From a37f8a59430a9b9bfe73dda20b42e7596c6dca73 Mon Sep 17 00:00:00 2001 From: Nikhil Reddy Date: Wed, 2 Oct 2024 20:40:07 -0700 Subject: [PATCH] publish note 11 --- _quarto.yml | 2 +- .../loss_transformations.qmd | 263 +-- .../images/bulge.png | Bin 0 -> 345882 bytes .../images/constant_loss_surface.png | Bin 0 -> 17892 bytes .../images/dugong_rug.png | Bin 0 -> 6856 bytes .../images/dugong_scatter.png | Bin 0 -> 17424 bytes .../images/error.png | Bin 0 -> 34795 bytes .../images/mae_loss_infinite.png | Bin 0 -> 53867 bytes .../images/mse_loss_26.png | Bin 0 -> 57302 bytes .../images/outliers.png | Bin 0 -> 125341 bytes .../images/slr_loss_surface.png | Bin 0 -> 47522 bytes .../images/slr_modeling.png | Bin 0 -> 234120 bytes .../loss_transformations.html | 2080 +++++++++++++++++ .../figure-html/cell-13-output-1.png | Bin 0 -> 125666 bytes .../figure-html/cell-14-output-1.png | Bin 0 -> 104728 bytes .../figure-html/cell-15-output-1.png | Bin 0 -> 46138 bytes .../figure-html/cell-4-output-1.png | Bin 0 -> 66208 bytes .../figure-html/cell-5-output-1.png | Bin 0 -> 272390 bytes .../figure-html/cell-7-output-2.png | Bin 0 -> 18767 bytes .../figure-html/cell-8-output-1.png | Bin 0 -> 58694 bytes .../figure-pdf/cell-13-output-1.pdf | Bin 0 -> 9193 bytes .../figure-pdf/cell-14-output-1.pdf | Bin 0 -> 15000 bytes .../figure-pdf/cell-15-output-1.pdf | Bin 0 -> 8394 bytes .../figure-pdf/cell-4-output-1.pdf | Bin 0 -> 11041 bytes .../figure-pdf/cell-5-output-1.pdf | Bin 0 -> 103470 bytes .../figure-pdf/cell-7-output-2.pdf | Bin 0 -> 11239 bytes .../figure-pdf/cell-8-output-1.pdf | Bin 0 -> 9752 bytes docs/eda/eda.html | 162 +- .../eda_files/figure-pdf/cell-62-output-1.pdf | Bin 16671 -> 16671 bytes .../eda_files/figure-pdf/cell-67-output-1.pdf | Bin 10991 -> 10991 bytes .../eda_files/figure-pdf/cell-68-output-1.pdf | Bin 12638 -> 12638 bytes .../eda_files/figure-pdf/cell-69-output-1.pdf | Bin 9239 -> 9239 bytes .../eda_files/figure-pdf/cell-71-output-1.pdf | Bin 19825 -> 19825 bytes .../eda_files/figure-pdf/cell-75-output-1.pdf | Bin 16799 -> 16799 bytes .../eda_files/figure-pdf/cell-76-output-1.pdf | Bin 21577 -> 21577 bytes .../eda_files/figure-pdf/cell-77-output-1.pdf | Bin 11851 -> 11851 bytes docs/index.html | 6 + docs/intro_lec/introduction.html | 6 + docs/intro_to_modeling/intro_to_modeling.html | 26 +- .../figure-html/cell-2-output-1.png | Bin 86368 -> 87297 bytes .../figure-pdf/cell-2-output-1.pdf | Bin 9961 -> 9962 bytes .../figure-pdf/cell-3-output-1.pdf | Bin 15408 -> 15408 bytes .../figure-pdf/cell-7-output-1.pdf | Bin 14938 -> 14938 bytes .../figure-pdf/cell-9-output-1.pdf | Bin 16000 -> 16000 bytes docs/pandas_1/pandas_1.html | 100 +- docs/pandas_2/pandas_2.html | 144 +- docs/pandas_3/pandas_3.html | 122 +- docs/regex/regex.html | 54 +- docs/sampling/sampling.html | 44 +- .../figure-html/cell-13-output-2.png | Bin 33210 -> 30812 bytes .../figure-html/cell-15-output-2.png | Bin 58662 -> 56949 bytes docs/search.json | 94 +- docs/visualization_1/visualization_1.html | 50 +- .../figure-pdf/cell-10-output-2.pdf | Bin 14751 -> 14751 bytes .../figure-pdf/cell-11-output-1.pdf | Bin 11421 -> 11421 bytes .../figure-pdf/cell-12-output-1.pdf | Bin 12962 -> 12962 bytes .../figure-pdf/cell-13-output-1.pdf | Bin 15653 -> 15653 bytes .../figure-pdf/cell-14-output-1.pdf | Bin 13198 -> 13198 bytes .../figure-pdf/cell-15-output-1.pdf | Bin 13903 -> 13903 bytes .../figure-pdf/cell-17-output-2.pdf | Bin 16169 -> 16169 bytes .../figure-pdf/cell-18-output-2.pdf | Bin 11504 -> 11504 bytes .../figure-pdf/cell-19-output-2.pdf | Bin 13869 -> 13869 bytes .../figure-pdf/cell-20-output-2.pdf | Bin 14660 -> 14660 bytes .../figure-pdf/cell-21-output-1.pdf | Bin 11648 -> 11648 bytes .../figure-pdf/cell-22-output-1.pdf | Bin 11461 -> 11461 bytes .../figure-pdf/cell-23-output-1.pdf | Bin 12128 -> 12128 bytes .../figure-pdf/cell-3-output-1.pdf | Bin 11274 -> 11274 bytes .../figure-pdf/cell-4-output-1.pdf | Bin 11328 -> 11328 bytes .../figure-pdf/cell-5-output-1.pdf | Bin 11395 -> 11395 bytes .../figure-pdf/cell-7-output-1.pdf | Bin 23251 -> 23251 bytes .../figure-pdf/cell-8-output-1.pdf | Bin 11931 -> 11931 bytes .../figure-pdf/cell-9-output-1.pdf | Bin 13379 -> 13379 bytes docs/visualization_2/visualization_2.html | 56 +- .../figure-html/cell-18-output-1.png | Bin 98560 -> 99109 bytes .../figure-pdf/cell-10-output-1.pdf | Bin 10169 -> 10169 bytes .../figure-pdf/cell-11-output-1.pdf | Bin 5887 -> 5887 bytes .../figure-pdf/cell-12-output-1.pdf | Bin 11927 -> 11927 bytes .../figure-pdf/cell-13-output-1.pdf | Bin 14012 -> 14012 bytes .../figure-pdf/cell-14-output-1.pdf | Bin 13643 -> 13643 bytes .../figure-pdf/cell-15-output-1.pdf | Bin 13905 -> 13905 bytes .../figure-pdf/cell-16-output-1.pdf | Bin 17703 -> 17703 bytes .../figure-pdf/cell-17-output-1.pdf | Bin 15914 -> 15914 bytes .../figure-pdf/cell-18-output-1.pdf | Bin 17733 -> 17739 bytes .../figure-pdf/cell-19-output-1.pdf | Bin 15715 -> 15715 bytes .../figure-pdf/cell-20-output-1.pdf | Bin 14911 -> 14911 bytes .../figure-pdf/cell-21-output-1.pdf | Bin 40952 -> 40952 bytes .../figure-pdf/cell-22-output-1.pdf | Bin 13919 -> 13919 bytes .../figure-pdf/cell-23-output-1.pdf | Bin 14978 -> 14978 bytes .../figure-pdf/cell-24-output-1.pdf | Bin 16210 -> 16210 bytes .../figure-pdf/cell-25-output-2.pdf | Bin 16563 -> 16563 bytes .../figure-pdf/cell-26-output-1.pdf | Bin 14791 -> 14791 bytes .../figure-pdf/cell-3-output-1.pdf | Bin 12068 -> 12068 bytes .../figure-pdf/cell-4-output-1.pdf | Bin 9274 -> 9274 bytes .../figure-pdf/cell-5-output-1.pdf | Bin 10244 -> 10244 bytes .../figure-pdf/cell-6-output-1.pdf | Bin 10243 -> 10243 bytes .../figure-pdf/cell-7-output-1.pdf | Bin 10130 -> 10130 bytes .../figure-pdf/cell-8-output-1.pdf | Bin 12591 -> 12591 bytes .../figure-pdf/cell-9-output-1.pdf | Bin 11286 -> 11286 bytes index.tex | 1054 ++++++++- 99 files changed, 3660 insertions(+), 603 deletions(-) create mode 100644 docs/constant_model_loss_transformations/images/bulge.png create mode 100644 docs/constant_model_loss_transformations/images/constant_loss_surface.png create mode 100644 docs/constant_model_loss_transformations/images/dugong_rug.png create mode 100644 docs/constant_model_loss_transformations/images/dugong_scatter.png create mode 100644 docs/constant_model_loss_transformations/images/error.png create mode 100644 docs/constant_model_loss_transformations/images/mae_loss_infinite.png create mode 100644 docs/constant_model_loss_transformations/images/mse_loss_26.png create mode 100644 docs/constant_model_loss_transformations/images/outliers.png create mode 100644 docs/constant_model_loss_transformations/images/slr_loss_surface.png create mode 100644 docs/constant_model_loss_transformations/images/slr_modeling.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations.html create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-13-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-14-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-15-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-4-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-5-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-7-output-2.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-html/cell-8-output-1.png create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-13-output-1.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-14-output-1.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-15-output-1.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-4-output-1.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-5-output-1.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-7-output-2.pdf create mode 100644 docs/constant_model_loss_transformations/loss_transformations_files/figure-pdf/cell-8-output-1.pdf diff --git a/_quarto.yml b/_quarto.yml index a88ebe7ca..15efd2851 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -26,7 +26,7 @@ book: - visualization_2/visualization_2.qmd - sampling/sampling.qmd - intro_to_modeling/intro_to_modeling.qmd - # - constant_model_loss_transformations/loss_transformations.qmd + - constant_model_loss_transformations/loss_transformations.qmd # - ols/ols.qmd # - gradient_descent/gradient_descent.qmd # - feature_engineering/feature_engineering.qmd diff --git a/constant_model_loss_transformations/loss_transformations.qmd b/constant_model_loss_transformations/loss_transformations.qmd index fc8fd9f8f..b9170f767 100644 --- a/constant_model_loss_transformations/loss_transformations.qmd +++ b/constant_model_loss_transformations/loss_transformations.qmd @@ -49,219 +49,18 @@ To illustrate this process, we derived the optimal model parameters under simple modeling -In this lecture, we'll dive deeper into step 4 - evaluating model performance - using SLR as an example. Additionally, we'll also explore the modeling process with new models, continue familiarizing ourselves with the modeling process by finding the best model parameters under a new model, the constant model, and test out two different loss functions to understand how our choice of loss influences model design. Later on, we'll consider what happens when a linear model isn't the best choice to capture trends in our data and what solutions there are to create better models. +At the end of last lecture, we dived deeper into step 4 - evaluating model performance - using SLR as an example. In this lecture, we'll also explore the modeling process with new models, continue familiarizing ourselves with the modeling process by finding the best model parameters under a new model, the constant model, and test out two different loss functions to understand how our choice of loss influences model design. Later on, we'll consider what happens when a linear model isn't the best choice to capture trends in our data and what solutions there are to create better models. -Before we get into Step 4, let's quickly review some important terminology. +Before we get into the modeling process, let's quickly review some important terminology. ### Prediction vs. Estimation The terms prediction and estimation are often used somewhat interchangeably, but there is a subtle difference between them. **Estimation** is the task of using data to calculate model parameters. **Prediction** is the task of using a model to predict outputs for unseen data. In our simple linear regression model, -$$\hat{y} = \hat{\theta_0} + \hat{\theta_1}$$ +$$\hat{y} = \hat{\theta_0} + \hat{\theta_1}x$$ we **estimate** the parameters by minimizing average loss; then, we **predict** using these estimations. **Least Squares Estimation** is when we choose the parameters that minimize MSE. -## Step 4: Evaluating the SLR Model - -Now that we've explored the mathematics behind (1) choosing a model, (2) choosing a loss function, and (3) fitting the model, we're left with one final question – how "good" are the predictions made by this "best" fitted model? To determine this, we can: - -1. Visualize data and compute statistics: - - Plot the original data. - - Compute each column's mean and standard deviation. If the mean and standard deviation of our predictions are close to those of the original observed $y_i$'s, we might be inclined to say that our model has done well. - - (If we're fitting a linear model) Compute the correlation $r$. A large magnitude for the correlation coefficient between the feature and response variables could also indicate that our model has done well. - -2. Performance metrics: - - - We can take the **Root Mean Squared Error (RMSE)**. - - It's the square root of the mean squared error (MSE), which is the average loss that we've been minimizing to determine optimal model parameters. - - RMSE is in the same units as $y$. - - A lower RMSE indicates more "accurate" predictions, as we have a lower "average loss" across the data. - - $$\text{RMSE} = \sqrt{\frac{1}{n} \sum_{i=1}^n (y_i - \hat{y}_i)^2}$$ - -3. Visualization: - - Look at the residual plot of $e_i = y_i - \hat{y_i}$ to visualize the difference between actual and predicted values. The good residual plot should not show any pattern between input/features $x_i$ and residual values $e_i$. - -To illustrate this process, let's take a look at **Anscombe's quartet**. - -### Four Mysterious Datasets (Anscombe’s quartet) - -Let's take a look at four different datasets. - -```{python} -#| code-fold: true -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt -%matplotlib inline -import seaborn as sns -import itertools -from mpl_toolkits.mplot3d import Axes3D -``` - -```{python} -#| code-fold: true -# Big font helper -def adjust_fontsize(size=None): - SMALL_SIZE = 8 - MEDIUM_SIZE = 10 - BIGGER_SIZE = 12 - if size != None: - SMALL_SIZE = MEDIUM_SIZE = BIGGER_SIZE = size - - plt.rc("font", size=SMALL_SIZE) # controls default text sizes - plt.rc("axes", titlesize=SMALL_SIZE) # fontsize of the axes title - plt.rc("axes", labelsize=MEDIUM_SIZE) # fontsize of the x and y labels - plt.rc("xtick", labelsize=SMALL_SIZE) # fontsize of the tick labels - plt.rc("ytick", labelsize=SMALL_SIZE) # fontsize of the tick labels - plt.rc("legend", fontsize=SMALL_SIZE) # legend fontsize - plt.rc("figure", titlesize=BIGGER_SIZE) # fontsize of the figure title - - -# Helper functions -def standard_units(x): - return (x - np.mean(x)) / np.std(x) - - -def correlation(x, y): - return np.mean(standard_units(x) * standard_units(y)) - - -def slope(x, y): - return correlation(x, y) * np.std(y) / np.std(x) - - -def intercept(x, y): - return np.mean(y) - slope(x, y) * np.mean(x) - - -def fit_least_squares(x, y): - theta_0 = intercept(x, y) - theta_1 = slope(x, y) - return theta_0, theta_1 - - -def predict(x, theta_0, theta_1): - return theta_0 + theta_1 * x - - -def compute_mse(y, yhat): - return np.mean((y - yhat) ** 2) - - -plt.style.use("default") # Revert style to default mpl -``` - -```{python} -plt.style.use("default") # Revert style to default mpl -NO_VIZ, RESID, RESID_SCATTER = range(3) - - -def least_squares_evaluation(x, y, visualize=NO_VIZ): - # statistics - print(f"x_mean : {np.mean(x):.2f}, y_mean : {np.mean(y):.2f}") - print(f"x_stdev: {np.std(x):.2f}, y_stdev: {np.std(y):.2f}") - print(f"r = Correlation(x, y): {correlation(x, y):.3f}") - - # Performance metrics - ahat, bhat = fit_least_squares(x, y) - yhat = predict(x, ahat, bhat) - print(f"\theta_0: {ahat:.2f}, \theta_1: {bhat:.2f}") - print(f"RMSE: {np.sqrt(compute_mse(y, yhat)):.3f}") - - # visualization - fig, ax_resid = None, None - if visualize == RESID_SCATTER: - fig, axs = plt.subplots(1, 2, figsize=(8, 3)) - axs[0].scatter(x, y) - axs[0].plot(x, yhat) - axs[0].set_title("LS fit") - ax_resid = axs[1] - elif visualize == RESID: - fig = plt.figure(figsize=(4, 3)) - ax_resid = plt.gca() - - if ax_resid is not None: - ax_resid.scatter(x, y - yhat, color="red") - ax_resid.plot([4, 14], [0, 0], color="black") - ax_resid.set_title("Residuals") - - return fig -``` - -```{python} -#| code-fold: true -# Load in four different datasets: I, II, III, IV -x = [10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5] -y1 = [8.04, 6.95, 7.58, 8.81, 8.33, 9.96, 7.24, 4.26, 10.84, 4.82, 5.68] -y2 = [9.14, 8.14, 8.74, 8.77, 9.26, 8.10, 6.13, 3.10, 9.13, 7.26, 4.74] -y3 = [7.46, 6.77, 12.74, 7.11, 7.81, 8.84, 6.08, 5.39, 8.15, 6.42, 5.73] -x4 = [8, 8, 8, 8, 8, 8, 8, 19, 8, 8, 8] -y4 = [6.58, 5.76, 7.71, 8.84, 8.47, 7.04, 5.25, 12.50, 5.56, 7.91, 6.89] - -anscombe = { - "I": pd.DataFrame(list(zip(x, y1)), columns=["x", "y"]), - "II": pd.DataFrame(list(zip(x, y2)), columns=["x", "y"]), - "III": pd.DataFrame(list(zip(x, y3)), columns=["x", "y"]), - "IV": pd.DataFrame(list(zip(x4, y4)), columns=["x", "y"]), -} - -# Plot the scatter plot and line of best fit -fig, axs = plt.subplots(2, 2, figsize=(10, 10)) - -for i, dataset in enumerate(["I", "II", "III", "IV"]): - ans = anscombe[dataset] - x, y = ans["x"], ans["y"] - ahat, bhat = fit_least_squares(x, y) - yhat = predict(x, ahat, bhat) - axs[i // 2, i % 2].scatter(x, y, alpha=0.6, color="red") # plot the x, y points - axs[i // 2, i % 2].plot(x, yhat) # plot the line of best fit - axs[i // 2, i % 2].set_xlabel(f"$x_{i+1}$") - axs[i // 2, i % 2].set_ylabel(f"$y_{i+1}$") - axs[i // 2, i % 2].set_title(f"Dataset {dataset}") - -plt.show() -``` - -While these four sets of datapoints look very different, they actually all have identical means $\bar x$, $\bar y$, standard deviations $\sigma_x$, $\sigma_y$, correlation $r$, and RMSE! If we only look at these statistics, we would probably be inclined to say that these datasets are similar. - -```{python} -#| code-fold: true -for dataset in ["I", "II", "III", "IV"]: - print(f">>> Dataset {dataset}:") - ans = anscombe[dataset] - fig = least_squares_evaluation(ans["x"], ans["y"], visualize=NO_VIZ) - print() - print() -``` - -We may also wish to visualize the model's **residuals**, defined as the difference between the observed and predicted $y_i$ value ($e_i = y_i - \hat{y}_i$). This gives a high-level view of how "off" each prediction is from the true observed value. Recall that you explored this concept in [Data 8](https://inferentialthinking.com/chapters/15/5/Visual_Diagnostics.html?highlight=heteroscedasticity#detecting-heteroscedasticity): a good regression fit should display no clear pattern in its plot of residuals. The residual plots for Anscombe's quartet are displayed below. Note how only the first plot shows no clear pattern to the magnitude of residuals. This is an indication that SLR is not the best choice of model for the remaining three sets of points. - - - -```{python} -#| code-fold: true -# Residual visualization -fig, axs = plt.subplots(2, 2, figsize=(10, 10)) - -for i, dataset in enumerate(["I", "II", "III", "IV"]): - ans = anscombe[dataset] - x, y = ans["x"], ans["y"] - ahat, bhat = fit_least_squares(x, y) - yhat = predict(x, ahat, bhat) - axs[i // 2, i % 2].scatter( - x, y - yhat, alpha=0.6, color="red" - ) # plot the x, y points - axs[i // 2, i % 2].plot( - x, np.zeros_like(x), color="black" - ) # plot the residual line - axs[i // 2, i % 2].set_xlabel(f"$x_{i+1}$") - axs[i // 2, i % 2].set_ylabel(f"$e_{i+1}$") - axs[i // 2, i % 2].set_title(f"Dataset {dataset} Residuals") - -plt.show() -``` - ## Constant Model + MSE Now, we'll shift from the SLR model to the **constant model**, also known as a summary statistic. The constant model is slightly different from the simple linear regression model we've explored previously. Rather than generating predictions from an inputted feature variable, the constant model always *predicts the same constant number*. This ignores any relationships between variables. For example, let's say we want to predict the number of drinks a boba shop sells in a day. Boba tea sales likely depend on the time of year, the weather, how the customers feel, whether school is in session, etc., but the constant model ignores these factors in favor of a simpler model. In other words, the constant model employs a **simplifying assumption**. @@ -292,16 +91,16 @@ Given the **constant model** $\hat{y} = \theta_0$, we can rewrite the MSE equati $$\hat{R}(\theta) = \frac{1}{n}\sum^{n}_{i=1} (y_i - \theta_0)^2 $$ -We can fit **the model** by finding the optimal $\hat{\theta_0}$ that minimizes the MSE using a calculus approach. +We can **fit the model** by finding the optimal $\hat{\theta_0}$ that minimizes the MSE using a calculus approach. 1. Differentiate with respect to $\theta_0$: $$ \begin{align} \frac{d}{d\theta_0}\text{R}(\theta) & = \frac{d}{d\theta_0}(\frac{1}{n}\sum^{n}_{i=1} (y_i - \theta_0)^2) -\\ &= \frac{1}{n}\sum^{n}_{i=1} \frac{d}{d\theta_0} (y_i - \theta_0)^2 \quad \quad \text{a derivative of sums is a sum of derivatives} +\\ &= \frac{1}{n}\sum^{n}_{i=1} \frac{d}{d\theta_0} (y_i - \theta_0)^2 \quad \quad \text{a derivative of sum is a sum of derivatives} \\ &= \frac{1}{n}\sum^{n}_{i=1} 2 (y_i - \theta_0) (-1) \quad \quad \text{chain rule} -\\ &= {\frac{-2}{n}}\sum^{n}_{i=1} (y_i - \theta_0) \quad \quad \text{simply constants} +\\ &= {\frac{-2}{n}}\sum^{n}_{i=1} (y_i - \theta_0) \quad \quad \text{simplify constants} \end{align} $$ @@ -360,6 +159,14 @@ The code for generating the graphs and models is included below, but we won't go ```{python} #| code-fold: true +#| vscode: {languageId: python} +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +%matplotlib inline +import seaborn as sns +import itertools +from mpl_toolkits.mplot3d import Axes3D dugongs = pd.read_csv("data/dugongs.csv") data_constant = dugongs["Age"] data_linear = dugongs[["Length", "Age"]] @@ -367,6 +174,29 @@ data_linear = dugongs[["Length", "Age"]] ```{python} #| code-fold: true +#| vscode: {languageId: python} +# Big font helper +def adjust_fontsize(size=None): + SMALL_SIZE = 8 + MEDIUM_SIZE = 10 + BIGGER_SIZE = 12 + if size != None: + SMALL_SIZE = MEDIUM_SIZE = BIGGER_SIZE = size + + plt.rc("font", size=SMALL_SIZE) # controls default text sizes + plt.rc("axes", titlesize=SMALL_SIZE) # fontsize of the axes title + plt.rc("axes", labelsize=MEDIUM_SIZE) # fontsize of the x and y labels + plt.rc("xtick", labelsize=SMALL_SIZE) # fontsize of the tick labels + plt.rc("ytick", labelsize=SMALL_SIZE) # fontsize of the tick labels + plt.rc("legend", fontsize=SMALL_SIZE) # legend fontsize + plt.rc("figure", titlesize=BIGGER_SIZE) # fontsize of the figure title + +plt.style.use("default") # Revert style to default mpl +``` + +```{python} +#| code-fold: true +#| vscode: {languageId: python} # Constant Model + MSE plt.style.use('default') # Revert style to default mpl adjust_fontsize(size=16) @@ -392,6 +222,7 @@ plt.legend(); ```{python} #| code-fold: true +#| vscode: {languageId: python} # SLR + MSE def mse_linear(theta_0, theta_1, data_linear): data_x, data_y = data_linear.iloc[:, 0], data_linear.iloc[:, 1] @@ -447,6 +278,7 @@ ax.set_zlabel("MSE"); ```{python} #| code-fold: true +#| vscode: {languageId: python} # Predictions yobs = data_linear["Age"] # The true observations y xs = data_linear["Length"] # Needed for linear predictions @@ -458,6 +290,7 @@ yhats_linear = [theta_0_hat + theta_1_hat * x for x in xs] ```{python} #| code-fold: true +#| vscode: {languageId: python} # Constant Model Rug Plot # In case we're in a weird style state sns.set_theme() @@ -474,6 +307,7 @@ plt.yticks([]); ```{python} #| code-fold: true +#| vscode: {languageId: python} # SLR model scatter plot # In case we're in a weird style state sns.set_theme() @@ -557,7 +391,7 @@ Thus, the constant model parameter $\theta = \hat{\theta_0}$ that minimizes MAE $$ \sum_{\hat{\theta_0} < y_i} (1) = \sum_{\hat{\theta_0} > y_i} (1) $$ In other words, the number of observations greater than $\theta_0$ must be equal to the number of observations less than $\theta_0$; there must be an equal number of points on the left and right sides of the equation. This is the definition of median, so our optimal value is -$$ \hat{\theta_0} = median(y) $$ +$$ \hat{\theta}_0 = median(y) $$ ## Summary: Loss Optimization, Calculus, and Critical Points @@ -587,6 +421,7 @@ Let's consider a dataset where each entry represents the number of drinks sold a ```{python} #| code-fold: false +#| vscode: {languageId: python} drinks = np.array([20, 21, 22, 29, 33]) drinks ``` @@ -595,6 +430,7 @@ From our derivations above, we know that the optimal model parameter under MSE c ```{python} #| code-fold: false +#| vscode: {languageId: python} np.mean(drinks), np.median(drinks) ``` @@ -608,6 +444,7 @@ How do outliers affect each cost function? Imagine we replace the largest value ```{python} #| code-fold: false +#| vscode: {languageId: python} drinks_with_outlier = np.append(drinks, 1033) display(drinks_with_outlier) np.mean(drinks_with_outlier), np.median(drinks_with_outlier) @@ -621,6 +458,7 @@ Let's try another experiment. This time, we'll add an additional, non-outlying d ```{python} #| code-fold: false +#| vscode: {languageId: python} drinks_with_additional_observation = np.append(drinks, 35) drinks_with_additional_observation ``` @@ -640,7 +478,7 @@ To summarize our example, | Outliers | **Sensitive** to outliers (since they change mean substantially). Sensitivity also depends on the dataset size. | **More robust** to outliers. | | $\hat{\theta_0}$ Uniqueness | **Unique** $\hat{\theta_0}$ | **Infinitely many** $\hat{\theta_0}$s | -## Transformations to fit Linear Models +## Transformations to Fit Linear Models At this point, we have an effective method of fitting models to predict linear relationships. Given a feature variable and target, we can apply our four-step process to find the optimal model parameters. @@ -664,6 +502,7 @@ Let's revisit our dugongs example. The lengths and ages are plotted below: ```{python} #| code-fold: true +#| vscode: {languageId: python} # `corrcoef` computes the correlation coefficient between two variables # `std` finds the standard deviation x = dugongs["Length"] @@ -680,7 +519,7 @@ ax[0].set_ylabel("Age") ax[1].scatter(x, y) ax[1].plot(x, theta_0 + theta_1 * x, "tab:red") ax[1].set_xlabel("Length") -ax[1].set_ylabel("Age") +ax[1].set_ylabel("Age"); ``` Looking at the plot on the left, we see that there is a slight curvature to the data points. Plotting the SLR curve on the right results in a poor fit. @@ -691,6 +530,7 @@ An important word on $\log$: in Data 100 (and most upper-division STEM courses), ```{python} #| code-fold: true +#| vscode: {languageId: python} z = np.log(y) r = np.corrcoef(x, z)[0, 1] @@ -728,12 +568,13 @@ $y$ is an *exponential* function of $x$. Applying an exponential fit to the untr ```{python} #| code-fold: true +#| vscode: {languageId: python} plt.figure(dpi=120, figsize=(4, 3)) plt.scatter(x, y) plt.plot(x, np.exp(theta_0) * np.exp(theta_1 * x), "tab:red") plt.xlabel("Length") -plt.ylabel("Age") +plt.ylabel("Age"); ``` You may wonder: why did we choose to apply a log transformation specifically? Why not some other function to linearize the data? diff --git a/docs/constant_model_loss_transformations/images/bulge.png b/docs/constant_model_loss_transformations/images/bulge.png new file mode 100644 index 0000000000000000000000000000000000000000..aee1d745e2224cfdbf049e0f2b0dab92cc243e14 GIT binary patch literal 345882 zcmeFZc|4Tu`!{Y)l4wEMMM+u8HrbUuAyn3(LiVxmW^ADn#-3y;Tf*3~j%;f>8|-A9jl z6~LDiCe)N=(a;I6DZ*r{Pus_Bji!f-XNf*k8NT77=pkX(`N$ngMfD;~RmChaiImKO zW7eydLIt>%EeaivGwL_26isrRoKrDax2V~zj>Q(jNif2`Q7JU zTKwCs<_c0@tyind^664mKcfns?-7x{Fqa11z3_tbwOqYehvrSFXV8sk(mRHH)6SZ# z+{7=Suj5Xea;)4;$nE5DxM^%*8x;LpYo^U9ofJk_&DvCSQSat{>3w3Q`f$rjr!Piw zWXRgY3p{umq)YmOThG-yt@)+1ADl(Xf-|O(XRP$qU3KR&Pq3@UUYy?#`kJ5c&2IYI#X^E6#UfL_J*1o_MaJ>A0zP{Gf3Sfcs5?% z3Sxg3GVB~kL%ggyv$SNln-Stqz}r(`_QAu>qCG_IVWjr3^BVlWb!P4B1Bec;36H7^ z5nW$aeMz{xJ{M|YBl}}#?{K>(i z%ozFR^?5NtDm~w5_Us61lxW(SZE~@BrxQz_0n0S~?y$3+RU=$qRe}b%?Ih4FnKBWHEX6@;&EdU_rrUUb>dr zv_9sX%eQ{qEMUwb-fu-0h~`icUSD(&Z~e(Kdgff?MF&=Cy5sbiwzY)0++J^IjlwGG4UI~6z|9<}am9n@2%B45*R|72M)?azu34E{cQN>UZ zBahLrxmt1|`GS`+S0r(hA5Q5lhl7eo+SN|aPNPoBP7y7MEFCrQ@5jFt_#X2;QOkMy zeiJR;FT z(G<~cv$M04vqQ5cJqojH-7P&dUy^lva`q#>$`xl8W?lT^IO{meZ*_5le}g4du_%MQ zQ_Irh+r+n<13Uwq`gy0oKU4xz>(KABH9u))JE)BpU)Sq;5S1>bQY2gSa1B05_nV)u zFt(W9AS7EvDf|B1mtNakR@;ir8w-~g3>VA>yuJxoxJ|>Ib6oB_Z;4a6l+1nX^mx!X zP46t4sAMcVd{0Ks4t;HQVA|2S$XV4HKT|U8IyW<2K67nG4V~RCk%4Zgz1(~D9A|KW zzXRMMWX1CR%I)6Ub@}N(tb)KyoA-RmU@6tIHM%}E`)Yd{ryd5-2G|5VIpuPShT1{S z>qkLQ*I5u#(w%umgapRzuATeJa=?$JE1wiM6&)0XLQ9yyqO*5I@0=5gy_^SK+kVeIdg zSvgoW#l}iFdm<*@FX=99^}QLrH1T-)@zlC!+61aQB3m(uX}hN%E7s@{ytbz)o_bZ0 zF3jrkMsNL4;FQ*=TZP6f$TLs}VzJBrdqOqi;R2r)YYhqGt zl4TN;l%3a%XT2xin)s61^10QdIqdXaN8=CfwyBi1|`aE zv!U%0j1y$KWPbZ(`xyA@5rI+!M^sW2*k$a^N2p?1ZiN)bZHS}9lo_45rb!2br4q20 z-jN5BGfhLP*Mu!xSO%t=U!1d;f2~omP*SVftgDRg>H%i2aLU3jMn~sZAz@NsgMb*8H- zXS#&hYn#tG(i#k`vjQ!)6Ct?pwY{}lt6rJc)Fgz#UKQ>;6IV8cVq4ucY4w-a9(rH5 zd%4D2q_<`+mGt{VmF+n}Zm9a2VMsaER7o3ELaCRu8EkWR_)H>|4#R#iyT`pB_s0X* z=%vAzO1@Mmrz-0^dlf8=@u@Cf`+SX06&!~!-YI@>>|OA)JS_*eCOA|WA``lkwVSy= zaizuJse4XeWn`IFpXtlJ?G!=MT*mZb&hq`^r{b9^aII8kIO5wlrp-u3XF(XFSGd-~zk(>iIv_Q4Jf1#TxHC}nnK3t3$89k&A3s|? z0^JY^6B*nT+Kgi+qQFrY?MH65+tC+=?|ZTHT1I8n$_Asv$k017u)#ZK%S@>-$29#I6L3o6}--d7Mw)(tahyD~fuW zV%AtGLC?qANbC|}P;wwl>Kx2_TV*$jpy8omEEOe1z*H}bEqL@(bum0);b#d={FJC; z9Ol!%|6uiNUiLK2f{bW&2^6~3Rx2am7Cr~@;e>V_xb{l~xFPo)3EAb`B~u*)3?9n% z){ENH&1ZebeNlTglL6W#9VH#-Q$Xlk7FnGO*vIU{D0P}y?w)y;|LMvVqDm}z8zm1> z`)F0DppgdyGp)Rb4~y)G%<~DTgRCUc7r(@@%WV*n5h9!3HFl7<4)f?m65`oe@$Sc0 zTkKsl9W_VQUbhbpAGBU3(jp}?PTSjqChQPu=6&mi$Wtu8uAci!d$m%?WVQ1H4 zghF#jqo!r0k@dz^ds3Or1CruqxUfyb3>A=lyfxERd8wvGbQ3r}O+-e_NJI`C5d$x2 zVy1r|D-z!zB0c(?gor5El8EfjIqJas;SU^m9bR+%P8u0RL;?JD0eHEmko@ax3RDW| zzmCaX0N)Ya)0R_F0p7Ju9L>xiP8N2~(tA>(zz3A}%6d*jMD*7VU&Ja}T+6`y`z#;p zI_s)E6gRQ6<$rE!_ri?d-PZo_K17o4;=rM;ne%gYcUv2XleoLo)uS`Sf#buE1+KCm zo#JdQbyZjG5xbn7qZzv>|84%;SEbLev$IP&n!Xg*l2`n5Iq;X%RSRcldvO5)H#awa zHz9sIM{|KYVq#(fw*>_R1^Iw8_?$c-&d=TXAWodeH~H6ngv_Q2mSl!c${YLmj8JY#OcqpfC&m5ej{*)|F*!t?+sikdHAXLBTIKP8$EeT zTR>*OGoy5KKg{pXSYb*b)uT`DH_KQ8^Rum1O?Pn^sgjy+rUCHTgq!Z2HpWRJNzNJ1N^#i z{0-tVf zv`+qtYLZ<0=y7N5msr~>%;>jD>qnI&G43L+q@PhuKcjv+NDlS?u6|vAnU)aNe@{7u zCAV#FxVHxU&EP^q-_z_GGdG={T!T^w^y|iKV^vJ&EdBF)M8ssYvj6-mC4nl97Vfsj z{cC~4mx$yv`#=72Cnj-(o&LX^ba)FD4q4fxOX2Ye^8ft!!*AKyr$GPs)Z;P1FOiVp zR94=XtNdRlMRYh!(*J*${~&??2htoFJ^ihuWGBcbSAvI!C!zs+(^0t4dYI>eSo_nK z#AiyK#&tuTW1CgOkT9=}SbsO`76x=2$zMZa%wLlG{^9;>Z@(s9KCAW{b22 z2ZTV%9#!!^I6QyMA~ZbKFnOOVAr zXHUx!_C3oXr_4DjUjR8#^ZBbX@ZrWzw0In(2XpW#zbP*|NtMF>JLcjLufzP@9X8d#gznE$|+ z%hx%!DRP%4GpK@70RQSFg;^G%q=oyaEgRAwFEIkJ2^X6K8(f)>M%k%8h_kzkOL25; zZ1a$mm#JG5M9h8J*RX8)&0}=$&m{htQQ?_6#RwW!$v%p44Vk@fyhfF}p7_Ou9}d(% zHwGBPtd$W(I$$DS671v_UqKiWbhjP2)RwY@+N>Q>uIo=VtCu=Pp&?Ly{#u zv^E#9x7fUw{cNxmPn^HHfIZizIjS&Umi_&`n_8P=2L{B;ou@~j>j#e_sDw=iA@?aVo31J#)`Y2^hf zkfAajZuO+)u7bJf`DE|aH>RehuY+(caRPBMw{&(ElBB#I^i}0yNE})G_Svb3w*$U7 z{4vA7m}~nUpsUCOp~-XSkI=xDAqfjP&hw$%Dia8T+S!;hTNo%V^uj~L+!j9yu-&#u zsoY&{S*=>yd-IM(LQ$|wXt&tf$_m&1Nv_bA;HsC-*;;BF^%SiRgH^NL+y89`)xNIw zfh&N5dQ&@h&I`pR%#5bG0QW&CshgePq}VOVPNSkGHJwtAN9!%^*Oy`_XHJE(8>*a9 z3ZFZ@3MFhd6R zUe3&rtk$d2w}6biH8UQ1Xt7=q{T0q0UbQJjP40U7JLzSct0%z>=bN&!Lp(ZHR_I+44C2C3OjrdDk z=XjN5M_B#(d@<*&Zh(!A1sM1ZmzOS}XL^|!8BLWnBhIqjxqpU=>Y9Ya;8!Iy+HMHG zN5Hq(!Pb~O#zR4AS)Vk|c+#Od&025?0ty+r0*sRH&*L=jh@NQBtR+B{{Xw5Db-ZE~ zZ)BB-%UQD#h)p)?77^j4p6s|oSBbQ(kD2s1)7>(M&P)w9l2ynmVf3V@`yp-s@~2Ba1HFH2EmWtSFTt(x z9}G_;k|!r$4iDz!@T#b(ZG76wU3HZCzPlT^rUib&7ZVfXxQG!GbD521mhyazFs$I( zCMOqs{+-O@<+h_oYgMT?3eFK36F)O(VQINi=V^ZSVZl&5ZQ~ya|23xj15WK8b;+Oa z*>AQR$+G6s_O(|4PB9;fRV#;0&R^*-wM%BcYcJc}+`Oyol=v20+5&bT8oR#{u_!fB z^zwIPx@ugr|29>c#?sI}cAN(RhPsvWCz6jOvfx9P15a}5zOo5K#9}h!e@y1}t#(aW zL?iFVl48-%OIL@B+`?@JD)n3!2CfCuu*H7;dXw$raFv%1BX%WrlHRB4O3};aqBiMU zRP?-Xo~TS^{k!vXGj-1rsvRYa@dkN`T|A0^o$nuo7bGTGUw0R*~(b`J_}B&uxRh` zLLzu@=l*}$(qCu3c!&dG(O&|NmP7W!8E1N}Mk>?>3ob6tFm{|<9knRsg`1AxjGRym zvX+G{42T@MN5gVQ1qilcLMdTtYN};SAp}>?U>wbTU20Trb$#8Lt#X(~jCgzRh9<=y zDEAkGs|7rtn!m^&v0yl91=!Jr7B>>dhUgaesrVV;!&#M_rOhqr80h-mxTU4#zP66e z-1n92LMXwtzrrQ^ql}Ny2S%oel}0u^Cn{u$zNI@$J3S?(R--ZL!v{ti@kQ5f0uJF? zC&SI!DnQNgp83IlRMD2CfVg~tLe7$Jjm@-U zH)eZQ8<^}+2rv>i#+|Huu)jBvm6;Tot|1VUnGDlEb?)+wPxdH{-w~;6Rhe<>U<3a5-(7vbF#eYce!VuR#_kTy~5)5F8gSHarS75YSZ3ndl@rN1Ei}Y zJW?qS-Q7K(sgakHv#$LWBr5Wt1{SELt2>>kjouW#fv+n*wS)-IT1+kQQnStdDCPAO zw!fC#A^=;Vvb3^@R#FO$z7`UPYL2;O2Dnp1E=>9^%_*E~UiC#=W7pxA7KA!+n`0RI zuQ>AG0p=O7*4OJ8kAY&IO6_+r()%_$8ZPcx$#*$CsFu-G=Gk2Yx{wG{I!ynTq7iQ3 zvtHJ#rshIinin_rV`aQCyrsiLX#&?2#lMb-;Leof=`#NXCx$eyfBeYo;~B-Ig249L zOQtU*jupGO@UzQs%J@vsvB5#z!!ge}gIXf5sp7~P;NeU%bsESd)-&643QNPq7pvTc zJxz!4Z5yiL^{jT;4QEa=7$RZ;S=m+^;y*LcW4}yft;5TXA1w1t#el$<>h^^l)prj_P_$_7HN3jkp{?Np;dpQcM6p8wS1m_DIocA*+^#53 z*PFGnni$)rD)ju#sE33kdarj#XMOnscUZ)Zu1&S!Q)^vV&IG5|g`UGNvAWe&oH{TA z*)_54FIVg~`s^x(u}ECs*l-cFACdJ~ZQ?1k=@-k2JY;)4IWHy@P?P5jTBYB}dl*Rw;n^uJ3#ptH z8#N;@{0d^~OIRdXZ8LNClo=NVI_cjjHG~s95%R+vLti;jOiU9W60SqX8$t_Vd!9V~ z<*L%#xQk7#sAvb11{C0J;xgkT`L?Cj6f$+~ENvrZKUkHIwRYfR?1rns4=~^6L3VMf zAFQ3en_PtEBRJd4TR&Xe-u5&Kp=ny!oR{|BLwkMO+YCz}wLWP+#AJ_seLoHpA4e49 zBHut{FEta&b~K+H4I6WzZgrV;DLq&2=4>EqGd0vU&C-d7u7n8g$tcDG!4wG zQ*H4{PnHMh;RNgcFRQhIxpo726$AR)Kh=t0Tg%V;%b~&Z{l%(bWebBF#hswc%(G0Q zziJF5MMQ8PY-996F*`lhIui{WbBjAX`z+(}@$sE`KA(7v3gwf$V1e%#r5pQPkA~lDN7cz&G=BxUuvB3+&PEqqGS_*qRfaO~?{_V5?x4RGonR{*fJADt?h>eZy zSDKqHP}XI>(t*{yyEun@R-SroprqwNlvmiGQ z7sT4?mo|91z4Q85KdQe3W78Whr>-EZ;X|=Smi3G50x#RZRkJ2s=Hle!_%#z;9 zh*&VbD|a|6Cvperb`AG^Wj=>@CO(Q2O695Ak#bMabeVSMNxSOK`phjLK)GpWhdV8p zBfV_HUd@Q>OAa)lpy%OCr%$vQKMFc_cArOLt#U{69^s(;88i@4&<-0ZruxK`-W%Fo z?J^f@SmCY$bXjmUlK+N!;$!{zEm~Vz);^Wl$tk^6(w@+eKpV*-M$7maYv(d(8b#o4 z9Ntw_xE8F49nvjW=gAZ6cl?2SXVUFzV38C4^N;jD)I8PJjuI9XuJClj;o_qlze5p* zHP=D6nkRO01+$!&uF)WUB?Tmu&UkG^)RCTQhTjV?gBwguZA3FOtTU9Q7!E5SmLB7w z9Rz!hs-XwY?<(iw_zUna2mlDE7Bv3vu>U`yz)t{cH~Qv>90wj9zGtHdunt~ix+grW zUD|Ck2gq+9OAnN`)%=i9RWiZP&nOu)(9tzbcchxxcRZVkPZqcme}O6CSef-qVEPdGavZ-=w3B&j(-qLo-Oq!FoXYW?$k_~8f#}g6Y!NF_ta0a4Sz~hM z=Szqr6c&eU;j0pKT2D2vmo7biV5U~greHLcVSrAN;N<)f%H9?=v`yaGvLPe`(g1h| zuHRrGDJk%G#xi7m_)C0~I~P0pcNjeqB=l`BtabGAiMhq<86dY1MzHtp7ivSTU+J3YhzQ?-8@8=+ z7P$Q2OAKt#*HH?ct6fL{L7EXP5?J%#XjVzCsn$d%Vvm@#a_e)`GP2hneq?V$7;-pG zF{oBkRcMQ#+zz(k*u>#661*blD<+)Rtt%ab4390YFtN0pi5!)-%;LbaI=RK3JL5K5 zx!JZe&1VQ6#Dm)F;(CPS2A4)IojZwNI?Yu8*yaTpZwSjF+DMtBv}k8Ki)t}^R%JUV zs#gQ6s>Ba@InFej4bS9LrE7!RCFdia7d{)k9}lvtzQoWLvrkH~H7uoA8)VGzLx-g+ZrbJO-ew+<)ov*IfPJnP5tFTh*g8M&LcJ(8hL|k7Gj6(>qgOb_ zB!I$r)JvzK=j1=2A4@pW5qewXr6a1#SP3^pZ7cGoZpss~Vm98DRBwZgv-Si?RyJ+# z`k#cdm-PU2)b`=g@d>r)>m#JAPeJ~ez~PGM(opu{ZQ3a0wEOTwhu zn)Oab*t8nHzLH62%>HBtY9!)T6+LPmi$AOx3;{NJ$IX9f5FbH>8jgZ4O5x%Jj3Wki z^oM`synA>>*aH4AK~$}pfQ>T?O0bdw3AAavL8KNK7~X({*csr#$O;R|Mbg#oOXW~P zi4C?|P1L*WUT=;OXQukccONIi=;-O2w+hBhXS!6e${QYnV;$!^vvmY~Dyw{Vh3Z@k zWTY3=(zg3N3kYPm^W4=ZremyttKa_NkVbbLoLN7}-tMMn*;vprgW|XJK?~*8A%;pG z#ud(*+?;XW9`$LsNW*sBW&FJ%4h52{C{F%b{$&m%&3mvyZZ;cuVAY{!xU+k{h5w_B zKn>x?(nP?MY}_|wZ*HNW&wa(G8Nc33gX#HoZ?u)UC2Ax|_M`0tF5@X=8g*>gS&&@b8$>li)!JBOXYi z%N=JT=MT0_JjTQAP_elNY2QPy+d-&WsSMkz9Ve&?U(}z8-|W`ztnu*~o}8ja@ok+u zHT3jlMFBydHOFqlf6jf1EWGF+63Rz_%6zF4J$7JV*;)!5f{pQRT9vnNg@{Fn4GV_m>LDXkP85O zl@2}z-_o*nL%DGg=!AK#f_w=I{7C%+y7n z!e&J>s>htctFO6Oqnl2-RR=9(swYP(qFujcV>69quE@YDC6|UIs_jQfu4oC%JIj|F z>14jta9NT>YuL}+$S;8-Q^o5_{0Chj`SbS%D3jX$==ERmi0uCg%wJ?HAL$~$`gwe% zYH|^qAz5HM*lH~F+^~}QT!}!m{!Sgb8Q&k@S!(?0m-EuqgO-|I)p!YWM4p``Qmq)a zIIriiw}CbbWs-s&miqKuwVf+HJ@r4la~a+G6)yyq-LL%h{*IidDSmnBww(h9680VP z))nxxo$jXcpt@qq{1Z9R>90U80^Vq97dTXOKO9|q$GE7sWMr@sAMY!Ew14_Y(%Ju0uSLF9M zUho*-$ueAEXJ5Kc6M#6*L`KLl%JyJh&basR%6f|FT-b*-Aobs_7w{R))UN?bq1`>* zJ5ElHPNwVc?+Cgr8gB37YXqXMOY^%iG2-Uqg|rI2N~5ErQHS9YaFALH{w|4vKv>dg z2xH0Zb=Cc?lnqV?OM37`pl%|T+09`fnt(y#zJ&nRT1{E-wlNGC%* z@#ewQ!LD&UC{Oq6&1@WiObcDH`uznanIFZR^dUpMKndtN!z=TqWhEt4H$Y3;LDv$b zbZEK;uNxP+x4UqgC&t1GI1peMJTE(wAJ2l$!j=kUJL2Aw zd8eGBlW5@nv^6@f1p>P2J-C@$2*G-a!FJ1pMMZbc4|@)90*u$ezVX2zIc_bjqC!86 zS!!(905KIE6Vn6+6;~K3DTTDzFR>&W81hmv@JCaQHxO1ECNri{4s+p4@*^!f7jC?` z_;=zv`pl1?2aw@4Hmby98NMWz5eM2A_$lxqOt)ce-zMvPchx6Y%I)|4y>W`+KKZkx z+taDx-pjeq%gR!uYS@jFpo?PhcO5PV~tP7m*)=4;Wu@GELP{W~F?eIH4Nz z-F&dLI0oSKZy}yb>V!enuguSsSk0DA<|V1Ak(0=iHv97^w?QBF44J7SMp8CN$J^y%9PRK@9IS>m5RI^fQGos0o5JODt+Csu~UqnfocJuy|? z28=Vcl(ViZcCcXj+Z2C3WQDUS0rxAu2=LK2`@dNh%@Zt=4XeDb@yDy@O2aVj@j~V$ z-cu68G4Vn#<$-?x6?*)>qpk4|d;FPoFM1t$Sy=e#lbdti0G%sIH#FYDjw-cWiN55c zuH*F4gVPWR*0aqnJL>>`Yl`JF*i~Ky*xH@0Vs%vLRkVTM3eQE)B_*SKi}H!}i)aZ4pLQo+^rpK{VgT1DAR;z#!M*e@ao>dk$Lwb}oMQIf}_D z0?$TW&1v=96eEoRWrFQ=CGYs|0@N|UG>vPtwX{S5w13N4eCrC}AzGp|qU%AKYl_Af5|zYGRuAJ+AR|NX zk(EgwpL2(V-n;RV&r9^I-ZR_Ll0|@DY67D4?(|COFw7u~S!}FrsUtP`R{}@?pmPZ* zxleGJj41=A8*2>%Y{x*gs27YCVWRAYuWl+xFev zKpV#aU}E@VC_8$l2Pl-%!wn3`aEVz?%qN8__6R`jE^g0sxE+Bg2+yY93ay0VW1zomWLqjdF5wGTWT*hh5qR>M~~EUr|QJ#?nKV?h<>L&oZCbfv0Q= zz+riq=lT&7!p=j^dpW$ygQ`@73+-!|`2_8|3#!>x6J|eD>zS_1L%P7MDe{`2!iH`!<45x$8D-hAk@Hq)oIE%z2sUwtP8*s(DJU}nHpm{4Z8(cvD zo3b!FP4JHkdBAwxo1;%=w+exqUzL&C2|IMm@W&)8_iae?O&G1_G676=jzyd+0c00D ze6Ww#($}BOo|Qnkyxs6vn*>Cnp{mNs4pKh3YZ0pt$ihIz2y*UlMN%Xvbx*T;X*@;D zb$35zgCCj|kdvAM1)bGKnSISLHkn0@mSfdXJv3y!Liy|JA5ju0lY9Lq>g03@kUd~G zI~+}p{4G|k)_=K=a3*%}v?Dc2W`E0s4Suj$S`(w4slMG+SXgMfh$%0$AN@XkdiBwb zpQl%KAO8b9JuJeNdgov+9SQy_mF@@&;hg=grTL+CNothHB{Wa(!G`g{6ZMaGM>SM6 zG~&!!Vw*bCRrkD5N}-GsE#t*3UVE*G7KcNl{Clmer~sa!<8yzV=1Ajb$ar(YsK4Y^ z3eigCArR_^oiAR1$Xya4dq5AV;ImpH8GplJIYd`B4fEZ05ZY+406INCaI(?LrrZMh z_S_~i<%W+25vf)C-HIyHwnpgPGpRv-0fD$wrSRtZ5Qe=kj)^b!I+WOAp8p6^xp&Xc z)ZCo#GPioM&t(B%wVt*fSGNCd8h-K@0k`&zThZs31+MZ9?4f@+2r~z<=EMOcPcCe# zm4z(~-P^mfY!I-5!5C5o|463%vB8Bzh|nVKCQep;LXFblkt!M{|8b)IVQ&q@EYo^b4`A`gvJif`wbs*`2* zYb9CR^j{2XwO;yoH!kz^-!01V7+;+SR_48ug3@sk_FAA_vpv_``I2j+L}}{IikB?U z@lgKm;cpK27F=$7V{~FW-+!j+eGib0z-iRX-`(hcefIz8zRT_8`UVEj1fVCLrplJ_ zcrg<~#9?CLE0mXn<%s9JNN(MU$_{-3&V z69?^CRDc`v*_Hs8MatsA&c)tK*w@VEQrZcfK(1}|3V-@LD}b1_du}L(yrZBomDoeL2b2 z1MO|l)&(ETTVi2@WHx}2Q3m=3yB_rUbJx7J$#4!$H%=6+`)y$C6i(y3$L_Bpv^Mje z8!px++SR6ljWG_?}5l6|}TPk}#;lJedAB{XZ!W?2dsJ7-Gi^W}d z%>cJ{Uuf_|YH(c%f7Qox!O@J~s8qD{feE+@!=DFVEfg$wLf*d#)Xa(rnB1CMhcFP(uFI!#kkQ_N7{UYc7?b>xL} zqbAC5_{HLNuulpwD8IhDlqa~U>CM9!zJJ~+;CLau?+~*ES>Hy?xDLJ`MH;Mw$Em5c z^z^Qw5#T5QMzst{d6~5>VjXdPn&q&yAQ{g2pa4R9g^0oj{e(dh*9aiK#0zey0QI*d z$!*-@Lt1s+HMK=Zu=5)88P(>@xNoY%=nuZT)$hNY)cDVp2&`A9lq2Nwu^VmUepXkO z>tb5U&y&T|*$HgwxOrWIqkf|IB+&o&@l6MWk_FZG(lu(NSAP|?HNT}3K)t_{ znr@dY4Q$)lyEI1~O08w2$q{^xEjBXpLVvYOc67yBp`hSI!OBHkV2nVsTMYrsbCYpC zL&r_CGNC!~JWgfZWc=v~4%kmX6KIZA{h4n0$3=$t(x43Vfv$`tI(%vqb_>EnS?$oJ zs8{Nm>qW8cx{cfQ@M#G+MH6|jKYU;aTQ>K(PI~Gr{4s-b@O=);P1|qEYS7$-7kd@V zGB86UpFNt@O`p9u;T|ji>ewRUjCO-|M>Krc534)xew~erxCnQP8$OReiTC!#0+wlv zzc{jUY?)lXwNk_$R$T0MR#uTrAiFZl9=GPFpflcw<~T%-yE1b{(Dm142FHUe@5WFv zAVXO5^IVo14bA1}%FB*fOE!e-_-udOU1g|&?=)M1Rx9&pPzR042Q*itJinRZQLan; z;f8sf8P5h;dd5%gI&eJPih^I8T0E9(nEHlocKa{f(=&9hhIy_fIGPiPWbue zVxij-tC-j3$90FUtZ+7vQ3kNvMC0Ly^_kQ5K9Lf?)#8Wd)zO-`DS?l1K7>*qCys4_ z^orfE^;xW{k>{wwwiD1%>A>L?j$xKrHOw3Czpwm{jqRsV+th!8kZdqXhrK?jqfXc7 zS$NpIE1|f!*m3S@{9y|{Ke(C~=oN}O|3m4pzc*bc&*(#{YDj`Uc-R=hofafFwwac* z8_VpXopUhdQ+>VWV8JeZ$2EPrdtRUdAA8VGv;R;rjG0FdLgs<$3E!+sM0Wrqi#XSK zB7Xg!BcoRz9JpzHIoFI41`-u*PHcXV<j{`K!x=t&_050 z1~{FG0K^~pLf!lR!o_Dzv2F=6fCj%VP&?V_xTZd@OSwZy9dCM zMB)3LrjFGa6XzS)QBo3RGfaVFgv~u#sr}5^vXs?D|JnGkwoAk6nA%u+#5?bc;oI_cRS*k!IsTG-g1%iz5#8Jj+?TXbOjG#&Kt&J}Xd}4ZOQ@ zM5Z{Ib*zCU@I}tuaRjmClXtmb4S)pPOU8KdC;=z(6X1Pz&wXB>sYF&EE&9T+)TP-) z;w4L&k*l_PS;rVtuN|D)8r_nm&7Hp5%A(@7bQ6sa6##g8AaKaPTI>H8<~say1%SlkS&xGL)YCNm`krAn`G6f3eWp<%wGHD{S}tVebIhqtXHo0i-|!jD%5``-Gne#yiNdDJ*gSv?ZrRy$>CLZ z`O~fUH<^8;A&_S_`4C}_7)9AJDzYD=6y*u6Bomth;e4g8&e&3flyr z0ut;vQrqabzw5!~jz=}e0=q9{JiXJY8jW`*L3_e;mNS;(c1W7G;zT%5zI{^_E8uMG z`nzxZDP%+U#5xRn3gEnV&mAkHvb|rQ{npx$y7}`$HY9dH)PFFSlaL(L>sft}R?#s8 z>Db30%J|ZQRnq|y-gUl@gAKYK0c^skXLBkxYp?YaG;6*D)EvToeH7CMXqg*Qj#$)+ zGHEBK^MYkpF}C9cG+ZQqHLP{wWUsvn?4{%$7Mcn>^4b;gvNm^jJ?!#|Zi@}T43rUs z3d@NOw=kry;joyIkrBUn+sBwg$}&TZDgE1ezG1avzuPSd34=2Py5=ttoMs(k^@V*< zRuA0yCYRJE5h^>Ey0R$J7drp?UjW6~WJB3&XWQXx*chRt7?oLJ*)D=n zcUWT0%R)pXO1SOt^xzl!IUB=RVhRflVDj#HM�Gf$fonhYd*ArT5DuccxP#6B6bK z87B1xhO&#nUkLUXI*T9p0x|-Ottacm#w~anFiw@7k#gHZxZsE2q&-_utV6%4U!I#Q zSu(Z2QtD_hx4lETXl+opH{yU)UoI0^<3w?4Bb2HY7?~K;s`n8-Q(J>}HGE5DZ2(0J z5LH4#Lh1SW?ZM;Y4dGG!5dDoAp$yf7@B5KSNs9^H&oGEoazv&yb4{DKq}3$T_=zp| zM1HP-%@6v0`h%GB9dG-tIK+q~$p!Z1*fDHq$~`lZz~T zL4FYCGfIjGLjFMbflB6Xdv z^cL4GPHkYzh-s)J4X{-2(b*w6x_qZVzkpAx5i_&#Z3ru+Y3w z$0m6u%b_IZyq2Z^1&{xl3Mm@_sTmHsi8(4&$TFONeX8xwUO~#>TRyUq;v{pn+>5-W zP`)BZ>&9MB1WT7oCG2M``JCnLVGM>>2Vocy09oH+8{SRLF)G%FV9G`XA{H{9vI*O# zJWRT)k|Dj4_Rf{FkpkFnEAlK4=>=N->VOVv81qb=jD3k`U4x&!d{;K;EX&O+QiWjs z#Sfiu3`=;a?!h=q>e;^z_K(x^(*?$?d;SlFy7iX)g`7oIWo&=r{gJ-no-Vll+<>y< z9ISH3mA90pViv@kkiIR45Nt#%>f zAO`9f&G2_{4pIu0?)z^?JqGxpM(t0>)AGxE#BQ|3l=l#6%2Di+SLL}7W5DEE zjj&Dg%(s;oCb2M3YI7p35P4tYy7$4RFCXX$)Egg?F}iwK-g+X;j^^p?`fk}N1kzb` zTI1qI2Aig3s)kUZnJ`{0SQ*k~j&fLONr^HPTJ@@{({ypyqj0RA!E|?PrL!i#hGr~R z#&xf4z46@1{V}pBq=1mm+21|RRcm!PXqom0U^b_1CI+~%z0VBL;*kb(u8(Eh*$OuN zIon+>RTSH8tTO`tRe`!X!LSzF-p9@$U=$4+_SPPP;=zZTIHTj@2>7VX%yM?jM%&Jp zDN!UXMgY>V{upg;jkdLT$_jqV@Hh}LXGc!c?EQPF8_BxUjMH;e+q_X!WE3&1GGLlgC-g`?C za*n;uF%J$0=inH>>s0ss`P}#SuKW9Y{Qmtt9{wrsdXMXMy~gwPd_AwBHOYzD(#U6D zSg%hyqfpSBvdfvLV0H#f)ZqhT3rI|+E=~DkSV^=lb}JpH{m^=;IxVfqciCek_{zOZ zShf8|W-V@_27Ta(>V8ho_a0DT^z`)%jhjXI4>#-PWYlVPi5%-Rve^t*1Kjea8SiD1 zS4DDbYW7CAX^O_6>i3GTd!w(hNIdw^pqbb14|zv9G?_A?x@IffhYCCR$G{nV75Iwh zo23ha_$&fa!9e!xVG~=a19ksJS}bZcKlddV<=%Gn1svv`wV`ITf#fUqC{B4WzjuK( z?&xUAib;(&qruStS?ZQ8j}s?Oh}3FeSD>)LoyJ-)I2b%3>$>t1una&GcxlkGf4OJ< zzQ>cR%_5DO)EQTrA+B6aDyr|0ca}xYI(3{<@_OcJyR$r8GCMrm`zfI)JwsCw%ZV=c zC8m{&w+3i-Uu-_g|4ih1N_eY>EeJOjr;;^=anXy=VhV5O0!YA_Pl zbYYy#b|pA+m-B*4IF9GP-*Vv|#o_?Bo3{M_n`( zxLr?md0$=qq(7!e_*HA|lxpP54o=VOyH$2_g0kHaQc>4&`TGx*K)YhdR(41g=ee|? zQ>gF@RD5j~6cN5v^`+n2R!<>WfY5P4{#y6SZGC;g3Y+m4QHlpT6COxmX^+hhTp4*y zC8UTtkF6KLiax!+7K^x+{CX^CR${igEaP@5@||CDkc-RbPu6+XOIsQ#asoNpc`xKW zG24z#P9Co)J1-dAQ~-Uo#KkL~K+B<%1hnX-3Mvh!uS83Nq(!6_7FBO+fO`xp!wq^1 zgI;KhL-IpI<^9^)lmnmsu@L9v$Yc_~%d~})WqD=2m^T#%9h@Z&zv!E-4T4SN>kKvc zftCRnrRnQ+K^?ceSxg_+5!tz7SmV;wu-Dzt3Hm`O^3IKo4fExpBK)+xZne`#F2B6{ z>DqW*3bMu;9J2eXq9!pJNp!Q5bHQ2}s^GSuvR-=6ox#cU#`jwh;HkzT% z_m~PB?&97Q+l?KhlpVTUuLzi}?)^pfVjKaGn0xTgcYoxgkM40ZzkYn0vM1L7Ci6}| zOIH*q*Z6_~w3lDrNaD`vO)BPx)z^5gO*Q#!Zik81^8?^7exlAZtUgQ5<+=4_q@`Vc z`e(pF>9(ofj9`=8?FGF=z?ZpjkdX3bWrSVADM4=I^M&HpApBfqECCVe_CteZ4&54s zqb=4o4@ajL)B?~8($*O+ldPG+V_Q1-?#}-B5}(xVfPJD9$cFuL>xQ}pO4(nvy*TT^ z`?N@AsQidCwUBdEHIv*zZjshVJ;jms;Svk;FR#TFDksXV-=va`SBg`?u&$!|<<~>Q z!T<@H(ZDh~f8O;QjXd=0*Qv=Z=$?s97FFLzT27C zW15>Ub-CQmRm@c(at!-2KC}@$D73=8)<}q{_(0u?V=Hdxo6>7ppR%HMF)GZ%jCf8( zI{ZX=|DF;3RfWOroZnIEW-H?Cgt zPlGx4G62t2G6%H^{Rp-A^7^#zI+HJtT>02Dhe}({xB$)J1 zWg13CDL^tt&&X%T+^c!c z%_gy}H6fF2pz0Rfa{n;#;^P;4px0a`FG?GI#@=_8L1pw)L9VG$lgFDXmoDd#R(3LG(A;sotEXx;1LEe!Mp+=zi2Ueu) zEDOiCMTLH}MgL5bein|5Ap3aW-ap3oJs`$26h;e|JL={0yy2)QduF3&1T-^tQ|vfq z^X_8~_Hio8j>-Op@ql8e_{np+Iq1AQ`awg%balCz^<#N!bw!U9(iuEa`)-bQ7nn5l z@?_mz_2r7Fa4#~ydjZX>i_>69qLk3MJB_-wlf_+^y2?DBZHR)|J7SCCMD>@G)b22Bu z33p)nKCNJLal6=|p&{nvHl;%wvQD$vp?|DV-&*2{D-rV$(eG>W;%1|N`H()$fpT&) zVO8Hy5LV^`5`Lc3r%x-40lHcl0Ds3MvpT*H9jo}Rw=tPF`I8*%PXjU**tMgqQ;XHb z#r;QTWXh`RJ@){?<(8J#bc=$u85q?#Z#yB!6{)!1O5gW!FweGL32W|6i5dK4iX2j~ zB(BbWx*sWvOg*4p%mS&};g^MQ%H6)ndY|0nsY(A=x}!~I+U>s}3e>X$OA_sP^%D$V zxWg^MYl$Mxv9Qd`@_S7>2Dsf0i~Xk+2X|3ESXnLrh<)3BtARYhz_4xN2{b2swR6`_eZ^r>qO1pt z@BH3wDdFC8joJd`3b+s%Z|KwgJZGqJURHy9vZ*0#S28Pg3N?P9;BT#qYw~D<{{nOU zpAW7Bff}h$k2*aTg_L}~p=yJ?gJg}gbwSa=9`|pJBRu4QijF{EM+6(6;&u}a0CNH`P=PcWE(M{(z23uRWi*gi;#yl2cRuR^rcwYCD;PN3gG!o?yx#IiScM6YRLP6X zEAwU~uC9K%-)@F`Jlix`61S+x3hd?J%OanfTsig6%JFYL2Qq~Ogp$ME<*M`Foz8Kx zR>}eY3hRyl^Xj}=7a@s91K#qP=^f(ifa3IS;GN}A9gytki$Q=7hc$<`1N|iP*-x*E zA9NjeU;3E!9?bbTOw?I=0az7{G(OY=yPRRg|CuKqxCW7KXLonPe!Rj*MX-Ii5V<(A zYi*gwITq)B8a>1NWDz2&Lxiu>ljAgxU0;Gcadx9a%! zXMaIX9B{F2%k6$*TnBXEyrC6w6{$_Nj=Z&Mg|nK)ICSyrmf;M(e2-Gty^7CRxxDa9 z(Iq5uzpBm?8~1o1vkMUK_xRC1`@1{XILmYOAd@@fbjbTKT?yrob;(`$wgmX?4Ae03 zn=lpJ11#Ng6laO|c)3h9hrx&-4fH;nUp_DGo}p!fDOMJD<7m{;Ug|j43|xlj-}8d+ zK(3Q3*ruxofmMp%L8gKm+|17&^T|-Onj)Wg3x>I-aF!e~1VrFRXfRETFDALD>p>B( z7`lg^?H+mgz}&nG)b-wLc|c{0Vd*Fh=cY5Dc8Oqm(D=SA2xGqYcKk^wAD|Ik_4!81 z@xV}UBT;Vq17=0t`_M4?C~x9=4Fa5O_=<9&9HxR}ucpwfX%`yDQR4lplzA3}RNtL; zgYQG&+}B71NmV?Q(@=wMF?IzWPaq^5^yBg+c{w9q_3gCpnDV8V(smmfj>t8)=$>2G!o?BA_79a-7cht0INVER9_W!lEXP&sed2~_l9#fss^6}+V{K6lD(!?RffSbF)J%N(e$;75NYz&WfKO}KN{YkRlxHmFHeaYsKr6iKsKU#35;m9&?s)ASYg;0q$%nG%sS7) zdVyhCqHGt>BK`DI;GhmKqoXITr&&Rcx#RaM5(0#q4$oFy|JY~o{cF5uEW9}ieU{c# z76g-#*~3qqfH|=5s1P9f`Z!e$mX$$!J3FI6RsjIw-eg%=Fudg%^~P)w?CZudE0pwi zoG-wTmeWdM*#ALOd3&SrlBGUdI0>v83SOghiSR7VEz6c?Yz z>k3(oRcZkg>6ArJ()u$-K;!IkMpV{2df}t5$L6CxJ301aIFF{MV{2OmmXp5TF@qSdwX6xISsplc*U^2 zi%5{ugPTbZ!;lNAqY?6qR0Rj6RBlb^oTP|O25c=^ov>r|24Vk z05(oPEzqa>!{Co^*Ai3>R+NzpRomFuV0d<7PN^a+6mf}OYfVQT;O*3Xk73R%(hl!w zIvds_Y`6CTM$YvVSp|(O%Q@jcdq7tX3`_jVCD=7;?w7&2t1sUbFV-RfS`)jKqwB4^*zL*^K8Al zQI>CQ=Jj#aTn47tfR0~--iHrYefHp7^wDf5f9WIqZ19s*d0e8B-#ZA=A%u($t`fIKmxkr_AU4RG{0JgP z>v_b-SbXjfoNH9_y(#dj0<}Fr%0wNPy0^^-^fa%e>A$Hi_ZgCL3;)d~I(`j!qnH#% z?;i|Q3IfV{6kl|CHL2NjPswjH*Fttw7FCSjr<0MJ`^a#Omq9%9J z(=T3kbe8k#m&;Y8rVkbI^2PA!I&}D;w$w(hS=0^c3MS_c6*K6*D0@*>J-P9%OI@*` zwfu}a=Vi5G($IILmW3+zDHg|*AfJgQ4^i3PT9vijkmJWuBnR(S^Rh1tN>57PWy(HW z_KqxQk=Mbt8;Z_r7R_d(-WCjvFtf{SYM!2526#&3bl3- z=uW2Xk5BF=d(T}+UEkmj$ChdK%jNp9lKdwKk9VqPWZlvHc_DKkq#nXK z&(P_9y$>gxt8}oB^6lls?etnBp?T23zQqi2VZ8^F)$n7uWeY{*d=N4E5_Bf0ne=0d z|BrS5@zlD3QUM$4Y`e*Tm!*jZhhug3Aj)&S7!;cI7c*p{yIl5+&@}UA=w|NyE zHb00e(%lpO--v>7?%3CkelV7uF7{(?&xS&Q$A0{M?=Yi`S2afb)w|KAS3 z-3ULO;{W4zcq!ut-=~(cNsK)(QDl|0F)+G%xVR1{+Guk}JeO~QS1MLS{?d+rEbZHi z_^2J>b4&QAC79R|ek}JsZ=aMXVB_lSJlq$@XlZG=0Y{_HzZsDld}3)?=aorrFDG(U zDJj*e@-q5udfjim1w?=@8e*hYmr?!Gnjt)dBGG)!o2d%$^lb2Cnv8&(+3^vGI;l%dzZJjcYRcCkcew><)y_FXMVeXxCz@XK?vQ8 zHUpPur#wgI&lHVOl$Ba1&0;T*ifJR=#iTdss zFAt<1lo}^r+6ASIrd}*R_Wg5)fAc3QSHV5$Ttc&X|G4Mnr#5|wP2=fi@%hRcJhBSo z^^D+}iI8Hy7%wkfFHD;^vi{GRuN zK2;9Wn-iUmvzbicXmmk=oBe zQ&3O=s&z@e=nhtd(8)IqU)?=eR{qT(AK(o#G5?mzPlJ4W&TpCmv9hvK?$fe+nLC(d zC;M)Wm0Ak}4os7J`$Kxp3q-5)ihedo`+cCxxCYkeG3Lz^;h*cXPwYj2ez0OsF?ydw z1GdED;7E;*j69~_;3IF4tN5ThPPBwcyWWJFn%V`cIA&cj?(!y{$<%Y1h54j=pi1KY ziLWugHT!pzY2VjosYTu~5y@kFJ5#TP5ZhRP`I? zPCCyUy5LqSJoV<%kMwwJ)6Tb@5(>mN3BG6kx5d!_`A1lZ@g2dR7cwglkRhT=KALQd zN={~(N|LOAwAYadS;+0XO_!^5j0q`PyXKEKhKkkgIQ{6`H+z{n;c}N98AT}3fkpMd zj|^&2AXVr`UKrH*qg10MQ%AwQy*U+*`Abz4ZfC9~pXlTQlu-QxVq%9%oh*n?2Z!rW ze8Zl(pr|NTE=4+4k$AmQBS}?e<@dL`{PqssBwnT5lK;a;(Gv0)bfgeUR7myeMcWP) zHVJpe3#UWs`$^EUs9MLTVOz`Q@4~GTh|xmS9KX-=ULMD<(Kr3(Q?Y+`5DUcG87NA4a*0_$4uv{yq_Xc@lq* zAGxmr^ncLTE_&if5=zv<4ayP7$k80Qzan80X z=o^Ks(PjPK%K~E~#NXtrdUpEHnkwRzei+HwTWLCZ+F8uQj;D@h>S4gd88;E+uDV|BP;p zc4UaKQHC-W=g`I2_T3KlT@&xreM^kyDLU)-)BgW?y(G9&vGsM%e6lG58>?%Gr7NCrLU%$P=A{j=INuK8j6eh3w%YOv3zi z)~*tJy7r4j?sfb_S0H}g-{jwER8hwi1!5RFhi%Hm6?7@lKnuMU=#V_bFEx;J8kMYH zr)KKR$Y2za zf+{+eoenX+iq4p%wAlWDSQOfwMm%!^UXn2%|0-f&eTchpoz9FG=P%vtPuQX6qtj}R z-7z~0hW8KL5fN)ry{o5eC9eO+@0i6yEG={LjOs=XC4f#c`?(_5bvcF zN?Tj(M62r+aMW4-=XpcdadSXblSU54LVTb#kP~=^=r?mFTGTDDQA{U~epvLxVe@;5 z7&1p)bVk#d`|i5{JyX+yumJu5Ka$IB1``I0L<1_`!;z0DTV`UvXn*RkVjF#FZBZI5 z8pFT*48my{4Kgtf*Rg5eq&s)+xW!E|>}+70E-Kc(?;Tk0iqc!tvSL z3GuuXaCkODcCC2siv0^hKTadNue&6qKC}5@Q=jW%)L%aD#as&yGN`T%04KiiCr3IE z?(_yTQ%G@XyhV`hEuuZI#pJI#`HWKERR>s?CCp0nR6F!Hj@NhTJlXJn7gbT;y(N(sQG%MeW+lfV>{pD7pQ3d#7^ZGCP_2K z67Z+7tsbwPGmpGH;l~{3ESgm1)WtD})w=j}+RCD|0eA#`eM{E~_bf_;E@!~2u43JZ z52L$MktRGo?5m3d5~Q*;9oy54jDl4~43^xPaFKS;NUcw2C4K5%PW!4TZuZh&Yr~d? zg!GDvx$f_gC8Y}GLmWsVjuWyAiWwD~J-yG~OBH4T2}enBQ7NUN6C^zII=j*E>KIWr zrj9YyYO93EKle}j8G-{t^h}uO2v7!IIfCyBw#SJWW;Zak&)MC~`FY*j1v00XTO--+ z-luLAe41Ftq|C9Lx&;iZnLMhL)fWKpdmNjJ2XI9_myf+AckhuSEW&E@1@VdX=}RX3 zJf|917zpVF#9k3Ae|^~e*`DnA@E#9gHRL&2JmCdBA@R=7A1M>B9dR@XGd!z(p8s;< zr4?r3lh=Jlhiq)d%Qao0&}Jc;lqVm(%={t9IU!58>Y z+RdweNpK-af^@~Z$6HYk-rnCOU~p{D66QgjDbYYawAhXM=pONm zk1CRi_dax3wc`0#2aM)1d{b?wJ1fvy0GPkDj&iX}$#a8r}7 zR$Yc|>lMUD;sf$EKBnFThb$65KTC7k;3lJHYpsu8lDl#i<+KPUMJks2i%LeT<7{aw z?Op<-{whP)yJg-pbQ~pH50fbeYi{bi)KbG)>6dIp+J)XTa7^$G2l`+Ne9;A<@&F{4 zl?hK&nW)ctSjwyBp_>NJLVKZU4^`}Gw0#<@r?3OL{-mJl61rUNDuCuM=)Z8?~Z zVw2alduC^F>Qk7*j2wn8|Ib{wap(-hZ?Cvp#F4C50he0``r90%kZ&G;gjBzGAn)^9 z$bU<+qpG;8MUGHTzeVx=mwu)vX)k@c>HH3|(9g*rt0pMzPI6RaCg?@Sh5;}ALyi90 zt}?q9bI)^)9=%_;x@N@0H*lFR$5z{^i<4%s{8otQw^cGqza;Hs&^U4Q^V&hrUh%61 z=RL00pcHU>^NOf1>}uRx)?-7DB2Pvd9#c6FcVnelABFcjE)8FY!PJ?SKaz-$Skr91 zPl+;<xL3^0RRf0z|7=hAnerB{es!tAN-A>3WOw;{ zT|RfLhE_M4hV9jHe0tM3#2YPYnj{l+Cz&!v!5ok+NKTRe{m(48I|b)7i;MbwWHjKlBZYA!my|I~jPg2*u7{ zPcVv_-&6G)OF#N@Mv1820T!~GIXnL;>>C~D{7@9s=krCa-~if?^<=JOE>1Jv=8}1Z zX9M>4w6z}srdkD<$Qe*^=poD0IT)QhfToHA-k^Q=`WxH&VTH{!nqiP;qI%hl6fJ`| zXI1Oay{8QR>{0m@0bF5cXxX*wj|^4Kukk7cA`Ce{Vr<~n2i50(h(E*ffyrZ0+CD~C`Q|lfw1$vZ zi*PxmOf9LylCS)g2o$e77MDyTzZu=}q^oUnurOx*97wy9?)!45=9DI33GiCW+c=ZF3 zRN2o)7nnZ$nf&^RspDG%D<0woKQsN%6p;F-)m$aq`5ON6()Yi78$zCR{WJ5;l{PI)%njfJnlsTBI~Flij43y6hju6gnm{ICIf-KRbt5yR#DcV7p3+k~NqS?`XS zhbOF4VOzVHGzNsFLmbb1v8j4cwT9r{z#qQ4v~X;t2&rBn&!(@fgd3&Gyy`! z+>(9rPEFF=4l1d|?huD?Hd@8pOT9vLL6<4!yUGM^%`7D6wIJ?<-D(~jS%ANgzh}J+hyCEV(7WNbmo#@e7Haao{MX!Ax@6c_GacEZk>7917`B? ziM_A#E-ZOI`&?*5R+Oo_8`s!7a^0BcR3jrJq?J0p(?LvQ%^QD2W%9v0Qeo#SqZ~?R z&Ea8-QcE6ZokLyf4%(5JeUx{vwj3^LWw>f|M1Pdqt>qH?;ewvWrMns8CYO}HyuT*0 zdH0oO;kDUU+5`>D3||F8H2vL-Zr?Vex6C%=oxkd6OUmpS`-E>eT)M=n{j;tFP!O_A zk{QgrC~=8D_4214>5uBB?yJ_2s#?{tI?pk=@F}qa^^rFeGwd6WE9YnHntT`QrtYWk zigKSU<=P^q80Vr2vx{ulzR5gaOy!iWA(n&;FVHLdq+MWS4GwH~?vq>P@Q2Gs3tIvW zR7_u#&o{6n2fIjXFsINXDfrIwNd3E{J@3~4^smpAm?+DGvQe3wp-i*s{aO80ZN?1M=@u85cq#dDZhd_@12$70uo$md4G< z#;Y7Xt;7urerz4AsMb%l0}oRsc~c|PaqwU^aFxAqj<@pOCI(XCzd?aJuT!V&!u-+SByCE(p}My=N#G_F0qYX^#K?+9~r{Q z-K$p~JCs*3v7~GE*}VHcbHy!_6V6|tz8~O^U>ADjEq$>dMx}V~vT%7?i6>_{E-PnZ z;Mt$fRuGG}ROURLbu-ruvL9(%|CXni*ZNpVfq)SKf2`C)y(i5mn3J8GmOt?XX`*Cw zfm|CA3-F_!4hxcvuV*=Sq#p{Dy+4L6Xh;5$IBSqk3(e#kh?bugV} z$lWj#DrnUn&XN+;J3oZRN$yHxVl@6M_TIq9-c{eSKbS?KiTIe|sroZ!sKr5Qr#OlU zXs?l4eOzF;&sR&!`Qak(%)LOK+vOK&GRa~YC3KQCDz6wA;7T;OcZGKOdo~0az1gP| zd18n&;6fGcuDsV(RW&YuiRhqLTVvlzd;ZGhq`R0O%nb6bm7=fBCS=6s1{qHvj+5ft zIBl(fhw{{1ioa9~f6u0ii|%}pHqz>G8K&ID7+GFdG9XjLd6C3k@4U-QEr*Dg0NQ0L z!PK4R^0hZdD2=^zP8j8k7Q}`uzqSHJs-4j*67|~)p?62Vyj@XpWl@zdh#x6cyYjDsC02)FTt$xzFNTG zAWWIRph)d~dN7 z)MUe?aLb~?K9G4zE)dgDx39iAzY(zCWN|G`SkNOXK$S#ergGsO<;vU}+j1bWzwZLj z(&`F|xF*fbSrc#e^`QKWbAOfzMXGp1LOPcH(a!izMN9Kk`@@i4Kx)Un)UTN<7taUO zEo{L?4vM87d+hd%XddU`abHh9+#RLo<~mJPzdT2$lF*b7UmPfye&3Y|TbEUS3P0UW zg$wE68#O>&jpeP`Y(1()#+wMrxEG9x&*rbt_z!G%N)MGi-n!9kQ-R2Aypbkbrm!4T z<|-Mqj5&r}UMLj_9ipulXm+|Zl<9m@F>lPw+T!4x3y+~F@rnr9^orf=Xrxq}QcR6t z8ADcOPqDi&Q@57UJu>9f#Ymfh^=WxXOeU<&oebTn8WU|g14#d4gD6!+jMy7;!7F-m zw-(5IPWu`os%3U17MmV%jehc(K@c)^a(Q$Dh;WY3-P=2P{AXv1#-#bUzxqr1`GANh zQ}U?YV|P>cFhaONIL5*kV}XH=h%1|O^tnyA>U53e^$0pLBFshH23WmM3bpZ>eL;7v z1>TH+vyv?tP}Xrm7n~Owx};KwbDT7Z1RXuDzb(|D+#uh+1If(|5g#ywWI4;WZq!mM zu+Uy&VHa<{e?4^l0cY#$haJrQa~gCVk8B<%C`Q^X?@#x+m8-nol8P?o?C(iwf#2Li)TP7l{4;J2oE&fP|67+I+rUE#$aDkM+rCv7RmyQ=vL z5nhe>bd83TvR5-}!!`0qhq}vWs){K7>-JU%Y#q%ztE~ZoZ^kyP(W9r2zHIZ_P?YKK zEM*Tp%TO!J?Nd=!KG(W>j4VI-qqFP1C*$KI4xeFpD^CHHvu2dXM|s;u+N1TDvX%5$ zzo~FuM{Zf&m+o|R=g^rv4yg|D%Jrq^DmK;FY!&&~?W-Lw>&6PIDYpaD_%HY#c;P-< zD45}Ck>cXwRY4*s<;=zT=Hu#4>NSFrk^TAM8?>D}9b_cvVD4zeRl*%LCcOsdj*2n= zq_~clU|#67%|6XTdpjIs)545UIv<(HqqaH3n`D**XE{c{&{KDuUM_ojDfyC{yxfuNi6dlT z4qmKTI;WslQwh5rLT6*wJ|373fA6fhu^#?7c9TEq(4wWV)Fg1*-K%Xo6nzRn6I}CV?x|+P z(AMOAjeg=VGgOnP#L$iv@3?=So*}%GZNI(N6d%0P)yVFhkO-sB zv8%q2RVJYl?xN$trQkFK%dieA^xo{$V&^JPm$C`!yn(G{D3g_;&#^xks-koXynPO} zv`}pHQiU!FR3!x`PI?{{YM14Cx$SJip;1)mYT|rlIlP&g#32-pKf&Hw%wXR^-r`wD zoh$>2F6Z;;-Ds>B>Tr|LeZL!H|4u^#^vkEe`ODFDg2M?kYWBb~oznc%nUh=P<#}Wv6)Umkpflk8h z+}ylmt4+?YU(dCTFH2thHhP(C2|hGY8&Rh5jJdw8@h?i+wSxpL0K44GKEmK9aMAA&@S* z1z)kG+T|>}=7?r}D}$O?OLqs3UZc-m?^KKj-r-L>maFW@+t@NqjGH-8alq6oHO)5v z{?TO62S|*cXcK(b02O;7+ilgKD)Ojjm7Gqcv4OEg5M^j5;s2LRn8FaVD3oUrlAbV ziI(7FGmf3Fi{=AqDvks%j1wpomavHo7G+hwaIWcD@3dw=D|<{koxLYlRCyq6#d+%@ zdxe~x;APG=pQ|G*kEPe#m#2MvdBq-U^v3qaAf<0}AAZYHm^~>CYt9(m>N_3H$G$5q z9XiH@^8_UHXh4E@m{kLQ3(DQF1=XiScc1VNXlj2TaYKO1cDQ6zJKt+UyP<4ErKKDy zQF$hqirUAUwzex88-!ZSem(D zjpyhbKf+?7a3Eb-bb4|>=Dzbv+(J0EC(=iC={hO2A~$zzA-|5*bmu*7PZd;}*tzr5$emgN>_E`3i~y#PZyZ&YRb@KDLPK}lkMv-_ca z`qnZyK_w#JN8rUqLVl)dI;01)d%^$cBBNRGevA0jc-wBvb4dMC&|L`DN)h~M zLV0>jk+ze^tHN>d$e3c1P=D~nq=ZWq{hO6v$x-ATJh_ft{_qfZF-b>c^93RW;lj;~ z${vMxOr#omEYBkpNnTa*ota8WII>=R9CtSNno-1Ll3rzVieK3~plxSf^02269Nwb? z4^PyV^d^N~Or;7#v*rZ7au+`1IM|50mc~bs<)WoC+X<)d^bMAJxE3|$)l!u;CD1Gt znQ;2d%KMKFa3H=sgMGy5%UA9aLVNVnq*rFZ(PQCC2fd_qo)@{S+LPgx6-f-i>=|Xqku>Gm7GRzRA{@Mfu zB}KdJd!Ez zX4X;SNOd*Cq!1;o@cFS~ant>s^yJ+!(Q>$NV9;k7V(8$$ZuG0+fO87?k1#Zo=Xu+Rgy%^Ls*R(Ntzo89Jd@ zG1`^%LUjTcz}u`R-9hukjjD^*BcRDZq@uuk)iHI0)S|->Beh!=_<^b+d#XdR(5(1q zUW2R{d7w6YUj!P9duf(xAT_to`Senke2WJyY&^`I!tQX>WH{U?aD8=QwaNS2#FF+b zv%3Umwu5ND-LU_74R&NTxyEbXVj{No=px}8EI$q@btbJcE0{o1_t4Ql;xmT6cSCZ* zthRg4{;7QL_8YBZf*VWOXDiMYG|AtI@-*)m+mW!HKKX{C$?H@2M+w&^ufxwt5*+K! z+602raQP2ZJ`UR@17V)>BZ+ch#~Im0%|D*LfK1&}?|8s^%+6@g?PROYmjd4;niE`$ z?X3#!L>PuD*>gtN)k%vtRr%XXgP2{mg3*V2`$e8Go7AL^d7k*HsiB9v6He^0cQF$^ zT+kp(PQKdj__7Hh3_1LAG2V* zB@e)UvK$&0_`Z7Owj3-n*^cybM`|{*!m~=&)Vhz;26lWeu*P|MJ zG+lG^PMF>+&OHB(hO3vo+h?6#)KQHGUPLOKSFNeBvlit{2 z;fk>tl?NT1L~fj3rYLgN0Vb4aXk~5DISF>YRU*a43khaD$ogj%xf|pZ$Iv?~P6txGBMk+W81hfRxjK;L6=FaMb>A!I_RpUF8X-75C zzsJ2g*iz}bxZ|fixB7)gPG+h$%%+&Nuwa)3@8}K9y#c zm5Um$ls{(98xyETauxw)m|-^BHe;O~|2*B2_Hxta0l$6RbmCNkvogcHPESKciS_FI zCk>>p0%rbNbASFu@yu|e*ry1~F-Pez8lN=}+|s>Gn!5#XtpFct$?>-& z{6E@KfJ$$22k-zDva4@L{1|v*h7%v);I_jJiWLN$YMv&IFKbW9+~xJ+>$|CMKDiy6 zvmBcF;Bm!mVYB!BhZ{@A!=J`&Bd^*U*G`$aY~@m_zRxv1dzsK(Z0p(5NkWUO+}LJj z8q@mCd1+&Ts18;Z26`+!<06)!hDB99KP%O}opWcn*Q99YT}{tyx3S&>tPcU)l8V}oMIs;UX;~oyg3eVagugPQ9mUv8-q)A3 zF5j|*4Fg?h>kXI6k@322OtbSv6^Z=hBpshK^dcVIWV=!thv&L{ z>6`+UI&o?IjwQrnF8$4;I92R726p!-`&P+sQ2l+x$bk%Z_||jbR+b5iy$A4CKUn%wDeB|XtuvLfoPG2D*e z=&0)`QfVM9^?B$C_X#&s@U7yJ5Fp5+Yv)!7PCSWC`??Cw5KmZ?rVH|P;ZRH(dzo}0 zNqgxUkJIgmXSi3`bFi3+U~*xcSXvNtE@`ZJl1(p(3o}c1u8E}A?>#Ah>^nsulysk; zMv>v-2nK2IZzH`Fh>I0ocX^j>4nLbq$VG7o=l0Szndy2Ts`h5^>!YxTU&=D(g~};K zD!;}VIQR)yntZ(RTB5D}?yGd6>o=!QH%4&HKi{*WFM#;;(9V|{&9#@SBps#N2%8Px z60Yorb*y^Vtbm>Z+H*HPN}jZ0X>{z1?{%A*Rw}u-9J)dcmsXe4-4q_WzbH^_DYEdQ z;(F#Nd~Oad1#fq{#<~|Ja1gmuH(ArKus2OJ93eRoa_#B7$Lq>tSgm~32ldPy!n+cf zL|&OcC!&~J@a@Oxo_hm7dfrz~`0cBXuAqF;*?HUJHm-R-XCjcxOJ#>nEp3?LoZh16 zud*zj`<#JA)gJE*Xr1yTM+B5;g_FHx_j8Lusu4X&t%bIQ8In;mq&=d$$}|{3yUkqV zzVXnLF7CA=P#;)kA)75lWNarid}$p)IFZ!3tye+61(tPXX*we79^cMVZuKAJgrak8 zKe!_Gs`sg%Hx{G{M)hCaeV548Nq>B^UpjSnSTSn7wSL+@>GoCr(!N3Ips4&F5#%Gw z3JDz&E`Reyf=XD%iL)v<^I0asH|jhwGbMa9Gteg4!&*5rsoJ(v2)FzckEO{L?d>0o7 zSt5A2L@9#TM{AG&rp=bz$OQztz7P&88Cx!uWzs{gD4aXmW4hx zie{*1JD>zsve*W{;m^ddo_Fa{@!+BDb==|!GxCl52A;2^`jR5|P#tVFxox-e-sv2- zfi{!JtelzG><6>DeH8cDPm8!h{dD_M6=A|_ULC7B!)_TBm3&31jXYdo&T4IJUqP%f z!m+!Xuk{ncc)>kXu=M^llD$^()0fqr{mz*_*CSJkcatom1UUVtT7MQ+El5wlO-(3Z zAcPi;p7U))X~_kgkbWjnU_BBax6QlPzkw|F(H>SkLZWBIJLHX*Pb)z2l7OT~guf!ZAXbtL@jDmFw?X zi;*tdYAh)RPyPL@mEjOYLYsOlMZf@Wp7+lh_%jFMX0Hus+qEaP#DlyP-a@07>rJKW z4$)ZcsmH}Ak0C=h5KT zzvK}=uE&E;^Eo(Ahixg__Z4NNjP3)Dvn=W)hnbuEJx{Zdtrx0I>fu-`VBP%nu9RtQ zq%edpNV1w?n4D&#^?_)3-PPc#3Jqb~W9^2KoEKlhT{Y*GDg%BJNZhU-#5VN^LFK&N zUTTZcQHxRB3iZJa8x!=NDwGPzQHF2gG517wyT_A(%-;a~D+S9SiG2eQ`5k4*(L!5) zZD%vv2p|j+0(z$+^PuKme{3D7L+m*J%JU{j-g}U zOW~r}qI)#gxmC0Uz&SIbxP>NsbYWlhnWl2$6W42zL}nrzG``zoVe7HS6J~^qcXhFg zFilE;4>ghw&x&Wu=qK+SiaKZ~I=Xz|`2yKdw`(aNH6idY;))J~NM+)qc8`;qaqq{A z2c&iS^H2JNoMAz@^Ktk~sp-6aSa{J_G{`SWPO{h6w?akWzm^)wPMvb4EQ|TFlV&a$ zH=PZOYAO{HBReg+86*rJz_>3mPDZ*czO*Hi%)GY6PFMF&i!-~4SpPW<)+O;ZS2#;E zkbJlgAvG6XXIX5@fPE=-8*|zhIE&an3R2;tb*bCB{`DFn3`bF>TJFbQIeGeR`5^6b z(r1v}u|mk{FK#M&$;N`Zt}(x02A6`xB?`gv9CbT7j@b=UakoS78yG#g$D^)YwVG8I z-3~IqEzOP*p2z08tA&M7(4#d}c(nx|=PmTOZl%R#NdW{As6YA6N-fEz;WzG^ zOF(=dIcVp6iQ*mQD9qUkjvuyOZrpB4j~Moa=kw;gxgOx2(>2nAMK>&PtLa6CdT|Rg zP;oZ5k$6=tA10QF6D50R$d~*Vgz^8C~+c!K5u|aPC5#>^$og4mrJtKiQ7B6~h&vPBc zgMO39f452o0b`9MwF$T!*GiImPJ3P5R2=fCU%L>`f_4(0sFEcDK6Hy~zKsg5)8%IB zGZUw`^+SU?0J4Uh0@_9+J#z=j#PJNFVTlkFOq%|Q$#L0Ev_0RGthirq@lUyK-=V|9 z4B?PM>g(UT%qY4%)IR3@>0*uKG^Vl*tW@4D{9 zOLHGbTvPcn&_`Zv54YRmwF3SiZVQ8#L)mv!a)1hT+@z2Cv7CXoqNK#dAdTwgW5|Y$ zN|gQ3z89(AhO2e}=M5Na7RJt-xCJm4n6{gfM?tAFn^3i97SO}8TclAt<5xr z*+OF}UqOwY)GZzje?bw&h&Kfgsfe@GWew3xbj2ud+PzWGwl6DTjWpeklghFEYT>}i zoY5x|4^lhdtw%9}ZVTAao9xE4ddj9?bBi(Pr5Na_77w&Bnk?7@0WnAN4F=8bB2yOG zPs(ed=~Ojz-~AS2>J<&Ycz>|}7kc~qL`I2Eo38Dm@enSWkI;vlC85&07@1`O0Lj~4;EnVLRA{_MvYSbsS9y7YYlUzys?;_*C~+^KZsw;zl#yw}m5HEH zosUd2;B>U&DU{h1A~I<|4Lw}hvW&G|u7sn4IWI*%t_5rX*ZJLrPlUsAoPv~l(iXlJ z3k#tIFGiOj)=o+gnK(<^rPAFxvWR}>LvE_|ek>Xms^VLMIB9ZP6Ux(ovW|P2cejF2 zI^)m(b=r3((>&7+oLh+g$HdAu1UeL+HuZ+FmRPOS`?LMwcS88}fp<}$`RIaNc>EC; z-c9~(;*9{>5}-(3YlS*nmdXg8rw10aS|`PeKGtWebWwfB1DK8$-eQrgYq@0LiOg%V zf0X>)n8QxxjLRSZREpK49Ypw{h?xA-^yM^l;hUDiLfp+epaFMwL(z30DxTKZ3 zd^!tbfv2Kyeg{d4sq8BSa_Qe*N7gcBzB)5lkA^Qv8Ne(x^_IAceyMF^mH9EVAU%~J z6rCnPAiTE8Cl3Q5t7DHfhIZ3P(IDyo<-`x|Q3$i*=IknvGUg;VkavtBaf+jskPJjH zi-dtxSZ&w#UDNwcvkS9>PW%;wuZ(}cUIZWgM|k2!T_vbcN@2nhJBp6-b)bW0h+5am zEn+F5!rWjFEH0=TwSSE_j8?c4NB;rdsFue2o?0i$+UKJthQJq!aeQt2`~sdgchq{| zL6K;|{Oa*KKL5f@!q3^GxC4C7&v668LV^H~75Z+Lg4I|ogOL?OwAf+Da?EFHyD2qf zJ0ffS;ArQ9S3c!clOr2d%!USnJ%%(+i)fT<1I6`yh^XrLQLqJH$bratz~I%Sz5U1o z$(4AiY&<3#VZV1z)04Ti*DLrN%8)hWRE$lY{g@VG5qQS)+#AoFw|sM~B2qj@n1irV zKEK)sTQM+N>7S*jy0>ox2YK*JDy6@d9FOA&su5Klc5~gcd?A1YloN8AbxwkRKIzK$ z+ab^{{}DiHQ$gg!JDJ^PAb7tbQVS$C4^Os-+AWTQij)6bY?M%_Cq^+7Cp~mYEJ!2M z48F{h^$#b}=rWZHnGY83-9~O)_P*k&Sgfd89xjkiZC!&| zW%U!=uy^$+x<+9PZ~Qnp;~vAASmBpUFo6GUb=Mh;YMSVfPhJ0ae+94Ga zW^_mgmH$ccBmaB14<-XV{S?LW@JE8XncU>}q&RZ1E9Tr|SAG^NcYqtWZ!QKHF_)li z|Y0vUJXTA3)8ky>cHkDdNWP+pazjJRrl4d^Tz8kike(@V>~MAdZPnAX!+YQAt5KAf5& zn6_iwKIc?HJonr8iMCRIx7^Tp_mW0F=N^W+F_J`(LN^|ru}Vgclh(Bmv_{oz4lJB< z)u-+$v}>oD!2l8OxXkbZ&`FSv=dP$v{p`?MU`|lMieJvOYEWd6!a2MCRh=_QxA6HD zBp~(n*8TZk1JMKjNOw4HdXF)?1JLR(AfMG&@A!A@D7m`JHk4h~b}${>URN95VPoNi zC^5Qo^m<2xV8?n2a!sB-nkjwY=4n?RV24rS3s=_GxZ`cnyi9ID8jWnGeHgWsD|*pD zCf7+t4!yn@7cvvM)q5J&b>Dxx)Fs@zM)ycU$8&GA(Egs!J{o9dm$6&U9?wH#;+h+E zzIVZ(R~6nX&l40QSkk__LM~A@z5hep?)c1{!=?AmUt-U=PZF-)GNk`&YcqKkAKRal z9Q{vwnj6@O)hPa?xaPg8+S7X*fYQT$P0+k!eY65ic>3{mk?zf61^Q#`J>-~P zv2}XLi7I;`*s7ua@d`}p= z8h~Y^?a0-j>ad_(KsOm-7zQXWo_3SRteX(&d5AM)KcD(|uJ2z|BSIQ=-#e)4hqjx5 z-?#p8tB;7~b1p@3nB`j}w%*Br=hL}1Lpo2=1xv%bIoiJ}7;$xqB5`;yr*^W*B#lLg z-Jyzwx3}~1sQ^h;;19-`qlRO}w%`i9cfrPS-V`1xh~j88YwQ;*Vp6BsWJtW$e|=tl z%wpM3lcriK?sYkjrB2MVbS%_j-CuuH@457Tjc2QA+wy0Nid%S#34{aVfqPiRu2T#t z<82zaXHcgWFEdD5=OPtv(aKdU+X)6NVXaYqpD$E?+I8PeP)R^IR}Pa$)L@!gw-zhu zq_!ZBrgmHW_DMfCIP8)wNm%rzW(7yWG|y!7vQ{1Gys<;WY3;LKklje-W2skOwux)` z1IV_YCWJ1LxqF)`9b%&CZP8 zLqgk$=ShuyeCKym%z4GXVz8nh=^o> zlVa)pSS)*#c%AN{s?Y60QrDq-)`rytjsG?1++U|h2xyYZo>kueA%msC`F>z^Q&iPH zujX}gYeTk_emV^nsYNDpePJnO`<`hv^hZ>29*qFF} zk!KXre4P9copUp?P-AT{^+DZ5NB?=$4+z-0{2G7s(h!F`C)M#v@GV4|L>DmMGC{@b znXSFmN7;quM$w1u^$?PMEt-E*{Ui)(hDe|dT47l;PTepo9V)>V8gpC;dWQwP{J%Rt<> zYzU)-0KITfQoibXsjcBd=%;nwsrWp&+(VD)h>J@?EI+-7By;j>1m*#98Rh}K^Q$Z% zBFpP;nYqFBP7U*BgL*S4!ps}=e(t+iR(qb%`GJ8FX@DB*ALm=$(Td-35v-h6n zXVqt2`3~b8ib)y053wy$?&Lezg;;iN+RY7T6t{j!1G+rKx_jqX3kOGm3~_pTpVS{l8|A9@pbqNOx?RYMTZ4G*wpBoW7A zL|Y@sY}n6YlUc0DZ}t(O0|4SDyadSqz$9#R6Vx;Bw}VCs>pu2hC6DPDP*W=R-+@{E z-Of@z3wQl8C|1K@Y<(6|!?$)8e3pUROmi4>3jfkRze_abSS*j_r`oR}TT{e3Ov zShYgO$hJ%i0qxx1rk96=(M~rPzT5fj?2C$&uUoU5hq9V}Je|s&5gMFTvnPU<-@a8Z z)R-=D$t5PkC-ub{NRJ5~zZ04xs(`NRSy^$>_V^K|^{n$Lh797y#q%x0zcd!io}WS| zP%#oT*;fpx&4iDLmX07q-FBQiv5XP9jIn!tzSep!^Df3486E}^9R7UWU$luAv%2x{ zIU-m&y^%TDxv@bh{=jX@Ogq5jnu&F&kZomUDzM7mj9`{dBw)PDwA7+4nq}T)DUmtV z`eIj}cXew+GMdDR(Iko|(}z1^NTn0ijn=CqkxAEYt;oS@f-ig>$pmh;K4UA+qoB*$ z<#mSMBXOX+9?8ChyS9mB0S!>=0o9}OJ=1AU&C;e}x|An(FHu(pU+VWV?) zqZGcK-4mzau?N|O_lKLi8m#hjy&h~b#tiS(4FA+Cojnl+=;n*_P`7ypY76q( zISF*4xtK_BNB)?fi`n6FIKOZCr{l4Y7IL-^(mpx$XlY>8Qx}v`!7(#j;m3$>zH5L;HjA3{pmoNi^)UNQ%ipdJT2^-) z_R#tGFzZ(}i*&H9o0q@7h{m|1yL|@FIgb12W!J~{WcSq$d)$}_`GYU8TxW3#KQAe7 z9@^b(_=SDEz?WTO_s(oe`hI)~*KW^H=+KNPkQA{(Gt}{r zGT_RJwgcnj;Otu)JQJR8OC%q=wI2?u(Q7^V?2-xE@y5SgU{Qa3I(F%(Nf@uF)qA>~ zQ|~iM=jI`IOuA+A$JtKKFbTYoS5-jw_Tc4qCzMY4NaRijyDSuWjdmU_O7Gpkx`yQx zRx3F7e;^}fGJp*t1^cVlKgI}pGI$q}`yio4`?!u^-j!=)a44Sq2&?IFriP`KRrjyp|7 z$bl$DK8RE9%nRux)k!(;twr0$#JI)O1Ge0>6rShZB3K~ogNp9RlCm`O3w;eie7qfb z2vfBzOUpEizrd0k+HT8^-J1Xulx?>|@Fbi&LRwQIGY{$x?tqS!LLeDb%>_d{$HiF# zdAX>8MELK)^|3EoI|BUVv#@ozzN{W=Hc^W{%4qbAOb*Pu&?kcVYuzi^GNh$f1X`zV z*-kdQ&ROMk0&J12XAd>h6~T$}!GZZ&VLds~2a#$K#ErA}J_nW6NcE+Ey3K8wJ0_j+ z2Xe9uDPy1(mm7nK_F*X)!pWd*+t$aR3Kj1sm*WO4CHw<_ZiXS#`~Al=e)R=ZRx$vA zcTG!Wx9OZpIubT32|O(@nV{T;Di z(AK|5!ES|)JpHq#w+ImB88yHEdC1kfxBm#mn`yCM3$h;lFdc_PpD zFUparg!>u1`){cK8sR|}uId)T9wqhdf3JNeduv3p4`ZELJ+$+Fy_S*NbzEcR3LRSb zPIe()mFiTW?gdKR!tKxWy0zF^BdzGP{Ou*DKd@``lvp@y{ZTkvj?Xa2&6fr|~NP8hj%<``RRr9{at_#@niJ zPTCn2N}SW#+lO_t3H>tDe5s(AjV5s@;*dHUXr3 zFXwtz(r5iS;-oR@10Q|&pB=P^weD_wwGJpB|G(}xJ?Kp_x)mcqZF-oRH`>No< z`s@>dfFRj8zn%8)WU|e}-S=p;F$`=?C9jqN( z+OY7ujS5C8d|$*X{z$bnoBQCHjt*?5#DwpF(TJg%uH7?1dfSiBd;Hfrvwz}Vn{I>S zgJt{=IVM>oqs)XO9tIOLT9eDEKLX9;LcRAAS z@O4ULkl4Ceu`Eq}=Rj3WO-+M(Hcz**at7PO5q#EcF_krkdQkHZ=o{eS|#q zA*dj)s&Un_?;c%Pp|O__hM(`hI^>88Fi|$K*bZZXwvxBMgZyGDm=#LwKp&QrO3p}I zoELvUXG_~-w8;YB9tRF@ycg0?PNPC9JN^6juN4py!t&}1Ng>-u-{rF3SPE6#Fyz8HH z3uEmt^Z3rFwwQ$m{cdsz%p{}9s>CH5bzx#5J9o>YJj^3NwXo4YI*MGHzf+`@H1(?$ zXY=+&m*6`ePbU*3K?}M1mx6b@T?j(}T+KGTQVx_Eep$e7z33RS^V-#UwpmIm3c|pH zx{Z6An3l)G@YcZ!X`oFJMQ~0#nr=bD_=#x-OmulI9 z|KNRFa!e*uPm-Q(``w;zgLv51RUG3{Zqj&-R=L33t^!}nChq}XEIi*z$<*kr`LeN? zFp-CfHMZ{*WhZ{Ws{!~`cjtwx-NQklm-V>dMZ^OD$h^AJ)-XOt{|RqR6=Al@oq1ZF zVqs4_eqqwW`GPMIYvV% z{Yd`w7pQ{3$AEcAay~MQ^$d_F#|2{kCd(%H%~e|onYG^wIa;dgueV+`Oa{Y5ESg=~b*{zELOAx%OVDp9G5HhF(ZrkIGlzrXKPawg<)t=|-CU2nGq?CjRQ z37jo2H+d8ut=7!xR5#Su(gxCCka@?P#Q@i77boj1eI~nS5I3{Bc{tuVLNw7$TFo9w zsxQR!wbxXi$~sCoVE#RO5xyqt?aaZ}W^2D;(S3iREfBZZRqFRB7N}!SlG68{Pbd@5ECxiZhZ^Y!^i(!Rsj#AV~=WYm#=wZp1Pmz;PT80wCC2Jd?sGi+Sc8<@p!43JpL`sINVgBK75yZ zzHqhf&)=~ett+dC6Sti;>xT`}g{&#zL{YEBJq3YWrU6CbbdIo23rs1!zAbr9rln@< zt)NKg&~OFNmOPGRxIy_^r&pu#=XF?Ylo0a=c3A%^Z&2RlEa(Mr<`)i5Be50@Q)Z}k zzl)e1s8g?T8oPI^&$7rK{p~)3JFu^io=I5QoCeAED~?>&)-YT-WV7*_HfaX4@1Qe7b)$B-Fx65sVmujzr@O|qWrtV7PBYfwwY}G# z4R6aAdq|8-FmiB$E&B*T9MtqDh~Y=y9glJhg#6FiAWA=3w7rS(`CjD!=+dQGjfpX) zf4)FeA!*n^>~T9zanZ7(J&c`a>bMO;hO#X&n{QUa4;H2!e{g zuJ{DM97`d~ju7lBC7DQWbi&2yK_@YXat~b}E+80y8@_O@AvCPDuvM8Ox7vR9w9?E3 zc)Uw?Bj{vSCB8hkk3pj;?8CboDSY0mVEkbSa7-Oe@7}*2pIp4jx^@r6q1@+dlIb8vq~8 z1ReRdTKcg42oMOx(sZfR0t|zW!Whd>2Q>hzt;L0@7C^XdyPTAT(tg-!d-|6JFv}`p zzgKAn`OS1L_;inUXheROtaG<&d8D)r`CY!8=&TVD<@&h2>GXft>4jpzd9@H##{2gk zrG(dlHq1|zxGdSe=U%EpXW8j@QPPgGO&hf;s=sE+u$f~@H&CWk!BZ)DJP12k?21an zDxR9FXdF!B8hPeLlmSd5e68pr;pbK8_pG_eK!y# zXc!z#a;0{$b$05KO;u*r+6b`#;R!;ySTt$+?{|{9++yYZ8)dNWmwUsHTG3c5-$Iz{ zEGnrowYALZFikDL{VGGHat|~Z{g#Mw);%1^HqNoR^S*+esJ`oWVAtX-nu8P+Z$C!S zRx*in5qV?dis!ISO*c?tm4B($I{c`MsAcqf#p>#+O}dcIY+#+MhjxIp3{)E3;)yMQ z#oBVcJ5jYoULNhJdYD3Pof8dSyipaB5l6gtJImZVL4G`x?CH62I$r$aR9yKwt)@3$^+ajNg; z_;6&IU{w7{%Oll;i`V&;>{n6VwWzlYfG_PO4zKDR!3xsBxe;^!WH1Sugu!K0x40l` zlP+Id##gnki^ip5t3GS>pX4|;PgW)H^{gPkaMnX6h0m;BWk$~N$MVu|{>^Ld;#~YB zOSOm#bF;L5Vd)2`XTMX8T8Jg2U&8f0^BjI5&riLc+q<)V@@o|BS`tXxN!;(@>r={6m7gL@!Jrz=>U<&R7o*4W3f`9c?a99M=@b{jOSnhjoB`;o!s5m2-3;q`G z#LtWY-u<6()o2f-Uy6k9i8q0;C*i?FlfE^qdvBG*o=~TgXntsTYbyl{P6|;XEz-+WG$PyG3}fWmksWI8tjAM3K49k&;E8HU3HbS7n9i>8yxN7ZPq|; z+$(VL5;IzU&yqi9j&i-CR!6lPp#K_+hx%5X3!{h3z;Dr z%j$n55?&wR+$&K>amA;7AXpRLW+#|WB~d){3x|gxU$e+W!T?=c+UqZSSYENU$QI4b?8PAR z=0}?#lE8M8KTRe9%$Xk-CsY6a- z51l`X2ceqzo}J+wLa?))D`MMLgJ+6e_>#86JtnQK2~Rr-1kL&pJ>6rh33`0px+Dx_ zfG#%4Cep~dcBZ~+=t-^=g?8NUupW7=J(OGbDp4)}qMK=)!)aFQIOF75e50oOqm?9B z5_eLTc9(`kqklWoY$oa7ad_v_M;~vr(-R-bQ(@nZC)`-RvkYAmO|7^cOZo^0>4bxd zj@7nL%sS1EQg*3NC!)4oBDWLKRsiWv_$+E}^IT6&$0=dOewY~=stE4>TU9$MP$f;_ zO-Fw~^pBdB0=`gYy+m=@XxRN<@f zt69&R&;rYx+3lTe7=J{=!c})dU9bLTP>D}+a@Rw398MC?TptTM!(~#PvynCT_!+`H ztJrgMU{>2t2^l{$VLfiS=eKNli|mf@XYLr~6UDfN!9<$w>}Nldi%87U&Z;Ua=>~i|TM<1Q0L z6BY=={=I?NfoxYkavqn5naEgi$QBU^EovHBgqSGOk*Dvva&LPg2oS-fZtM{UNjAU<5zAF->Us-VkN z(EP&$6>_hhM`&OBh8eO9p(ttDhr%|@q)_bDlW_53DZIr|&Rdz?{;oc)mFtU*9a!x- z%zrCi6TsF({44w+X4nlaMF^S7jTejGY2@p_j4F994Gum<+3x$3QZ@b;~AYWn}X3wJQ}<_*KfrpLwE# zL_gnj^&VTVm<1Bh+r(@Q{?AE$KCqhTaM;_gD$en}&+uaho5(J}pFRa$ii22#RC9-~ zfY{=p%*RW**IkA}ZU9ein^6xI=FVEfF$}1WGlx0H1*!X^$&+kO9ie~3F$Mt&XGQZ% z&EgKAQg5b+zUsK0sTdM@0LE3Fz6fP*;oAx^4WLq%>HmFvIh-%4iNv|pamgG-cDcoP zo-u49f_3iAvc8r=%$h#WG;2SWIUf91)m%zFaN*LT!y5><>E6%|<8&ApsIFv;B@&iO zNx43owEhCPx`hEDmG9Z!s^TAfKBlX+rE^T_o6mCbrO9-ei~4Iow?xF&g+SgX)5s_0Ng;cTIT6;cty2M=ZMnaP>RKLxsJMCWZ~; z7aUk_3B?IB3+u-r^f)3Nb*HYMRaDB@S%K)o0-1R~Kllas3S{t`o^Q%PRjneoX8n5vX-^W zuvSVDRus(ZSo0WfKKG_L=&h~$>sFh)EhqJ6;Lo&dXiltIUbIVH)eXVGABCgfi#|cu z=Bj)h-gwhyFgW?P8lWaIQPIzwU^*6(MF}jnNn+5C*uKGDilb9hwQoTlVv@iYT-T@oQh%o+ZguXv4z!n@+Gn$hI4RQ+*OXQj7bNw{+ zdr;2tUd%}F|IhP)$98g4Vk-IxmfVTLcJm}Fibcwrs&KZ;V8^a&B)%9RxX1NcM=TMV zV%G{pm^(qMD))Ti46qP6fu&DxhdYWcG-lG_jIgCMS(TZ_| zQ)UD7zx7EGyX$e5OMdo}G0!g$AN=TziR`20$xg~R6K6Eg8+EGCt^O&V8;@M;W83v+ zMneYqPIdLu0?t5jTUHo6Hk(-%1-`}s8nSf!?RAQD<&i_2__YV3J@!EX$y zFlUsbw^sQ)6C z^p)~Zox`w&!(g2#DfP&hYtaQotU&knP* z7~N{rA9W5Cupi$1?ZIqF3*f_9T5@ws->`gbYiZ)`@LUo6r!ervcnzl+$B7R6$!!@g z`n1F9&F~Di&3V{3)4SiqKVLcVQuAhfdd?t?`5f((J=XN}jHbJPRz-bYfWgMSb(c=> z#AM&n4QQciBpv*F+IiteB`69TMZJ_8vzkT^>Ky!9$wIC>C=kapyg7~ z_eLZ~G0~8hs%v$Bp;l|Fp67)kk6#`E(DXr=RWqm2gJ_esck<6;y*CpSSeNvxez$PV z=~)8`isLb%IJCd&<^Vc0_bgk&4&Z6Mx02tJAx(KTnKWdLjU$GywNj>JD1sQwu$CKL zJwPo#Y{v|@Du$qoT?Vya*H!sa%m|T{9p3(vEnfX5Pu2^L2}kVZAJh{^LZ*HLZnC<{ zXrKI#Aa?j5QY;Zcr_LAB<5FsKb^G7b$6UvN(j)<{_+h4*g)ki3ylWmk@j=cM7L}TR z2euq_l@!<~o_hm7afZ3i-H(93^2a_8lci)0i0_dI$KUTJ!QOsuhrmGU^Xy`kbq~JH z7PI#5Qk3YSS)VXn5+ekM?G`s;glD3kisv+CheVnXJaJz9>zC429FWUSgKQw=c{qTz z(Ba*2xY#ZZ?OsgDgDqT`Io{?Bhrx z{rA=qJrMILpIr00vwm3ZyxDk`0OY1`*#-g;NXq!DcIXgzKKFb}`U%wZHFk4}u@hp} zj{9o&pB63l^v zw)62Kg9r2|fg@&Du3#1;Zrf2KDMH;wNEAJfD$$zulq8n>D+dRM@r%v!e2Pz&F6uvA zPG)uZsnOl?%w%e(kl3yhv{9OiAypnEWu^I#yC5!d-*rCaxr|J9>}@*f7<@dcmoRWP zlG|gV;67R)9?JPRub3`!vMo1??SVrKyU)dM~rZkxl4uYXqE+W6G8q-noIv91MG54j~hsx-6ZtvJ~3A z5^MZ^%cBEQNgEUq!5HM(WFj|$_wf%nY9(pF}n=v6%0{lFNT9CA& zf#%m9r*jDbi-D-(sRpI46a0$njhZD>W&GF>S{4vJ6Mg(>Di4a0kG(;XdwLf^|)CMwOw{y0JKtMkEJ2Jyf~%9h>!E9j^8Ai(YapV zW2ic55V)n#71!+ly&Z+E5P2J>Jo$zGumKcuV8|Bj9FEp28A+6%Q7GjFAZ$9+Sh*%p z*@-i6rwg|MrLn)4p6gjJ{!Rs;>NEQG+cpUe+80e;0iVRIMayY67LoZqY5RX~$S6@x z%&aTkvVpB1yC%lNts{r7A>R@>(kN^b8hQnGK;TLcV*CrItFKg&xa;#-@F^vA7O(38 zU81L5AlI9zuN+I^BIYU0J?Sndt8FUMD@_h&e2%9S+T+J6*QS_d=fw(z%L){O$WU?$ zqfgNj^SRfaRvCF&%wnm~96e!oZ z)U%T8pqCbWFZ>LSny;#{j`NEVv(BFowM(ZYPTU$psDBX9)Mxup)CIobRqHo1Hm1+W z-6(L``_n05D>II(PUigS)eWMP(ONm_7>1<;G*UVgcV&_|PwU;!VCrjL`b!tdEEtGj z;Z0&zrYN}Ym!)V-rXT|n&;cSNy1{9y#2vch%~C7G1b?|W!hnZMM{}c62yu$m6ml9V z7v6$t?2>#|_Qxbl#sGAE`S*u}d`k9m&KphbZd&b!e#FjwV}gFYioqDT(r=}9!iyAP zX*e_QNH5461bj}9;91ET+LUOlzcl0;|f`dW#ysF zT@jfWg&K3cSeCNsG`4`F*n1I++~HPBN zj%f%=GM9&kuAxm%P8tL2=Wkcs?w96F>qIYj&UI$OG7>L;$o{#VxG-d0R!h8CyrB+K zH5B~R@E4fh*6GSOFS@Hy4GMsOnB(HD+T`P>Ldnp!kZyMY*swfu-1HAwWFg^eF$J{o{8N zPuh32(lJwhZUBA!?`HhA6_5J6lf@=wdmfwkhdZdOg+}pg;oqOX?02O@N)|ixel@E< z%=Zh^(l{&MT?Zq%n~?;9>Dv<2`^XwpuA*DHX{iT_8zFk?DdhW2P`!rYWn^Ea*J}H< z)vUf~n%JndTq7&BgyjVdKr$8u6P9c|0Z&71)m-`ujx3iGU5*#W)0~`~1{TS0sU@Rg zfegZZk*to(!wKb;qTr>oatm^|iXZct^m$BZVQ!-AW;PFVFQ0Eh1YfoZlTqu4uRYzh zhsG(mxVW9Y{3z$WAN*P|K<5y1vB#8g^SB`6-$T`&b)B$jCMoZXUWc`}n0Juys?+pJhUJ4UHpV^(Zv99i6`+Nz^X1_g z`B?jzmGLXi@x^ASD`Cc^j$dw22Mx1n##1X?pBkvY2s8s1j-~$zs~TjLVfN?~rr!F% zR1p4MdF)_aof^*eVaopp4{`8Dbx^(a{eBu&6-lAQJ(g>V2F3}8Y!XWXK-eF6AAq!x z!;&gPA8yRG6~MWAQ)@95{~v~40tubP*a_DA@m^^En5E~p!^Q+H&*8G=MXj;(z9%?J0YVA1&%C62q zcChCQuSfzW@^m3Gy!LpsCc_Gr{KoW5f9vMmxeU7QW%c?pPfJamTlM#KB4-|2*&pJ& z_D*}RHC~_3{A-WU29+SK7#>hQ{{LxSkRv*A81)h-!_FJi5}ws651-_L?z_lkwqh8| zoC^M{=@fQkfRARXM0~$?RU2>=RKOju-PCI1eeB2w4V^dYoDG3Ft)%fcZR@vJ^@N

0sg{=tUL4|+PWu8&C-GF~tCi1am`j?+kx`KmpaoCjH%d;}H+7pgpx zNF=mp;tCap7aYuH0!h3bFII~LmImJM)WHcCR}y8SR{I9@fG{!qUv?p}mY!Nf_V*$m z*(vm5Vv9z9WXF)g#b&_T444hXB{JZmN~xc5AcQUheGL}^9Cb;zy!-+#?ZBvCD_e)? z?PWF+tmb?HBt~XK{QuZ`%djZd_Inr*q@)p~hgMQRVx$EmC8fJWX@>4D=>{3VB&55$ z!=bxj=pH(KZ}#tTyZ^`We)5|-*LB@zthLT{vJRRB?_5;T4_TvL6m;t4erKnScAn^J z6*9|eKHP{N{DlpjR1O}rsw!@U>I84xg4tdOhFaW_X(f$*1pYF7W7Mi1CN|J4y3~;@ z8-6Ley`WYIdN?8H&ujZS^@9+6vWz$$%HGCQX1ivakna{|GA7*|IvEvpFo{h;jq2s# z=);#&qz$DTyLLgdxQYbNBKGy(Nff7*9p-QhICwL(*S@y}ppmk7d*qFLbuq;Oyiaxl zGd06co=8-0M?StfY{%<=j(?Y7Oq+!|qPOvS&r(@)qgPq>UZuot7jX=}-G)g}UIKw?%1k$>?G=bV)S-oBfY;p39tYR!b z8hi17Ive)jmR0PmsPs*XcV4op@pWBq46KOYsP0zv^b0i7OA=y!mS*ZK36UYHwK$lg zVRUs5lWijD>%6aB+^+}i`meD`+ib3=J1B#t1jws``}g;SJ$hmXXt~e#>&G9@^u*Dh zqVL4fOPkSS_*MVDv2adzdBj>Hi<>X+Qo+0C-ra%A{k}ykP1v()&U4Y58!H)pD;_^u z_K2!gUhoO1{Z=D&AYiWUT_Z#5t6*P2!aKj}6)&_B*0^>lsWKvLj4(XY%Keb*`4v;? zA1EEKoIAFa%vJCW-}g&B5LWYOE32Y089q~OGiEWV;l`!#Z8-1nmci;IweSQcgcnbJ zMwsHt=)R-G@Q_`8`>v==+#t=-78ZO+yXb=YDZnpIb(!z1RyBZf9}kQx6FVAAhlyD5 zzRE?rv=F_XwlCjw(aP@qNPU7M{kaz7X)!rI{ETdLP!sOnlIg;vC!mPFcSvFVMA={10TLddxW@_({cZb11_bRk0D zR7@nfCGh4#YUZa$v-?s@O&O>bBve&BT0b>luVZK>m`1~=14SNY;MABTPcZis{`P3= zZ_G;-Ghv@=(`>u$#bjI8Y4pGm5@Acksijy#HqU_u29rv-Z8i{XA+xuRjEnDmXcx-s*wO_ccC`3qRL#~&(tyXLQ^FAq2c9tAMlIIQ@ z&oe`GSM}aBA{m~Dopb(1a9-*A)2g+F*M;4?_P(m#Qn-gF;lQTm6LbA+$0O?1*aUbc zzg;FF{DxyB@vWX-fx*no>h<_q6aS$nUg2^YP%mP&8BG4|d2~?x<3ElfGLn81@DFqT zx_munR{2^S06DwrSG*ypB1Whet7D11Le3ZHpvPBUj{|p^98T}r&dmW>cbhtDVt9{; zXzXhg!=A9?L7aB=Vo_;eEf%zc)pv+PyG(MvJmFC`?-g0cBb=~VG4=)AzHJWWeLVlK zzAGKN@TxSPqdJ^@P4u6-8sjPG06KVPDoK^;S0Xl-C{-eKdh80gsH>m}z? z7!mvENQ=B0$?Poi*5uXv=2!0vAJxn~HQS53*Zr8>?wF0J4GyHvfhN?4K+vQ?zJ>-f zPHj9-1{qeokF#cfiYmT9fqLmU@t|PPslq8arteOhmH>CE}oKc*tJxK}AuC)|0^1k#WT}!FnOA_SEgj7)y+f zy{Jj_FnS7J=c+iZ^n-N?`&JCQX>%xpBQ{mL8 z3VC8GIX+zNF_7XWe*#BE0Og&%QNhr!lDn^rPuh!jL#>7ph|!-*w&**jI&6I=<+z&` zhHOr00l|7F`0WRnPNYg!Zh|Rm$VM;MHZKc==0t^uS}1lPcV^sp0;PNH*P8U@{-bVj ze_x~C0~9B1#gR0Q(X>rSM#SM(*9|}{1)S%KAb?eao36hT6B9Sn6rlpN_sl4~b|Z7N z?Dx&!??k{8;;ro2`yZ(|@kjTonTU;5UXpI!0<-?H)@;wM<>(xguur<0_)DORoK?2- zjeF|BoYR%_2@i6^*nQo2@|2Ln!;4m;mPzKQ&IJ!I`BK6*zMzKTxAY(l!vIdQJ zH*?Cn)I|e!`l_*Zv1?X;5`eyHxRnziF23H1BW$Z_E zW_0L>%#C{t2R67q{CcC&8+3iTQ1Vjb-#^I^}bfEF!NhCdb}+H8ef_6t6#E?rQ1@$|HGM_J=+L!YEPGJ2JsUut-H zpgG2?^G3bW>0nx7KT!AN`k>j+*8kL1N9R*l)A~oNC^f7+uOZ4{Pv`j6o8cOANu>E_ zS%O40bgSWc#LUm;$V%nV#UCbZ^B6tzzTWd!6|SX_MU+@(73xUSc~ycqk;r@eTUKIx zoH^fW$fFgNJ|Xc>=civ_Gl7x#5idS)-Ik7~Nl>#;lz%J}s#9Tl{2t{AroDW>)jm4* z(Eu%(C6$23$&)kz7w980D6-}@RpO0?xhSmnT8itm2aO#G?Nz*F3_AZO(RB)Xs)Ee% z4+RE*0$~|L?;)~JCb|6CG*&mrcQuONY`8606^V4`{sf^Z{Ez+n0pYrNr^ti7nk2{O z!Y-ho?73X3v|w}e&NSs{fl86?=!tcH<$Eu!`e_`TzO2Hg2Xe+re(PCcABo*tWerQ9 zt9kIF|8%826i!T%pzk;9tU7Q188^N$>aC-mIMT)dU~Juk;YOS$;DZu|NK+nCjBUET zl9gsFupH(1ydpa|s|=^(pzy@cdFGO}2&j5aUgSDb_w7(&V3+x{Kh(y7Ko`+As}d&+ zD=T?*G-tnf0PM*Rnycq%5gYqZ9`xk>RR$h^Pe)z6#x4tj>H{?*JKwEfPhl`LJ{K z6qDc(!hto%L)$>3%x-Bg_@9)EbMuE;VsjzmBtCPH!IPRz+W;MD>Z{8%yCNT8^3xdrESAwI+g|}7t zEq7fD_!_^Ih0P`Rx%K(^`Jqsg1o0-Rt2&%DBqk;Hs^C-ByX?Mo-A+G7m<=`wLv}kH z@*0pLr)f{J^sq4>6HZf!vpMZ7yz!vxa{GOk7musz&+)bz1VLg z@UU*6k@7JR5n?z|)%=)sJ-0y~x6~QkGEQq>J7_FHSkUDCx=_({%_}vYa^0b6=FlA` z>V5ZcCo5pX`|!DXJo&4=OF6<@vrDpRe=T^u%YjM&)ONtN^|}vm{r&-;QUOcT)zx7k zIQ=ec^MkI@+@5~vSOE2seP!_6evyXCzfLB>&G`6OTFH%U3p&SWUk_{gOavvb=`H6e zHJq!1>(H-N+GF~Xpo*|}PZsI2_NTC?=xN0splTcVWb4g-vkW@4`*!@IF(ZfZubVG(Xb=fjiND*%%bhH$+;erA${m=RHMz;h6LAs%Z4__)pR8 z$ipVtaAU*BU&J#qJj^{5$XyXs{^?lAEWgwpso~iQe8J$yeGD}~^L(Ug=yim)90S9u z@uPa_lap?WPt{I!f`4g_W zCaiv{T(RmU8>x?lT|q$qx<~q;R+`#v2{}r(=(3hV^UFq&_QlR)V=WRo!G^*YYG{i*s> zJlbjia$<;sL!TkH3;oWqRvv=Z=!w>jV z1W^r_EhfeXcJ?xtqSp3)7D{NfQHmB5BEay46}>JZgtsdE{K9u})0x0GlBny9XR7Er zECHa*5#KG1g1xCD@?kBi^^}>?xPh^-?tm9CT3w^G3OwuqIfB4)az~5}N)Dq{Xr!~c zz2Lb7+%A+t(PlVt92jaN4-I6e6eWDeoTchpGr6@(qgWL& zH(+#%FB`h87aC-fISq@rx<7yw&3U^yW*_3h(T;u5*>=hON?6s_V1fr@#{ftxGz(UuWr+E#(@k3 z0x=yg&YQzTSOpAH{7uwiPy#oTwSH9{6>8GF3hJE4m*{bd8Ts*Z!pvr?O@v^V?S{9L zs59B9Pr{w{5}&T3pC|T8c*r*IXRORn0p%lB4z?p|krFDf9|&CBme`}w1;x4~Vq`?@ z82-+=Ir@Es<98BELsRU13w23J(_NY*H=)D!mIQk8sM#WSh{^=nsR z6%FFjuWxIs&*^%vhbwQMZ_n%QiwPmn_kEQC6JYFq#2xwS-1fA)$u-6JiEbw=eE94$ zcH~GHUpPq+TZzNaOo=$o96Y(b?cm8uBx$Sqezc9C*>#nTYM53ZumvF5gzb@lFKrmF zB55r{53hgRCX(tGR*axA{|83S{I9!~q#_)2P|x<}HS3sNlY(5FiYUI9I5#Dcm9~1D z5bjZ&Ydn9GAoz zL_VHlsF5|oBYz>IpEoj73o!Wp5W(*PISOjZJUORRTZmD}=Am)#uV3m`6`=iX60P_I z60x=iv0MgQ`@+Z?79TzY@;0%|7ml*n*k2h5lO`c5L~=OhVPE!+mR@xFHbR7_4k>n? z>EqXGu>4L-Z2tVp@O)dQF~YJIUEWrtz!>apw#yO$k;F6Rd4H`yC%GBDi|x!! znac4%Yg)yqkVD-Cw?S8!m~>R%EJ& zLzp}AsTK%ls}mG4!{Y;_G$pus%-Bfue)&P%=@NUrjg2!gkL7xY6QoPG7?4DfT&Ky==wv`E0De54e=L1B2jB%K~4P&ts;`E!w~RdN(fH za10aVwtzt&s(edH*Tsi~NP5!TWZ%X7zQDT#h>;1Sc{k#h;?#J=`XPVY^bTzQop6w- z$2N4pu-wqVuu`{AQ9buA*ZcbA9b+Wse9`1vLnP)ggZ;EbrWi#Uy7p^VY|Rf7RYdS# z0lz4~DE!nY*-LnaX-QoCuOcS;ojf&A<@xHwbCQ^S-Oe_LC438X(n~1SLUa{(wj4JG zpZP0ryVGKv2V*a$w3jdx|NMzH*YycO_3=tltMhbcRMR$tTWY_~D*A5eht>K1eBFoU zr;}lrg2kupun%idYyOXhh(Yy%&2^t%yDS|kFo_7{P<4gJ&{k<1>@!U_I3&Q=Hnw6M z>OQlxvnTa!v*54#>l@d^U~1`!MO;UoJR%b@5h%Fn>g^f+W{y$B`j}%}5LvgJY|@I$ zaCbM-IV^oMhFN;aL);JBtZk6!Oi&@V8K|7KFGSdSmQ6BNS4l;G*LqE0B6il!7AkHl zF0;3grV8+X^aPr}jq8570hPmF>yFOyV{|R;Vqz9=@{o##xA(Ul#jiq0zR17m1J4?% zr2W91+8qB@Z)Oq=EG7P_@ClOtsPk3T9Y*j7&ard1BGnIel1A;3TD-k{{FiHH)3RFm zG>Og>6aCwj`Od?W)HT{UZQyM>D#sT@YeQcnG*(B;%6T7pST?`i3PN+#d)qDPWj%Kd z{SkYS{^y$Q+v!_svzkNmIBQf{SXtGIRRE`(rtJq!cc;bq5zdYgFl8HHZz|O5_x0lB zBJSeNI{(_i@4JH^G_T5niJEh601`Td)AzF9QW)T?yk4)y@L22q|EO`^NEu0M#|foh zTdJk=>iqrzUVMKtRY@&?#lPKbSgPyO{9f=x`Z>;vh$B{vb=QHuKJv5&@i&|sk5UM3 z>kYqjuHgxa`?!1E|3T<$;$`r?tO2eE1os-5))mN8YVdCy_!4e9r8heG^$=SZ&~Qy<^zl z_n39;)LP0Mt>Cxi33<3Cj!$m-j{eT*=hhG01p9VmhBk=8YB@VL?$0P7Os+X1B7bJR zpXEw6GH!=DZnh0$Cc56NIT1$txKzX2MhHKMt-}4t8&ZUpVv*_J^jVo|cKYHp1=L zk;HxV27g^f_O5Hfw6{uBo3Hol&8gYS%WCX#l6R;C8PJYNyK2VAL)^;2tW`p1HG7`> ze{<9%Gm75Dog>=wegr(SCc(s#%-V@>5mx3Ga+(q#wP9Hh` zW+872F?k*tKV}sse-92SpVvjV;6x+&x*^Q5cC`ZLq9^I2=u@Y-0(;D+d|u!s)W@{} zLid*OD>?02$d3YX=;#CVk7GE3;XHSKMQC8Z=npo8E0I$F2z?7d$vn#wytVSAm6qj> z+!nr{;tSXZC9qu`=V4Yq>RsPF&C$EN$Yz``HSIRTyMnoWC~my^X}ws<;~~e!tXyW` zfL#72ZSM>IX8fGg72Xq2wI9H+3e9(oUPVhjB>E8lG(4Blt6jLXzqL~8`Xl}F-h1ao zK&<=>@c%SHT%%u{ zXeu4u&ld|nXg!vLZBv4koy6q&<-QY6sFRjl6yVI1HZj6D^y?V{TVU}=tIR!nsjk^Z zcVEUIZ;bI#5q__#(~w(+c^~Z0mzi8*X;)d-68lk#+FyKrJN|aZ&0N%Z_mu&21;s}x zOK7NU?4rX4ReZq3M)G!1uUx=f*KJbtq}`h5-yCM&NNc}82ga#~zPf+G+zA)<#Z54NYH zBldt$WVn6cSal7s!*q+c`>wnUdIeCoeL-<*r5F0if8yQ}h8{M`5kpV8nsmSEw{-(~ zS8|*Bf)XvCL(!cts{y#IU(u~9AoS?(mE&WF6h(MgWHp zOFbfm3u1y76^=U1GRY-YyI3%z&XlnT>O+A1dQ69}e?vgVylaBfHP)NJ{G$Y)3rJ($ z1g|(GO=Cr4p1`xPO=2A%8FF(7JdHK!uN(ptyBg7cI?49h=dsIT zzb}my{1`8nS_2u8ZAVz2FOF=pxJneU=@SmLhenh1ryW})_6yaui%qOk z=MfxQC$O5;tlu{qoIA<4;mn!JbkJs+r~Po%=w7-HimWI8574Uwd;p$Gpu-2{FS=19 zhYF}j#ULNCi^|T{@_+UBB)g|grxcGxe#?QW_u8fGCH}T+)sWp*UZi(W>r~em@3ApO z?-5-PHBj|*vb1z8JV13XH#&YD-4Ye-7uT&>$8t?zC2HAzs{Ibq)?GLk9Xvb5=R3yD zRdhL1X=RR?cnpXs#=W~J=>4f}7YS^QFHKXD;m7O061YseWB?&fu;@>B5y6~ZylR~D zU(u8O^kzb{xokBa&0^SY_~A-H?s7&xny`Yru>4OAyv)rUfex0(Tzc9aws)klPf>w0fP zOa{1gD1yg%N!RR;jJ3>L4(5OxlZiQv)( zR3G%u{1kV|Il-6AB1f3A09~NDn^NB)7nJd3K-0ioie$yL{qFX<(gW}ocP0>?FIse6 z^iE-%=45Wp>jv0Q788TT{|Aa?)@Wk;@p#RFKxxN8C$3wtaKT;S?l$AqbX7BP-FH7C z%YCq=C5MbvbyHEBW^T zM*6F?gpSRb!u0R76BjZy@!teb9YBmDMun3(u6Fnv8DhEg`>ek|3xW3D%t(~d`}Fyt z#y@_u)WOZ%gJUyTEREVW_>dxkp$FUr_~P*!i8m<&_*I_j4j3Pv<%*5iInwaVDt?IU zUE??`qpVGH?KTnGjhS^FXPHa<*1ElfMu&`Ja!^xF_5v+fO5NvNVn78`Ke&Iyolc?B`hpLDx-&;TDueLOr8?6bbB?WTaa zKCh!y#^XSsecez#hk=^AF-o}o<7g^+r zdf^F7@anZE998@9k|ZCyHnKBWC_p%T4nh`xIi>kjhC?=6qp+uBQ;)CF%#Z4^^lQ{K z55)m3y6DsIw?hBPaEz$bh8Md@KlM(J{wLZnaK6niyx3tBgs0f8u{KNaj#M)I{Ji<$ z=*;1E%}`XdQu{0Lv`DNMdI)Mt@t5%A)O2Q(I`_*PXr=i23mOUA*rNTuRkq)lqVQCRWQy#(95t$PQhg$ASIL%q(6<{{rN z!rs1xYF6*yBgKW;P=83k8f1Ndj;qSZy`dR`w;bU}QP`SRqg=o)ls5zs5*F4sO&zS= z;n4D!|B|UIaKI&XUEqn+9K17?TG_BnVzB+Uwv86sdEJ7EnDF*(aQ$w?f{=PJocr@b5I^00Drbz$WMzolfR7)4lwMEvvABZynrN*`D30x&W$V?ozK{Tr+ z*!SFhnLF7Nf?9-)${`WEL)m$W7GB!NWxiA%L)GALXS4!s5sjaM3ic0X#u1fdn^;5Q z*H|?Rg8ENRRV#e6pwC1LZIp#m%VQm2+e2RhD`H~jlC+35{G}}Qyydq@IVa@k3Q9fB zx7pJqxRGhydYznQY`MQ>ZCFtl|%j%drmhM$_(FGU^Bti+@b{QRjyCip$&2JTobw`lw3 zoDPm!OS^S1t;r3@kh3mFHY6f-Xo$fLkMApcyYshTfQhY8MYWzQ z^*oy{EGkSc8+nP1kcuD)2hQo_p-1&fgjkEC^adjZ5uc{<%OQ)VJ*z1^VuK}`nX2Uz zM=owb`+dJ3u8%jA*qBV&5Kwh+ndKUbn^+u0{O3n!ks5V{z_eO0yeSIn~H3vYsEqU#xFWI{L+9x|!t7wWS7Mezm?DYXT*Pjs~ zWa*{$`%e$=8u#MzuSV1lqoI~rdSNb|i1c|`9bTfHqQ?u4vbI-!;<3NmFcHrgqHL@E zP1wKkSyx2U03*o$0`y|$;LyxxxwSUeY~{Bh7*1C09HrDm{cU>%3V18O;L|=eBG+w` z+8yHN3hFwsoDUuDjjQsD`rM)7^UW?u$n)5xjUU$dOs^gRnv_~@2wY}s`kO`Lj$zCAc8tx0yMQtwa2Jdoyl` z?_3y+GWh_d)iGGu=7B2=)U##M_*sm!Ef&NnDf7U&^iD{xz<2-HL)MFWil?oJ>!zTT z8&D7Lpdnx1==j=Dk06F9I{}MV;SE}jG0TW*qv#>>m!y!sB`#Qo6#7TA?&!TTGy`S6 zzIYB|^ z3L!pA+d1R{|E8@CyUxYVE6Exy-(}8a6XDV=jV)Vo>hsxM6yVp8BD4H_qx~zt#70dk z^t|1?imC}RVGcH&tGbZ4KR}W5J7D`Z{!%}O=WZL=(Q9_J!WfTkl8O32 zzsayhIiDc_f!x4!!|2Db`Do|#q;)G^7y#;^&sAPWlmFlt_dMN4)1;O4P;8oB2`rHk zRHUSgiG38;xFi%;_Vi1Uv&w^w2~9}|n?{_;Aka`n`9(|kB+AB40@s(|g%6JuH;|4! zPuv*qyh_4^M2Gjpei)zJ%Wy<(!^S+Cs@FwWVoFMXu*ZT{z$GK7$0`Y=1T4DI(uxtiIc!I? zJiwEQ$rOI7LA0T8HrjLK;aH&lv3KuE%X-qbma1GRJMZAH8XCAamiv2CUm!V1{P*5Q zX%Exe(Bjqf@Kbg&Q{vcj{;vNpyOrtcNM4J|Vr995>6_)>qG#H!i%`*!hn-eY%hWAVf%c;|6) zSNkO%6p6|AlPrnXqDPoy=qV)(y}aTitNB0kXJou4f3grd{b-}9wrf63hTHZe-J;{l z$bJZaOG}+kh`gL2SvAUItnE4|42yO@>H3#NE%FKERwVQn!q2LGcLJXD z(Mfl*ZlM~QWKYT|Kc*1E3kZi+TkH9b_@zIq(+@4xgqg;ehOZL_VNK)4d$kH4=JZ9MpkI1tGQM(li;`s+Ea7 z?i@oBhnegU6*qp_sa{Pkk7E7{7yyVID=^SfJt4Sy`|m85EysNeU_Hlikw#`1pZLAV zA%T>{Y1=F5#$}7+au6+eNMN5+7-NS_fO-HZ2OT{^TybaOl~zK|S*Rz}_g3?AH%Igvx9Mz%k`q^3 zZ=67kbqL;d74SHa{3Af+N+v$Db*~Wl3OUjTy*_a#zgCbS)B4>GsBNhkZN4-0FHt!%jYCv#?L0|ric>_k^w4yFb=d=Pf(q9 zH=kfW#F9wfov+8s)JpC_Jnmm>xqARQt z)sDh^CThrDTs+OndB=s@EHO=Y@G)v z*^>MtX?R6|dQ;BW_)CFqwIciSMSDd}jn-;m*&suecC&EedBx#7N`&q*#Jg`SPtIwS zJfq_ZsJ8%|_*a?Z1}+#`{$vK*8MR*DbFxT(+|mmmKDgOEKSh%9ydFW%kq1)VcVKn3 zM<$=MPykFDCOf! zBYD8$Mb82HYzTx>>iCp2J_GFdI+_wp=gBpJKpdL`X}1jXc(X{q{yV};DiBiVdccuJ zMkW`(=)OTo#%r1QXj4?|rHhxbtHMVMRyOsr$_~8a_HVGb_sglITLPG% zMxF)EKapi=U3`f@7@Hxd2E;)s#7VEaZvL)YYGN&jQqbGr&U20Wa_@S!rMLnug=o`_ zb26kmSM4V%_%5zDaE){QQOa`Oe9;)ZtUCiZaH0P@aBLJ~bHSwRNMXfzC_^Qz;n^hv1pl81Hm3|v%5l6{TXaP3t-9W0pltuNnOY@k|NS>pG zerlKFl)GE>q23cuwlg<3(Yffg%s*-Hz8`!ag#jcr@`I1(|337ZTKqq{pp*z7>oL7v zMJg&%ZB0VR$(Z|Pv-9?r$-dXw=wh}MDkO$!um-T+yPH;7)Ir&6dcgMp^SEtX|HIac~ z$NvnIvPuE1oQ8*KgYLg5%A25n=9y;4MR-=_N2sT^~8{)PRgY?O*bBk$96C zU)~Fd(sI$9S|wtuA5#Kuij?_FNdu>HYs!LL_LAmo@pcg8Pmg5dvvLqLsQx3f47JO! zKvWO8Vgvhp5rwiGbE{nlFn+e!+#D;g;ZA0k_2GfbT;b z-!@4;J7qp9wYEUlUZ;yUc;gOx@#_|7`Hyu}1Hs zUz90DJ7qJooZJiCGD3KN^3T(4u@2Dh;TRu=7?G0_EMq|?{eiE#1ZC{@%lNVOagaga z=Pm(|#-k&QWVfx<WE^hvX%)?Y=t#;;cibj>yBW?91`f2pVbhhze}A-Vf* zC~4uz!M~KEeFErkJ(JSi(N0mXi0^--3zIzeNveBb&s>EI9xy2`}jV*2}cSN2#J z6cWLsXjj*OyBpfZ|4cWZxV5WSK$qdr5wXNA%nU#qKBn;ibN8 zJYQfv_d5AD!t=wzsi>-yx~G`FN47+l%rTwE)Ugn5_xG7D-NR1+zWsy0tA6cIc$j0r zxXHHnhZB=_tXXdSpCds{Pn|)KfVfZN+_Qrmdiw-=F~)kvSzDPnSPgu(+AigOjP|Qk z#ECNkF00;@ZlzV#EQ5^*6Vpio92#Vgl)P4mApPHax$TX7Wo5S*d-dZPk-G!=Cg|Qj zVS;bdau7KSD$f_#k2o$#d50#&%$JO4XlQjy*2`_d@#U6DZ|SUM z>oLR?$)HkT1R){ech}+tgi0*X*^K4fyI_r=W5ZI(KM88v9#;#KT4!~qnw$r!0t&r9 zA23i1IMV{fz)l^_0>!_@z&nYh@FY(84^r-W9M^#ApHa}+NzY85^A%7~8SE#X17q~P z1kV}kT8*x=B{!OCt%V`*umXUqE9^0Ru>888pYZ+O7?nrIFIEgh)l>Q1A#snBUF26@ zu>+}G`qVyff~V)*&x~zhqq1~|QUU%OYW+tTX+~!STn!nl=Xetn5 zpHf1&P?!6gjS8b)Oj-MEQ$}X9*(w_ZAQbLFX~1oh=)WxA80))v#lCseBT&@o)z?wN zK=b>en=1vTY{&NO*|Y7B^97wY1Ld~6JpSg(#3#&pfL-Ig)z$yfO@+w)6Z1ar@ch^G zVom`=sOfOJMt}cb8RdZoJ{!|qMEnqgYFu}Yn2=l&Ziqf>*SgTD0 zN&62&TzukpZ|dKp(?yZjF(qsOLho`Q>vk5UUsKY1b=GNV26!!skU=v!l!Q+c$LM?B zAVH!9nW8O5*1a~qlF)c!MF5e<8N=T1x$)eGj{}r~q0 zU|Lk5)$~e(K1lXx*(5KwKv{)hGzxT(Jf}WisFcPnWn1r^9Z4f(5w!4kfNtvlfb$|!V7Swe z)3xt<3u8_U5JmLhvX)Z3q;B$}#+zK`({IbXFOmTh0(WYbBXuJJ)g2%UO=36t?~!(3A$l1psyn$!EdT3R$AJ&rUt>-L%w__T zmOeKFIHVXca>iIqC=La`mU368Aw#zfZdGl}YWPuS8VlEJJQ@*(gQn}E8=%dKFANR_ z(g#6aLGBorD?w?$c9taAW)PeLtJ&kLWXR&P`Sd+I8-O+9>rASTbC-rFW_fsB8cHEV z#(Or42-eDSkIerE_@umlj<}W!T|gfF-+`|9|Ctjz!eEAzC#xk=d))jnk7~f1uCju8?X#jRM(OppoO15 zf3}-^2lNBnMlDE{B!G`w@_JfY+DN&D(g*Z>NW68_X)EfHz%|j~BexiQT$edVAfV(* zfLw&6y79V{aSGnbD^QLLIi;ZuMZ57`Wq~$ea@+So*5_=OEU&PrwI-19GFV6W zF?%mMPz&hV)=J4jJl>Isc-1)V&G6O@eN8}lWtL@Ym-$Mid45h(__~A z?+gpzWA^~)_E-JC_Wyf`l>Y0W|KX5B(Cn0o-fa=(Ch*p&{rI7)5)7DOd3c4!J*Qqk?FflQ)fJNR9 zfw=k|2;mIffN4W+Q2ps3j7Y@Q?OLw8-PwDVpk|sNjB1jP2^=jGn-xT{(N-AzD!^-N zg%JG*~>( z4-x=x%QCNN$aIx+KIKa{WmqDB-G0J;Ni%z~gB0NaD`e=k3*@~VNaG21v;!Ki7aZV7MQN87>%Y6UTz<(m4SOdO&fRKSq9p#_Y0dzbpC`tuh+H$OY z=`#hbSI69C<_7Ov0=sSDuYmJ{*Y8ZO-=CMsq{mN2uj+f~6slvN}x*1q9e}9phN# z+iR&E2N63q-m|&q5fCd2M<>(My_);M*Z;g4xBCuTXxK^n&rt#Y81X+So!U>ss(nBf zCg-xf**{TBfcH||hkil5ndx2z1E^0!tKWqGDw{$aa;fDe+=u{h+%5nOX%y)_yC1Nx z(_#iIM!c1`?w`tuWEXMS)lwfB{c1B+VmwmsYFEjU)0P2oU+79aU>f}2*|eF~e$k-J zl8eoHDBe`4yxuHgm>h(Ou*i&4;`Imd?~I4Q*39qELK2k@6>J)r0J4ing;$btohK*u zHF;l`JhjOv(5aMbr{7(ySL!pC_2CLRv5hHV)QjW;uIC)@~9jy);jnf zim6%P`c2(F;O2GxHy`2X7H2=C$J5yZ*@&4c_6O*!4tNX$T=(m40 z&*b`7Pg#Wh8s(GLT@X{_{C^;s&ik6bllF}0KmF{3KQ!cMOWgY7#upnDzpUIcsv!Y4 zFPr@ryaC0yq#u@T{M=jXbi!LXIeUYgxM_>esiFX1rW5^pOUak;?x}E?KyHO34s-nK zeS=5F^R5SQT?YY;5@DUT1sfzYYvV=Qvdf&y4^K8aAVI&N0yqdNR{zyVGhHBJ0ZNLN zfE(v1@h0p{+J`2z{i8~vj9Fe6+xi87=rN+?KoDipPb?AC-P0!8dxQ<;2lh_B)zzgp z$8apeU4BEtu9q7zj;OMZL&N_nV=_PkKOPtDMpyhcd2@=Xay%H}o9@?rg)dT$3 z2v0GNuB?iCN6h8TIp_Fue*EZF3lqQFl)#hzG?o_q%^b;;p`1Q$KApg%`JFWA4#VEa zp@4f-)9icYnv4~_&5?n+TH&hm|Hsu=hef$|U&GK{5=sq7NsH1Upfr-wNQ!iKGa#Wz zDeL=Xe><{oK#qYp=cb+JGi4C*K;=V?y>Y zaJ$?HqxE7Nd?|EUClV7q_IN0Z2W5e+n#wO@`JzH1qe#lViDS`jd8Y6^g;d=C>3_Nu z1GXus7}wALf8sGQWcT?UssAWF;R4$6Kw6Oh&y2oPgJO6NHzcUuAYdQX zNwes&ath42dVy)?qxG?3Egc=oDtvaOtoV3nPfyQUn;>wWJANhR`GNCW`!lazVf)*_ zKhWvo>DOkhU%DF5L?OkEvrl%L>jDNTV1!-K#3T!TI8|7V;y#1tLkJlp^dA=8IiJ7F z$-xbLUBw&%!7!~RX3JB{T4p&8HP?Tc+ZJ)|IfhP70DqQ2%6i88szYT( zy|*$96YbYO1@xsNkG^`p?#~d_mTZW>?Tl0C(Zy8*Oyb*y@QpaS#md}ks_Y#Gs~7(d zR3cReP$`c66>s0acwK@G^XX;`{*Q|b6f9_3SOe$S{#C0PsxW^l6Y^}^FOOQ$g^lYL zB*x0)HHeB{23Q1wU38`mUd421PvyPWRg3JOd31^8FNs*jf{_{lDM3LUVCL{ZU1&Ou zTuS%7(^+zblZc=$L&+klkkAm$YS*98UlRE?Aw?V-Kwx~U`S8@fJmAFb1}A4?>+0&> zh_-r9J7CrBZ`P3}Q+$n;5D#TntQ-*rVH0Iv>^8G(N6ZiR;0}d4Qy9Q?35Iw9QX38D zIXUqy_vjHYsP`$0kP;0BP5ZKO`4tSaywCqA&V)QZ&^Gns?a^LR zoneWAP9{2MUAwNCd8bgE=I%fS$p`TF-EckZ1_r1?4inI``OwL!Dav6txKWMM2ZsUz zJ;RtdT46Q6qb+)!H%7D-_bLLD%lLSMr+cRcWF{<DlhtHl6dhY4u+~ij|HA+?a24%bM&z70J8+ZpW=l5%vAy3}@qI z2jN2|0Dv~m*7X2jG{jUj7|g(T)VAy10xpb}u|Nc;?A>G|YGPpE+f#J_Xc(UE0uUxE zWa8s!Zp!){tg$L7DQPa9v&Lw&xEq!Sxd5?2jTq``gAsF51|y=X`H62dcU<4x+XJKm zr*YA^LA*8M%SWhisPVKy#D`(`86kNI*-w*BcUSfVKzy*d2BEV!{YGb78im_GC3Yzi z;TQ`K5o2lh-kQiEn4}>NCz$$9_6-zIvKARmBWe4S@rjAd1_lPG7B`rcm3s4}E&<8X zvU!H4Zo3kd(e&A}?4YO#)o1!wCZpWX-!D6RQ{Xp{ zvSYqGCQh<`J0cV=;+{DF{Jv_<8Ze`-?h<4*P?P1!u#p+dSD|L@R(h^I83e?+xOnbt zy+SIk;_9`MHN|`{DAi&{Nyc{_QO`w#POC@6NYwR~90`;OwlWN^WrK439%T%qNLaMz zOPOlo_gTi}-_+u{cmdJUK>_O{M>1JttRPd7=RI}Fk3^JQyO>R@9nz31D~01JUkcRi zCC3(KdTSR617+3uP>HMF*xKg``HE`M-MW6u6^rQ_YuKhy3FLg>-(!MtO_Z{T3VWjS zU!^83i79dEBPmki+YQErBR*k)lqT&?%AfCb*YW-Q+wiMj-#G(6WXcVcsq@9zQ6Fd) z@!6s(EL4N1-ZsBM*D&@=alJuo1uS#u#Y(kvTkVjg*UX8 ztB!|%@%*8QNr}4%byJZ^qai?_@6Wic0}~g;-rn4HyGgsU31q;Ybx!Ug#RE!j(*x2| zc$)LtIie(~rmJ&=09g8)s=?!-kWC%JSN#9vB!*zP=sUsLF1)?2vfb<83VaF$dJVAv ze9r3kgx0Fx%F6|+q(DMGVgYnzvC2scKKs}Y5*9qY(_FrfY<(+a|1s#dA-}NC#^W0vq34h5z652)N)s@d^{#w8{uo-H zv$#;d;8>lzGzk`DlW!VMFRyR4br2ELG3{aN@cK^GQ9R2Q?wYNt*tHCbz^<1 zE-muxk=usPM%hH*e}LSW79zC#0AICpG;AeCGWaP*5YvBfn!XY3c~ZXrD&1?^n*Qy?MfS+t{~nOdRTPhL z)%f9ue=+3ta}Y0_X;PMx#bjoUk?>6LOZV`;>vOc>uYH6_RGawBy_l;MnXa@=B470A zsW)%O7WLhGBxzOO$wM#cSK0qcP~}%FrHV09uG8~3S-)F5q`QntDIF-qO^>TWDE!Gy z#Qr|7YuPMt&Z?q_`?%0GEh@?|ceXT42Ybs*%CJZ`H&dXOIy|g(vj6%gcQY7a^hBpy zOsJS4U-29R!tKFzl&3h#L+!K6jUwyvwCUe}+~gVs!`hylRp+Mk3o(+>o%`TlcbrWcMZe-@ zlDJ@eF0Z!^cpsgbbz@TNr$ZR_=`UaA6U;d^YzoDwWF;rFfz*_upALp6R%=VfZ{_8Vj?2|?!p|9MWaZx8JF)0d zb@{X6h;2tlM{n+@7B1!!{^^r0)ODmE+(G}&D76$>z& zs}2q*?-RhbP=a#By{QJDcHt_;FBl zu6@#b?n2z&k??~NhYlUdtOeN3nB?@ez6Ur*v4I{*3h1CISJ{o;CSjT~PcgA#ZR9Fa zfFxWubHvOt-~JXTzx$lg10re?l@>#~-j~v&_LB~Yx*Ez?LHe237EEJ-%%W|D z+R&lMP9E~wQ_PLD8o|Mqrnp_^ev}jt433``SxW8AZ~MIHR&l|t$$IgE1ypInDf3SC zt85op3QgnHj=A?+E$qK8Fp@*jfB$e;LareCX!r+`(D34a{b1rsB<14?QrJ_IJW$4!KpI9=7%SsZ>U}j9CaO$( z+XmX`caVrgJ|b%N1KCy)l(+|1`1u)>qqrPeB#zGsxbza&E$PXjumC24p;t$~71l(K zEe6yU7cH$}r*4E22q0@I;p?t+7*#d_ek*nEU zlTC=H0p+_}d;30wMf%r|MhMypBVWjMX7MYC>!AtqiclduAFR@E~(gO@K@S^u(Xui6=7zjei0DC~=4 zyrf9x8TdOo+0BO1iU%NvyG08p{o?8DfTK_08!Of>9j4^c{Z4QTZ1+qyZQKc+x#^my zb1|#YgL}W3&5Z+lzr`hqkqzPYk<{q$GOOGsW`1yw`6=JGdrj zm&exuhHDgaJLkn2KU?sdigtL>VJv-4p75?I-mLXvXkASn68!z9!TWv@frhm={K@j+ zpBn*l!E?FXby1=$rNi3$wrgPvet`s?*5{A~OXwyIJ?9*Dr6wu!AxIr8JUpO2H_TfH z&bn82=pyL@NZqPXc2A!I;r#I-OU%bErsl*+f~f)FIDMdTF?1Fx*O_XNCox zoC6)*pE#^=YCmd)hym%(lp0v3JL|hbZ;)*M)A~D$7|gyO{Kvp+FSPLW@~RFx^2c(ET3|~=A>Vm9 z@JG=qDJqigLxo{rIpR~2q3eIYf+u%F_TwV&zCX6&h^Kyi z)gGMHF`f_3>qZSY#^+Y6k8$XZMI`kfd((xT$21BV1Ainu0)!Fu)ea|GmdIi-DyITw z;;dRi(62dBn(L+Cwk6-8J7Q>$b+q61HJ=`C^n_b+&!u-cf=5Xt@!!Xc zm$t5>?=neZ?Lg zs2-IudDqz+-fMXcFJAf)-o!pl?+3|f6Oz5jipTG9L`|}6r%N*NkrV@AbZ^pcAuW_K z`wgNz$IWaEgVeHdQQvNf0J_A{;l{Lg-R9zh4J?s+@snVv3LlAEMcj%qh2JgheJbhxYro$cc4BmO-BU`=0&sbaz@O)l>na?#6M~4N> zT?PW{UqhI5R$}6}edrMZGKo!f0kl?R~tn5KoP69suA&sAx~w!vZyW9_#8d%fm+7S&!nDJHNvl2y&!M zAmCreOnm(J_T#g*oOBb&X|ECDBlG1IF<3|&Fhg;&8(CC8%D*Dgx1^031o8C|D$WC= zNupBx))}gO?)D(yi0V1Ji}F~LJes)6 z4jj4*5BPm{>u&~IO&(3xxfkRW6cE4>H^27IHu~Sywf~e21NxI<0gDdBy0b0k)pI0= z{zzF-=5F%-+i(d|3Z=i19;ynSx*fCA;_pGQvh9p@VI|gk-+j7{qZe>vRY8kSib+J2 z?dV2)H_~xME=l?k?iE3fO-TrLt|paxbkO25l?f>72E}91cX^DeaWMsqint|u&VH<- z*bp7(n@!ZC*(5Qu;BzMBvMChy}ogs|9$7UL9=FZoeoDE-%jq#%YG;| zsu^UDFLi;O2us1v>#ScV?Jjn$%8W(~$ZYAgVR&6Qg5aF^m2r$2rbq^|a!^>c^IX|P zclBoO1elA~xzerT?%Z_pHo{P$A>_t`BDyu5VndzAF0ej=H%{vGUAAdR0Pdz&#{Bxu z*wL~QI*-^XXsFa{?Qt@3>7?;$-?0U?h%MgMr|MttPZGgj~mp}0@3#UH+%M7uqv zI0u%h1RRX&mD_w~KDYw9;pq`Z3Ry2(rM+ckLvK4yJwQQ7R1O@>6juRyajZ9W<4uk@ zj5r0hLOgumM?8gVgWd_KUI&q165W3+lxN}OUX&GFq++X&&uYxUG|ID*vUs}E)jj?W zAH~;xe`2q(B;?Q-n~`jY z9dj>C4fkvq4_T2Z-6UaE2Uhmz8CE&*@WFRNRS)}RoXCC5wp?$0-!RLOc9O1TgFRC~ z`%>)iwO;28cN@MRtJV!!I0v2O(~CIYzA_e;k&&P_FguNGI%{Ij6!XOYai^%bZ2NLP za9mrHwke>R20twL?}x9f8Upcs`ninx4<3-F!CZDwe<^D4-uwk&DI$on(JeO2$C$&dixm+1{;*J&$M*A^ zaFiCPvAe-z_05@}{TQLqM%QlGP^*8?3<$jd!NP~~j=r;d1W@g1Hkhzn>f^Pl)0g@%rgBnwfb_PYt z+lTJXPTQ*$oAk%To>z5=?O!x%ooEQ9%7Z9t0N(H`o$dXnbrDA!U$3XxkBNXBmzbFN z#yv4t6150rRmSNPc%d9@W{wcvU68oM=m|{Tp%{zGp%Ch|Pu4Bo^;PU3&?HVfGnRgS zT<^I~9wijEs{b(?t_M9jz~PAJqPt}J`;@q-r)*Wc{_iPCqaOJjcvYqMYBx6NAQCKY zr9pfhX1z@W@$S7q!!C4enZmBSN$Q9(xkF=G>yqOazlehbzz*{b4R#6B8$A$9*2YV> z;jQFW9Z_V%g?fCpVA3V57jA;4>kJV@s*Y@k`ZfcQn;0Jip5XRc+D4-G%6-gh^&)w2kHaA}mt$6&5bRTUo6N06u|gP776BRu<#Z;XjCkkH;fAZN7HJ&>3# zjBf}=Lj4!K4pV?c?iW${ADBmFyI0a{vqTV*Jw={HL)PBfv8M?F)RbNv@d}-eNV)iy zD%KEmo3nXU?iV*O?VhMy0H=McuIE?9y7^_EMww{TL;XCry97)B&6@1cnt{T;TXPp-S1{;)kcT`v`6 zR#j7rrIQNK-`m^!!FmGv2#R1$>kq4%2qIc4-@Rk0NSX_PTh?g8Vnna#;#m@d&I}5- zx4QP)0mP&G$TsCqjRYND7%e!2t4xjC%70`4IYW}aRtdtQApkipvty)aG+PBW8Jy27 z&CYV;q!K0l58sKzmLJPRx7u^ljAZefhn6tCu;g_!Dk3~=#F(0OdgQ~u8%UFGkQ1Zj*6)<*I-dS{AhKX@VHPV zsN@ce3!rBFyJ$lqP5Vq1maTDD2=grMP?pLKGP|B`V2QghPoHnf`aWiNy;UDo;)@p? zV9t7E)xfaIE}w59jsEpRT;!B-E!*O02zwnv)W3+xtcJ$d9t^e_UBi0};EhZaFxPoLDGw^Mqz5tS2szI(12KooMVRtsP^;W{+`Ai~ zxP1wbUvHjLQXc4>i#e)*6c>U%6{nKIjjZSM3$K!a$zV*Frn-y6>3s0MQZjLx`fk#H zxgIC+hVNUA(^tb+LXICSu~R6$@Mt#RD_Q;?MGMNat2t|t>GCiMV=ZolKOkO%4w4>+ zL@)|iQx+&ESY0)dyv=}*%&FsliKz(iV3UmXYYD5iW1wVy1S&^hK}Sba8XIqys(yt4 zJ5LkG${Fw`s}p6p#5O3#Sj?Ma@8c8v;w}3ALnnJIRN&>P!Q7}j%*vK*r=h!B`4p7# zNd^^x?(xBkQv`&Gl4t!DgJCmV@$Itlgj-%W;{AKv(lI$1(AQP;jbKut2h`OLlbo-E zFYCA;)~hD-nDREbdG+K+4^E$xOZ1S%yh)_>C@pc1j{~zIjh{$k-hyLCCncRTpZ1jT zFi$-|yXN%g%TFT>k)8$dSrmvpDs4W?=E9+Fbf?FF&%4GZ3Ci@@fc^VN6+5R8xbUoB^W!nU-8pVAfl&NMARmU zUZkiXByRjpBDKAk{1dq7v(6o}INEO)V(NKsYK@nv?Q>?!&I! z4Wr6QL@m$;tMoK-?E8{=?C=(}2DspAnPQ>wHZ(0=aSQ1nd0e|~lfC4SJ>ziw^Tza4 z`rDVsk*Ei!*pV8VrRcmx1UnDehnlWPAeiFY!;l{d%4WwHEixf>DKs@o&{N#wrXwb| zGn1%x%KDow?D1zNzM}qz8FZ3v560?65!C%Z@9By;SHytrNS`gERKo-|5xiQJVIVHT6KM5MbcJDlk z8VP!R!Px-MX3qF&0?*lUJ@<6T$!OkyWx{`vP}+eM+$K+-*!HlDz9kg;9(-~Gbu#2T zM0RIz_(vj5g3x0e#sDaaSQ%uGa9KyRlj!-lm`mNn{kF3gdUPDmbTh-NeH+Lx%*K{+EX(nLf+Z&A6|^;PVGy zUZ8nxX}k%a>Kg+Hp`z^b>5O#jzN_R}-vV;zY<=LL1t-!n7vX)w#U@g^_CxSa+Rhm8040cl9#nwgR3jDsz7 zJe$)sDJavgHQy~s@qjpO=n?q>h~2-Bq>?QNH}f9*s$(%Zn=r0_%1nz@q?+yb;f37W$I44(#H0u$GI*bh3<;00q? zq5QpTK5>g!a3Hx`SMeQl#vNr~8X7J(Mh~0$3sE_=A;*%R02wz~WuJn-g!?*n+hsd+ z+pbjl5_rujG5BxX{PiJ`03+l~oZo~L>>V5F>dqP;>xJT4C;L6YibNB@OeQ8;N|Hx0 zLxlK^Cs=)Po;O-KYFvdJ1N3_P_Ff{ZipS;07+PUvp#1QQywlz?|vtOsR}(R9=JX;g=dT-Tl`wWS6Rq$ z3JFKtNwMlnu77Ww+y@Saz?e<;gC%E5N5{RB1(M+JV;3w;ImsQMju5S69TPHm&Fs@0 zB2#0z6#Av^FCC>J2011k?C&3WKhFPqsv#}s7etYC8*CoYV2ZjEFjKL^q2p;#|pb^9otuNBRG1Z zs;cnogRHfK;;6}Jp}SWQxtpz?wzUuSCc4+6dYOFZDa1E~ zNLVqOnS7_3a@Nr}dVBY<@zQOfO-}Ut6v4fsR_Kq0?WRS{{ZbabZHH_UnAmr{O8ap& z`8WoiyOFbO7}$g^Z+ss8Z-2jmwOf9$p`E)vn*calSOuPDqW_QqF~pY0~j1c6&luj!2e=7n(1$RPAV zJcutKMJsW!_B8TPh2ZbD0v&{~)P&A3pHBq_|3PRA!{n4eKmWMTTkRaydTbs=f}O!b zWCbuK5<7qY5kQ`tc7c06?Dbvet%#$k_j;vSgQ8Mkui@%!V*@I|?_iAePE2h~pI~kq ziH)Pe-s=#_@mA|+9um{X($G7{12P6jODUZ31$lYj3525fcL7P$Q{vg9 z-kz*3lZ)dk!#Q&uhA)G*39F)<-9Df9u)noqF$<8i)#wMEz0%-|KHr1_1h`jNckJK< z65W7JUdG(Z*?SGPk2pE)#lDKUe10UN_=ADq?EAJEo>b|)pW*-DX=PQkxkc|;--3e*7KiiCg<# zo~&5S)Pk{0!>YcGhd0o*r6ezYd=XnF`@nsQDZ(Cgfby?qzJj=$U;+5#-;vZ6_gu>I zt%GQNp@_~i?!KKhxo@A#@__8tHcu8_d9rfnrzk($1CN37fyP14+hOv}eTN~HYLGHj zv^ZL+S(xc|6CM&#BV)PKb_lSc$KWoB)Uh;bT_xbWINwf_$iHZh(~WwF>*+QA&|3-6 z-;g_6o0>-qB%ThtSxNb>pqZp`6W8apv$*BOOin8FO3Fi-2D44fQ$~G0dS zWde+9m&)(R(!#qzH^MDVGe7}Va9kfVm&gJ0Wv7k6_tf)3vJ9+y5A@y2^qx%!C!n^w z00bKT@+}3%>{b)Ki2+dc9dgZMT>^co5~!F6ZqW+R ze?gdUym4FVW!mQ0&%HSiO!qn_L=&L+E3HO0O_`@yDzJh z?E(=Zr88z0`FeOW{yG2So!Q?0{wwf&BEAw}(1D{mF@L-5H7hG?PwGueO!qiT1~;Sr ztW8r}M~o3Y&h7w!A@*civRsW8i#9~71;v<2JH~@{!_)O#-uguZEXq<^T+V~rD7qqJ zQY*a$fr^u<#w<_sFs2MvfI^Og4Lxd_E$S{>P0*7x8Szk(y&YI8aROb=n00?D6EJmv zIP(!c@Ly*xvIDf(qo{p`22@p+r9m+d5GmVXv6_p&l_TX~dxPUj=ik<&^e!%xTU7S_ z&kgH4U!J8pp9Am90zx_w{+&eQU2ZDwn7Uqo{WN2EZvi&d7tm#%y)Q%apUvJ4Mr+o_ zKig6eJLO4rDp7weW%nH7`&l(jZt=!977#a}-xdR^L z9L<;;C)HJ%?+?(qC4Cr|_^SwHix$IRz>v}l3%f#-B@R9-Pb`HR<_;YayYb_W?K^fne=vg*?*v^Vy=C`y3Shj0*v<+{gtJSvLjvMo>t`^BLomU9zb=Vqis?eu2E zHOBAUtw7vusbU8osJV5hHJxKOudp@rjV4@j-%-h^PD^cRxtFKp!l!FMM#QOKzu4pj z4@jfU43N4r7k~@j=>rzH#(O%;+WFPPtEX4>Ng4`>-At8(B7?5?H@@Ij{fD@_?IuUBh-Z!09iXxuS+PSBG1839{XqwtLdUi>}S%uqNN`8zXAxMP^q&}F1V zEnoI#h$*}pp2V(>8o0PUB6iA}isJz~z=`W7mAkyD{&3UgAc2l>!^jjvFsonH92$go z%KOoJ#k@M~i07+)%D=wQ0$EGIB55HgrMZEQfYit9C)i;3X?tOZ`-y2U=HBtKkL0pt zoFrAylEsTWX%j+yZsorp9tTV@Qt$QDKCi85fk95UWkehr5N)V{7@`4^fGvv;4y?=( z1Ch$-(38k2;5;h<+?mrrFXKQU6x0%9Ct(Zk1%dDiCKAi|R$mqmDTKBuh?Hy+&P4t5 zC?locSx*n|JYU3sNdO7CZn0WQ%~y%G!r?ET_1Hc>*aXO0H=A!C;uhmT`gS4kn)Kqp zzhr{p%Ry^NEZDal`QX!IK~N&TRVHIDiEe5hLl&-wSDx`TpKHmv!ABy4aFPMI`M`l1 z3I}_vG@SXKm?+?S?HlehV0eZeO*Vz#|KXWAq+q`m5}}F~uLguB5J0>ztyR=SsqBMD zsOJnn3+`ORq&NyY&2WHOwOrs!->k{h^xcrPFJBrsf)>gBJ+gRdmiEH-y}}-C0)`NO zCLl*4c^dwdh13Ys0Zrui1J759ZV=*lP}9T)6_4@SQY~h8fg~OiK3FXAq*x{l8&9?n zD7^IBUm2L}+PUud_#}!GOiOz45YVQJh zI{x*Z<;X+$W7Pqp8bob*2{y(D8+YS9E7EW42Xj$~xZrckP1^ah%kk#RD&P+E=E>Nz z5_uThMymg>G@(`iCOWNcrKY>~k|4q$6nv7HOV2c+B(Et|5~WATaT!7mO*r--%*kgm z(Vy~BYC^vRMoGU1(XYIzyykNRJ-%yDcHbB1u0;c40&ITF z$@0(3^oEEe10-&vz+$hE>=%0`TU4s`8J@I%>N7Z?PBTb{Tod1V;reWG9Q4EDSu~U( zHWac|lyYfAqtqZ&0WyFUFm8_rGj6Q%Uc*{u?~bGA28Ll{uw&37Qv%;42IEHV>qT*# zjOZgol*hvKQSoH2&#DV3jDB^iOYY5Y2mfq{&{9B(KGBKfk9Aq05ytgy^+x5bADvaG z1&; zHYQS^*!TBcGx+&0+ee1RbHeF==Z#3M(R-3+U36ck10DC!LlvXGPyip zDS1i@eZd;AVsT0l;5-d6It~g3YyWP0h%w(61P$%xFS~6#K}K{UF2HOF<)d`^hOTL7 zH;`oL0GM5;zK<%s5wAdZgXlNEFRe-@;;~#Sk-k?GWpb;%FftCji{m2wM9eqIAw<~I z*Qo8nT1hKDX&{lHl4K0#-d`C4<#CQ`nc2=YtNFCiaw`?oc=2<3aoxnEBu}TC=e3>R zs*3TLE+^(a%$FKZm_FQk3Qjo#obpU=qqM#!QV00IO{Zj*1R8+!(f>+PWrYOH^u3Fg za*aM;(`!zAy2$=rC%oLsc1ozW^>(k`(gq`%dL(8Wi`h^)WzEI>_C??D!scf1PVojn z`jw@i=zNU;o@t}ebY8_EO(=oh{*Sd$70G^nN)oBuRa zZP(+|(+j_(&3F271L`FiWt8vKbn-a!?LbpamvxixJ-{=lfSd9>G z{754$vsWjOo#BY4>;MT9NgRbrg7gE5781a%W`3nyRN!h$+?;DRm2-uogM300&_!Z0 zB6GEfjM)(=Uj+h=T|ke1Sh!(QTevQX%(E_$@OOU$plIk05@o8F*ageXTi;*SWk@{l(n!m$! z{AY_>PZj#IW6-w_JQ*LIA9|N_KhJ{Ksv-ms-L4z@G$IPPW2lnUALBC}0eqySVbEHS zV&?UFNf>*BI!DdzlHWXX2qr$e3sCh~glird`YpZGLju@J#In$ERlCvLWcO=>w|%W= z9u}WYq3)>YU^)+%eu~@bKwZtXcrwx2)oor?nS2(|&D5TG4hS4#RxqEF6%kcHn!kIn8>Ac(t+ZvGJ z)F$ytOcIEJ$Jvs2B3{GM@Co54O2uqCQoscjX}9h>oeE;Q&HZ%ydLV^Pi?N*g7X9L7 zGtj`+N7y)R#?t44=qUh9O|RaxctS`o_CRtV-h1~AQSG!0M?CGVKc@vXhWO+#d`X=T z_xFFgsqDEcj!yOv=tt!a&JUBjYdZj6`Utg>&*`feWiLrXirsD|$ypS3*c=JqT)xx` z&$xuu_@y}l)yJ*M+p51~h^9JP*5VE{4%xP|)|smWgZsesUtzvUl-_B%eYm@LWnlow zzuxBb@~5y%9i!vQ5ZsY1Rs|?_DcQ*Bb6q27xxU?xZ_lN(3dqvOYAk`g(S0zClmi(D zlLB|NE1SLr2X$g65`d__sIC_7&PW~2xr_6Q`}npQJ|yGR4LjnXvi^M09S#~-Y`D@i z-WQY?(yZPjKMw}K05U6e+XJv|C=qT-y~x(QUSEh-MorGU-wtkEK@^ueY>laU$_=iSkl{Om zI!tl4%3crbCVDpG1;BEsDd=R4j&(+_TnGj7?b{G6nyfASO$*Wx`4C85!aVqD|I>(N z*Z$%$zUkg5KOf2RRyq?Kc*fn{9}1ci)W}xAH7h|{+bEuJ;UaCI{BbL&t)hb&qKQDp z&agDQhpYMQ(;6tnQy3)u6hSA4RZ41B7;V$WukRH!qRO$G#l_?{UIz`jJ&r?6UyTP6!pGRSQ-u0#}#L7j)zORK=XM|5`CNj zS%cnG*x6LYgWLHm<(xE@@*=fT$98W(cn+~T^9AdZ*)y8{yIC0-+;<}gKi{y_m~RVr zM>itvz7bE|(gmc}zm*~iArR4@SAW9;pmloElCk+-fSs#~Md$9=`~NtcJC7JB2-u}z za2KI|CRi$Sh>R7jO~eu9@>>7kpzh~2pjG&^vj)ojVbKm!Lwbx)pw&1GlrgA=(V!%; zE1m65uk2Os$6w5*S_H>XNx~v5qza?DOUKA4Bo?tH>CfUGqYhP9QK7&!0-}c(sQvB& zUO!R;6i?LNtlhl!5tLf5$!Zj#5xA*1bpyp_j-mH4!hF?*!SEjd7s*2z>?eArjxTZ* zVyU2*e0!iaL}bf^A!Eh2T=w%1U9|fj3|~ec=+Ia+q6uvMeb{3FuvhM2{W%L*BI$8p zm+GXOhn~`hh@$qLHKsD-n+cE;O0qIEybfaYs3{ubh!!H49dJ!R>E2KU3o-w7A_92d z&0`cpnb|;*r3Z!=IAe_h2{|pNu?u6~Jhc$|?(nO0zsL9MjdN91OJnVQZFm@UpqjRO zNVu|@wrtWN%9m+;w)X|}6y@XS^35tsOrbT07`AKoO9nHW(AEPE*!+Id@AfJ}Q$z5O zQ^Y<3#ep)zU;??4ufnItA~P;vXiG9H@mt4E?^G~~7oPE+3q}AfM!rng={2J6#^sgM zn>MBVHNKbU%UFaiplSHuO@}@PhY&YuG(^Du-;IEgQ~bd#$`3RJok8XZ}z0sFRUk_O* zqo73|#rlkRI6P@pg(1@RktDzM4`B=pB5ei3OB2-{@vzh&vBjMpqK;4B4QL_ z{yWg!2MRccxnL8?-{=B-4Mw!oilFdkeSfW74XEGTOcmyiZ4nS45dw!H`3UtxGo;i}kb^B|HJVjEBo4yiW!z>@y8Z5Re8h0oYnr=`g89`sRv>ezG^K zAKjxSa;D`Z=^tboOnt!yW7wei0q`;FSG+~%1|b~CiSH3Pu`I*Sjnx7Izj&jE!4gX$ zTzbM2hLz-9?r{?rmd@RHHf%vT1SJr=G$ZOA=)j6q~(0=;;7CV!Li>=^0# zDsRWB=<0A);rYxhoVpq(^jy1sEsg|Qyb>kQP;c>{!9$+DQH^(TyrA^o-Oi(EZ@xUW zH$b)(fj$S~)pONJ;3I*44+JBWYeGHgdf07QHDI*)qw~&{dXJv*<}$BBX}N#lpo1G! zK{x%^eHVV;2n}Wk3R3#Ar069T$PXKAOE5Y_;5D(Nr#75BL7@Key09#QF&=y%kZ!cGX2 zeRYqN+}SAXyT}g1&-48utJxV}r_-xBr{;pkbAUNys}(@ck)0l@jge5tUzmzQdb?^hYDM=1*OGX+0z!im3GPl3diqY z=B2r~n7-xZ^>f#;So$>?Cy3};LzH;9Ijt0S zDqIg&UXx=$zGE*KczL$&G1% z@8E<4hG`KJf~Ue}xR@CB1?mF)6-~h&2V~W_NfIC`IIe;T2O~i3=m-7CW$bxzLpu*J zGg_eSDxEcXz<^`RmUW#TW3=_e4~o(VMTtSi2A|aP+v7k0=AnCi)3Sb0j(E2L%&qTL zS`)ifUN`x<6QU6=)VqC0nFKTq)8rwV$}I=?J&4_o&P}~Dqm>ttP(?X8< z&kj8U5}ey?$BUj%0(G_=A%$sNGB%u-w{v1yLCq7r7Od z&(Ab91^pp8Xj%(BUf2iIV0*hWaaOCtLs(%`b954ULM5dhnfO}(5V{6t4g$jv)2m>v z(_?$=q1}jTeD6z6d(n#b;xfS-5=GB9aVQsg{~pf^QgA%1!igzh7~xma(1W#X-+J7e zoZGalFDFc!dj7lMZ*bi0*yzFbhF=e|`|L^}lS?Z*!K3NqO&bwRweKmsQ5|}PoG~-TNXZ!$vD9dZ_dn5WKh4WO zExlGc=Bg@QGFjO^6=Z&*8~d*{{v8T}h1k~h($L>HqW4ux&aLjH$rsIXKluNsGe#a4 zUCotdu=mawr`5)E2pJpOIqb49AG{eKT^FRDC2=D?Lt*sJd*tSW}rx zCQqStbp?<5#(2c2Px=jRdD>l7J#blouV1ed`kOBL4&I+@SDMJ8mOh}?_^1bTJFQmw|fsto#pyX zimriNQs|vEPJas%j#0-JZ`m?-&y5h@d9qw?z7dGB9O(Jw+p`xGGku8pc0u-51nw!Q z?l)(A4G=P{jTROVn&0t3o4}53j1TMc*{=n3EomkuuRQ@i8KTB}+kqZU;e%ax5{Ug1ti8RY+F#T&I)s|nB>s!Fn;`u3&d(F|1D2tlo`jjC zg3%Gfg2MQt9T3T?l`?>FvW6V{=ft>!QrX*T!$zW;HKLNyXK&4~IT4Fn~U z!kpw1C8%go@m1P@)W>C)k=gFBDfT*RnPx%M6gQWp?+P#CJ$zryxn9k#OD|d3=^A{m z988|^d55mZK*-q4!YZpHe5b2nMnz2Ve5OstRD34fKpFQ5-SS0y2CDpyj!puL#=(H$ z!$-i#P{3h=A0{k{$vvVlsS(!V#Z4#tKx()S`~&U@qdSX})@n5?mdIAmh0#HL*LokM z2@MR$WWh++cL&4Z1*(B=AD+_)85jCFE=A8f^<6mE`v>{W+x*h4!s0Q#mLCCMk0!3y z0eeru$PvymbLoQ_v{bo9{w{~K_+-+w>J_s6X-|Hx9cc)`OF1b$nv*;x|PqDAN$0Ab1iIonU zDBM=x&^C5v7aKkFSQHp7>{Oa&tI}cF9)_0?Znz{pC^bBJWlW6qpM(rnetn*@%W-E6 z(`{S2n23CPs!9b#%`*m{mpK5R3;-Gm*sU=-Jl94N&@r%aWuF7-62e!*GZ8?kciy7# z{zjp`tq(S7Ao6hHJ|RcAXG&)+EkjMge~~yRYolUScaIn(k?iV{I(gDtDcymY+;I*J zltn&d;3>)2%>o%|2K)MwK-0IcJYQw0^yi!@pjKDEk7v`J%6wn(SRcFpwm!v^e}M39 zMp+QaJ&$Sm#z|6-9 zx37{Jr5`aQrEyjF!AB=~?RI@v(866`_O-va>|cWKb2NW{vhU~lp+_=os;AauAU|l} zI4VQI^*Q(kiFuM)VQy+@F$7db)6i0HMvNx?dC{Pqd6|>FKE5TC7DWBd#RK4gnaebu z5J$SU!{9s%uZz$Hy_L#JP;Y@Tk0rSA$>939K~m*!wSG~ z({=yIJTN2V9)A}a$$jKE@D~mz;kwfwk+{YEP4XnYsTkr zxvh=ywGYuqFf3Ou-Vel5@-5gwj+^v(o%s{eJYzr}pNMLQ0euj%o#c*(xx8L4z{HSm zphG{ZL#W_$AifRP1~&Yw%Zm=#vx^@)VWt}MfQQn!f^HuTv696_T0`Tv`;&E?i06Us zO67FTBT%%!=xED{c#qu*xkG07&@oLq_Db`$5~V8$j40Gtq{eOZO4j2Ef-uzdI0)cF zzqAauZ+&O6PB@c_EL`ZmZ0c=$dBN>i-=?G3UkjL``Xvu`&zP%z4+rhdvr27 z1=Fh^TaZxSeK5_14lTNBn+{q{8Gd4EFhvSslGo4x<4T` z*XI{GL@Sbr7Ql!ygF*pA2b8&ZTr0GX1c;uD{%q>_;`+|p?lIKHzjx!jRS=FA)dPgM zlWfHYx58V*0p2d5;%)U;P?_%Y_}4N-6pM=98wKdeIF3F!B#|J&p0j{-@Z?hGZ19in zhd&Cq$b;((FsTp~@*Wn1%qWHVM>|5q?wL~*cwDZD`!+he*(5AlNbYw`^p(4k0E_II zE9LL|wF_ZB(fxR>e{5kKtAGCrUO8Ro;$Lb+K9#fT{i(2B&{v&ijou9Dwz>Ehy(XM* zWcS#ye$5lQN7YT`Lm2WBu+nq!CP=b(60rWPG2FK{1`o%+81Y=PCRO(N7XcfzPBJTU%Qz;WJjj0=@WQT=c86eA6O-mI%U!>J`Vy zUg@iM79|lgb%Pj5vCsHu?lz(E>*1;~;=}c%n#WS<^>#rjIQSHdpb}rXrx_jN=-{*XKpD|D2#AL3CO)Zvf>sS^40|2)yS#&r zV^-4l)xkO`YRXEIdqwDE;q2Sb20_G8dZfDwTl2FZN@;H~P5k#9$#o4}@mSRn1NM6} z%iuRl0;WAJLmKPh!k36$A<9HT^JE{o_Rs$s-|%7R9@<-9Z2yOlBJjU{&tP||c&MN! z{;0h`bTj^^OKM10{S%AZ534&X-{_jn%;^>A{WyA<-ch$h^~P%T2#ZRI9>_I6eh4Nf z@?FH*-!G@Ze}uphP_?q6&TGFu4`rQR6i0(ba0@C8>EvuQ7VJ>0MiSH#BZ3WwViJY+ z1qW<+8>(ZfXfI4;W8BCIGu*GY%D^Bw1WkeBSgke`L~bcv(R8sWqP02s8j$14$5-?=hvLoxcarQ+(7i34BW}x zK#P_KWbXlWDC66S`lU9dwEw5mxkmzy#y2M(50-zI(0!b~yhiS@zO?X^&cBvL3SO@` zzTLLh1uLS_yzmx!^$4YgISN`s4@VQNx(2`3WD_@)WeCvi+3gj~s=fFylK%1L(g5tC zh7gx%pwe4;-lH3Bxj*K7D!|Oanznp<8NLo6$jz^HT}};UHLw)`{gVU zAlv{4UUFgmyr+AscKE8T2AC-w0uAfYZ=em3<6tw*8buRwMG z20(&TyJ`Y*;_-4*7>mP^~nVm?Qe(7>7` zU^lsqkTrj@VxB|P)zQ(R0Axlk@B@%*o(QH0cwd6He_ovAC z?Ra30?3BGfIsZB|`O&FFAj-uxg#I2*h(&nN&Vj;!D@Xx>TRe0GY;+0edLY&>DDCoA#oRgc z#26QlY1JQgti$@!kUTR=&5!A>`gUu)3Io4f90oM+{QWNa**ZY2yCnhJ|v@dAy`XJejzHSj12I8 zY3+*Rp$EH&^#aKYvs=WLsKq&0|LcGjW;6lWS^QIW&9lLQNJhE>WQc&jXY z#-t7LtrGbgP(;H|2mV*Cn+@%r{+gH@|8@`Q4Y_~~r zH>{_{>k~u-bAldWV@B`I>k)pC3~0Q?r+6cPK)w~`pgX~0WJF1)dfFp|XClNiZp_-f1ptPOBrxu})4&d*dWz!oXly3Sg6=K$i% z4z}KP>sRUO>Wcqo1DZyI7g56=5*Ymk+=)eEIw_MZ-lz9>twt1gdc5=|*i}y1YD@D% z4*#$J!wzkm$O%-`-;Q8FIQ(D#Cwz>L>90?^T6be4=GZ4B&t`Hn4R&ipw|>y+Gk>9s zD6$;PHZD;5@jT@5YaEZ1EbZqocAWDRnUfLY*D=-?KDdwZq8c0*9~`b4o)*pxbI~u7 zGLrASfUwPa%?vlV_hekNagZx1cVALE`+@E~Aou-Y5@3099e%`n&3$13Qa+#!XTMi~ z>+vN2kqZxIcjdb}olhc8UHJmISP*=$e!l>??eW#pw|A@eH)l$HnDNjc!7d2^aUoU8 zPoBUB_2?=+pINvBvmDB0Xs1~fqy!a{d^u4w+n{~_uNv@R0v(OUDbfs*zjU9TFpiy# z9-_eO?!8@@!Goi?p(vH`cRljgf9+Rr@%elgKrSyal|JgE$}Y|O*_YYEMyorLAlKm> zZ}5Kg|A8=ArPfPkO;0U?D)3C7BRi6&th@I^Q4qEhxuH8#u zFR>K6Z*X%q62+H427PdlFt)~bPIb7*64aH_juwlKZM5F10%jZRw=S0RGrt$8c$Ns! zqxxZopBPMjwXF}n?L(F5r~G7)hC-7$G>c=U!-(sUU41JQ8U+t!t_xVd%UA&Fnj|2+ z>{PltmB)w#ReaR+KbEIa<3bZdu+J}%7cpsxF%I^jp?@d`Y3f!cwTf|^Rh9WX|O*xrVs?l zXj%2F8s>zA0@^q0Jkkl9f}&Bb7|Dzk5frHj?R4sj9GyR18mc6+8WX`*MTtk#k9sY$m=9`H>P3 zsU{kK4*lT@bRbnR!CUKF%y;b^AMs6C`v0HZJ_kx4dsp|e5&oAqW1|Ro`p_Wx^Hb%- zuFx9Cse@FkBXG0jIW{z{Zr$`S-|&2#7{|1&!I8Wy(wEVMh*4T*PdKVhOjTxU(E-ks zBAL_f=rUaD!r-Hhok;WquRT z@`QME2D)1HFyeED5%8V+h-$nPX5Y@H=julIWT+1n6=vo-sRZb2;K6irirsex88zDn z3(5$Uk-`y5<1ieL^Qn-{5ih~Nlvc9a?0tepFs5en1@-O=EVg%Lash}KfhjSmHrc(p z6ZB(?%OYoh#Woqz$YB`dyoPHXOnc;72pNSgV$X5^XX_pU6&77pO%l~VADQu$*2aYt zKaqGssUoH}PnpNfUy+=4oF_VBh7AfbSbG;nML)NXFQ`?nd434hw2M_;FEjwfLQ&*v zT&92`>2nuaNAQd{wjrAe$P8o!&Vv?xRR6Fi+11(*H^C)3IkpARSX!0fsa6t^yEYae zdgU!-lGGw+?|Iz^MHr1S8j&U9qXPs!x%if~2K@$|nhGXJi><>l2rRbOt`)Ixmqa#K z?x3%zptjJ)Is&z{d~uUi%JzM`-v?X%7-_Qc503ao-ga(s%;8=O)I&#&kKR}ANWLcf zFAG39np3YBk7GONP} zt?}=Ix4^qM?nQ&a0={)1Z9t=a|bBQ27d#AL;-H%%N-ETl=^+2k?`eG4+d~B64s;=7`&*+ zhZ(N-`EAT$)}b#r~I;nB8qB$E5?0kJr1eogVFO6V|7% z_Q@G|2l7%@pV{0m^1+g$N(CI~Vqgy>S}*B>s6c`#2Pi;lHt zUD88X@ny$&ci$W<XHVlsqF;$QB5UEz$AiM{ z75?eBcJxp))C|b-aK23*$sTqDPG!j|aBZsy!Vtmq-(7UtH<=oGQN}g2KQ2mnPUR23 zap*{8FVxzJ`Vl8ay#9wfxJM5a&Tc9mGT<(U{sSQw=5wMa4+moM47{ZrlyfIvLS@iE zHBGF`_b_zZ4=2Zw2=o?9Op$lfP{3ZeKF)cP%^VoE@%FgDn;(GnE6>PYS0}mq)~*Z} zc@aByT+_yJ1Jo_3O`dGEPaQY(K1WT~9Q-VG`^MFq*@8$>q2ZxA*>Gzarn<~uAAJSI zE3T=xDEQ*j;2SF{Nb1)sV*sS+HZA@1UE-9#Q z1{<)xAXp?~mey>K^0wqSwp{kQ7`%1|i!}rL3kv{TXW&IbGth^Da`z+zz{pb`igPG zN|jTzRwc+sQE8`P=2#gjOpu=FaLDTMKKHV8WfYVn;ky+?k2=6#c=Ju^MV^j}A|`UxNg!y$lW85#oE1^1@uk4pP^%Au z!4X#2kH6?^lRc`tfOV!)NQV)%1{#`iUYqHRS6G!3f3A-!OnJKSpU#IwIi`CFkFPyr zJS9h*v)gV`hR;-E!_U)a1oAiDKrLBSrRqt41M^Mb4o+2B5z-%?XKx`<<_|0(iQ@y+>5DfNC zLd<6T&g1lQokGp`?4n+K@tGofiO*@oq)2S`%7W?-`WicXs2=T9-Z_PyLXJWx)Kjs#a_{VdU_I6liEwrh9nV=FBtWOsOs4V><%iv?X= zX*(ibBA;3K^fp<}Zrgt21^!~nhsNj~?!Qh85E;o9+p*DvdHJU?-X;KT5INwf)W$gO zfr7Kev)F@~jE(m^(R8Seb^kE7+-^eHZ6gt|9^G#ZcElD}9)jeAh6Ax-C-zJBSVAQoY zEPuXy0%@Qm45`x)QTzK4hF?AJ86!uu$ba`92!@%#$p8+cSN;)FA6aZ>!KWvg!{3Pk zrItRXTd(q297HOBya`|0ckds*iCnsCF>voJX-f9F>gM*79&aaIdx^U#e9+l=pwK$b zHdbzPC99wGdoz;)=sf9#@BLtpl@{FGVAO+o#Zr0Dv8Pf!4txa_k;<*(^q*(ffl~RyO1*4LA#frHnfFMOi01LoF$OusVoU=&4vtiQ$|+vG zOJYltts})Es_HG37Ah*25h5;!=f?RoIy3qAx|8j%K!u$}T2~BZ#Kn$vksJomE~fJd z0%x}d4v-cZ1lUrlfV`!%N|Ev2U+PYuv|{PD^yYT>Jki9}i`X)?as)mozNaO1Hy^v> zy2eHOxJO{>V%rVJQzC4)Hz< zT!G)j843M<-R61K?d9;bu~+ZarBWn_NwBt44XZS0rqIiygJt#8P6T;}>*b5s0VsV% z;#Ppf>$$!%SG*t7A_^VXd1#lGmIyAjoC zvs+?Eq7waYL6rTc7f9til`cO-wB#Rn*puPK_`CIw=zhLr&qexUmX6wkTh0Jo)>T-)*kkGt%V)2x zXR5zFSsyEx&efAZoURm=qQN8bEm!;6y?GBv+X~|2G-H4t^uQ!dW|ty_t$8lt0!#BP zydHCgaKj(Lje#Eb+a2+alqP?p<0yAZoj1PzksE{HN09g9vn28_by80OXP2%eX_v{* zngAX5^g$Fe+yV48sIA9ftmp}W#ttaK9@q@{pt}wj(^|b~e!x@U^|gS|A9$-mzvuiw zSy}S~tKP@x?*w9W|2-d#iCH(bS*K|HLi!Supd$8d55Rjunm12+Qu)lg$RPwb^turg zwimIc=5O!J4RyaR)6*$WGafZvG!!jO0PIu}B(Gj<=(GCsdBgd^$BSteRt^w3+PGQD zMu0yiVYBtd1J}`pnuLF;ORviE+&AQ4Q9B^0>>xH4CS2t%GH7~S}LD@;5Q1jX>L ziiZ9_AI+znAGj!<_CHzw+8MVy{9`2@p9FhgIh+T2Ss-vMcVqEnZbe|D&G9!biKAy+ zGWw*97{87Eyj6m=&3gQHziY>g!JN!z;9Fg$L4&Ni7HF!K4$(UCcqWh;tyc0wF|L5) zxDQIL9>uT4bG!!e_A3+&oXFtQbq>sF7Rl7qo zN`Z}|2TRA4s9*Fas+>I8zs9G$exz5zxeJVQ*8szfHZ4v^mZ^pjvHNQ*F=E)v-k{$C zMe~o|;rK3uhZK8&XfGesjU#zA&IIgg=*P)8z3XqWZIp*c<-wWv7I9)N)B16 z3j!$;LDkz0Mwh<<{VFXX?;*6bh=Hh=TY1UbMvtg4FYJ;=b5Fz~xbjG9Qu|+vSU=*F zhrl;QBtQTJE)DJ#|G>Bj_^x?)>mBvua6IaoMMaQgTR<*3VMHhJY*h&ud#*Mf1KIB4 zLX5bk-3>cmP$-%Y^YP^LzV%Nwni0-G0=fSZAZ)(+=o&DZhuP6(zuof746{ z@(3oZ5#sktErU3qUR^$MvGv6&*b=-h+|~fv;7bGD5oi*TgRJM*M1^PuDVi1Uw`~g? zuRJ<9tYb*rblEAk)Ae9p^U_u`B*6QH^Eei|xlCfg=f2wbqtWco+n2&DvAMn6xDF&w zJI&a_oaYk8L3IWU6J2YQb+>PcFM)7g=8h2VpJ%N>Xp+YU5Q15JuXw}E%>1kx80AMx zYPg}U0R;OR*9lil>DP(GfN$A#t)I$E5g`}8XRw9v+f}>y5aH(fhC$ztNG>tJUc8LEpwf3x0gWeDMw%UWBm?@ zQ~|GidrMd&&fizQmJGb|h7qdmJ#Qrp95!kDL_+b#{7c?D{9xt278=#-g`WwCo^C+& za6!gt$T1PebWv1yWvGA&%J_vw#ytcPGX7U>17Cg@XgCXekg&japWx2SS?3hu*S+XS zWg^NkaU)h`-z!$@Ma-ybJIHoUA#xg&H2Nm+payHc^}BzC`vPO#(#{#c31(Hz;=)o% z3X`)>S)DiU?~oGy-~zPU3w|@IB#w>2?!b|_yx`b$<+ED8+JdYy;Vm?0t~p znqK%Qkfdsny^<7GIUo6{9Bx44R7!PY&GSw(rz+iv4VDIa$!0CVf%mP7*m3{6@j;w< zzt``T+bueBdEgJ^cLbSL32+3S6$X9ijlP_3a%+S#_@wQ^@nW)J7l`7@#yJE;&Yhkv zqp3;@^}`-JUnZb8_-6JYg7$-z71y7*a^S2U3BB0n@Kj~u+FL?nV3YuDBX-^Zk&*`# z6exNxA{>tjI$9fw6?b#{mebluO}2XhdTQHX4I~&~I5u(OGe^Q7e|#KPBQ`JV1uc_T zx1V-39`2ZdzMkV&>qne+tKpJ2-+1yB>$FlEEUa(c_1MDEebQ%*n_TWhsN6F0tNn5T z-Q~HV&*ru}33m2$i*uar4p~Yq^*Aw(f8*UK62L)-^q6rU`MVBqZm=D~6bem}z{CvR zP3k@&S-cc?o1nap7i#5e8Ugx>>=8d12Lt~A<}Lh`kX`twApVit&e2b2CsROp4GQ5R zu~OeFh5qaVW<1#VwbyqhuMJms^Ta-FC}0>E95f$y2HNhGVVr zfcBb?U+B8d%`-D3VgLr|wdMsG_lo5^GrKO?TpzCoqEb}NMzb!fN(QHBy<0NSQ?B0B z7Jjx^X6I9@iqU>#@D8iRblG5FF0!S3jX|G=#H&}qm;YoDdlh`Z(fD&;*q}M0Mf&vg zq#Ldv((bKF<_HxE8av^00)pW014q~=A*Ej@A`nNDF02JaoW(q)AD@8W$2@Qnk7y@r z>}JZ=URJ}w)Cn@Pe{xB-8Cb@B4}IcHhqwjC+R0IeJZ6Cva>=MW8V`YvQsF`Lo_yAG z{MoQfpIh=Pv}`iCauXpAViLwBl*TA<$Lv!9iy12Hst zAUz?K-nx6u@vJ!?#|VG+^tVzn!FPDo)Tzf)tl3*a^|WRoeNb0&7u_Ck;hx!0*7gJe zuovjiWyUz}S@@N(F~_KN*_B3%Gk6t*8Ex>35_A^GuQPD50{;qcQyU z__sdBL{Q2MTpzZDbLw|I>Ib~Zk&*L|ybF97eb+cBM&gd$v>vNsN)}HCE3+Q5@Jsw@ zX49sBOkvlFI1U3o3v;%c)XV5yc8$dOz{{g0&iXF;E~mc^BWxYC^!MHtolI7_8NGS; zE-NRHk;NH)a{x#FC1ombcbpz(yt+L}bi3eoCo_`j$%a==n%m62(uUWj_a^e`hMp(L zeD|rC`gQYYwA3)O1k-K_Eca9lZE1~i?lV-}S0%&WA%Z^4MpOSi(qjbKmm znFqhxbTZJ-bsuk%)G1y`xeF%c_EFo8bi>);ut_S>(+igA^^ZHcm%uXqSS@YIhw?2R zM~fAfwMWeZuZ03=y}SXHaYT{JP$rnsomlapGWTmdgAv|UoNOrx410`7X^``+NwL7+ zd2n>M7AIAp_ch(*)&&^=T0#)?g0p--*dyOd1eqW)rg06#V;A_V`M@uC3x*AA1=A^* z(|Q1L1F*0d*(Md9Q!XJ{cLnZqfb-NqX}p~O+BOGL>Yv|k49P>+EU`IZI_16Tx-TQA z<07_UtSBxIIO@f4Qyltd5ig7=U_SU9<(BEkRe%;3DiH>NlqXb(x>j7nCl)uaaoYHK+;xhVcCoT>e+WE2$}b>r3G zA14=u{l;+9`>d0pEfixnO{i8CpP%j@@3$Z4kfH6%L8j1!#Wsdj972aumT*$E%w~-- zlK?D|42SR39rGGQh^akzK)?kO@iQ7E5`*q&5juP|wBH^FR_1a&Y7zIcv_dlU*tXwN zptoqKpT6-zqPioE=E7xUMs?f*l>x7I0#9c1Yh}9b+OmPtHhD*J3F}etWkqu0AW(Bl zjUb3(sN7Vpj_1=0p~=Faud>JB^0EL_*8tx}D)LGmi{o>gP`kG{h`0wHx2DmFM>(=E&JsI{Dzxk`pJWadtZF8TxEEn9rcl_T{?Ww$v`CH9rPLVbsOn?_WpdT!YkQ){Fb)T z`TN7ts67f8p<)}N1zcInQiP6AGqASxAM(_xy9RGP2H&}AAZfn`QQv+0YYhpXrHpu? zp^EL;bs$|y%*f!z3qXVg(rY?`SNyKNQxCsXI7dLV>`9+)Y-ykA(HbSbJth={EN~Bh zXfQx@s#Crt=`%dwK4Gr&T<`w^EOP7W-# zG5KIfohtZbe0v{#$mn)TnvX1{emlf&fcYlmVAAAWb>X$vTj%OYIgO~reMOEB`}`

iQo?8#1M%0!dTYK@45q?;(On8}z6=1p97PC>f#@tR<_q85BTeUT%$L_r% z`W5oZ@j*28tJe)hi4_NM8}l5I2D92Hf0xuj>fHViz&KsU6mzo~K)AXxGqXdSg^BQD z1xtQwsAZo?$2`gwhR>>CxI6a?^h#c zQY&79r(5yL4V4@aETQJ@E#k5=`D$bSYOs&jKGF}{6`aYF?L^G6VJ*aEJqVqefPMyl znJ^0ri%Q@VJUUp2f$nrls`9cY(t$Z*?Cg=(@7gK?NzrXkbSmmKGENtY)%^I7Y-hX6 z^rcG7Ikz`GFD-t7(oV#!)^c@7-(ucTe?MqZHXc{{OV{P|(pj|(=bB_dNCQi#d#>z@ z;NM@42bH!WajC#rwo6uJ1wjXN`o4#Ywh4+8!1+kqlfoO6wSVwy=9GIIb(a2qFVcIH;tG`V&kXcI1ITVN3h;~wghlSdyqyT@DfJ9kzKYp z!GOAJH>C)Y_3t?MtUdMx^Th5fVH3C*6&rkOKPLshH#T9Cijbt#n zDj)RD6xOia+zro9z@hDGE{&V{0$7im+|#5{-fLs!yPpVoRGpnG4U3B1J`8qb(QR_$ zT@Kj=ira{37OMhHE9lq$v!HR${U683VTbXL$G~MOn$P+Tj&~F1=wW^xyApqxf=VOj zy!qPunrX6C1-Ekul-JL-`yi7w3tZ5uK;Zl4I?t_9hkpKb_HG3Vz>@RFQgz^hHevW@UUWfv+kAL+WZ>Z?e}IjUAEfdY!&g~{g_*5 z#0S6|$>UjF2&AFARc$-PF85I+OaRz4b2v(BrNq*|GhO0bhz%q~pY)l8Z0l8TbRQ!l z<7|=^9B=L%n=^YfGk_dHaPtzu{S9!YwV@$;bv00sIcGDN+OQ!k>~8l;)Jxz60DXNmO*pOzbsR(I=H(sroK=eGjS_}TTRt=51rMT5pXx!+0=BHuwD>C7=&+xG zX!8A}3q@-0DIKy!YwzDayQFd8txfQaAxZzw!gS%AkWl4Q+mEeTgJYlzOG;T7lcf%h zQQzbo@9mM)oN*b|uLLnIyp-+$jkBz!O|TZ(XlFp|@27mTVd9L#MESdcA{=?ez5hMh z-Y`0ygX^?n9wK=cl%5yJ$LwFd^6(War!(GFNjf1;rFaIo08H;9J26;DFd0xfT)2cl z$7MT0U|9<^pX%pAsoOjoK_37X!bO%?TjtMB#8OPu+6*49ta}K550sKrbgl#!%1CK!*-pyk3o8ml?Gak3>P zFnm6?LcYIiwWIxht=H@hYZ*pFX|Vm|{}`kKd?fF963|*i*Y81j7#QxCxybP%#Z#M? z6dNLMncv4P%+--0KZ>)K5LI2*PA6Mw3w;V_9X{JSQWEEcB0!w(H-L2TY)7&i+`;|C z9nJ*?Ys&I8A25mn!wf9&H;6UH<;kPn9JGO5KLVT#Uec0%0I~G>-MZa}rB4ebXn%KQ zX%*(@lH)H*ICTDr027;x?kZhhno^uhQ5L6E%t~qe=IqJn#PlAQ`6mV_{!SaE0{*tBzQ2UUPh}nOLrs80(K%jx1APP3J={no6y0gX}L!={<#6F);s^FVjjs9$#x`gtx5803aD+zRU5)W_ zS>sLbInCZ83ryoe-8gltU@JG0B(?%6xj zqt+$Esr!?ISZtlik*!c82baROZ1hun6%@OZRQ!#KiypYFom|(T&89j;I#yr$02{$2CLP-7Nn8MMQf0dC=^+~%MyH;ZZca z|JL;p=~$!3Z3b4s`ADX{&6!MSCXprJVAp>6Nje;Y$idfuTR?D+7+;P)n7=O8+amfi znM+p|p#P*_cl3&a^umhvRBwpjR)PU7ZPz8~ES;4y&h9nvrNMn+#OWfkS16n5uoqm4 zzQ@~IIe4HJQ(OBPjbI+nw(nSkN}vF?8Lr|B%ps@$y?p{$@I;VQ1Um#Zc<`Ok^NAc< z(O|I41N$2Sz}OpsA&kO;ev6(&Y?0!+6}0m}(Jw0z!Sb>wk7TJL(I#B7Iha+&gwQcs zk}fk=BK>=NJt;ae2?7sre7t3m&_luuZ$Os)0H&ctOj(ThNy^X786NYi92qr*8l}oy zx>aaQ*^DX(O)PMIKmMrP`(pjO#11Zw@d8Eb)y8lerGTzVZgG#UdFe`*@*A8gw~$ZX z(-6JdO2VMW@2sRsTyD@L-jq)Y;@L5CM*4tWZUJB~Bx5d>aseG= z9NF&gAY?9G5Ni&wmm$g>h>wthwtm$y+wTaIU zI-2q?+wl<^1E6dpBg{`pxvJKD#G!kOQ`ig1$h%|`e0Bj}G074@!J4)Mns zDcN?OJzqJ2=O_<8zYr>Jj|1jKnc6V$6K;2_`;R68l;enspCik_XF${W9vEAKW=X#< zg!PXXdHk|%8sTnWGTAPO3sePt;K1rWs}NGOhfMF$*;N8ve`5Oe}f*7Nfqp_fwoc;xH=U(0DZ#fvN^4<=V{V@ zXYwTjcU{-FFNNO2dfi-q>P~V{cLvei-*@RndPH)e)E}~Wl!qb0qW1h@b#EJLwVsM! zpU&oe+`f~OzoV;T@@FR>%1K~&g7Tf0-6U{yje@;qGPZVSm5`V`9{doI6L?TwwjO(MwsmcrtSgW z>koKkybxgjIHqOt^aLd+Ni9)TTnAMOj1 zkTITn10J1(=|yt;zvsP|8r-?@0aAdjr0*82Eg5D zwmY~eE(4B~=lW=;>|-fXRVh?YHs{5UKC`Xop{a8W)gxMlJ~Ds?=?Ny|yk(5^z1Fb1 zHq~&KA4Jg@5YJ^09dA3lY?@R3^yGT%I#f+YNK0V2MIENx?lZ8UsJysP`hng=c-V}l zyoR6cpdOBV2VIw{a6C4KlD-G^B!M)P4p7J{+Z=Dqj~(rsCBofZzb*L-2SHp(2x7Cf zT!nhb4$;=nhEh9R{9raHxZm-_0@Qx6ZfExb%h3|rW1!QH{Z;n=Lw%@j z;fYjk@e6rl-Q`KruByk;ZSu0_@hNG$Lw8~0L8`Mf!VvEr4yBX?@!W+)PV$Oyr$Z2B z3VwPB=g+A}RhAmpg`D5TqD4J-vjA3j;Nt07AA=bES-3Uq^WUD~F1YMbPalpj1iGxg zKoL-{uME`PesS$~68GL0=Aq_TQy5aU40`M@hMZfX_ulompV_x15}I59{5O$unb&SV z>4%6H?PpP96!Yu@{@s`Qvp6oP#cYT!n?&D__I(iBfXTvEef2Z!-igPwU9VegwWJ&r z;+YMtQ*kAvp0#WmZe6J^WB5Ayu?;!`({TSqaA;bT>|LgxZw3I#2i}zPpi&)WsMiYk z6m92>K<08{V&Xjrh(gRC6$0Wh##}bInBp~ywHYWE zpGA4H*-D0gUc6e25_Vma2lX_W+B?EL`^%5=JI+uzQNVA;tetC)U+)TG+)ZNba@!R| zcv0DA0A=bI$6OO-MM##I286l1VtGs#Ke|wFJ(2w9c?X<659)Juuc`YIhzU+?lW8|; zubK8#2zRUu^4fEH+Nb7h{k-i#h+L+x&o8wG0h{l~p4U7yKZ`7PCHYPt5>3bpX?gy{ zo}{N+xi}4{yIB+FVCs4H2Q&6M0_nO+3{{_#lM;)Bn%LWyX7lB}XQf%L874(yAL& zY*Hpa>A>*Du3Y#|{L3P3wHGM{5LW{9PU>L6^XLrO`?O}Kw)`abN^2kr5A-yG{Dt?I zy@PP$5^W~%DA8ALC?y_#HI?jz9i|lHJI-i7N9;=)Q$z4b40bE5Zs%%7XVz@T?W>d= z%?I;Q!5F^0hi^PS&cFIVPNAP9v?bLpMzir`E9>JtZLanA3bFVp!~EVCv2(Vj;-xo* z3C&PVYt3IgDC~|2&YgEZr!D4lH(ex&bobekr6}7SO^D43@jo}21$1n|Q2Rly^ics> zmG$@d*&oDF-8d|hSF-yKrZ#%f`I-AM#_>e@IFF(o<#Ta!M`f3N}G~EJkyQs4$=g@1dc(C=K6{85y!JN zl>&#HPDyB{7Iv7|neYrqWK1NdUx7_b>onb7-|=X2@byi0iiJ)6fx)>4v?R5jW`woOo4*>;!z2%sFIcv;|7kiIm8!pIr zrBkbIfV3gU59tY4M=0Gy?uJtuOsti>sng+Uv@(?gm1qDVX=@X2scnygxJ=`=kp<`! z-2s#5QUM3`9z-nY6OYpL3~}o=%d020 z3dD75w*0ySHeB2!b$VB>`hu5-MEr{@Od8RL_l{B12>>F__NSm%E*1N^{RlX-mVwR4 z5xm6O>6eSPq4@hDpuKV^B~CV#XD39)cMaOytmOH#ZvOtgw*&6o+)hYxjjy(QN{D@< z(9ZFtaJYz#mp4wxZ9~emLkNZpKG>dLQP+>^Y4=3rz5fa}u~dlv>1}e8h^J;|{lLn{ zPHAPo5GjbZWmm5z8n%nQmp&Hx`)E}*{3*Ri!pC|gDp5->w_fMWzDhA357&}mtEzCO zHoBTeci^brVIg^}0TVU(i-dADKw?Og%bwGm2abr+$<5t5@rEm3e99DG@sZ^=0yg*j z>)gxek5ZyYm*kABS|yfJC_p_CVl|u$w&!9P8NU;xq$(v*9QfaSS5R8Xz*3^ z$^FuhrIWpCJ8-N*B@E#GbyPmb_pQ_Ifb{bjb)T_95_fiI0_)()rk1*hS0kLzkrm~& z@0@7Leh+uSysc^s&++0HXiwwe;$Zcbe1KfigWEKRni<)6=#L1Kp)T&?f4StoFnm~7 ztTa*W+^uwX5O_t}a)>LO>4vH|(jtUTJ#CT)C-sUjk_A^LqPX653JNx^ZTW3oCUw4n#*9uCf&<9p(62kls0_EbD_;lN1^&bs7#6pAN% zIvdqh>&2v~o1rJ`j|!6-BE`9+she1J@_)S>OS&@5eC&ONSF{AEd3thY+YG3u~z zAoOMMt@0ok^!5zcw(gj(kn5Bg1+?wqbOw{t(sEHQAd(^S1xJ#&#$=hqk%q7QMNF60 z_tYrFuRlGwOuS{9T$q505ThCfv4$tv+#?-Z6y?H#>Ucpb*VHt^#7^i_W+V@)b2^%} z2?))=&b!flI?tOt_nqM0A!yY803F-6H`Vh|PN~&gJxTTy9GZDcJv{j!pMPLjOJ51k zE68(q&^2{6qIM@QX_2+Bm-en11;^-0GqsYfDi*$A8Xg);& z8f~t9G!MM{(6WJgSHehrMcLDJu~Id>i;?=;(CQem}0<5%? z*3A&UQ=b~Y`!lZP=P4tzqoS(6O}-zr*;Oz8*84Jd@!4upkx0++sz&u|T+1SJc3r0$ z!+X{rDo7}~4tPw>_}JD*?~FHj-R074elGTVR$8agj28+{*NZg%8ZK^7W2?V1@}7Fi zp@Y`>$D8Cx97>lH7_!ShB%@`Ctp)-^p%T8N{fC6!0xJ9&=yWIN=8r+BkwkJGfTG;n zC5W(~P6TqN+fztikt^ur2jb~9An~9M_rWjdRtuDoz%cai#u!uI+XoHzWuQ|dCB&u+ zyG5>QJue||Fpe>aZ**Ara>sU35Z_O|&e7cC=fKIcw|wRAcXF55x^37UN{0975)`t~ zVvD0U#A|;=5KP#*PM;@RZF?AIWfiu5z&iH#LV)W=UtiZ z=aKdES1eengaD>gy-%u0}L7N$Si7S%|SWls$S+;^TOtA1H`JsxDj+TIMNtu7E}VT zHeW>-AurYG#Lgg3lvh4SdB^hgV4g^33@R9{gG&h!3^0G+?)!`yJs6RaA*v$pOVTR!@5BUu6+La&z<(lY9KQt`E849GCZwD&cUq=PSMsEw9 z%*&1>7I$VQm2bqD!wTaoOcc_D_EWNM&}V&O>D&o)I~RBHVd537RZzyW#g>mro;@*a z1z?#C9+ozy|LGk-J$i&*$*{x56HxQUx&c|=_MS6b3%LjNxTLn+Z$38SgjQa*M$d44Uc*SL>ji0-<|Qk8N#mVr0OZsu@2~?1*>bABYFC}JEXc;q z@cNck+d}q*Du{fKgyD#l1Y*(@BiziJ=PZ=)uw1&&)cCHT6K;Gf)Sx4T61w~Kf${}3 zkmE{HJ_NpTGSH;St0P5!RIPyCCKLxwfQXVLWf!<;>#jsmV7|VR270-CzyS>aHwfDP zUB~YbLG=ENpZE(p(NrLNmoy(+ukVteTfWAr`pUU$o*^Yk(!PfqUnpcG~JdQcoxuvc$ZD zm^K*EvQk*|4*W46r^b8^?YI@a+gH+Q@@b4cN!5qZ9sV`CUNH)L1$C|OC zZYZb9hf9KyMe^xQFppb=j+r9Uw*n_+K37A0#Sq@IQ$p7;hQ%l8ldq1>buOJsd3h|P zsu1~|C7PkIO>~Jwyafy}w*bDMM{kvBBO@Y69ge*7E2i{f7Lv?sj)$FeE36&A`@Hy2 zT+@{ka!&6(kGqpxza*7{+mU472>YJ}bcbjQ_pj^We_yUp31xW7t9ZrRH7uAsi;{^( zzzpf_mlMZDNR+dp&LhdS0^-@zDh-@$Rt-xRQB}&_zxS&eYZpJ>8rT`~Y?t1zGH^O| zv?<;D|A@NEsHnELk2KOCAl-;G0@5*bsfe^RA|gF>OP8b|-5^Srbk~d^AR!>#-QB!< zy!Za!&#vVf&e>=0{rs{WY7=sMOMC2xOqAKgl#rg-var2m%Ip%W%7V~Q=X^ke+yeCI z7mxyZ%havssB09taBdDYi=J$ZgrMV5DMnHV#CgQ52@Mtx2o#CTL99CwM}eO{!+dJr z@#mjMbw350_SZ&#ysEbBdz(Bi1@I+}WCKFbVwwQ{PX%v}^k_)w=|ZJFoEl}&Mlr*# zwgd5G!A*)9nXZaA^Fs242`#FynDP9@Hb{TV0~-E5KLE3Uq8ulXK&=i${5tWunRY(Q zW4kqXyih17Z>r(bGD7_u}<^U)7mLE(b}8CNr}d!qg4UAGPs`P z-}PFFKq|L+D@p(Na3PHL>&v_;<@+b)RAc%@A!uXL#CoP!P`X{V{4A<=1rmys-1H(L zhdxbo(34x)A-$#lQSA$Oy3nacn`s|FeD!8$$wH^3?tR4pT9ZMm zNKYU=F;`(0Qnz~zkcaO6O8_k_Q@*uy8OM^o27_?k?ak#7bD}Z&Cy_BA1R_w#FiRK9b8Mf;3U@H@Bzi^GW!8 z%-lmJsO~Hp)-do^q(cFFcQgOzWhSkFBcogwv@Q6nvmoRScnD&3ww?z4KWf3-5=iV-P_ z&wi+dQuInXeWHn`<3E5H6#^bEU7JqD|4y?|%)q|y9-q!dj-^5fgWTS_tgA7qnPNhH zyF-fVq|#sSvE^O&-Ee6itG%q`= z1FCR5t(q39V|S#7O@LKNZ(Q*MD&5~C-7iE}|H}fXnp3GMSTZFmuF&&E5%hXsR@=<3 zutj3A-FUKI;G9y#VS~7VIognY6Yhx&Jm^3c6BkeSxjs-x;Wb0|qq_tA==%Ob=kOPe z{b!ujv^t65~94q8oM z%Ep*EyZ{lO@0O_U8B@Zbt#Xd zYZ?~>0We}gT0qc03;dONXnt-l<`)~i?_U7Tm5Po_fr#JNsIk`lrj0XwA8kyOnkvAVNf%Liy1LFMvyGzS zDT@=d$II4VQN7{`ijBaZd?y-@G6xKdn&rXHeDFz7{A%7Y+8S+I0M*R+%&0)V`Mu0g zMrXIJmjV{VKr}wAsfYgQ+sZC4gUOV*YZ|dnE#*_|tc?-LEcc_9d|JU<#cziGO*q8M zZFM$aM4#K+Bld4H4GPyt;p~fjz<1X4KvLYdf9C1G)9nx4sd|*3t@W$Q+bG%QSA?Rneg^IDHM!_NVA3m1rtj!v|~lBR)a@@(exS1P0IhcGU_Vb- zdnt~dA;(?6OjN-@`_%g3puU z9Pr?B45^f8+lfk;d#JHXl$ne$S~Kl<8kGukrDi~7`fJinuK<^`c5$ko10aT3!K@9i zJhnIWT=MoSMPg?UcWcH1=s^Cyc!@#dXYisPjh})5O=v%1Cn>D005~5_pOrp=I&$p1 zdML~lZ8+n^0{6W+A-kA)o^fq-X?yDms^z&v1|sn7sUa~i&G1~V^hQjG&mZ%|A2BB> z?@HGeOtZ|xi*{ez{)3NzuaP{xPc}osWeIvt4z70#)|J>qG6uN^#YPR3Wn zWv1Hvn}Gf1N$t&PZEHRVa#TqmTK3CmM^5-Aw)`hHJF;^(Jx959@RST|@g(m{!&*b}cQ09QRD+MTlZTTM zSaaSS7^-DzQq_(xvzgPuo;~aX#Y^U5`CM$wn#m7D#cV%P!<;xX9W-L|lqpJGVQBRh zx?B|B^lNYZQ5@QZCGdzyQRp`6=&^saw(eRr^B-DaY+ZvO%FitqtCW{foausgvm9&S zw*jeh{!^RDU!jDIU%{`ejbQEDU;5g7O)mH+#53c@9Nh2}(v}=K9&zTFY zA83}nG$`iUYdky4`M`O9?VTAvc%*S5A4JKPAgG{k!~Pj2)UYYI9;Y-Eq--gPPsCA$ z?X5yFMujVuv)@`+gLM@YiL}afW6a@3`a3!b*YFc4%k%wFMbX5%;faoU2uxX_Bo_d* zw*(mq!*ZEt^p9#Ei@HuScY9FPUCbIa(JhK7L1!)YNl9?lMqoa%uAzr3y{|Napw|p5 zBzfc!Bd#nD7NF^Ut0`!rpTlvqGiEx%^f(v40?u+lr0K`sEg(x4u?WH%rd=xkT?K@p zAL_ND+alBhgEg$Np!z78rh&EDS#1*Vw*<=wG2$~&62*~v;=#*A%7>0WPss6400oA_a+DAQWzkYK->}P1vNO7-De1n zyzigs>~XSv5}W#~vB;t$Xqyg-X7LUlrCOnb8+mLnyFZm16=%BeKAM3c1qOwrJCz=(eKa2M`x*5XodUQbSw97QcIukfd6 z0#Oi(YIpZD<7;{38H8h%v!ClAH>XeCbfs6LUfCQEUo$qx%xpz%ZJ<(Z`eS81{mQDx zTZeB)8VLy`?g%B1K)DF>=t0_x3_Rm>a1*A>0W=lH8RJix{ivir>kLP~X4VdW3e+SL zBm7@j%40o<&EsDh1)tL^5-(E>h{pK;A2{TxBw&4tS}$2_-yDhI-Go`kjp7E8x;{V@ z-saR@ZWLs8b&K>aTvFP8JJ=ZgMhvv@id`APOBK=~!Dw1zM2TruvU45bgv&V`OG{yg z8RlVf^|?|3y{pBpw6Njm+A1oAQ4#%+Ko2H3$)D%s@w~HI!}6`w>AO~?l}?hz12AE1 zbNqq`W%r(f9gWgnhqLcEHoq?^-55`W6c0eZ@sLHPH;b^M zuxZrIH#u-n$w)Tf3&*sAKE_MnFIxu~GUdys!lZ3{g!VwPG$D; z&qP#p;2dh{eMYH*=b5H*voDb$w;)z%$cqK;XW6siMDAjJ0o7=QcyIo$B8#Nt`z!*c zILiXFC4}#c2wWo8*ib$0)cm~w6e)oXB%ehu$#i1oc;gzXikz8#1}9;gPkBlvP_L<& zi^%;ek%tpt@+U&-M9)6NxPeA1%ij3Mi!+$KKfXV6a^g4eI_N&055OM=35QH8m)FHM z)A|&s7f-evB#oQS(C(%J)=JxLE^b)Te>k|+PxjM?@6%MckG!4yL7#nEo_|-GPE`|% z#oQ!Ar%DVz2zPKG@+g{N-uX(%omQ$_#X`Jh?nYm=mj2@?-p7Y(cMmE5_G;~QurGTf z=%SXRxwSG@0Hh0rAJ~nDYPY-bk0^J=F~!HrO=K>o=5ARce4WI=)i{R0nQjPpKe#W6 zN~*-p5U8~0&*Fc+F0d65u%UL4xKb^7{vA1q$qKVm(lF(+6p5GB)X~(%vcQyRfH}o# zcvH69=z#l+h8z1m1g}Wo15#0x$F@4q-1r^(oj3r$N&by6a1ZsmyM*8&lmE!2SV(h~ zGeM8Uf$Lv)PPmPaqZfLAQ+QFTJxpe!w)^p|tr*MZlJ0p-DQ)jP0$x7ou4a7m5 zyHg8#)Y!CAElagoPXrWb?~dej^O%}J;4f1Ma+@6)(=er7OFQW@Hq)(}d;`WHl%)5S zdH~brpQ1;RU{5e~VO$ZjrUH*ptrEBg^yQ@YXfYEi0gYNqqg4F??k{CiR@0~QnLkf?fVP)8~)Wo*JlG?^s{4+risMNF*tts}mgSm>qx zB|sI$sFA%A6%R+QB$$(rkRs1&s>m%ayt$u|DwXM01&{4}za|gf2bT*1*CtXKlu_M^vbF!%xu>C%Opk`fN0>!HeqB+HFKcK>&W!f=|uf2oz8A7iP zq62h#_drAeLc7hk@v}O8MOX&lL}?3eO8)L#h}(}EBf<0W&Hsk&P5RU(OxY|r@$zkw zG~qot;^#QR#bE~!b>?m$Bi;ZN4be@qKu00Bs1qReOj(&IVyTb2HBGPPz0!B9-=ylK zsP11-YlxJ&3J8{~8}XsjGBKhn(;=FdErudA53q*%e?R0?G>&Ok-p)+?a2qqvNr?MP zPD5|`vJ0IFH!qVd$_)e7gAp#G`7>eFEJyV$Axo0`PgQ;|q;@tT0J^;-hDRkNC3(Fc z5c8+}5YgH-_?sz@epeLkpySzz>j7Tu@-!r8>){aI;RlS+2VHy$RJH_rz`7*;xpPKD zJ%LRVldER|4e0=uJ<4X((vsz81mVLeLx`+6%IBbV(f{u7?1oPTg%o zdz3f@oO(n&R)0Si#Kaqj>386mfg79m)AZ+ekGEpsSB9}Ha0dtdAfnUkq&Ag~$2B!_ zcu=Zd+!7hQZg8IuHHjptQ44Q7e7G$1*RSKv+B8u41RJ&HNrFUrM4~>)0u*VG4D%VY zz)R%u&7A9wD5B-zwyAJ5W!hW+K8cU7Ndz)zJY-`I8*q~|ZtX92H}?J{cDl7L*Qq`H z;rqhKOXk*{A(b# z{q0wT1J~DADAMNCLT(?lI9_w@(F37IWK&|Avg9+~ZFwLMe!uuVPrCd5wXH@<6pgra zh)^J*K5>A~i#3;(z67!|ZOjY5pk@PM?K15;t=m14hY*)>0-O5`$t3QOENd7z;xO+0 z6yKk~h@!G^87))uK1?*zMi1fb8HOV{jcsgG|xUYkas&P7%#(kNPLe#~2Ax)N7 zsE}~Ed!AwPF&MfKOX-0yYR87&&0j%ZU_*TSUR-FYW(t}5lG!&m2DLX>&}ORJ`)u*K z95E5jni_5XRNSccGC`W()!xvz=j4J($JG1d!~~sA?C_ry@;AJp@8CTcl^Qf;_UyNe z?Y>;CbPfWdIBSxuFd~DL1F{BX-;Ld^!ow3c^@W5T`X7U|w7b&+<}BaqneRwMe|rfH zO2}eC2B=N?{qsndg;?V5>QUJfdj=At$Pei$C7-ZjAgI0ai4P}&rmX?{!79h^x0P#w zE^6^T^?8wsQ>d)3Cab>&>?B3lk;VJ=Vy!x%LVB2qlmSh0AYYkEP% zXyDV}k2|k4dJEmP8uoP?<8Mo({%JE#9Z*Ex4Pg$|c@{2DTZcc;+`j}C+w~qwyZ9Y{ znlkEtv^-?@n(f{t?{10Xfm=1AKrJGJ<#`$_*I3c-uUtn$rZEn{4f3o6 zZTbPx1H2+?*?l zOyT@2E7*V?qo@YKse&K|9zpSgF5+V#LjKW=2HYLne#f8QBBo{IeCpFp-j$bZg66XA-!E$8e~O|I+!*o)y5y{?e6P&!pCc-ONgrlKmi7-JXRZ`-Jh*JO`ju_K;~j-wTNZ}gH9Gm zvK#suoBNSYd!GY9rGC;fQkmbKW}$0OaPA{kbTe5fUiX6#o!}g8Ur*5 zGp0cwT}cy)p5)2Iloc1lRG|8n?u_%?KZFNJTI<6K^1UVZJ`udwYZi=cdE*LbeCZAK_mhbI_#leT~{a3pcCO7EH=0%4>HMgz1lU5sG zY{_3$EnJ!*9M|;4uY2Rc8KB=H{rD;Sp|sx&-h0eIYCn+oISjOAZ=wRUiFEw6OSg6R z54WoZi9+{`!RjnWLcT%psGvbEtX%Q8`YgivW>=^C58w%o06K0=DiQaOEF50q+y;)L z1%H0{9rvdgRIkx_rn%IKHLV#8=dt118bvnOjF#jskZhEC`;;Tb(5a^U#&rMA^3;B+xz{ zOKel!k@^wqZ2N7Y{7N~;_nU++KhBC`YDto-i}mxLFqdzyhp$xEFRu;oRA3>KrBKD7 z<+sOJykGpbw4@|0P%HELF223A27gd(T^Z%}TG_{vM1#UxB<}#C+&pvE3$Lwom`> z@m~NXeg?>KqRNNMo^<|VjR%*wt!l1*6;Wh5_o{-nzuf*FH_Yw+5y9uq{9y%K>!VqA z`-gidUjbYbB;q1k2M(Qw$R3%Pfq?@yb&}SzP04YeK3RgCkniu+U0q5fJVxKqLZU=t zJ@NfjeJ|MfejWS=8ZyjFj<2^22v5MCN+gZU3t;gY#WGS65N-a#LlrJQB?zE0jNdN~ z7g=_5>2@iPPZzKUa*nTB*gm`5em{Is;*|@;Ylai=zo^U5jy5o)`!k*`^G>7!|$}NcA)B? z{YD{1#tu!Lx=V<3+!ssHFkt!$vca|ofPrVi*F7LKx@)AMDX*5qbMp&4|Li|sg}3o=RePs~~> zt`qLb6T>_JCd3~V2RQ)^U!S~$O5jqm9271*U9_b#<(*C6ezH&Z+6W~?hb3`qv_wJR z{aBVP%VDmWyQ+O()Tb54Zh|+djyk4wN)`Rje*}2wz~=x&t^;k(TMKb`XhKq$xREgyCSG{8o!q(0=e!j2-qGPA?dHOlE6vOF{4HYZ=S})Fa zMzl#q=9A7*8Q|X3?u?BUjW*bxl;b2^w0=`osxjQJYdA(?_OGbHtZd-WO(MxN#a( zWF3>;rmkXr)Z4EM-s)I*ZuGf)``>Q=;QY>@v`HFuGBZd zbHWs(c2Xq07o4W6w{CZBjWgSSXzY+8&SzFY1;$}UsG2v3)pG99Kg>*WLkD33+`sgC}D3#6y6 zSYXl$@I55@oF;f8kT~(TV}G?U2qX@Ujm-Bd&T_S8xyh-&W-zwdp?WEVZ8*w^Ie?{U zY9XB~e5M$GXZnNuiJg4dO2DU02%4^37oFNN)}gUtLpY{Q04=w~dq|XKO*vhN^AnesD-IX}{#%JyZO!W)x*m@Z-bv4}>Bt^Q^`K?c+&x0@#48>ZR;s7n_j)lC_eyiDeLVqZ28 zfnM6O$=2XUqPfFeAGkU8jXkOJvXeT~(31*#sa>IO+U0BXXx?WIwFZAWqh=51FWC&M zmtd265kTGuIH`zXfmbO10>Ci@ZE0JXPP^SX+(3aZgvL%v55LIx17;rz0S|tI$*M%B zAk=2g1)61L4c%K<`9G!*X}=G5RI7I!-(YR}fx@^E5EF3;$5mB&iGRqc|mH#QeuYfBzHrAfH5eSL2ATkG4=>Mq9bi`OV|K2xg(# z#P{RhWa#QE>YfI7nxy-kNX!!JqVIBUp3)fhw3rKCY~mt8%Lz`RL~RQIMWP(a`kfBn zrJtu*QBhYnHu25)b*#OOH4ad+6MjGw?hu!PA!FMIrbevp`zZb)Tt>hY9Ah2QrNH=< zKI^en(u9}Wb;btLK-J#IuvH`(QW$`T&zRQTcy z@4eE{%jcm>+aj;MW$D!zu%HByZudS!IM;~>{uUrI%{W~;?*~g3*b)0vl9`eX6~B@8;k*HvIMwD`T9YkDk3?>_ zxYzJktpQXUae21&;#pEmw0Y2U#!TZMxijg>luFIe)xsuLq>8gk-1QeSAveMA$IIB8 ztC-;K9E!r4s8}Y0JDT@GTgs7r7lO#%E{nD*JzfHtz0$~hDOz@GsrBNznKCkjJ^AxL0#h<^CX;Cjg zF!biDx=o#mwx!RnZ3)e3O(QkGE$VJ(ogi$P02kE3G#)s4A+qPM+96I)3>k>X_t=;I z4tOA~!|Q0XtG^>D;PdZ5j_ zAHB-*S6kB#g<_m4x?Z6*T&GP{?~+r`sB|+;mvW|ah`yJM%R;9emxXC{AB(hejgT>O zGZ0AA#Ssw+6_a}6T5aJLpsn=C4P#i@CF`u&fFW_Fe(ooUzt`?`{o)U-yh{+0WzGv^ ztIm#ZAT(HH$Xd(5IZNooy88AXtCB1SawsIK9RHUBBDm^v(jq{+;ttRm;k>mAx5(Zd zAR&%zfoZq(&gT*|T2WN2k#C>?3({~|Oys|okSrlO1Q__Z&uTbqbV9!~KEvU2VHa#T zvYBFpa~nFNKJ=Fmzg1>pHh0jie(p%H40a(AkP{;pe+V)h6N)gHNid;0F-22i8g1zw zk87wDrfqd>W$G)F!t_|1T(&2kW9YaaZgID&_xw4^E5>wcF{Y>1e5zMWp7k(5&b4-T z=3Hpzn^_3nA~H29)Y7&foH}NdC?aMhuj0wtnz!W0eV3ve=Elp{RjZztmTPz-Udx#I z7HQdh$<`ZU7{Mg6P8+O+I@$hSy@_RQ4rjyN)K^$8t{FaD0YpngUFt1!<|yl*r);yC zScYRq7hl)pquys!JdQbmlf1BQRO%T-1740ON94zN*giUAZQ-;`LJz{*kUsx95h68i zRGD=6*rummYsvV!m(Q=#^^8VXqyGMi`FAI6mJyI~(6QTfsm9S*oJc0I$ABW95rw-n z#EVuq;u4!8la0|w!m1A#uY7DwD93)=rXB0<{+04_-P!+uM4q*Vqf${?c1VkHJ8}gb zOq|rQwN3}Pjts>;dLL)Ca!@RZ8z_ExVr~ngqQ!b-WrmosOu>vLpqri~VYaw({|y=` z|Dvv-uy7T2-9tP(r$O)ysv{O0Me@E+ck1!Qi47mE8uF`c7NjwRg^FE;*O-M;ax^CVle^Fd*g5~G)=*5?d;>m@)W*h|~3zC@l zc092RrK29N?OU&bT>0pn9x4@lB?DYj%G@3WEa;h-+FqvqHi={P%VBC|sgE{4;+S*9 zWT$lr7$onmtL8OQ$QX@R9K~z!UMQ*>OW&1`=F>dSe^u~;&{VLa5@7`!jjjmrJZFg% z8}Ai=8nv-&#vwveOSMx?H5HqZH5x!EP?rxLi(r>+;Sa7b1-@h_X4ot1-f<1>=tdiB zgjom}TI8kHUiUkAxk~g*qeruHK@1yhsW<;r6%Z(jH+q`I9NqlNZ}VmnUUm=kfLg!) z$CT8CS?8$3Gn6#7|1(-H-K|A#dJ7aIs5p*7&@m4X1=5ORKv{>W6k%cJ{aoJcZf$tG z*jJ^&)7kj*#^roBT9_RktLvU{#{I$C7DsnQ=nElEw{IQ(i$LWBHyte#D&;O+_+0Y( z4SnbSg7(l(?Tq~Xm`1MriE0Gpby=!svEsx)Z@);7h1PPceFEZW9w3y`5q2{MrfF7s zuPzWr!g=`tz#zkbwct3TutsF$IidXWq*tZv_}<=$b-F;fgm6XOx7ILu3~XwU48iH* ze|)`QUB(dq#V60RA5PX(YCR7oti~;d7d`r%+Za-v!#+8NHCf8T_WX+{shDaJ zOFd5y;RcMO64m{=pQd?OQMr)){D&qU;8iR_I8jVjgvA=6s>5y-&Ja z>nPUDf=j71#b=F+PZp5Fv*@B&JbtvSzWK+cmBgxlM#S1mxcF(gJyM|1gHSpz$j3ID zYoC^D;2jeLpJFPLrSCaI*-q7xDn561k_op^Nxm#Zxo z?7mo^*cYAYp}}ccL8EY6Fz9ou$D$$FZP?kSCPQj`=j zbLATG1}OZ14AtRZjrNpU0h17jxiNzcgOE422nS~fV@9NA#z6FXNPN2IN#E`f$Agn< zuH-on-=QjPoD+|GzJiwZpR>h#f9*bOt@3+tcUV+*K3g60^tukxVcp*N7v|GCKgZ8<&Dro&AB*!?VH9qrFxPW1u`IxhQgP=6zd3(AL&Zb@-?{t=uZiNN$-$PMDEm$PLge1o)l%*tTMlgvq%>1?6N<{70d!>=yisu}{6yG?LsZxYrZrvizVvX2FdvuVn$VH8yQ0hE z<16)*m{p(OEe4tdrrk#%(q7gNllg)E%Z?e5UKHk-m4rXNEhvq7dp{~HO$;W!*ieR} z2;)7OE1I}JDp>SH99BH}06gcn4qnCg=bGHBI9L%mW~l70`sIZRs(qkz;fEdh=hJ@< zepXe~>pcvBk!r6QGQ%BclYr&zrmeTpgAOh%vHew4Uj3{X6S^1q1M{$>sn^9?CTp4Q zgRrWkkX3r0lWiy8uBG90_!+jFG8iyw-+}xrVY#x617Dx-0-6sR`y*mOSgIwpJrUj81JQevRi8g?A)63u^T+OMgRnO3Ym^ zbnNv@JOp$nKCW%k2ZWTLxZ!FA%KkWku0UEmIkpwld*4?C)$2y*v74LmqC%sPoaAfg zd>T36{%7KX2_}19b$eNnEbE$5AYi5yWYbko9Eu_0lxX~_Z2vv%gQcEg2J-Emk7pi-ie| zSvofsumQ%FW8u#GML-WTA_yE>YpPL?xSxMMca9;4eV#f=eyC793i>&q*W2$aMFdlp zOgfp}MH;mgK00c2Z?(8MPD9zO!yx(BmW)6TDGs6dJa{Kb4 zRIs~=$vMe0+E2dTdD}}~PQ_{i3$;iQo;tc6%oVBoqSqstx3U09Bh$~BxIgz#Y;{nW zl$K-VfDIQ!!g83Yg08GHV!#9XF!Cj%Labg)pZk7V(qpVD`dXF8cwVl(qn$4Q>`Z*f zNh8N7^hvP&p?bVMVob(B3)?`m4uAQW;z`n--h--IqGdYPc{HrS`uC7hrh2EvGL0zF zmb9g443$+HKXz&#Z zonD$>Zhkua*_wbA<`yVYN<^!|9la;#%%+XmkruS9MusWeZ9A%MEvh)^eTiZ-w{^gP z>$-WJ;sFuqG%SLwYID%a)gIf(w{GY}7xpCknTIjK@hi-cOoclAskn+38bm-kob7;x zkH{y9^LZ3tYObi$hH)1^Xnn(PIVo$%b9u5isAW47R2?k9$I+H;eGdzF#h2|OkQfaoi{$APk*7()zG z*RE*9JuxA(Ri0-@GfijYMt)~uFZPgHu0EIf+5DxS2`EsVBu1#zooPlGjRAZBN{ZYa zcAkVC-B)=d*dB+^Yh+iyLh4WvwXf`k-+sh(xutMbd0IGP2p9$#h}U0zxG6sRaGBLZC0g7L_eK?Pb? ziop9rN0)egzO#q7;{zoTd7!&zevyZ}2{Zm@zsFy(GOGxtRJ4E6(*6L34C=Zbk03}f z4MAwn!DUvz18dUs@|VFYMz~B!zS7^@IAWoGkP=#olJU8Eg0j9sp32H1J2p!PXXk_5 zPQ!Oc^W>R*PCH(9WJ*Q(R{3y?^V%?{KM#?hw}5qtI-*Cr>(nw)%(RmK4js%)y-1@L zfWA&p^cMr|b&I?=XRUW6!vZ1m&e@!o?yn&nr@o#|=H7O*8o~qi6ddWW!P( zRj-eMs_<29>C9J?iXD{yg{$a`mYQk;-Yf&5ZU@*iKCWOSa^yijg{-?-?0X5_^t1SU|f63WP*)J zM8rhNtUd3<^Tgs^&)edze`R+PN$wfch!}o<&rA(0*8}B;c#mtOg$uiRn;|iGQA^sj zwv+n3gV4E%K!3nSpc}79I{5cd0sv$#D+(YO~IyO|!fN_DHb|NNq z4NNF;9_9HG9C-_IG|P2kjN=ZL$uxRB{jgtDEAMiZt~Pv_R(9RnIVlXGkeJrn%dP4t z1Br%j;2e<#jZr7RudkH&{io4j2n%MG8bY0hBfIwWXDc0C&~}=2_IV(%dtnr|XJ|I? z@k+cuX5IYV47;chb*z2hv8N!CySA^p-y}Bm&%}iRK&)YR_M+9Kk@7ZTRAJMmmcw55 z#X?GNH4O5hp`k^?8_)r;C|AKbaiyV27$#!#h;p{9EMsbM_wA&ua5;tFuWBcnd-xwc zwCB}y4Y!n6Y} z0<(hqzu^cCc4mp|l`EZEQ+VM1TF2fmh|DjJvjH0}+7T<5PcT`J0@F*i(^^7o19b?53>V_4nX-yq_%mr5E!kK3BWvEN?Ol%?!j~ zY(@y~6)3Q9l0e03TdA4^mvkN8C88f+(U*KR#d4`N1kO>N7?4DVCX5MXs?(uu3&)RH zHfV6l27U5M7u>KHzd%%ZpY5N!XIJ>!iEfU@twmM-%e`~g!5{~o%`kE*rBJ(wWrt6w zGVZt@ zDQINTcfwrlc}7$5sZ=x7Ag8MP5?64RmFt#`kDNktv*|mJ=n!&bB>m-ZWdi%V#k{cN znWnvW#KeTH8T)CD7j^eFGNWfQ2R)}JDn=_E_%;~1Um4EC?RAHvz0E%#a!I+u+pWz$ zxim#jwwJ+QBy*rJ*}(Is%EQ{+_XjxSVgxs-if7j?iahvN-AxHqqjR+{wA5v(WU`s`;?7nBiH`sq*H$P){Cua!sB}q(w1e-*JGDn{vAYZ{v^F`! z*FPiU+ej1B-CjN+T|Hfu`?)h^z_2?um|>FK6gP2~vca3@i0Yf1dV<*^^pqbgGFB)e zj$oN98Ta2P4LW~9%tykrOf7igzf4fQTi!pq8Jvpvrf>ajHh-a}$;12w&S6qzw!>7$ z4D)2=9_zEDrZksr(Vhs}qaLgDg|o@J`{o;$8Icol)5I>qjZ37kOClvi&=7E=+tI@b z1N4jQE;a$$^(s_5W_iZbso?E1@izxUqm0J@MjruDgi?=QWX4S_mjANpC0#0i+Y)Dx zJ8r&0YI=Wh4YPJLE=%-)Z7()py?c%BHIvtQd&u!vs$Cd~J;iHxZ8O(}oyl6_Ez~-K zve&f|`I!<*d~dx}2gR;9h_{M1_!~V!tekbC@r}urWG?FLiz3ZB`s>zS_~G~77keRM z*Im9-uyah^h@EzHGJcHK_+GN^E{p$Ll1>@e*YEdR;Y?2v8qE$wdkY%<&3!7?3Cp<@He6!}4jRoQB{S(qkUpY->axeBlB zqRuu|JUmB`_q@aMdqJZ|x5?zse^aphK8S`uG9)D53unAOPz{!gv~sJ!pB0q2-j|tc z3XyPg*%`z(SP(A64^i?DVS=|;74?pYv7c?O-lu$*@gifKcG_&8CO8$%mS8ru>*B3M zaYfPvo#!9DpB0O1Rb+?>qHl2|;ObB1r9OH>*~1slQu!BLtJ)C;-LFbZ@{8Hu9&jr^ ze=(R9p@Y?4%kvpyA!BL2VdJ|a9(imk0Pz{PBXAM<$>DT}V2AdIw=#c|N`U%F5w(Nd zmFm$o^zLeCwlMIne1de&Rzu?OWLw z`@*sZ6-S?j|2*@wpt+K?U6;aI$vt8$gr9Q8g1i=aX1MG2!~!E6WczZFBCF{c^nOMr z(nNkPECyPotD3;=`8sLFpjd&C=doRzFn))i-)}3uE!9 zhtu$)u19L<@lswmFMG2H`DG1>78u5+jhU{JVI%WT?-ZdjH=19j_z&a*@&W`PR(V@R6JQo=po_lN(}?sMo(QuFA^N|Gjh~qfQIs zEFP1quL=CLq=OU6Z(!h&9e~|@xY}~W>xkxZKADuBX}>8LEfZj%4}>pE=X(XtHl-NX zemGK#MZ6JjjxX==z866-06&3Dg^&Q^ zag`JItDG}iyuVtlJ)hl|3ndvmn0zv@FM40vGW`yB-tDqwLD=PuufG!H3 za%3*#y0!IYIOpJxn$0iJ;ju|nM3lq)gihpN`3wRWeTCXV?Rx#MaPvtTLR8mv@%r6j zTBNk?n$t(W$$UOtgDU97-QcV%lDxBlC9N8nG@S<@-B7A!j;ku~L*QbqASNp}6LkSC z^}3II)2u81Jey*o^sI8ATAB}DLbk2@h4ZxkOTb3+{g;{q$j;Z9driW*1t#*CzZCg~ z>v@i58*jYroc0>m8rP^U7y8FXk}^1N%)cGi-8^z!-@|tORmmM~APO0{v76!dqcJvG zuFb0{I&KM;3Htt-4iS7P7eIw7tm@7vB||RJ25A9N0-r^y-a1QM(a!zs@W8Ayyc)NP z<7Q)1=T8p7AyV5S(O-d&hnfRH}{(+YVP#^C@*B?%hy!+}5R5?m0YN z=Xz74j%*&KDn<9ElBI9<#?z9Jc$vEr|2V*txB!_x3ufWP+x*J%BUsvR zj#@)~bsiQLwI?^aW{d5-{=HGc*J1ZqO&ligKRAJN^QauT-1r{$>2pPGNMNn8xY)U zFNT;4T4HMOBJWmUKf5wyd=BH+0jvxjE>tJe|2OSi)?UTFRivwKyz_Y2R&lkMp5$4Q z-OIg`b6C2oi=AwVq=So^uuy}b8E-^n$*Yf#GjPXfFz{(|Kxk>$>jLn3`~t~k8`JgH z5FX)tV%#@Y28hZZNYm`QkwTK+pz}*GLtcp*o@aBu3mcyMpz&bQ=m;UvwCh?glZfO^Z6Z&;OzT2pt~* zax}+9rj*h+m1Lede#)%3X|l)Ij-*_4>%MT=POq%d5L&NkuIFA<|9TldPIi*j=xXV^ zCG1w!+_~1~utV%ppWM8fpzk)Qt;Be{WB#{Jb99lVnlL?;m?C^A!7>?_eoP2n)dn3r zI~%72FG(lln_ZH3y1-WEF^!cFqwEm_^5ha=kW7w31uHX0vl;mPexdotR^CIVh+23T zx>JD((Gl{!*9@{Ttq1JV-yxGFJW#n7Y!Qyk@H(9P3VK4VO`DV64*Ep;+>Q=zoQHji zn+>|Le~~8S*TVymh`*_PYW8e_Xwc|M#F$XD44#|k!o~|c>`lCi$z0BUF;YQ&i!D7R_KK?Kr#eg)ag0pFGeB%K-y!pmq;; z&gzH|%Gd3HW66{Yuk=b2h)PFp6yu#o8*4WxC-LowR#rN6g?W3@PFq>A(0A+MQo#4p z$2WG_syDf3sug*wpK}^3sIY(fkx!-^m&j|T;1lpHc9X+yi_JMFEO6-qL7e1%?xzX0 zt4O|f0jLLJwN099q{NBt=Lw0EGPRs%UTCy%FNjm72woe3u-7BXbjyVeSxT++3Adm7 z1M5+OwjP`R+wS0n4bEOXmMS~nu4<#K{kdIuigYGQWu7HT7S`=@hx_I*5;sn&S;#q< z;oRgV{uP(K)kzkKH~#6#FX1y$OUrDRP_2vOre z@5&k4?>By*vJmj_5vW5da+x**>H<**;)Fogz&A5DLf(LSj(y+Z20)j-fyF~ub(?0& zbzq^XH`6M1C()~%LiB#$lz1M)e(Mo7@S8QDLoxHh!C%QSP;nO0#d%P|t-_FOrAJ4% zqO#taO!N_L^~xtztC;JjRF>4)A2N_39Hg=P2>i5*xa*TDpX;g#2u}SY*09PIF(iGc z6|Nwewb%@21a)b{C+0yZG)(h=!1Vk%fc#wG(akwt9=oNgNgsnlnGzzqn>Q~QzxB~| zzLupq2s?Be=%hrKU8u68`qGg-f#Wvopo6mGn0_^q8qi7NUNvOX;vX759ey{EA}9$C zUVQ0ZAmRTkBTpsg-N%L3dQaCPAZ8`rEKF$DWVeT;SK)Z5eY0}PYI0##F1h>5xi_{R z)f_B*RfJ*+vP3>bPKeb!E!f0RHD*c3B)@6>)UNPXbgWhd**zQ0w1f$yE(bblRzI}3 z?mq$N59|2(`EkR!QFy$7)2}0A6M?hyN@g)inRiE>eHVLulW!Ms@xn#UMCu4?k->s6 zaN0t?%+O711oM<+oq$n!)O$WP8q8j&+??f&;*;U^tF|W|*_w15R0@oO7g#Wg9%6;C zIws#9@htUmYE~82*a@$x(>dGnGv2r!eZ#DI%UMoo6W%Uh2-d_w0Ki#XpZkctxh4Ae zl@6Nuz>{ZZAQvxo^^BaWnYvq;bmR)rR(v}Fdo7ugfPz*wnD7_!b>TY< zp!Y9F;a))ad~9$kjSFuL$?t6EMG1%A13s{WrCu*K8%;!hM&90j_nJE3Q`yl5&BJqH z?{op3vULB$VQN&q8HtEZZ9YZQdXpQ&ZN{_KQ_k()P`LA+r6c%co3p(zmdh>% z2s1NQ~&D5AqEef9Pf)(Nd}Gw!m(tmL%!Bd zFs+4_5FeIa!rR7fVE@~lj zq~MXio&$$=Uy?2BuO&pYB7yqsR@)$5s`W5c7p-E^`U!%@_=E&|o!5Ia*kD!=q|b+5 zB*s!N#K)fB{G=rZfFA(Zg;;sJ@_T?wWH>6^ZEIeP(h^pKYNVHknREn=H*innG!9eC zLuY-T-&iFT@lkkV;>Ukuv{=6wWXioOhYl-)nOWiwl9{6m&;3P8zunPm%ooP30(R5q z4RvgAmXw@n40ZdMt1-wkpitJE=M zCAH6AYDW#4u|SIvaD;axe05iWYx`Na$DI%0N_<%|gto0l=cx;VVxGy=M&?>!XT`%W$K3KDQ}SG+GsPr3HRcp?^V__4?m)>{BQI4DnbJ$(B{TR^Rw z0nUQ#`sn+E)9ng420NgGgb;^K5LIV}tuhQwGouI|!#)1O`v`zaWf(OA*>&v-SWosw z_*?Bg-_GJKOqS-v_L+w%HaL9>YiwQ9Gf3)7OtLGR{Sl3*!ur#NAg!M~vc7lF9fPDrAOZDXf8*!nA@<(+!X7y3E^Yp(7L zW&V&&uK-H7K<;h|Z}Ro|_pi76o)i4puN|dt{f}Lg`x-R2s+RtR8*5>*7k& zt~;e2fEC$8C=YAF&HX9TgY?7a=LAicr%8G0bg`dJ)S)ks_b#})$K&=BV4`Yk*P0)60(6s-YXz4%rbsdvT((5`#7#FXVla)aNijH`K*i;@zwZ{b*5c$1T^S>WwL2$xUs>r9>&KEvI@t=U(x$Hj9V$KD3ZKO}R- z-Nw!jMgycm$vZ^48HcS17bH&A!8X*o)GT_#4RuI2vLQUTLD>!1sRz@qVtxLUlJ3dk%N< zdmlH*l>C5Xlh2!cv3+B{%=Q{~u^rX{LKsQ>RpVs-#*>*fVvV_nnMO_%NZG$!mPhN2 zeHnE(HCzb)^9X2+F>Hgo>neEMFL8p5LKNXHo9`zdXygaabFU?~x7;ze7>lWO{RnYE zCDl?wz6DphQC<(7;@cvHtiUj?DeVTqoV z>UeAB&=;Yv3L-m;jz;qar~F;LDUpD$$OheZG0rUVRx`ppm^MoqLoIVuK5L{}R@%(# zS>a|qv)JP;%BPu!P1wQ|$3?0SajX*+M`7U_+NaF^weUperj*g+c8e}z5tDg7m#Z=t zFSW(CyGFO)PJ|@4k!1ph4o|@L<{5!=EGp1V;<(?ZvDz?Q)TO)NJLj|VLqCtHDT0?b zIa5>Hc8&e|{d-NCS4H|O`ni(5s$+@$SUxi0Z%x#)6=&kaV54VB0>JTCav_}{l34nK z?a5{dICQxH*UQdALtXbrpeytF`yP+GE{`Eg_fs-uY6fOg?m>NQ?Fus!c{;pa)zd zkJ>K-R$fFL^#|C+r@y0GJ9>nr-rLfq0n2t{sF(pXqJO5}Y_c%RL+DYc;q*Xogq$n7 z?ij(4%`8a~AV7A8kjevjK;0GG&&2WVh8gI)ETbP;l9$0a(}Es~^}X%1jcJ$5C})$8 z_c}AJAZu0C-zL%NCxRAfe;CH6+XYya(v404;MgeZV zOO;(7%Eei>Z^fTJsd>`%9|`AKp=orPO%&pI-@Tmh7wvq=$M%IBPRSBNhaiU|S;6hM zZ5XJ5li?FZ$M1$V(Vf5ynwZ%PdcV*UZ_%ew1WP}jUO*fGTe8c<5;4P+K_-HmnGaZ` zXJ$mOn*0vQn{E;CFn!!5|H)Rdg;FZ@2)kU61^~N}l+pNJLWEc9nR6{Zt^>sU@zu8n zqwA&BzNOgkg9ukNOcOSGI{)1_;Q-3n6{UTBD^4+|gERPKS}ww)#t6MqU#GNf>hcQ6 z{mId?9zzEV(i}HqZKLwrH~XrotyU-g8;^?Ny*d;R(bWX(znH!Gq5`X{wWsjJ+)*pG z=A*%Exzzf!2`{_G+A!g!5s+QCE0w&_Rr7mUWb#Bj?5#M6U`;0-gN%0wxPfg0er`gK zBP74Vj&M87@AbE$W!mKQ+~#6{?wr988p*^i;-xq#n0bCu?RzJSEi_(_)r zrv{E>-t}xuQaLS`v&dV!ON{f{+kjmq%=H9yECMs6jF7bRe(YQYkS@tF+2WPIn!sJJ z&Vx9X(2=JaQ=Uv3 I6>XEnS}#s=a#CI11nCL+AoFweP&YXPF;8AO>9S6~?vtHoyBBHMq76-cm=uG0Mm=V`Z&7WHzMcQr z-hkiVF6$A_KmDCww66h#ol9x3p_t;Tun0xNsCi-63;Yr1*@>@b0L3Ck+ijcv`DYcF z{S_AFh7NQ~eD=DNj8Qq5uwT6!m$}{!^^qFtgoTD@So_eX(&>$;F=m_aGxfYx?x}4L z-4d;O0ryMu24RkTU6k&hd_glde9oR*k=yMDKs=%o$v~UJq6F*3Q=_mycGHIcQ2>4n zD6t+-lzNdMN>^uNFa%*Gb)`|Bj}C_o%CjxA}s!|pVc=lN^{^C*J<$_aBdL3YVfMF+N; z2AZ8HApQ+;Kwm<>CS(BEya-ScIj(N$ljJ3gyI(uLzwm*E>!4tYr()4L945s~qD!6! z>#i9U`#Hu=>r1ubRlXIw)9gkA+Lua4aXPybHX2nE%SmBQ{RPf$;m$-h&OZB$D&!=3E_JoyP*L?6C0L=SvuMInEN?6AoH4m04x=2{&d{iwdg@ z3rxVPp`YT_B&*}XjtDCN9A3E=L6QITz7_g?ZFx|) zLE%|*z~netePYn_8ad>s%SVl}G;Pg_D1C!u``vLKFATW->BpjXoHy$P3Qk)D4On zCfl7p)1bhhXumFdb8X9=F~KcNp5TRV@==Uq1p#~FVYX4Y_4_9TCZ|3qSi}D3WLv91 z5IOwHmVr|O#Gx;cBC8kg(DiD`p=aL@q66sOD+OdTi$m1|#*sn-96_B{RAmxQN9oY9 z#BaXfi{MRG{L<;7C`JWb2XNcs<&6EV$zbZdUFtnGjVHviV;w4I;Pn$!gH|)-(SWk% zXb@xul6TCZ#zf#4Lwsp~+NPO=b*YCT>8K zO53i1g4u{#-Pn(aTvyWNJ-1}jRQwe^%2WsPQpS|+6_y7NU)1-Tv}cF^(*z)V;4QU1 zN=NqC!xd*!0G|OgiXvHpd~R{g=SY`_A#vBuRiA_uAxkj?qpt?l?gqX8-msQ~n=d4D zz;rcDL;0>W=kY^*I`3jSw)qY$lvde(*L68M)?2#Ep9 zWsTkfZRY?zTfvkPT_cflEB8}q3Q0$T4*9ISTzXeW8KE<)ON5q6fA!--DPy;n*EKcP z+1pYl2}lJFAJB3Ib?{~j@8V~2el0EiF?Uo+%u^rPP`_&4fvn*)%-|)C-{sL~n(lUB zcQ}`7#^$NFmR{IukdU4CuXO}T@}Cdi)`!b8~EZA7Fj&Q5@N$I zo8Xr_GcqNQ@m7(V1-DA<0mjnB;r6kROFCa+$)LxFo;}3{i zW@E2>dS#KEVBFvx6)7N?Q@QT3A7;bRcYjBjTFQ*4!GxB~w=%bz3UO5*Bl>KY09Md) z)3)%}=;VSadM6au>Gv2-n|XP8Hljn60Srwh9U=3iwzs$6 ziQb^Ws{(PKT#v_x6$$sNBfY})MgJZ8F}xzzp4A$xoJ*so`Aa39j^cl2LGN##Nsu&Q z*WVw34b!!RoY+#JC;#fZlUZjxfczY<*u4WRdcE>r>vphco2}vBeg%jKGQivJCba}M zWTy3EDTU(jk*z;i{ug-2B*Z|UpMgQDn@p{JWJ%i=GH{uqSu!tO@y(``5YyzqEOtgzp4+MjBrdFVCY)}8dJeG;J-2|~8BP*_Zu zN||BT)BYqrg}dft_27+0&!rWfNQ4m9*C)qNpO)ouzpLY`Rh9qknYUYCJi9m{mfni` zy)_X5{+osAl77N>w{&=oVC6#D)EUtjzst5f#lwZM1ei16&{6}5SDX3-7TJYR5B$VvDcDs;0?F+dZO-~tSet%6e87yCu z?Y0#Idy^*~0Vf;i&{5aTaMzievu-4&#ehF%Viczr5x+vBAt!^^)wldoj$xVo6;0ABPLGrTz0SjIWLG{J8@BF-HzQJeT>q-jh5MQ;MdMo!y1(h-S-AtJ=# zGxS@B&xr2Vy{>LV=&1WOmG_@O)l5LMWch0Nx!v3cz+WPwBMIqdH`di|m8wLcyduO{ zy(WgYch+feeu%7sQ}k`bNmsC>{MsG%-_VSTpl<41;eJr&*+B6iCK&XVh29bI^Rssd zoq80L_Rr$VNDNp#!~%VYyBJif9slSz%?G0Jr$$H9P1FLPzzZ|N`bAn3*o;v_>~V5$ ztxqR4)=X<60tkm^Sii^<p^Yw|B^~l$eldyoAS^>GSt~X6e z!d%o!R5w0Y1FWqbcqOcjE142I(#r18#zMs>U@uUwyTZL{LMozPUG?nd+k>A08|Uuw z)mY)6KioHtc3>O-8WsL<0O*#fF!9mBBx6#(TVoW>c(OYdUf&-Di2h7_yxV;D%m5;D zYzf3OI4Ehb*4`5$&;m|(U2~R>e{ZfkoMxBp&=0rU=LEM*_h-&QVft~u2{bRFOT%rj zxAAUtq|5d%Mlx)-p@?hW+#QuRf9`s#dN8TFanZ&-2zUs-ygi98l-zA4yyFJNM@tir z)>U57TE?tdeVJ4;Qo}DQ1Mv@a^$Lr)U}hkJsIaq}bAT`lVBZdoMLh9@peUpNBBp!6 zm86^7 zphZXTkWROSCz3@5vP-ddIyzK<-uPU=r7#vFUoJ5<7BcIv1O^alQk#RDL9&&#b)s2;53lj7Vn(yKu#{U8_DM*>lYYiUHp>tuPR!vH~k=I|4LnDzFvyBcc)AEY*4wsGE=^Y=zRMSdb@8iIPkZym(&84gv->Xai94=BW39@n!9+vmN3&|%V(PEl=_SR58n2-@~0X&VuWSy zX0LIQ3J?3(#RHx%cz}%c`yxs8!*}8Ud(BC9@=2#IDNi2W?l0zcPqeAR@=`s*!%awc zS?Bg_RY{?aE<4&r^oA6TbSH`5HoH3;!b{d}anAyh0!$;# zQ))r~)b1HE>!}^SVT}2o#Rg7+(DK(9}!lV{}39q z0Xq;NEWYLH5xqZCp?>tjLpWLD_ofR_JY|+^6eOh!Tf%G?-jPb_M*nJmDJ(;OVFVo4 zCn=8^tXpW0(lBvMVOr|&%V1Jr`s{3{pd{!;D5lV3Yc05M5|floDc{pd@z3#xX$|X8 zk10oFmpQNveBYDC4cWtH8hmuhjffTqt7{o|G_B78aERCogTP|oL9tL+ugDvt{;HW` z1ZZ|PN&56>Y4>I>`_xs1>- zNcjTw6PBc!22%So=H^cETYO=3O^h{&HCmcid=LHtKfrU@Nh&2_+q_)A4t;CU|a{Tvl&nkMGE>sPGsP- z!`OkMr-uB`G`bwy4fYlqZ3EOumA&gZKS{xVLr4qsd50on-A4s^>7)?>InA?ue#TcE z3b};SM*(hG;I|<0`A0snaqBsZ(qe+rMz|UTM?i0Bqw=kH*lc4^H5czhX1c2S;HY|2 z9G*FmCH)m^7qbvv4B2Z4LBC<_nBkU4r0=`u zy+=6>D0VB&BILKi@KXAzAmFCenz*q=L}sx00tG#ULU)#P)~ z(!@$e03~iP4AOc$psDTo4rz^+t^5I~GY)b?zE;M3gYmRht4~u*5s0}dofYU-F6P$F z#5Gj8X>kg>VEZjGN@2rHaoKCOJ6B^%W7g_sTXUC7g+_fPhD=Zh%p|1|l`j8YaQS3j z~m4`peEvC?iVL?@29-$pIfz{SAX&$XShDH33CE}6~k8qptu0Vib(^L z2|dkL(ogc&uEXrbKFyx`eFxDQebOsY`xAWhx5-E{TuB?jLApgC2AgBAbjr`SXxHlv z>Avz|r_vJd){;UwmT z>IfzSo3DU@+{ ziO9Rdv9~mEg|{K;dbMVPt7os0d;>`AOq|8y{iw*SEG7qPEKQsY961Rk)P7Q@Yk?}V z_GNtsC!GNdxjZ^s0hpQ`WXLA%;l)d91#Q9EZqj|~4!p4zy-IhdpNHlD zTXjG4dLt&biRJNOo0t{EZF>B8B*JB1$D)<8z5k>Wv%&V@&fiaO!83th%Lgu z*GaH6h)}eFRkx~O_K{B@`*5f+W$aiJFnU`2d=k0(3JvfI8W-E%;a8L#KRiB}%z@sJ zhQnJxj>|X=&|U?fP|U0hkv<-^VHwfB>b5Rq$4;LQ<;GaJRdxh2I_=MiMoN=gNYTx{ zzx6I3vu61I7WXZ!;ecMG)@KU!f~&j&E?2b_tpO}&rn`q$G^O1_Y9$Qt9q`Ie2hu&? zPTh?r$$$X93x( zHr}p@94GwN83@Tfk#Sa*aA*%oy8UH z;ZQ#H{o3!{Jjc4keT#xl+_mTLkA=Olk)W969!GT`>R_}F?PL7t?*V{X9W}twbti)4 z9{<8z9*~^~Stxf52cJOS9|Ay*iUjnjWPZA{=Y`VHKsg~A{2<+^ZFch&tYF;uZL|4W zjN99Tf$T@*AjO>MwTrQ8WrLugkRSRyrznv`H11bS(oEQ+p3~ys5?v0b`5XH}_A)Jp z!PYeXiXS*1LmxYbedyMT5m z-v{*5>c_G12sf`yH5B^AM<&yFbB-0*U;keIf5u)6cnY)o@gJ+KZV?75;~c58+V0mz z?Auc@^PwRWf*0?+$!+CH5atr>n@;428uK1zD*68Nf8coiGjA>y`*}ZF?-MVKBO=vj z(l(Fa6$-VS5W0PDOD=I0*&54>ir+{29$E>Ou?4LS*FaBqT}5X)Tt!)A^is<7JJ6`T z(qjT0-MN>;FsiK<#{f1(3992*78MI?GCeW_rUlk6Z^QyeI7GR&Rc9c?yE2*AYUbk{ z)|j7rONy#I+WIxMV#-WncF-3(1mYLes|eH>U#-kv`#pPRai?4P)EmpO zv7`2h0HT{5FanwxE7O|on8FBFehS&YD##1_WhDqMKg?15*cZ-x@-W+UpEUXI$L~)G z(zM+#@Z<~r(uRP6=RJUaWXYa=td8dx*a+6yeX;+swC8wxo^d21R=Bw06E}}&v|ZEn zS&kjs{T{bj_zRiqLdl1MI+UT8dHY=XQj~46kV{zEM9%8%k8rnxdhE~5I_H21-RP3p zP2Fcq(o@|co+ORSG}45!?HM0Jw{f(Duw)?yX4;DD<$jjD`N5qngJ(uZ#6b28YqBs3 zfAAu9+WWM`GLiy-rk#b!OaWZ(zSi39i1!q(&*e+LovS`Z*!s=D0>zH4l>xRo_lo|v5`2-ypqq^}AkbD?EZ8w3b;1e>t zni?DPp$o=7UZ%NfAA({UdOo4?+wHtF$?}i?w1N3H>M@wjF)13lfr~OD7d0@2t}|74w+bL0B$r}}HA{UqxA33flW|nrY9&Q9LoUp(KL^$q>PFj| zD|&6$?>2BmS}|e`dU~S>P!4wc!T2`xvt5 zP4mpH9OVTul#<1;Nc*2kydw_Ro1IBgbGB68yJc>%On|r6!qC-!c$L)@5@pOfL_1ja zX=}8mk6m>@>Y)CP#${y}wpFZ0G4;h^eazW(us}3>0(0=o2o9 z<^Bl9i9hkVaLVkI_azUQo=Tl}RqBey9E+{&CM#{q+UhnL<_S2o!Z~#HWy2m5gS=M* zi*DMlbx_^6>!Z|p=`~`5`1^)a`E3(V3Cgma;R$R=)&eG+HV3rYL-bBJ`kBLJ!SR(Y zmnn|Sp+HCX5~bdT6}g#4Gd@2d7Wk+prxpmtP_kpb#@4Q`9b&pNSGP$^>?MgQt zTFD@r0bdLMpP2w!-3D}9ylk=>-ff=^`w0f7fUOa=oNTK{9?`Ys2T;+YfAcy{b2T!N z{b9ppYIUAxYxi1D)HYCeQtP%{(04p#5dKXP%cO*nk+By!8)(AUl1tM;hdwL<3;dO0 zL=LK$!|J-+)9(Ya2Ni#Wc)ja6hAV3SY2D)R@P(lcovk z&x$Lknf#w$Iq?T~ZJ(FQ=2k$tNY1KpbHE48gp|STbE<@qr~}I3?>il@C)DnM1zA%h zqc@QO!Jka>z7U^kzjP!9I6WH*>me(kL&Jom4Mf02@>;C*^JRN7CEkR6f~Mc=pMj2< z8^4-%RpjJy()bj%_h|3rI!UNYpb~ii^pF^#&SC5Cw z_6mgFfmn3sq1l2^ByOS_%W3iY&2m&n@Z&HeIDBc9d}eQRnn>rf1JB`2zmW&_b@cZH z=FdyRg8)fgnT%mMYPM=KMFdBGVy9eDG>b_4igAB46dv4Pt(Ykl8W{@Dd)x|60%0$G zr0}LjoufFDF||pi4IBy#Z_(T1((D zoigRe+FX<_sD@1MX;JKDB@P+84}TH69=e+--F0cMooT)#Us#HL0?caN*$b`S;)kw$ z6G&6Jf{DD0;l@NC)yg5d^Xoi1Vdw4MNa*cFxEpBLhhV3ikLVu&>T#1AybrU^xxsEz zNxbmY>Yd{R??Dd|yW74NitO9sXQ?V5L)LOpb%2+5xO~V@9IT2G)GE_UUGUf&knTEG z`xU9`fv4gT*Y6$p4jfRo&k`Z68oU8dpjG$Odw)ca?Qo%!Zf?_vzjfd`I|7@ag2%Xm zN$^Q8wc+;P&jJwR{NW~)ZxvHBr60>yg1{%fKZV}N3R8~FayP9$EcKvcLSxZe*hQ7l*H3jJS58i%Ur`MaNX#tP`-5tQ(zz%iy0q0mf zf*V2nD^^tC=h*KuqF%{Z`8o))`6)788F&3ackhCR89+fcRKc|1;)>+=JDcd|tE&v% z+yfM>YRCS5oaQ`~ulXzFj)cw=7#JBmEVc}-Hirp}!6{$G~|kZ0EibR$fB zyE!CiqwS=E_24n!bngC~6K39F#D&LjSuIzX`Red)RVD8latYu5>d8=0_#_qaSs31} zQb=sL{~?>Kj1p*E)w)~j!K;Yn?H@3bKdCfR4^HM~q@{#suoQIIW1_nTy1e8Or}hLU zz(Xq=tk$-E_8q_uWlNrC95e1s=?_0Xkhxn&q6t92S!p$$D%JbtUm!!3vW;pREfHvz zmbIdB_hCT_<5WUB*n`+%SMM8K;U28z6}+`C0-{Jlp;89?uXGXEO(0Sj3Fl`MyP@!i zF5$~L+q3yY_shipigU#yBpOvxTEHheuNP;472Z>f9gK{iMsKvSF`D9`Exu`k?&LGO zzNtam<#SB;Tzk`*C%}D>GwmIzS)}v_+yvNzIJL0-M~_6F3W*LuTz`Hu0_Xu@>=HTa z21M@I%Yz0i1<7TWSa31AUBJtg6QmkMlt$y~MAw}mA8}P^>ekpKg1VjJC`0BlX)~|7 z-P0g})-m=4OfpT?mQ(7V`s^(hD%9m#+BW&P$}>n7QtxB2sMwR`e=M?yQ!9R0kPwM_ z>?Yc$zy8Kuqd4;UBH^KjG1zn<$#$!Im^QKr53lQTo;Sq;KuG|p_OWz5#BV4(1N}|~ zF?icm4vprKni=G!_!t(1+VG!D8h|bfpw9tM+?2Gm8D+B3`oQVuGU>)v*)cSYF${bJ z1@GhT6U_veO1}&Mf?WeI|K8+u!S68l@uBMGwy$zjdSANV3^J84B*r|SHsVVI-x9xP?XaP3iS7-_ z+!XIj@zXi>#fC#|wBJ>=?m*Eer&3!MgZuvMaj`Uhs^}AM?4zBrnd@Y)RMyqi)$=;^ zkl`3;gy?A>C+Kv4oC0u49Wd$wZkE4~C=j9-?nVXW-L1_`RP0M3qTtm(7+L@_c8jkX z3sZruX*I6voSmnvQSZ>SC8{&@l_-Y8K2rAtH}WytCuB2KDn6$OqBoz~e@^@Y zJZW4>KGIvZFw2{T%SOgV?F?&5A}Yq8A~(vfq}(muu}jp58F7bmQ7-jrO;k};PYBFi zE5#gETApJMc~y6PMk={>D=wiig6;k?`#0A1(x$IgHYE#uMu!f>zEdsKg#LgI*lHO& zbWoG70gtoK0;vYc-)FhKTsDM7Ric`*Uk?0rn?;E0-u_SlJq|vI=YEd_UR_(FBT)CH zz++N6J{G;NQ>9Q%Qx=VCr3&I>?Jzs+`IMPJ_TTEJ#v>v3 zAet$IOQrmTj`ZAtiY>GyE)|vI(8Dgfl89r%46rewI#Hd+%j@#}T#1TV z_fZ1Eg6&CzBqDf4;Q}~R^uJ2TS~tLlbR2QJ1CoAkJSw{DIKlH^NC5dR(9Z!>oK68v z`ysC#i~_IW$>6O9Kj8c}pQbs*nRzOkRg=sMawx+1?=t}o+7!6HR-d)uW}8yLwbmpAF~N-aT)+O`qe8nsCZpEY$Kc26`O*FSuE z|6Y9crZP*K!6DN@J{e@ZE`f~-|tEYp!$r4T4G@ z5n+Rp3@?_X$;nj8aL_bXpJ-eBmJRe|4$EP(vL_pIpU-xtqjYKRf#Tr|paT2t!};!{ z?E`NRbl2k+KnLWVn9!`h)m;g}AlkL`|e6cVI!4sQ%^s&RKHmA) z)t1bgd@6~Tq@60|?P_my`*)O{k<4AD4QNXzU8dH4=G^V5=U@7`NG`VOT9uv4Hbrjr zaxilO(B6cGO zD%DEg>tOXWAT$s!a(l+9(cr?JB6xT;7p$*`Cx`pnz;+iKtuzdpHGi}qOvpRlE$)acZKk!}uT+MAJv1-7AFAGH+gyA2(_qdHYU zb<{c#*!$lEbb>QfM#Aj_0an?9cx%1eF>yMCX3Qyd4jDjG^ax-$e(Qt$EE*FG4LeSL z?D@>$SS55CWtMNBGgI^5D=t*b**#672iQoQ0Zu3MSDj|{wyXCV3pLJGoebkC<}cTP zWY=nFQ!kjol#_$wr-?96-hy{eGSE~wLLs-{xinR7j8&v3PLVy1^^2Ybge`m|7>3b0 zL`u&6B|0A2Vs484w&>K?u(6f(6FQ&g`a1sbAN2slAG~*74)}4zi3k~BtaI zc7j(71LblktE&J_PUeX-7gA6y+|9Q$S;G42xvmkm!5UzV04IHSIoqN}Ltw2xLYTMi zqR^Kw5uk2SgH^xvpOFEMlGT-9$f_y#*zpJ%HHg(Pot*S7j^<28dEs>c?n6#eqE>T zgVCMh#8?MoAv0WW(xIyzNMp*-e+6Osv znmwPnOrC5Rc=oU=tcjhdzg_-S@vP0KyRzDtECQC$CKENbZbX#)+KH(4@c% zM>iHT1uKk>I~uH_P~65GO@=YxKYi_#iZ-3&d@R{T1nN^bH=qW*d6}kv`c({vJtbq# z#(loqdMKE2U^1(Q#dV0+y3naF;n6<`42isyc`YD_|fM2JDUY;998T93ZZ0^8N$F`oooljJA%5ErfT_Y2uuNX+f^ z$aR-uq$E4S|CMz4viC4pfQNLh00@}+8OTC5`VweKdrj1NAABGR^6~_6c*JC7Ju-;k z1usOD31aU%Ks3pI!d;9-6@@j=;A`6H4m7(UB$bw$!cmzsh&5}he{?xu&?r9zITE?WkM92O>i8)>Qph*^=QGqVWRNb$ zoU|;_!C7&^aKjUUiy!p{+pt=)E|>D^wHNtRRFaONd#|goEEGfW^yk&{?}Zpk0w3;L z2sJ8}!IxQQ&RVivEBZ8ByqC{@jA6>7ZmgTRuz4qY>_30q5?(Ll^$ktyC{s-2&el8N z%Au^AruK3yz%7hvQ9Aw5b~{fF)Bb36Rdfh2xy=l=W-5wY`!2Y<7RL`gXJLw-FQcba z*|b-m)x7Dy-nB|%+Pt&<676o|k&%aax^mPsUupJ{l-D8|9D8%IEB$i%keJ=ljqfuHZ!Wu=hRptCw)ShNwKzFF&_i6{$4(Yq& zUS`H+KnG^lDAcC7KkpGgaqKWCxTf+DR;!H{Vrt+tqo&3|YR9RJU116BuN77nD} z7nI*!u;Rl+b_FXaD_31GT9G#o`n!NfE@APnU%$4{9jKAyrQ+}Xep8+3!w`1WCfP}p z<0fB7V^YP2whS#vzXB&GG*o8*UOWiJZaVNB8;^)lvs; zH|t4Dd^el==XYT~tOJOJY`RC?$4k8h0eoL6oFfq$iOFI6p}u754Xlcr7Z&%%9mHguWQEo&!h7m(CSR4 z|8A>+P|9ys0m*Gaa_UA)QSq3NF~=`w9~X1D6-wqWe;m&L8d##Z2JS2wKq<(d>L#aS z{hH2O{_caTYA0s2qT@SnH+~eHkz8fkVdA@)$wr1(Kb8W>Hzt&;8W-zk&m0eCt2j=B zjPEx}G`|M79pW^-^`OS*{d%>V(?Np3jp22?+7&zkIxxFBT0RTbxf92yENuZB7^W+Y zf^9-(8x3j>8w@xn0Es~G21v}%_zG-<>O7ppt#r2WS~^eWqC9jUR_2@z0^O3^#dQaf z`Eow>La$%;|1$?Bumf~eJMXJZVF z0E?|r|5P9g8gcs8{W)X!g1T*>w$AT38&-T}{HXaxhLdxVbOJ0bt@sa*%l*Q6ink2- zT5r3pb(PG(HdSyS-eTzLu}uMMBWaGa)fiVYt(M=hi?0*qCQU`t>*kd;1R~FH6=K7e z1J}LRtlt*g(=ip=4s;_>0;a|UecTesT4(D9kWp&>AaOR7ojlZ_kBB5nyb<^ zybu@^6ixBF%$mh2sDv?*C`G^_a=sHNhloz;#Fmnj(p6rcLqrBM@=1@;w@7qON-kdc zbP#*%XG(vwgPGQ|7JJh!W?rUh8J)fF-LX&4oba=A6g;RM)^YR1;oAP6ZU7>IPuQx) zNKu_T&6Eoa!vYfaFz)WdG;2`|3e9|Ial<+8TB<<(xEb<)8YngcI69|j)*$7KTlNZNg+9d#Iz2AI}Nq78&IKTprETVamw08arTee(aq z(^UpU)plD!Qcy}dW&r7y?w0Ou1f->rZWZb7mTsgw6d1a@Yv}Ig9`yb0PktO`<~h%< zwfA1@T_>O$_6}w4cN2fOIoiYMWmHE?xLpSMVA?PzQ<;?`bp#kqyy~guMr*cZngmWL z_|Gl^tY?_Z#$Zms4KaQ)6g*5ieu8UBAbfa4^3au=o7piMrn`RSQu~G*aiJxN!ZLNl*=d3A zB~g_{yR)KF|^PP7xawGqnEm}h=Np${k>KOcR>2Uq>fSQq|&sN*{ zLnFl4MG(E*!p2{BjhlR_9@DBHyFL6k`y-##X+d+Kd>qDr* zr?y70KSBl5VmyPkq;#+NrQ>1J3)q(FyY9W3%kgosB=&&r$th!fd5qFj=b57e2<3;d zABb~za#fPg5sC!XachX;8iWWF^7;dkVkl5O23+?ZLTt_el1p&_$H#$3K9Kqh5Q#qp zxW4}NPW7hj!%USQBsk>w}}dnLV3H{s7DM*6O(IB%!6S~%Iua9~Gv`p0$|@VYzaJL9qT zl%k%oW@Z_=sS8AX{Y^s7nydsluBx(ZR#FmuMwu2dloMYEF*z(J5?#K%Q&JB2{xb-p zYX=NbVwzJdePau%5lu&GX-*ZAI)ZR!OnKBm`X~3izw{K}^jnpax%JW6TKsn)P_QD2 zaClJ66P@rQK9a*F0A+8DaD;t_a`rvSM-+FX=Xmvn%_=ouDsMS(M*A0%_4ykMT z(`R>qFXc5@Fq*Tz9BfN5zkWFlCbOUR_Vl0&O^kg2mNUD;Na#O@5^+ZZ0E7gzCjX7BgS)QwN&2 zV$!6?-h2NAlyCobwSh*AA)Mta?r;ewzB|~#dlOu*<1SL~r+N-$JUF+Q94>crPtL~A zh90V*v8=@9Kf(3GGxa1`pK#(&DlA_MAKvvlp@>Cp;snRa8QV8WF7O)>3kcb*Pg=Iu z=#Z6^*$uojgr_rr$z9c$3Mf!_J zTE)&3@qV)3b zh;%tvl0!PZJ8X$SXpr5pL}LM2M&8V@n#Ffp7CrAp0_Ld)S2=cS{;*)|&5IYD-1xXu zbJ3!^-0)Jb-(PBq$iPjHSlHOJ!ymrde3a~@)Z=_xsY3+G!FuIlfE3UuKM!1fNDI+@u1x@5&C#YIS`6BDX)6(3)+ zn~(T<4?6;Ds(hHSO&tDw)D_yf|8ogn+xvNO#&98Zh&2*wS=?ou6_4!}?z=V4C3f0& zgL|SSQskOvjSA8#w{3`lmRMg<$>A&+gv*8{;hCVwGDKOefv(>am*}8Z>E_Nu7^C_$ zEmxgVj(V2!+9+jFC0;aGM;MRAS|a(CmCNGdU1UT>gjxyT#4&R245~?}I1NZe$k@Af zVl^r@3f1qFYOyt*_(Y27q|*m_4o(DR!C?&`V}uEAv~+CtWtuJB0xACsZ* zhn4nS)VVgEep|Y%?LGYUitsMHw#Dfp>_d4-*iF+^b44(_&!Z;+VSR}AsI#BTj?X_|BEIRNiio3KfCE4Ezs*_$CSoaO;TN8J(KL9?et^@vv4r|1P2aBfiHokA&YGhKxE!B~r_)gl>` zqLpsK^^Z7gt+K0ht-gjKD69Pu$CAC@h1f))=c~cIpW*-O`2WU+Nw;yb8P)M+Mms|m z*c#4o@r-d;8crs?%ZNz-SElUht~WYeGj^{+6< z3KepLa|`T{ihW;i-{ZV2r+c@T>ftHT7{1u}z5Q2Cj+nrFooznnvZu-q;z)e6;q*9K zXYUt5{v$u#98ZWn0AOAj5}rogs^8q1P0~wO1&hN)RR1U>e1}fGxF&-^eN>0+K=ke} zLlF`K9C$&e(TTwfF$=6ee#{EJ0pInbXzJXr;kJPjV+CCfQ_TmT zP7~U4NSa|d@qiAYVWy??f4z8su8uv5h>4mut8SVoM{sa)Ks|w+4t_HllcQ=#pgH5= z(#~=|r&YsLizZHoLim|#GgFl49zhiyIv@Qi=X^WGJ6Gf<-QdxDy54{Nq6v98&n?ol zI_C0v=NT2nT*tzly-_0`79kfnlis$XS`;W80V;{qxS7E8WB*K@Q zkklCT@LgCgjRG+dClRKth*)a(8im&v?ZH;^83J<8*!FCd**Gv=Dy*fYwI=<_*-}5Y z3vtu_mxbl;ugK4IUzEMX%lpSFB<3niyY`3&5xhe~FUftEDZDct0f6~Y@fR1c35))M z1r>!DI6IP3&0iuvj5I&{_Y1rRbd>X?Vkk!$>J~%*+O*MaX~Caz*5)GZsY<%KvaDu9 zIS`OfD*X7bX41=)^Yd|qkPIi{D`9_$5Am-`mAs!GA5M3G#Rqol8O5Ysq_gx9H8FX*sz)+(#TlBoTQuLvjXD-05SD}fL`t)V6_z(gm{fN1OeY5z}QZ?B9ck;rA|Exn00+vTyJ-n&ZvL`nO^)o*EeSplCtB4OB7 zA{v{avR{||2V^c`9|X1PyK)FEzWZ z2~IEbWjRk3YedY|*)j<@eTuc+5gZ zCISp&KJAsaF(&T;^&4h1kqPG}>;@sbdx1g)@wg*^6q;UkeDWesD9;b;=>HoyoEhRE(d+ZlX)NYA26hjgRyc5`a ze4eKA`X<2&!TCuM;hFJL7qT3MhJn4KNTq(ct32W_B);~ky& zA%JB!fHrXgzdXj;1*8Z#>-W^7abv_sF zUwE*?9?r8>zrN4M4C}@%UhOco>WkkkcxZltIADkjxOjABB*XhI&7|~nMuI8Z<`aZc zojUpM4MVIAaDmxivN-cqnK9q(+7vCKeHjeFmJguD+GW<*O#|rDkr6w-7C1a1aVE?7 z4tlzVoCkpJeF44ZY$aiC0%4N3nx)GBP63GfnUpc>uXcViSe%b*71PCmZAa@#25(Nd zg2U;(@<%WC@#X-sbCS8?ts?g=N-|kICpC0!(*K^82IvT>8j2@wdgUV90KI_f7_Z1H zlkp&MPn-R;UP7W~`Ad$4E`J{=x64mDOY7-Htbc`Q<}SefAd1_9{0SCwz42%!+=_U5 z)Q4Z9IeODIj(w8k!Wb-0N9I2pkINGN>hCHuwbzb3;b(gcD7 zQG~gNHqOIVYM9fu>zi^lJ=pGIS8rSHlc^Ks0iAK0JrtxZ9cm(~c!f%)dm0W3>btUXAqa|Nz zieBM}rs!t3{m#GrYenFv`!{1?MLZ<=qIPAj*Imk$Ulg232d@)YjJ*ANGY?Es84PUr zD=H42)Yo&7LRNJ=fnpFYW*0nGXS*!_41uK*K@@mT{oV!6ErvPPA(c)$dsJMGkBC7BJU_SbByBab{H&?=~{` z%g@PC1gN6=&ykJ!IOIBpxx&FWQ5x){t91Z?M#yF^1k@kJmG;X>r|%%~=er*SdoU77Ayf z$+hR`Vu0I4_oSYlqcDI`6UQN)p395-kGcfN^n!hdR1z~hkxv2UU&RC)JquJT#3h#_ zFQ7S%LY5iYlq&kok!Xysq#jrjihC~Ph48?Ut>l3Keh970FKwh!jzG?;tG^@;tU2>r zbAIh_{|Jmh{=B%loVN`@xB-gJu4<-T^Rb+u$faY^kU=FdC&%YGG3K^bU^JbjH=IML zQFNTBvlkc}Fb6ispA{lW2bItyF{=v?o|$~+f@+TXNqv{8yz?Jny)&-UwEuZ8Kz4Qk zE%0O>$O;}{Oa3>%TO_tJOt|#3W!6IYbLGDb4yeXIh|?{5Zlm&ZIAUXC1G=0)bNe>e zHLx3d3<_mKpDuJn%e4qwtPj4ZsXYrDs7Y#krTB|Ne;S0@&C&AgUNrz5sN=Lu$G2hsb;t73Ab{SFJ6*7OqbwLKYng3Z0joBaUh= zXTuXDz(hXT32k)!e+B4;pwD7q&^3#i|3zGW*qSgR#NS(|!P_?qUq(~sPv0q()dS2Mx?WuiTx+0VMy5;TZdx=zi;50SruaYQ6u=`FymBCNxmb9up!zVVm)Etfg}WVbRy%^r8(u}p zr6dOb5EbAaU~#b-w!Tw_LA-OgN-XDb|6ViDp%P;w>)xrX($*#my@p#0K zL-rFoi|RJ^?(6SA!`vuuJ*E9T-x{XO^W_+QgEbKhqW6k?F96qIY`7>}VlXaR`TM!H zVL*zNhztz4u_T6E6zsj$T_*xv2l2ZD)4%G^3r7|Jr-u^&vf7uzjC_e=!(#c)ubtNXE7cqO*J> zW~B~rB@%AEZc^<$RXK2FZM%vgA5NU^M&2g#a3!t%BxmZi!dMLeSZG(zN=owoD~G=e zX_Br`(ku{5G-FZ&6XnAtU@xOiVIf#C7cul;)igqoFM*w#QL zzcw$2!`^#bgl23RFM^Ar9$40+m=b1g{S$`3_M2ss{N1~EioliWtiEODh+E2609j5J z#a&%8OT5L#Md@w*)Q^+Qf2Rhlgd-CxDCGP5i}d1R6H{of1B4N|w*1!&$$(hkq(Z?_ zspwr`BfTy+tk(UV?r@umPZq|Lz}?x=g#X_IsUZgLjMW`e`{DB6;BqY1-g7dx6`!Od z^knF`my+~uxNp$xXLDk3h)f0RdmJXh)_RHT8x z$&g-2mWclU$qWh!^&&4f2{$u6Q+<@T-WHk1{6XZFEm=nNUw{TI)RDAs`0GYhJXd;O zQDEsziGSXw0{jmDXdpsQQ*bP!{JP!FvAiM6K&&Q(0HPGaNl8g#UXkm^yaIMBLZd`S z)8!y`n}x(o{-NDv>!qP2a&V+CnCzj`9$-l#VbHJs0cfmgdEZNt!YdD3@ue6?3`RBnLsxB+W;!JaPJ}$#EO0EI1HaH`5g_8somU^| z|HE^b;0(WFSdl#{X!7hN_W+>k@X5w3pLR18k70Fqbi6@Rxl%= z^7a16#1H!?^zWYl#_o?dGi9yg`ob8Gl@!}SteRx6eC~%b1VGF``V?1!&cadY>qTO> zbmSjACp(b#ixij^Yor;{ZMck>iJQ}O-vlX7&!f3CIWtR3Q6Eq+I=8!w?f*vCCLxAcRnVw_8^*@+(z zxtH?f2!n%zqum#rr~NE=8SP1rU_UQ5%I$gp)kLR>hp@08dFjge%rzIsxPa_t7-9Dk zIB#lweXVaI-%Av61R#AxWe(|M8+`q{vEU_4CId|vVeQ?L%x&tHSLX6YL^2TqgCU7@E|)}A9)W% zaEWE2aqj@FTjv2h#(%g*^p30N1W+#>AIp_NZiTG65W&3Tx(^q1^z07BU-M`Ns$2D1K#O1^HKE zWs)Hgam9(EaO95W>x}QHUczg=v}iz(dsXmhnA{z|+BpA*!1BE3B)4^-P{bu*Ju9)2x56#0Mi>XfCzB8fj`lOxmzLDS!hdXob_%EMmmk)QBh7A(K+BIa439-bw)kp$ zG=Pj;#$}ZbSib!EI+eV&J}2=FNI*6OhY2U<;Cbto+*40gvy;#wNiyOGx*Q;Y02$X@ zGK>RQgQDlDR7_M&@YnS2N+rx*!}uX)G~m8X&WZ2ABjerD({IcP59Isv9NoUDDr)}T14A5eXbTf!C5REZ2ovaZchpP<28|dlN~e_q zuFa(nCPGQlM#2avI(5b6)H~4&2mpb#a)Q+2oVfld^d%=W+rfFm90N?WBy=nD6Tr`TjF4pFrW4Bhhu`r4If*#Ly<5%U6Db+Dib9JlvZ5VxzN2 zIIwP;0La>ke*5LLcjz-J0o#vfIkT6Ds5!tQxe8p&7E(dKUU}_SD{fd- zc0fDAW18vd(WHSSblC#)N&jEBSuy2V^@BsutI6e`v4CKX$#o)3#-0Y|r4i**bN&4> z6)CKPWM(jT3}Iu|X$m0$OS20DnsaTf*m|AGQBM$vxbpCqupNlOp7=rX1e*KZlrO0r z`*RM%UhvI4Nob>k!XF%($|voo{^hIu5c|w0g=pqMJXt6~!;RQi3C}~+a`fP=RL5_u z%Zk#Gj;}Ppo%O}?48`p22HbNowzeLU&TDCxsjaSi>#F$%1v5LP$PIXJ|D&o#f<0`I z8eUvyliet)%}UnPczx<|*bwN6><~NYevX4-_D`a~P8h64i>*EcW_%e{W! zvXlk1SSdFb&dyGAHPe1HPUP4dldjpOJFwop1If|Q&;WyL@y}V+GpM2q_l3AW@5%c~X3m>gRMLLgSxzl_9g(A& z*0JgsO57plWtm`lUNwKK81nt()7ZgpbR_s^k-=~Iic(&7C?yMOyX^%#?q8WD{n5t_ zf@WXq{@JQ~=N7G&_|^URW5kMlLq9s^o6-YlX%cuEFTb8icnI^oln`So_k;S_%df3e zuBSV>oEcR5cZEA&*#2#M6p+9& zHN^i-AoL*-X{HI^X_(y{7!@A|O#rh9Z5CN?gHCiIOZ)rQb6v@c87v?9T@H2e$FtbW ztbX9^qcuO%T5`V`w9!QNv$bc4xO2#8IvOW7_?-+u&5e=(Sp5@irtT)1LdJZ4s?=$J zhJ}{KR1O)ZRY<20Q^RPO(~>&H*CcbL>o!Dj;oyW*vKB1q_xBH*tq#T4zn?cE$9So1NR2=BjO+S#p{ zm=4KyUtVvdCIu-B^*YE$&^P7c}lr&n#&^DJU z)z7(UeJXFWS#&>gZi{c6ELC4TbSd5~_bD#lUAohMs5|6O#-N5d&2G4onMZ+z_w#S> zBs)I6Ts*Bg;wN1;cxoQluFW^iC6P0+TXz8Ec?rpipUe8wR?8V8ON z(+?AzA$bm&sYN9DuF~ILg_y~JS_+r;*2s`3>jZgud)?b}qK)gOyS>@Apo3VlRgF7s zd8{^8icumz2l!ASVZ$|a^Dla*nZX(P_+T@|dw`fb9#AONIs;0!u{a;j1v^nsM7OzM zQ+GXsK8@3V&%7sN*7fy-cA-EgLU83i)J^7}-|ubdmF;eZ$)iU400>o_S-RT?P~p&3 z2&-X>_3ZnGjc6Gscy5r7_gWBDcig(FG=HIfeql$&dRWW-XCZxr4bc2?eVHb34O*<* zt$5OX0LC_C9#EY(pL)K*msyW+@q+f zct+V?3Ip^+J2+`y&)-dk`$Rod@yQmoE3EkmZ+g%LYPF8Fmf=YxTeWq@h1SW(k}i5H zbOqhy%I3!3a9#{jrI%>$q-Kqg%^s72KoLmfztza-9lr&Yy=PIQ#J!xttPRE!EAR?Uk?>o}L{?SXg=Nn`qLj}O|X+4L2hPv%+M+M%4YCLcopkPGkX`MUm%z^aw z-y?})NJNFj4sM4RYBM{p><~(Tq0yWplD3D-dFaKoK>{$yw@p6L>oO)q)eDcS3kJ?U zuLNj4Yz}9XFP{_+56|DY@#lLa?SPkDmYSM0^gH`b5Kl->GamNMe!qZU_7h-c&WunM zyh?S1l9iAEQ#t*Uj7@E(fKYraZ;!mc3>=EzW8_xb z9Ns06Q$ev6Hq?E#0{d?+Yq8UmzVA7?K-C~D<)J^v*DI}FV@;0v=LfTN0S_;EZo07N zb=8I@L9zIFM3Eg2y7LEqc7t=_!WOwYeJ|=1xU|rl)|}_76-e|N-aNh>k<&prNpGJ$ z+sytw6{@fYhx>?zx}Wee5j|yUG6-!KEcg{dzk82!Kq~5$%5^4H-Dla04fpD=A+COC zFK4xx9v*amgft`*YD7LW`P;*DFH5vKK&4+>dY;B)OsEAi9$A!4@02a~Q!oJM@Cr5t z!;hR>C_UZhftPc59RTddUtCO;>U;uFq4xkY*3Rzk*wF^C(>)HpS?db<=GGd+HyN{e z_SiSPM<0_Bp?!2v1Ll6Y&eU@LUOnD+n$X(pav*j+LQo!5GvpEp^0_}Lig!=~oz^hu z##mM>k3fnOUbx{S{k!Mvz_ni@NKsb#`%+%Pt_QZKDKwLDKCEY-?&^4)^Do=%*ug_A zjtV{EWuBHUNs@+^jp*bPnS73eP)sI~q3m)?1{7(o&t|Z8XSl#;&OO_C1NOX5bkO4s z*E}2IT#nAq@Dy2cg{sX4PI}&w2u^%i{q=*jv5_6ACBF?#__U*MnYn!9Op0T*)36pE zqGg&^&Nuy*>Q7eIL+ve`+xK=}p5tqAxIYbKxrkV%{Rs>SSPAq|HnK&lpZv%CGP##& z>ho>OQBhy_>6Y*$RiVQ;!3{ZMH@C7bzTDtA!KP}XwUsIRYd~+|-mt>nIQI+>T15VS zxv}%g0fDW4Hv$G&o}A`zP1|!um_C96?(z9`_Wo#(A^=mx^F7@LekwyZOIluUs7#@& z*V@dU1Qg*+nOKiN(-1a69~DT2)4hBL(<`r>#@3Vt9|JhO`_IBD%{TGh*Ek1o5AxF> zhF^;B!-cej4<%!(|9%lRiA=bjly&8T|2dmhr29eQl#TvnH!;(}5_MzH(8~4Hg-nji z-GCB%Wx1_l>%C4wpU1H7d)kKIy6AWc&*#lIn)YH*AZenHZO^$eh}V&o zxR-V2oz~%D8|zQ{y7#1J|Cvve@AHXIFJtgsnWlJOp>3^~6sZrCBkN!835O-Y&#bw4 zKANr$R=N+NU82oWP893ezIk9ui2BY5cmf2;S6P3Lb^;yvi-0Ki*{MHUS0Id^m#gm0 zw5^Bqm9TSf0D4W?MMQhmy_P^q|5Ff;P=!%`#2fxG?+j144A zcP26Uo?p2^l4V$OhLkOi?t#Jl72YkLKtn2_>9AR)zrc$zMLbYJu@fd~_r zS3^1tgPvvd0~R}C2?%WMLd4?@feTKt9_a6m{0&4k8HONKm1Ts*GrYfk-itN=Io|Sq z+=A|+JvFC34!QLGa`jxRe$yO+-aH}J^f>xGR_{OWFN+83&2PEsYe0nuUIqlmJQ1HA zi{&J(+tb}L6A*6$be%@UY3218$7Kz&{`n+w_`j~DH6YdX&TUD>p!C4gdueE|W&gr$ z`Q!@5?RtYIZ=A(XWJ#AX!K|gbIm%&tnRfLGrvF^#LOj`F=Ax_8gic2YxUBt(|Bmwy zxgzYwpLG?>zqtpH2JBg9X{ujzo;1HrjI@Em%m0LKE&c2wUQFESH`0vJL&Sx2(FuY)Fw|3 zaZZgB!SkawL3a6)x}YF*J%j1=%Ax7uuz!p!m68mGxDm~v^h|u_}DxQ z|H31qGJm&a?z^+v!ELd3UQPsjYw_g?gd~CYs8OZWxu4;5Lq(w%-z=3BRKNDB;c?nq zj4QU#r7oeoHesNZ-ra8KI18b?8E^QF^VW;u?3oXiUwC;S0T7RR z;wOR%r`6sup{x9~?stZBCu!(&2c_o2QT8H5R%9I(P=!NK-%!!aB+U5~dlUg;H1Ar` zUMtt6ilF`j5@Gs$?i&WL<0FIUI{k%t)n54N^mix;wNC|&rZaP{*4Dk6x&{TJ!*Z+5 zogeD;Hy;)botX0ZO3nuNwB#>}uFQ#SJccqA7XgAbp+ss7|DrlSX z>IKwuTPyZ;=o+ULYMgkxcicm#P3Kwg^0$ne<4gZqFwr1V?2DVxg}dB?e_5ju`pmo_ z^%HT&N!v{aR;6q23I+xdm9iI7qz}vy_~|$qI<}~#9;q;}O{4AzI7U8+4J3NUpWjpR zm*6rsPGWTt(Iq!MZmk^A^9);d&$-Nr6vCNW|u?_ zx4XsAKcL5o60NEa>Lr?4Fb*iGaLC(l=F}jX`wrH#-)n0}IHT%>>8Uggx}{8U2WGWv znR}XaWmD$%eE+^Ba6Z?Z_NT^{t+~*Qku&v>z=wW=deiv#?!)zjqigJEa;(Yei{qTt*7rh> z+kh?uvC9JK-jtUNhs^@DS(;a^u01sFl&D}pCCl{6CY}?Im-q2 zJtM5t5nAWSN_Shc58++vUR&oqctb&MXkE9+eH+)u?t1h7f1-%q|04bcs~n{{&TRjU z~D`k2u~kYA6-Rut?p-}(Jq2ww0Wd>C)e)A|JPo12Q|J4OB?g9G>6fc*8zfn64PtOVSETe-@b~%^$SJ-&;qAtsUu0DHnOOd+ipPwR@I2N@zcyUJb>fBBHT z;3uiA{Y7TfNAMm)_-f=>P=?w@WN{QrequA2)LE&q>6Gb%A_imWY2=E~U<>GD!0Eo(cm=Ov zv?B>~3a{n6z@Vx<&^Y>Q%kb6mx0*Ukzw4GF%uNFGn0sQ2Nv3b*k{j%9M{vLcem_8cg3c7p$G{U~o=$w8;ez9I)d zd^wsw-9=&Q8&Bcv{}UldyN5yD_SAZ3g5$pidYFM!_#eS0wHdZLxeT|j58N<1=zJ^V zvGcEbdt1QjS%jn29#j0AJ81({&gs3q(Me(^j=@G+eq&KQl>d>#(ZHb1seL-v73~Hf zb1>;>z8PbEDSXGg+TGB8l3emLq9zQ>cEO=hY3IkJo7c*4b?1&Cl=E9&7KJg}N|O8T zWh%i%XXv!%?m>YHp)|+q;+AY@fgnj9_7nnTV%$@Xy26JX?c{0RDGLLK+j%M=lia5Z zQ+1vh_18g8_fv){FHN~kD{d7O#HWM@1SQiwr3ubBR>ft$cU|czCVVJ{OLQFQ)#z1> zi$iruka8O%DU>N9R}#%F78&MJ{>-SNFlaN08wcv!GCi~3O(WRWC)S`t_X495Pjncw$W!pyb2nT zKKG3VHYDIclHIec>@6cq*8uDvmNHjrL(P_Au}C!1CSCbiXy#&qd09}mWm)(<+QN!q z{0YnI1dsSTjOKyxyT0%(0%&u$@)Z>*VF-GmZ_~APp+*Jwu)m&D=p8O|V@Z$91j)Y5 z7|VAho1Knr}?(_o@s`)kd({i1s9)LmiElRh_= zr*bO3dZ~s@VUe}m`GC))o~75Vnry#$sQd)cv%T7(170c*R{qt(qJjuYkfT_Fz}cqS zl3mf|w(%JHRUtM<>2}<~CinDwb8Qrl*8YZfKGako?_!Delzsi;wlMZ^ksS>DyM{cu z-K1%nqnnA~Jm+tkf6JS29Kgix&3AUjhMpn0N^<6}%VH@8^Av>XJ~HV(j&=JT#yx@P zf3|n`BWIE7%lJN~r`A|!rF!nC_AbR@Jj_==z&Gq$v=&`JBsl*YLM6* zOrryOsx7*Wm&)9x9U@77FK%FDY2BH1@)7?Kkvg;38Dh0+k5wv+?Yu3Kr*}{;{LOY+ zESPDfSJU_I?I&|PNviD4fpiAP&4H-HGR97k3Rr<{<%hUAmO*y;@KJMX*B%Lp5rhq` zMI+ewp)Rly*@s5k?=sX;ffLb!JYpU*}1`+<0<}Y<6D?=BIIMbRphQLNQ}xZKY5i z;|~Y9yv0&`bo_bLr7{%!pioQ9)2zOEvo80vF;(_2FbdN%iFpE=R@|4gVe!TD0r5TP ztYJm3A0#7sASa`l?5A%Ml=us^wq+p25F%4t6=6w(jeURNE$$KiA3!JIDXzm8lE((qhpv`JeksBs^(Y&b0{-k7s0 zi#t1ci)DlQ!s1mM0|e9SQxcETD;S4Q@6_<=Y_c`DT!-dArPBDc`-6E{Sv15Ks5B{z zYHn58dI}8;9du>+UyG5SEQq9r?mDX))iS8%HWuq1JL;>Mac|qP_vuP;<*ScpRZOy! zZ0na7#$?Gybc=l+;6a1KgS)6jWR`pF+Ef0XnOV@j>%|KiL@6<0Rox(P{?ihuZ>f8z z+AX4n6g^ZUk?!p;3}I0yp6BbhWYsM)kP7xn>}S=t_66M2JsQPRB12eQ3w6yrOfmeY z?%zq&LzgatF|F&(Db&@dt1M0|706XYj!R}=c-st&^N2!O<1F-$oUnSBZS=$rexVD6 zH;NM0)cJ>|gjlL2Ru0%nJPbIh+#qm6*?q-K|`oe znEuvy?Yje)sVeYb@w%aCe(h5rM-EJ zr>H&^*bNEGVeGc&wDZq5A>>F9V@^ogUo2&W2nL}$!_%UP?{uHT&2EpwZ6k>jI#_oJ zHf>MRew1CerHG0_x6^Am)pVN8Z@vWKv3>$f^Odm$%3uQWobi(8#E^dS%5tUp*A0h_!h#@u6&z>L*uu z{%(&innLE~R&X~*X-xv9sE$$0!VdFlfww;nG+Lss*i32UUUojo{qXcr(w)fz_cpG> zp43&fW%(qi?|lFq!|e4BBjskjGS19Y2koVtp(D2Z z`9vQ;b8Nu?M=yYG4HvZ;bYiZzR3EQdPiYlpe5k6>a)4d0zJ9MZzvon*aY)w{5Q6Rh z;kdF6Jm-k`hTC~CTg{|iRk`%Sm5^4yzs4p+%1)t_+rWl)NV&(@_kai_jx49_Ck=9Fus+?1XSS zR`ENU_TIbD-e^G>Oe3${ODmL>(-7&ibHSzpa2`daWfAP!{T!77+&0xi^BAe?H+oOX zt?i;{H`(DS#z$URV*96+<2p<8dxzRsse0_cRwlg#&}=9@-D=CI1*g?(EW!ode^RKK z<0T#jV;#s4jXcWP_3>NKt6*VBvvWAGE5dp#{y`}F@Y~PVy=ilyyec&DG2X)p zI@B_^mVEq8ebpc2XcsA-MGR&8Z;B?Nv7{sG!U?-)jckL~odVLgIP{fLa4*Y% z8){qZQF+tlHo`mmO}Vp^t@DBzlB$#42KlvpH(9Bm~eBt)xpz0bF@5!58$vfz3me%R2;KjXYu zKL9&Z0AF`G0Vtc@1o=pWTCd>jd9vrrqjm4Kq|c3+Z|!Nv-EYZP@8Z-n4UDNa1)L~ z_A1+-K56j+DJ0rdUF>SwLItN>)jF-T>`)e{lvpu6TuakbjiPBkjF>BD+g1#X!MXyqXmUTR>Dp`6utT2Mn=(Izm4Xmc%5VhrDK zgUPQ*UN|VNBP35p7jmu`k!wfa`S?AvE+$NJCvIpIdha_Y5t@CH-9^P-1l=;Vt-GhiWdV_n2 zgvorkfEOF54|#a?$(GVnduFro4a;d#L@L9Pz(IYK7^V1w7#w8wc&SzRCg#X!=x{XQ z7|v)(asifmzvMLKQsTZI?bE^V%5 zx|iV;MUKi&()LEuU;yn_`AH}-k0hJ3N>&Nprh+xI$64Gsn27f)4X!diVEr&42U2e zGE!#KdrLvJ-J8(ihqX=`&J4VZ3CPE}4;r6f)q^j>m5zr88`7xfhw8rdgof@>eAZm) zG3+K6d-u`NV2v|8*buc<;WKxb#fC!ApRL)$=7XJ1w%is0VwFEuHQEUw&82ohsDI3i zK&IAwXt_E=3Ddl`ebXz&tWb+!mciQX5F)y1+tzl6kdw&)jpWqt*vo}G3#H8^mw40N z>=LV^Ok*QMduVT+om_ftS_6m_=o=n}cuf|c+If5M!Gb)8 zlOAlnblj%i<4)8Sl{Xi1RUZ*|nxdM7x$mJy=@yQs){z4<>-&cFB zHNQLd;A1c*xV1z$f>q^x-gJ)}<{~;qKc~ z;0bj3Y9PEWd+hMB-ZPFsq054OC}ZB4Tac-GzrTIkUFEG7^j2@VW!ba!lka`BfdOUJ zW^2)ccj$wJ&Djr+LJvxP6A@<@#-~W)I zrJ_Oh8uLZ8f%}|=D?|8fT_<8dsRqGX{MqyucW0CEE$#q$d8gbT4qnL|r9XabgK$p! zP7khmP3N!uTJ*Uu#+AK=lq#s&E&THMyhT#-&PT-iylS*me@k^388Q&hq+3T&-ggk| z^Hh2Vo&4-kLCg1~wimCRzkjxlGZZV>@@V9?rOap3!fsVagB1FA0svcAccN?T;p)c02g!$K)+~2Hm?(BYlh)`Ob*O5vQn;De0L?FF9O2xkwC} zfDSX??ToPl;*zj;f1{4c_+~y-&-Lg!j#S7ys~jANfOe~yINXl|<{U7D5Qh)B=M@z= zOz!Zy<}u{GIXyntx37P@`+q#0V|1iVw6JE`bR5xy#JBtcOVv!bw9u@DNH-K8$a&vMRdbrX$Cb#zM=^ z-aG>{YS>miRxS>fi&Ur8KMWVtp=s65G%iB};aWxQ{-jdT1^IEFXb?k!E+wJN79HE1 z2CcC>s*O0bE6INSjeww{voSH3wAYYZZpjw^0AACOpYrBZsw;O_QgK5Ml7kE?Cw#tF zc2;S&uY@f1TAQs>E!1DnhRw6Mm+-e#`Hw?t0N}0 zX|Ag^vYF3+(e@i;mx`f+bVB~fg-SzYNmp<&LW&+Jl$EfX`Yy+G);6F`I%vF4mSpoB zmIyDPVx+@-g5e*#cG1rb@96v(udkX3^A>W5SMx|`dr%=3-<+*a-`f+A9Z5ElS+#pF z&!SsH?rLu_RjCBx(HPIZOa9jZ<-z;coXyKg{(=8*hXg!mZM)^``O18ibfoX2-IYfi z>GN*06_zsGrp}Zk{1w#zowr*(EbC;qj^ASZB=nN?WRuwSaf5ZTA;@ACn-(K=ly@F> zapb*2@G}~7KkKu~b*vEEb$A-ZC#!YwQDu^!rMmMpKj>ED>z3^Vri$E3UwnrF=Kpo> z*$PS~sQmv`HICM7$6{>SzNVhoyhdj=q ziS8q=Xyy}nd3fVBG|svMqEFmhNl$qz%E}&lrVtoY5A7UO!AZD+%-Pn(7Yj4sIIS#_OF7dBF;*HQIIPa zxs}OZve^ygFz@$qF6P`d$z^x7wT&#CdM1^uPn|h+j~b3mf^(ZN4%F7BtQAJ7+Ji>@ z0qaGtL&{fnm(3Hu9_yJ{o>^p_TNo^uuB84XXKVqqXELVFqOv^lcs5=HoIBLHJ`=c? z_8eqKhTQpy=Q&eX)?EsInv&)wgj*Ry48>d4z3wj;?o_LRS}lQhN@(bY{fJ8co!0$} zzEiHLG)Uk5vfsYl<4Oz+dAWSsZ^4?Mw@r`}W4Avl%akE$^IkR>`tblQnQa;Er_x|c`*2!QQA9RT(oXa> zDs77(C3pn=G2>dMMlcVuviB{51Oi)HzIOEBJd`633!xGPYR7&L@IqlYx z>D=G2X|LoJI>~JUEGx&igB>)4q;k~BGobtT7XR`ac^df@=Y zRRswxjv|^1%`GOky6g*?S>FxY>`gpQrt;6LwH>^~+kGBDMs%3^o+HnJlz}d=M&XyC zuEPXOS|H&Adtctm*-XLzRr`I(SbPC5SvCM&@29k76Ft zpX^r#3(=|TCa}>S0nd|98m{MY9^9Q&TRzW{0IRb!tpWX_cg$Aeo~!uiEb=RUj}jgG zNi^QQ{+G~H*xlE$d-B0)S>+$c8h6{9 zTuGPQzV8@t&w+-H&&8}(Cj`1;jdO+Ul$iTcGyUUpipA#+v$Ht!u1o%AS46WiT&EU) zc3_tkw%0b@R5G_-%kOuC!Jv9^ajtre{oDB3^6S_ID!mOv8k~M_ulw(dyX9YZi*${e z8+Z2rIIWRf%@d&HV_iK62{Zgc=zUQj#PBarQ{B#Ksl{-46rOo|#z=UbaZ6#TvhgRZ zlyhRhPY)y|1FrVjFq5WPxH4cM2JExP>rbwcMLn1J5$iowEKa9=<_6Lbj$KhsLyf9rqUuqc2>?RbHR_D3As^@hRb!;@?}y;g@ybbK=fEb$b3i~ z6C~P>9y*lL2-@r7N-`v9dTl7Igsz%e_4usGoYv6Y9q3bBzKX%if&Ldg?36UL8pE8! zKwT>rERHb^bykqyl2hD+DaMy@Kx&@Q_I6z)99ca z{=vO#I_Xv0yVorcJ*30bxsTQWFd(*>HtO2z(+ISSypDKu@-+FoB?~cx^K9gC8^bTN zwIbx*TT?mFlwqF}y%0AU*+^KS*e$DLF9&X2{=*i}LE9u>Ol}1I9iDHYINJHJd~%^U zg>8BALQ46XIw{rSTN!J@zxXCg91OvvudzUu8DgWQ(l-IPa9*Ok9=}?qs-@~+^xJue zYrE*Bk}v}cwSQ0kzbZk2H83;LZ6aa7ugTEFl z=B2LH%xW23NsoT-5TyT%xI?cjh{~bpo&ga-a{-BPSSL&Bb zNJ}@=q!UkZ4W#k)T`j?%Dq|9rvLbGrLva+V|RAy05RI~ z-G^EIJDZ}7=*+0FcE?EK(IUT145;gB0|_bkJ{H2M2umoaWU`|-q9+*RnfCLz9c3;9 zR_uGd*~?D&bxTth!c{FV}FIiyzh`g$xBTB?ar7g z?>SLc$iiBEqq5Pri&f=DB5;krZv=1vr|9YU}?N)4M%AnHS+&NDwp1Nq6-th zzYSA(R}(**pSp=dsLxywOZfB#$ApEdp)4#oO!wR@hdp(wDhRTy)#$T$hr#NGFPHk9 zN(5oPD!sw9pBBBE8Ry4;27MZ!MUa%) z^&U@umNM&Sh@0oE?dqVE{hYm&l^RA{9QP?Xf5V(Q_G{=x!=8S=<+rBu{)eNPA>w2Y zABQSnMXZZFt$#tLU(k{{=-mkz_{(~U_P!z}nBHr^-z&i1%SAsT zC2}Re_Kr3cKGQVz0f%>nK(c6a6EG@AM%=L=F)v%}VZI{9Q7&H=8&!@WV#f&qA+Lvn zy)cY)_i!Tcm%0$8tqCTr79}2{r(7YP$9`AVTkUK9)sZQ@>{>s-sDoWDVz{pgOUuA= zGat@?ZdQdfkBYYBm+*7JkT%_Da9SF(T0^*lR|DHuF;i1>xJ+J6dceo-aa;HDM?SM61h3)mSH5vG(r1c zOw#&auFqOr4d=hmOLq!M^~*xWt+o#!`Q9FN0LOZWDTTJl`w$%F)FmozFhHZu;tk$m zPTa@!8txk{@9MT&WoFs+i;(LizKi`O)!OstEquw>qMR?ynIAQs8p%XRU`56$I}+Ig3x1Ndh@6D5Yi# zx8)%N1Sbjvq9$wT>?YI?j>9yCVF0f}9|94vc!^MOt(@!()x%C7&|R{QoKY>d;U=$M zfNs+Cu^n=|kk(0|&21Z(TKDUBb(9}Elm*WEUjHYEdTbpc!aQs2h%a;i%g4uu)>XXq zDvC9hM}Uu2;bns$UTiP}c++}$6xOt|M7QO-x$qZ`Dyg>;w3|%#5L(5&`#@ALiSsVm zAPFD@Dip(_PU_-Uw^bTucyVX61wwR4jVQb5cXXIiAf_>p175&_Wfk|BI7rrSb)E_$ z1FwIME0)yaNA>_o9+b8nt9*hQsKcll@qwS$kZ1>G<}o!QmSt=((k^%lUG|7#mb+ia zFN~&2J9Y?gi`A}Jdk~xi6JMQx=y`?2YfOGQPTSRS=Y4VP+1Qgj+E?OLX&)y~MPx4I zOLoPfsKb#e_i7b_*xPTR@&XsWJtl}0W$lo+>k5SlG1i5;@2H4e;VBj*>H+%di*)D5 z@zEa9lAccB#9z$=AY_QXCZM{Wal5R62DDyhfdm2R2%&7-7M;_!_?CE92%=JShWxr! zySZN7-XKsAiro8PS&$wXM5U?S#CNmi2}>2eHjoQ} z>d$yRybK|SIWMPdx_E^zbfM&&w9T*ixJTkKu0>uf-0}f9n`s)$9(|&*(^4XERuLk% z^T8MvJ@l?(jV26ow0h8AD%QT;_C0CAJWS&X>(9QQmm783nSjrq0EaylhpzzS;jyYt zvLRrouPDofPd!eb$t(+yvmf%j{YI0i+6Nc+fhuin2w?-VleyH&T z5p{SjCKU9=31P*4WKcz~hJu*YpK$=M)@A+rQe!U9v$&9P^L@X$E^|+Hs=(Jz=oWaZ zaKZP_9j{L`3xquH(*q0yp-E!wEBaV_J{t|}Az6s?WPLDqtI5MA+0^7skPJN4l*^9_ zBj;B&&Aw*`94VfHF@NpoGl+|Osyc1E;?I{GXC09k4eezvF`2;}E;yc=ZIMV1_9DnymAZ}+(>h~)b;*iW6J|mSp&t?I@;)&7orTT9HpolCWV(o)1o&#T>b#h8gaiLjo|U0M7cT4$yr5L(qZ z0ATIBUxxV@tufKf~v+204b1ZND3iMhPh9 zEv4HCK!$Sj{P|hM@3xA}irZf^c4e*FpGNXR7{k{2bIv@!bK!WD*iNPEUSqFP*}N;klski~`QLmh5aIyLr_Rn5Wc;_*67dy|yIgz!`)=9pSX zEcFNWsb??Dc|j`)3&X!4A%lQQoieq+42OK7{Qyf7b(XvG=R5Ofga9yt&H~Z!>jCd& z-uAOFz018pP9!)?BE#Iu0~ebye@&XYH!{mi$>ua~OkF^zMoo#QfmaBh)zM??^Rejw zXpJpz2PRex!P0vWXu{2`Th;}TM19p~*Bmb{INfLmL5DPD#B{sswPF-BNQIo11V9-~Gw zsQN(-%S3}E+h9<#Q<}Ix8zoA{ne$4nX2Ew8E#o1-tqr1$NQb_b_sa4OhXMW<3HJMZ z%WHTRZ|M9p$21yPNjM3PIXjdAi3ENt-!ej}w#@Dh?7@B3l!1{Rh{($7L1ZC zNv<*DK$N$kqvtxd;=R6okPy5yo9SM6fgc-R50n2^wY6X%A5Nh))G)5*`97W9J$X!t z*9bi<&io=~({xXFu(vPuLCKGRO;W{dF0r<9=jFXEfA~eFhoCl-JmM3q8+eI1Nj1_V zgmN?fl;h38zferw;>0IawitUgctaoye#Jh2XTL2Er(136vzii`Uf*~tJ!VVA!2j+O zUc=TO6Y)_jOpn%o3_E2ZdOdUFL7p3}=`TU8J8v_P0$(}Szu<@QpIq4HuMYQIdu-Zo zu(lnxff#=o4Trot9J?(TJ7_kJQLFRhgXYc@hHCaF5c*S<25Ld%@r;kaoja`oAD*f^ zfZvEg9xXNedm4{6=7%-;8aCcAdjeFE2)k!9-i8fXHu9>5^h-f{*>p)V{#*J`vUmY^ z#k0l%H8oi_lJ_Z2Fq3=W&>wSs3w2l*U6`M-C9!-XJyE#VBDP+6 zODDhb8gdn3A4HHw6Vhlg?})vBQnlvga$PojD@2Emrk6`?s@=;&g2-@}UwC|5ZrEF$ z#NL4ejSsem_dF8Z&>Fbt*qaZ;6!^K#;D}K3@9r9&fPF(z!|WI(0iM)_}lm5 z@r<^%eoEqLTr*n3r`-f{t4z~u2;ED~M^pnlQBazWIBU1tIL@^*glii5P*9CeCIP;7 znANh?5D^f7=g=SUKr!8U`v)4paylUm19j*5gOb1%0qV9-?&gp+$kBfj#D6GfrD5z| zZ3rB^?w#e?>eV7Sixek{(ZQ#9o%>k~cPRQo@k>nbO}fe~=R%>Y4d&&cm`Ij?bi zEhFOP@s{7zr13DWUoG--?^clIjwEh*L0qyUpT;#M<)DV}Ri%!+sg@T(qFuu1x!M!y<1;jy{0KvJd z-N+8D(UU!jY+`y3I%`c>M=dyebrW%&Wt&&`AJKmVVkEdh<=QC`8L?|vg(R( zZc8DZx%q^9X|zp)X^=oi=*c-0JU5is`QIF@v~-Z(w`YSo|Kc^%hg> z{Sn}BTYJ#@`)bLyU1<|Ah+Do$B9d;2JT~-K0m0r#QIZEb*%~p>U9e0|ll{;jgNotorKf8v1sCd4obb3jh^g;5cuF=)FQvC{N?)oCi6Ah+t$oQ8s!B zOUuVvRac&_2nqR>&TuF}2PxP*2trCN#;YWokv>0%OciuOPOUgH)h^FOE(dPZ>^=SW z^9+ekQ$hcMwWrz6!XQ%Mm9@+Ic8%(tF&n*5#Ve6;!RXGV_HOQG2e2?IWBSheyl*^{ zUqc-Q>8#|aRe*kE5AtWiL``T`ZhRna447pGgC4ECv*{W z==qOWRtsE=AAGdT!;c}(0DK(y*BySJU&HGyj;2)V9rm0;Yb{ zt0iSF6a0a>^Ir9HM1)uIU-K1Q)57OuuN9qj(~sZ65`-IxoTfZFid1c`RG+q~12}=J zgB)!M)<|lqd<#1?g3^{%$db}t28~D0bvGadjKpkRodhe4K+P!qxjE|NQoulMiz6HD zK6d+|M~rdgOsUZOb@)*!!b8FXVfEPf4t0GIgnJ4VhrZpu6S$pM2Sa=N(eWROpD5m}^f1;y%~!X4ep zZKXj1Suv*lGyYd59nrkuSNUSh_cCFcz4mcSXxn`Q$}FmxEn#0@R-5~7;;F6AR=7-I zz$X=#>Tlyk|8~6UgO-3jLa&iC#)r5>%bAwHKd0OyH{DMGZF*0A2F-1o*QhepG>VLle@$1>9xVp5e-|vX;M+NbHF!%I}32bM+pPyGIag3DW`@L(s zIFNlre$_is36HW}6mw25XQA?u=bE=>^yZJV#!0m1wwB|)2~q>3NdbUNdZ21UFAhlc z5pT5JVzTY}XguHS&>rdsA_VpmROI6@>D7lvnokUX2uC~yg|+qZr35ZLoC2XpjZR=U z6@DeR>ECQe_iuhuJsFve1_t=Hr9}*g!T0~g7@ilGp@+L(PZ}I9ZzZ26c!j!bgZo_R zpoUg9LC3k@F+gvpV#Iylg}(+V9cC>@<^G{Y9d?O%P+hd_X`zzP`A31R4KN zk96JvovpTzDAc*FwhB%ZxLM|VUrLe-baz?K<7nr~@AAZ(c*l=Z7*lPi#@`SR^{3Jl z<5GVc3Pz--@rN;24Zq(!%j*LBdZ_SPY_ygc8r8?ejQ}&IIPzv|(grWpDqH=f0n@2V-;Y_J#ED zkn^5kt*TF>oMk5)FIO|s8*LIwKUeI{$j=4r)59YoPOjs~Rdtlbx)DhuYQU(d?JnrV zMZ{x`gbc#jO3H?LMG;e}skx=@lM)kIy~IZk&eqp;fP}XAcjKYx86ZW|sr(s-(Clyd zIm3wXB$pp_V`5@r>-|lwNK7BP3#j|Cko!H2PjuJ?P(PuJoWLGb@1d@aWopW~kG#uJ zQvtd*R6HG){nOqDgnXIN9=x(H0dNuA%J!}J%wE2Z?A?`hUWWG;3_qY*R6G%$Y#CvE zG!W@g9P3tsNgsSAxSY80@RwLu+YW?b2R#uv?VH?v^g01Nr%X6a+J63`-9j($R7ha+Hg!a1!kv@WP z&t-CQB*&^n*l)|8ZpY!+L{b)e8GHGdp(4nZg9vX%iT+YS6laC@bye-D|Kd=ec9wBOz6sk*0}vUGFbjbLZeN9((_Y%=)%AjKwbkKfpWA0F_K z+5Dnj-vW7F^KaSM64^!sPw9hqtr9KUO{59WSA@?w+`r{v&ky{1W}81U)l2FdT7wHj_|QS0IbXX%pC%rB!Qk{}1V{cm~A%x?Y;Couna8 z9NgTLCy84v1rX1bk6(upciG6qNr*t72MXoVz5)L~3ah*> zEbrg8zVrsec1tXon?QxrS;|dw&|pC5Je{f~=b9f46D)`CEC4K3`S}UIfXLykk4skz zAcxm!#WeXwjx}*GhFAdzuE&P&2Mpb=KUY}d%?trzkDwPy9-mFEOm=6FevCrHLgDJ3 z|A-l#ZxySg=FQ0qR?ZM7rt5BiOcUZz;VdaokP_h}VJoxq=(!+hY!a zo3Ov!gjJhItV$Hn=q8#sX)_C2bH|*PkvWM9Gd%4=X?pIqk7GR_o3T8-PcVpc{R^7+ zs4q3L{?w1L8=Fl;yZ5m-2RVcc3KIO9H@HCH8t#Y(8KLil0m+U~AS9inTmGXMTyyP* z@v)h)7{5Oi5(N)IP_W}OU3Vh$vV0tDK| z!Nn12F4Snd93mas>~=>y1VGluid#J~F?P^6f<_R&V(6JbEt_2)Xzhp4qVHzFolH1u z&MzGh(7x~1E2;;D%&x)KU*^{b?`)6c6oNYL%NXnDQz;~hbdKmhChEc4PNIKFzpl-o za$h~stwyl#*_E;V#xBg91qT3W1=8OZy2}$~GK2+b0`m|x+q0JGwJyED zOjCY_V10>hI)Fp>7eCf%Oe&Lz%n5b?WUhY z0wjkR&I_6isq^Cx%IC2S$mr!7ahq$y4P|zPCPlI6Qb_BRu)wxptfw{ck0265Vlx=7 z<`_jEW)SFtA$CP-B2aCJrEiylp(9KMlmkpz2foOv{;Vu;Zu2epn@{OgSBgdOk1Rgd zo|1^`9_u5qmh;@P)Nlv%e)^%fb2J%)Bm*B{AFuXo7+xCOW*w)fL1Kp{ZJx`$a0L85 zWk@4OXMvKH4DCLF;9WjXX&}+nk}vrc%inYYq`ZmWZG3|qs_wRkp5^QeubaR((Pare zRTXeNOk?9Ft~S<#-@U=M-wioX!aP-_4k(N!`?{o4RRg;Ey&E-rj@Wi0){sH1Lr8qS zqzS=adTe2*7}hny2@yoKsK9F{89v+K(2?;uN6iEg4+O)HA~gG*_+Zgi)4!PqAiey8 zh4s=R#^5XK-lMC0@^6n=dA#yEd75vk!QXYNN zzL-9}?fJv$VpWZ*T^?w-DD?Wgn@^(7?)ml32>G*8)Sn;5s1zkoI9sYi-n6)ssX*#{ zE!cAXDfC7UxTPkp&}sPtgtW`rcD_(`e0{#vdpy~s(uBY9;a$7JvYh{e^%3%`rxSm? zJrx1pK8)xJa@%fL2(%QfdZ@w{jN+s zpAY9(;3;|%qkkISIUqH9nRVu8y4vu(A8~#nwgtoj@q}xE+LthnwSTZzn8=v6!>_4$FAlk9F zlx6Cq+sr!rd{XCgxg5U(=8$cqwou@BU_QwNN(mpPi8=p2%}{$`pdxes;w+)p5m@^)E`wbw(oH&TAmAvL zkxhx!ljAz2W_j>nw;E+-WO4VqFhjyYb!9iNAIJ9%+r+cp+8rLuBigfxNh7IF9&0zu z^&2!kWrx7%M64gY>R4PRMTk@s21gLb=DlTmtgs@c;d_40V2n@v&h*2qI7kb2c89gm z@98?x8S$B6^a#5?hT#3~p-0i2frCff%ABgz|Y$S21e^|kG`1dARQ^N zUI~B};rtHr`&wTYuxEjFVSq-5Uw6zpsE$XZze6R_zfPbpDar5O!PzJEhn=*s(N7A2 z<*9D5h%aOtf%ft2PMvF3BIk44Ch@u*8LGbyKsE=$$LEqJ(u(CmkT~3y6Wn!HVyZxt%j|A zWu#M_0uz0gQ^B2s@=k{1@+N2cE!Met&qV^z5u1{?{aeD3QWom)h&%&vLnP+v(6Q&BFUahXPAjmqH-Tx5y-p zFk~{8P|r#liReP``%gR41?d+UTE~Yjy@C*c&$o$!44diQK8$zdxH<5bOT9h{%y;SM zNjUE(8t_Hl_2BHDhU0GJ2nz_+LtpQDTA^lzxR{I|4$qt8hdBIo1bj{?TH?IYd#Nyb z4Y;olPoVq;^w-Arf2!z%QOTS6cq2tM2I)&~;$#%XcJjMzPi+o0bH4XUV$}Y&=H`Gkdaq0JBz%{v`_K~TigN4ma7wvsB*scbvb_PS zw}9Qy(==2Bs_O*nn(oxl?n!W|lOhElY4{{t;gi!n z+lTdZhE_W}>eo#*@fPH=jQn^k-5g)`9$q9ABx3pkV!?)#P2F0xL1p>Ew=gDsEM^Ei z?rgyg#|4((e_~h-;e)$JNP(Xa-&Zx+;yf*Byp`<~z@pXYwdUgP@wj$Bh;KVg=U_Dw znz#@2C^=1n5%r5-AJA8wis1_Vt*W^_ZkR2KBBc)|$v~JvB=YVp%!@#^{2A;^8k+;t z?F{n-BP4z12fZ1m&14n$-jIM`IeI03b!IoYcw|%iFmk|YdCf*lyKJ$ zt;YhIhY1V2Oqb~}w? zj_kP|i>isMJZw*|Nm$W`q0^1~OhyQs9_Gm-hw9tr?fISh$6DxxiTg4ol0FJluNt*c z@`V$%v`(iZ2p@F8EH4pH`AZWWlB{zqe@8b|<4y9m-y6NtZ7quZEgSKr5&^Y;qZCNy zGa(4L0Tl1=tS*0o+MnpfDOlE--C_^9nK|fMCaf-Yv5pP?bOCD5hNWX6^3yE8(sx*P zy8=W8w_+~T97xcbfaMn&A2c54|)R8?MwTBuvk!i``$ajvS^2nu7fAUBbHH3?#sjWbDiJg z^5U{gep(icURaP1@K;aQoyK*NF^f{uv9Bk#YTkRh<}O{jFM^_c1XJbkDdZsF^HLdU zp$9@cZ1bp%#zyeBc20=V^t9W1g4KTsq!PEEknoax3TgWV-w)D?}YQo5g!Ae{N;Utsuw>*)YR(Gud#lxM)WpN zLo(RYB_Pk+<=;s34 zDXm+7UB61?4Wc-J!$^=0?rbEPclb<3JT(>^#y(mI^r zKi;yiZ?~4Ip~0xSxNVc9o;G>HgI#PXy&B`=HF+=D2Y8Vj~|@Rwqp(hHjk9FgcS}*7TJGHVy7N6S?p#@HPQEGr)V_}V<@QIcVGBHyK#r;d>Rt?9t?cm3nQ+KRZ~oh| zs$T{s#*$ve{3A|4{qTT$Q0b07r08&BNJ$=o76vBzEUVw!m5n6o4jeg!GShBzH+Gqm zgAM)J%$>nli3!zoVS6$-f5KEzKxcPD-hk-2_AaKV`t~urqbOXCUk_8SBNWCZT$chs zFH|#e!u0)1!a%WA-JW1_2a@l|1(uN}OA%9V1QrTyWfDm$)=j=ge)*VH8Yzti5C=wi z*P{xeiInw&tTllFweK~MLC)g**!M?lyjZkQGAUdVIfW%d%&%MmB0YGQL@TIuQpbVmy%DqzsQ%hliy!`cwrXt?F}zA8;7 zYzWHf>G>{ONs$>P1az;sEI8zC8me-PP;r}P(Mk@2S>3Q70xJx_&sxYUo18_fN@x65 z9tNctJSAa<(w_1!n*Ja1M>yCebY9X!BH<(QXWq%*PZ!@G_~VLd8zfFC)LG<6#*0K( zP4BorsaO2bmgIB&x&pBupwyMAWc~Q|d9~NM&EOfs{V*YheWZ}d438v8pzuV=S$*1Y z0OM2G20cSwkoMAnVAyC6(**r?9cKyTi>ULME+Zkd+fGu`Z1wyElb7arnUTFq&uyI0 zQgL<&W;||*de$oO9QwwnM4qrj>5Dik_D;k4ue(I6T?>S`zLvrW&CRiJtJIB;@vRWf z{sJE~G5SpCpeb0+e&pEbKG&czs|8#Z<-kO~=2=NIjb7-?&4;fmeNW@*KfPKI{Kn6# z6!W0OM;?6w`YZcQ9v9{1HrFbiLE+b9a`&SQ*Fd7Od%qK)K~k=1-2onvfJc#vVp}&5 zq~kR@Kzq0~j+({nBAbARQ9f+v3NxUaefI5^YDWi0muj3< z+#{zVrl#Z?OiF9fq9#%7fV0LsM>G1nA4!FLsc4nC5L7S_&nv|1fgHfaqj9yi^~trP zBM4DmFVcByQSP4Gns<;LaY(DcL0nHW=b8V22N;EJHCH5x$~)k6pFqBy#v)`*L{*(! zI@1iY4+1r25H#~2pq{A@57#UD6OZ#JTCo^pA{uV-UDe*GnxAguNLsZo@Al97u@GR? zNlgAb8trw#%kNo7HB~(75etVc`-5Q>ysc7+I;v*05{e()hnQjD;6Ik!_*WoV)vzs)9mi{N}r!{&HZ;>CmSqTc$* zG?Y-Sb>LY$pc{un_j5mdSoTwB574WSBTH@-%hldX%cf1fbuv%Y^k?p37?%)=h0gpl z;s#X%7dm(nt`?$@2T+ScFF>p$9mUS@FYmQtrLF!^<`GGV^&^QPXQkcW^YtFLK4H!* z!x>B0ZAZc-c1xm93c=OEo|s03Pma^nijPqJ*FO+8uP?22vG|w& za_yo*U|jw*7yQzGnCuDZT_|`^t{Shcr^1Qz7Md=eteLuPsPK@5(lC^ zyXRIi5>Fk`hhNr(A9%R z*DEHYerI~C>lG6{waqT0HLD_o(3U8X?!)$2kU-)^mEMd%f~8_-GuyOz%WP4ETJYeB zxn(WG@4QA4qXkXV23j-7dnGontD;fnqtS4*QX$OzB~gNwA~d9VU%kA0cChs7&~inU zVm{eGNzT;b$gqxp|VTRBQXa~I!M9+Kv5a;`rOfQThq!2V5-;FT*8BrZ-;;`Ck!+-q1S3c+re&zB=~xq zSD!EyaIsZI%sgbTm0(>Y{8(3(0*#W%GIYNLsBZ(32W7l;YV_ z(9p)WAmQYL8p#Lk@>dN81 ziTY{|1l&j2oUU_pzwBJqCEqdjDeIm0l!wIo?ZK(Fp&&>5uW!%2H`VyxZbXOq#_yt; z^7g@rw2w-4iuwc@Hz!3|v;L6(Erx^{pFJPF-zWV72+)Jz;o%2X5JR|Mzdsv9JRD_u zL}z-xTI>jq4|xJ@2-1@zSzOkCc}8~3rHF@-!)t8OZ#lM#Cg$sbHM0iO@qf;#VT^w@ zGg?MNm;Y*J!653CUsoPw7O(hOGd&@8?mX_>wm9= z+N3QfR}ySwIF#-f2=ksry*d3G+(n{iuK`Tn&MePpjB}v4Je^M$Yt&{jUqHKY;@txa z3q(kNAS`;ZZktPQgeWN?gQ}i>2($he{TWFJ!GR3r+*C|qqQ;*2OG*3V8KNNHekiIT zVVRseH9e>qSt`w(|Lr0b^6yuHOput3A7Gja&?eN0R800U65$!vu&?_G@eu-mFnd#U zXTNOeQ1xDBB;3A0eRl_oMS2(U`bE?co{})Q)>#LM64-i)d0&1xFHG7krJQ%Rgb6XR z1+DFsh_~-!rUg7piX*Z9o(YzjLv$}R@e7-DK!Ul{FgjI28hd`uhVy-=0$M@)AKV0p zxZd3RW%u=hjiw}O3G>ktxk34==1Mxni31)gdKMwk{X0s_@6!?oz(O+Ys5xEsHVj*O zx`>u4O)|I&w7m|g$s1nkAi1N=d+>vvUHzXJlW7-JSTdzmwALK|liaD9SSfsHCzx#K zlJ7oc4A^z@0^FJ~PGXCG;?M)4LPvxyu~TjdNi_kUK&vN*{jNl7=9C*D?|KEv6XAX- z!Go{P#)!z-&glSTsSeIPSV0cwI73kS-fh0BObZQ-i-bcCFDSHmhbKjlV7I&^ZF0m5 z|M2uy;-MvBZyqEFmMX-(Lyo?m-9pZa5%BU8TgCp&q{@DT-*uu094w;Sw};SDpzf!2 zo}$o*zM979xZ+W{eg08wBnmUyjcn9`n@%>l|0e5wzuK!68ybK4`w;m81QsL0L8|Jp zxeOQ@Tq2JLON<{rQr#uPK#j*tBHh{F)}}OS%5e2LRZM>G%S#O%_u&KU;%@D9n7Mr_faoNqy|(>4hDxev|3vmlkM*B5zZ4!R}Z z%f4!MQ7d3iBfKYojXapLZsE^otVMkpQ=!f(bUrezrRu=mgZFM7H3Z7JPvpURWF>=*UIwiBdM7=@-qpwr`3*}_C^qN zOOz`4SLsL>l>dJrhMBziLo}Hu;N3wN(mNK~WwAnAs;c7=Pw;+Pd>5h%NXZ)@ooTSt z_`Ow)G&U*@$84807G_=nYMIQ z^R`oyqDa&`Q6BIUnCYX#Gw4?LhYM%pRPdfHPg_>V`9mhwB&$^Ev>&A559Dp`BV9l# zc*`Lz{jM}1eG1Gwr@sRh>lfVf`4@k(GTS8<4L+=gGHPxiUk`Mc3S~;EbbW0i~SbNojJ38@Er8JRZ(1DdH^s;1-WWawmimq3HvjVDB`owUo^6 zCU~ukX(==Zh_CYw5ttmBt{tWkHU=GHes5*}2Smp~z-pyu4`NST5`+LK5veZC=s`Nn zB$g{z-DdSoI)Sw%)QmmUZk{{cdq?1}AXuovcC{S9Uy!Iju$5ZfHHSagM2nn7@d2y; zZy@io5nvyJ)i<@h&&>*mtxkSd^at2KFTHPg@1HOZgB~i%i7K-5kk^3w?E>IJI9P|# z{>Vn^?|kZBe2Jf^SHf14G9{dyA?VR}(OeGL>wWlzKNunDq8VZ{GOFqHklrPQ;;=FV zVG(Y81Ik}m3vW7iobto=B{aJCeBY~@@F|q$KX4i-EE6XBn%N5INI(dZ zOx8)NS!Rw|mY2HA1|1Vqp{SdJTslSB@K6-K6aWA~@=;5tif+`$o8@EHV)x;$$n4@? zjLtOHQjP&0BOhb<&(H414hiZQn?=iL{qS!~BrBO6s6o|rbAqK+?Eqb|t|fu*igClE z!iv1%_Caz?L|H)=1%m$Yw zO6y>0Jx(|C8BeD7MlhsFJFCqTx?;68Yw?OlcM^{#8N4C>S7_%y}|Z>*m}#T zsNOehln#MGR7!>xkXAxqz@bDG5CrK)M7m30=u%=p>2B%n?pC@xrEAC`-#z^P?>TFo zbw2vRwb--wb3gYL_jSt~4w}hsB#jqoYHdw^A7);w`0r{x-fmII%ez?Lrdw=s7jC@T zueZCUsUp}NO2fQ4$rjCG{q(y>>?eppoEgWK?P-rUNH5G$-wl)@7WF z^V6*|Oh%3IWf+Hq-iSWW?zumUj*YnBQ%cUmIPIBUoG>2Sx-x5vb=JwR$s9Su{bEIi z_HhFexAHtHlr16QHgsDrEXwNJ6q%lEIWmAwpOyVmQVjJ-vyR`Ec8MMQ!zDW8<0_&5 z4sBaZGLc~jzmZvNkUo

  • a63osUQ*yZEnnOqIZLTA9Rf%>8rvq{=% ziWtLdH7CMN^FDPpPs$+UMJ-p+2(O-MY3t7LNK>%@m=5KRNAdQnG1nvOAEt>tV(D|) zAtpAgigbg+wFe*7fTot{jUUBZm+Kv@=HHRC*)l1rpeQu6zoQN-lYXvOktCmA*nA9R zdVb_B(zy6UXdnn{JP$GNsGQRG<6rO#qtJInn>?^4F{XYmi%oID?oci9eefEv_mdnK z*&>c<%5Y$2H}5z(nzLNj3E4+K$4~hI<2)zWCqX_dAhFMizh2MVc~IM;16lKz-xYtk zW>Z`8CV5ARM2%+K8182xUrNM4d@Vuz^VjMdmhX>4l>X?+5cBe373}kD`IJ9u<0Dln z;UHz%9>>9x(4@fNGK%JT`IuEYBa@5eR#@L+UH9jnzlcNQL+}agMh(e|Rt&lV2%djbfLv+kbg$5p4k#qHXmzN}=M*^%V#Ls8gf31LnvNt5mBTOnU?x6)s?gV!@P28{emDl8F5YR5hP z$&uKXhB*o;&<3egE%72(WovD1%6P%1x*lF!7oAiq2nuXMQR2hpnC91fz$lbBfcGSZ zCR@tfdBkn^n@(fl_mV6DGR-9zLS(_C(Q_ku#e{k+t3*}*;%_>O`Duf#VE3KrMP;Q@ zb^J#RX=LDzb9n|#*uBby)*u~I6=`hiNt)kxk6z#bIacp-acPVJiT%ku+n_FmhwWE>s$43T(R@_zlt1A*(qf`pfu zR2S%+P#N;ZfNSMzBO{|U*C}ksTC1w|YD0@AJ`aY5Z#)IDDB5FuZBcyJy&?&iMBO_N zo4D`F@(e8QZ0W^dTe{*9D($4lxif!=2AO5U(P!5R?9|w*wb6|QmFJuz2Z+jeNw!<= zFtHwgW@}^6bj}L?$DBWtAhr{a3Tp(3+ToDO;M;>UcwpEyU3iSv1Fr2VmOHtzWis#e&QEx#01E2 z^umh_>elu5N*->{C2!#6g-ia0->I{0@Jd%@dlY&UXA@y$YFTJEw&Ge)&FCQA(x4HR zT?Zz7*rS@Xj@FD**{a^&?_-}jN~6SQzw5LRpB_yq?r*PrW_|Q1tS63n5r82^+~sYV zGtqK6RZJVqMJF0Rd)~_nX?>(N&d(Q5bcVKe!$u?D<4%(o*JK@=Y`LV<10A&wR9jt#{V4c;FGu} z<&;0(z1s`s8CuS8c&hd#pl_1mWJ%>VsH*UcdaZAD=VaZ?15Di~7VNr=%=Ki?PFK-5 z6;ic$xawPXd5TT;-l!Gn*n-R6KUuWAM=4W8fAXK5Wnb%mUSZ&J7dY^ z@?`TRzcAB4wB5S*C(L}-7h=lF9p%N}vZONJhR(6!dra$BVpl!+Gcd5+N@qZXn|9s$ zTy3R^o{E;54pGcc^twi<)DF|Z24+am0oZpb=X{?<6=Uk;BuorWI?If-);K=&XFC~A zViSGF5pyUgNU6(&KQ^a771vMk7PNlc|AQEJwLj)UC~sgrS35;w6wc$IYPM=_OR@9N zC6pP@+$G!Y^=SSsqZ?m@Etjx{p^#{mrhkc z_Kk{veN(O6GcF@LM>>XUhxw#Jn<&CH@LJsTUE~r@J;ahP8rvIRs`s}U)J`M$JK^qG z@UJ+Zd@r#Q#7=z2_eIgo8@Z|cu6nX@WA7=i4YGbo{M%L?%x#WatLIU6BH>TTKjtBr zCaQuM;k}>cKCTsWFF{WHN-hXpaPrJ)vL<4 zes4$^rmwR))7I!(8FYSL;gIFA^{rG~y~=qp5d3W->%-Ky21yXD69_R~Zahk;A>NdT zLqzi?q6Bg4nMkFiC%@{bkqiA_6%#ipCQMKgRfg z&txFOZ({C`JucJZ{aHu;pb5y8@K$t(>K+W;t7F16;sc!<-IX5p1^%@X| zH^T< zAr~U|DVhrUl+nD)F|rP&0X`2(oXA6986`=!;E6uf1>heepdNVB{pxVYpOY}d4yNIu ziKoySLs(KeXQM4Jl;#_uS(L}GSIkb8pSX>XKFw(`Y0_0w1H$msGE#F9G967fGXt)k z>~6I%fd>VhDsUBJsi_VKdTQu_;}48*iK}Pi=i%&Xgrqd%b5*Na(@X7 zRUUoC`qAUXb9eD3X$H(Rxl=+UQTxt@=*bltW)^vEjTiJykoSlz$p#Lr3_~FGG3jTr zhf0w(FPJyW-v&##@iBhq*E^L8YLpEOoY^7udtdrobFriX);7s$p=r#dBF8rYgIBtD zTCIPAz;9qi1gEU!WSK$juZZv>x#RWVqI7s$3?UXNQ*G0M#58uZlV!fw!<3_@NaKFf z%^?H6xUlP*fAQufJ>m2WI$+`-nzA?A?&{w+m!n%LKjq~me&~5O$D3yQE8!2$?ox;| z7%nDAsuy|WHbRoAvT1Ti-7~rvW%4HZpDzwVDzM-ADMo@fWrr8nhlhdueTH~U!KbD_ z)oG&GFGrsrz9A3=OKRdCLehRTe1A^Lt(rq`LjI4S`Z+N|>WNnH*+b~i1wuJ?%@+R- zH!R~l3>WV*5#CikyY=8(yT$|j-J~GIlxb6NgmPvBo@bzD0x*g3g=Dz{Z7Ouz^oD=p z@>#j}i=5*8EEq4RjpOH<M$JR{^^h61Mq6iA5Q*UAg-1p)JJ&uIPo2#tOXQ3KC~fh( zxGRXxy~XmEAULd(Zc;{GT=CgPry`&uylrpuYf1NZ2qs$-*Yb~ApmBTID15Htx|J2P z`FcTyI>PtmOY#WEm$u{sM{^C@kc~O}t>e+(!~W#*k@(tegE!<@QA8WUC%taL>#LA4 z%BfF!>CQB|($c{)hJUF6Ucs#QF@yske*jIL8Fid^YflUJfq&`aJ$v|K;~NHnEG5P% zK5)?)tD7Tzg>J=yQi_?)U9{sy=-$?Xrdo1C%TNCykgJ}TqbVlB#nBXf1A+DfLV>uh zT$xpSGeW9_*X0@LzLNFMd+A2~F{26A4dPS+mg#^;NQu`;z5FAv#GW+i^^(Q*cz%pv zaRQ&|qk=>GeC1d_$v&K(?$j9JhiA{XjEG0x-4A@Cb-}tB_ithas zDN_+VX*@4VmDNm)so2rxQ}4~yqP24`IcC05R?vnzkvzAwOw`z_Q!m#3`&R)Dy&*M- z1D0I-cL_6aKeFzWUpyK*&o#FDj66!G5|qLXPiI?RmSf!>v1~8lI}-apOKNI5v_&T) zMA#p`w5R+<^-D(g5BbHXzQav-q|5;+%dhuUEE?29-^8%1SYrFLKcBk7d{VxjtVNTz z3+1rPBucKxKG$)_04q{_4=UHCNY_(r^Ag=+{(%tu`$N0uc_8&9$mN_B#M4H(3#5wi2@0ri9G_$SJ(;>j;wF#EgVPLI$G$ZH2! z2G}*Q)IPtEU~oTt${L9Y8fKc&){!WYr+c`@hCw_QG) z`J~={{qZByV|@4Z>pSgd%+KEWghY0!8zr;{SF3;yd{Cw>xfa9|6H9CJIQ=`|lZUTs);=wl+UgS3g%+Kl;FieabC5 zgHzKbIz~xbJ9|OU?f4`ny5~({t^LM`{orfqgN9=esr}-!6z9K>p#NTX32Olx!;h{^ z@pNojvH5;peaMgwjrRCqRS1fdK(;pei|7<`ePhg^@pk|rY^xo!-eOy=*uBpC6?eak zSS%D}X?yBF>PLw>WgodoVr#$B{M8mNR<&%dy;Fu{-*{<`oAwcUkCNOUv;1v3!aqTv z^i8p_f93_qr{+znL`cXB%#Dk#P^v9p^f2*QgD)*~1o*|rW?{XFjhqc!19QT^8z6Vpl zTpx6L;NeCZw|a?JG=j1M<=H8}E^#zSfx2%7u@|M9Hhjh$uq)7>Otm|GYWoDU`OnCG zeMsEG>v%0-{`m1`xBXMv24m>@yxbC<=XGiKlz5W_v*a=%g4^RLxFH^v6Z>1Frlnr8 zm|k)xgGa$dXN*#XNUG$hg5Z!ZDPX*B*9mf(x^s{R5gd!T(%#7_olx1ER6k~?l3tfW zjtKRL3vbc7%`BEF4zbk~;n_#7sy%jBH9G3Zf3)z@oLyl=r^WwlWniKTkKRl0@J3&042UT>?|?q_$xalB`s*5KbT^C|wZY@-c6RgIrO zp;RUV-kTa(u4Z~fD-}(P_;*n1CR*@6#tD%jbItyrfnG4ja9}UF8h993f}PHi{7pjD z%kye>F*@oY_TPk0AmPRvuf6eVt9co9MQ_rLgAz>1>LhHP{5FZF{AN!=UpsSzih7Ei z?o6h{OUhfp3yOqWjZ5sLGP%rXFZ3CqQ%ckugKegFfEW1jK@U-d~528)nW|B%q@sW>e57GlJgLSW1E z@FMi`d-U;uMtGpd@N&Df$$9eYis&n5U@7}5euHqP9>41!llWJTPeUnr1AtjCu}~@j zP_;5{vFAaKWqh`67Q0%YAK)I9Jp51zyofOZK+VwQj_(b*-?+ULNvA(>^a&#$pC8MN z6nICIY;#*tTT4Hbkds?DN|ExWD@6bu!ue<8C=XAtC&m3tV|%KUaUQ4vWsMLVr;>DS zqyg^0T>II^)a_ZZ=M6h*Zmi;w@y}zrM;PF78~yWx#T2f(O@=lZyMnW~G(HC%;UP-| zkW>NzI@O$vPe*`5VWhs{RM?^;NCK+|m=1gaJb--SDurJg8xc`>n5+3bzbNplk^yd4 z)Rmi=tgTG)O2xhE@*pC|BFaC?g|<|3#WMNXsp#FYXa%r1*EU=sp6^Fd^X=s`To>g4 z&qBnth%E5G#ZF1yonIBcGjm72R#oo)q!H$zr8YY~Kss-*-k)Jf**HkDRY`pv-crX?}kM}U&f}>>ivMEIhJ&0PgX#BY^wxR zw*ZH=LJXG<9(zw|r>m}RG7v$RjL4-aU`P@5g#KM7T|*g-3l2wlI+BE)f8#%9{+>ZC z9}0|fyf2;kH`*q@wp#8xDAuk27`!TYKn(v@peb$Av2p9THxo4=dIv-5lez#Kg*#1) z?8fD3$vayoO-%tc3`GlIVO;LYttoS97&N@pi%KAcRW3Dw9x8ATcdhSJp3I zi71s?O^T@dv+wQDT(8WtJ$g`@ewox)#{t9?(Kv~9VcUmyrzzPcFD84;Y*-9EEV9-S z-IuZ9dx9Wo2_#)t*MNghgwDwKva|Z5hkee;hs;HKDI!8&YSg#~p4nlI#WbBTZO_+N z@20OSyb37TeEp=6EQ|6oYCv3fDwl+)xy~>^)9UMgSBe|T8F^On>cjod{RIQVaStpy z;2y)+X@nu=VMS(yeG@C!(q-`iYnu_E0|&!Z+tGqRYZsU-kaw88jw(KSa2VlS2T@BZ zA^JK+0s11KICkKpXP>aZ{;`AC^pJgOCTl%E(|p1CU9Fg|;~IbRSxSiZ0eGiCEOO|T zXaG-;mIUSnjn)Mdr%^b|x^h7ws6xJGi0{kiC46>1=+!Q-M(-`)t{%EP-C5_b+kCq@ zTg@Fx^IB8&w;{I6&O{+A3ybuw(v=u)t)^!Wdk?p(3F0(c3DTzG&1f;e_00CK`DsFSCee>!v?+I3kZzKBULY?r8P zk|?|^b1Bx1{QkUv#u|-9h*)s>T@H|RI>NKydeh62l8MT~sydkB0@*g?7u9XEwE=TY zF2icWO(ACrV>qFbNtDS`Wfk9}|ICn>GwmzPWs?!217A!IA;#7DK};u!I-NIhm(PnX zKVxQQ3WEk*Lm?IXCFy2^)9rB{xSz3O1oMX+09lr`(>tBzgaXH7Mr_*QzU>aD#QUSo z8}_v*NiDzY1W;=B!8X{13%YOet4W88FuNsiT^OAJ{2VR)dY0_tpcD2OhiJB{C9hFH z%NFW-;>{#|>6MNt)bu_+44o9_&~I95 z0f=lBwx6UHZpaHSKOP{JJ82S7T*E|fYb=IA8?PV&cs4E7Cc_d{lHF_%5~+hh_^Mfq zV#(Z(lPISU3vLI)1l$dD`J>Cv#J!-0=@AYnp&6AsObwnwfnW$;))_<9{q+gB;x+J= zYWHy6RSkn33+MuU0d5r7lW;)Sy-$y)cq^#kk(>pv;(!eO1#9V>A0`ji33&9EYltbS z+7}m6x}|3JYrd(WZXwu33Ct$(@udpz3ofrFJa{fDst4vzZJ(97Bvm)3abORsrL8nr z#fcYd?j`@fSpc^^4)M?%l9>k6a>367LL1;ZU?+T5vyb!S)*7AOf9e}K;C*%qi}vl{ z0p2DZHpZanT|>xC!BWQMp+=Xm-7fHrW;QJcP+inQUc+z#u}vRQ1h$oW4~iUz?7pdq zV0mdOc(q$@^s^I4NnnkLaY&TyH;25!b@{+(hPeMedgM^G?J2#t=Ti&qH{!$EbAgl10& zSC%qBda=Ld^^!gW$5kf)R%iRV^WAAi_!mK98xO&YmSTC_%<)>Hz{?_?`Y&#$fwUg# z0~75o%Ycig2xdd(l4v!R%0o|(-?L279la?S0RxQMJjdh?LyLJT>_XgR?7hSE!%=JB z^jC)qfen@L0m8)7@X}=JgH-Pf>e+H)z{xoP?w&YMUtef&vCj$j=6rt`^EqSkX+Eg2 zY6?|6f!~n#VawGUUugc3?l5o9OLPJdf?hIUXstJ5YsS1dD@`)+LGWNc570QdT9yJQ zmjWXW?o~KYI87#V3Lo+yy`+fc2pJF9>_;t+1+S~uPBnXaPIEO1DV+H;N*U32U18g* zwsXwXx{;&&0Vmy}*WOhnz6~1XUlH)O4t=?8YJRgw!Ea*4w1?7*io-kcQtAIP<9r+b zmGHd>21-KEnCT2eWH7s;4huTd@xl4dtDypYT>i28%5h%ee`v3la8aYu$uFkyd0v39 z<6^P0f(2j5J1x4O_u9Hg{nXNV3bcCULaV%}r%k=3`v~Cf{lAcpVP%RZdc~X>K>lc- z>b8c)l#l?W0AYDl6m^V3|3BnORPT*R-x7Q*&(wn_O$R93VjMsv4)f2l;&G&tGE`3k zSrKOHM`5bk7-r1_VMIpt4h70BAzBW2FzDfmCURJ@DmOXy8FLx+^o*=ov&uO^a#=oe89``(+cps z%!cpfSedW=HRF^0KD7ybf9mB+Qk^~k)lUDtuBsZIN zHQJz2eY7mW(08U=wsl4_qIG9;`zN(uL$_((lmpew24$+DC-TFM1!ca${SZ#v&8IqT zP|2UzHx&;y<}~o1SMWeQ7CHv0C{o4;_=3?J1Xrops}7p)JSZD#SK-2IA!-gEH33xP z&_w-f*}avEkS9sdL!yepk9Rdm$lip8n6H&g@Q@_6TsmyuVaq7y$2Gl(`dCw;@ZA>P z;F-?#^5^(=7`MnBhWlYF1{)`97S45v^afs1w&|zr;b;3j`sM{7YDiC>-R7ySchYBq z?xE~cWqWtczvcfs$f;H&hl`4riCtJl3Q(lqp?us+!vMjaWt&*Q00>6+d9RJPy@r;8 zxI~C$Am3^IclaYnrs}uwIALb?1wa1ZOoXo@7{lk@o`naYhSFifJH^e+?yTS)Z=Kph zIBG|X>7(=9xA3R$kuK|Mnvu4ihBudv6(+!@>9c9$EzefL`?WC~Ql35h)*4Wux#& zz13f+haIga=>Cq%$;KOtvcE3!RvSsr>O5HrPAOC9Ksx3G$iwhe2>sS#$~y@5IO>e!dErkAo~^PVy}a&1qGsrY zoX=K*xzdj|LdiD-6aV2g8NRU`qc}5pExxlFX#RiuE@1m)^6b+S4I*4*c8UiZ$gbc| zdp)*sU7NTEr9ws97gj9K^vM73`xjJFmN{z z(+1u5?bjW+)Jw#i(%ZO#D0nex;cbGXt$?c(LnXo#1)as_89tJ0ZT}vAg4ryCL9{f942rohpP0_E7-9o|^+$9J8;5pr4}i%~F~t^2E>!o2 z>yX;p+ix8K5!uEzY>rd9Hz-2wWtra1wwlBFymL0g>s%O6`=7wNEbd?RTY4{*)zO$H z2{$-Rj!M02_2wJBO2 zP!U&XfU7&&i-4Rfvb@LbY?swIoS5pB9C%VlXkUD5md?kAyO$Uz=4pxVTrW%MD)0pQ z^E3)8vV+?jZ1lCz_u3}>l6C}k8hR^7y8({^kR`d79^hG)VoATk(RkR z@b*krLcv_iD}T(=O4n}C3iw=&5R%jzfp;zbJoZ7u6X8V<6t{q4CdOW4Ah_`V3>iC) zi31yAVwJPB3W!(i4M<=MVsC2S8AY>~5Z)tbo`>EJTIyj-oD*6I)g5EiA)U7)#gQ#n zbe9d>=Wu<+IrH#atcKOp?#$J_*{V^XWs&nlF5YEnlfW_rKglO13@wiW&Tj)$>Yo2^1-z!w#d`hI~;K)*T_N7WM;Wox*PDkrp_#f znV}R?Ga28ujuFiw&{xiczP$BePBWhJqK`x%}J&y5pd50oDb*x5}1tqG(Eeo~u@PHDn+qVLq zSk3K0OmS#Z%Gut}WwxqL?!evG4WD5s)vfi4U^9zcFOyjGI{fTlksI@)M#CkB7SWl$ zF-#ch3oeJ*l0k4{UX}XN<_j*p>F#s3NOJ?yeMbEo_Eg*!woCAZM@e8*&lr0op(o}y z6>_V}NX?>B?&dO)KJ)(?^#Cz!Jgg>=AZxmKN^KyB`j>M=0o?}Y#1Xtjqv%t%TvmQ@ zlZ+DsdhuNYyl=!jDtGcfRx7+01rm$S{vE7JrxdF=%|L8_5AZ$)7mxFaT@#Qx`^aXtdqLy;hz|&)O}CN{EmpswIwyiD3cR zB^qgU$Rhv}aTMJ{kAKDE2{T$dD>RPf?DHdXcz)X#!$l~?@@$c6R{y!_Hl*?Et(E5M z#XUl@%B*k}E5Z$Y@c$4z2xHtf+|XwfXbxF|xnF$$k-^z?cXKeRA)>*m@(ozoy(KMr zNdjbY=x#34b;}2-;9m~>SZ(E{SyvZ_AMs-WJP*B*%l#qw0>yBw%yN~tweOpM=_ON> z@+)CJylVfoM1nJQreS9m>(!$usmBM;cQIh&Q@SUGvU9`!QS1B=$t5`nU}}MKY-U)r z$u^W2+)ELuQEQh~faV!fjeWfqp|B>001`%fWrPcKTh2TRwW_0^=5kQSiW{#?HsA6a zFbO5DO#Qkc(7W&<-1HLP`l*@>XwB@L15?6%zH&eXp%+{#J-u?Xm{pQr6|wUJltQzK zia3iTY*z=1vr^2P7sM~bHQfWFu}@OrqgSJ)e`a;NdGiPHU=cgKTIFo5!BwJqzMdKN8y{_4B-R#(`laQt?!df z(|86yPZ2`qd)aiTA0c2Hf)_d|Z&G$-vP=I-R;9qlvkn;W)=Pk-miTV>jB4X%PEbtN z?lVz`&63E{X5YPmU*#Rk%H0F%M%}VZ#a`7a2c3^S0|_Z5HbQ9?fRKWph2yr$QO)_J z7IMa)>Udri$fPmUH1dl2>Vqm_(pY(`blq#r;80s&PVo`W%Vy+X>pn%_ zB#5I7K6+Pni5=LTASCAIdP6kk{RdV`25j{UbQY21gRSIQlq#~f&}s!j;C*-cuL%fX z1a1cIf;egRbIUwOS!b>tnH|;o^=Gj&!O1dY!WHGyipl$ppGYOcz^rM#jP*l}0wG_f ziSpabDgs)7%M_q)a&iHS6El6`*;MN%zI?#&UpyVb(yt{O5JDv?24lJ2TbC`lYbeV3rp)*Ot z1YL(gFW*71?#?~$Se$%llJJLm(KKGPSB31P^OUq*_puje$~M{H6H)U-);VlF0=x>bGCz1TbWkQyeEJPHUQ8bAI5fM&dCFW^p}SO1A)LC-Y9wTO?m;dGB^U`_0Da`zOIbmjNwj|WrJa_-E^G!{#-3$fBJ8P$0uO8tz>n)#&-3K`6*39Py?xg zT-Sj1P?$mmh>bm7&(uvtjJl(S+t#zoUv7S$Zb0?^Z}=mb3IW*>YC|uUd{2t+E{l1Z zPJtYqa8!&=Ai!ay@cWC1llFTqiHCp zMZDib@G}1yobqFQ&HhY~O|JV*{Oiy@5Epf80uW&3CiPBxc^r=n(eRA+s`-Bd}&#ahra5W(TFetYzpONWtkpNLBdrzs#rC;? z)!cXI5Hsctr;UvbTTg}r5(jy^o>eQcA@X+x41rBK^5dZ%cyL>Y!&2(5l7DY&YUeYZ zMDhhc(W$ft0~T0A8cl~< zym?H`>AE*1b3Mk?eE)6nf1XN5KD}Cxi}l!8c66x7;hU)VUsn&HivP}_6rOUoIDC~0 zHPJiG(^ylZuIjsJ+fAJ*P1v>7Q8Ue1J;y*GRN~7}rIjLR`x$I%v4CR7)`b?BwlKQp zY(PRjLOrAOMn?aA=^zXsaZl#BiYwRAH^^yy_@9ww&YH>IHK%(B_1Y?qW2RdXjZ9%e zZPUj>wV5YRF(~2p1g!V9I4wUu=JOtDT#38qqJTTWBH|WkQu^Xn5?)!RpY6?#c9QGK zc>*Vqo1Mx*49{*!tb2N0-4bd(!LcPa2Rr`j$NAS*m!=AY)ZXqadx~t@^%sQU#}KEjHlct z4j0b?%mK=(N3VJ2^~9n6YT# zudI&kJJfR=bfQ+Fhql23o|rgOISnfE{Th117o^B2&U2$Np9o!8h)qgzx z_cxQUYZ zH)zC~mE9h`_^YK<7w|)Fgpdz6xnKE_1El18tDXpNtz%nN!E&;0b#Yz$g|E~%6nhD+ zG>+kt*&g~aGeHfPWV%=Ld6CQsz9LL~_gZa~80y%ckb9iw>kSWjobmejUIXBosZ|_q zY?oK!7dCi-h-sFiMLf#^U~;f8SXxl!)edVLz&Hk*Crw7e^m14oEN}l20)` z)pzKE;xj#MGBD9u_@ERvZE~s>hPS|!d9-S=E+^(Ib&}ihVh@!8OUsFZxB@4y#7gtY z5rCUF1xQsp`ESL#jb9RSf!xWyK3q?m_ou&u#+ytCU88(SDFs*YsePqsT;8ZgW@zvD z@L^Orbw{hCRN4YpHR(oB(RioWuZez**xP!pU0Lg&QU7Vy-l!vTJ8f*Y7LY6sb=VxT zBMo-bowct8%S9Ui5a$%l+kxFtT6_Mdrc>Vamx-AitGQ!xmy0E#klP2Bn7E)P!z-P% zBclqUAM7^5b`A-3J+_P}GOYQtP%Yc;@ezyvy4Z6JaK|8f{BE^vL= zF0S+ECcSa@k8b@}qQC3Bo#cp2eZih#H6KoDh(q|ELpP#oQ!;??_du(ne7B3E@a_{P zlA$GVH*Wrr_-GLI+J%W;H_Q3nu=B&uA2Pt=#qJAo^4YV~Ximl}9iehvqZX)3=L_mq z56rl{y*kK7ov@gVV+GI4PnY%0SHjcFj2f;hW=AWX4zrfky`T_5n$>R6+m|0=U(kzx zlw>VX?mqg6iXWo?_#xz;>dQv+uA5W3Sz3T;-iTjm9*{pFj~ON(*y;k{jwtr`_;->^ zC#b{%$}#w`I2qw@lVng8U6K$9EDG#OzO1R>?2&710 z!>+PFHWNk4NYp~^x4Z~z5Mn#^tH^(#mJ5S-@=r#b`NnwBh}i6MW#hNu&-l$7b4Rt6 zMsI+mWwXgV{CPVAy}HlJ)iX-wu7uvMsDK#WoL+|(+?O~Chr=S&azDpG7QCwdhHk7D z|(X@Ce8_!V7as_8wPZi`-ow8?8H$>xwImr&gI1yvi;7 zzT6PVNaL%5>P5fgJ8p`{O%T`$IIVbY2rs5lS=ETEmN62G8%D9lWnaiTs!9>O*xN zb6iUe%_rt+gD*LAyJJ;LjU1zX7?*nJ`$C=hCye<&9pxR3p8!(L=$x~Q<9S;rtn1tr zq6&+wP4ul(D=y!x(z5>jK7s|2hoBiz0|qgdCl%Kji3gkum^ zz@(X2vAJSB(YpQ19n+aH)3GMWD;tbbNRPiDBFmjqRCs`<6U_-(g@omfsAMTHZ78o7 z#{tnmgNsz`(8mY8>XMwOfjAyA?`^@JqdCuIe{#G52g1*&I9;CPu_SWc%m-7BB!=?& zs)gzO+|7xA*+{SFCspodegf((GZ@2ww`>EUw@JLhs}F*Yh(nJdEcxi9uX;0>k(KrX zPEvxmUxyI= z<$dFIaW$3V{Oslztj~6*%Q~M_$u9!dX2;#BpIkLd7;VuNg0uBf!DI|L#@?RC35${F znTi>2hbv4+H(hC-W4NpMf-#m$akM42p*2CwaF_7s%({L<4bnH?ZIS06`fB z!A0i$%vjTL0%}PYq$f(P5RtMz%#&4mPwacky+IqW73^J=2)xDS)0au8Nr&_vU!i@Q zc$?Cw3FkQ>E@^XH4~h~oaHjtofBN)hZ&kr$V_qCn~RIKvxzVzJH70=rH*!XLWTDg z$$1v`eZ9*I7IOrzEw#$n6rgouv2uV~gKU!CQ5p9ic$^DsaFhX|_0wk5S``AOO2;4! zlmo*Wh0JY!(;Zfy)^AldTmF{HcOEVUWPhU{a$ zz-8r!ia7FNd^%gOI%i9W(TeUduA-(0wETYeE(6c&ZqG<`wt|lO&GcXs#9Hsz?+@d+ zvtu}TZ=ceNSiB6!>VAcjKV;f^c2Ht|b9wq}V^VSyi9|X8d%s7ppqOSW9Y01&P3LNC zNA#8IyqTix%S!dK1vM%SBolQ}@CRLTsX{FE7s$?{Js*UKVpsbmx4A;ZV5UXDmjpFzH{fmlE?b}z2(Q#rGy^`*)T?RgiXozHT(b-#1 z%*joAi-iV_DwXcDT3Qa&$c|>OaWd`FPr>xA(1ef9&{c3m!0;eNPrZe~=NFeByIm5* zdxlf1Ry9X+$f2%<6~pQ~2gkoNhIvvHj(Ir$9|*t!yw$eP_km#8_c#AHaN2OT0R+P*s(DzGtBK!5ebRq${MN;%~I85nhvT_qJ@$&#`2q*&Hu0btV`A$Ql z$CD$M)PdjDFAN|yC9!vPF{0gBZ!feU0s;vS2oO0s{mgusTJ-aRO~m}x+QRvL8(*#ZKA5`DPlR<>7bcw!!C9eEc9Iy`q7jHwnjyr+F%-A3q2&!a|++2FS%p!99OWMLe1VGk+o%wmwx#Fc|#t1)H`f(e0whHkOOqyLa5lA zWWa6L2G@)Y4+gk@a`C%#!)$rJFFgTcrC2KdbH=K;R&WS!en2!4`z{72kl+CJ0m4c3ytC7Y&q^P+E-7ghv;N6j%}y@Vb&L|lGro^4SAsGx znCTQmd(?1|14+V0vNNdMm9K|!h3bt&#=PJqREwXu9N3x>qwD(q>%?a%)65#jb?9zH2f?Up?YPpRQTAqw`$w|-=8#U;W^cxLlF_HIEpW9u(O3O z#!DA|;Fd0pb>}$|el=izvAsEq-I&dma}yPHV5q1;lkr~_36VnKsfAb04kewgd8BL5 zQ$d@DfCn<#=6YnQ)fZ@ZdIG?EZY@HfKtbjeD9|3A0Db%@ zfCV!>(IFOvP_sWKwiT$>H(e`L3q87lvoigi zQ`UCjQJvAtPqY85x^o0)w*QT^t2~``-0~afBoVyi%j{Daaom> zzAa*9b%|%9ChBubb59>#x6%s4rX#;Q2A=}UIgZZ!gz>dUR#hLc+w_$m5`Z`tT&Nsur|r+VGl04LkYUPl^-x4_}+S^;yq4YiRMk? z`2u6&QD(ki$*C|-{?fC+MnGQ98d0h?qW!W=n6uF6HVRBYZ2=b5Xv;}0KyHx7Iy_C; z=Gz@!%H}7wb*EZGSXQInHw8u|Tx_LuTRA30Sq^YO{%$@3J+nTdTnj@C(@(LH8;2WW z3#tAfq!AJ1tDh^6OPT#>F!=8wgDk4*y?&!V{3*e7klES8Y3y1~I1qfcRZd|mb%VDj zx^!@d+8@&=T5#P}yF9h`0Nwq55KDCj2!(tt+}Hj74t?V%V`Ox+4ee)IKq(0rcss*2~ia1%Y|k;}2KY8@W2OPGhmu+q7oWE;mXR5_^C>h zHEAAsMX%$+Mw8OaHERCv;P?3Pc~|_$p2z$F$9_crY2M1%=p6rA7O%eP8jd`H_k9D5 zEnD@AH$`%v+eo}cucimrbkLr{UfAZDjv}<$R<4gwzJab<{dQ{SIdSJjcLB%!IgN{# zrVsMF?v`n9#hr9I>X!k8@{k3lVo~&M3i!#$v~ZlE{50m7tN${NRjRkPf1yD?=)dQMlL*7QtF$&Z`ZL*B$7yAGSS zgPF?UYPoB%D!~p_H9=o(VWNt>`s=gUT~sH;&lyKTP4M+@1P$r_4xE` zx62K4J@v~|_dqWi_a}FaJ|bi2E)0VixNdx2Z`Y;zZIX&O;7zZNZD?0KLJ0n+Ky;F7 zB;Ow-R+3mD``>aFZM;+j(8G|<#as11-t(AO$7=wnVt!AVoRV69HemeWVUplY+cGl-fXwChPVYsTmoL3q?%W)p zjaOT$w^~(~o`VR(WIOw(Bc8BRZD>rx>3cP*{H|JVvoWDuqrr_7w3Z zSUU|@SF8$KUPM3cZ%YEIQEMw2$=9hDqN%X-jzKjhHKd7hwm`>`rL0;=7)AR#-K?E!4Iw;lZS~^>92CQ zI(pi1^Tn2)OXFfu(+Iv=0#8QKZC+GtknTyk%sN;g7n=1vtG8Euu}4TGSR~YbNwR=9 zZ36T=yM;CqB^zDO-Z+_j;wyYrtH{aK*+1>>eUj-rF;D(v`-GSCezE}&{!Ov2jq{8~|U6)=XE>^?(&BA`#gdbP^P}8+#BBJ4Yw|3RA{-jTsche>@Pghzf>z)h?5c^9P zZl$#&ClWYU?3ib4&p^8oSU*g+>s4vc{uUYx1ARz=>VTPNIa<9zi{U4^@Ixed3`ySR21w>l9K}s6wMnI$$ zl8XP7(poU_l`Yp=aFl>V}T%KqpN z(NU$6+V;Ht=Etcaz1)%nM*N)SCwstgy5?SCcfEV&jcp$q_$HSzcH#oZ!@WKG^14#FqoU2 z{S|Ib5iwiziR~oAPa=lqbqr_lBmaRI!R7k4n?(X;_KPn~;5g^mbjP90i_Imm&D{en z$lSGGz$iaLu(L$R@d#ey?=qjz?5pQ1GE$aQCyQQ#4XQW{!Eh#at8ofMIBBLd&+2=h zeGVXVCJr=I9dG*ONfXIw==XSPM-x7rp8kAoF}K*1p*VRY2U$11EM{CKh&K1#stlgTUWLN5)^=*!%g0TF}~Wc9DaM^Go~T;1ifW zRnQm3M@K3<$xVvJ_koU@ei_29Lz)f}xuLvhZDW6a6YP((nn`{ zOrMPc3iq4W7-1rT*^A@)-+o40+vV0kIp(O65c{475{La0m_yB>X2Qg$MR6j%2Jis~qwA}y8&`z{ z1*x^)-Jg5HnJ*^V`BTG$_-XYt zsmTM{WZIMt?BQmS=6b7xq)A(UweCIkFW;BVAm5d9bRHjbr{eS%#YY!f9 z5B@D$()S9~0To}-s$?6;yIQYKhQ)1JxefzxenIw(;?N*|tKJa2J!V#7EJ@jbt;YKr5CqaDGbscdWb1m|g3&w58P;RKAOO zTid81dm~nlcYy1+K&?Re=+z8?+M9X8&Ty|6^>;}+R#(R0)t~(3qQRJNn^GG(2a;C5 z9H0i_TI7K7L^VM262NwPz>m2>*QQiJ|UqUq=vjkSc5TVBQUwfqj{d)X{McJ!si_a+=idDutqGuE@$leOnvc6iA@1`ew>C6 zy2@nOSvkIxBC>*3l~I+LWcMqAE?%sjDrsK$gJD!1gwx-@9`C5bz?Y)KR^Qc#PU`jYZOb~K+n4GYI!$R7qpsv&fz|@cGSt12&;YpL51-o&iR|e z@4q7}pKK)?WR51$@#xSFVICy}%_0 z36{VBa>Np@m)4&&gB&z-cxV^@H^IO8bzk+Km8*7!45gs0?a1PY;drI`MaH&jxu%n%r zuLcBTm>>Q4)ADTZ1*xFJ%i!RUX%z39Cy#e5YG#D9LGE;~J$@iV2$}%M!B?_tO$`2? z+INpPT|&&7G_PX%D0t2t^BA2!-AD689+vyU829&l@kD^`2r^LlyS&S0w&(sZMdKQx z*}a4C)Oj5_RYz6MJk-yVn3PmGcj|q*l9qf4o}=g<|74nHt#ovMhgunNw$9@-?-r2g z=5sGI+uzRvSO=wo-AbN=rx0}Sey2KJQWKTUm<~Eju$}dLzda{6TJ$Cz`sVy2K4klP z_1kGDq&^Xdc@cik*KC%@2Y@}UiPoWg8%-vj^G$2BFp{knGA%ScgZd6fCNQvB^$zOVYw_=<1LC9c=^BlBPSelmnU7nm$N?e~e_1&p0 z6_uK2(SbG;@9@=QAZp2t%bFT>$}%`ROcSupmy`ozd-$xTCFtpId5M}!y?P?8y0@N-RT%4HaIly3YzeLf*Ls~u+!BqVQ*iFyM`%o_gi^0jpq!O|Cqi=$bb6BYyRIe6l^lMx3pYhLqV3i% zIuzTFVj*Id$|Sp;%W|dkpk%Ww)-I9bj=*gLtpA~?|313Bn z*;rRcj#sr)y6RCUSH$ls?PNXNGDbh>Sn%tFZf1&te*l)ok~y-`d15UL?wG!(I;z@l ziP&|s0|NSQ*;RiX@JRAlO>^GkxP>2S248#wem<#+Hq)a6cFYUZ!htqdg8i5hwM@R+ zdpFNx;}K?#Oc!n7$hYHu@SnHcsx_t``Hr?msQ=xd%`-(z&^`6_Ylza{!}%R6k0;|) zXSb;5j~8g)nlA^@oJJ*7zFZKUXHj%G?%x_Eav2YPOW328aq(Nd*V}6?>F6|1i;juA z#A1|~eKJd|0**gfR~WfU%L0-?f*aYilbSdiwo6lJFTR5xB+7$Z>D%I1NTw{lqA|;zi4!)cvsmeu153~!@mjG2e9iknK+IP zP0Ac=2UJ#8zB4ySt4hGb!!uvirQhXYY}rK`J|^*7hZm3vAp$gev6nf91(k zmh~%MiF;o?zneR0-g@i5$=X8`^KfI0zeP#d)Ad$Yr@iZ&(0tJi1QMa(Y-at(X>$3^ z)6ws=Wbx}#FkA3ctnD9EROj6vt@-(xCr?Lr?VoIC3euT7SW(@7c+2=JgKLVD zenb`YI;KA1)1%yKWuD$OEY|Mj{M#;U@myXAe54W#Q&d>~;ti1ZyDoMl3$6#=Ja!`z z_*nikilj#*3|V$`e2~*4{XXfpI(oOfq&m=(3(IaI@sew9Y?HAs`cLd0?(dw=cePfz zDYh%m1?L;2h*jj|XcRw5^1#$#AR#ylE{4nQaz2H1Fhr(Cl#VX&`Ev{b>uQtrz#6-BOcW`c2#NGX!9I%9kkRn$8)? zf3XEPSYg0)APccuJwW#8enHG-jPmFA?-YTSaYHF@_yq`Y*F|cBhoF+mW~vW3Z*?A` zkD`x;I*}CMA`y`P5b{nQ@;a+MknivY@v?f{Zv@hvVqp|GJG(7f-vvFBKF$>F+*)+c z+4^;rvtXMbg>Fi~>vT}gPez2G*_~a$*Kv2}1&AZHZD_7Q!Jl82UP^G;PnudAJc~sB z7L~mTgvq<3MTeD=*PBG!Ju|dI1M2H$91ahMnL+(Fz6RU}N?ur^-K1ha4X{c1S<|{P zqw;e{@66X8IT!DbM&txLYa{nZj>3UJV_^O&NWaZ%M$`CVTgCUs9qKt5Fc0V0dN<95 ztGt)raYHdvamUm{dl>&?6ho9-Tp!w+2-;lGv$?NUJDmcNa;$`7Cqr5M`?jw8(~>vm z2RRwLQ+~jjeIuGfBmbZ)NdV6_LT2dxE*`iHk(0nD9RTB;#?G6C_+g!%tImi-NHdKhF% zgONB?cV2@fIC~)QWtCifWioS% zV@H1vQQP5Dd3pICl%gIfuFsgMJgtuPsW(-#gZdlytx+7fpEC*P^e{us?>WKGeY3y+ z`$`G)`S-wPAWJp>3OqO)qusG8iT8TFPGKBd_`=MNyT$l-*6g;!9+7b42nQA0=v#Lp z?>O(U&C8>VJ^gJrv1mj7Rq?wqp0qdc4KBF$%K!3F(zTOS7~|jVB!#mL(v1H7oi{3k zAJlDd^_I`3i?8THsh>sEu1N(1{!9|j`1!LePrI#*rX>FDgKk0t@4FSPF5I5UX@p+|Gp5CwQiF{1V7*Ho4eMyRE84k$(^J5)%3)aS-MO0i#mP(X6H9Js>nC_V?OvX{^ckbF|){R4rkn zMH|!~>&2wn5}v{V!Cl&jAPpZ;Lgpn)93To)3I`T(g!dzu1JuloWLRN39!(57+w975 zw|C&16YXyBNz)|r;%E_v{Ds1?Hc|#@)OzH8vN3vlbz-qQUCE%_#|w#eY*gnDRL!c9 z+i`McU;bwOcLGMzbnj+%GnIY!86=<0izEy%*_4U_bd=aJS)}dZse&b1zi*z-3M)08 ztc(di>uGoHN73eUH_zELf;81pKJbdB>(6>cvJ-qhJgN6oU&HxCq(u4_n?otv$h$0} zwSv?)>(9~ZpGIrz{JATUb=6j0%t8~ImW-*F*jPJnKYC%B8e=5gOj>OblaLN{x{o7j z>hr}^a@kt6Wz1$s?{y^w2~O?vA&hA;5@5*udiWStxx1n?#;x(!4HY)GQB~i@{wqEJ;?93lF_#&>itLvC(>;( z2`fZJ#LCLZr1n-Ax>Pff2Su$m1|j~3H@s9N_6de8la93E)S*w^9YKw2vBxFr{D4;e z{Q^K3WuwfJ_~*lEu%n;n3u0s1nu%6<`9W+2yRC0IGyBV%nr2&uO?(_iT5PTUwtYJu z`j*odE`Kr*ZJNFWr8uBCRImLiYVs@mHb32lJMV|c31ycj!t(`f=>>X*@S^PL;^WuS zP4^8^f%m``08m>J^6b&)Zv*)T4rp^a{Ic11MuBlS`Td9Vi(BG>;Xys~&O@=&)AmO5q`#%7zN{R(&r;j{!2H|&_M8;^!fh2zCKc5r6r)e zJ!U7NAN!Lz3JCf&KG6CS2M?xc2#p&`Vts$=%5TOmAXnmv{HTNe?8SchNVBYt!u-cXu!t5>cQz5-N^^kkLBg$ zxIpgQo~8cpVhaAx3xHI}=_k7Em1^i2pPwt94(J{d9do_MRp*JSTtY%$6~CK)tosNB zhz^Wbq1g+cfasuvj1KsGgSjXPkMITDcDTLQ`RAA-7c4!EyH4yln>T%c(%gr?l(?Bp zRUb*(uVJ_zwg=2jeMy6M1q(@-)%5{3}2 z-d>1||D>-45lh(GS^N9Aj7uy)Lbvmf`1*n%jORX|xRwFC2BT=tf*MHSpM-Y^#-LMb zuvIDV8afpID2fwXM$f|*zwXg=%UW}8Wt{hVBYJz-#bes{vRdB&Z9WeC9fvZvhwsM=Li4lCFNg@o|6sH8OQUOb&!@Mp0U zSOU)jqd6kW!W=m@%+k1F~DmoETUe&^>!KT_t54m zq!fjarTR8>c%!{)S9ot|{Q6IjZ0*mxZ@inIS>2df^`aXD=OawqI% zDXeOVqot*b;>0SB4c=9^ANw7)@g=gC*9u-0q~N(Id{2g>ycPdjtE*%g?jxLE*}Yx) zZyBdh)-u5q)ypy{>VbBZ_kbQdSQ%ir&GyN)y9w7UtR%4>qohZAv(F9iQ@`18HjeG0 zCyPR+Bbz8C;3Sdg+E*pakVOfHYIbjXI6sS(Tqq}EI@(bLwhGp8Yrj6s!Jff~D+@VX zqUl6u(Y28EIEsxKBSv#j|8#ec0iF|4$+0AFzI*^|>aP}lf1v^Ia3Ap1onEq>&FySF z3Y{S*=m~Qv5tB*GtDX9;1$DZ!$9N$M9DWIO0h(-3BR&%;aQY>xQHrKJUB;IkPuEyH zMPJ8&ZSJQG(&hN8|Jdl1wxnC$rUtN_!p^eBuD#77v6c?a_qbUyd%L;^XRnQn(Lq;$Y*SHi_o*qn&a+wF5)S@;%j`kuDpezQaUXCmKK{k5Gh_|g$2<+*xxEOb6H`b2n#-Pr4ep0@u!6#+g%JjWjVU>}|W76keFx7HG1m(`s#ABR?23GNSLs;{zW5mPP9)#=8I&y7*;++Y308VebyE+Lpa z7S^6)Q+-!0aQ`6A8EEVgR3B;sArr<$QXxHmLL#&qXj$3Vc*}Y#_XXhVfih3wXI+C# zK~Ej*Azy9!gJS7GxrJqAeC%*XEjys84rkqV3k8 zE|dgScH34b_5Bct=eOEnQjR-GA@pQd+>9(y&m@<0R-*g!jPIzOJ=oba-_^tkcZWb&>+zn|(V=5+0+j)L)`Jen*Ki%4K5^`?~(kq@z>a)!Fv2Nz3 za`Okkq{mDywUiTre_OSc71XZd05IE@yY~k$s{giMwDX!SM9R;P7z<*nct2tIBkZE0 zDMpT&=a10Lnj4gxx}@vOT2j&|OU^ z&LB+cn`Y>TAfJqg4($5yR*y68eFD0Mdv+Ip-Qyqn8qPY1=RshL>Kd8ZJ!1AFy#3eT zzzrGw`hBDSAV5bJiZ1#ZQZ`h|8q*F~FukJ=U5ZUgdRGXHItMk1m#4r>kr|kuNVHr^ z@g^(GDQ?mJfR&<8<>OWtdM40)k8GR)TC12D zg+t~0tq_K;2>75|S7)_2ien2=#~8VL#d6m?(4a!5foRa^==vmn{)L{laUN2#_qKI9 z*V}>Jf_#|1CFdaBp!jq^QVt`X7JQ~N=n5$Eov%w zJ*su@UpY^96JCu3jn$kk&yhg%LQCF7`92O?apiI=(RcKwpKlNPMg3c#tqdh8Vi|3j zc*9h7(@8y+rj9&~c!$rCkR)KzHMlP*e%Boi`$F+cDJG0E6)ivj$_Z)st)&y`#*B>s z85=*xSL%tTLa|3IrcG(N!`;kasziOix#ml!j(=;hP3a8>GVY3uFreKYOOctx3zd4u zH%Kffr003VA+$#DR>f2Q*j0wxSMz<6eTf49rDL~p65ZSgfzSH-HX@0dPmhB!i1^Uf z0Ct~Gsatc?Qn4CZST=T9{a3plI0+Pie$FM8=RHFE4f3l3AzH(w?jO{to3-le2wtp_ z?{#Bu9>=={^*j2AivLZn+AIcafYjc-d)9i~$8ri-GVp6VdI6r%PW^24DeH-cTD+4s2%BK>=XXmouK~x zLQm&pbDp>V%A68FD)sE82Qsl>K~MM$A7NpYXsbDL^ig*?5Uhcg!kT4*M);E$MksnK z^&QI>KM_IPv8W)$T?-xp7^krCp|NpPIA7u)MtcCtl`0X#y+Nc0kyAOm6-sDeFQ!@e@qA>AQ(c+b$ zrk(H4p+^GAHF%p1vidL{=(^yBy@;#_GwkD|B)i_#5-W5mVe&cJE08sZb&`u*Ges9Y zx^fE1?0ImsHKC2G zlO4+i`RrAEyR!@iaCEU7x~t-*8&&{Xm#ug?#$MlGlQ^4a9)~##^hnBcokYJA$JSdc z_-B+WzNSAIoe}N1u*+`t#b4j7p$x&mwQejHd`wAu6Y?@?LF$ocNZumS^>Ws2P-%wE!x9{PBpQva5*F)Emqx|RhhdX(0wp32( z0H<=4TV;u-4($e@3sS>xL7l&$&TrA^=?1=`XKftId&8aZHm2Xm(OD-s=1Qex^e=L? zXDIjx!t{@O7D`Jg)8kOa)!CSa3$ohcom&%Uni@58>2p^;3H=n z6<;ASFI?B$$S3cyYZ`~`ZWv6*YG)(b-Dp+TNw5DOC24?D0X6+OEc7Kp0*eR%%#7tL zbJ`rvQo-p-22xQ#a?7ifz+JMJ$fdlpHlOw``X5@&r1h(O*G&dVg@U7bzd5(Wi{NqC ztLA6WQ3Ul%=!KH+#q+Id@@)eaaFhX2VW~BjzYBA7gN8Ci73S)!bAZloe=J{zo?QPh z1tR6>qx+%Hu46xfBg}WVxG>qr?X#xqZK;;U9!H!6qGG4fr&^_kReTX_fi7iod0#t) zM?}0~pB|-j_fhxPHP`#gzpgLJl}EKK^iuZU{fWQBa@c6aM>W$X@(~K>s3BNtW}**W zw<6_1_jkk1BJ45Z_M0Y6rn8)@A?;m{#-TM3;9Keu{brCB=Ky(zfD(KwJP!QNP`xC# zwMrZ4CR|`G)~(kz3RW4U&;;*R@JOIL6J+Vvj;?lNX2dxkgD2HJz4I5AzYPsXZ;Oe+ zseabND?Zj!n|O@NAP&(6*e(FxUk3U`D#4q$-WgRtU$d+9S^15g)(;N^)`r8thV@Bo zSt0i;xB8dwzd{vT_g*pwaF3CE(b3lh&k<-4DK1fH%B|$n@eU;%2X`Y zq|V}XB*Y}=jG?8YQ*tdTF5W)f9#2S3l>>ZA-S z;G@yjP`-3^d>*Ao4{bw)y5Gyi>Z9b#+=c>L;@En8UH&?0^I3d7;)FY~@Tj9-h9I%w z@@}oR3GH(N!vNVKQxMvw@ke$eXp|%=uzrrbMr$ehL#6Katjla{Fd+Qpkl$*L`Di%H zY27bk#3$8AT|2Dz5%l%|zGdLynK(py{+yfe&GPc{I|10M+=@7KIp!StGYiuH z!Xlag*^P;p!%F~>h${oV2wWgR>Eoavl<|`Mz8C@KahOHHF3%-^uB6{7}U6QXA6$&pbIRkF~)t7M7>sdB6fYw{n05~O_iIAJ$_?% zKs2F6g}Wj!U)a@pJvQ+vjnfDu<9uKw!tk9HkS&;+Cd9{sOL|-n7Omm*p}ZcL&DNn3 zi^UoofL`X6BsGvW)Zq>QW+G!>#b>8R*k2B$(>dyx!yd?b9_oa|y!XB%flV0j{wTIB zEe#UxsPfr%Gb7oEB{o=PtT13zMm>>P8 z#6E+BuURsBef}&BzTHqsWO|=jRJAgt+&4HUL|X$k22EO%(uN52MpTt9!<%%2b;eOT zD{DE%C@q?QFO$PAe;Gexryu?%EGz1Hp8FLoz4pTa;IVMJHOk|5Xh@e3VF%?#;t0|I z;RxUWTC3JOTjBYWv%4-E>!CPkMi=De)dEcH6}&1>>_03hBH3Zj>c~1y$}zkEwOG>) zG7+qY>N(6OB-*-t;*3(*K5%4lfKcV_Rmo3`*`K8&03@Q?tB&9Vy(aq3<4CRaF%!!M@J`7%s`5xPQ}E zy#ICl48A^HVyd9U0GLf6D<-$n9YXBi(czWoE8T!|z(88f{_{1s!`;N^Qgxs>j-`lP zwcR3KN*L{act^x3&JfMU%BEG900UUd(FX2qEdv#kqsohdi)pTowiguv(o0s(;R;|% z2Y2T=;Qc30#G%Xi#tSzVmnWdKtGORaTX)E0`HrE~r( zitARbI;#3I$qFommzKPr;czt*O&l3l?3|SS<%u`637t~k z+Ep5~yyItR!llTugD}}A+j&hBHPTf-tI5h}6#q<`@;D$QRBXL7EIgRR;#0fK#J@V7 zn0?|@nVr$<;%v>}JU+@ha6CF^ldn^NS+KwSONkM#Nxvio+J5;h?<%#@v{#ukeW;DN);;-UKYkIAH-E08zr|~?6WHb)l9*pmVz@*BH z1C`Oy(RZgZ9y2ipK6vm17AwuzVR!R}S7*JHcO5F-hJxLK&`~Pfhh;(v_zH<9_ZAg^ z8Clyfv^dLI%XzH#;5p5>RYV-xia6CrRv6LmLmn5z9LErw{;;wOE{Mf$XkpW-BaU$3 z?0%+!0NAyH>1j=%J`NKJ81)cZPMZuvfCg`5M%Gv!+M^-7X?}$M)yRQLn4Vpk+%# zOPY(fORO&uQ~lCwowK>qmzu}2hqCDL#y2Ck_D`67K9rNqPL6_huI~29d}rl=(wyVe zVcG0CWk~3=@hr+zDLT|sD^HpsAd0znt=7y5izF<%701lqfsgHhZN2OT( z3F(z$RyqIwokjZrsW<=bJudj*H{oPz=qeEvm94flo7C}jp|Ex-aGiWh@N*^y1%&d8 zuX5qFr$10(4%flC%9!~PKfM6x;=S`_A=W=5Lcu*l;RY#^n5(ztZ)ek~|1i`Wzaf}N zwRZI<*xc%^h$vukgyK(5<#}%6ikRlar8CuC-PDGpqP4pn(dHEtq({G}iR*ezfk?=~ zbi;y%g?+ae&rgjmMGBDl|9ZU%4i4r`ptI&noOyWf4X=Q@&1YzU3?4jpzDCxn0Km+N z9XJK9Wr)(&&!BHn5|XCOrC=iwocY2)(UNW|Ma8@nKp7s$SPmm_p}SXq2UyDLy)T#^ zy!+GXppVhkeGcs=ko5K!BVS+%cqZdofcwPb!)!vj`N|=&3Lo84-)vfSNT;WG_DeI|ln_|LA$QCZk7&(qRn)WvQL|yE&aH zr=gA6jg&dA){L8~L8$fdgy1#p9nNS4|Nmr@Q)q^K()rSE>L{zE zKG9ZJiLfFk`k0)6{F0tKqaz5#6fj0P>_|)6GIGyTd{M#I{mOK<){}p|lGpo+V9sM1 zSspW+0^F&`k4^i{fxhjDQcwQ6aCGj3RQ6r`2I-r$jR7jteryGtZ>!FOm6TWF54{Mg zDovlbKNl<-W!WU%&nXbGt53!N(tgTI@wtkE@eDgvyi4~@@95c8P&B))^^X1m0SV?m zIzWICC|fwPlNJGN#|i^E@O3dy?uY^yGA`#L5qS06VI!ZtC|us z=K*G>pDcOGtzq}r7;B>~B7QdV)FVLTrZm@(o*OSjH;ntpfRG02`&U4RnGwT%iQN+W zn5ASHs4)?WeDyeJC?&MvU{8}0NBS7BsJ7Q56X!~Hck=$R|HP^q=+g^3si}`R(AS39 z+$NkJuV$=jP9+dDiqDtieCKWha=1|v5D$t2+9XcNQS2tw{Uxf9&u&Aht%zU%=IZr= z>tCgcePzY>xj!jI72OtiBZyw%cb*Yr9Cw2RcLK;fS!HUR5$Y#hane8W)4!eq9yH&9 zVFpb-7}GUuEC9L@?{OKuu!X-jIvzq9UR2=&0|ZgwTAMRn+=d zI?ak|y@=2U?*nEJ;k#Gg207MUD{9ZI*AtQouPRwJ%X#siO585_Q3yBX zaGBQP1BXV!Nc5OSvrbhn6~$uUJ!C_Jtgi}cjrKyiewx_PbiNkaZ_c5c+5T{U6J$26 z*X)AJ+Ey7H608c?JTWmd&orpRnpQRATZdY6{Ycc;>cALI_{R8~Gy&i!#}e5# z*8}})z#8cbYcI`^f@cN86_VHhWUd>Tpn60P5Q- zdID>+cBlVYQj~{IcRdDXfdO2d&^|2REp*o7RHXIh$U?~T>NSC0VK$2f#OmRZHHX~> zCVR$0#l;TpyC)vbIfZmLW8RMMRO=57hwr2&;}ZNrkx1PrTRQ{KF7%NNA2)NjTsy!e zr1t)qEY=v`%<^6QX^ytGVoU*Y2a1q`K~$`khQH|6dHQl0|5df9@a$gFWJDB{R@*qoYY=_y zJ^6bZIM;?YOpnA9S6xR3610PKHGW6V!OF^m2n-DhN->)R{7y#z$6kxcqR&wxK|G*N z#Ck1$igY{B-PwRJ^zo0a7Nzg6dXzbk1t_}*CDiuP|inHTwRitpV+ZNh7&^_(?yF)2Ba~t_kvN}+hNGVOWlEHSR(9o$q96-Mjdi}aB-=tJP(w>!X}}O ziHI?>Zi{q;3!qo$kAwduusSF}Ei+vpVzZ>Pi2M3inRxT(5)+#+iN%C7j`)Z(abN;eY@Hgwr&tTh6@J0IkQ@Rqf^8bk*YmhIdbTzLK$f(g+LH>0^Kt5a!^otZt zHt70~g_C-i4Fip>tz9p>)ra@3CU*n8)?yY<*NS>yiZ>(+%hVRP@V0cjJ#PNl-lu;0 zy@kQk>4I~IFrTt;c2Z`dJI(#c79=Iv2Wf{|-+pJ^Aaq}rbJpH>f%j3Uz zF=0Xz;c}vim%l{Uk#1qKP;!e2Vzf0tx?Wyc5hOv04|ZJr!44-g8p8)(Fet+hZB0}5 z9B{_t0SUtMf+aHJ;>KPB6H304KlYKUbq9EBTpWLLc>k@qFWTB*qgH4GdhGaIdbI`* zVwwdKNF`wBr<^6Gl$VzmLZn*=7R&}Z8}KuYmal#Svw`y);hP2)?PyD1tGgp4pib|f zJZ=HhV?z||6;b!J_Q#8h(*dID`)H+lKN)<;uk|WgxX`0=7*CFvL8E2FtP}%1pgn8Fe46^-rxVvFI z-QK44DQK|QDuCDIl--lcIAi416n1TktG}vaD9#6>SI02QM8NzokwmcuNF4-6muQG$ z1<(uV>fv_yffzy#(N<(%1p3NrtY)|YQsZr)gbiC)n*M*>r2qR4e2_c!xxyS$q<~6G z4Z7lO&U>Rn0p{M`egY94lhc$J5xW`+snQLrQ)=u9A-Kv24dG8%E`1_m##jH#QWwQi zGa*MDU~gWMkjMd0p8uwzf|Jgs`LzNu00tc)#L^BKU<=v_ozI_5#kl`)={wQH$Vy9( zjC_|W^nJL`SMH5&%G1@@+hST4R?qs;H>O>%a5M=cP-dBuKpr3oVE~S}3%C2tdeM*c zq8X+#HK>KIyJcIs5qbP0hrJPlTU`Uyr#Twus^(uk;j5jM(9*)yXJ(8yFr6iH
    ?#CvP1>)-%zG_SurF4C%ZUP?>9bA zZ+6^DwlzJ5)nwYE>#OOg1m3vhY*M8vczbSD*Or$T!V6Gl<$>x|UEH{rd>kAH^j}iYW(+x@;Ldr%NT^_Y7#tVR41@joN zfJwcMK~0a0-H`r|G4PU6uie?)6EPBy4NMF7%5+_`Ym-IC7h(ql%k9Ylhd0{~y{3&XYJ@ywGRF&voC;>5dM zV!s5of!Nh6(=T7rZn-Vc{BJWo_qhnykdy;Nkk()EUQTdOy$JmuV=l&ENPz%q(EzUI zfyC%Mb)cB?^7>vQ1U#k{3M)tu#2Ml)MJ+o+yqQLdxV6TNY}4Tvlufs1?W~`4m`~G( z(r4wyJ8m~;D2VhWa)fqC zQbF=k$TN%f3gq7~Byf4zZ#nN_{kj;TNi8nf?mgTEa?i3k-PJG~tq@x%o&2Yrdi<}+ zuuWjLW=QrCzB4>bvP25Y{}yn+qoDwVZn!Z%ch{reTo>gkDl+)2NhLX9U)XX!J`?@; zk52dZL&M>&0~jIu=O96bBtyxzFN35)?#Cv;;hA3(JE!I88Mt5I(K5rg4-(Uc9>{L+dAf&}{7>@*C4~M=% zztr&Rva_jAb|FfP>%^|-Jss)46*BDJ3V!WsMEk2+4;JeUv?K3tTuZJJ9&2Mp*q=J~ z=FkbNy4G_13#eK6!28+kseKEqLK+RuS43n^Zw2WCJmK?T&7$k5?fy`HR=d4llZ?m6 zA0do2jt3YhJRI#zPqu~u_{2OQj%w7orm+28T!8rhFLTW@QS(}$cA z0SH}LBqh>#A%vKeR_QPHdg8sJ9&I5J!DAJPZXS!Dk=Do;h3tzXLpesOYFT2MUu*3A zPrs0Zk^zK}u7h=zDbHL|tw7!Go{i_$L$9ZaAoBeJtezItwb)-F6-);X-k68ikh4z! z2&)3xXe!v&HBadL!3}5RFxnUe!7;3vh;_joiJ6|jtPF)FXafxPQdlF)Wu_Kau9cac zx%>Y*oDw8Xkbo*PHXoUA@S{*i7Hm@FIWvxXs~KTH!mth`u^Dp5wicyyQo8ti>rB>1 zqYV~d2lQvRnM?ZLZas|ph^gj6?=R10_6hPEfsJ>_3`8RDa2*!J0E)@mVUj1Q74ZUy zH9#;eyafz9!P=Xtmi;kE2|=d6V=I3mkXEETUYB+{BKv(V7!*2w|B0n9LnRznDYc!? zc0OOPEiu-ZA_)JDAzovyqc&*xI;NgG8ka!N^JRc|-0dqlymEAw?u31HpDe0Y;=eMF zCi-CxLHC=J7Wh*}>4&AT0%yiIC55wI86upqZRA; zqMT_)ug_1|`m)QkbE>a06C^E91)m_2=DFXPre_&*kv+V*D%bJqZ(LnWIIyFN;V}WG!*M7l@u2jr0C;19n61pIv_tAStC>g!jTtnJRPW>Ozj9U zK1QJEDWGZo0ZQQ)W2@1k?*Ku(O#-iwP#PhtrUc*wk^4u1aD40I)B=veTZBpW|2prM zSU_dnV#NZF{pU4fY-i*-S_eRa&6===q@<)TaBAC138=E*SGu;H0yq#yBw!47rIb}= zdM4|kJdsA3FMGy~hE;EHv@+of>qz+C$hkf2yn; ziOfAsnq$E6wOVNqtcaePx?E+n;(rcjAo?{suhpU%@;7Dpm92T!Z-pD}PPqEpoBO$W z*_W20i*4oQb;wTO4nPs=M8mofkl=( zTRDM^rxWQn%)gcVTSEHfO%O*9jnT;xdj!m%|7$5mDl%N`Vr#fos4w=kI2KMlhK-W)l- zMSj%i>(ivJFO|GM?&qj}dc~~WVE(w&5aSr2MaPKyN!Nzb*j6dXNF5q4d4mKL%8>UE zlfOECOy$6}Zg3cr;(K>v$Co`H^K047oOu}iJm$jZN$@QgS4cxlbj-3NPrlqw$Aw8i zJwcgz_WJ@pbbXny*wDhROqCU!5U@ph>CTY5iusU-*S|K!zBdTAS@xg*ofju%BzZQ3 zC~H**-81-I#9TPKAa$Va>0>{A8q^F(_{TM&{NZRL@fo+O*XL<3gbY6TbQQl>NY@>v zQVR`zIv!rwwIy7yY;M7)1Ssev{D8&}5efDnz8o-qh4MsgO#$~z@>Q>-$L$f!0oEWd8ra_wBo-kV@>gXncg6 zCXp;GZ1jq()(cIER-h{j!k(D`FM5nMW@gMqu9(3}5#}c=;UtfuIsy`!n33fM5m||D zN)ksq=ow6uKBlWxXdb(d;jE{z`0l=b=%bNM@VL2VESSxKK=Rwl_MtzSk8`IfRqNeR zP=7e@f1;en$V2#;qsT=L9e_1p88Zu@+wL)Ap z(k)0MAs{U&jf6;dr*tSN-FfJ4P=vQO-tT+w{kgxchrQRHYsQ#kj@idY-l#qCKpxWn zfI0_rcg&N-p`i}B!fLv7xro=~zXO^(VHff8$)u*B`NS7)tW35Q36{CdayTrB`Qi7~ z|9-LANBt4Emx^%XAO9QQ_e+-`@v@8-rH~0xkAV^9p$cGlf_+qvqjH&i5rX;3TRC#Q zcGRC6L}@g98*!gPF}L+O+@#4mjPKl#%-#K3`-Oh=)<+D=s6jH0;!)F!>5#_J`(yV6 zseY!M@Cc^t$N%w4f1~vDCRW37fN#FNZe*?kl6bmXhL>LYW|yvIW^+RPAMyoiRqXOx z2u7VN7nNB49@^c_s}BqxsIRtWd9)WWn)3ErHr4U|5S-+fko{~g_oz>}3M@4h)Pbpg z4c?v3)5FDnTF9GHU$y#O0+5BvX0A3*`Lw4;ilnpc*G!$$Mn5(`LS-_kF+yde05KOF zlLlp~LNNJoFZQlDFvSnFZHO@s!2~M@8k96;$I{Av=LsUuVCr=ejoc30xW6Sk6NR{a zb0ux)7i#A?yRv{f*aBOBI2e_a&ho&vQMsL5L4CHWjkK{WeSOG?^4Gkrz_sdzH`96_ zM7b7}4|kxyDh%^w2`e!PJ*aN(cEyRA7FSapA1WSX9oiG>%N!<>k$2Nfn3*I~)zcFg zEsY{4#ucfd>mGV^8M-swzQbjX0&ewr5P0*e#o{U#c9{GJv0|kj`SWGKpZT!oy>; zb`i?jECp(ZO7maTAk0}fmDz$6;7}?#M{YW}`!n;OpBm-=W}ALe!yZ}{3WbRa^=a;~ z`CjHF8hjSS70?+W>=tv=%7KR(Y9!YWyNG`=4&*-h26rzUTYhv@Z&d=0Z=V7f!QXCu zD|OhT#D6GzsDmQ&2GT-(=U1w`(>+Vg^DF+6PZ23kjB2(n-aPw*N06XS66*M!chRd9 zQzs#kY$!Rp>o~X9;a4nACHKkBXWP+a08!IBcPs|?hdN55MT7>lE$&=oW@#R1p#SI2JPDaFkUKixgn5LeL ztgLo8JsKtY@{^O396sM*GP1H+rg?ccfnVl`-H3vyXod16h>r$RMGEL|L|~=VB?Se~ z@gD<-Fz32rhnqZW-zSE`k|wJEd}0Vg^?}Wkyol7|;PI^a?yaGQsmvg;pATG0ivL44 zTp?s5%{UJ<#%U37Lw1qu^UiUANU9 zcE4DD)S2pTb=@0V@#m!ex77o3JTWRDEtsq~3<2y5;BH~>V`l$Qfdxg9e>O}1d*5cJ z^drlP0d?);E9axIfGKLYZGDgk! zNQwfp1_~a_B*@b3bAVUQFb*ea!5xW-iX4~)0+XF3D%2v)7mc#$!llExo!7c8N> zfaVFJ=G`mKAwou91Rc&g;qtFV0nLZ$(xqhMHxr^iaiQpeTatg8CyLACvczMkHz!ZZ zJ#?_#omcyH0xSUL`IMQN$&iS8cC$&*5BvPM%$KHI&fFR)HfEHuGKZ!T@B<`KhXLHu5H=osD*vi`Q$o~R@E2Xc zX>19hLSIxNl~*2&aGPQt-hcDz8l~RzqTGUQ#zR6vBB`po4 z97G7$9;65wKY|7po5h7eKk7fVNDsSa;z;IS`ykvi=?|Dal1#^6{oTrTqzg zfST0QRaIE(hg$&-g=}fwSLUrQq-jNu+< z&*nWMxk^zlc2gVH+umb-xg(ch)aG&+`{cO8M^Lz5Q!XTUTSAX_re}#U%Hv$d+yVSe zkiBFf=3Kq(r#017b;XE@JRiryt zXH!-9$ni~T`x@=l_m33OS1Zr2%nwA=pVw&c061*NwLz}B~{tb9^q!+ z=%K1V^^|O`pSpqBZi5&!-L5vo#fWl^+d3q-u~q@oet0+aKdK-F1NdN2sHO)8@&~<9 zy#TH)vvAoNdb}7!Q5t#@4)zm*`HX~d1}hN}m=`b~pzWyyCRU&DFia5I;l_}d{)AxP z*msd=`_DR(CqnT@mq&I{A7ye0uKFUH-wx_emAhd!U1(HO4hqNu4YeH8{sa}0NGo*X z<&XWrDs*?vUi!{Z{t|*>eegSCCs&4ome&$&k(kJ*t|A!Dt|F8{1a4!$JsH0j*-PJ5 zM>YkC)k61AI3u{^pt)wC&bqLeZx1gV(h&i8WRJiY>8!f%45@0B9PQ65^hzQ_-Em^O z>+7*fsOM5E2}-=Pa|>JA1!ou$>k4UqACSNp0_)44oPD2^aPI2r{8iI(WTRc@NPDs| z97NsLCf~?y03+r6FI=*qO~4%^khgn~CwkUKZW{4ji#sqKWo6u*YgdXA;pVtGSO0PF zs-jM-gIOy~5hbsl9tN;s!Fboo;$D|03vuP8V%v!8NB(?#b87Tx6D>!1B_-U;gOTj& zP#r-p^M$oL7l-akX`Ph-%YDm%5Z(7GRHMyj|Dmx7sXwu)bTfaUfqy^6=F952i23Fa zDUEUezD+riv$Hd#w)}hdZHp`@wyfEU_&zd5HHa!6F#=k4Mq_?_AETA4w?6|Tb*zFx zuN4vDvg`G`&RY6$V%CDMpAR>+F^nEIQHxH#>u0((b;VkK3e{CufN^z*<>gl8^vD;1 zTQb;ScP$8b;P?#``m((A<)qG5>!qKM!|nLx`X{H@S-9de-Nh1J33~o(30w-l6Q^C5 z(c6Z(J;FrtU_0XU2))KUEV359y2I3SH1MnO{gDMRCbB=_%gf7kw(9t4RK}Ey2fS4l zOD-RDQ5{L2{)MLb&CnY>D^8|2#u z2Zx{m-M6u{H0pF)!Hj6D@y^AxoyuJ25r@w&YQmm`;d0t19Ir>rb^3Fd1RGuxO^MS6 z@!M89fGpG@u1bOS=K*>!!j|F<`P^k#_wQ|nsH|6t!ASe6W~Y-4y6HT^F8L+&iJn#6 zf~-Y%o7<;{7VS{Dk7)%8Bv1JGk|EZYw6rwGn{}o9qNZQT;NvYC?nUtJW}LewOEPj7 zxFqSJI_7F}D51ZRf|+3y|CCHL+o*7&eM4OmFhHc6W82jC#Kj2Zz4!>~n{=w1!T@+$ z_w3a46@uYF#erXJt5IH`16T-SkHqe`a7+rI>KlLNXJ-$v-5mFqxW6flAJnb1*+KOH z*V2G+-105#Nq-?Rbz|g7yONwQ}L+eO}PE^Zr7hn0Wy!D>M-gkR{h3L z-uwO(KS3#%mzmjS;Q;b$&f*DwKfjbN4{9Y;M@6L(cF>WY&cZBtn%Q=~v z>e$OY?@YT5{!e*FzfQ|ZM+n`@ecJDqAT zuWQ@h5p{u~uF}qPxi;BI24N^XH`@~*t)NY!Z_M!7Sn-lj1d@97wn8`#9k_7zR z-(nt_R8%rSULBDP<+88eBq;-iHbTvrK(AT16?WkQc3;mA?dmmyiCzZU z!^@h!y_{ju{g#>l>f_oT?OeQdIDBFoWl-&*$CU$Ps*eZ%kcAy4(%eK=7YJTC7D^ZE zyuw!+-}LqJs&s~;Z6MUCHQLP;`upU^C$@HOf`+f+sE$OhI5g4U;K0l#i+)#-vTqEx z8FRSGNw=P1w4HzVU1kWM>^olQNrkz1NVgw91yuGdFd}=B%P&pa{qi)I}-oG4(oj z%m{gK?(a09_6|Xz_E)@pGT)>mlKSr~!EddD5LZk)Gj$cpixAbYqeD!)^c4!E+|OY< z!-HS)|D43aeKgWN`;iGhGF&~NaaX*U@)1;(s)GI>noP_S zUl*xcvQL|8?YIe?1;$ylBi~}$p)C(xP&8h#*$BLe*u0qiT0~y*%y~F#2=6ydE-@Ml*Gb@^A?O}IU0x|bu5-}~?i zzK^~`!@<~33ahKvwhO4$OZ#ed;^H=0`3w4+paq32rMy0f^pOMU1(MU&N?zU(JFbZ+ zzvZ(OL603G6GbLt7XRI|D{qAtk5~t6h`fABPk?5MdsR_4YwXV$yY1X%vrq;anx3Ni z{DQ6ZvT3_7(_ilA+Ae;xjmt>{Z4D*ZF4SDp^Gh-S?}!j+Nc$GRR1MTNhoNmSH))4% zi=3L88XZ5-(E}wR2+Whm9r%h$j^#hXBQTJ6BCnu&Bpq(uo?zjN+w-BDLlBc4Rwv)f z!o-;EMeJeGzsh{vWiX#TbL7_L=h-Pk*aMt9+hfT|_f}#XtO({u_22wJ-hufDk_~88 zfxBLQdrk~Lq%bY~l9~UM{0T8=zf~f&u;05|y=v(QXMb$AU$H4}T>z17RZ)zOQBlM^<ej$%l4YwO@P=Q%;!+rlXGf-4B<*D4(hjZTa0uN4bXF68u@F6XoNy zRU)9qD8PC2^Z~xD&Y$VuGl6D&cGk=eRf5z{w8tNx-MQq7pNw|y9<6dGU9{waQe0XT z+#WqnL27D0Ft!7UB_3C#{|)Pkc(lc65wlp!nvjstAm{JFIYh?m7!VyDEmyzO$TXM2 z>!iDSlOw|-A?PjVU$5< zl(4&L?we1N*iB^$4s`3^d;qG=x&uYQ2z_N`VaZ5x&J}`t&P<=}~_^zz4EUH+TB=(jza)E7z zkK%5_yc4r9C?N)*{?LGZTvg;FKZJq;Rudr0OHdAe|IT6CQTQk{JUj%qba|a#VJ|{+Ng8S`zk0r>_Z$AuR&e#1~%08 zyEDAnE#6I9{+?h?Ex>6j@T8jDeVt0X%;>$tLU-_05Yh)cj!m%koOTbjphd(c<{qWEpSM%3sO*BZOl|~n9Y$b8wuE4V8}eQ zaw?mPMc6)#kyZ00V|b$iPG}guZ9IAQR!9-JX!0il%v>MTJLr;oo!tbT)a_Lq28L=l znEr`PB*_UfP=%B>SJ^hx{={?89e;GT!})6pI2dyuIM|17)VTL~1=?u!-5pu9^WJ%` zgRKM&neKUr4)$;LiWMMsrKAUeJ)u`ha&J<`gXa3sM4Y>vYpf5-loe~ewm3F_L)?JJ zP^Y`weXqUU-b%~YWQxn{VhRXdbHFWL&j$G1UN(__!|WB>10o_7b#+3U$@2Hm=IIKo zx+)@o977ZON{l6wd;l&b;h(4`H}vxI@_)t>Q|S7uU2))s6E%J#|B%59xBaB*Cu2MR zT^6SRN!v+V899zQ^WAtFDoPWdga6Fbts19uoCf1k*b((GyXD+_LSdSCAUj_G55KW- zN)%$Nn?h9PucK#3;-%v$|LdZTsG~&MsiL{Ngl@C5rKhLLIr3zJA z6ez(`S=J*k--|BT)S6zL7&N|;KpW-29h_1A@6 zi~4_oI96_Z5H@!{&=dxu$5Nq0tWcHy(%QQ41CT+xk6*~%8`7(pxE=RQ+88LB-bCNK zXgxf`O0mH+mm(%zmYWm}5oVMfq!Hm49xJ z@?F`zVq%}#Kd6x?ZkDSWVQRr)F=K0Nc^z7xI^2v5l(j{*n4*bR)oYoswmwEmh0tln zY_00S7$ZCqO5(w&H)4%?A8Z)`nC4NsimfdRV9t9T9}g?4fDBy#3xyB~*yJ25`G{SI zM(qqdb2i`8O^HX30-jwV+J*?vMk&w@W)69q>YgTt$S}HXpr4IVfmTm$p7HPD<)_`l z!B@W{79+RvoI$X%hZ>XPTI(MnCGt-kalO9|4;?FZ&jASq&C2rIY`yc=WJRt+Q8QT2 zUC|t`sTYEXsMKqiA~#Yhmg}L`-HZ}wgDw(4=44x6416jF>O|o^K=1?Rrfi72Guz)U z36R#QDyttfW7dzOShENkO~gbzMMR(5GGJ3&QL6WK=6(kQ)B8iW!IATe-ZIA4lpzW8!_s7n zH==kzG!fNt{`ojb93m9`)sQNk9!HMz%aZf?rCfpg3PBWA{K z=tM?`1Qi`wWEY=xw*r_jqG}1b74X4_fOu95JOfHidXIvdxaWMgVHas(_XvBqhjr{) zYy{zch_rg9ICUmtU;b}Z2$tn#XWx|mk%WTR#UT=)we*t^w&mzDTpvSh)9WsprrZ?x z(>P|gma5TEuA+knvqH=RSxUQ97=k1h-l>d=-b4T`_ECLLt(ma|f$Z+{Vh&LMK`vboz5Lb8elX>Lx}X# zgmed7KeWnfUDIfObv0_w*4&gI{{CE}-E}>4A<$t!yfN3WjF5MX#?DgZW8;$-HlZpG zjW#nJ3Ba4r@S>ZeC!r;buzk5>K>G6>QeLe?dwx3kLvn@ z{DOR+AN(gH<9h_?u@bj3&-WMGoBD_Tf)&}ZK7Yr3n0I0w6O<`gxnHD7!A$9JimgJI zMV2jTd%jkCnW~Q)nl|q$@ltVam0vFHD4HIbS>TcCu(3Ke(VcULZH-Gbvz66w*tHS~ z$6>1AQTl>4L%xlhniceT49`&r%Gh`@6!$?Oo^0`HVbZNt8cVY8NcXv_Gchxpb}=?G zqIvN``}f%%>!9GDLOHHByh9u#J$jAQn9?b(mp&_|~lv{z! zS@~l+oTmCAG!*09gKlE+TMR$fm+G+1Y3*jABdk19qDR|#g_1BD1gsb*1F?%C!6gFQ z#c#z%{B1qbdH)$ipZ=j7*&+nkqUR#5c;@;CLDn5u)eSNP=|mof%u3r?Z2%&e9XT{R zWvWeAyzlf$SsC!$jRD7k5Jz*}3761ht+uPm%0xDn8RGOD3=J;T%*P)eZLk|I!KD=x z;=#TO*@OY^F`biY75;}MKiGHNxG<0eb&C86aH&=yUrY@rpJSyaw>j_Y884gfilYm}_GxgS$4zF?7y+89khV6k` z-S2?DlWcq7eP)vHp`L){qs+*l))+J=q*B zH*CKnEiW%#Ek^tqJ*Gf2=yJ|uFAnsfWkK}J0h5;1WTuRChVyRLPd^E17kA4^zXQi} zA6ClkqVlNWyjES+rY_1`zxop=0F3}o+i7jE7qGWXe;->op3OeaQR$AL4P3A(;2ED{ zwxQTvKBi>-7J3&v7yhI-;KNN%bS>*9ZTvN74&G#2BYjZuQI#pu=jDB!++{Vulcdjx#ahdh5fP&xjd4C;+}>s zvq1ObwX`D{sdw-hs#|NmdtejJ>DzWNT@OE^-c-sEpv>1#V9`T@O&m2?x1n)hg5j!0 z_LmsQIN>;(F&fxDp`!Hc)8t`6OdUIinUaaiz@d!NxHtL3%I-Dt(fT$d(oN?*SVZ0j zmd%%-dNJ7;TgF@QL(Dy6(@#s9kbRA{trXJ?Yg7mB(~=Ij&m_BB4fMXR(0JZ|4hy@t z#fxRv4+e$$!R`zhj$egZ&+9<_vQ46cCOp>U`d9zbb>xG3Wv-3;`+U5jePDIaYh;{u zRj*1?4)zX|ZJ~=$`Yiw8-Z9ZA$L+}_{ljU*gX;Kp7p6mng7*~-g?pSLeaf&@Zii!{ zu};%b?01+tdyRY6AEoanO{4^Tb7lKsCTY#?{Spij^LV&Vfj1mcf(56&1$qs*hKmqHwn?b9}@7>InHlBDair34*QnW{}Hj z{Q+l)n*ScaOM~MGSDop)Eux?hu{~2a9D>|yI!p6Boiy`fEpHakYw`Bl_>~oeF7H{x z57cr`cPw;qyg4>+2YzwA^)1l&M+NbvD0J;vaFj^1@-Rg7la0N_RvuzQKx=POl@(GR zPymVTqVitf-6w=EwS7z9>tKkiKpj9sY= zE@)V-P`%hS;FeAec&JerFRPh1Yz+jdtygrY#4%!+L-Gh-+-*=Nke-Ee%)~ATL-c>n4v8_P;afiH4kLY>S;7 zcS&`t#=8bT81)VlKGJ2LFR!gN9XweokVu>;K`9x0!pRP3VZ3j5Q$#6SbW*6sPCVtC zjPN=ff{{4gRMAe4q41r6_KMnWV4z0VQXbh7$WIr(jA!HV`!a`X$ZD9Z>7w81fkv;b zme}EdKdE$qe%e++^tbn}^xulPBllMzHLl+_BcOrHWyh!mZR&r ztRIW&oWxTxd+-&PzTRCWc+gw^h#t9Sw;RQiFs8}M^jm~vBs4Ce*_IleOTKcLk28j) zBnd8+!3d7JL}qF`6y7I=pqJx(kMIU$cWFh%8hs?d?BcVtvo(d$FD90jmvaC)k{$Fn zFLHf;)B7q#^r}^&usUU%OCH%rC^TD!@Y@1QqES+YSvFi&-xioIREcxA^0Stiw7!wh z>$^BwGX)TJ8qU@LXU{J*G5hY-Dy;!)3?!Dw3~<|D8GKD8Rdi1rzx`geBsFZ`|7GlB zd@{xB^Iq)}QK3`>l`!R=z-KLj2o{cpsRnAjmuD+?IC(;rg$<2pA!moi3wzKbx*Kng zph6(T59|#zbd^PLf@)li@g-7|gIcQ^Mcmew@ed1XTI=YhHvtm@<+iggc%3(6PnabA0kzWa zq#DAgMGGH~xPu~O2hId{^i-vk^r|e1DM_MECxt9fHTK<9F=D56RreX}qD!9iCW^Wq z7}eP?`iW8o-F5TusMomtHW*23O~|MO z71(UKOD1fN^Nt~+M^-k{HvYR6k*Ki}0U7H1gVtL|n4!qOskz9ORhzeJ;E^s2S{!OB zt#s$VtKHpAr-i=i0wFjV+m9xEG)n03H|44-Z+yMbX8xS+#MC*h_4R>md|<%F#l|sK zQc_ZO_=|jwL5sKJ_20ApugY254!XKzAw^(RzKv6U4&^jsM!@D#4^lW=PV35h`K ziPFyjh_rjyha0c&J0AH(a(C48er$f4TaLoBBDhl?UR$i>MfbGd zeM&O{3Syixm(2aL@Y=z*v*Sry)wkg{p$|<3SVQ}9m%~IcScB#1w5iV<>opa}RnUN2 z%u0UwNVA1iKJBWX4!@V<#d(ZOo|fkMdk(pGyXY6pW2CMB75)8bx;#mz??qZY2Zf{#BQxFiC3UmP`KW&BCU_6NHQlKxK z1H4G}OpO3gcXparU!}N-%D(T013&ZT76A&7!?J`{m1W$xKfjwc2uo&4ly7|nl7Tfd z2%*%BQ}|Slci>qO{+^O}ls7D4sn3vOdJ+|=M807ald#f>G9w$Pik;*0iwqO8v{>jv zA66_UF3LiY=73O$S?aOr^6w?nmYBQ4jz~#6PbT`omH1D~PdsGF%}OUeF%XY5)m?5b z3a?oBtwGKWQHQ2P$x6hPCI(ZJy=C~T%&<+BULIHd5$po!>`_7`%eX(-^~M#vRPp*p z^#A02U=alug%8I_ef5f*^Sn+X-;E;>hFytKR&g>$P2+5Z682wUu9;evAq1nzkpwh@ z!yqwa6v<#8qi7j*9pReG*LO}3rBQsoWkoR=O>nG4iSd?Xh9Q&xOaJfkTd$PKuz#oD zdm0TrVh?@>g8Z;1`1YF*2%3;3MEkSNmFv6FPPB@vc7lvPe_y3{bhxI}^-XIF3xDL0 zmWeVmo1x13Q^{oaoIet}5PfnW$4&fr0LS~P4O57;lS|s{u&}huZv=XRhk)7Dw>#Tl z^T{ae9{DOxD^;-KbHfmNxlfe-ckV|6tzEafyNZ{u%K~$SfdAxXrV@wfFk|PC)F6Iu=^>Iw&9b0#yc?owe5hIX*3w= z@xy)ko9#ZG-N=`SW3H{3pg-zk_M5f(;NzY(3>@4PDbm24We*pWO>hw$IkA;qxGPU0 z_&T0#?*8SQ^>`th=I+q+;M4y4%BJxS!_i8H|pDUks+5y*p!N)hB8l+VDQWX?< z4D={yvYWzK2RihMKrV}3HlC>ra1kfV#ew9dN@kEmI7x4|bW9;a(5M4#Vv;e zijCqhUiiPfiV=a>32UKKx|4iI7?P7K2cveRMvuB?-AB^Ps`) zC4!#e;bGIm*j{#<`U6S|UYQqsaK{wckGkmWP&|`^p*_CXY+fmLK9CwjryZj>8@J~X ziWKG%v}`MC&uU~!##kwGAH}vfc*u&9z1yIYZ0_r1`E1VjI=$mz@3((fy&(Ev(EHjprG<* zwr=(WCt9y$jfu<`>Hd0QrakL12D{OxZ|GR5&MDZ&otSGf3KNXqA4usqHGRi%g+Vt? zj0d~|t~c0rb;w@4Lc)5WQqJpKLe?kv=%a?T-9dg+QTKpB?6p?8&S~oR*n+MCGCW@I z`PPD&x9yElTEru08`SqVJEafbogS|D*uE5^^30UE(8rGir_+`ITw#skScC~6dx>r*L*#Y@&p*q1J^hZ`*a-045tOK zpK_WR_u@pLhC?f#xg2+F;oyoyJ@ zdvz@LLgjDVFal;p$MINR)*Ym6uZYyT8dfk&al5lLSqZBMAN*&OjV zsV?ww*W>0!9W(qF&BF^_D*~x&5ZZGKJpdh?lc8f4kDM<w%v{+MT z4B!0^JzJP3p?$S)*=U8(~(Dft)I>#dU zre&=wmHTg?Bm^fwVf63+oTNpMeSb@g>hIT#0M*XSRKB-;pt+0$Ti{}6W^{e+Bbe#v zB)}Ld-QV9QF_0n=o$7%Un6<3y=S8L7LAsyI;JNnnAU#d355^*sx zkAa+M1?(c(uK5X2&F0z^2hkCp z;rcb1XeVH%#j}&Zy4$)shrgy z=DVz$LUKbp2yKCDb}LJU|U-cp;a=^&uR|mv_UT@f%?jT zl8Y8lol*@ptf;tbPZ**ea?iPng6L%|Qs^;8iQVN-X2UmKu&(JQ2wj9)V*N)P24qKa ziJv8s^i&jgD!qvMs|4K=QPh8-<8-VpVPwg3iZo z0uJ=XuAz?u+?UVA%(%`(KOsIQR`|Zc5^m&DJHTmHAtON_kpt1$YSn8^EeIV2P000V zKv4QYBr*P%o}eI}YLFaG);eSX>_;Y^S&vaNf}FW{Lz;xkngMK|PM1r4p?2rqLrTCu zs73`b{?!r+I4fGbeS)5VZauLxG@(Lfeb86VER<_D%)sdPCr4SeRI5*vxgu014y;b|N$ePx2F7yGC_25>WEf3ebx+ z0+jaBMk3~xzAYLt|2rE;Ja9G&_Wa@Sd}wbS9Y#1oui8i#RRC?UFyJ{jF1DdgR$9bd zx(tv3)gaW)>U%~nMMV7G>`bYFg%O6LMc8CKKjX8Q4cL0mCe)EPH2?#vuhA^}>79dT zo;LTkABq&(&6NJaK-#rbhz)_9;`=%qJ5bk6L+knBum|CgXHig(TEEX4lk4 zzq&zsp|Xl0N(0sOR2Wp7_Qq3V+lkkFsE%mz=bDSXa_hDLZ@fAZx*iVHmVC?5E@meu z7e+%%JGs9Jfu<%v1=xjyk%LO@m&~vuRzfZmauCw6PKkRiT^L9s{j)N=OV|8wt0tzV zy{kXE{5?-BwJKf9QUpBIp#)2XDk@oNi{wNEXuW4}4Y(El`G*u!pcse9SR3$U>a0Ki zsbb}=lc^w%wQzBGSz4l={ek3damb2RZb>gEeu%))@hGF&EyV)~n@y>g$*#rB`YXqi zR5yW-2z=Z{=N1vSN)oQWh_NT2^m`E-wE262GUTnIrBzd>o?Xg)=*B<~{RA9C0xU?J zMrjt_cvOp%5F#|dX2`A~1e7IfU>AI{@jcGVYQ;LLs67|EtmZ*Jz$C`Mfjg+f#@4nwuxRQ&iCf>7li0De7q996;wyP!rxc6owVw0vzs`28LtW;R}lL-9pL4LKJ--IA{0f8gH38gGpE?6)IQ+$76 zW6)RVi^dQ#-jO_DMF%C$IP@TK?y$oN(r`j|g*y&1BAa1#AxoduN4*NC|BU&e-jsRW zd@d8uIu+bO;u{M#2FijB3p38+dPDhYPj%#cXQV&eyeghO8gidf!$GEr^A{1^kqNi# z^^UgNR#6Sj57#I_Ba`@|kjjYvodgLGpbF6;CkKS@4D}+o-a)4_{llBy6iDLWz?P{T zNO{okY7^f{Ql5R4tv4wt7B0@@p>tO=uYYq8?OAOW=~?OB#H9Jmz-4#JlvJE|v$MN< zTB-A~L|Bw0xm!oEbOgpguMt72E&2T$-;hBD4?%S#=pLPG4a{rm1sb1`LRXq&B)*q` z%@sRrrqF-xuxx61sG97uG1NI-mbUkUVeVJ8=aCyQSp-Z0=4*|%S^G%eOR9hF(7fcs z!0!J>2pSwiC})_sU$n3?f^_ci`n9O_DYKT9fc&5720)(ovx_7TIlwPl#fryK@c&>5 zlZ~cyyS<)0*#6Em+3eNOcs>;BA~0_?UNTMVqs$7rqeezXNH9$i1?CnMfB@iY50OOM z2Z^z8&}>D4h}2i_=}7{oNOKY12TS6UbxyeiJqFj^TaKW21vLOaxUk80ktl-YiF_VG znQI=;L*AMIS&GaSll6=G2{?s%xws;|N7L z_l>Ug=$t&tUvWL%i603ZZ2j!+&%^RBP9y{Dqy-)QxfJCaG=xr@i7g;$oLciZ=i&sg zlP#-gYBIQu7x(8jyzQUAI@QoBbIhUK{_XrY+F10_NVhf;qBkLZ?~+HoaNe9?zx-9* zNPJU1fTFV$R=2j2Mq0AuN}@LH406eD9eDgb23{v>ybgx}a!DN0Ulh|>vLwRe2U1^5 z;=juBW`m`7MKT!ME@TAXR-)$D0!PY3(9(o@}wN*_L+9^xLzz!;h6e5l=^Wt z5kc>_+jo%^M^{w+8ii4y9gEpUWUS)b2;i^7?TW!Zux!_EoJw-t+4?~b^PMYD7TL!j z%Dxs=_dTSZuAd^E$N{;7rmrWsM2CIz1|OG!Q$qHtfc~~}4hGUZY$+z0JIv-I!UTVR zirUVTJW}3$Pcwvxue!4;v>U$IF3_d(M~rlZM4e0Qzf6S+da<5aJdHcqMm%HKxo^*Z zNI9`~NKd;LA@3ST=Lm~@|3UESruzYo!B7PJ-=Ag}uqs~T?VocK@5w&)-dasDXD*|w z!_8E3xjaYLs<+OA`gegkin6j5xtaIy+fTN}YpkLMlQ?Aom-Hz>f2vj(H7$g0LRm%| zbj55WnG>P61MS=1+;k8PoIxloKA;pr!9MI|pJlqu=3aR~$%<9xEjlqYCi6vMTC+Sr z5^qmp^ZXE&{g;Yie1Zo;BY)8QRL|PkQ zZe{t|_zjHk#fKDR)7PWLv=(_5hrfPD!sk9&jTL?bxc?-J@?GaGfC}K#$(2%tQ3*N& zzYzbYS})$AoaM&9)8YUGH#vC=y$ta5$5)%_=oQl{t)dixg4-D7-pdfgZl#VT(ccLF zMCk2ap}ATIhAbms*oWFnF0LmDUEVddtP*v%OmCV9;QzqM18yW}EmdB6`sp!N%Slte zOcAS_MphBSZlTwTOxopehyLNQYJgfxnaRfrth0Z4ofIV*xP{n34IOM_nlSNBDumSq zZjai&OPjEM*ZX^uWlllXGquWd*9%^g6&{huwY6!>PY=85muu#|8vuLZCC~$427LM& zQ_Xg=&r^SG9;96=Lw5i)1RhMYxLQu>8T)f!x}c^5l3QP~9%w)!A<Jz25*0wc zvc8w`QChyBjim{@f*+pAnVankX{D`3RohgaBKid2KoBsDEhP&90 zVnMOd7fmZ`{mD7t84CkLDO%a8D_|LzF0}d{u4hH|JzV}wjE`?T&dO@DR9#t~o z1AI1N90v7vHNvxCm9(Q*D*FfYQISE2v=k=e?(mr6V@hloM*;AfaM9Lu#8vx`>ov=V zKP251qJ)2VOe~J%t2JoSoP|XUzWg>rJ9Yz%05jgFQX+uyrWvs4Hqx1~v&w3Zsr7Qs zHH?Rwli76~+;LvcR?B)Z#F!VsQA|WpzOY}h-_}{+NVgo4@}rrWxAxBCNd^pM60!1f!EuDr=tEPwPQxAWJR5Jt7u+F>3MAil zL>~;w$X8~b)8dQ#Ro6+YBf4E*6IG(PO;uB4=UK4Hbb}j$hl~PM4}Z2D_Fau(bXNi9 zP~oq&s#EZ-6RUCBzn=BmzfBUDKD8jYtS2ZpHa7fN`Ks5~%^R@Xfc(k|z>}*#hb42{ zvEU4p8R|LNT&w@J5b&V>*GptYG44<$drSDOy48EZpU8E@|FUXaKL($!;{|^Yu2ECK zU0#xBYZuezq5oOo4|te3WA$SxEYtMp`CaWdPE{Dl#%I4Rh9y5*ptxYcF76MqOyy&| zTgiiN8FY>O;EXDi-4!ycD^`xrm?gQk`OF0K92s{qKU|uL8Lqc|Y3xzm9I5vW+a8t) zbhe|@)8;76bd#Q}{oT4qQXW!bIJ~xT_{%KM@zA7Mdv|Igy z0ZOd>`z31xecZXTbl4B~4$ddaJ&qG{SZ{Do$h-AHb!Itwg%{peBN$qoH(0~*A9w0! zv8Xq)2N&cl)sKD8cm;vleC(gyhQVU-xe7Byu!1R%`HY|^RU}@4F)K4f=adEtHk2qr zpxxB2wO#oX>{p2g`gvkwMLP5)&A;=>guHbZfKId9IE&tP-fP5RLq1ei| zYU3TTXV81?9L4!@GR#f|R&uaXoIV83lsUsX=*F48gNvjfOwp09FL{jukVNr&G0cC4 zzn8m-cTIjaF(DE6pH~O-R9r?Y6MR!W_{JVmf9OssYqf_TuQ{&d5CGbfzOJZY-nf!^ z+t;l?fq>>TmxQ1CzxeRK;IS;MhUOiG8M-Q~FW4o}zxpG2B`Z=e8o+GYk%wF3 zB_4OxYHam3#!J$}9;3-b{l7Es40Gk)nS0#(>}NmETAx}& zm!dr=?BRi@`yu?OJGK``rl~uk7^R*LF}BlUrXw^b3M{oHhZ5Q5VDq1V2sDDn{AaJ&V@t6Gr z1R7W}?1i9NSMkFZHUWXJb;`7+-c7E9zwWImN0p28DCX_!wVlAN@xDc}%aUz($c9rH zF`y`#Y`qj6MJJU<7q{5u@;&TT6byf)7lz(5k<|yA$TsPF(spIAM`j6*+Y~b3it{?QuU9bw!XF``| zA8h-d&ZFn{-jFgWe7HS-@6xr5$%T~YU$l%2{trW*x!4jW?pV;j<^m}RVqkT5?EU&g z@7?v^FHgsMtksZstn_8kXNn$4{q(M|x})77mK}9=W#anpRz>^)GM>MuwhXls#p|HytJ^L-PvGr z(V1Z%-CB5*OqQ=LqQ2*3!QJ9f5#6vvr=0s_ll?LWck-<6->tJb2nd(r>ihIugz*ul zBwK&H*ag3W?pKSMt^|jzMcoC3$i%7o7tzs3!_RvS&fG8*=2^}JAyyx(M}>K!8+T_@9A-aXqa(A>&Wh%mRh?3t-&|9Nh==yHSAA^l* zF5RTU?)&?XZt}gOqG9i$qkIISG3N8bQl_o@es_n95!MP!e_ZG_Z z&V{1J%S@iDDDeAza*sJp&S7yI-w3n%Jr#Q3F}Jx_{S96owimnBP|1;dsyuRm8tUOq*`?>C`b$JsN?KZpR_HQits)~n(2T}HiZ7zOxx^K~144N52q4W-+6yQ5RbCMC9N4Pjea;$yPX(%-<}4qP1fL z0kWU)f!8DeUmbb(-(%{xC*pv?99Ds8DKS8Af(kos)TUMqGA%AcVp0+`@ovz(D;(a= z-dBGZMpb{F9b3MR`T2f}6n&p3+W_gzMY56E$hHV3W8UbfEZJp58!$B}A_`x=y$oFs z$qjTXQTeo_+tc8Wv11k?J=gacJ@8TVMwqiD%a2=6NF7*%A=hwi2r;{X3b77TsR!LW zmna#K^zOPNKU$@J!Qe!Pw~vi`ld2a;yXH8rMtp0bp)|RkHx%@~xNp#8hw!-?*PqUr zj8Vjxj^fyoK#A19ozUCo&_@n^s_nHbyp332U&rjMO$!IC!4z&@IP5`VLru-DlS^+g z-4>AzF7|b(kIo4e=0R-)&#Nl?S`lD;o-6F?#D5{Cy}#3+Aa$AQ-SsTljHXjZ6q#>(G-nV#L$>8 zJTuGtZi!J3*_QSC{>jtzIhpl{BDpY3j2e9z;yZK#&%re?E5qtnnmA7yiWp-(ML}=; z2Zo|`ygvHFxu5`Dx@D`q8NZIlK}Im+2O|uGXe5A6TK_DHKE?44OWMY!FYN+QGDjXO6$>C>W;oQIWO6n+T0~O)ZT8|7}kvBTzoXn^l%nV#Q4A_TW4N7Ck8cD z=OfQwan8FJhb0XC+D!KEU1<~`Uh+)j?yk}WwfxBrs)W2oSj8SqLtC_L9sF%Z!e<=w z62F?VC0=cgbjDwk+!WVA^e!yt%lzNO@XK)e3nxN44ZNn7fsscD1gq$cn4s zc4byb^S*Vh?KF0sTtR#{+VRg2h9mpi%_?7fu|Y`0P)QIl373_23RO+MB3I+GV57nB z*RwVh-TAEo_naWqA;{~5JEa1sMY&sOBR8i>2W@4^en-EvHeb6(bEK($jCAg%zM;mA zQ0qQn=T3n802-W1goD9mMyc5PmsFuAhO4rT?%c1{SXm=01z5x?rwHF(h!pxX&&((( zGWhQTL1`kP{XDmf+YUlq%BBEbjwe6FBF{~z5+sopt&zzbXo3vQrX`TFu=_I6JQ^RChftbtQI8$&?b?`_80HjV>ko_= zz%$MR!RY?SoHbgbTt)iXiV<(LgjGx_!=j~r!>%L%>maO0S%u4_OjT@)b{tuJcj0~T zCzt85CbCjz=kI~ek_IQETU)l}dW+krX(U-)YtV&8MhaNQh{Q-NSKVkh+AQi0 zzxb`^G5;-i;7>F(=P;#?#-k=DtX2ae^-&_4gc=*x$Y%?)ZIn@-{qjZl)f)z8wdlxy z7)i1g$YiEBmw75TN5wb1(CR-7a>*5+R$whjiGlPZRB?qse zSo+#IN`m{i;8o$G`>m`zG*oF`UMK|wz%7wmzZA`NS5 zyItB1ybyg5_v;szM>YAF)5fdCO{qcmf0#05S?hD_-)%s{?i&4C!bQC;QXypXo$x33 zN}DvH4*SRrPcyn-ghds%0o=>N8M5wYWpw$xg0JTS4n_1c!%k83%-{Xh0FWl= zs`WWh-0bO89~&+OaH*nM7R3iye1K6hZ4IUNV{#<#EEyhJh#-+Bz1us zz5GgiTqn$6RKbJW=7+(YbmTuiB^lhOH#BpcPxCKhu{vyXE;h)h0VW*#={9AsAk?Xe z^|@61C}?7UGlo{7X^3OTs4mgRWNF1SjQd%5=Qohe^jDyyAM};+KmMs>Z4fB_v-96) z30tFDlQopVlG=48Yas`_EnW^%MVgtJT@8$4Y096Ed+0Sr`tTMTrlW$cIf~#1o7F(# zsoj#DNXCbM_+Z$tS+U^SuP63z+3a|5#l_yg8`O^C2+#|@5V+|*RA^|a;1FQguJvBa zdV@7j>E}<%aIOjEGbFTZWKw_9*D&-Z-CuJmP8V^_eJc7-6uNq&$s*lLh&3T7>9&x05uy#DM?=Jw>0d_XY_2o-NZ_iMDd9J4>AQ0w7Fgl!>m4#=# zhc#bSSdSteo%^(owJEJQeBW(8@C{9b@S6GY+Dgf_Pt#W&XU|%ENk>T;kCx)kMyVe> z&D;IU_?D}2-L1{wUwSZtKl}#L!*y2HE($*B0ADWO(r9HRJnT(t{n7QFIVja-dzh#C zZX%05)VIs&><`iqY$jK{n?2Z{PWY#n1|>!UbF}~CS=fLo2k=do(!RyUIQF;)DAL(F z`1GB3UFPDt<|x+ou+A;3=IZR$V1I?Z;clybt>5{fS1$Zxz<>XUn5I*T3pm4}_Qs`Z zW7YwbN&kGK=~ya`-3~O6%_+X>9Z&OQ(#Z7~VBpT8nVA`}WIN1O<_8ud{`>c9)euzq z4s|8t_Ld@z{3TZ`MQ|5JfSM~flm%CmdzC$xT*7ZZIbf0GIL4zWckXD`Pc=js$c;Hi zfC2YcT!poi<$*Zd`D@{hB!VdAbl@e*sX**gwJdc6j2ozyRw(;!p!xCEU+%6%YO9@W zR+^54_Y!4EGlw>aXL@=RA0JMXI$Yil#TfL)Ewt5+seW`75tL#jT>ILeZj)Me<>$^D z3BB&`M@yLLtht#{p9wbmlG_tCAD7FPyo_S?49`}$mk)*|xK`Kea#|Qw;smZft*2T{ z{o8@ZVa0NFw)8@TJMiY0z06Br`h!%|H8M)WwjYJtwVt~UBaO$7ogGyVMg#EOZr?^3 zhIxKY{(9A-Uw)x=q(EOpztCC?@6ueuBuXF-`>|(n%GG=`oLjV!eH|Uq9?RA3b*X~g zmp8xUsL^$kR^ZP~Onv`3JKjuMzZFwCGzQGt!EYP&z|LoPQMF<5cjRS1O8CnbAE{jSVQ{S*%&R#T8oVTa}@rvoAZ3vv=+urgJEE=M_D z;fh^7D8H{a$qS~C5Kmn7+AA){M9Rve3%?aOUFcZ=H6g80D|eK8-4y!YC7QDM?mqYP z!>!FvmBycHYz#>Y)-XM;tl~yEa7ObCZLm-GJ5|5b=5qR(`9`_k^?6i;vsTIeoMTZ} zAB_(S7~Wj&juc$Y(?<@KHw*Lzm2AGTu)4cpak=CP-&WhK`$B8`*l$W5^}h!vFa`j( zF`nblVgWI0y3E=87lyvF{^1lpP=Z0B2>{)81d-4cXg0uvT&hBzzC`Ntvnu!Qg+nB* zJT`pLZ3>0|cpcN(_Fl3x|F+SncbS@XpWEk?eqmKn)|#s8*$0?n0m>qU8~H8%kpF~j zRqz~A-_MzkqSI^}{@F9d5Z@VpQELZn?||r(IpXKmj^Uo>w0&#qNQrm+u6l4D+VOV?lL!b>Cf^0#R6zi1>#yGT(0WbFyCBz&O zM3UC9mkYeEFr}s9`G@z1hA~>!6e}COcyEM*Fn|EZHQHodi_^hLNA%`}51{p{J=y^! zAoLXjfOjb`=w80_7)X#v)i?LwYvI~^cEw-nhXE%joxlyJJHwS;QiBbt@6xi|QkAqQ zRh5zJgowSPeX5RSaLN&W?6IJ(4QBTSyl4pCX8a!}s}TpZ!XoIGN+!KEFd)U)=x^b9?RmDS5PuHM_tV znvwt*UdAG`+o{2=#ztm}s!RVxth+ICad-aURU1X-7kS*X7+dcRnH;DjCQ@~8MTSnj z&77EuprRcGUz|z@JRI7l?3+4I-IjY?1=@zeahpC6~&U zNr>X6LNRIt84YeT3EFHD5~B^SVSDxNn-11z(VASumwH8+!X@PE6j;YCI0@reH_^jgJ0Y)xRwt0MxATP5p2k5`98R5bLWx zy!SrxYCdOLLIOLMov?J~Gptd?Le<{)W=F5OrVqWls|Xnz99RV32t(dUCv0WjEkLoj z*y8d?C+apnlazC0yK!1+Dpu(8Lqpd3RH1z1#!CP+z|ioOe1W`u?c&wP9crLtQi*=_ z&BVIz$vW1~phNX#rP4?~eWkLLaf{!eCx*$^O+mwv&nsur%XwYoi>Sdu2+4mJ9e?Xo zT=LGVVmJ(WLVQ*{CgYfnciKf>osKz(QDlsP$lzi3RZ*Yi>N%S{?XTgQG#&O{Nrf}r zu}kfy_FV#EZp)dwhisHohNDG_ZW(Lh{8uvFQ$E0!WQ=f6izNm{utTJ_y+Zp40}seS6*8J9_-5r zwGO5|a^KVPT6oZA^(%_SS zA>-5Vz}i8i(vG~tz8=6LjxqNt+dL$#5?iq-DXWDMf*ptqTDk4!~y%gb5^p@}Ek$_zGsNF8Ox zCvAQy|MS9on|5W*d14DU0w^|#|1LJ+=9J9QvEfnDS|D> zHaOz202SiexIeyvXyhLoYgRxGS@!a9#lC94tkm_<(c#ac0#7Q<#iF&hZ}li?7})F4 z9Gzd5`QB)Z2DuacJqKY&2+@Is!@4!N-mEkgWnqN5*7er6PU8jrG!0!AjT$(U zD&u1$Y%|97Ub`p}6c_rCL|>0vZ5!e=x2w)w#;#5~#)<0SoU$agI~aXMJfqobq0R4Y z7iQ$VWN%D2?XmbY*DCyPIgUi)$d~I^SiLZ`Jb+OJFr^|xVQuxze zoQCwpx9%@C)(&t`bzn){8Ux8rcL)V**O9nJU=k$_4H{LB0?>s| zxXm#DqrJrwjsH|-DFl6fQrZPP$~iys`(3*}hH5@H|mx{*rsgzceH5oWOe{LMWjs=+z4{= zU7J>K${_ZSBb693FdSb zch7LU{w0&mQ3{Bhex(>@n7BsCpe-{eh0QGw9zEpv_aMC|j^pYF6Mj|2U6y$pA(dzb zk}3Gg`>-Qi2k{TAQPO*F>sFhIvj>Noq1PJTC6yxO$d+Y1`=1~Md;edUp+0-I zjHh@V^zP*5KX+WLR92#i0_xhtWg`aMYv*;9Wa;2kSBT) zBB->GOxMh#T^`-Smao=+iKPV{S?xT)=G#%)d2h!=O>ak9$81O1+G{zQGEGby(w3E2 zf9!o*@b#X=SApGGOR@jG!Y%{`4W7C%O@I~aQ-y54?u|YfTh`HpLGeMPBG*=O@`Z)@ z!!Dkpc&%~$o2aoczyEDBY~&@d>J=9YW&#J~amAJO2Q4e-UUW{PXB}sL-ybP{Sid=I z0O@**BlYdV!A$W4f@d=7AT7XQ?v+ayYm_7l7PW|L1At4|Nu6auG+mw94LfCyx3@q0C;#&s~qWlBn^|+ zJ?#SznVf&j_02;HkM)P!t$aTnTPJ-(%}`pN+L}yPegC zZZPq6$>I-E`yZt3U$|Nlt1FAz|8zT6_6s64uH6*I=GJVr8^?Gu?{6=~K~R1dn3XI7 zdE(e_e{J)xYswcfs!ep;hq;2zi(DF#M^$4!$A@5%&c7WQ<@oLSqi{kdddsxI4XMEs z8$=8MK&Ml+16Pg%iD^Eoh|z&c<8db?SjJ+pZ7`TXRKy-Q5@AHQ%ALyC)0-m@&97xG zCaujbZp|(0Gwb&*IUZ*Eh+`n7Q+sms@?w~G-HRvfVvLw?q+;`Se?g2fcHit|WH^Kr zELDu=gLW&`;3+58*fyixxR>BHvV;|&f~7lAuaP&r zJifPyQ7LVFEM1xn0Ie2VR73=yfNpq=ds-x3`*7K3#uK}!Jk(c>D+Jc^^N~`{}X|hO$tkDxINl^9uhpzbn`Vn14LXUuc31{-T{-n{fOznjq zRq1av$<@y;xbqp+=}d^=?ov<*^Rf!I)?UbCMEkPHYsqpQ4%howw-R8lD6)yx62%@<#2Tl*t3^^eoRHL zhlO|V`8E|a+!TKi<_@fxSH418LL496U{Ph}K$}|1Vw7gxZU3tPrOHlly^DFaFxW$+ z3$BS+Y|jfG!UBp*yu4+sL(-o7r*~0Zo(t3RO(>_|Aw)=gJ!?OvPlH>nt8(Bz z;UxC#SG3h+g`xBgxI~pm`PV%+ST{gmZS|tOBkQT+$d})+S0y~B;zTnAG4!A@aOO^I zeYxyi_j7uwPl^jSmEcP} zyw9i22v*wI70Ax&a+21-ivCccPql?Gr`8nDW`i-wpwUj>`)Gjc%GzxYQQYJB8yj{E} ziD>exGvp2WW#-I4B9|=)A=$1X_(Cw|Oc{eQ?)z80el_I8G`}1Id_XhS7tJ($p;lL7 znxgu_jR&WDb6<-r)aCO)LOf7DIT|S(;8KW<7mr>zU$vqL{RQ2f0naci!4U!hVq&dN}uuHK*mJuK^8<0&^U}*Ct9cRhWd_0XP>Wr{BCue)FQr_p}Q1*jMWI3w67g@5ZYAYMK9*+da;DQwiI|QuS7NT8AX=&Pwdh zVm~B=lFR$dT6iyOh{tz_IFq!Ci(09lM|KmzVZYSrxVG}mWsGM$7VWNo_OS}?jE4s1 zuigjLl~hf7KcV2BT&zRXRT_J)DPY6bUbV>1?W_n%_V^r3Gj*4kv?FdWd#}g69_G4l zLq@v6j*S(ut^jiHp+ILrpCIH>#N?*A-@*p=8R;B#^v;{V7)>2E8X#{vY@r{6K(fW| z+2PlK1B72`e1AKqG3EV}Ym3=e38tif&Ll!kiRKlJ{VzAjI{AHeRp6f7;(Q3AFXgM6+Rlhay4`G!H6FES6=!`BiUG7 zem?Jel#uO&0lLE4awYf}eLqR%-)P6;Fbs z39P9Xgb&*3$Q}}uPZSx;>`z5F`LD5_v(0;2t5jma^b)Olve_u%GPY}O&{Sj(7fxNb z%xJ<4Tm}BzjWyc#3U0OAuiyxjEUCR`TlmGRFrL`LmZP@#9Z3mLXy1a&UkGX}2teOP zV2@i&LZECyaaTM`L;78hWPt>L%6m?E=~sh>n`-Yc%q~^1j8JiZ5=b2 z`8WK?)3zr!DgmH3peKiR~68eQi zxK-_|mv4Trhj&I-f2Wz4Uq`=v#peDPs%z=S(gs-N9~(dL6GQ{t`6$rg&|7<%VA$Q1 zvPmkyP}=*T>d*4{sCUw&_rA5nap%7N3yke}1zKYa-}CyzELlb(7nI3c0mOHLUw8`w z-d5+&ozoFG0Ms5gtKMql>PK259nK4zQ&N$|(&XPt(r5-*HH0nkTjJ_WyAvsCXy&ND zmLFfwFi~FJ~8t zX4g1W0zp7zk{*15(!e*8FjvmKo5OQWNX-=!07hC63p6X#_` zePMslILWy2;I-7EQjdwBckbNcm5c$$F|q>b@)qO^w0#Io_*U@Q+@7xxsm5vdS7@S? zu1D~I6gQ)160nnfmSa#&)EzGc=|o2Nlly?oN5x*UiNV1g;%I{L#a=t%HW6i6Nw)l~ zl|xB}+vr^k4z1SV<(EU%g-Eeon7lT~(|+vycrH@17W5Os2p>ZVmU98jw~UB3b-mIO(N3qshXF>H%~RM?tcuL*s@+z3PCcF@fGi5S4b! zm|zy*nwBGL#OUzD5#ldbtF>nsE1 zTP{4C9CtwFz=^=7zkq`ZCaH5|7K%N5B&=xPf1r3q0!$rW5Tb?3+kRUFg- zNhzrjq)w@(ir&uQ9yUO3}v++m6uHM=0eu+5dgVoU}$C%yGo)? zp96bHjd>O%)H>JmyP`*wgX^( zo7WWAQv#d|W^*}d(+yP3$;DbLmjmRy!LXfAvkL$%1`47I!h+Mb_O3Cob-Z%uliKe1 z{_bvl#^8NBm#t19mr)(857>%gX|jVk%AK3uVyah>{O3F7>K`K31p)4 ztXhE-hX7NR3q)2lXPWDEEI#4N>T|RA{@@~y+mApR3^rN(8mKF_mdCMv)NHTFXdlYr zujJU=jmtV{=e3`$;OWmNs1`R0N&y6?Ryoc(ril*#990Rg@)0Y zVgT$P!XM*mXpodyd|zScHE8dg=?pFVg?Gym3yyyQEI4PH6HX<5u3c%^e*?Iqvve*1 zhn^FJLn-qYMAA%vU}1wMF9vFPLd5#*teav_?L@{1A4ogHB%}||=I^+{IXENIxJ!b! zZrAuudfEqQO3Ye2QzZ+xQGl;z?_`#Abn_o_;XSAy25;u(=8moiqy|*Q`0~R_Y>)?7 zK0)bJ+lY(fQLuLRKq=Te(C)F*8H<4WV)2gKM&Qc+s2{G5qPK2qZS72#^Isf|0C92Y zeuLNA30gt;c1e@iq$Q8W7~K$*2nsh zULkJY_n~Uy8X{}XT}U(;BukTUDKv~afY8%ekOkieFc<3wd5KD+_aU2@m@W_qY_5W0 z92{->cuSdm`Vk*Ja9yyEz|Yq^w?NkDpgk0`+V+V$`TM+_^a|5)^gY(-J_wO}();q# zNAPXmS|ZrOf<6J9C}1%jL-r{gS^oNeVj-U8&wlvyqUKVfpvLy06qCip|KZpF+sXc| zlDOawsM$LcBt{?Uj5DE;25vRbFs%cWX zHkJCGS5&>?0!yDagr7L$&PXg^VNm2Xf?wOZce5UiqU0DWCm}xyEW89I4dius-jO$yPcec6@LGz{jHxfsXyt^bG-LktRc6``Jnk%?rAj1 z(qwt>F!}#>t^ZD)e}0Mg2dL0NcKQ;VCc}vY9i}dSFzaK~1svV;&sRkUNWZQfq~K^0 zm=8afF^CW7AVDcMd~e})T5_^^H!|MjTTP9vpx2Qd36|*t$=t35veU*=O87{0AH!x8M+2 zvU_&6w**3G6aVkK^&hSusXyTjQ*e`s>%zhwB&os$~+cKvx{8S#nWF7K7^w#14crKk4o zoSD7x)|bsR$vg{r}lQ@0OwcfgU=o3 zipx~*nq9^nr=q}yw~ zJ=OFXQ81Y|j+cMQ&G8667TOU2@7XV}HreimKFWsn<;~v2|HoJVzkfx#LVfOU*7}l7 zvjB0WGvfISD7eHRO?+{@RvU)nuz*N94oU~*hYvHT8=d$Z0`3QMVOvgY@CDY~Ni-*} zyPWd-O}VXJ0ZmUYTz!}PRNHn<2i2o`E$b**(`)Og`Bo$4mPrw^YiJpxB%sD1i(yuk z>d`AkjOowMU2Npsh(8i55{w6x^rpS*J{r3+opsJ%EAx2TvB(y@(d%2mN1JZVBdA76 zGqJyB{J&WF|L!H78)%dwqOL`M1h>*DqsifCBx^th-+DEmZ4X%kpVw$G=)BD70ybG zk|otIabD6x$wto5Vq-D5qfIQ%SgFhPZ0A|foJ4-)CCR3*@HD(1Jbz9xZfB`C(19!0 zVUS@3ogU%2t*&A2r{)>|_e{e%$b$iL0> z&bv!gUJLqi0%lyTHy=b>v49 z({q)wC_2IbQk3kZwx{-eWc$mLSg10&<7XYy{cIViax(5{{14QqbslRwD>!`q{~yT7 ze>nhI)=Bs_@;kwU=8H_KyziqU1e#6gS;P?QST`eFEJ%53Kdnyx{Fy)G3J7aHxv8x@o#;2n>G!ZkAwQ}llS8pK8srnG8o^pmJ`yx5tuIia6m&pYALdQ<=WzN6tU72e*eeRrsx;;#) zbiOO|;x{lVQ#Tt9DDEDwSK41IZ|Jf~G(p!{2%m&|rQ$(3yDY{o0Q$3>Qm zs|UqABaMgtG`k)?G>(D^Y8b=CQeCVmn!`RR+ocF?MwG3q`u6wuRUq;zT%@K9ITYcSkxi>f3KelNpR)3q*@K9 zT4zx0|K1iQ@&UpPR}=eqq6prwH$FlLGnqtB(U1P@ECOj!ZA{wE9!QH?8?T^eq9<>~ zYrog(dF3|yV%d-QvK??tjxgrJ5$vZ_OY6VHMuUycQH+Wp)@5*mqv*FdI6P%`cYWQQ zE_NIFd(Le!EPvB29fL}79E{LoknSBvi4i}#(XaA*qmP~#`&50%Ln3c4>Dt6jm!T{+ z+Y%N&@uAIS{)}X3S(M4pF4&J(4*#DAgE|Ol0=|A6dX(`@g|IOInibkUfV~bhf0Nav zz2e>20bYgRQ>*UZv~AeEY4E6LebNRhdV9#)vxiwQF1fFqUs^(B*8(W-7vQrB%M5jR zObhciG_RQc*nz>x!vB(nFI-lbsdz!~$5uGqXWgKwjX=&hYE$G}B z2FJ{|*Sq;$oPK}roafNU+jCx-;2ZYipVn?C*Ajv;B=>Hg|GDQ3N)knTY%w#Yt+V-< zF3DMEk=MAP?!9qiLrVdJmK5kcQnQxQcoPCmb^tY`%BSJgnbLy2zKbc`HonP@-~DKJ zE^Lf$af9UmkXaWn6eO9Q?W33=!2-q`ne*32&J;cd5#;4iU%-?DB{?BcZ>lSikEgE- zj@}xa(`TyUNS0s9SPH^JMf7evjnm$J%Ilg{;<1Fv4e@z7%TEQv}CR% zkDY!=^rPxbz&aM8t=;?mUg(nIqsJnU0%q4Ixe=~k?_TcD7IFq7RyO%wn;-vDOG98d zb5pZFR^@uV=7AH%qXXbhrE=`x+6{rH8H;AVF$PRjm`S7==MV5@C$#?NDu3{m?`+2m zt%%K{_infGtx;iH(yyJvTP9Ib99O?W77n^wLbz)(&eyGRqpJDvcH;-QC_%5-@pE8ZYvLhuO0eC6~CQfvD zcsc|hFW5{r)MG`a7zkQ=AMC(>Q+Wx?((_hi;G7RNb{e?9oS<#gnXpCVm~D4~OnN6h zNxwICPO#7X{CkDdZ?1)@yWX61=;pIeD*5WEJ3c4%c@rX8(&~b##!Wzg`AkD{Er1RH zJD%H_@>(e$9Ci^ntQ{MjfyFi#aOauH+236&%6XqN2#v96Ae(e2L>n#YShNN(pUrp8 zGpeugyjQZ9d|!i4uPpjGEt%`@M=XVUbDbPBXy-q!&t$AdD@br|Ad|?IW;)88zp`yh zgex+4NZD456FciDNHG`6H7ILcF@B1uZhlh2tZ7FcvhmaEO^wmoG(+6)s6G##q28?9 zt$NE975>wk!7HAxXzZ@2MwzK|O2J6M|1E|G1gT1h3D;>77wBkn=5aBJ+{kn}QZa^} zxExsy7i7B(kjgIY3@%k5>b`S}H5Yq$ci4(XKKUJfQBYpXpJN=-?>Ilv2Sf)>v--08 zLb{Roc`5Rj!q(g}9p|sGF~m~c2{>i%K4j=Z*r}Cw?~-zN@9UvM7N_MD;J(6QiM38u zHFQiMKQkW_z*t6#pMeVGH|rjg+Fujrgg!Db+5>oUtwL5Jxp3xdwHM7iE8{O4qQ~u8 zNIqOR^Hcmi4&OJXgDL!V&va5uz9g%<%;B?YZ%L60mC-eb zKOc`C)1#nwsfNa+^C$kThd4B?(&r_w7`fftU<{DuTs1mcvh`W;hFvGjxti_CMqlI6 zCjWMn&jITZn|9pw8no`hC9VAA9IVXhp!VVv2Xwg2@9-2g8+1{Zgp0+V)))oO$1d+xsSSO6i_r^k~|jx&Ou7s(^U zcAa>0MJ77UK4Lc@Qk=FdUiUS%-^1apieu}qqNiCM$_2?%4^6bQF}LqJ?WKOXS+4Q* znN%9DVbsa)^LOnuJ-_L@!hTJKxf-cK(QKl%37eoZL7SsLvK@B{L<93MP?#q-itrbt z3m9R9?&saJPfiNdX$@Zi7xkj^^4KNJXtIFGr!nzR^7H+Qr~D2w!!A?$QN9m_Y4Q{f zB&DO|m|Ev0%F;dTM3D!ca9#+^?ZX_QFyW_r<+(oR1ShM+0too;=7iU-wb7ZP@Mxz$ zzh>63*nXFr=1@lbb$`sUPx-jNXe2U-Ak}5UEz`bhGjP~1{K)~!Tmab6O~M~$<6KR^ zBS>y;fOXRH^lJIxa_vf2DUKy6P}cDRVa_}Vsc8p5>aWAJ?8)QvOU{@IUhk%tI3IL~ zFDjmj7|(s}t(Tv9J+ib3Q7zo3g!$RgV*mQoAXfxMaa!n2I~$!**IyaIV~}IVzkN}! zt!f4ers*NUmvL*)-8|F6!i~>Y7550fRJdhFCwaq-Q^4!)vX95zw6Lvch6XsrZ-|Qro_&P zPE!#(Uaw2uEjFR%rjqG@VQy)pda&yEFq?r#TVSmPgX^RC#!~-wRo1-T>)Ehn%bHer zrqN*pZ-p)Ls!bVk!xb6glI>aykZ}!Adxa=h$|XHgy3P7G3xI^ukKV^@M~c;4x1u~h zXI{FU7tR&gUeoWyJXv&0=#?7_dLFE})H&z;4&4^Io6TGL z_awp|NSvfN7*2DFtm-qn*JTrNnf)h!k0Cpl?aq)z>dwne9e-71BAjQ5!1uW#7S;x0 zxP9XnRGIZb%6es^yle=8T7$I~UBeeni=!%k-O5RH**hPhv+ zWPC!CAWlE&0)mA0nvxzK@wKWVy9njUU#GWGf#Iyao^-@?9Yt>H9K_hDZeI5$e5t;h zZIq$RV!PH|LT1cVZHF1=UhuIt#njzQyQX_cS@rM9kfZyXzVm$ta~4zhB(p z`_3ukPyU(nAMB!vi~U;9@uu#M^m#iQXcJgq1a+;)x?b5q;UV)QsY(0+!Q-Yb~w(5>XZk`=1>q!7Ck2lZg(5% z^8P*Co-a;|sis~P^R|wgcu_bpi+B`z)n2g6%Dd@xV^ToSWZ8n>HJFd2c^%b@ZFZeY5hupcZXEgb{euu~f~pR}%#C z2eqjZI#p?}x_ovgqZ3yBT;<5HTk`88!TM+9i}E^2o*3)(qiHv_gPrN9T$Q}sAyT>uBm^t$z-DD46Mlo5x&F2=h2@0!)o3V-u5s6XDoO{XPvn5{8jC4Fi90>YG z)BcFj*}51d&aq1{t$Ru?(zqV%-0f=lDQBviOnuIxs6tPzjQ!d-YPY>6wfJk=(J_g> zePw59Dd^K{_J^bMn_-^lQeZRhho%F;qaG@}cs;D3Pm4L` zo4qyj5FbVo*MRuoepYAH^G&SEPi#`@&CM}Z$Reh&ldU<;y z=TCb;gr3bqmzy9(fgG@?lRXhsevEorpR2{~uv* z9Tnx?9(hWloB_JV;fOLZh5-Lh}BLdQ$(#U{x3DPRv-7O6Y(lJ9wcgJ_lZ@=%} z`}v-=_xmR-7HiF1_kEq`d7MWOjqu3v5^02lp{0DbB##1U!S+In0j5JG6&I2dtyjp? zU1E{*Y1?labfNN*S^P6`U(jmMP;Ev3nAPap37Xw`VN?RGSgZYNI7*aPVP6tWf-XeP zpsCx&8*l;J#d~#md$VvG+ePp!dTsDakhK;$iBxn&=-;}v^jJZTq7o2vpX=tz{(+^| zVsXB$9DR5ZP&>E!b{B zCTTs;GZRk6F$<_Ri##n=fS|NrlXhp#IJ&y7YEPJqr$2>advWfKmT(}e@c+5l>`=GY zw8L5P1fTJN3Yd*9cgO6F9N>1);oaJ%Lq{5if|36ko(~w%>Xf4q9H;4?J46t7fWDDC zmRRD;2kikhBfiN4z6!2vr-Pc7 zYh_)iWI~ozA&wOoNjX!rh6(JiheURJE8;9x!R82=k_Lc@ zGfYo>+l8~N>g`a^KJqTwUqWQ%kY*P;(F8NgS)YOK$5~%={G*n~;7MtdD+llqf~nQ> zDegsjWFGg-O_itDd?=4KIIt+1e5q{%xPUF$f1h8YqX>I#0@Bpvo)cIBS2Xrf_8=vh z)X1QLvz%_4BTyXJ7o03hGlhIEw`(HGWyAx1w7TARz&q^g9m7m|_pG2nDfvmVxWGpH z(UVnQEKTgze0RppJ2dhW4>DCK`5>c$w}W;*OtwTqwhR`8wSR#jmjz$*kCMg%MFug{ zM9&+~`rYjBST4Ma9AI^>U^0lm5Bp?*BNTN9N0(lB^hx*IyWu8D3qw0K9OMr)Ydg_G zKvyA!sZGvD1P<(cGpX>IX{x5KQ6_~0F*)hdl}e-Z&n}6qeS6>2-;cgd z^SwEjuFUK+&-?9oV%rYk^2vmKRIvo#t|hziPXUg*0r)Z06=z^_VF|@xoP@nv6qe~7 z7oYx-G!hcphFcqyCS?dVM$+$#0L?#i1KcSiQb}trtq!dKi{OgT!yusBLhZS0!SKE2 zQo*Wst@-jAkgz3QVfzns#$5x^MY7HIK5C}zW=hZo92bTiC7HuB)a6&y?fKb)S$m%C zGLs)p4KR6a)9?2hXGTdaUJ+*kx6AUa zOwIP=-WdBH;Gu59)E7py;3j1Hisl%}pC2=08FE-w34;8z{_@#O^9cZ2VTe%v$gbdd zGCloB-eZ;pk2Jm$tVYAV?6+YMNPGvE-V2-xieww)ih1_E^IA0@41HBW+SdD2_GcPx zpF)X|+7{2@;}RqZ@+C3b)M)O0k{F<&7WTp{f2W6a(Epmhcklr?7$$Hqg7|2S8pm^r z6MNo@9{SOUN>80ssp40;)9<@4vk&nUaBl*=abs-8|Eo0N`b!5%+L9o9ZRu4R#?H(; za)k40?Y%>ALlC|0(Wii9F;E4vfH0qizTq3-GKKnsfiYsrdNu~u({*)>YQJmcx(X{n z2ic;1wL)C$W0B$QQjdOaUDCwT$%QVIG6)1@H81)CZVwBOYIqV+aU{BGnEYsnO#o0h zR`-n~jGlshvK7P{E!qu*4t98>O)zkRZo~I_(_jvT-Ay;w=K1w@+Q_-wQ-8qI7U^=K z>T^Ic$_V#)06IFoxG014HP%l4)nP1Ml5Ua+@^UKrUZ^{g=-i6-mnTS_?e4QzW;K8O zVZRH~0PI^ZLk>XC-QOO@6J-Mt1%uCjjJCv#gk&iNUsIgCjCuTfpudm)j-$ZtF49=y zsa823B_Bif9I%BgZ}PqMc~CZl&Gy`(*Zwz4h~yd*F3H0r_!1(5fLHzP!G5l(FiF6A z4t>2ZvHoKbGY~pQ)XOXdCpd__xi^Y=(Ae^3B8wp!*MGes-RnYS5GMms35h{$jk5*} ziI}pUWnbgOy#Ln|3i;=Roc8!5$L@7f&H#r~Vv+@HmdD3D`xl_xVu!&8R{!Q_xBzwu zEJj!Ar!nplitsTClwT@Hy`+gC%l=~Xec+tfDJ!hKg#O%(^G=S1@pW#ZK5@mCrk}}O zbe8F1LBuD{^klMocYE!7)qWGpb@x4;WUOhnID>u`5!&mUs@EsNnkuX3u+Jz)k;I2L_o2ly?=j zy4Uyj^W{^t7dO%5L?o|&7ic6xBv`)kKtHkw5qM)dJzUI=?OXS0l%7FVrCAyJ_)g)8 zA=yHO?uWw>suI_4_Tb)K>gq#$a@xsCvsmoY|E8OB||o|ThB z>+m$x{pZ)-fNJKzck%3R;l7LsOblq6lU_ipkEDvt1dR1%$1|`?O6(%U!ZG9hY{y2f zwi|1H(HPdU9rpGnC7C8T%Mbb719K&;j|pjppD2 z1&x8quUMn|4BvrEE3VTR8!bY^4FaO>g{|z#e;6ejf@PL1aC9H5IXYl1>cvM=qZS_m ziS5D;Pw2lQe?R)pN{y&AZeKeZ%78SlbeEi6E_G zbLG^!;<Q84K<)phBd|v{rSdpwsVT9fGLeF@qM45|^u!x}eBZEBzZpa9+IvBNvgbO`j>X43DqLOXHc^a$ zAm`LFm6Tld_kBk$g=ER=)uTTek(Fba0gQ`~XZBU^ewVv2sAH zu8DR>|De`(W@b-xH&=q32Wa!29L7In^Iz~Nrk#vvt$=de)%>MQ?zX1ybG~9+bVmcP zv1OY!4Yw%ZGiW2)YE>rsy@Dmrp5WGW5Kxe@hv-2Luo-b|IDI95ZZxZo6HYK${q)E+ zpK7$K&}lR+DNw6Cw>^-aJ{fi za<~B)C-ENLK4+Pi<{bjlL2hD6YVy`;iNXby^uI=)5wONi(*w&Xr6rT0Pglk>1YF&?}cuiin8002Vv*zyT#4l@8N zYDv-4w74t4$2GdW|1^s~;2ZjRu1WcSn;%pUge{C#rx0xtOzE2+{f^&yBF^q5LLTKoNLDzoZaF9HMK>tox2B-m?GcgS>R(yO8Gcg_P`I9O(| zEbEpFD1gNoTHy4hW zfKOyNch0_ql*)}_It&-yLEfpABI|8I`GGxoH}HdGWceA1VE%v}F9ulInve3}r>N9Z zUMH|Hku#x;Qg{n8NUM+!_6U3skplJq*di>Uk#peoayvd*M3cgD9a!Vle?_W9u8HX{ zhe=+r-)Ig~0(g3iSfoRyd7dCzV`87R^$8(a;9q7ZopL3Mt<&>z}?wqnO^5B z-OQk7w?5(;BLv2%Y`(Xcgt};XOr1`R?Q4QOnKQ!Jy!DK2?g4^LD2h)MQ`C zLqw~>IM0mdsio+LS|WPp(k5wtQoS%@|PC_ z2KGgq))!H_y1M4DX^{LB1-1{302V2>EY5;iF&ttpI_fI_M!ZP3>8+l{O$spI$3~|% z|1ILOwLTB@`r|ai_ebm_c}#l=L;7E~qn58QtBly2Irpcf-&W4oG9ZI{M=JN)_4Ph8 zCdyBJ@@vHFClZpI&YuivciIBPRY!@lHUim()XkA5PuG2^c|d@okx(wQX?I+#PO!(3 zkDDW&s1^&KhuscAwzxKAcB znXADm4;OPBDze(Z>Jh#k@%g*lz?W?E-)?+d|5$YYS?1o+fX3UKOSu>LTxwngSu0dS z{nAOFu`;VL_7z)YJpps3gR}YzKANSo2^}Peq#AG~9-T3*{fzYU+Ai;Z9BXI4Isx_A zjD+ZZXoD$duHYtn4DwHg7Q!iP4%7B3Je5p>M3+!HLf;W;0b9~3HdAu+ceWVa54XQP zvLx3rtW(vSS}~tt)tM7Lw5?sjsQIuYE#yotzK1)AM@&^Glt4R%W7dS5Zhf2BawTVq zOfn9UT{%Zv3KtcdIuvd4P@OPY926m(ge-Vylt%yNG*mpA9l-kZ!NQ-?brvSsZQ_o$ z$(S^xN?N+n*3MVVjbjHokaRwE7n1n0%Bx5e+;e%MxqBdlrexdE8V(!NeB|O4a23kh z+r(hPjms*#$*3G^Um^@=Su6e`LR&xt`z*SGcw~DrE0n%Cy^MdB=uF|}mwy(Y$CXk; zI2Hj>n2RITsBd(!G~v2AxQU95q&AevPrWqp31#6i50XKD!j%Z=57 zTbV|Y_FFG&Lzdtu9`&l%0&9it{Jwum)~nNNxbw z`sqjAY(>~4_H@sOH0ze<;~A?J|3aXN#kw1Kr1?w6n&{Lq8n#ivCq~nJzDf-%iC91= z#^SKe(-|%s|BPfFj65Qo`d&vc?^rc=_`hl#>>lY@IEYz*e-2e zhy8P5QK0p8Blh<)b@i>_3lrw0*1B~rS4}juGoy|pr; z8dJ3iYi9w9l>MaVc6kJMvnG;lAT{ZQQIqQ620O-Cw_E{XK$>43b^YfGo}H@)?n@?2d*4g3g*H7@XHh??W7nPrSnetAccl%gS5F`jsEVcou$ zN9jGcLGx@CFue+`XQS+H#|U-2VjjmBzS}Kin))*|`?!2qEJSW--8-JGB)5xDGQEp} zj@SItV({^U!uzE!L+wd^W|8q0a}Te8Rl&R0qO0yW=NI5nl}~RFO|>`p9B&;^^t9S8}=i!m^j8L_7hF zh6WOw*I3e$_j{>>BoXVhr;=ml+!~H5rXcn$EZ|AI-s14*8wUgqySKaMELz zN$)=!n|c>r5Zf$)ilM-deP{)Rn$B_ymC7tQjr8=3?yvTj7ZGR<;&J=2Z(J{UL5Z!5 zXnPXyz~tR#v)+zGhHvzyc+cOc7{vR{3MS!V{x7055p=9`0snnt6-0EmmxqtIY(8HW zYXXfZJX;SVIe1JG&>fo^8nV^VKW9tA1C0P(4&R^`BqZfvp6%9eK8AHsKkQ{#Ie+$1 zGaHwoi`(!SH6<~g|21F`27c9e;cF?v_%$C&4v)I?gx|}LX@T(#;8TJjNRb>O31?2( zeZq=yiz1jY9%Ab(r5HV<3<&h%eA5cyn&f)5=)<^Ms8xaFK@y+~n$@k&x}wLuthHEA zeLNCe7R`^t!g2DngxW>yp7DZ^eb&BvNn>|SH0LV#6Tqd2;$zfWaPc7vR zB-8=T{MtPub=TfMyY&_p(Aa7qE#gn&e}`KOt<08pD!lo9Uq^>Fs~mDvfpW!Z#&LqU zvY7EkZWkYFuXDw&cJ&bmYsRgeR3VP~jXWpNBM#^&#;Lp4!!g^Sa5CL~axOiM7Db{3 z1tnaDGA!dCUz)R??0l^5aQU;#)Z8rQd0Kma9(oR7c$xyu^UzicVs0ief}b$T?^+dk zN>`c;?!ber4@n}eZ@*~rnLudTFhHu%re}CA|DSEb7Q)BOC|E(0QEcb%^wNSuHx zHmM<4uj^GxGwAh}HE5*8S+=cVmwc4vk$2E5y`G%_^$}Cz?NmL0cY>wW8W{>#M-s6ZEH<&xzET=p5uC$jAn_J$#7gkGG1869r%&|7HmL#G8Kp zijZ+utV*jh$xYFn9t)n-C z@vk@H(_6JL)1{96pYod(*V&kc{tQG!9(?lCT(k{@`oIiO#dBo$kyfzv{X%p7Wv;z4 z$%nX{E))RYF)6e_x=U%1MyK#uEdw)nQ>t$aNj+2DP3SmESqZ{p9NjgXDXoMHqjC$i zw5CMpPo9tq90TdN-a1$Lv%_4C7CIAqk{m%q4KQ$({<;B+;0?ZG0>QakOW9{>h->0= z4FTq6uucIl^aK%o-)rZxX+H<(@H*nWU~Ni8h`hh8<7?QE=becAmX#(e9nwqEfUVf> zEVljrfbcF|J0Y?&da00Z+cg7aCO!*CINVZ9+lYIyH6N zSMQcaePV)yko?w@wP5RfPS!=Z_rSzsk#te+<&T_3FVB;Wm7yJnYU^$2L}Rpj=1bq_ z%W4AN3?qM&ldPG4eiLmm@!g&}z; z&I8O!`L7b;AG;k|0Z}7Z5)SU5G;HUs{e4>2UU`oIuNn3KGf{H<+MIx&3%qz1ZM{}0 z{vVY3F-AhT1bjUyED!8B)xF^PTp;>49zVfJ;)iSV3k8MG1kd>&{J0)JZK*Eyp72Jk z;{H=2AxKGR*ld3IwcRz>ak+j~mNtlB>dNuiRFgO*SH`H<`Ge&4(b%g`o>|Qg6**`$ z7+r@LS@(Wg(ozm4idej>T9routx+0X7je5pi$;p{t3B*e>gky_k(8Y1gVEi3^-f_W z7`S2YrcT~2Qqu(JZZ6BbuVHOR85b4A0|xvpR_5{Cjd$_4618dNhbashFA~Fw426eF zTudK29GVZB$;Dd2J+~eBV+x^e({|HL%9l{Oe7pJ-N~ka(J2pSZb6JMjra_;JX(N*##%(u5hw(PE(Wn zVuz$YM+ysFONWfJ_`@A2+Vg*Yr~jrt@oz_AS3yhc(?Uogw9M$#ZX#x2OQAjBVyOSX z5t-Cne>|bnB_QC==BOluFDa9IK_YMM2^d$>&k*+jWSnF`-2Ss>iQ~f=tNb^;(bUOy zX4M`QS~=?mwH_5?hlqOmaT$jfDf_zh(IKxjpB5*aw3J5a3@Z2o0+0 zKX=Bozgjo6MfcS_Qr#q&VQI;;R!X^#y0*m8mTGZ(ASRU7goH>`ly;f-)Ytx5$r34i zEA<9-8!KI`gQV}_n!c5EMLMSy3pxdDgluV;fxC?#8l#)N9*FnIBm2U9D-3f}FBUh8 zfs=T-B|(Kfr+J4c#jedZtNkBU;rvUgHHDBOqW|T40@U&Ul;>bW(J*7MFe71V;R+7D zTMz@U(MU?(?xh(_yaRct_pj^42NKbZKctFQWEZyzgtq$CpgD)(WCrzMRa0LEg_GSb z%+%PpK2THsfwQvRw;Q9cLw&gI+?4$5u|>wV$I<$Z_sc4K=hsyd1ZP*4(U4>DpV?CP zm!?B_@DF36ZlvQ#5RM3xgu}sRxihRegF`kp?GTRP)t0t>2}t-FVX6*ZaT?!VN+~s) zgo{%t?a|3~p5Oso@ar&35d)0@AY+ZvhtQu+Jl+UIci$q)|J@l@UV2lyEU7=aFT&(z;z4+~>dT}h| zgDa58RJ|V^dt0DCcuC5&GIA-7#IoW4ROpRtJeuWGHc^gp9kP=Q=a5n{fPIHs9Ro5F zjsm>TneWwp10CM4h+XHa=o+i>ZX;XTOs{a(qy9v0=y3YCxwAHO>gfga5TIw`L4QpY z3NQFD`+jcOJ33oR+^CUS$T-JDB9g$t?l_?JF!=U@hCz8V)90paSOOx?I+ZO( zQ>HTviT(BJj2&5kUd?a+saC#97)}?Nj6BVYvKYL0 zgXtJ*EB$IWJIyDa?N$5RqSc_8`9SxYojF|))?o|6UJIO`alyX(?2Vi*57TVhqnW*F z9jH#Hwn`~J&yn1K9z2p#5x*)pWcsHoD2jqg%r}AMAASZhdM)}^+xH#6aeWm^7zBXr ztXKH2;9-*>7x`zv-ND3U!7W$wpIZ7di>6Za!uTC95~kk#@GxhF-fQXfh)aWIl#3&R zFV|MjUx6H%lPzV7e%|LGFy;QNCzde_!9Ha_2%+=!DrW6*UBwfE5AVC$c}~M1VHkyt zrG7;bHB@a;uDq)g$tGWw=}v^SpN=*gXZBP!=50394O#zj|ZmkC@u{VN=^rhMi3-pgQsSe_^{SUd3?6T&?sEz!*lPvYDK0I~H# zW|Q@F&iClOB;_vdy2N)qZ^XmATC)5dN1P)2ve)v?r$Xo_oeq9j9ibGEsLgO)^m#gS z22j`}=`1V{GyRI5tOwK8+B^60U6dTF$@A33rty*6^8O|B2x)k6aSE{+yZAoLR=cmph+fAY!K=O^=uRwZ z0k`@68rMG{Lh{+XG7_stI_tV;72lP^rMRDjUXhM{x!KdY?33eclkCFa5t#s2V}!dv zhU1Wsv29cOB=g#rBB^eV54PcQZpA4Y2%f0balT0YFHdrUF0~2l%Z~ts;lHCl|9%o$ za^NHi87)?@$DHRYM=TJHx0otSL9c301TR15hu0^oVe)tK!a|5WYP^0uS$Lu&a2lUQLy`BpXzD+TzH+@TOKnikBVi9XdtoVrG8~!l^B;}qqxJBo4e&C3NOf!^RpQL^$6O( zoB*U2@|XwWkWO znikGf+qssrJBWIJs8X^0ogXo`KAJrTL|r=|Av=167Tb|@eh@HNs%x$NIoIZN^OPvd z?sP~CNtZj0!#9OCo4YTHClI3-e9*FL`^L(>+W*J5KZSY^w!T`J;ozaMxBe!1ZDhmu z1>vy;OoeUNhQ1iHFf_Cm6x@J5yWXbi5-83o#6 zH`JP*ttA>1JEc~?cUf?ExY{Gyzr%Tc_VMH?)jHS?_-_Jlf~03%QEaO(i3DY$P0DE* zQ<{UkCz{`xje08+nEVWJ4(xHFt|*#mv~sH)PvF$sKxxpKZzm0WSMa@kpI0a-rCJvJ zK3+{t<+olHc3EH7uCd)tc^YBWYHj{on^mGkw%tiA&+MOG>l0HcUceRNyL5ELw+DFO zAdX4!954?s^gr^^#SkI)ac{IJ-p}MQyrck3*`TGTyIDN4QDrS&JyfS>jYLM(x^uQ~ zz9%#^Z4)wdfZXeyxvBvNlw}5r0eZPnP-5Cl?BeIxnu4RQkAgRB$=w7@e44^*G&_Wt zJs=@#R7Kpgs&P?#{T|ok#f?WoK~j8BGn92z({`gM&c55)nu zz76YWOi@Y6+Xae&)IfvXy_TDn+v{PjBkdLNJ~(-L*RLmf;QKco;VmE-L%}3!8H14j za@a;H7J-!&D7YQuJ@S+v|MER*ZT-Ouz1n7OHBaSOytl~{9n)d<;Zf5%qidgEQrPhT zA=2t^8=}TW2;4uRe$A(R6ON(HAxE_+0_-ssLr>K;$hpCM1g9n?FE!e~f6C3d!L)vv zV6zIG-yW6UA;>_^HMqJSUl~*K^|`w`+Fn)KifKgh>zQmYTT&YdoBcwHIB)6(J5_fy zF1ZvwyR`mqXvx3SgMVrTk_N?9q)AX$V*o<#<}}6Hq5y4WnP|Whwhc)j_vsm>&j8F{ zdcP43{+#EM5i}sgUD(;dX1dz`;fpv@o5Ma5*1Gt4zH@Tb*R-OzVmmW&RK~tP)Js-} z#MX3O0Se){Fju4ps3k#4&p=uJwwFA6#Jy!w3w`q_HHAB+_|gNu)SNJCqAhXBiLJR^ zHNHBW!76(m*QYl7PtM%{fq8CI%MrNv-Nz3t>h$$FnkyjPAYD?OZ@^0RFvP}s`cboJ zPTGmwp(aWqD^E1CpY>?Tt!<-&RXW-i`3z3;2)*tM)kWs~DPx)V$Qt9@O~}`U=^*!K zx&4zLoHbHNqx(&5iBebN+_d(F<%j|on~9rm2Z+z z^olhZa|USvSlW9L7>!|WS6`MdkJ226$zqEwW3tWY@WQjxW2-3#EiO@P4VM9SI$?AA z-u(0XV$jIj-bj##ZgXNw`}kxy@#Y>zsQZe?Jf5`ZSy?)ZET#jTQXw6KVdhaF=DNsB z6WSN`CHYDh6W$H8{SiH@kA&t+mnnC^`YxCH!WMrGJ;!JpLv0iA2Gco_I_0KeG977N z7e2XYtL&O}e^($S`?lS={gf7I41Y6O>e4H^!^0+WFR5aqOgz%+1@kE0iO&&i{x(VZ zS53yhbxYA|sE$cgDtmQ}2|Rm}NkcWokbI6d~2XeIxzpPc{Aiz30L1HZ!2*hl}5n=5$K4U8tT@ zK26C%d23UHpikD`8cd;i-^Dv+4xeA=!%0mB&RJh*1}&HqMct;R4D4INpWmI~N5>XL zvznK>xz3hac(KLXoM6+laHiuSsA_yHq+&AaGsa4L%K0PKwL+i*9ub7%M_mQof1g=J zeSnCic}-)0T)XJ9Zp_e{4GDJt0~cjN6GeW#&9>QS?l!u0f|Cxx*dSeeT6)^~C@A6I z`=bB*OGy`$zl6xT)|7OJBwOhU@{M6ZfVT0Kh4h8b$&|%T5CpjJ^}xv-Xt>_tArTPl zpkqzZlb(o};ad?eWGM%h(2jCi`tO`D%)AEY?bQwUTg2OfH$;)n+d7Sn3nM;3Ry{LA z&nc&uAz}n4Z)=rBewb)?=9A#N={|LbB6-aR2%$ZPVp`3kyCDH*#&Qv1FK?m+I1I{V zu{0W7Y$m&`3-kbiiZRXtCiTcJoYtl~%cso0I`dcHkwlf4)vtfhCz`w7=3OLL!SHk1 z8P^5y=O%gV3U_53YR6Z4Tib~x{yT5?sJW$I(Y6myQwKanH&NwdUn7JTEQ0H88EWw^MJ56FEK_*X^Gu zYSbEs>w7k4TTg&lYhAf0kxhH{%WEXtRIxYK%-FVN>XJ{EXbO3x6%%u>Q1P1Nm-juV zVqwZuPSZviK8CkGH9prKA(WFsj;po6b68|xSSF4sXY$~e!uKb+FB*8?eOc0WQ$C+4 z(vDC)05XRLDt_zQ^6%Q#rAT?gpO;VMM9G_p!*x*9QA{-9#~r5L_?S{VJqYv?sT&}o zz&3iiSpFi2z9+}wi*{8Gg)@yvJB6zc4F(xBl~vF(HCU2Cl77@JX8-dAzQ=p`sX#OD z?p5Ty@9*H74RJTJmydRlzr-DImF<;^NhG0K6{|(ssmlJWo0foR3N2{QwmEmiE_VPC# z0i_v0Inrr#D@!7RK7F4Q-I~T})(Z)imG$J5SCWanGJBC|U$rq|ubje9ru^>8=jjQH zvZ}=Pn-U}aUnCtztk0A_8_c|1vaf|IkNX69kBJ&-JBhp!F`|R_U>&vQh&pF0!}n;O zc#USs84tMwVu5s$iFUdZ-=0{}wh@nyS`v!1>*^mp(tlBq#u^zRBq8~#A5PSs{(0;o7v2lq z7$;oC85g3Pn|wlLtrf{HMx_=NV@6|=O82eK`DeCO6x3m0G}~Ua(QE2Sjq}XY@Ek0{ zRUnx^zEPpB2Y!0>>P6b&>O$@3KYkbF_F0R7&l64IFN;v`5k)^&+PyJsmxl#-0geMc z-T^KVvRR07_xo^iwrXnUb?FI~Q5i$!+XkM#2&Uyr_o~rv#$2vCGj02> zwQ%Q1=QL~ItV?8v9B#xf;A#RKe3prWydU;eiP~fBV&nq$cDdy?O7lW7MuT_AG|!KF zw)dPK|B~VGUdA_XKMD&Y8k<8J(0W>s zfq0*9gfH8Q)8lpuJ|raZ8CPcQi`}4hYAobv1_7%^)W&Jv4||C))buxxsU2tn8p9#t z20knCJ7fKi9S2hc9Dx?U-crMHi?r8%`Aw0Pfee+Fm<==bzROjcW%{~LWn;o`L60== zjS-J^ixf#;wW#bz!RP0Ic^;vq!PjTunMJdZkJ)$X>9|GpEw}bmRUb^4u#)*-u}Bp7 z01N?~EYjWcFvo}{Ap7k{Z&n<+-l61eIgHVkvm2Ub1Kz?Wd8s@`0UZ}z&s3uc2I!^e zpex^p(>hh@8gPRpm!#>1(}N$Mj{v)tSLqqZqM`?3C$-HwfBjCBO=#Dq>(<53om9#} z!=2o+h_S-7>tJ+qb$+1F^2I?reyCt{I6 zi)mlfbUPkb@2p43trUe}Ly~43dikzh>H8ncjCPs#J^c?J#H`?z|H)&Bwj+G*L}0yk zq(8re#hz{e270Fw0?#=kJj81|eLcQjCh=Z`nVP^d;?Z$(9zy9*>pdpY6}=snWx}ZR zV)pjWmzMXJRHx;vJvG}iUj%g?=gm)GI5fI6-rp9%GP><>g8v1jY~bw(1qcdj(pfF4 zH^j35IdtWNm%>y(&)gN6b}vvNoW-uYIHu{ZvoTVTW^QKv!>J9Qji(=r)Hk^f*Vvwi zli9Xi-M2l6>zg0AI4!nY@OiypHU9+&6?1bry>rEr4|2qk2(Lyx8hJXfmrmKb{sd9|I7_wsYGn<^flo#t1u(bb z+0eg||sPnSdH^QrW2(iPaed6sG>K5w)P0;jJkRkbDFzMIkZc2gP;jm@=AcQa5U z$+}G8))Gs}ND?*dc#4BNLf>)w$XpMm)&gLp8naFH(7$nnyA-~{eC`W~Mo$!%v}Pha`7D;h`Ms4#B^SzXiwVs`)w*zZ>%%MR>j?yy zLcH^REB@f=J=qCNo3OFLXy}dyY!}My&e0pF80*jAzgs3JUSP7p-+a8=cnBATCU6@( zj+hoK_IK!tNOZFJ;+#N;98d#b3kd-H%I>&ag_n+S@mr$Ep{`KhtFY8{$l515-fpPa zGRin+64p3#K^InsUien0l<;L{VfVD>3DFp%lKc#@1C3)2D8SAJ-pBE#YEmL1M&~bUU)2AK z*S1f4e{gxW^>{})M59o1^vkP5+{thDOp|TaaW!@eZI{e;k9>sHBD$E0xYHK}+E1P* zoJtCFgnxJhk}H&Vqu&Q&YJ+4R5aMqWJO_RHY2&jRL&F{ym+F*6mOs!3eU zcv$fB-)c?4T1{~t_`XO^MoX}00XA8|G!Ygj)JpTq*L#yn7fBwEr&+~{C%Hrk#GZZ0 z*(@u?17vS(VsJo?+yDZr^SAf|VgZ((+Rf8U(o4*cAidTJD{*HI(2bNfdHwC%?t)Fk zU0KOp6YuIxk&mbTc~#iSeZp4h3E+h$x2jpB&2PW(#{w{-ZQd|{;W>WkP@*%A3G2Fn<9{a zU}Mmkx@7L@u>enP*8(fcssn9Owx zSXcybE4@mY5yUi|l~HO=NROZ`*i~9$u8R#`H`~lSh2`Q(i396Zz?&my=zaT9ltBt# zXXPUtN=LZx=Gt>;gQgUbr6e1=F--&#kymv+T<8^=U~Sf|nqi zMJVD9L*I)yww;Axn2n?G+eSAmtsIxWhl#bo52S&dD@9}=$CKjYht9-Tx?gmfy@EWK z!&qm(y~>`O=HJv^`T6#$;Yt(*Gu7#@9XWvQRBU+&0Tg?c_gVA;0Ie{Op8h zpB;mI2ydVgF9z=MJ1F}iU}>Q8dKszQ{gzF8sW;)(FW}rJ{d#H*n3~T~*xkiVCR#GM zy-18+VS9oiINg=`T8i=wG^&enp_>9M!4<`uQdLPy_{1Tw_@4z?ah<1vKEez=Fy$Za zd@amp650fpe`&|B6sOAxrgU=Ok!g%yo+<%a0d#uIBF#RSu+zB-YRduxjxKR7-wb9< zbWZt|XF_+ZJzPx0BqB+wNazrPdG7RmT60(m@ToOG6b>V&j@253ZtDQEZ#~o|4m5#! zBD<+Hkq%c`C{2FAgUN{Uu%Ff~M}n6roP@)mfBuz;Ao~}QA4lD$nKJ@>ch>D>$bP z*!3tK3G5*AOK{6L7-K`vJ(L>3x^M_ESa?;o9+Ai8<^VQD;j-xEk| z?xT7Cd#z=LrP^h#73I{VXj~1D(W9du-Q<;gq9s2g)O>l5p&0!fxQ3hE0ttd6h@|2R z(0y4h5k%|1=iOen;TdCJ0f77xe(~i%sgc}gysmoVIF3!;-p?!tJXIE)EkC0oJ_f&t zOvX-;%wC-z2Jx+Z*&02NASVDi1ticb#@v6W*O1QT82eaHxZk*H4_y}(Ud>}hh65$BYZ zKL850tPhfbh-hL77}c??PO5Nc!lc;(S?sc|*c%D@P4sEUmw}ZYAu*10(lrPHVr35K zD9`j0n#Dgfb=4UTN+L{Wy-X>d*^*IY3yZwt-4TpuixR7}1>6UAQs>9O<0Wi0c|z44 z&k#*PpZjepO$PF+^}fx4;NP}@y9T`xx4GZs#Riw}T~M7wDTT*&za9be?tOIsJ)c$g zfK^s2#psHW2PB&)v$7=35PA(fAj{X6RQX+Rg=va?*E^AL^H2}bvxwZIY1+>Z-H*=hNS!lmWE7}NZp*&vK?k-7)-K(?1A)g1l2EJ-sQ+?{E& zpicQX82E}@zCq7IGYNh8TphjAQYCXq)M|`5Wa437tAad^FmvztJ+=EyR3R%sV1d13 zMJ_#Bm=X;Cem&3@pc8QiEah+pH^BnGQ$d+DkZ*CLU}eJ+pjWCJ~}E_ zmryv;C~I6b`T{!T@`Gc*izjRm1i~94E*~5DO=EvF?IR%7bF%Qjy96Gd9=t_1x`3G( z$Q(kNKkz8ut*GYBiy}g#B89{CvTXe@BzU%)^L>9co`0IGWDkS$lanJYwJcezQ3}*H z!!o!T_{P}+uOpDZB_$n=B4eaJFa8p%S5}Yf@Ac6S9F6`%QrWHgsl>k3N^>9A zRpELFsP-v@igyQR(N)SqtEK9jNf`RdR@<}qSH&wVhFu~c-1|O1O;V6YhrORWo)EBW zl?MXfkngO$4?OK<*ng*15vh>6aNK|YG{ zO)0<}num->i>I3Zt$~*emA(Ma%bn|yXVs9!;#uu11GILq7OvFl? zJV2EwLX`fCp+3olT}$4tk5qz8rJ^Wc8K5V%AXKX!$dSXoo&ndCnBX{i3;F&sWv$4L zqYpYWv7g$Y8=WnJEWa2E=zY)2l&PjiE#W59q>h3|uQnO+XGY#Byof9Ash|#7d!aW? zV51f#f7(aAO&vi*_zjVo7KC|4_@l(2MSSP*i$j`#>;s?pw!4QL$FE<@Qsa>vm4|-S z_tucB9AzWIVK915JI!jmo!`A=&jn0lqBB5g`v3TP>!>Qjb=_MLq$C8T8vzlJPH6;G z8tHD4PU-GW>5`Q0?rxB7CNK%bPBzZ!c(gzkQ4Jx4B4P56IflwV_~u z|3NqJ3Aek;0(oy}aTA_tu*m7U)8R`;WxXXsuw?_j&R1=tYuf|UF#DT}Lm0Q69Dd|6m7 zuAIY)jNW(4NSaI)P+_A{a~ga3oBN$jX#HdA!Q1#L9zW)JfHQ?~aZ8Yvh-54obU#HC} zLznoCAkS5V1NwR;;0__e*Evj}E^g5auHruz;s+CCRYy3Xa2#$NJYjEMwe;|b)A=%e ze?fOq!NYHB_=Gs9-0l=N&eqK%CE8!UZ429(iC)-drLSbbNQwo_;-M<)gfk=v8C34q;z~Zf|nRh&29M7TW9I{>WjnW@%z+JCgck?B(EQPv)jY9hZn=! zl{;k~0`V89^GQx#vbcwchk7%B&0X3rJ5tqmmia$4XnI9G593qF`mXN1X2qWK0#wY! zM!a_Jcfv&a6SY3*<9=C1Dzy)!U33e4Pjm6OCbQmDSLlrg1ZgwfYSgGv>=|T!(HOp` zQk+ZK{k>g%pUJa;Yj5j~Wu>aHjVbkd+*{7P%2Asr!eeOAVv9ntyoEoeh*qs(qG2 zIhFJ1EGe&pjJ33)i|1YRk?Gwa+vLX&8Z|JYI3f) zFqFO>%$9dDM|FK;+0?Uj=f*b|?SO65_+ znLV;Fa)+NQw#8UZA5tc`ykHQ<_7w+f#@1kg_dH~|W?-#WBw%v?SqN5yBUW=!p?Ync zDWoM;zZ`uY?^K%Lt9 z*mHMp6`pS86(W0uv)kq0KMF7?zA29dnPG>Q5o=5?lK^q{i`I|ZL^F2q{gS+asy_p0 z38~pJ8)&uE0lB_`rT_QZ@L??MzBjSV*vWTvKK#wKK(-v`*|7xUU#FaS8oFL%ZI4)t zo0qw!Hv|FZqOkA8lBWr-BgvdHfi{v@LeVkk{}TWT0t| zLAsG_Yb=)DbzoK@VE!p<^Z$nOk;|}OB$Y}62iM$&ZOEyVLct4w)3RRx%;FS9`y0rKnO6}-J4%Iie{)}))C!u;ckEu=*mzj_nQ1Sp*4 z^NQ1h-kqLt90c15oLera`}WuP>KYoVEff6Le<|}r?thte*Q&*mZ8e5ka#lf0>()@X z^A;=`hnJjpi-m1q`(lDdXxm|aWneLk-a z0&TSWpK5Tx6XB zos_Vq752|_lq!7AUmQ1+P(Yt;0e&FOIU7Sm7Wtx2^NKz^s>nBZH4=A0-nphJZ)JXr zckq`Z+C*AyCY~Y5%^YPQUI~IF@MXxncEt8}VGmp%JS)_$El( zdaSJ!Qs$*SH9J{tvNXUBGYU|N^c=N8t16u}Y3<U~u#?J?OenDj zf!+YY>!>BOX<42ATF55_qcvX3`7^&>bfU`4k1YG|4b%BIIE0S?iJ5v#APKI{@qQZceXlIGp5u1DdDfc^a)uS18y&Kw#gtuj-o>b zRWeT=?V)E%g>lnsA)E2u?WEoBKUMsjQ^G$25m!IvN+a0^cVi*V=H2|*YuX{@*ExlnbD*~X~PWbsRdqa$cp2wU~C zUWNgOxO&r)da=+H6GyfQUjk0^dL_iIJ7b=z=Z{faxJck)(e{8w;40`Xl_>1Lvga#gP+Gz!rpj7U ztl)(+W0A4210Lye>3Gya@Jdfi_^0@dSaLgbhdT>Cu(e%TznEYtUZ?^?h*}3=K7j+F zFDjr@ZwQ?nB<<>Jq3)N#r)DqrD5swf&%V(o0BUFUY1gj$*T%^iZe+Q9Q@kNHg;&)w zr+Y)Hq=fl&v^mZhBa50MFgh$ymRR6%~~E^kD&Vue6>Uv=fT8P7g2W zLy~C1cH{;cHsij(Zj9NIt+yR2_eU70C;i zLG9HAUx~0jwa%}jI6KKdOiw$^&|)arekR81tUZTq7oC6|B5QV&X{(|dI>icw4w&ek z#FCcQzR!bC>|8)u^KV%$Uh2d<(vy#{?edi1&L4A|@mh_}8VeYM0d7;Sx&(%Cr7G{$ z$|mxpa94RZ{r@mQc4>T!E4m}c=k={=J*19;Q0~8_FDc%pav1-SEkWB1`4UV2lJgrW z@$I$KoaR3oeR@oc<>bN1M7?rrWy#HI@*?*nL*oks}i zb2O55FnSSJUJ%GbT1-6otGjUUm8?8c0x7#?&ijVG{R3S)AD)M^P1ZGWvrO$iWM8Z} zY1Jr2$9AX9Z~C(PjHi*ca55-MT%eN~Um&uV@Ra;Zq$%zzi8TCc>2W*;o1uczb0b9Z z{+FIQh5>HAG?S{?NVrsI9iMW(2VJOuQe5ASi=rbDn8(xs;()XEx`@F`a?xr=`LKtq zJERGAsecOo{(ZJdgA32(V;4#&TI+{ba_h~Hvy;d!`d9ZG zj2_!SWXeAV+(95>04g<;1VEp`lL1(YY)5E*-))9|Vl&l;TiUWsAgi$7b&}qb4XF41 zEZ_8_8aH_ABm)#T-5tu4T@7*l=tAh*cfd)J`aoQBcM>m$y66W*mSOwTI^X%Tq*1+p z>_D7gKOUUCLS46hTqHr@O{E)r3CuDb!0MHCWEqklvShRZSqQS#IkR6U{PPL!%Q!h3 zA_&VRzPJm%4Gx3NZKVOno1|F7Z1nwaVkbuIGD z65!lIl{hQbK0@eET>uIEpaWGuq%hs}{Igx zg1i|_m_Wj<&_wI|nGx*?z@};ZqWG?nWn;iOdeJoY#uWEFpk+q};j%%-WgQJBL3*1G zP1Vn2QJdBiAp=XB&0<9tSy<~PdYVWl?LJF}KJQ`hPKe6DRMRxllypx^@eTb5GJMC) z&uhmLEH=#_6dt)Qdbf9q6EMGY>jwYNXA2AHQCgc@$1n8;I0W3p%8HYgozaA6ogOl2 zyPD|dILxA0t1;7K>3r9ZeYCqU0YgmikYG9vrgF^n%`V2IOzCAA6 zjw<(F{}9IXG;;&R&*J4V)X>|HOy!v`C!@=4P$isfbtn5KUKbbjH2I$_BPWH7Wbo+B zQzXmR+PMQ3f-%Z-v0*;1Xo$Tv27j%NevE{G`gIXV)IVmWI06szgSLD9>W2_#xaa29 zNY>5n?4~IP(#7rt8W3sChPs|_skG*Q0ko`U&^?w64j@UoSc*kjTZu<}|g_zNmwuC&O@$GIpT z&XkqN7COzHvmb0w>BG>Nr3DzjY_DJE*u}Nbd=BN{65NNb1p}#}MIxT4yZ_Xf;b&T8!aNMCa_op%slTC&lScGCi zcL=xqH~Wx#^SK&xLWGlhLFR}@|3f|C+SsdO6%Q}C0$A!S7hI0PhqLASHRoI{M{PfO ze63Xoq1%F86L~VVcD%GmLPXPRm=<>-QN5olw#Q>OY*uG2ZCv)uc+c%3pu)kBE^&gQ zd9o)RUvRWPIULN=HeT$3ttmJ0vRv85Za^rd4K1&aJfs9C$G{R_72n-5)L708ChLJ)Ch4 zXQz8YzIxl7mHJ;UU#an_uTF@zj<8BJnLpwQizi2c%g0Efixb5}eHP*RYVgnEE zVClA7`_}L7`J*S-QmMa?Qp1yoBmhEebh>RIGL4+@<|TH@1;@jH6&L}}xt`5lkW)RG z$*|B3s_q51y1gwf$}yof{R$7U_NUDPR9U1A%-$$OIU>^#Xpm5A`5tj+eAT*?#yXWH zy33VD2-NI7$GM$hD%A;j#R|__E+6mHmCt`_Ax`SG4tqWKW1ZsiY0ph#wsxJN-J;zr zHB}0^+tr!?kVy}OL06M`{Dvhk>-|-7GLkhtH(tIe{_6k+cS=a_y8aQDqFZiMn;_EV zqA+o~^8LL(sj4Fn0mc))qYXq#uO_`|vk!hF3X|g=xc&@^MdE$P}{=~y< z%gzZ)#jg|YDFzw|x6Q|-GlSquVL6Gq7@W?xrIR zkOtM@a8JWTJZ_(&OkPwhJIILCI}(iJ|A#%On84FpF}xx{be@M}(g$*nBSa6Kiyy~j z2Of7b9?0&=FQ{MS2!^{PSv}nU5y6;~Ph+yH1N5@-AG-iz76ViR>h3&Vi-V!WACy|o ziY*iUoEys5g#K!S?q!8;C-{KjoYYQ-z%l950|vL1VE21hMB)kQtyNz5Suc>mo0NQ% zP^9mkX9csJa`uAN18h!9^1z!gl~&b|$932NxY$;ikYwdD|$ zn)@UY{nza?`^pw^(jSh}tt$s}%@RrM#g$nOsgt*|Lw~o?OJ0YMiG6d3msBWydW7=` zg0;PH4nx_rs*Ko;@U+bkNL);~xX;pZeQ~TWBTn!PSp&sO0md*zu#T~FEqAfxk&Y~H z?ZsQoo2Hi15bIuHVS#<*v{T-SxQ5qpS&66}gOT)AVAd|DuYT&XTo=*hy z%UO9VjK?&hx%843Hp=3P>wUxTirW#*3aYe=2QKufH1Frw{#_|MOwM|s6iGGc+2SlM_EZ!p6;61sU5V(tRg(XASphfn( z)5srp6qMFgp6`Nkx+ZA*QqwQz4Fo_@LZElO*Xt_dDA3zZfm@Nvv|h_X1urF4aPH|nE z0*_TgYc%T4owc4jA-V5e{ob-K!{MgqvifQQ1PbSTFE%10(4KCL`9}cVV+`YemP&@MGC+tdIJ!y?3$cx9c?2TAgYOowC4x9eXzjTKm#H>lf)?Twe2^@$upq%$-uaP4M?u z=@0cm*N(rrQxUG{N}Kd>RxiT>ezZK?9VYjYKDhb2nZ4?}D_{Z99B=sXnQj&imZK#+ zX;IK^mMY3emZ0TD2t?BsKKiJ6(o+ISkV@-oRdGxy+S=}SuD9Ehe9mLk%8l+n+m!m| zt4yzyEzmM;QeUkf>0UiLa#%Lq`>Vwqa^UWL8%3CDP%q^?SlII8ToPp%i2AcM!GLgu zuqo{^y{B5ScWr0`MdKV;E5uDMbaSQkD|8!rnS$z`-&mcNP6`dV7@lZ;I6m$j?4GEX zf%BnS@nB3yb|fT@BFC)J*05{eGHrhhW|6drA<(mCjAO^P9+E&sI{3W$Qgn zr}Hf0@mY6j#WA|18rd1Vhy5If&rY8c&z^ZG|Fu1FTZDA-wPdDBTicw@CHCI@y{U7u zJ6Zo+$#w~h5)5%(l?AuCAX>n!x#?0;mw&?ek~ibz0(@i@Vu^B;;G@$dPStsRg}UUukQgn;*ej`QWs}kE*a96IOoe zvF7dJx0vtI-*c%~a8lwD*G`dmC-%u!tKWv}oHqiB)XaObb~U{7dIfZUO+@d#Zm);6 z2La%gPCT51`B#}1!jrm;1766@2L6bePaAerCQXbtZMb3m8G;hZJO!*Emq-)%UkazmTI$ZqUe^IOhIIPUqb z=9I^7DQBVM!?5qEqi5fpOY4P8&By5p83A)Q@7>F6!ElHTFzbzVRgGWhwEVq}cih&d zeK)1uKhtu~jsze4R6;tQe0R7TlYX=8F`D+Io1oC~1k1vIettf? zQDR2_OiYits1x-xQhHTKmzP-?`{cLyZI@ay5AJH``3?`#W|fn zK=-dw_J>zVkPW0WT8gR4@C2$TVP85muuQ`q&Z8R*Ot!oJ4)H%kVS31jJ2y1_K0%s0 zcBh73I$BM@V}!PwlUW?KrIHq5l<^{uAL9q3QEW4Lg2F3*cIE@z1-tcpK{{ z9tWT%{dod+->(LgTPPlL)%v?mw72jnh#N1V%?wV`bX~Yu|4f1Z>#J7^nI{C{(cT{T z49y+Jdc7cMWp4q}IkDZJoq9K5W>;yr4W@@CgKTTH7;w|~X{_JE`Gy*S7_(h%t86x0 z;55V~1adXvkXhYvtd8=2;m$#($?`AfG`x80%llQ*`}W2BJT?7W;PK4S<8c-5QJzz_ z@)EN(S*Plm#0BIk6;clQgxRm{yiK(WMP+Q#X)Rpa>f&$8%^YgI-)$YRI4cQ)xREgN z7eUbJ>~EJ{z-s0OVByr71)e^-!VQPy#>@0z(@0lsNVIQ0UO)S3-z#23d5aoKXSTA3! zO;K1-m@V9TsaH(8xX7q{A!cQ5*B-B)YJ?Xs%%Kvst0D52@)N}bmaFu6e^}R9h91Qz z)Vg}e4&*?*%y zxQ>ea&no%9z6y?Ddj1*&Dx3Xw%?CHD@^BF#)S?{-Uw= zLV*^?HiDr)G*v$5c#qYE&KvB%qQg>qt?lhdGdi?;^I2V_2v!@?!UCLtYmN-S^3mMCo70GEI|m zdfnzGXU`*?lrgj&;o}VtM`CVCBT=AcUET;4?EbZ-sXK2k9LccCUbV&)&2Pr;9z64A zHno1;l}_9~y|%oN{EgvtAT;s$mIHHcVhtzJ#+qCA)h*YON@RF4b)C?<9#_$8E9@;G z$2y-2x&-22>XZd}s_Xis_ZfTw%1xmc&zMhMDl01w0{W^XSwL-EBI`G`*NawOf#IV% zu`r(e`LJ}KoBz02-Y}^lgJw9ZH&wxr`nEdcI?fyyZ!dJZ-B#oAe}X&nRUaa9_>@iZ z6N{c6k=tA|7K{yE2<(eInzzmg|a126vYF%#r1lHt*nM>YvyX+8>mp-q2eon8E$x z)%oP#7tQq%d7N@3R+4hFN_8XL*SPG2eRA(!!W*)6kocbJNS%^3w^2w{aYYWBTYQhM z_B@vz?Je1mRd}hg!ux_NGaGkOeFmS9z7On&jj{K6-1bq*t2->x_stX{ zI1Ps}do`(l3mQ$uly)>0KdxtgH@h)QmU;1v*rDL!$vWa8>)QJp- zS8cK0pX(Gqc}bL>SVk70qNT2Gs>e+~4F2KO)!X=ig2jc1^k-XV!#7G=S{4UWhjmbN zFI15_4Bxlmhzpp#KDGEVQ2u{^pFywV!&8+qD5vb=03UZQuy;~!0jYD+;E!7+Am3Kr z5IcK?RG#wB`j3ncv_-b(m;%5H29H%YJACK$W6rXVvL{~J4771hfd56mr8|sJ-4e+Z z$qndnjhGRm+KQ*G-nY^o?yqm-j&)=T)6$YqVo&A#DZ*zpyiakecyu;vu*)CPW`Zo1 z#Y-g_Yg@oh2ThbCN^%IcB{0+Bp1z}vbl4KALs_TMv{yu_il)y0jTtknINPUes{2+| zh^`r~zS35%1M0=1fA#W{;8rQZ5aQDIc#sz!hTQsY%AcTlx=71;dI9Hk-Pe6GeQpiU z>s2EmR{Es~PVpl&h1hKP9%tNsSKUk%$d?e82Cbfld#K@l^NXK$=qoG>%pbo>jI#}e zF%cgIaGhUteJvh7nLlnmSrji-O^mu{$uaOQN_=qg+HfrKy{sk~N{}O+A?7qb`h)k; zHgHv?7CmnLAZP1jo|iyUb>#tG;3Q8UL=mXidoce;HX0Y{@hSr zP0hsq4`QrL4b&e0KRT6>ZN_AtF42&i<%_-AF~AQqQx&gs=)IHRO$l|0e_TS~J)hO* zSp0C<^fk@(q(Aokiuf~(@P9l!|L7+OC%>}$Ye0DP_w$74^!BfD&fI*cUrG>vii_3R zv5aF;;nJqYTQ`S+TS24n(RX+D;=Gv#2rw$y-N@h!u!2!h3_I$MS?q0e3X@Lql z1_8As8UeL5y1qf1Utg_NTaDaC_`b$n7)=~0%eAY9lv>ctGt}>);YwEO9a;$doL8G) zZVKr+eno;H8^)1}AOD`Nh}`j~2~9G~?-o%r4u^3J%wD(m5a&OOMUc8Z=lm4*55Hd{ zuQ$WsVb5(D;-b0w^nPSj?cOiPSvVfI-WjM0Ofv?xt4kjBSPOkk_>qA9LGcwtu2ETs zJ&i&4tSQ;>>^8YFr%_~HrnSX*a?304iupu7hn$Z@_Bq8B2x^jVd(jAL-(Ca^miZ#n z58pWJA*;1t-NI%@1Mmpx-xL%Sz#mKj%sC^#w^odja{v0)cWyOZQFPw=yhu| zZnyxVBxSfK#8D>r$+6vN=dgp>@bK`tA@=*3M})%73Gz&ZquRu?9Th&s&_6gIDOH?A zQt119E|(d)ySp2tuOv0&U4Loh#aVGK+GWwJRj3$^=0{uS=ojbL!6*Y|ESSS3acRh% zojn-%cxx{RzpDv0khAD;#@0!`ozll1liQ^DCF6oiJGe(D`2?5e#q9oxX^HI!L5124;575mus`n%g@YW;stjzRsw0KdY2=iqVSFszQtt400H zopU&WS)`=-T z3utSWFh+6%JG05{34`bcO~x6*hnT4~*V{U4d6wLdD2fUJgQt$_#zUg;qo2-aMuKcs z1&ESmO&W~Srz3x|WSg)W3Q=o0!ST1-S?JfI#^b>>I5jSsyj{7UdAW}6);zz$@VLzq zBzq`k9DM$|Pgh8b*)}dLOTbGby#Z;So%23%IExO0#=&Lf(0m(d#d2|wtVW-)sFx$) zh#H$8v%K}VOf|Suk9Psi_n6&;xy9H1m@u!Is;T!HRFABsatezld7Xdm=~~VQ0$}B-C1!Mq$gADM>k52DOhR zz{&u4DDH-Jup;ojbV{~aX46<^+zdO)L_jjclPo{=`X`@Zwp&k-?nXmVcfiiao{@)y zLm2s!KVoI@xz+G8s&XIqJXvN4jVM+_gUr&2>lx8g`dVIITb5}3&;j1F?@psG~ z%e3mQY5Xmh`4vWG*YJ$j0_S+?VaJ|!51_kGkF<)}t^2t}J>JC;C}Yh@C6dT6INfzL z4>p>cPfl!9!Gh3Ze!cn53NSd0G{apTZG@auq~6@Doc%vn&i|Q}2|ivRZ(fpsJ1O)F zoO>1t+-Hq9?NY90X$QT5FReQHmZTg4*Hz+)4#N4bxys%=Tta2mRrZ-*Q>tfcTAu6g zdjC$K7L-qb=WNjV7YjgvL$0`o=JS=p>%nh|eTxI!)Jb5}#Kie|VzFgmO2qrW_rqkY=f-aqlo@t}*+_ zf8G$RJ0@h-=d1o`Jx@YjkKn!jtrnRcd3IqQX-~+}$H2}hQO*BbmprAEI$V69ZhK?8 z1$jL|y}XHz*&xkU2mY3iL9y6zIsY7I4&vA~jqM>d^Llie30(F%smCC@4)brjs6y)Y zbZ`xK+(TQz(}*#P>D40f=4dJfqRBRnz>Tu^0aorile8haPU!86d=)xQ(O_jp&BVmS z0JxIdz=k;oyMnOyEAivDj4NeHxqLp2fF${U`IYz>hmfh_z}wU342O%|$J}-)b+53Y ziF8!)cH-Bx#qc|S51UKuxl){sL;v@)5yX5Z6oMjdJ}LZeY7K79Hn>>y{tK|Sv-NkF_m%We@oS%|@l^5_LK{3)T0w_9f(PC`&%7SOLOZnY^3~VqQ#3 zgDfQV@X?t@6?tdo3>C21#uI+u<4wx`y&|4)R4BiN2P2HD@Hv|>4{BV?FNx1_?t4Sc z3u)o{>#KO)92#Yv%{&^#q*J33f$Lz^zFakyvgetx$~^pF{0ez>MFor3#-(!WwPHP3 z@qF}om(N^QB#YGd5e)y&0S5>(|N6y3F6hOJ{e@lx?oH$ry!_In%yQSo)9Yc^(F?A` zv?>Kt6N~71D9tJLgYMO3jLe?@L%F{5#6ww0W5I4Q$9C8~>$eeK3xkCmb<4jlo+E#w z4WbSr2I-=Mpwz!Z&S>TN&66Zk**n)hPw0N;mm8ptOXOk_pD|43{az6p7dODAS?Ri0 zSN<*`uRLP{8xN5$CZc;Z{ryOlM#HrvsTdqByv4#3tSyPWvfWe*xWVm{d!x|P+4t_)unViK^~TD*>mk=+vV{)q zU8q2EPRT?}8+j;%*EWBV^&%H_8On5UIU8f|HoAi2!Ol(` zhh{pFu%p`@ZN8%JEy%EK1U38C`~~PYbY3G$XvJNAl}S;%PfpqY*Z`#!Tk!cBYI-VLTs% z@_h;+5i7jC3)s$!Yub*YC}A?{Na#C<0tD{0Ize~&C4$!Lak>i7McByy=1!hRuxmKg zd@-<7ZMt6bn$GZk(TO9e1`#I}YE?HJkiq$)+BCR9!J8L02E$w7p7nP*X7b$Jn)9gyV>P36NrrDXS;4KUE zkx<1Rl$lC4B-%N{4Gso$?Vwkt8Z1VklF2+$-Nz_lc?F-CR7FqnS=@SFRP!*-K!e`p z#(z#k*~V5B^rUhwFHs#~3Pw(_DrUSawXONuZCW?UC>#IRsv|wGMj7sw^A0v^o$Oid`a4<50&Rx12tM3z{Ql}oEcy)8w$_R?AmFH_2Yp$*CS?Vc$+AlqEP(bJj^7>X0m0vW%p#*P}4NNFUkbPwixW^TW3M zes+{39(sM$!)L0zK(J01f6<`g;6?OW>J0|@Tw&I0FBT4pB6j|-A0fAlC!EuW%u_fruQ8c6%eI?OP|mfeP0kZO0ZlL) za8I|%B@_;QG1DORi&!sJp{Uwfo&g$OC>wsJctLt8$bWg{nKF6ys~m@JTGxD><=f=2 zS!3`fpXRTVxh;eCr_#E~C9G)WPvSOILWnGk$zw+qLQWEQez=_%&B_0o-u$VkC|`oJ zwOOEvV6T!L-|69?C4%j3VXUO6_A8yi_ev(g?; zv`JwmYR!&b_XNQvhI8TJqnizI90G{WDWx|(nhbr(1d3#k`mZ%+%k&ZVr_9_XyLZcl zprkBTr>T9f{T`Od-X}*09S31&*k`V!%6Tm5--`R!4bQhLRXsQ z1h%5koWu7TgNJNo>Y+q-M?t;PHA86?ZRh>nT@Pi}I1dq2+TRbGZew#!V%_Ld5@1Q%{bXs_1D#9hMw7AKw{pNfMg z<6)N|4lck-_-IZ@037^$mw)mdW&>FQX{i8hK)5SKKm^gxPEdjdG-zFU-Q8^T>DosW zy`LLRHLX5bGLgdFF`Rxq8Sr~A^9lXXswCm|Ta`#{GSPR=xM~^(2eYMjLwSbnipq(y z{36}3{ur9UY}y$1v^P}x686Kkns*w03X{W(ZzJK%8c3_YqXiWAo-?QY)_)I0(DZ8y z@Yq~aFND9FnAUiDYSfXP!8UM)=AIG?rIN#K*J{>Dz!doSbe9V2#vsG$95KDNCA@AF zBec5wm)wuTd8*{v--7plv#29W3q*BYN;=8J# z)f>eZ0!%2HIf$6!t?yG5XbbJ#jzwb%GldhG zw9#v;%lO3!7H9N4%(hi%kr{?o$D1=UWEqB0vt^;eVb+W3pLT>vvy1ovmKJ_qhs?CM zxR;rPF}>+|8cFOJr74>R4gagYC|u<5U-x*iGc%XvsAkj8zl5ggEb1MZ-*0mf?hvkn z9Whp~TQJhfPXS|6K{D+^xGS5)4-O?lfsMk_^2k&c(8oeQ**^+OH7=z?7PjKhQ zuqM6Z5kp$xlWpW*!VhVsCK20SkS>e z{SFWY;v}b_{VKbPOVtsKgpB%%OrXoFruI&MitmG-nSOBZ?Dh1Ij@ah0F8&TO_)pp2 zi&8&AoQ2!Ru8W)kUltJzs3J)Hu~DL?kI+Ybo3%#|k5E*!g@A87qdxtLF8&kDJBy6N zNDxkJfJSEKMX7+(7qDym3+@W%YHrk>+P>lW)ed{%Gu++U<#)DQL)B4P7G1mst9puE zO#UqNEP7e%D(|P|7!S)MnjNm;eGdI|>RCo+S{ZzedHg@*DV&NK8&4tXWZtzg@QmAz z5fDKS7~ywAwDmh23v9-!KmF`y`_Ep?f1g|SMS}YBg-|&jIOGQ}t-SVZ!g+tLJkzYq z7oB-GW8c5Kv%^;Mb@#*>yE{24X(;m+s3~nuk6wBia?=l}+c%#m+4n9_PZv&-SUDriNGw4(U5zeNXG)&gr`yj&aQ;BIhu0GxS zI0`cp^KkYt^1e<*mzH|78T;`NxIx=NTXtrjd(EmqI3Ga^DgXU~F2cYjOqVfFlO#+B zsgGYsglKn3!-aktBY%);3AiScE0)J{N!}4r1 zRcb7woXMbIEE;HRX!JhowQsF1mKyoJ;TVFlRz}iGut7@9YoOGgH=4ph-VDTBi&dPQ zoP)r=I6Etg)tJ#0ZC~RiTgYx;rn*yrpi*B;jER*5MSB5$rP>pH^#i64RM zR{i`n*$UmK22oI@`O4`5sLfdn(oa1r4C1=pqcNSHA^Y)iRmpbDq8jv4Ch85;t*4b+!etoZMiNm zllQs>3?T*7lNg&BO@{%Xs9vvOT%=aszCK0ztUHc%C%W*lj03IiTj*jP<>N_x=_of#g+=B? zM47Rp5%I2x@11Yq$?pfnG9@8a{06qCIBVZVQkWffX=ElpSE|LPPwN+H1HP>ifjxt5 z;NLK*u!a&Rp9WJ)x$@hTl&{uzdx@1bKkC(cs22_o@$P8tad>uh(;Os5XBPuW{1% z>w589z%77np)Whi=gq>v>7quhP0a_+TD=rP%34u?ant`*hL4Ko>=JBfvvBUd>a!1i`-2pFEt8wRch!U#6a!P~(K3?*w?O0r=ddRp zPE=m3HN$MF*v_lihkJ*M0=r(#*qXB4>2DlEoJg0Wz)U1J`}MYHsQfu=QI|w-Y(nE% zCi6Sz!XwR$?^cx-aCO1+nEetG!G^BeDht$Y?==0+M9V-?=I6mlbU0|GaQ)%qv~!GoNMCL9ou)dTT=#32c9dqkt}>KM53vs8;3t9$tz;wHvOPRb`qIwf=YXl$_z$ z%QCpkMI@F#KNb(wu_(^@nU8(;6 zKI-;I#RQi{k?3RYEh5&|MK%S(+QG_exT@WVTq-~3XyjShT>YnKNtYOh7VF? zCMry4gILA6bN&OyZiK1B*r7Mv>v2UU(yX-~$ne%G*@b7^;pIPZ3du^g%P@PLH&iBw zc9WBt(Bt=1wlw@4kRVof7HEYT(>WAwwKc`)+r=ZHiL5yd4Qd5j3aICDHH6bwx>ixc z`ZA-NT*VoGD?gP!g}13w@sMNaOLyJ*4CApn+;LGPn_=%$E{b%r-NN^FR3GUpKGJlo zwKHcW6n5pMy+M_$DO7*>(Xfu_;z3o)=^9yqhm9zmVKgnT%9byTss87p05vZx*EeX) z)%Gc$^_NkZH?YY6+YS1^S;D{iL(e~Y!d-b9l7qYJ!+za2)xcXO5QgQLqxizOG>)C9a@kUP-#g?=?>}c?ifH? z2I;!*aL&2+S8~^yKZsdt=KH?=?s)dIpH09UPV?3_fhZXh*@NC>B*i?!db)m=zQg;n zrGNXhP-Sxu5Oq8AyRBoYz(Cs|xT)Xd2&Q@{Jm#E9LrRJq;ze@8lXoM^Gg)EYhZmBE zPGfEl+I-36SEcO6p_tJS@AYygZoAKLdPzE=wFv3kY?gG{#661Jmj z2zPACS4xQljwAUF_vjRP>n&e~n^HMpYz8xZQG9yTlV7xhT+HQX)ARY)B0;ULU!t52 zI#v7d(l|q&zCx`uU*dnY9sd=_{b1$gDgap{&GVhhV4Td)PnorH7(#N`{(-f=#Gyeb#k?bw8~VyR zp)o_MA3bEWRVuCvrWw}_)vL+TofaNDufpJ^KCYkXm!5iF zCcmCOtSj+fU)=g|>|T{3pbNiQe|jyz9)fO@>q)UAJepN<-Od($HdYm6cuJX`AvD8XqTs|qw3t$GFpDf zpH8i`zdbVx-7)1T zmuEpwgMI=k!Zw2x*d2f%XoeCBjcx?fm0@i>etL28UqHoYB< zrH4peq4>&cOTQA_&Wmt?OSQ|hldD+E`)7t*2g;P@LX_E@Ht_-(hCVZ_g>4g)H6bz; z3#Rx)D8o&5Uz5(<1r=&%S{ZU7N5O{ljd5@z$&6u=i==_TRetZWWC@bbs=+6tjC*=sQMUj~>q4 zx6Mz@L$yl&mU+f=V{>M)tDzf7byXSa8Y2`{qT?Ka5g13?#>#xw%FbI8Wa-KLX;xDp z*9=5kTbm~TMA?=Z`%@ep`Cy+ok^0RU+E$|5Oon+@yQq!>_we_HoLs{bm?jj0LK0E4 ztCL}#xQ2pI#j)T+G{y3;4xh!+>t*ad_rqR)8;mzD9B=D(usV*mCev`Cn$SowlE^g1 zh+O0oNwtXnc)U;sGaAXeP88!;^1@=YHHPySTwdFrYDtGcKD3LqUx2cv&x6*8y^g3> ztDp_58BZoBD*i1)tbcT_1tYSO6e*)T?ICA+H0CaYQyyj#l08*I$ zSoYoQ^}}`*UJJ~XWyh~RdR2!>vfOD+M~?yW`rv$q8>hWrBDY%GS{2>Cgx1<}+(2fW zB|m>n`ca_y;UPyE+c;mPiF3Dox`@Z_*4EIznVbVX@w13#7}40zAo5t}P29ZJf(zdc zOvso|b(pG@L(oaSS+9Glfb}%0=Z1##H&fv>J-`Jr z1mqz&nM%`|2zL)lL>sHsW$BEoZ*@R5Y$TGF1|5rKj~QZR6K@To`xtu%srzf~yzwsn z+#Nu;L8ntDOBNJlKu9L!U>eZDy+bNeyD5OusDBo=4LgqFLc44qC--CsqqOZoCHbJ`p)N&){JFqeqX_Nb_DCBj}A(xVV+?v=?f!-9aSK0aCxF z78W1D{>g5jE(bLhbk_>GJCRQf4=eS5JnHOCOYzIaPFmVD*iqglyaAq`=b& zQma5pGU2^|=(@9j@r_OuOlolnVO^c)nM-5orpGSb16TCNSA;n@cWYBPYcBBkLPixK z$=vfO3_au`mh%VUSKhpCaxcm@1q92$#jK$#8Nn=UjFkB%8`NVmvMCmD2r6 zKUAv^8e-Si2OWn;gNb~2TMnb59zN!E%KPw`^;K|4NIqX5dhSu>6K+5IQg(tDLWRy$ zkwN($^t6SiN(Zo^Zl-P^h)E^~%8mpcN6B%M22GVh^?ZaA%hfOS75*dc0>&)Wm*3(m z^}o#>xuAFuZT}KVkwW3Ke-poDc0#5@wRtpa#6#cmG|2d31$yg`Q4(;<-hrZ+{9Ok% z{5@oZcheu`kRfkseQZaV+&J_~q$TEDiOj@9N#I3%l;+BQTHeiur! zDccpBulbtHTLG@hVrpW+j1C*k9XB)-4of{ru+3C8sYDdWKjKvu<&#e7*AR~r$h!?W zKWTPX#OV%ZbB@y~P+5X77i@kLlan%R#hQ@#bLk0!_!f9Dx=t;8x8W%}6czF{9Cb@mWJXzIb&ig`$n3UAVOr`mwz@Vz;yvFl9OMoYmedf^yW3TIF0mS zb_X$PmDwmUb+c9#XCoiaqaV2p%bw_a!?k+~>7)h=p!HcJYA;)Iz-{o8$Z>Y4BOIE&Q zYzhwFlv=&X1|R^b*;k8e*xN2ah^G#N!io%fr%*x~B2JR7KQBV%OD>|k@O8|(mt#`b&b z00!SZNJV6@7zgua;nlacNB1;zV}|XqIvff6ZrvtYREo~cs7;qXa_ix**7OrwzPnb3 z(puN_T!%ei;;-8E&J1 zV8xWaTWLpv37iz2?l~#OykAROx4@7c(Ko`y>v-<;0SDnkib;fQo~prR6>nAF6Nrr# zgIz{dRhh4z(b3%(j#5sLy8iBaMOxnr6P$?V=`gq5FMaZUPz#;6u|FkMqE?ck$-!~? ztWAizIDwnP&gG-cRQC$Elyq-l`T3#F9pr~AwXz&ql)H3)>bqY%?8=AmV{vzbj|P4$ zKDoH-ahaT6oLJ8@HT_x~kuG8I&gXZ?)vR<#Shd7D$+J=pS@*9SH^xv}21WiHZ9 zZ(2~I5v6RB+h=EE!^{^j8P$B& zP^vulo7i4@v7e5FuAEt&PqjR58Lp$h@#;E^;8Eyg!+s0?KyA2D?`e<);^PNZ30G(l zj8Iy$ZZW-Vs6@pl4M6wV^I!^R+d9K7jO#snuK0sFLG@E)mU$Hl<5&fl?~8{%Mujpk zAV7$4p;#UEvp#$ui+s6JgWC$?^7`qLXDXQU5)WrKz8 z8Lt1hns8(%K9&!5*}7I2x5p>=R{EwRUnLECZ;ZO0VTsqd8zSU2g7*AydMtwWD>iOs z6)McfsEns~#0JgJJtW8hT?{QLeBvlApxC9oeLb7PgSu~{5*?NScTjW1>N+la$gYQz zYw4oMu*TL?9-IzyJNNr`b%%Wz!zs>!6Rb(kf+)jaO(#G1I|^@aq-o_iKt*pORI%fi zT) zMyG#RfneS9h5U1ISPvTlx9nI}b#jWF?>eU2S!De^`x^q9I9VK=jFOStTLdp-8kw<7SmH<3in?d{a(v`~4G#%9xSuMd z6Z2UJqjJuwEhVrhrKEC1=@dVD`$WrOtkXcSFzc+SU8g_Xz57I`7)jDCX&h}?&8|3E zh3?TTcA1O#O@_fO0}Mk}*9#*FZWsYcLeE^8N=klfOuaY~;eCF=R6>16z6*Ka_Up%0 zqRLn(g+X=b(CWj=M)t~ASRECX^VC2BAr{ELu2Dxcx1NG2j~<`eoSd$vP4W6yMG8Rb z;)c5!kO=;*aoamV>Ea?<0QiC<`FEjkJz_QvjsWwB!niMA2)^az zmC8Pu7C-#hWFGYoCHGGsQv4o#f{CkG_AIU3zB5;J^eVbhhe;GIw3zE*f(~i|KyF>^IymE_3JTOpxov2t@VT_UK z3NoYHy*c2pM|~bBdDBCqVwMCZMfwCUs`;;v?9fJF4C00C>{w0r_V+CFIKrRkwTWxxEnM-M-SLgfJHO|n$|aPc=B3_*fOBf$WeC_dB5 zL*GH_vT)nJ#0v=hN{Nd4m!a8S=p!7r!mwwT$^U$euaEZ!e0Z(ilkrCE@0w zV7Whhh;I8Ff_}Xb*lttoy8qS{EZIm;O-&6)cGV&~;!)vlMMs7`lK*sLUPBdu18%r+ ztC2p<-{}GvG{NiOmyPw4*U{Bw0%Gn(jva8RC5Y$=i0c+L@LBch>ZzP6cPAnt)b>>$ zcfMYmE;ke?ChPJg$;~gKYI+A0#gIL zVQR3XN2|!*$hYN_-?L? z{qJY~2#L(_EcQ{+tPgxkQL*VTwJT7xgNrcGcPzg3Yz@X?v7X~IXJ-s*KZ=w9twERT z*5IGqIJguXa4G7JRTJueUy8U)W2;5DLYKc?3)m0!5sWqfZWg>p6dD>@Y`gqQ)At;x zK7R}jMl;7}9MeV(ufP$^tswj#qeuUCDd3Y3;Wy1DWOzdp8gUI4b6mIAb1Tq@YRjJ zXg~@?5GM4Uzk|4t3bu{ji~(N91(%?pU~YSR-+vAt{fCJ(X25~bZ%FF@-0uL0khxS~ zX_*6>zF#?Wo0qv1-dEauF}JNs6@wxf8?xU0UeJ6 zDeRT6FJ}I8GT=XaG~|IKD1T7vn744R?|{$_R#3=1qX#F6DeJBKVj5y>sCZLZeofph z4yapL{ZGG!|CDO)yD3Exk_A_g6djl7`6KOjOl7RPG{41VBerzN3JeT^?XxU1JTBWQ+l8QOd_F)yKBx`;$`C**3CL z``xWywr>DiBZL^?ml~p)Xz=%?QX#Y-mO~Tbe@h`ay^kUP(ma&lbMnN;@EYa*k9hbm zzorWHN&EwO;E@XnpHsXGcuuI#jexwb=hvrn)7@^Qg`bH>+R_+*oryOlsB9#rF>RD< z4(5c<%>�^*%h@baKaMCC3W&{Y@bkHg>WDfDf2xR9qb1$`AHh6sn4KjdhYGSMg?o z4b=K1p2L1q4NWN;r$UnysYANpWSSdW&Uuu839-renD?)Y8C(j1Z0QuwOk;hE_A+ms$lmW5khqJ73P{0HdVLeTFelcohncRiAbWc%;L3Va2oM7 z2}420D)0j!Kq({V`G1YJ{JQ~*3xo59Ml1bS?$L1{p_w7L#s$6l`>o`>O*6Ry`Z~jj z$OYo^N1c=J6EA^~SoH&rM`de924CGQ#_b=(2NfKUeQADJw`X$p{q9;{ym?%EA?ndh zPJ^rh-elk2>>q?5Wud+Y_>2lOt&^#bnufLWDsP`46O=1&yx(e0HPDr(4y~L$^3b5m z!)GEXotdVfAGt7$w6UJ#H>)CHyPZm+vQ~+U+J2N+R7uWP?n~~qw<%oY5%i<@M(gch z0eM5omQPX5U$%=#V^bw+i>DhXa!-!k4X?x9Xrn%3Qk++ckCs;CnXoF;ET-Sb2_tlw zGDm9dYtdI+3YBAap{V@So6P1jTa!35b?hcVTa9aOnkifv;?2@jJps(Jf6meW_<^|^ zj*QHX$E5+SBQi(=yJa>i&|)i%DYbsi($$1a z992VTJH<=*J7Hb5`QcPumJuzoeM4L6vv7HPFz5THwirM=o`7hb1}nCchhIR1JJK5? z4{1>)wNOmaPm1c#qUod@2y->p<=MCwI9TvHMscTOR+ya>JQ`{05O8{?w9hOJ8bdBQ zd$s+44`92G(3J#WhW}zlLMXV9M_a8t+&9nED%vE$2!HT*l>XljxX}pko6cE;jH3U# zjm=_jXlJu)XayQFJ&x}T^nYf-=}5Cn<+75=8JHQJHBy1bVh(b%5C)=J7MH5~9c7{< z3cFfk%e=@dXQ{^KvN^I7wkQM*QC~bZ(ozd`elwmV^wD&n&coa(Dg#q#u>^dOI*2E(zXG9N`;bA3;zBxJ^9x;JG> zx^Qs1CTy1trA@yj?Ed_CxW65xD^F`6DQWm(^5y4jO+8y%vM7-^6-6e5h*%xV76FR% z&Z!AIOWRIDFNJ@lMd(M7r4>bMK#J-DL5;5j770LWuPM{qSsETS3{{w zAk-15ED%(nVX~fkc6L-p!~ZM-FNfPHGI-R#{0Cc&Sf6uQu8^0&qh{qtoFVpVi3UnP zrqiw1mjY-pB6&ZA1P5niXN#kuqcadUxfrX)Ip~!*_9Ld&-$HPOXawY9>7+PzWlBfx zVRu2bG;0#LomGZ|4QtVsV@8z~*^R?K$|O*MB{q;}j943~p(1a>125@2mRFX}M4rYD zU$`aE-|SD%K=syNZ{7x-FgnUWa3x|}an|00%?D%)-1YFW0ziLK$S zF$9yLos^gtYED-3jM`>J_c!+_aFWm+MeadrMOyb5%P0b|!t5P$SGfF4%|#4KkjA61 z+7P9FHS*Mb|1KWk~#W07I(=4R2z@JKY^FuPTu;fT^ZT>|q zm>G!XD|^Wl&n6M8V;|~aHOcb1;SB`7Pb9C){dGzO$BW3hc7A-w%q9iNvm%dj0WIMW z7?=8g3Ss`+2@`UH&xa6?zptaZc0p9kkD9pXy^O!1JEDG>#JxiiA;J}qe*mO;GcI4( zZOxTQT^=1>YU|8ZEA#O3yk2PInYR+wNqOQJ3QLlm9nsKgwGCRd$;Z$G`wTmVOgORX zM2d)Fp=OVDQeqcv>M-q9DkzP%a1jFCVn99yChJ$ zsJKSx4@<2hvAAx-{>ia2(g3d-7tJ{RSDuE?4DsdNL}B<)LwIn)zJe&QD_&ru5UG{y z*zG&*Fd8N|mJ|WDSZjbL{hHBPAF*BD;ipG9cvDkz2Qp^;a)Z^=;D1?pVgkT$CkV>m29F z&hmE~XTsb}SxjL(ee{uYd`F{Dew?lyj3n^VSc0B47t^p~XQ6tId4%o}_qR{%QULs# zbX#ErG)Rn8k57oJ2HSJPLpJG-jm9MTm}d9zk?8*Ifc!`5--rsP_&tzx9yz_gc7X4N z($FGy`Mh6DX*kGi+zuFAdUc`SEK3&=xWq-DU)09c1h!5>;WDe|8-QTpc{U&SZ8)oI z_wtex8dg(JYoPo=B}SuqG^&QshvQyV@26=ho7`}F@_rcNUKu@XfK=(I?twfXiXRB8Ns6jE5_k+BU(Y&}|d6lBM}2BO^oNjGo2I;+u4`fDCAY z7HHGG?%reMPY!FPUvh7C-)zBgfheB{J04*E@JPA+;)LC~FQPLh12Mk~c7xjo|B8bH zZ{0|-y?+%TS_!x4+fXR^n)E&1R~Iod&{ZExypnkDK*1e=Lbu6?6Wd==)(sRYC|2-RN;rGBL4D zZWZl^cJhpeoiZ=SUaWx$58HFUt;rHG5?83+WP^7D7$8wKGqZ{XD}lO3Lki0?t5eK! z--Ir7`%Eiji`3K-lW0`^d=mR}B`-1i-Hyqtk9g*+lEW0@7{z3H&2w6ar#Q&bTlvWX z^|YI4yF#?{xtLD(Mhm&uvCi}ZSepB)}3D`)r z;h(`Ca3>M;G|Zo)%MC>1&Fk>BtUUYNdGafw{YT<`MBFa>3-WO3iQ;=VC2Cr-pcG)D z(JudssDkz29i3z4Yf|wP=Ab# z>iYO}Lq~gdF!#l5+Ga=%vMbfcK#CeoTanUNsD2in2j|ShYhritYV(=9+GDKcURG~! z(s|T~wL=bED#~MIQ8{^G4xt)Ss+UI0FSzqM>0+e^0tLDX&u>j2-c){fJcl=pwtVa> z;YWaZ2I&qR*$}bg1|1GwJGqHLqP1VZDz)o6=sup{=|liH-MBjQ2>)cd;lvx-jVX|A z?qT3*J(@*sVGwGAod{OKcFaWN%b1M+7XMw&H{yfCxkLse%ES*m>2T=?jZ#8ggtyFn zI=2*7zU$|u+=U9ujNlL6#(X!j!_Q9^VkdBmWDN3)n-b_OsPfggHhH&jhHR@;lowNAa^<>^*QQ| z6W1n5g+Y3pj_3F2$={*8xU=*WG6r2ldUGT4yWJzq`HvPrGn_}u3|TdWheon-)Y{9E zG{o{uZM!vxrwmG}3-|D_#DkZ0$gpbNp^bn!1==i6t!qyL5{3^t)_Rj^u9nTOM9i$J zJA<2IxP2xmKKw_Wo629UT2oBKLas4!E!~=BbQnUAhe3mw5k%# zS?en@v&r8nUsg!K`nIfCmP{AqOH>$Fxa5*#J{!A&;%P1_rm#pW>MZ|!^zmS9Mb_H; zQ~bhs;xn5X0eN$n`Az~ksJcoF-fca(=_neK!vS5F!3iU{>EnMxy7Mfo+01G30*BI( zi!w)-F}R%>&RlTdM|fqI74=9 z^nCiI)o`W=WD4o0P<9&{bb{3t=(vx4BqLp27BBze>1Qs3$uP2QsJEAr&iSa+@w>IWhJqc?61io_nN4h@Om>eB9%AYDp3)-3QXNMK^ksdr82}{U|Yzxjw)U zd+~?|Kq0Bs;&#u}}lSxJ1&=19{5`uCxg#uqxxK>@Zv{s&PJ| z%m*E5hss11tNGrO3=z{d2gsP=wfpCHP0iPTr+XQ=ynbhleCH;=LIz2F0nRfcG?*=lEHd$flDa%WVvU}IdCxZLlYBJx@S}4 z(4Cr{*xZ6@Nou(S6B;&jJDi;SMEMzzV5Hp{!*|vrB;W~?UK_(Bdb6J*QTLDwCgX%T z^!0-YO*S&;ww_?^^WO~kx?~Y3W6OKkCwEI&1K3^jHKM$;aaTSg@rm2jxv9}I&~>GA z!AJ3Lco_Klsi$*+5^ENi2vDEPQo%F@nKzz^?74 zMwVxlar)>!COsM&GKK5+UC)*QpZn{=Iu08O-&wKD?Si1_W|^oY^m_k-RsN3$Q0V}V zLW$&>@V9}n_g_2vj*km-d&=5SI7PKOWR<7$3xO`7>DV&ZwiwCjeUbSwhwO5}7ZXsJ zW4nQ_PNMCd5_BdDH zRoDyS*qC2pyYRw=N*_hCBD03QO1bK%)I5j#rbcxlt=j`_l^KLS;$83B&=fz(9h^f$IqsKvJWbwjD?(vq#B z{GkdtNdsUk!>%s(1-lF9J(S+|eqjLPT8Vi&o`oJjBskWmX|606agh7_DIoLTt2_{G z{R#S_<`1`9`&ZT^aMJjZS|s#l{hhnV@h*x}k;zjiMSa_UC>(F#u4}MK3)f(Ein-%= zC?Y@V6g#t6IQ~HduC~; zfDyZzJi=JNX#2tjYfcd8gWJWCJeym!m_2*gwa{6uF#YU9nhB5uAhCR&*Lk#2j0}1g zOgwDCP(0C=n*bK7h*)3-r6!+*uiu45!;EF?0i5<;&I~EiZM@(IHR4-mTvnErG1b*P z*EtC(kkelQ5|71i56sld%wjw)_bbGWlrs{`YQ*xJ4OAwq5-mTcI$5nr>fKE$pVlas z_qHe{%e4}z4>!7-Efi4=+nusXgx3p6ETG>NZCOPfWWi2O+ z+{X#e2J0)ZtvNpj2&8?96E?4U#G)OSK;g>Rixw7h?Nk3}iSmXPUQeS1Tlm7?^NJiI zjm&c|ap`zK_Li>ujOen55?~vhaC? zvvIn+pt33WU|WYeR_%xE(*93^xb| zLsMG+feHUd(kg`T84k}srir~yS`#QDzA>ZFK57s2GOHBYVQBZa!|T8#;v$>BJgfjS zwY`d3TJ+<(-gW2wS0@dIE5SHXg+9)zVp(vkbhYgj_t(v6&M{8$ir^LGXJL3aIGtQ& zT**B4)zS$njLXXMVuYxj_U@#oEz}V;8C9!7$m3VY&)!iA=xEY`9qKW|y$q|T#QLs4 z^Xv8N*WyNwF&Z`D(Jyd*kq4YjV70f}CNRY@bR=@ta&4VVDqKhWkIzM6AJsnH$k)LG zXqwmUhtz+C(pp$DsS#C&w*A_@&syq|Z$zXUMa}R&TujiH$|T@kOV@k<7W1ZpFP3`^ z=-qMk$D${?&mz37CLPD(!^WJj+cCXdLt4B!qsTmj; z>C>_ZcSHRJJ1JA{#3KSs? zGk%lT)CI%GknvHCvPE(8hPtG$UyqB==uR1$dwyWs2v2F+Y?`4$6F2JNQqtvz$GVp* zx?P&qbx+uz@fB9P$9SyJH9SGbV<gK*t zYFd0eWe#N>*QM#U)-IqpAw?3v7KSszFSV;ca{9xDn>TGCWfXsX>FA@mT zYg*NTK^%Vfa^-cdd2%pIVR!@*?yHicxkY6i)u|%{94ZLXS5z$G&Nn>x_r6ZEIk$6E zj{l&RrFL5C@rZUcX6bY{dOP>g)wsZARm#p&f_kEerl9iO{RsypQTEoLXE{jOzCzi} z6+4clt<8JfVqkk%%-8KOMo}f3#@@Z4%w* zEEv~mTBgLirQ-u`Rd2||-KOlLa$z#D&feY_u<~qTt)yQddMsbF8*G-K02^GxSB}F% z5BzHjb8^P!@QjXBbvv!S_chfkZBn5tD-uR!OmU9ss}yo3(<%Y?NvWB<)_CoXW}T%x zJZkeHg&_oH+6F1(0`X@qp*p*OMT1&V;1ru1cx>BiFL1RSz5?V<4d>@PqvDc{lU4^A zC^O{d1?)lsyaGd&vgG1qB_w=owjjaI{b8ahUcF@)6ep>_DYzpQh#m?{YJB}Ivx!xV zNqAGkHia8>>F0>#65X%SUqJ*>0!7b|02NGS{A%t;iH(*zMR@!P3!59WqoGdQI~$hH zj&PR+oS`;ZnDzLt^^3EkxU1vvs|cVtS#3&h!F{?Mot$j_^`JPT+c0+(S4$D&Nwz|X78-76hJii@UJ^o?WFWdQ<_OpojnX9)FLo;jis&Xj;+?{(z98dD=s4#!m{kA#C zwY#z4L-hu^Mf26YhH}KhlqE}trQnLNBVg^l@j{+0wpax0x$#s^NB%ojb1g4+1txY2 z30EwE5k~lRE*6JgyqfQH>m}K5e7yS`)sci4hr##G{iueM_=ZRzfGg=B zovRUNTXHw2GFB>VnLtAu*}+exzpF2*U+`*1fY)j3yZk2pu%!P{62E&F5Lq*VK|5J= zwzr0}!b|0(*`|HAM=ORhtS_e>-}_%_dy2w-u=4Eh77FqS+&~~=(**Y;eqj&=o0yh` z?ML%!toXvSyY!w1ZxUJMi3+h5ECb&(H2hrf^6l>GN>510%fXM2>Y=JhfY3fqdc$h}J z?SzsJIX5?VR1u8`E`tUYkO9W?^A>d8Nthgz;BU1Cy3LOTy=ntgNS`8(2)KkBG|XM- zd9}CQIra26+uxj`C*9nSLgxdeFNXPcf*dL#QVm?2mvYX|LkfZY`x6-C9s&|90ImX^lU z-5+{Bcf8$((q#YkZDxRk?o)42VB*W@-*jd9-d($RH#ZTRWG>UFdqm7a8sCg-_6a!2HSNRF$Xa+{ zAH2atc~t##ZIwJVazH9BAJ{gr9?lH?y)i14+5d^0^>_4_C zqCw%uMiE9xc;ovI`jd53oK#_l1h@6mgQ4^{g@u6`5MQmodLz_+^_`{=y(8wM3hFnJ zb>yheI*%Ty$VPW^wv>)%~ubk9~oL) zzXp(snb>i*@nYz#b?nv|c0P0k`y8czgY^`b=3uLsd(Sc<$xrzb@|P zf@OI6cYLDv_j&c8?qf1z&f0u$uzCv><|y{+RTtQo2?ax_1qT$?v(;q>?7|xS4T+x; z5)&EVD$4x=XFUSoOvS*Z1!4Kto|`O%`x=p2)*9I<_v5=9wEffrU9?}nrXn2Kbno3@ zFP5~NEa7e53Jwc;l;;UF^d=LAM|kCQD1q%x&<{Yz&Fwp*BKG{@3T1&rhxYFOlU*jD=a}b{>zE6P6 zWako%LWf$`=K=lk^ZPab{eKtxDODipp3{=mI9h*+a>bzJ@r$O(_@T)Z(gs?-tnGPx zvUke7`iL-50P}q&bC-7wV8!l6r)LZ9i=-XU%4tDb5%#?!0aAkt9TBqj-4g7m$oaF2 zqxlN0d93kB?{nR&16^d2DcZT2Wi{-=m%;<}DNRnIqE%XzF2ec-%ju=1uQ9$6YgSms z^y4zd_HM)^**_B#g|WobRGAmgc%5zA)dXmeroG@q+Rr8c7nR|1<2}3 z-NrgvTi8Z5j+<|jetkCu3q6Mlbp<6h64K91zAZnaXX8Cw7AQ~ga;>UzKeCRlsjjcR zLnE)D^)!%;<)t>oNy}uNuUr%EpKa#$Lz5+tXL0T!9$NLk$C%@p`R5K*BW+*@xSrB| zlfi3L-r17$5*x&$;4HxEz$D?L1$)`ciIz~Myfo^*E09qL9xwRDo)IREZ%>t#xP1_{ zMc{60I2hA}GmoFr(|^4Eh4MTjPABRCkm=G0y{kvl8T_>F*h(dD0lfJXFaH z8uYq(T2E@&m|SI(m;xPZSMRpZd|zR_e%pz7tB>Kg$oIs@9?-B*eAAD+v zbHBi#R7t{5Y-J+SoTNS6Lv2y7j)PT*P6_FG&GMDC9NAgX^DD1xgS)b~C{AKsClyt+ za7wX7@=-*aZwS?pw{Socn-3~P;fsy`qKsYm(agiU5$^)QS;`InGAi@1rrqt;-k22G zfHm#ZtaYBZ?l`GFXKg!NBYtzNAbQkXCH_s=_ceaE-w{CCQ8!aI(F_5Q#}h3HKD5^2 zqbs;)1y5jgfX&1CNee}>%V+Otl9(aHh|GAWXVVCgGk$J+#SK zkf zDZIgMsuKhOjYV?*)6vdsO`BJAyUfc#ONN8x;F3{WyMwvh&E@=MPZI>k3vJ`+g2Qn>Sdv9^hWZ?l_3&RB_A4)V~krvh9LYommQspVBo4xo^`EGDlMhXZUvoz|{u zHniI=+9+DwKm@XwE|*dHMqB5&sRAcgQ#o!JCQT`^rE@n$fwB2vuad+y7ci9I8gD&W zD>|pBcM3M^;vT}a^kZsvs=H5lAI$nQI-B$Gnr$mt5>RkYb&rIc1Nr1)1(Cd~9p{D; z`SqWe5Tbpd%BwNN`C|50CiutYmeXG@;L;sObDnZ4^ty~V1Xi;+P?EqmS3lFjHIAKK znwoQGX!_3FgbAF>x#MR_;@ht@RBODw1Z5jXNa^bC7C&dlHd%^h<=KC4N2rL8N zsJif{*RCFE`Po@9ORdDVdjuHfAX#noGYaaaUF%P-@L1U#%V))em4HGWO#9LsbHn1C z6(PhFYrVTs>>r>7Jfk{-JI9I#~Ob{Wg~DR zoq@fDU6p&w86trgprA-w5z?)2$`4Qxv`{J^I)|FnfQ2e>Ib=H!0?}Gv*|f<67}I9x zm;5=N+4G^xstt2nE2twhBRsmnwxupNXbqXj!u<(k_z>^yudV$3;AKd;)E+q&&RC?- zFuA;HrP0>M)X~D7+Pa3SA8(ti8BTF z!AVb~oJY}AiRtny?Bzk?%_Dj1!^?}aTp@uzKbMJHyUr6@%IZc;y5vM>02^iC<7;Z6 ztmSFS=XJ+=L)@xM;LMlzyhSxXpZxUuQ|8;3vzR^pWjACcz3~8*rM9`0^|R6ZQIc!l ziF0M?RdRo?F#D-WhDvZS=!Oj(+4M-0L@G z)p8gw6*;-^!jEl9T3#~;v++^94J~9lDCc~Qbzy+UJT3Zae+Az*%&T1GA(g>K&LHnq8z2n^)ml0EIflK13xX^q}7iQ4%WZrhSfj8CS@UZzF zy{hcH)Um>Z$6`11f!HkJ34P;9z(c%^5`HwSgVYuQDy$?VS;I%@O}Qv^+coW79qO|_ z>?N1aP=)Z1E(Mk=a34NLf&tgq`BgLo3JRJGkAqRhUXdiKyC zItC#U&@M>E9xB<0TfpU=M{i^9Xgdsipc1Zhyg8I&z)e3==@3t}z))CsuvSbuICt9`KjYW~T{ zV)M{35?NGXqC4BqrssDfS!|tlQ?@Psm}kNpCYhj7@2bQjvvW=3I-D`D;n}BK-9Or25Ct%M5@!gv|j)WmgPc zZwS$Wm5%giv8a?O_WUciqa6n4IoB-L@T1M~e!Gt~HoI1yyIdnxr*5BG81GA`6wD*K zMRGFR$lgGnuxSS9i&rzr{rlIX>s(6txTE9Ws)~hHx5Eme->H(-r@Y{RdGe-m8OQ~! zl3%@yHMiRP{rf&Ov*2C}HeBNRF}vBv(ongGC3|D!)KPe%-SvKpUVQ6 zJoBxjSy>nO;$oirBNzotZA~TotgK1`m&XSC)blmYg=C~v6)i0-;&yh$t{+6Q#j=mm z)2ZHvg>hIrOf2ip5bSKs_pO=B-O_<-t{S0)(h4)d%)Reu{l|XZe=RW=+TaZ7HZBy6 z>&DT2$pv{gh+!rka$@w{S7487h)BjBWN6DusdEb*^P#_>9h-@u0sw(Cx*wM*7A&^x z*dXVccOBPev7CCnK2YxqU0wSuf3cr@rG*AVhYpI7#?*|MyZ`<07Hh;mehb5rM4A>Or7g` zakvh^6Q5u#5Tc7WaoyHd#Afv`^0&9!&jM(Km|y|MUDv7&|N3D5<>w~&b^PLG)wqV2 z$?p!h^HC*jj;ZPB=+H$}SWc?|r4MBC9=u$X6M&SjfN$@kHHX!q>vm$ap3$^ll($?A zO4yTaYj4VoHK~>LtR$6PnCVc1w>S1=(PPv>S*jzv^oIBN_j%!s6nK@6^$V*DY&x~% z?urbr1wI&7Jax2H(m&<-^5siQ6UPc2+UIizRaPj2J$RXTuB=yxjoUZCIjG2Xm*m%A zE%mE6>$xbtJ3+1izF(_W@5jW%tcqd?b2BpbHRY4?ySXOpda7VCDHIA-+t~ws&2MGoI0u6{O7mx^OVNKHbh(z_SW)p>Xr=7tR zslV&6JC?>G&Db^wrB^-Kft*gJrr+RY#+>(+Cwc~kLN$QKVO#e7l6e7oVqSL8XMrXH zR$FRSO3j5?ndwsweVT-rvZ&6g6-iemxz4J_$u&F>J|-qPr`lG=6_Xr^+tl{fffiAd3nZ2+0|tNKpYrM5zH31cYD#q<2A7s`Mrz(p%_Vq}k{QDosG7hfe4q zy*DAD*8tKX5JKneaL)f5-+SLV+;{ICBZJ}43`zEH@4eQVYtFeQkC&Gxi#JHE;$s*d z&+hrTs$(YW#aj=Ln?&G?gAdiK;edfR|m;n_MESBq*W^VrHw~ zq`d_~7akPl8c_2X+rz2?Bd_-i!@7T9=)+Z1ZlVZgz5bpX<`q8R1Hksn_h3QZ#MsRx zE+73k@_u5cFBhEa*w7HUcTTQhtPOhwChZo|*(tVwaYiHv#w@bmx-~FI=fWbqS1P(c zLer-4$=Fa&>yBF$6qFf$R5jnakkX`XbHEgwOmdIDtGJ63Pyld7PsycFrb zz1f626Wk?yK+2)$@BS>cC~%iOp4`86JeGIE08CoTRLG&L(c#>;#Ka`o%+0V&2b0A2jOqyAhkVLpSgI_t zZ}ePsD6a6=^4{ArA41qB&O(BS1+AnQ$SRwBcIuhh@I#uvz6cd!4-<}k@ex7prA*uQ zXu|5ihJ@f^;W*`0LE?YsfJr|+5yKm;U_w;jto2@MhE zf?P{M&&{>Xb;iyDL#i;)ThQBH9pR#$rM@!2sRKm)Y-&Ka6JzN9IFN#Fl`eC9Hd*>^ z?&g8>+oIh10k3*L`tfOEa{9j#i8er;1UjG=wm^xa6sAM@1TY=X90iXb^2LHU!PQ`I z8(&D`w39dbkWflC@x>P`-F%!G=_y~K9(;vyyE}qZ`1k115CrvIxOsn!-QfJa7XStG z&D2Jb5XL=Rg)2S?%nSCMaDCLZ5iji0wm6Ul>M^3|{fg}Dr&osAT6&D?U+onwV9=3D z3JMd|ukSXMyNy;VhE;##Hsa~f)z;%RW$Kg4AFx9srX zt1EQjAwdJo>b}YWm;)azL9najv!_PYViZcZR7LUnNuK*BlQM5Ysl&jYj|Y447c@`$ zmH+$^OZoB5TsnB%37v&D7{8rU9^hP)=OCtK)r1fhVdfi}B#o5KDv(D^c+*h~$mHcp ztcG4Xd8zKTf#KrZzkfc9WcCY^uPCw35hsKR&~Wm`>}v(tuFo#}J!|nBb8i;-DK@X;t2hfks_*ey7nz4iTS?LqK$g3(uz&#>WgFPa zXfUicVt9?M9V=?wba5fBU;Cv_@s%G;HGeL*#Q#~I+xr;{+x`V_%Txd@^G|rA0kMSR z{5!hkCuk@b<;d@)3No^qBh*AYV%}3%2VrB)xT3}6uro5X{n57zX=}mStS?O96rer- zkslQzdcySom)3xpC;lo-6x2MCah+$S!b605KDAj@lOZ_80i>w1jwTRWCGS}dEt$-&XO{r1om_aS6;XoCOP zG&af*6)%y_yVQD)im3FI3_bZ$66Orx%3DAaf0ElaQL;`3kD4s$ekEtl_JUoD}PG$ZmmNlt{74%3M(w z_8^nGrMIT(96f;`CfW4$Yn`Kwfh^5-UqH$RK-`rZH#jmfGB6##yFq(g1i~QfTvYyo zzzq^hFfj02&$%KH#6@k}Tyxq-7UkzpM+V67$UuM^nh|`(Z`{7hyUkw(cJ_|*?UG9? z_CD6POsp)1;pmbEaBCA#!_`5amEl`$=fLpft;M0={IIhG&SBhTyUfoGAD2CapnPed z24R_t78hdiwwZXJTozMgnDo?2-m_kOej}&OOHWTPXPtsBj|P$W!nuEd z(TaX47yNc3r12FNlj-Gg6!J`$;%S7#V0;G5>N|H2AFFzL2*3DLCcWoB@Kh{y*7UI- zBt@s^Y8aI#OV!6_@p>)q+{IT~AW3{O;%a#H%?pCESURL(js&?!o}!G*lfv2lj7ZR^ zR2j;dLV|3a`-eNA3(USQ&N2;67>3q0IA-fJ`HuP=UvGvPQoU+{@B1E@XNv#Iy%eU z=Hg#-&WG_m7bWS4Hp_&v(&uUB_P^1TAz$!x=!3z@yS-1kK5N-v{`@g}|1mfcxhTj; zMP;1zBIJdo$I2ySTEfo)T~S1Iq&u z{KNmNofi~n7zDu3dz+WH}{#L0ZEB%ns8aqE_`5H#xxIKRantlP0}Wq0;7=+tsuZ>j z$~e${x13`PFPP4Jv!8}AmAHed>U-aO^sG z{jkPfzae%kDO&5(&%W1*pncQxPJF%o`Pf3}L9>9OSuLd#zjwY9MpwJ@-VP!y^muF~ z^}NTKKkN)i|E)0M6qzZJ>tEO5xm*;x0BEWA@GCl{o%eI|qe@1E3|yf>Aj)H(4O zNO7E$hVlceb+FQ_zQ4ee;k?(Fu03`$-{a2X(|FYqT3|#xBeGd;2IMW@xO|lf+&rlB z9%Y6#N)b4Le87MvX%1DbZdl3DPh&?wP4>U~%AIA*z9%+UBP00vATm=0dMC0NY+a`43z(>hm{=C@=Uk{#Q_bIOC%$ z)oVm|N?xM|pr1;PI2IiK1TT{)H&{5!bzO=C+wz6uhey9UWdHf`{grsK;>*U%VlgLW zqpiXlqp%td!4QyjlgNUL;kJ;~X$koM>(XNY|5N8`OPSFXv#a=MM0B6#l)YLSf=?La zcJxk^*HsG3AHT#6zOl|e31-TKAGTafJ|0yQa;{)qOnw|y=bds{ zgh@QaKk%+Jxe@#W=l11u2$k2iSFb%(`YRat{AH82o*Ra!?4WOIE0GZq=nf+a_XAl>Y@C*GXA$)tBW^ ze<-;I>Z{;!sDC5lfA0){{Z=UIZWBic=fH2utI*S&UP{k`2T*gC-1mfRTl*Q0>ZUdf z0-K`mVqj;Xg0AeJvQ7N&gWoXa>0SgJ7rzf(8LYag33?dBqsM?=5+TCN{9j+_>;Zfd zcT4%#8kx7D)+y&m9ukMY4CjBRtbk+N8C{#SMbP>bN>+LtRV1?zi~Mi@<57u!ay|cP ztBr3?t38xm1$giGq08T6Obdl!HeU#713%Hqi zHc~k)T4dHc{h`@2(rJ`s;+3dCNroOrn84>qwAd-j@)ln;e!94X-yM_Z+5U5z7xDhZ z0%XA7a(1F54}O|?@mcylbD(KOb%?T2xs-Ry{VUV&h5hCnnIg^PII9I81fub?cO6jgBe-K z{b6A6i~Zjp3ON4K_~XCcV|EXJ6~C#~z(SzUl`s+k2?-!fuDV|?rS08QAX>`OzTgRW ztXgW^(#fXdyeI2{rDw`uJe~7Ixrz@4`=ou|C&2*n96tGXm%Y$L4b>$5KK+P*W6z+} z?w9{>0IebwgWYWnx9m5QnT8Mc`^jyj1Z=uB3vPX~xB8UylO19D^d*1=SO3E`T@lA#wc)9KMqe0phUU|`tMfP>-L}UU}7p~6~h=_i)8EI z7FsI?fgnqqk26*icIlOabce?+e!?ZXmXh{8xmP{O?=G_cc(M{};IKFW{^E_S$9`vAC`e z^8i*x)V~i1x$qvC6qQXW$;lR?4XmuJsbF{zTXMM@B)Obo4u-WE&!W~ooVQGO8xzs= zxb)g^rIO?`dC8)YA(uDmfe?QPQ)QbHc;h6kP&Q z?-8?^!KX!I5@#2L5L|z7;Q!k8`6@p%ov>iq7fbQG(8NU{*jHSnf zJr4KvRw|D+y?)QX*dFLg)8pdeobCAfl7sV3*yyN;pjWy4dV%B;zx7QX9z{?QbCX(+ zEVBO^6goQ+|4}zZ%;OQ0=X$a^VAMk|gf?vFx~-fGvR}STCsyZJkR$oWFB?%uai|* zmbeG$uT+kg!RN%jc##pnC$~AcxFaKn*lz+vwR*Vt2{|BIg)e@cxSJ7KWQkG~a$deI z>b@OiQ04KsqQUtJ9hD^k(4oa#uAE0NJ6){ge;B$B#!R;W+BX_Bhax_IzSSJcgot6B zK){Hshxz+HfgI`YY{*j+=0W_G z?JW1m@8r(D0y1X7%`n4hw9h=XWc-;6y;q5*cYw3RE5HPcNJ!uTP#1x%v1_=?LZ2*P zL2-f)SY*0|OXLcB_t9HZt+Y{nQsn9-b$lJaV}=%f!OY)qrTw7EwkfIu)>5@zDINn`f^P5>nwZUnPHu4$a& zpXZNHJB-}z9-QdBCB7Gxsv^5YX|J9Kr}fb}qu$HDrLoQx_?HVfUy-)n zxi9!p;rPjSIf(HH&;?M%U@(Nt$oBU3mE}oMG5cv5w@F{(S3Tb)ovSIk?h1(6Fs?C< zio(G}I_#7y)1oZhvT5D2!IfA_>JZ((sy0wE{Nrn#4@A3~K!0ldKT{eIO3gBxe!)(f zF8C|6I|@-?K=((x+Ov!ly)L#rmtDQ^GxlU6imlK7NDL`jtC6d#T>Ttr4m^iLpFw&p z;ecrFg8G1Jw&3qlo8aAjFN>#7*uwVFg!e(EPYj7oc zysQdm13^lPimhJc;^e%^&Mp^yN1Fv0<_0bUpHP;w&owlL^P-}zetlpbL5c<>d0tys zC1gsfFeMV@y;h}*8oH9+i6xD(1b}3RI3rJ*yfA)a|I2F;Zu_I}_N!gMN;ylh*TL#HuN$BZJvRbo^P29oM2gx?N^C+BMLnG5eMjG?**FOxJZvmb z?khBk`?RpbxDV*{#iKRx!^hi9gHSxR{et_o+ayNfj(?QPfNeVZ7co6ee8yC@F|BqNwP>!U!UlbOS_I{!psc zv9D!Z$c<}=`4=nW)dG8meVP>K`NF3L{F05%ol-P@0SPnXPhz=3{A$!*e(}XgZn_Pw zXw`T-chFtA{*CQmo@6wzvnnenEG)Es2^u)?Mc|k_DAL0GB}Kwj*4|;Kducd3()(-P zhtbi5WLU1~*Qa`{*D799y|8RB(G1F>GSg?+%kW=jbb6GSzRYQr@Qv8EX4rYq&b;*f z5Im=ZwnQ?{`I1ew1phuZzsw0D(&_?0v8=6GKP4J(i%$&FB%=U+j|L_(zeTXj(KAEu zkw;e05w&1>Z!jrP^6DE9Bej7UOJsLvC!gg@V`FYd;mUsIFp3-Z8Vo$&;2v7l9(?&N zoQoUxdGc&(_isMLSR23~{7Ujq;ZlHr7mm+!MEHhJI`seo5717dDPy|hwM7%tTThx4 zM9vVgwdF|FG9{bv`LhWXzI)xE?yrR>DO%QX(jLg_0w%Gu^;@nT*f!uCD&v-i#|8!} zyit3LH3^0FIds_!Sju_mb3@8X*Y#%cBNcC4#e}wv-Mg9f=|?w2-HT?=*Q}I`++ivc zpefU>_i$PQOQEO;x|2Ny=-d$cEK?qwk-t60;jW zD1-){+NkZ#1y~<>G!u%&LZ6wiVxLr?q6;wh+;CMm{8-^gFArQR&~f}IdepKyUKK<( zWRB-Fwu$0KSs8>JdC!jc7zljL68AnRwVJ5b4-*D^edMpxV6=ifR=|YOl9b1F^&J9mN0nIy|`}0n8HTLyo^XzLQd>Klzi){%1CbUZG!h z)dKKMYsr$Rr^=XXofrEbpTBth1;LU-w3*n?|2EUU`ItNxL-abHLN&B}~bklwsuDDk-#vpw= z_arOUYMxl`v8~@8^M2;)xLN*l_)sgrcD!v7SOIuf-7%=t;?Hb8O86ui0R&+$otJ=) zW*`e($f2U!Uw-`fAs>ebmt1RAn~jl4_0 zD1MXv;Gr+qgaj!k#Kf2;a}Z(x=N>NvzYWv}R?5DkooW@+0UzH|PT+6I`;DeQvWuQ( zPW5Id+dO|BMOs5jy3tqeL}yM-rN*TyUC6(|AkdS->};5Q`Dc=+Zf}Xs-HKG1%$Op? zbMxvohg36h?Mii>oEw69t}xuN)d76VLW<*lj9*AJZooQraDa*rLK z7s;51tiFrBJWNqnX3)WCD!sBkOqbiT+~DrJ!r#CiX4vySgh8B5*m*UKx?S@d;wYRo zXx3^&dxXkB;!QISaCXuBmx@F3mR>A%UCzQ+%k9WbVcARZ^irhip*krol z{WTpg;BeHJB1b_Nl>g#WmastXN->>9vcP{}+KMOtKg+PM`0Ghbbod0>XT;M)?st?E zN6#Zk;fjzkkSMu$8rIoD0&JEBFfT|7KI{2PM#*2y{bNdYyg_eEMVVHjuqm+efGbdywWYdBf>yDFTkHje zvkjo{!U@%cUD%x68oEE%O1@i}{UB5rvMB( z(gvJztKa*-Wz%vlIXJ1D1-4zQg)vtqe^GS9J~ivDc7$1a0{UHn!n@2gn|6A~nCVKvfj& z=LyK~n1ju36dBrvM~@kA8u0aYwe6Y#V4Vj|x^MltoR#~$`;P+k>n!N=*cg{r{((H2 z`PY(=Q>~(QwG!>2qC(c6X2)!@UfMmVgU2$JDM5mGS45haUm~8{!sI*WyQAfiQ>+D= z4sNz%m9pCwJWeF&-9>8el7q^q3nC1<@Ssryc_PXa?N4PoZ95-6+v@kq9tVdKiVfopys9RU#-VwvC{}X!k)#I{2zuds8VcXGCdra*)3au|&%+i7KpYHwIvk{H^ z?Q@Ltc~U-i50OvH!bmjz5cWk$dBnDQ_qE4DZB@?;KxpI*jcwNr-G6~SI;>kLgHMnK zYEq>A{*m*~N8=v#inCaR8FSi)ZFHX#OhW)6^{*%jmR z#(#m(22Z|#D&5hMY4?|R`ojJv44|Qn# z0udmn@8iMJ{5Io^mVOEm%LRP zO|H7CSA!2Jb15_{q9~8E3p~*nY7|%)Q7MdzjJF|!HPtSRb+3>WrCYR{2&jr01Xchj|dNE zPW0OT8c;8%bpU96bTsU5rInATD16NBY!DELVB@V<7p*Wg<)UR-J|3lFDD1w(+J>E| z_V6haHI)rP3B2^=!y!K7gFGdv{pk5|js?mECo{WS)dFpv_E%;154_UC+#v<=nF^qJ z%8TnNGO9nn`EtC-Es|b+ZKbkOFJwn{7oWXyDh~qs?>o` zx|if~)%lW8BbGaxS1qL#7EaolF6dEoZd&M80v5CvcQ0c=3xs z&}sU|GhZ5lNj@?2zMJiGVyf1Q>Eqk3%u~fE!$O)XlfJ78``at2Kv6PheY7(Z8vC8x zo*qj5aAOqPNbS5kvTWs~X?tu}orZILn8;{-iYt#930P{nw=DDc@&v@!GgUH6E)WBi ze$pgGh#_E`Wb2iwDrTMuj`+S?8!sVd+C|@Px}w3MlC-ae9X|rbO;9RVuIK)bTDBt`;v9DU%!#uVJ>92$4g5J6PK*@mwY1$QcSIL58)}D5{5)6W2iyR|cJb0Kyi8k$)_E>UwFYsfM7F!5bwq8YARHO=gwGO>b~un}x;{&a)YRkGG?wBC}*vcl9fv}Of9 zuCMR$(2ydPM*g+CN)I=0xeREZ|6BD3{@zRqq&Nae^=J+JcCWqsou-WS@*b^xsVq6B zcro~rujfFfI!vKHCIuoR05f83z`4}y>r+*#go+F{gM)mqyE#kYv*QPNL01Q^WEgal za{2?&pW69L^tZj#_7o_pf|MCkfaInBQL5HZ)ir4OHzPHs5Ld~ zIpRxE9&1&aY?-(%pxd%U11@1Y8w1K|^$+4Wxxmgwbt>kIx7!_xAAqYatHteT0`AUN&;zz`w`r>E9%9O4m>P^V2eFymnH5 zK$ZW@(TTv##s<#(c4rtA6mDC+atWIw9CZ|M9R6@)FOCoR0ewKcLM57m)2P*6`&VDnC-8t)v27#peV2=@| zfl8?bB#1^O!ipgb3HtFjz8k_jMJE@7)_fkymZ`FX7S_-&5+QMew{P6I!4@Lj(fAO3rCG1a16y)1 zhL^?oR!lq-cuI%+oq!j?7x9O0%g@PKH$_bibwqs#R9#Mf;YYt0B(Bu27 z_d_w!nQZm@BE~oy?R?LG%APW~=| zy80>&nsa+Vu!~fxtveQ1ovqBgx6?ZVTYZ|3wMb8zAYDZOukqozqW(E)`Gl5KcCljDZ^RBwC1J#>%@#)v6uL zk`ktG^ZTp}UYq+II*N9g@IrjLA^Hdpgt)a|R$yS-%GF0SF~+8cKm~q=*a$c}gdd%^ z`WnN~|LEY_)3`BVGhsUXO8?vII|rU*5v3UEal$D%kwyrZ8eM#wL1kaX0zJtvze)h- z1)c_XAm(?wDGeCs*oFp~lz7mj@Y!uQd^#A2a|2_f+#XUe-0QD|v!~08f^fU=W4C$C zon$juwE}L@un_&YMry?@A3f6h{LAt2SnL zeovd_NeuUAD%zh6jDrFbo`s|fh%xWjivWIvg(0kxk_+GqH(~O9d1nOsl;-AIrW-$6 z!M83gz?NH7?r`Pwv(iD&N*>;9HQ!;_ zn=EEAHpQDLV9=7j(jrO@g$)LVEg9O3u&ICMT(SJ(%C0k_#Xw2TaBGEXqAqXbyKU?r9YhOisu@6UK?Ph|I?`EGSZ{JMTN~Qlu2N`vUuemrCA3H%!ocW9P1WLb@v7ZcGjS-NVN75de-1zt z-dO?VdNj9TCiKpo{KE9?Or+id=bEKBT~-X*M&IO1U|!iGtE2PHEkPRMGF_^B!AC@$6Mm?sqpp6-5(y6n_PNIoa?Sl!$##1DYD17v>-K+ei5md9``olUL+3DM0c(?bp{id^C&5ZnXCbU<7gSpXY=eLZds!VJK30qZ6Igp zr#1<0GZjw|__x;t9>KJ23Qob_M38I}`o92%apOb0?cBPV0r~R5Ll+qQ81Y>PTJ?& zBj>{3T6Ukq6zKZQ!{agg$7{F}{suRHS~)R0S9#V-P%cjJ_?@SSz$4w_M>FDWbpaQw z6Of!_X+M6pT<;V;0(E^`&NoD5JlT>8=Ud}v%cu`xJA_Lg7bW3IC?|V83I?$|;zt{y zKtX%R;-rT{!)f~tuemK|u=D91#7}QRaHK0C40}Q&_DtCi!$;q5UAIlW_HMkNWMzC; zp)0zrWM!S@SWm-iBfx67RJKi_-7%dEt(r46pxfg0E%tC0Sba>@+p5rwJeHC1ugZS2 zYahBh8dtnz5nJJ6{b#MJ+2JA0qfnB+=}`Z+*r*R+u`OkzH}SP@?Ijs}$MxQWeptFl zLnlXnIn|>oIkdkD$rw<;6f4ggrb9eb9XwKM{YC?{d{)cmJDv!#vPz4gL?%He4ek~u z-4O`6aM!C3{rDu8Ai*B20y?rgtT~egp>)alrF{;A4nxL_@;wTs2$u=(X4rS1-Psrz zP|IWmJ*4=>K(GsH^k-o~-!CyU5gCoCfDVEy-k08bjNe)(R#c0ai9JF%7q}FL%*Vyi z?^e|83sddiH3Sg#EHsFCH&RIoQd4h0_GX2$%+eZF9m3G0uhQ!!e9gCMsB(DzPj7vJ z$q3u-&I}P|ikNBS$vMuYrLYTqY+{cR-1f|O7nF_>j;o`c+awfjp1h3nQ^|xcF6E9% zqAvDRzIM8p!}yx`k;7>TOE5lRk?st@@7&3~E9pw5vp_fqT9|4)zX(;?F;ZIwz#f*g zo3hP;5BiWyqzM#nmMmD%vA*5%xY}jSfU4yf6I0Uy+S^2et?_vx*253nw#!WU&^TpD zSEv4pVrH@##<#^(c<(87j5YHRyHbnkNAXCL7T;=E0D5i*S>slF#_cH)%wJ3C+2i73 z;7aPl1|-J!_jQ0VgYy0-24Tf&Cvied_?1LTX!y4$dNlX##}Q(%cZeb^*MsM~vc=4b zE7EXm&GCK>%`y?uw&Ot93IGplo$jQ3_JoDk|99c0V(&g~Lnlx>G z??B(w3~MK(@)w=ypLc0b7``sL`K(J8e`g3hJR7KkV+gB}|6odzfoJC5TeJ4pG)$Xz zPzi@V5XF4J0n!Vj&w>5!FADD$jI(&>J}|$s9Sj|{nSq3{(hKd4Iid712f&f9*7sa$ zKv!_(nBqk_Er(Ion-y7p5C-bY9BD8ItFcthFsN3Zgd*O1>U@R^sINuYW}cr>(wL%^ zIyy0@Eix%AMj$Cyz4o{AN9QNpC(mBUC(p&16%!MUPZy65FMig~u}swTFgn+81WZ9P zXttF)=@<{=CCDjYu64o`u%aZ_8wSDY%kj+uo2j<3n%1Irc8S>&d5ZO|(1?JKVv(Ek zkT68pm+RCUk&)>9X2ya0Zn8q`PWLM+9fU?k2S%LDQ=hoNCsMzySLoiyy^EsOB;pgf z#jUdU(}`rb>l6bXP}sEL*LC*y>^OeE)`kM-ogBm(BNwZw(}#LL4q@z03P^X?c@NW#G2y8SIJR2sUZuri zoA5aOk#`X4eXq_bMPw5`b;y73AbOIsb^Y!B@Pqo9D3co`yq`3E1YsKk%r(DAR0GJ0 z12k+jHaJ;;KGS%y@o;R-TXVR?nhW5yl)3n%dL0s!=LtGmZOikC0u&e$EJTjSD*Iz- zyKD%b*HWfL?)1a9@Dw?8eW=(y=youjfP#^?Z$m?4%eyI7biN$p{i%wet{R7V#odMD zqYSIjqSmHj;Bmt^L-PLUUEs^ahxQRB146a*LT7A&LeC1c+QP3RC$B_a&Xc>{jR^c z@F~fdG+yNKACaX04PUAojRhX>p$I45-?6akuYJO=UW`*F^QBK1;nIXhZEbDo_|h}Z z2#h&Kx^Z=Xz26LrNEC7FBgBXwE-1}Ol7lx+uA>8+vA_u=O|T_MUhir4Tzd#_zt(;o zQR2t@$o^wX)FWblS9~e*^!r3wveWxOs-WvW?c9jLVXCHJO_kCZ?EZ%Mp%y+&chaR2 zh!D;&O9$z6t&i9wCMS(oT&T>xtjFM1Hl-g7#@I7%UM_#=@8BQUTz$E~YpN~)Nxc7O ztO5~W;RC2Ugam?fU^zcK745=76N|5)AhbP%VdPcy9K^?GJP20aGC#mXgVK>bctyR= z6dq&X{aDEP&r7xdAw$RYlKr(tHj?_>@;>$#PyAlrBsK6hI)(ZV@twmDymt`uTK$WD zovxJbRBPV$_M7I-MuT|eJphk?lL(<)TAvj2K+flk0%};<-|j`2II;=QQwL|#*vrsk zg^$|K<;xdfxdRm3un}v7_NtBl?X|(A6d74LqZ{dkbJW(mwU!O9(YJ%l3;=Giu5(<^ z@gs)u zHVwy{;>WD`A@bSTcc|i~Hbh@{T>rY;BYo{km0`_MALq{j6RSfePA<+{OFQD)=~-fb2vL#vnx@4qdsEI zT{YEW-Q)M|4)x=yS{z`CZL6R3=OmB1D%PIZC?+^#NznlBQr~C%tZCpTJIu~DbTt}T z6|iP8j4S{eufm!WiN z+=+0-#*qMf83l=8wY68fhJr*3*+{WIVYVX$}&^T%t@i1-R;i@}ZG$QtRF9$!62 zUVY_v`ZfxZjlK$7rmWnHc9Q>7m;K1Z90d^I=%yhU4_*h*}3tRFqWE}$?0T|TNy z-C<^M7iHL5NR>TCZOj~2Z!9Vkle-owo92}7%3x90k-H|G5Reyi5<0Uv^cZ!czl;Il7EF~UXG z0zQ-QQPOlp-hh@Wv)<%kdbA?McA~m!3wZuWWs4slZ1w@?R$+9CTqs_eJ-gX0E?@*E zDfTQ@n0;|VGcobOqCU|HYpANJ@e#UuT)Mz$xza*vkTlgfwX6R#X#nqT2uM`Ld8@kW zKcJl3vqOr{Z5^|P!R%X5Mws{m<7lhI+e86Gm|fGv_AAu=ns7bl<`Bk0H{)d8$A*`F ziCO*OrJiSR?O~Q4I9C-37Vc5<09R$|98-{k)BCw6-CP|px%ZsgiJ82=Ck>!79~#_L z{}xG~3QW%Cc-NB3y5%fLHfeqJ<|V#tU*i@ftH4&@6hVm?^ft!(R+RsuY=LGD$0sIo z?c>%y?_LlKcXmP|rhyxa2H$F=_Cj-Ab$J13sz*4@sn%{UXo*g7SjJ1i7q`l@1ETsA>T$moeQwqD?$?cuL z_ZB@n-@2_|@oFh#r9fYtau52)C#;&8TiOh7E<=V!v={?8LB{!Achlk$ty_*u$=URI z&F_VF(qmt*UPW^zR<-R=xoJvgGYNY3mqT(r5H|V`Q2R3&0iVs|KNmleVB zPGIMO@%Ja(B)~^tbR&&nHg!w;zy%R;@d+6$esCUUK+{m05$1nB2;p4eY@MnLE7(%; zEjOHaZa%@IvZO1YI!6N)Q@bNe+b5FyU7|qgb^BCGP^!GF1IdhXrfzei_V^}nR@7|@ zWrF$n;5uo49Hp(5&%Sp@C=gwd-S9rS0=b7VcV^+{&Yk&(wXTD*V%0l7Xq*6BwtSe<6^ z4$E&ntq#d``wDp@Ve@)vd{LL)!`8<(UN}+;>nLvbqQ*0M7dhdv=G7|V+9H*^UsvlQ zaQ2uQ3t8(Kr)e6WQ@+2*>g<84P~ER`7MSz$YS{R>CH2I(U{>dpRepx|()j7qG|G&> zY5G4(nA@k)t3oj#MPuF<2(ViMoy0NWyGXj141&N^kr5Q192^`3z6TW(yEZ_)tfkKR zkhNnEKPLen>p+XGUDjK&@zuMcaFy^YD9%S$Ug|!v%F;4VP3nSXz5#d1z!R>vSx@t? zQ5nsyVAjfWz4Ql1D)!Zs^Ty3TT06c{Sf+1>&rvhdQ5mn0h>~9x-ESZr%460?=IFC$ zX?ip7<5mQG8R7lhEV{$P>$JA1Z(ZWx3>mwA<~!cc#|zr2&2g%}UUmh7X-?)%1g z14GU`crFxh%4z=`LUWN4j_+Av(uZ+1e%yTtv{IBRwta$MtYaD?! zJ}COq`Ja)&dn`H4@sYcPj~Yfb7E&2A+X+)(02=w&JOkS7Q2C)=09(;2mF?rvg?RP} zOO_9AvzXcTnD%WbBKD2P^59+Iit*XumMK(Ne@D}j%`PiTLuEK-V_!AKjJkHj$&7tW zJ&w_J^UMv=MUAq9>qz$P(>g}_~*E$%EK#UT4C+sk=c)4hF|gpXC7a> z&RY^dGxf%W$l&FAK&r(`W-;phA&;)xLTBuch+%Q&)}@=r5>Gjc)t%LO)Q1R1N-OzE zE&bH!Y?>ZTa}r*GT<xie=8VM?`9nBPp>E%N=D zALb1)f;W}OO{_=i1|MH~#|=RUwtx`ofO9ju&A;V(^Gf*qaAG8|l-2d#V6W-nEiuwa z#k?Wcw%K&mO$C?$w6&~o9*q-1;DYHyd2S|#P8n&q?G zSjMmY#+%&ERb)99xxcI1rBbg9C?Be9C21g({?Mb1+%S)GAgDGhXeTKdc&uPuCE!ZQ z25K6=;2(*4#Xcz-jBLEJoM;Lmia|R&cOX_!N$8qG?pP zsSYruqy5$RLEnHq82j8%u5WDp>IC{F!uptv;%EWc_|2aFEFq-?Sit}9kJ}b!2{6gt zhaw_i>BDrs_ef*VX9h~VB=FoHL15U3cj$j9ojuXV+`-*xV{Q4_OK5Zl?-CR&Fdp`< z>(=UiJ_Hr`go&QsaWi~`a!EtQhItndI)31~7#1pAG|wkfymEv|)ltu?{;W?3a{7bC zV8}9%Np+T%7ADfK{H%I;D^sfU6UKHwUGRxbFpK#1&4M(hG0+6{(ZVi!?U~QZvoI@T zEx!XemnOQPi_3e#0^z7%#fgHChgBT9n8-+D@-G80a?M_ktATIac>vWJ%isPpIQEs= z??*S77{Vj>I%vA%oeV!HR5hoS*nIYaE>bS}Y{511Ygh*O_-s~fD@sHwDDviYb>+re z#P*%H1xpD>2ywa|!mp*XU6ve%n0P!v2O2Il5m;<%VG$7$LhiQNDKJ}w8-H@qBQdjP z7tT;=z~ikbK#%a4z$t!|(aC~s+%0AQAB+9h1Av$klC(I?soSxF%`Ra>`szxA?OJxs z+;;h>`x~OwCW7Zo$$OLiNHrm-tD#|{UbW{?z|6HM!`>b@nfh4ZDZ_u(gRUdDdA_>{j@|;*6nshC`rb7$fX`sWW5ZcEt~wdh-gc7VqXjOGKwi z)%MIUW}1GSC7&yTe8XFSC)GWCxJEk?YIx_iPqxFGi7IhO6>YiUS{a8X z+%WQ2xDf~Hdzn;LQ&#c4O2v6>NcIE-OSd>iITcLDFQ0OLekwwBLVa3D=u6r8s{A|` zm{gDkYPT2ownAKNCc-!J?Q_0|w7Bp0Dr}iwLhdt(Mte}Cz>cTRU5di8(|!)`HM-Q2 z_R7mTM+DdJ?3P)qo{+A~?&Y%9YIwA3*h1WV)T@tB2r^t7EY$Ve@YA__{PSR4Za-Bj ztBpI4pKI-PuwUZgv$Wy)P$JZkC?RgQ+qna7Ixro|B<`%fTZ0lr=2|#a5~0E9BpZ?) zydxBl;9gm4=u)co#+1}Ng2R7bYF;XSS$QZQ`FtS20jp99{kMIchTqqVPImY4`+60> zuMtJLk=F5-%5apv!WiF@6$SEV;Fgv^1{GZE7!F;b2&$*0)GRGlcN!_HhU$)#9Fwjl z_B%As9DWM5G>lYJy_dRDyjSs~=(*3!U+(haK}8c_wAfO$>ZQ80qIj&yrdQ0Xowwd`Cl}vJsj;aoh7bFh%v=Ew!DrPue@^=>5yik$JNFD z(@D{7MNZh!D^Nj7^#)H28AG|~a}5@R%~l&2C8P;kPCRZk*Ou^}tUc=nrb7T}MraFT z&NqQ`6^T|cuWXl^ar3BO)tzJBm09X@y2>`<+s$V+?v4)*{t5gD1-SvaNDC1IkX>K4qhNCv!z2^mWNWLOArdKUekPi668X3Bu6t4wAMJPyAdQ>^EGancaFuCgclJCu}W+U!N^=W2>Rs zXAPVbn?QE8&%Zh72oi-I&*h0Wz5S>jLKOm)Z;<@A&5{bvq{2047JSUVc>(MdP2}fR zu^g+;Mx#Wp!MFoYu@}X5d=HCxuPd0t7tZO)w3od6xf5N@Wn_=&;=4eI$HVuaUpnVdfmV`Vj znpz9=gJ^v=Kci-QLMarQKYExLk3_1fUW<6okrRkA8cbtLyOpgzbBpaO`$2D`p zueeqI2r?EfJqjUoM1)Xua6$=?NTeBh36KCG`gU;MefkXV z&A*pF`2CWz&)KVd>sxE>oO8B~Mn7g;Z(zy3R-ow4f5YHMe4J7=FmT>hoOa_RNZTn! z&<-p*!o9}sR9F!#_l-4$eq+8&qPuL07;CLi)HLXW*&$N0@iv4-r=Vnfyj7+XjLArm zX8f)0C?fe5^Dtk9^Qjw_glKrMLfIwOKoL^8Dd}M!oE{z-MT0Ca9sT-`tes!&%st96 zg{%}!sa(<2)_NIcYtk2&;%c04aVZLUpX8VJ%kX)W9b*&Za}C&^XCvd#_6|w1ugAzT zF$=vbCo;rDpY}lU@op!hs8kpd$>=y5na8(mIX2p}+rlfTQWsPwFX};ORNq1>pB)sPdfYomX$on#hXwlBG-&i0hZqM{>8cRPqkFGiJvY>j2 z4SNU|2F#Ds=1;pm9Bf3<*{yX{Ei6x6vrA8Hd}H^?J(Grm2IUa(1p0zxdom1~1lv(Q zapPoEU(&?kYjEl0Dl=X6Uo8etq}WYdPQ|w~X>lx zw#zAm@GY!}1~DcNw}UsWa?U!Fmx%-v#zfQS=G&R$Gg|Uq6tSZ*Q_zz>< ze-IWqOF^^M7ud1HfT{WAA&jS)lMBo2Sf;mc68kuhDh}`ldK(nlP9!wx?gkO%t?Hr} zR{V!i|MU6eoDw@6xoAF_-in>j^LRYdKNXtyq$|ER*a{A1PQ@bK7a{tJvRLnD1(_C2Mpl-R$b&k)8^-z2S%$-Miw_jeoh& zn{v`hp0ZFsSy0x3oIDa$iy)e3El;)2c_ZBwFm=HY)>HOrB5`;i?grz1+F}369wBf` zRNX^)$W=`EAq&H`^jO z<_9oeAA{d_j4$NB5fTz|^ACJOYl@wyth{+dckX&;XVHDl#}TVtw&HCu8`<1VAf#@c ze0Fv}snDzc;~i_VniQ7OXk{;8N|&jAnih9^aVSaI=c@Vp7K=2o+}gtPMtsnn?JXfK zW{Ny}J%dQl>(S{ELq%NQWk@v#Iy2CPN(hZWk!FpXnItcy2obir$cIBZ{7Rtd!{MqN z4#t0R+*&JQx*($?3)~%V8WKWS_&DA1o4ntp8t%VW6@L44mw4otx4w z2(PF@dFF~u6tN^ko?dBaPaQosqdF$yYOnDJdT5M7lKQz(TC3fgPew<>x5E0?vX<&T zKU4Z%!sgyUnS3Q$_x6^wik6O=nJy1HKVu0^JFqj!7D4$E3L{)EP1dn_qz4m!D(88eOLRfLR8f;V(J^{ukpi;vd-oRH_xVi~z( zXSPEi;2{J_g1j6g-~=uyF|iVho}Ih0eaDXA?9i~V_zTw7XOL!vo#VK1{6zPepdfs{ zEcoT?-Ftgnns0op1q>ks`g0pa$Li0>c+OuI=K& z|23LFO{@aN>A{lT5#SD;hMo>m-bZoa1$Q86BriV)L-2T>R|Br9u%d2qH9K2TCey;) z{0z7g5<{n!X67>;hlO6{?r=9=-1U_-yTn@( zoEH!z|MdHK&@{&kO5w0LKq52R8dzqWgCNqBtu5LrN7Bo|$|=Rp8Jt5kRI0r$sv!@2C^1 zqba0gG#%2+54&8Z1U=%bokxfK?^gY<_C2Oc5(-5?+>2tlZY(s=>?++-rFUKfh1jWJ z?y#58l}MbwCfabNi+cDH-X^Td*M5?qU;H-VbO_u1>#L#eRPmOrQ%*x^hgTzYD2TRV zca~i>m>A|_1&WfQ`8&2<@wa8}Dsxv`cu8P$F*+Lku)bm^@XonJe(7X~=+G~rh|@`k zf`CKBSZ_HJI{3p>oL8N`%^6g7P=ORx=wsv_<}h=9KpD}_nqjf$S9cCarsK6*$*lB_!@AmZBZmv8rjRLCsX1W#0NZIkTDVNi;s0k+sdu17Ns|U1w)?OOzLLhQAa(6emsv%!c|!&6eQzzt~H0p(X~8 z`HeFnS9xc1Ux%Fo7TxFSRz1r*eatu z2-x9?gh0Wrqv={1$VkRY_jqipSC%T3NC{b3-Yq8*`8MuN_z+x__vG6uK_`%1cPUdG zXx+S#Pec*6Pd}#Tw~S-{I<{^4 z{Kkvo0Z3a|=>WOp{&2wsepATlk1M4!WKD>9P2PcwajD4@>%=SA1{eToXM`eEj636N zMHODn*H7>`-A4{&UQ5M%wKrNlmN z2?&gKu3QyuD)h<_a~wV>|cS^>;1zbk7c!`a=)U;E%Gr*CJ}YnZcAi@2TnS?k^Ki_5`!(l)uz_l+BW{Ng z=+q1HGqabD>UM2m((ZVUP|YQT5Hj{w&f)ksbYaV3Dx2%*%kw?B3bP!|BY{_1XYg^8b2RqHI&Gh;w!}8Of7F} zFpF6?Qe6r`q>@cCC%$R&gkSHN0$_PP3iY$}@08>T#mabEStr4!3NQHSVbCSfHw~2s z0=z?_5j<5|gT`<)kVvdr0L5Kl{#K+Iizkfg87SN}S2AB@OX)1c2~I}7oaYS2A?ut9 zW6BV!pTrJGhqD_K3<>eGl-sy91pQUw{ouW3Wx#dla0lvs-ZuRnn?ID!>-gZW@dkPz z|Is@rgU;)Ow~CY>t`M7st=`ELvzz7I6h ztAS1b`n?%{kn-OLpx(g21!Kq7(7ayseM1H`3qW^%40)~i|FaiRPF>u(HQ z-UBqV@VyCo_?x(MOw?DldNeEo>-2nd1oH9RIWatw6 EUu?DCO8@`> literal 0 HcmV?d00001 diff --git a/docs/constant_model_loss_transformations/images/constant_loss_surface.png b/docs/constant_model_loss_transformations/images/constant_loss_surface.png new file mode 100644 index 0000000000000000000000000000000000000000..1cd733bd80e484580623b333db59d50a83296b6d GIT binary patch literal 17892 zcmaHT1ymi)x+NS)f+V=RySoH;cXtc!5Zv7@xVyU(+=2&pC%C(lY5sfXy}Rbk3@jGS z>8dX6s$F~Uk1%;zu`e)KFkoO{UnInZ6~Vy34S*kTsE@!WrLZVbz#rP?LPGKqLP7-c z4z}OStxUkcDB_%BYo!DgPzJlyf|cP!zkE>;q=i2rq*Bi36h^qI>9zQ&D+AGZ>`|Rp zIlp%x7h06`F@#8S#lNJ4P&2QT(iMTU*)cm&(`nPr+tYJ@$IiD23_0%rLY|6S)xv_Q zp``)miZ35I;GhTU^PqJc!#HN$rbknf2ZYRcxkBQt{sB#gBV+D)C(epXPfXWa($UDC zm8{a^wzfK4j!5XZj2Oi_*;)Mo#Wv5tBNsl^#O&kj^;mIye{#QouD-^$*tT7f#BX-{ z(w2!X8~KG#4!c2|X|J;o3_Ue|Dk!B3@}f`*k-1mDWmi`u;+6Da(N6y;_zG!3D?%3j z2`#1!>EmCNije;`TkZ3=CRe4(?~>5JIC${jE`d1bzB2dAOc#i8(@K>g;?+~t(d$l< zMsxp+YO?cav=We8psC*CZHrF zAp!hWGIB66v2irBbz<3rO9cZ1@t7;CJE_Y^a~auM(-|1s8k*3#THC#60sHF81zcL2 zI2jPQT3gvTa=G#l{gZ+VxPJebo`~R|Bu9ux3wX7f3AU{t+Nvk5z%`=|Mm5+dYZVJ|943?j{j~J&_Me4 zJM@fn4D|oEY))*8s@#QWdF^6$+5dGr6w_)n4Q|6L?AEAxLA`5$-wBj~weCj(7#Kg8gs_0J zEBI+9w5RmK$}b<|IAK*O5&{2E(mSt>drb>^71~Dhxu9vPS2gs?$^${l@TL+)>r+Lo z(`O{XiZDn*=r|F!J)Yl}6Dh((VPj(*%-0#e$x}VfTkmN$JoZx^v#&GuDRU5^Gg82i z^+D47h@cOsrHRxgAZcG{25<@AAO=3De=a{jFH)&D8>;yHeZ7Z*hE}NXu1Wz?923Q6 zWkshloAwS2?50L*6(X!RTB4)TsDqJ{7n}NCfRlAYrugPUN8<5deSrN|=~^R6DD4Z2 zPB$jFI4Osf{0lOLKMC^WpkogWXn24RAjfj1MV&;KV|jV@^Fa#+2N8->z5=JUs%13?Z- zO6Uf`N|Vu~i;Iiycv7h>^Ov50PYU(lWFDTMjn>=UhE9|ySXfY^u-SvNv+;SK4v4?H z|3KtdRz_KFvW`$Jlr%V)%oUfF^)8Bj!4sF3`E85n$pcjIo9yO6qS=_b4^r@r`!^>- z97IIFfe3UdLMiIm>FH^v)!^6Xdns@pi&=`XEFSEcV!2-p<}*(FfgvIJx*hHZ(}l2T zblRb;mh<8Qq#qhB<^*q#=4zb|6*IV;Vd%SFu9*F`J>DWbtGKa(&-844;-nt2 zfc~Hf?auR|-)x*u+|)NUYSE3OmQpIDQYka*ci8$oH&>~p#%wl8uvUx9{oU;3^pv&P zb|dMR`|VL7V!qk<&aar=w?t|+V{bdVn$^D-eekS_R4UU@TXgpWLs~mWM`h43F!9eC zulY>K$jJ30BUkFiR(WI>YmHb>fBJ!uc1CK!x#dTGm^jDEjUQqLy9}<95Emc1;>wQ+ z%)WO-L`DuU`W0=^8wlMt6POcRSy|~+BP2`DX0sZ))fbY_?+3cVv9+~Dp;Q!(c0KH_ zGZ~%y>0;~l<&>L?OR}*)j#$iWfnfMoAM`Etk8U-eY({Z6Z786__rx~4VplHiC_cN8 zdjzoQDiBJyX(P3es5h3%=L+UH&)eJEhekzxD8&XrKr}AZ)Yke11VEf^bkSdzL|*NV z9$%RUd_|qIe-(B&rb>8YDi^-_J!<2jUw;L~I)BN2?>-ZRmg`MIS)GW%{nulxcA@a-z+p{) zWw^`B%eLq#ip1!+WM-_Xc;621*EYKBKwAq7s*KD`f&6dm?Ch)UZc52=*v4@JRIsng zdBV`2F`0zl5-F8L`KZ-abkCwo4zwVTV*+=NJbA-_S7ns&VzjgT;{Ll(s^P@P^B;MF zEyly~il~<>wq1u@qV9%FjKq#CbwvcDA-Bg1$5#^F@l-?v1pLt{E6uhsm0Hb5qT?h5 z0|j_gYE>0K2NAGuKum>dv@dQ4Sa@}_mbXoQ($~ zF&{SmzJ*97(+wlq|9yKE@J|e+A+2M4yIs%|D6(P!oh?*nH;~)Rmc)(yJ^OiXcQ8p< zq17zA3_oL*Jd3{e(kzffRhmz7FFprXjtF`10NrVx* zb->~&&**3C64<>kgQ_Cwj!~HSVaRTrg0#Fvp2=LR)^Gq;WPZ_s3u(riFS=uK_geiZVpj&Qx()1HPT@h67mH*xYcogq_t`+s0L+Nnk3{^mQ^yG zGy=rjqRdspf5d7!O%sT~#OZW2vRnzx7FGEES^-pr4#19~4y2 z7Nu)WSE2IzaU;gzv};3Gy*UFkk%1i)LboAOHVN%gy<<6BR1cKcE_>H>u(pV=w2;A2 zBJ~s93`VaPn8$Izuwz5}(5n$AzBQ<$^~!1dF)#Pf(Gy+`6LNJD%&OW+02Xovc+k&@ zHNoa5lc;qd5q)S&MKLVQ($aQ|-PPDXQF z*7G`brdR)<3lpFfCDCABnaQW^p?iM3b`8G|aKtICK*x({nv1HJ=5*B4fHEbE5Ao7uL?`%4ZOx4t7gGM93@oIx(wqIa7$i_# zTeMUjsRgMtf!ATJLFz5F*V>|LX^%AV^rpauNeKEguodB4JXs#br;T$WJq?4_``9my z$WFJ>9%JdUBuSJ_@#sL7!{LWrE1@{>APKRfC1S=sDyS~C{edsyCr9Xmqwd4^<5qMU zKYAnJfwYjadJ%pd)&dW1SnF;c-@S|pGjLPC;+zv?JmDad(Uu;@T-%{$j{v>A3`Miz z2;GtX(YGR7I#C@8+tu_GZZHZ%RRRNy9K8n;h0t#68xEbwdf!iao-Z_3;lVWs zY+xq%@Z>CrvR<8U&lTX3J4Ejj*uT37d5eO+B2!z2g|PUP7}kI`%+ovCMh(+rK=Zn! zCFGGN?4Kq>gMJP$?Iw}ceVISUhc)oRdR(L)!MgotS}# z2o?ZDx)-0>DMO?TF|VD!-`VKbY2zR>eD!0v~q$ zM+8!0M0AIHsTEN5{uuqid><5K_l@Y|qAiiM&Nh;g{ox%1#E(IdcMS6xWNNe8=ZqM; zbqZIcQekM2iQ{!DkJQQ4F|N|Czj7Gr%DA3s~IQu@(021 z3uq1)q9zK3dw$B?TyX|`5&!5~+_vi3>dU|W9 zTU%S|jTWd#$jDO#637j<8+adJP$qZ9#KeqtM-oHB!UV?CSf}#E;1?G$_$14!z%{Hm zmX~r&jeK6({=z&_*5L6(kX;f2V*=^-izslaU8d(id1ax%JD@(G`a%3*y~CqKxinrj z^y7yQxemJ{94==P1u#fs&d2iu6PetIXlTJe5~I`Q#)lM($zThu? z>>Hl>qiPODRv{x$=&}OQKv$63LM)6!G9kDU_`53pxJgFQEXv4bG!(mxvlAB&#Q{&4 zEL6D27mJav(&n^UtN~XkQ|?);HQIe^vR*M>k$}2CocWZ=uvz(;p zWgMiF1c1`NFW2zmH5N*vNwf+j@`N~FUFFsB z%xcW0h$3+~6^pYdw3=wzJ34lUG(4i>vvGqG`~BqSVX58VTWrX3NMq>&&((ag2Dx?0 zdnQEfFUivjAH-V(gJ3Wi^ueC)P9wOSk2a?ZrObd0cJ_F^)ln=uQi3N}rm3lkLc66# zndhr30gi3|pd?QXTQ;w`u#Cm$S7Co1R#p|fys4&A#pdNg#{KG+G zXa+wTs0^40f$ctJC)5q8Mv{RbyB_}!TPG)xfq{^e>gEoo0KQYykDn}n=HL=bZ+K>L zn2*kqpg1N+n$`3x=fT6liDWby9MVzrOQDLB+}?dMVYtt(H=}K5SwivT$~7xvv*Q6? zp|6BBJ5B}ac_;pPy*s&@(@KX$@)7gZdNI4B$wv2QYY)50dNroM@hJI=Wiw$ERVJZS zef~&Nh2Gpaad2=9@ma7z+q?>M8MdkNsZ{IYdfcBS`p{}NO#Wti`p&&|@)~T1f|L+z zc+=Jb`e)28#7l_gp)3pSb;?RD7z$btilABX@$pLy37m{IMUO%zC*@t;+mUL zWmuj_Ss`WCr=Z$AAFmc0EtA=_yyJ(laMh&B4z(aBdcQs3BZ|i&1Auh|;X$V&))D!P zYDGn5(AMsIhpIMI!W#V&c=lH}#iq;oN-Yk%OO+riG&NFS^m)p;eKR?FE20h zKfhbMy+vX&7r0?VTVpXMxM7vj11FMnoopHJ)%7L525Ciy zvr0L>-3hzeIDi@gUfcr(n4i z8WkJGDXBzUeL}14mFc21_%|M8gKf=LE;9X0$iRB8*p$OnucKJ~JxSB3@Egq=%6BRc1IT&%OW-7-eE85rJaXWk+{ z+*^^fufgW0Jgk?p)*`5GPTbh2!xdMri#Q3^ff^kXrMtPHCSh9n;B@-Ri84AgGj5GV zvV!bXl_NbPS2e@;AwmStFP6gCg!Bn3x=$&!htSSLQJwVO z++c1j$KMfFAM%4vV7)CNn#7^l7NaNaBR#Osyd&Z;t;JLEK%sbQ0|eXx&SWY9|sF|*sTmGOwMeg&Nq)VwMk4&W^`Lp zNVA~Tu_)82Mgh)PnNCg;v|gBvLOh}y1!F5By47%{7E)~TO3X_P5%&$TbuoE#aFqrh&|@t(*Rh7EY(=pc>F%%41$@)`Yq`g+O4389Ecw1|G=VA??JAU~aPYZZ+Zaw% zEtsp2^`sZaJ=Asu2YZcP<7Mzb61$%;OUs)HozAtc9#HA!rJLS%$iTD{;T84xb@!X=iS!rsw zJ?@A}>F-O78!?07uy;d=DiS!U_SN@Xn2B$M75?ct*1apZeF>bRh~$bHb*TpDy^|GnWF_d9fQ5F-%huyH}jf-Zk9qmOs6 zaqkx7VE-ZQIx%W^Ie1C!(gQ~)1C?3Mqy_pzYdyhddSU+e$*!iJan!p8L3PR6Qez4B zY$E95H5wtYF*3ama#l<~Up-@MTR$YZELmA^$6<*GXf32k*^HULjZ+9e&7vn9e19bU zd*OBD{K!i(5FG}VMjy|n>kdD{Zdr9xxV4y*(j(gMFv@C2sMcX>vm?v10&~UUQ3A32 za&1CIWo;q@>z5!0xgg9RkMKE1p0o#}yP|rS*$EXU@M{8w$ppXa zv3hQ46CpD=f*gY|O%*N&7Zp>S(md)^q&^`bA=&Lu;1(1Y_x1FEudlDy)Ym7Bdpuka z+N`w&iN)ac^z}gugrkm5p3KfF11ET701MdJ+Y5vtkt*XGunK*uTf$u8MG*2?40x8H zv|}e;@LX~VfoBE}KnRtQ?%A%~zkIzYs-ZP|+Ywi}*?fmgx*c3c3)L||0l5G{^}dO; z8%Rh<0J}Zn(Oh}R_tRxU0s^p}o}RY!M|Ej^=fmj_0M8`+D;ig!)6>mrqf;l@b^`m$ zO9Y`jBt&NCRwSoOz{&*VXUWZ2`Kcu+wZz+(2g~jD%Lx5(wdI1pKh&YN;vFrf0 zZ96!CT(^c=b5@Iv1N{AIwm&+fh#r&*g4yz-nj^k$$uju8AS~M7kpY05vC2r_J6vI| zG5k2N*=h;o$b$PdpsWMIvh!%;z{#P93ah$JeWWVYw?TdpJn$Gt(Ov|Kzd>!Ciu>m zk%XfRAGGwXuj}qvR_Dr1<0kkP^QCPv7tiK?q#d5!9NOjHo3*l`MrNS!t4V>xfohGq z|CuI-@Ou?(NC9f5AjSJ=rMdcz?)%wl7{C%5b0j6>s;Q}!s+vvZ1)($nq-8Rfo+3F4 zm9qF=9M~LLRH(U(;EyZuMa7Y?b)?kLBMWj96B8v$#nCUsu&|DjSyj;oB>sNh)ME}5 z1?=Qx`qq#Kt$!U}DOt+5101sU_L(2t?y1EHrK?|`!fu+L!lXx-U%-sc-+TZ8v=C=uc(Pcl-e49d%PO!N+rfC4LQ6Td z9o5!rY(3XGnlwv$28%p|>gTpH(bp$JGf{GqS$;i!SWw(27o>T*zaJ8YOzt0O4V**} z0qS>gQC&KXMWV@UB7?I;wGvDGV7eq(bld0U@{@Q6e^`}HhkGN7V?H#mV$4`J-$tHj zZ(aWO#^S`>q>n5@-gdk~@3??R3SX+P2y%<_UqaPWxPd%{@qzBqtG2X!faf|4N2PY+ zDV{TbdNwvp$`(epohgzL0!|NzNJvDq#AcU4-&Js+b?YG30gRYo_53G6uApXqULya% z>-o+ANE;dv(brVkm{)1~)z?}2nA}7pNqve7ja46-1`jg;i6*SzLj3yC@!6=yg z3%iI=zTAqDgL~2FxD;wed8m;A`~wu^hYew2X(G{v$^!n=qH-o++EOpvSlcAiYLSr- zcRuc6)2P>gHJm)`XZx_}M6{A|L`a0!8qQ6|5Mh`pN^&6^fY8Kzaa6}2u34U7KB*1} zZ)!=&0`>Uma-JuVK*sg)oqwcW4*rbkucqtvLC@KeOF+85* z@_D!4>`Sc__!F$?TNB+vK7#gu@~finTsurYj6EK+C{B-$GG`o`+ehsQ>ZhvXs_97c zCf_ieQ;f9kW&*R90`*TwvQt+G9B%x_U(3A`JOYBLFYI=T!Tj`y)^~TWBpDGc#nKQh zs$}~7Ao5@V;mbTQ@J-&_TEPk|nlRSg@K!3#NE7|G80XYcRo9Dt`_0 z$#-+>CoeQi4i)(o2Ax6;UKhFukSD~#KkO|fIq9^%ySRLMye0j`iSi-Uu){?5DSv0o zt=-lWBoc&ca*S12bFcwxrdC-HDQx+o+4_-8p92&V1e*@sg(qONRaR%SWNH$*Wud4i z!5JM$*~@qs!1r2QyY`Xg6J%qZmM!91 zRJcdzrX?c=4UKmNEij1YZcMF7BnHxPv3l-@r0q{f;91jBcEK=nYPCC3*@ z-7N%O2=;YX2vlm-A5&Dzjh5s=j3R9qUtR5jtF^Rz^&p-HdHm9; zV*wFvk6X{wGK}G_E>em0IPp0)MCYK||Ea43@C_3f`G>8s42r;Z@1gv$$97vT5KEeC zz6`0fx*KFV-wD_!ZtNMA306kGuSh9foES1eI(DgsLD#N@yBS&e2zZ%rmFeia?gn}ZR&5E=>{QJrLu3QP4W z7@$cD)APfhG@#12*)XaRGXstAzrg6P#WC!t^pZ0BX(OrATlrT*>0CsDJ3G1s?Pd=O zF7}?+M&#q}eYOdFOrIcPVjJ%D7+q81_RAIyyx^4?@uP9&;2{Lg%P?7is)-%^6B}x8 zzv5CWH@}xRMRehJ1|NKaXKeqXC48^}9OIr?Xq;B&iwJlRG?1yk>j+yB9S76iu$8xI z-S<1P%cu)WA1T0|$p$H}sVcF{st5v1kNOi$7PpJdM>s-4LJST&f;Q*lV1UHb5cQtt zBP1dM0XwtM{zN9D$DI{`&W}y6n+PT~BZH4Wxf+ff<&OnGr(|@Whg9X|SPL{%D@^}! zF7FUjfi?(VN5sOS@XCm|uQ(qw%( z&c3l30M9$Qdp)QGBIbq+zhG=eq)Uo$Fa#A5@&8_d*P1ZOvYX!7);BG)7%$4gNv2IN zBWLL)O-^OCm>rVe)w1m%4LWJw@TQJgsMf;=BwI)kKRVs^7L=Ah{AQ0=yVHBId3?Zb zq#7MbtyYzhOJliVuHMP9JWmtU1AC`GS`b}>PK+!o-Mt8z6k4O@J&-x2&2hAKLjykN z30o|k>d)!8XKY3Yy_=ImAf3V>-~v#nZFWvh??P*VrhnjhETNE-=*Dua6hM^C>GWaC zK}RCyZ($RCo*q7Cl!L!QLuNqoD|gwhb>A@Yup~%7BMRHoESFg!IDIig&M5X#+-=vaG&;0kVp1OLNhtp?NNBDric2s=m1b!SI_lAtvdm;y-^Wz*;bh?$=>gkuRv=laG{ znHhltn|YHcu{IWGLQR!MeNj6%aGLuem`-*i?#1~1M7^c0P12Edw9AWrz0cqOv}HmC zP(R7?`l-l(=_L$_?^XL(wUx)4e+@1V#Az?)~AoOfy45nWu%M`A%8FS zpRMIXccwI+i49`k=oh{53M07k%R`TPDNR9T$h}(4Hsg~PX-?0F#o0_aGaI>6Oi@1$ zW0cmR+cz4qxICLMpXt^G03hi`?^~@8a)+dFztRh-Hd8iWK@%sT% z5}h^@vG@B!-v*$&A0b;J?<|b4suTJB>Rol(9_c$!-GILxL96el!zz>mlotOvPnbf4 z99x&qf$4U%52y2vdoy-6rAJU!T$o`sKQA#zy=OUhvjFSLYJJ@zvw8ekht1r;ND*}o zs%%CIzb^EuTWq967fx^B8LL8@_*T2F&D?%HLetU8--c@xzkKr?^!4Y**cxR-Ml%jZ zV4=+^-W4-&l$~&MpQBG0Eq`F41xM@EM0yFk=Thq%81h(jWDGZF@Y60=Z z@vAu~zeA>~dIvchL7#9;&Oe$TbL;S^Z@uyIY#Jgo+-SuB7h`=W3GC53_4>DYL$wB0 zXGQQ((#$oJIuu__H0s_hN_9e&?05C{>paxEte+WbAik59(2{3(#zM8qcHNQvzkEO? zUMP$SHUWOIt9=ct>$Ek{E4LzP2rR^f385wXM>wg#{-y515s@+Cr?W9Ia(He)Oa&X& zl)Xi5>eJ~Db$xnLnx8f~GsT1cij>f7`%?4CuTx~QGTIiedT-_y@b}CY_pES%5(tvX2eOL;uRYfc*7ZU0-5bC9>{TkFpO5C;YmohnIXgJOi|)5iXr3h5#ki$UbcM#; z^$-~kk!aegS6kZ=TWFoS^}?GArh3zgP~--8zv!Zw0t_Gs2H#yU$LluUOnn#|V((lq z%?|WC3>v|Yem)ygV>;4GDb5eW7Yx<_g1_MpQKx4i91?!fmMNnGfDvCDk3QaI{0#c7 zS2@b?S=cwI#*bgqf>9)hZ}AWUd-Kzl+I9n!O5doN7+t?@qa$)a@*a!!hxCT0g z;=0Akqw^fhT|S#@2m~UGUOMp-#z3k=?IWhJX3Khq@S#O;nB5M#tV~=J!NK}qn8i&H zZ3+F+R;TGa(fi%&QLcTj4n_TIoyL-m##4$0e?^hQw<|KLm}smHe)V7#F*H)9zujkI zlbI2}JA%pK*NMo4A>j+rY{d%}AEJbd`cHn(#xqEy_?e1~V3Y6JV^bf!o3V9{lSO`7 zkkZyCP#vNItlcVis*Fds4L`7H6z{+u@H%2{NGAhZiI!34OCn2pW~r zW3<3(J|Rf2Og(greG?C;e&Y%N3>XiayI3^_JT=2-B(MevxlOC#Fi-+t#W)^YsZ^)E zXkMhgetWH1T07AT+BlH;)mvlZ$&KP-&+zju-7x?d*y}YVg_Ve(T>3p1MGrq z$h_>u}1y3cnoNpWio-&cRV6CiF|+;6F5v%ZD_y8jR&AVFK!`uz1CHs0zeYlBiKKkm%`wbsP&j-8JwgGpELOiN6m$yyPUSnF!KD6^+M&BW;|5Oguot+0k z6!G-LEwb&BqBzt2*yZ$`WPwCM?=6%}6a?%_HhNuFgnn2; zExdg8oBLF4xKtI9!dOH2{K-2w`VgLiE|A&f@nor9@!{$Dc@&ZE(C>KO3rl%&ejW{= z{6a%RW4ZLPF4+J#p%5b;9-iW_3ZGa=w!`eh^Gl;>oQmIr>MMSvYnRt6w6!D@kd|<| z%&M%~Hh54OEqDRd!YxntZK`6&RO@an@p7za;408t*z7hrfGf=PyyITJ(L#kX(i|k~ z6CZVFJ{=wCXkk(IXL~P+@gOHN6Bm!yGsSNyS19C9Xu9YckZ&yZ7xy6X?+P+VzvAzHN@l$Vm~Pb_(|LE2*FL|fq>|@@5-C4j|D12>;**6gV|E#UI z^#o0S(Ha0v-cA>;6}JlpWgXOsJLhJLb0jL6+8AUTO8;^J z=ZDdH!51h(j?v0S$4d<|U<|{!IkjmhKaD`NrZRDc!B-0Pr3z$-vf%!H0;MQWq1T1S z5?}adcb7DXGPT$oxfFQ_CCcenK@x>d8w(r`N6vUsHi;EL-KB4(e20|DH}kq~`b>Tq zJp~nMu7}Bkl_YSFxneH>;1y#okjqX2qx&VVGR>~v`A1feTlY=@9w>Yx3Xt5*4MmAp z0MRzUsdHJF%#v6%vKw8`6C8_jCe#%W<_T^gmOu#%uMayh@0LN@mlE ze!%DfxI2l17-f2=vgg~jX5{!1pEdwT#8BMTY^hSAtXjDZ!6=kw&b!L+ZoTVpzl~=b z%*x7Y4elmS3kF-tqr;m*@y?pSpwNv7#$9M`wCJ$ zJoVu^Q7-Wd`1mE>eRFK?)5nh^LIn;vAFy(BbEoV4RA=KR=g86;R_aaR1qB8F2I&kXO7WfWH;k~r%veFG0U%di}Q$OLf za&jxTa>*jbuXr_Ky5N%-HEv4s*=5Yi0pR25JWixJmPXqf#XB@zs(5!|N2lpW0?AbC`9aZ|jtyB#S83VXFI5ZlDr7fcGJ)9!&h%TSq|dc?49{sp zhpjmjiedwb7k<~@^JE{l)oIo#TnR;GXJ?bETbu)*V(lV+5b<}0@}21-qqeUx>^A3f zprS?mewzJ=yMIIDr_zhPY}$qY>t`?F^JEgLE9pUf=-4(CfN5G}=I4ewzl`J+Oj<{y zb%xr)=g!atNMgRUEEEQGBH-sY2 zz*B1!N(#E7LyRIXAm`gHBs{rWax;eN528(vR%aW@Yu>t1KU=6_o`3%g$tk>Tj0yQ5 zt2yY^aG<-0LgSlt`*IO-;fDZ7JXO8>{d9Glrh_qtOXLB#1sg8OAOzO*NU zz-gfd+hTaFRCO7`2liIDp5L~;{syebmLn=95GCTo!T;j#ML_8Ig6TZmp__8y48ttCRv%uZ-6n9wmjIJr5 zdZP|aq>6Uxy?K315A=!5tBOvcz3Id)uU}s<#Gk<78WiOC#Ghg94SAGE8+?lIBKWWd z>3O+e?u0~QJ5y~IjSt%fFU5ar$kP*{E*Y<69?95Q$v?KlN19-R=D5Kz5 zkNw6@7a0|zp(?i_(Rx+w(<^@_ypd`%NJ`I7ZCoBRKD>6Tyih8GJO1Si0BD2wHT#Hg z-3t^dSUI&%h;exc6ih6IAw-6kDTSYE4go_)%J4{apCcbz~n1Rz;BrqBc`d)fNQ$;hCv@71MpccpqVy{Ka)vB zz~_g!>zniT$9bsSc7c{460gd6_Ml{WJ;;Zaom_Pmd+C(Oxbu&aHxidC?hzDdiIP8e z%0eNLyt!rnpu~cb0Wuwf{|HFN|eQsemUf@bg|2fE@q0WjAB&fi$z1^BS# zIQM=7ynGJ2xS*hWFc`P^Lhb#79c0&=1BIqU^+E(Xg*?bKR?8&XA7hyB6qu_k$H))L z1WqZH=h=y&A@Lt{I+`k{BdZt|ra*`c;80{XEw#vA#>B<_A}1%O(n#%SBq$_=h=7n| zQU2xXr~Ov%2jw#5VX760-$-9xV9@C@9`AB}eXswPZ)XqJFG4_)(0>z!$LAFWNTUmY zV=YUQP*gxdXuEntG*bzNm%eTf6KBZU2a`CHD8}0A%?1ywA?ndhZxkfVUl?Lg#W!X~~*-_=n)7dK) zC+^1GZ*#Wkf5U#Le8l&V^u;5mq_SF@A&aBy1i~!J)Wqbu zB}^3CT`!BH)V9z%w$%Wmr<|=z(b-4nTtJ8?U|^7+J1sbmEnP8BJc3f<^VP-&JU!9` z+#n5V$~x}!_gIv7Z?ph#Zu5ql0PG{2gksebot>Q&sudXTns!PG#+pij9X^vW)X=v7 zM7dfu9-u$xkFw7VzH4P8fn=s7v@AV2*=8V9z=Cmcb>$xu1CPaK6&is~f0S)_a|-Cz zfUQ?|UakT#7s94VD|2<+uY0_^Pl3pxDF6hSrqw&_O1jw|V&+@}0ZR{KoP)e}r^~D? z=F`IKe2ScLX~ttIjF@Gwm%s2$xGA$|O{rBYhGK2YG6Cb^u!nSoc;Za6t={CHCN{6@ zarU}QV{2hmTp&JU=3DAZLRJ@GSdl^^JNX|#Iai;~mfC(0frPb_*@H}Eh z9a$`}gg+jYSF<$Rti_YBw%7|1cZQ~2?)*BYd)SVkXW2HG78VvBGTQc=0hm<9WZSYY zj1koujTVW)yg?F)qA$M2C7SBQW`XPScOp>6GJtQCrFWaSk8^Mxu~(KjFhDfL%N+0< zRGY81)E1fk&cd>Yi8mjPCrty?WQ+coQqdO%V>3x0U`jLv)%=~pjDhv5uy=G!IQ?yx z7w6IsU-a$nWC_bagUE8Z-ZW-#ZcgR851w!66^KQ#1j2V%)7h-!pJCBxCPM`RM4>Q= zn@^Uu;en$7B1r06U{H`bm1;$a+w*Dj?i+BTHu>ptvPgIj_-9HH13*y-)4$P-{fW0j zq-JsiAcoK09m%YUD}b(ChRNkr;>i}oSt$D1ie>xP0tGG7L>cF9Pqf-QfUV(O4^zh!vO1Db_innNbFCATc)xMINz|e3r?y+32i9 zWV^+>{6_7g-YED0wET)&dIQlKi^VK9y74Y0msbNfF615-92Zy|M)XMqBH+xvX{I0C zN=Ay;cs+kVB^=Ty*VUapLI0)_VxVM1Eyk#aK5l)gj!m_@)xQJ!TZ|D}T zJbZb){!QbJ*b8UaUuu?csPWa~j;2hdoNPq^mTe@NK08DG{p~^17^Vm1O%Q!r0aM9zPwa&%&NKFTD zkON*>ty=fX<#CDtI=M0$LUmA^;t)zmV9i6~9IldkKxYj}XsOP!@Trr7LoXm}G=@Yz zNxhTU^gxNr*nv(a~Y132_NNU8*q2WPQ~*qG*JbFawW#do652 zrBsA;Ia^gINNvCfahd^Ip48@(o0o7(fNQn)eVPbPGu3QFm`_$PC=~D^@F-QvbB}mb zozMI31@y11GVfz;chA@c5=t`XGnx5^lCjr4kA7`!a@?1FkB~xWW1Fqk(_2t#Q%EK6 z5%-hJmlh&%cdfT1#$AYJa4d@m)Y%LBuYbHx=g);ZMs7(2XPOpO>W#}mxXn=~cj@ahmhmYm!T98Lw0l{k-8{3Y~JQ~K60n)^TrvY-r z`cHz>;^LKI6&$kJyqURf1@Y5m;7rCT`XRGof_#*E*FiQaYQ!4-q0q)_yw;QDU5cl( zY=NSE#;wF;Edoc-SeY9@EM7V--!Oedis`W3SPFMRT0VQ=+w1eFg&6_At%cyPXf-`A z6&SN8n@P6T^tvIF9!v1*|V$)ec>0U35<2+A`G8j^#stgR94 zKze2h*i0k9u~91yup9P6tuY$ePCCln$0{S;-2cM&84?%)Jm?p1&*xItyhxo-orX;| zYZeXoFuIKQ8QikO>}lP3YKH(Za6Cc63U=5=5x4BGjNLmcxs3EXn-AZxh)YT*p$d%H zYEpQr*65e92M}mMhEIm&9Er^?J1?pyZjco0{rV)KrNn4ShdXm{KMFNIB2V(FK6Mba zEG!-5mgw17^qn%*Ofj_cN3WG+=NuF)#!@Fd?*o5lQs>RI)K!A0l;Mb@pVp5RJ)@upI`m7YrtO`;j-ZEO8=yZ#QTH z*6Qu9wK#xs(N!IW?>L!c5^VD3C43~x7mo%77w*+1wC^Pijc2TX9hIzZ5&wiSI zJ2^zX1#Cp~javX)qF5-Xr|y1wwBGTP?zb{F$%&Z)ct=`%&5TbWn+i75LOsCQKyhz< z4w3ME0lMD-{F9diu*^!ewgl;(^8xk`$^vF>{Xdz2_wk!+#H6ZN0HgsQjmzP!8vqQh z=30T>S1}etDyFoO@0y%Pi|_R&0S5tr-5nxNfv!<0-Ha(^7P)|q&_E_%PN`XG1?`Ch z74x-bD&|wik_GZB{|n&Sbcm1EKAAMcH3Ibc!JH8jAo>b$2ut`n0|wrKVj!TX8!}P= zU?Uhy98&*5oZ3kGgc(xuo>=cNrW*smpV$FZ$;0mmbchsCkp5>jG$CIr{|(P;8PBU> zaGd98M+7n&6356fhwYh{ztfY9R=u*MS>?|EVq=y1(9K~hVtJQ<|6|A z#<##Zzih2sRnVWWne9ai%3mB1B@En$mJm2Ib17hfr{_Xlh%d^MwBke%@yq_D?8Ir+ zC;3}XbXA2i^kgtaTh_OVIq+WX&pc`ssvwl*Z-CEjnw;g)c%JNPP6`nnuv-Wr0ki?3 zxq}9pfUhzf3RUQfsFE_2NFGZ7ATv*tltd3?k}P>a}@kX(QIPV88)|c9YBj{j-!Ws8O-ODlImjLHY-UFuX`8 z0ikr9vKb|_NOg{H97^JQ*mbZqWb!vwNOf{6*5)+sG%Zj8a?ykRaxC{BK0|=ib{N2k zilqEJ0oW*vBflzY{I38A0r&o_SiT~+Me}(~;28oegr7me2dtd{1MtW--- zbl{5@FUpvB#D;=b7B600VxrOTmaSW?9U1pO9|Tw(kq>x$sbvzVSFawNot@F9O&cj} zgM)){;=~E~`1r^UlYrK$A1ELwMG)r11YVQ?3*i?f$Jbdb0a~Cz9@A)n2BqfBo6E55 z+75eoc*qel?UQ34V@2WB*2kZgO@JNvSoZzp-Wh?wXP8@8q}{}AFW!o0t;Y+;c%}$0=xB0000q44r}?NOvjSJ%FT0mmo+ejDWOABPET* zJ9xi)zwh_n`}@vs&YX2t?!ERpYp=B@QbSDvf=h`D0)Ze(it<_@5Sjx3Bfwa|FGt?@ z8318yCnu+&Bqv9&;fAobbA*FHY>A!;wJNfjB>kOF!*uRFfj~56x$u87aOf0@$P*mB z?Xhn)g<&*q`_~jyO|EUIN0g*tg)}`l7Ca0KL%{1QZx0~e1o&yoi~54 zgL>AxJHGQeZEI-FQBC`N*;xNx-s6Z7m;&3vgWdWKwq=PA=c05Rqo{M#;c#hE-|IdZ zQ*(o5g=Lo#r7Oi@_Exn^RbXt+ph>>?iE9@ZF{*KM(0pM;u zxW1A#3rc^LnOL5N#M8ErWw zCE%`Y=>~^8yW1i>N|_@X09BKAI{F^^FjY}YgcG-g72+A3+sDb}RssD_;n+|fYZ&Ixc2U_+9Zmsk7`|No)N0?_y|FowA3g$iDh(dI3;EKu6o=2Z_wVXJ_hgO<0jtLaU@e_*j)!d?jE z2#pDgdRedpUVeqWP!REPhv)Q*w%IjtYe7Y6X=`a|Wvl&}O`o)`r{0=>=dj=L7F;iF zOhf67Vh|?qHHOiD_&TmBOhk_cd|^TT88pGScyZ~V{uzu|c|xUIw*HKOKiuNd^js-1 z$H#%?Wo3<5DH&VIC=^L~)$weczbEVC`I5SNe#*^F-2i%T3GJeil1;&(t39XX z${I2zE*MA2;;Ox8fMnv_oGLrC#Yi%>Fe*Rr#rn;Ki6a9cWR!^Tub8toFc2R!5r)rNZ)%P$;M`(|> z%V~{>$mY=Za^mT3`O=t}h6k|%z4VdJkVyq}W@&U@g1p)|G)i>_z(c|E#Cf%9k6iyv z0aMh+{y%Zfocp41j~Y=FZt!n;afW`o-5S2cm};d9Lg zI&?~4nH+NAwB?hzqp2@$ew%F-65WrhP#&AnY~#$r zRLpB6oUXTdmvP1Wl-9>Q=V(t#x>Cq`*g#9G?#YvQ$$4JSO#`v8v^&WloQ5ap_!1s9 zcyxg=c4hgNGBWv&iyb4Ho_0u@51)E~*TIk&t+Ug#<6=vNf_E7+)3C9zk%M}?--~lW z3@@ZFlkF1|Fm;jO7SX}<1F58Z*}G?5^%H}O#g!=|e$p|!5+U}S6Tg~yazL-oZ99V#ch#-VnxmA^6zT~dsjf;0QF2vn!$a_(7GC8_v z>qM+~g{WMYF0;D4JaKvX9m)^&UUYA5MCwzs>rFy126kml+v~xjP3^A=iIv5O#cMv- z<&|bGwGTXs(cgiW zBU$63^qn73*dhz_`^16KMY1L&GeNe-VC+mx+I}ZLS@><#lF=}*>@3ACdYA?Ht@23g z3kp;_nM1OXNY&%?y7A`7F&@P^jXHWDW+v4@bdVsj`I<%PayIDen@gLPEbj$!?VZa@ z^s8DE>M|rUE~k#F|U}Dig1V+hqL2`!2pEiE+ZO| z@Mjz=YwJOYQ}GormfvKYIXoYj7&Czx`lHE%)xmKf&K0`|frtN(@{Dmw+vdEFC+5xQ z$&3;N0x?`%`v|j~r#2i`0bX(P;FuWB#@#2WmaDDhOG85eTa_E>BSew)G8wO;(}Brk zF=}XhmTB*Ahf(~rAJlR1?3z$}qO5eFBp1R@E15%GQRynjS7g%KW?imeInQZ4tO{r) zLCb|c7WMjBun0od)VNnbuLouiR!hJ*T)z%Fe+JOz#>Po6RG#5&?;@5;pvt=a8pjxu63pKAjy!jE*8%Slnh`o-*dt9c3d{D>gq69tyDbMtNqguD#!r_Z+$! zLnhDCHhwxkqB8r0^7Wd3>U>tLnV$QiQ_fjS-1}!$!&lF}z67F;7OOSs4ujhrYY25TCr$xS2utu5Bf2X-a7ot$r{vfE4 z*~FT_|I^sW!Xp%4Tp4Rd(_!TYl+p5FKG#d%P$JfO|p^Hn55L=OwZ+ z-l734{(lc!^h!1%X*oFt@3(q+xg?MWbq97Hw%^HJEViVgKvjP93e>cS!`q$Etg9b) z8VDKt5IDwtzI<2nMOj;Z-0_ZP*;FzlO-dMH!@_D6l>$9$bNP+!ZOeq=KkJF$xXD)@ zt@~wYbTu#bF4?~EB1^XF3>7S~>|1Vx-2Mh-sdKujQVl z6Z}1Ey}lyfC^9sEgW-&O-O8hB`#-%jj3{(0Y}OAW&rni&wC7HBo)S)nKU?I&mQcE> z6mzsRcijcXRKIp=YZLEPO6MLO=`>y#y=^#{SIFI*DX)q(dG0W6W>_ZZR*;jHX7HKY z2E7Jgn-Eg}-BA zc;4hRTa@2@U4B+=((3mlIwOM;C~gxfDmdmzX+%BV4(^`*hL7b)Xc-wj{Pyiz%Lvbx z#j5g-4%5#AdHCZp*fd3EVcmirGX4g{9zgw5pFVJrY1H)a;lpBJW6Cq~^J`gIU$1=4 z%%^(r`NnH+VJBTs*6bxjdNG8?cB(piWo5-SAnz01i_0$?8C&DU(Ur5{DS``{8L()h z)2yDGyStN9=r&l?1`b!Uu&~fNjy%&E?vJHf9eP-U>XCg9lnsO9#VW}h4NClBu`Mm4 zB5Q9fDd#<+qN9(gGI&YS_qF@u>7bQQYbLWdijvimSaW=O9`w?9&oMyTkCHsLP)c4u zry1VOxkVd$eSMKOUISf10c^TAgzryHEZz1Yc6W39-l>aB-CQ)YSI_$?^5?z1JV2$y5g7Xy8-T zCNBlszlTu`FU~gvQ?0!sGi6&0IL+?j?Sf(5o7GmAV8Ot?m(uQkihIG}Q7h^O?Yyk> zBAqLW)+OCI8WCEweVVD){AmH-?X>%HJRpn(PZ6n+Af56J6YwABF05N!ODIe|vsLu)w^gdyv(j?J9M z1gt;ZCa3&V>gq_lDw%K1@8;@sQ3wk{X_bLVN`3$v&+#xd&B^kd zG$;@?l0~qo>6{F*=6;+-baE{Q{;o1C?KVQpRo*qZINhTguYZ30^(p*p|ND5oje6`( zmiy?JcrU%0QJfqu_QTI|_^J7F;aeIq+N(&jPE%B@V&K{L@RGXbHDOsyCWW|1v)C5d zh4GSxl9&5(Tuea3;x7n}Z+s~%4)}fY3vldqz`Lsu0<;`w0xW4+;q{{lbp(pkw6(Qh=Q%=wnjpi-iwXGcx1S7Yb^OO z6{3w{XadDo5R05bz2UW7>G-`nQENWMaq!ywE!<_=)aUyh-=i-IcNj#9asw}v!k=Fc zmE44M40`DF-s4&3wv3gLc{Uf!GrjaR)Mp(q;p`{T>@q6+15e~~zjt*dS^cEKuw;%L zuRE_mz(Q(?S3ln0f{NGd7;Jyi3!xH>@WY(SG3nZNZKXY(bB|A>Q!i8GS?CVwafu?x zJ(Ybq6-jls|8atOnJ(LaBU4`!VSTtz+yR3SYfSubrjWW$Gi;!QFhrr}%-9?xK>s3B z&?#xFEbJKhCD`S_i1@@}zb(t9x4V$$dcO!1vZOo4-%PU~VQ6CFBo-6UP)tTV0~X4Z z_J?Szv=v;LceN+bKHryd`bhiY(zOc1D(o^i9g0T7Lmv4J?5xh?Ob&h(EH@3p$!Tni zy*Sya#NM|+&F73t{&w7H3%EQOa69-www*wdrAfZEB={0-AeP;L9a-CNf`z_2_kJP; z-}}Z2*AbU!9a8h5DpQN@Kr>VpiKC8h5Bli$@o?6M#M@o=h2L7b&C2`roMaLAHE<7g zaHu|;^``zrywr7B?k;j*uBqL5UQ{#0h0k+KM`WjAq9+O)W4G7=mk=|C#ysm@K4D)y zuUuaSkGni1$OxasLkwAa4|AIL)g2tuIO1AtQ?X!scWC7l_46l!|D8YXa#bxkT?@_ zC`Z}}b2(Pk)7GPLm8x&XjaAlUgRw#jWu*ttDA{6M=`E`HvP7912>V-jviGJf;~`eA z^EYpdAidPh`CU!l?I3_A7kV*SrZ-Y?Mb-~Dg--;gjFTUk^zbte;>#ml zQ*s`e(d0N9p%i9HXciT$;S-`d;{LVPUVPM-p=pvt)yJ+`cnPvp9Tlc^=riK;Ond$P zrf?7ChVf+RfUu9tz7K(WFIdPUG|-m6lGRFL3^MD2-f{Ws(~|=87Ao#*X@41Pyy5)z zxvVY;6ghagMS<40h?K@JKXyNj2@h+z&Dn{`n6)_{E8fgvhAM_K$Ah51)>QjV+J;`h zXON5AQW-;E^!A-8d}qPQV6(Zb&rf_>dSjUJY%PB>8?bX&W^;bmhu)SR30;BcgRQW) zcW!HvAk2aX(v~y=9M;UYozMy)&h7OVlitT=ZhOn?JSTiLj-#jEr|hjCLSEyB zJ#OMX&oV&cofVi$j__Gdb$LLvkBdg>P}4xNirOAu5^zUy3R`_7@I4$6f^q1RqB*oJ zVchY7(L^6$PI^k04AA z_h+yM-zi^uY^llHwuOhFG8KyZP8C;PUOrRbzdf&bMiZR~48_xrT^(5>Xx;^C_fp^^ zOUAEak57`eMJFV4!wsMWz-Ku0R>8-Q-j+!aO+vbtb@gA8+}-V>@6|BUHiuA=dvK2P z`~I?;ow>(`ziq&i7({m40OY5#6^i7M>w|F=%^hnw=sKuF@SmA$GCSbnNiPd=c7=2+ zAshPT(M_4Vcp}J*c0kD#_0p)RjpNe;LFYNP;Lg(AKtsBLE!#861)$g(fm;$5-t!p& zhcESZ-zDR22vC#@FcB}$wG-{iNZe{l07-0!#;QO)NDq25&YTDR%TK{gzF zSLIdA?;k3J7o~g%Bhg+7EGZ$@&MT$%KqYT-$xhaG-E{Q*`t@MP(Z3N4BkvGWk%m{@ z+M1=lxgP&YFdrl6um=`#&@P^705Ja<3-kS68GGR16WYPj{94MRnkm zp$d1yi>brW0XN5OqVk{s#I0_oDP=Av2Sx*2 z!-9c_S%Ekog8}}d120ex#Q!`6m(GFwpKGw|_kzMIqEb@8e-#sF zGc$V^O9$5%Ibj!|sd+0^O;=4hSsoJyI|d_D2V*k^4?D;ADqwsbJiw)$nX3_zhn=mx z3y%js$v-7{fa~{<8A*u#DdK9wPogQONF?guY(~Vvz{J2rA^=ZBM8xN8YR;n!68}$i z;Etcf($&?Ghmq0U-JQXmmBGQ;f{~e7T_a-$H&=cVlJ}1O_wV2DY35<|e?8f|{AXCe02$w(FfubRG5&Ac zKvll?Pk9urJj`shKvs5ucz`|xSlC$k{we?edGdcf{#Q-S|EtN$%Jkng|Le*ByQZ3p znX{;a9nht#!2iw6e=7g?!~ay|V|*X^e@WtBG5_-^AZG!1KF0r@GXZ$JwC6}LFd;B0 zkg%!;_^BRD2Ij!k>m7%FAgPpmLOxXjnvzhwVYfdl4Ik7Su3`_2xe}(5Qg&JvI5aeK zjz0=1O(eQ3krc=|1u^xWW4y~chM#l&bZz47*O}T2*OwyiqTuY;tSbn-A&qOu0x0kBk(=CWD`RQZYI`gZPXq_am0ES}Nx)7eCrnwoO{J&nW%<8; z`l(I|50CG3y@LQ#S3m}-tdbmTL+cCPtjl1{_>w5y*%$JV?QmmN>6`h9bZuXT@ @@ -331,7 +337,7 @@

    Data Cleaning and EDA

    -
    +
    Code
    import numpy as np
    @@ -396,7 +402,7 @@ 

    5.1.1.1 CSV

    CSVs, which stand for Comma-Separated Values, are a common tabular data format. In the past two pandas lectures, we briefly touched on the idea of file format: the way data is encoded in a file for storage. Specifically, our elections and babynames datasets were stored and loaded as CSVs:

    -
    +
    pd.read_csv("data/elections.csv").head(5)
    @@ -467,7 +473,7 @@

  • + diff --git a/docs/intro_lec/introduction.html b/docs/intro_lec/introduction.html index 52073a5d2..c87e4b218 100644 --- a/docs/intro_lec/introduction.html +++ b/docs/intro_lec/introduction.html @@ -177,6 +177,12 @@ 10  Introduction to Modeling + + diff --git a/docs/intro_to_modeling/intro_to_modeling.html b/docs/intro_to_modeling/intro_to_modeling.html index 2d20da316..a74e1bedd 100644 --- a/docs/intro_to_modeling/intro_to_modeling.html +++ b/docs/intro_to_modeling/intro_to_modeling.html @@ -64,6 +64,7 @@ + @@ -239,6 +240,12 @@ 10  Introduction to Modeling + + @@ -387,7 +394,7 @@

    \(\text{regression estimate} = y\text{-intercept} + \text{slope}\cdot\text{}x\)
  • \(\text{residual} =\text{observed }y - \text{regression estimate}\)
  • -
    +
    Code
    import pandas as pd
    @@ -434,7 +441,7 @@ 

    Correlations range between -1 and 1: \(|r| \leq 1\), with \(r=1\) indicating perfect positive linear association, and \(r=-1\) indicating perfect negative association. The closer \(r\) is to \(0\), the weaker the linear association is.
  • Correlation says nothing about causation and non-linear association. Correlation does not imply causation. When \(r = 0\), the two variables are uncorrelated. However, they could still be related through some non-linear relationship.
  • -
    +
    Code
    def plot_and_get_corr(ax, x, y, title):
    @@ -658,7 +665,7 @@ 

    10.7.1 Four Mysterious Datasets (Anscombe’s quartet)

    Let’s take a look at four different datasets.

    -
    +
    Code
    import numpy as np
    @@ -670,7 +677,7 @@ 

    from mpl_toolkits.mplot3d import Axes3D

    -
    +
    Code
    # Big font helper
    @@ -724,7 +731,7 @@ 

    plt.style.use("default") # Revert style to default mpl

    -
    +
    Code
    plt.style.use("default")  # Revert style to default mpl
    @@ -763,7 +770,7 @@ 

    return fig

    -
    +
    Code
    # Load in four different datasets: I, II, III, IV
    @@ -806,7 +813,7 @@ 

    \(\bar x\), \(\bar y\), standard deviations \(\sigma_x\), \(\sigma_y\), correlation \(r\), and RMSE! If we only look at these statistics, we would probably be inclined to say that these datasets are similar.

    -
    +
    Code
    for dataset in ["I", "II", "III", "IV"]:
    @@ -853,7 +860,7 @@ 

    \(y_i\) value (\(e_i = y_i - \hat{y}_i\)). This gives a high-level view of how “off” each prediction is from the true observed value. Recall that you explored this concept in Data 8: a good regression fit should display no clear pattern in its plot of residuals. The residual plots for Anscombe’s quartet are displayed below. Note how only the first plot shows no clear pattern to the magnitude of residuals. This is an indication that SLR is not the best choice of model for the remaining three sets of points.

    -
    +
    Code
    # Residual visualization
    @@ -1337,6 +1344,9 @@ 

    + + 11  Constant Model, Loss, and Transformations +