfS1WXWLC5domzZ143p6QwfTsuWb9zBE/5pxowZOn/PMhscHDx79mypI/oAkf98C06z+DrbdTDqxw5NdNNu7w6qfxiwjZisqWOfs+dMZj7jWZkU2eAITQqJq3ffJbkONjMocRHd0qQ+4UktAoe0yKpzj3vtaZ9AQn/616TmQx6+fgcGBZldihvO1GiHygYSiFhF5yW0iCYAuZzOnXnyhMWLsbHhxg2aNcPZmaNHPyEqmYzyLRl/E4892FUmPoxdYxhrx94JJOSxWaWFb9jJkyfd3d3j4z+QmYeHh7dr1+7cuXNSx/tlqFQqDw+P7Gf6S5UqlefmOvwvJSbSvj2jR7/xRHC5cly9yi+/IBcfu3K3KlW4do3Bg98YEbR/PxUqkEcG9kujcOHCgwe/nkll1qxZwcHBUgf1PuI/Yp7nx7WdjAS6scqCYqQk+WV2zTIk351SpsXG5+z5ghfTmCaDJQEqRf4B6Iiipd8x/ao43sB6AjINwhfywDF/zMltbNvOdiusznO+IhUnMCGF14UNdClXgrPl2dYKu1qgDXfZP4mSh5mWSTpaWgwYwLNnzJuHpSWXL9OoEVWrsmcPHz8UUp0FjbvGkKOUqENyLIemMtaejf0IeST1KRMEZsyYoVKpgM6dO2/fvv3hw4eBgYGxsbFxcXHBwcEPHz7ctGlTo0aNAKVSOXfuXKnj/TJ27dp148YN9bJMJlu6dGl2xVvhLU+fUq0aO3e+bpHL+eUXrl6lXDmpgxM+jrY2Cxawezf58r1uDAqiTh2WLPn8zX7zxo8fb/F3NY+kpKTx48f/u+19XSL/ydviCFlBu0zS6jL4B9yAsGNNEisna4YrCpU8kbOnEmVPeqaQ0iWamqnmFJgodeyC1GTaFPiDklfRdyIjGN+O+PzollruEY9+5udMMqcytRzljpLzNo7MlPZleFSHKR3Qc4A0UvYwbjKlHnIMQEeHoUN5/pzZs7G05No1WremXDk2biQz8xNiK9WA4acYfYnyLclM49xKJpdmUVMen5T6rAnftZs3bwIdOnTYtGmTm5ubo6NjwYIFjY2NjYyMChQo4Ojo2Llz54MHD5YvXx64c+eO1PF+AVlZWTlneW/Xrl2tWrWkDiqX2ruXKlV4+PreOWZmHD7MzJloa3/+ZgVJtGzJrVu4uLxuycxk4EAGDfq0v2bfDyMjo99//z171dPTM/u6SS4k8p88LIOUpbSKJqAYNdsyC0i+sPBlQ29U2MXPUWhb5+y8gAVnOGOVqTEvEGymoGEidfhC7qBXgZIXsPsLhRnxJ3hYziR4xtKsGec5X5ayz3jWiEbNaf6Up9nvkKNrzfiq+HSgV3M0TCGc5wtouJyWkfgC6OszYgQvXrBoEXZ2PHiAuzvFijF//qdNLFfECY89TH5Ezf5o6nL/EPPq80d5zq0UUwYJklAXNrC1tX1PH7lcbmdnB4SGhkod7xewcePGh39/otfQ0Jg8ebLUEeVSv/9O69bkfDSyYkWuX6dBA6kjEz6XrS1nzzJ69BvPwi1eTLNmojT2u/Xu3bvs38OnlErl4MGDVbm1doTIf/IqFaq1dPfjqjkO/fFSoJUZeOd5oWFKHcxvORsXHZyz8yMejWMc8JdfVn6tipj1kjp8IVeRk783pZ+QvzeqTEKnc7+oc8SdG6ors5hlhNEBDpSl7AhGxPH6V74mBexYVZ/7vWldDZkm3GLfbxTfzoAkogF0dRk4EB8f1q6lRAn8/Bg2jEKFGDWKwMBPiM6yOF2WMT2AllMwtiboLhv7MaYg24cR7iP1qRO+L+rEZuvWrQ8ePPh/fby9vU+fPs2H0qQ8ISMjI+cF3W7dujk6OkodVK6TlUW/fkyc+EaVMHd3LlwQpQ7yPIWC6dPZuxdDw9eNR4/i4oKvr9TB5T4aGhrz58/PXr148eKuXbukDurd/ov6i8+ePTt16tT7+/j7+wO5Nk3MhfYy4QY79DAZyAED8pOW4hdQK91Vqf/UtFDF0zl7ZpDRjW6ppPaKkjeLl1FiCTIx0bTwDwoz7P4if2+CRpB4gYCfNcMXjSw409346QQmrGHNXOZ64jmRiX3oo8Wrsuk6lCzKLmuuVmD4GS48JeskSy+wpgnj6/GLAm00NenRg27dOHCAOXPw9mbWLObPp21bBgz4hPkv9M1oMp4Gv3BrF6cX8/wCJ+dzagEl61G9NxVaoxCV3IWvrn379lOmTAkMDCxTpkyxYsXKli1rYGCgr68PJCYmJiQk3Lx5M+Dvml8dOnSQOt5/a9WqVb5/f8rT0tLK+SCcoJaSQqdO7N37ukVTk7lzGThQ6siEL6d5c86fp3nz1wX9Hj7EyYndu3F1lTq4XKZu3bpNmzY9+HcZ2HHjxrVs2VKR+8q9y/6DlKNJkyaH35r3+P9FI5PliVljJXeZDWvproHmIA45Uh8IOej0sukVRYyGo/yWlnHZnJ0nMWkykwuna955mGFoPgqbGZ+5V+F7oSLGi+AxpD0HMKxDgT9uGegNZag33kARikxmcmc6y9+8gZzA2buMOslVdc0XE4ybMqk6A+U5r7Ncv86cOezc+eoB6vLlGTCALl3Q0/u0GANvc2YJVzeTngxgaI5TN6r3xkpU9fiK7O3t/f39/fz81LdBvkNJSUm1a9e+fv36B3s6OTmdPHlS71N/sD9CWFiYlZWVpaXlli1bAB0dna/07UhNTXVxcQkLC1Ov/vTTT1OmTPkaO5JEQEBASsqr+i62tra6urqfsZHYWHn37vmuX3998cXUVLlmTXTVqulSH99Xt2vXrkGDBqmX69Sps3HjRqkj+uoiIuQ9e+a7efP1t1tXV7VqVXTt2mmft0FfX9+MjAz1cpEiRb6ZsiLPnj2rV69e5t/DpBYsWJBzdqAvKCYmJjz8VYVYT0/P0qVLjxgx4iPf+1/kPxcuXNi0aVPWe+eGj4iI2L17t1wuz/qkKeS/S8+5OJe6maR1ZUUN+gLxp8c9qzlNJaPY88VGxQbk7Hyd6844K8k69VRVK6MUjjeQ60h9BEJeoEonfAmhU8iMBoO/+EAAAIAASURBVDBuTIHf9+gFTWDCAx4AZSk7lanNaf7W+xI5f5Ehp7kZDUA+jJowwZXhcnLcdQwOZvly/voL9UcrExO6dqV3b8qX/7QgU+K4sonzfxF4+1VLEWecu1G5A3qmUp/Bb5DIf4C0tLTFixd7eXldvnz5n39AZTKZs7Nz27ZtBwwYoP1ZY979/PyOHTv2ng7x8fG//PKLvb39mjVrvuqRbtu2bcWKFeplbW3tjRs3mpmZfdU95i3h4TqjR5f393+d4lpZpU6ffsfWNlnq0P4L586dmzjxVSGlGjVqfCcDw9LT5TNnOp46ZZHdoqmp/PXXB9WrR0odWu4yb968/fv3q5ft7OzWrFkjyzmI6iu4dOmStrZ27sp/PsaNGzcqV66soaGRKcpqfMhORh5nTn2GuzEHSH92+pFJvcz8qgLXmllX2Z+zZzLJlan8iEcjwmSzgzUocRH9KlKHL+QpWbGEzSN8PlnxIMOkRZb1hI16DyYxyQ8/oDKVxzO+JS1lvPGrLZFLZxjszXX1gCEzDBsxvDoT3rgXlJ7Ozp0sWcLFi69aqlald286dnzjUeuP4X+dc39xbeurKVM1dSjXHKdulG6IxjdyRS03EPlPTuHh4T4+PjExMbGxsYCJiYmJiUnJkiXz58//bzbbokWL7M8N7/G185+UlJQuXbqoDw3o1KlTnz59vt7u8pygIN3hwytGRr5OcR0cEqdPv2tm9pm3AvKc7zP/AVQqNmwovGGDffbHZw0N1dixj+rWDZM6tFwkJCSkW7du2bc0Jk+eXKNGja+6R5H/fPtSiX/OxVI0kCFXRgc+eVk8uUyq8Z0CRcsHvlXQogtdNrO5TJr2tYdpOpbjKfDtPLog/KcyowibRfhilEkARg3TrUYuN3w4nekhhABlKTue8W64vfVEXDIPTzHgLGfjUQHGaNemfT0WamPyxvbv3mXVKjZuJCYGQF+fNm3o1o26dT9tssD0ZG7t5vIGHp9EmQWgb8YPblTtRNHqyES5l39L5D//gfPnz3t6er6nQ0pKiqen59fOf9avX79+/Xr1sr6+/ubNmw0/9arEt+vlS91hwypGRLxOfipUiPnjj/v6+t/RB5jvNv9R27vXZuHC4tmfoOVy1fDhT5o0CZE6rlxk2rRpx48fVy8XLVp0xYoVX/UWkMh/viOq1MTnt2zjnGO0A7VLmj1T6BXM+epc5o5ghKFK6/LD9FKycjheQyYGiAv/QkYYYXOIXE5WAoC+c6rV8FUmITOZFUggUIISwxnujrsubzxJn0rgKTzOcjiWLEAPuQs1G7DQmDcGqpGaipcXq1Zx9uyrOkoFC9K1K+7ulCr1aaHGBnNlI5c38vL+qxbTglTuQKV2FK7GV74L/w0T+Y+at7f3+vXr7927l5aW5ujo6OHhUbNmzZwd+vXrd+XKFeD27dtffO/q8T8FChRQj7jQ0tL6l3ec/ik+Pr5u3brqYt/A4MGDPTw8vs65lExkZGR6+qtROvnz59fS+ti/j8HBml27FgoJeX1juXHjhBkzQrS0csWnqf/MwYMHsz9r1q5de/ny5VJH9F/bvdt4wgSr7EEbMhnjx4d37Rrz8VsICwvLvkNiaWmpofFN1aZ6/vx58+bNs0f1//XXX1/8FlBSUlLc35XId+zY4eDgIPKf74BS6X+6aGS9F4poeclMb22LN0qQnORkIxplkeX1nNZxCkpeQa+i1BEL34TMaCIWE76IzEgA7WLplgPWm8mny+f74guYY96f/gMYYIllzvcpSfHml5OsDScZ0ITS2NZnRFH6y3jzk4evL56eeHry/PmrlnLl6NiRjh0pXPjTog2+x7UtXNtK5ItXLaaFqNSGSu1wcBF3hD6VyH+AsWPHTp8+/a3GSZMm/fbbb9lXN+vXr3/y5Em+TlFTdf5jamrq5eUFGBkZ/fDDD192F1OnTp0wYYJ62dzc/Pnz59/ezZ+bN29mf3KqVKmSsbHxx7wrIIDatXnx4nVLr16sXPlpN6q/DevWrfvpp5/Uy/Xr18++0v9d2bYNd3f+LmGATMbKlfTu/bFvv3TpUmpqqnrZ2dlZR+dbG57drl079a8poHr16ufOnfuy2w8KCvLxeTUNxvLly6tWrfrx+c/391/2WxFyzDWy3gt5iqxo3Ma3kh9//DvSMZPM8WHarWNVFPhDJD/CF6PIh/VvlPWj0Hy07Enz0QoY2ufur0+DWmzNWFiFKhFE/MEfdtj1pOc1rmW/T45ubRb/QVI/5ttjnQm3CZjDkGkYnsUthfuvd1GkCBMn4uPDuXP06UO+fNy9y7hxODjg7My8efj7f2y0NmVp9SdTnjP6IvWHYWZHTCAnFzCrBqNs2NiXuwfISJX6nAp5xokTJ/6Z/ACTJk16Z3telJ6evnTp0uzVX3755dtLfj5PcDB1676R/HTv/p0mP4Jahw54eZFd6ESlon9/cuuENxIYN25c9vL58+e9vb2ljug18b82T4o83vFlw8uyLAo/n6JfuFPOl1JIaU3rSCKbJBpMDkrFpA1Wo6SOV/jmyPWxGEKZZzh4YVCTrDiNsPkd7g696pPvXOKU1rTMIGMta6tStQpV1rAmmdcFkSoxZCwvJ3CxMi4ayP1J38zO3yi7gUK+TM3kVS1LZDKqV2flSkJC2L+fLl3Q1+fyZYYPx96eypWZNo0nTz4qWpmMIs64zWXqC8ZeocEv5C9CfCjn/mJJc0bkZ3lbLqwhPlTq0yrkdvPmzVMvTJ069fHjxz4+PsuWLVNXRRs3btzOnTulDvAL2LZt28uXL9XLhoaGffv2lTqiXCE8nLp1X9+TBrp0YfVqkfx875o3Z/9+ssunZ2XRuTMfmvPye1GpUqVGjRplr/75559SR/Sa+I+b9yRcnhpQZxsyCt3qZVJmXM6XVKh60/sWt4plGGx6lijXLU3h9SBGOwhfh0wDkzaUOIvjTcx6INci/mj1JxN23b36NKzfyKw+Zphd53ovetlgM5jBt7iV/daCOPfhwkzCm+JhjGE8XCBoFhPmYH0Cpyg8s0h41VVLi2bN2LiRsDC2b6d9ewwMuHGDceMoWZJSpRgzhgsX+JjS+TIZ9lVpO5Opz/n1Di1+x64y6cnc2sWGXowqwNQf2PsrvpdelU8QhDfdv38f6NSp07hx40qUKFG0aNH+/fufPn1anQJ17979zp07Usf4by1atCh7uWfPnh/5YNi3LSWFli15+vR1S4cOrF/PtzVeQ/hMP/7Itm1kz/CZlkarVnzEJGHfhZyTJh89evTatWv/YmNfksh/8p749IMqBdaX65lXXvXWS4MZvJnNBiqt3T6JJpjisAe5gdTxCt8BvYrYr6XcSwrNR6cUGSEOQctm3V4V5FNqfUIvZ1XVWGIXsagSlSpQYQELIohQv08fsxYsmUHsQPaWpqoKmS/KHVyZSre/yHeVH2PYpiTp773o4ebGtm1ERLBnD926YWrKo0fMmEH16lhZ0aMH27e/KiL3QQXL0fRXxl1jWgBdllGuGZq6BNzk0BRmuDDCnBXtOLfy9cAhQYDo6GjAysoqZ2PZsmV37dqlUCiSk5NbtmwZFBQkdZifz9vbO/sDilwuz57g8numUtG7N5cvv25p0wZPT5H8CK81b87ata9vBiYk0Lgxjx5JHVYu4OzsnLM8TO55TljkP3mPtcuxkv7bCji9PdZwFKMWs1gHrd3PMkqnyCm8Ce2iUgcrfE80TLEYQukHlDiHmTtyPZ34c92err54+97t4MZD0lrkJ/8d7gxlaEEKtqDFZjYnkQTIkJelxWCuTCeoOePMME+CW2Su5sQcOnpieodGUazLJOrVjnR0aNmS9esJD+f0aYYPp2hRIiNZv54OHTA3x9WVKVO4fp2/K8+8j2lBavZnwH7mRjH4CHUHY1GM5BhuerGxH+OL8GsxNvbj2lbixfQO37uSJUsCW7ZseZ7zQSioWbPm7NmzAX9///Llyz9+/FjqSD/TggULspebNWvm4OAgdUTSGzOGzZtfrzZowNataIp5xYQ3de3KrFmvVyMjadKEiAipw8oFxo8fn728Z8+eZ8+eSR0RiPwnL5IrDPTt2r/1VNskJs1ilhaaO30V9eNV2EzBuLHUkQrfK4Pq2G+gfCj26zCsizKtfOjh+ff3Bd/J8gqv2zzTSYlyP/u70MUCi0502sveVFIBEwo0Y+pUwkZxoTruuuhFwEUylnF0ET9tweIWNcKZn8arei8oFNSuzZw5+Pjw6BGzZlGvHhoaXLzIr79SpQrm5ri5sXw5H/MLV1OH0g3psIA/nvLnC7quoFI79EwJf8a5lazqxC9WTC7DloFc30acmOfhe9SwYUMgNDS0ZMmS1atXz/l3ffDgwT169ACio6ODg4OljvRzvHjxYu/evdmrw4YNkzoi6a1cycyZr1fLlmXHDpH8CO82fDhjxrxe9fOjffvX1eG+Ww0aNKhcubJ6WalUrlq16t9t78sQ+c+3YAYzJjNZgcZmP62mMcnk64rVmH+/WUH4V+QGmHWn+EnK+mEzDb0KWpkxbQJP7btzOfiB4eJoZ9dMxxRStrK1Fa3MMe9Ah21sSyBBhswBF3c2zCKqHzsq0FQDzRA4j3IF55cybAvFL1E4kGHxHFfx92zrJUsyciQnThAVxd699O+PgwPR0ezcyc8/U6wYdnZ0787atfj6fjh4M3tq9KXfDuZEMPYqbWZQuiHa+rx8wJkl/NWRUQX4tTjre3JxLaGPyR0TCQhf2/jx49W3gDIzMy9cuHD27Nnsl2Qy2fLly5s0aSJ1jJ9v4cKF2bORlC1btlatWlJHJLGjRxkw4PWqtTUHDmBkJHVYQi72559v1L8+c4bhw6WOKRfIOYHYunXrMnJBUijynzxvBSvGMEaOfF2AbtuoJEzdsF8rah4IuYhWIazG4HiL0o8p8Du6ZSxSYwa8uHT+ziO/Bzozosr8kGmfSOJ2tnekoznmzWi2nOUBBGiiU4l2P3NgDlG92FSOJupE6BKsw28Z87fS4DgmT2kUxtwU7r3anYEBLVqwbBnPnuHry8qVrx6KCwhgwwZ69sTBAVtb3N1Zvpz79z/wjJxcA/sqNBzF4CPMi2HUeVpNpXQjdAwJ9+HiWtb3ZKIjI8xZ0pzDf/LkNKkJH3FShDxJV1f3ypUrI0eOfOeUo9ra2vv27Zs5c6aNjY3UkX6yhISEtWvXZq+OGDHiq07Wnvs9f06HDmRPSaivz/792NpKHZaQu8lkLFtG3bqvWxYvZs0aqcOSWseOHU1NTdXLYWFhOe8zS0Xx7zchSGs722XIVgbqd4lIwKQVhTchE99WIVfSKYH1r1j/SuojYvcSu9s26doov/ujwF9LvtvCZrep7IJW0EEOHuQgUI5yTWjShCbOOFelc1U6pxJ/n8O32X2Pg1EkRsENUnU5WpCjtmCPhTn1DaltSG1tigEULkyfPvTpg0rF/fucOcOZM3h7ExjIxo1s3AhgYoKLC05OODlRrdr7ru5qaOLgioMrjUGZReBtnp3j2QV8LxL7krsHuHsAQCbH2hH7qhSuil1lbMqh+Nip5YXcz8jIaNasWbNmzYqJicmeQDObhobGL7/8Mnz48IcPH/r5+Ukd7CdYvXp19uFYWFh06NBB6oiklJpK+/Zkf3s1NNi8mS89zazwbVIo2LaNqlVfTxXl4UGpUjg5SR2ZdHR1dTt37rxkyRL16sqVK9u1aydtSOKDcp63KW1SaMCdCvFRGDejyDZk4sFkIdfTccTKEasxZLwkdh9x++wSzgwNChwaRLiCA/n0D+UzOaYXdVd29y53pzPdEMM61PmRH3/kx8p0qEyHTNKfcuYOe+9xIIoAH/ABGeH52WzDZhsoRAET6hrgakB1XUohk1O2LGXLMmgQKhUPHnDuHBcvcv48fn4cOsShQwByOY6OVKtGlSpUrky5cmj9n9RFroHdD9j9QL2hAFH++F7E9zIvrhB4m5cPePmAi2sBNDSxKYvdD9j+QKEK2JRFS0/qb4DwBZiammZf0XyLhoZG2bJly5YtK3WMH0ulUi1evDh71cPD49ubiv6TDB/OzZuvV2fNokULqWMS8o78+dm9G1dXkpIA0tJo25br17G2ljoy6fTt2zc7/zl58uTz58+lLa8i8p88LuG0la+bVWYURg1x2IlMXGYW8hTNApj3x7w/yhQSzxJ3yCLucM/wZz3Dk9JlnDPgYD7Do8YaDzVj97FvH/sAG2xqU7sWtWpRqxNLOrEklMf3OXSfwz54R5AeAbdBg5eWbLRmYwGwxsQYVwNc9HHSo4qGzJAyZShThp9/BggO5sIFLl3iyhVu3uTBAx48ePW8gpYW5cvzww9UqkTFipQpw//7UGhmh5kdVToBZKYTdJsXV/G7iv8Nwp4QcJOAm/AXgFwDi2IUqvAqF7Ipi2khqb8Nwvfu3Llz2RXtdHR0flb/1/hebd/OsmWvV1u0YOhQqWMS8pry5dmwgXbtXg0OffmSjh05ffr7nTC3XLlyTk5Oly9f5u8qCNOmTZMwHpH/5GURSwkcgioT4+YU2YZMW+qABOFzyXUxaoRRIwpBmi8JJ7XiT9ZLOFXPPwII1uS4EcdNdE8aqoI1gjexaRObgAIUcMXVFVdnqg9gkIoMH8495uRjTgZy+yXKl3ADNIjNz0FrDlqCBfJ8lNKnmh5V9PlBl3IyGxvat6d9e4D0dG7e5OpVrl/n+nWePOHaNbLna1MocHSkfHnKlaN8ecqWfffVPIUW9lWxr/pqNS2RwNv43yDgJkG3CXlE6GNCH3Nt66sOeqbYlKVAaf7H3nlGRZF0Yfgdck4CAiKogIKCIkZUFNOqmMCcc0TXNSumNUdMn7tiTohpTWteRUDEhAoqCggYEAOC5Bzn+9FDdw8gEqdnmHqOZ09VdbpdM8v07br3vUbNYGCFetZQ1+f68yBIFyepWFAAgIuLi76+9H4DIyKE8tfNzXHiBKQ7E4pQSQYNwtKloB/y/f2xcycWLODaLO6YOnXq46JCWseOHVu7dq08d1qKAv8nPT3d19f3+vXrb968SU5OpoKAjYyMDA0NDQ0NHRwc+vfvr6ZGKmmKDfw8fJqNHwcAHgzcUG89kbIg1B4UG0GxEXSnAnxkvULavXrp/hNS7k9IiOMDYUrwU8c9ddl7GrJfZb/+g3/+wT8AVKDSBm3ao31btB+H33WgEoF7kfCPgP8XvPqOgqLaPYWaeK2P1/o4rAfoQkENNipopYKWKrBVVrCRoRKBKNLSEBSEoCAEByM4GOHhCAlBSAhjqq4umjdH06awtkbTpmjWDDo6JW5HDeadYN5J0M3PxdfXiHmBL6/wJQSfXyH9ByL9EenPHKJaB0ZNYWCJuk1gaAUDS+iYQoZUWyTUCLm5uRcuXKC7Y8aM4doizsjOxtChSCtSMFFSwrlz0NTk2iwJwd8f//sfXr/Gp08wNUX79li6FE2aFN/t4EFMm4aDBxk/Mz8f7u44fBifPqFOHTg7Y9MmwbRPmYLDh4UONzCArS1WrkSHDlzfcDlYvx5Pn8LbW9Bdvhw9e6J5c67N4oiRI0cuWLAgOTkZQGxs7JUrVwYPHsyVMXIAvLy8XF1dU1NTi22LiYmhGh4eHvr6+vv27XNxceHKUAJD/g+8G4x0f8gow/QwdEZybRCBUEPwoNwCyi2gPwcAssN46febpj9smvbYNf4tUBCmhIdqeKCGR2py4YqZ93DvHgR6xIYwbIM2drBridXDYZ6ND+/w8B0eRuNZCtJTICghJINcHTzXw3NdoA6gAxk1WCijhQpaKKGZsrq1YhcH0CrA2dkICcGLF3j1CiEhePUKP37Axwc+PozJenpo2hRNmqBJEzRtCgsLNGggVCheTgEmdjCxY0ZSY/ElBF9C8C0MX9/gWygyEhB5H5H3hY7SM0PdJtC3gL459MygZw6d+uCRFx+EqnL16tXExESqraen17NnT64t4oxVq/DqFdPduRMtW3Jtk4SwZIlQoaTwcISHw9MTV66ArQkfGopVq4of6+YGd3cAMDBAXBw8PBASAn//0pfdYmNx6xZu34a3N7p25fq2f4WMDI4fR/PmSEgAgJwcjByJZ8+grMy1ZVxAqSDs3buX6h44cIBL/+fu3btjx47l/6p4RVxc3JAhQ/z8/BwcHLiylSAgdiPS/aFgDLNLUGnNtTUEgqhQsoKSFXSnAUD+D2Q8tsp4bJXxdPLnZ8hP/CGHx6p4qoqnKghU5X2T+0anDAHQha4tbG3Q0hZjDKAih7hvePERz2IR9gMFP4quwEOhFt7q4G0dnNMGdABNqCqjqRKslGClpGSp1KapYpuJPDpyOCYGoaF4/RphYQgJQVgY4uNx7x5YZWGgoIBGjdC4MSwsYGYm+GdqCrmik2gYQMMAVqyHzuQviA1H7Ft8C8X3t4h9i+TP+BaGb2FCEyKngDoNoWcG3YbQa4Q6DaHbELoNoUzeVxMqADv4beTIkRxGpHBLYCB27GC6w4ZhxgyubZIQEhLaUM6PrS3Wr4elJd6+xfz5ePsWI0bg0ydoaWHdOjx8iNu3i1ccyMoSZFvt3o05c/DkCdq3R0AAnj9HUc1M6OggOhoA8vPx+DFmzEB0NDZulAD/B4CREQ4exKBBgm5oKJYtw86dXJvFEdOnT6f9nzt37kRFRZmbm3NiidyWLVso52fUqFHOzs7W1tbq6urq6uo8Hi89PT0lJSU4ONjT0/PWrVuFhYU7duwg/g/31JkI8FB3IeSlWEmEIOXI6UKzHzT7Cbo573Qzn/XLeN4vPRhxL5D/450inqkgWAXBKghSwQ+5H97w9oYgCkEWso3QqBmaNUYvPSirIUsBcZ/x4hvCkpCfBLwruo48MnTwVAtPtQBtQAvQgLwSGimhiSIaK9W3UKxvrthrqAKMBTGoMTF4+xbh4QgLw9u3iIxETIzgXSgbeXmYmKBhQ8G/Bg3QoAFMTWFoCB4PWvWgVQ+W3Zn9czMRF4m4SHyPRFwk4qMQ/w7JX/H9Lb6/LT45KlrQMUUdU9RpAB0TaNeHtjHqmELDgATREYqRmJh48+ZNujt69GiuLeKG3FxMnoyi6q8wMYF4FKmXDCIjpwAwNERAAFRVAQiqrNnYIC0N3t4YMgReXnj7tpRjfXyQkQEeD+PGAUC7drCyQlgYrl5l/B8eD3QGRu/e6NsXe/cKVlQkAhcXTJwIurzW7t1wcoJ0rrM2b968bdu2gYGBAPh8/qlTp1aVXBAUCXJBQUEAhg8f7uXlVWybhoaGkZGRlZXViBEj7OzsXr58+fLlS66njgAo28B4O9dGEAjihKIZFM2gXVSxJPezWdYLs6yQ4VmvkPgG2eEx8nkvlRGijFfKCFHGW6WCSF5kpCAIDgBWYuVanMhHzhe8/oyXX/H6C0K+4HUqYr8D31mX0kbeELzNhtAvOQ+KimioCAvD+stU6/dAjx7MtqwsREYK/r17h6govHuHz5/x7h3evStxI4owMYGJCVauZOLuACiowLgFjFsI7Zybifh3+PEePz4U/XuPhGhkJiMzGZ9L/LmWlYeGAXTqQ9sYmkaoZ40Ok0hmt5Tzzz//5OTkUO3GjRu3bdu2aueTVDZswOvXgjaPhwMHoK7OtU0Sg3J6ekMAU6cKnB8Ka2tERKCgAFStYPoVkJwc42cCgoUdHR1oaQlGGjZEWBhTPAcAn4/0dADIz0dgoKBaAdf1YyrG7t24dw/v3wtuZ/p05vsmbUyZMoXyfwBcvHiRM/8nPT0dgEmZNY1lZGRMTU1fvnwZGxvLiZUEAoFQARSMoWDMrA7x8+pnh9fPDu2XFYbkcMSG5+aEh9ftHWY0MhShYQj7iI92sAMgB0VTtDIFU+YwHT++4nUswr8iNBbhsQivg/pN4ZGDyBxEZCMyB5E5iMpDbDbCsxGuiIaqEK5yp6yM5s2LZ7zm5ODDB8G/jx/x4QOio/HpE75/F3hK1tZC/k/pt6kiUNAuRvoPJEQjMRqJn5AQjaQYJH1G4iekxiIpBkkxzJ7GLWBKYmilGnbwm9QqH7x+LctW4p0wAb16cW2TJGEO8ABYWhbfYGHx64Op1DO240R5nsnJQvsUc0dnzYKbG9f3XRHU1eHpiS5dkJ8PAB8+YONG9O3LtVlcMGjQIFdX1/z8fAAvX77kqhCQnKmpaURExJkzZ8aPH9+sWbNSd/L39/f19cWv3CQCgUAQR3jyULaBsg2KilUqAM2B8mjwqEG3MRwbw7HYuIrw0YXIyMG7XESrldizdBQVYWlZyvNCVhaio/HtG9q1q/z9qulCTRemJYrV5+ci5ZvAHUr+AgD1SXK3VBMdHf3gwQOqzePxpDP4raCAN2uWcl6eoGtkhO0kwKJSVKWyDTsJnVqTLvts165h2jQJE1Lr0AG//85k/mzbBhsbZX39bK7tEjV16tTp3LmzT5Fu0MWLFxctWiR6M+SGDRu2fv36mJgYa2trCwsLGxsbNTU1VVVVAOnp6WlpaUFBQZ8+faL2Hj58eJWuRiAQCLURGagqo7lyuVyqMlFWLt0vqhbkFAR1WgkEAICnpyetftShQ4dGjRpxbREHXL1q9PIlkxfn4QFt7SqcThqJAvgALyqq+IaQEBQUQF8fRkY/PZiabSq8jYLSH69XjxmpUwc/fgAAn4+3b7F+Pby80L07Pn4UWjgSf9aswblz+PIFAHJz4e7ecOvWJK6N4oBBgwZx7v/ILF26tHVRillkZOTFixdPnDjh4eHh4eHh6el5+fJl2vlp3779kiVLuJ40AoFAIBAI1cCpU6fotnQu/qSnyx0/3pDujhyJAQO4tknyyFJT+wDg0CHk5jKjMTFo3hwtW4Klr1EKDRsCQFKSwMMBEBkJCPs/NDweLC0xbRoA/PiB0FCub72CqKsLaQw+e6bp41OXa6M4wMXFRaZoge/JkydfKI9QtMioqqoGBAS4u7vb29vzSkuE5fF4HTp02L59u5+fn4qKCrdTRiAQCAQCoepERUWFhQkU1RUUFIYNG8a1RRxw8mSDlBSB3reaGol8qyQWFocBfPyIHj3g64uYGPj4gCoYqaDwC6Gzbt0Eazh79iA3F5cvIyICgJAjSukfpKcLSlLv2SMYl8QFy2HD8NtvTNfDwzwzU67yp5NMjIyM2hXFePP5/EuXLoneBjkAioqKCxYsWLBgQVxcXGRkZFJSElWcVUtLS0tLy9LSUpcS7yAQCAQCgVArYMteOzo61qlTh2uLRM2XL8oXLzKrDEuXwpAUlagUdeoELlwId3fcv49u3YQ2tW2LrKxSDrl/H1On4uBBTJkCV1ds24a1a7F2rWCrkhL27gUtSlFS/wDAnDmQ0O/sX3/BxgaU7GJCgsKZMyaTJr3n2ihRM2jQoEePHlHtixcvzp49W8QGCDmd+vr6+vr6XM8JgUAgEAiEmoXt//Tu3ZtrczjgwAGz/HxBEI6JCebP59ogSWbbNvTujZkzBdFrNAEBaNYMV67AyUlo/N9/mfamTdDWxpYtSEkBAFVVZGfDwwMhIWjS5KdXpKLgJBELCyxejHXrBN0LF4wHDfrMtVGiZsiQIYsXL6byD/39/ePi4kTsgJRLrePbt28riqjENfLz89//Ck6C/wgEAoFAkEKys7Pv3btHd/v06cO1RaLm+XO1+/f16O7mzVBW5tomCScvT+D82Nri2jVEReH6dTRpgoICjBgh0LNetw49e0JGRuDqUMjKYu5cgTD07t1ITwelShgQgBkzwOcL/sXECJUrO3OG6xuuAkuWwMBA0M7KkvXykjp15QYNGtja2lLtgoKCK1euiNiAcgUdfv/+fcOGDVR7/fr1Fb3GxIkT2RUGyqCwsFDE908gEAgEgrTh5+eXmZlJtRs0aGBZQ5KDYszffzORb61bF4wYIVuFkxEAgFLIMjREQIAgpcfMDCYmsLFBWhq8vTFkCLy88PZtKcf6+CAjAzwexo0DgHbtYGWFsDBcvYoiiS54eYHPh7IyunbFjRs4dQpr10pqAWdVVSxbhjlzBN2rV+t9/pxnbs61WaLFxcUlODiYal+6dGnKlCmivHoV1NrLTZs2bczMzBqVCVVZSF5eXpQ3TyAQCASCFHLr1i26LYXBb35+ePlSIJzM42HjxiwJfYwWH7KyEBICAFOnCmlSW1sjIgJhYXB0BIDwcMFijqywvxkdDQA6OtDSEoxQunAfPgi6fD5OnACA3r0xdiwAvH+PJ0+4vu0qMG0aDAxyqHZurszGjVKngjB48GC67e3tnZGRIcqrl2u6tbW1q6KMOWfOnDm0k/sTvnz5YmxsrKenV75TEggEAoFAqCRs/0cKg9/YgSzt2ye0bSt1j57VTlSUoIZpyaVEC4tfH56YCEDIcaIED6ioOQDBwQK168GD0bcvFBSQmwsvL7Rvz/WdVxZFRUyc+HnTJjOqe+KE7JIlZeU71T6aNm1qYWERGRkJIDc39+HDhz3L1gqsVsq1/mNqanqyCK6miUAgEAgEQtX58OHD26IgJAUFhW7FFLtqO0+e4O5dpjt69EeuLapVyFQhrqioGC8AQWAbfTZPTwBQUEC/flBXF0hInz0ryBqSUJyc4uvXF4ShFhQwenfSgyO1LAgAYGckigBRxL8RCAQCgUAQE27cuEG3HRwc1NTUuLZIpGzcyLRbtkxq2jSVa4tqA+bmAo8lKqr4ppAQvHiBr1/LOlxbGwDS05mRtDSgqApqfj6oUr0ODuDzkZws8H/i4+HtzfWdVwFZWf6ECR/o7unT+PaNa5tES5cuXeg2N/5Penr61atXZ8yY4eDgYGNjY2JiYmJi0r59excXF1dX19OnT6ezv5UEAoFAIBAkE7bytbQFv716hatXme6YMdFcW1RLUFaGjQ0AHDqE3FxmPCYGzZujZUuwvnSlQGX7JCXhxw/BCCUlR/k/t28jLg4A7t6Ftja0tRnlAC8vru+8ajg6xhsbCwok5ebCw4Nrg0QLe/E5MDCQFmURAXIAvLy8XF1dU1OLvwKJiYmhGh4eHvr6+vv27XOhyvnWGN+/fzczMyv//nl5eZ8/f5aRkZGpyoJr7YXP5xcUFPB4PFlZomxTCmR+yobMT9lQ86OoqGhkZMS1LSKCFCqoBeTk5Eiz8vWWLUyQVdOmqS1bJnFtUe1h82Y4OeHjR/TogTVrYG6OyEgsXgwACgooO7OjWzeoqiIjA3v2YPly3LiBiAgAGDAAKAp+K5VLl5CZCRUVrm++svB4/EGDYv73v8ZUd98+LFsGJSWuzRIVhoaGZmZm7969A5Cbm/v48WORhePK3b17d+zYsXx20GVpxMXFDRkyxM/Pz8HBoSbs0NHRqVu37vfv39+/r3AR3IKCgoKCAtHMlyTC5/OJsHgZkPkpGzI/ZZOdnV2Jv1qSi56enq6uLtdWgM/n84hiV6UIDAykAzpMTEyaNm3KtUWiIz4e588zXZL5U7306YOFC+Hujvv3Uewh9sABmJRZ4UZJCa6u2LYNa9di7VrBoIsLrK2RmorLlwFgzBghR+iffzBsGDIycOUKRozg+uarQK9esUeONEpPlwMQHw8vL0yezLVNIsTR0ZHyfwD4+fmJzv/ZsmUL5fyMGjXK2dnZ2tpaXV1dXV2dx+Olp6enpKQEBwd7enreunWrsLBwx44dNeT/KCsrv3//PjY2tkJHPXnyZNSoUba2trt27RLNfEkWb968mTVrVtOmTffu3cu1LeLI27dvp0+f3rhx4wMHDnBtizjy/v37SZMmNWrU6MiRI1zbIo58+vRp3LhxjRo1unPnDte2iA5DQ0NlkdeJ5PP5T58+9fX1vXfvXkREREJCQnJysqampq6ubuPGjbt06dK1a9c2bdoQj6g8BAYG0u3OnTtzbY5IOXaMCc0yNc1p3z6Ba4tqG9u2oXdv/PUXQkLw9StMTGBnhyVL0KLFr4/dtAna2jh0CF++oH59uLhg3ToAOH8e2dkA4OoqtP/AgdDTEzgMEu3/KCsX9O379exZgYO4axcmTZLUukaVoEuXLocPH6baokwBkgsKCgIwfPhwrxJBlBoaGkZGRlZWViNGjLCzs3v58uXLly9rzhQVFZVGjRpV6BAqQk9TU5OdQUWgUVBQAJmfn0Nl/aqrq5P5KRUdHR0AqqqqZH5KhVLQkpeXr+gfLkL5SU1NPXHihIeHRyilfcsiJSUlJSXl3bt3VDZLs2bNZs6cOW7cOHVKN5fwE56waqa0a9eOa3NEB5+PQ4eYrovLD+l5xBQl3buje/df71ZSt01WFm5ucHMrPj5pEiZNKuUMCgqCpKBagIvLlwsXTKg5ef0ad++iRw+ubRIVbAm4J0+eZGVlieYVmwy1Dm5S5sKkjIyMqakpgIquzxAIBAKBUAny8vI8PDzMzc1///132vkxMzNzcnIaNWrUtGnTRo8e7eTkZF5UMv3NmzezZ882MzPbt29fvkRr4tYw7PWftm3bcm2O6PDzE6SUAFBURL9+ZPGHIC7o62cPHMjkcUhVyEX9+vUbUvIXQE5OzhNRFbWVMzU1jYiIOHPmzPjx45s1a1bqTv7+/r6+vviVm0QgEAgEQrVgY2NDrbApKyv3799/xIgRXbp0odYki5GYmOjv73/mzJkrV67Ex8fPnDlz9+7dYWFhXN+BOBIXFxcdLVA8U1BQaFGesKTaAjvM2dkZ2tr5KSlc20QgFDF9esGFCwKpoX//RVoapGclu0uXLh8+CHTA7927x14Rqjnkhg0btn79+piYGGtrawsLCxsbGzU1NVVVVQDp6elpaWlBQUGfPn2i9h4+fDjXs0QgEAiE2s/bt2/Nzc3nzp37y5A2HR0dZ2dnZ2fn9PT048eP79q1Kzw8nGvzxRT24k+LFi0UFRW5tkhEJCTg0iWmO3061wYRCMJ06lTYsCEoLyAzE5cuYdw4rm0SFY6OjseOHaPaIksBklu6dOmtW7eePXsGIDIyMpJSXC+N9u3bL1myhOtZIhAIBELt5/Lly/369auQ9rqamtqsWbNmzJhx7do1rs0XU54+fUq3pSr47cwZ5OQI2hYWcHREcDDXNhEILHg8jBzJFOc9eVKK/B+2EEtwcLBo5D1lVFVVAwIC3N3d7e3tS70ej8fr0KHD9u3b/fz8VCRXYp1AIBAIksPAgQPLcH4KCwsjIiI+fvxYsniDrKzswIEDuTZfTGHH1kuV/3PxItOWKnEtggQxejTT9vHB169cGyQqGjRooKWlRbWTk5M/f/4sgovKAVBUVFywYMGCBQvi4uIiIyOTkpKSk5MBaGlpaWlpWVpaikO1BwKBQCAQ+Hz+wYMH3dzcEhMTAZiamu7fv79Xr15c2yUB8Pl8KtaDQnr8n4QE+Psz3aFDuTaIQCiNpk1hZ4egIAAoKMDp01iwgGubRAKPx2vWrNmDBw+obkhISP369Wv6onLsjr6+vr6+PtfzQCAQCARC6Rw4cGDGjBkAtLS0MjMzo6OjnZycAgIC7O3tuTZN3ImKikpIEIieaWpqNm7cmGuLRMS//zJqyy1awMyMa4MIhJ8wZozA/wFw5oy0+D8AbGxs2P6Pk5NTTV9RhutbJhAIBAKhXPD5/OXLlwNwc3NLSEiIjY3t0KFDYWEhNUgoG7b4QZs2bWRkpOUBgB38NmgQ19YQCD9n5EjQYb/Pn0N6is7Y2NjQ7ZCQEBFcUVr+/BEIBAJBgvD09CwoKCg2GBMTQ61gLFmyREZGRltbe+bMmQCeP3/Otb0SwIsXL+h2mzZtuDZHRKSl4e5dpjt4MNcGEQg/x8AArVsL2nw+/vuPa4NEBfF/Kmi9jAwAEchESChkfsqGzE/ZkPkpGzI/Ncq4ceOaN29+8eJFtsJB3bp1FRQUADx+/JgaoRpUhW5C2bBrItna2nJtjoi4dg3Z2YJ2kyb4SZlDAkFc6NOHad+8ybU1ooLt/4SHh+fl5dX0FSXb/7G1tR0yZMiUKVO4NkRMsbGxGTZs2NSpU7k2REyxsrIaOXLkdFIJ4idYWFiMHj2ayrUglKRBgwbjxo1zdXXl2pDaScOGDUNDQwcPHtymTZv//vuP8oIUFRXHjBkDwMXFZcKECX369Pn7778BTJo0iWt7JYCoqCi6bWFhwbU5IoL9Bp0EvxHEH7b/c+cOSqyC1060tLTq1atHtXNzcyMiImr6inJVPwWHqKur//PPP1xbIb6oqKicPXuWayvEFyUlpVOnTnFthfiioKBw8uRJrq0QX+Tl5Y8fP861FbWW8PDwQ4cOrV+//vnz571793ZwcNi4cWOnTp127dr17du3mzdv0pPv6uo6Z84cru0VdwoLCz9+/Eh3zaRGBIBdTZHIBBLEn9atoa+PuDgASExEYCCkRNvFxsbmy5cvVDskJKRZDa/VSvb6D4FAIBBqJQoKCq6urlFRUVu3btXR0bl//76Dg4OTk1NkZOT169d9fHw2bdq0c+fOoKCgv//+W3pS+SvNp0+fcooqgNatW1dDQ4Nri0RBTAxop09REe3acW0QgfArZGTQsyfTlc4QOBGkAJHfDAKBQCCIKSoqKosWLXr//v2qVavU1NRu3rzZqlWrYcOGGRgYLF26dO7cuS1btuTaRsmAHfwmPYs/vr5Mu317KClxbRCBUA6KhcBJCWz/5/Xr1zV9OeL/EAgEAkFM4fP5nz59+vbt259//vnhw4cFCxYoKSmdP3/e2tp6woQJHz584NpAieHdu3d0W3r8H3bwW5cuXFtDIJSPbt2Y9osXyM3l2iCRwPZ/3r59W9OXI/4PgUAgEMSRa9euNWzY0NTU1MrKSk9P78qVK9u2bYuKipo+fbqMjMzx48cbN248a9asr1+/cm2pBMBe/zE3N+faHBHh58e0HR25toZAKB+GhjAxEbSzs/HqFdcGiYRGjRrR7U+fPtX05Yj/QyAQCASxw8/Pb8CAAdHR0UpKShoaGomJiZMnTz558mS9evX27dsXHh4+ZsyYgoKCvXv3mpmZLVq0iGt7xR0p9H8+f8b794K2oiLat+faIAKh3LRty7RZhYtrMxoaGurq6lQ7KysrKSmpRi9H/B8CgUAgiB0rV67k8/mDBw9OSEhITExcuHAhADc3N2qrmZmZp6fnq1evnJ2ds7Oz3d3dubZX3JFC/yc4mGm3bg1l5Rq/or8/hgyBpSVUVGBlhYkTUWoUz8GD4PFw6BAzkp+PzZthYQFFRRgZwdUVKSm/3kRz/Dh4PPB4aNVKxHNMqCnYBYqlxP8BYGRkRLdpLbgagvg/BAKBQBA7Xr58CWDevHkqKiqysrLLly8H8OXLl/j4eHofa2vrS5cuBQYG9mTrJRFKwOfz39NLIVLj/7AVpERQ7nXJEnTpggsX8PYtsrIQHo5jx9CsGW7cENotNBSrVhU/1s0Nbm6IioKODuLi4OGBfv1AFf4tYxPNiROCRlAQwsNFPM2EGkEK138A0CWAQPwfAoFAIEghDRo0AODv7091qYaampqOjk6xPdu0aXP79m2u7RVrvn79mpmZSbW1tLRKzmGthK0gxcqsrhFu3cLWrQBga4tr1xAVhevX0aQJCgowYgSSkwFg3Tr06QMbG8TGCh2blQUPDwDYvRvfvuHBAwAICMDz52Vtovn8WUjmzsuLm9kmVC+tW0NWVtAODxd8hWo97PWfmk7sJP4PgUAgEMSOyZMnA1i2bFn//v1Hjhw5dOhQABMnTpSlHwoI5SYmJoZuS4/4G9v/sbau2WstWQIAhoYICEDfvjAzg5MTzp8HgLQ0eHsDgJcXbt1CYWHxY318kJEBHg/jxgFAu3awsgKAq1fL2kTj5QU+H8rKcHICgFOniq8OESQRNTXBZw2Az0fNy0GLBWT9h0AgEAhSze+//z579mwA165dO3PmTG5urouLy5YtW7i2SyJJSEig23p6elybIwry8pjcGx4PNVpKPitLEGs3dSpUVZlxa2tERCAsTCA9Fx4OPh98Poq58NHRAKCjAy0twUjDhgDw4UNZmyj4fEHwW+/eGDsWAN6/x5MnIp5sQo3QtCnTZqXv1WZE6f/IcX2zBAKBQCAUR0ZGZs+ePVOnTvX398/Ozra3t+/YsSPXRkkqiYmJdFtKgt/Cw5mqKfXrM/5DTRAVJVhysbQsvsnC4teHUx8O23GiRLCSk8vaRBEcjNBQABg8GH37QkEBubnw8iJid7UBdpoeq3xXbUaU+gfE/yEQCASCmNK8efPmzZtzbYXEI4X+z5s3TLumk39oZKoQUsMOWuPxhM5WxiZPTwBQUEC/flBXx2+/4do1nD2LnTshR57vJBy2/xMZybU1IoG9/kPyfwgEAoEgjfD5/Js3b65fv54e+fDhw+TJk21tbXV0dOzs7MaNG/dKSkoDVg12JQ0p8X+oyDGKxo1r9lrm5gK3pGSQUkgIXrxA2Q9y2toAkJ7OjKSlAUC9emVtApCfj1OnAMDBAXw+kpPx228AEB8vyDgiSDRSuP5D8n8IBAKBINXk5OSMGDHCycnp5MmT1MidO3esrKyOHDny8uXLpKSk4OBgT0/Pli1bbty4kWtjxR22/6NVo6FgYsPnz0zb2Lhmr6WsLFhiOnSICboDEBOD5s3RsiVu3izrcCqlJykJP34IRqiX/fXqlbUJwO3biIsDgLt3oa0NbW3MmSPYjajA1QLYSiVSkv9jYGAgU7S4GRcXl5eXV3PXIv4PgUAgEMSOffv2nTt3ju5mZGSMGzcuJycHgIyMjLGxsaKiIoDCwsLly5f7+Phwba9YI4Xxb+wlF9Y75Zpi82YA+PgRPXrA1xcxMfDxgYsLACgooOzyVN26CTJ89uxBbi4uX0ZEBAAMGFDWJhQFv5XKpUsoEjwnSCqGhkzqV3IyWCImtRZ5eXn6BU1hYWFKyVq/1Yek+j+ZmZmrVq2ytLRUVlbW19fv3bu3NP/+ZWVlrVq1ql27durq6g0aNOjXr1/J2SAzBuD69eu8IjZTv1dkfgAA/v7+ffv21dXVVVNTs7W1/d///kc9aJL5AZCXl7d9+3Z7e3sNDY0GDRq4uLgEBQUV20ea56eGOHLkCIA6ders2bMHQFBQUGxsLAAnJ6fY2NiYmJi0tDR65WfHjh1c2yvWSLn/w8qprin69MHChQBw/z66dYOJCbp3F1TpOXAAJiZlHaukBFdXAFi7FoqKAq/JxQXW1mVtSk3F5csAMGaMQFaO+ke9NMjIwJUrop5zQvXC4wkWACk+feLaIJGgrKxMt7Ozs2vwSnwJJDs7uy27NC4AQEZGxsvLi2vTOCAlJcWKVoln4ebmRmaMTV5eHnuiNm3aROaH4ujRozwqep3FiBEjCgsLyfxkZWW1adOm2L3zeLzDhw/T+0jz/NQcKioqAGbNmkV1PYvedX/48IG9m729PQAjIyOu7RUdlB+ora3t4+Pj4+Pz7NmzXx7SniUHFhAQwPUdiAJjYz4g+Pf+fSk7PH/+3KeI5OTkarmotzff2ZlvZsZXVuY3acIfOZL/4kUpu8nK8gH+wYPMSH4+f+NGfqNGfEVFvrk5f9Eifnb2LzYdPiy4u4cPhU6ek8PX0+MD/H79anaGjx49Sn+pevToUbMXq6U8fPiQ/hJmZWWV3MHRkfkae3tzba5IMGelPUVERJS9c0xMDD2Bw4YNc3d3L/+FJHL956+//goMDARgbGy8YMECqi5eYWHhzJkz09l5gtLB+vXrw8LCABgYGMydO3fEiBHU+KZNm+7fv09mjObIkSPURJVEmufn+/fv06dP5/P5SkpKEydOdHV1rVOnDoAzZ878999/ZH5Wr1799OlTAGZmZosXL544caK8vDyfz//999+jizKspXl+ag4qvI1+/9esqICLmpoaezdtbW0ANRomUQuQtvWfwkLExgraPB4MDUV03e7dcekSoqKQmYnwcJw6hRYtStktPx98PqZMYUZkZeHmhnfvkJ2NyEhs3QpFxV9smjRJsOBjby90cgUFxMWBzxeqkUqQUNj/s7L+J67NsNd/srKyau5CEun/XLhwgWrcvHnT3d393LlzI0eOBJCamurr68u1daKGegcjJycXEBCwc+fO06dP03JJx44dIzNGkZ6e/ueffwJwpArRCSPN83Ps2LHc3FwAR44cOXLkyN9//3369OkmTZo0adLk2bNnZH4uX74MwMTEJDg4eMuWLUeOHDlx4gSAzMxM7yKJJWmen5qjXbt2AE6dOnXmzJm8vLwWLVr0798fwObNmwsLC6l9qFf4AEpdAyfQSJv/Ex+P/Hz6fqGkxLVBBEKloAQAKVgiJrUZ4v/8lPj4+MePHwOwsLCwtramBl2oqFjg+vXrXBsoUhITE3/8+AGgXbt2ZkVaIUOGDKEaISEhZMYo3N3dY2NjnZ2du3TpUmyTlM/PwYMHAWhoaNBfm549e4aHh4eHh69YsULK56ewsDAiIgJAjx491Km6g4CzszPVCA8Pl/L5qVGWLFnC4/GysrJGjhypp6fn4OCQlpYGYPv27TY2NmPHju3Tp0+7du2oBaKJEydyba9Yk0zXyyxaMavdUCLRFNIhd0eonUj5+k9mTYp4SF59LCocEAD9qMFuv2HXPJMCUlNTqZro7Md6WVlZqkGlsJMZ+/btm7u7u5yc3JYtW05R5RJYSPP8pKenv3v3DkCzZs1kZWWDg4NDQ0MbNGjQsmVLKvtCyudHRkbGyMjoy5cvUSzx0Q8fPlCN+vXrS/n81CiOjo6HDh2aMWNGXl5eSkrKw4cP6U2hoaGhVNF7AMCAAQOmT5/Otb3iS2FhYX7RaoiMjIyCggLXFtU47LfGrKcpAkHCkML1HyXWcm2N6h9Inv9D1zGgX8ey2+y3XNJAgwYNAgICig3SYTlUTAiZsT///DMjI2Pu3LmNSyuDJ83z8+3bN6qhqKjo7Ox8tShg3NDQ8MSJEz169JDy+QEwd+7cRYsW+fv7L1u2bNKkSXFxcb///jsAPT09KshNyuenRpk0aVLfvn2PHj166NChd6XV/+vUqdOkSZPGjRtHv/QRDenp6b6+vtevX3/z5k1ycjKVfWRkZGRoaGhoaOjg4NC/f/9ieUoEUUL8H0LtQMrXf2o0/k3y/B/6eUKV1kVnPW2QLNiQkBAqbAmAq6srpH7GQkNDDx8+rK2tvXLlylJ3kOb5of0fPz+/YuP9+/cPCwtr0KCBNM8PgPnz5//48WPLli2bNm3atGkTNainp3f37l09PT1I9/dHBNStW3fp0qVLly5NS0uLjY399u1bUlKSlpaWrq6ugYEBpdUhYry8vFxdXVNTU4uNx8TEUA0PDw99ff19+/bRYZAEEcN+a0ySfwiSi4YG087I4NoakUD8n4pRUr1XOgkICHBxcUlISACwatWqzp07/2xP6ZmxxYsXFxYW/vnnnxXK+pWS+WFXhZ8/f/6SJUsyMjJmzZp18+bN7Ozs9evXHzp0SJrnB8CDBw8owQM28fHxGzZsOHbsmNJPnq2kZ35Ehrq6urq6uoWFBbdm3L17d+zYsVTEYxnExcUNGTLEz8/PwcGhhiyRk5O7d+8eAAUFheDg4DL2ZFvL5/N/9j91beLNG2OgN9VOTPxy6NDNkvvExcVR0i8AwsLCpCEssHqh8h4pYmNjpeF7Ve18+/atoKCAakdERJRcxw4MNAO6Uu13794dOlT7BXXoF0kAbt++XbYLlJ6eTr2ClJWVrejPruT5P3RpWLawLN02EkGdM7GEz+fv2bNnwYIFVJz3+vXrly1bRm2S5hmjYlTMzc1nzpz5s32keX7oe2/atOm2bdtkZGQAHDt2zNDQsLCwkNJ/k+b5+f79u5OTU3p6upKS0vHjx3v37p2QkLB06dJz586dPXtWS0tr37590jw/UsiWLVsod2LUqFHOzs7W1taUY8bj8dLT01NSUoKDgz09PW/dulVYWLhjx45K+D/fv3/39/cvYwdqUVFJSWnNmjUVPTmfz586dSrXsygCnGn/582bZ9Jxy1zy+vVrMsk1w0ja/wkMDAwMlK5JPnHiRMn3jz+jT58+FTq5BPs/aSyFFzrIxFBkOv/iRE5OzsyZMykhbBUVlePHj9NaXpDuGaPej0ZFRSnSxRSKcHNzc3Nzy8rKkub50dXVpRp2dnaU8wNAX1/fyMjo8+fPnz59gnR/f86fP095MtOmTRs2bBgADQ2No0ePXrp0KS8v79ixY3v37pXm+ZFCgoKCAAwfPtzLy6vYJg0NDSMjIysrqxEjRtjZ2b18+fLly5eVuMSMGTMo1XVCFWAvzNZkCXkCgSCZSJ7/06RJEx6Px+fz2Sv+dFsKnzYKCwsHDRp048YNAKamppcvX7a1tWXvQGasbKR5fgwMDKgGpaJOkZeXFx8fD6BBgwZSPj9UKCkAfX19elBZWVlDQyMhISEnJycjI0Oa50cKofxhExOTMvaRkZExNTV9+fJlLF2DsyLMmDFDXl6+jB2ys7OvktqWvyCP1Zav9FkIBEJtRfL8Hz09vfbt2z969Cg6Ovr+/fsODg6FhYWenp7U1poLthZbtm/fTjk/Ojo69+/fpzR5yYxRdOrUacmSJeyRgICABw8eAOjcubO9vb2srKw0z0+dOnU6deoUEBDg7e0dFBRkZ2cHYPv27ZRyOiXiLM3zY2NjQzXOnTs3d+5cSuHg2rVrlF/UoEEDKvZJauenRpGTq9jPEy3xXKOYmppGREScOXNm/PjxzZo1K3Uff39/qu5t2W7Sz+jVq1evXr3K2OH79+8GBgb5+flU2YNfSlrz+fzbt29TbR6P99tvv4lgorglPt4qKEjQ1tWt36pVKfOZm5tLF9JVUFCgF8AJ5eTbt2+vXr2i2np6etTPB6FC5OTk0Ol5ioqKJTNYvn1rXjTHMDQ0bN68V0VOL5G8efPm8+fPVLtp06Yln2nZFBQU5OXlAVBQUKiw5CZfAnF3d6eM19DQGDBgAL3coa+vn5aWxrV1IiU/P79evXrU7derV6+7MNOmTSMzVow///yTuvdNmzbRg9I8P0eOHKFuVklJqW/fvh06dKC6MjIyL1++lPL5+fHjB73yY2hoOHjw4K5du9I/UYsXL5by+alRKvqrKRqraHVNABYWFoMGDRo3btzMmTNnzpw5duxYZ2dnts+zatWqmrCBWlbS1tb28fHx8fF59uxZ2fvTCdbU/9eimShu8fHhA4J/jo6l7/P8+XOfIpKTk7k2WfKgQu4pevTowbU5EsnDhw/pL2FWVlbJHU6dYr7JI0dyba5IGDNmDP29OnHiRNk7x8TE0BM4bNgwd3f38l9I8tZ/AMyePfvcuXOBgYGpqalXrlyh/6x7eHhIW8mF0NDQL1++UO0vX77QbQo6qInMWNlI8/yMGzfu0qVLV69ezc7Ovn79Oj2+bt265s2bS/n81KlT59SpU/3798/Kyvr27duFCxfoTZ07d163bp2Uz0+N8uzZsyVLlty9e5fqKigoiIOq3tKlS2/dukVJg0RGRkZGRv5sz/bt2xdbfCaIDHbNn5pU0CUQaha2kruUKBSyBd+Ua7J6l0Qu+CoqKvr6+q5cubJx48ZKSkoNGjQYMGDA3bt3Bw0axLVpoubjx4/l2Y3MWNlI8/zIyspeunRpz549dnZ2KioqhoaGffr0uXPnDq0fKOXz071798jIyJkzZ7Zo0UJVVdXIyMjR0fHYsWO+vr500JE0z0/N0apVq2vXrrVu3ZrqpqSkZJeJaKxSVVUNCAhwd3e3t7cv1R/j8XgdOnTYvn27n5+fiooK17MopbB16UX11SAQqp+iFFRAuBZqLUZk/g+PX/EwAwKBQCAQRMDZs2dHjBgBICsrS0nMKlnGxcVFRkYmJSVRBSi0tLS0tLQsLS1pWcUagsr/0dbWphYkNTQ0WrVqVcb+fD5fVlaW+q3n8Xh5eXkly4zUMt6+haWloN24Md6+LWWfoKAgWqfRzs5OU1OTa6sljGPHjk2cOJFq9+jR486dO1xbJHk8evSIfndjb29f8k/c8uXYuFHQXrsWP6niXqvo3r27j48P1fb29u7evXsZO3/+/JlehN+3b1/btm0XLFhQzgtJZPwbgUAgEKSB9u3bc23CT9HX12cLA4otPB5PQ0ODetbn8/kpKSkVKgYtibAX3lh1uQgECYNVohza2lxbIxIyMzPpdo2u/xD/h0AgEAhiipGR0R9//AGg1i9Z1Cg6Ojr0WkdiYmKt93/q1gWPByq65ft3FBSAfH0Ikgg7/q1OHa6tEQkii38j/g+BQCAQxBR5efldu3ZxbYXEo6Oj8+HDB6qdmJjItTk1joICdHURHw8ABQX4/h1GRlzbRCBUHPb6T21/ayGAncxJ9A8IBAKBIF28fPmSk2NrJewFH2nwfwAUFYYAAGFhVAJBYmD/z6qlxbU1IoHovxEIBAJBerG1te3Vq9edO3fKL9LD5/Nv3brVs2dPugQTgUIK/R/2gs/Xr1xbQyBUik+fmLahIdfWiAQS/0YgEAgE6UVbW/v27du3b982MzMbNWrUiBEjrKysSpWc5vP5b968OXPmzKlTp6goL20pyRQuN+wJSWKH1NReyPoPQdJJTRXEcAJQVBT6StdW+Hx+amoq3a3RAnrE/yEQCASC2BEVFbV27dq9e/e+e/du3bp169at09XVbdu2bePGjbW0tFRVVTMyMpKSkiIiIgIDAxOK0oTl5eVnzZq1UhpkYitCHVbqdAI7pbr2QvwfgqTDrq7cqJFUaHjEx8fn5ORQbW1t7RotoUb8HwKBQCCIHTo6Ort27fr9999379594sSJlJSUHz9+3Lhx48aNG6Xur6mpOX78+Dlz5piZmXFtu9ghhes/xsZM+/17rq0hECrOu3dMW0r+qn1lxaoa1bBoCfF/CAQCgSCmmJmZ/e9//9u0adOlS5d8fX39/f2joqLorTwez9zc3MHBoVu3bi4uLjX6slCikUL/h65/CuD1a66tIRAqDnv9x8KCa2tEwhfWWm29Gg74I/4PgUAgEMQaVVXVMWPGjBkzBkB+fn5SUlJKSoqmpqaOjg6pC1QepFD/wNqaKQH09i1yc6GgwLVNBEJFkML1H1H6P0T/jUAgEAgSg5ycnJ6enrm5uZ6eHnF+ygnb/5GS/B9NTZiYCNp5eXj7lmuDCIQKEhHBtKXE/xFl/BvxfwgEAoFAqM0YsqRzP7EldWs11tZMOySEa2sIhIqQn48XL5hus2ZcGyQSiP9DIBAIBAKhejA1NaXXyr58+cKusFGLYfs/JAWIIFm8fo2MDEHbwAD163NtkEj4/Pkz3TZma5jUAMT/IRAIBAKhNqOgoGBSFA3G5/PfS4cgmo0N0371imtrCISK8PQp027blmtrRAXJ/yEQCAQCgVBtmJub0222hl4tpkULpv34MQoLuTaIQCg3gYFMWzr9HxL/RiAQCAQCoUpIof/TtClo3YeEBLx5w7VBBEK5Yfs/7dpxbY1IyMnJodUp5eTk9PX1a/RyxP8hEAgEAqGWw/Z/3rGFdWsvMjLo1Inp+vlxbRCBUD4yMhAaKmjzeGjdmmuDREJMTAyfUqwHDAwMalrek/g/BAKBQBBT/P39J0+e3LZt2xYtWowYMcLf37/YDtOnT7e1tbW1teXaUnHHjCWgKyXrPwC6dGHa9+5V88n9/TFkCCwtoaICKytMnFi6yvbBg+DxcOgQM5Kfj82bYWEBRUUYGcHVFSkpv940ZQp4PKF/hobo0wcPH3I9y4Tq5uFD5OcL2o0bQ0uLa4NEwhvWEi37fU0NQeqfEggEAkEccXNz27x5M9199erV2bNnV69evWrVKh6PRw2+e/fu5cuXXFsqAbD9HylZ/4Gw/+PvDz4fRV+cqrJkCbZuZbrh4QgPh6cnrlyBkxMzHhqKVauKH+vmBnd3ADAwQFwcPDwQEgJ/f/B4ZW0qSWwsbt3C7dvw9kbXrlzPNaH6uHWLaXfuzLU1oiKEpVJvzVZvrBnI+g+BQCAQxA5vb2+280OzevXqUscJZWNmZiYjI/jFj46Ozs3N5doiUWBry7w7j49nYoqqyK1bAufH1hbXriEqCtevo0kTFBRgxAgkJwPAunXo0wc2NoiNFTo2KwseHgCweze+fcODBwAQEIDnz8vaRKOjg7Q0pKUhKQk3b8LUFIWF2LiR64kmVCs3bzJttjtdu2H7PzZs9caagfg/BAKBQBA7du7cSTU2bNgQHh4eGRnp4eFRp04dAMuWLTt//jzXBkoYysrKtJ5SQUHBx48fubZIFMjKCqUA3b1bPaddsgQADA0REIC+fWFmBicnUF/JtDR4ewOAlxdu3SpFdM7HBxkZ4PEwbhwAtGsHKysAuHq1rE00PB7U1KCmBi0t9O6Nvn0BICGB64kmVB/R0QgLE7Tl5dGtG9cGiYrXrCpdxP8hEKqKs7Mzrxzs27cPgLu7O9V1dnbm1mw+n+/o6Mjj8ebPn1+e/b29vXk8nqam5vfv37m1nECoFqjfwpEjRy5btqxJkybm5uYzZszw9fWlXKDx48eTsLeKIoUScIDQ4+OlS9VwwqwsUO+pp06Fqiozbm2NiAiEhcHREQDCw8Hng89HsSzu6GgA0NFhFqYaNgSADx/K2kTD5yM9HenpSE7G7du4cQMAhgzhepYJ1Qd78adjR2hocG2QSMjJyYmMjKTaPB6vWbNmNX1F4v8QCOLI2bNn7927p6CgsGDBgvLs371799atW6empi5dupRr2wmEaoASQjUwMGAP2tjYXLx4UU5OLjMzc+DAgexi4YRf0rhxY7r9RmrUoF1cmOSZ+/cRF1fVE0ZFgRKpsrQsvsnCApaW0NUt63BK4JftOKmrA0Byclmb2Ierq0NdHdra6NULHz9i1iy4uXExszVJpbUlaI4fF6hEtGrF9c1UELb/06cP19aIivDw8Ly8PKptamqqUfNuH/F/CLWc5s2bd2ehra1NjRsYGLDHa7rScIXIyMhYuHAhgEmTJpXTMB6P5+bmBuDYsWNPnjzh+g4IhKpiaWkJ4PTp08WS9Tt37uzu7g4gOjq6RYsW4eHhXFsqMTRv3pxuB7LLi9RqGjQArQ5YUIArV6rtzDJVeIAqkvkFIHDP6LOVsalUrl0DK2+iNrBkCbp0wYULePsWWVkID8exY2jWTLDYRVOqtgTNiROCRlAQJOiPRHY2fHyYbu/eXBskKkSc/APi/xBqPWvXrvVmYWdnR4336tWLPd6/f38As2fPTkpKSkpK8vLy4tDmY8eOUVWQ//jjj/If5ezsbGpqCmAjSYYlSD69evUCEBsba2lp2alTp+XLl9Ob5syZM2HCBACJiYnseuGEsmnLKiMvPf4PgEGDmPbFi1U9m7m5wC0pGUIYEoIXL/D1a1mHU6/g0tOZkbQ0AKhXr6xNNHXqCMLqCgsRFobRoxEdje7dkZEh+nmtEaqiLUHz+TN8fZkup7/nFePaNeYLYGwMkTgCYgHxfwgELtm8ebO2tra2tvb06dOpkREjRlAZQe7u7vfu3evZs6eOjk7Tpk1nzJjx7ds3Pp+/a9eujh07qqurm5mZzZo168ePH+wT8vn8gwcP9unTx9jYWFdXt2fPnuvWrUtNTS3DhsLCwv/9738A2rVrZ8kKsEhKSlqzZk3r1q11dHQ0NDRatGgxY8YMdhC/jIzM2LFjAVy9elV69G0JtZXly5dT3//8/PwHDx7cY1VvoRL2nKRHF6maaNGihaKiItX+9OnTt2/fuLZIRLD9H29vJCVV6WzKyoKn0kOHwFbRi4lB8+Zo2VIofqkkVEpPUhLo3woq66FevbI2lYTHg6Ulpk0DgB8/qk3ajnOqoi1B4+UFPh/KygLxtFOnhFbVxJmTJ5n2kCHVJtcu/hD/h0AQUy5dutSjRw9vb++kpKSwsLD9+/d369Zt/Pjx8+bNe/jwYXp6+vv37/fu3du3b9+CggLqkPT09F69ek2bNu3WrVtfvnxJSEjw9vZetWpVq1atyshb8PPzi4iIADBmzBh6MC4urkWLFqtXr37+/HlSUlJaWtqrV6/2799vaWl5+/ZtejfK/+Hz+QcOHOB6wgiEKqGsrPzkyZOFCxfqlpZOoaioeOXKla1bt4pV5KqYo6CgwC4U+/TpU64tEhFNmwqE1ADk5eH69aqekBJg//gRPXrA1xcxMfDxgYsLACgooGfPso7t1k2Q4bNnD3JzcfkyIiIAYMCAsjbR0PoHaWkICsKePYLxRo24nuXqoIraEvQUUcFvvXtj7FgAeP8eEhEVnpAg5DyPHs21QSKE+D8Egpjy8OFDQ0PD4cOH169fnxoJDw/39PSsX78+ezAwMNCnKHp38+bNd+7cAWBsbLxz586///6bkjSJioqi0ntKhfZnunfvTg8uXbo0JiYGgLm5+dKlS5cvX25vbw+goKBgxIgRdNZg48aNjY2NAVDXJRAkGg0NjW3btsXHxycmJp5kvxcFAMjKyi5atCg6OvrVq1dXqjGro1bDDoGTHv8HwktAx49X9Wx9+oD6E37/Prp1g4kJuncXVOk5cAAmJmUdq6QEV1cAWLsWiooCr8nFBdbWZW2iofUPNDTQqpVgYWTOHNSpw/UUVwdV1JagCA4WrIYNHoy+faGgAEhICNw//zAripaWaN2aa4NERVJSEv1SWEFBga3UUnMQ/4dAKBeNGjUKDQ09c+bM+/fvmzRpQg2am5uXHAwNDQUQHx9PZWnLysp6e3vPnTvX1dX1/v371Mvss2fPBgcHl3ohyn3S1NSkTwjgAVUJD3B3d9+0adP69esDAgJatWqlqqqam5vLfnHSvn17AC9evEggJSEItYXr168HBATQK6tsEhMTX758mZKSwrWNkoHUpgANH860795F1QOEt22DtzecnWFmBmVlNGmCkSPx4gXGj//1sZs2YeNGNGoERUWYm2PRIpw+/etNJdHRQbt2OHQI27dzPb/VTVW0JTw9AUBBAf36QV0dv/0GAGfPIj+f67v6FeyXPKz4j9rPw4cP6baVlZW8vLwILirH9V0TCJKBi4uLmpoaADk5uWbNmr19+xbAoEGDSg5mZWUBCAkJycnJAWBnZ2dqapqdnQ1AWVm5V69elLjCf//917Jly5IXotynJk2ayLB+AQqLIp0nTpw4bNiwPn36dOvW7dmzZyUPp1Im+Hx+REQEtUZEIEg6VGDnkCFDZEvEu4SEhFBbx0jV80JladOmDd0ODAzk8/k86cgwsLFB+/Z4/BgA+HwcOoShQ6t6zu7dwVqk/yklH7tlZeHmVrpodRmbDh0qXei5NkFpS/D5pWtLFBRAXx9FVXxLJz8fp04BgIMD+HwkJ+O333DtGuLj4e0t1nJq0dE82gvg8TBqFNcGiRA/Pz+67eDgIJqLEv+HQCgXWnRFOoB+YqDVtNmDFFQOD4CnT58qKyuXPGGpEgVZWVkZGRnFzgxgwYIFM2fOBJCUlLR///79+/fLycl17NjR2dl5woQJbNvoA+OqXueCQOCUfv36sbsuLi7F/J+cnByqCqpo3hfWAho3bqytrZ2UlAQgOTk5MjJSNKEm4sC0aQL/B8DRo3BxkQrHT7KgtCVevcKhQ1i0SBC6hiJtCQCHDmHy5LLOcPu2oMTT3bsQ/hWFl5dY+z+HD8vSIg2dOgnEMKQEtrxNly5dRHNR4v8QCDVCZmZm2Tt8YNf0LoKWhqOWlWhmzJjRsmXL/fv3//vvv1RdyPz8/Hv37t27d2/37t1UbhK1pzpVMA9IZtfMIxAkkOvCieq3bt362Z4WFhZcGysZ8Hi8Nm3a0EmGgYGB0uP/DB+OefNARUp+/w4/P802bZK5NopQnM2b4eQk0JZYswbm5oiMxOLFQDm0JVAU/FYqly4hMxMqKlzfYWnk5MgePsy83Bk3jmuDREhaWhqdDsDj8Tp37iya65L8HwKhRqCfKvr06cMvDW9KyFMYTU1NqpHOrgEBAGjXrt2RI0e+f/9+//79pUuX0tlBHz9+/Ouvv+jd6APZi0IEQi1GRUVlw4YNXFshMUhtCpCKipCg1qVL5UilJ4icqmhLpKbi8mUAGDNGIBBH/Tt3DgAyMqqz+m318t9/BomJggVJHR2MHMm1QSIkICAgvyhI1MrKSl9fXzTXJes/BEKNYGNjw+Px+Hz+o0ePEhMTdXR0qPFz584FBQUB6NmzZ/cSweNKSkpqamrp6elJrBIVgYGBgwYNAmBkZPTo0aNOnTp16tRp48aN48aNo0Sxvn//Tu9MH6inp8f1HBAIVcK3qIRh165dAfz3338KdEBMEcrKyk2aNCHefvlhpwCx046lgWnTsHevoB0YqPHpk4qJSWaVzkioAbZtQ+/e+OsvhITg61eYmMDODkuWoEWLXxx4/jyyswEIZPRoBg6Enh7i4+HlhREjuL69EvD5uHTJmO5Ony6k/V3r4ST4DcT/IRBqCFNT08mTJx86dCg5Oblr165TpkyRk5N79uzZ8ePHCwoK5OXlqXyeklhZWT19+vTt27eFhYWUBIKNjU1iYmJWVtaXL186d+7s6OiopaX1/v17WvOX/UATHh5ONdjycQSCJOJIFfsA+vbtS3VL+j+EimJvby8jI0NJqgQHB8fFxYnshSvntGjBqCAUFuLUKdOlS8O4NopQCpXTlpg0CZMmlbKbggLEOR/26VOd6GhBWJ68PGbN4tog0UL8HwKhtrFp06bg4ODnz5+/evVqzpw59LiSktLp06dNTU1LPapbt25Pnz5NSUkJDw9v2rQpAGVlZS8vryFDhhQWFj58+LDYK9tOnTqNYwULP378GICtrW2d2lEPgkAArl27xrUJtQc9Pb1WrVpRxX8KCwtv374tVdJ5CxdiyBBB28en7vjxHwwNs7k2iiDVnD9fn24PGwapKumcnp7+nIpuBCBC8TeQ/J9aQ3p6Oq80FBQU6tata29vv3z58m/fvnFtZnH8/PxoU8XwEcfT0/O///6j2vv376/o4bq6uo8fP3Z3d3d0dNTT01NTU2vatOm8efNCQkKcnZ1/dhRVwLTYFV1cXF6/fj1r1qwWLVro6enJy8sbGxs7ODjs37//v//+o/XlIiMjqTKpv1ElDwBPT09bW1tVVVV5eXmqNBCBQJByerNksG6yC85LAS4uaNpU0M7P5505Y1Kl0xEIVePdO7Xnz3Xo7h9/cG2QaHnw4AFdwN3S0tKobHXzaoWs/9Ry8vLy4uLi4uLiHj9+vGvXrlOnTg0cOJBro37Njh07KCU0a2vrIfTLuuqgVNUBmtWrV69evZpq37lzh72uwl5OOU/V3Bam1EE5ObkFCxYsWLCg/BbSdUuLrfNYWVmxdQ5KxdPTEwCPx5s6dWrJW6BqENUQNfeREQiE6qVPnz7r1q2j2rdv3y4oKChZWKm2IiODpUsZfa3//jMcNy6aa6MI0suRIw1p2euOHcEKZpcK2MFvdMCzaCDrP1JEZmbm4MGDH9MVEMSYHTt2rFmzZs2aNaU6FaKBfemWLVt26NBBNNe9c+cO1Xj27FlYWAVi0wsLCyn/p1+/fubm5iK+BXH4yAgEQnlo27Yt/ULnx48fpVZSrsWMHIlGjQTt3FyZc+fqV+l0hOrA3x9DhsDSEioqsLLCxIl4+7aU3Q4eBI8nVAd2yhTweEL/DA3Rpw8kQtrj9Wv1R48YHcJly7g2SOSw/R+RKV9TkPWfWkirVq0OFf15SEhIePr06d69e6mwqIKCgkmTJr169UpOTiw++nr16s0qyvVr0KAB1+YIQc0YgLp16z5//lw0VdJTUlIoB1VTUzMlJWXXrl3lj7u7cuXKx48fASwr+iPKyS0QCAQxR1ZWtmfPnmfOnKG6N2/ebNeuHddGiQ45OSxejBkzBN2rV42+f88oKj1A4IAlS7B1K9MND0d4ODw9ceUKnJyY8dBQrFr167PFxuLWLdy+DW9vdO3K9b2Vyb59jO9tb1/o5CRdaxI/fvxgS/CLUvwAZP2nVqKmpmZbRPfu3ZcuXfr48eOmRSHPYWFh4pNpY2Fh8VcR1tbWXJsjBKWPBEBXV1dknoOPj09BQQGANWvWADh27NiXL1/KcyCfz9+4cSOACRMm0Hk+nNwCgUAQf/r06UO3yygsW1uZMAH6+oKsg+xs2fXrlbi2SHq5dUvg/Nja4to1REXh+nU0aYKCAowYAaqO97p16NMHNjaIjS39JDo6SEtDWhqSknDzJkxNUViIjRu5vrcy8fZGUBDjdq9Zk1+Fk0kkly9fpiv/tGzZUpTJPyD+j5RgZGRER3sDOHbsGHvru3fvZs2a1bhxY2VlZU1NzdatW2/YsCEtLY29z759+2ihgqioqGfPng0YMEBXV1dNTa1NmzYbN27Mzc0tdtEXL16MHTu2RYsW6urq+vr67dq1+/3336kFCppr167Rp/Xz8wMwZswYHo9HP/SfPXuWx+NNmDBh+vTp9J50hBjF27dv6U2bNm0qeyry8vKOHz8+evRoShXAwsJiwIABa9eujY+Pp/ehbKCVD968ecPj8cooMLJ+/XragPT09AsXLrRs2VJJSUlXV3fw4MFv3rwBEB8f7+rqWr9+fSUlJUtLyxkzZsSVpsdJ1WVv1KjRnDlzOnfunJuba2xszPsJEyZMoA+8e/fu06dPNTQ0Nm/eXJ5bKM+HTnHv3r1BgwY1a9ZMTU1NR0enefPm48aNYwfM/OwjA7B06VLa2nxhpVJLS0tqvF+/fqV+x2JiYkaNGlWnTp3jx49XwuzyfP0IBKmlT58+lLw+gKdPn8aJszxwDaCoiIkTmUfpU6cUXr7k2iZpZckSADA0REAA+vaFmRmcnECFUaelgcrY9fLCrVsoeqFXCjwe1NSgpgYtLfTujb59AaAol1Yc4fOxYgXTbd060cGhsPKnk0wuXrxIt6kihyKFT6gVsB8Bu3TpUnKH3NxcushDnTp1CgsLqfHTp0+XWlLD2Nj4zZs39OEeHh70pv/973/y8vLF9ndwcCgoKKD3Z7tbbOTk5A4ePEjvdvXqVXqTr68vn88fzS7QXcT48eN9fHzo7ty5c9m39r///Y/eFBkZWcYsffnypXXr1qUapqmpefPmTWq3Um3Q1NT82WnZN7uqxPK8iorKjRs3aFU3GgMDg4SEBPZ5CgsLGzZsCGDGjBl8Pp8WRfkZ48eP/5lJZd9COT90Pp8/bdq0n139f//7XxnXomxbQv2yAQDy8vLYZ6bLE/Xt27fkd8zf39+kqND30aNHK2p2Ob9+BIIkEhsbC0BbW9vHx8fHx+fZs2eVO4+dnR39v4aXlxfXtyVqAgODTE0zAD71r1s3rg2SNI4ePUp/f3r06FG5k2Rm8nk8PsBftar4pogIflgYPz5eaFBWlg/w2X/FJ0/mA3wdHX5aGj8tjZ+UxP/vP36DBnyAv2ED13P0c86f59PfPR6P7+HxLCsri2ujREpycjL7B73Yj3g5iYmJ8Sli2LBh7u7u5T+WrP9IC/Ly8nQIXEJCApUZ8uzZs7Fjx1JLNwoKCm3atKGfSj9//ty7d29K0asY8+bNK/lofv/+/RMnTlBtb2/vlStX0ptMTU3p3J78/PyZM2eyIz6LMW3atKNHj9IrFW3btj169OiUKVM6d+5sYGBADd64cYN9CLVmAqBly5ZU3n+p5OTk9O/fn71wocmK+E5JSXFxcQkJCaFtoOPxjIyMjh49upcuG14ma9euLTaSmZnp5OT0+fPnYuOxsbEbNmxgj7x79+7Dhw8AevXqRY3UKwH770UZIW1l3EL5P/RTp04dOHCAPqeenh776vPmzaOWU372kZVnun6Gm5vbp0+f2CPlN7sqXz8CQXpgh8BJmwo2AFlZ/owZUXTXxwdFBaUJoiMqCpT6maVl8U0WFrC0hK5uuc6TmAh1dairQ1sbvXrh40fMmgU3N65v7ydkZGD+fKbbsWN8kyaplT+dZHLt2jU6bqhx48b0A6rIIP6PFGFoaEi3f/z4AcDNzY2KStLT03v58mVgYGB4ePjp06epfWJiYnbs2FHyPPLy8rt27YqOjv706dN81v/EtB9y6dIlqqGjoxMZGfnx48cPHz4EBwdT/kZ+fv65c+d+ZmTnzp0nTJigqqpKdRs2bDhhwoROnTrJysoOHTqUGoyIiIiKEvxu5ebm+vr6Um16h1I5fvx4UFAQ1bazs3vz5k1SUlJSUtLs2bOpwezsbDc3N9qGekVFyLS1tSdMmDBq1KjyTHL9+vX/+++/+Pj4K1eu0GV5AFhZWfn7+8fHx588eZIOO3ny5An7WGoCZWVlu3btCkBOTu6zMGfOnOEXKWWqqqqyJ7/UaSz1Fsr/odODDRs2/PDhQ1xcXGpq6smTJ6nBgoICyv6ffWTlma6f8eDBAz09vVGjRs2ZM4fyactvdlW+fgSC9FAsBeiXC861j3btElq3TqS7ixZB+uZAXJCp7qfRa9cQEsL1Xf2EtWtBv9+Tk+NPnvyBa4s4gP6lBjB48GDRG0D8HymCXcEmNTU1JSWFLoazZMkSy6LXLyNGjKBrBFF6ysVYvXr1H3/8YWJiUr9+/W3btpmamlLjb4vkKkNDQ6kGj8ejy0rY2tquX79+8uTJkydPrlyW2/Dhw+k2/bby0aNHGRkZVLts/4e+FyUlpWvXrjVt2pRKidmzZw+tOn/9+vXExERUgV27dv3222+6urr9+/dnx7MeOnTIwcFBV1d39OjRXYskaaKjhepOUOk67du31yxNiig6OnrQoEH0M8qJEydsbGwqal6FPnR1dfVevXr16tVr5cqV1BKKoqIiXVkVALVaVRO0bNkyIiLCy8tr9+7dnTp1qpDZNfT1IxBqGe3atdPRERRe/PHjB50uKFXMnBklIyN4qRQRgd27uTZIyjA3BxXHEBVVfFNICF68wNev5TpPnTrg88Hno7AQYWEYPRrR0ejeHUVPB2LEmzfYuZPpDh4cY2oqflbWMJmZmWzZFQ6Sf4j+tVSRwEoG1NTUjIyMpLuJiYlsUQQ6vefDhw/Z2dlKSkLaOOwnYBkZmSZNmlDP8bQfQgeqJSQkmJmZdejQoU+fPn369HF1dZWpwksee3v7+vXrU5F7169f//3331Hu4Dd6sQKAs7MzeykMwPTp0yn1BQBPnjxhvxatKLT2GgA6JIzH47VhVTWjx+nFHAB5eXlUjhMd/MYmIyNj4MCBtEjD6tWrK/f3okIf+qlTp+itcXFxr169CgkJuXDhQqUnp/wsW7aMrdZQIbNr6OtHINQy5OTkhgwZQse4enl50WIk0kPDhhl9+367elXwTuTPP+HsjJ//khCqGWVl2Njg1SscOoRFi0BHWMfEoHlzADh0CJMnV+CEPB4sLTFtGry88OMHQkPFq6Ion49Zs5hlxrp1c8eP/8i1URxw69Yt+omxQYMGrVq1Er0NxP+RImJZypG6uroPHjyguxt/ohPJ5/Pfv39fLC5TXV2d3S2phbBw4cKbN2+mpKRQZ3jw4MGDBw9WrFhRt27d/v37z549u0WLFpWwX0ZGZvjw4e7u7gD8/PwyMjJUVVVp/2fYsGFlHJucnEyvnDRu3LjYVgsLi1JnqRKoqKiUHFRQUCg5S8V4/Phxeno6hN1LisLCwvHjx78s0idycXFh57dUiCjWS7byfOgvX77866+/bt26VTJ/qUahc3sqYXYNff0IhNrHmDFjaP/n8uXLKSkpmtJXB2fixA8BAYZJSTwAmZmYMgW+viD1AkTG5s1wcsLHj+jRA2vWwNwckZFYvBgAFBTQs2e5TsLnIz1d0IiMxJ49gnG60K2Y4OkJVsFPzJ37QUmpgGujOKCY8hsn9TnI21BpIT8/n44L0tXVNTY2zijfwnCxGK3y0KpVq5cvX86fP59WnKP4/v37oUOHWrVq5eXlVbm7oEPgcnJyfH19f/z48fz5c2qk7OC3smH/v0eV3xE9VPCJtrZ2SYW6tWvX0qsuNjY2J06cqPQ6RoU+9JMnT7Zu3frQoUOU86OkpGRvb798+XIRzAY7daqiZtfc149AqGV06tSJ0pwEkJ2dzY7Ilx60tHI3bcqmu/fugSVFSahx+vTBwoUAcP8+unWDiQm6dwf1w37gAIp0QH8BrX+goYFWrQTy2XPmgBX1zz3x8Vi0iOk6OaFLlyrF20soeXl5bBUrToLfQPwf6eHq1avfv3+n2g4ODjwej73oERwc/DOJwMoFg5mamm7fvv3r168BAQGLFy+2ZGm7FBQU/P777yXrBZWHVq1amZmZUe0bN27cvXuXCiGzs7Ojx0tFS0uLXoGh85RowsPD6TYdPSViqIWsHj160CkrFOfPn6dqoQKoU6fOv//+q6amVumrlP9DT09Pnz17NiU50Lp166tXr6ampj58+HDu3LmVu3Sx7OpSpQWrbja1Tw19/QiEWgaPx2Mru9DqJtLGiBG57B+6pUtR8fd+hMqzbRu8veHsDDMzKCujSROMHIkXLzB+fGXOpqODdu1w6BC2b+f6xoSZPBl0nS1lZWaRStrw9vZOSkqi2gYGBvb29pyYQfwfqeDr168rWKW2Jk2aBOEwsODgYPb+eXl56UUUFlasJldMTMzCIsLDwzt27Lhly5awsLDXr1936dKF2icpKamYuvHPYGfIAODxePQS0I0bN+iE3V8u/sjKyrZt25Zq//vvv19ZOZV8Pp+tbd2uXbua+hh+TkJCAiXMXSz4LTg4eHzRL4CsrOw///xDv6ytHOX/0MPDw6kQMgCrVq3q168f5UD6+/uXfQn2R0aLwkHY7QwJCfn27VtNmF29Xz8CodYzZswYuu3r60sXMpY29u+HhoagnZaGadMg/ONDqFm6d8elS4iKQmYmwsNx6hRKjVPOzwefD3Z5hUOHBMoH9L+EBDx+jMmTISdOGR7794NV7xArVohdbJ7IYGfwOjs7c5WXS/yfWkh6evqLInx8fLZu3Wpvb08Hv9nY2FCvyevWrUsLiG3YsIF+IkxNTe3Xr5+6urq6urqtrW1F48F0dHR27969ffv27du3z5s3j37Nb2ZmRpdhkZOTo6WZy+ZrCfGXESNGUI3o6OizZ89S7fIEv40dO5ZqZGdn9+3b9/Xr13w+/8ePH1OnTqVToZycnPT09ETwGRXD29ubchvY/s/3798HDhyYmZlJdXfv3k0Lx1Wa8n/o7BWSa9euJSUl8fn8x48fz5s3r+xLsD8y9rqNq6trcHBwbGzsv//+6+zsXENmV+/Xj0Co9VhaWtIxt4WFhWzVE6mifn1s28Z0b99G+Uq+EQi/5u1bLFjAdDt2BKs2uHQRFxd3+fJluks/0YkecfKOCdXE8+fPW7ZsWeomeXn5I0eOUBFWPB5v06ZNlODPu3fvmjRp0qxZs6ysrLdv39I+z7p1636ZuF8MVVXVgQMHUvkqd+7c0dfXb9CgQWZm5ufPn+mVAQcHh2IJHsUwMDCgXkM+efJkzJgxvXr1or0Xa2trKyursLAwAJRv8MvgN4oJEybs37+fWj148eKFjY2NmpoaJTlAoaKisnXrVtF/XigKfrO0tDRhBTsfO3aMEruj2Lhx46ZNm9hHNWjQICAgoEIXKv+H3rx5c1lZWWrwwIEDBw8eVFVVZU8XhHOlSv3IOnXqpKSklJ2dDeDRo0fsevM1ZLa8vHzVv34EglQxevRoujC0l5fXInaOgjQxdSrOnoWPj6C7YAHatwcXwlSEWkVeHsaOZZS4NTTg6QnhOHcp4tixY/Tb1SZNmnTu3JkrS8j6jxShrq7+77//stPr+/btu3PnTir7Pzs7+/nz56GhodQDpays7MGDB0eOHFmJCx09epQONsvJyXn79m1MTAz99GliYvLLKHM6kSMvL8/Ly+vu3bv0Jh6PV+yFQdnKbzSKiopXr15lP4Kzn+a1tbX//fffZs2a1fCHUAp8Pp/yf4oFvxWL/fv69esXYSonVVfOD11NTY3OO6KMSU9PV1BQ+Ouvv+iotqdPn9JGlvqRGRsbs09CM3z4cPbSUDWajer4+hEIUsWoUaPkikKFXr58+erVK64t4gYeD4cOMVFwOTkYNgzJyVybRZBw1qzB06dM93//Q9XC2CUYPp9/+PBhujt16lROlN8oiP9Ty5GTk9PV1bW3t//zzz/fvXtXUsxg7ty5z58/nz59ur29vYaGRp06dezs7JYsWRIZGTmFHWNbEdTV1R89enTlyhVnZ2dra2ttbW1FRcVGjRo5Ojp6eHiEhob+sgDl8uXLFy9ebGpqKlvaSxJ2IVRURPmtXr16jx8/PnLkyIgRI1q0aKGiotKoUaN+/fqtW7cuIiKiR48eovlQihEeHk4JrJVUvq4hyvmhu7m5nThxonXr1mpqaubm5uPGjXv06NGsWbNo/eh///2XXoD62Ue2ePHia9euOTo66uvrKysrt2zZcu/evadOnapEyG85za76149AkCr09fXZf/2kWSCxYUMcPMh037/H5MkkEYhQeW7exObNTHfo0EqKOtQOfHx8IiIiqLaCgsK4ceM4NIbHJ/9nEySQli1bvnjxAkCrVq3oyA0CgUAQAenp6b6+vtevX3/z5k1ycjKlFGJkZGRoaGhoaOjg4NC/f/+q6DSWzffv3w0MDLS1tak4Tw0NjapXD/Ty8qKFEAwNDT9+/KhAl6KspQQFBdESL3Z2duzCR7Nn4++/mT137kRlZS9rM8eOHZs4cSLV7tGjx507d7i2SOyIjETbtswSorExXr6Ejg6zw6NHj6j4cAD29vbFas3XPkaMGEGnbY8YMeL06dNVPOHnz5/p8uj79u1r27btAnaiVZmQ/B+CREL/mahK2R8CgUCoKF5eXq6uriUF3OlsPQ8PD319/X379rm4uHBtbHlxdnZWV1dPS0sD8O3bt3PnzrF14aSN7dvx5AnoF2tLlsDeHlwogxIkmNRUDBzIOD9ycjhxQsj5kTbi4+PZygfTpk3j1h4S/0aQPHx8fJ48eUK1if9DIBBExt27d8eOHfvL6lVxcXFDhgy5f/8+1/aWF1VV1QkTJtDdnTt3cm0Rlygq4uxZaGkJurm5cHEhFYEIFaCwEOPGISyMGdm6FVUWcJVsjh07lpOTQ7XNzMwcHR25tYf4PwRJYurUqb169erVqxcVt9m3b99GUiuhTyAQRM6WLVuoPz6jRo06d+5caGhoTEwMFQL35cuX0NBQLy+v3r17AygsLNyxYwfX9laAefPm0cl7QUFBEuS81QSNGuHECdC52d++wcmJaCEQysvq1fj3X6Y7Zgx+VTmilsPn8w8dOkR3Z8yYwaHyAQXxfwiSxKNHj27fvp2fnw9AWVm5VG0xAoFAqCGCgoIADB8+3MvLa+jQoVZWVsbGxpqamhoaGkZGRlZWVqNGjbp+/TqlEfLy5Uuu7a0ADRs27Nu3L93dtWsX1xZxTP/+QkVaQkMxbBjy8rg2iyD2/PMP1q9nuq1bC4lqSCd+fn7io3xAQfwfgiShqakpKyurra3922+/3blzp+pZvwQCgVB+KNF8dp2uksjIyJiamgKonEI9h8xlpfn/+++/Hz584NoijtmwAezyCnfuwNWVa5sI4o23N8aOZTQD69bFpUuo7boGv2bfvn1028XFRV9fn2uLiP9DkCgePHiQn5+fmJj433//dezYkWtzCASCdEE5NmfOnHnz5s3P9vH39/f19cWv3CQxpGvXrrS6fUFBwZ49e7i2iGNkZHD8ODp0YEYOHRKSMyYQ2Dx9ikGDUJTkAnl5nD0LY2OuzeKaqKgoSqySgnPlAwqi/0YgEAgEQrkYNmzY+vXrY2JirK2tLSwsbGxs1NTUqIrA6enpaWlpQUFBnz59onYuVqlMIpg7dy4tanzkyJE1a9aoq6tzbRSXKCnh8mXY2+PdO8HIsmXQ1UVly+MRai3h4XByQlqaoMvj4fBhdOnCtVliwJYtW6hi5QCsra27iocQBPF/CAQCgUAoF0uXLr116xZVcywyMpIuPVGS9u3bL2Gnj0gII0eOdHNzoyL3UlJSjhw58scff3BtFMfo6eH6dXTogMREAODzMX065OWlupAloRgxMfjtN/z4wYzs2IGxY7k2Swz4/PnziRMn6K6bmxvnygcUJP6NQCAQCIRyoaqqGhAQ4O7ubm9vX+qvOI/H69Chw/bt2/38/FRUVLi2t8IoKirOmDGD7u7evZt+cSvNNGmCixehqCjoFhZi8mR4eXFtFkE8iIvDb7+hqAAYACxfTmrmCti2bVtubi7VbtSo0TB2Rh2nkPUfAoFAIBDKi6Ki4oIFCxYsWBAXFxcZGZmUlJScnAxAS0tLS0vL0tJSV1eXaxurxIwZMzZt2kRV6vjw4cPVq1ednZ25Nop7unTB5ctwdhZkdxQUYPx48HgYNYprywicEhuLnj0RHs6MTJ8upP8mzcTFxbFlr93c3OTkxMXvEBc7CAQCgUCQIPT19cVBxajaqVu37qhRo44ePUp1169fP3DgQDEJWeGW3r1x6RJcXBgXaNw4yMhgxAiuLSNwRHQ0evRAVBQz4uyMv//m2iyxYefOnZmZmVTb2NhYHGSvaYj/QyAQCARCBfD39z9+/HhISEhOTo6VlZWrq2vnzp3ZO0yfPv3JkycAXrx4UUM20K9RCwoKkpKSqvfkU6dOPX78eGFhIYDnz597enr279+/hm6EK6g6chRpaWnUzf6S9u2xf7/ClCmq1NGUC5SSkjFsWC7XNyRqsrOz6XZhYWG1fwnFn3fvZJ2d1b58YRJJevTI8/BIT00t7xnY37qUlJSsrCyu76k6SUlJ+ZvlC7q6umZkZGRkZFTjJWjnCqw/ieWE+D8EAoFAIJQXNze3zSwJ5FevXp09e3b16tWrVq2iF0nevXtX6eKnKSkpT58+LWMH6kGTEp0DkJGRURNeloODw71796j2ihUrjIyMZGVlq/0qYkIZOhYlMTHB0qX6Gzc2LSzkAcjLw8yZqkFBsSNGfOL6PkRKXFwc3c7Ly6s5V188ef9eddEi26QkxvlxcIhfvDg0LKxcjnRJQkNDub6nasbT0zOtSA5PU1PT1ta2Rr8kzZo1q9D+xP8hEAgEAqFceHt7by6t/svq1asVFBTc3NyqfokpU6acP3+e6xvF5MmTAwICKPGDmJiYu3fv/vbbb1wbJS506xZXUMDbssWKcoH4fBw4YJaQoOjqGsXj8at8eoK4ExqqsWxZ89RUeXqkR4/vS5aEycqST19Adnb2pUuX6O6wYcOUxKwKLPF/CAQCgUAoFzt37qQaGzZsGDx4sKysrLe394oVKxISEpYtW2ZhYTFkyJAqXmLEiBGUoMLPyM3N9ff3r+k7NTY27tmz561bt6jusWPHunXrJj65y5zTs+d3BQX+xo1WeXmCFYALF4wTExWWLg2Tl6/kCgBBIvDx0d+61So3l1n56dv36/z5EcT1ZXPlyhX675iqqqoYBtCKy9+ywsLCyZMnh4SEcG0IgUAgEH5K8+bNDx48WItDocrm9evXAEaOHLls2TJqxNzcvGPHjl27dk1ISBg/fryFhUWLFi2qconBgwcPHjy4jB2+f/9uYGBAy1LLyspqaGjUxM3+/vvvd+/ezcvLAxAbG+vr6ys+2rVVJy0tjU4BUldXr4Rr5+ycZ2z8ft68hunpgv8dfH31MzJUtm//oKZW+0XDFWk5cEBGRkZbW5tri2ocPh/79xscOGDAZ3k6o0bFL1wYx+NpVeKEKSkpdAqQpqamjEwtqUmTkZHxzz//0N1Ro0bVr1+/Ji6Uk5NDpwDFxcVV6Cri4v/ExsYeO3aMaysIBAKBUBbPnz9fs2ZNDf2YiT+JiYkADAwM2IM2NjYXL17s3r17ZmbmwIEDAwICRGBJeno61VBVVbW1ta2JS9ja2k6fPv2vv/6iusePH1+5cqWysrII7k4EBAUFpaSkUG0LCwtNTc1KTRHatkWfPvj6VTASGKg2ZYrNpUuwsuL6DmsYdi6HvLx8DX0JxYesLEyahDNnmBEeDytXYs0aPUCvcud89OgRLSPRtGlTcYsQqzRLly5NSEig2hoaGhs3bqyhqgCfP3+mk/e+ffsmkf4Pn88HoK+vf+PGDa5tIRAIBEIp9O/f/9u3b+VUyqqVWFpaPnv27PTp07NmzTIzM6PHO3fu7O7uPnfu3Ojo6BYtWtQaJ2H58uVHjhyh3rB+/fr1r7/+WrRoEddGiRfNm+PhQ/Tpg7Awwcjbt2jXDkePosxlPIIkERsLZ2c8ecKMKCri4EGMHcu1ZeLHhw8fdu/eTXfnz58vniXRxMX/oZCXl2/VqhXXVhAIBAKhFBQUFLg2gWN69er17Nmz2NhYS0vLdu3adenSZcOGDdSmOXPmvHjx4tixY9QaUe3AwMDg999/37JlC9XdsmXL9OnTayjcTnIxNcX9+xgwAA8fCkbS0jB0KBYvxoYNkNZY0dpDQABGjsTnz8yInh4uXULHjlxbJpYsWbKEXtSqV6/ewoULubaodGpJrCGBQCAQCDXN8uXLLS0tAeTn5z948IBWiAbA4/H27dvn5OTEtY3VzNKlS+nUjoSEhB07dnBtkThSpw7u3sWkScwIn48tW9C7N3784No4QmUpLMTGjejaVcj5adYMT54Q56d0Hj16xJav3LRpE63UL24Q/4fABWFh6NkT6uqYMAF5eVxbQyAQCOVCWVn5yZMnCxcuLDWiQ1FR8cqVK1u3bq1Xrx7XllYbWlpa8+bNo7s7duz48uUL10aJI0pKOHwY+/aBpQsAb2+0bo2al+sjVD/fv6N3byxfDlalXPTujQcP0LAh18aJJXw+f+7cufwidYjWrVuPHj2aa6N+iij8Hz6fn/QrqDREPp+oB0oBkZFo3x7e3khPx/HjmD2ba4MIBAKhvGhoaGzbti0+Pj4xMfHkyZPFtsrKyi5atCg6OvrVq1dXrlzh2tjqYe7cuXp6ggzvtLS0+fPnc22R+DJ9Ovz8wPZ/o6PRtSuWLEFODtfGEcqNtzdsbXHnDjPC42HJEly9ikopZUgFXl5egYGBdHfHjh3irGgnCstmzJih8yuouq2xsbFcTwih5tmzB6mpTPfAAZRZ7JxAIBDEEG1t7QYNGlDtmzdvXrt27dq1a1RXVlbWxsZGDEteVA51dfU1a9bQ3XPnzt2+fZtro8SX9u3x/Dk6d2ZGCguxdSvatgWp8SH+ZGdj6VL06gX2A6m+Pm7exObNIBWwfkZmZiZdFQDA4MGDHRwcuDaqLETh/9SvX1/7V6irq4Os/0gD2dnw8io+eOIE12YRCARC5Rk6dGj//v1rjcNTkunTp7dr147uzpo1i05xJpSkbl3cvYsFC8B+/f3qFdq0gbs7pFhAUdy5fx8tWmDLFqHPqGtXBAejVy+ujRNv3N3dY2JiqLaCgsLmzZu5tugXiML/WbFiReKv8PX1BSDOK2WE6uHOHZQURzp3TijAlkAgEAjihIyMzN9//03XvY2Kitq6dSvXRok1cnJwd8edO2CXJMnJwaJF6NoV4eFc20cQJi0Ns2bB0REREcygrCxWr8adOzAy4to+8ebr16/sPwhz5841Nzfn2qhfQPwNgmh58KCUwbg4sGJGCQQCgSButGrVasaMGXR306ZN796949oocadbN7x6hWJJ4P7+aNECy5ahqHI9gWNu3oS1NfbuFVr2MTaGtzf+/JMomP+ahQsXZmRkUG09PT12IJzYQvwfgmh59Ihpa2kxbZaMLIFAIBDEkPXr19etW5dqZ2dn//7771xbJAFoaeHkSZw7Bx0dZjA3F5s2oWlTXL7MtX3STUwMRo2CkxM+fWIGeTxMn443b+DoyLV9ksCVK1dOnz5Nd9esWaMpCRoRxP8hiJC8PDx7xnRnzWLaxP8hEAgE8UZLS8vd3Z3u3rx588KFC1wbJRkMHYqQEPTpIzQYHQ0XF/Trh/fvubZP+sjIwKpVsLQE69EdAMzN4euLfftAyvyWh+Tk5JkzZ9Ldli1bTp06lWujygXxfwgi5PVrZr2/Xj2MG8dsCgggKUAEAkFC2bBhw7Zt27Zt28a1ITXOmDFjunXrRnfnzp2bnp7OpadfPgAAgABJREFUtVGSgZERbtzAuXMoVh3q+nVYW2Px4lJyYwk1QWEhjh1D48ZYt04oBFFODosW4dUrdOnCtYmSw/z5879+/Uq15eTkDh06JCchGnnE/yGIkNBQpt2qFRo3hoGBoJuRQZRBCQSChPLHH38sXLhw4cKFXBsiCjw8PBSLanx+/vx57dq1XFskSQwdivBwLFgAeXlmMCsL27ahUSOsXw/iTtYo9+6hTRtMnIiih3YBtrZ49Ahbt0JZmWsTJYe7d+8eO3aM7i5btszOzo5ro8oL8X8IIuTNG6bdrBkAtG/PjBAJBAKBQBB7GjduPG/ePLq7c+fOp6SGW0VQU4O7O0JC0KOH0HhKClauRMOG2LIFRF282gkIQP/+cHREUJDQuK4udu3Cs2do3ZprEyWKtLS0yZMn03VrrK2tly9fzrVRFYD4PwQRwl7/adoUANq2ZUaI/0MgEAiSwIoVK0xNTal2fn7+mDFjaPUnQjlp0gS3b+P48eLhcD9+YOlSWFri4EHiBVUPd+6gc2c4OKCoQLEAJSW4ueH9e/zxBxF5qzBLliyJjo6m2rKysocPH1ZQUODaqAogc/78+fPnz/v7+7NHU1NT//zzz549e5qamnbs2NHV1TUyMpJrUwmSD9v/sbICiP9DIBAIkoeqqurevXt5PB7VjYiIWLBgAddGSR48HsaNw/v32L8fRbp6AqKjMW0aTEywejV+/ODaUInF2xv29vjtN9y/X3xTv34IDcXGjVBX59pKCcTPz2/fvn10d/78+W3Zj3OSgMzQoUOHDh3Kjt8NDQ21tLRcu3att7f3p0+fHj586OHh0bx588OHD3NtLUGSyc5mNG5kZAT+T+vWTH3ssDCQN4gEAoEgCTg5ObHLAe3fv//KlStcGyWRKChg2jS8fYuVK6GmJrQpPh5r1sDUFLNmISqKa0Mlh/R07N+P5s3RsycePy6+tXt3PHyIq1fRsCHXhkommZmZU6dOpSPfGjduvGbNGq6NqjDF49/y8/PHjh377du3YuPZ2dmurq7hpGQxodJ8+ICCAkHbxAQqKgCgqQkLC8FgQQFevODaSgKBQCCUC3d3d0tLS7o7ZcqU79+/c22UpKKpibVrBbFYReoSAjIzsXcvmjTB4MHw8RGq0UkoRlgY5syBsTFmzChFU6lPHzx4IFgUIlSaFStWRBW54zIyMocPH1aWQNWI4v7P69evg4KCADRt2vTOnTvx8fFhYWGTJ08GkJubu379eq4NJkgs7ErhZmZMu1Urpv38OddWEggEAqFcqKionDx5kg76j4+PnzRpEv1WmFAJ9PSwaxciI7FgQfH6M4WFuHgR3bvDzAxr1qAo84IAAPn5uHAB3bujWTPs2YOUFKGtPB4GDEBgIG7cQIcOXNsq4dy5c2f37t10d9asWZ06deLaqMpQ3P959eoV1Th+/HiPHj10dXUtLS0PHDhgZWUF4AV5PU+oNMT/IRAIhNpFq1atVq9eTXdv3Lixd+9ero2SeOrXh7s7YmKwbRvq1y++9eNHrF6NRo3QsydOnZJqjYTCQty/j1mzYGiIIUPg44Ni3recHIYORXAw/v0Xbdpwba7k8/Xr1zFjxhQWLUE2bNhw06ZNXBtVSYr7P1paWlSjcePGzE4yMs2aNQPw4cMHrg0mSCzsAteNGjFt4v8QCASCxLJ48eLOnTuzu2FhYVwbVRvQ0MDChXj3DidPomXL4lsLC+HtjdGjYWiI8eNx+bJQKc9aT3AwFi9Gw4bo3Bl795YiEWFggBUr8P49zp1DixZcm1sryM/PHzlyZFxcHNWVlZU9evSoqqoq13ZVEoH/k5WVRZVw7ty5s66uLoDbt2+z7zk4OBhAgwYNuDaYILGwkzfNzZm2nZ2QBEJaGteGEggEAqG8yMrKenl5aWtrU93MzMzRo0fn5uZybVctQV4eo0cjKAi+vhg7VpA5yyY5GSdOwMUFenoYNAgnTiAxkWuja4a8PNy7Bzc3WFnBzg7btuHTp1J269QJp08jOhrr1pWyekaoNCtXrmSLRa9Zs6ZLly5cG1V5BM+dDx8+VFdX19fX79WrF+XMjRkzhkpk9PPz69y587t37wC0a9eOa4Olhrg4TJuGrl0xbBhqh+zEz9Z/1NUZCYTCQrx8ybWhZfLxI9avx/TpOHOGkXMgEAgEKcbY2HjPnj10Nzg4eOXKlVwbVdtwdMSJE/j6Ffv3C1UOp8nMxKVLGD8edeuiRw9s24anT2vDz1RMDA4exODB0NWFoyM2by79mUhHBzNn4uVL3L+PESMgUaVoJIAbN25s3bqV7vbq1cvNzY1ro6qEnKOjY0RExNevXwHEx8fHx8dTG3JycrKysgA8fvz40aNHAJSUlP7880+uDZYOMjLg5MQEgwUG4s0bSOwiIwDw+fj4kemy838AtG6Nt28F7WfPILa5dE+eoEcPpKcDwIED2L0bN26g6K2nEFeuYMcOPHoEHg8ODliwAL17c209gUAg1BSjR4++fv366dOnqe62bdvatWs3aNAgru2qbWhqYto0TJuG0FAcPQpPT5SU3MvPx927uHtXsL+DA7p2haMjWrSQmCqfHz7g0SM8fgwfH7x5U9aeamoYMAAjR+K334jPU1PExMSMHz+eTvupV6+ep6enjIxM1c7KMXK+vr4AMjIyoqKiIiIiIouIiIhg72dsbOzp6UnXeybULMuWCWXCREdj40Zs2MC1WVXg+3cmSVNbu7iuTatW8PIStJ8949rWn5CQgAEDBM4PxePH6NMHvr5gKz9mZmLKFBQ9BACAtze8vTFtGv7+G3JyXN8GgUAg1AgeHh4PHz6kSsLz+fzx48dbWFjY2NhwbVftpGlTbNuGzZsREIDLl3H5stA7RpqUFFy7hmvXAEBLC23bomVLwT9zc4jPE2xGBp4/x6NHePQIT54gNvYX+ysooHdvjByJAQNKiQkkVCNU2s+PohQrOTm506dP6+npcW1XVRE8jamqqrZo0aJFaTliTk5OnTp1srOzU6nsVywoKOiff/4pWxMzNjYWANHNBICPH8GqqivgwAGsXSsxr25KvSmakl40W5YlMJBrW3+CuzuK0v4YnjzBhAk4cwZUHfSEBPTtiydPSjn8wAHEx+Off8TiQywoQH5+8RoTBAKBUAU0NTW9vLy6detGJf+kp6e7uLgEBgbq6OhwbVqtRVYWXbqgSxfs3ImgIIEjVLLuDUVyMm7fBp3craaGFi1ga4vmzdGwIRo1gokJ5OVFYXZiIsLCEBaG8HC8eYPwcERHozwPgHXrondv9O6NXr1Kj70gVDtubm4PHjygu+vXr3dwcODaqGrg12+jmzdvXsVrLF++/NatW+XZs5CU9QKweTNKZo7++IHAQAku2cUuVVDS/7Gzg5wc8vMBICoKiYkQt9/LlBT89RfTrVuXiTk4dw5162L3bkRGYuDAspK1Ll3C77+Dc3HY//7D6NFIS8Py5Vi5UuC5EQgEQpXp2LHj/v37J06cSHXfvXs3fPjwmzdvypGl75rHzg52dli7Fu/e4fZt+Pnh3j2UUZA2PR0PHoD1ZAtZWdSvL/CFTE1hYAAdHdSpAx0dwb9yvgbPzUVGBlJTkZKCz58RG4vPn/HtG758wbdv+PSplHeJZSAnB3t7gdvTsiX5yRIp169f3759O911cnJavHgx10ZVD4I/Sf7+/sePHw8JCcnJybGysnJ1dWXLWQKYPn36kydPUKkSQNu2bXN0dCx7ny9fvuzZs0fSowmrgfh4nDjBdA0MmGXgmzdrif9TUkVQRQXW1qC+Wnw+nj5Fr15cWyzMmTNM5JuhIV68QPfueP1aMLJnD+7exfv3QoUYbGzg5YXcXAwbxmg/eHjA3h5jx3J2I+HhGDYMqakA8OefyMzE5s2cGUMgEGodEyZMePz48f79+6mut7e3m5vbtm3buLZLijAzw8yZmDkTfD5CQ+HnJ/CFivK7f0pBAT5+xMeP8PUtfQdlZSgpQUkJyspISxsMUA+KqU+eqJqZITsbWVlITi7XSk7ZqKmhdWt06ID27eHggKLKLASREhUVNXbsWDoyy8TE5MSJE7za4oDKAXBzc9vMegZ69erV2bNnV69evWrVKvo+371797KywlzW1tbW1tZl7/P8+fM9e/bUmmmtPPv2IStL0G7QAKtWYdIkQffuXaxdy7V9laXs9R8AbduCdq0DA8XO/zl+nGnPmAF9fVy7Bnt7fPsmGAwNFdq/Wzdcvgx1dQC4fx8dOzIRgLNnw8EBXEnJL1smcH4odu3CsmXF07EIBAKhCvzvf/978+ZNQEAA1XV3d2/ZsuWoUaO4tkvq4PHQrBmaNcOsWeDz8fYtgoPx4gWCgvDiRSk1c35JVhbzhAKoA+pUKy2tqqUrZGVhbo527dC+PeztYW1NsmU5JiEhoW/fvklJSVRXXl7+7NmzderU4dquakPO29t7c2kvgFevXq2goCDp8nYSRm4uPDyY7pw56NmT6b54gYKCGsweSU/H168wNBQ8tVcvv/R/2rXDgQOC9qNHNXWPZZCZiaVLERyMLl0wezYMDJhNHz7g8WNBW0YG48cL7uLOHfToUUqe5pgxOHSIya4xMsK//8LeXlCdLjUV06fjv/84uMfUVNy4ITSSk4Nr10CeSwgEQvWhoKBw/vz51q1bf/78mRqZMmWKpaWlnZ0d16ZJLzweLC1haYmRIwUjMTF48QIvXyIiAu/f48MHfP0qImMUFdGkCSwtYWUFKyuBYSQjVXzIyclxcXFhC6Ft3ry5famy6xKL3M6dO6nWhg0bBg8eLCsr6+3tvWLFioSEhGXLlllYWAwZMoRrI6WGc+eY9QQNDUyeDA0N6OsLQmUzM/H2LZo2rZFLr12L9euRlwcNDZw7V/3LL7/0fzp0YNqPHqGwUKTCNAUFGDIEN28CQEAAvLwQFMQkV54/zyznd+rE2N+sGQIDMXcuLl0S7GBqivXrMWZM8fM3b44dOzBjhqB7+zbOnsXw4aK7QYqrV5GTU3zw4kXi/xAIhOqlbt26V65c6dSpU2ZmJoCsrCwXF5enT5/q6+tzbRpBQP36qF8f/fszI9nZ+PBB4AvFxODHDyQmIiEBiYmCRjmr2srJQV0dqqrQ1ISREQwNUa8e819jYxgZiYUSEKFU+Hz+1KlT79+/T4+MHDly3rx5XNtVzci9fv2aurdly5ZRQ+bm5h07duzatWtCQgKlX1mqLhyh+tm1i2lPnCiISrKzA60eERRUI/7PyZOgKzulpsLZGQ8eoHpf1LGrNJdakLlJE9Spg4QEAEhORlgYmjWr/jv9GUeOCJwfio8fMXcuE/N2/jyzaehQoQPr18eFC4iNRXg46tRB06Y//aM+bRrOn4e3t6C7eDEGDBASzhYBxRZ/KO7dE6kNBAJBOmjZsqWHh8d4asEc+PTp07Bhw+7cuSMvGokxQsVRUhIsyPyM9HTk5SErC9nZuHDhQlEqvGbbtu29vPYqKkJNDerqJHRNslm1apWnpyfd7dq167Fjx2pffopMYmIiAAN2tA9gY2Nz8eJFOTm5zMzMgQMH0kvYhBokIICp+SMjg99/F7TZfkhQUPVfNzMTc+cKjWRnY+nS6rxEcjKTc6KsjFJl43k8IXWHosBxEUGH3tF4ego0RD98wNOngkEZGZRazs/AAI6OsLEp640Wj4e//2bKs336hN27RXqPAFivcxh+/BBanSMQCIRqYty4cXNZvy/37t2bOHEiEXqVXNTUoK0NIyM0agQ9vTTgPfAeCNbQiDQ3R/360NYmzo9kc+zYsfXr19NdS0vLCxcuKNTGyrIylpaWAE6fPv3u3Tv2hs6dO7u7uwOIjo5u0aJFeBmqvoRqgf003L8/zMwEbVtbZrxYkn214OkpWHVhc+eOUAHWKlJs8ednbxE6dmTaolyUCAkppegqn4+tWwHgn3+Egt+MjCp/ocaNGbcWwObNlck/rTQfPyImRtBWVgY7kLcm/GoCgUAAtm3b1r17d7rr5eW1YMECro0iEAil4OPjM23aNLqrr69/48YN7VpaaEmmV69eAGJjYy0tLTt16rR8+XJ625w5cyZMmAAgMTHxy5cvXJtaq/n8GZcvM90//mDa7IC3mvBC2bVW2WEJx45V2yXY/o+JyU9369KFaYvS/2FHhdWty7TPnsXHj0LKb8OGVfVaK1aAlk9JSQHrLUuNw178oUR2aIj/QyAQagY5ObmzZ8+a0W/0gF27dm3YsIFruwgEghChoaGDBw/Oy8ujusrKyleuXGnYsCHXdtUUMsuXL6eWgPLz8x88eHCP9dzJ4/H27dvn5OTEtZFSwMGDguqfAJo3R9euzCZzcyaqKiZGoCFWXURFMarTcnIoEsMAgAsXUF1RCuX0f1q3hqqqoP31KyIjq/NOy4Dta61ezcQ+5+Vh5EhmzU1eHlXXAtHSQlGiHQB4eCAqSkS3+fAh03ZwEIqrDA4WkQ0EAkH6qFOnzu3btw0NDemRFStW/O9//+PaLgKBIODHjx8DBw5MTk6mujwe7/Dhw+3ateParhpERllZ+cmTJwsXLtTV1S25WVFR8cqVK1u3bq1Xrx7XptZeCgpw6BDTdXUV2qqoCNr/LiwES46wGrh0iWk7OAgU5yi+fROqC10V6LAr/ET8gEJeXkgF7u7d6rzTn5GfL3Sbjo5YtIjp0rLXAAYOFFodqjSzZjHFf3JzMX++KG4TwqriHTqALWpColsJBEJN0qhRo1u3bmmxyljOnz//n3/+4douAoGA1NRUJyenKNbb2K1bt46khdJrKTIANDQ0tm3bFh8fn5iYePLkyWJ7yMrKLlq0KDo6+tWrV1euXOHaYDHgxQusWIElS1BdMYF37jCq+xoaGD26+A5NmjDtt2+r816uXmXagwZBSUlIC/POneq5SjnXfwB068a0aam0GuXlS0aboW5dNGmC0aPBCtVgmD27eq6oqIhNm5ju1as4fbrGbzMtDa9fC9oyMmjXDhYWjML4x4/llTUlEAiEStG8efOrV68qF4leFhQUjB071ls0f+cJBMJPSEtL69Onz1Na5wmYMWPGwoULubarxhEqsaKtrd3gJ2XpZWVlbWxs+rMfjqWTY8dgZ4cNG7B1K7p3R0ZGNZzzxAmmPXQo1NSK72BpybSr8VV9SorQmsDAgQDQuzczUl0rMOz1n1KL/9D06MG0fXxQUFBtN/sz2DIPnTqBx4OCglAcIIWzs1B6UhUZPhydOjHd6dNrPAItMJCZTEtLaGtDWRnGxoKRggIIy58QCARCtdOpU6d///2X1pLKyckZOHDgQ3ZoLoFAECGZmZkDBgxg/z/Yu3fvPXv2cG2XKBD4P+np6VevXp0xY4aDg4ONjY2JiYmJiUn79u1dXFxcXV1Pnz6dnp7OtaliQG4uli9n1MDevsWKFVU9Z1aW0CLMuHGl7NO4MdOuxudUHx8m6ahZM0FkWrdujD5bYCCzNlIVyr/+Y2fHyAMkJYH1QqKmoNOfALRsKWj0748VK5h5aNQIHh7VeVEeDwcOQElJ0E1Lg6Mj/v67Bhdh/P2ZNq0zzl5XrN64SgKBQCiNnj17Hjp0iK4lQtXYCAsL49ouAkHqyMzM7Nevn5+fHz1ib29/7tw5OemQMJcB4OXlVa9evQEDBuzfvz8gIOD169cxMTExMTFPnjy5fPmyh4fHqFGjzMzMLrFzRaSTU6eYQDWKAwdQRc/w5k3mDPXrw8GhlH3Y4VjV6P/89x/T7tVL0DAyYgQA8vOFFogqR34+EyjI45WV/wNARgY9ewpNTk3D9n/YUuPr1sHPD3Pn4tAhvH4N4QJZ1YCVFXbsYLqpqZg9G02awNOTcbCrEbbGQ+fOggbbr67euEoCgUD4CWPHjt3JWmP/8eNHr169okkVMgJBhGRlZQ0cONDX15ceadu27c2bN9XV1bk2TUTI3L17d+zYsam/es0fFxc3ZMiQ+6XWT5Qezp4tPpKZievXq3TOixeZ9uDBpdfGqZz/4+uLnj1hYYEBA0oXOL59m2n/9hvTZvtgbAGAyvH1K7PKVLcus+jxM/r0YdpsZeqaoKAAr14xXXr9h6JzZ+zcicmTURSwXs3MnFm8zuzHjxg3Dr17Iy6uSmd+9Qrr1+PKFYErlZ2NJ0+YrXQgH9v/EZnaHoFAkHr++OMPdrGNmJiYzp07R5K/QgSCSMjNzR02bBg7+87W1vbmzZuamppcmyY6ZLZs2cLn8wGMGjXq3LlzoaGhMTExycnJKSkpX758CQ0N9fLy6t27N4DCwsId7DfW0kZeHgICShk/f77y58zPF1riGDy49N3q1wddfPf7d6Sl/frMe/age3d4eyMqClevol274kn2UVH48EHQVlJi1gQAocowVfd/yh/8RtG7N5OXHxRUfMGteomKYjK49PWrVNu0cmzaBA+P4hlft2+jdevKZwRt2YKWLbFyJQYORK9eSEuDnx+yswVbGzZkUrDYfjX9ZSAQCISaZ/369dOnT6e7nz59cnR0DK2JGt8EAoFFbm7u4MGDr127Ro/Y2trevXtXR0eHa9NEikxQUBCA4cOHe3l5DR061MrKytjYWFNTU0NDw8jIyMrKatSoUdevX2/RogWAly9fcm0wdzx/zgSq0d4IAB+fytfJefgQiYmCtp4ek5hRDFlZsEtQ/XIJyM8P8+YJhVHl52PCBCFnhr3406mT0BIH2/958qSq4VgV9X/09dG2raBdWChUFrbaYf/W2tjU4IXKYMYMREVhzhyhlbGYGDg44PDhCk9+QACWLmW+kHfuYPx4sEVm2eGF7C8V8X8IBIJo+fvvv0ez9E6/fv3q6OgYTMqREQg1Rl5e3vDhw9nOj42NzZ07d6TN+QEgQwkbmJT5YCojI2NqagogNjaWa4O5g51B4ewMbW1BOzERb95U8pysryCcnJg6pyUpfwhcQQFmzy5FOS03F1OmMBn2bNEFOvmHokkT5u6SkqoaGVVR/weAiwvTrtGsM/YH16xZDV6obOrWxe7dePNGSGIuIwNTpsDWFv/7H5KSynuqlSuLj1y6hGPHmC67hGuDBky8ZUwME6ZIIBAINY+srOzx48cnTJhAj8THx3fr1u1x1eMOCARCCfLz80eOHHmZ9Vq5adOm3t7epdb/rPUIHJszZ868+flDvL+/P5UjZVLO59daCVso2dFRSL+YLa5VIdjBb337lrVn+f0fLy/msV5GBn/8wTzjvnkDquR2WhpYSW/o10/oDDwe7OyYbqm5Q+WHndVatvgBjbMz0/b1Rc153ez1n6ZNa+oq5aRRI9y9i7lzhQZfvcIff6BBAxw48OszREaCJeTCQC8H6eqia1dmXEUF+vqCdl4ePn/meAYIBIKUISsre+TIkT/++IMeSU5O7tGjB6kLRCBUL5mZmS4uLhcuXKBHLCws7ty5o08/BkgZMsOGDQMQExNjbW3duHHjwYMHjx8/3tXV1dXVddy4cS4uLqampl26dElLSwMwfPjwSlxjxYoVcnJyvDJp3bo1gMJKB5KJALZQmJ2dUMJMqXlBv+TzZ6YkpZycUGBSSdj+z/v3Ze1JeTgUY8di1y5MmsSMbNyIhARcuYKcHMFIkyZC9YXoG6SpYjQC2//5SXWp4jRuzEgRFBTUYHlQMVn/oZGVxc6dOHoUqqpC46mpmD5dqGpqqbDLE7dsiZLL2bNno5iuJTsE7uNHru+fQCBIHTweb+fOnYsWLaJHMjIyBgwYcOvWLa5NIxBqCQkJCd27d2eHvVlYWPj5+RmJPu1ZbJBbunTprVu3nj17BiAyMrIMAZb27dsvWbKkEtdIS0srEEEhyxolPZ1ZdZGVhY2NUGIGW1yr/LD/uLdvDy2tsnZu1Ihpl7H+ExjIrFPJyuLPPwFgyxZcuIDkZABISsLKlULrHlTZ02JU4/oP+6m67OKnbMaOZfyugwcxd65gFaugAA8fIiIC5ubo1KmsiMFfkp8vJPrM+foPzYQJcHDAihX45x+hOMaVK9G9O5McVRJ2TOPEiTAzg4sLE/FoZobFi4sf0qABkxX24QMcHbm+eQKBIHXweLytW7eqqqquXr2aGqHEec+cOePCDocmEAgV5+PHj3369AkPD6dHLCws7t69K83ODwAZVVXVgIAAd3d3e3t7Xmniyzwer0OHDtu3b/fz81NRUanENXbv3s3/FZQDJkMLf4kbr14xQUSNG0NFBba2jArChw+Ij6/wOdn+T+/ev9i5nPFvnp5Mu08fwdv9OnXAUhrFgQNMwB6Ph4kTSzlPda3/8PmVWf8BMHIk5OUF7bAwgRD2w4do3hydO2PKFDg6wtq6Sr7Z+/fMIpiBAcQq+c/MDKdP4+NHbNjAqMMVFBSPjmOTmQl2GfX+/eHkhDt3YGODunUxZAhu3ixFyJus/xAIBPHgzz///Ouvv+jnkNzc3KFDhx4/fpxruwgECeb169cODg5s58fGxsbX17d+OfMRai9yABQVFRcsWLBgwYK4uLjIyMikpKTk5GQAWlpaWlpalpaW0pkaJQRb+I6qkqmkhObN8eyZYPDpUzg5VeCEeXlgxzezi96USsOGkJER+GAxMcjLY9wDmoICIaWvKVOY9pw5OHBAoGTAXlLo0qWU4DcA5uZQUxPo3SUk4MsX1KtXmXmLj0dmpqCtocHIKvwSAwMMGwYvL0F38WJERGDJEuTlMfuEh6NzZ/z3Hzp2rIxtrD8HTMlXscLYGMuWwc6O+Xo8eoRnz9C6dSk7BwYyk9O4scDV7NxZqMBRSdgeKak/SCAQOGXWrFkyMjKzZ8+mguELCgomTZr0/fv3xSXXrgkEwq/w9fV1cXFJSUmhR7p3737x4kUNDQ2uTeMeofUWfX39jh079uvXb8yYMWPGjOnXr1+nTp2I8wP8RCi5TRtmMDCwYid8+BD0N9LAoHjlzZIoKzPVafLzS39V7+eH798FbS0toTUlBQXs24diy2syMli3rvTLycgI6UGX/QxdBpVb/KFYtIhRbggNxfz5Qs4PRUYGBgyoQE1YNmFhTLtUJ1BM6N1byLX28Ch9N/biT4cO5T05OyKR+D8EAoFrZs6ceeTIEdmi2ObCwsIlS5ZMmjQplw7lJRAI5eDcuXN9+vRhOz8jR468ceMGcX4oBA/E6enpV69enTFjhoODg42NjYmJiYmJSfv27V1cXFxdXU+fPp1Ol76RTkoVCmNnYtALQeWEnarRuzdKizwszi9TgP79l2m7uEBRUWhrt27FE+jnzxdSsStG8+ZMu9L+T+WSfyhatMDkyaWM83hCCz6JiRg0iFllKj9s/0c8139oZs1i2pculeIHAnjwgGkT/4dAIEgs48ePP336tDwrxuHo0aO//fZbQkIC16YRCJLB7t27R44cmUMH+QPz5s07efKkArt8pXQjA8DLy6tevXoDBgzYv39/QEDA69evY2JiYmJinjx5cvnyZQ8Pj1GjRpmZmV2q0UosYk6p/g87DKmi/g/bV+nfv1yHmJsz7YiIUnZg+1RsCWmaxYtx9y769oWTE86exdatZV2Ovf4TElLJeWP7PxVd/wGwdSusrYVGNDVx6RICArB2LTP46hVmzKjwySXI/+nVC3p6gnZSUul66+wVyPIHBJqYML7358+QdJ0SAoFQKxg6dOjNmze1WSHT9+7da9++PTuNgUAglITP5y9dunTu3Lm0ojKPx9u2bduOHTvEN8eeC2Tu3r07duzY1NTUsveLi4sbMmTI/fv3uTaYCxITmRI0SkrMOoyVFaNT/P07YmLKe8JXrxAVxZzwt9/KdVTjxky7pExfSAjjbCgro0eP0k/SrRuuXcP16xg27BeLTtWy/sNep2KvX5UTbW3cv4/x42FoCE1NTJyIly8FgnUrV2LECGZPT89fuHPF4PMlIP+HRlZWqEYTW+eaIjoaP34I2urqFQjnU1EBHeCal4dv37i+VQKBQACA7t27BwYGWrL+mkVFRbVt2/b69etcm0YgiClpaWlDhw7dsmULPaKgoHDy5MmFCxdybZrYIbNlyxY+nw9g1KhR586dCw0NjYmJSU5OTklJ+fLlS2hoqJeXV+/evQEUFhbu2LGDa4O5gL1Q0Lgxo7ksKyvQQqAo/xLQyZNMu0cPRuCrbCwsmHbJ9R92KdUePVAppT4h2Asvb9+WHnP1S9ilitgSduVHSwvHjuHrVyQn48gRoXitQ4eEivYsXYpjx8p72s+fQfv8WlqVVHcQJewFvZKVAdnFeVu2RIXe8ZAQOAKBIJaYm5sHBAQ4snT509LSnJ2d9+3bx7VpBILYERYW1rZtW3aFU3V19WvXro0aNYpr08QRmaCgIADDhw/38vIaOnSolZWVsbGxpqamhoaGkZGRlZXVqFGjrl+/3qJFCwAv2TJo0gM7+K3YQgFbAuHp03KdLS8Pp04x3fJ/L9n+T8n1H7aa9i/V5MqDtjbjFeTm4ueFocqiius/ZaOqikuXGE05Ph9TpqCcYqnsyqfiU/mnDLp2FRIEL7ZQw/Z/WrWq2JmJ/0MgEMSVOnXq3Llzx9XVlR7Jz8+fOXPm9OnT8/PzubaOQBAXrl69am9vzw4QrVu3rq+vb8+ePbk2TUyRoYQNTExMytpJRsbU1BRALB0GJlWUkSjSrh3TLmcV1NOn8eWLoK2uXnr50VIxN2fe63/6BFZaG9LThdLff1lNqJywl4Bev67w4Xl5+PRJ0Obxqt//AWBhgYsXGaWHggJMmlSuVaBSE7rEGXV1xtnm8+HjI7SV+D8EAqGWIicn9/fff2/dupWdvXDgwIGBAweyta0IBOmkoKBg2bJlxf53aNWqVWBgYKuKPg9IEwLH5syZM2/Yb8SF8ff39/X1xa/cpFpLGYkibP/n6dNfp49nZAgl7o8bV4FANWVl0PNfUCC0IOPrC1obtEkToaKWVYEdXfbzr8dP+fQJ9Ps5Q8NSim9WC46OOHuWqUVbWIjJk3HmzC+OYt8O+zbFmW7dmLavr9Amdh3Yqvg/pAQqgUAQSxYtWnTt2jW2dO+NGzdatGjx6NEjrk0jEDgjISHByclp06ZNVCYLxZgxY/z9/aX0ib3cyA0bNmz9+vUxMTHW1tYWFhY2NjZqamqqqqoA0tPT09LSgoKCPhW9xR8+fDjXBnNBGYViGjaEvj7i4gAgLQ1hYcX1ymjy8vDiBf78kwkJk5dHRTPSLC2ZJ9TXr5lr/fcfs0+vXtV241Vc/2EHv1Uu+aecDByIc+cwbJjACSwsxPjxqFsXXbv+9BD27UjE+g+ALl2wfr2gzZaA+/QJ8fGCtrq6kE5GeSAlUAmECpKenu7r63v9+vU3b95Q6bIAjIyMDA0NDQ0NHRwc+vfvr1bOxE5CuenTp8+9e/cGDBgQU6Q2FB0d7ejouGXLlj/++INXnjISBEItIjg4eNCgQR9ZLy4VFBR27do1c+ZMrk2TAOSWLl1669atZ8+eAYiMjIz8eZpH+/btlyxZwrXBIiczkwnikpUt5eGyXTtGePr+/VL8n6AgbNiAGzeQnS007upaYUloa2smz4f9BF9D/g97YaQS/s/bt0ybLd5dE1Au0NChAp2G3FwMHozHj0t3BvLzhRS92Up34oy9PeTlBTcYGYlv32BoCAgHv9naVkz8ACT+jUCoGF5eXq6uriVFU+mHcg8PD319/X379rm4uHBtbG3D1tb2yZMnzs7OgUWK/7m5ufPmzfP19T1y5EidOnW4NpBAEBEnTpyYMWNGVlYWPWJkZHT+/Hl7e3uuTZMMZFRVVQMCAtzd3e3t7Ut9fcLj8Tp06LB9+3Y/Pz+VqquKSRzh4SjSUEfDhlBSKr6DgwPTLhaVBGDnTrRrh4sXizs/TZti48YKG1PqgkxkJKOmragIllROVWnalNHIfveu+C38Erb/06RJtVn1MwYOxPHjzNN/UhKcnZGWVrph9J8MQ0MYGNS4bdWCqqpQbBu9BFSV5B8I+z+fPoG1hk4gEIpBKkZwjqGhob+//+zZs9lPLFeuXGnZsuUDdh4sgVBLycrKcnV1HT9+PNv5cXBweP78OXF+yo8MAEVFxQULFjx8+DA2NjYgIODq1auenp6enp5Xr169f/9+XFzcgwcP5s+fr0hnmUsVvxQKYwdZ3bsn9Pj411+YPx8lNWpat4a3d2Ukqkv1f9jK1507V4PyNY2aGrNCVVAgFAdYHkTs/wAYORKbNjHdsDBMnVrKbi9eMG22grn407kz0/bzEzQeP2YGK+H/aGlBU1PQzsxkQukIBEIJSMUIcUBRUXHPnj2XLl3S0dGhB2NiYhwdHVevXk2XfSQQah/Pnj2zs7Pz8PBgD06bNs3b29tAUl7migdy7I6+vr6+vj7XJokZ7LivUnN7WraEpiYo2Y24OAQHw84OAB4+xPz5QnvWq4f27TF4MIYNY4oIVQgrK8jICNajPnxASgo0NYX8n2pRvmZjbY0PHwTtN2/QsmUFjhW9/wNg8WK8eYMTJwTds2fRowemTBHaJziYaUuW/+PoyJR5pfyfggIUxYEAQPv2lTmtqSlT4vbjR5A/AgTCT2BXjCi2iS4aMWLECDs7u5cvX0ppxQhRMXDgwKCgoJEjR9ISCPn5+WvWrHn48KGnp2fdunW5NpBAqE7y8/M3bty4fv36PFY9RhUVlf37948ZM4Zr6ySPcqUKfPv2bUURXBsscn4pFCYrK7QERFWeSk/H2LFMzVA1NVy5gs+fcf48Ro6spPMDQEWFsaGwEI8eITVVKOiuJvwfmgqlAKWn4/NnQVtOrmb1D4qxb5+QVzNvHhMfSMFeMKGcVUmhUyfIFb2zePsWsbF4/ZqJ8dPTq+Q8s/PQaHeXQCCUgFSMECtMTU3v3bu3ePFidizcnTt3bG1t7969y7V1BEK1ERkZ2alTpz///JPt/Jibmz948IA4P5WjXP7P9+/fNxTBtcEipzxCyYMGMe3z58HnY/FivH8vGOHxcPo0+vevHns6dGDaDx/i+nWmEFDjxsXl6aoO2/9hawb8krdvmVBAMzNGn1oEKCvj7FnQ4kvp6Zg0iUniysrCs2fMzuz5FH/U1ZkINz4fd+4I1X2yt0flFJDYgunE/yEQfg6pGCFuyMvLb9my5c6dO+zgn9jY2J49e06fPj2t1BRQAkGiOHHihJ2d3RPhIpNjx44NDg62lawYFnGiglJR0kZqKqOIJSf3U++if3/m+T4iAnPmYN8+ZuucOejXr9pM6tiRaT94gH/+Ybo1oTVkY8O0K+T/0PFU4EJgunFj7N7NdO/fBx0s+/Qp4zGamcHISNS2VZHffmPaN24ISf+xvxsVgu3/0H47gUAowbBhwwBQFSMaN248ePDg8ePHu7q6urq6jhs3zsXFxdTUtEuXLtRjt5RWjOCC7t27P3/+3JEl/8Pn8w8cOGBjY/Mf+48kgSBRfPv2zcnJafz48dTKM0XdunWvXr164sQJIrJfFeTKs5O2tvbo0aMrfY337997e3uXvU90dDQAvrhpTwUHM4sYTZrgZwoQWlpwccHZs4LuX38xmywsKqPzVgbsZ9z794XkFtjLUNWFpSUUFAR1dWJikJQEbe1yHch2lthOlMiYNAmXLuHaNUF32TIMHAhjY7CDIjp14sCwKtK3L9atE7T/+w+spXD07l3JczZqxLTJ+g+B8HNIxQixxcjIyMfHZ+vWrcuXLy8oqkUeHR3du3fvoUOH7t27V1dXl2sbCYQKcOHChRkzZvz48YM92KdPn8OHDxtS1S8IVaBc/o+pqenJkycrfY3Zs2ffZOfo/xyx83+Cgph22an/y5bh3Lni2sFycjh+vDoF2QA0aoRmzQRReexnXxsbtG1b/TMgLw9LS2Yx59UrdOlSrgM5938A7NuHpk1BKdWmpmLWLPz7ryBBi6IatcJFRps2TMndpCRm3Ni48vNM4t8IhPJBVYz466+/Lly48Pjx45K/WTwez97efvDgwbNmzZJS0VTu4PF4S5Yssbe3nzx5chQr7fOff/65f//+X3/9NXjwYK5tJBB+zffv3xcsWFBMZEVDQ2PXrl0TJ07k2rpaQrn8nyri5uZmYmJStm8THx9/6dIlsavfzBYKKztRvnlzzJgBYUVC7NiBmtBiHzsWS5cWH5wxo6YmoXnzyvg/7Pg3rgqM1quHTZswa5age+UKFi5kErrk5TFgADeGVQUZGQwdir//Lj7et28lk38ANGwIHk/gvX/6hPx8RmWBQCAIQ1WMWLBgQVxcXGRkZFJSUnJyMgAtLS0tLS3L/7d332FNXW8cwL9JQDYiYBQcgDIFFzhAxVGxxYEVF2rdtrWirdbxU6x1VKxawbpn60I6pI6qiK0DZTkBcSAKKkMUUXbYI78/bpqEMAQELiTv5+nT59ybk5v3XEOS994zLC3pPgO7Bg4ceP/+/XXr1nl5eYlvBKWkpIwfP37UqFF79+5t37492zESUrmysrLjx48vXrw4LS1Ner+Dg8OxY8dMG3opeUUi+pUjEAgCAwP9/f0fPXrELGUAwNDQ0MDAwMDAwNHR0cXFpc4dDR0dHR2lFwmtTHh4eFPMf6RXlnzvRGE7d6KkBL/8AqEQ2trw8qp88ZkPN20a1qyRDGIBYGyMhrskIJ29SCeE1Xj5UnSDAoC6eqNO/ibjq6/w22+SSQK8vSUPDR0KqbUjmpP587FnT7mbjRwO3N3rfkANDfD5ePMGAIqLkZRU7o6QjGvXsGULkpPRoQPWrEGvXmyfDkLYUXHFiIKCAgDFxcXKyspsR6fQ1NTUNm3aNG7cuM8///y+1MW48+fPh4aGbt26dcaMGWzHSIis27dvu7u7h0v/8gRUVFR++OGHpUuXcrk0Yr8+KQHw9fV1d3evuKB1UlISU9i7dy+fz9+3b59rQ4ywb7LS0xETIyrzeO9f+obHw4ED8PREUhLMzKCt3VCBGRpixw7MnSt53V9+gZpaQ72cdOIn3SGwGtIr0vToUff5vj8cl4tDh2Bri9xc2Yca7o5ZQ7Oywtix5Tryubh86E02MzNR/gPgyZMq85/Nm+HhIUq9oqJw8SJ8fDBpEttnhJAmQU1NDcDy5cs3bdrU0K+l9N9N2tLSUprlrFKWlpaBgYHe3t7e3t6F/10xzMjImDVrlo+Pz/z581v9N5w1Ly+PflzWVhEzMBgAIBQK6U1YB+K1enNycubOnXv8+HGZ1Xu7du26f/9+Gxub3Iq/YQhQKHUnoLZ/wkpXrlyZNm3aewfepKamjh8//tq1a++9kyM/goMlkyZ361bTfIbPb4zlI7/8EsrKOHoUnTrh888bdhLnnj0lnaOio1FQAFXV9zxFepbGvn0b/GxUz9wce/Zg5sxyN0wGDcKnn7Ic2Ic4fBhv3iAkBADs7SvpDldbFhaiowF4+rTyqRSOHpXteFlSgs8/R8+ejbe+LSGsqklic+PGDXG1FRX7Kr9Pfn5+dHR0NRXS09MBaGhoMJu5ubl3pef0J+U5OTlZWlp6e3tLL0d79erVoKAgZ2fnOXPmtGzZMkZ8rZPUmPTyVkVFRfQmrBuhUHjp0qV9+/Yx3WjFVFVV3dzcPvvss4KCAjq3NWEjvV5LDSht3ryZSX6mTJkyZswYGxsbLS0tLS0tDocjEAiysrIiIyN9fHwuXrxYVla2detWBcp/rl+XlGs46KUxzZrVgH3epOnqwsgI8fEAUFyMhw/f3+WpSeU/AKZPR34+vv0W+fkAYG2Nw4fZjunDaGnh6lX4+6NlSwweXPeRP2LSCcyTJ5VUePECX39dyf7cXCxdinPn2D4jhDQGDw+P99YJCgoKCgpiynXIf+bMmfP777+z3VC50r59e29v79OnT//6669MH0UAJSUl58+fDwoKmjlzpouLC4/FfgpEUcXFxW3fvr3iYmJDhgxxd3fX09NjO8DmpLYjaJQiIiIAuLm5yUw0AUBbW9vQ0NDKymrSpEm2trZRUVHSl0/kn/SiAU0w/2lMtrai/AfAnTvvyX+KisotMNoQs9LVwdy5GDMGp09DTw+urvIwvl9ZGWPG1NvRzM0l5adPK6mwbBnE3Rs0NPD555IVlvz9ce8eaBU2QuqDs7NzbGxsNZ0yiouLpce0kJrgcrnjxo3r16+ft7d3hFRH7uzs7B07dvz9999fffVV36ZwtY4ohpycnGPHjp05c0Y8RQejQ4cOCxcutH3vgHPywZSYNZWqX6aay+UaGRlFRUVJ3+6Uc48eQdwDQVlZ0fMfe3ucOiUqh4Vh3rzqKt+4IRls0759dSPpG1mbNs14zE9Dq/7+T1hYueFGW7fiyy9x5w7CwgBAKMTOnfj1V7bbQEjjGTx48KAK3wvr1q0D0L9/fycnpzofefr06dOnT6+mwps3b9q2bSv+2cTj8dTrd5UF+aWlpbVv375Lly7t2rXr9evX4v0JCQkeHh729vaLFi3qzOKEPc1KC/Gy7wCHw9HS0mI7ouYhPz//zz//9PHxkRl1r6qqOnv27KlTp9LsKTVXVFQkHgKUlpZmWKsV7c3NzQF06NDh4cOHwipcv36deWdbWFgIGwbTu5HH4zXQ8Wtt1SohIPrP2ZntaNgWEiI5G506vaey9KmbMYPt0EnNFBYKVVRE/2ocjjAjo9yjn3wi+Tft21dYViYUCoXnzkl2amoKc3LYbgNpcEZGRgDi4+PZDoQ158+f79KlC/Pt6erq+vTpU+lHmf3Lly9v0BiYC5GtWrW6evXq1atX7969y/ZZaX7y8vLmz59fMW/k8XhfffXVmzdv2A6wGTgs1Y3cycmJ7XCagcLCwl27drVt27biT/H+/fs/efKE7QCbn6SkpKv/mThxopeXV82fy504cSKApKQkGxsbc3PzcePGzZgxw93d3d3dffr06a6urkZGRoMGDWJm9nBzc2M72WsUubnYt0+yOWEC2wGxzc4O4is9z5+j+tuA0v0GP+AiKGlULVpIusAJhZDu6RoRUe7fdPNm0XCj4cMhXkZDIMBff1V+ZKEQP/4IQ0NoaWHUKCQns91UQupu5MiRUVFR+/fvb9u27enTp7t06fLtt98yExKQZkRNTW327NnHjh0bMWKE9LCB0tLSffv2mZub//TTT3l5eWyHSeREWVnZsWPHLC0tFyxYINORysDAYMOGDevXr6++Hxapd9wVK1b0+m84R2xs7KlTp44dO7Z37969e/f6+PicOXMmMTGRedTe3n758uVsB9woNm3Cu3eicqtWlP9AVbXcLNhXrlRZMzFRMviHy6X8pzmRHsBz756kvHWrpDxwoKQvKI8H6TU0Tpyo/LDffovvvsPr1xAI4O+P3r2RkMB2UwmpOyUlpS+//DI2NnbNmjUqKirbtm0zNTXdvn279HTApFnQ1dVdunTp/v37Bw4cKL0/Kytr+fLlJiYmmzdvpmmdyYcQCoVnzpzp1q3bjBkzXrx4If1Qq1at5s2bd+jQIQcHB7bDVERcDQ2NkJAQLy8vBweHSidP4HA4zJDBa9euKUQn49BQSM9w+vXXoF6tAD76SFL+998qq506JZlm2sEBld3nJU1UpflPcnK5xEZmMivplX8uX0bFq+DBwZJpEhivX8PNDSUlbLeWkA+iqam5du3a2NjYL774Iisra9GiRdbW1mwHRerC1NT07NmzZ86cMZeeBgZITU1dsWKFiYnJ+vXrZeYmJqQmrl696uDg4OrqKjPDm4aGxsqVK58/fz5t2jQVFRW2w1RQXAAqKipLliwJCwtLSUkJCQk5d+6cj4+Pj4/PuXPngoODU1NTQ0NDFy9erBD/SO/eYeJEyY8zQ0MsXsx2TE3DJ59Iypcuoaq5iY4elZTHjWM7aFIb0vmPeH6kvXtRXCwqd+kiuy6QjQ2srETl4mKcPSt7zErvGN+6BW/v+on56VPs3o1Jk9CnDwYOxLp1oJ8ppBEZGBgcOHDgwYMHI0eOjIuLYzscUneffvrpw4cPf/75Z/GiqIy0tLTVq1cbGxuvXr06LS2N7TBJ83D16tVhw4YNHTr0lvRyIECLFi0WLFgQFxe3YcMGHR0dtsNUaOVmAebz+fxGWLuzKVuwAK9eicocDg4eRMuWbMfUNDg4QEtLNAPy69cIDcWAAbJ1bt2S3Dfg8ajfYDPTsye4XNGavw8fIi0N6uo4cEBS4ZtvKlloaMIE/PCDqHzqFGbOlDx0+zZu3JBs2tkhPFxUXrcOY8bUfdXUggLs3o39+xEbW25/cDCOHEFAACwt2T6bRIF06dLl/PnzgYGB169fBzCg4mcjaQ6UlZUXLVo0c+ZMLy+vnTt3Sk/PlZWVtX79+m3btrm7uy9evFjRfymRKhQXF/v5+cnMsc7g8XifffbZunXrjI2N2Q6TAMz9HyISFoY//5RsenhgxAi2Y2oylJUxcqRk87ffKqnz00+S8ogRksHxpFlo1Qo9e4rKZWUIDMTRo3j7VvLo1KmVPGvsWEn50iUIBJJN6UlERozAxYvQ1xdt5ufjs89Qt+HFr1/D3h5Ll8omP4z4eHz6KajLPmlcAQEBubm5vXr1Wrt27YdMfk1Yp6Oj4+npGR8fv3btWpl7QTk5OZs3bzYxMVm8eLH09NmEZGdne3t7m5qafvbZZzLJD4fDcXV1vX///tGjRyn5aToo/5Gybp2k3KtXuU0CYMoUSfmPP1B+6nrcuoXTpyWb7u5sh0tqT3qU14UL8PKSbH75JTQ0KnlK9+4QL5dRUIBz50TlnJxyA4fmz4e+frmxQOHhGDQIhw4hKakWERYVYfhwVL8Q89OnWLOG7VNJFMuECRNcXFxcXFzYDoTUj1atWq1ZsyY+Pv7HH39s3bq19EN5eXk///yziYnJ9OnTZXo3EQWUlJS0bNmyDh06LF26VDxhmJiTk9PNmzdPnTolnjefNBGU//zn2TNcuiTZ9PKCklLdjyaXPvkE4q+BjAzs3i15KD8fn38uGRTUt6/sQBHSLAwdKikfOYJnz0RlVVV8/XWVz5Ie6CXOeU6ckCyD27Gj6P0wZQrGj5dUvnsXc+bA2BiTJtV03M6GDeWSHxUVfPwxtmxBSEi521N799JE24SQD6Stre3h4fHixQsvLy+ZZVsKCwt9fHzs7e179ep16NCh/Px8toMljS0yMnLq1KmdO3f28vKSWcyUy+W6urqGhoZeunSpT58+bEdKKkH5z398fCQ/3/v3R4WFvQlatCj3I9jTU/RLND8fkybh4UPRfg6n3AR6pBkZMkQyZZ/0FBdz5qBduyqfNXGipHzxIjIyAODQIcnOGTPA/e+j5tChcnOpAygrw59/YtAgSb5UlfT0chMnjBiB5GT88w+WLkX//jh4EOL1EwoKsGMH22fzfQoLsW0blizBkydsh0IIqZKGhsaSJUueP3++ffv29hX6dYeHh8+ZM6d9+/ZLly6lOTAUQXFx8ZkzZ5ycnGxtbX19fYvFUwQBANTV1efNmxcTE3Pq1Kl+/fqxHSypEuU//5Ee0DJrFtvRNFULFkBXV1TOy8OgQZg5EzY25Sb+mjkTgwezHSipkxYt8OWXsju1tLBqVXXPsrODqamoXFCA48cRFYWwMNEeDqfcMkFaWrhypZK5Me7fx8qV7wlv3z5JjmRgAF9f6OlJHlVVxXffSTYPH0ZhIdsntGoZGRg8GN9+i61b0bMn/PzYDogQUh01NbVvvvkmLi5u7969ncWdfv+Tnp7u7e1tYWExfPjwc+fOlTETyRD58ujRo6VLl3bo0MHV1fVKhYUQ+Xz+Dz/8kJCQsGfPHjMzM7aDJe9B+Q8AIC5OMpZaRYUmLqtSq1blhnBkZeHoUTx/LtnTrZvsei+kefn6axgaltvzyy/vX8dJ+pLB3r3lBg45OUHmt4KODk6cQFQU1q5F166S/bt3o5qrp0IhfvlFsvntt6g4eei0aZL8/O1bnDnTqKcuMBDz52PLlhqNaPr+e9y8KSrn52P2bMmay4SQpkpFReWrr756+vTphQsXRo0axeWW+xFVVlZ28eLF0aNHd+7cedOmTampqWzHS+pBVlbW/v377e3tbWxsvL2937x5I1PB0tLywIEDCQkJ33//vb54mh/StDXGEJdt27bt3Lmz+jqFhYUAWLtkcvGipOzoCG1tdsJoFqZORVRUuR+4YjY2uHiRlott3vT1ERKC8eMREQFTU6xeXa57W1VmzcLataKVgh4/xuPHkoeqmgmjWzd064Zly9C9uyjtKS3Fvn2Vv7UA3LkD8eLZamqV3Kdi9k+fjm3bRJvHj8PNrZHO29Wr+OQT0dJhGzbg1q3qZvfOzi63UhYAgQDbtsHTs5GiJfVtw4YNMt1giBzjcrnDhw8fPnx4cnLywYMH9+zZ81Y8VSYAID4+3sPDY9WqVfb29tOnT580aZI2/a5obsrKysLCwnx8fHx9fXOr6J7dv3//hQsXjh07lsfjsR0vqZ3GyH8iIiKeS98iaIL+/VdSll7ok1RqyxYYG2P1aqSni/a0aIG5c+HpSamjPDAxQXg40tMl91Ley8AA06aVG/PDsLbG6NHVPVFdHatWSVYNOnwYP/6IFi0qqSk9m9yIEVUuzCWd//zzD969QyNcjcvJwdSpknWTs7KwcGG5qyoyfH3LTRTO2LcPa9ZAWbnBoyUNYOHChWyHQFjQrl27tWvXrlix4sSJE3v27JGZDq60tDQ0NDQ0NHThwoUjRoyYMmXKyJEjVVVV2Y6avEdCQsLRo0ePHDnyQnzRrTwdHZ0pU6bMmTPHVmY4K2k+GqP/2+HDh5+9z99//w1A5lZyIykrQ0iIZJPyn5qYPx8JCfD3x/798PPDq1fYsYOSH7lS8+SHsXYt1NRkd27ejPf+Ubu5SYbxpKfj2rXKq/n7l3tKVXr2hLW1qFxcjJMnG+Nc/fEHZBYD+ecfyQio6tsilpaGy5cbI1pCSL1SVVWdPn36zZs3w8PDv/zyS40KSwUUFBScOnVq/Pjxenp6EydOPHfuHN0tbIKYKS4GDBjQqVOnNWvWVEx+uFxu//799+/f//Lly927d1Py06w1xv0fHo/XqVOn6utkMHNGseLRI4hfXU8PNjasRdK8aGrS+rBEokMH+Phg8mSIv9dXrSq3Zm5VVFUxdiwOHhRtnj6Njz+WrZOQgJgYUblFi/fMrj5limQihD//xNy5Dd7248cr2fnnn6h08p/iYly/Ltns3x+hoaLyiRMYPly2fkkJ0tLQpk2Dt4IQ8mFsbW3379+/cePGI0eOHDt2LKrCSmV5eXl+fn5+fn6tW7eeMGHC5MmT+/Xrx86VXwIAEAqFd+/ePX369JkzZx5L99wuz8TEZObMmTNmzDAyMmI7ZFI/6K8OCA6WlPv3B4fDdkCENE/jxuHKFcyYgZkz8dtvWL++pk90dZWUz54tN/U2459/JGUHh/eMMZO+OxQUhIZepv3Vq3KfIWKnTlXSEAA3b0o6vxkYYO1ayUPnzqG0VLJZXIwFC9CyJdq2xcCBtVsolhDCEl1d3cWLF9+7dy86OnrNmjXm5uYV67x9+3bPnj2Ojo58Pn/ixIkHDhx49eoV24ErkNLS0pCQkIULFxoZGfXp02fjxo2VJj+qqqoTJkw4e/ZsbGzs6tWrKfmRJ7TEJyQXXwEMGMB2NIQ0Z46OcHSs9bOGDoWWFnJyAODVKzx4gG7dylWQ7hj23qV1O3dGr164excASktx4gQadGxGYKAkz+neHc+eidKbly8RGYmKHSSCgiRlJycMGQI9PaSlAUBaGsLCJCfwiy8k0yQEB2PgQERGVjLrHSGkSbKyslq7du3atWtv3779+++/nzhxomKSk5aWxtwR4nK5dnZ2zs7Ozs7Offv2pfH0DSEjIyMwMPDs2bPnzp1LFw9groDL5YonrmhZ1VhT0szR/R9AesAiLVZFSONr0aLcmlHS85EAEArLDQpycnr/ASdNkpT/+KNhg5eObeTIcp33Kh3LdPu2pOzoCB6vXD9S8VJaJ0/KzhEXH48ffmjYthBCGkCfPn1+/vnnpKSk4ODgb775hs/nV6xTVlZ2586d9evX9+/fX0dHx8XF5cCBAy9fvmQ79mZPIBBcvnx5xYoVAwYMaNOmzbhx444ePVpp8sPj8fr3779t27bExMTQ0NC5c+dS8iPHFD7/efdOsnyNsjJoNBshrJCed0Qm/3n4EOK5ZXV00LPn+482caJk3oVbt9Cgi7JLJzmDB5dL5KTH+YhJ5z99+gCAi4tkz8mTEApRWIhlyyp57u7dDd6djxDSMLhc7oABA7Zv356UlHT27NkpU6boVHE7VyAQnD9/fu7cuR07drS1tf3222///PPPxMREtlvQbOTk5Pj7+y9btqx37946OjrDhg3bvHlzaGhopdNOaGpqjh8/3tfX9927d0ynuHbt2rHdAtLgFL7/261bkr4rXbtWMoEVIaQRSN82CQlBQQHEs8RevSp5aOBA1KRbSIcOGDBA1NNMKISvL9asaZCwU1MlyVWLFujfv9xEBcHBKCsrNwNeQgJSUkRlDQ3RVHXDh0NNDfn5APDiBcLDceuWZLEjZWW0bg2m20xREY4cgYdHg7SFENIoWrRo4eLi4uLiUlJScvPmzYsXL168eDEiIkJYYcSgUCiMjIyMjIxkNg0NDe3t7fv169e3b187Ozs1+sUi5e3bt3fv3r1+/fq1a9fCw8NLxAsSVEFfX3/06NFjxowZNmwYTUqugBQ+/5G+Ftu3L9vREKKozMxgZISEBADIz0dYGD76SPSQdP4zZEhNDzh1qmSkzfHjWL26QaY2YUYZMXr0gLo6bGygqytaGisjA48fS+bjlqlvZwclJQDQ1MTw4Th1SrR/165yd8DmzYOpKb75RrT5669YsYKmaSFEDigpKQ0YMGDAgAGenp5v3rz5559/Ll68+O+//6YxAwIrePXq1alTp06dOgVAWVm5Z8+e9vb29vb2Dg4OxsbGbLemsT1//vzevXuRkZHM/5OTk9/7FC6X261bt48++mj06NEDBgygQVaKTOHznzt3JGXKfwhh0dChkhVUL18W5T+lpeUmDBAnRe81fjy++QYFBQAQF4egIAwaVP8xS3+A9OoFAFwuHBwkK/zculUu/4mIkJR795aU3dwk+Y/0sB91dXh4QEUFy5eLbhA9e4Y7d0Qd5wgh8qJNmzbTp0+fPn16aWnp3bt3AwICLl68eOfOnbKyskrrFxcX3759+/bt2zt27ACgq6trZWXVpUsXS0tL5v9GRkYcObpQUlJS8vjxY3G2c+/evczMzJo8kcPh2NjYDBkyZMiQIQMHDtSt7dJ2RE5R/iP184V+UhDCIicnSf7z77/48UcACA+H+EuudWt07VrTo7VqhTFjJJMf/Pprg+Q/0vdzxPlM376S/OfmTcyeLakTHi4pS482dHVFx46o2L9/8WK0bQsAI0fir79EO/386MOKEHnF4/H69u3bt2/ftWvXMiNSbty4cePGjfDw8Ly8vKqelZ6eHhoaGio1n62GhoaFhYV0UtS5c2dlZWW22/d+ubm5L168eP78ufT/4+LiCgsLa3gEDofTpUuXIUOGDB48eNCgQfr6+my3iTQ5ip3/PH+Od+9EZW1tWFiwHRAhCszJCVwumIudkZF48wZt2uDiRUmFIUNq1+9r9mxJ/uPnh59/hp7ee57y5g0iItCrF1q3rtFLSOc/zP0fAPb2kp3S00ui/P0f6fxHWRlLl0o6uTHatcPy5aLyhAmS/Oevv7BlS72cckJIU6avrz9mzJgxY8YAKCkpiYqKunHjxs2bN2/cuPFcPHVTFXJzcyMiIiKkPnOUlJTatGnTrl27tm3btm/fXub/rWv4oVdPBAJBenp6enp6ampqUlKSdKqTmppahwOqqKh07dq1T58+TM5T6SR7hIgpdv4jffPHzg60BjMhLGrdGnZ2or/KsjL8+y+mTcOFC5IK0nPE1cTQoejcGc+eAUBBAQ4fxtKlVVYuK8M332D/fpSUQFsbO3Zgxoz3HD8lRTKZgbo6rKxE5d69JYnco0cQCKCpCQCJiZKJ7DQ1IbMq4rx5+OcfyY0jTU34+YmeCGDkSMkcCfHxuHcPPXo04r8NIYRlSkpKdnZ2dnZ2CxYsAJCamsokQsytIYF4VeWqlZSUJCcnVzVORkVFpW3btu3atdPR0dHQ0NDW1lZVVdXU1NTS0lJVVdXS0tLU1FRVVdXW1tbQ0GjRokV8fLz4uenp6ZcvX2ZeIodZyQ0AkJWVlZ6e/u7du/T09LS0NCbhYQo1v5lTFR0dnR49evTo0aNnz549evTo0qWLkpJi/6YltaHY7xXpS7PUn4QQ1n3yieSqxOnT5TY5HAwfXrujcbn48kvJLZS9e7F4cZWXOTZswO7donJ2NmbNgoFBuVnpKvpvUiYA6NpVMjGdjg4sLMCsJl5airt3RZNiy0yWIBOJkhJOnsT33yMyEnw+Fi+GnZ3kUQ0NDBsmWR3ozBnKfwhRZHw+f/To0aNHjwYgFArj4+NjYmKio6NjYmIeP378+PHjatb3rFRhYWFCQkICMwlNLUVERAwbNqyhm9yuXTtxttOzZ89OnTo19CsSOUb5z39o8gNCWDdmDDw9ReWAAOzfD/HY3549YWBQ6wPOno01a0SzIDx/Dn//covtiMXEyC4tKhTC3R3R0WjRosqD37snKctkI336iPIfALduVZL/iDvLSVNRwU8/VXdyxPnP6dNYu/aDTzchRB5wOBwTExMTE5PhUheJ3rx5w6RDzP9jYmJevXpV1WwKTYqysnLHjh07derENIopmJmZVbVcEiF1oMD5T3Fxub74lP8Qwjo7O5iZITYWAAoKJLkQADe3uhxQXx+TJ+PwYdHm9u2V5z8bNqDiYhHPnuHkSUyeXOXBpfMfmVVZ+/aVTOMmnmT/vflP9VxcoKQkivP+fcTFwdS0LueEEKIA2rRp06ZNmyFSawYUFhampKQkJye/fv2a+f+r/yQnJ2dlZTVmeKqqqnp6erq6unp6eoaGhtKpTocOHWhmatLQFDj/uXdPdFUYQMeOMDRkOyBCCDB5suRWTFGRqMDjYerUOh7w668l+c/Vq3jwQHYSuZcvJdMkALCxwcOHovL+/dXlP9L93yre/xELCwMAobDc5G91yH/09TFoEK5cEW2ePCnp2kcIIe+joqJiZGRkZGRU6aN5eXnJyckpKSmZmZkFBQUZGRkFBQX5+fnMZl5eXlZWVkFBQW5ubnZ2dmlpaVpamngIkK6urq2tLQAej6etrS0+pqampq6uLpPkMJiyrq6uuro62+eDKDQFzn+CgyVluvlDSBPh7g5vb+Tmlts5Zkzdr1D07IlBg3D9OgAIhdi+Hb/8Uq7CL79Ibv5YW+PPP2FjA2Yh9qAgxMej0oUFc3JEMysA4PFkc6ru3aGpCWZEckoKYmNRWgpxd/yWLWFmVpe2jB0ryX9+/53yH0JIfVFXVzczMzOr8UfTkSNHZs2axZRtbW0vXbrEdgsIqQUFnvFMOv8ZMIDtaAghAIA2bbBwYbk9qqrYvPmDjrlokaTs6wvpyVVLS/Hrr5LNBQvQpYvkA0EolCxLKiMqSjI2ycICMtcylZTg4CDZDA4u94HTr18dZ5scNw7iCY6ioiT3qQghhBBSY41x/+fdu3fXr1+vftTde2eyr2dCIUJCJJsDBzbqqxNCqrF2LRITcfw4AGhpYc8edO78QQd0cSk3Efbu3Vi3TvRQQABevhSVNTXx2WcAMH68JF05dQqLF1dyzGomP2A4OkJ8QTQoCNIfgI6OdWxImzZwcpKsiXT4MLy9P/BkE0IIIYqmMfKfOXPmnBVPW1StxpuZ5MEDycqnLVvWYlF5QkhDU1aGjw9mzkRKCkaMQKtWH3pAHg8LF0pWF92zB//7HzQ0AJTrC+fmBi0tAHB1xaJFoi5wN27g7dtKlkOtZvAPQ/qqSkBAuXnk6pz/AJg6VZL/HDkCT0+oqX3o+SGEEEIUSWPkP7NmzVJRUam+TkZGxuXLlzm1Wtz9Q/zzj6Q8aBBophFCmpqhQ+vzaLNnY+1a0Qicd++wdy+WLkV8PM6fl9T5/HNRoUMH2NqKpisoK0NAAKZPlz2g9GRuMpO/Mfr1Q6tWyMgAUK7HnYYGeveue0PGjcOiRaLLN+npOHIE8+bV54kihBBC5F1j5D9jxowZM2ZM9XXCw8N79erVePmP+AIqar+oPCGk2dHQwPz5WL9etLllC774Atu3o7RUtKdHD9jbS+qPHCmZru3CBdn8Jy8P0dGiModTbqFSMWVljBgBX1/Z/aNG4X3Xg6qjqoo5cyQDojZtwpw51S1SRAghhJDyFHL+g8zMcoN/nJ3ZDogQ0vAWLoR4YtbUVHzxBfbulTwq7h3HGDlSUv7nH9nVgSIjJXtMTavsoTd+fCU7J06sh4aoqorKiYn4+efGO4eEEEJI86eQ+c/p05J1Rays0KkT2wERQhqenh6WLZNs+vmhsFBU7thRNPOBWK9e4PNF5cxMhIaWe7SGK5m6uMDSstyejh3LZVZ1Y2BQrs/b+vV4+rTxTiMhhBDSzClk/vPbb5Lyh1+LJYQ0F0uWwMSkkv2enrJdyLhcDB8u2bxwodyj0ulQNYN5eDz8+KNkk8PBwYMf1PlN7LvvoKcnKufmYsoUyWrOhBBCCKmW4uU/MTGSBQQBuLmxHRAhpLGoqcHPT3atngkTMHVqJZVHjJCUZWawlO5AW/3qYa6uOHUKEydi4ED4+ODjj+unIXp68PKSbIaH46uvGuUMEkIIIc1eY8x/0LRs2yaa1haAgwOsrNgOiBDSiOzscOkSFi7E3bvQ0MD06di2DZXOvPLJJ2jRQtRXNiYGMTGizmyxsXj9WlRHU7Pyyd+kubrC1bX+GzJzJs6fx8mTos2jR9GtW+VLFRG5Fh8ff+DAAbajaH6GDh3a+r957bds2fL27Vu2I2pmsrOzxeXMzMy5c+eyHVHz4+LiosGsxACsXLkyNzeX7YiaGQsLi57v/QqugoLlP3FxOHRIsikz4pkQogj69cOdO0hOBp8PZeUqq7VsiY8+kswVeeoUVq4EgKtXJXUcHKDE3qfooUN4+BBPnog2ly+HnR0GDWItHsKGt2/fUv5TB9bW1uL85+zZsw8ePGA7ombGSurycW5uLr0J62Dw4MHi/Of3339PSUlhO6JmZty4cXXOfxSs/9vSpSguFpVNTTFhAtsBEUJY0q5ddckPQ3ri/uPHRYVz5yQ7hwxhswna2jh7VjL7XEkJpk1DZiabIZGGJ7OeXpF4Oh9SG8XiHwN0DutEKO5KA3C5CvZjsp5Ivwmly6SGZP5y37vWqDTRlUuBQBAYGOjv7//o0aPMzMysrCwAhoaGBgYGBgYGjo6OLi4umpqabLf0w/j74++/JZs//EDLnhJCqjN2LL7+WnTR5PFj3LmDLl3K3f9xcWE5QnNz/PYbRo5EWRkAJCVh1Srs2sVyVKQh6ejoDB8+/OrVq1u3bgWQmJjIdkTN0tGjR69duwZAKBQ+e/aM7XCan4SEhG7dujHlTLrsUie7du1q06YNgJKSkrS0NLbDaX7CwsLEefjz5883btxY8+dyhEKhr6+vu7u7dFfOivh8/r59+1wbohc7gP/WP+XxeCUy62zUl4IC2NhA/BnXrx9CQtBoy60SQpqpMWMk102mTMGwYZg1S7RpYoLnz9mODwCwfDl++klU5vFw7x5sbBridYyNjRMSEuLj442MjNhus0IrLCzcunXrypUrjY2NPTw82A6nudqyZUtcXNyyZctMTU3ZjqVZioyM3LdvX8+ePb+i+VfqauXKlWlpaT/++KOeeEpPUhtXrlw5ceKEk5PTL7/8UrsvpsuXL3NqlgZwudygoCBhw7h79y4AHo/XQMcXbt0qBET/8XjCyMiGeiFCiDz5+2/JR4eSkrBTJ8nm//7HdnD/KSgQmppKAps4sYFeh/l2iY+PZ7vBRHj79m0AvXv3ZjuQZmzAgAEAgoOD2Q6kuTp58iSAsWPHsh1IM2ZsbAzgxYsXbAfSXG3btg3AwoULa/tE7ubNm4VCIYApU6acOHEiOjo6KSmJ6QKXnJwcHR3t6+vr7OwMoKysjLnb3vwIBJC+KTZvHnr0YDsmQkhz4OICa2tRuaREcsOHxyu3CCm7VFSwZYtk86+/EBvLdkyEEEJIE6UUEREBwM3NzdfXV+YxbW1tQ0NDKyurSZMm2draRkVFRUVFsR1wnRw5AvHUltraWLuW7YAIIc0Eh4P16zF2rOz+CRNgbMx2cFI+/RQ9euDePQAoK8O+ffD2ZjsmQgghpCniCgQCAB07dqyuEpfLdHtolnPzCYXYuVOyuXAhqJMlIaTmXF0xbVq5PQYG2LaN7bDK43CwZIlk88gRFBSwHRMhhBDSFIkSmz/++OPRo0dVVQoKCgoMDMT70qQmKigIT5+KyioqcHdnOyBCSHNz8CCWLIGaGgD064eAALRpw3ZMFUyYAH19UTk9HRcusB0QIYQQ0hQpTZw40dPTMykpycbGxszMrGvXrpqamsx6TAKBICcnJyIiQjy9ppubG9sB196xY5LyuHFo25btgAghzY2KCry8sHo1Cgvx35qJTY6KCqZMwY4dos3ff6+k2x4hhBCi8JRWrFhx8eJFZvq12NjY2KpHzdrb2y9fvpztgGupsBB//SXZnDGD7YAIIc2WtjbbEbyPdP7j74/cXPy3uDghhBBCGFwNDY2QkBAvLy8HB4dKJ8LmcDj9+vXz9va+du2auro62wHX0uXLEK9rZGiIoUPZDogQQhpMnz7o1ElUzs/HxYtsB0QIIYQ0OUoAVFRUlixZsmTJktTU1NjY2IyMDGYpXx0dHR0dHUtLS31xn/I68fX1PXLkSPV1cnJyAAj/W8a13kjf/Bk7Fjxe/Z9CQghpIjgcuLpKZn47cwbjxrEdEyGEENK0KElv8Pl8Pp9f769x6tSpy5cv16RmPec/paU4f16y6epa700jhJCmZcwYSf7j74+SEigpfdABCSGEEPki+l4UCASBgYH+/v6PHj1iFj8FYGhoaGBgYGBg4Ojo6OLioqmpWbfXOHLkyPz588vKyqqp8/Tp0/nz53O53Pps3M2bePdOVNbVxcCBDX46CSGEXQ4OaN1atOJZRgZCQzFoENsxkfrXoUMHbW1ta/HivKT2rK2t7927x8yCS+rAzMxMRUWF3oQfwtraOi8vr3WTnVanybOysuJyuV26dKntEzlCodDX19fd3T1bPE6mMnw+f9++fa4NdgslPDy8V69ePB6vpKSk3g66fDl++klUnjoVPj4NFDwhhDQhM2ZI5r1ctkzyMfjBjI2NExIS4uPj6SdjU1BQUKCiolLpwF1SE0KhsKCgQI2Z157USV5eXvMbGd6UlJaWlpSUqKiosB1IM1a3NyH3ypUr06ZNqz75AZCamjp+/Pjg4GC2m1kb/v6S8qhRbEdDCCGNQvrjTroPMJEvqqqqlPx8CA6HQ8nPB6Lk5wPxeDxKfj5Q3d6E3M2bNzOjbqZMmXLixIno6OikpCSmC1xycnJ0dLSvr6+zszOAsrKyrVu3st3MGnvxAuIVXZWV8cknbAdECCGN4uOPoawsKj9+jOfP2Q6IEEIIaUKUIiIiALi5ufn6+so8pq2tbWhoaGVlNWnSJFtb26ioqKioKLYDrjHpmz/9+0NHh+2ACCGkUbRsCUdHXL0q2vT3x9dfsx0TIYQQ0lRwBQIBgI4dO1ZXictlenunpKSwHXCNnTsnKY8cyXY0hBDSiKQ/9KQ/DAkhhBCFJ0ps/vjjj0fi3mIVBAUFBQYG4n1pUhOSnY1r1ySbLi5sB0QIIY1I+kPv+nVkZbEdECGEENJUKE2cONHT0zMpKcnGxsbMzKxr166ampoaGhoABAJBTk5OREREYmIiU9vNzY3tgGsmIABFRaKypSUsLNgOiBBCGpGZGays8PgxABQV4cIFTJ7MdkyEEEJIk6C0YsWKixcv3r17F0BsbGxsbGxVVe3t7ZcvX852wDXj5ycpf/op29EQQkij+/RTUf4D4K+/KP8hhBBCGFwNDY2QkBAvLy8HB4dKZ9LkcDj9+vXz9va+du1a85joUCDAhQuSzXHj2A6IEEIanfRH34ULeN8iB4QQQoiCUAKgoqKyZMmSJUuWpKamxsbGZmRkZGZmAtDR0dHR0bG0tNTX12c7zto4cwb5+aKyiQl69WI7IEIIaXS9eqFTJ9Hk1wUFOHMG06ezHRMhhBDCPiXpDT6fz+fz2Q7pg/36q6Ts5gZaHo4Qopjc3LBxo6j866+U/xBCCCEQ5z8CgSAwMNDf3//Ro0fM4qcADA0NDQwMDAwMHB0dXVxcNDU12Y62BmJicP26qMzhYOZMtgMihBCWzJyJTZsgFAJAcDAeP4aVFdsxEUIIISxTAuDr6+vu7p5doXd4UlISU9i7dy+fz9+3b5+rqyvbAb/Pli2iL3sA/fvTzG+EEMVlbg5HRwQFAYBQiJ9+wuHDbMdECCGEsIx75cqVadOmZb9vaGxqaur48eODg4PZDrhajx/Dx0ey+c03bAdECCGskv4Y9PVF1eu8EUIIIQqCu3nzZqFQCGDKlCknTpyIjo5OSkpiusAlJydHR0f7+vo6OzsDKCsr27p1K9sBV62kBHPnorhYtGlhgbFj2Y6JEEJY5eoq6fNWXIyvvkJJCdsxEUIIIWxSioiIAODm5ubr6yvzmLa2tqGhoZWV1aRJk2xtbaOioqKiotgOuAqFhZg7F9K3pzZsAI/HdliEEMIqLhcbNkguBoWEYM4cHDgAFRW2IyOEEELYwRUIBAA6duxYXSUu18jICEBKSgrbAZeXn49Tp7BqFbp0wdGjkv3OzrTsDyGEAICrK4YPl2weO4YuXbBqFU6dkiwVQJqqiIgIDoejpKRU8aG8vLzVq1dbWlqqqanx+XxnZ+erV6/WoY7iGDJkCKcyf/31F52xWqGzVCv0xquzBvwANDc3B9ChQ4eHDx8Kq3D9+nUtLS0AFhYWwtrLz8+/+z4+Pj4AeDxeLY5bVCTs2VMIyP5nZCR886YOcRJCiHxKTRUaGVXyadm9u7CoqOaHYS6ExcfHs90eRZGfnz906NBKvxwLCgr69Okj82XP5XJ9fX1rVUehGBoaVvoby8/Pj85YzdFZqi1649VNg34AKk2cONHT0zMpKcnGxsbMzKxr166ampoaGhoABAJBTk5OREREYmIi8zQ3N7c6ZG8zZsw4ceLEe6u1aNHCxMQkJyenpseNjkZuLszNy+1s1w67d0NNDTU/DiGEyDdVVQQEYP58JCeX25+fjzt30LVrDQ9jbGzc5HoByKPi4uKUlJSbN29u2bLlzp07ldbZtWvX7du3AbRv397NzS0xMdHPz6+srGzevHmjR49m1quoSR3FkZub++rVKwD9+vVTU1OTfki88iGdsZqgs1Qr9Marrcb5AIRAIOjVq1dNArK3t8/Nza1DAvfLL7/YvU+3bt0AqKio1OK46enCli0lFzJVVYULFgjT09nOVwkhpElKTxcuWCBUUZF8bGppCd+9q/kB6P5P41i4cKHM92/Fy58ODg7MQw8ePGD2TJ48mdlz9uzZmtdRHPfu3WPanpOTU1UdOmM1QWepVuiNV1uN8wEIoVBYUFDg5eXl4ODA4XAqpj0cDqdfv37e3t4FBQUN19qXL18CaNeuXe2eFhkpnDtXuHSp8PjxWn2LE0KIgnr3TujjI1y6VPjFF8K7d2v1VMp/Gsd7v/5TU1OZ72szMzPxTnE/i7lz59awjkJh2t66deuqKtAZqwk6S7VFb7zaapwPQCXmrsuSJUuWLFmSmpoaGxubkZGRmZkJQEdHR0dHx9LSUl9fvyY3iFjQowf27WM7CEIIaT709DB1KqZOZTsOUqUtW7Zs2rSJKbds2bKoqEimwtOnT4VCIQAbGxvxTnH50aNHNayjUGJjYwGYmJhkZmYGBwdnZmZ269bN2tpaPLSazlhN0FmqLXrj1VbjfACWm1GBz+eLOyMSQgghpPEpKysrKysz5Ur7ZWRkZDAFZmoimTJzBbMmdRQK8zP0zZs3ZmZm7969Y3ba2dn5+PhYWVmBzljN0FmqLXrj1VbjfACK8h+BQBAYGOjv7//o0SNm8VMAhoaGBgYGBgYGjo6OLi4ujTAAKzs7e8WKFfV4wLKystOnT7do0UJbW7uhg2+CCgsL375926ZNG/E7SaFkZmYWFha2adOG7UBYIBQKX79+raWlJf2XrzgKCgrevXvXtm3bSifNlHvp6ekqKiojRoyo9yOLv1EIu8Q/iZjJihjiP3bmG7wmdRQK8zM0ISFBemd4eLiTk1NMTIyWlhadsZqgs1Rb9Mard/XyAagEwNfX193dPTs7W+YFkpKSmMLevXv5fP6+fftcXV0bqDFqampcLjcnJ2fz5s3snVL5xIytUlgvXrxgOwTCDgV/5z948KAhDsvhcNTV1dlunJzYvn37d999J73Hz89vuPRiTbVR6YXSOtRp7qo6q0+fPgWgoqLi4+Pz8ccfP3nyZObMmY8fP3716pW3t/fatWsV9ox9ODpL1aA3XuOo7Qeg0pUrV6ZNm8Z0kqtGamrq+PHjr1275ujo2BBx6+rq+vv7R0VF1e9hk5OTd+7cqa2t3b9//4YIu4mLiYl58eKFhYVFp06d2I6FBYGBgQUFBUOGDFFVVWU7lsaWnp5+69YtXV3dvn37sh0LCx49epSYmNilSxdmvL6iuXz5cnFx8erVqxsiUenatWvr1q3ZbqKcKC4uzs3Nld5TWlpakyfq6OgwBWYFc5kys9hITerIparOKjMTrpqaGtMpoE+fPtu3b//4448BhIaGKvIZqxU6S7VFb7x6Vy8fgEqbN29mkp8pU6aMGTPGxsaG6TPD4XAEAkFWVlZkZKSPj8/FixfLysq2bt3aQPkPAGdnZ2dn5/o9Znh4+M6dO83MzC5cuNBAYTdl//vf/7Zs2TJnzpxly5axHQsLOnTo8PLly2PHjrVv357tWBpbcHDwwIEDra2tFfOdP3/+/D179syfP9/d3Z3tWFigp6eXnp6+cOFCXV1dtmMhDUL81S69Yp64n4yBgUEN6ygUY2NjmT09e/ZkCswVejpjNUFnqbbojVfv6uUDUCkiIgKAm5ubr6+vzAtoa2sbGhpaWVlNmjTJ1tY2Kiqq3u/PEEIIIYpp6dKlS5curcMTLSwsOByOUCiMjIwU7xSXma//mtSRS5We1fv37zMXg+zt7QcPHszsFA9GZ66RKewZqxU6S7VCb7yGUC8fgFzmZlDHjh2reSUul8t0I6GVvwkhhBB2tW7d2t7eHkBCQkJwcDCAsrIyHx8f5lGmm0ZN6iiO7OxsDw8PDw+PlStXlpSUMGfD29ubeZRZgZ3OWE3QWaoVeuM1hPr5ADQ3NwfQoUOHhw8fVrUU0fXr15k5EywsLNheFql27t69C8DOzo7tQNjBdHv76aef2A6EHcyVlaSkJLYDYUFQUBDzF852IOxgur3t3r2b7UDYwXR7S0tLYzsQUg9UVFRQ2fLnXl5ezBe5trb26NGje/TowWzy+XzxMvM1qaMgcnNz27VrxzTf1NR0woQJ1tbWzKaqquqTJ0/ojNUcnaWaozfeB2q4D0CsWrVKnFGZmZmNHTt2+vTp8+bNmzdv3rRp08aMGSN9a2j16tVsn4raofyH8h/KfxQQ5T+U/8iNqr7+CwoK+vTpI3NZlMvlnjx5slZ1FEdgYGDFuXCUlZUPHjxIZ6xW6CzVCr3xPkTDfQBCIBD06tULNWBvb5+bm8v2qagdyn8o/6H8RwFR/kP5j9yo6utfKBTm5uZ+//335ubmqqqqxsbGo0ePDgwMrEMdxfHixYuZM2daWlqqqalZWVlNnjw5Ojpapg6dsZqgs1Qr9Mars4b7AOQIhcLCwsJdu3adPHny5s2bwgoTYXM4HAcHh3Hjxs2fP5+JoxkJDw/v1auXnZ0dkwgpGmb+t59++kmR539LSkpS2PnfHB0dmURI0TDzv+3evVuR539LS0uj+d8IIYSQipQAqKioLFmyZMmSJampqbGxsRkZGcyyqTo6Ojo6OpaWlvr6+mzHSQghhBBCCCEfSkl6g8/n8/l8tkMihBBCCCGEkAahVJNKr1+/3r17N1P29PRkO2ZCCCGEEEIIqYsa5T9v3rzZsGEDU6b8hxBCCCGEENJM1Sj/ab7atWunpaVlaWnJdiDssLS05HA4itz8oqIixRwCbmRkpK6ursj/9Fwu18LCgu1AWGt+QkICs2gbIYQQQmRwKk74VlFCQsJ3333HlI8fP852zLWTn5+voqLC5XLZDoQdubm5GhoabEfBjpKSktLS0mY3aWF9ycvLU1NT43A4bAfCDnrnK+w7nxBCCKlejfIfQgghhBBCCJEDCnpXhBBCSNOnr6/PqYDL5Xbs2PGjjz4SLeNd3uXLl52dnU1MTDQ0NOzs7L799tv09HTmoeLi4t69e3M4nE8++aTSa3+LFy/mcDidO3fOyclhu+mEEEIaiuj+j0AgCAwM9Pf3f/ToUWZmZlZWFgBDQ0MDAwMDAwNHR0cXFxdNTU22oyWEEKJA9PX109LSOnfurKqqKt6Zl5f38uXL4uJiAHPnzt23b5/4oTVr1vzwww8ATE1NW7du/fDhw5ycHH19/StXrnTr1g3AkydPevbsmZ+ff/Dgwc8//1z6tUJCQgYOHMjhcEJCQhwcHNhuOiGEkIbCEQqFvr6+7u7u2dnZ1dTj8/n79u1zdXVlO2BCCCGKgsl/Hjx4YGNjI72/sLDQ29ubGZgaHBw8YMAAAA8fPuzRo4eSktLp06eHDx8OQCAQfP3110eOHOnatevdu3dbtGgBYM+ePfPnz9fS0nr48GHHjh2ZA+bl5XXv3j0uLm7NmjVr165lu92EEEIaEPfKlSvTpk2rPvkBkJqaOn78+ODgYLYDJoQQouhUVFQ8PDz69u0LICwsjNl5+PDh0tJSd3d3JvkBoKmpuX///s6dOz948ODevXvMznnz5jk7O+fk5HzxxRfiXnArV66Mi4vr27eveLIfQggh8oq7efNm5gtgypQpJ06ciI6OTkpKYrrAJScnR0dH+/r6Ojs7AygrK9u6dSvbARNCCCHgcDjm5uYAUlJSmD2PHz8GMGLECOlqLVq0YO4OifMfDodz6NAhXV3df//999dffwUQFBS0fft2DQ2N48ePKysrs90yQgghDUspIiICgJubm6+vr8xj2trahoaGVlZWkyZNsrW1jYqKioqKYjtgQgghBABiY2MBWFtbM5tOTk7dunXr2bOnTLXU1FQArVq1Eu8xMDA4cODA+PHjFy9ePGDAgNmzZwPYvn27qakp220ihBDS4JQEAgEAcR/oSnG5XCMjo6ioKPFlNkIIIYQthYWFP//8882bNy0sLCZNmsTsXLx4ccWaISEh//zzj6qq6sCBA6X3jxs3bsaMGUePHu3du7dAIHB1dWWyIEIIIXKPY25u/vTp0w4dOgQEBIivoskICgoaNWpUTk6OhYVFTEwM2zETQghRCJXO/5afn5+cnFxYWPjpp5/u2bPH0NCwqqefOnXqs88+Kygo+OGHH77//nuZR7OysiwtLVNSUlq1avX06VN9fX22m0sIIaQxKE2cONHT0zMpKcnGxsbMzKxr166amprMuukCgSAnJyciIiIxMZGp7ebmxnbAhBBCFMuzZ88q3Z+enl5SUlLpQy9evFi+fLmfnx+AJUuWrFq1qmKdhw8fMl3jMjIyIiMjhw0bxnZDCSGENAaOQCAYPHjw3bt331vV3t7+ypUr6urqbMdMCCFEIVQ6/3VxcXFcXNzy5cvPnTvXr1+/0NBQ6aeUlpb+/PPPq1atKiwstLCw2LVrl5OTU8UjZ2dnd+/ePT4+ftSoUefPnzc0NLx//76enh7bLSaEENLguBoaGiEhIV5eXg4ODhwOp2INDofTr18/b2/va9euUfJDCCGEXcrKylZWVseOHVNXVw8LC3v79q34ofT09IEDBy5btkxTU3PPnj0PHjyoNPkB8M0338THxzs7O589e/aTTz559erVV199JZ4OmxBCiBzjSH/cp6amxsbGZmRkZGZmAtDR0dHR0bG0tKRe0YQQQhpfVeufMrp3737//v2oqKhu3boByM/Pd3JyCgsLc3Bw+PPPPzt06FDVYf38/CZOnNiyZcuHDx+2b9/+5cuX1tbW2dnZhw8fnjlzJtuNJoQQ0rCUpDf4fD6fz2c7JEIIIeT9mC4J4vs/Bw4cCAsLGz16tJ+fX4sWLap61suXL+fOnQtg27Zt7du3B9C+fftt27bNnj3766+/HjhwYKdOndhuGSGEkAbEZTsAQgghpC64XC7+W94HwN69ewH89NNP1SQ/ZWVlM2fOzMjIGDly5IwZM8T7Z86cOWLECIFAMG3atKrmVCCEECIfmnf+ExERweFwlJSUKj6Ul5e3evVqS0tLNTU1Pp/v7Ox89erVOtRpavLz81evXt23b18tLS1jY+NRo0bVrV3Nse0AMjIyFi1a1K1bNw0NjU6dOo0dOzYyMlJxmi/m7+/P+c+mTZsUoflDhgzhVOavv/6S+7YzgoKCRo4cqa+vr6mp2aNHjx07dhQWFta2ac23+ZVi+mY/ffoUgEAgePLkCYC+ffvqVObkyZMAtm3bduXKFR0dnQMHDkgPeeVwOAcOHGjZsmVYWNjGjRvZbhkhhJCGJGy28vPzhw4dCoDH48k8VFBQ0KdPH5mWcrlcX1/fWtVparKysqysrCr+I3p4eMh924VCYUpKStu2bWXC5nA4f/zxhyI0X6y4uFj6bbBx40ZFaH5Va7z4+fnJfduFQuHhw4crzk8zadKksrIy+W4+MyHbgwcPKn2USf41NDTi4uIePHhQ/Zfd77//HhUVxdwaOnr0aKUHPHr0KPOdcvPmTbabTgghpKE0v/ynqKgoMTHxxIkTvXv3Zr7VKuY/Xl5ezEPt27dfsmTJhAkTmE1tbe2cnJya12lqli1bxgTZtm3bRYsWiVc9BxAUFCTfbRcKhZ999hkTZ58+fVauXDlkyBBmU0dHJzMzU+6bL7Z//37pX3XS+Y+8Nl8gEDBB9uvXb2h5169fl++2C4XClJQU5le7qqrqrFmz3N3dxdM0BwQEyH3zCSGEkPrV/PKfhQsXylzVq5j/ODg4MA+JrxpOnjyZ2XP27Nma12lqmM4eSkpKcXFxzB5PT08m5tmzZ8t320tLS5lleY2MjIqKioRCYVlZma2tLRP21atX5bv5Yjk5OcxNsMGDB1fMf+S1+ffu3WMirOZnury2XfjfXQ4Av/32G7Pn33//tbCwsLCwWL9+vdw3nxBCCKlfzXv8T6Xevn178+ZNAGZmZuIpU11dXZmCv79/Des0Nenp6e/evQPQt2/fzp07MzvHjx/PFJi+H/LadgDJycm5ubkAhgwZoqysDIDD4fTt25d59Pnz5/LdfDEvL6+UlJQxY8YMGjRI5iE5bj4zwKN169aampqVVpDjtgM4ePAgAG1tbfHf+7Bhw2JiYmJiYlatWiX3zSeEEELql9KHH6KRbdmyRXw1tGXLlkVFRTIVnj59KhQKAUivFyEuP3r0qIZ1mprs7Oz+/fsDkP7hy+PxmAIzElpe2w5AXV3dx8cHgKWlpXhnfHw8U7CwsJDv5jNev37t5eWlpKS0efPm3377TeZROW5+bGwsABMTk8zMzODg4MzMzG7dullbW4vnPpHjtgsEgmfPngGwtrbm8XiRkZHR0dHGxsY9e/YUL0gtx80nhBBC6l3zy3+UlZWZy/8AKg4IBpCRkcEUtLS0xDvFZWZp15rUaWqMjY1DQkJkdl6+fJkpMAPi5bXtAPT09KZOncqUCwoKkpOT/fz8AgICAEybNo3JDOW4+Yw1a9bk5uYuWrTI3Ny84qNy3Hwm/3nz5o2ZmRlzFxSAnZ2dj4+P3L/zX79+zRRUVFTGjBlz7tw5ZtPAwODYsWNOTk7y3XxCCCGk3jW//Oe9xF/kzHARhvhrPisrq4Z1mr4HDx4wvV8AuLu7K07bf/nll6+//pop9+vX78iRI0wmLN/Nj46O/vXXX1u1avX9999XWkGOm8/kPwkJCdI7w8PDnZycYmJitLS05Ljt4vzn2rVrMvtdXFweP35sbGwsx80nhBBC6p0cjv+pVKV3iupQp+kICQn56KOP0tLSAKxevXrgwIGK03ZpYWFhY8aMKSgokPvm/+9//ysrK1uzZo2urm7NnyUfzWfG/6ioqJw4cSIzM/PWrVvMbZ9Xr155e3vLd9vF920ALF68+M2bN8+fPx8+fDiAgoIC8Qwo8tp8QgghpN7JYf6jo6PDFMRz5kqXmVVEalKnyRIKhTt27BgyZAjTEcjT03Pt2rUK0naGu7v727dv/f39mbFA586d27Bhg3w3PzAw0N/f39TUdN68eVXVkePm3759+8WLFwkJCRMmTGjZsmWfPn22b9/OPBQaGirfbReH3aVLly1btvD5fBMTkyNHjnC5XAB3796V7+YTQggh9U6e85+cnBzxTnHvDgMDgxrWaZoKCwvnzJmzcOHCkpISdXV1Pz+/7777TnwRV77bLsblcvX19UeMGHHo0CFmz99//y3fzb9+/TqAuLg4FRUVDofD4XDWrVvHPOTh4cHhcAoKCuS4+cbGxsbGxm3atBHv6dmzJ1Ngbg3JcduZWe8B2NraMjkPAD6fz2QsiYmJ8t18QgghpN7JYf5jYWHB5AORkZHineIy8zVfkzpNUFlZ2dixYw8fPgzAyMgoNDRUPB+u3Lf9woUL+vr6+vr60qNfxD+ImWkA5bj5NSGvzb9///6mTZs2bdokPQBGPAtC+/bt5bjtAJjlnqSbDKC4uPjt27cAjI2N5bv5hBBCSL2Tw/yndevW9vb2ABISEoKDgwGUlZUxUycDcHR0rGGdJsjb2/vChQsAdHV1g4ODe/TooThtNzU1TUtLS0tL8/X1ZS5aC4XCPXv2MI92795dvps/YMCA5eUxU94BGDhw4PLly3k8nrw2Pzs728PDw8PDY+XKlSUlJUzM4mE/3bp1q2G7mmPbAejp6Q0YMADA5cuXIyIimJ3e3t7MlPfMBNZy3HxCCCGk/rG9AOsHUVFRAcDj8WT2e3l5Ma3T1tYePXq0OE/g8/ni9eNrUqdJKSkpadeuHRNku3bthpb35ZdfynHbhUJhaWmpeLXTNm3ajBs3ztbWVvw2Fq9eL6/Nr2jNmjVM2Bs3bhTvlMvm5+bmit/5pqamEyZMsLa2ZjZVVVWfPHkix21niPt5qqqqjhw5sl+/fswml8uNioqSs+aHhYWNGDGiVatWampqPXr02LdvX2lpKdtBESIPwsPDK/3JVJW0tLRWrVoBuHfvnnjn9evXR4wYoaenp6Gh0b179+3btxcUFNTq5UpLS3fs2NGtWzctLS1HR8dr165JP1pYWGhiYgLg2LFj0vtPnz4NwNLSsri4mO0TSeSBfOY/BQUFffr0kcn0uFzuyZMna1WnSbl//341eWz37t3luO2MR48e6enpVWz7woULa9W0Ztp8GZXmP/La/MDAQFVVVZmYlZWVDx48KPdtFwqFJSUlLi4uFd/5GzZskLPmnzt3jlnTuXXr1uKVjr/44ouysrKqnsJ8C1TFzc2tHusQ0pQFBgYyb9eRI0dWfDQ/P3/o0KGoTf6zaNEiAMOGDRPvOXz4cMVJIydNmlTxL7SalxMvX8HgcDjnzp0TP8p067CysiopKZF+VklJSefOnQHs3buX7TNN5IF85j9CoTA3N/f77783NzdXVVU1NjYePXp0YGBgHeo0HWfPnq3m61mc/8hl28Xevn379ddfd+/eXV1d3djYeMSIEZcuXapD05pp86VVmv/IcfNfvHgxc+ZMS0tLNTU1KyuryZMnR0dH16FdzbHtQqGwpKRk586dtra26urqBgYGw4cPl793fnFxMTOpw5YtW5h7Pnfv3mVWKAoJCanqWXw+v2VlmIR5zpw59ViHkKas0vynqKgoMTHxxIkTvXv3Zh6tYf4TFxfHrDX/zz//MHtSUlJatGgBQFVVddasWe7u7uIrkgEBATV8uaioKGb/jz/+GBwcPHbsWADGxsZMBpWbm8uMRaz0oszOnTsB8Pn87Oxstk82afaad/5DCCFEPjCXeIYNGyZ9LXnv3r0AZs2aVatDFRYW9unTp02bNq9evWroOoQ0EZXmPwsXLpS5WlrD/Ie5S9O5c2fx3+OmTZuYI/z222/Mnn///dfCwsLCwmL9+vU1fDkmhxk1ahSzmZuby1xiSExMFAqFP/30EwA7O7tKb/lmZ2czlXft2sX2ySbNnhzOf0AIIaTZOX78OIBx48ZJd7BxdXXlcDgnTpxg5nisoVWrVt29e/ePP/6oZl67+qpDSFMwatSoIUOGMGV/f38Oh8P8QdVNbm7usWPHAEyZMkX893jw4EEA2tra4olnhw0bFhMTExMTs2rVqhoemVmsnLmvC0BFRYXpyJObm5udnc2kWBs2bKh0aWYtLa3Ro0fjvy5wbJ9y0rxR/kMIIYR9z549A8BMdifWpk0bc3Pz3NzclJSUGh7n4sWLW7Zs+eGHHwYPHtzQdQhp4rZs2ZL/H6b3Wk2cOXOGmWd10qRJzB6BQMD8hVpbW/N4vMjISF9f39DQ0Ly8vFq9HDML5cmTJ8+dO5eVleXh4ZGVlaWrq2tubr5169b09HRHR8ePP/64qsCYeB49enTnzh22Ty1p3jiUQxNCCGFd+/btk5OTU1JSpBe6BTBgwIDQ0NDbt2+LRxRUIy8vjxkk9uDBg6p+7dVXHUKajqKiomvXrn3yyScAnJ2dT58+rayszMwmIqaqqlpYWMjj8ZiFBKoxZ86cQ4cO6evrp6amMrdiYmNjzc3NAQwePFhLS+vcuXNMTQMDg2PHjjk5OVU8SKUvJxQKx44de+bMGemav/766+jRo01MTAQCQVBQUDXT8aenpzODjjZt2rR8+XK2zzppxuj+DyGEEJaVlZW9efMGADPfrjTm504N7/94e3snJSV5e3tXk7TUVx1Cmo4WLVqI36s8Hk9VVVUm+amVoKAgAH369BH3Q3v9+jVTuHbtmjj5Yfa7uLjEx8fX8MgcDsfX13f+/PkaGhoADA0Njx49OmvWrE2bNgkEAmdnZyb5KSoqSkpKqniBXldXl5kFjomQkDqj/IcQQkhTUbHfP/MbqLi4+L3PTU5O3rRpk5OT08iRIxu6DiHyqqSkJC4uDoCZmZl4Z0ZGhri8ePHiN2/ePH/+fPjw4QAKCgo8PT1rfnx1dfVdu3ZlZWW9efPm5cuX06dPf/Xq1e7duwF4enoKBILPP/9cW1u7Y8eOrVu3ZhY5kH66hYUFgKdPn7J9nkjzpsR2AIQQQhQdl8tt06ZNcnJyZmZm69atpR9KT08HwEyNXb2NGzfm5eWtWLGi0sHT9VuHEHklTnWkb8bq6OgwhS5dumzZsoXL5QI4cuSIgYFBWVnZ3bt3a/sqPB6Pz+czZU9Pz4KCAmZZ85EjRwYEBDD709LSmLXdv/zyS5lI3r17x/Z5Is0b3f8hhBDCvrZt2wJIS0uT2c/seW/+k5WVdeTIEVNTU/EsWA1XhxA5xsx8AIDposbQ19dnCra2tkzyA4DP5zN/mImJiXV+uWfPnv3yyy9cLveHH364du1aQECAmppaQEBARkbGihUrAHh4eJSVlYnra2pqMkHS8HXyISj/IYQQwr5OnToBuHnzpvTO9PT0p0+fqqqqMtlRNQ4fPpybm/vll1+Kf5w1XB1C5FjLli2ZQm5urnin+A9Q+sZLcXHx27dvARgbG9f55dauXVtSUjJ16tQuXbrcunULwMSJE52dnXV0dDZs2NCyZcv09HSmP550VNra2nR7lnwI+nwnpFHZ2dlxOJyjR4+yHQghTcvUqVMByEwMdeHChbKyskmTJlU/D4FQKNyzZw+A6dOnN3QdQpq4wsLCD3l6q1atmNRggdPWAAAFsElEQVRCesyPnp4eMzf95cuXIyIimJ3e3t7Ma9nY2NTttR49euTr66ukpLRmzRoAzPKmqampzKPZ2dn5+fkApP/8majE96MIqRvKfwhpPK9fv2a+OZydndmOhZCmZcSIEYaGhn///fcff/zB7ImPj1+6dCmAuXPnMntKSkrOnDlz5swZZrI4scePH8fGxtrY2MjMnd0QdQhpmtTU1JhCVFTU1atX6zxCRklJiZljTWaOgdmzZwMoKSnp37//qFGj+vfv7+HhAYDL5TJ/p3Xw/fffC4XCL774grn9O2jQIAABAQHffPONr6/vqFGjioqKjIyMjIyMxE9homIm4yakzij/IaTxXLx4EUCvXr3o1xUhMpSUlPbt28flcidPntyrV69hw4Z16dLlzZs38+bN69u3L1OnoKDA1dXV1dU1MjJS+rnnz58HUP1CpfVVh5CmycLCgkmB3r59O3ToUObrpm4GDhwI4Pbt29JjbKZPn+7i4gKgoKDA398/LCyM2b9+/fpu3brV4VXu3Llz+vRpVVXVVatWMXt69uw5b948ADt37pw6dWpoaCiXy92/f7+4q5u4LxyTKRFSZ5T/ENJ4Lly4AICZM5QQIsPFxSU4ONjZ2TkuLi4kJMTCwuLgwYO7d+9+b0d/Jm+p/idRfdUhpGnS0dH57bffLC0tlZWVP/BQH330EYC0tLRHjx6Jd/J4vNOnT+/cudPW1lZdXd3AwGD48OGXLl1auXJl3V7lu+++A7BgwQLp2U127dq1detWGxsbLS2twYMHBwUFMYu6MsTL/tD0JOQDcWgCDUJqaNKkSX/++SeALVu29O7d29PTMzw8vG3btgMHDlyzZk3btm23b9/u5+d3//59Pp/v7Oy8bt066T7KxcXFrVu3zsrKunHjRtu2bU1MTKp6oYCAAOogRwghhBW5ubnt2rXLysr67rvvarW2T0NjvoWtra0fPHhA8x+QD0H3fwiptdOnTzs5OV2+fDkjI+Px48f79+//6KOPZsyY8e2334aFhQkEgufPn+/Zs2fkyJGlpaXiZ924cSMrK0tPT693795st4AQQgipnIaGBjMFyO+//950rpILBIKzZ88C+Oqrryj5IR+I1j8lpNbCwsI6dOjQr1+/sLCwpKQkADExMTExMTI7b9++ffXq1WHDhjHPYjq/OTs783i8Vq1abdy4UfqYe/bsYZ7F4/FqstQjIYQQ0kC++eabvXv3Pn/+/N9//5XugcaiY8eO5efnt27dmqZnJB+O8h9Caq1Tp05RUVGampolJSU2NjZPnjwBYGpqGhkZKbMzOjpaJv9hBv+0bNmSWdmNsXPnTib5AbBjx466jSUlhBBC6oWpqen8+fO3b9/u5eXVFPKf0tLSn3/+GcC6deu0tbXZDoc0e9T/jZBac3V1ZZagVlJSsra2ZnaOHTu24k5m7QIAL1++ZPorV/wiCQgIWLRoEVNesGCBu7s72+0jhBCi6FavXt2qVavLly9HRUWxHQvOnz8fFxdnYWHx+eefsx0LkQd0/4eQWtPR0RGXxb2QW7VqVXGnWEBAAIC+ffvKrNr28OFDNze3srIyAB9//DFzfYsQQghhl66ubnp6OttRiHz66adNZyQSkQN0/4eQxsB0fhsxYoT0zjdv3owaNSonJweAlZXViRMnlJTokgQhhBBCSAOi/IeQBldUVHT58mWUX/knPz9/zJgxCQkJAPT09M6fP9+yZUu2IyWEEEIIkXOU/xDS4EJCQgQCAZ/Pt7W1ZfYIhcJZs2bdvHkTgLKy8unTpzt16sR2mIQQQggh8o862xDS4MQzv3G5oisOe/fuZZZSBdCrV6/Q0NDQ0FBxfUdHx/79+7MdNSGEEEKIHKL8h5AGV3HwT2Jiorh848aNGzduSNdfv3495T+EEEIIIQ2B+r8R0rDi4+MfP37M5XLFCwERQgghhBC2/B/ONjCETPleRwAAACV0RVh0ZGF0ZTpjcmVhdGUAMjAxNy0xMC0zMFQyMToxMjoxNi0wNDowMCafUnYAAAAldEVYdGRhdGU6bW9kaWZ5ADIwMTctMTAtMzBUMjE6MTI6MTYtMDQ6MDBXwurKAAAAAElFTkSuQmCC)
And then after imputation :
plasSet <- impute.randomForest(plasSet)
## missForest iteration 1 in progress...done!
## missForest iteration 2 in progress...done!
## missForest iteration 3 in progress...done!
## missForest iteration 4 in progress...done!
## missForest iteration 5 in progress...done!
###After imputation.
plot(plasSet)
## PCA
## 6 samples x 834 variables
## standard scaling of predictors
## R2X(cum) pre ort
## Total 0.827 2 0
More information on the parameters may be found in the documentation. It shall be noted that the peak picking step is the longest, so picking a small subset of data and testing various parameters, then plotting the obtained information using plot methods and the plotRaw function shloud help you to select the parameters before launching a a workflow on your full dataset.