Greybox
Ivan Svetunkov
2020-05-19
There are three well-known notions of “boxes” in modelling: 1. White box - the model that is completely transparent and does not have any randomness. One can see how the inputs are transformed into the specific outputs. 2. Black box - the model which does not have an apparent structure. One can only observe inputs and outputs but does not know what happens inside. 3. Grey box - the model that is in between the first two. We observe inputs and outputs plus have some information about the structure of the model, but there is still a part of unknown.
The white boxes are usually used in optimisations (e.g. linear programming), while black boxes are popular in machine learning. As for the grey box models, they are more often used in analysis and forecasting. So the package greybox
contains models that are used for these purposes.
At the moment the package contains advanced linear model function and several basic functions that implement model selection and combinations using information criteria (IC). You won’t find statistical tests in this package - there’s plenty of them in the other packages. Here we try using the modern techniques and methods that do not rely on hypothesis testing. This is the main philosophical point of greybox
.
Main functions
The package includes the following functions for models construction:
- alm() - Advanced Linear Model. This is something similar to GLM, but with a focus on forecasting and the information criteria usage for time series. It also supports mixture distribution models for the intermittent data.
stepwise()
- select the linear model with the lowest IC from all the possible in the provided data. Uses partial correlations. Works fast;
lmCombine()
- combine the linear models into one using IC weights;
lmDynamic()
- produce model with dynamic weights and time varying parameters based on IC weight.
See discussion of some of these functions in this vignette below.
Models evaluation functions
- ro() - produce forecasts with a specified function using rolling origin.
measures()
- function, returning a bunch of error measures for the provided forecast and the holdout sample.
rmcb()
- regression on ranks of forecasting methods. This is a fast alternative to the classical nemenyi / MCB test.
Methods
The following methods can be applied to the models, produced by alm()
, stepwise()
, lmCombine()
and lmDynamic()
: 1. logLik()
- extracts log-likelihood. 2. AIC()
, AICc()
, BIC()
, BICc()
- calculates the respective information criteria. 3. pointLik()
- extracts the point likelihood. 4. pAIC()
, pAICc()
, pBIC()
, pBICc()
- calculates the respective point information criteria, based on pointLik. 5. actuals()
- extracts the actual values of the response variable. 6. coef()
, coefficients()
- extract the parameters of the model. 7. confint()
- extracts the confidence intervals for the parameters. 8. vcov()
- extracts the variance-covariance matrix of the parameters. 9. sigma()
- extracts the standard deviation of the residuals. 10. nobs()
- the number of the in-sample observations of the model. 11. nparam()
- the number of all the estimated parameters in the model. 12. summary()
- produces the summary of the model. 13. predict()
- produces the predictions based on the model and the provided newdata
. If the newdata
is not provided, then it uses the already available data in the model. Can also produce confidence
and prediction
intervals. 14. forecast()
- acts similarly to predict()
with few differences. It has a parameter h
- forecast horizon - which is NULL
by default and is set to be equal to the number of rows in newdata
. However, if the newdata
is not provided, then it will produce forecasts of the explanatory variables to the horizon h
and use them as newdata
. Finally, if h
and newdata
are provided, then the number of rows to use will be regulated by h
. 15. plot()
- produces several plots for the analysis of the residuals. This includes: Fitted over time, Standardised residuals vs Fitted, Absolute residuals vs Fitted, Q-Q plot with the specified distribution, Squared residuals vs Fitted, ACF of the residuals and PACF of the residuals, which is regulated by which
parameter. See documentation for more info: ?plot.greybox
.
Distribution functions
qlaplace()
, dlaplace()
, rlaplace()
, plaplace()
- functions for Laplace distribution.
qalaplace()
, dalaplace()
, ralaplace()
, palaplace()
- functions for Asymmetric Laplace distribution.
qs()
, ds()
, rs()
, ps()
- functions for S distribution.
qfnorm()
, dfnorm()
, rfnorm()
, pfnorm()
- functions for folded normal distribution.
qtplnorm()
, dtplnorm()
, rtplnorm()
, ptplnorm()
- functions for three parameter log normal distribution.
qbcnorm()
, dbcnorm()
, rbcnorm()
, pbcnorm()
- functions for the Box-Cox normal distribution.
Additional functions
graphmaker()
- produces linear plots for the variable, its forecasts and fitted values.
The first two construct a model of a class lm
, that could be used for the purposes of analysis or forecasting. The last one expands the exogenous variables to the matrix with lags and leads. Let’s see how all of them work. Let’s start from the end.
xregExpander
The function xregExpander()
is useful in cases when the exogenous variable may influence the response variable either via some lags or leads. As an example, consider BJsales.lead
series from the datasets
package. Let’s assume that the BJsales
variable is driven by the today’s value of the indicator, the value five and 10 days ago. This means that we need to produce lags of BJsales.lead
. This can be done using xregExpander()
:
The BJxreg
is a matrix, which contains the original data, the data with the lag 5 and the data with the lag 10. However, if we just move the original data several observations ahead or backwards, we will have missing values in the beginning / end of series, so xregExpander()
fills in those values with the forecasts using es()
and iss()
functions from smooth
package (depending on the type of variable we are dealing with). This also means that in cases of binary variables you may have weird averaged values as forecasts (e.g. 0.7812), so beware and look at the produced matrix. Maybe in your case it makes sense to just substitute these weird numbers with zeroes…
You may also need leads instead of lags. This is regulated with the same lags
parameter but with positive values:
Once again, the values are shifted, and now the first 7 values are backcasted. In order to simplify things we can produce all the values from 10 lags till 10 leads, which returns the matrix with 21 variables:
stepwise
The function stepwise() does the selection based on an information criterion (specified by user) and partial correlations. In order to run this function the response variable needs to be in the first column of the provided matrix. The idea of the function is simple, it works iteratively the following way:
- The basic model of the first variable and the constant is constructed (this corresponds to simple mean). An information criterion is calculated;
- The correlations of the residuals of the model with all the original exogenous variables are calculated;
- The regression model of the response variable and all the variables in the previous model plus the new most correlated variable from (2) is constructed using
lm()
function;
- An information criterion is calculated and is compared with the one from the previous model. If it is greater or equal to the previous one, then we stop and use the previous model. Otherwise we go to step 2.
This way we do not do a blind search, going forward or backwards, but we follow some sort of “trace” of a good model: if the residuals contain a significant part of variance that can be explained by one of the exogenous variables, then that variable is included in the model. Following partial correlations makes sure that we include only meaningful (from technical point of view) variables in the model. In general the function guarantees that you will have the model with the lowest information criterion. However this does not guarantee that you will end up with a meaningful model or with a model that produces the most accurate forecasts. So analyse what you get as a result.
Let’s see how the function works with the Box-Jenkins data. First we expand the data and form the matrix with all the variables:
This way we have a nice data frame with nice names, not something weird with strange long names. It is important to note that the response variable should be in the first column of the resulting matrix. After that we use stepwise function:
And here’s what it returns (the object of class lm
):
The values in the function are listed in the order of most correlated with the response variable to the least correlated ones. The function works very fast because it does not need to go through all the variables and their combinations in the dataset.
All the basic methods can be used together with the final model (e.g. predict()
, forecast()
, summary()
etc).
lmCombine
lmCombine()
function creates a pool of linear models using lm()
, writes down the parameters, standard errors and information criteria and then combines the models using IC weights. The resulting model is of the class “lm.combined”. The speed of the function deteriorates exponentially with the increase of the number of variables \(k\) in the dataset, because the number of combined models is equal to \(2^k\). The advanced mechanism that uses stepwise()
and removes a large chunk of redundant models is also implemented in the function and can be switched using bruteforce
parameter.
Here’s an example of the reduced data with combined model and the parameter bruteforce=TRUE
:
summary()
function provides the table with the parameters, their standard errors, their relative importance and the 95% confidence intervals. Relative importance indicates in how many cases the variable was included in the model with high weight. So, in the example above variables xLag5, xLag4, xLag3 were included in the models with the highest weights, while all the others were in the models with lower ones. This may indicate that only these variables are needed for the purposes of analysis and forecasting.
The more realistic situation is when the number of variables is high. In the following example we use the data with 21 variables. So if we use brute force and estimate every model in the dataset, we will end up with \(2^{21}\) = 2^21
combinations of models, which is not possible to estimate in the adequate time. That is why we use bruteforce=FALSE
:
In this case first, the stepwise()
function is used, which finds the best model in the pool. Then each variable that is not in the model is added to the model and then removed iteratively. IC, parameters values and standard errors are all written down for each of these expanded models. Finally, in a similar manner each variable is removed from the optimal model and then added back. As a result the pool of combined models becomes much smaller than it could be in case of the brute force, but it contains only meaningful models, that are close to the optimal. The rationale for this is that the marginal contribution of variables deteriorates with the increase of the number of parameters in case of the stepwise function, and the IC weights become close to each other around the optimal model. So, whenever the models are combined, there is a lot of redundant models with very low weights. By using the mechanism described above we remove those redundant models.
There are several methods for the lm.combined
class, including:
predict.greybox()
- returns the point and interval predictions.
forecast.greybox()
- wrapper around predict()
The forecast horizon is defined by the length of the provided sample of newdata
.
plot.lm.combined()
- plots actuals and fitted values.
plot.predict.greybox()
- which uses graphmaker()
function from smooth
in order to produce graphs of actuals and forecasts.
As an example, let’s split the whole sample with Box-Jenkins data into in-sample and the holdout:
A summary and a plot of the model:
![](data:image/png;base64,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)
![](data:image/png;base64,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)
![](data:image/png;base64,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)
Importance tells us how important the respective variable is in the combination. 1 means 100% important, 0 means not important at all.
And the forecast using the holdout sample:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAIAAADK+EpIAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzddVwUWxsH8Ge2WbqWLhUQlRREwQQBMQlBMbCw66rXvtYVxSt6bezu7sAEBQFFJRQD5YqJdLNszfsH2PgKCO4sPN+Pf8jO7JlnlmV/O2fOmSFIkgSEEEJI1tCkXQBCCCFUGxhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYZq49pYXTrxA3SDCTeE0i7wN+Cn7BndyZSnwGYrWMyIrr89JnN2ducQBEFTDTxbXm9bqRvFB33kCIIg5PyPVadUUdwMMwZBECyHkMfiH6wjS7uPfjcMMIS+R2ZsducQBEHXDLokqHINyZs9U8Zvvfk8q0Qg4JfyRb9x0wihCgxpF4BkGcFtO275UMuv30WEQktzupQK+n1EzxIflZIAjFZTL19Z0FaDKe2CKIGha9+9p1AArNY6+N0Y1T98l6FfwTbvFjT6G6MGttetfF9JsuN3zR7k6dTSQFVJw8SqfY+hCw4m5ZMfny1ODW3LIgiC0XRqVHb8xmFOxjyPsDcSAChJOTi7v5u9KU9Z3cTWxXfCqquvvz4aKUu78M/oPp1smmgoquhZOPacuDk264ujIDI/+fCCAR2tmmorcRU0DMwdek5Yd/2rJkrTLq0Mcrcz1VWWV9Juat2x35y98Vk1OY4SlJcDANB1zCy0lOQYv7a/1SR6dzV0RHcHE3UVbTOngcuuvvmq4/KnL9pH5TcnmzAIgmAYTrjxqVcu/1BfZRpBECzHf56JAX72Gla5L6+L0qLOnzt37vz1R7kVu/XzX0TlnmVcXz7M3c5IXcOkTY8RS86k8f/f61DtPS04PkCDThAEXXf05U8tCiImGjEIgmDZLn74o45LJCNIhGru6hgdGgAQqkPO8n+0jvj1kSHNOMQ3bzhCvtXEi1kSkiRJUvRsuSMTAOjG/qN7atIAgNV53Svhu1OjWyp8/TyCodd761NhZcvlD9e682jfrmE89NSHinb5D1d2Uv72uxnBbjH5Wl7lhl/u9vnuEIFgt5x8NVdCSjK2uLO/XMBy/veF+Isd+24F4Pgd5dd6f8X/p2WW878vRNk7PNkAQHDMrZvLfdE+wW23LFlQ+WL/9EX7Ej9iohEdABjNZ9+tXF4WPkqHBgBM+6WPRdV4Davcl/TMylJVBp/hV6MRYex0UzoA0NT19bhf7hld12vnC1HFa5L9dZs129OCkwM1aABAN/njVnnFQ8J7c1syAIBpuzhZ9KM3L5INGGCoNj4GGNdp0qZtX9l5IaWEJElSknXIX4MGAATH1G/ZsRtRVw/M727AJACAbjj6chFJfv4QJBgMBteky+BJ02eH3Xx5ZpguDYBgmQduu/3izX9x+8bayhMAhHL3ba/FJEmK0ze6KRAABF3H46/9V6JvnVjsqUsHALr+yEtFJCnJO+ynQgAQnJYDQg+E34o4uW5ISzYBQCj6HiogSZIsvz5Onw4AjKb915yPfRBzbvufXXg0AGDaLEoSSXJOTGhnbaREAwCCqWHWut2I/W++CrCcExOcWptpMAkAoCkZWds7z7rKr+3+5kq+bvm7TX8MMACCbdRt+vp9BzbNcNWhAwDQDSbcEJAkSRac/cmL9g3+jYoEYzqEPBaRJEkK78xqzgAAZuvgR6LqvIZV7ktO1pdh8/NGPgYYAEHX6jxl09ETexb3NeMQAEDT8D+UKSG/C7Ca7mnRmSE8GgAwWsy9J6wsvC0TAJh2ix9ifsk6DDBUG5UBVgVWl/WvxSQp+bDNU44AIFh2fyd9/GpcevOPZnQAINQGniwmP38IAt1g2Nmcig/ywmP9lQkAQrXf0fzKp5VdH29IByBY7VeliUnxyzUdWQQAoeJ7sPI54lfrXTgEAF1//A0BKXpx4I9+ffv27T/vfGblEdnVMbo0AGB1XPNSTJKSrO0VH4lyTvOjMwQkSZLC5D0zJk6YMHHazgQhSZKk5P0mNzYA0DRGXCyv8hUovzhCgwYAbLdN7yW/sL/f+W7THz/BgWExPaasYof/W92BBQDA6bk7rzov2nf4lYvZFb8ucWpoOyYAMG3/ThaR5M9fw6r35euw+XkjnwKMbjDqUmFFG8KUZW05BADB9dyWIfm2zZrvafH54do0AGC2XpIiIknJu01uHAKAaRf8CPNL5uEgDlQvhI/uJ5WTAEzb/v1bfHyXybXr79N0/fJnosKkB89FXtYf+4EIJRcfNzUCAED0IvFhCQlACKIXd2u3smK54EM+CUAKk+4mCkAvJTFFRAKw7Fw6qFS0QDMYcfipZ4GQpCloM4DeJGDVoQAQ5T+/c3PPmgcJCQ+iLl98LwEAIEkAAELRyFiDBm8lZbf/bm+4oblztx69evYKWhRgqlrrv4fa7m8NEHI27Ww4FTusY2IsR9wSkKRIKCKr8aKZcL5pjN3Op6fuprDXgruXb+SNGyS+eSNRBMBs4eVlQQf4+Wv4uaof70v1G6Fpevbtoljxf4Z5/4A282NvCvgP7iQJR7h9NTqmFnsq39m/p9aube9FDy9dfj3LQiXySlw5CUwrX+9GMNSowcMAQ7+AUB1y5v2unuzvl5CFBUUkANA0eRqfPydomlqaNHgGZGF+AQnw8WOPpqKmWnlARxYXlZAAQJa8SYp9802b5bk5RaSosKBYAgA0ZVWVT0eBHA3DJhqfVix7cmDasCnb4zIFJAAQNDlFBRYhKP/0ocnuMn/n3LRRKy+/LCUFOY9v7H98Y/+KaXIGncat3RXiZVSbAYW13d+aoDMYn4KCRvuigZ+/aPDduTmOk28v3c1hr0ujwm8Ve8P1WD4JjOZ9+lhUVv+z1/BTIf9vX6rdiKa2Ju3zD1oaNAJAkp+dIwL46rdRmz3ldvTvrbNj81tB/MUrH4L0Lt8qJoFp5YP51RDgKERULwhFJUUCAMicrJzPw+wkOVnZEgAgFBS/Og1PfPk8BQIAGJbzE747Kc+/OEKToMvLcwgAkOTl5FY5gE/8aM2QoE2xmUJ5815T1x69kfD63fkg/a/e6TRtt78vpb5KvrBl/nD3lhosAgDIstcR/waO2vm6BqMCf31/68TPX7QqnsRx8umpQwdJfkR41O0bUQUSYJj36dOy4ittNV7Dn+9L9RuRZGZkfXrVJBnvPkhIAIKjoPBtxtRqT+U6+PfRpwPJv30x/OrlGzkSYFr7epthfjUAGGCoXjBb2LZiEwDC+0eOPP44Or0s9tDxFyIAQsHS1rTqg39GU8sW8gSAOD0x+dP4c2Hmk7txcXF3HrwsJIFh3sqcAQDChKsR2RVrkNknxjpaWVpad/k7Rih5dyM8oYwEGi9g7dGVE/t2ttIuSkx49zlVyMK4HQvnzZv399ZU0+GLtoc/fPcu+fQiDx06AFlyLza5VnOSa7u/deLnL1pVOE7ePbRpIPlwee3qq2/FwDDr42VVOR3gZ69hddSgEUn2pRORxRX/Fz8/efy+EACYLaxbfHswXMs9da5IsJJr/y44+0YMTBvMrwYCAwzVC0Kr92BPVRqQ5fFL+g5ddSb6zs2ji/sNXP9cBEDX9xvirviDJ8p37ddTkwZk0cXgabvvvvrw9nHUvmk92ji2bevUIyS2HIDepI+fA4cAsuDc9IHzDt+Mv3MudPgf2+4mP0zJNLRpwfjYu0bm3ty95fztOxH75w5ZHFH2+aONYOXHblkaHLx47pgJi49GJDz9720BjStHBwCgqWuq0wAAiIpR+iQ/J6e46k/FOtrfKpqq4aar86JVSa69Tw9tGojSLl1MEQGjWW8v648p+7PXsFpq0Ij49bahPrN3nD53aPlg7/m3y0gg5NsP8DH+7vOpdnvKbufnbUQHSWFyYpqIYNr6eptifjUM9TU6BDVo1ZkHJko/PKy5/Dd9OgRN1f7P8G/nRTWZEiX4/LyX+wc0+fZMBiFnMeJYeuWwsZL4f7rwGF+vQTCbjjjzQUKSpPh5mJvKF598BEPTzFT90yh5kiSF/+3106d/19tE0HX67HhR0TNVHj5KuyLJ6FzN7hv++2542zejEH9hf79r+ZtNi76ZCEWSJMk/O0SVAAB2t20Vbf/8RatKafjIj3POGWYzYj/X9PPXsMp9+XrEYDV+ER/ngSmqq7G/nAfG0PZYm8Svos3a7ml59LRmlQP2WW2WPcHxhw0EHoGh+kI39N8Rf//ovIHujhZ6yvKqhq2cu49YdikxOtRd4/+dBKIbDdh3L3rzxN7tWxmqcBU0jVp2Gjh/762bW3wNK782c1vPuJxwJTTIs11LAxV5Zb3mjr2nbL8dt7kXjwAAWtPRu48vHdiuiYaCkp5ll0HB5+9FrRzgYNmqlbkk6tSdMgCG8aA90Vc3/enr1KqJjqocW15d36x1t9ErztzcP6xJxUEIy3VO2GRXM015JiEqL69W31lt9/dbtdh0dV60qsi19+1REZZ0495edp877H7+GlZDNRqR0zZr1apVK6vuS86fWzqgYys9FRV9qy4BC07FnZ1oWcXYoFrvKcvBz6cpAwAIpq2vdzM8/mogCJKsYb8AQgjJnIL9XjqDT/OZjv8kR0/HM2ANBA6jRwg1aCKhUJx965/11/gkwbL3826K6dVgYIAhhBqyosP+WoNP80mSBJqm1+QhmF8NCAYYQqhBY7KYdAYo6lp6TFi5wa9G5yMRxeE5MIQQQjIJRyEihBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZmEAYYQQkgmYYAhhBCSSRhgCCGEZBIGGEIIIZnEkHYBv8+0adMiIyOlXQVCqHGhkaR9UZGEIOIVFaVdS72Qk5M7duyYlpbW7990Iwqw27dvT5gwwdLSUtqFIIQaERqfb9u+vYTDeRAVJe1a6kVAQMCHDx8wwOpd8+bNW7duLe0qEEKNSWkpANBotIb64SMnJyetTeM5MIQQQjIJAwwhhJBMomSAifkFObklIlLadSCEEKIu6gSYODvh6LJRbq301LhsroqGuiKHq6rb0jVo2bHEXIm0i0MIIUQ1FBnEQWaeHdvef1eOSZc+gTNHG2upKbOEhblZrx/ePLd6ULtdw49FbeiuQUi7SoQQkmllZWVSHHNR56gRYOLHWxfuKffaFb9ngAnzqyXTFy0Kn+jis2DrRI/ZFnQplYcQQrKsvLz82LFjYWFh8fHxw4YNmzt3roGBgbSLqgPU6EIUPX+SptR1SN9v0gsAgKblOtzLOC0lVSSFuhBCSNYVFhY2b9587969M2bMePPmjaqqqq2t7fz580myinEGUVFRZWVlv7/I2qFGgNG1dHnFCdFJJVUsE7yMufteU1cbD78QQqjmQkNDO3XqdOnSpT59+mhqaoaEhDx69Ojy5ct//vnnl6vdvHmzY8eOAQEHHz0qkFapNUWNAGO0HjrG4XlIt04D5206cT32/sNnz1NTEu5Ent2+OMi109Q71mOH2VGjsxMhhGRIRkZGWNghZeU1Bw5AVlblg1paWpcuXYqIiJgzZ45QKDxy5Ejnzp2HDRvG461582bDkiXaUi25BigSCwyLP05fVw0OXrVp0sFg4afjWoKpYdlj6NbrcwObU6RQhFAjUVhYqKSkJO0qftXff/9tYrJ97VplAKDRwM4OPD3B0xPatFG5fPlyly5dNm/ebGNjM378+OJinxEj6HQ6jBgh7aKrj6SW8rzXzxLjIsMvhEfEJT57nVded023bds2Jiam7tpDCDUc6enpQqHw04+HDh3icDi7du2qg6ZLSkgAksutg6Zq6OnTp+rqBioqEgCyY0eSwyEBKv8ZGJAPH5K5ublPnz4lSfLKFZLJJAHI9etrvBUrK6vExMS6r74aqNGF+BlLRd/Uqk1Hd0/3Dq20aGVFZUJpV4QQatDEAoha/Xa3c/rcDnv4fD4AJCQkTJw4cc+ePUuWLJk+fbpYLJZ2jbU0Z86czp035ecTjo4QGQm5uXDxIkyaBE2bwuvX0LMnCASqZmZmly+DtzcIhTBjBowfL+2ia4IyASbJjl4zwq3/hmdiAP7TQxPaaSvrNDMzUlM19Vp6IwNnMiOE6kHqYcHxDoUv1igYMqxaZPjOczyUlpbm7e29YcMGPz+/uLi45Pspvj6+AoFA2pXW2NmzZ5OTk9PSugHAuHEAAHJy0K0brFkDycnQti28fAl9+sDmzdCzJxQXw9ChsGyZlGuuKYoEmPDRit4ef54uMGimRvDvLQsYvrfEffHesxdPbZva8tGSvsO2vcQIQwjVlbi4uNDQ0KysrLvB/LJMspD72uYPDo0JrQq993Z4PUP7VF9vPwBgFCkPfn/QKX3q3C67EjeUvgqXmR6hgoKC8ePHT5166MEDmoYG+Pt/tVRODk6fBhMTiIuDMWNAKISZM2HHDiBk7WoR1BgbIYzZEvag1eL7t2ZZMIU3F+98bDknYfdMczoAdOtmR2/bdvXWB8OXtP5ZsW/fvt2/fz9Z1eQGAPjvv//y8vLqvHaEkMxZvnz5hw8fQkJCeloNeVvy/njUJhVVtlpLWsS4UmOwYZUQEjHQGcBSJGhM0Cqw1iqwTlghBBC2WShnMYQl7fJ/bubMmT169IiJsQWAYcOAw/l2BR4Pzp0DZ2coKoI1a2Ss5/ATagSYpCCvULGldVNm5f/lW7Qy+Tjvi2XhaKu4Kv2NGH4aYCUlJbm5uT9ampeXl5qa6unpWWdlI4RkUGlp6bVr19LS0mg02r59+zp2HKaiqgIABl2ZXTbJx4eU2fzBobMBANiqhOt27osTQpqc5NyJi03zu979u4yjRpj0+v6aCxQSERFx4cKFa9ceWVkBjQZjxlS9WosWcOcOFBWBnd3vra/uUCPAmBbWFsUbjl764NFbi2nZxla08/5TYQ9LJgCA4HHs/SJtD51qTGQ2MzNb9uNO3A0bNnC53LorGiEkky5evNimTRs1NTUAmDBhwpeL9F0Y+i6KXz7Cs2fw7BkAYD2955Ieh5uled2aWsJRU9BxpsaHZ1WmT5++dOmG/v0V+Xzo1QuaNPnhmqamv7GsekCNc2C0psMXBLEPDWzf84/Vx1JbjR5B3zhw+Mrj1yLD9//dv2/oc9vhg3EiM0Lo10lEcHlfjK+vb02fyOFwFl8bUmqTRIqISyOz9u3bd+vWLYmklmfnX7169aOTHb/o+vXrxcXkpk297t8HMzPYurU+NkIV1AgwIFTdV0VeX+3NuRE8yKNL/3/vvk/e92ffrp09R+3I6xJy4eSfLTG/EEK/Ln55iVPCPCc1n9o9feyJDio+7zNNoy9dujRixIhFixbVopHExERzc/OFCxfWrob/759/Qun009HRYGQEV66AllZ9bIQqqJMLdF7bEctPjAgufP/61dt377PL2Go6uoYmJtoKeBVEhFBdIMXw9EgpAEu3uVotmyCgz8rmfaA5QN93797Z2tr27dvX0tKy+g0UFRX5+IyztHywbdvfhobbR9TpdS8SExPv3dPNydHT0oIrV8DQsA7bpiLqBBgAAMnP/lDA0mth37TVlw/mZxUSyjxltvQKQwg1ABmxIkkBS6JSpG6p/Out6erqBgcHjxw5Mjo6mk6v/KJNkuTz58+Li4ttbW2rfNbYsWMBVt+921xXd/fcuWa6urp1OLJs+fLlysrLcnJgzhyZP79VHRTpQgQoTzsxpYOuCs/QiMdr4bsyJu9j9zCZsz/A0Gjk2XKplocQkn0vTpUDQNM+dTYOPigoiMvlrl27Ni0tbdWqVR4eHmpqau7u7j4+Pm5ubrGxsV+uXFBQsHTp0tu3uWlpDgDw7h3Ty+tmQECArq6ug4NDYGBgcnLyp5XLy8uFwq+mnZWWln75Y15e3uHDhzMyMj49kpaWduFCRlqagZISDB1aV7tIaRQJMNHjtYMDt2a1n7PzyO7lgdqxs3sGbEmT1cu3IIQoKP+Z+MUJAUlIrAM16qpNgiDWLNi+Y/FJZ2fnx48fTxg38fb+1P39UjY5Jft7Bvbr18/Ozs7f3x8AysvLDQ0Nb9+OB1gPAN7eAAD79xs8fJgTHx8fFhZmbW3t7u4eEBCwdetWHx8fHo9nZWWVkJBQsaFt27bxeLz27dtHREQAwP79+1u2bLlt27aWLVu2a9du2LBhNjY2VlZWTZqsBYCRI0H2r0JcLdToQhTG79hy33zmnQPzLJkAft4deW5d58044nU0QEvWZoYjhKiIhFuzi0BCU3LNVm6iWocN/xeiOV3trHFPBj8b8peI72SRAAIAaMLxefbMPzExMSs9Hc6fZzAY79+/X72ae/48WFjAoUPQrx+cOgXz59P79dMNDdVNSHCYNWuCQLDq+vXrPj4+27dvv3jxooeHx59//nn7dtKdO9YGBtkaGs+DgvqKRHx1dfXTp087ODgIhcLIyMgXL16MHz+ex7MxNWUwGDBxYh3uH7VJ5RLC3+KfHKDEC7r0+dLz/DtzWsm1mBlTRpKSrG3d2By/o/xf3YiCgsLWrVt/tRWEkAx6fkKwyzh/m/nb8nxJ3bYcv7Rsl3H+p3/HOxXeX1F2pG3hme5FlWt8vBp9VhbJ5ZIA5LVrJEmSqakki/X58vAV/zp1Io8dI0eOJDU1SXl50tKSr6V1ncMp+bSCk5Pk4MFokUj0fSUzZ5IApJ9f3e7fz0nxavTUOAKjaWprFEYn/CfyMK8oiG0/bVnA/n7jFnvdWtxMysUhhGTVrVu39PX1jY1MohbkAnDa/63CUq7jXh2bqRx5PRpDDuR4NAV9mnJTGgBYTeQQ352fodNBXx/c3cHFBQCgWTOYPBlCQ0FXFyZNAhMTmDwZIiMhMvLzU5KT2QBdAMDZGQYMgJAQuH2bSElxWroUSkqAJMHcHKytgSTh1Cl49gwAYMqUut0/SqNGgDFb+/k12bC4V9/C6UN7uLk7GXMJte4hq3wdBgT0o88wKyBB8eeNIITQF3bt2jVnzhw6nc4v4wfJbW/nYm/up1vnW6GzoXngt6NC6FUNE1FVhadPv3pk6VLo3RvatAEWCwCga1eYNg2SkqBXL/DxAUNDSEmBZ8/A1BScnQEA/P1h6FA4fx7y8ytb+O8/uHSp8v+amjByJLRrV4c7R3XUCDDgtF145hAxfuqasX5n59y9/7cNAwie9+bLm8b6TZl4IU/M9pN2hQghWRIXFzdz5syIiAgLC4uMjIzc3NwWLeo+vX4RgwHt23/+UU0Ndu78agUnJ3By+vyjhgacPQsPH4JEAoqKIBRCSgokJUFJCfToAe3bA72RzZqlSIABcJp6hVzyCi7NzChV+lgUx3zIzkSfeTERcU9Y1pSpFCFEcRkZGf7+/tu2bbOwsAAAbW1tbW1taRdVNwgCvpw2bW5eOaCxcaJYLNC5PL2vr7dLKDZx6tXE6QfrI4TQ14RCoa+v78iRI3v16iXtWlD9osg8MIQQqhtz5swx4LTonDu1IA3vg9vAYYAhhBqOixcvHjt8PIAT+uKk8H2USNrloPqFAYYQaiDevHkzZcScZS2i8lMIeV1as76Uvu0k+nUYYAihhiAxIWmS6z+zlMP5T+W5WrTOG7gMLl7Ip4Gj2CAOhBCqocKX4mOz7hXHqvQhggFA34XhHMrlqGF6NXwYYAgh2XbE6xWzwFyZAEUjWssgtvlAFmB4NQ4YYAghGSYQCM5kr5rQf7btAJ6mLR2jq1HBAEMIybDDhw8LWj1zX6Ej7UKQFOAgDoQQZZCQtL48ZUcNbl+7fv368ePH119FiMrwCAwhRBVZD8QPVvIJGhi4MhWNfv71Oj4+Pisrq3v37r+hNkRBeASGEKKKmJeXngqjSAk83S+ozvrr168fO3YsvbFdwhZ9hAGGEKKE8PDwUeNGuC7VAYBnR/jiH/UjkvDyvPBsz+LY1ZlnzpwZPnz47ywSUQoGGELoNxEUkPdC+AUvqrhE4aFDhwIDA0+ePOkaaFei/FZYQLw8X9VBGAm3ppVGTijNfSTetvzw5MmT1dXV671uRFUN6hyYUChMTk4mSbLKpRIJXtkTIWl6fkzwcEt52hlhz9MKcjyi5L0kYVW5fOfM2evGvHv37sKFC61btwYAi0DOq3XwZK+gqc+394VMWMNPOykUEmVK/ulr5o6QV+RWtR3UWDSoALtz587kyZN/tJTP5+fl5f3OehBCXzLqzvzvnDA7QXx9VInrdvlrw0rznoqvHTjo+ofrH3/8wWBUfhx1GGuyY8O77ASFnIdi9Vafz2+lnRImri2XgNh2qbh1f0cp7QSikAYVYM7OzvHx8T9aqqioqKqq+jvrQQh9SV6HRgbclst0yE6Eky5FgkIyC15MO97b2rHFl6sx5Ah667dw1/zpPoHTMrmKB7Pui2/PLAUSCtpFte7fWxrlI8rBc2AIod8kOjp62PiBi5/3ENH4gkKyFPK671P7Jr0qdJtnLiaFGfcqB3KISslbU0vFArhLOzR2p8fvrRpRFwYYQqiOFb+RZCeKya9POotEovHjx4eFhcWmXQH/u3mKz7ts4bZwNq6yBT1L5cftN93SD6348dE2QVG6JIN42mt9EzabXc/lI5nRoLoQEUJSl5MsvjyoRFBIyuvQjHsyuVqExTA2QYP169draWn5+fkBwIiQnhDyk3bmhU2ytrZ2v9je09NTqSlRKPc6s1W627sAACAASURBVPUFD8+Fv2EXkKzAAEMI1ZncFPGVwBJBIclUIEreSx5tLQcAnfaMcuWskJCQmzdvVr8pJSWlvXv3+vv7JyQk7Lqz4arq1Rvbb9Rb4UgmYYAhhOpG/jPx5UEl5fmkRgfhm7YneUJzxhMjoXzhhqOnT506NWrUKHNz8xo12L59+4EDB3br1i0nJ+fOnTss1rej6lEjhwGGEKoDpASujyotzyP1utDnJHroFemIRGc+fPigpKRkb28/e/bsXr161aLZ4ODg1NTULVu2aGlp1XnNSNZhgCGE6oIE6CzQcWJEaofq5GidPHmyTlpls9mnTp2qk6ZQw4MBhhCqAwQD+lxWjImJ2eaz+cGDB9IuBzUKOIweIVQ3nj9/HhgYuHHjRm1tbWnXghoFPAJDCP2SgoKCFStWnDp1KicnZ9y4cV5eXtKuCDUWGGAIodrIT5W8uSEsbPFgUOAAFxeX7du329vb02jYqYN+HwwwhFCNkRKInFCa/0y8WbBk9cbVvXvjxQmRFGCAIYRq7OV5Yf4zcQFkHLm9Wd9IV9rloEYKj/cRQjVDiuHB6lIAMAosw/RCUkTJABPzC3JyS0RV35cSISRdaWeERWnA5+b0mmcj7VpQo0adABNnJxxdNsqtlZ4al81V0VBX5HBVdVu6Bi07lpiLt1JGiCJIMdwJzQMAp9lqNDwFgaSKIm9AMvPs2Pb+u3JMuvQJnDnaWEtNmSUszM16/fDmudWD2u0afixqQ3cNQtpVIoTeRooE79k0zdJWATrSrgU1dtQIMPHjrQv3lHvtit8zwIT51ZLpixaFT3TxWbB1osdsC/oPno4Q+l1SL+YDMFsFqBD494ikjRpdiKLnT9KUug7p+016AQDQtFyHexmnpaSKpFAXQugbLyNLAECvI14YHkkfNQKMrqXLK06ITiqpYpngZczd95q62vh1DyEKSKKdZTi+0bTFP0gkfdToQmS0HjrGYdP0bp3Sxgb5drEx5qkpsUXFeVmvk2+e3rVpT7J16Fo7alSKUGNWUlKy88lfiy6/Iqjx1Rc1chSJBYbFH6evqwYHr9o06WCw8NP4eYKpYdlj6NbrcwObU6RQhBqzy5cvOzo6KikpSbsQhAAoE2AAhErroStODl2a/yb91bv3GTl8trq2rq6hkb4K9rUjRBFnz56t3X0pEaoPlAmwSiwVfVMVfVMrAJC8i78Q95jtbq2J4+cRkj6JRHLx4sX58+dLuxCEKlG4J1t4e3m/oRsThNKuAyEEABAbG6ulpWVsbCztQhCqRI0jMOGd9WPWxQm+flDy6o6ggPXPsMF7aMBynLhpQpvvB9kjhH6XG1tS+tv9Ie0qEPqMGgFGsAUvwg/ezOEaWbfUZlc+SOYWk2LGuxfPSwhgGxXjlRERkh5hMakT2YfJwW+RiEKoEWAM66mX75r+NTBol7jdzAMhXiZsACg/5q82UW3NzU1u1R3GERkZ6ePjQ5JVZ11JSUlubm6d1YxQY/LweA4dWJrWOP0LUQg1AgwAWEa9ll+Lc54zYGTbLlFbDizpY1zzNjp27Pj8+fMfLTUwMFBTU/uFEhFqvJIO5QBom/TAQcGIQigTYAAAbOM+K29YOs8cEOToErV1e43v1EAQhKqq6v9Z+mvlIdRICUtI8TN1OkEauFPqEwM1dpQbhchu4rM6Ima9XcRw58lXBD9fHyFU315dEdIlTBVrCVeLcp8YqDGj5PcpTjO/dTdtXNZsjipzNMI+d4SkLOlQNoC8ubeCtAtB6CvUCjCSn/0mi9DUU+fQ5Ey9Z63wrngwP6uQUOYps3/2dIRQnROVkgX32ARBGnpQ6+MCIcp0CJSnnZjSQVeFZ2jE47XwXRmT93EoIZmzP8DQaOTZcqmWh1Bj9SZCRIgYzCbF2H+IqIYi70jR47WDA7dmtZ+z88ju5YHasbN7BmxJE0u7KoQQCER8CYjtRv1weBRC0kKNPgFh/I4t981n3jkwz5IJ4OfdkefWdd6MI15HA7Rw5CBCUvUEbhxpumWY/zlpF4LQt6hxBCbJeJepZNfGvHKWv4LDzLUTtC4Er4rjS7cuhBq58vLyefPmDQkaJO1CEKoCNQKMpqmtUZic8J/o4wNs+2nLAkrWj1scW4KXkEJIav76668mTZr0799f2oUgVAVqdCEyW/v5NdmwuFffwulDe7i5OxlzCbXuIat8HQYE9KPPMCsgQVHaJSLU6ERFRe3fvz8hIUHahSBUNWocgQGn7cIzhyY2SVoz1m/MjmciAACC57358qbOr9ZPXB2DE5oR+s0KCwsDAwO3bdvG4/GkXQtCVaPGERgAcJp6hVzyCi7NzChV+lgUx3zIzkSfeTERcU9Y1pSpFKHGYO/M60N0lnt26y7tQhD6IYrFAp3L0+N+9Qih2MSpVxMnKdWDUKMkFgAz3MGYVODnkHJ4S3REVRTpQkQIUcj1LclsUkGtBR3TC1EZBhhC6FsJ+7MAwLgH3r4SURoGGELoKwU5xUrvzQADDFEeBhhC6CvHl93iEIrqlnRFI/x8QJSGb1CE0Ff+Oy8APPxCsgADDCH0WdqzdP1SewAw6oYBhqgOAwwh9FncgTQOoaBhhf2HSAbgexQh9NnjjHiRam6rsXj7WCQDMMAQQp9FPbto+M9z7D9EMgEDDCFUiSTJBw8e2NnZSbsQhKoFAwwhVCk1NVVNTU1dXV3ahSBULRhgCKFK8fHx9vb20q4CoerCAEMIVbp3717r1q2lXQVC1YUBhhCq9Cz2nW2zdtKuAqHqotjtVH5NUlJScHDwj5by+fyioqLfWQ9CMoSfL+79dnXJFg74SLsUhKqnQQWYnp6en5/fj5aePXtWTk7ud9aDkAxJuJDOItTZCnRpF4JQdTWoAFNXV/8/ATZ8+HAGo0HtL0J16NmNTAB1dUsMMCQz8BwYQggAID8FAEDdCr/kIZmBAYYQAgCgf9AAAA08AkOyAwMMIQRvU7MVxJp0OVBqgp8JSGbgmxUhBOtn7wcADSsGgR8JSHbguxWhxi4lJSU/jgMAmjbYf4hkCQYYQo3dlClTHFX6EHRo5s+Sdi0I1QCOOEKoUTtz5szr16/dt6lKyunKeAIMyRQMMIQateDg4NDQUF0nvIMlkj34hQuhxqukpOTx48dubm7SLgSh2sAAQ6jxio+Pt7KyYrHw1BeSSRhgCDVecXFxjo6O0q4CoVrCAGvsch6K45fySzMk0i4ESUH87QeONs7SrgKhWsIAa+zuhfAfbS0/7V5c/JrqGRYZGbl7925pV9Gg2Cf8KVnrQlL9N49Q1TDAGjUxn8y8JwICmIoE8cUc1g9xoleXhdKrq2rTp0+fO3euWCyWdiENxLOYd1pEMzqNjlffQDKKku9cMb8gJ7dEREq7joYv875YXA5qLeh9oxXldT+/GaJnlN0YU5qbIgYAIOF9tEhQJOVfx6VLl/h8vpaWVmRkpHQraTDun3wFAFqOOJcGySrqBJg4O+HoslFurfTUuGyuioa6IoerqtvSNWjZscRc7OGoJxkxIgDIV0398sHY2FiObT6QkLSuXCyAW1NLLw8qiZlVJqUaKy1ZsmTOnDmDBg3av3+/dCtpMLLuSABAGwMMySyKvHfJzLNj2/vvyjHp0idw5mhjLTVllrAwN+v1w5vnVg9qt2v4sagN3TUIaVfZ8FQE2Mrjs180bbtw4UIAiIqK6tmzZ2tz52Gcg+nhwmLf4pyHYhoDFE2k+V0nIiKiOFPgauEr7pzTsmXL9evX4821fx3jrQ7gERiSZdR474ofb124p9xrV/yeASbMr5ZMX7QofKKLz4KtEz1mW+CFRuuUqJTMThRLQNx/Vtd9R3axWCxPT8++ffvu379/+vTp8h0yC69o5jwUy+vQXLZz1aT66gcHB/+ht/+Cd6nXFZ6Dg8O5c+f+z623UXXkpwm5IjW2Gqg0o043DEI1Q433ruj5kzSlrkP6fpNeAAA0LdfhXsZpKakiKdTVsH24K5aI4LU4afCIgCtXruzatcvV1XXHjh09evSYMmXKgVeL2KqEhg29xykF6aZXQkJC3nMRvNRkcgl5HWLgwIH79u2TYj0Nw/0TrwBApy0TsGcDySxqBBhdS5dXnBCdVFLFMsHLmLvvNXW18fCrrrGVCYJFvlC8oaenp6OjExERce7cue7duwPA4MGDo5OutdzxpvtxBTkeUVYmzRNg169f79t0KpBg3JPJ4BIejt6iOP3szBwpltQAvIwoBuw/RDKOGgHGaD10jMPzkG6dBs7bdOJ67P2Hz56npiTciTy7fXGQa6epd6zHDrPDP7S6pmFDf+zzj6FP5RAZXV1dJyeniv9zOJyJEyeuXL1cJBaGhIRoaGgcPnxYWnXGRsfpZbUFAFN/FgA820z3l1t6cFa0tOppGMrSWACg3Ra/GCIZRo0AA4bFH6evbxtq8HDTpL6u7VpbmpuatbR17Nxn7Nq7GgO2Xj85qTnmV304f/58jx49qlw0duzYc+fO2djY3L59e/fu3VOmTMnOzgaAvKfiN9cr+3PL88ii9HofIpoTxyCL2CqmNE07OgDodmAAQNk1vf9SX9X3phuqK1euXOCvtPqTUDHDAEMyjDK5QKi0Hrri5NCl+W/SX717n5HDZ6tr6+oaGumr4HVG68mrV68+fPjQpk2bKpeqqKisXLlSUVHRx8cHAGJiYqZOnbpnz57bM8qyk8TN+rJKMyXvo0WkBJp6s1rP4shp1su5lBcvXtgzfACgmV/lG8G4BzNxDQ1eNtvd9+bCRMP62GjDVlJSMnr06E2bNtm6K0m7FoR+CUWOwCqR/MIiUs3MvqO7p3unNlam+iosAJKfn5lZUC7t2hqec+fOeXp60mg/fA8MGTKkIr0AYPHixTExMWfOnGk1hk1jwPNjgnc3RQQN6Cx4cUJw0qXo2QFBfRQZFRljzugIBJj0rhzhQ2NC501cBpcwKey4Z1xUfWy0YZs7d27nzp3d3d2lXQhCv4oyAVaedmJKB10VnqERj9fCd2VM3scLP5A5+wMMjUaexQSraxcuXPD09Kzmylwud/PmzZMmTVJ1LnPZKm/Sm+m0TM7/jpLXFUVDd6awmLzzd1l9XFIv5XwmXcxSb0nnan1+r6qa051D5YAA0QWLpNPv6n6rDVdsbOzRo0dXrFgh7UIQqgMUCTDR47WDA7dmtZ+z88ju5YHasbN7BmxJw0ve1T1hCXnRr+SYc9HVSzeio6M9PDyq/1wXFxdPT8/JkyfrdWZ0XMM17cdiqxAsLdETm907RCOiDVbVxyX10h69BgDjnt9OsDDuzrQcy6YTjNjJcCw0ou433EBNnz592bJlampq0i4EoTpAjXNgwvgdW+6bz7xzYJ4lE8DPuyPPreu8GUe8jgZo1eTESlZW1smTJ3+0VCQSiUSNejaZuBxujCrNjBcJFPKmjRx+/PhxFRWVGrWwYsUKW1vbkydPent7A8D58+cnTJhgYWGx9NDcwMDAGzc6denSpQ4Lzs3Nvfx+x+Y7y1VNv58hCLbTOKUZ5IsTkB9mMfHp1H83/sNkVrEa+uTioQhelu2AgAHSLgShukGNAJNkvMtUsmtjXvnxo+Awc+2Eo52CV8V5L2vLrn4zmZmZ9+7d+9FSsVjM5/N/tVSZRYrh5uTS97dFpfTcW/pL7t24q6GhUdNG5OXl9+zZ4+3tbWdn9++//545c2bnzp2dO3cGgNDQ0ClTpty7d49Or7OBbTExMW3atFEzrzqWCBq0XyEnr0tkP4Fj6U/mzp27fPnyutp0w0OK4PFfqr3Fi/MegYa1tKtBqC5QI8BomtoahdEJ/4k8zCsKYttPWxawv9+4xV63FjerdjMtW7bcvHnzj5YeOHBAQUHh14uVUTFzy16FCwX0kmeOO/fv20oQtRw02LZt26CgoObNm/fq1evBgwefjuF8fHzWrVu3Y8eOkSNH1lXN0dHRzs7/93aLBNhO4wBwbLP32NnZderU6UezAtDxWffVxU0VjWiqeE021FBQ4xwYs7WfX5OExb36zt166vbLUgAg1LqHrPLN+Teg38Kjjwrwxiq/6P1tUephgYQujDIMDd09v9bpVWH+/Pnnz58/cuTINz2Qq1atWrBgQWFh4a8V+1l0dPSnudX/n4aGxoEDB4KCgt68eVNXW29ISrMkeSe0AaDNfDk6TkxBDQU1Agw4bReeOTSxSdKasX5jdjwTAQAQPO/Nlzd1frV+4uqYehmg3Zg8PyoAgHj2wbCzwQzGrx52M5lMFxeX7x+3sbHx8vJa0Gf762t1cDPM/Pz8+/fvt23btprrt2/fftKkSQMGDJBI8PY73zo25hGLlNd3Yei7UKPTBaG6QJEAA+A09Qq5lFZQ+Pbi56tucMyH7ExMfxZ15sCGEdb4d1dbwmLyVbiIBDJonbu8vHy9bmvl8tU26cOuji4syyQBoDyPTN5QXpZV40PooqIin24B4wOnKSnVYLLtzJkzJWJy74i7b2406tE630i8lia+r0cwyDbz8R40qEGhTIABAAApLC2XEPDlF2hC0cSug2vPtobYb19buSliURn5H3nX1sW8vrclp8DSdSVoYsbu0bdL3kku+hXfX8F/sqdmk/hKS0uHe0wbmLvDOnpqjeaW0Wi0lQvXQ0TziHElBc/xOAwAgM/nHx2XTAO6WQBb0Yhaf+8I/SLKvKFxInO94dkzynvcznS69Hs213qKAhDASGi2w/lFwQtJieI7Y98anHIrKysb6TbbMzOYIeTqtmfUdG6Zo5v1e604MR9uTSkVleLJU5gz4h9TYSc6h7AaV4MBvQjJBIoEGE5krkcEDS6+3dKhZ+vfszm1FnSDrkwmcJSAx2leckhuQmTCxWo+VyAQjPGc65oxjy5mN/FidlzNrUUBAXtb5pCvch6Kz3Qvzoxv1H2JUVFRJbfVgCTMB7G42hT5Y0eozlDjPV05kfnogflD/AZPW3/u1F9mMfNmHPmAX6DrgkgkioiI6Nq162/bos0UNp1DGHow+57UGTq6uvefFAqFQ7zGtn87lS5hmg1gtV/JJWp14tPIVI/vG1Eg96ooXXKpX8m9EH59XONKJvz77792o1Rt/uDYTMbDL9QAUSPAqprIrHUheFVc4513XIfu3LljbGzM4/F+2xbVLOgBDxS7bOLSOYSvr++1a9fy8/OrXFMikSxcuNDNzc3Nza1ta+d2L/9giRT1OjPa/i33KxemmhIcdFBxTL5VLBDwcEt5fEhjfCOlpaVFRUUNmuRtPZnNVMD7LqMGiBoBRtPU1ihMTvjvU3cP237asoCS9eMWx5bgUdivunr1qpub22/eKJ1T+YmprKzs5uZ27Nix79cpKirq06fPzZs3Z8yYMfPPWTPNjiiXGSqZ0Dqu4RK/NmZHTk7u9NmT61MmCPtF0piQsq389ZU6GNkvW9atWzdixIj6HneKkBRRI8BwInNdK34ruTq05PkxAQBcuXLld/Yffm/QoEHf9yI+ffq0Xbt2BgYG4eHhbm5uFuxOZfdUmQqEyxZ5llIdHC7weLwLFy7M2zmm2COCpV+eXf62Uc0PKyws3Lt37/jx46VdCEL1iBoBhhOZ6xAJqYcF53oVv40UZdwWFRUVJSYmdujQQYoVubTzsHsxOvFk5X1PirL5YV1jZ7ls/eOPP8LCwiquwKvdjmE7jdN1p7xyszp7T5qamp4+ffpWzuGNRN/eYzuMHTu2rlqmvu3bt3t4eOjr60u7EITqEWWmB3OaeoVc8gouzcwoVfpqIrPPvJiIuCcsnMhcHUXpkqhppZn3xACg15nRZpFceMQ5R0dHOTlpzmAtSqVbM7rf/eeDautX545fyl/XQo+0HN5uTq+gzzf1oLPBakLdDzRwcHA4cOAAABQWFjZv3nzMmDG2trZ1vhWqSUpK2rhmy57d1Ro7g5Dsolgs0Lk8va9HThOKTZx6NanW9fAQxMwty7wn5mrRHP7iVNxDa9u2bT179pRuVZo2dIIhoX/QWOp0xJ7bW4+UVzCguaxV/J01KCkp/f3331OmTImIiPid2/3Nnj59On/+/Nu3Yv7Wjk6fpuwYB794NhEhKqNIFyKqA8Ji8kOciKBDrwsKFem1e/fu9PT0MWPGSLcwBpfQcmDRgN6OGcAUyqtb0j0OyMvr/u733rBhwwoKCo4fP17l0hcvXqxZs0amz5Px+fxOnTrZ2dqdmPaIlqfEViUwvVDDRrEjMPQL3keLJCLQcmBw1AgASE9PnzFjxtWrV9ls6c8BajGMVZ5H6ndhmPRhqppL52OVTqevWrVqxIgRPXv2/OY12bNnz59//qmtrf348eONGzf+4tX6peXQoUPOVq52KRNSbokAwHIcR9oVIVS/8Ais4XgbKQIAvU4MAJBIJEOGDJk+fbqlpaW06wIAMHBj9r6oYDeDI630AoCyTDJ3Yeu+2rPXrl376UGJRBIYGLh8+fKzG6O2+Ec9TXoxefJkaVX4i/atOe31fu27WyKOGtFlM7epN96fGjVwGGANh5hPEnQw7MZMSkrq3bs3QRBTp06VdlEUIigki9Il1iW+K0P/zcvLq3hw27ZtaWlpUeF3U//SfrqdnGV6LC72zoIFC6Rbai3ExMTYFwyWFDN0nBm9LykaumN6oYYPA6zhcPqH63EZRs8d4OHh4ebmdvHiRRoNf7+fKTejKZnQhAW0wR3/WLZsGQBkZ2fPnz9/48aNiuocHSc6U4HIuAkre17YunXrnTt3vm8hIyOjpKSk4v+5ubkrV64cOnQoRU6b7Q49aQEudA7R4V+unKZMdoEiVFP4Addw0JhwOfpMdnb28+fPJ0+ezOHgKZBvGXVjAoCn8Yjt27e/efNm1qxZAwcOtLS0pHMI1+3yXTZzCTq82EVfOeJgUFCQQPDV/MP8/HxbW1stLS1LS8vevXs3a9YsKSnp0aNH38/R/vDhg6+vbzWvAPkr3r59m5KSUrFFRpwFkIRZAEuOh+mFGgsMsAbl2rVrffv2xasH/YiRJxMA3p1nTe67sH///uHh4QsXLvy0VMeJ4TCXAyRITtha6rWrOEr7JDg4eEDncRlpuXv27AkICEhNTd29e/fq1avnz5/P53++1uLFixdtbW0VFRXnzZsnFNbj9auSkpIcHR09PT2bNWvm7++v2Yqpbkm3xHumoMYEA6xBuXbtmqurq7SroC51S7r5YJaYT5rdH5zxLH/FihWKil9NR7MYxm7ShykqJfuxl21YH/bw4cOKx1NTU+/uf20VO+mEU1n2KjP9O33SNskDgLOzs42NTVhYGABIJJLZs2ePGTPm0KFDu3btatas2f79++tpR6Kjo93d3VevXp2enn78+HFPT8/ATc49zyjIaeDhF2pEMMAajqdPn9JoNFNTU2kXQmlt5svpODH4WbDSIbpvH//vV3BcJCfHI/ISaSsDjnft2vXkyZMAMGP6jEDDpQBASuDdLVHaKeGnqwPP8Pr37Iq7r1+/9vLyiouLu3//fseOHQHgr7/+CgkJEYvr/rZ2N2/enOu3LswnwrtXXwCwtraeNWuWiYlJnW8IIYrDAGsIMu+JhSUkHn5VB40BndZzFY1o+SmQsKaK+3yzlIl2S+SAgCYcu9OnT0+fPr1Xr17lD1UZmRpyPMI/VsnpH7mm3szOYZWXjHm1RmMIJ8yplau+vn54eLi6mnp2olgigk6dOvF4vCNHjlRZhkQieffuXS3q//Dhw9HBz4exNxdd1Ml5iDd9RY0aBhjVFaVLktaXi8o+X5H/Xgg/aX255OO9Z57sEVzsW3x/OR8DrJrYqoTrNnkNG7p6y6onpRl0ZXpfU3RcxHF0dLx//76+vv4g/cUAYDmGLccjTP1Z7f/lqrWofK5eJwZB0pb3OxwWFiYpZlwLKjnvVfxoazkA/PXXX0uXLiXJKu6m8Ndff1lbW79//75GlUskkpk+q+xpvgwu4bhIjtcar7SBGjUMMKqLX8p/sJL/7lZlXon55OM9ggcr+ef7FGcniAteSO4t4wOAjjM9MjLSxcVFqsXKDOVmtB4nKy+4VSUlE1rFLc2UlJRCpqwXpivIaRJmAazv1zQbwAIAuNP0TLfiww6Fb66L2KqEjhMDADw8PNTU1CwtLefOnRsfH//pKeHh4Xv37g0ICAgKCqoy3n5kWXBo68yhAGA7hd08sIpiEGpU8FJSlCYWwLsoERAQun+O4HghQRC+vr7u+1yippXmpogv+BZzNAhRGdmsLytLPVlbW1tHR0faJTdASk3oVhPYOk6MT3fp/JJWG4aKKS0/VSIoENMYoNOB4bRM7tOVHiMiIu7evXvq1Kl+/fpZWVmtXbuWTqcPGzbs4MGDTk5Ozs7OW7ZsGT16dHXKuHfv3qOtAneGjooZvflQHG2IUMMKMIlE8vLlyx8trdFXXYrIvCsSlZIlCu+KiCyn1k7l5eVBQUG+vr7Bp5c+2QqPNpeXZZIKBrQ2CzirwrD/sL7QGGA77f9Nquu8UT7jtkitFV2tBZ3+dbIQBKGYYjPA2Hr27QWrtyy3s7Pj8Xhjx47t1KkTAOzZs6djx44uLi7VGXqzeNpKL856EIPjIg6tQf3hIlRLDervICoqatiwYT9aWlZW9ukCQrLizQ0RAMQXnp8zZ46ZmRkADBw4cOTIke27OJ08ebJXb/1nBwTN/FlMBeLatWt4+11pUW5KU25adYceKYH7y/miMjJxDeE3c2ZATMCJEycCO/+RGS/i2TOaN2++ZMkSe3v7Dh069OnTx9/fX1lZucp2wsPDW77uT0joTfowtds2qD9bhGqNkMXjktpRVFRctWpVUFCQtAupgVNdiwpeSHbTR1x/fuzLx1euXLlx48bIyEg9PT0ASE1Ntbe3f/Xq1Y8+/pAUZd4TJ2/gv4kQAQnNA1kGrsyrw0tYSkT/+0oVKxQWFl66dOnw4cNPnz69fPmyrq7uNy1IJBIPW79BhTuY8oTXNQWuFp66limlpSAvD1wufLwOWQNjbW29d+9e1qy70wAAD5VJREFUKyur379p/EugrqJXkoIXEgm7vJWH3jeLpk2bNnbsWFdX14yMjN27dzs7O4eGhmJ6UROvNd11h3zHNVw6G57sEVwdVkKKofngz0dsSkpK/v7+x48fDwwMbN++/fPnz79p4eDBg0JOoaEHs22wHKYXQp9gXwR1vY0QAcArRny3Hh7fL502bRqfz7ewsNDX179+/XqrVq1+e4GoBkx6MRX0FW6MKinLJvVdGNaTP59Ue7xLkLyBz7NnDPCbqjZHrXPnzj169PjyuefPnz9w4EDHjtzvWkWoUcMAo66Kaz1EZx6f3nldlSvMnTvXzs6uc+fOcnJyv7c0VBuatvQepxVehQub+bGIL46jRKVkWTaZfkmYHi5sO2vwgQNmT548+fKJ7u7uFVf3QAh9CQOMusTlQCiWy5kWcLk//Ort6en5O0tCv0hel2Yx7NsR8Jbj2CZ9mC+OCxPX8O+F8FuMaDNqbkfAixoi9DMYYNTlcUB+9Og/Xa3xq3fDp6BHs57EVm5CuzW1NGV7eephAUEHOU3C44AC3twLoR/BE8LURTAg/OoFPMZqPIx7MrvulGcpE8JiUlBAlr4nxfzGMkgYoVrAIzDqSkxMZDKZeHX5RkXHmdHvrpKolAQAOhuqvPYHQqgCBhh1bdmyZeDAgdKuAv1uNCawlDG3EPo5DDCKysvLO3To0KNHj6RdCEIIURSeA6OWvKfi6yNL85+JN2/e3Lt3b21tbWlXhBBCFIVHYNSS8G/566tCLSciLCzszJkz0i4HIYSoC4/AKKT0g+TNdSGNCQnCC6ampjY2NtKuCCGEqAsDjEKeHRRIRGDUjbl2+/IpU6ZIuxyEEKI0DDCqIEWQelgIAG91okpLS7t37y7tihBCiNIoeQ5MzC/IL2Uoq8ozGtFg4vRLwtIMibyxZOKaIWfOnqHR8LsFQgj9P9T5lBRnJxxdNsqtlZ4al81V0VBX5HBVdVu6Bi07lpgrkXZx9U1QRN4N5gNAZPmO8RPGOzg4SLsihBCiOoocgZGZZ8e299+VY9KlT+DM0cZaasosYWFu1uuHN8+tHtRu1/BjURu6azTgw7F7IfzSDxKxbmac4Ej0zChpl4MQQjKAGgEmfrx14Z5yr13xewaYML9aMn3RovCJLj4Ltk70mG1Bl1J5dUcigoTVfGER6fCXHO2LPU2/KKQxyeWpg09F72MymT9uACGEUCVqdCGKnj9JU+o6pK/J9x/dNC3X4V7GaSmpIinUVbf4OeTlgSXJG8qf7BWUvP+qW9R1h/x/nfZ18bfHKx8ihFA1UeMIjK6lyyu+Gp1U0s1e/ttlgpcxd99r2mrL+OFXTrL4xujSkvcSrjat/Qo5RcOvvjqwmhSvO7Xo7t270ioPIYRkDjUCjNF66BiHTdO7dUobG+TbxcaYp6bEFhXnZb1Ovnl616Y9ydaha+2oUWntFL6UXBlSUp5H8uwZncO439/hadWqVV5eXsbGxtKoDiGEZBJFYoFh8cfp66rBwas2TToYLPx0CySCqWHZY+jW63MDm1Ok0FoQFJDXR5SU55EGrszOG7m077pJi4uLN23adOvWLWlUhxBCsooyuUCotB664uTQpflv0l+9e5+Rw2era+vqGhrpq7CkXdqvkIggYnxpQZpExYzeYbWciBQcP3g8NTXVwMBAS0uLxWIBwLlz57p27YpnvxBCqEYoE2CVWCr6pio6BkYNZSJz6iHB+2iRHI9wWCNcsHTuzp07LS0tHR0db968+eHDB6FQCAAEQaxbt07alSKEkIyhToCJsxNObAvbsu/8vbQP+WVikqBzlHlN7LoPHjtxlI+1GjWGS1ZNLIC4eWXqVnTzgd8eLmq1oRt6MPUGFHXzd2vTps3NmzfxSAshhOoERQJMticyJ2/gpx4RPD8OWg50FbOvhkuqmNFNZmW6ubn5+vouW7ZMWhUihFDDQ40Ao+pE5ry8PFVV1Z+u9ni3AABIMcTO43c7JA8fkzY5Ofn06dMbN25csGDBqFGj6rVUhBBqbKgRYBUTmZf8eCLzoZRUEfw0wKKiooYMGfKjpaWlpUVFRTWqKzAwEADWrVv3/we46wR9CFm0wldl7oc7yi9OCZt6M7Ozszt37lxWVta7d++TJ0+2adOmRttFCCH0U9QIsDqayNy2bdsrV678aKm3t3e7du1qVNeJEydWrFjh4OAwadIke3t7fX19IyMjJSWlL9fJysoattJ9yZolJxeu7gkL4uaVvTgu2FY6sVu3bitWrKjR5hBCCFUfNQKsjiYyMxiMJk2a/Ggpl8utaV1MJnP27Nn9+/cPDQ1dt27d69ev3717N3To0FmzZmlqagKAUCj08/MbNGjQgAEDtHhat0c+MCyxfR9bns59vffgrppuDiGEUPVRI8CoPZHZxMQkLCwMAESlZMK+7Jitr2YfOpBlfz0nJyc9Pd3Ozm7RokUA4NrV9ZD1NK2nJleLtmw9EcZms6VXMkIINXwUCTCqT2QWFpNPdgsebS8vz2MpQTPPlibEEAMtLS09PT0DA4NPN59cFDbNwsJi7ty5VlZW0i0YIYQaPMoEGAAAkPzCIlLNzN7Uivblg/lZhYQyT1kqRzRlmeTjPeVP9wkEBSQAaNrRzQewjDyZDK7P9yvr6uomJSUZGBj89jIRQqjRocz84PK0E1M66KrwDI14vBa+K2PyPvYj/q+9+4+NurwDOP58e3ftUe56PQrtoK6lV6RAZXMMJzEGLena2EoLtiidY8tya9B1LDP1xxC7gcJcYqbOsGzSoS7RZeJQ8deKLHFSbMEO+RWCc7HAMZW29lpar4Vvf3z9o6VSKHeSCd/nM96v/3o/yBM+efrutd+7x2p/riIjs/LVU5d6RX0Ra8fdvX+7vuvA70+ZJ6y0a50Fz44v2uzJLot3Jp73PWmZmZkjL8gAABePJq/A+g89sewHte033f/0rVmfvr3x0ZU3V3iaXl8esPMMlZZ3Bz7cbBoONbXINevHCZO+JfxAFwD4/6JHwPr+9dSG93Lue/cvNbNdSi1ZPD/1u/k1925a9EJFmn0fv5F+gzPvycQJsxyeK3hFBQDa0eNb8+Dxj1uT5nwnZ/h9zJ5r7nvip2lvrH1s10kbF2XEqYwCF/UCAD3p8d05btLXJnYd2Hu4//QNCXOrf1MRWf+Th3ZGrGhPBABcrvQImOvbS5YE9j60sHxV7csNR3qUUsaEoocfK2t/tOK21S8cPEHEAABn0SNgyj1v9St/XRHY/7s7l9zx1Af9SillpC5+8s0/3hhav+LxRtPu9QEAdKPHRRxKKXf2oofrFq3taT3ek3R6Ue6cHz6975aaxn/uej/+m9qsFACgA82y4EhMTR/9iYWGN3DdwsB1X80/v2XLlv3798d8WH19vWma8fE6fAYIomlra/P5fExKf62trcnJyZfnpOL7+zcqZZpmcNkyu9cSW2tra35+vs/n+/JPaW9vv3jriU6zgF1MwWCwqakpHA7HfGRdXZ3b7fZ6vZdgVfhfHDt2zO/3ezweuxeCGEKhUEpKyvjx55w2cRkwlJo3fbqlVPfu3XavJbZQKKSUin6A1FnKysou6PFfIcOyuELibKWlpcFgsKSkxO6FIIbi4uKqqqqioiK7F4IYCgsLq6urCwoK7F4IYliwYEFNTU1eXp7dC/lSNLmIAwCAC0PAAAAiETAAgEgEDAAgEgEDAIhEwAAAIhEwAIBIBGwMTqfT5XLZvQrExqSkYFJSyJoUb2QeQ2dnp9frdTg4gll3HR0dPp8vLo6fw3THpKQIh8N+v98w7DtK+EIQMACASPxABAAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABCJgAEARCJgAACRCBgAQCQCdgYrvGv9HTddE5joT5+dd/ua10N9dq8II3pe/J4vzjiDI61yqzl0H4PTgvlOdc6Me3aO+s+PMhqmZpsxJiV0fzntXoA+Bg//6fvFd+2e/bMH/7DS/f5z69aVLzTf2rlu3ji7Fwal1MBHHzabk4tWPVDy9eEfuoxxM2Y5lWJwWrAih+vW3ruxeaDyzFujjIap2WTsSYndXxaGmI33XBmf/qNXOwYty7Ksk3tXz4n337apw+ZlYciprZVp7sLalsFz7mFwdjvxUnBqksswlFKOaXc3miN3RBkNU7PDeScldn/xK8RhA4e3v310fF7pguShg9wSckuKp0fq39pt2rwwKKWU9Wlzc9ekK6cldh49uO9gqNMcOcWOwdnOk/fLNxr2HNj7fGVg1BmwUUbD1GxxvknJ3V8EbNhAqDlkpaZPjj99g2PKFZON9iNHuzjwUwP9R/5zpL9324oZU7KuuvqqqSkpM8sfqW+zFIPTQJwvY2Zubu6swMSEUcf4RhkNU7PF+SYld38RsGFWb89Jw+vzjszV8CZ5Dasn0qPFnC53vaFj4QRP9tIN7x3v6vpk34s/T99xf/nyZ/87yOD0FWU0TE0vYvcXF3EMM9yJbuuz7sjIVKzurs8swz3ObUR7Gi6NpKWbwktHvppduuaZjxpz7qrdHLr9Tganqyh7iu2mF7H7i1dgwxwZWRlG28ct/advGGz5pMXyZ2YmazEnjBaXNi2QpDrDJwYZnLaijIap6U3M/iJgwxyB+fMzurf/vSEy9PVA87Y3/514fd5cl73rglJK9fyjKts3d/WekT8cm4camjq837g6y8ngtBVlNExNK4L3l92XQepjoHnjzakJWeWPvLKjYeuG5XO83rm/2tVr96pgWZZlndrz63lJ7mmL1vz5tW1bX6pdVZKd6M9f/0GfZTE4XfQ1rZyZMPri7CijYWr2OXdSYvcXATtT5OAzVYVzMickT8m9Ydlv32k/900RsMvA8e2PB2+cMcWX6Embfu3iXzx/qPuL8TA4DYwRMCvqaJiaTcaalND9ZViWFheTAABwQfgbGABAJAIGABCJgAEARCJgAACRCBgAQCQCBgAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABCJgAEARCJgAACRCBgAQCQCBgAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABCJgAEARCJgAACRCBgAQCQCBgAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABCJgAEARCJgAACRCBgAQCQCBgAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABCJgAEARCJgAACRCBgAQCQCBgAQiYABAEQiYAAAkQgYAEAkAgYAEImAAQBEImAAAJEIGABAJAIGABDpc8sL61LjsT0aAAAAAElFTkSuQmCC)
These are the main functions implemented in the package for now. If you want to read more about IC model selection and combinations, I would recommend (Burnham and Anderson 2004) textbook.
lmDynamic
This function is based on the principles of lmCombine()
and point ICs. It allows not only combining the models but also to capture the dynamics of it parameters. So in a way this corresponds to a time varying parameters model, but based on information criteria.
Continuing the example from lmCombine()
, let’s construct the dynamic model:
We can plot the model and ask for the summary in the similar way as with lmCombine()
:
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAIAAADK+EpIAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOzdd0BN/R8H8O+5q3nbey+FlopSmZFRoVIUITNSdsim7JE8eChZGSFEdhFpl4Yymlrae995fn+EHw95HsS9l8/rr6dz7v3ez/c8V+++53y/52A4jiMAAACA1xA4XQAAAADwPSDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgwAAABPggADAADAkyDAAAAA8CQIMAAAADwJAgzwMrz69AQRAoZhGEYx2pbN4nQ93fD6Uzb8GIYRxGdG0jhdDEII0R8uUiBiPSAqe8UwEGq76CiAYRgmMCX8Z9bMeLpMjYRhGMVsdx6X/O8CvAsCDPAwvPJm2KM2HCGEECMnPDyH+a0NVB0fw49hGFF63j1679fHwz4/MnCsANchcboAAL4bu+z6xSed+LufmK/CrzzfaGgM3+keYYKDPfe46396hDBhXR0iQiSFgTZ2DDqimMjDn7WAR8BXFfAsdvHVsAQajojyhobyRISYeVevZDD++arOoju7PSYNH6AhRRVT7Gdm5308qbbngRojfoUmCcMwyuC9+e/PcNFuuUsQMAzjHx9S9y4t8absS5unDTPQlBMRFJZS1hlk5/XXo7KvjEs6iu7tnzfGuI+CqJCInKbhsKnrQtO+XAYtdqk6CcMwkopXzIdzeU1hTqKET068/fcGP8anM26exz8smD5EgYDw9qK427du3br96EUD+9+a+Uj7y4u+LtYD+8iISqobWU32Coj+x2GgF9/cPG2UoZKEtJaZ3eLjqY3f0joAX4cDwJuYr3eZUTCEiGre9+97qxIRQsQ+qxLoH7+GlnNojAwB++Qrj5HU3COq2Ti7KmgM38c7KJYHCrvilmsQEUJksz15zHeNdEXOEscQQnzjTtSycRzHu3L2Dxf9599+GF//pQ8b2TiO4+y6k+P5EEKY2IybXTiOM4vPOH42rMH4dJdGN7A/71fX4+7OkPr6pjK6N3XeXyBPQAiRB+54xfzmBnGcFr1QnoAQwsRnRXZ9+Wh+XHPn50dm63brz44Vi1UR4aEr/M+jqzgxOPdd3Xhn5sExcqSPXkEQV1KiEhBCZNNducwvlwLAfwUjMMCjWK+vXEqn44ioMsl5+HBnexUiQqyi61dS/j8AYJeeXL4uqoaNiPJjN5yPin96zW+8AhFnFod6bXjQhshS2saGqiIEhBBGltI2Mekry9fz532AN93Y6hfbzMb4daftvXD/6ePrf83S5cNw2quTR++3fuEN9Ng9629UshFJ0yXwdlJG4q2QVSNlCDjtxdFVf+V8PpGBb7DjRCUiQszC6OgCFkIIMbNjYmvZCJEN7Cf1IX5zgx+h5UedDvnE6buvOj572edHRk7282PVcme9Z/CLNkTRmXkiobD8TfK5RUZCiPk2ctXyM+VshBAr/6jXuqgqJk4QMZ5z4OL1iwHzTfCK8lYYg4HewukEBeC7MDI26pEQQkTN5XE0HKfFLdckIoSIakuevB9jsIoDh1EwhDCxyRfru0cmrNLDVvwYQkSlxTF0HMfZlces+RBCBKm5d2k4juP0fx+BMQsvLJvq5OTksvF2TXerXdELFQgIIcqwwGIW/s8RGLs2pPsnAYtN8VV0HMdxRvbZ1d5eXt4rT2Uy8M91PVqsQkQI4xt5uIyF46z8veZkhBDZaFs2E8e/o8H3I7AvoHR/xmejxs+OzGdbWsJdRDGEMPGpV5refU7nu8IpQwKKWDjz+dYBZIQQJjbhdEX3kWJXnZ0khiEEIzDQK+CCN+BJjPSwy6+ZCBHV7Z1MKQghUyd79UP7C1hlEZfjdw+z4kcIMV9mvWTiCFGMrYZ2/9ZEBOW5l3LHNzNwgrDc9373iRquAWGuiNlUkBJ7NjAjMzMj7sHdSjZCCOH4F16PUVXVpAjoLbszYdsQlSN9LcfZTrCbMG+rax/xHkrgM3e0Uzh2tIye+iCm0dONFRuTxUSI3N/evh/xuxr8GZiFWTntOEIYPd5vnPn+7o306iYcIZzxPDWLjsQy0l4zEcL4h02xl+8+/pjsRKdh/Ddvdn7pQAHwreAUIuBF9JSw8AImQpiQPCv7bEhISMjZbJa8EIYQ6+2NK3GdCCGEmC3NbWyEEEFUXOzDF51fSkVDU1NTXVYI66nxf9X5+oKnuaKstuUk92VbDp6JfNHGT/lKa3wjN51aP1ZNEEMIp9e/ijm/b4XrcB1FjZGrIko+m3PSXaTF5AkKRIR3xN1/2tae8CipC0ekvpMm9SN+Z4PvfOEaGO3RYqXv+i2At7W24wghvL38edJ76W9a2AghnNZQ38pqaWpm4whhovKyAh/eJiArL/r9Rx6AT0CAAR7UFR92rZiFEMJbnh5cOG/evHnz5i08+LQFRwixKm5eju1ACCGikBA/hhBiN9Z/08Q6hBBC+P9HUziL+fGFJdaLwFnzjiXVMIR0Jqw4dCUms6zi9ryvhgBBznrbvfzS7DtBm+aM0ZWiYAghvLPs8YGZC06VfbEyfgtHO3kiYjc9vh+XEBPXzEYknUmTdEnf3WDvw6giwhhCiKS/6fPTll1350oThKnCBAwhvLmmtuvD27rqalpg+AV6CQQY4D0dsWHXy3qcrMCuirwU044QIuno6ZAQQozM6Mfv5r/jddcWmRno6xuO3Jb45bEKkUTsbqT07btJ6bTs5MyO///OZVfE3M/sxBFBxvXQlf3eTiMM5FqzMit6jA28Jfnklo0bN24Lzu8zZ2vI/ZyKiuwbW8fKExHC258lZX956ju/hYOtHAGxqx8cOhj9loVI2pPsDUg/0GCvI2nq9xfCEGKVZGU3vT88jJrXqcnJySkZxS04JmowQIOIEE57cvVWzbvjX3v7WmwXBBjoJXANDPCctkcXb1SyESJqrox9tc+C/GEHPXapjtWhYlbN7cuP2mwnCGtMch60KSWhq/mWz/SNlI326i2P/JedSC1jYnIzB/QnIYQQ1j3HHu+qr2/DkQRGVFJVImH5LFbZ2RWemmtsFZvTzu0JePlxKBAIBIQQwhtizwTdFjYTenN9m9/jni/qYJSmpKAdwZVsgmxKF2OtvYECoZkgKEBECCGCpLRkD39DCgxxtJULDqoouncXIUTqO9HekPRDDX6rfx6Zz7YIjZ5qJ33lfE3rXf+VZ3T8xiu058f8vdzzcForJuV8/uUlNRHDqVP1923JoDdEeE3yavKxkau6s3fjtXqYhAh6zS+aLAJAb2m+Nl2KgBAiqno/pn26qzNqoSIBIUSQmn6tGcdxvD1t90gZ0j9WKpE1596sfrdeinZ/gRwBIYQwoqC0zZE3LHbtNTeFjzMAE9Dop87/0SxEVsFRa7GPXoGRpLX7SBIQQuQBW58z8c9m9DHehDorET+78IMR5SedLPzSpMFuHffnvy+EpL066aP1bd/c4DeuA+v64pH5fAuz+Pw0Df5/1IEJ9JsbXtI9wZDdHLvW6JOLjQQhSUkBDMEsRNAr4BQi4C14472Ld+rZCBHkxk80o3y6k9/CbowUASF2w93LD5oRQoImqx9kRu2dN95cV1lMSFSxr9nE5SEJyccnyLz7rUoZte7o0lHa0kJkjEmjsRHCpOyP3D3pPUZfRUJYXM3Yetbuu7FHXI319PT0dNXEiQghgqbHmas7pptrSAmLKOqPdPO//Sxu/7RB+np6Ouy4iJTOz0omqbmdjY8+tmqyhZ6GvLgAn5CkkrbJOI99N2PPz9bo+RyIwJDJtt2BQVSbaG/8/4Hm9zb4bT47Mp9vIapOO/cs/rj3xCF6KmKCwtKqusOnbwp9Ghs0WaV7tgkmMnR71MO/l00erisvKqFqNHr+4ejLK4fq6+np6WpKf23iCwD/BYZ/ceYvAAAAwN1gBAYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBIEGAAAAJ4EAQYAAIAnQYABAADgSRBgAAAAeBKJ0wV8CauruamDJCouRMJ6sdWVK1c+efKkFxsEAIA/FolEUlVVJRAIDAbjyJEjsrKyHKjh139kD1h1mddOHA06d/tZUXVTJwvHiPyiMhrGNjMWeS9wNJT48aFiQkKCl5eXvr5+LxQLAAB/KhzHGQwGjUbDcRwhlJycXF1d/ScHGF4TuWjIlNP16iMnzVzjoSYrIUphtDTUluXE3jroZn56TnjcERupHx+O9e3b18TEpBfqBQCAP1Jtbe2rV69YLBZCiEqlKisrr1ixwsbGhiPFcEeAsV4FbzlLsz+ddnaaOvmTPT5bt973tnLcHOw91rcfkUPlAQAAQAgh1NnZyWKxJCUllZWVxcXFEUJsNptTxXBHgDELXheJjN7u9I/0QgghguyoOfZqYS/zmQgCDAAAfoaCgoJTp069efNGSUnJxcXF2Ni4p1eqqKgoKioSiVzx65g7ZiESZRVk2jLjn7d/YR+9ODG1UlpBjisOFwAA/D6Ki4uXLl3at29fPT29rKwsW1tbcXHxSZMmbd26lc1mV1ZWvn379vN3cUl6IW4JMJKJ+8JBBTvHDZ++8di1R0npOXkF+S8zU55EhvjNGzV8RYrhotnG3DFWBAAA3tXU1JSQkJCRkUGj0W7fvm1mZkYikaqrqwMCAhgMxt9//7106dJnz541NDTExsa+fv06Pz+/+3IXd+KSWCD1W3bjkbi/f8CxJRf9Gfj7zRhZSt/WPfjR+pl9uaRQAADgRQwGY9OmTcHBwVpaWnQ6vbq6uqOj4969e8nJyS4uLosWLVq0cKG/s/ONGzcUFRXt7e1xHKdSqWpqatwz3voc1+QCJmbivu+6+46m8pLSisqq+i4+STkFBRVVJTEKp0sDAABet2jRovv379Pp9OfPn7PemzVr1uDBg/uoqXUeP47t27eURHq2aBGLxerq6nr06NHevXs5XfW/4JoAe4ciptRHTKmPAULsjuo3b1s7GWKUz2d2AAAA+M9KS0tPnTq1cuVKLS2tTZs2TZ069dy5c83NzQ2lpdKFhQtIpC5d3RIPj6aBA+Pi4pYvX+7v7y8gIMDpqv8dd1wDQwix6+ID51q7HMljIdSVG+ZlLicqr6WtKiHex35HTBXHZmkCAADP2717t7i4eGtrq6enp7Cw8NGjRyVZrC1s9suuronS0rYMRvyWLaKTJ1dVVaWmpubm5p48eXLmzJmcrvrfcUmAMV7smzh21Y1mZS0JrOvZLtc5oe1j/EIj70acWKH7YrvT7BPFEGEAAPB9Xr582d7e3tzcLCwsrI7jRePHv2CzpREaSiINKirKwDBXV9eZM2d6eHjU19fb2dkdP35cS0uL01X/O+44hchIDDqaoeeX/nRtPzIj1u/UK/11mWfW6BARQuPGGRMHDz4YnDFnu8m/FdvS0pKSktLT3traWjqd3ruFAwAAN2AymdeuXcvMzBQREbGysmprawsMDMzLy1NUVJw8eTKO43Q6fdHgwWsyM/u9fcvU0iKfOOFnbFxXV9e3b18cx2k0Wk5Ojo2NjaOj45gxY0RFRTndof+EOwKM3dzYQtU11CS/+2+h/nrq7ye+UPqZGVEDSspZ6F8DLD8/f8+ePd235/pcSUnJs2fPhg0b1puVAwAApxUVFU2aNElOTs7Kyqq5uXncuHEsFuvo0aMmJiZlZWV79+7Va2oK0dFR3rq1YsKEJEdHsrT02c2bq6qqVFRU1q1b5+fnV1VVVVxczCu59QF3BBi5n2G/tiNX7lWPnShL1jc1Yp5Kz2XY6pMRQoj+Kim9VW6s/H+YyWliYvLgwYOe9lKpVCqV2ntFAwAAV3Bzc5s3b97SpUsRQm/evAkJCdHV1a2rq9Pp00fh2bPrlZWExsZye/t4W9vM168Dlyxhs9kkEmnkyJGlpaVbtmzx8vK6evUqz6UX4pYAI2jO2TzvhP30IVVzF7vbDvCYS1w+fY7gZveBwlVPjm/ZW2C0+RwsZAYAAIRQRUVFREREcXGxhoaGk5NTc3NzWVnZkiVLuvc+fPjQ1tZ2wcyZr9eupe3bh4uJFbm61piaXrp8uS009NatW11dXUwmk0QilZWVycrK+vv779y5c/v27Zzt1PfhkkkcmPiYgCePDjrwx/i7jR3pciC1MvvcKqfRI8YvONk4cued66t0Ib8AAH+azs7OD/+dlpZma2srIiKioqJy8OBBMpmcnJysp6d3/vx5DQ0NDHv3uA5mba1Tbq6Zi8uQ1taXq1e/Cg6WmDWro7MzJSUlNjb2wIED8fHx7u7uGIZRKBRpael169b5+vo6OTlxqIs/BOvpihGn0Fsqy0rfVlTWdfJJyCuoqKvLCffSMnAqlRoQEDBv3rzeaQ4AAH6O9vb27du3nzx5sqWlhY+PT0lJiUajFRUVEQgEJpPZp08fCwuL7ltmFBQU0Gg0MpkcGxtrpqCAAgIYISH3KBTlwMClx4/fuHFDVFQUw7C1a9diGObo6Lh79+6cnBwJCQkrKysrKytRUVFdXV1+fv4fqdbQ0DA0NNTAwKC3uv/fcdfABu+qq26mKPYfqKn38cam2hZMVEaUj3OFAQDAr8FiscaNG6eurp6SkrJhw4Znz55hGFZQUDBq1KikpCQrK6vly5fPmjWLwWAICwu3tLQsXry4NSmpatw4BptNXrCAkJ291dGxYcMGT09PMTExhND169dPnTqVmpqqoqISHh7O6f71Ji45hYgQreja8qEKYjIqqjIy/SfvT2x8PzDE68+7qqjOj6RxtDwAAPglbty4gRA6c+ZMSkrK69evMzIyqFQqiURauHChra1tfHy8np4ekUjk4+PLy8tru3vXLzPzTEWFpo2NNoGwX07O7+TJhoYGFou1f//+0aNH9+3bd8uWLTdv3lRRUeF0z3ofl4zAmK8OzZgZXD9+3akp6nVPQg742rkKp9720ODem0gCAMDPkJiYaGxsHBQUdPbsWQcHBwqFkp6eLiYmlpCQoKOj8+LFi/DwcAqJ5Nu/v0tpKf/ixTVTpuRs3qzRv3/55csVFRWioqLnzp2zsLAoKyvLy8tTUFDQ1tbm5hvy/gjuCDBG2smgdJ01KRc26pMRcnYYJmM9euPqy/ZXXGUxTtcGAAC/Smtr640bNxobGx0cHF68eJGSknLgwAEGg9HS0tLS0jJ37twzwcEGaWnZbDa7rKzU1bVhxIiTp09v0dVVVFQkEAi7d+8mkd79VldWVlZWVuZsd3427ggwdlVFjYixqc672/YKD1pzyOvKcP+AZIddg+HKFwDgT+Hl5aWioiIjI5Oeni4tLW1nZ5eXl4dhWH19/eObN/1FRV/T6R15eQUrVsSRyfn5+ZdcXAIDA9XU1CIjI42NjT+k1x+CO66BEaTlpFqyM98w32/gG7hyl2v7YU+/pHbumiQJAAA/SWtra0RERHh4eElJSXNz86lTp6Kjo93d3UXa23chlFxbm3T8+KNVq4IcHGacPLly5UoWi5WRkeHk5BQREbFw4UIeXcv1I7gjrskmzs4aR/wmOLX4uNtaj7FQE8QkbHYGTB40zXUqcbV2M47gDhoAgN9EUVHRzp0709PThYSERo4c6ePjIywsjBAqLy9XVFQUExNTUlJSUlKytbXVxnE+L68UHI9VURn09m1xRwe/n5+iouKuXbsoFMq6devOnj2L47iurm5YWNjQoUM53bNfjTtGYIh/8JabYd4azwMXOS88mcdECCFMxuH4g2MjSg97H0yEW/ACAH4P0dHR5ubmWlpawcHB27dvr6ioMDQ0rKqqQghJSkpWV1ezWCwcxzePHVs2aFAyP/8kLy8zcfGmrVvVhg8PDQ2trKzMy8tzdHS0s7N7/vx5RUVFTU1NUlLSH5heiOsWMrM6aqo6RBSl/r+sDm8tSnyc/JoycNbYPj82jwYWMgMAOAvHcS0trRMnTowcOfLDxnXr1tXV1QUFBSGE7GxtfQ0N+0VGCtTXlzk7S/n4bNy5E8OwgwcPampq3rt3r1+/fpwr/8tgIfN7REEZRcFPtmBUDYsJGhYcqgcAAHpP94yMj9MLITR//vzhw4e3NzW1HD9+6dUrPDe3zNn5iaJiF5N5Z86cpqamGzdueHl5GRgYcGF6cRaXBRgAAPx2CgoKNm3alJSURKPRurq6CgoKPn5cJD+TecbYmKijIygjUzRvHtvGJik5+cL58xkZGZKSktra2gMGDBg3blxoaCgHu8CdIMAAAOAnSk5Onjhxoq+v7/bt21tbW83MzCwsLCIjI83MzFBtLTpyROrgQYP+/V9t3SpkZaWlrCwgIGA4YICHhwedTs/Jyamrq9PT01NQUOB0P7gRBBgAAPwsVVVVDg4OoqKiV69era6uXr169Zw5c1JTU/csWHDV3BxdudIwduw6U9OJy5ZZW1uTyeSP30uhUIyNjTlVOU+AAAMAgJ8iPT19/PjxjY2NV65cYbPZV65cGThw4MNdu5qjohTy88+2tFxUV8+Midm5c6eNjQ2ni+VJXDKNHgAAfjeenp47duwQEBCwtLQ0NjLy0ddPExGRWrTI0MvLUEREJCBg8+HDhYWF7u7unK6UV8EIDAAAel9DQ8Pr169nz5598+rV3I0bFS9cEMewMheXgIqKhUOG8ElI2Nvbc7pGngcBBgAAP6q2tjYrKwvDMCMjIwkJCYRQa2vrGAuLt6tXX0pP76yqKlq4kG/CBBVl5TMSEvHJyRs3buR0yb8DCDAAAPh+bDZ7y5Ytx44dMzQ0xHE8Kytr2bJlS6dNI/j7n09MbGlqytu2rVBaevXq1YQTJ7q6uths9qpVq2bPns3pwn8HEGAAAPD9tm/fHhcXl52dLSsrixCqSkx8OnkyZedOsoVF/K5dkXl5qydNMpCVnThxYmxsrLe3d2BgIKRXb4EAAwCA/6q9vT0zM7Opqam0tDQsLKygoKCmpsbX11dCQgKlpaE9e+QePx7h6GgWGZkUGTmURIrevFlPT2/AgAFMJvPFixdr1qzx9PTkdCd+HxBgAADwn/j5+W3fvp3JZOI4juP44MGDr1696rt2rXpeXo6srJGICFq+HJ08KS0sXHjhAp1O5+Pj8/f3X7ZsWWZmJolEMjIyEhUV5XQnfisQYAAA8O/Wrl27d+/eUaNGDR06NDg42NfX996tW/i5c5Hl5ais7IyOTr6X15Tp0xFCnZ2dTCZTQECg+41SUlKjR4/maO2/LQgwAAD4F4cPH96zZ4+BgYG5uXlERMT4YcOsX72a/exZZ0VFjpvbWz09ckPDg5iY7gA7ceLEqFGj/rSHI3MEHGIAAPia2NjYvXv3IoT4+Pi6ysrCdHTUbt9uMjQs2LlzTXi4nazsNm9vExMTOp3+9OnT8PDwq1evxsTEcLrqP8JvFWAdHR1JSUlsNvuLe7sfE/eLSwIA8JaqqqotW7ZERka2tbVJSkpOmzattLRUWVmZr7z8qpycbHh4zYgRYUuWBMfELBYUvH//vo+PT3Z2tpWVVWtr6/r16y0tLbOzs8XFxTndjz/CbxVg2dnZO3fu7GkvnU5vaWn5lfUAAHhLSkrK2LFjW1tbiUSitLR0eXn57t27jTBsJYaNwfGSpqbOyEiZAQMOWlmVlJTs2LEDwzALC4sTJ040NjZmZWV1L2EGv8xvFWBmZmZRUVE97aVSqTAFCADwFfPnz29vb3dxcTl16hSZTGbExKQ5O6vV14cKCNw9eHD2smVDtm3z9fXduXPnpEmTnj9/rqCgoKysrKenFx0dDen16/1WAQYAAN+toqKisLCQSqWuXbWqdNculbAwMomku22bjLc3vaurafr0CzIyixYtGj9+PI7jbDZbW1s7NDRUVVW1ewkz+PUgwAAAf5zuh5ukpaU1NDQwGIz6+vqCggImk7lg+vS5CGmOH98pJ/dq5kyD1asFWSyGtzeO47q6uvPnz9+5c2d8fPytW7csLS319fVNTU053ZU/GgQYAODPUlVVZWdnJyoqSiAQUlJSWCyWqqrqAgcHh7dvlS9fbjI0jF6wADM1nT9//u0xYzo7O0VFRTs6OrS1tRsaGkpLS/v27auurn78+PHjx49zuit/OggwAMCfxdPTc/z48YMHD/bx8YmKisq7e3dkRobM0aM1I0YcnjYtOCam5siRrTIyGzZs2LRpU2FhYVtb2+LFi4WFhQ8dOiQqKhoWFmZlZfXkyRMZGRlOd+VPh/05M8upVGpAQMC8efM4XQgAgGPa2toUFBSqq6vnz58/RVPTODpa9uXLt7a2f5PJ244ds7e3T09Pr6urQwhRqdSWlhYCgWBgYJCeno4QYrPZb9++lZGR4ePj43Q/uIihoWFoaKiBgcGv/2h4IjMA4A9SW1srLCx80sXF48oVy/37X4iKHl21qnjevL1nzmAYpq6uvmnTJhcXFwEBATqdTqFQDhw4kJaW1v1eAoGgrKwM6cU94BQiAOA3xGKxQkJC7t69W1dXp6ent2LFChUVFRaN9nDu3DuVlYqpqUEaGnvV1J4mJkrk5kY6OGAYVlZWlp+fb2Njk5+f7+Pj09raymKxlixZwumugB5BgAEAfjednZ1jxowRFBRctGiRlJRUZmZmxPnzE1tbVS5fNm1uvjdkSKWJid2ECScXLLh27drYsWMnTZpkZWVlYWHBYrHy8vLOn+/Zs8gAACAASURBVD/v4OAQFRWVnJzM6a6Ar4EAAwD8Purr6//+++8rV660tbUdOHBgyJAhFc+f26WlKd640dy37x0Xl6a+fec5OEyePPlpXJyGhsaECRMQQhUVFSUlJQghDMPWrl2rqKgoKCj47NkzWJvM5SDAAAC/idjY2KlTpzo7O7NYLE9PT8KbN12nTvV99KjOyurtlStL//qrKjZ2i5WVhIRETEzM/fv3U1JSjIyMoqOjpaSkHB0ddXR0NDU1VVRUON0P8F9BgAEAfgcMBmPGjBmhoaEjR458cuCA3q1b4pmZb6ytI/fsmTR/PpFIJB87Ji4unpOTM378eITQ2LFjx44dixAaNWrUkiVL7OzsON0D8M1gFiIA4HeQmpoqKyMzmsUiWFub793boKPT+OxZ+cKFBy9cIBKJLBYrPT197ty5AQEBL1++/PCu0NDQ4uJia2trDlYOvhuMwAAAPIPFYhUWFoqIiMjJyX2yg80m3b17vqAA+fhgq1Y9U1Z2nTnz1qJFCgoKtbW1dDp9zZo1Wlpazs7ODAbDysrK0tJSWVk5LS2tpaXlxo0bMDOeR0GAAQB4AIvF2rdv3+7du6WlpVtaWqSkpA4dOqSvr99QVqYaF8f31196wsLL+PmPZ2ZiBMIQhPbt22djYyMmJtbU1KSlpWVqanrhwgWE0LRp08aNG/fw4cOKigobGxsrKyt4dDLvgv9zAAAesHbt2vT09IyMDFVVVTabHR0d3ZCb23bmjPqNG0wTE3T2rODgwTkWFjt37fL19cUwbOrUqcbGxqNHj541a9bcuXP79OnzoSkJCQlnZ2cO9gX0Fq4MMFZXc1MHSVRciIRxuhQAAOc1NTUFBwcXFRVRqdTi4uL6tLT+Fy/KRUVVmpjUX78uM2wYIhAQQpcuXXJ1dQ0PDx8yZEhDQ0NUVNTq1atXrlzJ6fLBz8I9kzhYdZlXdi2w1lOUEOQTFJOSpPILiivojpq3Kzyrgc3p4gAAHPTixQsLC4u6urrs06cFZ882mD+fKC7+5u7doW/eyI0YQSC8+z2mrKz89OnTgICAPn362NjYpKenQ3r93rhkBIbXRC4aMuV0vfrISTPXeKjJSohSGC0NtWU5sbcOupmfnhMed8RGCoZjAPyZyGTyfFVVaVdXlfLyhlmz2kND5ZWUCgoKPkTXBxiGDR8+fPjw4RypE/xi3BFgrFfBW87S7E+nnZ2mTv5kj8/Wrfe9rRw3B3uP9e1H5FB5AABOYbPR7duD/PykXr5sXLWKsmyZgphY956LFy+OHDmSs9UBzuKOAGMWvC4SGb3d6R/phRBCBNlRc+zVwl7mMxEEGAB/CBzHMTodXbqEtm9H0tLYxo2xdXVbtm7dq6s7evTo5ubmkydPhoSEJCYmcrpSwEncEWBEWQWZtuj45+3jBgr9cx+9ODG1UtpIDtILgN8dg8F4+/Zt9YsXivfuKV27hoyN0enTyNwcIeSOkLqGhp+fn4eHh6ioqLW1dVpamry8PKdLBpzEHQFGMnFfOOiYz7jhRYvmTR45QE1GQoSP2dZYW5Yde+P0sbPZhnsPGXNHpQCAn6Gzs7OsrKwxI0Px8mWTqKi2ESNQdDTq1+/j18DFLfAPXBILpH7LbjwS9/cPOLbkoj/jwzOiMbKUvq178KP1M/tySaEAgO8QFxf35MmT9vb2gQMH2tvbfzz5orW1tby8vD0xUSksTD0pqcnOriU+XkJfn4PVAl7BNbmAiZm477vuvqOpvKS0orKqvotPUk5BQUVVSYzC6dIAAN+NTqfPmjUrIyPDycmJSqUGBgZu37795s2bioqKDAYjOzsbxcWphoVRc3Nbp01jnjkjDWcFwX/GNQH2DkVMqY+YUh8DhBC7Iu1O8iu+MYbSMH8eAF61a9eujo6O7OxsMpmMEPL19fXz85s7d+69O3cY165pbd1KaW1tnz0b3bsnKSLC6WIBj+G2APsII2HPVG+JiJJj1jAGA4BXnTt37urVq93p1c13xYqle/awdHQEZWXp69eTpkzhJ38+/xiAf8cdAcZIObzwr2T6pxvZpSn0Zsru2TPOEhDFzPuYlyl8yQHgNRUVFRoaGh0dHc3NzbICAoQzZ0h797oQiYXr1mnPng1/nIIfwR0BhvHRC+9fjK0XVDXUlXv/XAO8oQ1nkSoKC9oxxKfahn+1BYQQQnQ6PTs7u6e9bDbckQqAX23YsGFZWVmE8nKly5fRw4do8mTW/fsOw4e/sLHhdGmA53FHgJEMVzxI7bNh+rzTLPM1F3baq/MhhGjhUyS8JQJj//spxNTU1KVLl/a0l0ajNTY29k7BAICvwnG8rq6utLR0i5OTypYtksnJrVOm4M+fI2Xl3Tt2mJiYyMrKcrpGwPO4I8AQQhTVCXseJluumzZ/8Mi4oAvbJ6l9exuWlpZpaWk97aVSqeLi4j9QIgDg37FYrMrKyvLyckpKilpYGPX161QTEzctraFKSoJhYffu3auvr7916xanywS/A64JMIQQ4lObtD9G33LNtHlmVnHBIQM4XQ8A4JtlP39OvHu334UL/E1NXQsWkKKiLIWENj55EhMTU1tbu3DhQkdHRyIR7qwDekEPAcbMvHQkV8VxwmBlwV88h51Pw/HgYwNLH9c5lqdYdPLUX/vpAIDvR6ejsDBdf38mgcD09qZ4ePC9f9gx3EQD/Aw9BBi7MnqHW8hKAfUh9q7Tpk2bPKq/5C+cAsiv5fxX7ACrwONxnWaq8JcaAFykq6uLn5//n1vb2lBICNq/H6mokPfvJ0+YwInSwB+nhwdaUsYHl5alXd3hpPDm/Co7PUVlo0neey8llnX8h7mAPwDvqisrq+9iI4QE+jis3bd/q7M2Ee9qqqlppv3UDwYAfFVFRcXMmTPFxcUlJCT69OkTFBRUXV2dmZlZnpGBtmxB6uooOhpdvYri4hCkF/hVen4iM5+c8SSv3ReeFlW9SQhdPZyUEjhniLqc1oiZG4Luvaxn9HYhtKJry4cqiMmoqMrI9J+8P7HxfVTi9eddVVTnR0KCAcAhNTU15ubmmpqaRUVFzc3NoaGhUlJSRQ8fSvn5yQ8fjoqKUHw8ioxEgwZxulLwZ+k5wN7DBOX7DjA2HWxupi2Btb1JiPhrua2eotqQxaEvO3qtDOarQzNmBtcOWXfq8pk9M+WSfO1cg4pYvdY8AOAHBAQEODg4+Pr6NjY2JiUlEbOzLY4dM/HwEBAQwF69QmfPIm1tTtcI/kQ9z0LEO9+mR928HhFx49aTF3WY7IDR9kuD9zhOGNGX7+3TC7tWrpk/Q8E4Zb1ub1yjYqSdDErXWZNyYaM+GSFnh2Ey1qM3rr5sf8VVFu6DCACnZWRkrFmzJjExUSwlRe/SJaG3bxleXvOp1PF2di6KipyuDvy5eggw+sPluvZ/FXYKqJiOd1hz+m8HG3MNkQ9RpTZ8we6lt8+ufFPGQr0SYOyqihoRY1OddxNFhAetOeR1Zbh/QLLDrsF8X38rAOAHNTY27t69Oy4ujk6nDx48eO3atQoKCh+/oL+2tuzDhyqXLpEwDF+1ijJ7NoVMpru6wt1tAGf1cAoRE9WfvutqSknNm4TLAStdhnyUXt2EJ/39ImPfqF66kxlBWk6qJTvzDfP9Br6BK3e5th/29Etq/7nTRgD4wxUWFhoYGHR1de3evfvIkSNiYmJGRkb/vyFAezsKClp37pz4xYuUXbv4c3MFFixAZHJ7e/vjx4/NzMw4Wjv40/UwAiMPnLNl4NfeRxRRUO+9Zx+QTZydNY74TXBq8XG3tR5joSaISdjsDJg8aJrrVOJq7WYcUXvtswAAH/Hx8VmxYsXy5cu7fzQ2NjY0NPT09Ey5fRsdOYKOHkVmZujs2YEeHitLSjxpNH5+/vz8fE9Pz4kTJ2pqanK2ePCH+/dJHL8E/+AtN8O8NZ4HLnJeeDKPiRBCmIzD8QfHRpQe9j6YSP+39wMAvgOO4/fv3587dy5CiEajFRYWJiQkKNJoy968wbW1UVERevoURUZK2dk9ffo0Li5OUlJSWlp62LBh48aNO3z4MKfLB386rrmVFL+m/c579v4dNVUdIu+L4teZdSrLcWPi4+TXFEOuqRSA3waTyWQwGAQC4dWrVzU1NYK5uX3Cw6VTUvIJhLK7d1UGD/7wSg0NjWvXrjGZzKamJikpKQ7WDMAHXBYLREEZRcFPtmBUDYsJGhYcqgeA31pHR8fevXvTUlIkk5IML18WrK1lLVlSfeTIssGDq0xMPn89iUSC9ALcg8sCDADwq2RmZjbX1o6pqlI+cIDAz09evZo8a1Z1ff3M6dO9vLzI8JRkwPU+DTBWUfTpqEJmD6999w5Na/fRGnCHQgC4T3l5eXZ2tpCQkJGREZX61alPzc0SoaH9z51ja2tHjxs35/r1vmfOUC5ezMzMXLRo0aZNm35VyQB8v08DjJkTtmXDja6vvoN/krwbBBgA3KWzs3P58uURERHGxsbt7e25ubnbt2/vnp3xT0VFKDAQhYaq2NmhR4+Qrq4dQgV792ZlZTEYjAEDBkhISPzy8gH4Hp8GGN/EE2W1JzhUCgDgu3l6etLp9Pz8/O6BV25u7oQJEyQlJe3t7dva2qqrq6WlpUXy81FgILp9G7m5oexs9NFNNERERIYOHcq58gH4Ht92DYyVe9k/StZ78XAJuMMTAFyjrq4uIiKivLxcSEioe4uOjs6BAweuXbumrq7eWF8vmZREvnoVNTaipUvR33+j9y8DgKf1HGDs+vTwc5EZb9uYH+6FwaxPvnyxbeHkRcMl4BQiAFwjPz+/b9++H9ILx/Hq6mpJSclZLi6UsDDTCxeIVCpxxQo0cyYiwbwt8Pvo6dvMyNwxdujWfOl+ivT81/WifY3UKNW5L0vZJquuze8P6QUANxEREWlsbEQIsVist2/flpeXs6urlW7ckL9+nT1oECUoiDh2LKdrBKD39XAnDmZG2LmX/TbE5j5/8eK0k5j2gosJmUUl8VsMq3PLe/1RYACAH9KvXz8ajRYTE1NaWloZE6O2Y8fgWbNa8vL22dsLREdDeoHfVQ8Bxqp6Wy020LIfH8JETEw18zNf0hEmMmiFz9CUQ2dewoO6AOAmBALhxIkTgZMn4xMmGC1f3iUpuWTs2KmNjQsPHOB0aQD8RD0EGEFcUqztbXkzjhBRUUud8Ty9gIUQ4lNQEi/Je/P1hWIAgF+JzUaRkaM2bgwXEUkXFx+jpeVRUaE6cGB6erqkpCSniwPgJ+rpbvRGNmPFJ6ybsox4cPs048H6eYH7Ljn6Dyo9f6dY1lYRroEBwDlsNrumpqasrAy1tQ3My8MOHEBUKlqyhDR9uhOR6MTp8gD4ZXqaxCFsvSt8P31VcGRq0/S5MzYsCJropncGxygqTifmDYB5TABwApPJrKioKC8vx6urFW/cULxxA1laolOnkAXcLRT8iXrMIkxskNfJJ17dP4w6kFHh9SztDaYxaKC6CJc8ggWAPwedTu+eXkguLlaJiJCPiqKPHUtMSMD69eN0aQBwzH8dTJFENcxGafzUUgAAn8Nx/PXr19XV1SLPn/cPCxPNy2PMnUsMChKA61vgj9dDgDHid7vsivvScyRJeguCdkyQ5so7cbBYrJKSkp724jje0y4AuBaDRmNev2587hx/ezu+eDHJ25skIMDpogDgCj0EGMZHlZSS+v+KL2Zb9ZuspORS8TGejrKUX1TbN4uPj589e3ZPezs7OxsaGn5lPQD8kLY2FBJCCQjoLy+Pb9xImjIFEWECFQD/10OAkQZ6Bp36xzZ2U9r+KVMi6wQFuXL4hRAaNmxYYWFhT3upVCrcZhtwUEVFxdatW+Pj4xkMxuDBgzdu3KilpfXxC5hMZmNjo7i4OKmuDh07ho4cQYMHo7Aw4kdPRgYAfPANEzIIYgOXbbavDDqZDPfiAOAbvXjxwsTEREFB4dKlS5GRkfr6+paWlnFxcd17u7q68vPzExISim/e7Jw5E+nro8pKlJCAIiMRpBcAPfi2GfG0pqb2RryZ/ZOKAeC35ePjs3Xr1gULFnT/uGrVKm1tbW9v7ydPnpSVldXW1oo8f64bFiaan488PFBuLoKzBQD8mx4CjF0ad/lpySe3jMJpdc+vHrzQMuCAHjxqHIBvgeN4TExMeHj4xxuHDBkybdq09ORk6fh4k0uX+Lq6kKcnydsb8fNzqk4AeEtPsxDTji2ad/XTRzNjJGF5wxlHDs1WhYVgAHwLJpPJZrMFPpo9mJ+fX5mXZ19SorJvH66sTNy+nezggDBuvbwMAFfqIcD4JgaV1J2kClH+8Q+K1dXaiVgIwVwoAD5oaGjYu3dvamoqkUi0tLRcvnx592ORPyCTyZqamgkJCZaWlgghVFkp+/ffaqdOZYqJqV27Ru7eCAD4Rj0MpmgR7sp2QeX/vNjFzPI37+MV9aX1YQD8mXJycvT09Gg0mq+v78qVK8vKyvT19T9fj7hu3br58+cXhIcjNzekr4+3tTmpqz9ZvBjSC4Dv9tkIjJGwz21vfFdFamdR7vzJDz9ZMclqLUzKJ0yGS2AAfODp6bljxw53d/fuH8eMGbN79+6VK1d2X/FqaWkpLy/n4+Nzk5W1IhCQi8t+GZkbSkqvrl/39fVdvnw5J0sHgMd9fgqRxC8sLEziJyEin5CwsOAn+6jGk9c7rB7GtSuZAfi1mpubs7Ky3NzcPt7o6ekpLy9fW1tbXl7e3NgomZQke/48IhIVliyhu7hYFxePZDL79+/PD5M1APgxnwUY2dQrJNSL/mhD9dUBRw87ycJVZQB61NLSIioqSiL9/98Rm81ubW39+++/X6Wmyt+50z88HFdSIvn7I3t7hGEUhAwMDDhYMAC/kx4mcVCs/KOt6FXpN8+8UXRwNBHB2BVRxy5W6jlPHabC92srBIDz6HR6YmJiaWmphoaGmZnZh8SSk5Nra2urqKhQUFDAcby0tLS8vBzV1Ax9+FDpxg3mwIHk69cJ5uacLR6A31WPM+Lbk/xH6Zs6Lg/N6UAIIUQrjT64yGrAyG1J7b+sOAC4QXx8vL6+vq+vb1RU1NKlS42NjdPT07t3kclkDw+PefPmNTQ0NDc3Vz59qnrgwMBZs+glJcTkZP6oKEgvAH4i/ItYBQeHCcnYHHreyv7/Rtqb864qwsMDC1lffhOXExYWDg4O5nQVgMdUVlbKyMjcuXPnw5ZLly4pKCg0NjZ2/8hgMFasWOEgJpYqK9siLHxCXX3P2rVsNruH9gD43RgYGGRlZXHko3sYgTFyUrMEbBcv0Bf+6BoYRc1pznhqVmoO3AsR/DFCQ0MdHR3Hjx//YcuUKVOGDh16/fp1Go3WVFuLXby4//Hjy9LSZCenhHPnJiQl+ezcicGSZAB+vh6ugRHExEXpRdVNOPp4Fgfe9LaiQ1iZCv82wR8jPz9/0KBBH35ks9mVlZXTpk0TIxKP6+g4lJRkYth1DY2ZYWEmAwcacrBQAP48PYzAyKZuMzQer57qe/V5PRMhhBC7JffWlulrouSnTDWFafTgjyEmJlZTU4MQYjAYb968SUhIKElMHBAWZubq6qKlJZ+c3Hj1amhDw2hr69TUVE4XC8Cfpae70QuYbQo7Xu223GXAHkxIUkqI0VDbwhDSmbzvgt8woZ9dFKuruamDJCouRIKxHuh9bDY7NTW1oKBAVVXV1NSUQvnaX2QTJ0708fGxt7evr68XyMvTCg8Xj4+/IykpGhhoNXs2QsgBIWFh4blz527atOnu3bu/qhMAgK88ToWi4xacPMHn6aPkl4XlLRQZdR2T4VYDZH/abThYdZnXThwNOnf7WVF1UycLx4j8ojIaxjYzFnkvcDSUgBsIg16RnZ3t7u7OYrH09PQKCgoaGxtDQkKGDBnS0+vl5eV3bN/OunlTPzycUlR0Ukhoc1tbS2dn6EfLkEeNGlVXV5eYmPhLegAAeOfrzwMjiGoPd9Ae/v8NzKa8+Hz+IYNUevluvnhN5KIhU07Xq4+cNHONh5qshCiF0dJQW5YTe+ugm/npOeFxR2ykYDgGflBra6uNjc3OnTvd3NyePXsWHx/f3t4+efLkjIwMBQWFz19fX17eERBgevNmB4Ztp9PvSksbmZrSrl9XkpbeuXNnRUXFypUrf30vAADv/Ke5iqyWotjzuxZPNJLjx/idr3T19lxI5gt/Yz4Vl/NF9M8/uuqeZ3/BgTteMn/0Q2AaPTh9+rSjo2N6erqCggKBQBATEyORSGQyeerUqf98aUXFayenWgIhQ1X1ipeXpqYmlUoNCgrCcVxbW1tMTCwmJkZcXLy9vR3H8fv376uoqNjY2Pz6HgHAcdw3jf5duHWUJ4cHrHAerCqnNdzN92QqGui+7diKIb1+GpFZ8LpIZPQsJ/XPWybIjppjr1b0Mp/Z2x8K/jx5eXkGBgaWlpZaWlrNzc2NjY10On3YsGGXL19+9uxZWVlZWlqav7PzfXn5NjW12Js3ayMiBhQXO/31F51Ov3PnzubNm7Ozs/fs2YNhmJubm4yMTHp6+pUrV1xcXFpbW7dt28bp/gHwZ/niKURadcb98EuXLl2OTChuw/n5KTT+0dvvHPMaqk79OZeiiLIKMm3R8c/bxw38bIYIvTgxtVLaSA4eQQZ+mJiY2LVr10gk0uPHj7uXamEYZm9vb2Zm1lBfT37wQP7s2WVVVdXOzj4tLZejomyvXDljZ9f9ShUVlQULFly8eHHHjh3h4eEeHh65ublDhw4lEAjGxsbBwcEDBgzgdP8A+LN8Gkisoptb3EfpyCmZ2C85HMcwmbs7LK6o9PQEfqE+gy1+VnohhEgm7gsHFewcN3z6xmPXHiWl5+QV5L/MTHkSGeI3b9TwFSmGi2Ybf/1qHQD/gY2NTWZmppaWVncmNTU1paWl6fXp48ZmW3h4yB0+TJ4+XbiyUjMoSEJTc+nSpS9fvoyIiEAImZmZRUZGampqlpeXI4SsrKwePXokLi5eWVlJo9FSU1MhvQD49T6NBWb6ud1nHlMMZh4+tGXWUFUhAkII0cJ/QRn9lt14JO7vH3BsyUV/Bv5+M0aW0rd1D360fmZfyC/w39FotL///js8PLy4uJhMJg8dOtTU1JTJZMrKyqqqqr548SI4OFhCQkIOIcWICINbt97IyXlhGG5tfXrDhu4WFBQUMjIyPDw8bt686eDgsHnz5lGjRpmZmfXr1w/H8aSkJA8Pj/Xr18vJyXG2pwD8yT7NBYKKyRDN+zHZZ5Y7p9+dMt1tuuuEwcq/5twdJmbivu+6+46m8pLSisqq+i4+STkFBRVVJTFYNg2+SW1t7YgRI+h0emdnp7Oz88uXLy9cuBAWFmZqatrZ2Zmfnz9ixIgBBILyiROS8fFVI0c23bplOGoUhmELREU/NOLg4LB161Y9Pb3GxkaEkJ6eXmho6MSJE6Oioo4ePaqoqLhp06Zp06ZxrpcAgH8EGNl0TVT+krepdy5fvHjxypZpR9cJawy1065mskew8R5a6E14V0srLqE9sI8B4eONTbUtmKiMKDzHBXxFZmbm5cuXy8vLX758qaGhUVBQkJubixAyMzNzd3dPS0vLysqSEBefIyc3Mz5eJzX1Uf/+awUErFVULkycSKVS9fX1b9++HRgY2N2agoLC8ePHZ8yYoampGRgYWFBQcOnSpb/++mv27Nk0Gk1I6Kev5gcA/KvPL2thAoqmk5cHhKeUVOU+OrV6lMDz1EJGZZCDzpCpKwOuJJa2s39KIbSia8uHKojJqKjKyPSfvD+x8X1g4vXnXVVU50fSfsrHgt/D1q1b7ezsBAUFra2tX79+/fDhQykpKXNzcykpqVevXlVWVtaVlrq1t8dUVx8UEXluZKSBYVMzMvJqa48fPz527Njy8vKFCxdWVVUdO3YMx9999aSlpQUEBBwcHN68eaOpqZmWljZ//nwSiQTpBQCX+MqlJaKI1ogZ60fMWH+4LjvqatjFi5dO+FwJWCU280blabteHg0xXx2aMTO4fvy6U1PU656EHPC1cxVOve2hAVMPwb97+vTp2bNnnz9/LiEhgRBasGCBtrZ2QkLC9evXSSQSobJS8uJFtcbGOIR8RERUx49nMBjEoqL2+nojI6PKysoLFy4ghCgUipmZ2ZkzZ44cOWJkZFRSUlJSUnLu3LmxY8dyun8AgC/7L3MjyFL6Nh76Nh7+nW9Tb1++VifV67MRGWkng9J11qRc2KhPRsjZYZiM9eiNqy/bX3GV/Zbbb+A43tTU1NvFAS7FZDIRQiQS6fz589bW1k+ePDEwMNDU1OzTp4+cnNyyZcsUy8uVrl6VSEsLI5OnEQhFCG1cvLijoyMkJIROp7PZ7PHjxx8/fry7tcjISGtr6zVr1qSmpubm5ioqKlpYWPB/dL8oAAC3+ZbJfZiAoqnTctOfUAW7qqJGxNhU5906ZuFBaw55XRnuH5DssGvwN4z1njx54ujo2NPe9vb2hoaGHy0VcFRNTU1gYGBMTExeXl73HysCAgJdXV0yMjK3b99ub293cnLasXWrenq68r59pMbG9tmz+z5/Lign106hsCsrJ06cqKend/Xq1YaGBkdHx87OTkVFxdbW1j179sTExBw4cADDMFNTU1PTn/EtBwD0Mu6YnU6QlpNqic98wxyr010Q38CVu1zPT/X0s3/qp/WfmxkxYsRXIopKpXafYgI8KiEhwdHRcejQoS9evGAymUpKSgwGo62tjcVi1dbWXrx4UYZAULxzR9HDo1Fa+giVurusjHT8eH19PaGhQVBQkEAgWFtbCwoKmpubR0ZG0mi0mJgYfn5+RUVFBweH+Ph40Y9mIQIAuB933OSdbOLsrJHpN8FpfXBEQnEHQgiTsNkZMLn+gOvULVdeNP+KGZCAK7FYLBaLhRDCcdzd3f3kyZNFRUWioqJhYWHFxcUEAkFeXt7MzEyPyTQLDjafOVOkpmZZnz6Kr18fKCw8dPiwu7u7sLBwGx140QAAIABJREFURETEsGHDCASCjIyMqKjo3bt3aTRaVVWVlpZWUVFRU1PTmTNn5OXlOd1XAMC34Y4AQ/yDt9wM89Z4HrjIeeHJPCZCCGEyDscfHBtRetj7YCKd0/WBX4lGo5WUlMTFxVlaWgoICPDx8UlLS7u7u+M4XlhYmJmZWV9fn5aWVl9fT0HItKjoQWfnTYQup6VtmDLlgK7u1fx8hBA/P7+Ojs6ePXsEBQVfv3797NmzO3fuGBgYlJaWysnJYRimq6v7+PFjOTk5AoFL/hUAAL4Nd5xCRAjxa9rvvGfv31FT1SHyvih+nVmnshw3Jj5Ofk0x5JpKwc9TXl6+YsWK27dvCwsL19bWUigUNzc3W1vbhISEw4cPMxiMmzdvUiiU0aNHk2prT6upJXV15bBYnQsXDvD1ZbPZh0aOLCsro1KpampqI0eOnDFjRk1NTWdn5/bt28PCwqytra2trXNycqZOnbpv377ly5dzursAgB/CXX974owOGhtDH680w6jqxkNH2Q3u7SeQAa7T2to6bNgwAwODhoYGOTk5LS0tMzOzzMzMtLS0pqYmDQ2N7mVe9zZsCG5tXXfhgr2l5URBwXFkckhjo4CwcN++fd3c3IYPH06j0brXdeXl5ZWUlLS0tKxZs2bGjBlDhw4dMmSIlZXV3LlzIb0A+A1wzbiGVnRt7azFf8dX0TGqtv3mUydWmItjCL1byOxFPdd02QluxfGbYrFYp0+fPnLkSFdX1507dx49evTy5UsBAQErK6vTp08bGRkNGzZMhEKZRaFonThB6OzMGT58u6qq17p1z3R1BQUF169fLyEhMXr0aH9//7/++svCwoLBYKirqyOEuudl+Pr6Ll68OCsri0gk6uvrU6lUTvcYANALuCTAYCHzn6ulpWXMmDFiYmJdXV3Nzc1sNjsjIwPDsK6urkuXLvn6+hpLSxtGRbnevt2qo/No9OhztbW1b9/Gx8cfOn0awzAmk0kikZqbm48cOSItLc3Pz89ms8+cOfOPTxERERk6dChHOggA+Em4I8B6aSEz4EV+fn4KCgpTpkyZNWvW6tWr/fz8goKCvLy8WCyWr7n57EePxDIzq8eMOevhcerp08wzZwICAgQFBZctW0YgEFxcXI4dO2ZtbU0gEBITE5ubmw0NDQ0MDDjdJwDAr8AdAdZLC5kBD2Gz2adPn96xY0dhYSGBQIiLi8Mw7MCBAwkJCaWvXs3H8YVstkhsbJmra/769W0I+Uyd2tXV1a9fP35+fjc3t66uLk9Pz8mTJ7u5uXU3OHHiRM72CADwi3FHgPXSQmbAnZqamq5fv/7mzZvuheQNDQ2qqqrp6enPnj1jsVjCwsLJyckbNmx48OCBBps9ISZmMZWaICKyT0DgfGUl68QJ0unTQkJCGIaZm5vHxcWFhIQ8ePDg6dOnFhYWwcHBnO4cAIBjuCPAyCbOzhpH/CY4tfi421qPsVAT7F7IPGia61Tiau1mHMFVd57EZDLv378/f/78/v37V1RU5OfnYxhmZ2f34sWLiIiIJUuWZGZmysvLV7x962dpuSMrS/LNm6uion1bW4tYLAqFQiKT+6irCwkJrV271tzcPDo6urS0dPHixQwGY926df379+d0/wAAHIVzic6C62vHqgsRSfobMxjvt70+7a4vTsQQ4ne+0vWjnyAsLBwcHPyjrYD/IC8vb+LEiUJCQmQymUgkGhkZaWpqCgkJbdiwwcbGhkgk+vj4jB49WkhIaNOyZTkLFrQrKbX06ZOzcqWsqGj//v3l5eXt7OzOnTtHIpFIJJK4uPiGDRusrKz69euXk5PD6c4BAD5hYGCQlZXFkY/mjhEYgoXMv49Xr15ZWloihMzMzGg0WkZGRmZm5rBhw8aPH+/n54cQmjRp0vHjx9c7OBwyNdUKCWkcNOiVj8+91tYHDx5UNzfXtbUJCAgwmcyVK1cGBwdv27ats7OTj4/P29vb1taWTCZzun8AAG7BZbFAFJRRFPxkC0bVsJigYfG/9u48IIb+jwP4d3bbo2237diuTamtnCkiolB5QpejIlce5+O+ip8zPEk87kfuctSDIpJc8RBFIiS5r6iU7rZs117z+2PdFI+jncnn9dc2Mzt9Pr7V28x+Z0ZJ9YAvyc3NXbx48aVLl6qrqwUCgb+//86dOyUSSUJCgr29/dy5c3Nzc318fNavX+/i4oIQQjLZHAuLbU+eaB8/nu/hkTxmDK9du7YtWxoKhZGRkVQqlc/ne3p6urq62tvba2pqbtiwwdDQcNGiRcpuFABAOAQLMEAqt2/f/u233xwcHCQSiUwmEwqFgwcPlsvl/fv3VxyE6evrC4XCKVOmbN269VJcHFJRwbdsacfh5Hl5pdvYnDx7NnXdusePH5uZmbFYrOzsbHV19eLiYlNTUx6Pl5qaumXLloqKCjs7O2U3CgAgImLdSgqQy7hx4+Ry+cmTJ42NjS0sLIqKipycnHAcP3v2bFFREUJI8cytzD17diIUdePGq+vXi7Ztm2lru+TBg+yXL7dv33779m0cx+/cuZOeni6TyXR0dG7evPnw4cNZs2Zt3rzZ1dW1Q4cOnTp1UnajAAAigiMw8LVqa2v37t178+ZNNpttYmJy4cKFtLQ0NTU1NTU1BweHPXv2tGnT5vLlywih6urqgICAf3btMkpJua+tTVu2bDuFEt6u3ZWTJ6Xx8YpPX2NjY6lU6ubNm/v166epqUmn048ePTpo0KCDBw9u3ryZTqdLJJK1a9fevn177969ym4dAEBEcAQGvsr9+/fbtm2bkJBApVJDQ0MnT5588OBBhBCdTu/YsePq1audnJzOnz8/dOhQVVVVHo47JCeLDQ0r1qyRzZxpq629Asdza2oMDAxwHFdTU/P392/VqlVkZGRoaOixY8fodDpCqH///qampsnJyfr6+ra2tvr6+qmpqWfPnmWxWF+qDgDwK4IjMFCv0tLSY8eOZWdnm5qarlu3btiwYXfv3g0NDaVQKFQqlUKhUCgUiUSSmJg4dOhQxR14O6qoDObxepaWlrRrl+HlVaKvv2bNmjqpdP78+QYGBoGBgatXr542bRqFQomOju7WrVtkZOSAAQPGjRun+I7GxsZz5861sbHJysoSCATwBG0AQAMgwMDnxcbGTpkyxdHRsaSkZN26dZWVlXfv3pXL5RwOh0KhNG/eXE9P79y5c2w2WyQSCUtL/7Sy0hw48PfS0pdeXmnu7hUqKufPn3989Ki1tfXGjRstLS0rKioWLVo0Y8YMxf7NzMwyMzM9PDwqKyvLy8s1NTWlUundu3fNzc21tLQgugAAXwQBBj4jKytr4sSJ8fHx06ZNMzY2tra2vnLlikQiwTBMJpMhhBRXKCOEdBiM3zHsf+fP001N8319H3bv/qKwMOvWLYlEwmazjx49+nafdDpdLBYrbh6PEJo4ceK8efPatWsnFosZDIZUKp0/f3779u1NTEyU1DQAgGQgwMA7t27dWrVqVVJSUllZmVQqdXBwoFKpubm5xcXFTCaTQqHQaDS5XN6rV6/Tp08b4/hWFss7P/8CnR7t7W01Zkx6evrlbduGDRs2atSoLl26nDt37v2dq6qq2tjYHDp0aMiQIQihwYMH5+TkWFlZqaqqzpw5MykpyczMLDIyUkmtAwDIByZxgNfCw8P79u0bHx9Po9Hq6uoYDAaDwVBVVR0/fjyO41wuVyaT6erqyuXyfsbGuyWSlNradu3bd6bRBkkky06d8vX1TU9Pd3Nzu3r1qq2t7eLFiz+9V+H69etnzJixZs2arKysrKwshBCdTg8ICOjcufP+/ftPnjzJ4/GU0ToAgJTgCAyg6urqNWvWBAcH4zjOYrF4PJ6KikpdXV1BQUGnTp0U9ySsrq7GcbyjUHhQTc14+/b1FMofCElu3KiRSKhUqru7+6xZs06dOpWamioQCC5fvmxmZvbpN7K1tU1NTV2yZMnWrVsRQt26dbt69apAIGj0jgEATQEE2K/u8ePHTk5OFRUVOI7LZDIajXbjxo1p06bFxMQYGRmlp6fjOG7UrFlvsXg2jabDZOYNH57WpcsKLy+EEKqpEQgEqampurq6CKH27dt/8dsJBIJ//vnnZzcFAPgVwCnEX45cLl+yZImJiQmHw2nRooWHh0dtba2vry+GYSoqKkVFRZqamtu3bx83blxpaWm1SDSGzU5+9Wolk1kzdWp6RMQlM7MVa9diGMZkMj09PY2MjEJCQpTdEwDgVwQB9ms5cuSItrZ2cHAwl8udMmUKn89/9OgRQsjX11cul5uamqanp3t7e8tksrqqqjVWVoU83jIerzQg4Mb27adYrMVLl4aEhJSVlf32228vXrxISUnZsWPH3r178/Pzld0ZAOCXA6cQfxUSiWTQoEFpaWlVVVU7d+7MzMzcvXv36tWrb968WV5eLpVKMQwzNDScOHHitr//poaFTd+0idW2bfaCBaVWVmlpaXsmT87KypJKpYoJ9C4uLlQq1c7O7vHjx926dbt+/Xq/fv2U3SIA4NcCAfar2Lp1a11dHYfD6dGjx6hRoxBC/fv3Hz58uEQiUVVVjYyMHDly5OUzZ3xKS/ndu7sjNIpGc/LxyXn48PahQxMmTMjNzeXz+TKZ7PDhw2ZmZgsWLHB1deVyuRiGyeVyDMOU3R8A4JfTpE4hXrhwgUKhYPUQiURlZWXKrrHxxMfH8/l8xQ2fGAyGv79/UlLS8+fPcRxXbNCzZ09jY2N7e/uamprKZ8+26utfKSqykck8McwToXPV1REREUFBQSkpKVQqVUdHx9bWlslkxsXF8Xi8HTt2YBiWkpJibm5+5cqVLl26KLdZAMAvqEkFmKOjo1wur+/h02w2+9e5QdGOHTu8vLzs7e3j4+O1tbVtbW3lcnm/fv2MjIzi4uKio6MVm/H5/GleXufat4+9cyd53z5nOn2wXH6PTjc2Nu7evXuzZs1mzZqFEEpLSxszZsz58+cxDIuIiFi2bNmZM2cU90gcNmzYpEmTFLMQAQCgMTWpAAMKcrk8ICDAz88vJiYmPDw8KCjo0qVLrVu3PnToUGBgoFwu/+OPP+rq6l6lpy958cJ17lwzgeDGrl2bO3R4jGEDBw48evRoTEzMy5cv4+Pj09LSrl69imGYurq6h4eHqqqqSCQKCgpyc3MrLCzMz8+fPn16UFCQsjsGAPyK4DOwJujZs2disXjq1KkIoYsXL4aFhSGElixZMmTIEBUVlRkzZpT9+292ly6m2dmc/v1T5syRcrldu3bVOHVqw4YNY8aMUeykdevWY8eO7d27d3JycpcuXQIDA+vq6m7evMnj8erq6uh0up2d3aJFizw9PZXZKgDgFwYB1gQpphQqHrIllUoVLxRJc2vduv/JZNyCgpxBg84uWlRWV9e/Tx82m63Ykkajvd1JVFTUsmXL1q1bx2KxFDvp2bNndXU1Qig/P3/+/PlsNtvd3V05HQIAAJxCbJIUN2eKiopCCHXs2PHMmTNILr8+f34aQotLSkr79Ilbu/ZvhO5lZw8aNEiRXgghGxubM2fOvN0Ji8UKCQmxtLQMDQ0tLi7Ozs5u1aqVnZ2dqqqqg4NDixYtjh07RqHAzw8AQGngD1ATRKPRZs2atXr16hUrViydPz/tjz+KeTx6aGikkVEfPn/egwe37t0bMmTI5cuXe/ToUVtbq3jX2LFjU1JSli9fLhaLEUJCoXD8+PEcDmf48OFMJpPNZoeEhOTn55eXl+fl5QUFBcGDkgEAygWnEJumFStW6KmqVoaEmItETggNxrDLNJr0xQudurrRY8cqnoDs4ODg5eW1Y8eO6dOnI4TU1dWTkpL8/f21tLT09PSKiopGjx599OjRj67xYjKZymkJAAA+BAHW1OA4Xv7oUd26dVMOHKju0KF8+nS+uXmitXV4eHh8fPyxY8fe33jUqFFvAwwhZGRkFBMTU1tbm5+fb2xsrHjyJAAAEBP8hWo65HJ58ZUraM0arbNnq3v1uhUezu/WzYTPV6ylUqmfXq3F4XAU8zLex2Qy4REnAADig8/AmgKJRFKQkFDWp4+Wu3uNmtqtAwdQaGiHgQP5b9ILIWRpaZmSkiKXy99/Y3Jycrt27Rq9XgAA+AEgwEiv6vTpV46OWsOHiwwNr+3fnzdxYgt7+2bNmlGp1Pc3s7W1bdas2bRp06qqqhRL4uLitmzZ8vb8IQAAkAucQiQtuRydOIFWrFAtKCj09Lw8a9aaTZuqlyyhUqlPnjzx9/efN2/e+/MvMAyLiYnx9/c3MjKytLTMy8tjs9lxcXGffXQyAAAQHwQYCUkkKCoK/fUXYjDQzJmU4cP/DQ/fHhISExOjSKPc3NyhQ4diGDZv3rz336epqbl79+6SkpL79+/z+XxTU1O4kAsAQF4QYKQhk8kKnz6lRUbqREYiY2O0ciV6cxun1atXHzhw4O2xlJGRUWRkpJ2d3Zw5cz46kYgQ4vF43bt3b9TSAQDgJ4AAIzqRSESn0wvu3EGbNhkcOVLZunV1ZCTL0fHtBrW1tXl5eR07dnz/XQKBgE6nFxQUGBoaNnbFAADQKCDACKqkpGThwoWXLl0a2bPn0Jcv+efOldjZPdq5U69HDxaP9/6WihsY1tTUqKqqvl0ol8tFIhHcLAMA0IQR8iMQWW1FaVmVFFd2HUpTXV09YsSIAebmiYaG/vv2IRbrwJIlf5qZtfXy4n2YXgghKpXq5OQUERHx/sJDhw61bt1aU1OzEasGAIBGRZwjMFlJRmz4lh17T9zIKhTWyHCMyuTqCmzc/CZN+8PLWouQSfuzHPvzz11SKW/lypf9+mWfPctv29aXTl9uZXXp0iUHB4dPt1+7dq2zs3NOTo6Pjw+VSo2Pj9+0adOJEycav3IAAGg0BAkwvOjYJIfBe0pNnfqPnDvBRE+LS5dUlhXn3kk+vmFE1z1jDl3a7MbDvrwf8rt0Cf31l/P58y99faWbNhkIBIqHoSCE3N3dU1NTPxtgrVu3zsjIWL58+fjx4+VyeefOna9fv25kZNS4pQMAQKMiRoDJ7octjawbsOd65DBT2gdr5vz55+lpzl5Lwqb1md/64/l0TYhMhg4dQitXIrkczZ0bwOH0dnIa0arVR1vheL2nVfX09DZu3PiTqwQAAAIhxpk56ZMHWeq//e7zUXohhBBFr9eYASZZ9x5LlVDXz1ZdXX0/I+PRnDligUC4bFmKq+vjmBg0bJht164f3XVXKpWePHmyW7duyioVAACIhhgBRtXj64oyUjKrPrNO/Dz12ksdvn7TOvwSCoX/xsbm+/sLXFy0L14MFgjMCwpWZGY69+rl6+vr4+OTmZk5e/bs8vJyhFB2dvbgwYPNzc0/e/4QAAB+TcQIMJWOoybaPlnRt+fwwG2xiVfS7zx68vheRlrSsZ3LxvXq6Z9mPWm0DTFOdn4nHMdLSkrOx8QIZ8xwHDuW/fDhHh8fF7GY3qtXXV3d9evX09LSeDzexIkTL168WFlZaWJioqGh0blz5/bt2x84cEDZ5QMAAJHgBCEvv747YIAVj/b+VA2MxrMaMHvPjXL5D/gObDY7LCzsB+zoWwmFwmvHjz/7/Xcxl5vj6LhkyBChUGhnZ6enpxcdHR0bG6uvrx8YGCgWi/X19Z89e/b2XUqsGQAAGmZlZXXr1i2lfGvCHNdgGh1HrTkyKkT4Ijsn/2VBaS1DW5/PN27eTIOu7NK+jVQqzc3NrampuX79ukgk6qqnZ37ihHVs7LOuXVO3bPGZOdOFz+dyucXFxaGhoYsWLbpz546vr29KSgqNRrO2tn748KGJiQlCiMvlKrsVAAAgIsIE2Gt0jWYWGgZGzYXVKlxNNRWlzZxPTk7euHHjgwcP+Hy+t7f3uHHjPr2pYH1EIlFgYOC2bdsQQnV1db20tILZ7OYvXsQLBJ1Pn7Zzdc0MC5NKpYob6XK5XGNj45cvX7569UrxfwqEUElJiYaGxs/rDgAAmgBifAaGEEKykoyYlX+4WBpqsRgsDZ42h8nS5LftNW7loVtl8i+//UdauXLlmDFj+vXrd+DAgYCAgEOHDvXu3Vsq/dp5kH379k1NTR0wYIAbh5PZrFlEWdnRwkLpo0fpnp4zg4IkEomBgQGTyTx9+nRNTY2Hh8emTZtkMlliYiKPx+vWrVtKSkphYaGNjc1P7REAAMiOIEdgBLqQOTs7e926dbdv39bT06uqqtq/f//du3cLCws1NTUtLCy0tLQEAsGoUaM+O6Mdx/Hk5OSRfn52QmHzffvodLpqYGCZh8e2tm2zAwN3795taGhoYmKSkJCwevXqSZMmde/ePTw8fPDgwQihkSNHMhgMiUTi5eUVERGhuMMhAACA+hAjwIh0IXNiYmLfvn319PRkMlnfvn1NTExSU1MDAgJOnjxJpVKLi4tdXFx8fHx69epla2tbWFjYsmVLHx8fBoORn5//IidHKyVlSGSkilS6n88fcOaMqr6+FkKjR4+Oioqi0+ktWrQYOnTo2LFjQ0JCtm7dGhAQYGNjg+M4hmE8Hk8gENTU1KSlpTVv3rwxWgUAADIjRoApLmReXv+FzNH3HkvRFwPswoULzs7OeP23q6ipqfliLSKRSPH5U1xcHEIoMjIyIyMjOTnZ3t4+KiqqTZs2wcHBmpqae/fujYuL69279/PnzzMzMz369NFLTLTev1+sorKvefMJ//671tKyc1ERT18fIcTj8WpraxFCeXl5ffr0cXBwWLhwYWpqKoZhffv2nT17ds+ePb/+MzYAAACIKAFG1ePris6mZFb17aT28TrFhcwdvuZCZkdHR7m83s/Lunbtamtr+8WdtGnTJjIyEiF0+fLl/v37Yxh27NgxCwuLDh06eHl5tWzZksPhJCUlcblcNTW1xMTE6IgIk6QkkxEjJAYG0pCQQzU1s6ZOHVlb6+3tvWrVqn/++QfDsPj4eCMjo6ioKA0NDQsLC4QQ3GkXAAC+EzEmcRDpQmZHR0eEUGBgoEwmU0wUTE9Pz8zM7NSpk1Ao9PDwOH/+vIuLS3Bw8FA3t4PW1j38/PCEhCXt2l0IDlYfPtzPz49Go9na2jo7O+fm5nbu3Nne3v7GjRtaWlpz5sz56KEnAAAAvhkxjsCQSuuZRxM1g4PXb5seFSx5ewoQo/HauY8KS1w4slWjFap4HMnkyZMvXLhAoVB27txZXl7evXv30tJSBweH6OhoDMMC/PxeLVs27smT0q5dZ1hZmbq5ndi/v3luLkKIwWAkJCR4enp6e3u/evVKMS/DxMTEzc1twoQJ6urqjdUHAAA0cQQJMGJdyGxgYHDkyJGnT5+6ublZWloGBQW5urq6uLjY2NhUP3w4i8HoOGLEQQqlKjn5clZWSVSUb+fOa9eu5fP5irfb29vn5OTs27fvzp07enp67u7uHTp0aPQmAACgiSNMgCGEEMJrK1/hWi06WVhR3l8oLK7EuLpcRuMWY2ZmduXKlRUrVmzevDk0NJRXWmocFTX08uUwHG8pl4fHxWnZ2EQuXeru7n7x4sWqqqrffvvt7XvZbPaECRMat14AAPi1EOMzMIRQXVbsrO58DV3j5rq6bbzXppa/OY+Il+4batx8/LG6xq5IJBIVFBS4ubn5WVrarl7dcdase9XVHdXVF1KpzkOHjhgxolWrVnfv3k1JSVmxYsX06dPV1D6ZgAIAAOCnIcgRmPT+Rr+RYaWuC3YPNi1J2rluvsdQ9rUTEwTKmVkuEomePn1aVlamfv++VWQk59kz+cyZKseP92KzNyQk+Pv779u3T19fX0tLi8vlpqamOjo6hoSEKKVUAAD4ZRHjCExyfdeO9JZzY/Yv/n2QX8Cm43GLWqQG/u9gYb0XdP1cOTk5ZWVlVCrV7MYNzsiRtJwcxvz5iM1GCPXt2/fevXvXrl1zcXFBCLFYrMWLFyckJMBVXAAA0MiIcQQmL8gvUrfp3PL1dcxs27kbp8b0DF5/deBKu0b+5AshhExNTTU1NXV0dFR69PjsBh06dNi9e3cjVwUAAOB9xDgCo+jo8ypvZzx7e7tcRqeAlUOrNk1edqXq5x6FSSQSsVj80UJVVVUDAwMVFWKkOwAAgM8hRoDROg4aJMhY5umzMCzu8vNqhBCm5bZivXfpuqG+S2PuVvyMEBOJRPfu3UtJSbl+/fpP2D0AAICfixgBhph2S+Ojpwky/540aOKuR1KEEMJ0B24/s80xZ9O0DakfHyJ9n7KysoyMjGvXrhUWFiKEdHR0fujuAQAANAbCnCVjmg1YkTAguLqooFr9TVHMlr/vvuUVmHrh6gO69XdXSqVSZTJZWlpaVVWV4ksDAwMjIyMmk/m9uwYAANDoCBNgClSWriHrgyUYR9DNU/CZZ2/9Z2ZmZmKxWCwWS6VSoVBYUVHx4MGDH7DfN5KTkyUSCZ3e+HcO+ZEUD4Ym+y2vJBJJeXm5rq6usgv5Xnl5eYaGhsqu4nsVFBTo6OiQfaauUCik0Whkv9yztrZWTU3ts48z/GalpaU/cG//CcEC7Gfq0aNHbGwsQkgikTTwyJVvlpCQwGKx2Gz2D99zYyopKcFxnOynVauqqkpKSsj+WDUcxx8+fNiqVStlF/K9nj17pq+vr6qqquxCvkthYSGNRtPS0lJ2Id+lsrJSJpMxGD9ydre3t7eJickP3OHXw37Gn/Jfk7u7+5QpU9zc3JRdyHdZvnx5TU1NcHCwsgv5LufPn1+2bFliYqKyC/kuYrGYw+HU1TX6TWh+NFtb261bt3bq1EnZhXyXGTNmmJmZTZ8+XdmFfJcDBw4cOXIkOjpa2YX8GASZxAEAAAD8NxBgAAAASAkCDAAAAClBgAEAACAlCDAAAACkBAEGAACAlCDAAAAAkBIE2A+joqJCo9GUXcX3otFoTeA2/E2jCwqF8mMvOFUWFRWVJjAc8AtOQHAh8w9TXl7O5XIpFHL/n6CmpgbHcRaL9eVNCQzH8fLycrLfNAESqj43AAAMO0lEQVQhVFpaqq2trewqvlfT6EIkEtFoNLL/l0IqlVZVVXG5XGUX8mNAgAEAACAlch8uAAAA+GVBgAEAACAlCDAAAACkBAEGAACAlCDAAAAAkBIEGAAAAFKCAAMAAEBKEGAAAABICQIMAAAAKUGAAQAAICUIMAAAAKQEAQYAAICUIMC+Tl3O6ZUjHFo302RrGlk6jV6b+EL8ZhVednXTRFdbAU/TsJ3T8D9P5EjQV6xSlgYaeU2cEtCy1ZwrH5RKtEYa6OLbRkop6i8Vr7i1Z4Zre4EOR13XrFP/udF3X7295zZ5unhvmztrHTU1/eLr3i4hTxfVscO4FOw9VL3xp1+vJFoXqOHhkOafWzPerbM5j6tjZu+3JqlQ/mYNARv5Sjj4ssqzU81oaq0GL997POHo7iVeLViM1jMThXIcx2VZO1y1VXQd/bcdPLwnyMuCwbRakFqN4w2vImAjOI7juFyUdXJeN66K+exU8bt3Ea2RBrr4tpEiWBfywoNDDGgGznO2H0k4FbNhXEcNWvPR8cVynFRdvCWvSJ5jxcQw9RFHa18vIlEX0kerujD5bgu3bHtje8SFHBkRu2i4EfzVxf+1U2VbDlu+51BU6Gw3AZPbY/19KUEb+VoQYF9BGO2jTrNccK3u9dfiO8s60lT7hhfIcXHqHAu64ehj5Yrf2NqMpTZ0Td+D5Tje0CplaaARHK84MtZEnYZhCCHqBwFGtEYa6OLbRkop6i9V9mxDdwbHY3fB6xSQZAa1p6l5R1XgpBqL1+QFR3431WlnZazyLsDI1EXd6fF6zD5hhfJP3kW0LvAGG5E93+yspu4a/kKmWFVzOai37eBtj6SEbOSrwSnEL5MVlkqb2w5wtaa/XkATWLZUlVWUv8Jlz5KTstWc+jtrYAghhBht+7m3qLp4/oYYNbBKWRpoBCHEdlp88vLN2xkHxguoH7yLYI00NBzfNFJK0UCpuETPzm/q7z11FJUiqjZPmyKXynBSjYXia+nT8LGTkhw2bxtp9O5PDZm6wEuysip1LMxZwuy7t+7mCMVvT+USrQvU8A9V8dljV2h9R/kYvh4HZtfA02kHJlhQidjI12s6z5b+eagtJh/JnPzu6+o7YdtO15qN72FMkSVn5eC6Tgb0t9vymxlgpc+zK3FZTr2rEA9r3A7eVFB/IwghCte4NRchaQ2P8UF5RGukgS6o9G8ZKeJ1MWRV2BCEkLjoYebj5w/ObVlzpdnwqN7qCEnIMxYIIVST/pff/Oxhh/d56e/6+91WJPqJQtLnj59La15MaxV+N68WxyjsFgMXh22d3V0HI1oXqMFGpGl3HsqMfVVOzvZYG5v6pEq7tePwRSvnupsyCTcc/wkcgf0nstL0iKlOPf2vtpwXNteWjvCa6lqMw+W8HWaMo87B8OqqaryBVcqp/QMfN9IAAjfSQBf/YaQav+4P1deF7Pnukd17+83dlIR5LpjlrIORayzw8nPz/NZTZu9d3pP74Z9BMnVRk5NbxmCbDdmRXlBZ+fJW7EzDSwt8Jux9ISdyF+jTRuQV5ULJ49CJwdmdJq/7J3LNKMG9tQP7zD5bgRO8kS+AAPta8tJr28d2bmE3I7HZzPib5/6018AQwpgsJi56VfVuitirShGOMVWZWAOrlNPAG59tpAHEbKSBLv7rSCmngfpLfYPaYu7VmqqivIIHK6lLe43cmy8nURd4weGpYw6a/RU5x5r58fbk6QIh9SEHy149O7HQrbUuh6Pfrv+fexb3fHUi7HCOnJhdoPp+/qlUKpJbzz0avXTMALd+fgsiDy+yeb5z1YECnLCNfA0IsK9S93DnYJvu/7tuHXLxUebhQDeT17+UVGNTY6w4v1D6ZkN54ctCXLN5cw2sgVWNX/9b9TXSAAI20kAX3zBSjV5+w6XihccX+43bkv62Uoqeo7Nl+anDF6pI1IX0SUpqXsGxcWYqGIZhVDP/FHHl3v5MivqIo3Xk6eJTFD1zgToSllXICdgFqr8Rip6hvopOB5vmbz7fpppYWWrIX74olBGzka+l7FkkZCC+ubS9ajOvsPtVn666PNucbjrlnEjxpfTRmm5MDZ+oMnmDq5SlgUbeklyb35rx4SxEgjXS0HB800gpRf2lVsWP5NHazk97M+ccf/XvJBOa/vjTNSTqQi58lHLu7Btn/pnYlqb2W9CpcxfuFMnJ0wVe9e9kgXrHJelvpvXhdRlL2tO1h8dWEG8s8AZ//qsTxhswOi67/eb3uu7W0g409QF7S4g3HP8FTOL4MsnViD13OW1c5SlRO1PeLqUadB3k1katy+T5vSMnjxtl8vdMe8a9iPl/3rb0Xz9AE0OIVv8qIjZS/9sI1kgDXVjc/KaRUoaGxsJlxjTr7n+NGK66cJSdnuRZ4rbgXcIeq2c7MxFC5OnCopuzxZsl8qxMDYyqb+3k3JOBEJm66DF+XJu9QYN9KYHjuulLnifvXrk+u8eqg57qhOviC42oOU8P6Nx98cDB0kVju2qXXdm1bNWjDgt2+WhjBGzkP1B2ghKfvHBHb8an/3B0x1DF5Yx41d09U/rYNNfS4Lft6bc2pfS9/7g0sKrxfbERHMc/dwSG40RqpIEupN8xUsTpQobjeF3OmZUj7FsaclkcPfNO/QL+ySh/VytpunhH9nSdPf29C5lxEnUhK0jeMNaxFZ/LYuu16DJw3oH7r4g4FviXh0NeeXP7BBcbUy22ZnPr3pO2p5W8GyVCNfIfYDhOgqkmAAAAwEdgEgcAAABSggADAABAShBgAAAASAkCDAAAAClBgAEAACAlCDAAAACkBAEGAACAlCDAAAAAkBIEGAAAAFKCAAMAAEBKEGAAAABICQIMAAAAKUGAAQAAICUIMAAAAKQEAQYAAICUIMAAAACQEgQYAAAAUoIAAwAAQEoQYAAAAEgJAgwAAAApQYABAAAgJQgwAAAApAQBBgAAgJQgwAAAAJASBBgAAABSggAD4Ce6NEuggn2CajDxX/GP/lZ4wfberGaTf/RuASAuFWUXAEATh2n1WbJlfLv3f9UwpsBaBS/b48kfkzr02Mvd7nRUF++nO6RqW1HsUPYHrwEA9YIAA+DnwlQFPQZ6O9M/WSEysffy0elkAKdBAPg28LsDgJIwaMVXjz+ValPkWesd1Pvvraw5MoxDb9G2Bef1a2bf8CIcIdGdyBketuY8joahlduMPRmV+Osd4JUZYZNc2htraRl36DM14n4N3uD3A6CpgQADQNkozSccexLhw2G6bnn6IvXilaevX+dEj9ARZ/zV12FCPNZn4c7o8Pk9K6PG9xq0/YkMISS+vdqtx6QDlZ1nbdq1dkK7BwsHLk794R+sAUBkcAoRgJ9Lnre1F2PrewtoHYMzri5sQ323hMrS1NVgYphMQ1dXm43Yb15rMMoPrlh1w3zBlcOB1nSEkFvvltL27is2XhqzsdPZ9euucvxiT2/31MAQGuDeVtbeaWN1Y3cHgBJBgAHwc30yiYOi2bbZV576kFxPTBZZjHIyeFVaqljS1rGr+u709DwxJzWtnO89qo8GpljBsvMdINi8/wcXDwCRQYAB8HPVO4njK9QVFwrFt1d211v5/lIVy/IKWaWwEtM10H13HEfVN9SnfrIHAJow+AwMAOKiq7EZDOcteXL8fZLbQe1pmloaqLigWP52W/kHXwHwC4AAA4C4aDZdO1FvHD2e+yaZZE8jxvUZvvWuTMWiaxetvNg9Z4Svpx7WpR+OfyJVWqUAKAEEGACEQKFQZdk3km48LZG+e12mP2zuaL2k//Ubs+bA6TNxYUEjBk4/XNXeoQUVsZxnzOpSGfm7+7RNh07G71nk5Rv5Sk9V2V0A0JggwAAgAlon71F2FbsG95mXUKHy7nUl1+Xvi/8ubp8dOWeI1+g/D5bYrzwVF9COhhCiW84+mbTVh3Vx1R/DJ627Yrz41N4ZLp3NlN0IAI0Hw3G4+BEAAAD5wBEYAAAAUoIAAwAAQEoQYAAAAEgJAgwAAAApQYABAAAgJQgwAAAApAQBBgAAgJQgwAAAAJASBBgAAABSggADAABAShBgAAAASAkCDAAAAClBgAEAACAlCDAAAACkBAEGAACAlCDAAAAAkBIEGAAAAFKCAAMAAEBKEGAAAABICQIMAAAAKUGAAQAAICUIMAAAAKQEAQYAAICUIMAAAACQ0v8BJfiPmmjH/PgAAAAASUVORK5CYII=)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAIAAADK+EpIAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOydZ0ATSRvHZ5PQewtFOigoYAHFBqLnWVBU7HL2XjlFX/XsB5az66ln7+VUQFEUsWABAQWkqnQJHVHpPW3eD6u5GMiCSvf5fUo2T2aenZ2d/87MszMExhgBAAAAQFuD1tIOAAAAAMD3AAIGAAAAtElAwAAAAIA2CQgYAAAA0CYBAQMAAADaJCBgAAAAQJsEBAwAAABok4CAAQAAAG0SEDAAAACgTQICBgAAALRJQMAAAACANgkIGAAAANAmAQEDAAAA2iQgYAAAAECbBAQMAAAAaJOAgAEAAABtEhAwAAAAoE0CAgYAAAC0SUDAAAAAgDYJCBgAAADQJgEBAwAAANokIGAAAABAmwQEDAAAAGiTgIABAAAAbRIQMAAAAKBNAgIGAAAAtElAwAAAAIA2CQgYAAAA0CYBAQMAAADaJCBgAAAAQJsEBAwAAABok4CAtUdwcezVLb/11lWQlpRg0CUVNI2t+gyZtulK1CduS7jDeb7CkEEQhGTvXcm8pk25/Oo4GYIgCJlJ3jWNmhNVpiLwknf1liRqQWPIaXbsNXL5+dgS3Gi+1H++TVL4uODcCGmCIGgqM+40WTl/C+zHi3XotcuchK637CmneeoG+rrAmzAbACEEAtYe4cT/PXbgNI+r4TnlNRwuj88p/8B6ExZwZdv0Xh3tNwYVfW4+8fsTQ6UJgqBrzLvPblmPfwowr/JD6qt7h+bYjzmU3CIPEoAwtes/3BFtD0ZLOwA0NtWBh/cGFfMRIuTNRi1a6GytTS9JC/M5c+FRWkVx2K5520e83ttPqqW9bCIYOj1HOHHYSNJGu+WfzRidp+743V6RQAghXuWn5GeXztxJKsdlz3fuCVhwarhMY2TRms63FUDI9lmye5bV180aIW9hRoeyapfAlWxv8N+/efuRjxAhZbfV/+Yet9kuU2YsWv+Pf/CZSdo0hLmsO7djxD7/4+LX17f8NqCriZairLy6nlkvp2WHn2R9eRrlZ16Y0atHjx49nfaFpfh6zBhqY6CqpNnRdtym2++qhJNhp/tu+W1wN11VDdPeTktPRBTxvy0jXsqePpIEQTBMVgZ/enVsdj9D5rCj2fz6U8YVacF+d+/e9XvytvDzL5Vp9/fNG2rdUUdJTlHLpNuAyesvvfr4VQFUxF9dN2VIz45MJTWjHr+MX3YgIOvr5+/6T6du6Lr20xd+ZonbhoPeF5eaMRBC/ML4+NwvadSXO6X/dZxvfd5yQlaaMAiCkOyzJ+XLkGLN3VmqNIIgpB3PfPrSP6e8QHVQfzl/oSZouRGDIAiG/rKngrG84msTlGhfjXQ2PEFhpMyGz1sowoKpdjq0OsuqITRZ9QAaAwy0L/g5R3+RRAgRMsNPvecL/VARdXnbn3/+6b7TJ4nLf39y6FedMMn++9/xqt/sc1ASfaQhpLosf1zExxhjbvLu3hIIIZqaZTd9CULIhmHmFlT+OZ+qmINDtRhCv9JUdHUVaAghCdudSVyMMW5oRnTDSQudNGgIIcmBhzN59afM/3TWUQohRChP963GGHPTL4yr9bhNSFksDygki4aXe2uhhTzx9e+MDqNPJXEafjoicJN22koghJDUkON5wleAl7q3nyRCiJAecfYTvyG51+e/6Pk2wFt2sJsxHSEk0Xt38hfvq+/MVCEQQlLDT3/kN+QCfXM5f0X1M1cDOkKIYb4u4vOJVj1YoE1DCEn03JHA/eYEMa4JWKRNQwgRKjPvVNdl8LXPVbXqf7+1f/xa+4740epRtydA4wEC1u7gJh10UCAQQjQlc8dFW889fP2+kidiwy+4uaxvNwNFGkKIkFDvZNN37pWsgusTlQmECGmL3/b8++D5M5/DMy2kCIQIhfHXSjD+T1cQIuTMxm08duXq6S3OJlIEQohQnPDFZp+dLIEQoilaz9l/1efqgfm9lD+3RJ/bUH5RQzMiGAyGrNGg6b+vXnc06GNSvSmLNqw1T5bo0hFCDJMpf/u9jH5x98z/BjFpCCGJ7u5xXIxxyZ3ZOjSECEmzGadD32Wzwi4v7iFHIEQojTidxWvY6dRxAeoQMF5VYbLfyp4yBEKE4vCTWbyG5F6v/yLn2xBvGyBg9V+gby1nEaqfkgom0euvBC7GGHPC/zBnIIQkbLa95TbkxEURCJhsv9+Pn/6Kc/fiK0R9rqpV/+ccPrxE9I7ILvrR6tGA2xX4IUDA2iHsVM9lfTT+eywkJBT1ujpMWLL1tH98kUDL+HnHh0ghhGjqc/1rMMbcd/+umDxhwoQpm/w+kM1udcAiHRpCSHLA3+nk7fpZVyT77P7SdBdfn6hE/Nc+cuPcu0sghAjlUedzyVT47y+OUSaE2tCGZ4ToerPvFJA2DUlZpGHlfzxDfpPptznkPRtjjDmvL65xXbbMddW5GA7Gpd5TlAiECJXJXsWfS6XqyVJ9OkKEpN2BNF7DMhVFIGB1QNBVrJf6ZHExbkDu9fovcr4N8rYBAlb/BfrGcq5F9efzlBp0JIuHMS9lT18JhJBED4/XXIy/I8EvAlYHkmQetXqNovW/9pEfrx51eAo0KhDE0Q6RMJl4OGToipCH9+4/fBoaHhmdkJUVF5gVF+h9bOuWwe5eN9b2VSRq/Ytu7HLgmgviFqeGB138OzomJjr4oX8eHyGE8Ndx3zStXrZGdPKznIEhk4ZKeIjH5SKESqNfJXIRIqQHTHLWJvMgNEdPGCDt61uFvzkjQvGXcUNUyWQakrIIhIKBoToN5fCrQj3s9P8x7z985CinUfPcXTqqMBBCiPsu9k0FRohgh2wd3ncf+Sd2fjFGCHPiImLZSPnbM6WEkOky1nX+oA70BuVuVI//onxHEdVJwy/Q57P6Rj8Rkuo7zknn+NEsdsTDp0VLpvGCnsZyEZLo4uzcmf5dCTYFzV89gG8GBKydQlMysZ/oaj/RFSHEK3kXfNfr32N/nwl9n/N4y4I9Q6K22tTRR6hK/HfVbLczYR/YGCFE0GQU5CUJdk3tW5HB+K/eEDTaf2LILy0u4WOEaEramv8F2cloaisRSOiWbmhGNGVVFdo3pfw1UoM2n9uQtmDfw/RKzC5IeHol4emVvatk9ByWHDr/l7MBKi+rwAghXJEd9zL767/imsKCMt73ZCpUTP9FIWJ2ccrD08f8Ul+fnevIVnp9cawari93jDSo/Re5hN9VRHXT4JpAUk8511HVpPuNH6Vz4mhWZfCD5+Vj0ZOX1RgxzMeM6Uz/zgQ/Q6jM9M0779QoQbb1XqAfrB5AIwBRiO2N6heHFsyePXv2/L8efYkooyuZOEz94/jtnY4yBMLs5KCQ3DoCpXhv/5457/jLDxw5s1ErD3k9jcnK9Zun+20VhJBXkKcRCOGSDx+r/3Pp04dSofv5GzL6TxoblHItaFpDPO6nZL6+d3LznKEW6pIEQghXZT3bP2PBuSw+oaAoTyCEGFaba49LVfvP1aB9V6YChKIQF7mu3ed5ZJo2DSF+/tNHsRyE6s2dqM9/0cL6Nm/xf70pzOMKv+P87TXhm/xECCEk3W+ckzYd8YufPQgOfRpcwkcMszFjLBjfnWDj09TVA2gEQMDaG/TqZP9L58+fP7Nr57/JwvG+/NLiMj5CiGAoKsnXHkHk5z59EFOFEY3pcshrn+uEgV21ymJj6lI6Cgilrt2N6QjhmsAbdz+QtzH+6HczqPq/W/r7MmpIyiLg0rCzf27atMnjVErHOe5nHrzJzX19232YNh0hXBH58jWXYWLVRY5AiJcR+7r4SzKcD4kRYWFh4dHppfg7MqVAQlNLjYYQwsVFxRihenOv1//vKyI6g44QQvz3mTmfU6h5HRZT+f0X6Fv9JJHuN3akFg3x8x8eOhiQw0OMTmOcuzJ+IMFGp5mrB/A9wBBie0Oir8skkxMHkrklT1cPHPBq/rTBFjry/MJ3L7yOnwqqxoimMnj8EBUCIUyQY3+4uqCgHCNlGo2GEEK4MOjCST/53nIsH4+tz751JITRbfJkq71/RrMLby0bs6x49Qit9/f2bLpZINz6fV9GDUn5awjJ4pcnd5zK49M0w6s5fzh31aGV0GRl6AghRFPTUKMhuV8nO2l4XflQ5r9t1QWzrY46FSlPj7ktOfKqjFCfeCX+uqHiN2dKBY/HQwghzKuqYiMkVW/uCvX5/z1FRNc10GUQKTxe1sWVS0zWjuxQ8ury7gPxwqLwjReo/nKuExm7cSO1Tp3MTbvvjxBimI927sb4oQS/la/rvypR60gzVw/ge2ii4BCg5eAXv9jxi6ZE7U4WQoSs2cyrrM/jITUPFmjREEKIoMtqjPjnXfLRIcpCbQPB0OjUUU04dlnwepaxWzD7c2acsLVmwgHQmF8S9EcPOeHMaXJqajJCkYq81O/JqCEpi0aacViXJurSaxUEQdcec/YdB2OMuelXfjOWFrEgZDrP9c7gNjRTUcS9B8aN39FTAiGEJB0OZfAaknu9/teKrGuAt/yPN6fpCGsAIWPc2UhaKAqx/gv0zeVcJ5UP5n9xhNFpzcv/rvS3J/iN74FV11H/WbzaR360eog9daCRAAFrn/BLk+7sXjjK3tpMV1VWWkHTyML2l8mrTwfnCN/d3PSbboM7achJMiQVBx9m8Xi5j3dO7WusLq/YwWrQtO0PMj/4uva2srS07DrEI7SygQKGMeZ9enl8xXgHC20lVYMev84/+uLxjqFdLS0tu7ucYfEwxvh7MmpQyrUaKVyV8fTE/8b3szTWVpGRklPT7WQzfOE+v5Ty/9LkF0WedB1tZ6mvLCuvYWDhMHXz5Vcfed+QqShiX2SuuE822IRUp9Uh7IblTu1/7fNtiLf8ktjzrkOt9FXlVQyth8zc/Sz7yfp+VpaWltaLbpDvCdd3gb6nnOvgS4Eguun/Qtlf//ZtCX6PgNWq/3Ud+bHqQXn2QCNA4DoDYwEAAACgdQNBHAAAAECbBAQMAAAAaJOAgAEAAABtEhAwAAAAoE0CAgYAAAC0SUDAAAAAgDYJCBgAAADQJgEBAwAAANokIGAAAABAmwQEDAAAAGiTgIABAAAAbRIQMAAAAKBNAgIGAAAAtElAwAAAAIA2CQgYAAAA0CYBAQMAAADaJCBgAAAAQJsEBAwAAABok4CAAQAAAG0SEDAAAACgTQICBgAAALRJQMAAAACANgkIGAAAANAmAQEDAAAA2iQgYAAAAECbBAQMAAAAaJOAgAEAAABtEhAwAAAAoE0CAgYAAAC0SUDAAAAAgDYJCBgAAADQJmG0tAPNx6pVqwIDA1vaCwAAgHaFjIyMt7e3pqZm82f9EwlYaGjosmXLrKysWtoRAACA9oOLi0t+fj4IWJNjbm5uY2PT0l4AAAC0H2RkZFoqa5gDAwAAANokrVrAMB+3tAsAAABAK6X1CFhN+r19K2aMHz/7jyMBGeyyV3+PN1OSkFTU6z3rn/BCfou4xA5ZZWa++iWnRTIHAAAAKGklc2D8vH+n9p5xl+jcp6tqgruzf5Cj3Dup33adYBa9unZkldM8pRjvaTrNKra4gnV/25ozabz5zZkrAAAA0FBah4Bx35zcfVdh3u3wY8NUCXacR9/e5/s8StpiJ4HQvFm/KNkM2ncm3mWTJb2eZEpKSgICAvj8uvtr79+/r66ubog7pbfmdZt5MaOMgzHd9FvPBQAAAGgWWoeA8dKSWUoDdw5SJRBCkp0d+mseK6/8PP8lYz2on8KJpHdcVK+AvXv37vr16+J+zc7Ojo6OHjhwYL3uyA/afC/Ujc97+/fY6U8bfhYAAABAM9I6BIxQVJKvYOUUYaRJIEQ3n7BpTZHBZ7nC5R/yK6V1ZIn6k7G2tvb09BT3q4KCgoKCQkPcoSnpd1ZCiFulLtWAXAEAAICWoHUEcUj2mjBO68nmqesvPHqVUUZoDpjrNsaMjhBif4o8t3z7I4Uhw20kWtpJAAAAoDXROgQMKQzaemW3fd4/c4YN+zPoS9RfzZ0Zmpq95vvJz/ln+xhV6AsBAAAAQrSOIUSECOXey6+9Xng0K71M6Utfi2H224HrM3s6DLDUgO4XAAAA8DWtRcAQQgjRpFUNzFUFX+mdhs/q1ILuAAAAAK2YVjKECAAAAADfBggYAAAA0CZpVUOIrQxGzx3x1Tta2gsAAACgTqAHBgAAALRJQMAAAACANkkDBQyXvgu5fz848RO7ad0BAAAAgIYhVsC4mXfWOlpa/f6IjXCh/5KeFvaOjgMsOv/6V3hlc/oHAAAAAHUiRsBw/nW32YeTjcYO68TgZ17ZdT6vt3twSuQ/9u92uV9rXg9bhpCQkMmTJ3fv3t3R0fHMmTPiVrgHAAAAWgoxAsZ5FRDIc/rrisdIA6LgsX+E1LDFrv1Me8yeP1wqIrh5PWwB9uzZY2dn5+npGRsbe//+/Xnz5o0YMYLH47W0XwAAAMB/iOuBYT5myMlJIoQqQp+G456D7RUJhAgGg8Zu59NgmZmZa9asETn44MGDS5cutYg/AAAAQJ2IETCJ7va2HL9D+x+E3Nq2505lr1HDtWm80reXTt4rMu3cvB42N48fP67zuL+/fzN7AgAAAFAg5kVmmu7Uv9xvOK12tOMghW6rb882xG+3D+qx+a3ezCtzm9fD5qa8vLzO42VlZc3sCQAAAECB2JU4ZLovv5fikpyQjfQszDSkENYcvulKX/Mhg8yVm9O/5qdz57q7mBYWFs3sCQAAAEAB1VJShAzTzJr55Yt6T+eJzeFRSzNo0CBra+uoqCiR44sWLWoRfwAAAIA6ERWwgDMn3nGp/2GycO6vTedQi0On0319fRctWnT37l3yiLm5+YkTJ0xMTFrWMQAAAEAYUQG79ufG29WU/5Ae074FDCHUoUOHO3fuvHv3LjExUUdHx8rKisGAVY8BAABaF6Lt8umsj6dbxJHWh4mJCfS6AAAAWi3ftpgvL8nT/UhgE7kCAAAAAA1H/MgYvyDK+/Kd6JxyLv5yiFsQ5nm1fNGWZQ7N4hsAAAAAiEWcgHFidgyzd0/R6NyBnZJYoGTew1AyPyk+k2/zv5vzm9VBAAAAAKgLMUOI3Ohrl+M7bwxKinv79vwE5U4LrobGpGWE/NktPymb07weAgAAAEAdiBEw3vucfOWe/TtLIULRxtYkJSaejQjFXitX24cfutC8HgIAAABAHYgRMJqKmnJ5TnYJRojewdSIExeVykMISenoqmQkN6uDAAAAAFAX4hbz7TFimMrD9ZNWXIotl7TuY5V8Ye/1t9kpj67cS9fUbzpvcPWnrKyCar7IweIPH0pqmi5XAAAAoA0iLoxefshO733D+c/uRBQTetM3LpDxmmap12nkP4Uj/5jXJI7UpN10s9dRZuobMJldxu97UfQl9hEXXHHRN5h/BxQMAAAAEEJsGD2h3GvZ2cBl5JfB+6Nzl0W+YhHGvXoaKTaBG9yEQ9NnnCpwXH9uktGnwDP71zm5yEf4LTSmN0FeAAAAQHugoSskMZSMew82biovOK/OnowyWxv+7yYrCYQmjh3AHPLrpjWezl4umkRT5QkAAAC0acQIGCdk15SdwXXtvcywXODz16hG9oL/PveDorWtmQT5Vb7X2kPLvBy2HQgbu7OPVMOTSUlJOXPmjLhf2Wx2ZWXlj7oKAAAAtA7ECBghpaCmrv7fG1/c8nxW7MuwTJWhS8ZpNr4XNA0t9dKQGBZ3mBnpkFTPVTtdrkxestX5+VbTBicjKyuroqIi7lclgtDKyUGRkQghRKPhbt14fD6DwUDZ2Sg//4snNNS9OyIIhJDgOI/Ho0tI1D5e256Xm0un08WlIzjO4/NpNBqRk0OdL0KIhzHdxqbefPl5eQghGo1GnS8iCC6Xy3j/vt58MUHwrKwYEhLU+aL8fB6PR6fT680XIcRNT2cUFFDni2g0npUVQaPRaLTGui78zEyUn0+j0eq9LlweryH1AWPMR6gh14WXm0uj0QiCaKzrwkcIde9OI+tYY1wXjDE/M5P+6VO914VradmQ+tDw68JNT6d/+kSQNo1xXfh8PqLRaNbWjXWfYoT4fD49L6+x7tOGXxcej0fLzSU+fGis68Ln8xFCNAajse5T4fZTj11XX6dZECNgjJ5LTp4TOcYvfrVv0qQ7n2Qb3wsJm4kTjf/ZOmpC6epZI4cM7WcoS6iO+OvA+F6/uUymr+lUgpFCQ5Lp0KHD2rVrxf360N39l+vX0ePHCCFEo2UfOiRlbMxkMtHBg+jZs89GNBry8UEdOiCEyON8Pp/DZtNkZIhbt4SP17Yv37ZNMjSULilZZzoCe46nZ1pNja6urhxlvgghLpfLw5h+7x51vvjAAc7DhwwGA5E3hph8kY9PqYJCbm6u2alTRGAgRb4IIQ6XW3L+vEb37hT5ooMH+U+ecNhsmpQUQadT5Is6dMjLy5PbsUNRsMuamHwxQWTs38/s0UNeXp76unC5XB6PR5eRoc6Xx+OVeXjIv3pFI/cTEF8+5ZcuZWPcsWNHen3XhcNmE3Q6/e5d6uvC3buXGxAgKSlJkA8W4v3MZzCqqqoMjxyhzhdjzOZwOJ6eCubm1NeF9/gxh8OhS0tT58vX1s7IyNDau1cmLIz6uvARSt+3z7B/fwaDQX1d2Gw2QRB0KSnq61JTU1Ph4aEcE0MIHizE2H86dapUQcHY2Jg6X4wxh81mSEoiX1/q61Kzaxd++pQuLU2dL//GjUweT1ZWlllffeDz+RwuF9+5wzAwoL4unEePMMZ0SUnq68LW0GCxWMZHj0qEhFBfFy6fn3PkiEG/ftT54qdPOWw2g8FAEhLU16W0tJTr4aEaF0edL6LRcg4fljA01NTURAcPThQIXvODvwV2sJupqds3/aWhVKX6/DHMSI7OsNoUzflyLPH8LCsVOoGQ9ESv6h/NQV5e/tSpUxhjPp+fnp6emZnJ5/Op/1JRUREfH19aWlpv4jk5Oe/evePxeNRmNTU1SUlJBQUF9Sb48ePHpKSkmpoaajMul5uampqXl1dvgqWlpQkJCZWVldRmfD4/IyMjIyOj3sKprKxMSEgoKSmpN+vc3NzU1FQul0ttxmazk5KSPn36VG+CBQUFiYmJDSmcd+/e5eTk1JtgWVlZQkJCRUUFtRmfz8/MzGSxWPUWTlVVVUJCQnFxcb1Zv3//PiUlpd7C4XA4ycnJHz58qDfBwsLChISE6up6bhgej5eWlpadnV1vguXl5QkJCeXl5dRmfD4/KysrLS2t3ruguro6MTGxqKio3qzz8/OTk5M5HA61GYfDSUlJyc/PrzfB4uLihISEqqoqajMej8disRrYRCQkJJSVldWbdcObiMTExIY3EWw2m9qs4U1ESUlJA5uI9PR04Saia9eusbGx9abfFHzbNlc1xcUVgvj2xkXaxPmv+87bKj+8r1T84pS02cxzseM2vXgWlijZrZE25MIYZ2Zm0mg0XV3dz8MXYqisrMzIyNDV1VVQqKf/l5ubW11dbWho+HmcSgxsNjs9PV1dXV1VVZU6wU+fPhUWFhoaGkqS/Tkx8Hi89PR0OTk5LS0t6gTLyspycnIMDAxkZGQozDDGWVlZCCE9PT3qwqmqqsrIyNDR0VFUrCcqNS8vr7Ky0tDQ8POgjRg4HA6LxVJTU1NTU6NOsLCw8OPHj0ZGRvUWTkZGhrS0tI6ODnWC5eXl2dnZ+vr6srJUowsY4+zsbB6PZ2BgQF041dXV6enp2traSkpK1Fnn5+eXlZUZGRlRFw6Xy2WxWMrKyhoaGtQJFhUV5efnGxkZSUlRTR6TjymSkpIdyIdr8VRUVGRlZenp6cnJyVGYYYxzcnI4HI6BgQH1XVBTU5Oenq6pqamsrEyd9YcPH0pKSoyMjKh34+Nyuenp6YqKikwmk8IMIVRSUpKXl2doaChNdr/EQD6m0On0hjQRmZmZurq68vLy1Fk3vIlgsVgaGhoNbCKMjIwkJCQozBreRJSWlubm5jakicjMzCQIot4monkQUzP4mcGezzN4wodwzae4Gwf/Le2+vwndocsyO3zdiBAKxv1GGfdrnORpNBqolzhAvSjMQL0ozEC9qLMG9Wo6xEUhvjq+eN6Nr7dmJhjy2t2m/3NodjO41RRISkp26tQJ1KtOQL0ozEC9KMxAvaizBvVqUsTUD6lxl4uqLjevK02NjY0Nj8cD9aoNqBeFGagXhRmoF3XWoF5NzbftyNymSUxMTElJAfUSAdSLwgzUi8IM1Is66x9Xr/v3748aNapz585Dhgw5c+bMx48fQb1EEK0l8/Q0blfXafkZyb47cnzb5J6WRUVF1AagXhSWoF4UlqBeFJagXhRmFOq1bt2627dvu7u7W1lZpaenR0REvH37tm/fvqBewohWlCl/buvFRQghXPji2I5L7zQcJowfaNlBvvp9QvBNz6eV/Ta5DmsBN5seUK86bSoqKlJSUpSVlaurq0G96gTUi8IS1IvCjEK94uPjL168+PbtW7Lc1NXVjYyM3NzcZs+ePXHiRHEJ/mzqhZC498D4Rb4zdZlDD70Rfl+iJvmEk3aH6T6NFcLfzAjeA6sNvO9Vm/Ly8hUrVigqKjo7OwcFBc2ZMyc0NJQ6TXjfiwJ434sCeN9LhIMHDy5dupT8LHjf6/jx43PnzhWXYDO87yWO3r17t7L3wDgvb/tXO56ZbyH87CLZcebSEZtn3EHIuVm0tZmAvledNrNmzZKUlExOTi4qKtLR0XFycho7duyzZ8/MyWUgagF9Lwqg70UB9L1qU1FRQVYq4agNZWXl8vLyOu1bsO9VVVU1bdo06kybDnGlTBCoKjenQGRryYKs7Apau9riBNSrTpvExMSXL18eO3aMVC9FRcWxY8e6ubnt31/3W4CgXhSAelEA6lUnFhYWISEhIjGHwcHBlpaWtY1bVr0yMjIiIiKo8206xO3I3NvZSfXphqmb/FIryJU3cMU7v01T1z9RHdV+ul+gXuLM4uLixo4dm5ubKzzvNWjQoFil6LkAACAASURBVNjY2MzMzJSUFB7vv7fcQb0oAPWiANRLHCNGjOjTp09qaqqenh6pXlevXvX29p4/XzSArsXVq0OHDjExMdRZNx3iVqNXHrHv8iaWy45R5gdUOxhoyVblZ2YX8LR+2Xxtr2PzethUgHpRWCoqKrq4uIhEbTx69CguLs7e3l5KSqqoqGjLli1Lly59//59YWHhgwcPMjMzO3fu7OLiUmegB6gXhRmoF4XZT6heCKGSkpIZM2Zs37792bNnXbp0SU9PV1ZWvnfvnqbmV5uBtAb1qrf9bFIodmQesPlJ8tQntx5EJLHyaxR0jDrZDh8zwJDq7NsODVev7OzsgoKChISEvLy83r17i7vZ2pN6VVVV6evrr1u37ujRowI18vPz27lz59SpU0+fPo0QSk5OnjFjhqGhobKy8ty5c52dnY2MjJ4/f75169YrV644ODgIJwjqRWEG6kVh9nOqF9lEdOzY8cqVKxkZGSkpKfr6+qampiLpg3oh9I2r0bdpBFGIDY85jI6OvnHjhp2d3dSpU3v27GlhYREeHl7brB3EHAp4/fp1VFTUnTt31q9fb2pq6u3tnZeXFxsbq6GhoaenJ7z2fFJS0o0bN6ytrYVPPCAgQEdHRziSDWIOKYCYQwp+nphDYVrPGvPiILehEG4/W9Nq9NxXR5f8E2M5ZCT9Yzq3LsVjdFy+dETTC2tT0fC+V1paWlJSkrS09PPnz8kjPj4+o0ePfvPmjXBPot30vSoqKjZu3Dhu3Ljnz5+/ffv2yZMndnZ2x44dW7ZsGZPJLCoqysvLE3TI8vLy6HT68uXLFy5cKHzigwcPtrKyevz48ejRoxH0vaDvVQvoe1HQ+leKakV9L4RQHUOIvPRnl87fGcJnxz95XFPXP6Sd2q6AKSgoNHzeKy8v7/HjxydPnhQcHDt2rK+v79WrV5ctW0YeaeXqFRAQEBwc3Lt3byUlJVtbW5GqWVFRISsrKzi4ffv2KVOmmJqa2tvbI4SKiorGjh3r5OQUEBCAEFJUVBS0OIKojU+fPhkZGYlkamxsnJOTg0C9QL1qAepFAajXd1Cr6KXGXiooL/A6ez41q25SjrWEn42Avr5+p06d9PT0Ghi14ePjUzto1cbGJikpifzcmtWrqqpqzJgxa9as6d+/v4SExJYtW2xtbXNzc8lcjhw5YmBgoKmpqaSk5OLikpmZWVhYOGzYMAMDA4HYqKioHDp06MSJE+TXgQMHXr16FQmp18uXLxkMRu0XU1JTU3V1dVuzerFYrBkzZpiZmR0/fjwmJgZjDOolAqgXddagXq2E2qVPl5KVk5USuf1w6buQ+/eDEz+xm8mvJkBNTS01NbXhVVNOTu7jx48iv3748EFFRQW1bvVCCHl4eMjLy/v4+JiZmQ0ePPjRo0fOzs4LFixACP3+++/e3t737t0rLy/Pzc21srKaOXNmTk7OqVOnRLK2tLRMT0/n8/kIoZ07d3p4eNy5c6e4uFheXv7ixYsTJkxYu3bt3r17P3z4IPiLv79/QkKCg4NDq1Wv8PDwPn36WFlZ+fj4ODg4JCcn9+nT59WrV+ISBPWisAT1ojAD9WoOxE2OcTJ81wy3sHR9WIP5BfcWdZQiECJo6vY7wuqZEm+1UCwlJUB4SjYiIsLAwEB4UrqoqMjAwCAiIqL1R20YGRm9ffs2JCTE2dnZ2tp60qRJjx49UlFRuXTpkqysbP/+/bt27dq/f/8FCxa8fPkyPDx87969qqqqIkEHubm56urqgq9JSUkBAQGWlpZMJtPJySkyMhJj/Ndff2lqaq5YsWL37t0TJ07U09N78eJFa47a6Nev37Vr14SjNq5evWpnZ1enMURtUABRGxS076gNEVowiEPcWojvL49TkzF22nQ3ncdLP+QgLT/AIzgl6thYHaURZ5rXw0ajXgGrXTXXr19vYmJy/PjxwMDA48ePm5iYrFu3rvWrF5/PP3z4sKenZ79+/W7cuBEZGXn+/HkTExM5OTkVFRVNTU1SgVRUVFxdXYOCgjw8PAYMGGBvb3/ixAnhdNzc3BYsWEB+pljnMDk5ed++fatXrz579mxxcXFrVq+Kigp5efmMjAzhmEMOhyMrK1u7VEG9KAD1ouCnUi/cGgWs5u4sNeWJ10swxvwPZxxllcZfLeJjXH1vDlNjdrM62HhQC5i4qhkUFDR79uwBAwbMnj07MDCwTahXRkbG0aNHu3XrJnxj+Pr6IoTmzZsnKytL+s9isQIDA6OiophMprW1dUJCgp6e3uzZs728vM6dOzd48OBu3bqRUtRuVuktLCw8cOBA7Yh5ZWXlwsJC4SOgXhSAelHws6kXbl1h9F8GFvmYIScniRCqCH0ajntutVckECIYDBq7ojlHOJsHikFte3t7MioPtfp5LyQUMX/u3DmR49u3b1dVVSW39JSUlKyqqqquro6IiKDRaOTMhLm5eXx8vLu7+7JlywoKChQUFPh8/tGjR2fPnl1TU9M+VooqLy9XVlYuKSkRHvGPiYlRVlYmpzZJYN6LwhLmvSjMfs55r27dulEbNB3i1kLsbm/L8Tu0/0HIrW177lT2GjVcm8YrfXvp5L0i087N62GT0y5XijI2NpaRkbGystqwYcP27dv79++flpbWq1evmpoaa2vrxYsXv3v3TkdHp6ys7Pbt20lJSeQa80VFRVeuXNmyZUt1dXVhYeGbN280NTWTkpLah3qREfNcLnf69Onx8fHk8bdv386YMWPDhg0CS1AvCktQLwqzn1O9cnNz+/TpQ23ThIjrmlVGHxzeQYJAiFDotuZJCZ/7Zqu1BCFlPMu7/p5s66TOIcT2ur+Xu7v78uXLnz9/vm3btg0bNvj6+v75558GBgZz585ds2ZNZGTkpEmT5OXlGQxGr169Jk2a5OHh4enpOXToUOENh3Jzc5OTk83MzJKSkiiyFjdyWFRUFBcXJzz+0ErW2jh58qSmpmaXLl26dOmiqakpXCtg5JACGDmkoOlGDqurq3fs2NG5c2dZWVkrK6tDhw6JFGxLjRziL5MLffv2bWVzYBhjjPmV+YmRkYkfqjHGmP8xwsczIKGonsvYiqktYO1VvTDGOTk5mpqaPj6fdx/l8XgbNmyg0+n+/v6BgYEBAQEYYy8vL21t7atXr8rLy6urq0+cOFFTU1NHR2f06NGFhYWCea/Jkyf/73//O3DggKenZ+1CqFO9WCyWk5OTsrKylZWVoqLi1KlT379/30rUS+D2mzdv3r59K9wWgHpRAOpFQdOpF5fLHTRo0Lhx42JjYysqKsLDw4cMGTJu3DiBZYurF5fLbX1BHELwa0ry0nJK6jnrNoCIgLVj9SJ5+fKllZWVpaXlqFGjjIyMfvnll2vXrgUFBS1evFhFRUVJSUlRUdHKykpLS6tTp06kPwMHDrx//76rq+upU6fIqhkZGamgoGBhYbFixYrx48draWldvXpVkAWpXiwW68mTJ1FRUeS5l5aWGhkZ7dmzh2zCKisr165d6+bmlpCQ0ErUq05AvSgA9aKgSaM2PD097ezsRJ69LCwsnjx5gluHeuHWGMSBEMLFr07+b8XOG68yS2okJ3gVHiyZN+GJzZ7Dbv1VqcZO2wbtct5LZFC7d+/e0dHRcXFx2dnZHTt2NDAwyMjIUFVVHTZsWMeOHdlstpqamqmp6R9//LF9+3bSH3t7e19f33Xr1kVERMjKylZXV48ePZogiPv37+vq6iKE3rx5M2TIkC5dunTt2pXD4bx79+7JkydbtmwxMTFJTk4uLy83NjY2NDS0sbH53//+R7ohIyOzZs2aN2/eJCcni9vNWVA4sFKUOGDei8KsLc57sdnsCxcuvHr1SlJS0sHBYfz48aTnIk1EYGDgxIkThU9KQkJi/PjxgYGBNjY2LTXv1cAtAJsBcfWMn3Fu+gjXMOPZG8/ZZ+9bkoMIFdtfTQ8uHzlFJvrhYtHl79oWP4N6kdDp9B49evTo0YOsmuT+XmPGjBG2SUtL69q1K/l5xYoVJ06cSEtLO3TokKqq6vPnz8vLy5csWUKqF0LI0tLS1dX13Llzu3fvZrFYfn5+r1+/PnLkyPLly93d3dXU1FasWFFdXV1ZWZmfn0/uXURGbURGRhYWFpIr/IorHFAvcYB6UZi1RfVKT08fPnx4586dHR0da2pqDhw4cPjw4bt378rKyoo0ERwOR6RuREVFxcTEmJmZZWZmmpiY/MzqhZC4IA5unHt3afMVgaUY83OPDVaa6FWNMea+O2Av12VDs3QNGx9yCLHdjxzWhhwWEN4JRRhzc/O4uDjyc25ubmJi4ooVK+h0uoSEhLa29ogRI0TSv3379syZM1+/fu3j46OiovL+/XsdHZ2wsDDy17NnzxobGw8ePHjx4sVYKGpj3bp1Hh4e4jyEkUMKYOSQgjY6cvjrr7/u27dP8JXP55PRVbWbiOPHj48fP578XFVVNXXqVGNj48mTJ798+XLIkCEuLi4URdTUI4cCWt8QIpeVmqHiMLKPAkL4v6N03a6WyjmsxldRbtzlzZdiOeINJLpN95jWlerBrn4IgjA0NPxJ+l4ChPtedRo4Ozvv3bv3woUL5INVfn5+RkaGgoJC//79w8PD79+/b2ZmNnfu3BUrVpBPgiwWa+rUqadOnYqNjaXRaJaWljIyMra2tmRq/fv3r6qqKiwsfPjwoSBiHmN88+bNbdu2ffr0SV1dvXbhtIO+V25u7o0bN/Lz80ePHq2hoQF9r9pA34s8UlBQEBkZ6e/vL7AhCGLjxo1RUVG1m4jp06fv27fPw8Nj7dq169evr66udnV17d27t4WFha+v76xZs9atW3fgwIHa+eJ23/ciqVvXOBHrzGV6esRWf90DS9nTV8b0f40vo9xkz5UjzRQIREip6pvWgYWrfz09HIwxDgkJsRFPv379goKCoO8lQllZmZ2d3ZEjR8LCwsjQQQUFBSMjIwMDAw0NDWVlZV9f39GjRw8fPpzP5xcWFvr7++/fv5/D4QQGBvbt2/fChQuSkpLPnz8nU3v58qW1tbWDg8OUKVPi4uI+fPjw7NkzY2NjKSkpY2NjdXV1Kyurp0+fChdOO+h7Xbx4kclkurm5vXz58uTJk0wm8/r16xQJQt+Lgvbd98IYJyQkmJubCx/hcrkpKSmrV6+u81yys7MnTpwoLy9Pp9OdnJzCw8MF90teXp6Kikpth5ut70XSCqMQuYkHHBSljUe5Xw8O3Gav6Hwm9e3j4/OtlWV6/BnVNJ7wi+7O0ZPquiWmnjuBgurq6lfiMTU1PXv2LHUKP5t6keTk5Dx//px8sNLS0hoxYkTPnj15PN6dO3eYTCaTyVy3bp2JicmKFSsePnw4f/786urqp0+fnjhxQllZ+datW7KyshMmTCCTmjdv3oYNGx48ePDkyZOhQ4eqqKjo6OiYmpoK3iTz8/PT1tYOCQnB4tUrKirqwoULd+7cEUTnt2b1SkpKYjKZSUlJgpHDN2/eaGhopKen12kP6kVBu1cvjHFJSYmioqKgMpNNxJs3b4yNjSlSy87OHjNmTHx8vEgToa6u/vHjR+EjzaxeuFUKGMa8/KD9063VGYLOJyFjMHTtrbR6QkB/gGq/WZrdfkTAqKl3MV9q9fL29h4+fLiZmdmQIUMePHjQFtWrzpszNzf31atXnTp1Mjc3P3v2bHR0tLW1tbKyMqkrPXv29Pb23rBhw6BBgx49erR69WpVVVVVVdXu3bvb2NiQQ0Y0Go3BYJw7d87FxcXS0vLFixePHz8mXzUrKytTUlJ6//69cI4XL150dHSsU73y8/MdHR07duw4Y8YMJycnJpN5/Pjx1qxeGOOtW7du2rRJZN5r2bJle/furW0M6kXBz6BeJFOmTFm2bBmXyyWbiMzMzOHDh2/bto0iwcLCwufPn4u8cFlWViYvLy+cS/OrF25RARM/zktj2rtdjEjPfBv22NfT686TiMSMxAc7xxhRLX3yY0j2WX5qm7N+y4yuUs97LVq0aMeOHYsWLbp9+/amTZukpKQOHjzYVua9Pnz4sHDhQi0tLRkZGUtLy3PnzpFbfCGE8vLyKioqXFxcrl27Rq7K0b17d3t7+169erm7uyOE9PX1CYLYsGHDhg0bfHx8OBxOaWnp8OHDExMT+Xx+UlLS8ePH6XQ6xnj27NmhoaFDhgypqKgoKSnR0tKaPXt27969Mcaenp4czn8znEOHDk1KSqpz3svFxaVbt27x8fFkDyw0NPTx48dpaWmtc96LpKioiBx6FZ73MjExyc7Orm0J817iaN/zXiIcO3YsOTm5f//+wcHBYWFhdnZ2urq6a9euFZdgaWlpfn7+jRs3Dhw4UF1dLdincNeuXU5OToJc8E8y7yVMi8hmi0DRA6Pue4WGhpqampI9APLBqqyszMrK6sGDB+Lyaj19r4KCAiMjo7Vr1+bl5XE4nBcvXvTu3dvNzQ1/ebCKiorq2rUrxnjEiBHe3t4Y44sXLw4YMIAc0OjSpUtkZGRERMT8+fOvXLly8OBBaWlpT09PbW1tDQ2N0tJSPp9vYGAwevToOXPm7N+/Py4urry8/N9//9XW1j548ODly5cNDQ1HjRpla2sr6EKxWCwvL6/aI4fx8fEGBgbCD3plZWXR0dFLliypt3BaMOYwNDT00qVLIsdr98Cg70XBz9P3EsDlcmNiYnx9fQ8fPkxuCy4OwdvKAQEBcnJydDpdQUFBUVFRTU1NQUFh+vTpz549wy3U9yLp3r17KxpC5JdnRDy6cfniNf/IXMHdxqv6lP42MuTR5Q0T/2hO/xoRcQJW77zXn3/+uWHDBvz1vNeuXbtWrVpVp33rUS+M8ebNm8mIdgHFxcWampqJiYlk1QwODu7Xrx/G2NPT09LS8uPHjzU1Nebm5nJycgcOHBg8eHBCQoKrq6uxsTGbzV60aJGpqSlBEARByMrKjhkzxsHBwdzcfN68eYGBgUFBQTU1NeXl5RoaGm/evMEYs9ls8vOUKVO2b99OFs7z588vX75c2/k7d+44OTkJvpIjhwkJCWZmZtSF07IR8/Hx8UwmMzk5WXC89hwYqBcFP6d6fesOKa9fv9bU1Dx79uypU6f69esnLS2tqqo6ZcqUI0eOmJqarly5soHqFRMT8+LFi5EjRyooKAwePPjly5fiLBu+idKuXbtai4Cx354YayT9ufNJyFkuuZMWdXi8BVOW/uWY7OQWcfTHqVPAGhK1sXr16l27dolEbRw7dmzhwoW1jVuVemGMf/nll0ePHolYnj17Njw8nKyaBQUFSkpKZLP+559/ampqLly4cMSIEVJSUh06dHj48OHs2bOZTOa9e/dyc3OVlJT69eu3fv16MzMzFRUVGRmZ8ePHu7u7nz59Ojo6eurUqRjjhw8fDhw4UJDXhQsXDAwM3N3d+/btm5WVFRQUtGvXrnfv3tX2Pzg42NbWlvwsmPciYx0pCqfZ1Cs1NfX69eteXl4ZGRn46/e9Lly4wGQyFy9efPDgwQULFjCZzGvXrgn+COpFAagXBcIrRU2ZMuXQoUMY47S0NCaTmZWVlZ+fr6ysXFxcXFpaevbs2YiIiHoLJzQ0NCgoyMfHh/wXOVLi7+9f27KB6kW2n8uXL28tc2DX1v/hW9FnzZVnUXFRgf+u0Lw1195p7XPlSX9d9r3/8NHT8MSc/CvNOsTZlDTwfS8LCwuCIETe9woJCbGyshKxbD3zXsIuiQxe5+Xl6evrp6amksdVVVWnT58+derU/Pz8LVu2BAcHKyoqBgcH79ix4/HjxwYGBidOnBg2bBiLxdq9e/e4ceMyMjJGjhxZXl6ura3t7e39+PHj3NzcXr16Xb58uXPnzgih8vJy4b21ZsyYceHChbt378bHx798+TIrK8vFxcXY2Lj2KfTq1SsnJyc4OFjwvpeMjMyBAwfGjh0rrnCaZ96LzWYvWbJkwIABN27cuH79uq2t7ZYtW4TX2pgxY0ZUVJSZmRmLxbK0tIyNjZ08eTL5X5j3ouCnmvci+e4dUiIiIhwdHRFCfn5+Y8eO1dXVZTKZXbt2jYmJKSwsNDAwuHjxYr1NBMa4qqrK2dlZSUlJQUHBxcXl8uXLK1euFLFs4LwXh8NJT09XU1N7+vQp9bk0ISKCNkdd0mb72y+yy03a1VtCou+elLa7Bv1/iPTAGh4xn5OT8/jx4+PHj5MPa3w+/8SJE3p6eiKP862t70Xyv//9b82aNYKv5A4p5ubmiYmJgoNsNnv9+vUqKiq2trbm5uaGhoZ+fn7Ca8yHhoZ26NChS5cuYWFhW7du1dfX19PTk5WVXb9+vYuLC7lpi7GxMfkIHx8fr6+vL/KQfvr06fv379f7vteDBw+cnJwiIiICAgKuXLlib28/ePDgOh/Pm7PvtWrVKmdnZ8GcwcePHx89euTl5VVvgtD3ogD6XhRkZGRERERMmDChV69eK1asyM/P79ixI3nPuru7b968mTQbMGBAZGRkRkbGtWvXpkyZwuVy//333xUrVqxatermzZvCJUY2EUOHDhW5gnw+X1VVVTgQ/zu2X29FUYhlFXQjU8MvskvXNzWSZOga6FI9pLRFvmmtjfLycj09PS8vL0NDw19//dXIyOjy5csPHjwQfpxvhX0vkhUrVly6dOnw4cMcDicvL6+4uHjDhg22trZmZmYCGwkJie3bt2dmZh4+fNjHxyc+Pt7U1FR4d8q+ffvu3bs3JSVl+fLlycnJCCE+n6+trZ2ZmTlr1qy5c+eyWKzQ0FDyEb5z587k6vXV1dXk3yMiIpSUlMi9WqgLp1+/frt27Xr27Nm+ffv8/PwWLFjw6NGj2o/nuBljDjkczpkzZ44dO0bGa3G53KKiIh0dHTc3N+oE6+x7cTgcf3//v//+29vbu6ioCDV23+v+/ftTpkw5ffp0XFxcSkoK9L1q0/r7Xq9fv87KygoMDFyzZs0///wjJSXVrVs3CwsLHx8fhJCJiUlsbCxCKDMz87ffflNWVtbT04uJidHW1ra1tT1z5oyBgYGWltaePXscHBxKSkrQlyaCyWQGBQWJnDVBEAwGg8vlkl8b3vdq4Aa2TY6IoE2UkZ3s/d8DY/WtqQoy5DIcbR5BD+y731ZOS0sLCAhITU0VeRhsnX0vAcnJySNHjty0aZOPj4++vv7WrVsp+gTidqfEGM+cOXPOnDkXL16MiorCGBcUFMTHx1taWtbuVxUWFrq4uGhrazs5OQ0aNMjLy4t8c5ma2u97ZWZmHj9+fPPmzZcvXxYcb+aojezs7A4dOpCfhee9ZGVlKV5Nq7PvFRkZaW5u7uDgsHz5cmdnZy0tLS8vr0bse/3++++WlpZBQUGxsbFXrlzp3Lnz8uXLxRlD34uClp33evHihchKLidPnrSzs9PS0tq7d292drauru6WLVvOnTsXEBDA5/NDQkI0NDQcHR3JWDMSPp+/aNGihQsXCsccWllZPX78WDjlqKgofX19soS/o+9F0opeZG73AvZzrrWRm5ubkpKSmZlJbUahXhjj5ORkMg6Kx+MVFBS8efNm0qRJy5YtE5cai8W6e/dubGwsGfVATW31Onr0KJPJnD9/vru7u7Ozs4GBQUhISPPHHJaWliooKLDZbGH1KikpkZOTE9cO1qle5eXlurq65IsKJHFxcZcuXXr9+nW9HjZEvUJCQjp27MhisQQjh6WlpSYmJi9evKhtDOpFQcuqV3x8vLW1tUia1dXVMjIyiYmJEydOJKevjhw5cvLkyUWLFg0ZMkRPT+/27dsKCgoiT1T5+fm9e/cWjpi/deuWgYGBYC23Fy9edOzY8eLFi/gH1AuDgDUP8vLyFy9e/DnV67urpgixsbEDBw6cNm1aQECApaXlrl27KJq2b13nMCws7MqVKy9evCBfrtLT0xNWPn9/f11d3bS0tOaPmP/1119PnTolvNaGh4fHlClT6jQWN+91/fr1kSNHCr6S815+fn7iXsYQ0MB5r40bN969e1dk3mvLli0bN24UsQT1oqDFYw7z8vLU1NRq/6qkpEReMj6fn5aWlp6e/uTJkxMnTvj7+5eXl2dlZenq6or8pbKyMjAwUGShqbt375qbm6upqWloaBgbG3t6euIfbiJa02r0uMr7N2UZwTApn1PDQVOVZaYLDKTHVxVdbqbxzUaFyWR26dLlJ1ljXkDjDmp37dr1xo0bHz58kJWVff36NYWlyBrzNTU1z549e/funZGR0cCBA4XLoby8nMVibd68OTMzk4wu4XA4nTp1cnNz09fXF5gNGzZs586d5ENlM6+18c8//7x79+7Zs2daWlo8Hs/Lyys8PPzZs2e1LSliDtPT0y0sLMjPgnkvsnWjyLrhMYfW1tZKSkoiMYeqqqoi6cO8F4VZa4g5lJaWlpCQSEpKEp6lfvv2rYKCgrKyMsaYLBw9PT0DA4NBgwaRBnQ6vbS0tKSkRFDnq6qq0tLS9u/ff+vWLeGMRo4cOXLkyIKCAj6fT8bQtr15LyFEq+b4dRvMKLY1QQhJWDadN02KsbFxXl6ejY0NtRmoV51UVFScPHmSw+HY2dllZmZOnDiRIkER9QoJCZk5c6aenl6XLl1u3ry5ZMmSs2fPkvdeeXl5Zmbm8uXLly1bNm7cOPLv3t7e06ZNGz9+vCBBjHF2draamlpYWFifPn3qzDQ3N/fgwYP5+fmLFy/OyckxNTVFCNXU1IiLX2/47pQEQVhZWUVFRfn6+jIYDDs7u9OnT9e+mtQR8+rq6qTkC0dt3L59m6Ld/6aIeSaTefr0aTs7O+GfwsPDhY+AelGYtQb1IivVqlWrZs+eff36dT09PYRQRkbGnDlzVq9ejcWvFCUtLT1u3Lg//vjjyJEjdDqdbCKuX7/esWPHOnMU3OltWr0Q+pmWklJSUqJezBfDyKEYEhISDAwM9u7dGxkZefny5V9//dXW1lbcGJTIyOGHDx80NTXv378vMHjw4AGTyczJySFHdjzjggAAIABJREFUDi9cuDBz5kyRRExNTSdNmkR+Fsx7TZo06cSJE0uXLjUxMVFVVXVwcBCs5vX06VMmk7l79+7Y2NiHDx8OGzZMR0dHW1tbSkpKS0tr7dq1IqNMzb87ZW5urrq6emJioiBqo7S0tHPnzuIWJPvWiPnCwsIOHToIL2p14cKFDh06CC4TjBxS0OIjh8JNBJ/P/+uvv9TV1e3t7e3s7NTV1Xfv3k3KIUUTUVxcPHTo0K5du+7ZsyciIoJ8BKRueRqriWhFc2DtmHpXowf1Ekf//v1v3bpF7q1MHlm0aFGd4Ru1572OHDkya9Ys8vP169e7dOkiKysrISHx22+/vX79uqKiwtXV9e+//xZJZ9myZcrKyuRAB6le4eHh6urqurq65Ma1BQUFt27dMjExOXToEI/HMzIyevbsGTnvxePxfvnlFyMjI3INrYyMjBkzZvTt21fQIrfU3sqXL1++dOnS7du3b9y4sW/fPkNDw5UrV9Zp+X3ve8XGxtrY2FhYWDg7O3fp0qVnz56CZgXUi4LmVK+ysjLhqdna6iX8U1BQ0PPnz0tKShq+zmFgYOCrV6/OnTtHEffL5XJzcnJycnIaq4kAAWsOqAUM1Esc79+/nzVrlrB6YYzT09N1dHRELOuM2li5ciW5e/qePXssLS2fP3/O5XIvXboUEhIycODAhISETZs2bdq0SSSpTZs2DRgwQFdX9+7du0FBQUuXLtXU1Bw9erTwS9mkG6qqqiEhIY6OjoKojTt37tja2kZFRVlaWpJmfD5/4MCB5PJOAvWKjIw8evTo0aNHIyMja591o6sXGbWRkJCwYcOG8ePHr1ixQlwT8yNvK/N4vKioKB8fn+joaMFxUC8Kmk29Hj9+3KNHDwUFBSUlpc6dO9+6dYtCvYRpxFV6CwsLFy9eLC8vv23bNi8vL1dXV+rbv4FNBAhYc0AhYKBeFLx+/frJkycihcNmsyUkJISPiIs53LZt2+rVq8vLy5WVlck4/rKysoiIiP379+/fv9/FxSUsLMzQ0FD4sbS4uNjQ0DAiIiIuLu7Ro0eLFi1yd3f/+PFjt27daovNwIEDT506FRoaKkhh3bp127Zty8nJEZbYgwcP/v7776R6VVRUTJ06lVwmf8SIEfr6+i4uLsKNbBOpF6y1USc/g3rdu3dPV1fXz8+PPMenT59Onz49JiamOdWLw+HY2Ni4urqmp6enpqYWFRX9/vvv3bt3F9fuNbyJGDVqVGtZieMnBKI2KCgsLKTT6UuXLhXe0AshRG4gK/gqErUhzJgxY65cufLs2TMzMzM9PT0yamP9+vUDBgxwdnZ+8eKFra3tpEmTevXqdfr06eDg4NOnT/fs2XPKlCmampp0Ov3o0aMXL148cuRIly5d8vLyak+bm5iY9OzZ89ChQ4LoAIwxjUaLjIwUjuOi0Wg2NjZk1MbGjRvj4+MrKiqqqqoIgqiuro6IiFizZg1pyeVyhdc5pADWOaQAojaE2bhx46lTp0aMGEGeo7W19Zo1a1auXEldOLhR9/e6efOmkpLSunXruFyuoaGhsrLy33//zWQyvby8QkNDDxw4cPjw4aioKNK44U1EQUHB6NGjqW2akBaRzRahzh4Y9L0oKCgoIEcOp02bNn/+fMHjZ1FRkYODw/79+8mv9b7vtWvXLg0NDQMDg4CAgMjIyCFDhnh4eGCMWSyWvr4+afPkyZPp06fb2dnNmDHj6dOnmZmZZOTIoUOHyKuTmpqqpaVF7vwi4NOnT0FBQenp6ePGjVu0aBHZE7p582bPnj3NzMxu3LghsDxw4AC5AD+Px5OTk+vSpYtgu5Pi4mJy9X0ejwd9Lwqg70UBRRPBZrPJVybIr4KRQy0trdzcXHEJNvr+XqtXr757965IE7Fr1y4jIyNzc3M3NzdXV1cjI6Np06aVl5c3vIlISkoaPHhwaxlCnKurTo3OqJMt4uiPU1vAQL0oEKgXxrikpGTs2LGmpqaLFi2aNWuWtrb2ypUryTaigW8rh4SEDBo0KDQ0dOvWrREREeTBw4cPT54sujuPIGpj1apV69evF/7p5cuXNBrt2LFj5NeMjIwXL16QOlpcXDxp0iRyMNDR0VFCQqJv376kDhUUFJw/f97Pz49sTwsKCuh0emBgoHDKhYWFBEGwWCxQL3H8uHoVFRUFBQWFh4eTC0b8JOqFMeZwOJKSkmQiwvNeGhoa79+/r/MvTbE7pbe3d3BwsEgTYWtra2lpKbj6VVVVs2bNevHiRcPVq6amphXNgT06fZzk2I6ZXeVpckaDZv7Pfc+BfVvXzhvWUVGyw/CtD+tfFqh1IiJgoF4UCKuXgIiIiGPHjp07dy4lJYU88k1rbbx69WrixImvXr0iPTlz5gyTyST3vRQgvFJUv379goODRdL55ZdfDA0NmUzm8OHDAwMDz5w5I+xkfHz8v//+6+fnl5aW5ubmpqCgICcnt3z5cl9f34MHD5ItCDkWKtIQl5WVMZnMuLg4UK86+UH14nK5GzduVFNTs7e379Wrl5aW1unTp38S9SLp27fvjRs3hNUrKCioY8eOdRo30d7KkZGRAwcOFC6fyspKOp0u/OoFm81++/ZtnTsdiiBQL9wagzj4Rb4zdZlDD70Rroc1ySectDtM92kWxxofYQED9aKgTvXCGOOYGLx2LR4zBtvbY0tLrK/PNjGpsbXFzs54wYI4V9cxPXrIyMgwmcxp06YJr7tIvu9VXl5+7tw5Y2NjZWVlOTm5IUOGiFR6kXUO7ezsRPpJGONx48Z5enrm5OTExMScO3duyZIl+/btq7NhDQsL09LSOnfuXFRU1K1bt8aMGdOtW7fCwkKMsbS0tKurq7Dxtm3bfH19hXdVFkf7Vq+ysrLaFenH+15//PHH0KFDBb0N8jkjODj4J1EvjHFQUNDEiROjo6MLCwurq6u9vb11dXVv375d27KJ1Cs1NZXD4QwePHjChAlJSUkY4+Tk5FGjRklLSwsKjc1mJyYmvnnzRlpamropE1Yv3BoFrMZ/LlN95h3RiljtP1dTY06TO9U0CAQM1IuCOtQrLQ1v24a7dMGGhnj9euzjgwMDedHRGUFB+c+e4aAgfPPm04kTbysq1qio8M3MKmfN8pk8uTuTyWKxcF2r9BYVFdUu/Nqr9K5Zs8bNzU3YprCwUENDIz09/dWrV7/99tvatWv/+eefxYsXM5lMHx/R5yoLC4vAwEDh972WLl1Krs7u4uLCZDJHjhx56tSp06dPT5ky5d69e7XXDKxNe1UvHo93/PhxAwMDeXl5OTm5MWPGCLT8x9WrqqpKSUlJoF7kyOGrV6+sra2pE2w36oUxLikpef369axZs8gSrvPhDDelepF3QWVlpYeHh4GBAYPBMDAwWLdunby8PHnJysvLX7x4MWfOHDMzM4IgbGxsXr58WWeCIuqFW6WA3Z/HlBtyPPvrGsHPOTlMXnN+M7jVFJACBupFwVfqlZeHDx3CfftiJhMvXYqDg/EXz0VGDisqKlRVVVksFubzcXQ0PngQjx1bISeXr6jInjkz89SpivpuszrXmM/Pz9fT09uyZcunT594PF5YWJitre2OHTvi4uJmzJghPHkQHR2toaEh3MimpqZu2LBB5G3llJQUQ0NDjHFeXp6pqWm/fv0cHR1dXFweP37s5uYm7nYV0F7VC2O8Zs2avn37km1QVVXV33//raWlxWKxGiVqIzEx0czMjPwsmPeqqamRlJSkuBfamXoJmggulytuwLap1UsYgQ+jR4/ev3YtJyQk0cPjqaNj5axZbwwN/3Bx8fLy0tTUfPv2rcgfa6sXbo0Cxi+6O0ePoeaw/m5KOVmY/PLUuxsGqkvoz/NrRvcaE3l5+bt374J6iaOgoCDx7Vv28+fY3R337YtVVPCMGdjfH399v9We9woODu7Tp49IaokJCauGD89ft47XsyfW1MS//47rUojnz5//9ddf/v7+ERERZOGwWKyrV69euHAhPj4+Jydn5syZKioqMjIy5ubm165dS0hIOHTo0O7du0XSmTZt2pkzZwRfo6Oj/fz8RAqnpKREUVGR/FxRUbFjx47x48c/evTo/Pnz9V7rdqxe79+/V1VVJQdXBbi7u7u5uTVKzGFWVpaWlhb+Omrj48eP5NK0ddJe1YuCJlcvPh/n5OCQEPzvv/ivv/CiRdjREXfuzJeWLpKQKDUzizA0jPzll4MdO64wMyv88AFjvHfvXsEaOiR1qhduXavRkxDKI/Zd3sRy2THK/IBqBwMt2ar8zOwCntYvm6/tdWzWMP/Gw8rKSlNTsxGX4Gwn73sVFaHw8KqgIMkXL8zi4pCuLho2DG3bhvr3R7Veb6rzfS8ul1u7SOkMhvOGDfLW1rQdO1BKCrp6Fc2ciTBGU6eiadOQsXFVVdX06dMTExN37txJp9OXLVsmIyNj9X/2rjOuiaQPT0INvYUQepHeBOkKooKFsyCiZ8GO4lnBQ1ERxXaevZ3lbGfDU2xIsaI0lQ4iHaRD6L2FtHk/7LlvDMniKSh6eX58ILv/zEx2Z+fZ+VdT0zt37jg7OwsLC2/fvt3Z2fnPP/+8cuUKjUZDnnAymfzq1Sv2PL8INDU1KRQK8n99fT2BQFizZk1OTg57QFVGRgYaGSYmJrZp0yYk3svFxQXjGoIfPd4rPT3d1tZWVlaWXWzatGn19fWDEu+lqqoqLy//6NEjIyMjNN7r0qVLkydP5ir/Xcd7cYAjSy8vwEGM96JSQVUVqKxsz84WLStTam/HVVWBykpQVQXk5ICGxj9/pqZg6lSgqclQUamvr4+Li/vtt9/c9PWdVqxYN2cOcj1dXFyuX7+ONtzS0tLU1DRgvOxXBs+gRZyM046XRQtehj1NLSyr75NU1tKzmTzDSRPrPgxvdHd35+XlWVlZYcj8+OzFYoGKCpCXB3JyQFYWSE8HdXV0M7NeQ0OpVauAkxPg/cN5RSubmZllZ2c3NTUpKCggR7q6ujo6Ou7fv/9PKnRdXbBjB9ixA6Smghs3gIMDGDHikZiYrJRUVFQUhFBDQ2PChAlOTk6hoaH5+fnIYtrb27t8+fJff/31zJkzKHtJS0urqqr2L0GCVJ0GH3LMjxgxwtHRce3atWfOnEFuUHV1ta+v78aNGxF5frQyR1/sHxkMhqCgYEpKCi+OQfGJ0cpnz55FQhRIJFJdXd2NGzfu37//6tWr/pJ89mI/xWKxrl27dv/+/bq6On19fV9fX3FxcRUVFUlxcUChgIoKUF0NqqtBRQWoqkJ4C7S1AVVVmpISnkSSMjHBmZsDdXWgrg40NPq/jyJLhIKCgrq6up6e3pkzZ9jP9vT0oFw1PNkLgE8IZGb1tdeW1rQPsK/9DjBgMt8fT3PYXFEBMzLgrVswOBjOmwctLaGYGNTQgJMmQX9/ePUqzM1tbmzk7nP4MbA95rds2TJmzBjE8t/R0ZGZmens7MxTq0Cnw8jIMFFRhqRk95QprLAw2NcHIUScCNjdPZqbm6WlpRENFZopKiMjg0wml5SUoGKxsbEkEqmlpYU9S29nZ6eXl5eqqurcuXOnT59OJBJRxSM/WpkdDQ0NcnJyaNlDxO5169atNWvWYDf4r6KV8/Pzvb29zc3Nra2tN2/ezKGxRMDXHLKD3tu7cNy41RYWKQEBFRs35rm5NU6Y0KCnB9XUoLAwVFaGtrZw1izo6wuPHYN378LkZEihwM8yLrS0tMjJyXFUbF+3bl1AQADkrTlEMfxsYBBCVmvqueWjNWVE8DggOvtOT83F+fbzj7xq/gpMxuhta2ruog9yT9gE9t2zF4sFS0thVBQ8dIjp7d1tY8MkkyGBAM3MoKcn3LYNXrsGU1Lgx6sDT4/5jzFgvBeTyTxx4oSCgoK7u3tcXNz8+fNTUlIwGqRSqYcOHap494514QJ0coJEImvlSlcBgRFaWqWlpeySLi4uOTk5HLWVL1y4oKiouGLFir17986ZM0dFReXFixdcc8wXFBT8/fff4eHhqC2Hz179ERgYaG1tnZqaiixq9+/fJ5PJHMsZB/6zuTbKyso2btw4cuRITU3NmTNncs0E/ensVZGbS3nxgvX8Obx6Fe7bB9euhdOnQ2trSCYzBQUbRURYtrbQw4O+enX9pk0NJ078JC1dl5wMeQ+1/xLR3d3df8Xobxo/evSorq7uw4cPEbpav369trZ2U1PTgOwFhyWBMcsvTSUKEW1XHr553XeU5Ow7vT3vLi80kZR2PVPK4ytfCEZjZuj+FS7GyrIEARwAACcgKkM2Gr98/523zQNM1U8DBoF9OntlZmYmJSX9/PPPU6dOvXTpEq+naMjZi8GAxcUwLAzu3w8XLoSjRkFxcWRrxVy/vj44uP3ePVhRATF7Hyz2QtHZ2ZmTkzMgNyA+hxcvXvx/m+Xl8NChDAGBOhyOtnYtfPsWOdzd3R0XF8eVG6qrqw8fPjxnzhxvb++EhIRvVSHlB2AvpNPLly9bWVk9fPjQ19fX09OT4zWCA/9Z9iouLtbQ0PD19c3MzCwrK7t48SKZTA4NDWWX5GSvrq7ujIzrK1YcHjXqkqlpipMTfe5cOHYsNDBgiYmxxMSggQEcPx4uXAi3boUnT8KwMJicDGtq5syadfPmTfix18bcuXPZ4445wL5EsFisS5cu6ejoiImJiYuLT58+HQ2NQNgrNjbWz8/P29v79OnTyGifPHkyduxYOTk5XV1dPz+/lpaWT2EvOBydOJi5V09Fy695+vyYk0TtuUv4GoAjmC7962H7OLM/LoFf9g66IrMh4pcxc640a42bsSjAR5MkJy1M72hprMqJjzzuZX9l2d1Xp90UsCxIX4BPV2qHhoYqKyuXl5dv3Lixrq7u+PHjt27dioqK4lCaw0G3e9HpjUlJuHfvtJqb8fn5oKAAFBYCMhkYGQEjIzB+PFi3DhgYAElJ1O4l9QlZehsbG7W0tAZMYcwrSy8Hurq6qqurtbS0xMTEMMQghNXV1UwmMzs7OzEx8fz583g8HmhoAH//Jdevkzo6nsnKAnd3ICXFmD+/dOTIiOjoQ4cO9W/n8ePHhw4dsra2FhUVjY6O7unpMTU1HbC2Mt/uxRU4HG7hwoWOjo4EAmHatGnYk/a/nKU3ODh4wYIFO3fuLCoq6u7uXrRo0ahRo+ZPmjRTT0+wqQlQKNSKCkZxsS6VKlBXB+rrQXU1i8WqZzBs5OTE9fR6yeS02tpbL18GnDrFUFBgksmqBgaAx8Vp7+qSk5Pj8NqQk5Nrb2/nKs9hGt+xY8ezZ89CQ0MtLS17e3svXLjg5OT0+vVrNTW10tLSe/fu3bt3z8vLS1JSMjo6+tChQ1FRUZMmTZo0aRLa4CfavZhM5rRp07Cv89CBx5xmlL2vkB37k50kAGzmXQFVMxOZmrLBHwUz/0LwtT73K2nX5mt9PJE27dr1dN14j50X1k3aaoi1Ov0DRNfE9ZSgoKCAgACDwQAA4HA45DYjU5NAICgoKCDF49FFkMVisVgs5H8cDkehUMhksrKysoODA3J88uTJHh4ef/3118qVK1F5CCHiDqeuro48txztoO0jixqJRBITE2MymR/129qKe/sWl5mJy8zEvXsH37+XUVISMDMDhobMKVPAxo3AwEDggxsS2j69t7eqqgr12uDVL4vFQt6t1NXV2Vf8/vIIe4mIiCgqKnJcNw75np4eCoWirq4uJiaG0S+TyaytrWUymWpqanv27HF3d7e3t586dWpmZmZmZiadTm8XFJz+9u2C/fs1Kip03rzR2rlz18iRrPPnoYeHwAcPERaL9eLFi5MnT8bHx+vo6DQ1NXV0dNy6devAgQNPnz7l2i+LxWIwGJWVldLS0ih78RpnS0tLQ0MDcnE47wubPA6HQ9iLTCYjF4fX9UEuDspevPplMpkUCoVOp6uqqrLP4f7yCHspKipKSEhg35fm5uaOjg6EvTDuC41Gq6qqkpSUJBKJKNlwlUfYS01NTVBQEON5QZgYYS8IIZPJ5HV9ent7kcI3KHvxGmdNTQ2VSlVTU0OeMl73Bdn2EYlEGRkZ7PvS0tLS1taGshdHOzU1NVlZWQQCYaS+fndpqXRHhyydrhoRMUZX95aMjJqgoDyT2USjmQKQBADDw0NQS4uuoNAjJiZhZASUlZmqqkBREaiqTps3b9KkSRs2bEDa1wSAcvLkK0FBqxEjkBdcXr/X0NCwpKREQ0NDSUkJfSlMSUnx9PTs/7sQ9kKuNoPBaG1tPX36dFFRkYKCAovFEhISWr16dW9v7/nz55ctW5aampqRkZGcnIw0smTJkpCQkMWLF6empqLXoa2tDVkiUPbiOk5k/cR+lRlS8CAwAWVVUtvzxII+FzM28mVWZrxtIY4e/FEw3heUSrns89Tq/xqEJ01Y5q55K6+YAQYksJiYmP4O1ih0dHRUVVUTExMBADgcztraWlBQsLy8vK+vj0KhlJSUoMeR925ER4x8V1hYWERE5M6dOydPnszPz0ePb9y4ESUwRF5CQgJCiKSa7t8O2n5vb29ZWVlXV1djYyMAQLCnxwoAocxMkJHBSEoSaGrq1tHp0tPr1teXWrSoW11dQ0+vsKjon3aoVFxWFsc48Xi8pKRkX1+fhoYG0hfXfgEABQUFDAajs7OzoaGB1+/F4XCWlpZ1dXWioqLt7e2lpaX920HlhYSExMXFEfbC7pdKpeJwuO7u7pqaGmtr6xcvXpw9e5ZCoSxfvlxISEhAQIBGo/36668xsbFLlizJtLAQW79eLilJ8e+/ZTZuZDk74+fMAdOmFdbVMRiMY8eO1dfXd3R0SEtLa2trBwYG4vH4V69eIc8VxzhbWlokJCRoNFpDQ4OMjAzGfWltbaVQKB0dHch9wbg+ZDJZVFRURUWFfT70lxcUFEQ8U7S0tDDuC4SwoKCATqd3dXXV1NRg9Gtubk6hUEgkUm1tbU5ODsZ9IRAIwsLCI0aMQPZevO4LokCj0Wh1dXXv37/n1a+1tTWVSq2trWWxWGjRDV7jlJSUlJWVRfZeBQUFvPpta2uTkJDo6upqamrC6FdERIRCobS1tSF3B6NfQUFBWVlZRUVFOTk57PsiKioqLCzc1dWloaICGhtBfX1NSkpvRYVwU5NQS4tAU1NDaqoFHi9HpYri8ZLy8n1ycm2ysl5mZjH5+W4BASQLi/KennI8/q2wMFNQUEJCwtTUtLGxUUNDo6S8/J9+W1pAS0t+fv6DBw/Yx+ns7Eyn0+Xl5ZF3BV73Zd68eSIiIoimBIfDWVhYHD58GEJIIpGQRQyVb2lp6enpodFoKSkpyHEGgzFu3DjEKxht38HBASmnuX///hs3bhQXF6P96ujoMJnMkpISHR2dwsLCzs5OUVHRzs7OxsZGjPuCrJ9UKhVbUTG04KFaZBQcGyslqj1t1+1XcXsdpdwvvc99cW6FpQzBIjhj8BWZ9KTNegTL7anc7AN9xadcZfU3Jw+QbnRgcNjA/q3Xxt9//+3t7c1x6uXLl+PGjUP+/3d2r9zczsRE+OefcOlSaGgIJSWhoyPcuBHeuAHz8uAHW86gRyu3tLQMut2LI1MUV7C45dqAECKRXuxHjh49mpSUxOG1Adva4I0b0N0dSknBKVO2KyvnJSVx2L1mzpx5//79/l3z7V4Y+B4rpNTV1cXFxeXn53M8FzztXo2NMCcHvngBb9yAR49Cf3/qnDndY8YwjY17paUZeHyHhESHjg50c4NLlsBt2/62tz/h4NDz5AkjJ6c0M7OgoMDY2DgkJITFYomIiPz+++/sbcfExODx+JqaGq5eG/X19YqKiuhH1gefQ3l5ec4Z/jEQu1dCQgJS7s7d3V1DQ8PNza3/rKNQKIWFhRxZ7Z8+feri4sJ+hEajZWdn//rrrxBCBQUF1OkUxejRo5Hc2Z9o90LWT2SJGIZOHBAy6+OPLrRUEEQVtDiCxsSAsNIBjJ2fB3reUScpAflR87efvfciMT27sLgoNzM5Nvzi7uVjlIWknY/nfzF/fURgn+FzGB8fb25uzvFY7t+/f/Xq1fAT2aunB8bH04KDO8eOZUlLQz09uGQJPHcOvn0LuVHUD89era2tUlJS7Itsb29vbm6uh4cHRpfw1q1YeXmGpGTH9OnMp0/hh3XNwcEhJiaGQ5zPXhj47tirubl50aJFCgoKTk5O+vr6RkZGcXFxkEqFFRW0uLjq06e7Dh2CO3fClSvhtGnQxgaqqkJhYaigAI2N4fjxcMEC6OfXFRxce/Ag5coVdx2deePHHzl8eO/evcbGxu7u7lQqtbW1VVpauqOjg32JiI6OtrGxaWxslJaWVlFRiY+PR8ZWW1vr5uY2ZcoUpD7qvXv3Nm/eHBAQEBYWhlwBBoMhJydXVVUF2dgLqWyH8ZPZvTaoVGpKSsqDBw8KCgr6SyYnJ4eHh6urqyP19kJCQpDjTU1NsrKy6LRHloibN2+uXLkSQmhpaZmQkMDeDp1OJ5FIVVVVn8FecJgSGIQQQmYXJS/5RXjonYiXqYUNA0zfLwKrNe2vX93NFITYLZo4IQUzd/8r6a2D4VGPEtjnecwzmUwbG5ugoCDUYQkJP8rNzcVir7Y2GBEBN22CDg5QXJxpbd28eHH3jRuQRx0gFD88e0EIy8vLNTQ00I+9vb1IvJewsDD2OMPCwmLu3mUePw4tLaGGBty9O+3hQ2VlZQ764bMXBr4n9qJSYWUlfP062NT0jqMjzc8PennB8eM71dVb8XiWsDBLVbVn5Mi+KVPgL7/A4GD4558wPBwmJ8OqKvjxREJ9Dp2dnRGNHAI6ne7h4bFz58709HRLS0uOJQJJQtbR0SEhIREeHq6tra2rq2ttbS0rK3v27NmEhITKykoHB4fRo0cfOHDg999/t7Ozc3JyQm7Wli1bfvrpp7a2NoS9mpub0YKuXPHpmaISExMfPHgQHR2NfExJSTEyMkL1GUFBQdbW1mlpaUiO+bt37yopKSHOpX89qdC2AAAgAElEQVT88ceYMWNQz2cWi7V9+/ZJkyZ9HnvB4UxgH8Bqf//q8eOE/MYBftsXo6+1qigrOe7po6exyVlFVa2D2B9CYF8S70WhUKZOnaqurj5jxgxra2ttbe2nT59yYa/OThgVBf39oaUllJSErq5w924YE9PT1PSt8hwOQ/aCEFKpVGlpaYRgUPbKyclBUu7yQl1dXVFRkbu7u6OjY0hIyOszZ5JGjWrB4eptbeHFi/BD9BKfvTAwHNmrqQlmZ8NHj+ClS3DXLujj0+viQjUygkpKUFgYqqp2mpo+lZBgrVsHf/8dXrsGo6NhTs6x7du3bt36bz3mKRQKkUjkeL6ys7N1dXXfv39vZGTEsUSUlJSoqalBCG1tbe/cucNgMIqKilJSUhoaGjIzMxctWuTl5eXn54f+dhaLtXr1asTiQKPR1q9ff/78+dDQ0Llz5yopKfn5+fF6tP9VnsPIyMjHjx+zH8zNzVVSUkKmE4vFunTpkp2d3ZMnT5YuXcpeYYDJZPr6+qqoqPzyyy8BAQGjRo0aM2ZMWVnZ57EX/KYEhoM8fPYYlRGBPlsf6R5LP+nS9Xi13cw/i/sAXmHM3qgnW22w/KSHLSQlJU+ePOnk5PSFmaKKiory8/PJZLK5ubmwsPA/HvNEIi4pCcTEgJcvQVYWsLYG48eDceOAjQ0QEgLfKs8hAACA1tbWhoaGQfeYR702eAF+8JjX0NDg5Ujt6+tbVVV14cKFhoYGxJ3Pw8Nj2rRp/v7+XOWRTFFaWlp4PB6pXdnS0mJmZrZhxQqV5GTw+DF4/hxISUF7+0ZdXSFnZ9kxYwCmy/V/zWMeAMBgMMrLywclzyEC1id6zDOZvUVFDRkZJDpdtLUVVFWB2lpQXQ0oFEChAHFxQCYDVVVAJgM1tXYxsV45OUULC7yqKiCRAA535cqV2NjYK1eusDf55s0bFotlZGT0rzzmMzIyVqxYkZ6ezi7Q09NDJBI7OjoiIyOJRKKxsfGpU6cyMjJERUWbmpp0dHTOnj2blJQ0Y8aMTZs2zZw5k8lkdnV1+fr6HjlyZMKECdXV1eyPdnNzs7a2dmtrKw6Hq6ys7Onpyc7OxuFwNjY2qJsVBwbOc/gByBJhZ2dHoVA4AgA0NTXj4uKQLpAlQlJSUlFRsf9ikp+fHxsb29HRYWVlNXLkyObm5k/xmEd8tjmWCHNz8+vXr5uZmWEPeyjAY6LD+tt+S08V2fuv1RNkVYYcuFJru+vVpanZm6du2XVra9SyrzvIwYGkpKSRkdGX5znU09PT09MDAEA6vSE8XOr1a5mMDJCSAoyNwfjxYNcu4OAAPv4in714iR04cGD37t25ublxcXFZWVnx8fHLli1DMxZyAGUv5OIsWLBgwYIF/z+tqwu8vACEzJyc5ogIqexs0Zs3QW0tsLQEZmbAxASYmAAjIyAtjX6Dz14Y6M9eLBbr9u3br169YjKZdnZ2Xl5eiHc+F/ZqawOlpR/9lZWBqipBOTlVTU0BdXWEpYC1NVBVBcrKQFmZ/ZHhGu8lJibW0dHBPkIajSYuLv7w4cN/Um5yQ1hYWHR0tKGhobW1tb6+PrLcq6ioVFRUICkfUcni4mJDQ8Py8nI1NTVXV1c6nT5u3Dhzc/Po6Ojs7Oz6+vrW1lY7O7s3b97s2rXr3bt3q1atioiIuH79OoFAIBAIHI+2vLw8Ho9vb2/v6OjA4XAGBgaGhoYYV/vfspeGhkZXV1f/PNo0Gg15OrCXCBqNpquriwzp0+O9uLLXtwWPHRgtaqmyV/eZitA5UrDx8k+aG8Uuld+ZK0N7vFx9MaxvuPzVxzkImDhx4qZNm1xdXbHFBs7SW1gIoqNBdDTr5UuGiorw5Mlg/HgwdizgMfP47IUhSaVSy8vL8Xh8RkaGoKCgnZ2dqqoqV0kO9uIFzmjl5maQkQHevQN5eSA7G+TnAwIB6OgAbW2qrGyHlJSssbGQpiZQUQFkcv9sp4DPXh/Yq6WlZcqUKeLi4p6engICAg8fPqyqqnoaGckqLxepqVHo7MSVlf2frphMoK0NtLWBlhbyTy+ZXInHq2hpfXa0cn19vbGx8du3b5EZgkQrP3jwQERExM/Pr387vb29Hh4ezc3NgYGBKioqly9fjoyMjIqKMjU1BQBMnjzZ3t5+586diDCVSl2wYIGfn9+IESOUlJRGjhyprKzc09NDIBAmTJiwdu1af39/PB6/a9eu+Ph4JpOpq6uro6MjKCgYHR1dWFgYGBiYn5/PvrVqaGgwMTFJSUnB4/GDkGP+A9iXiAkTJixdutTLyws9+/r168WLFyPFl3ktEU+ePNm2bVthYSEAwM7O7siRI2JiYl/IXsNwBwZZUFBcXBgA0P0mJgVa7XGUwgGAExTE07q/6gAHD1lZWRUVFdgyPNmrsRG8eAGePwfPnwMAqI6OeSNGZNnZrd+7V+HBg3WqqusmTeIays9nLwxJhL2QHPPIppYXBmSvkpKSoqIiFRUVAoHwUa4NeXng6grY31rq6kBJSXdubvf79/KdnQIPHwIKBVRXg9paICv7jxZLWRmoqAANDaiqSsHjRTQ0lP+z7NXXB5qaQFPT5S1b1sjLL3JzAw0NgELxodHaamqkdHVZJJKgnt4/dDVr1j+M9SHqHMGg5NogkUjbt293cnLas2cPEpT26NGjBw8exMXFcW3q4MGDkpKS165da21t1dLSOnPmjIODw6JFizIzMwEAly9fdnd3f/78+aRJk3p6eh4/fnz48GFtbW0lJaXq6ur6+vrMzEz22fvrr79aWVnduXNn6dKlM2fODA4OLiwsRML7TE1NiUSikZFRSEiIu7s7AIDJZG7btu3y5ctDx14AgN9//33q1Knd3d0///yzoKDgo0eP/Pz8zp49i7FE3LhxY+fOnWfPnh0/fjyTyXz58mVzczOVSsV++obn3gsBjx0Yq/riTybbWJuv7zCKCVhyUmBXbswG9a7cK8snrylbRU0L/OrjHARISkoeO3bM29ublwAX9kpJAffugehoUFICxo5FlsIOMvnu3bskEsnGxoZIJObm5m7cuJFEIl27do2jQT57YUiysxd219jsVVVV5ePjk5OTY29vv2zZstevX7u5udnZ2fWXZLFYdDodiVbmrjmsrwcUCqipATU1oLoaVlT0FRcL1tYK1tUBWVmgrg7U1ICqKiASgaAgaGsDH54dOoPRBoC0tLSwjAzo6QHd3aCvD7S1ASoV9PaC9nZAo4HOTtDdzejuxnd04Ol0rrs9dtDFxQUEBbFITkoKCAgwGAwmkyksLMx5tUVF2ZVyEMJeGk1AVpbzJ0tJgY+vKr2jo49CEevpwTc1gaYmQKMBBQUgL5+Qn287daqwigqQlwfKylBLq1pY+EF6uvcvv2BPicHNFJWQkHD16tWFCxc+e/ZMVlZ2/fr1vGa4iYlJSEgIgUBgzxSlpaX17NkzXV1dAACLxYqMjExLS5OWlnZ1dVVUVESMC1lZWYsWLcrKymJvLT4+3tnZOScnB4/Ha2hoIBkDZGRkSkpKBAUFOzo6Jk6cmJ6e7uPjIysrGxUVtWXLFisrKy0trSFiLwR5eXlbtmxJSEhgMBjW1tZ79+61trbmtUSwWCw1NbVHjx6Zm5uDD5rD7Ozs06dPv3z5kle/n8Jew28HhlddsH/XvambpoyhA0nzTQ+XasLcfeMsduSqLQ5Z/nVH+JXAfe8VHg4IBHDyJLC1BYKCAAAIYVpMjIyMjJubGzI1jY2Nw8PDDQwMsrKykJmBgM9eGJKDxV50Ot3NzW3+/Pn379+vqqqSkZGhUqkzZsxIT09nV0Xm5eVt2rQpPj6exWJ5e3svXbrU0NCQi92LRAIkErCwAP01h7W1oLISVFYCCgU0NgIGA0hLI+4hNBqtva1NBgCh7m7Q1AQIBCAuDsTFgY4OEBEBYmJASgqIiEAJifrOTjoer2JiAkRFAY3G6yf39fVVVVUpCgtLYS9qHR0tjY1dXV0qKiq4/hcH4U4AAABMJrO+vl5MRESmPzF0dIAPeZ4AAL29vW1UqvycOXhlZaCgAIhEICUFAOjp6ZlMJHY/eICIoXavo0uWePz8M8asGPQ8h7a2toqKikQicezYsdgNImVROfIcqqqq1tfXIwSGx+OnT5/+008/caRC1dDQqKioiIyMvHfvXmVl5YgRI1auXIlkjkbYi0Ag3LlzZ+LEiZWVlfHx8ePHj5eSkkpKSpo/f352dvakSZMuXLhAJBKHbu+FwsjIKDw8HP2IvURUVFQICQmxs5empqaqqurChQshhFyHOpz3Xv8Aw0OR1VNfkJ5e0ECFEEJWY+qD0Oj81kFJDP9NgJGN/l9VSLl9+/a9e/c4Tq1ater06dPoxyGq7/X9esyzA/WYH7DrAXPMR0REODo6cnjM+/v7BwUFoTLv3r0jkUh//vlnd3d3U1NTVlbWhAkTzpw5g9Ev32O+P4hEYkVFBWTzmG9ubpaSksKYad82x3x0dDQacYwADddFj/AKqtHX15eWlj579uyLFy+OHz+urKzs5uaWmpqKLhHBwcE7d+5cuXLl+fPn0W/9/fffXl5evOp7ceBfecwPyhJRUlKCBKiwx3v19PSIiopyHS1Xj3muGDt27Ldyo8d62cERFPUtLfWJIgAAgFOwcp89wUAG6wvfJ/5tbeXbt2/3P4vH4+EHhRJ/74Uh+Xl7LyTLbX+Z/Pz8cePGceSYt7e3z83NRWXQtaavr6+xsVFfX//cuXNBQUF9fX1c++V7bXAVWLp06caNG3t7e5G9F4lE8vf3nzt3Lq+Z9m1zzNfW1oaHh/v4+CC5EwEALBZrx44dFhYW6NacVxmK6OhoAMCECRMOHDhw48aNxMREe3v7LVu2ILl9ERl5efna2tra2lr2R7K2tvbnn3/mWluZA1++9+LApywRmpqaVCo1JyeH3ecwMjLS1ta2/2g/fe/V2dk5f/58bJmhQ7/Zz0g7s/r0WxPXnwQayxlcv6G7YY3b0A/sK+Hfspeampq1tXVUVJSHhwd6lk6nP336dNmyZYDPXoPKXsrKynv27Dl+/Li4uHhbW9ukSZOOHDlCIpEqKirU1dXFxcXl5ORsbW05KqS0trayrwtv3rw5deoUu91rxIgRqqqqeXl5FhYWHP3y2YuXzO7du318fO7fvy8pKRkfHx8ZGWlgYHDjxg2uwt+QvYqKiqqrq4OCgrS0tLq7u9XV1cePH29qavrixQsZGRn07ROjiFJ4ePiKFSt+/fXXnJyclJQUMpmsoaFx5MiRly9fLly4EHm4pk6dumPHDjwej1q+29rapKWllZWVhyd7AQDwePyFCxcaGxsFBAR0dXUZDMaDBw/Wr19/584dDsl/xV41NTVPnjzhanX+Cuj3ADDLY69fiXBl0fJevuD6hio69YchsM9gLxwO98svv1hYWOzcuXPTpk0SEhLl5eXr168fNWrUqFGj+OyFIfkZe6958+YxGIzc3FwVFZW+vr59+/aZmJjgcDh1dfWqqqqff/55/fr1V69eZY+wYTAYly9f3rBhA/sIaTQaUlUEtXvh8Xi0NgQKPnthiAkJCQUHB3d0dMTGxiorK//111/29vZcJb8hezU0NFRWVhYUFCQkJCBtPnjwYMmSJWZmZsePH3d2dkbEONjr2bNnkZGRzc3NhoaGPj4+bW1t1tbWAAATExN1dXUKhaKhoaGhoSEhIWFlZbVu3TplZeXk5GQGg4HH40+cOGFmZlZeXi4pKamsrGxhYTE82QsA0NLSoqenV1xcHBAQgORMGTly5P379znu479lLw0NDaSUxzdBv2dAZOb15i6mgKiYyCdU3/qe8XnsBQCQlpZ+9epVQEAAmUwWERHB4/EbNmzw9/fnsxeG5GewV3Z2dlpaWmFhIWqEv3fvnpGR0cSJE/ft29fd3Z2VlRUaGiopKWlvb49oh8rLyw8ePEgkEj09PdEGV69e3dLSYmxsjLIXkvrL2NiYvV8+e2GIoV4bpqam2M5m31ZzSKFQDh48+OzZM/TgzJkz379/X1ZWxpW9mEzm4sWLMzMzV61aZWdnl5ycbGpqOnny5IyMjIULF3Z0dCDsRSAQMjMzAwICZGRkHj58WFtba2xs/O7dOxqNdunSpZCQkKVLl6qoqJibmw9n9kI0h3p6ej/99FNnZydSIopD7DPYC3v9HHJ8C8PbtwG7E8e/8trgZZJlMpmoyZTvtYGBz/PaOH/+PHv9muvXr0+ZMiUqKmrKlCmo18a0adP++uuv2NhYT09PU1NTNze3q1evso+npaXl3bt31tbW169fR/wdkpKSTE1Njx49yt4v32sDA1+hQgov/CuvjcLCwsuXL/v4+HCcevHixfjx45H/Obw2Ll686OTkhKbnhhDGx8eTSCQikZiQkIAuEdeuXVNXV+f6u9Ac88PQawPFZ2fp5QWO9fMb5kLkfI/zViM+pGIRnrD9bzXhK4aQUYcen7334gAej0defPh7LwzJz/aYR8tnI8jMzJwwYQKTyZSWlka9NlxcXDIyMpYsWcLVqRqxe+np6Z07d27jxo0+Pj7CwsIKCgo7d+5kz1/A33thiH1qnsNvvfdC8hxmZmYilUjZ0dDQICsrC7jZve7evbtx40Z2P3tHR0d9ff0VK1bg8fi9e/cKCAhkZ2cDACIjI/v/LghhZWXlsPXaQMArU1RhYeG2bdvi4+PpdLqVldWePXsUFRW/p70XAKC/CnFu8F5rBgAAwJbEs79dLyGO9ZzlbKIiQa3Lf3U/NKbHIWjdpG8wzMHDYLEXsoIjNU/57MULXxLv5eDgEBQU1N3djbCFkJAQlUp98uTJhg0bUK8NKpXK67c3NzdXVFT88ccf+fn5hoaGf/zxh66ubm9vLwdV8NkLQ+z7Yi8hISEk7VNxcTES6QUAYDAYZ86c8fb25uq10dTU1P++u7i4mJqaampqLl++HAmTt7Oz6z/a75q9MjIypkyZEhQU9OeffwoJCT19+hTZeDk4OGA3OKzYCwBeKkRWa/hiVcWJJ3PYtQt9RX9OJassfDCEG8KhhISExJ07d75cc0ilUoODg6WlpdXU1CwtLd+8eZOXlzdg73zNIQZ4xXutWrXK0dExLS2NwWCEhIQYGBg8fvwYjeNhMBhWVlaRkZH9G6yvr3/16tWiRYsiIiISExOPHz9OJpOvXbvGIcbXHGLgO9IcsusA//rrLyUlpYMHD8bExISEhFhZWXl4eNBoNK7xXp6enlevXmU/0t7e/ubNm+TkZOx+v3fN4cSJE69cuYL8j2gOMzIytLW1sX8OL8vL8KsH1vd4uaLC4gjOKU59vJxEXDbkgxoaWFhYZGRkfCF7QQjnz58/Y8aMmpoaZGreunWLTCZzLII0Gu3evXt79+49f/58RUUFn70wgBGtzGAwzp07p6+vLyIiYmRk9OjRowMHDqSkpHR1daWlpbm5ubm5ufUfSUtLS1pa2sqVK9lP5efnKygosI+Hz14Y+E7ZC0FeXt4vv/zi7Ow8b948pHwXrxKAT5480dHRqfxQQ669vT0jI8Pd3R17kN87e0EICQQCMp/Z7V6qqqpIrDpXYPgNDEMCe+KtKO56rvrj28iqOT9JgrTiKwxrKGBra3vz5k1smQHZKzc3V1VVlUqlsnttbNmyxd/fH5XJysrS19d3dXUNDAz09vbetWvXmzdv+OzFFQPm2kAbLCoqqqurO378uJmZmbi4uJmZ2dGjR9kXLxaLRaFQmpqa8vPz582b9+TJE45GJk2ahG7X+OyFge+avTgwYAHbkydPKioqLliw4MSJE4mJiZ6enu/fv8do8AdgLxaLhRQ95/Da0NbW5vXbsb3ehh+BsVojl6kJyo/dFlnchdwmVtf7yEBnBSF176ivOLzBBEYqKQQDsheE8Pr16wsWLODwOYyJiRk7dizyf19fn46ODsqUFAolPz9/5MiRz549w+iaz14YGLC2cldX15YtWyQlJZcsWRITE7N+/Xpzc/OUlBQOsfnz54eEhEA+e2HiP8VeCKqrqyMiIjIyMmJiYn74vRcCGxubqKgodvYqLCxUVFTkOowBfba/IYHxsKPiZNyO3AgyKz4yzYBI1DA0MdRUVNSfdrjYfEfI4Slf10j3lQAH8tpAICAgIC8vz+G1QaPRUOt6QkICiUSaN28e+GCS1dXVXbduHUclWXbwvTYwxDjre3GDp6dnRUVFdnZ2QECAhYWFrKxsSUlJfHw8uwyLxUpNTTU0NOR7bWCIfXdeGxhiGLk2OCApKTlixAh5efnk5GQfH589e/YUFBT0F4Pfs9cGB3bv3t3T09PS0oIsEW/fvvX09NyxY0f/YQw7r42PwePxoLXVdmivfVS04E3Y09TCsvo+SWUtPZvJM5w0h+OP+GJ8InsBAGxtbVVUVKSlpdl9Du/evevk5IT8X1lZiRTXYZ+aBgYGly5d4togn70wxD6FveLj46uqqkJCQpCLIyIiEhwcnJKSsnv3bkdHRxsbGwAAjUbbtm2bqqqqubk5n7144b/JXki0ckFBgY+Pz7x582xtbUtLS8eNG+fv7//rr7+iYj8SezGZzBEjRjQ1NS1ZsqShoUFUVBRCuHfv3iVLlnBIDnP2ArwIjJF1YILDafO/a295Llg9/isP6Wvj09mrt7eXRqNlZWX9+uuvx44ds7Gxqa+vP3bsWExMTGpqKiJDIpGqq6s5pmZFRQXXB4nPXhhin8JeAIDU1NS1a9ei7IUcXLRoUWdnp6enp6qqqqKiYnp6uq2t7a1bt/jsxQv/ZfYiEAgrV66Mj483MDBAjq9fv97Gxmbs2LFWVlbgh2MvJNeGra1tbm5uY2NjX18f1zLonx5xNGbMGOyxDR24TyxBs7krHAmx10IrOdPF/Wj4V+yFaA7Xrl27YcOGtWvXSkpKOjg40Gi0pKQkdGFydnYeO3ZsQ0MDOjW7u7sPHTo0d+5cjgaxpyadTj9+/LixsbGYmNi6deuKi4tVVFT47NUfqqqqlpaWHNUpmUymmppaYWHh4cOHly5dGhsbGxoa2t3dzWcvrvgvs5eGhkZkZOSMGTNQ9gIAKCkprVq1Csn8+0OyF7pEEInEL2SvqqoqHR0d7OENHXg8J0IKo1f6u+751dbuyZxJZmryEkLojfuBstF/BnshmkMvLy/2VA7saG9vnzp16uzZs8eNG2dnZ1dbW3vhwoVp06axZ+cDnzA1Z8+eTaPRrl+/rqqq2tDQcOzYsfLy8ufPn/NaDv6b7NXa2mpkZLRu3Tr29HcAgPv377u4uBAIBCQwk2/3whD7j7MXgUCoq6tTV1fnENDQ0EDiO9nZ68mTJ8ePHy8qKiKTybNmzVq3bh06nu+RvXjhX7EXhPDmzZsuLi7YbQ4VuPt2UCNXjVDljhGrhsSbZOjB4YX4KT6HCD4jz2FjY6O3t7eVldWUKVPu37/PITagQ9Hz58/NzMzodDrqc8hkMh0cHO7evctV/kfyOaysrIyNjQ0ICCCRSG5ubv2dCVG0tLTk5+dTqdR58+ZNnDjx3bt3iDfgqlWrTE1NUXc7vs8hBv6DPocQwvb2dna3uvPnz3t5eXHIBAUFbd++nd3ncOfOnYaGhvfu3SstLU1ISJg+ffro0aPRspDD2ecQfkGeQ15A1s/y8nIWizX83Oh/RLAT2JCyV2lp6ahRoxwcHDZt2uTt7U0ikXbv3o2KfcrUDAoK2rlzJ4fH/LFjx9avX99f+Edir4KCgqioqNDQ0NLS0rq6uqtXr5LJ5P71ryEbe0EIaTTasWPHdHR0hIWFyWSyn58fyhl89sIAn70QNDQ0KCoqJiQkoEfy8vJUVFSys7PRJaK0tFRRUZH9sWWxWFOmTDl37tx/nL3gsErmiw1mYeje56Sda7kkTv0iMN7d2HE9i0vF3Q8QMl+428vs3w2WJ+Dnag4xgKoF8Hj87Nmzvby8fH19kVONjY3jx483MDCYPXv2J6oF6HS6qakph9eGiIgIjUbjkPzBNIcUCoXBYMyePRs5smjRIgMDg1mzZrm7u7Mro9irUwIAhISEfH19fX196XQ6u4qJrznEEONrDtGDRCIxJCRk7ty59vb2JiYmpaWlz58/Dw0NlZKSQpeImJiYyZMnsz+2OBxu8eLFr1+//s9qDtXV1bFnzlcA72eG1Zxx90ZEZk0XA344xGhODv27a9XgExiOINKXH3HhUWGXsJyamlz/2yHSNyHYC6sM0SdjSNlLQEAgKyurs7MTKajY1ta2d+/ep0+fUiiUNWvWqKioKCgofMrUnDBhgrCwMIfP4bNnz6ZOncou9oOxV1lZWXh4+JYtW9iP29jYiIqKFhcX6+vrI0c42Isdn8JeDAajoKCgqanJwMAAWe/47IUh+cOzFwIXF5f8/Pz79++HhISkpqYeOHAgMzNz3759R44cMTIyAgD09vb2pyh5efn58+fz2etbgsfOjJa5Z5SYoJSGqSFZFCdMMrS1NdeUEcJL2W2OHniT/llgtUYuUxMx2/l2AEXKZ0NCQuLixYtDpzlEPj58+HD69OkQwoaGBm1t7fXr12dnZ8fFxSHJOCIiIgZsEFGOTZo0yc/PD9Fo9fb2bt++3cDAgH1r/yNpDtFcG5KSkv2vuampKaqgYNccYoCX5jA6OlpXV9fExMTZ2VlBQWHx4sV1dXV8zSEv/Niaw/5YtWrV5MmT8/LyKioqaDTauXPnlJSUysrKIISxsbHm5ubsV6ynpyc1NfWPP/4YsOsfVXOIYvjZwOjJAfqEUcFvqZDVcmu2ouOxUiZktafsdtSacaVyqMZCjVpCMv8SAmtvb3/OG1JSUnFxcUPKXhDCxMRECwsLCKGfn5+fnx9y8MWLFzExMfn5+fLy8thrJWr3amxsXLZsmZiYmL6+voSExLx589gn4g/JXhBCR0fHBw8+KndQU1MjKyuLLMpfyF5ZWVkkEunFixfIx+7u7t27dycmJvLZiyv+a+yFqFvev3/PvkTs2rVr9U2iIKwAACAASURBVOrVEEIWizV69Gg/Pz+kkZ6enszMzJkzZ6KJgHnhh2cvOBwJjPrQS4bs87wPQsgoPmSvtDiyF0IIu8IXkS33DNVYWM2Z4RGZLQM8VxhIS0tzdXV14QEnJ6fo6OghZS8IIZ1O19bWjoiIMDc3T0tLQxqMiYkJCwuDEDo6OsbExPBqsH+eQ2RB5FiVviZ79fX1ZWVloTw01HkOnz17pqamFhsbi3wsLi62t7ffs2cP/GL2ghAuW7bsyJEj6EfEa2PGjBnYzx6fvbDxY7AXhPDBgwehoaEcL7gpKSnW1tbowLy8vOTk5ObPn5+QkODt7Y084Bj4L7AXHI5OHHhZeZmukup2CIgCKiO06Dcz3jN/MhEQUVaVrSgaKm0mTm7ktKkDi/HGqFGjOOKB2KGpqVleXj4Udi/244KCgiEhIbNmzeru7n7+/HlKSoqent67d+/Wr18PABAXF6dSuVe85pprQ0REBLX9IPhqdi8Wi3Xo0KEDBw6oqan19PTQ6fTTp0/r6OgMabyXq6vr2bNnly9fTqfTRUVFW1paAgMDN2zYgGH3Yge210ZeXt6KFf8UE2e3e+Xk5JiZcTewQr7dCxPftd2LHRBCMplcVlbGYRqn0+noT1NQULh+/XptbW1TU5OoqOj58+exLyPf7vUVwGPaCVm4TZJ9tm2O7/WsLmFLO9Oiq4dv51YXPw95VE7ijPgbEjBybgafiqmHA0t+MpC3PwyBL2cvBHZ2dnl5eVpaWgkJCSNHjiQQCH5+fgICAt3d3WlpaVzXymGYKSo4OPjx48dv375FdmChoaHS0tL19fVDHa38008/vX//PiEhISIioq6uztfXt62t7cvZCwAgJibW3t4OPmav9vZ2Xr4bfPbC7vpHYq/Kyko5OTlfX9/m5mb2U/fu3UPTnAIAent729vbNTU1dXV1+ew1LMBra8ZqTTm11Mls9oUqJqs12s9EDAcAwAmrz75WNtS7QgghpN6ZLWmxJ2eArfe/AnY5lS/UHPZHenr606dPX716hXysr6+fMWOGt7d3f8lhWCGlp6dHWloa1c8gmsOXL1+OHj0au83BqpCC4ss1hygOHDgwZ84c9niv0tJSBQWFlpaW/sJ8zSE2fhjNIXuFlKCgIAsLi4SEBBqNVl9fv337dnV1dfRG8OO9eGH42cD6gd5WkhQdnVzaPsCEHSx8XQIbdPZCpmZiYqKhoaGmpqaFhYW0tPSWLVv6L8TDkL0ghNnZ2SYmJsj/qN2rs7NTQkICo83hzF4Qwu7u7vnz5yclJb1+/To/P//SpUtqamrnzp3rL8lnL2z8kOyFfLx586aZmZmIiIiiouKyZcsoFAoiyWcvDNjY2AwzG1g/CEpr207QHsqt4DfDYGkOUaBqAT09vdzc3IqKitbWVgMDg/5b9WGoOUQgIiLS3d0NPo73qq+vR/RUVCq1v8JqKPIcDormEAWEcPv27YmJiVevXm1oaDAxMblz546trW1/Mb7mEAM/gOawp6fn4MGDjx8/XrFihZiYGIlEQnIh4nC4efPmzZs3j8lksk/j/3KewwE1h1QqdcGCBdidDh04HydvNeJD7k4G/0DY/rea8BVDOCIEQk47ItQlNLEmwaBg6NgLmZo4HE5TU1NTU7O/5LBlLwDAiBEjWCwWkmUf9dq4dOmSoqIimUxua2uTkZFZunRpYGAgYkAa/uyF2L3U1dUNDQ2XLVvGS4zPXthd/wDs1dnZ6eDgYGNjc/78eVFR0ezsbB8fn19++YW9+hefvT6dvcrLy7OyspydnbG7HiJwPlFzg/daMwAAALYknv3teglxrOcsZxMVCWpd/qv7oTE9DkHrJn2NceEVTcYO8Bh/OYaavXihsrLy7t27I0eOXLduXUdHh7Gx8eTJk318fPrPqm+VawOHw124cIFOp+fn54uJidXV1V27du3w4cNubm4nTpxQV1evrKwMDAycMmVKTExMU1PTd8FeHLk26HT6hQsX4uLiaDTaqFGj1q1bJyUlxWcvDPwA7AUAOHnypLW19Y4dO5Ac8/r6+vb29ubm5osWLeo/M/nshSGJsJeysnJaWhp210MI7ppFVmv4YlXFiSdz2BXsfUV/TiWrLHzA/SvDHhw2sCGyew2o1M7JyVm2bFlSUtKYMWMmT57s7e0tLS09btw4LS2t0tJSdslvHq387t27mTNnqqur6+vrT5o0ydramv2LLBZrzJgxsbGxw9nuBXlk6W1sbDQ1NZ05c+bt27cfPHiwatUqVVXV7Oxsvt2LF34Yu5erq2tqaipHvNf06dP7V43g270wgCwRyPo5/Jw4+h4vV1RYHMH5nFAfLycRlw35oIYG7AT2rdgLQrhr167U1NQ1a9YEBgYiR2JiYnR1dY8ePTp58mRU7JuzF0e0sr+//4EDBzgkw8LC4uLivjv2ghCuXLly48aN6EcWixUXF3f//n0+e3HFD8NeLBbr+vXrGRkZHBdn/vz5ISEh7Ef47IUBdvaC35TAeKkCcDjQS6lp/rggM2yuqu7GD7ldaqjxrTSHAIDW1lZ7e3stLa2rV6+iOndnZ+fu7m53d/fXr193dXWBYZmlF0LIoTiqr69XVFR88uTJd6Q5pFAo69evt7W1/euvv2g0WltbG/hg91JTU9uwYUNDQwNGg+yaw8LCwqCgoEWLFu3YsaOoiDO6n685xMC3jfeSlJR8+vQpR7Ty69evzc3N0SN8zSGGJKo5HHD9/ArgFchs6z5VLiZwQVDU+24k9hd2l0QFLdj2Um6a+1cc3uDj27JXQ0ODj4+PoKAgk8mUlZVFWyAQCMiRlpaWYcheAABbW9vIyEj0I+K18dtvv1lYWGA0OKzYKzU11dLSUlpa+tSpUxBCFotlampaWlqK2r0kJSU54ljZwc5ep06dcnZ2xuFwrq6uEEInJ6fTp0+jknz2wsC3ZS8cDmdgYHD8+PGwsDDkeFtbm7e3t4WFhbGxMXKEz14YksOKvQDACmSO2zVOWQQnQJBXNzA20FAQE8CJqEzYk9D2+bkKvy0kJCRu3rz5rTSHaLzXqFGjnj59SiaTi4uLb926ZWpqKioqisPhpk+fLiUl1dPTM6w0hyjodLqtre2KFSsaGhqQDO7IVgZDRTbcNIdWVlahoaHI/4aGhikpKQcPHrxx4wZi92pvb5eWlualT2PXHObk5JDJZPZ7VFVVpaSklJ+fD/maQ0wMk3ivN2/emJuba2ho2NjYyMjIrFmzBr0afM0hBjg0hyiGnw3sH3S9f3Hj9O9B/n6bdx06+3dc2QBXYnjDwMAgIyPjm0xN9mjlsLAwLS0tb29vPT09Y2PjkJAQKyuroKAgMzMzRUXFvLy8YcheCNra2nx9ff39/cPCwjQ0NJAUhbyEhxt7NTY2ysnJoWvxyZMnHRwc8vLyrl+/zmQye3p6vLy8kDwpFRUVt2/fvnbtWm5uLiLMYffatWtXQEAAR6ebNm3au3cvn70wMEzYCz1YVlaWnJzMviDw2QsDvNgLDmMC+6Hg7Ox89+7dAcWGlL0Q3Lt3D8kZKigoKCoqam9vr6am5u3tHRsbe+vWrQEb/OYVUgZceYcbe0EIy8rKNDU12RuMiIi4efOmuLj4ggUL1NTUvLy8urq6tm3bRiKR5syZs3DhQnV19QULFrS1tXF4baxduxZRQrLj5MmTV65c4bMXLwwr9uIKPnthAIO94HDMRg8Aq+nNmeDDYW/rupkfJcAVstoUf8pj6FWbg4+0tLTW1lZsmSGye3FEK3t4eEhJSe3YsWPXrl3V1dUsFsvOzo5AIPT09Kxdu/bnn3/GaPDL7V6vX7/OzMwUFRV1cnLS09MbotrKw8TuhUJZWbm9vZ1CoSgrK0MIKRSKsbFxbm6ujIzM5MmTAwMDDQ0NT5w4ERcXl5ubi9zW3t7erVu35ufnGxgYsMd7aWhoFBQUQAhDQkJu375dU1Ojq6s7evRoAwMDvt2LK7653esTy6/z7V5cMezsXmzg8bDBhtDV7v6vtKfPsLeQ+EgGN+x+wqDh67AXAgihmJiYq6srYPM5pFKpTCYTo8EvZK+WlpYFCxZUVVWNGzeOSqXu2LFj9erVnp6e7OwVHh5+/PjxgoICZWVlDw+PjRs3IgsoO3u1traGhYWVl5erq6vPmDFDQUEB7WJ4shcAQFhYeM2aNUuWLLl+/TqdTkf2SUFBQcHBwV5eXojM2bNnQ0JC0NuKx+N9fHx27dp18eJF9qbmzp1raWmZm5tLo9E2b96srq5eWFgoLi7+5MmT/omp2MFnLwwxPnthiPHZiye4b8z6nngr2+zL+/ziyMMQ2Nnov4LmkB2NjY2ysrLNzc3s8V4HDx5csmQJrwa/XHPo4eHh6+uL/sbGxsY3b96wKy23bdtmYmISHh5OoVBSUlLmzJljbW1NpVLZs/SGh4eTyeT58+fv2rVr4cKFJBLpzp07yNe5aw6pFU/2LxhtoCIjLqNq7Lzk8Iuqvg+aw/bi/qfY8eWaQ3YwGIzAwMAjR46EhYW5uLgQicRjx46xCwgJCaE6LtTuZWRkhBrDUGzdulVYWNjd3X3r1q0nT5589OjRvXv3SCRScXExr975mkMM8DWHGBi2mkMUw88G1vditYHXg+/aZ6MfMAjsK7MXgoCAgAkTJuTk5CBu3BcuXCCRSIWFhVyFv5y9EMpErU3I1ExPT0ezzpeUlJBIJI5VacaMGZGRkSh7VVVVEYnE9PR0VODdu3dEIrGkpISH3asjeq2OkLjBnH03Ip88/Gunh56YiN4vD1Py8qnUxv6nDH1fol6ug8te8EOO+cLCwhcvXsTFxfV/LBUVFZHXUpS9mEymgoJCXV0dh+TSpUtPnjx569ate/fupaenIxaylStXnj59mmvXfPbCAJ+9MDD82QtCOG/evGFGYLDn9RanaafyBrCtf1fgRWDfhL2QBt+8eXPgwAESiSQuLu7i4pKdnc1VclC8NtLT0y0tLZH/Ua+Nrq4ucXFx5ODly5cXLlzI8a2YmJjnz5+jF+fo0aOrVq3ikPHz8zt8+DB3r422W55SQibbUj9cC9qbbSMFRR3PVfb2P5WzZ5QQYfLFOhYcMvbCzhS1cuVKPz8/dp/Dy5cvm5qaHj58+MCBA7Gxsaikp6fnnTt3OHwOAwIC9u/f379ZPnthgM9eGPgu2Ku2tvbs2bPDzImD1QxMp8r8Pt4kfIr7aANlGZH/q8MFdTescftK+s2hx9e0e7GDyWRWVVVpaGjY29svWbJEWlqalylosKKViUQiUtwICchF7F6FhYWoPYZKpXIYSJD6y/v27XNxcUGOVFVV6erqcrRsamo6YsQIrnYvZn0zQ8PafYo5ci1aW7sIyqpirMbOPmGOUwAIaZvoE5hlrZ2QRYSDYvdivzifkqV33759Xl5e6enpyBtDZGTkzZs3iURibW2tgIDAmjVr1NXVb926JSUlZWBg0NfXxxGtnJSUxJ7RHAHf7oUhxrd7YYh9F3av+vr6rq6uGzduODg4YEsOFbjzGjVy1QhV7hjB+QL+vaD/Duxb7b048hwymcyLFy9Onz7dzs5u6dKl7O8yg+sxb2tri4RyIx7zLBZr0aJFmzdvRs6+evXK2NgYfQevq6srzo1bMMFUVV4StVFt++3Ahg0b2Jrsi/PVVZ/3Z8gneP+3tLTkZ4YfcZUTNtyS3P8KdWefmCQvbLglsXcI917YwlQqNT8//+7du3PmzJk5c6ajo6O7uzt6NxkMho+Pz9KlSyGExcXFUVFRjx49Qk8dOHDA2NiYY8PB33thgL/3wsB3sfdCTePDzwb2I4KDwIYJe/X19U2YMGH8+PEPHz5MTEw8efKksrLypUuX4BDEe+Xl5SUkJOzbt+/q1avnzp0bPXr02LFj0TWOxWKNGzdu1apVnZ2ddXV1xcVvt00kAZzgtIBTqI1KZ+kNoqLi+/fvIYSQ1VUcsXmkpICM1bx3eXkDXZzGxHv7V1nLCciMWrBq9seOG4ym9CtrbOQEpM2ne04wVJMVE5cj6zks3HOzrpMn3/xbu9e6detkZGSQl/09e/b0p4r+WXqJRGJFRQW7TFtbG1JypaioKDEx0cjIyMzMbNq0aZqamq6uruXl5ezCfPbCAJ+9MPB9sRccjk4cPMAouB18KnZguWEJdgIbJuwFITx9+vSUKVPYJ1ZxcbGCgkJNTc1QRCvX19efOHFi0aJFPj4+t2/f5vhWS0uLt7e3v7//o0ePDPVV5ARwI5aHcNiolp64rKiouGa6iQJBAIcDAOCIrgHYy1XT+xfBs4zkhKQNPQL3LdL+yHGDIKxkrCsrJG3oEbBlqpKgov2MVQHS0lJ6ypICOBGCrOKly5f7N/iv2Ov9+/cWFha+vr6NjY0QwtLSUnd39+nTp7NL9mev3t5eUVHR/m1u3bo1NzcXsXvR6fSMjIzw8PD+rjd89sIAn70w8N2xFxymBMZsSr99PHjLJv//w3epo7Koxe6vOLzBBEpgw4e9IIQ//fRTWFgYh6S/v//bt2+/Va6NgoKCtLS0ivh97qYO2xP+vxj1PJgvJWx/qJhZUVFx5Lega1euHD3sN1dNaIR/IsaKVZtyciJZWMp00bmkevrHjhvUgj9dpXEAr7LwUV1vyTFrYfFRay7OnDmzubkZ0t/tHilEcD2ko6vLUajp32oOz507N2vWLPZTDAbDyMgoPj4e+cirQoqMjAwHA9XU1ERGRg74hPPZCwN89sLA98hecFgSGC1zzygxQSkNU0OyKE6YZGhra64pI4SXstscPfDMG55ACGxYsReE0NHREV1JEXR2diYnJ9++fRu7waHLFMX94nywUSX3scV70VO3GopgEFhLfdxaA1EV97P53RBCyCg8/X9SpGUGjySo2NlKCNsfLKQXvzyx8udfxKVl/yESVs2ZCSKEGTfuPHrk4OCANvgZdq+FCxdeuXKFQ2DTpk1IeTOM+l4+Pj6rV69GL299ff2bN28WL15cWVmJQTl89sIAn70w8J2yFxyO9cAYmbdu5Blujy98l5t7xVNGb+Xfb96WVrwONq8vrKZ/VSeTwQMOh9PU1PxWPoe8KqTo6+unpqaiHxGfw/3796urq2M0CLn5HObn558+fXrfvn0REREs1j+l3AYjUxSzOePq2nFjNybrb7kQYIH/F7k2ap5fiiiRNDbEv/770qVLl64kiEzdsEzz/fO8bkBPvnollyDZkEOVl6m4eyQsnUbSU1CQkatoq097/fTGnl8OJ6kuWD7RxcEhNzcXafDzfA4hhFx9ruAHh0ykQkp/gd9//z0rK8vJyenEiRNRUVE5OTne3t73798fPXq0goLCtGnT3r9/z/EVvs8hhhjf5xBD7HvxOfyUZHJfFdx5jfrQS4bs87wPQsgoPmSvtDiyF0IIu8IXkS33DB2dsnobKyubepkcB1vr69u+PCLN2dk5MTFx+Oy9EGRmZiopKb158wZ+8No4cuSIg4MDxktT/70Xi8XavHmzsrIyUuh5zJgxlpaWZWVlX773YjalnFtmKSckbeixO6qslzNamfcOrKWlJT8/r+qMC5fgAGHnU5V9BdtNuDwEOELQVhtRMaIyUVpn7qXcLlhWVqaqqgq/IN7rjz/+mD17NrsMg8EwNjZ+9erVgLWVWSzWnTt3rl69mpCQ4OrqOmvWLGT3QKfTjx07pqKiwh7jzN97YYC/98LA97v3QjD8VIi0+A2aklP/amBBCHsezJe32J3NgBDS07YZyXPGug4OqCX3fMcoieAADi+p73H4TcuHC89qvDhZRHT2nS9mMH19/cvcPALY8ZXZC0FkZKSGhsaKFSsSExNdXV2nTZuG8Zxz1RxevnzZ2tqanagOHz48e/bsL2QvasHFWeoiUmZLzyXV07lmiuJBYNg55v9PijN3XY7PRz3mWSyWjo5OdHQ0hBAya+8sUFPyuL5uy9YVK1Z8SbRyd3e3gYHBxo0bW1paIIQVFRUeHh5LliwZkL0QINHKmZmZWlpaHMu0r69vYGDgP1eCz168wWcvDHzv7AWHI4HBzqc+6sJk5/XX3nYyKk46i+ssDsmpKnrkN1LMKHAIhkHPO+ggLq7vuetK6LXDa8YqC8lNOleCXKxBIzDsXIjwG7EXgubm5nfv3j1+/JhXKikEvOxeTk5OT548YT/S09OTkJCQN5B3O8SYmrTM4JEEVY8LiPmKe6YobgSGzV4oKZ59U1v8/3gvVl1EkNfy0+eevVBUVNy/f396elpEgJ2AoIaipnZlZeUX5tpobGxcsWKFlJQUovk8fPhwfn7+p7MXkuhr+fLlHGefPHkyceJEyGcvTPDZCwM/AHvBYVlORcL197tHaP4XIlLbFixfuH3l+eleJlchTljd86L3oKowAQAA0NMun8/QD0i5GWQqBMDsmU6Kri5Bm0Pd78wjYSlvB3UIX9HuxYGurq6GhgYdHR1TU1MMMcg710ZVVZWenh76kUqlVlRUREVFOTs7GxoaYrSJodSmJ1+9kitpNIX1+u9LCSxWY2OjmJiYpIye/Ww3I94WqAFyzNPf/j53XbLVH4lXlxEa2XNt4CRhxZNr99V80pOSkvbv379ihTe9tgCKGv3x6ml3Z9MX5tpQUFA4f/78+fPn29raCAQCht2LHQ0NDWiuDQEBATqd0/pLp9MFBQX5di8MMb7dC0OMb/f6cvAiMEYv3mjlpbi1yEWYcDSTsjY9rQynYaqvNARJ9Vl1lAYpSxv9fx4FCeuAk2vvjN17LHnm73ZYtTYGC9+Wvb48UxSJRKqsrNTS0gJsXhthYWFz587FaBNzasLW/LxaekP5fp9n7IeFnU9NmGwkzn0RHLBCCkKKhpOZEacPCQgIyMrKAgCAANl+tpuR64Z15o4HvBYQApfMnjXFSrZi74lyp32Xjb6YvdjxeewFABg9enRgYGBXVxc7Vdy9e9fFxYXPXrzAZy8MsR+JvbC7G1pw35hR78yWcj5VyaltoKcHGitxKlIGAbRXG7VFbX8v+H/5FlZz5DINcYttiV3MwVIhTiIQOohEqK0NtbWhjg6srPxfe3ce0MSVxwH8DUkIIiCHXKJcChYv0Iq3orRKxVpF0VIVbyu4drVV69Vate2utVq31XpUq3isVxfPVqUVPKmi1tuKigcqyiGEgIAJJG//IICCmYRDZh5+P38lb8LM75eX8CXDZEa3ICJC3aRJkZtbxXHdg0vG8/Pzb9y4ofnww3LjFR9f6OaWdu6cvvU8P65u0kTr4cG/XUppenp6zvDh+taTbWf3qF694vXcPnpUqVRu3bp1h60tz3Y17u7qJk0MbpdSmjN8uO7J4X1+VElJut2q+vtNs6/3kmQzabTc1ZN6eqpcnRdZmjV3sjS3dGzW/r1pgaHpxU+OoXl58uTJ3bt3tRMnGpwXtaur8upVg/NS/OSUm5cTrVqlmJk9c3HRengUurnNGzPG29s7KSkpf9Qog9vVenomHTmi263K+3oocnMrdHU1OC9arVYRFqZxdzc4L4rLl3W7VXm3W/xS1Hh4GHw9FI4frzZuXpKTk1NTUw1uV+vhoXZ1fVZ6JRr9j9c9OYa2q9Vqr1+/rh43zuC8aDw8kk+e1O0cM/Q+1bi7G5yX/Px8RViY7snhrfNRQkLxuUn5t6v18FA3aaL19DQ4L/mjRumeHEPPT2JiolKpNDgvGnd3tatr0d27BuflTz8/oXYhcpS+cMFlUvjnkhHfxj97dPbgHbvAbp4vRL4m9/bpE5mDVSmrajpGn52e9WbPFYXvTJkxul/vPl3czQmh6btH+w873nrGp96Hp65q/N/snaGGPowlJSWVu/bg89YsW/b97NkjR44khBCplJQep65U0idPdH9EvDhOMjN1t0vGKaVcTk7F8XKPpxIJ5+bGs57ScVp8kHf1tqtJT582bdr169dDhgyRNW0aGxsbHx//29atrZydebZLCOFkMv7tEkJodjaXlcXfb/G4rhfefot7yS0oeCyTeXp6ymQynscbOS+6Xl7xvGgViv+tWbN+/fq7d+/a2Nt3CA2dP3++jY2NMdslUikt/dBQE68H4+eFNmlCiv9GNmJejHk9VGpejNmu8fPyKt6npPTzSq3PizHbJUbPy6t4nxKp1Jh56d29+9ItW9q0aUNqXcUAO7MiYnnCs/snfrnh0L938xd3a3ESi2Yhn84b4FHzhTy7vWfBPz5ZfviB55yz5xf6SQkh5NmNjZFDPt58VaGRD/nFiAB78ODB1q1b9S1dunRpVFRUcHDdOZV+OXFxcTExMQqFom3btqNGjeLfJymUv//+e/LkyUeOHCGEWFhYREREzJ8/n38PodhQPV8sA3g9+fr6bt68WRwBVkwd91lwtN9/V4TW2kEUxTT56an5Vi4Ny/5LQHPvnDqakGjaflSQV/X+idi5c+dly5Z16tSpukVCVT18+NDf3z81NfX5wYEDB+7evVuokgCgmgQMMD0HcZgGfnU4sHYrIYQQIjF3cDEnhJCiq1u/OuIcObmXo6Vnl/6eAl1rBmrWDz/8UC69CCF79uy5cOFC27ZtBSkJANj1sqOS1I/P7dv404FbGkIIITT73E8Rb7fx9unQd+KKhKyXfV57BTSJe77bEP9EWztbAyMlJiZGR0cfOXIkLy+vCj9+4cKFl46fP3++enUBwOuofIDRjNi5gW06DZyw8LdkDSFE+2jbhP6Ttj1u0qWjS/reT956e15CgRB1gsAyMjJCQkJ8fHxCQ0MDAwO9vb23b99e2ZXoO7B4wYIFAwYMiI6OrnaZAPAaKR9gJ77+8Ns7HZckpCX/+LYpIZqbm7/fXxSy+uivUVG7Tx39V9sbPy7dJ0ihIKywsLA9e/aU3n306NEHH3xw8uTJSq0kICDgpeMPHjzYt29faGjo2LFjq1UlALxOygfYrwce+f1zyUf+NhJCCNE+Onzokol/37cbcoQQU+/3h/oXJPxZG3XJeszbv3qEuxi/+/0aunLlSlxcXMXx5q2+NwAAEBJJREFU5cuXV2o9kyZNatGiBc8DNmzYEBsbW7niAOB1VT7AUtLMW7b20OUGVR6PPUdbB3S1LT4W0aShk4OJ4kmt1OXQKqCDO0sHV9dlN2/efOl4YmJipdZjYWFx+vTpmTNnenl56Ttbx8GDBytdHwC8lsoHWP16qmylSncn/+Tv8Sr3nj2blgSa4kmWtr6B89ZA3aPvWmIGT8hUkaWl5aJFi27evDllypSXPiA3N7ey6wSA11P5AOvibxK3bn2iihBC0/dvPqiw79XbV3esvebG1i2nJL7+tV0jCK1Lly4vPddf//79q7xOfWcZ5t/HCABQqnyAhc6a7HlmRrf2wcOGBfX4MFrpPXJMdzNSlHH18NYvh/afd8Y+7KPBghQKAjI3N1+5cmW5wYCAgMmTJ1d5naGhoe7u7uUGGzVqFB4eXuV1AsBrpXyAWXT9+ujxVSO88q9fSGnQa+qm6C86ygnNiJ767oivTjpM2HZ4RT8bQQoFYQ0ePPjWrVuRkZHdunULCQlZu3ZtXFwc/4nV+VlYWBw6dKh79+6lI/7+/gcPHjR4KnQAgGJ6TiVVTmHm/Ueco6utnOUzwOFUUiJEKU1MTLx9+7aHh4ePjw//9T4AQITEdyqpcmR2rm6GHwVQWRzH+fj48F91EwDgpfAHLwAAMAkBBgAATEKAAQAAkxBgAADAJAQYAAAwCQEGAABMQoABAACTEGAAAMAkBBgAADAJAQYAAExCgAEAAJMQYAAAwCQEGAAAMAkBBgAATEKAAQAAkxBgAADAJOMuaFlX7N279/Lly69o5fHx8QUFBXK5/BWtv3YUFhYqFAoHBwehC6mux48fOzg4SCQSoQuplvz8fLVabW1tLXQh1ZWSkuLi4iJ0FdWlUCjkcrm5ubnQhVSLRqNRqVRBQUE1tcLMzMyaWlVlvUYBNm7cuLNnz2ZlZb2i9cfExEilUisrq1e0/tqRn5+fkZHh5sb8Fbjv3Lnj4uLC+t8TCoVCpVI5OTkJXUi1UEoTExPrwHW3U1NT5XK5jY2N0IVUi0qlSktLa9iwYU2tcPDgwe7u7jW1tkrhKKWCbLjuGTp06JAhQ4YMGSJ0IdVy9OjRBQsWHDlyROhCqqtly5a//PJLixYthC6kWlasWHHjxo3ly5cLXUi1aLVamUym0WiELqS6IiMjfX19IyIihC6kWi5fvhweHn7p0iWhC6kB+B8YAAAwCQEGAABMQoABAACTEGAAAMAkBBgAADAJAQYAAExCgAEAAJMQYDVGKpXKZDKhq6guqVQqldaFr7fXjUZkMlkd6ILjODMzM6GrqAF4j4sNvshcY5RKZf369Vl/ZVBKFQqFra2t0IVUV2Zmpp2dndBVVJdKpSosLLSwsBC6kOqqG9ORm5srl8tNTU2FLqS66sZ0EAQYAAAwCrsQAQCASQgwAABgEgIMAACYhAADAAAmIcAAAIBJCDAAAGASAgwAAJiEAAMAACYhwAAAgEkIMAAAYBICDAAAmIQAAwAAJiHAjKO6H7NoRDefxjYWNk1a9RqzNO6humQRzUpYEdHX37OhjUvrXsMX/Ha/kBixSCg8jeio46c1f2PG6RdKFVsjPF1UbaaEor9aqrwUNaWvn6e9pZVD0/YDZm6/llt62m2xNWL4RUWI6urSnjY24ftUpSPsdJG/a1gDE+45EscJMbqFYuuC8E9H0aPYJROCOzRr2MC+adfwJcfStCVLRNiIMSgYlnN4clNZ/TeGfr3l10N7N3wxyNtc7jM1LltLKdXc+amvndSh5yerd0ZHLRzkJTdrM+dUPqX8i0TYCKWUUu3TOwdmdWkgbTb9lLrsp8TWCE8XVZsp8TWiTdsZ5ixzDpyxZvehg7/8Z/yb1jK3MfsytFSEjRh6UVFKtcrjM9qYcZzViL3PdEMMdVF0c3FHs0bBc1euLrFm49H7GjF2wd8IzT3xaet6Fq2GfR31v23Lpwd7mjXosex6kUgbMQoCzAjZ20OtZK3mnFXp7quvfvmmrN4761K1VH1qhpepy5j9iuK367OL89uZ2ry/U0Ep3yKh8DRCqXL3OHcrGccRQiQvBJjYGuHpomozJRT91Wru/qe73PLdDam6FCi8vNBPVn/wNiVlajp0tKm7R3nYt27jKi0LMJa6UMVMcDQLWpumrfBTYuuC8jaiufdjYH2rvuseaooXFfy5sI//0NU3i0TZiHGwC9EwTVpmkZv/wL6+JZexk3m2al5Po1TkUs3d48eS6/caEGjNEUIIkbd8r5933okjf6kJzyKh8DRCCLHoNe/AnxeuXNwxwVPywk+JrBG+6ajSTAmFp1pa6NgpfPKoAPviYonErqGdibZIQ5majuL7RbfXjYs81u3H1SOblP22YakL+uTOnRx7r2bm2cnXLl27n60u3ZUrti4I/4sq4/D+07J3Roe66ObBrPPnMWd2TPSSiLERI7F9+eDaIfGetPvypLL7+VfXro551nRCD1cTzfE796lDL+fSK7RKGjV25jLvJedQzX29i0hDrnY7KKlAfyOEEJMGrj4NCCkqaCh/oTyxNcLThcS0KjMlwumQmIYtXhtGCFGn37h8615i7MolpxsP39bHipBCdqaDEEIKzn8TPjt5WPR/Bzmt/77sUQy9qEjRvVv3igoefvTGumspzyhnYuEdMm/tqund7TmxdUF4Gyk6c/WGxvV96YHp7y7ddSopz86n5/DPFs3s52EmuukwHj6BVYom8/zGyb0CPkloPmvtTH9TQgvyn3GWDSxL55iztLLkaH5ePuVZJEztLyjfCA8RN8LTRSVmqvbrrkBfI5p7G0Z27xM+c8Uxrv+cjwPtObamgypiZ4UvM5m+5euABi/+GmSpi4L7D7LkFk3DfjqfmpPz+NKuqS4n54RO3PJQK+YuSMVGtEpFduGt5RFfJbef9N3mTUtGe/69NCRo+mElFXkjfBBgxtJmnl0zroN3pylxjafuuxC7oKs1RwhnZm5Gn+bmlR0flpvzlHJm9cw4nkXCNFDipY3wEGcjPF1UdqaEaaAE73RIvGcmFOSlp6QmLpLMf2vklkdakTbysi5oavTksTubfrNphq9Z+cez0wUhVmE7s3Lv/jY32MfB0tKp9YAFUfMCcn9bG31fK84uiL63gEQiIVrfmXu3zx87MPi98Dmboj9rd+/nxTtSqWgbMQgBZhTVjZ+Htuv+6Tnff524eTn682B33TtS4urhymU8SisqeaA27XEatXFzs+Z4FtV+/aX0NcJDhI3wdFGFmar18svoqZam/TovfPzK86XFmjj2DGylOBh9NE+Mjejpoigp/lRK6v7xTaUcx3GSpp/Eq3O2DDAzsRqxV8VOFxWZODbztCLZWUqtCLsg+hsxcXRxktq3bedW8i9uiXubVtbaxw/TNOJsxChCH0XCAvWF+X71Gg9aez2v4qI/pzcz9fhH7NPiu0U3l3Qxsw7dlqXlXSQUnkZKFZ6d7SN/8ShEkTXCNx1Vmimh6K82b9/IhrKWs8+UHHNOc/+IdJc5TYgpEF8jervQZt+Mjz1c4vfNES1l9d9eeDD26NV0LTtd0Lw/JnlavfnF+ZLD+qjq4hd+pnbDdynFNxeU9y2Qf2iCs/zNL6+UvLVVl+a3lVkN3PJEfNNhNBzEYVhhwsaoa5Yt+mrjt/0cXzoqce48JLhF/Y6TZvfZNGn8aPfvp3aV/71x9oIrrT5ZNtCGI0Smf5EYG9H/YyJrhKcLrwtVmimB8E1H7ykf+Xb/ZsTwenNHd3IsvBu3+qv12T2+nR5oRggRVyN8XXh1CfQqGdHeuWzNSZx8ewUGyAlhqYseE8a32LJw6Psmn4/v4lR47/iGRcuSeyze2d9KdF0YaKR+4D+ndeg+L2Ro0WfjOttlnV7/5eKbbeesD7XjRNiIsYROUPHTpv3UR17xiTPtubz4u4w071rUP4LaudlaN2oZEL40PvO5v1p4FtU+g41QSl/2CYxSMTXC00VRNWZKVI1oKKWq+78vGtG1uUsDc0vHZu3fm7b5oqKsXPE0YtyLilKquf1dV9PnvshMGepCk3r8P+N6vtGogbmFo3fHkFk7rueKcS6o4enQ5lxYM7F3Ow9bCxs33z6Ra848KZslUTViLI5SsR9nAgAAUBEO4gAAACYhwAAAgEkIMAAAYBICDAAAmIQAAwAAJiHAAACASQgwAABgEgIMAACYhAADAAAmIcAAAIBJCDAAAGASAgwAAJiEAAMAACYhwAAAgEkIMAAAYBICDAAAmIQAAwAAJiHAAACASQgwAABgEgIMAACYhAADAAAmIcAAAIBJCDAAAGASAgwAAJiEAAMAACYhwABeoZMfe0q5CiTOEX+oa3pTNHVNH/PGk2p6tQDiJRW6AIA6jrMN+mLlhNbPv9U4M09fKc2K6t9o7KkP9j/e0M+UqPaFO4TlrU7f9YHFC7cBQC8EGMCrxdXz7BEyONC0woKn7l0Hhdq3d8ZuEICqwXsHQCByWUbCr7eL7Ey0d5Z1sxqwJadg9zBLU++W3pa622bvrEunhDy9umnKu/7NGlpau7QJnhJ1MYfqVkBzLq6N7O3namvr2jZo8sbrBZR3ewB1DQIMQGgmbhP3J20MtTTru/L2w1MnTt/W3b6/fYS9+uI373SbuI8Lmvvz9nWzA3K2TXhryJokDSFEfeXb4B6RO3I6fLxi/dKJrRPnhsw7VeP/WAMQM+xCBHi1tCmr3pKvem5A9uZXFxPmtpCUjUjMbRyszThOY+3gYGdBLEpuW8sVO/+9+K9mc05Hf+5rSggJ7tO8yK/fv384OfaH9oeXfZdgGb4rZk1/a46Qgf1aavx6/ZBf290BCAgBBvBqVTiIw8SmZWMjd30Unos7/tRrdC/n3MzM4pGWPTtbbTh/PkVteeqMotHg0UHWXPEC807vD/T8cWsNFw8gZggwgFdL70EcRlBlpGWrryzq7rjo+VFpK4VSk5Odwzk4O5R9jpM4uThJKqwBoA7D/8AAxMu0voVcHrgyRUufV3hloZ/MxtaaZKRmaEsfq33hHsBrAAEGIF6ydp3bS/7a++uDkmTS3N44Pmj4qmsaqVfnjrYpu6J+z9Ydeqg6H70vqUiwSgEEgAADEAUTE4km+a9jf91+UlR2O8tp2Mwxjsc+fW/skh0xv+9Zu3BEyD+j8/y6eUuIeeCUjzvmbBrV76MV/zuwL+qzQe9vynWsJ3QXALUJAQYgBrL2g0d3Uq4fGjTrkFJadjunQe/vT/wxzy9504ywQWMW7HzSddHBPdNaywghpq2mHzi2KtT8xOIPh0d+d9p13sEtU3p3aCp0IwC1h6MUX34EAAD24BMYAAAwCQEGAABMQoABAACTEGAAAMAkBBgAADAJAQYAAExCgAEAAJMQYAAAwCQEGAAAMAkBBgAATEKAAQAAkxBgAADAJAQYAAAwCQEGAABMQoABAACTEGAAAMAkBBgAADAJAQYAAExCgAEAAJMQYAAAwCQEGAAAMAkBBgAATEKAAQAAkxBgAADApP8Den2U6CXpXRQAAAAASUVORK5CYII=)
![](data:image/png;base64,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)
![](data:image/png;base64,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)
The coefficients in the summary are the averaged out over the whole sample. The more interesting elements are the time varying parameters, their standard errors (and respective confidence intervals) and time varying importance of the parameters.
# Coefficients in dynamics
head(ourModel$coefficientsDynamic)
#> (Intercept) xLag5 xLag10 xLead5 xLag3 xLag4
#> [1,] 23.60573 0.9124884 1.959955e-05 -0.721112230 5.951427 5.082177
#> [2,] 22.38598 2.8542174 2.639091e-04 -0.021414907 4.535744 3.565041
#> [3,] 20.77044 2.2786631 4.450298e-01 -0.050189258 4.604533 3.345463
#> [4,] 20.58782 2.3110223 1.536021e+00 0.011477495 4.723528 3.342884
#> [5,] 20.80873 2.3188685 1.563239e+00 0.277715293 4.696093 3.347107
#> [6,] 20.45115 2.3108629 1.548654e+00 -0.001522025 4.689835 3.334904
#> xLag8 xLag7 xLag6 xLag9 xLead10
#> [1,] 0.001624485 0.01123104 5.727901 8.938742e-05 0.58536793
#> [2,] 0.908322289 2.88163511 2.816300 1.258860e-02 0.12620560
#> [3,] 1.847760219 1.45439464 1.876770 1.660029e+00 0.36758831
#> [4,] 1.403875086 1.32014454 1.638111 1.293892e+00 0.27105325
#> [5,] 1.376152088 1.32850215 1.590832 1.315353e+00 0.02146607
#> [6,] 1.364634055 1.33933969 1.646731 1.295657e+00 0.33329320
# Standard errors of the coefficients in dynamics
head(ourModel$se)
#> NULL
# Importance of parameters in dynamics
head(ourModel$importance)
#> (Intercept) xLag5 xLag10 xLead5 xLag3 xLag4
#> [1,] 1 0.1507689 8.627419e-06 0.9679247 0.9858066 0.9493127
#> [2,] 1 0.9497745 1.038545e-04 0.2439662 0.9997646 0.9789154
#> [3,] 1 0.9994897 2.414643e-01 0.5148553 1.0000000 0.9999998
#> [4,] 1 1.0000000 9.999800e-01 0.1523935 1.0000000 1.0000000
#> [5,] 1 1.0000000 9.999930e-01 0.9013562 1.0000000 1.0000000
#> [6,] 1 1.0000000 9.994536e-01 0.1879295 1.0000000 1.0000000
#> xLag8 xLag7 xLag6 xLag9 xLead10
#> [1,] 0.0003704504 0.001949508 0.8925037 3.110388e-05 0.96266104
#> [2,] 0.2413684374 0.825770321 0.9145188 3.865992e-03 0.37708821
#> [3,] 0.9859379557 0.931731575 0.9937307 8.483688e-01 0.99955868
#> [4,] 0.9977832513 0.995198877 0.9998458 9.968067e-01 0.81082070
#> [5,] 0.9961713650 0.994667224 0.9990858 9.980981e-01 0.06424596
#> [6,] 0.9617665765 0.997275794 0.9996739 9.875884e-01 0.99940238
The importance can also be plotted using plot()
and coef()
functions, which might produce a lot of images:
The plots show how the importance of each parameter changes over time. The values do not look as smooth as we would like them to, but nothing can be done with this at this point. If you want something smooth, then smooth these values out using, for example, cma()
function from smooth
package.
In fact, even degrees of freedom are now also time varying:
And as usual we can produce forecast from this function, the mean parameters are used in this case:
This function is currently under development, so stay tuned.
References
Burnham, Kenneth P, and David R Anderson. 2004. Model Selection and Multimodel Inference. Edited by Kenneth P Burnham and David R Anderson. Springer New York. https://doi.org/10.1007/b97636.