From 36e0e56f2d7236cb29f01cfc5806fd81487fe4ca Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=98ystein=20S=C3=B8rensen?= Date: Mon, 16 Sep 2024 15:05:05 +0200 Subject: [PATCH] reran vignettes --- vignettes/glmm_factor.Rmd | 52 +++--- vignettes/latent_observed_interaction.Rmd | 48 +++--- vignettes/lmm_factor.Rmd | 95 ++++++----- vignettes/lmm_heteroscedastic.Rmd | 16 +- vignettes/mixed_response.Rmd | 52 +++--- vignettes/optimization.Rmd | 28 +-- vignettes/scaling-glmm-plot-1.png | Bin 22694 -> 22507 bytes vignettes/scaling-hsced-plot-1.png | Bin 21901 -> 21413 bytes vignettes/scaling-lmm-plot-1.png | Bin 25695 -> 25850 bytes ...scaling-semiparametric-binomial-plot-1.png | Bin 24343 -> 23852 bytes ...scaling-semiparametric-gaussian-plot-1.png | Bin 25727 -> 23894 bytes vignettes/scaling.Rmd | 56 +++--- vignettes/semiparametric-gamm4-binomial-1.png | Bin 26342 -> 26370 bytes .../semiparametric-gaussian-by-factor1-1.png | Bin 27780 -> 27777 bytes .../semiparametric-gaussian-by-factor2-1.png | Bin 24840 -> 24821 bytes ...parametric-gaussian-gamm4-diagnostic-1.png | Bin 132430 -> 132431 bytes vignettes/semiparametric.Rmd | 159 +++++++++--------- 17 files changed, 256 insertions(+), 250 deletions(-) diff --git a/vignettes/glmm_factor.Rmd b/vignettes/glmm_factor.Rmd index c52ab785..4ee3bf17 100644 --- a/vignettes/glmm_factor.Rmd +++ b/vignettes/glmm_factor.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) ``` @@ -28,7 +28,7 @@ As for the vignette on linear mixed models, we thank @rockwoodEstimatingComplexM We use a simulated dataset from the PLmixed package for this example. The observations are binomial responses representing an ability measurement. The first few lines are shown below. -```r +``` r library(PLmixed) head(IRTsim) #> sid school item y @@ -63,14 +63,14 @@ $$ where $N(\mathbf{0}, \boldsymbol{\Psi})$ denotes a bivariate normal distribution with mean zero covariance matrix $\boldsymbol{\Psi}$. The covariance matrix is assumed to be diagonal. -```r +``` r IRTsim$item <- factor(IRTsim$item) ``` We confirm that `item` has five levels. This means that $\boldsymbol{\lambda}$ is a vector with five elements. -```r +``` r table(IRTsim$item) #> #> 1 2 3 4 5 @@ -80,7 +80,7 @@ table(IRTsim$item) For identifiability, we fix the first element of $\boldsymbol{\lambda}$ to one. The rest will be freely estimated. We do this by defining the following matrix. Any numeric value implies that the element is fixed, whereas `NA` implies that the element is unknown, and will be estimated. -```r +``` r (loading_matrix <- matrix(c(1, NA, NA, NA, NA), ncol = 1)) #> [,1] #> [1,] 1 @@ -93,7 +93,7 @@ For identifiability, we fix the first element of $\boldsymbol{\lambda}$ to one. We fit the model as follows: -```r +``` r mod <- galamm( formula = y ~ item + (0 + ability | school / sid), data = IRTsim, @@ -109,7 +109,7 @@ A couple of things in the model formula are worth pointing out. First the part ` We can start by inspecting the fitted model: -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ item + (0 + ability | school/sid) @@ -148,7 +148,7 @@ summary(mod) The `fixef` method lets us consider the fixed effects: -```r +``` r fixef(mod) #> (Intercept) item2 item3 item4 item5 #> 0.5112006 0.3255941 -0.4491070 0.4929827 0.4584897 @@ -157,7 +157,7 @@ fixef(mod) We can also get Wald type confidence intervals for the fixed effects. -```r +``` r confint(mod, parm = "beta") #> 2.5 % 97.5 % #> (Intercept) -0.001727334 1.0241286 @@ -170,7 +170,7 @@ confint(mod, parm = "beta") We can similarly extract the factor loadings. -```r +``` r factor_loadings(mod) #> ability SE #> lambda1 1.0000000 NA @@ -183,7 +183,7 @@ factor_loadings(mod) And we can find confidence intervals for them. Currently, only Wald type confidence intervals are available. Be aware that such intervals may have poor coverage properties. -```r +``` r confint(mod, parm = "lambda") #> 2.5 % 97.5 % #> lambda1 0.4516974 1.0223534 @@ -195,7 +195,7 @@ confint(mod, parm = "lambda") We can also show a diagnostic plot, although for a binomial model like this it is not very informative. -```r +``` r plot(mod) ``` @@ -207,7 +207,7 @@ plot(mod) We now show how the model studied above can be extended to handle binomially distributed data with multiple trials. We simulate such data by computing predictions from the model fitted above, and drawing binomial samples with multiple trials. -```r +``` r set.seed(1234) dat <- IRTsim dat$trials <- sample(1:10, nrow(dat), replace = TRUE) @@ -228,7 +228,7 @@ head(dat) For binomial models with more than one trial, the response should be specified `cbind(successes, failures)`. -```r +``` r galamm_mod_trials <- galamm( formula = cbind(y, trials - y) ~ item + (0 + ability | school / sid), data = dat, @@ -242,7 +242,7 @@ galamm_mod_trials <- galamm( All the utility functions apply to this model as well. We simply post its summary output here. -```r +``` r summary(galamm_mod_trials) #> GALAMM fit by maximum marginal likelihood. #> Formula: cbind(y, trials - y) ~ item + (0 + ability | school/sid) @@ -284,7 +284,7 @@ summary(galamm_mod_trials) To illustrate the model for counts, we consider an example from Chapter 11.3 in @skrondalGeneralizedLatentVariable2004. The model does not contain factor loadings, but we use it to demonstrate how to fit GLMMs with Poisson distributed responses. -```r +``` r count_mod <- galamm( formula = y ~ lbas * treat + lage + v4 + (1 | subj), data = epilep, @@ -295,7 +295,7 @@ count_mod <- galamm( We can look at the summary output. -```r +``` r summary(count_mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ lbas * treat + lage + v4 + (1 | subj) @@ -327,14 +327,14 @@ summary(count_mod) In this case there are no factor loadings to return: -```r +``` r factor_loadings(count_mod) ``` We can again look at a diagnostic plot, which in this case looks much more reasonable. -```r +``` r plot(count_mod) ``` @@ -344,14 +344,8 @@ plot(count_mod) In this case we can confirm that the `galamm` function is correctly implemented by comparing it to the output of `lme4::glmer`. For a model like this, it would also be best to use `lme4`, but with factor structures or other nonlinearities, `lme4` no longer provides the flexibility we need. -```r +``` r library(lme4) -#> Loading required package: Matrix -#> -#> Attaching package: 'lme4' -#> The following object is masked from 'package:galamm': -#> -#> llikAIC count_mod_lme4 <- glmer( formula = y ~ lbas * treat + lage + v4 + (1 | subj), data = epilep, @@ -362,7 +356,7 @@ count_mod_lme4 <- glmer( We can confirm that the diagnostic plot has the same values as for galamm: -```r +``` r plot(count_mod_lme4) ``` @@ -371,7 +365,7 @@ plot(count_mod_lme4) And we can do the same for the summary output. -```r +``` r summary(count_mod_lme4) #> Generalized linear mixed model fit by maximum likelihood (Laplace Approximation) ['glmerMod'] #> Family: poisson ( log ) @@ -414,7 +408,7 @@ summary(count_mod_lme4) You might note that the deviance in the summary output of the model fitted by lme4 is different from the deviance of the model fitted by galamm. This is because in the summary output, lme4 shows the deviance as minus two times the log likelihood. In contrast, calling the deviance function on a model object fitted by glmer gives the same output as galamm. -```r +``` r deviance(count_mod_lme4) #> [1] 407.0092 ``` diff --git a/vignettes/latent_observed_interaction.Rmd b/vignettes/latent_observed_interaction.Rmd index 69098028..e2f0e8cc 100644 --- a/vignettes/latent_observed_interaction.Rmd +++ b/vignettes/latent_observed_interaction.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) ``` @@ -26,7 +26,7 @@ This vignette describes how `galamm` can be used to model interactions between l For this example we use the simulated `latent_covariates` dataset, of which the first six rows are displayed below: -```r +``` r head(latent_covariates) #> id type x y response #> 1 1 measurement1 0.2655087 -0.530999307 0 @@ -79,7 +79,7 @@ The structural model is simply $\eta = \zeta \sim N(0, \psi)$, where $\psi$ is i It can be instructive to start by considering a model in which we fix $\\lambda_{4} = 0$. This type of model would be estimated with the following code: -```r +``` r lambda <- matrix(c(1, NA, NA), ncol = 1) mod0 <- galamm( @@ -94,7 +94,7 @@ mod0 <- galamm( In the data generating simulations, the true values were $\lambda_{1}=1$, $\lambda_{2} = 1.3$ and $\lambda_{3} = -0.3$. The former two are very well recovered, but the latter is too positive, which is likely due to us omitting the interaction $\lambda_{4}$, whose true value was 0.2. -```r +``` r summary(mod0) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ type + x:response + (0 + loading | id) @@ -168,14 +168,14 @@ $$ We specify the factor interactions with a list, one for each row of `lambda`: -```r +``` r factor_interactions <- list(~ 1, ~ 1, ~ x) ``` This specifies that for the first two rows, there are no covariates, but for the third row, we want a linear regression with $x$ as covariate. Next, we specify the loading matrix **without** the interaction parameter, i.e., we reuse the `lambda` object that was specified for `mod0` above. This lets us fit the model as follows: -```r +``` r mod <- galamm( formula = y ~ type + x:response + (0 + loading | id), data = latent_covariates, @@ -189,7 +189,7 @@ mod <- galamm( A model comparison shows overwhelming evidence in favor of this model, which is not surprising since this is how the data were simulated. -```r +``` r anova(mod, mod0) #> Data: latent_covariates #> Models: @@ -205,7 +205,7 @@ anova(mod, mod0) The summary also shows that the bias in $\lambda_{3}$ has basically disappeared, as it is up to -0.318 from -0.195, with the true value being -0.3. The interaction is estimated at 0.233, which is also very close to the true value 0.2. It should of course be noted here that the noise level in this simulated dataset was set unrealistically low, to let us confirm that the implementation itself is correct. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ type + x:response + (0 + loading | id) @@ -244,14 +244,14 @@ summary(mod) We can also try to add interactions between the $x^{2}$ and $\eta$. We first update the formula in `factor_interactions`: -```r +``` r factor_interactions <- list(~ 1, ~ 1, ~ x + I(x^2)) ``` Then we fit the model as before: -```r +``` r mod2 <- galamm( formula = y ~ type + x:response + (0 + loading | id), data = latent_covariates, @@ -265,7 +265,7 @@ mod2 <- galamm( As can be seen, the coefficient for this squared interaction is not significantly different from zero. -```r +``` r summary(mod2) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ type + x:response + (0 + loading | id) @@ -305,7 +305,7 @@ summary(mod2) It is also straightforward to include additional random effects in models containing interactions between latent and observed covariates. The dataset `latent_covariates_long` is similar to `latent_covariates` that was used above, but it has six repeated measurements of the response for each subject. The first ten rows of the dataset are shown below. -```r +``` r head(latent_covariates_long, 10) #> id type x y response #> 1 1 measurement1 0.2655087 -0.530999307 0 @@ -323,14 +323,14 @@ head(latent_covariates_long, 10) For these data we add a random intercept for the response terms, in addition to the terms that were used above. We start by resetting the interaction models to a linear term: -```r +``` r factor_interactions <- list(~ 1, ~ 1, ~ x) ``` Next we fit the model using `galamm`. The difference to notice here is that we added `(0 + response | id)` to the formula. This implies that for observations that are responses, for which `response = 1`, there should be a random intercept per subject. -```r +``` r mod <- galamm( formula = y ~ type + x:response + (0 + loading | id) + (0 + response | id), data = latent_covariates_long, @@ -344,7 +344,7 @@ mod <- galamm( From the summary, we see that also in this case the factor loadings are very well recovered. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ type + x:response + (0 + loading | id) + (0 + response | id) @@ -386,7 +386,7 @@ summary(mod) We can also include smooth terms in models containing interactions between latent and observed variables. In this example, we replace the linear term `x:response` with a smooth term `s(x, by = response)`. Since this smooth term also includes the main effect of `response`, which corresponds to an intercept for the response observations, we must remove the `type` term and instead insert two dummy variables, one for each measurement. We first create these dummy variables: -```r +``` r dat <- latent_covariates dat$m1 <- as.numeric(dat$type == "measurement1") dat$m2 <- as.numeric(dat$type == "measurement2") @@ -395,7 +395,7 @@ dat$m2 <- as.numeric(dat$type == "measurement2") We then fit the model: -```r +``` r mod <- galamm( formula = y ~ 0 + m1 + m2 + s(x, by = response) + (0 + loading | id), data = dat, @@ -409,7 +409,7 @@ mod <- galamm( The summary output again suggest that the factor loadings are very well recovered. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ 0 + m1 + m2 + s(x, by = response) + (0 + loading | id) @@ -437,11 +437,11 @@ summary(mod) #> Number of obs: 600, groups: id, 200; Xr, 8 #> #> Fixed effects: -#> Estimate Std. Error t value Pr(>|t|) -#> m1 -0.01059 0.070477 -0.1503 8.805e-01 -#> m2 -0.01276 0.091638 -0.1393 8.892e-01 -#> s(x):responseFx1 -0.12412 0.008856 -14.0155 1.252e-44 -#> s(x):responseFx2 -0.26284 0.015809 -16.6255 4.558e-62 +#> Estimate Std. Error t value Pr(>|t|) +#> m1 -0.01059 0.070477 -0.1503 8.805e-01 +#> m2 -0.01276 0.091638 -0.1393 8.892e-01 +#> s(x):responseFx1 0.12412 0.008856 14.0155 1.252e-44 +#> s(x):responseFx2 0.26284 0.015809 16.6255 4.558e-62 #> #> Approximate significance of smooth terms: #> edf Ref.df F p-value @@ -451,7 +451,7 @@ summary(mod) We can also plot the smooth term, which is linear. That is, in this case the smooth term was not necessary. Not that we can also see this from the zero variance estimate of the random effect named `s(x):response` in the summary above, which mean that the smoothing parameter for this term is infinite, and hence that the smooth term is exactly linear. -```r +``` r plot_smooth(mod) ``` diff --git a/vignettes/lmm_factor.Rmd b/vignettes/lmm_factor.Rmd index 287118cd..9bf5f47a 100644 --- a/vignettes/lmm_factor.Rmd +++ b/vignettes/lmm_factor.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) library(PLmixed) ``` @@ -30,7 +30,7 @@ The examples used in this vignette come from the simulated datasets provided by This example comes from Section 3.1 in @jeonProfileLikelihoodApproachEstimating2012, whose model was again based on @mccaffreyModelsValueAddedModeling2004. The dataset `KYPSsim` comes from [PLmixed](https://cran.r-project.org/package=PLmixed) and is a simulated version of the Korea Youth Panel Survey (KYPS) data. -```r +``` r head(KYPSsim) #> mid hid sid time esteem #> 1 1 1 1 1 2.759234 @@ -46,7 +46,7 @@ Student self esteem (variable `esteem`) was assessed at four timepoints, the fir We will use a discrete time model, and hence convert the time variable to a factor. -```r +``` r KYPSsim$time <- factor(KYPSsim$time) levels(KYPSsim$time) #> [1] "1" "2" "3" "4" @@ -101,7 +101,7 @@ In order to fit the model with galamm, we use syntax similar to PLmixed, and sta -```r +``` r (loading_matrix <- rbind( c(1, 0), c(NA, 0), @@ -118,7 +118,7 @@ In order to fit the model with galamm, we use syntax similar to PLmixed, and sta We connect the loading matrix to variables in the dataframe with the following factors. -```r +``` r factors <- c("ms", "hs") ``` @@ -126,7 +126,7 @@ factors <- c("ms", "hs") Finally, we define the loading variable. This is a variable connecting rows of the dataframe to rows of the loading matrices. In this case, for each value of `time`, the corresponding row of the loading matrix should be multiplied by the latent variables $\eta_{m}$ and $\eta_{h}$, so we set it as follows: -```r +``` r load.var <- "time" ``` @@ -134,7 +134,7 @@ load.var <- "time" The model formula is specified as -```r +``` r form <- esteem ~ time + (0 + ms | mid) + (0 + hs | hid) + (1 | sid) ``` @@ -143,7 +143,7 @@ We use lme4 syntax for random effects. For example, the term `(0 + ms | mid)` co We fit the model using `galamm` with the following call. -```r +``` r mod <- galamm( formula = form, data = KYPSsim, @@ -157,7 +157,7 @@ The model could be fit with `PLmixed` using the following call, which differs fr -```r +``` r kyps_plmixed <- PLmixed( formula = form, data = KYPSsim, @@ -170,7 +170,7 @@ kyps_plmixed <- PLmixed( Using galamm's summary method, we can study the model output. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: form @@ -209,7 +209,7 @@ summary(mod) We can look at the factor loadings specifically using the `factor_loadings` function. Perhaps not surprisingly, middle school teacher effects have a low impact on self esteem while the student attends high school, as can be seen by the last two rows of the "ms" column being very close to zero. -```r +``` r factor_loadings(mod) #> ms SE hs SE #> lambda1 1.00000000 NA 0.000000 NA @@ -221,7 +221,7 @@ factor_loadings(mod) A diagnostic plot of residuals versus predicted values also looks acceptable, although there seems to be a slight upward trend. -```r +``` r plot(mod) ``` @@ -230,7 +230,7 @@ plot(mod) We can also compare the estimated model to a model with constrained factor loadings. In particular, we could assume that the teacher effect in middle school has no effect on self esteem measured during high school, by setting the last two elements of $\boldsymbol{\lambda}_{m}$ to zero. We would then have the following loading matrix. -```r +``` r (loading_matrix_constr1 <- rbind( c(1, 0), c(NA, 0), @@ -245,7 +245,7 @@ We can also compare the estimated model to a model with constrained factor loadi ``` -```r +``` r mod_constr1 <- galamm( formula = form, data = KYPSsim, @@ -258,7 +258,7 @@ mod_constr1 <- galamm( We could further assume that the factor loadings at timepoints 1 and 2 for middle school and at timepoints 3 and 4 for high schools are identical, which in practice would lead to a linear mixed model with no factors. One way of estimating this model is to define a new loading matrix: -```r +``` r (loading_matrix_constr2 <- rbind( c(1, 0), c(1, 0), @@ -273,7 +273,7 @@ We could further assume that the factor loadings at timepoints 1 and 2 for middl ``` -```r +``` r mod_constr2 <- galamm( formula = form, data = KYPSsim, @@ -287,7 +287,7 @@ mod_constr2 <- galamm( Equivalently, we could create dummy variables for the timepoints: -```r +``` r KYPSsim$time12 <- as.integer(KYPSsim$time %in% 1:2) KYPSsim$time34 <- as.integer(KYPSsim$time %in% 3:4) head(KYPSsim) @@ -303,7 +303,7 @@ head(KYPSsim) We this formulation, we don't need to specify the `factor`, `load.var`, and `lambda` arguments. -```r +``` r mod_constr2b <- galamm( formula = esteem ~ time + (0 + time12 | mid) + (0 + time34 | hid) + (1 | sid), data = KYPSsim @@ -313,7 +313,7 @@ mod_constr2b <- galamm( We can compare all four models using the `anova` member function. Reassuringly, the two ways of formulating the last model give identical results. Furthermore, this simplest model seems to be preferred over the two more complex models on this simulated dataset. -```r +``` r anova( mod, mod_constr1, mod_constr2, mod_constr2b @@ -344,14 +344,14 @@ The data contains ratings of two traits in students, and the traits are rated by Initially, we need to convert the item variable to a factor. -```r +``` r JUDGEsim$item <- factor(JUDGEsim$item) ``` The first ten rows of the dataset are as follows: -```r +``` r head(JUDGEsim, 10) #> item method trait stu class tch response #> 1 1 1 1 1 1 1 2.509475 @@ -369,7 +369,7 @@ head(JUDGEsim, 10) The grouping factors in the data are class (variable `class`), student (variable `stu`) and teacher (variable `tch`). The teachers' ratings of the first trait is given by items 1-3, and the students' rating of the same trait is given by items 7-9. For the second trait, the items are 4-6 and 10-12, respectively. Looking at the frequency table, we see that there are more observations of items 1-6. This happens because a single teacher would in general rate more than one student, whereas a single student would only rate themselves. -```r +``` r table(JUDGEsim$item) #> #> 1 2 3 4 5 6 7 8 9 10 11 12 @@ -479,7 +479,7 @@ $$ We specify the loading matrix as follows. In comparison with the mathematical model formulation just above, note that we don't need to add the last column of only ones, since this column contains no parameters to be estimated. -```r +``` r (loading_matrix <- rbind( c(1, 0, 1, 0, 0, 0), c(NA, 0, NA, 0, 0, 0), @@ -512,7 +512,7 @@ We specify the loading matrix as follows. In comparison with the mathematical mo Next, we specify the factors in the order they appear in the columns of the loading matrix. We can choose whichever names we like for the factors, except for names of existing variables in the dataset, but we must make sure they match the names used in the formula. -```r +``` r factors <- c( "teacher1", "teacher2", "trait1.t", "trait2.t", "trait1.s", "trait2.s" @@ -522,7 +522,7 @@ factors <- c( The formula is defined as follows, where have have placed the terms in the same order as they appear in the mathematical model in matrix-vector form specified above. -```r +``` r form <- response ~ 0 + item + (0 + teacher1 + teacher2 | tch) + (0 + trait1.t + trait2.t + trait1.s + trait2.s | stu) + (1 | class) @@ -531,7 +531,7 @@ form <- response ~ 0 + item + (0 + teacher1 + teacher2 | tch) + Using `PLmixed`, we could have estimated the model as follows, and doing it would confirm that the results are the same as with galamm. -```r +``` r judge_plmixed <- PLmixed( formula = form, data = JUDGEsim, @@ -544,7 +544,7 @@ judge_plmixed <- PLmixed( We get identical results using `galamm`, and it takes less than five minutes. -```r +``` r judge_galamm <- galamm( formula = form, data = JUDGEsim, @@ -555,7 +555,7 @@ judge_galamm <- galamm( ``` -```r +``` r summary(judge_galamm) #> GALAMM fit by maximum marginal likelihood. #> Formula: form @@ -569,19 +569,32 @@ summary(judge_galamm) #> -3.8407 -0.6439 0.0017 0.6474 3.9799 #> #> Lambda: -#> teacher1 SE teacher2 SE trait1.t SE trait2.t SE trait1.s SE trait2.s SE -#> lambda1 1.0000 . . . 1.000 . . . . . . . -#> lambda2 1.1278 0.03584 . . 1.092 0.02172 . . . . . . -#> lambda3 0.9986 0.03345 . . 1.066 0.02144 . . . . . . -#> lambda4 . . 1.0000 . . . 1.0000 . . . . . -#> lambda5 . . 0.9725 0.03036 . . 1.0536 0.02576 . . . . -#> lambda6 . . 1.2191 0.03436 . . 0.9581 0.02460 . . . . -#> lambda7 . . . . . . . . 1.000 . . . -#> lambda8 . . . . . . . . 1.322 0.06109 . . -#> lambda9 . . . . . . . . 1.145 0.05633 . . -#> lambda10 . . . . . . . . . . 1.000 . -#> lambda11 . . . . . . . . . . 0.874 0.04417 -#> lambda12 . . . . . . . . . . 1.096 0.04874 +#> teacher1 SE teacher2 SE trait1.t SE trait2.t SE trait1.s SE trait2.s +#> lambda1 1.0000 . . . 1.000 . . . . . . +#> lambda2 1.1278 0.03584 . . 1.092 0.02172 . . . . . +#> lambda3 0.9986 0.03345 . . 1.066 0.02144 . . . . . +#> lambda4 . . 1.0000 . . . 1.0000 . . . . +#> lambda5 . . 0.9725 0.03036 . . 1.0536 0.02576 . . . +#> lambda6 . . 1.2191 0.03436 . . 0.9581 0.02460 . . . +#> lambda7 . . . . . . . . 1.000 . . +#> lambda8 . . . . . . . . 1.322 0.06109 . +#> lambda9 . . . . . . . . 1.145 0.05633 . +#> lambda10 . . . . . . . . . . 1.000 +#> lambda11 . . . . . . . . . . 0.874 +#> lambda12 . . . . . . . . . . 1.096 +#> SE +#> lambda1 . +#> lambda2 . +#> lambda3 . +#> lambda4 . +#> lambda5 . +#> lambda6 . +#> lambda7 . +#> lambda8 . +#> lambda9 . +#> lambda10 . +#> lambda11 0.04417 +#> lambda12 0.04874 #> #> Random effects: #> Groups Name Variance Std.Dev. Corr diff --git a/vignettes/lmm_heteroscedastic.Rmd b/vignettes/lmm_heteroscedastic.Rmd index d241d86e..276c3a2e 100644 --- a/vignettes/lmm_heteroscedastic.Rmd +++ b/vignettes/lmm_heteroscedastic.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) ``` @@ -34,7 +34,7 @@ In the future, we plan to also support other types of residual terms, including The package includes a simulated dataset `hsced`, in which the residual variance varies between items. -```r +``` r head(hsced) #> id tp item x y #> 1 1 1 1 0.7448212 0.1608286 @@ -48,7 +48,7 @@ head(hsced) We specify the error structure using an additional formula object, `~ (1 | item)`, specifying that a different constraint term should be included per item. -```r +``` r mod <- galamm( formula = y ~ x + (1 | id), weights = ~ (1 | item), @@ -59,7 +59,7 @@ mod <- galamm( The output shows that for item 2, the residual variance is twice that of item 1. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ x + (1 | id) @@ -92,7 +92,7 @@ summary(mod) We can confirm that the lme function from the nlme package gives the same result. It reports the multiplies on the standard deviation scale, so since $1.412369^2 = 1.995$, the results are identical. -```r +``` r library(nlme) #> #> Attaching package: 'nlme' @@ -140,7 +140,7 @@ summary(mod_nlme) The diagnostic plot also looks good. -```r +``` r plot(mod) ``` @@ -149,7 +149,7 @@ plot(mod) We can compare the model to one with homoscedastic residuals. -```r +``` r mod0 <- galamm( formula = y ~ x + (1 | id), data = hsced @@ -160,7 +160,7 @@ mod0 <- galamm( Reassuringly, the correct model is chosen in this simple simulated case. -```r +``` r anova(mod, mod0) #> Data: hsced #> Models: diff --git a/vignettes/mixed_response.Rmd b/vignettes/mixed_response.Rmd index af4943b0..f321599e 100644 --- a/vignettes/mixed_response.Rmd +++ b/vignettes/mixed_response.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) library(lme4) ``` @@ -27,7 +27,7 @@ This vignette describes how `galamm` can be used to estimate models with mixed r We start with the `mresp` dataset, which comes with the package. The variable "itemgroup" defines the response type; it equals "a" for normally distributed responses and "b" for binomially distributed responses. They are link through a common random intercept. -```r +``` r head(mresp) #> id x y itemgroup #> 1 1 0.8638214 0.2866329 a @@ -64,7 +64,7 @@ where $N(0, \psi)$ denotes a normal distribution with mean 0 and variance $\psi$ We define the loading matrix as follows, where the value `1` indicates that the first element $\boldsymbol{\lambda}$ is fixed, and the value `NA` indicates that its second element is unknown, and to be estimated. -```r +``` r (loading_matrix <- matrix(c(1, NA), ncol = 1)) #> [,1] #> [1,] 1 @@ -76,21 +76,21 @@ We set `load.var = "itemgroup"` because all rows of the data with the same value We also need to define the response families, with the vector -```r +``` r families <- c(gaussian, binomial) ``` We also need a way of telling galamm which row belongs to which family, which we do with a family mapping. The values in `family_mapping` refer to the elements of `families`. -```r +``` r family_mapping <- ifelse(mresp$itemgroup == "a", 1, 2) ``` We are now ready to estimate the mixed response model. -```r +``` r mixed_resp <- galamm( formula = y ~ x + (0 + level | id), data = mresp, @@ -106,7 +106,7 @@ mixed_resp <- galamm( We can also look at its summary output. -```r +``` r summary(mixed_resp) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ x + (0 + level | id) @@ -136,7 +136,7 @@ summary(mixed_resp) Mixed response models can be combined with heteroscedastic residuals, which are described in the vignette on [linear mixed models with heteroscedastic residuals](https://lcbc-uio.github.io/galamm/articles/lmm_heteroscedastic.html). However, some care is needed in this case. We illustrate with the dataset `mresp_hsced`, whose first few lines are shown below: -```r +``` r head(mresp_hsced) #> id x y itemgroup grp isgauss #> 1 1 0.8638214 0.2866329 a b 1 @@ -150,7 +150,7 @@ head(mresp_hsced) This dataset has the same structure as `mresp`, except that the residual standard deviation of the normally distributed responses vary according to the variable `grp`, which has two levels. Two fit a model on this dataset with heteroscedastic residuals for the normally distributed variable, we must use the dummy variable `isgauss` when setting up the `weights`. This is illustrated below. By writing `~ (0 + isgauss | grp)` we specify that the heteroscedasticity is assumed between levels of `grp`, but that this only applies when `isgauss` is nonzero. Hence, the binomially distributed responses don't have any heteroscedastic residuals estimated, since for these observations the dispersion parameter $\phi$ is fixed to 1. We also ignore the factor loadings for simplicity. -```r +``` r family_mapping <- ifelse(mresp$itemgroup == "a", 1L, 2L) mod <- galamm( formula = y ~ x + (1 | id), @@ -165,7 +165,7 @@ mod <- galamm( The summary output now shows that we also have estimated a variance function. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ x + (1 | id) @@ -200,7 +200,7 @@ The scientific question concerns the impact of fiber intake on risk of coronary The first few rows of the dataset are printed below. All of these had only a single measurement of fiber intake. -```r +``` r head(diet) #> id age bus item y chd fiber fiber2 #> 1 1 -0.38 1 fiber1 17.814280 0 1 0 @@ -214,7 +214,7 @@ head(diet) It is instructive to also look at some men who had two measurements of fiber intake. Here are three of them. -```r +``` r diet[diet$id %in% c(219, 220, 221), ] #> id age bus item y chd fiber fiber2 #> 429 219 -8.13 0 fiber1 15.64263 0 1 0 @@ -264,7 +264,7 @@ where $d_{1i}$ is a dummy variable for fiber measurements at timepoint 1 and $d_ In the measurement model for fiber above, note that we implicitly have factor loadings equal to one. Letting the `item` variable define which rows should receive which loading, we note that the factor levels are as follows: -```r +``` r levels(diet$item) #> [1] "fiber1" "fiber2" "chd" ``` @@ -272,7 +272,7 @@ levels(diet$item) We could of course have changed this, but given these levels, we define the following loading matrix: -```r +``` r (loading_matrix <- matrix(c(1, 1, NA), ncol = 1)) #> [,1] #> [1,] 1 @@ -285,7 +285,7 @@ That is, "fiber1" and "fiber2" receive a loading fixed to one, whereas the loadi We also need to define the families, making sure it is binomial for "chd" and Gaussian for "fiber1" and "fiber2". -```r +``` r families <- c(gaussian, binomial) family_mapping <- ifelse(diet$item == "chd", 2, 1) ``` @@ -293,7 +293,7 @@ family_mapping <- ifelse(diet$item == "chd", 2, 1) The model formula also needs some care in this case. We define it as follows, and note that the whole part `0 + chd + fiber + fiber2` could have been replaced by `item`. We use the former for ease of explanation. -```r +``` r formula <- y ~ 0 + chd + (age * bus):chd + fiber + (age * bus):fiber + fiber2 + (0 + loading | id) ``` @@ -303,7 +303,7 @@ The initial zero specifies that we don't want R to insert an intercept term. Nex We can inspect the model implied by the formula by using the `nobars` function from [lme4](https://cran.r-project.org/package=lme4) [@batesFittingLinearMixedEffects2015] to remove the random effects, and then `model.matrix`. It looks correctly set up. -```r +``` r head(model.matrix(nobars(formula), data = diet)) #> chd fiber fiber2 chd:age chd:bus age:fiber bus:fiber chd:age:bus age:bus:fiber #> 1 0 1 0 0.00 0 -0.38 1 0.00 -0.38 @@ -319,7 +319,7 @@ Finally, the random effects part `(0 + loading | id)` specifies that for each `i We are now ready to fit the model. -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -334,7 +334,7 @@ mod <- galamm( Looking at the summary output, however, we see a warning that the Hessian matrix is rank deficient. -```r +``` r summary(mod) #> Warning in vcov.galamm(object, parm = "lambda"): Rank deficient Hessian matrix.Could not compute covariance matrix. #> Warning in vcov.galamm(object, "beta"): Rank deficient Hessian matrix.Could not compute covariance matrix. @@ -374,7 +374,7 @@ We suspect that this is a convergence issue of the algorithm, and start by simpl -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -410,7 +410,7 @@ Now we got some information, but the final estimate is the same, since we otherw -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -450,7 +450,7 @@ We can now use the summary method, where we find that our estimates are very clo -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: formula @@ -497,7 +497,7 @@ $$ The formula becomes -```r +``` r formula0 <- y ~ 0 + chd + fiber + (age * bus):fiber + fiber2 + (0 + loading | id) ``` @@ -506,7 +506,7 @@ Everything else is the same as before, so we fit the new model with -```r +``` r mod0 <- galamm( formula = formula0, data = diet, @@ -541,7 +541,7 @@ mod0 <- galamm( Looking at the summary output, the estimates are now close to the first column in Table 14.1 of @skrondalGeneralizedLatentVariable2004. -```r +``` r summary(mod0) #> GALAMM fit by maximum marginal likelihood. #> Formula: formula0 @@ -576,7 +576,7 @@ summary(mod0) We can use `anova` method for galamm objects to compare the models. AIC and BIC favor the simpler model with only indirect effects. -```r +``` r anova(mod, mod0) #> Data: diet #> Models: diff --git a/vignettes/optimization.Rmd b/vignettes/optimization.Rmd index d5e83582..1dfd2476 100644 --- a/vignettes/optimization.Rmd +++ b/vignettes/optimization.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) ``` @@ -36,7 +36,7 @@ At convergence, the Hessian matrix of second derivatives is computed exactly, ag We will illustrate some ways of modifying the optimization procedure with the covariate measurement model example shown in the [vignette on models with mixed response types](https://lcbc-uio.github.io/galamm/articles/mixed_response.html). Here we start by simply setting up what we need to fit the model. -```r +``` r loading_matrix <- matrix(c(1, 1, NA), ncol = 1) families <- c(gaussian, binomial) family_mapping <- ifelse(diet$item == "chd", 2, 1) @@ -47,7 +47,7 @@ formula <- y ~ 0 + chd + (age * bus):chd + fiber + Fitting the model with default arguments yields a warning when we look at the summary object. -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -95,7 +95,7 @@ summary(mod) In this case, we can increase the amount of information provided by `optim`, with the `trace` argument. To avoid getting too much output, we also reduce the number of iterations. We set the `control` argument as follows: -```r +``` r control <- galamm_control(optim_control = list(maxit = 5, trace = 3, REPORT = 1)) ``` @@ -103,7 +103,7 @@ Here, `maxit = 5` means that we take at most 5 iterations, `trace = 3` means tha -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -144,14 +144,14 @@ Since what we did was simply to turn in more reporting, it is no surprise that t By default, L-BFGS-B uses the last 5 evaluations of the gradient to approximate the Hessian that is used during optimization (not to be confused with the exact Hessian compute with automatic differentiation after convergence). We try to increase this to 25, and see if that makes a difference. This is done with the `lmm` argument. We also reduce the amount of reporting to be every 10th step, and avoid setting the maximum number of iterations, which means that `optim()`'s default option is used. -```r +``` r control <- galamm_control(optim_control = list(trace = 3, REPORT = 10, lmm = 25)) ``` It is clear that neither this solved the issue. -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -197,7 +197,7 @@ vcov(mod) Looking at the model output again, we see that the random effect variance is estimated to be exactly zero. -```r +``` r summary(mod) #> Warning in vcov.galamm(object, parm = "lambda"): Rank deficient Hessian matrix.Could not compute covariance matrix. #> Warning in vcov.galamm(object, "beta"): Rank deficient Hessian matrix.Could not compute covariance matrix. @@ -236,7 +236,7 @@ summary(mod) These types of obviously wrong zero variance estimates are well-known for users of mixed models [@hodgesRichlyParameterizedLinear2013]. We see if increasing the initial value for the variance parameter solves the issue. This is done with the `start` argument to `galamm`. The start argument requires a named list, with optional arguments `theta`, `beta`, `lambda`, and `weights`, giving initial values for each of these groups of parameters. In this case `theta` is the standard deviation of the random effect, and we increase it to 10 to see what happens. By default, the initial value equals 1. -```r +``` r mod <- galamm( formula = formula, data = diet, @@ -274,7 +274,7 @@ mod <- galamm( Now we see that the model converged and that the Hessian is no longer rank deficient. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: formula @@ -313,7 +313,7 @@ summary(mod) The Nelder-Mead algorithm is turned on by setting `method = "Nelder-Mead"` when calling `galamm_control()`. We also turn on reporting every 20th function evaluation by setting `verbose = 1`: -```r +``` r control <- galamm_control( optim_control = list(verbose = 1), method = "Nelder-Mead" @@ -323,14 +323,14 @@ control <- galamm_control( We provide the estimates obtained with the L-BFGS-B algorithm as initial values. For this we can use the convenience function `extract_optim_parameters`: -```r +``` r start <- extract_optim_parameters(mod) ``` We now fit the model, providing the initial values to the `start` argument. -```r +``` r mod_nm <- galamm( formula = formula, data = diet, @@ -369,7 +369,7 @@ mod_nm <- galamm( The summary output shows that Nelder-Mead found exactly the same optimum in this particular case, which is not surprising given the intial values that we provided. -```r +``` r summary(mod_nm) #> GALAMM fit by maximum marginal likelihood. #> Formula: formula diff --git a/vignettes/scaling-glmm-plot-1.png b/vignettes/scaling-glmm-plot-1.png index 404f8db434017626bcbfc261c4da7d13fb07dc91..f111398477136fb7b4c7c266ba6973697959a2d1 100644 GIT binary patch literal 22507 zcmeFZXH*nX*EL8~f(QzTq67s*L_m?CWK^<%5(R8Paz@EHs;CGks0c_9rO8cBO;%Kb zNX|4MIp-X|Q-JR?@2oZ7teG|Q@BQJDhU%(Yx9&M-pS}03m-m!pD9Gr^@bK^`n}zzJ1T~w#;o?D_c9&$Bzt+WsGf%?aU2TWNzW%-3SU& zN12^drxA-P%Hd@F~&IEGB=iZAa^1rm+xGD3wnT~X-=z30ZSfOQUUGK)|r#Y{& zKKt1|@;8N7bUyU45nQ3iaE-JK=KLD1suFUj^lYT?Y~Mf|fv-^#mZ=9qu> zb*vVw?U_zt?#bZ4z&-0syHR^#&=_x*_D43#he&d(nzX}UowQ2W>J#(e$?ti1nx|tZ z=d&9k-txZCle%&#<@Ih=&x@mDEUVf?NA2f(f<^d~(m5{FN!19XMk=wil=^RZ=S$%% zt9tyELvpTq()1G+u7+Q>`|vk_Dpq~C*WpD5w|UMFsy*W(bJ7JCJXCSXGdr>cu_{A# z_mXqt4#_EkO%DVYGBi_K^Wv)!OH5SH9 zMf1xq>Vh=Q1b!{PST7tsWkTRN%VlaV)X{h|!Q_?XmD#|d#SSG2yp%^tcLW zezJ)^*Zp+Nq57)h_R6M{W^@F}VCYRca{AY7JQ{fmx2nB0^Vq*q>E%0khYa>sEB1ud z;>VW9(vRE=V+xyjC{{)LF{nnO@~P`I?Nxp1J8zgN%{_GVza)~;kDGlSPcZwu-Zn7Z z|BYi~7q39gVz+u~yy@yK^d8H6W6HNVGj*1dV_vRisg8}LCXZQKugUSqh5E0byAU>f z_00J%%%SWxsz$GknuO$!^Z)vA!QN=8sHxQzpG75BFt8+W+*$JHuBp+-f!u~4^09(c zoeiB0mbLFYY;=V@Z8QUmr8Q!U+wCVDSWW3IxE!jxTchn7_P*(jb!6&|32GnPJ?cg1 zJ=LR8z(2+JTZ7CKYpYWwvm~lyB$mLXZuKbVOS~4p#wGz%9iC^AOEHP*5uNSfwHonI z%bK-Nri`VrZ9D6&Lm@gMNY= zZT{aYHI?ZbQkkY!bX;uM`tUkEN_F?PcHBId2wVH{3gh+&_t;#>e;BscL4vqp{6Nk` zQ4#Ml{7iy}A7GA01V7=!KYI9wher@c@b5SH>v4qt`5E~mk&^i&9-aiA+#N|Z7yKC< zX-Sa!-riow*WWcFtfAL#tGx>4xRY=!S?68+)5)^87v-KEk@7$P>|`hj+kG2D^EXDa z&d-j#yZP?T#&(0d=bq`_pC^CB2;F1tQ5|0CzlJg!^47{Qc`=r;J4Nl-c5Ti4!gV87 zA}R?yd?G56cNONomnoh}A|K#4>=Hg>{yumFB+Nb%c*G?0_-Sgdp6-9d!;fh=_<;bQ zhPmQsrV7VN_Dn=UdTekmpAZW-RaGvcoH;whokM?pi z%1-*QWnF+XaqjnYMzh#UAaUc{N%Nq1|eXi7Lxccpt%D-_3F|w{+L5;s#JXe;pv$ZDt-89Da=VeWdl}^4@7Ejsw zHvy|o{ch=72hr)fOzv`_g8k2IZ;}1XOZJ#dKVow2AFpVw8{;JNT^0tbc>Z2H2uYH! z=LaJ2GTJxW({<9}=JG8&F!%C1(zFcoEZWF+{tzC9zpM^3FH2{$m{Ll{c;jdP`bhq| zBgfB~dGD-*kNl2kxu_g7t-Z)16P!y-e(LL{SInKmfqW&1A(>z6_b#81F<%<3&v%~F zT`P258f{NhW~z%4%-D+dKFBW;%$~@hFLSh0)Hqr~La|f)DZ3TEgcFnKz0Ii%>y^p2 zm(Fx;lx2QnEVkG;d@R%(d1TTQr`PqwAfO?=N1hgoI5huklg^sYr+ zlZA1yM!GgJS`lB6J3+~ZFX|ns zv&$dYm1B&~aH)Ki&9=58Df1!N3}z7SZT>-;&}J&tBe%b5l96>l$t2e6_+v6ySiAH2 zQy(HB=UJ;#_qF^EUH5t}o$cMNIh_pM(q02ulKpA@$~_Pv>EwTu(uurxx~G6=<=m3h zZxXYYgD@w3Hsw1`#gi$iR;$xpHnm2(+Z%>Ief%y!ie~2=czLRXH=}J5;=v(%WWW=j zws1I9p_hNn=TwLRa_alk^LNR`EZB^G9jxf8I6Qo@Bb?C}SdbJ?qz5HoTL}Gh|Bu%$ zN%(|R$|qLuf2yQ|I#M3YaehDSj*(Ff7-lwe@a}(_hvHM2VJQD%zkK);5Urn1b9nW7 z|C0w4lliHSCy@b?{Lkh7XEOhHOQqq+I;{HczEXF8J;HZX`!L7%5{ZjIg>tMI&TVa$ z;n{^81&G`VCW02UVoqvCS+`BuhDoYga%j44X*bgu_V5_08#wZ!qf&I&pIT4!Le+vFzIm?WvkPI(ZiFw_G0+GiJ*8pN4C4`!b|7?5r0$_LSn z;V|w(&R_32HS@Vq*v?Nk?YHma*+q;Xi3alL_2~57!bOzOK#;xb6@G5EUAp+(VYVZ5B84jhyH1 zHcbemV&9J^?p@uREuKr$&a-IGHdfGq3RoX4+>xT0!Fc@$&2lS|2;G4CC;LA)f0@)r zj>w}aS9}SNra_)G|KI@WC;#!^Z!~&q6N$0UF~$k&1OiBqGg7;3FZ`Nm*RjnLbzglj z(VUQO))dcJcfM;O+lQUd!ypriafg6SubJV`*K#E{fBX_6y>vhR&Z`D%9QM7XCP!`N z34EfGEB7!DZ}OOil(;^qSi&#UEBBfh<DZxmiFKpQZD3`vnURhNCl~j$s5#w z5eL;lN!5bX)o{yWzaqfA<`RiCNr^j*-xIbQmhI%V@I9Jt0xZD6cb7>aKihU@R!YA< z{U}<}uxL z>Wsp*FINBl1OOnOIAhuZw;>mHF+qH+66(^PeB1ZZ|wy6_g3&2BOa?AKS6`va7Fzr&AnP= z?00SrQWrnEd|ucQ$*Yd~c@#Q@-mKC1@K1F~EH?K%WVpE{>RKo(%0m!aSht zYuM!%WUC@Zp&Px&9S#DW{Fx|?L7#3=QG7_Qm2On9Qxx^0SGc8IAo3!cuLxY3O zUe_}un01*a5|5sQ0pj5+lki!0w+cB<8U;`?Ic;?1nupyRx-WcukmYTUj=1-_7Qb148T|yRNz*7ln;=&`b_pj-O>_0>wN+ObZ zu_V^){Tk>4e*=u`2ChF=VKaP26 zA%>fFRWYukXQq0Ka?&4Ued}`_V`w3j_9Y-rQ;ZUDf~G;1DRk!$xSPQ}>wX#2^H`8V znjOLbVtVrCD5FcoDIVQvzs-8V{%NI4Xz0DBIx?J>=3vM>FPOp@4w4g< zk#8nynaOkct>{Xtsz#Q9l;*BQTS}2nhJM-yC)O6Ie^widBN$;ZP0Yi5C{4~cC4MzN z+=dz!K_E_gII+#_RQbeu=(}g4gq>|dOFb5A*zXrz)P(}zOe%4-cFMZm8KRJ$m7)K1Fc(C+%vL@fDUJ%^+>Vv%9pBor+trF%l*oI=#m&=T zuDjrY;*vJ1gw4CM6Q*JsqJ^CY>;FA>Up}I5M_fwh(sKS}=UexnvjVF{(kC9XE4^$X zCH{ARyxdd*6?@Ruw11JIY~i2(9zYqe+8ZxL?mm$aeydz&%U65#=<#!zP=*s+lb~Pe zf*vz!aEdQcZ;0%WpQ-Yb=)~LWwQuOs^WHK3{+uEQ*4Xna09#JGeL6!)lPP#uQI{SU z^tq+(OzG{(FE~PKW_JFjaQ}JGe&&&+frTe%+c&K}4`EZ=Y-joEp<4^oZ<|dy4s-W> zt1cC{SJnqfib#oh`o+z3X2B^nsu-vq7!9mgWkudPh>=+2YqGjN@xt#UX*wB8s`Vn>)6UP+9=Q6L~Q|z1p z^^k|Y*fjQF8mivG<@A6nP<^BP$>h(ci6c0+zEjD+A}z(uo4>N!&$8s%uKMpsyhIx5 z)0z0Ww$$)8460|eKFU<5z{YW^aY}n*dt=G4{>9=!Gz|ztP?kN&GC+@@67NPBL@_ zhgDx{*7MphZc!6DBmhZVl$ocQi=R`R)&BG8=FD3e#w=*g`*$+lE<;D^&AaQ zNVG)fsghGg6aD4odA9w1BijHT9q_#&qGylWlWq1C*b1Uj*$*;`k52&+#3DKEWh3#O zW!2DLj84IyKR1Ss6(}myjn=;BtXbOjJ4}FmR3trqA*wen>Af1xVQtU)p}=h z#m1%tJ5l$6%My~`nlwi>@xi^3u%3Xgh_Ch9D@vB4ik)moyO12^wX>qhsaIBVRx5+s z?Z56&mD!5C%(lO5c60MPrTC{SW9q3Iiupkl2eZdKz~Gz7wa#l?+ZoAk2|R*fUk%sI zLsHe(f%K_$r6nFNfXQndlVge6d`dfwDciJg|ND%tInQ4AkYFXyVu6^p^od6QjQ+@n zjrsTMzEkiF+N3g=60CdjwV>wAEVq0w>+MNkbv}G{A0;|1|98df=Zj0+2lu>74d;>x zVYDWv3-=?=ST{Htg&cT|8NbAHaH>x=~)sh(U{)$%fdx@#Wwdt-FVozJT zm%WD%29C*iyF|A5vgLQg_4GS0PrejfIPIH6R`ugY7m}cxzsjw)Y3fO>JeWQQp-2)c z(Rttge^be1M-s0v(iK8l#wi9vwl`)Fa>#_{qnlb;X3icx7$u4maFiFve}MxP@>4ZPRXeG>ixIIQtk-N~x#mM!QY;TmK#je*J=aD%?8 zCy@yVK4*?3M;+VJwpVmKUh+p5wxT*PD9d8!Ij5E*)IV9*OYeGB?*W#zrW9SicPW+r zs9gujIl@Nkt`B9_JW`)!?=w&HuXARUG&{I=!icqCf#J+HArB`OhB4cE%odHML5E?Z zF0OdylYq7Mo4~2$?2)?gh80G(KdlA*UY6ZT`~89}3UZ(3RiL?E?*MCqp%wSqb^)I2 zQ?fA=r(8IDE@Szw_hfS7U9OG9Sg&r#jAuBBw6y;K*zWPcCxl-E{Onmi;{h#FI0w&CFx8f73ZWc=^4b{DD0OpmuIrsE+xla$@|0b*@g@nf{3Y%ng*AwA zZz`kQsx$M^2Pj*OmHXxH962SXcvh%|^02;&BXAHp4kxa4=^*-zWRYRo!-_IU{7osW z<<%qXY6)PExWhtGVTxeF4_rFEiee7-XM&6{4~w$5nixh7OYJ@&L@i@yJ!;s(S?fI0 zQ2xqCDvlh)oCh<+{ghMIW>=nNxK6!N`Z^H2TXC{R(6sKK|C>{je+aq0Wk#t9B+9U2<23CBz*Yr?g*VQMxMcncyt8_EAgnbgFv+6x z6@=)OiuVp*B6fGSdI0wM(H~|-7o-+R3#($g-@_zj0gpecI>olPm8c( zw>rdG__oL#)8AX`-`njVcECN9o@#1{74OH<_32143mzuc$MLXY!~tYGi?0v<2rOP} z&Cu%yUfOEtSBUr%rtSa2zer*e-yCOghfql~`09w*591U19&` zy9egm1A+X3I5YidjVuIFrrY4KPTl5@&hGSaa}?d)NAb+hku`VblViIUdS&c@zJ>OH z2S0LXH-*P8@SvDuiA0zN95sb!^}{jPVX1?Ae@Y~BV!(TAMz9#5YOjG10B%R;EQRX7 zfaELzkXe4q*gohK@dzfUWSuB<$-B1!5kBhgPSd)6me)wOb4+>kC7qr}ll;3&kLtpC z3Lx$DybJgdNEa|V5c^xqmGa=3XI*)7rGnFi>82fPnj93E?_$o`%8=N9L9#Ii)+igF z@JJ^y-9vp%JT`(KJnUGW-uuZcC>1E`qIrIY^v z2~l8!{w!}l2BBnK+;^?dy#XR>#H4lHM71SR*_nM{9hmqv;!u=-`E+(&FV~}3=r=l~ zFbNjad)s5;doNv*v5r$FSkak*O8?tikoF3q;yY3`Ga3aLA*M%3lQgZN;;sTa6!G($ zS;Qph1`W{tymO5hfarVNOi-ge|3xMwKijxYJImll+WjxmA3)P+{KFq9nm4=ENPc}? zqGQE-cf)jRBwR1FWC_TFf+H04g=3*2l{_F`I{FIsd$h!OEXr|e=Ozhjz`~jd7M?{C zTbJlsFZIfhJsuI&4SruEuJz06DV-6fF%#GkAhQfNzbLIYMQqtOh&o%y99x zlwFu8ba1z)0G?#eKsfl0lbsWBX$%UK^PmX|d(>@VaDtI#0EL`Ru+QZ?)_HE$P6QGb z>&=F6o>>MDJA{0SQX$AW2Z}&{wPdvSi{Tn}@pFe==tF>rNdIZ(7bZ7oMCHf2x z9m?T8S%wKU0f~zuqP8t+qvPMkKE)GvT^u%>j`6%e^}rYC#V&Z5iUn`l-Dm-Q$d*^^ zto7SM;ja#*9)f#+YGs)f#VG2w52=7GBaOnf=D|wiSQe%PG|)*9DRmo4)82j>xw{6J zFT!jh9gMt2rhaAPkgVuwAqTURFH2BNtRJ|3y_}+%v*jU3>M7#@p^wnWAVi0*8d}emzc}bw=Yis zqhnGtTFD+~mi!>-V_RG#8SUkd*qW6V=)<3e-&yufHz)wT41liQowd3@2MOhc6oMb8 zFvZ+_Qry?>@?k11_ppBu)L#`a_)paP^cBg4j+1H~Qr?4Jd1+R;8acuX5B@6$va=)O zw83?soV}8myf~SS)X|wpOU%t8mIdy^TEiO0F*sMU6l~t@0+D@Jw8u;S5n&10m)I(~ z@+q$cZKgxqDRGY&A%AD>Qr@2fCDP#RRehiOkJrBEek#^e>6CQhpdEl2ceEc;bqoI2 z-boESqtkuttj2KTahy(oaaXo6I!+vTjeeSIR^+-|E2PvHpOP&$i0^emMm4#zLVsaj z|MHQLAa?kY15MRcxe13HHtRJ7vaLb*h3 z>Dx1M#R9ecZ#Y`2+hk0JTd*FqQ*UVs0Rf}|WcYC1R4G*>J<{AH;z+M`cP>Y0z{|-p zUIz-Xl$(#n4zjJw9SLXUZCJiDfQqu&V_d!+XAm+%is-qUb}p;|=B6xGBkxO4CfF_Q;v4X8z`{uF#%M)VtJ+pI6tJ8TtlA4)F_Yt5enXVe5>xik#m5P(s#7!3q$s(R`N)Z!AgG(veae!flZHR646<5cr; z$XW&-z#YoT%xaJAntp!Gzi#X6MHqQ$`(Ip+sj|h~$jyJ>NrK*S8H&C$h6Xp(Iq6Ldv^eg$K^~0$g%_>DCl4WwQ!$K5qJR0OR7_-R7{j5S!5Nb-g)% zI}MiPL>Fbo0iIyKN`MXgWb#^cwbKxD7wK7|Y_K(AyX%IQeI-RawP*5)K}+xGneNI_ z6pTK9I712qoEmAFQMP3_)r`{dTcA(T0l;b&)xiXS2y5BfnykuY+gGCT`4(~NK8$o* zKJ3o?uDlWV_S!E~Gz)-Yom78?SuM}=JSrZ~C|%VqULOn$GcMJy^sC9w!aqP`%%ni@ zh_=JB>!@xsumy?B-m+r4ue3+-$FZ{m&>ZZ%IZQ$P_$Y6H8wEI&I)5ZkVvDQLXt8Up z*H2xnA=ow!N0~H;u6^=c_(2D4LZQ)yZBzWS((T2%n*5yqy4EN6*`isMJiWSiS1K%5 zu=M;EA4j*%wYsTWy1+j%c+pGdklPF)1=ujtotLw>Gw1E}=jK=;Q^-j8^grfA2!UbB zzua9(4|A}K8nYI;?gm_rhwGuH$J+~1w+cd5%p$5!9mX5a8v~!YrY`|HkvweCkVyXk z%6Q+bYIOj^@bE)OzMdWc#?TxV`jYIanj?oN2IAcEztQTvbKA7I0s++Jcx%12fBN z6}7SpZ>$lSuPpg^dnSXh)3F%==y=hmb^yjucaN?dC34B=pxU_297xpa#{uNDW#y&D zJxG1Cb@j?zAFsp@W#Us+1Jo#Xe>fPQrj_#(Cnm5Uz$30CQ2nPag3T5z3$6qfl_JZH zw?7l65P!kcLSw5Fc2V(Gk1G;@2x1YNBPOHCMBvc!L`%B&-Y#O;*g_W)x%8{io{?g< zCvNpaBo=j`WE}>e9tceHwtuEu!1Ki;xs+7C@bfI9jzUu%Rm`*vHWn`M;FNJN;P(lt zOG%%oe(3x3)ZI!y;&hb+d4z*^hwc{`TF;266T#1c%?ClRDM+#={(J1=BhvZAyVb|3 zNYFmoSBHKEJH?Qa6r%R~ehC449!JX1MGbb$ks8nGbdjnFM4 zJ-F4I1h3;8&Y1=uFijF@@F`q>ALV}#%rTeMxCUTX3(0A4EJw1JUR75$o)Q{zf^fZ^W3DL#RuNw5uMniY6Z z+95gAg|RDV-=gJEVeQKQ-5nPef*6Bvm+u8KzGe^>P*4`&P3=8*6p8kVenb-n3ZekI zqhcmp(JxMO=zsDJevm~8Ii?_t-{$g!AyD2q2pER{OG6bG4=h{5c!9&ocg41||=f)Zyz5u9-e5JF6L&sZ`<>d;tTY`9b zBU@i}{HO7E5vy36>S$1o`PcF*len1Bl(O?xAD$2Y1PJ(jQ=DDIUojl}X++`}BKW$y zvK61+ymC*C2&!Af>P!z#rHf7eU1rW7p*sJYtO~lc^LKpKCgq)U)A<&k;Spq=p9c$6 z4-y^@6V0oYN0~a`aj4$SahE0eDpPU2W1zG!6y=8JN&&Y)MS-9G^``Ue!>DV9&r4Uk zEmr~PYlm~AtZ-PzrW@zBj>REU{7v3z6JR#DVz3p!HktwU$pbo0=oMhl&K6~HYcOjC zI?~t1D&aQ}tvif{ha;=_+WEM%kE1_+OK)`@oLXnVCk5l?IV2M^(tynV4Ck>_Z^Nc+ ztc+SJ=(P(xbO9K=LAmkPTEYYNeQ?qYs@=*gt_NuYg3byG1fll^19{RO7TIN0NoXlc z`rvt!xs)Ij$_sP_&bfc)L+viqW}N8N#gRI?`tMnDK5$V&jn6c&j{Vr~eU&`{RE+Oy zvd0u+6j@S%r@ANvd-ah9cu5&4QG9)sEr$VDipRCCHmMJbKtR6&&zZd#&e(&%576DS zfzsE3mQTf%UHLFv^9XVWR2MqP+?7RF-fy;cMU)HzB}Q|OoB|*51>aH`oR6jngLB&67r2W^1GjIG(jsl>XydnK7Fmj&wD1X zqc^T4EM3e9Q2Y$Ajzh1{T<`rRNUx}Ti+P+N)?@Ky@tuS& zR(Wh#7a^sHeyrDKax%X%G=;Y0jeg1rUXYtC&k9&QRvpqvd+eg!kkG|4dKAv6H6 zq$5YVCu|=9UtGy~h3yuz4@?Q3#$~Bn%qIz;JxyK#JrGkgN)Kx8Q(7+VR)>HeVAPa0 zSequqCyKuU4mjSc#WEEQ1fZ8?x20-s6_E@x_YF(GV z#E9ubbm{kXqz?8#m|i85<)9)dgvohN)*c?|1=;-37wMqv2C=Q*Sl}msk5(K(i9D0I zO7xtPX_f%t!{*2we$Z+@05*9BQV)eRJ_j)Y{{GspgqA!XIAuh(!lf=tC7!B>C#B*_ zr+l93m@g#HEG{l% zL_|(&zqh-C6gOb0bj{8JTTxL=kmxRG`L>}8daPM2U5;_xsFPQ>d7_p@2qJHRxDXu# z{Yl>7%5L#2w(jEHkNTk03zq81ZIP@!XfPfLSq#^>sp_t1VXTn+yPJ;VG(iE*DGDhC zPNNZ~+Q2tYgRd3=e-EG}_}`b1_m!Y0K%6YsZWE@}z2`Koj}lZKV(4=dLKBo|_X|7E zI&eMC`_{7A6s`@qG7Yq9j9r^w5zuGW&?U^uq;EZK_bB}3Cian4ejOL-W~G_Abg#cU=l6@#sfZoT+U z2DjYru@nTDnFq&S=)O8lx`+RA@jB5upHDcK&gh?Rhf^QGwE&9Hu}U$D>oLcl`)G4d zE?`F^Ew8}Qi01+6nyo>?sJx_q@!c)18(nX=+2?`3E5x`GJA3X~o@xUv0_aq3`*4dE zop@;E#7lXC)~873liy5gyU+EN;w}jCTeLnVoI=cwg5&YfG$xmXC0<~Q^9>@qMCz>% zn)P4u>nerj(=vq94(TX=#k^OzSG1gW(>Gv=@B}$8@)7LPtt0gX$$BW)k@xLM_gPw; z_n_QFC!l7}s2lUiUN!)_rv!0w%wFM!E~FhS3YIu*UMVQG$t8hsy-Xm(1S_UM)XxG2 zs4-~RrY(hbDU*fx(@!rxH(jn%DEl;(gjYIEv;LG~vO_2l26JDS`C6pQ2F)Aw)wzCG z<-|vR%MVff33WMOWyo^`XLgX>LW|HPDE7(vT+5$*9bc*fNiqYVNVeqVulpxY14TtX zEtIU%d?pWruN=u&GYhooC5HF7i>Df0ULh_}2Zk)*L0`rWKDkIDvRKWM534X03}(0| zzZej#LFd5xxAB_y3rOKn+nj1iRN40$JDm7ex8H!p5lEd$tfbOINlwnI{8CDiQhIjS zV6=EHl&BiDny=&JX0ztt#qS-HL>W$A*09v|*OQH4iDOI)5!>U4-h)XM*^%3=+%zX(_O=a<&+-R@O3Cs@+M|`BvWO#eA83-EuW@FxaTe0Rd z&e2&GUdfmp^D3ryG0YO`WgStefI z=or94t5~Fao68P8cR}29SF}lL50ReAfKy=YC~ni%AlEK1_k=zYhZiueY2M5-9-^So zoYIDAE6%sUO=9b8uoLL7Ji`S^Bp&O30}zkF7NFdRsZxZ~xu-TkPy&01&HbAfg?GFO zEV7b*VCpW&(@SQAan=)Fl+u$3zl8ygro*DcRIep{xghRY0di|sE~oc?bYUQ&$Zr>- z@{)@&tDK5_URJFtzZu#=rmgjsZ%(r%HbV@Zu0Ms3#|J9vrhS3Y{| z?W|!0r3{&Yt$e4h^(uL2l72YXyrq{e@~5a7YXLT(E&jZe9`oNjt3iT&nMi|$%5NP| zv1W%6rLQ3SP52ib0*B#gwH~2lv;v1^@NOlG1Ces>06(u9DifN`_~Nn@o>LT=&1Q}i z*eKvqpT3I90@*A4R7ztU764IE-H}M%EI^#EXI^N=zVk7;YW9d0Mc#7B02S8C?;5@Q zHlC*uDtL=p6BwV0!>m^HIaa2-u5TV4BbjxVZpm3@_&U3Z)NmAc>pLlUUVIg5Q{qW< zQlhn>I@ldm^a%JdJ~r4IJn#}vFI9s}r^qg03awdCNRXsG6X|?O-?Jj;f_dbp*|>zM zHy|@UVP~if$cL-O)d`HnxMR-7e%5`5$Q$4@9{KZiMMmZo#)tbY+m)K+Fq<8Q$>$2B zqS{TOLhc>Te=^Enut(B1<~IFQ!y}{}!eFr6u0bJ9{CXRf8vd9%%g>Z6W^dy;;~1&y2b!FN zwcn6&3)OTNJ~4El{M{GrgXWmD$IQhBa$~DK*T#o6{4+@BPi(#!?+y@aq`x1lp~53k zsQ#Q!e-O;pa+Y**F&!_wh-veN9dQb(>kbza`CrL3(cP11s0q5U*fF#z)3Gd7s5N*oU4CYrK+P&^Jjhfi+5cyZmXuB)I&ic5)lWw@)7UrQGa= zj*+(0D+-IS5#-zhX^eAHkHEu@8R%wvEgt?24r_KIwvXnw+)eg!u(hgxspibau}KiQ z)t6_fSv=rJ4h)kCCRJBPG(u-rTD+iA*v}^A^VGa;*#=s;viUR##bUF(E|M~_nO=Mr zI_x@=H}84`c8`xS=ZC~ylb8(dP`epK+~Qn*1T}Ts9%6`cUW+t&DujMIQBq1Nn} ztrRW4W^_^gl}1oAGf(=(BwgyDx<)rr=q&5Mo~v4Y9bcUE;mca?D!@#A|I1qE_NiGpun`8K2>klD4GQip^;4z zW#6&(=7?Kz<>$KRx(|K|ZzeQsvLq$SvugU$G5l_>K<~B5DzK(5SW9 zRZoA_w*wOqc0vo_w0(f4W+_H06c*A{xlmEFe86UCi=%$tMaP^7YFh%Do!+Xx6Amf~ zJjhP1qBze^u7 zl6Z{@sHI4HL2%1Cmn!2gSG`jw$K_gf{J|;8R^AbeY4UJMA6%*B%=q+C$}7aLqWUch zF33d4VO(EZQr`b{?(tH8${l>nkKpRX(H;!C7&fpHN9J3)l{YB9fPH`_1R1XREXRyK5ABeZ|xvkGzUVW~%-;W2>|0mbE#cW#9((Z)@Y zqPg`vg&5m@Zq7aRRHLy32y`63OORw!-Xj>xFtUxR7$2>j@-U}}rWcwK#vOl|agvw^ zDH_I2Cw<7i3Ry17H-B;q8g3_(o-}T}XZr0D&Smu16z>^kgzKx5W@ zI##uQzm-2NjH77ER<-d4}{rjIT7rM)kuM8h(B$RW+K&%jMW9 zB(yE>`}x8d&g*mhekMq& zNkSO3H;CfCKz(|;xVJsp%rcU?9e>~VxlM8LmjuwBD%EM;Lix z9~Id1u*TUMc`dklK6M302`IyU#Y$#*ond~j+nMiqK7Pr%xhmwRWZ~#K50%}~keShA zUeejTQQ44Lq{Xk{)8)F(`?+R+z;dAIU*e$2(pyLFerD>)A#pd&Q$bQ5zyuVN~O&4^u{iXaB_@nM{ zc24}ULzLrU{ClG#!^0tWe3XAEO~qNhdV~HoL8&0fSO^VD?->S`302>~MpYEn;R))U zkbgVVNACA#41Qvsn|H=ZrZ4j2*BdlmV4^4dENsb9v2OnAo`vyJojvK=qekPm$i5HH zRiIvG!l$={VzvEsaf{el3@yWZq;i+-IR=P}vtq|pliBJ;+jz00ruA5Lld(V1xQalv zzMrZmPBx-)9dM`?6+V=bf{X=Y{;7)daAQg-t^V;m!aGTH&)(f6z)I!2VOlK{@Po5E z1jP0thBAIW)t=jIDm)quequxITRl84f&No8Z~ZF$gk5Qq#gNg$;O)3*J8lc=gttD~ zymnw2XsY=@+m1856Ad70Wy^4vpyAZ`UC-Kt8qQr0h{Z@gCmZ^HRGa@^crrBe1KP9n z3fP8CQk~MBm zQ*|h}(f31h+a6Mzb?&Y)Yp#{}6>Bfix8VSAjx&8?DYSe;{{si~NaE+4mGsjiiI#7? zFw!dz9A~=Q5Q2^Sty$zOIOQh2*6fS6L!HwL?js6Em?;P-7<^1GnWi>h?S%kSfziSo{EtxSz!M?iPCP(|N;!j7dsdj~=7TbKn+?40a3V{L{! z-BPzEahIpTzz7klICBGhjxOGf%Cve!Z~J$GgmirI1=`GdldWu^;*?%P5-D6nscF-gOkpys&;UNFSAD@JuIA$N33R*l(lg($4O^iRWRq zSENup-J7IQqP_CaKcuWQI4DA0zCHDGrOZX-nb}!IfQmR4ach)X3s(Ud5Zy9WV&B>}1@W$8v9g zAIHQ(%wR)*b31iSz93M23YFURmRDJV;+P_ZIwXdhDPr62Nanp#(off=jz&&OpN%Yv zV-w0755nAr&E4ETS+miFk@R16sq+jFqf*PZWu9(pC?J0cmeE9|=t*?V1bqp&*2J)U zUio0oq1E;8F`DLB$#K4Y<>a~x`6tm5WUag^;`iM(>B3OyO9_hBY z6-z;r!*tx~@B!%H%u#jK&i`eIUsjM&_pN*= zg;EZonhS6PhD?YIC0MA|a;HrZRv!JdER5%O-t6sL%|RIs&f=)BHHCQMx$wwWl^zxh zHt82X-Z1xc*m;ZKe__+0)7QS?jHCmF5iU0GB7f9V7+p|gN4i|z-As*aP*lrGfw(M- zMALdEj5A1zW!~N3wJy+Jd#GTT+VK_C zMH^aSV%K_;>R54a^azUvWv)p*eap_(+|}n|Yh>@S3m;AR&2-$tex7gyTHZ4xVNLX{ z8w1z6tXy{N3-WQNEO0dOaoObn5mfMywNiBOxB2Y7N-35i(phsAsbym9F6>SK`d7NeH?$cJTm} zPt(XJg$wh2$4@}E=*8G7OD<+9CV1|^01F;(s(~-Hb$t)gbi$3Lx1ic9Qy*%MpH`m4dFmsr=5Tuib29Mhgx|Gu+vG4+4ct~%9aKJ zhJW@y7p?lOy{z4#CD@Rpp4u+wYe8Z5VN!$x`=Z1gsMd9vJB!0ketR`VQj@548TrNG zReRW?>s&k;=DNmHzHI=qR}OUl(Z73?Cq%DN4=BrV?ABA9703m4F?Q0%WlxT5z&rHu z3AeMmC;UWea0efv^mZoVLmH3z;0|mF18lI1GTg$y2J>FjGyAo@n?Es z^>#?-&!n2_BJUvpnc>J0a|693(S>grFy5S>T#=(ZM3OaZdi=G;F#KCS+WUf7dyPP4>ip%B{PORS4P9#{R~Q9io{UiB(akC|cPh|LqArX3rUqXf9Pck8a& zfFAIqe0S5b7mTe`-~}vcba#E@&351)TEOcGdRK&tE6Y0|T9CjaK}hX%IlBwO0_QEuf@M@c-Z}#lXv4JQOUP1`;f0 z#C|Hh;CYNfHno?WI&CUlr$ zo&E2NZXN&%*+3-MfQT}Hoq(q^6--Oy4Q(}3)H*jWVuBc_wZL7P5ZZ>Jg^47F`B!y} z-L@T+#1ez$pU#t~uz9#=URe;wQ9cibvsog|O0Uu15$HRse{K*CK!Iku_WFomO>B8pj4>og?i z*((wkn=YxRyqmhHNtdjUj&yF>TDkS(^B1Fu%;h}<3yQ$Dsw zrP|6kzLat19(FqN4dR|Njds+yx~*)|`siLiwfB)|BO1?beHOv^E#S~z2hL?Xd>J1i ze8cIr9rv+NfxDP7F+3--8)atB;cV}(^wz}Ud;aJAffHz%2u6h*xqo9%;coX{>g;uZbT zq5f_M&&usr!Fan(Peh+&(4S}8BX%A%5q$Qp!JGHP-JXguar-0?iDtz1BD=zFY;?uq z#TH(4J#Y+5NDzg_q!4|*M*|8mBI-T>dGgmLyU*gmJ5*Fa{;jr1xVK+tvOqr#Sy9Ft zIS`7!LQ#FwCjWWA{u-d*$f;Po+Wmb2RI*T@m{Z^1+V?(GVd2Pjar}2o`)cqTNaqq7 zoX_?*_q=d~Bh$PIE{P*$MuHi1W8X9lGBBxt^<)Z;e6UA!&uf2Z5>WpMwbE(!y$j6k zaAejlY25by(0pm&g)Z6J95nl9Ndqm~aEDrAW54_paDZxUl&5m(|8#?IND+}TA816Q zZ*Oma#fB9O1JtbRO!$-}uR#$7JBKN3>(dGCeFz~U06GS1kJ4&5)Qc`i+>f(u8|JqV zDM%P>@#(M|4B6PtI>!UHDlYBZYHQUqh}7!!M`Y=)FoX$WL_>Bhv(Ejc1Iu|VOo^vb z37PL*>Kk^$FF-dEZ3(8EAuI*k!76m#U6kV6`mpQDEhS(-<;zuIP{q@*t}_8R^uXeb zo^*GCcQB~H+ZGb1ziAL<-;IOtMvRj^z<#Ry_SgP~)R^%iWTP1Jf(js~vk($~wscLG z^I>78xwsn&*+_*rfSMI}p7njs><+&E8Q^iV0K{}bCNk_s z13SQi?Cn8Zf~}X8KLs<1+aO9f!Uvby4pjJ}t=&p%7ob`dGRLlqa)^q}0=472|m>o8$}SoT29>;`X6Y%_P~b3B5*a(MAu2m!o;;~u9bS67Uv zdpDT&!$xdC=SJg2zd7k8?lK>z2u=?94_C}5pKCUjf$TU9dqA({#nU=aV~dfE6?L)V z<(`nZG{8t!3~0G`w$E$J+I^{Ba0cwWV68_N?RbJwcD4x7$Dp>4EusgaZg7-Cy%9ti zG$s%c8_$fDZOz)V(_gNGjbb0xxhC8mmU*~3*BAgA5%An}K;ATxT*BnF{+Z(R)rxoQ zU?Tf^<&B%SR_)v)PI$3|Rvf$t%jr9XAmXK-1~Ei-t;t~qi|pxKQHm`xF)O# zwdh7@1p$ z?_6X*mJgCXQdoN{1RNKp5@EaHD)=1&RzG8Q--Y%$gZn=q20QqQvv>E_S*5?e+?wNd zl3;X7gWz!*3KGQXl10a{z8j-)YS1}Bk_NGmsjg7D%^ml4?Dq3xS+LZR{Ux`4G&xQ_ z#W&0~{QBcU_oa#j4F7?r2Fobt(&j?KpQkU`wh5QcK7j>e-~@!1uys83QT~&k-y5?ei9x6_yK&@h-b; z7xE0ayJSb;mt9j9c#8tp_H15xI{yFlRiWA?izZ*%ccaY#UV_=`FA#i@KBv%4WB#sV z|K8XCzr8AK?W?AHC(mTA2d>bTW>~KG$1wTW4d9^=cmJ8r^=*D{!XA6~2k=~j?Y6&O zEMA!0UcKPwE3PwHTf>3tQhD!O-qxcQ`#D^{rAjDo=TkAzArrujM8$dLpuvi@l~4Bq z^ZBxuEmge0wfsS1C&cVopZ$M!V96hwXhDYq%}iW*Sx;9<{|}k8>%mp!f}~6PuBy(v z=$P~B+WCpf?Z6dVuaCsKy(vE{7O=k6&jq*#N&vW=P5xe6I=GGy_^_5C_RGGtRz{G$ za}E{2vcE!l9%M!Pf$hLf#QiW?NoW^t4=`2i;XM!S07U~kK>4ftdLXA}U>M7IZ+ocw zF-UKZ1Go~6KmV{XxMJY=5e7W1(bJEQD|m0qc#! zw?FWJDiH>zeW0^cw!J!G0pUIbRyYrHE7-vGB;$QxWmFqongU+n#L)NwSW|s4vw`f8 dZ^&o;XMfaJ@A-@VE=kZio1U(IF6*2UngHJMh2sDK literal 22694 zcmeFZXHZm87cB@42!aF!K|uk@5*5kW00>GDBqt?jl$?X8sE7y%2q;M;=bVG6fJn}{ zK_q7+NSu9X{NDHK)y$8nnwokw^TQJ8?t9NYXP>>-UTd9xsjMhVOh`?Lg@r{dcl(wK z78dq4@{iyI{3V&~&<6_(m&D@cO=YW_vN!Fl?d(+_Jv1_rHL*3Zw=hzXy@7=#6cnVU zXMRDALL#QDfP<;kzdJcOl;nW_U7@u~$J4=?1Cs)qVa_n?!s~CF7Dhf=uw47Kmt=8S zg5o+^T`D>ZeW+8%ddV_lF_0^e68>g0UcwStPUQmd-w;lEQKmc6G( z9hOFk-j;IeM2s?{IH|L_es@h2G)#T{D&kn@)lTfy&c*R2oIRWco95S-n!&|o`tPHC zneRo7%Ye4l6@%#Q0OQE;BSsHwk1!D>8Of`S1D^OOIH6 z9r9NSF1X@FF@{sR8Od%RF&;n`r#3n4_#%hfqTn0Zp-Gv=$yG)yy^6|b_JpevUyal} zDlg19rlkvZ)N-VBN12h0`MWyRiT(J#bZf8Zs=)_BCvTMxr>010vCtFjT)FOBjI_B5 z7VIyYgEY(q8rEKHmrhZdqP&*4%q&Fu+J!%xzPir26!>fHw0erfSBmmXc*SXNW5-$JV-&$es4x`~^=oDx^`g}qjXoMhtVv`B#g0C~6T^)PLt#I# z<7(ole=CR4g)Qnzd_DUvw6aH4|-wj z%jLfZSS9x@4;trZIRqG=_AJOt8zSYq5j(!7{Vs6 zoWJymK9sdd)%dk>hlo50e?tU=gYkMB#D;{?h2 z+xpwAeuVeg>Wg^UY6MousK-_GI?OsUnNeGEIW`V|MYuW9#%xATf^C^#T$|CaKaNG^; zel9UK<7eVu>c1G@QJOjX{OQSuJnqhd8RS7!dKD)ca_x*WyfS^M(i|3SGYfjhCGX2b zoM81#{UV8C+kE*<#f6S!lA=iS-&naG zyh2~>n(k>PzMQ7r)@0vFY_?rEyTE@zhNOs*+ab^8#IEE7H z@vpDbP@-jX%UWWOgO`X4KmZ2|~z3Q_fUD z0gD}eCcwfDu)xBFpRnN{HT=WELdB#0{RMkF9_N4jjJ$}eXfcO{C50t->-v3H?8T9j zl|5YthpS4L`B;gg-?1emGM$NLGiIAT!~RVExsKy9KT~!T&1XLfmCKTHPZ>Uk5T1AF zl46feQaKYe?K3*RHMCpPX5phW?YOxzGPbWB+_1E;KQi_(Yucqm(j#kmCtHo4@!I*5 z*tld;SlGBIX5}l&pA)VS(EDPc2neeR`7o}sFBV;Gn0yFkH1xIW=aB)ENzwbFaJR8y@4tGA zjMx_oJGKq;0}7jhz7~HaNregXZ15;2{{KgTHU9tJs>CacoWA=(sAF?!Bt}s>IrAu_ z;9wMaW)jq=pcl|j-TV%b7HQ!K{SG` zilU2!Psx)Mi1qomT0e^F1k;M2dGizdG!l!Qst^9I{Vw)7JV>I5wOWyTI316P-LD!D zy9NfEZ;k>}N(FY+|06GUn#RW@&DgiUC-B@`Z76nIHx)hD{o4n9i!N7o>AQ~O>EszcE3zFKd`@yPdV-l@7ltflh?`o+`aSB?g(tOvJk>ML zT`%xkz8l(^im@xc!&B8AH0#+aJbmE{?Eo(9z}s|i%~^+R)$FA8>9#gr7paa!>BZt9 z+iP5`N4a8>Q_8n(AiyPzE#CK_nWx6MsV-eD<8HIu(d-Blk)a(n$48h59p`&nmTC^Y zyR7fZ+f{8uY|M5wv=F}kYW>(8+2_o-r6=Ofq+Axird8wZwcF-%VAN;eQ+4*T%2&(o z)Q1@wImMyOcam8NKFh#jtkJ_waVRrb^y44aKi73o5)+lZ1^I=b{T7{X*zMDpOwh;; z@8bSqg~<>o_zY>SToM6h*^H^^Yt5*}`7x;on+&oEnn?v0^WJ5Ip?`~yZGgKyQsFWrzBO#5mZ4r$PbxY5mta>DZQ_B#pUtDvr(`;M)*R=H< zX2=ASDz#Mn+oTfPwXr@2ZZMm%XL~hTVU(pU{COvmyGYn!>Xx3})X%8wU;5pGS}!n5 zSc~gPhu+2<`W@F> zVZv>OT8@BdhGN^1a(v@rtpd|z{C~*8o(CPsvNLQJ$^UPi1tIc>+44v*!@0~N<*SrO zF5`@OxiJXPhM;_=KW6@4og_o6E<6pyB zB;5e^24{jKKdHlmeVbZeYyqDGPpje5ydY|Rc4B#j)29iZWASf4_#i9qC-oEW`|I;Y zGy>MS8v1VEkX?-=0Z1}KO{{U&X0dLjKZ6@cPD{}jqq@;X^G%~<1g~p92s`L1Ydq3m zznA!QV{xc&s`VqydtMbX+$WIHN!JEGTN6y)jCWm~*xX&NF&n7oso67>4y0_!e@zA0 zQ3)GWDcMF;c7uKv)u-=~wK3n<)|;(2zs76y{Zz%@shBLIhBtC;G=Ss${D~eBAE0G2 z{iL)B`7FB|m#Vh(E4C*BvkbqzQm^)OLyA=RWmOg~aW+0w8WJi+*JQj;-;S3mFl||Y zU95;cElhzT_$u$qvZE=NPlt&UPbMkft&S#o4ooP(t5|d#a+{c-@(qT(EFp5<7!MOR znh;|~%uU{y%CHiGg*__E>Ys^;F)|K7teH#$q?l-xI745%J7fIzEapCj%u>F=;Y_>N zk9K{nEZ|nUkEimVV1hRj?vod4EQuM!_HAFR!+2V9C2roz8 zMncSe^58xV@}c{fL7*97N`ngDv@0( zoL9e54UHWhxKzw%SLnVqD6$M+9IYDC_t|%fdlW*9d3=?d@o(w!h27SSsnCIEIZSB; zZ3_*2_Is!WZ5Q&Lp(+erbQylASK+*IQ@si2c)wpl2U73Jv3@k}N>M6-YA`Td=CHWl zCQ16sYrRFVH~zZ+iq*diR9lDVdC$LQy;U?zr^L3{{0c!*%7+*oZf%axV(HAlzvczGCmx$)S<0yX`bdUWA&F#r+>O z!^?NMFUKIe?dC|ilR~h$#lha+V!$fqc6p~T5m|e3JCVu@eg85UX3pd&>1$d4;y!Z4 zjCTU2kYxt}tD6f0zqG0ci>!2pifzQlrjOT!tnsKiUa|-vxoD|Z?s(PdU2|-uNUMoK z@IPR&QiH7a&F81Cw$P?D;7w#7PxGHTe(Z&|Tc=VWWFT>JR zw%%Hu_+~R)`uGC{W;kRo{Cw>!SFW-VRbVJ#g!2@6&tXiQ(+MIL&Ac z5JJGBlPRSuQJN@2w=Ca6_+Kg9TL!L8fxzO}UYq`D^X))FQ$ zNY!4e)yUHBp_pXsnrsR~GGR!dE2f3OLP=1tO@^mPcY_DpRZ8%)DfUnDT~)0T-vjGQ<9b%gUJ*>%_Lk z#$1M?IDY7=y(Oi!6KWhkDag8}RmClC!!m2L3*dHZ(cB%^*vg zKSsbtJHom(>RN+*1ZR}Vd7h)$m|)Gd9TC}ujk{Pf<{db8z2AWzPfTf@O zhPudh{L8bY;?lDm>iy9E&De%>Xto!0(h-mmBG6|0I(mO=tYo0TEap31hm;Yu>q256 zcfR15XP0GP_F@2MD1ID~>j~H275CFrdaJ!W;;8%0p-kp@3M%p`HDNkI;Z$=urkDp~2 z&x&dqh3I-L78Sd1%xzzITXjMaVk$?kqPGVPP>{CthAKU5-P&bTbn-4>@d6~1@{u$F zDp(9tlE^a(7VllwV)cz@Qd4=TKgyLXf6LfuNCU1rROxZxjqN$am7&11Rc2; z2kz%nswpn{T; z=9dX~j>#dil@gfS9POg?%Z;)u#8Ih=F8}=sYXxkzQk}_Ur8wL9z8sfd?eNwg#9=eb z3?ZV&>F@tylRc-#ByfUlT^I$&7&Yy^su@iCOF;it8x@Ov5F$&PN2Tw2>5c_}Gqj9K zr>|g}*!t^vwKx+z{bL~R%YzFs&u`WH^NrZrZ9%i-3}KMYuWTdw_mly?X2b_O^Eo9%JeBRHEz!TfCmEDJ zO32d8`!Yh4W4bfflc6IPkhKq>?5_AGe=W(sw715BtmB7z!nungj=B50TSJlutE9WD z4Rni7$rT@o&-dJ-%Sakp5ph{sh&~jw8Jyho`FXXW^dt;*Vritp$cgP3xk+ggxb~u# z%cf~vy!NvzmPD{7fa4H;pyf?Dqg~^zY+e&AzWIJ}q@u5Se^Y0u$SQJnn^gSITaU@< zbJl?vP$qKH^~APiPx^paoR{hD=Awhb@6}sTqAuB7dga}EV?KaE6tZyC((gYGxc_Jw zHoq8YTQ#OPA^6~HMqVY-UbVXf_pVs-&{)(a)$<8?v&q9)^|KIvy-8Uf9Le3LBYOKm+4K400aXnpopZHGM+tP3EexriU6etKiiza?NZ z_;s=LUj7#b%&MU-q0i^_I2=HiSagz{MN>xRIq|tGwXq&c!ZgD6N#PtC+*8l`u9RkJ z7ug3le&j$e1KbIUr79B}T$c-D8Sq%HqFUtA$$j7#&SM}k=fQbg?93r@y}!OVE#NS9 zSGC<5G6B$OUq-!mZMxRrGlCCEa%v9Bv-GP5_j85%uk-)Xt8(8+%udeRD6t!(-4OqW zoA@C4OWKW!brr23^^n)9HfprWqk?wv<*5~50-B4;cJN&{PP0LFuvocpJT0^I=z+j$ zSVG(G^4m|F!dP{H3t^;My>JZYJlP=Lmb+4dKR*6`KKYFu?AsEA#(-6_hGs~D^Mn?L ze#Y{<4foH{nn1XboT|-e3pOpivEG}%>KjDFH@a1mo2)8Bm+I|?inIELIA#CS*~en* zZzX4Jxu+<8y!-1*!?iS%2Q%#ny`S$;aj0kZV+XvF&DqBx`GPuL10+GUiEruB@EX79 zffC5y=CU~0Lo7oc%`FgdLgbBYbJtBt&SS2e{;ec-o1%01$la~V!@c#kY)VP@Kjs+ma#%+xN=F1+)f9*Z4pbujCx8DY_#B?}j?PP>3Oz=nR9Rsw4`ZY{v46GOg z0$TEL&w)nhQM^JF?>9c|yHI%+Cjxoi==iqDp6@^E0pJnyk^P}0x!+CAXZ`^G=et>H zdh-`ECXabjtyG>EgZt|gnukC!?Nk(7{kn4V)4(x1FI5XgfPb4c&a<=FX2{eZpHx7P zj`TCH$&aV8{~3!XJB+0-Th9t&B7dqSW|wc?nCN)zDsjbPW^zg=2x&x}Gxyh;dGv?! z|Ff<~pUcuQQ%zBH3Ty7p)av5X&7{@!-op=3aobFVqgVF885H z=^tWahF?t%xjLF#J-8)Cu%ct(ejtx_Vd^rW)bnHHg_go@V{s4CO3JO6KIa3VXrGfB=?V%zAA z@OPU>qi)j!Kq*;5ZE4NN`A=m!#0A(3Tiz^KZ0!X=(B|LeiXTO|(MrI&`+TOCJ)W?) z(vZnCGSpiDenyy>j4){A8#i$_|A#_4AYWOK9?Q}Z6opx}0e;iDSIcYwpq3F*v3eH% z)l9S<0vCab>UtnJrtmyM2}+v*w-v; zpj%GgaeZ~Xa^B=Z^tBwWP$n9##hElmY9>-EG9SR?JTPBG5FQeHc>R+d+h4#hr znTj$S1e|37ta%A+?2Ea-0=df@W8J2ra3TsYSq2+-kMWU|FWptcr)oL+BkcE6A3)5O zKnEJ&P+`@VeIaJKo@4D_0~^ZzNQ!4COi`rijnD*v$5Pp}^?YxZ^N-6ZPw4>jKQ7u$ zntJb#Y2tiquj7%V*46y!yyFbDu7Vh!l=g!OKC}G0+y*)yv1Z=?T3UGD*1|v+f4wAR z!{P^Zs4d;9IY=8;&=ZsZfc=|8F-dUzX!!&el>PfEo)MnS7hNi4Y<_hd!dQOYr(aN` z!@Y=|KMn5uL%e6wsP_L0@d9Xu2spJ;u4W4eH+g>LTObwbbmiSB-tp;wH5A*25HeGd zRbM%ErENIlG2oH1Jb9tLiTm9?M|SC#?{6+z)$Fa^F+c6|k8G4i;S(O+C+0 zIzy`bcbl{@dK+r5HmpB2>>(mYoIR zUdOySUod)Lp860OlJnxAmbq!!>({4L!>U-K%7DJw*P*t5ejFnR_U?loyU0RLswxy4MJ<8^nsEVFx4(FiKr)*;dR2@mfP-5H^x+->R_gHjz3-3QD z{q^RWcxd>j>n~y$Ohnbn7ow&gsD@*j)CBriPlh{5evaPz8-1Js-ME6$iRymU(0T{} z4avE@{x6s-@jOqX&sJ7A&71b=xqNh*?fmw8Gpl6Oe!W9-^((o0rsmbpu>JtG>cRGrsD~c%P6_Dje%0G0@QqHB8eU@cE;dTYij$KnNKWk%Et+F4_QPNZmDyxL?yr zO3b;JSI7MvI!H8q^$c^nuX1p^EzrDLg?^oik?<6Pb}xXLcxpfc>)2j&Z9G6%EWxWm73PlINn#|qGH#QLJ#DoHP_sB0iv zM%EF05W!;*J7$zGeq359+yBf2OYEc)E&WJkFDq}pgDs&J3LOIkwm^`qLE^2GqHB$e z^}j88(!&vOHQtx!nz+9RnbSdIXCtX&0RYfjO+N^;vhhTp-9h1sna4Lyz(LRuny2qlmH1@EsSr9|?5o6FU^wmRjG zX)$?<1-;S|0(PSx*kdQj{b~u!OU?IldvB@kJd}L+1y|K-6m}3wRfh11Z=~;u2OelY z{4aJH1tsiN3ekKgdDeHy+o&sL-VT*JS>0HZG;Sp8sugiRMI*p@sbP{H#$4d*jh>G- z0)Q~`YC6^MN~ZL1RdmqMHMx+-UT&WcSb}D2GP_~kDV?be%V+wd zOZoiroU{*;shb_<(o)K={;DT3{Bz5wb!(=hzME5}(slLRV)zKXZ*2nM%u*CoV3Fpj z^rjRQa+8Rk>nJ}l0t!ye_U=$|&;Yua)1d+A2X6IUfH;$n8erS#!YN~9GZyIj_xTF0 z-X@#_swl7_dw>;1aN&vXl)tjU2kj!uXC=Kt%tpf7U%LD_Sy)(1!(fd{o% zP;T^oP`-K12xA~h71pnpwmLXTtd^DRw$XGi>p8%k1FDq;W0wJw$bom4RfnA(A5!^W zVDOd7#Jlg`hebDMow9l*T_a~H`)2xVDCX^%b@Lh(?k(wZii}%NPn6zUABJkMXTWO@ zy4zpMcFl9A1j6lPoP9wv7sII(q4?mvGmCG`zU$?OpILhhtjTVdL+jpWe9iqW+3n<7 zfcT5h)D>~*6l=Cb^Djo|*q$t5VZLT?fd-QGN<}R;RadLn`dz`PB_KGa+}qOeZ6lO&-pkP!N5u7!8MOf- zm+pJACI(-va3>g6U=IxeM@36}-vo#-=jE!ca_>vjPoEs2K{OW>^X2vg|NX6+!y-r_ zr2$*XmHtwmczh)8{wIj@FWlNn;vK(7dFH74-oqm?PYf=nBszWjiSN>AdscLa#R|G^ zZ{;=axG?ND^rc5q#QO7Gnz^-=(G!sI%>Z%dH!NwsmRi8ItymO*e&Kl*@IBfkwl;Rv zf0Hekq>Fel7~P%{soYuQCG>>K%NDjy%m_VC2vQ|Q2ZV= z26y38!Do=dnxUNVrLM%37mS5o+Wh;xeSaBQZA8jXc&R;W4Qu`aG)emK? zOw^U{@JX_g&q^IWLijiRREZ7tlJd11$p3ut@z>LCqo-+(fZJEaf7IMil3bW|C9XLaeR{G{Mdxd2Pp#Tu8N`kMF-f2iC2iT3V$ny#*XdYrc;j!)4$RB22u!PZx!KjJtMs z6g~r@aVa8jfhtn$x@rhaUMUcTF3yWZeS<)ubR}%d@fev?D72(%rYK$%tVlQ2)GIJm z=vUYtEu_uJZO=ua|_9syOUu`3;jmH3J4u)el6Ga_!3JHof#lAl@mczMQ1c!KqI3H%ezg zd8Wq-uYrxh;!?a-oujAXXqtM)%kP)ky;h>N_`}b9Tu_;{4$*+iaA3E5do=!xYVdcY z!BX^`laj#Y$0(N(r%2+9BHbJQ?OYCRK+{f;(E2mp^AE;mIFbkqx#C-$sH5GwQ|}={ zR2RV~arZyDc}5MEtRIHk{i|C2@gF{BpU@sL%yuh9|~|QX$2O zhnQFd-J_pWs6c(q0u5ilZEaGM_PLiEfhY7r+^GSh-0GR{HSxPlM?6c&PiHdErvUpnc#wtRw zKHxdtiFlscV{IQjun<7!eI@8w_W7yX1d}q*>(DUwBDm@dXYQl%8x`ZvX}-wz@Qs$M z-NDIuOZMN|JCmkV(H1nFCc^2->^+OxOt_%EvsN7I_HQ5f0WmiOV9ye^MG**470Ek3 z`|}2fAj~SndVyOFoG@wbQ;mWs0$lBQ@C78(kL8=(LBxb`PAy(BC+m13#c@LxDRQr$ zYy+nusga3dw}?u3Za;#)H5&A#4uqxZy6}4d-{9rQ=>gStP*bmqetHKR7Io!t3 z0H6Uxn*ernfEoKIX81}~;?cU#Ttal@Oh|fQqv4Z#0PGev#h&iTE=jdIVDDAONT6&$kd=D+@-T74i4)GaiwFS&dN3Y|xtx?CEvggNt95;Lai{l1YSL$QX#zi5+uLOOZd%)~!MRM!u7CZ(_jHB=F zL!qR)=?tDDx+vkNy4#5-ay)^R{K@ZQ%ySd5On{QoSp6PRfu-W{91k}@oI6uJ4GNr7Fds{8vM8aCxjZF`dis<72xQTF_7OV7neT zn=ob_BpZO7cD&2LJLN=IneFo$6!DBx5tI#Y?8!;_P^;w-Y@s<{0IV zJvg~7QOg?UvAr^$-0_-XI9yS3-?49e0x^PufsQLm>sLQq;*lQ;kFXysY1VO`YcFjE z^1tD^jl?M2pf5oL^mOJU?x&3!OV$XBRm9@wIM@zMg){XJVH;>gtRlVgi^$q2v)J=F zdIe*?MBtRN`W~BbGoV~Ysyjx)gB>gao6;xUvUL6+-6lBpuI@+ol07Rwk!;X?tVHc` zf17_ft!0CIk@{P)%l!ONiKx+!LO$6}hkXt%%p+675 z8f2I<;O@N8|1esum1h=4k_X)UpdL;Ih&dyfH@ur@{vMN!cWMQ(^{;z@w6Fj7?%W#8 zEPqmiGlNgiI#v` zkT)pSM{~}Don7bAlsim?O3yQokRs+ylJn-1C^>PF;Sv~OgQC+O=mVGc=pK0BY@i^Y zs+l^856j8em%5Dx5~ctY?I9M$59TgoUL`hQ(QLu<0Z<*FKF)&@CTzbI$4F|&qWS>9jdKfs zpK;R-*p3i?CdecD#S@y-z5(~*i6Yl`9IfEp`gQ8(5~*H1czeL-lgTN14hZyP>jAg| zEmwqhS8UJVb@L(8T0gMvS%CRAzthZJs&5QVED(2su zKYt!^Ga$|Q-KrO}(rsplCsC*r3}*f`c`|44UQt}0kXey8q!i*qHf<;jMRlz(!~#QO z*@JUsdZE4o6GKT!;CW(JqKP`Dqs*YJwMtYTD|7O21mJ)AXgrnI@vBS)n*Vp zhL+KuQ%I-R`S}hjm*fSZB5*BFPk36$6aWv>bO32UH?xHuNpS~wplO?x4BH2Km>)dL z$S(iULX;DARt^C})O*+8eGjIy147%GF}($h2MT-bpc?pFe;YdbEH2+bC*oZ&`{)!g z)B*VR$T5o8=xnPtdiNGTWH~VBx-9GOB8ulV9huzDSFEL$>UL$}tGV<36))j}XI?2meA5Z^KL z0GsaM@YPJ~{d1lheu9G70=)gEq@C_ODO*I8oaWKlJB^INuXh9oJrFA}@FJx)eCu@B zqbYRC{DC7t$#a)-1V*RBGSU@oje4{JclNtWH;fC{kTssg(Cg(~!4dz^wl8`3x2^x8 zueci_(q-F{Y>(FmR5*dP$O!Uv$>U$&-E6}a1UDClT%>{oQn1`}vF3|x*j8kSazpAg zu?7BUe=Zv=wa+8Wa;{sA65w?zx4%A>o8TM0pVP|){g!J?d+`p9yYbjmZaqnJ z!F3T^@QjXU8a%4QLnJyt&24w-*qjRIp&ds$FJbF%Is~{k(TMY*VyT=%_ng;2x=hY* z-0drOs$4QHOr)2Vyj0Z;+Q((y}P({1~||nYk*(L^psp~ zJt~YiW}8lxC~Nbog`xCMQ7ALpCw9iZ#2c0*c)g7^A#FEzTSm87wB59x`;I}w;4OJ` zlGM+W(3mtdB*%gLfm4-uVbBu8NjwAO88-weE-)U_W}ff>+U4ROYCB`B-UDE7R31R7 zNUm#jjJg#mqjLE)S`~WJKB<#WpIEWE%IwnEXca=l#-egi#>Q`7pQ_bgeum1iCGT`4 z8}tEUH489{*5=tk9zQ{4It9XYAJklX>K#?YYmX#oeUC+cgjrVk9)K0coAT;4i#+{( z4mIU$v!rc@`M5?VEFaLt&fCn{G~c^yA#}@x8$y!@2!CCml9~Nbnlk$NYO9^jyjWCLbSnv~iIk&Z;Kq@NBy)DeTLG5i^gII zXbC$|htzYTX%Dx5Vd%L&$BHRwXhL5|(YUg5?^t6kjke&R0T&ThpD;bMA{uO(PIaD; z$&wv1S>%JH+itPG6ve-A*$qX#n*=80WJ=wj8Ki9)>d`P*JYeC`a1-UlmcY*`bC@1P ztg8vNiKdz(R5>A^*T~T~$(bP=&?Y>H+P71z)0&@hB-Z>S?}pcpB%pYATH$*)W~v&U z82ug1-5Oc(e|T1XUe7gcp%x5{1mwXiBNewr=d;&g`t$w6ln?f=ssMi_w`Gf4GY9w3y8CLid*5|SpFM@ZbE zBE)3ZTXlX08M((R45m(CL#;<@@YLuQ>PKVs@Vx7X;=CTR^nX!6Fgjh#;5R8f zAoT>o(fRN1$cmvU6%&c)g@h~R&Z+bvLyo`+zK?!!bNy<@NrS%8jX+zV8p}qA=PxGu zqAIlSf^lTRRy9*SE1HPc^86)cnRxIfWH(eksaTRB7~y^Q{*wd6NMKeolcmWXEa>p( zGc9bguWD-H5RWxT^e$V~^X6azzNQyI2XL*TfayTE@$fWE`gFJzlt^a~2%Zb764wA$ z<3>NFT4S)eP@kN9RpG{~?6%6OD>FSAkrhlCKN3WSXDgHB z+26CDSCEm|c$N$bLPcn{xC9(GakIpO9q(^{SC6E_iDzSiR@}X?qDax7`1FG_4$sxB zx|!KG_&W&n5x!XuitYFz>B}bR9a=aCluDU~&US=urJ~uNoK^9z!8_atU7VpA-f)rk z>06cGZS%}=S%N6>C`AsaixA|JrPlJ^7tk+2D#cu~r3f1Q%X zBLh}sL2DBjDJFa#y?LM{w)%9wAaP*Qkyzi00ch0e@4ue29-yKrOMsBpB1vj~t*!W~ z#+RM4{8nn-be!ANd8@&~G>iBcC5gXG2l&Aqr_B@FuvOOeGvqYu^l%E;`sa6YqL*&g zq&xI~C|SE4U&jnh^{jhmMtvYetaUOq^W_5+a18|jr7MKdHx>RwYboM*zlA~GQBA*_ z`ukRv`i?~T#4C>BNy$}75!rSu!8zmfYDu6D0)Z$yv>y|v4%BCiPQHHin`1w53H-q?_0VGRA3PvQU{vp-Fwx#1Iy6jc<@a}sobbb!xx9)GpbK7t4 z@v1xJNbcitF#&k1>=QZ7Ds#J^=rrcg;c?fC&xEZ%xFG#WaIPV9DZ108`b2fdN=sUI zQzW$~Nt`sEvz|YqYwFxN>~JK8rO=vG78|SieEm6c#?NK{juBaElxCG?&EF{+!Tfj2 zL~kd~cL%3Kzg9t?lPu>oZt)X;L_i*9^~9h`P29Csq57aJY3dYCxm_!119r1PKDM39 z1ap%aZ>kXIWPO-bEtekm{jnGK5_<(8`C>rou9R< z9(=ziRrR|^JN1%3|C4y_GyM6#5Km^qr~LW1zSSOo>g84I=hj|mD}YM6lzfLI>(^Ed zLKmD*z4p@fWha`Yd`p=TZ#K3b{2$CM%B(`~80=a)(fCQ*L^Gi;M9!r-1j>Y|*Z`xs zx}@Q_7uz#q%)}{KM-d50qkvpdsIDb7 zRT#}LR>rMr;g-&1z}I25eb32Ib@|rFt7LR`NCDrIDAV$!5>MQS86eehHEGvMolu14Kn|CHLB=!V{C_gYQ*dNNf` zlayE>slu6$%3ozBRBpmPG*-4#k7&-AI(;~;E6sAf+&YxKiHhGfXceJnDm<)v_Slv2 z?t8tQKd3hrl$+Hk5UG6n{gy@nG3=-Ei;DgushimyN#!ofOVLd#X;fBw;S(;nJ?az> z{(Mr$X1V{VPxul%dx0YRY(UmdoO$Yl&&nwVTTgr@SmH1F8F;Qrt1jxDZLjmkuQ-sT zjsy)FSUSsBabR?qzZiW{5$8i{fevq&dwwynY$FT_o=*>cF<(=fePkU({h5Sor!GaO zu)FNeb(tz{xm7Ae5u5i&q$`YmdG%fT{j@XgKgNUzpH3OR7qpA5uuhAvJX3P{`)P5* zKI)lSggaahnc0=i`ms}&QCF4RKq6H z41T1SaqyHceP*FyX7RZFbGCiu?OajTp<7{o1r`-5a@7wR&S>^H(2a6uMddAR)Z}YvLlvfDFeSpB>ggxkzSr@CKt&%h&Rl>uvmhPr^bGvd!5gRu!-%yNk%&fupHbu|94V@&2Ge_x_0FS+4GO%=n;v*8R`S=|wWmz&u}6`BJVB0G5## z`a7pn4%dRQEHG>=)U@ zr(Gfg@XG~}C$3A$zxG{Ev*xC};Aq!1D);QNu)3i2*js)f4w{L9Y5KSMz5*H5uHUEkQ;e7@#8hcJPf%AW zM&9hsyX`+>K0!RvnckQ5m0+ef6As6;>#+cpuQ9w~u(7~`j47yR%MADnTQL$y5AWnl zUYfJdQj?KmPeHslZmNcXYxho7jcM1<0rIUs?cDx;w0lPKz1i}^XL8%R(;3Ui=vKJFZnT>kVLytPI-YkU!b?a$VUsWJ4z#5=^INCgXNwd zoNIoHFVs0Mo zT3yKs4hri#HSx9CT4$pc*sq!$WEQmM16w|<;F?UyN&KiQO_kM!-LSf#S^s?emThdl7uOwL*R+DRx*r0Y zmsI7@OBKt=;oq`>0*c8V-JGOW87AB(-0@lh{JBBVzuN#%^u@$hxSw(9b)pKk4N;es zb>dYE=o&s%8c}+IcJDSY$#h~FnIX2Qowg+GH+*H!Mfxn%v)W(i&zfF$>r#>mr}Y{I zu6X*n1>B~{0?h*p$+!8^He9g?&CNX4jVAZ_A*7v70LJ=uP<xyE*)`{=s)=xxevTl|r8Gw+e>mbS zEr6F+%IH#fcqAruN`r>VZ5C~RbnY(+Il`HxDEREiZFZXq*v#?|7C&AhlHFV6jOKse zkkD8Wy;^h46}R$h^h-I1UD~-v{?|-@z7PqwsU7fCtpp7P=a4CucrWZloSXSx*nEx0 zmMwtP*-Ivdzkh@acle2coCN3_hlcjbVUv3D9-k+vzu^-1qa`!J0qJ3UGx;l93 z@Z5FU3ELIPTczi0BGM1|IvQqhY7r3{A$P;zY^#!)f8~*hf}RYHm3qFWA0Wo)1>SJx zba&SJEft2kHH0&?!KayyeR#D>aJE(QBk|ht+1A&%r3&1UZxPDs)me@ydmHt@BCLZv z%9f#nm9`j-%)alEfD?uc(s#(w>&~%ShzAEI_Z?aMO9^I0@~Gp31a>e>m2PlVw=WRo?_%`w($~G2(qotoTqgpT&esUIjEDHee+iM_Tm9 zqO(b1nP9&|1jT^JbtXF$@(lrSg05FlXdKt7Bk@_)>UWy)i)gy!7eiscn;Xu``T z11EXxDH>1BMf|OA;`I^I0(A}AXYGi;%w_=Io{h&b>irzO-yFUd{zv!_l;#nKy^A+* z9JoOzJpA~N7rFd)0Mo=SVz4O&%Bs!l5V5}%C0=muf9SV;aH-bJ+ZnOT1EuYg3DUZj zgdB3{5e}C;i?qm(8uQ+5ab6y^=@{JwKL5-78j}lZhZOw4q8!i(4M`~&f(gI4pjCt; z{pvxPLrb$ZayV+&zKgUU+TDJ1o&U&Ghs3Y#X=wqM`MLGc8Xq4xT`d(sywdjNbP1J# z*G4!oHD6=2fX!U=?9n-;O!{qdw8M74u|SAcp5eDIR;kXPlIB-H?fkJ8>wV#tejKUY z*Dzh8Oz@BB1tQk)1vtvXyXT+~xqKGRiTw6Pv-c~-iVbuRP#k&|Oj+WCDZT(XQtvgz zC|E10!sy+mB>bBKjJ5Ag^eu~?5m61+`r+s?GZGv?n#f*)>A*p?Bxwk_ zzo0UOg!e8hP4bU*ay*y)C)LOSYiJ;CJ@(drx;E0xIP8Njb`azi%ksT<1Iu4mB#m2j z?NUiT&lzhc-#w4mhG#u)@yk1{eUa>Y{a1Sx=&RfaE}e3(58z^73eDu!!K;hIimR9X zWdHj|c9c-zt7vP$&lAztHb%ibO5xrtu3_h{GK%MY@YigMZUM}Cd5CSi5@)ZT;<3jX zFn0rpbIWo;-dMIc>yk!a2!-s@*VOGC*tZLom+-EO#QsNSAX}hM`Bye zl5eL;pYkALGGSL^KX(w&Ie#T}$oSw%YiFQDK|#oTN7aM6C$E39-02IHxQ10WVdng* z$-F-|VcsI@ZyX=vy0dWKkVLA$DyIhM5xfTwMW(6KmNN;o8`}-4`-jV-1;3e$7W(sS z>p--N3^_k}jaQU*{P6JQnaxbtNaOl{JP*k0W8G*Rzk^`4K(YyzGgD*zS1tYEoS>ID zj5znDTS$HrD@QjNyuhDsy*zWi;i8MK%=%QzHQtzZ-G{tBzfFucKeRPkr?)j`_Lvzv zhsp)r*x`(Xo>)s}if0;!HsSEmcEjOQ6MdJTLen1{cooGr?z_yJ0cFv+-7qG(Mi7Ec zdw4r)Tl{eQSMW88Nnj~r?!ng@y@mlkBaN7gJ4CU|rCL0x>A-U&`k4JK zcN+d>3DkB&1OKjm&rOMSBJN#77oy8?hd7#NihbLB3{y+22PPyA%L`a}Kj%wgORU{p z!<^0W^Cd9ePdoGW#=TRR+}x=Lb#f^V>&KB+Om-XU480P^vm@L5Z5O0Y`k>e(kBTon z@cw>cSrmjvg?R*in>{!gzjsu8{g5y6S}RmxJE|Ry@U=WCyR5!zM;RYi1zbLjUGfP> zrS1R48%m*Yk(7eiBT;X@!r2jeD4e8nD^%EY1c+9T=zj1;Fsc#5g>Ya>-)p0XvzcV$ z8?w28S6@r8jh$Wu$;?Z1F7;C;oGCAMSsvvaLe9z{hb$w~UgHr`JPKxfBlP8s_@*Xe z`2$qX(JTPxEBuC`$~jDb)h1xN`v5GJ$bk;l1=m%H_87Zri^HA1nuUtx>H^S&f4i0< zsvaFSlHU+n18{>4nC==M(~QEmBh5f%oZ;q_rnf**={bh%L#w_yXq6+~;&1r{DKOhr z4sGInu-|L~sd$PZ`Hq4Fs?MQPoM|DcodepPI`}VW_{^1EY51dD;B0nJCP-W+5P1&E zCdS77pMoVU5eeW&IL8o(XQtZ8-IZ<*$al{yyf=DtwdV(87h>@*n~p62b6n{nVi@Y; z&C0PyOm5tbvbN-lZgo%a7D3S~07+^HsAN;b$q_^=KG>UMU*OQ3ZICj2 zxHm1?;amr2DYhlCQDSs>xSlNW+S!)*2*nNt;R|mo0J#4j-JI)BQ)e8DuDG)Sz$f#O_iIrI<}t)(C# zvSjP#*r27X7pP8xwgpU$2vo%HiT)KkZ_lgqJm-0Sx6k)`el?MNQn>QWvF~$8oJpRc z*|15tBlPFi;T|lTi>K!Q9g|tR0`vPdqRlPSm`&K4n7$A zL0V5Yt(0`b$@F+sZ|O@}*p)a{i~2-Y6y4i$=~CCSTj8pnZECd20D~1so5|^=?=p4wL%(Cr zYo!E}*cs_EBIRWG5Yh;XgN|6_l>ekEKiTU)I-pu*1F-~RIrf7Vd%O_%vZ)xqis0jF zc*-a}`ckH3RHspHSsaFjB!Hn{4?t?muT|WQTg5+0621VmFVO708SG0GoGn*3v<9Bl zA(NQLz{ETj#>#-oLs#&%*K{=JlDGP1H2)9G4 z^D=!8`Jh_SPtaw%H>B;c!52n?)I!E^*@n6c2UN=ew8_`b?JQpYr}AwbdKi)C8pUk4;*lviw(@J? zS!$8oz)5?D_V>D3?HX&Z3vx{t(gnS@oqa(SPIjv_$(9X*=~VhxaZlerztX=ZaVhi> zN+o7w@@>O8QvBjYeC8lo5T_iuV~=lllpL%Yqx;eDb&C(Be>=aYHtMRK!_J2;#G3{? zpIi4CuY=2OKD>TfSaQ)DVQ3A^aZE9DuWOn!*XcUo|MGGrR{!$7w7rF0+gIV?7L?>u IoQmVG0Cm-`VgLXD diff --git a/vignettes/scaling-hsced-plot-1.png b/vignettes/scaling-hsced-plot-1.png index 2e0488dfad38b072c3e1b1d7450be8bca3bc0a88..3fdd0871678aa7a773828f200747f4f8ddb99a8d 100644 GIT binary patch literal 21413 zcmeIaXH*nz(=AL?f(Q!8Eh2D(fQX0+1ClWyCbE(T3;NkNW=ikXUth=}IqjcY1I zM8xaJ55)oaOTy_rPa-0+!^T&yDw$rDyJ~4>X`^cO;E{oxfrWvM@go(vD?~(>{QT~r zAG6$JkP0u%<~!Bk)0&X*{_rm9LynnB^V6=0U4v}%p0j~wIhWto%=AVYa|;e{e>Uco zVz^9K@ns-zU{AY(=UD42~6EHEvp?b#TMnD-d( zvz_asep_%>JGhUF&-o8BJr9-JFTO*tjroh=!;v!VJe_4Uy` z*J73lyQE~1=5oHo)=(q5ejg|M3W=ZJ=dNw%UeJr6viDGlI5bAfN;EKZhCjn)jgvJ) z-uTRmT0iy2!ao*YtQU+OGbC}J<2N!E!!?P<8@{@HcJB4?;t{n(sjuouQ6X1$^!W1` zzH>=F*Nr%2SAE`odu7u>Ju;MH=)EWtHS-%T0kz!USE@bLb9p|~>E+pZ1`PF7%XbI< zB#thNW*$`vWDA_tk^0K`(XU3P;;HitkMD67AM$X1oMPWZX=ugSdf}$P&G$a*EF6I& z=a2sz$NrwDMpgffezVxE!>Av@9JcyPh0U$b#GES8BCm^IPdHxwzH6laaUiGh+pTC3 zx{k(<&k(%8;D1G;O z@BtpTgyDHXQU#0Qr<^yXk8?aT$GSY7T}g28xGmY0?)}~Nx0wX_LpMD)At?swN-Lk^ z{jW=vXMVTZOlH*{9(rROnUfnf^{T37WcVRf`o%NH4vm(_oSrV4z_K(a9L^1SJW7<| zdht@F<;~q4rf%nW1Ka2Wm$rGt*R=9PX$MkCo3TB&$%SyQZT-eoaRC)U_uZAHC?5h3UCo99Xe``8?(_ITM49 zF2fOq8)Rg-`)^85pDti$|5-|TI_svVZOG)Vi{a)W!TR&6y*ugCCPiCj=oRsL3AFvx zT}G;S9?pNgh)5{dy<}7(Wtwxp6oqor$?|=15(H zXv<+Xsfb&$390)bMt<6Av4%(6_wY%oQwN`2nM{(A5{;H#9u3jUJILnNw7E7P-56c> zV?VY&CzoHPmDF#PT#JabZ`a&VczY4$)Yg+;IL3TJ!pW+XbIE)Em`S_~@cFKHoN`p3 z7j%3C=p3XN_Jh@Xm`}z_y0nz#B>pAI5%zK>3URhq`&+5}HzRvFo1UJ(|NcuEZwk5r z>Zg&kvio~uU>%}4AYDLCZvSPB48${eWrHurez04)!Cw1;3yI_0f2qVy!YkM$?>(^? zyMIQM{0n`q^PT=D#Zz@lT-rb1419Wq8nymZ46T1`KOoA;uKO_?C`$Z(>b}yZ-X4FO zX=|&0FG`Osk|+8qjg;a)q7?fX;v%KQ#z>&Wi_Rp~#G;2Z$1i?$S)LgD{-JE(3H8xW zUs?y~hlJkUME0BaHp4ouY&Yn^-23-jx4SYPRNbki=Q=V#KYHh#;{F@l=#^ypi|kFG zH*SrETO$8;W*R_EcVp1lqu&DD_Al&IY`HxSZ8ZGdPq6+#qLAyV*$FAPg76?Ak%d8|I%D7hkpUt9PA)wnE=I2zYc?3_)Ss-2Iao^xHD$qeFCFVefSwKgweZ^e#J zEN}Hl__cCwd@-F1MHhdm5YWgd=T?j|Gd4C>E3z}@yZhxWe5gSy-@=@pN5M{>GgPp_ z6`y$MD2^>~l&A1|)V$}qU@Pi4r<0;nXj5l@_8KAUb&%)^H3zUs_ie7un$mOMv5F&~ zWd1SNi#2aczL%ijxHR4v5a}9>ztvtccZdZ@+_DYp%{sFT^6Vy6wDT<@v8?G@SPVAb zxaB*l^GBT|^$|i6PVizP))nQ`EiTBl?3Xg+)_g(8+lBNCL(Fb-S#|CEAwt1!B}6P> zvOp`f9&=L6?)3R|KW0=`l%(qcj1f6Lfm7%+z;#R)VGSoI`^(C(2c;ez^V3}pz3dc# z4`5}oVu}S?>Ftd0-0|vnoWjPxKF8^cI<0)*Rh`)wj}9oT=*l%svmXBLu(N{uq0@K; zzdrA8mcJ$vXxf^?HrDqnRnbZpR9FmMW)*t;cJc_H-#-^BR~iCx{SEM^c`DpXgjkoe zLvpRhwr1?MGd`oArX!wrZT9^AjcJZ`gQR)zD*p0sC=t(-Zr>It(GQSVyzyl5y*d6H zsjioYb8p5B1)LNYe#}_=XRTz)vCPHaqxy4A)nyzs-w+l`^axxvn}k!-_czBMp-kIz z9)5eJ`HYIOXJ;YIz+$R3NtE|sH@-@F$$ao)l3%WRPGg&&Q6DbSIMtpu{bUPP(QNc* zkg(gjRd<-v>vRGNi0qp9}O?ZVbW*TN-T9fW1?Gyb^? z|B0s1rLn%oNb!(ZlSe-@=U!hh&a4}3$dm-l3n?4JZN+0aq;@*m&6E8zdX&M)J&wzd6M z9RHR7^H13L|Fa1Hvj~5-!-8-*o2boKkM%*{0;+F>P4l@3QnyEAl;mnTDXm5TtE3s! zkJYJ^bgiH>_foZTO@tpev6Hwbd*0@i-Y?D=a!9{xeXi;53l#?)YPdo=RZ_uD)@tZT_yfjXE49E+1Bc8J5=S6Ty4ve zw(I^Z#-s-hE&Q7@LX1x@Pw5su9q2ExexzMs6+7Ek(%t8=Wxh2L7r^0E8zPVol~t~9 z=}#8$KQ|ytS=eeoMmyWkuh(hVFVAsaSG7rcsZMaV*RelWq~C36g6jb_AsfA* za5^&3#!_Z8daJw8Ht}AnM)P5oOZU^uc8lEicGiTUXW>)+bnR4CF}}bNdB;)1CxYrB zX%-H6tS>z1&bN$4yG+K*HA-s#Ny|_&F%>C^+aE7HN;RwxQ%lvjkfId(B&iDBk|2+! zkuq%fTNk}abXx~}X-*i1i&*A4FO6yT7TKe%a3#M@^4I`-%=VY{KRL&HEvl%skJla}XVL|86T_{`#pn={qB82??U1#YqAvI<(!V0D*IQiXoY`dp!P&3n0 zXq#p;`cpIbhgJ+5m1W6_TI#)3z-yr%LT?ET3ppg-?e*WoX_oz^!VfCRQqh1k-_(EMBWjUPR%vvu&K#oJJp;4`uUX8`16%v5A+g2t>4*rReVz1!E6L2@aOMF zBzeyYs%DK3<3~_w3KeNl3Q=51IWQ z`X+4Je)dO8?A3!Qx+O)%qJ++tZ2K6+p@sS4C4WCw$*$ykDPy;kavm!qxR-j%;&wA^?z0yA`SO&t?WdIVsU~g77Fz%$I;aJT z?>9;;-TCjwB;A(Y{Y{Gn^q2Oa>iN0uuwVCxJ;&-oS&#Xg{d1`~GH|hIY+lLk=5%v+ z7i1;_2;};VHzI$oH(KUC57wLXV3#ZtT7PM*KHIiY5*I9>XQ7>EcA@Prf*Ht%BjLW- z&zJ3$V)^G%(o3`YcUSZ0)C%bpC{mZV&?+{*_z3v9(BUU=}yyiJeqsOhsl_1N$hS<(@)`3u)E+Z-2qs&rz!W1{tu>u_fAFO_Ns5{wUF6}8VqyF9zDzf&0 zA8(EiW77L=YWX#7`hXKSTdRR*&WK2MDd7JQ)8>3?sTr`xJEMEv(-ZPV^*bbLPEL$9 zL{4L}O?5UGC>+p5c9~_nE9s(Qmrne-T@{cOo$NDO(yT)RU2uVf%usF#cOsqJMe+l5 z8D@ZFvN&W(MAon$M)38~n}MF9_&|Epl4GxZNPK*}W}-smjGstf1_Wjo+-;RNFNW}q z@LMMmZ(@(1A9(Yeem@LHnFjOS0~)8NW9k1Cn~zyG2djLsG4qb^s!tLE22OJ&Lj7%k zg6&vcrmBJ{m&=iKLQ7bF)w^8R_WvS}hH+USo!+DGhqTK)N^;G++a)X4s^r+7{tb5s z0k3EwQJJu1!c12G#QcIbL;^wz%x;S&xLU8HXD2 z>1Cad&WUC>E^Iz-?;mQvAJ2Lw-IN8aD2SlEraZ9^!f*We(YfG69Fooz*Idun*1 zSvtL${^YnanfvrR_ten_Y#!^e2(zLfKATg0HLjDu2FoC~n|XU@t=|&sIG^Xs>Qa3x zCWDS7Tbdg5(Lc&;f|)*t7*`;dW=Qr{0XBN zqasA&f-0PxWlur#SYz}&cZhLQj5i7pkYvGu`SF*h)bS^Ijhalj*>S$FS1af7k&-mm zder*aQ)ltuv0NNk$H|8)9hr}OPt+^quERzf(@3#!=xW3f%Cu-Rpk%Y=zXi@G( ztd^w0HQf~J6U3|f9k#K-!NV-oy*wlLP3zSh>ruFZ?nMYwLmb*MGJIg{bD%;Nl%=9~ z%Qja32w%pRQtv(FdI2qVPqn4=e#lJz<_Wv{7}c|x(yh5#+hSlyG}E+lQ*Q=xuP#*4 zc0~3Lm)4fF0?KDNsw=C;fCmC zK9tqYeE1BZc=8PEnW1+Hm)x4k#u&Lb&_-wTPq(FvV^#!o3YsKSf?@!-V#Y9y2Cupz zM6(DS$phrJ9=1m?d3J+Xtwr(g>#ig3=~PY;&0FnRHniA04+oi;uAPX!Zr>?NrU|9=C;iDQfly%)4?jnRJ~hqMXMhkCK}can8G;ECg0Y9|2i=>p!GtV7m(2d#Rdq zib3z>+|OYC6VB1<0?We>pg&9yoe<<%`P69KxFb-u{cDA(+U-z@9)Ld6 z<1hXThlZda3L7T0-8)lZX;|jo7(qNxS`zca^N`b86s>~_(i}oeJAgrZVnmwr>kZaA z!-dVW6s0y!jd3&oE8wEL_3=a|;R;V3fh%lFQ5T_ci1W8+{x%12D9!XDF3r?A5^BF8 zRQK%o+aX0^tI#8&)7-1y{+nRBXOh);)1*5u4Vb>kk1l`P9pwI1PKy-)M{BXOKm1RI$L(}b5Gw9&nM^QIx`H`?yPds$j+T^$Nbzo9jo%ti zW|q`joD#3sO?008FOhndShr#eGM2a8m%B+S14T~ik57rOSVfCiMj2~$K|fu1(@+hg zV_fA+o4>QQ7VgseH=P)fXp(G;jzMDYdiCf{4Ga)6T^ew~=( zJ?CIi5BW6KMM-wcPcjQ>=@j2`M!iQDM>l#9@=Z9b(;nU;Pb4PoUan5tEL z)IDA^@IHhtYFT1hpO)~SCu9!~IGLwbSlrcytnkd3Jr3l*3y%@Z1nh_&oe;i zt@Q)58i>XX#*Hfj$bRDcjr}(MgxTr%5xi{HF<`QAXOOx6n<+k6j$UQI&4abdOD`Cr za=hIG7`y7V6QSGjCPTvcgos5Bbk^O_Ts@>=7RuO%+25b@{O@44evKqtEE!2!{^Q^C)~~6iof>N&@%ROM0Fzt`MCeOXKR}1W^>b4{5_KK{iJp$J6P*wDc`q+vy*+QowZoRBn$H%L;giSpscY9 zcl7%`w$e%#DyiQY{NYQ8r2(+JrR$a;^zu6$Q#Th>vpPmcH0#aZs-6hxL3*WCRi2h0 z-BO&2lEGjqcyxbPU%;PV5-+H}^-Bs#`>E-@4!az&2ee%d>kEUY5@VbQkrIF$$Y$h4 zFNiq7!NG=*v$90`oT^+_XN~sEcJ%ANaMr^rGYvp_~<`yM)|8t(}$elI?If!bp*|;G>)MB$^!r*TQ zyGKSc@56TC;nQ5R&R@sQ={$yPX5-TbvQGo_Nh5l^)kg@cua9(j|9?I4bJB&sD4ibO z_tWI%Q7$MFh7OyPiP#7PEvZ2XGli<@$@Qv&xXy$RB9nmHPB5l$BxLJc1_ zl*tF|E=G4*K1}H4$ZnlrV~)qprtE*%xNYQQ1G(k1AQ^QVCq@PjG8Z2x{`XJpK+j0L z3*{^CAgfdPxw37WvfDC*K2e7KHG)ckJZwdzvoO2of9}akE?97sX%9sDW617#2WXfz z;;#GkTpe!ylk5-($h~RNTh!TU6dlR6#(3s#b=Dhl!m=POkrz&1@K5fSVgF5*MYgV% zrqzj{#=T8knHgv-nzvd(m4TA@FnE*z-iU}j;hj!?x*-r*KzIq#+zuBF63~-c;^^bV zH!@yGo^_k=E1Au1l*(pCnH2aMZE%SbzWOaGfcs_9ju81jy@{&#S(MYLEi~%KS{d{} zf~j84j0%2fhF_w$izF9Fw-JbHHCTDUy2x?fB0y^M@qdIoVrfWM>%dHCLSM68{cqtP zic*K#ibe{jKSMaHJ>;yQ`pkZ%S6r4JAHi2pVloo)ETQJcj~6(t9{nX3A5!QiRq$NT ztNC-U^?78x8Wnu)30v$7SScP=zU7hN^|}aneaiH;~=( zfYA3)o`EggL@$?zM;Fx!;G>8r$Hb`o`4ojzx?$b zK~Bq}XD>HOtP&%n)w}Gq`ht{NhyQ#wiW=Er0IrM?_3UR5-}uJwfN|oIw2FBkQ&(p? zZ6#_OGVy0Y!SE4a4-K1CPn7GNsOhiIFF{5Vu+nBzchdIp+!zfpM@Vp3xAlqZQTw;; zy~cgm=&QS1^WhJbfeA1Ny15+$>=fvPBdxz5r&P89xzy(X4Z>_6FF(vG@z|G^&7nZj zbu|Z6Y(tI46ZrG?4=G1*)uZoktSivb%4u3C?9OWUEcBl2<>Lp?6|Mv2-tFmn($k=Q zcH6^gBibu=zH}=Us(+y zIiOwQlIzDJ`ip$|R?r!Q8A^j)oq!|sZi}}E0J1wWD&7-ntC?$4*UN?ePa8;yMLy~u z+oHN;PC=hQ(gRXWXu2gaU{d|pC)wBjg;p$t{=$h&*X_3~)D{FjZvpH!gFS#*+yG$o z&9;D~^G7%l+qwOw>PZ`F1MuB*rX{@GDN{=MC2$QomQ=_c4zS)>)8DXe*`S>B_b*zd zvW4>@RKxNh%MhtF@FQ{hIfA4zpSaD^2sy`2mgEnq7Q&j%di#FHY^P0O;)k zUEi$oDWzJ8i@hVS=#PWE12iQR3!s%|!!5?T9s-y@tz=JIEOu#v^;$2zw0`wll7yk* z{kTw(jRD>)ff;M@QhaB*1)XRagwC(yy0!S}rANgRa$)C1{oA*1+n$^z(}q%J+FO)s z97DYFg;1zLx_@<9&Y#7a|EKILhJ8>Jpq66u=@bM8wAj5d!kJCLW`qw964Ra()0f^| ze^lptj&wqw(8XQ~^O~Cz8+=MXi_#ceTvF zHO>Q?A)vy}h;-D0)M`tXFi2+95OLhLyHRSZ&QFHHmg^6Jee@EPS@U0?Z(3xWSc$>$ zcOwpkBu@<`74oH}M(KQk()CKoWi8yI=Tdk-*{qFD2-B@H8g@G!>3@9>;_MxIEep=M z-}giZ;9_=}2Nm+`l4^D}T3#IC?6KB!8hrLhl3{B<6`m?Am)_e@#7-uJ&m<*A+3b|J zl7Q@BgxkO>M2ca2chvRV87U{I#)`J4b6ON$OF*vFN2~zU3y6&EcmWiSGxkujknVir zaQQ(31*16tnt+3&^`z!y*Nw$dj5Dx_DbII7*9kS*pc*oYcF&_8N**1TeI{h9JLEnu z??rpYi@hx{6RPFq@C=rH0Ou`nL@91{b7gvV(3j02j=6o=PtcsGip+ z=QJmZE==e-k1}p;PN$>&q>9TL8~YBfXFmF|IV0D%pFfUXlR4Sf>a5LQMK$3vv6vCo zxl*t>mC~DiprG*g_Y-JyNf#51oquk8t}!g8UI^n*lRO4OS2Vlc@vN6fZX5{r8oFV} zjx+5&*9)?kIw@`;n`-KE=JkqQggi`)_UJNc{qlf0eRQpCuVl6(vnv17fw3PTTnODw z6FdKg8TBgGgjA7@Z~tuUn1bi-(c*qG)&X_wip#;U_koyz9ejSm232+wVMu!ltlQ({ zXvM*Y(<>tq_B#iJFG|umSudk6T~9Yk-zq~ki;*F3{h2a7FnAwhgo-ph#7J)I=aszG zX4;l)U$@a}-USB|9~)+9B?ei@WK(JW>qO`9C*R}}NO;Fzm&TO->vj$iAp8>q(sTUh5~l5%ltth3~oCuF^7Y45orGS-FadZk=V2SZ|{)W}p)JQh|a zUs}kur8yOMx$&+bF79^7xw%!uJHd4)lWHtWvgKU!Ud zS_XXzD}(Vi5Rxy5%09s?JRTh!rtNZM0QJHTW2?`atfu;PtW7C5$=QV$;e3@ANW!#F z>G09wnou!sND55GN?g|*8jFN({}f033a_e^a-AJjL=lXrq(maUvm8i0)=Z4fPkrX& z3_6rKU{;Kg%jMAv_oQ&)MA2skJ|MQC8^?&{o71L8nk(EOGtG$=l5B#9#S-ClumKX9 zKO=68f>-fZCr3JR!Nio?kg+YeQRGWjGU~LB^{EN>J;p+fw4$ZldtB?|6wWw7L9K`; zwLvg|6VJkIe!t;FGsd;io-g}JA*+c=x?Wi+BQWRK;=ouv#H>hTS(Rr}pVoM0 zd7D}!H|3_J#C7aGZ-;7;UKW_>BJ`Jlx2h^S59dC_kvexkd zgeOBhWdpnOo_pPGBXE~mo*v=&&!q^EOf{E+bbCmCc8Wng-vZ542ieqYx;sCe`VO#( zPxucL`}w3Fep?|vub$3H=%D%#om+MHrRH{!rWgn-!Qh)Ghc z!qv7NSE!#0^O0bwW4zxw<1zG-=ZXUhdGg()hbFwr^Ui(^i4W`?XS+rXv&8+`!V`VD z%g1?n4kFOZ=3I<|_8{x*pb<@XS_7JD0@81;Ya092pL*VV+vCy}R9e0EF_f0A50o$O z0sygEsvozs7}^pdadWenc?Rb&a%%u;(F?LAD;o64;Y!p}tw32%$vM4JH;jMn_aAci z5e4|B2jHPOQiNy++ATW(3fsEdfc2#_#JiVbY;Hh|n-lkH#b4;E%C(V9aTd`LobSkt z+u2)ToU~MWQS!Z9`>OLC1OWHjVwFYUv zh|Q>I6|>Y2a6%*8weStm{HXE2s*s0$$|2ofB(p_fO+Ws!QgsF4Aoa4(frKtr-a@ig z2|cWXxw;R+BJf3M8MIn*C_|(xH!y5mBk~?TlL2+@h9K5tBFs&;1PAdBMDJYg?n2;u zy_h?p7ct*U?^lp?XB!28(e4KWpMav-VhB z5X-H1^Ye6?^Ybe22pQ;RdmejJO)zKc4Ii-sBHCTx=(86@(Wi}Gfyq%uhlKg_HE#*A zkMq4)T-*11;`6`aU-#Oz$YT=iblA!jZt}*=e+^RCot$%MiV>Moy#U&R>u8Yr(S%~M z^{1lu^clRL9MLFt%EW%VJsgpuHf;N=V6aGm^<-0992!@{Sl1}M=hkxe0WjkWh5wAy zlM=hj!OiF#wwrf_6~2QTdd+Y%A|v#Y=*qy;Kyoq_d6_kn6xC)B6ebfG!3y|gXOPx& z;mPHy7s&^)E?K^&<5Po}zDBAsqX_HgD?t0MJjTt+pCYs2Q_3^b#Dd~!iwzg)rXMH~ zWz;7lE+b=gow^i{~Jq~@(aY-lWR`wX1%&&xX-pL)dQc)ZNPVQO%SWUJ|&UA2&)vQjV zi3;u7<9UG4u4zPySCA@1H(+b=Etul-2d}UZ%YwlJs`MpKW?^&9V9HVsx)k3Ow2^i6 zYB80s{G|PB`FPPuV`w)lc4wWWeRk+%2AB|II@$gyE12Z>I)qafO*JJbmq6bzf57u) z;njp^QxQy(gRh=!fJo4zGiJj07|DjrLeZXH`G+Q5-0XhQdO<&>Utod2twPq>Nxxf2SX zU7yqMxV`fvy9kRS_99hRp|Ja$I)XUVy7bPZBGO5vFUlK&8$AVD*c8g! zbT=r8(T~*WXmJfIss7efV^d^_)AKkTTR&45Y4Ahz{L`~CjpHdu{F?7`h1&-{bi9GX zKxW`H2`DgD*$mTCfQCw4v^ccF=^dS};n&Fc;M=SzS)|-LO2JxiD0j*4gh&|oYvuDu5=#liCEu&fnr_BK{Vv<6x9qWZvd?Mx zd?M`2C}8MUe0np$f^6_XJFaIbMdK~ONb&57MP<-Lf`fedr_hYnIt;PCP;~ASYy!4U z{+GG+=H-~~Ua6gBRT1af-JLCSXj>gR4MIl8l+0cek&v^?cnJ{MNgefeA{RF6c>Cbg zB~&aBbDiY2pZQ>2 zM)>xiXU8NlxnFA9it=3al}U#9R^2%vvoUgloK-$)jM#>d8>v6h;M&cFCx#gE;HdDNI)6&Z>_5$Mw7S2T%a0r z-(0q?kdSuGVIs>RDKwci3GUA^4xGN9==LT1Byh;vOc1%A{?&ul3>~o9N7{3&&a3lW zB)5?SY-R`qx}8rA%MUXr=LrxqyP)V#JSpB}dfI|Gggj~l0ezl@HCrEfn_JA-bjKJ< z#o-YbwH8;PNObVnjF64;*&@p2TFh;j$JFvyjfKShEYv?!cnTj~|L}f=;pl+pl(ItJ zlS;&0ZIaiYR#_!o3d*m|3Xb#0Wj9Rjl>>?XP~36OZf(xALrb3jHWZOPs0E!7 zaiDV-c;5i#cs8$S@h4yJa%g(VY8drDoijg^hfl}!^$Z>vsH~q&)_k5Go^RRThr+fT zpXpGj3{;ewG>mT{6Qr6_O;oUtn*l@mP{-lAJ_`1?0zitHeMAMevw^aANc+q6^zQh( zoTpBD64Sh6ws=S@JzbRX-0q$X&TZ7C{nXjdu->$%>e<&q%C^7tayWt=1sgiLxT<=I znS_Ex0Qv*rEFcfPfXwRV3_l|X8z-6rek5B?n)P&fpG&z zwx92^7?t*()=ArB_j(7x=JkW57_J&iDUA#gh&#+!k-EDrH_IVB5l)jYyjLTLl$hq@ zr^31_Z=GCQ^mtnUFS#8mn-=Cc3b^&Q1@!saGmmFt`dElLqu4CU5PK2Lja846lK=P!mj6mt)Z z(9Au--ofi_KjeU%^qYpAI0H>J3VotIqN9juJ+Ip$8|;bn1AEg6VNL}+*r>J{-9j4! z9Hjy=x+J}A2IFtNPpNrtBNXK$cfjaj7B5}5X7kg4cS|_zKzi`79d0u&<)A%=yKLuAic}^Ye^a>ckv5 z%z5M|iR>V1V13lf+*`wMQj8^wlAurPi7SDagJN(V_v)Pn7iT_lm?kU-A=xT>{Ehw-+&~PGZ6K>e$jg z&#+v%j2J)B4tWO+afGc%3nHlC9IJmECr;N1#*N$u~n* zPwKU*qDdHi`Buokz$GWekQEa-?LOO;+nc*6*l?*zXd7d3@UxsNM}+bs;wl)?fv-uw z(2t6#fp+CF^I8%32ryT}!(LEdMC`mk^P`x^P|1;oA5xU#p63(mX2(M-(d&w7_g%PQ z6-KG38VAx$4!b6SCUBzz7iVL%bUzrY45z9S6wHBODZ=(|0|u%;_+%iU>3pOK`U~{Z zC!QKW(X(I>XA7HX%c46xHn^XjIV!fnonVz~7y5pGAygERGxWlAZ9QYsooFae_uMgU z*=b{zwOAOaAa_t}{fhpg^slNkk>s>kE~a+c-Ge)qMgQ>F=C)ORv0}8;xsPD{R(HJ;Ad<|n@U0~YiMP_M^QN%tevY2o!{qD+pCbkduxf~BuuNUJf=MeUEL(~04r5j_?Z#peY6PYp?k^t z&_3hRv+tWW_wz{5?JeR`K&>I7_^%vOT*LC|7p9o{I5eYL<=rY@87UuIxh1?{~v-H%!2yk^?)g8}L+b&%nlPO4Lr+sd#8T6J%1^ z*us8nL+4~&g?qjfSM2L+d+$8XG*{+JD4H0J@<3y8_eK8@?pGlS%Amz-;eSl^dGIsq zAoD%*p|39!On<`|3}yPye4~|5>Mf8~yU_wJCF+~Ni_A_YMmyBchFQruMjBL|-&`b>cKnyBO*nE=^mc zJ-OUq&~&bd8`I@j@KTCp-F125f#-S^o6f=Fa-R&mo!*-SiG5S6@KX1!us}E$qUh=dd05+RxOW$%tgxuJ6NK{N%D z)@X05Y;T&oP?<+&hp5Sbbmzu^mWyr_jXy$5uv!%;`is$V`yt+wu8{Qn<53czq_X%&Sf%EfXdfarwq2{T)CLsz1 zklBZE^#>a)gf9W)8GXhm%x0g%|NKEFc3HIXYLe0rK*bJ#kjK_Oqrfp@<1_#H$vxc< z%7UxLL~#IRN4^cJ4E?jH@^ez@C$G27hbz0wEs70%OV^a;I{D+(_tu94w)tyEMP&9w zAU}oImUwi!!N@_L)!-E{xVz|VvDGT@(hmfX-`oQEx}nc)ss54Vou4y%u#bu|X;@+U zuL}tmBpgo5DcYRAQWoAbZJF(Y&py}4&=3dsQDa0IRivKSg%ZFUmvUQJZxqF zm%bCiu3Qhtm&VQDeM(+yBtp&q?F&Fj?0X}LzcCBCUPSXdyc|CJUrsRsFQZ)r@mG~C zs5U`FL`#A^3qYp)|Mm()>x5*edB;g&m8!v)KOQk(9t_5e2Z1NxZy!f{&J=Tb)>a-( z+PdQvAhrf-%d1?V-ArC~hFg{zk4Jl!p7=HgPQjdo$B()uV2|Vi$kT>9Ig8ZB=Q}E+ z^`J{Z(A{V-#YirLQuh3pcFz@% zPpJ_dney{ye-;?le0PDp^#$+u(M>>bS74;$uz6pxX!pFzr;o}$ihF6ny9e7);mEbT z)3b1Sw;NpnQs0Ql3fHX<8O?EW-H2r=Z{vsb?gOOfhVG}cjpJ@0O?s`>+f(jKu*b2? zcgs9>E`Cr#t$}SR?7J#14#d1wM2av6AFk!3=iSsB?>O2^Tpe%kT{ZyXM&bER;7UCx z*ydp52;TLrfLVmkXTROqs~8TR+&UI{zSbn+_7&BHJDK8h1y#9+lVm4=aLZYiuIt>5 z_H&SL$6fZU)d%tSjl!itvJ{vA01>SD!so^QtmPPsNk);|=>?i#oYa|qJ|?_g2KC9T z?Dort*S!??ULm$rlwinN&5KogTL3e(UHApF?gZAm0r*UiZqICw$FXyCb8o!{c-ryH zG(_`NXkYSRSWyl~Nn4e!(;)fn^hxo2=n^!bP;hLWE>C==nfdUWPK)ap(YZtNA1{LO z-*v$IAcwF^>^!sK>z;s_$N!)@L(bg$$$jVJK&j$p1;eg2>-3(%`kvYHh4(A=P5oIJ z>LBI!>~$}@EwV1y<{iJGAu_oO5~mg@vVv~t z^R?wioZ|-KN-2|b)4_-V9J(Rm6y6$)>^!@FRg<3~v-9eqVE3yhrb+n|N5|4$l^K(334B zNvM<3=;c+LCGlSnRP|-GUrYi&9=~SR*HAa8;D~2Hq|IX4@ldv2sUEoH1yN~JauQ2`$o;A7V-E3!?1;Rli=obJ#(9Bca`2vO)cCSwQ z=7g!O#GQ_Sk%M8AmCl`L8q4rkjmeQy7VJB-Du~=M3kYV1LUE}~a9 zrLGLl%Q^JNU%L=@fK4j=LX`clwnOXSSivedO-l05X4Rgv)t(A2gh?OlG>S?qIcasG zne)4{ifQws07*lHXhk>>a!30)Wg^x0o$wTjkv`-B1om%lm2I)-dR+`s^WK3Z<0oOa z6(e^3Oab46V9K*QX&ypTdk@x&uwj#XJM*5{h736AdY8|wnxE7TqncAXHH`tuocofr zcO`j`U-h7IZ)r-c#HMS!+~zEK1JB^zF3(^jhcy##$#K3aa~mWdu4RfrGIIXf_+3C5v6n)4urP31{ z<*{kJ#!tC)a6eXmZ#)gVtHl{_(wc9&O-Vmi%I>^|Ix%#t^$S^bQ zE@#_bElkT9b+BXivX2YjsSw!=kJqla$g>-4aBO4L-JzeWA4+^?BkygzU+KnUV(>*S zPjW8dtN7PrK%O`};Kd^fN|<|BoM@37!@v0jybPGFRKcTwYr*eSGiB)6^#SbB}=fTT7>i>KxiQAQEsf+mMF36Yx2K#NL)FL6{UiHwu;Ez>#d+4cEM=N z+XtG(mQw2jq==VixK|RlwF9$+InaM1o$V}?z~igPxF3=-_*IWnGoBe?MLbpD`K$#j zVuVawWYAiIbYKJ*7a^L-NV36gHPQ6%iHrI-O5OW@@5ZR>I)B>*yFD^MiIk&Gj~>`c zV;*D(Zqs#Nx#tQ(h&i%@!CWER$VT4%{gBCPmj5*^W2lSr1>&KgU4T zxwqZ8rvZ2<6$VBe06KgO=7s&!2Srl~ng2;rV~s@SwGajdW!cv=>j)DVVZp|(LBsFl zSgkKhxkPKED?;(((<#V6#)})orq8;80Z*yDVVBXr5a9@|c;QScBbI&Jo?)vS&!BnbVp%L~V&OheEPp~z%xl*?2Si)R=H z9RN>&G52hiWh(UQ0N>vlGGB)YP8Zoc66=*dy|YPd_5HX}$37397525|*RLKaoStV1 zb;5Xrt-q`E!><&`fQjqLokl3SMrGhFPXlMPMW)tKsFY(`l&_cs=1fMCgT{p?!-};I zwd$wikkN3YTgv60u!jfE*tp)vlVdj^`%;lumy{6mk~?PXH)0zf`u5s3!oIDq>Sjec z%=8TACk(L70bg&d%G8sqa&qog@LA&%!e$xpb%p-sCPTPK5S>U@D(fGcu&Z%%3$bUs zyN5t>ab5k23&l;NROoXBL$CPuB~%cBi`1xgWGF+%|2f=pZvBR@rr~e zpc1pDn9F%E{dvRME>aAbfax9p9RH$0)6>?l%sZk?q z%Olu>t6-P%6``3qmDo;|@~|b?Ga2gRyf(wRvWpL+1`k08uoj zQl9B?V2kr@D(pyo$?Ok&ykrPjP!u!+Hr{{_i7?;}@4mREi`t%;{{7C+fAI=2GJs~I zo#c$hP1OeR8JV=>R&2@L;)zKQbint_=^CvCSXjHl{NpT;d|5DJRsjZ(QUB0hsm%7t zgRjL}CjU9J1b$qgWYD*o;$KO*Z+;BhUg-fZb~SCJ#*c@`Ns`V%241lw8eP+sk!*U+ z$akzJ5tG>uViY_DiJobBs4%faIqo`!G$L#PnWhT|Vn)2w!bo*oyw?X~xD8e!gdt6= zHab|+v@=Cjmz)cO1WoomEm=L>=p}W&r&>o5vK?`g!U$IX$plc?Fv97@(GFe43Eh;r zG{E9Lq-MBPMm`qedjDa%5tIg}(=h`HT9~lk0bEIxy8I-ef&OXSzk3`Ws%Cq@h*BDu zdqQbLjppt1y|nn3uRaA*q5_un{)u+HN&IaF^p!j_Nu0y@VnGIp+Q(eO2O(g^I zhUP+Wur|j0ur{k)OkpAp z>0Nto!6(P6$Wor#6W+6FP=4x|C4M|e;BC&0w{!ugm+DuP-~8g(HCiZ=O$sltDz55W z9*CXv8SHYL=wc2nIBO8mbrN-!GgF|y@lW=Tfv;bsoXWlH_juO}@IQZb<`pk3SMTT2 z_VG#d_b&26{^F+DXyy%N+Ca*~*7OTMkN+{D*tezPGgNtF(12`pu`n&zRwkcu8U zFip#Sy|3+Aba==q?Sn)^8GlMslo?BRfSYr<%+K!=m)CO78^tm?`)J1Q9@ux3rsvNY zfsY=GJV!sOTbv233f46j|1lG|R4~A9it?TiFtd;%*GnduK2o}Cdt9f`Rt^SPVV%@3SZsaQ}0=f@|=7_ z{&ZHTcZC0>O(;#^?7tDt9X@U-_m%B+aHT@|zwTpf=k6T59E#p&;bm~=T?!NDkolXT zB=a{*%{^n?pZS(IX!37aZd8m8HJrPcyvZ|F|Kanbxi(MHZXb7ZymS37Q#+of^D06r zVF62rkB9f2J9O+FI_y-Xmhm&=2B~X%#ePH_cQl?YY-n<)<{Wz^S6WDbAs8^Rv+)`J>UG zg#PZ0ojyB!M>}-##YRP|b(p+~wgz97XJs{v<&p%nt?y>Pd#fj=vx4HTqVX_=CY57!t#ekG95m?{q(oG{-Sq zdUnfi`CC^a7*2U5_fCrJ(7^Tn%cCNH==eh$lE=T}^T{qgsyo|g= z~=&ohg-oZRSkr%8z}k%A4FLhXz5rKXlUtTX=vm3q2L$r+g+y> z{H~W>OWOV{OV9G|?JxPE=$7cxZ$14Nxr85lrH=ZK|NE8yyJP>`7>vRj<4)Pa1Jj{i=I4FQ)MsJ&*md(|f*I*Jf>Lx+Ud$f{dK-<4f>K zma97crxLt=VLgUVl9v7i&BmfF^rtKfyFErT#P5{($tVx_ZMjJ$-$#=wc4_YwrxMn9 z$EoGdwTfG}VyVE;qP!+nvRtXIHKXK5lOQy9n03q5{5#puWrLYQp32C*6wpR=jQ`)i z8fN-7#;c(}aqD^P1*RrQlkMdJJ2P+;VoQO2Z^0R6fu({Eg2F*tF0YGP?D8b6_Y3)c z$}q^+Cud^D(^BGp;x7$W*qfIRGV(|(Zms`>|6sglt@?TC``>r#rYi<8w26@odk0>Y zj%8K-d7GNk)B85M;sg=_6tGN1a7~K|jON?RySRjn11-FZPN2Msnpl@FBiE`Bp{1W& zUtLU*>@rL6Hr3}AdP2i3B&H-sJruQ`g$~>N$J{=xP7)WAmS+b$>fcy2pZx2Ier%3; zLxJMScU${0EmWUnQdJ-|7>|`HQUQdf4ilJr;ijOLProN{qE+#Kau0 zH>fk(zE(xF0vfee=D#CDmw**_8Edu6oGctXO4?W%wQ2o$_qX#|YWVe2XrV(jD0L^P za;)}+U$8TDNw^Kvvqz7H2!MzsQo>!zJ#4r)o)Bz7ctJe^muRb z&RtsuNK2O`h&+3`S)}Xntz6)zpaa)^z%B1n6er{UOQLiSmw3)mS&yZXTIRp2&_Q

?oSxm2e(u>J+`xz5NKW3U`P@>&D8@4-YRM7^OO}LYXq! zPGCtZMI(yg>x-@Y2%hTVuRynS@RUYt;C`NT)0$|V_gDAhZ@hUxI$EL<&MSWZ`?FTn z9}(M^O;bPeebAg?K>qoX@BZU`+;n3IMkwrGtJ#h6XPl~uk#G%fOUD+sJM|ul3nA|@b?Pd{kX(`lJr7Xf0i!Vni~-vw zpp*XEd93yPsN`TA^_J)!ewIMTsglB8`fbw=RPm$XKFGy&Y|GGCtRXOd9DUrm{bM){ ztsJko_(f_YYz1&}hrF+F`xJTMvuf7XRH&iwk)Cm?Jd@kuF?Ho?@Y&a`t&G%=dWV^% zCjcYgx0m|kYY3_5KYiLyecW<(blFalPsI`HkLP!>^xVI9pNIN@4+Iqa_PMNwN>hKl zcK}`XU&xc-V5&VZ=E1|a&R?3K{`h|viX05f|8FOX z;^?^^CuIT=;c42rZKI$;$uofiBwVoneC63ccg3t)a*iuKz5S4hE#0^>tmVDR!I<;+ z8Jr(($EP;d(=Tfl2Y+__zj4d{pP$qLya zug~#zEncb_IjAEJf|=&mNe|Sopl4>k-T(8|yOQtM{(8k$0EU!dFxgdXgXEfg9EM*j z`PmUUuU2uJc4JPbeDj94LxpAn)JI^v%*J@x&$g?m5E6H-4gqT;?J{OJ*xPJLc3*TE zZ!Z*FO)WG#`CmV*TloR2OFTc=BNjkW6)JvdUh;A$)yuv1Gp?OpfpA5#>YG)1 z96((oOA5+=-xQ%}=Bav|l$eHlr8sp{mU&oS3wo6P2{|nJYw~0Z_0j$OLKJ%Rr=mSK z0Cvc=nTTy~ps^C1-^SM`2gUDwWyI@cC$sTsem!$5wI}m288cv7{rbf#hpD4~50i!Q zGRJ!8u}hsNt(iFlbEKR{3VM9{D)x62*uUFzM5^ie5$OS(%)uA7?AzG|eGu97$g_I) zAUS74CMmS)(bCjRw{FX7$+Izt5w!@bNsyNhKR)$0;=bpAL(tV-gCqSlSR-rn@eZw4 z^OaY3w@-WnYi^Jq)1u*uKX-(Mcvz&(-`U4z&KW`t-7e}Tl- znGMv$kSeVaYa&ipcNKeL@ZR-_iY<_OwIXHzD_Ec*jIs0UR7<&xy`GPq)!1J66dU7L zNw@CK>A$A(e{z6CtJ3;_v$_E8yc7BFb^`NLxLqbumLTWde$;#Jrd3ON6ap<5>U=jE zJ?4h)8u=`nxZP*}iyvO2N@zFQ%o1|@t0FtB2*m>qU1?gU@HgK*viQ$#KM?5Q>e0>6 zH~I2-U;aolo^*g!(6ANY!pH-kk3pBWlZ^u0m7K2E$lAx#I7%qRHGj|!GW;gIZM}3i z5<`vRAMN2X1%Q;5q#D^CFYB2OfhzC*kG%$Y)=}NO>D1zb#@~-|iDBuC_J`K*!CW@A zv62hRg9!$JD=F{pls}-Ylxjn2Cu9NgwB3R$H%=QPV6K^9)a|pm+TF3au_*8P`ys~| zAo!^cj=$&$jfRzC-wmDuOVq~eIP2MvGvjLFWjjo3V-JO-`hvB|vVo|LtlefX4IOrvHext&vMNOaNM{WIsQ(9mH5r1U z`7;YXvkMxU+qCC=nja;1lz6YI3H%4Q&>6tKS+x)$Q501DLBbMLCa#e`*-rO#4DEAK zsoaJLDktC&Om5^^>md+4JTTxbHMWHQgPb62cplVP9k9V;5F&p6av5!@;nj%!=YQ4^ zbl2fV@*7LNE=yB)J!dLUW!y^B{2i;CdgEA8^pnQ&cP|_0q*Q8rvLwvyc#J!g6@YrG^ zzvA!D57h^|+2*zpJ{lljH;qxYsk&BZh#H}EgUIE?QTW_sd!>x=ev@d@-7k;y@H!dR z!@rX9%<7Ix>|2MB+1WW)&d(r8#fCKgSCPvkU1LLnYE6{L54p`X$E~u5_3Z6)4y%R+ za^5RBM`S%jYtDKUx}0-)M$I%2b}ccuz0%TZvSjtfoeHie_sCLgH{v}fK7k>BKeD(q z-RsgDEYY5@xn_m}b``a{P7T-zs&A@Wieq!yuC9DrZp&jZv1dN=LqJg2lZ!s8NaD@=HAd6R-0r zE(XsJ2gPmkaJ!LxAE=I6nEJA>LtTQ>cUX`(bR6Ku>kJI3g>o0Sv9>Ju*gTk@4) z&cbpp;-?xYuWY(~H@)2=N6CbIfd2m`WK+vO8k8A395frhP7Xwgq_!^+0tV?PptyFA*Ov1SjVgbWo-Df0ubcVInQXm{%{37d1t z6e2SdNRrK9n0$Eg82`<;|8n�w?g#V7KG5=p$RcapDPFiTnJ$e}~tIS8`IWOCIXX zoji8wQ7fcA8?f8t7b~3BDXN1_AINhB+tpc89YfuJYQnNb;X?gf%Qo@QD|R_F2dW_6kH z`Af0Oal}0A;7alS)fWb*_r2oReQwxKN>}ugienM*UKvhFZkygFVNV3W!;@*GgYR8W z5GBf`G!8Yq%W$3S62JSI4sVd3xq8zcVogVmMK~0iKjCy=CSCdvV^qAiAuKb4TTzL;5OnZC*nKDIYp=aJqxa@wiLE?89zg;sj(`NlO$m+DP1~q4ia3@XHiwmcds4mj z-Fg_+>8~=-b_ZrmjLC0IhlsmQ7)pHb?kuohm}|V=0Y!gyr%C(~1@*V@p5Xp6&2|f@ zl7KO%*+@uxq^drr*WgTg!JJ~9>UV25KI(OUftx#8U+YZgezna0MNsR?0yCF-dl6kg^x*=};oPm}QzF4nK=@(s~X2f%|pGegZ@Du*)a7sp~4Y zq=Rwh;m2{?VY~uWBH%_*nn;SoIs~+cDyWm+kK!DNBm<38HO47Voaf$MbfiGAE?0MX zS2ZZAE$|;KbgHN00r{*;v(I9#@G`AnKcB33GBGk&dpJy zO)2FJ2TNYk;Tl%y?V9>Iz1NN+U0#ay6#>`vW;K_>^D!8W8sowKs8VV!JwXC9+w2M0 z*V#Eme25o(MVhUZ&HxUh@Ia6DE?D0fx6;oLB({czBgqhnfnaO}(m&!HYb7P!)fWC% zTZLzPq$@O_t^o?od7`sTu%PF`)cv9QH-)h$UAC?O!N-grHq>`*`iFYHwKuqSW2dQh zczx*ql3swO6nC4tGcmutrCldPbN{HmJiWj5LFoDIw6%nwA&(kE*AAO}y`*ce(t#<`Av#$gaA6!$%4WWp z>R)VvBrbWIcF~SJn;4Qwy8g65J}wu4)cqgN_ZTZyux^94wFKCB$dkbkTD@CRZ}Kco zKq1izADRm9(22}L$OOjYm`V5_9coOs<#L&+Mc_`lG8iq30i+x$p#RkXOx zi2hh4#wBWaK!n?8>6pM$PxGUJ5e8%6y)Mn#x^2qb-o}uq z>>tH_L{T@3?!ige5wS#EW!Oo<#Otva8fuhFt=oiMjh61P`FH-ku?MVlv)zhNxLOVf zw%Mi;3W*q5&%BygNs)EA|ImcA{~h&ZbwX<8m>R5!;rMtw^vL!eUloFTS~Y(#3E~ja znDxON*G*Q75*>AWuwBiUADlX()J-swC;fTKZw>LGC0U)zpwy=r@>5+?)~Ubo7vRti zF9bai*U}yGu(EN|y^a{&>sB!0o42 zJXpcf!&U?=>2ORP1mNY8?|&&)mfillX*W{j*DcODToL?x*rxEGTYzDyH>AUJve-<- zw7TMBFA)4~?^VKu)6M9&4Tw$|eaX*vq0KA<_y8S1N~5ix-mwW9UWo1J{Sji;?#=DP z^Y>Pv1k|A`4HA}36;Ig(EU(M2=KwmX;FQ1}_VL&6Zb;gbS%+n_}4<~{g5QR9|!+~}xBYXju!CxFa5 z39Nlo#*UWm7o)Lx`DpXShfHmfob#Zc0XPRT%&i`CSAbD4D2ZS_ZfVJ5x^P>g`zDDAfy{2dumA@!!+cnmf z{X-nrIi#VNK#8C6v4Y|VPbg{EhwAE>a%@1I!e=IATm0!*>#H+o2kY_yM|NYq=d}@s zi1{sseLBL`Gguo3ed|V!%lSdgG&0+@{*yBw-KOsulz0^uLo~ttT!2F-JF!K@+|==5Nx}) z(~a#)NX7d>qLCMHXvcL2f6jcm|05l$yt|!-l8n+yTXkNUau0+73v5H|Ie;@3E%eJz z0H2#jZ9sZ=G)eTw-E$nx$Zv;s$as}dX%0Y2$_JecOJKLMeb!f!qRda}m)zclff`Jy z`9x@FER5%O6Dhc^qBdN~vMFig1KwfgTp>{iB4}=tk=yTwQ{|$@%eemq_@TkGhWvD%oh(Kk@MIrJ_>EkDH@LD~C!mjXQd>VLQHp;~?vlM~>nZwWzy z#EN-+?hAHhU7nM&cnFTk9rVLW-88=I^JD`EzhB&&*XBmv5}+D#!)OQ;tuJ&ely0uq zJ!R#)=L_X5CH0$Qoh*4ATaJ+^J4THkp^+%45ha3^8=Jk}Jy z{I%x_qC&*+K>)BB-~xr5=FY?ZybZ%mY2n_pH4=hlX2t&$9o#nVbHnlHl53;8-7pg%l>BYdmJ;)D&*DB{7XLcr0+9B>6n4W}cG;YfJZ79e`zdWgA2Q|e7z)&pIv`^omI zzip@=^iCX7>h?&bezdDg0 zl9&c%k-C1TGuv&MFF0q+8gR@QIpLy;t!M;>5O@Z%D%4MyMz1-`{rpQFD&!9#-11$X z(WAc2NeDYtxPQLT=iFXuWvK7~;fJ8WX}cdHYwEqaP(yzE{II03QAk}mbt40nX}hcX zL{rCsL3PI_0}$%3vY#zVJj}9XcK(K25VbF%w$#dJ2}q{L*@>RLT@FC#~%Y5&i{cAM)LJcJwN_jv24`!4159PcG}5_Z`- zNLlbo2gd?`K^!bfPLqYs8rL^MrSr>u!Ksk^6}p&;roVHEJCEF2Jo3?d)ur+EKi;PR zS)!K^_yo8r2P((H7|Ni_dC~AV!54U_?3Ql45NR9cbU}H&end|+V{I;cNsxS`l{M#d^q($14I^vz79THOp zao-k#%p}H+eAKCzZx6BgSp+yQV+p{o4J3vZIu5qO-(xu8UUj?K?1c4d;F4ayJIMuf zZcHT(ngb;wZT&;EZHG{du{RZFubZD$Gye7O&7J#>KHK8_=x%{K896s=FN7zoow$_e z%ukNhkQ58YXbc9e9}BHU5d+?TFB@Xj_ear>L6UNCybs1D9;J6$8fDLeK;7&^vNLCv zYm6gxe+*s#WUtfnoy*oq>nh%=1bP7r4a(ewF_KEFzY|uhIOY8!#8f1kvNo4953D;3k^jbLU|Fe#ba=Jm(r#}R^DTyu@|>2|AfEa zq=|#d4VR}>JOx=6Pz3&cw9|J2KX%a~rAqLw{65w#jE`2Nd&{r{s3XRe;<@4gxwjeT zf}b08|J$xEM{oxCH%EN&nG1R+|B{KJ+Wx7ua(J#;x$S7B-81$3i#UX`RiGy_AkDcz z3e>-L?OG?R#1}NFHcr|ADvjP`8slw&M=bjVpS6OR9u?Oc&8*`yjksGU`z}%kAxnf_90lDXw_%l$MCNYNR)o65+qgE{7L0{Hylwp9R^$NR(XLc zrcglV(=Cj(-3O9JJ$n`5I$b8a;!H823DEvDlJ;T!u z?aorw^4>;RWrk!gz-AN-tC+ZY{&fg{BvP(>(Ng_`kjUuc30tVooi~xa=t@HZPzm&l z2#$c-^^Ya1tiY1YYJnXZ*%^Pg1E(PX$YhZO@F-w=6Hhz>Tzr1yh2}PB zz5<~6f3si4)V%-QvkS%ep5rz^Ed>5LNn`*Mk>VRQ2#$M$R)2~%8jw+C zg<{nHKxyb^cWNIxbOmio2d(}4fGYNJr$dtusclymOE-^Te*iN~rwc9TPU0~$#y-3P z@S!$!@v;^(AAvgK*UK`Fc7`(q3iw=w;OqH|nJg8q{?Zc#UjPvb#z;ATz}S`3FF;Y- z?!8Dc>-L&eFBuF5?K!{_LSv5Aa=Dxs8!$hpC2ccZC+UcIb&4>>cv$=~FDNG`=7qkap<1y7naO zKGo$=X!vh}UiL)cU_1@Wi|w-f&vi7*K}r+!9`+u-5PD@2>H+A+@JYxf*-)S!TTSbyrL9)P$pQ2Ts@;H^(`8BYhGrt|Sm zd1{pD-yWot4P zsYHM0k+;5p+={i=sDKYZZ`>F6K|~F291U`|k~MW^8z;^|ov!dd?J@gv%yh?Y96xm_iR}vV?i3y^tS& z>LirjPCr|j`@sBjpy@;$WSUY`2Oujon5p{bcwJ%Sf044>e0QbaV2f+AhI-LusQwr~ zhL|HeTP>mkg4Eu4cw>N} z#ZX2pACA7c)0Jzbn{W8;N^rs9xg&uz-M}j#{4>R=QT>pd9y9yda|Arkm!M%CwFEf| z)@Qlj$;#IY^jkXQe(rgtgjXYB%Qdz>_Yd-_eN0x5X$J>RM-*AMT{8SeB}H{Q=~vL_ z>E=vaDb8d)h?|t|Q}J$})h{G*_kzMlcr~k6u$X@~W&n&7UScOcyB zb=4qrdr2#_U;pX4l5yw-+#Z97!a@U4(6Y$^RF$&)dmTtSeOUTfi-E2B*W+5r7g+1j zc@+~*0-lr+sAZY+zZX09t>DjN-CsHF-57|m&4Vhpuld-QAG#krEjrlAJ>y?e0#Goa}EBhgRP;0W>otSV>TJLLZ_Ykj}0{Bq^>UoXdhsS1hB zKYGDZVMXhVSLW(VKCh3BByJ#$vD{k6w+8FbJIF@hmewt$r>yp}w_l`$&9dT{y&cYf(wztBWI=eX~WBd)CgnrEc=5AXAr;kdBa z>1Z?k=UWTlAAdu_G54C!8w7TT?B zAPi@I1|Be$toPfEv9HiiB$YtANSO6oekH1%i7L9X zY{j|`;xe^JtM50#qC>1-;SDeW9ZqtFAwYDJ zN+laI;+u=&hP{c#g6oOW&ULnJS^a7;32~>-1TuVuFawh-a_8k+9X;E{Y4ufD5RVj#-6YPUB^#Dd8#iXd`$f4?H zmRbGYl@5@=aeQU#JUCsOK>VP(LmklQxT%)*GLv=7MzR z@y0)seDCS$BB z6p2YlM(ToIoP=1m58A?7QAXW~J&=aGDQZlZ;Dbd%|BQyhVA(s^Qw)eK4SRIX5sXSp zEHd}f&l!*E)K#`GE!X)@nA#LgeP*V}u&gw^uTtVU<@2+$xBq(yY^wIT(x@?qclBdP z_0Rah5BF+3w~S|J;gJh==+2Bx1)s{3k*@_iG|?#rvaXg|vlUfKP#R=Ki&+u5H47cz zceYvG0SzKJ%)2z5p2O zM$A=bGp#+Djm8q3fvKdJFwyBjb|YFgtXKO!f}6C001!RAYGs(HF+IuyC) zFUYK&LU|SWhEQhNi*eW+cj;ZB@o%MX$|y0bix>6pw0hx5TgLS%)Bg+8A1C~eiMVcq zlGO>)ghn#ch?Lk{DIHa;>+KU|gRbL!Wz%B6158DJrQQ;pm0s) zIS$s^6cr5# zl^b?s0zf5C!SD<>D8K$Ff&(yhVQChLEyepA!KG_tGfjfuCL72ewG=m-8KQSp|Ato` za3UFdi#rL*VGq#4^*(4OJ+)vhW*`sy%vn}i{o1h}4LwYSDOh7>LmgI^xTvd$sT|eR zrLk>z`_MBJH~;eG%N~yBhX;s$!~y4!6^SmlFQOKqVH``2>phZoGywEifI=F^iQ7HO zp9a{|_pWTZ_Xp*~IjmLZDt_V?CA!Hf7$KpFF5@GpLXC1rAZiNbhWSO!HsQ{`Zb_dX zGMnY8Bw~5Wc7Bkm*bT1Dn>cZk-d4yDB7EGH#<3`tyHm%s5&)f5cW& z_XeVxCf(8yaIZOi!FR*U)pp5^4^;PVX?!zJ6k?go`#zCTiyLP`@gxk4&CT|X=;&4% zjt=RBH2%~`v>qLK0zG!pV;^Hn)^$Yr3-UR8t!q##++sVVgf2i~^NFrFnHgJvM4uH6 zX^Vi?6bv0b!$xclFi5G4&ju9L)|94YQ~mlpZevGW5c$+}6yNsDS@y#V}IXN7x>eo7CPfR%+diLW8$@xL?) zHP;5m8BYW#80QnooVw^mVso(~F1q<<6=%6dzK5`va2WpC$!jk^Dj#(}fn!$p3+ed4 z)5{ne=SOT7OGJQX6(`?V92eLPg_!G^`QjV+V&Fa~hrF5&7G6f1LgMiBmv#t^dEg1v z(ieY2$_Ozk3`G>&c^vG|3#7fhq>Tz$)ZMKQg5~&S&OUyTVNcO5AJqv-vGVvrZ$b;A zc2MWm9XM!v5&aK}C@$fhPkc~-BG&rz+j*83f!x^%zw=#t1wCr{IDC%7W$#mk0Td#K zSZbfHXeoejO+Nz-fvrgglqYPHa5o=xauqZ|E*$=W$Y)(o2kpRrCUh3{|E%CWZ+Z&Y z)6W8uCJl0Cz&6xdzF0#;%K_zeZuFty$xv9lb6f!`fAI$1Fa+q|hdT;U9>76U9Mw^m z5KT)h)Wp8x9@aq$|H5aBC!8h;C?YQQt%?Y1Su&!clVXNvWuZ1>?6 z*P1_Kc0FYU(L+3MJ#Jq{4};8EMYo@I$(kN2B9^^<*dRk+XH^w~0mhe5@P}#9&=GG% zY;jXvDSvyEKJE(R!;2HVTuck2Eg8L{ibdMI%j(zsmsVR;epp?;#9}!t2_i17$4pt#<|K~EG{?!9%sW0gP38KqR8Ru%IrZXJ| z0gk#=C-VU0&2$@Vz6Y=$%PFHR^+XJrOEf=OmX5;-Fi-St+9d9>l(V`hz$su61W9Py^w zJ-~6|Sc?}ofaP=#f(p%_2CQ?3p=4#e7{NeR__dXuKt+Wj((-oBuvbTgk5NVnr=uF! zXhvuyffDj$J$(Z$vG)rMzn~vOnJl^c=S0@2MBJU=rUm`qFUk!waBz0C>rjtDTJ|h5 zo1b|3lGW8ccI0Y)gtnjVuVptV$LWlKB3P5U7I@gQEP~@}@$8=!l5Ka1C}ret)x}QK z4}QOPa0*rAx~IrPnRU#fe9$P)&X_KX2Wr%GW!N~@Ry=5+)M`@$~p?`l&*OCkh8>LSz< z9ndCJ=Xv5hVGp7o9Clj7I)X(As+AXm-*VG+JaR3YKl>vA&jlJdq(LYAsmslziwMsW zEoyOZ#H0|g&v=|`*C%8qqpvdjU`psqI)6Hl`_LW-)q@{G@Kk` z4YG}hs{)#FI~TV$94ds)f#BP)+u{3EQ6)Jb((#;YP_}_UG$AY*9DL)K2gc{>Mc`cE zpheQSb35nhL3k;$C`ggHjCqByLLeYA&N7+8N`V5y?Z9g|{t?TNF&%PIFOW)hipAjk z<@}72KSgN0Te#hNXt~bcyS(%oJTW!9JCW7 znlmzW+>BKXtBA>l?u+`p(2K~!7JC%poa1y)9t*`LLMIEiK=ha&d1wT~Y5AY!-M;Wc zhtywz33*y}${8&IguE|wO{-c#3O?VpUhXLCR}w-NE#hFXGlZGca+@v%M8!r*geyB= z!4Il8pQye$QL>6#g*h<`q+Cl$1w9)ZDBMfbU!Oa6_vckbmaE2K3B0)-(0(@{I;DY< zyCKfe5K3*?>8}TI#%{bZ{jI9t{wpm75D16EIKD#A8J$UmLmd3a_t)grgj2b#NY5>1 z;;e3|k2mljT83R6a>M)w{oX@3G1DB6ZoNOzS%|wq0qkWB?bnGlC*GK^b74qU5t`{N zKz1iWf--XcQ`XJBjHxm4?4ElSvY6>+6wy<(SP`?~6{PVpup^``_2#?I(;i0*4|-R} zNYrH(4n)76Ie-MaGvp*?EDPCa&q$+DoQN52{&i{_(x1NS0g84vXGwYBHlY9{MAdrA zug^6O>=|otm(S2ul_E5PX-T;5ErAYxvWh&r5Z0QE^~_j@i2W&Ht?$&$>~}clSEq#i ztn@~IMhI~2?HidG>nzM3H6`45bFs<$(}69b%KtXPQ#I44wu~Sh)&58$m%#$(ahm{! zJ@*83pIb|q*Q3cwnU0~z#17~i3zRoE*2jVQ+3Si|-s_;1Pvm8ot_{hzX#BqC)-Olg zuNOScpEb6W16gPms7$P^fZrZWE{Cw36Cl(v{UxS9Qf9R^7iO|sE^I01{pjEk#r7oYPZE!$A_HvZB-cq7i4%v;-SIPs zjM*GITtKXE+~?3(=o=@Yy8)ULOVB~vV=z8O7S#7kEO38 zK2L1}`lFH2Cn#yZ$u0LC1f4I5>pY=h1W|kOw1Rwc5?i(F^8A4z2F{Udx@cr@!k}e& z(;T41zP!kyp3FgFdhqsSQRvnoD9M>t|08ifHd8|PPBW&mR({iq1e1;9Fq=@f|59+h z??_roR*_J@s> zl-AaHS%w|K;4^zNS=*cw5|;n8QhC*-U372h5q_&tW|FftLTSg*3Z zY*x=4?aK~p`Yh+O=GK&NSs#D2O@*m%BwqI@lCx1od4rDx+ivz1Z#~KKF=X)#W0u~~ zvT3i`n=(6XnLAqK39#HS(p$$46cH94msLkr$F1P%C{SQa!M;Q5N$|OxlA)F1#_tu+Whi_#yt|9J*Mf6)gB;qdNZnBe_0YZ+@GWAb~02}IqM_~kS(Oj;RCrasA7h{ zBRM~S1U}UT2TR|v?V*w)7DhuqDEV!9rD>l*qf_Yc1qQ15?mEd5INBqo>HRfuKQ6BT z28{}=YQ@@u1ruP%=*mTZt$(PunYoB&5m-vBHIC$9D?3k>@l@TNW`Y?$xfIhZ)$dI2tEoqS`5?@K z)TKeEku4N@j7X#Q#5?3Ddjc+mV}yOsr$vw_R=CGV_vf(Jy&Ia_z265spWky@)$PZ{^mrx=EF_s_$2((zuZaZy(T5CgFbnHDM)e0P2 zor{D@_BtXeLxx?T*g2&hRhO42Vpi)!8fr|bYnwP@kw-qvxr1T1UHH9|>Tl|@61^f# zxX)p0hThisV6wLbPW~J)##i#R0!=-RHu%x3`;c5#PdF~T-85XFFHjQ-`vg)^lW9uPIG_g?nApMJ{&f5wJ=P^;AW2#kUa0a- zz^wzBr&fy+)+w;NdoJsAnX4ZAo8w*V1XH@Dz-z|)se%0R{=^`;o0ee?+dYwEFezAe z=Rdy$e0)t^b9;37IKcM(|D4@ciJpe;$>lVapWCf&L{NqbP@z=)Xpq`=v@b>w>V7?%Bb^>LIcVui?}xEL+kod^ctj8m%MGUiX>D8?_z0F0)@S zvm_8?1wP1Fi|5*eYbo=lxs=mT=$2n1LK!61b9+rGx{-|aT0ybioTl|7&$c`MO-1xF z0h!l;d8R3=*HKC$jhkN#Y>Q!7Ez?FoKj$Md7G@pMw%IlnbHM9ZyKCE@Z$TM=se#Yk z!3B8*A*s?stGi8*=O06W3qTyn1dxi0jfJ(D@d;LI8XQnb&@8=tX`jrLLMoi%n1ls?66UhB;jO2WH1G{c=8dvJG9&6S&$e2B33bIaDbHFig znz&!WAJsRYEqjbeSAULeS~E=18U9|xByXC*c`$;8U;JfzFFU8O@zo)iRj@}@ZeUtK zfl{w^U6xG>TG8fESG@t}db}_}i5WKI!&aM@r)=n`u3vPfB-hC<8ZJe~uxoCL+=hgT z!Iyx9ADPgIk#^1Wtb>y4UyP!+_*d)Y&G`1hz zOWx?QADwd#QhRM8+Q|0?M*mw7p$A#|{n0m2rQ9CjaD=t;U=BLBO_J11Ek9MIf&vOr zEp`-p=HI_MFqzeqh)dfep=wj02P4p396E9mzG za+4-IpL5IOAWbmYzN1MvYl@&<%;fNnf^$w^ULtQLfYu5}Uc&=9tJeaK@>x80n@o`L z3}l#kRc3f+_+qb2`=;vTrgfj(0c0iBvm^Cy;LS)e?J>qu-pQ;rXZ1FWMt;;nzlNhk z?**}Me)AJh5jQbKb(%%5_xFe_CuABGt%UqOnfvFJ)5av|K-6ZVeGXraPgu-TX(^TB zAhZD=ZN2q#>3aBKo)ZF(+fO@6hv zrE-}dXMoowXTWE9t2dx^Iv0=_6|%H{7jYoD&2{T8J6rf;pl zETbtcK+{kncoFAZHAE)VHV@?rl`MVstQ4>k_0BrwJ-smAL7ul8TC@Lj@7v)gKKt=8 zQZpq#XVhFo;$8%aDhI0s$SwwHWbooR1CHg})BU;d>JC|%$|i*A90oBW|}Y%_ha z%Xkgnl9tKv%QaFHN|$j&HzWT!e4S(sqRo~ zwTDL-3_--r^>3uquV0zP3;K&17-0#kmb0!UR}@tRnyoSmd4FQVteQpYWbPw#I0$P> z@49E=CXH5DTljUk;dmjvtgm}QuNAML3;lk*((zw^7b3?b@3frAaPCY2|J{haXXn#= zL`OE?xOQPEb1;HeO1aZoy-{b{sWp>+Q|K{qsChhH6f`CrO`<->+DfZL74#z~M?^zP z2y<79i^`V2t}ptcuzUv`Uucp({W9cDIg*4m;<{#Ys#6cOd7P%daXg0B?0{g@K_y||NTjw>nZ@*byRO5|J0~0{MO-K; zm32i)d4{82(j<;qU7qop!H`T=ZPlpa&uBk})FFo>nl1F_f^bRfX&XlDFep~TCA=yh zGZ3t@bh%rP$a>cM59w@iMM#~<>REcqGaBw<4ZW>brT8frGTZHy%fyFNZ!2^#K)O&K z=2G$2*IY=`|A+rFGyruSfe0#e(r^E6NqYv(<%yd) z<~L!0Y<3L7M;^%3Q`#PZgeX)D*oBr@Hx86LuiZ?a3YVz)jrb!%`TOQTCqqG6xQK3o z?aZyyjb9MGz=U!cfV6QaPCr5s)DG_w5vDxi0FsRe$3$ed+Fv2zj|k?0u0>{CZ_Xx0 zOr<3FaQch`)0PkOjn(4Tt#{xVb4e4#Dnvci9@0gI#xXMbtsZ;fd{Hp58pI@n`Yjlu z(fEv_BUqX-G90F}FWX5Ry{ujfbrbb4i41n+Hbn#vK z!mTzs=kw}5?1f;3GVY*FA(Hk!-cdweDS+{s{zkhH)Xx)1@=!G+FC54)D($M396U_weJoFBUN;6c`ch;aqW;-yO_%alnUjzX1)h|y;JpoShmzi)`# zy`#uIJFN(m7au{18Z&blsI(ze)MBJk_apG7&?*!%sSC5vEsyqblXF1Cf)f;Ay;S5iAoI1DpZz4uag8 zWVywyUt^$Ahm)L102;e;WpUCLR^W_p4hP0ir~vx_IJrXhLjC?Wbr`-py2H86${key z3t)uAE;<1i%oiq+`qmjw1k(sCy-%}b;c@!{;|cURsb*$O|6jcA(0+x*ii(-kr2@g}&>*MnnXN zZ+zyjy{DMM??g<59->Q)7`YWGVLkZfc6{Tn(;JId-+%QsIKpQg0s0_U+F%)O30y42 zeK5`ikgc7)Q+)d<%;`@jmAzqFlYYd8Vi0TRYSo1&*m$gt=d1TOhp@cr2c2gwI6+|}Ex7etX*RpOA9pXyaE?KcN&*=)TSRCwW3G$3n-TVlv*OyRlKmY)SRWJxk7!ux_p230q!>r`QCYz+;7e4m10%j9J~p*z4g*QSys8c z?gyE=x_5N&#qb&)Tu*$9iNtVhsmHOV@OpS-4#NG*!U#7GRP1y18See-(8E55(MVlH zM8rgeYa=Jm$zyjMTz77PHW3XyYiH9>ZHbMx6VBy$WwiINlID}~6h-Ti79o(g!yBt) z)&(8M3NzVn5FYvj!X?VUg(q#l@NZ|73>wUwy@9hah+&ax&zBZeRJv#Tbqy@}u;hXa zDPgK~)vuI>wyXP*?sipZ05;O8bL0?pr2qeMSz0+9{`oU%7VCj#$723(HfnkKM+b6R zzP9prYSBCe74>Sz6ce?+w&#ZucB_-ORnjg2|GjSGMo%qw3xKfxVblD=o_e7*sIND~ zi>Q-X3Y|bc_vVdMT%cZP14ZZN%k@`mhoj$+x5*EC_Jc=YH}WP#6(xXyM`E z?;w9jh~RIsxR3qu@X!?2*RI{Py{2@{!Op?yw&Q(Mb0zbK=1$h8T1r>(@FZTnx@%~~ zaQC!qLPaqjdsk3@R#qg%k?5NeJFVU)!*fUG#rC88QFbL)Ubim(OtR(_nLNm_=8-*p zg{tBGMAXEwegoG9o7|;PfwYpFY3LyCot{0Vci(AA7b--GtD?$nYuZP5XA)QZX2+bD z$H-on^XtcqaiI9=^982+eit{-eEo`XY4GhK_w5nj3ybEB=EOfg`K4}nX@#X}47*jf zeQddqe^Uwn`Ol|=A0^sYf1BeSo%vQ|7=XUA-$IIgutWM)$}W-R_o>EGJe_mNl&eME zaS_7LjTQO1KfFBpI`W)&mTgN9P3*in5+*JBK97gBU9nXxH(rCSuO?{U|Fhyx+pi-* zn&HJ4eNT@QlyAlII>r17rb@XxHR|%bK+wAQ8`ZISg*EA4Hax?s>ZeX8{>pwez3W}g zFz1rE&Ej`Cpq@&p|L>O=_U@D zXGV!9U0N=>9&GNp=_JLG{En2QC8K}IA*5aU_iBs3PAOLgmGNg6|M1_VE$SmtZTKm5 zDfH7fqnM+X3}nBadHbqWzTt`I;+cykGzza-D6M_;P13VZ(9c=Do6EF%xAS9Sar_I< z?h#(u9h;+;g}L5~SF?`UR(n2tS+TmyR(;aX(<;}sht$H6t^bm;kaA?u4g+h{)J3`r z=`4|4t+&lyn)PB-C`6lMSe?z*D|-7q@!7Oe#6zn?=iIL}9a);aoha%4rjjB~HP}7a zZQB-&eQ1R7eW(*!bzM89YQTBkh24_gM!=- zGIRP*j!nt_>T*tTN_jLM&|)|t=w$3<{D|2(Maib$bLFz_azXm16EoJaw?J17= zbDKSt`O^5sOjUF4%(Ew?_l3ON#B*t0(Hd3}H5WRV<@$aMpv`e!eE6|=;FsK;>oG)J zK3S71A_N)_C!eq>%h9nuwXgDevb34y=BFw%ToBmg{MSyJ@PUu9&t=)ua$g*S=*B~9 zZ!P}qcbYG1r}+KSI;o^I{?CiX)~U${Ckljl&z_vFPvu^yoU3B!&7vrcwVK8&^cI%* z;-GwVNIT-0Y3`gtByqqcwXOGAl5*lBLC?NbyI6qbWX%fRN7*coEiDhOuMfsi5kt`qc+`J2d3I(z!dnvT$6} zy;3VV>lW^uvcBunwcsVaoVcIZU7kNX+jl67-K@CIpmXEYDHI7y03M1&LWLziUFF(+ zDtSD7G?jck3Drae^}qk)n2Lu#7DyY-dI9+$i+sQ=(|;cdM4>&1jqbd7g8Y2|9)7Yn z?#p=i#3!gG7(H(B{C9P<$1-wJ_(ukA`2hC`#mpQ3?g}>{{=YZ*zuWcy&*}O~$@y5) zd8Q>v%KdRp%bPRE8Dt4S(FvQqR*B{%WG8-PaDj)#a%)|AwkwJ6S};ZQ^;h(}yB&!X zxKG|AydK8DW9+*beVR|ZV+DQXb`Umxf5f3qKtQi#RZ5sk0Xgj?8i7Bn+}mrsw^3Ri z$qmF$lA>5~aY9vvLhlT2PS5>2>S%=kJZ364jTg9Bkza%eF~!EFv;F%l6+X&Geo&I< zUo?K=lMe_tG!6^<_gQ%~$twQ+*^GY|`kIf2FYD$jiTU?gd}@;TkcX(Wc4cZL!0ZGH zou*YJy|+G2wMHqOpcS;sExH+0_G6m0829y~Q*(o#(tZAZqb;)RX3EjZeDRV=X4p7; ztJU*;!~TgRGbvs1_} z)u*6xwewDtxha3oP|ma;`JA>g!a+T;?#)x=X<%&AnG^cnW_^ zQ0IjYZj*M@Cw{t*M=$@Z3e6|VwjQhY{9fzpUCf&^E==7>^Y^6evw%h1CQL}<8`k-@ zyuR?g{E?}0BzwqISCW1SQ3|W#iILMWcn%4wiq~<^f57uv(%FJXCqFS!&fjQlx}8h6 z*kW^b-qc4he$G^_1s|7g5;+}r*UWSD%kobP85v+)=2(sow^L5@-nsE`tlByu?bL+5 zb5094?g8r1UR#SiNf_5i@iC8UC(iP7Pd0~(7t|fBsrs8=XqvrH-~9G9!M|-&pZK1s zs#Rju>-de=u(HHDpK?3vssDv~{hi;hMUe~`SWhz7U*bI5Mee?aPeAmx%k9@#$*Pb` zQSs`x3%0m76iDr{QnTG5vJJOMu(ol1Yw+1_D8p@OII#8R8$unRP6 zjf@L(ReW(e0(M^c$A`P-10Qui^IjJ9&^Htm4#j;+C~)WRq-tN5`k^Z(B_$Yd#aWBu zIqqN3fv}L)C!{n}zrTe>iaQwf4lVuu8e*D|)~oP;>?nuhWD~jP<_{f?yC3e%j2rvy zD)QcW&*Hu^wyAUWfe#bP=Ow8m?xY6vq4zcyxH{uSX$(2Ha@>8M_bnKBXl}JYrqckMUCvDBGC6;QVh7sCqo-Vg(K9m-}yL zsYR&82|xAjZma8Q?P}8ruEy0Nv_dL8v&EyhC@#&m^=>(#ao_EvL|I?GF`xC$fGI8v zS0)iNqv+NZ1fKh~viV`j7myKPPv+%}Y9ww)#K;W`@k#neCnLGXT0dUts#@tX&pK3W84E}1MHkB(eqG@{(?@^$bIzKulHnebWKgyK zl==o{wjjT!*rWl~nj}?5x(qKma%rSYb$@F~5j*{ZWB)&Nuyb2p3Ts&I*r0YdS7dmI zM>mbA&Z?I+?&AH&rv>!-T}+4#c8#@;bCLD{_?fw`pi)4n`+!HNXVNEmso2R z7|HZ~Nfa`c)h)G&&QmcD!7GR&9rEr%XmLH9IeF!a>UPhZ~o!fT)@WOZ+xblEbYk-VdwPsx8l$z(_pJ?DXGrG zgNju;1sT>oA}E)gt{G zzcXvj2T{siG-iYKv`qcP&^=X|-@fcem6WRUIAC zavnL)@{XidN)C)aGs9n#K_1lqYI8;_t?L@pT}+~lAn5Fvtoa)H$C%K`gMzw2ZtUTX?4a=#&KEv z!R-l1B;T{t&sTVF=QGH7-GT6B6|wBP+&yW!UR^8wnFDq3{#N?bSdI6LWyjk~wfxM@ zS8=ywX+u@EymT8LXtj5mYPk?ZL@s>%XWvaZ<{WXsJpy8i(@8bUZP9#gpV(4x4^MH% z<4;bug4FPjJbfL21so35f1la?ti0P6BVe0wNPv^`5JfoTh#Z;9wu3*VJY19^tc}MvDA6|{r#SSGj&8SD?~Q+MB={~3%rP` zd|8nn6$!GbSMl+y1t8a>K}sR>Upbd-Er? z%Bykw^(AY&TB8Yyk7&-#caPcCKkqqT2nO0L8x~?RT?b*$kpj|DIMlN?$eZun>L;N7CKud{dGeDz4P`& zksNZu0w&Qe2m7-r{(}44E3uI3RBOC8%>bUI1SBG(TSMDVeZCUqawXXhZMud&Ivkc@VVT+W&eJPZ zpiP2oQ?a|9S2h;e7)&Ww4`IMiOmBnDH~glu@Qr4Ix%^IbAg+KdqPpddt2gHRn)%6d zZR>4`r3_s-Axa;{pBI1FGSLvE-h<`bJxM2AE?4}83{`z5ALWUFMykR@`Nn7Do&6>B zqkWmGv=5(;LMc$NUEGuQgWyV2-_uq_d*m8YuLU9ZF`>hU0wj0858_C@(=eq%Cs$iw zQ7Og?N_hV?i^%`%^X3GXX0qMD6J`m=)YIHI>p$plL`rO27igm%+#8P03ZPJU8!#D-ocmz{Gk z#KWc9YEu4th4P&0@$AfgJMXL{D(9`12k+z9(*M!zVmS_5-T~s6l0ZE zHgblo4!6ipypC&A%GM*F^9<_z44Yn^w``xtm+zl2-4y#Zf%}Bpse5&PHE}kdk(65Y z&``?!FtGa61T)Joa^x8TO-}EuwF{X8a?L998C0}bw7C*cwh+xWj{CMOHB!`bN{wrM zbU8H=xvjrv{B3aAMO$Xq;r)k7_^{j48O&pTQ=IA5RgmZ$O{@=xT3Y> zv2IAFDY3W8MCa< zptO7U+e_(pi~p?q^eX(nXw!r+FkLBJ1;_&Xtu%$S^;Y8BjynD}tJ>vctpvEx*Cf== zH{d}McK2xR-Q1Zz(~)Tt^#3k%^(KC7I|snMm~Wx933$e-@`1t2ll|l*s~R;$Z^+l7sy_*-SGkV{$uaJK&2xZWRM( z1`F>8>DJZw9qu7#YQf@iy(C*b@eaz-3-|pNGN0Y)*tJGVxf|WdGMP6bSR=+Sk(9C5 z6aP}oZh>nA{6v@V7|}kjaG8%(i@%I;FViyC9ho}mplvD1f5i0pi~6I({Z6WKK+kcT zBc#g_ed$EZl3bs0b&@2Y9^Rvx<}T#+R=~W>0StrNZ_pn5Mp8~lwv*6CPL{=H8RYB) zJ@0&j3I_dwLEdxtvY*W)1(CgyFF|)DNpZ<|ZM+7mnLug>*E^dxiQdzz1?@3Es7KTNAH8o-8V{4fB}E_Zi|)$?z4skc{PuDHFn$kKqUgE? z1#-Rewhgl3!nlJ)_LTwS($b+4d&%^A`&4Ha-Mf&nE}igdCsL&#!Wa3v(5Q~OTQM#`w_UdJTIl%$Y_9=knYb|Wy z3Rw(x|I!-`a?TLmp%{9$6;N5Gd>~4!wW6lTI)u|J$;%OFC{k{8D_wF9b|%BK;y97e z-Ad!r$sbgW9>rB9kJCMM+X!g{V4HBk5$ztXChOUEN^}QUUkjj?>FHSG7^r5(%cB*h zkE@M#C>SvhYI7tpcynURW*p1$mDH(s#1#ZyDr4@a0Grhf7r}-B$#o`E+97 z(>lMKN);IUC^;xQcmPn%cBcp}4CK);uDrKBNS1WI4#3z{0cw-oV;?h=4=kr67OnXP zv-le*+5cQM@ZQ;bg(iWz?AL8qx@Gt6_)}gr<^}-1LNYFdQ_PDqd~HCarvZ^I=N6l{ zpXIrg_GEwixe>c^q{2q?Z57}vUqflT`;@Bx@hDX!NW`359Y#KPZbW8th{mMKFbtf+ zuQhEBTkDcqX{q(ySD-yz?z3BD)#Lv=gv;#Pi!((4SSWR81#l0_N0x|jRjG7c;2ch| zIoSD|c19rb7!6NYDrqETFn7=hWjZ=R+@Z~(?vRsK(BL(o53juF{qPVG963}_G=X~d zJzJC6x+gWTA5b`NRZ(6z?h5>met*5xU}(&x^5%xkz{eaRWn55-(d_)mEtuM0sf#tL z@luXpRkVxoo;AY?7m zW!vrSAV75x0Imv~wU{91oxoo-r-As0{xtz|oCi>FR4!eqL8$A?sywpE)DD^nMwd%G zCm^IIGy|*LSK7)SO`2`~`62AHj? z0vvHV>8R>Xj#f-37hQ47ol*l5-0s_w&7sXI-S&Y5n0Xzr>Q^IsP38E!{>xJ`z(LuGKOQYV zn)D*4rr`Nh9QvyiJ4(##W6~rcXjFYKj9E^w(qbQ0KLt_m{+T568hrV&+Qin>C(`8p{{H5ih0a9s_v4!r{W-T0 zdbuv4-CV|{ktjiOCQ;X{U`c2=Xe~R%FA^xEG87MUsQ$vHO(%Q55&mPT217!BqL`xc(L^jPt;H?e0gmXYupY{vT?cF7I!MnpXi7eRo&ZK z;!E+}imTolwiV;Y*Y$fF09)EFRQEQtK!!(D26PL~iS9U&+562?&baS|o-n9#Q?GPe z;)VS9MyPh@s!KjiqzGX((GG*8Qwv1!+5CS0quuNbsB@#<2RLoZgfj4Oe;X1fBGv*H zRRR9D81cx7P5{3kX>rVRma%tM7&z!_cvL;m$5;Vrp3WPJLb4=!kt3BR*7~MDBBPDF zc~2*gURSEO4Z!LyzzH#Z_HAjXxVhun$7|E)Xz3U&a0(HMEtN67Ih@%ceoF56z!`K2 zcN5_+x`%=jqV={KE=1`d2JFb(PNc$Nsu=`RiPTIodrndJ@>oVe;ad-KLXVJmkgp=y zXdq8NRKv${VL-q=(8z0^qj)D^pWFxs>+flpjC{7w3O?W~sAeTUFIHl3)N*r?48B+? zJps6;Q{?>N7H$088*1JL1fvFs61u!y2l$n#8Y^gVUCVYR(%{=?*mM7lxm&k`3V`6* z%?3{562p%C1XK)2JX9iiJCH?2*Wd0;^e}vRhB69n{gH1t;zQ7Heez$r8#vpeqT3!L z(CP9Ulj1YSZa&Z@S`n&_Ux0rEQbHOZ+5DeJ7(@Gp$Aq2Xf^@1l%upCs|KV<~T4=6z zhwSbYjq=-z?_7nIG*Fxqr6IKdrGQkJIn$hi^`9{kIV+YK-7bgxIkp6W`DVAtyhV;6&|#szqG@Qwtt)KDF{%Z zBy;0ah|YF&xNQsxkG0_^EB2ep&?^1J=Cj_o@DlMXB>F>$e0@`J>IjttqR6YR&vYtc zPxNZIVk}8X1NV{hR(G_g3NO-ZfMg&E0SkKvhC#BVxL0}+g)uB27yStYcghY}9rw5FMTA1~$oh_}(sh=RGzhL};4OSKd40YwJG^>#CSh&Z zwt$e2U^?s>9EgJE?>si8v@*EosXs;)TXce2F!PqsG}+@f>9J*i$gmzn!OBQk0V4nZ zIzh{&!Jr&}IVWz_;_GwjEFIr+@*P6lW;CIITt)#pZQWg;?c{ZYYWwQ%B}w^JQjaCY zf~190TpIj{;t8r&oPQ~oZ!iU82FMm^G{0Wsw#J7q)i((QMNU|#c+ww|<=Rd1taQ)3 z2F(;%Lx3+2llQrwi&0wF8w0nhn7=%iBJHWQq5E&?EHfy~NnL#<2opYlIbpl_l2>mc zd$X7KXl1PCm!pf*(;mq%*A^lf$;Q8{WJpC4KnmxJtuUDvWqIlQUGFskWbEirM&yZV&-M7^&0z&iTy#9I#fd%ZZia)o z{>Mk??YY}U*~DX}90JpVm2y^t$` zl}ZvqP*y37VGYVesOr7yE23aa(C zG&OFi`@6F#oz7d23CUgz3~wr>)cs3_X@ZWBDXf2dh|anEicus%N3PQ0yyuI+=>GnBWQV-wvAojY6*d_^LXyRu8Nymv; zQXEG6<9Ny!lDX4kY)WBoK*nqb;Zfl@ERu@k4O06Wh?#FdAI}H>Uw<(xq`Ju6Kxn{C2Thjs4cd0S^Og@!oxiRD$%AYrB6MEyTj&enYzBSpo?Y%r+ zDjSbMM8Xi4G2d;&^?NMPSF+Gk(xbRqKy=I+AkTsZP{f5vyAj(hsQvNne0WB<5XgDH zXD3g5CH$2bacXt%q#xjWVZbZ8KwT<6x$@5f1YzLAul3$uPFv_+cpz5Exdtgp0joT4 zH`b+M7${dlN^tZI+UCCl?Z+UKovt;PQ+wS_EkEIhhz2U4=x5js6|Maa6>0-r%Y13L zbS4`P-nK*63dz0e@Fd0{)V|@qbyXGt2(K?(`)J{@yEdIQ&v*aJlQdiQ?gVkoBJ*~O zuAGJ%z{U}n<0wtpdDqb#iu)CQhh7ME1afZ#0}l%V;=tQv9+jM{3WYyy>XZ7`3t!E|00t+VYGSno4YX@AJU6wU_;xb z!!?sIr8zjkP&;{Fi7$N-4$_qisfYg0PSUYLQWXy;FZDFyV*w`m5jbF5$Df?Zab=Qw zy6^%D468nOBue&OR{gdm;z9TVx!XeqcCrH~5e2)}ZNfv90{^VsW>c<{r?RIBK~)_nXYjkyM36uvG=^41dDi zID3Z{OU|ZTw$|c{eTwUD-a6YuUrEvYBTmG1s|!%mGpT1p{!39Axz=L#!*@<`sF=+x zwm>B-UxJFAOX^{thK*YQi2T6oh4zO#%8^`}f*@dDit4_XM>RzZVg5X<9W!gpR%^$ z9|G>O$LElUyPPP#eb@?QSw!Q~E3vx&Y}yMGH!!!k@=oI@GqinfvK<)LbBbRa7fj5d zp!tE$jgYa*6vb(1+`9~LCapyyDP-`je8O+nXBvz%VqP0oz0o3UDj3QZkj&J%Oznr% zVg-|Q&HF|&^r#s_yQx;Qku4Jug@&5(ueG$gg+I!Oz*8TF!kD{)PTaw6q{oN#yH2S} zKkCYC7<(;YeN(bpFg>sR+rRzRaI3V@0%ouF%8<*w=bI&LCbUG`bfRF>19SpkofnU{ zoQFuEISjE=iQ$g}MZd8_uAp&x<5p%qH#EF!T9_U$QIR}H*1=a`4_%_#y+3@tnWtQD zw8R?w(d9T)GmYbCp&%$`WQ!Dal zWvo^ctgxC;;}@uJ>`j@-Mabo@H>eETU`XdgM=Zz(6AsJ65kdpB(x{sv9~cFBXE)q zsee}qk*)_6G4aD^V0Pgc=A}!@Sg2n}6RDJa=GN6GUm%b$tQqnoAR58TNUI+RpKX?T zKgudQ5*nYaiIUDA4Vcytb-o3%omz7_T&5LnDFpQ|^z#cMH(%+Y)GGwmqvfCaKkD}R z=*|HVF9~lABiXrDzaa8IoX=v$grf5~MZ{#q?e|F15BP!JpiTn>$LX18zn~Ibdjq3( z&$75r8-K~AncuDU=JdHw0#N$u*1M#%5bAn)YCbz9MnL~_OKTLDqU{#$B-o%TcS5`9 zQrMMGtydfFlkW=8pDx7+0kEt>xY-{0U9PI$Fjq`yQrICs6l&~H@}iarqJnqP>;T|W zr`)9%wRtYq4%kWlt8IV|LsHr;@9;sR9jI`&>~$Rh7PWdz$a->>1xdKt zXUaX-v*u8jFq**>`eclMY4mr0@I2H^l(^qiuT-YwXE*(7l66A4-d4y<^ZYs!LIMZ_ zK@L*}xsC(KyRh5h;62LaU`l2&^KcVsQ^sPtCwe@dVUkELl-ESal3@%sK@)j z9v{R{L#OFnu5LBtV(GoP^qEJQ8ZPO5ZVR+8K@MyB<0&bDx^%`PHN=Rkq{8vnW9($@ z&hJo!9u}mm<0G*7JPK1a10mdTBN?RPDxJ!gubiLC%z)U}*%ptfc%|XwygVvdJoi#i zwhypCVZs_czAC9S)r6?WLNTXr#^rj4iJFefTpy&w4oP-tqTp8 z*?L>OJ?3rkLGSSKJJU%dmrn%ZX$sxpGZtKX2ApE?XBD=CtDw8qwPK+B(c!+?Ev~ZO z0Rr+hp_+}z3cN}xEM)e_D-Uiy&`0j=`Xd8+F|EKvrDaXOpZ5Xo@|l-C4r0#x#KGP| zK~`|J+rz%*;J_P|Ox1oB9uS4ofH=fx{N@u`&^z)5-Lh=+_XMglJJw zhe|VkQhYu#>7Iei?l>2f>x?=dZp)n&G#ET|p6j`AyQ<775b2%|>Q8{0GNZeVko@Yk zz>~|oyG`dE-kMvu-mQQmtO_J*3e=1T=IY+#7FQzniEUO94H_vLUlz*x3wb=(ri4xE z0}37f(j&kvt{&n(6BrfZaaf-$CTO0Jhr}r!&X?l7EJ@S9=~;dB%I9cz*3|KinZpN&2uv~U_aY;f9qWW z&Nf5EhMz~e&?BBSVkp(8D^PCx3&EU2MdoBWU8i}po`-dEAyp+@)T6VIBDzmQaF0QD zv9b+%YoDAvaa*lm0-r|E;cXGWUr%ZI6KokV(nx*Dv;tMYb}gqaxc0MMQ|rARgjXts zGl_POxE^pJ$#ylm9>jxAI~V`M%~)jjpq4TjGh(#E(rb1~CykE|b`|%D=gK{j>=56< zCns5o7XbxmNS4q>Xh(D!IQx+ot`Qk0g--%3p(2~>(KifH5B~ip@%(*#;=B&6d;`h8 z3JuFbP=e#;6vQhd8Ikh?3mLxc0>BPeG9+W6Id0i@tJLN$ovcrJbi2YB6uQT#kurx^ zgrb5aFXPc<)7g%9+x*tKjp1@f+>l8`j8zcN1LAnAB}id0!H072pD@!(T+|}6Lwv)7 z03Xf7deLD_y7-g<7;nCYEf~&SE*A93Cpi zhW?=NKvL|)eH7-I!EFD|O5L#;DD(el=!1&x!n!{It84(bl;0Nqr8dJDX%YOz$@C$~z; zD9izgEA3jye;5#38n$A*a?c;jLF3wX9U+7h>L!3LgdHd3;RJ*rHD|=)vxgk?LbI~+ zMZEs>$Qp*i2`(CZDIjQk)AGA*z;;HF|FK`+o#}azF{CJ#lsbS_C@bh8ICc~hikFg; zeb$tVKO}9jaT`^af4ukU3)<%}>0eFs$jgE5W@D0jlExbN1f-pvLRV4v=r1ScIv#>D zAm&`A8GpI8-=)#-Ar=c#V)5cgS@%o4p5~K?VaIgBRjoRVmlcOY@oP1bFcu#zt(si@ zyzJ8;l6~j&4-nJdxj?uS^kauzepY)ri%`G3ZB^2g?;9?=zbN7!;ZiE)OQCtSz6}9s zvhLrRkzJsQ2oP*aOPa&DEpkt{$A(+o*7u8nZdtG10aW`=w2U4}(o;>#Vzz&PY^*Jg z6I!BF9{7e=^{^jyz;V%W^%5pCm*zHN1RzNRbva?as=%m*7mSXfm#up0L%wCIQJk9K zdmkjosfa+tY|WGy=z_*;lwqbn-VUnr`g6ja+5g~EPQwEIDn{vfJ{j}p)-mJdMB>2r zBnlsh{C|HXb>a_JH-G%K`=lOGT1og9n(ixt5H3DqU@LORORez~Pa#o+{Xs*@)*# zO@9h1>#AN*o%>31g=Z)T36*csyJqfyiqPw@495{#GQgLb4h(ykrWyd!@)j7^jlG;@ zzGxDF_`*OKesKL)TxiR4*KQ^O1eru&f51nh@PE=|LgYw0kw2JZNor3px6)F?=~{$bZGGP`81 z@|q>E#9@34?OSyw@&Fj@1|hWb%%0U|swWJ%d?5S$uBb9&2~2eNwWIoyH~xIG9}&C% zD{pT6_ToG52Rg^sg~~kI|<&MzN-zyS|9H4=z^z@LC$Yf&C7YB9^W}ize0YB93TBa zFxA(QQ|+xu{FJL`Iqa|PMBpUdJ9C?sAEwpHpoU{|(2T5AzeuG2P34W-k3{kH< zJnK4kczuW@Bie_VEfUP9sx5FiBekMFb2t~gWdJBZM?eRu`njHA|8es9FjkoPu4^=DnkY_F?`3Z z#Qe5pVc*dWj9C~iF$_$&nsfUe<=4!S(F!gK289v(F65Ps)~!QwSmY_R=%nvc!DcAa zcuq&_Eb5ZTP3cL|$pJA(T-e)Is6(yGfXj9_`ZNz;6KDj=Zy*)rl4(;5aFPsYKmST@ zSa>3Sbi?bRJw`2p^{Jdjvm_M>J$_!^Lh%+M+1VR)eutw;RzXB8F9;2*-13mhwLFnu zW$TEQRbfYesNv?JDE4*$S`87Epd(gk;ksC(UMeNWbvDIQi3smJ$z$8oG z%kss#2@kvrx*vu4<5cnAC9nvhZ^UL*l|QPH{jjY(gcz(XyAny=`SWTPj^*j+TqDji z2JaPS^ez0kDXVD>$s`hZttRtdCWPkarp^1nS7Kv9_4vAXjMcaT!C3_Rujuk7@JQhM zM1Jv}sO>-pk75P`#Tn%M{g5!+_JFpHMMPW=>BA4&dA#6(+U5x+S^W8=`-_qs9^Fky1EpvvYaFI+g}pz3&{tEe^$`Fi}VU*9T?{4 zN3XuOg&i&Rg*a@i+%5c=MQbR&MOKYOHjN?TiKU#nD0cRq2RPn4BVR%*DS3{WC5cr8 z955C{0!y9DLw5>IuJkf%D#up+;NeszK}Q9Aehm7WiVL~>;Wl(K$g_U$fBd+|eQkCc z01FqAd_W0f_UBkq6NipmpG~Uzb4>4btK7i4wR%q~$H;)sU*;>9hKn+d<4ZYJuHpqw zPeX(62QOk0ob!-9h z?C9Fvne%<8vP!ofe0!nzfKm*OKi3IB+{WHZqPxJ36oWnWCQ0Hf?#rW2i-VU$Xlp3i5xF1`fN#7mWAaQMkC83myY^`FKoja7 zSrJU1UV@mtw5&GS+2BFmY>G1jyP`|0#Q~re><7P4RBnB}8&5A5dC?*0Q07W%h zCJ?ffFVBk$HgU~>X^~0; z8ThRl&1NE;mcvhxMGHlVM#{4haF5eDNkb%{G4Wl5R+Nan4Rj$p z&2ApacsnMm@3YOH9(JDTxRl3PNpB3zlei&42?t{R=)FKZIcOs5p9$z-r8)@&Inpho zPqej^Qf;OqF6iB047VxRFU-Mf%=v!di+-iq7F2_25SX_J+FI3x? z^*}J79|Y>3aD!n=Rn!4jYN+A-#R?Fk%krSPEpgd!x$VqdB{ERhe*NRD&k0Ouj)EOde@rL3le7@H!y(1x>p`g0|*JnZ9pT?{DMnaNRO7RC|=mTEI z>9#Y)@-HbGzYq1fq4rGnFzQJXgi zU&rsF&aN|N0rsC2HF>zQE(NP&sn_5A^IE)_46NzH;CB+U*Ap4Q0CWr!5+MYa?=i{h z$uYUEM8ZH~G^khXFp2aU5^BP16?&WaIRfq=#SuPCo@sTsLOn3(_U<=y8%{m2T+ad=G>~#N#oq-xi5D9f^Nb(5yjY#LH`0OJ! zy+qt!^!d$Yv=$-tF{6x2br@1_~C^ST|vYHSy~pHmv{JySCk~Fk_eyU04%1jYcFx+qq|I980(98vvucQ-p$iP+zhJ0wdg@XUr`1;Fp z7nGwoMN8e291cLUd*vjFn5k}OYeeI)h2P#h_ewVfA`=V2G*<1+sdJyt_B>T6X{xdL z!Q0nvNbA!}?+dIm{f?kam|Mn3v1PcfkTk^Ot>KhcNE65y2EKfAT0hzGq&5!t9qn4K zuS2ULUU;s0mHs_j0^$$(S?Ma0TMrdqW1~U}A)_Q2c-<2OIo%Zk7gD3T=2lBVW7GxJ zjT7{p7{rT&i0099hO&3Ikrb!<`pEo@-^6IE#`o40ZY|J2SPPC^rynjTK6nmnpbn z*xYEFC!0op03F#5)Fm)`z6K}97t6^Rfl!4eI96_`%e^DZkrDTe$>uJCE%AFR91FyJ zGGhtCztj4RdU*DC4G##|D3B1_3hy_PEHg!WfH@o`00*{5Ct#h}KtA}JwLDgLM(p7z zH)eknnL2?hc(XVF^p6B;*am(Y7C^ur6V5oX{Ug|-%G#n?nDJ?Ph89Y43~g5t%N;mJ z+TqMJiuR6II4fNbXA&5$GHPy{1u@5DcN(#Q%bUSVjJWmSyb{>~=%s0lOYpyPG*hM5 zjk7fvtpQW;Y(polqjCva-=ep>IF%#6_A;G@xxmB=Fu>a6nsNFP71&jt&VA1V?p=N- zPw$6IQQxK2kW(Cy;Bbm#+AOHqibs0%mn6ulkk0+lnbfEx{~E~zLP8_Y=`)gUi*My>;$~X+^!~>DWR$Zb6(Xon zq53BX-gQaBVYaQ`25J3dC?9CBNMCr_2bnR1Zrk)x5-k#BKjHnjRXv!(a-rmocGA_7 zFn48-c1)2jbLUzi=t?OK3mM|WxkqryWF={d5jQjnUJd0F%}*E=FHsdNb01taGT?+Vh+CDm$h z`CtA{tOjh`N~A{Pu6~`LFOM6ec<}I8bdcWyxZEpl(|;oi>RVJ}5i(>*brWCpaxeJq z?~VEG+xPK*n2Z2N<-+yd<*Jno=-4ceds2_0Fur!sAXBp}2VLT;M0svjK0~(1(0uIE zV$1F}h#_^$n)X;BVsWuda9rt=ef{`nGCj?9HVasEI{;&3tW>Mk$5Z#SUEEya#4Y8$ zU{9DcV{#t?JN?&JwjnDbOzX`F)MTSo?wZIf2AI{N8-j>c!AZzEcHudY=3a1H&-0q-5v;!f z3HXXg9oM<@)$TBJw+jtbh2UcA*P1XIqv@R2xhC!~_6CNs;#(hHo+z{V(e^TUdp<`JA4&5KIO0?45V0z5r{FiZ$|5hSnvubr|9y1RwMF*^d}ix>h69Fl+kc z$fi-xyy@iEkjZrv;zfpbpmi6Gmt$UUccP@ohRzYvuwARPw(*X#FWs z58vgSYj42&K-={Rq!pa`OShbI=UXpMy@=|vstZ8`QV_5nlvZPcenMI20O@FEs5bc+ zZuT0~xPNUQI2H-07?M>zc}9N&@KqAGeF%LzN690B-ngWK6oe&Ru9Uyct1TR=F)fG_ z5p$p+^>_ZG+i<#3kTkC8m>U3te}?$2Wh-bG!ZK(NC0vL?rlnRW4qmf?#L&5sh83MC z{Wbw3d|BeYP`;RpxNrvLfin<*+r#L)T`q(YzB6Os!tRw{=+01I0~~g7p&7bjy=pFf zpG=i{tsVc%Yy7>fUHKkUQZp#fZ7&tK%yXY$M9r>DSDa4Jeu1#FhnFyAE{H8z*Hff+x9 z8XyoMCyY#WDJTUPZS>wU{V$z;tU$6fX!ma@soJIHGE^|wnlOKV$V_U%a!cps5i8mv zFTkRO=;B+ob%$H}fI%EO&|;vf6`FOyY2m?q3X^rm8f_4sIQ<$dO>f6GV>&LzAz%C- zo4JxPGJXloCOk=)V^Mp1v4Ovt{xJR9Sh6iPUo`iJFHEO=hbC{YAF7feuXeyZ6!#h# z2|b7$nsY6Jq>(Y8lj5qt8(z|jwiPuP^0-z!Fr>UfP|3N}TL&EIc9gioDl@`Io&hSb z_vrnYJdL;cJD8eY{q0@(S!Lo zA|-~zgGO-x_`JD>FY5rvwDZnKm_9lMJznsH_mOIF`Gjaxdi+iE3}ck@^XVfn$+6OwcO8BU1rL&fGIgHIEY`U;)b&<;U z=}73+wL`z4^X0=^0*5d+lZhCWM7JPUzTF*7_j)PsP*4LfK~4zX&?TBt@VayL=>9%H zu|LYICQ&vt>e_@c;Xz`r*T*8zAtUsfL#JVVm z?6|*^plXL~)Y{>GCV*-m`5g=K&!coOkIM(*9WCRRtSfr98(`;tx$&D9yyq9Y7l7$l zKd$PU)IiP=RbdPqcs*>RPz5*~p3hI`9aWzcl%*1(<~Cmc=!t^ zE>etDVmSw#vL?q}H%pBD5AP!0F`#nMFcjJfI<8FeI_MeSp=+-TW>Y#8(Abu*2?(0X zgnf;vWH@T=fL>L{&5QQQSkK?UY`8IkM%XKLa`Uu!NhHYl&n-_= zLnx$TXPE;$Co9e{R`G|+>co}e>)vxK?`Dlbe@A{(L+vrmPg2LL;ots^8XiGb+{ccb zvh35V;I#L`>LH_e9d>TWG|I{Xy9E6pyh{fpnSeUhSl#W9bJ8xd!M%L*qr06dK|&T$ z&y!WfUU0w!jfiwho1$vNA{?;!NjbfcQX?joMO-P6TC$@PfVX1opqeNExfC%VOFB(G zhY{Z&{L>$tKiPt>GwzLmzBaf*OfloStc_+MQR4;$FZU|NbsR}q6?m#wUVNGFn=ELE z*@Zrzf=59M$q6M%o6Y*BL_%b1lNHX=mQq~J}}*B>cd2V6dV>4a=6DpImM^=P?%X$=G08) zN19$>(rW6^%9fb{ES%B^HV^wWIq;@_oCym0=grrImm+6dm!cfB19?DQz!w0qh1U7b zCvJsRV9ubU--bf)LQob2ObcbGdE@IXqzE=bKTrzb+#7sEzH`g<#4u<+Z!2bCP+^5) zIsTG;BsQaF=9)kBsFxp!N)}%@M)D(7VG=~2TkPU5x&fm#7$J^Cpbm6iES`ON`cu`r ztNGP=Y=>F4>2I*=^T!Gqi>YtkFPjvFhYJYsC4~9dmD2UM>%f285Cj9d%~?aWrrTZ{ zy-J-WC5WZF`zO5ZC0&2;ziTGo+$;eB(75hD$TgjG4Y`-J@$7%zSo|ELBcrSDHi+3bpkb$$UHSZR)ma_y&fxsN`5@bU z(92umQhVEjPk$O8IjHg=;EWu|?m($E?|*-54VZhVh5=379hg4Y1&;|Xcq6Q$OE zAjeo3?X@g+i@}rOp$0%{(m$s6?06@Zv(Qt9G^n3bv#~?_f~jnM!vaK2XieF^@`VAf zENi2bW*s2)|M4dllWUOH$%W$c(byVq_r4NY>+kF$$uhj(dj2kB{=On|N%A*JSRD6R zSGNXHw_WK&Ss5zkv=`#<^SpK%HLw#|31md5*eJb zM%vII_2=)vv&IEF^QOqY^{C8xU6(WgDA!u01b!mxLeBFc}HS=BzmB+?wChT5F!v z%Cix*BH74DxVnj3Gbv|Dvz>2QGJXuss=b$j-Y$4x(nTz4Z^LWaSeV=5(dk{tnuR;W zFytmgY|R8mg0K#L2_e}F(z|mNSs=-@(<)EMcw8NkYrJTd5cw%)0<6aE=l`VbI(I}> z(7B*h6oqSPJ^DI71;EcCuYtAg*HcxZbl2^k!VdND8-lks9~r-M);KySgU74XM;Lhv zL+Xs2M+_wFuO6R(eeN-$5VbFCbQ3Xv_lT8D3GUAv|0ORh7ffMYaE0&0B|@}b3EUPn zp`kry2W;qNS}f7nGTjs5PIA!*Zx`hk_Tk74C^Rp@n%-yxPiraXX{VVuw;tn>;b zAI4o~bA+unbn*M!G2E~y2CE5uI^eD5MG>`JaFq%K^fVqwGHKho(KJ^E7D}d&ak+Mh~A6ih?ih{n&=>8sr_GA@nc7nsf&q`ZYFJ zjS#$3{Vk&*x%w&4^+10?|A&lsM<9IY6DJ2b42ZF!BS&_+hsAX13q4Zl!4`wuP&z0zI~JwP{EMy1sNt>kA?%4+G8DDf zZL`n%k7s-IMfR+%;w$mn^wo)Z8!ND0n8Rw>N%}wzqH}I+zVpIA^oQe13Qer73JOiX{vikWky=)U@@6Qn3ElSsLtT(#)AM@t+ zWzlgkU3ZDHo=`sece+BHS@^MQd$zsfsRt6`5l_)y2AI_MoQ#YF3)mtTY&tDV^T{N} zjo%LF*loGnSP)Y5^*xL)jc=bleY-y3cJ1t@?O!~7lr#%zt1Q$=e@i@Zc1ztkR3klg zQV+5t=DrN6WI}93R+68$yj~jdhsBy2ZnhiBFkDIV$l1w(siJQ_i)_?Lus?#K@26N4 zP`GMR(23#etAZKr+2#KDfZ&3)6+wFrt@P~>yaRukC#1WTmct?+h!CWn1r$`Vt#rJ?U0(J z@!LPJ3D|?4G;3<3JGj6k~ui8Jzt46ZgwT?DR~|t1Le2qsO9LA1?t?e2hYaP!$K$4F{jz zLXFQStMLE@!~JNHvBW?1xLi-O)Z~qXDZqS}4E<|o?ub;~^<16!SohUH8ay|UOXl{@ zlDTGv)}C0M%H6@xTOcP%hl?sJ$=p!O!+WSqJ{c%0$N1LzuZjkGo%b-26<9v@Ogyl3 zL>N4Q&`L9qhnv&VERy+izO!UxU+|3X$n9?NT&wLDCbKu(2vfK6`k~JRbwUSO=LSNu z;FQ)TqGRL+1!zrt#&Z$LVO>2Lep`DK|H7u96 z`>78H(P`FH%T*;rZ^bO|Cex+1xmc7^&6xPW&F@CKe)OgkMtbW|!Of*89910pc;wXh zKvvs@UVxe~Cr}Sxg}n4Sy~bNS=@@VBcQTM(OGep8L|Z{l4)ym3fJ-=%Z-D)*gTz7d zWK2i1(ah9~gV+;Lu7cj6#u&;bC*-{MT#}&_}8cdbYQI39~O;X#=UM>9w;(l>$?$@r5 z_UBqOSV0fC>N^Y0_GK`SLcxNwq}Juj%_sL_H0sXFuFG-}$r@B@RfB46bksqu zQVo(zze)=;SMPX#LxB)j=WV1mr6|6NvZA4P#L4j*l7Dd_icB-{QQN+M5k7T4_{;6w_9Ap3W=f5yWm++1jBb5 zgxxi8F-t`ykpoky?l8E%%;r#F9-kJ##cfZ?NEH;#^RzQou4mnz1~T#+e#bt))&{l0a> z2G!omBKaTBzdpP@4-i~Gd7*l+RBWQ+GP#GFNRlWKOf=w8apv^>N4ypPby zc8e;<1LT9OUuljE9Kp642a-k3-haewOL6N$A5A}$WA##dCkCXVuQdAF@zhif+uyh>Q=?LrAJTOY95ik2Bpdq&2HBY`Db5kZkz^ISg55}?>IAO)2j_>t=!lR9KJ{~o4oDB8wIUC z{(bVewx94^nYcGeY{OYilRRbhKm6J?rP?Y@oKN%_4xzF$N9W4BY#qf1k9KRIR>1;v zkcm8{Z|i8KN_Dn<09bu09rv~m0NWZ#>m6=jmdhto@JwX64L zEO|QRnDErPKr^2q+{>fXrrPZaXY=Rm^x(K$7G^LpGRb3RqBH>(pn5WP;qq#BZA>ao zsh3S{to7a0xQH*0-+VoD*TOLD(KABp$6ll`5Xi51T=34Vv;5e(`rbRU@)EeSBEw4# zZy(+LfOdJSNuCZ($r782r-bJJ9;kNgkFi~R3UBCewu=oDK+VMH-uEBS_wsZ$+KWx@ ziBhe)wexd-Pyj=?i5E*P#<^=rvRJ)Wg7xO4nia6?Y4fgtrN-PYb3`Kn!2zoGoP|Q+FAn;=1UKG*>H++$K<9Ge=qF9VA z9Z8Mf>vs$W@_8$&D;!3chFbpMkLECb3S#;s5CCq0(NZdawm?MqqcrQQ?(}@-z^IVb z?Jmun9{YM|CJqV?5EEeTMK2OCDr1;8EPpSS|HnV{$ed=>E5a_^8K`?&6hw3!ZbInZ zlUIB-g-QDcCeI!C;sSQIkS0v9VD8!D54jb<{Be6@b!uAF%eg#6BSLq$pCCPM%{gxJ z%~PO-f+6lkj;CKIB$Ou6t_{|BA0T=gAkid0 z0jSL)019apLm0uO)mp$>SKaX?iW1=sFf_xkb?Rjcf-4SKFB~LV_19VpkyrKn)t8w8d=A^4d2pFH8ptEd`vxq)(MVc$hm0rxek}wV!a^2 zKBCh(GJv8SdOkh7;}`=IP5VDlax23q-?8SQJ&9yRTGOC&4ReWG z1K>*~<;_$#Sl&?RbH)I8l}(MI%ESO^91K6Nxipi;I1r{0#uT4*DwW9uog7RY6b-`O z(J1eGA{p98fzkEEptf7$h9~H~Vt64Wfx8)M=sRG$OAAd2Y@8Cn(=l~sy}+oAbcG|7P{Zg(Y!Drj!SZ}{XwMW@n-i0=|7Z4PG8ng zd;-lKtdj2ch9oE2hLQQkjtpCuvmW|IFLBV6SkdO$d(P}*XuzzCw&EN#n^e(Pd7G|o ztWU1a0ewF(#hEfaN$VZGl|HsIa_bAHK6SVTL*-0X)Ky;SsgK(SN+*5Y>+w9sQN_ zhnER7^bk@9$E5HK0?^snm*vWva3_IYFUVJ2cPV|}dQ^C?A4d0#ETeTn8;-IXnOLvA z=3xCZ3$ygHBm7MWMQ{UeCfLE#TTH+QDf>EXrFH%Rq3NQ{yx+Gb({~aF!rXH;%j>LQ zldYR+8a0S&D;b2tww5rzo^1SOTJpe2WeRdaC!Rd_`%O*rSEnRj{Ku&e*n+xxe5Bxs zoOf4B(xS%Dy^#46Q7S6BVr%KDc(jGatEMoN5E^2;=(G?TF=lp$zv#tZd^>A3pAUJU zXtif9_?K4k$$s*#%qc&n_(g7*FOiJfVzHstj5tjGrlENB{>I}P+QLFNCy`OBX^b2AeAX34kLlK*zV NNZ(X1S;yM%e*m0~k8}V4 literal 25695 zcmeGE_dnKu_&1$==y}q@jdT$QB`c?{z8>viClV?3ul< z<9T|$zwgiY`r-NquIq4q@s@1-lLuccIm9XN zP}G0Le83#*)w5r=%32EMPA*nW#t*!@)43=6xtoS~p@P4t>O;A8P3!3Hbli&X%(&C? zIO)6cYkHC6tf*^rx!iwy{uDJ$H#FRKuJ`FA^XcT~3XR~5V8f-K{8l%-w8GRlKCo4` zeQdsvt162dH1=XJ`&J9{A5)wosvm_0{`hzHe-aNE?+`bL*u*jYIrqH;NBcqo`D$TD z^n1P_Bk5~bGv6LHj0ByUVcF8fKjpMK5-KY2HHU+_Rk~R)D@K{6rzUXUuT*->x?vzt7()P?3s?~OL6m#o$_gFGnCIVx4Gr*fllF6vp09HEeB8jJFAs0-k_b45Ow#^h`WrkkyY%a zVccowpVwUuHuqe$HeyIVEnM8FWx})DWqAl{<+5@)%8c`rQR`-TYBp~N=YZ7o3;2nn`-fSrw_9@@r`5m z2&YWL>geafY}fU>X~!(9otfWOEHqiFPy2dUWVv(_n>n!b-jL&!3lH46$oygII_>2Y zrf~LVb(6OyUAN`W2sA}9JDIFkboF}RvOGu>3a$>Gb-UAeWNz{aQ{3@GK2eBbuw$^p zx+P-3&hWO6opx}Qj8~Z(Zs(uFz44A6$KQ-*2J($&gmh0Io$|%=TNu$Q z6Ii(UON+#((q6AYc3n)_L_C#S)8=teO0tfC)*gzn700K-y^6@3Q14)ByICUKx_LXC zkto|^HK^(rY)n?MicMq4swfL zHF+WS?fW+q1(jKLyY#vc$oMpK#$H9sI+=K_#L7=l|gDB;oz<&&V(Fl`ZFSa3pc$r0!_A<1UR6S1bM9 zKRyor_2l_4&WLEjW{sB`bRVaaRbMi{x!=t$C(mhm-z12T?!Np-%GB`bZYKWdbVb(B z?Z?$C6K;vezvF!39+ZWqFfTVzEk5p_`4){!HhdysGro^X^#KFayE6~T5HdpSw}8UB;&O5zX@t>TJ)y-5uBgv+Bu6Hk7?M_rZlC&%1L zm4my(CDMS@pIqPR7^nPR9z`3|_aMsP%cf{c9N;JAX7EP5pc?Xxc(4GWnL@SeZh| zeD$`I{XlN~nD7454Oz2S*oa%>$oJlL++V3XE=*n15A2|Jb$x?9Ba+S#?_Haw3nzhT z5)9`;Z*Yj?Bx1X$n9#BVQ8_Hw!|{$A&Y8_)^YoL?N@+t78yJ;_o?NIDjzrOm_;~Ca zFi{x5p>XyYx_xq?A!Z68(lL`@9uaBeY^;``XA=GFMBJ8(TOzphLg)m%`>5M7J}%{7 zuOWXRnT_wcy=;4)O);N}OKb24jgd`<_`XfH>!tUH4up(nWdxrgH>J1|@cKM^C94^` zQp{9LUx~H0bzf$Lo_g)m$;Mg>PV?2;TZ$UzkVDB7i3+CXzRm0=7l0zjmJMS_YdU;D zwCXGTp!YoX_hu-P*^yFP5o5oF{v3X><*2*<+pX`D6R@v(Q0>*$YU%BIu5 zqWg=?RiYwpnnnEl6IxD~C@ndTT?7hI+`smI^BL*c_g4b&ZK~NzoT8b0kP0Ae8T|j zp5UNlN!^o!ecR)Nw+^=_sunH=5|S0p_hnT{6Nv9G7Nsn-`kZ7&iuO7DY5qM&8$)7tf+fo>-5M9!M1g?V_x&`h%A?X&#hX%z0j8xHRd+qlRLdV>J+v# zQr02XU+J>oTw=B|UXzyC+cMo2yM(C^%nTz_wh$l0f7%0}olIQ)HI9m+eU;AH`$qv%jUZ>A@g{&8JNFQNriWDZHbj%;lcH zG+1aFT(dWy_1o~<IS?_mC8*V)d``I|YqC7G#Z zvEqv|?kMaF1>8EfD&=of<(i}LeW2FIi|b+jBa)+VR)sY8x2OJFXr^j^cGSUFwG@5b z+T)}B4w*29OSPqrnY^$@!fT4*fd_mtrWJt$!h!T5IL?m^IIEy>u<$xAyV?pmvtE#DC zulSHy^xsbw*9o8P3KRbH1kcPdmjMHw!6Is(>`S^ z_jorZlLv0jD80NvFqXv7|B>MuhPwhfsT*f(}CpTt6I`MU&(OA$u1_GJb_Ap z#L>?8cCl@Jk%jD{Yi`S<{e`9qG^=GcLx1Qg{PgdylCe`^(>l>Jf0-_oXucoH;=3kQ ztKUe+Yz@NfAtl?#$og-$eNIlsp45VKa6kg#-gcw6VkP`)k=*g`Z|h9f!K!mt(|pf2 zU+n4gX6ejOXU}?&`X=7FTh4WB$XqX)&vdb%iJ=JAcQ1_$-+kgDCnvU!QE=h1M$n3R z7RT-%wer@LKg#=Sb*KRe{xmTWsXD{YzJE6iT^? zO@l$vlArIs(0{~hP+3gH@t~pYwf44mf~beF)~oF0ApV_fl7GI~Xh0KRyzTrmB#u$s zyIg^0ze|=;2TGv+OX0ekkvJ<+EYf0Uk)&?SmejxpdDg|cGm1;QT|V-fWrxJEXyBr; zEB@eF)F@OXj{!T_G>5aw=^^04z`09WZo9@ekl#Iz@$&pDY&CYm&C%7))ZiGY za7q`jA0JIqNwkwVJ}6R35EY(wXIzv*WwF44H(uEPPkSjge#0vqt>oX(I ziO-MnmB?SpVkGd2Z`)6$z#KY$`O1z>ZolvwLoZpw4T>y#(uN?eY>Ld<3hR!KM$(ky z>56WfxX9xFp9`M-u;5#z^PDlHXct?N^eFAHZ^!6J{ z>cp%6XOJP4#ARiCjI2<^0ptI-C8G7C0}|fYOHNkc_(8rf;+{_Y%Yr^>fJ8Y|^9;qZ z^eYOv^-6!W1#YWvS4)bW#gH?I&gQykd{wRgJIrlZT~2lFVW&%oV$99v52q63PqL}@ zBe+3-o{>b>!-C|#T!Rs--mj0#MjeA~M@rj-Lbjy*SGrPO9YVwldTrTkbIZ|s3)&8w zOg4oHDQRBdH+yR@nSm`H{>KCfp7R_dW%h|8bG`RHUAnl|esSeh|A}q%U`G3`)}P|( z$gO3i;?($QuufqC*u|zH=&YdAwBm&S18ly=Jtp;rd}oJWGhN54Tl_P@YgyP0l{w|%k^6FL-qhCWNiOzT! zdtoyf-OZoeOsl{6JIZm%o{binhjANJ_THSe0~n=aclBg*B$;YZ^5?U5Qd*nfZ>tq9 zWo_FH6|&aE{@faXhqr!_1m|VEcIOYN9smryUY)AxO9_C_a$Cj49`IJLKC3y}Tga%@ z$RgK-6Vo^2PJ!eLoPa45$ub>z|5r5@w~B`~zuu^k9AIDOTX#%dTZ}+!xZeKO($aLS zy|N3v&)&vb-)xfxeSIMInBF-1^F7Ne`bX*fTeSRU<>-WW?;b%9p|pJ@ak!zbS7`FO z#CAk*Y~}S7sn~f8OV?M`#>C#z)EQ^=RqWprT~tVVSYW(NSIt9ZjbGC~tqEYlExRlx z&DVNsAj-(s5-Q^S4I{=J8h2(iIlbVoGnZ~tmWDtjE9uYCd*zeBj?JJHL0|k)2Y>;_ zm{uTD50_2&TF21md8}DRK$#i&PA;)%nC@IeF23_fmp5$Q3HGXT`3R0^Oyyt+x~=Pl z+JpE|~ni-^(AIoR@#_qw%iu}~VHQ+m1u3AwH&f#!h87^r> zk|UHNrOW|6`x;Z;+MVPvpY1W71cJ!oE~4>OMgOozv4fN+F{?w}`C#snh^w=~2798n zW4A8nyru8KTGQC32lr#WQk$V`D_nH+(5l^wu*HH9{JWCE55j43Y|{I*V{cmik!iIi zDb*&$9nX?|>4`nX?(&c3doyxlYwag$)6Q-h^5Xw*B7c{Isyq^RUwu?2SVPzyaaE03 zZ{fpuyq6iJk0;l!h5z*R}nL{9WE|d$g2~ls|p$tBwoFdVkV1?SVJn+Z~SeRM%C^GdO9WY5uAoO zR+S4sn5vxB*Y0A^6B8C9R=O_DM<&PLdYVjdxqRW)Q$ofD6)syWytyBRhIUL}P(6p; zZ})Fh`hu9R$64I}#dA`M7<2%h-S7yK$j`M{a119=Rn7*wN?DR)YeWnR0CJ&n{B50F z{R(};awbAITnEC$=_Y@6>{~p$avc(uP@MrSCPv7f;Y(Vo1u3pL0WtZ1MPHH@^YYB4 z`RVd7TK>i&S`71?GL6p_fgx(->i#qMzK5IIWurE8-Kn-4vt3Wmj=E6X3fvx*eNTej zM=5!@030&27My{kJAwCY`)Nilqxb(@SChlO|68KP@tP4+e-Zc9q!31laUog^Uw7k^ znn<3#C&X)_*qh|xf5crb9kDB-6R;}haPV!xp^>v_$FO8Hmtyz2PzmnArjlT@QnQ_a zbiwVnCg0j*1=F}H`fqre>Cmy}9@( zU*Mv*d*@d^cwCAV)aTO^qt0!m2U&Y^e2E>;kW$0~n0IhI`yXhDIzAg?%v_njOe2*-x56 zwIEZ{-!R6n7emQD=ieb>DkR2!;urD3_Jp6HW%rdR+~xXHjBoc(J4CB19va~9^cuLI zK-Cr$6k<183^Ye7gymNs_DC}lXb8SWklnjdgsxep&b93Q`aYIK)^nh^hHw2EJipqc z820(2&)xFg$#2C;r_2kJIJzZg%$NG9Rw#Ahv|;e+*(BBfl3+F(TF<3Wk>%?yZ7OlM z-eVGUemd9k+V~HkU)2Ym(pwrXS^7rGTO207_fxmbZt0BT?XtGklRtJqG5YR&hK$*k zTmFZ{Yv=c?9H{O;rF59!&o4G0Q0^@)zdjWlvgJtP-pT)X<8GED;idUEesif&`h>R# z+~sZXzY*@JNF4U=ZOlD^-pfUxIbNh}b8)DL;BZhQqz1dyJ36rD2$BmKGQP0a5jOyGVbQHZKr!HF}PM_T$wYhTrkJsE9<~ z7@nGrb80U@m^`S5IdD8mU6*uwTqyrTBN<3ceozs&gwCE>PSHy8hW9lae~Gn*^GZYB zhJJ@G`#_20AOy)w`DAGDG9M3r?hy+Va;@^T$kQ5tt>oI{tHPdAc(XYI-#`0TAzL0?=Q(%YJCJhJq^eo zzzBFAMVluSbf+p*E8>wX9$ooj*dl5_#M|Q{LXohN9W8lby{}kLG9jbE66Wi=n?+0Q+FaJ@1VgVw1*V4ET4Y~!gB=t zB$~xvd_iOA5d3*_WnzNBL+M3|y8_dqz|M$WRhw?H#p5FLj?%r&g%MzLY=F??Nj3Ts zn*G6ttIKuRAh-^p5;4i%c(@t9e4 ztX)7BTyhWpE*uSLQlE*+8F$Y_Udkh($FxRpnFrJGy7v6h%6|Ab{GUv~=Qj3EH-Ggzba z9bfCI+?op@8l4@hDw_-Uj})k0$gQ#gf_WKFBVGBDx_muyoKaqn&ts1{EfwVW0K8L` znu_d-pB}v+p=z0BbN3M>eonTEWIxNj?*Ku=ZYBK)rU`S`ERj#3?%SOVlURIyUO6A) zsfld0C+aPPv(C}ME=#S7V9-f=@h=SGBy?UJ>@p2d*zXfv5D3V}HJlj!IIJ=@U2qk6 zBZqo}{q7P+zB51W#`_>gl!L%ITmU%p{l8I0qZ_m8%EGLFgWVg}QIBT?^nEt_wxIn0 za4{k}LBxr@2?cEc#OA}9_V}^Jj|_1b2HJteLHR*`cUF>5{N|yt$!T~ObrVV1T_k{*L_wq zf^Y|>GR8RjsdnYftZJ4RHl?*X$w3~^OOJ9)((9?@8It;@A)j}B%{H0wlhH+}^&NE# zfMh4X8HJBmA448zE#F_io~FA1t1w_V-H~W7e>}KpmsxPmMzlHo%%^ z=h0oYcl?RX{>~uI@mzYMZlbu)sOPHZz2(u09P^F@o>}$@oH8sJIbfw|!AY-M2e1Gg zhM$1{aGC<-&pg%7&*m`fyt)rc6{Go@8UF}klS~-C@6PX2a0h+Hm`TGz6FJ7dgiJFj zrbVVI!y3;a;hDI}$aiDa9z}ZezL2`@Z1>(S`VU}By-6KZ@|vAL!CO$7hVjTn-z~GE zi|VF(nTlZbs=G_9T!al$cK;{2vEMY{DH56T!7h0L5@fOr9t{AhC)4UJwJ2G4kUxsa z6?i4^CIL%!VpIYkF?~}Cs9LUE$X1FKJhH(rY5#~E7>=j%*WOiI2oIqMNFD;cX$w80 zV*35i??}Ez-$S+FY#*$5R269KdBIz_koSdVHrz$t2~d=7t@p0J_*OK(dF2G1oL`67 z_8{a#OI@N@CwCPKP~|zB`m_HvUHzC>(^YB#5--BM`U`l3r}Ja&Dx3T6W$00@)&U(a z^zXqPL`g`q-aIKp_Cywk=Qi^>3AQ7&4d+7S)q-u#647HKN?o9tmesIASd4cs8AP3D zDJ=EFI)9%*%B~MQY&!a=M@8a2F3{dq@OCs<(=C^&$)QB*9(*+BS!HCVL5Wqw7^H32-!Et? z$wOuOAsq0;ka`wiL)}^JO0Wr;qN=WINdJ=S%4Il=wZK;_?^X75h*wgKhEe|(hsUGP z!!`By`q#{E3pGU0bHjqmsMgzt3q3B%OW{iC1AOLaNgUDztcN5$LvpAn6g&NN<#@%p zs;0NJ_Z-5~0}}&EUy22GBudojb?4uI&z$BmcaLk(z@KRof+w#yY|E%~Jz(J%q2mo*J~QNr`M*Pwkp9~nVqRO$ zcO)E0ZW2KOU3~|~$z^$T2w`FA1#LdPAMd+&s!3Lp*o(}NWrk`h!kJBD+;`uWOFd0- zmZuJT*qN`wyUnv6PJK{$d)ndb^N=2;7i6pRbhl^XoNUIcJxYOML}a5JgQ|Y>}ZQ8&`=o)Bs^CPb5bh9bPSwNnDGu}Svs80lWzUACDv|=&S`bY)p{~~vO`#Vlp z`Hp_)eSC_b&yrX1;$(hWU*{(XxQ~2VchBMY=+L#5yX+yfFf0YUrC4d|ogxOLA)doh zIN!L4X2I?i8B1iMgq%Y_Qym`}N`V_kFn~~uA*0MmJ?n>%R>qs#aC7$TBOH0zEQAp=oKsv#ugXcfT1GuDjhjsrvzBHm}{&FSKTcu z3BI{@y($H!ckgA!M1|vDV}UA))5y97oFYs;JDX6KH{~E>C=_5e?C9(Fk zL#7;_>uo|g3Q;_zj(_E=4!1`5tIv-kIlQ3?U1-{hpm00oec0$`9GVrzpbNzki?j#Y zMn0yXN=4G|+<6dq;UcjsEJ6U4`(%ia4RqmlYuEYE1Y6g=avwuwQ4$(60ZOU}s$>Pv zo@yI!#nd@^ac}qk+177F5aI7G-$Saj9WK3c0|Pze&`! zD+T_D)?J8KnyC==ShmaBUU*kZ-;UG*d-ij-HTo2negso`Vp_6iQGm6U2x10mftNCrj8vkcF6K=c4rdZxCS^( zZAz^AY&Pfn?B2ipeDBq;KQ5kkk0e%wkh&|$<>9+M<`&7W!k|}R{KAqhF1IAnb3Wt! zpy-Gs(;uXY5xyOT#LH7|ohN@Y1w9T-QjqpDGGyTmsXqx=M}}Ou@r_Q<#v-qFFB6Jt zD}wVYr)%`>=cy;K?{Mb`GGkb0*CAkAhP4ZBNYZ8^o&9zAhATH82)Xj2E%QX5{^ja* zWvz|V|L&0AANiJ0Z{#-SqLrn^y${(y(VCrW_ZJ*+%<`!(OE>Xgxo)K)0Cdy^DSa_o zsUps^?-s_Y=QFcHcMT2wC0$9Liv>#jetv#2J<->Z_HQv?k7<;F8A9&IKW(HP(lOc! zL5_eTv`xj2LbSGe-!hYlYb6b6l;fQ`(~!-uNEGl3Ne9Hl#9PpRmiy;U@zGu0`~8Zs zlHA?QwZRK%FC>T+V+Gp)Fo;L}(PS5yPt&ekJjLkU39#E7s^q%5(^u<@BybgevtRk< z2_B6g5idP#mpJwoDxU(6z}tIlF>i5DYs^Vk^bo)e%Wro6Z(Hm@g7-hUec((Lhi2b z0|?=zQK2bNy{dR_Y+k(Rcd*9O_6Pc3mI8WgcKpJbq!2zI-<#wFJK_u6$QqmfsW(v=LH+1O?U;tE=^k*Ven2AzqwT{5Y-b$dNGW*>tI z;qjNOZ(9^WUlDADdqsCq25+I*>O*A?-A#)}!cH&6<~p2zQ1j?p)E#cc>Rq1CDI0f8 z(P)k0T`5gJcGo?_CninIxWRb6B)KAc-Zcd&pO*t5xLXjlT-|dKFuHE&Md7Gg#D+g6Xss)i`x+211OOS zM~~zfLlM{BQ@HqiSCitFVvay*^%~$#tS?)4#P?>!ME}gNHloYP#L5m7a=2{`U3C9+ z9bQt>o(xgvLPz$T-9nkH%Ffd?J3?z`dP2c&hBaMFT1Gi%M`W&l(=Cwj1v0s3ucEoc8lHy6WwSxEahFq;L^pOxu%|qRkQ}?6|GD zVsl?l!R6p&kqs3!)_XxpF{?tBI(M^Wmt>f8nU z(ekeNiUm?>kZqYuNJ|4HHIPf??B}vRp&A7+H!Blj)e)1PYjPTC70{#z=x31LyvA7+ zn_D59LU~mcZ4k3KRFuAd?la~H3i2SFndAbI($|s=$dzn$xSHnZsFA9-nv4cn|9Ag8 z?SEWtw!DVb?!B2A5rW`~`kVVb&#-1VesOluz#Oo0^)(7XfjH_a5H>^hA8BVi_;FWa zk6Hn7I20l@ZEveP2<}yybIG)$eKOqd)Jtu2vcN&3V4AbAvN!Uz=_--C4pSe$yXHgn zzc(LA8*Db`2}tite26OeN)HaUM1QRh^b)?+u^)0R9d2iZN_Wu^ha~txw=mZG*x*&7 zplwVIa8Lzrslq#WuXu!6va_49*%IkKG)(~6ba{cM2a zTS(E!-31Q$yJ7_v$6fG6eh_oLNs8zVvPG4!h%8@4v$C|_&?&i9`RHg^IH)0zI z_HfYFD`p;tEH{R(EF1T11?Js~Zb}xLusbk90DE1yl1RTZ`+h>ajt7@9%)n-&n%zwmgmMyt_KA)ygej0OsBiLcZ$cNhFj*SJ7x&=Cq5H!3m<$Kt3a!I1^ z9!Gf9V?81%eS}zbaXY-iTbcLqHMH1DN7oS+A>bOqS%M}qX5|b{0q;nDv}p#PY>f_X zt#+QF>*3}=tg?5h{lxM#W@WTu{j0Vk4X!;x5M^kpPZ$dbVH1xorSJD`BNDFO-_-XWhkFnRoMZuvpp0KtL`VG2=~gz zh42}g{4DXfJVh?@OFp`jhQad|=)|-Z%aC{ArCKe!E^v)u9U%t%+5`qZr9FH8raxVq z#s>=eJ@Pfg+4l3Jf36W1-Y5Z$J|;4L(~~(1!5jwSJ9`UxO3mgsiK6RXMBm=1=6H!j z>9o&0mJ0yg1<%#U<1bZ@@r}d1O$EB2^chRCP9l}lxeF`JQOlvzM}vYW9V+PYiz*+F zhe3I|LIYtCUy>yyf~WuQQ0C7Tl*;*k_0}W?iRqH4adF= zy*Se62EpPL!RN#-ihJMMy*G*oETJ4p9A+_FX^J-T)K1Wn?QoW71?bi*8_9>$m`16) zi4oxPlEO}bO)-&-L3GemwGvD`ODSREg%GdnpSS*XeX%2Qzc0y7DCW80@LIRH*gCtr zN+w3KXUcgix9;`lLiaUem9{?ezTgRXUwHYZ5c-*aJl3yeB7pzagGNg+3|n-I5k7Up z?a9w~mxsb}d2;qlrz)H}#0EGuGpDrr5m!*GxacD^j@NR<3|}FwVX)*cf^UX_11{;} zK6?*=oHa;woN2d(F1Z+i>xiM|llI3;%>Mq{&?VY|RJH{HR<6mbBC>RIMf>(80q>12 z*|8wMO%p51L+iYn>D=$>lR4G+0XFC1G5fevnG(Hq5UDzr+@4<#kOMeN1Z)XbCoe<|5Am6kSsApsS`dX$w$p~oR(#p;cy(CguM;1de z6S0wdkrtm~#}DTYd(Q|+hr!VJ7{I<~XROk`H^OSv9sFyx`g5?cgHl5XzdR7H5Wk&X1&4Wie$;%*0}erOunn<8(|w*@**RDraV)XM zwbTxq94COZJWsvDsh0e_H7H$yx-y3VtQt^vZKkw1rF@?BRkrG?=rTGUT8Mc9MS`ym z>ZcvJM0kD<HVRvLii$eK zMWkQ6q2W#VbAti$>M`jxP#ALL(?@3p483xW=_x-`-?ZpNZ@8&6m(?C_>6P`@n$dC$ zo~((=*YLJkBq`QYBSe6BpT>1+2RV;yflI35;P-H|UdnPS0vngz>f;vebt2UGSpdHg z`wx$sX+Y-vz@{Xxrp_9E;fAr)ngCwA(bG0YoIh}eY zowZa9Lq95u{^3S2=vot_Tc8!EcCL+XI=1LauU;gyIg8Hvanan+nJH;9-p_{H}XfaM(h zqY1UC-uPoNK{4A;$jgh*sthxJ)D~mfK$+_CW$9pk*M{O~$7nKgw_V8Psx@g2*8+HM zlPg#S@Z~K@^=7}GpvOOxDp08YFyraV_unGOR6;o7K!0Z z0703Lcb}*3z>ywIR{z14Xdn(PZQ39?C>*an1Bd28EeURl8OC2;PB z$%IDVr7rz5!%yaZXXTI7;iZQ2DsQ)Hhk)vp(!qfKTMFuBG_`e?y^OE<#cGX=2Wf8| z5ea0W^BB01+*ZRP@)J;qv+{z3t1D!Bh8p~dqy5belIwq|7Nc{IMI#Tv)7^Ahsr zS4vv?!PmCwf6b_Nl!W@)Y`B9*PH69`fE4I!c1U^3(dP#u$Gz8;5E(Ew)X_P$0?O!b zgam9>ElxWC1#$^=C8A^F1i3Q*$R%-br*$b%1)cK>%RL<{#ch2nqO@LrUC%NR|5^LGU zBBo3F!_OoMkw-dRE5XdGz1m;>ASYl9+P$(iL@4Mw0JFb~f$`kXd+KDOvg+K(sNMr3 z64V_^COmzLFizXMOxRvBgkDH6-oqJOdP={$?i-~((TI8|Gd*V|EO+=t>!zyAP!iI! zN~Tl_U=$`bi$||bYCUs(4la}E^Q%(++I^d{pkW(2a#$gtt0!jX?M~b1oxcWaEUTdT z4Cg=oo(-8dP4g*1>vd;?D$##_1TTS?(K-4X z<@Jagzp|vCXcRNNn9pi`2v)Q;D@{CgUW4f#zHvHfKj_@>(+qB2DMuxct|s^2-U0t3 zN$zd#^*A&zoCYghm)u4lL-BEldIbk+s#*GRu~cT|6#SoAvuO9-;Gmf^&TL#?6oUBj zz{`5LGZ|(l=6M*>@_}82t?cIrMNq9jJD&GOY#Rf`&M|?rmLODoy&^NEZhz&F!waJB z`C{PQJU%8BbFc;`g-1x37Gvyo9Wmv$4}y}a4f!!l(3`a@J?=kEq2%WU?Sc|5=Kcy@)xG4=i*z#-B+J7^ zq4huuKG7!LdM?R^PqZ2>Imumr?kXtCZywcpZd#RvC)4QC!LeS(fEB~k!t6E8{L1$2 zs~KZ=k6a}C_B3vgM&M6E&F`0K|cw^f4j!UB_bpj(szIAE+HbMzupojzL*!n@O4so9M>!7= z$ZpYB%-iFZNu$hkRiTiL-m)`M#)bQ=^}SS=I_ zH%qB{LyzAA;fBOMj#EF+R>|kH1KlC%-vNs&%cP4Uxgf8Qc|Zz`XQJLBhwi>{)f|ng zg9Hq{EP|0dpOm+{lVA&s@)c6zF>R6v<)9z9J^%i*;ZxRpfBTFb_n$G>X4O-xytQF$C&rLzZ0%Lc0-@gM3he1eq$Yi=O%3-s!`kRORUiMa- zZ#R3=`wdx|9Jc#NALrcVwL7a?CW(M%cmPbLFQez|2?S7zBl#O;`1m9;d<0^=VxEgw1T6rWRH7>44>F>4)% zkHBOKOpUkmS3M?VkcMBVsTLZfv?+PY6;g|L@s2na@%X6)TD7NvqN8C#dmR#~)qNti z$azZU*b`m?qX(u9=U*dmD~BcTh4W7wnxgM?1(*J|Ms;Lr<j03ZC~dV>(SQB{dW7qh|=%nA65fuot{eOu63mc=h0lv}#D-1&hte|HwQa+W{&hczBY z()&d^(TM6<8^eKL{Cbe5okpDgw*1u+Whpn;3f~5}X9m+|(GinA0cTZ9^XrcGT0?9G z-Z-}4<=Hp_Ap5034^cX&mAcTI@d42%&oX95Wyr6wLHjBKcbQy%*MmtR`1niOqu<5H z8;IDn=gcI_v`fh<3AoBbb1jkFUK_dPNVCvLej0imMc}$P_`9EWK<5BHvIxGOr=(+GF5zgi zTJWrK{AvB0&SmZVXwTFiIe4Q29P`y1gywGJl&ak{A#uFWz-1+!s|WUu-NrNmcNrOU zfGS@hydmuL&p`MZHSmLy|1)LhDTe_o8#0KIrBjrKP$^(tpdK*w17iokMcjIndB0(g5poINo%bTaJXk#C861Z#({(_kw*B?##xmUjJnmfO#0PCf;P5Ns z`!fd|i%k3#auMD9|43(&J-ekIumFJDJdPhG`)P z4U7)V@|cs8Q3Xe!fr4CwmbHXg`prWi^OeR{B@R{tk^F9FSKU63KtXW)U55Ugx{o`rHP+f{Hnlu8{=m?c`A#vG28tsZT3%4aq)+mRK=x^*+`7HjC2X*&trr zcFg30d(W^2{!Ia%%a`kKax3?Y-LwURK(159lL#6^mcK}C^q;^71Lersl-jd2UtzdJ z;hGZ&OR;HHFs3lXn%H%&6n{I&spt;u(0gQuo`GGFs#Bv3F}m7$kbO~qq)lB8eTREl zckgLf)LSocaE~rXieB=@ZSxz5_5x{0$$Sl=iQ=Jo6@-}%j8FnKv%lmcg4ty9#m}ja z=gtC7&Ji-oet1K#(m6xnf;!mtVny6?Eo~7P&xFy2Witx9xY=Ha1{5=o@`PzneaV5| za%2Q8z8=oag59uwq}w;d%pYKLE-6?%7BghKMe>}wumX4?#AlYvS7JRNc!*f<0+?Vl zGthz3@?Ir@>&o~NVUJ}=B>=i{81{%>-u{O;Wzi~-Irrx*)CR5*dqYCcRWMAMlzn^Q zjzdQ{n>~;Rd87`6E1N7*hlSUYQq2X*4r{i@`T5YM(H~%Z#a{(k)8>HWnCSC^Fmi<0 z>5$PlKJ*KPmCU|HXR%t~bCD?-FF1gFW%tH`awc+@^5=ICyGWFI)*}Ew&FIIi&9qoM zd49aO_SHUHBN$NV$#ji5pU2^-yEr|cl^5#$V~`ovhXM~~OHaQWlC~j$Zqx)6R{??@ zaN!?(k~0?H!Qe&Nu*rsAM3}!3@EeYuD*>{f72UMeSs(8PU0bVG9iMgrV&8kG-<#<`3VF8(q(yy z_0{j>dSJxp(QHL5bHAS6_8Pb=G~v6SW8gWLn#TV>yIDDV=sES(EgVR*Q%K=TipbIt$-iif7S8e4^+zuYt+&Qm&tKKwH!SgJ3$TX1{ruJdtsTnvvKK#Y-G$N3Bc^8q=bKH^1sD+8TI@|GTVdV%*a2?^_L9d&y>OPkW zOn}av9^ZcW9YFx}plu%;OTeiv2WoD9#g{S$x6!9O0ye-l7?gQ~-+0vCAT}K#LVT%K z8)y%pzXDT(tJYW5%g7X(E#w=y|8t7=j|!qwzRjl2r4_Q%mkO-9DZr|{-%YEgJ`lTqygzZQsL;=&Q`n#sy8uI;`{A@D@r93(+q59JA(_4H zC9zVyuJ2@Dy(S}ccQ0Il=c#pI`hX>=8Nk=V3ZwU*Gz0u^KrieQZXSIb)MHR7*&`q2}6}#9dfH1|0Z!0Gu?oxyw=`j4Pt)a>Jn1w@Bvg zeq21lK?UBLDJ`|?-!JJ$H*P77ocN~Ec>ojY7=#o1_M!eb_Ke?5;yDLQOxRvK@}oDAYj{Oi;Q%M zMZeSxo(C?Gw~P5v6_Qtf0Vce`zTJ4H2kG%`w!G--Tja5nKJ+XihkB6e}l8^t$s&z(n#RxtzcwAh&)36kq?#=~T} zgI$i`Sq)an2;6M#0CDmtSy2lujUPc!Re3By$Nbc3w1#0cB54-*lH#*0GN0x%)i$3r zzJ1E}e)SO$lHi^of)RyF^F!4gK*3h7W2kJkN6Ne#Dz1Ki`JHLax7&dOCDTwmh9SRL zgD=CiM@dKrcq_h=wG(Tl`WsE#CVT0qbKs2A;sOp5nIB1|>Nh=|BddZ4g$J9^f|35hF?`bJJ$_l@oH#Q^zzYpmelr= z0_M7};BUQZIfuU^Ou(0ORlC;PW2D47DpoLkp?!`65>pw(=MdshLB8*R34eQ|ICcPA z9suKytH^TQb?I|)%i-DX(>B7|SW7cCr#}{M0>(H~MZ-;)l3}8I$Wz6SevxwpE6Nky zLcrx};3}|9iD98}aM|J9UG${@ zVe1hxH={={4xl7W>N=fV9wuHl8mvB5?cio~({fcH3u;3Cf}8{(R(;^PB~HMQt=!Hj z6|2ZtCFuryS%8odje;TN&Z#pOEnpC-w92rfFsIq29C6*a>p=s%GA5 zY^Nl89}>)gxz+=@uJF|vgS6&xzn@j)))+a|6D-Tp z{w~(%M)J5M(*@MqWcc*y5fW}Ie#fc%`w&!1(3lIde%ggHat)|@yGLUPTzgi7s!nTB z`|loTqm4%wn>6&mFK1Bc{4{WeP4N>3IA!>Ti+ePqE{(Yj{2)H?lU4W7f{=G|r?~o4 zlef|=en3rF=&nqQ#I*xc_3~!raxSiG3v>Fy3gm9LH%qI?rul=&M6`M&YWLW>28OZ` zXYbfIffU)WQZQhpyDz~~jy;K?PPcigo8}4=9;E=QDf9j!cY^ebAij>tNUI!(A!L>e zy0dXpe+BOHg%B9+c)F4(?34z^kB-#0VoSw6560NY5s@F9@6ZGIF_cl3_#&DKVflXs zUv<&Mg8;CA4k2Twz-+?_&5DW494obr1)79+w-p=uOqeGSpJC()nFwEnj5^R?Nk9D* zoL9Haf|0a^*iIsN42BVqO+Z5FkYQXR`2SlRXn1yR9RY^t5q_IiYssna`K&4ie0$Pv zrFq+2<<|LQ&FqOb$kG{#Ej$$FGh2Jb}oqa zkyycwyRYU#bJBE6P(IxgviS%Yo)^**FHQbc^YL8!^TY0U3?h-j1YKk*hN16G;mNmP z*w6rR5ppj{BNJK&N4!Cx(k<+3chmGl%>d5aQ2GU|1t8@j&^{XCYY^jqi0=A-lci>H z_33LIs?5|O540TyT1tc1Z)s>N+-Sy=PP*ehA(ICnxV8) zQ;NoYyiKk)tKxvu9YmuoI&=5ycodwFetp8@gj3P&d+U&czg zGRw>5P5SX{cF`H1vU&-3HS!ebFDV^`oli<>mq@C%k~MyWTVkA$+6wCo#pc%XDX0m$px z;@%~4DCeI*=kT&fcuqd6qYAZlS-=x{qj@ zA4d(?@yu!0I%}chn0C;BpI#xydS3WA|2az7)D|ev8gC#<3^B&O<&3vadd`{G?|V(P zF(Ip$?brC}Hjq3g39!1BLS(<2k7XoG!wNxrus6{7I}ZaJgFf`31>qP;3~QgVktOaj z{PVC_gbbk>0_c*t;H!e@`g!zl2MEWBR8Ok00Dr=uH+H(&j-x)T>r#wzD(T za!l%y@u$5J*P>zVnLRz5{+1-vh``pJmfN|ePG6*!udG3%vY$g0n!uk`J>T+})sq$0 zh>57_SRSNzV9pa(bUe5&UfOTxypF!ztio?7J6u*ijCG!jAUbVF$vdYc=%=XL)%G17 z9epz#rSABGxTBO6VGE})r4K_4THX=CgglEJeCW#e zp*cn7jPQE~FWGk*IAB~)M$%pHL>-yMcdvJTw>~ntzuUxo|2Ud!gsQbE+-{M|kGOxW znT5DEPi-udBi=w0yIdv%!{b2x{5Z-n`?-<^i#W~+0j7){bN72MR_vrvQo;4DP_oz+ zXoaB$-bhX2jQwP#k{2f+MU``Ip7JZnAK+GZ>}YI2nfEKv6tHi8Qo!Zpyhfkj{d6#)zF_0|80P5DjxtWJkBu6N$3q^>^qhX-OCU=mc(ocXTj^DcCDZO6fUCU;9} z=7kQ4OjqRrLC@M8Cc#W`WoE?g2enAO3pD3H+0r2!FiiR9FjfBZDt{_Dc;M&9-!2P2 zMr@@rztZUxN}2 zQqdoN33z(f{;awNAn2=8d*7VTb1WE*P&@Ze+tulZHEfiaCiL;MNc4CL z=wx?~mrbr*!TSa3hlZIj^oDCG@X9Tm->fj&DxC5TWA0hZnpyDw*I-L?KubG&D5{-1 z92#Mud08t$`Gf;(6Lm5(^K%D_W~Qf>4Zv#ar$lE>)GDe-D`5Io zj$`zE5+<=?hcrIfc8&B@En7MZl)jmz_9x^P!kBBQzyvMtIvA}To4D>Inc{lN=KvGz zO1Rc$6b08*;f#0tR?=?{!tx_etk}YMN)K#2mT|fW^=2t&bXc4%W2r6G742qO1ZK5) z*0)62TbPvny#C0FfZT?+ueG7!F*USM*p>W{XEh5Ey==26=Q^b88{>ej3I|%Z2?w@n zE(3&kue#hxlGJ$*YWH7w+>8w^f;1U*Zm(M5IPrsiO13c;&KO zpu`deP~kdWjB8Tgu3qGx)Sz(B>B^LL29ybY1s>z_S+YrzfS?_V;Iv+f{(ZZ;mRNTP zW3fR}Tgt}0q`gbeo+e!vslCEWi7^zS$cptv#2; z9KpbgCMqSWvUe5t)~4D)E|OiM$~;ikjx)+GX}K=D#HH%nXrQ-Hxa4rvb$CEcNkQgvNs@4&JO`4qN%2`o z!{d$vJnt~`D7{(HLmo;CV}qY-a=62B6_+`YmSqS}k&BV7C-f{NzSYGqCp}B{`A~mI zoSnB=g0Vn;BzR!Kmxc>Tl;mj|O~z~EijGkOMO3qh`es`j_jS`2Kwp~^eb3&aY1|Uu zG}*Q9#FFZn_*R+Q_dRb^zbq-+`2y%-V~%tDXm@2XqnR!zsfoaW{*ULmo*frvedo>uFDVDHbmQDZHjUxBrsER~C<&dI z`aU#dJ30cYVXfVSemYE&Ka#vke9c#x|qwZ8rpay?Vd)XXn~RG zUHAKiQVC%+jnO7Rv*C9iH}ak&e2o}6727g_Ihp?5G>I2jx1L^?#kRQ87njyW#2>`K zLZmOcAKmP0t+js-o7KK*5X}7H30F@c*>Bz6rd900y13Q3Fx4jUUyd`EbHwL54^lbm z7uD~Y&o$~~M@NP1+A6<+D=?q+wKzbOngiIWSz27=t}S+^A_9FitYhn`F5VF~0q2;L z>XIGTw78M9I&1v95TWykt*?#S_i zpQ4`ll}N`9VoTz64vVYDcOOYL|2ku)z_vF2$M7@K45s=WFZh3ps{eTJevi}L&Rg|g zZ#zMPBvVn>k>BTc>Q0g3WiD$ZJYd0r!i7bvUPGF;=g z^Z;5mBjkX2e|44{-MgxyQtn=3W%_WV*Ys}->2BJr0dDu}uJ-rTJ^7clcKH74%o+?` z6*!(hGkG;nAeOU`OJ-v( z!u60x@I8YV1{zUBV>&&U2wyz}0mP$$qWFcUqY9yfJw;$6+;)_j-QC7abWfv-Xtx%3 zEaTMOwEG{<4I*d04-d!t|gQJGJ#4dk%+hori|St z!aaNxYf#84l*CW4Gp^muNFtj*gBFv|4?j6uzKTGsO;ef5 z@2EZ^2o<4>2*!UNl;9WyqzzCl_ha88vXcgUFGu1|p}+-}Y<~rqUE3_?E6?R(gSUOy z7hL2U5eqwoNBU5;1CW?Rf%Ti>rhwQz1%~k%+622^|0DlsAuY8ZqlkL+zRlhKtUNsT zX8@2qlRFS`l!X2Q)^fNA0c=)jxI!a3t38kw2aglp(^(!4IBhaPA5ovz+OcnRJ>sr< zmij8mZQN+5LG;)sc2q}z@ZUCh{FBQRc50W%Eo4f<;FL&G-l|)Ob85cGn$s!Eu$UiO zX_)tF%jozZve@<>yN_HgSL~@IJb+lF498m-{Vd}89tB_EG>41Ba2==a`Xb~Ok*>j8 z8t0S#ZJH-&Ml6K@04&UCkxb0u%^nz@maH^JIBeIzI8aRFb8UCinACHobC2c3m91b|I6)P59A&((!7kmUU^(x~Qd_FT z&WhvW3!h+Cei{(rKS|e-seq?b@!O||LH(_-w3B~hnXd1(t#cW`6Cy`(8F{7hNHeq@l>&?M^F$_ROTe zCQ>Zx3`7nuT)xrVerrQqfODi^21~RhSjP-c{~k)l^UY#{>aCucHk&>}+Y{b!7|{$< zxTTuCqQ5A-l8haBVAW*iGYdyz^W*A*G`mskBWf<+zVUJeUw(jC&Q_E%5|S5Pt9_R< zhBU!?+~4*H=XgY%CHAVR;|XK;UOqjyE&4^=PB-N3Tz^paP>7zA1CGd;KEw0sykjlz zRcT~@T+<&|iCA0v^fH|(it>H&Zug-Mqm)N!&ssq;)8h3-R*q~}eNl`QQS7`xWu@(Violr`>IJZ4{O>B+&fYQrB|El&d(V&?+#jshoK1HqquR9zi|r) zzFdI?EIZ)FwV%1yVwS*)Tl}s0IIP%UD%5lTD=!w#F4#+(b175Ry_RJA8|^dQo2Gm6 G%Krf%ZD#)f diff --git a/vignettes/scaling-semiparametric-binomial-plot-1.png b/vignettes/scaling-semiparametric-binomial-plot-1.png index c4df02ba1fe0e98a9cac72bca845018312ab609d..0a18aed6629ed3069f63c1be7835d11f47748294 100644 GIT binary patch literal 23852 zcmeFZXCRjG`!~#GMxru8p(HDmjF8nJgk)uxtjpeeYZn?uwv5Xj*<5BrA$we8Mm86+ z_kEo7d!GOEyt&`p_q*SVWSrMIzT-GP$LI4o&KGx8z9py&gL!vsPdKc|`d<6vUsHRgg*F2h-&+^SzG;{nj6+|zGPaX~=9Z$BrKw9F zc|WqRSI2qQGHd=7UsBQCB;p{hjkYcMj~xt0X3MV>V&9ipRW%K4PQ)(wP7XQYhbZ5a zUDS&h;y_(w%HxNhj449>-*-j zxp(CWpASCi&A!@rZq$@ukM3K6fj_bA_Kzbts8ueE2 zxzVkQT$!);zV<&Sn`B?pB_?xP><_snoSwsduIW~TNLI88duLV9wqMDuL94I*L8_sJ zmwaf4iOSX@c^o5tKch*|{4?PEJdYn;_>E@Yv>bh8iJiazTlvJ1VoB=jBTcW$(^JkF znWF8rylGug<}|}W?k;uL8td^lcZx3?#ZtKV-itjtLCr!iGRni3@43#-lCO;BdEOMP zZ6Wgg@AHka33@Y>51!8)EskpwOEr5bdlCO??C)`{G^wxJ8S#|x(~q(GIftV=IAaxIC=988#UTn??G}J1=Ezp$Ej3{j~m@1bHksxH}?oi zH7xgj%ucmmx{ldrUu?_#ykMcpUU}5l!y?P2?TDE@d)H+J0fl!#8>i2`|8t4)Y%<$B z&IWap*Cy@aipPY%N1SsqSuSty@*rftmmvD8^3{}^Z2g|O$%m1m)^CalqBOm&y{%S_ z;W%4EaUWalS6Df%1ZHz(EG`Lo_2{m!ak{T=HC zzpf}NKT%AeBh>~HuIu*lUE?x& zBKi5tXA>pWDY~bRk31CcbQR4y8O&gSCHLY+bQhr zGW2_-nmQ$rUfto8Sl2BPqaMj7YTLGG67e@5t6Ct)mcqEN-E-&sYCMd(+8y+zPFt0! zHH&q2RnOg)V~C*FyUK8Xd)L!vnW$@+pe%8pXrIHK^4p`HCI}E$P46q1DJv83!1v?? zgwN0f#PA&<{9}TD1O%u=)PH_MxRFTo|9+4Bkyr&iLqH%ypm0-G!<}$`@JOX*=l=eZ zDw@9;-EqfBgXctanw_b|C98<*Mz?&LZ=K_~_t@^qIgZA=v`L?}uOE49#*Kbw)-kfT z;I->FSyAfMS~cmKR<-Vt^L?y`ajnlhXHtCKw`IsHr?rv(q~7a50u(u$KLIM>#1EGA zp0-oOG%^H)#5DFOVs|O>gTIgy-}NV8tyM`?IQ)@jWb-KU334_X8A6mdfkgO)vj;!Q z_)lIr_{Lv`fP{RJa84uo@!{DC<6Hk-hLD!6mMmW#ed6${a1o;aUgW>S^?zq|i6y;w zur}A{y0fulVJT>H3t8Adt_NIcx%x%7$l@)B@DJDl1%KkMY${LwjCvF*y;rt6)z1EY zII8ppa_n=hfFma_^z!Ca8oSK)G&={Tiv{A|dadIJ=P@z1jm{=RG;ov*n>a~Nj-I*S z{;peuP`uTm&gYhxa|avY%_kJ`#_Ltng~K&&@`8X+N~zaF{cw{BYWWi+e5#&1gPepQ z;No$%TJs|kb}tXMicCEP&B&FW$SU^3GjYI~ESm?h&lqB!ZzA-gzr3*)7(3XvbNLV+9ahLe+ zdRq0DGu>G>ZHcn3e|{YAoW4u}0p*Pj%4ciE z!O!o4aC*Jaq6krRp2 z)wnMiV<)1mP6$uMxea|f!J&BGGnNdQ%h&W4ZHa`qfh$Z=yXGJKIZ->$kF(GHvdSxV z7^^QY$80^#?tCDr)8{FAkzH-$6%;7xK+$2;b-tb(V>1zz<9Yk+6$B1HQm&7e` zF6&DCm}q$aJzCT* z{>R$a7bo#tQf~Nx7x5CC0lvFiQNHhZg2<>{jZVMw4EcT-@5!V6IWY}3gB9HsZVR>~ z6twxUq+>!#Zj7(uj7php%g#DS?jNo_88#Gh1p_YugNh)6&4S-!TjUrY(KUZ%2 z=Z1ffz&exqJ5#{%@1!@+$@qufd|`7qK8sNVghS?Mn_p&L}J-n*T0c*fIaR zJsMB7h;>^ift(@VLHci-69l|RA{G4J)~YAlK~oRwn&UFnRtI6+JXJBgK+mqKJLHUn z>%HRg!@W*`YB=J4t`<`Pu&j(WS=R*qn zs_6yCYULSLm2D3k00;=tVI+~62?#b5KVp7+X0oe2;%TqTcNc$zZMsTT}Ykzd@ut*_5{YK7^;5oy+ zy}eK~7%JDS{-4pdLB&UrNqeqXhX_G7vMsS<2=~9s76OXVMLr!Kgs*oxf}Sc6!qt zsbkV#Z4PIgW-(Ewcifnan#G!mS)}L*CBrXRnK^)iN<5a$wimxpOZFbk{8uQVmPp`S z?>LlxA?U6rTc-p7kJYcDjBT;`qR!Ep`2NG`WgC$V$WNPkWNd6bRO#UgWo>^DwUh`B8l@fJK|nkB?|2$^?`} zGw|sO;YCFME&JLSSUWqgtp|>KFHbaA={Q+F`L~=Ol6(&NFgs9QShe%Fsl*DGn=deN zF0*?Q*zcVTAI#Np*SrKu^)!Y6b5UYlZNuxW? z>p=yFZf6XK<@+J9nkDT&4_b;$qN?<6*VChn#-@#74tzhNuB1(GVFRW9Kg&9jSG$Gw z&sb#Xux~$A#jE{OrT^eYYR#S{-XK*QtY*r7*RXd^64tvQOm={ zDzing1K?Q1Y2uE$84lune`=&*bhX`^IxkA*5hP}1Y3G&b6q@x#@abj4TEkBkb*eOt z@O<(*9Jm6l5y0j>#a7x`Mm5z?L3r4{DX&jajuRKQ;*EIeM$J4@Or4tE&E@%TxwM~O z{CZNgjHA;IJ1>H>K2xbJKv-m{>9-27#M+9HYcvEC6My-5*Ojk)A>AKrN68bO>HBsI2z`s+Fqh7kW4LCe& z`r|p(b~X}YAiwyGnsrTi`7^0I)ddS&ZXBOsW$$>3QHgaFb}g}dNnF|JlkqKfn;g5X zsFw$TJ>`0$?O+8`t$Hm~t=}m{xPU>dTPcT9M2fM14i?=@0Qc{qeiv8dAIvQJ3lc&O zj38d9O0H)%jO1`t1+YQ;60>He;Ud8~t}O~Wp59E&EN@}s zHqjXkT0&xP_C)Cw7=%lv!pS#7{RPXVHvhcmm&CSM@Cv*R83|vh7vPvXUP;=9?n=xp z(CZ zT8vU_F8VjqD-nm$n~{Iy5`u2OR9T{C6#S}uCDdg5b?=2aVRw!qwQ*oz#)hC>4 zoE%baPg}cdh369*vXjyMDW1BMK1Ggkp6>XF-3gURB&iQMGs~~KyFI+`IG(DPpLoY2c0zX8{tJ~YOVQqic!zq%sKwmMCk({S9&%(Qipp8ZOCLU*5{rOeic%a5`lXgIW*uLi?YW_{%r9?sS&v~G&v;}_JnMOinW9K~=R{EBzT>4$zc9ebELLPFwe zXA^6y%v)L9EDdqPp)8U!GpP<1ioUds_?Z`tPcv@zq8+36r9A$cM8>PiFIDU%T2YD@ zq_NTPp`K9CIc7wyViTW4{+(=PIAXDvNGn9FQ0Xc|PDaaZj#+6}#MP`|0Pxw^Zu%19pLQELa-* zj@2>!6R-d&`nt~EW>`P?IS+jfRYl) zgFe^p`BY8)*x7Qa+fh#V1g1@n< zdE+1M*-(~gs^K|lYGH^yQSqe7>f=h6qC^(X!ZNm++@dxvq30X`$x@sCiI9=vn=Jp( zNeu-TbCzHW_mx?WNc~az&`bb*1{3&x272Sw25yHC8JN9vf ze>qnipwl_(oU`})8LR87Y@d~OdHhPHTrc1Us>Md#G%Fg;$lEo$u{+}Uf9$mysu7nI z-Y;aYawG%3q>UAtQ%f*k>&vv@C`Vu(p4^b~CoQkm&pik@zdqi0_Rc3RGX5y@NH|7a zTCsb*NuZ{TL{!Ms|4^>-*Csx8`sxU23wlvMm`V6f=RnvC;hbCCXyJ5~&B+_E(D*T| zHDR#p-|xV@S^?kZg1ZQ1$7ICM&M-o0D#1l1`MatIOYH}VGoz0DEYtK503WyMGVjg5 zZx`5}@Ihs30rA}>ZBwtrdYWI`%HzKB*>$BOUij;2=fcWWle!VIrLkX_ZA1MosocQB`kwr?Ka5U;S=>updj)*Q?bNK0mU0oQ z2qde_bY(mOp!G?qB=4Jf_2vY#oAmf#0SPkK1gNwNi5D{)Mb?o@4$7A~KxNKLQ(bHH zRe2Q5Bf=aHfJ#_vqcyCd1|i#H-p(=&U;>-~m`l`2 z2G>Hs72y=ROOYnWaA-rur`G#xgxy(HgE!+d$BY>3Z9j%G(qs2 zN7epeF;_S`q6 zARUy8sb^Amtp+Px2Kp^))b>s7HzdgseDKd9Jwy>Qf3A<u3TJU@&qP{kwmDed)EbfwA zR0b5j<1*fBbtZhsu3_(>%n_7*Fx!)Z7utbRcz|#WmVp(Z`i94D6MS&q)G74>W~yv; zdWqB=n}M<=Zce;vh%OPY>s;^e>N{K?L+B~)`aU$h$RuR(=8Tx*S5rPkTh?pOkmWgY zhH%^-_tF;89t<45(P4xp8GT55C34o~l;O;pc@S-)-rYA!UX|Y8aYA52?8_lNBd+>T zR=Y3Hs5xuDH`o(Fj9$dl!hFp;rdo^)fNo+?FBTVPI-=jRqFq2JRhXGV=pDWOLF2?e z6gAK0JfgafS5m{(?I}>=O-xKzwF^uXW{0Y<+{`>2RtO0r|N7K#xqFsjzAzR8=+mZx z9T{h+DmuwH-zA0n0^whJUQ~0>*kJZxwY;UUIMQJr?@=Gu+@)_rb>h*3UTM#o{XHyN zaTR#1Y{M!~+l!izRrmY+^>lcEaLS{u|DSS7qeotMpwPZlN97mY*D`6_?|G0k9P{pN zm(#VUFiNo(6T1drEjTJ@w_F`Nx(#7&u1C+V7?7e)k@?Eb=48TPtyqp~Qj}J!MT3#ZE;Vq$GF80NnV~oIF}xy#j+<;WC@;G}&T1GBBN%z(QxU z{)qh~TxkKW@WkfTiIXXA9y?3l-}|V>{Z(7UAp19pBXPD-eDS%_--%|cX#Ug6w}>W% zz9|z;nk2n;+8TX-#k|GBc+phvB*_NA8&l64&boVW?h+PB&oXXDPHleOrJbcY+c@%$(?+xtC{xj5ZZd#{Ex8 z=**zp7vH6+l23nbh^tne@VV!0xiZy`;E6uSBLj^t+|~Y62&Onn@4oT-*fIUkHqywq zFIvPV8n4N7H_>0uOKQ;V=P`gB0Yc74H^VL#^F}cXzJ6A|n)<2B; z1>7Xud%|G&yopKl;pfN1d|eg|@~l2Wb&n2e*g&2{ZU-je+=1!nz%079u!o%s<3I~w zK9Mk8P19#bfV$-0AME&7uZR2PcK46prX2yWvGBKrw~Y7X+uXWz3;qhy=)1@hTF|u3 zL@5@e);wX797DfFJIGsw*{AN$%S%Z2h^hH& zvpb8=K)hdn-s>3*@LW*}`I)2;nK?^WYJ>n)vtBwH(us<@C7@GV+7 zrLIQ&SNF&j4(yUrUlIEKwsBIptT09~@aH)-=^B0=tDR?PYt{~%1TB6dM99TeOT=#T?>K)x@Au~u_+i(68-Qz!h^H|qUh}817=3~AJTlZe#XDDQ4z8!~5x;oue_r*k|&deQFgaT)u zswyejgp~T5v}Kyf>s#;X3l&97Os9P^=OJvvn>Si-U+-cq|%BwWFh_seA(Es&KXx);?G9_=V|LZ+|oxqhGMUidmDgxf6d-%p8fWy157yET~zc! zuG$n>C5rE*Dw=v$=*EeWQ^j_g-h(f-lWiQGG7mdHI3q-=%i!)GYvqc()zKJXs|Y;Z z!)Fi{{254u?5-6~hFA?%3AUg|Vso>2rFT3g<0fyh%=~#6kWVO;AwKIIK2d)NJUWaX zK%odh5{Uc-(zR)SMV%Ec^4OOMIH&GW5~!jrRUN<7Q=AZW#k^j!p6USk6;WmzV0)U4 zv;&!_?Bm5yJ147epofIyOXrmlmVbSl^z(Eb=ToPWc0;PG~;5O00<-~V$E6?f5@4Zvv z{{-+w2P(5lebX6wnt&@yfY=tuSfP^V-c+YvIjh}^06j{_8C;-kb0Y11~16Qb9e;K$9 znnI26qUK2H@gKA>=)N5(3MCfp=e)*(Mepd$hh?h0U|88ea4C2Am@=}IvT54_`A>4H zIB!Z9nPdz0n?i0-3lD+fleDEdTDU0(oBP^H{7gbu$qU1uMC2xKWJXnI_N(5~-#;a2 z@;sbdy}A4KrWP9j2aBCh*;(>C)1Q~2;>w-bKG-n4hsf5y@v|IC->0JEW^sXc^9=|6-B`KTm- z?qjH2#dM~rmO`c9&#`UUof(ex&bYR;#hk%W)D$U@fOZ)Rrg?r7D0ZCS3lJ}y*`-VE zhVk!)Ky>Ki^QLJC=|hzI#ll)p0&G`jajI>^XEwOnc;$CYBMl~O8Tj?D)`<+r*75?c z?%nW?!v;VJzt1S}!FOJqx?MjKZkx;k(Y750Xa>X0xdSs|li;%!wXK(4>x;;8Ki;w{ zD_C-oyXzo2L27Z2eU;~GHk7fsRJx(}H{WJy<;;wWsEHzbt{DYU-Kp=Ii?V^N;drc5 z%ct)wUKg9U&B(}2o+7hvm)$6jh&h}eM%yvU%wB*St|Z%5k|6CKjA|3cM z49NrMsC#50iuZ5G)(Rk+0MuXBp;BAv%#t&a^#_F$aBB!#$WY55U}z1DY-xM4JeDAj z-NWD&E}$6@k{wjmPk>*W)fj$?JNpKW$Wr&X@q<{=PM*)q2;Z-Bc5!!o82eQSSnC@D zwdL2JP?R5EX0o{UsQze-v>zxT^QE@7SiIG*(ln`?eq8GcDyVFo?+5OV$d--I% z74Qf?|6~r|lXqQPK=$|wF@}3HE4QK%xZ{YCAKrlCF>hB87V1%Gn5R}hfXqg_=G1C6 z9>@^9UY&2*$m8Q7^)7q{vsU_E^TjY}k7_xJf!ssF)TB6RjwyI-Ss^!uBdkMMFSSIur(dF3tkD zb-5tod=!0(m7oo&4h6qo;qta`qJ#LoLncax|$&}nfK?kmb# zXhwvP@Yg1(-o{Ia+T(#wbADwyy>P!SkVIW`5JawM(xKh;nthk1s@(gZJ`Z^?L*=TF=v2@ygglmUd_ENKE zPy0TwcGggyV$ffJXbxYU?))CtZF1fx+M`eQ0{MB0Ma4gf)Ws1}kg6C?YRckLp)g69 za$rF+yP&#^dhZaFilEfQ$8=;Ry97I{<|WYe}BNQOFn89b|Ra+{`be21ryJhNI znVM*n|9Pi$$NZvjuS$kxc!AbJ6=>nFJ(bp8$y89l15Q`CxgteKimVLa_8*7{%D)sL z*nm_C5sXJl!!jj=Zt)kr#Dt6}{EmBiY&n47lP93ZB1bos>e!p1iB8ZtB=&${Uy4J!33T zwSq9`TyqQZZAS&M;5(T6B<3{HE3r`d2z0;vnD(GRE(G1OqVPiW--vM2k=g+K&j3_aN2g_b6lc8q=M|2}h?Vf&(M8|% zt1dU$l1V^_npSDDg+RWmCSX)uS!~h%892w7cDpme+uAeQ5JTQNM)DgVg`bOjiy^_) z?YTl5utkVCPu-R9-6@+s5qxjB-pIR&ay8```Qwu?{o&?fzdjg38P5>}m(kke#3eRVQ zeI#R8?LzhSzFB8o!=O1K4pooo8%^KMjD_8KiB%NX)cmDWs}|1@qqq|L&LhDY;q5S{ za^VfxAgti0)Eg4H-X7t){5sc&H!fSy)Y3Xg#m%c~%6TVIHb{S>Mciek%(v!mBd;?1 zw$A%6vsLoD=fUIP2i@%S>h9$cF)%&t^MP-?!>cD>$XtOZ09^i8di(|Fg)c?NN@}F4>$6JyRI^UC%(ORwn$79rRbc* z+9-_@FZ@_%MoE9sp4+6DBGv2+amLhKklgO<&&P7@R*fn2aUa=67{FR+@>3%e{n@uAetCth@7_1*YLIVWzAvqaA1J~bKOq}JslL`OJLx6BAQ?lFq# zZn{+~tkc<*&v)6pPp*&P#i{Bt{U>UM*T^NZ^WcHj#56Y-`B3gG>|H+tmm8n7hVLq6(~n>?=l z^yvE>BADR}y_z}Z)#}TE$aK6JO2f6x=qZoPfJy$K=e0ITmP~60i{fPmm0eFX6dPNa8{fHi{ zcsp#!OZgy~J9l3DfS_!93kc)w=A0>45b-O{3%9rV3KT7YCR~6h>wJ~!HNHLq8ZX4z zXx_p_&Rr0>&gMh{g^48`9xp+cr$42esYx_>f9kx`wrtcKSco1%3M@Q(<7wGX*XSr2 z*;;CNSm~7$F0Yvga||)EPP)A*Ao;pZ#<}UniMu3Wb`343oLVI(`2$`9JEEDTnjnSm z_<=xSz{l(NG&3ks3SjDgZ}MA~SWtTe2qg#k*;fn#u61J>Y4PVcEGJxLliappf#}QB z{C>(jaLqkVLG9R&TCMy!u@5c=`+yvqif0Pe=DkU*VXRPy>ufkV(|vrd+gSF#M0aR-01J9GRC#{eYp?y7+t-k;+-{|nRJ#Zw>(Rlm;#^@_ysbJGH$4Q zJ+FEzbNlpE;lY%i&ssZ(@5k?+h$3Tguce^ndca`d{1&kQU{vBP!36R;T?*Xi#Sk_s z0(2C4B|y~o0w{h2e|*|>SFZ6`88lId?p?paSoBUmA+YOAqc}4e5IoHDn>_7U7Z|meY&NiU<)Pz1{^t6L8rO@zut;!AZZZC$z-wX zyzVRjedcogObu=<*dqqX&7>dP`~Kj_RAIXGUvXnxr1I`3X$1R_OKQNAj^^fB)yC!) z&K83INI(ye;Sv1V^9g%-Qgh%GJ0tG=qgbYpCl`ws$CXOioahb_Bvd_JXT_f%;;9iP zoC#eH_|TMzGgicfES*B{OaEBt06Bz!mA6b0Q zsp|UT_UM9uvtE!Xk5=}niY7ptT#23diem|)c7~;R&jaOQ3yLc}K$_Wr_%Y5HbkxZN zV~$=nC6caI*skU1HzuEqzg+}3kd7|v(CL6Ka`y|h&<4>(Wl{km57KkPUz>Fns&Ys9 z+i!&w88P6(jroI7R7sjvq$NH_cXj#amBID{Yr@SJC-5bPdKvdPMD6)g>s;SfQ}=u5 z$wZMf@K4Q4CAlh4x{oqd=2}f_OhTPIdm>-}3|YA);*uEkl`Z-+==R!ld+E3Mpm~}% z{&Kam9dASagb&=5U*>^2-C}^@?mEFfq6Vu2OnRJwtPBfcF9hji?@uX37z_`92M;&;^S}4XFO;O65LE>qGMp z{eGRKdT+}r@`D*z1Q4TKq|@0wM)tU;xK+2{cQ}6uI=-t(-YW+c{B9uX4Gi5JF1%+vRA=oSS$4eelJ8rbktM7j=L- zO84x@5_?lar1R8&R5xpsHDfq+~(DBgW)=teLW!ijpcs-?ibr%ck*t;bw0-IC_0L{E#q}4&ig@%4Z_{m zrM(Tnji@iDy+0lDEtKp`jCr834!Xub7uJ55Oi|n0f*x+sAVCnh2Z(2&0)sA4q6!^knAZ(utv;^9)M}1lW z>DOw#w)|ScQQhz&e_D|RXyACZ$(q#S`=L~0gB0I zbftP&a}p!kF9OP#7+Od7BQ7wNNP+wLwb0!)_pZz0@fDJQ720(0^P+z~sUC@Q{e`yO zc^Wb$7O1Lfx)%NxY1Hd79iHY%d@O_{h?q=F`4o~l^~U)Oh9AeBrBRi65iA7)wtJ}k zNy2?-x7qE~R@3W*?A&2sG+bc%ig^U{-MRXxy*J@T-4t7+e?u32q z1l?51PW9ze?^C`Za@~J!IT#S)I+VtJz@|)VnK55;&+pFB6AktnABV$`-Ua|VoxjV4 zj&OxyLwdrwfb`)11jN$-MBfh>pTEX%_XGhykd`K~PntZ$MQqOmTXOWvJD|)oL70T5 z$+(vW`P``Z<86~0U?+4d6z9>-os05RJ5GG>1dPr3ugk|N576xzv<&uzYa32S{Q3!z z{%fB34dTiRmq4-UFLOvnuxM`8nrkarPJ>x3|nQw8j`{&@#U1J zI|zdeDZkIAbkNMEzeIRE4W#pB^+Mi~TWm@Q#>%%cEKw0n@R*3gQ||&@*TTAazYx$e z!c(>f|NWBSg)ir}*jkuIyx#)+Otihwu&_=t0sR<%jc%knWRif(^CT8pkZ~g(F?mWUHt`B*&@|}tLsYJ9L7SYu8|Hs=V zUYshiQ`Nn}r!Idk&NFX~N205!MLtY-fc2H&EqNL96tHt{v=V(P4RcTn1r{g>7Ic*1 zy$3b3x!BPjzn+Y8FcbFD^Xs2-Av83yg|KRhu%HI6eWv&#Q;;3sw=eIjH|D18QHP%v zbG*MWR5cGzFM{&E%~7@w1nVk-)PI3KHB~(|tuzl&@J{3$*FoKsa9tp-(laWTZ??i( zC=4_vAYWSbA0WnYAc|qUzH?-}c)Dg)`3=h3!GYboUaKU}G%C&pKiD5mS7T>DB(kac zVT+?JTdT8C$4|`JQfthTFE%)vgRNq|Vm9~6nFgSlnsz_ortEj$k(Hm8^z1Tt+Lo~a zM*fOaT_A3Wf|D`^z*Ud2S`=4T14Fx8h8faq10l)6`1wr9j9^%Gml|-z2gA}Sx(-8E zu2v|{fwk!u>2%pFY!T;;(%xL>CgC@YK|G^5|D#yg=}#2u(U(OExgN+fosle57rM;Z z?1n1Q16Kr)-bX=0e}dajuZ0j0oO*%03m_qIsb+uIuJqJPOamg5fHgSmGw;rNQD8)F zo&Z>!q1n?`RdO{9J26!gk>VHZLO-^#G^Pbeu{1WPWyZqcG!k?GL881VBvU-{VI394 zkoh646SVY6_EAyFsjDb)KnS;m#DE zuz2v~7dzstUWSEqjV8RSf?nVOVRw?7(sU$T&C`)LmPWq~)|Nx#?@joxYb6TvjeDUE zti;FH1r0Ep(4sNG7*|GCjFB5`zvzl}Q$F4mc}|&epxOr;2L@Oj9ljyN5A^&t zvKQYA7NKvJR|h<4gm#mAF7#|G6+id<5I2v74@f{gnVP)nS|z~Gn7Imj@A_`l?|x%2 zDr-8msO5h3-+JAPF3mhR)6{)bYDSgli5@&y_yx=;RTp|!K$2Z z9M0#n>n!Z5RwJ-1!(ie!F?=hm%3T;gF*&3Zf_pcNE zTiNQp)yM!idIs2J&gAgUGI8vZtU#6gGm2j_XQIYRL-If+2_je?c|V;>EwxeG>~oCo zYI5>AIFkCoViEQ;OAwy{YGEIgR%1OJIE@@|nY6^c@Nd1LCu_{7vYBHYzbrQfiefVO1kYkvNB5JGjj?% z-9#>Z7^ud%E8nFdl5h6GG9v?PD4`38nAH-u^3<1+`WGGI;TZ`OewoKwqt{TPEKz5> zC#Y^6+cv#MJj5&CRMd|-K}Sa57KC&>spw4C;bc@G(U7G>*p0-HqqIGgw1ivP2CUZa zJv3+HI|%r5bW5D4?{!8mLz*rDfe2&EX&rYK)o7Bwv#YBwhZ}S`pSPzSa?tPsp=$3Q zN9T>k8#Pd1yLIKtY9{z@WiV?R0E9O&r0Y{}bjYo(e)xs7(`688uk?BGe6HI%Tn7a_ zkw_}%LGj@WD2lW55vZmGz~uA-fQOEC?+9r>-_oC%n6x;>_M$Ariy7dgtG6?gl~)2@ z`^W5`)$9HUAL1BC*A8nBoE*`*q=0E&!T-`u_4iw$YTKhpy%IvPYQyMAyewvP%Ug$EMkb)i@Y$S1Ak zmb8YM%m#swyV@AW3%|7mHN9=LmZ)hXZ4ZsAS})-sRdTG(EP~Ut ze0EWx%KE?qW90>lQi#`}^uQ+v5?vo`P?N7l?!QUgJoi9C0G}H$syF|kpx4-cKB)?yd|fQqgZ7LiZREDe&~oY|_vDal-*HcUgJ=$e#hWIs zU(^rAm)rzdF^rDQnz+>!LDR+$DxJKVIi&sEKW0~aUYy`~=OL_m*c%3KrhsRe3q37n ztlMn^@8G~kds=Xal6VGs3EE#f=u>+$j=;JK8F@THZcA9=Iss%vf(2o4JPEf8h-*sv z0C*Fi;_29Gzt2X4obnAuEY^*W#}R<9+e$pb1ti6a;AV{fO;P2=H-k;#P1zOm1Ld9Z zzFTPIg%3y%fr#teeda4>uVYYY;ubuyAu~7Bhk>?;)X^OCIhZRN@L;D)1savw#wpz? zH2y|`kSoyK)%}u=m!2%cW1gpCEjPfm@kUF}Zial{C1Giy;7i{%6+#NW0OTuETj0VXD*uC!qb1~p7Y8ne2ljs5TdWt6o zNDvIkBX|J=*qUuwDoe5;INys|KIou@VL1LglOXTb1G(3y9s=VLoK92}r!vMH6lciH zq>lsH=ec34+`oAWm(idq*v8fD(K*;_Kf4Bn5Z==ZbnN*EJ=+(03ix<0d_(5ms1HPy zgIvg#iSoXAZb_tK@iXN-q_`qzaOnpo(HJ2Z<0f$X|IYx^Xr@i6rm`cxNnK|%;81Me z7(l2|F%_*md=Wyx9l8;6DH6N{zU&L;PShxUBpMuhF#-vnmE4)&Vi3nJGQbg0{0A>A z;rEQgXd_I%%S=~;!FTE$vV@;a9u)r$JP8LfZXpfU%A$j`rB5P4&Rn&JPK$sZNLMEi{ccXbi~A6|8{VW*0ds>$mZM!b%70)FVhYe$PZ5hjQJ#HyXZTq623qJ zGI)nLYq>pJU5?QGJKH?0=_2NWfBo0jpsjdaKl1L`!+Yug(M%P4*6U!*Won&(1NlGo z(LQ5irC)AiyOMx`MSDKpAXDG!Q|CrD7D5$2Pb2Qe^rSP%YR)3u@E}M&cq+Qt4F3b z4IVzh^>p`Pqc)oujIE>iq3hY-UzOy;1%`*;ZHB7{6(jl2{O+-)7b4t}wvddjSZmwQ zSf=>Z1J_1*w@JMyLSAG8OX@zMO8fHV!;xk4hgl$SOlc@M*HHFAwkU;UtUU{W@3>O6Q@+sR#<>UI-!A1%B@nkXLR_#Pk5r zB<9m8FnJ*i1cB-0xnIRuK)!O}Hvt26S$3sAgi@yv*!XjJ2ipyGwv0VLps&aFj!oHp zhL%+(+|@1Vkk2?#a2h-U@+mG3s4Bz<7z0KueJ}6*ZPptKY>Oboe4~Xo;Fy7;=pYSs zfLp&lz{JbIMY-LXE8Y13BJ#H|ZuJWj@ampBi=OxmRkpQPdOyKLMyC$%+W7#L*mq%> zgeSc#UoV5tEEoah##`$PtesE+t?$hB6+VK7+f#+W|9pT%&y9hK@-noCz4qc0-C?K6 z-R}k)M#koyD$M}-jGd@3?6}s&#azw^Th{v+rn4k z-|GqN8)XZY`}_5v4_Sd&6Hg~#IB?La*z<^}+RG98UR(i==^@lTpfq}BnmGW^l4$CI z)fgG;2gqw4`T?FLB+h^*tQ6{NZ1NU>(qGWmF$X+}Q~yO^nSi`AHIH?8s+oPi-L~xa z)3V7EbB`tB8OU+_nPqz{MOL^L=va9GP{XBW*)w)8GH_qX`fh2j0G@vP+aOX6K$C*- zZq+{EDL(R=ed3MxQprd;4LP7?rYFY=F;GzQm(?1Fj=&=JSp(lwc`d8w3)Bwijn~~a zhtp6%dl!P`>*rq}_!3E=YvogKp^!r;`qNpTV~EfNu5yZ-+MlDrNe%x9R*f3AElaUOpN{; zZL(Pl$u;NLZ}GXGpzoWrS9g8P=)Lmdc{gtXd&h)XF2h?sh_*nSK;|PhQaG~Bui8ei zYCdNwwhh)`Yhd;d-Vf#CMz?n4-rgkn&DNAh?BMxh zEESFOoo`QmhL{M&-SBfNecvS+y>6t<-@h(WeLLTl0X*1HVAJ8acIyxoX?vX7;PVm5 z2J^G$kH_x2cwAW9^3o5Y9T85vC-1)EcUpySe0j!cB;SwuMYsaMn z8%PK#42uC0;Bb*8lI-^w&(6--*~fm&$%pqjd7u0*znept;FhQ5`Z%s8%+-Mj*c{18 zZu7;WF8siDt32BDI`*l>&HYy4^-pdb;qt5Xeoi_)qa^CEAU;+&^m+dJXv?^uRUEL( z)x$5^^$Y%5Xs#LuE|sYBGO(+h434JKGY|0lvhFHbi%ArrZew7Hv**o!ujQIzIqk|^;g|x zj()kP_JHxY=%A+2o;7?&Hu$~W&4sGh20FSg?``*p4y<^)cMXkR+Al6I%CBpkY;NH= z++WjM`KUMLc~RJIedWg0En1Fl`2+Fm({sD?4V8Cm-Tk@W{fY(M@Raw&L_tBiz^~FZ z{{KV7$0`1Wwv7NoPxBA=zngpD4Q7Qy=&b+`{7F0@>n%Gr1uowPLfNb#Ay?Dj7>H6DueK6T4n0Kq9XAu{0mHaTI)+l*1| zAO6zKJ&u@!+vN$(j)RgJd&)}tO&DjSXZY#%Jgk&H`-CyB@<75Du>inOC$%$E-o&MkL(Hu zN@FTw!BaF6NXj-icDUunQ+kfgvL3hRZ3;>pALoVby}l`6vlmQBqs77m0KL?Nz9B zIPB}eY-U3-cc3BCmlUU|FI>ADh*MsbfO_E$`3!rKFN`OAQzj8kvJ>!z1W6-1LOo0r zOS={_CT{TdmRK0{da8~|%glKE+c!laLwthHo}hQ6vv zHmippDD+mMq78FR^z(*p`xf{c)f;^gOEhG0ui$ZT7?U0m^Ct6ggpiO-q)B>~SIHpE z3{-6%w9UG1feAmZxhz*h_u)Mp@2N}#mwBOSf|h1(Y0_@(7MG(g%g#LZWf+zh0P027 zNkrv>epG$}YCyC2K1a?nNgco)sO(hv@iawFX>#~?te%H}?i|vM+U|Z}7GBr;G`pMY z8AcKxfX}Emo^7kjkrw63=k^;@oH6>vOa8I7-SpVlzwn3P18Q6Z`O)F#FS+5zlcsRl z05nhbaJ};A{;hi~ZI*K{P(%g8Bs7GK2)sda3=5jUR<^KJuhUl3AH4Nd-=GoqBXdi$ z>o={~Trd99qQLDgjiHPk{Z}Agmf|S#r)OX{6@6k9n_(VN=(7)M9$(cVspZNnKs3YD z%it)Eo>VyoUCSXfi(F#Cc`-SAa{bpyenuQZ8#!|$B#j!Z^rZollbU;!wvR!V5NVQ{ z^|}7o1sQZgpTXM2BfLIQ*$R8cB8vKxHQ!yk&y=2%k~KjTG~ZlY^@(L@c*n;-!Bnwp-n||DgYn|`s|fB=2cXa5F3kvWn=kri~kQ}NYLN^ zQaBlQo&R~J(XcSwztgZKt=xk9miWNcu&FN{0NW?4s~I(X%mKo8PB^m8u!f}LYCb<9 z2_h~X^r-L9A|A+Q-Xw=Zawt#{tzh!{9}FKyaQ2ZCsjtEa6>q%wuyeA!=C!vq`;k+; OV$ZICopn1Rv;Pf2kzH*7 literal 24343 zcmeFZRajL~y9NpfQX(aypnxJ>Dy1}{ARwZo!~%m}lyrv)BBG=;k|N!)NKugPt_4Up zQj+JJ;J^2OcW%zP+ZR3$;94`r9OL`m8q@c|eK|4`IuaZl95VU4w^eX(aJP|vL?_`d z$?S)oI5_yHO=V;rpk?G_tjw)!RIQ&pGn6y5G_)~&rXqI>2j_;rzdFj~g8CVW$dWv+ zD=ja(l9K~Z9|#8Lo2#_H8kjjS%(EEc4l>V|{#d^-9Bs#v+&ZBn zEO^{>nLLx7<9T&cKYobVRlB#5xwr9feF)(UVa27N_+B}%xXe^L(z{u-b!a@F`9KcW zXZUqr`i+LmZHy(L5JJzLMJ-{^`1p{vB@i zZ|@I&4EhjGGjD3+6WXo}eh?G0kONk;FaxtIJV)+jYnBz|b7#)RG4*XJoZQ_CX$Mlb4=-LI?m zdmB3rn$h7z z2JIpWrv>XmFWVaYDQWL=#${HC74|Fhn{kw`Juo)-jLmQTsSqnn(bwA7if#z$wbT=F zx775*$ZEu5dTeLyt{Bsq@!0(u=!&*!J^Zde-J7jHEv$X&fY9TF=lq~Xk>I>QlLm=< zsg=$Txj*9f4J49y)XksdCB$n9YV6=KHsZLKIAMs4PwMRb-l~@jMAvTxGO~J3jQo}u zYq5>BiG4om^$UgNwb8fHf6izdD`(c_yexoT%1X!~nKBJ~I23zJyN^eV-QczO_nPkp zipn!IZ(b2U;d5~iPNVjxMPW|XWm_4fxu<*4rrIu8rswsHNvg?)o@8@No>=BTao=*{ z6|=nL`OB{@FfOkaHR#d7I<|Mc_>K7|wxE(LK5-Z&%_*b{xJ0>sGQad7d( zmXCkH$77fBB7dCHapm~vL@Q;4|4tK!gDc?`tq^qlE1ZPk|4#CM!}b5q?D|EijIWw< zzd+{g>7S}Wrd-IxmO4vvhD)P~PS7lvMetXsb)rE%SKaoVQI~lhdib0DLf^I8tft0G z$TIkmR;8*eZWzR>l$+NoAv%Ts-1cM^|JLb?B9DqJho63EBE5X{v6QNY5U$0Qu^O!o zr_5?&Vo|<#M~g^m3f2dIZ&(8J(W3gu0_%wT$@Cq{qbdJO7Z=ZMYRAUzc#Y)V_QHu} zStw&it`Y|?oJ-29RagJRhvOrK5>a6DUPaU1Ia+y4wgf~g;q#5{|BgiET`X@G#8QfU zd0X#seIQHWv%1r155BxmPt$1LTKs~$%3O8cZEszW=MIjy0LiIySF7~gR`2K(n1u*h z40OdfPlXFGc)w--Xpa|FZ5%D0^&SV0;p{nK%P7TbA|88AnvD$NE`1@Idb2j~^zGX3 zFl63Tm%$#ATAyqc#f3G0SNid6M^gP}=C3fm*o~#(K|4_bTuHd*{WireN?iP>ym4L? z_VYakSs2S%gMBf{60+I5uNnMvqLRb^|86wZqF*qKe{-wslixVi10^4gn%sfsY3 z-V`5?$ly(t^K^8b;8v5@HB+(weCh##7$uhc!i~o-3CRnu8#X-3)GbMW@a0yhq^C!k zUU}*3LbFq5gl)XXr?@UtMV)F^Krk`Y9BI*$uEjf=_hNTx7-RAC9gU^!+x^|G$jzt8 z$5-biWq=oR<7KRSiNjSbr zDJi@dq7}M#`q_`A--)j+VV1Sqq~2#?JF_-x0IBgs~XNH(e^-{e10N`qQ89PVa2=>N^%yuGZ4my|(Jl zO`7FO>d4ZU+^W8mv|Ie|X~q#djnkFAnNk+tP}?2%TTgTJ|ELZA!LO0 z9r_KE4b3YLcF?&4qpr*48kHXIj{3Qx+XVl5stV1@Z7)r-keEVQf4VxgLg|+$llfp( z96kKoyjb5$JHOHzng8?Ls9>sIQ4l+M{Owp`3aoq26E)i7X?+);Xyp_8>bc{4abtzG zsP*iE~oluT7}@jsp&&ybaH9NZD(i?a5|2ljz7#pp{FAbqrWs*LgQonr0Jb^ohN z|94Vk2)+Mrc#r1J|4pQ$M*sh^WV|nY67#7;R`Dw5%AZ!r!4DTj7xFvr=LNDT)^eR# z-28%Lydtq6@C|x$4&}LPPhSn&wu%d(d$>jC)AJUZg-72vlm6i(x-IR+zs=5MLj+(x zrYe|2bzyh8QrNvUMjW%TJUSX7VEUAXOCui&FhN#zKD#w^dcsUaQwlty+cJ+2_Wn9d zM?02cGbd{+54@689w%$mk`*=yle0OtksUVC;$0%CVv9KpYr>=|_Y37tG3xeAggN0hv zF9>+#PPb}Y6CV*H#Km{JY~6l`Rx3-dJYBEcMWfuszA>CX1;eVJ{^(k4zL!}o#*3{5 zD{43MSaN?oXr7cu-n2dbbqI%QtwJ#SlcHgV$cti5S4VbzH<Oc)DF@>1Xb;qN6Iq^pgR?Ds(9_>T2^-=$$wS8>N&m`HP*hc!nBh$O*Q31BOT4R zt+mNUEnB+pSkdG9OiAMO^yDC!@X+JsvOgchx3MqJYQI?@a*-~j^qE_R)p))Ll4I~Po1Cd%So7QjXgY9 z9e>AGCPD9s{QtB^D|K&@sp82nX*x^-7cAHYKxcasMCB{SD1p?H_sn znpM?hl9dQ|4?uwTCOcG$<%3x7lwILf<*KPZ`oOpzHX%SFH!Z7TfKJ%b9EK!+W4?E{ z;flFe@5hpkAApNGVS0}THk-spIyfgBUkZf*?&SURB6eT>FWl^q*v6g+^HKWqqtJ4A zF4E{N*@^-kzvqElkzb&8=huhKMG~kY)#HXol#8JLNghhBzNj<1SijXFsksXysN(^Z_iy*KeVB zzyjClu|TpW-`Et+zu2X!tmH!dZ}w2!z>Ur!KY#s74vJ(OrfIIr#vIGY)CS{s-XK-8 zUML5nfc&N%oDuXk7>Vk=%zpeV@U`NA+7z0!U&gF_Cmp_xVNne2Q{*fE?XjhZsX4hl z{?l*p9SxUxLomnYpjD;T{?5j5FELvbHmvZW^6|6pVEM?SBSbIhQRcogo3dHQ=vmC9 zUt%+9cabYC=8RAk+m$QDJi4tnCQi){mE?)iW>j-HKU=>aM_Ow=TWr*VkjF9dz`ltmJ6^?0ba-S^s;|`v0>m zO1)Sk=kbfsy_rHbzwhpDje5Fw|IWtsSRMZL(#lOlKWK@%snk14v;Gg<;%iAI zK=CgsgpSpF^3=Jn z(w6(ju6%%3mM?~PHs)dV zndw=Q+yA45HF!|+vr|=5SVccvFPn3y42Cb7d8u@nofSWRZr)B*#fyc5>1N&EEb%d> zoykJaYEKEXEk>X-SIK1ha1PsK$ou{HDn6%Qf-;)t_IIu1m9VnJ-^57u*ah6Zf2-rM!7V6Jwi7Hz2d&PqCfg7-jz6NZ59{wU}1*% z-b&3<6Dll&^b9*TQsWKT3fy>JtK{JjORwbED{8k+CeD9DCx9QEyZ?sXG8<6NzlH2&pZg)1~tZ>fh9!%dCmm_HH=-qifP<+tQs`3bgW!{6*W<<0D~s z2cfsS!HO_miFlkc`CN{+IWy&d`WVV~G|xBy1;UGEP&jnZzEb=71yEyhcu}Rdht|{g zq$q@{&^~(loRPv-4%B4%o6-MfR~v!Avjcdp4vjx6x5xc{P>%q3kv)U8FV_oS&b6_P z$fnfMay!@^JshC7DtkgqOuRXh5HJ9wdf_##UN-dhljT;Xj7SNQiXvqnIZ|AlzOvX> z9v)ywcT#iQ{!WGgpUo=C+ee@uU{@7ar{odZO}f3loM#q*D=ovL%-W#EhPmqfPc6x< z0%2qUwKM8@82vQpaDPj`D5Uhw5`r*_((fBDM|j7IyY^j;9M6e&e%8mo z4J#MZyrdY)J*%gz<+iiAhz5G?m}-`wMf~CQkx1YbhJR~*SdcaY)?0G70m9mI&n)h4 zEjtFakGlO)a>N?~FqDSE6dFfR!l*fWy(klkCJqVbHy%h$iJ{vGS^n2yRivshpr2VL zgoD+-YR^<6Fc6wGeLSE% za;g62^Qe%B{eI(E`)btu7y@Yh>4giYV?9TpV^TJU`OoEiKj~zc zqm%RWwNm)?pB}r5!fE=I6}y*bmDKicey$_PcO8EgAU>7(GuozsV`(R%0$LqYAKm~J zsv1R~#xi_Uoed-N=G5v>J#LupGwlh(uU;(P7fAYIsTm%{B&P_R3L4Hk3Qpd^oZl? zPuj@Bx9U?dTv=ruD63x$1iK#YK@Y4BN!Sn9v!B$Y-;Wk?824q<28n0!TUutWFE!gv z(Zj9_xcDkGZRdB>werk666Fi6MkVIE)565}*E^GM3yTElm)ej*f)-S3 zzQr#wM7Ncs64XiNmdm$d=p*QFSjV9Ne?1hHAY6M}^-Vo(h?8Wod2Ev9;Xzx|j<&}} zw)x%%89aY~lDpUMYDcER@AKcV2w&szTvuvxp14JE zlH}5flc%zw#~0@(8OORiJRZE5_=e*uaM;0(FS7b);tDuf1LN~t+>0xhD|UxMa}-c% zO%6NR*f1(s%4BgZSb8DznXtkK2*hPF!)tK8YSI?>LtcI0jwY%!??js>%F@@FB!u6zohoLr6`6GhGTdPomF{K@m3${LexoAd$z23_ zjw?y=CkM3be@Rk<&g?5pGMcZ+mfRqgngoSt*&%Pj{$xxKHuIz~x~FM#X?VWSwVS=L zW#|u}#mr}hG>`jmvI;!t2HK{sHcLvmX2IP|p%pymi~< zLl{jfvFPnAu`-T~tw}mJ4Lj;AU(gNCwlUf+5@wBO;4GcN$~l7 z=H>xc_Z4ilWrhoDKtw1rcvu1;rm`D0&mWfPeBOGpa%bJwFk8iRaIK|_-nSG*T_FGv;*Bq7q zRQ&7!=0$m+{yq?!SrI)AF%E>n-45eLElh^#3q=>8J6?>;C`_`c{p*xDRBap9i$TiGOJA5fQu60yMUJC0acU@ zS?<);s9PS|n~Kb||0%HW zXC0TD%UVNuBI$o>WcR*7@00^Pyym=bQg#=x6tKH~U}nSkFWX3G9Ww}$j$8c4^LWsj z{3CCqJbad6Ff)uP((#KqpA|B2P4I;NJXSCwqc3HCxpZVXrNrdPi87n@p05vUqI2fy zUJ1ogiW#q@ma`O-Bg!sQ2A=k_3Lu5FeTN6TR_4Tf}z< zINET-yZl1FGzLakHqEh{Ro%&33Js(2cSws0AMnrrL+=J^Qh8l6sRn}H8DOC$w?E@M z11HVRcL?nIRiH9#rWX;LSq)S=;z3Gue*S?f=|Qafrk3iQti6;O@lJW$wJyXPlB&Ys zeK9oVH)_g;0UH2Cf1(~e*zkG<1bbK7wHtz@^w^L(&E0A)=8x~_20$Pe4$>pu{dWzC zcOJv#T29bLbDPBmfmWge^}oZ0h#~SMLf2d$ORl%cXr!vJI2OZm$9QFhZ{TkW5dC?8 zj7AHA$H8A?M|TwF56Zq<-7=Qi;-^BrE_|^h^5+w^i1Zfbr*-plk$L}9k-UE}?PH)lY)P}K@wopkkAs*!q-3oIonHh5lXo}D=BH|| z9#c0?>_&IO$s^RFcLuCUD8q-_69G!ZkM*3!2)H!TKhvhs71>{|sR-hoAYsA$LF)Bqk>@g{4+J+*Sgo#SM&cD}%lvX~PST z2^LBzrXT_#%b}S~JWVgn>t|UG%!W$~Ftrz~r1gATg9A|1)9YJWH~Sf#u(+V$8MAKT zy>0cWx`wMqY>~g^T5QvA7}gJB4&Bm{-EgMeYeZVpp)Yw-b299n9Pxeuy3Gss1b2Sq zgVNJ2NJhZhjz|pPc(U7!{an}cR!cB;0Q_6=x;uhY*zx@Kq4*uoNC1!Sk=G61iO!mh zR+JAi4tw(Ww$d?DV`<9B8N|+M$ozegfXdhT*duQi_@*!k_-*ClNcrI6ozWsI{lQAl z%8i+J<^jIORpf-(cp|FZAD+tl-52rL9($W8Ot5CWzpqZGFe%U<_UF0yS2U z^m@-78GQgbw)J~5SsC*v?a-~?LCOQ=TO*2IKt_ZlOFt(HXg zKZ{p z5aUE!pHsH-8EolrUgtSF46nG|^2o42s~457_cOdQ5tPhBlBJEgZrd7Fvx=7Z@&jV! z1o9n))ET-;){h8L2S+HsRL*#TWWD>Fx~=!aprzo5ZskdY0Hqqx4B3}F*f)i4UUpY6c=0 z6YW<(TKS+(bA4UpTUt*RpLYJQ;L6{Cag_^IIAjQ?>nkYkUaLx*(mvafXRNGK;a0-Y zFa339AV}h;Y~D=iE`O`ogal8DU9@iR1X6mX(h2f!-^**`>WUiDO3V8!a7rHZTN$k2cXk29~wR5K`p47a#X1WeWX*%HXO|XescBLqT zXs7SM5aKeDu+Ps#-LxIr!-@7WmEHSEtAAm&ftgV#oHIolq${iLZy`EVDO#a9eRvP7 zT9}M|6l7voj{1N)ZZwf;|60Cj=RMotlcz7t1g<3RTv>WAinI_>4vy-kNUMt3wVJm^ zZD0#vG1>Wv*)Mhvnoe;%hy#}+2|V0X+Oj|AopfvlL3EEDealyr_KW0=$q2U#&7bc1pEeOfsEoyQlw&a%Tg7%YPyPV)lu_s}51L zrO&ik+9<5s?=BV%f~qleHcdM-G<0uCfkhNyerIC&^d*Fu4?qgP6k<*>dX>SP8h7Mn z^sNv;M)Y_j3m{P0VbGk>4v8|e3M^^zwpQgEp{73iP{k#7&8-C9Y5(w-+Pte>>ioxO zi&!YIZVj>RnTYTZz9BQ)KzJRVZ4q&gx+cmn!ump{`Cwsl4B#*{(hEgBy1qUXa@)3k z;dk$GdJ3NqnCX%Z3y&ftJu7r# zQybV{s>0K_cO?9H$B`}!6f^=y4NVW%PRZooeef5g&czR+OV*6|`3*Aw2#dh$()o1x z&MopWQ9LbHC@_3_WqlUXU+0xMft%%5xbK$6#Tph&z6NK=`y6r9^V;*4(}jtATOhWU zbl(yAJKK{HsW_Su#K_~SdijD66ZVM;K1vu231b@STzGs=L6T+#!*L}{6J`6bqh~-M> z!;c#MZwqL}1N-E~cU_ku{lto#DVR~?O=R_>4B zfP=)K`?+A-UMZZ}{!`EmsidztRwF5;(5 zTILzI79z$E^bFn5(qM)%khUCUW7jJXcLpTesC8Bk*{VD^R9Wboh0)4U@DidH=*p-@ zj`VX$ViVuUH)92cX`!W{!?nCS%M)QnegEdM-GFH5ccKSiUEGE0@8EA zgpYPzDyi#&u;Hz`p;|H`{D)FHUZ9RHZh~J|Ov5t3a}QVF_W}C|W!w49_viVCGyy0r z#<(uY-)otS)>fg$f69m8h`jUe4=H>!aos<6$D9(OSHl)hhUyHxN4uvOlzVOdYGY66 z$w3njb}CC+Bq@e{F#D;IsXHsn9Wocgf zBDXJkOOcr5CGk~kf8Uq(oJ&p7ecXG>jI19$ewL*WZ-7*0H*>xT*Gkz0P{8mK|Fr{Ac%#gs=N zPz`j)o%fFEOo70uCJKwY%zr8m0fbu;=@~CX%((7v^kUkB+Y(2c(yO7*4HNnRAuH|G zSj&RuIe@sS;e3rbls*wa&m_#`rlg3rbrDk;ar0b3pkA{KW|scFKZr z{_RN>IehSDhJFt`{td>9t+B<BfY*uJ+xo4XWqma(&%<-wzIT0I&Eb~z2BHYdjJw!l93ph?7I+stVSBpo8g2v4~L21qTUUb)2%8VN0 zf#(9~18B3^7jD`VTjT*>b1sUwg=u<7vGNig{s?(UGNgB~?%u%L1`#N16wh_-qfjcR zPGR~M*MX-XxB9nWj{auw&Jf=%nXEYfuLhKK_s)}?bfb`;-Cpw44v^|1(8$tT%*^5< zjnf#u_xWn|Ua@>PjJo9j!)6V+q+QtAeDf?2P%LvVDo(~96pnd?LkhSRU+uInz%O7kO;3S()8J!yCe!Qi>l73}qX2lHhK5E>~SC-RY!^-P$IoXMk zQeY=awoFCwOwaTIjTuBOM>~!@FBvP4+yU$FQ*FZb^catJ{#B@BD+zF^0p+sMls-9L znQ8Op`=EK)@HZ3~q~G?Xx|T`6_ZA1w6mpg+cl_!uQyAlcgi#)Oqv+{RlCX9Qa7WC; z=!}^gCw&9k6Lu8rWz{k!#{i8zU^biX+L@rVe>TMf3lI=$U$ge+D zPo;(>0CBF^liUpNq(0*3hreTOf&4{X{*?uo;YDytf>hsp0`KCp5TUl;>fClZvkk)S z(1v}|lMP$Wey0V|f%kysiB?S8$8(6bA7LB$D($@80V*YPTYz~jESVDMudZo6RNQVs zs{?YR=wz_!(~aD+(|G6Mn8u$!o?ybFaFYU2#nxX)7v7$}XhS`n|D*v)t_&-+2}q;D%{fxU{@b9^Qimen#sjic61*`8V2@c86XK4NAgw+ru-hSHptnphj5m3> zjU7m+65Hw9(D{@TqTn3Dd~c+th|K%4 zs~2YqA6MfQ8JD~XwV%2#Unx~+-aoXmhpg`0Eq9;_J>{;BMR~eA0S)|=KGCo##-XQ- z3hyE90}?HkvHx3oa-hz!%nf$>sxmMCUMVF={&D6w|<%iPZ4SXbS5-Zxes!u z2Nq;tnvje7b24X}_g{Af{SwLF^%Pp@6j|L&HAvX4_$+J{gAkkGfJ$i84r8xrOUYGA z_r8?jp208Uh4`-v`9n$k17)c^EX394-;DqHUH=RScsa_Zo+VV=)#3ehX)M4tN859B z5K4f=_w!z?{mDw05%-(~Vg0Vd*tZK$`Vie#e+=n5-&BKwEf+w{3k!LzALh{3+0O{_ z1@8Cw(+TE+Q4%SkX4-X|e)$0uAXq8n<+m?Rs5}Po$a1m3$QJFi-7W_y@|+1OW>UHg zVtWOm#7Ucm?IIAiHT}S1Hj=h*lE?4ht?JVoXm*l~A~v}^2=anCgq*IK{sooU9BOY* ziLLRL3xEK}pmIA|dEaO+-nTR6DA9S-M-`yMTk@0{b*m!hH(v3WVVV1Eh)0sI@4gYD zqbLCchF;tyzW}UU)ww@FOEBkG8)!UXT(yBMb9)}_g|BH}Sl`B@3ta|aq(jQ+lF!;{Hq$WV`LLM27BtlZQmE5nN2wKcRmT;+>$)}8-U?C@pdwm=*K;;%FEXh zre5!{UWE*s@D=)qq|7802tO5({yI;#LNZlan7OF!N5f?lEn=Sw-G0ZPy=`L=m=VWv znXGDN=^Q73yRCE(w1DpCNfkxb639WWJE|g)<>6Um564k-?O_Os5c7O<$eP{G`YaM| zK?0{kf+L_6@%N)w{DkqlS|c8%JoyVIRgKH$!fYsuOM*iep7#Wl$^fe$%;RcOy#pbB zx;1OsFEcM`XS^KAHB^ka6Re;?U+D(SvnTtBj3ZB_TB?ev#A#)p46n5|v@6OzyYme{ zFqkVaEmf@^_I@Vm%0vwszUvfxPL{CTms6AB%d4Gl@?)b-&@CfcgTa>U&;6(ypTvJM z_cRU=GTgAP$}E|p6TXsVAnd|uqW7j{MkdT6xA0Aw2wo~__B~#E#wGt}-bhS~MYsgA zDi*&!UeYLYdOiq6T`5v%v6vG{scb;D50;@sSg;XLM+eB6Q49reO-B>Hhd7}j=>;%e zyMe$NQg*5Qyt^|hni0pk$_<-r#I__Xl+~qzu=#IyAaXX#;5gwgJOE&-YQ0=o1y$lE~JPy!5iC6!0o!e1k>pG;aMD}D6h2u zB#f7LLn*f-QBpsl zOIwo*g2?pe;XDy;bOtSihRN#D zUW~}8#8j=84Ej_I>d>LR5QIg>}iphFBjxyp=s=tQ-t&DUz?ATa(AEU_oyzMWp z>1A9Ari=3Y@qF2kFXVa<=cRKwOxQ|K6tXtDZ%V-2$K-7fT4I{-i>>~csk|z;{@#nX z(Iox~Y%wBnayVP=(9w~|LV~Bok_`*ikxZ|D-p&Fw_+|-u0Ei7!*CQy0^1c}(c}1Vw zkYKFO8Rw?BPjGs3I@lt73kw5x8 zrO)ka6^scNf3QM^LCC#b_9|Tj0{V16_7*%^T$epry6q9r=7PU>8C!y0v7Ksq?#hQI zH{ww}FJ%6C@TcPLb;c|t8Mhvy(jGGcd9=H;yp}RmU>q#;WX*G<(7l4LdI@rL4?A3y zmoJjFrkNP{B2v8*s)`?1uQ5O&l-m^XO*o`!uLb5BwWcKbcE(a0hG zVQ^gWF(3)v{Ta|1XI1Je)*84pAo~6GL7}-;5&0hM%y}F^9gkje9C}XJKQlhha|=zm zk^u?hJ;*a-sa~77=Qs>D1hEA)j%M_yA>s$U-L}T(cdjZ}*fnSCjf$*d*9ixY!ckrk zk^{qZPVP6lTD7MooK_y|K+wD6?J7SapU5M@VcZiZKUb)&6KeKKtLN7~a*hknSh%sx z_7YFKCUbZw|A`N414l?Y)n}8xItqr6{6mU-(b!$2y9SmZM3klQVWG&890MDd@V67C zBC5_r{74*wRdAlB&D`k-6u|x3?z+S}jyTterx(7C7DR`_Fx6)kkCPOsFM!xS)PL|i zw&?_-xN@Ie(e-M5O0Fj%g{M7`td>jC0g$#r$N!7D!KY9p6?R{AQNS_$ZfkqL2gIF} zYIcLSDL;e$6jaI0STr%VXX203GU@t4e`heYv^Oe@asxAk{;!_NOx5;|6s3O% z*lgJT4+IE!Wc~;Tm*4N5+aN?G;A-SH7?zkn4o6YT|CqL08qsRfk842(u*-tzmi7FXl{GAWcM?vE0Z z(HUr0r1q}|V@XZY`Y=nSTsdFBdvGvbiS^jwz?FFTnz4)Uil zWiRG(k<55h%pk`Ee>=W^1Dri8|&^Y zKrJoV8U*0x_Q3Ueq8b!0uiUkPf|fvgmd}xVhlWm`Z(Z zoI)AwS7gG%*1|F?4DSsZO-?PtNL5ZP9>vbztQmsGoBI;=0hN1*#)M1bT8!@Y=vbAA ztxm_dW||6DD}-&x}fFef9VOiam?yr^ghGq#vc8PC8%3dZX3H;;T{_A&rm4#W=i-%< zNCk(6ps{vl8kW0k7&?*b^HGwVs8`@WL5NpW*(jjfRcFm&mw1f6Y3b{SWO8The8}@ABuge=_LZ5rQ;+PZrv^2;7V= zFi!f5qjeLt{;ajV^8zzsFi!gAy=78`6$0%d%f-O!<q%^-icdM_4VZkZ7T-_8_t_ykn)rj({7h!JzhcNEo-}mM!^u zlKm=Q`FdcqZOcu|dR^Io)<5MuafY8jmIW(uP7CrD&MZF(a|f=Z(Y) zj6^gJBZ0o;h4BWiEP?;kD$c$ZL67&rmRH@!tvEe*Ca+!|;|$pPwZZVtW*>>Vu{N7BIw;Ypwsqi(H00n#JSZ}3Jd1&#!*Fzi zUtGPzy`Hxk8m%-jGl3x?8ghdSd~y6(qmQ>i4ft!0P|rbIypnpvHAF|H+3? zyt6#optWlb2CuyOuM;*r-Ur??@n+0Ex*YtNWCL*$jo=AVlR!f-n-*ZS9P++~Sn0nO zUkI?OV+OZi9%cdMdNo9~o{2gvSR0o$Je_E8AUxhmc7=ZBFiIuyERYD2}sH?7oE42XmS_3d21_F~xzLp|(GuBbYhRws;4FyNJ ztB^Pu`Xu&Y%MTaqY+YP#a}kH~qUI!qOfQcE7EOoj{$>+@YvQyuvg?h)Cl$x@uj*Kj zh&4+|`<8isZn#a5Fl@*-w8dawkg7NvnJ;(jn4@%hb9s|AyU(VSw%o7(>?LuI<;s=5 zjG_@UP2K0OBcs0R{%)vIM!Xe-$}1nJqqDRFq9Dq+Ki?=&gj8?kVn z->BGEzaa=!VAids{R3r6+4frmHT9^(CTZT&-MZtdd)eZhk7xN2HFN}N0Ufm3r|m(U zEs<9@jo&2^@z7 zInGBUA0ny)o6DD}7y)3gcM1iDqhMdUewczrWTi=Nn9&M4k6xwTsBrJ_!y%Y|pDW;2 zCnX-33ci-Lh5&JN@u1L_C+8kyzCDhHPZc&B<)AZ5YV!&68vtPpU0no3qT;MkyQHE* zL+}x%WM}@=!N1g(@H4{6{#hy~kd22ov%joUj@$95@ihV>QFD>2w}2RO zd6i76LP63uhjX2!+a_nrLsjZqASjDkc88>`u2;Ym+B!X-)FfQDBVNhnLj}+5{*nLh zbO)e>f-*b0A561A3tHD2GU2|qFEYd2n`$w1t0)Mk*`^u*rGMs_q3_x{uPw}ER(A$_kFL(`8c z&CC+)A)!OUt-D$!tsEniM9uNNQ`e!e*(BU-ir>0__<$Oc6DYW-cdZb0eug+w)tZuA zY$YnaX7MPOcW)d*u1tdnBaEukha9(twubfGnT|y4Z04CSc>w4S5HSVMe1|{^=FL z+=gv&(n}}4A2L)c9|0#KgAbtQ(ewf=E7|WPrQ!T-bRV6Jp&AAQ;7W*bIL9S_cutYR zt#iFuR>*E3*u=`(J#Ec~?6JVXYd-^Lj!#AX2(Dgw&);Gl+4vs%DS^u(cc{w4OdFJb z?}G!_`C*z>w)T!bP@Afv(~b5fAg~ehO}H_^mq&A4Q*&D`F8_H3sB}jVutN)$y(>%A1oG)79tcU zBOnGLG*7bDbF}#~lGGZs?jz*}3S%15U)Q}tWla-kn-hB%94D_J>DR$0_Z5d4LV4x` zu~9&?QZKy5AQ>L0c;(3G`~lb&VN=6JsRS~t1vsogeqa|5~dAbKYA|3&g#Qdwgz zsIY(0Oe~Nux4@Byoc)lsDE74lrOn28mSjERM#|{c^5}BKcb*_c8+MPQT(1<9BHWVP zHkc?fE826(0{Msx$`N7?Ggfz+eP!NULJe$=i#wl?_M$F>`YO1)E^k# z2dCxksku2GmdtjE6}mvpfdOPEZlU8ovLU2DT#W=7IUMhgQo1L%!Qbga92c7=eNb9A z!JEBuKaR9|2GcTBWHC4uT5HM?)v{(k2s;phB;Lm!KdqH0DP005mb7*iVU};mMrfV6 zWU)VWT!4CtK-?(dc7Sa!*Xqqb5Z3M=4-zkhCawnnyUp0cy*k*4M*)KYJgcNCQ!O9a z4Ts=!`*W@@jQ{S2k{sRE1v#eO=S$>W!@|RML14-V#bYzypiPG$++~>(W%CYmI%|Gi zK{4%=!x7Jc-op*&kjS{W3U@gG8mz8VCF0;3@s}PPz`Hh*Hy(&F9N+k7k{{g^?%IaX zicKO+vo7t!mZr~dra(h7DP=wCV*nBw0pkKnNAP%>n`w~Y$K?Z&Qg!wsft`gw zP<}d?e8@X%{`-HLqmX`&YS0!p2OSpD8j`U0Rfe;5{6Di(&r54PbzK^g8RmdpkeAXF zIq0FsL;Un~YE_P>`${ej?!k@ngbVAswvwl*9FO*lJKguXlK z_(vzl7h?lDsT=m-(($j?p{2JLUy?goJyKP+fSvxo`f5Mbhv4^&wYzfLQ;}Bbcl^#K zujkEjAf^WF?3NT)p1g@m(T8#5+h_FhxMxK@bGY6>FyTyi`a(89%9ONguxBI<9K%*9 zbs?G4#=qsCQ)BsGBu)zf{yod9`?cAb=`SnS7%6z}ROb#p=d4 ze^@(^yE22D@3K3NujAmxLKSl#c&rouZ- zR6EBcj>pN3v+8;Yk*Fp3=nmkz%Wj)6oE5;`ku(vHDBNs2H2p&|kgz{+h`$|IPHjql zd;~fCbMey_$RdUd!GQ^byPy_vyj=?iH)iYT?>Kn4P?8C=RZXdmzXS~X#PQ0VA^^@vjtEXY!+^!$ctk1qVkogf&SY3vhha^Lp!gInMs_E^i{PJlvA})mxH1plL&a zjNIPX`_qcSI4ljB0)Q`o`KkkzW&yy-De>3KxD=mZD@J#Qj?LEJVjV_N zOUEIb^Kr@|W=1(o4_UtIgc^Cvt%x~}2kcHiIo{dvD%pZAUOdgBSu?S6RQ+k@uJ zv`yJH0w+Q9QKgiklvh2M$4XYbH~2VhJPo>^006SY8=<%?mTo#}Q+~sGl!o#Gs~xZd zlrit!=^vdC8edSSwz=0kjAAbM zDjM`-P&vXZB`El48_3WwD0ofg9r}d&LLT)lM4daJ4C#0GOF_r(7yIfrjI|rf0!sel zh<+TJVC&%Ca-4+9!1}wxu$-vn-d3_@IU~p?`Szqa{2oE->_Cn|V6ppHgxS_=lnb>fh zLLuPaxBT1|ATcUNSdeL-eGIhQgGNie)|>uLIiUkrx@VUUm#yKI%_VED_+t+z?Fet7 z&bC@n7Eh?I-8KcdMxv^@9Kcqw$Qz#zNhjf0<*b;Xv>(%l)ns`1NClA}R>GR0AYEWv zWUIRj5T)IObNRg-w`aA&01h!l*$YmB0w~r$cSWkW!i=}53uzA;e;s-Ctwvkg>xdzy zzIR7(Dw{3|H(lc-!{x-1v_vidu~;Tzck#Zf5$^kYxRo8_+#DByXZ?{g*ScQC)aLJ$ z6{9Xp$}vu5jxtmj(A(N5>T z_hu*bt#jNN$j6QAESVdq-%;8zzTUcS)^PWYmp-JMpcz2hR2^6=D}2&=*Wyb~a|Bv)EW6?m*j>^SRB+;v#iKcHT26{{bQOvj`Wu6fxrir?ZRGs@nMItiQKbhhHA*Ia14 zs?hEJ3AAa{C7H~vPs3&JUND(n(2eWZUo7EUlnf($&zGC6P-y&-EXRrFtE@4osOS2d zZ7Sx7p#mcfEXk)QEj&JVv_XJF^u*UyuW|_OQ}77CB}l9l2IlO|4u^ zaqCm>5-S1Yd)MFg;SP(!D4aSrUX$${Sq(Oli$zthEI5BMu|D=Rb)$pUFwmKp$rJ(9 zP2P!-s{USbS8o5hntSeb=)c^+wVtX0oY>f~2XDe66A<)wo0s8{!_ zt9|qt0R}&qMtk2MRK8O#!wg07j5s`Obg;W}xpiW5@zEzC&M!aw)u2uv zP_i=Uy&ndeNPCle!-mc(n-U%U&t{KH^&%I%(^A=zVZGFVeKOHQm~?veFhz`XYE<3r zzA|Axe+S$!X1vWS0)ldDXO-ElpZShKqsQyb%P2~ac0j&6*M7*s$GJ7vu%SjL!#72% zLFLfeWu;5r?~ebbTFHPB^VieZlqNTswa!86RN6xr74GZQ*?$>NxN)$8xU0#j>70i~t)i0x6RWoYBe@SB;XK(a= z8R!VCGX*djJ$hwb#MZ?BB2C)s8q|gi%L`lid3c!b7*c>Cj-LJ*|;V8cG>FVCFk9J7r~0XU^}kH5INs4r2c z6F7>-)TVJWKJSi`j)<#bQno z57A8R)CBOQp4#`kL*o2}m!}SB;uKX)KVMljI= zvrQ^mfpT7nJOBClNGqrPQ1-EB{diORUX0y(Hm4MjCkf*T{bJaLmxNf17%iU&v3HhF z^jvKNk;AywYR+Mq+t}2dJ|`86m?zU2SP9=VcJopY&ptc3*f|^JNCADB1^xJb-F(;$ z?fGP|w$ny*c7NUVG5@>clgs~^H2Ug3d-vge3E>qFT?CDMOLcc zo~rj11DDro;|yu&#to<0u}7A#QRp`a0M}kfN~IKYfy*=xkqIkS$Hl5A=_l>yuIz0U zJxR$l-v_FHSjE@m;7$5t!0<{_50VQbGkeDR${&l}t*OCR`EvwjE7GB%6GzsG6v7@~ z(`!5FU{2UujYkho)+CP*dZpbrB4OyaACLUr`;l%FDvY-{& z)$mw`wb#q|^~gOwg<6?cqFYJ`JBKcj%xaRH{nzVl0<2OUGxEJwiYX2cz~&`GZ*$X1 z@mPAw-HR9i<~VyfYG(}jw{u-T$JHgeE#+e2o1l~0e7{0^o+InRAr}!adLLye`>?|m z-l*H69qKgvb_LLpO#~kQsusnI9NnyJWPVef9?rZ3LVQID z+=>!K>9njzMi>8egEcdat^ODR{FjSo2G#Ic|Wx7yop(CzcTSUOj0GSCss(@woYN4@Ro=`YJM?p8E=&rCjiGDNv@+%GI2!U_CKIcw diff --git a/vignettes/scaling-semiparametric-gaussian-plot-1.png b/vignettes/scaling-semiparametric-gaussian-plot-1.png index c50ed93e89d3d9cf94eb97b6be766393c9b4a33e..cb8a81bfb673a53ae38911e6c8219dd9cd866fc4 100644 GIT binary patch literal 23894 zcmeFZWn5Hi^fnA5Ac&L_N-HWQaE=nvASebY0tyTm^ia|rqM{<80uo9H(%oHxQX(KR z!~lbI4M;cd+T-~@&-=dLpKs3xeupEoXW#q2S6u5_*V?Z%)m3PYu^uBKA)&c>L-`H~ z3F#K{LrDSulEQcBOF}|MYpJB9iBVEfva_~x(6)d0*i^;T*3`lB@g0?`BqUdYgLTjr z>^h8cAIl2`&;1PONlAH6dmt8GWPPXW+2G89X`v17VwiQ2;@g&m;aJNHm&f`d;luEU2KBsWtTGpagc6H16UhSjwmNrIKL28&nlHaxSQ%D^scyq*Uk*R-&$`lj_O~g?0n@hvv>%z`ZZj43(H2#swDl+M-zOT1N%T&|(JdEr zM8CWA()ij%zKk~qjYBVwPV;Q&lO1(j9tx2WOUvdz+jgx*JTpd}r@J~}*SF-_Fs5-R zKqIv9A8*FdBV`+r0uCR>0_o#*CU8zKbA>GnztJC>mRnN&;UPg+Ry}t(_D8Pqv5sdI z`;1e1hD2ALU}{gaIsIsWn{&NP>vw|kUh%)ipN={E-1&5TijI>6|64#P&tsE^Gf&M@ z;ALB|o`rbR%FC^?DP}X2H$lkUQVQECnQZo2@ggB;e1$Hzr+Dw`j$hKAd$lSuOACaVO=u6E6`|6*S|j`2E1#Bnn^D@$FW;1bu%; ze+Q;D0&8m|O>S$?JD4DF4+y;Phxv zjn=}S9*5b2Hrn5BEMtp`W9D8rv`maYI+lA$fcf}jT>{^H#Y`o8R|;)$q{Spjp68`2 zU+r!l?6VBHC!0FPQ(W2OmEP1Zk)*?C9qHV)XcPA{AFo~_$&yQP+qmP#+xTb{b)`3; zpje%-*$_WTG*zgM-<;qJbN_v(?JQIfKR!y||1-Kf7k?rVbpamDoBO*1t$ z5&`&~l7uwSl7tL?BZVJU_#q)dC7}N2Ur4tSj{NW6kw22DTh5V?D3IJ#R=n#*x;RW# zrPh0R_$So;!sDrYdj6fWcTFrb*91?fi8eD{6>u~@llV5eCb)(%`R*O9_Z02V&atN7 z_pjZa)$fCAXj7N$$E;MdDu+xcyLMTO=+5YFCjDD)^Cfm=k{?@h3S(k3Z6% zE=q;`I|(UDCjRd)WGFrbKe`90zs~*rcFJWhivMntKtd|#7kex0@BhM0PXFJV{NL^R zKVx0Zu{X#xWY@zvq@4KP#i$xEAg1=4PcudJG^RI0$I$96&+Ls?ZE=sQy3gPK(C@uD zY(8A!9P}q{fCKRXg~Vg3AI005FW!5wK93ERRQ$?bKi^!9!RGW8ns-F;6e=Os?cd1Q zU*Vj|A?I~PICz@X%dmfdAGw+Y)y2eJr-F^l<{`QiJqs!7|HvQxpWUCiAY8G)i1=O| z7G+nx{$X*Tu*s???Vez_qyBxI z<$HLLKj>Yu*}%VJeX@Y)#Qq6XKR!uz$N3((SI#5`Wj$^R>8o;gWV>YYGF!h`ph0ba ze{*zkwL`vRd7fwgD$482wE<3I=vX43`VswDC*y8@wdZDxLxIgm)j)<`u5F=Nd#mP9 z&EbLP{BULIWJkQbQf}z?pext7Xmm!alcD&;WoQ>J34>+1_Jy6h8G}a-1SoCE4`@q5et{RrGeyxuBx%QgT4EY?< zF!22T$Cw2Ab88Rgrt0R?(Dmra9&HUZ9Sw9QwnvhDeV0(#ak(BHajq_PPJr+?K0nwP zb{&;`QG2k{=0uj8I2!N05nY+>>tw()X;5mrs6IK}8X>qXDT2c@RBYLV)`xKw*slQ|tDhOu6mXc5kn!1VplcBa#LLBjPOFM(_*3F`3V6|b$l z*%|M(nJ(Qbw1ReTeXJ=LkIgyzC(^3veW7<7%GEYW>l4)=L?TB$TKynDNy%V zoZAnU7_s2}WPf#q-?ROd?`pfm@PmpI=WjJ;`wBUT$J2m;Vq*H$sUgBI$4Jv;9rDcF%$3hgdB-VDYE?q1W!lke#d^)}HBXU0~SQ z6QTn@W9m%bGHv@19WnvFquc$fSWq`BPs(|2>-#g3rH?s@iNvkQr`LRcS}m;GPbxOW zcXQY^+h>1=AXW7tcm4K5#%g1a*B)n)XIDlmI1WcpsZUOXX_VyF?6k(FjOITMbe{e7 zO$g1leoNWnDA^XJV!>%*YV@VHsNO!K^rAo7JkFAaRWuJgb|8RGZYE?x?9jW;kCgDF zw&=a~n$Il%9MMJS#r$d5#P5OmqV@Yf+SLq@JI7{VSBl^|=eA!~vL5ZBo43a(M?_?= z$r9sT;@Jdt!mafTc7pk*CohHqDSF{H%^Y1AVXyp0->iQ`{hKo6!%yZ`yT-V#jO6u~ zWeR+OyWrgM0)d{@9_u*%?I4kwesqAmJ>Kv3#nrjY-0M}eU4z`IGfC&$T!=T35rmuY zsDu=?f0U>+H5coUH618>k~G;8*3_4So(~x*wH>x%64Wh%K$_|mooaUyFFP!ImllaM z+`mw*OC!0)wN8#@wd;Kbgz&1Vub6taecO?$^4TY~jOtyx$*F0)h(RipkcT&*v4c!S z(yjz{7tdDiQj?Ywp3||e3)AtwC0Cyx8z}6M!$1_L-sQ}dt!JphdOX`9TEFr&{5saS zRGLuMKofUcqzp5y?`XvTNPd4!+jSymd->Lx%p|v3#t{7eFYTU_#D%q?TE`CdRy)kE z1n$Pkdg3k>UkhS(Ry0ysOO5xbSRAgDXmftK&PKJI&us2Xw2^;LcA~_>E~phO4wViq z3=|3_SsIB^YLw&Sy;g4S!u@TAN^Hd4mLC|ag^e?M|By3Vpd{Yv1FDrWwS3{&N_UD{ zo4vgr2Q~A>nHqY&*&petadXUNT_;MCZ%2lho-8O9L3x#Ixm_j(JQnhrgB{F#Z)T)H z*>(T>?!%Y0!F^_HPFZB&?wiM&rpCI&F!5>D6QKRpKLVETxIEf+S9? z)*G9HCKP$N1XOMe)OdSJC}7R-y-=r=*(P6NEf1N6 z^p&l;{~ZY7Rqw*6J@8)j7<{GR0asekH3xwJTLC=$Ui_ql}bKZkqM z@{2FnZ1Y?e2cL6>%-BJ=2;~am4Z-VW-FxUb{nNRdUNq{AN(j5{#3MLqHU7O1!ss~_ zgSj_I$f7?_I%$txlgJk2%EoghXEa$C#!)UyF&z$Ka+3!vOqc(3e??h}KRrtHxw9AG z309{&Tm$BQUKxM$(ni99ZKaWa2T6T76>|a~FPXmXP19;9+Q`-A{^g}aQ(;i!<=%<2 zq$7IL1#+iymxca(+wy)%$Eh->+-RKg)oR>H(i+78iW1vlDT7LvY|HgC=uoUyWlp7_ zW2pLo`IoB0gWVDce4@q`R=on+1tiCac6dkzZW)k|>C2j(N`&0g<{SL-Nw6#fzISSG zd)1)rgHU0wm)hgbncbq-E8B$8TKVi$x8sQA*EOI{w~rCVE;J@v#ZfK4v+&;ESyz*{ zWa1c}|3N}d{D?gGVNP3V%yf=FHvA2>+u6EN*HLdNI@ga)g4eW7%%TyMNQNcu`e-baIg6 zcC|J*i4UXj=$HjX@A6o~umWb%zQZ~O+j#eOWp7;6(cFw-$ag8d^I-C&MVQtkqG|dw zcMjknJm`bH4WAV!+gxxig%j^3%YKkr?88s|%qw2{*0GUVUta`w{w7ua{0*K}%YyAA zG2$-!`#F?}7?%ArB#HCx?1|ESN5Z9T>+*tV6DMv&H=xIJ&%T=yE3)zV$bjEwB*wEw zLvVg@Q=9e+RZwZCvZ4TV$c7eJB6ywb$qFtd5W9qP%dGe#ek!t3RnpyD8_r zbMK?L%|gkLZJ}Yg19|Q{PCJIw8QBrVyL8AIeuO>Kh?5z3as2dE+RZC2oTPFgTMMl4 zC(4*QFglxo0#k9*R>n-DYLCvC>C6p!ymv49E;Dj%3UckID_u4F8wTA(Na9wQNOe~* zr=C~Sy!$S)N>;ErIeWZ9_u$IrsIPpzENk=q{tKjX)D~4lqr}&u_#MkIq-+jlp3`CV z{2ohduTr9LOL?Eue6AqgT^t)r%%bLo5u((BinY#l*^n1_6+27-PE{E zX<7$ z^M(~EWwe;UBE1Q?a@{ifu{1(xu!@QwX1VK$X(pJupU8ja1vjQ5)GS=rvqV+-?uNu5 zS28fcxsFtO4sB1zYtU}KZ2fNj_)}tNsI=!b*f<$v<20OAlm(RhLMeIJkj>mfaD_+&U-GULwO+$L~Ss za!ltciT@Tg-;(?E&)CIo4SDCbqPe>pY7)bYhp$aPQ&_cy^J`mguS}+}6Ua6%a_=k) zk-2fXujQ;}*9Y!F>;AGlzmTk4|o@j+Rr#qCcGqB=}p8}4|X(CR@HmggK^RN zA$ZL%R8mqJVyQf(;gfGnB@Y`Yr1#glv(c3^@M*2j&J5&U#H`e!>v76mS-fp3MANDvRcHP zM9Cbce$1+O&6i@2N#d&ect$elNJk9z6>T7&DWQ%Wr4^+q(6&E>>U!aGAZGz4r~La# zvAeXJP-K8Nova>fzvZ?hm@W~U#st0=<##=49u7=OI1O{x8;aFM*#9?~&%nc-t4l|H zhLCc)H&ZVZ<&ip2YQ0lXG8dR0c;)flTVZWhK3(Wd>m~D9R1g0ceC|-FQ`W0uXj>ETpTR6 zjrr7<6zc2_Hl{XC8s1K*n9m7XCk(`Eke@P{?hZ*B1aO1)PuEV>-`!Y5XWUEH8?N!L z92$ezl~g&NRFcC^V4X?be?PU($4*EQgqprWMh5DgR|1`h*QgE3>_1oj%zpm3sIEOl z?c<{lwqoH8`_Ea7^6nR!G2l+F2Sf$CIFiNF$c(&($iUor%w^Pj6a9lNeg5$C`~qOw zbM2TPp4_LTCn)7k?cWfD_|A>mx!RSg!4-)E<0GBzxgr+8vvsAu&;Wuz-h$Mjj7#Y2 z{sJXEzA&lDlR<%d8Fg!-z;0Ad(4ZuXNl0JRYSH`8H zdjx-=;qmhuB`*?P4AYRaj1bUqX!|N`RMr1eZg=6OxF9SY>SFFdPi51AQ>1Yn#AyGb zE<-2N`rB)!jkRu#N<~|!;+-uY7aw@G$B1>isZ4R*0u<2plUdmC$|~C!2jw${2XE1* zPH{ruXk>QV7%*Q9ktW>Wtj|fv5yLaB@n|{C)k2cj&ARt*<>rVd72%zNDO)-meEO9# zgs|At;|3Jk($@1r)kz8+YF-NA{zI(n;oj;ZBwWW?i^58^k)Tcyw{b#!n+3Ohm zsfEkxDx78?artb0X1aK_3hu1&Or-CT_^y*3i11ti(^WH;d7 z&V5p73gNJsY>g;!Up0%ADuJ`Ue@TBe^*jekJ;16g*~WZ2V|lI z@cl?i(&ql|=EsmJ7U1oe1n%0G_h04#^p#UQ8BzBFA9q^T=pzT*#bwP+1j3Up{?~1h z;txUwgMztLj~W8$B*?9T-LTC&Zy-D^L1EQ4CTG>d=TK(O7=pc~>_@`Ia9#W<2}<$g z*3?J41pxauY(HG@aGmRE5k<-IoCj>963RJY-$8jQ_f;9}!0#{C^bl#eH4~MoJg1_~ z?}(XpC0?^_8N5rE@xuvOKsm~^6HSr-$ z2xus%H?bQF1LF=~12G{vg&IIjireC59Lgg3wJ+dqyR-YJQJe79Ee#g8-HH$}Eq64Z znbgV^l}1RF(WJ<2#y)s>GqGCQNv*k`=?HDzARMe*Io;x<0{F2 z+*FZ%2E0D5dS@;(MUhwE=p8&SB^esO(k9|6*uD?{v8Am-xgG3n+w|u>Y!a0Pll~H> zehHkWq2b7r6O?Rt_-^xCB?-#Z0u>=&_|JNL`ui0R;7I$j4N51>rhpotDS&F&VC8Ye zXLbUhe#cCl<@Ughi>4o~j^Y%#gHR8TROwo?%DCl4h!~I9=yMTBk5H5)#DDWPowJb& zNU-~XG%vV0QLTpu{f|SF2a9R#1@v-0?L|41g>uRcPTJRQ{SFG_nx;S*(ZiY|4(}<- znQFNt1J{)7#do&UcYj?kQZ3zkcVh!8tO3CG=DcxkiMtM;`7e;|y!@w-0ieONy0zKv z;n74W>7qYG$y{UNZ~DOgYLxsHS8WN=V37z6>RDvVoZ{7F*2e{qvKg4ZydJ-KAP!U0TL` zir6=+&(e$6%~R^ni(p2kHx`GofwLg+>g5Nu*pq-+dq%gC}}#P zaBKANpfpnhV9M~jB9w3IBpZ*`fPr0gugz+kNNo}DtCbV9$952QMtZUaYV{inFKm#C zBKkzG5jAukbk`($$a=ShQPAUW%v|=vSV=i47Kk71M!$7yZ zLzmP>s?VQc((>MA8L#NMJsCOt^#q;#ULH^?+#$+Hv2j9++v%SqNkR;DZujc34YDoe zJ<+Yg_J=B6dg*t*kq?BodjMygB(ACEsKSKP0aDvM($L{mCA)&X#=sFAgztM)IN!tl zl=9^Y)$}8@G-Q4EIDxIkAN9{uS(c(1O;Kap3@*MIb|D2b#;TaXRUuRpTk&EGJV4!LllBF=vU%id9xEE~)NQJsaIQc*p@X zk!mi7ps;9sxD&~L`;(6og*LUL7X5MnvW?nzy?550Skh_#^<&%HN^B^lr~W_yevh&VwQWy4|Do^xS&`BpVrwC zXR|}(>PE7wk~j&Q!Ek}VN?Q9O(bDf+v(_o<9hhud4*U$G964z&HLUydTHua?Hc|p` z9|OQE_xSspyV?#B=WT)F6fVnLl=9HCeS_3;FByyY{ZJ28emKu`)}Ozp=|E20Q&Ccm zM!srH89U+HYsP#%V{b8?!g%+o)8iM-1Wpj#?r|?L?7`)BZIL3buZ*Cf5mzO%2q2_c z%#F^KPY2T6IQ7hoA*Ka$nqY5f6tQ({8!tw2^YmmiwA6<%}zi-2$Y^D za7v4rchleB_PSuP}q(=-pH*b#rO?=n~-C1MPqNO;;`I!Cd8vh^_eELnQ4T(sx*-Uz#k<=OJi@iXLIBp z`2ZEaX~rOQj2z5G0GM0dsw*~Yk5R3TXW^mO@Xy2IkJ7SR1ha}209GG_Fgq-@29#g1 z!AH3`CbLn*YOa&%0wrj+HzQSX!pyXU4}$|rC;M*t9VGloJI%bcJl_#2x6=&OK*T`% z9}lue!mz9HKuij&>_RWc8jxxqfX~ga0lT_??HHiE@PEbg&u zU%;9O&v^NzD4Kv!6$twV9mBT~YAc*%j|AW=Gnw@hbyt;%8_Pv@aIkCFeQ8L)@p_@p zYZj5XNvrv~>&CQld&^3tuZN#eoy3Vg6tcXnSVxEKa@mt{L+0f0;AUtkA&AQgn_~ku z==&li`iqx*DN>ABQ1P996H)>c+q`;vs_JS?g!kOiFmJrqBM9OZyOr3i` zl*Qmh9|?XajkS(ilFE3gqRQ=RK!2Yu}r0a^A^hx(8k>gvNR>#hHk+b*qAj&vOR9t zYGc=7=aj}vxz!sn24M%Wt|R%tx0jdyky0}T_#>!al*To9g9Fg~1B6k0qEK-?r+m(| zHT;zuwOHRweiLUQl1zlK+1eYdRZaeCjp+jq!pXi;Y(Y2eco{d)ZpwEQ)<8=pCEMf z>lkSERT{YH-ZqCb%7J9E2dHjH`h1w;he%4L{;^Xhv z3G;_Q_&Nr8&aQl^al!#r`y~6Mv8cJG%F@XQO=A2!d@U-r*SnxgpsMxboV z?vxEca6?c>oG5I~=K+(bQ8))Xa0dgykYN2(ScfoF+A;Y8%TPTvj`_gwU*6LHW(zx0 zV$pSW2x{VDi>|Nx&!!qYs~`3N&silxKMNaUoqv5%aOuTQ{k~k|(d?VK>od|W3#VF! z^MuF}FMySGK&PIT{mKKZk!N;fqY!qw;=kQwCdu7+yvq`FwkcPG;H9 z8+a=MpAna}sqU|LvWSH=XCU;Y?Jh!H0w;2RShZ&~ReMc;$taTF`J69MUj0a>eSVDT z^-j$IDe4_PrRQt8q9^S~df!$0U@|B(2cDa31;d&cI!E7vNe>j78vucId37VIR##;a z5WTa?aw|>l_OcYZ*7xur3j3Vn>{}%395m3$J9X`7;2Hza)ugG93v} zcuL)PDbVvv8Z^|VpF-1PzHSQ8uy}H&X$$TKRbi|Jf-{iDS?rVVr-dC2frCp#)0IHK znUqOWv*&@7TJgF8tt+{^T38Y{UIochxm7E-cJTppSg>cynVznOWd?aqPZ}#wu3w5V;CBvv0Nh6DIAE7WpFZ zK(}puMylMiJvRv(z}WH1f2SdnpqD#?YoduMus&a@Wc1>2uqwta}?3h*>%1@4$hF?!KMpt9elW)X0u*9njY)gwXCu z*G5l?iF|PnzPswIZzPF#)^u#;Pc3_H>$Hz{+~KF(QbbCYx)ZS>9ux0Wa7PXA#|u}l z-9ad($+pOjzlfFI6p4JvGLx#gy4m{So6JK{jTvCkzSx*;0jXxKIqMMo;~}~Qp?Sn- zI%1`evUMPojU%2S?wx1M2Wq}@g;~_>~f39sN z@i&oIi6pF~il2Ui z)eGXI>ij?RFZUM;JH*e&->>zNRaqWcP_cTh&_nK|s}VV~v$@oPx~GLTJ4$I{41m|G z<^6dZsE%CP#js`CPgsn-@@)o-TIR61@%z;ULl#y^AUyDbFE8dzw43}uz&+6I=$>@ih7SZLkHP>Ppw4M{W4IONPZJD!IeGHEi_Zp z%hcA8?Irh$%}9bR$RiK8z7b;e=^q4GCS166u z)=#-YTDym0Rn2540DL(wi3{j0F1k=p_BAB2cI*XPmfA=0jjz-qQ6J)Qc@F~+?#i}4 zknD0|Ipw)G3iJ+TysGA1nq(o!fe5xIrF^q^5UZQtT~G|y6@QX!;9TP}*OP%@WyI8( zpr5RQghQL}Z%$85i{=`Mr5I5*>chJ9uECa>aY(zoagOch0tt;K((fLb0!GXBOO@FV zP1vYI6nn^SEuAGP>OM2l{rL6ermd9q2Z`@&3<`DHC^9z<=c5sd+%5>XdA9=P?q?cK znSNk9m?~onc>yF;C{%!GqsG+*!ub;hx5Z-Y0{A4IA?;?_g92?b83B7$KkQTSR%WK0 zPre7+E)eQoc*Zorw~wO~e~uBJcw_`BsFH_JEgu_!qSdwkR=9wUz=ETUKM86CY3{r_ z$vX&AwZBiR?lz%i|<*-zplDBc4FRDYts)Gj{w)W2WVW&S8fHpGhN*3TL1 zBgv+w#3owjXC<{m*GlL4sTQd_{O~|k zb^nqg;YAnV-KJVC`-9e}2wQo14(z21KkMQNhL4Iqrv$hZ%%``de{CiZ&y zwN52l+pJSaaK4pvtTa}8XO9UVs0`b@u zFJId>rXGWR9PCEsugq{|im{qCPTJL$P1NFT+u78iore*b%G)y{-=~(EFVQ$l{W5AE2k@79y>#??Js(y$|~WTEg}=hghCdY(t_K(y1sZ& zyJ%3XeOpVa`x(OAc|WULUAmo6xg;0K<_%H6mbUy3pJz5-pl7YmK6EpSLq5wUBO0Bd{OZK#Nacl6iY3dCoRGH}chi4==r9E6LA@L+?dlTb@Ql9jdFQQtkRFs?nnHyH7^W}k zlEEzBK8UlP1jGmcX}ZRU6I&MHNk&Mua4Y@XUa=OaJH-$+gTE-bZOyh>=|69NKCs-G zLAZbDJcuUW3wG6_-2_@S#-}4r_M>R-9|HYGsNYfYuSNk_k6x*D;N~Qyfp*IVijly} zip4uW`$Bd~0IAW2?3%5hk8OMSd3SbS_Cz9< z1SE>5#;1QocXK$;Q^r44kRfZ06j}Od^6l}c<>D$t<>GfdD*BPa=mnsCHRjI~+rw7? zNcsHv{mt^=p?1YRnz|s9uDwS>t@#dws?) zhie&s)+>VIE|fvu{(0|K3)+MWHO(Yxrn>k&vqPM_uCXN7e!D1_$+CEw+Bw6YM7g&qXz{Szf67CroTZ(nr)K$Ew1RLDm4CZ=}&^Q zLUp=U%2<0cJXE7EJ;!qjx@`nNuM;V~Zpexjply1cK0%c3hju3C+m!C(WWQLVq?|J< zRh@z7tK``N>bBcsZRTOjz-PtJT^EttpG*1XOf2fm$f1-B;gHq`=}%Z`s=uw&wVP%c zCMRsk3>AWeERUu3CFMd@R7sJ;V?{$5Z01J?D5R#0oq3t=bh{GwYXmA#to#$j`+CKC za22J0>ZZy(B2@%!K}<>-f5UG`7D>9U=p|o-Y122$mQ_TMW&y%Nm^%kl(fKD(T98*l zdt?ae+{q7Gx(V2XN{i!8us51=Vns(tm!RQQ-ObX|_!y-hWE3!jXrEhc)2>CC{fK%9 zl*>yCHSkI;b#Z7v9-eI0^cyY4M6zA`@$|Bn?TMQTm`i-*^D124CeY%(OykvkB^>JS zYi|^9#)fO&Og)HjRGe3YL`LF&1E~jNVjKY@e$*}MzAC}0llz4kiUpD*i)YVth|7p1 z=rGpqt=x9?IH+3v=@=wi4b(E>hTMq=>{=xV%!ZJjdNKKzvsxM@kbDjpDW&O0sXV!4!1jePvCgYwq8eCehBZN zB5-Rb(S%LFeP!ZFkS*T~7|1z)sJAOrUsqg+A5JWMD0MRB-AYBAFT@yg*RU!sC}wUT zBzP|HWBmV>mbbY+uKa5YmFah~qI*3r8F+AFUgYlW*-+|(DEtJaCykM#H`3R+RAtFw zE#$HKKUHIPMIM?AC79>AX$xU7D%PQupP+g#$FLkVq{|9BK7y3=&_h=)eT4mgGgJ*+ z7wnwail0T34e&Pba;Ie%KnOos;eJ+tA?Q~f59no6lnoMtbQ`9@7$A<*rqLHP*MaxUk1#w zJyPGTOxSCL1%lv?`#bUgKcX+Ap9bp}TP0Ue#X+;)6ZYNHlYxRsL-3+`XUB5&Edw0etlkBpk^MnbZvjE zcjpvG%e++8>%W>PU@Fd+?p>^xWspB#beeSO7;M1dpC&H!g>po_FUX~ z?(R~_%a}9tXNY2HQ6bx}&!|#9Eyi5RDAd38Cu0{hy-t{Gs_}Be`yrjSAnSmNgaNUI z^h;t6TQheOm0u-s{gy-dGj>J}g2ugEX7QG2lApZSmVG3TQTb5B{T%a-xCwhYlcjDx zvON(5BM-dsf%Rw9#rqyu!cV#Ea@`S^l@{J1ARBBU178vv%_4P%$f0(Zbr5i~9Q~CG zb-=_&i$D3TOcbEcwj>QD$XmsX-d5zEAwmejPRQr2;ZtHDHbI&-p!$-kmz{~#*rliR z1CVHhWz&#e6fG4^o!aL_1M%v!ri4@Bev4uaO!PWl@%^BgC$!Ac0VESuALUq^DPXZM z5(O95Xs4>Dkjo*t-v`yJ&l;d`fs7F}RT1Kn#x-6kUW8j$wDTU+t6D#gL}W>S7$~LH zgyni4=2E(;DEJ%RpJ0VD?E0_ymGC>f^KBvs`>|Y6_pi!w#xe|H2;tJVzy)|yL)SgV z)3{Lg5fBaZ)DKaNvdR*WP6d?*IrGcMR*+6--8{;YVhhp5S&Zy<(O6(}Vhwu6XPU}G z6*S2p;F*H`T&BqZ#oAKMZcZh^2SiKdimp;N8b}tX5`Jsu2U?w2M0;zLE4{A7{Tq?6 z2{vOmtA1L5WBfFI2Mwdu1u&G*EuR5y%z#N1DG)fnNC3GM)vJC%^2!|p< zKl!%hB_wYnY%^haC`Q!sci#t%XxjVfkC^bOs?m>-4n+Ec2m#&9A*d8dpwR=RM77bw zxj=<4AS3jK_K|J&HZYf*g#g`m2NAszAYkXmcaS*|Om|8!)Ed8|uq)6%<;IJV=G1#; ztE6eDlErzgv`mOif*dnqN{$YgGr)SP>xRH^FF>G~-5OeK2ie>%EQ0wIF16 z4{spMW=hknbIi#@n4I~za(Si*+E<84kf1&Q51^G+b~b!eAB#UmmuBUCI8?3QfI11lzK!AP#~{+D!YXbNMTrp#;He2N%DCs$EhEd zrNb^CZ-3qcX;IYmzS`}nkI{p)A_!ml`wZxFWO@e7d&ouqQ4g4jbNfvd*&$n4k7nu- z+lA;|Cb`mj5exEcR}LfWZ{m4l$*(-!^q|wKRi);$+l7%M!wm`Y?XS?qCT#l=ah<_o{6uCh$DS~~dT?&rv~#|3o|m4+$ZgFooSZCEh3 zyVpV^9zc^^AQz00;0vndvY_cla1=SfgIy?IY_%|M~M?}A30HSnpSz+ayotSsc$ zPAS{xlT?Fnz5wGa_CeD!@K>!-38EaOK(LN~2ZkLE(x_){c+B;rr??Z4Uf;lQVof)X zbmxH+KeuVu-Et%kd%YY&PKFmTAd^zf^tXO}0eS^2G!EL#63Mo~I{dm>Q7{ASv#oTNK8{T(2dP0=NNdA_@F6bQwOKgS=SE6qa z0&Ng-yo(-BDaV>&ec1pt&@vX6&5`izlKg8&%1-ChJDvCEDcu=TJ!m5ww>r7oL? zSPI~v$B+$jJ*r+G;&hYp9k8UEY9$e-h$V^Lk;?>Csv+qJqW&OL1(7Z3yr#T3?|Tr# z_WKY=29%ZH3YeaYe&~N=+P-5s#Qh9nD)yx6T}P_|s&Q2oAnkSVOlSM+M<}n0#RGZ; zbv&Umk3_21-W$-0!#W?cVKC}5c7>9-H6zeGw< zT4{L<9$7pNs^sX)sRjmdc!IzB=VNfkdk}~oRQ4IrXwz;2+i@RKkxk=EhAfKdY{F-8 z_<#bkq&)5FzH>r`NsPG=n%>-u(aSB4Cr;=5q35n^Qj+!GNM|PmF$+16)<8a^>T!qx zJs)MG9z3M+VI4u%l*sfqiMC@NXjz_uXL?IT+CkxFO8E719ssdfqGVMMHNqo1OxzH> zmzU5s7ANoPBXT#0H~>d=9zUSyf{1rv!r}Z~bF$C*K$PJYfi5Aco($&{Em&;eq{#Lz z;9v1<0V*8u0ib`^Man}S8piyc#?S%U0RAu4BTjnc!Q|xI4p&GX!1PW<(Pvg~beiVp(#}Yo1W7R_`BsDjztZKC;n3pL2d4aXOsoUY zi9;~A7zHw+C}$8Znh%G#B2c7@5n09&u_yx4*aY#X0koMGe_ZY;A~x3-%N?i1_rK_@ zxrMMxA}c81Q=r|v`1OxCVha?gI5rbkWJCb`9w)X9MbLLYKeWj;h$O%r;UiQY)~C`!QANf@!B|+@49eBF>XOe4{eIDn~OgO5Mu;Q z2${@j{N=ljMvN>-Q}SWMi~B$^jo&%yf}AC}P71b52gWVa zBU_^(B>sh~-Htb~vPn8<4srX3ps0NK;KZMYf7OpLbMOt+{OAg&vzI!}kbR^F)v$uo z;|(?jFttWG7?0v^$86jjKq23&M@lj9En<{SS_8zLvqmt>vlRSViyE#Y@xMrIPZn>w z;*~K^LUO7Qc^5#%gQ|Dzg!&m3eI)C!3n}=?>!0%{gf+wRgqEjZ#&D&$H0kinb4bG3A@&yUZ zj&y~dwt~_FCcv#Sa}Xu%f<7S36`V7&qrs4mBf=!c7c0 zQ@>m?NS~R6R((^5AUkWb;?R2pgA9J_ifmR5ymFVRv}QW}mmeZ5XDmRv=D+*&%dC z7u`V4^OaJ0VBkO%R&tIFvF4{|6#O>b=PGUT4q~;>;J_K4zG*UR9^<5Q z-hk!=TAhzn{w-9V?>BD&T(>BPempg8Mqsted_U`)p^!1j_g@G_Ur?UG|A(8b%J&mSc9IdTILotVRbV0#=Q)=nWh&BKlN8?M^Lpg1rN3Xx;()aS+b@8!dhimJWN&XQwnhMk6C!Got!F(3>FJyyr@?i$Hp>3&<55 zx_J*2cVTQpyZRA0oNj`G|J~4QyR@Jp5c;u!$WZW9V6W=&R_Dt=G(G?%7cLXRz(b(J z3en!{y|Yz<1sX7TQ4nWM1E+a|5ini%?CkYm)^ZZxmh+Ki+moR5EflHQ`iiJxepa5{ z3s6gb3$r0C#;)cU} z!21GqAui$qpf|@rh#@~Y>IldN_`$m{#{2VO6+Cj4 z2uwx^!$*{kf`8J^ESx|d`X7iRZ=}6oQo{C63?kDPn*^Wd8fVRuCYq=+{R77RCm!x_ zczqSl7-Uuj85?$5i|qwY20)(60HP5wC)>=rwIWBnWE`xzo8eAIKhir1Z^?!dJf(LM zRHIh64&D!}fT5JL6R?Jk!Rs?!JcV}C>qP6LG`R&fON&j8G_nGTbRJ;7A<*pD0y*FU z>Izm-zF1d|UE~0e=4AtVdjbLRVC%{TfI?;|A+}Gu5Xz@3WEMOIXe4lW^;~l&8xM|c zAh?G{+^0EQtE*vtdv+l>m3U%!WGSp>fm6{~k*l zxz1_6C;c%2jd@*XO(#U&VC$e@QRQB9usr-!r#0&FJ;3*HT z`~qIO0Gh{K(>i7l<-4~h?B#`-L=ZEff9a1rcrz>2VdF`SDCYF8M-l*PRo6q{v4M3T zS07LHAcY1b@v{LWsWYJgz+yUf^Sid2+ClmHQGmsRS`w#pVh=GX`sEnFq_b-`VElWr za;c^eimiTR%mbPlmreb;(>%xzkVFct^#v${)yxHDKsbPG>jJ=MjV42EkL%Ki4YYd- zhwN&HkykNn&Ovk<$SxhRf`EOdEOop|oA_vdP6D9i@FZWG>&+Z$;_|gdUMqo&64P?Y zSwm~tDPT^NB=qm0`LQ71o~jqVXoFB#(2YfA4s77Gg}dIMr0ZoluEY`F9rLmhS-w*} zNRDw@yU?&T-Jy!eG6|!u1|E)RV2xLilL#+PP~(f5{<(ixOKoZ*wBsb+_IFh{;xaBZ?7d?T}6oQ6~a5E^_vEWB@Fb6&P#Ygs7 za3yhtaVPPtUay6_)?I{*R(th~qaDfwgFd}RdBc;Vf1MuIt0U69z&5~O*5089FSyT< z8SoWO*YF$?(1jsts@qo_fujNA30jV6;u3PCYhi zJMwo)Za2Bl9I5&X7&hvUa)Gp7FI!)%U9O9N2kNG>BsY#0LEfs@od4^o{hv`U|DAPp zjYX@BvnsRX;OrY{kU643SlaMyWa2re%XM*33}@g5V;hL^Yfzr+k#P%tu>>y$DF)?H zPWe>KxQhaa60ISlxePmF%f)6R?h`w=w>BM34|>vPMRDHyTK0|NcaHal^?5#XUHDNHbvI|)fa44l4VEX07kl)(V(I2$O{)8b2@yF%3S zh;Xdb&RAdL4^k1qzWAS9hB0uY3IoB1A#>^5c-#`Kh>kXCLZ%X9# z1`@GX523lI-K(G3Z27Yy4g?f`x9K~%3*vGYN1@hyA8mN1_1@C_5Y42i zwA5`E8*NnXkgNl0+{uQ2%VYl`m8*=A3d)0~-h%Cm&E30x2b-2n*U|>pe4lZ9SDdch zsO6;?*e>cw7ytX1alr3*mSEEUd+PfvK==Gt`hfS{hp|ZW$``K@;0bl2Go;?WMK|J0 zB)}~G|Cc_9F{D^T-kfl0#B_PG>f!@fZk?29So`P0%T&yHk-No*RLi8h+`riWp8Yu( z_mn&O*G0%QAQ5fbmA=AxtmD?zt-Xo)j*hct7#I>#&8frY0YzC@T@=KaBYl z0A?QmZsYyX`0nB1&G5S@I&J>x9gf7C8J;V04VoIf5XiXG;hhdQWj)sH zJLK1Uv~L18duwMbkn4R7EaVFWpL5xU<(Iaram%3!We0lHA$#>2F;MQWj6UVL{h{JT z*WtnJ=y>lMShz;azmNZ)Zm#sLsVfgd>jEO9RBWdT;usVW(NT&Diom#}+8U|^TaXBK zc>sloB#}+FxX_{ofj-KJ5D*j*MJZckM_L3b1_+zP5EvH{LP7*2LP;|3CHBkw3G*=@ z^5o{;bI+W{gBT^8-E6O1lcbx1t)&^Rw1KUkgFd<%w3oBHEb$o<+8KS61)HanA zJCfmDefBZYmqPRk;VVTX{W`*Mm0em(t1&b)e0E0C`j1Fu-CTDMHE1qkkgCX@`egRJ zp8mRXK~TsQ_84hz(U3IysO;RMMaoN>__uovLbt77SfKSdt#;xmpBTwu`6@v-4o^E4 zaZ_`ht^Fe@lTNPY36s_t9f{OFtUKdRE2sM4k&a17b79Bwt6h?Saw7+~J#)>7JzQaFxRc zNH1$241QQ^={`BMo2Sv@8PI%BwcWZ<5+G=xCA3)|T0AA*@Ik}9>A;ww8VQLsXunp0 zqA9h=EkAMb-05*GS1+c6Ocl3BP7F)gm5x7w|&7>NUdL;ik5Lte~3@I{)U)mh=wCi(7E4si##M+Dm9KbhQ(Wc z@*Vs|HH+6Do=&ZqjGoqVw=Q&ARJYq3&hMr}0%71d} zb*8Iv+!93LxXw&Nt8q*2g{wP*qh+Jdl4K)I#s^}%WA~a5VA-#Y<7M?1 z*xAD_ozIf@c9!Uti}TQ{Nn|vIpm&ok)chFDQKU8*F&)_bPc|Ewt#N$P9TT?qpR?Cc z@AgxEzvz{#>6$-}mM>tyv1{P;hCb%`^;?7Au7KlxTojtsAc=TDc{3DfthPAtPJ4=$ z5P*23=Pp@eer_gTvD!oGKU#GO66gRuaGuY4(5=u@1&r1EU6gO^v+j?%t#+BcB20IdXr1G|Om2=GNjlk-6wap~B`4nRI=94^ zajf9j>oX14w%KM{GjD9ni`z{80+}OLxcWP`b*6JtmP|n|yQ%?$5~fmP73o=2@=3P3 zg2P(g9DY18ZR3#qe{48>XgCeWK`FG9haQ)vmM`?jF_l?yyRjT972G9 zz&jOTGZ(^0HH@t=udg1Id}Au|utzDC^Wstsr!mWbMjA<#ukYO&fn4k`pw%M?B^}sm z(-jI_$*byFFq=Qkh*UTns){IiKm5W@q*7YK6a?7}%#vwVzd7_!=w&z@P z!x$7jH1P@8IDr&>4~AUAgj@u1&$Y=Q&DbYG-@qQ>5^lo^n!QeKHk=YHPKPTDIq6_8yMhvV>DwHL|9UOei7vnlHa{K zds5naXTfJ*s|CY!)^wpVHI@^?vfS!ht0%;5+E9W&nr7`1zgMCmbaU_qWe9wvQR;2{ zXQXj3ZG!#9Y`TQ0f=l;D+>R2WCkzht;X7&ckTk;J>@?a)Dn-~bawsqN))h*t$mB7n+3pZ?-(kP`%;v*o02{}V zj|}x&#H@fz~8E`~hfKP6Vj^tjA}s?8pcV%qUy&Q8u}Dagydj;)4S`OoSOMjQg;l?$cnY->7ViKP%f>k+@%90?6Yv`G-@=Eav9U78~ZSbBniq{7S95wyLn zw-dnWq){eip#XcyHIkeX+hseJw_!m3S!0-~&iJC$U>qQ6RkwS058-GfdhT4;+c0|J z7M0Jbm6~ckU9im;hc83e&D>;MEihxIH;8LuYK$$mZwnU>(EY2+KPlq$64g|56w<)PgD!6vqn)S07@=l z*jvMvW)KDpNEc-g8dO2u`%mjo#1oK_^+F|Ks=@4E4N&rDsqF3+-Nymkf`Ongw6qXt zQw(-7O30$>@N%3ISU|aH+YABl7dP*?hNFXR|NEP>!o+9H7Zcr0V9_hF1y>sLbqJ;Z z5Kz*o3QmHK30VkKZP9np?;{j`pr_wgMkD_|!=)hKhDCC!-cE;dK2r7B|IvLs5AYRV jHlXV?oORYlsnt6+sK4Fkr?5hz(s<7<%Fcp+`Lh2DvwuF? literal 25727 zcmeFZDR`-o?Ya9T1?ZYkEO{!kZ8ssPJM^6 zCUrby{8+n&{jz!bl0R2`zG6Iq&()odJ=t$vbR-KUe0gOd#psIWk=>c76_43b+vQQR zPsP`@Lr1TmuG437O?UsvYnb`@Q`oM?z2mfd2N&nZFW0`X;a`}ntr}WdVX7bP-zwTZ zHd)A2l*NCCc{A|i_HX7tMtDawzjAfG2=44RlJq~{A^9otB8utH*}4Ke^>Z;4*xdH; zAl`TS($}wk|8Vqk_#M$K%a#@aku7%kqo_b?1_yJqbknW$2zi$73ZH$?LTL>8=dh1L zVBQUP>ai2WTVdC1LMPr*#;Q(@*uBf*Hp}}(d2Cc-MzYF+r(0J3#)foN{HKAcYx%{$ zc4^-QJF7WUdcsX8$9$aZYeaw7FW);TxTzmSYVV;Ob!vu!0dM@zHLh%zZ5D=XIkRi; zngi5LZ#AsF+bN!*HAcBFbD5Y4_jd>-8Na`Cec69z&|66a>F6N@nfrE z>8BM#7(FjaFXHkw7^e^}S>v*UB$i(pLcz*k@hp~c`1MLIt z=-*%ZE%k)mE!F+YWYl8I`fTUySWW27x$GK;dZKOGk8Aa3`?K|D1+`8c5qX^OTo_g> z5?J7GQ6qIPwbK46yDlbgD4xWn`r=t$LcFGc+8&Cr8PC1Msf^guL=jDg34JeNFO=$HhS~ohpD%x9ns?wv}PJ`wuU=G}}eXA9;Nf5>I48PqMou zPpCykHm(uyz6aOUx*Suchh&{7pIn}we~qb=3l9_ zxY}bgm)lJK=Yv^venG_i`?{v7$>*e5yw_+?O;^WVT`2uqcCj;=ydcbU8ZXu6?(_}hc52xCwj*4isOz?9A9xF`(@DA3<=`4k;VgKIXS#* z@G~(U{#!FV0{96Z{?Nl8JUmn!>VN(Pe<$w5|N0sEPXc+fc|1Hxya)I0JaNKb!jP1I zm_9yUr5N-xY@%%nz9M}u>1vYPLx1H5q(RJy@iZK+jkKDAo;uhTlodBK+-<5KvjatfYn(sz+Nmh{4F zH^KdYhtEh#IqvSH#BuiDv%#aB`2QaT5B2}SUHQbtcc$g*&AN{aViDo*A8VdLA~*i3 zV!o*ox+Ct+6Pr(0mhZj)9nRv`70zce6nDpG@o0Y~5F0LZ35gv^V;ZN;UUiGLsV21w zm(6!nPK75uvEz3{+;+03+hZl59F`QBcGeCRT3iU7d`bB)+~u!iJ1l95cpU7cIW&Lj z7jvc16IkZfEj7IVP3Y>sko2I#-aB1+_YLXR_LwJouG*4rfhFM{n_R@eYZ9un6>U`i zu0%=9HSUL(HGVkmL!q@k(>l2l)E*(wTzRyIUg*z?oomO%CleSD=~H^+^Bs+rd{c_`{Qvq@AB#cA(IpT?tu6;HQa(;iHb?7;Fw!?vRtI` z=6r9Su>JgiSxPi5?_~MEgNcXwMkq=(enPW+y-j2(x0yTdEu+T(cR9AUdWQNiM$jt8 z{b+ag&bF$pC*-FL-7<$e`X(&@J>^-fju)L}nsU;Mt;NAKhs-Bw!RS7UEg6C16-=4n zz@ryZxD#9Lh>AIdHB*H(%AaG`h!A%#wZN1L{2%{MjE#7<+!(}i`K2mfzoO88M>~jG zBiGPxX&|TW_ZLnR)pWIhskCl)ZUus!F^~OLUkb)$-$udkgr)`ZMQDTB>ubm!QVlH*<~3|B4bzcXPMtw^q`Cp6@4l%T zU+@UR$KaB%-3^PtFH_-oSr07o|9tca`IiyjC3~Uv;A>Py&nD{wl9zIVVYLkiKe#a? z>%XHP2M@J%u-+c2=A+WJF&8atZ<8Ke|8P$1C55`hUX=^Qy zlq`+dwhQ!**A={WW~C;<1}V;5#3jI+?274X8DC3hW2nEf?Ikjc{(G)!A|#RP+G7fEY ztjcz;m~|%)ZuaZ1pxiK}_6Eu01Up|#o)}Ui%gv;Wn%8lJI~>}bjkT&e+=|q-X}VHq z($28I(XGJp<&9nJTfA7yyX61kN)VrLE$LC1R^JcJ3`uX4!^U5w{q=TF3&~Q7R>$|NUbAv|QJ@x!aBoxAi%nq<(V! zao1dYPvb$)|8d0^n9^Q)e$(;#YV^zVn~7P9-(Fda6yJRAe1F9cwwY$?5VwVuR2@<4 zTGlfwRmTouv(1qHw4PZm4Heu}QA4@4=v?D{kL(>K2Yv=ae}XJUq_F*WktEvKG`)&a zvw$6q2O~a#UpS@3ap#zsEzWi6Ed`^4!8p1<(?S5Sq`8j^0fe-&q6+ zL$70ktz`^ayYNL0QU>H45_bPe9AKr2c0MdOq_C#-SA0B^anCC-RCE@%bJ!o%u$`t5 zDtS=ce$M8oXX)K?UNc0)zZ?`QQaCIQJQMbHnULjluJk(^$T4vE+wskG*IEy^x{t5M zeVP2OmJyLUMStSBUE-K^h<355Xv_m`F_fR9RbZ~UyEg5!bT-H$h8P=p%YrvRs3nXi zR^Y`zM_-0Eo&L^TcgnE)HiqsviU_x6#D@7^F0Dku1B7jxU5|LKT*y|v+{>GXWX>2d zSERz8unPEXrNG}w!5}*Do{k4sNjX%KHQ=Bw=CzCGK}^XIz6rr4XG2SG@=L>st z7Cos!tx%Z*d=v%@V-@dD&h);{N-}B)xL}eJ>)}!xmasNJh40Z8CA4+8JyzyNK=35# zAx+tG>B0**_DXjq5^?tzuFa$nBWgLa|I?4k;&5-%p_!|wIQHo^eUIIw)Aam}y#p)7 zlOLa!-7|`0N0p;W%~#ZQUcQksg-l>ET0Ur5JaG~Yr{u}g+Z?#0F+)q-BAvCr?0K}C zqU*X;kjYH1C}cDBF5se2SLN=^g@v)Is#&dQs3nz9xceYc0j$ukZY{N&dk)K7X1_cl z8VtJC*ot=Q%%ka>=!sR&?)oRgtEd-<(dx;g{b2uj`P%5*JZI8}{I9&+0y8tfF{n|DjKpr9}13Httcm-<4$eSKlZt z@CBNxR_iaU4t5;wsAXuCXfE|=T_oeGjY+LZ-~J}d`TF6PYpM_VBNbB*2mX~A$=d`& zMOIe!^F1%47a$~NERVml>;QDDeYx}QVjY!$Q|sz*g{$K}Btkg@@{l9b-xB|WSk5+n z;S9U*Jwx7}J{MDDrN0l@j@f=MJE{S`meG;$V0V-6`OkOR)E|8QE2?VVa3G7PpR1zP zEyP{77R|(-^o-8J5AMhVD%Lz%&opD0mvBkDk#Hy6eG8HtfTo7 z0;Rm#O`m-X#MKW?@8aUybol}~Lm>*{b2G|9OZnZ434!9d0NTp58|H~K!TWG9tIG>(%9THJ8M{j}U z!ysnqKijK&Cs5`6S(LjtSV>&wMSI(IcRCD1`jSg4Kl{37F01g{y*Gfw8t3~m&;Wb$ zxO7W<2>1BfZnJcH=y}}r`d=0D8I7Wa`@zoYEvr#c!Bfkx$he7J+_*F|?J>RAvs_mt z4mU!~UX+K0`kanfCAd&R6pQEc7PkXOGy|3HWnx?Vx8^I{_=T4=`&6{O0%Gpt& z@nhKbdh{%|{*}SC1MKwdK*SI}qY1f9mg-KxN zHNB_|u4bEg*S)0}?)WBUG5z~XGM@W#$!v0(D4$7N{&aI#nV$v!YU^a6gyrcAxAJ+7 zezOh>@yM|^#|bL=v@>at`{QbtCVuPf6f-0Hu|qh&3bxkjnRM4R#%ZIJtks1Ve&jvQ z!@#~aiUq#$Os#3CRb>vuZ9o&LsrledgZg4)=YVGlR$X5m3r?~=-rrtv-2OvlxxQwA zDi6ydcgDrYeYNpw?-RGI$0b#k+;^}O4qJmJ>}8%0^~(Xk=>+IL3P;;ST@rElYFs{C z?ri&z;>_luX?)<`6{dfTg4vmlQ??n}MGnmYf%F2`UexG1m#qEf#N=kfk>xKS)`6sJ zSsd*$)$owHy5aX1=2+YK|Y0EymCV$TSj#2067i6X$kmy0OCKY1px?tQISvb0>GQq;X12>JNU*t2&O z8XpTmlL||G>T6FLd;cg54JKS5#xhjgFeJl$H>Vo1wJC-8PFy6n!_RkTGD*Z%875o{ zjhaL6ku^^>g)|8Ca(4Xh_bbUp`xQVbkVm$bqI(dFFT5wv=cSb^-JD&gf@DWfe8O)d zW&|>i;{CaQr>giK7H`B;h;R_yL*jrqtXksuz@Wl)yO2fpWAQWV2rBWjX%MfL(k0ha zzkj8T(FEKiVv!;r&HNIwpbx#9#yKJ4|B2A`*kcW7Sw{GCzKh9TD^9;CVBVAcAcU=i z#1e3$0qMpCK})*@C=gNS?M2P8=dU!s#37n4R_lYEm#&imf-j)xW@=WtY|fhr%e#yv z3XB)rd+~z}<@Q5QXe|KZY)5fCtLiA1PT#Gw^_-yPNU=)h@UqmaY#Kj2##;}`apcw~ z25`=gq~=O?sqFl3<78HqCZnt4JZXc13fLZB(g`wUDlK+H~J1I zGTdYA5b)D1{_RY_{N$ZiOxeeD%9}rM8uunzgjT(fjHkR~rajiGXw)U$>`Mt;QEX`N zQRnWQVHh);1CH8iB*qUAv>L0dh@5nX3L8Vbd~Nm-PsJ2lu~|o)cjS1oW}dNSiH3c- z{}+H>|3DqnHB_17N}*ijt#Dd_%Wu@j0le@9m{lF^EnpOj-FDaBY!l4gj>vTFDwyI_ z{ch;Gy)4(D#Ig_A(Xc}30*d(OCoeYjl7-B&k)G7O$;ualx#xaYIOcsf($IIFrYSNm zOMb1|UDO}!vRt(_gkBwd@9)po>g-uVNcYofeec9_jq4$4kOW}&_g=zo(57IL<)i0a zY_c?RYPm#np+(|^-2G&2>TSpo)Thij?E(XVCO8ViA-|NHU#WdAL+FO&NXy(3+u5O| zqA^Rs5o;gz^$XWkdd7XyvQOg^@K#jkn|157RzUO6c2}TO++If~FIY|dd@zxbn z1y4Vy`;74@*|GaeD13C8ig zQMRA(5awmWrR1E>#Lr|uw2RtYwif4nBh0Sqbn(b>NGMNj_b3WwXr+)lYPrd@ZfWM# z%hw6wi?79=Z+nM_y2;d$_<%~g%ppTHQ)dw4*vtDZ)?+U%E$g94JYYK`S#5lXYs_XEAa?}91Tp}!OC zIq56Up5*$%u{31Ex4+vRwNz>)X54a)Q#tW|3!T2cBL7&;Olzbr<0*INPF^Iw1HyBa zd;-HCNy{Jye}%*p#U#+Ao~l^md+Pij|8Z`kR?lqv1vL?*V1!&iI?}C)w~Q_;DAo`b zb8OQ%76;5Et?}hB!Y}{aixhJ$M2BXx0FcLF{7BL(aPX0AJ^Tvqzr?8t zgV5FdogwP5%OfPC{U9%M8=Z^d?__VT^T*|P5<>n}1!zcq0Gv#I^PG5@#J+s9$cmyI){6r-i*C2PA|xAWu>&N#ZYbW=b4xJh@%A|)BVcvx5AQssX z{=6}_^#ED_rNo&-mcLyedeQ8ZCET z0>a9%dHvVftIkLp_*`jxyvC;wz-}bJS#V^~$8iRK^_wqa#FTvcgWV#|Vi7C|NwuGF zTg-K9V7@mUbN%k#xYz-<&d;`u57!H36TcY9u0c8p^)wg216(F;QO|_9iTpAp-giEe`!iE{CC^x{h2?hr5lk5B+)MC0vE>TfRQh(gOTof$Y_M>d{an{C>K#TmY)$qx zfVC}~*6KXlXINxjZw_2M1-ElQu(~Vhkp+MS%d?pp;UVsWxkk%CQwxqQUNef&e*Jlu z;OAA=1F(Hxum6pW$IUXB+D}a>U*^E%}D}a1tqO_N{q|zjMQY; zfl|4&HZwhW@1fG87;$KzGgUv2FHduZ<~WmS`tYbEe{f%GV$W2OVIqt5JSw@6z~IEt zHWpDMFC~bqxfdM)+vBfKf&a>?*qw>w76}wxdxx>EJ8ij^)y!SiLZRb?QazoZIVnQGHx9r|@0f6ayy0qJ4r#RKip+-QjJufw%wp1x9hwBQqNbl<0p zy>RW|E*3AZECPf?7jam;|AZ|gBvVMFJUCzGo#lnA)#wjpG8cm=iHTpI!VcY$6NNx` zeX8$)H22{$k|D-st6$XhoPYJ4I4oPK%=>srWC-x+B#96F-3{ousUaT~Woa8sdH*Wx z=7Q8nrMs)jZ1C&#vIT}7pbO42_%tAkv_fFs_hU|m!i*rud>zn|J*T$I#Asn3i8Ba9 zOWs5b+1i#RzZ|!yuZqIDxE&uIVm|xsQC>MPZq)dVt+u5mpu`q>_0?^J!q2MFitW)uiD z2=2dCDF~;y7vsJRV19t>HO*W(`tFSkyp(Uv=E2*_`d;_7tt&s1yk5NN2%PR<;)9UK zQau0C2$dpH;YA@E)@y|^?Bzz`e}A2Fi@%b`=(>2bY=5~-uDR^&2p{FJ>|1h8pRsc1 zyg4ZW_dPp7AC;#rLkn3|F|JtgJv>Et8e(p1c=AZ$A@}{IBFmSdP>KgHIgUJo&R7L2 zXjt6`tXgsM4&={Xx!DX=@dw0-Phg{~=8_|kvbcO3@@7%=%lh*G25$97@+T3Q09=%0 zQX{mhat9t$t;EJiuqGg)5iZ#M?zD6_)=;1+JulX`_KJnvJ5}|yOG4g|`zFWP<)chX zDUx<)1^jALl@dlOVjGPD`H=k6N!4+q#C5r(A>aBDh)~RGHJw^a5qA`*7EIskoJE

1lh-5i@S|#-6 z^r`dXRR?R27KRGazg$(SjTQn@rY}u}oo<7Vjq@T69Cd7HHE?9lwlR*en@hv}`N1RV z`tDzzoj-t-is>5pe&0;B_4%*&Mgt|ct!F5S2k&LIT_jzDI5jH&30%8Xgn-|FXQ(q? z+HxrX#K}_na^Zdf%aH+#bj5FXHT)%vep44Ir&yAhE>WCCO;8e_AGcqb{o~J52-MFo zEb55p#=K#C$=m}Ze8&ilTO*8sb+xV0HBvPx3)A-)Jd``7?$!U{8TX3#GzR8r*a`Gn^5K6#+(rkTIW%D;gHx+g99C31DLp-fY(_q!%! z-R$W}xbY&u4B81Y0VCF;v}>dnxQO;*C84nP3rJf)7gvq6GrZAWp|5+NYg<)phW2La z4j)>MmX}1b-4Z+35XdNq8SWQlfx;MN<|}#@b^bDvVFyj2>+x#~hkD+xlXQjTE%~K+ zmtOWEZ+7I#6bKL|6WtmA2I;5!vY$zHPw4|ce6v+4Yxi$=FmyaTuE4nxtA?w{s5 zrNV<|u3EvB=khIv`|RT{+<590DSDl&VL}WS*r)YEMnoa^S}q%0TC64GvBUR-^lmA@ zVlO!eKzmM43~@GqHnCiURtf_yvQ%KaIgDpTiyML`{Chluh(n8g+&%y&z!KJ@4GO9< z147*-kksCg(&U1edj-{*AK=}@@bRM1bLffWH-r@sUbc!j^*E?L5fb}u=1eAuDSvv3 z@UJBPw2+ue%2da4OJ_D67m=ifrxFBRNDV~?5prEm$cc*x@tEsMN-hZ!xTV*+F&kz3 z5z(_VW~beeHBBMRU*5w`)L}9noHkLh(Bo?{!_R~OisoJUo`X>1n1=rOC{_YyF1TbE zx9$+3y_{;9$DxbsA3t^-St?9ezu@q9)pQx*tSAb2Z0NDf$4IBNJjFisobUjm+&krt zCt66;{ia5xTZwj^l-xcmK|HeA=+ z9b8SQUO13pia@?v`Q~J$pC!mar`H=pxu%voub-GjaD6SeV&Mx-gnN0+Sz%_wQ(y{! z?ohdFK7xwvaW<4VEuWL8Ydt*3-$}X<-W~N(w^G75c76U3k-YjJto@p-#foG|54sM; zaUUXzQq9GaU&h%uV?YT#<7zL~2+ z4GGCjzk@uoVE^I%Hljey3Wxu^`>YZ1MSRlp1`)HgI`c?2BH9wP%;a9ag2om& zz~S+4jJqOC_F!K?bxrVFgRgSQB0$8j7&;GS{^FrUX4nRwiBfI)nN&(5f2dr@dg8Wp`%Xw&H z;loxHrelyOmVjl>1wdZgI|aRrz64EV?v4)JKgDNlMz`LPP3^k7=jhLVnh*q3cL$MS zErZV4GegGu0p^5O8Z_u;4(qLgk;w_YZX4#AS?XCak%fH})5)if=%6eK9Ou@1hF(+s zZQK@RMj^KGX+N$Aa_I53&y-LO-gx<<7OW!J)|9Pw4|dlZ!ph*HnKlW%lUn(v6Ks2X z!2M!8Rz+6v@F~b%FB+z}DuKEhq%D+b+8NKljnYJjTxIq+dD{r%tw^iN9FN1jlGUXL zfpHH%CeJYl+oihBA(|D4I5!8?m9NIQsv%o*N**Asqdy1hqK;$TX~ANFU@>iGUW9mH zWr_2U7IWFSAvcr6wkztqMu5?ldR4IH>r0A$Tt1WB?<&A3M&hl3R9s+{SC$3L+$Vui z`xQ0~V)6&imJ0P|^<^4aPJcomJ5%hspR>m*S$IOEfJ_ zz>Gjoba{$7R$bR#l_0M!4QVg2WEY_*7l=ZC9=Kc-`btby*|vPS6Rqnc(2vgHvM=to z1{+Kc6J>4)#-a#g9Kt4-3(wSWR|pqpluw>QAKRBKcVRoi_b8dQ7(EL_b!n4@9iyJq z>l2<-0(Ku?OI{~_{i6o`t}#l;c7#ZWak-kh05m%>(6}dl2g`yHP;L=yDS5IC&OhzH zK04iW-Xv;*_N!7zC0lvt1_qGBS^w6=lR@qYNO2jn>y}f4Iv>K@Ahr{7e*h8;164=G z8vcos1CX>w#2im=%UN^s-Ic@Wz7cdu!ea!XjE1CgBv49cU{!nTo=EK7 zNS{p=AOGeODRX5u3h@^ZGiMvO()T|)3Vy_$1ANF(E;tJevsA3Q#wwVl-xvQX+_JV=Y=?*`AjK4aneIub1afh?Fo~{NK8Er>u7K(pZ=UN7&iVf97&?{YE7SrU z1h|U@Bbn$2bOx4Z=?|Am57wHyqbt5}sz+3^njVxX1ER$Q4~}^rSGcxG5IgBY4C3fxegpuLr|SziDJh_pwD%>GT@~<2p^YJVypdEg zFB?Gr<&WOZMB|ADNhUGW<&_$Jhe0FDQ>nDt#H;}%y<%ziS?!ILWW!&FEZ+N59(4jp z7%54v_Xy~MPS_QgJ3;k2a+5Ydw`>Pp#oIviw%xKE`AhBz&9d)0|3xzIQ&g}OKw{0S zsVWEPw(3UweFip_^U6Nz>qB2}8jR$Wfl3U|E5Nl8w|@x9&vt!+>M!3SU$ys{cS5)% zcNsm;ndmxw{${D{qk3*2L^7CDt{B)$=;>eWaSp^q9}eH}3b@Mw8Ik`=8NrTkwZ#_d zqQMlku)ICyG#RiQ6L!Snj;$fG#3v>^08PJ)+%rXZMM2_lYLAp)*b3y2Oo}_%{R41% zb6Dbj*8^v<7;4jd%}T3CjHRo_hX^x9B^R7f@ z-$es!1r|ShLXgT<^I#IBO{A;KMK#fYXP2r4^9|hsiCR=rjc08QFoxqgE zaG3IN{#2?Y!*#QG(o3;`H*z@QhW0=RUIeA{<)Js?lRL$Ae`T~n&S0Vd8yXzi(l?gi zIO^Q+q>TOYxIJ_*M^O3f$JBaRlb(QCh|ZMeAA=D3XuCL{`1MT1F+lo7Xqi_V)D_gY zv?GHPwMo9Yw3{z}PmX~aF1bizs#>I1;Zjm^yN5Mv!u))+-Gw;7YJT!6MV7inJCEZ7 zMDJ85Ac(g;TBIK{`CTI?zIhMAZ3R_XAMPt61_@?4GRGxjUgC3QIOpGmBSex~0s@3$ zn?r~Jq=0u`_21IBe(w$u|jw!Kr`{>N)uLx%n!PKEikhShjlm>q=Ql0$&!6ip{sq z2lXh))aY^mxX(NxClmG7fZ5Ayn=oIepgxWcWX*h(4!=xiYLcYqI)E87FyPqKVG(B7 zUDW1X^)XT@Gu(ePS@z_}=M5BCVutM9nj-`Z)5TK}WKv4V&%e~Gu5W({ZB;TIYRAYU zMg$(jw+JUJ_IA92_?{e`WA%?4r`6Wm5ksH%2ilGgFG&|8tPH?js+Or!@PdsUyEDf{Vx4zI3w3)N;Hbi4b+k{J?mPrr;|JTqXatJK7L-gQ* zBHM3-q9MlW6_ZZkdxIxtm%E2LE1b9B{s+3Zv5@g`1aXACb_S{U11sK%>G;N*SFM%3 z`d{CokDhXKx5!a9uJFihYV=Cv+mTa?h4Z0uA`Bi{BC~Of?5#{@ySE3k<8;=0d;3^ik)~ z9nL1RmNK?MrLOD=@H3X-wQKB{>e94D(tC%X+#vm_tb1%BY_KwG+>9mH^&~SBRWy&< z4~_SubQ#h7wEASttdF(q(2z)Q;I5rCs>i<)kfP;aA0q7}r^)TD4;TbG7v3-gHm#f^ zF8o>nAjkfWpEva=mX$>(KkzLALm^M_J*|}Qx!KS?_6ZWyv$MC;PG;E;3W!Z=nnX|2 zdNx6pK1kz#^TMWedsSo&?uT+Gw)!)N%46?U5KKO#74)cvchUucAEu=0&9%B*qvnyl zbsZf*bmNKirgzj%^70DX+7&HpggmyLxMH_2xaPXDV7=PqbWX2Zec2i%)=DyieX84;QJ)vpFe02azfxLN6Onzf%XnG&r7Z6{Dp@J-^mH2Pk z1Rb|rw(b(!k<76_UW{>F&H>7H(0MkR?zryvL;TA?!bwU>aw?c}JNH@(g!wYQ+JAS3 zMJLPiP%Z8lit*zjhWuJK9F)@XQLpa}x7=RFEQ`C<7JNO=e3mTiizqYYd2fS;kKr<- zZlEvpl{s3a1I247f6+THwZW~(67#1$@r*R-26WPnA)`O5s!tGz;;M8oQR|Rhud2E; z{{o_W$8#VWkRaxVOIY9q!M3w%1o7cn*3sJ2o!1=AYfdF1%$r*F)0%1(50-H=gjce? zp%B5}#0@Mpr&fMy3fY|*0Cl-2gg`wF4KRXDXV8I*gDkeURIP{d%?!+wh))F}Zi*#L znIP}^@$1BiDv%ry4$bU*1L8z0nT@$H<^z00R?%fC-^BI&av-Te8-YeU*|p2Ok^v|M z)l|jHwEjWyqGrILJLfaI;%TNV-M zcm*vcF1qFy4i8kFK6+IVQZMqqEqD2iUW;h?Bo59#*S)zEU2Apc&0jK?NM_q(6};L{ zG2$_Pz6n$wC>vbaxjH&JQE5#cVB8Czktm|bY7UOb_M2xvv{?0Q~5< zZ|!trP~F?4Q@X4ePphH)v<#4t11NW(fMMvis3Av6`yIP?Ku8h2>*OU z>jb@wMeS>nz8nKtF#CH~kzI(l1I{_x9yp)x>RFbMxg7o5Om_!bdfuOT<=c9b8G!=H zM>COD^>k8l_JDnI0WON*9B|e8C@nF$ib;@r|F|@x54T#P@_pR_bL;$)NpCh=Jr7%h zd>`x=OAg?Htq+r0?@srtydT88I_v~U_~=Z>lOKrR7rf>}Aa>36C1Mrky7Yo!3LxC$ zKJm{8q{1;I?14Ya>zEMaa`Tn)^^f+T><~H~hkZTEJnjjBIeILe@|u__P8?|2jhh0k zXnAL?zdMha#u>eT9C46dxr683Lu{&N&lMAI-zGp1IvztWwk2J?kK%xgqeRmB>&HG8 zn22{4_^s$~L--1K4R3Gj#(<@oK zm(G^Zp3Bh%%ukx2A;d>=w1ErnJU1+MtoznrGE?jgGl%p)zx>%pej>q>T@5P44}{pc zlAmMH05;KH(I{<1Q=XtE9z@G;&mpI}$R^mhpes=@!p9lF-h`+`!(BY@Q)e~GopRC( z##~n_Eaf*(37>uo6)TVwSh$GLmq55DlibKB&!2hTN5RSAyzwxYi{OaedaChEQT_r* zI~kzTT(|hme!}}Pl7yOB9G6Gb5@b$8&U!zo#C}O`5ZM1;kAF+&oWT}WgXlJ)=GDyw z!c)CwjHq*Y^fQ~c@L&ia1v%s=KjR_NuzSQ0k0G2}u1Ue~=;?De7 z^|8CaaOOiPXpor22O30n99%*Cr`>UOpcf&XO@t<}Zdu5>!2m@zLNGBDldROBYcBw| zdQSnwrbEk}NSUHjjN&8EnA23WSR2E00gS|}dj5-aTXw2X+iLU0Ow&13xZG2K1esw6 zSHg6jL*?bIv^FVJz?+t4nnwB_khWX5I%OHdX`|ubNNx~A`^xMtZe|YLP5{|l$m?CvC$z<=Rd+#KHr3 zw*N8y5n`SK|0sLdX+0bR#6`(pjY#olq904ynoI02<{^o{` zJOln*S@-s+m!u0p<^HmWD-c&pppH9;4GPFDLKrVDe_61N=*xFrH%6-YzCY z9QUDtJ7-D##5dp@0l$BOa5;X;=4{(P#gaT9BVu|#igM8n1kxKB zwbFN)l2D~`pEr(QX$5cm;wzW~h_MBJ*&)y4eSKG`vm-ZpdKi2T5j#r{aTN79xbGq& zw%;0!frGa+8F9}KgKBDKJJXVbSlkWJtqY_y*AoAV0t3KzNbqR>Vli-#PkC}qd&i;n za)*Is>c5_~JKnnr>ox;*;dk8r+o58R)QeD2;tdA%A96-YY~K!jLAnRY0RjmAXCgM& z$P)`@d!4OdtV#{cgovINz$h`AYuswSSNEM>oW%P+nQ5A#J1xx=cu%ZAT?s@)I>|AGG7^oNjc4RM6rSo3)&lY9Xj=fKAG%{7aYuWW{wOhWs7QH zLCs%?=Ls*hNTiJeiN5$_9KwjCH?fDcf?PR(%>M!XRe%gXwAQ7o7jX^%w;YSjz?o;6VNxpasvx`n z6@2^Dh0cVx3#)ns=Bh<*3q*`=Pl0U}NjnEt06wmsL^BincCjZW?IEL$Cy_(x1C8Q& zg63xi`Z)WS-0;YERZhfv9GU4*?S&8WSlzuhD#vG9ujm8YAm}Y;BXDrfYKjDjHE)zA zA9mm(z4upI#W;_RPT3_Gd2q~ek`+A=cj|jz(!X%VY@j_w zU3^t0%R@g1mEH+P+(Zc}DDPj#wu!71OJ+_#@AXC)Wd}&B1JHlPI?2W$cgp~y%&yq@ zPgksnO<$BPm!ZEK_73zW=%LwC*>H?{IX4Wl?a?rMDxK;0?W6U_9w4VBsS%ebpWR=@ zh3=FRum5~k;pc1g^or{`W)EclFzRj2tIL~(p# zDNNQasJ}aqek>`l1sqnHz_5UUF5mbgU=YiH)uiJesQpaiN?=Ko((1c5SnF!R1r5=6)1$C zF(>YE;DqpYkQTjW0>vbTbTAh zZ@Z(Hs?xA2I7QT8qV|pM4H!lZ@UNQuDDnb8jT+btR4T(RA@^uXrsxy6MKgYIp8JOV z{FCnTH7NfDkRFnE+_X-30NTiW>khP|Znk=eJA6;s?UVyznU23Ad0Jd+Es8hAnhp<- zaRhl6fM6Y=!^$WO#oFh==wFviAVc)`@yr%8)2N8Q0_1wpi;$%aXJcG5zwqdb*R8kx zAB(h|=+*ZU25yTYWskswW|!BQbSnYr&#b~lopa6ZM+;AzMU~UW;s!(X=*D@zATtz? zzId6B0GzaWR0_Wu(_5}$??oVz9uob^1;Awn*iSM~jv+QuXv$wzIDvze*hvKjK3f;= zW_B^fh0nkzrkB4Uj$? zRf{YdB|BJ2$Y`8KU0OAD14YV|PPZ46736 zx`oq4d0^!Zk}uwTh5D|9^!dH{$hZt??ZiWR`FZi`0 z{v(oO4Bx?AtCWV2DJucA55}bP^V6A3S!|ou$&(F%!yt(M4gGK$hByBFN*0>O>7M_0 zJf(V}G9v!0l*}@q0XuiNcaUJjDD?Wv^hONOFqZG4Xw#J%fHi<)Y6Qm= znS1c3>u^~_bgAf3dO^#JRbniRrbjNVzA4TN0yP0zr$FhPR10fvT(^0F6qJiFL2G^0 z=EEtfj*V<+stOR8bCQDL1>~RBY}+ehSTM%VNBk{ViwXu!h|3$S4Q!Y%07bpLW(m#_ zt&}{v>x)9oXJpch_e8pb+vd#a<=;MRzcq_2qg#QH_BcLt+?F;#TyfH+k_@|uCErQa zi@sbv>oHqMBYlul z+~F@Syd1Up8i6(=q}Jd%F9Zm3W@PsXk|v)~$DL%9c})I=7eAvBnV#%710~N=4XWDb zil7Q4DhQOXLut85BjPJ1IoSxJjD^;WYTY=0zX-B6lF-8OcfK9_%;HOl7%tGk{nsoa zzJLuE^&XiSmOKYF{4IWv6e|y?7l?5QLMsQE_dwoyFf~@44j;lp&CxPdr$l}_!OD&W zkffQVS8*L0+*=Nd8bu@K|A8ehNhd%c6ECN(-XW;mo98TY*h7STfc|8;M3J~#<$VY> zN+~ydr}%%SmS}nOUO-yQHIuoGESi_3A*AY{&8@>hn7&#}j_iFcU>@8KlbtKgkMR+g zHxCSiS2(FY=T|_e256spGa^U9<6ado z3sh){5$@;D`t=+sLU^cAcu9j7GShnqhuqKbiEF<#C!ve|K*Wt_cjNn=&tAeO+@#ZU zszKa_p^mNK-?rne{rBFAU>f+UI@SY}una)i4$$nBo%(;i4`T2xfnJZ;ILxdPzzA1H z^^?LEgZGA=f`z@2rhyH-a^OBFgglY5+`5RIH6}_We0X01;I0t}apWxssR$hHJq1g< zSg#nyp~Ciy2~q9A+N-QM1lG*#umJ~BZ}GloY1NyBW#|Zg3h7W!AeUGyJ&apMY0VoEFz1oV;yD)$zh^9_uvfJUa+e zY9z~M22;97@bwUiYWf70K4fdD27{X}#V*XAcL+3to0^5{nxY}xZnXrQ{$rhH{;+$t zl;t~r{6pbaBO*UyXEYP1wZct4VSVxBHb#rdm70G6H-zb^MaImLVF0Bv>L|p#LY$5# zu#;_5-&O;bof+D-ybocVysnA6z6VK z=T}qU@LD?M<$IB%940T9rCbeRt6`+5d4|>)Xyvm zBY2kU07F^^LIleh|u6q5Cw#3f(3Be6H&T6E`^Veimz-`zW!2Ys$ zLT6KU!1JBqd3;m|jk#lc1t74X+g!6q?xVz}!b-!0TUt{e;OZA3hvb4*H4L21hkx`Z zk`g!o8`NhlAntMKzH{J}2U-B949fWpadWLqI!K{=AhUBDnVSN^sW@jTK{l`u%9+e< zq9}6sHHiO~zteSh{&nLp)E>lz0}7vzAi@7iq-?a1s-@^8V8|ba2Mht*l_Lo4!n1&(3{1_K_>&y$# z{g$^u&|LZ`vV4Cg+RXKV{#AY|48nLp0x19`p2vdd4|49nuC3=q@5amME$vSm?verX zGp(CX`@7O%B)tgi7_94=`4t<$e`rDLD_1cMZcznmg$pbzxMkakg|lQRPU?BM85VhD z4=`hOd%XEGhXG8PJ($r=^F$>5%w7HUCWJ6dlfYZSMGml7aC}Ja*QUVQ*j>WV3z!=Q zTo80vuYh?w3}neL>mq&$aUf75{gwfWWP@;{0U_M&c6}5fL%HOF>`*?}5v`{K7Gie)=Fe5uBMm4P{3`J;a633F|B$BPVl4{au5s5Ml*^bI` zPWCKG3t4iqXGwH8w&XaA^L}o6uj~B>-uH+1N0*1QJoj_opYLaT*J@!nsMV6=7R{#V z0@ARt1#1ooilb34!FEop*J7mRD5%;D+!*>@^4p)UG11`tu^6^}UtP1oV$qZvZ~s`q zg=|Ow$Eyn1B1g;2z(3tIP$9Ik+uY0e$K{4(O-Y^KPZrf}oY!e7u0_xilNOx9ALr+b zrV>N~<(_;k3n5W|>zn-8jc>F^!dqh$reTWQi`BsCnve22=t+|$abKuDIBL`GnCrZ6 zX*l13p{Kr(4;a)2Y`EB6H+LEdtiIMsVqja-1NxSvYhS+myv)h#nS|$&SOERFFLW@o z_Uy(CGwicA250%Zwt?iut-N@Ttbs?r+1tts32TTajxJf~$GY~^q>fGKp&;1CzoOFT zAWqUb8Y3&oHbMA)wBp=ny*?@Pfwy1M&`dQ=iC@ASu)C6kaFOSQe4>4XiAhB1uh5uz zb8`CR12xL@tWdHA-9{$e{+x8S{-?O^Mt9cYTypy2G1wII_e>^kme^kiq$wYbN72f} zXToc}anSZxGZ_OL)C9}mXM={{QY?RrS@-YDYZv13Zo1>xXP0Qqp)3KtIp3ho_3?7; zDz_ORN}wCSZcN&uWlLczPkkzBz)Eq(bNt=a=;?1gQ61ZK%pSSE!^tc1pO-7@d6f)i zEI38Hv-qkCHkr(yT5P++>h;^onh63gA$q*37)GDdlVZa|F51`4}K?3R2= zQ)&OA?=m0v#ZuIN@^F86_JJQCcg~|e*@B@Q?_a83_@%C)=q@3F@y>^{LzStdMCHj+ zH9O`iHrP=b<^3G0OeuyYrw^`qA#QcCKmm1XOaHz~6Q7`6_n9^QGO{xMiQgH+R>d+x zN?7v_lH%{uY-_gg2R5fc?n-?@Gj>odlGxLXhi?H&J8qI_(btkWvdkr2X9r*D%)Hkl z4kiE5kJ9OC=j5Q8jmhC;F3i5xlhyH*mUgiF_l72?6BL=B)k12wD@e43|2chhNO1uK zXFJYz$eB>3GfSURgT{d)^JD#R(pkA@bh`7TZ;=4<)m>h)No6yySuE|}wdxFpsC0-z zo=m%0%stWS1UlKn{xs)KozPzX{kKK%Vjc-PBEy!G3zK{OdQItiS8j(IbuQpCraIFC;YrH8lhS6hBR^J42wUqH|mT|Af8i}3cqzYZ=e*ou{szV-4P(vd4dvL#>7!DQGLv=ic+-(;2 zWXbl@6N*v=n2(5Xue7lW0V`)fpOab3+F?J-1r*@206N^@=FG(?(&8BK@g{fB=%QKJ zVOBA6m?I&QUvxWR8@Q_RJbrZC51a$E)a?IEZ2tN{4rDy znG$#t_ky4X<4W5WEOpyMu)lPhpLrEYMwvq}&vzkFaIH^h6hR4-cWUjz7QECp{lH`9 zW%axbMYDLD7GrDRU?;xR0wV4ZK3W$6852Bk5?v6vyO=-(6+mxm==iwakVPUxG-QwL zSluvgD{U@#7Ku2nrJ&=iyw$C|v);m^pLp>blTjn$(F(n&8$DL57*Ls*MBF2NeATid zQOdK*5L!>!5~q|0SM-@ z7X5HuIbK2Pr0}ML3y1hMC?pdZCMn(->XfD-q@B`>yLI?TrZLp=}A0LHZxE1SVxyi;{+*g`tat^~w zOk?z*)K2avhG$J2Q?$xywS@o4ht~5W*@`t?mnCI5)RX{#l?>cI`rcr!$YTDMs>(6U zq&awYo}Zxj4ctb2v_!bS1};ihhYu!}^PNPUyQUUzfJEhXY5om!mi@X7v`q6%EC-e0 zsKD39*Tk18$OdyeC0VBxHeBJbQdMj-v=50wcMpgfGj5Z9oK*om3t5#L_pLP+h?Gkt z>Aj+0cI4O1HAY93PdnzV-~--ug+F(>-GGa!yvQv`iPzt5k}piY{(V?-@WQttr^hP~ zz>Cd3e=0FKqs`})8r`3_>7ie8b6nAvlraYw;Dwg7m)@o(cQZgq55{(nPaGzy%CeiW z)TdKZlNTSJOTS=j4DVl(%-vvGVbF+3WW7~NvxTjEy1LR;FYW^6u1jKsq4!94cqvRG zTR7#+PfYp3q;8Cn3JetVynf!z9#yx?-cb9K{*tfd3I$A31VZdw-Xs#x8j<9G+^Z`x zl&s;n26(a<4}}TFKmTe#$E4|BM@nJy>oy2f7?9I=ZwXwghIz0a!N~(5-%a$%9YW1Em>$i5{*&qma4m zu)WpszFHR#VHV0obj=P%^+6m$5$#S%dzag1yZqIXr0HB0RUzy_`HXtTui>@#XHP;Npn!z!D%c6CT7A84wpiN9c;kB5uJIwzrHft ztUoo4{scjsgT(KYGkU(CJJPK~ZP<|Cmw36APmDA5I)j-$SD-UWOr9T-{;CJ^$gkNo z`5>vP#SV=ug5DiH??jKLClz4FoC&9cny#{H{ZHRxTQ+&Ll~lk?DWgI9@6ganaqCyV zndKs>N?IMR`%Hk%ye&psEfKGX8JsXNm=}K1E>m@3rC3#xc9YcYs(s(Z=A-TI1kt3h zJJ~_PCkiCT3wFiFy6ygDINpw-lFX|T()3WP8z#3bLbMd9aFzDH9Dn;6@6sFjU=s$;a)p182TB07)(rudtq$S7(dE zGe7}66N^6N6G8T!MijBFG!8yfY^-vfB(wyE)7w#hiM!+voR;q?mvXat%4mvK-64xx4Qf z_3Ig(*j~aQYKxk90aKxyrwURG3WYJq^(+Cy2-I zL&@wG#)*VNtTE2*szT-WZoJaOYMQ}?m!ye+b=i@zh?dqx&*x}rPqI&eeeEjl6E|Gi zBKKkdgyrig>3f2Bg?+MLh?MxrYT`Y392W%WPX3~ycC;D2KRpH|DbmEI#UPbv-EMk! z3_4ur<;9KwYq~+C+$(sxmGajAq=fUkW>uT?J_C-cJ@qenlzSkq_%5aIS(^K@rJV|i*^ovInmdorMyS~d(V4+PRXl`v8mYF$1epba~{@T$%^IOp( z(MnxbI!=?xCaayH3;i6}|3Yu(;`{jVzQ?!z>#*CnKa~Ujtm~ec2+u>U3eWAFAxy=O z*nq0eioSY5O~MDF52yvqOnMZ-jrEG?#^M$p5}r2Bu@cJpm?)5B-~ E1+d239RL6T diff --git a/vignettes/scaling.Rmd b/vignettes/scaling.Rmd index 41543a98..2599eddf 100644 --- a/vignettes/scaling.Rmd +++ b/vignettes/scaling.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) ``` @@ -24,7 +24,7 @@ This vignette describes the computational scaling properties of `galamm` for sel We will fit models to different random subsets of the input data, and here specify the number of such random subsets: -```r +``` r n_replicates <- 20 ``` @@ -34,14 +34,14 @@ n_replicates <- 20 We start with the linear mixed model with factor structures described in [another vignette](https://lcbc-uio.github.io/galamm/articles/lmm_factor.html). Our goal here is to study how the computing time scales with the number of observations. -```r +``` r data(KYPSsim, package = "PLmixed") ``` We start by defining the necessary arguments to provide to galamm. -```r +``` r loading_matrix <- rbind( c(1, 0), c(NA, 0), @@ -56,7 +56,7 @@ form <- esteem ~ time + (0 + ms | mid) + (0 + hs | hid) + (1 | sid) The KYPSsim dataset has 11,494 rows. -```r +``` r nrow(KYPSsim) #> [1] 11494 ``` @@ -64,7 +64,7 @@ nrow(KYPSsim) There are 2,924 unique student IDs, and we will fit models by extracting subsets of these students of increasing size. -```r +``` r all_sids <- unique(KYPSsim$sid) length(all_sids) #> [1] 2924 @@ -73,7 +73,7 @@ length(all_sids) We set up a simulation grid in `sim_params`, with five different samples sizes, and specifying that we want ten random replicates for each sample size. -```r +``` r sim_params <- expand.grid( n_students = c(100, 500, 1000, 2000, 2924), replicate = seq(from = 1, to = n_replicates, by = 1) @@ -83,7 +83,7 @@ sim_params <- expand.grid( -```r +``` r set.seed(11) times_to_convergence <- Map(function(n, r) { sids <- sample(all_sids, size = n) @@ -112,7 +112,7 @@ times_to_convergence <- Map(function(n, r) { The plot below suggests that for this model, the algorithm scales linearly in the number of IDs. -```r +``` r plot_dat <- do.call(rbind, times_to_convergence) fit <- lm(time ~ n, data = plot_dat) plot(plot_dat$n, plot_dat$time, xlab = "Number of IDs", @@ -133,7 +133,7 @@ We now consider the model with group-wise heteroscedasticity consider in [the vi There 1200 rows and 200 unique IDs in the dataset. We take subset of IDs, while keeping the remaining model structure unchanged. -```r +``` r nrow(hsced) #> [1] 1200 all_ids <- unique(hsced$id) @@ -142,7 +142,7 @@ length(all_ids) ``` -```r +``` r sim_params <- expand.grid( n_ids = c(100, 150, 200), replicate = seq(from = 1, to = n_replicates, by = 1) @@ -152,7 +152,7 @@ sim_params <- expand.grid( -```r +``` r set.seed(11) times_to_convergence <- Map(function(n, r) { ids <- sample(all_ids, size = n) @@ -179,7 +179,7 @@ times_to_convergence <- Map(function(n, r) { A plot of the time until convergence suggests that also in this case the algorithm scales linearly with the unput size. -```r +``` r plot_dat <- do.call(rbind, times_to_convergence) fit <- lm(time ~ n, data = plot_dat) plot(plot_dat$n, plot_dat$time, xlab = "Number of IDs", @@ -197,14 +197,14 @@ abline(fit) We now consider an example described in the [vignette on generalized linear mixed models with factor structures](https://lcbc-uio.github.io/galamm/articles/glmm_factor.html). -```r +``` r data(IRTsim, package = "PLmixed") ``` This dataset has 2,500 rows and 500 student IDs. -```r +``` r nrow(IRTsim) #> [1] 2500 all_sids <- unique(IRTsim$sid) @@ -215,7 +215,7 @@ length(all_sids) We again sample subsets of student IDs. -```r +``` r sim_params <- expand.grid( n_students = seq(from = 100, to = 500, by = 100), replicate = seq(from = 1, to = n_replicates, by = 1) @@ -225,7 +225,7 @@ sim_params <- expand.grid( -```r +``` r set.seed(11) times_to_convergence <- Map(function(n, r) { sids <- sample(all_sids, size = n) @@ -255,7 +255,7 @@ times_to_convergence <- Map(function(n, r) { The plot below suggests that for this model and for the range of IDs considered here, there is almost no relationship between the input data size and the time until convergence. -```r +``` r plot_dat <- do.call(rbind, times_to_convergence) fit <- lm(time ~ n, data = plot_dat) plot(plot_dat$n, plot_dat$time, xlab = "Number of IDs", @@ -277,7 +277,7 @@ We can study the scaling issue further in semiparametric models with factor stru The data for domain 1 has 4,800 rows and 200 unique IDs. -```r +``` r dat <- subset(cognition, domain == 1) nrow(dat) #> [1] 4800 @@ -289,7 +289,7 @@ length(all_ids) We define the simulation parameters as before. -```r +``` r sim_params <- expand.grid( n_ids = seq(from = 50, to = 200, by = 50), replicate = seq(from = 1, to = n_replicates, by = 1) @@ -299,7 +299,7 @@ sim_params <- expand.grid( Then we fit the model for different subsets of the data. -```r +``` r set.seed(11) times_to_convergence <- Map(function(n, r) { ids <- sample(all_ids, size = n) @@ -329,7 +329,7 @@ times_to_convergence <- Map(function(n, r) { The plot below suggests that for this model, the algorithm scales linearly in the number of IDs. -```r +``` r plot_dat <- do.call(rbind, times_to_convergence) fit <- lm(time ~ n, data = plot_dat) plot(plot_dat$n, plot_dat$time, xlab = "Number of IDs", @@ -349,7 +349,7 @@ We now consider domain 2, which has binomial responses. The data for domain 2 has 3,200 rows and 200 unique IDs. -```r +``` r dat <- subset(cognition, domain == 2) nrow(dat) #> [1] 3200 @@ -361,7 +361,7 @@ length(all_ids) We define the simulation parameters as before. -```r +``` r sim_params <- expand.grid( n_ids = seq(from = 50, to = 200, by = 50), replicate = seq(from = 1, to = n_replicates, by = 1) @@ -371,7 +371,7 @@ sim_params <- expand.grid( Then we fit the model for different subsets of the data. -```r +``` r set.seed(11) times_to_convergence <- Map(function(n, r) { ids <- sample(all_ids, size = n) @@ -410,14 +410,14 @@ times_to_convergence <- Map(function(n, r) { -```r +``` r plot_dat <- do.call(rbind, times_to_convergence) ``` We check how many models failed to converge, and then remove those rows: -```r +``` r sum(is.na(plot_dat)) #> [1] 1 plot_dat <- na.omit(plot_dat) @@ -427,7 +427,7 @@ plot_dat <- na.omit(plot_dat) The plot below suggests that for this model, the algorithm scales linearly in the number of IDs. -```r +``` r fit <- lm(time ~ n, data = plot_dat) plot(plot_dat$n, plot_dat$time, xlab = "Number of IDs", ylab = "Time until convergence") diff --git a/vignettes/semiparametric-gamm4-binomial-1.png b/vignettes/semiparametric-gamm4-binomial-1.png index 23d9313f2052c2eda08097152bdac6c9ae31f277..d72f9b8e95667840524cd0a733bce19d1e479d3b 100644 GIT binary patch literal 26370 zcmeEu^;cGF)GZ|fl7b>#Qc|LXfOJa=3erdjNJ)d_t76b0pdeiWQqqkmB}zy)64Kp$ z*M{?b_iwmk+#eXjqrCgw``Ihznscu6PF+==0FM$64GoPzQ9(un4Gnz{`N6@4zsX=b z^+iL&BD9j0R=1Xxm$tXDchr3L*wkF!+|Jz5%2Y#M3JvW}aPUI|OX`PYVsRBk9M{`l z_GDy45T5YAFSgO>dNnk6VqRoB!Wn5(EE(3iG#YQka(n71&5B)&Op^H9=ZVOPQ@wAj z3{P{G1G!R))l;xuvh8&q$S40H$6c(rT~rlWZe7zhvj6YXs?Y40)5_STuyRhl=rLvt zPRcy4neNG==6^qa2s?lC?j-Q;qNglS~_M7bC{t&VGL_c}?dkLEMwFIKIuN@!5Z@o2=0?iw5 z_saiWeS+b=!ewD4+}|mb{v<$>b0u(UgG4J+?1y$%LX6b05my;m6SL@R!%z6mEjL|` zwhvsj<3Hj|MhKB#q6}i@(JEP&YVp-BVND}8Ds}b^og8UV8IJsko>-SiIins)7rCr2 z_T$Qj;8uxmuRNBn+%zVY38N>n^3pR-&BUXevrL{#w@lvaomd)gVBbGMD|_(tq-Alg z>!wu3DbreKcEhUWL#Aqc9}mkMmrmR#&zO366?qgRUhYvdMo!qxI_Fd&h^mdaZzfD4!_m`23;GPcZGWujs>>f(e!Ssc!YK9ZUh~R@6_0|*xz=i zM8`yjalaOW32sLtMpHhE!ll3>iaAHKrR}a)hlCa^){xe-P9{4 zMR5v7f7`0(ua>tnTz!;8hw@QPPU|*zFPL~4dGU#ni8nlZNiiN+dw*%Y$8r8^8{uS- zReW(t>_Wiz*6Aq|y!=}?uHw(sC$TM7&Q(!&We}FcSk9moc;33xV6S*`Og`+9Ztj$b zedmZ(WLLLTh-l&qX6K=0n}DCiRLv^d7qJZY9SwKZA131%cY0rb|E8@**^xuHxUJ`I z$2^8M;8kOIdU*WYdlR!~9IZU*6!VnX{ZgZ8UmFyNJLZoRpQxyy-GD#iprOC9Lc@YT zp~DX){Gg#>Bw_r|-=Oa$VgBDgBman{YPEodCV{3XBl*A`eK{VtTIJzkGaaKj9)ona z@_oe{>1F6OR-IeEk@sY?!uUQ?G85n>r=Uk+OTW{Ijk4TeVZMGP{2q?t4ZiZzL%r3i zRnL5pWv5lK*`=ZmH*c|iA&b?LgzYb@L+ws|TX&gn-HHsSM?=SvK*Jz@ONNRFe@YOH zLc==yt9p|9`b~P|U;NOp7!}Yk>AtC^D&c)%d5r$J^S%{2xoDkcgMKjQb$paCE5DHja$oo|#!jTF-KHXg zA4(0+^@jiXwSL6FwQ9Y>3D0j+0S|6dqd=4W>{_or)+hR&Sdp?Q7w}v6z0&!O;i44h zzIH)lg5|&OqC(wIm8(#LfBogkUovJgp_x}ABzGI!#*Ys+< zE&IPufg)o}%JK*vJKSBhH*bqpVfgKo^Akr*kTmbC>PW<1W;3WP7TsuJ3bzzx+EZ|5 z3O+AcIMdhtP#vu=)&6@t1vo1C6e=sMvpXVtQy<7vYq>k>X5=9ADvuLe%-P_D)Y-3w zDPW9yZ3c@T%%!@1yFh;Z>ri>WKPptjBQ3aP+k3wv_Wmp$P>*n`H-2)IdTc&f94Iv9 zY}B~LgDu8fMUZ~>#_6>%d{2+d`0YjpWCJ;LZXNs!HFYc$W0*ew@cZipZQNCljt{mq zHFi_jXoeDR4wu>%8Tss|v)QJcf4c0$UGboM=3e{;OuZ^R<)`|qR0(BAr#(@4kS_o+~EJIzeh z-;2@S+r8R-pYJox+TZEG*FVoMh0E9Ox)&^0t=4K~X{0NZ^3=)sH`KSeyDbm(%5Kd6 zNe}FHIoO&nCw=kLqs?V#j_nS=4?F98PxZwat39jFYXBeauUP)J z+T$HPs+-0Vd{mDla-?`=eYd*ghmZC*ZTB~3>~syWYo7LIYt?#rN@J8t@OqqQs<^SCgchIZ(N(fuZ;;F|0t?vqV>K!$WjloARS^#wsL3; zxU$^Jnpn)PnK4kmTr0d=PMJe#Q3yNMAhp} zRCdBOa>0~?_Up9gzlw&Qh$VIVMMqx#$i?;#yiAA8WB(NvdSXmeXYhn+XZ)A{Qa~R| zE`%D%(iRudQEuaj?%ZZ89*7$h4ypTWyqnFp7Z!fp}fErPp_f_32m8u23kuV+ z!Te%8I97=?T((c;Ckp$d#sOl!0we!Hq%=;bc|Tog0+0h%5XUg`Juay^+GvXo4-fYV z4lQiFws#E`eqOjEq>Uj}`ZCq%tcQxTqS)>;3f)Un&%L%sw!rxSDXC%YSkBaWrp+N* z`Gz&lO%qki*WAZHx8R)JTPx#Di+1W9jr4$cw=s`a4ThNob8_#WE);nGeRVU9+o$=^ z=|nUp_tP&exMv?CR-l0T{(k-j*?%Q_kJS&g+Y#{T{5?uwh##%JbXgr66|flytJh7{ zyn-zz?5(JT)D@Z6_2a&$wlA>>zILmLk7jG-Qhs!0{>pG|Pv%bs_t`sIlQnL5g{xKJ zXl^}TTa$le_EQBKR~)YPSzV%kht-#7U`-`xSFC4O!Te4)&8L?-Qt4PM?E>=kjIv1( zwS84?s|qFT6v2H=-;p!XN z_zzpqon8h0I(rymA`HDUyAmaynx3snC`&(513s89T$CTL_0H8uzsDOxAPv{N_8grC zxw$kUR9C9JURyNRsL?g`mU0fqQOS!mW*4cSNnCpnpmR}RurVm;Je!EGqbi(chZ_7Z zEqBS&5op+io41x5c`lc@&LyAK`v6YX!3(@=tt;pYNL>v3hsEb;-<$oAjm>7PdN6n- z^v)zs)za5CsbtOjQT6rYQPeZ%=R=I~SjXvfe>QQn#o+!Tcja7)#89*{!49Tnpe4S!@4^|<$6$6lF5Yhx@9ubu~1u#NnINTZlmUl{rPIozxy7{vs#R( z3C~|&9I0^nvyFQX9$5W)I8t`dFluq}sqb`B3fNe}t!)~x&{AB zy%E6@$-kGDoN0pm_PnC;#&oMziVW^zXR@>gy5-J9taV=D>0#ZeQYH5~+BY0A+6Uq1 zZ_DFy*!^DBZIP97rjEmRmF0G$!h&3<`M$>-5lsfv6yI1EtWs#t;^mpIY5W~aDkPlg4n=s%-%jL99XIoq2edc zME>2rbqgbAS$krkH)k}q%JpZW>yVXCV7g6hC#AbA>A_5lk;YZdvyAks_r+mj9KJxV zZw#?qGprwj&z-GDwNUB0{512EMrd!^sK-U z8$v7eKHPcrGFj^E_Hka_P+A3mBu0#L=* zBVEYp-@s6b^=4%w|JkX$#YDdlo~2Xtg!(!;w<9#MzA}3wLH@*$CWBW}h1la&ZuTNm zLARIu$qfs1OP&fz^UUz2cS98{W0y+&Zsa*v=GPwlq;Ml33>EtK;Z;9f2A=fe zi3>7|t0HPM#ZP;G{*30LVlkYV%D3Se+iTBfLluP>~vcK>r-R{M_Rlm>QRcD5iv1_ zk1MXms<=Kze?fa*_o&b-sKzT@tZn=QK6(Obw(Id(%q=q+*?jyC)o~F&=B#ZdJ;Q)n zS5(v?He6~msNw$4&ynrPJN&A<@dEZ^cj>dbNWYVLZymh9Dv9(l9P|qqRD70Ufq%4W zo^QYE*TSGYi(rg0p3qE7RVPIn=?5IPCeP*&8e3?xif?sqtx%Rg3XJxpDMr5P z`M7}mYR$ziI^yLpOSTHHD&57rGye`ry;NK?R9jOD78c}Q3hL2NW)JKbi&S`ACH*IhoC~^ zDVWc?0W-Qsa5v>1pf0N2owjl!Ib!WS&t1$jRV*@RO>08X1RC z`5;S!*?3;4@%P8u&BfA2*gkc~J8d43YPB$od8aZmoz-XNwVxdMkNWcrrf7ee?<@_v zB2!{ZI8!db^!ZD7{i01LF#X=*ATRnpYZ8;gx@ysr-?#kZXn0MqnnckCuI-`GGh&=o zh5-4A+_JH+7ir!7!adh-{$u;iQuV*n!yxX_R<{~UO!2z%ZHxBeH*`J&D>b`@ax3UB zn(8m&klsfkB}GP}xw|Qt%EJ8T`*(UphQ7xxRJWf5QC0M3X|mdFr==Qa%yk#`TOq|3 zC52-t>eU*-Ea18{Amw=Vc*i=w=1Hj7!Dp%pWR8#}mubBVPrCV|K^D3Dc_riRgfxMuYDRSy7M6?)pdDj{*p)tS95(c33mz-i)oCgjhVLL_w1UJ0{o{NZ9K!8 zYN9hfGCkQ3Ij)eTziJ1-GRN{Bf%IW_Fg%wE6bt~}cGc^0hqL0R6fsV79pb0eNEZkiAw7D;E1PIM@!%p<4|*Fc zTCX+9?k8opJMP|o)|=qDBILOB}yarU*mG@6Tp zMHUmb@xm_It@Rx4_)VhEs{Qc*O$WTiKYJ}o#&B%>#~0!=fLe%+?e};daNM4b)=0O7Vnbb4<;0Vo89K{QFb85$!9BoTt#a zEVD+$@T>b%&&I;H*HCq*C&So;)RwG?USDY(TNqHqcF>TJ$+ElH3wj`C_(x6#>;AkF zK$%rm?u8o~Ge4tjV+>r^#WI#Su*J-)2pf@PAX7H}^?_F_S?WU7#EVOK?Q@$eOrdv8 z=)AY?Uk^G2Flz=3QrRu@p93%gV~XCIBefVQ^7kRH@p*`h$9bfasxQy-K<1U7!0Y(u z3t1?kqOQSx|4Zb;Q-;vs-e;znzJNjLU9l~0BhCrT#zpP%B5|~_FoS)I<}pgxUSs=} z)F-KM)=VZ6{c6?Bf82}aJn65_C=@^5(k%Oz@U-a|fL8&zq5C(xs^wDZwOD@Zt5#Ea zO|MO`@=HF!e+?nS@SikA*QLVd%2e`TO8%c+4F2AG&^K(qzb5c_GFbG6eEROQoJY!EMl5<_1`Of8^eKZ_0xr9VH{MyD3K2V)<9x^i!2Zkb{9eXh;B9pE z#jeyh@!mUw0%k2?oK`iSyQM|#!fj?B&YxTTCJMS@Gg5fnIP)ex`Hx54k8y~}tSq2% zqj1U1H}aT?vZK@fo2!&aoqX+EnRS1A?a6`lu7tUK{$?C9-c`jM3$LE_^9f%pXxuhX zxr*i=={wLA;nN8B@KMqV*gTpOOh#rTWX=?s{p7TCu$W&4L&CPNx;uG@itEA~$C;ml zFzmd~QG#}Dd%%P|tDnRemRXM)yzpxKgX-Au@V_Hp^K^=u%%)w$?gl9~pH{~o!J(Ey z;!u81P?PsJ2@se#?NY{``859xLQM_)!(scn(S7;( zo~+0co55Sk3;w#~_+Fo@E}o4}(<&1s{f0%jq$~s9iNrs-Vbf{zbMZ`Nl`P$)bmNzd zJ0=uax>**^jd$|b+gZt2=jIwJS%w%Xe?N%BrYI^xyeCi>zxJh?=IYqhU)gxbWEMQ3 z6ovOjsFN1WV|*BToql92pOuO5J(YlXH0!m(+o@**R~pH{SMxxpxpb!mS(k~FJzC*( zK$thGrb0xd9*+px4ox48EDkvDn7_EpeD8X&OSU%P!);m_UuYh=IBdcr{Qdf-fU=Fk zhjPnjF|qNV{Z;1|rF(5Gs{NTcptjXHfUM=v#;I% zmliT&(f-K_NW!+KN`U`)S9JJZc)mmtg)m3__c?qMWKM>8Ts9&<*m+|sgULZ~%-xip z!7MPP1&W+WjN$Vvl|-@88!%sxk-UG0Let#ht!Lyw4poNq5n$b6F5n7x$y*7Q`*QVi zeNRug1-$BfjxXo>Xn6+^X2+l6(PxBBr0qeEY)<6mN16@WWz_a!zerhO+1T@(+nt4Y z`#^Axw$wfT{#p@tB%K12#zQk(rzk^oe>zgpfbwmWQTD7wfLO05@i7A$s^#)$t=w4A z^&g~t)gGH4hCfd^$A`NfLIb zOW{JXYgqG~`9a<8xbL_yaP=^={dCldRKM_8}FnIRuLg7^&jgzItB>*QS@^s#O)}u8F80=)%&@<*RrQgvbt*Vh}?O&Yz z5CW&%#=YHsJyr)|RK98Es*I;AkqbT#)sYCgz^9osx-Z-@ zmS<3PO({||90==oX(|TD2QjX%0cyCzDgbRyry(f!sDJUUXNBVoh7E4Yq@*AFfxEiw znHE5YRUE=aw^?_z5g0lmRD?`|wx6qjMVop$vduIJDgG;4-(nNO_KwssHYVM|ilh)^ zR5liwhs%(DzMC(~BjCmFFr!aQzbIH{b!@<1y zd|Ukjz#JkBVO@b|6B5HP6O8J*a^^wSzSB>V6W#<^|1 zS6&R){ZK@YGm|bum$Jp6q-l=**B-x!(a}Js ze4y7BeJ2#*Y^%Shi{20+N8e9bo$-W4En!Jm_Z!}m-?8QatekJKXA^yE^=?y&d6my! zL_6n~k4Odz9=~kWu42q>jCj)iX?~%kkk07IZ6$w%gD*zV74{Fz&=J8dV4tg#=j^)R2(mBE?* zkP?IHXe+lit1Du94S0ga;v$I$jwLp{4mu2kz-g_w-l7fcaHUc4gxWd!R-A3>1hAFJ z>H4}AyT*3~`ZuT!wQpA485Ja+KD!m?YF7nrPnKr0P{1HG3&-(avp->;S%S&PsmUAU zpI@xnHZe20r7(8(6`D2=;6;d}y}Qq{f`1ZM|(?U9te33 z8Gk*Apna&Gv%g@7*9h>N$-N^rhul*Rjrhspi`y?5h#QG7yJ1w|R|mPlTxoFk@#>d< zTl3v2aVyR;m~=lJR!I>_O5=l{0At(dQlLMM?4cwO#H zQmFbfBQBHbCax$Z*Azkn1h^OUK|Ro9j>*~tL!ap7mrvpWxqYwJqdZ&;YlCmiaI=I# zI)u2Gr9((D6fYmSkmKb&crUgvX|5<&jHBJuE46W;8aJCpdK`6gzvI2#-7M%kJAinG zF^TRP(&}B<(jo(G~4dKn|O|eJAG?yXks1m=HGA+^r-RWv<^W`!L#`h7d^LP zwQSsnw`2!6I%oM=RnhGSix3^k=0z5L^BI7>dJTrmV+?)`lf{b?t#-#rXpcgd@>O<;6gtM4ru^2X z{Z+qnLCsp|IubL)Es7G7rp24yok@~H_GD{{BE$UdfKs&!LvoR+85vX&jDq($SdaK- z8~+P(GMe5nYh7DvhI8zvicvP=7)Sv8Fkt!UO*yedF+l!RCkKlvRDT1USPW|C$+`6{ zL+@@V=$kamri#UAzL&@&sUAuuU?OEzRqkR*7C^#f?{eo{1td!CjqpfB4Xx~|9jC+E z$BpKRxZQq-scu;RjRYZvN63WJ^aLh+03GLpK#4~ygjQjR=SoF0#a_xax84fZW!-#T z>#=H&KF=|Uq?^bGHaXJx(}2PqB@~(tJNimCFD$Yf_$pWmfa?pKxz7ddWu8@i#}A-V zcMQSN8+2Z)GhF`K*893z&%P$AWM@g;osJas0l%7d0NU+fxxR^fl) zG5MZ#s#Mb?PoXe*XtDBWLX5R-(vl-sds=?t9c#if!n&a{`$VH?{r)QhGa$h@P(=k! zj_DCL6}MJ+?yl4x56)`5xMZb9&w`mxle7^>?Tq(y)(6BSWnT~GiqKzTy;0hjD1sy>snxQhibps8{9vdHd~B(`yL{cg>hm~ z`g>-<7|l%_v@2Any&qY(Qn@(7W+d{@G#FtsU@StFxjjI{stDAr!N8zv`S z673wDrm$_WW1{r24HcZP9w)sd{3)C1ve=g)4zK_X#YWP(;#Svg3FQBjYoB$f2Its3 z*|2n~YX^DF_{SG)4jEkUn8U0CYLgcDnYUrO8$Q@xy!5k46iNSNmNh62aRSXqCV`SM z8?VXjF&@-dp08i=N9B}!cJ5OqM?UeI5)ztdd{C;Y^lnGUi=2J)1EvB*{O`^TH5VtG z%_Inz_(!q#sM-YlEj_ubh;ok1QsNK8FJhpGTbu&K#9MXWup(is@DO8TH7_i8Xao@e zjed7p8u1Q@?@yBgGISw30o)oZcLeZ$_aWU!dSWt^m;4%DUI9RR>TS!H@w5-lzyA8O zsbE22w?1+suR@;fnR+>MGD{`Z`XkC+8WC5s)|f+^AkV9WW7oqZYO#GrD_yvsjw}rp z#S7ylbbd8g%27|2!st!CfgHm(hzDW&NWI4z$RO5U$}!LjUC-My^AOa+WngW^}m#j!A0!}1%oI88)H0@8|~{gsM* zBO+AUrK)juI5$Z<-TFYyvI}@ip``JPAh&{pZ%2_eo=oXJ`RQ@;8``hX(Zm{3EA5*KEa1Dq{MvJQQavyxw$S8v&9_ty?znBSFRG#4U3?x#ZgO{ zsSVKx+Ya%OGa2p<-cO7t1VRI4M$$q%uTc~-_RI9~fhB3ek!K4HFzn-LGduydoc;XLz29(DYs#)x9A z{4O6Ly-e8U3~{c1l1RWF>o$QF(*BvFa>O)L^vRHW=Dg?G!I_bM5OT_B-Ts2jIMWuh zo7+Cw7&xk&j(-TwkEN+Twjh4 zsJwyO^y%3nC|jR%7fR6H4USM(-Gui%#LPieJT_){ z=qT#ArLT*r6L`X#dE2{)%_LGyY#xJKIbN9GQ{c=aqHqn}-(Xt<2B?~{TElIcjILTQ z&prN?fY_|ftptbNha`~8mofG!-EAepiJsURcMVm260{kw9d#@44=X0(hupy-R-ed0 z#$@Lv(Y~#IBi{=CO;FHd`<8%#SXBD);=-j*tkodV|I+rkB?+whMtlmu^%~FenU^Oi zf!vPYNGqM^FK?>$7Vuy5h70yECNWtdWeeffc$*vcASaXwEwdkFP0FnlE)uJCqlJSEg$G7a--^!=>L4(u}A+KR&SS&LCJrAjkC}KY_iU&7NO0H-v{g zM_u|WRyi+p1n^tk@P%RiUCFh524YI&39SZTsO6M(QEtzFlleue8X>OKl`-Io!Gp;` z8U6eit7A1)2rpU7*J)$EQ?z!?&1j&7%miaU@7tS477u`&XH>3tidp98)v|Zsso9FS zy%KAG;Gn09L-m=^Vp3$l1eiXS#zm}f9|KPXIAwbg5ZX=cP$TWYM{egWUD4Km%&c@^ z^aZazbNjwjL*sdo0>$DdO}zWzy9Y7UZ%n=b}~$3|wt z^QXUNO0o#2Xm1PPrQx8Tio0m0Nqz=*z^g<*jMA3ll9&LK5sP0R{$|X~+!MJvbpkN$ zdG7`uN&(0q`ASbKYODrXi9*hUon>oeatP0u>ZMf43BAVKa3-?ASm`a2(#2AJxLP;f zOT&G`5)-vY3`QI={cvdD(~^ie!Qq5|T7e_F#8IsWkcACYxdPFhf$y|Fdyl~>6y%oE z*^k1!D6CxusKh?mqZPU?V*g7fx5C8IcvTPT+S4;?uGpZ^#DDbJcLMGoIU^R$5ukwm z^}%mxv2c4r8i>CkMc<2aQ#SFb=<8Zy1qKYIXwKGT+xx+X5Px5gaW6-khn$M(jXE72 z8Nmvaordy5W7+6AVq+}2_}VmPVjKb#44uE@<@*=WFH)&|TxLbw@;7vgk zriIsb5hlVTljG^=`cZ^F&iVgtnDJ$^rCJ&{0V*|T^aUM_6+0O z8?yP^hcHGr6_4c&zFf+>7j8PuII@YWdL@CrY7T`uXrYM}n4 zwL|RiS8kE@?~}Z$l>qk3BOpqTKJY0dOS*~0c#q!MdJV!p#ulu2z-Ut6pXR%Sk);jEWVr%u7qcIA?Zp3hc*Kllr^Am$i<9wK{oo~oFRqL{-g^XfL@RHrE{}ocY zu{%P8`=~#*pg;>uOp6LV8Pgs|e)S*3I>l3W^wr6feJW2y1Pn11aX#I0w2e00ob31B zn@vX*8$N<}QElfy08FZ%UrH&$Ln6`xhU0!+3GmXhYPDcT-T`ANnMZTYi#}?Ya!)u| zSh4;DNwDEpx95TqB=`nh>*hN+>p^6A*q~c(u1|c{fEzuoAi=;~Vki&ez!B+Oe|{pn zT~$bYZ?0ay?>8^U8v&m}>RV^NoYY-qeLNB<9r|@%f}RZ9P;=eB?zj{&s8xKZ+xnvf z*DcZS->g&zwH(xyEU>Js1m4K^)Q5Vq!9p*8JD`L%F!f{g^w?#RVIK_5)4>UzztRQ>BhF#{&Xu2DwG=rvX9@k(sL$C8_x>63@`-!nT3QB zYzxc_#oelH&y9Kng%2{=99&WwJx#igCew>u@)HlwnWq?NBlMBfS+Ef>5N7iY>zlDEV5BKhO$0Thedv zFKGFFK=|kDMF5Otqlb&FG#AHeJj2^Gi81Ey(eq)88Ho6~O4AQw6`#t=_kk#J`R$Fd z_eUUv+3E`N00UAuZ88$*AKGB049UqkD|&lQI8W_fik?M3 zpRa>gLz_#kk5>z>>X+uZjX#0bARtp(wr3Ue810;d3*j#}xuBt03HbB2LMQwjGSKsY7mCsmdeVLuBYl3TL8Y?;y8erVg}#+Tgi#JJO%Zop?BlY2 zO|KQ8YporG3lBytj-lMu9Lg2J5T=e1@PQ4Jr}>uSKDF5ajBCsATxzhA78pzG zxx}mKmj!S9%0nzf(4qs@T#P>a0>)$JFz+JUz~u2lO3eL7m# zaOH)*09&*M*=umU7*8+_74mTmVcoiQOF8^1(VYo2P|c3@O|ARBP*|qI6l4Z-MyTyT z!MEHJXc|=m8zt;&k{~Zl=41}sBtcvr1=vP7^mft!!a&iugy@&-rIjP!nwVPSK2>+I ze;s*ABxc#jyAnIL8xgYbctn)4T8h3FYmb5kSt*c6!m2$z@hlTk>7Hp6a!W|m81g_w zpka^+7mm8yJX9S1{Q7uXg=D7KM-3{;Wu#yuZd;TIN$1=yLaTI<2QssTHUyIMxH|Of z6JZ^N!V&fx_*6Y=-uK{L4S?k%BbjGpFC`dpyuf{JckeJvn$V%Q7cAgw zPp=F;WT)J`d3q4s=)0R$1O;_NCmg=~#DT3ul z(mCkrZ;-2B;h5(sssE_LF@006Y&OBOvSf#T!2`qugP?twRK;(L;)qCj8$qo{O?7H^IYdQyYj!-}R5Vvmnx`AV+>9ewFM5p!X=$t$=(L-$klKPSfrJso){h@ zv1c3LpCh!H^`7|2Kn!I!5{_7nQ~#C364rE^0n>rN_1!7(x4`>yyZ2FZ0eCRja+yeu!VxU@0RSL5jh-rcE5!*yVPKWTna zi4&+8U6-_T@9q+{#nOkC`7^L`YrM3Vmcl6{4cBsJVgP3|E8iD^%m_0JvGvg&$_HpvRvk-1YeS5EiUd zMV9&c-@2~^?Xu0!!S=^@oBWy`NBNa4%Fr}d13+o(#KFoCO}G$Eihin5S@IJVvk6X2 z+W;s|3P*he z-L4~%!0pe6df?uQLS9FKcLk0u3ucSO{cSK@CK@A6+j)AjLErE3FlnIgxg& z2h74G11-YxDuA{u{fFdpxIV^Ex){ip-907kF&CE?N|O4lWW2$eHw1)%jc~Ui=&Uck zlFu8u5_t;$Asj?(X?{BV1YRb`KH7G)$xBE!u+#%fqz=o_MX@S759T}3~GS|t_ zUUDLT1erGPI*p`HANUH9ts?!P6~S>YQ^XMpCAaPFR6-cG1}+2>9>!7%k*r{nObU*r ze0ARdPvsorrJ?&li2~Jdo_20Wz+@Tx+5u6Cl^ZBsW3q>;;<~_KP0RCdK)#bOK_HvZ z+;iGsO^RO^rp#~}2hZUnfd$J5bF(h4y%H z{w){`HBbl+J~FZ%x>Z*U2C!jp*?k_ zOD@#V6`_#+U#N^}WL2y=MKxY{|JGm76T@f`)VJNp_k7E8_rjw*{R;hQ+=m~*Xo$x^ zZz^WmgkN^M2J~ERpjAsQv0quTrEuAI>DO_h*oR4#X#nqpLq(iXF6i20NWtH?)*P~M zlHrxzBf;@U(eXchKYuOsglxR>v*Kfs7*3rCi*=|KlO-H#x4J4nlN^Eyc&4jPc!*7r z4&IAT?{}`Q{=xp|(=H|xt?*n$?RKBu@(0rp-uU=4{&o%LRYSefNAT2^hsAA7JcRuv zwYm?6{J(ilhdh{NTkpO49#OsUPj?b$PI({vUCYQImGk&_j;!uf|7Abw)~&g&?;+wR zd(~erJhz2jaAx>n@#yTX%SsgS3(Iqx-e6iym!WdI;9mi8r&2YI_~+b?xDBzjoAj$ri!$AN zqiP6|KAxpWUyN-S7Xd9TI`%=Aa2{516W4b!@IcSDFjJ`N7xzzrBee{KzOh^sto;4f zsa>4va#uNQ^Uo9L0Yr(8v&TRj%kM7!GvXo!V^aE6S>3?de`QVnyE%F6*dqw$J z{B*zL=qt9XL6bq(5?`;|bhtb=3%Mk`%wl94Zt>SM#z{N*Do@Qimm%kUM6cAbh>z<1 z0Jrs|My-d+cI*ND2iQUQT@l^;R`h;hPYD(;sKku+Vk%@z3qV9Q$Rf{C6|Ok1Gy%+5 z5df~C+#*h{=SO>l3x@i3cA+q=hgS$w^^ljiwcvO_M>U$_lEr)j6wKsk6J=(hrllE>Tz~@6&U%?&=s2Rep^1fZZ48+{)w&&jL&N!Is3eoXc5`j0gBoIy<6q(cx~Mm_@Kt`lXT znk#NMEHshrxBG24ca0kHI!LHPBasZ3QBB6;n~5JaSc6Jt54(0U$upBtlGv`W(Zu~H z&UN0Jg@MFkp;6L@)@-Dv8~xo-I2})P3t-U(dHUiIyM{M-!2$Os0CE+-p?%&0%1xxS z%-5i*km}ZgHq7|DlcKO?){bew7<7nGyb1_dZv0qwlNX$_b09nE+8Z-}d&kRN}LNFt`fl4eN zZd#4cD=(;m8AV$|;j7G{!Mh*NiE-G`3nd@q3$OCpcO;ipK{r+vo=@YPN?7_=2erJt z#u_Mm6^n&!Q>Och)<>}8=Hf{R2HFpwpJrV|UJ4-q3-GfObD-OPLeR*_+#UQ>O&S+X zg@?<1t1y=!EKDEE6_HaAb>h2em*4Y%J)&@i0hA~|iTlvi0;RYJ+AL`f$4^hnkj0Tc zP#QTgV)Pvq`wq=&!|gUm!P)kQ=Ofj@)^{l-j5FoD^*Y2c%Q4w!z1IfazwN8nU$>GU z0)!#Hkvj_}9f1yZwjk<8HhN{oZiGJ?!=$O$yxcU(^bLG(VajmJW`BsRMky#LkWHz~ z_`AQY7LH-b2HA7*mouesRY6(*$P4yvrgl=6av@Cxq~AVITuLX3dqL71Zrc*33h80~ zcMp{v`meMqSJgrhkG!&H4i1vy0_E?4Eh4McQ$g8d);~@{eUGH=NfQwN{*du!r{#BV zZ^f)(YcQNu+M8?ayZ*Ap7fE#y|ac=ub_CgRLMG&_R z9g{A1r^g1MHCC0|wv&iAz~;wW5=AH5xZ);F@V7vZIy<>jt9q!PPm$%XOG_KTF^jA^ z8g>(k?HSLKjvZ2$_Cq8Mfxk!D&U}VXK76*Jz|^SH@{QP8HMs#R@|ni@t$x-;A5W^& z3`U_*Jrik*a~VX1r@`99}+59~#bm_-~vmz{K};p?~AdeSqg6Xz>!0fvJv!Nkjb~v_h1d; z5Lsd=1(wyU*9Um>IDzl2Rsk!^utKA=yT$UbCjA&T)9kuOfXkd@tlVB5A3s)a?JCFe zX<12E>rH@0AN|D~g(VP|4F#PKqGfk*-f^%JTx5|QP8IU7vl)O4_c>dzcxelpC@i7R zgattWw(bsb;USO$e6HSjk@;a82obet1(1~Skcp85+Su-3G9U=dCLj)%V>`hkwQ6g?t9s2x16b(Oh$7~m8 z8<0&aJ(M!+ZL&PgCe6ixA(A=-&jPA2$2+?Gn)x-d)B!Di()HiCLo*G#GDR@O#_-NLe@3KrMaV+y=G-ft@Kw;5Eqx=_(eXVKp~^9kI9CwYN-QzI-i+@)af z+CU!tY)5slDD&Z$N4$L5z+(Qo%429Vl)lO=^!wbBRDTK;{j{0UcHC;nKywX5p$uDC zrajs3@U1MGbSx*$xGpa-)f_6gU(mmP=41dFNDXdGJWgReoB>t|02K`*_IdKg zAg<}ZHxv1VW~W!xABI z^aB&TcXZqg9?L0ukamXBUvRts$>n%{6IPdPMW1gK0H1efotxp z7ug4bj3$5Z$`g4y`UxO}@sE&2HE;pfs7dt|M<$!^b!V-+i}4_YKvgcThyq!C!gHk>qzpF9SqPWu&cu`eUVW=V9;!V4Kr zOHhglbF$|yAhw-!T$o_mlA!53{o*D32dscKvd`}HE}LJcPVukqc8qpJ)kBKb2lqB| zPhb_LYTnHwY8X5U@vIfdY_4LOIhk?0Bolg}fcx5n`pSq}`YfiwSz^c_a)x!|5EjdK z7tn}>y!mg8g7?2F!(iO!&n2GfiH7KZQMZOa@5?tzH1C}K9XI=gk5F_= zUF7d8(od%3jj?L!X*$?kC9n=Gr1LZpR&;b$J`yIu zf74^bOs~?}if}4{uk!)2m_bi~oKGNPxn4pHM++~YVhg!t!M>Hiu`I*<#nATO?6a9&Cf>Gl-Y93sg%Bwdo2o35q zH;A=0SINzSYu+&q$Gp?UMkRF%@yIN)89#Px@G?@OgUV z44GspW|;SFpP{^rG1)8YkR?nQ+j)L;&WCed=gawaPS@23%<^A;|KD>z_jBL(cWjr0 zuSyJDviE>6#UlU0WUw&5_!x?bW1sJ0FLt!}x z&0vZhgTDUD<$DUadS6*$`Ve#`uUZ3b7}iT4C4`C6KV1P4r0-nMn&uxKpmpa?MZ=x^AqfXIhZjD}W zUluWneeUm0gaUx+MHAVrb|&{W#2!pXB-3ccVgzJi@}vm2(JfKd03$il4~W-f6x!q8#3XKJG`bgcuKR*X%L2R$in`$v533WPS$oxBT$!+H7T zknqnbhAn%KI|I3j7OjaUIbqg^HD|%^GglbQG>`wDR){R*pZ(4$*uVOH+Dl^Kd#n=O zVPvweIMS;&$3CtNw6^Z0ohxQ8ztI*MIIp=@ar;AI77psNji#!~uoh^EpbtjmBH7^r5fWHsAom2?0pl{p;N1Y)|rk!hP6vRcQu>!+Cs1 z%VfR~a6wISh{VI8ET|X<(?NUX0Pu3Tu4>{#v@r@zuYOl7Qs6w?JWc zDYFEsq9Kc6HxeyF1~M{a!LA?cnWf$N?(Hg0^zA?iZLwY}PB> z&nAIu1W`eb=Q)%9EK%ko$CMwiRn>xB`=!V6;9beO@)xTP%jqmW%rF@gcvI_&yc`}3 zrTuelF{_AI8CK6A8PQeY;<|zC>`7Vk5M{e28=FuD|eB#^ejs`%WH=KO4#<-8<=MLfVmxDLjY;p7mQ0uB)#0 z(jb&^R;PJoSf93cb7Lvo0-=}Dx^Y-QucipdGTZP|sFmC4Ea{2|57pgrIz<^@Ilfpi z=oI{a-V@MHAfka#ycP+<;u_2~9)lIT%eOiZw-K7|!nyMo{V7fD-bfVYKh4;O>-Uj+ zHdt?%-gyxF@?72b`fRs9$;maB0su1BA--E4$B}R*VF|n<*-VFqfZgkCRoaanZ_(wN zV-loZ5+C{J5mGSbDUrf#H}I-nCl_p)2pYM*y31gRF%M>T5-X#J z@Y5^Uu|-_b|{Oqek2pW8E$4}RyNa^P8qlQdJGF(MTTW<_@XKH1mmD|fou0%ps==wrS-5$KL zUstkgcfv@zQ7_Grd#p)4U7vz^lk4+cJ;~aFtZX@AV;qzbRi8l-+rO}}aK7pCq$q2W z!t`h5C7x-~>wy_yqwGNJut zwkLGE%W|_d3QbB>Imx&t+otNOv)T2z`jWr0i^}igr3>HnI0%@XP9>(H{l(TTrjhlc zN#_%rUDPa+71Yy%C~>~dp)MHWuzD~%P<=Z<;`$693bPZRlEI|9c9rPU$Ov1U;zgDoNG zKZ(jEpA$QUQk;g_qWI|L0w!hHspXy|C&*>nWJZ3U=%jikHS6hKU1+ptpq&+JYX1p( zwG41JBBsosX2$&37lYDJ5Cj4-j`JQxB>I`bZ&WDR|COpYXWl{(Bgj?UV$FOMWHLZW zw&b2a=rM~oKs>Z(VByd=jo;;5889N@MT6BW%-8}p^40N9!C0x!tM9RVI)MiY?DWyB zmE{Jfu`yf%Ro{TCN7dgZvKf8B;hlcKJ}gSmx8i2g20v<1X>FRH%2k+n$q#NcUA2i2 z>|{`R@IfwjS-fkOqkpjVXMA#ihA4HS`mozD!-v``==b9o>?BiMLz!niU%HwmQ(esr z$;s7$?a|9i8BG*HuxMM;umP)Y&}Rp^`dF_O_59!hRZAOcYMUTimwlFkDLzuNL;ib? z!7*G(rcd=htzCrP(n&uHNb_;|4> znH{2*^+`SbEX8KEv@(&P(=P5aQzQzr>y_ge2YrU^B|Z6rf#hMQvA52H`ZzzLTa5-Y ziPw5@VA$5cvW&26NU`wXm=b;y+uxl=_o=oSvo_ERY`1l)JexYGCQ6|4p0bCJI|)(^ zqL(W(*~9lgE0`4WPiM2$nfmJ4N@EOsgmTM+9szxv+AC0Fx>M=?6z+p;HZ|4OGPj!_ z%oXQ`7wflWtrR@#NuDZEX%gFy*qlhg=_Kbe97e>u7#4*lDav@J6Gx3RXiBn#U}qeh z4YilMCRDjU{=vDZ3_3mFXo<)&C3bjvhh8Z0fd*BL%&;U2_6hoNA0*RhFODQ@R6CGs zRtk1*wx;nIxDrehJS^ipdK*s2Ac)<(Z}ISDQ`SzwX@=yQ2g#BlUxIxTpVS^36iZML z(9cp;O53W7RLwN}+fUf$rmRV-e*d@J;&Z@ic==~e2T()j?HQ`%l`qwbx;}0DaE#R6 zem&mg_4HW=_VnH6P{ju*vIk*hETT&JHmbiPNe6&y=}%dwgW4l_0MyVp2TQz>HoKzd zPQ$CG?4$q3H(xpJV_^4e7WRm?tJv$qQJ9W~-iQx9;bifUtTe%SU17KrLtV}rXk<%NgX zo5y3{peQ<_pvzdCk>Rk6LN*DnB9A>p6_%E-Uf}1(7NpNWp_uj9p$#EW*6Tqc!Hz0+ntbueW{I}sC(nW!&`!irHluzI?KjuC}=Tkvg7iC#s(vhyQUGeTJkU@ zbXjm`ZL<=mLf;H9D(}y)SLS2kAlryXShk!B&;Un8m~W4b9=rBYbA$GI$MCdh? z#i@X}(S&0x|6UL+b&^~o?X+?sO*8^}FuJnVAG$+}UEZtF6RF4YT;4^1v|^{_%89(hE*SCu^y0x9-9xvhiEJw}>`FPIdd{bnvmIs?er6ke9 zdjdQ3(6_Hqrxh;Q=ckUvF9OthohGq?V0h93q}@3RhH;F?2erU!li2daj0#mqJ$Vo3 z>-ZBT)3pLi_DMtiS@TG@U}r1Duzv1>T%NK;&6tMgS5DtGxK!T;(6A6#Hn*dXRi9TN z33+__)ts}GR&D3V12U6eX*XUW%c%WY1#+8=p6JPg7Y20xMoz_BCH^VCqeAh}c^(;TuElK`Zx(VYpcx^7{@J&j1koIk$eg)o`TF}SZx5bp z1>=VKCaEJKb+Ss^qeu1(#20AMiRRKQ8You-M*KVdE_258b&iGXmI?>;Vl_$&f*|53 zY(h{&2dxfRs3y5y7}P#u=J*zWqt$^D{7ijMs+jPTpBx24{wK>aH}wvepM%~N#i-N) zt?dThcd+CYeX16l99wy1VbDN%(Hxnjr8mMV-#&Amf;kFz9_CH5j-T6xrLLACLvENg zf|0xz_b>MI=}{hhI~dug-Oc#hf6OheSk^NhZ(MYyYFl}uoC|6)N+E=#*gZxnXV*6E zNo)fk^&F5+`U8AtO~2G`yl|})R(mAzkk#n4Q5|TJG_) zn^p(7sgb+2Kd|ri_Q>Z*Rl3{Ky>I`KWhe6XRbv|L+TZUEwc9sei6Gs(LtxQg;hZlY z@BH+Sd6j}ux7^(%*9|#8RQVmH&h8+V_=NfvEi7&CrbiVrLB<`)Q3c;( zoDT*xyV54dbG8(Xaq%5~{#DboDacL3s#`z3e~jsbdzs$caOaVZCr=e_-U-Ea8fNFg z4W-_s?P;U(vUwxw72iLYt4M>@>P)MpFTU5ec0}fh7I<)dPO5#D91Kp99 zx@Q(9LBidCdp8s;p_}S#M9nJIL?ERu7`LHMhMM(c6X3W13{QpMNkJ|uCQ(KQ{SDPK zs4V}tzZ#Nm?7+u@!nM&9#P%Bsve>Na`#d5d;;pLDZWux2Es6O!QOTRGb=mr4&w?~O zGSTFrIT5g=Kfp9FlL&&QI!%lC*d>Q<1BN}2WJcJsYHt{jL3Y4NgSy|d7TSFlY<5?3 z=aJz<6Tuv#sPg>w4X~eBKehS?NEtVHin7FgO?pyC(^jl9-3WXSKQr4yb%Bct@}6q{ zfqaW+8(-yt2|3}h#!7&6}|fZ!J7xBBa%X+ V;{Mgvm;?XJ4qF_`J#gyke*hY9dFKEC literal 26342 zcmeFZ_dk~Z8$QlWLJCnv8QEoJC0k^Lkc!M?6SDWXD2d++@{ zFTLKM&)@KUJU&14cvM{1{k)#n^E}VvJdWeM->Kf0J5NYWh=ql9UP1ou11v1;UE~iw z9{f)#+le<87VZUeX=znUX*p?|=QeigFANNg<&3S3?aU1y$Vp*g-3|(Rq-%Ed5xICw zSphp!+pC_`)bI<(0`Ci-Kj?ftID2edU^UDU@x1U(X!GJooH+~M5ep^UEp6H#he**d)UH+IEqX4HOp^jv5u zhj!#BGm3*chjY4nqM-3_U7fJQch8RVo*kU*!5?mXV8OmJSzA50v_ju7+P7V@b7H!X zqbi5(H{#o$b-RUO!WirLQvEkwAKW_!O$2?Mdlr9l}_y!x&EQy8zG zz6=N3*TCbtA-}UTjN4kcXYE&qf<*<=v#&F>$~51~jK0s=N=U&? zPx3LG((R}lc9DPHk|aEu8g}r@yYtP zu(O6et>=>|$=E9w$M2#o4a;{Ai+J>72_3y2#1j1_ro|ecxWSp{w!=u9r)+-1uQf=+ z>{jEt-)`yO%O)t#WlmFb;l2)`6chhD9LoWd>!gp<#OpLN;-jRF^f^n&8<@r3=*1E_ zG~IMO+}d~2i2H;;5iUe=jyjN;`*G2lRFk(x5oIvg&$Jg2wvqy{-L|(3DnT{O2g zx>2A}r|`WC0*#Rj_C_0JojtDDj1Lk711bV$o$oXpn;Lx_FKn;Bmmo;e-`?MD+47;! zT2I*1S|b1>`#1s9Yd`0}WJ+zp>CiOT6KB_cQma4Hm#04?s6}*q)(gjbVd!y*zyklz z$Aq5cHrjP^8)Em3#8WsQJvS)$lJrF2@ji;K70a{C1%q#jr+qlJ(<~8g*}M}@$KpLX zIwk(6%|5{{!FJ52Nq3yfPTx-7md-vw&Z5V4h2L^H_e(zEU-Kxn;RGqIeoj#~BVV!F zAGJn`Dzlf~ye2Th|wfKfY_IP`78& zEo^DKSTm1e^?Ow6og5swd2ZnJjA4}~p5UA?yPT^x>}`bvaobo^!9-aZ>jwNC9}D}f zITkMb4IBPY!yhaxR3hqs|AW1oi1UB{j{Fe!zWF>BmL!(K-8&Cmu$STpDjszooFqI* zQoso^Vv|Yby?ggnuIr)q2Ob7#g}c|K!ap;8YEfm9zJC2d>fM$eim-b)K@ITBzm`wD zdUr}zc1D*A+ba)Z3);n3w%kVAgxqttvP>)cmPJjK+tnEu`KSm`BtBTU^jK(lQZ}lL z-VRE9NvzZVx{6ICN{oV^VB<^Dzr?+{O1k(k8W;WnKd!0SAo}mu804{V=)T`iQTTTo zxTqbu-T%Aj|82zoFHQvd!QAVoi~ae=%8NgS@eI@)NLP%sy@TvdRO`7iKxFV@sFMsastLxKhirEtv$twQK@ z<8&d|_;pcOc;ZzaVHf^Io;)Eok;j8P_3Qt|SQP~3+H`=!zo?abfd6zn;$_^u|L(QM z?1K*B)=!rH7t-NUSU3sfiw_C^-OG;~?&Yz^K=UsJgp#8ucaxu{J^1fl9t2OvCtE4z z{##};L_O;nkq=V;?lqwZaj#z`|Mp+BGx@?YulHw=pWdrh>FH3h)vafB_}Wz-t{;DM zsFoDIJF8EB#`?djzmZb%n}r@cEHL@?Ttj_<6HmNo|D4t7s_ENsO@2iicc-b8Q0RN` zv>w7o&LB z%l9(mu3#7bf6sFt9xqmO_rDb8hYJtSR30XKn#Uw<@s&Q_{7&nAxHjR3ult0^W40XE z_g@+d!;R$BHu>@9d_l3*5X-m0(mr2wh{&@W|I%jO#ipjFytlM&O~Ou#W{)x-pU;ez z=?c)@l&O`ycKXSFD0G?q%wX9}yk%N~mm7I>#Fz7wyH{`T{(IkZcgH)Vi3N^icz9&! z>h)5TPxm`?8(ysW2|gCG+midFy9X=PR$KGG!>n)PiFb`CPM)sqsVS=ZM5d976LaB*1P8*8jdbJ+PTdb(3}QsZ&Xqxp^t zy#u}!dX$R!?|%lMRhq4(&Ht_XLrpM^NYwyZ_f^7ZjDmJSmqW=!(62a@t@#qB*sT zKfY`}+?z?LCwu=aMVd#(dmMds@av;YyTqY#$4slSsu82vc8L>@E8-q5!3VCME`NL} zoc06i^VpMMv91?Kd8MC2!uI?n_stbfH?=UK+y4 zi$lQLmj}~HjHaq2SRWnil-NzTOs9DVFGT4&eJV2VW@!{ykq)61vpe!zU0(Ya9i2=! zja$eM=F$?fG;;MipFhRUCafp-L=J32AXTwhCxaj-_p7Rzcz3P6^=Ydy&mG5=b7s=L z*>L%NBEamb~ZiY>?NHEQCIP-!6+Npn;DyV0B*-W(dAYi@4-> z|K>N+7Q~CWN8i7n;$B;mc0eY1fQ0Vd*ELc4UgjkuPBAndtKUh@)z+d(Ta=yZEib10 z3vC*LSi6?%bN!1RLqGAw_4$WSV+gi}3xaWen+A?xDG5Daz2=M9t zUG0dk6es+<++psSam#xJniR6+>z1noC}n|vXMh7cXqe9X(AItR`&s3Dd3hm%n=jj& zU#a|CI0G({x=j;2iv`R&=wif ziYamE7;k?2_ds^|SvqB1<&Fy`Z~_W1GT&p8dq@8D5>A3tobOj;eO;e?f`913Aum2T zK1k!k8?$PxIgpi+J$-rdm(dX1Pd?muv>2|)r4UJYU4t7ltDe)UO8GB2n2lDH&4o-Q zU@^L!WHk}|S1G6<-@Tu^LH=JM*=6-X@3i~J{@V^oRQ1tz%*Nxik&WbjNc4uLvIPI) zo)1kU;-r}%?zvd8(N<8oJ;>fxB%>~hCmwxtFZ1*q^P@=_Wi_W;J}hMwwB4I?Vp4Y{ z^5C6Q7d#F7DTcgf^@Q4$Zbgu;*!#q|c3Eq9g#ORE2 zU3lU2NOrx48lo%`Z-Q(Z{uS(cmjpi3VDneHnqB(dN5=4Go@n;GQy?btP%3RAI(^DD z`aB3<%-?8BrCiM7H$~B}eos=pUJSb}WIxV$kn*wh&1bkLQKip?(_N0O8UOw&TOopF znVX2sX!ugua^8;%1=1IUn22uFXW_&wK9iOGw|n^EHJfwYR=rtIZaweMqp!dGBr@=T zvt;<09Gz#O<7~(0CcAK55}brZ+C(p8-^}kzGVY`*$Gmx23$J;&=?Fr&$TGL`7P;`H zM+8J3YRzi@9ujqpBvN2U;^eS9Xjr?@%m8xJxn!$m@>=TuyM?b`)4DehL07~!fuTyJu~#S`b%RggY? zO&8FkmF`36v$P*KC3!O+XMf|;E${zi8gCw@=LTKI=I85pqi31E{i}a3aAkw2jhXMg z&+E(cl*HOG*2Q$1*j&@j!bddtY zx4a(~wn#_4hWgI6?-C}%_1{TI>|ch%^wUu+jKXMGfHPO^08)NJ(^oPr3dY^n6REua z&NmBs%yZv_R)GPx3#@)?APn6S@XSWrARfP z**Ieo-1JM8a@T68xNIX7b@EGatbexiOSaqAJlD(i>XRdzp>M{DcVBc9A$OaT8~^i` zuK4e-812c1pop&B1h4&O<<{1%thVwrMZ$U(%<>3k=x}disfjV9Fo3JP>E4GM#_+2J zl{=$DW#_L-cvWEZG}G8jRsyN`)_>lz|Eo0Qxihj+(J1q8wZ!P=2v+#W*2Q3vWj~cO zzVeSozVXBfJAR8$5ibiJ?kuMv#5rjbS-Jf~C;yp@>Fbl-N#Y$#m2}7V6HsE-jmOzF za-JV7V{GEZ9)6bc70tCLJ&mUcX-UOwKql#82a5&P@aVpfdo&n_9APyO57SsI|q);o@ITACLnsNDM-^EmS{r|E1;Y^no< z#ot>pvwZ(GoT`*)nSje>=C1V)DjJhqvY&6Rrp3E`^@Kz9r6UpH6WvnR0xzC;<$g>rf@A%zU|U7@@|en)DH=tKIOmMO zYjv85a~|Yryc*H;Ra%zu<(trM{ldR z0Bd6K&-^QK+^7Q6b|=Oih+NiRih6o(zSCM}w+4LA;Jf{c)91KT)*jud%K4XWm@Gdj zFey_z5Zf7kW!wIi8Bd(@>3c8DFAkOD(%3a!Bgo);#Qwb| z&7%D?lHbuxWC(J%zuTK66Y$z>eL6~i5QkWFJSpVwOr+>F|73Y)%3bm~ww~8WqF_P! zujR}p!0}U&>It{)OF#O47IFx&`0Z9uehJ zfN9RO>lf8b$>(co4axXiLK#f@KMiU%=4p(TMX{(M*E(=x;TM^g?5r_BV#(lL{0ArzbsB z5&^_NKl0e}E!$Kd6;~dvw=T=w&DJV<5UOgC9*9;6@{&?S9*Tf5uaVZhE;|RH>YyJf zW2|ki+85d3`8#=3c=2hl$M9GerJmNlCfIIa&wV;fCN&hOyZJxF2TkVhuaA1m>`f2W z8tEpJQcZ`8a@w23xcux1>T71CYR@2_F(-qxqE3x8&i&QLTe+n!q3)AGg3mW+I|GNw z4mEjX5}uBqw(|54T6gZpjI=>*u6g8swAHs%)Td{EJiRk$nOif>c+(s3)ZxI3v&ie5 zBH++2{^_8Ut)6xtUE&Ch2@6i{I1lAc&D!M~BsltP47^CZ`f;I=o@A540SC@?zd@4 zWmo^qo-Kr(qz@%QDMoP>K@&QNcb?h^vsA48)UicmDr$s7#h>z@Ii0HcC4o_$w z^z5DD`?Ft~sCSTV2LQPNw3z2#YcTlc;U&lq_MCz9M=ym->$PhTBkX9w6oiT7MW8vL zk_@ZiQXXda^Ee6NBX7EpHH0fl<_}YFXpZ*|Pf~euQDy6tzWD68GCBgS;$Ma_8rwS3 zX4NnKj?cyef=IBDD{2*={)!fG8ZeF;`1y$sN8PSJ&tMz6xbnGUHp(64m|LF?*W49M zcN`;603DP(w5G!wT~O0IO&)=#EwA&+s8a)#sV3BL9P^Qm&(c==n{(D$RnO}E(M?K` zp_kYn_ag;jB7oaT99vZE22@|bo&h^N#`-*~*M}V05UwWiDN6bc5f9ZLAPp|ZcFv4I zr`T4tKhN&I*(sL|{hYX>FW->1O{Fo7utOfNaZCT|pC2QZw*@%MAAcT`$<-#?_)=+cl~f68X)$iv+ku?^hCFDzYB)N#ZEBsy7#1(a_{BY)g6Mx5yb?ly`cvo^+f1{AiF{vF;z|(50|ED|58JW$z$wK>Rjvu6S|k%W%|$a2riNk;&8vp={x{vFdLms6NI!mLwgy@ zBwpRFGjXQ-t?VOqt(>Ve5lp9Pl{xX(GyA_k3F@@tOdemdz2BzCzf0)8ztyL&+-43S zJThe-vOvt1IL#Qjw=D~n1>o7jTULXbC&xzx$&O2dzqv}sQ4t0#r_n6=9asE#*D!|P zJY3|m#*4Pvm6r6@(pGid{vb?Xd2gRh#hPqMNakv9ib^oF@d6(TUDlrMNE*xKZp6TT zIq!VapAkEKONSvf0GJkm0^z3#V9zm(L>MN1YTBDmC1(XcLvqpwoGyr&O$u1t9#!CRWhOhqkdF!mY$Eo~InsHYvULWRwKMRZu00i#@S;dEI_i&ixJzWixPYsfSkas>aT=bAycJde? zm}Yyt*hsJ!@jKbYz(Fw}J%Ptb(B{lRGM|s60j^1VywyTqZhL-yRvxd&Sd{GwV2YTD zsIb2D+e!*Niz}EF@sfw`&CF4n5iH8J$$III-)r8MyQ?CdlH@2Z)FLs8xkYGMnnhlP zWJX6ut@UU*Q3he66MuOjeb|sZ#hH^;@p9%o4$9pcRR(q$8ZHa$3@wnbB)ZEy&Gm?T_%6#lq3&w|@T;Nw4H6 z{|Tp!UxGu}XRoRz?_b)f0OpA6>etknA2*k>3l{B|*==0c>og#PG86?#2@$+Dyw8$$ z-vhZA3w@iUqv;4xzC-uE+xga6OI^;N3p!%B|kl^YNA6R3wgi;=T6G)vmD}Ht+CmKo)}GNZ_I~%8uyp)vdhFm&K}bzkuaz(KW(U}Y zlu-m|z&jE3dXGS15@D1-7wZ?U$x)zSU(fFhm?jJ$-J{(X$X8phdzFoWC6Y;qIGb<^ zh2wlu|4z#mYZY1WEHF%trYKTSSR8!K%<(VtuqE`^8FAhowr?*pMl*(pe!HE-b_EM4 zAS@D6Y-E$zP~6pr-^|IglpXU^e`jiF_vPp=AsHA7K!a9={9ZwB!3vPT2%nJUxWhn@ ztoju9V-hhD^GoEj$wO+O4nJL~*a#Mbb15`jv>&$LNax+JEI48Ww3U-oAjX7p)N@By zyYz)Yq}w{(iq+TF@}`(%QsCv!i(NuUlU+Kr>&D*!s4CNk`5Ipz&Up)ZRH*x0rrLpQ zp&fI}%Huto-esZTxt@%O>q&9JV_~%lu*)yD&uKxDFqf6QGC}LUnEz3mlh}D(c`Qd) zM9?kdiDcjze)YtWJ>hmQ$i5Al(TnexK%-!?nnzA92|e1lHByN6R-c}`Rc&DQVc&wN zJD_LObAqIaJ8*XwRT&l}i_qZ~1|JRCR1fTLEqG3~eKPJ$lChQ^fmBAPF_}Y0s_(HT z^LSb~Cd9VAmULc_a#z)vxCNG_#+-<6Avo&tMLG6%=Z(i%lj7UUrKjJ??%r@FiXWVcd6tJ-;?j^bokZu2=u7>cs$aF-41-TAX8>V(!}x-T)K= zQp}WGi&Aq9oe3w)+r zyb5+8>5Z*_nT^+=Q|YiyD;~+J90HqJ^q2e#FDpiix_-0Q&RiKu3_3_wh)}|;s@(pA zyK_Vvpf`110)16_4a(Bc848{8LrP0wc`sk*`<8tQfnM!#ep%xn9 zgLe;-K;e06ezsJq4gxZkekk@6vMYn36b@a)!PlhUeAM|Fo+L;A7Two#fKV;~gZ7FG zp9{D!9!QzH%r_|Y6Gh;j~@NH~>^v5!0CAi?#tQc`2)CBy{8d#SR?<#d=<3xey z?&_aysF@g2Z`B6RwTb#RZx5ee(hr*mrf#n8%?Vo%-xhqofF3g_<2@xOGNl~TbwWeUjAKDQXWp;fdtb%Rsvsn9X#GFIiO zY-~K$`u_T4W^96z@I;n!XYwXvsHMN&=m!M7>Cxj*IV`0DYOK(fZm~4=+&B1Ak6>my zGR<;_3|-Hy->Ka)UO^ZWIrpvk>0m}nl1Dm|IrdBbeap<8WT9OVl3Y04M1&rRFMPCe zg%F_vT6uXD;nNluI+@W#d6DiAiDMW2lqo|apleccj@)d%eC5{#DwS=eR36M!iowOIYYy*DmCW<|6CqLf13|U0H%)b8OJMZ+Mstoy12k zqNb)X$39)5;M~3I)%NkUVs0O=_KEIIMWlx2FyT*Wy&9u>7t78Td+i^?w9b;q{1Y0O z8Be~DOv~OZ+lEt47DTPTVT{F!T0f%b_FB2ChwnvlycoV5^VBYlAFYF@cSRKPb)?Og z3&OMXB@yCdM5h`>C<`um+9Ysgei=oe5xx}>cHSN^9ZHGPqgEeS{Nz|}-lyyA7&TSV zFhm|FM!eD;Bbk%nCY9&}}|F;`<7fXR5%tm?}I5jgBVeM%M z^0%%&a_W{XouG8yOHB}SF9v*QpV~3Pgin5#z7JpTQ;~tuR8!cQ50glrhc0A(0rZ?U zNTHrZC-6`u2q=YqL2pa~f1QlOdmExy&#R>D0{SZM`ql3JMUy=F-eIXro+yBbqtHFCNO5w8|ZcUj}fqqEqSH!k=Z5+SOXnd>Y7$mIi z#e#M`e-)9POWaQyMc3CISNhCfiAq(jx3Ig;vv8{e2=R{JDaA*EQUc{)$6^yN-1}D$ zPTNle#+Rs-u`O2$tZVoUT%ZxYT~gw;z)Xkxjm)pP#`0|XAABaVHaj@R#% z4BIINXXI3@zc`OT9w!v_PmitN8rE17jp#szTCw#eMy|-WRee+27&dcYAC@U~IC!Q4 z9uONRDbx2+SF}|jo&oDGBiGYnCukoMqh(ju-;;;bwH^JdpQ=|;>j$4V{z7?{`}}N* zei7ILo-^*Qi}{WI&xap%hF+7_d66r{&WwXgNDm1_0(x*R!f=Kb0W0XaWA=c=CL|&K z$!RlFrFV)X!(}ADyx>N9=`%0a#AkMHc&{VMojn<3rF_}f2hiTy`E85#OqVvD#jlg6 z?;}4#_%1%vHV5LOU`Ml(S@X0w6JW#51CyGOj+ed&->k06b;Bf67gMaR!}au>BILa^ zzGdMk1WB>0CEYcU`L=A?lbhkOml~z-b`kd_Q>Y~_(yn2mrXHxpN44FaB>JJ8E$6EN zx3j=494G;P#oD#YW+;+df4R2cmSykHy{M4-(uKFLr7-hG;a6uu=}AuGHY^CZy2*+G z*AM?|%DQC*P6IBTRCV#ZXSI1>dBT=ckv^-vX!W|xK+GmYP5FSDufOp#l<)oiN(AhcAe&(NxpL-h}D4p9&X{mNG@MANO)y&TlwYjkDe0;4Fc6V z-LV&U-S495V7Ml#EOqwWS3UIybe@}G**az45}yyBDlHZ$5vRqQR>7y?!)9&Q!n_jW zh4U*tI7Kn4eC{MEK452a>JloS1kNNo)-M3$rdoXAaw4Y>{*W=xdPEptag4FVg_*ST zc5ahYyP6fx+7cwjvR9D$0tmuP;!)UH6q=;T-d|jzS?db}(k;qALandlgk}rxYnRy> z>;LL7^RDwFUEa-;UC9rwo&Nin@ff<({jVWPB>4W4RgAj`frqH~Jzvf{xv8F>uLof@ zG|t0+hM(v={(e-|6NPi-gIZ#?W<@vRfqAk%Eq-M(-uIOt0aIu$8nVimZcizYsKSoq zqMt#adkjJb?pL`-NcwxpnE1Mhb-Zs`qN0Gqa1l3LnSPA4B29CyDLrWD}n zKZy=Ecm6`GDTNoBPG2t@wx_AC_t93W-^YBW`r(dfjFcfn)LcHfqQt>Wx#`834R;mcd0ZC{#uz;pI``a0ijw(9g(1r9X*#?rY}iRSt_YRHGbm zmp^Fe<-eu#>OZ_cZ5kESIiG8n6RsobodoY=p|=IGiI%$s?bEI`t8kk$9h4XY7y%@$NurT{e^m1y*tv}7xZ(}=~N)I@9 z5b+J^aG-_Y%pzQtrZ-0b6#I65YO&YBlHg7U`-AW{d%(scM#Jonz8V36=XgTeubfaQ z{^c1&*A?tvEMCA&BLLC_qqVDj{%PT8j=EHIXR8EcYKkZKyB~XbkGR>nAXGPr3Tm*2Ws)`%CkGVg->!w-pInx>{h7_P z^}ZZI=UMk4u!2PXHd^$2MVjw1SyMWD`7oSjn?aYfIrr0;Ga~y4kh*y*3y%TFm7Q$R z((H$oQiu+yOk@9GVx!a~Se|9HBS-0?GQB>|3Fx61Mi#ry^o(>WK9i5VnV>k6ZE%m? z74+YSmpV(94#{+Dp^rQDjTaPdF6vmPevl5rs#@knRJ<0Z&)p@MTt0W@lawTVBMWA6 zpRM#|TZQG3C(!RmD_!Pu&ag4~SA5V85=a+iB@Hwxd-4pVSF&?8Jl~oZawn_<-b*rZ zn(w*ZT6*x+4+5G1?Qy>1R$|lHf?IiJ(RyuHz-D#Po+%}?kW2uUM9z{}qoG^wz!PU1 zB7himvOlSSW>aWVy;60se~}0D%^89f;LNu^B*5LSpgq!N+l3c6c3!leJ%R%{_mZ{H zvXAR;+*bq3oBI%u88VV`T>#j{EkW1%nSZl4SKr1?Qa$C~r3j5SO{Ypr^9O1E2p`#l zdQ(iYD}jWSB6npE^x`TrO`m~Xwq~vLIzm?I^6x310>p1?bk9;>7anvUvMMQC;W*Ro zF93~6(>9PwngL;SsL$6R??kIsJxVXk57L4Wyk|*^K)>ztWoRNay$0{lm--%e+&!zbE_LLx5n}#+WA8!tMTrK zUJy7(My$lR58eQMVq8urbB#n71s#{;A6*sEwY!4Zw3donlaetLQ(6ZZY4LV#Wrr;t zJh$OmIs%j$xMe~f*mPaSPiDjROUM?^!6!Jk zoMKCYPl3JXSiRM&y#!rDo?)<1s(g#N)=`)oZT{M1qe#1h7fq)b*(j)Jf9AO!)RVuI z^d|+!O}#LYOqqohU!Z@#I^b+xFs|R7H!Y6Ndt3VarfbRvg0@ zqiGaMfy$5ty5ivi&!(>=A?ZgEXX^`A0T#n)N}ryMlsgu*#ff10DTQ9|?e5|T6U>K3B$e#!t-G(OlEvHst(;FhH zXZe&nxz)#mu4(Lc)8wxuaq(}y43T8*!o`364xtEQZ4rzakQFIAhS_VII9QvC!v~pICC3pjthezW*)|*}5{iVk3ikAd6CHh&nEp>LxQu#to>h)rT zS^xZ&cE0LvS5*`iB8F>%?BTgqPw_nswseOn~NR1RW&T zJ`)J2b_1VFN=bk|x1l2vIqCEwI)oPEnQ}CLbHTYw4<0NyLdCCN}P6!lAMLn>uj`M^A42*#PrOGrX9O z2zsW z0lRz~rPvAzuDb5817?|F(o#^8#8}k!ZCA%%5f8!}H@qQdf}bpc2Com$2}2+Uj__CZ z&J@z-s$o*61zxf(&t4l5`Lrz!KH2qyoJ1}}9RaSSmr?1H;M#Tj-byz#V)!i_;k%p@!gRyx0(^g_B-N5}O^;=%&8( z1CTFlB?g%{z^%aXO^5SOGo2Vh5C%z_5qUhfhya%pzQ50Q^=#81cq6X*$=lr1Yt$<` zsCqu|tv)=!miw|eVHytvEVZ+^vWg1Q59A@#SLT|q3T+Q>Ke!2ogWcnlC7^RJnD?9h z1@f-NDY1#~3QH1&UF}q+b+bi269)|_RA|L!K<2E$aLMz53BU?q@3PLWNN+g$t)cIz zelV~#2?CTVKPqrMpdsi1iTrh77zAF7OU8f|Z|=E!s5wxT)=?h70W1NT{)_O+6-yeV zi6@pg?AWXFE8^ILPaOvOwd~W2GpH~|`h*qXPwN0hE)8JKoG}J1KXqd+`Y(5|ic49} zZxe~7@sKS_T|GBjXq#{TsM#Qwq));Hx{Qwf$$E9>3%kdRE1`Fo_cB5k1_dm8`@!mF zh1l{V&6WsMnS>zFNv>k|j=wT|$Atg-rB7R-1SG*!M_cYQ=EK!{f3G0cz~`U=+Kue_{I9i>|BO0gY)QGp+w7DH2$Dc>4JC*3#f`xXhvX6ckMU`p1BbD<_lU zE1IwKXEL;kZS|->z6#LAlY1_mwqfMUcXr$fMW2MuQ{O%Ay>T%1+QxMA>*~eY&+J`K ziQ561ue5nG?y$SnRoS*{syX6cncJxklYRoIzzGt5|0gvRN`W!4Gk5s=js0gG3VO@r z&PVBAg6-NY{k7lLwu2P(+c)66mc|sM3SY9C8j3c*t0eN&Xs|@ID4Ppf5BJZ3TQsP~ zQO!(4#!cImyC+G%j7x5}h3Hk_ zKH%XJnXJU)(5rx+VFliQ>ZE18(DC2q9!tOGh;!`1s-D zlfSJQF0)tuvJHq~^c_L%_}`Qe*(LuHaqxvZ|6JbeR%vI~R_cS2Z2?k7Znr+|Ch&uj zE^z&iZVIz-6I}3QI+qYw9Utzs?J0`JK%#SM0v)J%FQU(NlfDb!gf8VEG>N689wfYB zpj+We!=@3*B}>w?AU-*#?^;?V)>eo*^4;Ls#c{rZ)C0NTtLD%|IDXmYYrFl!RKa^7 zSm-aM2#8ci#w-+2X;tA}pPD%jqkMFJS@gMqzA*X52;`l%-&s=iHzWglhhNDL{#kJ? z{!x1N4mlNxA2GJh?*_!P75b_MOw*QNS!ym%Rn1xBUDmSf3ppESUOoQuT$cCAF`CkO ziL4Ysjqvu`EY5Y%HI;_nP)T*FGREV2UE})Bh z^p5wuIhoD;Paydc-DQ!2YyUTG)BVxM>ElA+9F575iL$g?fC^AUBKI{P? zA^u_=5z8^tI23`B5DwOm5N)Lc#vK?FSF`;aoFLrGQlq$Zg{?7@kI=n!({0;e8Y_Sr zjG^bb!_&U};Xdyx;l~v3y_!J6B4n*$!PHWP;h@f3?7%Bu$gLjL1J>ZRvH?5M!Xpjc z>57r&g*b+qGap!#qm7)0ZRJ!aLUF*__YSZr6FP0sjHE*tBU%a$%J0#FHncmkocdM6 zLiJBDPT4~=bW?8xX-2wbYX%BTMbd8D+7MkrXcA_4RCc}Ba$!EV3SINN6eBt2UKZCe z(knSR#m77;iw65_w#ad6`75O{?~_WT5p*p_tY@J~VPNrLLPG;X(2>C_Krnl_ldkq9 z3up_cHldkP**bgE3ONP2vBG!v^T!>ha-g1%W=rb-&H*$eruqpVn2~Tf2qw|(o>(c| z!m1oUb3*)xbU*Veg4PaI^VPc(=P-ZXTtVrh`U}k?JmC#Kv3n)VmmoFb|CPj#AN_P@ zmm$c%A%*>P+yc?HkzBQLVMe*VF`^M*xQ&L6tuKP;mS?p)77or)a1~nSl)b^?SzEko zBn_CD@;hr8PP%w3?&BPtPmcUqP>K;u$9h+dMx~pWAZT=2Clw6G=sv{Gj0r*m_ZtAk ziQ~l{KG+^>??6Zedr1a_l61J0^p>3*t$3SK?Yh_`s&_kj9fMv}h|CGlcmtifp%iR4 z5mu;pjGzR|{k6~#B{(ft;j|#8EqPw-r3X-YO3dfAW?El4ZE2})AR{axV%r}P>r*P< z(g$`8E;jeDW#gT^G)B+0{WVplX*S>;>yUXYE=|&C3tW&yr*$e@np$ym8NzFG#MkP` zQm3(mBE!(c!gFr}WEa4~C@7PsUR!!rnaY&}pB2Ey?SnJf6H4O%{RXTWns5o z=v;31?dz|Bqt0GromJ`MxYJY#81T7doxyXv4N;~Eh3H$LyA-uN^C{TQ3lJwC@wxbp zA(3WH%di@lcTO`o9%pZQt6QPG5boq3lzwfcc?q0`LTJhVIIXNA9J(x**(yxcd&R?P*YZ7el=rZGJuRntV${72Yv2x$eb! zRtN^A;)^W%+6qO)_4v+4hmV0say02AQK8kMee~nN)g$iO9#`@5h zi%Ey=wNKz)-8-_8h9Wr6Wy5e2uH=V#B`_DHJJY9Y`pXd)d2RT`FHa&;=}7m(Jesb( zHKN)refU}x-gpWEeu;sfa0rz1_P5dPNzRLdLi4L&7o6psq+UNZvSI@W7!yekcGo7C z5LyrHnkIXJDj!jwF3oXNIyEl1swWGroRt-I=&<*MO4E-RpiItAsGa2nK-R;A_@W#T zQ|&du>F=2yd+Rbu8RlMleQoU5?>%O?8aeeyu9Ua)3IF#hDh?w@hZ=ll{OtT<5j!djYroYJiDx&6i=>zdJeP|ml9In5?KWKs6 zB4{KTG_(UnEzX?vCIQNowBz|NU|h|4Q+e0*Zp<%+Xo&arA*Ojq-qwT663_c@Iv;ZB z;b}DJU``6sTz-G3ynswZWhl@W;^~Qm2-=LsMnCKn&cQ8g;QW!Jnr1gO;c6COnIb~a zrxyZ>V03Mh#rZ=p)3>baR;%|)idziob2$`!4n`RK8e()u*7pOoNKq0JY|bLKE-g{P z+-W(j3l@cKRZqX8Fx!KcOTeABaa%s^GakP5>%O`t^zS-P?MUJByD^ex=PTNXSQ(a` z3NeCP+Gzq?z;6$LrXKqHUM$I--QQv1pF%|9Rb@A!yR9Y`X`!IL8B^H1B zw8OEpAjQu{_p!ZuUxj9pWpYEw);jkE_kcQb(+PYTYwiTP+gDuCFnT+P>=?o(ZLYl z4(oTT7k0oe8GR^~E`CaBPQc(N#amiq9L7YxsR6OeP9PbruUk-Rf-5~5G{cR_9Mw$7 zXzn_-rOP^%v7+V$@fE`0R2d;~Ov4m#A?|=ABqs)WDGfYsI!LT&GZ)sXBCL2%G+Bj= zBbeXMMLdwuN4d?{9c=+yA^3}Y6NZNtl)Q)8Q&12eU62vOmPcO*F2hg^udl%Gu#)ck zBAn(e7Tc0nW~a`mm<|>hijnFO7q#g@|Ji5#OK+C)Dk6PKs=}pr!tUPxjLSbAH}XOc z91%`H8(r4o(xWnZDi=s;KuGvScRyM|zV4HoZD_(-D(4jk$t0(##sFqJ2%S~f`!6x8 zpQXMeU4#x=Vi7h68Md4z3FDZ|VYK00gi7dW;IHqsXFP-EB5m*l&NqiEyC}i2_lc0p z>Zt=N6tQqAkUbH?pDm4Y`q3UM)a}r-1h;FqmFT1s-6^KdptJwUV_jJZV>kqlqz%Gs zD&#!Ryu-pm=KSwGT$2UzPC;rR1twB zr703qfS2h_Q=vo9-J~yl)G#t^=@6-hj;NT*UlZRzW+UnKU`N*&Vp!}bIJKsd(ywFv zge{3T9*!6}gi6~V)DK*~CHTYSo1Qr3{?eMH0~`8~eFw(bW`*}u-@kYd%Dd`tXQtAX z8NegUvW*6mab6&(x7lEv7T5>1d3(zbwwD%Sx6RT-k0-zE{Oo4HPevx6zivJZ-|7+G z_CDUAI{>#^HjI5f8Pow1;mJzGo@{xuN`*(GVzrU=Y&Y>aPJ+|v5vB+zg`YOn6RoM7 zlm(G<-bR7B`u+8FWYj>pzBR8^O$iFd#jm4~frdw4E$ZA{CRjq<035Oov)Jutm4x-% zV8$25_HN^@^QUF(Afk@N@2{7rId~VNQGJ~yh^h6@8{I%aWscocZbFOK04yRSY(yUY zZcGaMY|G^gpUnH55w{Ae`eC-#?^@pT-28*0tUq#+Ne>8EW5-8X_Y=V8)m!*|6*9NH z{QI)IB_W6e&;xUODo5fRPUrMIw;l;zd^Bt;l-x}FJG;LYha^!RfzJ8h3NIVLJsLLy z4HPRpfGY_^D52o$OS%_Ny~A~HVF$!@q}d-G_W?MyMu_mPe1jivAamt1|E5xo!vu26|*Flir z=*?_x7)c62tdBD{SKrb&Y35zJtUd@d_Y#Z+*+~e4+eQL287#60dKPDDPk(@A+z|*r z4vMI>Si5_RD7I4r-8(o|3a{yMzZ%m!18L8(ww_)Lo&Jn*4h;PWF_aq{6Mm0DJmtXJ z4Tq2h^*F{?06bUdR%%@S+ZGq|u&-FbQWWvQT~~qgwXVB6hUamxRI&{pRa(R4eR5Q? z!8IeW>M9?SE3pR4a>Lv~t<84dSymVt zFEMVtJTthBj9P%&!T*RPi4~Fgq<|4PC-eRz(O}0GK%pVT*#x710id=AeOfDmHAWwESQz7#SiKn%^l{nu0 z;p*WI8l2LVL-GO6Pnhij_c^j3idBZo6Xk^eNB}4t4N~gC}auitUJvX-MgcJ}zhQrM zKvDKe6vvZi#A2JF=9`F@)F@pNGAc-FKsv0Dl^w<}a92C5H?zhZckv+1tkCN)+rBIr zXz{WjI6vR{JdJ(kwGcpW=`Upd$VU4K!bVpR$UQs;Yo-;%Ez4xac^}g_$4K)Z(UJ7w zafNDX?o<_Z=_8E5#n6Y|hv=B=8Nx1nlw-{bRB!~VN-+Xx5&JpCE;ErL5wMqzmPary zQV2bcgikL63Mqf{u;*#kW6VnSLcN`vm^OdQTy%+f4s>G#-JkRP5n+MOV-+pZ>a|=p zb2&2Zbk3Ur0*G#pi%Scq=$dkljib{Me1S{>jEfJJSy@3L>cnj*dk7#=ci7F!=iivR z57pQk(KAB$O#{KQ^U*K+)M}8aRO`||c$u2{&w@Rg5A$C9kwRF+p_G-mYiUBKK>?0c zY@)*x&EzE!WsD`Ep87BZK!Nwsg8p(=Y3$nT>&>JcFc+aLzUX*(3dXQdd%zRTw6k-&ul58E7ek#Q$_q@}q}8+Od}C1=Ya zs26I0d&z;W_@5A=zaLepe?kK*_V!02OrSIuO2;FZ?|*a@TZ%oP--e)`Xg z3WonU9yge1%ZAy(92vy_gvq)2CAorNRxb1d9KYLl4uRz~mP}2Q>(zslz>s3aoKPV7L*8vtpT6 zmb_+)wAwp@Am~!KJ?>r^^htGDGf-Lg177Yn#n|Y%m`r-H0me<=%JZ|xccIY#JngmG zb!08T^e4FV-Wp~)0(w)gn{;^-n0=Z6g2Vor>6Wzol@5Mi&sqXjO`t2SW_H&Mrc;@5 zjuN}o1Z85tJLIJKNQN6(<8@_Nq8^^EY-_-_BWNtZ4;=l~NwQGxwRuqb7{*ektRKnp zehBx-grw1Dy|1e`jZ~Tl)-rADvU+91w24%{B0064{q3bIEpZ1Kn;wa$4vv?nN<+40 zOpQ^gHD>8nTCQvgXb~^^3Kxb{+@Ol-_IFjRx54}h^8FTl*&RBF3nuaoGB7j}*Z{cN z80wb4{bG{lM#g*o*2I)ZnEPc@T!J7GSr9w@vIj|eFJw1V#I_#JJU0f;Tu5sW0MLw& zOt9u*G9q7}xzfzOf_xbS$h*H59(U!;;m6!+1m?c=*Hg3YKQK-FbNwLx>q4j2JxXv^ z{7R6Jcx$UdZFb|-Z2Jbedwr!&nVnO=!CPa;?{FMvhEw2sDQY( zM$X(0>Jm`Q2iPO``BQ2H@!*w2Ix_=NOFDuk{?iO`4Ohx=+__g>ua&%8MCs0br{4U$ z_Vu-#&b`Hff)N%eDhC?vZnmSJeC)`a#;;b z;Kp<@)pd!i)F!Zi3(8-}%vK00=6CI5_PrvSxH?JZ^ps`F|qMz(0ARQWfTaV zLq;p*>9LlIuwdAhqA&2d;@|7YHzZLl+XOKxYp0e5(l-qKt0N2wWm1P;o_PTOzR#Zn zdOi609EnSPP)%jxaCVl;>v}-Edm@FvyU`9ZE93*&AUyHm!lzI3PTe99BUpbPN${$G zyXizOI@q)`rqK+zBl(%^(uBL8Ng1k z;>v<1v^&DC-JNXz5ieojo|`T;|1DRq!$USnPTRwO9LIDF=Ugxoshk7{%6WD z0?gHqwe#bHFSi!R(f$MZQXo%{G+Qh9CxFKQPC~pKI#&3abWo@bC91M+u7^lZ;UntD~mVX(gLZ!ddw;Pqp zx{E`g+oUQ?!_c`tv}ygXPi#R0gH)9(b0B8vL}+-|UjKxj?;&uf=I~_2X3+=*+=80i z_m49+5+|A$95Puv|ICb1L*N9apGu+irrXnEhYMJ0jH0YBU|O?VY%cvP-DJLH_>BR% z43A>u^t*s~bBAyAIa=2f)UEpO)ho8}v)%uR5`Kv~W2C zP8NTV31Ybpn7jI*7^CnnbVs@;m{K0XKDjLxXl$`1jRqb!2%N@5vV)%D%RVqF-}qW+|SIN4c)jB;otC&Tm~nFG3^ z2m2S4!eVG*%7|j{o|ixp3JaQZcGAGMkQkm%3Zlh^kX}@O^8HKH_}TYBb5f*UIrV~! zi1pT8Wm2La<8es*&M6>F2hd##v!Hx;F`o2EAp157b2(q#W>73Z0TXb2oiJ8HruHHr zb(u3!QBG+G#C5;kJw0S7nvT193&f0?_qETb4?~;w4r)nhTiRLy?-efH>I5ab~vT;DU z_C0~SY}B_O)WsV+L>v!nHf1FD(JD6kj3P6{_yZyNpg;LrHFBAs0oNpL6yB4OemWJj zL+|VK;lcWY>6-BeQasGUq?JK{AeCV#7U!7o7;q!gcDk4^AT2syDL3KA-8T)et>;44 zHzNV46#KC>>y#0#)F>htQjd$ai{Lv4rns^l-)#Nf3-V{l~w)QIvTrgAGY*H6P{sHGr5F7+<#Dq1>~9ZcXV4T@&Rjx1xGqQ8aaV z-G}^>SA6plKKJA8n%qF5GK4%09uq$XMUx23P#tGQ(}+`oY9BbOx)FINx}TiShz|zu zIkSY`BQ#Xq*S9U1Uy&NbsYsY9GIu&Yq2CPsoxrag(lxRwJH{E`4u!JXi{~P8u|z@b z=->4>@lYy{%X39BT62Rgwoj4p_y;M^%XR(L%=@HDnTgpSYoaGrN>22o z2kjV3(6)?3*(#z7pbI?TlvlY5gYzdJ8LayJG7?7O9LA_Y@!_V5sRn>l?etM&;_|3# zRB>Y5K$wN7icc7HdHb4!dKrFM7h}|F_Tx&K*@%wuaZvB;c;-wj|E<^SEXUFs_d?kB zE@CNhb8S8+t%WiNqNBsFZOxA1te7wn)e(5)EOA+WeNIz3u76;`J9<6m`MZ=kP407t zjlwOrHdF{0oI(Mc?!-x(5iVDC5yq)clO7qWR}H>hq?#D|?4p~;#I-E-t>oLWJ~!pU zi6;kcTALjZw8akbu38mfjF}uu?8N~|D_kfkGmNA_q5lvSTaNSJM!*sixVEq%eA*6Pk3Y+wtwNMVTJbH z)kXsTQ}Cm^;PuWh89{@Eyqh-$*DR`Q+f(OQ(PAuUmtudX?&V}RF_rcS?@OwcBx`Vzv_==qhxX{Gmo2VIec5K zKF`Zq;8+?s(Un`G92fpRcUYsp#n}J5@F<`Al%m%1F-)y}FDWA^R77!%bdHLrMb>Xi zp(^xrq`bG3sj!eArPd!x=%NMXB=vHqTf8`Qj4V?vS>a|Mu==O%os?9=gq&=~ask2?*-sF?wL~*|! z&%1GD@D72)B?_{`iIY=@&gL1^kqP|d5zAO5*U*6qhNVpL{=6M|bJEK>8NPC^6&)#5 z8U3@No)}|3U9O@dIKx0WhK zsIz-IB+O2t=#3t4F`mx6SwG;&#?;V1a>I#7c@wpB*p9X{b+_~s>PX={y-Y#i z`KzH%B+ooSJ7l;)&6@py&dVVLP1fg?Q#%f@?OXOJkZtjt%<^1g;ucv8ES|GDSwGf? zR&x~Zh{Zb`HRm}})>>97b>G^r@B~T839n$BM?Kz7n;~)CWG>)q?KkGS zcIeMuv}SS(N9Yd?!UFW%97{*IE)K~)aR!zN*otubaQ5v+>Jbtx)WNI+(;crgXVI&v z)G23aZ9RG~ur%th0v_V#{6q!Pp%_$d}MDVhe^!eX7Sp`g5Q@!%^4w_!BbqB^ev@X-% zmUMim{t@H2p^{E!%q4ZH_h?kwW+fWMh!&stnnI?m@|62sl(%!dsh;(_X53X#hl9s! z=?am7B4QO$_wE6p(msoB^E1J7(J1JaDF}h9xIHG4&=fr^Pue+tXe#1bV#HBwql3ramjt1=e)chc8C_kv(^NjK z@xk_AuVEZq#615se~Aa+t@?A&>fTRqzhVroSbycu)<$gc78Ag||C>XNx>lhGPhfIP zE-(6RPQ*M99A^;l6WVbXp{*!^>iD(udH6WnMf;S@Y{6Ph&*)-kvjHG^0p=(KS&G3a z%#Xb_>YCPlNL>J&=68cEHXY{)Q-uQ1Ilo3EsxAl?{hnVI_pY;ynPm9^i3TbnWrSdn zDg$P5oXe*~8S)g<9uL1rhH$OgI z6Ak@|nv6`QZ(V*b3ZD%_JMIfm{MGaT>=;{1P)M z(Y9DzZuq#z?@?pxt5hIPs3W=oSMGwT1P~L=W3#-7M`(M)6Y*96j-#T%kE56YTHD^t zqA)&d2u2LG+8|Kdm;!?>+D6*YACoMV3kez-R*4$2Ks{$DqbNGBlvYj*&hr$>J749(>zCk8iw-<+hyEx$(PQ0q`my5N`)3+|?C;M? z0-DI17>VBR403cxO2s zWqufA4FOo(Im~}6%$f3TItXzjt>X5vK|+rbm>bLh$%yjokmJ1@S{PNg2x+#M^Rp#z z?iIJ+y280X2-#II0a6*$7)rEv%DQbd*}oSzsbNc$SC*6&0N72`ifPZWSITvk@T1^7 z6MfSXp1Qk3I$22raWg1+wPxTh1Kw;~?d)Q52F?mV9Px`okd_c2IvX}QfF$l z%P)d8e`vI7?jZ^T1<{;?0-$qMFWl=2*5}-9R`1Tw-@bZ{DJkdRSF=@nXGb`x-fL&m zRS~yQS0Q{u$*?gotbTC{pnl^MF9xm?Iwd*VE!Xz4)C;TTge;IM>w2|$e9+t*elL0s zMDQQtnqT-v9g(VPxMPj0#I{5yg=e1yX_5s+ZP@L|O{c1c1QnOQBU1Q}7f|Q$2)JEU zYtNDW7LrFFYqh9%JF{P_MmTFN!q_h#R%|~q+JGyRO~hrNk*O%X@320oh~iTy|(?b_XAXOxPjJQ%88 z?&}^7ZEO8nft!!gdk^?uLxZw=!~KRo31(lZaYdi+;EaQN-6^v(4>y%e*I9nO7}PA1 zpLN3G6*9mmFAIB1Rk!WvaP^xFdpz!_x@ytmcq|Heb4+i4%@*B4kVd+@&*{A3Q}$UL z-fAcE&6W2Qv64RrY10ZX$w*c;V8e#@1P@srl+>hgH9p{5};%q-^&M_X}RRDk@Ilf$4{=C3aT%S>r`(s>Zu!8sCiFKl?4f z_Q$fD@55Gmem|WRzl83TSJEK+^u6*8=Nrz{!iEJg9*sq&(MCV+t&;4X^0s~AzKrlW zx)x3QfVDcbZ{bk7^;0$DlfU?Y&#=8;)7-M;S3zQKf3fJA*K1&Wj!4`*?-j+J(&u=TJ5c#1s32!Z-*5^tzCr7kmIW z&Rp@9{V(-%>Ah#5E_w*NLkVPhxInXySSTr`1d{2V-||eFnDlJRnuWHTY=EHPf&-EW zQ`UD-S+?!I0iF_nAS|u#GqTcFTu(+JMjzS;Fiu8E(v#4r*Qi}x39P0a`VdMvH}Y9A z07j)^zs?p#tGg%8R`3%JQ}y=kkv<3!anCHC&vT&I#SnF|6=kv^Y3tEqAIJ6D=Taf` z=pverx_}Ogx8ubg05K*gQN`9PRpQqg+P2WDd5P)DeZOG(3gGY}vo&qRf8y{J(y*j# zFt3k{qX7k4+l?)bY&u1KD!!}!GD+#GdDeA!Z>i^@_ztP C@QDQg diff --git a/vignettes/semiparametric-gaussian-by-factor1-1.png b/vignettes/semiparametric-gaussian-by-factor1-1.png index 9e39a4a09543121310f549005d81b91dbca739da..4e2c132e35d23f568a8b8d022d231f85091c70d3 100644 GIT binary patch literal 27777 zcmeEuS5VVk*KZO6B-8*3NbewBdhb$16qTwVy(1t_TT&Ie^)YHOL^*y8A%pVCtcy*zY8bz!OtWqNf*Dr%++_bN2V<62KPu))Jb^l)j7A0nW&q|AH+j1 zED+W0X9#+~Sd2sE8UL7l6kjRo^5F~W+~Knea+@1s+0Yo{O}4GlVP_oN$g=vVq*Qho zD^xW4(h0Q?72w;d)Z4kKby{=9Dx1tV>~=QAGBq0n_gzo~6Li4MhB0svjPFY{b(ZPc zi9f7crgwyeZi+a$C`=5=7dk#s7v4-*+MzKiQt2=)$<5ICYbEmOLMN|s?EP$tN8RGS zr+deKra3PW-_zt7$eEtYZm!_L;bkgI})Y$)Y9)CkNenpHFz)R|xem zO=!?I$!i$*`Spm$iOE&uQTOy{j`!eso7Kt$#%e|OF2xyX7*Y7zjL9eIHK~3Rve0_Z zdmTEv$~Wv)3Pp_FZ9cqtZ7ywc3}f$ugnkZaKsb@yJNH8yHB2u>uBJXl-p+In<}zpmyBDpc^Y>oMU({WW0c$4+wApk zu3n6dM%su4`N@{iB{EnxkaS@@?aM;T(F`R%>mKDF#urtMv|o_$hrCB@*spKW&~V%rd_5Gj=ls%>6TmlhJ5Z>?{SdjG2Kqx$~T zCFf&J*6%0nJwKLg$tooT=_!6<^99!GR~uM{-%-_MIRAuTf+ghIJoV20GRy=PI{4&~ z$er>l9^9>!r^b~N4V^gm$)KHZ&{ma(tx-3##G zorg?@G~GWx`5P3vOEkIwsmnhnI_C`_|6(`Z2O5N&gPESAfdNDi{2c*-#<@V?;BQdy zhY9?FKw$Z>|M?f_VLs9S{yX76!f&|zhCtLHdRpp60nm*c;!LBT2VK-6b8~Z-Ie0Nr zTm`Uiy!nT8S{JmgULZG2>EybgrNIO(Y$$wN2rndl8+>-6eCA~7=l5c2PEk^}d23f# z(r0B}R%OfKYv^DwSCY_21UWJV^6v-z9??-V<}AlZ%K`n*53d?@kU0XbizfWI>!M-v zvFW{>ssH)kA;d~s|NZ}HF`Q7c0OlKlaau4QHNwvYd?V?9KBkL}g$v*w$d$0r{`W$L z*j={&xdJn7KKj$*TW{U}e2fQNF!egD<*6STsw*7@|}0r zQ*ReuBW8)PGr^mE{^T}s<9^8Y7qq5h)PKt1E05Re5N9ABr*23xsC<}j?eylqb%L`3 zC3g0+Z(8p^)xseFiYzKJCo%26wH%H##GYh`x$*y}L?iN1`Dkh~KbdR)EzmPi+gn!6 z85f;s(L!Ce9e&v zz+0D?e|RV5I;y+#qi1Quhz-2D062JR9mw|y@Y-|Xn4Mf{w-==|s;BsN44vyl1?&FV zkDm17zel?(U;eImf984ky`wa@%MCoNG0tfq%eXT5=X2Ay4t+1Gork%Oex%>DpRIdn zv$su&Oi}xTFvRL4GYs-UyXY7d{mRL#%d3O;*DrMv1#dFTdR!=P+s;r5^tOz!OJ)s^ zA-hP6ID94R8C$aY@a%AV>F4p@TK!I?aoLOL=xE)U+6RTkWhOShOO!^(NIJfdRYq0N z)dTp!BIi)HfR`E{t@h-?W&7S|m(wI1u6_3Y`K14q?9CUVmV)7DM@2@J_bqcncJzMD zH#NM~&k#*3<5qoiwBsP}g+mLQVbnUGUV5X^9QOD4cAeKEhWz-?FK)BNmA(wIb;gDN z<2qe*bphM2v0fD+M>{sc(;r>lbZIBEiGUj)-@<$sy;ob_k-#9f-q><>tWU+JBv8E6 z7DN86G0;aE+`1zb@&}%X3lCXh=2te0NZ_uZulgIB<9QxyM{Rve|Q@BB$}} zcx|VRTx|8Mv4O1_YscZ8@D*!5d@bcXq?R1I{e@wg-I*p|#2UO-Jh=3{B6FA~EQxoh-q$Vgbi2!; zEgJcIxz?eNUOFJkFm_8JTF7KgCy6B$tWZgQ=WnKoy1wA8rj;<}Uu!;t%KV3#tz@dF zX9_0UMK^M2{}7c1t&jMxPu`jjTw#q!SpeVq)^~>knSu=mHGXc_>JK(!0UUQMAdKe4WRYP|0l7hN-qQl-ldU8>yjl=pm zmGALA&!$3++J{S>^=UegEIhHvwqcq7#oKlX6KjD!G02V5usN%1XlNE6drN#jUFFCl}Mxc=gHHjLZOhIOA4>p0krTb3=7#u(>j$GiI0Vq*X$X9~p;o-%yGc zj9#mD=o_u04Bo)FQfo&nvb|pVOnwX_QY!x*y!X5CY};+3!q@<2av%)e_c<+&O=$~G z>m>kP{{Y&>y{HlF0n4qQ)>!&5hqIHdmcEs|a8XcJ5|o7}2U~smVof}MkN4<0>burn zc{Z2KAQb)9hftsK!%m#gB03z|{4ak<*A@cCeJ|=f7{?pKYKgKhaP_%Ei=7IgpXz?T1ZFV0j*xqcUj&; z2Zi=L#xJ%@S6kG&Pd)0FlW`ptm~+zcx>T2MvzL^)gR%Ie5wXT1g`(rXG5XiPcw_Me zX@)XAXwZalv3r99%1pQVtuSHPUdP$o{^2Xt@aE3II3X5_)!e}4OM91f9@VW+eJC5w zG4{fGKsX=XO7W%YjNsNu8eI+2HBHbB{^Yq(+v_!XlU6(%a)6`M=_S+S2!N;b6OXTK z!Xo0d#1KYNe|-;M+1+Ff-r9`hkc?MYseS9u{;AC^AQ*}Ww9j9g`BYiD(F%=tm=Y!v zg0K{Nnh?qZ(3naDH*+&+q?##jiOb9n%fk1koY>kne--7`zV)J3 zy%9a0qZC-}SgL8wR=k$FK^4hr2i`hAEqLpXKYYD1^8|9cqAgDuj1bpbNv)jc3T^$i zKa+llCo)OXB7zZ$+0@UQa>!u2)>dqS!A}{~gRE_mx4HD^*uzf?{7C$mB)c?V$z0fr zr*9D3!L;I6pzDR2Dcqdo(U(FxIoGR-sC<=9r>X|2IOE*i4Hw&8=aYz+SQQ=>hn#GD z%Cce$J4Nk?^F-5dk|X63!KfQ?%wDQdib&_b8Jh^TaiF1QOP$Sst?m6{ZKAR)B`W1+ zwp>+ig4^u)pGC>$7-Rc%S@UZ9VXU&*@I-~>y~Hhy*q{dN27u069p)>UB6^VDeusr| z{=^MFD@py?@^^?8L*{IB8B}gG1n1+a{d)yv^wM~4SJ_@QxO39U?CGo$Lxx7Kgu8pc$E1~nEap=_GzDybw;5hWC9_6Y<)`Uz zF&1Tjaa87@Tq}-~$9T*ss6SHq6r3}1jy_gUaJDjsr{v8j{vnNUJMbBc2WEs-dA_YpE*4 z0hOf7N6YT6V?2|1AjV47?|u&ES#>36uM)6;%gDPDW|sXKo9p!R8La$V?m{LTn0HP` z8ERvt#y>YcEsTrTdeN~+Ij5Yp9-^pqX?BOwnURx^!8YBHdc~4Zh+Lnp(KqhGc>9y) zM7S|qOy8|_FDZ3^mqaAXM$7F#Z)f=7R^&x}^T)ygK0!w%kf)?4LoCn34V#$MHkW=e zc`^YkWz%x{n<@b)Bbt*cWT`VzT1IIifMgPs~Hk(Tp z{MR!Ll@X}g+B-!z1lPf&abmArcHyzMgc%Lr^WU8GNua|%`NpaN@X|*nW;U8BT$eIv zf&(ceWdU_zpUKlYuuN>F0g4R`pS#>fh0HjKSjnoFn|6AIBF*-Po&k6z;Li5cHF+-u zeTh&(vF6t7ELR~KESF|cmIIb4Eg@i%|K8j`SO|9$XNt~@$qPP&jd{mWu?oz#Yd&5M zo|NLqQ);B#-<&HWc}g?#L;J(E+#9fWJa~L%+~tPu8>#3}M7dSVeapG8If_L>56i!U z-dI+8*d9k+CdelGFhk7BWC;_`=}_R|_*fo#h~1j~e20igoemb&so?wDStBcRqE|={ zn+-31ExXc)F_qy#H$7q;+S^*NdO|N!+UC%oc_s3xvt}#>(#OC30Nh!c$@{x{Q6!Y^ zx?BO88nN>3f!4&-c2~7NN1e3?c>|0KE^dqv)02Y7| z>Cn?+h@c~-tErUa=Tm07*iv|fWdk1=o`^M-kSUtL3a7!`+qLfIFXbM-{xR^%G-X*j zB%(L7O<9R%XVs3p z^_LRA()Z^Y{G)W@MbgzM5ZDdM3inNWvAW8JN55Vl$eL{HE=*kG=57L?qcgo>qjQ^?TDcF*VZ@S(D!pzAsX zQcE4Oc?Ek|=zvwyr!c#1_ntH4CY{br~d+D-}j(VZH1 zYzc5_oXV~y9-$O~SE~`hRK(4};fgywgPB*j19EKpc&s7NJBY*a_xJiDiOEN0eTQFP zwRwrbq-~9rWgJs7i<_9J!@@YdmisSF)jqgqHfQ#pyNtQ^6_bp6G5vP;pHABwFa#gm zfPA?e(2n1~@Bn~1yP9_hfsR>5D;}eYcxs7{iwqgx{975c_q&9dT+{pR-hOp>OM!3O zeZ^>^r|O)eHkgrJuU(#PA6X2Rq*41QUw%6M$+PmY)&1ZN=?%8ivWE)*QD1-manXnM%8&Aw zovqEM`jA~jl+Nkm;(AeD7#9;QMk+$C;KV>wG8wXYRrlquK9$o6tMK=Fa$L;R`)W2H z8HQKns(k{V!b3RGTH*k}r2QT%Tf4@p{m5{mzHh9|R9dIuMAGWLCa&W#-S1!G9 zlPt)NO!P0KKN#)iN55`QqH#CZ6TGM!(4M*+YVefr7X^dNdQ|sD@6llgsaL|_FHydgfyO_F;@$L#2J?*mPjIgFd&n)-9l$5?NKPwBsU$F+O$%Mfx znTydDj#Z=)r$@W`03eQqGE84$oZZ`;JK^-#4SxFU4Mvi%PkHrUI5QdWgroPa7})}$ zV6^Fa9XqF$3^@{>4*Aw-YfPFD5H0-x@Mdfx-NPTLQeYy`2h*$$6+|sl2^bZpkO;PI z-5$u2-jLQ!>Kun(=fo8}0gvSHHh=rab)j+HVZ1dO5k2@AzZl0}$~^XAP=$G1!M5+i zWHO|d+~#WXTT^jN)XCDoE7=WM!=&z7_;s7B=dGmdx@9Ks?I$rdS=CprKDkgoLELA| zILBGf3T`X`0vp454&|#y%Kgky@J$1(SU;8PDtvp{d|e+h1u3Y|xoldI?ZMo9_&uT2 zp@RrQj?8?CzHEZWKU}D?i=$vuGD~?SZ(8j6@crEyd$1oOulvaREK5mh?hioWd zH?#0AF+Y_|yf180WgdEIYBA1$E!qdVG2D+qCz*}%Kx82eeT2xgC8ieE-9*vS+Nx-* zr`jPovM!N@%%uKA{nAoB`ax&;S@ryMH|gj1j)*+vU=zv+n<(fTD@HS_OA=ZHu3Hw! zFR_?8a1(n$C}7vlmO4ip!p4fof_qY}H*wVnnRs|*L=r0}d_dUuXWkkwH-A&+x8B2j z{fg0_-Q@uvdPLIrZNSw;q%GIoIS?GzFF!3Kpuv5NoPM`Nrv?mxC8nfWzk-63 z{tk@heOJZ0Mfm~fr?PAP7%O#7h}FTT`5^uGKWz>l8#7asF}4Z|jM&s`)0|iz;um4E zdOWR>4@kf(e-40(xl`<4GBRlSx9?vPipnGp8v#$7$$E>3$N=Nb0HW@RnxaaTp{Zxw zzr=U5|JSC16{{9j%H$7~?bm{=Oi0*UQYsb!fJ%n(ZxObd34wGs%}@;_vU+uUH*%HC zHy2vO0OjA$8jy&evmc@2!(MER;?L7OPli;-fVI7rlFKL*z&P^vXeBSwJyw_pl?vH$ zz*R~)VLZ`cKeX%GK2C|s zY#+a3Z2C|FcRv=#iqAKPHn@gZ$3K1=^~qzdx}S0KRxkjXpAJsFA0>031$+Ui8E5|q zgdY9&SW5PX#4UUg=LqXPpoaL?l;%k~B{l09-2h8RL|D3h*a=DshPMmb9grmmSCMEL ze7KI;ZF*XKjM{6h$B%-G?0eFJ&M8XsF3hz@O*0GA7~`$u+1)OLZRFWSG*V3TnvTw;&^smTP4WG|ub*N;~1iHhOI|C8g+SY*fGIfxs_V=Xm zrfVlMUG-y1PQ`K~>q3`oyyBjR=Bb2^hHj=Z?7(U9bl?_MBOGd$`NZ8P#m$>TK9hV@ z58DC&-fcF}=OC*|QWDA|kfq>Tdfdr9;2TSENouz0GOBONk1O3aY6GCqm@=xDaD8*@>-8ML4=!P_*qEl@6gv>>8I-8 zp4pAei(HT#-x=Ey+U|z^?0p_Nrbv!tREIQg8}=o$tKOdz0bB8&!S!^N&>-$oCsrQR z1F(w2+MVR(*CCJXu4Rb6{~c&g62*C8B=l~e_Q2QyXr*Pw%Iosgjst=~DIm_VKo0{WJ_ya`orHat^wJbSn8 z{-x{IfX7B=Z;lk*%xH}wE&CEuVey&5BW5fWs6CtWO+ti5%BCFTyewb7Ok?EI5l?fT z)8Ws9(}7vEp3sPv$&g0abtSnxs(Pc7Tsj>~)W|>8U2fL%+s#EDdydeIOzJ9YMJ9M(83q{#;4B^s^^j z2iFRHuKW~lrpti>?TkqMBgi84ejBBN z$E4J3@KTrBB`>gYR4veTmD9$+U9fVNQf-X0-vQSY15z;N1S79PN23eaEyoNC*9@;g zmXXMBgHdI_FP-3O50pN$Ot-*s^rjyi4G4OY66n|+8ZdS4p)ymkBOo<_I^x}#58is* z_mk|d)gn|S9X`=uO1SJ||mMbKEA)&^PetE%VN*Si){g@g!K0U^3kIFBak9OXFb|FzEYw+k zuR_!{h^X#M35PVWcYl*zF3z!8;z1Edyfb*^%JB}2V%;~|iKD$LPezU|BDDbF4f*J` zZU2F;F8sVXy~US1M5Jvo~A0M`pn=4Q)&-N>v*L zi~MG}-BU!3L;rJ2mlpMpdSFeC40_mf>{?|@Mcdh*UnAc8>*j-W0nzZ+ z>S%4hVf2?f19}kGqnDCS*8rF0H7+&E3ZBVUcBs_laD~O+v3h@3x`to9@faxExV4+GeX!O-^haZX5?of!}JJO7jYjrSuD_n*PJP-qe4YjLjG9mzo@Zp8E>08tQ5 z+uX=QZP1TpZz%Oe!#x(7ML^L$>q+N#YxZXp0>$4It?ZDYiyb2QLmSU1eWxy-Cj{4y+T)&)nACK&|&I$o){pgOZ2Bor8{l745Z3-^iA$ z&(i63Q0nIcEO;j&;2FFT1(Y~)Mm8DQ2q1ivj49Ffawsy8BPV0j8vHgM2_WngZQ9@w z=pwIAed{ECEEn(*KL^GsxX?qn@n^mO;g{Tc6RTcR%>>pu0?aP`maxA(JUm*Io1Mw* z?58)XNM8Uo%(KVE$FHcMLMuD4uKoGtJK8|&SaRoJX?lQsv^i@IP#ZV68f{0g*Jq1b zRv}VHB`_S9URGvd} zB5wDwG_ckp@(%>qU$O=ntpzv*<6wu~MCUzU0TE#NQ#61kwX-9hJiOVx8;=|ODU zoYlt-V=;o5HB$RVJ#78gNRdA9jmAO+fZ9%YQ`#^ZBnR9Fh$m9{BMep{G}~@rd=a{! z{pvi4Asx_$JeK`E{$7Y+`b0|znN~>MW0+#6#VbZQ4rIAJYoKJ7=>{Z|n7SEs9)bWW zE1~2e2qUQX7cSp+?yLii#`&qo9p983&IkxfH-#hO(b~8H-;HbmP-&yO{!r%^24>H| z2e0yfb(!-kTLsdoC}_MUHd|68EMiFPB-P#WF1Fz7cIsGB;`_W{K3xJnUUxA*^A|#m zH&5iA3}K)+PD@ylPI1yAAQ2>#OwLrXS<-I3z@L;VTn7}H75!o=`XVx*u7^NL!6;ty z6$UQcZL8~*{CIL&@f7T1I)1632`~iv!= z9uxwWKrceOF3okI*!$UM1vV@^!vXC>InOtKCI~r{TjLd$ZZE?=youmMm7wFUUFcE5 z_iDgexrS=oObw7HhfB$Q)T*Z(mn7^FCZ?03$jmf|#*`m0vK;#}3l`mNjDbw;0ZSzd z2$2st^tvQ&jb>5w>kk#R(&Na71d=Wq6KmvNmg zdCt{4MC5)*h~U5(W7}Dmz!qX+s{&ff4$y~gJFv%JvSGG?V+2bK3nHz>nt@Dc({%*g zEMS#)_Yj0>gXU-v5$6W{IT$l)*fO-v?PN~PSj6nJ`Jgos^AC=R+B9o`Kf6zVeEdfj z>j|e~k>lulA(9T}P~6ecw`-H0b>>wuNS+(nX5gh2Av1A%(bp69)+QM2bL=>wm9Y85 zWiSD}fo1Hlb9Y)-{0=PD$uX{-69f@D|Co3g`FH=Qr> z1Bcf~9uy_4n!8X>x$E83l*^!R4i`rhO+QDQLa7t37yklnyX;ExLhzQdI)(<` z_K;rzJ=jP?{5f$U?BqdDu5!b&Tqm_cuJ*$b+nbNS$ip$NIvonLc8?N$zBc;2y}}Q% znFqpFtBGKkBmlmwyS)L0?-2oqtqnS)=XS+G)=f|OH7+oEVsV%KH)jO{J~$5iR#7&o zjPHO)mBx@WT+3AoG^%SiptjK~5K(K;#b9m2VW53Kr{%q-o5rK}$A(%csB~pRb&I9o z3jBV+B5@$W`zE*r+rJY_Ue=hUqPxi0%3Kge#XqZp;+RQPmZ%?7dF|#CyeyQ=a6H)K zv`4?oD*wc>Rs;rcebKxMT7m;Wywepl8yG4dI;=9m@~p|$Y4+EudgCQ~kX_}!%mvvn z1vJ6|$oxCgZk0ViM;#bb-{;GRE5T2rk#z7_W?)b~E6NSJwy-35hRdL+X&NSW<@G#j zTAb*?*J;zqI)!$p_#WbI5?jzu%|-5h6nD~@5~3Bq905ctEeYU8n@QQwkZkeOuh8N_ z8U6XD{|(T{i+Ft5qptJL(rK%*65z9{0e6EJFvL6Wp*vv&=ej!lJS<|Ebyn3ZTOA^J z3}nY%FkgACnnS)aO6lmqNNAj=stXBj_H96UBV_31m$t)^`v$^axpADh2*~(OQ_vn6 zVS1Y?JyUS!4Yt8D#6#l$n84 z@~EbK5C-R%O(mljeTd1{@e?LkgPAnwoYA*>=|)$Rn*z#L&9n8enpkehTY#t-8Q(9u z!AdPC9!6%b&e#dMGs5I3S#VXc{ES;@a^}m3NWu}~dY+193XHDeC41Om!I45YTPivR zfmOSdtEWpp4$SR{X|@sv^K2dPtxKKgtkHWBLpsq7YR`e&cFXt^u(1cYUq#b!oN)T+8|#~A0P=nND~#5VbJN&xzgv+0(VAGS!v?I`@(EL#(6N6b#a ztq6BOxA4KF>huqF{ooHlD%%)g z%X%X^M$TjUsOd?&`|@NyG+044rrXY1solt5&6j5fq;<~L6XVeSvLu>{W^dc`XjOir z_H}jQ$D~x4%^7>X>Sm1>lb32}>2-u^FM1@(+ljr`%O`Yo)~<6!rs=O=o2=pFPu+iW;gSBBAigvz;tcOq;{CM)|VShaJ{krlAf8j!2rM(~b6N+pDeo z=#5O!99(a|?EWazy2Tl+2HWR`_$r@m*+>t5r-0oz#RH^2>Q$qw7!Pw>Nme~G<4!sv zqU4@BiYk>~(_*rY=7_z*Kko$eKWVMyb&=q!uze2j1<^{4Cis)2d~2hL89R@r#I`ju zHcl77mMitFW*O{Ml^W~2LbEG*P^_?S^Cp)OzKEu-dfzpH**8SVD`{#JNDgDGp{&2ZO)hz?B#y*I0RJ>5(YD6(W8^sf5VW^aU({^Y~~Z2SK5-KNBsVZHO+ z__|7XK2t~34}E0Ye5L=!k2m zd&-978gv)L?klx?{BjM1-njVD=l*nj*HeJ;xW=XwIggpl0FyHOM>kC(Q8E@0Po2!} z@FR{L*zTb&UiM+!=w}#AcAP5)y}1{HUx`un5{&>2v>T{2Jf8E7-Y5GHd>{LXQl2Euws(J3HagT}13qDR{Gv%j zxd&jwxBK)DgZWY?uWw2!5muj9>dI8cahn7x<=RYaYYCI5AALHU|qq zBgFy)Wz5?G;&LuCweRn4aP?4tfHGPhSfQ7~w#BP8AuPb>0M8M(5Zti?R3L4ojzJ#O z@le4|=tm=8>K znrjzM)%t(TZ?K+=cDPYWjGz8 z@m<4-4`BT>Gaw<0HqLP|thAbA@9$+Sz8z4sR5|FkBTg2g2@eCLP{p*3P7fFcF4jKF z{g;!K_Zc5Z&l(42wUX*&&W+_Xlr*Wx3R-kbL7L0 zIi5qNT!_0&iZ6-=mFiRvh*xBAJmEX;!fAPQ^QSc9D4E~gd*GGhSj9(Z2w|y&r~pV< zn)%qT`>G+|g7`*ykM))ZP*(s3TtU|kc7mwcQ%(%%3sV@ID2@h}r&}E4s86|Hg5Zs% zt3dTJuZh-vjrzB@!I+Ykr`g{TG%CjR@hZiE3){m}tSOMr)lP$=K=FA2sBdO@+1_b%|JHzdPzy=8cc>~=%dRW z=~|EyNUQIAC^ny!zHWRqd9p*7m$Ax=T7`?oDO|gw4A5FjcK8e+FU?zD`Pzol(R)Y& z`evW5`e{;fo43B-{L!^0vVdYIJlM*&Xb5s6K^g#e#|FZ&jz&d0iXa!5fWpq7prJ%Y z35q~5Ab5ILgT8vi^5Y6#cO?T!s>}h0jUXVH^MN$?xn!s`EwHDJUiKtKfgJFz~CUeraX3ZTG9+R)7-fLF= zodypfp^x_fGJ;4=Qf#FpIg*2eWPa{}Qq>%Yn${`97?vo z_Gg4Lj@!H5G;0&f6e_ThfpI4KBt*4LDeI@h0zV-XLGRWKX-^8ww0UvIUAZO`;*tWDo zey{*Ov8W*DRqTiRHn(Qp889C$zw-P6!ZE4-3!xL{5V^awUgFSzek?D2kCREcS%LNh zRj1A4g5ZmIAS1m1h7A&s9D)h@Vwael-snK?xT&E8{~W%46Oy3ZP0TpO$=BN)dIG=q zS$LTjXM7bnfH&0nIO%D<=*&KOn~%6X{)ALO@6zbUw5QWUz(Vy@no7i5@RldopT z@7}DRxTqu%{an=YF34XW8y?=$s*lQg0Vun*eDYg~fS7w0V1;rd1CpKrF837DSb|ZG zGggXL-s$ANLYW|s46tlXz9gwVCT`fp)%EFw`sPF7uUz85VA9JJFPOG7tW$K`l)p=h zxCsfoHal!EQmC)9$i|k0TnG;RGyU182&8Pa2!T#IzgL!I7oa?;^5JKV*}w+}3r$z- zI7I~pt{#$*gg5^4!D;XX7$Pq}W~|dAz=iE-8AL6L^&I1SKf_;$+!XLzVV-ft%V7DF2jLw z5aJRk-hSo>V3|)My6H+b#KM}8Y_|&Cdrnfl3L;XC$G^*BKedwqa9XYp5%s~BM!uQ_ z>Rq`aiuqu+4BeG{0uD1s-=#6xCd{g16_9_Q?39y}LYaMZPUUz>L9w1<5m_ob&j46kH9tEXAN4p6`lNrwzm)RqLK@hXcz$kz73r4hHP|GL)(?vdp=l~5W6_9Ry(0_==q-Fpz!*D?B z`jx>ns(%vqP&6Tsup8ebpmvml{)pf7oT6)?Q&Z6Gc%>76chZ6YUQ^VJ;HW<&39x|s zIVz!d2?6)}rnfBHw_uup#kBKMy-1zEwlQ53^Wx9^s@Z|u?biDMjezKUNokaOTpE9HLis!!@6`& zBAd(sLRB;SepB_Y5s*JQK`X!27g)NyA>9RN^3?;6V{;>m?x3uG$ z9sD{NX0ju3o)_UCJQq|5XNJi9m3-UDUi{Au1PWuC$RFT9EWHq;VHl$T4+Rn5&)%PwrK%@*tOa40 zBpsi@h{>F(w+)ImZ9xgs#!5sgOGd)96RFDc9|;RxSSa{tQ>a1JpCd z(jsJ1o&pRO*CaeJkn};^-yUSYn9630E5I=_(SGGMAbl_$r~r#Q5}_wPu10o;ehFcn zK)g*QUKudmDfDl1gV;rEy;ayzA@I7je7-Q>;$Mru6cGnMeSh!M4-lt+0lI&0XCku$ zkTrLJI8>%aV7ml+f#BiGQAbdMC%E{*gxiAn{1`}EYr}x?Un|gv`RMVH+A4&_?n*3# zmbA6P7Q|XyAw&%FKYSfQC38UEAk_Nqm6?dBAG^H3(FEvX?QR2)nNK-*{}0m;iR-Ta ze4q~hSN2XiL>eCWDCD=PY<-W0b=Z4AKaJGsb`;TMrM?)NE%$IVu@C?+8D`EnO#qun zU}ins9=(9g^$)S??6-n4|H5h88YWlH)y`0U{Pd}5(wKq-4WM!AXW(lw?^3E?Y;U!D zbsSUHTJv4c%&$lik5pfl`?o2?v#^QGvZKwUOzj{~z-Xzwwi|)fgt4uV+NrVxpODiF zr+~vIzwe(D&c#@ET_d3JZ_S~>?6GZkUUNZOo86}*Udnprs$^aiyKlj@`z*ecDolqk zX_{%(@|h1bQWo7p3mw-3*htk>hXWfUy74f88> zBrepgRds-A#Rh;@d1nIZ_t3L{-4U&d{L%YdU%3FJV|ao1xvqJy^2|NM_gshLHq`Uo zUpzs7?Mz}lu}VG?orVKqDh2|540TGj4MecKf8}>-fJ>B}PXWhhdVv=PuNV}L;Kk8Y zbvCgl={g}K4=3%CORSXk+i4=b0HA?xa7xe}-9?=vJ<5XEcDX+_ou+Skh6CiC?niyG-4~}vJamaoP){lXnN^tOf+i^SK#Le0nlHwzV zovIbLg^a9GiM}$s{rXT}RTOX>xxx7Ndifz$yc{0m4Va#)V!!lqx|!=z+* zzb1C$JrSiXh%@w$Tp|6_p^05+3AeKTl4LJAd4A)WKx)MqI3ZXN*bWeivmAZ#(*jPc z%9ZI3B4UpxfQGNN$5u8^2VCp0vj15#aX($s>8sZM^Nr-iR#F;7szv8tyyJ*ytW2Wd|s|t`{1BL3*jTF!*3o zFa*FXfxw*~w`4_&r&D_`sQc&N-5h`as^Eb_frQeK8ncAUH=b5aT8%S_u}V6}Tst1< zE(!~ysx?aCk2ia=u*Y@vNoG-$%;w`bFaoG4*;On=ri6@3dBC_FYB~S}s|Pse(%*81 zm2g}KW2RQWn#F4&CVaB7eq&PnJszc2a+u#%y za2idm9Ki#QFL0-GeL^$_FgDAW$i4BcibLz9y#%&mtTF8T>Zd(!@75D;r3Y2EU)WqF z%eRMQ18`V23H?6^TmhoYw@yLA(D2XXwmawuAfo9mB4I`t!G4>wmnX>_w^gCk7nO~^ zoBgu+83JGzFby%C!g0qeLTv!vFwF~T8M%Sr83m9Ica{f)fLv-w9>!A}F+BJBY66Al z$k&Uudr6NH#hul?kUU#9guWADO@k(3yca$66`W|e2Y4Gpd4*i*oLm9PgNk_WSTuS| zieipnU4wYiP`nnZ@vK)VRwlKTYHA7N|I}D9xT$qdB3xH2! zWA4>~eDx?U)yF!N+^CW#Dz+PDG;L-=3O07!<1}-FnA6VR>0kU|m{;hDcHnPG=TnBx zhdOmh0vvpL6EeQr?Tn0SAS4X?F9zuyB{u*Q5bB6>LA?0ml@T?Bbw!}d+NJ)d6-?6N%F8hgp0fe;V7K8ASQW&rTiawWHSz+^s}E3k!&d|nkQ?;- zvhmjb#*Ar1_X{rb$>J}BTjXU80pv}!3ih-wgErGl5jLJ+5P?gp|^vTl9 z2acxWy5I@;O$Rt@7{FtMj8a*t3S))c4UMg;NHL2#OsN4*C$R$pNQoO`G7vpTzhsD& z6NM~2R|ANFSkD3IKOA6OGLZRK79SFWr$Zq*BFup-@PmNyz;R*XD*k=XX)wMnvkUna z-(U+reR$ct`fX>S=kV(o4l|1O+^pSq*izQVEMOxGf$=2e#1AY>0JjgrVF)XI=+?qa ztL9Z|U#055*g3MtP*er|c7MTb!U2^9uBjvc%>Bx_oGsR2$ToZ2zh2&d9TJP}7LOaM z0Zr)^k&WcR#FNln6rK_Ox=X$8jap7*=CbfI4_fZ5oBjakNIl?qL20R&&;GL}E<$CU zBRDFqf&7VdxlCite85uTdGilNO+-NP>YLJwkDYJ|aUt8nz;-!01a7^NNV2{1bsXwc z-i8|Nv=HtTAyZMyOtoC>JbClBa3^j23v?XQArMwa(XzU%eY6%Z-RwI+Qyn-Y{iOY` z#4u#g$$-`qQm7|ton&*0@EN14Tkjtq%m)w7m@2VZ!zLRvEMSw@)atm;gF%eukE%Yp zp>6qJMFAK{ZuLf+5=i68Ox~s-!aD7Xk1Qq-Yj8eX4M)V@Oh827+&vVHNkrV^&W-+8npi>j*+I*B$ppRa2saadLKRT$4gqFzrLP8OeO(ej&Labm zIDMc@ByK?660SfQOE~HVKzg7MoL9S25ywC{uCFGJz~(bg{X{j>CtRer19!3G3j#{5 zgx?3SM6&dYtSuL6^fU*ZIUbu00jHanhhY z&UhhE>cGf+S&$S+2VLR#lX~3fSqi#K<)qY5v)(B;P#dL1Tw%IMZqyEf4`~2q{yz9v zOntNKd@J>^2q;%D2Kn`NZdGt(0niq+9LUq?0^V3h+LNtkBAxxKn%aJbsT7RjY5))O zB3ws+P6mE!Lqusb=j@%rYlWW|t5k2g1=;a&DAZV2k_jGz=GJ}o_e6Tc>QTkY=YNlB z0y8rM4wM8w|wfW$yu$C?L}-o8$jyKXO_X(C@fUQkU?tUB%- z%0u8drnt}puod-yKn2>Ls5iko=CS674RLX|bYg7U3CHRDnC=>O(*CdZzWklaHtd?+ zHdQjGhsqd8X$eY^L4U-x;fbDe9g{dN9w9l~&b5von+liMWW+M4q!$F7=R9m-!R z=k={Ze-R1*7`Vu>XKxhg4k-pK|Ez;(=axecAo@L}gY@J_?(5O}bE>jjJ67oSGD%5) z-0;9&m}DMNcQkFRV&93onXuAQ@}5hDZg|PRvZtp}S|U|gdn0PQ`Kx?*pB{z8I4A4f zGa>Y3+1HKdZz!zUF;oT{51E#2ikA#O=g$^6*crQz|M6~*(m(VbPZFfTD$OFK^V6I5 zyD}k|;LyEo!DjwYZ{+=G$-5)|X)EfkTSs{iu>0TaO10nmI~w>_Y)UY|bVG{tT1Aol z#a<20d3NN|@UEvsZi($E0zqN|x4=$Yt_M~W=kZR`{VO$edB)p_O*Hew1S(vp?i}h~5L2eJAu~Ucywb z!M!oFb_=VR_sOSr!(f5#ZIp`MLb@-mkZ7N96;cxE{#=NmFej>dU?N){Nxwrm2C>i^ zkNUCo4nho5|D&yBn<0<)+ronyW~{8QjL3U6ybj!-fURU(V@-3?isRIk8mYDN;+|4A zQd4bwA?227My$Kf#V}5(g;TsvIC_xRD`sPP>IN-13_QP#%Xf-!j0x(guFH<;IG9I@ zqJRKhB?#hTH*keAKW=H17^!Ipyj+l~iVoR4?zZr~9ru#e-t=aZBC}D7KAewn9MJ=t zpyNH!#FL@&LZ~##V=uf+$^47`Syr~1DJu=mN6mlDDV`>iTMysjMj{VK@&h#NnN5mp zrJFn!E>1nbp>e2})2YXFo$MexetnqBHRr^Ym5S;{9%hq||LV#L4wvWs{C3H=uc6W6 zVYc8ctwqit7N)=p50t=gC0T^4+)-zW{WT>qde&l&N33JhH!Wn41Kq~ ztBn#c&dz_fz#&K ztt}T5m3P0L$dhX_BftDeJWl=K&Od{Buc-Ij;;)=}q6NkB(B7%Zm(zd8-C<}I*kq^z^%edT{nKM2OW3vxW;ejQ&sI+Kftp)DN31 z$A7`ZO5qU~cr37EghUEFdpu-}XHy(G6`eEj9h(?WMG5}|+%artq!f}06Ji4sGMJI~EJ#bM} z7<>d`T&}SM>&MH_03M~M&!WRmbBTKS0I@~GRN_t>5GjD5&Y^)LN#`;|4%s}c)Z)+^ z%ci>GYv-MMuD}D&R!CAr$AD72G_IbzksGeLl)f;(6;epQUKEayNdceqnf>k*lDA;<`42z z4g3Ntx(*JiXXvQbUL0AV&GU&k9&aEr~BV@XQ-levDooFLXPJsSQ8(t*h2Y1rE8a(-xDEw)#y6Yt67&WwMd3&|fgc)wz>ibw|VwZvE)*3hu; zTMO%T##?;{PVII4-gN(&pzSDHp^KnOIBiy&k=D}6gXjQt= z3H&4HKs^PAbI{F>OVgc%B3Y*J-srUzlzFMCwOiG_=~Wx%R3F;nL<4Y^ZTw?ydCqMjWyhkDsU1ef<(ilw_AGdVj*WMdT^b` zi@Q;!1UnKEEJRe<|NCv;;mBv@yJ{D;6dp`-pux`qi)l&CH0!E>3?YMU)iw1X-Fwqw zb#ooYTU^Nc%U&7^@%sF|S6vH^j16ofGd*{eN~21(aC$8*?vt9d^y6KooV>n0Pq}j( zb|!*rH382+%}K!CvkHjg=Mqt#|Gj}2!&#w0YKwp+ubfEv@@t;vyWUSW&EXIe%AKPI zMH}UAPh}k&YA33wpai!AqSoeoT86+8`V`LX-&Awu5w^u`-2XSuG%swt=`$v^{(tLx z)Tds+%C$ANM|~KLB-hmUdE0^^0cdlevrB63;*dQTra zq*O+aZRni>aSNwkvdP*a__@+wNKL=x;plo78+{OCsm7_HV6U)k%n&pKJ(l3%$TZ3| zKiLx5Pn#>H+=+-3PCFhGPRCXo@S*2{o4+874SEVf zRMVR3=ewUE!vPwfu(+%V==-DH`&@yJt#0VCwT)NJXzf?v3}o(6p_Tmf#YZ3jNPZ$< z)Px!SJB$9%?}i7quaCLhiXnhX)k2x7(`;Y4Ap4Mwbd5-wgwu&VyhKPgA&9^LHr6HT zp3f7_ekGGZ%)EOoJ6+!_Ik}sv9r)yq>7|`5vITiwBncCwKRHOd@sGaZE*e58Dv_jN3oP%f(l3+bw-G)eWJKs z?#V;SOvZ!qx23}#*EkEGN_6~%97s~JpV=_;EAp@wt|ElN>H$9M&j^50-P$+RD)0^- z+t^QW16?8<-~ND$Our>_bz$r>Ef15n%##e5Q@Ml!d!q1^^EK33yJ6cSwP)9G&!6b$ zUvNzKq*ms%-F=5!H+IK=R7Gl7S3~D^=Jw($K>PX6-aFMxCJE(?E|$Gy3+wJ{6y3z6 z_+x(9v_e)V=+UJ)HAw7z`3A{L;>Dz>E%q}7K;t+(%C zypv7LA0fyQUm?7AZSNYQ@EVkD*P6h+~V|s21s;Q!yXTo9k{|? z^5*`N62nsDwA2$=qEi7x(z&X6Z@wV!TO{v{8yjx&8~dl&H-tDRp>H-!W53EwY2@8Y zK|{UR{@q%qV&!J15%0f(!@AuNQD&V|H!zUC+ZXS88y$~TroEDwcjs<$Vl;|}1U$fO zPTBVn%R^@Kd553B4hHIv6iB=X|55_1Yu=mfOA&}g-Zh4qz#!=*zpxGWV#0S3s%Lv& zam&$Uitc>%u8L%M&H+KC_l_-}(JE(#NoFr*?LBp@$Z^j~C#V2oym#K`(=IL$9FFz4 z>4_c42$ygL+MjpLzc60;IkNex5%ZdP)=@}}be1V;F zwL5bY%bABHBar`fW%BY2KWcT3^$q&?K~=dd1<_%GN&^!-MU zKA|FS3i#*Oe#^?gb&E2_p~v2g=t6hITFe319m9OC2dUYgi_vUvl*|FWbGfWUcYJO6D^Ja-$HdGB`~On&&>F^74B%5g zGH_npZS~H}t~|??2I3=S;I2y)TWL3}Yc3I95_{cGgsd6+NE&u&H?Tie#fNuei;E#- z^!1#4ee&iO^L^&j=!DCozeni5bC^#Re-GMah2lf+*VjXlM<{07|6A&>3G1wh!R%G& zpN&F4Yyae&!yk|agtd#yObcw)mViAsQLQ8J-Qp8zIJU?|$b0^D1Zk(-VJ80CpJYim zRR$!Uezm~*l*W8NF&~=SIWQd~BYXe5$15mcSk57abHUE5@LE6J>@@z-&f!gf;jdv~ z>=(x;ST-;Z)_j^)>Nj!|c?AOkJUv=dLTenGb9eR5Z_l-^JxdBcaHQGwqu)QS>I91= z2j!ny@g%*eRw$5mFi(kDdh+-YB(hc-id$=`;Vf4{)^lh9-yWlhBt8PjUr?jW9uMK9t=ZP4W*51>?YuDfb`n6qj zCM${3-fB!b&UXyl7Ax&|ox78HmE{GpkDoq})pw9CSZ+6;(;|Fb2DaGzUtbuiC)YO^aOXFuUf{gclfvdx@zXl-uhMdqXQ zlZsU&`>DXEpjUm)V9Pj7nmA|W>GF`-nNY9#Vbzt)kU_>1Y9c-XEAEL69D}Tk-^26`~{X2vlNNvDQwMQFo>Z{>1wHOU3-!V4HFh5r{1&|Ro^rYk==yBdwxW;`P#>Pl&# z4O4ZpvXzRPqJ-NpneHPIz&B6)e7&XOr>I7RbdUI%35~*EN(8YcuZ@bJ`$;QjO9p& z!o~a)x9FE7rP`y{VS=~W*of(5v+d`kZvmtI5@3+xL3(I;yvSL$l8SCIW9Rmmw5)(l#}9l3lcn|asGCBPe;zw||&d6SnK;wD(Wds)RqX!uXXk{q_%o-$Ae z)XMvPBpWZ76gwBcx5F_kA4L90;!f50+>&+`z!|DuGFfzDZc$Z(c;MN3VrcF$ ztdzm=_N|Lw3fhjb%1$DLSL`Z#2lD|}Po_WroPdbXPhqTVfrYyr^Y>gJyo*#5LjG)8 zbV}RnwYVI{iEfZF>Y`;biSQe0*YQWP3=xJ*j>G*x8Wbs=4?j2n z5u{0B!c24%X`9el#T=?bLmQ7WT#v<+s{N|LWwL(ZtP5!bNYEE#5p_^9xq2#Co_+bD z<1U0ihD1rvHeWCf&N54YBwqJ2^NCzwjGrx@*Zh~IKiFGl%Uicr@0zW>9@okC=B(Ei z53}IsF5KT**hORlj_7~JTzkIxFBkqeTnTHN6Y8#SicUb&k-=sqJH$abg25PD@)cq_ zM^KCB<&_WLpMkgFL-;Op1y~(QzuhlrKNPOpS-4oizOz1I#hGuA0XkbA9(e!k0yGUK zMaRqPJX|K~GXc}HuIdC7>xr#&!oQCo4YC7sGmXn{{6-H1PRCRST~zV5{Qy6W;|+OR zJ5ZKR0GG!P&r{Xeg*ItYD}2@m`6bbZ&zI-MjCPAJJum)ncfAZrVYD+bF|qGhB&ItE zEVHfIb6nH~0l_|fAHX40sX)`0Ez!Nf5P2rmx+NXB;!noFR+Vfhp8Wm&+W^@7W>48N zu9(X|G-0P{j?=eG&VqpDWYD5n57_V5aFQ)S%c1gb^+LVroZ98SPAKYPNqW8#Cyl?} z9WS3T3g4sc7{$Nh&@?vh`aU%Ihw{DNR9j|N^ZdSG=X?-*%gZs0@E}<(&*gUUQS7ib zoShv=z!PiIzh{-Hf7s)7H#RH|yD8Uo=0RV0#nY@Isa<@=HE;0}7k+u81Bic=0j=YF_^I74eAWbQb(S(S zyE`J?d6c7?djmqUCsn(3OCR(Veardf-M@KM!UNRS$ese0Ma^e?;7IyWqvqZ8qQOgY z+4jc)9I{=;s@*!LdN89p2MS>mhOr}Wa-P_E_?c8YPZJshG!2o%d~GW!sGV0VKr?dt z^1Wao&t+_)=c4~vpKewMKG|({X4;%4*rPOAulkgGNuUJV)a*P%2kV<^M}(*PPo+Q5 z4t5RFdF2$F;*!J9{c0imj&`d7y~2p}SsQs06Qs3kMDtPP_#*S@=oU1Vz1Rd3WXwc} z&F5+!XvIJ9ua`FM`>;09JrNPxWd5fs*i|0*qo@yROl=re50#{jXl6yeD4kC1YX1mc z=j6v_&#+wFyB|mKr{DhVu(pENEM(b?+AGoRdD*G-+1X2+Dyo)^i2*yWpANm{3%y%w z#AxG(U(1W@Zi`iR!$!6vttP{)8 z+xWi*9$PI=K=k~cS(OVon2Zc9j;ZpN~6z)RI7M5*^ISAxo2}h`}nBW?$*Mb z;4`wS1zOfNeSZRSU)XMN+1T_9W|#unsMH;cz!&HVPC}zXT^Ij({Qao zQ;E?O`${q<(VVg9(L5r&a7@=i5Wy~S1o?+g;yHgj&2g-lOhTbX|7_sayCzrhCz2HZAz9DA37BNV{OEd51;&Z$g1~pJ9_H{89CipWodW!QH{_Z z!NsbF>~9vY{;WTp;B=#4N$;hl42)wg0!YLgqr^FVG%^p>L(7#Yub8njUgExIvl_a%@3B%*) zTqKK!daiQKf0*bE_OBS3`bj1%HmRiIdox9@LCSxi$_)FtS88VL-2P`u!}tIH0CU#> zv8PLQj@uyWMuPP9KZ20?{1)D3~aYGEq*_5U&*;A4>-jZSeNa*0m(q42nW(hWuV2X7OYs z=*G$@BAwSk51k1oLlX+3hvsR_ z;Vw?{Q42H+579ZC#p?>3#me5mQ0xGn|8E4@+&ZPvfy+3SsFPU`L2jWm@(CCJ=O17d zbM2h_$PJLYh@aEtJ>T*lE~6%4p8WsT353qhdpfdD%KnvqF8TDIO@`(MS$eKv{{uIz B!Y}{; literal 27780 zcmeFZ^;eYL8#g*L4l+XyC@CF+(j`bYD4>Y6ARW>oB{?)ogCZzMSagaaIfR6$fFhtY zC?XvalINP|`@ZY^3+IQk*03HP#<^qPdtcY5_T1CIqD4u@Ool)pC@*QN8z2zKUE&Ys zB>d$i|8W=sfu_2prl#+zrlscT=IMRi%f`+@%fZ9J`<9)7mMQ`vlbC2^>C9quTJg!d z8Udcqk%KQ^rcoV9J$UVAFc9@){>Y)meM~Uj?X^lu&(e6#t+Nud2hVSvQ#`GLYb~5g zpE|zL%E#$avK%i|@LInB9m&7jzo(V|g#o+xPNJqEz0S3%ckJI>_G;+wi90J3!8QG(3nLchMw)O5{tbjbR&hV)a0^a}|jJv{&LEb`23Tg#8-RgTVy;qA9O$4-mo z`dY}i@#v9KnGaku4u~VV_tlnow90-rcGz|o+ac$c%`rpUUW+hcd`i7m-ItXr9%rQ? z$X}dr)G-=I`kQ;(98G#>Z8S+}C;ilqk# z0#J>AKx5OXt|!lzr* z_h4(!&m<=cGn00aft)#kSH!q>U9~&Rq?YeF&gzX%Sn|wRx87*_2V`zbF7q$_boTUR z3&jq)%)}n$)~LHnbfVU$)KfU9Zw245e)futdEPmH{)Kb??zgF>$+mOgJ z=LbYpUmkO>^%u9TIva5}QiR@hF7fThI(l&rid_=9loq+m!j=A0l!@~hM;c$xb^8SS z0olt`Qe7EbckDOc4Gi8zavS7I$2Z2$`>S*wIoW4Uz3zK|IaeAt(l^rQ`r+ZQ$4%J~ z50m%?P2=2#p*w$kc$}DBgnYVx4CZ+E9k*Hi9hV`Y;n~1t<<9AM`N;( zde0jjTAK=2>=j=K8M)ciJS#AhGTuY6_aZ{x1vFrsPTn~9xznSR=GwE9#(p+zcH*bv z^yfRd-nq9Y@!ghF!roTiR=3&j5@~443-TiyDB~HOF~NV3`KXAJW6YZrj-meGfwgaznoo_IB~^e zHj4X_5))UndqZH<^43egP#uLI72%zC*4^YuY=f+q8-(ReTw+Z4kiMVLOSE`4-vUYI2piuY`SZ z>qdYF?*w8bxasEc{$XIq=83^cL|xwTiDTXX^7nQ_y-*-z9851c>ggfQ!|xabGWHe% z4Zk7bhZ%kl2vi>G|NaHJn|I>>{hjzG`pT^Z1VR~cNnOP-0J)q)l4@_2OI9Em$HAY^!BxP)Z+oo4^MDrJk;nVIK__+PB#nB?gN)4M(7rx1|EwGbKmV1S zGm|@aV{+V@5QT(>?05VKku_> z<53gg=^r>#5!e*si$uQS|NJ{zFAgMG0O^(UvFa!uW#a4fTI0$8d)RO^{}iiC5ex1A zK8DpNY%>4fGmz5e;r*wcdu#viV?1y|*Z*A&9{vBH@c$pu|8Gv36oMY+rQVaXZ#^gd zzNTC>{%^H}<7l;W6`KYNuW|Dz#Qnw!aNhdR1Yq=|HvE@f5QFWit!Q% z=TwX7j>4XLu6~d9CAZfnGB$yo-??EoZwCJ1{mNOR^1t=xPb=d!g&%7QlIDs0%@(X( zS#$0GtWD7j1W996u$kQdSyNF_2$KJAy^nXb9XJ!8TAPl*j_FK|y}RSRI3(1QDQ35O zb#v}hy8GyxO9krpcy7;hZ2bLtRcCwYdwbaLGqfDxQ#5&aYBrrAbyPXuS{Hj*ce2tE z|BW|pslAUxde3+^(p)0^?#s1e3tm(C2SaAKYgO-aj<$yK%mwZBnfJW6zC2HD{!I!8 z$~={aPrfMeR0YK|6-!9v)-ud%*2R7H5ffm5Pi? z>O@n$Y!}(#J-(-L_F_tQofMZ+xuQ?=>nm3~emeg`=h4vcWY}@p78SFkwz$*hQgf8N zuC?!EQ;`3yZ^aKKJ;p{xDUQ<+*j-L#r2r-CT`6o`4gs$Hx$okT_r}j2uhX$qtOne5 z+smUm5oqksQO}ld3IP}^c?xww)7v7J^@dlnWjLu7{-*F;eJVfGm&S96*6giE&foa~ zwVm z@DLrivm)eW(_YLX;KSIP$SP+{#Uhhe;#B&aGq37$uDHW}GVjvjs>?g{ET=5P$=F0r zm;N|)R+lkUW_vV$BQ~$Xvf&N$=yd)}+1m+PXR4uc%QK;ZlhAI}_3$V~7vX~pw1r+? z=;5A0zA8yLul(4MHN|kXgU-LHNNS$YgWV5~J1gT~UR`A$X9)ZC(1ciCsvKjCf;u8D zRGMGS5`R%VZxysG6%wEvG(ttV5dPNsn2i}l53`~hU09I(F)~-1;ES#_zu6S%`}}sh zDx1stl^oeW&HsqC>e@5S4Z?}zaq%zDFL8f;sh2K287y(7O~Ii3I26AZ_Ayh;pw`96 zXxekE?wS;Km&zQC39g&Wx0Y)0oNNy3`^gT)OClYYKxgps)M zGEB;}e6`qx4~M(!vtMdmP3S5ya;~qHlU)o)7GpJAZ}dAY?X-8XoeW%UIc|30ko8;Q zKiu0&FVKh&r2b_^>m>zP$K8c}2%4M+sp=jw(8$;4o>^Fb)M>0!I{`37R$u+bB zf3eeElR>KrbZY^-j0%CTHHRX5Sp`?jvax8u%;p*&-LrA`fR*MOkk!uXR@s{i`%@E25p`s!C+$ug0_aPHG<9#2D(#_7Gw7}d0O%kB)h-qJ?c@lKdaR?_JTQPapO=D{() zb8CI8-%1|&Nt={ghzG1$*Uoo6Rk*2bw!c)``=G%hI@8FFf`YXyIUzSTk<$HZZ)zS;Lc+Y>Yc|~@&Zh&)GetRCC zpgZvijwak`Oyb5LZU$~G^!)5e_g!U59j|nWuGG?JEG)Ot-P!0BDPfm09D--z%M$zg z*4Gb&@DtxWkH48%J#>0{SJPxu+dZBXK~L*-2By^8PcmJuK`8Byv|@g8rBms=I%ivs z_DW*>-y^0O*sd)%yN_PD_2YHXON&|syz@!C!re9Hp9&*PEEm1i*}ZY?PovRengG$= zB|fkJ$Uu}%^Igg2U%M5{ne|pVt~Hl6g8h;yu7wqADs0uv^0a_1bjCwWQf-E*f`-#@ zYrNj~Yf3}1;$Gq0ORdZsa7icNlB7S1cR2^4^lQ2OWo>JecE;|=vYEDo?Tq^~PrZO9 zftp;q@z$efu;{u}sN6E;~O_W%Nab^rs>s~kN<_c%Z%Lxma@t~8O8y#7~e1oO}yDXf*~jQNih+%%)IG!8v7Pj~P}$f4I9l z9V;~A>UR$vp$6qvhQ*8=+mVGxYbGdD(2Q`zH99~c*i*2W$`wq zL+F2aDDYb$I_#JiCvsEXvWa^l^r`$^!&Bm6N5Mv;r)aSjiP#btD_z-fv&Nr?mHv)Kno$@?HTHeaWU;yV-$j>79IHE!8xP(M?yC)9PluH zgI=twR;Bv>BP}D+K68_Kh%-S*b(3p5v_t=G__vN{+5|=5Xv-2NOGRoJ<;uS7i`ThJ z@7}3+b@}0C<5JW7;$5FVUoJssk&0gYR${`PSg#U!a!fi&oo9~S`}gOvKaMm{S{!;a z9$S-|{aN#RuZp_D1#33lG2O089*NEl{}BS1&t*A@ihG0QVA$znX1?NRTxW(tkROwn ztvXMbKa0*YQT@0OmAIQ7l!e!x#Spls`}5TvCy+92n`#qo!PVtlc*c_KfaS0d46de; zU<;cb8iLwgo3J`qlumKxg6^|EP7nFgxode>9I0rcQMOHu7ed z^(kyT+FRWC?v&f}$SU+)%i;DD$J}Srwrg26o&C7VB{DYS_n5U-Rg@pE*YXdkag&{G z_J}jW=F6jRAL(X^7vW-!4gild#?DUyEW1{x#YKBSt^GOutRC}4!1e?x6dT#D&NN%_ zP^p*?T99*!*z=51k?nxFq$KE{R!ca3EL_lynzZLc%F*CIFhq}_~x;!@P_0MMI z33tYr+L9z6+0=$E44zY2n!oe=bF}~6-=A{~s_lE$`hwL^#yq%dpQs*5FD-Lbk{LYU zI>jP5$DKjTds+RUdxw(;af4lu>+-|%FFfvyutjy9c%u)u`k6SosYl*`&li%(xOqIw zT?@t5+4~m7?Vb9U8tz~@V&vO$1AE`vtpBumnAjm=T4Waw1^3oO?!RGMw6$sM2s!{4 zv|KxE-<`r)-xP7TF<`ymePHiOit-d%Fuy?SzD}dQSB?4`!3TU#160*6x9w#{qf50B z>z~$fWZ_9h!7ZVOl8FL_e=)@o@<02Px8?`h?~gm>9`WkGcD`0*URxX}In^u?vgbp| zs;kUn?S#rOZPh|&^6Jo^Gp)=ECGk~=4pNs5_T)u%OHe7f@Q7Z@5X{odSL1lt8cDk7 z+u$)STl=L`%%`RL%SVlI2K1TB0H(Yl^5E4Dga&Yg& z_t@jT#fn2k-*!E0&&9e5$6w#ym`qk)?t3Wk=%$HjKDV#H*kmIK(tQ`d@WQ5|C1`so zRWW3*kQDv9|K=U1+6h&;M0e+rfJ{pmfMkz;rK8n(!B<|eHF`6+;5iX2u@>Dq1&{j3u4I_c8gL|F-v>NTVFb8 zL+tppIrLE(*9Y1Qw%Ve}rw_ZX`*5@=9H5&yk?9zoE7_*sHYP&+Iv!qqELn7^tcHmj z%Q4H2qT{@XGx)@{&#p>dlY-B|n5q)mW&SL`ousdO#j(L~5MA}k3>pZNv`2PMKy?Mx zSwzb=&?=WT-lYLm0rd3EDqD?DqeKMkyXhl}8m4du;8H&x!S9c`GWhO})4zkwJ|;w$ zlnGwqqze|Ae5~H!znXD(bFPR)!Q*)xfAmASw!qM>ZziAfK3yBhK$Krnf2CIV9Xg&f z#$opzun6;0k2or1ZVGJH;x={VTjSk3QpJ&Pu+;fil@4D=2lbV|k3kqO zml&6Q@u{vXjP>uEO;%!iQXD{qjf%qaqU8U0jyjr~h+v%#-`k#`_RI{z1fknngXn21$&osy17XlDizlLv zy?`2iW1!3DN}a}P`p0>6siN|^^otC5Tgg$1cji78r)fQqaL$|x?3uAZ-TL~Hu2Dbl zR<`7=wAU`*KD;|I*Uh3qpcM$%t@9kOH&WbRlF-{tk#M?FWK@z7lc4_c9RM5|GFehP zC6s9or`tL4j#ft=qhiC;E89;xWwsb;$fw`L2hmx~L7lFU`PP+wiQr6JICd#s7bEDz z$+4!re#bA(PJ}JfA7pbpl7KtIq@@GwyfKBW@8!%KV?yL=u|lA&(6d%#jO`_ z&qNUvBZ;2{6jm(J9vYoM0HWbjLFaLsJ$Nm=_*a#Cl!E_KYfW7`f^Ee*2)Wbk+5Atl zf^vjxVC{3xa3rgy9?~<`%$8k`8~;S=OGER)MsJ{mR_2!a_k$^g|mLD>8sku;rD#|^HjVK_k0sgNn3Wl*EmUt)KQ=F z4_$|ut5b2aX)ulL#sv(%T@_^v;K}n_mQ9PQDuOdD^&~xK8bIvBHF-c=PMk;_K1|-5 zibH1vfa}(D^1adkchgk7L+N}OCN{*I9a(XoZNGHwuBNQ1X3?EVUtD)wZ-$Tn3E62J zqdnK4-^24p&u!Xc!m~fvX%kMPELxvLWF?yBAjYQXg)R8ukqp~w#YrcBsd2hm;-7O! zjzscwx3S5q()VRaXw43`BdC9{!)zl1C|dFny-y>K>Plk$D*BvB!f~*Xv@%08g62Rk zQ`Dw=?|n>}4#G^N21EmZXkWWy`nTmbKT0qQwEj0X{}&hU0na&~@G51bQ0I|w8uZ{? zyIm5{rx2H7#T`C8XA)IlOMZSe_om5TAUN-K^h3{vr{F-2!unlsp+hYWm3_6>#5kXj zE_^KIYW~7?DV7q`2P5Vih*og^D5}Mbs?U-bk1j_I@$Z80RQ3=W*s=NR_qW(B( zcSbZ#HfYUGnNsLs0SxBrd%jc`wSiVLYqY*nXCwK*ODFjBje>mHkpFrWcd#AK?Ag6@#G-ZvDh zPHgia+U4xC&j5(YmcMHN?Aop`ymB}RgqqdNqMypPst6Ug3}MUjAZBGGvC3VBh5Q1j zx>!*}SDG>pO6l-#I*W{#a>y*m5-&Ub;n~LfP$;F~v*5I!o_~5HsA3KG<_%r?(<0@w zdg#A}w=E;k3H$cG8|?gq+2`_=rfSrW4<_CYll`%s z`V?UQ$J;faGgRN6)!ed4x<(?Oi9Wz-XUkOiEDq__s+O788gMGz-LUU8SZj~BI&&4q zHlWk3RTVu&9~b zes}D~7y_m9Y}BT&4m}Lq3KxMwLVOrGT7)MJ2o*0JWtD0)S(^M^@86UUxU1zs*%4CG zSh5zyaW+z%Ux8n5{Isf zNY;*AWxX^t)f&lcw$z=<{diPCD~aXwN>cVMSIUJ{EjF6E&+gx=HPXKjKCs!O_%Hu( zC`+oAP9l=0k)mIOMu2P2jmyjzcBm%p;pXBIZNn=QO*h;XLl4%q?(Q$YeW9Jod*D#jRZLYv+W{nWx^eLft-o00+6v;huHg)u3hg$%%x)60qZkG_u1N5dz|M!W<86^1=9Ielk_`z z7bw8~V-LKQU583(mi#?NDphdy;KY@xa)6$^a3*ZNpL1Ne&DXr*rb3BN@}U!Cc8Gis2>b-Z0?RH4w#n*%$9zK05g4yQLVs>!q`moO7EB%I)uu zyjmL~;XtM@X9$`Ns%D)Jyh(3-7O(A(v21W2;JP(jo@3D*{QbkY!=xLrx;mcfT+zHb z^*Kjwqn%nwyEB35h1>V)h=3`W6dI`E3ajB*{lXbEj>P9vVa*5&PY zkux+?WD}a{@5}f2)_O%+FzADs_wghyS4+p3(uR~oj%+DWaaWVqdipPLK3peqm%FFr z*^;GXyKjy>hM86NDmiC|cK2w1l^2Bd#~JD0>l+PshZoS+UOPWrD|$Naoq7Q*cLDhY z44u{;K^~k5%&^lE=c0rUB>_8@1cUA*IX&bTylkMTxn{1O!wt)2&U#Q=!Z z7Mj?A&R!y$S7%d4U4y2Tj3R5PW(co!9li`ki#^CJ5l^_tu_F%&56)fxx!%S82u4>2 zYP!SPRIB&?wtE9r>>-sHvc4xe05uZ4ge4>g^gUIm|50@PRTA7}Z0KrLSC52{GNO46 zU`HB&9&$E|J24uKk^RIHAlNVG*Xlvk5iZy*dCG)?=i%H&wPZ9C(+%vH4<9>tpH84S z?BLJWSKrpCf;Oc+#!_IAM?(UZT6%~|B$Lb&a;os_udZNAf3GtX>w*YH7XIjF;3cAj z9`np9?66jTd&KVa%9SjO^ez>or?}Sz1{T!XnHbs4k6981a8Xl+AI!B0C^T-sqa%(c z!kw?KpYtz3z>XLgO1HxG>=fEM-^C2Watkx)?_BTW86K5eHpIMEa?3_1aPk{;4h_S626Z>dwNP( zONvILIF;!_I35Hf@L~w8<*+d7y}J^Vnp-n6>HXT2QE^{Jij4$7`%1L$duj=y87BZT z+73M7189W>+yuH{AD`VPFED}@b^6}FKJXId#<`%khQCLcXhq`?wEV4eXqpwcDINe^ z&%LDMYQGl0!2AD5koA%GU!5?b<4s5^HZ0=W?Nvp2aNq~46axS1`}e=f4Sjq*P+B)I zrBfTp&XZEwX^JAHX8Vs6&wk?5$LVGzTrHjTkj}a=|@K=*F9FKp-8n>!y{D zmePzc`h*(}XGfBqu|L7<1ItcWo3g>W6*V54u#G;_Mp5zLy=qxyeQKYemRZqbdb&hQ|Fo zLBFYeKC;vtrk)>4^ui%9T6BCF)Tlo$Pus?qO*95)cWBnsVyWns{AZ+sch?I0X5R8x zqr#Pr53YwyfQljnJyAMeEh)MhkTl1zfTJL6&Km^(bZ`kZ2SgV+d>{Hc!C&F0VKaotC4;-7_F?%g=yAgbp*) z<}gG*4cRse=@-2IGC}vr1wAnGn2XCREom!xkWnS>x0CJeqlB%xJ;`jSN)c*x6^|4!|I)q8MPASiuA1H*dzDfFIehYLlum` zvuO*TkWwh{1zoZKy}FDKZQNtTn`<=9e$by5&XOXbiQJV+OWLCdT|A2lC23@6gYxYy-wxQ33!5w-Wz8OiU^w1v^W_E?4Bz-(?Lb2R7jq3( z6Aw-*Tr-jRQVa!?q+*Z%WC-6y@1H58Y;~(;3JV{0%bsC&o5)ha7+nI#tfk#XI98i> zo)%xG!I1730Pm;W{Yd)Ex^EsPNCq_FKiByWo=!(v{ZI3-5PfXTdVv$6N7FWN1P+By zVogtW)suW)gv|s9s(O6!*_0AapDEm9N9r9gySuGHK{2`-M9B zCX=%gH$g2otPQD@qcoC_c&u)OyOTA2`x)14To#cq?D~&4Y;!CD~Np8 zd=ibz4uWk{haEFFQHtjS<+o}9;gbYMlhL7z*-n=h-#&4nAQ;4wh&bIyQflKemHVg9 z{e=2b?Z0|cFCMc)P4ADx-)Ex^_DWQfg|^2LPQXgKjp$DV%u*KJY^on?yn9{YX%f4V zu<7@jx@3GZo)l%;3l(@=k{N8z2W23#; zwnW5ST**#~?uj$C7m*`ctwvOSx|O#Af9LrBJ*FdR{KR)5V;o8c(f;|nI%y^J>shsR z>@@54`$$V`T*Rv@^gA@lJi?~P+0Mb|mrfO#)x6y2@ao{f@t|_#{4;2{H49TE8}lcE zH$QQF`{=TyNzfvM9c~S$fr?}FaJbxZ)JYyd#P+|>-6EBIK_HX2o<9yH3DMG>DU9z&Q*+5~wm@T>J<~-|9RkH0paqo_pD&)=wVcNQqcEb3m=c?oTA;A> z91+LL#3BmDY)Z%{__amicWE`hU%MFlxJGk^dy2DhI%uilx!#kZ$*U^=*ix5pCnihI z5z_hN?_iY`jzOg+qY!c(EX-$SWVEP;836vW?VueAwN0`G7lyxch7F~NV(U@(D7@AL zI?B#32uY-*^IautdkB5h&}g9&6EYpm@NtE9RN@|@&BZnsH#`p3k#DVy!B@8!G>abM z#uLmwMZ-BXzglD9m{n1^|KHbI%-PB8@(D}07^0c`EzUOXJpK9>pj3@w4o3D$p-S+` zYxmUA4Io5*U=KUUclif~?*~|wbP0~8u_RdK8#7w0s&h|DnGM6rxA5POlwY~zr1LGA%TOPTNR;R)rUXn?HHGum=@Etehe~(L zB9vh7FGAxKe6zu?OgB?h#q)wf(Dv!E08^;&5ju#H07f=7spR<-k>=fkl`hh^bVH6t zaKwqxYlT;C+i);Q2M=;CrDottZUs|0+VC`3e|fEC>E+ZB$@<2Te{5OIY3YRmmP3G_ zEMk&Sz}D(%I;KK!qMnd*L)WMniZMD8_Gs@p;$*iYsTJ4QXkWKXX!~hPqNL?_r`29W z1?+;Q{NjTNQzA z$Ca@88Dl6ZXB|ox%(8U|t7L5Dbaq`y-=2$1Oxr232)NSI#*rf#kKBH|J~t+n)TSUT zc~=;V)|`UsHBg$@y^j<+*Jxsztw*ew6y6XT>c7S=AE1vLIT`dq8x=|6Io5J}o5ZGb zzA}(-o{fp@nRuz>GitX;Fo_W-2S-kpnN}4zK90nDPBgxg-<^u|P@8_dzK7Wbz3$e1 z<1n=K!yZ-CZBE1qx!uN!8*i^D0_m+Ye18X$J}4f%yFSmIh-LCO*131*n8wq!GM(w2 zXrYvL&qqh#3c4wijSiqRNbY_F#{N9`-$v-EdYMx+T6BUa!1qRPd*RO?peIU3T2wAL zD!_!?;lnHJ0{A9FJUqKA)8~V7gfmB(|om2HGf{lglOqh#r~ZNWngTvtW$; zMg{zoMW&zES>~fPZKh&KeL4M5g;j-1oAuDAdYFT@nuwcqXpy?&iw_5L1al5z)6X@1K2a%Za4Lup)on&%NOOn1WUI!Om8{ zUSz(|KHb{#kJ@yP@%mdYMRo<%%I+&;A<|Zt&uaVYGj|IAHLibv5bdG+L%4?8d5z0_ zMb`7_MXr4uL2U>4^a}{Cc+Y)gVv=%s5F*?6^rSAKtNU}%*|VX?M~AdZp}|JKI7-fl zhe){&eGI}JrzsQAm6Ij~>ex?)ajy3u-OJ&FUh5B;A|PQ5jT8)e#UHxO&$Sn39F|WF za8x${AHPD&qs;+rHWdV*0jDp8SzcaE-L437Pz=B7{Q2^N_xej+DmI~5O(Je&JdLr8 zcQ@^j4X=Ot-VA+EKDDzv`l=Pz`2CltoBaCpC29dNdRj~r!h^ZaapQMi#lJ$PT49`v zd<;5)4^P5Ev0QG|A`B6}Vf~+-Z$Hp~beo5h8R0$Dm7XZp_j#gr77 z=iiP_3tMC|=P47`8EHlDAvO{T*U4^Q%`0}gO^<8=+n{Ok#ze@@cu>m>%s?Fk^*wFl z2ckBrQgiD;9AS_%#$b_*4T_M>bGZ>sG6udTds=AaH9O3%W$T%*EUv!f$h!CAAf19R z!lf;IXYcQ=w-h~X~pkL?5h5m;)<7ew!Gn2??3=b&VkT-%Xo z;Y0EweB~3w`K~@K{c{dTs;`O{CG>FQB8_rH6=*cQ5hUc250>L-xJ!pGZS!}cgVFNU zoi@3|l-;#CvKS);a_m?#BI1W~UAwG5U`?XSxu4TE2`f!i9kIW<79U%}Vli)RpZK07 zz6lGxPhBd)g|1?{J$5w6XDOr`!;w!RsiMEn=}b!wQ9oZSQR9?yU-NElV$Xk(#XMHO zN$1>GFczux*_wy+o%gTHd0T5Tpvu)bR<0&>h=Y-wPA_C$C_uFi9nJI+f=d_3havli zs{2~nf9Bt~l*!R<3vxkskPlU#iUi+5T|Q~`5(ft=H*~KEnx!#2F7>fEgdUMOU6HVc zRCN$e4fYY8s=@kcZ9z;Fs^uNPgW?KlX)16hYN5m^&cOkzS^=aDzZBB{R_n!UBG>s%hGQrljgtT<;Aw6jt+R5!FN7DT)X z)^I=@&KCxV%n#x|g2W)BPwb|2JndRZLD)jktLKnSP#m9QYow+%2@5|%&=F~RP95H- zu*1^M*s$j^HI<`^V3z54(Q@Z^67xq@qdr?DAT`0TM$jVAnUV+~zZwa(+}(5xrH>&yYmW(m0-fmiz%!)xVB8B36p;c8Iv;9qv>t3mvkq zz09(~7;4-r;fLDfMBX#Sf{Js71RbaElRKXa$0TTT=?;di!h|l~nR@_C(A6(L=o-QN zaWq;PF;q*02+Vdbfm)?-y@4hZr3MGUp|G?(DZsT{Zqn{{ahD0khX7pM1#QrE)kXvR zP{87BC3Pek?G@HW84Lm1Z6?kj7shayaF=owL(t~zjNiAGzJINJV=4x>^$(r*Lapu( zq&XJJZ;C_uSG{>-HmZ&4K zBWTu(q4m7Z_W!p<~$@Y4}78hoVASABQ=S8@mtQ@%yHwv8n+f z6Z%B^sLYwQ@F-3?i=Ving!kiUa1eDUqmZ*_oc$`Vf-%c8rHiU{`Ic7Eym$FH7Yet@ z@#@#SA+|fqJD z&5`q4%2d$oym>MQQB6Lhv<)~x5<4(I@GNrTqyVg(%CksDGYC5wLn!}cmS)*^o$d2n z&>VKbS-S)vRZ7hio^*R(k!8aL%H_6Ob&Gl+3B3Rr;qfgptV4=>3baWAE4osH+-eu- zOgBjE4&Y9}9VKeP9dS#TLUd#B{zT`j-EgEX;^Kr(hG0==##$tJq_ke7NVj2_1BSB& zgyK+G0d0o?u6<3gbwH<;(Uf-;XvYLHW*de4moNONp~LAuc~^)*zuGi zYVD49@>v=g zXyTCZhT6!BFMJ7-*>LwuXdB#gXoP@u#*!r(ue-m4RC>Mm@8aSlf=4 zzSo?5+r0p-tn>EO76eBwL98%a$vG(nz?U_u@@s@wOVCcaplKz?)Mh~5 zT_UU;8%w3~A=OH+oI~fchc28Nc(1Qpv_g64vr0v1u_{=J( zMQkU0#G0z_x(A9@R}tG&Hwt8nrXSI$DV?gctuQP~bDL;1!yUv31lXNzJ73FXz-oZ9 zTdC5Ee6B_$n>qfaFh2X=L3!5IGyWU4cj9YUC0KW6hwQGD($e(qblZ=nO zPjXJ>@F6r<3+GF#$w?tCR#mpqN55hHGdkFKt$RIQ{MHv9Vwj(}fnkrycncm8tvq7w zk8Y~W9J_i+`vKS70Vu6362eqbP_tN2q8%}}g(;TF7=+!fJahZiOgzqn#M40FnY86FQtMR+iD#m4=^W>dsYafgp>>7f3H$$`sA7?{y!mOZD)sLc9O^+L^>E zKqp}QfQVEoAN_C5RdJ?Bxf)yY{9XEfoguoaDDpQt89zyP04qYWiee)?h&-VZw{(&| zofx3x>HPlHTUQf0NxN`fx&P50p*KpOZR5apwphp;bnIJl=0P z{`wVyvCqV#ra#%~NUZ$+N4G}Y$Z~c0BjeA=jyG0QN}ROVR)4x%?C-qaE*nnyW zFlOYGBJ?<~TFW??rB!GMc!tuzW)&7V9_XA3P#I31;Tq<%^RA@ z?_IXq-^@VAtq%+Xv50@H?1IV?HFhLZ8HnVsC!Woz_C0CW>S6=fLK2pyxJcLocEy_k z2|qr?B5c@A{}*;1VH5aIQnBy{ATY*v!B8X#I^rLpjwvA-d_TgV37t;g8bY$WP3@jg z#7kszzj^iiQ#P{sd}UPliA$NtgeW z{Oi(tP#6;s@)c9!Z$VVrz;K3Zqu3VKdeZrH-g=B5oO~VrgC+DUG+8lq(W!_4Kn*18 ziJQNA`9R#NDz$hg9u=28Ea~0+jH8fphPCp)`B#bM@a%zdI4{iLRw-84r$x}B(_$3Z z4*K@ILI&e&y5)S+GPM_xuOmT{B3Gh6=gM@f$fA`!X-$4|-wrTq8n~(FR%J{+ zkO7O)o?;{F$=4oT{P}K8`25PnD0a%TFc{Cu;Qq|n~aFUXGs6RtS1SlqfbpF~mkNv_9m8h2YUnScis^sh&rS zdI*!=D1&l^NxZ9vV$Ww{50h5siqMb?W~`ctRL1|3CyUw#W1VIC?^MgDG~W2B=m?{; zr3;V+(v%8e(N|kU_1+EOn^IuUoI#|&g2STKIUw!_Ogq{6$L+D+D*S8#7l)6ET(=Vm zb^8U(i3hMjt?0wpC^PLR==j6?0}on=dC>$$v9`L^uSZswp*s)iv=)pzyoEt$QALoGcc%gk z`_sg9(^PPd24pPao;#2w=Uu4xSG-Ij@3RR66$T_G3C1dfEp2tpshYwbntBKI=vCk* z4?!f++De~oiA?PULzrXaRHTD|(ch$8Z>kiupc-Pd>7jthP-U&&W63Jrma%>sb|f_t zA>haJ22HNlP3c(ub8!4uXEkJ zMyLKuE!bX~m^8fvn+L#L{vz{V>4iKNu9==jKQ-}mm7eKGPB0NU$7o2|_G|V1)z;eT zsM-!|hi`u6C$?-#m(`mgTSj!vICT&L42}ccNR`v^d2(y*5Tw7ZKkB3Au%=8HLbGKP zsPAA*)c^M!;t}+Tm6PDD-Di>Yi96Tz3B^8?l$^?X79eSJ|8sG=^M)y4q?2v`0{C09 zzY*udu!LfG2Ubnd0^_@=+4u3UhBA^Bwll5!7&UDL#kdiDC!B>~hvRvG6vO>(-`Wz+ znh}>AK^L_at!4ch`pkR?YrGcy9irCHlVt{(+&v_+rRI@>3v z!Xy7hanoX#6i`1nhU8T>#P#*9KL(rz_9lkLy`lf1?v`GD+nGz=bY0P)R`*_D!Eqa{uu<@4DK`zYL)pWU9<<-69(IPcxrJ-gCG1iPiNJ3_nF! zU`4UromhXmaxT1PHkDW``S4{bBgQtolO-l1dYY#Wj7?{oK-~$3Oq^8u8Lr&c{xY!2 zWSP3De4zd3>v<))5PxrK*5$lT!&QneYR9dvjjeP-UB?Pb5EpP z>5F`qav9C~9ignZKbaq?dbW++Unh?Dux4Q^sEFr)Xc?)n*Dwc25^*8=5nei4&^t%@ zdP1LIC+*tz$mH^iQHk#_k0wMo2b$iih73xn@%n3vJY}Rx8i%4#S2kxKQBzYy3MzV8 zJr=WzfjVYMXzV!vKfjG(Jrgb9#w`u+T_sX`47aJ zMiap4`fm$o+~c|y?yoFqUn&{ZhyplYDWpvbc@@TfS-Zs^`s<>$-_w*55`e>+eyu@k zA|_78UBl0ZdAUCKqE0xI%mvUVSs8%8q%f&?jA}W@NwWCc#3u(Vj~J9eExM|gN9vr2 zk}n;lF`#z|q+g^l1wdHO2x5u_&_;(Qs%kAFvc+j4E{au#U~X^<&m=VQfGhwRCIe)y zpqco^kiFN;svHF@WNjk=Dio$h);j%iYPEO}k2+y*!k<%OQ3^*V2I_>lIGg!^!=jLw zfDtkvfF9okJ89O;S{VdQ^$$5P?Bfw8n&Mfy=v;3fK}F@w)z5= zw*~}TPS0-MMG@C=RGKpEZkF_M2bbyn;=-8^M>1vZE$8=$+n%9Spx*`AP=q(pV)kJZ zt88MpP}d#E9;uY$AyrxU=mZz_|Jn#ER@tZpLN=6dKmC+weWKC=uA4f@AW|Z71=I>_ z_(_tM9j_y)OvDC~!%7*FZc;Drz+QOt9Z>9H9Q=5uC`%L|Mfj&bKayjD3{_Uuk%PCo zM>zt^HbbQ4z~GJNq%i!q+OW*r2oi#)c8tx`O0gfGNMEfz7l$D3WFXryP5*fh4ra`O z*qIw=3iO)6F4h};~BRE^EvT+miC*lI3C8( ze1`8BaF%T|1_3~uBMzNc5F5joy39WnNqQj-uSGyEEfx$`SWRl_rOEkwsFVgi0OO<^ z$mw5&W3gBSTjg3*14M(R%GI=O{%d}fa^ZlHOXS1%MNmc4B06JOb=tL&UP~rN?cqur zwJg}k(C5NB5Q8(o#aQm<&~M$&#b*xcLmcGpMh_p!kB5NV$i`=ERg=4jT>c@#9$Rpm zsLoj1lS*4>)SZg6w2Y&9nb{bu)a=8Uu+=U5Dl$>F^wr1qvUGuM9tf6i$cvlO+ zc7F{IoUDnw1j&cPpJlUafZMbu=jX?0)t#a+P%j@VHT7 zdlz%Qem--|-qZIMDBMD2B4Hcb_J!*cmlXfpXXFj|MhnrW2*CwNvKE!>0>Z<3ch+<~ zCFXL}gbCvvpXxqta~v7TPRKZl+%SWL)+P_%4sMQTv5sv%Z; z^d+x83hm*IfkZC15mn}=!L#BK!SUt}3Pl=pYi%TXLCMGAaUALPu>w^kYZ`uo*7Vr! zbMrQK$Ir<*R$k#J=rm-rWJCIxB>i-keJQB~0MGkecYVD+|JKL3^v_RGRdp>06SMS~ zs^cID|6m*fsr+KxfyxL180X+KxWv)$i@}eP_|3j`2fiA-lDrI%vq+87X+Y86``$wR zOXp%o~rnz8K{{-xkepojE%f z7Ej0Tnh~M*dEpQ~4Yh7EU|6twDB5CPPt6EufeBX$eSwe3+E&k^^>0}^NegpQ)xWho z+VJPkWYDAVjBFb-22~h=%bb^TaK+6d?C!I9gPl;iqU z=oEdO_z&&fHM$7z-!^fyYzTTUg-yL*V>#2O`qkS9%&WXdrlPob8uVVjt#UCW7R@D@ zL$O7{=L-mWglycT_Kh0D@8yw`q>h8z6r~>tdJ$}Hb*^~=`JO_}ONpDMmBNllfB19y z32=6cfRljltm1z`iAlB5=fYbNV%T(>mI9pBU``15x zH_Qd|dH!pak!#?rW!dHM8dS0a+kPec#{sV6kgyN$=xz>5WeWMMb#hKTxpXei>T1$UBii90%fR9p4VfxanvdbjX?oN(fOF6WJf_;ItTaEw3JjRx$s4q z-VaC{u4>=I(TICoT}K3W`h7B`2kBH58uUj4!W+NqPct{Y_}=P*xp*%Se1F58Sq{rP zxyBX{A1~R=APSXRZN}Od@{N7K3Z?%TcaDjILw@<>-cG_1r4R!9;QJ9 z+;Cv%5Ek25-aOLs^(ew!cF)+zfa-f)OR1s?ni$EJ zN$2e#bVptN1C{_W$m*CO%fZ9OjHID#4^bka`J6&$5Z%zC_6KHKle>M!G+iD+#OAuf z;Vy;1(?5MLVEYUqbphjkNes|zmd+Pal9&OQDdl)hhv~!9@Ak+Y))k!?F9$?rqE7LJ~bj+T> zJrLO-j+f7*dG|O2HaWL^+u!{qlRzH=eYfRYBk&EG4IJgN+FuJA|3Q&aeO6b43!7nn zvCH+-#+l%xXAK*X^w@C-w5sbI<&ARC9zAdUOFOS@e78OQno;%QRRQ+t$6VgR51_NB zsab{{USrG%+aIs;*sI}UKMt~NyiY<2XQCriVOk7K?BE#7tGOinSPY8!LgtAEP?vjygqWq5HtUp(Q;GQn#sqA3y+!wsSyDVR)n`&a$odeN_UooyQ0Xo|me9T`X ztw9?wDDEL94xqoeG^!)boo2M(fMTBi-GFg`Sl9g3oOi!I32e1;zZ0okCrXmb z8Uu1|5%QgGw!nYUniS}3USf`*27Klc_!C<1&&w*G3txsOF5r}GzJ&3lr()o?%>nvyBpv1pUP*BdurTf7hD7`e$>irYpb$EC6Ew%g<>plaQH~Rh!HFw8-iisU& zMw$_&MI9yT`PQ5HArrt}w!f+pC6xdTE<7^ewD#{u0N=kv7y(o`7GKA`;`p?0E$C?MV8xyXnUSi*%ouKM$3D$Z2h!iY_+jw;6xXszp9YXU zBTdJ{FfQ9q*dx3d9qWP*#FmJlhRf9G*bOo*(>)jL68+ z-lDb(?c3EfnLav(TJ@7C6f=#8sF0~+7j><%<{RT*xPljWo1|N+2x-xBFFWv^ujvP+Afnk9S?ftnoh1&Bz%rV6 zA;Debr^c-9%$q;~Q-?-pO3n#j$=53NqZiQ?mXe33*`bbNl4PeT-^cqxKnuTIZ-! z3A1jEl$B&=R-&cE^L*y&&sE-h3#YM4yGB=VTTl6MPeI|97sC9mr9c&q+CmYPK~=Rrch$KcAn~xvr-$SWSq(@H2#bS< zvV3a?QnU)^mlegd^k7bvd0%-khU?l$^g>buto|k* z`VF5P1JknyL_|?v^@Eur@r|G3r_mJ!>qqg(Q3-fg#kJ7)94rk8T7d^wWg)3UP&XKY zt225@3AQM(F5?&uY`ZBt@!Evgmo#@?%0j~*AKyMy6iM}HFYsBtQ=Fx}RN@nr{D3e3 zTDH=Rb`9gfd!>G{=3^T$4eK-GxV67+YXP0F&IzNI1 z?f>zb?ju0fV4oL6*%mb7GJ8XFs# zCqff}7&q4sbijF!Jd6ENyBjL+3?IHkv{}icvQ1S4^{q)+1y7G085gx8zDa za12ZMp)9LdePMQ^&|3&7U}T}m&yLZi9|zh(t>N$&!FyFJfT3j=HkNOumqatdKr6vZ zov{5Q>dOFj6%W-~9qPIq)sWalPu#aYNYz5s!k5ci4PafWo2lrGxe;$EOMUjT9Qi2y z3#OQ8OtVhwRo*$~k2QQzziw&Lw*#2JUIxvGFHDUMb%PRN$HW-t5}|rok8Z~1=l7m< zoboZvFZ{#74EQP?|ILD!Kb6)=I+U3cSrW{;jTFRd>C}MQ^Gg+eoGf^?jm}fED0>*A z(e+Oce_83u8P<7DS|Uz*Znuvp5{ zN$hF?VId*5H>JA>nwdBPpc(Cg*~fA)$C7d<ZuUNK6Xy&?W&N(1~#G?%+S z&Y7r0ZnQDZ%xQX4G=y4p-Vk$g2a2YJtc2b5?6ytG(~iXJ)`Y2ZEtrNKA4J|%?$vlB z&f?s04RSOG$Ib9>Q9@UI9?c2In;x&(9P6aSBK#;(HLNUb2Y!~zcwsPnl4N2Q22ya5 z25yMX;r_QAZ@T_{yfVj`Z-CWuI$lYRCgE|u`43}hkq~Uk+^OOd=A2ztYf&?1A%Ld4 z$%7yB(tWB@>Do)QsT3#!RuyqO*%8TI$#WH_WQ!LkkGX$983q=cQD5cxAAc|@`fUXI zZq9c|*z=>8%oWH6F&sB9KoYWps8S#ZZ0hlXIOb?2Q-#TO-6}Tggmx9Cg458R={9y1|)(IE{$(@f^_|I1n2TLECr% zZ3sgoCX*%*X`1gC{^IDAeVjR$WD93mF>4&zRgbo|_b3n6FR$OSn> z#x!F49}p0&1(KbHI5+!X{6;c5|L=93GXsiz8))`b8%pk=EmEurP8z)NG|c>niM}%pS5I)*0Yj zUvpjtYbxv||NZ*y+N=THyko8&)$_&Lk z>3vx6VfMwX#P*=@dACW@&D5C{*X7qc`)eg(X=tZ!e0t3WWr@&AI0F3F-;XZSLdII) zy02RMe_YQtUNpxR?Y$fKs@0rBBSU^|5YSi0NuO5bjHF!YGnn1E+bv-d;P~NH*=*%qbOM@Z_gz=P zvnTFD@Iu@K=S})N8`$THDS_>=|H|I87iQ14BP<#gF%PG&KC&J*E#k~~Mgk`7F!D=5 zQ6+3eBcocmX>9_!4`*6g1)wlxz%p+6=pppCuLV%Ex%sm573@bN{v@D{Uh5O z94wh6Xk@B&K7ak`MUuS*lHYkWRm(yD11-<6MFH%YPUJX2S8!<`RvV62n_c-dGk{KA zlVDY&93#9A{z_chQotRW?s90^BbHM#ju1iyLTAwu-0F`~YmeD?ul06QGx z3e#s_Ho3GNegjF!LX)2SOMmYMPW35$Ny!y3b9hK42w?XmSW#Lr_I5D3`HWaSK^IS% zub{ZzxmajOZsFfQSxW0K*8GNL@$z&c2YL6MY%mu12=qrkG-ubeej0Tc`C4#ef$*x^4N6C7>KzmkND2 zTLTG}Qh?>)q3a(?>B9u-VT+|2vqvGWvPIim^b*R-IvOWedD4;YYi3tY>^-N1R)#Qs z?Oi+)tO2y)$P%5CUuXOrMs+mvP{P}$rdU)Z$!ju94(*eI?a;x5{ZmneXYLE?MrP7x zE+0+(Y8fQFV~pTqJsJH`!4rD@iJbDx0{4?v-Z;x!OOMWH(u&8xP5NRI24wfI#AS5_ z?Z>|}DQ&)k#Z|0uOdDa(WI{MFhaC>&yC@}hKHoVK}5x5wbvzYhSNpaQ;$G^SR=)FMv?7-uQE01Zh|F3@DE}`MjLEhZe-soedxJd5FGa_1J*HFnVNh})4| z#v1Q!1*bU(n*8yxewJL*(5OTkwPK`=TlJ4tg$`eH zCSeTa;BrFBm~V&I@mo5W)VhMlG`jNR)B>!enmm=s8LslHd~F&v=WDwYso462lw#J$ zWN4{!E_JwDt5F8;?om+2|?E9$kvxK=>KXho%-sZyFi_h6o>RE3SX7W11 zkKO$eIo`V{1SsD2YPF}w9V(AYJ(RJ3XZ}5r$QNb*8W5?ay7{z}|FAi$k zZz->$TU2#v`L-%CiJ-CzC~)mk^G6jAx9^M`y?cDn&+Dp!9m72N4!DPDa01xs(YKvv zAdRzgpJgOAO2FW~DpC3F8;c}DJ9tB!^PLlwA5Ti@bBAuP;qhI^lbrXSmsWVTqLtgl@w7nKz2#pCxpPzrS(B$75 zh=cP-nY*VbgM025ysJVqJp8GZt8aHA2@&D%%R7DMt zkBAH{C~uO}J_%6#HhiGFeo}K79wV4{gIxNv{Lh15kpsr|W9RVyNHS(U%dC^+E)fm~ z=M*h{(Fbq6zumA4&}}{^>W#%4MW5NgTQPY2m)~-SyUDkp-1Kj_tAH^mucI?V12ZlG zK6}gAFD_`apoIJ)Tm}{q;Ll;01#B|^>|#qFfj7;QY4L*`N}e*r5cQrv)Uw~sn?^>! z$Sx>xU!orRB=RM=TCIIi3&#>ya_CUM0$hJD1F3om#gQLs)7R1zaM%TxCDY4%y5Hh{ zc9{`Qa5@l~H$yZ+xLpwRV;t^_NYS(m3;u7Fdg~7^!77CCcQgS>nJDA5nljgYq{Ct{yNX-{{Tx_ BmtOz? diff --git a/vignettes/semiparametric-gaussian-by-factor2-1.png b/vignettes/semiparametric-gaussian-by-factor2-1.png index 7986ffb5bf517dcdcb4c5747af2fffaadc81b53b..71d9dbb2aaf59982b88d4f0368168c3f26405c8c 100644 GIT binary patch literal 24821 zcmeFZRa92(7d=Y6Dj?E`gfs#oA&qoPH%Oy`G)Q*|DxgS6C@m={-HnKXD2;T9Al=<( zZNA@soH5SjxjGl;f-w~KyZ5u7SZl61=X%4`RpqbYP~f1Up;bm7dR%zpgNTf1_}s2?j6Db}}m{+?u6vx<>O5`6hM{dW4? z@C!4Y&8O8@>>1_i8K_{EgPtS#4}E0V%QZY@b#JR}8-9)-{!3o>pPzJDo4guTeaA3< zk_qDuMIrlK|4doizt+}!u3!9muKD$_v%QJC9d`?z@^4Gi=;}J{_sOBXs{M1zq&JcaAK-0UCioa3X{XUvI)KvBk zOaAM#*0Inl^9*|is4FfTV{b(GJ{GXj|CIf~|0z+Gp}!&cIG|E?!nSoRSS_-Q%a3FV zvwAP#wsZWSmjr1#v*WIzMI6>;-w4hvYOJw08PJUD>YqE~Y>Kr$*72#QT5!$F7wBzf z%N=-cNiY@c>GnmW4`z4sZYi&d;|hyIMvv*K^t z3O%U)cl`;5-x|B6^}V4Uq3kE&l6Tf#{oNwe%@u3a%S%m=IyGglBKgiF`obg`*R`F? z?PT}JT`%Q5)=Z2L*;R_yOq{wEn^NrodKJuB1g4d)0g*G~?J8q$JJ8db(kSNC-_pEY zH40)22fwFRrdn7J&(Ny0ZO+=4 z7kas*a?Tkxdh%P=t#labas9olKDqT^KY7Y9a94p-Atv~MivH~^7dc%fZ4C1dE%Vpr zz4sLH_}b#>UCg&@dI!AF88p)bUe&)^@R0m|W@-Lzy1e_FVwwQKaQASxZAaXYgULNV z2fbHya=K}CgD#7%jFuEO?5^#j11Zkk=Pjo5L&c`^0tUEeSNt&pmdA9f_?CHp>Eig+ zIvTdhZ;Ps$i)FLx*gY)E%+Tl4J;I>*iRM@1S%+nL+3;j`|A%;t?T`H!np**XCuha} zbh)HCr#Vdpwi{1#IGZ|~I?=eK$=eKgt@GNh6=jy-{IgEb7*CTj7-kn?F@G-F^0mcW zNo|4jMF{poPH%UCPs9;q#&wt5iXF{A`F#!~%X3+A_*^#lM_gMj{xY*~&fj$&OjU=! zAq)!Q%2o&cXQnRl|)C2g1)Q$r0%I1LcV(Cx3 znb+1SCc!w$5uc211glW4=f4JPNur`~?sm;+O2)#>M$=S-egzdauO2?0XT;(@{w6&1AG@NX|k0@2^B{Vb%GzA$+ZBO*o6zuv4o&B~1{r5bi z8KD{6ymT?F*AlOIQAR0#eWgxerE1-`Qozg78LY_oAv7yX@&^H(Cij!}U#C-3{^xBz z6E67klRhsj57xTpeY=FZy;2*7j@Dedy!R$;i*#ri%5Gf3AP7W5(V_)O5VG80u~)zR zzyG7lqhWTFq5tY-CR)yow5^_%z3|5_V>peFg)$I-%7Fc$t>SoGat2_LcWPh;nr_z3mziy-D z>gs#T)RGL@SKsvwyK?gyC4(>P&v&J`hy`W-@64fyJ!it0S1N`~%3fTfyjA_LL2o{c z@MN`W%Hj7Xy{fPH;^UX`s21c#cr3fh*$pcN9|v@c?!TixWTmL_SQ_|ISi6*eqW!hv zf48f~KH2)oS?Mz0Ro$&N8oyS&89QoKSli)(WZScZg~E`|7+^Vt$CjqmMBgPHr>y~^3-0f7WnmNN6Q7u z@3{*bZwk9te|~nDpZp3LOGp&jWwDTyHNLnwm5mrBj*{Kwp)s-JmB&+l`zfSsy1&fF zIh#(L#~hnZ;hmqD5L0>~q0}=G?eb**1hMZQe)~~#j|sPg0{yb@iM-a2BE^nA@~m*L z(FB~7u=b~OQ?S`@LopVmc}qC)h>EPj9Ltk=0DKDqwzm@D7^GB({B4;XN_Yh8}ju3Gw4fk0mrKX3AX7r zzw`H+G4Y23(J{x%eRW4-gC*K5#v?`d9whiKyy9$Z_r@u@n0eaE=s63I1OGhT!g_sE zc(B%EeN7XU=F%nPFwmGgI9hJ~ID&$&w5ai@!^CHmPxwy=afZX?Jy+2*B)4EOpv!GM zT-oJas<#{Au8NNaFNpS)05zttha*HhzSdAw5AJwDJtwaId^W1@J_aecdt1QSsh0cVG~><@~Y zmj?14U!&yzrFHcR)ziS=1%^YH@u}@jk9L1*-84c$2&2VCacw+Yu!vk>v8-7gs~UT& zCicE))nR|aBkiX9@WVYgbx9(dtQQX;P(j0_=>+^jTkN{1dA#uze-+MEDFl$&PnRxz zjdmJ3^IZM#--egqg~9L=zhQhAI5@f9bnaibn3MF`eykEZufcnFY46Jw8bOAlqyKJP zER2qOvL@o0fWqKxJjk%N9hW6Dj_nyu;=!%mFhSa+ve@>S%m7T~QU*Z=S??{^8W4|l||t;TApDugq_NveeT z7%r%qOpHCsBS9j8DV(0uQ5Ui379BrWQ}7I>7-u_hhP)O^j(gV zf>qpLK*z18@#$pdwlx=Z7#Cdb&3yTTfcX=Pr|M!~_Uaqqwfnln1IQSfJzxxt%iQN! zcjjy9Wy2rjs;0!;cFohw{;XGI!vFX?Zj!KvgXUOmiHmDCQ^yASyvDqOR}RG?{&QHkhqM zMk(&^dpj}n8gkE6X1J#>*`Zdm$CTgDJ=cXO%|C|aRu5lYXLlC3&T9Ye`^8~|Gdvlb zGUE}A93(A+VQtC-spmLwTsv24=2N$YrDk8k%ttxG%=`D)PPl$8hF`8xLl#8aDcR-IGaIxp)~`co`W1lsuM& zr`AC2zs{sw71rkkzqL;-)BNK3$*pd{T1wQyTJ}$1qT2*44;FB!`JA7f_UFfCjIyeo zKn#l46|$m2F1v?ZrXX%+-?Y`iwl`!Np#S%KM1P_FC*1ND4J)G^ zjpr$xDHp-b88P|Xuo10;E0?f7p5P)dw8*4CeHSY`G)pjCYVoSTv}w|zZnbijH!9MA z#&1VMK&8oj)j&yhbksMrBOBRbM2dlgzEVyv%DA6DXV)*yisLk$bU_OzVSU7$;u@p! zj_Zp{DIEbaL*_6;%x@j;FHs9QXI0pb4VH~oTKB&Y*-Tx%iGl+gBa4QacBhmsPcO)R zR&uK3v3$3UZ!4jE^+$Kb$4bcP39iHFi+5aOc6^r$s**92xU0P?SkzAPbv~^ueJa|^ z4{g7MOz$6<4{UjgLYxG4!zc1Ie&um28ZG_dwl5wIe%9|I@9BR=Plb#K1)GW)%lyHo z-n0FFRpHL$X$i3dE|BQu&+>H?K7M6aa?_R8uLQRg6M`qmEtCI{MXOBis3h^bdCmAS z@IFIgOFP6CU+OQJ3VgNCi4zKlMAk)ta3z>^u zZ<_S`qsPy9_Q4FvcBW zJ4-y`H>2<Lc&jiX<ld`rLp78rd)X^BM^YQiY2-e?N;V2$BC++lrrz%1e3~P`&I(wo>_QELXUK`8$4KSdND^?YbXy+G#=`7u zl{WkO;##Ho4gaD?i&4M} z%zamAe5cPmN!^qcRAyMEU*MKN>=SL%n(t0?gg-rfljg)FhLPB@Hjt;~%X~b0XLUYc z>M}Z zXtzCYXKi9^jmNyxD7=L2+0}eC zh}$oMN~rHL?u{sK`to-SLGO7i4It||pZr?C(k=KGH$iZI!eeT;?shvq#0)bsbTx_t z?PtA@gWQu7F7iQdZF>@Y`C7QorwmgsKD*(ba;<52h0RYm z?bnct1Rz3AJl(j(jG_3+`((3ien-RX4JoT;tNCn&@mrWZ30f?;kL1EP#-(DXzjB7P zuGVHmzgDn+L$#(H6nBvXo&jv22{BR5z=Ohxo9Vp<%b#>I*@`3)uTpl?Mv;a53mo~pvCD*@zjt%JVc&#|Ux*hclLa34 z03O%uZhuBtLO80r-aN5OxhXV}ksibW1}YLwFt4fDH)efgJNWtiY<#_*AK(FH zZ1+j8`J3z5FJ+LeKLbG`l306KwSU14iX6U60oaDU?llkq%ZxefZbmi|VBLTK*nE#y zW9c=G_+-9z-lK2fq)OUxjrsFC{b~a28Y|;9{d&#}caR{51=oh4y6XrJ7IV`+Lo}(o zd9^=Dc)h;=kS4^QO!D2)4P!b2SD2>s{ioEshV`B$aK>39^^VWEJB_HES_$`{qCPSu z=Y_FJDZmnUI82rGA@QoH>1-5Fc%@i0?Z$@M2nX2)o}4HaDjDWt`eriOZuuDpGtb<8 zd>5gUjj#5<-rcQy-1dg+v4jU;k6f5@vDIqx@Y4~?G@&bX=9Pb5*0Sjp+G*vgR_K}f z{l=f6XF!HO0r}74>laGG2gPRSm&M+G^*>&n7p&j>PU(C1VqV|Cym}bN`v%2XW&0iP z{cvo*!d?#5Y~%5oFxkQPD>L-;$bF3AfpzK|QmA-NQ-=n3jjJas?M(yn#- z`(5Z|Y4NRhVVCM4pXE?(VqV4#b;D^xl8`4dAuh%-VnP3Yy?;zma2@cZpOk0$92COU z8x7Q?_$A1^$-vm<>9E&>n3UqHac%xE5g2YOan!W(+YOsRgbMc~N`q$-Y!E;(^70?~j%Gc;L1F9% zO-o3*s#|2DqAh&x!9*cJO9IRIVc}l`+u?S%cpcxrhBWdu9{=-GkL9VRfNHvQQHUK^ zA$FL$YB@h22ejcr4JXXNnG#206_^8oPIqNOsT=nQH7?xDKIl(sx^>`)7C{MEh!N z61=J-D^3iAF_Oj;Lfvp8U@<8Fc#TT1r@SBviJ#3sQ8&K$)Octzj(v}yTm{^zs$qNP zm;)2E*RLjiXiA8jFAM}hEUZn`Ia7o+?oax-uavZ{otk$&MU@*nz#+Fw_lTLoK9bxTeD?9O99RGtqk<)3gVx8Y ziWb#OacMi`@wCZHZ6dQALwb?VN~j$J(NS^_E~xQ`yhf@xazL?wyG@(t_44^lm&hd7<& ztXou1gmpsXxKa`B1>Q-AD^}sd_0g+SmG*{j@i7s27)XXKqtd&-*x%N5Z}|@8-A5rx zVnksMgGHv|b-+WZ*lx#~5%jG50^)8Xz5B6;jra-r6{@JVPc^tma(Bj-AwPiGtl>%~ z{7P+o_L`@w7#Kjo^*`-*Q%_Z<6HNU}x>AJ4V6vATW&0Q#p4838)|&r_;Z=|*Lqhx` z;!y65dpbg2ro5Ng=gq2~{*m%<>(5cSiz*R1+Istv+Pgi$*+*gFmP+CVDJ=rrLm=&4#{8-V9&n>j6z_uXrmZ0 z?q2g<9j#dX^OB|#iup12s_~hbxFIMmYh4!~nZmTjw0;=XChWOh1pMavm|S(Zi%Ekw zzuS_w+@_a&dmOxT3|1@eM)V$>MSF_H#SiQ{b3YTR;3ECDH#Zq_H&&!EY8A9_z3rc8 z&8A2|mH1gEjL4zRXwvqNA`-m9mc7yVEyn74j?Mx!ap@9zLcwz@;C%3moERRH4-kiU?`*=&AIN@UP?*zSLH~ zS5$~djM&S?&UsDsBBhf0x4;RN~c}Ixn z9=2Hb_>Iu_h#6Ae(2GOOhRVoUFa56airU80rNtMGwUT3fT-2~5i>~NlgxjwnLRJ^cm?cV>M1xY?} zhDx1C-V6X15Bo#Wz2V1UpJEe{kIn{53{ac^-90`iAT-R%;kVaP?%+;;<|7XLasqo# zK#Y&!3{nasq~!cm^Xr7FW1K}=g3A~hmmB3HsrUA$0@?_i<==ZnVK+uKmYNST8QR)HR zvf8je$-`9P1yRnUfUs%1OL*-7_}`TIqneEXRI4|{H1`1w`O|gUA|k2uhhJZ~&&BE0 zQsH6eMJfL8ZDNDEQ*ZIpxV8B$W=4uFZP}=$iA|7b=K>7icbbvGC}~yUIwQ_iN&2UG zcAM)e(h82Nwkv!YA`QZO49gyTdu0>be zxn}SYZB15R=tD=QiO@_KNj2F6UtDx7Mr6l0_M`{d76WX6w8%$hYG^I{Nv|lCSCYhN z9&$Gq`JW_*+8-5}eg}%y`HzA4a_<|()A|N@)d??l%O#yLGEno5E&CaaS=EGL0Pc#E z7#VwC>kbHzPi07JOHD$F zdNd;abToFBaACZrOsTK+wZ_&BEglqYu?GaK`Wz=dqC<#Sc2MHPsx90Qb`aW ziP|mL5W%=t5^p8+vV-D5`E3gL0}e62mhAMFSORst1Gxx_?5qMVfsDBVn46ju+K2xF z*WiQR$OpIL13-YWgE(5pNX2IpYfVY;Ee!=>jCrpq_v12&T87<7DXUGy6J&?U5QjRK zzMU^hF3|=S(Gthb1qi8O(6W+C^du;dXhNBu6Uq96IbFRw@vv`Cndq1?O@JNZWG^ZM z_e4ugbWZB4T-wnT!|__30ps@|PSTAJJ#ADj zuahzYKmhY&5v7Mv?9WWl-)w7o1VWf&M^pu{_GFXVA8fB&qnPzbk!Ed@8W{Yj!4O-U ztF(B!KQ(o?n|0Qu);z-)N=gybBMMIyP8%BEA2Cb_1CV3oj`Jn&F-ZWS`ko+rQM-Oj zi~&aYaZ%DIP#c&luJuzuMdyv7VY@*{kHe7}m9vE=w*8A|6{;SO7bbKTtY`GJ0pZUs zT`iU6xHd6Zh}XzYXZORnv$ z?6tSdYL(%nY_)cNjoQs^Qa?*JXI^pg%LbWW{?>LgY=K~dF6iB5lUl25cQrwoq4xSw z){VvT0-c9*ahX@Pf>Okj%P*>tBi#ZkBu3&F-vMZc??j5q;!XVzzkSQ;_I^Dy$;{<{ z;)xW0`j_MfI#uLiKypHmL1D84jEj-T4H>+!6X0!En2GZ0Ic?67Mayvd74$4 z516;|=tr%Y!`-tkKx|gH#4lFwRi8+bOSREt8}?Nb*M(Zk)UbRH=Mr*enOkMm9ABn* zOnPy|hfq)<3~^#avL3(;!md~mPac-L4fku`a}F{_&N{`6x*>qK%ICZ=kz!0=dlI8aH*ZkTI%qOQuq+`L-Z1znG97xpYKaVW(X z+j3@n?>M%?>J~tpmH2Th7p^$Tu3)*~zxrC*wMP!_V-S@p)WlB* zq>1Q&wkOa=@|tm-JI6EQ)?#@Q@xQNmlrtqWoMb~i&ky7DOq{x+akP{+F9#j%E(^;G z+nZ(~wbcDvK~(VP>wAHic*6z8-?Ew04jk@_oXd5^+{yF&l!SntgH?zIBt2N+_GF) z*Y*81`CsaezWW!HKQ0o5rEDRiSLDc$lbjRw;3|g^F@1KJs68VVn<`_ z#rhp)A;%J6DQkKHmv9q}<=L!kzYX}v0iZJDV)~O?^&=jq$NN=KYkF!4WwT=^J zUPt)RsHSu~gGRt%+@Z}26QLEwQ5l2N3~|Q(hjTf&&d!7PAf6lFS0O*T%27@0jMGic z$mQ}+d3hj@7|)P;B}p_ai}x3>9mT+A^mzDSe6xh}JdS$wW_tPer}?cGHmo)fGFBmM zS57wg7y{2SQQJ%7Pg%fY@p zjb+tZso(B$LD!1?dQY=lfLgu|>zbn|+ua^SeEgXCW-H$8J~3Gk$dDuKFa3b^9)!eG zUHFF)sgO#L0;_{D7t3%fBljRUkh`5#7oB|eq}OyL8_Eh|l}1j;TAgQv>j=v;n+UQ0 zh=R{%7(%VHF&$Y}WT5*!D{`jg*GflOALi-_q9T6+ZDI5@uimJe4;dsqGD`r&yn#TE zwqEW6a78UNMY6aCNMK|)m28qOoutJ4*0yTEtSr%`I8E;-**3a23@=VnJyEF8Ga3=k z;-od5EcOU227IQrbkDcVkZQ;I*&G#LYHt!%Bc2_QGMG11>YEYB)gCSJi|_=5CNuac zP5~2xkV(6wBVo^I9Z|fMFvGVg6mR&D-Rl$6NzcF60@#9gU@b?nTB*LURYwq+vHZaO zc8rQW_XEs@QrPs@Th(cS5~up+9RQJTW7_-P=*&o1Z4W}y<}4Ygua#GIKJiHwtS6TY#HR=FzWeo)snE&Mma-7JPEo&ZRKsX{2PwnnuyPcY0B1FSe+!( zd!gw-%o(vX;s&+p@05<^P~iR`Nh$U}J(?uDfekCBMi?q2+w`~%uWqIEr}A9%Ak&d4U+TqyG=~%PPSu^v=xNYR zui0pa*2#J=m$wO(&!)JZsVR!j)@XiXy#b7ivDaLjS7Gqg1{H~3MmNlT*p7)gOJy(K z>{ZU*2YDmwE$kj&00${oie|cghFXn{|9a0;0Oj0bY(ixjq58kOhjIu#JtFqUJ_<_& zG9!3+OGPf&_Eu@ye^@4DKil_LMtD-a1({V)x0K&a_kF$2QQuam{MMB>i3KBEd~?*c zXym5H_@A8R3Jx_S?G-a)Xy{5B&YYbcufH3zV!NKYb9XcA1T$hC(&4FLabfig zj^%vZe&%KRH8Xy4@W#K;0W7=W;xCB4Zkgg1FMyH?&mv|qsjr^!-R|T#h^_3tpa@#&2`Vnr2$k3l z6(Y*hFc2;)AS}6z&0fFrzzkTO@Z=VkL~N_E0r1wWaGz!ClO(Fqp`UWhv1OjELm6jH z$#zj6yJOsy-x&2dhN8eQfx~#5MPqC(M0}_xhP6wi4w*wA)Q5Td%IVe>L%R+{qc7B8>_q62kz>)UC_?$gdEn z_`Rus^9@Of#}L9Jk@yDr%gyKCdrSAa12Et?zj3d-sl1T{jF~WV21<{zdI>nb^+#`M zTze#g`ma5oVNeIAxyo3z&g4SEDn$?jSQs6A5OP8IymHK;45`km9*23Bxh?BzCEL%X z>7n6Y+GWwm2zk}T@4C<l6gFqjo14P-9FNXV=EXT?%smy-g@A)g zL6AE61ZkFp?EygA8zwa!~Wj|Em zWPKPY9(7?02Hn!au+%)v8dB`m97n|G*UlL&79GUCVB8WaWVmf#(Bk3`>b?HAUz@u? z@hB@@6(XIh)Ds@znVoYjq*&OSA&3XT350rum&`gOc zgsf6`F!O2^lAL0VL|w!*pQhM){kHNSD~qQtquYhFl!W$JN1tq{V2hML_vUOzn$2;?(`r2cPkx{0GqA6H7}7jDmGDnP=rF zRV`WY?%I^{BgXXW@a$J8cb<(z@1X@_Nry*qh_ea^q5@!Zuno8Sy_=+F#Eup+bwBB{ zlNlm;!kpP&34Y^k`ED-ncIw^-i|4#Yh%aYvFVljYMyKJ^`ug0^LR#pN}C452o{ z;`W#RjDkv|U-IZ1)>Gn;F6DGQ163`0mgnyV#k^ko+Eqi<@pQ4MV&@|zJ-d(%zh+pH zV*DLz3Rf%P;%C0Ui%h3xmnDJ%r?6I@Of#Lpj#8%Ms)%oZ;@a{)33VA1068+emdQ?X zny%WEfHxHtCnP^<`=dJU$OTEbV_c))ecHR~P`@cx6&v49xw&G0xOfUk(CBE{Yy02( z6K@mmMJBSfD)kRiy1A-1$y${#DacQn&W?VTqjGx29qTt=P?{~|7|d(ZPD4PvZ1UYW zh-c^dp!NpTlh#lqM%D#4tko_j%L{+e=^OjTy=(hs@TQ{NsJ=X1mN+#zlHN)z|)6pHPMy1qa}fX zuvXj~z*D<;94pGQc58S=0}b}uB36s`TC#fvUCvhfc#X@%0;*_ITXWyhP+X~L9U>z9zh%N?C~tN54t z&#lLWqTAtPAM6_qFrvGOE@7C^fk-eXTZCmjYUu}1sjg1jtCz-SrKGE!t?wq2D5~-7 z$aY_zh(B^+rw32>Q@EzrYQ@kfDDG>?ymPKO6Wso++)D=ggXe1C(H!qW^ZMSjH)^}) zcW*Z;dg$7V80R0Gs=>f5)Jq^G+>C6%-iW2};YP;3l)$Opi)aSB;`2zH(k{Bo?Y&!8l8Q<1#3jN$tP&J4;5>%l7&I z{X@#%9xVo^nVR!x$4yRz{pVsdMo>Lb&;2vV=B^B85z}#6Qp>|aOz|DIlwtL2U<-8# zsw@}X0UgUlf15}@fPOh9dZ_Z=X7b&~FUF+ibqd1r6gKXz|33)^ppTSUUz3(&a zSO+aurv{VRA4NCsN3VvNB#<3GQ=zp%ak|ZMW%Rt(f92ew)h92J+M?JhUAVrpD@kBD zXi)#?ww2|JN|W37UuR5bf9;k|UFa6se!YDjO%*PsSLbfuuPZK_x~7w$1qWZ1yqSrnl@B3^#KvQK8VyOq$*&=P!Uo5eB+EMykdxOyoDFt@) z)qq?HT78tc5ir$@uk+()W8HOs7|hxwiR!r0Td3#juJ%IaI{vXcm9eKo|L_sNVE3h!cLnlcj=WS%g%K&xONGBH9b0^L9VAG zJ!jPf2mMpUIwGxxu!lPp(Q?*AWPLoxmu*2#`?%)Y*J-8nHm!w}SoS~TI3-%Eub@}Q zjJHQhkT1A?%_?wJR8b0&$VViXYy~QA^UyId2K+Hl%#}EOo;Iu+&6Ijo8$h@Q`-gXFg>m zxPK|=qvI%0E$c+TlHEtGIizC!e{JFDoH>#Es`Q(JXEHA;g8wWnP)>|OhxHl@GGRSA zDwK!^@zs;Op5hKAjSLxVvTJIY_CnE!j_gkTK0&rDPW|Dfjk(|yr8#K=OpzDTZ@r7w_KOv}H%@epCW#AlFX=|=}t&eG2B zcv5mNTwj|y(+^yHGhtb)D)!6e*WEEFjF&$=*mDl;*KU;hzEnZgPV!JAQ1WyV0PIIhz zP6g+vh*%-9W*WYHRX;DpcTv_nQP=FJD3GAF#GuIgS^cT~ovp4~>Kbrd9+_?t!*0a+ zd`I_t4TR^KQ02mZz=7`i#~p!QL6Tu2&;Z_=PDEih>q?EqrU zxloJ02ApzZFYs>G{w%rmUP@#C9IKsGfq{{!BpvF>vs+KUk?OtMYHxz(1de;A=5no5 z26PR2*t0hlU)y3+NkpK&DpnV zwR{JNN^AN;9bIB1mZ-hAxh+OQmCpcwkXm2S28(6nvd3ZGLlrh;69HrzAyyOl^F$V; zgn4aV1xl!@`DB}z@kTK}@xBemFOcEovl$rfU-XSf!%!T8^gf0fkRb)LfF2eLM>C)& zWgb^J5c}Z|+6lQZYPdH%#+~Gw2lgxPjfQ8jJCE8bLjn0rR>Ggpo25w}ilt}SRHL5H z5Q?FF)KQm}wER&|x}-k-=DjdfxvYlV8PYHCh)o-6o~+=&lO!n3p8!CvODa@*iCa!? zhw!h@#uo~?OW9SO^5R|@5$3Vv(Q#RHkdU46+~2Ixl76F0JB^QlbC!8PUmG^m3Be+a z5g}m5gv!5jtb19w^(Cl%KWk@*R5m{zsJMcm*y;pj&H5i)F<@X%l+&R~+dq@^ z$6^c*oO#7^C3H*WSF#X~#&1o0)Sa9lJrV1IYqB|^ap;N)Ou$=Ttt271A?{!Q^Io=k zI@BAq!>Dqtf56dI0qDQ44I*oe#p^BG$t4`RWkbF zDQpYoCOQLPBSjP>9)6j7x(~{hm!??A))j<+HA%*)r+u7RvCr^Eumu?AN40fXAUIHK)=ypqGXb{IOrjFM;X zPgAbv&pQ5?omU5!bpM;n$ZMOx;-|RwDdY(5GG<_}@6(DW&M(Lo;UJXTC-o1{lpcFR zd=OSU0?`;`=C6T$q}B`83mz2C=qQvxi^(Y!ZtpRI#tDEf&{3#!Uv-Bv*4bM< zMrj&0`@dVaYeMsGVl>hrnTX6q=1g5tG1Ec|2Q|Y4=TmGFN08GA#d}S_aZ;p8mcyw+ zlNfAkmKb38Dq?+o5R5OjV96IHdJVj8)`8TYejxf`qJX1A8?}$!XDvaXi$Y!px)1EE zjt%|mN?F$Qc&Y3+(0K)no?_EXM}3HW2+n50f=wQ`9r%c40OdXAN7bNf^LUmuadNU*=O^pu^ z_Q}$Ul~naHc}2##Mi@o_Zp#e{^z7|H*9M|qb=qRYg4{r;*gKDS=s>}^CtJ{q3)3Qx zfi!a>kOAmQmt&v_Pd;LB=OS%^&x`j52EZAhA23BsD+awFR6)?FId!Rtj_{gkXahJL z*CW(%#7t{l^A@{KK9_YVO4{;5>&wA=3Fwis+nD~c2j$u*5WuIOaY~ur!!3UV{>?js zXH>R4-@m~pm}(<<1^Vi+k@TStrIGz?do*3|4ZdwKcBYZpU^hNF+F1k@@Y$#Adk~qL zQ5?{V=mT~WJ5aOH2Z?@fNyCLS-q_W;;$4T^^M>F}Ay%i&*>oSf`ksBAk2tav~pg9akn$}>!a3C!Y{hlSGQ!~w#;^6 zbqin*s{rj~1o+CdYQ;Qk80{tW?5Ma8dWD`;Yf`;)HJU`2X>3Me;$F}XItZt?RZkf@ zMkJ=OWAEtqK^@MTV4>Owc2099X!%fNxK_m1fM`m&A1o5VKlV&wdO%C90`e^7WihOV z_YZE0I8J-43_k=&tMGY{I?o=+pf5J@en+{K`n zNzt0I>tSyjy>?-WJ!C@S4W;1I^zDyLP>ydI-W<9D;SwVqymr6czg!}F0KLAeIY|!A z4~};h5u>?BTX`jk8ad$Z1_-)Bsrgn;|20cw|4qjj*Ur}tLlamGR7)bjVnJtjgzn#O z{9aq;NK1mwM|HaN#0*^#fbyCq(WT zR^G{t>~mg$9?TM;>~pj2DL^=UrUY|-L~{b_&BVFoQ$E?U2EvV2l7^5wz;ga{q9S}? z+5;P~M)0R%K0!JC`7_!j(sF+(8mxopK>BechdEFd(#*;KYbDrt9n@XeRs8VlxPj*0 zUrEoRY5q|P=%gH@{TPe~yQ2+@7upYO20lJS`l;I(rIWRZHa-WbF@qRd)FyoUXM0qia&1IKOmgT{hq?*6A_|fQi%JSE{hrpdH%Ws!MV_ir{;A@{I z|5KxbQSh3IFdAe&(M7s%^q=GQ*<8;-Yb?*l7s# zxgR4dWG&XlYjkUz=SV8<^B}UKJ99evcVmwUL~r1>7|uc^K^T=iJ%&QBI^-V6T&fzc zcrT>h#AY2mV+&~SE(fZcD6sLc|aB4bQH=H})``j6e`Q#^9g z`4VA_h^GwN%(JXfQ>7M4aBSu#Ij3=_koK?ipRv@shf{I%@fU{9tEhavA_v5Uf*Ac* zBln*vw?`p8B&}P&N-8)1wk6RkTu3FJVG=`y#uJ0a>~y!Eh%!BZT+OGa1q=zgo9@KxXROdw6xO;CkT}1uS8V z&n$f9K{?X>5A5{Y+4zsti0y3>o9byZIzsc>j#U;kz!xrf6@{{iB6(@H@L;WO9nq|n zoY}OI4kX$D6lg><^^2rsCR%$P{tBA{aA%@pM-ZJ%=dfI1!vGKz$O23}TL0H4@D!{HV;g_I7J%&v>C7I6_<2Ih&;1XY zhSD%&Wo{-yo6swwxQ|C4A>#&0+{U7E8_?JTKn^x=trf`YYO-(3qfxLFj1oF=zycQ| zum}|J*sSXxuOlDX!qSGXXQ1|+MyG@ZO26$+fgiS^iEp7XGL5nPDjA2Xmf@CSHnK1q z3_$?0h7s%VGN@LDZ>P$w-_rcXD);QVw;-R%(D|3+r|V5-sY^t0+m z^R{N@ygI~{z6{=k7@J%JWUJ>fs6)Vl5ZXN+Z`!F!)W`3(vfZ!w=fvn&g%I%pD2l7# z$EOpq@A4D`lgdFC4Zd#`#?_a1!Bum6<#g( z9cZ~|)2&yM(Aq;H#f4{>1+skd-?ROCHYY)*ug%QWQVvM<^ErF*W<3-oTe2_?(~a7l7Bq zy-$HzANd{((56(?JD+IwDIwp*u&w7g3O0wtoZ|ob%v94|7yA(VxF8>5(H)$J!bU~- z?BK78?OtxOGtOdZ{|=KGD$Q&|u>^5lqJ|Vf1&92gHVtZK8FFr*jZQP-J&sjVMFPPBRGmyhZfJ#w* zQcDs*_bx+?b^}q=0d`v^mS$Yc1zQmOudeqP0IL1Ua7hkHIVfUpQlLp4@oYT+lg#*N zLnSfW%sleVA-dWMzbP@(BI`Xwjg2T|`yWl48dmM z1k+sgeNSjaDT6MT*4RgeT1SZ;Lyg`R1&GA>gC_vGyxf7?sTSSu&?-9J11#^nUV(4w zvxWVhvXctF+JUiK9{Dnd%J#V$3=X6}0kV9!eHvd@m2>y<2i~z!hZC6AVNe=YP0x=K zTn77T6)%euQF|bU)|ZW-Nw{)KaJTbCnD6?{*O71SmC6M|Op z5`?mD4I+o&F}qQvXL`J)1FFi51BPoVbu{HG;|SF3rORUIH}g3EuWqh1p6YdtB8evC zNT?{Klv$<7RHkDLB^uCRN>oTBQ%5@3B_%Qz3TbOFRHo7?WZb5cc?ic)9AhQZzU$rg zxxe52aKGJ8*GK%{|K9KPtmk>wTD4#(o&yz0SKav_(bKcAZ3ONMXs6`gJnlF5?e9e1 zf|T){ZbEWx(*-~aF6q|qN_NCF7U}oLgEs8q(FH>gcSVjoi34+l^o90#%cCf(^orvq z6d#oxu?OHxAkeCr#p1ht%@q4&6GU;g=BC6lUx&3v!#ij_6D>JT?E)H)`4&t!x}4dT<|XTV%0x?D>AIRT%^QgYi2yF< z<{DnT4^wG#7P6y1hj#99a*#@cNaH6pxPp8Nb zlA``)_nSd&ii_IfEjz(=oAH3BzkkYj&dO)kJC~K&jW_>xB-tczGxA{#SG3~U33h`;HS+rwul81{42R? z@*-#47XCQpkI};7vr!}?4bI~(J$udH*^(;;NA4kDML#cyM802NmaaqF-isPgK|TX^ zNSPR3C)P^(IbBQi&Z;vGDJJ~}8BZmtCP?r6gFp^O$OKky1X`SE5(}}s0)A}Y*coZ! zPeQ&7K}6hF6p@F6A>cN+Wa9juD01iE1Kc(uXxHis@=tvw|AHNGP*Ecs5y5x;i`O?Y z{z+Yr6DXQnM70gc>z!4cxsInH;_;}EdiA>2`|}@xr1JVCW(ucB|`##^B3H6~})wnTMHz<)XZi|Hz(MT^XnG=mGb-A?BN;q(+SAUFhZi@?`Q67^wu1_T2NxIipt~2;-{Vcan z$O(6T@A+dia55BBT(_Mo{1%DQp?GRow`z*X40a*a`mOH;>-WLT#dqgH-sIy^`~KpIHRxI@Z4C_%D3GPtmWK3O?FnLQMSHc$>sd}2-79@2pOluK0 z`(9Pn_}Z{_4K~5B_pHj(e+>FG}QY^S2nO4ju`^wl8ho5MmS6TBLlz zyvmU|BY}K2D^!ghB3gOI*}H%vN8q87->6R$_ms{h zx(laKeEo&wCnOmgJ z_yI96d%LDAs_VLl?{gH7j^dUYZ)iev&4B35D{mJ?V7TeUd*r-!klS%5PkYsQ;W+-C z2Po1vI4x@h!KOIhGwkSVCUbiSXMvDLtt0haQBipTyOzH3bb10%H5(8}+#!f`j2rv= zlWNvX&8pYsfa{UT#V6kTDyHVxGvRc?T38PjaLquRwH9{mm*t1hUmibt$l>V-vOvPI z^MFfCkaqvbZk(K{#RE>Xw*xTr2XZ6W&deAL4_-{oM4o2a&oMhl5F1%O&Aevgj!re06V%V(<0KW zt-_O5;d`8?69|0H{FTdbW!!AT;X3QfOp1Y0S`8K3PorIQDU4Llu@@qHay8Um+f@k> z6*=*dBYggu@2%&4q>ZDjOhr9lm+$P9N`gQycaLpKrxO-(=)rF*Gm~#Bm0JN&h@NUr zb{U)3@j*HE6P&%Cn5Et%i2fy5Pb!~;gSZLn#d{#}`pI-5nbv#!566G2%;(n=52%#! z(6-y!LV^5H{uBuXfD#wAahE4GeekwwxW>A76ltIxsW1rQJ%>w>UMisW8ztw`_Ij%! zvX7q>i2J0(6x=hs}a6q$f`nLjHNC1UJ5d zybe_mjJS^j^{KQDVa@@lk1Eg8&87>Xrk2%_>amUODR$iL;OJ0)$MB}0f_O3}Gyim~ znxC&WveZk3VFkbcDERnO!}ksR{1oOV?$d`%P1Hg_hIeh8`55Y0pJH1Xt0*(Rs|P)# z>VdjP6;FShxEwC1sB#LxHveGtT1Pv0uX!}iP-Rr%T(Dels^_M%bOVR#dOP_qIMK8z zWTWjX%P1v9N{}6{)mzy zMW)*}a!=^#&3X~f!8B|bt18&@O2Eo<1LdP+YNxFc-Imu1o`~6%ma7PaF|4pZAw?>k zJu=34HkrA)(%U5UP_N;2Z(F|gUaQ!)r zwb`rv$~H&6zBoll`yU-#8>D6~>1-J^-ZgW{pp=ABhR-7)#AV@@RWb_gn;bLdado{Q zC=!}#e|{TU9nE7K|b{{tZSF_)mhum(L#$qZKukP(mVO0tHoW; zY_F4x2?OJj5UT!hB#l_D+sjyQfd z+c##FJcd{iN(dsQFGY^IxC6eTl0h=w@@md~)V|lw;(6v&k3_b1#tm z3>wS*0>;(YETe~mhv`p8Yo54Yp7P2VuJp+g9B(2L+;|aTF2u?SjQR9yJayPd;{&Tc0pLFI7LwrlfW zF83H$NeSsaEZg6A#G!;RbiexaYBd!O;6~240PUlJwq3zB3ZYk@7MkJwqei84I;?!& zI&zOfM7S4UL@jnR1@g^5ouiknqn=%A|09W3ExEe&?4O?9&aA(FPMo=s9h#JLvi-$y zRjx$GMBUQ^OWA9bGH3ZGAAHbJui!_vP8m5}?aJP5o5K6p_bq%tmhQ}Lo7EXqjLW4f zHx#%gUvX*bOX<+O9~xi`2N-5b;OWoeG`fC(UGpDE1piCbT20abB){omg(n8LJKM&8 zAQ5~f?mHwgY=jVMM_FLKu|$cLmkEi2VKwrfgL8B&iudPa#!5{BiDI^XWBM8IC3b-U zM(XU$uuQx{`3xhbnS-q-9wF*mM2Y1Vfqu1!w87$fJ`02WC_egbN zF#jcp@hUZ3M105qZ^ZL4DcF?Qr{On6i!j*#;A?kjv7sdL9EF8eCXaG{S|Rw>WloeBkp2T#q1bgG?jT2i4etPq zI?xa-N95WsjN&M60BMV*Nh{dd3?7{Kzqo%VRzQTXhHOwoOsImMfKYbe4V4LDUo%ly z0K@)Fi`K`u2YGBlRQV$ui7^f~(XEqg2DPbcc2_ai-BbgcXlZ#i6MpH+VQE4F>WN1l tS!aGM&Ep3K!pu$c3n|Y3A3WSeXX%}`FjB1JXlKFCuUbZ$Pxske{TH-p+-?8> literal 24840 zcmeFZ_dk|@_&(0<&T5d6P{;@g*?T2>lf6pH9@%>&DUuP{J0wK*UL~ut_e_NBz4@M( zUhntk^Zg$_KX~M!`&!TId>-d<9_Ml1uT+&~F5*+*V_;xhl#{)uj)8%>hy37T!(XzP zPJJ;j(3dPEB~`5?WhCva?Hn}hA3l04^Vs&WgT*6tnY$Pm{Gp+mhUV8aNkkJWi&^M@ z2J~fRMP54Li7K&H?|wcqfAYB4X6*J`>k^6Zwx#hTiQvCj5R7q|TR`c=@W(Yx!ScNZ(mo9J87H!&%HH`R|UuhM**7~Cn}JvCeWq$-2? zay)P-kH4LE`Z2}{X>*aGA6nwD6>rdF5AUmxbt26)(U(#T?W@TIYek)L5u7iLrEW8Q ze0}nD^d-(5-Hsj_$8l}+jWExLd}i7XsW#r+cxAfY+JHmfGO2N^ucHAfVa0d6NhYx> zc4BThy!#bIn4&o|=Jc|F&7!!O@bqz|1>QOxhGBJ0pacH8=+{S@o;BCzopL_%bvLkN z_r;kJP6oI+Hww3ZTe){s%3+*{@9d+Vc;OEL6~@%`E!IMhT{@~lC5u}xJ3_V1d0RGK z?p6G`@&x6*!fIwAIM^kS`6O84_Daa_jmuiuqF=Rhl4I^38?%;^d}9!KVU&2msr8QY z(e{Chc2XSfbff^;d5YHz>{_MkcUyh6OBvr28kafwhE0#PDviEv$4seDp_o;DOZ|4) zK=dnVY-pQ!<8${V(mM}`?}gJ4Sa|6_$jHX0m^V+G&oocl>z`VhY+~L&!6?6PdD6N# z-+kw9)+yau*T<$+b4|LM3qJ1Vxz1g9PweUXION#nA_MlW(Y~FzLw+NJCX%sD!}PUj zx1jtbo|bpCj;5QH-F@zubm}R5AvGcMt`gr)%uHjaN;;e6Q}_snI)^%~+M@?;jRd`I zwL_|_+a@ij%t!uPJS z)Bh^7DWYsDn#rnZ{jfMAU6)7e07cz_;a%xgjcbOje>Ah(CKhScwi`)()A#qpjOeeQ zjwuc)Pbd9a4X4-~j2(=hQah%|SoXQEa$BtwWPHZ|V-ce^mU35bh*g-$G*G1JOOvUB z$~@_d=XejbA|nO<-yGMih0mFI8GCVyl880g2ar#O)Tu44_c<&SbzGW$ zZIM(`8vi%=OWVwE6Z`_sTURd3Hl#8wR?Sym>(07V8e=|-QRvCZ-()9ua!fYrp841@ z1)KkfQD|4MOn_i253B3Yyo1-z?04-dMxJPv+m5;$<5!bO6n}rfmqu+Biq2f>#ch2z zTZRdYA+K7a)5BvA?@g?}NsNlrQ>;@4xAV=9208#B_#f-YJyBA^xCOuCVqgYYV4&eQ zO!%RI9}EmsD(Zj!g1MK9^?!ax{u8Zi@fQO_97FD&#C(mdpw_ZM=d5JH5M51>2&O?l1lZNM*Gao<1iZ|q@r@}wyz6;PqzNL}4_e%ar-Esfv z&ngRh7uT%p>bd+mau@jbZ(@18fT3pgPiCSvCTV{RGz|tOt~kwo^bT$`FB2C0j)5Zd z^P}_gpOg0c_rK4>F|b9SCk4wB{`^b_*+Kr|A_n-ay!-J_xoU`*`pl;Cn z`4c?MPAB?z0Sv585#&N}a@-r37rbzVNTdJzR~7?{x=C4z;otpXU?+Pb_X(FJyo zc>g{Lk3{wV9tjio|GlMuk?46q+W3xDKhL~7T`N!L^Yd5yK1Xh&pC8FI{mr2L7iSGC zxc76^o8O4+42>s6maGQf>&wepHE!$tRvm}j{d`XIszRqno13Ek8UKYQn%He7LT0J{^tgb>ZbG<`=hV}= z?rP(t%czZ3wTq3=S_78N+Ek-$l!)UW#nCF~T&^A0ap#x?&Dit^&(36#<>?T1HbowT z^Z$0r%Y=p+_f6};PliuZQd)_4h@Qn6Nnkw`V%i_J`HL|F@!=g^Cbl!|m-`2PU}YMmG^S)gD3=|?y=F+i!xID7PefZ+y!(cpRm|37GPAZ}=wd(w3Ie-C~zg*6$-^dDNaDq&!y zB;d*X2Uh-!QwcT>{*13sfwXIftM#Lj1R^sl^J@UMJyV0!@z z5&i-$Z85aqqoF&D_S~9(NXchgqMj)~>^kXf#vmVchkQ4Lt*Z5w=10?f{qmiJp;iQe z8wTO1x|QU$^X2ZFPbj&~!}ATR2j1{c<5Kck$8s%kuB_Hu*kWmD=Ho zp3u(Fqw)FU4)*$z&yQO45_oMKL@q3?c+?>g6aEH$wK4lqLAL6gX0BFcsT29~=1-wj z<5180_mzfSSH^}Zcq~m%_d9*lgZBRgJqG~UBfnqv(|AiGr5&HD{@$9qH<+!Gg5t6N z6-YMHm!q)^XK>mk`9Q>mN`KUdeZI3Q9@20ha_)c(Oe`x@hEWN1|KSZn| z{E%{ zYe*tPcZ(e^am8F*Ne#FpA6(Hc=nD8XQrszOMeVgFp+1tTjx3l2lJ!jr&fWW?l)zhA zy36vZqA8e+J()X4vwovx@@dO;Ijex+8*rECP&lu-$Q2rQo{wx=d9m9|!(2J)F)Z3Y z4|Z2qi+X+}iwNb|s0kpqno8KvfRmYxVw!{HpLy0Dbz7Hnp~s4(;44pXl*~U4!*xN} zRYD!teDbj9amP}ZB!QCru>cFJ`ums6%C%*`)&A{YU?Ji3sNXGN<;6b*S>#IR4D)+h z0bBZNH$(%@u(>A)gKlqY!K#z{c)f*s86aQ=`pd!^zw^+Mx$tVR&T(>u*ZutnAkUa-^3G5vz5+0Sc>L!UF4nO_fP>X+Nz zEI7cSa%))3vLJxB>sJ7g?A?F8k?hIw!S>Gfpt1hyM6E{p>z&aQ&y~t73?aRnsb?qD zMozfAPrs0V!49@=q5gRlb>dUKW!CaBlTyq6q8yFvlf}wJ1iEPQAle@;50lK7+Klp2 zig=Wadu{$;Ha||e*%8BT7l3`Ss5yk})G^!@LHwTA@HT!33dj9@b6sdaDWu%8|5n_O zubQsaF3U^3Dq=h$PO8WXzNZ83Cb;7f>EyHBuWdNMe=bSRIY%|^8IMKJ*Zk&ey(=RK z5`^Q!jow!!c$lDHX8rW1GX%qSs0&0tvP*l75yW?vZ> zKM6JTT5t9tyvPR}JezF`i{Ph4g?d!YyjT=x)o zCFrx(h%->>I7eR=9{aIVXjOQ$(lJ{pk)MNuRQ)`%f++w5hcy95wQpQOdzmYyS{_{zIF%$tox+=noC#^R2%Ir9!V7UHL#tpcGoJ3x zrR2l48i_?EO`5Y(cx@p1t@vUX9& zpInwlcIHxivE{5ykp~ZFhX?oiHEnu1_Rhm+ZJwg$i>uuey>;H9(>&)T5HKUuf=?9g zSQBk~Kq6aO`$C{%a=xvg3bNGBuvrR2{S7^&j0vZOkCFHjSQb-k+d@pg5j~hs{Wvuv zy3tCv9Kv2#C`(UdE<#9!yu91+Q5{qMWJdq>-!0Y0t3W+kHxE;<-PSM5^FCO}-hqqY zNSV$&|G#cyfCeapKc&n|@ZK4or{n;;CoVE_x10?Q9nmUS7-hAJodj#KL|a>YBQ}|2MZF&--vEEjC?S=6-?ExNXh4 zG(yu;56}HVLT*N?fegFO=lDSDvq`gcL7n&E$k69UeG`$ zL-n^y+B3%sIoZja%iTY7Z|fA&s8)7t_T1=i;g0t1mLkj4d;Pquz}zd?Iy>K2Vv;;u z_0D~4$Z*NPfNMCtyf=UF4HOuQ@v)vlP>)P_uG);WM^T5_gdS}F|Cn<~K*Lz2qs?fU zO%?{n!&@6!gWfv>`gX$>*-2M!_ICjhkaa}W!75Nku^UeSt9vwF?OI-DGdhAm%^$VnXMEf}lVH*82_CC~623_502zTZWcZTxc@#Yux^k@DKd+TO!OkMj|H+~{CGRN<#bXgVQs$;8y20e+lKT#!n|;4;WLDutZkgWkWPQLDULSxR9L zp9C)|*r@#B7i=rQxU%012ftuB`501lYuuhz(Tdwaq^2Twwp?NQinU;UAYVTry;AKv z1+TR^00<+S2p<+KJ3pj|24`J|bMJ7xf%Qd>$~IVatP!fxOb2^T14sZss8+OF8i*Va$({JIVp zi-+@WDbl zEv{cZP>$z*b-{sS=pMmff$=1-?U*_KoC1>Ir(9tj>UYCsHbCkKIbMBQXaw01;pa~i z+n5nJP)CT2-btOgcgvgWS*#8~?l%I3eXdMT1rU@WGE65eE#?2N(gT14$4f4(dL@3} z>IwNl92n!Sb-8xN*!SWvuqQfee@9riyBek4J(sJV87#w!T^^V5Mz9@9Gh6n$JrnzA zaR-PJR!E0e^wMW+@w~RWWgrREjwgSKIh7Ir<_%g@+2f8Y;mA6y@nA}WJV9mm{16h) za*qQ0cGhRYlAbzm&qJu0BvbKj!N(rngi_FP^;=p3YD^LGsg7?L*1)N<1=QT2X1rT= zSf~4~2p2tvp5|N=a$PC8NXh$NTsU5l7c*0Qywr-!b7~W>%Az-G=T{K*pUqp!NMSK` z-QNJ)=Wu7)HuN*#Euh2XumXFnDNrM4Wu5FKmv|dsLP87X%nRr&rG#$>o|sJV7$Z&8q}?Eo32y|-iJ--7*ol^Or9hKJOa#FzrhO^ z8GO+thPJS+cprUxePq}=jJzCS+VGALBMITU{Xdi}#&tEY!`r#l1^&c7O5_J!r~KkI z{w{K#u$hcFdScaQae!|OmC;)cNqe5bkac$Z*UQ0t?U?KZ_VOpV^Nk;%T3LC>@2l;=i@bb0+?n`v>N^ko zoR>%X5xpQ+E#n2(7Ln9?c|qkLirx`nhHL1kgZuh3YpLuyzQ8;U-uyVQ+Xf#PYI62yPX*@?(kr``mK9he1DZdoYd|!5n5GF7WHjm!htk*AX(QmoNrW#v1C2j>=a`+ zWii-3RERKieDB7>sbl5oXsqDpu!~dXxfv=7vkj^*H4@rZL0KQ zUCW$8mzZwP#u!taGUERXXMtofLkLG_{Aj~9f1e#A9K@pi$y(dkyEMsrXSiEqk5U}P zDeF+!t0gPnh-V&R09B6l_gIc|1<&DFsJZ;bKiN2R^NODAJ*r-QJmohJ<>T)%3;PSL*7S-nF&AAw zTYY0>^*N{8o%5OZL9WqzMZ_>>c3mTO1URt3u#od#Q$VN95USP)71RiR+kvNOS~GvG z`{o~8k^*v8BqL+i6Sne5i8;))ejl3(6W);J73hd&naf%(zCI&4h0ElbINfOs>ahRY z@dA_;Uz1siw{#+Iy$hj(1kFXf8Hz?@hc+V!IW)EJSN;8%dql&>N%E`# zw%pti3%=U9m_IbCIqD3(L<3(4#1el~iXz2_>_vYAtF_?v%zQhCLJfn1#7vXsU;%=4 zfd}ZB2iaX;qP`M!x%5DRP(6G5hsW8~-badmGEPIJD@c`O8aK(kr7AW*wvsC@o^Jff zrhnsCCazATkZRVMyaV?e|4w|Q)GB7EJ?A1qmqn3>$+ *A-; zZ?3KB{#RlZ(?3bRv(egP>yR-7x_@Ln_Qn^<%MTB_<{+#0H$^d%w0{Mp{hMZzoHsQ1 zAT9F&K-7T%@zgl+198wr$|sOg%kAp+zn$y17%j^OWhGSn_A69kCRN}En}IxXE?V7K z`i*?lU1r|eti^xHL=N_O%-eA+0^zBhty_AAKhtx@?+FpLZSDbnyLLB_kmkv~y*U6S z6<>c`@$tC#yHmgPm08Uzw{;%CCwz^JGy6ZsahZ*fn2(ynKAH)ai~_CWWks#yz`OPQzbJVJz^SB%NA`Ie6h6NKH155gIfuN9!$SK7W)7agU&=b(v2K!d95~lh1V{(wj&}l8-E@ zzk#w#dvK}CvL0jS(f+2AzfC-^jimyogJH)I3(ZA_SlA=3BNo}`H1_=D@>%2XwR2A; z>38sS=5DZ|@7_hy2bEFai%?DZ7`E$+EN>2D8-Scxk>0xB`kHY5k(wmk2vP?S@jaZ9 z?9F6C`HNqM#G9c}p;yqq!xJh_Lf``}tD6KKnc<Zqp3Zr z2%-K2&~NkQwb+qQsm{3X8T@0d*6^thp*qk{5%nJPag&PejZgO}WNM_l^XS`!kZ=6B z$y<$46;dHrY!Bx^ka?Dap$@p~f0MAc!OHl6XVBmgnSs4Ot8v{}AfM*^2sAUW^?o^# z8eMV$o+Yont&v_%JJO${(E=p`(GfSke+eTTx(c{&OI?%Y9PO>B)&(t_nKzjtrGA)Q zJ?(%Ko3FVD?`WbJKQ*x}{;~wd;Q#izKV+Q;#I2>+)S5DlkE8fAjA}hx+L^N}mUK9` z@R=3xuK2@lu5Ms?|8l!-l0@OIM0&}2scN+|=2}Aw*JQ!`4w699!|*iiXGHD~Q=A8M zjoPGz@Mzb%WvF$5c;uP3MdE#ou$*R4{dk{wu{$G(IfNQp)W|Xs2a?t^@$bwYnnwA0 zJTc@7hwg{li*r675Iz2-OU@TbRB(uLunvL$ocUj*CTG^jn&EGkK@hr)0j}K{$JOEk zF=UbwNueY&0Ikop=ORj7Z!PYTra59kiPB|?lpBe9uI9T>7B1ZB>`&ZQKAS~8ACr6 zWMFQyKAyj-C%bsWH!H$RgVhRH#o)HPNW90ZoCE0WWf?Rt;7OHHiuriS^4w#Ei`$_c zl)CF7@$dZLo2)1-8JW%y>64F7bJ!hs9fg*#(u)+L3n+lBT<4`Bj;l>C4B8>PjFM^_ zJOlwe^pE5xw!dIiV7?h{h4yX0#EBK2*F+kuBAz?nN!GJdd}t|kZ-zdo(S;frk?xT* z$V&y?-x~qZL=*@g70_TDRON*lTD$+7_mx@?_q65Ea|J6El)B5`!EJS{R?CoP!+LOs z{!)EZ%XQbpHuh&{g32)3fqd`Mb-@Z;7qu@`q*IW@ctf#YeIsRaORCw( zLLtCj`FmPMq2PL4C}rDcdefIbTy^u^zStv9qlh+9?q;z}O7t%wNG1|S8GEeqLJ7nV?L-2ejVNob(P@DJ@*5HKW*`5D|&!PuS zfv|KUWw=0rX70NMDLg97<`iFOyetEiznHvcL63AY^Ns6$vWAGEA7oEq@#Z72b221E zJ1}Jrv!m6NJwG_sT_yGCW(~CZ4T;&I5)G{k?TX+E!5lOYmpRU3D5AXOY=YVWt+wbP zDo^_~RE9y)n&S+&FpVglDv5sk@>J9pwCA68O}>#g)U;6YzjF(_+6OA2J^lMsOG^;x z|Kck^J_u7LmELUXOc9%eMz{s&2t~kfD=Pl5*R0)rI68YkPqYUr+C}46^eE*A{m?Pb zSGaNbjnXbWlf&O22OmXvr-Mg|I*=3m2uN|6uaY9FRs2M$8k)i5B?V=>sz*xV{;x<_ zL#KUF5P@7u-5}Afo{(L^gS!_;>H{)1gZZKsL;J>aS*d(xiBDgIQt-6DxOAO@>0Gbc z5cIr8Atk+i^AShgOsQ7|bci3}=hQI~72it^R$6<-^4xTnxjo1cY=_ZV-grNMb@+TI zkw4C0h?cx0K)-p_4sJnUI)Tq_<#kOxgOniDG_q)i{6?9;`uX$_Me-T$KsNyS*q!E% zt`zq_aZp?=N}`I*I(dIoG3DSf@S~$%>?eD!e1=|ca$acT0xx}_Ujg3NYmF>>-vI3m z(Ly$HLO>0a@lpkA^D;rUwh%_4fBI?Xw1xX-7+RSlh*Dbk*!&obt#5b z|B12hap`rJp@+7MV^E3^b+b9szw+~9L^=cX{mP|nw5pH_g#LcWFgU^a5p_m(N!~$@ zH~`V3Pg(5PNuw|d4t!FUQM=AR@_2f!KLKK81Wwz0P+j1`;PVjC-a(EE8Rd0_ZT!{u zh8aS#TLZ)uu?iF&M(Q%Q4FG$X8ef}`LdA3QDvItgFUn@5HqJ3ODrqFfNlmtj)>1%U#pMX9UP5*pQ?7gL@Kh_35cb ztwxsOXLC!1{(M(yw{#?~x#!1&wfyo4hidJ}z6-ictQRw%&=-Oa;H+uKd`-PsNnBqon%D%=+f(B&uaFBn5WN(5 zb_xoFqW&jkk?p?3!L{KabX49w>@?5a715|m5gU@JP~qFowY$$HnL#FW@L`)ZK$2V> z+T_g?>6moyb9qk5bupy#G77Y=P4>^}rvq&~QVw+jOX!_rM$nx`Utxp;J|k>W-Y2a) z;BG%O3?|RjSoD2}Xv2FsEryc6+;LESdXSk)H15=^gxF^Y_p(wkDlef33u865M#6HZ zcm>W|$T||Ox6DC(`ZG{qJBV9WO$U+S$|-Ft8jZZSHDmfeJ1z7C=0`5VZsDebBtHnf zs;vW9?Ip00IA^%|m>zk$Legv^xfn`Bg=!}i14;$4o~$5EO!cD+EHrCpq~bAs^;*+; zo7LLgGU#{@NR?=q3JH7G&c8b<1#`!xIhM403{m!%Rqs`UU@K}Mp9WI@6dsTRL}e&B zcmB!{z~LB^(W^VO5iiGmPmhyvrRmm*_mC!=Yy|B|S^06-QHy{ilLDaj-_q_~}%+#n|Jx`zjh+$0k?n;Y$e{6kz zUC8BYhN!7`h#;XXFLHETKGgBQt(O;zIlrqNNr?}iD2wi!`r-w0yRJ zTxo>jNLnIM0`Jrl+pnLx)1+VF`+UI_H7c1%WHf#S{g7U^>LpG)iua_QczwCroluVd z5&p}gS#TP2#&k}lA@b@RX4`GYRi4g~E=iC6dGa&y72j(8MlBJ zPcH5{qhjoX)78^svDI^_Qh;NsNaC0TIR@zm>Vv^6F>O$E?AMndvrp?(&?E3yzq8bI z>%Bb)RbM{cJU9*$2L^6{yRf}D_yuuSHP|BB03rmfJR>vq>c+lEVcKqrDczC8_oSpY`LUYogJ6R?XI|gw&@ts#%>pD_;f|3uooANlA{^K75ykx=`d>z zf?0RiNXU=TUP+4*koxiOAxG*dfaZs^ zoDg-siur-fTR4A&Qam@a2fnX{;)Ch0uaI^oos4*}P}A=}q>&Y%W3VM{g1f{N)^S@0 z6%U@IX9#E*T@o?&+0R7M32;e{UYE*(x`SXF2hqQpk0}tjEsXvyNdc}fgp;k<5#po? z4irBlEN{iXUp`6{a5OL>7udcRQl!T`q_p|xM@GlUJQ34b9HGyVO!Xq^nO zp=o6)l3R_GgVa9312gHEHFN1Ly5mx3vwP1}ePThlXWb(Lh^;-B4j;=0`;Luz_fCS;&mJS=81r z$OCYatCb&bQI5snjkg4lY6*XH%#)Xe@z@@Y zu(Yc`E)&`6k}UJswv3V1lGe>wz8BT@mT?pSX61rbiD*8DrAnRjO(;M;K~sfxt-~+j z3}@5h+%d#=;5#7c?{m74ouZc^9g51wYGQoh*CVI`HUX0AyHq<#Laxe+&3&-v(edKE zSOpOq@KIZQ8J2*A!DQF`u#N!j8#WLLv(Nc=&2Jfrsk#SF_LbGR1-Nhh9|zV%zqsCUL4 zI#^eN=+&%z^j5WH$AB4EdXIyL%(c6UBvVP*HC`n3NOB5NVj=ttQNjN5y|lrWk7u5> z96%si2wknQE9^$E{X6HzQ{y^lrGjS=z1*)J(V}!i4WXDhc<01dKi!q$wb3Tmeb1)EZc>!lIVfLU1eXU|qSlsaDkxlT ztAXz%f$9&fOMgT&1wEliVqt#!?tq)+1BMawSDjDpO=n!AbhxQSQvl*voXZEM3tNyQ zOc84rcyJSXI9aC1&Y>hgs&DA1SQPsLY-DUF0h~KuR;m`+-j=UuY8%c9kAU0bJI%sX zL0!`1`(iUB;3W{xP_|(gnSM!U4L(&i4ke?xz~fk#>DHh*$W5*azMK;jg{^)aI_0+G zBT+4Bpkv1|J^2wo+vK>YN4_0!NwAfb3@KY#>3|mWpTl^xbDNml&g)ET_r(n*%n

  • }xfe`GV%^+|d+%*V^o-0GTDW}!2kVy9l7kdwx3uTJ78 zq8m%BvOsyXl`ev$GLWT2Id>KM>rY~^_21M|l+4_w__3IoK3N5FQAOq@5t4b=HRusL zRtg}ERI)mKf(s+(8%>Fz1ZCK)) z44(@~&u?+VL&pus!4f=lhL{Q- z=K5Q2FF9Bks)`BY3*Ykx<8|v(MS|xPjV!K5AUi$;HD`RB!T)Fl(8tBBrb5r~(S7+;-<@MAQ1T*k-u188>3 zj_QLvgh-VfX2Z?MJq_0Qj>+oD^v4f%-g~2s(U!ZQ!59`d6iL3!Y*L>!ipbe(=Z~?! z6>QA6D0(I_6TXb`qv|3JRBuc!d6AdzBzR>jy=x#iEiIzj#N0e-JeStT!@TE9*@RU> zfrD$|%~ef;E@fe)v@qLF*XF;!EIAne_SzCQ0hM*Tn3CK@%uvO5Y=-SFO?^`YPPv?S z^1 zLizah)+4p7HpJg7_4X~M&ETgb>SiZS=8%-KUW?PC$k*Ycpco|BRUTZSeZ~+4?<}Q1 z#7INMgR@_c*k}uH)+n`orqyx!72}n8J+^1!TBs4xtQhd==U*F-`xSJ*7+*SL+1p`D z^PZ?cH?w(YN~mX)4W##FaBr4deX9JnTu%n3K6NQXdZ&r6>*Y2Ym>y(2%Hw>oU(316 z+@%VRji$VtRql%7%<-g^%T4FmojhlFiU!{m-2bY(2bPs2#;O^$vU|((YF{g@3Tk<| zsuEk=@cR;<$RV@}=+)=nZr?dtNIp=({XN8+(F>R~48&hbRikhAM9D{{4U;~e$PlNA zKu57ELA%LE;}U+R?YrW9ZK==Kxl=0u1`XD(x_=Yf{Lb}L_SQQeZl^r$4f^!!Qb$X@ z*#oXKN8>5#s-zg_vn4ZGe6ep z?eJihPkd&`e3UDlivK1=@#Ci3?OEnSKE-f!R;}c{jFsO>@6Ll6#$@5| z+tuk~OM=>?j$d@5#-0F&W2?!3T{F?~Fb;*ujgiAt8gHZY+OcJabEd zsu#EE@|hfv*4cUQ+?q|j>cIf>0oC^Qzta0+C42pZ}Z-2)X zR=t_zp>1mI)11<1>0YF9uTZAgmlEJtcKP$E2o8zp!85<2?7$mbN!oXKzN7`w3jDBC zN=Esc5&<^xTo zfp1>E-|6wHZ@x?zm95#`R1)za=x=a!g=S5fj%jW^_d%roZMxUhyWT=Df3s_!$)f~? z9icT!&ok^(Ba6uc!pLKEf}4jzO16Jk;Jr({dISS6Bd0H7u3uWbLTiWHgO7&dR49_l zbBSZFI5o!u*&Q^4B*!ZhJtaL`3%&W!@O1%hpbs`p7gxba20uSeALoT02238cb5L-T zp+Lnh7CYJdVk1I-RATJG;N>vW(Ew$}@-MonN1;*Hl9&?e5qn=+bOGbhCUur@{bqyG1@UVy#2fIq&AS?+ z>}5tDJgqqIW_F-@1VRQ>K`vHH!FBXl84D)lo>C?0Zj$1k>q`Utk!!v6Yf>==#n@%g z&~+FpD6@m{OmP}Dq*BVb$m9_nsbIc%?H6gr{hIyUd(<%E^pP*L8Tv@1;$8i?oYo5~iZbMno9v0>!W5 zUbAn&qz@+-bVz7j=1C!(7m#Bwr?SJb>@3dFf$1~Xt2tC zNru)w*}QbzYzdB$ge};7pMVO+`Ar1>mYgq-M@&ILA_cUe#SaLFz<*-6M!6iSUC4nC zjz=05Eb4rFs0r9|6Qvj9i+rK&lWx4u_X>?TYlOgAn(wv0A!i-<5gMdoMDs9Cl)zfM zTsCSA621?~?t17{Kc98Z^W1jzfBBMNQ3(*+Tu6;Zq9~e zM=RGe6;AVyL4KWhiH<)7*hI>&B{CB-;UWT*Kr1QTKDhK;nJ>;-XR}`GZs0p-@!IMn z$?xdej6m-7iy$7+c;lIWG^+nH!kcYC1NpXpqr})mi-^k-L-wbh2sw!^n{ST_I(%k z*t2uz$F5Xv^<1-owbend)b1LAWS+o0dhHx)ALbZ33G(Sva&firZRrT~5IGC;GR#>9 zCS)N4Qz4oJq_|%ZH!C|c!B0=nz49QZQI*^yhMNw@MWzV@FATC#;{WHYkHVSrKHeT= ziwMI}>P7>E(x66kGor>3ufE@V>Aw5m1I@0&IT<{G5gY^T9MCf-7>RCR0|YXjsn4JQ z5*~e1Nt$-ly|X5|km@?&-jZJs4OZ0uKE{Uv%Sp3(W_m~p9*xy(1Gg?BF`r`EcWHR zHIXxi5d&Nz%-N9orJ@dlTdN>+m+Q zrDjw4+R6qNo6^tbhU|(AxD)T9mdpwQIH3eXYHJK!q{3#hF3EdcV)-k5d#Jw(?U>s~ zE&NulPGPQO4FMdamB5B-H|BWIfN{Z#jq}=Ct^Xv9x3pbmef=1eLzoR=69U(8(+4U+ z=(|x}=7%X6>w~R@GLvTfFunJ2G{~5%F_`b#BK!b?37Ewmxxj8Do3doXqr)`5x`#MAVW#L3%sEB0QQnUj z7j#)N57HBSh=FnKG4fpiV5%jcbIk4qv%mGvL;=Li@j^?61XRizy41$IFjs+093xKE zRf;TzNg`x;x99yU%32v_X8j(d_Y4A884v+F5B~eUWb8&u!p7jeqqtS8iVXmN-5+}B zoi;JOey>oN#%S^SnMj4P1GUqWV`M1NzLvJ2E0mHi{tYl9)=xu+>Cq zQwhrui9jEFD?;bxGzaG7)xAWIFc@$yvmTDzv}Y0pYxwB0Hu8QX(+K3@m=ju>$z&+E zhH?w){<1fQf73wK@vJ4QuT^k})ZEY4>)#o|I-<(R7QlUf5p%Yp0$gdWHJW#K1bfHNR{~ZxORLV95wL3)#wpDFlM3~X$h+uhz_OhA+ zT}+N_mi1Lt_It}^-K<}bL<`V1aiJ;MV| zJf_aT>3}}yJCS$>L?Y8YRJ*$%>nXVDg~jz=L-)k_CAuTZ60O+y-L#WXUsdx`iS$a!XTaKK_$nC)iSbzfGdL zjj;h&bpN&Cc|?LnirrgUdGl%^+{maljU57JpJ6a<#AokUP>srzITP|gf2G~Ks9~6b zs#KZ_=_8sDGiiQ|YHMXtu1&X6Z<52nT9v3@fw^S{Pw*e{kt_?Vl^P zo16gK==Lg^z4R1v!ucY^MFQ8cMCN^Q@{u$MhBn4jhA$EU*p*ke!Fs@T@gCDJB*~=AV_gr)m9a7iA$Gn;>p{y96LPk%{vxKenH0asZX{dt+D%wPEbE=H zOyN&Lx?!xeG93dI*-GZR^ZiKubPuES2dZcC_x2B$5znES>|lV)rG*#Msj8Pd>%liNUbp=`o(|04379O#etbEc(N!4cs4 z%?G9oUggB=F(bHCO<)S5 z4e-@OhRWSEbw*kTiG=fVomQYnVcR5i#Cokb-D*;i$K*tY{1nI z*`9C>2UBU7fJ%4>v6c0{ehj!cc2FbsUNRUND2=-J>;%l>oycrv{7$$!vi+V%`>8+Z z*#870p=|WK;2yW#5J}$)f?1qK@3gJL4M7|5RX(%I0?)@;Zs%`l9}89NW+dFRDIb3V zU$4Qfqzkno40p5mBaZvfskzP+JLDTCt^=g;!grzwL9;gTmmLgO*RFq~9QdF{7ZaZQ z^!K+c94vVg_{tvQR>!}6IRn+MtLOpQv(bWQ3gT^L>3HQNdkV^}dKrUt?mygq#&Uc? zh8B^1S_}TUM$NwL$VXGeeH_4UT;;Apotv0Skpq0hPrL$`33KpqjNub7TDhdzk**g* zPpr(ejRxI~0Dh$MQh8P2)VOI3IMolC*7%GGCL{wW<#EY>WvRvImZ+)QU zJ%&a<8?PhkW5)m2&6S5!y{^%SBszv<=#;q-CBrclN#@9vBy(j5DHSO*9StIEA+r;i z4k|+_geDoHL};Lpc9O^tN%mdew!6=B{=Lur>-Oi~`Sx%4-tT?i^{%z(4i?-qB1~(` z8g2M^t>hEHyRe4%u+*j8qQ>8JST@TI!s|D6!+;Vi0KRl-a(AGrH>HAk)22Q>G+l+U zh;OeS)kP&+h{f;wA@yz75lF1Zefbw>zRY0_nLwaeqcA2a>R-AFZBa*-@uu%zaT!&c z?$|u;+I`n`59B0YKH1j>-<`s2b>wN6a;+ag4PRQA zX}W+{c!HW1JUev6S0#VjsZC?a_I5W^k9R(6cT`T=e$S(i9)lRIFcnwC{I1&CdCmTi z(!o}rkiiI%j?-cC&QE{N48&}#DNR$SQ+-9b1DThp2Sank=D-uz!dJ>ckZ+RrCOYMu zE$O-$oM(oDIJU&hJub{cA1ckz(~!^Q$mgd#xIVzVK~ZAE%B=MpNoqkzOU6Tu&#h(< zCAc3g@ROS>v$-vg%h12l78OH{$NDf|&Tv`uGaM1jopmmxR6$ws9@iEus+Tz4h=9)bxsg=zIJ*T|2mdu#@*M|9 zj)^CpWn=w8!s#h&9He&< z*7Wbj=yx;f;_pGrOXZ{_#055}GC7*G z9a1i;Q{dp2JK8?3_z~Dw1##cOK{?R-I6FD_DXt=gxinJtYbMl3W?wf<=Px2?U)2lUCcR89)3@2C#fms4Qp33#>{aU%! zp+ZWoYEo6V<@@fF|G=$Cl!OX=x@w5%42c1 z?NhHfM)MSr$%Y~KnBW+@WY<8rROGoB)m1Ff%KNKee#^-(b^&Ot4Y^W3MgJ8<|Ca6( zP<^X80roB%*H)_;Wl#4%inK*naMvwbh4Dtuh`-w`Rh6#-aL#$MSbn|+%uv)V=lV29 zBYU-%(ifUhB^?oM-R-Wokk4Mvl~iIpQF@#sVAKk`Uzfmq<(8T!YJ8U>WB2gfoR-5H_N zv0@)f=B$=BGvoQ)C;2ftei{7{En+SpjuJs4qD+h!>_ZH)8yKJY&tC(`s^N-V_yy6} zqll4ki5wlqVxO>>#alMRh0V=vsD{wGPuV5LSZoT56^t&Hqz5tLXu&6>fSVDz{#dMI znu(WjU%Wd}>mI$j8?I606GP1~aUs7}i2?zM@4UDtuFjkt0-N8*ZeP~XjR5p=ft|*) zn?tACTGKZl1^~OK)Va}TcdfRD*Xvs?_Ez9-GTUcH3y?zPVIiQtq5R-5pLs|bXEroT z-2tp*1C)8(?*%Qr29(QGBvsN$uvXS=63Dq2CeJBp{~7|)RE-lJ`wNXyho`jv@Sk*p z-__n%AMN()8C+a7$Z3iGoWs`gl^sz~*`Q=Z&+qD7R`_Xnrdb_*1vq~{jzRB$zAHQ;Ou^0l1MyQue@7fSoy8SsNpEPA8bd2$~5|)fI_K_IcATA?=EI^#}*ptOh*t2TE zh6{CUIBr^UO$41lj`N&&0a?3`5i1aQ{iJA1@|FM(I(wRFiPjF)ovA70 z??^WnWa*u)8pCoROXh-q@}veuUeDjv5T+M`>3bJM?J7aCN#%@Z=cw6DrU$!YEy(?6!~0xB+yyR!rqSxQv-=h9+HJjsMGu^hH?~;V9rI=*A}iA^@{&e z1rs6FamYn<74?fK5EhCn?yCz8@e;jya1MpQmy^b{w_tUogMSGlwdiq>!-~#n zzmf()g~45_PVrvg@OwX2ay9r2(~0sZo}gk+i?|yTim+)CQM2a1(epB-yw6K zhFGy=YVJVlsbrTY;?_i>+kInyv{(IuJH%jc==_uM*^uNeFY9qP;LwmQ_*@e`H)BJCLF9lj^GH05akx zr-%aE)&K*k505bjtU;5O>0th|o9NDPNl5 z=+*O^+Pg&r7QBC9U9N+A@}t=e?RTe8=h&WoOIZ%k4aO8MLhT(2!-E{&L)XjZKRh}x zEU-s#hBl>pwk#s`)dk&oJ?A=5f*#joWYVE`Qav*Glv3v# zQ;B)b$BNB+Wn27=Z2~*pkSO|d-#l;2`XMJ(hVE0%DWPxD+25szLibL?PL6R%R0$by z$z^K>68k`tPp?nftXh9+XiqpuC9@gL@Vwv4PEFxVsGeH;V+)?( zQbIjC;y(%tq@xy%1j@l}S9(o7}@~Ig)eOduT8JMmxdA z^S^WRTmmaypVTQPoI;1LP{7%do$#JCtqf>;+-zby05=w%#`6{2=rfBst>SWf_Mmhf1t6$9YJMkFxWm7N4M`qnT zpjq-W)!U+)nqw!%#qvy}bZ+Hj)c?YttNKWpOBdnsFVbM=5sO{VOsq_aX(oYUphqcME~F@Fne`0jlCfsYCT-Lef_d9T)0f5* zOUJ3^Dl_+rCGvYfcOfz z*aK>-Tj)YxKfAKM7`T-RMpLrT4T*VtfK4UnPbO^v+me5^6v8X^UFdasr~GTroyL3T nXewtEUSlx8{6GJ;j>a}^arlnRH+P#w_-CZIQ}>$AzSI8(-%;7= diff --git a/vignettes/semiparametric-gaussian-gamm4-diagnostic-1.png b/vignettes/semiparametric-gaussian-gamm4-diagnostic-1.png index 83367eff4193f69049428dc551ebe6d9aa7f73a0..ad4620cf157636e24c064c72b9a1bd4cc9efacff 100644 GIT binary patch delta 43597 zcmV(io_oz>M@EF2 zv}H$L+dGPZi}k-hw8SDfD!sJw9@={Ui1@pJWIZXTx#2O0=iC3r>YS|?9I7`j=Z??=0{5ZQ(t`o4 z{x>M|KqI9&dynf&J#+gD9#1AURvc+RB8_&h_G*OnwmIb|j#;@pJUI!`z6YxsvIyTp zhVulO>&uqWfJhN}u1kOBgWRQtP4B#EoR8^s#7z3lAn!M7)@x>;e7-_tIy(-DDA2&n zgH1iL)u0S-<$9SZFYu7z{PmN66h{HlzA}3B)@R;*Z!GL^&Kf}tnbH(BhNB=L;NbjC zd*Nii_;K}Rf*8U+S-z5u$~eL3Cq&PG(x3mde>Uj+E>B$>sSbaM&!7~+1ZZ6rBpZ_9 zwmwAdTj1ClJkly4DST1_OJyD~Kf5Qv=Ee8DQr(go>M9{m$s!H*VPJRV2KSHawoYpO z90?SIh>Vf}B|bq{tAU&iu5k}p1NH6sAHJ!YDe|(eH)jR`**7DA@c_Wx7exrii~(7x z_E4n)rZWTMn<0P836yq7mx4|T0mx|)m8wfbN2Lb6YR<#@T$YlGU`Qv0>4(Y*^b9x; zYo`MNkAR#n$lHCz`Md87k!dx^j5!7!H7K1fg1ZvP^m*gG5^Sik%lMUJdWG1ARZnrx z`7M3;ZPB$~p{UUzu_FC(z-{q&e720n?W#d@IC=;h#H4>c6rwBJhxS-2%=|l}LOFUe zeVsVSfp49)cAJ~D=FQ;Gi|{La_P(vwDTuyx5y10fk3DuZ;e-iEh%F{kOFJQA6Lh3I7juvkfWF$WFN>uaROwKNN^jZ9xKBD zx5|e79$TD(7Z`SmWMcY(mkKkuJbc5r2Ae`WeiElx!}0bF@?9o<;AV<;{f$-?4e{GYQ_eS7yDl%6SwY03&Wg8H!S~4X&VlRYH+%M)1 z2!Pg{XR>nd2vD?4u9hJ{Uwj_v-=BUxJ94dM^Uxy`8=lVksl7TUlC%c= zxZi(}+7+bTi+t(7$yKwx0XSI^9_F<(qakP){dx$9A5!i^-5rUXvS#yjINdY zwfVV&=E$_$8;M$ku*g+FgLUAng9jGA+LIpxv9uZH?yoWe&-dffSjuI#i zt@#oVsGlYHs_(nzaS!hIo(t{|=U4*z_#^jLdo8`UrMyP&xJhnQ<3B&a7gFcYv=M&- zq6f)uwbfPwU58_iIi^~2$t4H+n(jY#eFZ#7)wYb`MAGpg*3LCmT9{hvlN=W<@uqo@ z>QB8X*%asL;Y^#}1D^Ou^I_9`Ut8aM_^V5*vo(z{jr#9~9Sr_u5N60P7{p=2(;ujo zPC!DVT~?>Q+!dQ8nV|=LKX^G=Ub25>)9DUQOOtxMtc;AR9`X~D*=n^zup)s=J6#s7 zl}iSxb)ur_h`3!$7Okl{v zAF45ZTI=>%edYoMLol?fK?_V;yC=1InLS4{Q6{o+rUu~5KK|DMKhA?@yAq3xnd97f zh3N|s58;ke7G$Y2>y^i%XW3-xt0Py>g?Wxd)ic6AlP8mZFIjaxXC5Jnq&xG&|_Dt*3Ra-=~h6DgK|Iz@C$SXAQghz^=*UO zaV4~`arP@6-K$Lan=Ao=dcK(h$EU@xX~=>;KZuK$2SJ)SNCHPHc(v{bk8gkYWf4CT z=sXu9-n4%URa-VTD>iHD=2FD-(+RSh)bRV1_y@BZ>&|{4d_n3d7LLYzL4^e2( zAr8(l46FAlebwc!LG4olfY?dlPf!TKfo^#Ad|U17pV)z%=~PoqRh@kD$>kO2op)Z< zw{PES!womArkG-i>aM%)sxH3x;%eGy2NWS0$mY8L)X5c)t#cNJfvAx&AKLB0*43gz z39E(?{q2G{*;-J;&&+>=o>qAcRe>UVrT(l|CUa}{=k|L?`~N44+7|4VXI!UEwtd^4 z3s+CS_4n$tul}!^bFrV7;GxqS${W;SW!bmOuxA*Q_2JpyAw8%ja{uIYeJ{A0a^!0y=c*@U9J@e9xO^r`2ig}=X0Tq?H zvyz<}#Di!B#UXHm5QdX6^B#Z5gtwIn3C^Uv8kGPW8*sAfvAv2zLZEZbcc&h1>K$^S z)~?ydACPU#@vnb&?48AFcu2|!jon3HTrJ23=dLfEa}`t|!x@WuOc?PCPBTs!o2uvB z1VC+GGF$fjXf>^o%vKvH2j3PF1YyyJMI}w|y5n0ja4@Zc!lwV>-wSck{S9W z^OVnr;PJ#v3shs~+?lnqHjuEr(nct_qCO{UXT6VGwa9=V|tY=sQ$U5U)9?e$b%ng zv#W*-g={!+PyvxWX!Pu`iI>PZ%j!+2BddDGmh%lDh=Hx!9$LVWXn_-4f!a9}!2t-i zJtM+_t&Rtvz73*Q6ZO6t2~e6iEJ24!T?9mC&+)0p>H24OkMl3lo5Z_Ng*&zQyyC4(A%m%?7l>`WC&v$N0Xk) zpjq_{*>b65=N#CUK{*JZxL%-Z>oO#-j7u;$kRhlUzbtuhwmUT5t0X8v`mR`~9DH+8MjC0PB1@|; zzP8@Idsj;=u|)l2_tzo30$QsOds4ud(RWq&;BUYZa=G$%Ef4YMH2#hq~<;KOVU})Ho1X zD22G@nr^^k3RHg<51X8G zH}RQ*`=BVprCfo}p)Y@p1UBq9TQ5-k=kvdn@9Y149(KNaK$d9gpE3kwNNI!M$OH*S zh{wo|wIt5B-%W+-58nP+N*{j{1uh2mJR9DC*Mjd?m~FyRFE@CmkR-z@U-aOci!-!e zfe7hcB07vv5XL>k1M41ogJ6odcU}hM5H2#5rw+#a4qrpt7%5sAIYxOc4O=$af&U5C zo=>(7CDX=e?tq?sCMbtVD0(we%YSlZYOyoXs&tH^s0L4So47+N|0b2$|`QY63OMqxQ2&^~;=WVl4 z|6}Ot_PgIVcq`Cl2fz2;dsmArvPiYyf(w>@_}g#4y_$I9iM#9XgLgd!`fkoB&(NX= zZn_rpfHFPo=Dn9H5&D0TVfYTr)E(!^c8P#+45Df0ge>;zyPqZN`)45?ZN2oM1C6$}-{-+OA%V=cA^my4al{_9GFBOmtXW2LdytNsg3=L+HwR87A*Js|TeqI#tWNs%X@R>eLei?7?1O&<|rqz8K zr#*5q>*bEPy^wz%e;5SftJDHc&j6Q6#~7)a`SX!Wf4O@BSq94jtC7B+rt@`o6`(z`s3W2{U)tV_|wq}kx_8gCjq7X zD7!dLZPBw#HfA#YkBZ2T(3n?-f(|_T@?Q(b0B1oE zLqp)iu=mf3Qzk6KNzx3U10cX_%ha=x2nCV#w8Q#!0v*8yN55Ox{dZ+rp^1FXv2PqK zgW4!-Kuu@|AbR0RbcP30Hq`PzToe3@=M!-FOe<$7->AtW*y*o_^h}oaJ#~Nm|Hzty z3Upg`Q+|JZDqIlV7d{KM*@se+B!Ip{w|#Rf@Vz{&+;d$r5dEEZ-dTP4;fK}iv(H|w zy6URK7}iwT_LS;hzx8AiYNE#f&TPs9|hi;_v(J`_(eX+?R*kOjRp!ueq)EzW-xtpmf7Iax>Jg3d>!s8SL$WEpt-qHf7B3 z^x1=iwPqoK{V-59_*PB4m9W^{CmsV~7=7pJ_l9){YP1LvO7Tzy%U&Oaxu#+4Zk9E; zD!qTW$}I?K2yO;**q@A5ec0Gq5VY$oC|W4j+S~!t?`qTYZL};__l?;PwlV<~bw#2l zC#A;hch~K?MA1ekyH-#Qg2=|14kKFW~E4 zE_}4G^R>DypUnNJ)aGUTj_<{A7t9a$c&skpG2*oVoe@#bGHixIds7L~`0Q)9Zf( zW6gF*_xr*j?J1GCpJlX=9>PGE2ep|$t#f_zH+Elo;Ws+{p0ZwA@YWrO4bsK}2Z3t`n_|2}r)%Ke2{Jp7T! zim*&zW=!2-VUBCfc_*n_TX@tP*N$LD>+hS#WXctI^yWsr?^w*}Jcww;Yh8cwfKq?o z>^Bcr9(17a&Y0k5{=mR8Mg*d3AAK!Et=GyX5P!h(h(KUPS;x|O0I}m7N7}k%mojGR zWG3iwF0IDl&JYOOxe^lMP#4L>J0nD8YeY6Y?6gwNm;KeH3MG&|qs1;;<NcdG7b8O>g-ldj_(XO}}3tz|p{kz}dJr?P`Co#yNxOwN`31 zbgmrM50c61$0jwZJb*_*?e4wQw;=)kzC_l;xjvj=?xO?@R034I{5n7TE9~Dn@R^kgEQkbxC9WrCX%IeC!lw2AVSUdvUX5?s?}Coty*)Hz#}E|3cp&JuPq;@1pl%Wt@VCD~5H`5T-ns2i9(*-YGL_ z5|y-GnYM<>EE^%UIr7LOSAG8SX*s`I2fMkifqgG)7x;kVJ#3&8eLwoFWG9GP_5}t% zG+EE;Az3l-rAdEbtIRn`sb8-Zh!?B-_Zf)_ss^3P;%2-Vh?fzjiBmIGJ3A@NXWwu8~mtODyO^`XSo}kHEaQcF^v2yJ>Mgf3&v6i`; z<0OtvkGv7L$aEY5hcDn*Gr`qftISd|Q(`7_Vl zMzwO59D;!`?oE@%ObtZ9lI5Mfij!7@Mph&EGf^Dz z^KrIHK9GM2b$((d&<0s3#AD3=>Imp2U_KWJhROtjU)K$xQLx}8q)BNFxV~B+IY)B| z+|Or(aOdxGHqa6TB^4BzSi&EM>X;!FoIav z*Ml#-TOj+ILjalE@%)F&XUPyHYLBzzIO{T1yLj*e(iVp z>o?U0-*$1Sohw1)Vz$|4D}SAN=9!Dg4M#ufsH0YQ+;K-W$|$20>DqSQ-u>%Atbl9_ zySaZ^&+?Y}!Yucn(2iDemUYpFYCaKlG z({Iixdgyo7kj0MQXzuFGGuBDZ`=mwLYUGeXf1C#oXL4ppMxUfKpx#{D%{eZzuJivl zc=G#$qX$6IP0N%A8rYs1nVPDHFfpB9harDIf36G8gZeq=!l4La{(8>(YQyBC|SAsxxqRzaaoft1!O3!)SyxnK6+ z%heeXRq1ibLV4cJIYFRWO<>a2vtgd_DmwFQFpTMdz~|d%hCB$Lh|vC5JYJAO_Zxo`Xqs_P zqL&W7&%=u+uUXcq{_Ho8PdN<x9 z7+s0})fx-@9j~@xnCUtOWQ9MC)4&$zaAg}FxU>V1fUZk0Vc%;fAgIlV&j&K>DDzWamTfJZl7Ya0LpPmF|2a7S zz63c3=bVfm^&lo{(<|p{-)ioHm(ikr2c~B-b|r`@Gu@2sw(OMU>){F15YUM7te>^f zht5fUFaMpNb~LqS&L1x1{85fi7T-JE0&QZ%c?i~QnzlY@h0L6cEyn*jsfkaK?e=r@ z{n-7k*P(0Ak(VKG0TX{tIA-CMK)wF?um4Ln{>y^iAY77BcHRD%P7_-BTEz^JVHZRQ z=FcasUNTT!7PIX6hkXD2GPvf6S3j%{Oq(Lv+}hmNM(p-}^TUEXao$G<4Y)d}k9*?E zhm?k1t>y^<^{)vkwB%7wB;tdVrkqtjctPg+(APcbuIT>1pY=9du%Hw5zUr^z#OdQ2 zv_2b3&=91mqo$-H%l=1d_Up_yc~GIb%IM!MGGwWS)9uGS-D8!R`#n=5+F*kXN*{cuH`e`zvH~Dr@EH;eh>UT5JH{b`Du)Nd?tUl_Ne@)y zIGJX9gfuO4j2tG&`ghweQXc3s;q}7Yry*`^Ct}&E$KFx(xPp+&SRGcTYF!U7>VC;a z)Rko)YT`2{qXRR)bn2Sbc5z8`jupx8p*YfmQqSZZ=1Uu0^Bgz=)UwSit2n0nkI z3#`6sau|()g+u5QRB&z|rzR{512I3A*XZruD0Yd#0+We;@r&}KVjp!vW3 zArtrXdB55#T>w<;%;r``_)UnHgkeTaroTug$2m6T0IYFvIRxbGWWgk?T|hGa7(Xf#`1IkM#XuAY z5l@|dl5u`qM2>cj5}kYX;RMNSlR(XmyGPbc*TdsSuUusHTyxh*rfd}RO^?4-0L#~E{eq3{K-$E<9z+~)f#K`Bc>P`+m=>! z2R7OLlK-xNsM$jvbbmH_daXHq6OU@et>IyzJjB&G2W4igkChqaoR!U5O-q-|QcW5u?#N7wGaU~ZY>qgOwNALZzl5>(lEeM=1%E8Z_H=@< z*WL~jKRwQetbfx_(s=u2rY*{B_on?ymb_hH-U;R%u_O?&grH&-W~ zcw))sPdMR(%D=&RNZ0!q8efNZl3jhyGB7YTootzr2NGDat*E+w&+zuuLs9z~q8mm$ z$lZf!?#!Z=+36Q=t<%*cyC3|ZOL1pe0vVzV?|<<;bhRP%SY^i2o<-Mw#k8);RAs^8C%R-97a7s&G^vm(tmwQoW6Rx7BR4?z;1&$bN%I**Z;`R)(Ep1 zS$|8r7xp>@JI;005Ce(eaKu{2^jm{TIYb$0t9T11?7?i#ymP=_zv|&v%bayXi7?BX z*&y~khoA(2d^p({->-f?=ICXOlpWN&vAJdSeL}+1fBs0eKW&bgqXc0?NDQu_tS2yZ zP9rDSLR8d(cVjYTr38KX<{H?h(YOa(`F~XDLXZKUlvx4P8oi%cGfw5&v^~n!5dZ~R zpQbg=Hgs(G`?gsl2m{4Bu>Ws*y-*-~b$n}~Y(nAh*9rDGa6(APj?+&xdVdG6Ib z8TK?m7uHD02`SGcKEZ+#$)ORg(RxWQK$n1RY1Mo=+71F+FuH+Grr2Hg*z2WMjej7h zO>(XfA2@Ym zPH6rxo4abV7;I&cxlFc|%-7ZJw)H*_RwOzPyF$jx!^4A{^4RmqK-021aHNMh`Cbg;TYsMHTl%3r zP_-~^o|+{EGJ}5XgWfyMd5)OVIUw*qkrd?!nLe0XHm6VgtT4)Fj8ijt4=Iaa4QQ4+ z+D5tN$VvhOVmt_Z6Oa9qFt7h!j&avGaak^X^FkO53ZYDJQHV`~8?|^sMvx53We@`o za@*G%e(}Apl={5i8OeHS>VM%IWL7-117XfFP}JkNkl-BiXQ^4w5`rM7d(C5gOAoq$ z27BCtTZ`ZXfsmI?20m>vRD`yF$JucNGQ1~KlCT|<;si`Ny$WiheF9@uuer zAA>_UEa(PkU#))eIKSG7xwf?l3IvPbWMv6`@t}9;!Gl3J1S^8`(pFu|$ow&%(-7i5P(P0dEvsUQP4na{m) z^=^xmzc5OPxoF7>%}m6><198-MCx*8TVt3VL_kA- z`&$H4#u#I`7P)ckBSIg%G%4NDQ}6~JAZ2)RvyaWN`fjr*mp;h z*#~fF7ioM zWn0S(NO!sfKHb~3gJcUpQbr>beNVI zN&po33@OQ>7C80GNW>bNBI_e(>f!kI`=3;|?!Q7=Vt{W-L!5K zKVYk~AFLiZa-{;DUl?Mcpc5;8%f+Xu*6)NCKIOlwcUydbT_APRpcg#p({Gx4bp2EB zuCCc_z~47tGc>=4TA2&6W4cxPB})&M_R(FUm47j;?3?O??=lwp+H0>>haGlUslo5K zw{|}=C~#T*@T*T0)7XQnvksm}32~Oa@{q!)W@JLwJ?ZYE zn${GzsP{FvUq$a8+NRkxhdXda1YCxOaf*7&=>`x$(Y~cNs9zjJiZwoIhKA@7#~6R& z$$t;ZYh@oEc3OjO3DIe}1X6+@2!xCp@}Q=zh6--H>%e6T1btXC?76~})~;rI+UXWL z@TTh7WbAwa^4dGu?sBt^TgIWTHuos$^Z$O~Ab>on%;5$wnT2D%Do)M&i2Ohuu*ebU z)J(N+`Dd&t=vo;^*8b4pE0iAVeIq!;*?%e-Y`SQ_8Y?+c4vU}+5}(qDcD_v)o3gZP zx%PAB{MB)9%cL$u>z`Rrbq68H(zuNRpD{s(quN~=339fce?>rLSpt4+Cg}Pqs*lK~HdVl+q zCs=}p2s(CMary*M{f5KDA5|BI`M-a74bCU|rYUkqCEA z;KArq&_U>oDHp1*+fHq^FM$6%j(=Y8*9^*_D|HKE{rX|`)#rM#$TyoCP~RU=r&TgJ z5n9!}cZbz64a@y>nMJ?ZW}8)$Pd<5d$RUT6Wd&;Sw0JPBmTIrh4~ATa*s zSmz8OaL3p{)qKvFC_##1W-OPnH6TAsML==)N7M@c&Lt*Y$abx9o*k!oG+ZbMse7u z^?bfS=BI2rZ-4s1A1~RdZU~N_0vP9^HER51;=T4?wrqN(*(VO^@Al|*PgH8y+TXGS zC2QXJwEN1M{5!u8&dE9_8tW%vYkyFjx7sao-8Gp;_L~GNRMCF9?Ul)re^D}Rb<-M^ z@qmQ_C?EL#lM6O1!Zi*;rmrk;bV!gOacqBCHOE!Mseed)0wwTrujk&YHd(qHeknsB zQ6eh3emW6;8>gmkoOCUvKD-5e@d8T$)xHsS!F7<$Q)Cldfr{08^@@*|?7!9A7j@rz z>)$&1vvxZ{v(~=tBjIa?JTwE>fLce%Qd=>&skr^1x^I1wFYV!4$@fDA}t=j9dC#w@eerwjJ2X%Z`plX%ba79-PeZ0aDI3Nwt;-MM%DqOtFK)zy6gL+IPS#52CFAVzeqv+Sps{m}W9j?ln%~L7OurqV) zf~?Ea$3AUYPrCpBKmbWZK~!3<#ecv|fFe0q=7`%0>5$d{Nd4vLL)3$;2KN5ezv0*T z*OnoV3U-h!edg;jR9mkd+P}lUAero*sRIy!ntS=4gO(fGyZ^?w-z5j{sE;}3n4(KR z*<_Oy{qVETKD(NJ`su3`R~#~=k#BruzTpG#@P6&|wF*4z!@WytW}xA=41ZL2d{ns} z2-}+&2$rb&C`ZK93z4YC-SYBMH}sIXCIdaxd}*f-P4nSyYiNwQ=%CAb2E7{U)jQ2! z?Q_+$1?C2kcho?l&3a({KDEEIwwx~y-Jeyn?s;7q!;0+nRC>B)(i{gSu{!_=cdVf3!rw^B*PlQ5bE;r^J){S5f&2f&*=vmBdEdDV!yQDn) zLESQl`27M&-;oE+L2J!ghK?x1Xk`;v9JM|Y-1F7)vrZUk*8l5A28<3uKfU??3oHJM zLh$48R?9FK_lF?j`M3X8oW=sv{-OxG;8uXU$&v09fg}#c?>KismVdxO7U$;~GJS2; z1dK8nq{qp}jsARKf6n*3WZ~E4{C3Y+Vr=QX4kl*Pug2D+Pl}L>Ha+iqCwC7B40ua6yP5YI5f>f}w%L5sL({vC5h0St}v|eh# zvmTRde`WPt9Cz(l>woKCe^s9FP_GS}TT7zPfcXw!c|0@_0Ct9`wD7lz5Wm) zU|U4rZ~AzL^!~ei1(sia`RehP|CWu&HGSkWgYF8(HB&~F^LOSiTb2GC&ph?dj z9EZGmdbybg_7++1e@362a~A-7kc_rR932>34bm`~9|v-$#^wQIBAmWwIRG5pS0_}lWV+iGF^OxO`>~$?H=uy?l>Bw zb~#w(l7Cm;`=pQ-1!M$>oQLCvsOW6KE5WjdgdDN%oJEz*_}{jSgzv^@+*?qYT1M6A zV?2gagBBqz3UtZI;wxzHJ10!}nSMD|L1dbWhPLl><6dbR2%gFudnla)?h_n|iNnXx zVX_6V)bCv9bvY2@8ef3!+9Q0 zz5TUJjl=5KGfikk)+v(%mrovLJN@v;TV=>iYT)2uSN=-uSPw?_@frFB4oG|la(tmkZPp|4`o82JAZ7Q z*~@XQpWvf+N)`8IvYMXzKOVkf|M}zfzI+vkc+eB3Q9d$y)wtZ>hrCF&Pf#<JJ}oqFO%&x0C|dgPo<$huy0jJkGpNUk;eTm>ppAcRng9(%@3XjX zfNKIVQ0vD5_@=VY0S@RJ{=tLFgSOSQrxCRoUQOnCTH3%k2Jp8U{6W_|TOR5%*v=Rz zuvdoQsQGfD>dM#cv1Abj!qztK6l6?EPbP$+uFYrb-#%0(ov9_7cBfv~G!y8I{`3%9 zJ}P8nTh+MLGL;kvn0OdbNq;ktrnYsW?)BR{|6ClSnk@t0?zQSn)eQ+21Yd7tWT@IZ z$ByttrOp5!4F0WBv)<;_2UE|UqNv&-EzxLyA-eq>o2-?<4zU&W{?T&&pjU8wtLeEW z{d(1|ix$?r{^ggFFI4v15 zhohV^Nix*FAAV7efg`^n?RbI&Ds{^r*{e8SZ1kFx);vB_29=exO=8sV5Hj9X54~1B zdCbcFp<@I+yoM|Ddo6Q|jCg2uX&Kw$h_cz-3dIs{(d1p-`G*RC_~ z>#~EVSZ5aeIOB{{{?$7rRlCeG%hW%1>T91qeabjmqB;J3{PD*nlmFol`@xKed>?-J zVJQpv9&5inJO23NtIt0BY=A$%{PN3%FEGF_NAMqHVA`|P;hXg|5aO^_YwFBWg5)^m zEzWwNz|#7`rhodyXlXN=w@ZN=xD|BTYDT7NpEDknb~%9&!)QFm?t?|3Qb(?{ zb9(0-t}=Tw^);vosTs{M`LJD^$hZg{)xFljS%OtRK99U;`EtkrV0XZJqZ@)_Kd#epjM*r4ZZ&hQB^}ooNlYjsH z_p1pe=$9do0Tq8d|NQfpQMS!L{`ki~uHJd)o#wAb`0v4Wrd5r;$t6Y1fyAl@$~kwu zSV(%q^9jn5)Zb`UbAp%O|6(=Y0k>6;9kp_o*~ZQDmCa$%t1V;D%67HWsr{?BHep?= zY8>#a85Mf@PKyPSf48*887k6L`}6RtVbeE~*{V?^Xsv&gAV5~d1P6ELLBH0#lax%E zL-=vBY>xZ0JmjYucl6?54du`-CJ?~%tw~$WbLh(VN)bkr$~=+1I9kX9=kdY0>lX-? z{yAL&nbKOx)M)_hed*)XJ}Fm#@Db$*zSQRRSEjo_8{Fz)(rdZn%k;kfV^CQt1i z3xC6fCog{rb>^D)xa85S)n5xil+#iwfMg(dX^~T=S>ljei#p@_A+=q+!y-k>*zq?V z4AQqAX>$5 z#>zI=oqy8sEZ!&x&$_7rUmgU4l(NPuz0>55!Pq-m2|4gp)5{M9AUTUiqP|<(`U^}^ z>C8a16zu5CFyU_H%r>B}Fzcja7Tp5DhCsvp`P;0SHGlb(H3FCJkpVO{Oj9kg$Rb}m zHR^{$%LZGjc5n}jgrB-PJLsT;$`Bj1cQ*Ijb65A@e}7eH@a30{|IIbmT$fjp0Wg31 z9j{i(n@z%8R}V^!QHE@!ZEZ%ik{G3P-jpG z6E%2b-@u$|x8QkG-DG9zx*q1BUF}#V&B>7WU2Ud}3=Mn#za%)$wpHS@x!;a{@4-#; z9C?Z}?Uj21ypLaiU`I;!qA03i`OklyY*<^~gW+#bTVojN=Elon>+Ib&wms*;IQ1_A zdso%^3CLEDquV49xBE>?l$q+Y#eqHfT1K|UaoD$P?5OqUDg$nmBCMy<#0Swt5bS7~ z6XY1ya$v5JDR5Zy$a-LCD34aTwNJdew4!lHxD&Q*65La{mN#dDAJP9A=NG59)TH)&FwVW5=v_(=HCwe&s{2l%Pc~w_}nO3(g4jASwPJ_2{)zTR&*6 z*~?q;HGUan;KIli-@e~6DPMnTFZ8$Z=k&IYwg|G)DRak+j;_B{dtp3HmUq$GW63= zKfUN*fAUGhPXaqPo%^e=zFHl4;DOae7hP1Kdl3BaJlv+7)G+#=>1BWZjY!5B*3P{? z?yZ-cs@mq#NM`xDDqTU>h7+{BgTh_x2(IZFlZNMfr`A8v`qDf9@a4_v+zw z_9jp<3GQTBQ?8sOOevRL9DH^eb*5N0(8Zyf{_%-GcD`hHX# z$3j6Ba49-!GT+sYzoUOVuo0IGiCHIEDW@&to;QI8#ANavuPQLTnmJh5nkexY%A$P0 z(cO~=@Yz)Uf~>5X;De2o+BY#8&gjyh9qRAMcsdXS5l_XrFO+sYWe?D~AubOE2{AlI zDMJ~8${-}cggS&YbJ_LYZ*+P;9rI;E^pe3r3Dn*vjzH5hAs&C$+WVk+D2$1F){`~? zBHotiy~l(nL_=eo+MGa!nj*zP>UmAGRu|v@QegSN74|-LInG`81S1TC_;hf^h^(!3z|}`#5)he^Ya(#3m>dz(0P}DqnN%w%r-KA$9iG6KDxUsQW=-a8yj) zLtq>hMw8&oE#@n86d-C45oNMNGm5y|hTIBt8KNI@hw#5Gan>7butDjifA78bs-urS zy8Q8Xzx!SF#1l`Hv9x24J$9-6zxd*dRgWG$QaAj1eeZu;?EY?lcwT`Yrk7gASwq{7 zRh?A^HzZ8PhYZ$a9dl%Ae1kH**Qca~%0LzK*1^eYvg;*#U3dP;`#X2r`9oOcYsW!& zm^bH$gLu_%4@s?@Gh(vn9TGU~l?-0Hp1L@NLXJ&)7_y&?7%7XyC*Aw@^bg7g8~<}& z9IounC{hk$zp&hY1yMaClr-@#eo`$T$E43+#;Zk1%amF;#|!QFOEP^u_MH4~X^)f1 z%9v%}uFAa!(Y=4aXnB)nJ!#{)@|uy#WHgi81T=N$hSo5GBAhd|y~C2JLr2bygzXX6 z^e$4aP!OatLC%q>hZ7%}CB!k}Lv0yFKqF>r@|m7~^=hP2t&J9%s&q?m>dVDx7&0P5 z7SK^CY?|N#xlRU2BY{rD^9ih!Gp0;W`(G1q^^TM&F2dvKhj$-L6;uNUKskp%)Qed| zqfwE=9t#oy9a=xI`r4PzmjM_tS!q=?=*Bq{J`yP46+C8`sG06ZU6&Y`0VyzUyKS}k=9?GNL0y~JXrqlP|CrhH#)={(3@u_p z*-`iZhWZL%%bW6aMk4vzRy^jHahL%je{$s#5O`RV`vv6t(D3_=FC~x4v=A=WDPc2zsC0nJFuwk-Fj@j}2DI!2yhgfFZf2?5Z z(KvGjX@WT0FVc^<;2~^nrWkj$IL?XlU>>bx{KuzXU1rT$3o^j`j%o4)76$9Q_wheU ztJ?39*_$;#dmKCd!D$)NB7iUiWZMKklo!w0W`VDf?VJz&@SFBt(zpE$2gO)c)7dym zya?ht?|%HJ5|s5mZq>3a&Q`!BO?djpKmSuQahdYlXRnh0=v z4mV+p(MHL!FCHT3ErrRxLGDcf53_zmRLn7;ZD8V@pkcWqduEE==mmP8^4FK%nE`Pv zE`2JFX@Vjv+SM~5=%P2hcH*2F@)*&Pg)`~Ra1;)|Ez=@)RQlJ|N-@Fb&6j+d0U;!v zNob(&^-j9G)K86`}N_}?IwBMb+*?eV~3sIeOw^^{4!I}XRRP|4}yVT8n&w0xp zUq5~A!u;lpkm$4vYNZssP}Q@qkIrAeI2pt+>Uo5F)Y5mzs7>TMMhJ)+np(84j3eAV z8NYp54+hR2GsHM030eUpdkH^e!IpBf;1yfv2^nxvtju;vE-G zpz>~UYWnuU<^5V3Kd zgF#@WmG7pMWgf|Pp#Tr3cVD2viC^DiiAvyb(oN45_}_^msOkrJwG;?8hBUVF{gS|)b=(D$w}KF(@}6o@ARUlAAFsV z$~Zhh$|g~0)4C`7Jb0BUtJgn!uaKeiD&HE}*oCGaHD@&J!odGBVy}_K9u$=)O5+)jbuxfA^+MJWDR2Id#vlRoE z;GF>%I5mCC;M&^MtP!F(Yve5oVA$Z4%CwtNRhx8&D~sbMy=v&oG$G(kHU3YN`HoyN zNbofA91q(mqL(k80ZD)L&w8v3E!tz{nTishn!N0s1KfA@nM>vk)<6EnXA100s&<<3 z$Ee=<%{oN^4zW!e6n%bX27onwD#A8@I(F4kj_`L`?H6(4O~cZkV60KAD6=A~FPiH*iM~d&cJT_rLFNc;byr z6I{H%bGQGqf|qTd0W^QgIA$cYrpb0apj(;QoQq6-^N^t^k1^wTA2@XRqIs_k>A4eE zEA?g$>NlCU4jR8Aty*-{^`aa5dO-S|W%CGP1`c6scf=414^1}7NuThmxeI|#k3N?A zbQ6wQHX%Dhj^q6HjKZJ{oLBlu6XdZ(jvFhax;{*cD-7!6LOvmoS6(qJ&+Sr zJ~70`5TCaq=X>0*<|>^G>xW3j=^nM-oTVEAyzliJMb22@rQQv)$B0+&?)}CG5hc30 zx*%xPdn{^m$E;faxq3KGaofPkQ>GnFE&cV(9JuGXcZ+jd@~~SA@s9>QZFzRl zJ+DMBVU{9xq}5e!yQ~{60m3(*rPrUNYh9-4zmt4pVxu)MhIhlXslJpM1A-fU_^vY) z1%lwc$`1oG_ui!2UsdL(*NTct4I7?%Z$T((a_7Ld(UHHorvypu*)$XWmz<&jEq|7w zBt}Hmf-bF_l8vsEfMC3>E-!;oWKbYiQ^#I8b*%wjPKxxHICAsPWpK(2q+ah&%N2P4 zeYno$;$4tm@j@!I1SBC)#XHQdX!-3j^$QAU_BYPD)TC6VsC~lLo_H zy3@iHF_-`R-+!uu)2ltjFMd`WA%90$KOs=RuLxlC zO*2mEZND>ZgLPflbi7Z~>;L!s6UemMR9WLWGN=bp5P|Zslp$u?ZXP9gzux12fm_tuxmt#7W2lDPZJ0-3fv~D9y4V+3g#s zz8+@O*7n>B<`C4*-D{MuFzt~gl~jg>2`U6Z0vtgm#0H{49IB%M=dd`=?tKh;1-c#l zpx3DT6(i6J$d+YnYL_qc4MxQM-%NJ>41;NF7)$fi!0PJbXWZ7OJfLM=y^mY1WYf*p z`CjYN9nsQ9%Hq_Ij>E4rG$U_8?OMasxYr2Ljl3!$mFaf9myDzVB!Ag6LC_pD zB%FgfE{8qe)Z>)#wF0eQEiy%QUPi7O=}K{q3L6+5Nlwe+@sYRPDN1hIwV)h5L;O-+ zpk@bsFd#>}Um5S4o-O`$Prf@XaC232MH_(V3 zNR5t*fX-EyTcrUX7kZ~_vgV6ce+(z%{yv#=pE8K+LRNRvmyx9b951)S!b7xOZ&;nn zcYQx2MIQE`@5&;)^2#e!-@bjTg%@74S%y}X?osk;#6_?zl0U9h6Ax$C7tufD} zrPYpLNn57P>(I16$;7`*dm2ZL;HORrc9#KSr6c^UIqxKwBBlXHe{&q$EV}0WQ7!plOP72VM14X34)(#?6kBpaP)_ zQSau|r>P1an3_B3RmXaJbPDE7CJ()M^Zn0@7C^1Us0MvV6wMGXl}o118q*TE>50Cj z!vO-Z)GQMeQX`R_fAP`=cV3Q7nPmP153In+aj4n`LHPm=&hxP70I0+7xZHI8u1{L& z*2$DODu75FWqU8toh`bxHnQ^*y|2( zpR}5?5_LT-iq^L_QoXe8m7v-)s-N^h%-a|e29=s4gLRz0f9ZjBDQZY;`@6V}r=EJM z1je(@I_oe!{kET8!}JikclKRhftw;yqHccrMzd7ojQP{*q+4I8X4~`n>cL2xHsR~x zWt}+1CBi&@@#Hm15aGDYQ2+IL4+lM1uwAVgw4* z%@_ilU}OKlf6K^Xs~vww$$Ym?{dtxM`)ILig;jA4h??vW7Wo7rQ*Ds#ZWyOW$9CW9&eG?^HTtu|^@?vFp&BE51xb!`=jCTCLB_Qy zcRY}~{}W;3%Mf2ZZLLzO5UkY0d}P>${K%r0oo&Jaf0hYif|%%jFyFmtws(F|o5ez! zdnklB3Wgl4>w|bW*WNcoN_L!T&2%|zkP^YhnIh-hSD$;*;>1@v=JsUmKPn@C)t;%` zStIbeK}B6L{0A*_&G`beOfq)0#7yI7xXtU;o{^tzHJuJC%=XJNC*b_tM|cSckMkzj zC5F^(f88t4*%jz^@SR<;?$-~|70|b>KHmG-)vC`v{kR%+)E`yHr-nS<7`@Ab5cE8} z8CV)y8bVMTc;3SstSwvB(+!0HsnZ`fi@b)5>-V(vRT~$zF|Ar!xIotC&KqiT`sVZY zm-UtXn;p-IAQGBDhR8-E9U4OZbG1yq)2}bnf5!S}U~}5-I0jk+H$UtClnYiW@U)Cm zCWtt;M_B!B1tqggI%bhyg=}oQ)O7uwdwnisXO#?)_~waI#%ti{Pu+Chh|=_P%;vd6 zXTC~TLv8fYvAT578u#z#UYM(7J|^^;ZQq`8@&ZEVtM?qL0nKoYDA^Gu ze=;R*v&EdJy)SH>c_HJSD zYxj}`Bl>A4J8R4N23mIDs1XCnw3=0}E{>h89?IF)%zOJ9Es#6H-bZm3Muf1+Y)tVu~JlB_iL>u1$S3FT*dhL2*V7gtQ4*Rq@{N5UMmRee@Gzawe6X6Fimjb$Rr~+8kj>r|D?>QcTdckOup5u zHL2o#({*6lp_a{m1qGnPfcUuP@pqMgqb(+X>$bXo?p}d<1xD(w!PiUC{gvR#Y*A@D zEt#SRq1x&$7d}!T)%Muuomn*y?51blS6IPdN0};3c2i7NkJC^?9C_rCe~Sz;XfjD& zVOe)(AH(9c2xpf*@N&tP>sl%2ykZ;%$1986Ilb8n#(7>8-F5onKm5V>szs7TlSOUM z_PX@3YMUs|nFEfDWtKQ+aY4vV`o7PMMmg3w!4^>Up}&7B8tiXn!rQ2+QKwd#?H`yr zxZyXOW*)l0NuZ=J9}(^Pe`Lufy%FZAvs1NIPRCf)CL-bYXC+_|tf<3+ybsR)ZhrbN z)w>D&Okuk*+jFk!<677jJ^1GIN&hpBeE!tEe_n`xoc?s-Kzx;8WY^qFX0+d%ZJwUV zWxY~Ta4wI8L`O_!@&CfmcoRwww?5goXx#UVL*FyvI>=^7e4-`jF zOZ~JsL-0ES;$nx~lCsIf$>jTG=9un!-c60eQ4n0H%^w&2{HA6?d)KD3zqgiJ0TJtb zc9u&if_(0!nLTjk7XK5Kv0cH+Vh7z?Jro&RYI=gg(=(p|xltFv{8NuxYVx%7+xr}L zqy|q!h#an=Mt3Ekf55?Litlvx9J^oN@fGN){rNYWj)I zX(nLObO4<_1iirPo_tsO(O2r9SzY?;MbjJoSQ&7#($Tk9=Wo%k9SIwpuDKfO@Ms)` zhozb77lmC+c?|RZ;(Wh(CYjx_-?G)L{}nKyg}#5XW{z%9e}*Yd&Qx}()ej-gWH|$F zNX~-jjh;2hOke?)W**dJTc-*^@TkD{Mf*H8Y(c`s_eB9NJ^n;uI6m!Wt!;SZc5P3c z9~n(%j?kqJEWpz$22y|S%@4~y!1pxZDXoE>U&vahdkY%Q+H!&ZHFd`($hh;_w=?g3 zwge#K1t!nLf4MmC%R)R;3SfwM+TEJweaMIcCkla&B?vIS_s#?blm3@%c2MAaQ2MTs z1vV6@R_n8dS|Tru6F)W%yf#B=o;-S$0>KNM1Q$co$k9%nx;iB4(!Q@0#L98Hu1!;x z*(fABBudVgn2cV0Qn$Sl+%Q3ix_(zpaNyn{sXW(|f76u!ZSH+;C{oc-oNoJeu0S_L z|Lwf4T{fbtF7ITIRGzCRdOAaX0iX%z6%Fjszcc^N|H{ zAnb3Wpf!RBP`?_oy6;pwU0pqsHbIcT;UgOa;)W6sZ&~K>o@Gp`*FO+sX72QBkD7p^ z)mebq>nUX%tbeU0W2N$UVN~Qcj`ls%gH535f9hQqFT}mcQijmNIOFbrC=#!=0vss& zoM;u)&b{9D+*AF$$o$qn*Izl;Nkb$YR)%co-@r_{N5=wW;ndCMEn{?{B1#H65d>UF zlkJH#4Q$)>-|!nQNC!iGEQ`-LYJ&F_t7ETw=4;oieoyz;5q|}`9sG!Y4TsnnXd|MF zf9-)=8)6d~)Ar_b*RLDYR}V1+rdH$7)I7niAAR&uNOp1XnHD%A7`WWO+A!M*#>l{z zIONuhU7e=P|HjPTJmfB1laU46pLf@brBq}1$m+9?U&LS>tK&9+gisD4mo?^{w7Mf?K5cvk+Ay_sr2>=L z+B4|K3F(Ok_3xN21g&r1IW z?X@_zcP!u3?;$bP%5`e&-qtwzg z!*afe3SdXg8tZt0swfK)5Q6e`+wi*rxmCKYdjQ=;#(uFR{DOw4MxEXe=IJTp^7H+@;zqsI&tF46tZFu){A#oq_E&+Gx(t?_&j0@44?X1&)y?4* zsEvR5)qisDOs{x6HKlu7>Ncj(hzD zCo91V{feEsUXpA}&h#HwCVyu*GzIRi+H5v>JXK*b-Pw|627hg& zXQzr19rNCM;nBn)hroKBjA`mgH^!xGH;|kCinp93uvgh?U7n}Gpnw*TYoj# z4=PGA7W6Z zeR8QodlnL>?gOox&?Et6M@*N4`*x@0`vsfGn#w-9CJv8yP`3@AE70xWhtKQsjU5%Z za8TOYT|GGUPdekTM~YOv-w+oM=Hbymk>}&qyHg^lR^@yJCh?YSAwDZeZV4=lW&If7(sMV_F5ZKX%04|Ln`cz;Au6 zsccWZ`eDgp55DTjLbCH3>S{;DA&s-eWzlS(y0rCi?hGPP*YC?OI{81rj{!OA;JPHH zNno`~N(FTbouM`c58)G7KV=AtfJ4IUW0C2`uO`W$nLnjxf8qpq+UoWV9RK?1YgZSA z{3?)af3@jz?l=^Ka`5h{{X+DFjzD)X^YLn2SBO(b4B@eM?)B@pS!&wS-dO+K{dM?T zfsS3>;qSP+k7xv40S{@}$?$C2`PMn%`l=SZ$V;MBNXDtc)H#ansvCwNJnPK~a3$`NBU|XJ^j$ zt`|L8Mw23TJsj=y-=)?&O%Rrg(iKqG`#A=!iwmS>>)#n(b4vhV9hUR9$)>v;ODZC`K&=xXW^=cUMt59^-!W%HxjbQd^ikh@iP7%7eCg2 zP)xnOfqmuFi02^vnKe)3#x|iY_ODc8`*a1qii1Dv_CFV=cxKjT^f+~YM|8x6&=NS) z?$?%ecYH&_I8P3Di%cohl4yp&b0@4;e_8_#+v%MSh9zenP|fbf1fj0kpbTMCaCgGS za}V%RT@d7r*I#hJptF7vr+&!QW)bugZdyF8hgvY9I*hIYw4~dH-xcV-I>Ya^={~Y= zXax+AxuM6B{hhnR&~Ei!9+aT;R+}e`?U&#Cr1jTvsP7dAUAPUYfzK5wSff)fe~ANS zNOVYOw8^!MaiHdwpSIb2rB06&1;Xc`o1;>jJ5molX*wp1L0 zUUCChIL+6R6;7TE?w>&*HqQRlV)t5Qmeh6^E<;6(lhrkGX3ytK+m?-M*_v*GpOiZ8 zi+}mFOzrE}0rBsGXeejQ6oxw;fBxTx9Cz}@^A@LgPE_;SGc(Rj=2OdkB!Pv&H;Wv2 zb7>bt24uJl3kOl4)JMbz0-`1Hs14>QdjD#|q;0|295s`TBQpLfurfJaN{LhK`1?{; z097v&9s9RZe$Za$wORu?L4-DhL*rj%&Pa%d1VJ$6?)ei|@84FZcl^;Ke^xFTf7#&> z`k##W`rLQACr*k|Vm%&qrN|&(a^EXux}M`jeBC|gvi*G$71ASUeKw}O;TV_8C z=UV*pU;kIgjtHZW0OcoSJBCPVGGMn2zbo+dt3Lc5Yxj|ThgQJD1pLhT$oM&fftl=A zmaJ86tjLdYY+W_Pp|*OYf7O_=yIYO^`PwaxU#;HIl>5T=u8$q7ecZsYI1V6RSu2h4 zUuWL*->w&p`+G`I)LtoO@6~1wtpB~j&6p{*gU=E@hr#zuhby4BJ|Nm zXv-dsOz=cMAFaQR0A;|3{`}Xh|EEPpSGi5sM_0A_+uCRMfA5C;3UoX8A-|^GTO7<4 z&^opA1&;)h{(g~RCAP9bU_{QKEtB=i@I3s%n{Q=0*-d*d)n%0~bzNEZQH=+v3{lU! zAmZH2cHcbkIitI-FPzqT(`3LLPwm|6zpXX@q(y=4g8vfJ>fif{)QI@hY81`dgJRXZ zjaAi0ZOkgwe>juUYUgfS9H_uYU7tY;I8E}d9Itus0)ll5l-p88nHmbC|BV(-42*cf{)R^b1tVPVztX{fWo^NvZj^=it3o z@Nz~7fi?Ni?@W-hwp8B)LYuXWSiLRcF=pNiB5IDqeMOTU0omRn%|8>^n-5~!=wpGS6Un)MXufX<;Y%^rSh*H%{CeE*RA-u2Wj z*cEe+9KX@rrGvwKcc>4pg}Q!wvmSKOGzZ++#*KR|nPBJnGK>eJQ@2#s$E17Vx9OsA zJ$-i9e_vpV(oQM3I5zUv?qk1)NDQoWQ*W>P>)@|I*VCNA-*@*G2C@R+!rL<=o4QyH zJr3mM-QSGtHjDZqwD+Hw0 z*LURSUoAXk^~9?m6nOXU^mePUFR=ej#mVj+e+PJW>a*1S2$2wr>2uQRh1uNPw)x_q zOfY=YUJe34xveb&$$Jn!nSIxG^mTtKgIf$9Y0o%7gGi9fu;c3*Y5jTu3n=@6%q6Eq z;MlA$o`Kdl87%z+!3%=kZh@{r*5=LIHrSd2)bIZIQ7ab~y)Fn7(dwWJTV96UG=UmN zf2f8$FnjNBUw*Ch;e1FZw`b zQ$<=+mzF&cZD|@6Hf;Qw#qMwVrPZvFkm^jk`JO?2&k@|R&r;RJAs}s>tWe$hf81>r z%t+BuDi8V#(}%oBWLL?DBCoYo4zLaS@CKU5e6Zv%xaWn`QJ*Wi0^r?Nhoc^SRkHEL z55Bdu-huf+p--hHYH+T-(t=D_5B@~kUJ+E`r-dP}9_>D(khWlgq|bwdn7X!PrsC-s zs0nB{1P0$E!9(@0PYV&PDehCRf2C<>3+{h&VP$Kf;s}jzl`(_62WA2uEdHj-p+Mxz zmf)zl4H;%@3myl=;bXZsZHbx2D;c~Q@s1P8PKzB?KEgmqkDSl4NAxV63yY-YuRg8I z!01?|6%hU@H$PwM?#efWc3RPy=01nV??L@O8yzug;ykCxke@r#zNb`le^OdCUyPX3 za*;u9HChg|3+Vqd+6Zr-y-u~9HBH$?`(tg-2NlwW+dGI@lWI)lTSzAegx_e7|~B)?NPn22Oqlpy+rfWrX@=-8x*hxw zUCz#L3=B#AOV*)<35n&3s8uyh_O<4TcQ$|Zt^NMz$@UO?)mRa!YSW{=Kp5Js#_^c! zri{@H3eLOxg@HPV*6pUJ#=Rhd_CJSQoOH&Pa?AoP4`&nZ znudd5#=PzTQp3~l`aeS4(IM{X-?u&b@JcQ#W{}XKS3g}OSex6azlX|v^!Y!E0Fs_= z0nj>Wv1{$Sf39Ee>sCunQxF4UNo0V%$50;1d3wBcCxFqd_k@{$U?x1MSXQpQaNqOq zm20weL%!AetUk}Aet0VTHjy)EI`22elWFY`?AeZvhMoOG0!(jU7l%W zB8$4t0+W?-qxJg-_LVc|IGVO@-j8M96{D`FW^Qi!Ournfw5D}-JNooZcxyFTmq5w{ zGzxZPe^Xz6=i~H`e_8!>>HN24>33m|})Iqhl$a@I<={-==We)r&8 z;X@4AF@SJIRn3TB4joc)#2=ncVDM?se}PepV9(ETZ!eoxKK0ys9C7P$x&QsE?e5Gh zzw4QIir%@pzbSdmYbrbMjCvhpWPu3t3{U1h&<@Jsf~|)|(1F#i2CnR&m;Tpjjodx6 z3j|qRHS-meSOl%drVUet%`5?)k0GiVG*M{)xNVQ8EpUnKmbWZK~%m==E2iMF$Q+- zoOPeRpH$mNs~ek_fXVt1L}_LE*4xn5w*Tc%CIei#WQtd$Cw=oMmED(KV~{^PZ`*|m z_W`P6q8q4MRzfHKhatYvV1MYaWfh9UvAsn@D7!s+@U?6zy^o;r4w{xGmL zCggHSOB)`M6Au2itbdQ71gC_M2C9D{d5W}^IDAiMGm^TOaL>u zLyJ<=d3)bs*F055f*Kej>p3Kssm1{yT3K7pSF&DXYMIG`pG16!dR%R!cxkv_k_mbG zoAs|BmYVx9(Gk!;zQ6%Dmh;uyuEolbnSojD`0hS%`BHvRm*+Tq)x-a7Fj@3u8QZ(r zVpEk-%-TWU`OUhQBgX+D3_SGKB8v*P-SjB3_xD zO*4D#%>Sn4T~Frv1`n-EyT1D2*NSfUC4m{WR_&FSg~$Oc4ni1vGa!@BMxL7f2`@Km_KF&i&w;pl9i{1^#@CON(QkCqd^ffz(Yk1HI!bm@sFg zDW^U8xIZcPtD!TqM%Gp4&eXd1iR$2+5s`7uwR6X(K+u~hHQ0gK&!R1$FTT~@_~5f5 z($o5TKMRf_Mo^EFGArHa+u_-??Tr~pWf&T`TaN z%i#b1_rIr~_b|g)-SM~YlpQo1F@wjvHF}_zFa^>UIv}1j*w6WR#eJ^}aosp?#TP`@>0LN1A zd)ev7s(&WUXwKXBn7^7J@}!Tv@=?i>7s|ZzB@Vi&FtSIF_{#nJE>wN_$%oaLDfzBE z!|3(ft2f{IQ8oG|msGv>oWJ@>So>E#(zogrWwjp5Ox))F`oFQAZ;rU(h3dt$-DxR1 z;_AQU0sLikK3_g3?7% z5F3h(B7CB#h=7P7ekh850yaR9vPcIJY0`V|z1Ic)dxrn5*=(|#4ap`id#;8gFZ1Tj zoR`g=x#ir5bkeYB1{2l)b|Z~eR^Rxub@Ho4A&o5DdP2r@DkFK)MSFE^=OJO9H`|nu z?tfz!Y37Dn26PvHmvX#!8984LDJjk^br($NR$dBc(OkwXw|CeV&zzKwRU+h(;mc*q zzT?ukOitN)_=4zZT1xkryf7XT%@BAv9t6&wRnCaaNxy(fptSmmILfSK+FM_GNihJSOw%R z?queg1DZd-%k0cij~z^9hy?ajke&q^RurZIfen0`&J?kp^o7DNpg#SnS3S+$UM$#Q zty6#YDlLM7DCA)?Hc1B!7@VubGJminzybkZIjjwrbgtNS!6o61fOFxf(!|32j?4vj zf}JtwbHh?xmsT~4y1kD`U7ZWQ`?)dwOi0~}895oMMH9DsjprRTZ@t_hnSurJvy*Aq?jKKKu<4wFwr%s&` zZtTMrRPa6o)7!3~B=AFvKXUkk?J6_$$9>A*`%GY#^<#l(Xw=f)`}t#rr7XU=d8^>j zC;YbHLPtI{%*Boo-tk>Csee90I@A|)x0o@)Pu--PmMzsFzNSjXf~as5G=bR^CU=Bk=0Apg>%1B*uv}#|EaI4cVRIG(?1pmQ}v!9;ICh+GUmGOFv0FFN6wsv^$rR< zgZhl!r7pVbBQeK;1NaQUk&g_?-*r)TR+$UIREOe277slZkiFEEf`2#&M|nomCgCbb ziqtd5>n7$kI1S)(K|muGig3xe5@3M>F(~8$dSv+SvG}nhu?pTg56_4T`F_bx!{d** zhsTw-pp3>^P<)3#pcH(vGtv9*mieZq@k*|O$YA_vAxI0QGVSVvZ=&4hJ2jB3dfypl z7lPdzc2*ldY2jA6!+%$fz^*K+^zPOlac>0#Cl<+xw|)5QJOr&(cypS(pjHf&_=Nwz znqu@HWw}EYxLKOB4`wwevg2x=N5nn+*oY1IuQJWSGVz#}qkUU51AHNf)(24z>W)J| zDAZukY~>xuYN~&^y9UT^-uz{WN#VnS1?5>$+{a%W4Ok?CU4QS07P`TA3ao&&G)@7W z@^G&gST&JMP z+&~3Aq+(8cy}sMUMnYrd=fQ&j6?_2i#gEH(YkAA%a`el#=8qSDY}NWsH>O^sd)ZNt z*I!o)v20SFa(|dsVQzG1mB8-)J1xr!voy#)GKHm*3D4KGaZ|^Aio@Deq=rbLXd9`-v5mUPMbwWO(oc|f(;Wp9*`=* z!Z+isTIN(Nq>&{8Vxc>AL5$TZdi6`^(lpOfrf;y?Z6DFf+}mn}Bit^`6FUdC4-5jH zM>7Rxe19Q*)k({Cn^m~QSciyk{7Au%X=gzJi8j?EP0ek0${prt{BVzXrn(H(obY*C zy$oj9!BaQddFn354!(5c**gkM@(8BGA_zNoDA11oU(X!OcQAot2aDZ5%=Xw-A!W~3 z0!m*;folV%T6gl>s(sR z2!Au{>^=|0+TH*6=}PjZuQ~qGknsZ=|!;^OU7u8 zdla2H2BdLSUbf;GZffV-juNL6a!0s^lmr!+)6^ z1kt;$6bgQv!7Cq(0+$Ln3qUbEcl|-R_qj=GI!&0V4<_x`z6H1aZKg1!!+kJiouK^Y zXstW&s*=XERf`8|#v_OdIqi5LF5&CvYRMO>+@I8-GG7VERIs2JtU2i*RY6rdJcemm zTz7Kw)=e1^wadf}Owd9uBf3;EF@FKWW^C|#5L=DHISq}gH8w0T>b*PD?2N5rct$M% zWN^TO6e#76alo?hYSWTYuBXH@SOkumvpE(&0k8S1PM*=viq`7p_do$`Ta!;&)!rjL%Xo}l$$(7mtPSSC7U`boQ z|CIUREUf`)&ejmew%)u(v6EFhPYO)tFsgt=<>a_0W74jwtKxwl`s*GwV+sSgx(@uB zQT-k^L`K+IUcMeJxwD3Aw10AbQ3-!8Sk0trKus&G}e>9MJ{NqRmIV zDsPMXw^GvqksSciCwFOzuQn^8nHXoJrn)J>w+}1I3k{1)J2ig?qkjNLM~Y?;5h0xs zwFD63Fi7JDz)<+{ZyO9vZ9;RvP8-2*bqCHe!Ir=r-<75BHt}d7gL7d8!acV#54H|( zC7nhsGST~BX#|1M!&*8QmIr+I5CBTCKLV)+sMvoRp3Pv_u3d8QpfZNluIiG#&a;}{hA8Wu^4g|WEH>)g0X@v5IayP zBJc-*u@3d!1An<=cOEYo>QEB3x>mr$E*NEqu>hT@+zEr)R4`+$qP5UbR0_%)0uBLG z3WNm*W_Qs3Itr@k!8#GG)(e>U5rk_gYqYzm$FE$uBI(k_WmClO3xYWxQ2ZPP->*%2 z9}v%gVAvv>58py@Zl*NTi6NVE?31ruBd~VuTJv{WwtsAFQZv`BeRq^Qc;8{^RZsZg z2c>Ir6Xb%g{iwN&U$|Yq(p0ca>F$zmo~=TaVs`5@AW%M|$a8x1cQAbkw9OwNoYMiYnLDwGe4; zEd=!USbuk;xn!aSTAo$K3Ue)Xe(<#~*?Lq>sj;bNCu+qz@V}q>>Ph2^Mj#h;e1`Z$0BKtvJN6W6P)ayb**a5(XQHhdkhvB z)E+=Rbfh;TE&#!l>pyN0^L;WUgz+U%!Mz8aGZr#Pm+dxosq}7E$|!NiF@Uqc8&V^D zuYceYa~9kO%W4y@oD0^yaBj!<_Cj8KKoQXnI= zs16oPqqYK;4En)M|s^K3F^;Fxd~wxxrLn17ARVf`tGW0)LSb zh~P3TuFCeFD$Cz%YOF}{otxOtFt^>GJ!ULE*RS7{Tv_jqQKsmtqnhopkU=~~saqrhyMTYsbnYj7NPiZEwS&^q)L zHIg3Ih{OsMDe{=FXpt1umq&#=q!vO6f!5bqP=EwQY7k%s7XhpcCLqzp&dmATgx+IE z3u<3Wxug9{jZ2syEG%}Qh+rvL@MaC^JnkQPV#GpI(s*j``lgiZ)9T+%Y=5DW(;7>F z;xreP!41KNRvH{C@7hgY#`3xp>;POf5%2NJ~X(sak#eCr2!M%L9O?l&L2v>KB zrQFd!<~>SN5b^!;g@VW5%73R_l$T$#GEkWiu@hKCE>jOu^}EOoS>NPo2wJm!$TX7vfa z@F{=q)qA_djH`~42^~{EG%O1%cHCJVZ={@I@!~94xHy`2@6`Z6@Vz753MqnE^nmgf z74ER>^i*KIn4si8sGL^0P<9jD-Ak+1;d=`oJ1Qz#%H8S{_Z*f3n3A1S#!!M5eZ?mS zmCOFDQbL`5XFOcrw>Og!gJ=n&&mek>7SRWj=%Ndv1tB`Y7>1)HA&6c>M50HH61_(6 zL6qpxqQofC+dclj`@7G5`F!r%Gjq<~XYW$~<@3pZ|il=j^mSgry&^Kx2thPfK_ z30>hWhEeILv?D!k9by`qykiSK()?ZIp8)&55+hjF^QOwN^(^BhhR_uXum#M1` zbOna2b(SwuS&#%SAaQL{t}j15DoSHYu;6KBgaEqxWH4 zdfl$Aq(S#hVc`c6Zv^`y&?wI!eunleUR?ZxyOb$h=@p4hTXbmD9 zZHWx>Cg~+z@&?W{&DctBl2}0XKiN^T|E0`$Bl~hoNd0YUNM*#wjhAm+FQiDt*jGz3 zG`M$Z{IirTj8OChr%H_vOJghSYe; z%`JK9VB@`6*ryzMh9{MS9;UPg+J}l2#)<~^&E}*@QodP}Miq5$8kpVNzDyDNGlYD- z>*x}Sz~y=~8uH%os)Hr>?Qf!Py$Fa`;kz?G5b%g$#b)SGHf#D=c_XOclWEbZRi44j zTf%7qWwpK$z^|;3X?R*|qWF8BC$zbScl%edpgD6$Hss5-y9>Z*<0rRQ0SwoY|2iJI zV8aAUx*KE3A$r>^9wi@tr`1#~gebMSauMr|2DQA%XN7pn0NA$L5-L0%o`U13+N-UP*I3QVgc?*l~q|Cn1KQ!*(*$Ee( zw!|v_G`y!eF(Wa{++?D$IUaL67eXT~jVNtXf>Ftlp#^xGhUhS{+yWmrV}12hR%PD9l#-3=s2 z7^$VP+r`-Y;_D`vc4W60w6&-WdwY)6f17CAjV$s&J@rC}(t`g98-sHKl% z(yx`#Cimd_{(W={7v@qzm zsGm6>`4#OF13#$R@-ymgz0KcMYI@C~N+0Nqu$QM#<%C?WR;eC_Q5DTqmQr}lO}ui^ z1`buRjAt-ehS9I}RM-XE#qy93^cPc2gyMS+V&achmYy^8QBy9yGCwi8&?{rz?Aeid zpP%h;tDr)rf#au4#xzb*N-r^N{V7KM#fUr|Nud(DXiIp7MaZw5pAu#O)#0*yIFxX2 zvfMVR{_n7wu;=>d{p$V{5vAAUZ~+jS194!%GW9T;{pm;4|3gZiw5^Hjkp<|Ukg)F| z^(6eI7d}9DUNb>4+Y1W|H)&|ZKi{9|XfoD)FPmEQ+{`d@d6sWYy|P;P_*PW`O7y<_ z{LbxULEn?)i8n7-!jNJ|>oFXJdlfI*Fbb=_r^gH5Lf8$9Us~OeUW0!J78wpd2-&z> z@*Ilwm(~d(Xx*xw$u?U@h5A)az1DWTxBAxo^{3f7bcx5tm_Skz$1s*~st_Z|rmUqybAGT7hCAx~F?ZU!NT_{{~M zR3k*5^|`*8OXN4ndQ#&aEAiqPw{A{EnvCz*=91~X6?s-9G!%~#0qLd<1gBNyJY#I( z?9NU|#u!~_bSW0B@cqMmHwE|A0j69`fkDyIXuj^3$VI7qoW9fIWHz;Q!XqC4^*?m!HYvLds@D;Nd7FG8!<jG@mQ7gchdwn>dUzJbDZh(7$7 z0Txmef&ZK3!Kz-YgeI#63&l25y;$^7I;VOvqQI~ONVNR+TBXkGPuBC19QVx$q2uju zahpu=V`?xj7lNy9 zmAag}B(QWGFIW2HC?M90$46AX%jf(b-%LHW$i=)UL?O7SvFoGxHs>e%Lg-w@5V9b` zEZ@T|V7Su3P(C%DCHB`%5p8gN$Y2ORva^MOScTrvc@cDwo=WL2mbYZs6>i;6g&MyI z;%hZ3;<@btzJ-_>qr6caorf4uU9y50@lnA@qHaa{^M zYE!E7D`T|tFpoVh{$~pDtnQu3fk+tCl&XOfK(z8bTHYekakR39s;>0&Wkkw&ZMpY} zHV4ls@(v~ptk&AkCIODrR6Is`5wHFHA3NE9H4kspAY~YNLnxRLFctNLYs9QXP$Qv$ zd1X^Pl`65yBtAxP)p;+2@KD1-7_k3)Gi7g(MX{emAh6ZA$0KC7_0(ANxsfpyXIXq5 z@Iy{@QSx@h7uiJ-N*FaX$ej?*Gw;rfYNo^A$^~}ygRTYmXq;8!bKasCuc-eG>C%;yG5Z{U>lzLuE zzF+&Zo$1m3I_^VJozJL%66W#HWb0EmPKf;zD95L;=@Y-)8{Zbm)x5d`;N$k5vV%r< zan?7alVDKdD-Q0JbV+I<#pBw2AkX7+_mRZK9Ou*O!Hu`hY)rByTzM!$c$Jj=tD2+F zeMYPAYdrLY^W~{8H{|a1hdZC##`~p-F?;kNY>fk@$&xX>GSeKy}};!z&O3IQ}9A7{K#8EckzN> zzbwwIIFrCtASH-T?4*ClXA|IEs(e#h2Yh|~d~sUo>1<{j?ze=AdjE@!`eOz%wc65& zgc&Vy=KY@yF~PY4?@kV)48!B+JOYCr^zigcdzV@}ua#s!KBpX7?Z1y9qul0%Ot+lg zGCk0MUcduA?0H_(O&e)Z<#|hs&A*@OJZ$V#Y!^LuNZge1m)Bh*PFV#G0aMQMQ)w!f z%9^+K!tmk7r-jAZw&zn1q^w&>$h$s*ZE6Rl_xJa7?hjY`BF4Ij>M>bQ%_Q>t#(dE^ z6`#}0wWL>vD;dfxkl&Ig@IBlXSNP>iKZpza3>cKt%D*v%sh%=xg{w%BGCG>D4KIE3 z9T6O4fp{qdNO?=m@J9kazQQcV!*~F##zekJcfHr22N_;DU|F`s1&<$DVX8M9f*L8i z4o*!-E9{L=yz4rDEe5@tV_MGP8Gn&foT@nSr&Tgq9zD?*yJdfInWN+s*E?6JV7B(S zF5vpL;Z&mDnXgrhUH$? z!fAQ7XM*yi`)?p(dib(qJ-MFp=%+l@QgyX_^K2MX=dsMeb**$OH4tVwVW!UHez&Ja z^?Qi>BWC3)1YeoRRl6-Wp+tC+(sd%H4JAf{j*8fc@=wQ)9Mb3d>+x%N1ae}>4i5RL+5BL0;M62F#8e0{!qiILF4&#Gh`Qaq$km)9OacPyQ$ zSfd#!=EY?srk7Czl=zmRpJzqZza-CSDvF&pZtuGv8#`p!_RjlsrgZh*>0Q|-80V!+ zpPvTv{}OP_FRd*KuuUZWak8{5*cJnGED1S#KenvibgKD8^!s1Lu$y|7nrpMHT>u^` zde~Yj*1+Ov$TI6AFP!_2n6T=#I2sOH_+y29a(ffA^t_n+8?VW8+66+9%@i3y*dJ%RsM)mcC^U;%#H@L{Nj_qMd{qL;s)MSb!&}v# zM{|sx9KDKp#KgozPE?Bvx#<$6dok;v)4ZkA^x{?5CPy{j>@CN?md^T`yy*9#%Qqzo z)4rMLe&Gd!C!|lx!&Q3B7gNhH$L^VKY{{>@HXaREvn?q-kf2^#*K%zjOMB0)UfT z@f?^6V8@xwd|?x3mVY%ruT%>M0a;)h8jn=q;Vun zH{#~7+Y$ALsN=_q^2oeh2|6XO5Ixc@V-o2Qu7QVzKCFjH+Db^&j z9`QB^fYv11fAUM{ddSl1xd1R-y+BMuX1YNg>s!C{Fp6AYl>5?oM^kYN(&RfB5>9w0*)83` zLs8=>+^{4Sdz8eGw5`_Iz{^L$SmWH42{AuAB9Ic*5P6H*_j}y464g&Izy5@o4T5SG z1LO2!w*_qm1YYsq;p4Iso2=~}L#)F)>}YXpM%mA@qRy;&AY88ZGdVM5Y1Xl7^o2nY z?#A(crH_uJi-A$?pJb|$-#Z|Q!D_R6DOKgrqY=>Ky5S*|fxQb^|6%@@5t@0du<}{u zEMF+x=898fmZG_LC@ZdVkKDmBXcp`C_T>qlpr1Ptk2;LRUlWQA#G|ek)Ut-Ngfvgd z6~>aM7jgkia4x$Q19i39R(m`-x%JvpRpgfNpZyb6^VD9CNu7~-_xkhbh;yrgh;`$B z#%te9;>bTOT`w424 zdo5_n`*~mO$AMyiyw^dUEu-5_gsT?YuKc}4EYotPj!X-Vq4U!1=!4ioy^4r65^Q^ZSiy;wfngn+w5s5X- zfS-tg;XH#f?i>B~7s*uyFp@iq1ea-!Wrbif6sfykm-%Tn!J&%Ur()%~I5VS7*JG^2 z2Lt_G24e%N=)mSf^S=q^S>ewJAIF-j{dJxOIA}cY$|_o<3-%la8D>NZAn0$rb9zkj z{VEDa!2UDXcHK8~&dRxncw3&DNlwfZbJ%i&f5eMC9a2 zrKR)viLaUV7e-$-Z75u zhf;&jp^CgbRlFPjs$TBQ?Y-AJ!a9}uT}3N(x#Le6*76Wn+clkhHdGw=jA zkhlsL;PB%tz9&HGkYly#oR9~QrQ9djp#AU$S<2eXge?VT=^{Z=7AY!0yU0k;(|DQ$ z*bkZdcYeb<=|U-nVCjKLjYa}sZ2P?MfpN;kGrxYmF7~@~N(X1!K4SbVNyQISy(9J& z;R&L~3MmTEASQgCBa0?QMsp-(GdW|y z%2CqQ0Jw(0#r`_9$-&Ih-DxB@1_592!I-N>O8_#^SGX%rB9+v$KrCJMmZ3_z<62=A zmdp)0pNjrFcxqp}Drla>{*K!1VL4}Xx?v3>_yGHg|Fq^U9<_865emT!J*nj3ePDKB zOqE;(&@oQJQ#} zn!ZZ@auheJ`8K$dr;rB+lw~l)I0l#3Y4h{5AIC)T%asq`;J$|ILvJ3PTdoPDoUJ8_b#WX~*^FI~PhfC>{a< z#Ii441aemxpjx(#PWz{RBSz8t!VZ7%F%QsD8?yd-?$$Sw#O&YaOtf-wDxy}dA+=8ts1qRj0z`4LiXe&u^?;4lLJmsIjg!`CVa)#Bkn&4! z_{CXT3GPN<;o69uu^Dknshv_`q%k+#KfnIt;5po37`tc)wfl6)3l`LbLB%2C6)3)* zA1ebs=sx6a7g-)ky5L-9WM8ww(u2?O+{>8<33o2{?2jR`ff zKv0OkSKz(Dw}*~0kQORz$A8LZpM$14`Xy*yx8NOG0{T6eJUF=Gc8#+VCrsvQNL;%6LllAx zGCwkyde1LyQ5s}Fk-u4y1n}C!L=lpwP|frv9;wK*ICXSxj6#htY@(m*06E{4qPDxZ zE8~9j*QUEzw28_7_MN>CfQ++g83Q|@A3MXp`tsV_=0~3y(@)(~xJge|E)Cuxstd;H zelY(&{nfocXxhl}o6+7nn6=29rtJ4%mqty4Q_{oD82VO3XxBl5%kEu4bx!#wmBtyT)pMCEyeI`g6e>2;}$j<7kncy zV&VBxU$(=Shk&QN#97H)HQfg797Ui75~L~5(q(+JFncQkJ9Hqyp;utgFKt|5w@^k( zelyVGK?W+lZ+GU``!BDncAB536iA(7C+U`%Ns(+FQ?r@fhmDqv^rLsG;btEfM?nI97R?=4D+&E)&L=W|)1I|b1S0kT_ERETa z)PJn{3^N~Vh^BdLT1qQBdaSNtBh;3i0eY}C!|O0s7&B9c?o1K62MWrm67^~B_(&xcVf{i&;EPW$UWmVZ`GG?v|<6Yc_Y6sBKS zNTaTiiN-x&oL z+%8aD=}Tcd-km8nVIm}uiRLvFFsgR_c$}x5`A`_MYc1jNJ9-JE(=}flt-S{bh%b8* zcn3m`)4}leDvuB_N6{6}9f$0e+it$*U-!Bo@*1=Cc+Csj$y(0>Ok3`>5Li`S(reRh z1>c7Bh5taBglT_x=YP@^*=vJj*|5FjqpakCS`cmw`sRn()==+WRC!Z z@8HuZ@KaeS;)!Kh_`bEa-n4HW1kKQYegKDcwEXmF3>_NB`OhC&=LtY#ViwS$`|s4C zQs9La|B(B#SFd?>qZtAT5a0;xq_5HsR~M0`U^EKfM29Yd0o2uS|DR9!zdr={Uvv4t zKjr^DB>Gok*zMKH-FPM`FXiCtq*+=Y6=az%!PU&N?v9oHBO>ADwb((b62tl`OPy}Q z6Ii`UDp|Ay#Y%#Z)SF>?Kmruf#N^GHI>R#SZdN*xXC6}GbwI#}om6ob)z5nQo3aUD z>f3Yx`~#q(01efu|IVX^MZJ?v}Iu?azkx68mpUkm{W%~65xL24VU!f{fk z<1K@2yuwZMcS(EKAbux*V>mS4DFdL`pASjZsoO(2z>LgziFp!Ox05Gd(5Y^Nz^lMo zs`|dgzi)Sd1W^L>;hW4m|GhcUT%bF+MR1$p)_->Ie}!V~|A+-eAd02=?gFZ1xmGBs zjO$}Ca?n6iUe`EyJ z>;)S_xzw3-;Qu>{GA#%aUJ5-W`FCPpuiy*lY_D`9*EboKX(xShQldGk1m`8du;J)x9r)}RgB1wZ~#D=}+O zXL%{LnV3t67btgmrkf~W$^-6{Q2jC-yDg9Rutn{JIMAs4S@-u$B^v36HemiLmP3O+PRb9Qu(j@wHL{N+ zwIfMoNdq`my9PFVxa&;`xv-rm)W(%wUjaSL6f5Qp*N1n^C|gUMx;QPN0| zdnQMQm8krzcn+{DMKZeo`6;$G@g=h!?5)uK$=V8=Jh5MXjgU-vtk9@`Tf}yNuXI3b zGaLzK7uDZ9<~q1-j@7=U2-#PK33!% zF5|`TB|3o3H^>_IW$Vc@n+|gl0J}Dv{YQc_@+ZRe_Ylhq!7m6w-JBcRUnC$$?+G;c zp#t9l(Aq2a#7}2-piNZt8Q_x4*w^~jNdl%>t_!U~MXUX(wg&Hn2#;E6U;%UVG_=X< zQH&C-BRLvzzFRe&G*+vKMb@EACGul%>)Fv;(<|Q~1jJpBE5jom5!5T?!VfI_UtChvO%vsnN|f_;^Z2OzyO_E z@XSDz5#Ri`#m=bSWFaf{^Zn!wGQpv_5V$`V*i_OJxZjfmF6a>nK94uR((C^QNrBM% zgd(C7whl$QWk&3P*2@|^Mv-%4OA1%d_M^Zs>FPYi!zgB_ho_xzK>4fVWEQA>u>z)& zlhtmSe>W#}CDB`svUA{pjLDCOxVbs5Lx~qFZGG-PKI^YY4%DFw@K1PkvO)_@ss<$6 z09(+;orQw$3~#X+Mcjh`Y>EMUT7;2}#v{N*HB_R*ODKl<_^d-zH|!rihY->@!}u zq}@^7M=Isd`WeYn$K}qpgU>EbanE)Did98s1gN5`S1QV=*L%5n&Flco!Idr|APDems>?(S0Dp*X?a-K8y3ifeHQ!L2wnNQzr1P^3tK zQu)5~f6|-YyzC~s8zF%meqrr>uRQm@cV^C(J0f^6s=U(&JkrAOL zZP`)R_KsrU;{ERrEwKoWN-wRvhqm57BL1%Juy7D(vdAKfRQKF-Pnmxz_wvgxS08`; zaW&ISGnKKigLrHApNG;4?2-pGSx?GoZg>ph`470U`t3Fg4b_{Mb4Ta_f&0*D>A?V2 z{~MHfppnv?qsR57p1H#Xk0+BFD~_}ukw&{$do{v(+nn+f$F5Qyo}7ee--A^RS%mK) z!+Cn&d2mRVkZ4&koOxk>os#sF@GU4ofC&d6lh@P z!KR+rYEXu^a=pxy7kJ2U{`$#3ilYE&UlBce>oebeHx_m{XN{nSOlgW5!%+|raB%*n zy>Rkze_VZ;Acn9{mak-^GEOl1iP7_)?B_r2pA9;{%Tm`yszZO`Gblwc0a}*@$%bUO ztq)QA7C5#BkF*L%3ZI<7Qke(L&+bXEdC`5ZRJWvtx@yQ%vPgq{7}#C8!Tsa9t(#gu zM*_tlBBNwLiBHhgY9MEWYurQDKz)0Ghi|H8j=Zev&6zCC|RX2^eX0;L_(rJ$2S0CIXnrRoyV(WybNmh-Sam!_m57}7~$`k`_HJp<0e z+UY>RBOvDs@^)Ww{_ZAfh3Lxmp*_|LGyl%0P>!BV zUndT7;9F;})8;0vc{BL)BK!)Uy>F{^3Zida1n~UWV~<@;G|@ywfvolK!`si_7KmQt zN}{!AYKUsMl*Y`~#yGD_CNfx=mwDu1%BF#vcT4uFw&(+a07YxQ83{LE-`@9}-(34# zUm$5PI>>+7Lz=>vma>jWOUjrKq`;c-$JGfN%~}00G*#~k^oB&xQ65NKV$I39k zt+HXi#}=pH1%{n6nV5dyrNay^58p7Z!KM(8pTsHFaJ+qkyb+jWyJSpdN==h_Bao5J z9hg~bq%kmH)AkQ?F-92YZ>BzcSGof{bP>Fc-*|tnG89LBP+)*fPa5@^!1Tmtj>&jh znZL~R=s?c|d$biI$dU9#AUr1OU)yHpy%D&aip0CGH31op*Ky8AK4H8(oo@&DoB!h@H&OM;M zec$u%C8+r#fs09gneLZ0rr9r0!sLE5!O)56=HMu<@3ADnA#Iu;_J?-e3;N)ZF`*s3 z60AUr1dyEg4Jn_<*0)SKh6zB_t!0qle1m_7v{-_+wIk{w$5((>y%Ja-nlV~Fqig4W zZGP^cIWq0`Mxxf|-~8(R1`$m$cF=^BP#g<=2Wp6dP=Sz^N5oSz?;#GHx0W@7qXddW zYrX^o>SqbQ>ie#F+=KhQ=YspgIhKGv{>Z)6UQ6$7DX)<`Zju|-_|H%9h15ATZG?Y- z=t1&ZZ@u+E*WuV>kFAzkYN>&~ru&awUjYwNwJl>fk#u~BwR26K7N*wvB*#TdylEb! z`crR8HpO{*IMb&0fG0lEeAqPK*VgwQ{_2wIY)vCfqyD>52ZMhZgcT_>8%p+TskbF{0J> z|MvMm3VBVY$eI1Q?OWA`1y@9*9ioFb!q)WJ_COX6BzRF zhic4_*1CPyn596$5De{V&;paz?n!N4X3x<~oQZ6lsR1~1Oz?HUkMp3}uEZi^<~Vm* zafU*~L%8FV1zGCMdgZa`SvHya>d4h|VV)yV^^CC36v^b@OIBUanMa7?c?iL9l=OdeR^k^w`y^wX?Zyx)l)Ppd8Qv`~sZ;NQIzwecRx6 zTnX)Koc+qj^ePknCQm@1o^R&B328BG8nU3z58~owL6Bw%lE9G)UadRAFwQ2UesAa+vt6BI&lpc|e&-&XtjCw3rbI`!03SErnEN_oY3=bcye z?c2B7Xrqm)DW{yWy6djHs*5hVsG4rN0Yyj#vbpX*b#et{>zsvQAZldHhj#n0b+zbF z!m43Jf4d+~wieXzGxL9-r&V4}00~@gQ13aR}TXgyCe&vgaQ%;cewYf-@(~eWdrs_F2 z0Z^Nl%$9vWT1{&vv(*O5!MBA3L0Gh5QAyLg?)cUU989aAu<3vJ_d;BBe}ma|DxA9c zyyf#Dcswc70@au~cV?}u4J2&uv=IufsL#pTS?}XlEAoG}f(rZt&VTGJFDW%#$OM!H zQZjR3aUwn|&pB}!(6m^{k#B$aMHvkX3E4AK(QevjsgnI`JxqL55iH8BQplkA8Et*0 z%0YDSe+ORvWdGqvoY-ey_DL7Y!UeI=IbcnDT=Hnt2WLu<5o9RsmV;}(^LaDhVANbk z_jeO*8Qgzu52^QiR!VG?#RS--na|8K07vHAYMpZMqmMp%weZ6I(z1;=-ne?=i6=_i zoW)si!3C=iKKP*O)vH&v>86{0Ti5FwJueR`51iV$*9U{OO%~Gw+$?c0RL=}00hPaW z>RR>7%2zd8H+rj05%L(;@?_(*{-yn&32=CDdx(F_d}~|f*j^38gV z8Qp(+$^EZ})!i@9Gt|cPJejWEVT|E91OpkDYF&xnY#yZL%7?E5eIyY@B@ zXpY`%4+_*@w>Nzi_#d3#mL5V8lSv~%odI#gG|*Q(`u2i)5T-#`yKTQ^3U|Qu;P~B_ zB!hpHK{a~Q+27M5$Z_IJ=-WpMQ`f#UWdwh9QV2}bl!ul)?6&F;dn{Qk6~fpi(WIv` zXjVN#wp=>dIR~~?P!0kpt{3Q9IYux5vPRCUO)${jJ%DB1WLlq_DRmGJ1DH5?WI(dS zN;=4M$Z00-ai*&z`-je`_hZ!y^7POXSi+A`?vY&%DVrdA{4!L=ky&@2Nl1kD$n$>_ zfI%#DKDei~Vh)bEMj&#*GwpuLh)*BaFH0Vr?GBCiDhW!EzAM%#2j5(jkwzM+$kOVI zudR3Q-qn&zE?NKB{dEYhfYvI+o>r5!n0dX=;Vbp4eMUIM^slG#A#2SBe6ZCk>+ICF zJm?9c$XEtt9`;zZU`JVw+2Fs7AjN-Ud5Fkf?t1Po)tbqQTc@ZEYP&y{`Taf;H_LV@}zdTCW#GpuIyYb<&-X%E=;T7~Lk^58d%S|+OGp>8|Ik4G*KH4a1; zN+GVfrdvdShI1rY$_m>#ZA#=;>$*KBdP(}pS3c&BLQq6@)4Pu|@MMUC0+oLy!Y1e3 zjXkZMyX`F*9s$&5;RA1}c1&grO#v^PFsQAJBU8pvuV)7GtPscR{!zP>(Sx+16}IzI zvbcZdJ}Am?DOccg=*wR-ferihHVan&`TTF?`}%*Mhn?>pkR_V>rwjoZQraLmGGT%d z;xV#gEs68*e^X)lgSUT{(#LCl%MG3>B+0PK7dzzU;tcIq zAVPYVhz=tZgmDk?z`BRtAebWVotFVQgo_O2se>`U!`IL@Mv7KOj!|Aq!*cgz*a#~J~(%S5+K?R0xOQedD|}B z{}{Tu{qFY--U@Wt!SA!rKGmX&E?Omht1^Fa2AT%Z%6K_WLC>OT z5kq9F(UHGIi`zA6+G&A^4L+$IyuU3z2 z^@toSRXF=YsIwlf`J8)SSGMV%BSM43_Hf4K<}?GF{y6t$ze#Ho{dBZKWE7nBNkC~o z$}WymTlB1xkC{yWqayO-xc$y+aVZ42_$v4mKh3@Na!P+7H0G6|paYM-{MW)Uz*!K) z&=5E&?ESOjlnKjlk~9P800{8fGWBdELP2Cb?XZ5GKu55_(eEC1|6Q3@Xd<6;>>CHm zpf<`HP!rk#h+cRSo#DZh4Ym9a*98CK`2-w3)5;mjH)`?-cKYifJ(H(>Pu*YtKeFba z0^OF~lplYe3KvB8h0j85_Mwy{383%LZQtAqd@m0x_gt3@M1SXo>wpg;ZEM}haI7{F-^ z>YO~BeW*D^WSgaCnV^5IabWLN6GmRr##EaCLw$dmKuVo4)PHM!b(<0Y@DRZa*ItLQ z&8UTe`1`*5ezoke_vIlsbJa@RYi_H(@Bf$@DBW<5+zjtyxH5KMYh2zEu-%B`h}giN`<~M&G&my-F15{S+-4O&6r++fxc*raZ~UF6v%sOreNa(lJ$def0VUQj!?T@;?UblE8V*D zPE@`4-j@a5ed*ng({?pZX-6X-!ol?n5l?^Ffnz1}tN$L0pGun{F@O8}Kg(D53;251 z-#uE``C8ppNalWYYV)#v$M<5m3uXv_v&~5`P8KPTZoHtx`jPLoT~3@spCRHy0s!r2 zcoJIUv}gS~PTN2tbK1e;GEQiWk;`@cb-VCb$p1n@&e~#u;;@t$+#k>kB024u>2-gC zv1U7@`+bp+_LNB6&oWv_4`HCog4!&Q*15j<8@n&P@Ef0TPgyT5cneq%&2?tX&(Wh38IOy?+^|$HkA9eVe7w zUNF<%xu25z48hlcou(m@YDw*O@cn;Q<$?qIc4_4mzVGUW<9dUK=RcN}JP9z?X_wXT17K&iiP z{_BS;4?0kIXH4+3Kww}QBLdO2kG>Y7)@x-Gh(BO?L?E!DtYeuxfY|YlBW+!>OBpkD zG86PTmsaC&XAFexTnPzrsEcOeoe`q4H6j}xc3P?C&;IICg%ZeK(PEdaa_R_p1Y^LZ zWLRbBVC47y7A3++>VjDHQ-go#4FplwMzkYoONQ5^I7onORA+>&PkozGoNaD@?t_J6 zpdQSLf0ftY8nnW;$iZ^>&L8vJJoo$4rnkaTJp=eglFK432j;tp+qLOA$%%b;Ar4N;B4HRcC~+3AlZcK2TD+mHZ%Uoz|ATpvy__fY}{DusxQTF}_eL6?qLe?SzA zv&Hm>=u9})sO1{VmZ=WbM!4uV2?Y9tc-OQ;u6nX?C+eXm&A-*(tNr_IsAbn#F#UcG zp7bz>ESTDT?tpR`j%{=qW!>!=W@ZJXx z>fP|v)U)Hv4M33{A|A=!&B>ncztA^GPYWEzyXbvb8K>akiecR}geec^fwkMHcgjqf zL?x|PrmbNz%SK3Tjy&?nRiD3nTF$T5!EWwrVBgEy1wP<-4;$!2-;X{k*$JYSeSyIb zOV+bSNLCDdX;OdKs&h?R>ep)r;>GH|DkD)r)u2;ZoHi#9xSoM>!OhOss8mdEW{8J} z*{UH~8LJ7RJs@mmq(2ZYVHeq_%=W10(hDA-2{Pw35;R#0PG7J#R<1qAC;(6|)-rc< zoWybIkvHNNnT{ji@C6)eCAivq)mcksO3Y-=+%rla_D_FQMQP#A$hgiP5g}Ra`KcQV z9*LiTXrTc+rH+4S$`)fqYki~~Cz7TXL#P9EgS_nXeLt!;UUZt05#HbDy;6=@_@JB1 zs8-IBLog7=y=l^zseuSsvb=M)S}-%>ABiZ*vIRW==?k<-`g;9Kanfqg$Z7$)K{3KqPCG%2kC*H`N!=V&g0 z`}xce?)-h#1W8T%M*egR^8hD!mWwiZelu?0lNhvL+!u9;fenWdeQc z8!tL#3BI(qGa1;6};j#ON4EQ0i^ful+86 z{igch+b%A(b0vse%s%_<<*&2MGD{J;;pj&lb=2yPJMO4P8D*3rUE9vvyMH~16_9OV zH#dLlS>7^#nC1TVO&e#kXEGsBIOAN(Adxt}_S)+_^iN2w@um>}z}kAxYm*t)B(?f? z`pr2-5B<&>ve*e5&r`j5=DO*5pR6cbjT|!QkMrQ+OwJ0)=#!KN)SGL&ImboTb%Fl| zPkw($^Z+QjX_@js1KU$0Q&aU2CZ_YNFywz1$aTSaP(SBfI21w5Uw^wnc~G1BCa92H z(%7G6vN4P1{eJ1~7rfv>934@b9haS<`t7z0maJU;++ZDJLws>jI5HY|AAoKUX%0+o{@m#WO<+%J9b ze8tP-UD z<3@lxQaTGj;J=Dv(k=*wHz9DjAQOK|LLUYxxHSP<-d@TuX3%dP$F$F-j}@Yu?J^`i zK?(WZBd&cafmeFjTFiZIVxQNLMn($Me#&7wA46x{!@K40+eI#x6Bb+wf*~2ifcC%a z$pKmbp*-*AoFGuGCNOF1*)VT-6`grD7{+v9;PV|aLmq@rMCgFaA1_Fu`;C7IG|jjt z(Mt#4=i$Xu)+*~%fA*Wlr<{faO3y&R>i!+rDB0$FyT2d0E6^zi-#nB(_SmD^bkj{M zljD|HVu|X32OcOo^l!fTX7gp;-*;jKWK|wYt+a?oUhLQes7~yvOD~lL-yZ49osyv< zJgsxm-37k9G&RMxjI&&GgCM#$`v%jJ}0qK;?9K=*$FHtK9gW(~v^ zGD4X+l3#85;k7_w&^HZhpYyD1zz_%7k>E=9CP+Ybl=-PI%eEFt$v|Mhp_@*o{~Vlu zUxJ)Na!$sNdJq$}>6LS}Z#8$p%V<%*1Jg4ZyAs4ynQq2*Uv8@M^@s#&2xvrkHptrO zL+2#Fm;cUBJDOTE=MOG&{wT*Mi|-w7fi^MXJOpbtOIshbLS|0J7UTc7sfkaS?e=r@ z{n-7k*J10-nU^7O0TX{sG-lzIK)wF?um4Ln{)>X%AY77BcHRD%P7_-BTEz^JVHZRQ z=FcauQ8G|n7PId4hkXD2GPvf6S3j%{N}D3t+}hmNM(p-}^TUEXao)!S4Y)d}k9*>Z zhm?k1t>z5@^{)vkwB%7wB;tdVrkqtjctPg+(APWpuIT>1pY=9dsGt+|zUr^z#OdQ2 zv_2b3&=91mqo$-H%l=1d_Uq0+MNpx+%jn-NGi0fT)9uGS-DA~R`j_c&0U&>uUw(OY z!wol-%-z75>#n=5+Hk`SOCNlvH`e`zvH~Dr@EH;eh>UT5JH;V_Du)Nd?tUl_Ne@)y zIGJX9gfuO4j2tG&`u965S{~>!;q}AZry*`^Ct}%Z$K6r&xSWv7SRGcTYF!U7>i)?_ z)Rko)YT`2`qXRR)blO_g_Hjvcjupx8p*YfmQ_tia=1&`4^Bgz=)UwSit2oMyZt z3#`6sau|()MMCHkRB&z|rzR{512I3A*XZruIC|Vh;GP&_;%*oAm(g(nCx3C1;d;m- zI$G<~Zh5}EzW$$JV#c&~aqi}gpSa1~*~Y&L&wMp6`LNcE+Cm;j31Q=eERUsVjv2H zh^J0J={P?wB1gMKiO#+HaDrsEX`p7u-6LzJ>*4WZRw=T2uDNR@Q#OkErpMnZf!M33 zuU%@~RQPJU>fzT4GO}I<*cg^{`+mz630lf~%0Ge@QwQA#5E5iXb$|D*6Kp{Vl#+Hx zpz@0Z9ZDfO7H|x1O&z=0YFY2kR{gkMdsN6tuSP%qjp>NCzx4f&PfZx^*~B3 zm+rDy>7=N)K~SqL1kF9~UhK9JX9d2_BI>}giz2Z$fAW*)IA4E#wdR`rh$%+Kwxw0w zflYS5$QL75rrV`WA;=jFi*+9tz!VhBxR zWzflX%S>Bp+eAYcl8|ywSIsj*H;2KK3R$yx~!A*tcNUk7OXCdk&T%U z=5-!m;9UV#E2)T69(VL{E5kfajRWl+!k*83GOsbH;hBed68yC5*k79PY0!_+vS?rxS#| z_I8-~>2W@E-G6?P#yc!KT~TJcH|tcptv`Ph<@>< zBdj8zu?7o8U2go8X#`Bx0LhS?uK*XBP=CB>bcl~KL&H(jc_9XKX9fb29c}{>AC%*Z z?AIhVe1Ns1IiS-7k3z3GNZt1z2MKsJP5xZS&f5s9lBU0B+;Gqo-T-`Shau0gYJstTP8aHcvmkS;#60@dQoqzWWr6$T5aHzXq_-M(H zLFBiEK~I^?Hn6+T+;YC+FzN|v#)od7{_9iY^wra~h=EN7b{oc->o3Q={zrbcMwrdW zT7TNTu-7TrajvU{7)S(%Bi1^m-x^HHA<9Tw#alRG4`y@bodfpzl@GsK=Byh^gjwFq z2C?rs1SJ6E!^y|^e)aP)M=xun?4aI_%`L0%6B3^O^GCA%>2k~*B?ucrVsH&*J%OQf z8acrhqM{bO85!^aVpoQ?NPRl04UJ< zG_7&Ap<~0}x62wq7%0|({eRu-g#y{D<68@56AFL7O0dU)6GB3EoMGb8`#X3Y2Zq?l zu%`{Wux3h5NO>ml2^N${4vT1w)=PQ;x&&-XtLDqmb`aQt(G7Gm#qPStUN5z31b;zo zl5>YBCot`(k-pt52o#bh)jVZA_MhCpgCf~kBi$mjC}jUo5vb0Ux%Nn#Gz6Hygp;2q zdKv2SN@;>#ZIntZM1AN!91$+ZdJ9cn?pvyY%0SQyWJAHE7F8vIr88F^f5*M@UA1qD zWY;AJ?;@?T$|~hUr4~QiY_nDGzJL2}b>M*qR^yE~-f(*jM-&Hd0rf^xhy&63z^NN^ zLJNf1+*OmsU@MEvWwNbgzOHV!t@nAbBGGx+6*68P9v+L@q3UV)R`o9%BJ&`wH2@u=g>9=nwHgpBR$N?_hJ~|@_%IC(hu!{ zs)cEb)GR5G8T4Zx^xkRCbHtp^fr0;tq$o$o^ugS+Iep@1hfzLLoSMmdNLd7HK(o}* zHqJFiRuUKx<3Zq?WbB`WdHwftjJw5&%W~2sq8`VE1m~DPOU-)L5Cl2hYaZ)cde8+l z*yA4DS_CHyguGlb@adAFBDDQG&WgzcCVCt%9yRZtr(U;AW~D>na0H$7MQ z7#zakK{r7AYV}LR`PEL$wXIE1AXo$^D@*8$2fafN9t^r6P{Chtj(>uk4-*))uF-%T_M~wZ_tE^5}dkjd#y4{L3Rk#)NFK}3Nmn$`P?g4 z@4k3BertlPXu2F{DR?;O$|pnM`?8QT$p{MoAvbm4QlDE_zIMdH)4_i`fr?;qiJ4L| zOLxMB_r6qJ9*0k}p??l$?O#B?Y6z20z4~F{s#x#+LZ>$?#TPUDF@%FKKQmy1T^%w zzeO-*j4_65ksHT8BJ{yKP7kR`w!fmZC)E<0ey{(S@|MWGvw!Ac<)I9&B&gzpeRnjO zeE^4sVHa<+)O3OPMk`8tvM%gs1Rf$MZPglUh<(u|Cq)I!+Ig7E!hV%8vVt(gIuP`E+bvxB(r52+ zUC9;+vHTzp#eeZrFJ36j_B%5*P3E&whLJP_9P+Z9$*hXV?*0RSU;_}ln zmelc)KUEj5vmr>yBFUI0O52q=>zq$wgS7n3TL^_vhf%WbMz1OdY#eADsZemDPL1@X z1VE9`kdho~fm6SXM697HvOaRA9*%Fn|4DW00V|dz=6|>s$n-zrD9yR>dh%C2_Kp%< z>G^-~u$4;Z1mP3MXL!)LF3xLIQpwn>&D&&M-R%J6Xe2uCXj)~ znBHa*9VyoJPrj!JLRlYeax~~ol-vFH50~>LvwUK74Jf=_8yYCjL{C)E^L-Tv6mAMc*rCX(6vh-kSAKf)t8GpmdzNtR=E@Ppuz4lsl_~D0_8vIT> z?Nl=Oi6@@8+I#Q4ht-;WYxg6A0+-bfzxqTmjXk(J>)?r$5NFvt4=IdlMkaKM7_ZU6xk?OSSt`o%${SmTprXowzhjPWO) z{C}XlR`%gxr#0x75S^A!ASL*LK**>e4{F+KsNlxC4qC22(1$0(o;yrw?P|8Coo?ZS zZmOP5#?BWYuf3D)Emyt$&iiW{dT!v63U@un5W^@hOdH=i6-YsY<(+ zYd=@cUmf?hOd4ZEfX?pKrvwI0M34aS>9xmv8d{yVrn{gb=YImuTMT1VbA)g zM}w??lyij)%s17zC8&`3)uwk^d4ryN?MP=%aJ5Hz=aJ|JmF40p)b(P=RtpT(+kc-T z!4fn?(6QS}GbDiOHykGZsQO)){|AKEKyA)v?}0;CES&}F(x=?=Y{~BHW2(1jz04<| z=Z`lbxS(kFae{*VFMXoa%1sP3+0Ql7Jwl04AOJ~QI-HMziRaY&8B$*b)^*(-iEx($ z9*jN(9fZ!9a-sUV?bK%b0{GA4=zj%&&7cgrQnw)1uOC)leXbXee6zU$_5A^LS~Zgs zp;gU$cUT?Mu-s3VS@fH4zIipp6jM}(9(rgw-o5tPtGeWpOR5)Mcwtx`|F?2qAX=Gr zTL#kYta+dlIH{ex_p9x4_=b`U4Wp`NR(U;&QYL6dH7K|>a~=}=C-19$4}W`^vYu8k zfsH_eQ$z4uD$Wn|YfS4AshgS#$I;FhVi*Ujz6ioaKI8O2(4b!L@ejmF&wK7b!&K2^ z)7K`G`9(7OTlZZy8UM#+ys8I@EY6g+C&SV<>wMj`Mje~JdWv;Rr`H`pYxg*m+WwI& zNBIC-|Jpc?3)7)6Upgw}jDPosptkH0w^lQRM7Ma(MV*<$GqTn+Ffg&2w_t(#8@RbP zur*~qZF%4S-uH_Zf$U!mnK%h}8~fk+P%`^N#^mlCV%@)z5uX!Mo8EflF4=6)X9jHH z8!6j+A@%PYliizuSDUs@Es5uCw_s7uQ^(aCzj~&P=`2v*n0MbB!+*5@O9`xq2`TAZ zpYv`yQqGYB_K+SNbMN(yt^xU8Yc$=2W0sP@DPhL%6(Jye0PBFbXaq21#eJi50OE5= z$Yixy2h4R{38oXuSoQkPl%JJR&P`{4pP^Kg3rSA9_x8;iu65#_O1H~(+I>374@kZg%P)y}=%_qIV75g)(p)};*I2j#ke0>8F`yK!)bGeG!NB`Ei0;$V@#mnW;8%rN&-%*0fZCV}DzXv!P}+G;EHLjzDtY zT1;<{rrugoskMpp4^1z%tlNWf(y>MjCogZrC|^MzB^EDrnh zp3fJ^{M60nOMgH3<0U)Q4Z-nK0OLHgMoo}Ryw?HCl})ca$0Q;B-5$N}iAxPz`&*Wv zWX+qLeqULWf9Ds%Ia%k#WBnv-?GK9cR=Y*6yC&1few|>2D%vl$yCPZgxFyq8H?2__ z4_GLG@`3L^xnQFrT;m{Q`pN>wgaio^$M%<1b6ho?ihtB6Py#RadhWey(`Cxxmofwr zC8DD1rxW2faccU;N!L>9!&}f7FR&C)?H6GeTnE`aMK-||s93#MulV@M{#(s`QTM&K z{;i`wYqt|LYwg=1624~0Lo;wK2-KJjZ!LZpmOV{?pN`ru?-7{bJeV;6+I7Do5z6>w zf9%9xrhor_*Q*PePB3_8&WY5lAnWPl#wukG!8Jrd#x7Wq`PMz>9X$uHLyClGSQE!C zsDh4l#6i!WRy~}IgTn(jIDstFQ9;nB@7e2?pF8?LL{6EyP6eVppQR+CCSMO)vW9}0 ziNc`wxzpRV!=WUKg#-iZ@`M0us}`yoq`(D9H&b}=l%TbL9a{VzCQ27>5Y}F`H`|lkA!i( za0p7WB8G*nV}C@D!d|8Tr%sN{^y|<5oF4g+s^x-Ma6UQ* z=F0i#UpK&pTrP)ail6Pv?vx|2%sD36eQh`l=Z9Bd8^~vCW*tDf`r7rPyS_h)GhaIh z#k9LzlfM5c0tHW9GIoxY6O!2p!oc&i6PSQOKvWx5ILdW647E`iyf5fQYxjuj4S!m8 zO(7RMMStGfw`Z;qw2HdlGbgN36FQMKmbWZK~&{h41df7D3XI^kG!pr4rvX5)L)K1L_NrAVDE4J8-9&{ zZ5i^YUvU2^b_`q*QSExPoR zPd<6k4?pLebE+9;n4wx}r6EHa`Nmh~8$JLJ@7K;)yTG$P+`Fb`1{!Y5K!0^7M3w7- zu)T?aV2P@aazsqM5Q%EMtu8BdLl2p2GSEZKmv;KlG#~D^hQ^qS4!W#o(5s&$A5!xhHx4BL?}e&a%0Y6y$JTu9OuZ4p2gh8;vaMKi_60w z)GdRE-!G8#9eL0ky!LEm=!i0mRyKjf(HkJaJzuRb+eDFO{l9)>z~~_K)0_Xlu;RZc z1V0XM^$c@ye+VL;fBSF6X)HM1xJB3nw*uTvj&$b;Byl)?$GHo#1b+^)I6u#r>1(Sc zV3f%qJx(!R^ydTnbH3*#3%@Ssw@1bjV@vOS2r-*}HCFeN@`J=^&%n^y*sgf+wPdwp zlv(bs2gf^if(nwXL}J{RyGC@TJ!gUwfbg|g+OOObq=J=Q9>@@!rh^bDY@TbR^->F- z^_X;rE2`(>xNFB+Uw{AltMY`0dTrR;S`vK*%y$6GBf{ZP+?C*Ixz2TgMdFvkBYSAP#LB#r!nN}uHyE^G3X{D1D(rK5So0;taO?vi_ zIOH|b%gsEnx6FF~Gy3G5y8z&WWVAiv=)mA=kcP?pIFLIvHV+sR;q%A<5hQ# z6XgVC*=p_f&kV^?Th~VoJrU4Y=d*hLxxmm~15J^2-ksVwt^IW(oeO5wS)fd@?9Ag< z+b=(B(WTc*4q5thcnrsfTOg>=ouMo|XE*|V(ysSTuJIztbny{3jqd%md$wP?<7kZ9 zz=zMGtRZ$V{h8C9c? z@fc1ET7{ZMPwME8GDw*-z7sI_jvx-1ocj#~;7C_S$}#R`WIArSGX^QRR~9)W(^E$F9x;Pz|v* zuz%w4GN0K4#dNLKInvj~ksX%@a%T+7o!lqgfbAo0!l82vYtA!S#>0M8%|69g#hKxb zU_7e_uM$We6wbk_)yq`1PZ?p#h`zAR0>@sLb}_xxrmLwH(~M`<-Y8$_32plGQfn+d z!KrH=^@l%IlV&)|5$ny_kK~t{Bmy8u34hvu@h_i-UEXgLs|Ty@2(!I=pRigP&hvQc z?XP8O99F-cX+kTqPMI9Ie2OUB>4!(&Dno8k0|%EgS#mQ|cAVBja09W>O)z1C9Xjzk z3iN*0231)l0zYQC-}a{{^F980HB#VwHR>5B7`2EMA;X=NtXzqKR4YArC=&wR;eYGS zQI2ba1RuRqs<qfLCvgtTvs{; zDEDEjKYWCVYW*18YSN}0%1+xeoPx8qT%eREw1j<;;7R677W$Gn7+Kw=8N4E3sTtpR z2WLf~Xqh8=7Gap{(pLD-pdKrQr+)#0HvY9~0yGf4&*FZOOCBe|Ib_E@wpMD@keaqo zrsg(UzX!oXHSlnhHy}wq+fAh6jPO5B3J;(w=5rtrgXAGfLN?4_FkEP8n@$2~5!q<$ zeu0&NPDbup%OP#nUXcG?vo1S$Epck_Ly}PUY3ifX#?XJz~5@{2Ve7Sd8o@^J7b{0 zUKxU;=F5qyD_^(gQbiaDTidu(kTE4anGlA$HlJ;N^H7;|rj}^hoqAoy^7LR#@};mtRW8bY;o{d#pcWN(-NrEQ-@&pmZ%Cs~dYPT?B~q)T^aK zJOmby7$QZ=6@n$Dt$zn1Or+*s>yZwAFBDOjT==G`+_8 z`J4{S!D}hiMPX2nZ98A*@m`3d?3bx&3&>^;Zv-;u{yQ)CfQ||!l#WW(mW}0qM&&|% zZrg8}@*LfNjoH%LczaY1-{=r(SZ}ARUv;tw8tYC1f$?+Um4DFc5O{qT2yk6pyUx6? z%MPAmomueXj5AL8SMQWm?Xt@*TmRUpuYLOTDdT8~=J@yV#~+tW{)a#82Qwn_efZ&r zr7Ylkto`=vgcDAvKKtym0sj2*%P$wczyQA-!GDl}Y0pxJZ`RX5h{IZ~sWVFnlH-)O zJo|wHOX~-ldVk!}(q=SYmjX9%E9kVX#CWQ-pVm_2HB(_$yHmX&aBkEb1pL?{E_LkM0D z46PPAdynfw1YEH=d!#l2%HDy?WovDjZ5!d~-=IuJ%75XG8`OZKL1t4XkR_jfYoFrG zh}{T0Mhe8fXOIk#t<00g{!Kv;*iMmaJwJ^1vqILS1gPJ8)|7d^h*SUm_y1FP3mc_; zz(HF#&I~b-6f3p3R?|HpTgNze?F2ouh5$%mu6ZAOUr|X*UuAwC=6Za+i6J0Ub5pZ2r=vP`}4lT^>4Sz|;1F6lg$^l3LU70G2rPmg=|! zMmj4f530*|#RM|QdCes0(w!G8m&=ar@iyeJ6jK-{Jg*d3zU~UkO3Hf>BU9NfyAl@%5U#@v5@qJ z=M$7AslU;z<^(Uh|HW$l18=JyJ9?EavyGeQE1ScjS6jxQmF;S$Q~OtMZNj=#)i~hU zGAi`4ofi)z|88lGGgPFh_UGYO!=`T}vsI%;&{{b`fUJrM4(`r_e(m`tEtxWh@Z)6J z9QS8=$WJ|g-sr`_8p@$vOdx>iTa&h$=g^h!l_HELm3bn2akP*J&f|k~Hz*J+{d2km zGNrYXsnY=1=aR>(eN(Og;Umfse5uXruSj=+Hn=syq}OuC$*mF|!|~xUOp)3>7XC(y zOi>i-%r)AQqAX>$5#>zI= zTVS&AEZ!&x&w8l=Uls&{l(NPuz0>55!Pr^}Iq=oe%MS%0Ig3Z4zFXS{3r<<-%s{jh z?C8uMFyU^M%r>B}FxzBf7Tp5DhCsvp`J1enHGlckH3OILkpVO{PFpRy=%QacHR^{$ z%LZGjc5n}jgrB-PJNV#(%Mcs2cQ(&F^HlfWe}7eH@a30{|II!3+?QCA0Wbl^mx+=A z8-Ei8H_k}UvD&cS>8Abe9@_IC7L9%DYxF56YVgQ@fjQM~!SklN$;#AqJza9PFgPZ0#@)T#j+E?$QB=e7pC{R{ zw!8A?l&z_W~$E~2lnJ^ z8QB`gVc)W`qc@nl47gE>u%1d2A4C&Du%l&8kYiZOLAgezz+urN>w%%6JX+<}IqB}w zipC+~PT00da8Ko0-kb@3NK@c#+4H=CcOQ;&;Y)FtJ)%CS+ksa9%UO?|vffR*D1T7< z6%V~qf)>5pj!9N5I3v`9r1*o>qt{7o{ou9dC~w8r_(hO`-$kzY_WhSF$Eb7w0nm0f zc^vS0xyBGQPF;BjnUk%OVMp!(0muGpMuR_E4T1$-3v>;7?ze0yC3x*(A^vgVbOdU{ zsUePJ#BwWyJt(Q#dK>lEUj@~gJbxS!NK(z$Q1iEjGW(%zf;Q;geTS}4I4Sn0uO1&{ zSnPjjpI__tM>wh4))VOJ&zo+#Y2_c2p`UTa8Abp4lTRXk64<%v++Th5)#{*w4yrD^ z@WKM!gW!kf;Wp)@hSC2_FY|9iGS0Ae?)7nRv((hpw&y-t|2SA*WnRZ`G=KL1+u+FJ zkK47nw-*U$`*R;E%5Rk17+7(KbN^VrR}ZhVH-U;FEBFK+^1s=7p(4@iA+HsWve%>0 z0LS*1#S;IxA&zOoFsnIu>mZ|;d`T5fGeTqt!yIzQNus@swd0qb*E@` zB)3a_(Aw6{-8L^yHv}yPXvEYzUsc+-)a?c12$le&KwQ6q7buSRaqj-6=1z%CP$+Dj?5`)#5{Q3L_k+UVsF=Ekz&I?7Cc#--&R^yzK-3^2%4COS6mho= zxfSR#L_g#X;eT7=tT)_n!_rIt-h1y=#~gD^`Qz_@|NH8RC!Q!{X~!OW>{9!G@x>Rb z9zA-bZus^3-v74P{oU}q0zXVIwT!cdwjHZFs|;>Pn2Zk@tjRj&$kc!M24#A$PfZJz zfhy*$gOk-{*H8Ak-U3tfckZ_Hhp@`miG%PkZ_W`1@v7e*np!z$#AMMsCUDq08N7Bq zb#V%X9GmtqWIq`(QWl9%y7%qrACwI?{^z_nT-lvbq#VTlVYv&UdPXQ|l5u}htq{kg z&tJx?MM=w)S~$lG?f8F7GJQSvoc!)-kCVyDm}TFt%Do5Ey??)Gd6Q;6d6T*Gnvu$6 zG?Uu|Gf;g5Tr6e&QYm{6Cas1#4+MSZ5c&C zBW7#znVx?2YNV}=7oNIwOK|GT$7vWcB10C?Q7LSi-~zc$21%EimjMbaN>BS=6L9s8 zlqoL4WX-plw1dGj4xYu=Qx1xq>u7oE;YJ$6N3awl-6aH(DI$BzZ88Rx920)_F2le{S61jSXR^7I7++-;yUks{HGF>^*(;JvMtV5z$Hz1`o};2Q!;Ux z^4sUEn*iwTu;X8^7S;(jVT{p6$+0gHBIqrJ$-ZIkO#u(HeneEvF`#W= z;+&vi`J;Mfirwf1dY|f7m*1HIaV;--DvoKwA}iX}Ga=}rH@$Y^oEh>M(UCCJEy z4!BithyzkOK`2F@Nc48%Ak30eUp zdk~UYWnuU<^5V3KdebH>u9NW5`1{ zrB_?)nOZ2g`LLHJoBMl^|%O(%N-O9P<FCUYhdgCdXKVanTp>h5j2maO`SPMHT6=*%IrCt|^ zJ^`mcU6(+e0U9hvDuFXmM40hls1gnSeWE8x(zh zW(I&Yek#H?e>!fpQjYLEt1BYsD+5+)0d?;Z6y@C<_Z7P?R)P#@ zgwBjb@~?L8pk{%GzzfN-HmrJTc?4bvu1I^F*0jwdmY)F^0V|gnp8+8?X393l{g)6b zQx;&U=^GF=ByF>t-?kBWA~FPiH*iM~d*&7k^uOA90uFZE^)>erdK4jR8aty*-{ z^`aa5dSLpTW%CGP1`c6scf=414@)-5NuT)3c?y9}k3N?A^b?I)HX%Dhj^q6HiL%}- znd`lH{(ejJ_z~<7$LQWqp1S#?NA?MmzUAa!3MuR4mnxtE9wAfTHE#F5Lsl$8E&qrE zn=W;B{oLBlE`RW~(jvF>@-vo~X`lfcfBY}!E}aY;ghicG2e~e5qxcZLNu3PPh1R0#a(YVtm zKvk3H2yp;*U-^H0iq`k}nRKv!O@n0ZoDKlN06lxs!n6`v`^B5@>CE@aK7To98od&z zL1xS^Fm~AF$J#y)@ekpx)daUbC%>qd9iagkIF2(S8pGjWwIjBH?f;mOvGYY$PS1B+ zriP0puhp&TP>J767H8Kqqht;E(cV)JFOdy_Fpt}4u9t410Xu)Sk}V>JA(kzgEEIo0 zwrT1bavi}Hf;^9fU{`0s$|)N!_={?S2__ieaMYe#4e3ti%c&m_sCtL2KXp0lqtx+9 z*4TOw!NItnE@Nf|W+39nLo!3`Q;Tn!);W%|HV(xPdn{^m$F5fYxq3KG zal63EQ>7hEE&YG>%pADqxp#|mTk7yz3-ONzJ#Be*;XSWJFJaaqcBIvA`>Y!+0m3(* zrPrUNYh9-4zmt4pVxu)MhIga1slJpM1A-fU_^vY)1%lwc$`1oG_ugbXTv_I)*NTct z4I7;0bWju^w>CZ^Uq~)$_yUl_ow9wynjl_TU#&LPmPV! zG_B6~RS#BmZS7#ldW;iowk9bn)TM<1b~=zB1PCW5sF8{3$(KokVK3Qvk&2khfBx@3 z)gkHCo^sru6-UT_Q5Y3VbjR9Iy;F0(ApycsQEa0Ir+tsseeK`}vimmwq^y8jAqzes zb!8e2w!wd@N;%nfJW58YOLieK$rmQ{TLvdG=}o0D?#_ zzw=o^3bZ&f0z^kVCxtv;wka z8JpVW3w;AdasM}y-5|qY+8V~vJTRsxverZ$a%^!_>If4AG6eDj}8Wce|I3qyZ#c~GRbzy6BKor!> z##RppdmkJ^n2cKee&-Osw$E@ET?9A*S^xzGUPq{AylC#9xy|?k@FbjrIxdGj|1{&2 z@wEc2UoJXjbzVlU8tF=LjtUzX9Z62h;t7$r-8o8b+O?n@JwyCbUZ7?NeJ~(LyI&da zo1XqG^-j4vEpT&Jb4MG1=nMwBtiI>|8G)Rh@h5Yvt=1>UEpTJX0!WRHi-69RmtCa+ zA7Wq1s{vy^b!GF*mMhP&56Hk5vbl{uGt(-SWM)S+OV zf4}1*L$qCQSe?sveLo{b9`@kx$|Ah-$}3ghzJ04j7Fp!Ga>^sjc_KNTnHu%wm)@lT z8Z49{O(D#!Iqzhp)sA3ETc*wHu(UtP#J@~?8b^)br%nlWmjPm>BmAv3-=vo$rU6HP zava+&GkqD%^Tr3CRqq6nCE2PLe`3awA{GAb?iV7&^LEizcOGQ|TzdCG(-h?nzVfNe zl7FX+n;j)V1wt31-p#2`Qx!ZYHFwghj`jBF6wH-O9(wWS`=1vrfLe)B4f@b1nju~) zmrRp2rX_IG6MajE0|a8}Stl%{Mj|_Zw{P_+$$@&y{4=i$)- zP>0`X`RV&zpS04gn<;U~jRat{ZqAqBM#gXYAOWIcMZ=}Mo*B#(KX*Fdf>Uvrft#56ldTHA$LA7U8Kk0**w=pCPDm7;Y>o|XZ(*x^L z)R5TrcX1m}J@r%xjAxr|wqbhuZ9lz+=^=FQ?7O}KH$|jG-TaJ=XRXE=^QYCxx4ux# zzSs5DgON6E!q>ygI&q3ihI#zrDQlJ>!f~0Q{;TsI4tlUq$x5dRj32*QSlW8>n}cn- zavsQWYO#jJ2o$KBF$6fl#sPtUmyyL*KjDs&`EHZ?^Q;l}(PGyMtKu3EHQ6yN@(Dwx z+A!PQC{B-#`=sOiwCKEp%w?p_wykqEovk{t*IOlH*5*f?rO!!g_GgFd72hF3HAeOd zk{stQE6h}ajB8Wwcp!EEC&I>;A-;P0+ND$>SgD8k$gmChkwq^z`$PkOEEB{8G12{C zzI)Sb@BE-Pi-$D#PzZ4p3^`cW2k~(3eQt=9>^Rk0>2laGC4x;dMb5deG0$YhiLZR@ z?aA7IR7U=)JyW@}M&NaWin?O>4_fA$^95#|bnI%$nJ36_o7bzoB0t+|IvrM={TF3U z!1=k4@DdOn=S#3l45{0Hx>umHE70xWJG)}tuOFf-pl@4!y!UadSD$_QaW(3wKdMeh z4SD=AdY1nr;=JDw9kBs75xk&Q+=G=%);>Y03}UtgwwjrGsK=Cs>!473Jr zarXTw7pz?1X&I+X5OHkJu=?8yN@ksG%p$)E+1PIB>H9nP`drA)Dj6X0%^RnT*TB)A zw%L3UrRnFG&2xv&e3h<-+UTQWb?YRUII^|}UjAe>?%&V7Fn7s(Oz1P)zCGjQ1%%F5 z?>SThn&BEzvLi}=WJ=uTOHAG0Sz?NhnaOsS?h-Ma^rVr= zt&r@oHj03MYU{0bTbTE2rF>zE9M*T!?g;FD%yqppig&^SGdt%iqak4O+$E9bJ!k9x zG4Ksz(c6x|MokWEj;IEbx9y$6yf?GHCi>wGC?n7$FmwfpO=$z9Zfyio#w3Hp#~b5E zRgYC>Dd>jd(@KZnMxC(M$;UxhIa~usOYPjfRuI;IkwDCA+cW22n&2XlNk(imFo%Br z$(d2_o|r9}e5+Y&QpNkF>%g=_Et~%e3P6Ve@o}va?kWLCTTK4eZFT?Ly#nl|<1tB}>`#vigAtXumhxJR_6KdZnb`TpkIDj+o36|AnFPCX^m-eX?)SxbGQt0d)2d^a8JU%3bM4U%7u~b;++5OKzh%F6 zBy4cH=4zWOm2?%T=@eSHOf8`T@zBIl4iA8KyKj zQ`x0fKZH1wwI-_wAnv<7y5A#0)TEoeA4I=iAOW1*ifKatV)ge)r z^nIluR*utkZJM&o#v#!mQF6Y-Wc1>by6u(Vh6zH{^}A|<1NRO|<+-PSn!W^R^Xz*= zk&1@mblbOc1-c>nZ|8OG(piBw>sGJk1~93Sl?KPbV>n}`d$>2vgZzuHUM!IPnx{Ni zjT0w<@$Er8IQwhvV`zM@rH(_-Y)lOt$|0LJdecLk6Ciu4BjMrEGN(Ngt)a34;6$AK5SvHd zGwtz*BJo-)z=5)V8?A!cx!2pCXX>99ncw>7`YY!;S%`$g%8(8H8<;8g=vaU(oVNLV zWsELVL`gv>f`AKYvOSTefo;3~8-BwD>0qdjWr>+aP4K=_b=-B&eC?Xm@9F+J;;%rr zgCFs);Sf6mZA5f`u|05WLu?{r+TMKb`gMc)>LG@})M^}>nkU%xqmMoc$u15)(*j2X z1DE?(8)iGf7#aAIhu)g8tJ9YG-s8wCWSg#wI((}WT_~h1A}K^x5c32W0<~Iyb!`1;0ARNx<{{!uw&RsW zsudEUpM07Sx%BEA{8L|hGO}R%^X_`FlxhqgS!0d~iWrPzb=(G!5XvFsvgUk~RdY6dRA4e&dj|bDF+K61{+-f=pw({mtb_K#t9M_#j4?GhryeQ0L;?&VEJTIK z@6yO;&ZF6XdZtyay%xvzj^&&BJtW3jxvs7oWI~G`!-;{Qkk?hx>T}r>)%OzAtvSzR z{pFB5a@@pflvGSH%?rcLRRd- zdeM%H78bm$oXjj+Ev$Ehs+*$tM(s|$80ujt3*!Vp%dPgS^o<+q`S%PsxjYPdC62uU z<2Q}dFiZ#GOBO9to_ES|%hb6W_g=aL24A*3>{ps|;shdps~(E{Eg9Fp1x+yCSEj9Q zPVMf0wDi-<_&w-PPLTHNWYe3Rac@TSK2{+0p8G9Z;QZ#X)ZYt)Rynp;&g=8)y6^`6 z`rGxZEti<4x;eZ8wec^%`cLk?8A>LLw1)7hoIo^2FhB#qxf|p%eWt>3JPhQ$L;|es zmz}QO)o}gQac{8D24c-SD-tCAAYaRFh4RiRP9{) zjb&$?)1grp6R8ibso`qtS~?l3hq~G%5-^y5u~a}NIs!S1Yo z+xrw)T-{n9H_dzI?dXQl zVmXsWBxlRi;IEDJ?9@@BW8QmD95(`6(~#Bh0ebGgZ27fus5%wszMr1C^R*dVV&rNW zh7%{+yrv%BMz|`YnC@1a*E)BB1Fimlg{B$1nl-~|1ROJDunO2-=8d$+1Ro%M0Sz^` zJyR=hX4Um}>#rvJ;RV#^BpJjaM>bBu? z1-c#l@OfRnv7-VP4oZ8ws|Tn4NoV}^NRg`d8{*=@JUkjG^4vUNr%Mf+1JyHr*MZAd zTV-ZEcC_)RhKYbuO`EG9lrmX=f;0NqWt#|aH5tzDbS5;->k-;yu^hbCx88weXG}ma zS7cd@x)peRlG*7-sFW1>4YfeQBa zF6q6dz6UB^cGiijMGwBE!1kQ~nF%DGe(n8qSIk&SE!ySY4eYzx+`lM)S-WX?Osk;w z$Bx+hpM6;v_^q!smF=llKP*}7Ay+qXtu{l>9fx924&FVre~6yY5$FzPK3qTa);+`O|7Avo zei(@IjyU?-45HcQ*AEs3y0$Ck9BZb!ZRy?S>_O~LOq78q(WI|`4NOhmmE$CjDzhTe za$x4TZ=MIT_AfKtk6wPxuQ~U!jS%oS=%$f*on-qLtIgArsQbZ?mC>UoZh9N2_UYF@ zD2i{p{O*s{Ihpgl+l7yo(WHo74@W!w_o?+x8-(S;bOqG)evU!w;(}?}`gexc92;_$ zz+$0D!|D=Xh;hh&a_ZkdNLwHWSn~^-$5($Z__;J>K5Nj_S-A3{*UE82J(MWci-asP z9}a_Byo|rcMUV9#6jN_+U|%^k;yFlvX3Z11u}!Fp{VSE&K3##Y;^5D|{m;cIo|W|( zJx<-<5glU+gO7j8pp z;B!X`*67rKi{n5U5*-p6ZE`JR9H_bFr*A%gsna7xf$%x#=BU)>j?_aBz3S=auc~wJ ze6f@S3}xZKmX2f4OK#u_r}iK+W z+p=*jThmYYlTych@h_j2seS!AApTtt4dslP!*Hj6!+%xCai?rDUvY}RjcQ(dX2!Y6 zd}_ImB(N~}X3>LgF70B-fDD&mksu0``iS^IK(r(tz2Tfi?_W)rv@IB$qh_*kM8;nR zRwk!QDRIi3t}0~(Q1!CWv41P&2kmuUt2K}lL})`eH2ziQjD&b-5Cl{1op5P;*FADhj-$Q4_|`)* z(5KY|H0BVrW%jd3uEjt9^?!xzh%gEXP<}$TV~C_C19sc+y8>Uo>cj7`b|2YyXazh> zz|WkIjGr?Yn8|)+$y(LMiu@?Y)>T6sYO6b;{fuNwbB^>RR*6hgtlEmXlxotUiO7`-`2p79haS!bWj+pjB zJPUHbD>n$O2z~Ss+Omfu6Fl+HN9(U6KpF6%KmRrB|7nrYRc_Pu(N(Sfw)WY7{ktK* z0^JUN$ggSl76)?$v`+1E!6SjBzh7iniLGoH7?Cq*%VfPWJP&{H=3ALgcGEsfcUh%N zU00TE1Z-_GL_P0z+2 zpJeQxl$vjQ4&G}8FK31jSd$O^&ICDYOZ814w0X;j)!QN-W9GdeqUJb%Y79S5 zZ14Up>SybHI&l+_?8r33i?@!+0P% zbxUP^Ou83-lP(I^(`R>og9WE7?UaIx<060UKK6Tv#K1~7_4c~I4*m*sJXeRpqR zAS(baygf6rsf*Rn<3L{it@)Eoe6`~!r+u$vn=)GDGHPh*wXFt9T=>A7%j>ChU9?n=cN^1j9G&`QnT=%CkxW(X+_KX8Ghy=+DJHD=w z)~^?^fU+ORTyk0jj?Mbw8EB1@!O}kvyddc99_SimZQi_XgRMD0{qBz+y-H!x>w+*5 ztq!`du-i%xxOKcUbM4FEm~@zoC`L32 zr(~u{#wgkRFBhFMV}J*&$v4jh(T{|2)7%S>q(g&ja;tNHSE4aDLEv}EuhIe=-S@`g*!A+`0UQ#ogPOO|+Lw*I?e$ov2{d8}!6Dy#<)dN<>r5>!62)RWR z{cSf7UC!s!&F1ZYsz__<(y|AlEls1shK*md*!@kvw3;;%Qk`ix-!rK1If7gEUAnp` z1f)%p6{=f*pS$fs87VqS z0C>06;iyMnnQVNCLvAgtcVK={=u>Hl8k}pdv>+4KgFo?hmj_k&X<^8#N4w7`q%D*n z>GL2VrmiiOsdzdDY698~fx$OT@KF8h(?UdRiu=@mYiZiqLI>PjSlL>rI6~uFWz692 zfti2@i@&LIC=mIwB{*tsLx$Pfg2w@I_*m{uTXN>{O9pR7yyHZ&(_%-Jk1!C@Bj>Z+ zkv&W2!lJ49t554PFgjLg1%!X<&Ci#*yYda8omO301YE$2f{!PTS*6-P?Mq9<33^}-%rK*6 z@$+OJIYAMbG_8201P@NV%&kred-|nQ*D9H%nmA=V&Sr3}&fu`7Z;LYFJrOD~$?vqy z=S>j#c7%<-svbCOg=D6^O1&AZ&x!7nNpqYcmBYV;TvwYOc)IdNznXXNxUJ0&fylvs z;cuo)qE1a;-RRV_GCZZNK*;u1PAi~xLp66Th%)~bj_z3@3ASf~u1hnxr8!sK=SHW3 zakIpBYL>kEykJ4#xb-;?mLP=F>2dMnL41}dyC5TcO^Tw9RZbEy_Qh{Ce4CY z7J7Tf_HFsSbJwD|-=$9!f+lGHuC%#-wsjr*e)RXE;m|yHND}m9u^A?4{eXVuUoy}i;Yrp?_vOUCJHC9Bb z+Vp5I7>0JMaXcowDPuH)g7fZvVW1A8bvteS{O1tXHcIWE%qvDShkNvKy{i>}Q@bQ& zGv*Wncks4(Nalav9A!EgB0-$GkKOi&)U*|}$?S=d3~3XP5UKHxBh=@QaW9CV{m&s6 zC!MjS9J4^n!`Xzprr{u%F|Rv-)bI?u{f`iLOo)5>_ic|pypqdG86{|POuItzPy7f}i7Q}#95*c9cF_edLo*r-A31D>VJyGT# zmpRe`gCVEi?V6Hl(De2}m^;}XNVEwp%OWc`8fUKUsgXI`9Ia{Q+-?+T%y&kwuOSAaIP1II7o4C z_w@8bF7P988NkBGS4*X1zzE&8Z2M)VFGNcH>T33bg7qDz!8@{eqA&zoXzACm`Gx7> zZ?!khT&H^c)%S~1oYutQU5}yl_=n`r?r{_AKFbupw#cBJ-Pihmk=kAKpj)CKxMa~z zpvI@oZmX0wuKwfeg+MB>bWb4Aeio&}xkeDB!OpJ5@bvm_2mcLT4G+D;L)57iv1ClL zrPGtyaR4uTt2L5cPIjZrm!1g0Lrsg>yMK!#_8&5a$sSK7nO8@JD<-2eX7c6Vl$-}THpMekhQ-;})OHI1%j-un)wP!EP~eK(uS$RW)=Xpz3uAIxHY9A*KC$a$Ey+QoSQ06+jq zL_t&~^WbTs7y~x7>uqRjJK(Y>lL4+$GR4c&lfFfi z%I-_AG02~tx81^p`v6rj(G65BE1?tr!w}zSus?Kv_=?5h*xq6xl-(XZ_*%iP-j}b$ zKsGq_o-!!J&!EdWdR$*!wA0tKOq~Lnf$pf+EmrXzkNEr^G}t2>SmUGU!Ql%1KTwt;k(aj zvlK!EBGT2;m#@VE76)y!`HLp~zL(6!0U`_AEHz#K63C9rO;?xs#Q`e|l6kljK9Qx} zy6>`=FUA2PS(jleoPDe5nddm3I&RheFt9ZyXP^{*eEn)|WQ5zs%r;DI-m^VQp~#mbPG zfm!YN?mlRRQhrdE=Qw=T!~bnCS@h%?+q?PVQ^?H{i#{nS>I_%aWiwd^n zd^SJpmr=(77hO(Rt-yhu+E52yOnm0D76A}-`MIY2c_IC%4>yf6-YjVWYC^#ryngjo zWwK}DP>r(H-z)1JJFhz_HRhQDNvq*D4U60e&9=+~^s@BmTMzr6C@k-Kh)Ml=&ijg& z#m50d1%%bBO{13$$N?+@&Gwf&$N?!L-kF_EGkcxP|EA?#Pv-gt53NhPzWU+Uif;GC zff=<{?VXo~$N?-4Ll}GH$dyYSm?OjPo+y{V$N?gMbxzsu{eAuyNGKaX1m=m({otCQ zXPLAG{(Q?ziesKPLFcZ4)J-)5z2hsGFlVGGr#;1ZKPmUCp)<2Z)>Y=t)VlYL>foCZ zk#WwobH}GZ(3?3m*n!#4qAj2=zSZ9N;Iksq)B1Zq3yvX1P>+){E8XbZ;n}q9jTuSh zRvRUM_w&H||65<**`I$AawSyFebzJq84f_VeY;lRJD0)#{qKKIKkr|Lo2#g)~9~Qj;}Kd_0V%~R_AR#+W_l3Rh}8+|74`<;b&i|rprwAf!V+Q^{?vl&p%Hsx8rf= z6k~j^I`oRitLeu2UTI^q{rg_{pgJ>C&9+*9X#4?=rQY{)GmKSDmeHKI@3}xVVdP04 zdF7*$B`=(L=Sv=ZQ(cI4H6%LDk!>ZrA6sP1^~{hZ5x z`_<&*{C|7b0pL{8buUHOm0lJErL6Scdl3+nDpC}bE{cNKP;3<86GcS?Llih4cHhI}|H6(eNH*e;=Z0^i0=cbc}MKhSF{Pt#Jm$K<_9 z%aua-mMq$O(qMk`(iu6d4|kG5Zp!7$m!#*|1=6S4?G(M;S{MH5F@MVJ*Q&*TnI{$= zPmWnB74m16Iz_X~E^S-l)n8@$%T={1-tCwQch?Hk@hqvY$)B4K$zK~XDxL4$F~ey0 z=>qw#=1wP#^gHIs`EG{5 z!|@<+_N;P7WKQ}8R0{oK=wE7o@{p*gC|R*$h4ksuCwWXbiDwCd6PRk9&EkmIg`YT~ zy49yopO*0Oa0v^GpW4)UTCf~o2LfUau#_Ry4a6!ScX1~(*BsFN`CVpbj(Y51D#H%h zQ$czbXjoC01_U*9Dh^Hv-Ouqe>GC^E)yZ+zEEZpwA6Uaa~%~Eb8_?B9#;D zfv|>T)p0gd#xwZtv2%wtrCelIQ#H@sbsUewWl~qmlY(dk!C%Oy?$e@-alJUU!)s)j z;9dYjOV(;+I*R&y|H1=*K^v5Za;?>s0(pd{VZ!YJD-dE7@Lf!-K)K`ZCnCbL+;Y@B zfYs=nT7ZgbY{Y{~++@X+B=*{DpD+UB$B#GhGMzegO1QBPTTsFK5KM2of|9@wE&j;i z54Nk!&>#0HfA2GaS=NsQqM=bsd++Cu8J4p6=H{(}N1yQ9f(spg`Oq*IJ4SfNcg>{w z4Czo`%-v$f2tRd`a$2@jgZP>%84IGqQP2ctQ<&UgqDSytm_}AFRTs|vN?{ALGyJE% zs@{dg7)<|I98A@FhJe3*t;(3|y2Av!yBs-l8rC}~>S1XCSpVOoF68?qI}MLN;vODX-hwh3YeDfH0)bNS$<9RY zyIba)p2jP=3L=B?qlF+Xl*+WL559?VoA1;>vg&@M9x3;J?Z=2g}4`T8{Q@%?$8`AX*;2AgihV z0#xt;yca(%->u~>m&?&F+nPUK{ION*JKdOik?v)GM?qeHT`k12NqNd)T7|jMomB$6 z`|q?YE6ma$`^XfQN+vvC(~i@Qcg&dMBU&QUs`U=n0m__K?em*b(rQ(ZFGkU- ziMHU2Kbb;9DBjUhne-qCI&+NtkN1KJe2A)YNGr4i)`Ced*EOY9n^($f9gg)3X1ZGM zFEP1)``GQnvxnO8`2K?U#$QSvg8+vB*aWQ{?MekAj7wpdS~cElTfw-5dW>5pNUOub z2!i}_nE8?U5C}oOIe7m!9yo0l88ww)#|kz~?07(`1PkAcw`!SFv5-cV2#AI5)CDnC ztLW7)olDa^OPRjGYPWqvD|2tF6^?MbFi-4%9N0cE2zVaN6qxaa^i?M<+ih0i7GoVE z!to;oKc<}p1ti*3k2E#6-6?mNqw&K%=9%g;RCB`TY4tLgVFyp$Xy>WB96R{Zk!SBH zFv%mB4vQe{+@U}_{(n7lFyFxhjvXv^|1jHQSA~>4UkNCE9R;opm}=e0Z>#o6k9v`R zF}eF#6rjQ%`T;SIKLyvYl)H5uWNBF01&!6+fm-k2o(IQ4_x~<4R*>H`cix{a1ZynL z&sh8*Jrq>1?KOU)eyQB@=*NGUD1Ya+p1j8*VTdmF90kNn_}fCf!<`7YHh`U@U;zsA z|Gs$2^*Xla>)=Ho_FsAMjx!`jhV(9fM?V@SX>xy)LD(bAth4((6l-_?-={0dGheMX zL1e+^L$|(w+q7IJs;J>UfuYWmU3Ern3)cl=11$MT`MDAOT}jj1z|MvsL748hYCUrF z8LmnV73aXs-&Ly#j_vkuF1gi*x6klNgQge7Vk{Y>HSSS##+{tGh_u5LCM6Gl{$S+v zgN78$e=yhkQ=p__-NFLc5>ydH41gsdAVPo|%Dcix4S%*TxB;yG6Y~t08_0UT?Rnb; zf^$)ez2(RAjJu(v)(@ytT+0n(MeBip{0i0xX94c6QbC>DS?}TN$HLlB5NoO;h@tS^ zM8P2E_yxEDP)e6#Zv?o558(ZOE2afaqO_`#qo53Dau7uCx>6|kaR#q^FbZ5M;4A>e z@Z9wW<=*Eesp&LfraqXoU;7r^_P3eBkPi33ly!pgo1?Yvz^h6c(^f4Ws2PtSD&(}| zfw+XPpQ|NbsB(W&gUWm*AXCADVzB0^0=N7%U}^WYR=|Z{0PXt01GB+D0m`RP~*E>LCfUAqJVe~)LTHX zC;a<}s<))g@cAaT!Ch^C1*;vOgC7Cz-~)J%o_nZ>lzerHsh-xb%zegRhd;KJgC7at zsFLQ=Meoh1yU0DU0t$B@yPzp<$0b*0_d7|)(Sapx{r*$thqJT>q&Ztd9NT*H8pTdl z?K~+knZu|85|xwVo{UMms;-I$e(0}z)Ql+%ydbH%u8m`gG z`AuDR6lg)P9ZaG~Swqkj0tRPm=~HJ50ZjRz8;!`A*5i~j=P`i?{=n!qrpzvw;egu` ztp)GQ9Orl*sA!98PB|7MIkZl|X*K6#0dhnaIEywP@v6Kn?%zsH2Sj!NNT1xLDZbjQ zgl1x#k(%nJ0N*};tSB!uEH3TT{2hz}933f|K}3XfM${5OjKd&}8vsM$$G>ebG_?uM z0XuC3zttT$%LH2jb9`5pzT3p3g$&Mx6$tm-$~@RQyp?nswa7&8gQXD!Mh|Q0Tv#6P z-9rE<#r_DS8lYnTX?Qk+UAuP4!Gp>eR=c)mC-}KlX3Z6UM)}d@s?<;t6=u*+I#vnV zXmDS`0Y&$`)*VNh5DK(F$#oq4rwOvlpCjR@V(@h%I1OgR-I~w+_^<`0DxW)_e`3cD zj(hN_!;B4T*&bj1DXq1d86y6FU9nH|)NfZ!gGn8hhaUT^(XU`=9GKlf`|BvErU&apv|2A< z;ztm!rL58JrXIg?<%*pd_eJY6nwun>3u*v1A<|TXg+)k#krZ%OecnH z%CS#>zIKhk+O=!V-)Y&hu}RHbxAxsp?%;igrB^-ShaZ%#$xV<8zV@T$GJfH9`ASp4 zGNrpqzInE?ludxf6gYv$yZ*bgO|-8?W`h7Ul&buydrh}xTRp`Xyzp&C%$K8MpNQG5 zztE_dnz6S?{v7G0bKQcnXwy-Xs?<)EoGYq-TvyjZq`9>a(BEU-jpmYx8fbY|6)ViO z*!jWNzGUlBHKoR;o}H)_@4)|l>Z>P>FB*Yd*wI1JI{MOGUDuOiAhLPq$2H3QmPu>B zUpA)u)gL|*lV+ATTY6c(R_`+LaEU{HGi_0W;th`0a*Q?CEGMa=if zln}<3Kn3?6bk11FAYHcG*rn3DSt+A`#2v=~&H`^pjqtsKOUzktA1td)xN<;uG7 zIIUd%d(@o*rnwn!HZc6~@kQV}W3xfc{iv|#s8C=*Kr}b*9|&EdG{)h_SL&JKHLwtX zM*wvj-cYLzg8N|cfWTxwEawJ)Q-uwD0r3eI0$>P4N+5#Eu(&GQd#Wsduc@&j#dmIE zKf~O1fA*NM_*}n!Q*vd!J4TtJua0WA$3h127>x%<85e~W1A&Tt_5L%I0RQHBHHP|6Rt#oUD=ixY3m}x!T zO*@|F{5oS;8ri3O=8gihX>R?I9<0G}*eSxCJwfZxSJX&)SR)cEP^8FXzM@4^P+uMu z?vPptB?MYuXF&lH6sbXg8C(RgGMIow7dtcOa}#=x9WAJRE#;2(FEuVbs(N=|Dm0gBUHR0cN$8(L{_sEh||1(dF} zm;wDU;v7KbdQI*5mU6e|1%(ekcYK0i$mv?^9+blG|N4*l{R1)0~GUtdk6RO-8SWot07$7C6;nW|CslGC{01c_sbUw9)ByJ zc2Qn_&B{P!Lc~sB5xGo#_`ymJl^C4a);$7@qIZvtEkD6Z9TC#QmBYMdzu&d!%4S>6 zBfdd{)BfxE+l}ASY6pIHLQ>!b~XYai_w{BITY_Ga6?7X0nC&!|rlLeuM zYGJCZV4qw<4qk8dBF>)?l6YbrJMR?sgvUdDuAMTxhXf={7t6wQhg8;!%Z6ib}`D;|c|L3nh|humKTwQ)nU#{{maa2S-!^6v^VfYf$1k2E(q{PA3Wq-C1TX+~e_~5*b-RuMguc^OU zl(krMqG+w^_~y=`ok@GOKpUD9sWdyn_!=sp1OZEpV_4L@n+Ld4_kqWJe-2 zLvp0!Mr4tUXYi(;r+ki76Wl>%cNxE)?(mMqrM3I<=k@BHMAHRkv3+(jVY*{f`NVB! z!lNQr0kp0?Kfa(ny4F{LXabK02oQtGMvrO&; z0&BIb<5P2+wc8!~ENv}}=PyNJs-3|jtwA|1D|12A zREVx@X1PaSyNn>Hygcu>;ghL}F$Ei>F-Mu4+|i4e+}98zM#YW{*jeD$xA!Y%J14i5 zfvC_|jmA=xfdR8EX8m!^`?HT^x>lSG|J{s8`zmY4RP}jDu=)f1PM?Iw3w62XEvj_5L^` zr+AA+pGNWRjI^?mYX|foV1)P9bJC<8dhWnJ-DUPSnix!H^Il%lL;LU?K}CBh2`zmN zwpAXb9Nv-buADLBGPC`m4-)<%y5|G`lVkDu@s+88%)e&Jw9~QLhX^XH@L?(+ z+Y_g2s+qy^@fqRd*aC;A+EQU;KI>Me8hxP^Y(2-|OXtdzzWh8oNU=UfI=2&VtLm~A ze_G}mQo^-hub`T(Z5l`l{&p}_Cq<)!kjoArm(c!gKAa)4_fz3X-&m2x;yl1_^@EaJ z)Vo2y*-Z(2r5O*)>oFHGElth1FFKVk&JNb^7NArGv6R=J#0}n3TRzzh07$-3xWSh? zgM)(=baZA47mO*cZIxWl?CbJ94Z;(=sz39LFZ3^|%#@Lg&iDHE7#X*1t(%!Lk)*Ie z#^+09Qz!?2{XneVN#EIC4JHPt6Z9KNBDgT00jWr*8K66^FR*B4lD7-pjWh;{{wY?h z2;I@&3>Z#GM8y4zODQR-fUoafI1=56fB1dM>CYL~XZ*nCw%r8#`k(r8{nqz^Zhc4Vj1Q-ZdJrKh@F5cQ-mP!``VA&=buswp)!9coFZau@ z3?}C(CUZL2kYEL4-Loo{1bJms@D;#HQHlLUCuz{0mX zed$8(X)C3#YhwV70_E?|BaU(KpjJ4=I=7Z7=;o1F#lEHEah#Y$deRY2PO@MY3Hk7By(Gk zY+*PWy-%ymhpC#GgAb>N#jfpJ!#wM}FHB+OoOxT9i09xzo)oT&x3j4q$dmsVkpl2+2vw3dZf+DV9r8Ihk+)y*PhT0TB=ODC#1v^1Bphx|_5d^KM30`ssG`ub%?guc1~?AtL2{uA zgHoq{uxB*L13^r%kOCfuhX3%)9d(Az&|u!@nB)S*kShKVGSv?Vo zrCMm7&HeD`)TFj(+K1zepU+;AiK+z&aTIgTR`hCZMWYFa z^*{11L=Jeuv8|vLsru#1T51MgLihT667eIfPeGx(|560_`F>6-ZiF%KRn#BaSfirc z(SvKtSe;4n&Lr(NU0SO)M>37lt-$hx0ioE*BtOQo;xXOT=VJb%b#KsNZ`~Rqfmi)( zPTuW58$EO8fYTm+!Q22I<9&Z#_7Z9LniX#+4(4Bt$`XRvkCk+P6~uQhqj?w)rCiZt z55C(*WHg$-9D4pr^<2vnwJ!}#@Sn3O^j3g+M<6-eF`}}*k4StUi_iBgH(NY=S;6W; z0Snn6NGocd^4~QiAKlB!!LfR-2<&$~*Lw9mv1eHjpPz~=-@4=;%foDY4BCv0)I5L-S0GC%$mEf;7Ce|KV^okjA}cNh8X1wo7NM|ai1?p0ooq;%f*C{OO~@U#4ZeeImQZXp+ojZNa` zMs#XBU3_I&ysZ&_&J`c;c>vAQHjOH5ZP_D(BPjk}ajkEXLa*HHH+Joyu!xY~bYAa# zHMmtQJv}e*`jQ0|Lsx#-7uRRoQU$^SxFIv0!F#jIGk&+R$4X^w6LOO&g~o5cUM2|b zC4-2aHk?*oE*3f;56@{-vZ4fy?0RbmgYbd*#bw3t^Loub<@b#d_koT^bG)jtH37-Z z%JQg5#trn<^uzpc7wQntNRsy4ReLVJ;nMvTr)TWzUrn{$BxgOw?2cuKGMcP6{)icJ zsQdiF!Mo2=!n;4;8Pk~8o?vyA>4WHf)t2!U{^CAwx${tPhB*DuiEKOS z&J$spU}Xbt(fzT>VTHePlW1QZCML{Ebg1WY){*YcZ1T@yXCH~(G=)jWUO#L?GgI7= z@8PNS&`zJZ-ZeqJAyX)W8!hv;mpBLGHt(AXhj6)A;vJ=SVIUYbbq7=*x8K!2d-aD7 zX~0%|Apwr0n-8dw7mGUGE87k1K(#E1g)jfDI>tMbq4~4p#5YoGv%a`Z^(hkH*2g_A zwOD`HpvjTQq#l1${PwKL`OBt~)9X~KS|v`P8qYJ&Y#Z{Bpn?C@@vwKLCj9YgIHj1o zw5_$Lfvh~W8<02?yY9Fc>@NIc5-fTIX4c5QkS;E47004xx5Gw0mNh;ueDHlw<8a@D zmy1@^(|N_a4(+2YaeZdN>y&)+2rl%?3A7+fW(muAZ}Nc5wCU=pzW>RsF1Ybz-PvVX zlZzKY=$i`kfr(GO^GddUHvE$1qfmt@F)L{=XKC;d5F4~JoG_t9XEBh?PGndUAqn$C=e9Z`xs;XA+P+&>eD>rYX3Us>Q| zncD=&e(};W>=d`3M7S0jsJhvNA2>TH^0{vBKAb>4Y0`?^;m!03s_A4Y7b(O$37}NH z792bo$6Njw+m2qB{xi;Q?2SPkeX;nt4ZkE7MtloyRQo9IERIASEWJs*D<}&Mpe=qs zT-amkCPX;Cb^dj7VA-zJH-p1}^N|(ZlUQ~jwTn!@+}y*@g}P+LdnrV+Q4$_iZ?|N& zcY-;EEH7`uFd!}FxkL-S9hLg!FW190%h`#2o`ns8OT3KTmV50R@+jex@O0~dmMrT+ zzRK&Qv=7F2@CDboB=qnzd8ekmOXs;ezpo1i!ltM|vFZ=%1xjVUSUuJ9?O!q(QP+3xgdeZ9QNL^v zQ9ku5m&a~axcos%SDiXv<)KnB8r%qI36{>d(j_P?eYrh!S-Y4dWlm5%swhm&8v4~< z$oZ9z=b>B12ULOu!8rPZ?k|=u1KMFBQw5Nt5P+J*Dj6*iByZ0=9u;?VFM2Ei?78+; z05}RELm>lheUtcg3YY4Q<5f`_uRn0B*yz{mb=6+($MWqYmYF5=nsa=Fr~^r}nCNy< zEkoe5X75?lYMIz$mU#3ED9(I-jauLP^s`UdyC`B1GgWv;a?rr6+d8QF7PaBDZ{V)##`5k zpHx^MY0YuTRGx6nQp>8i2N=JzQxnW2l*v4yy{f%z@LB!wFrmfEwI^c614`=WPrdGQ zL&!)Xu}HlaxD@VN3GW*tBqQ+>YHNx#`lcND6gl5LRrJ~K(Py zRmCJxD(>cHDmTd;=^z<*Q)$~v1xC?q?iu%(J;qvPCuF*gSD1khXosql$5bRwWTEz; zla_6#>}y8VYHQ_A`YCAIM&bT8JFc=}OfT#>4gF*LRMZ3BP!{IeCG;v<-InhmMn`wi zO`?CsM=ANd!oWVEb)KA0_65|B0{d*<|NQFBJ5G3^E^jcG-V>A$`^qoW!MQi z&MmH$7EkD_gu&sgQXU4lC)$C=BmR@YJfZ^XJY0tZQe#b;mdC zRJ2%k(E`JhG2E>M{Tls^5ocB=~^w%Dv z-BO!9K&|ovT>{BppT*ODJ}bnAOeE}>Y;7o(I0>SN{G{S#Y<6-s+@P;Sy{o}S*xcnf@! zM|Mbr_u@{6<%-|g(Jpf{!W;YxikxRS3>Ay6QN^%2(R+Y={N7O}`+W!~q;hJ+N3AL2 zwCuo?YvP*6sk>{BzqKzrlrDNRLZmvVz#IK%QS@z`e3FoBII-J&L zZ7fg6fNJbmfKmtAsc?<_r2nP?zje*)LD6dFr;JP>qOH^Y}e7Vk>>Of3xN>= zZ<9}O5?KX3L}`2{BJ{m>+3c&e(UgK&k2i6&X1mMYueJJ|taa7IZ$nVPsJ2fuXUZdE zc^{6^=C{|$I%AzD1iqea%qV!;RrCLB^Ip@_8D`_#h<{FE5LqSWZrk`S(!Lp9Lz^?S{eWUcnvfzX}+Hh4sIF^(%P&&}}RjP%%oNO#W&bKYZvI zgdX%nie&=l{(^)&G9~&VULdfS+O0IH4>x9+aB$RAyKB=l(%p;(DPD@O zD_yWSZQGKD&vISKPh1eJy$V|dXiCu*fjO5F3>KKv7GiiNMrS2{iQRH zQ5vBY$Dw{#A8-qg5vs~vKUvQya*zJ-nO9gT^0)m=90sI%t}WTi7TyMrbfUPugqlpW~39YHF=d zS0u5kw%hmLV=)iCZK(F*mM@dty{C_5UfI%B;cm1G>16;7NeAf-zZ;~!BuAt-Yvo)C znlIb~zLpK>B2$&nRaNhrt=&d)l zG?v(fO}fwE?$zGm8ZzP&*)a!Xh;5lvI4uu&+bCSM9(%uPy+fA}*`g4NN=#nyw2C?r zwFU_v@o&8@Uz}SI9CRN|?utGCSm}hvnW8>}XH{PH+@9b!1k!14RBWeYJ)_;*Ai?_8 zH}atj@%M(yegwbwN$a*&`N8tNV1)a6z}F^=zufaYwVM8L;3urZni!HVD|I>3b`9h! ze|LE*ds9$V(8*hhrPjh~wM8fD?w9-L>JO)0_ud*lJpgIj7-J?iL*FBKJM z=4Udj9{6xk6c;4Bny}G~c?ugL=L0*)tdZd-ar%)9u4b! zv=QnHUr#&}3xu5zfGqB&4n86;;mn^~_T_L~;&P5HLp9`wcU{`rc%W7JD!DeEEaqQx z9#uZK&GSCV+Y1ss2ENGehZ`ZXLgvabRW5Y!8JPYrl1gUnRH4mTu3H8zr-dN1%Xp8) zbqhb5tVlgSF7mf_%*8Np&3wHj!T?gj0g~mm@>kD-g(tJDKMuzHg5AE!pTC@M2&6h9 zVfJF)%8cxDv_0{rq%&u;S|Lk)K0-s~td8wj`HsuO84?Mte;!+6!!={?RCaa{Ut8yS z)AF+^GbP>V!1>Lcm2hloddv}ViFpg_@%?xwHj=S~_9uU4xowXu$@djqU25MmxZI(- zVRbL?v4PvuffJWY_8-OBp2)7ETCP z4nB$}HU)lGI+PQ9dlib*Ly>-Zs7436Jh-{uRzv+uc;Jp3SPs?kG4h#mrn+YhH zCx3%o{L=~pY4j4{e}TWZQ4c8WtT5#1UD8>8E^KoLeh}=9juGyi{u=l5KA<#omIO)v zl3R};3P}gAMMtsp*s{12Sn3q8I&W=}c9Bw#bnY(Pp~Kq0_@zt^8)99GZ|!;V*n^V- z?)zB=j9n38^)QAHV#R65gJYB?A?KydD(HUNv~SWz3~)oag9@T~63f0n9LHJ4wEHYt zf{-i;^~1iADZP%iqF07eo4;9M<~!9(U-Ru-kLCmp@C(a9{YZUDJh=zlKe=~5oa??- zU{QwN+PAQZ^I|vl!zlUxY+U|ceicI@;KX*ISMMl)>2B5MpVzxg9Z=6UP0X_9jj6UA zifIErocE8HXdBF>k@Hygf-}er;O9?b=%n!y9Xz67P&SCc#=RJs9a;JFX#6~@F4O)y zfc)GUiZ%J_)rU^b43ZhxyNUDq>m_NH<1=2H*R+v+0Un=C4Lx%`*XOC8$tJQRV9#-Y zzh7~DNy?4debOkLHMEBcl+(F07hO~N9TtF^N+NZDk7W!W4*&(o zJ_Jl9_Vv};b%mmSlb(-}i#Ru{_CUv#Tw+;-+3S^bzA$yeT{*4oN6TvY7bzg4PNpRl%OoybHf0=(Cx zqoW%%>k1TP@z>@nw%k zVl+`aE)DY%w2%y%C_xuXmRDbr#=usC@_wApQU|QTj~XNw9pyyHJXR4)1Mba^u9Wu< z#LM&>&HsK4T*;LQf7rLw7rQ(HWJ|_?3j4F6zXk61nJ?J1%broMc!8w~vQHX_k0gyo zz9NL-y5kn{$@ast=R_V+2CF~PEjA}gR}h)bJ@Y1WYg3iE$+&TRgQtQnEARN8P|@GC zAK=(@QC|??I*y^2ckVLwvX!^cMMp=+aOm;-lDDhpz1-`jaFQ$51PB!Opptd8|NM{d z5~#^59hA+>bab8_Zkma1jAZ-IW0UjSCvjEhhPOlRnsN@3{l~gE)IL;PmGvZ`f&d?1 zq416v)BkZ>5f~z>i=tJ|xLF2xDM&I9OuVoks{F?dh%Q^;A8^kfEt~-VTqkJK!xucE zk!9`P;Nm}j>x=+Vqyj}75&8eN^8arH_-||Z|F`l#8W9iGV>L{(8qjdtnxZ9q$Q$({ z5byNe1qHu-R1AZ{S;$Ve9*-UzLNNvdaB z<-TLs7sK$$d@yNrduHnj+o#)Uu7#yYJ+JCqlZ5gb?36(FhrmShbMVjW+!!xmU}b&T zAJ3NfS@Pv8yg8%Zi6RZz`|LXN<>+ZA68e!U3k7lk$22uOd2bs-;0G}bta{lLUK=_v z?T;mQwz!KBNnk?;oVPK^c)wBfxvgfqjBKhjW_x}C`EPe?>K4cnyk?jpV*V>Q;yK`U zpmI;&UhzNC`)^0FfAfVT5UVTTE>7ZRH>^J=fCv&!A&^i3R8)*4t8!<`*V>Lh)-KcU zqYNBL_8HBQ#vvDo3qTm(`|$NaB@S2$|5*7$D}J|i+mRgiUoSK!AW68}{gLC}*i8}L zh)}cKL`nZH>?@dROkoJU|D+-oqT&%q3Pl?%?lLLI-RA&a%YiUt4muQFi#CAb`Tp$+ zR%m^HxYWm#8MnVWjBER#r7RNu;Hfc^*WtHjlj|nq{O5uxYV0>?v9q<@s<(?W=PKR9 zJXwD2l1P;dVHSFsuqY72`c^XmPS6f_ARJwxmqCREy}H;}(QSHHG?>iOgGm4|ow(Q! zaGn6`Y*5Rg6b9Kys(A2hqyQGS#YmP!+eXSI6z-cX8Qj0OJg^J~6`L|pgmXyvM5sjt z{9Pj0zj_JAOc8wmE;v?6t3W7#b4}T($~>g1Y87ktY2Br&z6055ziwmsdvSS;8mM#lW4^c47Zxi& zKQ}6si6vepik@k#p2wExkOhHt5ZwySnXWvzu4IBN_s7Rt3?z^P92dKJ3W;^AQqOGt zJHWd-*!s<{1?<~O0pC|(^X~U~YvB!2JRsV$XgEhcL^&{MIe4#mV8~xZ8#KL({u+qi zQyGuV$Mq+6;t_@(2c89dSU7QVV}e!sYI5*&?n3^x}*~0 z-(#i`yFAdC2@*CHf>tEIKOEQ2^FH0HqwrEEO2QLm8C?Nt?R~NIIl+qfCqK8sKom^h zq3Tiow~PoO?~EI;gM$Be<&lF4E`$<^NdFfWDZmn##p>$%x6b}28=4qL7x?7MzO_v%T2L;D4JiG&iYqct+%jVav1o)X(mD1`|EH z!M94~M%T@R8Yh%tPHwK*qg4uUDHk`I+;xS;uoOVU4A*IN&I;rqu%gI(5(JUJI zNpFWT#f-p?w~b-$h;qBnrK0OMA@YMBYJgou?6PLYb<&`+sq^qpodX*f_fXgWNH)}9 zd0%xUh}`u>(qq7mcam)|xWV!=XsA)QYL^@OsTY^G9;LABRCH`LWO^*z;hCrcEC%{R z?lKMLg1Hg{Zssm?AV8b0_~AfauCEMdidj}7i6g1SIL*4lxDF@H9tyRH1Jphz*=ZtP z6MvbFNU-VVpMXKQ3}ioNfJh+4Lr56Rd!uL}-^01PK}?GV^D&vbVW(w3LbKe^;AYB# zT;zQX`8G9hK|5V#5et+VG{0Ev1x+-#>nlzl_1x9AFNrI6o;>tVOdN~G z%OC>s$4V)@F)SL4)fzok*0(Y*!N6L~cleSZ5VYXqQ!xPe9G^D7{S=Mr8W_{qiBdfZ zi@7`nvJ!>qCf5=hGMA3;pU%_uMz?obk{lx~+1 z5EoHV$%+gHaH;V-ZRbB)0#C)jbeWLl%ye1mrL~p?89>MNO=AuS^TeSuW`kCl_n882 z7pf~Dt>K9TB_0Zm)_o#MU#|p^AN5GB=vW+&4>V9^Jf? z@QLh6N@d>5c<`aCT`Ih1+}!Hj;S^S)l2`A2AvorT8{_KLmP)#H_Q~J?M#txt%d^dL zE*CbCQ?c)#pYE^X_;|`rw|xMb@BDTV?w-7HfqUa(zTYrJe1sk=FbpXG{VlOEQEGQj z$b0=RqvBJXT)8sf@#si+)fLLLd{ z%yLL<=pAiMFTy902x7!3Y|I7Rsb2SLsE9BOrSQ23+Z$eEx`_AAciL0GOQsQf-q5|w zn+kQ2o2Es`wZUjmSKvqD;~QO8yRoxhmA-~B5Q~Whg1@?^2RG1bt`*Xc;#Cq@ZSS|{ z5oxQ;^fbes;J1>BW*$lWwWFK20uN8eJRMvA(l>D$_&iZ!02HE~xC(_xi{!2a5ny3q zY2SQT+SpCyzmSRse#7Y?u7X5O5#|8F~4eu?5x2+e&A@RcE!gvcg}88n0? NFRd(9_QKfje*q20WqSYs diff --git a/vignettes/semiparametric.Rmd b/vignettes/semiparametric.Rmd index 10d3a16e..9276c7a4 100644 --- a/vignettes/semiparametric.Rmd +++ b/vignettes/semiparametric.Rmd @@ -15,7 +15,7 @@ vignette: > -```r +``` r library(galamm) library(gamm4) ``` @@ -31,7 +31,7 @@ We start by showing how `galamm` can be used to estimated generalized additive m The `cognition` dataset contains simulated data with measurements of abilities in three cognitive domains. -```r +``` r head(cognition) #> id domain x timepoint item trials y #> 1 1 1 0.06475113 1 11 1 0.16788973 @@ -45,14 +45,14 @@ head(cognition) For this first example, we focus only on the first item measured for the first domain. -```r +``` r dat <- subset(cognition, domain == 1 & item == "11") ``` Each subject in this dataset has been measured eight times, and we can plot the measurements as follows: -```r +``` r plot(dat$x, dat$y, type = "n", xlab = "x", ylab = "y") for(i in unique(dat$id)) { dd <- dat[dat$id == i, ] @@ -74,14 +74,14 @@ where $f(x_{ij})$ is a smooth function to be estimated, $\eta_{j} \sim N(0, \psi This model can be estimated using `gamm4` as follows: -```r +``` r mod_gamm4 <- gamm4(y ~ s(x), random = ~ (1 | id), data = dat, REML = FALSE) ``` The package `gamm4` uses `lme4` to fit the underlying model, and the resulting model has two components. `mod_gamm4$mer` contains the mixed model representation, whereas in `mod_gamm4$gam` the fixed and random effects corresponding to spline coefficients have been converted into single smooth terms. We can look at the model summary for each: -```r +``` r summary(mod_gamm4$mer) #> Linear mixed model fit by maximum likelihood ['lmerMod'] #> @@ -134,7 +134,7 @@ summary(mod_gamm4$gam) We can also plot the estimated smooth term: -```r +``` r plot(mod_gamm4$gam) ``` @@ -143,7 +143,7 @@ plot(mod_gamm4$gam) In contrast, invoking the `plot` function on the mixed model part gives us a diagnostic plot. -```r +``` r plot(mod_gamm4$mer) ``` @@ -153,14 +153,14 @@ plot(mod_gamm4$mer) With `galamm` we use similar argument, but the `random` specification is now part of the model formula. -```r +``` r mod <- galamm(y ~ s(x) + (1 | id), data = dat) ``` As opposed to `gamm4`, `galamm` gives a single summary. As can be seen, smooth terms are both reported as random effects, and in a separate line under the header "Approximate significance of smooth terms:". Reassuringly, the results from fitting the model with `gamm4` and with `galamm` are essentially equally, even though they use somewhat different computational algorithms. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ s(x) + (1 | id) @@ -193,7 +193,7 @@ summary(mod) The `plot` function now gives us a diagnostic plot, which by inspection can be seen to be almost identical to the plot produced from the mixed model part of the `gamm4` model. -```r +``` r plot(mod) ``` @@ -202,7 +202,7 @@ plot(mod) In order to plot the smooth term, we use `plot_smooth`. -```r +``` r plot_smooth(mod) ``` @@ -211,7 +211,7 @@ plot_smooth(mod) The `plot_smooth` function is a thin wrapper around the `plot.gam` function provided by the `mgcv` package [@woodGeneralizedAdditiveModels2017]. This means that the arguments used by `plot.gam` can be used also here, as see with the examples below: -```r +``` r plot_smooth(mod, shade = TRUE, rug = FALSE, seWithMean = TRUE, shift = +2 @@ -220,7 +220,7 @@ plot_smooth(mod, ![Alternative ways of visualizing the smooth term.](semiparametric-gaussian-gamm-smooth2-1.png) -```r +``` r plot_smooth(mod, se = FALSE) ``` @@ -232,14 +232,14 @@ plot_smooth(mod, se = FALSE) In the cognition dataset, the responses relating to domain 2 are binomially distributed. We will use the first trial to illustrate how such data can be modeled. -```r +``` r dat <- subset(cognition, domain == 2 & item == "21") ``` Again we can fit this model using `gamm4`. -```r +``` r mod_gamm4 <- gamm4(y ~ s(x), random = ~ (1 | id), data = dat, family = binomial @@ -249,7 +249,7 @@ mod_gamm4 <- gamm4(y ~ s(x), We can look at the summary output as before. -```r +``` r summary(mod_gamm4$mer) #> Generalized linear mixed model fit by maximum likelihood (Laplace Approximation) ['glmerMod'] #> Family: binomial ( logit ) @@ -259,18 +259,18 @@ summary(mod_gamm4$mer) #> #> Scaled residuals: #> Min 1Q Median 3Q Max -#> -8.2547 0.0786 0.1946 0.4248 0.8213 +#> -8.2548 0.0786 0.1946 0.4248 0.8213 #> #> Random effects: #> Groups Name Variance Std.Dev. #> id (Intercept) 0.2306 0.4802 -#> Xr s(x) 0.9694 0.9846 +#> Xr s(x) 0.9695 0.9846 #> Number of obs: 1600, groups: id, 200; Xr, 8 #> #> Fixed effects: #> Estimate Std. Error z value Pr(>|z|) -#> X(Intercept) 2.8115 0.2034 13.824 < 2e-16 *** -#> Xs(x)Fx1 -1.4110 0.4242 -3.326 0.00088 *** +#> X(Intercept) 2.8115 0.2034 13.825 < 2e-16 *** +#> Xs(x)Fx1 -1.4110 0.4242 -3.327 0.000879 *** #> --- #> Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1 #> @@ -304,7 +304,7 @@ summary(mod_gamm4$gam) And we can plot the smooth term. The diagnostic plot is not very useful in the binomial case, so we omit it. -```r +``` r plot(mod_gamm4$gam) ``` @@ -314,14 +314,14 @@ Again the `galamm` syntax is similar, but it puts the random effect specificatio -```r +``` r mod <- galamm(y ~ s(x) + (1 | id), data = dat, family = binomial) ``` The estimates are very similar, although not identical. The difference in deviance is due to differences in the way deviance is defined. The call `deviance(mod_gamm4$mer)` gives the same value as in the summary for the model fitted with galamm. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ s(x) + (1 | id) @@ -351,7 +351,7 @@ summary(mod) ``` -```r +``` r plot_smooth(mod) ``` @@ -367,7 +367,7 @@ We now add factor structures to the GAMMs. These are the types of models that ne To illustrate basic usage, we continue with the cognition data, but now use all items of cognitive domain 1. These are all conditionally normal distributed. -```r +``` r dat <- subset(cognition, domain == 1) head(dat) #> id domain x timepoint item trials y @@ -400,7 +400,7 @@ $$ We will use a varying-coefficient term, where $h(x)$ is being interpreted as a regression coefficient for the effect of $\lambda_{i}$ on $y_{i}$, and the regression term varies with $x$. In contrast to @hastieVaryingCoefficientModels1993 and other uses of varying-coefficient terms, however, in this case the predictor $\lambda_{i}$ is a model parameter. We have three items loading in $\eta$ and fix the first loading to 1 for identifiability, so the loading matrix is as follows: -```r +``` r (loading_matrix <- matrix(c(1, NA, NA), ncol = 1)) #> [,1] #> [1,] 1 @@ -411,7 +411,7 @@ We will use a varying-coefficient term, where $h(x)$ is being interpreted as a r We provide thin wrappers around the `s()` and `t2()` functions from `mgcv` to support factor loadings in smooth terms. The wrappers are named `sl()` and `t2l()` to avoid namespace conflicts with `mgcv` and `gamm4`, and the last letter "l" stands for "loading". In this example, we set `factor = "item"` to specify that the loadings to be applied are identified by the "item" variable. Using `mgcv`'s `by` variable would also work in this particular case, i.e., replacing `sl(x, factor = "loading")` with `s(x, by = loading)`. However, in most cases this would lead to identifiability issues due to the way varying-coefficient terms are set up by `mgcv`, so `galamm` provides an additional `factor` argument which alleviates most of these issues. -```r +``` r mod <- galamm( formula = y ~ 0 + item + sl(x, factor = "loading") + (0 + loading | id / timepoint), @@ -425,7 +425,7 @@ mod <- galamm( We print the model summary below. In the data simulation, the factor loadings were set to 1, 1.4, and 0.3, respectively, and this is very well recovered. Furthermore, the ground truth standard deviation at the `id` level was 1, at the `timepoint` level it was 0.5, and the residual standard deviation was 0.1. The estimates are close to these values. Real data will typically not have this strong signal, but based on these results, there are no clear indications that the model is implemented incorrectly. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ 0 + item + sl(x, factor = "loading") + (0 + loading | id/timepoint) @@ -436,7 +436,7 @@ summary(mod) #> #> Scaled residuals: #> Min 1Q Median 3Q Max -#> -2.76 6.46 13.58 23.31 35.84 +#> 0.693 10.402 26.734 35.728 51.878 #> #> Lambda: #> loading SE @@ -467,7 +467,7 @@ summary(mod) We also plot the smooth term. Since we had a very large amount of data, there is essentially no uncertainty about the estimate. -```r +``` r plot_smooth(mod) ``` @@ -479,7 +479,7 @@ plot_smooth(mod) We can now move on to the part of the cognition data that is conditionally binomially distributed. We consider domain 2, where each response measures success or not in a single trial. In this case there are only two items, so we must change the lambda matrix accordingly. Other than that, and setting `family = binomial`, the model is the same as before. -```r +``` r dat <- subset(cognition, domain == 2) mod <- galamm( @@ -496,7 +496,7 @@ mod <- galamm( The summary is shown below. The factor loading $\lambda_{2} = 2$ was used when simulating the data, and including the uncertainty, our estimate covers the true value well. Also note that the variation between individuals (group `id`) and the variation between timepoints within individuals (group `timepoint:id`) gets lumped together at the `id` level. The estimated variation at the `timepoint:id` level is zero. This is a well-known phenomenon when fitting mixed models, given book-length treatment in @hodgesRichlyParameterizedLinear2013. In this case, it is likely due to the fact that we only have two measurements at each timepoint, and also the fact that we use the Laplace approximation to integrate over the random effects, and this approximation may be inaccurate for binomial data with a low number of repeated observations [@joeAccuracyLaplaceApproximation2008]. -```r +``` r summary(mod) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ 0 + item + sl(x, factor = "loading") + (0 + loading | id/timepoint) @@ -535,7 +535,7 @@ summary(mod) The true value 2 for the factor loading is well within the 95 % confidence limits. -```r +``` r confint(mod, parm = "lambda") #> 2.5 % 97.5 % #> lambda1 1.612341 2.791192 @@ -550,14 +550,14 @@ confint(mod, parm = "lambda") Domain 1 and 3 both have Gaussian responses, and we can model them jointly. -```r +``` r dat <- subset(cognition, domain %in% c(1, 3)) ``` We also add indicator variables for the two domains. -```r +``` r dat <- cbind( dat, model.matrix(~ 0 + domain, data = dat)[, c("domain1", "domain3")] @@ -567,7 +567,7 @@ dat <- cbind( We define the loading matrix, now having two columns: -```r +``` r (lmat <- matrix(c( 1, NA, NA, 0, 0, 0, 0, 0, 0, 0, 1, NA, NA, NA @@ -585,7 +585,7 @@ We define the loading matrix, now having two columns: Then we define the model. The smooth term is now `sl(x, by = domain, factor = c("ability1", "ability3"))`, indicating that there should be a separate smooth term for each level of `domain`, and that the term should be multiplied by the loading "ability1" or "ability3". We also set `factr = 1e9` to be less strict with regards to convergence than usual, because this model is hard to estimate. -```r +``` r mod_byvar <- galamm( formula = y ~ domain + sl(x, by = domain, factor = c("ability1", "ability3")) + @@ -603,29 +603,27 @@ mod_byvar <- galamm( #> At X0, 0 variables are exactly at the bounds #> At iterate 0 f= 25324 |proj g|= 9642.6 #> At iterate 50 f = 136.9 |proj g|= 716.66 -#> At iterate 100 f = -1062.7 |proj g|= 121.27 -#> At iterate 150 f = -1069.4 |proj g|= 155.18 -#> At iterate 200 f = -1147.3 |proj g|= 84.96 -#> At iterate 250 f = -1147.6 |proj g|= 42.374 -#> At iterate 300 f = -1209.4 |proj g|= 66.759 -#> -#> iterations 338 -#> function evaluations 377 -#> segments explored during Cauchy searches 341 +#> At iterate 100 f = -1054.7 |proj g|= 1485.1 +#> At iterate 150 f = -1069.1 |proj g|= 29.652 +#> At iterate 200 f = -1149.1 |proj g|= 920.26 +#> +#> iterations 237 +#> function evaluations 262 +#> segments explored during Cauchy searches 240 #> BFGS updates skipped 0 #> active bounds at final generalized Cauchy point 0 -#> norm of the final projected gradient 2.43961 -#> final function value -1217.34 +#> norm of the final projected gradient 12.214 +#> final function value -1217.78 #> -#> F = -1217.34 -#> final value -1217.343067 +#> F = -1217.78 +#> final value -1217.784476 #> converged ``` The summary shows that we have recovered the true values of the factor loadings well. -```r +``` r summary(mod_byvar) #> GALAMM fit by maximum marginal likelihood. #> Formula: y ~ domain + sl(x, by = domain, factor = c("ability1", "ability3")) + @@ -634,58 +632,58 @@ summary(mod_byvar) #> Control: galamm_control(optim_control = list(factr = 1e+09, trace = 3, REPORT = 50, maxit = 1000)) #> #> AIC BIC logLik deviance df.resid -#> -2398.7 -2266.9 1217.3 -2434.7 11182 +#> -2399.6 -2267.7 1217.8 -2435.6 11182 #> #> Scaled residuals: #> Min 1Q Median 3Q Max -#> -2115.14 -1034.62 -885.39 22.95 51.96 +#> -2115.30 -1034.69 -885.55 21.81 50.58 #> #> Lambda: #> ability1 SE ability3 SE #> lambda1 1.0000 . . . #> lambda2 1.3986 0.002569 . . -#> lambda3 0.3014 0.002007 . . +#> lambda3 0.3013 0.002007 . . #> lambda4 . . 1.0000 . #> lambda5 . . 0.9993 0.0007676 -#> lambda6 . . 1.0001 0.0007679 -#> lambda7 . . 1.9995 0.0015687 +#> lambda6 . . 1.0001 0.0007678 +#> lambda7 . . 1.9995 0.0015686 #> #> Random effects: #> Groups Name Variance Std.Dev. Corr -#> timepoint:id domain1:ability1 0.23662 0.4864 -#> domain3:ability3 0.28037 0.5295 -0.01 -#> id domain1:ability1 3.35242 1.8310 -#> domain3:ability3 18.30509 4.2784 0.89 -#> Xr.0 s(x):domain3:ability3 86.88159 9.3210 -#> Xr s(x):domain1:ability1 16.07526 4.0094 +#> timepoint:id domain1:ability1 0.23642 0.4862 +#> domain3:ability3 0.28090 0.5300 -0.01 +#> id domain1:ability1 3.35470 1.8316 +#> domain3:ability3 18.36906 4.2859 0.89 +#> Xr.0 s(x):domain3:ability3 87.57641 9.3582 +#> Xr s(x):domain1:ability1 14.33249 3.7858 #> Residual 0.01007 0.1003 #> Number of obs: 11200, groups: timepoint:id, 1600; id, 200; Xr.0, 8; Xr, 8 #> #> Fixed effects: #> Estimate Std. Error t value Pr(>|t|) -#> (Intercept) -0.004847 0.004671 -1.0377 2.994e-01 -#> domain3 0.002629 0.007592 0.3463 7.291e-01 -#> s(x):domain1:ability1Fx1 -0.057658 0.245575 -0.2348 8.144e-01 -#> s(x):domain3:ability3Fx1 5.570914 0.314703 17.7021 4.037e-70 +#> (Intercept) -0.004806 0.004670 -1.0291 3.034e-01 +#> domain3 0.002617 0.007591 0.3448 7.303e-01 +#> s(x):domain1:ability1Fx1 -0.057935 0.241216 -0.2402 8.102e-01 +#> s(x):domain3:ability3Fx1 5.563374 0.315030 17.6598 8.553e-70 #> #> Approximate significance of smooth terms: #> edf Ref.df F p-value -#> s(x):domain1:ability1 8.956 8.956 4313 <2e-16 -#> s(x):domain3:ability3 8.988 8.988 59831 <2e-16 +#> s(x):domain1:ability1 8.951 8.951 4316 <2e-16 +#> s(x):domain3:ability3 8.988 8.988 59841 <2e-16 ``` We can plot the estimated smooth terms, which recover their simulated ground truth very well. -```r +``` r plot_smooth(mod_byvar, scale = 0, select = 1) ``` ![Estimated smooth term for domain 1 in model with domain 1 and domain 3.](semiparametric-gaussian-by-factor1-1.png) -```r +``` r plot_smooth(mod_byvar, scale = 0, select = 2) ``` @@ -697,14 +695,14 @@ plot_smooth(mod_byvar, scale = 0, select = 2) Domain 1 has Gaussian responses and domain 2 has binomial responses, and we can model them jointly. For the sake of speed, we include only two items for each domain. -```r +``` r dat <- subset(cognition, domain %in% c(1, 2)) ``` We also add indicator variables for the two domains. -```r +``` r dat <- cbind( dat, model.matrix(~ 0 + domain, data = dat)[, c("domain1", "domain2")] @@ -714,7 +712,7 @@ dat <- cbind( We define the loading matrix, now having two columns: -```r +``` r (lmat <- matrix(c( 1, NA, NA, 0, 0, 0, 0, 0, 1, NA @@ -731,7 +729,7 @@ Then we define the model. The smooth term is now `sl(x, by = domain, factor = c( -```r +``` r mod_byvar_mixed <- galamm( formula = y ~ domain + sl(x, by = domain, factor = c("ability1", "ability2")) + @@ -768,15 +766,16 @@ mod_byvar_mixed <- galamm( We can look at the model summary: -```r +``` r summary(mod_byvar_mixed) #> GALAMM fit by maximum marginal likelihood. -#> Formula: y ~ domain + sl(x, by = domain, factor = c("ability1", "ability2")) + (0 + domain1:ability1 + domain2:ability2 | id) +#> Formula: y ~ domain + sl(x, by = domain, factor = c("ability1", "ability2")) + +#> (0 + domain1:ability1 + domain2:ability2 | id) #> Data: dat #> Control: galamm_control(optim_control = list(factr = 1e+09, trace = 3, REPORT = 30, maxit = 1000)) #> #> AIC BIC logLik deviance df.resid -#> 9476.1 9566.9 -4725.0 98981.3 7987 +#> 9476.1 9566.9 -4725.0 58315.3 7987 #> #> Lambda: #> ability1 SE ability2 SE @@ -810,14 +809,14 @@ summary(mod_byvar_mixed) We can plot the estimated smooth terms: -```r +``` r plot_smooth(mod_byvar_mixed, scale = 0, select = 1) ``` ![Estimated smooth term for domain 1 in mixed response model with domain 1 and domain 2.](semiparametric-mixed-by-factor1-1.png) -```r +``` r plot_smooth(mod_byvar_mixed, scale = 0, select = 2) ```