From 3281d2fcaff025558b510ffd7b1d520864c96fcb Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:14:40 +0800 Subject: [PATCH 01/23] =?UTF-8?q?=E6=96=B0=E5=BB=BA=2016300110008?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/.keep diff --git a/assignment-1/submission/16300110008/.keep b/assignment-1/submission/16300110008/.keep new file mode 100644 index 0000000..e69de29 -- Gitee From 8b8ad5380feeb7354db7a0b98385a4fa78f201b6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:16:57 +0800 Subject: [PATCH 02/23] =?UTF-8?q?=E4=B8=8A=E4=BC=A0=E4=BD=9C=E4=B8=9A?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/README.md | 336 ++++++++++++++++++ assignment-1/submission/16300110008/source.py | 244 +++++++++++++ 2 files changed, 580 insertions(+) create mode 100644 assignment-1/submission/16300110008/README.md create mode 100644 assignment-1/submission/16300110008/source.py diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md new file mode 100644 index 0000000..0099532 --- /dev/null +++ b/assignment-1/submission/16300110008/README.md @@ -0,0 +1,336 @@ +# 课程报告 + +这是一个有关KNN模型的实验报告,我的代码保存在source.py中。本次实验使用了**numpy**库作为数据分析的工具,基于**matplotlib**库进行数据展示。 + +## 一、数据集的生成与划分 + +笔者采用以下参数产生四个不同的二维高斯分布数据集,每类使用不同的标签标记,这四组数据集分别是: + ++ 第一类数据,数量为400个,标签为0: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +35 & 0 \\\\ +0 & 23 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +13 & 4 +\end{array}\right] +\end{array} +$$ + ++ 第二类数据,数量为800个,标签为1: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +12 & 1 \\\\ +1 & 35 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +1 & 14 +\end{array}\right] +\end{array} +$$ + ++ 第三类数据,数量为1200个,标签为2: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +33 & 5 \\\\ +5 & 9 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-8 & -3 +\end{array}\right] +\end{array} +$$ + ++ 第四类数据,数量为1600个,标签为3: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +25 & 6 \\\\ +6 & 18 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-15 & 10 +\end{array}\right] +\end{array} +$$ + +将这四类数据集混合后打乱次序,将其中的80%(3200个)划分为训练集,20%(800个)划分为测试集,可以形成以下图像 + +这是我生成的训练集: + +训练集 + +这是我生成的测试集: + +测试集 + +## 二、KNN模型 + +笔者的KNN模型包含5个属性和2个方法。 + +三个属性分别为*k、data、label、mean、std*,其中*k*用来记录模型选择的近邻个数,*data*用来保存训练集的输入,*label*保存训练集的标签,*mean*记录训练集的均值,*std*记录训练集的标准差。 + +两个方法分别是`model.fit()`与`model.predict()`。`model.fit()`方法主要包含以下步骤: + +1. 进行标准化处理: + $$ + \bar{X}=\frac{X-\mu}{\sigma} + $$ + 其中$$ \mu $$是训练集的均值,$$\sigma$$是训练集的标准差。 + +2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 + +3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 + +`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$$X_{new}$$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$$X_{new}$$的类别。 + +## 三、实验结果分析 + +笔者进行了十次实验,采用了不同的随机数种子产生不同的二维正态分布集合,这十次的实验结果如下: + +| 序号 | K | Acc | +| :------- | :------- | ---------- | +| 1 | 5 | 93.63% | +| 2 | 29 | 95.00% | +| 3 | 25 | 94.13% | +| 4 | 19 | 96.38% | +| 5 | 23 | 94.63% | +| 6 | 9 | 94.75% | +| 7 | 9 | 93.50% | +| 8 | 21 | 93.13% | +| 9 | 9 | 94.75% | +| 10 | 19 | 92.63% | +| **均值** | **16.8** | **94.23%** | + +可以看出,k取值存在选取大值的倾向,10次实验中仅有一次k值小于等于5,共计4次小于10,其余实验k取值都在19以上;准确率能够达到92%以上,比较高,说明KNN分类器模型的确能够对数据集进行正确分类,而分类错误的样本主要集中于不同*label*数据集间的交叉地带。 + +## 四、修改数据集进行实验探究 + +下面,笔者将通过修改生成数据集之间的距离、方差、数量以及计算样本距离的方式和归一化与否来对KNN模型进行探究。 + +### 1、数据集间的距离 + +在保持前文生成数据集方差不变的情况下,笔者修改了$$\mu$$的取值,从而可以控制分布之间的远近关系。 + +1. #### 缩小分布之间的相对距离 + + 笔者将原定的$$\mu$$参数缩小为原来的$$1/10$$,分布之间的距离更近,如下图所示: + + 训练集: + + 训练集_更近 + + 训练集: + + 训练集_更近 + + 距离拉近后,不同分布已经重合到了一起,同样进行十次训练,其结果如下 + + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 27 | 43.50% | + | 2 | 27 | 42.25% | + | 3 | 21 | 41.86% | + | 4 | 29 | 43.25% | + | 5 | 17 | 43.63% | + | 6 | 29 | 42.75% | + | 7 | 27 | 41.38% | + | 8 | 29 | 40.00% | + | 9 | 23 | 44.13% | + | 10 | 27 | 41.88% | + | **均值** | **25.6** | **42.46%** | + + 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 + + + +2. #### 扩大分布之间的相对距离 + + 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + + 训练集: + + 训练集_更远 + + 测试集: + + 测试集_更远 + + 距离放大后,不同分布之间没有重合,实验结果显示分类正确率为100%,k值均取1 + + +由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 + +### 2、分布的方差 +在保持原分布$$\mu$$不变的情况下,笔者修改了分布的方差进行实验。 +1. #### 缩小方差 + 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: + 训练集: + + 训练集_更聚集 + + 测试集: + + 测试集_更聚集 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 13 | 99.63% | + | 2 | 9 | 99.50% | + | 3 | 3 | 99.50% | + | 4 | 9 | 100.00% | + | 5 | 5 | 99.38% | + | 6 | 19 | 99.00% | + | 7 | 7 | 99.38% | + | 8 | 3 | 98.75% | + | 9 | 17 | 99.75% | + | 10 | 9 | 98.63% | + | **均值** | **9.4** | **99.35%** | + 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 +2. #### 增大方差 + + 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 训练集: + + 训练集_更分散 + + 测试集: + + 测试集_更分散 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 17 | 84.50% | + | 2 | 19 | 82.50% | + | 3 | 21 | 83.50% | + | 4 | 19 | 84.63% | + | 5 | 15 | 85.88% | + | 6 | 7 | 81.13% | + | 7 | 15 | 83.38% | + | 8 | 13 | 82.63% | + | 9 | 23 | 84.75% | + | 10 | 29 | 83.50% | + | **均值** | **17.8** | **83.64%** | + 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 + + +总而言之,数据集分布的离散程度会影响分类器的准确率,同一分布的数据越集中,分类准确率越高,反之越低。数据越分散,相当于不同的数据之间重合的可能性越高,因此更难进行准确地分类。 +### 3、数据的数量 +将每个标签下数据的数量降低为原来的1/10、扩大为原来的2倍,分别进行10次实验,实验结果如下: + +| 序号 | k(数量减少) | Acc(数量减少) | k(数量增大) | Acc(数量增大) | +| -------- | ------------- | --------------- | ------------- | --------------- | +| 1 | 15 | 95.00% | 5 | 94.69% | +| 2 | 1 | 95.00% | 25 | 94.50% | +| 3 | 5 | 92.50% | 13 | 93.88% | +| 4 | 3 | 93.75% | 21 | 93.56% | +| 5 | 27 | 98.75% | 15 | 94.88% | +| 6 | 19 | 93.75% | 23 | 94.06% | +| 7 | 3 | 96.25% | 29 | 94.50% | +| 8 | 5 | 93.75% | 13 | 94.63% | +| 9 | 3 | 90.00% | 17 | 93.63% | +| 10 | 11 | 98.75% | 15 | 95.19% | +| **均值** | **9.2** | **94.75%** | **17.6** | **94.35%** | + +可见,在一定范围内,数量的改变并不能影响模型的准确率,但是通过实验发现当样本数量增大时,KNN模型的速度会变慢。 + +### 4、样本距离计算方式 + +下面,笔者分别采用以下距离进行实验: + +曼哈顿距离(L1范数): +$$ +L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}| +\tag{1} +$$ +欧氏距离(L2范数): +$$ +L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} +\tag{2} +$$ +切比雪夫距离(L∞范数): +$$ +L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| +\tag{3} +$$ +此外,笔者还引入了高斯核函数$$K(x_i,x_j)$$,将原始样本$$x_i$$映射入新的特征空间变为$$\phi(x_i)$$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$$D(x_i,x_j)$$可以通过核函数隐式地获得: +$$ +\begin{align} +D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ +&=K(x_i, x_i) - 2K(x_i,x_j) + K(x_j,x_j) +\end{align} +$$ +这三种距离的控制主要通过`dis_function()`函数实现: + +```python +def dis_function(x, y, mode='L2'): + d = y.shape[1] + x = x.reshape(1, -1) + y = y.reshape(-1, d) + if mode == 'L2': + return np.linalg.norm(x - y, axis=1) + elif mode == 'L1': + return np.linalg.norm(x - y, axis=1, ord=1) + elif mode == 'L_inf': + return np.linalg.norm(x - y, axis=1, ord=np.inf) + elif mode == 'Gaussian': + gamma = 1e-3 + var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) + return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) +``` + +为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$$\Sigma$$扩大为原来的两倍,实验结果如下: + +| 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | +| -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | +| 1 | 23 | 84.25% | 17 | 84.50% | 15 | 83.88% | 17 | 84.50% | +| 2 | 19 | 82.63% | 19 | 82.50% | 15 | 82.38% | 19 | 82.50% | +| 3 | 21 | 83.23% | 21 | 83.50% | 15 | 83.63% | 21 | 83.50% | +| 4 | 19 | 85.25% | 19 | 84.63% | 21 | 85.00% | 19 | 84.63% | +| 5 | 13 | 85.50% | 15 | 85.88% | 23 | 85.88% | 15 | 85.88% | +| 6 | 21 | 82.75% | 7 | 81.13% | 13 | 83.13% | 7 | 81.13% | +| 7 | 13 | 83.38% | 15 | 83.38% | 19 | 84.13% | 15 | 83.38% | +| 8 | 11 | 82.87% | 13 | 82.63% | 17 | 82.26% | 13 | 82.63% | +| 9 | 21 | 84.63% | 23 | 84.75% | 9 | 83.63% | 23 | 84.75% | +| 10 | 27 | 84.00% | 29 | 83.50% | 23 | 83.38% | 29 | 83.50% | +| **均值** | **18.8** | **83.89%** | **17.8** | **83.64%** | **17.0** | **83.72%** | **17.8** | **83.64%** | + +可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 + +### 5、归一化 + +下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: + +| 序号 | k_without_normalization | Acc_without_normalization | k_with_normalization | Acc_with_normalization | +| -------- | ----------------------- | ------------------------- | -------------------- | ---------------------- | +| 1 | 5 | 93.50% | 5 | 93.63% | +| 2 | 25 | 94.63% | 29 | 95.00% | +| 3 | 27 | 94.50% | 25 | 94.13% | +| 4 | 9 | 95.50% | 19 | 96.38% | +| 5 | 25 | 94.50% | 23 | 94.63% | +| 6 | 9 | 94.88% | 9 | 94.75% | +| 7 | 9 | 93.13% | 9 | 93.50% | +| 8 | 19 | 93.25% | 21 | 93.13% | +| 9 | 5 | 95.50% | 9 | 94.75% | +| 10 | 17 | 93.25% | 19 | 92.63% | +| **均值** | **18.8** | **94.26%** | **16.8** | **94.23%** | + +从现有的实验结果来看,标准化并不能明显地提升KNN分类器的准确率,其是否有效还需要进一步的探究。 + +## 五、代码使用方式 + +```bash +python source.py g # 生成数据集 +python source.py d # 展示数据集 +python source.py # 训练和测试 +``` \ No newline at end of file diff --git a/assignment-1/submission/16300110008/source.py b/assignment-1/submission/16300110008/source.py new file mode 100644 index 0000000..712d251 --- /dev/null +++ b/assignment-1/submission/16300110008/source.py @@ -0,0 +1,244 @@ +import numpy as np +import matplotlib.pyplot as plt +import random +import sys + +NUM_OF_LABELS = 4 +DIMENSION = 2 +# 用来控制数据集的样本个数 +NUM_BASIS = 200 + + + +def set_random_seed(seed): + np.random.seed(seed) + random.seed(seed) + + +def dis_function(x, y, mode='L2'): + d = y.shape[1] + x = x.reshape(1, -1) + y = y.reshape(-1, d) + if mode == 'L2': + return np.linalg.norm(x - y, axis=1) + elif mode == 'L1': + return np.linalg.norm(x - y, axis=1, ord=1) + elif mode == 'L_inf': + return np.linalg.norm(x - y, axis=1, ord=np.inf) + elif mode == 'Gaussian': + gamma = 1e-3 + var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) + return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) + + + +class KNN: + + def __init__(self): + self.k = 1 + self.data = None + self.label = None + self.mean = 0 + self.std = 0 + + def fit(self, train_data, train_label): + n, d = train_data.shape + acc_best = 0 + k_best = self.k + k_max = min(30, int(n * 0.8)) + + # 归一化 + self.mean = np.mean(train_data, axis=0) + self.std = np.std(train_data, axis=0) + train_data = (train_data - self.mean) / self.std + + idx = np.arange(n) + np.random.shuffle(idx) + + train_data = train_data[idx] + train_label = train_label[idx] + + acc_best = 0 + k_best = 0 + + for j in range(5): + val_start_point = int(n * j * .2) + val_end_point = int(n * (j + 1) * .2) + + temp_val_data = train_data[ + val_start_point: val_end_point, : + ] + temp_val_label = train_label[ + val_start_point: val_end_point + ] + + temp_train_data = np.vstack( + [ + train_data[:val_start_point, :], + train_data[val_end_point:, :] + ] + ) + + temp_train_label = np.concatenate( + [ + train_label[:val_start_point], + train_label[val_end_point:] + ] + ) + + # temp_train_data, temp_val_data = train_data[:int( + # n * 0.8), :], train_data[int(n * 0.8):, :] + # temp_train_label, temp_val_label = train_label[:int( + # n * 0.8)], train_label[int(n * 0.8):] + self.data = temp_train_data + self.label = temp_train_label + + for i in range(1, k_max, 2): + self.k = i + res = self.predict(temp_val_data, normalization=False) + acc = np.mean(np.equal(res, temp_val_label)) + # print(i, acc) + if acc > acc_best: + acc_best = acc + k_best = i + # print(acc_best, k_best) + self.k = k_best + # print(f'j={j}') + self.data = train_data + self.label = train_label + + def predict(self, test_data, normalization=True, mode='Gaussian'): + n, d = test_data.shape + if normalization: + test_data = (test_data - self.mean) / self.std + res = [] + for i in range(n): + temp = test_data[i, :] + # dis = np.linalg.norm(temp - self.data, axis=1) # 使用欧式距离 + # 使用核函数 + dis = dis_function(temp, self.data, mode=mode) + idx = np.argpartition(dis, self.k)[:self.k] + # print(self.data[idx], self.label[idx], np.argmax(np.bincount(self.label[idx]))) + res.append(np.argmax(np.bincount(self.label[idx]))) + return np.array(res) + + +def generate_cov(dimension): + # 用于生成随机的数据集 + A = np.abs(np.random.randn(dimension, dimension)) + B = np.dot(A, A.T) + return B + + +def generate(): + global NUM_OF_LABELS + global DIMENSION + # 通过控制系数调整mean和cov + mean = [(13 * 1, 4 * 1), (1 * 1, 14 * 1), (-8 * 1, -3 * 1), (-15 * 1, 10 * 1)] + # mean = [tuple(np.random.randn(DIMENSION,) * mean_factor) + # for i in range(NUM_OF_LABELS)] + + cov = [ + np.array([[35, 0], [0, 23]]) * 1, + np.array([[12, 1], [1, 35]]) * 1, + np.array([[33, 5], [5, 9]]) * 1, + np.array([[25, 6], [6, 18]]) * 1, + ] + # cov = [ + # generate_cov(DIMENSION) * cov_factor for i in range(NUM_OF_LABELS) + # ] + dataset = [None] * NUM_OF_LABELS + data_num = [] + num_of_examples = 0 + for i in range(NUM_OF_LABELS): + data_num.append((i + 1) * 2 * NUM_BASIS) + num_of_examples += (i + 1) * 2 * NUM_BASIS + dataset[i] = np.random.multivariate_normal( + mean[i], cov[i], ((i + 1) * 2 * NUM_BASIS, )) + # print(data_num) + idx = np.arange(num_of_examples) + np.random.shuffle(idx) + data = np.concatenate([item for item in dataset]) + label = np.concatenate( + # [ + # np.zeros((data_num[0],), dtype=int), + # np.ones((data_num[1],), dtype=int), + # np.ones((data_num[2],), dtype=int) * 2, + # np.ones((data_num[3],), dtype=int) * 3 + # ] + [np.ones((data_num[i],), dtype=int) * i for i in range(NUM_OF_LABELS)] + ) + + data = data[idx] + label = label[idx] + + train_data, test_data = data[:int( + num_of_examples * 0.8), :], data[int(num_of_examples * 0.8):, :] + train_label, test_label = label[:int( + num_of_examples * 0.8)], label[int(num_of_examples * 0.8):] + + np.save( + 'data.npy', + ( + (train_data, train_label), + (test_data, test_label) + ) + ) + + +def read(): + (train_data, train_label), (test_data, test_label) = np.load( + 'data.npy', allow_pickle=True) + return (train_data, train_label), (test_data, test_label) + + +def display(data, label, name): + global NUM_OF_LABELS + datas = [[] for i in range(NUM_OF_LABELS)] + for i in range(len(data)): + datas[label[i]].append(data[i]) + + for each in datas: + each = np.array(each) + plt.scatter(each[:, 0], each[:, 1]) + plt.savefig(f'img/{name}') + plt.show() + +def experiment(): + generate() + data = read() + train_data, train_label = data[0][0], data[0][1] + test_data, test_label = data[1][0], data[1][1] + # display(train_data, train_label, 'train_divide') + # display(test_data, test_label, 'test_divide') + model = KNN() + model.fit(train_data, train_label) + res = model.predict(test_data, normalization=True) + acc = np.mean(np.equal(res, test_label)) + print(model.k) + print("acc =", acc) + return model.k, acc, compute_index(res, test_label) + +def compute_index(res, label): + res_bin = np.bincount(res) + label_bin = np.bincount(label) + return res_bin, label_bin + + +if __name__ == '__main__': + + if len(sys.argv) > 1 and sys.argv[1] == "g": + generate() + elif len(sys.argv) > 1 and sys.argv[1] == "d": + (train_data, train_label), (test_data, test_label) = read() + display(train_data, train_label, 'train') + display(test_data, test_label, 'test') + else: + (train_data, train_label), (test_data, test_label) = read() + + model = KNN() + model.fit(train_data, train_label) + res = model.predict(test_data) + print("acc =",np.mean(np.equal(res, test_label))) + + -- Gitee From 31220eb38b7f5391807e87d057e7e89a6a92dd59 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:17:04 +0800 Subject: [PATCH 03/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/.keep?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assignment-1/submission/16300110008/.keep diff --git a/assignment-1/submission/16300110008/.keep b/assignment-1/submission/16300110008/.keep deleted file mode 100644 index e69de29..0000000 -- Gitee From 3a753daee9f353a283b3b00fc19994405e49d59f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:17:10 +0800 Subject: [PATCH 04/23] =?UTF-8?q?=E6=96=B0=E5=BB=BA=20img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep new file mode 100644 index 0000000..e69de29 -- Gitee From d52253244dab0208f448fe45c6fd5d0324bc7134 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:17:27 +0800 Subject: [PATCH 05/23] =?UTF-8?q?=E5=9B=BE=E7=89=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../submission/16300110008/img/img/test.png | Bin 0 -> 44575 bytes .../16300110008/img/img/test_close.png | Bin 0 -> 52847 bytes .../16300110008/img/img/test_divide.png | Bin 0 -> 52542 bytes .../submission/16300110008/img/img/test_far.png | Bin 0 -> 32335 bytes .../16300110008/img/img/test_gather.png | Bin 0 -> 37809 bytes .../submission/16300110008/img/img/train.png | Bin 0 -> 46509 bytes .../16300110008/img/img/train_close.png | Bin 0 -> 58475 bytes .../16300110008/img/img/train_divide.png | Bin 0 -> 56336 bytes .../16300110008/img/img/train_far.png | Bin 0 -> 33049 bytes .../16300110008/img/img/train_gather.png | Bin 0 -> 43581 bytes 10 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/img/img/test.png create mode 100644 assignment-1/submission/16300110008/img/img/test_close.png create mode 100644 assignment-1/submission/16300110008/img/img/test_divide.png create mode 100644 assignment-1/submission/16300110008/img/img/test_far.png create mode 100644 assignment-1/submission/16300110008/img/img/test_gather.png create mode 100644 assignment-1/submission/16300110008/img/img/train.png create mode 100644 assignment-1/submission/16300110008/img/img/train_close.png create mode 100644 assignment-1/submission/16300110008/img/img/train_divide.png create mode 100644 assignment-1/submission/16300110008/img/img/train_far.png create mode 100644 assignment-1/submission/16300110008/img/img/train_gather.png diff --git a/assignment-1/submission/16300110008/img/img/test.png b/assignment-1/submission/16300110008/img/img/test.png new file mode 100644 index 0000000000000000000000000000000000000000..d134664a436ac258eae767ab0245d0a6af0753fe GIT binary patch literal 44575 zcmeGDRZtvn^fd|(gS)#+kOU1b0fGz=+}(9>2=4Bl1PE@yU4l!10D<7{?(PIV&F}xd zZ+%r?ox5{$s?NpK^z?N1BfX!!*V=nMkxB|u=qMy8AP@*$Mp{Az1Of+uKrm}a2*4Tc z@ue-`i{C|3%SF|}!o}U#*&HNq?BZza;9?6kp>i{K{tR`n=Vaw%3|*KAMPPUF#m_ir|+T>R?wyAR6hy=x*0WU6=cn<)~Fyeh?K^ zI@?f@ko-yzElQ1;U@9(#Q!Cgh!c%v|(Qj#C8E#kWz$qjdPDT*&>z@;7D57G(e+gW{-~`|gYP#W^|L>Cj_svU; z+dELU#|CnSQy=lb(2%%+0Yy}F^!Z8aDZ;9Qt!?jAiR$~8CeV#w(F?Ss==7tGeqj#yFwpC8HVbLT>thlJ;~s<Ur7k_{EQZDG?Cj1) zJA5BD9+CfB$45o_s9n;Jej;gUX^u16mbv2L7+S4vc4zIGg6<}#EA7C9%q)q#d-pE& z#C+j@n*HXc3(IFS!>s3X{(En^mG|J_;C1?qmRnr48m#g4SPAW$))C~gg~>xhLje=& zVQE|n+So8zM|kaZNW#xgt@r`ozI|&tX*pEV&_GBT3gsN(gDumj=$0hZhXZ-+<%X|0 z@;Uy-*USM1VA>b+YcpOXYfByX_4eNE`U{wP(yCch;J$?gox)(i{Uq>!vsa-Su+skx z>VJErIH04znPY-Z%(+V@#{%%)5yE{2EMLYS1AOWN^p7yWpLUVt4lwU5K`XHRhC_!i zG5R31CN9rInvi;?R4_fz+3vW;fRrj!LVwU23u;@(X2n){G}gqMEhA zE^dph|*KHJmv-`kcu|ptZK>Nu=j!cdR9tvP!zTn`gs6*NQ3_F{H@e)6H^yG3nN@*G`JfpA%F&BdmRJd~9f==$eD? z3XuKM$SQ_ZgIySaOf6yDuiG^=8yYPFI!lH(SUuNpo{>bN<`I8=HKJ62 zS&b32*Lk!fdz}&(Ft>kVVkf&MCi$Ij*GYUpl_C10ys-?D3{^P{5SggP&Wv~6 zysAeMu#(J({^!iG&90lye`mn;x-fhWD?(`G0(ii>W_et6P-OpG5>$!NAn%Hw?_ObWtGu1+@Zs)sKGVIs1e6PO5cpp!8LKYtQ{ zl(e*nZthoKp52*sf1&{%0+(K{i}LvlacgU z+Reuo!AMiYHxU)UOA~`jFw@p}&@9&HFdxKgdpK#myW5O+>PBX;vcG+PI5hoz!%7lR7z#2suf5itnb`^It=M)bv=ty8bx{z#pm>Df~udYYX6A z^}&6$NH#V^5D*<*j^?me{a-#9c&x+6kn&>ax48V$H1rK!v~NWR;*{_R-)0P5RaSyq zm`TmWg)35lfVxU{jZQfoYT3AaooiTtQwj%l2-1YT4d{)`^55%u%k19;GGD44R)zIG z4|C6T_zE5z9s*H}?Q!(w5!3JGVHLH=O528rR`S_b7bq5~X)2|AsZ@_!*p3`Y`syrA2)$y-HE6Z>1%xYEVle0m(EnTg=k&?a z8s0ZbQ+X`0z{%K&lh_<&YPu4}#PR{IN}N9n=gH5{QQ;dulW!wtyP zh5xxz4`ZS~VpK`nw@^y)b0s(|7O?7+`1mQTn?D{AOw$AH(`XT-1?Ynel^hJNm~>lp zS)e#EWldM{0M@+#)0o5r)G5OI=d0Jonc+E%8Szwzv81tph90ufVS zF1e4289<>pnvjj4<;3#SO149as03Sy8(L=MU?^(AfG*Sd) zRZ`pq9R6zca!t~JY=mW^lhyEi=_PF?<^5XkZg6`xd+9X>4#Offf=ft%qk8ZuZt|zd z;qj14hLI8b{dAci=*2bp>lk@ingA?<*~Cm0b>#!I7{u~Ph=g~;yiy*?7`RVj>}-Bl z`PH!!vutl$-5p)_vP97#R7fXJ-H)F3^#}e)f$M9BN}ewOH@1=R;(b1ztU`N~KbMMN zc^xT82ZN&CRdAvYh(7Fgg6!wyM!oWZvu6HxJYFSBKaHZ3;`~BG>WzW;ECV85ZkcZ( zhXw=D?YwR?n}pQr4t(#s(ark(C!^hXRYC$65I_>(57qz7prlFU+vU3Iml-GwHqipw#9NeQ_fZpA zY43iyx0*w$Y*Bd8|8qGEZ9oWJMB9YQm5&F<`=xbg3tA)T2TB7u$}SgCF3I#s^`b-G zAhnqPuKpU1Eh>g1Z2)C*mWtn@OK_2N=?Mi+}<{Q>M<^T%aq$ z%?!h=+twN~pU}|QDhK-GFeu$bUC&nf^ZEk#__?ONH6H>oyxBQS*!o6qi zPxy)tX+YnYyLNfujpWWyr#cdRg^x(|^FGvwCnc=A<-aU&m(SClGt9xG6&FTHjeuLO zR8MQs@l!He;Qex;e7$jcVmj-W=>RSWN+q7{Bk8zN6gm_Q9s7ju&J6PD4{*Ju^k=D( z%K7Qo^#f*|s9BLQcM(Tyf&dtd&UzD1Uc!6VoWv}zRTjh!Pkr-Wh~V+=&-O6FzHlu! z9D@VRYISkcA#`~6Ae;%5{s!zd4{|FruBIP(;0K3HgwuoRNd1J35(e|)=uWEl)$7Vc z-iX#Q8MGk<_<(12xcR5#^wPFRPepa716VWFgDsANpJC4CE#T$--vu#WTqj$s zRg{1!yVyK7A`(A`B-953gL&;+(wKl!gHAgDKDyoo9#=u8p76oLQYM1gBzgJ!064^e zfRK>`Hy0+-L#6}Yl6NG=lB~dX75PW{Jz1&S?oI{?2Za={#DH*cJ_^L!L?8Jad+ZpI zJ(=h(=!J(&1p+4f*>4k47H^dOIjIRjO!__GGbBRI;%#KZ;3IW*-;rT-`L|V;w<}60 zABgI{eLHms(ru?QErngaESbw#ZNh%<9OoARG;z!WFZ6!{Nhas!B1%+?@?=w3_m-MD zE1Nb@)YPi!!{`Ws$(!SDf%9fi=nWJ+=~{`zt+8>D(Q8#~5HJ+~O_|WEFb9`A6^P&$ zVTDjzhQT%O>hAf$3Pv0W+6i`iy1z~paDB^TzZ7x1;*HrKM=lP9G6C@*cyY;X(az)H zxbYm|R7Svce2!}%zx&B-dZ%f+Wf@>(_PaJyeNKBJ@*Eomh-rUYS~DuUQXiO}k*N1M zQBKx=1;1h{AUHcc|J%(6&<8*cdS2t(yQ(%E(Al#4>U#a8LQfbvDZ5E8Qje+gSG1Zh zX0dr?tM$adV7S^1Pk+cRo=V_#VqW+QLwYRJ$DOAFVs;sZWDoM1L%%lql^@Ywxps09)w3g00s%aJboqe0;37TejyNCmZ8NxGwe%JUuxcNMu_j8b2&XjAX3j2DUSys);VoRGq_V4T#8f2}!TcyT{ z-8vv9QVh&0Rx6c3l^>$fL{TJ06v!#PZ;!GR1M{c*7N52h)(TL;ZY&slqfTie^A zPtFy{q7t1UVQgffSVmr3p>Mi z1X%*s*fCoo2bqf+Di5HaTIS8yHc1`Y0&iFSDSaPq(7j*E>qf-FG03akju+N!1l>=1 z0UoZbrXpEr5n6H5D-jU*^wjLYND*pQ4V%LZf6N_}>_5x4-= zQ&ujtwS?$FXx?_vG@{O6g41Xm$Jo#(hF+082mM%$9<7+P9<-5Z4On3tp@arq=?)!{ zOG`^e`q@LUx54SAqSQjXw(0Z%=SLBZ0e%K^;a6Uxz1;wepal*N_85~w9GDnF9Ha9BwGGk z|L{9}{)mDGBRK-&u1T=PHeSiGqR=@U$Y^UI(YQ+F;ixW^3yK3;%MGUp>RIo?*VGFH z(g!iboCxtE&mKXVpB7L*NwBF*F+t@+Bu3CAmEP&ww_#^SMYABYz2kPX##K7{=@sc+ z7d@>btgJlaNaSIza>e7d@gC<*((Q$7;AR-PtdUB8fNbEGez1cgY{#Sb)dS6S=y`7x zh#`dTt6L^m;~_sn1T-)*(q|g~A*{6Y?bPh-CV=W^%U@_EFzcZ5%1&RVJ4FQ0c~3=B z(8Qt28^R8=)-2ifUJci~6AyvvbvZ1o)b=%b5*HUO;hkBF{wkbvm_-abI)dlCK?a&IyP;i#A*9`dk$nmq^L7JQnnm`JB+U3BhV{en?0 z7So_WYy4uh&r|7K&9GKE09~l-H(899h4u>N70Ih`^*JLKNE&*7=zP+Cmq{A^I(@HM zQQIzC2{sMv0x24_AH!3ErHPt4C_-&~I-(?8tw@n0S|rSPc*+Ek+D`kop{RchdIEjZ z^Fn`EEt~utqH3`S8W_!MMd0Q-U^2yD3rPqOg^`Xx*NWWJ#{UTEZS5PW#H-Vptua8+ z)^h0sIw_^3XB}CMjQY-6u0$M9{7~9mAX>Cm_fmsX~1*AwpAh^y2 zOh;sCW7CPX*&H3oag@1|mr+cV?{SrG*DVCzFFUWzDOV`s-q{>IcDY%XObzgNd?In} z#jCmOKYA&r4KS7Y6LvzX2t2JO)@>19PC9S=y(-UpMGc9B!=&?M0l(?EBL4Xv1o3^d zzsx+e0>Nlac&R_hQ|~Ywf3Jf56(1H_?ozOqK2(*ePZI*Y+Qhv{j?Y7O)2QqSo zPFH?pW||-HZ4k(~9#KS+VFaSE3GF9|D!)qtF53k-&;YS8T4vb%;SYw|IFEvqK)AW4 zVk2!A>*yKHpIcZ89~ z2O8+GJ=PT#Bx2GNK=kglIGCwK$2ADg_E9MooUz|XG(f;H+RPJMlCU)U5|%8AjqU1+ z7)LpTV)+Q3yMsfUEQDo6zk>_Y`MpO2gG+&MA3L=w$Lm_=v^3@lCI6zq7E(Zm7f>*4 z^!qdGc<%za4R0Q|n?*cv6@~@N293aQ%v(-VyNN$0TbEy*L{Cj>T7I)W^~TNDuv0yY z-A?1S>oj~JM}_s5`UmP$QUo#_Z-Ix&8%=*^O{AL$;Ga*G=jeaCVn>*nmOqFAVlzaI zX(Q!(!ML2E5AQ_OcrmbDq@sqZg9h$lAc}csUhR&}djE?}*QQL`k4Kd zEiPF&hY4w)QPB?_{D*3befsl}X6+Ux8j+;PMLbm5kuvkX>FC3X!r98^9Z!UG{f z=I*(!j~av;QW8Sba3#2AM5P78MjcSPQr8F>p8>w*7Rx$*0?kOVT^Dq5jFeqj<4`r_ z+`?uG{EwE5Ug~hP)W<}^o!`OqObU5@Y4ac7x0p6mt3+F=YyC@4SAOb_E`Hg=pB(&24sgoxeEI_Te=i}6SdYh0~k_o}jM9OQVXjl*$*?kit0jxxoG&7G8?Ki~B zHP%`slJz7kZ7bMkAA~;^@M43=k|lAtYSn=*G?inXl>5qj`e*@&7@_4lT}lG zt1(K4pA~X=s?AQ$b$%_K^!E?@J{>qE{`uDyl7PerlKEsxUz&Wxx^CvuUuw)_ZQby> z*<_qX?dkY?>TJ5>x&7}`R_BS(Eq1nNkm)(o+b*|C(8`^w%a+61w}UFo?`EU-0Ki2+ z5lxzifK2O@mgQN)f7xy?nk7#M=pcYN;>x7Cak(27nvWdpF(jUCsj!*O*}ET4;3DxL zg|y~DmkyHfbAA2!hL;o|;iu@qL-Vc{&p@m7agsfr*eeo>;zY9|HtJ)F|5}ikzUYhZ z30y2Jin+~7hWWg_(146xVv$#MN3Xi_!R|`?JEO+D$S}vDed`S~ z`kmD%2?knH88m1GIa->a4Us%%8~ARBio;MsOgcThE>_B)Fl(=9mURlKwE@7dc4KSYx4s66kap(j#0T zh`$MQNLY^kotc0laK5N0U~GjU41abf@q}r4Jn-s)5UN_N3Z^h9DD9EF9}?AI9aCd) zE7zJ~6lj(pB+uWiGK4p1{dI>$YY*lThFO=PVPf|*+rD}K*Vh|y(3&*3%GKT6^d|I^myYVn^n&+$A^KUX>+Uh z?c8mC*o*yv-xi11&F5#>&k;e}4Y8@Uw(m6TXKkLT3!ZxL*rAgJQMXwXVbB?+B(=I? zbyH+eD`HRjD2x4{=<6ezs*z_v!GLYdsomg{#XM~OO8%n|pU=RgVcBav}WDV5U z*U1v*KD{@?1^1#^yIOzeH+jf%<`}y+GwPugtyBIS_KRfNniS>|>(iTyPqO2lThfmYL5XKJk)r9tiKgW7meceQ z^kIe7!B0I?O-pkjrzx%L6e`he1_GGJRWDADotiHcj2*;`Px<#hTU@P!tRh6_F}cY8 zO33Ep63+{7x!8misOd>XQLtcpP2CZOIu-;d>AL%0>3%}bGuRB(V5m2FGWkl6!Tpy& z=3TTLq()lV{%6G^_5=m+lISq3klCax=vziJ^A}xhG>7x>4ciA?-Gx3^SIfsx&=^EO z>d9P9UKrrJny2q+*gf=K&d05+Y1nsmP+Z#{YL#oILzDCSPmLi`luP1m0}oEdO?x%s zAz(gxk_y+12oecV{XI#YUdFw`NZoi5v%Iw%dis1VGp$uI7kBggwx7zfe%+fWTHRPl zmDQ-JSn21L2C@42veoVz5@b!A7)P0W*nsWA75NgmE-xt86-zAsm7`GBy}kWmn!xL) zXB0eOZ-^VD-ixaIHHuAdC(PK^1I4ON9=+O9?zm9I4K=sQPACJo_ zWWo<_kz+tMWc{aWzomEkRwF5 z_G5c||ATIto=xP|lWqzh>kNN}vE!*t>^6s$YCmSq6(2uCQHjzYY146EdS$4tVCZzt z{te@?Qo9Th*>8&Aj>F&fUJfongljL}B&(yW5aAMr16hgH}hH>8d0 zyT6;3P08zrjZPTr3WaBp&&6pxbclZbt5UTwOgfR3XJ<_NrZ!es|RLa;X6nAG}19 z=pHY#U(me$CkkW|=$MX1=W0y9)M+KDSQRP`4b{9fHs-l)f0};!`}YmThuKaxGV)}% zr`yncb=CU3!x?;kYR1e~v3>1MO2ood3`4uv%9475u&`zNKSXD^Kvm^;IueRPjGugo zDr^pZjq00L(4H1igQ9Hy+%?i+s)j`I_e*i`g%`x%O|~E9O>ZFtlas=qDPWR1x5cKVlj<(<%pg1@@Jmjz%qY}EAGfi8JAr~YtH#h$!!q#zT0@jqKN&Nqf+7^q2 z#;N@7!@3UnJ~w2`R&xO4$Uo|M$e*#AdH=iBi~Hu~M&s^nx6QZ@KK|UxqON?TXdq(eu8tO@WP;AMLt}sVRt(BKF94QfHC^J$Y>V%ST@~9# z+O%odbw-L!%>9>Lr?pn!ii?X;O!72c0XDQUhnw0f#+vra(YX{-O}JY+xC0P4IGz6{ zJhcDv?Hhc2|Cbzm><{GydYhj1`ewx3qayKXyV;n!`NTu7X`lHIb*_!?S}on!^=(7u z>7$jf&FMdo4t>Ru?>Ql(T(U$s(vKP`?#U(3bh7fcKWwG$maN#PqvbTZ&U1MvRTffT z#Z(%4hKuk!Zr$!OL@0rDIk#}r=Hrg#Z6lH|aFFW|y5D&pH%KPU!ZNmt7~Ni6myL6~ z>iGFJF9&{sz!*L+-;qH|w&=VcvBi#Zmr+EqXDW2V^YUo$@bK1vYJP9_^A&>&cE%^s zBk@Vf$_7(>9@oA!{zgWiGVqIgCys)}_Pa`_C+Z_NcT4}x>{JfG$y`_|jN352d=UqL zAZk?cTCu=K7~-L?N$fo*gD7U@ov8f$_`j&Kwm>cDLP5-$vi0AhX3SDFq6s~F@)N`s zg3bRRmw1%^#57_Aynb#K^xyUR-NN$k_cv9ESN%9AdK4^UR|ESfF`0x|PUzu4RzdA= znz&pRE&TENDJ-{l*oNX*I@=!#{}3#1t41ax+P*mQ=-n)D44c`?-$C%G)qYQ2ubPFk z{enh7?yz?4)$^P%hjkuam*y6;zeHaGluSTYMf|jRn&{~~$mE(Xf_3r)E8FjaX1SO@ zkcNMj%;V~8LfFYy-GwbBUTQOl-4n?Lw@Z~9} ziwq^AGk?14-Iu&ub-65YJ3YLQhkxN_hH?3_ksX8+)jpGb0J5w%2|uyB44*Gje!U1k zT}=XF9m^cUPCu2-zQUCZC-l*-4^Pj=@(D!Xh1TbrOCahol*T^_vC zzT5&H!>MxbXjdiL|HVN1e~)hh8cE|uoh(wsd_MXg zd5r{1jlRijx%NBmkeY(`*KrK*Q}`_J*vb4ZWO__@kY*N`l-t%quyGI79b?H!k8Y;( zou9#5`YzaXMVvfr;-uDpeEf(%udd`WMQ5CCR`41^N;(nAnkk$x1sdktx(5={O29WCZE{JN18w?g_`t_jW&) z{-~ir0Mz$!no4it$?GgCX0R5HC(ja(H&yRCtYCx843!uw z9j4%kS&|)Mlc?h#cOM_c5!mJJ49i^I(T4OwS}S0LoVSo(1w;RpnB7iSVu1r=K)b^S zoIh#1RIpuY!WMZvgPp0=j~-%eMSFU;k>KUVCow%V5(y~UfyDa3?%0FOL zU}#w_GgMe>cCUnr@4Xhs3_CI6g1|j?Llz@3wQ1O~Q8Vo?9sA0kmFJXXHMEOZp0oC< zi6|rr%BByt#cJ$$9FmY?lXYUN0gkj#%m+}oyk(TGQQ-$P%Pdd&5ur;tP}kM|q|?rK z%Z)7WlR!Wz_FB@GWoyS{$o6^vDjs^3Gu`dw#}lo~vbQ`tg6k|KZIH^c3<=(VCENDV zI5;qQlU{rFIMg%F8Tf(X^&t5Wp8WgwJz@8_bxZ4#@)#VOJZ0rmU5EL}Cfv=oxxA&L z;#smYQ@8M4@C&&svd(OqvxVr9q{*!9N=Uv5hMg5!MQuFJ6CRWckjp^%Q27w}WR=ho z1vtut11v25T9YdtFU39jfRGf&Av)gm_Onkb&0;3oY-=+8*fsMTgGSI{nna7{^oLGkJZn0VLW7x6gb|I$<1L@+Th&j`8k zg@2sO6850Mzv_&8-zFtQ5Q4;i5es!_q-n2tSo|%FB@q`JMJ+ZI@8K>R+wLPxobK$b zL{gV1n*0{uj>|woF{uW}4$-h@>se}a2WSPyPb4FDl)~v$6Wrzx0WY37#Ue;#j~I83 ziT_M9&QaI?+Vs#mLC~22x~M>mctwJ7w1`LH^t6NiWnA$aBMr43oNy;G44qSVHNSWg zP)`(ESGLsIgOsZg5=3~AdtJy(wOy1No2k_IDP4MSTIQHMgN^H;)aSEa1{F3|zgO9( zk|50(PqUTda@x@fLNa)!h;IFoutIZfttj7CCdaQUM9l#7|@f4ORv#><(|7?M|9ubkL?SkAE;lz@n ziGz2w{=8$691SOw;#S>r+DnuQ70{BLOfBty$JYN0ZJamdsR--ij+tInYQ}K2nMI&? z(|a$RN`U}J;%-L#Pox!R#a%NG$Z#~tIVtz-Cnzmdp|T3r@z%0xPmyHTj_H?k6>dTP zB99(p#I!ATz`tYK6W#@pqYj^DlaBMzCUsw*AR1&AuWZ$vJkPkMLL*SlDd_-79FUWe z1JZLq>IiZyIMhRN<3=nLodhJ4T1L~u+mLa~DJ6acPuo{@d5o!G8w?R#rojt%Hb^w~ zYzNVbP=-@@;vt?i!M;{2E63lM{A72-F?Htv;X9$`EHWWvHqi5_U|R|NJA+v({tL9l=|q?I*TYgbP_++T82!`gs9rp``!zk!i`9%zZPRif=e=$ye1iK zaCbQPYbL&&{$i~~Ahu89Fz2xM&DvOgd>YSI9H|C_y4Cc!=McEgW3(Cm?kaI^hMqq_ zokIe5^v?5YH=;RE5(8;G(H&MdCAF>xS>CvgACMLTDuG^{Po}{dBn>}W-qHi_W;WMV zLHX-IL4=}l?YX9A_>W4vb6(qREy+;p5Y3O@J(AqdwE$y^s^m5Lm(g78aYn7i>PIBS zV;iGrJ$H&Kk^9vO53Bf#;L~8&Ds`R=w^xO(6a(V3tv`B`vrNvH*|)XNZRX+%#Dq_2 zxu@Aw`u8xCKM~W+{O(=4?ti0Qq0tq{cd@P!Nzby0uhVU|d&A#S5rXXKJ%cR_nEkIr;E7DWb%R=d-OO^11S7U%dG*+?Gv!DkD$fdN(dp z=Ih)zx31y*T3K46XV>d3WAx43UCvV3ot9=G=}<#p@(Sqo?;kNju|-Wt#t|?rKjvCz zYK1LUyn6;TF{ZP7H~_&^u8aE%fOfa z9-#IVR>_wJo3ZP@)vk4CuP}2ET~dinFNK} zU)?JzcDJ&5wMgR$YQjk*Dfh}dg9!hkNlet5_zp-1iojMOxty2ATB}-9vPd$h(+7hV zuD`a>Rr2@lrqrxI^mu$;^s~Kt2Apjl7ZP?LcR(+f1&NSeN(`_0S^4&NLLDgt(K$^v z97FT%^CzyDxQ4zKru`9Vl&V$&z}Ba(bT$H=9bD`@Og{Gb(I@MSTs)k_4`U3l+j%dQ zN+cT#3EoEwZQa<06x<%3YqG)q@SmuOfo?}x1_q`ePK?VN)MYbgv{AsE-|o|n?_N-V z3_5s}I^CbiVQQdn1)yW(1$V&U8({J;ZydMd_ zomASsa%WS-H0<(_0!qBsF^~$?hp5u!tpwIG_fIW>WKdknEX+e)$1Iwb!}52h_PjP@ zi@p4`S}vD=|nWv{{MIflVZ~Uh!kcm% zfTWhRSW&~#v$Py&K}h?})R}Jd#R5c5`zOAl9%l$m0v0(VXc8@PL4X#G@`fNbKvH#x zgLdc)pd7n(qhii{CM^V_qHAuQ?v>lc1({@CSITBj#UfifrcNT7R&;aq)QuxGa7k-&E#4tk2`n*uhG7Yy{6(}P!-0!!1<`8m1Gh+PP)p*ly z-<(9$&FJQ$s2gW$2`sHbVXu zMtY=J%S_BP&tl3g-x}Jmq(+pE;|RpQr-DUCZ5I*4S*|^Sq;0dqDVF`mM3}GBJSLa+ zU!J2v3b129g~&7wt`;iUo5YO)h0|DB8vZzN>9p2JU_$>i5yX}+{3M864e>QBqSc3$E*78Bm z%!MDHMcv?O&s78@Y$)u8rZa!yf%-lr%CqRe{0ld3&8bvC6zGiPw*;^!X;H#1v-S zWK>f>H0mE}y(KT|Vz%@d#YxA`x{^^2q$Yf0wx7>i-J6?kO{^3??GsQ4%m6ri=d3Q7#$6sfB zyVNpEavgm(f2UzKKh3P(2PDbR8X{Gto3DH-$0_}7aNy7xbhq4IeAnrJAXPP;r<(}$ zm$q=PQa$y6@`zu7agan(Y7M3|Pl3~#Xn_p;W`o>i|Ux>Rtb8%;O!$L@7GGnJNlsuC52)w&m#&oe&>j~xPN3ym@k(Dguk3FRa;X<48MdMNc= z;3`F)C2j{L#jQ&H{Fi05G(k6ixHbVMrA@+iB#=tZc@IX~!7;xA(YgkoSpFFtdc!pP zr`fQX-AKr8*fooUyC%<|4Jo`y8;pe_Q5Ud{z$FJH2YZw{^v-%5=U}&xkYx(j$e7dO z-PxVFn}^jC@m-F5ep!#V&uhHuNdFXH?$Ss-7s-sWyNSKzles(*&MfY zd^EZe&}6UhC;(5y@s5=YpretOu||DmoXd*m?lpA84(yB1U=thW-P6sJ0PeJlg~o4S)CH(NvzUwK6;H$em;k z>YP%Z1WWO?1L|tk#}~}IS?4vY*twf1S9!Cj#&z~;>*SGL{CJwELYv`2*M5wnI3NLl zvkg19{4LfH<2V+#bti|BH{r&7D;~=faM+;n1%dXd^6y-=->i)3Xu$8?udK|PmW?e& z!tQ!1xTpT62k(09edN<){ra>{vDlmaH50wL=GcY)r|d7C?4q1taF^(*FXoQO)0a_*|Bi3(Q77hHwk7^R#*wnG~h z-q}cR4}&C$ZJbdV`$O2_sOto9&8_e@(rmH)}u z=wHQ-gz5X{4F{MPQF6RV3(@JIG*toV38>BJsYe%*5ec@2uBG#RC@_V$%iqKf$D`h+ z$?)!eOWxQ6oWsF)%VWiHl}GplbDNDSSHm|gdY#a^;|gTqi5WVY*NpM)s3CAUwM; zgXkZ(J?^K59o zjyb#Hm=MKD$JX^Me%iAZ4KEP{G0E%!-{CWlSKOO(7~9Fgs(yE`UL#3X0`hwlG1=Te zgT@BMrr~3W<=G%@FB1n^e4z~*mId@88xCDR0wF1835&2zd~uT!NYu#T;Dl5NU2MjD zQT$lVjbeJ(iGLe!IkKd)Kqw^Qjs9bU3co)LUHGO)XxiHuI1gT3iLWx z=-tt0va({)<3p#?`6$@j87`2c(Slvr1K-6ZE~`;lmOq8Q!=wCH51^LMr~i+!=|sR| z)eE%)%hd8sJEo{U)d3cih3>)UjMXr=HQxOn3Z8s6s|CHm`vp-n$*FR5EONr4k7js( zPho}qXC9qEzlzNc@5Na(kML?CTi0k2`j96OoIv`t5YqgV*uvZTz{tRxB?v{dIU2}A zv$EF@h8hkia08AD*d#2Lnyq;TZXr)l>u0Zx<~F0?)0Et?!3-cerw zrkOAf1NSL!QmMX!!J<6m>TmD2Vl#l-)1HR(VR00g@a6F|ZdckD6rcppgA_K2p`QW(4QQb-(CA-~m=^pnRf<>v8`0N_?QlI5yGX4#nd zmxK}7O3AA9nKs`wY)G(uxViaipT(v5`4dP`) zMKbkUKndf{XIMV!>I00-XobGhG{2oVa1C1#CPuR-Q}xTR+i}PV5%;8iN!Z-wja1=$ zsw#n! z*pE^-jQ2LB)_iICne5+iJ6sEsPWvBxLr?uKV`qP56hWi{N#B>Ok~r8CAOMNzqGWhv z-8hxI5g4{nJ*L9SRT}O@&uz4#pvk+yLALTr>{OBd+xTMRBE##y! z(xp^ary9CjJ(wcBA;`F6`BIqDNg@8vm)XXrL$xv9C(VeMUmPi8-J9XtWM;WpU(|Dh(c z>PNk9MaA^LgYAnU4kj0LqY~6TdO17B7Nls)6ZWgYS;&1mk%6UYMtt&}6YTc(JWZZV zY&W`pBLtBGDT3oyqHAonZy0R0F9H=7I$o~lD5mnIH*LDm--0jl-y=~Ws4S-3*CgHU z@U-V^HPF=Mb^fcab12m|V{bG|eznv|+^4O4#iEaQH9f>wPBgomq=}qzHd1$lZ}${v zp%sq0{G5)N3o-(8w!Ej+9ie+CgAh-<{F!f|{rC}E#F?5Ei3M#xu~n1p%xRHj_@LwP z%rZDD9-HWTe*d;X;PFnN2D^5%=+IB@z61jTUXM;_>k(()`eljd92E_nbURDOgyAzjDNba{0$*P&HG3aQQD0 z#Gjqk%m+c4zeqk5d1d~x5R8%({Qj+SnpaiWjgCPt=v!@;7P{Tm77@ zW&(U4>-%>bwO@C_#RE$qzpahzRe?VX>Mu+<*_=MotlEHnkBs{YX5IVM69Ow zYGESaTCmX0%k7>mLsn5@ERp{$H<0tQ0V}rzaXOXw(3j+yj(F z#*@~xLHZLQh375PE3X@E7nFZ-^YZ`N{Ut85KGaZ3Zwf!8bN9tHMAbw+?0&rY$NUXF zWTk4ryCgwVCn^h*4H70O)LydGXcjH9=HVh8221(`I~IbrlzjeniF#ZVG+@h!2x#A& z(x%yI!bK$%SjcVPRIum>S~YC)hq52+z=N0DtoPSyU|TmMZNj=XQARO5_2$JA1vz8s zLg=D^!thLf8~62AoJV!j^2wUF_1|<}%+I?cv4;yPFymaA1T^|x&kH(S{x6idSLT-| z%cWI^l8N=g!D;==HLyI>s}co*u(T&;Q&rlgqvy0|>gwyMMl9JBBae@am%DM6S&=R7 ztJ5n?1v0(X^8wO$N@iC^@Bf!z0x-=`T))33XJjC%_YwI|HqsJl(~iQ913sn=5gGIK zKfgoY+GS|9dcNZMXao;tZpXQ0X|V|Mf*+vz!E)_7cHjG}wNZmA!gjCgPa9DiQp}hJ z;}J@i9lm0V>K|@}UeVZGvt&%Eq=@*hY0X^cb+L6F0e!I$Wm#AJ!JXb)!mxWFyYY`m zvd$tmc#*sfLOx0sTlxiZOJ#*CE85n<(rlT`~>7J9+ zK@pAbhXoZE7mMDW^o!r(_<@ED0|@eAx74*?G`NBe9h-w5qGk?% zA3kgUZ#hIgStYV}`*tzx!|Ipyr^~8PJ0-H_tT}@G0-H-OQ9&p(eBqY}i7g2`v!m)> z87zw;VPS?B^b>C(MeAdt^EpoZkJc@zbu$)Lw*x_4(M~hCPkn}4TNB;>r9sWQJxKx{>L02 zuvH~S%41{D|1Y}U0x0XK>mEfBLAtw3Qb4+q2I-Pkx;v#sy1To(OS(b2yFt3Uxrg`t z{@EOC@tPMl)M;NVUPFWfujNe zsWlpS2@VG{I#UJm^5wEA94KGo=zh@+Ch)qlrMc`=0}ad?&<1w_OMqd zzJigjQ+(ZOssTjqmm~mps6C`1i?bnsmgLm(N#$F1F9h##7iI55=b*ioQXmpK9=VJ)W4k?$`dqnL|N-oEjRE490Hyw~J=zNS`soLD-F3eP1~CrtY45eJl%0%QwiNQF|R-yF^D zbh-Bil5r`6eN(MiqKJJ;kZPz;mPYo>Oh8306IlUEsh1L|zhPPB{0Ab#lXT?LxAdE< z{t))8OFU$YMrC_~A5-^ZM|+<0ErSY#%siQ#ywQ+UIAU$0BBvMOW-8VX65-qSaKbCwv3U5UgTX`YQ zlou^d|H|NPHa#NJZLE3neDrcuYTWp5o61UDh&0b!9I>4@hYk6sqK|S!JKHgHOT$8E%Ar_u@Q9E*Unyh zVV?%0XLOt~{`{9qJ*qZ~w?-A0sXHIBR)G8y2F0r9gP1Y>-!1qK~pba#3lCfs`9a$H=j|8cTR zXa^_=WYKpID1RbXy6sI`^x>4ixP4Qlr>k!E|`fTgt1b*(?kN#XfA;VK8S%O6O2J~L>HLCVtyVOi-J zrKfIXq&JBpC38^m|svHy>QaZi{u!TU>De6j(Q=pFbi)V!! zV0ao(T+6l*0K#-AU|EEH{Z`plhxy=fMXUHw6BD29abehXb!%n{e{krNt%iB*U+6x> z@<)};^gVo&5mZRL1KtloGeieZdaRI*KwR!*)(}i{LYr*Z=oH#H`N&8~YA}wiEg~@>;wcc#CuD}oP06wI(gY+yOnlZ>sWcxq_xgL* z33)3h0%gz-{0Dq)XjpWCwX$NQ&bHYFQT^GBgA4DgG%J$}dE!&Jkgy;3! zagi$)s#DaK#J>-ly=50vAjtDtq&|}xpASXF`S6H*)^7F0`C`Nmcl!ocxD4o*runtK z1A}ja-<)XZ+F4-K3_y9$svdasSM4Wo3IUnxUaf>Rk_xGqE~zw!X+bREFw-?8a7pm8 zH{BqeOo0Ws`EHvdf(wII5Frwe*UHT^?o+v=-^0tlD+rHg9_yW(_HHLH+GosL*M-?@ zsk4d-O9;Q}pr=xIbtp!8NfaAtj7X>XwKS^ZS&F=E_%JEs`2~>j<2Oml{Qke z_R_d~9k3k}Ptt0QoAJ%P0Fci6v%Qe_*ZpsSd`kh#n^SuW9{A)^Tv0q>`PkL^Zc;cl zdvd(Bi$Uju!OzPUEB96KPNBT?6vD($uo9%15dR$k18M1(q?^ar0nm7O1=Kk1o`oqZ zy$UPt5%A>NJlr4oe4tV+*&Bg274Z?UOAijBTT+abz)NM#Q&%ly3Pq-nbUOYoS+mS` zt-=nX0@Fn4YqfOfoeHl;3+w zdvEi;lSr^gy{T6eo+yeVOtBFS4B67+!DKB5=>>MCiN)VNpYpo*&_r&?u@^h}DYuYb z-svy+zC4uO|Z zXm~IIH_Pze&6@*EAQr>%6NVAp2}Xq8w;Iu3@aMVU{IK6FHxc1VMb$2`ArTZxZz_TYA?a z^lNBg7}bZ1eLOZa97qpTA|bo+W3@IU=LeNvkfJ%9(^(!m*dZ>}aNO|OWZ4Bx{HWYF z2@k*4*?aj1KDah|p+&~!f;aLW-RlTH@@H9LK<;)-Kuz6zAo1Uk{eE>{r`|S1~di=xm)hQgd{8vs+YjkvD!t%*}ICE`%`#)Zpg_W60|x3nXydYu8HO)^b%$jVbkjne`(GNUwxiYubz>(4m3hO3M6VZE4FHo>Bb z!l;RH7@4& z)#SXE&NhF|P-7>$-)F4t7h7KjTNHdZk}b_9W5-&4akf(W<5gB@LkAWt!h6HV6VzYE zUB>m%ke+ys%SFTr`8zi_`Ndbr(m#_qwY`ti8N{EmtJ@aL~_bNo+$KNj3QtY+hq z323Th~h#aKdzbCdDR#m;=WJ*?ls5X z)O)3j{3qSf%}N2b4M}y1!A(+(97sjEouGV1fy-2GJPe`cXPFMu8MHb-O0t_-X!^9|UyrrSQwxpK}j-{*tj|JK?qRhZLu+U{5j) zRRK<|Ve2)9X;_`HW%d-k2hV0_Oyf6;Py^skq&U2x7_@XK zYsIE(v@J(UJ3u%~G;0!0PtOYCckwrt2-|ybQFx%bs0mTDx^Z>ouj4w-1{_o;co2#o ze?7!Y=5-|@U~4}GB*Vi5@(b|07{$b~ni5wArQJf#p-3J6mL?X4p~ynV37o{mFx+7R zIZsqq=BHGPIv@!u)@i%RtqlBl>9j94g@qs z^wxb-4p>+@#xpJe-r#U7TbiX02bB{Y-mT=&0aa~?*HEShXmQxd5Oxpd{d;nm(7Iyn;}zB84NMc*Gdx}Rh|6e#~CRQ{$*<}!&P zriLzKej;mLKo{yCb8u(a4^&zpCKj?kQi9JCawH&AS>~A^kJgwORm2i*M zr$VE@Szko!EtAsxpObKv_-}Y@N4Vh9R+s4sQItER^g;<%lVgC~Y|-oMnaEj}wI>%e zZ_Xy>=YPB2uF2&+MWtP*-CmNLyUAdX?{&vX-tbz#MnF2*o?fW@-GJ4&mh~pBAs4$A zm*bhy0|J)IU?W-!8sVcew)|WnWYIx*4|)q8cLjG^gQ2)RE*D~?LS!LDW`H9iS{4)( zF;n-@6m+Rl#x4^g-#HZ*2A0@#fZA2+B!SutjUb3n1a~6I*4>>9D)^)&c!^xj%XRGn zqD9OQe)KUzZ$3;g`RNt|!uoFEL<5P#G5lRWO4nqfNlE3V>m((zdDiKj!BWlDJ0+GU zC@|zq7}f$|KDGy0Um`@Cbpyj7{|r?+LFv=B%~ahf$)mVwwv9Zjx?VRok)qvkYRWGan(;pp`-gTz^=ee4!xMmej<6 zG*a!*8R-B*K!`%-&f`m{)t5Kz9$WZnI_)$P)L=}_fW+-o@Z%f^qLSKPmM@v~C~knh z!~S5#OTdg`$};yl6_`WFm-(x2`YpG5*d$`2LYfX!jd;IxHeCJPT&Z`&n;7&@QmT$L zvJa0L$=LuEKHnKTK%@;{{EO9fI_{M=k3xvyWQr*Imc4+3IJXvVHO3FfZ-`%jig#}>;0oh2YzAxSgT3A zW{jQ}Zb~fpSX;SG7mOyML^%FKsf%SUE%(yNl|XUVb%YNE#c{V8UNZac{uMkCBwI!7 z_f2p;Y|MB`+wTHZ;L=);$yUtdDwIf3?VmXe+pX1;j1*=&zh`&inJ!yd3s3>CUL#s9 z5-m~T^1d#{}sKtqREtS(4xJoNAZ_8*pPd-P*rxQ;!l1E z9FJSk+gO<-#-#NhQX_OkoM~Q}m%zjd?%@z{XfyWjcGk+r&nQ`bccHLh%@uJdKBOeg z{@tcpdYzg3vVA{FThrGF;yVMLiGP&vwwIXqD|04)~$OX*lYHUF{Tw{$m2UUy_qaV1qTXRvymq0D!Qz8xoW zV564Dm~{VR8yo1reHT2RC*8Pe9W<6r2v9J|B2&vj1bKT>I!Wx>;+J3S>Phcb%X)V7 z?)m|g<|#inI)+j&U_5a)WteYE-A=RBjR%i{#rM2@C%=Itu*T}|!_U?d7W=KlXOdVw zSGgQ(9-BNUk!vi0D@uCk!2u$I;seqj?ap}q)F7RwMiDq#W)Dx&f}CHeKY8VN9N(}t zj7*0P%$p$CjYG&vy&WroPFInX2VB;|o%)ZBX>Em?n@Z&m$0+GZjgeKds+Uz1C;t^V+|IHT*hkuQQ|i&5mOGrXYJr|0E#|3B6ujZnScFt4h+(Su#;! z>~}szO+?$DgkzALG)`7BbfcC(2vy8q4kWVqb{-r z(+lE1&c*)`B@%f)+Em5IIBvzpy$Zf|TkNS{LEhI?IW3qd=qMvf|5hMAWu$#+RiCUv zrI_Vpo~$Mn=ZyNnjpKGs?^ThQ-L0-eVEu65A&oLeFZRN7hFbDduP^J=@1T}Ff_#$C zU*2cvfz?;#-RSx|$(=8QhidODE{0auhsy`9eEr%F*Gl|8hYUZ-b`mxZ1h9tFYRb82 z&O4tcku(@}hD!(YvI>*M-4Ss6JRObC ze71TpH)uI?=-xPF7bir#{E$UP~7NTyiQr8~$8?(Gv0vHw!DVNc3dVa1n#5m%P z)Xm(>Yh5115nJePzL*+SCKi$Kg2qO-mc3*YA-co zA(h@aow`SE2MW7hm}s>DU6qe1og%P==)W7>lUaake=WuDj%PzxRaXN$sgR!++nG)$ zD@BWJtgM-Zh19pz-!guAsS4?z`=ho5Pd9LYwAKR4Yot@K!SjV%>60cpAw}@vb**ug zxzFK6=40!FZykLSr;xatDXWq22Ejk+9R6-y#dj0$9sVRL51^hn^Z7Ii+Y#y%yOX?|M+Oi066%DzsopHEWF)cF}DCGeo&*z^4K@M;|f%(X==_`$v$O2te4EVaXS?o6f&jatkaTDm=g zGD8z-2FF?%wnL{bf5I&=bT2$5#Tnzz;II}=#J%?S><5?-)t(}0O?u|uZR#ws)rp{S z64}cmrxpq}yVP8Jh8_vyy3UmY?(NIno0vf@YwgJ{UBiivO`IV_%PTZjIzs!v8U~avm(2OhHNPb6-e5~eOCtcAt>3RG2m6w>(A0w|O1pN8OYRjG70R3e zOo@MFpzV~WS;UmRE{tLG3D|gEIyaR#Ukc^eJYj9c(DlT}k-Pf8lP7h0&cJWE+a0v5f)A9Mc_dtE!6aFWJ6{I_`&V+ytTms81yFTUxK@-lr9KCIgIy?CVZ=m< zFLH1?E2|{8NCs!1(~=GJtF)ZY{eG?e7vyU}EJfyHS>t|@J_Ehw9IrtpefGz?DTS=F zFyV!tRv;q;nNsLeTZ^(&lXzyHgEXMqjaiKt_v|@#T{Jaq-Vjtx;?G;6<0ZtG|2AYO zRhbl{dM~I@_-5%a{F;sx9T(APgDjh}BC4+DD`PL|2Kqx3^A{Af7GwH zr(H-kx2HNFE=Sl&bs_{d^?a8Hv$Do7bt*zXRQrjT_}Swwa$H>0sF4}qT)p_9Q3nDMwng~KJDdvy%h&o4ib+;IG%pp7%4_8Y*{Jt_NEMT&ucU7`&#f$q z?SgB6c7}LaSPipTgw|a@hC!RqL+Is}y8jY}yAx>?tTl$)GvMxyTP9^syAcKCYap%$ zjOw?qjA}o?sLr%JQa`)vEuHP=wR=yq%@FYLq*ZN%ux*tV9^|)KsOc1j$Lv2WEa5J+ z&(4x?Nu?wrCSG=lWbqB^nUtWRECsQD#5!xK_+Y#PeI|i$}ePhHMKiVJQ)xn zzv`}`P>sRNM zCnIu_V&>d_;Nv*&@PY|p9hku!Ly2M%i%<_gDyQwMci^0hwc`pp=c1rMrC9hy8>m{86872i=fou zq`c=B4s++oLH}sDWd7T62NxGJ6*J1fot8l18*Q91+tVMKW+d(&MBtqeQ9MHk_`!cb z#WdIUk_RDLH3ADucZkfewiMJe$+!r#7ZD^?1RT@NoI^sIt4Al9ykj^8T&k1VKir<; zpQLJj<30s|e=Q0lt5(4nUAJC6dZidx6%u!D%i?zZhx&|o0b7UiijF3$D4q}NDk~?xu&p}hJn%E9lfH=vxVaLy6ev5g;zzboC`Cj}1I9OUf`kT>?ugeR=2sbk_X^3Y|< zL$HI+v)erztO=48ewFTPj4M7hAO8p2>9_V@)CUY4rs>@tGGA)cLR1t@;C=D?@B-?) zijVc0e}I27Y3oo>8}j4y^tPk1Rz4tNUb^jmSv-*@k5hPr02Tq&wKK2r^w&GglG{;O zbLv&#;qPzBscVL|941_`quB0BEcr?FsRI}u96no z`aUv=kj=KPYC{K-B3;JS2$c{zOaY#GAV>bihw?noHmV z>Jq0VJT)%r1?~dAqdjJF%IBzl@u^pIp_^4Gi}Y(+GaXCat^A_36cv|okJD%Y8xjOS z_*iYLxqoy^Xwiv@D0VP%#ZA$hVJ~8#dzl0+`#zqDGt?{1W4X(Hbv6C4?l;O;PYFTs z0e}d%x~fji$#f7;uDMrU%0m{VZ09~z_x{rj?oUVZ<=@zpHo~r)eoTaa)cMQ)mG}!R z+Am40(-0kIsZmVJivsn|OBig~(x6U3w%KCQ8ZB5UgV1 z>n~5Mc?k-sf7wE2B$uB7Y(uphV?YJFsE9xY%xO@%b?bFmWM|E{`qhkAtvb|AWLYZ> zu!og+-wBBW5K`Z& zN-7Qim;W|o+btQ`y%)KD*3SHpHiK5oV&ATQV_u<_SI}>*0pwa+LsE);vz<=2j1aCT z{)7W9132vO7iH01Bh*Yt_a;mJQ^mD*_X^$Q@X{2(h$EVqJnmV9IY6Z6ekk*X z4=fry+Cm<~2;gtNH*bG8e{TW_h~YL(vDlNzh94XcL}8oO-lGENbZ@gm)#Z`xrSWWe zU`1%Usul*&6JLHYV9VV&%8p6@yl;9-OY0kEA`EcbQ+9UX5tHJx5>6r_B^5Wsg0d{Ipn ze+8bjzf8V#v17G((Z`o}<=}Y)hZ|`YP(KSNQ3#3%(QIA}&YeE#yn+#cirh)moBqCC z6U&xIAvG&&WT>U0YD6xw7-r(-re3;$(?tq|C+EE4Mxeup4YN%h7wj*f#sW(b=J?khu*-(LB{n%J$CzsEbm zkUx5oVC*v2mm- zRTPbpAm+zZb#gU%J0_X@eE-<`S|wdKPF$A$Y}jZ%ycDcD^T$w(Gwp5*TJbr=;-728 zF<_}QBycPS8f)q33;FM&qwpT4xQ*|n*vZw~<{HM^uiV#fOysi(CkO{e~6xbj=0dc+M_ZsK$)a(%^UpyO056l`m+_EE*rC zMLhVq2)EeVA%y7gLBL_AGOEhmdh2(e$Pcs0_ss@!!RmzeK~HFw@ivaGV27FdQI%VC zD-s>|>U~4{Rjdas<*rj~SVODrNN*^dn&@it7l)S)&!Vl;qRqhWSm~J%8CJmib_Avl zu6l;bahMYGiao{vr*%M5>rAEImIAi?1*3WJo3Mk#D+>rXTS^V@C?EUF-Q*KfxJxqb zr^(N8-7&{l%=>&we}YadFY`u^9I(MJ61nCLUn?WOfU zl$LvcwF_;X|5I*wdRl}Z-LdCjvYQ)fKW8l}0h5Nw{kXt6*}L*=Sj+Cn5x8nq14>1D5C)^<*~W@tR-FgxH_g%dK}BSj!9F{hf(vl&|)Q{eU0X zE#+eYbX>PrckarrgC6c4s}1(t$>2?#`0Da++Tf%Mac&#@c7-YJ+g&1O1uYHcEI072 z9#ByZCCyyFl_L)AOlO?le~02%oTO*p93u-iB`Q(2Cj@5hN-UG+T(j;sbR|#aE;N-{ znQ!Y$n-CPCWqY0|6KXf*!ej0vw%d>|Iw(t}L zgx*f_HKbBwN^MrMVW8wZVgovdgIkPM=HzM4K;}g=jC5!-< z+dD6JaJfw_&;KGYu~=rYr3EfUaxCs#Am>VSmqF*sPntv1DhGV4G|uYrLVcF)Ha5|3 z);x7bOwCmn7(=*xgHa8r7`b<1`fl0N#>ihJ(osY9S!q0;JxHlgSe1#|@8aAbh8;Qa zGLxz-EEWQUzp835jbKuL4DgS%$wCgTXsNW|kMq>ZqutqLIv*-2m~6!IP5o>$zeZ^7 zFyu4J;9n{~Z0tHD00y7_ovnnxUc8T&{8!x>FYz04H8y#B;m-e;$*dk+rBoU)^(+Wm zWK=)+cVDihcVMouT#G$*yjPm*F=+^_0>)1@U)O5>dY6=ym1zsiEyA<$6Boy4=E__* zxU%mKE$e^01jwmMDg}_oN11m_p&c)6eysewSUcX5NvkjuX`r0wl^~{lu71nRmxQu8 z5I)MK{j*1Ma`w}Vy4?E6*4o_$^M`Ia!*T%{hlS%=Y%njEVJ=qU$?`3X5ZfaT->9xI}1!v2np=Up-gECZXE831;feyECe#s z+8EMMr5sXSnlZ%y>p%%TibWtH$&#hWC`55&3G<>z5y8wgd4vwQ1qbr+K|AXpNT(D*<2Co1<)Y@vS{9T7p{fl!*vc0?Kd^o{xLVuv%H{2Y`#?dNZGmrcL7y0 zfDq6&oNtWxp_`O&D33XsLU#z(mSTXt$=UJTj6{Q}=zGmQoG=dx3J>%57u;HezO1@J zHt`plP|Pa2?9N5~xsXU$^3IG!@rWQ8+o1L-&^2pLl#W`C9_TCtr&rSgU0QORH5&@M zP1P4og&8o%ad7sAa6eX@+^u$E z>C2`LVa&Wd@|SHl%;{ZJH{ej{;?*twEzvBbdG_wFib$;9K7MOrP>jM$o259+m(Ml& zt1VW5eS*>(gP}oAo`ReFa98h%=ve#=8D|}D$^p5R=aPbN?%_?^%k^EsQ!L9dBo>dC z_n~(|fm)VGNWf7r?Vzv74uki*56Yp+a~kzn<_CKyi z5p_k!m#WPg*5Qz;C7dCJK>rOBKs5sa;$o!`BdgmrryB{Yr%QqbP349%_E)DG6c>-* zi0^PeQMT;##SsPOY6;=gO@>RH+>O^B%Tt9pJzM&6+#Y<`wI4Uuvib4N$gIE_1VHLj3^J=gYB_P}5&gmt})!v0bg;S+9n|B2$(b#k2 zMVkLU))ylVWaWSj>xL3x{PPJ17=HODhQ%dAyVd6ES z4b&S7NB0SV97%<;HH~Si*N|b!5?KGxeOr!4Y&JV0k=}Y8kwNQyLE#a&l;i)m^O%Ad zCpJT^LTP2W7>=+?1Pr!Uo!GRELtQQ!sy0`=#%ILd<exv!_=Y4 zS87-bKPG^mGw0^*cvZh=Oe|+>^vcENS|qHr4Ki2TENqao9I33M?4X?7JEbp*S^`weI3G$BxA4=MeDc%%WMaByMR!H@D7vSyC%M1LiLRmSf zl4K|jdId&R89ShJ!@;fp*+J@OrhfLib;jroN^=ie=te*h&i2h*+zW)v?+V0&UJiJ^ zd&+(nPA(B)fHUg(zypqtpTl{-L6)>OV4qp{N9EQo0QqaYX~}X|5XVd~M=!0q@y^az zr=^aGgNHSpoxcc~Zq4UP|GF_2p|?3L5N?N+eHF&zq%raFuVO#vtw=FOb5*yUDO8)o zx*wH`#bcjpx-Clw1KUF5q&3>z7Qc38YGzc(w2XbDFQOtv6od-jn9rY1ELL~I@)z)e zpFe-ptj45L$D|be6fTA05LLK56bQOJd zlsf}GM0IaZ*HxRHnO+5jp!Zx>K|%j51Ubo^MTc(ux6I{&z-1x?oDf9+wr*-y{&wz{ zpC3(E$}p>hI-`Q|!MQpR6ETUV++vG}aw-W}WX&*%UR343>4Bc3SZt=6kBfxJ^;tzU1?QDhqaA9 zT4|Bh_gcu`iGGlCJ(N3TePO~%qM>a6#*Pf3)Du3wQ_&c=caR6^RaC)pe+*ow!Jce2 zbWvuaeg?UT4hm!OgPI6udSs$)$<8Ed?EuQ6V77#-*XRjL7z7(T`{uQy$5(Ha`Z#$%i>xReXbE z7b=`tfAvSmPijK4__viM2ZaeRaDCkPuDYm1>-Gsn^a?k0^(1oK`cOk0$00()cHL|j zjv}sjI)WJ0fF;=YULCHu*1>UlD=<$TO($8hV$x~zN@mTaQgggRBnywq6+lVL~f;7pyx#tZS~+#BAPraok8lI{O{_Fta}SO9F|#grGjRYFT?-S zHP#_rt=dorl;mFfLNd5q?PJV3pxV3+%^>Z0-((T*qpk_8+!&f2?6mZB!j(-%H|Zsx zaV{Feu`5%YTlG7L4bt~Qik*g8YG+k4@^TL=nEH-FqQ}@ZH8T$;`pgwZu zNpylJ6XR?=+~yEoJhfFAiWST{jmtobHZnv}D7?V_3m%URKAh(q#!CQA9C%yWTnw{U zf5-{VjHSe&SCSP0FKXna@9vasQNvU&LfLCI{FYZzHl$@yO}e=NC?tb8XrUB{GkueRo?^kDdGdalZQ(e+Fu`BGd1SIvC_k z*Df9yL5`i2^+m#|tXbC}SrR(faUm#Tkp#=3FRcFUA`Xsnx2A|Y6sDzGfr&Di3sKBw z%T1T7v&~Mh-_GdY{*Lju>^fltBHTNrvkorDsX3&rl^M*XDVlBp7o1y>)N5~A_dBj8mC6!JgUO=UsFAXE(nE**ppT*G%l#9{mO|xJ^`0oXZiPI z(^=oY)n2z1;6!8G8b45|^15=o|D3%&iU1v*a9pnszksG+Y!(YX>s`Z6!ckkO<(vh7 zDbuR${>{A5&ox8vwT;H34!4h3 zhgqHP5AxqY$a+56t0t);NklR3^+k8`K$7*Ok~YpBszJ6d+>DQBV)ohglvU$8u2?~I zrYm>sMU1hs560OY1hVHI%h3kXkc=UesPHGi^aAlM02BX1Q0Z#J5BVRWO3p3W2Z|$L zpa0NphG<&Fgeu^eA-pxTaq&^}^sZ!FYC>>OQnnF_AuK}|ln6H;N zOe}BBpk1B=BGXx8RI@EfH>A%l73;#6hys=;8B}6KqX*yL2-~!MD!C(j^%AN1DNH6} zxRXJN2cila_r9KG=JG6UUIZNK^BCy6*V_avo2$O=L!p`ii=v)%w&%YSt)2_FAJ=Vt zgkjuR4}*M?sas$~$hp2nOp@HLMxMOU-H?{3bEyfyAA!?ds+G z!cRKElBgM0uN?Ob;UG&5r{w*I&szy}vQa%?oZfX*XTqhHvc+X)nyWUd=fhD{@-z!1 za0%sNaI7TH#QK!y7pr{XJ8kaTPFk4_c1s`|wyF77u+AxB^vR!82y^A+N7ok;+EnKs z-?qk0_k8=iLx1w~5KrVwy}OC?+nmEb5K-Z|w##jNZJ{Aj@zqg?RtyKt1{!^e@srB4KK@L!Y`& z_?`(633-hl+$)$-Em;tH#jS&ccQy?A>4H+LT{)o>a&Q65&VsPGRy+{AL(3sEJr=Wd z;Yl-2oN*OwL(>6LGqO#lpTbDvqbB~u&p%F}0eG08$Rl=zOI`lt0lGyiB6|?q$M2W{ztVxGyB+s-p7Lt^O`*KTRcX~vDofs6ehU!>O*Wq3mjsnQrXfk zes&x=u02pKAt84JS+N3Pw!Z<*Vmr2)fpKnr=!BVLBwnxeZ1ekTB!$R4 zKGQY8K%tJUHCPvt>NnwtAI$30E%VwBi0r%~q!yDpO*K^^ssK?w7pIHi!RExz)%PY? zGdh;_+4A9T4SD|7N|c}@@W0C}*!yiLm~ zMwRM!6GE7JG=Q(EjigZccIMFfvM#$7){m}^D{*Q_1J!RXK>idr3gzP}7li$Bbd~43 z^P?uY5lA>px#2z>YQy|+bPNh|#8rU1}~0pq`K%c`MJ$yhK%dP?Q;d85Tko1A#t36@IZ z!EXPnG?`PckNsbtRtl&k@0 zw@~N7U0__$4t5i~_6@7+%o-@qCIqRA1YyVrr^vU6>a67b%$q63g3<;dhq6uS(kS#N z=XS=cl<3Ic@M5A$PdNanneVCoz3T7$fo2>P`X8?6_lK4-8$}&^-69sAZe6OQZJk*4on2gsUW}7ptHShp!<%z7p@?DU~#?ImfFWgQ1zyC9;5Qr%9Nl+lu zFuITwYJ8&I1m#KKFEgvh&ut%2r^f(9+sJwT)a>ohB>?ZoU& z_ZiiQBFj|tw5@)Jcgf@W2%KL!vo(xOV@kL`?dA;!x99#RBpA0YdGpnYZW=u$=u`n$ z>yoq=?C}pRcCK)-90{Rgc|o4(iGKe2GO*)hgy|h&F2aK7U{foYa8gkc!-nC%oal>C z>sst0OUM@I?&C)Zu`A??=s1$doY->l6+gmX_3d}99K?)&xJh$mkd&qCSApX$bMuuY>;5)ATu=B01zUlITvd@8byy**vR1mb^6st&Tkhw5asK$B z)yy)bg7f_J7&&g{)74&EZvY{gLT_6+FIZ{^%-ss%;^I^Q8Y(t) z#N`?qdQu)UWkf;oOv6Vy#&`J$TLst2WmlWTjH`~j7V#E?Se;-hvQzP>G5Gf4pV77$ z&<^pq+)jOyT`w$8gPnmI!DmAQr4?!8RitYVFN4)j)rSPTfL2)GN|n~B7zjL}xam9dfach8rI0>A zad*^9z&_O1k=G@W`k8oP?5v{|Nh*8}RbpBMwrXie6MmlyX6KRzx{c!wtAD5;o_ht< zw{{5`CPY6fSc8A08rl~*YNVYNmW`k`83R!t;$j=)qGqLwasE{dbKY8Dc^c!=PU=fD zTC~k2U|TRwF|(8@s_FMTJIoe0IJVd7lrN5t>F>m(2rpFD`1|=^pW=u=_(>C!7lQH| zs9u{s0Vjcp`|5{dwb%MtZz>BSsK-YqWqmf?g~(91{yr|3xiFPM9948N=<%Q5)ODej zs-H$c%Z`AL@01Bd{Q)*sA#mJvv3?jL)>N~c%w)`mMi51Yf3saeKbuE6n=k57x!1Co zhbnA6u?e7j2Sx1m*LCs`5Tc;iMZ$Ty1NR&f#Ya(>D0fgf+QjgwPnonv{Q!}*XhsjT z)_S$1*SxwEeRVc{eZGD!S<=P~H>eN(Kht>|L7w`*J+qH1W|@~PU;AgDOZI#eCHDsZ zx2i)A4G;4+4&Civ?;rVl1=`v6+0FxVthI$CS%r;NWCp6&M^#ihX!ERQ_46nHA8}&H zPYd{&Lp8LLYUZqSV+s(i;i{dm_zu@F*)()A|W57NgE^ZobU!C-wGonNO>1EUW#Ws z!Uq?{dT9CUFLdgp;mNHM1R5U4RBI-E2ka#~?BwYfIb&CVbE)n-ns9f=#fZXz- z?Xa&Sn@M%4o7#Be@0syTJdMdYR;z1A3}?N(U8s=l8rH`b(%b6TdwE{n#Hi@QyXvFN z^-Ny3_Y-`8S3~`K%RX!JROhd@p8?H&Povay9hwOvb^j*;QWDZ2AfO1+Azg}q zw3O6c$M^UD-}rLx_sbV*?>Vz)&#blPnP;tsxJ=M}|5R}I)A*yxVoOyXI*!;9+Ii>Z z!CfktdCzYQ@aZV28>y>pzF;aA2$Awd1!7aYN=9;br(vQ zT?wmSvz-lrXvFKj9+2Z$5l_yC2zNKqnRK76YFeDhSj{n#c?8fI#dw2N7x_KXmhH+h z!nwm2J+TU;--Mq8KL>L%W%O*SfA+IgvodCFe{H?htd)!D%EJdFLM0QdC|r$`LK|_7 zdfb!xD^&K=NlbTQl38Mm$vq6WdDURkUp%q!j{64LlwRO8@{}&7V$G1b%~KV38GDU~yC?ifxc_m|`VX8pJ_3k;u2_H&8r;%?M%8p_Zd zl`^Rk{HP^;sjZ0R#~yP3-4@kG$Av`8k_5ZI_=ImJ$A|j3?tm7k0hz$C{L{PQf&A=; z;3M>4hnzdQ9}pd1A;)H|JG7$LX5^}NuHGuYJl)d4nYH{=ME8Bs*8976&{>A4#Y*3h zFZHr(;Nk8-jD(|9#3NsH6N`A-6o~;Z_CBE$i|RjvriJPZ3qPO!>jiBtp17q0g%* z9}_%leri6yHEY97qfN70Xn*OC8Yi%2=qQ7%J)l0VmdXbx;BJX(W4^REg^fSM=can?G_(_D9C$sN5YNB4M*5BL#8K#JNw;+ zk;_h#oZO`|+Ys}Zj77s5menqHQqz|IM>4z*QXXHK&Mkh%HxD^Db8n#3jssxy)IN+yabCtxWqWXBNUW~w%L_ueH_CNp6_asa%1qhj8G`~$49PKiTk?AEt!mvm`eK;rc{7DSu$K0 zndIkfzva#vDU#OofN*&Ci_4D_o$@(MK&nTM&6WtJn~o>CF{lM3R_+kHIa;k_)>O zbLKH)MmNTZ^k|p3adaL*K`O|P!ApPq^W zEPOeF;VB%qi?fqsIBp4sx?judZ!5a3>ShDO!&h`jrSB`~3yPU{n~BoXtVPO>$UL!s z62DuX@hErPAsF1m=-r8r-|aQK;+EUfA8vo7+t>~^D=5dm7Qq>DJU@2H-W=7GOY2O~ zBws{1FgsNCM?R|9G%g@Ypv3w9vG&2r-IR61y8O7I(s@*!y6L>&zGA1kg^2yj%F860tOZ@tqt@|Bh?gmp>mSx)q>qRpTH>N>S~zs9+sJ^ZX(92vJ(I##BU<;x z=iqNRxGFoRzq82CJ<0M_gA|J-G+y`e8TV$fLBNfv-P@I8_bkIBzhr?lLV)5W#S6_N z1DAD+-JeCIW>I5tBeL<|B4R}}yp<#YNlS=I4Q)$X$K^t@Sp#R}Z>l#Ai%+z`gC;)T z3}Jg_N)FAervAEluP{|5G5+-fkWjkPcGCYEl?3wg)vMyIdw(-|?g_3tDx#aYC-KkK znqNO#dCw9clQ;|Z%Hi`?j$7LsdyIEVmrsqy0?XA;TCIdC(Ez-x8MGB~{uv(mHBxAj zl{rsLm|kb*$gp&>r6Yb)E!88t^u*U&=LM_yrAK=vZ{v|EL}lTNI4!c(n=aJSb+1M- z-%TB{4dpF;s#W7FU|t`@X-voc;D=4Lw6oaRIGyG&EcdCeFWl`M(ARdz7eT??i}9+8 z%CpZn(I?+NtEjm^uT_u7#gj2BgCt5!ggn{9|3>j?ABEQXNBT~6PT32uIKb?DhgW02HOA=VrNuovC-g zmPS|@9jx)O55iE(bmEZ=S+GWI^(c=&{T#1eyUzOOc)u3I9u%=#un~Hyrk2<6L_;IN z*daRaN)8b#(u_0L;Z+fVOpzvPEyVGo4W&EjW-TVQnz^#~Q0ppupk5A2UaUsi_&x99h|3sBbB{j@|HW>M?h< zohHKruR;trvmY->0KTdc zA8{DIHT@r`EDK-I}hn@W@cgt_mAAQMw1qIB%H>auU zW}RpYlrl4Z<&%V&j{RgC;j1x!kMaR$8LMCl{$L-v9%Vn%<33wj(Z7jYc1iY8r^O#S zFBjgV0Wed3NdA`Oy}PyL%BC2hBv0(fnA-%OyPRqknT2k32;8&d-lGqes*E*ok1Z)y zmy|ud&55-T&G4|&cDef{x8J1yP|+P+6&o#?m51t_jPHM^<{KzKd@DdLbBgwlNG&q# z>qmImMySB=5%;YLEKHSe2!&LJx7j9XbVQ{x>S&sW{R%aka;3A~{=|j>H3GiOn;1jN z>f9bjl9SCUWxFq8Ft!K^Iq%P2dHC^qV|G3o3N5n**nwbzMDFKgrG-)xCD!xB?^m;t zFZ*S_ssyymwHQdGhBOAukpcF@`CYpbA|!a(VOuj=Z;!MIa`!{MK+5T(^^`i5O^yMT zvN`Gkp5@$YlGAs99Fv}*VZ~#(w!lAPTaqYq*FHie0t_&DbF0kk^!=;?TiDh-bu(l` zY>>Ryv{DNH`qqQeiIyzZ<@l@s5svHij|zse5>zV1TBM2GO;=E1j z0NoC_=XWq}K#81SeKSb9P&sTnqPzcQh; z_4$09z8IUsuTLq+{E!zja?7x@RTJV{b`V;05aJAxsC7*0>f?WWTaxn`d5!VBo1N(2 z(0JEGjTR39TTC7W?9`U|oYk@-sxX}D=_F!OqTwoB{~GS!qUSX{7MX^WwV#wZi1sw^ zDW(&$Y|*$SmUw3{;#JVv&?RhXmi%cQ!X%K3Rd6Iry}dUTqS+Wc9yqnR%HlS+USOWR z{Oy~S0uBQn0Nc7Zhbb%qHATc~&D(%&)$3n=%kIh5Iu13@ivRGhet+GFDE2E@dgI;V z+nf8Q{b*L$8fDfvPKaQe*su9>nDhx#J>{>;2zF8xsuPdk}tTru^%O0Ab7O0p^UnW#M z#W_ziak%$z;;#1Qxn_to=I!ADZeZjh3-N?K!;fs8?XD{2GWZiW8IZ~1R|enZCs`vO zgT^}2?0@+4V+T9LhB`PlR_OrXMxqr2t`Hd%(! zJT828PQu3xM~kupl3fR6CZ291D~vNU2~n&Y>L2T__4U3 z3P3sGI~6kOUKGepA|`|BO_|QesB)@4qUHw!hB|O?xb@F}7_ULN1nf@C8fTZk`>G>` z%N2u0-ly>Mqgh@-?q}5Uytj+t1-%=Rd3zq0YVV#oQCY-0z@AVivo%N-5fhC4rSlE#m2jxuRqjj?ET zb*2C*@Z3YIV%p&D^NIV`xNU7(tF=?Qio;QmC2KS1dt^H{LTkGrKW&5h4!^&HY@w<| znJH>O1)ajQUgkHxqj4^6!|-uKK71+lNr9y}IR*J2o(y0>0^w(n9?qq~TflO&Hpj@B zphdo@VG*_6Z2y6^NWj7?b3R&0YCzWVL-61-^#`xk`jwn~YebrG6YnldK>cxzD)qNp zyd=8T#99AVi|zurv>mnsaa97thgl%ijaSWYW6t&kJO8Kk;-GQh(>{mTNMYOXwQ|MW z_&da@=^>v)4aI6O^YpaN{+FyD2h|D`5xw!~r+=P!ZF%+hk=*Z;i9eUGY>crz2+nPk zw@Iki*GQKOZ?1*AH9SCE^TB-a-x}dkIC%GmjVncl*-4Qk4AsglE)I^}h9-u!^ePpn z8cZUG|4Z&pqvSo6BsRA1QllMfo|!40{gORDQ|A3aSPH}oOZ1-O`t(o~4KXrN*7OpP zzeK#MjX){lb)6r7xxyO=r-Zmtw7gOzAaZt9xH_rw%MZTq9Mh_ZZp-b6sqS;-tWDfzFYH6O=VRKv3^bQBQY;4gDs>iW#jM z`mA$ars-vcmY z1a(L^*Dh&_x!8=$B+t6Ww9eJSPBT_16f^{-IWwvrQN?a8(6#D$ zmLU-tNm8g@7OeaCW$7K>ae5Kt@-D@EjO-1tjWg9f0!`ja82!=I=v1x&HHAG{S2?U&^j`qvNW z_&rNCRX}d88XXSzN5w;LVh}shE#Lm6a&QWI7$Lr36pbsPow<*sPpaVa!-Ag|&)UCg z=!m3{FR5)To>Hj}R4#NB#e9CpD-(x-Nf|mUAbn@t=s5+qhDw=R&TvUq^N$(}xPIeU z=q<^|mpD~wXW}H1vW&2>KSIG-Dt1XZB{eOQc$nKs9)DIUCrTruRD*B(%07^R9{htI zO`OWZt|t|sVr|T|MeigylRnd!GaQtWdl$j0rEumjYGW5>9}Ry(z2@&=GLN>DC8`D(Y6A7WZvkYv?7NA=M4t` zpFqTxjfL}z`jtHSowK?DT5I;DTgU5ddiZ=ZQVWKb%-RV zqFR3KeX2crDxOKS+!Gblv)o>o=@kmQN*(7}$Df1Q7+YJ?iB0>N$5~E@w>~-sjjC~tK_%1DTl@k7W zG>`qQQE^{R4^Fmc!nWQVbJHu;GOie6$tk=|J}gTqS6A00$Z|ewXl~ZAZ-b&423s=? zwz{+oPK+W}c_r_9)o6s?$mTanN#dBX*CgXC^d%!1eGTRag5-3n=8? zepCY`+$CXiHYkiEM92I&*0Y>`PvCyE6)>>c2~(xgYFgmB zupK7isg_nK+_ErbQPGvC?-io{R%7v~?NY2jF})Y(hM9BT5;+mpzgqx~h{9X2y-0U5 z!$6u1GjZrP-d#T+5fE`W_5Oy|Dfz_YSP@eB`rUz&^3fyvmf`9gDFQg*$n*6!_A zk;pYW8`PhpkME<&;>fY)c==gksBC_NmI>dxlYT7TFFqpgUkc5)aNv%c-1zU|Z`0EPC`T0(^!$d7=7x z?gemo5A@8g4G7`od|<`m2xT+c=J}#NC-0U58X2iCUpC`#VR=Bz(r6bUu9h7We5 zAH`V_xMp3Zl2{0izw9h-*h%^mOIij%BN{^4zVJDX@Eo%2X-^-3ZPo>gn@6EobQ9(S z7nqS@JQg)#NgO#UR5Jl&cW~hIu9Exs`+vZtfM$l#XdaM}qW!(bY#Xl6LI3yX0XQat zYl&lx;g8S{|GaB(7qrA+2F?@yAt{>z{_p?!5*t!k{7+T*2uOI6(}Q_VEGea&G2Lq~ zN|z0F7aAKy5cezeT4J03epXU`c{w3hB0E&w!HZ4%x+f@e<|RRRUC3u1+FyLx)K`A|V=<*nefZy>g|2`@H|9sMf62MKqhj5e^A2%0|hk||L-GKz>}!w#^!dk74hqrrNj0d-GrVyCp;tZ z`+k%Tc;?v(%crkjWnfS$Z5BJ2$^;IM7lUrtbP@<=y`FFVIr;9^pM#B{Z`CHb4GqGU z_w*iGp{jnQ*?$%O^!f7xFR#{h0a(sm$GgihadCb*IgB%|tLdg@W^%tIRnvOt-SJVF zGZg>f1tPZPT(j^u`Nz-2&vqUvB=Mk$x&8KGk~?0NxV(1Q%JHRsHN$Aul+}!`s-#M85FeWuM4BAKOy-YUPn@kEsL_{QsINoV=So8gwes4LHz5Kqk zv~;Y7LM#-H!$X>nvNoUXeSvFP^xQZ3{}yrC>t*-bc5l&(Pe{m7$`n67+aGubOnR`M z*h*ptYNXH7MNqC`=k)w9ZxrnI6(X_U#2FrYax1gauGqm)m))n&^GDd?QKRQ^a^6Bce>Z&JgJO)JS7|FqUyGHSu|^ zt@M6Z2s(_S#0vggbOc=8O>8^EQW8I5LJ=nw(?tyWl6XxmEft`txPy%eqxI3^$$Hyc zfSik6zvqOXpPye;Q9)#FkHV=o>*l-JE1G@bx@GWc$7@R7DIeA2@@~cnbOI>ICLhZr zC@A=)isMU^#6`W%)2E<5%#T%<%xe_r0dFDXvdu)cVWJK@p?RAu!i6AW}d0e4O?U|n9nKPisQ^QC3hO^R>4(R^MZ{i>Z|7pt!U&9_`b{L`C8&VVf2aho3jw z;N`SiwVoepU-M}O#_mhbI3_e1#59h&y87|y{ADD}Icz!+2L!@$vJ!1I(_5SmiS(O> zG@dK>oVTPL9UZF@Qieyz$8#zxd5)1429~JnAXX3o%K1($uTl4hje{i^3c00T6~7-p zj6E(+R$1BDa9e)>6bY(PAeF;p`^qZrUlkqEUv7;$T=+M{(tY$7x zzB4kI*cnv?_;Ieqm0$!PPLE8$(f=GRCPU4|7Wbp2e!+SC)@LwahYMJLy|`%hhUL{? zpq7VXReSBH&SUB?^M@1YNq7>{iC|_96uL#Yc=qM$AoY}Z!3aT=5@DLvFh6Pzuw#JqSAkHus#NK^7^gDjhlrhJCxNE z#E8S~`KWhBJxeAMr`MR3GSc$i6kgFNzrm2V$?LeTW;x$V2jHVhRidOybofi|o3r)j zhts^^QfI9cMb`2byq!0vC_s0l>oZGc_=w^?0??)D=#HR;I$rouJ!E4I`Ded&T`cw8 zOI{q(&iPSa)uEwy zV2s3$-K3?lt`O0u<*Da03(k8W=Ui9mJir18E&7xBR=A7O--W6I5IAw*ecFBrl}wXf zfMXA|o^5}y`Z z1hXA~Zep-GRa+0H1P$}TyV+?|YsO>0|FfJFYEymQyuy)v98% zkmpl3V|Nv$PF1R1N9cKaNZ@{1TK!crh>)%l?$@#HqCogS!i*uzAe016cdT5MtP>TU zvdMCH#NMqaQATfgr+Y*aXE!T!n>55%)9hEEbmnKUcvT$OjSVx_bsn3w6TQ=QuM_p% z)@}>4uspf|qI=59SmBk+^KI|%P=4%7?xUy#sJ?dD`?r!FUUT3d2#y|IEQN8eG}y29 z!sjQn9WPxy3FB@Bv4ZuN&lA2UBv86SOl)UnR@@Asnd|r7H+FT_vn!C7aNG5Jai=_Y z3zNyKSD!(pCC2&JB*W#OiME9O{rygn!q2wr>+8PrNW>n5`>cQapCRUsYV>4(^~=f0 z$sWoIc^`~D+k2I$%Y3vs{Y>2Lw`uIN3>uUrb!yPrgIC*e(QjdDieqiR93j{XD=A^# z`_l8IdO$obEG+E%($W%Bc?uH-thn!QD_Ub8MbO-)qNMDFW5hi$Osw-R%Mp91igT5l zt!I1kCm`5;&3{(ARuwJ;|I2h z>I*2N#Wy)^-kJA0-Q0ua6I=I_98#?4W5CaGniw1RLVO=5Xg!nk>vlfJ4Ue6F)}5^( z(Ewgd>5Geh423WgZ*zm literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/test_close.png b/assignment-1/submission/16300110008/img/img/test_close.png new file mode 100644 index 0000000000000000000000000000000000000000..5dc3292a77d8176c8446cfab2fc11726dd1a8ee7 GIT binary patch literal 52847 zcmeFY^;aEHvn`5ia3@&s1b25&a0u@1wsD8x8YH+o1b26LcPGK!o!jI)=iK|=ct5;9 z;EqAFdu-`mt5&V5Ijd%e%F9Y1A>bo`fq@}ONs20hfkF6!fq`$r!2s{DO|AX`Ubq~^ z)Et#;O&neH9gM+b^d0T2Y#pu44M?1g9YE%`HZ1fk^sKZbW{!?_AZ`W*>;L%zy{&^O z1FG_9GjI`jJ4tmA7#NEF`vG1gP-qSYHnu7yDx~b1cAW0!i5a*w(81F3(awkNc?jl*!^bNZ{HC6 z`ud6vCnEww!H%JMoR9TpixeQeaQ}JMwXgL`ebt8d6VkQ*2RKqN4dq4DQjk9V*>mn`{-U?6iSbQai(3TLKQ0O{ljD94}UMqvXk$z|9LEKcL*5ff6fg4 z|DGM!K%95Hy)YD}JL3Zbr4H+6nc&5^cy!xK56+=RdmBsVanVCo`8S_z;w4jPJx$Gz z5(M^8E*oAAC(NL|apS%5^z66Si)f$g9kl=2Fdv>u(XOSa(tCje(kNZ970RgNP8e(&F;TNhZK^Y(%?Cq9U?$#Ppl+BobzlVIXLf}LLhV*wUnAqgz zaE?~HIetOcCp}J6=!U04DAhG*k`8I0&9h#gH-q#{Qh^zqW1$9aB((4 z3Cef7(tTKh+q?tpGWjNOT-n3Sc8kwqGFqu+da>O{t5I9jfvkXPFbN4> zVx#_{+2$e#IZPNB-cTBo$aL5H0@I1GL*R~q!x9L3d-JDq*w$F%K-!$8XGg7$`MO*npelf#=d;m z%LI+FEiigNyY7xAv-nET!ClznU|t_Myx(flC=<)~Xuizw@%kWp;A(FIR&Tx4ZPnwf z&GUXMxKypmzrSBREId4!&x4&~!?Q;8K0qjPZ@*%Tp0-!_yRkNG5p|;%Kd*#O*&B-N zV#_3id=-qwZ;~EZ!veoAPPzV!%JPnDhhIoJvzwZdOG{}}Qc}*{+aSF-yHUH2Az(F?$lH|fU}Y*r){?S=&jIAe_{l0~x5n>r+)jD%1h!@SXG zG}nEx3UBRShjoaQ>(UU@2se-%E||(HSss2vZt9l3E|bdpSscdfZ8 zfzQ>dV93zccfN)NPa1&WDuEx<+ny8sUssnzdJiu%@g~HD{IJrc(!6VCe=02+<(0`! z!i0^K>8TO+=nqz4e)99*G1Ez)rhP&a1Ttpf=dpHauW34!(a-cu)Ci~D-F##!%865h z_KPkNJ~9e848o06w0e*Ct2FdD?MD@e{2|;GT?4>b91N=dAlbi*)NtjvQO(zxg_XS3@v^N~}md#^x)x&fmh$mq{?Gp+#6cUnvq{RIWQ=0br4f!GUlZ(rXok`bf-m=RavHiBtJ6D0icZ{3im# z{Xfnuz@UXtZ_$H13xThB1;GJU2@w6@e>(f=42v30IFl4Y9yP$vGz(g#^+oe>2CHW^ z|7BNhq1ECS6CL?*-3YLoczp&O(ER*K$OG@eZXqtv&;$7O{(WD>PFU=E;!j2IaL6(LHi;+M;uF_252oPp{-)99A7RFW;(*So{+4;56C%9JS#`~ka-G4_El7G|eF1A}% zg7{rgpSpFFda}65^=R3Mh$y5`iX)G?8W`vr^}0;NhYZ+@?j2n*GICZJgu`+>g1W;$6fzH{oihb?)TqrBZL|&Y^4W;LEL_6mS*cz7X$6! zLfi@o_)`9>9#HjLEx~>f$E!~-v(P7Y7pacLIoJQVPP=WUoF_2feKZ5e8N|FuEmZf= zr9ebAgi`8MEFJ+~7Ib!Ibpc+gCs@SPq?n-lBPwD+jASTMIIkc7<4nTDdIvo?G?lkW z#2IlfD76Z8z@mp~bx=Ul!gUL>TsU&x#|J>r;0d%|7gKn(_{>2Y%1K^Eo@h%tDxe1a z$K0+2aHV{Q!5m3Y88c>v#NrgjI_}(p2smi$cd`?Pg^3de!z$4$TVHl4d#Rq;X z!0#rs>qx6Z95oTg)#J~|8iU`dL&65-Kj{--0rtDZAXP9+*K}J$d~_P(o|0pWaL$}J zCIPW;M7i{oFnm>r-a4+Ae zHK1ciD+{$d+qi;~GG%uz26ynA#Yj4rqRFxSG{6$%!dQ~Y%|by-Pj-7~p@}WqWZ#%f zD74ZU-TT4@n}_)$1XCoDawaneZ!{yapoJF0&&M;y26+;8ZpBhKTfEx6(R|!V1c7W> zM)tD{PHWCX$C2*Xoa!nfJ*tn!Cu?BmN_s1$^!`Ut^H&xKJTHPVp2$58{?zN+RMj$r ztB7Q)bdG33Ro$_9x2r{7L&~w=Dim#WLO?8H0|MUhcVL|@93qlG-&BjbXzLDfsLw&@3ztC|^N;!BghcJ6ra}-aEQm$eate&}V_bhPR~a`&J_L9knq$XZ&Kv##N##XH2M1pMXuOUu3xO-D2L6V*d-F z^0oLNx7q^edch6{d)b9Fcjp%B9P=1qrGF4t2wPTgM*aGk5_!Xm{tj6)ssQ5?1REiy z7!{)_6aAgtjw_KsqR}qKT`&HC!+7P4WPZ=z+oA?T=3}ubTcLfLJa|#mAZB>WX1n=b zM%;ZFkbjR8RwClY%>rJ<=c#P&9nXg-3vu{2<2qC$Gw{Vr7|(0+%=Q=3?=mN?dB5xq zPDjj1SPZ7VUN)L7V8!PX+43@7IEuu3gp)QL(A8rd71%}cnFyct{k>v3tUyupT(OSO zsqzPcnW5zwu$ymxj5*7rBdpuO1UBpdX&w0(tFT)M2mg&eb2irmTWB#A^<$C_iS?gu zorwgF2t*yyT|NOOL3^MK1Ayp01 zj1K*~htk=ot*A5Np@t{|JU4)KmOYLNQ(-c}jKCS8qwRp-Ij`Q+J{s;#>#%(ADMWNB zL2LUy`)4D((gny3Qs9W)lLgV1%`g$`tW?)}Ye}+3g>iyb( zW6dVA1eeV>JV-#eD@m6}XCjKfW-{5e`BTJWmQDFYfO#zI+e@^Sk2+N|`tU|}^-CE6 zXF2#8^&a7ve`Q0}1VU$hJ$n@AHXME9Cd4@J)o9X!ZQG5?Y3r4&N~v1cVwK?oFut)g zF3@75Jy~&aF{E9uKO*@iAouBu$GO6_%ZyohvHQfg-9g#-E}|Fg z0HSJOQ15^rIEF6Sv=`LdJ-Ikm?I1TE=NrIW0YrQ8;0X+r#S<{%*@OsIfS-udP0{b! zs9ztQtM{8CkF5@g0#)LF4R_B_GP@`$q_KHO*#;aFp?0Aq)wyS0R~PH~28I}~8S3k2 ziXA-8tW*K0{r)H=bYT>o`I_kXeeZk{sYY}iNuX0!QDFw{j!uHq)zzibxqmfmc&|9O zm6y|}q^6R+Vg$5h5IO$RsB-9$rT2F93b=Yt5#J_}GPTQQg&NuqGX``5KtkeHnq57oB$2|}BR*w?QJIu#t-0z#-+&3!u06m?p*qiHhIpFG}y z=MFp-aQOo02#n*XjzU)n;0hiK#rkjU@c7~5jp`5uc)RrcsTc4 zWP*)@qsI9}BZ}{K5uBG0Qbb;zY6cKc7 zOrX=xUgqF4kf}H?NxIWIJOpo4mUe~au2J+tT%Fy5?qE_$^hmNt=L9cxiwiJKQ}-G5 znW1%KOQ3mn|DUt~&(>t$Qe5&_t~z|+!%nU&R_`<-ah zzr(+_0sg|*ng4~B*P0YZpm}{0K-j{xMmhP_8U0QIvn3YixRQ6e_RZ6k7z$&1 zCpXsm;G+caG=K49Ekg1|k`0@+9$z)Lv!D=*UJtWNpgy9#BN6h*nF~GQGavG~la@G! zx%&drM8SN_uv7?Oj9$6X#WWw%f3)Pss78} zXx3xU?@DP+Sh4pyPCDTRNqYYj)$Z00REf-rbn7URYqED5B8gvk^Q}pnF8fV)X?CbD zy8O%s&CLBpAID3%lP7j}V)-5NY3_{~4$P_6IIZ&n%O`bJ^4-f@vR;YWlVAMxkU;Bf zJ+uSq$q+fUBlV|uM*o(wXzK2kJwH|$dU7y|;6XY1eRz2T zr#V*D7EfQ<*@KBDsc&iIdLpRTWfG{*sH%=VNz_Jmc?LgAYr1{f7Xk(T#S9yg$XRuQ zl1U#w9V3Ll@Rs(YQmR>epH31VpRp*ad-yw9iltOYkAs;lFut;X1xK4eQPcNHJ2mi{ zr&E5pL_Tt-19L1X?}#1UmW}Tj5Aj;cX%fD}zFJb?I5!{X*q#^Ym(B*T73*1NI``_- ziUWD?lR3VGT#Em$?3e9z5GClUhM1}322y-dl5NRqgwtO)(|b|J6dYqLBZV2@D}MhO z!n!LX5}7~fO@BjJsgz88EAZuoonfwkr=g8kh>r~6mEEjk&ou8%G14lb(!6{!)x~bp zGO^O?4hw*Cz4#wj#6J8`;FRm4Uo{7RCj2sQu1DA)(X(UE=+Ve9u(q^W`#3xqBt+whHbVkxiwBdU4x=2+#gQc@W_s!D6K-Z#w&n-$?8~T`e za=`@ek4g;efk|RBaI&_$skr`*msR_w!gqdhKbQZGLAO_I3_F5}wwupZdso=E8Cokh zr18WNVOfkD2SoKSqr6rWA!EkSyLJ(@f7F+3v3}2+Qeh*|X3qECGD}QQ`x}ho_0#*3A2w~)Ak+^t_aR} zC}Sp}^Iw1%s#wR5=p%8*)I9Sa>SvtS!~hcLG3M=&sIUbkwcp`|BiSHVO8c5*KB%$O{Z^=y}leBwHiKXq6 z178BwV_vNT)r+&2%K2pRPQgh%SGMyt$8<;ZQtBUmoLKqLP^lFzM0SW6KWTEY+J<|+ z@gEL-*RZyh6ZRj7GZp>ID;^h-Biw9@qi)D8c_$XyQMqFuAcnxJUTUQyjYhcRVVXk? z)C$PPqG7wUG*JUk(ZMkT_{5l5%$^L1ECm2mhE_v~tyrI*ahNckB)ixJxH3@NTfKk< zb`tY`hv_E3f(YjbB6giPzU}*geMfmlJc2dnK8rooYYT?tvJWwK#i-oJmy?LqbLa!)`n@wp`f*20=lloi4Xv?|iMQcK$o?(vdrZwY;a&QJ27JXr zc7`3*L~afNXT8Za90(3PkOi;{frJsj7ns**6}m^pxp}2XmqMXZA7wmMle)NcjSLn% zr)>ZGhfI@Fx>(9}7MO*l?ce(bdd3V-4DM+JDV~!%yS^a4>DH}yBMbJK!URqZfhfcG zt2a>X&H`25_d=&fm^b6*S}N1wX~KZGsVD!y6y5;kv{Zxzq8a$SYDJ;AZFZL42R1e_ zt;YrwQvR;!E0iosw(!<*%2e)@qH+BzMn^Lh=Aq$H--7h))Agv?t%yNeQcdefHU9iI z^p^{e!eeJiA2#fsN%XwcY4+)#^(3V`oEH;+dN}NVvlA1@Z@e{eXJMGLw_t$(m@yru zm=I5wUDC!wR{>RRZ=4aJ?2x`QUc1{oxg)iD!D!zQTl zN{!%ZmIYWgFW{m`C|l|SlZ&F_A#*09+#ezGSTBIs+*!@r$_l9`=V z^Z8oKNrT-IC3Em@wW7+hji#Hdl7cSs7g^zD`dEc}Ek7;~vvdZJp^owT)f(yN(2xQ; zcEe*~4k~>G2|iRkpmYLn$v#j)PsoZ^TCk_92c%Fct@8W&l|k;CcyG=e8v-AnK)#^= zK|xUm;fS{+lvxKsf4?bx?88dMJv%kH4?*)F&&NV1bDknpifDaCAJ&$be75(BP_GH) zA@po`_PbWENxGU%3mMey<#(EVQLnYu5v+CdFR|28njPmkdX>=rN=dv&+{wfvup3m3 z)xQ-$_dAfU{?v<2abQQTEb8WoXBR!GrO`H`uMX_lo7Zu6g%*`ou5mke@{W~UqqEus zR2iD^KL9INwRC?0E^FuPj0An=iPYgG0ke|i8pVU8k4;UjNuMe_V`XqrZn$Z`$8>Pt zs=KxJ#_j7j#L3rZ-Sqrh9nYlBfg2!h4LB?Kq>kT?ROIax=qk?XZ$y?+XMM2j{<|cc z<)!uK)8{Wf7DL(I9l2m4s5;kMEdA~ZD^kZTbJoOhr{SfuYtcAklWc7M$w$3TMPQIb_9Z#{ z&6fV5j4a&kyo^C)V$WGDtT#i?k~r7$B5Hi;cr}b|a%%rrP(=svR5{7D+4x6h2Gx{pUaA3+%x>O z8)qQ8@LI9`>5`T~(WxJJPhC0GWz6^86aR8**1#}M^0QxS>8pG}luMOVSw4pYSIdmW zYXKinTNxl1BQ?A*iWpcq+PnaLPH*yk$b2I!5HfkY`y$nJ<4_-DuEWOj5v;6=>3UVr zxqoQqZ2PInF&#iR?<))yTQcrj7#;e^C~z9doXaZ znE3T8ebz?NSq_Y!m2O)&X<@&-Waj?nb8u{CGCI==XVw9xalYcxY-rRL+9K=d4;Pmf z>+L0cLy7j>6vK~#v7ch9Tx0up!1abqeMDTu+EZg?@UJqXA|-*eJbyT$Ik5Z$- zlNR`jWF`YY1&%^s16V&|P#QW-qSZZZx;jM7O~Q%!vJqz0JO+Z?^RyJtTq+`JWrvEx zhai1rLg>y^to?8z2lT{+StJ2kw>LC2`PiZy2v9eu51-vf$D=P!ZK7KSR#{|w)3K9x zojf3Ju^B1DWM*epTjG|QvhiADpnNZ9F?FQxvi@BRzfHQh0vUC0?EvNh!j^%VTYmol@?B;-385ooVJAsmI~rBt%`T_j%^4#-PYQegm41d z1%doaat+6Fng99A9kDkILePXZXMyO!_pdaVRbg19VF(B9Yes|#-yY5P29A3G$U*jI z$CD7~)sGEkww^FFHM4uZ8S`bMWM!}yfw1hr4&r2odi2unj4Ljgr+DxdRn=y3XpF&A z_+nlL(~-R|GR(ZJ?AQ~lzAa&5ypD^yM7EhBJT~h%UtIW;-^tEd3Gs;@Ks8X=1EcB6y={BaCR3o|XKaH4gAYgH+i&C& zhhh_|-)lf+-&(utw`_lm&6vtBPIgZGm^d9DGhGl5?j?uFLKQ9yP5JuE(tq>vdaFI3daYjHy1HlPPAwP6eTo1-LZRR{z{3F{q7VA1XPl<-`J;1 zt>E-L;Y||9I87}@Q42T4pV7=W%pAqChfj8=xA9hMcCaup9Ub}c^5s+Eo9LwSVsgHL zKQ=whqbD!Web6_;)MEIl!0i9ix1D_z{hUm{;kXYWijUDnIG5;-Xp$CZIuk7_Q*3)1R6sJ`FWzJKFL zMgN2!5Mf6Q%DGy7lT#bETR4X!?gYYzD&I*Z8o9exT3?lD87fPdO*H9Mb1(sr3gH0r zd4%!Btk>Wb7s5g)uT?kN_7Rg?X)%`BNwbRmZSR@b1ahz$xvG)1^jk<6cVE?K^Rk!e$Kk@ z<+i|Ph>U1N=BO_|ImEVM>K_?$+&Ilf3(J0(qf3t%Sr5SqPkEs zx%HLQa=6uW7 z5$N5II^A8bD)XR-%peS~`mw7kdE%a75)S7rGjIwXY;H$qiiMXjMJ##)b;{qTKOm!` zd8x1=Bp0&2Y(?yxs*0eEqOGNuj;$ybYh(s?^z^xbna!GXi_|C&QxOfG44iV{0xqsRizgmv%pz=M5NjqFDKH?eF?ikm(48kn4;r=P#Lbt>^v6 z0KyIb$_f&8M*m72gZUOQiMG*DM1WHxO~x>h>^8Thr&=U(&igJ)yS8LaUEY{s?1xx? z`9h2pVS0*nMXlkOs{o5*ErH=V-f&JCe?ircV1SrCtHZ*}xwH6?hUOz9Q?yg(ris6@ zF$^CyeMDISUGA=tYZRxjuy=K@b{lCtO2EQm;sM;S%B^3zKEnl^N5`+MVz=gji+F4$ zhb)IZ(}}<`6HZ6dN;K{%WWONYZgdYQG*2b}iXu7w`_IY|jW;$w^tZdg^6rF{1dg9y zF`-rM#LL#0r%aW4ep1nxG^stFp208P&m^mG0@QQ6kdcNBQ>HrgIm^B6&)c>lv*~Ch zzYSux(JTUGa7z}LGR|XZpK=)o;(G2(8;t7n!pIMnx6$DmmE|yjk<{p{e3?=>^4l8r z7TcYtE8No7`iWNXv4=V5{m$_M+2Q)xyP;Poea3%|$&5bV639k>jm?LeWo?ZoGtnWq zvdnCn;{bTXSTS)wWH|LldDj_I@pU)Yax^kho%u_Ut8oKr!-` zIc>h>rk=ihfGx<&s{G?pS@KsPd4DrBIXhmm8@OCFL_QL<)~Wj<{%A&s^lY0qywQ>E zFvy;srqZ*2AEyu_gT{8Eu*Xs|vII?F>C6>fV`FEo-j=c~@X91Em|W~py4xx4M&gd( zyd{eW6{uz4xi>D{bOdL%?$<$z6tck!A>U>Me}lq@d8JNeQ?GE|&|+SJM`Uhpc&EM> z2?81_IekOk5@jjQV5`X=B`^4bxkt^G-OjHDT=n;u%juftnGwFgJwX7NO`oC1yiL>g zaQm3|W*Y%3u5q^+H=1gK7uw3Wjk_r zRN6!bJkBImKeS#;vEc|<k8T1f{TZ(oATWFTv9tw+-HSge-uqyY56% zhoN6=bioqyP6kuJ+1o3g?Y6u&6Fq_7sz+}1&TNGtv6{Ywj7>Z&K3eeetdHv-{eJMg zjfg&BIJ!T=CsSd{<%nb`JDjl@6Frjxztq&*o*z8mwX$UZxH=c`+ z|1XKajI$@E#j?FyeHL;JwhtJ0v)4-@5QILMgTvYFX9ok#)bU9l+xCZDLE=~v^4{{_ zvnN+h(JP0aywnXBpD#zOI^O1RN6@SjA2<((KVoXF*uD~ek36Ygk*U|5Iq<-r$z!S# z-f4`E^g(oiRa4O(8NEf8IQoHRZ222sc4jz{ECv1Xi__Wt)l${mrQ2DNtT@qvFArU_ z64?bm#=2*3O>I?Asr|LM7^tnUK4?pJLa6pG$L$A`^?*cc(`Kp`d&}gMv%#SNv_7%k z-~w3lnhgSC`U@Ofw;rhu;P(48**RzHVsnullt!-vLTT5z<+<}JAhQ!3Pi02_Q~qri zCufeIwX9u5jogM2!Oibz4Yz+3Bn)}#+ zzrslNS8}GUmL~*^EIK&}8$pJaSn|fFi0PQd$t?G{X0F9ZLC&m1{j0N*gO$q3WcUBg zAwku1Fjb{yv*O4Y)BP@XqU}QA$&j_fI2|@UIVSOsSk&bWY*$d}#MvuNAzui9Aj^58H(shN1NwjRIyFYO(-LFzFbj`xy4OH~4?o##*k_q^71? z(8EK-1mquFrT=hph%G3vra$ReQnZZj9FIXOfE=iKtHC+yvO}~un+qn_bpqacHSMF% z1NjB0v^!6`h5IY$^NnvTQYWT3a|`yZ))U0%+-(CI^scQoCq1GLBar@6$t-9Kf{+7$ zcX-+)cbwY*y0ah;)p-B%M3{qRHvvF1dO2~mCq8#pv4yK zB~KFnIM>N%#!3m9@^!f1*+1QVByW+S(#V&2kbdX!)ta#wK6VDEugpYdoGJcbCCLS2+$lgW6@Z5g&}$h^m6=}>xc z^-}{}`q`b>s`9L)0_+g-LowhAb=+iNs!D#y@El6=XYx_Wx~mPGFimgnHYKUw!p$&v zWZu*fUrP=mbgzfNbuwybYCb$)O*{ZPav+(I!ZC5OiPg7M;u{W}=Dfy8P&b>$ob<8b zeM|zxbjbZb4#-#F(9Nvg71N{X8r`L#f%Q2JwK=TfzOKQ4cgEAgJB-mmv&`7Y9!UoI zJfyWE6UH%TS~}BT?M!V*$}A~3lTsFbqPewFq_UQ~FS}8dVVzkP(-QoW`_=MP=z1$I zfYY8okVdG4`#0_A_^#N?TD`lN&<~lT?js9z(rj4HVV>!+-kuPC=KZftWz02)F9@B# zHFf_^$q_{sr-KZ#R%w)u_g(ZAV2=Qe`i`xjLe8!Jv(JXYn7+n(<%zwu<_KmmTL@o1 z$CRSbzGYA?SnK2AZ?2Qt8C({V5ARP2Y;^}VYSDY2{~-QwoeeJxo3$O6 zWfK2mWNnrhK2B_dpFJ~CDOJ*nOEJPg)JV8nTWwDKL&aD$8p&9Tr4-=g#zA0Px9U;4c9cV@fJv*cjbMA!yc_Sz^}?SgKq+-}8=6tstG&>p03W9 zCT3ex+$8sii=nMgAI<;+N?t9NbUjsg9I#$wtEDz7Y2x3Y_2n4zQU%)|4{6@#$f(~9 zHO~KJb$NN|x|i-kz265%2iOH7<#Z8qDO9Rb3g{NoA)dz7`PqNLy`rp__q2i}i?aIK zYUjTLX9f z^#e$P@3tZGIA-dP1aYQmp+1II)7>N>AyIA>49fQ5>hX+`ZPmgm=|NfRr6KgQ>b^JA zaChNRT@b`(Z_Ctl+xT}4@SBi|?0>grnrPQNd21ll*|1$>k5Co?#N?}&$sdOliQM}} zm@ob2*~KJaTxGW{vJp{H3*f8S9=aL{>|n;eduHqyCq0iB_288rKWNXwqncm18DQ$w0X zb6Sp?wm4&%7PZ)|9H0^vr+`qG{4CrVc}HdYCiE00KsR6TcV(mCLH8{T6c6+2Y|3UW(c0`Ev21#QwX4|HLXquP9oIbD zD9RT2&H*_1pO}7)ttDs$u4CHpzQ}*mB+2qvT^)vwxr%A)3%ajiT$L4Xl=+-y(2};3 ziiO8Pbp0gqRtVy^k2)>=Q%nU< z&31)--%Jl1`ChYpGR6URlTZhRyM>2V6+f{PUg;}UK+lFISL!ZsdbGg*qOk3FzKF3| zd4~Je-!!yOvt_bgx+vC$g^9oy2yB&o7jg({xE}$&1)!M@j>n_AMC<6ZTvvia_GmU^`{7K1W+vh~C@uo5q)81sNKeym_RHR|) z8BO|p1Dg@~Z7d5f+IQ|+(7#ea>C?*tZ~G}ca#L`B-b=jRvh8i}jCxSFPliVli_WL+ z+upM&Tu?l+Ks!;pw^M^WTmky8P4?fs2(qPH4X)oExKkre4HLf(QAPr>j`ViPN?@MT z-%be2HnxB7Q8vo+iJ6%ti*hWuL!@u~=gJBEPksXqvM39aVB^SwI-m8?OEjXT|wyh06chEQb85bVzwDX*Z7nP~Tgn@O8DFxtaz}gf~#M=+9+r znAhb-r<@U65`sueIE=xoHac8i-OB6n3kc2$4K4k^PX5MFK$^t;JTXER6B?N)Xs`LS z<+3xQAn1Q}eT!4)MG6*4eZ{7A^Z30gm;lqErhnAH3%FIgFU!EF(Go|3`XktIBbR>G zyB6U`z+r-{LyHDF1Dy1jKP@82h^G6f_bbg;^~=$r2shipe7Fmjq9FNqL30tknp@eY zECO*V%IGBN`E%M7=e{sFZMNrIpx`M&b}3A}PHXUZqK>ts=|NfowLE|ZXS1`r$HBBW z8MD^CDE%ZxJb`1Ycw+)4Pd5$fhl(p{csBCBpd7x(ATyz9xx6fDz9U90%KuFJTRJjDY5x0zx?vR){^k7M=KJ}agsizEcPd)@X(T^A1eQ%$SVo;Ya; z#YsJ8D$Io|bLE{5)l8)pzbDC~*t-idjB~*O$_UO$M=t&jJfoG_e>&KX~aF^sf zIU3$x&PaN71y0~Rr?ALuA}F@md^-iARf}*76@*~8883bhDub%cA|tJM-aNIqxS;Tl zBa^Tgquw9R;LkR)b>XJ$`qhNM)yvcYysm#HtV+=7>mErYvbO~p-P*N;a3Otc*_SiM~s{1Pw0!Eb>F z4J87VKx{Ui(&s#1D&?xNbS^q;2NaQ@l-m7nt3(GT(p;(V+3Z8j-8%e(eBSCL*eQQC zou~J!=vZGdw|_S^vPLPB&pGE{N#>*AeKig!L00jmMPPp9I=@fzq#we~V7YN3wcs!bJFYuH8 z4J2%c6dN8*Ofr$HW2>5`QX{%H7BP9KIWM)hE(>z|r0SNl!B2X&I$eTy z4kMnEPf~I9wqF|Z@?#P@!p&4M$KZyy_>Dgo(a(CCB4Hq98u#XnzI^{ayY7^jdxNpm zl@y77VP*WT)@%n+D(y#N-ixUhU+{s&ZO)ZdP-+zz#r3bv`bu5)|$3Dj!j9xoe=R^ z0_ey2dpyOoV>{l2iqGXZ=S#Z;3Mp*0CQgtcDBPw!1#(15;a9NzvW$6*hq60v(z zEN@Aa_Mk$rH=-|6li^Z2e#fz(gpgP?-z_<5?%AUNRZTUo&CU<)+<+28+^-9>cEUp7 zwy%ex!wu{=Zum6-sg>Y&BR^#Z%rgR0vWne!Xdd|#%qO_y_Y1gDreg6 zWGKa1c;bS_A=fd;Xop=|46?eBbC5m^tC%t(fy_f6YCV#8cn{;m$WFLKmq#e0cR%eu$gQcq-7mRrMP%Y+5_BK@mRkC4Vahqt zen%i}?$2i(hOiQR@nvj*U-BI4xy{qipsHK) zj?!Q+HvC~1FOfp4yyO1vX{G78>JEe6W#BIQkEVpiMDh9p@EAg#FSLGz7zz}Dldj2l zlHayNU(!^{TH}m`!#S&SHD4WH!AFjaPauz+)2X6upEyym+o@L{pbNh5-SgU0a?aoE z(de#Wl~;zug84h!A*f+%;K^lREb2+k zP)_wRS<`1Xp4Vor0&2l*2V|~O7j~jL9{nJjbTG6s5l{{PooTm!{YUlZ5#C=eVXx8e zs)mN&f&K9xc*&YMb8bQRycbM=-!5@j`7exmUAl+Ysn%V-r2YC|RJ~h@ zG|Cs|M~)3*=7C4o4MAy+SB0(T^u)xsh34-5L;V6|6|NETx7P%6$=QE2<>om4V?MtC zr}8JVC~kCvvTYNuW(bdyqSx6X!@1BAd{%FA`B|*0z`t^ep@C?;)KRxcy^;PPcCRKN z@dX^Cn721oMttkoY`f3}QD@reh6fEjJmKjh+NbWPFpHOL&zVz^Sl^L_<(ary%)T+M zch#SN+T$KH15>7aqLNQ#pT7)_XLVcqinA*4(i8nF%vHnygvNVf5_t}1Bvx~5`PF$V z$LS{u2~})jPQ1fOB@e)7kB1vLCNq?qWe-BhUb4f5mCg7UA5o6g}H3F z483Pf>m~LAy>rOlp#0E!Y#)b9FB4#)|^rM`Myc$HWD5}=Yn8k0LGSb6@ zjlG8GhL{0OtY<$aa*?>Xu)L+@s`OCzP{*MwQQrivn?QB-khahyXVqiJq0zhnj7Pbs z6s4z*^J4t=Y<6l6pM%4x`(zCT(j>|HpgwD8WXR5zE_c4LXhUFH>u=4R-=($u@hiQm z;kpGz)9v_GmU(^Xoy7th@J{G|z>$6ML^B=EP(Fh{-LCAT3`@GFE~9+6F?xbb;lbtD zVPYgM;03WS&RaokUaka3Ft^H zV?dxlt?D%6qzx0@H~*bHkQ@QkV=+V)feDh-PdUTT_o6q6ruzXrUm-+$7GfbQYYlk} z8)L$BLllk_cUR2c%r|G4&s9`-O4`0I*5)RX?>4+qr**e7RO%TXpQ@b=Z29odr$bs| zcyEbg51iF!&uJRko~X|twNOwa@Op>=;z2ToYR1V8j5L2eANqtP=D^Vaq;vSKtL&~u zi#SKJU8d7nfF$W&3iGa#+4w!sG&zb;htZ8Tp5T#=rsp_5wZc}yvfvhn8>j>Z(K2Q_1~#b0u) z+kYhpW-ePDhjAB_efZq*8^58E%%R0IXc`&FK(12~1(Jn^vr z@3TrOQ0bcjdp^6GIXfCb#dei+hXh6*!2*8_(~;&Xe2}zk%JOb@47&5E`RY9+jq}J3 zbzhJ5U-1eZq~ucQVcy)$)4q5(it46fnIgyQZjmiS&xe6f`G2GN!e|-gpb@ngaRHHY zg{Iy7#@_5VT(YpB!jas=K{Gd>;Rmmobh%l%AnlEEi?KM%zPI0SLmyRj;Tm?faW@#K zRkhEPY%O*OE{GWedwP{opb!i7KjPp1M=fD}3ASW0yo!Q#@GB^-Ya8^0%g` zes}0!5D>fuaIrt_gaw#Hip;%KNBvs(1+qBlMp1dkLz`3;y7Bh&r_F6{F{t3*W-W!p zFhV6LY%DCoja@lU6;MSb6-k74``hf+U-ZG>bnKkUI)WY6r29>Ubon%sv16{;6j}K& zi=;7milyb((Z!L$C4nTu(ZVRuQ3LQVjfXVu(O~+s^#gvSfY7_ieS>zN$xi~&n_FT7xTyKggRS8 z>cci8)V7hbhAC`T;px)b9dJrXrTm{7EGXSE6`WQIeUdr!JhZxG2oIC3v&){8<{;i`j3rweEACwMj@1 zt!p3qvSRMBfW$u$3J(CZq3H>d4=BFcvEJ-+w9K#cJTEGt!WWa^h~cW9{9fY%R0iLl z>Nt}CH?=moH?p&#xx8202@SvI_W^X0 z#*}i(bbqT(qaabJ;M;KL&FWt67}5c4c8|E3bNSG;r*o0TtZ$>wN^$7)UC zL8euw;*>5ReG5&jBF}uMp;X@$^B0sGa6|t}){6iTSMNt9R0((&c4r_Zl>z%QM-%fFPB46((#HJR(1Gr@BOPxT9K9sBx){cwl+!e%h2gMSINi_;F>2 z@wn-NDxN!HpG!;@AzE*YPo&IUoBHT46=+8G#fb+4kv!+^s`9@?4BB^@$}Fp~D*;p~ z1ch84964TN@tN;O;wZ4`&>hY|`|VhV<+3+N%rn>6ov^*i_ubUY@!jIjsnyp8L6JtJ zLCS(iU2a0jF)KX@YJWUW4wx4EZT#*=cX_q5?LCsF!K`iJ48%UP$=TI4COFbPX+tm5 zWtGg4umYCH>({;GI3oLH$1`sYUk;<5_#NWdKYNKunwRa=9XaYhj|EE;x*xzgAUM zKFuz$dOhyt2rymrC$%(RO@BB8h*fLI+57etTWF)aQ@ppf(1mE5h^rRNsDlqNeKOKN zlUYoXp5@hBgyWXJ(Xk^0Mu3WM$!Qio`MdVKI1@j9`G^F>QAJSMb6)*n*Qhvi3-9rG zK3eHaIFYNF6W&zybcKEQ%v_d@Ra`!*9}!#sA}`*DR* zItl=gj|Z~i7fU^)jvCMj`MMYU$v4Du3P2gbkoc-&nDtg6w4iBPEFF2!Y zZCnwRg)}GHO1gY|E^V(6`I==&2Amep8WeU?XWxkPPV!h zbQr(|tr-1z`{3L8vXEhaQ1_ZABwgj1_~eTr-@wY@3Ru?owvG2m9<7$fUAE!zWEnL5 zVBlZm4fQNa&o1@Nic5(SL^5r7jVZ8QNllygisTC!Z_!{mKOi)C%%vQ@yLNs*$@#4t z;PW$1yxdDDoJG*K9#-!S-rN%;`Net~C=tU8sT~AUzZ#=Eyme|vJ_Zr0Wbz`~9f?K~Gj>=?*dv^C1_JB{V9^o8a zKhQXtO{7*jn}s$?-N7d>)KvYvN~-)}YTX&KtOCNSp-x)m&+tr<>+0v=D8Q;WZN9r6 zpGT8rUpQ8`SI^tDOTzS!n`Q(0eP?Dwfe%aYXIm%2dxb*sG?}d~oX-sV^H=-JLOdzo z0pSvYO~8n!rqQBCV}6$36hlbNgVZ6ypp9S2OJ3D&SEnY+gr=xwmkbBr6#~|K0a6%v zJQvrFfMo+GO2)Y!Dy}0$P>67D=udzx^ksmg3=);{bSMw#oBf-93B#C9DXzR;v;6{` z`SKnGza8UpI(kSHicG=g_v&gI(%cK2Y>XwaO=xAJQ^Fjd-I+ICZv6gkwpcr@vQ+!Y z)g~v$dpC_5b(on{J~YrsuVfs{>mi9c1ElsNFyW}V83fLc31}#?Cd?s^P)lC@*9(+& zhu(dYg)Ukkduc|C+~V)3fXshtf0zmF2uN>eQBzL}x)fO;OJ z?q%bo_w3z6itZ9)_4P8g9aT}eB0n+|4DHF-eg%90GwGWakL(pv7>-sI^iaL4g#oVf zEw|m_aq96HW9Z=|05;~Rg0%a#hDlhWVBB!3=nK&Rs#?>N%-`n1abj6w4VU17)iyj& z#WB?!ru8xr+?d?DZq%<)`yS zi1H*A)u!14ntRAY#OZ_5%D%m$;&@kXXV!Ky4y-5JFb84Hg~PS0QJU(v^SB3%epH1( zAr5$V@Id{?|B>;8e;2fWrS>RBnBe*KNcUm0A`;6t%c%3WR>oLU01!s{HAhUXJVd+1 z7D89EQwfCRU39$JUNiGR0ub){VKH_!xUJ_BfoMJSlJC;pYl5v6hYYP9YpB7AKIvrC!rXSj$cX*__$uc=|>4%p|jl-ywi;i zaSmCdR#hOCr15%r34#jl(0wi;p?@4pgInu9yG#G}BUp)3Hcg))wTY6SVh-@UPLR`n zq2K9TGViP^4DL^hbJXQjd2lC7Y{n|~n9Xm%CIn2AN=y~~V{*o)D3fpbc?(rEP2iRf z5Ex}6Ee)dLqNPml9;)yK0_kfWhWx#|M~_8)31iniydwb(1kM5Kd_C ztADd8Gn?_7%sVH0HUm#;ZyJ#h2~*@>40kB`)7)r%y?x)>aXi0UGJG?g(Oscs_Q!QK z;5MfXXGfOPmG)#-X2^h99|XmqK1}-!L--Z=WMZ+KQZ4@=FC6ntw78ELkQzF;gi6=I z8r=tl#!h+LA*%sMcW0Vw4*)?(xWqmdQj#8a*QJHJzv>PMKzSH!iR>X3IZh#-! zbPZ(5m4ieBsY`*{Vj;3oT$bW=JB8LA>QU@99KTUugX`v!a^QlYp7`!1cwu0Ga8!l8 zR4DVdkR0*yjimzNVqan)!^zh?D>ew1mhpolGndD4Q)*J3fB*+WS4JC*{7?W&XR;ad z+Qmb^g)_0U*MWjnl?A?J6ptak3IxNIC&YS^%Dlmje2=B0XDi6nx7P?rc(OVlZfu{U z?b5by&--uK0+BM|Mckei)ba=Jxo zZ~eOz1KOB1*uega0|UargXu-ek_<^dbP83bCwLh38qDY4{vAo7|8|j1L24`W#{Hf3 z-PvATURfnyy7^%;Y6pd~XjH29$(ceOn9GTFeWPGJ$8isdJAIiioUyKg&N0>BdI$&@ zy1{AYa5t5oitfxl&N_rGQ;XNk;73=~6Ca0H zU1StlyesVN4BM$`Yfb)FmVI1??1xAueR)clSgbzK@9Wl&J1N6V?shn=8)wDFY*sTd z8<`q1NxVs74Xw5#dSAx)>1+E8>r%*ihP%h2IM#o((GEvH`F&^?@}Km7Zlio$#o3Gc zvh6T=8Bfy{g@2j%uXy8UjKg7-F`=jRkk$V#uuQ{ZE}Q>`gm1}4?z#3g1)}cI_*MMC z=~@Ga5I87+hPW7e@RQ#r1s`=){IVgFa?;VzSC=#QkS-2L?sqV;)lg z6?g)G>L>?!EokWm9IVN5j93G#X~u-1^YnREKE$1JoQU4N+DwbgIk^!2o!OWTd8GD% zcUd9pEM6Bb@V7JfFx4H- z0!x9YCKo1P+Cjl-!{fo%eWZ)%0_*Sbr{=v;?xdBaJMA){{bZ@XghoTJ{(Z=ssIhgU z9e3UO#|Orsp>|`S)`S;haZ8Yl&0(r;aCyJJ@I~>$?+w7PS@WL}VA3~N@gy6axd%^T z*tOU?C8zu1sTcc0l;xdKIb!$al=mR0j=iiUNS)eMkBop_rctk z4~;vrcB`U$u2OUY5B7cwUVI=4>^E5qvd;`Y|4x~Ve%RV~K)~yXG1YDy1Uqzc-NQ)k zhyK`@u5ny0V{N9f*CLiH!=x28RJQm{uS=x(za_!|EDp9&^4PuMG{|(b z9I_hfVu;>}$o;#WxWQV^%ANtrEFch6 z{4XDjTiqObjOgXOSW^1<(}WTps^aw)AOF?)Yd)Azm3vnoIG$=u?%tKXc48kZP?Q8v zj`4fKSf?%>cFz_lg@eX4NkAC+mYg6ar}#=!Ql3hZ{ilT`MT09GxLAJu|6l-B{IPia zZ`%K~5N-|yiJhc|nKbAP0#)o}bR87}p8ck+8-3_wHp}hoKaPt%%D>6w&56}Wi>uWg z!V7Hs%eC0F*s!8Nr4B=SOzr#K=8=Nl z+gl?SY&QCbLBIJS44cZdzTA~ZIvN4mAbr*)0w$2%Chp&t2)k_@=jvMlAz5gEv4j{LR(AP~?c->~10b*6>bmASYn-MHdixVsWv|?P` z?8ddR>+1o2h1V4XsI;>Pz^@vpUCsw|i{L|jfblx4`zV?gp=&w#H!V^w4mGp0P>45R zIzLL!-bsh6Y{ufmtuBCV^9e+&C36NF+&4czg@+MZjXsa&<1cC8@?q77oQY@vMj-vx z==g4pcz~jj^vIAIQw7pfLE^gNmRWdOS59B=!fgffn*!}<=SzsdNkzHo!?wDD_q1?% z#mE;sR~if~x-7r?V-Ap=sHx?U70f&Mkst=*2Cw1rgE`)sP5s-5!yzXi)*x(qx)ij$ z)>TsBsFYAgAz3uI?XxTvSD{bx|d7h zKrR``BUA#PH(>7yYK`~9SF%mWhxbTrZeY=H_9(CtXCJD);X7IFbV$+7rF+b=;m|$1 z+3Be>2d*HL0t$u`*QV9UD>?k%VgV(Jpz>7Wca_FI5WBa}nR$@%3>S_G^-NmL4)kua z(|6!D^^DfrjHxMwTI9hZQK7E`lqC2gs$*GqIU^k6I4U+*_BIwJceynVLNwoXe4~q2 z7dXD5Jqw)Qvg)GpCR>zD$beBoK+Ifd--x2;6w$UrOc_7kg?G{$Ch!4cIS+puUaTBi z+cr{8KUn^jjQsxb@CQ52Gn?Vm(g2DD@HS*#Y-vbXb$Tl~*rw`j5q5z+P1_BFLRP`u z9raP|5INmDJ`b){!&aUYI30$35Hzgl83A?8u#`pZG9=u)xptkAyMK*XfH6e{;N_ghCy!PaYmr0Y3nhn1AvOKuXWz=PWP`v+~8)! zo4SiTBC{4`((+l|jQ(^q!yz;6I+5Gg>PAkQ60@yxb6cqT8=8Ge?>iW-&s|^AbZb}{ z*dio)!ZfeI0|AO09@S3eN(>W-oGFOQJL-Q=>XHY?r)w)u20UqJG|n$zJOBsa&p#C=5 zTLYnSXC`54ZocKoWZ?^MiP8Nlb=9h;8Hu$d1Kd8B}*d(z)5 zyOJmu$eG-oZ}XmYVOTHJhN6*)f7OBfe}(u@_FWxXN~oVr|LY(S^Ar{s15DX-+;(~$&i{dQ_=Gn4!y`MH4J)D!O{XU- z-645V<4yIcsl6UEs+uXVsKX$vp#*l;^BM$!?Bnop08mozI5HQ6GM*kDj~jAgN1>)6 zG7!&rM;!xj#kJKe$^e-*d8xn@xvpuqL-D_;L+ z{Rf6Kmvn6xjQ9Km{0rGr-FV9v#8YlE0T(f@uO(a9a(~(lZv@|$b)TG2*Us05>E zimS?Ex!nv-Ij`0BuaP4*@UJh`h!eaSH{xPRH_lu4d|fsM@pRff^1k=VBLXj8#hfO#{ZpxB%TYUX*WBT*NC!uh%TclObWN zI-8mqiMS0XDC?J_&Fc07ua2_$N^Pn(u5oZ5?20k=hWD+>!cn=L3#~a)yWUm9c2AWE)Ll_67Wk{;0Efo4&6`Y|KsV%XQW{s)=vD(z15Xr zz-X-84t6=(Sax0A1_nwX@f8$PvzU!+9W|^Hx07MKr}3P~z zPU$f8M|M2H^Vxk$;8q>F*_{31M8RdDjCTl1=52{!^P&?xgXSBYyfV|X+UCou%zvD< z5Vp~xKGaXVJTCa_LNB;N>wJCMmwQ3(@X{E%i&%)DhN2lCq4pzv^f+hA$0>UWGv7C@ zD7z>I?);~+xP52UEVJi}W?V*1{NnRZzcL%ymSFe`o(G|x)wTIn$)G!VNWi>c|UsX&2zMLG;jXc7LM1K0A#!ZT+n}yK|X52YG`Xq zfBw`C4S!TTz4P+A-z$heaB_AYpPu#}x3slg$?2v1NS`X+w6NmCQ{=y$jv~Nu^aVhB zhaem;JUwr^MqcPzQs|F-+6xKS#RRvrhLA?KaZQ0 zns^Re|LVxQt_U$d!{G@VaqB6rg3tVtV@K_h-C#WvTTYZ9G<(f52De9fj7|S^uc*Ur zBS-0>I;n~iOI+VkzWxs&XDzRz<_G~`rz)TMr`+=sz&9q z>=Q({aKj;1iA6?9r_KU{Wmb%l6VMBha(F&@-6~(CwCek*eKA~K;PK}$uo?7*vc20QZly$}iBY6|3=TZ-;aSdew*6Gi9DYKkWS zk)QkvUq7?{3cAq@uDUI-iM(>XJ2CPxzCoM%oI!)OEXrqnJ2 z^vFJDN%AtnC^w@V+m{`Z+xtD7MG$r^KHu*D0v5eQSYKQpyy7G20k@jYhVR@@UTt0S zsbzauAU0yK{RW2j9atgc#yeJu`HZPR7A@5NoIdrC##4tTZPm6C%Xcho0XQ!HbI=%1 zU6wI>vIe|9ObiH!qPX(#|5ch*>QrN5{{;NFv2_}AF>~m>fb}_T=OKh#Vhy4hU3E@u zq+?*=j*owrcISGR?jJ~YglTYd=crJfvp?6;ZGYX#c;-Y=Ke1(4(kXujMJc062@Do;x z4L87@ZtgSa!-*L_FqD70s*vutJ8Dg|dE|vVsdpMl+klR5s<4L7w;&>FM^WeB2GSHY zty4eRELT_{@_C%dY92Mtz3S2IN#5t5Ia!EVM7XA7nP$$hmIohm)r`x&Z%PZ5p#~@L zSa#`n5tD3V6w^uL@3Z{ZoVofVfGe+3%7o9)>?OX?5VHCrYJz;$Gk8=)CF(zx04((n zjK0rauZH4r2@+XJNrb@!hJv!P$cs?{-%M0l+`zZBFdQiQ{fR8oiQ&=TP?CjRR8=?^ z8j>@l-A&wu4QFwTaylF~x=rMSe-pzt>_i{G_bZ-B^EzFqi75MS6t13Etx>Snw`^?v z(ZFqfuDADaqBQ?y34;Rn>L+l~(|Ovn%sbdJHa+dMOY6krAz6P^_kh^hBy<$n{hM8# zzMYg5jW9uSj+48?n&)|un4#hU&PXHNe371EEO$;{30sIj&oa=!DCcT!^uzFDD&~Qa zV+P0nY0LTm?xmi^whXZ2IjN=v17gA(M~%@WzTIdhYgc=I0O@7V?)qo>d_j?e2`uZ# zWnWajN{=eibq!`+vu@giaoN=55Ux2H*o69%7QGF94E?^E5K8Y{y+5Mens-^?n-<0MfaxY^23}>9= zXMb>U$=rr*=1(vBcS(T5u`@ZIdc=dJU2>ayrBYI9M@O46o85wrK}izDLQs#ok(F>; ze%OPrqhqGO-n%9W<9atNkI3r$NuqQ6ZZ!T28bW#imTrb|Nb!CVe^|uKK zZ4dgS3xECK-5rhn3+D9)WUbuh|4GixZ1dlu!`EjRY8(b}N!ie%6f0mfN*U)zXpx9k z;h}Z7TX}P9G7zP0U|p6CHh)NB{mg=KoRX*HprR-oGY?FVGP2d^n%mKcF&L?o7vW94;gpC8=oQK)h;NihSnJ=xr2)lEz36XK&HeE+X+kXGVch>t=kE%-s zH`)k2u+5+kNl?gM%1y|Xd7Qi~>)*skx5bmbiQJ(hH#Z_85W-~kRypimL~zNelUc8i zklJZj43}~Ap5FP9E^||&te5mh_;^Wq-g%C5U_~3-qYa?f=k0buVrlL=MBhUGv{k(+ ztAnn0iqHsb{)t6&cN^4RiZA);V`1zLxJ!8X;o4@Gf=`ZEABjfzX|O2G?Mynb8Axy< zx?dhuMZ+O?War>fhZZy|A*W0(EFXuMuw!;mC%x*PlS|pY?Yjx1bXOq0-F-u7Io7dV z@$vw#d@|h+x^EL>;RU^z=qGS;eghs=kSO-^CH8-~%xO~o8TZTKZ`%)hHVKBjlgpxk zi=!ID$J2~5wu7j(*h!&g=lGX(zN<|ME7Cx+>ilrW41BY$a4VV{9e|8sVM4;QzY!_1 z?0s_<$r@Cjv%Y6ReSq>)Y)aUNSxQKKjjj5&b5{%Gp`UmEMBBSKdSbl+cCJ7#w9Kb- z<^&vu=F|X($JC`imJC#}JUW_H-u3OXlFnU)bjho79~lgf?0$uuO5>*hNaSQY5JJcW zd9nUz5~<(YVx{0;6br|RbvR@KUDJIK9z_EpO(+Nq;xA5dQa1Uf2h!L9Vj|z|nm=|r z;1?lK#5_fW8UFMO& zX9XGe?~dKA5ZIqL!`x(G^4Q_R=$cswp+LB+{UU~YR8T42+?kQ^OJ5(eyBGxeFI&KB zfh-Cvt+z&9nHBdU=qB&>{A&6=9my(M8e)d1l#_IvoC5n$A?sBoa4HIoN6V`sD7o9X z*o?ZW1<@Ox|J?Wvk-7QW1k>E0!2C5vV{e#uSrm!gyYKM$we_pr0t>u{=|wh$;xIq( z*Qb0ylXJ@LxwQ5?3&)|Vpp8lz#P=pVV`NwuC!O58_YQhfo5347t=~HEIJ+}BHvP$C zxTtcj64JqxayfRLT{Ri#kvf~*zsooQ{gy)8h7~59w>YdCbocmeju68RyyH{jA~EB8 z&!Ym+DZl3>fal35^^J`Q$By>6XvNg^WJohh?PcTePMZij)*ReHMxC3b6Gsx6UKZW& zgXExCh22T<@bMSKH~_B05FnEAMN+tXm!h=bK6)DSagVF8$hFq?vYSpX!SJ6mQlWVp zayR)Kqir_R?RnE_rc~?urgr5|``FjBQ)?Av&b2=J6Nwq7^MChMG~5oN zQ@aj^K-)m>5U3AT;hZ3_V?Cpk>Ffwb&47 zZo;8{d_KdxBzX?2uV${-cgSNBm_-b~Ya%~u{#a3FuMKjmImfTL0PIq@a&bQFd>i~k zc}lxfTkSWNx2v)gpUihbEm_5xT;aYwBQ0#JA&&SgScBy%6h~0E4?bDG^g;vfLaVKDL+a*}YXl zk7#!5{`3G%*5XoSk~`*QYcW5ez|G0~MA#ba&ZNgQ7*tOEcpQLm*m7R{{R|$|t^ds6 z+h19D7DiVzmW=J4I%6&<5|4Bf6QbQlY$uaQ6}Xa=89jZxYd`J>EudVw75N)tdfgJ) zP0waCL))`jUGrqxut#b5<~6!r&7#W$#m@9jyf||O^QhEA{)$XLBmsk0di7^<&zk3{ zY?JmuB0$r0v8_xg1I>M}NOo`skmG46duf<^e82tB)b^Z$^;U@VR|miU1FQGtn`8es#CUC>eURm%ji~F#13#GZQtO{1PfW6-{2|!n z$1+ikWfE8p@=#jlj7O^|(4z5eA`?&smI4styGvg?#{(Q+=6rc`ZpYb!Tl~)^4I`IP zhsYUqgCm_#y6P3!;L1vTjQqDbaRucp{3pNO6cg*e-D_vc*ylZ${VP(RH2O74*Rq)b zxx|-qkCnZkl>iOzX%)@=ajTshSPfjY9h}!u5+W`HI?t&!H`#9|hptkXg+~L8T*4@% zoFyd6otJM*S1uo;5%fL!jx4kO-->DT0cmGJNK3QL74bs~R$x}dYq_o0Vp+ST|GoEm z3H%5YN-o_vs{z2?)=egIfqlHJ7*d3}Tb2t}KZY`3ff9;wx(hW=)IwDJS(8rO-ezG7 z+3n-O>TaEE7&!AY=6Wf0p^1@To^dQT*-Wx>q=AL$+=rTcTAT$2sKaAz(c9vNHG*{6 z>2mSGr#M-Kc^6SM`N*cEdUgFA!|qNdMJbA9h$;N#mqjQ3`O!~5xynXtaylhSHP@#q zo2iC5aa=MA*+~;-jO5o`@yxOhxUbT#0N%XNvSg!~qhfRO35$OP;&}%&Ci_D*za4L^ zL#cSDZQg#x;%@Lol^>U~XLEs=g2Js*x+EM16o&V{oOmgA{<*n6TrK_lQ5B#fJ=yw2 zFVSV$cOxtGIOTSr*O-%DT+OzlGW|hOC^gwvLCDq+XjbACTx29G|2gGml-|e|T;z9? z#f9qMeFhU6Q+$B%(Yip@*a;u~Afvali_DD4XK6exVyIpB-nVk2q4Ad$p9Rn-&Dgbt zyEq!6e&zy%!-Xx^9tR>)8>fz1&I+ovf7IN*5m7{bHtjlpCNs+^spx7so~q=|Y_|&e zw`ZaugUvLf=i)_XVim#K=HAJYXO9SAJn@S%Dm3%T*<{J$-2outzTE8^Dp^to@ zta|?(ULOu63>OhVTT8Rdv7sXH%`Fj+2awX?lz>sy_l@&A{T-wEI zOHqYiCvER)dWTKU6Rnrz^)5vEx)}d&!9}DP} z*RSm)#65>!&E*r(zWTM!(r#tO`amIAZHaET5Qxm2t>?ovUPPQIB>vT*05O?-W%9n_ zSk&jNvP2K$ixhqBJ{XgE$Wah*>e3UdS*W?%cd6bF;qmR8I$5q*&w6{T={q?vSA1Gr{=)vHqDQ*#U|aSnG4<*%Hj9!)lTI{PiH%3g2Rc-mU~?FN4Ccn z7-+5Ln~UYb6NA@*r|sfRDTwbppTyFd!1}56?_`{kpe!3qda|4|nU!zo?u4udoOOXQ zL5J7QKgnhE36SO!DW}UGScc0gYl>o1FELkiPGy0%qVoLIzgL&8$Rhn9ZOt1@(>!Kp zCs^M*(WtaibXCVW9N(I!pvga2LUWS$t=d72&b!V)-K+W#Cu#sC+`r(Rl6VcC~&|sbJiJda{=>(Dr z{C~t0;O4hW>auy+s3V@3Z<6XgRCW$mfv){yDk45i;yKg^kUSHq?ZZ2s+5W}T^xc%d z>n!{UHq5O`96d4nMmAuIw#x)I6WikahC zhUd;1OH#mnzd==|woLX$Efi`Dt+2`lluT%&#WpE~L;-JZ7nf^iKSqIuFw)*5w!O|%#G39>KKkjPnm-V+?rU6r zjuJ9!z0*~(vRRot+~_ROTS&kqtJ}FOLD(+6>JuX!)e;9PRgpMZMg&i_VeKG~4l%K~ z@0BLF*^dO!@)=U0j<`qvH7nZ!ddI=wO2!c=A|-eCB>pMUd`F)q;&IF2?*zDa^8ght zb{E)p@x$lHRW+@HX}=(~ynG$knT#5rjG1ip1-Pp(d5#z(=8Q-KxA&WLmLwo<_ydY{ z(GLp4O}Q#p4p7$hc;Hx6Rs$T*XVUuXfakY!JF0aQmDnw0GocOLP#;6C`Wp=};34J% z&<~r4{jJy1*XRG|U2EIJv1Ia$1xJqZg{jyi*Rc^Dx$e#sqr0pSoYjzdU}T+aJ2E|_ zTReMCciI~y4bkbIh=-h}e8oq5OzUa-0P}w{7Kuy149h}to*#FwO0<^&63IqgU|iq& zas|dHm8#dHB28MEtrE*)gh1(^oAVUEH-cn?H($YHMqPi1BMABRGlsEB(gm$fd~_uz zsnVBz0pm&@ailmvTj?@5mP6={OkI!~*AW!EsKgcqL#PwX! zR&uTbK9a03P4-P?)wM(nXCzEUqa-Qk|GYjXZ=;23-^KpqqIBpswI zMtqm%3)6;GmC+O%mdI8GD9H2o@l$*am%eLGhgr72D_MUKXtEI`HKpM=d>xI}`?#M- z91OgFuAaVTNb=a*e^jp>S8SGSsFPA~=--O;SnifnMRS*HdOq1n?z=M%vY%==wk+Q` zyf|pRNXb z@NtTOH1j{5mVVIjG5>ptMkTm7kBL`#b*@3c?W2#6+Cf3-#oCx-ak;~I$S5v!z&4JyP z32^KRWz76a&OZBDGV&z}KO>?(BXB)1m0iJK(YRz+mw8V?dvw4c&C=;;XCIhqVXZCv z7lN29sCh+^KfPsd^snCyQQ}-Fc|iYJdo*H1>owpv^enCrb>79RKpY%eAkl)Ij?HeN zopLKqT|m{2#x`#+*wL_9@Rl_VfF){W9wa<*g9`#4z`!eaC>(WSS& zZc=jn@V^gOEI?mn01| z6LH0Ol4~M%EZzV)urneyCE){lfmy~7fqZL+0}uaCCmCImR?z)>riY;8i@%!3q@ED* zO0-|0JRU}}ap3O8R~eQt6jG?SS=#WMCb$#AB9QKeQbH|dW9RlKDT&}%(?Yy))%%2n z_%S!=CI2`iU-15RQE^#ZqH@{Q$kpVVvf7f|y~9yq&f!QXFa$X32QtvYTj_W7BHM0J zZapcqb#S@BXie3uMrT0Q*`*?^48}IxeO)#b-`TUFaiX$Bl!!nS0+_=35i?;>F?pug zk$K*>=M>3xkjE}|VayaRRX56s zsk6{ra-G8~B|7=XQc89lBQvMaeK_mWV{sMf0Al}BX7wyASMnsE@tV4m{!5TCDqlB< zg`P^zw+E;eHtE?xiXs)(gALf7RYmTJ{2uSsiJoYrV`i1ZV@^M~!dAjGer5|7kmU+S zMPbS=K5HW|6|DxM7l7Z8j;BGSb^+;gtSE<)8u{jvm=jAlk^YQ0N`^}j{SM}HDptno zThW!tL^}tU^-<&O(Ep8x?)svrEYawiZgG6S<0e29?t?aIXgSL@zlgG>dcuEf&ZS&S zN$D2iNteJxri~C8*7@w~#M|ff*jH*;zcHF??T>~G1{`Kb6t$;Y2&-%UnzQ4~w2>GM z-hEwRbI0mplSvv`4z?D*05}wv_}lZw)j%^JY;v$`w?N_N7u@*n{xTs$qHn^7O1GgO za5mRdbUlB^;FpIpdjr!v7e^1}hEvc;FM^?4aB{Egdh~6|%fe&ghgj7F_eQj{``!~n zfSu{`8odBGgy+Zv%6Vh2?9es>Ii808({A6iV-NLBA>an%Mrgylq7RJh%o|JjW8c&} z(18Bo;TQ-_7pxBD0W&9dpG$w6bVd%rp@3W8Wi`CcklI+Q?Ro8J8?MhBkkPjVB}A;v zS|m6Ga&xQbUp-amZA+(kbmKk97TDNmDzOB@Y5l@UUj30BU}W95i=86CeJio_u-?iv z_!VQGnPG6)A{vVw(!h^V?BjvRP|&jFCc;LxE}w=ocK$a6UY!n9xQ%3IT$TLA+F55@ zmVU=*RZ+G!mm33_hgnt4%$=*ED9H?%Ck2eH^x#pmnMmNCFT+RPJ2l*=ee`>?(pQxC zxRJo+mLg}HQny#-9{XuII*$47d#_`;{_?dYrBtCgx9cj#XH|I}{Mai5ZM z}m}2RP(R)$LcSV zG<_yR2$3rDLw@YwA(GouSODKjk5-UT88jECMO`W8dA0?ZN^=imvfrlMdqcW^Dq+8- zvUP_zOdh_F0nV!|3mRv5nJtd)*u(=j8t>8PyAji2;EWq=$*jN9jF3>k|MePZ!&%Rw z1wOx~hP(br(kTU~o8*YCgVP}TPOU$fWyxQ|*j-p;rpWUGJGp1=OP&_{mK*!C74;FA zLX6daVcp9@C)>#d9(L+fXezA3(TL)%%-;-VAu=+2f& zws#)9ycDT|v%$y!KWc71khxy-5txX#w8^c&o;#mjaheR4YDhsYqI%4)PX~(G;{kOU zE=1F?-MD6E>I8UC#Q)(vhiH0Zm@`DV8sWy7RV6W~=`9(xLB0`p<&~ej_Vq747_&T z^Gp)TX7zm6Yf(;tFWnBWvn%Ds2_D?SF)eWW>LfYTJK3v${V@WHLSUDo`%`}KXcBDe z{xA5uufX6e23r!$Yjh1&Lmr+H9E{AAtz@Sx;&SWi+cVyl(^U7U2Ji~vj(z(%+0fj% zO?uj`!g+zPLNPeb(*SP3l10Wq-E1s=A;oTy3$8A_-?g+XCJ&_5IlM0U;nYt~_6)PI z>J}guqJBIgKtvr@XuMzz zBJeG&e$?)1R+9@+t5Kd>a|DWmO@J&1`1yU9UKT4Y+4~5-FdRGyOS+b0Wy*C|ckD7M zP;5kY4}J_&zufC`Cb6Pwb#a zqX+0SP2bKJ;5x1BGWWOtH+U7lfw;Q8A@o5&7gss9=>OV+m<}*a@WkhUDT1$i8@hp2 z^1(&bQ^$WEszziUU&zckbFVBp(7EAUo>VBdKGLmLa=e{16p-Z%ZO>(crj7V^^J&|QDdL{xpiz7arrRL{6st!=o&Oy9eJaaHMfFStNb~-rIppU?&S(PAMJ$S z*`!pgv&p~ve`o`mVZgih;Nq>_IBTYtmqPPOLayynAs6kp~R&*w?L;J zlHR=`i)?u89VczM1_*q#JeI_kVf7VS@1776iYfqK($NgZI`<(x$GJX46FC_I_}C2~ z$SIQT5vA-+4vyhq1)KgSQ&GV>YFna(%t($Ep#J6uq}^Lyy6gibIxj1&B><3^GWz7s zmr;LK2C>aMhEA!;E+xusWxW_m#FL?~Fle+1F9vT@EbO*!^8G*dcI&%Js+`ifym-5v zhNvtoE3}%z4!ppTih<%8R>x-f)k)k8P0iK-X3y@=`1~-6N9FrDl;`y~T|cnw^03$a z-LcG@WG>#iwN#?w+{rrLnyUkP_NnvP0rbRF=YjtqnxU3+QxgGDvGCNR4Sbj%Q5K0Y zuC-)WntOsW7WN+#>s{X&KHEz~#D~`D=|0`>NaSTf!TMYp$ZO0i$#HyJ>a^e(Ec#xO zz-o@e=w)XTtVus2y_;%(ve!0lWjn8ip&0s6B@CP!iRq#eZgJ`!OFX4O8*LSb+@BBy zlo!{R74Pv}%Ik1o*Mkx83TR$$Pl@PGjTWo6m6!w{q4Q4s_7aK7UO^|3NGH8Vh8aXtWn>NeL=&5zLErwgTDUbdbyM(H6~orXqQ>)?VQ z88|iKNd%LkM5E%ytHUh_V}Z!e);yB`GkNS!20zZVo+}T5grj?V0X0ohKfb8C>J7b5 z$udKG#`f6*D}%kBSUznJPEy^amS$tXHoz3lEIwz>B+CtB=w5 zk?4W$^66TB;M?4R32BeI!XDy%{CAYpu8t2X4tzs*_tX=tAM1_W&pdt|M!b-k?v|nAR~&QupR{KGA}Gh z=E{l7123k@j7+wEa*->NaItTv#w{Olo%YP(M(=Suj`31|6(;_V&`DcyL|!-O;O#7M zP{dw(MY|U0wVk#zLfRvHmKM$AC^EC<3c#+ty^r?FPnDbQ9Y(*uwW<*;mKlg@iHCUW zq+T7Bwq}#&G60!};a0vp&E4H{LX%si+rLBPW#6#M(7-kr15QNP4$JwYSKk&gYyYvOV-$- zM{RWHy;&r=3he$OF4A!WKbVgshsv!!mLFa@H>g(hpP48{5pTd5rw(07{XX>qRL97j zTb{kGxvx4H`ZlV>R2iN`uLR`yM&C4YEhh2aJ>L^Ww+(PK&`(|r#>Q2K(gIAg5mcN4Qe&3p z{`|>1IH5U40=ez_!mF`ULV*Qh;=T4K1PND2CjeVWV);9Xy{Uft=8S8SZwo;4`nrgg zX9KUvfy~FNw%HIJn{M;{#isAYOi3(F@1d7{&W!vIQo2hY{%p9r>WugoE?<&ZP5!MM z1~)D)#>=UeEJu$7y)#3ZP)#S&Up|tx8w9fv=I!!+Uzzv$5t7p83N;lcUKyf>6XWRF z9%8IwP=*-{Bkfsy>S)Z?*%`L;r!417W}Vy$)oHW$-;;ME+?FTcov>ZIMI`qI)YoT2 z$DqsnUabOPJB>N;fd~_HfvIzZ$-@34Y5e>Qz#|R z17v1;?JrQZ?yt<7b+VPFly)m2ArE6|A@!H27H1p$3h=khsx4__*^bQpK*=?45x4pm z2%kGN*=9rzJ{%G$c;zaveZA^DhaY(-#35G@dcf(G{e$p^T_M!rd(L<`$VgGqYqG3Qy(^b`IXXWqWrk_bd|O%CG}wCLOm1Mv7R9JkI~ z0#e$N#vAPYoXf){xJMC#w`=k$%dLo>bsXS>K5#KiPLz4~N|a2tdfUjrOV47|^tOSp zvxo|uz#OuJi@WZ$a<3;NUSMyTr=fn~*uR8=%pwV|f`fzb-H{)~*@tz@EVPG3|AD(4 z4tLO!HK;%@mX9hgwL&W$Xg?qY>SRcbqcpgfmC7>9*8uvP4Oci`6?;k(>4;eH zc`Tt`T&ueH-`8D#;O>d|42AmR&@wj$%xV}g-HSr48$!#BVi`0HyHy+(VJd9tYt)59 ze-7s4Z9UHq0{jry6F``9-loPu#U+hSE=NgC_1WkHV}Aed-8B5q^TUw=-x*PLO@=3M7`gwZE}B%pELwgDCHzRfZ-s1X`njC;k=v!F zK`Riwb`yPx<|nx+`Edpvc?HKXEcH!8p5|V5UG5Pw?n0ZRI>p1Nlo^MtMW-3alQzQ? zrB+gO4DRwIrEQ!BpSNbQZodkNeJ;D@tu7-!hVxZg+N^mb;U)i>(w&0PC(BAYJIY&W z2OSx0+E4htQNtXOfD^9A5!-IKJ|}Qjzkvb$8Nlk2{33lCtkB}{WWu=s*M6Kq2>_CSvc{c#p4f4yOl<+qi-Zd%OwRfY$xEZ^v2SMa}k z-Xbb)m1w!%Cm%R-bV(EQYyvxG<*ULzwf9K5{ifq&I>}8rLgu6=xR4n$;51Y*#{_0$ zZaW!|9%0|-ay(-)Sx`v+%@BpE>+=gc44wmv`^76N8BijMrPka`X&3B{4#B*-l$Nwk zc^;i$5;H%Bvh+otUaRUx%~CRZ4<;aW6YAxx#$ILp?8BN36d8qbPJnI>u+9Csif=?O zv}iqk`I3D9Si;Z0gV#{Ml-P6q`Q-S1dOc7DTbHWIE^Z$+bz)^j7T|l3laupkUHdMO z%0KkOpk)Ant^cBHcL*oL{TT4)c{BWu4@_?V;a|Dp>cW_T!4tuwTh36RbBQ=o@7m-AnVWMT3Jxxuy{}e-C`|Op%gQX&x zfG@#$@t{&{GTpgme53UP;H8N1Xio+|9zM(7i`Fq|3K1p&@v+|Gmia1d%kPqyxy><+ zY>is-oJi9eFZ;tU>ZyHud>dtZ1OjHpQ$r!?BFoxUrWL14NQ6pN{|K_|+)44IN6f-! zo~{cElTo|`L<*pML1efhEo4ZS=9q(P4|D|MuaPw|XDJBNoDOOeEN1q#%!lLQdx|$; z_|o(Cykelcz^of6nsU1Rzyt=VhLs>^!WDDU0K*riwd=5ct*1F(xP)lRhX2kCRkds; z5(-_D+bPP5q|gFL3LV#8QzC*rP{pIs>O}6}(oa;6nngVVwh(I97J`FWFl zI!eK#JlpJYYQWJWBm^!e@Ul)2;3Mj5r?lIv;Hh^nfBk$e;EJ%{J|*4OT~Kg(_aB-P z%uC(tI<}%YZ!$Xb4~1W*6L7yxyX{g+Q$B_<4q%5$nrSN`ja=-8U--zdLq%002mMl<2A9xqsCZ-H zLBliNt_Jwfe-N^SGBb^z_BNLr#;J<{*%W(*1zuc9=--{mBI_!M|BmYkeuHD-PpTLc zx26GUfeYEepn5dME_9~RX!(Q;#SjesV-@s;qbr?}S{fbW36kL*NhW4a zmpd|^7IS)zc&KkIqUM^bFflz1e{S9m?%gW34{1$$irb5ZSmcgfo@1sLvFcbq%W(&7 z>kn>psR-^hXS9s|6nH=hkNHB8jt{(1VAD zT1jx1yfpZSyFq7{5weP`uSEm}i)NyBS6NX#7t7{kCw-W%=-2^HD3g^n%s=}kmU~r8 zNtbI;J1YT=5{s_&Df+5zydqp>md3;N?jVBOvhXLFiUNfZL2!);PNpXcswGZE8`)H& zZx-|?%RmnEKQrR{y_~=mMTdY+qtSy|TlBs}y_7g1IU`NtsRT!ska@9=a7;RVr>+A4 zI(qr`5H0&IXKFHfFfzGvYUnes^@*1S-PJDCouEJSIFkw>f=nF2VWpeyysSH)(HI|c z>-$Hu;<5CF!O!KhKan@Fjc@W$&W76672|(9&80 zC7|En`PS~xACC?@03TUrIq4$sksZH}S3JxKNJ~Vi@IKB(eZ_CTwHhJ{E1BauyprXr z$mC_21&9;Ra#2A5(oEgaCRHRVze_%@ig*{)X5nF4fUs&(*F?4%1JCdHlp`Sj zd+0tG;{b+LpLG=fp3}%gh9Os1o4zzV0627X#brqB^P0@0TNRY4=rqjGsy(FQjENv_-nd+^MYU*UK%Ds;hnI zA)zt}VI3|K{N&eCzxGy`am29j?UKfD4!Zbc-}uQFSMv}z9}@4~l`2PHQUoL(p2W+v z;c;HEe1H>EV1>>y$|1}$#K3hHY71VHyeSz(!o(*Hq;xhs*>-%% z?zpP}><>N(xC{X3{xoLn#Hki)hkf+vDmL!7xU0 z%8|s}{;hnQYQfK|cQ?F`Q2QgN^qYeMs3FGjKUN}&`r`y6ypVF>d7a8+%B;dmN#wwy z0-t{}y*1wRLH2vD8MFM^QuBCdFrqn~dh64gS*~J2JUw|P&S76Fhxs!{f;9le3b6ZK z&3b-zSVKpmd+`ncb}hxKLSFvmKQ1jvYsdzIKHkx-QqvOl>+mMv;U7FK*SARy0MHJA zAC=*-ZuUA=AA>(wX*5k^C4v9f;rSc-%tQfaxGYS+=rVz4nXFFIo^2t?@NYmdKAhjH zP^%v)VZs_dfRX`&yWg65Y)lM{O%Rf&l-?$}UQ4_#uI7u_4JfDYd)9el?6~eYYh|)=jDE0`i)vRbv=oRXHA`&`C3VjSSNqt zz2O_G4f^x31i^~zv}{U;MsMEfe@sG*wUGrfB?4LP39`^BK0|bS&8N8%ge5(--ZAU4 zuMKwc);7Yg4~{Aik>2QKynZVf%LQWke>HR!rY|q2o&~x0H5v@GR*Daa0mQ}~oSh4!K9%L-h`8DsB_vE{xbKh0B71@awA!-eozG+P=G#VV{OU_aPow;G zJGPR;&(>B2)D9F&h?i@aUN&xE>)aNwDFK2P;%amwp}*+0-%( z>N4m3=Ji9O&(i3{laJ|eaAUWR>LPF#p%zH#9e#vTEVWHh|LJ*y}w zpf?UAN+od1MJ>lk{X{^a4n!PP*v303(J=kNC?? zMMf1sFkEiu8~1_#ZPqAuD4CCHk-vHzl`QWmPr|-Dr-(9Mwzp?)1 zAAKv}cTmvBE1Q<6qYBe2yF$}X&uy|W@JHp4#ZUI)qlnvSJM?JdpXn>c3~>oIa(TJ% zZ6`f`=g|~?9d)F_*i@Co)(sRw_1c~aRo1bn^7lWX82xr`N-0 zH4w~461fI~VEHX8-1d0K9+_U@YcSOeCpVE%+@Jn#KY;S1y6^4<71`nyN2R#}-+aJ` z1Wg_2a_asaT$HbT;?u~yr|RD<4i4p?usOHuk3X-=Y+ZKcV4@d5QtMUw-7Y&YCWM?4 z2p7Rk_)l>qq2854*k;p>nE>6s0r_(Y$4}#dJoM#?0t-}WHyiiHPn~Anmj>_Jlh=Ex zYymfxT$evN`2t&_V%j>^`M-)&7xMoA2O;7^rWtl;I=3O%Ldbh7+p5E^`^Jnh9!*>a z5jtvMksXF+XZ{tsoFiKD6V>o5qHt2MN$+pN^lqc>EMe1H@ zbY^xxTM0N9wT|nlT|yFrE385tlm7>fM|p60|M!`km&7!`Z#xH#%qCyn6H-=sdEjyS zNsihejr4{ivw@vpxZDT-Qj6kCR3nzb>+ZW@hm1Y(nW}*zrJ9JS9S07I;Ko0*Ki`() zZ{Ilgs1Qh%;CrpAw}u7Z*Gz2kQ>`d@1O+x0p-0yydo{jhw(+7tKntT7+Q$2RvIX&= zeg6T`!=L8nXvS)@Ki=t92H_-boV&De8*k>qH6I&vzJAX?Bg1JcR8)x>uR%Nc(l}cS zF+^_3q(+aVeOD~_O+6RfuYGCbYhA)0#<=YTdju)y0?|Y$eDs>TM|$yTFhdQE&kXu4 z;aQ?#TWj9uy)B;CD4!_>sh3t)qtDLTM*FaSKs7ctCVN6yRuWYRLKb7@&y`CaH@$;4 zo?>koxv!eD;ZH_zs6C(S%~z;^MbZ^@X3b@)&k$M?QIA{3V5N9e!T>3 zIKG|{rGKv>zV^fu4j8oRt=pzFst{~ap~h$w!+o|k8Hc^&fKGS@`wR6QzBI)T&QI%s zHfjpl^##qrZu{I}Yq6ey?1)U@>{rTI$FJ_C*pMoLr5b`{{72P64+n#=bO6aj^jU{Sb}z!G6!8<4$Hr3s2NY}3^Mdbk=KLOmS=hzBp*lV{>IFk z#FD(2r~YDSXirfhM`?yvkBc}^qs^RGjOUrNeDNyCvU8s-patc_hCKRwLKMt`Gp5he z_Atz!HH6pLTByHRvNe*?gIK*iZbL;dp^d`DZgqGuvd7 zGNKCQHfgB?Fw@tGP-`9m$<#{1(A;hmQRLWqJ18et*lk$~L{CThBlw%d_eGzdpuzOi z>emIge&%PEB40t>O=dj1CHw9Te|Doz%4^-RIQYFZo$jw8a8;fO^5ksbmcn@t95Kj; zZOT;A`YE0JJxxAi<6nWRw8uT6)B2{AqZTR&w1j1Ge~hzu5{}S@RubcoQE-|Zl;;0p zJ);X<^MWU%sBIW|AwO)&ng-+j4Uv{qYu`64V4vz|eY#2#qN3-uMh= z1|X~-ieob>NbGN_v?3KLU{($dyYhrlzI`H-^eb+bE6hLDKYjn2!<%i-og2?GN|D*ex|Ujf08dKsl&safAs>K@ zaeZP&Oy`~^hn>Jd97uE{8nap2arV?lfz;H|eo>&CzzeWG3$>f4z51u`WvhT2{-_ni zzXnAQ9kjrKl&^R-z~|zIe4RS`w4Z_LE_8V-@G}uNi{Prd7c5N@!^D^dG%_+GW)^Vx zczb(0aeO;4qtQjqFCM_e%H4iz{TTA9RkkW8nwHav@|CK)F)Osn$gBuf+ z%$xEp!GU!Q47tr2*8uB{(8TZZm+3@#i$`Tm!-#Cg>3*utuf=;4Bpa))oL0dE*_DG; z2(G+gTP(re;0D=m?G17(WR+q*XMFOd&&a8d+bIM3N7`2shgW={MQ2FijtH3HiMb{P z9!;7DoQh-2^6ffzY}8c3dHIRMOmxUf+vLgMolUgiGHQxm0>zfrak3%_i^!fREB`UF zNM`0*$P!gsTl%>&y&sJ2FKFw&_XKNR$Mhp9oX8(|4bYDkr{cya50iRCMxu+*B~9Nj zIsV#q)HTuWrBD`dvj zQrN+wpmVx#IPQ%rfkOvuA9;CSd3oEOM4&)-dT(=HnhIBaF7Z{^m>5loy*{bNZt`Sh zD1L+ut#PSoe+L^oFB7%;8nKXKl~s9wLUv(KM|+O~g`<7Nd|6P;9CJhpURz7bDlCu)PMTa6?# zFVtEmEOloRUoQ@TEU!XqxO$i0W)0aWdoV}u9ZLQGkQbQl^zOb-!bBbl2g_Ht)i6}K_o2;om(sl9y{h8$SVGmFKcMf90hC0=`pTQ$a!BuT zI^8@ACVQ_9GhrTDCoADP;OV)xvQ8wXoihmfWvr6R=H#w0$7RD6y(m}w?GM(8{&SH% z^iqbe${WSLY>N@@g#qJZi$P2mCg?S`L@kv^za68w7ARQjIGi6 zdoLOmIz(z#^}O;R`vrUrdy8~!T(n@uCYGXuXnscng?Fx(aNak*3|+*Q!Y;FxODa8r z(TxfGY?)ybPZI(kJo<#!xF5~xpX-PSqBav#CUf6k%v9o_ty=RIbqke`Y;TQw{W{k8 zZOi`R_K4GvYj&@is2Jlp%tKGuAd|BIf^e}B#>>2c5Vj&X)WBEk7FzQ<^4Sbc#}ti* zI8AEX0xYkhEMsM%WmIH2q13#n#(^o#sh+em6Lc?e%fWt?Mv*mA|PNm+T^|8JwiXAgM|+WxPi3 zl&nAKQug2MhYQDCpdqf(i~1rY_eD@32V)4Fyjwx@$d1D0&X8VCEu&8!!*h4}jMo0u z3IvNS&V;v)+4ma@^K>Au z+r;7i4RYU=%z&9y4?FIUsBzyRd;i-3$1zx3T0`Sp;mw33d!EtMjwE4hh4uAnx`Bfa zH2GIO+)c-^XsXi=U(`HXkuvcJA;9B@hKHL{S+tA6!Ny^-eEBEwSK_u)y6!xVyY#q9 z@+<-Mps`pFAdcZv0m7w`Z)dyCeymrVk#_sm(5EkFJd$~Z-fl&l%1Om!ZZ`Le$1`t6 zjPs~{V>-k+Y&y#t5pg?k`&eYKN!OuW4P{*E!cm+Yr)WEJBH@~%hVH8u5CaoO#A9`m3Ncm|x8oJmomi;Iz_5kpp{H1<^_xtKZ_ zNSttcL(|i0i2IP;^UHaEDBlM@dtlcX`~p{tH)sD|2L1k+PaZC~yjl4^PBL2Y2vTwwM!vmt@0rLF{qhHP5;ft0_I+lvTWXN*!Fg4^le!X+;? z@7O^(Ym*9;tJc9xX!W>&lUxO6tgk>wDamudYOBI^XGVqF?W_T7*(oXS4u|a_vG9md zMh@vJzP!Uk4y&Je{|tYPryKHjDScc67$oy^4d+2OClR>8E8GDe5`G9xYQD+){%x(_$xm=#zKQj~ zwIEqHT+9CKPcvo_#pfr2mxz1%v{|{>ZeVS=?;vWAxsuSbql!P`fVIwHtTsT(Dh(gA zY_&XA)YXf-klhR2%RQF3!%AV%e!^y*&5)9I!HO}!MoRg1P%DL%L%hx!ecQu;VhV1Imt(SWJD z8B2eBvRCw?R*N5n-+U~d^n73g7FW1T4Jq|CxJzrh(=ueHxI5g@`4jJur2f(K+uw?D zV>dPv@ATKpgHKIj#WD}gn#s4}oGS+p$^QbVX#WRA0Eg!LX*^ddJw>r9;eht#kFPK3P=d`aSI!(bWsweDF zKp1_25+eI}#MHkd1z>^%TjOR+KBl9!_L+_2RTY_FV^U$E(cH=U-f|pI2A1o2rZ6mL>+jm&;$cagd{UA^ywtgi>So9A>ip!Yy--iRt%{YMMYxpnZl zGtxRr#zKaLS|aKvW>9WHt{F-$ha`Y??A-elIyO(VT9 z{@RkCDP9$af8&)10o>O8uF#-U_nfe!#kjo>Qm77T@y=wK`MvrvGQlb?{2;w0w@7iu zFZZC2+%QtQEm8m>FaRAne)GqiFLUF{Zn2P4fpo{qMf>eqkRYgHvFF;9%Un>jy#G5N z|C?jn1Le(@|5u|!+*l1dXjcJvZC?6()D?ylqmh&KbzS`UDol~$bnJ3(@)xRGo1V~Ay4>p3h?T3T*7oJC z^#-S%@JIH~);p8iIS2+glD!%+RXK(kSvYL8%1?%Z6)}oC74t!VQq(TBkYg|$XTWYM z?^$q<7@Hi5vi8#pP~k}|jrPT=>P!`oX%sSggU5*Y>@!(G?Y7`sTd#g}kpd;J1LO7q ztN|EgiLcm%Ruq{YHxPu*^e*e?pX4Vf{uH3nyjnsO1P`AaCD@Z(`@f@`G&PYtpTMdc zjuQnqRzrC4MKYAUN`WARA_221Vkvj}m1m=$;1%yvxcpcC)U2S<0lLDiBFesrXf0)SOR0r`*82J#o8 z%gEj@DE047Yu-2(nMG_9wfBT>22N+(j2k_I&|r6OO?T<7!tx8SnBJsOssuuf906cB zY;+C#s7kUMgdKhxgn%@Ia4h6ouZa$uPdxPO>Z!TLmseoxZ6V_93W|imT`5d2&+s~ZQ z8kQxhV2;nDbNc;<%J>@9<_dJhMsYRQ)iev6s_Mp0SBOPHK}XhaIEL|v^{uV%j>z7E z<|{VP{$jY@fT18EHWQEVYg|YYWny|Jc#QEb)Ls!Ks8*C5JrL{H1Kt5m8Sla_)&k7b zp4_)L$UZ+>UudfIpf$@W0iGa_RC2>`wlHrHb)J}*Z6gS>xWh^DCSI)a zjok5jtFBzTcO#Cypju)8lECeE9~=$pq^nqAgsB59(~#7piCwFs_lSenKN(7cqv5Y9bu^PS!pt917ZkIwewbr4t;{S>(F?>o+k+okJ9&c%MVrKtoEIOIQb zd#MBya!5Xilbhtm3Ue`{1+-jLG^G+FkQ4@33p5W2Lj|IcuE>fyoVVg`Wxjl9yUf&g z$R;QLjP2j9*v5=t5aHGO!c<^65+d?KtQ~gcNyTd>%UBWnsHlybXiQ4Mia8xs-IZw! z)l!7sN2U+WUkEHHQ3soXI!_?Cat($n!LAx-R+o*(zd0VZ;A4{k?KZcAsh_oFaR| z1h~-X3q+ct^Kdf1J87l+t|HF^#8ds3Qtiy*0BtyKKbSsg*0i9%sB&VJAz;L)5ySa? z_#IQQ!ef$8~r4uPmI!G_vPNbwydw!yv3 z2NM!+qJ^>aK2tVZLIhk{M!JgwsOI7&=_ka_mrD-csT9BZIsKe`yEgQy-y<0K>!ZPl zj|SoMGp~T-#X_;8pt6Cx{rG{wLGh8`=bFts~0 zh9D`47AJlsApSW-C4iRV=?qdtY$q7F8@HIO3)B+*Do z;kls$#C9^>z#&mlLtr3;NS#pG;ZVfHFqqE3zK|j-{Q(J!iGcx6TkLl>1z2Es_zSQP zkpi#ikMG39a+#TNKnyx{h`qhNQqs~QUS3T*+(<}BiCm7PzkmP!6&DxMPw0)v&(FU} zK!u8m8VhgiguD@g@R`Z=NHq$N^HX{ITT}mdsX8ry32#tsx zusfVk%w!C-mwhn_7f4*dAFjAqV~M^umiD8rjw4~)|9N?x$#UvTDxW7>-kS2~tmX`Jo#F7zo5`q54 z#dR828os~1(!@lChlf+$7(2l&B;@5$By1oDY(E1Z7MES!-E*3omoHm;jp0T?5mYRT zB^{M%LXxb%QsH31Cp_V$n87@IjTQ7sv#C(n!8QOKz6z^Zn)3aZV}tiDObuPsD(3$R zGm|v?lSUf;XJvy8e?82=a}Kyt6WaWH5%VLQ3Z#S%V$iGrP3J4zdyQRec4Mw4EZRuu z>7@-Da8lO5mb=`3*ar@f*?knJo@M@?sktLVPaJA zmI62sD=TYkQWDPJXIxG@d;mK$G(H{+puPnI3A{a+U`I<}U||idF_4ge!NI`^<3ON> zWXw`zo(HT7(7wB4 zB_$OUlLH<63=M@&<#vV!B%ngOw4l5k1{8(O3{Fi=O+`;HZe&D~CzldBTda{&SO}*e z@c6}SJbe`O(>U3%)~c@k9I%I#T5mzP%gy-xRnurn?2Rb98s@|67Yp)_-wcq!4Y^6y zDBiK&VW?|IYz(xacl`TsBuTGSWaGal3Hb7G*sq;9zDz3!_5v|$Fi?LCL3fE(^~Iuj z1_?Je4kjk1W}_4N*4E$t9$B({3**8<;p;2R14n6>NY)f1FJtDYfB$G==x*wKS3jJO z>%{Kr@z++bb?istiwuA0HSdXbn3iK#!=3g=cf7@KW@$al`x)Pd$He@$_T8hP12(%j zQN$4d9|_p0G)A;t^Uxu}Nf^tb7l|jV&>gOe6m-qrQV&6i(`c8TyS7uqosw@b3w(p^ zFr^;r?Knayn3~?TM6A(cE?cr2EB;R0iBcqfe%3Xgh-2en)oGIx$}bS#K>d}#_Cc&! zYDB2zF+;#jhW7%twW9rBKDhu%xh7)8hDkXwak>dU=~^F=A3bZcv$h)rsd6|Nu~O9W zi*fmIRXL2Xkb(-pps;|~CLE$P%>B5bFzM+fx=zSfE^K%{KBVy^h(14gvi_LWgiJbx z2xtf;p$ctBKX-zq^>@&|`}`xj&iwQe?#y+zoVu0q`#5bX=~*@F5akaS$|R$-Chm$> z4{D0_{orkZa4A+}7KB8q_!~}7GI^uNFaP$%Q?g$WP4mgK3tMGa;=0;kDyRgzp9wJK zQHPsv;*AQeXHBlhOqg8KMG&Tx=3Sv=b$%<7vw4lv#2Xu!)v<*F-6;aU`*S`phIFakyF@;P`$Pi2KaAx zt9@pe=wII+%`X*FdQM8`f#*N6p4NtJx|kHs77a{pFueLz=$K)^VMK51dIJv~GM zCjRs-Xt;c=ulPRtJNKw-(tK+CK`UewBoJ5x%+cT1E_WugI> zU7i3pFjsI#74HYOv&U|RjD26#xzNCOPP{4CS7M@uN_1GIfy?U@Z%_oOdc_}3K-8t^ zsV8kHQG|3q5xOsuzcwM0YxR09FuAz1=iXmGTHwq#kI?z{>-$lJ36r6I{n%}@L}FXA zSg|oiv3~Obe-?iV!d}=drIQiV>7(8)t;J7>j$n)aXyNbNA5PLZ{$fqLO--1MtK93M zGrGUE&nKn3D+sbWxV_uT&nOX6tk@tlaViRXF$&;jeE(Nf#o7>koC_^SwmVRTte$;SFitzmv}BCy0q|=uF1q28$O{ zqSI|~8=U;V<8w|nM3T9#KuiN;GqDBL$m@ObSsWw{^K5(`2oo2p|c8rEoCW52G3r=nP#?$KEKRHm$A{`QY-mnO9t zi0Cn6!gQZTPuuL7i*ytS%ZcR%kNdi!{nJ}n>gNV;4I&DM$`XxBJFc$9|F|c?JqQhz z8ug%!$NRJ`_MPI*^CD=%e4oaWzW>e<5M|J>aH$BxlVSvOx3c;F>b)*Fuy#qYpO0RW z#1SRFTQrheeAtMDz)np{9#~l}AAPbSwA7EPG_nnB>al2@3mW|=x}=dPh@gn@zene7 zJkNC5+ECdM;a-k#iQxl8uZtSy8RDwNLTso?jKInkdpjC$<1v8BPD+yzGwJ~PK(&$x ze53))B(Yp*vwgJK$V9-D_}J<{?in7=777>@z)s%B1o{GO%v0DOcM^a~zG%F#c>{kv z09Ol-GrOf_<+4?`;=^9SkTGTfm6Vl1g8;bg!DG+E!$YQ&Q6p@i$EZp>;e+Ic|A0Ly z8pw|36coVXao7Y9!&)JKG(fdu>;$bC@lPgUt8Up&R9P9#%F60uLKHbGCkMiLZzQ%= z&fT4}skxb8U575-0Wt35nu2UIXotyc@!t`6V+JtDgsMLNGVyesa-6HdlR1((RaIy| z1>d;lO0>3bIcU{OgtWDjw`n;!>)R8=KRWBiLn1xLucM>m_;h1gzK=*GfPZ;;8FS8Q zyA<5$yq{fKI=cVrf6)n($YzPw)YSCr*Dqqvm>EPvJ3EG@q^y-sYyu@KmzaAs=u!Pm=qL9w;{Q?T!9cev7FQ^XZU{-e{-z{3)_ zol#k6@vPo{28Ia%5_r8)i6Rmtgn&lu7-npb^1R*?MuGgW48{fD`OHQVv*vz%%yAcm z)g4HJ^o)d<6mVf*USfcQtRF%I|LOmej8RY^2&1El6Qp2r)uA6)Kr71%=`#aCdwv?y zNTm-soN+Tms3=9NNIl^-8vz^A01Hu>!TXHbO9zcqD^#l(bx&~vyHeZQO6*h?b{Xc+F2k2IV3Ke`}3W^W^1 zQY;tcVnBOI|;fNc*-3aQ>>QBU|A)t>D7M41|JM@aVfss2H2L`Cp$nnGdCRrD2Mn&MbXha7n9wQZ#ekoy zs;Vv)OnzqN=To*oAXOT5hkCZu(Q1^bdTR>bUkx*wEL0c)_wHG!G*Qyf$iMp~a&(xV zap$2|-mnE<8;0rP|Ngwr?0IFnv$G?VKfPJ*|5`je4kg^7qQD<=a$@t*VRQ;vfact< zc+47{FW53mDfe>Gh7=5^NkCJZ)zU z+c6i2OkzHI^|MyJJrU@Rz)XGA*`#pV_W@@A#f*wVh-YqAz009;!u(yVB%zYGl<;l7 z;42*9%SfuJVcwlChbiSqWR;X4($mvhA=BrUH676;%-;g2&Kkgf-QQk3qj1^bfxLXx z&bUUoesqGq7aZX6^`EUa$EK!6RaLP7XzxHHox8_PV3~m0-@WyJKCSQO61hqd0wA}K zW<~t`+P0rH^gYF~*(`odtgfDNscUIb10@>;%q^MA4URd#;^QeESwUR}Z&wKwF_gMH zWzXHnf*3bmtrIgdJ6v~1#pUo4Ig`8mD5qCfSHYk4J%mqo82Vwt?}Z2Irji`51O z2T|2aG=Xw+k>a8vX>4|@zf0Y)wD<4%HXJF294R3HbsSerZEY>!alv&h+qai?!HS9= zz3)dx!f);izBkfrXLUG0GX>Vv*OQTvbzk}d6$ySX+eBmn0&9*X!2GQHTqBL8^B4D_ zbX(n>EMoI{Fhxd2Rv2|d!!qkvRn^sDkx9k`51KmR)6&ug^%{4+y*{hqYh9G;Hliiy zI>AZ&B#Z_+(KEwx5BTC0?&tcliA^K@TU@;~&m`U?BKNGCM-PLWa7x)Q))S z5(M!iP-^y3RmAsvQXOLgoFEz)A9v>-C&XuCXE&P21aL`Axafgm#rjn@JRoGCsG<@S zM(71gKtPblY96yBijef*{cs20R+C=9xnwdM!8SEDH3YPUW{U?iE*{?H%k_9Me@!Nr z>k&qYdhw36=f#F_oCKzqNq;++wnSfoq%Bw4Jf7Bu+La`{`tz~ zzI3m6@yh!8F+f=Z`s3pxm(K&!$1+&)dp-rGBBaw$(c9z8ch&&mI*UotK}hI*#(U)N zz)A)r4F6*xMB%Wi;(ESAI<2nJX;ndTuDYOqOz_Zna%B?|a9%{zx8 z6P-Og5B{NaJT9%zZfIB_YwWh+$Z2d`+)aG-u3p4X1%rubpFb_HH0j?;GEWzFcXt=N zO-0;uO&K-&DLX0U+q!zY?}`0?s%;83blGJ0xG=;#ePworIfP-L?l{DU`L|X~#+Yivh}{OfEJ$xm*rVq@|^22tNT%1-5BYQqsW4 zh^ot31UjVy(911=xS|^{-?HYLaH9U}^vKu%{<4U_LIX!uKKO7PhvoFC%X{ zJFWL?KaP&9_#QTb3Q9_PJ|yomaQcn0 ze?W4S)YPDYIs?4V8YNG&pwuKK!-h-tV#y>G4Gew)g_MW{JQ&XVW4-5o_q;C$l7fJK z6^N(P3QSE+Enqa+J#AuTVNul6i*7z^LNKew2}36811!cEz?RG`DUt0}`lDf$Phvd_ zJa8z`Z-cS6mn)ggy%c*aG&Hne646lDk3G?{rxU0vC-Gd(@OvsGh7G)^Z-13*xLdLg z`TG|G2<>QnDA)?WSFcX1+W(rKKw?;6`^L0ue|0n3==k2X(HRs1g@6V7nNeTWenPko zPql{0T|N^feVU9^V!&#d{#}3Dj@V2K!B5YXLlFwqfDFHQao0Y642f{L4Y9~uFHgw r2)zBT@uvRgY(c=l{9oh*CcYzkT+M;{LCoRws`n?VO;c^kv za8a>0b8$CxG6l&Qx;WU_yVzJ7k+_*UIa}J>vCy;7v(l1SxVShtb2Bj5{&xd?)3CgalQHbw@qq4Vfrf~>*u%O zo8i&1;T4;qbZ^A)x;Hs912*IE-n|=m<3Na>jqU)WIy)7IxL#T~4hc_D#!~+ZzZqW2 zLISO_lvEX1wY~cIxV2l%!Qt+?mihI_lb@Ks=DY6dEro+V-_Ik50;)(7_@LL97gB7j z9!Llc47{egzJSR8y}fVvf1m#E9>53v?|aa~?FFTaCxqs(J%awVq$GH&B~}mRp9mp^ z7la!R$L9P0eR1IQGNX+K8z2#KIe}qdk@ojZ{|T94aDN!;*4IS&!+ld1cyf?22_GL( zz}1^e4_=}U{C_g30S|`8Wi$}H<66Zeg~Ek#T3Xn;_>Vw_(~B$6uN|gG*#B!8PK<;g z_+L-3|9_tFgfIaOn1bhZIA>XJdB1-G1Dg%UnMKt3F^FUn{I6$7Lg!In!5hJK$z|)D zm!9pNo|-bEW_sZB|BPG^1ANY520|m#M@^Ec{<~?~lPwo76tutjpQ)3B^&+3j2H#KK zENL&m6inVQi@_ok$Oy}k03(MC^iDu#y0oZ(&$01-xAQw5LEs^$ir_CK@CAGaqhs%e zpV{3opd19JgbntwjuxiV&)|eyj3q%BV4((_?9SGL=84@{2pUyl$nSN;MfaoQ+hCG5 zrX*+z_#g|^?cKMok&P@xig4MK2#gLlH_aGA$8Z0&AO|4?kzgRpIEzgQTeimzY$O%f zgKQ!M=i!aiTi=7HVo0GR(ZKN*vY9kk)U&Z>i>m7xjR7V4+ecYbTR||qp330(&s8o0 z@CBK|YyrShB0|~NtjZC{ppY^@vbj)YvfzIUY_3AI&5Qp18S*(XwU)!)rSVY+Z3PYE zznixM%{jBCkcna&x#b9cR-d^aqucp;u9x|JP2 zG*O&TtA7iKF?9YMgJmTFk$|0O(|VX0&uE`{CJCp1`+9caH-gozeKY!AohA3HQ^4CO zpE1RhXkO$Q(cr=B*Ir8c`lxZkGgCiF;R|R46B!`+k3ue>tEbZ;^d9pZPgsG+UlZ#W z9>9yy?l))0?W*_2ZDwXBlleHIiMe^9``Kz5yDk2c-ytU%JfwGk?DJA~9x#0(;pTS% zl-VvADRkPQ**xx>Q4C!@A5wLKa{oT<-R)-DgFww|emv|pivb*KKA7+Q?nq+^xq`~8 z+P(#=%l*@qcn>etx12OIh;h7^@Ks$8R#zv>IMrPbA77tAJ??A1VJzdEFw0H0{fo86 z>9G=|Ca>zS?=|_SJ#4Y(oHy>ZXJlk#Tn;-zx6|Jdn3VE)d3huqW0UzJOb+XUB2bId z(?KaIDd!V`f+QQ(l-$_ydsBCV^58h)&*k>|EfP71<5JXs8o(D=&s4ryU(olDaoifp zZ*9fv^u8Su_;&(f@Z+S+JZ}4GStZ_-}rZDXMLzgRAl(Q#80)D!uRX5E34(RPWop`pQG`m2-&a9lhdbE4)w zbItZT&1BqM&qBI~?aEC^2%0Nb zH@-fcJ86Ivl&=$e((AOg!aqDOxdsrzrB1-zjyNy-JBmJW-D#Rwu}9(#q#e}Camvp` zzz0bpt+XMgksSAMWuLFqQ(eK7c&R-6a-V=$fez?vB58SyXw{$=mT{I}fHApW4KFh9 z=g%YBjTrR$+c1kee@N};q%Wb4<^Q!EZ3@@|Ddfyj%K{b-)MooOjl^hBMI-#`$tMFm zy@KbGGkZcn73Nk+OxbBK5sl1^YIOEu@moK}pdO|Qi}%Q(h<~CfAokNRpc})X>J5#(@cR=YMCS3|yD3t5k`*(67&tEaJzL zGZ0wknrzn(7_#GN4S+S0yxL?79PVq2PD7OsL$>wz%uVc-Pfr7__2L0LXswHho0rl})J?qDGou2+W?ujsXD z(V15K{a6>(riHGKX?siJ>#tt*ifL?Xv%=%?_IG#3QqQ->**voGVnO>(ug3(*zZ#hG zYASjCP6w0jW1bw_wD&?q6qYq@;c*k6>60I=a~O4RTkzaBp(v za;5muuM7&Z^B!;a%=aA@`3;pwKdE?>82$8#UCrNdU6%596Kei$UwvSD-Piw`;-LlK z&lwXGKUhK<4uKl2ia~3=nz^ksabk2jHH4sjRz*M>!b7&GX~Alh(Kk?6_Z5#Iw|p-a znHiG`c*dQkiwqo_YfjpD3C)V3{Q3-%@H^qxZE_=}FTCcq?o1D)ibg+#p6hB!MKnXtr#O3JY1*yknb%=N@yOvIs{hlu|w zLn!(^yn=BE4ZF#H82hPah(_2lnI4OpB0M(W)%EQ^xy*a9%u~RpoDj;dPlt_7P)D)- zqB%cm4)|doI2*lhtHScZQ0Ff1sswP_k2x=~+R}_K!ZwcvCiTxe%U2y<#A*Eu3rQRLt2XRo zh4WUgkxb(qjcE*;oy5(@?Kwb~=+Qox3@EN!Ord1A)ES&0UAxVu%c70G%2Po<0v3*h z_Q3XTljcB;OWV?cNz5Cy+H_B+r&#lk4la@|CakORV(l(Nl1xG_%B2V)04n&Ps1se+ z`Uf)b9t3{&OB%}#6LfUcE};q7FAm1#)-(yuLX-#5i9;*kgi ziT_R$MP%Fa?!DGGJ_e4f48UQad3IH<(&l7Wh*P!Op!yK57><6F)|JXXxteY&sP%Z~ zVQ}QM9^BrV{u@|FHj*?HCV0y5|MVBqFM%hY?1v6dQuiss z0nCZ)99WG1IE?G8GR(o-kQ(S7LJ0|L@g&9&c!eeQa+P#(*ZJ3KwxC??f3U{ENtj@J}LXX6V$nq5|Wq&S)0 zuEkRr$RUIV0?A`FBDKI{Tcoj0{rV!8T z;{#E3S!wdK6=y8uyXpW&dYe0w-)FmitF1+n|{F7nwc5aKa z#fKm1m-4jbOm8jPLPK-0eRiOR%2~PP8U_Y04g++Zf@%5O3}%9{UDB~G2Kv2B#{P^$fOzGA9lQsii%Su;hARvN^s>SEzE% zpDr_;PZ4M)UgXm?t$fwNB(iyX9CIKH(dOP1puHf&3Ec!n=t@H~QNJZmj(>zk7!ii; z;%~hLAeh74hLJ>D3AthYgzZU;yey;icU+v+h9TMP+6|OqhR_U`J$N&4_*++{-%K)e zEFx`91~^DTbitr~ijm?ULf!h>XrHY>#%!NXX?2Gn6NP3gH1lQ%!w&St4}IeX-bR!$ znc*WJgwV3_0gOK-XMw7+6H=sYTOmRx925TG#8&FOZYc)|mrQIo`f%fTcJ!CrmRri} z7fxV{0)WHcpr#dF{g&)-4AW8QfVc`M?=}ib36>=c z+UWx_=EMD{We=t~j5R&ni(l~7-Vc@!7ZmmGomUxC>{hZfEs*n7=o3~u^Kcyu@Klu| zjsub+4*Ha))ByRH@kvt~E7w8_*rUue8`movh4Cy{pBr))I-@F0nrBNBGBSyaS#)6~ z&^$A%rH&7(!$r`@Lf^_yig+2Cm7lbV=8RK9lYcUmd%#n48(HHmQ8hr1zX6mjvx!=h zd&AC`s^q&-Q`R#{9lvSTgG+r`LXf}pRUA>tVA*U2k}O~VyZqVK7k-3`jQJg{1pQhX z)UM@++62j;ctIqx`B;oXXtE9FskOvv1Ev+0XK8P$ZM>c4=caSRn(NuL0ROhOJC;5* zZ1v4pive^JyK1OXv|sQV!sWbNl^=|JrH7b z2py(UV;_tf#=jp-w#@9fAI!hlTq^+m=^1TBC=0~>tuU3=9KJwB5OB`$G9GU)nYRDV z8Lx+Yyn3%56^Qwbar;u*1D3UruUMRX`j8@jPg!FCj8al?JR=Lvg#1N7VF#IhAOr?6 z(r)2dUYCEeWtOFbY^2i6H(S823S+o5idvak31(LXG31W+0-Z zGWPDeyXLG-44ysYaAnqkP)Cy(skHz@$GLH^Fzi^1f)Cu`ne8()avONZ;i{2e2uxKN zim$s2a7XavE(ut~QFC$~L-T_(Y9+O`0zt?Db{Xne=oM8GTX}0_Cy!yYgj^ z;J_#xC?5UDSe$g8KP7S?D{ zLz1kt6Vq`{)Ka$AiBlVcOXa*>P>rkQm0O_G!L{|gmclUQQfVvS>jWl0X9&Uv)xiGj zSVocG&`jS%cbDD0V_yCljc@Ch%b-shle&D(eC2yh!nOm}E_xWNUQ2jkwVJkMDBKm* z9!CS`Bff_46*D<1WHytA#z(jzi66Z2QXWSS%Wv-#b(Qb~dteB5`&1PvN`Gbop?)Bs zWkQREm?h^J%uVAJ#N&M-hzf?JHCCoB!I2X!>~<-oz2V$*@8~ zAwN{W0K)&D{}%o@Ld}c0X<678bg;-B8~k(6ICryG8P(jhZ*U!P9k4uJe*DY6Ol=cQ znYOG$RS3K_&z4Oq?LkV;1sNLf1q831goj`-&|uSySk42G;%mb=4CY!@5XrU@FrD2x#miFjfYH(R2yF zK>;Aya72yvFcj%mB!E=1YMh5nBf~7UaBQy~PHf^ZspyBgo}dZa?66~f_7lXv+n)c* zgg~N{X_PuEQ9syh>yI|5VPYwZBf-ZtsM zieTBL)_(#L^Z9i%?K6^6Gy`xa;_<_zW5~%KUCL30wcj6J~H> z0)Y?rf@>I=5qI&}4|pw}IZ$0(0%8QW0O-%^`y!fm$*qds;D#SReC(Lk2ZOWvM#rN$ z$!(ku(Sq~s*XuXaj|bWX0Kh)>OtfV><-e(-j3;W-HBcoLa)JG?Ud!TS$U`w1uHX^G z{)))(DA17~%_agp?!5-ZzRdY_b|Ar!pF|<;_B8AJZ+IP>Sns#q*9Xeof<8nA7Hj!l z+zv%s%vkWzdyhU`ledX9BSwED4<82sDzgvbwo%0+yRed-syAZd_Y4}WhFnvfKB6J# z+Ou?z1FQA)4oE)(&FFo3$+~THdtmJ)yW}jv>=IZF+Ycx26L=iwf~BWJTx?6ywZLaj7b8ftnoQC0W-ifc@dsf=l{V#V$uG>BDfRQEwC_rU3CZCO#_y{0_ zh&mVG^BJ1PH4f>sVl%Cb6b#I4kAK4f(VHk7+O3kQqws=0{m>Hc&OlV?Ns%lxkVp65m-y)+)^q16Mj7>JC-}axzq0CKYC@c`*@-TDL*H zo6_1lmW&MM8;U09fpU>%B7V4_{ckSISmywJ#bh;01yI~%l$3DldY&J;{=Phh+h+VP z)L$Je2}YcuZ`K?zvAzbTHy34NiG$U4x+JfFm_Yw^BO;;K*LIQ>uv>M_D}-1Bc#fpM z@^!$iKCX%`jZFl!^CxAD^CzExr1J-t-es;TJi4Y_op!Go@W8q5V~F-0G(n&DqY4aU zaXFvg@8uf**&X9_+yuWxM4XzOL|fgxS+*YzMJ6~0XvNLfcJX8q4s)N>UDv-w{P)hh{uxL^^v}$k}Inf4b1zlj508tBYq8atlD^|ycy?i7>obmC&np=vL*EJpolna! zY(%q+_w42R$JQDTyA9Mu5QioM!?VXUEu}#&J5JE8bNYl0=6>uSUEE_B2UUi{dSlZtJ<6nv zkL8rVHPwDQ;ZyLp^d=J;!gu9;W?uiw)U#I2L7Xk|#|r_VCg7o{;GuWNGQ%#mhPOsp zCcq$7RaFvdY6LtyJoM!UAAZ&Suf1AYT9eb$7%yCC@Z>gQVA2`A;;D)lY9CwVA9lI# zahQHU{I&u;rg2$`&*A`K%=*roMa_F>2FI!re__`%brebDn5|k~f*o>!5momt(oCXC zdepLVDw|I1NWMGT7Fn$z7EXXAJ(F&;R5@3#}vV(VQFlxa2V z$mPo+@az?{yMvJ8?WK-a=cC12)Pp#;yF;r3`dhc7YZWA=-GBl5I<7B~K==kpvtVSP z9agEC=0?&awaO+Ddca*6HtJpEDn5brSJjgqM;qu_>Dl<*YYfq_8QV-j6T8+O?2bR< zJa_BCs1DOol%Mq{#>T|{i%M;}eS97n8=K>uFA$4T)YpIia(2GaAECo71hUYdv8W%y zQa4je%`hn7u-CLmemQU^7ZcA1V9^RJ;ZF@FH55Xq)inBNoHGPGEjfs+b%WvPs8x?F za0~_g2TkaLN?49ZmCc&~gHG9Gw-VVK3@6dyf7-fNpkA%FSZ9g|@RhKjyO+l^$Nfpt zXaWxTKWX2;f0vY(m%m#=5SH@J6epP5o$IcTKfuk-5A0)fC5}|&%7R?dS3$3BhR}!w zwA*vFBxY>YgFdNOP=#=R$;`IR@s;fkI>P0kG>FOAYs!c;jo_Z{&(l6&?HLq-KQqh43C`46=j`DrrGC=-9g+g^E#q<}PY$ye<>Q6X0GkI{ZDJ%xvauM% zHf{l&RN6rk_4;dC;`;i!VzG}ZM6DuZI`wik-autrpt+X>YZDZw1iz50)=Q zO5|HO-Gb|#kd}v=H~QKzfV?66p=S-^(ke4W#Ejbw7TOa!UU~nbdwDTepc(0N-+e{G zSDj8rRPkXzm8c`IpZff4T)1ZJkKW&$%wi*`mPZiG5F_n4>_yhX@~RpScxrG%6uU^& z0^|S4+<1X#cYk{21l9?vuyZZ4InQIHjYlJegTSARKVjh?NrE90#`=DNeusn*9XnzX z`s!$GeU`NdnQx67G4D8C)|`u%k+T#(v+9@kV&`YHcQ#aeZbp5YKbQx>EJG zMN5pR09(gJOZ7FB4;71}0zIg2*K5{%HIrhqbejw>X!X7gqgjqJkn3SYJ~_4i@?!gK%1`%G3GSch zt^Q@Q;cl@hgc9ep#YKmFwp6>7fT>iSUw%iBaC#6xT^GPG5&ePf0a7)) z2O*nFgY?DCs97+Qe;WIEN)Z6A-hwwHmxT0CT9~%no*>t4=x=oXWWbGlY_~VPip&hog|M z8n4Ro!O-=5Jhq8w0ej#aVw}406&wtg5X0>~+^(F{`F-gW8YD+Pz?(#p1wZ9Rz_U}0 zZ|!dIQ1OuT^;Zk>R1!NtlwfMC^G zlPa_J&(64t3XWENsmd)?cn>-gK~bM#(gH`}Re(HqHi_43nxX(kYQO}!)3YmfR5qKB zb-aYxnSFCHg>HAA;fHb9?pw+wIK>E$2dum9#9<+;`wOxDEH86ek&iQzmi+Tf4sT=q z5TDKssV+;1R<4mO#8>aMTBae@5eGRuSv}!LqYIA5l0MOOTYl-@O=N;L7L1V=|{9)k$e29g4lyN%m|WWG=`uedYxnbFFujBK)hQu5zcP`wuPy zYG&kLod)~^?K3g|2C=)3Ut&H`78@r{-rVne)lO>@Mq43#Wv>EjWan!#Kh9bO;TSmNOCsk23S#ZG~~U^KxndHzVbUgfs<`;EPmUm`&S^GGFsYFEB$J?cf@p{2>^}R4I!EV|^6JgSV!6>r zyvpFY{l#O>lp1tTt3|y?5f*bT{<$7D>$D8}s}jo)@VsX;w0>8C@j;&uLlFUi?e3JA z_m5hWe!ZlH<|4sIPnDXxNW-+_MMER#N^Uc&;$GLh{^-=Go20E`bvLNVC-C`bBN^lU zsGrg!Iv=K&Um_?P;Q<=`f}A)}@M;nxZ4@^ey`H?nCOROhjq;Riot>eM(3AN+B2K5; z&qQg~;rJaWb9oqkZ;Unw0~=zCQS#MaKriNg8@{K$)L^Z}<#@iP8RNoBBrNivuuR@g z9d_acNsfUstdJ-0s--@vF=4flzreq_dZK{B#k_h0X@h>)nxxGm3&$X>5Y3Sgv7|oK z^Cub>xW_UQ5xL`2|A@L4{;+>x8(_Ij?eiYA)i}glu0fPd$O!APX|uJTL0K)wh`@V3 zRoGKf9)OAb@TjrAtB1P2Vk}ai=PuYo`MsGmwcPLs_G%l7%nVxlJ@Xp7e0|c1LE0fj zINH@yF}*?1{yZ+eoHqBDCawn4WjxHp13^co7nThTiz6pgU z>i*YI(t)c)Kl=TIfvoNiloE2EaiE^z&$-*5*>AkMFrcnwcpF`Ojte+YCw@a=S0T|_ zzChGn`#QbU9ti&gu*L(3>*gL?tI}1mC{9Y?l za{8z8qkGn-ZK3)34Zbgn)sy}_FO0R8p&-t2LHxHeKfC5Bnrali9O08=X#V7JL@xd-cb{_(R z8Re8s^`oeP6U*`&B9oBvTE|`LX$kvTI@LCdG5QF@UGVPnHW|O>NnR6n zE?=yNW|b=Q*6eMSMd2`-HQNcztx(3evPUxf=zuKq!+}Be7LZU;`9{{zQ_Fnvo!Bc^ zA+H4&pa&c*c4hxRYyrk2S7?d#ei12GS(DwQ=lpc>-U{sRXBdYIzT(Uuc$0&j^Sw}{ zPhMq=SP}!YgEX+#i0>=LJTw;+y)WxxFJQ>w`!E0lDGbxU)H-QBnh4=W`(?phTc>w+v0DjGLBry9`=tBuXY)-D!+eiTMR+jGgYz8j ziN&9L%#9uxO0xhM^Dg!e{l(JA9K@g0D@**tG<(p%hD3lJ$`7+Qu7Tq*WZj5ERWoKAjUd>$)T!8_7( zY$9EZ@kDoGUYDlOhS1Sm=JOXMs-qXDPU@CR4vwIDvfWU*H@heC86w4^HMRiMZosGpP4ivq07;P{Rz|q9Jc`+ulIDYy;Z^_lptQk`6D`3&iS@aXb^qN@ z;BuIa)Mfs?SEhUkc79_QHEM*~7_n??O@Ryb-m?GG4Hc|4i}0xjg^ftpXHkjQq#Ub3 zjAXiP$zCsI3Gtlp2vR%I_rueL`CvGu>sb}0qs^m3hwWIN_-3mQ9jOY2dZ}J9q39g{ zZ@C9*b+$A2#$!KUv2G7aGr@Dp3*Pwd-+Z@T<6`SF-Fnyx-Nq&Yvzsc3_4GGX%e1*A zbRY35O2ePB8o`NkyQp}rT)~Y~11oR>L>zbma~N*qyGul#P7x2wno4WYnR>s(5@o_e zL|$k4#d^;LIaVZeNL&uxE#%8Q(~{_NT&eGt+<7Ebda`7}?~{+29K&_=WEEd0lF^%i z5(Q46)&`QGwD2V-_9`d>1OgN%V|mSEbT+X8Es4@otxB)UGWZL)MQfvQci%$%_Jcn_Aq#$_0BHT$?=@d} z`G-jui*$CrFFoC|mE~8G;$hQ;MfDftn3v!TRMxzw)AmN5I6BW=OIGs`0y(6RKF?+- zb3N+H4=EY-KuR;&9QuE4H+z8V#zV^&?-4w2$kb)d|L?OdoW26(S-gBzu)uIUfSb>-P6PU zgyYNQtx`jn;mi5zbq@hc0a*+{dAkAyN#{L*ae@E1>$Iiml``I9hL>X-2{gAnAUlJb z$Ho=Zcsg!Jl)rOfi=Bz9vGD2nxZd^=_iILDhE9*;!_k6N?sBXCLF#s)+nCmj?=(Xz z_|#cKlw<48=O)upxJ+9;QjD}P*(|q12SX`eiqba3kJy{V;lXt3V7~LH2o|G=%J~+` z&rNRjhG{MfPo5f~vuT5!WDqgS$InGt!#X?XW!kmg1;xF-!CBrb@?IRfi430SHB*jx zEFW2;En(sALtqUabJ5irp10JRvUXy^@DFes7y~qO3%_UbS(?wB6R;)_k1MLIU%!-Z z9ZZW3_;$18myPri6%XfEn%`Ba@|#GGX;c?spVWPdE|%0Prc2lk&(ca_Q-jGBfI%X} z!It`wQBU5miCU%Zz`QpcSAgn|q8EiJ$y~){Y^iGb?ajP=47QusQ4(30*=k^Idin!etOLbFOx4StMA9oxflhbg zvxR^MZb&|_N9Xlwplcg!h8FM_*K+Sy+LBDQ6#Z8zbwiJ0-m-hlP&KT${~K>SL_egO zsb4e5=tbwL>jfo=xU{!LrM?i=vPemc`Z!d+wqcyg=v`bkR!MOGCQaxDfRHSQe4q?2 z-u0J4g-B8XtLTHRaH9oWG3!_xF&jfisb^LOj=u2WFLM|{7yLQs*k~jfIV7*ufY8zc zHRK{5+RBCa^azzGj^6kraw2(0)a+lsit7Vf8(7C4sUDHJJ67SL@Kn4w$bUd7TKwFT?(t8EiFKEqt=r-itZ8Jj$H4-ix`$4-)4E-NVk>{y$9_kpps0W;W>a0JjY%`I)g;ackR4rTCUT5gmCI9aHo7Sps<*IY->^a23`5O@LJM~ zk~uiC$OQN&Ud=ro+@=g_xXfxJ$wi{O#c6IbM)cOKc#mU|3TkscrKWt zM)?4Is|nC^uTs>H`$m~N;6If6KEBViRtNp?&)vp8Xt9D0x%mVL{+knmT?rh9oDfqu8Eq8Ddj&W@`;5>=>Riv#-cE zJ>E{34>8lN0!~(5qI{fO&q@u7-6|<;5S%5utCx4{oFbHj4p|M^6zD85bUojU z8>+&Tw*9V8+;<6Fjj~Ws0Jt|a5w>UeyX+VFOSoGw0Kgdgl>bo7&gCCBwHl&Zc(;Wh z8}X(7CN%nrk;VW1aMh!~$-vdjT(gRxLHJsRLEMAV>f!VtUy|#G5^suTKWK@2Z&vtRj1g;XHq7n9;Y*^_NJb-27oRvuN^QKV<~y+E`w`FBc!={#@^2x8xz zt9JLe33(~igaf8V$1+XKJiE`0zw>0C6g^r^(3GmhpHoM`k@8I7?i0A=%B}m&j4{m=uIr-;t8Y#3!kpy;nYf{Z zDD~d+A(PFw**Df^30X-W@kIRXC%?Enm`=M{Y4C!QEj)4Rs#MNQBY&ZB6%3 zNcTfM(1sS6OeXlCp8R!RP=Eu2H#9rJU{^GgHT)5zG~pzM%?_&Yyrg#Iocwz+e5{#` zo41$xnyAW3PhYnlQwjXVu^QgsxCJ>S)3?s~=KSEZ-)&>5%5fG!hP3rVb~0)+k{9*w zpT8kHepZ!b#9A5{N)%;EY)(IZMeBFNcHCIoqI&?deAKFOBaC|?au`zeH5_h}-ywxF zH}re>+>+-3RQ8P(L15GVW@a3j?Wl$=l*ypvFN+6>il+y*yhemY9|pzF_YOrMUw>%Mgn;+_ zv&36NOO8H6s>^P)9VAv-`6Hp z&z)Pk`5Z0u$W7CyO)J1KM51|#t57w7jV8~An7f$F{`1o9grG~#ze5O%S*q3)dwHn zx6jUA*M-T&35`e)QOGcjxB(>{P>i?olqL4MN&8abFh3S?Zex*HARj)#aKL{6T_=( zL1c*7qSeM5&@$8>Y+9}fb(1!~nkVL&l3SF8ktwvq$15Nor#4aHU9aR9{Hn{uz0NXR zZLL#zV%O40D^;u=@T}Xk#HMnbeqa5lD&Kl|0E^XQmqmc;`Bw(Fy{yUiSrE^y**eB}?HBt)57&9T+-`>ZIiR zyS^(F(S6RgMZN{N-u0?c!;^%D1c7jBPgtC0$_fYHqjY#c$M-nrr#^YL+)g|M2UdD$ z7xyn#qn@rfhZzNf1SApd6%FL791U9BO%J%Ot5`mD>lo5-nCL+Hkc~k&F^ct}f;|tH z)n2O$^WmzGia-K9ECEK0apwKyVBzBe>)W?^n_YuiO`Pwrl z9ia)<#QwgE3*&wBjuYvHdW#dx-bLVeMkhz6R7Gv&JKg592gcfDxN2J((VRdLTfO*G z63CVcLo<;yUW^w14wVH9hgsCGtR&!-!dyIT4$et#Al> z_s+r8%y1+np{CVoyzg@WN!lspns-VBy|fPh`^y}S&mEL%V*V(0!~kc$ftR->a(m)s zNnFJ{Eyu);Vr-96snF=g^_h?oeFPEGbW%OE-2U@C_ZeGx#c3;&uvOKai9-#>UeDYz z+v$h8X88i~7X=a_Q4uy^f)q9Y<8u1d2fL#ZX}rz#Y6tQ2WLz>Dx*R4jw`;BR~`jvd^eIi!z@S6 zq;(}}E}%p}xr}HWC9$R2OuRkC))GLH_1`GZcGsf=HGgz-Z-=D6$u0w1%k- zpVZDWLR0ijJ78C1=X)zRC`Nv(eSjvuB?BsFeed6JvN}`5{`RCq8Ow?Q{tYGDzbdeW zCe&~;q7Y3RnIHPN9#J1d8CE)PDGr&gsUOOXHdW7lBj`Tuun6o#xa4bTHaU7}1r0%q z8FHu%bp)EfID{@G6qyJ0&V%%l_aokDIuBv6w}r=QVKv;V0E}@THixUehWC~+5f(>7pWk`rpM)Dxpgw1xQ8u?Ttf-8j47G&77aV-oF z8yFhOS@{v)TpoqF`u@$pJSI>BgP#mN*M6H~DElbk|Nfz8M=tPelu9(Ogan%00fyJ}4K1UJX3%YAlf@P)uLK)-Z2g0`&Vc-_oQN#d9xcZo;g3QSY=f@!xvBr0`={a zq<|7!4&I8CR?e+Sl1^8+9Z>Xfhq`8EMtg6!Dk(9N5vHe)=r&N<#PoAzb9S9L?_Srg zkB$hQ!pM99ybho+DMMG^)0Q4V0sT<ct0Il_+MOV`z=ie3jbMifw882d`lqa`cSP)Z)c-y%AAAMBe2Hf#xId zi>m}vlciWiQODPQw?n)6%~e zxluEPA&d)|L7$9cNw3L0 z0e-7kv|UEHY|&_ZZ-HX@khkTD5RiA7s@f55R}<{tPI7?)nY-@PZHcb}atpMPZH4;} zzdgtZ@$g2E)S~jXv;|C77s8M6SSG!Ha}qAsy#Z)o#a5g2%Igu2w}?~zgIhz!o1mn% zdZ0AjUZUosvd&1Kre|)tSi86?JyPMDXh-+@Re0_>CSia6_zRAThaF81+Z&BnmmPij z6aOKY^@u~MK7wuX$Y5NEXc-FWw0f01A@actfI0M7Cx*C*5@;*nR~oBN*_^h}G<>(} z5@uDf!LwK=w9d0xBF1nFxQ4L8&Os}$F<+ssFv69+f7^qx>&jDK-^Ug@-0U0M^RReS zwe4+TDPG-C9Z2PDYL*@wff>sI$r7IR(5KE?0rG<73KUm`IS`%GJVRBKxyS1@mHZzd4K| z_kw-BQ2I`7rj<5PINHI)M6k4c#$zRFX+e+Uck@%%AaFx&7-5L3Q+%0=xdZJG$qI@K zMZOwG0-L^$6=(5_q6v-p1~h9@O2JdyZLNeJ-q2O8f6BwP{ts4`J(oWBK}#xcOP&HT zGHq299(`E)jzq3+*lcfW6tI8ijzYWtE~u?zW@g{##U#K79XuDgHnDj51x{ln(ry>P zF70>?rLdYMN{WJZuE(hO6bmzRPCqKfko7_Xv5aDG#;&uODe3LYV3Y5|=pk?mO2Z?Q zn>FcFu;yFjL6+7s(;QFe(DntsFdH@iICxd)MRul5m9o1+86U0(tw(h=B;WG#{-*4? z+d4nHge=aw*`;QNy{3v)PZxo54om3*-j94g138MdTSJ;g(t2d}-n$jWPB}|b>9lp| zs&q5|XR3G}#S7B#iY3*;*6fn%_3{v@fq{gZ5Gz6iHNg9YyiGw-rl&)GCiVn(4#(EI zqVTweda>HA#qK`aSc^_{kovYaFl7qZJC(G$$-Br4#Bh3 zZ4OXb>6)QLZHM%FO6$fsJ)|>U>u{_#tD`^}R(e3=DwFMRPVmb$13`II@kC{F-dPqG znkVsJJpZnpXJ>4B(fKQD*Wtr5TL(ao4VTkKCX^riB`{F)=b&s!sru$P%IU@`(Co5c zY}6REYUbDRNVP|NuBgs`ea!o0jS&T5zF8Uia?x=3NE_8%%OT^&z<#2;8F7qL8f&uS zrQ)#jjsxPl=$k@kIZ6@lkiQj2ob_%k%93)_ijYf^EfzCuN0~bf^jhG{8ZQx*yw<$P zc=!&W{38v@PDEJ6A{Gdm8`+aG6nwro#^K{#uvo|FbO85>$dPg3K^9bWjo3;^b5D2? z0+p&wgx4+}o#=asDor58o3h`F`AReHXTIxM@=^nT6~oqhRa=xjzM3@`lr33-zxcY~ zW1>(xTtJtpofS$1o+!weO)@)~*z98&?4(at-ogY_>!o(QaBDn$PkVTy)$o-mlJ-aL z13)~wYC6s)S`kLvy-wN%&`^oN-1l`IxlXYRAQ2@Dn%LFOn3!*cZs9&H!{y@RZ{NwJ z2FXZ?|5>&F<<4Ao&mwCYR^T6-gtgsyg>iRi)pF<5;=VdXu{g9~wQwbu3lG$Ceniiu zevd2NyDz=7L4Y2xM_DGQf-D*+vNfgmHqb+uTc5V+qtkN^_hk`Qkk;AR8h-lCTtS&Q zMm!EfO>-02U>nB*u5iRiy*mDgnk`oJi3Dm9!7%%S40#HWR#-Z6Lq>>=6c8Z)9t@6M zzLC!iT>>)J&3kdgV*NMM=k7GuSsTio##z%-UewMXgl*|wF9h2ojhhJ{$k0x z=g{MQk0m8};!peg%@N)t;is8YFJ*hyn9SJ7A{l@cs642t+sZ_r|y!Rz;e_14);z~nvuR6b2gr&b`^E%pX3Quk_x4cVLS2yul~ZF`at7PnYD@}16^ZuFdZJA4_txHp-#=;{ft9b z`F*7QOY)F%lajgbSr@@C7V{8)gvbv?#4oZ$@=~0gOfVogB{Z^u_iLLyFYdnZRhgy^ ztc?a={OJAdg0VI}twb7-h1E&uLCNEnJ-Tb&rgnE8H6Gn= zsm#H0tQW67!GE`xYToxE`ZiBfDh$=$uClCjysD?y33s>|wN0ob35lyp6tdPBA_l-) zKW)z_Kn8M?(S5C8t28k!OX}SDpeJYp{$lb&o--MRU86;sk}P5`XP$QKr=UH$T31Lu z6MUn|x^*?#mR~Pw6R4l9&ah+vnd>48c9*NBbj^NRYW*U>AlN<>&tJ{H`TTSmsR*t~ z>{0Ij%5j$?iA3whctK*nBkh0!2V4mcVqL4pF96$ zK2$(Qu2W||AwEXq&lX3?RP|x&&@%L3&JUFqVJ$eV!r4W(5azFpkR}3L_{o*Kw7FmH zDWQ4ydjJH$4K4Jr2;Sx`u{famndv@3ZJ_LUxF)-mTsfMT@GNj*T!euQD0^pP`wh;0 z6(mj`VI7q7{iClF(KmlwjuQf=dmRM6=G_-AAh*5xf2ew^sJfaiTyx_P+#P}>5Zv8@ z28ZAfB)Ge~yM#b+_u#T|5AN>n?(V(#`ah>fUog0XReSBKn)1HSEJ_k>U9KvPCSj%s zmy!Jfc;2!PhE`@%qbUsXnj7qmy{#Hx6OkdQ*0wQ zzXL`e(6g@luZ%g%Wuxb=kXUExgjQGz-uSHvl||yIzV!4{&8=_Uq!_;G(6jC}Nr#h7 zWSVBIpQ>i%7ctbxI%A(gJU~KA^1tkU!&r#?;$tYyc7%K7bYbWg^0g|X<09(!cxDD7 zp?B}s?FtL)rzLEt3tCDHMarJXopuK)b?}tj(XX58MLWkp zD+!aJd=eS60gMQEBt$Hg6b^N*fI*`nile$|e-RNO0@-Q>oy2V%1~JI)o@4e$L@OZI=luSF)+Ai3E&|Qeq)Z?g6@U zIU}0lnR=`u@eNg)1ZTGoQ{UMb*;%&{O)+++lk&1pah!xYO#58=zY^2L`hEXN4bAm$ z$xQ4CTxlRBGYSul?gI!$Elo{37ECguG-`}Dic8AF-QPAsNP98m`TW=|X7$e3JMXth z-$EthKL0#hZT%)`_Qv5h<<1)1dB=~idz~KjDA^hkl_7K?lV*Bv8;YrT;#LkHSUd`*Gi9+qT2& z6rSt%Zlw9R?HS-)@_TBtq6wkx@hk(aOQHKxBN{*n<8Wf|JmJf{ zDLDVZ;gPCpnA5!8Gyiu+ie7UrTJeUO3#VJKM3)nSt)y=+{xP&0pb4z!C+dVtGqx&U z@dK~Wen)EA-bat-}lE+;g`Jh z5M=4=aHG_7d;IQ`*asJ1sCC7#4pFhtoh?l(9t2BI+(H~1VW4kh5WULg)wrbo{!+7m z?IUxyXdfrPe`d5hocyhQ8zV1+mG7_#^er@06`Fx^w0~*c;|B$&ps48Q@9%$Zp;Lit&>PuVXSKv*sSPyw zw#zgT5*h8~iiY+m5b>~`$+eB2`cVmME8|Hy{5JK6_P|ha4cO4}BhCEgveiY3W6x0t z(Op%)F#y|TQ2*8Y#ht0O>nknIy2?n|V)S*l)$_w-Z)DwzbmR_?h94Y?Cz9t2PPZ3n z&c>A$ApS78=P_ia)y>6c$V7FMFBLw`2?A1Qg6O=wq9gr>W1!#$pbW5IlN~^9==LKy zbujT~8Di_BO&Ce_a1G}S2}|SRM|P6WjWzk9Yr`&-LwK+vhXY;qmH(c2Iv@^Z$^zoH z&26_J?~e$}%Dx0H3ONN^lz(yO8in*M#=5gR7Xrd29 z?cklMUrv%M$Fk>$z5r^-T?^u%C_GrVxT_J$GKjhAqOjUrQFHmEQwz-$ibrBCqZy-pxe zz+eanzV=}eojxeuC6)t<2YHdLxi+MeQj&J#Eluq&6N)88c8+SV2&Y38F|Pv1Jo1_% zqEV!X*|!lnL4f$hlKj_%)Mq#+oLRCmL!hCYLm(7i8z^YT-RnpP>_2#q>wYX-YikBj zM+L#m&fQbjnOT+T1UcZ>2zlf6ytfselicr0YcnX#1RHeyALrQrUp73Ai=F+`!%Vbk z;=^g|-oL-$a)gRE+e(Um^#GkPP@8*i#H}}OeyD@`^xh@_0b=jiJ%c7HP?rfqc)x}% zZo^0fC=?Cmz14}{CuW5R&PUtPZ6cqXzQkj98cFB#wmN$(`jnKv4g-=~IiMp@XR{U!aB2=t6VuX=V)`&INGI&}XJlx8mSuv?yK=P{0r(2V zm30h8Q0Yy8y(qKOy=}pX5!gK2P%+NA6Nbm57Ajk_=Pgoj?Ur9r|2A3e^+6uqlftQ( zgGBa2zLHa37}3m%B0)KJw_i*?Rz(Mt7~;ndK-CNTDv9vtycD-U9GQNDAcAjSsFd zL&V;4$~ZD!3&y^1rECUSFQN9;Y8(PuuVm{~NCEF>u3LZw^!m`@2Q}a7!C75h%>?j# zhEq9FeIBPWZ5Pc7gRJx(@6Jd!u)jHaPap6$#|f3rpR1>TM3>_%cO@Dfrdx5WO8#5B z!HqOIRVMhX_uzUVp3Y-@vN)&_T%3>TNmE?|l%}_`!8JY%XoL{-2mu`WCFZWfIMczY*t|XDICvwLA`Ga7+X3>xBPxZb-Y*2`>M~^``)~WX z=Q;u~zD~>s*AIEoa_uu0Kbg@mW`MX>G|JTCS)VGpwH@Z>h*LB&BQBM7dUq-Iy;pQi zs2$R!HB$H!DNP|irLvREmPoamN&T?~znwzVRL2Tt$0E5x%`JUR$Zk zxEy>H@ReR$iP#eqKtrc@w(U4Zgf*BjI*#HLrF;1|DQ8!yz%UDzfv{-+vqb^E;z*Wok^eAX+ zCjlk$hLR_I15owrMT-MW5Rt3|+-#Cy*j zj>vHk9|p`GkarH)WmQU46R9sc{wOsM2KM78qc6|^-M&<*)-s_N<;zm zT6yl?@|xi>?Z;D{=bc=rrn9$KVGKWK0G5N$k@Wrn{4PR(FwU8DhE_m~juQ|0lJmpa zc4v2UdQ;YPxe?LmYFBLdAA9$P&|4oVqC7Tt)1#R(|AV27MHSGDij=@&+ich}@8lLu z|3(4|wTk6~L4Ktqdh{i;cjfMo|KV5dc9lCvbXYV>s2i|K#V+BxkD#x`q9Uzpx;RU% zGffV=6i4ns20p1&DS9V7uCD_;9L+4e(BE4sp_3H6`b8-Sb=`F;pOXl`6ho7(OXOj zU1FX$#@&ptOuMK^O&=pb@BcRdz4ShHLKqNYXJ459F78zz6j@497#@GihXZ6rR{oPk zsdF3CxFH-0OJM3)-n6-jH{Q>gOav-aha6-5|I-dxB|6d#vC}V9;sRBoIuD+EJ>(@v z?Aa4|VPpiMoS{zh#bt#isMfxynH9POtZJ(oBjR`I#L*#-sEn%M6P>w^2QshyjS**vZ>8St{HAIbA*MdP zuE`HPtgH)@Z|KH@v3E%hw&&>v0=pOUy-_k2`q9)ZAH>Xf2YgTiMhzCJNQ$g9+3LT- zE_E&{HV|~$%U(JI;)8b~<;BsSVBhkb%hueOPxMt{drS`h4uZzgwH=kkY$%PL?WFSx zgbrGjl@I&ss&=r|Q%NTwwjhR`AGxn+Vt@)A{LM{@j>ClvnMKrzbS4)wc^Oe@S!e9h zUOlm3i-Q(;P)Qx0i)aE}G7}ZQy@5bQUZBTuL_26%@D2Z9YpFXTf5IDfo9;)y&eNCF zFB0t1*C7s6ahW z2m?aO0}j9x18#7LUEUA5O=?m=*5m!4MxkDg0P-$1?->03Ca$e0=EZ95ZlorB2p#tW zWw=eR@+a;&aH_gQ!2TMY51hi>e_SKV>HEoHO$(_QnezLm(P;(ov_Vfx9F>J!g@QyU zm^>V~RIZPC!tDTWc&yb3ck;%IRw>^x!MqnP2Bs4s@+;8=dxagfQa2Hpq|E+3a9I)gsde zqklp19XkrP80-pHo7T!&2`WL)g)_;{3oMBFFK2^l5QL*SEYq$rwB~4nr4eZ4%z3qy^WRmf)}pr1fzu$(M%I3k zY!bqPW;sQSI-8h)U?$+7g8EZg$ zqlwxcvp3e`4W3y~r@|@c$0PmsZ8zxI3KJd)Iwv!Cefe|-jzyi*!P*r=jBqKVANYYrr8VpHY4AkPNEzM`d2eek=)}!^b=G1dLyUe?+)*Gvx6%*| zgE%`YDr+4k8aPDXaUuX|J^aUN3!e7H*2|T1`80Q(=<)88@H2#v5`U%B7rwdD8B2!4 z{sCO^^lBCq6xYMKaJK!*zw18s_-#vV2(qR9q|S2dHzMZT_(T0dvS8Q z6|BD@)j~(*R9jWfVpeB4k#3sZ-f-Bu%!BY zAaC2Cv~g|hYr>@MY-qel!eUd~+|X78k1b6S$`s&iXxMGpw|V)n-fV)Nwi?-uAf)l! z^AVc%v>7*pzdnGMK`ep`WR`7b;`cU_eVd<%bXOq>_saf>5EXZOiKjh9$gWDc=C22T z`1R?ohi|41L^RZ-y(Y*7@s~F-uw1ao9szM204My%dUh20Fnf_?i-~BAY9_=|KPqEk z@n#jl03k#I%36~k)d!LvFul&lEXO0*ma7Hp=R#(BK8A``^6%oatbiXOl@xS*6KG7y z!!nm#YE#O#fd*9QK2GG@8Kufwf5bI9XNRV@ui)4~i=ImF;~OvGUWXH`R^c1etcvmm0L zN`4j4ts%yXczVGOuJN-!D}1MbG(Cn{w$Fv~FCl3!UJg=h%++tg>4GK0N9iZTWidpF z2a?hc$L`!LE6MS&;NtQXWy*TDZMy)*@hF^nPF2!L@risw-G!icu*mgd5W6c(=}!qIHeUp#kFIx-N$_lPW+OS&4TdnLc9y|1&rB&ACm9k0cLh){Q6nM zJT`z;!%nbX0E_=2rxrqSLV)>_bsggPn`CdZnKkfByg_!LpF;jWmY{C?rFp#+g!HUWPKUcegF8r03GI}FB9cwnfUVpe1T)RV7UH&qb#2w=LsAtFcm+foG5H<+sP7@AA zn2UTyvERwRarGN>+L3ISmgA(9Ap;JN(sWsCH+%MbC?SnmhgzjayqQdJC_K%qUAH9D zVXi>T=Z+Pndu&)N28QV)16m>%#1+Q=3Th$MOS|HDrVer@shzb9#ma7RP)3=?!J;2i zZCm#V^-kR({?;@00Ab%}%rhn$#T^>$UNB*aNhZ#xQ{~~Y1E}^xUeyCfeQ!C^cw5=U zBToZy$2?{QhSm%rbkiL&t54=^ixbAcR`pfH9Qz@6b%qRJwX3iuuZ2NK6!$_+f@-prIgm#6BRvx{@&J4f z0P6gI&L{D5SrO#{gZ0Q1_8+Gom%ZfoTWpX}^)#Fd935vEKa%%B5QXgUl0a0*oP208 z{Hq^NM5mcF?#Of`vM4o84d;|lcZB4mXP>_QKTWk=luWIfVL7Y#3I=^Sf)&6F+{by> z2|R5^T&zVfMDG_wecZ;Ta#8MWo|<$_0a$n&H#wdg!e*(^Oe$h#)~gXcCrEYXK1*VOoUXVt~7C5l%A-@t-L{sZ94X)=E46iyt~` z{-Yq`v6N)+TE_=5XoU%NKkdQbgn&#jiPve5pcIMig}w{XI!ZHy53bj^CQ#%GGvhgC zQ~I+^*?~@$KR&UzixR8zrO2vVIS!ZF@Cdus&OMvtAOjM;dcaQ*=q-Jk*klENa~YBk|RZjtOTBlTS4Hm8p9{H0dDRydhx zY`cUZ%~fyb9JIhIU@JOQ zqd&-*KpoBRgP}nP6IO|b5OLB(t3lYXMr{mpbsL#GEP!}{?U!tE(4PqzgXf*%1&^Lx zKL93l*s9KD95LD3C{A*>el)I{8nO?3(ZlT`O3R?olu-1#e27I^=s_j5!?lG_3YS&0 zH!jp?6tlTyhLtfvL9F(oF96DAr}NjdO>G}I2n|Nh?Sb*aYD#FDvT!R^pil_u1daJ( zGYbEbM6r+Bu23KNn*E%XkH8&z!J8ra;MMd5ic;C-9r2_pM;GFk#?TasEC2szDb6fI=RzQS8Kbn;Tp8!7(L_ z6&DKsj|G@D8bQ2K&|CaVIb$k09mW?*R~uPvtqtflivf_`x^gib<;#nh*0(mcK{?t% zc+nZ=MUo0*C^c(qbx#uQ7dAlN%d)!#ioN4dR|y(4vK%202Z|FxY?*fH8x@*oJ$u62 zEi*+I%9;jaH|<&AF4^| z+F#cF1Rx&PK0Po?KtJh1x;lWT>g^vdo)c8i9Nl-wjoUu}lr9auDSl8M_$&|NC0|ar z48;is6=k%LNjaOS)0If^Urn&d$4QZBJ+R%g=}9 zp>srNOu&f;7_Ti5#U;Nub2s5eS08rQmuoD25!I6r+rW6xa54c_qTM0N*;@%UZ73)m zJW5uT8(leYW2`dv+S7E8xB&!C(N+sNZk}%RX1Kb6K$NT3pMaq~F@3#rI^UD&HxtcD zK|%Mbe?e+^&<)tE41YL8?HEX;A8oD;NJP47BfY#^;Q_^M(J>d%DEwQSZB2;ZTHYf+ z=~!xnVErLPMoQQlN;8a_&o69jh~I@0fZV8*O!*hJGzOqJUhi#HtU$C~cle3N0l)Y2 z^w#nG((4SGc$^NL7*>OmJ}{rWuL+ojC+NfSQO3iwYXAXTuYT;7LXBK=SZ8FZ#vBFk zUI4WeQjc=iENZOX&Y$2f)=LRY+0=P98<6*j^f3*L(O|ZQz8Hz!3ZEeGL~hq!{ql3C zU4O%^rt60fNlG`80k9fvSUV4Z*k*ak8fuh}ou+pFaJ0wDslEI2*Y>adWFPi@^cWA{ z>YK~Dg~&iLED40q<#i;58C-sCd@<-F^h_%jmn`q(xfipnzbK}~on{`H-F*W-J-;zo z$!Fo7ElkLTq7wKfBhPK4I%zs9<VHv&sswhG_#|-(2hb{*%Z09C)_1T`#OLFdS6vtcFnw#2B3#Mu|yDu%vqRe zBA{JPFX;?|>2;L?06oQF+ZkZm0K_xBaEi$sB~w+^R?&Q?$iBwmE9G3QPd{A!`l7>$ zUGG9%s_rNiSuQ!63W?w(g6GatK;Je^&S5$<)Sv0UJ$iMfqXm_5oib6~YBw>U#0JJU|(IdVA92QXw=Fh1|m8 zBK9Fx4CE3apV*bxBhNDa$qOXI?Jd%dU-wrQNs@=LAl4C;O%g^F20JxFPsA!VjG6+k z4H>|vIntKq+1&7fG@h@3wV=U}O`llE%|;#+xtlvV?v*2`x`QLT_p9i&WGG@^NWGvt z2XjsNJ@F)=U_V}Qwg*#4dXQ9TOhpjCea#)q-_}D&_`?v;UPV8t#MK!CELe!jr5In}8Td4+0t5q1FvOxz*_>8dnHGwC%Yv%>>X*k}O5Q*K5k7QRMrXrlP* zp5&eQoCUMv8Em?V8~sIIZmz9+<{!>l+;UPMmd_{#X^C>z)bEKJ27f9p?SU3Q5^}l- zypz+r$lvzS6HwxPlO^Gq5(G9AAZ&mIO_yq${3Yu?xcL{GJTTpnjq7HR+~3)_QuO21 zR@B4_$V4q>We5u9ZBioy>R0`*C4-8zYi1os%)tVQzXLucwL1xj&g42>ts4}z4~8|8 z=69*6;CgFoAALcTDw!2B&s~0nyUn>;sC|#frF8b>||Ei7&4C|4SsnnDZiqvp~QC)4&ZcfOVerf#oWCzd=h+S z`ZbLxvAbg3kiN(%FA1n!3Oq1^fJA6!h~=X0~# zloua6zwhYlNEwnHdn=jshz;Q3i@nC0auUm8ibJVrzMy_=deRpih3DF$1k*k3m_35b zmzz;O>j?N(rDY;zF95_|F(5<^)(DVT4eyiPyBNIk9RZ-n0LGXUIX|B|)uq{an<4(u z!L`+vl1f5!{D0!bkqAbyilDF01AXsJ-w{sFC?J`gUJczM7he{mi`ko~v?82p%yB`< zXa5iE>1iuhc!RPw?$pfK1Rq7}l?P}8AAUHioK9lftW z$-jyNW3@+7v*J|Ci*~yTEQ=IElm6mgspX zfdUYX5;c0YS&Pca)0qLZ=yf8wEwEM56z5rfVh1T zPPpI4co2bl1*qa19HCg%CJTh93aeRR7cNoA>{+|STOUaepeqoyF*t7|vNGh=?b@ZE zzx%hMh~5Us-~knIid zRe_aw4!lhwcq_bO)A9ee8Np-NRkAm(E2bec>TKTrjgE+)~$bd5cgsHxJPP%rd+Xb#wnX#!v-@@IUTI| zu=5WGKt{wdvK>M<4h-2oR{rIB>F5)RW7on$2Q7Pj+>Yw5uCEBi@R{WJEp~e;k81$A zhBz8GW)j}f!$UZSrQ$x1p!X{&C{d&>^d#B;ZI$D1zLdD4bZ*+wQmbRmn`M{V{k!hyI^pYGY<(V z5$A~~Ws*yQYH3C?Q9kLCrz80d<=abhtm%dGtns&LDGWp-2VHp-rK_j>z3zZ+HE^!` zATmtpksN0(rdPJ&`0)0|#t>ds9pIf$7**1A8&>57{V4!7{}n8msE%BF#mV^h@7xaf z;LXD+S5oT2KfLgKCFY8OOZzBfYO2@7kwBe9GBYL+@#yn1^nGygPin-IiG1gXIwH!C zK=|#BjmR!Y7O1Kih?+|cH#u{0_g5EFzD2}NW2zrt_?Er2I=Q(dBf))^nqoX)z(bY5 zcllG@Fv>}J!^!H7L@64U5VVijaqcWvs2pKx+v<*ta2eW^1e4sE#05t+;-Ir^LCjGf z83-@2e7J@|G69y9(3;4l1)%#ig?Kh z@!tIB*%WXN&;*KpfPkbIxFahW+d=QRFn~bT4IH2V%nanWxtX+kY)%FXi55*dhwbAl zPSf;Xnl2?ijDw)6oCR2lfg-e6i}iJ~;oE^2-${xek&9fn2k;{6QCem%3CQ)HM*|VU zP)5nfN9H~NV2`{9%}#FL=p9F=&rp7=kMmTwlcS&ivn6gVVB*f z#q?}=;C(Vh3NUlHG68-rHkd#qADqKEzyO*&_w4@{XDs;-3;?K?o=rLu;nW;8iXsAyz!%q=a`M?#IEdp^H#vV@Et*!;1dI{bV9Y1&(3INKeozNiDDXXi(n^ilXLb9_0h4a5=pgz>gj zS9VIgf?r~FEFnbGL2rTykM)5PY+FL)!_AnoY7G@D*g!I#_%9kw31cV^Z2_k@JlS?K zD{i6uD4Z75p$tD$s@>Q?^}%9~uI<%}`De-~f?n!C0Qr zoOR@Pug^=5vz;e)9fWA$Dg11#y8lJytzW2n7r+-_HD(NrPyfC>`&2T3(uJ0wF^e7} zb3Z3hD`?yB5nv1lcCLNUX0l#FNQc7Tc&pcXoBczl$}<_>OQU_z<}C4kf}!vV%Y2@d zBolWE(gc(6^@Ft^KP57SDbXs49)Fyk4Q_?2WeQiAZMny|ROO4_J!_KyxUekgV*sjc zdpL6pT=vNNg^+!dWW1TGk;WLf$9HE5>WCT;g#g<`G*5Q4p5ZuJOJ*t&|MQrKAtCEz0)LiKG zU-&BjT>Z#&tJM^*0fMEav0Y!crew8jW^Eunz~*HlH-QG}X&kVGqA9vJLB(jp{HWIu z$~3TAnsZCXyY0x`fX|$D>9yyX-L=%zS?@Yhp=fuWlW_Tpwp37%BnBHLngD`JNK5hq zs+xg#=9yK(ezb^~-c@2voNq}%ZG9!oIgQ*rmxT_kRUDL+@Bt~GA*6{W*+1xS4;wVf z*bamppoz5Obbo&n$Ds}LJGJNoFgN>(-95vJ5VRu%_Q(V^`!ZSgP}e<-7LP<|`5wdS zCHILU6+fH${33m`%=XA3i{#*TX9VEvrmoH#y&4|DB@~lI`GvfdTWlyML^!c-L`5ga zp1dH}jbqEmN$!d=$I_7nura1ANHkQiW7%~<#t<7Z*G|5oxoY}F%5X&=m{?>uiNx%N zpH@y8c_@g}V3@pf6qON0+i@TO8g)W~F9@(9vZU@;C%yll6_4(;7UyNcSr)s$_c!L$ z)+Q9-+ANN)O|pTnR)grj~i5U^rID+KlY zUGTQI^KR*LO%2s`7C9#PtFc$tD6=$|=ipl9+x6@N&c8DZ93NwpcN9Vj3mWW|Dt$F~ znzj>#3uz4?hY4Dxj7=)g#!F&88YwVJH_Z`6>N!nFWatZozywPC6XYex4-7v%cj#=p zaKxh(EQ(+`R?F!jm1=xxRmF4yHr*dO(1BW9uVNvlR~#!d`5PIR6P?X=aG;>IH*(a$ zn{Td~)`Ne&8fnAi8%RhiUc+tO21DGyVdz_=vnR0qvoY|gv4e$uq3UJu{FkU+yPdb? zOAy2&My;zRH4YAE*|hOz1a1wd^}Z=nv3;t29iASkHS<0#xn?UB=Tz#SiD<^htb*dW}x7=68C?_Xun zTp#KIX59Uhxv(N;NspBLZM(t4r-B;IIY&6)_~3_Z-GxbhPd@}WSMkWahv_sb&GXCQ z!CDsk0AhV>82`VVWNkQ^)z(tUPT8cyI&jLA7>T%QfFf9AKNaTGH0pL6Sp|B6)s00| z$bl$T)zIeYfJjOn^TPg=+?L%*z3z?ir=2M_3X!L^Zi9|O7_eFyV6{whE|!y?Ja!;W{8A-1TuS%nvoA6W02I#HNaXE)?91dq^lx zNoj8gz(_vhMEnVqmpXuS6gx^e1w2MML;q4z*vtC1xTaelaNdn(O9HUoek@hf1O>Xk z$0$J_H%BpTS9<{!fBk4_X+8ONjWIw!GznNLT5-$_`aW8Ly_KSVFmmqu^Nd7mwZiAP zTpHTSbLHd|^(pz@iQCQFY36-HCnlniJA=wXy@g%yJgog32YzMSaW>X|Vp~%QZ4@0`P_m3J)ck<TCNzRFpp`2pB^JO+Tj_WRN|{AkTU}6eCvZozk~|MxoU0wc?emRNxRi z7M6mxDSP`bZoBhvrKDQia;^C&#u$%#A&aB zT|`{lpWT>q_FqjeKF8=UHD_2saPT9Q!E=AAg16Ej0_HG+rh|3jC?pzJ``tT#*hmd; zhSehE%ez;ffNfen=R4wV>+1hsgx(wqFo|*BUR`!%@!~aNh7qmOMstMCMomSnu;ms& zaY<`8X!iY@E5LqH1Wao3I2lb|m_We6OXF;+S^RD+9AJFIlq{AW;DKGfK!pHqjAO19 z{Mb5nspP>gs|zM0y~j1iA!R>MU{K6BLaCMh97tLkOma~`SjPdWQqnIMGH0(=6bY!1 z@i|tsT70*LtK4P?A=clGSxvBV6cQ~tLF+y&_|3&_EOj+i2R}{K`m4fSZ=8(})bhD) z>0&8z7n@xj3kirbpU?h-!{qo*rsd!kHXhE;ihqB3tdA=9rv%rBa&^r$i?=h`$exq`k`AGKJJ>$r zK)l~%gTsl`LBnBi|1wp{^xcw|#sv$gDCM=wPqwj%72BV}*FAk-Q62#kvqGW*zO1yR z%-*7crn)))my7#-e09~fPlvDcTn`_xET3~bzly~}TT~v8JooP+(eo0fk_0;krD?3> z>ZBK_*ctX+&zIgZ%$_ROY{k71PvC!q_~!WKIMSZAtS^8Kk{;-RZDej8;1;ocM8U!} z@Y$d&DA%ubMN(DCwqIZ=u(-p*5&qE#DS^~vI}#1>hu8=>Y&s7MAK(LaXre}!a{?xu zLhPqc{tl;(&#kjMfc71bTv?use-xq7*$*lYmDqId!zjwamHr((H0JneQtzM^_un|C z+A=lB9cpTgXoPlG{O0N_@?6)o=c)6`|25PU0kCfRF4F(I7R8m^gizE9eptJ1L~?<* zYyzNX4TZ*h8ZUrXB1Kg_ySi{9XT&Y=u!f!v0gQlX!Yci{001O`v;>$ZwB_D{2H2f$ zapgYDb@Y7iG65F=xbGb3(lqy(;`X?nT%a&vdvnm`Nb*49MkO!4x)sA*A@3Cl`~myd z7TAS8^0m0By2C|&_Dd+At!TBRQMWn+y=e=WfDe^si=SJ#4#eo%^|*D?uF1m-u+20> zDhp^bpMX^Rj@!21Y45#k@qZg`2KP^f0CDcqM7~8E-3rxSfd>B9 zkiF$xG>b~n4sT%m_Lue(*TVoW;OFK31aZmkG?OD2NS#0ywJy%)NE$Idr&%)BR|Tdn zQz972Fa2-P-)x5=Kkcxv&?tQFc;v`W zLJ9ekmZh7JxSn|{Ifc`DxS*$h@8NXa=q zPMxMfe@fe`TV(>Uhf)61Fz89{(I`eVt>WrNdf{p#wbgOB8z7SvsC4zQAc#h#PuCLg znjHYuJarsbtUon}cD+C0s-wdiyb(iIqZSS3whcgO8}2*clYCuxSDU;p1!!+xU#QH} z;4Agq*9-T%UW9g1K=^94qWjUgf*;gxx2LzUAB6YPs<#Bi0;zQLhXVj1t!KJ%`p;NF z&H!V-)*=tip-F;ytURU%ZpZ444X6D>vR9|E*u^t^OUZQ>XH&SD7(*L;UUa6mR@+|* z=^Cz)3fQTqhE&aw%JM3F1o&d!*Y=)}=j$E*Qpv$^0)V5lI6mPg0f1S7njU7)wwLlT zzB{*M{(O;rauOZYT5PH}Oebe|o_&Y;-n@>d@u)7ep(Q@17$H)#*>45`1m72v`)vIe zGvU)}(tOyrEG>@(sxqhj5;{x=wb;n{R z>|V03F8`4y_w6h594Hh-=hTDL0eddlbbWp^UE!;8cTGvsCwi;v^;Pet+xG_tHZw~Z zZYbDZF+vE1sF!ramqMY(ldpz4b;4C3?bMfQAmDMfUpaqiN8CU`5b}%CiZXGcsTCgV z5w;@exw*wxRYnyj4Jb-`U8$|V*7K*;5i{!{dA_v_+dBkf4-;7ABnly;qa<9{j>RE;#R4+!>T~wk8N> z;c&5Mi0@#_yLzpT@9tyQLxF#9KD^Iy>HHjEnoP&#aw5K%R0l4@oGrCaQjAP{>UfK- z^%Ci}2>&4cI3rbPSLTq`2G`hdj z8He94(Zk7`RQ|=@?)Uyf^?k*EjgMS?IDab5C_*#P@bYlLRC31pI?>OcdE%$f{LNzv z>S~R#W??ezGX1l(*)^ujPn)Uw$3^q#6EhZtL$kktivU{?X7)$)?>p1>>e1qbGw6^Bt8e2F#Z$j#DWUMG1#F1d7b>rfnIzY zI8|p>U!n(Pc#&<$v3V{1hBxv=P_>>`$)Z)9NE+hRKKa^X$0;=k{;i`ZMFdt=)@gkz zQ>u^fY^-A$cSLF6?yc9aH6XID#7u06r2XE`H4d0B+j>;>Xhx#Z2lf%c0ez%G>=L-A zrb}`2<2RlN5?olE==F}dusOi&` znxUCnqoT)mX?ghbvrJ#yoU!!v1U`~Ks5h$??mtM#1TvEq61vzu4gCNH(dqe2( zP-d(TfR(~XKdP2=cA7(du#h-*&=m~XYkx!>2N)gAVr*J%uQbBH1;c%uo{J!6xG0^9ko5O?k70yEn-xVHUk z^yYGmjTd!^%;YA4)?gWY?wKaejjd;W0rAEbYBK@<2ah-TyH`0u1D?-FX?g^)QxQ@_ z{#R8cA87RlR-%=xW zFEjTySDC5hL*~#50|2v$>F#DlW~urI6*}+#m8W|GUZjowmZjV^c>du_q!g~wg5L%~ z+^vI^&g_=~uK^;Y>%c$yY9$T68QDJzvIWZxp@@44w8A3swm6Z%ts?xms-olv=U6J{ zNTA6o)$}R(U4ItUj`JLTEm8ewFlo5rG;kHT)Bl&}_x%b8g_~T#ai0mKhhdPS?7&g+ zq3kSRcAozeqnvvz_h13`U**ECt*}3}1LyvsfM~hGqJS<{$ftV!cSFA9jzbE*ycT~U z3(OCvQW#Y0=LEMkQD7|y|IKvU7YD*6z?kZ^%4W0qt^1yn|GM{|nSK?-d;jr0qcOHh z336I17qOD2X90=|cH`aW9BCgnn??vW$JRan=OF}ox^2dogO9fNPY-f@&VQiT4`R<| z@+2YzK^xO_AqvD97!1k-xbFTX6_Nsz6Zu2PXW4wWGCaZY9IL$FibbBCe?gJM(G?Z@ zV}?r-A;q$ATWQ%>in1>2&5)fq>n;l1$iA0$JH62nIT0VRS!*qBg3?o@dfHb} z#kV`q4mE#CrQ9Sne}}+KFH)leZs_akeEOgwxR7X%(TB9%`_*CC%Zrm_`JTRXzX4eP z*CGINz{EF8&K2db^{V`{hL;mi6;a|!A zLJ-uJ?79Vsl41N}u?d>;fX8#3y(A~8C>8#ii>1$JzJUv|ve5G39XeDn*Yj_R4K4#GPDEkDJEsg=N`+v3RzjEbmVP=x5 zM;F7Dtaoat+(BhH)seE@=-p2|2*L>LerPMft};uYc>?xpy@N}3>|%~t5^9Fvw=vZ0 zinW-=?78>@k((~TE3T!7;!H0bppAeSG8a*bKQ*z}OBl=H4*ogiuZW!0lno(7J=jY^ z0xZpsxX^B6`j~z1g=9pK9|n7@W_a1?DMNImqKvUGw0=+I0eRnI0;Rv7G8tEtZlRL1 z#l6jrDG*b~w%mOLl$$(IquMmbknE2(fkqD7YI>my0s3}p1)3`vVP)+*>H4Q25{0iB zMWSIQDPvK+`O+uFS72WxC_zs|)Ql(7?Sv7C1XMV>LM7@;e!I#pffhY)OZ5!Dm$Jo1 z=SQepoLstzDMq4ci(~STH(3CO@6o$gut?+X!y|vCX#J69c`X!JV#F>dlpQm@AeNpr zKIbC1YU>xut;M4hS0EyOUBrIr%VSy5odq!pmngb_k1;|S*vj#6$`9ua``duWr()7B zy1`za<~bywoWA8|$>#~(tn|A|riDm19S;Rq>h`wc`8*TX3S38H^jD+;g8>`wpo;+e zNK~X3@tDP6)h+g~;e$~m!}>GCQOVlTe;V60lkzJeB%fb4sJXK&rv$38Q9Lt(Z zojg%|GP^avv~bf6Z!yTx7w2y@HTqAM>`eHk8?EEjX|X5#jC_J0$e+QyrLim}c#jah zjbS2De;!3>4Q4@j3u!fb>t%0kL5Wle7Vay__CzwZY`y|bj4t%msWdr0Z(CQ-$v8kggV}fSb;9bsgzqol zR`BWtlxeeCl1FkGisPDewX};UD1Viz=i9FTic5jgS-&_%Jrftry8iDI5EorIO=p9h z8cWWi)hQc2ozX3I)Gn!EId>e7kan$WXSJv&?q0NlLvB4*&oKo3`ZJ5jj%efsFrn_LBuVLDIJW|tDF@#=(5O6gy zmYQQAw&^?WN&|5Elf0v==)aY+y6#luTwX$(@Jkhw26K9RhMX~B>cNRJ-mexPcy)b{ zk3EtM<0d!4!p0`^hYH!rA7cLL+g538biGa&FviSNOBmDCr9L6urx~0Ms}s3f2A9&J2EgYvXUU!L8KqghOmG^zxUsQcqXAStOjl4_ zlTlyp;etZ`||^V&|U{< zdJCf=>{B)dPf@j0Ac#<+kPnH7x_Ojc5Fb_0a#BR&;y*5=u3cFLc z#k4Jm548>{bkxMNaC9$}-eIB&?k&i)U%uv+>#2f?eu<)^Rj&rCd+~5_$(%+0cxwbE zn*hu_!Yb=oYK?NLPX+FL_%%gEiVo2@;(xy{eD59H!?RfVNtcwrbt52><1wBKv%dCv z%Q>7WNIE9)MAsXMAMl4(O@A^^@_pu5Y@C5kzl=JSPI{B^yxC?b4DU_I1zNH3-k+mY zbGfmeErVK%^lgtFKz?=jcEh-fvO|SZCW3>8ZWcjKx&LAv$_-TcC!+^C3jJ^;{p15ANNeucwo2fDuA6?J-ALmG19MW}jkq55{!lIP~~%J@+O z9#rqad;DDen#eB2rY;TX*Bq7jSMDR^A-q&7J8v zyMM;aunJo1CP!edGfz={ly2ac?uS#7<1|gu5=!vz4m-&Qm^{qGEe?Zx@ ztH&3j0o45I11R3zRGUWv)<4&xWZG#p4$XL=_}2;v@xdAsxgW1U`q-JAG;B^D^YgY4 zUw|`$xf>Cdr5QR0curxjVk{S+VfQR6_~lE@@*^oaA_^#SYdg;~=nJI%Fp*wRK2jA^ zNESzlq5+IakjoxzvPY5>@&BFZme1~8k?WFveLe4PxEg`u;2;Re17fVZzX$$vOqd88 z(5samdWana)b7r{kz2FkOVM@}Pccf&-=y5r^CWC+P`wHcN@2w3+CSq8oogTPrpO@988dzhIMvds1=5PldX!j<)fBz~Gf zU5a6Jfi;xtdD5Khbtwxk6_1UEsH>@c-uAp!#gNMw4u!Vd$vbEKcOitsiY7a`Zq`zX zXK}ICZ!7Y8jhZKnvZ@ciwYFV=MmGrZi(NGpzapSPlwlLDdsR31xkw1dVHO>0H^Tp{ zNNo^z8GS|Z2fE%q9(z^n*tJ&VU?`8t+3&&LkAv-Cw=w)>VOS?~8Q4j_BU$wcMVKZd z(Vt9cxWRrJL`fRy_g|Y-(}i>Vk?-pWn=b1?Y`10_82TzP)3?3mxuB&NYBsCIyXUfl zfJEwp;OBhVwK{Dqx7j@gF)DGB6MoarS0BW!)&N-J3Ce{M)6--HQ_hHH$wVs75Pe2L zG1o7PnDV&mY_rX%P8+>g8=IS}mBT`vb&l&DWy`)-i`PJuv%>f8GXHsw{Ez&jVOs!< zpjT2AURBdm{NFveBqZ!rjeIc~T@(_^f7Zi&Ld1x)@?&L#sFV2Uv&xwaTo=hi8=)DW zKDYlD+AK(F}g*pv<(=Pmj&N ziwsVkAgMxPR+1wk4Zf`mM+ItP_WvLlh8oh!Gvf|o&Wx#$bbbr;^n5+mG=meY0fn%i zc}t;zSkG;1xA1gKmLN3oL7jm&Ta|abhzjH2R6ifLvrd5>w=V+F@ zox*O1siN&OSr)Rs-Fe2fY%{FNxbJKF-m|O`_Ol2?zpPeLxYhg9i*khwAqT#+<2$N- z-+Mn{Cue8wtB>;X5>8G|-b`ilzwz6@?>g_7>^QGO`PDX9mHa@8p{UEOTmeC!#o?ES zgN|prhd;uWy6P@@?=R=M2>1~72jYPw9xEZ%%wmm+QBg*E+jk%Zw6aQyAsN;xt3l*9 ziP^?!m4H$5(M%;L=g@hvKIt;fO0(J9)#ueO%B4$cNB~g1wVCSBs)A&}O3vwDZNS7O z8vSBJ8M@-Y`ggApbi&nRVc4x;7m4jJqVwjhIxBw>?V!5#v}tB$CM~53vQ1%CMX;^F zucec@`R_F8l_6Gkj?-B^C~eu<)T!P__0I~FrA?>Okbu`n&+ma!W5M*; z^T9WAI60gjTkH&=5`5!F0YEOv(WU;c$GmX)LW0Ik#LK({7SV(S02$DHaFE2M!>+52 z&Av1Y3;1Fb({W!S0xEhLZfaob(@n48m=ng=NR9fihqXGnYU}n#O;SW4hL86*9-v@C zh4~R!JM z(X`cNk5q(H=F(g&r=BL?OA8K+=ZT(X(gT7VWfEv?i>0LuVFuAe1p0wQSZ!t&(#Bf8 z!X=u2{-P$_CGCHdDDAn|&)}!W0V$dF!$q^1n%0JKt_IB8b4!@(0fR^ESfN|`qeiIE zOL8HSMt7)$l9H0D2@)3Z;pPKA>K^*+lr#?`CcjM$M+=&zO%>+38{1B5jqzurDdxTo zDtw_Yae{R7O9mfpWlF5h|CHvSI}fF2%?b)UMD03iA^uuq=tmW3>eIhB-?1NQ#5duu zLR&LBVv?MlxT^e9f$i?YOD-AA3PEycxa!=TMa%OR-murD3<{0D~(XjQgwiB zDj=_j$<3c?CU@VFC%pFGJZth%K^wXfQbvg@rN^7c0^zO)mFU`^UT(s==e>x};TV&n z{YLJx;WtgMzyFeD6Xbzs0)>KW75m?|ySPDxOK!7H9$ykPu6~@+s{8@O({Q!oEEXi{ zcYnIbR}#Ptbaan=7i*-%wn4Ugw#6>>bt4V(V~(|Ro+$c$S0H+v1!P! z*}3&AlDPIK$@}$6Sbc7(^smo*czG1dAAK>Y#@14<)K|I`{G;}&)TS?H z751jm1OH6E(#U!4uE=zDNDO}%3QHMkK~5=M3IcgqdVpQZa~B?LDkI97InAjMU%P9# z3$bYgVXi+85jj<>Ml-C&Eg2-d;3Q%)`#%iczArMzz!E2MKbk^D6KGFP3yIyO$z|q2F-{Oh z?f`tttOw~Q5q->g!IBa&PjZb1YhJ){ewD#gM=kov%Jytk52yUG$VtUtjB%7--CvT@ z4V-O}CDYj`9)7V~;*zdESl|+3k+da;|GxO^I0z7?N6~MiYGD*7`N#NU;X*%bpZDxS z{R4p6e0}vTbhOGC>+$ZM^!m}_XL9Zk2gnpUEGm?Z`#x>j>r3>te-Ar+D>om6PuCn4 zDc{iRP=bRX+cwxaAC+rDnw5*IQ$ck7rmIX3Yi9n(=L=zfI;O{BU6Ye`V+WF+38RCf z&6sN~X1-156hcp%b|SO!n`EllTA2E!>>#9A4`8S8wA~23t$8>WnqSuTIb3yU2IEEi zXb?(pVcHMEtXIQJ@L%dg}%UNFn1KoRX*DrO0iVz=QHSM zceLRGma0T5%jHSSl*|Diod;WwR?VLLMZrBgTscORNHQvz9wLhINJ~E68volE#C?a= zIM(1SboJ8F<((ctA|f8IL8BvL+dg=w>DTTAGOS%;cMy6aUY@~@FR}PZep}MU1r!^+ zZKFkGU)y(bu9gFqg@3Rk&zdN zU<<-mOJQtonobs`Z{NnoNqIdUD0Nlia1yyIr=HYIYXrpr3}&WyD#k42hp2asI6~x% z(vd~2j#{bf-QdWwnBa~XOx`9|p4m!~8Ex_Albc&cId6a2961IfR9n*#J{4rDu< z>AIT{^DWz_$K}>6OKqhI!Sb`8j79};+$QA;jqo4SHBZ`Cv2lMq!B>~qUWK|QhffY` zMqXO~O7bxm7VthqS^%j()faOiup3_A9iJvLB#^oIU41L&_NwSkN_7sxB$CpfV@-Oi zsYCRYYcXHyAL$oEtH#&XJG8 zH}9~1s;zhcv1Jj8Bydq zNX9=kXCj5YXT9!jhh$ISEPK2HVUZ-Z+EU9Z5Pix8EXEU@N+^yPAi-(4&#e# zwAt6TMPtJ1c|VhUyCu?ogW@9HYGFz3Z$>s6S^zT=9(`{8w0P>GdOFqc)tayG$*cGv z_Gk2*j6ld=9dWxbh7^7UFXK1jzdkx6%ZSC`h&7!}aU8rmd6^rP9D|yBKU6bP-9SF@ z;Iq*o`Ss`b0>aG-K6KfTt}U^5f8;!6J)4#8g3%|}T4DQ@cMI3)${o%{7g{dd7BBvO z(RS%Ej?0u_?Z0ea#bA0MReZI_zlgY^7!|F8Q)WfW1ne<$)tY!y_a;o*I2ld)bRtr_ z>`rHR=8_Lf$4esGMM3(T-vsu}7q1o70_PO3O3K`Yw{EHUEeB!THn%$5hbb4gzLNsT zrOi0gqDjo7epqr3@j=|@_gBpCcXwmTM@GGR_j7hPdXs-VR0Zjl@=qW8?TH_os_Qn1 zx*Js9WlA((f(*FFN@XbJ-t+{S2S?c;S)|EOTHRSEzsa846eS}Ks(W-3Y73WvCPAhC zd}N${)JH?Dn}7dZ9*G39a(WCnvOK&fHJ6IAQpDB>e}2OFE%QHQ&C=KeOq^SD3h0tBrODVv zP`b{BrwkfaB&-WK+ht0kbv=K@}u{|Df$Xbuxbpv(a-$uD1Ponl^m(+aw@yxu$3W~ zl8Uc8!{5@EsUap`T150xK)r|f2(>3Xq#R@Z{&Wdc=HJ>s(4X^XAgHbRz!iI7a%)oI zwYg;sIFLvrOsH^e>Ayziud2!l9bI;v25lGw^_J7khK}FWog5Hn>DLm$sDA&M8h+Qk z82Y>q1AvIml76J=a!6QJE(w~C@t*z3wfi(p@uLDV{;j-_z7~94C7bXf@=mtpq>^T1 zfr~mNWx(!}g!Gcl3h!Z0Sh`5{7i9;ciam|ale1ONnxRqsndmhwy!N1XAiqc?k{L>Q zDsYd%JZbkAQ#@dO#ov-)?CfmaT*ZWYjV_B$wKC>;q}qt_9k8qnxJd#)4Z!ChR~37f zt+??&l=Etk10D8%5YV5!L)p`zd7pz{5MQ=gQS^%u*5Kw6@1Ky3Tm09suC45v9G-=O zJ!wQ`1uq)w`^ZkU*oip(c8d0SmNg6rP@$uX&`eJY2dvv;50f_uX)Y-DbaT0`mb2M^ ztqD87=;pJ!KDAgk_!hfXE#`1e{M$$hoUjsd)U;F0jyzBb6MJUWeB%Q8jFhl=!SoVg zxtbL!XNUx-YKRb+HZy*L&NLI-Bx+uR8^3Nzh93f^xv3q~dkw@`qv6RUpuBq-a%7%S}YIgKGHqm4>&!24(nm-Q8Q*bJVC^6GP z(#%oJ2a+O42`2rE7Y87a^FtlGnFmzJ7y8$nG~*7$uNq`5ESdi2DWbnnc~KV|_r_Sl z&Plj00{ut_p$ZA_EJf94JbYNw z{|$v5i67N}{bq!WXAMCNlPhuWTUX{BGj@LBwgk=e$q3YR+CBLc= zJK^(^XB!oK)~1m%{b0U$|3hx{Mb)Iy4e`Tje&UhvK!j@Lt76#mb;sS6Ulg!%P4KRX zU1z-4BJ^E(Le$yx|Jo7pC6P6<=v8g)Yn*Ltdp>^v#(5%sK5>iFM_8Q%-R8;EY32B0 zw2b|YyQ*q~x@B=l;&%1EA_e!C4TL~~(FGo-m(8xF_E4|$hjWHp?h8SEv?g{cS}e%u}0FMBR! z%x=mfsu$WtbTJlrULlYE^Xf0{{awaWsJ=pRa8@BR_x9<_~!~v1o%& zyh=f_+W_{j#iu_iYPf^jCLw4jDLV?&Fcikcy!NgCNZJ{!1Ps6gB#Zp7Vi_Hqkx_+U zj?ceh+e0F-nUG-}qeE5OMVu5qMftr4Tv@E?g(yzpdt87Ec@Id6U7%bio2g8A$^J~O zKjOF>x$gzf(!;7ANO!{Mub@#0Wd?Q*;E*PNlZF}laJ(5FlaGLD|2?tZTg?s$W-cfT z>y!tzhiPI_;nA~yg(0_R{KKp6{+)6xq4XZW!2o$2Yj4L>4%-U1W6swOFXSPpMLD;U z@)rZ5RljgQi~OuALyJ0c&dl9$L0rS?iW5Kn-#Udz^Uv7Y(dWc&dWQW#x;U!qi-UO> zl9(LW<`kE)w%^9*E1Y)}tZRI^P>57i|d$-++`XkdL=bHhLHs0a=ouB>(@B}EsU+DZ z@t`3FrA>>55y6#H8T_A6Xm}@KC~2<%i}oRnvoXx zxAaXLD_vuMzh#}?b;!K#G3Mn(e4$jkC}DyXz$#a$$F)BO-}8HEHwY(Sd=c?_mis>l zV&(5N`-u^xbJN9zs7xR?7t~E_B@7r2o@7+u0Tn>b_gUD1Uvei@}E-xmvaqMxO_TvYz{IQvz^< zF$_TWuO*8~5=&d_=x34k&?uN7nH@on@(xr5JI zYSiFnNG)SME5){h)0dxRj2*?bh`A5gqWA+~0DroHv@HPMzP4X4WS@f*86g0q!P-%M zuK8G+{gBB3^Evsv_t0kS0-(hgk!IEM^vvocsEBU5f%GxtQ9{^m*^3`UAcG7zWh+BG zc2g1+U49{f0KeD->t4H)Y(QYIr1sx1A0qjQD9QbB)A3s=nqg9w4sm<^FY~oaWEZnC zID&SPeUcckh(ZZ}GdhuF^~v-@-~F~dw?^@XoJ#RjvpfG+@i=?{Sa2WdN6LJ7))W3q zSkGg9_5@Ph3-L3(`vAplqaKvKP@)Ym@YfI00uGnTroIO4@uic2aG@7>CTHp6CVe$D ztGlmqt)?*DeO)yE4og%zX~pz8QYQENp#}t2Ug@8o9))yH24o*7oUA=6R8-tMKDW1@ zPn?EQ%t~y*-=Hh#iadCH+yL9ZGZ%Kc7(U_^pGw8tbjd)425h+}c8cYioyIa$d$RF9&d^rXBQR8(5A?>3)H%mUpF(bsuj_(fNk!BveA&|FvV@>_mUYGA$dEsU?P3em);bbzKp{Q<@_mBNu)gTrt z0IN2owa`vSWFn>HLt`NykEpL&av;39{>kvuvf?B( zI(Lv1vSz-Z^UR*mKc^?r^?ABU0+Figg>P33obTeSmPa3`iOKUi!@YZ!h{yRR7z~QG z#+Z7Z3ilZ2*A$$^NFXFvI!~oXdaOBLf2?7A<%=*O!JpQu;QJnpFZNtPrPe*s2&5H` zMYqF!aKxB^v41UUnd1RN;5NLMgZATZ=O^u9`@@^E3`r2RKl1C(R~Lx(=2YP*xmjgr zGg^7Ezw9^-L(@=W_xVqTTy)e{t{|!8I)S%8YN*}kAoHIpYh|{CsVu+E*8(@bFR{) zk>OUod8EY*da0ziD{i{U>&iOU*Q_0jbzPqkwtM^X_q&-W5t}xyhvF6qNZnJ@o#Wlq zylZUhbyJtpeul7 zPboR;Z_391)ktC-hLe5ITP}?^wOO7VL3-y)sWOlj>=DM{Nu6@bTOYCBtIob>U;GKL zldmEAH6P>inLakX&mNG?)&0%n46E_~yd`Dqmq1|tW`;M_9R@bM=;fCWXhOXApN&Yf zly2({6=A?h7*?j1H9E}gR@qmRSE3c+?8@Sa>}lo-V;+nDovjxL-*q-3E=BXA+gNK$ z_@+7OQS8t8O+$^N7B3_$Geaf*S)XzMuic1G{kpNA4}m4b(eZ>fJ@cO>HL+F~rXb8S zO)aGB^-uW5#XL8oi$=HrUH4Ke=TJ4x#yEe@^S2=P$)1;SD8@30#;D$yuz6Um+^3!* zJ2A~rHc0=cU}Hjs&S>HzPIU^m#J?BU>gOdEcQn-ZdS;|>`0I7NghhJiqjx<9@w?Hc zR7C_pY7LxWMm4dNflTZ$k#!2)g>>C<%Dg-Sq4iP(yP6_ zcJ!VGJMFvM&ObLyYk_(0j3C#(7f38OJo!OA+K~af zBp8=mD8&Z3a+f?cgMLi$EK#$TlDaXQXK?e2GIevF=IdrnHOFnk3A>G&&c9v*Dr%vQwws;@(+D_GC;Z{v7@Nm)7qExRxuZPxu78#8yNlTIvliGwC_RT{ec6HI@CfVZWP= zg}z3qTkqsA|Dy958IE>GUxNvdehD4*cI6@Z8!rNrR8&Ggx4#A`F$u0(X?_3cdm7~^ zc9%^)m?$UD&nhe?I$u+@V>sO`6m5*UT3N};HM=lR0tN8rfglXf{7gsaEB?FR&O5@% zMmErH3tbM`_xEZppy#&9{u;awN&vCvJ)UQ}sq;A`CbCFE^_$n1Ae2vk*bblUp-WjQ zZ_X}03tQzdz!0HSA@`QFVU@go%`D5eH}jhdMIZ5|-duuZokXI1h$uKPfbVq{k~#(_ z6)JF$?nk)kL%Y~GH0@y1E18@aUvD~*!1psVhuOYKd^L7;uM}rBcVG%Ng&t7f-4ss> ze?Opx5;J<<>bF2!quXhro{b!mK{>as6z>RS#!56beX;7N_dZvpz$tV}cwX62Q@#u2 z`)V2b$1ulOO0c*-9|J*zGGF7h7E5&tL2brTsf4q`X7`UUN$iw)m1??7tRX|2o_Gg6 zN26LBcd;_8FzzlCBW%BnpQ#0hziifI8E1L;B$aD`&CM8YxfrYtytDy$mjR z26FHWcu295r^N;Z(U@6(Bz|XSQWvvIC}bg)9eJsBk_8XjRhVc_8);r{{`opB9qmx) z`A0g?GVGfB;1$20<31|{GE_bEb)T9)+oi2mqt%xCd+}T{Z?rqK@MA2^D_mhsXC>j6 z0b*EA_DfNP(_8By1DlOd+D6hEd~+lBC+favOd32Im{`KNv#z>UuhzA3`glu1=^sh# zpAeiry~B!juy*|up*qvje0Iote`wUV?HOqWbqr3QD{W8?_FujSfRSVcw4w%DmOF~4 zj*&M!{a@XEWQyTULnrCNjn_YBKj`T(FwIfkM8v}sp6IjR`U>rqmK?75f{6PJ>*g)8r>%`^B=R+WtiywDz-BH z2q57d)BG+z79Hz7xJ$jw%i5Dx>;1L6SdKl^ zn|*br?eqGYmY7>UAso+o!k^kC%*~Vh79T+*lTB~7aoB#YmIfz)#kI{g4?gDn`(qDd zsuE4LWbej=z)SATx6ar90=5@J_%Ad@iXh^Fk)jB6G_oIQC#I&?6z-m~uPYlJHepkn z)BY$JD!oyf`di?7PE3es!?G6$^OauqElV$|-R?4?f74C=_XU&jWN4`>Rah@FxiXcP z)fSh4<2+8?_Lg^fPj#N!Jk_k8pw$X>@w*m;NsS^nA-gZgKNDnioBhInK;_Vx_~^HL#oo@FI^svXhVQZ;EpekM=1b2%8A8Lb0|KaGaqKg~strmm zY$D^OKBUwtK(u|2R#DtuCcoOIxA{1jwH#LU7iu2^!M;JR$$DE-J_6O28B$y@tzDN; zQ(JKjpvAFssaUg&h0^57L5CZJcj{|?=MHA)YF=qT6Y(IDmt+Okksf!uhni01uB1&{ zs|tmOtHo%jH3`R$#dk`|N|gK);(Xe3O$sU9pH6*`(vHYhmIaUmbCO9zG^%;UL$2- zB2|gl$Tro=5>1!DNVQ3$7%2BJP+@`Y_mkdOKME;Zz*j(^(+)Wv;#=GKIcq-6 zq5R)Ot7i4i@2vN2%wkc3lljo-#CjjT*zY!XTph1HHPO#5JHT4i*(ybhmFGfi$Q zQt&Svlc8xptiI3Y@$+{^NitTg%4-!p+zH04TXkCPU-Gql>yxzn!74a-hs{`Q#5Iul zt!U62dXnDD{zH$aox4Bo8rF`mAL>-x8;7AWJD&`>=Q9&Tpvz9uEn|A&U5NOMg~0^3 zb-bGyYE_nCLSq%g!hAK3Av2@iINJHqFchD<@P+^ZN8V%hco3nhk#SP!GsOW8pQ+u3 z%4xl&tF}}&beZGeN(P!oAJlWl$4B-cflE#RVaVN4lUU1r>1iZ-7Jt_-|DEn zSOx1xC;}#Tp6RWO+!AT?(jak3l5Aa{T_}x3{u}5v8fz}*2a}~9@}0AQ;^{^Gdch5D z9R=H9=Mo$RJ1=a`M{k7mg>z~!urprPHoeCr#{#b~VwHR)D5lc~jwNwT{_~XF z4`$NxA&0?Q!V8usU3Zw|G-xi03C9kurAUWWFyFF*2`kjsbizplA-S&+0*B=SNMtY$X zJqd7-_wE`z7PT{QM}Jgp+zTd%|G=4qKF}t-^8?DMJ$OzI+*my>2 zvzBSb6um8#Zh5Sm@1|(AXvwttCnZzgds7@nFL3{84v9kY|2%<@3T8<9i_C;AiX1SJ zxS#g@&$Z6R>C)#qUl-( zAA0a32hr;v-=(Ou;hGp5-3~NnP2aXzRuK!yUL0>*og2p5VDR`=VtMO&Lm>5+y4lou zhJEccB}2^@^24xlR7y@Sk|{Mzyab;gDhDx9THaN<1Wm=nOPi(O>NKR)u{OHXY1=72 zh5?Pyqp&)GJJr>N*}qjFnyl-PF7t1XUK_46c70UP1k&_b{cx6tf@AOEaM{wu8+9;P zr@pXdU^)ierC6A#0;j-ZB6c&>-v6`K>UWCwocUN<*Ux#`H;eRFM|v(Z{V zx#p!DLxg+Xl`Y0Zg;m_LT9r2bMQEDem^uha`<7ZW{JWx=%0~QK9=y8$!DjGo7HL@sak+e z9ANm7b>5tv8=sS}*DpQ?jYPs#I4oa{0%67NEpJ;cDvok&VgF!8^5{6$yjkpr68nmFcA)}=k= zAuJRVmicT;)G14>l)cV%&V*#53E=tGV4rbuQW4vKzlrb*@mApV-Nk0h*6`gE36*#3gekKP zB?-Bt*k~7nVZ_Jqn%s{^C;Cq}aZfM3y?98z#p^R1=!KESLPbVbDEn+)1hLkI@Zo*1 z_L{Sh)t@oR(C1h6~0tA9yTnBFaLQnV3slxtb z>!6Zs3XkpaoK4y8h_N+;(lnQq+Op!%&st{kMB?HbCE5D?@>SeZe46Gzk{Fk(y@9D{i#6I@CxVXqKE4x~BYg|mOoy^}jK#9KMma~qpL#|fwT06u6-URmX3E2NS zt!p~;pz5ko4L75o%I>f6W`|L8HZ4o1vf5S=att$W{15Iin3~)vfYXGhp3*dN-5C%@ zpA@7EM-VZvd5Y=}@u}5gN!&Qw8qUBdn%ukF9nA{OJ>+T-(;vs}JJMl&m%^(~rbT$} zqZen1GOkQaknNFYAV;gxi-yS)iT2Z$6VLv8Soao6j(B%g1;5~gofRb|_g^_k>N{sz zSz48m43nN1tGN)MZuz^WX6nlM_S{NtIaV8rGU=r8sVX0ja-;a04Q}*%@-nOZ_VK_B zJG?)e2p#rie#B02fBzYAvfEr2|C)Y5G&t$yEYAC0W`A+l`rb%Hj9PNxMVr-l?&{8H z)_eck^IfX_YA`(t3-6ykUo6$kAATR^Oc|7tkvY4gIHVc-*%shMAzDH@BFKM!9((|7 z>sj@C^m@thVE*KyNqUF6_c8;n;o<6c-@}Y`7K&m1_4bNLgz)hT0o4E2U`puTp0%kt zk8j1N*+1}BR#v@3L+YD?VcDSl6LT!`;v`@5Pso-}b$su{GxIXH4 zXbVns)nlBtdE4?DK3sZr#Hm5c0Ae4AAkz z)v`(NR|*0SQ>4qIMO28CynJ^E8u3@4kO!6?UAhM>SY|!skH?5y2J8Gb{%DPLTSNkg$)9Q+-K;)s-9cGJuAL22-@^ zw*G3#+jshWZxWUGt=(V1kpWZ@_@Oitc{AAX?Kxz3wER*V0OsYdE>R@CUhdY2T?q1Ia^e-=$%M&^vX+^ z75n!rO#D?$8yBk~EcMwPTFy>z%CCQmnp2mRh>5+IG5P$+20XO(*m(X^_g^juD?(Rg zcVi7OSIy|A!r6|II*fuoWX{4uU(TwheXd-qbB%`rXY1@mrt@n<^J)D2>2`40l$wt1 z>~?Gp8TY+P-a8afk}t+5EKdXi~q2DAC=sK32Ik6e{UUOgnok z_%3;E497wiECAEHLFa7iK*+IRvezJTYQ^V}8+<^HX-VU@$H4k%0-=t8SxReHahDB7 z&JEZfqkMPC^xf?ve6|D1n;z|v==krW3UWTIm3CPR`;@ABbfk|R^)X>U2rfX3oibrM z2OfLKOQ>Y{Dmpibx3;!fZgHP7ewIRQaz9Lpp9F?Ff})~{r6k8;`ph%X?$@`)IEI#g&O+fb_Q3TFZ2;Dt-YEw(%oz=%{A5OT&iixyyA@q&r@8VsnVi zJ-3tHn#?;lM{4SlZ48gniog^~7nBs_e0pava-_mtg(HgRDqeM#uH4=~Uk8tgn4$UPlKeRpFJ&9;X zI>b+v>^{;@!!+58XfXM%$3tc0nHih#1hGT<+3;5^Y{vbY_%Iigx9O6?CV0;+$Df8^Q=G@YhBUR@ zx%N>FMae@ie54E5gNg0Uyp2i!^DmN+aLf;ld<<_Uk~^Y%Mu#a-?1n@P525kVr@{r0G@=J9PTxiv4aMkRg6kq1>JY>Rd&=zBrMCSG*gGh z#d7VE{E`xJZSCZx!QV(8M1l^bt|6(|;8fg?mHwjhk8njO-RG}U*AIhWK0xY<#(UQ` zH}I&Gv_(V0;@5H6MlpD4q{PG|+ChJr*A>Nug+&Fxe9ecKN5;ld$^`!aLh;|)K|l(; z621gY`G5TJnEERc5(NZeSF5v~fC(56jZnMA1`3A0q@q<2N%#!7C@#~!}-OM^0^?nFZ;e# zR#6!R4~>hDzdtVZL-2g$!_I6a-SfBAHX6^H-u6)1StBjho!{xk$NSsqRta_WS93MC zkuAP=#zU#^EG;dM8(FaK&>?4AgCF$u$(UZD^0^%l94GhpOGl9j61|Fq|M~N0l8`T- z-9jDKVu-cr$y(RWV&n6j*@4{c!BVphl(yjLnYtB-AruDss~t4b-v2ITd0iCgd5_d< zbQ7Piu~kx33@B^4mCooc`~*lYy@P||q3EPvfBp=YB=daH6H9*8xHVU8L;vQDC}{L( zi?4SSAt!>Gni^lVrl3qBOBbp8!YbqCfdlVxA6>>ZnZkr$&l`j`-jn;Y;Vj@{mK?b^ zF48kGiIwR$m)kE3HJx-5Kl_=$)8HW0E-1af_whL&mE;BTu2ZFYk!7uqM6rUGNzfCq z!#m)IkIc-3xi5Jl;^E=_M<={?*^ijD>G%sYS?rJ>!o|g9cra6u#9=1g)+0!UArVU! z9TI}z1DHCR^-eUv-DUH>JfN>t^(FVarT{Xt5$~M044)n!2)HaUQ|0Lji;6Dnk_%Z3 zTB6VfZw`LGlY!3(Ja~A-yzy|G=~D6foV|IV)*cZNQEoHM^6V;2 zml;SJ8Bu^AIB49e-%juBA@`4Z)-?xx#p`}V;&)k@u{#6m^Fx|Ergur zVUG`Y`yB?hhfNwTz~BO|Ya*wmLJBO}Gt)f1pKShp?4AedjRt+UwbxGwQ6KAu{a zB@x;JXp0eGIkgT`k)aXu$N~oRjh(ju*=UK*TXz3PA5xthW{B}(gKNutbaZrwU2Wvs zC67*b139^9wv@rOGEfu=oq0mt)wLS(8n8tff-LuJz|rJyGPjM-G>M>>Dg@Ka%*=~h zg>!dzcdhwqiBq@L1V$2KqN}EcM=O^cq*kQfZd_62)l^*k@@l~uLs?nb=jvUWJc+O$ z3E&j!aitU%fT^?!W~vC7>~mFCaBaN4hyinR+Aez&eeUy8zV-#+S~x`Xph5Gq#cdb9 zRkuc8D&&*=-@jpiJNe=L`_Ir8Ugb?CTAo_34(CJnr_1gxo~Cr{#fQ@caSETvViAip%DOiP5?38~UyegHJ0Jv|L6}Lr zj+C?t=~1bvsR7e*P-aa0o9U zBNI>Y@$u^W1~@rS27Wg*bG7yum9tTOadakNY=B2Df9=;pi6BDyFZCS`Z5+eSFjybu z&mz~8lSWg;T3&CpxSj5fxP5P3;u8~1faQ30cdt*@Db~)9iE==HR$2_NwcH(b&QzGN zTa8htX_M7E+{(xAfC=qzeQZ>$->ePI6_W$&!*Qhz#s?6d!OB9Rl}!qul8o6|Wcttm zLVX0IRaWC{j%$B^O@l)*Vus%>132kvr$r~l#RVEXo+du8yaPAyB0c4$dACNrNw=c+ zcFWBTF1ue?^cq$YbnMz~YZpVv1icKWOZ6OhNsyPXoVSN4goVjHJv~c!+^M~m11sha zOWeAD^%fH~FRcDUErT3Cn@h=?&&ptk3|_0yu*x@ge&~B?X_VWGeMATWp9}rv!EB)L)6K94AbI07ELViV zC?XOP6884?B6%)8uY3&y-%0nog?eYe=6t5RJ{wd>K<8>(Bx_69^Te6zwgqed;qFS( z%d3HhG%R4D1#xU<2I*G;HTu^XUt#Y{rqi=Cc9$K+V$BNJj~^ccFTxkD6iNOsM=f($ z%RO&xZK6Mwm1>?Cg4x;GhC3s_XKHMTpDPYPwZSLe87Ra(+&!lH$M0IN<1>c;( z3)Rja60=9Riz3}$*0y#5QI>L(9&}SPvl~Gna6>RQ2+vn0v7103zRTPN=>|7KGF9}|wprUqxv!R%k zRRI_S%u4gYvHHz#I?Z0y!1`onXN!Sgh1mVp+g2=6ez$WFz(fM-)jm&pFk!){_z|b4 zPL6vM3=~0_z`kOF|G)(!gb%hbYz*Q1^4|V_Y>hJgN$`Uy9A*)~nKJH)A@zH*H>h{& zav$92i+f)GU3nRPZ@>YO5%d(8kbE`Tq?{H*xcu%%xODQVn9o1<{26#CpO%`mkiOMD z#HhUtaHLj*;EINUIT+D+)F6{IXzqA6_%;$A_0`U}2p(_+q&Bv8!0k?!pFgC#h%UoN z8Ju5bz+4QAihB7xo(9)AV1!AFWJUk(MtD7YKPaf~FgX9OUB&+|Zsz~r*ZzBg>Hk98 Ut7-3o2?2i}#pT6HMGe3FFJSZei2wiq literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/test_far.png b/assignment-1/submission/16300110008/img/img/test_far.png new file mode 100644 index 0000000000000000000000000000000000000000..1fed8f774e5b48753f86fa7336be29ad407fa70c GIT binary patch literal 32335 zcmeFZRa9J2w=P(?y9S5g!QCYk!Civ8yE_z;;K74ia0n3GHMqN5K_Dc!1h?M&=UnO0 zx8M7r8G`{u?b>VYC3DVC7E!9oG8m{Ns2~ssLrxZ~4g$djgFrA)WJKUEyff>&zz;zW zX&ny@XDbhHQ#VVHlBtJ_gR_T&tr?Y znjKqnybZVsii@nSI|zhj`uYu1CSGa_0tI%+fh9G4vX3`>12nH%#m}b3Kf&X2CD%-V zU<=A38OyMd8%J?rL-hw1ouZ+QM5x-xqdQgkO(ZUGjZRk|VO;GO^!QP6up3BZLFFv+ z-=*^<5UHu*P-rcFKR%~to2I(|uB?Y_-VDTKaqnl}<jMxS>R=gDe>ziIF`hS!T)(X{J-BGi3GW9|NLB|!;;Qv z{sFpNu2IV2xXR;kw2X7S);#nH1rO@gj>j+iIE#x}5@2Z{Sa%1`go4^F8KFfy4c?YVA#ggkUaQ2@_Y+kgow zRmuuK|20%tR7AUbo64&1a{upd!mq%GYw4+6Q8iuNH>ak!YIU-j*iDC`CUOvyJKmnP z=7$%f*)2$RBqQQ%6Tv#Eb4N&(ese)vo6t^UW+sV+wRK^BKGkl^++VPg(w8IAtjx^m z`FZ@?)nDi7d`2|#HHN1!-+zO0!>r?0+F{IzV4kXDjvt=)v_bFxxK2^Ooac3rt=%vb z#HOTj2S41L4jFoHeEw)0NZ`2E#CzPex3}jaKo%k{>i3W1coUo=VTMge_6TDgTB9@3 zf7kJx&nN-9wrFcW2Q@pag!V;X{i+*dlhW2EtgEZ5G3`SXxtiA)9vuw@ zy6NuD9Y-!q=$5l~96q*})Op(Bd#P${OnF-md3h!lN5L5|pb4w#%#%UP**-lLgo?*U z4ufr5;YIA`86CE|M0b~qTV`RMkJM$l@*7S!LB8A$cIl-?pqI^MrSqbrry%1GqJ+;JU#~eJKYlB)iE-n5b`=A z76^JcZZ52>L?;*W2;OiS%JJTe+SxG!Uh?2b(HDT_EU*_hZBKl`VCG^=P}$(lK#Xal z9;fL~cphF})A4jppX(KCJW&>!=w>jYX=nHyo{~reRVTdTdH1G$`rWA#_{{_ja_D@w zP*Ld6uaLfNiNHY7BQO7g2r01NZO3!cJ9)|F*yG>@tLF!#x?r5^XTlfbaaejTa`Emt z9+Xd!vb^6Xj1LebsQ#eZJoz2{T!x1Pi?=+Cj0Jbv|8e!_M}&a!xwBz-f?v==8NbLb z!W^AoJ@4Rr0;UR_jOX;?=KjO97ELIMi%h(m+XssZM=dgF2_|refepESb$p78o+ham zh|044RI!m<@HhXx=O%%l8J{0+BN?S%V>MTp1+E-FB%G7mH;Qot_)Eb*>)+$q^POGK zHI1ppI%){O!g5V@r!Js<4e_&C8Qkt}H$s89v(iNfAVQM`14y{5NNQLsx)PZAKOZOf zQ)l{fJo~5l0oe8_xdBEH4vWEYgL(gQkDugE zo~+zo)%TkYLD`jGI@n(?gB|O^R`XkZX#II)Fg>2V?O#5<$@G#b&`$hJVRi;=t3CJP zP;pR5z9-NJDg`k7>usx3tkxT{ORtTRSe{eeM8iS;VhBy$doTLvgZS3WuJk^0qIl)h z%X9^?J#;2C@+vdH<+;G+I4mG|$l1;9UC&4xH+$4r`!Q zzO?TC-Tpp)-+LjK;N9lf=E6EB9|ert1rBcwei(lzcOv#YQad;W=e3FZ`cDXodcPRd zx(|cj2nTawky5Bfmi$6aDM@r|n=$^Sa;ms{=C2DI9{K)1(^FjB5v`|9%3&dYsF)qK z>IqsUknQ%mSk5@VZpS3{vbInqRT^@iAg0DC#`(`gHKcr;8MT8OOd)+^Sd`qDkhg$F zayr=!lP8XWEOvEcb%BKQ`8BZr9T|T=t?nj#(9TA(Vm2vZ(m^>HdM^~L_)JA(3zP$l zq8Yl#tK)~Ub|M8A;4c}I;1sq0j1gBoc01B`wn8Kb^I(qP8)- zake}?nfgh7f5?4GDuxLnerdVzSwM_3r$DrFus)Lk*Zt4i{C;RA3Hl+9O)7>&tdIF< zA#Fh}=~{A9K$8=dU|<}r=r~QG&bBB{u$9;{svEB4TP+OXp4c`dZbVknYRU` z#%*?NwP;n;wxr`{)(MHL7>NyUiS3mhsBm!Q5%&)nG~9={_~UxqVwj*HZV=C>ZV9l3 z&Ov?usg=6qX|q8ToJZ%4j#qZdSc^`RxfFI-#dv`+|OQFgb*qOMoVt z`}KK%NZYez&ESXsTX-Au$?tT3^Z^5b@@x?dkx&FPg#eXBB83^wZ=KdZgUcJjnb(uk zKlIP!GC9H^q`?00w(*l9ST0JA z3Y@ZvtCa~>Few`Nlos3(M>5t?CVQr8e)Mzr)bNMtvx9NtuP7}OMR183Fb(DJ5{u>h zFyJoQGuzQc{w+zokOm(++jgje!ne?FmErP4DxLxh7hoDzAGfBu*9%UJYEfgOhBXaf z=?ms*Q|VFiGH`_*`-P}`?cl0|`q%x9I3{13e^ZUZIv8RaaH0*X>CPP`Wra{~!mZy^ zxJ>cS!2J$dx>M-XDG0RCDN0L-Vr1e3Liv1Q$=nAKT-S^egpP>w{D+GjJ zmztaW^xbf#ch$T{e2aU^wqW-Sik(It3rK@e6fBJ#$V=yOxp3&{UL$}XzCtqcxq|E; zZ*rHZ<{s8l*pHjP@^t6GG(Na#hK+V270(8u3XM2rRDylP^g_HZsPC}IYk7-6M(hrd7TzJ zQ>S@wd9PpD_zt8@kt{xCc9mCZG2Yjcz+_NCM+15dby`vN4oM1ixc&$KuoWg4PxjE{ zg#>jOx)m$=Zq?C+!q#tT&X$A=kU|JaIc_mu6MYYmT-86a;NcdeW+vA9)76}}4%>?$ zJ%toy?tNU4WOzi#jt}}S0>|hR@|4x$93Kh$8uaX9wBCoBmA^qTetvTil7-!-$TF~x z@GK@gD*7|KQX`LUoX`=B{|Sc5lD79yT1tz6gkK8=0J*g&wzy3V)ff3R}+AI)c&sz6$`{>dP zVB0q^+c)BX>h1CA6oS$#|_)8azi1Qfp$S^Va^!-*}=_lLFa`^ummpiVu1emMO#!N1iXjzQ{j29;d* z`Sk^b!t+95PomKElCYr+`J&T_pM>8zsxNYUyS%K2zfiu$c?V3^@!)inC4jRP%e<{v z@@5xRh%}Mim0juK`DY_xr6OR;zOZZTKkA^VE6m`O>l+y z0ffE$gtmPXPJ3d`w=ch7Nze;p31t+837oPx>xIaXzH~V7ieAFQ5%GzL%*Rq$1p@DR zgSV-FZgU9G6NY0ev_Y=9o(qCdGy~&HHPa5Y=3bs7j-i$&p^8(Ol!J*f%j%W zabhn`5oKX$X;Xg}1DDCX*5^{3B zgocJDT;?b<*!_gfHu>McP~)_q$?xGn0_=y9)F_gC;G zZ#{120YRZwCuHF!_fF5@qxA@vQ-f{5tE!3=o;xNK=? z6B82xgxaY6$6kGVZX=uQ3=9kjS}e~a@a1GSjEFxZD-jU>JkKXH)mtkcb9pkeSP$ix zEjmt92qtc-vmWPs8|%_r8!Mmj(R|?DKK@lO5rC_wa`=u$@D+ zU#iCFX!>7B4u#CrO@2>8%29Q78}dT554ny{L3svIc~9>RyS0L16r*rs5Omo-%D*WCHm&~sY767o@@^rnXrmY>0NiNjm)ck8w_!R8w%E=u}7a8&)W{tHo#jcj>o!ret zIfnci7HKN(SXVC#A8Gc@WhgfDe=E{o2y z42JL%0lAfzQ`(3~l?L?m@}#!Ha6Y$Zrt5x(RV~m^G!6jdYJU9q+7)6^KOT_D`OZMg z?@W6RAY2*v?tOJ>HMl)Ae#wNYF)(mWpFwc=)>3vu!keqL&$Bgi>FU!`3m%dc686wB zZ0fR=J*-iPeWMM<8=Au5-q#1gK)Ruts#gW#!nz8f=s3mrF;q6o!<9Yz7%6<}8^lV-Y@ZDL_Q<-%x;-ovX?@5g6<3(u2SV7W6`O5|$7 zju1=y$?aIoR~=s^IE44Z1f42|R6O|~qlQpxgv9OVmb2boMI>_DF_n8-xet0>D%fKq(AFKx6k&_WErI{!5CS*VmQR$BDqRfjH-~-%oW+fm9cWZ zUvfh5-gn5S@Mc8@VpqAO(DVZ{#HDF}ju<|;Dk(_(Esit*QgM~-^9dTCR-8}X z&*jV|ZX7x^kf|*hN;0c`VqN5lT;6-DQ#sn$FXdFq?N8*7aS5qvo|EPAy9VQ`&6JP=ai2rk$ucnpBeeTOJ*M0}Rl+HyPwqk$hC045g z4Qe5~EBrvW=f;siRX*0p*s{xDef?Y4vFCOugrDIAsZ!mo02dy@|1#g`IoGc375@>Wk>}l10ro`WS7nA9|ky_%>g(I`K7|vphj8xoWHsM)r~3Wgz5z} zHIl5mO>Qqvt8apv@vmQ^EDha+M^gs=29>a2;uK>LhVlh}rv0L(U$){=_3%>QIf_hM z3QA&K6jI8IJ2L82#F*9bqDPSf);JuE1SEraP7dGt+BbymX#uGe?-|}8U@qh5(zc~* zK4rcbE-m1K$TBH%=}~Y zfEkOhPKS~a#i#J_o~7+x0~5K$TXDTIE`UYN|<9aWQw6LpL?(YQ0 zBvrj%hs_Y+F}nBdFuI9|#TfoAUpEIgJAd@<>=f2-SNpKN&wm3_$E}GcM}z6`5eagKHdI0YqOLOBd)|4uH)vUZ;f4>=pIsWGR~Uk zZ6yy;aJoLN7Y>qLBX+w8p`1iqTrUlLw7XS)fLnxulojZ?$J($h$x=hU6+wxG2{-cm zaDhs1z`Y&_KW*-Q!(5fNdJO#=SZPvcesBu)b-l*Zo@NOp1Y?u^3CokL0p*MC!;pX_ z|AQa4BB%}li{h8fcDYTiJmg4Xx<$t%tYW_N-L&M7B4+gN4YO>7q-VeO6wjzeCD1`k zw!85p2nx!|^X?AhLeTZ-h2axVuOq}+l5t*5EhfSW%u)tf^OX$ZsMX1;tL2K;=SxjP zyrOfPe@n$YdDB5(2)8Ax(nruG_>i;DlDbuSa4g9XgHw2bGE6Po_HuD?XSjZ<{Nxgi zszyfT(uYsWc2ac_uPDmW+G5DImTGJ-T5ctyp=5cos_}7TbBfmh&%<#x5&0E~s9@H5 zV~8$nlHZP?=D%RLl2hZ*VV%Gf6@Bx%KKgSx_3%PT5E#@xo)gxGMl{eh9~-h7Oqhi+ z>A!z>L(z2NjNZjgwNb}LW{(`Mwl>Ln+o9$l=2LRL@DvcPQwPjlDS1YwKe3=<6mUdc={e_N)r-K1fm zVCB*ZT<%J0MoC9p@R_fke$U^pIY>PGVDTXU(mq0ZWL`=;*A;!J>>F$Q(QrPSfYM>P z_WBHK;UcnYGJ04_@vhH*K{2!L>IHLZ2=RM98vpQt>~~%!eB{wt@Uc)BvO!-wE-oIX z#f5F^C-GG!iB}vghG6JK~26*^qQD#DRybgXwpn_Edz6Zt!i&D(pz$)*X zrfOQGNvEj>!L^d+!4>L1gDw$wd*l!H`z6JgCd_vusDG`^v-n@}91I%_18*lnsD|%| z&Y7R7JAU>`^GE%dRqn{k|_d7AezqlUIfu(?V(Fr8oyChCTG-;VW zl2GP9a-rBiR{n|9+#4OAW-Jie2o^)eKLm2%2|!p9z6SnIH*h_4RpB5_XN2PfDVq6- zt!wy-r)xs(SY5zYgNSHjU0)RP&1-uMyRi8p;5G{zhY!}@gid88I8jtmmnG%WB7awU zF%nV;wO$~J2dNk!8`LjTj*qh1^HU&fW+Ib4VyND?e?tEni5muEf;)G=om-~M*cqBu zo^=xx@mA%9dWUR_bI+)|ccs}C#RDG3sG0PEK?#$rPKd06jaOJgOEH^MH8(t893)be zuuY2fMdnd*D?Sb8`#$wS?%-4&Y@6|9!8G{Ir_cGx>5H(vda1E^69DdW{_xdgt3OJ> z=Vl|RH;?8!!3L2y4p(9Mt!NC6ai?28YC2_pG%x&<@h8#xaFS43DJ5ZE!DCb<$~ZR4 zN%iKm^FG~ghH8C%(Qg$wqG6yx72bK+UE>$~Jj)*{i)wy{kHW!;;ZolNHg~ zfWMJv5Xxfx$3ZJ~F2hTAr{vr>L^Ka}ZR_HNmFTw2wv^s_SW`-hCjy#>qFHz@Yx5DG zM&8~4R@qGt75;mUVTJxPmm7Px2z5vZ^lE4N5ur`KK~}KK$*@0H=-l7ytm_V2b8>t@ zlgw)8-y-(7Y?5y8#$!mX=I_d7WhDh|mv+pauig(YFIQNklM@ok=#kbW zt(kRfA-Igps7%(a2ATGK8ESgJAFOj{n%Cd;Eq;TWeE5eqayrm06Q_Q}N`|H#@zz34 z#}UzsIqgL5O&#xZ!8`(f6rE-qC9D`DTxR@Ocf3vv7KqSzx0{|o@iCZOit%j?I=VGT zBYeP0W1IrxU&_;jVf4*hW+HROH+>!CAor&Gb9j${nWo- zo%c8yX7jE|=17?$qx*YasK?Ro!M0!gL36RdM0{pOg@Ze|K_5L{xm;NI=5#l<%S;XbFs`VH)j<%()C~)NAb(?UN2l6fdzwN$2tPj67ZbCIgxo1Fc2&I7V)ZFW-9BL>@Ep&D z-GG+zOpm38fbgfj{&%0T+_5y7aS)d)I6{Ju1DgcCi7g(p9dG$O_1=wLy&v7=yAt)G z&RL$n`rW=Ws?{wn0`0@Tw+IJ_hl(I5Bz6+pmWj16yfGhScxoIhbtC>tT!o*eHSoZD zFaCW0aziuf7U(lV(V8(JaW(=weL-uz+XnZ<00JZp4K7dTz^Rvd-$OoVQAYhtRY)OY zb8_4Jsn(p}_LqSbu>$S#vpaJ8S2aAvm}zK>bj8=XI3FGji4$2RVZQzC%z7O@!_5qdHD zX_F(r>)=mNhJMh6S9MH|V~IWqO0s+1wR>&|sq`bDCBqN@ZR0tG!V3I$RMoYU zZyW1YL$7B?;6wJm@SQ%vR;_rzXZMaRw53&RHFdr%Xcz!K_zJ0~R(b!l1_+`uD1YK* zXMYYuhD_mSC5m*oB!0Vgatmom%ovDeSgK#z+}L71-m;JFmT7+viAwkHf(fd7Zw!G# z_v{K4mgHe9d`LwmiE)cD=tC0NfO>E9-n`8J&T?+Fugt1(=MfSRtzqnhMXT6ACK@Vr zGZ8UOwUqm=HGO7t!bq<|$n}%vfj9ZIcZWw5ao-gTYfqyJ%)SBLlM%4Yyi1wAnNgfL zOP4pmk_{j(JtRE(1ngo!zA2K+uW4BOl6i4)iv$6!#uH=ew|j*^M}R~dW?8=@hFLg1 zJWGHlGYmG1BA&@rnP9@O)WB{ zuu64`<|qcoA}pUbUEo$6ae46HIR zFzh~dgjOo&xa`zV6*Q+Pgr3WrraGZ=7K0U4XQh3_H_xhR1BYbTq;5zEJHP0kxm`f` zKzU*nB1Ii>vqJ>jF@+*%IK}9Q!Au{VosFxO5b~T4mvK%aD3mKq4$gjl&YX01_hQd} zc5;sWP-vLe>fYkbu0_0IO~ewwH!~jSwc}Q|`bMGkGS*1tRU9%wJ^v3~>MKiH!;*#u zl!nACAybbCqHj#Dp8UQ{DF8bmm5?!`^^O zkX=#uL>TQ|+g$-x^-NPU-7RPR4u03bEsE*JR;OF?aw-v5aosxYN1+262!iMgJSWS| z3KL;t6Icbr=_iU)3<%du5@&wfK|1umny%6xwl5;v+(O_{zAi}zQnDuT{QX%r_i$7A zkTg*9hAGtX>zxYQ=oF_*^im8EQp;YTQalb7T$(Zo9)Li@;m*MEX!M0h-r~$|#ky2$ zzF?7SrQhm*Jg&`p2i<*aHWmEAD1z|C<7G4oZtoIPSG=BF!^dgGt~Q}%RN?%!pKixQ zF_N`Y43N0-DIDanp05AJT*sPr0JO%LV3l-s`{yot!q_+gw!~i2!$2>;x~Pec+{h#f zU{FAfS399ocpXObT^;Y|Jgw%76}~!Q`}}?=dcU+K zN{sxh+`a+iC%b#W1HmbAQpD^A;344n3osNX4nP|Cw1yM*=U!V z6!bj6F9Cc)fJLSNa0aDwn8L1~?0$E&tX+Y2cpDuOnNku~84I805OKj3d6iW3u{Oh3 z$J~p7sE}PIvSKE^m1UNYPHvF6cNCar!pN8r7OPL*~5 zV2`QT?E7`zv+a`K)kWdeE}9zu3nGqj^$5r?fXX2WFsxZArmT!TcX>~5&Hi%ek@o<* z41k-e53{okO4pGUysC%KySSjpTQOZXx8O>a37FdTsoMWwvg|USz^T2l6+D65UAx<; zdT%{kx_)J84(2-oAX1$hx|^Y|NzLCOamefI+lF!4g(C$WIag2BJxfd_&f{^%Zj)lx=B zV%-aMJkSwA-K!vFD`Q`^LFq36-&Q+S05&>JUm*@;=DP$w9Nb0v`&j zr*g|GD^ogT0FqsVLS;D5r+(RCm{c8pi1*j4cyJKW_1_?7Lper3R|4UY-=JSOG>aoAE_y1WgoK{{K;;ww0kGXz;wFY1wO@_7_ zj2ZYbYq_IViygVXEHUI?tQGorufb>r`QsZIe;8j<&9(p&)=cg9#lGP_3!{7lJw4nY zf#&Dusf2||5fBil_l0tl=Z78I*nw>Vhb4l2xScs_q!$fr)q+Wq67$1mALLE%(&q4j z%ufI7S#{_LUEn@e`(sw*;9 zM>kr;feJ#Lr)R@JsQrVf1EiDOHga+puoA8|*uE~}=ks_7aog0ZGY#;ty_)IrW#TD5 zL=d^}uzbaDC2=oe5t#Yl9Vqd2M92=-HyV%I{+4Ny{$SpxAL86dXV5TiSI43_UInzK zVZ1_u6Sp*<_jCSZ(@v|g(I8a}rR)v1Zyc%CAeECozVI3?u^2`_JoMRcfr$ zd?VwN=H)%S$k}tXjeD&R^vRHTV+tXQS9HxuJ)r2ALP8SzbtArNTsqB8gozohJO}BC<2J z4#<+e^0^)#SyVw7l>{45S4)w^lUzs(V;Wb~b2@1Quk*6LKzen!E zW6;bQ>-3kCS3s=P=~KCQ{CvP|MPQBRS?9g9C=EV_%o(soz9|=l%#evypNP;10xGT8 z&AK}%c)Kqmg3P$hgUPA=m=DzRf3)!Z5}Cb4VW&1fT$a2Pb@=@GEJq08TP-KzTSXkx zu;sVO%RFsC@?`%3y--OfY$oO1+l$`! z-EacH_)qvai(-B_?WxLdWUhR!r~5r8Uwb}ayu%R(^qJWuoh3|eJbl^Z3em<)AU5c@ zIEn*Jr$$pt&GMmqdMvQIM};-1?a@;Wu4FTOZ#3#AH1jk<2hfJhj$EHFom)2N9~$Qu zD{^rxe{9m0Fu-ZoI#E1&UN-#OZ(MzZ`MvCB^5@5bvG=6bt25)rf_~xDct7DRc+5yF zt=e7maR%dzl3V7BBx8{szedT^v`WUaw;|tAqz0 z>GYk-and(Gu2f?OgDN4n(PDusG|xs_uZb?*$Hjq2YfjRt*-8XVBQU!oR`*^IH@W$Oeyc0Arrli$ z8#^u!Kv!gCL01ByJZ$Qrp>6ANPy#lZ@_~I(U_}0{P4}?pd(vAi=k)BWG*jTw7%wFu zu<#Rh?%B>Kjal#=zTwJV#AUUcB2pM)WF?I$He*!h3JMw`wFb>a8syVY`stEmLa3JI z9c54foUE*zi{H3hOY#@@5hil{8RI^8O)pG*^0AnT6YnE>7j2_c{nk03%N$p}nUO;h zy;+V;LHdZpxi!}f`IMyz`M(sKT3yzP>!YZ#!Pg9;CT8HYlFmp5*TeIzWIcwC0ZBBq z3;uLQPl=ofsGM@KJ`S49{~gi)7y-vU2KxT>cvJoBD)iltw;bj&|8;xZLlAe^i03u7 zLPKP+LF{y!gCc$$j7g@d#>v2;SD#sQWa}q;L z8VT-`f@MtX{H1GARG%7R3h@i+ZgH(KCQA51cK+alor4O+v=n2 z8N&s+aCqC^*cVLpa?4hOVR8>&#niU=ANtk@PmId_LIHJ_IxNp!?X?bHtQuj`RMf>( z3`!Q5-{f*))Pm89QU420&D4~mUQq@_0vHLqBk{NxmiI3U*GsxSONa!+h8m7r?toR;<)&|y@uw&A&HF~;Kk)YJ9RtR{*x^=CQQyl$`wI@E znwto}WHqM;8Arp_^5u&lWPCsx|zi6^5tp&kEcjv-X;6iSQ(?4S`L(nfM|^%6vFt`pHuixEg|81 zfVT7z`Mt?6PI=7Mjt2Bg#8x-fFw%&gwmQm5RdEcT5+;$4Ng?Y)xXr=xj`64qe zs-jGj#~Jr;{`XuMogO0r2S|}7Q^*N9lu5UwHH_`1Ihxz{&GN^OM4prdxf!VTrqq*b zH57|S4o6R0Og22!$d&)ixO2Q?M%)D0!ytzyDIrdcC7$!L38GlwmMcI}jH`wwD1+10 z!N?ny4)|5rU;x2W;N{ea>~_NN9+6G@_Zt>LL2PB)@ql`r>8p?j(}_t$Py;&~9~}rD zJ6%$=%d3j1>SWg^esOTOD+Q)saYN^tY!XykF;Uu(J&wzoGM)~fMElPwACY}Knmcm) z2ImGnoFOjqsJQsm1_LN#;0~*iiO+QWA1_;qY%red45}l=26V~C*911yHNwIx>Kn6XDkb12)D6 z=)H#nfE8_r;<49Gy3|+&gXJz9?~pu`pn=@~N=xGek6QjOIn4wYi^h_J)#C3M>+j7T zc!%f?v*EzvM~3HfYBrmu(^{0aeqMEFHUin*9`r&PRLbuZThPQ3*ZtBKl2N zhd-n662;w${>_$!YrCjN(P&4&kvnxFtrK_9%?^VaQrq;%vULev<9>8e0M-q- zSN$9YCvztlWxJ^$o0+rH0M;!dXHCwgygKJVW4d?Gm^PT6`N2W;-0n|p~B z7Gw|^I&2g=cOhS1#@LAZtYdkK!taq7K(eb_c4&(hem6n2N`^2}Ye6DCDNXdv^)fXw zpV{ZG!57#F4`asjtQz_(&nFa(qkH6&e!sBGI9r(i(jH{KF?Sz$lW2A<&N<>sRm%>E7 z=kninQ$x8oR&;aVciU3*%U8LI8DFJY>fhs-%^a|9Dioh*+Qtqg3I6Q^abS#0Pz_d4 z)&3WfHaT2J2}al~l#zm+VzacgDXSO^dBY9RK_5L;wwE~pG>(_6cKWNoE#A}eA^d2f zUaycn9_gz+3R{GE%J2I)w;RrH$CM+>R}^Py`ZzPTeSkyZk%65Xxd_>+*)L{a-B!e! z#Jtl&`JNLrPGz+;jTcs0jkQkc={rlQiXjb9KV_`}V^NKVJXi`92@Q$xq;JR3+a^%y znIfkS^X_8!PV4NdyAdhV!kA(+sy25THAzl026fmnk~tj^(j@!AIQ15SIXG3T1-1X} z=UOO^u{BRfnk&V+2*;OZNn2G=n6W-40rY3G4GMpB(KL3MyheMowq|AYwgHnBBkK$RKh5-#4wv2YNZ|2^Dt99^-u&#(4eSjf1q%^m`xAhXA z+eoSbkt3%>MaJugQCkebnu3DqM6>xzkz8i=9F1On5r6LocHWg0a;J8T#<4UwvAl7m zWpy?y<+4ie@@tV%A3wZz{l)67(DBM*^+xWK<`CaV#wDA!Epc;@Z|NcoFd2Hxe zE?H}9ZoF9ibfz%;l$uEnj*fS1$`Q#RG>qHogVA`ZTkV38rL%40zS@Um`ASBcCB)<) z7rv5s5q7&8^Ljm(jo@mZ?PSrq{q$PR3NOTSEJ_I8?aPEbCa3#Ic5FTJ`;M&660G#p6G(b~{)E-adT{O36MMW4C#yC>ryYsvwq~;Zg=h>>O@8U+^lK-l zvw?WuuYdRO2DLUh4(j3foV$vpd#e_Yk8%8n!HBeL>00}o+^|5C$ zR@mOsC|;B*1O(9I=Spe4uu==;o@G1%7+Bq&;9WvbD;R5$VoO8LvgoE}%(Isda)3Eu zDQ2wuC7pY=0ha@)3Q;BQA=mxp=uxQ-d0SCEpy^-(EkPCB*8zIsO|C^m*%IAEcvjv`9Vx+zlTG~U97t$b`#aY_+{QTJW z$7{x*>zxl;H;2qP;PTGrE8+0WrccaQ26pL!;U?!!kTgZ0$)BP?iB}7)p^{xpnp^c# zR_GySRZUqVB4TNI_>fk|HR2x?^24DNBSyM5vd*j-li(&Ff9X^RQcmOr`;E%(aL<-$ zf<|jh#TkY8t)zyJ`e66Q(0N3B_ksu_cai=>yJjzlL#eC^hru&w|AFS~(9e0w%hUiebKE{CVmF$A>0;O7-*A zQ>g!hq~<5zla9lKz+eebQJPvH8?T`_pXTmDZXKlmG*sH0nw^>3bP_T4D#=Q4ij?8P zNdrc95G3K&@h>r%Q499fkM6j8{>|Y1&YPL0thS&2PMk#o4JcXV}NsZgv{(ReoIH`)E0&jFHRn$5Jko!v;dEV0la);Q7HaF>O zWv}D1Y$lmHR@@GbUe&Dw$^)$sv!@EJicm0}6?|7MW^NQ$&i{=~ax*1dNL!XZaN?U^+cGW5D^}SHe6GIim*9vE-SbIfV$GW!?XwHc`yP za&PUKKg4s{^+~SqkF57KfAAi-?CwBEXmzBW(m*Yk_Zo||WQh0iKANt}n;t%*m-|K0 z!$Xs%WBQKell^mGc%9Bf?$gD>!bmr<AW4qApn#EF^>8+pv)KAE0M5QRrT3_o2JKZfgC=%-eLw-##%6Em|Xo+;gq=ZE)MKZ zYw|(_mkk0TM@G6D4~SdT4$uoxRyq9hXO1*9MSIfB+H3p0g*cmfU%u}M-e0pL{=R+q zgIZA3W(jZoV3(6I|JI0HxIZw$E=C<`%Bij}(iIr)*jK1xomxIRzwlm3MgKo$Da|5c z##Nv|uF^8fMb7oq#Ot}zZU4}u8Jo$)9=KRNqlp_4xofLi5xXDJy2M~|V%+?lEto}m z!XZ~za(G!Eb1BpdQ7UC1hgbR)g~;L@A3WB$5&DF+hPa zQx%zFxV5Gg-rN5K?_0jC+h^4XMG6!$-To9q_kdrzb7WO#4od&ffGAY!6jFlESm7vT z%@eGV)AN&y9o#ldr$xJ_UYxl1+Xm+Q%F3jcza2q+f;7;1m#3bSl32PoRu}_x+h-u{ zi7tiLLYQQR5luC{d+f|@~^HC=^#l1If4 zgGq|@;pZ&U$s+)`_|QNY7Pq%4z$-^*m!Y<+rv!_JV_RC171pA8x2uA*1BB&4)+m~6 z^>%JS!$SP`anhz%jUjeJ9Y+aox1MwQt4>#`8If2pAP4&cO%m|C!?Oom5 zG&3UxKN8J=>XJmA^iRK;b9QbKZsRyIbe=^JFVWA=`g>BbN5l~Yw?Af(_B@`o_vl>1 zE^*907N+K2==@7(9si&quF%_ZYnBl`;6CvH0illfC%u!OZBdSHC;d$i;FBzN!W_|Q z>l+ufs`U$Mm1vYQB7JpsK^j`Xe4F6vZv|oV`jcxrM1U{-#_&rN*b<7#F zcNu@YMF1pK+#g$lhVZc%&<;Nvo0 zodogm@R;-j!=#J&ayfOJ4@NFg`tIVqo^sde3J?T{^)C-6?O5i6vAxxX?bA(;ZY)~; zF>e&UhXMlZsJzxb2~!J;Pv?4{Oo|0pr-uwno_I^~dIfoe%R(Wg%*6bHP^v{nuTlxi zt|D;iwEU{=pINQW8E_QgRVV~O^PUbDt4OUTGC#MUc9DW!kD`{&MOlueZUcf`dBuaD z2!#L{=KRu9pHuUY-L0Go^WV3bfIsF?Z}5w>TND{$CU})jio6vZy>~gbaD#VBky~78 z$+FW4^LJ-V?~vH8_-bXmXX=zE7beyU_}>I&<>ivEVp4kFc25Gel&Y?7xe$ov-uj5%^$i}u!8paQmNI8xvmfe0i z;GojXd_z!;aNl*OV9sQZz54$=^HWzQN4brTZ=kKn1_K!6*Hx<|6NzoYr>vqwN=gfU zo&hP=ta#O^UT2;Jov35WE@oxpdG?0{SKp{Qn-WJp1KXZVsKnWSeAgcFE#Gf?4qnAF`2H z`ku6Y#iZqg+Kmvh({Ga+y0J)iBel@6GzN7dr{duu;eZbBOF)OvJKtc#>98sWdBDsA zyav6KW$NbDBmeRkWJ#AP(_B`R9pWTt>De*`iXYz23Xm;$<5z>{Sbs6?{oN!ULbF^q z;EeY4Z2l9>OP=rdLJ#ZZB~^FKhQ-GuVV!Dxj_@l!=Sr*lpySF2^cR61Fa$4I0t7-^dQQY#Wyi27?GeA>dk{KW98ODk8)BRyF9WNDnDV%kG8$)gs--bA%m zaxX{T?{bYj>5sF?$g+Tbpe0R;X+gub!j?e7E|pzsz^nJm(F!j*2vQBam?574xdQAT zTjROdkThX$-lO(&<-0wtu3m5&?zrBETB+Oc+}s+%@YRo}HZlA$s^*aolg`)DE0>Bb z44Yhj5(hzP?y^Sv<8LQYEXxR{2NS}@J`)|Cqa1mxsodTlXFRQ!uNbWPHAltW_{ER+ zo$6yeQ8N@%a9ts$^zp7A0Gu%f#ifzkyPsQ1q}o&Rgb4{tJ$H;fzW%ijwaj)ssB?>{ z>gMLCK$C48_?0;%E_q7bMDPw+0@wnHoayo#d^5!z0DKk;(dR_W$-dts{-dO2UdRf& zIl5M5MKg=*U%^d$QTXmOZaRJDF0?QE1FSzQ6BD#Z%2TO+C-@@zZ zum^BZ`3ZJi8U4_xYeia!M_hRYk~!T;jFy;!N|`I^_W=#aA8CAI8!YMt;Z67KUx#wj=v?puvxiYQ|<P2x~h|JH8}7qn6SmtTkP=VZP|_FIQC=`Lu11i-DrB!zV&tq(>EsGkOq>akUGO~A9o(HS(Hzbf^ zxH80ONjH>;Ck)m&@k~FL=zx!;7A?Vi{^*Pt;P2+R!#{69G&PpOc7GtK(evyRMY!A0 zh^A}q$vNJ=FyjWe0!{dkAW{ z)Y~B(+Dz%;OgjA)^qC$ikOcEL^#q1k3`BvkycJtRcEP4Gd+=gnEj0}py}tlnsEh5t z6r$8d$$2--375O+8CDa%)#JXBY+^}7Z$OBMeE*3SQ(t&D* zR;y(T!i5Xq6YC*MMg6?jOH*~Cr1(tQNmHx2_9x!=$CRFZ z-W30GSt^t0N8$%+!XMMGa-dpqFJbAnbP@GI@nK2HNbi}^azkP}WMylNwLO)b0Wjme zNL7CWA&ObGnYS~C39mD!=`b7{)g$K(dXv1G5wkWGv&&5L%xLnvbDB=N6%LHstOu#p z_htyU8soDA6Uim`S{kiku}{iMEEY2g8=Ae{_62Gw2&9*n+#oRIVEetesNzWx_85eL zzkk|7RU4c^q0i$Ffg4KNP5S#cqE4Uuh%`@oyNap_b1(k@q0&YuCeCe2k~O=0w~Jha zy{yst--sh_mv%f+@0(_3-bfW?dIZR|M$MmV{iS*2I&LAXa6F5$V@*<&oRmMbodH-c zu*1!1d&%Wm$HRHVzW@sVHY-T=fpZ(tXJ8SyTmC7oeGD7HN zkn$_y$ZBFYIDE)f*P?CtcANU^@%7ItGL75&P3=|e`bp>?>!n|eZWlN!EO#AntF3VQ zoQDlB@{ckLCwob|323HnMn$|{-mc-{mK7F-eby;5dT2cSw0G~PwgFe)pz*7&L}io} zE4Rpne}295^!}s`dup6X%^I|{tj}Vn!Xi6i+ZYC6Z3w|u!)rTh7cytE;mo)=r@*wLXdEg ztJk^8#b#6BTi;3?N7K-QtP$Y6iZ6t=^%`p7%fbT%Pk@9k%Xges0VI`V*J| zKHW@&X7oWB-RyI@ulvT|1Ih$kTxK<0cC3=(5781M6@Mk_R(#%KdEjz>59E5Sc4Vme3Tg0U3%7qr9r$ouI{X_hwSe(R<4hd{ zrZ&j}QVq7L2SepXtxo7mdTR{@Q_GUoJ6~BOzl1?*YC@mDP`JO!%!{ zPp97(HEr>!Z;cX0ZAU6CpSdF!`Q}&t*wFpP>k;lZ>wubuh9<$dus&kB5T$|VNh1HQ zxXqGer073`#1%dIrR*@z+p}66B&J^O*`~iuPi+l__B(R!25tWP**w=2Hla6d?|noS zz3o_7KOW_IgFI;S-p@F~g^G|=PscfDhw}aszN*^+!=WOrgg!9RirW{SwHGIvJ}Xzk z0^4o_=KAcx->nt?)P%oO7mU)HYzwv(?ljb&BR{@Be`5*Rwv5_GcIkg6I*0FQ$l0<9 zs+Eu-2_3FBLQ3TWFB&sw(O}c3*Z@5yW3ALhaW4>b7){^rTg-1^+SN$tj>olPOyNzx ziM(T726a_y1^PS_fx7q1cc+QM9$VX~`5Z48Ik-K*L+V}Z45}t79QnUzgeXkv2FXvd z8#78U;zqsz!(o=e<301q)|d1{O`bZviYllh5b?$bw*AySd=0=Ili=RL1wi14 zv};POai#x|^!zr8MCV4xv@BAZM05tVO2!*aGJw#_;p&R{ZoyaY*t86<{pHgb?G283 zu9v~xfBqR$Frd>P%~u@Y5hq_x8||-sCOIIZ7>rkCh?Fv-)tZ+)i0O^fc{Q7q`A9$3}l^n?0Qk z7&_or@Zy=-_nkN!IVdx4>4tz?v9WjcT0~FAX5pxE0H?E$jMl4 zU7z@KfzVcPwHRBTYLnQKh|*69I8BBKcq=fSqqg$F9I)1WpbHLvy_S{FuLz-Dnmp3+ zJ}8DOKeB)t(WWx%{iup5FIw59y;&8q@E#^@*S?sZQrq}Afem&Imy%pHo)G69>aak7 zbL3VHA_i%`n-wt;9bHX4+N4iVfZ<)2Qshiytqv@4@}+t(zo}}TEKCt1rvePZ&|CTr zd5-)+6wtTwt4#lkuv0#>aiEgNCs5DiFt?CDfbV-yt#$bIPyBYj@T^+7;}9OlZWP$@ z>5+D;Oq%rvIxL__Mh%e{xJ*%&y@-CB2f~YXGL=LtIcD8{>xlFOas;vbmr12m(ct|l z^+!4iDcxHK$}Qz%3TBOVtSM>CEnw-$b4Q@{uFoOI)uziMg$Sy=&c0IWcb zwQ*k>++&@NQBQuk6vv)X0#@d}Y#WI!+gl>x*Pvkg}8z#Vi!C}-5 z5xW2Li|P4u`9C#G-_u(Rm7jl%9#~o(NcgOvh*|ijKJXVAnONx##hIK|-?rU>0zTToc(EIqwNN=Bt73*aUJnGR-8rTzqRJrqJ(ZE##9gZjmq7FK*f$wgeoT zPir<=v(nfq89zSX)d*r~GmH>@+#jDko{OXWOWAyVml>a({FG1TJ%n|PE9LWxV5F3f zwPE92c&bdFrRtgQ%?~g>QJ!yo2fQJ^tK$#%xA?+z@~@$zW}oNUkmKHp=I`A@v2$WH z@HLU3tM#li)-Y=x?QKCpS>}gWeeCxXyeBB3N&d~LzSJrOEnLmKjx-G#J<(5OoYNO7 zmAAC&PTyupyOpyAdZ2YZhgjKCj%`bTmLg$hb90jlFoIBiEqDoaVNhTX=F8$sygcs| zjcZONk(DzCH4-7Z!!Z?AWmt8*qrHW+iEnsIS#coy*@3L!NpXdxYw%IxrH9`{h9<~J z69-XpnW02RMxOlnrGfzQ5qSp7QtbXJF+EyriJYnXNJmPof!v?GA4wL#Oz4f(P+* zM|K>tlf(0aubGct_+ctJ%xMN`>fx=$0veaPf4)kQxQ{h|G*z+ngCB8c3sX5kiVZoA zBZ!OP_r@T4a4?pAV*^z&mlt(n`?0nl( zcVwK-_lk?`n!CF6Y6=Yoxx`aEQ`*7fA4Ho%v`?qd zfVm|#U8W2M5X7i!P@D6@a%Ec^X*x+4Jgj3<$_m`$S=-Fu+YgefcpR!EY#r8L6Ir4W zmDUs*)JE#96WP$5(Kx$2{QAyHQY?NYI94X}EqL6w%nTj~OV;{e$@|#`rtsbGGdo*q?H~kizJZ!?pmoSmaYPr2z-L4t9%FWXjc|tGR zD5gNc-o*%u4veG!luwb_$~O3Mn;vI#zxa~!8$UC*I~0NZt^NxrlFYu2Z4v}7OodX~ zs(K=A(NIan{2PV|`pZ;Wm-Lz6mLqr^oPED9HwWmA@;RivrmWe1P0%-?+Y3B0y!6gg z)mM)hY1M;TlIqyo>ekuqD^E!s>QIaUI5E{xJ@8GKg(t4V+1}!xNj%oWdX_%}_f`S+ z6|Arbc*l=Dg(iabf9^CNNkl#{B;^w-M7c4mk9#2p)#q^3l`IE0kt}oCc0s1%nTGA0 z+pp_ac@}=--L}*a0(X`H@0IqjffQ*M>lsx4>ls6WmHpsHpMVvtdp3cFeF8N-0a3wc zMA~mw^s2oUdp1lJ_|a0w*nT9`j^#ApiCiRqu7OZLk~v)qpU$H8K{WAH-mA%xROzLb zcZ=IS?RLJp=1CiJvX)TtJ6q*mJ`_v+SUOzu$RF@eYO>YnPH`n zvW*@v$mOUNZ{2x~w{he($|knh=b%j2|NRo$p5AYdm3>(%+azB8!rYcm=iRzx@I}Pk zG~HIU!J!r5gl5!zsGB zm$Ubv9-O@{6wrm#1w@!x9U|iy)VG)lntI1n?fDV5Zn~lJr=%vAc<3LN=_a*n;Bkp$ zPK7q=3~(K$9O*?y9zPe4wG(dVVGb6h`a%~M55FQgEUS<$obR9rPo40Ifc3-WadIZJ zi<#i6)!&^A&jkk~1ekp$Xk_cVj9Do#ZHr}k_pGH$MP6V1DYPm#!U~~yEmq;EJ8HqO zZ#X3}V-V*kPYK)j?YL@Sk%oKlgEDpP@-q^HghAQB_xWah0^Vkb0BfS^28G-ddkvdQ zH53`;d)D9l>^5iw=*c5PIHSscD|g&zcdW?L*6QU;ELHFzZ)e_`S~lfDCW(uY1OD30 zZ}jcr2Uepyp>Z5#Il?SN#!-P}6+!Gjj}z|tcL>H0DEEdOv6*}kc(GX9up@ioo(|g! zWCkdbf4&Ym6e%SY-5E{8(0%<6D!~@PdijwSlJ0!R%~VA(vOi6k8lQEP3%PzPV^UznTdn;G34$gDRz@Ky#ofM%aaK2jeaGGWKfL zxu z{*dOpaZKFLyCC?8-WSGt_OSi6bZ%r_M7%{eNOG8AZts9z5a3kgj}rmYPHff@c0YO* zYWbYA1HBxrp=jBMS)tJ3zn*`YW0_SA7B0v#I=-hl4HGQgQkdoez@XsHo_v?B-RMlp zkR?jJchMs!0v%(;?~k0_Is!QgWXkN)CMp*J zR&|KopctL!P?)(z=w4rol7Mn`{0oh5m=9 z_077*%-agxpyWL?<6=f$(ZJtrDPI|78NI;+ka+*quDr4iIpF^(+rX=i=EuxC%kzQh z;`BUIp*v|kA+K>Eqr;}gcKb_dV0PQj81PY3m+_yi%e2iD(L>ONwc_*l6Rx806mzkq z3YVHue?;RB$iyXg142GA7nQNa;8ox~|0xhEtJC4mb1>(oZKT?ONLqO&M(-1ZEu%t- z$tvZYQBN4EZ2lstJ%G277Zzh40K8CP*b!;^eb8m4x_<_*bc!TrlU7Wuz8}{OlREz` zh~w2V(mqhnxJp#9e9%b(*T-%1#5fSbS?F9TzG)?PZx08*Nv`JO4}VZd7So(s@D=WV z{78Q?e9u_0`5AAC2Z>yl3=6k#vxv*TOs%ZA6hhuqL*LHr=m_{nh&K^F4!sBQA{D9b=3yU%u~>pR4?J7G~L z6KSb6*1gZ8clgDpE{4^zGQ(wA071{$WRgt;QuTNg_QQGL(SBl?y#ZI^{sCOp_1r$& z5Sv)QZ6P`M-iZboZJOn)ec84IruZLCK45)3bXmtac{!JN?Of-D`H(?Z7$NzQZa^AU$ z=j}6&3AXf{+@8!^pkqmT^bQFh zLQyUn0-B1LK!ksXEKM2*M^zMJ2}cP@`urklw!ppll;hiUD(UlG>WfbOdDn>DoNjZ$ z)HSn_;k3mC6z-hs+6qdE-MOOBqr65T6%}t4iDQYvfwhf2X#Z4>j2RJZkxd`y#Ro+v-lpO#BDDvLP`DaG-LM6f()oeq|-9hU} z#iK)I-$|gP&mzOvulN4;mkY-Yu`0snB{3XbCZL}nqNsXrq2atGB%40#+_g2@4y@5F ze4Nt;`@8+by4BD?lT!MUB4)743xn1xEiq<<*FH%x(#u^;OXl4i-fyC-y1*ze_wenS za1w}`)7ecsfU^St6G*x$@wAKVc8eeSy`YyL30>QmJ6N{;c3Yew!H8wNq4H`y)cO5K zpN>FR7JwN&UW z^L1+m=}!d#!yv6LKc00D;NdlW8sLGAFy?zL!#YlT;a$jBmo^k$d*24@j3iQh@&nL6 zC5Zv;5H1_c5lPCpCs<(!7Z(>b3x^Su%DNvHv>3-0KQP+D{P)@3aO;W+>&v^fIFUZl zxI1o|U~PM$^aB`v^Iv?B=|2b0DADSu&8B&Un7emb+ilXkZC@$>h_lcjZK{}B0(=P~!*Ru|yX{9pMUp@)e4<@wG&u)2GeLo$l6T0%N z(lkmxiJ4S0?2ndpMV^I$v5vhgJ-z$*T81VeYL#jLGBI#+!uzChUu0aQ{kr1d;cqNgYv{6C*Y0iP}# z`p(MloLw#-R0$wCEJ7QuU^E>oapv&6FpKu|#(?ct$Eu0w0t0=gww-c(ZU0uv%%w~? zNU&b8;?qRZLU`h!?yQ~tH|mCV|;-FVm^5_a2nmb!DP zQW{Y|YV~gjyj;x$=`551{5h&_7iBme-o&QKpWVQqqJJv<^ffqhqqGqTwRrGkkn2g` zm$a%@Qy*X>VkbhRw$5&Udp4^PXAICY?qG#Yx#|i*o4GZEKMrocrtTO-+F@d)dm_P@<=np$FrM*xzq2cEruAj5! z)f>Jn$*DDb?exo5H(&+;p<# z53SPDaAHKp&-{g~_;nApVuSL|)7JnPl`va$DjIorD^iHaNjE|ozcT}S=atFu49oN9 zH8wNs?PuRuNcbG6VC1oPNA6u;xyOZqx1jgrSHl!u0zrtEh|}@`kY_%T+xKoe?|BHz z*};TP;cIRbalSDAiA`(_OvwrAw`0@3dbnRF*D9hi2AM)jmkyh<$G7O3lMS*{9kBet zZoXVi{X=dNNENYCc9N(gD@WXZsZRL<G4O%n)~uQE0|m%d*SR-A6*2WT%hu5t1hA6wFiIenY?a33z5Z3z~LWbX7T)X?#=< z5M*ybnA4fNy2tjbz7-kFh-J><9^#j+oi+wOXnL_8**y3gorT2HIV?qT4$OW3FCx?m zox1oj;o%c<(hPy1U;hK5KLp-zW^!`K0Q~WxxVX4`hBA(k7h%*vS|BLt&-0$-rE1CH zck~&8RshGr*CBuJgGOBxz^MrM4-ShgT> z6cJmb*BH>R2>}alz!u{_xmFW5e*p==@XGox)GPo88xSVwdSpm!e}I|n3^mDwtL$WL z87lM-LAqO`v&rummeXkD~n=tlVqfZ z&MtbCEM|uj{&(iLf*jKZ?bDs)xQxyxN=n9iMm^k_y1|1+AX}fY{EDn$m`}yt7Y}41 zvFVyC7rL-iY(3%eZOq;7h3F12rcBxpc^zD8Ory*Vsq|h_{0QDR`sZ0#GTt z`STjQR@K#wgk|zm-r4ui#t8+1yz1TGrmlX#3Qe+F6#qG_>G|K%3sez;#;MeocrhvI z1+d^fr{@we=*{OIS_dfUyZ7*l&AnOT8rgg~vv-IfM?vPe$an=mn8=AjfFH9N>H6e7 zY>&%Wr6URXKltc@!vgIZBRJ(OzQF$}QsaHUi~*^cvxU(!7}d=IGK6TuhqKh?i|Kc# z;J+9=HqDA9+0U)g`2`$r5RaA}UOn%u5CiB-6kE!WMkC%dDiDKo^8E?X1e9Y ziD(e?$p~9qSN*oMk1)_>#&x|48bL1mzQX{Pt`$E*v+W!guwblv{2g8wz2A~qHn^$e z!@+mxPygluuBd!Wl899w)^+kz~m$2u(STm~Rbr+8#ESi*mi1tpC7GCdTm2lZ+yTw+&2tPBl6q zS^bg)j@!|RcYb)dMYI5CPj3cMTU4n}VI-;oV{>w)5l7pl)X99gKT#D`?igjaV?c3F z1HxX7%jp~87I6AO=uQ5PO>@!b;XCeN!{l0`i8Mq`GHDnV*}eGr?`>V_e06nYM7;!7 zA}((!v|L~Y+Ry`j{iJnr*K)93U!*ecFPMsJI-V@?9TJs@B%aDU!=EK3F!}StR=(tTeh{nh$N8ujJJO z;b!?Vve4*8&i>;v)VJ*Yc-PYGhTXBAI$*RTB|0(1<2t$0D}-_pKn(vqF0a z*zvx?)5pmS4^Kb`ad8<=RI9Vv?FzCBS%Bkl^e+v@H&)n&`RFG2xTRIX6Ga&Ihz zxU{OOY+C5Nq-ay_-=8^wG=DsrG&*rbQ3Ce;l0ngq{$Gn@E*! zgtN@_V-bTY8Ndt;)=&bTLL&~YDl6>ZS&em09K5}k)#(2VRX}Ab)C8E{oe z>xkTi^?w!kx`8Ae90Uld$)3o<6#gnU2IIc2Ina5Lpc>;d)Vj9z@j3YXgm6OW|7?yn&trUJ76zWSY`f`dpQ>PG=9(4WdkZ(HL-und^8?$@!% zPTnyd0*ZiE*U##imU6LWA1xHYhpwV`ss4SH^Nn^<)Doee09N=Z zG4VT5MWhFactnB1>>iWa)%SoWeP}<3%IM+ldS||Y1=Nj)B_!b8-L5<;j~cl${lB0W zvv&`Yu3T~+7Y|KsfnLUqZ_dB{5;YXU|FI+}*dmtsF|i3}P!t^Xd( z?M#1u*XIb3=fs5CpS>ycca63^1%Ma_$SFSa2S6R4L;g@Ynk2C6?)Qt?4)0gXez$f$ zKwYnSw>T3Xc4goDiUiX*V9gK?qr=*|5&p)-^muRUg=$Gh{{dMo_1voj9pC`p!p>vM1=i?5-W zX}or1y!MOXpb7#7#-e3q#Y{#<2ERR;#gBj7^(e9os^@KIYv7(>Q})HYT2AX$wQ-)- zu`mWIl(S#V(E)gfj;EDbzuB)I1c(%_@ZlV(qN-{D{Y85KYN}T z!f>=Nk51OU!b6O~&;(IkLjjaj@J$?&|7#N>Ogy(9qyagi`7{$=|DRMo||a6vZaL-tjK@6R;H|_I$!b zn*j0b)kh1siDL^(kSVm1#6g6?`!p_dG-OONI!|RV^g~Zr0=j3w*Kj^7Al({G4{mQ4 zf=QBs3x9>R?0B#}&3Q2kR7ZnLa{b62Z@V7JVVjGDeJb}DsPvq8btH^`MBA7V_sMbb z)XW_ZgLP*-5xs)Dxje@1evF=*o5Q`;P(LJXdcP72ObIP8it5FRJ)n0Z7~tok@8=!h zu4h|aSwQ;>t${+S#Y@m&O2FZMq^HfAQtIFNaAN~2?cwvgKm;e-e4HcIwLcEDot z#^)#OGSPFAqPaxb0Pi5%exmg0}nKj~mCh+M5A z_?!(h^6gjF!4K-Q6N3%tcraW0k+ksbttS+yud3vVKmuSIuv1f09^jph=igtI+@0Hj zLZUG2X9MP``b2zN7hb0@nm26!D+JAIgY2_$68wne53*ZxZSK`IAROw>ovP46hkR&S z_EMPb^6#QTvA{#=D@1*b^8u*+6zRbSS{^TVz(dwH;zU6fMmPr;qWfxxWzTI?(feJM z5a2q(XMU}bBE9BE1?oIcVmnTH(Sw%kiNPQd4&v@jCuS7(6{$UZ|wq?L}wVNlLW zBO2cZ>P#ZHjqg|3G00xZUj2UI&kU1gWy|3t0{soOFd-*1xMzZHiVgzVy=+a3G+?+S zfZo-s4~vU>V4@6U7sWK@n;i>ag+1toKBplkOYSSEVDJfnIu=8g_fbn=H&t@33Jy?u z%N6ncpjse}`Uo_{#4 zy$U9cYYZSoFMu4(quGL5K*v~IN(z(;ls)>W1=R&0Q48n(WCB)3@i~M5@%7cV=p(b9 zV?Uv|vU2Q?4sUmu*NGtgByH$-UBqG1hmr@z2=+4vK(vVtECTKW00f~~spaF0C=WWE zkOcprqBCv~?5dt!_vz??^>y5NtK59ER}lh;J5j-=zyocC^e{8%7(BhUTarrz%C4A! z%rH94gABxwgK{!`k%ueO;oKQeM1}PFWc(ADK3|~hO91m3u*m`>g31S4J!1?Sxh3%r`1Z#r5rI z#q|~C<@4WP6C`5>Q9a9@LJJfpq8b!KexAzTA^OfdWrG>c?`*a?lyS7x+{oUa$_Y2g zZEDNjYPV0Ok--lGj=uK`v-%)B;4mdZ5d#B9=ogSQ1Oi!S#|DK17m$BLq5{rByVyZA zz*(o)=mEf42u>F$_UZO7uR-|0X@2bg|K|TM1`M;hEkKtDC$!3bStKDL0k+{}>dg;K z2aQ-94Y`2Jv-?{_=={Nu?rRhn!Tx*$E(!+D&?U#yM12+ZzFc84xR$L?h7w|fRFssJ zk*Q8m)-SwjT1kP4#mB=&fA6pY+dgunGXkX`d(KbqU2r_j`M~>6BJCSPQT9)(1H<_L z)#@Po@CwgVhYxk%3xiJ=_xuzk7!F#SwRLzFba8LOi2@1-K#l-wU$Z$pZ);uMKV2&qVJygT=tISXoFkxp(g{w5mEO9fbPk zPJG;^2yrBX#{aC~@;x-EIfJM1@U$YI+F%pJ&}vzd!I52)7IUy)7XX95zXt&~n{H9< zIkeRQ*O9=0RehSA8C<6CXI)7R<_P#d?+b>95#+)OoC2|qal&*zLQLKRc977qPj1pA z3}rO&eB;NWQ7 zt+Skh0yO8*%=MmguUdC``)=L77w{ByiL?Ydtblpt|!|-ziXr+z!om`K;-#GHb!O( z5gvAm+z=2>@4oLv=d1GzjIa{~5nLh*;FRjFMc7o~h;+?3qioh&Pf~E67B$rYt&=1- zkigKehz!rS$LJXtK1fQUu{LjmeNOx79H+^Jy$JpmDSkX!Y8xxnV3SYhd2w;UGt>MQ zY?`Z6YF2M3Nts7@hXhLq>G{q)WHW6gY<8e$1h)d#t^X&lY*JH(l9V zTG<|9+#8)!Qi54tUOr}RHj)uetnYyY7dpdU0)oZ@ltlnCZf*L$IEf3*mvTq2`DAy)LoaDubL_|bj+RW8HH_!Iv(bm>J zE)u;1PMy{l4Ce#ars?eV(q^Zod?T|6+7%%Q#HTzcDL;X=2vXA5#{tdM zTE2>YBlvA#U|^fOD9eix{RQb)*S#rI(?x0$L2NY zM@0orNJt1h3rkeX)Da@DqT*4@A&anfJ1L+VWv@fE1IUyg2A_7g0)W!C%!I@^Lb zSg1iv=0>ro|MHB#Uj<(-2`-1By5~l7Vd}rGDYrJ$ncsJFb);PR#v=A1=gK&Yo^8Vy z{kVCrqU$?bd)Tyr{~Lqr0gc>jTvX)k?QJnQ%k z;MM2)Mq%ig+uD{CG7GiNZz=K$;u)``fPVLGj0UrY(s>+^_Y!xLCU}6(lMEyq_jRwL z1qUvSAlLUk;KnB5pgG*jlZp~=uv`3PHk`J-C33y~YJaJXY^^6srPciNXS`N@`vpqy zK+ue{oByrW`VnncS+?C5o>6?)96n z_e`>~vPv2nq0P+#>9J--+PrE(F*B2s}W2UutvuECMLB4mMLApghP<^NbiLOGs!(I+&_h_W_15cwQ2 zKgKi2RI69TKnP={E#Q-CMA7DOFojY9cWbyu3`UOam86Qx_h)bRMjUF^+mIx&=p+Ra z;(Z<%=g0hX?{2|5J%Y;-HgF0{1ln;i~8X$a;MjMHLB3}DipfI4t|%t9+uo5(qDrR*@VWtV|?1_N;rsupQ>WE5PV z!a~T8e&(u=HxHN;E02`j?Pk=?IYZ5eGuIih6}BTSHEqog_V+`4FX1S8UHOi-cyt z_z8t7*X_N@l-JjQU2F=&3JGC3+GlXJ1v(D%D+k~87zgyvovU8=^7*Np!OTK$tN-(O zDOz;CT%^p|GD;8(?VKLv!BfHNgF#tvHi|W|7-z7>`OuF^wIN6Xkqv4lGEW?h(+}K7 zq*j+#qi!o#TM@T^{B8J&Bkj+27vS@hvA=^lt*0+I>n+VsCq}59xZccS`}?CD+OP$L z(VLe&a39ONI{iwXTEP{Q>5x{dG^JVTVCDQp_{P~xDe914n!yQ&gPfyX7hFvaM6xi5 z%_GL~$o)GC3oh^JMBCfLBkDj?Hqn;?=t2*|ui)ihx+o(>-_?U?p}@W5q8R*s^(R~J zz;XaqsZJrl%sFUN*e%|>t|vPR3CVl3y@{1hTL+`CCUVF(mP`tXtbF$_dNVYW8YVCgQMK3e>Fo;u+&M z6mU#(F!dy-YwA>DBDv4E8(QtoFW^fmngIa-omERaTv+Y5Ies%b#sFoyy3Tm7VWVnP zjvNoro9524P>qW!;yj>7qp8C~lt8=>_0rG~@;j2Dh%l3+Oyzm-adEi&%fY%mU5`EzoE(na4)`8s&F&jF=9V zYu${#)MonUKbx_xdL&`fY%f%Qlf@`pn=7;YSO^X6M+xdfLbu1Db>s3QfVc;b8d7LGk)GVXZy( z`ZoLgi5b2%Bekyr&%Qzu+=Ni1ldvlEqu}qxH+6tCq8HiM{A!xjBP%v+JQ|5gYd{qgy9P{yG9PLKoX*Af169Dk zzfuLBYNUmN44Xb{H@CRQSl>ueb^=FE&rZ{ zw0zg*8#s#GHzdIahD#-;29vx_r;aPQ_pLMOGpK?CRtj?-8K_a$Qv;MUc_|4UM0>P# zKHI$L9T&!6km=u|bj5mOgiLy^t5e@3d}2L&oiwwSaD%c-sDa(~@~SfrR--|a%{Fn` zKM1=CrPBY9@r`8`_}1EOGZ(sa&@RBV2A`%NCF5YC{O%y`$QL9D=kC#?Yd)~piWsv9 zlm<{$MFnW@8w)JUJqkmjyDbXMA9UQQ!f5?jlPtEKW%iF@YM2e+CbfEiA<2WxwKw{T zoIh-^eI6}}p?((_mSr8;^2ufXJsDwMu3En%8aUi|*$BBTNZh$IHfLpeGSQNtOoYhx zL>%H7`hRQXtB&^Q8rgE+cblRxU}STsUW%FfwmBK@JLUXfdKryBoMqZ8YAotdjkfqU05 zd~idxYW`zyE&nXWF$9OF_%*jqVwoxxzTj*Z^O%+4QGoPIuK`aZgzyPDx<3S`2NcU} z%n0iH{As|AbhW(XcR+!h(n<_moAB!X^)Hw3)9a5ds*&F$V8r$yHeK8SfE;S2^ z$%`vK;@pj-qDbfTC5L99WjL7Kxwb4JMRQq+_Clq+>!#l3Mgrcz@(a+;TiYYs@u3GK zv7b%+_S#G9EW=V0q+Zu(X__tI`R<}mgm9Axt{y+>os*qL%C9*{z>KQi=@jPxg3?~<)OH=>U^FR_1KzpB5 zUi{eI{e}2OhNoL6dr<|h`7UvBG2`5w7!g=doaJ8CK>SQ>??{^}W0>X@q}sH~2tHqj znRP_aG;*v3A*>=9Rw+VW^s+GMctF4g&H`z>CdhPOebzSuN%PB@P#i63@#dILGIp~V zaiWoir}EpY5q{EF3I4#Ok^3l&FdQ97t2emS58KJ&oCFL{V8WLr~C5Rk8=!SGJj{8%6!`*JJPadNnB! zQ`H))6qwD)u9;eqIXoPSwO2F)ka<$@fEFgHBf6H~& zW&e%bcx`OCH7Tti1f4Q6Xn((T&f9?0IFdcQzSePs==dk%*}nhU3-9LJ5PCuj&LP6L z$h7wp2GfVG{}55#=wtsuZ%*o50ps)N>eMoTN#?;Xrt_{-&9Rq@>^hOZrbj=HPw%}+ zk*=Uw@?MKv2Th34R!yGf(tTk(^UU)-M@8Y}KPK}h8@;8eGCb?@2f9>(L6B@0sih+46TAYHKwA`9~xn?~uUT(q~g84NkKcI1c%=)zuMph2r)mYUqa_0clLcw0tTD8k2fin4hkyYC`b_RPxDh#ohjLpHdLxD|-Z? zq50lQVezl;YxE~DSZFsX^K%x}tCcBHfp17<-zg{$HK(R38zn6$)16%O2eP1Q&zoct zo_V?p;kKRybkarhi}J2BUkthl;R;!U&x$TH#PSmdZk_$B_)Bpltde^;Jf<(fi&oHIK^^5@VWVZLQwgi0Jw_!Hznh|8)0Ki zh!Kix+kt9<>_2&QlV;)P3aIs3Ura>prPh_;4vKC z>7gL=HhZ6V;0zuh0n*n9%@#KnMn*;@b@gxIuju|YblkIeAr8yEe7(H|=jP}0C^3RN z<(cDAuL|V@_x#+QKt=CXBQv#s(V7zumau*7|0BbvZV)r4V?Wt;Uv=ZPZ%~gN!ZAg1-tKCPCBanJ=Y6Hc1d% z^pU(_(T!|G7@=FH(||*fXz&w@h#7Wwea6|Uj8AJ{K;d!qh1_H1!>~2h-Gc>H;k?q^ z#_t>r^)COt^55kKyGO0BR=YyuMJf~9REES#s`#h|)3d(jqG4N2r&a_IZeKT?v7j_K zqr^2)zW@bvRf$Tl(xV3!=^>S+Qc@l_FAPkV*k*I;NGH^s)<1*5WBl)obv;%?t~Pl) z!oRaNKVxgZ0`u4{gw=A|0qxzq=1+3%QTTvgJYZAt8C@6|A&bAAL;1n_%qIo}%Sn{UI9uwbw6&{GE z%kaPenJ>KL-%3e2nDANpDiT;sH2?CmIzJCc-sN97U9Mub$kl!gT(y#ckuhj`FX~p} z63p?2W@09c`p7=q&xYofP{Y%vHn5gC2U^=FEy%5oX3`v3J{S@t273^G&TW2+iE1?l z8VA)$4ap!xRQCN)dP%(f)RavIuUl}DCfShxJ`h~r0=VkZ{L4+oTFzWwZ31zHM$^Zk z##Z(%%~!L8C@|K?Yq-C|@ydtuJvt8Dg#Cdb^}@0JWbHj7cdgVF#I-r@XxPm@3l(1?=ux37wBhT&)D-{&L!o?R_Lv<- z+N~Ah$L@^n%2=qr^M1`3XMVf;o-^)6nCdW&h(y~?h^~DlK+sa=(?Fc{j5e*xpyeqyIGhSIeE^1y`?5LGbwQ6|cZ1sK?_ssIGsL%Nwo>kWUMYC5Z5T1&DFxN~)9nk6 zVcQ{QxVySl3&PqLkYH4PEs;Qr4bno5do`i`H6>Mek6@{!r183)(0S7$CStE-Nci-D z=$u>-z5T2xcWdUoOlS7e?aC9FzC8>ns^vN)b+=@=(e)Q@zpQNd%wefK4lIsTm^KGL zn`R8OUO>yVd8Y=e(a>_Yo51YNmFj-8%81J294~7`ZP4cpLA6Unpwv-;AV%C>c{@4h)7gcpoIa8A&Z1H^U@oMTw4)pD$dr=dcwq$n#eS z|D<9C`g!wW)Suw^&Q+{8=c@98KI&1^F6LEP$gUfJ@K^p3LIa@l?U4Fj(CB6v`Pjxf z=htE$0V2yud^;=ggR=BE(dC6mUrzJY?Rs0Nc>JH)c7QKPXYbX-S%Cy~$PZ%?C2}eh zNMaGZTPAGcsfy#%LBj!WJxblHGCy-}i4PW~8vjS@cAmaqaI!N971GML9z+Bcz+~1g zvg5;S0(D?K=4w2&jb2X}IDBz(a>o5^ct%g}DQ(_dysVm2w>YuPi>udI+diL^W6+r- z%;2u@P;H#8>AP%~R_Ad1C;e_+Ud3{(_^olJ$dUvb&rgoOTmmXy+4=qo<`~ES0bb#?@aX15b%q4lcqqTBfM&~fm0vx7R?_Du$pxM{@3u|pp1=SfiiO}$$ItSd=1rN=V-FD!6P+Q@oNmc1 zL5o>QyyB)6HM*m>(#!SoOcA)?)F@ z?X5Sb_79bSRvNT&jQ1+aeF?v?*2w4Fd(F3WBgJ|39qOU3d|3H2fsi&gqZ9kba6y_v zm30!mTGbYbaNFQ#0Q_?W>ncb}(x-CCoW(UF-gaG%qy#$1$(o z9Wi$&ml*HZ!cc={IRj(33hgtyeFMnqL1-a!(x+yE?Z zYkR_CrXwh8V z=Jx$!V2( zH9vZcSSyK@*?)TL0X))irYJY>$efnso=}zrEY~F_&JXsJ3CyCpzMq*BsWlDn#^Obm zTv|i=u@g>>e&8d~!J(0#Y9W_E86*&cLaC$gpV7ddQ^HfP%B`V!FVuDe+^TvRjE_IZ?9!#6#J zo(C|EH(pH?PpNjITL;!*1yGnm`(H~jns4-q`tq~;RaEtM?|#Pd@qVXtX6+0wCwMtn zZckA26RYV!Zv7?joxv(B5)%&K9IIBnX%=uKfbzucDKvpQCc$5yUO6$v~qIou)Xp4 zO8=uxh-2V#Ohl8jl9GD#$o=hDl{Il%wx2)+ngZ~5k!gdN-<`pZWjRQ<#Csb1+A_8R z&yrX_0A%o-PV;jXf1oCrHpOTJ#Z+(W=}tqi7yp6?N@$KhdMGt->1C3%GH$&N)qhPw zhZwm>C)$iaZOK^w@Kg{Hh*e{e!0%6O2J+@reb1+Cu3C+EA?3VI$=7%N48ay&}@?y6o#sDYc@2|UYLV~LE-Zf1?UE%GTZ8=iTTy5nI^f`Z=0ff?e;;0 zy(Gop`rIJ30}8XKR&32jrD+Vz<&Kd&STCDomWGSqrIPJk@9N86_gZV#Yc#lE*5OUn(pN#PpZ&i+w<>A(f|^jSI_0=_x{@e{%+yFaW@Hpro|BqHP7a)^;w^!MSGBb#>FM z)^6q*l^?nO^3L?X_35b}054F~Y~$RFTtR)*!RFQ`d!kVP$8M+4Nra0@?T@)MFU3}yo7 zlJdsj7iX@$tytfT27dWz>5_~&KJ^Sz;s&5@7as21lat<%!&z;WU;ukux%{I6a$aWb zs`=(G5EdUhUW6g%UxQ*(mfBW}2Prl(UeE8QTxuDd~ z0BZA+u*rO7+Ln8JXrxxNPPqk9w8ai1?wm0?}y4mBzj{+-_0 z)n?-gE@)Rf`d?ZvukobYt6AM#E<=!X(%%FAZKqDb3!(jV{=s9dHYHzS9HC>w+WUU} zOrsZqaW!8$CrihEIpF{>Sqjo7MT%Bi}Sj^YTROv;jvH1TxOwD27 zw2YUve%)j=eORuZb#Hm6{;N;A)%_4dD}7Twu`*xGFR>&=Y>6LcN7>!t~A&qLDE91Lfx6AoEo76p%C!LiX4AqekfiO25m z?=3cDGg=FKPN8oUo7ZnHsY_!=W$^LCNO?4qu~IbqCF>J)D+V*)X}Zo(lOu_&u9=R z?Yh@VI5>9GlYTNQ&_G5{4-ycN7q*9Uj=)yA(2Tr{=mIoZGF8l67}RRKZa-E#froQU zovdHaHhpg?{Pr`pG{6+-QA8`uc$v`uQ>n||bMjYwD&CD0S3L+I$rkJVa=&NWT$*XC zy>&m)2txH)d~YW0*_K2x`ocF^R4pki27LH z0m(}t?Q46D`C0N&ea9Fs2(FPrat+VVoPKWD>Udf;B4H%QT@sJMO^^3kZV||Solm408loCa3 z;I*gr*YWk}pA|5;TG^B;uWLn?@Ov=|wxYNH%Mc##_P3t3A0y*bY6TZ2GC6u2Xg}et z!iI3~NQxH?aP!?N^u(?V_;IYf&N4&0T*wO&38D#)NM6F(f=I-w6SOzwYj@QU0^hZZEHXm` zkB=!|j?WcFlh|$owk=a?@V@p?iZ1#^= zdu{iDCk?4OOfQRPCNUoZ)+0AYu>w;mDJuOc{P0qmGCQ+zV&+3UiLudQTX$H!mSUpv z7}8UaXjJl*q^q3NP11SQ>?(;@4cRwtT@IJC&jrL4qWF$sD8FMc0)k`i*nSTWGgQ)L zE|{8b^FBszH+?KXu+gDNG$A?vA{t2L)L7qh+Eh^BOUNj8_6GYWpMQr(r#5xO&0w$Q zX#a2(9j##-tr6eiw!~`{Ik})w7mbf)=(<_Wk^A^=`2NMSk^4y|ns8fk;X@j47sVfU zogns)S|?Zw`@#wJ9zgU-cvvwydy%Eb+9)Tt){|>lK9BjP#cdTR5T962%?Cw)9&KO) zz!(-rB=}||E9$T)E27KV;N#x`Q60Bs*h16TisHfj*)k6==lx9?4Y96}FMnKvVhabG z3XxT|@n5UAD4@&(M%;;}4sE5>#s_KzvEkOMt)tIV7ut}9uPw-96a~oBV0@c6+CuET z&?D>@hFv34T;u`~5pmM##86p-F>!pJ=t37mP)cyw6`I{8#VL`!QBq}%wNxd8USda} zXG7kX)m-VsUs6P4+joWqTh6yWe8(%n{qR>fSj&ZHD@a_-?Sgf6G}}`RY+g}EWB{Ncac7i?awE$wnk^%{*8<1<)=cxXuiGbE1FjEMdjs?vLN9?XG(r@%H^>r`Oc zO<}dr=JnP`^T+cFbVW~o@u;bh^L^)g*KI*xuXAGtg5OK&_MJJ8x1!Fx`;2!$z3K(X zqQn3F^ya$TFXSV@!EJd!hf>kVjVCh3mc>O%qf&--6YHR+lj&_9H;eh*7s z&`3Qt(NV9Ln!>zqe~~)~jV@jj{W|rzuhZ!0V=*9m7DAiRw9UOJ9tZdWlOwV3rfZ0X zMRt@F31DU4N9xJDmQ3Yi0M-tGP5H$3t8=QN6NpXEaTo3?-3h({@%ibR8Be8!Z6=Y zi|t=ofnq}oCil5t5ADjR2y7#o0NVFW{|Cjk6dYpJ+CFpQNOTEjG)4x2VPEl7w;Dr0V! zitt^CukIanZgP*Z`&{|8Ah~I&a)ApEk|T_VKniUC<1ndWz`3s$d9jfb%E(XK#tFr# zv+}l8e*aOl(;J@H2_%_ZQFCI4uf!VCIvn7h-gKK6m*hBMg zuv&rHc-Byx(*6-3u9RLr`w8E1Z35nZz$ZKY^jDUD$lg;ki*gfgKgSRqJ!~)!e1f^B zw$@sJQUlgH&w^`c+<`DFbR$4Tmg%IVdU&wpj+jc1#n)|{JNDufch3!dzJvtj^ptfD zD?guFggX1meG4DvUOMqHk*Z2i8l{ne2_jJ3vk97(m;KE4+dT(Z+pgBdqw#>;>is=&3GO`Z_C%T5IUwTHs@S)7X}*kKM|ZCueeRaQojPW7xeMwRQC86@)QR z`+s5pEQE_=nfdmLdH`7Z1cHIm&D{K8(}PYJ|z{TP;RJT!sBF=X92z4d{5nW6?Xdke{(lxqkL_eT)fl;FdRs7 z$&mR7$k8I<1g#yCS80jEX&NcEb`$>nQ4>b6dc_|A8Uozxz;$YE)Sw0x5D@1?Zzs~o zWbtMF9UK>mxR%dQ(E`O5ykq%dv@k=kJN&C6Gd|S4sfibxh`f5Pv@mbDS-E$=_u20* z`^66Ciu!Oks+X+1sQ}txdhg8lm<&dHIH>)4GrbYeOIBI_eK#>R^{;6wt4oqtkKn$U zMka;Vo`S-29S`93*XEZWcqqKK-}+pX8VoPxq5;`5Ai#)&8`6?rX@Je+Yj5_OJB zH{0ZrbIfu~HRS^+Bv?_}3-^3vhs5*IM4bp~l5zOwB?w@=j_%N}w(54LL7)ZLwOn8f zw%O2n`_};3H7mS0r;Dl~mqL}TcF)MRtG?n>9*~W#ZTInNm*YmF#y_C+<~Ke~%%&fC zd(=V6q*3uF_N~P6p1~t&Je^_>AUYmxYiWCwS+>i!fr}xv}s~jh~?@Ybma~qm59?xM~Gff-t{xOlDwJw~@={KeyA%NhX+wCp^ z$CbTIeeLw%3q_9j_68;pwZmE@kA#WYT@zuxh@9c^$)_sBXl)k>HhP4-=U?fsSSQ9d zDQ_-NKVWM&6zg<;<~n`Q%?m)+!eprg^=J#!1E;2c9074OIY5b}ai=id;cS=}1q5h- zR}i-++j%kndPN_qMtz;@p!tbv8D0o{O95Y#J$0@J%cjvYS4t7`j}5k*TvgO`BsK$O z=OUVp%bH_SD^?`yx)wC$d^yyG&}t>gN+x_*rU19HSPpNfX0aC6kA+6BX~AM{C!A21 zDU;K7&rcP|=n38@1ud8<9Bdl?{yP0oq!nTVpTPJ}0?&^+9z~=gU*okMW;l;@hT&2F za@kSNx!pX)jV1J5I1g%hKrE7x9K2)qGcDHZdE?9p z5Dxdi(U$J-Pp;bnX2^}|>UM0^_PCwY)1wyhbX%U+rJ|4Jt|44ZypTijFaJ>&Ihueh zrh?G0*!>^wY}lyR5~@SMggLq0Z_4+kasc_{6Y+GhA4fCGbcF(v5r^An2THIN*$;#* zc?#6Ti!1XNnO|a;l&2PF=^;SJ3vBp7WgLe4+^|{Rba;L-nuAo(z>|jV@1K>jO`Hq# zF{xm+?t}9OC};}Swx8e`?|p*DkJJ$G!Ul=S6oi38o-)l~Qpf2>8&AhXM4CdIO@{j8 z)JF|q9Jdm(i}tGrM{QvsE@s`7(>9aCapi*(FSBP^Mb@4twEKGky;d8(Z_MXwpgnyI zoJ|*{e{%P=6LyIj!nt)^*y^5>3weLs>0vPpy+k7CFnNX?2m)$^ukLl(U;k-2YX9!I z)>AA}@$=_1VB^W5qR8L08!FPfCv2bg+I?#B%h3y7am-M{Tl6G=aNXsmVJt3#0G{$4 zcM%VuD`!o%vX^qVEcT$@O6j${a7iE;SSM+$T+^JQ8~vT-b*g^B%NBi?DSJ#ePNnTK zOtd)2`id_MaBwIvKssSOn8fl_NCg@GucGR9wDbbdbdYeGtvqQ5viu)BZRYD=Bpdkg z19A__X{OPB$jDV^`N`T}?nyBF(dBk8_;R@Ud8ocGp>S_>;L%-iug>t-E(bzlGGCGt zIYw5g`FdLmy$%Z6cou=ucmEZrxK7h@Yq;I|Y&+jyY`gagC89OuPIsTGsy-uDd7VlC z9^ap>S{Df{B;}%u*eNceC65?dU%a$gKXT#uGPU@RNVg^gF|dvrt)%%IAe{bX>s%Tw zZeft9;=hdn{5E3AJB9s=`1zVvjTsWCq_p%uK4416Ueel{$?xR5!H=dU67ww2ck1QZ zrneLUsbHrbHd69;mo?w}xjcbjV=~Xf1(cY|l-`o}ERk>q-Y$;uaEKo$pi0}?@;ShT zPqI~ay3JKrS2~~IACAx+JL%)y>nBD62nR3}T$r9VrbY}!?A+WxinWvLmGnzrR0AJ| zidYC2Dim%e)v%_fFQ;{}L7&RUfPn85#G9Rj$Y={+Fbjy9_iIP$n~$||a0hmMGRF?z zrvWAk(C|y_dE^al{LXY=3Ku+T{2JlmAOya=+XX|*4+4VskkO@wqy$NL5o+l2SD(eiyNTyv>Iq)(3*`!tV_{Cg8LYaCS5)tSq z4zj3k$TKb`G)O6^FE4ZR`;^sh-F^LGtS+T#B-h*22sw0)qzlOU8aGddg^Z=6lNyky z3Z%|$v;fh_@v>K`k>t-=B3iL^dBep!!EVa=u`gHrWy%2Td16Ml)Z)vZ)3?;m0P3-T zIGOmkYPS;K$L5m!)DyW6HW&MJZ0-shN>;tO7b5N#6J$P8r^zmGcoTSQ>r z5OH|+#3q!_>3`=WZu=%jp%p`xy%6;D{`6UG-nyoZ3z;(@x`=x~!PV}U6nAl=`K41J zBKJE0WW)!*vlVPSgzKDueIM6h?-Qk#CnU?Wv*uBJOlwd6`|N>;hajS5YkagSHK=biy+MwH_el#@1{`MZuQ$W#^2O2XwiLS|s98{~pct zUp}KE$Dv*rjh%BQn>dT?TBuc-(0B8sF>dn}{hbsT^pNwL zmB;4r%%vb*r3o$^B#;24pq@g{3TlM1of6jHvSfu>b>&=0N6KHGMN< zEB1{mPu4u(?vDv${?jRlwkT6D)Kf&qtdDr(%0MXY!c6t z60}8Ei;0L9sp`f>6S3pG%YKi2^{>GbrTs7|`$IgumDa3%ozp%Q8@XojDsBF#2`Fsi z(0Z8-@9uqdF{KQYE^vGj2?v<}EBi6-%*|>LC^D@_clWaV!OORz4L!==lYDiPDCA>= z;JN=}=t@)nhaY|F&NgOo%tjZw`b_YD&_b8Y_mQSWoc3-OKAGhQ?i}Ap#6mg7H@o9* zQ(p>r9ADL!jQi3)r&TE`e1OD#1+Zga@6ohwN2$3Y_TAsde*haK6PUUnOLyg8s^m9o zT3q>DZ}^wQ$y#Tw&M@f_nfbl84Y126?#q*Mv*Vum6cP6Y3NQLSpw*EtBVv5Dh=;;{ zn7@>S@x{%O-#D4sgr|PFpAS6%2RgHd8{p+oFt#bFut36>cuO)_wI>I_V0OcuxP1PW zY6-S>i`}JgfxTU&%PvZYh>}+2#9Txh?_#8c_0%6I} zoc3N?(o}IFLlbTe?;4i-$?cE?1Jo-;scrSofqsEPZh`Qs!T+( z8W*u`sPN))IIH|>DYLauszD%KIkvd?jhAy^T|3Utms$MKDx{*99SDM&F9wak0*L~774opiv=s9WWXyy`^38>ODuMSC8 z?qqp-dtd&kMH78os3ztWX_7=V7l={>0{LTX68CzX?$v#!9k5;55J5==@FC{$jFTuu z75dI}mBm%e0l&&fT#`Hn2AGE#kzp{x!Br>k(I$UU0bFu1KUqWtS%wl7sw z7|@yV_nNEn5%A0X6d@0b(VB7rEHwJi=D1pfGn3UbrIJe zbWi)d7WW=b&#D|+bfe*Yv-b%1cMe#5F(f+|=G`;wa_Jw;!zVi_L0@rre!KhSYf55< zj9zW$?IsSt>x&F2BtpAhz03>270;_@QP$`}ju95UvY}1-YQF~l!+^#agL>;3Es@`2x;PSau1!0dyelrve=R|*G7?SQX~WitofKfh zp~i2ym{0>UhWB)BP~v;bwlCS}<62-T(Siso68&6j(oz6Z^ZLg^06~3=6i2AYCxVY_mz`fJtPWtm=T@JzH zc^pCN3fPxDG(%B*nR!{%x6D~zpnv>>pLm9m)!GaTL6C7y?Ufl487=(R zIvE`QgR*tD0LdlyPtP=l_WT7U>d2-msU6Z**bJwKly=?Ei_KTSYNFSK()=y|1Z?TL zSzGx1g{td}d3g7U3Ut1hj5vxZ;EX5yN=nxBqKszplJ;~0r?j6$s!rbz?3IA@ksuEwxJFWF+Xoi#eL$v;~P${XHj#gyu9~@uIy8PRVcnA&n0 zrG1OyAM#e*tBg$?~NROi6r^mWTG9^g{`u z&M^AV%(lNwR_vtf7HIbBsOqUHi`HASt!^oL`>G4b_55|59;Zz$KvhT_;pi!}&F_Zo zv!y5ruQL8x9cmU#_!-U5KOgVnPq_Fram<@i0sK#jJN}Qn=oOlQflNtxfSw=Xb$0Dj zcvw*QsMqoLMc?p{JS)Jr`pp(>-=Ae;>A`DK-b3b-w{0Wq^`2k}e2)=RW@HeqHNC3+y~V zu~$oUsFM9zK(gvqRl^((sKvLr4_(eld2ya(fYXhR+mGpj3X5{Xz|Mso^!2nYj(FB+ zF64?7PQkdg^2*TCT2=Qq!*HQ4=Kv0%g5R=ub?W?Ui$qsXWu^K*=z8n0s@iUQcmo0|0@59Vlz^0UE1`gbba!`4 zrzqVa-6GxH-5|}TyStn3-p})%bDeX3*XKW5ujO8Q<-F${W6Uv2XU#PurXKS*t5$0V zA2E1lKXuulOdFo57Ik2lubE%mX;&D{hp=U=c1JS>-*q!Ge?v1p{8j8cT+)poy(q9X z*GvYQBmx!5;~tif1KAuhXFKGE+neIcrP#X^^6f7a71EvWoGOYm%&t--K!H++8lNrm zlvInZ?`<=2>t<@072m$2_z+Lu?#1nLvI{98?ps!Qt~N(z77+x>%3W4=bgmJ=xBwNz zVligDfE=TNZgqY+7Yf%z`8T;A=k4urp&d!hR&oWQ?2$NQri~euA@L#5M#qFf`jZ>< zDo5>&F*P`AH7*i-$c#Uf#Z=X(senuH4+vb6Z)uOOBrq&3C!2Jb{eilS;QsG?%!sV3 zy7wabV-oa_R!z^G{F6Az%29yeS=;X_u3nC(Pll^(H(EO!hPD-Z;4GXDeSn5}e$ON` z4?@~W|1Gx1PH=WYtQ{wxR=#tiy+PCohXpq`sTE>{}l59m!7 z1d4ZNMiOJZ15Xqcal-Mbl%5(Tj!bp_n3&Xq7-QuIf0g6S&%u=;Bq51a7RlgvmUVrN z_o7&XUOPJ9L^MA_qtQi}$BpZzR5NY%Vu5;Byg66jU}6Dfd+Te3)$EV^*{bCwvIj2! zmHh-Y@d)>jp}2SU?VaJ!M~4LQJc15+e{4-i%lISSV9WZAw@c%Bf2)qh5pAEV;|INb zTPxm?3?#s85z#jX?oy{D+5RuM z0oIa12j``ixTpv1gM$$mHkV9(-AblKTG~Hy!lpIz#`s40(Um3VW)wUeK`{hcH6a5^ zoilz5H=Z^ZFZr4)6{~-y#%KI6*YDg@k57E&Qmplfr>ZkKSd^SY$Ep8IPDHt-5J6O~ zL`>3r*}KHa$|i89y*HZgM7Lg%xL)Ar*>glvp;T98=p4_})}P6y@9G^|ysIg`o!8iU z2PpHj+G@%GsZ$v<%tGG6_LzkWnv)q<+9z=HlHSF^NZ}hk@a3o#sDIU(pDdwU9blU- zB^72MF-i>P?W@Ko(y10}p%W>p`4R{vGS?a8O!WZNPU^fs`Hk9?qS=3RdTp&?>h5zY zT1*uWKvP6~cYg?aeM0o%6i8PuuF3sAguj1P!$;b_xC-)??5%@tA*p!^&<0DUGjDndwl-_}u)?oDN!Dwd+;RGk8zZ7wh76?!{p}~8LYzh zina~UYjxV*q|XxcB`Hq`sR<3Doj#&Q01%dssUE1%F91u$NG)dp65m!-2++O!NhLyOhVEc$7N4jce>6{Yof`CtY)xLM#_ z_F=2;WD9{y3;BacdD8KMQq7eDE_+m^^#5(DdvNcnF7nMS>RjO(b zFbq*sS%gO)>+wudyAV3UO9i5>|EB%=2OGV}v^Lc2{ zsrXcpBn+<7r1XporLxA|d1O^Iwe0KC4DYHmR9+$lHUTkwD6TwDlu;$J)~$SLcbZhb zN@b)}0TgX-vVmWYGmH%XLi)VL=&I@EE)8*__qe34j%-i%`+%ec(iK zslpJ2C=HOfwXGkwtUH=1A%4Rt$BvGHkuk8c#Im@frPwm4X;JZxZ;KsX$%TpEz~D&J z=@rmX4J;O}n^!quP$_HdS>C~)zU9K2;%idb&&ntr_=MEVnQM3uY>8r+q3{JlvRaSOtfacH;q-h)J__kqRO-k#^G{N!l z??AON0;tyXu4QhjL`F@K?F*K@o4pytUnlLwtAIOKlamQ=Jq*D?z7h4Em8$H6mXxy; zl~&+3PNnYdyAPB}w(q!gLH@#tz&~BqMf>!AHBh|p*#o9{sskb+qyvSmE?Pk;5lse@ zO&`dGDY3XPQ?+z<=Zs53`d5V)x5r>|n~^#lgqekT2!xiD7ni>~xa!^5@7bq!K>0~s zU_UuQU`m|ACToG2{A@(iD^8SXnc5casU&7-lQqikxw7_zf3Bh7O=~aw0>zxoGUs=A z@*7s&yeE(Y$iDG7aKC7`%M~XP(QmW#^3_| z2I~V^LszvTja{j}pam6wfm)$IJVwhI5h$(->K!cK>EYj3bo*+qcBO+<dR|xxt!SB$9pXG7{3`M8oQP>ZuJ1xjqRUA0N@rRDTI$LjE;y&IRXQLswTj;r8 zimocI94NRWEJ}1Lvwj)X3$4#k8KfV=jtpWLfp)W?J!r@pqmvJ$yGNYHHHzN;F_ zF4O_f6AV|Q0U1G~P21MhQ=P*-?x&pZh#&1iE5tktdJ~;oBq@c_9a`fBVS-|j)Qt;h zsUeIj76L*!QDK!@Lz!Ht1a(kIyeOeJ(X)qfvAOjI@KmxaoraTXVbvZ44Ifux4OeY^ zV!LYmx{Iu&I)@5b38Wi9dK;hANFO=Dzs4^8IKOQPJc-5khOa!4XBL{1NGVQKw(r@OgX`BWILN^ zi;f@!53XC?a@V+3tWy=WioAEFfD9JR-_e}BC?1D|}X z{M$rXf*9+s+#>F%*@b9V(3Kkv@F;*hTnsj%%9`aL6WQMz5?UWV`idLvjt|V}A{2yb zXsrO)`8j`;<3sWmyG=%Jgo7BXrlO)%j>MU{Zf6p7I!FE}!?qF1!5f{xGB4oQo&E3t z{5;^=@W=M$Aag@<88I=EN>R)5v+-GV8&a08atFZD$_7NE@X#u~#lq?x&E1RZm7$Gn z*M2#)5+I67{hWvGpYl3fr-C0~~tKF4^DjE3FJ z6~?NWVT855X9{YSrRHgNa;@Z;Cw+Hz%;(W3SqQ(?fp@V*8@>-IL5EtA? z>RKvEU7a6ukp>eNs{N^B2jvds$NcF}<6dW*q{JaS`EU8j?zy2Wci@?rclK`S_UlwQ z`9T?Km@wM_^MTBza}>X^NI5CXumd0p#DlQRVZp8 zxxLs6FzM}~vMdcHRR8h0KB25`Jz?O*$b~-pX+973S$KO#4rFDG2M*He4lXm*Is0X>{RGT=dK&p;BDC-x z)F1$trm)*Nx|}4RFu@1qtz*XrxIn|+cW-!6?mW`Px^s&tHQ=&jh1PeVSp36x9DN>c z0Xyaz5$q}$d^x8cBG(xzCT6FeO)tq}Q3|A%d0Bvuut|7=78Y9DeD$)*_~Yz*u3Ti`+fa#n&^+Je>pjvr3mY}R7rH?}!E)<#TlYvzLwsa{=W; zJSacWNMsv4T73|YuH8li5kk&l` z^p&7JV*fv^MQoLno^A>EvAiI-7P*>CR;|D3X)9M_^XF&B*UIm>jtobECW7dG)5?8U z4Idm65;|#cPO1l?;4O4GvM3e!Z~@0GoO>?(7c(4Bu}KhPL)nbP*fho9yI_VS_k795 zl;$H#(4AY1bzdo?%<(|7wSB{UU)1dKkahn0^xFMjJ9@gl3qZ3{)xgzN6eYaJoZJ~e zoD3%=uc{hY?7nXX>x0E^)|8ijQanX;**ydT7I3`yG-_OJ&&k7)aLkIyY`DUg3>BL; zMXlanP)?*JVvP^!J98|bfp&E%o-Z*ewx?&B^eWCc_ba5>pZo{oe(?ZY2DO6$LArW6 zEGXXWaUEp~YUyQ|pb{VlH;Z=YNQLSFAc@SXT=yT@H==~o`#m&9fSPhX^xBXf+~RyG zT!_AHy$by__W8QEVt)|mdfvJiVm6fb!11v9IyY6jzQY%~01p$H*t8cFk zEnw^U(Lhz==RThqPjL6Jh#b{s@6nt!@ic|OTMMlrCT5RGv9bhZXO~eZkVqe_pj(KcZ9UZdCEd@j zf~5RUFDLHQ&g(ktd|bwd1SXNgbUzI?AOFp!^gCSr?h*23W$P1pZlB+m6=;f(PL@)t zvCMBCq%TM8D%bob?%xoANye@wClEp)c|c26oq;A0uCf*x<}}&zj+w`TVm_YAd80t{ z*cXS*NVGdK=8{1~&rBS2zWp*ie4)lc(w?VM@0dWU8}kor9XbTr;H9UL`DIaO{(6`L4<5a_U>=|o3?EAGZBq_R&;xp_V?6ZpFSkXUHL`BOhqJgBGavnX{t{rO@W_CaN&;S11 zAz{?a9kHWTjpB3^`51_lXu7%cmUsc()6LGP585Zt7-(NSQa?0wNR$1;LiI zIlniw6HMZI2UTWjeqa|XqI~6;#DPJtalavw=h==aGs%W&ZZatR(4NT4vOL~IyQ_kK z$=+V5Dk6Plrfzh388x5>5NTNwkBe&KcXQ?IDOTt%g&Kjq`7W%v}4XxX!3 z$G0_4uT~I(>^~>Ie6}~rqRJQ>Ar&8SYMUFJSN_H|Zu>Hd)z=*&7cS}keW1c7;{7Yw z3R2wyiwtzgyij9Bi>gZ0b@DIpy@66vp)XBjl5zzcPfj6yokS<6{uj@s&N>uwh>9w3 zG@|_75}rg#HaCy?!D&BFIzosx9W(ea9Fc7}ArhS^0$&gGxXPn1pgjp^@Uo3vdC1P!X2=F`uBY zYg~0eapnubB>Hm6_s8o^$9Gkv2oPfP{T3_D8Mtbqxi$w{B(JP~^DzSqMNY%tcNouq zmelI7T~zOjFRnDL3ue0SVOD<-M|~@ow3jYc$Wn<(IhYzF zLMY#yifueuN!-aEX0^dB@Do_RydQX{fg2GP(-mEppuw(Oqw{KKHk8xk0`Hc^Xn zvcSx7+OLB}gafL)^lz^ayna+6fxn`#*PE7Au=YI}G1VCHvY7kS$hfbUGugsjDx@@2 zw5>qUACl|o-pYA&lubD@ydt4SnK{>^@(V7jAe`PhY+|Y%X2M}-*Cn27Q2(53cGyZh z-TEmCC&Txw@ZxZC5T0=@l)pbipt0uVLeIrR`o7C#W(@P6uOJ3Y>R$4Zk%j|?EOAN)c#@+!*7*elgH446G&V59! z_M*#Ni)E^7B^%|G_-ujtAJ!ijxK*89?_JzERyBX#E6CY$h~^zISIA?heS4_lZy@+- zf#dUw2S{4>{;$7^jM@T{v8Iln%`8h6X8!AdN6fEBJ3(91Ll9n$MRbDYECB?#g?*gG zjx-l+oA<=v%oAz4Q&SBrt6zr{HoBIOg`%&0c$*Y8VJr7j+bDF%OUo(==I zv(wJ&ZOszXg`R$A4?{udXz!k4_QxPBt+4lUjS$g1_sXo9CPd~~0)<&aMKf+Jnd$c& z^%GLHAnK-++Ua^o zkyu(^M+j=4iotkR-U_$g3&OJdyV^8cYpMehPo_74^eX~~Oc$#Q$CqX3+9|B%3Umo1 zX6E}ZReh5*uyZdy2XA8veyMbqTuCUX`SOkO`iowgq(R(zS zm|s&g{CK+@i@R65(pOPoP}+V;uH-aFTIFIx9#JR}Z|umhwEuRF73n29!)-M7ay=!I zh~O7-ZT+nI&u^xg{yNtnCLsr7AgsHd2L_m#!~h}WZSe~_vay8M6!v6 zLKo}kib$bB@Tg+pyvrtmO1+As>tM9U0A#~kou1(c&=vZlSp~THJ!Z!LLJvYU*;LmV z?+m5)kN8XSWw<&DwJ>$x@lq#f5VP03fMtoL?6p>DZdUYF8X?S)1niV@YJ>V@FCeEv zZ*g&J_)-e0xdD4+T|3{`n#vGjp|S_|llX5q(wTer(zBGzu4_Q&7@3aM#Zty%^oNwC zZw4?M-kB{j?5YeHRdda|9O_VH`-kmqX@fttWpp*AsyCQ1b)3+ioKg97|42AP$ZWRH zpa_Y2lV7H1Y9XVWix_*dYFGO+Wkg#wb|@`w6qXWb>v%iY{^GCnnP;{5H@e81KQIXU zpuA<6DS3*8^yQ;#xM_9Eua2w)5-gMZ(R!m-3pEDt&ru@7hBqbA`7>MXi;x??bWw!! zwYI_At?lI!)6&?$bmeOb7xF_Dok*T7$5Lt_HcoW^XnSQ|FzX-J>_kAc%Rzx%WvD;D z@ni7QZUB|=dkr-b4o>r`wd?Wmy}Z`7=FeR*#p(f2tHFOhdp#2iuKCmN$VYG1wat(@ z_Dv;j+?vk+VllRTG7w`iAY=1#{_cm^1*LLL$Ssh26JKR-hQ`wjzvnD7BWt9K!ZnGnea}l^(zrQHU*+wgf_L0OWjjxh=B2Gy! z)~2;5{z1)m<+NtW2gHyF97-IrRMVFh`X~v5xuB=u%;Nq5Qm*n;UvJ8m=k=U{#<8(t>WX|`u7Cv{r_K>8u(tATt}l|#tpSd(ASKw_@H>N2&w;OlxzLEz9ccn`=BY0 zt<>SZptYwo_+1r8M6DF@bFCE+f?ah&Kgc&fbaQ@tgUiu@6c!+yHbUx>Up2J?R2<8Z z;*+agG}TM6Pw;POQCizhS{!Q_Tp9vcDY_Pjj9!NXNlyJ?!;Aty%v2+v5o^+~Z!OPV zgIO%)ir7!X)SXd|t8=}!uFP%`v%^uOAY9RanEcBWHAa*0A^g(IlIi)&%?|o8fbb!jNF>K*oM2nhNZWwg_zW!nt^<2n+Vm5r z&SK7Uq|0`Wiijg8xMu~G_9Ny zS(BI$B3I4L!zQk3tfr$o#iI$y9QvrngFru$c04&!o$>8*Awi+s5iPXfMaDX#akegI zcFV85&OosNMQn~=79W%I6)Lw=zDjL_P8IQ<*_wcOK4+rKo){(atI_^XtvbDHz3(rF zyT2Maf;(dBl)6ky|K@|7tL>QT^}~a%poi^_^!J0*-X&nIgqQET)z=#Hi`g2U#(NDv zzsv~AVBWKyH)B6U`}<4>@(aPf+6E2?&7DW%V7_kv_Woo41!%dvYHL=YLM5yr(a!6DqbLCg8?9@- ztd*|`L1FLVsTso4&#s81XzGrrr+}^W%aS#DXz8QH{^$MAHQOPH)}7w;%)1pTKs++Z zs1m~;g+f&1?8c@pG$*ZFheDK~%4=V&qrj*V0H=-i(Zp3TGSmpIoNFhzLIp!PpvvP} z{{65JZa{&1=TCa(f??)PDe`K|SHpqRwdAr@YQLb9D~X`PG)9C}1zWGRM9% z=Pqi~Wo0R%?{{f1L9ZM#b}GknL~jVVa52Mh&w-NZ*@K$Z;1$>#prJBt5LN3_S5&lXD9=c=4zGkjd-5>y34NqPl8N`?H0mMk4}c-J`ca3zGba* zNR${B%49S;D@y%(t&l#|1OKutQZiENcl6U%?Uw?n=!}evM=p)qo&qrfUJJRK={DDa zJv7)uSE$N$-)9>*GH{c!2)}=CdnNTSt3MG-D}kF_`E)bcDP?;TTP2Ek>j3SbtE{j; zvM3_oAqXXKWCoh&I=mhgXNFV=5?p4xeW`Y{WC1sxqMJ#DKyR+{AGII!)f5@Yql!m& z2=Jdva@mcT<*8MjIG)ay)3mKRKGQh7#D%j?7x>fY$G8|J8@Ii<=(u+EVyVoa-}-X? z8?bjrgZbwHEt?mM-d;S_=|2nb>rRU~()OP;$Upg3jef;6Z^ay(-vG00dJUo(LRo=0 zyje`qXyeJh1DB$7e-$W%B}|ty#H@(bXo=fMb`SnGhD92v#VtdnQ$IiN7{e)%bJ?<( z|2@O@*SMb`Vt3bP|Ch=&J45bu_4-7&*f3qB9TyM8Z6`N}*=&-5@9wA_h9t!@sQC0o z(X2*E3xHVxeh;W+LKZ|y^jxo56dy8_>Xbyoo>%;w#X%t9ekuXvk+3jnH^hInf3ui( z0rw=B{UgVzJBEokmZZ=3sv(Z~T}uM@pp8pIy?L>Uit4BQIgvM2H#I`)`wq$&CA<+N zJ{XyB>MIGms-aK$!`w8b&*l~YNWxew@WtUB={l!4vKP>lGZoeCyivF5#DRGIB=f*$ zYCOY?Wzq`ew%gEmcIW~+RcF|-HBLn!4R)*8ye&3VLdCUGF94Q@x~P$ZZdxL?w$vk&YWOtqyjgg*lw{vjR+3Cerzk1jixxzt5M@GDXGkkj4$rTe*^=wFAp9FBr`*O_kUrznBmnMh|C!4UU zMTRSSv{8hha3iL-HDMt(zj>Mo`)|U1lYf;xi{5cp=db%obM@=Km|u6*y?>wzQ8gve zpThq-RbVvVOclRF*q-)EuIO$3sJrnQO$_wU4^FF!Ae1qoSI`xy6zi0u9HS<#Qt24 zc!!6^t_wXrbc1@+_6)b=tKH^MXMsvL`ZThyFp{^k&>3D$k3;Sg1d7cQ`Pn~i=eqMP z<=KshmT_uM^<_;84B?;M2E}GZApW>sSAlL%tB_HXiKOO!@DF+ty7>uI*#8nlHjW;d zN<{Nk@FBp#S zwmv8`coaoB_$~wQnMWW>;MX;}Kwd3sWMNaaa*EAk5&tKD#BR1?aAT?6wRC4kUL)Dr zrn&C>o3Z@Smyu=ZZd^UYF(rxGI-f5VM==5=%u3VorA})-%F1)AJN`Sa!;aIVQ9Pz? z+_fzh*^g1u0~Io*X3QBl;efSB`^yi%aPXrn)`iiuK=<63uTMG@6#}OX`f2_ERNo{g z`3H+$mv(O?m9d3Ih$3PXoBtDrjOMM%11hs!^ABo9L|~D%ehApqYfF2EzhJ~wMLM0Q zx}2~BeLq6ZfsF<`jPHlDb0fi1mklY{HHv6O@-H^d;6e2OTjbwYY%aBCB9}U?>drgx zU5x1AZ<7%;7Q3Zh?ku+dm_hYI!QUqf8Sx&eu~`e5o+}|JKJ*}A@;J^gO#ev;B17?j z`Q{8a{#TTqv&k0_gU)$#BB6Ma5b>dvt54+U0$17<7-yh2%=+>EQg3g%^nI8C&GB7^ zebZYRV&?N8&8%l-#Oe=cM1m6}(ibOqOnMh;<$ft@jQ%*eck{~C7)nhby*TZ;1PBXw zOY$nD{xY-9zm_5PSNl2R+^Z(O7+7{-FuhnswmuJJxwSHjs$q}UQ;%B$;-9K9)dkLM zCjwqwAAoL}6_7V>X;z8?a+Caqeo(}QN8hmwF{ z1_&+DN655~%KXptL5Q6@>-zlE5#Nj;8owd{$#6_us=NHrgX8TM9sQg3$D{|rKRm*o z6u}WfY_SVY9Q>+_-ze2aPk4ggWyBg`FwIgphK?e}=@AJP|1XwG){t?^CjxZ*{8?-Y z+^EtE)EbUCHg_~`vJk(!-#=p1&JZE3rpXqfKGr0y?zTQceyvm!m?GD(lc=;TvKU|! zC6q9eSOV@`jfUlXTBkWi|IN(#Z(qY~DUH30tMA@e*3c=Yc0DrSCRKcIaf^DXYi?}z z674}>j8JHEjCfhT%8pItiH;vk=K(zJPAB>e4R+>Ut&@Vu3MSDKYQH+3D@E7^79Tp3 za5meNZwF9=(j+58+;5p8K+xl;drOdrAT=j8*UZ$a4gAWFZUGmDgmkQt>YCzZ;5V7* zNEAOEX=V3aj$bWSvelm?KQ5qPZCdQFh-!2KW1@~|7#FvHGz$Hjz|~Fp{wRLx7fER< zbPU3y zUqhFGO6H17uzK6^D*dC3Rp=Ro)^SWjxO_%!JuQ7WXUri5Gu}2l|Ao zp@-Ee)8?6k^xY^kF*t0X7$>5flYPaL5caX_1^HLJauuS+;B-}KzOUfQ)NNkAUw)~1 zw<5ain%785DV#-HDHRtlHBWv>-oUz#Gnnx_LNnMf;KHxMwt?J0`nPyZe2f{+q&_+r zz~sOZRf#c(55hu6|Dr2_fvCanNowJ?JBL$+;R6fHY4e)&(mR)hd{19LdwSMw!UOmClEnuuS)#^x}V{86%s|{XSgn zihF)G*_ZY>c^zx6=@WZ_yX=D+QJxBF7OunEQ`;)SUuDBR#sV24VA@FC77qGr(g)6e ze!4h2Q`CW%J=qUE*VNQXmVt+*-mUs6v7J=ES}?Tj5r{!EP=i($>g@}7Ik+m` z?UJa2bH(R;Snf<+ij`QBqS)tQ-X!(njD80(|fg^`%0<2}wLV$joT`iRV&I+h? zi1xDHGagAPE&C2AZMBC<-Pf z-wSue$-6I(LWwZdzIgMR>g}h0q4nm`Xv%;v#7C zXd_EI12+toAm;hu{)^2{R4Aw<|4ti6W|kpt*<&fk@g0-l`krT$FNMqtfP<-IVH5~J zo>uylir$?QtFA$ePL_I|axO@o@cPg#mKXeCC@ktL<~n{Oed$2{{ifG;5GW1diP%r`SS_qX7aX*Y~BB$aV4Kwtytf+s>_) zE#u!7->f-fEi?>OylR^*nm6<@vsWl8_0UIlHr|oArp*~nY5M7FF~Gl??ejBvZW<*7 zj5Wzm`dv3>;*}e8Y${|c0K%*pfAO63dWiA}H_%G>9jOKO8+=%f!ALS`ScO?wtPyrI z=@N|-1JcybDqjh3lWHL_3@6VdUxvScXWf;9)FL>s(Cyqm-)8aZmVrJi!jnTZDCjI9 z2%!Lw6X`=wo{dx%GPbE9Y>$KU+sSSm z8FT&;_U!^?o{byoKK+eDnw*CxkRzMb?mt$A-3K4)<%Y)T?uUK(gx4BxF0IFA5~Yww zz@ynFi=S>yYsnfgS=*$}eIX=L3%km(BZcKsW48u{R1^CRf|k6bPPG~bS^FEOKa%2N zYn!05>N3FwYJ*{Rl3AC6=%m%idbc5+Bt~=TH6-*I;B*DG?oVs9wT3wIdSmp^6@jE8 zMT4>r9?Y#MB-rkcGs(Tf44og^-P&tuLq++#2uvPpn+i$k1=MwJJRJ1_On~zC?C4D9 zo{;=P5dCC0wfL{m*0ml%{6z#xH)%nIsVgJQe+lNp^gsQWVAasYsQ(Emu;6p0P&0y- z-2Od?CS|hP98}{Rwx^B&g_QMcdy!)^aN-*wi8ObD=rO+ZUuBhjQi~sIw<~Lw+Ca!* z)>(Qon5tG!=2{Xt*ZlTa;Xfpr;UiDRJ3XXu+xL6I_aLQIL4N@2R?7WldF(|}PwIP!>R zxk-)4mEEd*;Drs!1Q=WoB)$fist(Hsz_P0!_v%M6JFn;Ci<#3lHqYa)ivM)5Hf*>QJ_J5#Yvc^f1+mSjo z?V&9f#V+-R-nj3s=9Qjbx#IKI=P0ox^}ms*Q*$AKq6~lAK(d6xiYF(VoSH?GV!x8i zzIjK6jfbt~BKS|bBKsyI9HHDyTph);RO`wHKr|~2y-V4q|Jp$)-B)+}eXKGb2tSc} z8^q9Znp_K}zC=8u_<1gO9AxzX4|@;zH|L^G8f^o>`$x^<|iFbktd`K{1q>w~`U?TzBu2{N00~%2Wuu*xJ@w|hq7N=Rx}}$(o`OLiy3w{Z)l`)UE#4N$ zr>m;Vm^%fERgIGtRW?+90inc_>|6c1iXf$3n)lt-eB4{oY7~G;B<~x9i>{p}J1~ml zJnmb+idG=oNmuAab%KU-hDe^8?SCiQ%0k1hT|cb0OHWDpj#z(vc1 z_WY-8nueBP6(4v^j1!i<`b)39ecx9fw>n``oKceYck~v1#hrW%#|sl0 zI}pA37EPFdJ)0GvFh2EpT?gF*s_)B;2V6d4l3n*u=RhUf*hx~rT8bl}T0oZbB<#?M zZ~KKtRqfK~KrARtb!s-CDrj&{d9lVg|AUmj9A?QW?N+(o=fFNr=?TRFKN z>JadPyMU{}fh7-Ttgfb;rT@}B1r@{(Q_s0*UL--Z(wQi|l>u1};1gfoh1zyU??tAj zYm}sgNBegq7Hyxc=CWMo8`w5 zy1hA=I$ptJ%E)b`yJ6@4gAUU9lMTkaLantWQ&=v+SP<^X;eFM&JDvL3@-fmML>^$& zD7T+VgZHI@-<5*R7H_XH(OCZ;Tnh-BGK+6;@08h_m5L!kKG6}t zGaG)mRr%hQzSRvD3dVg#r@PGVRUg46r;G7@+tq{eL&b(vVs$!&iT_QKb@5yA{5kiQ zQfe0N(=tzyg0?Vf_dR8ssHN~$)KJrqB~S0l6Klxu&eB}=#SzhRtr{oG4O65;xDjq_ z&}asj)Ewu7Kxd(6_Nlu>_mlsDGMLQbD()Zv(V1PJ#XtLngpUrHI}{nGDJaUvR-GzK zc;_3Fn{56VKyXFvNNIOvJy9<`%rus12C0#$HKK?MV_&Kn&&>D4#TxGI+xhW@@1S&i z5$1lTteW47bt{BP(7DkY4Vv@m3T1PL*kw()fw}^wkD%NAU130*5F(GFo|D8ZYOLYt zcr~p9xTLi7LG|MIl)8)JBWapVZ&_+&U8LvUR$G>6EGni}nObMampZc=APhrfXZ%x^ zK_3*Al4@O=+ZGfN555yFxB#EdjWi#?o79gMtVM3?5(6G)9I#JVvJYO!0M{hq8fwFQ z@TQd5c1x662?csQ45pejJ;=YSAfj5prtm-xz(9i<}Y{)=ZMxH$YLwaFF8bfLWanO+Jckm$Uf#=7jHC0uH z(`>)M_$4i7jbR(X{jh)2gZ2o1nz}}Ec77AKr}l$!aR!v{(Hy3#>i0S zuiFdt{sS#V`5$EN`{K&i%Y7A3>O~JIr0}_fkIlqnzdPb83I>*4sp5^yu9wRc} zN7&r9^d@^S%YX-eSbBnnZjKIv6PyD-n|&?mVNQ37ah5z+h@by-aSSbSo8|~mgsLEW;%Zy(!AF< zw2^bg0?Q&E$oK5{P7jT~ADB@`C2$RXu2_(fahx;Ic-9Dn$LPbRdhJipe#TLq4 zRDFOoscI*((AtZo?fWm{fTfs3P;>Cj0K~wY;IT&yNHra@$}9+6aan9`?PYq&z z)@RkPEeaB1wH@=GrfIs7-*#_4ww!A5g_Yl=QdPvFRuaKdhA1Ct`YOhlDrviPr`9dS zeByy-u(ZR##7|mQmR42z8X@A`A7cDzWA!qVi7ad2D8)lXoSnHBoHt1Zl6mpKm8$`4 zgaX;v!b0f91u)=g)n>+$%zm3Ig%i;W?cuf>Y|Ud*qH^bF@H_5W;QT&$+HK+4At?B0 zBzt5cigOGAOd#^gAm{`Nq^|%19Bq@Gf1%EyaQ3GqsZ^J8D%$5-MDbi>z;7wupEgPz zI52(F&K0)X7--E94SH964Gguc0bN7w?s0vxeznfz82~t>%s+oV9+!Tbvq9b%PE9?# z2BTA*8oSW%cq8KX)vj%#9ywIllwmyTU?)2*1MPT&lDHAF*rP*5`ZG+^wO}RlquNqS zN)SZ)q7V0hfTrQqCJa?Fs$@#X2y@%SNH0{Z)Lt+>aXbU{jPjkZ$k%@ux8afI=F>Nj zxn@s6G*Z4l&VvCoDgJG3Ymnu3bis}io%W;SZnD*Axi4Sc3S^PMD0T192RK%Wn0>X8 zw7h~pFRH`pHBJYX^>|6!S3-jPCK*Qis91W!eHAJ%IK>W<&Hjs^+hC_?ZBS6RF1_;g zj|3EFIpb0jm?dMSWv9lkR%PxzyDtW4svX#@r#z_eXzb2K;Z~I?cw7yOlAmcsFcm%L zHAiV*%yyd^Ae|^Ufhv!Q!YT4w;|}1tor{9E^|=x{yjW1v!SSq^lY{lE^X+Ef z)F+bF5@De|S*Z4tN-|b^ce3zmC5Y)LuK5m;&1k42J5DpOjMXd;ZJR3sS|?E`txLe) z9)qvkIdqFd;_cYw#dg$Jp>z~vb^m_rW|~}~_utuNbfZ)ZZ_ZY9XKD74zhUxSVHh-CTz*Z)!LNraH?dT5MIyij$2$WHpiNHN09=d8hC{PK*?!Cxz)`;3vN4zpJ@2!_y1@ z7QT;=Cm)#R?_UtBq|g%I^@f7QMWIwo&B5N@G3^8@F($kOhGS-`)P@eB@tq&$l+e^5 zBQzo$XBOWBt7w^RJf}1+ZLU>)g+zSHhehs3bOjpuPWLa{=lI)ff5zd(zkkHBPUA|u zIt|Y!cvne5TfX>#LITy(lMN#E%+sr*w;2LQYxp<#0bag76_?(nEqkaA@gE`kVFX@}H)=tcfP??21NUJ1@(4 z8dye&9b2MfL`jH7A}adnTQGqvFc7}skPv}_A;_!}xoK!>^CVM_ z1xqzJnQTe|TB^qIDCdj^u6$-G;y#_V1L z_PMpSS7Ph{rK!fiboZpa1;7MMg&T?jw4O!lv@op)467LJ^Dh8xezvhVSYo5SJ+Ydr zBVzIbY5^eU_@p)FnhcP=NQzcb-SG7B-(5R}T|v!`HWF|bjfe9=Bc3E7okV!60n#Zg zAWpK}6ldBTx?ZZ*^zB8=K84dgL^n_Zil+w@UhLD=lTBbDkC4tBHY{feszL7lp6?On z%yrpQ;|tg%N_diM4jkX!tzz5G_ zkL$d@t4J{~+UUnLM;P;7#+$FupTJ>$cY#kprRC+}h2^D#W{L;O0lQ-Aad>+3NwQ~= zyM$=D$exBplx6fF`7Gb_sL@=wNvw7JeWbTmuue(F=VK)3J}GlF4JaF#uYNuHQI8Kd zo|&G*4=`;r8VPTf6ImgK6Gh6+rCh@4FYk}kN4cJYe*Hf*sok{b6GheLoo1eiGSwDk zWYuR+VSp)WLVYT^16za90OhQ)x^u5tP3C=ZKB-pa5Pwu@sF~A16|bzYM}Hz5`I=!i zjj-Sc)rFfi52*ex8PqMiK@1}TxU&z%Swu&|G7&K zxYZD{M(=IP-tUN3%+dD{x=kC*kI$z+&5_!gWQgS11!Jk4^N4Po0>)q&h_Bif$EkGE zp1gMsf+Jt|1A8oXd>C4{ZTDZVO0JEmOyF-ei=LKUF-bZ~T^sB7iV2zsike{hl zZK^>r1#PTLV(nga)B&RL^2Qe#6=3>6G-9br|J1kUP*7+|RZ}PiC#zzopxIcF+oHfx9g;LDpz!h3&m#@mm^-GI#``42I(xewc3FZZW~^hEx&pRr~FW zpR?foFu{@1(ICLZRZHZt1-Sdt>Q9Akmu*Thip_?-*-M_ zO)}*cF=`Dps;FS3NKUMah=_qf%9!Crxi2X;2Z28MsGiO9r>{8L8>Cl?1&pcx^FM-# z&L72ja^CwVaV7%cbk_w@(0_9HC?7%k$u2u95s{%bNchJOAcqD>Do(lXe`!qgZ@5K< z6aTkrBO|lCeYEm;4&?oIuw8%n{rmk^GN;_k1}GTDi0Og52nw=|Y`dbVP6CI4F5nkpB z-GLm&9^h%y+4U|gn4_Ygcm)pRi9sfh;(|{~r6aDobtj^C>1+d_SpM0pGY3yy#?4_& zO+k^*g77gKVLB}ytlb@ua9Z&aVKxj56+g8W5%32ML|K1-{~jHH7-C>xaK8YD1^)a5 z9kpQV8Z-DAu$lM=968t;(GFCtV5==YxWWH?`4c%^`0HnomoJdY8!*8ZOsdC)SkEwC z41^YJVjlaa5N43aG8BIY`v~T--+JjLpj8zYf%CSvciAeiZJGIEfA(i&Bxa3zkvS7h zCh!I)cfDx&rwui<`?B5RDrFjd5zDoA<7twE*U3CTBr1z-Q4u8tAd9oV)X#D4B!R+b(oN6Q;NEux##@vIrp6BoZs(h7xgPrMcZP9U83+Y+Nk6l zSukE!UcPy{5t<|r;Uy%E#&}*9^b{SP8DU|4ViTly@%_7n#t#Wpqz8I-X&19mzUSj%}lda zBU&7zibyigq_HqIr}pLE zWMyi)L*j6Ox&$cGcoS38t1=2&T9I8+ee84NUqgb)Sv5ylN*x~sh7`$%{D5l%gx|fq zy)~ByoK)=$$c#byeEOZ8VK1~IK!EOSr?Shh!8#GpIEKaLA>}TYCQUbdY8#IBQCcD2 z!-?nWF5`&AIgcsgy?-_3)mkj>`MW94EYox|;%x(f?MzON4C>Rm(qPZcE_d93 z1R0So8GQR7LJdH+HRhX(6DO-=^#pD{3TCH_7htj#h$>WvAlC~O5=kUdOpD^FPi=6b z?XN$x++LxuYVD>CO2$;?0;AJ@!EQ)=)owUi3mNv}F(CIISJ`N#;y6Yz-nQ+4^^+I# zh752;t)YnH zY!}9^_Tw`~)kBixLR5EgV%4aNy|iEOMBt%ymXg8VfV3;$xqI|t#YmRprpsOo!;~LZ zuegJaE=4X5z~MLH=*FPBSKeK_ZWeY^@sc{w@3(zL7e)QcypWgvZq0OwJir8 z%i7dn8__v47sdcfdDxq|s17u*5`% z5iJ+IS*63$uqqZumb`lynJ<)xdG0W%pPx84X~>XD#61AwZmw$`>zZSLp8WD9H+9X% zE%3FXp+<29(2fn~rrvuO+QbvCd6&{klV{OYP_{`FcDq#S+QhjsMJ)4*o}M1MNt7E6 z)UjWxi`c|T;xWFh3a{l3tNPNT%e;JjO#s48nrkl_QkZzeUA~73XddH_` zulx;>(HkgrR3f`&D3LzLxjlf1d8Y?mux*x znmwhWh|q|(j{D;CRiosiUc!)E#H$-WdIklRp=7>ed2#NWg9rO$NbSMDxaVw$SSbLA zd*4~{vZsf~6;woz!2}qmWBR6`_#N+}y6MmRs`s26OOKs;$aV`24fTwPsSz@G6mzp0 z$2UZDjzQ>-VOcEShka%e2=VMc$M%1PyZ_bA5{I{3QG-P;>@=1;*( BWp)4n literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/train.png b/assignment-1/submission/16300110008/img/img/train.png new file mode 100644 index 0000000000000000000000000000000000000000..f083fb235fba9f5e34175a9708fe5ac6979b423d GIT binary patch literal 46509 zcmeFYWl&sE*EQI#m= z0k5!@?&)Q;m%o5lD*=u_yd*a8az;dv_|NA8U*M_!y#>jXgpK?6MVc`x7`c~k!GkU1 zKy?4E4da#r;rzR{kC+aG^6%OW^#6aj|8K2b%8`+TiVQY9neZocYisK@f$Fx@H~%aF zE}tpCtPJJ$_LehkgPTAGmJ>aOTsXw{@y_k~^*;+i4xp8dSqs8d-aY!@ibem4;pPqQQ>FhH-r)Z; zhDU1!xPTn>2{f<9e=}Kv5{c79#N_qo>vCYqf&Z)=jPg?(WV;PBW|lQRe-==t5Rk{+ z>Szd-tJ1BE$ZyEC65sjW+of3)3J zSOmjM_96dskDm1jo$h#XaR}5yb0G#8M&>_v!yIIxZ6lY&h7d};cpDAbodC`M_CI1& zYO7ConH?0S3D#N|xCK$bi-ST0zK$f!p!u7CcRfVhP;Oyx;K3UI)(AN@kK2FP7|zb) zX?*dlXy*q~9B|Q>s9eBFX}Twfq1IDYILMONqOkwGHNM9j5ixsexdL$YiC}f;KcD`8 z2M_A~fhl02AdUDG`57D zT3jM9OyfUSXork}*!?hS|J;f@4yR@_QUV|84C0_btKV{Xh7gyx#+^1iTcQK(A11Hi&7r+DV?spwuHxXc%YSzemEU;-^u!XGH;o)K38YfvX!9F>M`>lTbT^Sl~((EB<+fymX_xJw{FmB zuP8O&akW#o(_4_e<3b$-?ew|lG#|pYoBxJjHW>3kD0^xzXxTy5%#7BKPoF1M85`m# zxhAZXRy7YAgc+SNpHRd$L|*RN>_bl9@n}CE6Si`27-(_ce3_uDt7~p)=}_CKbxBsp z)8jqqzg-An(ub)`LlTH(?s6DT-M;=6#urGHuUJFizv^>MJ`hbBIy3sqd zf=M1>*!GElXI>wZrHB9SMw z{N8{ux<`*p^YdbXL;@smIjvD=`8FN1%8A>%^xI!zz@n+;>!3mV`XJ~eJjewy(LEdekzC$4P9ngVL!+b8 zUS7f^BqR?_HIsVHx$cksl~bco{^s3!~Vn8GcLU3u8RnK zWLe`iXgEZ^Y%@Cq3WwAM>h#jN<3M>A7$)dxkFgerfOe9x`hfU&e=Vz_ft$i%9HW%M zXL`8MSi5+5GnMlc^!?)w4L3I~Uj|0=k_#HJ&axO(@RE>hv6zXggK*w}x6$m=OH$Ze zvNibrT3T8y+v&EdMn;%z%Q4(z0&up!tNU+vaPAg&9Wnp-5bq%5K$8KM z7?2swMDIv46#9{-wJ?n4ME$2;<7|8);ltQ{oR0?dV-daQ!z zp8O~Fk=t;VWe8P14(HXh+R4L9mQLAfyucxsq!i*4Y{dK_bXL1!yz0< z<_lzp%?*5Z)l(r&)qXLReNLniHfx~PR#X*ltbCijh{oHj>< z+9G}3cZ>gmB(N9J9#gcIEnY#RgZ1sN#-YF_JA{+5#$D%ZPvGl4?IpAJ|MOS{C7+W} zMW|3E-U?0pf;Nqp+6qgntHk=JkJPb@pag>cJ-luqz)#Y?ATGp? z=5x}**+WkApFs;a2vZZs>&{C*2}^h$xrd)l{#6o!u&+)M3>7OE2e9EMt6qX}*jy2# zThddl(1nlB!L$Du^6uhq37mjVHR)(%D;2&mz<3n$kY6Sfy`<)OSM)6VNl)0-TJsV}R zO@`~LHUtsTdym6$W%IlZM)Te%7=wMVC(pQ!9&~QsxOSaD1 zIbfl{*Z*NHca4YSNdq&3(}erCP+hIME`c7Oi+duuEV|X3q`p<39vU_MQHWRE z$6*L-38Vom9((=u-}h^0zrWbRCbR0cvcT%Rcu2a*0g2`J3-9@e>UT(hbHTjWF%?Zf z3PL1QVf?w4nWM*BdM@%tk8aoG_{2txO@4Jda2@icq-w(y@yFSS-caO_+{eFM!AYeH($tP z{NoE$M}@`lw|WUHQ8K5w9vdvc5BL7+S{YCy)4Wne6+mYSQpD~6@y7H2RbQ*H#5Uj` zlplZG$64D^d6YJKiwOOEBYPl4FGy}>Ke71s+t=@p!uE9xC(v)E>b;@w$#Y@3b$&s> z`M;&E9sjvmO8BS2N*l|+Tq;{i1=bt)*I#J8*)HS3exQsSIM9w7Giq6|+LR5*>J@*J zPXpDeRA3nD3#+2x3vaT_vaqzn`cgFDxQkxabX<@Tz*q8gH9E6i!(uSh97mOp_#g0T z?WsSS(7DU{E{ZTq(gn~?GzzmtzDCF0gK+pQeK~Bk;D1Pf5NWxbe!E@*`%c)*jJ&{X z+YZ5QvFJ~5Q?}fMRt`*HnAwXxf(@f)o%Uq5Ax*9PqUde|1DrC0BN#-KB6W1wwtN%E zl_#_Kn1+|cRAB-kHh|55Kw%JtN`z$w->O zr=2VTk&g^lD(rzDms=;WNNoOVL?foGI&f$rde$Gm`lF9W%g~43yh!fv)P2SA+lOQS zGae8WHpq5b-2^-r51n*0Z$yu)EBhuF9k7((Lo|B-D5;gB(2Th+XOO(H1f_PMIxXLn zob;5?aa*!+Z4Vbc!!SIuc_(fItEvB4VRIF4ZvYti0hno~)XT_3@jGhYt+;Zxkd8g7 zT_)d$wM)WaD`TV@o3pEe+$l(_yrwpE2;oxO@zTtQKRmD{V3P{LwfMxEcRsYG`kx=6 zR8Q68%Sk!U^*@b=ZYF*ta(>ou0Lf2>2p53x=! z`orma=5HnZT>>e#hplJa64=hjK#~+@wlrgB(N($V5e~ulJwg0SL{Aiqhv|})pH6&% z5DRngWMLPS4&K^LXMLEqz#)Ctc20CMrue)wP2%{zW44+_3=SS#0{B}P5%nv>79ric zZ)uO;9CrE_O)D5O1%6m6;}uR9EkuiQz9Nu!WejkFwt59H$AXTHN*;tjna!Xfp?47k zzC6P%x=97LGD5}C%3SfJLhOE{&$_JQjQYOUvkTJaFSA8|nJrA_!E7F|&RwpR^!$V| zUIb9S4{xW(Y{^AYQVU41ySU4<2FHGx>`;|J~hME+=hW^X*;7J zKc`KqGz@%F&xYTY$<5f#=ElCEO)sHY67yTi^@-kT$r(wcu{rZ9y8j3}vjB#01gA?N z=Vye!C1j_~oJSuNMH9h-jW`sICBJ4xX2U77;7v%Nerzrpd-l*?jQ@rYKmfF2D&YEw z?(y?H=jJDR@k)zDrNv(gNCGaR zXFaA0Z6;Y%ex6<(Clx4{^LkO7{(PkiPoXOWva)^cM2$GhYI%6N@noyaI# zf;ib6a1+(u1}YH7C;M+A>YE<#)2_IF1(VwF#Byguzv}=3ZxgLd zJ3?bn6ckQBIp2lasa;*%h2irz-zS0EO9Xjn<22lAm*ZapA2Mk7I8D7n%5^wZm=OkG z8oN?SeZ&CSYH<-YHF*9qkx+nJ z6uMy2r{>kZnML_I%G!BF--sktvj`_tV)Q^p4TB8dl>T0M2-li0Civ_DFhtV7%S(e1pEpu*j1D(}|*Mz7f| zc2F|27L&Q(+my}Ij@Gcl)P3Oo0cUYoT8 zLg*HofCJw|&BVDFOgfElLNqU6zDz*$fFw;Q{wR-g+l-bY;gPFH(^1kyjgD5_;S`yn zMc1^&Imi^y>w)p}LT*||_{(bvb8c!l6Ry6XgP|7G)&#EJhc6Ubc+(ZPA*~KMK1VJx zjy^kFG~r8GIb)qT=4}#ejkl?!M$R965fEsiGLP(5zV$oR%kH;0r|-SX>mbL+5+PED zaBY=QQ1@si-W+4a59~V6rOEL1zJB_kTfew&)YYwVUJ~8LJH4CCXy`c`4ZWrea*uLa z1KFmu5;xM&)Vg4Dey({UTXt&w1`yK8mu*4Du}S5K6!=)JA9{vF5u{2fW&f^4LsW_? zfg;pqmTxcB@Mi;o!t3#dtR5QSsiI2qk@)SXVXcuuUMC>Lp~Do5ml<{uD(mn8Vh;%k zf-E*z%D#}4MQ=k(5=ky8F_X?wb5 zb}+N3sC!fv7C{B+Y$tWGpT_F|jpDb6BT9dM(IrCldadF!VKSQ~g#4IVY%XLEenj(@ z|L$|sn*bPk#cm@Q+8;@{`FOoL2nYai2?>Fxn}cS1zlvUx=Z?jOrlyS;;UlQNV@GgP z6CWNS;U3{#vkonV4bJklv~PJRYJ?Iqad+1Dx4L&%T9>(I z^0XB+vZCWS(BM0*<|0gYSE>nLkv_N}N!yMs@~b|YSxrVrO!5NU&U3pUt8|ZWox?Ftbb+q;?T-azsOH^Sy=Q$ z*X7fg{4zF^RFNS=Ktcj7DweWyxbpg8*GzjIaBp(IjYt*s6zc%?>*Ue${|+!v72H7% zV_3#VJH0TK>R!+FoRW-7@(o=m0?b)}W_(&}m%Wo1mU`@h_oUPs@p?Cc<`oj!Hm zw=M>rWty@Lj;mtm#IND?o9wy)g~lybzPIoVA%^}L;#|L`tE^X$%of2lv27D8lSHc?eWq1?+^YrM#kNRm~$@q=3a>j z2q#q%UiD8+%SvyBoYuJ)dRP)Bg?Jq$1ebK_;S2g50>@ zvBcIsE4}^gFgE0GKY(7Sl#bU#WFD*RDe?#QcH50gVfoA0na1u07Pi_gZ)n3FvM55O zw1PbzCJDVB$%RsulEsgGX@bC2KkRgDI!DRCU2vZ?ZWtAE%j4A|muU|?Iw>DINL5WO z01#jbOG@tT51a&4^IYEOx4U!w{nU2-{CIa6dG*VSyp`7w^oo!zWGHl@aW7UIt{dQR zp#UQc%VhjB0_NnNZD*$DmxAY02YBegu3GKZw#{r?+UwVxR#O91rzNh3-aexH#yPoB_dQb~J;TaO%H{3h%g$aja~B zOfdxm&L|7B{hD#FYdFN3KLP%IpFW^AIMA}guZ{ArMu~b|tyMLzpdJXI5wJ>_nH5|= z%f^s}PoQoh(aut>|I&It_1%FSQ;`{wGD0*GNny3q3BZxZ#7HOiZAG%SbLAQd+l5*f zfY8X1BBD~qzzJY_pi#nG@_F@dp0XJioW)DGM$;ZeMAQa3wG{vIgpKBgiLs3o#gaPc z#8`%_ZO)@@-)gYWbx)M-sf&;}BcKbTkgQRG8P66aWznhb+sW~Z!BrOMzV~);U|(2V zoSc|gBSfhDkEFFxmynPUmz0EeNPlgkODhvkq(dN2Da89#rXx+!KNn~FY#P*haNuM& zW-!y>-mNjLdNTcOO|!|;fXu(v<`mc!nT4$%pj=&!QcYQ8P(HNRyqQ~tT1`qNcb-87 z_AVAp`GciJV9nHV)XQ8`^Xb}Y(wgZ1S;K`M3{VYo`2L5$`=lFbuE81?5tD59`mR*1 zATBP>AA^){?Q_>XIcP1E(ighk8_MOd)N-WjVgM!Kis);3tqq=U{}5@+MrJz&A1NBi zObhq@dO6bUvwOOLcXP7++wJi;e-eroaJdQC268dzvB;6hSTEb~@@RrM%2x!gDR17XdKOo_fQBnehc;-%`+W38 zf)%^lr7bKf@;JEr`$5reYQ7dVOdy4TtTYs-gY|rT2O0)Ey zQlb|ETqQ93qmE|oQBmrb?B4{wINNv>ff--s@)#yS5|CaPmT#dHI*!v!_e8qQpv-e3 z^*=l1zXEXmFb0QY$d)q$OzN0BC}X&@CapnxWu<9C^~GixKQEiZLz<~>QE(uAdyRaY znQuELSZdk>ZEHFRBuc;+0FLij!dIohVg@Y?z3I*1L%^ebAD^zf-pHheo6+f%dB^wa z;C-Xz55EWJxe^tPXjYOs53Ud9P_a!Z0A0`l-*vKI4d~^ze0{j6_4U^w)7Ocx>1mhg zq@sL_*r#Ke=WyQIEBnw2A@GqlH|r1etr+Qc!C1NimlE=$6lF=1y4H1pDHQ##Sts_Q zYv+qVVn$GffW<#Et60G09%LyIw@Hj4*yRTYJJ?C{%HQG^=_{k5{)m*j}a4QSO z6w@+4(Xa=HnwirkhT$Rv(NTD@hFkm3!!{6EiIDJ{pbk=9hxYeb)ip6I3c z94avV?voNMC+jX89z{GSlZ9YN!W?>XC8;9>pfW3XjTS*_{af$0Ja|%5dKw$?Kyj}v z&|e*WM>;BhWk#dLVl$sSs7m#GI@qmsD04ei^Tq_V=Z7t_@+N^|DI>Uapk@bd{!73D z9JIK9B8w=W00y3?Pn#;6q;s(=(t%`_ib*U-#xvy)otOG< zznkv7c@G(5%R%zD2;#a=nIGyrm8k)_zL1~$xuRoI5rVU?rEK;~5#C4#F| zAs)W#T<`cDfp=VNn29~P&v?g{fF)LPs)DCK^F7I&1bp3KPn!Q~2P}FU(aqDFwdI3c z(@G}ZnWaW!L(b$XkoF2@3z1^AW%aZpG78dcgKNWY$&0tUPvneZ{*dF|(r#``K3d+u z<>i$!`ZyanrB7`epLoYb4tVuH0TU}|ULl}+0=a&_*;H4b_`I?_^!>g%EK*!U29adN zH>2uE{SIk519CB%nI)Ux?D{dJgtP_sb0mr^za`XzF3sam6jKeflEsX|Z=2F|1LvP2 z1c*;xatPh!olXy-r3Z6krN3<3{KHowtGnw5`RMJ>%)6#59FV@{NxNnb za`|N!V`T%#BJ0?JkvT)MB1juH_bYI}DE2KyFj%IvCNu^eW{p_>^LlWp-=)^F{Y*Qo zG)(CdbL6oEnAt5?+t=)ko@9juuvR6p;%P`xEeZCERUEK8E6ma`2u3(T`o^5vD#(!4 z!Pp0Q6q<5?ntGB|B94z16|E^+blph+8EWB>p~+#!vDs{^z_`aN083#D1AsyWKtf_(1c~WjT8Vf>D4$yB_5qY56LZJvjGz#hHvXjZgQ! z8D!rL8{;;TvGB>|PQc1b<&G!{gDHZp81`^9?~v5qR~N(k(R=rv^zsxf*y;ua2Yww; zrzST|c-=7-hwoyvNE`AXjb6IhO_S{(6#CL-!c27gC_w@g?#Kp{=KY#Q^a`u*5mjTT zWM29F?bilHWulm8vEKga`0Qf^%Snwd*Ho9r9{RKSneeW2({WGeAUThlu7XgSQsRqm zAiU&_q#@K)!Vt3jh5E~mgl6SCDIu)Efci!1*Tr14F=J7tA7v0-w#Q``10GB7cb*Rx z8m0ZAF%I!N>kHbb*DEz9@?aBkLu7QK(8nD@TZr9ETUZ7QuCu#Y(~;1fN~M|-Wr2IV z=9ldQXT}rttmOqSbOU=(S2l;+je{QE9T(nup#@k+X*aai0#1Vv&f3F}KmH3t05&+} zXmuJv@q*KQwX0#{y(4W%9h~bd(tdZ^=t_gr1W;NI%&fN5yBJF6RnQCl!gt z<2Ei(AQF&7Q6HX?hYtsd7@19^lgL&46Lb|fCQa0;Ex-K8n zGsn0@7ZE{D9j>9pH*jl>9_xw{|L& z455%_lfIF(nd|XJA0+khSAQ?=rVN9geQh8vDV%xIxw|;)4t9vSVh9kK=4{8`E+&gz zU$UDnZ4nrzSqfus$1duAz4c0PZa8N;8FPc?jjr?h?K+=u+x(&mqku<|$k*qj+1K@X z-a53?CC!wM|H=7k)gdU1)Ui z-+fLeBaT7>6QT2lVnbNpz{c$o==KvE>kqrO_rWlFKC_*P0MsSl`Ohn$#5d%3h5`sY zU59L#NT}I*Aq_tgI~MsI*@7ols+XPZuy>FsAzK1!~wC5>fIz+9i ziGa$e-=&S-T8s0@I7{VcAPPWQckZ4Rn9whu>J|=Bh6d)-rj=jeLHWY~L43%Hu9V3m zzTnCu`8m8K{2N|>NHaCRE&MG=h|Gu*x?OdLE9^g(^sT&R?ZJc7()=z>iQj&XD%$gW zel{~696yv3<@Dg*7lU7cJQ&-X6zBg}-$8Q2AI8^Wg}FC$bFTdsTVD^Ig4dmZ!#2yP zbeH#YEngvguSbZHg zW3E~iUfeQ$RgG;3)F$7wvOgP~=@o;PVjp?xC6Ht5k(%P`&lIEQqc9UKU%~Rxk4m%e z=W<$OnPV&Uy#{~)nFsLF3ad3MjV0L-6=k^C9_*@B{?eeGGCUwYm%$QuEnR$UM6XIpZK8`1RT_lkg z?pxgP9?ID?HS>iSLYx#Bn9Zg?;lrQZ9`Fz4`g&q)Po#QYBh$b_a(B9?>FJ(;_NF{! z6QT+Ju-zWAqD=v2H+`Mo^asGMm&$-ly%}oN%ZV~~Q3wWhn)paNrNX+$&g!b}RUl{b4({q_wk&@5`O z?kXQiaIw#jBpjmCpPMg#G?wB|sy}C#y=Nf!WbkD;;VGPPuvK;LH~DpaCjW`&N+f;ij9v9LK6lB7H5<@Vyv!o7kiE42)6JMcIH|-zAaGKXDf-wz&L|NE0 zn!rP&ssd&zuw>lMauL%R7AE}RB?@@i~iBQaZbyL z8>?sB3_uHgzhB$#U_dMhk2}07A1)B$rXI#o92HgjxEnS{?KOAGetMHw5)DtPG#pl| zyWAQt2RKotNEJ>KZbo++{WxLXa!|Tx6NM>qRxdA;m}8(n5{^;g6Z!5OJeUl0zJTED zc++m7B52W3H>L6bBOz_Z0{n?L;=kF^+!_O{bCPsJ;UAnc@9lmYX^(^D7E#-e}ob;ksOGTR))eU3Dwmg zw)ooF1N<6$olKphad3e!bn@=)J^Mq8;weke!%|P|FqAuk5eIUShsOyHDo@QG%&1|B zV+;oBD`}7{yI1yaRYE5wu>Z_}se57Gdm&8~r#x4|xa7A}U;$_k4O+vi?*G~AT&%&5 zQ^rTzl4xSwtGjutbkBvzE)uu3I-$mKWhyK|Mk}iy+V8sD} z3^obCY9CY&+TC=t-;UqA?@8l&s1Hr*J5DVr6BL7nesgS3?k8QYjwLZk;K3t1|(LKE8$9uV-Y`|OH~o+|Q#h=D zxtk<915MbGRP(tu-g`P_L#ZK#|w z`NlTb>_K2kSEi7FJjK1(t@eU;{%PhyEwj1Y4Kk}dk~ z(r1Ip4G#F{@6Qk5AO@g)ful03InQ;Mq(6-4FygY0l=)TSyC^CO@t6?)RY>norAjXe zW4gCBI(E$kd9Nu)OO}z;c)C64hyl)%YY{tIAN>o0m3u}?3X#N#1VW*eNK)YTPe>T- z`3Hn<_T9PG@HU+9jMUK|ia9`qh4HZL(`@n?(608l4Abfsqa7uB~)O0D?9_Dizc<#|5a5R(~tSmzYYaN zqE@LfD@NyBT|5LB+3Ggs&!dlkYzWj7YyEziTQ5V<3kcS^#dP@H{fGoYeqH_gh=9BQ z1}EUj5NdOPd`uR<{b8zz$yyX)7?-f_FfIjaWd2Q{N~oM7Y`iD}+%xL1tOqa=I@sRA z=H;$8)FGXbILpyX9xS5BuHMNM!bk6*bWbrWpS)C2b&lwOw3e{p5ir7+5;!0kGh&Ws zhM(P@o4!@i;s12y{`^C&|6-WKvQs&~O%>NKUZ7eHrYwtwFQUqr1(jjCH?y+wqx()6 zPw!YK_Po=#<246_tEz~VKu;84XPg-=*Ym*$M4w%><*bd*@aS5B+E5T>6SD@O@4eO~ zdrEmJq#~dbaJFXky=bpjBnlM~{pGKIjE_(G{0$8xQX=E@zr+bA>dC~5a7V-MkTWe& zQec|9YozhB>lo8s&!T+|vWhhHvdA{dj2j-e`Afb2;BOyL z(}e9<#_=5Sui4s8YHPrCM)u_hPK88S@8oT}J??4=@Ud0if6Bm*VgoXv5+yiHUzofy z*qY{?Q1MMRjg{=TNeB=Q&A$%)-O_|2V_5k>{H0T_~Nd{hZiMg|R0 z%m)3X=YSn#nLIf{B3W*wVbvC6%^-M;SvwgAaYvXLSR#CF54ae(%z zqP>RA4-v(Tn8Ul8Ya~_4OMre|qkako93>nuV@OctUuNCOxpG~kA<2DK1{Fyf1Axwg z`-MD{u0)Jf@P>pu@%D}UzU+O)aO?~R5Cq+e!g-W?Jg9*ZEV$kpTG88w{=En%r)f0R8JcA<;Nh%z4J?&+20Js%ArziDDnzgef~b)f6SJ1 zK*`a_ak3sQIT)`hk54O8r6h&-ZBptAul+PSOR^?-lettz5!EGM;brNPiZMv1`zb+T z`OO}^nbvTQuWKvv@03uONv_H#$A6@nJa$qb>H-m_P`=xml z9d*8%YB}8>Q73fu<0o6#6ayEbV$9*lugi)fC@%TKFS9}?09(9Ok$sWH{ozBq*H5!! z)*_GyrL64V1oj3bam(iZ$uP89`4&9TefhTM9GQplR6>FLqz@aa1qZ6Vg!_f6S47-d zWuco;lw=2Jn?P7q6PGRIa+VO=KZ%V|;2J!umQu=9feYX1nEunExt(We-y`{rPtecG zVQ8`>u5To-1|4l)f`(jD1NSFrViz0~kL_ScJrq6%^aFyqbkl``LJ(V;jwSZr1>fzx zr-y*O4at8Vcj|lEy@ruO|5^@KqjLqj|2;t8im?f*%IPwBNlIy3_jaoVWO)SWw%=XGqdGg>Pu<*Q>IAHIz>gT9EIk=ovMu?aTFL(izH`jk;thk@gn^7N1Q9~)R*b*g z9{UicJG)R0um<&f`nHRX*YpirzrG~%a89fi`2+naV;5p=8YJ;I6%5cR7)B*yiPF|| z%t`P_yMe^7+N?t{Ug*X>l@S7k0Sa5u7}f|?AsV&${uIdr(R2=zLC3g$!CYM=M0f~# z8rs2Fq&3iUlwm5UxE8B>`=Vg%Zz^nJ+eE0Qt{2u*3zI zu=(}SmKY-6W}*FFfH2S4;7N0ty;jiXa5RRy9S(dhU*jFUqSs?Sl=HZ^Mrr2t`g!_m z+ql(L6k>*ZlvHj75HEFAY&9o9Qb-**VK9WuAOc?TKasW$P!Oc!%j=x0pJ0?11JS9FAqzE3FaS_72Q*3WDZ55`!pw+?G+PLUEI6<9Hiq4^}oyn(H=gzli zMu*J{RxIvBXtp^z1e9p}mYeL9+fA2Zj52-LJmVXX893-s*oD}^zZv+!P+vZyKsA{; zOO5sin)JE4q>Ts!BnujBrd1wQmEa!-jG1x-oX#K=37S_#Y4nvg2))if8-u_MwzI4a z-sc!3I^JZLAHmDfz8Ya|$)hK!Zf!?Bm3f~p;ET6VbR(sv#Jt(iFU5>!rX%(&w?gTC zM;Mfw*<*OM%48kFQdm7#d|e9JHK~h3vsGtt!t{Rse6=!8nNIqvH9Q-Lt@(>Uag$N$ z3TVJIq!TS@(f)J1f}})*m8MYOu|bkU=LMgATAa zsT4?F0;2x_`djvv_g58)`wlI9*_K|e#1;ZrA9LEK zx`3rmc=F>KB>o7RxADKUXcc$Ctry*W-%&jusbB6ur(xJ5ftmArA8mt?vxLC9-bS!D z{vkjGBQM_G3_%he-icFEGxL@uOaksM7bARV6SgFPH94IYp5lQc!+C87t`uj=RLmI` zRpqFHnL;;sA_cDTrnjq;&)aZad0oJ3ucSO)R#52bPrG~wd_sC@QY?0Oysh4GMS_H( zu{QXc+kfxBOG_kx4l;O(OU1+Y=~_Lk1ro7_k#1C!mai4H|8ChSbMFFGNDXx5_je+i zU_YyZB|a4LAb#!o(Eklb!atrH6qZ$|+wTG0bcDHTKM#j z_0!h(?wU3(IfX1e3W$Hwb#A0g67?~yG64WYY(TAhKF;7W`^8uOV6+r&Zv?h z%H=L*1VvZ4>O*0<2QU~y`<`f8j_z?0NEmhE011qyDp#w%nu9MmZ+`M$6?$j49Z!uCmAY zyVi=OO+SzKni#2Y)#k~_aY*mOfHXC^4qkx1uu;#V`_BWU7fNNjlTR14CDeO+>_jcKHO?qsnPL3AqxIs5Vg2K{%Fl^wKkb zg&m`C|67$)f;&qQL#*q7v+xp9Hfkn#$y081vcjKmZ8@zxwIBzlQinuG%1KAp#8y3* zDJo9AyRKjLZF+=0i80O(4iS}cspCim0Qw7wA-V6AJWaq7^>Cn`CYzJ!wFKx%TwYy8M(92^x;V>LsQ(%GIDVrYLq6AvD>D`Yqjzx{5D7n8+gMUBGX$&{TaPtm<&u%u~=g!K!7~G$$+^gfNAO5g;z^*oQ**@ zAr|5xPDx!z?*dzr2!X8+?~Pi|D}p4?_M*|it3f>925xueMH!&|W{_o=cCgL=JOQ)~ zy)-qTakOIt#~y*fD1C48RuA%-HlFT}WsQs|fZ96H?h=&adspT~uowyUpa7(kNuc!x z5J{!197ApIF$>X2XO|UdTf;UFW~C43w&}{)$A#OPXSK-FUA~dHL@m-#L;S8+I_zC|PMz*jnGI3cB8veY{ zp8`YK(|)WOcgy?9xY$2!*+7hSzWSwdI_T#p{YJqFekzr?_Z+>%l$L%eN`@kQMY^U6 z#tt}Ob+X>;{CN3$GeLnJ#q)7ema>0JMLb#u*kd>(%s!v%<sLj8?0)KUNG4Ty#gbaWO@hVsE1oazG_m+OXlsjK3dUFq*74-!5QNfUFV0m(_=D{)n3J{ICzhDeEg<$NkcT^8I5q z9akh|m`Gv|CvOa#`|%CGPaB2rCt>0EL4t-v4h8HU^(PI=eutx-99l4aMmvZNK?^yL z5GPKFSyxM){vcupz%dB8F z{iae>DA4fM(AelfDV#M{TGPl#b0z|$yT#0u5KT_{(;@O1WG_E?NbTpj^5upoy+$U# z>Pw*zGxF8l<mTwMwY)hUYu%^S&sfAu&Q0Vh zcf6b@WXEr2=Ud(e=_Oh=AaX7tMs#HhW3zlpWr;BGdi!1uwzm3vZ*A!Y0+{8K?c&;y zk>587qxupuevW4ux7kx;ylOV=Gw@&0z9P`b=qLh6Q(K#cqvkxd>f1LQTA3)-We#R$ z6nT01Nh6~X+Ou}NKNZy>MUKWm@ebDVigzR0C#S1{StHKWTr>U)Eu$eSFZ`(zM6T&+V3QxpF9raT}ar+&2bCO z&}62I6!7}z@u?Q-V7BTjudVhqa5_(I|8L{gc8~Ko>|C)T%-ZR#!izvV zp;R$lvX`i$TKiZ2s~sP*<}h)+xsf-8UD^SRPUJq{y7W=&eEFXew_ne_wFX=f$o`v( z{!H*$S~c5asX2&7!L}6lBPv1W#S9zAgcwugliL~lqeqEBNIKq>2_`>l8HkR|KUn9U z(DVL?BCH_`KK)YP(W9ue^|R4~-)4Hd%v4j8_%I9YxwE!F!(BNk9BrFaZ*deMuL zQp6p*?bD$Y(D8J4eH^>!*hTL5e80-&eqvICq3G)?#@>0eais4WRWLix;#IX?_Q41| zhg<6IL=E5E)|M*C6mKH=WER^k=Jx93a1naXU+VBGgR4znaROf*rar)Iu)HXew3vsi z_Rm@()hiVY82_t2SH)!yf*XIC_>gVw_N!Ua-MK9P$T128bRw*;53~*O4aO*c49(KG z(OrELo}A~MGC$fF*H}_1*a$DDWAm`l(RT->VEPckYpZ=|P!J+{9}UqgB}6ZVvh?+$>QJP&!yJVL4f<{nbz)|Bd*3auj_zHy>GlQuo68sZdtG zF{oGNU82+5!;;oTXH|j#8i6H_2Lx~b8HKtsJS@8Q5btVC0npxalefvfy2&m&D83nJ zBX{GJ9f3Vm%x-frSLF`kNGl6(0et%}bGYuK{dbGaps3l)x-fBnL(L!Yifq(}w$0aQL{bp2pn{*aBCby(oX7hhiAW`IiIM|WQBpN?bC)IlP@bPjf zK-Z~T6?9U~F?|PFb%WhKHH0qvJjWnxoT!)_ODGQ_E>yY88cVxBXvgmUrT4@?TJSVE zhy;4WL9{iOA{D-7iYz8=r>OS+6?*A#WIw(`MFVP_5t~roI4h25R$b!4km1&!u=;V0 zIe3xiG^|GIFIsL!TzPR-J~_Ahcn7UsF(AJvCVQ(e;uOj$B(~cH7ZPrLfOhquzWK}B zFy>IS8&^iB+O`gp@L+& z;ZN{qzGk-bkdq!2d*QO{Hy^nY(9OpEAlqDY;uK{U72qksm$aR}YcDSSfVz``dg?Sd z<1V(&d^;XY*!@v;)tUlGqC09n#xWS)s9P=U5YlUk)Solm81uo&@zlQOTUq!-RL_W^ zj;HLIRnz&2;pAaa&UK{OnKqL|7!&$YhXhxPHITcu%p8c6?M^dt{Z_kC>mE0L*;e_# zyiQ6`81t>H*p*=Sq~kz;19nN+B59WJ@n8A^r|VH?nz{V}c?9UFSg)=uM4^NvflZb1 zoB*lnqzV=GaNoji+iY%!H8Kji;l>a3#Th_-IsxVyWC;1b+jf?IHh;7)M2 zAVC5oxVvj`YaD{RJAvR3+?rdQbN(^zLyu10x{9j3*P3h2Z`1C1h0|wi=jy(~tZMic zp3Q6uA$Rz51JgUT*4b)7oF$6JR5-57 z9^(_Ms$E9qQF*G;iE0*?*l`G3OvYrIu@>c7oO7ph_V&FT|9FsN(~bj5;cF3k)8pn> zCjbL8U{3GdPUCbrnGkdVjLRoE28DW}Zvi1V6_!x`zNHhT5R(WPE3A%JbU!o@BX2tu zjc*dV4LgHwoy{p3K+cjNR!&!?({^5-L)Tzfc^kFdpTSENjjYTvN!kfWde z>^=%1?EkTN`vU$~(4TI0uVZ_6)vc#xo^I1{2GRJszf*I74h#B$Tw=3;i~QXd*(xAC zNC52;A0j(=AAXd`I=w0~z6oK8dJGE>>;uxE?Ha!;2%r`GO0!(Tuhj%XiH~N_C z&(Sm7ujKVG8z(I{&ggPchL?`Lfsd67?yYK9!(bupQ;$}lm*3MNI+ z@DX5!;!Hu3K$&*<+9cKhZtT=tNj^|}xK!C#qz+#&Fu@A48^~Jvr-64r%L@Ajo{;7> zQ!`WQSYzuZuv_cCMzYd^d?{T8w0tm^Jl+d?tTl)=LWK>?zKuL185>-cqN0ZN?{nKgH&o|& z;e^+R@Oxu9HSH|owbZgtK;95+sDa^eIpm=+ozB_|RokSsQ>JY+u&f|DKx~St+M!d9 z76UC5^iG#(<~K~hft2!5gJI&&U^%4^`yfC@Aif$O4b4UnkcMN6)Oo1FEz@PfeG`vM zgSs&*#PBWM*Q!&sCTi)x*@?NW$=5$%*F?N)Hy`E~XbSKR)!&MIHJ@5^rf%V{OoP|j zLMhm`>$MsYf3`=xlP>nr%sG5_D2us=38N&cmub9lh;>OoHF-C(?Qy`IafOvYPv-bT z)L(J#AYojgCmymc(}v-S)I{|Ya8qEC|Cor2BK8l^|GZf#bG^)Y4c|CFH6#QRc-1_ zWYw_;e>K(lvCT%nILhh74n2%+->%WQ!W=a~JMGzpOH?|M!~*KtUM|!pIoUGjblbg} zjUuPUnW>rJ2Ib$q-@I+aZ_I*^p?(!8$QRP4yG%xGJ}8~aHOuF7IVU23fKqI$nFjew zyXhaU@`T9jgfCUudAI(vU+JT}bxPZh%i9zsD6oTs34v=h3jS=Qp{jri;{7 zjh;NF2v~yN3~7KRWl6MEPTw9oj7mzUe#Vqc1Mx>y(4Pix_}ib33%Vsd1(qtrA+ee< z<8ajy0(^)qqTAe&m^6BD^aux5o@*hYBkrKCsr8aUvju{{WL$97^!7C!`VlF+QGUYZv+^Sk5IYP3FkRO>rH%h` z=mBh2f_d}1or^>RfWuI_C(K7j{o1lM3h>BmJc>-bW&KPkrb09$y6(R*lbSGrSbgAA zA-F5pg6&62nca%?Vr2M>MZSw7->)m6DsaJ=J6?zY z0`1l2t8$|d1`kjCj4-bc1_H6-k z9aR=eZfg&$U@Hnf<TAe3)3%Q>DO%Eu27F&s1Q3QRgSqYSu+Qn#sx?fS)lL=8 z^$!qfYNkOCVCYz z%LME-nTG)fv2~ridte>sK?)2kZ>=RccuLG{Cumf^9N6oLoXOgtSY&I&M)OF(FXv7= zJg1C6*Xt~2(c#i&8zgBAH4um}xEU=bJ@$?6xxrjuVuK&6qMK#tP4C{yD7X*Ip+G#8 zhhjK=0-R9+#lJRIdm1vj6E&=S5Gl{2V2GO12>i+`dR8k^`fBQEj?0 zgl9eULXncUF(1sRA@CF&=X>H-EEL1t8Ypx4DjW?lz(fDW?-iRvt=rAjv{U?Nd;Vzz zH~rRzXEc?MlA@8G>r~^Ex>~TBbe(hNf#j%^UpRZcg<{fi4Z~L+dV(S`6e+Ym!A|AU zgE3+?42zHR?m4gZ&C8Pd3h|6qTb9v|Ft&11DQz!k1sh@@feES9ch{*KF+d+XTuA>f znq}hW$Uc;SNQ;Y9&WQ&X$r2l|8fj+D3u^6B`Pnamsh_c3u8gQlo2;WzOUu+ZSunZn zVIJTh9BmL|J5LGIvPG|E*zhIm(D`?F{o{2)@zq60WO&7GL1s5);wUOL0-C8)isL8p z$sxUFkC!l<%aLqk(Yn-h3mG^4Lgrt=gURR}?N{_0>)yCxB}3W5?>P48P`S^$o{G`L z>jzLNbwG?!@~vla11fbDQE-91USYs`nM=ZrQozYu3FP~346b&*S$iEA?w?uk=W7JK z!dO5Q?@g6eWX~i~UPO4+lV(U^J^ld`+0)2r z7{2ZBDfPKlRr-Q~)~t~Iv_~r0G(e^Ux5hhaDzQZ7(A)6mWqFmk z(y1?feiUO-q?_;^&spcj5=5ULQY>WAdPdsCdV9kx=a|PP*5su2Y_q+2{_=O?x&ZY@ zsh>rH%qNWLq%Cy~Djwd5jzGOj+(Kg)ICT`@3Wql6-W@UrTftH019MHl8{kg!1xT9r zKmr(qfV6fe^vp>nlaMX) zH2IWnbkfRxV}TznU&>hidB_`uU`%{hFA)1O(?=Z???Gn1vYk?AA##m z>jUSFAru5;ucEI-A=6Uxki+h?n)RLQFssHbV0#w02`X=)22*2hkh+ zJs-~S8KVCRC8DZ<7>$_{dc%+pu)y0(6R6hQ;B&>>7)yer@fpt&%7>efQMM z?-T?0h}c8Q;5#To2&Cq{TY`l;%26`{%aPK9D=a@^f3(e51$r!#QY0Gn>1F2(<$R=Z zxHBVqXhQQafen@)<{1qiT)u4hQRY7MVG_HAqVZO$cA6-fyYPMY(V{X~ZRT*udCSd{ z@hab4jjn;_ZQ<2FKq+8P?FC+8!{xe`tY66qM_bEdKIex9r-C9`NcC*7O~-Atahd01 zy1yx|7Fj^gX2UM9fHLjX^2PqCMu_T)aCGEMX$JdbqT(zv^inGUGK-a?VKIXfU=Ro= z(?%$2gz>hxF*@(gS@!}RF2EY_22eK0F*?}~P#CWq`Ddo32Xz~Bp%P>!!~^oLGi1uZ z@5PP95pq63IgN`HAeawgbAp7oBGKqgFY82C4y22kc8I@KYQP20nezgsbJb6H3A>Ez z{kj<{^^P4_1`^P~!%s(TM@1dKR>$;D=x8$_!se-~dCc;0r*{qXlNm%H0+-37RL}8X z$_)s7K@~FP53`sa8}w#BJ#f|bho0?R+Wr`(u7uEFDAFwIH17%q&9Z{N8qpihPUb)v z3k`npOH=hndcA}Yc;#{HavtHM8yyq;9K^*EtFrEEbx@Hv9D+~qzm_PfZiN9}Tll~i zV;Fn`%BUJ(wXOTx-1p`9SRxP5AO=y#P;ET`L4KHQ9{^aiYwL`@K%I-dO=q0sBk z7c~_UXV~JSOZ+-6&+F3qAa#R2-~xn?sh^5WQX49p}{F)RGpGgfLV_8F%ohY?bSoPY>;x>EMSICRi4ct_OHo%i9-4jb|7h z{r^#{G9c(2Ux%-Nc8T8X>$q(b`-J+9VBME064nf z8rix^+jCBvyQLwU6g-;k<=6bv^~C?AUmKWv&Hiv$`{1R=$&XWGXKwOb zt)~(sVo<)9hB&?|V+Vg`DrBIdT7V-KKLZQ5pO)o*xp3b_*!o$64tJ_y&o}^sRP*3Y zPJzQ&SG!B>#IgxExq%wD{p_K}x_i+M;&(WV!*1%#+3XqNX7g1}p((d) zo~&`#4Mf^R3(71$RkXB)KFfeGkyg8#>W;*h8-IfMoQW~Fh%Iwv5J<&%7xo`xjYxPt zp1DV0n5c9I$^!OK(+Xr?l5wN8sZ3<>(J zu5VRUhCx79K~H43Ou3@#vEQlvBgO)`sHvgx3ZL%Fw(kk=ySf})=reTf0^i9;MTkJi zf%R%&iUaCP#<`KU3iKh`-MKRr6d`=)ADBX1@9B^RJ*qYXMmG7c^PxOH=r>wA6Vi>6 z|NT+dNDv4RiVKABPc7WQ9MZ%x2m|3Z7FZCTT2Xw*kSHrh-nAwUsTRUM!G!E|Q2sCr z7wBMxyR^d!eNDt8+_raOlU*;U(Mex(aDZsXlMSlG_~<<}fvI?E+KW}1pR&v+O})Dof^ zCT-|GW;f06tf<9m0x*yzHTaa;Zo?{%{xhtRC*j~t;*Vw0&hxe_Gd?Xl{h^7P?t%J$ z-h=-pf}+)gy$v$`#Zc4{tU@!ssOTI=BO>s~g-jAS8Jc`?8lL~#ffNm5CCVnz+$~vL zqI$rU=k$j%sZx#9C2KB#hDbl-4Xfh@g5LW5meVT3`&|Y7=@l$UYLkV+Io=1oTY4WQ zT3b!N)r*sor#@Z$X-P_wR6^QJE}c?mOU@59UC8dQ5Apka0!icWd37B3ji9-7IO=6@ zQU&Yi9YX5ew&SVmk@t$!9cJ5-Kvup_AO}gz1BZPtGO`|un$KBBuMHRHNoh_I;R-rF z>yx0`Y5A=J#qk0XdCgo73^PF4$n@fwy2CXAFN1?F!3zh$$?&g@l)W}aEFLVfqZ`e=5&`VV%c+B$%E`08FrB4Y;}di7i$96r z|DSdV_4Gmd_M%Ape6P2jpyX=EC4`X?P$_O6X{Vs_QOsOHR;oD8dbwa24L?tj-@ATK zHZy%SLZ%u*3$s1RXC?$O_}v_3U;go` zHCjYH4(1a!-Cw=y+vR4JkP5GW7Oe0vQ#>Oaa8N-1Y4Y(9TeD5z)Dn1f$?bEZE4#Z% zumAKr(Qca{q!PNkySSn=IhO?+fxHxLd--gzFJ7Lq?9{BUomQD4;{@lpLftwTeoJnnA#C&INE9Rv$#=FL;ruRm;8A~zx;dp(#|Xu-0?l|@$BX&|X2tcmB2?1XSD~IvSc2Smgg+ZWrQGoUce$JDVuq)RmJV zk-lH?!9&elJxA#Hfgk?WEY`<;V_*G1R-sX~l$;4$6=sV!BRHNBoNJyT)H}f9TAm~c zi^WH0J9!=Jd1OeIs=>v#H|-{Ks%CNC!|O!&?R}sqbXu7`c`#Q<)tw|3m{5Gr`^JY! zt$wD);1}T=oQs?61b{|;Qb>N34jdyQavsY$h!s1MMsk>C1p}6xay7;Imnc^8(i+*m z;~Gu}yQ5hI2{*T4(f3edhQzhaIj^zhHQapIYiEu_lKSK!h*+7FX2V!mL_>i60g1Xk zgG-rqG5c&Se6CF4ow4vhp8h}c*vqSZsS8lD#b-HvI6qx1e)LRwGaD^$SS$8at0nh3HhM#HI~2pcNKx=9e(vcPvzGnBF2GcK$M90JaDL(gq(9 zMH-p;KAk#K{u$#`yPFvmAG%eTEjyuLEEe&n4C96hFtBK4GdM3#At?B^n%hUj6J(psHbPJSeF9lC%pIdtL+cXOt*7wh;O3o@`x z3Duv!MToB?Eu@`(`Q`A^)%Z@dPIe6|;$5aO3_SN?aG?-nRpids>g-$lSp>uZ* z==A-sCx7Kvx00p#C)Pfc*mkrx*wM_aD=F)J7^6c6GIAVur-p5-qdWZAxAcH|ZmK+O zBBc8dXI3C;0|mHK!HxXXdP=x5G~a>v$9Ep@`uOHew$i8W=IQGw`B+sj$B$d9G8WYS z#Efs54_5#QW^LjM6HC(CTI`mkId?nDGo-(Zbb35Zkbs-5E3$3T=*|w)Rvro>{8RF< zOr0z8ineASZ{o@hlrY;xErkoA+={zMQt~ogW z1ep&%jcx?xeGgdvT&t3WJYf;7Bb9LR9;kg$S5)&?(k9Zz|N35y%LzPKXfpdDc9i&m zH=xIuv8Y_3`$E)&7Hv~#3$J*nJQB|fB`h~G=F(y zz0#Sa#8t0FQBqWCzNaTh4w{GUqR~%g{_I3;aO~hH+{HWs$Y3|o?oZb?Mwe&b+|~t1 zvp5%-AQtuML4q3u?1w>kHx4&m{^!Rn0jD?g0X2m0BIIiuY)hKA&4;ndCRFU$g%Bv& zjc7~KjkB4}&ImlqpHP#lrar!Ue5h|kLvI$eUa0Y8$&WN>CZQ2NG$sc(?G;W~esepA zpJ@GdXb|+Hp5-hh{`iVCH61U(RVxz(?r52 z8g5aA59{@1R(H5g_fmC;8-zLcmr681VB1H?bKZKNn9B&W?qavz5ldfh`1s?mFQ*Q* zJ@dh$&)qdHyCi~X4vzT=(LV*lU^3KPPe;~y(8B)e0bM`MU%lE$>aYbZ($+J9^Vx)7 z5vH-s=?%{s(0P%~V7Kt31s*GR8DhQ$qO#pVj`8xJ9=UY5N8IhD3|^SBA~u244Wk{>j+yN!C5>0#LnABS{~crb!UYsM)oXbiN! zxM1$6%)_S^_V;Q)5wh5^;**+ZhNsbvbv3jWo4@|hh9e|!eDkbUzSzD|FXMSysrGR? z3m#-`?Xvr4ygS#~r1(AKTy%zjFZLhkJ6DkKaen_dmh!q*MIq-A}pzc)l{FBDtto^O<7XbeaSTU}K_+z7gK z@$h`e`*PdwIFzNN3kE_Qf8*)vElTwVTFTk)8U)qU={;$f3KktuK?)5Yz>-HT<6GCC z{tYki=m=DnQ#h%?hM^03EsAv?9CW{u0cQMf1l7b*>ox~FCru@9;f9t*e;!A9FT_ow zNB&~t%S96x%8Qw&lcxX_Y9Qh`@HUCOf>d({rf7R^6SZOqTISHc<~UWeARR7*(N9_? zv^cG({vfaH`|rq7@4}W`h>E)8gpF7&2uSE9+<&8a6OUkdWK#j<$Q}ayCzi$-tV5?>YoH`*C<*wx}Se84<#d)x*(%w z6Lslo+q-uJfW5Ove@M2}NSmt;u*dz~nZ3Lyua6|VN_Tm`liB0{l5cT5%GkmEWjbg# zNHj+n6QkyzQ|1Ut5ByikACyppp~E*?Ab^~R>-V|naS-cQ#N|qZ&>L)%@!$$Ct8zz) z$#9%e1TUV%OrW*kTkLmVXrN8%OU!ccdZs*10W~6Sx~L3QS?^rrTq(8e`a?lK|A|U0 ziotg!{sq)7t^SIb5BQ?*a8r%udr`mWb?#-o<4yrB={Au3MBY&uB#9kk1gEav$&rot zYD2fDz&Omzp)IhQZJw(0-wYzf!DKf*Batati3!!{YKe#Bra}w zP0q0cTK6V18Uzr-%E4jfzFk1?MAfLO15cilYoe!=QDO!3w+s3srQZz!x*RUx*=|uB zU7L@kwzkq9Ikbo!k@_2tGVLD9uyH&s)af3{qWrUy!*|H0tzXZwF>Z6K(@d{(#ig+B z7YPtTvumvF2Y}(8dKNhr4=u<%v$`pwPALsqBYnJPfjts5UG{zhnBm2qkT}iZ;^uk5 zq|eTV&Wv<%2kY^PLUiQuj-^rDho47{r!E3thqx&CEidODKO6afl2fzjWP`G`oRa^M zZQCo#D*hdV^3gKi_6wO~?fe#jCtdlN<$x=kGA;mkK1Q1#)Ahb(d;frlPI%r*Pd*>f zHPuND=Dd+QlOy*+XLnD~mb!80h2CVH6_zp1jzF|2Bz})vu0$yzPlrqw6ZGfG5Odwe zdLs}4`$JRj4;_R&VH~oX-P{)|<6WygoYSiX;r%~e#<#KM$kZ2Ny~hA(Al+uaW~VVy zOiM2@2XoyuSF712Kd%TTzH)*0qHP>4_#By!^%hp_6gX^I4b44&*9cD427h zqfO4(LfqHVPEZPq-7TbCCTSr%<~Ph$f;wgQJ5s*ttClETV_O-}P*&z2Zo6AMH~-D9P}{-j2(0uVkE2{VD3s4#rUa^ zY+KUAkAAj7ycGTIE%luFb^7OU0u;^t!Xy7;l}0SM7$m0vVA8nEpL0w>PA zON>>Z$i2YUP~B5Ln_BlMCt_|M+>f(-ergZgH9sCoHRhv`HZOs?KpYWZFV0!hM9w|jFCTykshokUY`O*CWj1h8w{D>U1Kr z`Yv} zOb!nah#tz)(|q(qG0V4-gk~R{Zj6A^FDb^7z{~1t{FVop*5d+i@UCuyZ{n$>CE&zc zA>$T_8=mt6(R@62=v*(wv~>LxLAfjZ+<-ENoGctQCowXs;((gVmPW49{a!VgznWjX zCIxt9n|d-gQ8)cx6l;qLX_PRxPMkj&$J^sv^?R#;F0j&rEKAxHYG4e4yM$`k?7^ls zhuDfjuDF(y?VZ!U4uCgz>Wk7L-sAEj2Assz591!!5g)c-s z(5iN)!3s&QVYK`rU)ycyqyGyNnRzzG0uz7*0q#e7_2t6(jbIlEL)1(Pbb%6+e3CRB z>Tek!yVKF}K+v)>|5V41?&URabZ*Y@B7h5oel)q7WZunq+$=%fEcDB`nb95b*j7A&OC8#0`);gjo(AigL4 zo-z&Tm2caA?&T`y>+O|;j>}>MCKRm6$iyutKfX6P5W1PEc`T^rjyt+t&N)gFJJcRQD_E5f2NY#b65f+qnYAqo8Ne5XRpj3D;DlAnr2qMEM6eC6^GQM zq*xie9vhWkyTI)gn+Clg@dAB>Q5OP`TkTtKbk{NX6q+*1R9D;qFTLDXC+ZFho7$lv z0KMtc*@$4si;#*<%)xVm)A79)wKengJjPzY(4G-)i(&>!hzoT>CB-;kyXP0}?hk(=9s@A_S@#44JhQ&Q;CPb*O2yYNsBT(xKp4m80DH0f zCC=l{onWTTj=(;Nj>F+8hZ-HO5nN<^I3!E1%TG`NPcbwl2~A#USrKu4bIn8o4nP6i z4vU*WN|u^fkb26XfErmEz*+T@AR?ZZkpf`o!jW=?Iy;)@jIX#Vh_Teg!8?XyJ^^$RpI$C z*yc;_I_1+yU7>tuBV``gICE@3QEgModyon)PiA~RZV%iZ+&)TJO_Y51rteCrP1Tm# z3@~g8g+Q-r-FPi#iEuN#NA+L@;@n6v1jlp68?zohCI>&8jHr#5bV^u9gM#x zTP&ohWxBKU@gcs?Gux#$js@?q2`p zl-NCB5??NLnkqiR1PtT2Y&6fT>m15ZK@(o#e4odCPRFMMEe{2w(a_rDzJvZ8FRIUU z0nUKV_RW^v#@O~{kol>)FN_e`p{h{{D*QqYw!aQL{sJD5UTqAZ|rkcmDLwRlYp+&jNUP;p29HDfnB7(FM+ zBHZ%Wed?F0lt=00{I&82m_ypb-E&{ne#n9$w6$qi6N-z{Z8@pZTH`Gs1unRZ_!S?G zzPCRBr>?>FeYxTMU%S(9+rYliZrOZSmlNfAiJiL9I#`nj8`M1N1!!qYjHm+~95}6| zDCr_*@a*M9Xn4cDcMbYieE_Y+zz00pMRg>BAgF4O& zS_{L9tQ6pNk!nubn#w80R1+#VX%qP8C4}WwmMZB_jG+7@-`dBX9C~bt_yyP2pCZ>j zs5{mvJL{MU>6)r9segTSp&Z_E{UK*An5x&&S+KwbjfJ$l_fAl&0O+CW@$*q8KdeF1BehfX*|0>J?kk=(wVWX^lj#B58v) z{TkZt?|i^7g%k0b>7-uSo;Nz^^Ph1 z+2s{UP1$zp+^(!H)HL&~Evlae-u0en=3*klF=XvN+Z3C%GQNDT|J~y5Bka_&_u71< zYJAL30Cy(ndbg4+2@3jR2feZ$au$|ojWhDl)j^qmZ9+DWhaC+7KqMsg9wJGko`_Vm zwerm_%@A*nVxfxXG!e(ge{&}KR|$UEe~&A@t~`Q?|{5 z+u^C_3X@2QQ0#-E3UzF+xxOii(qI@r>%AOW!K6@1m`peuU8 z3Hz@=;s?OhfIt?L*|A@nH+lBdT6QhA`WfkEu72g)2fKTI@Y!LS8_rSmu%iZLc~@p@ z-jJQ6V45hd4GI~4zvV?9Dk&&36IfH~3o#DGO+d+f)pIR{ojeVQJG|GsiRj`C^e15j zf+N)|M0oHrg}O7hlp~iMibz=n&wv29!pNrC!Gr&!-^ha^`GL=VxLXDA_3bV*$?hDb zDA0J=rvZh{9B;E-x=4h;rYG=XF#|L`PHMgBrQdUkbL;em3M$w&!f-&fmuVf%(RfAH zd3u{WoZ4Qm?gJ_NjKyEm-li8w1B!xC?gtQL<FS=-B`N1K!!q9fuI7vlGyupxWk;$kCWsVLSZPT9&WmYITgiWXJ2v7z z*y7W>9;Mu@2Bnu!VQiVmGcoVKDJEXmp4~(IC2|bMH=psW-R%O^QZ>FH!yjDt^i}*; zWwDoa?I96gbxxL{CFlrVD9{e4g@&Oqe_IcG@HXwv`o!f=>2wvv_vhq?-M#cN7Kn{< z$m{1v$45OGyI7$KxhZK1%`3Qj>9c4SGL+`3i%KFFvti#y8%{w8`-JY++}@5ReLMF7 zVEXT-S!IixQt6vE{C~b1{U6%p&H;EFbh13i)U<;ZQrSZQ2kofQHG8E^oJ77iP7I)# z4gg^!_vTRm*LU6dP+U7vbR!a-ANih@$8;ZFoDfAB+{Tv3= ztV)VLRtsZk=M0(WN?u%Dt!mYwE!K1zy@G-1L-tTQ%}@wkP^H4ho}ClsIUNB}>83Dy zA$AD)$$B6);ICJ^sU=!~W$xPha*o!zekwC9sG+)9{S2pE?PR|piXk)8qgxh5|DvCu zU0aJt{*d(0`-#Q{u-U!I!tZ^5cX9{njb-y80-oT>4iS8#Ys8d+iqVV7NsMyG6h|d6 zcFvt9h7sl)RRC>KqRYEa=ab6FnZ&u?9{nNUhzVygYJY-|q4c}MUc5riU)ep+3_9+2 zzVRJbHq_cLe|S6U1vp(nOj-F0*=e6N(1ft+RT>oRmpPRGZ@SD(cCykX*{;^RTXV3| zMRW4d1K{vXJov!Jg(f5$-U!RQ5biy@IbRC?xV{?_{tk7E-b{=+8W)=?5H!Sc*${kv zN?q)f!fY%Nn`|?W6rGt%NcE#ehRH#&+=I88+?Csi#rLNTnQfUZwQJ=j1a-o*ajRjE znUv6z?e=qK#B1ZvozOm&odF6asCfLOD#I0To(ddLs<7zpDJ z^SQ2%`c2;ozw>~oxXaXFDUx0Q#1Nm^Lm**p=eW6LcIEd2sS%4V@g^w&xUYVKMdnH! zw^BO-o>%=iDqCMk9Kr63h7oy^5jz6}#$ofe1EXx+YwHTL0C4deZl#TG)hPg}xmr-? zsx}A*RyoX1>gt)xF)^cTv!dFmi^Km!EV=$!%Wq%AD=3yKTm`mPV>k;9G+4%74Qp^t zJW~ByjiT*RTzY0oGS<_TpMsQyE^WBJQ&6`dPNn9CMyP-#v_W3q~>2s-E=mP-{?VA~+sSReiEV0iBu zWsP%VR~-3Q^)rvTvNHaO=!-VTII9FK0{S`Rp4C;|RrOD~Is~3N+WA5VGPeZ_-ZmN~ zJ>k*bmYc9@voncZc-V;P)KK{XtgvmXZ*eUkIo}6owO5g?@-2OTVzS17ZCD+_Yx5V? zTbD?d9P!qP0XUe5ub4w4;|#gvMMICi`lL3!7j!Xj5Zh{38tZSA@*1bL~b@WEQ z)GkaQJ6l`ul@KYE`7nUhxIJAhX_@>V5TaTqn{_+7PW3|hL^UIGd$)!_?vHtV-dWMs zaCv*aM58w?@nY%RNl$M=p(P?2H0F2stPA0%QU-L8v09Y&W@h|&96ShIA}bQk!twlw z(|FBn2N=7bp&}J7c}1LrJhabc8roa!R4OfGck9?}=StnMsq$w&MP)>6#vFKv5_}yXe|d{7q@{PsR;KPYOoucbs3koCs0xpZ8VD&GtX%HvA2ig5o0ou)Au zR&lHF<4?6G>)_W2C$uO-k-V`cfWw%sA+N&;H0w?Hx-n%CyaPTUEQ~jxQ|k5J!z+%$ zO9Z@WtTNbY8JmB9MIBvg@QaV0Y|J%we@yXkmhul87-h=oM0*AVB|3{q6H<@ZX}4aXNGi1HK=J#BQe}9P83d z#weJiQ*rK>D>zZBh$bE$JY$xej4c&L580rC|o1* z4qCb(bE4th3OHC&(idhoAyRIZm9Tp`LJC%?^hxjO%}}Oz!i%-a=wWiaZA{tnl*{hP zHJD8+Jv3?bSa$uuqv|_^U6tfC*d;N#&V^bfTl1eGn21PFe#SV0Dx16|j|-ue$!uj2 ziIzzy;M)aIv3+RRqMyizG~S8sj9~kJqkUIc9M6d-oy_d)=qI_1EQ7RA9P!0YLbY4~ zKr$W=V)REXFOZuTGnZ_@_=8|Fd?GKR^r2EyQzO+1WK8?MqO|}!9~3Br(ggT-s<5xe z9cvs`ff;k+!RMPrHy{OSG&H3vQ(gHaf(-)B`!?GjOCuEa;X+11sRK51E?!>1 z^;ms;R>Wa06(f!9Z5BZ;L(KKV_CYE;!foER38r*u^UcWehU_QXS-&KWvvm9FcQzN3 z=x>^puC}SA65x9&23zu7sO^-auuV31-z#D#)^#@lyAa)H(1|g^2&B%W$6I2}4kScR zJkdV~n|-jjfd*kr-2dEB+VEsvx-~w^T_k0S1Rv`M^i27+=UvGn3vV-^WO|>U4Ymu$ zACarDF#b;5iTgZj#WF@0S80^5Xn+FVe1+Trr>YGC2h_z!Mq%UCXG$Pl7g0uR? zA2hF+W3wX@gEhe4D^vF6(^mQ)C+~q|r!Uoj1iT@1?dgmhcnHHL4#BgjVUX}0r-hX{ zu2;taQmTHq=%`%`5vxDb(ya$YSt+Us%gl&eiu>~f2&%K#RXMnc9dtG@07zB7!UXtf zlXM>U7oD=d1meR!);8uMG$zP$GJD-zy-OI&>7X_)a@2ndvbB!|lh7`$sTm^SO}&!669-un@Vj1ykr(fq>(37_wfp1)a+W{j~&gWU>_H5 zM`#+dpLU&v>YSpk+gy|CD7w@{ZS0rdMwEGlmCzI?0?{k`9&fV|;FFSzTbrP)X{?Sj zet*Re<8r*GflH$)Bk1K%^xX!{wB~|+rKoLJRak?|ZI#WP-Nisv;D_H;q;sS%fG^Ft z9%YpTkgla&*$*Yh|H0(*7XUw>+5c(h+ox9ye*gsDPodzmfGB^ha97Zz)=I>iXX zAb6x<5b(hP8}UpJhh$8oD7afg+tJd;WL^H3WyRw2$f#3IcI5IdD_Cx5IG5`mz*zV4 zzG7>0(*@SFJ0+5kjO4(+j(s2**3*asUtUZndAN1c+4RMZ8q)A!k|O;oaj5~jQm{P@70q(1~{ZOSHmuM3uN_mZC6?9#)8|Uc}@rw-w7`OKU zFM!%MYK_9rPpJ>lqTu(xegCAr{Y>BlTWZF?(ii_5s%xH-^4QLyf=OonwwsV!o_gWx z`Y*xmC3SOeKjFL#7<1WO!m5eogo*G0r|N*F7=Kak@~w7Nu3}wE%D%wTyD!!&u7ZN{ zHQ<>j>@3OOoMOQ_b^Y_7~B?@@B3`&$r3NQri(0S zKW}|C<=uLQ9MA}J2-_ZDNsBq_3!{QUNomdJ{yvvSt4t{=WjZ+G;1vuFHZDUeW7 zVa(&*P#Tn*jmX^a`+v24WmJ}3x9&p-2+|-8N{V!slyrl1gLHSdAkr-&-JQ~nw9?(( z-Cbw#?)N+A&)I+W82bkU2JqbLUURKAYh80*w%v@+f!&@iiLpkRLJa1BsS~`<4wAJ0 zH+&gI7Cz$x9d7{izBg+RcD?_#;`?qu0Ht_M$z2X+k2Cn%A9U}vQzLUVpQ{)oJY;b$ z{){-|@}@aaEG_ZRSrpml+VRzjAmtKDYz&`@u05kNG1dF}F($q>_u`o!Sq%fA$x4F# zs{DuFynYlpQt~^ymI!ugL#s3I^SO+zno5yX&t5vX|!0zNDPY84q0znuY7$NJ6L znB#BlP_E#;Cag$}Dl-i|X%R>tuSZpKA9QE$k#tUX2IHqbXGg@2{yu>R+kCZL^mx1m z$)$gxH#yo?jVRwMRE$}W32gO@^(_*G{K%~JExU~XWkiGI)pdAr@eobVY z6~}rV?o(K4+~n}&s_b-x*}pcCOhjZD(5%DP2{^**GqK2Q?XaR3y;M=dfYSFLDN1$^ zF|UNxvn2IDLjoK)1}<`2;w;tU^hzo$wlPy|`b0b5qw|Y9xLKK&ago@2)|IOB@NRn; za3uBP#`1{T@myeKAU!SWK!=8V#Sy%@4)?*-f{C`MWp>K=6_P)L39mnR^Vs5-!LA7M z{UrInN2P}3!+f3c1|;7(_`_tmuVadv0v6jK&K1#P!}IR>6X-JhiFf$&0aSxXvR*To z2d0)bN*_qlbwjD3O$Ve!4ho#ps~w07UQ!|y9#D4cVHXMCx7i7J2)zxvJlI*7p7<0H zU&SkK@43&xC%Y|Af|^%7M3J}H9j9Z6t$+z<1WzRQTB>pp;V^LGBLj3U6>XMPB{P8S zZDJvJ$5QY!9j$rD{O6qzSA>r}6$l(u?em2zO3eVY!bUsx({3n^>wNhm+{9VM_$sfD z4$UFA1v+yKi~K>MsFM^M@zNvb*aez!KElBaBzs5?WX(ZAq|?<%V+BnP0-c#hl-9B6 za7}U!`kxmz=@;9|f~3PSHSp9gY+!@Q6+e>cJl*Ig&+vDYEy@SmcExM3yg)Mls4k@z z`1zg?5nMC@B)Hi92Y7V=cK?I_XbEWu$-+Z{%r0mC01- zW#zSE7BKdk)`@$7)hhk3@>hWP&s>)ezT)D#aQZEQqX%48P?;1QM!r#>$oz>e^`#RO zySbBD8$W%t`3dpdB`#1*!kJv?Pq&x4`r4?1$HAsUy$D0QEH= zbPOShRF6C^34GgG16mVm9v`8R+0Lh9=(1~khM;Nt^wiEKi^0> zgvcr^h`yxDphc3ROZwhsabr5AV96zqq+>Hk0P{?sVDjn(ynzZ6m)W00b{1_4z2NDu zKzS)Cgf4$YWH?s))F52Z@hJcSg)lyzz6;#)`0vxL=j(fEHXpiGS)2$f)xAG1vw8Zu z<-#vVR41$yz5BEej@yIraiTN=4>R^V&;Ch&Z|ZpgPLyQ~eEk|?*dy+rW+WqLcfTsl zP2`C(Kb=W5ut7oYY30LYXIw1^8Yy0d%B$>-60yC3c}{|YPKD92@nN@{>>rxUZRE+q zM|R$rZ<&N!!--yuUm_dXzZ_`I&_OZEl;Sy{Ou$P zVcTJPD1>dnb@sz_37mFKX_2Xu;SVi4d89OVK57qV93k4R%zkF7gPALS>y7kj2eKq> zeqF!nXE$u_vL`)9w|9LJ0zMdZY$MdiqYwjxpySsln;(b3zqr0IAaEK|1azp)XWuqS z>A0XkAKz60CrrK>#Xq!<-(hKGpx=T9_q-u(NeF$;8VVh@rp_E<=dQvGZ@vK5^2@z5 zk)7^E!^L2+TJ6xkDZ3XH%z|vzVQXuiwQ~;Q!hazTUY-wJ>i0XK=@qQ*V3MI)HtvC` zm7^0bhM8!8A=Hk0`^9Xia5n3(ap0Thfe@FT2LgA|H!T~93PN9k*mr_=OigX{79SZ* z?q3+3br*^rdY&{_{2+Y)J0_~(PSzs@C5wDj$77TIX)B_I`YX7VU zv`i|@N%PD*CqztPrD5?0V@i|H4@Z-0XIW`$HoA|<^tDn~wp4R+Di;TeWXZQ`OX92D zWVOo!LO!VYBvg%D)yg^uOOJx+lpv5L+X&!D5F4xz-67Vg#(8=?P0!G%mj3|dRicOp zZ(JBcm9=A}3-BYajxZ&&l?KL>b{~QS@{tm@6?!R$1hxi5y045YPkKeWWc9xUA>tP- zHB55vm(GL-zt|!THn@xJ!{52=689>`uqQuBJ@fu2;O0_!VsglwD>a3JfgI-QUw8O= z_+J8Z7NQ_VrqFQOtulYzE&JjAs`hK0_4xVo zjzo}4VZ0P2eXsOX1;?|L8tmTa%#8zKj$ytZ&FSAl$ly~!)B0S2Lst^A*bk=K`lz6A{MqMdM2J*|PHpP3?aiM{~%K^7I zazf~GnD8eHzKzvA7WOa)CVLWR?zmHaETG~FT0T=v4MrO5Rb3e5DA8WA?CPLtRV7O6 z5ky>l{{qLWYs|z&=9SqxA!L0vEL7}2F9Z6UGr=$%PlMEVk&jNe751D`xPcMaLmNqy z7UaT|ywnStIN$YT5!@bN(GlQL>YIY1OG-E`_3v7EE1o)|1}Ua`;NnHEOS%#*I2&;3 zSoGQajZ}W>%V}1 zPcf9(dzlJIrtmRJe=Waqnhiuhk#X>OnFaW2ww=eN6RV49s&G?z2`L9*1+mUKF5e)v z%7+}i{P@x%lL+-Smci=p9)$bH@t}C8piEFsasIJ>TGQVH1*~a zrrMfWG@Qu$=2L_0y}hdvJI(Tmuo%H+1jVr*+Ea3*J4v1i@+b)R5ZRok_SwlFePvgu z@<#IU0uXRe2%|ptJhy;j&i1kSuqHYkyAO1w`2ZXuZ`H0r2L%{xWfJz+c=gxa75I0d zR5@3fu4+0;_g8A2wUZv=U^*0_knn9&o7l!C8e&F-^H{qnKF3tzKk$H(&jbK0Q0I7@ z<7$275Evnd=Eqvap=UkQYNyPtsdUqN_ZW)P;`RGZEp-t+Bq4Uszyl-0`4HOD$tuJB z8V_A=B)R6dy=CH^6s{kvUUG(EL@_&MAx%)W)7P*OR_l}CuDWG^r29ooPzGbYD6_U0 zRIdIr9*)s7BKbhJwMV)1eg6zA{3SUL{v3YukjvJQMb$~T<8%1chgd@^Sw3D}!OowZ zN1mSX)v8H@_9K{$3YZOgbZK=cY;;X2BrMNPm(GK2o695#lT5a&sH({Ih&vK^-a~V-`)`TL8ohNJ z{lTH`2n9?AIti~?M^0JDgHjQxLh!ql0w`tkFr6ET!o$PMXDk<*31w8Cn()tB67m`s zMjhf;zr@mSf5E=VQc6m&7`V_-&Ce+_iq4Niv2dw1IQJ1_i3}hMGDS0$7^liWrRTmO zl_qAy`|@siXz!8mw4!nEs+wo{1rw>06}TRRXOk!o`w_}Udg0wk!@KiHM3)c8C>tbN zqD?;Xs}y14y)nRHfY#5on5GhrO>3NwjYqAZP2y@zbnS0_C*Y!CkD9QhdeV?7Pfd;` zk-G|ZR;E1$fJ^?>sp3&g5!#XFXF;uN@Kh5Z!=s=Sk*!n1MhgrykSY}=q_R&Kh_RCJu*4wXz#=OZQ)vk5tHt_(4J1xx}o3t%&;9$PS?d$zGK zRmLnxTR<(_xAQ6{1^Zi#0$EAfZ#!(2isVs2uW`~mnTQFW($n4%{A9rZU?Y(7m|D$xlHl?cgm|T*d_dDnv<01VueB+-#(rE$i_rlSeVWp*q>t zH#~)BI2K%JmAqe@dTNWq%-fbFQUH~KmSyu1JnRb@N%n`-^IW^KT5RX<6J(5=>h?ss zL=)9|%xl`a8XFGo8Pc8@!rb<_ZPpoZQJUyTc*Z(0Y{_R%j|RsOU+XJdFK_%T2Dru>n}XHOcb^`sF+!6g}s zZf#4PD-BW-)l9E&9=^odi%aG13JBtT_A{&QnG5miL$ZJCp#Z6cvs~KqurZ=B|66*`v~kx5&F`Eu(0j zX%YRRc;a(-?@64o^9TZR&3J3y@HOR{4A9nZ|Tx!MI1p1k6zgNXRyxvDip1G37 z@L~FL?_gVhkt7f!Eg{`A@9JtW>|p<=?FE(ga>{wd?bgJz2lxRZt-U)F1B0q3p%Pfd zJot3>uFU11cz38O)wJW21Hr(>UucE~K&80b9Q!UF;9O|@Z(Q+_FK1&2x?Ko3Y50zqL8siiuBp1o8u~{o-1I3Zu9lFzv;Ui>jh@Ldii@;8F)!-Tto?TQ|55$$ha_0Y zMYtj1ehGU0{7S-Br{7*<-pMJYylziy|7<3}B-uDjJhJwu&J{=J{!*l>PBYW~eo<84 z`Ym(JdD7QijXkWc2o*!u!`%89geEW4LaIR%4Y^`gtcp^y#JvMVKlXnke49na*U#On zpTC3fPxCa65!`mVt1t-1yj z?(a6F^4sOzpdh=OGbT!xSGj4dL}f=_+Ae8rLw-7j2{7Msa-^6*Y;sOyi&B1sz2ML( zDTKbqo!PutTF#k)qVZ)r03-~g4cLF$sVu6y+TQywe|S0*p>E#OEThnDDaR;CN^YW` zJY1JYf1BA-qEq=;L1nkK%~NsdV!`Bcu2uZ7pwXmt&-^;AS&hT~M{2_0`Ax#K59t^; zG(WuPXtq0BvFNTs;}F5jZTib*BZ}Ze(e* z9$SSXpMA6BL_71Ss5I|W$FN?!jQS-T_^0@tGxWk~rWneJLVdPRk+aI@RTmhr=y>k{ zEjsSUlx2O`8{>S#$D*DEgF{gjdzImaL+U1Y7cV>2&dL1FXInVR#N6AEo2M|Pfpb3J zpgXC*7QH;ErOU^4{nDDiE$MJeXm6{C!Z|Eg;^#e#K~QRq&X+gs-vIf17J}24Z|LLJ zf#$tz#;U2#IhnWvzeH;{dpm#1FKI+lQ_22*#?X2$of7lRkja~#Ku5OvJh&`8cs|@2 zCdHepR&!A7-8m@S-58Ub=*_m7l~c|9MrvB(vtO5Yp-q-sFQ;iK7moR_0YM&D@Ew{f z%ZGVK+@T|PVn{-kDD%kSC6+Lhi?=gX>TXOQkV;D$;p0Oe= zr5$y55LAF2l5bJcvFD-N1HMpaseq;*VW3@L3K{rOdi_NNP1sTZI_ixQLK7Z}BuRD> z>E7Up-6H)s?hZX$NQ^HtX{u55AooDKC399q3A)X`m%mw>X`V!*1r~uI+R00*5Yli~ z1oXVImyHV%-QA+omNkbuC?hXSMNF%@dw3fTM#{T;D1OEcch~M%U)i7Z<=d3>Xs0c` z5XAb(t@4L0&x=2~G!X^kzTUxgVb| zRN@|L6t|Lxzp=8fbLj?Vu%~tK38zN89+?5BH7sX~7TJvXPoj{8ynR0Twp;zBY$T0r zWBV~{s63TkfB{RkuuJ4;G6Yh-w@~6}`t9~GPwUH6uJ==s9r337Nyfn3EY4oNKD(sx z(V59{2$>?$h-~CMQ&}1CPO!Wq&pIJ)+Ea8Y=j$)1}jF%yR z)&mjzsCO)n>gRIPG3Qx7zL!eQpUe;~#?_AODS0r2!eO~l`P1^6Q0vfp;}I|{1%bT} zg_ijH3?%b=B^1)w7L+j=KZ^u`gQm? z^~WcuQMMFPmcl->tmRP}l0WQiVJ`JaEe5 zw|8*E`3l0Tk>=qckIs`z31orKFrWS4OSIDT*j2x-kZ@$tu}Dy$1=O>B)RoT93@;K5iSc=R>m~SQZA^tuX3)o$P(PW6Q~H5fTy_$^%*ZhKCKsz&{w>0ZpDh$Foq6_+Q!_myt$l>D*#3o)c~UzGlL zz8;eTg4D^!-vPE#jFM>bn2e30QEcMm?|%F>s z@bC@tB>(->YoNKzwS*=v-Ta{!<+mfv;#$T|U}$;#v5EC4Aw3ZbOSQQVUS zkloKybdY&bC`LBGr&q9YT2`ZP-`~GVpFU;&`o-+_f%tn|Tz+=8Fb=&|6ge^p zpVq_e#n^O(ffHaovYM@uuxUC8JUu&8UlAHdG`g~VNBHzmre`Xc#UU1OI-e2J8Pnn!Y^zTzIW-@j4gtHRyr*Z=ymf7=*QGju z&C1#|U&MEPhe2+%dvlt0ch8kwcJtub26|43XIMobY%;h!QLG!3yiyOx!-IiT^y-HN z&wmv%kalvaj){#`R#wi*&fY{_d4X@Bd&4I)&&srIM{>Uc)78@jzmV|jBriPiWC%~D zu4Zq|O#L4V|*ujR_B2Z@mJqseoGICf+9%-?w%V zu))^uMz2}NE@taZ1QF&RgtCMieA`w6OOO|{FFk2_wO{@Um1Fcti4ENFNgHGfrUmsFK*5q5U@zNmlMMx(zUn>_p8bYIdPXR6--E^Y>7ao@a zPU$ou6r>{D0piDK(a&bs$MAh`?yrqzIX(npEee5cFRu8(VIi#t3wc9`;46@D(_Iko zH)L-G8nPb_K?s-$UsJ+g1-Hag9T%>=v#Kp}1U|F*UK@Aq?169)TaV9}2*c3!ja$11 z-e!6&KBk)Y1C>o7dI&t6wKuTpv&FA3x7A#LLd-!AqXr4QjQ1x1_JRN zK!ZR*AeMm;1PDZr1y%t3J?Sk38UmSq1@+HI>M+Dvu1hmjwY9D6C?JqGN-aZHJi5rB z>%}WJHny1Tu&`I5G~f~8%8KB&b=|P2uRNe*n(L80c4}{8rqX1h#mj?>5T&T^rM$Lw z3Ha}a`?H~%=3yts^LMQ0)ST{E__tVuyomIKyv*JCxw)d+jn2wi$-F~>1~1C-R##WY zOEfu(`b^~kijiOVOS)J_hTQLwtl{CjtxM>& z8%+17E4V!_E!&vBp%9Jwqw?iXmT1zDkqIH;&{yTp_VT!$W~X`_av2#J704v9?@ko` z0H8c&RaG3@! zvAUm|Dk~|eDOIq=(`n{<95qkzAI}^(?*a7sIlpXV;x`DczrDTv`A%M1VO5nv$ZnJux{SMayYxr*wzmW&Mezn!2m&SsMvLCsR^Y&9iB_5hd|Dk5(zs z$WgB}7ODHRSFBzss+cFM49ro>!=)xNE~5Z&GzyE0s~T9Pw3=KMVBlU2kLF12d3mn1 ze|5iFaH;mZu|Jrp6tkMEQP$B(E!C>WSdlELH0VLu*xItVI$W6jWfWSf(_9EV=RJU& zel*bWx={8y>B7-ybS`n;pU$W>8QLw#OZ`>8+Y7wNq|KqUGGGx+pB^9F*Q3Q)?bpSL zxa@^7c+J`U6KcI5+}CV5rNNAtx)ZJzJ%+NgvlC`#HJ+GQjQbhAZqF+Uh5P8V>V^%C zjBaekvIM{?u>Se;hhw4DZcP*u2gl@ZU*E$Opd#!ir=WOoP9Kkq$K1KTwRLCX@qu`( z+Cr7ZX7K}3Q3y&*e}mKBeQmQ&nO(h>@kpk~t4AH?q4Zz;&huOs{V`V`H~3I9M+5N z?Cd<=ot~a5X=@)msk+mGZ7~L1hPb4py;cT#dfEE=`sXKp{VtLRSkm&Fnm(lKg3059 zGf;8|j6a3MW18Ue2AU{Rg}EKCwb3;)HlD4KBaRd+QZ1Y83dPxQZroA8MS~cOhvBh| z*H~#f?T$-;Q>M}C-TYJmhW16Zlz5y2VFr2$3;sQD@il%K2J3j9h&*`#72|v~R@VCX zKC(yA26g}Vfg`?*>U__qNvBN5Z3BD3=jma0skJqG&r4EVyl$sSljm}$@u)=+9FKKJ zZZ@+~@)FHjS>Q`$iRlYKnq;uBuzFW)S+BQ11opU=Cznu1(&5~ zb$YPatZ7}VN&jOnH|0~y9Q_ZP{c15u0}sc`ef5p?^>;ixcew*Z6|-aoCtl`3eH#sC zJr>31)L1DzE-Id$p3O(tJf2VC8+#HWB3~OEcUD_lGc!MeQL+$kigtE*$kYv)R)bbYi{%XBW%aOyy?bg?rgMomqD zEJ1%bvyH#sLqd_XUPVq2OAL50JfzMYOwQLkD66YKD>I3yySTWxZ10ELuN!Qc>K{LT zfkVd6&dekY$7hoqy=b)&5fMpbHVUck63Hkormfea$HvCKfzbtCr;k$)eHfGb&Bl*v z>jiGBr50^Fl3JTGpk;HTo@9F5kSU-WIi%lVhTsBn%&a^ugiptSP zL02I3Ia>8!ouGIsDV9nu5sVv~l49k4v1&F8TCmJV88-i0tCo=HMJ&*@^F=2>z| z%0z4$6*Vm{!(=|M+4IANxmN`2{m(z&pY}04^78?`I8>mRCv9g}0mKktHdUHJO;69> z)zy`oo7;_R&|hsaB@J}Y0N{p|k&posS^<8Wbn4Ivj9o8b15@ujO z*ch6Qzw8WW2(=BG@)Q&loV3c3{{+V=32a!0-EnGzFs8GuAr4@S826^iIDk=OCKHQb z1)|tI-ROI*O3Vc&#tx3EF|Z;~{64@0uJap@W=l}Au#9;EYFcCPD%}Up1hsQk`V-Nr z^748>b?VC|bLyiIaT_8cB8GLWFoGzMy?Z!olN8dOAoLC8XL2&(ScQSunj^PNBr$J) zwnS|I&R8By1dr=+y4$iJd>EL3%c5J}Pkx^k5p1!=zu#%Xv)!NOdk1+>@%X(xo4sah ztdgD*o`v2+?9mU-N4MkQ{ET!G`+!!n`$R(~UAf^OjM$$)%`h-9`lH?o^&c)YmeBuU zo~yAcy5eQ=zIQd~zffQVmL^w1PL4x1Z|r#);^N~qG#vvLcDIJWkPkgtEuJ$?=c7`T z6ck<0D@T>)$-GQb;LK>ZDm>Qg;Sw7arT0luaiCnk<9=lb*L_?I#o)823GkjE(B(+D k|3hEvf8d_|uYKgk$IA0|o;0+U{drOnBC^7zAN9WcA5AU>6#xJL literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/train_close.png b/assignment-1/submission/16300110008/img/img/train_close.png new file mode 100644 index 0000000000000000000000000000000000000000..efce494fc03a80b7d587ea1dae9f7c8dfb20f56a GIT binary patch literal 58475 zcmeEtg;O2T_a7Pv?rwnucXzko7J^G~cXxLP5ZooWdvFQvE)OTT2iMmn-~QUpw4Lc6 z&>42vw{rK~bB}(`xe-bVQpgAd2oMku$e*RfRUjas{2?G9H{ss_S2(6u{{a7ZoFz1z zRqafj-3%Q~Amk05?XB&ctu4NhxtcgSS=iaKF|skT)03GyJKH<)GBMfwj|Uj-9L<=} z)W%wYLEhU-YdS$dpc=j%kR?LJ77!3SOP|F>)Z8;qvOK)8ZeGASY;C_daX(9Q`un>F zpfd&M=2s3KhNxHCR3cP1THbuct}JOJf6(zB^l*G9CgocC10=4n@o_YWT_C4++c zHB|dc%ysW>(3I0_>}0~06K?ovISe&@Z8>c+`zrnJ(vz;W>KHzd?CtO6U1Krszq3Fx zXC`t8SP?WB5wu7A|9|%XdGLRegNbat?w;r(i<7msl(8{6EQ!Oz-GAa_0Ij=NT3&8+ zvDs5%362hlfH;Bix;ryDn939AK>8;1o#uW9!e%#dhrQHZ#^=So#A%*`+CoMz>@YTYlt>A7#g0*?vY zo~@0B;OZ>}mH&5gJh5~aZ?g5o-ISD-MMOj(&pYl&HXbJ2N-8Tq2?^zx<@h8=F?Hhk zGiW#2Ur$TbTh7xe2tNENdAfGzH#Rd<)z+rd?S4~C`|o7?=Ym9#NI#pJaQs(Sbs&Jp zFyCnTGo1JWiYDNQH0%qlwVW>_(Jc7KHBq-ICT|E1`JDkmJLBHq_t7K*1pYHKDhY{+ z_{;{vQ%$zb8NkokmxhLhshOE=Flgt}c{%+*`raDp`vIaFU<{}AQa2o__f+Z2SdLJR z$JO2^^Dm-)zsnDQoRs9ZSEU7xsYOct*;ab0MlS_EJH>YG0qOp7vv}17eu=x=@Dnm$ z*Ecl$P+3_yH#Y|(0XaG{LQPN4zP5PUyfJaIT>s)nSYQm(gCfg$Vzj<3e^PF9yTM7# zm-K5No5klkmqaJ+ZPbl}dJg~ADyO%B|Bff_Og2}%Zrn3EIhs`kG!rjyz7wziC#nwrmD;5#t)?hjRK z7YM{a-S+f}_WlfJtL8;W*wkisOw~w)PsDGsPymtXFn}-848F<%8!uF7 zLh#>j29=bJNZ{&<%gQ3o7Rm2a`@L9kRjVBw0~|$&dWOx1ezMGP>#L zBmf<8X6dJJ#Q%{M`NbtCu$r*NUEJ1{?HBU>HxL&ya}!+{!f@aOZzJD}1N)_Lc`b)5$aZ(I{CTa-SmX{Pb)&MzCNM zyfC29d1lMk1oUap*&W2qCdi?Oh`HvHla;b)kIV^BI52ru)9p1zpS&;iH@ecBi@$!n zrsV8+H>ri6(SWm*j(NLDWC-hlS3(?1^>q6s0(7Mqd44rmG{y7){F_$!};b9 zrTHRla=t*~(43?4_x+Y6O;DO*-k|q^-<95`|K0s#9mSG} z%RND$zdicW>)rKJA*483D+IcKAlXNfh!c2Mnsmq%ept<*K)XqTlQ!Mfe%L%&G(tQP zG>ka(Wsg?`Z*t}ud~tFdXayF4 z1SouXn|ToGzjqF>-lqHid}}>sFNBzGD+>JhI^WJJDhI4%VmNX%8GJ{IxuD;gAv*&g zL2&4Abe;dMn$$OoE;5M>2VxJbH`1;J^BN-FwB^ns7_&q;lLRdJ*qJX#s#o|ePLrNs}xM}pp*K;GSSlAvF$ z0(yL{6EKj-e+D{`$?4K4h+=gGmRV35P_XkZu;6}{8%Yoxs-!ZOp2u!d?vvSgdPqLC z2v|Nxu)_?84qlX5_wWkW%2|0};yo~h!+NNiyu5&&IH7DQ5|7`G8HcmQ^>!PAU_bEd zU00h!NFbT`?~8{~0xWN@1%oR}jdfp>lT0#rICP&T z#QTc+iEZGBY>}6dK?n&6S!*B{LHjl^wr_XfzSOb8h5wO+4u_)k{u%pT+(61E$IOku zeS0=L&sz`$!Z`GLnjJmK*bJRAI^Fll@C!R6)US8yl_@k$IG zPOz^6y*j<=Rgf4U>0Gw{X<)Ig&G#dmB;R~>bm1iOtVi<>@ZT#)0aoK0Ewbv^lqW_I zSb+BDzoTzHI~n8+xBw#G`z?C?&dkq=lxem`IFLlV&eV;Kjm9P>pFEcXr~JY>4aKf{ z#R@2#cbbX~?Vh2U+DYmSo%*g&>yE1i3mBc2dZ|9UHM@*|L`!2OhhGaF-1)%A*QTG- z_2h!U{k;!`FFF7kuFeL;DGQmJkRU1}Bg0iKhxW+rN@=~+_{{?xcX8(ZE&U?T!@`TJ z^&Z;1ydp4hvbNDiZs-TP2wH2JZw3^~F37IS1pNAfM8Hn{H~{GPyEY5mHXOQg(od#+ zds(Dgb96SR>uGlN6x=w*BY^M=2m>;Bb8}On-<5rHya-)mG>EcLtv^|%+g4Itz5liA z5u4QSnPtQK3Ykv5V)OZGazC6R)?lT%;z7 zDoap7EN>)Tb$ddh0&heT-B+2&uV}4N8UPQ{kP>j#d#q#(*d1oAYW{FyVXqol^2HLi zqICP5#wiiKuNqFIp?F(DpQd*g(QFfBDt@Edb{+FE<>)XUqJbgAFV3!_dM_7y+wLSc za?s`3RjN;)MhI4rFw1DPQ{=T(!={{C*;g@%jCDPIE_^Yj8yspB@#6=uMYzoYr2{OJ zoJ?8LJ-z!Zd7@_|Q!Ysx|g2{aVTf0ls_&q9|kaJ<`^RoY;VM(f8E zv-NuI4C_r<$@eqco0lyD_lFI$n0oBX4g+=-qvLPv{c0ZKxl3sV^QfJ!( z*%QM;2R&FYKpe2p2R!*dT~5X0D^%jmRv|sYG8T)Ln-H)P-JiGvhE+h5ED{TD&3zFN#qji zLBONcu{r0}2b%_rpj|I8y`Zj)-dS`Oo7z9y@5Rhj1s}L6_4ZLXsw{a4Ntuq=PWa?? z65pqWhtqhm;~ier)A>%9VYPUT@aCvH0~;Mcg5clW1X1Qka%_uaPn%U#rmdJIs&{Hs0&Vvh@vdaEDIPINCGI+x`pVLDkVDfC`vRZm&q$nYYS>rl8g8yKD zDYO-mRx~&c2zs-g!m{dUU`Psx_yl^X-#wYpWD=R{U6fL8rO4g;x%cyXSZoB2u2d@|h9s2LdRU4Q@!<8&sp988!>E(YR@mEZ zo@%l6iG#;nJN|jH{$RL08Fqd{`@|kK_F@rN`! z`h0_H7v$c4AB;opZ$b!!2t`@hTg~8?a}hR2;=+89X~?uZ;#H1jLoWf@2BD zPc64;E+X5gxeZNeRymr3z!maygITLi=OSW^EY^lLp~dc@yFp7_Bj=XTqNG_zZ>LbH zEKF}NdZ^jA$82{b_IsngKEC>xH=Mf~RbAqOZ(az^EY~=0KW2u6yiORgWgZHG2!!%V zuk@l%;fu#lVe+~@pbLu}6u5I_wdsSfXc+r}>>^b~%{&|BR;np~T7ssp$AsW=1}8=xA_C#kCu@9q(o*V-QvIYx79A&URD0jPCq&GDSH!4q)`1%zwp9b zDU!$ihs?804&F7}Q2u8$&Do--ne{=vlczf}bUy=%-coA7M7GTX3`d~^Y_2G&@o=aQ zf6FtSHYj;fGhDnazB18o+J#1pf;dAH&#-_xYY08WxZTAEaxhB5U#oV`~1qjI#UvUEq#EFJeQRck{$N@M?3Yref7#EoIYu9X?X+WIaAd$@r?Gt@~g zQmz%A%<4#ul}bM0Gg%-S1)%tOafWF#9EN8e5(~cmlE!p6vOnBw*zzd)V$9si?7TJM zZR9NnHR?6?UM2I{VkqKaiq-~_Ap*tE`IsP>h6bLrfXlIkmA`Zhjt%mg$=Y8quGw`lw~A<& zZ=Y6_&FL`+D7R8-V&psE6gmZLux~)2KfszTCG5TIufKr|zg}k5 z@h;lvBrY&$bIyVulb+m$P^>^gJ7jQyb%*5zS@!DJZGJmgG{6qk!bS+X8NAkNMCFVULXZRousEnK zZfB0pVYfNIM1v4ps{Ax6Z@M>4Xl$WK;ao81paDPaie6V{x#KE`Twuc4KIi+k6>V*P zY3mi6@Awfqbg&^P!Q_;~FaA(5kx_1=8fH;!B%CL&>&=5cQUh7{HyPy*|79U(7cU7_ z|5OuC&iwo_-WJvL(s1@;TGP`(hn#~; ziH`!5f$YxM@iX415m$AJ^+QB6C!k{NY=KS(hhrScvv0AXpUYNLoegO`v0;lr#2zyt zwHvKIf^=Ee-uh0mP?DV<9BXb4%AoGeEN!0NWl={Fkrd|9r#W?gu|c%#T2DK&$4x^w(MPfg&5s(dw=>P<`Y9kxFq_h zc|C~X-KuELn@YeZFX75))v!25&oVv}nfvRK_8D%(wCnm$UB`X4a@~}>adoB&!}y-; z5+gt*qZ(07xRgZt>BTCDso8GlVyifWYvZ>;P(d{JTFS~QfbBe3{PFB7c|s;j5a#H? zV{^COUHlU!{u-E)y`-SoX0hCKM0>l=&i5gPob{W+!Lc-g1{#cPG-fr&>00wcCGm|X zi$WW`(M>`8Y|$oZ=^l`-Huc-OcCdZ#D0f`CnGkMbxQ&Tn)24%vwG~qi&)ieRTD=nt zXFbhcS|sh&wfpM0647-Fp^NZmL}PE6lYT`9m5jzi@~L- zNl~r1qO#${#)-PiF2JP#zLwC8kYcZHQXuU5vY-4lSTF>DtPW7vtC@7oRN@vgl!;JQ zzsmJcWs53S0L1QePz#-uEY1Q6$Pq#*F?&YnqsW0)G@MP@nK@;xsLQ4@WjesYbA=|X zfK%n_ic(dI#YJSBkT}u^hf88}-jn$&>S;-3Ezp?DWW~=vr(bymp{oMWNzZXDtlVZU zE@`j1PUPhyl0#83$K8a6o7kw9%a+*&kko$~ORnKyfM^I0Uo6wz1gtW;8rG=E;RD}{ z=W&E-_-e*M-@+4{C%yS6PF+2|b-wuE%O;(dPcqRL6Sz{P*4cY#+L6;XrDS z{G*{-p=sixjunZ-LB7KB)ZH~#i4MdAyoxLiyJ6$N8_ikxq`#ay}d3g;%| zPKc51evM(zAqB}}1%#=-M{-F{7;J}5xk^?aV{Z%|Odvt7>;>{}4Ck(@<5ibM zT>wG|Z)jkrRLmaxs_!$;7KQytsocgNVT(C43nRXbg*~%YX^d(|zDB%ip0{`wWj!bB z^)erv;jPRh`(x7-197|2VcI!|`wB&%|52otT^SF^Z3I(mzUw#XO`>X_|7l1L^N^*J zlrZw0*$B9p;b0?=YS`?OS6vIOVMyOvPS0 zMw31KI(L%W@evzGvZ>@Vgx>h5&!@YGe$wu}JcOh)15JnAf3eB|0s$mZrV!GQ%I8N#A%*+3wy=iir|1ficmU?6>g3rvY!3{TtU1UpYQ{9PF z5!bqCSKW!wpA@UUc+kZ#C;8K8Z1eq(MLiiUqD0~6MDcAr)s`x6Vw0Gj^TaAz`pkUC zD_JcKwYu_`r&cSuEV7RY0OB&qdrUt89J5c(y8C%yB-;~w=YIeg2X3>pIJ@`M^=gE! z`l65YwT3T+_WH}W)4wOksq=K9gmLH=rYsPe&1PdbJW`$btx=>Dy^*RAiMC_+p{i;Tt$NTTs^X3JtelRsJVt%m_& z98e|*KP-Tg@bQ)?@PKJCE*yEm?X55&fQBYWYMbe*<{O-QFG>!eGt3x#t|z$-4L^nx zsh;eBQi|#G{bhw#qYO;0Jg*b%#v*g&OD)|;UaRa(>WU+5iU=Y9!@I4D`a7cM__po? zwWnv$ryGjYyA}1@dEb)_L1`=)ampklt~1bn&Hli$q0!9sZR5*E?boS=WN}E2A8h^@ zHdtC-IztDh9G^rnLwGvNxCXVG+3r?<>O56Xt{6GRlakCGOvh4u>U8vP!mNtZl072O zj%GWJxUD*r-cU_^!k{*e{!AWO9WhKih zcvQ9y)_9wVeL19v9UM~@wq5p9c}1i@zNkPXH~DFG_eSYRz&*Xx-T(>JP^ zKnv8mDD>oFY4CzTyG8A_{3R$;ab+ql4H-L(ttesRG*p)u#{g>%7_Ma@@tCgmC(YK| zJ>H7EgDrv0yqch2f#-DM6)(RWIG>Lk>-f8y!K>Wx?8o@NoiHd_Pu3cy`Q4Y zNHw!J5+C+M*g1jJS>LS)Wv{@`&-5{}+?=1k6J>A!w=Y`^O%k(zTYsg#lBI;n=&`o= z>1e0v>*h;QTGKoukxk5Nqmv$~B~VgI-0eBPl}S4j5POdqSdX|0{8g~g5za$87^ zx`GiQG43Djds@D_b>UwA3B*(y3+6|9OygEUhI)O*ukFY9oTy)>pb%bv+%8%xTxK%j z`k{f|7$XlbMq^2E87Or}iv;lo%V=uiQ)Su*?(W!jy|@B3$J4ixEVJ{$6r;A8-S3vb zIOdKY9#LEp9f67;1xz{&%5V2eO^jbXK8)0X!zkI@nFfFwb1vKcMF&^d`UZ$%5n zv}J24O8&f#PiUV0o2R}dXB@E`Bq_2Wr+E%7f!im6kSekJ!Qp0KlV#$ApMh z`3h%tMX})VZF6htbdiPeTtQ#Vwv>-j8|%RTBD~>)Qvv7QMu*o3u8io-gONy`qWx5uGkovy2r8TXf{j^I5qr_P*L*? zNa|%Z1MP{e1+w#B3wX;Obz?oxQ4efBP#rwJu(v>QlHJU8F@8_Cp%9r88#)LxfB90EQ`M(h?ok?exa zu-CSw3O5=9O2isA&@Hy?t;V|k9RW`57h>1Z9fgdJIOG~#JW)+Nv6FzN2;)R5- zB|2E+GIjKLZW&a(M9{xNH6h9>A2GiO@{fM~P1y=s5A@*Fx;r{3C(NgXcyfa?E1`DTT-`u1D zuIzl9b4H>wv8AV}u8ZW9454WS-=Y`}Afs+{-!(du=cEeQ5XiHeA)VaFyIzLRo#KF* zfNDIjG68Tk-F1i=!V28hid!msjIgb^yROPxdN)xLLM^L?KajQaC%VGfuLyb*#Q_9!^}{lc>;_gwDa z_4D_8tBq>+^Y^000G7jIGzNuyT1S5(N!q=h;4ANb8aMngcIR3rmd_sc>3};vP3tUG z{t}4ruNth*ITaj1Y}N`gh`3fZUT({t)*$V>zT~1BknTez_iXz@eDiI|II)wjxW`Vw zX87V%X70Xv8(pLBa~k@uwEnXajy4d@0ajhkHy6ZDE7Z5{P8K>TST)HPjbCgJ!nsR^ z_3BV<$epCws-8FTN6VmsKzA>->R8vEIT(HYF^08&hx8Lt|1K`0GflO&W{+EfbpwET z1ago=gtWk))}5SvChHjX{9xE9gtJxAVJer-$q)3Bv+**f|G12crpx=6I+3?FAOCv-tYS`F zmB`_WHThsvMS;7``0d|T*Jd{A+;_-HRI89e|k6SGZl+kvoZ2~S=bAfe1XkyInSA9qCJ`e72mcy_O z^HJvJBE!kYqbHD0K9zX*J+Hs6nSQ`kkDo+lm(?c{5oY{oya`d)KE(8cQ7Al zYjw8~M489|%=!)NpZMNTG<#|)&E*E+nw|yZip0v;cop|50eS9S56qD!pZ&j*KvrwF zeP|7s{mEi1DlfgJbMZR?a-(ZWp%@#Ii9x+M<1oSR55$MfS&4{gc^Ie&aoZDWfGtur2tA4*5@ zy5W~;P!_gFF7V+cPmaGOcFxKFyEwfMeY=JL>6meRL9aUkSifZsCrU57Um?0|W_30* z#y|`@Q0r|)Z~lUb1ljukpKrNoYwzo@}$B#k)e#2lJN z8%LSB)ITZaWhc;)0TAUSnbGs9Z=bkjl{9UQ`+}KPrGD6|D&_&ysocFhnRi? zg{bl&@_k=?Pge#I&G@DJpJBH7mYR}v_P=H(Au7y8$tSM0=6gxFtxS_=ShH0t(n#EO0de(L z)L#wkt%!}%we8V<;?%zISX9#HK?>Q`6U?=5$z3I|O77_0#l1A9(Gv8>GI%>aQx{e0 z#YkFP;MfVT8Pa%+@!9i?Hq>TT*!Id}dqjr4c;cA+QOS=H72ECW8LYFMVtFp+PHTAR z5~-|aOKK#@-Q87v>P1}J&arT_oGPAdm%B~$L&0#+a;3B*(wtl=z9492_sQ|7WNLuCG)1{SM3J<&`*!;1C{Tyo_Axn|HLk!q4h!~9slj+ zJKD^(jzwt|!*02zX=E>Wm3#w*VV?8Nj9{wNtE>BFgnUKR_N(PFw;6*qJ`Uq6RH=DI zxF_V2YJD$Yw;ouhHS|v+nY8z1YIo3n;%#Yh;fF1Z?zNy%sCq9T0It z#6FPpmj!`IG=9G?C#kb`C&ro~7W{KH|3l!xOf^C$<8*U4g14_rZ=|0yTa)}mHD4ZD z#U;i{(69em5H`m=t5MEqJbrkr=+NTt)O&PyVd( znRnuyn7=PV8AAFOGY2oY8!E28+b6>nZ-rHNQeFdW2)6W%eM$j&M~iodSK!au;acpk zo_>WXX>%kixyt}Rdnukt-mWAMT@o6MH7X^(U6M4McpC$(LL*q=YFt;)BB6Ud{Uorx%c38tg z2}LrDlGcyI=~uGIpokqEx3K2fEeq)oekxGqB$*^U)J8S!pPy^obrb2}SN^7i@Nq9M zQ)V^%MHj<$w{O48M@cAw=7%;Va=Hx1bU#2ODN9n0fHZUKG;YR}UUV4aei4n4p;+ki zG-H-yw8`-m?x##gdWy^Lafx{a*+$Z2Y9I@@T>fA{wx19Y*AKW9KNEtK37gttNvESe z0CUXT<|!HsTW6uuLG$E$D?v7+tAs5c4!(0oO6SsXzK01d3MwG5eNsForaEk*%&B!C zH@9;A&e1?4vuFz^&!hS5@~xxGXfArYlA!e5ICws*@r(LSsdIm$f>~M0ZWX&NN$Q}! z-o<-?(WFpus6M`uf{a#}&Nv%+TFV%hj|}QouCVrJ)thU$$*h-QW{@@B`;KRHzvAi! zVm&`MkB-~)H?w%$8-s03v;ClT1Vwabm!{)&Q?o|KFcktD!I7Q00X%3^FK4d5(p34W z4qEcW8FarZI|RO2-TUwPwxou$*cFtu4PHoEE`J^g7;n4zuC{8<-_65HvafQY`|bG+ z#<9&u<%{-2G@iUr|0Ob#vSrlgzbBMwdLD5kl$cFx97EHO&?shd$w=53@$m@4Zv;uE zf0@b$L5%L-D-wd`@&q5#P+~4O`J7&^=i*%s&hMopvfP(2*IR2?JxZesGOJagQG`V2 zKH7g;2QyYywCd_k6n3$;`^!o|+?qtzvqIO;c1%kH2W*dJO zg*v1aWQo7fq#@Ci{Hgk57Fa0?C7#)ND$wKuE(;$RR7gpom|(Dr6K}M`RKdl=^RQXI z#eO1v(l*QPMD{+v0`j7R^xpL^w>}VbY=+auN%IBX-<=pHPUXq{Z!yIJ_!$9x!@a^{pkgz$}1huIG+#0Nl3PvmOL1Li%%c~yGyo|9VT ze-t_M&HJ>?SypwKlc>r=TgpN0NP3z-Vf)B)fbZU6ox#py>3j(^T0EKD3V*-i0ybn| z{e?Udd=@%TcM*VFMs3|6_M-9nW3fWOYwJ`L^wc^!{CG(0?@`v~`hdW>F34qmBvw+( z+MqoMq4O6DIosQH{Lx~L13ObGicQ{1QIqCTNS34<-P~P!@S$kc%DSb_~EZLdNBSWqIVIweSc@E$e;Sur?_6 zo^W z6{(_jP!hznvMN@?!c-{Yjvn1IhPR@DR&5@An(p~hTsFQJ#YbK&Eh`Ir!$XX1Tuf~O!cSY^o2_w{1(jz zcdE>--4CdqTIe5B!c@XmR0vln9&8znMDN7{y>#d{Y892KL3RR4S_H^L z6MB7N$@v9M)XH&%xw#yC%P+QJC9XvtG$g8sQfI}y6k(7zmz6Cpt3(O9wCykAV{!BT zBMp#+#O9Rc46UdI6f_anV(Aa37dj(EWkMX526$$4kwyvzPryY?IzN;SZ9;}sZoGc$OcAgxJS__;<4h&_r$4mA{aAQ5P)sE5N29xwj^Mqy> zK2sx1^ojzVuSe@4{nDUy-8JWr8^>z5rRO6H0t3?HX&JEE=O6CvbQfvb+yq+}7dz59 zTxg{#G$v{!qJ}yi_gN~KoQVZe!tv~l1;i#x#2tQjy%V#?_4}#ntb^UjZFuq|%b4ze z45G3x@`%{wU;#iGWS)T0CdT?ZJVk*Vu3gnVXD#1qXNkO`%7Ek8u2`tAB2zxL09>>G z0%c|rv&(W4xtZy&JTq{7`xv`uBfz=B%}obnWN(StTZ<7OcZNX65nze%0kqrUR1pn@ z6F@rPU_(jYGPGG4e-m-LE>AZUl7$$lkT@%x%@y8ODq$}ww!empSjoxJ{OMqW-M0E8 z7{;o{R??@ew|incfOd)|B2f{z~*!MKD=n0@1^1z>27va_>qf z3;nq{R^f{iHV+L?a&?Gw z3ijtDkw<(?deEi7;G^BF`Ff7rS&1iqQXkNwjshAW$*ayF-YP7hv^wBrnIz;Kq-qh^ z_$??e4%u*Ic`Mk7gcqKE(m!#OS2;6x{T`8nDG*d-YkRG-ggw7p$hh#tHi$sXVgMMHjy zk8;~eT+V19)=-jmXnrIA-l_tR(?RI)%s#G(W4P3OazA02sO`@fp{~?vrFLb% zW)wC);E=N2gHEbqfzLLwHmL`+&e)Q~aAqO8hy{jGII#05t^)~@2R?wMCkNsd>B9W8 zv+i4XPDG@fE_+g8*gKb$z7IwWlGSNOG}u_MX0|w0&pvoI#E@=|-<%M0X!Dw-B%zN~ zMK-<%h{{jJcbE`U9W4Ek^?G#fA)V4D46?27O$}x-*Fgq$R}2dkWsk_?tNEk_ED*GP zKSuM*!qvO{x!h)(nT@SgF0+%ZW;e?fWrHhIY5LpEmJ)ug!P$FgpovWpAMg4rr z4>98FRz1mClC@$Dr>GE^5Kq~Q3EMn+nsd+Ma3Bu;h}O2VSrKj~r(?!o0h7n|w#n&R zxAoFX?upu4E8X>Uko7qgfIffscwksa6ejTvpZVpsQ&|<;Uf{|ei0Fxozmxr>{X;C> zaG2=g5N->@4m(xA3Cwndn`o9iwvD-g1A*B{gPI*4HH6I(Lng=IGuejCFEk&4f~cfp(n$O zpIVPv+bmVX?QW^TKn0QLM@NHT-V;*RLOeHbdN5_VyqvZ5H(g5vY!tW$JthDiDOt)6 z$&&rviWP#W@Pw_HS(31`rr^SB97{N97&P$ir-E#ln@$n6P3JWI##(moC%XkWIZF$0 zD8nlzh{Sze-KTmDvHp#52K(M;Bf+b@QH(>krJ@0`P}3Er-_{fWWCKW;dfw^D$MK%{ z0$VZVXlSEph=~r}6>V({Vqz^ty12Uu=I$(K z$t<^8gE*YP0$&XK@(?n@Xfs=RlCMn-Jb4_T_DWP*j)i!W(k_;l=1*=_Fc0I`$KXDQ)=%+Ghq@&5EPad<*w1R)_f?5rd}%isYMC=8~9#^eiK zoCoaYf8G9kta*C2LcGY9%i$kRc~?bOV6Tl$vEnGrXkX9j!o2wUR9}K?8X)Stg_V?{ zKhsOTuO18KT4}o72w0_TVIad_$^}|>m7G6d{a3@Y0uMjaE3}2)(gQlE*{+~}H;8yu3*qTc85i#xU&63P zHw#*&L=x?BgRqPG#X0mSrLjur-7KV|*rVkV{jUX3cBF`yUFOYE5p^9XCzHWk3W0R% zF`a%=wkT+}L~9!H(ars#H3|zJCK@EAV%e7|@A1TCGHBB$#!Lhelg!UIC%_q_Cr7YI zPZd8jN7-kNx~cJooRK$wOz&S!ZyE)WV7eQ+?v*^}5_BfS)86Uh2~w<#C>sFj{wgEa zZp>~nrgC(;gb26BTVpgQb#*|riEs*szilSg7Y=>w3+qqKo*Pq z1=Am8e7sghgX`&?czJbaL-suww+FY9(IJUn2vmC9EYLy_Ns99<>1?d@27YzHeD$S^ zwA>)r9}Nime&XBLoQ$WpUf^~tGTD!zJE*DL7rfi3Q^%^~jci`A1q80Es{FHRFlXg9 zd&`sS$e0D6D84KZmD*q1uIZ<^k0#wY{P}(<0(!7SwBlw1)4q0GWe01`z>6xrnL2Bw z?`i2%r@c!6nCu6eM{axYA!$xt+QjSg2Mf59wA)9E^P#z;?a!azVG2r9Gu~D6uc+zs3e$w%!p*CkgQ7aBzFkL7`AZ9JCmr`u-Zy^0#IpHtg#|JaI z#N;yZtTTxHH-3tB*2BP&0-%!8x*?@%!)dhIdqDsK>3TBWwP=NnThQ{HB-fLO*FQ4(MdS`{5yy0M ztQ~1F7aUM9&=mvPjRhr0qIqJV`-^rB##S3#hU>gDDOS+}S$nRi`}bPw?;DPp>*@cQ zG@dMjN(*C8Oi@$ZX&bIR=R+AYgMP{Jq1p*%#^qup89Fz+kC94Xc+Soc8f7{CZQ|Hr1G&<;Fm#r749oaVZze`@(bq zhoa5n_66cdJL!;(l*yT-xSX!i%OMIq)5`F#&yV>(caQ7sbMQdYt@!0G19r8zJgcl~ zKUvuxvpKqr*lMyt7@4Z-7cS8Hp3nGzg#sDvl5_c#x)Y-AH=?dZ)8Nrfjxa32cf3FWcB*5IO`C1OBlmyqu=eJp9aD%|hN2AjJQnr1a53Uk|9CaNDbg8l zcuD*zU2bs9%G$%)?`dq^^x4`#Op{?5$U)~rNs|0|KRg|p;z^0ylXz*!{d4($jE zXCV2|-;L~?^2ti;Sz>1p?SD&daJXFia*5wcF?ByOw=MPnHKXk}9m_pvo@Bw2Pcv~q zx8vk-;*Vp)>+MhqXZ#5Bc#o!bZ)Tbaxs{6@@nCs?q{>kp=o@EWN5$67)mB)%c(Iv& zAA4z&iC-(0;mMkFr;yfj~1OUX--F7(9PN3jJ|--*c$6sn4m z0wW{ojPMHcgt2E@jgB2$R`L-4<{v$f z`sg@V$fbVOEXGlp6F$$>cU>E2>))+>ulQ^^gO4V!{K@6<6*jkP*jiEfG>GbMSaex$f z+ExhRmB^Xay*=M^SD9T2lh;?P#r@5|7lhDb2&(0|_Q4>hpnznno zs0m-p**i8>97=w1hYPQ`@2V1Dx4&O?Wwu>w$zB$X#v4qc)wJSS+rEs=$dI7Sw($LE#YrHcUhUGh1oc#vBEPcM_CDlgg#qbI?%7OUhmUYqZ?q(j(TIbA?h&vwjO z#NX!!h1FW?g`dZ#7IkH`?Z`SKuh?=r&6Atv;GwCEL;Wiy`GqC=&Ne)yUx(Bmr{r_x zuy6D|P}a4)gcZogLYl?=$MrnmC_%s#j2t7s$fETZ-G{yXPma<@c5|%b;-8ih6GpMw zLiOwQbvO0|kC&HWwoj;mI)d%8kX#uu@Cc_rh2g@wQ*3Qb3RX`I^a1Nu>-l_~!}#VA z=vYvc6%2?+28}@>vIOze8{oEAMt*BrlGQ>avmD^qHF_J>u%uRg)B2>g?A9ZAJZ1~= zT&dU#p(h&&dk9^|g(tJL_M9r{iKh5XzLbd<%H@8Kvn|Y+4imGy=6-OHU`_Zo`3~^` z$PYQPjrlZ76>n)ZwH}i?Z21r1DS-y-2IZnVgB%3^C5t z?z_H;J<3{i=KhovE3B(dczN;iWY`}GWb=X(w9Q!;gJ^#`qJ}{x7|{>G?~CzyF?2ay zGX7@`Ktu>)$Pf64cmYYLOI^*3hii!V!@N2`Cb89B?KlXxCN;O_=CQzeR`k!aR<3~D z(RRgmKZb0ljnap=R1*q(ic+uM@6+Q-IWm1iOif~#{&lpk%YW~l*OrMRmjZVlRqqkl z)4vR=?LQ5IuZ%)YL~ex)QV}!g<)`t$%~LJ#n68X3|&N)5p3hK`~cHMO07LPf6(z2;_qCwbb*4+fILhl0EC}b{ zH?;J2By9|w`PDF0c-)_-H{Bz=S>wVIh>BR$TN4@0Kz(=Z6zNW0=G}{`T-URl`wk;L zw=7$P@1`~Qa_IqtC$45CUr%Y)=Xq}uEYq)GqbiLD0xf2Yj!g?8Xvc(qD=a6A*Cv@q zKEscxBZznqsYlRTuPOh*_a(XSEY|#1C{Oga+%np5MyN^lMlWFp5o>AWUExz}G5t|G zlvpWvnVgE)@J&cG80WhyQmxs0>?iWE4rRM**S0^CP|3s0>UIkD-wXJLkKvm!{{=5> zsv3C;BLn-EFs^IrG9R{ZRY<$2`zwKp^?HozG3~lcXQcNkv{hfD{q}F}pG-iQIi{)H z355)XtJV$8KGHh=yJL3U%nkXvtAeuJE35YAy=npC2D#$-MOLKD>NB)!63rFH>9Sfk zprML$U4E?3v@;NlN;_|xQT>d(VPm;nA8sMDc$iM1|tRXj{D$H;9>?}jv&=CRteU4F2+W;wXV3OMCnTIeV`o&>~o;Ft#h6#@a1l~y=T zA4xRvF97MnYP~IEn7+NGFnOv{4lg=TqxCo3kM0M~sZZtN)ugrh*Fa7=m~U)g<0${u zXc6nvgo?ahYP!^!tcm<>47s7F%AT7a?P*49cmeZ;X5t&$&ad>N&6^hxItB|qc;fEWgMOL{n&d_ILo25MI!JwXDYZCXRZ>#TwOJ|d>3SvbEP-=< zP7|w}HY+Xb%2j9i%WVnuK=ZzYE~iBHr_U7hoL5!F+#7Db&3sL1OLKaRh#TgY4F7dn zwTV9@pKIBG5_jsimYbBET%bjxoDS&C%&nQ{d23~w3Op!ZH6Yd;hH2AX*M5E`9x9+Pcz zt>>G;*g4rdkE+{Co#piV4TC^7>u zJvS4OZ25ZCC68iF&DI>%n?KEn+tZ8AIz@w3$O|(e`1sc?LG+KbI&KG$RD1NFz_fPF z0iJMxnKj@w_ACXRO*Dp?K%=)c5mry)=#uNMLJ$ZDBidA;<`4hriBAukZu{%~M+HlO zN!1Z;|LVK${Y?A*02kVQ_#Pi0(_NO#Jzp;ScU=8$Lnk;-UW!C|OP<8-{l zU8<%Lme2Z4c(CBWO)xLNZEb9IKwQ1okyKEc4x&#CzBE-Lu7RZPUk;*wv~BamH>@lw zb!NYY?&;nz+8?$QU~E-|gw^{=&emQ*l+XbaX+y6%UO78+oul;TD?UUCkxH)uE$H_K zOaD1xU(L^c?V4mq`2!3bl``YoJ;uWiH$LZb4Gjq+ok8htXTs?c_=T-N{=%QwZgYIz z6t=d)Gvg4eS?)ymwk4H47gnD;x0W2Bm0={@A&UGrcTZ&&STJ#YV+r}N;y8YLgZdG7 z;ZZ&cq=Ce*?De*8go`hyG~2``D{nT8FTSfUBDX)xb!g4YSX2s+P*}9`^2>y?kmWeN z)-ZJ*SF(Kh5O?IqUDScX#pM-_M&4O%Ay+q&XwIB6miaPuvU+QObqjuJ13Ui0;1ua2{+9*B+BW+gJ4M zTgim(0Pz5Rr|V1w#`-6H(f9J)$xOedjMEd*TU1(*N9q*__m-Z~irk5i=T(#b6AGiZ zl8_HW6yfYHmsj^;6i$1nS?c;Hwof7g^5_meOvA2OLA0Y6|6FUX?gn3;OX7cC!1iAq z*NVkuoTSZbGAZnW5tK^=SM)7v@jts?cym{_>ubJ1XD$)*2*R@Tl7A@+;y2*pYz`2v zoNOul%O$SmqwQj7Fju+pJSn?lnezeaIQu351O0U7ca?meSz$104irnOYF72QTqSRa z#_;%j62xAYd_OrJhV(w+xk|7|L1bzj8SWkAowZJ`H70EdY*n@qq|RuX+~guI#eh^) zoBZcxxK*+CXbAY$G&Kb>7qOh(k#vbwP1~SZXp9v$SW_7~cTL>?2?$moHSty16m>pQ z##lAeOC=;lDycjE>6&bIb~wVYVA?QE=HYkf_5D57Cb~K^0iOY=-@IW|zQjB)D2I#5 z`+BjASy4+6%QUE%>J8kt#(bvVYZp7XCDbhGH1u?dkg4i zIt~cMu5Zv{z7J3rb2DfM3c^$0xH!|u3%EOfMI=2Oqn(Z&N@w0=WN!jp zm^6^(G^+l<%Ke02sZY+ujX6^4H0#eOkidgh?8S3#z7bGc`Mkki_!2xSP9i`5)>GJAf^1lb)JFIWx3*3G!=Nky4L&UTuY*8Fam zZZx^I>;Sg$8$qkp=b*(-^R=!MrE1^9Uh$7|2dJp}XL!RgC5-Ua0O&@;-Dmc7>$&CM zHSLw+m6=v^5+>gRHFL5U0gf(!Q3Bu>g7zG_qNJUwJ7;qE0(@)198o4x9xFS9Ti&~r zK1LlJ5*p5!mJd_C5#Omtyww{{2MZx@&12VgYU3nWTJyt%APc zp76R4TVnh;XgX3Ls^wgHqhB(mt4gw+whIEJBx67yDKh09pyt|l*mYDccxFh|1z-K{ z>!Pf>Q=D^tlTC7b@m8%fdoZuy)3_H2vi-Fkc6O<|$` z5d8$PtV^>$u&!Jp{(YFBb>}RTckJ5 z%l6#sj3c>WUgoF+ox$ntA`mX{j}SqIySiDA$7_@CpSWy^20MYuVMby8I=$4)q zT>D)vElbp7lL)WY9Fl#mi(WSr>WV1j1m2a~!SheD26gNa<$I*!Jh2P6&MsD& zjNpqx#q*6qAk(_Sj^L@t<>LCAo*GmyHG!=DK$=3HW#FAYr&8~A|9PpTl(wHi#kk9P z9&}*=Wk$&raz4Y?Et?eb3_+K=wGpDqC#<>3_|6yYX!$-$MSD1VBO_8ZLR0$T*bf=z zDS{&Ly5UoY3=v_rUgXba75qvt;gv3jXQtD~p; z%7afv0%fb-e>n=m8zuggvmhN60{)cs+m)O4cy3xnUI5T2ioC%=*|%ntIO|5Gcq#<1 zk1zL1L6|bCoIu)hbzGG1=e^42%)I!{ar%JzXuc~Se;+o~A?LZ<8$#{>OeNTx(*bssiQHo$G$eWLH##%4%_8F*K&MYdOGd!^^@yo%Jfj--RU7 zSJ@qR7eQG{Shh=Z#Y&4T{?vMwa+HetY_h%@;Mc~IDN_ZI28i?*?zSx7h+=v#*N((k zr!Xu_8w?d%wAUG%17)bOVw1Z6g=9zqM~VMdR*3);#}$yh3h7qf3O zP8jibq*{9`Z89*#jNiX9YTf>sO~s$?*V6}}$Ty~zBo%~92)NtvI)jkfCHf{}eWzYr zG&dzZD@O$A(Z5D#MIG`B)z)TI_bb~lngtHY-nEg1^>1IvcC4^C0^HWNW_Wpq>no!Q z(N2J(i8z+asZ0s;rxLP~VVxlFH7rf-F2Bh(?M!X%t3?w1Wh~XQb`CJ6K))1=sBmo~ zOTcVE>HDQ{w>};+=$kqlYtN~Dolg8)Zcfg~bVhCFEck=GFF>T5Vhj^CK-BKuMYXja zH1Yf6zBgxDS3ZHmQ4R$Z6R!Rp^=3X)_?gGZ@isbA+S6O(#Z=bvlT0!}oMb_i&HZQy zg&AzkC0n#!szw*kdBG}EdSuhM!&KwJDxlv$JjYrt)~ejw%~ZbjB3?3rh-D0LTd&Xk z|L<$^L?)8(YDCm+r*bX&pwlv@<}@ccPZVJ!*USV<@K`tPO~kL%H@q*rD2XZ~Opdek zSkJCs2TJifT8K>K0e(@Q<9>+iRR+;I(PD~KQxuUqE;}7rQ*(+}ku*psv1pW&dS7|%srJFctvC>T6y#F1Mv0_J(nJ+1QZ_SFv zfy!FW%2LPn(34zJV;6ozs6!Y^aAjK-D2fSX>Qh0hiR(Oy2#fPDcD;T%&WdCN~Z+KjtjY)p4aUw7?`y2GbFhn){#haFDo%}&Lv3E&cMDO(rb~%UUHwKvE6^!9ZZ@& zAg$ThPQgBK-?(IQgu>D}1&&Tt44v2^L5L55Be~);KX{__1C1LC*Mdp8q>-x`B^$bd zyxB#pI%JZ>J%%@vq?%hE7e$&O_nk4!)jKo1Je5i0T-5fcrI*u zXt{m((L)^5jy#r**m2}UhH4ox!jx{loXegT1OwIlbDNBdENv-CLy?f*RG&zFKRs&y zmc5Hcqi)ZnZfPkLW%Ss4li_cmJWGaV{Mc^5IHsmX|HpzZOD1%0mqjQkZYR{^q4~?P z3RgGauiSSW-egW8$`7u>_yozxQ?yG~N;Ty*{QKdCcSq*2Ey-({qxEtT&HBIew6#{s z5tF_XE=O%;#AF+@d@F4>Yiay;v{~$n7)mO#ysmAWCZs0zjNnR}ebx18x1aMQjIWu0 zRCN0L*|k@#S$$QEN#af_K|+D$E9Lq1R$`yGjRRQo zEv0BFPI9y5VpTeL3Ri`I718&z?crNW(=?Q)+B<*p(O6C&Aj;a~rKh3R%4d&OYn8EOem z)p}xQpI^uaIRKIa;J}#w%2#Vn+KET`uFIndhFgR z35n|B$&w2L^yUd#4kcIs>%i1(^{HdRW=nWB)mJV2cYy_nHr}m4{#7WIYFp&qqjT(%JhiNybIdYP^;gktr>b z=awLB%0p%9?SSsG5TY~!2P^H0YmVG2W-fSJ&KKzQLoXJo<#XhrjE*xq-Puv7j1rja z6rkJfQ#LT(PEdlEo4Tnh$#I!LTxjYXjeu+Cgge<37=^<>zYyYy#jAC59@dT=P-FQ6 z+k1Ney7vZ_V>LxaNKb_70X2R)x;PJHLO0R^yP+&xRdS&&vz;ym36?$OvutyNM(ML8p?boJfax%J01lBXGYw^~npN z+7G2E5eR!>UtI`ste#~rXV|a{5qJ+w!A=y(4*o!*pBt4K-1`-moL%=ePUpwBpu)x+ z93d;kI6H~3#+We`rO5tmVn0`nDgD#4g z47|TK=?4m@ce3m+PICpd{_+%iD?L-2n)-;Qy``$*ud)##LAaPq$G_EEs<)$l=OGv) z8gtj35jj2w-0>T~#>!fq9{=H4?{hj4wx3c3?UyA6d*@uw6#9}6cgDio&RCCYU_N^5 z8foo+JjKoga|a!dw-hTDOKK~tnd#$L3u_YcJoUT%?WOo3B*p3jVH(9Ttf1x`qMFHg zHfgmOoZY5x{5|i@)?lUo%SR|6fRc1{sPGS(NY({RLPQNZ4FJcOKXt9wkd=nREB+_C=of=s zzjI0}f{KfW?$|{ua7sAq-;8MpX(64h?MnLXooZ6}zK{dahW+24U+9!XP$+Q~j1D&N}N;J&|E!mqFBfo6b^ z&=fePK?aanZ)f3ySt35VtOSR5lrF;>V ztXbtC9~t?^UE|fOoq4n^NvNZ#Z_SKH1^!=9x)(gB?J%^1`p2X3%p-zQKg-2iP*Q3S z2a=3MYfR%t0dXzMXeEECnS1=qu`&8+$n0_(mQfEnlHOJBPp0YvDJ$c>0kD)!^eQT#xuv`dHJ#u?{_eW~^^Po%4HA0&*kyuSUiO z_Y+{KQ->xqE6X|-#ktpI*Dn?ecmqMytuGe=YnO?PFJL5e*7z1m+M_#vy&(NfR0}H` zmr3+vZ>YlE7pooH#?2i`-v>{Kyf}@Y_=y-oP~JaT@G9^r#y~SWObS=)VNEg6yNT(i zSP;{g{F9MY&!cnN2UJp_syaaQ1;}n=J2%VKdJ?(pywHBAQXGJ#NEdEgSbjwb955L5 zk&@nzYj-afn+W=1p4$Pu+1OjY9t$s5ui@bWdIc5abR`?pt2=I<+H8G;oetq;S(ckJiL)Qh2sl42`k+qOnfn^D9_ z^DbK5S)ola%9aJ)PBmI?Ki7*Gy*gE@XiAd#bY9tfZ$@P7# z7f;gc9OrQ8W3o=sY}10NDN@-jrp3M~Lt>hWo@NyO{ce`VKh6o9|0nxIGOnJ}fuvLV zZx8WiKaVQHUk&yjm;9{IP0P)x)Fz!*-V>lv=0xx`{}4qp3{#P!O>R+R#3SdaB)@C{ zP`+3>RQ<#+AUIM~mp;B;LwHM8`HrfbDqLx)k9}}Y&1s%*&<>YW8ERW`0H#i^j2Ag& zv@N0(wyiLa8ooA3pv%sa0DK9dP-plr;tt2rdm~819*F>j>M7>}_RvqG1ErS+C>; zVs!mg;b7N#0=aqTJ8z!EG~VYAzW=3Gk*uZ&EUUAIG`8yOom84Qu_=m)Wywr`GjZt|$~ zNVyRMC7;zeSZf}bKShBx;R?)>Xu+pTS}e&r;y~!_&HBH~No>+RjTY{#o%75~skatx zT>r7%s$VTnwlMNcyBY}Mg6*n8FR3o^+^{Lb|xX1Ts|Nz&Ju!xOECWt;^mz|6dH zCaFx2nd5MuPc{GA)!7bUOW%U1o`vSLvm7pdLeAVtGxym_N8aM-Pq z>4Hxr_T<|0eYA3s>@BO72nmDa7YT+%R(qSJ>%4E5u=tp?Z*+?Q0JdcCNtul;y%X-X zINgX6j6Q(#p|^g%A|8%8O9Vlyqf)V! z(|WsRL9)>otVmKT>s^hhD&csrc1JpEd{kkO#|j4FMg3hOrA~Aj`C_L-$oPNfQvP*p zq|KgMbFbX+;#1t#y;F7F%pQ{|K8n>kD|vftz!OM&b8Mi%0NMM)`yf_d;oRoFUVxMK zKES~Na;gbnLKSG+0hvJJrq#S-4r)sd_lBW@O)6YuWw#frGHG*+pxkwE9C`Hc=ANrp zJpTv*inZO%5w8f1Ek4@RZcSj5u;u*3++e#ZcNZ2r$yBMiOZ@gw7Xv9{ot&kgjaxFMlO zz)ku&xorKKXh$JAkohM1>r#LI;NRAL`_9vm7~~6IL3n{;9WKmFcYdLE|Ka`%Uhih; zl8D*?)sE`6cW=1Q%4iv8iFNt3x|;ZFv8lp+-|-H+t1!mtZ&@govzGAO3{d;q1*2v^ z+DEQB4*f+qc*_|0YK=)J0*{_y-=~8(-n?ScN8j6)b^ej>d&1jil3pk;a`4(g-Xw0_ z9BV%q4nYUji!4^p7)bLnN~ZYkn&0_252e6u4yHY8M$ozm=K-9i^$4wJon{u047ix4 zg$Nu;+dW+N#qA{fw&ovD+#$O6dTWL>j zG=BBH*YOH`<8^@gnRcJ@HAmO=#hK=x860OZr)RuTCIMSsd0oOxa;CAK@w>9XIg=(Z~2I0+NF;7wKy?+C%d_c)=~>a_H!ER+{bEV@l0uXHaM== zp~|Y>dT7Fb3K-X|MN{X)8ZPZ%sK~Di5$N`OvXVvqhR^u{Az<}zzRH4Hi)U{g?e-Am z<@@cwlN|=Ic`%?0R|L_=B?*H4D6d@lq3(-n-VhGGb9C!5!vhbxLH7j*%w=?^bWK3s`8U+D9L0} z2Z!C_j;}9>QNid7EHoUm`4FS0e=LO+8@3g_mK(YEf6TX*bWsYDeq`7#7!+dy?33wd0QiTgf@bChtHJaA zEAguhnZK}<7HXh3EyVjKDF%-_D*}%b#=aQBaUo=$o;vgCg(hceV6oYx>$e_h8k>8Q zzkz^A^mv!d9=OOJ_%#O>{AI8C>NSbM1d*&d`-A!@!~MEO>;VnncP+j$XD%p5u z<)rafJpaD~$0z8KZ9i0fz9Lq3O`PY*PpfJ>e**a09J?1A-=k%J@NFKB%5IzAKG-5y zTL6ye-@h=mr~g^*B{kjOXKMW4K8yzYLOdcC&!jcY4bRi*W6|HgiL$(pfrIf}ZAB#| zOh2!TRLV7G1E`O6v25-a_cMi_9t)5(l!$VjY$`>^G7@ z$ooAU+IKMHgjmAnXGT}70mYu{)&2Hik}MunQgF6m;L?^0G?t)!Y_Z z7t{bO|61^xoazTvRo18c!dFJgN}KdWNeyP5Yx3N`3XM6Z5pAeWto8Lr-TO!JDd%SS zlOC{CN2e0Afy-?qX8F`)IEl6(#@yUICqKXUt)YLLaaHC31TfJ{3N!2fmdgk7e*5YB z7Q#@qX7*6{49KNB6mhGce!>4at2CXlNsQb(nC#snUC2TbvasU8Ao?I$SImg5RgT|4 zX0h%SRU)OvqOQN^z+*vM1~XGAVDcQg;-(W5ZSnEf0uQ_|E zpZzoK`RY{lD8HSt>9m52&II}wLobz4!u(7ayoytb)775fe;yQZQzKz`_h0GzdQSig zHZS|P3+^~&CW*JNpzu>UL}bY0_5OPlI1|Wt6acF$%>Leie!k{y3XVa&o1KxJ>-xu8 z-#;kJzfKuQBuBme*iUDj+!m#T)w7Fg_4;wd0iudsqf%L(1eA!)(Q2xul5A>?9u2iO z%SEt#^u2SrTu9FGIx3EAxp}$KU32Z=kFgqbpUz{rHBspjGV1|mmeYSD^dAsNSRCGE zM%adx2un9H?R1xKTEc=mERMG39ieRY5;S^&W;dFU9CjQ0K#s@QxKnqhriKX~0YRG3 z@%glY8F(YStrNtAeRuWcm7N<>=fI53?v; z?}E_tUBzkRwi-UF7_|PzPpsYQSK*G_WRV4E@%jc-c4b;N88Rv)Gfml`X;UVzBNKdp zvzt>HByalgAW>{j~qyXfif3e|=r$AN67VKdD?3FVuDiCa364Hci{NZers z&n-LbijV*zM81(2hKFRDxn)r`dYAtf@pcSfh+5Nelf99YNPMoOtt|rr_X8pv9Gn;J zPCLw+(!rG?83x46<&9bQJ(c4A~XG%wzv6tLSby03*Qv#Xf=jZmOb*?j$%B^E5!2V^&EMBSYW#d--DqyVZC7%Mu4C zjKQbDj)X-Z#sV{^o^^sj$~2!PQKua#YHH#Uh-NlupoX4NF9D=&OhCMo9b@-9)nPWN zN90v>w^nO}Dm`tvq<36%@7?WwWNzMEZ8+gKo0LTmG@x&xF)o>~V;svg*n-#bx7Tt} zMyJ1cW(J4h*pmYvBF;cE!hP%S`{NW2M}N43MPobU_6R2UXV-#XO8h_--$YXSufQK7 z4D+oIjJkTkd?%T4jM=YZih1gBH8}7}TD$J!fnfIx+xB+u@{iM_XOU*5k%30TMDM=Y z`0r{4`8qb^(ws8oa;8m3Xzw(`46t(rC_hg0_E@IqCDk($L#uogg)g&66@;VlM?U5L zd?G$#6I*IVWG`Hb%Q6Ii;(at1<;%#GYwJ3;biuP!T#N9OIRiAk{QIGAi`x*GOA#ur z`W(L6XbqGZnq2lpvrG9Pytqiqe_EEAe;j12{q26BG<}LloNv{6kIQ2Gfd1aNRqt@# zZEP@Gzz;KZ<;r;jY{~eFzxe`-UbLlJlHg`XXZ4qXE7f|58$+x#UwJL-11x)m7S?); zlHuW)oxNn1E5Y2T%g`FPtzcsC6M?Ak`GkXR$kQuk$qe~Li&kQBmD#WJ{go5u!Y}`1 zST!>6ot%z>z3C%A<<8!ZgkHUQb+11z@B1LM^Zm#mqKE`lg!?2U)@HZ-0#vKZy9ypD zYb$?u4;PsYG(TJIo3FAm9>0cT+EyBTcpgGmS%C{ij~OtQbFt`YGAfO8^M?R>PQW^) zltjRSJD-2ywbCR}&?DO)Q81a5kktRKR3mexXxZP73lG5kwQ{DeFk2h77^FeYb1p!k$2E~%m!ZiISRR7%plf%Hp zk*@VSgX$}Tpwb^0xdR7-40Us5_98RTZSlnuN6<9;fq)`AamIq7InrQ7EheQ>ZLRe< zDVs_msb8jEOoOnVa^)OukAiN`7xg~qs73BIetT6Q4(QG5-q5s)3dii^nYaGo_~b*_ zUq$w{Vgi+dnMdGTX1(8Tp81`7P8d@|Qe80qPsWH@`Mckz`Y(_R{b8n0qN-ma zjQ!PDvlrp==b))0&{N~RoP8!kolu#>J5Mu(L%46gg&$>?=lUmEFE6|;7_t%Ul0Bb< z&9q&5&(M05pcrkE2Bm{IT%)2%HpnpK&0@qW6^s5g3V7id1xJ1BdYnET{3TA#n8!wWB%$=a z#O)6zW?o%kK8{K<(20A3gxy6#9_*_asW*SC1VLT7cX-&nyFiB4b+l@R{Y$&ud59>5 zifZMKgFl#kq^^tU<3#JR@99&^7@l_z@cT>>_SDXo$An``q!ySyg0Iv(6?p{7;~yl2 z$65$OGWRSW2JD`v+Db@lVkXBPKJU;BkB>7WggrcD*CAT%LQIA=8JdJ@v=sa8~z=a>Lgb$0&anp=LO(&*mai-=>qk>|Lf zV82zaBwz@e+dd8m{v`Mz#lV~|tT_cw`jxuVWW zHB;UO%!)<^aZws&}W1dUfzLG!P&hEDljX%S=Do07$* z?9Oykrc|k1)$JA8g~Ta)(t>*n)y9J|Lw9dJ)Dd5|Z}0!OfIm=b6xs}mv+ijKXy3oi zx9p3tc;4dTxax>ZXA({Uks}+N+wstp@UfYzUe+P&X-lQD&#vSLBTFB1$m7uM2z$;F zFM$X_I`_kljg~rtXt?|PG2^ckNjcJw<#XK3EXm7590}{YJLS|o;3X7ZUTvcixxQt5 zH@rv5=_?Y?wf7lz?iqrH!Y$E5p&VL=hSkfkeTsIvN;~KS(9P+yiFvy;(8JGA)6L=+ z$fu%G#rMEys;KR*4KU_Pe!Rmb`f=7yp#TE6o7WB+T_cdTz8aeSF%hyvv1C?eBbZ`@ zBb_TI0IYIa6ge z;HU&(J~h1E#cK3u_K)i8zVc?Sz0{R!bVB`1@yxI%lIGH`V~y^xlH`Kv3;TU(>5;HJ z7SmCi%;?)(9`(*$+3A&sa1E_2{z9lDojkTjC;Cy3{!eX2vr8o}PkAQ6p$46UNokz0Q8^(73-2m+zbRqwX}C$fZhD>H17p6N8YvZHRwE^Dtf>gL^}UF&IEinb~G zk6$6)f`}ISsY6GU804C#jU6(zs%?*LvEL=8r6iDdS zFfZPOubl|%&uZg^sh@ZJvusT=-|awOJg{}50}pVQV1*N{{NlpyJ&HU~SjIG%iNgOp zzXS}jOY=QhAIe^AaQRBD_0mf&)9@=by^~K1v}&+A<@JD%;_cn&v(v?+};UCP!nLu;JKEU8@eaay>F@nMBpb|$FEGj4(igS8@G|EsiLN)q>744;l1fD zy|LD4A8K*!QZfcG7ES3;kwU)rok!F;L*Q_|R%0hAUb@d0C+pGxTOp{nhD1;wYxoRg zUsX={%x_;_Z~k(M5>?i>5EO0i&j!C<4p2ruFe(fSI(^_mKpv;LX?qU$lo*{<|&Ig~Bf24)f<)2S8zv(U*Aw(jseto6p`p`< zWXkF+w&NgOuzVNODu46Z*VR1mHY_O+FKj@Rnw28J9gi*i(ks(ax!}>yZ-E>6iu%jF z)7Wmi>MKsP`R*HjTGZF8lo~4KMz=&!ZJZXb^sdO+$=A2f%zJ#9Swqk2`)Z+lql9qW zay-#HFLuL49q7lH&6?6N#%G!bmi!)fwXTb*%LY#z%)q0tn!oCeIPyJ2*m$I7fLFrn zXx#hylGTBIFM{C%@DzakdI0tFA%brBEJJqhkHjkzzE({h)s~1K5|C9XFcM3|(j^DB ztG5QKahIQfC!`5@Q$}{Ayz6gFL zZWS}5je+qy$A@#>qZ`L6W*wX1FBeqVN3dd`TfMy6%EO*0ICar3@x{chTr@?`E&6Xe zU(1z<^59I$=6+hYbOlOJ;tH~CklV7?+${m)7Y^x%j1=7WmJ(tSw3Ow#dENmx$_s^zPcumj%c=o0d54(^k+F1D7v5UNh6TsYthS4-{Xbz0F6q( ze4W85qkc-^eU&k=kMbkU(?)K~n2zwmnaex%{SFnCF>5Na`m8$REJ2cV*p+TS>E7nD zoJ_E@@iO4NZTqgVGEnH466l9ii#fx@atN5H_}czy6ZJvkmXZEKya`e969WeiL`LG3 zH6i|$9!9i#CQuqQubao@l`&R^F-OR~y_Ij499_^VywpIely6jfJ0bcjgd5i-UDTGO zsUhwdK&MoZ6ollf$@0<=?hj*bjOrRKa^ekDl?irufBfPuaZ_jp6A9{{$G~Gs=|Qr_ zxbtp5wV9s>#8>Hq|K0@X*xXp8!DUFKlV;RfnIRM1RG@BBy}|o>nY;Sfd?r-2R&e6|NldlN=+L3VIM9l?QA~2!y^etuxilo`o4AI7u-2| zSf&})OB`Ju#2j5nlZHW=wzaO?HZR|@0>u+13a;5JNBtQH(b`X_CzH6A+0SI6`xVNF zzx@UE)4>Y%|JGa~Rm{(T1IN3yx|&?V%`Ig7YD@RNuyin;B@9^bHv>L*2BzC=4-#2A zAo%>hQ1XBGv|DGUtOSpx$y?>Tlcw`@-QT9d2CdxvXIX;R#0`wAzWiwMTc3dYR_$#P z6^y_YIEFiBGY4cC$70rz-ZBrv1&gN#n`8+?qAEYGs@CL%r}jbB%|;dIFI(3o$ll35 zFm%tCpBn)y5cp3fAB2T{0NK0b^!carf7-9?!EqiLo&VWcJEyN8(y6X?K<{yA%c0Z@ z-0=&~eGBm=l++hg$P+Rr=Rb7c=b!0_6`nv97qvK8RiLxJy@{1V5Guza(-}dft-k}GE@F=Q50WDKF>qBtV4K>cd3f{hRLummpTre3cKktS;u$-4=;%*KwZL>2JH>H-E>+ ze*%EQQ8GgZ8?`~`tMGTUQ;BGfzRgbWfs^)iDiQeCHVf>ajBlO?h-%(+2z{^&n?MLA z;#60loa74lnayLfTZ!nY)EkLXKwUz@gAcoq75ZoAIcS$-9p6YiXGsBVJOVk=iqXdp zMc>XR9=fm?Toj!r|Ixj*iJ26ppVy5=%qrw9V7A)fr9a^Ah$I^lhTl9F}J`#Me8&wQjzGNqcqDH}q8f#(??3i_phgGr6qfnx*IqIvCMBKn`og z^YM$%>tOH>n@dDuk?cp=m(6Nuc`SlCJ`toIk3s$1j z=#>nwNYLJnSB!q=cgGFPKGa(@>C zrIl2&EVG6);iF82tjPLAJXA>nM*@WSi89~6fJoKr7nDCLiY#N}>B^;^J!VM42y(vvp) zEb53LXe)Bq5oEJpY*>*)Qr3CR+ahvy*r^57MmFDv`lm@bWg3>NYv^hXUBUCi#MC7V zd}_IzJ(Qf$Yh{XVox{o)^nC{|nv(p4g<}dSwQJn|CMKQPDJw1v`mQG~7Q>I62h#0- z$ZBltS}F|7hVRttj;Z*vzGuxyxRV|eiN@SJ7Bsn^N5DP|Kd8zj6RM>Z#AP}mp=91+ zC@2`7 z=nlLJJP`0*E^0|@a8qo!KgJ#X8msd}pc?n~2D@IcX=iQPANU<8AsbsSYAok+KyT`a zyss0jXnQf#W6G37(Wg{;xrDxhO9msjz4)|cwR+sgg=vY zvo13Hj|vFxf)>6!juER%vRqQcHT?X;I!|QDTor<`&H(k}0r3J`9GKul z0TX^%!4jyr6KM4o0-lZaav$H@T^B8^g|Z-)`Vxj?A;@OO0Dvx!CMBT6gno>f&01O| z)HD1;eNHmor?lDCqGl|Y%^7WAiK%e-2N$j`^!w{vnea~$bM;G7@dKQxil`nKKn+?) zBx|?(b??RNUpa)URcODs>aL5TUK8!yNm^>o<$^u7o#|js$P*lMHmgaC5AzPrC+%Hq z^0T;AA0GuzMVVR*VRQ)-XDd#-R}<$Vy^;NYyeeSSH&>g$vd=ue&{?^K8$^o3zfm0Fya&8;w6YmFQm*HsOpwb+ zl1MvVBZ~y=%~n?dEsPC-w4Su1Nr+!L&t#i(PlbK6`yag^WThe5wj5@d7%(n-^gHAT zr~k*c+y7ja01R`&lA%T`B=~(%w1&kB-=SWo{3-C<@WsvnT1NBMZC4}SM=^kDclhPr zvaWq{;^v3U^OpA5`pOLgWnzf3A$lGWkVM5=ECB`JQ`+m>h`lw^*X!FipF8gbyJRSB zz31G<>F*jVY|NR0(Y4NQV0 zZp^t1#Cy?t_uHSV=>WZRgutkhtyDo>m)~}TdMU3pByIw6oWcVFzF((nZzba=CkyS{a}Sw(rx=53P}<1R9DU&H!oYKLXe>SJ5!4h?r1;rg<0{R#}zXff%glC9TWr|F=3i=`Ke- zzHdZ7BN>8;# z!bWApt;1WTO@$9OcX>Bq+bM{+l5xSyq$1M~9br@|CZ-MrTo}^Uh?=bcS`p9YGQx?_ z)q>9OM{41F$p;u3!_iS4bR6uub9X7Ip9jIjYhtg|esXC99mRL{)2<%vCQs2X+HOC< z%+0ynJ+I0|Ebai``9CSJWVsCGcIj}u*|Jl%-XIj7Yq?J%@Q-KhPp3x*#y3)UiDe8K zZhGl45%KmU0Q2~fOk)&u0sY3Hxoq`L4!OMI_o@-3+f39SV-oMh_l_N7{!bUC7k0}^ zrc}q73;e_Ik?rCHp=iFS$I*pm9>UX`_s~{b=0E%+dzx=?5IAerxjQ4JmO!hwj%@Ye zB5?IATnkV7bZ?8#ig>p#6L$*}g#SE}tz)Nb6nLMPbJgmLxc~72L$|utOz*O3hfO%F zUd=GZM@ZrE8>S}AdqCSeTloA0@ka(wB{N>m8$9+sX4D*KYpiEopy)4gf0_0M!m_Rs zkvAWAmJ9#^cXjy4Q@Yg7N6{f*$jaelgo>o}G0eqcWtAaxk0mq9(^EpTndD214%7kqw;sj{>1 zFNvJtKW!6_y9W_wQ{LHf>~)P9p9tv(<%zA|aOl%v=%wxMr$c@ooOc0JlQ>t-s>C7! z)(%dGhYL23>RorgwcZZGXUMh3OimQyVA_b3969-?C;XN`h*%Bt!|5-x&uu1O=DBO4 z29~A^v-?NzsIHK;x^g8@vJWPdVhK#ZMB>3+wKhb~d1TIq>diBz={9>sxc)yY28{q- ztRH8-EX4S%Jyi2h=lI3=HJ7VL@Pt$ZkTE9p-d#&qD;(L-xd3#_R` zy(4T$a}h-B?vey}UQ$w0K4D?qUVrx>UuF5w2Gm;$G3Nl*VR&;v5#*$(=2}I_ng0@E zK#5U=+g!Ur&2UrcidjuHl$?zGsaKuwn=PQU(zGJw=9S~9bqR4yH}MU(D9em9x8s2D z+nU?aKM(w>a$V?Z6lRC@VBg%Wcq<|<8yIr2JSO@ZdVT>+> z3KPR$(Ycf^xwhOvAg%2G^G%KAH~8kh$?XsU>f-@^Vp-NkzKH&rKEUK8d(8VB6T%O$ zt=TGef&hv{Vt04DZE@^f4K z0qNXR8u!#KYw1>9$8X!InsQEd02Q<*drNj~e5!^W2-y3mxmOIGX*Y0m!&$-1G`OcO zW5>TQkNANL808?b{_AK(P#(arbQ;f=F2`JYu;Mgnr2jnw_)97?c;R|5a@enqT1xQ~W>iJb%bx>(8@-i|^J$ z@u6>B%rEKvgQlGEQca}dx`@HdvC*gaiRk(F5Wbr-A;o;4cl68HEad&>0rbt7 z>=$|~Q#D(#ZH}&@&kMXW%+T5(g$njQpf9)?xRz>_Ztow5X|yZ@ERF@T@SSP4?J4Rt zCL$|)l|3WjF$2+nT#6?Cy4Tf5GO;M;RSI(QJ_UkX%;VJDpElUEw1&oadU?hjF97{^ zhY(S4dCmTi`HWI2A{V^-fBg~x)f1QSx}%}?J{hoS>6M*L>%TLBQ3f&OwefcRW%>_R zGyLkIu-ne=ucb(GnsC-{wM@vRyqFsCAtiKGY#|+T-|@L9?5~AA418f|kj{5KtuxmQ zS=q~XoLiGF(e4NuKhrE>M~H@bR+V{EA(YZt*igc?W$==NuCA^IqpyaWd|o`1l=Ddh zEh_0zX$?%~30Rz3)TX{?lch?E7IV912c!(Q3J98X*b7d*LfgJj7s3N{!{0oYL<~uQ z#WKMzUZEF_fg9T0!@X2_f!_BXMpjT3Z|Tp_aW#4H((w4+^YGYK+dJ6vL&2JIf{3Et zt(4BNy&i9>67Fhskg)4wYGdg{muEf80@6lVwOs!LT9u$6k~8?#AvoydBtg3TFYh8 zcxNXNKM!ye;gNS=iP8*bqcxl%NQ_ka$}xpzzvb6KeSXdN{kptq4|c*??$gkJ9g@U@ z4S-@dCax6P$Wt)hoR>L^3h~s!4cU9w7ra6D52z%*m!pABklfuZf`zUo0W*f$=$L3p zq>lpc<2}KEwUBO8fIo#b2xA!e|6S*n0EE?gjeXMzXiJ+f(lLP|g>q zd(*gU$>ls(Nopn357d8G75Jfx^65g#LypQFXfK~azkY5eAW~{&H^Q8EHb%jc^DQZ9 zAp+Al&=84dBdCZ3Vq$$0JfpUrW@75#qln*2mN1E{ZTfw8)Q6ZV6LALQXKQKI5tfBbXoGp3@Xrt$ULv~TD5x!b7A zemIKMRPyGevQ0xWDmqQ~cThxFShps?piG(Rg?@5!@^8I^?;R%E^5UH>T5OWE9g!kO z;GFU|;#Y}_!>DqE`#T5wo_{3r+0pTb-X`@T^#CG+}Xt8?4=_q># zv~f&0%a&iQ6?5v2yhbV8`9Kw)tKl;-s+a;h3@5QX+`ukU8{`WAe72| z*XZsoBOvPcnOq<1fVV_ezRU>yu!6a!CDwG*BXTd7e2f{5Bi8}lg zRk`SLca|I7zd9e?yGOhh$AZl9Qk~G~CQV0_`j}joC#9{#-7bZzw|YleXkiiHGGbPU zfuUdDB!`}ByPM=k|M7>=WT2QxQZ{1nZC8nFv_mme@~MEY{&L&!E^g2Hk1?&4r_m=D zfwF$REKcy3oj_v{JMaY};Be?&@A=0OkT+9v*e3)M*&b%~IesI4bTTGa!#-}u}_^W&jdFDuo&J+j##sUeCrQ0J- zBfnm%G!|iLTk`>FZGEj@W58_|8o3I+&7;qW@$&H0UD0o1Ie+`n4TiF&+48dtJ)_iV zu#=aJYfUg?M&~s>hZjB z!@M`Ej2K#4pP#jl(D=9-fm^uVzIw7f7S@5t*D-y=4w$fNjwWdH*a6FqH0z5tAO#VWkBpEv)9F6^AOyH>uAr;SNO_5}O(u_lUAMZH!yQ6UNZdIuh|g3een$|b!b?Q*i`-2`GWLw0<`r}$x=lXIkDTl_5}ws zOlN_Rn(&Md?IU}+ze`nw1bK}T5=fiN?jMz2_ub{$ei;27g2RR!{`f+|=S?M~`qjd? z)ihU4-hiKKymC>NNn@OC1v}JUIt-Xr1w;{l`CcaB>nBB|($mAhd969xV9$jVR1pqdO_Lsx+o!~Q(V8l?f4 zqL`&lgG#qh(O9&WOzpTwjYmep=sjDEM1Jc8B$dq*OOEF)raP&wn~P`f?dAMvWe9Og z>&}T(VtWNwrW~eqREplRdvI7Ln$JCtia`q~xSyH}^})S$SZB1`Gf}%g+a-nwk!*^w zvKi}$PO8&2_4F-lx}~`?r=IA6LLVU>!U?yLvjWu)>2>Wl6j+ECj9qL|NymYfz#5%k z#%k!{h)9v9!FU+8E|lTS)0ygb73{YsNiqg9iiG7(M^p0HG#w>Md|W);6-I3GOu~L! zw`Z<(>1dMF9D`^#*B1NFb{;jYepAM{RXoA%W(|qVruEY%)*KQHHz(zHl<+HrNyXC8 zz#V0$zzsq(2~>D%#aOBE*=AO05_p;*=J>)|V>aQyaAcTmV`cA484g1md=0Z0{Pe4G zUYc;w|D>{rzJP_yIS*~WLL9P(QKm-yEJ{^hvIut&olqh01H#W;yPAZ==Mh)CsL=CRWu5Z^&rZfJ2Y9dO}lZ-nygnd z%u8vCAFL_IORbR>mab#$bXumwc~vHQ;|L2swI2Sc{9vsMepdN5TUt)qn zGtGA6{zRJe9RV1t3?bmvG<)^LAzlwXcgNVTh08{1>1#xVjIg9)vpE-q9k;#xFgTpA;|v|2h?$R8PaOlJfOP}-}!^gT7 zA9`*D(t~ykG0UN3yv;HgYYl1kZ9BGED*XAIuzi~SAvf}+$FL23#B1#u0%`k{trf+7 z&xw=g6}%s~6=!=Em7~btUnROMBkCcdYrk%2d^5=E+{M_|M?iga(?jl zsg6-CDP6xIaL{h7FGRB3=zMuuNd{hUl+nxoM{6|J7@S|cCLxe?Oxh;PGoR;8l zTE~EIYQd)74%`4jPQ9i@0EHZHD%h}yeC|KuD;h`F2=Lekb z0n}R5M88;C*8KG_rKnCL;EJiLLgO|lKZBo?dlbITS)?5GW_-1!Pd5A zd1B?Nz4G!*A{&bW{DH(L(9cl*=EKC##~eF0L_thxYmSS?{H0K$WzyEIDXfcql5u(? zgGntv;5OL7M^imk%_}Dl5sim1zXstzeI`#@&?gFuEe?CgIH2Od4=XKh7^&^-RMZo< zbqBhjjBkuM`4$ZkAw53UNQwFR?B1XnP^W#ewNc#dD?DwuRWzeDCoM;U(4=aeW%rrCX9+k|W0SIdZ&ZB_93Gzx}TF7IDN z`8cOHUFH^Q+{GTyN;&$V%M0edOZgX}&xXvPvtx?&q)YAoi~g>P!({9!dw2`=T}dr~hr>1{%hp_6NU2Z%_5@zK#r*-zdmwD@NyDH=K4a4qh)W-;k1+ z*s+Dv)Iaca+3zwgom&Fzo-*13Kz9nmP+}q6c=%TmuFkRnk%hG!*XrGtK z3dWmE#j3Ywp9&(?#=|+;%%2M@>0rdy55UneYOjUI3wZe)4d-}l!?>}O*W?pMY&HqXH3;*yhreZz9mBFIh#Br4ry*i*j>`{zXLdt=?u zOLBsqEWzBai@YCMZ*_CtHW;#1AsjftA?Yh^sEC z3E5SSacOk9D0~(aiu@+8$i+;ITSMZaT@6mMVeSSXu1ld0Cl`GTR5+Noe%f zzkkMXSN&qRf;spvH#*Vl4fnhz^HgID{t2ngn?TSj5^#-Lz(zDrZYkPmCRr_*sSN^p zm8kxiKFbYchTEdo%k6|vD8~cRSMwk{It7~9BH`rFcmxKJkNPh|^@x)KF=B7#5ow`G z2NUQY``9@*TNw-)x*>^7)Ot2}#sBy$i}+Ox8Azt3I}Ez~GLa4T`aU1GRbx`p-ARM) zSu|llA(`KyOXpCSP`az1E)#xG5I`3X^JnA%Jf=VQBMm7+v-fP>aCAyG-7Bc{;)GKx4BZ8e z&R!xWY@D3|OsDA3FF(jzFGqTe@*%H5^RGF_e#ro7@BCK~5`&d2~B|(D{hCZR$$s#?;_++du(rF)hb%WD}t=UWO?x9}Xo$((pixtU^b$M5Da^VCjtI z11%R^h2m4Xp8IVyje~99y52@pjnANF8gxL2m~&2-b##OQ{73V2CImgs#A%g$4BEE7 zvA@crRcd!m-ffg*hN1_qI*FwI2}N0gAySBL@sO{gr1yKbzWfspXVOU5dCD7glbC`9 zUq){EkYwJA%g1^it-yrYZ!R@Ne3tA%o*gfsRFq;;s{+?jvafydAI}W1p$vUDKAAQl zSUrs-HYjfm57A$2VpnMDijg1svLX+{wmYO0lI-gk7N4^m+L zzI{Z-T&qvNy4gnELi_}R!6{m6{7r-n_kLSDlOM^=YUz(It;WR#F5CJ-K0xh2OG{cj zG)Wfg%~&u{)w!LUUb$&wVw&;!5V$vSY>b$st3Q5kZuPRsCkXJ$CseT521AkIDt-CB z>TLpHlxZ5ffb`|nlu72J-Ri!Iq!7Wm(GF3muLI*}T_3{K)YExIIA(|tEUUdvN4}YNGw^fgXuQsPU`(e7gdP~}D3Us6$l;?>H&K06!6=Xw?|;0M zkOo~{V=?C;iFD5hCPn9eF^fM`B9U9dS2yqcM-3d18;8eMhzVKR-jjoE`}=LC%6mS!@u7W0!9xgnwKJpuQ~g1g4K34JK{tpYwpCwzEvt;jaA116qz)bZm?mM^^$Z zx6?WcL8s@$dXF3QX13z7PjP<@T6T^?4E_A43qT?CY*0uYIkemE=!6vH98#m*Y*X8n z!ei{yG!g`?g9LvL#aoPZO%snd55+BEF`Mx5N@Dcx>L~s2PYlVvI01J8n80%z0Z9W& zWvA5ceUSqtQMtuUkRs?$bAd0~*qPpVkI(qpbeTgRm!jB8&i_67wj3*E)$-R&fhSc7 z=waH=hUw=i*qUBP&WbC9d~8VHn4H``7B3wdpAZ_c^PWH0(F7!#=?$q8C|H>g65gS5 zqC@tZMfLPwO3oC{7OIxSn3?E@FdHgqaRs`nSw*Kc#MMNGusEs3fA39BRmirmYdecQ z`Nc+21x`1_@$zZHyR+oV`d&nG6J{Cs5)IPz=!+Yf+;urfHg(mS6Xw73-H6!L6BblW z+{WMmjynkaM2XTH==Y5X)}}T(GG>Aw*wX5g$fFV&lD4uXr4yI+R0L4*;R>)s_@(AJ z1-o%oZ3d=WChe#UgkQI!xAnQfY`{9}W##o3pGt?dEtHSugj}~HpU3443ES7IKQT&s zgyy!uLp(Gp68!e~0tHJ^M|x#NhMvk%AVaOd{!<`d6p96WKua-cn0MP4THQ)a)%JV6 z;oI$_X0^RyFsl@dkAL}36VPd93%O)uvP;dsxW-B(y5k}zyvQ&CXB~Vb*jl?(F-)KK z(tv~C?6uXVo?W)`5?Tj^{m;~R#gQ0P{$W4_17n}5m6*Fqs>41$q5Kv zzPqkZyg|7sWomPENMN^EL)Bst9mFVTjpEPpI&peUeJ{uH=RP1*-xpdWva}T#Ul1|- zV3j3JI2SUJ9$x@0nAdk!;#HMyr9-?7Bklh z@LtH`)T;3D#e*IjMPK!^WiiB>HXP_**bjb1Pwcpf7b#Ugqtb))$moUB@De$iSwT4Y zC`kS(L(%-m?!;eTKrA-VFR8RW&d3cMY`>$sYmczc>+UUDphP3P!2P;>U=&$V3Ep<= z0!aN^AqiU}a){i2S81a6O>aQ0T(0;Uk<>_j)YTf-mEq6_LNg{n;JDi4RP-z|}I$agy*up>aKI>2G^BAOwa4at0S zyL+;EM5(2mJ0HZakJ#;8b_8?jK-C<7SklB2df6MWTMIJ(=Ege(m$2lXne!(XEfgsj zo6~eltUS7|7twNc6=x}51CDe^4kT`*h}T=FY_a0=gi+|eFEIF>tQ+hA!<0!VV`)PxTa^%0(TIhTw3_vA*1 zkzJr3!)U5CESiD3=3__>Sg5& zIHW>}k$)fs$7;3QeB@Kg7n<6)4-2Cg`$+Kby1misWf8OUp~p+Ktg^JY`j;A`vo4r{ zs*|A@jnDfx9P(6+XQ@U|fND`p#vFL6pFK<2SQ}>E@i`W0z^~?jrbo?$LRE{mr&+n@ z@v1M?PdXYD)kO@l%xW+tA5ncpnqBN+@aXm&a|RK{X{I{{J{$(RTJZMQozQo=K%`05 zp$Zbn17tNV$RY32}GUIIGnA@@FX!&RHH;O_jgACITOpZaa#=KyCz3sHOrT`;JRjGEi4${}bwG zzI~?cwc*mxcw~V~(sI#SnSQiT#E;<%DgQG=Zqcb(Zv@^=^@k6N3|780raa9GPqEb( z>n4OJCLLHPZ*T2~-XkFWq5i6KLYFOi5fmcav9i!^t;Qf~O8bK@VduTO@lnr8vt{+< zztY~8TP-<5trMiY6imZmWbZxem+N5VTiPmnatqb4q!c+u5sUi?t$w(vJ_CXIf)X|3 z;pdgz>_@kq_}~l3E5V9iQ|8~kK`c*fT;eziL1{=zq9!H5^6P*dFH*Ihc}(d}U-rE7 z>c3g;CcfTVm?6P1zdV8P)}LV23|;?}8@+JHZjkd)6UToq?>ShPhLNL;E$`fTG`t+> z@2(D(`JCOKi-?wnPF>%!Ct6oW7Rj>x@{wQ z#>K3&3JhvN;}t5KMu~1%@4vVEuY!c0HWFHX3N4#rgDm~aqjTRyH5NcXlz_oIT-R`;$f5#xp z-@hedzypW9O|sUlTIqbsr}a~@#l;5722_IEL8unx=wxRiS3Fu8U*CbJ4ZSc(iML_y zVP7_X4+{Gz#0^kjv&1K`!HhBhF{m-RAu?Q)cd_3&Yb z2NKDxSp$v@^m*-)Gcs1#aL%Nh?y7CxNTGGT5qh9QYq?CtXQpOYibKV(Jw`9gczch#-H|t&V38Zv=E4<4)ByI+_TXu7I-h zHSe0PbeHE2q3%iS{x8vLG`z(5k^UWu{U+P^cI?&O%JNm);;gpB+kD`}M|ct&r~9`Y zQi|ws7m;1L#fDbi@0c}V2tAy06I@mExgsV0qT0TUg2??6=}SnJ`CBi^cGZnG#foAmgOzQwqWhE0p+;qG}D$-Cs*UJ&hYfyud( zd0@a`bYslRe~3l4v3 z7H^zd-NMCL`StPV$v@TVRdbHn)wrgG%S`I@!9c{TeW8S}6>3b&W|`NqGfN=@QuVoB z>S#_)O`S<^`?rkg{$D~D8C{3H&|uvCdRrUut627M>Sc@i;oE_OyD()BqTi4+Su=Z2naC`Qxs-KJ{yR6 zkh1#yyQWY+KdTN5wQt$5@W%hQc-hh>h?SV?cbaePccM^Jq7i^Ju;ts~uKNtH^@Tv3 z-2QLZ+t%_&`1~>@YyMI014!Zqx=~sv_Ub_EneOt= zjrtOoAWXx*i0Up>R7OG>J(Tg3(F;AS_qQD5sYwUO=a%|cJZU;Q2iW#rVVo=d|Db*Kku{acd&HMY1{FIW zmFgB7Q`rBVJbye2A>{g*ISSR$TIvL^Yd&s3o+r88ySMjOhTY+R-gO&^K_|pT=QfhD zhoM-$)vm5nx&Dw6ABJwJBpmNp+h5p zqeFp6NGTvIR#*_WVH(%zkK&Xb@PoVBqc%SgxG0;+-i?>=SaGK)n*Rc%O-- z^~?<)^|aosp$uqY1$rEi$Wdt~ut4?E593je5yv5e$g9m;l8SOC`o0J;?N>}hjY8zA z7_N_<8S#`kODG8-a=>&pr}QxBXNCXR(b+pWR{feFcac{NLCOipOZP)S^k}lBw2{HJs;H#ED+@6Zyy* zq-9z{_08zm23JXd^d!#FxzO?e)g9GSq6%$QDu=GQ&Q7nBfq(i&c6<8B7U`c}_w*t? zRkon`IQ*blL2fQojmfB>jt)`1)#BE*cgt z`rz2RA^bu|>sD^USth^g*CrnFXa!=^EJmD9(2)kciHe>MwwV~&{e{ZZ zxV}A~)FHB3b`2JxM>J>6ifX@ve4!NNa;3#lT`YD$#1%UL4^uYt$(T$9u8{2RlYKvd zA`2ynulkS@fN8S#7+$i@^i4@HDCRdt9K=Q{izNuOTyKr>^19aMX@9vRalGC^3=;rB zCK}N>Ez1{)Nv*OmNSP^YWMo7i#p(sUJll5czXTJol{I<5n1{f6hZT(HDj7y_WJC2U zsrI|YhfE_X@rszQSb4c9h0l_H*(EhxnxJHU2*?OJflhZ~f;(Z6($GW4f&D)#$%8#$0C!Wxp zQqMar?$dkn&e?`$FP;2AJ<&sT-19-%xULBDzs$Nk7=2c(y!U?~`%Eo`n!|s_2t$gW zK<1-U1-enuKy?Bfi7gu_;F}`^Y|p5r`$U~dP(Si`|mxZsU>0ba*nW z53RRKd?pPPM@$9T?G7dA;q>ojDi+Ax{KI)a9&I|dFVhXS>qOq|a@Y~7cak;s+AxeZ zjYxVPsXe?L*?$?wN#TCM`TTFY_tAPiDk2hp()P&(>Di3UiA6J=xaZdXtq$`3jIy)g z4QwNa^qsA36yOW`?(y%2lO z&03Ql^kmc95^u?kVDg;8cxL;azySr1^Sy3+w}UY>H^)tO0u6g8Xx~6LzfE>>X|b1r z=4L!VuAD9!mq8D_`r2l_T(5sHl`o^-32;32M-g(#X=qrqovbuD;xOoeqKNsTV#&n9 zczrxQxqwY6)5VVzy*^pSj*N_)IB*)04FgqHKoxGOX=z{SYGqsW&?=U9<*7saoPGT) zT8vZusp`?)0cZ=i-No@*RhjU**%#VVYW!OKgPbJ=1QjibkQDPB12Rsy8#Y>q@!xtL zJzP~(a=acK8eB*JmIU*b%*G{Hep~!Jr8=LgZ+Q~5{Ic>@tD+G))fzJL>I$@{zATT< zBkv+wnzH-8Y2@*L0^96@RaQ1GpcO0YHOP7~M03$R+IUO(Isz!*zp$_X@b=RJhhIra z!KRtsSjx)E;!;vjpyTBR6wVCf#l^+AyYR3uK_#VMvi7gzmd4X#XTM9^P?U~K{36~ACuq1*?;<-5HWAKlRbY;T zh(+pmV0cRpUH~eB4iEgLyJn%KEgE-p2*bmS@aTq>D|3f(vNDb9dCL5kn3r+%1n6ez znZbUKxypYvAIpxvMExF1M%h!b3`8COAPp)MR#(S8JUoqN#?aQc^E8?ET#OHhq|oIJ*X`qE~S4XYx0sOpoJKU z-?Hs*)#-2iXNRiJ)zYlA*S2a8Os;=}5f5@^b)s6%g0;y!OFzy!xw1L@TPl2mv9Fx2!bV0MwS?;$7 z(edR6e4^Xrtu>?PPz7V@i)Pz2JLy01)_uC`{7j!hU;X3>&+1Bre;~x_^eiVTPr8Zx@=HiB6T>ZsP)o&9;b)$Jw z_jvqe1a~6&m5VeF_I4cV`7hNx5tFg^zKN59l%ZL!Ek^oyH5o)_GR`WVh9DZ2BafZ3 zD3g?#B4|y;B`6>*IZOF2wOLpdYX7}!$b?QuD&ds?Qion$avQk^)5fHp1XSMdqO0KZgL9xfnLEBlq}vF z&!BFn?6hZNc|V`fhMFc>jzbjSsoV(2~_9~^k!DpjN352a?;XV3|GM#oYzKijm zTJH=$90XOcDFm-r>X&Ra=q;ZYYC}Ut z(zMon)5pu=Gq3ifZ(%<8V~tCh5I@dCLn!HS4?112muh^JYAZWGy~-BoM2Qw|&8xU< zwQjt#u%q-rIr!DmY1@qA68I_2@hYxE-mQXZe0ECZo=F?{i^;)gG>m8Hh{{nmwtSLn zEi_S&P(I?t1p`|;ek2U8Z};Dmgx9BC#xRoTP<}G4fA60kcLceUMRlqbaC=I+x^!b0 zIF)am?R(v~aZ!sdjR#e&BaFJ5b=BDPlNY-YHpQAZJN2hG_|<++=*uGc%LfpW zQ121Zfu$k9?(vDlZO*F@c=QMxE_&ixhxg#axXmS3A11G2cHZD3uven_tWzt>#lch zynCCHcU%_!Yi@sD;pebOVxvo=fH;T1Z^nUD>bppr0MRzEa1QH%AW%MrJM{JZ-TN&^ zqIWVd*?!BNhzl;+cW79}zE>E0zHYgAz1{!`8RJ0ZI(;2S zByJk$C9+@_w2gdS!R!<^<(WGzY|MIa{nlLOx2_+L-%>yQ&-z-N_3Mfv6#v*Do7kMc0!$h(_QL*-IPx10Og9)dODEYK1W(e9ZFR#gb|bW z^Oj2)?A{G~9c(Nt2KD6}xX0-z-bpQcs*>_L4N?WUwa6e$G>Q@mp`@gRK#^7wMvqp5 zY%;)dxi)Ajf60o%ZJyJIyMG={tGSb2vFnR;5%rm?HoJAoZFhabHE&#x?>(F79DfKU z{7)I3-7ZG&Hw)gxRFe(hYO7 zrrdsw+Kswd$kR*tW=>5*Ij`j*15hU(pw*Nw5)=b(Xkb=`FahGzCzCS6Z+Khy@Nh+H zB@g*VuXt5)H5S-PupC`?hvlz~pautr-h4LlndV%-wOnH&g(vSL2Yr^{yPxj6ku6SRbw2?m(*Ztf_d z1Q@|W5!e&`_l;uxO^z}M{}40n=!F;0wzOTaRd^<043IzxSeDc&r)f=l^_%0UUL#Wj z5hSj$@2?pkSmou)qs&CZjM9Ny%g5wXJ?FW|`K*6=+xF?xkejbJcb#+!t$Tdc9*TzV zsi=j)jgtMx4x7TNPQ|@^ZW011u6k}#s{kLk9GK?2#+LJe5ehZj+P^`TW4K5iv31!l zhw>ZswK}fz`_E;|lYUGs;u;N#c%MdU>&WNzIU17-@>lPF2iarB#!^CNKz8VKgl=WKSJ94BXt@sj_ygtYXIV8`Y&IRe80w z;|KT=6UUWIG6d@LZ4MR`&5}Fv6J_nA9!^N(NBc2To|L$_z^$zrS-SJ>D3aaTz^lIDD{$`Wp;Ipq|V`Br8lMcr}Y-M)ZC81Dw zZt^(ddZ8}^(n{zlMI-Q(XywM8C@PJ`b_f&LLqZL_r>6&8DIYoS2f`A&Of&wFt-xEl z4p7#-Qzg=SHs0yp0{jn8-9RoTi5NaOKG+tI-6tNdNv>i zZ_S^9zRfm=(mlsT^gwo2#^g%qt|CxDMmcVl$byvH$VJ|CG7@}bY@EaO z_4KrnBH5iC4^1ttNFHVu7J+?b6b)3kBrSWN*s~JJf2V{*3fYpY2>?psmZ4!dNY0Sj^9UrDA%{@GxFV{n z<$sTVVopj*VwZE^%FEBMaGX*h1^Qm|@!Cg z{W*aUO0g08r<}CxUC4TP+{}ASivKk<? ziX(cMQ6&W;`CCKhdDOrw7jILuqM8u^EEo}lKgEZWtD$rj^LVO47|%tKzT5u&9{F62 z2AQk9=)C-GsoAJ^%HJhCpk0dwNfz|yCFij@R^M2Yk?|M#=R)EFQ6zA$Jip|8jRtA; zx0qZ~k+ZCzs%{Tmd_!?3Lx=$?J`f&)13aKsI+sV2+~Ot`-PktRg{k z2+uE4LE^WOw*P9+e{Cm#5@ZPIBt5Akpj%d9;8z;b#3C6)@JJ^$moy4ANd9hs7~mI1 z#3NG4;1N`sR2_H}!a-`!pJLp}*U53t5J>*OB0iq{%%#02tzVQ6f4^r}^;ZHwfj}TMW3AZRm-@h&$*(mO+d&zw zq9P(KAmLHY*MH)Zlf$Nt7UUK|TseU`=>M5wLD;DST_{v*I)1zNG!o)8Z`rttDGKqy?vR`FwG zW)40&@;zE>ffG4OsK+y>YP~lzCWo4vQ77~x6n3L!ZQm-ana-Y#t*n$8_gOBL_dBSZ zkg~V8H>&lLdY+KL#Ksn$CjB_?-Mc|OKA7rh$WA$+VK6rLkJe)YT0saI&Sv4u^g_2GF^SJn~(SZRBI5}=LkO#ImjDd7d zU%I+V103qMMQ_wMbZZB<;izZ#C!8HU5SH+JJ{2L}g(W?I7M zk_^q6j)`FmXVz+_j$x!m59DhzojHRoy7M}(w6qk|!r_UhhJ=QOdaN#ibMD`K1n)POEjh z=5J$O3+ZIe5hiLBl62ed-Mwq%hz4Cz$h`S@x1K7Yq(qd^#%8g#E9rYqNGRN-)~jOM z?)~>}n}-jbfGoG?3VmM}7Dk*=@vUwMAF$>+IkCK-d`(XePm;v4Jp%)S>D{}hcNbnb z9$1A;G98{c6UIM{i&c%!rmSy;6c-D_AiIDNb>hM`STHd$je|QPtd$oIR~zsUCqP~j zIUgD2a;T{SA45}L|M~VZ$Pi=dIpH1=9bGwj35LXQE&w>{CbEP>R17+^$=x7Wiqi`BE^UN(N>7LT~C57+J)X>rj zoj@0lF2}!kaYlc233oOi8t64Wj}kkURSacsUkc_=MSJ@dNV)$Gx1tAqW@e_x>P#F` zqyMc%L!1wsBCUOjf=2FfZ$=ZCcYrdKGj@DaSg3YFJYI=mCXWO>DKMEkzu3{ucl4A) z&p1?*0p|t1OK9`kod{o8cqDrNUF(#_Ch0{$sFnx7g9n}qT$2Q6dHDqdW`K?wefWn3 zX#ILKox~p6mSl+=pI*Y&tG>ROxiM7eD2=SZuDrn`31qEu-W%;9p2t zHB-`aUp@^v;kk0<%H@?J*vnnX{sH=&aDy__3+dl14{_@)KWE#p=S4+ZOYXlfcbY+| zJ~QRf>+MSt%JL#-7QEgFRG*aZNYtX9t55aB7oLSd*Q?+xbLKNr#7x4jCJ4@?+m$te zn?$fv#GNWHz%>CkihzI58{_bKNw7OzmTuJ4l>u4wXJ8*G;deR;n%$BNO1Fm``xzO_hzmW=D zH=`53r9pw~SxOvpxL8kJf{vb^=NDf@{Y^c+-JU=eeII|_p9>4KORux9pwTr`2kHkK zTth=cneTLuk9nfj7cyL3T?f8?4Luuh#1u>oCtwD)qZ1QP7k>R`V5&mR$IKB#Z*+kFr@k#k?*>cG{HKu#_z7vIU$p?bTJ=GArj0BFX zJbFizbmPa79}LW_CCH{F?>tLs?z1FNyEls^a(+B#V`EeJ=8Xp6 zU%MYkgG^3j5a2v&nwoNv!1v1+-RLuNFkmD}@SKGvC@5`o@DaJI$qBs`z!(8$IaL{b z>C)40q+C!+#JxFyO%)cwrg|)FY;%hP`Ke0Y7iZ_@Zkw7$hx7Q*0Hfx4i*VKK<5P}> z-b}2Nbvv(+5cP{o_9$?55V$30bv1Xtl`mE)2p9+sVCkyemJm@sxH=A2MigS^t~DvGw=!omSx)EWK)a=b%+>M+*gOrS19Bk}eY%Gl_+&()wTiV-kvT(9+F;Q5!xHvcqu(I0z z_YExePUfr_>O)OHBZv-ipPWG;bfecls3OrqOAu($S6)h7-6QiT%hLzj_4&nsQ@$dJ zu2oGN3RAtPC|sL=>LXGJuC%6}fBDb6lY?0uDb0?nnQbjiSiN37P1w_qvoKP*B-sc! z;%=Rhk%P6&N~Z-}tsI=~qI6$&Qa3r}y>^~_gp?C~%yzzTaaFX$&1QU|k%tz?00SRP z-m}(Ls6Yw?;FD)g2_^TRtLE__n%7H#;hb_Htk)aGdkASji2rWfK*56iyM*BghbZ>% zQaE1_nBrfHQkmk=@&B5m8lm{V&HW!WcSgs@sF&taDpH?6(@soGbU5nT+lT$LH5`q+ zgtIf}-;0aRi*rI`YA6EOuV23saG1*3+Xubg5stv;vWF2Xa8R_eB2ys-&4vUt0P44= zXkK0!Y^MC@Yq0f;F_e;_x1xQUm{<^%Z~4B*Zi4@Dus!o0=Q|A_y0-uFK!X2YJkS)Z z1UNPUHBv`FMF2I6VLUbg59S(kYb#?Q1y%4rhtBMC`J=ze-Z5z} zc^-xAGexn`UbFqM(EU7ylxVPO2Uz@4n0|YXm+#EgV~Z65(LuBSFf?b{WD$6Y7d^Bb zhSX}HYOHSJm3XoR_V!NNaX~)cGVZ2lR-A`fsjY#eQVI9 zRtMBIv?r-J#uL)(R9%t+uc%*Rc3P%|IAHEI3;SZ;L16*!|Id@}_^*YL%%M|Sq37V? zSM5hrP74c20{2ps@!4J*rrq8XLAeqTd+(R28Y`@@u4p)gk`9)@fI;|A+et~Ai<*+} z+2JBP5L9Ei+L+wV@P2twhC_k>O#|M$KPuDk4w&A55?a830lC&`%AJo zzUJ|nZUyehk5_F$^v1*NdSt5#cJA&6s0A-smfy`0M1r>`r> zLo2;>_gc|~mNg{e7%<>}Q}bcy_KA@2U3GNK_i-n%I0{7(VleQ2`O?SdBrd0-R2TB( zQ&xk4x=P5sdk(ZFpD>AB|2K$YBuYt{ZuCAprgaTNBzLl zKujNRXUJrjU1hjtD&~jKKxJ!t3WR5Wj7pSoBM~w0=GS}u9<2J`vZ}AicNEWp=KEky^}qiLl^MhYkBhz<`Qe=c+nQVRx&zWhn%;kPo@Z^Nl3SiEWZR0%A$N_Woj!-dHSoQwZhG(rT_qn}nH~Bv3wYBd#=oh4 zAb5Wi4pl4qtBmvTrjNrmm@WbXJl?I0`noE~)l_)71@Yn9UdC=)B3EDH4 zt)wUsp#MFOUMaIY(x_>-g%I8FV;g3L=UXjQy37a(yj33Ta3vy%bl4;u=S`_jw}U+-PX`8<5{M6z|uI8evk-@ zH@B`_+Pt^B%!ZZ^mOL2C5gJ%jubq2>`fLmjYBxN`=7^C@Lvq^q@%II49>(EO3Bt^I ztL!bp_H0%sY>GB(xpP)^5PN2Z#_4^^QiK^o5svYi7L1G1XEMkZ9|Z-S*6&)&R{YWY zGhUCo3!{?_BjgHU*1_|w7D@bW*O$}h_LNMtDU&qgHLoau=N(5o6%I^4f;tQk-ClAX z3a$DCDYF{IdL&jSeaAS4%iYco_SDI`@Tl7~CYHclr8exyxMD6g;K z#xA#lI}e!W!`DtpVS@gds?n6%YytFc9*B!!*B2LdQqR z)CEC@XalkG+OCmD*%Ae@I@IWh;G|fN=rFvoZR~Xdaspq&uW%H7zsW2Rj9x@#vI;+o z&Khc6pbc%c%ka$hyD1kbt64!0iiSJjlNhq@rOBnwkF2cN0lt&>L7c%bkiskWgoBF3 zAfk%#^tVog9;UGPMu#Lcz6K1!ty;F^NW8R#;jwOy$*vb)qFF(;X0hPWunZ0mC2(MP zpc`!FIWk=)JG(xeXHaofrQ zMrt8@C!Mo)gAsgKkfwucizP)C;gO2o&X z8tcG!=WdRF?4LjHbbZcyTU)FH3BI|cU^;eqO2YUGy~+86^2BXE3J(NppQq?1f-7Dh z0*C#-i-%J~k{ceg7nBZ&hr>j5w6M0&-yphl;b(UtH#=E|+YVT#o z=XVDZM29bn$8FXiLVAMBf#PwZ9&#ib%?5YBw6NmtT|w49v` z1&`GolJ&8mOD#WEUo%7>wleVZo#wqrj;D71vfwJoy6|U3tMx@Jx`08+OBbmSmj};` z#Q83NFZZW(y~YCPjzaJt&2GnC!HC#nGc%#DwtTu-l{GS=bURs!=;@KlFD!&Fa~H@e zDk+%|TI~u!K0oV5cfTk{r1Dz&@xy^x3&FnQVLm+tez*0)h?QY~emJSZ^uy0|B~6ZU z|Fg(}N|Mb(zt6a7oA$}g0WcvM%*d(d!Awh9!THV59_AXilE99+s5vmp_uSG?9jN^r za_#f!QN^599D@kO0?Om@yw7BJB+J6es;l|5E$UOX+4{w(Xxy#O#qMZdCcpDz{jwcz zC<-A~R2i1kkV8sx-bU=a(K5Pzib9+JequIuz%!9BH5C^X4;LR?$9ZK9T&hHMDg6eA@Fxd<<#6T46?3mQDu|36w z*^wd0_#0baKK!2ep^%W05*8ba#>K+}SLWWR+dnusDP*9kn%MqR>rN8G7f~K#O}mn< zX%zHQMecVC1&>bF1K7{Y zF$|1Jnr&YP|HHRCp2p*6$=aQn_oz+3ViWg-%jb2)M(PyKTh{^?!fM6d)H)D-7W#7e z_VFNUa6Vz)UN9X{$w8nPLA#?lajb2(&<{7KedT)1Z2r$aKG*Z+x5xJW$YI?9t4}BH zshs9$B2SlUHmhxY5C;cRngot@l#j|GftrMg!D#yAjnC_vX!;&3W^j-s(}2MM*)b@RL5bh2qMc?ao7| z;#nvslG68YYzng$IEf=`KSs>Z^ZV0`fNJO4t=fXj6qCbpelXK`>Tfn?%uxfG9WR@q zS_c?2&H)cO^Je5`89`q1-cIl|Yqi=BBD1eCvmn~4;*`S-Qspq3o9iU9yyT6vz;qHR zqeCg%C5w9Pm{cbu281QmV$8|_mCS;81LY!+<^yW(6%*iEwi--^wN!{XDl|9MG3I;6 zqI}y+G10FBVNZcJ5G`vBz48edeF}@?7Q!58NTUeP4gvNF6tN>(S~*4*9_Fp4X)*1H z#IF@#krsJ>4jGHA92z3t&owhJyGzJNT4b#ZPIvD-H7fBUc&?qH^hSMeKXr^Dnl33~ zNL65KRzplshp}kju(aVO-W@bh-~nGmn)Yri7%cIs69F?an->OusT{g0ntDvEVjq2k zYLDOso(Y>#or$CpxdBN+;ZMY8s1`Y}IvBGeU{7zTI#n?2y|bC!yfu7C(;B*+mc)TP84P%Dflvg$ zMCTwo1gN=|5py>cC10}zCc$FnTpsUgde2>kW_seLU-~a9%KXlWE z&)R=&Rg1Uvf4>3|su+1|2JWs(uCE^x*rEO<6tB+@uCh$M52c;hD+h__(HE*phNS1h zMq|Fk7QSS%fi?$41-2CGow^+lvs$3unzFGaXz{tNfS?e^y1oUx`>ii-pKcllp^E4AiI)8NDN?480R2e=g^ z-#Pza5}1xI1L`G-ZwRkxf(b>dIrrE+(oL@Ek=}Ms=Z9*QMt&H0(c#}KAKy2i|LDK6 zG27iseq!eP`J&U9-2z|knBchhY08=MH(}f2_ z%QGg)q2{{+&C{v`T8DMJn-_I#f?|UXzq-nKoAEceUd&HqBLyU|u0UtHr2XzeWo|mS zUJ|VhO*Jy_PN(YNFGswlw1wL}7p`DW0e#4^IpLR5c$ds10L&1<>kOf&YZ0SMtTEx` zXRCnw?l|MUWK=Fq)_fS0KPXYPl;K&(+~E8q{2;>SU4OLCdoNLE9W2upE6SQz*2HTg z)k|94&E)uq`A2f#{!QgB47UB3!tl%dTNucUz$X_~UZAW%0URSdK(0oEzN!a5>!Pj- zQ6311vwJlL?MFY6r@B(?K0dzSQ0;AfmFlSVDf7aP{!r7@R{OIsNR0#XQxm%W6x`;E zs=^&-;W*MN_O9TW$o+>6;>Eo20RkO@1U^tOvSS$83L%tc9imBfvVzJ6YyxTetwQVj z>H127Z(m^ZT>b{a=m=B7$Gst6S%6#S){n!@PVYGjWAPy3+rjV9{23ANimr*88HviiaTR{ELNmDW*2xYJh@ zLZ*4cS!vSvPHl)vE8_yxVtG5&MV%%>-cBPpwqW7WLbtp0v#~zh2Mu>-=!*eNIzAA; zKtRD{OtHbM2jCImI{imWTDe*yrA>NQO@ME7{@ttN>*mHlMf+f;3 zP@;h&bH83Lv9<~PW*>@*sF7i#P3qO2`TpgdzkT|xAD;PYSz|qgV#GB>U6fD?8;l78 zY5{_9uu}CJ2GegBtKB^DVJ8{bhj^ZR+?r0#M>CJ=H(lw6(JNLmhxb;=ya9o1Vr))9 znGPd4QIYe`rWc14nDj5po{>7<#`03W@4G9V5wm#57da-(!B_zMcU7}seGK$SST?^I=;a?7$pxe5Fy|T&9p9jCuH$B zw0m7lO%40V%^Lvi2q+p96eOd=3DxqoEq+Lw)UMWAuQlDg_t0rNG2wWheWhYEk(fup zn_(eC=F2cM-`td4pKN$ZsnkTAU2ET=Guy%TGxdwDA#{^Jw>han6SUlLxceqHnwynASi#S=3faduE z`-MndiXw=fom%_G7qOIY)uVb6uYdQ~XBhGo9LeuyXmau?vJ+4aoT{29MGv`jw}-ClX^WIfagUNn(NSxd>je`?Gw^)^k4Z|~(ed)i ziM^xU0CaFoi>14|kf1S!hb8>w@(^7qw!);`{$hT-2M>*JU9-de6e_+qXK9-xy8f$d zuYrC_t^MTT(daM&5Slpg`$?Cni~WF75e;z0ytvmqY!2ZUMUsl;s*NnLX9?G{qoUjp z8)jx6pzLKT4J6shPle|vv&vlArd#SfeSh5efR!tHNPwj~S}wM5H{H2A?QK^oW%Wf8 zLu%<2pHjs5vV(%!!p*Hx5oO_D$}kY`x^f^>_Y_L>rhX=DF_B=d?^bQdD%&l=r8o3j zS{-+Z3CcI?nJPS@K&{ipw18eZ0F>=|#fJ=Oc7_Ql!7*Y{hI&#DCQ9`srPX9c8MQwJ zpjp^#2QA3I?_1)_YubRCEEkmsAy%X&d_&c-A7>K`$bk(9IVO-A0WN7LdMv4Mc3T37 zkn1eWG517ulkY>gSw~mTFhggGYUFMT^K~RcQW6u@Wx_2>tLM=kWST80JFPBC2;O{W zwEbBNFC5zdBnaAd$+`RAr!D5S;r4F{JNPf=M{|$H*ldv-+G-C4n{N%XT}$g@AMX(W zTmwKCf}ui(2|>EZcoJB1U zQ`Sg!HC8JM968|Ukhf~ePRME;Q<9BOSx34$KUFJx-YoO+S>s)23uB%fi)IL*W2Dwi zV=O~i>QLLXXTw;({r2SJ02p2~C&x zM0&eGaj>HxZ|5!Up5-gYh(tHto&J@q#ULX*P(FsTcoI^K530QKoYY`CksK)USV#7- zJ`6g!nc>de2w`0lNwPWc8UJC6YpODs<&2(*oGo#?g)63m0iQ#?^ZgEh!nwW?i3PGz z;0+U+Ri-3Slr^L_rcviTRTU5sUlX%bp<7BW*jBGwiZ)rd*S&K%+<`fnfrQ-YZG4z* z_(WR3qVsW)&{k`*ZbgGk30_sbDJV#`alTLqKACEXK*v2X{FG$V3~IIY18EBYVZB0_ zT@Z^5PO5-vt<*Aoss(cE6824tg3p;IY^q^lM>oO9UCmK9r88L_xw2b&bqCf^h(Io* zr3UuU@hmC~*!I;pb-6u7JV4WsIxZq~!oR@8KkDO8xSq&a^L&6ecfj zzZW&UX{IEdffXAFEO&J9)_Cv*2RUfUoT368S1t^&I@rW4M}VMIw{(O-|4SmB(|8}d z-|EoV%-=7tR87Kq26`fWMrznKv43F0_H4T{`D_%s=LLE_oz$C@w`9C zNyhaUK0ZVn;olY%TG{H7n_#!nMak@)++^rV4%g-f_li>PV0#zy{~i6UcBs?yGfGrc z^>PIO<}rxInAYgOeF{7eNuY@O@xhRWGr(jQMhinkg2^=NL778WkTd9TNfn$QXCZE! z4zkvOv#G`l6ghizVgeZCTWIoDh9w&4t>#hh#YQ=Cy=y8w<>r?VZpr{{yVWaFG8 zj~U8=K6TFl3ddRkFT1k$P5g#C=h@Ti6`XxR0|s=Lo&XETeR-z@&GvQ=702H~`j!gQ z#%p#?M@YK4dNyT(w9%-wgjUi01GJ<4TzF)A%a1x|FcPPABxu)mw!<&W9auiR3 z@rO-6Ei3dJeWLj)uy~O~&MJ^BBB&K{n-kohIg$XYp9=7P22zq?MMKVEYCkR6@N+yl z$v0hB3ot~;fxVfp0XoM37U}oEa#dTC!nT4Y zaNWB^!4(=OL? zho{dw*la7cMVZ;$fr8dFgbb-U~`Bk4C=R+p+NX*Pyul4V)W&>UGfuQ~` zgQ9w8%siKuhG-N1q2Fk>`R~hBaEQd+JGl?B;)6M?G7nAo!v@%pn=ie7l*Y|l*Ol^b zY#fH1J*&*JU%XT&jcOXO#$702naib~Hbr$nO#LuuK8QeWgrjH$;ikO>{Zvx6RW+i_ zo9{kB`qWd>DKHVYy$d97x&UCAH;SQv{55+?veXxv`j@K_Wg?f+-MfaI2B>mUHxHd^ z7&3&bp~=2r?;lD?zWhUG2K59`b%Y4F=xr(-kKkma#W>R}2n zBjZ*K(yrQfN&Kk4{`O|>h;t;!dfa%jYvM@JPzhx+IJ0EE@^ZCe?fxA^mm$wCwA8Eo z+ahJH6O;sv?cc3%u;F9?4qxBF?5gVz?P)2i+a<&5f+n3#YWN2KlI%H7T2=yst6nd0&U zZPIcbDTR#T*$gKN&Y&vfg%`juIH@z!_ObS%sO=JkALDg%v00bYKKH59%z@Q?NKftx zaT%f!ba>cyz2~m&L$5?{fP4_Vd9neCVA6JDDW!g@0n>AijQ5Us1gL-aO*x_P)(L%YWgFYwe^~S(j zsM6H?EMmi?cb}DN|4fP`9a>2txw}XsQJek7hHzsp^&50}ZrUrK7w#Gnu-ATu+7C(B&n$eE!BA zHP-ok!y5PJmjyWW$8Dts@@5<@4!G;@3qVmFv0rXT4P!Rb*vUasV@=5Kp;K1GOm4d2 zL#fz8%C}B+ce>4JRN)a>*6eXFG2Ns%skfBF9B)qHUpKep2#|#q0Q{P>c z_9e)3iT7~hK+(ADpCIVfd#$i{(_t+5-HxkEu@X5RvM@{c9=n4hL_6>;Tb|JT^Hq2y z4!=MDNEtVMDLYMWx*;iG4fKA3o8Bu(zJ-|@ju+;ZZ>y5<#7;E2s7QY&k5g z`a;WVUBnuzh|i?`H0cx@WLS`3mSxghH74~fVoLJ+agUWWu_6J3C(oEW!uPH z`yDg-g5pwBX~0r>E?FNXsQRymqyU1{)U&Xq6_e_{k{0~2g$|9-_`oNDNT5FHtGJEL zRBPziTzK*?4g}XLMQNQ&xI1cYlID(pqVNUJ4ln1vx>eS?1zgsgA2z*F0Z7d5As;ma5u{MXC=6%8>T< zHv)^^pj+03jXQYkI4a!W>I{5}fX>u7lOg5WS#U{Hy6Xfh1C|$@Z-@0{cZv z6i6c>!?D+1x!tFcft@6x;mU^DWTD>Nno#wPqM8tJ)8>IGw+%TinOWXz( z&R0g)#uv@P7OZ_}WbH{fGv(uv2CXk5n7oWtD!NKy(_u3zdvMv?@uNAY!iWRw_qo`P zBXiMpfp5$jYrv$ zW4%2WEM14c!gWR1RrCvax)fzmG60h!3gRqU7Iq~jK#5md<{{hLGSi47w3X9?;M+p4 zeBAB}W=%p>mj|zR_=bbnw^dUypq`Wfw9qbSWQ%%xf0%ob#+5nqw#- zsTU(A-Q=6KcLgYHP}D{dJxtq+VA8JYbf_V>xcl}z^su)hv{y7MWe&XhCDwb63rk7x z`u~$H-*>z3DqT4V?mb%2(~j&$7a~Z`+n$_czfA}W>T#f{NSV2tCiwezkbuibXvuo! zoAGs);%LHXKg47QRxU#qC8G>$Nq}F1HlhQ-2w^U^;+=m8IxPKAT8k}`ZCDCRbo9u8 zF%Fx*34dgiFTb(AiTJyBcuRu`gsI?rayap$qY|~6g%*cwstS9g)4W7S`2YV=~zC|%!o7mE(WbWYk5ZT9BWm3dl?C_=y^o3TD zA>F3DpVoXhFHGhXTHt#YuX#qXUoaja(=)Vde7^!IHvoMBSqHSkdRK_YY3t1^{gy5kFL0`s!lu_(Fh+|r^TBS?# zh1aRui_3oQ8_Sl@{$~+kVfrrf;X%ohmc}BqG<=($Fzr znskdy71!ZN@h2MAQ$ewc(6Gqe7 zHK5aWUzNcm(8+$1ZGwuQ{6?AW!Bj96FiO7ncNaPTud;x)8x5>1oFr8dkhvuH^)P&q zxTMcSj84y8=tZS4WLlbj-o?AuWq&qnRNz133#8ac1o*1i(ofhf-gkeu`-g{nua6fU z0kZ0QaWNvmVNtDkY@)t0$Dp&ngRCZ(d*gGzJ|q8*BVQ$6q`Rjt)%&G%+G_qb624;! zWl2op*gEObwJ!jMZe(KH{*B9-(f)_yZXeQ7YS7*k$W3}B(CwhT4wH0PgKfTT?pHvR z0Z9MhV5aul~$MYO2HOAcf2U}O2MpbJ(mZXmw!d1T_I z8-az>f_}r_xQXoUjm5f86DSZQC|SVY=p$2wy?N-A(u3JeeuF?IB_;8xso|HGm)~mN z7h-=TBF{TMKDMwwP4@wmJk7SFQlp&{Pu6?5bKT&D;Z!TK@o$#?k*D@3`W}%_qbjx? zi=*J_p-+ihNtJ~Qe1FYQ;O&3HW}jYDac3EMDxf+{eC|lzZMwFK&zsSkRSml)6^!4v zoLc>^0al4}KKV-R8jv7J9k5e{ce_q-T;h*`KErCYF>vTKaPuJG?b-_MjTPIy_U3s5zksP4 za+P2xk40HS{GvEnpd|SlSF`^V3aulN9mwj9KM>1?*B9f;nQQU&Gel*BpezRWA>7hq z+>n{en}=H#4|u)KI@uZR-Wnf@2M>el(05z!<;UTW+7@ykwydCRNJ0n+`ZE1N^6r*s z?k=}v(Oy11l{gALTnnh>YDVXLT$X%2inXmnMV55CU6hp-os^W+!o~(A61qv3Wovu8 zINSR9@ebf$V_)hPkAGwQJ~w>AOzzk6m(diG|5aUK-6@feiyu_2#f4gB0-KVKRNQOm z6H3#0wP&(crU4K+spe3Jy116z+T*vI6y0Bkt!Jr@Qzo}r0kK=~L$g;5QTtpMPOrj1 z5-bu$6j@FK2M+`;v#?=$vOZf|>qZ!zLXgKB48dlFUCF}rYsYGAKKgj)W?{vPqhTOb zKdQJ`x*VnNm3DxDXe@@oh#e#nMkC+wIlcHbQPh+AwTc>)sZ35LCiEB5n3nzrGAOV7a>lLQw=k~* zgq&xSV_I5*MkC>0b}j5?qkaDT)aSdBHWu;za6m}?e6bT=VLmV<)j3fZ?=j*!)Tchu zh+pkI@aC&DtvyC!BEQ%2mz{1A5vZxL{R-i2pBx)KGw;uE&fyOw;Y93&QAON*!BdJd*{<4S?F%&#WHT=sqF*wz;mbU$x#Dz!b*A8SNYs zrZ@iO^Evu@<_Qq|42#aLcW2?wJvx(ut8NB)5%Mb741GcNZFgoZ=f8<>0Zm0v%L@>8 zRaLjV3N!4Q5Xt=?*^^lf(3+QH7wwu+L1$O92Ap~(-|i98&RY)mUD$qhI`suSS$I5< zBCu%A3DA1YUyfU;ulVv#x=O~`&TEGTRjX6+3nPxg7;j;7OjI;s1-;zLa+T?Z{P8|v zceR_QApe3Dan; zUznNM(;02KqE%AE#xf%AfXNMW1U{BqTZ^ESrk(!$$@zRI%|V$z>NpVPgrptkYXHqS z!YhIwm3kySb0iX-p}&ZE{pI5d?qE5IEEU@bVNuSi89^mCgsF*#pPz742gwzRFo`p8ErsH)7y08gY{8{qFFBS0Ghb_pU}2e6t0t-`C1`1e9Msn%?7;9dr47iP)N&*OX6w`@TGO#h_7N`28}ZS{cxMQ#-PvdT-uz9EEdhN)pdPmO z&h%t>4|isTvC#d>>K2Z@Ed`$c!Nyl_zU}^7jXgaUq+7|Beo=GPIfE)(r2kdrkYKXs zS!gV^wCti#Gydk$BMinzHSy6$iR@7SiCreCT>9y-;=9>-j!AnTSzs*`ErLEsirE|Y zB`xj4?6|S6nwb@sE-wjrxRo{^-sU>hdV^(0oVAg~FWV_xA)CC4C~fQPN?n+Soqh+Q z77vr0(u$vUX5Po2W-)ujLZ~281d+R0KGa*?!VXAM=sXY?of?%y3LYNgvpnhkEZ)(} zs+E$rQzG>!#%e-ofeLF_;4}93IkW{b&Obs%+by}XP-n-8&W@9ZFKAJ}K62Nt7tFdD4%=NYTx%s} z{JvhOE~gF;02IR#xZd)JNPzA`!CpJ-Jj7=LV}|c4pij+2idQgjpqQf%UT4kT;W0$I zc0W^|h<4qI_ePiGicG={+`tH#V)6tp)xg>uqFXeO;*2Cw2j?13WTUUoGCEwue&;$o z1U0sm^G zXqF$iQFD~KRKxbJwAL-r*yHPV2fGdu{rj^aRXgDdv1?T`=lk4FKp%UzO5?Up)<2O$ zRlDah-3^Ht7?`i~zs4C5vnSf?H#Y>s5giaMH#y)b#A&zg<#I=Kk3CDrLA+!D9hUx+ zqYV!+vX8{9$fl6`(|O!7hi{M2@w9r*FwQZ-ws1>#$`2x}nluo!_6oy(e z-i(06DIzbZ7rR-e7?mG}uLhUC72U!%d_X_&3{jMl8=py#OSey_t5pA9!FTzRJ*evF zkE4+Y#M3wbeFDWjpxuq|3u(=#=|B6F_CfdIaaH+Yh;!#Xp6ck_uiDbMa3(?)enP?& z0~Vd(OUVpE=i5^4wp!}4Z>S{X1eTM6aQ$yxsIO|i7+EiZW8s}XSfN#0Lv0atjc6bT z0}QY!=1fw5sjk)`LRru)3)Dy8n8E!P!TVbTN<$p|G&ZE}e8sI?GAnTw73h-q5ST9d zqEVrV0@3MNC2~#zHRKEBx(c%CVcUMCFOzLv38Lajie+!YpHUFS@>X;4zABRN3|)Gb zzBeCpL08l35Qa=GMBZ-?Zi+oJ+^QCGN65LleQOL2lT{gfn*nU517?YiKvm0y6_bJ% zw2DMLg8I7)vXd61-CCFQwl-A*&FQIvY3k?}5%pJND-tC1)+Ez~VVuJOW`=?0)a%L| z4$W+IX3ukBo`{SZ|5c0f5g9-CAVIdtF$@!nccTIskkuq2G@$3RmDRs*ldjHIY7b>= zuuhqtjN9br>toPc6}SprZAJCD^BC$OH&lMUKdJ3FL66T!j;=Mvv^&U*c?(9adTY8~ zFfy;jh$oHngShC*_0Lv(+X8?bE_XsmVP~<&=+oMQ)*p>=Z!cXyDA-cam8NFU8jQi| z=?ysMP5JqtvNDw%vwr^CHNLgA!ue3^yD2G>n+@{L+L?ZtJ}5b=O82j7Z&Y^;5JgnL z_E15EIj2GqJPrPM_gfx(>$4SWLtlfGr>Ef1s3LEL`=zN%5@Ib-mxCzr5RCf6ln!WcaX; zv+zqq8~Q)eoj?poLF0WFZGqlk`RB@k-gI71pC%+t?8TMBbqSL6r@C@a&L6aWFv0Q% zQ6TC<&Ydc!*hQ}-`zBc#VEA_R4X;@!tfgj=zMeabciu4>=V7RxASsg9paYwBn2@YP zy5_h!tKCA}YD*=oIm-%xqnBE7MYDqq6kT+`Dz3k;tFA7^(~s&j3S(660F32O8U&-| zre$Ganup&nlHH5;l6xkoq%g#2@sK7CUMu%@Xzp_=9&T|5-V7nuMHC}3iD{m&c5f|8 z9yL*)7zX%^_=Pr%e$wHSYV%|oLADFRPaoTSxl#I>_RqWfQbl}o+mYS$JaP3GYRGf% z6^b2o+_oE13+)~h(i=owd9bCJauF!TnE?w`)q5bJjiiVCX+Hf80LqoXPe2Z_>~|bJ z=(l`4OVL&Q;uwD&lnB0gIL#3HPW2cqg#n-29k}p!?T~S~2{Wn))MDFa@D)fu{rs+d zq;P+zeP2fPaVdOsuaze;oBKOC2#T_X!A4-j z4!$4FR4)G|+30LP6`2hTF*4@VW-p-?h{*nCKjj)hisxa46?9S!kl+9E^(kRJCI;wR zsaE>jKPcpQQ!mAEAGH~47%Scz^KL<9A4 zm5;*BMR?@RALSq1zD~V}LSKOv z)jvJmS(+wgMI!GxD&ZWhjI!;v;)60vvb9rZna3OCfUqj%9||_iG$P2|7iQ%nvdeCfx5_i52cPK zL^gIgEK%joRc7wV7(VV#1*bAwG1RMiN9YOMe*5JK3`544fxbK3Y-H~x?9q||9GR;E z%gMvnwS$xV`=8Y%RffuZ$7Sq>buYee!SSnbG2QQzzB6UH^pNgob+==FKkoxC(T)M^ zY=c<@{ zi~K$LDcpX1Ey3@#`vX0WpCA~$O%d&=dA43gD84fcY!+^OT(O7gqC$TktpFici03`G zCe1@$P^X6ujk?e?5ipi(N+|RO#sGKofn@fSHk6}JsHH8a7S>!ZQBnnY*AiW7+wtF7NMM}`#s1~sq30LUxeo*KH~3<)92 zD!l>2Vi#9NseeYBT()HNp4C!xy4?HSn~n&9Va?QCh)+41^ds5wah*%$^waOI*btd^ zOt3U)6O9wINlyOd>c>G=gNVvri@OM4RLCb&p0CMy`@_7{E9m1H!86l@%N34z0awjd zn(C}&-(u!bv~BfLJf_-`smO3U38b89mF-6EWf1>9Rb3F3dOodcUF#U$H#M^9S$mGO zIvwyqx|rrA8<+gr<}z2^IgFfeF$ z(e*xs&4fEhLkB;`BRaI*bF}ZxhKB=4qx=!Sz&*Y6q57Xjl7ffZP6o5yDxWhe%r%Rs zs>X!fBuerM(jykC+TjRiUe)1w>a!XXZ;(%kDZp7dR~a4?Q{=lt*uESss<)JJo9(>g zI(vO0BC)>{!61IyLvCJ8d6%SS?5etzwUTeriKP`YBiyyPXlBF~q*3L0jtO)IEWUB( zeu~0`RepAiQdy^-!58#F@jY3vu2DJvoQw!WU@{z9sH7)t8z$y) zi5Mpfbmt4SV;r5o3lsgew*RAYYX?qvWd3;JDtcKyTCs7M!c)lN;d*iJLyvQR&Kw9} z^8rl*Cpp##oDjDmV4hY4eYo7;wne>%hOnZJ^!ebYX+ z=w7BhAy4qys1~tO?@Vy*0o{^8h}*JSpA zkduHQ5h_@FdhTL7+;m-05uVL6340U2T-H~i@W3@mp#8khl(4{SdSa1j--tGkFoqdT z90e=~`pur%i4n+a-8@kFeuXw6pb+N8P_!#DYAT25O{g9grMin!MNTnP30SC)$u&Ie;>mD>bOwR>5vNqFd%*WNoOpiby41` z?!dbH6FmRU{;pEOYwTYTBkXnkb|_r`7nJzG8_JrCqFVu&HKIqV5npmL93RHO(M5JVYu|s39O9sD4|fS$GCArku#ZnI>=BR z^EHARMa$!TJ-Y-bj-v`=x{JLZ_lpXcEcX=j-6Agm!pZSt<|nQ?c5Fc9NdN`h>q$+s zCX=mn?l*m_sj7~BHpj73S_ri>Gjlm#&c=zyu^JP45@{%IaCos)!E;Umo#$9=c6j+O zkI3b+$rddJLC3~is5!oEfxvEQOm;lkosk~(89%n$#V_Lsswlbi$O5iT=*>&jF3co8 zObF*wt@ThHqQQ`Nt+IbTM0OK)EjVC(3Gj{Ty{K?5K69Z z%c;=WD|x|WB*AXT0!wXtYQ`lb%nvqDLjKLLE849%Z8rFms#ye$>(0>$AQzg?>uI7( z;rk(tPD-Q-DK!t3OgMv@_ts0P#BvgEV!;&QSUfMfVd(A}h8Lr*7*bcQQpTmFQrN5{ zIuOL}NhAI<+{!~e!_|~@y+3A5x)M2I$qwMHoWDAYXja)Nfc_iM0;EQ`2*?o-xpC&k zFsv+S6J5!$sc72C>UnDZnGp$I&KXt9!pT~9Mp*~Z)XhTqlOm&t&h{J`7(7}J3u(y= zcLd?%Y$VSL6(w;bgxyyXiHWv3I$BlAT;}m;uox7N3;p6N6{l52#{c_F9qvHiBEi;e zwUjAnPsU+397szo^aE~hahN`aA@;(&BRy-lg?GfvL|*|#7h1Nn>fwTY0l#=V8_ z?U{Ww+@2n{?_?j!?`qBLP}Jn=ZPWT0H4^6tE12-KaQ%E0evqEYi9~SumI%uJ@z3+_ z!U}k4QtDa<%2UxmgfKvGgL0U;8Z7jNNZ(VsI%tO9p5@EzH^NTOsp?UVGTM8_QrAK~ zhQ%Z%6LL|7Nc=k8x+48jl$@abP%lmcrPa$WU0wbnlr@)9CifRcre!OfahR>}Y^otD zJk7jsX&XBf;)yi*zHXu;`ZXi0d@+i}{QW9_l>cksav(HAn*S+Yp^&y@8RC$p+07PR zJL`_K2qWP`E0>N+yY70+#|Z$%#nOd`6|``mBdW2(s=Qhjl|Hbx{u@M+V6--Pl$=^2 zjOI=gr+76yP2jBUZuwM7>N|V~kQucXX4Fp@gTsObPqhBs1GcUH_9qotYBejdLJ1Ar=G%=l>;}N%jZpaP28!4z!$TtBc+fNC}^|fL=tYhoZ|S^#qmW<@b+CT{!<< z#@Aq1tFWn9=V$V)@E{*anv#o(s61&^1<7vD5>}#LfOR=t(8mcxoI83Jp}fP(UQdks zJJYUI3;u>3Ew&MGLb zXi?LR1q;>$cXxLQ?!n!i1a}V(!686!x8NGw-QC^Y-4bLr=gidHsd-9O9;jZudoTIr zTmSu-mXJ7p<{o!6WQ(X>jSWJx1)*?AcSVg($Ti}!H-GQ0Gd~u@0IR9r?=Rhvh2`>8 zK>Z8FlTh1=Atgl$oA;9qpPR&EJOa(=a%&+dX zaew6K%mb}Lpp26(Y8{c_&jV?wlNUh?4J_z)zvV*3(9EGU&ihuQ-A(<9tV`B$jYKA1y3O zw)Qm;nq_j6JZxWAJpBI+`NR69->(57&XtNEJBBX2EWld1Uu~ykpkhMgZ#Hw9hUNQYs3j8_pnvDy~0*AMap!mq;8b{3Vf|jbaytUtBSIM4iqVmH4 z6p;JFf1Yj3F$cVPpghvsf62olM>sJ*PmGw6$eZo#V?WGh!@Ow&tBr^1Lc6FBil-Mk zIc}1=R<&?@`Oq~KJGj&mfGZ62y;CB%aHD1ZS)T6_cbWCWDxy-vzvu>5zwx3E+06Z+ zae>Q)RwY6FR?qa~@QXS_n-@JJzE0=$E_;}B5I#%QVMNx(XC!eDEOxNIHw4Y1RDY+q zvs{!nwDG45cDDNH8ckw$j@+#T4HHXkx!!<50rNH(75~JB=e*_V;M&}+0oAI}L$kB> zyLzq8tI(*qh(3f?pX%4teLxp7X1h>Bt}=s|!Gg31B>9-)cgYrkDj9pk~=dzTaU6xvZMPl ztL5V>6IOgEtK1-~Jn+yu;fuh1#9C&76UIjLhR@{Hn)34L-fQ!ZMz`1fC(_~?D3Q?& zNmC2?9mU)rt3J}zSspw!WqWT!j6e1&2i9d65ziCJsqAp1^@`B;eqELs+vVlrGm@o9 zGsV@d1tcut^8L=n@KYmzc$0HKpz2Orn=1%rjkXfj7EZGqo=+rO>B9aUnRjv>g9adC}JdhxrMfO`RPr5skN%9=w+xE_z>h?ZYI}Awm=16v-bT}obwWb0- zjRapNe`gsIUbf+DA>~$1!qz=2@Hxw@1d)I<$!;#%oRnk=_b|~@M6Gn7avO9G3VbI- zuyMw=OH(bGAwLnjQBTn;Bjp0Sa4lM&rUX}*l%iFA=qKbDZs4=>X6})j-MqzZ;g_x# zk6igV>He~tuXGr0Y^ZXwNj6#v_PqK&>hOl#w7u*RZ+s zhTmUq=W`<1E{ku*{UjRa*P1HV`8~}GOD(H02UV_FwVYBB5skk-)G^8St0ie~A|nf- z^snF)&t6U8fM17pis(|GZs$mqeX*E3DF?mkX|!i}n)gz9Kk8MBa6y{SqB@%1e8q3R zZ!WqQx)lu0)G5{JI1q^cxDY+bXke$9RH?HotEqt(g z&rtWAThkr!-Oa)?SV40=WpDoo{P6ssO7Y_CV&!?c!SSkg0-{ea}yVtLC}VuZuhuiT58!xkzx2zLUHviSq_oEHW!3_E`o2{N5bo7 zFoGma26B;EcSz0lb``+Z!7%I{)M!tFEu~DyNV@KLtHF7UfHWNK0-IV z`4oTAhT-FTJO<=zesIN_2jb8r`GGGj}_!tZ}su&Rg%oJvT|XT6t#ns zC-wY$ec%RA3^pNTiZrqs>N%;;@FYGSU(7y3sL10)%-gyBwfl~DtW>;*MJ-)5!HtsM zmrG0ebn6Tp!i+*ZN=p<0>GM+eI|Hu14^M6z`U_DaC2~2V0pOV!gmYt?)iaCWerZmN zDyDI#=Yr>76@Jk8UgEHD;513A4{sQGTn(Gg|4ZW}l_YZO+fjw7v=gozcuEBA+Z4NJ za*8oHLf$a1+5_Jd>I5*~;*lx;;**15nf>Q!02S>kFXi%I9*&m8$rYOx*PPeBB-Njl zzDIi%Zy}*#99LLyVIA(`kXh72#VTk8D)s-79=sZ6qjL5B(>t0cJ2Hgm%q{zEn-Z= zT^t;9XaSrT;L9?aSxye;guu{^8op&ULLx6CBSYOk48@{rLJ9DZy%PzPhUZm&VaMMi zNoF#f7E4D)NoGUv#r@j+bNptxkDh8+eHOThgXSeDW{)~W{JYy9Q$p07i1!yy?R5Gb zLx#JzR80!rv(U(VZRZ))2ng$LKnBdb?} zGvB(buHQ#_OketqJTds9_&-&E;WsyMH=XXU`d_ClJLk8k8)p^n!$fG*q|!dv3e8He zOA~Hf(M}9z?@qVopS|jLayW+f@8v&zp&M^55g(3!@5ODRnk#$l7;!{2zS^(+7 zVzAXxdGgHR56vO+D=aWx*LtbVGxAJ=^lt-0zh$9cPU4ZiUhYvod(7Nuw%;o>K3#s- zOsseVFz-yGv#ng5!c#)2Y6V>r;u#Rbm1^&)Ie|Xog59U`NJ*<8hQ|^X z+6CN&dE~+cL`Jc4j2GhViU%=M4%o^GORH`e9j=@w-ytI!gXmx4`ho0l3a7ZrZ+GQ_xd#$th=6 zMAIK+Efrb9F#{rVO&~_n<7qP0`L*;S#IM~P%lSUjl$>6km@*PB}c}?B!>gi zGo305xyIvqvzNl=sE-2dc;#W%^_AXIc+&{W$yEMgzpgpJ{$M|21-kLOT4PB^Fn_`j zNEvCO6zk5kE(DFjuy5ht<#fSI^R^wXK`<=3zOcYTLS|V!>y`b%oaT!0`j^^@-%vU} z6+K+A$5+<{FXq-~V5gK~_~32%iz}gKx>U@eMgHHxRVBr8cXiP}xJZS~g*p77LBZ#% zpu9uH_(7w?E5LxLo8S-pf9(+v=!*npn4n0~ZW+)u8*P`&O*<>a7Uv7DBb{6NY_iF{ z;k%}cAeQhIyvLao2Z87}v$E`fJD?s?NO-qPyoAVnwR)5C&}icuXls+o>d07oM2>Rz z{sIGY&At_kV^8VEyF39CCg`WPT0NPRYcVyC3KnArEO1bj+X1KDDyp*%mm{_(k^$|K zp7wIyTBojO^Aj<6YQ)~W^h>}Y%yhJIWnIlO^e1N7v%|A%6=d+KF5Rn96Mq>?-dZB; z`5z5`!RL>CZU*u+^$*=z-wp?$B zzUt955Xrh@ctL;VVIY{|NJoItjTVutyyP* zU&rG%BLC~-&O1&AAZSV~Qs*bz?t=hPyxWC{CDyDqBlQ7YEVMmhaVYP}mqymgX@HaDrV(?$ zDC6R6vGn;hmu4~bn)MtEr!KyGwjRdV5 z;aFgO^QaeiX=idvTB1_P%1OvW&9SS{IujEy)4i^T+<_dZ8qwQL)>~v@mJjZP;2VFv z?OOQktm->R#Kz`o#s_C)kw3@?Krxmw|#L|3gMOn_g~}5Gs{d4t651w z8f2~KViBfJ$dz7h`&efGqSeFVU|L_0HxJ@SCr!UXfNgb-*vT@|}T7RG)*4&5~TQ5aGophD0kcBg0C<2e5 zBm*B01=~6eMXTk_nVBW!rgrVlS+;P}`#bdGyBL;^A=61vpw75yErkZm<}_WD^1aBT+Rqi~`w|?T(2p`^`wU z@y`9RG}uWuJeL%XyvNMQf2a(pf!UtUKuycA zdhW?;WB7h9k9or%V*%4hAptK0SDS@?Cb*OmKT6ChDK1^$E3*&RkvXtY@tu4c?p6Aa zXyiGk)sst(Cz}+O_wm8?T{&Bx!g)LstY;O>((GJ@x9%_EnV)Bc`l0xRNXF)YU|Sia z{?r@HW=a}7b95_MAo2Y>-}1`J3qT=qd$6v;W2yaaBo_Ak*+du5N48C{`U{W$HZhBZ&5`BU61V)Obj*CjB+-m@)PW5JJx@Ln3x-HqCjavb#f}F6Zk58;{b_n$@Y- zAgrjEaX2I;-4^7*Q!Iv7pq4;@a@4(L|M>P1hc&;U!4y|T4$snFH^vXj6pia~h$>kD zjn_$&rNA{^5UTjwr!E0+UI|;xpE-2u#5*OWq#JZoCYoUJ_p+apHJgO~X7{9%6^pwU zlp`=n_y0A3UU(>N+~ocIbBd!gE5tXYo^^F5%^oVSNv9|Gjg7JagX zXAodwTA~MT_L7HuqprM~Y~5HwF2{E#2kyS!1dB+F#m=bI{Sw>l{S6u&8G!;d>UMS5 z>oF$1v2g4I_@jaX%C{`h5M-AVffguW=s7t^8)u3TupoG?CE3E!<~>XxWQ#YByHAe^ zCl_Vzey4W-0&WZTgLZajBk^oejz5xYAhl9O39$7{lVy8=Iy1D_82s6{SoLZ>eD|yx(mdDeW|e13g(ya~_Ct;_CYn82fQV zESDMimZTmMIfoW4AFkNO?UwDEW<{~y4al%lJUg-bD6YR& zH}qOs02RRH4geTnavmh9Y040ykSkPGS1y-r6{*aLT@XWL5(sW@MiX^ul}n9%3CU*5 zl%6_!xST4=9ulap)~Gq zB&^f7l8jR#0Lb?^#NIh;kqOYhK!)>WTAJ-%Jm*aZgtfJ`o56Ut@B4>w{u|jc zt(p%*Lr^V=JsY(-UpsQ+w&gzO!2xmsex{%xH!e1~j_p&T=i@w)&n3x6-UIy0u&~d( zG(m@ikFdi;ZK!r$1JGGs;%123_z;yp$zkW5R@!vM-3cBcB=HsC zhwR);+h6=^G3LxHzYmo$z3E&KCJfCnPmv4JuIZ(1?zNnit!H6XU)P4ZnpE83E!T|y|-3#01kpFWk6K&20-q(O$p`g1!il3 zQLJfH71R0P22BLVM6yC>iMuEbCU)h$G#hzZB*n~~W{_;0-~1Tb;RC~=Th+-j6STEK zwoAQ{W(J#LSr4SHBmYeZ`aeBO6ovbtUWkmDsErmt%|uiO^%X729y<}E%bk%=IROt; z>d=IV=E`k(|80*6yV)29n7}LbLki7s$fSi;gg+S#@!@Zs;Gp5+DgsUxpntQ|1Tn+w zu!VvQmDGdjtwq)iz`GB1`a3^BhB}U50r@&39mhDMz~FVAMMy&*8v<@ABT~huZwu$m zpyA46A(nb|>Taf{Z+W)eF(6so*dMeFu2Dus_Cqx_;YizRc79-?QJav@_N`qIVmM0#8vsF5(K2dbTpwv&(Ms0_MnZrZ;0V;=g^E@1?p@ zwDe;C+&0AB1aeV&{A)sEoFj9{Qkn}EJ}R3Sp-beP#Me3$c_}{s%`B^!W4GZ%Fionh z-%b~O>+z_Mi1l&id~KTu7!QUIz148m{)6$;z>&4WQ)`7$ylbY*mi6X1F)-K)l8pb| z*JAa--*0Q68x2H-vt5P*L$|^tw`*pG;7|L~`9lpzyXT9xjmHMkvxWzMbN#|qv2Kb; zaaU|+NzmBf?pNm;cSrynI8)tEmX1~9U8?JCi}h=%zaEhOWjrF|2Z~7;anDnPx0?CY zxB^<8^}FP=n)CoiEz-*B;iuY&(p82knSF-sa`FyH`u>D(VWxz)eJr#hINom45+?4( zueYpn^1PXt9&%8mt_9uV^uGI zl%kU$h_Tl%$AX=9k4M=f{^51#7zbUbz)t%()30qGx>~6~_GeHlEk^e;)e=|pr-c^| zp{zU1)5(bgDTo|0L75WBye>O?6VquGhc(*un*+*hcaZE-yXXGjZsr_CZggx8(Q^cW z?Kmr_5V>BOR+tfl?!IJFfkMpvt1`Xr7P8c z)Ymo^R};BJE@i-Mor{4v&}J$lBwToORZROppEaC!>dwR4|HR9*KhFX36AXWJ3UF=H zAuc;IgJ~Pgofb~t)rGNhBGHtoFT64XPSfP4KA&%PH5C`8{rM%sE%T|4`vFMOM?tz% z+qTsqf6tkXR7q_$9MVGq8c>ftaw!Jv#dip#0YnAJ?VqlQJ!U3rq*)508@2Cfm z*b7t9%Ov1+o@L0e9p)oGw8@lzxZ!h@n@`2+)}J#G(NzlHsEx+|k&1|`sc~@G}s#+ zD2`JCs^Y)M8^yQnFSv+}#53lJG-QdZy6o*Qu3YD-hbYt+$TZ|Gypl&s|A?Z>O<Z#tMz01?=|hH$M?domPr!%Xx{LD{7KjW7*Z}!x#u97Xgyyh-smJ| zJDfz3-gpn8j;-p+e$iv`sT~3ts6!yFda@+Y86Wd_vix`vdrFwoed4x z*OGG9VgP}J1OE7EVJd{&l*_8HoX5VZ{*s!Xd<4BbzU<94xu)j1V>{JaRt3#>_$DLG z3o~=Hq;RaY9K2%1S=EL%!;DZlT#}MNDvD zWjGHYF(OcMY~GUC2+8xU{#xEz-tudxqjT)1k{RSbhnq%dCZ*U}Uf#O(RI-V+g2T{M z83J&V9GLY6VUlx%KXrb{4Prv4&##-Y-n3P;+Wj|(TY#f|$e6m<}Y+D5M3)-QKB^G!Pcyeq2x?b@|U0wrF)~li>Mins2 z_vra>%8)6t?h^#DwX=FEy3BkHi3J=QyQl`;!U^~--BzmI5@rPdEkGLT>jge{;a*yd z#>vz#w*p=>^LOa=^=kAE>#NO3&{bi`(z&5fG`+y4WnVm|!sJW1Zj*1nIe&9AzOK+s zNbI9Zns3?SnC6Tt86U&YMqdeLHJkCwy7t<@-2M@*UbScOj8qDs9JHtM;n?X55-tES zcOZ*aWOvjXk#@hs#bn(DIMl3J229}|Yx#L8<4P;j@?_JY0suTp1Yb17H(Phb!M|CeMLpzmk>Qory_8Y zr{$$?H&}M3h0>GSLM4O&EhKIEd5p;OAIqOK2-B97Q(--hAO71%C0C*;_iyLX2r2<% zMRb@kDuq)8foa-&mw-kK3=qz9v~2LBmt3O00OtG94aPDe0hdd5;GlqFCX^kxWrD^~ z1fwT<9n{K*MSGr%1R!%}KS46jg2CRI>*3}4x|PVB?HrS_5M4*V%g(GTb-X=>>I(9uuAlXslV z=D8E=8XRmMvHdFOr~CHe&q+sbvI%nHr2IUEfoFAs!Eu69lQGUt8g+>HK6xnddeWUI zukA^d{;0ehtTQA5Iwddl%%FeHsJRy=wzMJFK4H&LHa}cw^*@bEy13vn+PsK-`;E_1 z_Qrzo9Us&B;Di5{U)_{m@dOhlE7kZCL~$_=(2Y555QW^@&vN7lD*TRAe{|`vnB~M! z?G^OMd`OB{GJ>Yn?65Aa)Z=Uwcc~?! zF_XZ0M{du^VujG$F8BFIDIEUi>HE^sqSb9@AY(3dg8K`3u29>{y5W-JR@JAG7`X_m9r;e{9np4u zv1)IyPCZJnuzO|LDqRZ^8HY@}isy-Qb>)dql``cbbo67&C7KN0z}7?HUEWtrKaYya zueAzeUlikFNZ=X^E4l=o7IPhfAkC4~ehWpDI z=tD8IRQw?GLr1w3fhzn!m3lreU*{EQ0BYPpW_M8+$=o>APnP{%_4~9tpG&!vv(kr$ zaMALR>O#t$@F9Rw;87zB%%NlV1zyK0NZqY`{d;?tvA+tcy{F%!3SY>d$_5ojCCcdT zYL_e{;E$+MHXQ!Nkiie3EyXzb<@BBti4XtwcxqZ(%CnC-_T$Hb0>%cf2l@4BzrL&Q zi*u!IQu+4N!;~-W)tfwCF3qdoVT*A@@Hf&4TYAX4$TBVFUtcLh+ackFNJB%@IG;t% zXE$4*3ImJqp+Mu`4|-BF2!>q42*rT1G4LYhQ{FMkp!p@6R(PU}*p+IiKv)$>2p|jB3ck z_sM)AM4}PH41xS=J&_LxjP8HG>73fPCA3b4(xa~&kXUX;{Fg-L>;QsGS(NZ^$#V3l zTwr%l0Q8WXL1Pdq#B3o%L*$rP#o^^|!IRC;v=BdyFm0bFUj{T@wzW1-;G`Vjo z-0o*9u#|YM{g`UU{heF=^0M!2&EO+QPzTIRi7XsakZOZgqn;gSrH zA>~!s?}s%*p8W4n5mHM>NimY|n=w&ln=wACGWyl$CzoO@9OZ;eAf8ruc#d&f@4+y1*hm2OKJ%0Y!;_VH{ z4I%%d`l{Av0FbN9!v$dgk2MB5hfd9!HA>T{Oti5R9SCE+M-oi!OS0~ne~C+ z!9nA|*6{BQ|)!t~Bvi!>EcBJ;WlN_Nq*> zfpxR~vPX;$nKQmfAp8NNlA90aFX48Vhlsg9-<+@;+Hn|P{VKvoBsG%qfcS&PGt8f- z171ozoIPBB4kt^efI7-hF-TaRKR6aOVe6+`Lb~UNg=wf_W!Z3s_}~N{wt=o=XVRMz zx}NDa{{umykn8>8zrl|lMa zBW<3lRo~(x^ zE(@-u^a9@3k;2Qx@7AoiviTNuqsbf(C}%??GDAi~o2B-K4{tHk)6voMCYMb3T^3;@ zu@DXWJmEg5qM0h_mK$k54+^ijnT?sxi>-vh3g<2~9_1XtmJI51L*%^s*C4nFLCD208^wB!_Zm^$^b}l$7i4b=z0zzScml;*v>FfFy9N1C2&c`2^ zvHoi4v(#k)WCKG!m-M&R^ga>2E`ia9iF={bl=<1ASe{?z;@jkv zP+S@AShhSn8mI-(k};>E=TM1}ANXC24zTapezvS5Dp>z(L-Ot0so1Hxik~=Kf;5ym zA#R=Zz>wfj2vMvfI6;1eizr{$fGT=v4(9xfy_6z0{KAF+!KmwnlSBEMy9bm;pe7t- z$rj_;oemdpez$lmCH%1?{X$?&J&PuL%lY4-?*~vQ`0p^hA{zm1qGO3yQ1<=Pft>go zs3K>5gTeb~d&n=cHste?F6-#f$qMh(X7q|74I$t_o2 z!EGq8*$#cBk9Phr1BnM@4sN@1n)s$2?cIUkc0OLkIq4YCtPZ_qx|J}(E5uY9!n&oc zv1l-HcI<(g)opxp2N1nLv*A%c+(kt@<1Vr0w0EXd zVA%@X^}Y6O?5PdujVi}08J39ZK=?A!kHdy54pAS`*JqxR9IG|BKAbL4EPFmEN;3j1 z8IDo<=EO}|=Q%|R@wk`FAAeTLm97X`mBPoxTF?m<*7u)*&cfh_K&P;kMwJ9OWEfDt z_Qz2xD$o39!D^x_aY9=|f$jXe>o|LM++1ECoKSNgO3j}w(A48A5CMNhB`t*oy{bVM zQCelIl@PtExxIj8wGUyeQFxK6_ttaGrQdTjhBp-?%-!M*&v?;@(%`llUKp+0?QGk( z5>vwog&Mo7OR=H;c5wP#_f`4#!fp0qN-yp8sDo}6sxJbQ&2lAQ4tdOZXmGz}GrVvw zB-rmieWw3#rJX;l*}3p40klY?41@oRpllw^&pTbM+uwaWvyd%}4b$(M`d|<4o=)(u z@)?zT#dJSJLi6?2?!@^Htv2(uhGtnJ6BcE2=vaFhGESShFCIuh)wdqcBBvfj~ z6ikvOLrjJUS7*pxegXR>e6x4=c66@hq3CPbSEK+z&mBftSq=2Zf1)2pu2#D8^hTE& z7K^wAj`Bu3Yx670_TOylz2f|CsEfC#y!GlKyMN?aXnD?s zbcS#VJ8G2JYQ_5jc!JUU-`ECE1m|?WI%Hug)LN0Uo-uy@+2O(0;33>-^o5By`?eU| zX4nWb;eT?qZ08#RoRotzUH$0&677~lBsHvbQa_SU+rVo&J6t+{`i+PU=gMO0)D(Ya z4Co$9Z-4(h!h=8e2>pAGh6V~nAR(1i4?RZJRTjKyAUftbW$coJ#cje7u#Y70nE+_u z+57&X>|R5!CIzqHK>R71;gyF}#mFM9?~^v8gwR z$%Q)s*=M;}BN{3z6S+Fa|11bi3_7IsnRVIs(SJ1Sd)Q=FA`V*PNh5jWQ?=e5_Yf6L z0-7BVXRL*S?0+8IO5$7GAgdF&QgP)+kpe4Iz<+CSSG21(EM@4seAL0kbuh`(k?+fN zr>R%7>2a~DWNWXw7C=^2r+wgQ(@%HHhap0dK>|nMv{QcakwU}t@ImmDjmjT4ZA=S~ ziNAy4R_Z-`%Nbd@q+UAT4?EV5f1I94a$5~yFg8-evM+*Dt;bu2$A^R6T%wZ~matS- zbS|+r_*~(6LL}u_0hu+amV{@?$iH4Cv7A`4S2A$u4QQ~W;R<@DC5U&fdl7Q^ zkdh{N^LFK478y#}~ggS!7>a;1vp*yRaP_oM*3I2was)nonDEqc^L`!eKob7kA8Sz)nXt#t97${>pQ}y z1YiD_26scVjbilH+gZqG%T*l46^8-0lMK^+Yi z4Xx~#Fg*^=GLbPpEHJSH*KFZByG>sWbZtAQK3oucrVE!}A9AwUm!C=5AxGPg!*#-k zfOM!}r@Hgjjk}&#t#!E;!z@IvuZkI9oKA3wudRRFBKV;1iXQLpNoG@`g zO6HLCunG0LlJgVlkB9S3FcQGShk^YzCbGBYwli6`AZ%&J6&-yz8JDlQcrO5@)$eHN z>jU0=7(x6T{P5XltQpWzEF)k5A1GGSPEuRPwDOywNsyMM&oi_p8&=kG+*AR@C^=1i zcNHFBmR>@<(KkR85Gu4sGt#y@|ls|*#Yp}wbr zf=9kSWMhcR#wb_muP(3u^Kv?8j&0g15s`jYY24QE?paOsT0Q^0ffsFOLJ*dQWRm7? zVsN*;YOHq!zVs>!D*w<7WP=A=ED6eK`j2%7;y(6VSJN8*NME@g7Jrx|TVBN@Z}Cf3 z*&}j%=R{{956uh$Zp8#$o1y~p@j29?^IvaJf(x*S2=7nHEW6oVebP(A7U02wVe0sp zQ-KVm2LD5Z!*w&x{99vCWB%`zh1+Xbj6K-msl2K`p+zq94Wq&o41> z2Ex+a-{CVJS7T`+prGb<-n!AmZ+Z9a@x?%I($Wam9JQci4Jt$(`MB!2ox)*-Rf~i+!8L@}o#l^r*&*9DO-ag$8{GIC@z&^3mF)J*r zD1>3I15csq00Wod6lpMx*$22w>2V6|mc!=H69EGRG9!ZNF8btyxOEC+fFa!=hoG3GT?HY;SdG3Hp3+(ia zl|t=|ip;)D-gPT?@85GYm@|UQ)mH^goW;g4Ef<;q=gQq`C5JFWB+lqdXBH!F;Ent+ zm$$WfNENQOPk=|;DU{TD&=nG(*uil)3_w~@Ic)M$-01@Kn&tuOqh3Bi=C*SEJ}KwB zeCm^3|6c69Npa9!Ajp0ha-3S5>Iy$mVb1~ZV#R_KVBvoYOu{nznhMO{&^0f#YWN;Q+~;=2SE{m{lsJsx$XTdGB~JU1E>up?~rHREn}RNk)xac(z3T-muyvk zez9UzO-}AJ@A!P>MGh*5??lIfeCWV?d3ug*1V1Gxq1$^-H46<#A6)hJ!J*r`SagOP z6OM6a!8_7kwhfcV0OMS}({C)f`~E>caxqj0gs#1EiKswFI5aK>6_{l}>=EGC7-GUwzlqL@+J;arbYskq3+-|L!Q1n_Dc~161XKA#{3+h1 zRzvTjos-cbc}%TS|I>nclL=P&h};+Ch?39jHIssIW1#?!Q7SI~=xsnax>b+OqOsud zxMC3dOKlYuv7HDcZ~=jkd>`&_@2F@yuYbTs0<#c3%?Y>q&|qfsy7BoTYlzSOyBObv z{$I@}Uom@-Yb5mfBQ@s%VpMN2Ja@Ty24xOYEwmKBqQIzItITUGI)!cx5FEDD8zkNJ z238s}0_!+@;m#wQGxJibPGAz>-?23}?;eYi+oTWzg)pW0hLx6|R2e2S-IdIXl(Z6( zOz2o#ChIJK5KXJG9%ti&Pk_3l@h4x_^?ere(nhfKxY{P97l^{n{+N4Kka@B`|1}i; zMv8#d8lKxF848e{y5^Llmix)MA9rHDDfHE7qz6c9_*SOiB9|3Hp*oD|@r(5jrp17O z0?=mwE_&Jjv$Zw5ABBv6!#ZSPk5yO0z>#*}%cH@LKUsDPg|vdYoUP-^R%~fa$RalD z6V%W3aOX{;j@_QG*NOl2d32EU;Zo6B$w<)n6Qne^x;BHe6(L(+^?z(gql}jK%8Kt1m=bMJ z`|ZJJWuN(~kP<{H&f^pUBgOi_L*R;>?aP^Bj&|lmV-9`pWzf4Zv7_YbB^5$5k%Fl; zC3Xp@R}R2cz87i04L%qJ_3l+M zr|%*owRjUqpATvC0mrUku87c5d3wq)-DHs?! z1PDJwgTS@*xGFG-JTyn#QMZvBNjB^aWvQy*9X}BOv}s%m$ZnnRdJ8{C8YdGAlz&I+c@TIAY)kb3gUZ&Ou}7K|1U*1} zN^{s;4(F#CiVoi?I1x|gE3|vCtE{s1+Bd|qsN{UBwqrj2aPVvcCiE2Tt(kzQ{!8)) zj?v1L(LN)E35j&qcJnig&=v&RuXc1LcVaKrFiKj=Nuvo>@#nR>%+NAaqZ6AwrD_@| z0Et<0&tSPIHkIY7jtcs}x^4M*-ahA1gZ{HrA-VcR4%DYksk5DRgk9MFri zbw7P!lgLxgQ=c4+(Z=EXR(&R#SBMUjh60IY-l4eyt6KhJ?JHAYrdSrXU$UY8hyaWz zUdmdh_Hw0Zm8Iq6#1k&Dfb8+)rt`YkQBQ+j*$JUk;o$N`5&7++^l*B}_zPn6-`x$C zEX#W(4D!%buF~O^I(T zekd@eePB%V?-t6(nfmwLf2Qwf8gMZv04Xl`sh($Mg+rcTD+SO{0S+uoR&0)s%;5Gh zU{&6K8k|ZtkK>d{z4%9>I|}_fZvWKQQ|8&_;n}o2r9*;RViLdmp=gh6@GqN>WdT3W z2Sqz(rS-tkBf}4xeZ{kuU7zca`Y*mmizdv4+ek}m#wX+mG>^OSv78{P zn84*R{y@q4w6%QWJZNz;+e1&BIkF^1aFa|tY?_7?n2lT-HjfmjE0tR6{#hZAg>?=~ zO!6O#1_<6+0DF*-LW?M${$VW0q3)CUBnevWJ41{@2AZ&{&@k?r1i7j<8zLYDTgMyS zR3YdIjZm~&YYLa^XQQ@4yxiWmhNZpfTvZr|!sT(fxc@_#;KlzRM8F9W&)|_3g-uC5 z;SIjOi*u`;x`R7R*hY-DS)#+@jhIGK1DY(&T=ip2*CA5C`TrV(rhN25zHBELO~*0 z`Zw9visGatV3{7b(5P-GJS zQ&u0}i4=$T&QdkyxS5j%f+S~Zr}MjuTf*v4 zUz(L1SNp8fI?jjKr(Mi0t<^bnhH~_YP6Z~m$6XpYI;)yCNYNWyJ%IvZkAQb8t=sA~ z)tK&cFI0|9SFpm<>}k3FFaxomL~le)+XP&din{Kl%oNp*m2OmVQcBPZY8|@;H-cpy z>0LBAsCQP%(Y~rn9dWxkQaM)B2BDKVrOj!dS1U^)z@7}mTdWB4z*)2YIbYHWvg8;B zt)3e)s=F9-`#&W~nj!($Z#-ZmZ8KmsWwo7_mYfT#Q%SC$w``I1L|}_p5T;|OC2Fj1 zX<}%zyI_KG)%+haCYfeMaKEL1{Q_tH;MJInRc&Ul@Ou-g;zg?@*H;D+a2RC6g>Kkw zg=0A8rLdTn;;f(wg)}=YRcwc{J`3rpVPIC!?$Rhle>GD?qD{Zpe;4M=0?P5b*ZwDG z1Wf7sMrm@QEwjC#B_t#SyW+I)IiwehY$>B-iD3lmx~o6BzKY zo|l@VW-h^RJc&#f2T*is$b!eum64pz088^aTTh-SYZ8K&_HlPQDfSgI-p?%^VQiqdopA$bHrY(+KFfH$t~OgQUysNaT^oTm$m~^ z=qpl}^;36kam;5*X(x}R$10Ns0A)-_NDUc^)w%oh*$L1ywEX$unuZS_E%%*5gh?OZ z8SJo*V+?+>0918&6c20-1E0|NciZ6hb3R^a4kyw=U`TvX`Q6WY{w*3X9LZ~IYa4z* zmo+_d(=rwPTyxNP2flj`(w>gwak>so+j$J0j9H_5c?|pOon-IP z5d)@5I7taS+L?b>+`s|UOkk;SH5z4Zr?Ww%rFb+3k>l&HM8-*g7~BIM=t?3vnG#^} ziL<{t=aBHMcBc!@1w#9nU!zqJC_Whl)^XJ9e~(l`7Tf+r-kSL&46GU$l}g-^t90Y> zEi}mdV{ZB1T>1Y+Oilp|xY$_NB~ZHU+}aczNm3O0ep=H_{LhIV9s%L{^=7)?qJF0+ z#o*6%=fGU*Dq~oqKeQGH$J>!|r3quKTQseH)IX`(2TMRNV86oZ`&;MLNd;Qy{c?Ck zqY){%R48n0E3dLXr$J-;HfMi0rZ^H9h~Z^~|Mip>VN)pT9AZc=ydvQsk~ruH0gGEO z?Vbz5w%LjEYm~)GR-t|1geV|aJ3!`ls5}YXmyfw3hzYgBI;G~S7TlxMC*!`^@1^DQ zrq32QlG$H#2_be}%k=!4NyBEof~nfBdWjf|Or>A3yhC6`WLj9$d|nZ^I)ElhKvAba z&gwp358qNy0I}ZeIQ;r_^Y(Bp5J#t4Y;ltZ;6cL##>Fw_1Qs3JqY>d3DNP)s%C=oEh8s+B0T8wasw; z@xk!Iyu^$zBD2yyMG!N@sCwqqfLo|BFdcH($;PbhU?InmA<7wW-ll|8G&9ew`XdT7 z<&0llZ-@#~WpqKAYfI3;aDkM;@~1()Y|{7p3gZ2KP-s#01DFB8Yi)qnvVt^^G`V1a0~8x+-8sxzQClHrN8npH??(Mz%e+6$~>j%=}FQxY2UK`elG2hgjpo$UNDK%J6XmYg6xm zN34o*#cv8=R$}x4K@hF{>Yewo__~-$D8^Ob{#2bf&+DT0&qF)K+#9b$%|Lsx|HtDC zK)ekJ)vo0CphI8uiziZ?MsEgZ<>x2Bj)G#=bkfWmKM*y@Zd>2Pln25+F5{*H}kJLYPuFU)2Ro z3F2KRtjs7axA)JIb{hDU&&xE<3)Ke3;a(&*?y@0uOIkZEiNOv#Sc2vskL64W#KDL^ zCz3AfLc3!>;7oWTy7OQt632y4brF43zhPHn`JCqgUmh-PNtsgso^)hkk!) zSmh7~;WY<(Q6BU_T|_z^dtN(vP}*b<%SRo7;(}oaLVF{6n=5xdHB22sOo4X?$c&% z1yq)B70rsJBL!HEM0gsM6q zV>*okhNa^QT%%Ge=(78R7?8kX=;-J;oi{Gu|LMZy#~gm*0L%rIn*p8|#VPji?Mb;0 zJ4V?&#W1!n@svr>=`&tDrA(u%dR2V)ndfTy{_pR8Hz_u`^0Jd?ILQIcgv*&u@>(?J zko#2>j(9AP}T-AcZk%aZ}U;S5VVo6yPNAuQ*ZJ9xWLC z3PG0uuHo6Ix{;j_@&l0Y1gPK2k1+5wFGw3nkg>il4GRGjFtTb>oPJg1ha z820RmLzW^L05%1jP~P~@&sW8!T6bEN0=qrJ@v$UHLq_WjCoLR1G={gVsAvFK2N2Jf9vIwNf;Cd=>O zwYOfo9FZ=wpv)K~8i4F=3iW*?!WIk`)V%3!TT|@&f*)kM6Ugi+%p_8pA#|UxM82DL z6ojS9^p}^Bqysiuh;p|nZ_sMJ>34vG2xcu%GE+*UVf|$ga9 z=pRV9yE2utq0oWC4$S&o#}9CyU0nyP&!nB!Q5Q(_rL5?4Fp7lc&CuA;+z%!DdJjW9 z9gbYf=>i1(eRjRxOQnFuRAC8aZk_sjaz2-EGoirPPmG30zYu==I2VrWOIDV0zqDe4rD9)Il2o~nMRB!VUj(BZ(}WlxI;&);>66X4r*Nx|HlX~% zgf->*2TjR_de#CUFTdwN6iu|pwcrGXa(i$32O-hvOfm$SaY49lVq6Ujy6jg2bwjuA zG+93rNGm8rYe)D2g~lB63CafR?|LP-XUEQ%#4ev5{XVN}#em*)N#%!6? z4hyf?IX>5&wBIq`D_PJv;TL*Bv@R^TBH;w0Vf# zIEe7fA9@`I?@e^q!!qdXl_w%-E(p^*Ycl=U3(q7F8u-)GRSphf_qkWp+*4!s_96A$ z;Sycs=R;-$OT)2=UF!XI`f1;eSdGQ80e=8dU>^^qe`ti)8!SR{C0P}`5=LAUkh~>R zd!tv)Iz=|;0M+`j|Nn<6yoHbfNpR|o`lsw(td>*3S(^90>EFK`Am)i{aKC>sT_PCo&o#$N?+98j)-&`!Xl3kO3Mqnq!mUGbEnOh z9%XjSbdnc2Sh7%5o5iVz*w8glr63h6pNKu&kOXmnQDk=cq0*Bf0V!BDurbj^?TgA=>vuYFS*%PPpG@3l89f zIH3amF40HTusM$j#`T@0C7b0DBA;GxTMz6VRJ-CNA1&%M#d}G|A8}dO;<@}wku8(K3?g+8Xxj| zOd(XHrXwj#^Aq98>;%tSaq7|j8!1qe-3Bg|7$nymkxY4iEPilcnJ38Mxnx^^SubDV zHArrK8545dMFo=Q-u`enxPCT6(8%r;QQ;do=Hn~@t@{RhsC~QcVodCaHNST;bi_>v zh4l3(eaWbJT}}$5$U6M{+!`FX$1q$_|3oR!Q7&Kw2|V!H<6Vrjss6kQ{-&lP!87Mx z4nmU>v3amBi2&Gn7CLKuX9JkuBv_)v(E|t&#n*ikfIbuWBe>a!;2zwL0%vcRz;I*h zA62u3r3T~ite9wXGnTx^m-!*T-zUxY_uI*Tk10oUd5)r@vEGJfzsqteAQmNMuas)KKN=GwtLfHiIFJ2y+Wv8zmb7 zs|8ZD5&C`6jKdBSeoRct@Ku+(%DQXu2F~OQ>PlR4ve!Gv>HkouLTbs;29wDG?jeyjOCfR z@4B0h*yEneHfXpqka7PO8wR-zj8V)QcXndZifGscq-g$mr&@=2Hzz00)+QvTQi?-K zUL{{w%^yb^5As_Jv>Ttqc3#K`(^UgSs?s?w$=2+pKbbQ=^82$m%3HGJ#Sm}W!6f6{ z(Aw)m`xdzZnzt`NQ|tZNcb|F@UeRD+r+w!aD{JIHT`sI}!PLp;z4O`d6>&SmOp=Wd zr0#Ohj3II|*Q7(nP08h=75cCYW{5xJ6f-VnUyO+l-(5JHNUW63GZ_K31buUpC;S=p z`y1bCs>?BLUtGDp8)`Tjf0A9`z&Rhja#7e=Ymifz8NM2nHvW2ALOxf6mb8-IVrrS|-aoAG6u zz5l36eR{te(erHWO3{q9(C=s5x7Z4ceCG+J4TBE>ag4?KFa6>x#Au9+Kbb205b3}x z1xV*`izSlZCO%hILXFG z8Ufr?jb}W8RRS_BibnY>Vdgeo(9euS=jpT(w(t3$ulv`O2|qoBW7QY*nXoOVLKV&K z1BPE#YeTPhJT6G&zybGz0_GlPO3$@2icSGu0qP-E$zDT*(;PYLeY#FMQ@lW>85{eD zo^idCP%pdil#Ay%9lQG&{p2XNSY4OM7UMG3=M<|p0dM5ew zF&DZKd?i|wQeGL4jD&rrLFsi9UY+y^WULE>r)P!~ne~-VZSgs{;|ZkW9VwlMAUb;! zREz{fS zsqP~3(#d`ajBA>)CmR?{>?F;5P9CB)9*rk92__=CQ3iS?!dF~#S7=d!q|teuj;-QV zvzHovOON@WbZ~V&IB2nMR!?SP`+*cZCO};nOtuMHtRWR$Z zvr<1}WK!Z$jl(i+IPd_zi|OgZ~n<<#o)Hsb^Z|e~_5|R6nuW@QL|s*(Sty)_R)%lGgasz+y8ZdLYJ~hnCYcY;1>De z1pK2mG_evvI7K~f>_(|Inc6|L&bO!EIDphc_*-K=Pr4g3st`VN@^O}KjThC7t-^I3 z!g-T@t#14*BR)0+y)tCgcVbC8`Ko6jj$M?94&z`h^ksc_MjcfhShvmxaJ6{6YZwr7 z90JfK3HcznV@2kn3KMkrF?Qz&<>KA4)E;hqrmLVJA-+V3o!!r5`3f(rPSX2nc`Nvo zu(S6iviLrhYt90b?FXpAOX43_@a>@jP9_*PLJ5);-usjwRJgokaU&0Xkz)^H1?OLj zD5Ty3ulnUkn=sPji}Bvb4`rv!Azu@X+qp@AElHw?kp6p!F;o(Vf~ZC^p+!gs!x=LGD(zMj?|DBzVu)dHk!X-odctc9Tcn31MBoxmdJd+MNZd<-EGa->mFj zr>zuDl^pWwJy7nvQUqzLQMha9OjmB989NM`tn3lg&peo5g|J3B1GHRYYpd%jO-Lcs z(J)4ODa*@OZF)mdAiaC@mX>ilXbXp*GoIHh+m9|dkLljUuATe|ViMTfS0D!hrJSJ? z__C;O?1Ukutr7_^?x-vF)K(@B3;5lF z!vb)7hn5u7uVDt3h{H&q*@2D#E@Q%{rK!!x)q1waS*h3Iua=*d8G~sdSKC9MW4umR z#R+nSV&x!7t3SXsUrEAG_<8l}dwJn$wF2c$S0L*ocCW_mXQ8HbF@nsG2r@n~OiRgl zd4$tOasFMoJhr$lnYcVpc7@TZ#Ce#7+hQ- z&WGa!6zE0??hC~CTooHm_fG#tgBrK1rfZYOOjH3i2r#jS{mu8sk0;er|AE4U)wW%p z0}j`#0zD$6+dzg7P{11?#h6@H(=;^N%BXZTZ;%Hf6p`G0)a{tcF+-L}SM zq#UUyy>Ayp+4r? zKMeld29Wl%Wth2!^$Pw--nJd-%KL0iaiKy5s(-JI5W_ySW=*LOb3O}R${8AK6%e+0&LK>|DQ@ND`ZW6@-i%eexd(7H0 zMe7jJ-ok3GJW%y*tgHPOET_4xs_xp{{?i+p!-$LHMd#?G|7Hyii@i(I#yX~pclJ?c zl9NA57E;oxV_ah+P>&AL*=oe=2M$u;P^jjdxK)Zc_NZzy^}%cvK4Au4cRqJ);+*cR zAFi}$!ly~FnEL-Nj9H<59K`Lq9# zuiCO*Z*f12vAyg7>Yh=qe8}Ei#zszjfPu8;rFVIUdeoe`g&~1p`vtp8OYZ6MOv<<_#lR);<@MdfpdEXdI5iA2Wt|9t5VU=PqR=X+Q7I8s@}lRc z_~Yradjlj}4p)y})(x?B_ft4ZQyy?3MSpsK4)4x4+^Av(`w7hi7`iNn(;9lE`YaQsp|bXK=3QmR5|H%R-%2Q%B+PWhbB zh9Di{lSwRUKpvt|#P-9TjQrUQO4r26VJMkchqoT-_4v996!K;w0qfu9sL2|?hq&{) z$3HY+p!x1hWaLcMqQcW<6ZzDGFso|qPNQheBo2isk~ArDM)j1)a95HrvfgbCJeHN$ zmR6*k0C!Xl_G!yBLY1J#s=L(p15QTbR!FE-sQdL!rU=l6<@uLc8{Wd^Wv}Zm7u_3h zG2Ti2Cg!ORt3soDL$^G+Ce3aybX2S2jgk{+yC^@v5Yb)-kk@g*Px(-@S9Z?#!0D96 zr`OxZ_%A$C0+Mw3Df6uz*perz#6{eLhUNbbLPTXbtZ(Rs?7lQ;34PHHq)cAi%W=H0 z#~0vG2x)Cz?Yh@wNH#Jj{$9($WN9SLO1hkSiuroofRF4Y_-Q*VQ(@#Z8N8BC!Ydqe zJ&QTuWA!O45P>_T*Q8Sk^3Yx+v>7aQj6(;AH8!J7v8{7;?d zAlnPA`Z4*>vIZ?Y`T(JC>g#d&e~(lnE7IYVAo114f?z6*m^LQt|&e+%Y!2<7zd}DAbK8SwPD&A4b$+c^5SJIen zM7#0ugP4!t!v!A0g?Q2pi(I}S2Z~>KRaJ?R4UK_YA1^YOJoUdbR?Dc1mTIr9;_dGQ z#P57!?d-VZgl{b+cU;O5u2JmC7TUKr{_;6P#S8Yc(IM0 zE6hxkSFSITHs}#+aW_0K$DiuVZH7(B3>Lr=ULIc*sn(F=b*A=*t5>t9@3(*piJvLS z>(~9Z4j}DoQ>`6hGn&$!d;6Pi67+44Yh`_quLa?o$zN>TsLVt_=&Gt`qu%pqjD*}3cu67dv+L+{|j*Q455Mgc5Im`6#tuxycsLr zMaepOKT`(KwPDgL7Nq*SFMM;C8kN_Eu0((QazRKwNZy)tIDka28-~-L`N|5D5GqjU z`vM7R86DB)c7`5=5+S5_Ik@}XJr?2nZKHij_KZ-s1W!AR+Uspd>iG_LCjayo z*j+`QHAnt5E8DZPl@0BQjdjkI48I*hLa81;gOUV)CDBd52#e-ZE2{GI6DQ0Mt~ z$o@3Rus%`I`c$T%8lEA{YBMq-7!y)ii^V-eNB zc5$Wx?Xl(UIwVrmPve1L7IBXF*DlH7Q+4*=Vi$FC(c?sW;e6KKs)54pGs!&hMlw3HlOob#pjtf^O8K0@8EL%VjU_`5kN zM4DGp#`pcv(TF+RPnQzAN6jh?F!3wj%?Tgrh`uDte4~sZj=3+8+!>e)*ju=nmL(40 zhK}H;5q^ZQlTGod=PJDzq%)YR{G@S^eC{?8MqDi%0al+v2DN+ReUMpUDvM<^AO~7! z(WVmnau(3twB&$=^bQIP$}1iXCF=hOo2$V#^0t6kCo~Bso#9SN6^lCY2H{)X3P(W) z^n82jX?45mx^IAf#a;}3f;W0y$zd7W>u+=vt}W?#)1lj3}l+2Ti2uJCC%=x zvUA1z%YXFJKsaIDC_OTsgasNJx0QkJ>C}gtcZ!54#_{NkP#3NdJ&9M@_m~=%A6W81~V z!fhN2&udaqF4p`GT^l(Gwx6dDa1Mq_!rtgmt4d5^J2}zIfmsYN)N9 zNew~*Js`K>^nXH5YAoRvW2tcw5(6|r(-I;%b*#S4_y+_+gQM;`ub$OB_~~u^*Ck39 zuSOL;&O5xDa&}&vT1kBS8e;tD>9o6Lai+Xoij9F`rv6T8@ju}J7hHqL8Tz8?T z!k0_M4%>`$R}IR&-po(FvbY}A1vB6>)>|EszlYgOdU0Cris%JuUHBdR%HS!meS?5s zL%0oHJmQT8{<3EZy!l(FX4r28tfWH;gqz2xflzK+UiX}`SXy1?ZUf06?l1%f!nQLY zeezZDCtLxGa#)Ih{z8Jd?1>nycm0vO*+@L|NXMNBzx3$rLV}pGHKA=&m{~IGMaUI* z$ADC_DIAB0h+^+6eb1t(6N6nO_64km33k7m8BfIog_^;gMCv-y{_2$?uQy_$9W*44 zaQ*Zaoc-$fa2?3aqJcm0J*IUpMJfaj5blIC8ovhEch$->v@tF8i8KbSO!?(73>xS&66>UIcM zo~w)Au6(4Th@WidnP9{hsWD~ah!5xO+N-f|(lN3Ui*@uJEvFJWIY~jry@yc09%lby zSckqd^J7Pk;GGxm1hz}L^#^o8H=JJvPF=zArU(TtkAp4u-<>+r&Y188fOn4AQG|$ftU!PVOe@^T=Ak;bky{V=y1pctP(P0xYkl*zmBGKvSu6 z7A<*Wiqc7k1$rkfD4JB|X9po~Gh%3`Nd0&^YWK3;>?A58_!CH>wAqlqVAdWo%QoKg zB$p8P7J7ku5k8w`3zNt471N4ZPGtT;_sZv>nfI;3jhedTa#3r+i!yQvONRIqNij_p znNaBQ8iI0=ve#EZ8{|!f+cX9bI=GOb+>Lz3**S-BUodh7XjBm~0+9LpOnW zn*(T2foS3em$e9ZuoiVaxBI@mqlCVO?W3oazy;11qrh>Dg!_X}n$y#cBh9W^_=Yo4 zG7cLF{Rlf|P_2XByE@h<6Fm$$$p6ZmHQ=`HQJOC{go^@;VBTgnXdJb2Up-3eFfm9* zLsfR?0sl)(gR32lSjWxWMaqT)zwy+5ak z#ls;`omXScFjn{RV>P zNw1$2Um%z*aL>rwMJRPK(saHU0s6c3&3hCX{BUN`h6{oMv;Lp=#3RFp-9u1%AQ#*!BXVt-(cNf6KarYmOLkU*n#qn>}tOU~3g@f9fWI6uArEu`j?4Yr1> z<6Wc`EOFYjd~sUa;q|M;mam$FGPJQ=VAKdpLSp(A`xWu9&&x~AIx5}hfs1k{t~`(; zB7f5uw5BkEfcw;G0o~c#6|O|@32ACoQ6@5J`hkgpzSEk%Shu$FFLA+FC&hgQ`z$6f zg9`KdWE%z})MRo2&yXx=3%Bl0*VGxdt3I~?Gc(Pr!1)Lf_`Kw8#iipD)|Trklzht| z`itA(@dT3IV{x~v6ZYe-gW$Qq)FspGC1IXfBtLT-MTw_iNb_y##V%)fk9URIkQdt3 zr3)vaL0}9fhG*YR)F2KS%~hY0l@k*KqIf%^7ua4-*awma%DC&AFEfv4 zLpC3UHwn!2V&$vL*UKzR$dq(2-NVcEuAT$%94wU=T(K;*pPX>aK0|(&!=EMK;3tOT zQMQYIPq9gRojC3OeMy+LjjlW)=}Oc= z$3%z*@-y-Ec+Y&!0&1>y4F!IJY&BM?@q$q40uXE8$T<=83bhL^ahmyfwR5Ix{MYx8 z<*O0K-ehK%U@3bWdd8BX^=8j<3;Xr1`8^d5n9rv>7$M$=-|CE@1BmZIE+9m23g{vf zNDV#McS7sl`1K8NwQeZAci8Qt?dkV6^p}xP@B(~Sj^fTv{lBfMyQZ1&Vn56l_HS=w zW8;3>Swev7hwlgX$J=F~U3&>%B&B(CL9F1TCqzTC_=5PJht?1D`XRklKcgu4dJC>+ zS6P2Dp(3FlsMQy9mey-Y2;M|62+3X~Gg;zv?czeX!h*NnXpbh6QOyvqLZ-%fc|t*_ z#({@-LA2@br>AJs=TJb74OUgS4cZUz(CVVA6Isf`<LT|6C_Dn zwrLy-Tndse$_1D_uE|&eHk`pC5(-;U*{@xs6UL^q0JDT#*-~|7-u%(f(D_qX|Invpi=Y@KZV)OHboGlq35o*VfKfT*p^u04hMHPKNeOCqmTE^2fRF6y5Q4I|wEdUm-;1joSEm`vhb( zom}&=BXzd%h-6^vgQ2tX3HE>|YjBB|$c9VDOslHp>=`Hb+*^nt+baGc*d^`;qii<* z-GPy@Swc=n)NZB8iHwraIofMQUr~TPV^Uf{LDJ7pFflPP*zXgWyp`U@QMWxRp)Sly z^3h{5$5&f=r?VjIBS#ORHHDpokwE=gyr-1>38!!gd!-@}tT+BZ zu?FmIXjDj%>q>aMSQ2BbVq7AiIJApK#a`z}`HCN*tMFzNe!VAl{PdZhstZ>G{*+@7 zEm`dGO-6E{OuQGpmh*%`s<`*A$UNvwJGO*c_*+Z98DY(4=z?UfWt<-6A#%dT@W|eS z+*np|pQX}*9{l@oZ9r~En_fd)K{p%gLPMs=*I#V~W1&vz76XNT;W;g%ya`?)UR{RE zAOmKc_E-_OgEl$qZ_w&X{)xkRTfDmQn##L+sEI$IqUjJkuSzI0m~I7?>s>Sy6ovDs zENpf}rHzz8(!mO)MuR4expuB;s-%<~7}FYqt+n2HOi9jrN;y*!7o1q{9Rtry)PvN$ z8#c*UBSpt5tTc|u@V^kuVlZ!-4SzjDeDzWHQ&>)ose!Xec|x<9Uh?`7hyM=sC^Q*= z&Vzi+v7~YS(mvXB#Ny-Glj1j+>{B%IRwM=2D)@#d^J#+U0mjE-nhV0~cOWDDtAG-} zscb$1R3Ig#ebsMzAH{4ncd73pX(9218PUMIZPe89(v@H1qixOld(34s>_2#m`FREG z1cH^(7S{!-_1^0j$jDryIhTEAsesJzr?XCCmqNvl#BuDuYme<3!mD7Qrvl>hFKC-{@dc9^_!Qy9FZ>BD)L+ zG$8>4$Wy>C^v9 zXGGk=fE{CfLP?S!X+Pa(zEwC!s*;T2f?3W5{>B!idN4YMgS@&=3&}&@1t$!T`R0U= zGZPwO9tM7shFh#j|K+#zaVzM0l_ihr?ki?hJHfY091{Sl5Xy>L`|;X0u-DTI93UyN zav6t%%h8)E!^Z=Y<=g~EO#Ql-mOn=$z+wI$P*!ck1T_j(@2h{phzQ) z7ZAxlu&Yz@u4P% zvAM>JJz-zK$xsH9x5^;PJt>tRDdKu^PhpUzY_EpJU~CeTas!CX3O#ygbB{BnCI zL!*4-Ka8aWe$7brc|2~$N}6j_Uqw-IVP~C0G5_{WKQSi1=EPFX&x?bw-pYl*_GRxy zg8W}pn0dB`f3LB?95)+5q9+nwIYQ2<@MIwtRyP4k6DyK+gTHr#A;Rz1I|?#-L*0&0 zVLn&SEOG6E*(~=&_8rUEg;ou;osaHvA1CsxEKwqb;6-e2{Gv%M1UK|4xz*~ATEh=~ z-L73*mak)ZZg`qjoQ3K8oGA*k!$w2=>&mA08=!PY%+4oZa(k?M5=S;OX2|E(n8w9- zU?;_7dnhS^uO~yF)C=>|rGgx6MR+A8S`R#Avy~`PEje~8uH_`vZL8jDxW`GgCgXai z+1g6Tn;?~{_vyXKjFY4jg2Xq;!Z4WumklAxXERo=Vus^O68w)P5}mkk?kQBHcf#qc zEf0KnXmjLX5l7Uwr~Mu>;FWbFH8DK?jitcE_nTpTiizx>*JZ?>v|`u9-W-b7@i7-^ z^I4ECHWOw_$bmn}!oP4^uui`_q6m?;`Ldv(_7yARFY2-u>G*m*r0uF z)H}#Z$;SdikhB+{AE*4)bTgB)=ZKT_3F zQKl=qS)^$12}pGj#|T5U4X0IZABUPGPeL%~obct&_|a<4{g47(S@F-tjOlT4^_2b z#a(muh6{y7rM2Nc({Ri!-PV@8tt5qBS%1x%y|0V9)ApVo(WT3+O}4&!(ms&wn;o|JZDE+AvyqyD zx&-g-QKx6>k)*g`H<=rL#$95Ra`*-}h56^NA}&krhEIlHU!Yv(FXh!WD1j(%qoNXX zaLW8jOa|^-pVhQXawPkd0ugSa6s^|D`b~OsPme?ha<>(&6thM*f=iY^B91O_Lpz9x zYHePWSEtK{7){7FEoMdYtOmB~Gh}WfMyyI28?l;!GV1T&zgJry@5|@@QG>yCro(+! zoV)FpUH#X4!_G%p9^};2(27D&W~fuVucdDyLzl+r8NoY~Fx5P(czMg$QU!XB9Ze5h zz~XXA+d;t7+Eb5PudpPT;tF-Ug88iBC?Q1%z1m=@}TDN2yYJj9Qd-w6(Ng>sO-%eeNNzC;CDXQP`<~m(kUN zx+0lG%C1{`i71Mqd*%ii|KrW=Cl##ZpuPY@k{WM;%3xuT0ZafWKGk!~fR;>Sandqd zkju)z$BD_ppG);h=p6?qc6HOV?xBsh1lN|j^4dl?YeVi=e)P>Hdo%Tj;FRpYuc{8~ z3K|e&I^pska(3dmzVJwlgTjj=8GOa2z=Sg6thGS!O?S1TptVdOCi|HcH^z zDez%-xUr!jx9Fe`CT-R3ei|-}x7#NChadp(_YJrmvy%RvL{-IX@?84d1<@3|aAi%2A=y3Xu?+;+ul&Kp1;O{w2 zH^TWRMhHh`WRj9$jF$$#FizPeGi46LEixA2CzV{QHm6OeD7o?qWMENIkyfoy(6H$} z;GiVr_xyNH2>56@8XCk}yg!m+tgEhgR-;Xy`yw;k*Ys@cxMKN%#{J%=WU{C#Ql8EV z_qzB&(z8Xm)kVyd;9`oLGd=Ju8Asn>%R~w5sMP$&gZ1>+JbKfwZPm&gJoe-Ksz->C zDb2wS_X4-4Ni5rieOi`}n4&fY0QfKOSLmqatU%rp110*mN%X5|JdRq&Eupx8Hjhi@ z)7EH73OVW{6pVM@INZcWDa41iMJmOH|`Rnyu)j=$+n#BmfYBm+?*M z>@@vJU1u;0sHrb0I+|V@%kL)lI7S0sUbgS7xMQ$!`#($=8*<@|?TD04lurQ$zcHHZt-pdxxWnac(IIj)A~!y%}(^eHMiIhPmDq18!eDiVI?N5|n3!lm`Wkl%xpfBY>QzkOA z1h-%_0_bbqZ!ZFQ`_-H1?C{@l_t-e+0UTmlI>`hTfm+<@3(uufsv{u#tUmQ8`rE#5 zs&q(dSM@uxeQD!ho=T7(<~kQqp}k#Dr6-(DgN?eMb|j6y2hm?27sTx@Y8o~M z_?;A`fP=X0Rss_!q(mzgcjpy_2N%jz6H-#bLqj3u(mCNiUXO%BzK$7>Hp103lbC&3 zuS~_42Xg4-xAa%9>XmNrgT({lob|6LX*E^+k{(1zphPIxFK#k_f`QiLII@lYV&lS2 zjGv=XeDA%VYQc1#>ED z33N|)k0hY9Jm!eEooIyF0!l`1qAf~Z3;77!!Ag2RWWIHnw-@0K$LSurvdqJ{1o(Ge zC*XupXkak#orlmI>0ukR&Jb5(T#i(osn?enunzqirNal10dX^sbYIjSOhcw!f-M1N z>%7!{lcKZ0)N-U{-5-k{ZWd2~a1f855{V&CLs@T8t)3s-`|wq;x?er3CNT@kZ9;Es zG=6j^9qHhqy)|1kk{JqUWcKi==6pYFve53m%Ix5azeQJc83LZO`_n&X4 z=ETGW!g`;T;mT7r*W?p&b0=I3^!+L)bBzCS)QVzl^wi&1*=X-I$c9{3S- zuFp>*srF+nmcswQR#C8w%B-g;l&~CYFfPD6JD-JTOf-UweT&T7vhuhJ^U+ogBR!eEy*O&$X$#5 zj#GEFLUQQn$^1)L0cu*BEGZvCY7H*-X<5kwu3%!L{f(}@4^QypSufdz1+aT%1 zqDbtVE3B%3kHbp`tg6_{ggH|Ge_iwY1J1Z3ZlK0Zz)zuX6}Pux7wNZlvVX8WZ)Q2{ zczO5QEmK)u-bVjCGBH8L-8BJTTxS4@qnPPT~S)yjP+ zgykg>E%v}xiYrN5!{sh!AYGdGwbMoauSnq^3I++}SOU*Xyjw4IRcknb+kF)3VBttz z@VKZ3qQ&$^i43p#G$hd*0LdsRF`51-&g8s%XDNCi&%LB@E5Q@39?b5va`ed;J937e$ zwlK($fQR3$sN>P;>2krnm4@tXZ$n^yL(ujX4lM{phvS^dF{oQgBt5YE56SojyAYsd z(03FApwc9nxw(c}6=@vHQTA18G}(fu9F%6U#ND+|6Eu859;2e+7`u6yh7jg>NQ7(p zP`RQ(=sx?i7W~bzORw(5vuFCd<0n5c1)BZ4hGgFx z#8@-K*orAsQuYwazLb!4qNfLAUxq=lMIpoxW#1K2L#E+9^E}V{{@&~N&wIVs_50&D z*EQF7=KHx*aju<=1{@4>{_i{D>=S*&l5{LH|y-#^u?= ztBu9aC-g0<{;h1zv3a_63EcF@XkW$Mvg|6QvRTTUR*6LFJ|_R=aLl*$n?t*?hLVrA zPrB4IVOx^zmI!|@Fib>)wodOA8=J8Ut3rEPE)q7*vub>hY)NI+d&z!EtgUd!512TJ zd6GHxY{u4$%wy<#%9-k3^a~%m9}b#$xw;DPHc4oLmqH57IHZDxK3A2yk#^+;t#}Yy zF6!9jw=o7Ms9pPs6?8~i6Q6r$Gu*e2T&TwMDzT?DoNFDLP^U9j-yru+Mp<-3UWmOswkw>G*@}*D(gl z)OWnpD3Nd~O?Y!U)6{0fs5`eLNUUf)Iz66sJYV~xxrxcPHN=G0Y=A8-eNBA0x$6z% z^i7#tV?G37vkOuW6~Y@TH!3ZEVP=5;yO`xF>riRV6kvp%HF>ooP;3!aI{F2iMHo)M zUT49#^I*Y2N8wXK+!0E5p`NUQ3^2xUI zHcwOE>jHEMqao*a(;p}Lys+ofDh^xivB(Adnio@#;+_BbmhJ5)UBh zR}KH|MzZAn)T@939QonUD|V{-tH!8=KO&jMV!$0X`bcnL60?q_)d827R4IL$Q`9FW znMDv#gh@=I9{|nZ2?v*_6hwkb{7{Jp!bK%E5MY7)UCkxh9h!@VLl{-YpB7YNalRwG z$iS$-G~~OkzCInK5V+sE+T7GqQe*GmM=mZdx)vB&`OD^XqM(iycEXx>*Z|DJ*c+gb zJFq&9S56kz;2Q2MS%dw?>f-J3@X5xp;uWVg*jO*WKB%vzrlxS%VC9B-Kjc6MJ3L#Q zAa}Fng0!@B@lpD>)&E_Fw<7x@@^)Su``>S}nX81h2?J;VTsePyW&rG0?JnMVynl2oELOr z9k@|2DNUP)P zD{}+CbkZUZhS>fa-6{sC*G$-+2r}#kLKf8~oT7bjHFD^KnqNCbwbZg8S>x8SD{x!+ z)%{O_FfG>3&O)0uyG|f!FvAJqc)(NU&nP4^IfAl*x_kI@rTW^aq=bY-VO15!z`y{F zw#^J?x{0&9yPF#Gr#W!L|Le3yqUZ&|q@*O0d+DXzSb(G*+iD}rsot25ckfM}Th8@6 zG4Ci71mYSLm6x+QH()yUW+GC`D%%9rrv2$io0D{>lyJj{z(5t`-8p(TeuY0+zKI0dOP~~P{pu%#_sav*TH*VMPif@Lw_L3_+2sYp2QO!k;p;NIKejhGRlK`;z6K;?|L9j%R^|@NOK$x! z?yRe>|KkJ5N)N#-^du!JP6c*%byWq;gb~BvwS|%SA$E?A0_CH&hM=|Np@>87G~&ej z_pgF~tap!BIQQb3*Uyq((XlJ^h?6O7Dw#C45BogytgShb5tP8yAHj`e832+kJ+>ED zRUHp^c5@RuA*>#$>^*qwn=RrN@ZJeOmqAG0P<1pK4KY{-vH=HD$2;8!44E<8AaEN;Fcd4F4foSI&czO`^N*8v^lYoco zz19WHxU=;+>9LGG1KIXhanRQ1iMB9J)$1Q)UfR4sk32V>XbJMGvNT6fGoI72YelNf zgmMQ21axTU{XQ-?afYMc>)q4)eHmv$v`PWeyFZ^GZ{_H?rrPemJ=@VlAx-V9msJ7~ zyBVRlgAz(ILJT=e3Kq4iGGB zB_7`c#HX;K;bb(!@tPU0YKLtA!^{CRUJYa}=T;;Nev4{lR^$?f-H!kAvHtC$_dt#c z8zf|_b#DRyH2m&-j~MpR%su?MD!z6TCy#FfdFg^w9T!psdb0wHAb(LCFSC~?Wwrl$ zP+wn<{{)pL_GO%^O;PR1lg!MnoZMWxyRmHoN*+utM~CD;)qETbMZ7%iJ%Flg zHjWXAah{yCLa8q$GwS&OLwavVjYB5_9K( zFkSD(p=BXia{}kmBEIgVFG3#~z73*aH6v(H8jh zA!P0WUsO;r3j%?t24Y?Vj9N8NkeZ>3N6(H!wV(Z19qtrm1GfE;H04+BJ(Q36@VoV9 z<4m}FZwj>WXwL9;ppqBsY~%H*9?_6Z#V1dnzG(ozsb3(t{O*Z>3)P1da_unIxE8E8 zY9Bpfd6Jga;Wd!MyQpmM1+>=U#c1`?+pOBwki8nf=&X|G&(#rXak;Uv3}iBWOWYX*JwpxSIOdkATUkT9u3SF!;cYZezhNK08L7{vwS z<5L4w_Uz{wFEQsMb@QRBKoFPwrKP260)cQUzy2mbsHxU+lZcA&q*e$1CoZTr-1*|v z3eP+PNQ#=r*o{3};&53x<-=4x>xaYwF(O{zO(9o6tGL6qzT3M;B zt2V1eoKNZ(nIbt;kdoUPG7;19-j?`}o~6BrkCh;M&-?{O*kGq8<^y z7NCxyp;|y;yp_G)xvmW6v3@oUxwbY^Qf{6lC#$OZYGMa%O0aTPH)u-VLC( ziHgq47%&&Tb5&5tgZCOG33daU%rTuoikg_|wnyIU4u3aU>pdB^_o?@?jZHSP(i_CD z$rzQ#%+2CjzM>~5C#iLNdU#Y>V~r-GFZPHp2zECyM5cvS6vep9vfbJGbN$FMX2q)j n)@1+f67~ORrThQ0n&l%p;!71vlc&dMAmC$a2sgm#xkmj1D6(|a literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/train_far.png b/assignment-1/submission/16300110008/img/img/train_far.png new file mode 100644 index 0000000000000000000000000000000000000000..80e7c6dd3a3d62ae39533f32ea0b29b52833e96a GIT binary patch literal 33049 zcmeFYWmFtd(=9xM2X}V}fdGNvZW-L&-QC>=2n3fP0fGf5cyJ#eSP1T}!3h!|IJe1j zpZmSPzaRJ4ods*w%<1l_KBrDq?Y*m`RFtGKP)SiiAP|PE3`7kCf`fuU;B^!v;2Z9V zurj~a>G!s*W*ggd66G6Ik9P=Dr%a_|!ve@YwsCGqb97a?|%YhdR z=b2EYR2ktAano4fU(mC=2L~@No2L2it_t4$d}zPhl;mvT{6mkImHbC&ms}iQ5(fgj zEJ)KJY|u#HwHX7Z#=*f!8e#|0)6&v%kRU;y4`Ap8B?6;^7Q`T2U^oLEUJMweO*RF| zJfF^i4vGSX6(auM$^SPdj3mlP?DZcXAwHi|>htq+Y7~k5Pw#+r5Qxl=+!{zIQ2fkO zqw_NZ%^XA=5{8VGZ`kG)WrPH*Te#`d;{)GrmOE}o?0XYnw7p#jG>MfsVkLiS2P~ir z)~Dfcuj57EwSkdHunEGpqw(jF{^zA<>`TA7PUGk8{I|}r|G(DR0YMRx!br(m^VfbI zf;j#Y?6HTYQxRoEfRh0N{3##8sE@#sfzphb(=jrOM9hV^$3gFUNK31}PRNd<+Mdb^ zx7sxi zgdRfw$Cr2n6CLr9jOfokyIGb&*E$DGObBpCszRQ7%$j!+DlK9l2gjnr$VjvI|Gw6( zP%9?_b&H#94TM?MP*LOb;s5*DLk@&JK~iiuI5F`=Cu=G(+UU2>+vQBF5#{=pU+m&~ z?TugI(gJc~q}lU~sS1T3!Ouqqf}$AvpZ8H8-W>>671spVL-@)^@G=lt=)a?Cv8Zug zg8yCVy9gALg7EL)j{_J-H*oWhAs4)`=WksAF96}F$^rK-5r;=G>E-yLvs+w$fwpXO zu4%7#Rtgp5eE0dsu2l_ixjype4O<|A=#`BuAF?sp2fHN-J2@0UXb=8`4~k#;LIDBn zfl^1CMOta#M-TrBU2&3DRK#%L(SLTWGnGae)b-HY>lc%b{D`oj*Kx==g;3WcFQfp- z3)o-h956lYB%1}^ZvPTjSXaOO!eK%rZX|FsNk*B9Sr}&3qO@|@{|;ha1nal^KkPFZ z(9o(s-+7_-G+bjpCzP^jnv!9*JADA7A`of*l-A|j?a{H@25NbHl){I9S8~I%o}*#R zg`bv3P?`ffuLfKd>mZt2#z2+(L9dv@M0fR*eo`k6YWN@}M#`|oa6|B{!{A~hw@oS> zR4oz?<*RhGP#-})Ve>DO3t4FX<2tm)A<2Sp@C9$)6~<;%Has2khsQm=T86Rz=++sG z{srB&l;lX-cR@>!lp*}uU3Wrg`-#SyOyrJG5F~=BZ7%fX3b_9 z1VfPG9$>?us5qZicqxsVVPH&5nf-)9GV&yvlydlKVx05XvYNce|H+Ugk%p)57za z_oJhPLTk+j{G0_n5AfyW%(R(8>-bo?~Zs29)v>W=JRTp;kVm$Kvj8WPd z!y0JBQS~Sc1U1`EF|^;G4>xarl)rbP;&mbyx!J~JF=)oNpRMTb4nuZ5tZZViNrj~F z{2&Cox5CMn?6p1ikj052KVRbgqyR|BbrZp<>%pu2_Mn`Rk@0lZNL@W_&d495&T2#g z2%i%L(pW!pMX8K~AGl|$jdNiHc&c(}yFb@jOt}Jg=6PtNRrHXdMMXu#LO$%#F)Q2J9#&76)CB+nTsV z!fG8M_yo542#3=b!zriS0&2Xrk_U?Kw_HL2=4J1H+OFIN)` z-)K+I%0rm)9Fp+2Z>+AjuUPmI`^WAvGQk!W;Wpx1%%NUf5D0jZ1HL)Gw2gqc6L?q*L zn5g%|r;kezxkYJOc0;R}t?PQ(w&H{m3X16qEt3C~-`q^Bsi_&H3&W%kFgcp9CFXU? z+T40=30i8f|B#tUI`7b!9w-dKx29|gW={9&2(f0vNZPQi`ESnN4I&z3V z82A8Pe+&~1AQY0M{}@FLfy7O6fPM}SzniNvd~mW~tY^yPb^hJ)u7V4~f&1y~NYfMY4s|R2q@MoJbYz%(75PbWPrMB}lJ1z!qhbQXx zyUHBGfX`~D$WT1-NJi4hb99sTQ*^LuwCdvOh&{#yF}PV7-dHHRxgp&Ax@58*mzLxG z$r{5b2sde{)bWH;v@k0~9x((@eEQpGzypAUqIw(Cf91q+o{fV0RhniD6;~Bn|D1!i ztxx9qKXbim%i6Ji6>4+I$fA$`bcv&?W)1|EeKwbJE{ZJwqWI0!{-rbp0l{zaktjf@ z8bl9hl1mQFY3U->yO+4t=WJV;x3fB#OA>vBQ-lGevXn=Gi`3Cx63>Z|31c*9X_jP4 zdGMtb@6=l~If&`MYmb?wM$^RBG$1~}H?cb{lr z)r6qXoTsA~Vt+T(V$v-v|=JgbP(QV zW=Yuo)cf;i>l=OVn~s&P${1rWbtV*tEcN@bBv>d}2*05&fdb_D6bKL)h967sTe9HR z7nxx1+6qC;x=jjopOMyPEhF*k7xnDdaw|E^ z^{Hfh#|6XKVi%xX#YB#vuYB_9k-&^6k=Q7~;Xp0bp>KGzF(O&C@(!z^)wywVuRXD$ z+?*kPa|@rhZK*&tr%rq2>{qrJy}CV+;_pB*naoWx@^ur__*Yh3w&BMi1--?--cUE` zZ7+SJoxMkO502As^_H_HifjC2YEMi%wMimID;F%~|7$;k;(kO>Yy@m_*Aw}PD5IY{ zr-CbJ&O&%s2J&_Qof@Y|v?F9R3YF=4ic_%pH{ludowH-+keuXN5TT4;drihQXaYdf8DrHz|D3M|9SZ`wlZ#-qrd4Buw0l; z(5ON3Z6jZK20Nnnpvmvpst}ExtNwRNG%nx1p24qiqfHJ324NZa^e!~M1+vET{0jl; za@iUxSp?f}9iNNNxvpT+bIN3XpdemfT$EYr_<4%~2Bl;UN(s zf4JJ|D`cN+aYp^ZkKoTtmKT#u*TYN*ers3;4|%~*>)LNEoH(}6d2(Oe zar(2+9Z$KgL>d8}wkU#uU`B>8Eh-sMFv$hdkn!@a&bkQYFh^I$&#_RH;)&djLx|nE6r=A=LS9gY$Bh&jC}> zLJyc4Tp5ox)h1uGQF8v!*fiE8e_t#Vt(+6onBS_-OjTErZe6`u5}^DsK0XjX;v?1Y z_AFo43x)rj`n|z{9D{^&)UM;ncu+*X&p!VT(D=&e!&sDmxGb`{D zt+_}*`QesRf!?XbbPZ2>!VHpUkX>UVOvTQ?90TDZVy`$&JIzOCDvQ25j)=ovnGj|B zrPqj#+#h?1_6S;6kVM3cB|)3}W~myiG*zP$f~n2mM^Ib$5D2l3(MK>q?h#a%fiNWi zo<(&w_#?`R7cdMN63*+Yihuwnm@1}ohJl=rKgi2WnI* zsRME@e?A-Egg*t7iAq5jXnxV{D@u|qP}4{R)VYzc>PuY;sF|d7LQU=OJ6(VwTVQDF zocT(pNog)HKPh#%qaB$eOXg_z1U7g1kuK@l46OAY7TUzlNm|{e}^s zKxz2H9PQObUU+>nrr|kX7nd*_tH(%%I1(`qiUzZU#Qdz(y3~}s<7NIqm+M^3VHdt} zuixZXV04W}89M{=`E^|<8-qrf8xdnssD7x^}` z#&LAJZY?HFORDPX@SjK0_I@Q|<}bw=!bf8u2ZPLT(_L{RF)4Z3OY9@}DMM5CN!uPA zObUFd@FqB~6m2WW!yt0z0Z%)G>>06EwI4#!KhQBu@e|+g*Z;MT6B{l0;yO_7u{r>$ z@9!j8(R-C&4+ABtNpZn3bV!nqoODqwWDE4Mux}Cb!C&yazUqh{i3{X%I%gq8^k~H# z{K0?6R!TRfKa17#UDLxVk z90xgOpIL&91vNj?8+12iQ21dIxT?H?=% znxdj66&AI?T^Ez`&!weF-2(6jR2A=o9}bOI$8rTcQGtrjX0@F^liNPRv^U~Qe&~|a z5JM)OfWdIu#(MMFLAUXi`RfJ~S62N9V7_aeuU*IkPQ{PNM9ABa@X08#2Hv`uqAW}) z7kxQ<#6W+PxN&8w@rdrU_kP1;6ru=`WpjjwxsUQAb6Wj`rLpSQ`2MlFI9a3OT?^ps zy!$N(f;GEtoesUqHQDG1*Qv9@z@!w4)OYUS?k+DDn?OyMK>8@ca&wipl+RDcM{2%) zPpacQPn>$@AzM9+y)Tsc41Vk|;(U?V{W=4w4wk+rHb%{my5Xr#$}O?3e|BmeI@x-a z8-UB!ae)hzy$R2zRCipFt_IyXKHC9e4}J_V@R*R)=?W6Qz1UBVe3=Zl0#=tqwBvQq zSjm~ue>g0wI$P43t+UjBoZmXl`YLU;HCwwlTe;`8^>d=2wUe@;F1q*)wU zI2H~(=!iKTew(3L3S-DmNo)k?u{ABlg`*MWH#QPVN=nZEr?8IO+%!Ak&KC5Ry1P2A zby^WXf|{cI4ak~(xFB>)QO?Cw)|^?mLqw32l5QRXiZcu9mDE(ei__ldG3F^@U;6JP z5W<9Yhj-?znY&1`pX8n3XS+%RDLAVjOs^{8VaH2N&m~@oQnmyD0ZunQQ02>idNbeX zNcQd9x5V7s6Yq}R4Kd$H-o4vfzv;O-e^IX%gIYa5xfi_5MY}=g%gdYu1T;;~fnlQ5 ze2g4iJtNlo3pVRM#qH$CkL*aBSqn8-qzGcdE@-%B=muQT(h76lHFqnp1KTJg$%6wy z(&jvfF=#NBS@nnP5+@YovJp;Xw$$hd6piqdKI>p~DiLx^OG{JH)&E(-_stX+yNnI& zcjOB3&ecHSaQG8b!dQg2#hA#E2b7`qL%1u}SRv!)>$JjXB$c#jDW@yaFwQQMQ=+oq zu9uqXON-Ra*HR3i#>Pj2c}NN_fQ)|r_#pwz!Z-kc6mmrR8>R#kVrq*vd5zGow~7vU zE0!HtygdEou=QWN(6`TgRE&)iD24r~|5N;*1~~yxYre^uDmpq^<0Lmb``D40?&&RB z(T^#YIyI@2SFI~9fsK4e4a4F|m4yh7yQ3j9UpfpeFPZjEk>aJo#6YRRcb}^cE5gHR zn#?b)XyL14tjMwpo3`l61`HXWg791n&@C+bEM=LTdxgqQ`(+S$aEjj73&ZpIo?93M zKU~_ZbqdE*iN-gr1(B6&SNBgA$pi4p^`zsk+5PnyBMZy>5v$(4i2_v(jqh;Sh<4VO z=ST+*o#ctB9GN4i)J5GUVJg;23k&`-LH!<+Ry~*c`!E*MBfS*!6if>klw}aFn?y_m&MO3w+9}R*4|!gxE4U z!iz;`RaI*HR%C`$q^vp+QfDj2eBU79q|sqHNNq5UeG;toU{Yc+MBUy70lT1H1XP2M z?-OPy9QfG&@WQj+{e|}--!FEVw>#G~d41uDsQlBfrwOcB@KhJsHE~c#3cU4eOs-v= zk>nYgxQ58s#ataS3=+S1iR#PBez$&t)&<_gx1XA+d>vkEstjL+KI}olxfSz>9p+v4c#72OmJ218a zM@`04M+->dC(?czMg%-GGc&XP_{E;^CnSX289d2)VqsLLIoD=F*3hM<*Ry8){vzy& z)G)gy_=N?RI|Pvs^L0p*{ts%q*bsT-*-*HrlicVlG{Qo!wltsl22>w=n|$pgk%-_Q z2gY)ORz6R&J)BVdkBhp(F)NtzK_c-Ye}%phvY=oZO^1qtuqB(z%O65TslO99b74J# zV3p(1{R!06z55CeW^q1zCw9~&Dt7{t9|&e4wg6tW{RY%*Q_;U{x=g@}LVwWpVkt3{ z730jF+9MJ01tXn!4}upFX?S_JS1K?+>~PDnX(WDD>LWcfsfFVmQM`CPiOgIPHHkY0 z`uN7}S6MqNSzU#Jd2MeJk+H6X17IHhRVlGi!Q>FB$npJ4Gv-GQQdL$1QoO zEi1V4;zOiDcw8P`VtgDub50OxYIR4|y{!1@=)NbbJ|UOhPZSznBHx!UT>>vuuVc7z z)<6cVg7PAb!JzxCRlvTRUkylA!E#?SuYS48i(f>cmSHG-==_PQrYAe_*SUZgBt^Xv z1T~OPvuRWxauJvS(jG|cxIeDc@9>1L)=ctRnN*x`LW9&FOt{JkS2adhKB`?T1rUaW z%jtWXh4D+PLSzVOtZ-=x0H_)ZTAh{3Y#=9Q#4RfI@PEQYhKHdPPGKbi)l~^|^(1$E z1rUErjjqKF7P}KM| zvRZc~)4fB0l{5Nl8!(0do7K8q#Z~=b4zh8pvK)3X`8l5`Nio|aQJ>98<_oWDn)!1% zHFe&Q0~;8{?MV4vr&HAU5~M(ZP?dwka)&p5_c%Vc!bLPVhge|a9_I=4Jt0j^zMB(A5Nw@|Ad;3Er8J#~!WSOt8qpiD zO66>u%QoJ<0R01eyr`1w+G7X+F7uJEoAGVxwe}j`j$q8kkZe1x|slnmS4T@OAAnVAW?6wOx|6#FD zEB-}I4Syq@3nz4j^meg7A-q`8{PLv=u>n<3WEhr6Bps)(TKx!niYSUiAklIad0wP@R^2UI=)`12JjL{t_+1pab+D~)r1JKyI7#k|~Z zNV^Z1|FDekMHWw^^Ip!N^G!Z=#r4c9x(^-qk&%ujv`I&n+inS>4XjIq08!lc&=qFV zkZ(1FOHMARbXmK2i~nM<5)xl+@M11sG83baiM#%@DAh>xExjMf29rLZ&Jp>nDwi0u zfr9wCCd#Sh(k+6Y;*p)eB}@~?QhoLNG-HPpfxr3hr-MO29Lc+{9e5|QN|Q?q2BxB| zm{c?Pjx4N;%XDZ=ddf%`uOs#}%N8U;fs7Q4#6rsI_zCZs=TK1h^ScK_fuabxKYoe@ z_f$i>z-x;EbQ>x!$6EPx?_zm>6x$Eqb`%o~QYUTzB zjEl~Btlx}WXC(r|Mr&Hy+eLP0?7#(<@ii{5<(Mo3AiQ=B3-0;*Y^fa!Rb8`?BvJ^8 zLB%*lp$Rs)l2{;~2qoQ6kbSw94X3%l^1y3#e|&QPdr2in$TvNcV*&b=prtip1l%G( z6t$HoU#BBouG#`vD4uX7$+$|ttl+GVlpT-gm)CgEBO%+R2N>G-F_X#9CeX z*FTsvC@+gibYimTB~lpD!3ywaLdo9GxUD}kFjW zXPeHO5wnnRT^YvQHzCWp$@RJv@fSd0!sO2_L+MJSGeRvB?35MAa}7^i4}ujng}+%( zgtwnT#R1ne{G!Ln=YoOQF}96X-w7m_aE*OZc=@E=J1Kgd>`6kaS-7Zox8`JDU{H2| z;iOP;+CH8;hh70j&+LZ7{?Ca(u?et?YYE&=hI*K7i|Z zhIwLGCWw&P6C+WI5802IjHLftE%J!AZuERgGhGDakJy4gJKfo^>Zp9kz=G0lE)}mbSf&t|FDHL>yU48HN}4a93-I@o zJRk#r0s_R-+Mox&fXAC%zQ9{9IXO8Mef`4@tL0|b>+NLa8kY@;3f(#+WGu?>l})Re ziI)*sI}<+oH|7ZieiN^rV{87>@q;FLS)n}7Y#bX^%w?jg zUH?BK<}py_tiNl6wh*E2{!}nvHTBpBn1KN*4v&SMxO&>}M8HF=;(ASgbq@Snd z`Pa3L1G(+&?8d)Y%C|pUEnUx42O)y40hYyOLXyaIrPXt9sw82@TH10UDu4SrW{dtn<~`#Z?4#=YvpjL;VlU zuZl=>z+4j~FhH>ciJ5+>|5ax>OqeASNZQxew`woo{X6#Rc&Qu-3dpae)uML{8*Y-$ z&FvGmlsR8t10f!Bpt>uk+n99NVeZXEmbJK8Uu?!;+iwAFfT{2*LX?jZ(mSE=Buh%^U2&k9^1<3&A_pNS;(8v}ny;e*Bq*TRRENY7-Lw&6bUd8zDC<^ zg}C@b9G2CidIyxhXd2;N9O$5whj*3pXeO1l45@y|FbyNkom-~7c2S2)mfq~qWtEkxV2+c)2ejIEpo2(B3G>KH@OQ^wqgX0Y%JA^;ngs`9VLvW_mGjU9 z4MYRf8&JH;U}Q7DcG(*Xj_}!hzw-dVizF{CGMoa1XQG!uS5CtEK!M3lz^fzt^ z#_$Gxf2J0@@>o&D$X)JCkQwB%SX80+&GZa4oY`>+hVt5aX=f}qq3xuT3_6YC*Yo~` z&u+H&GpQH?kG$DOWUR3Qhl!uSaSotL7nh^v#5oJT?7ez3eh@JwO$oQx@9(Xb^P;pf zSd*_l9L2nmc=)?^*rtR1tkO82QVzW*p3)Uof2vsXY4bvLxeWUek~V-L6c}WlrYtFi z$Am{5^VX}82bP!dDE>8SFa$rZnJG6VBxQ+i^G61=<`~=yjh=hjxE^Q!gy6+9dw-30={tJ%ulN1VU!8=Ta>Y{go4N49Nb?FGjxGV3H*M0hNo zHis;9U95>HP(_JEMGO1 zB7~IrFtE-vs?8mXM69*98vSYYmbwz3xEa~1$)D~9vBxz*r=qsLd`NUZ>thVQA9K;p z4pg5^2CJc=Ztv5CghUE?VaACU-4U0s;(oE~UQ6`fFABoQK`bXw^#6O_SzHy&de&JC zP){Zi*okmV!rjK7^r6D#VPWlA66?h+kNR~3UVu1;d{8j`cgj=cHK?WX%tmsZUySt? z^CggW#}B<>nHl3vj^rIZi5h5y7GbT8{ho$dt}hG}C0Omm5HxN3MX1qrV}-9RQG1f2i`CT$5nDD%HP@_7XobaU#jt&TQJ3ahwEHLoIZ3~JAeHA z64~fPpwuAgv)ndx-c0!O#1tOr0HY9|*tXQbBj`^gr>WmbE{nJsAJ~miD+XG|>)8$O z?1-_r{pm#bviOZG1-AMoJ4oT3=jSGfqsVC#0rP~zI;>QPFnr7qN7p`ii&=Yf{d?3` zQ6gJ+qj9rTRF>5)wC>$i(lvx%MgdUesXeZW@VbUeERT>=I1BjLEZGbJUZ7SU`#WzM*0-VG4Aq%#8r*X00*yuCYh&~8%7FdSxe zt=-JvIJL)kis4}?1#b~{k;832!9s@h=APk5A$?ULa{xZ2lOiaQS1@HcV4u|kT<%DGD) zyA1XYl5am2k!HriQ90;d#7bCVB$wIHE$-qlUG9D6QkE63I>Hbdc>lEw;8t%)XB ztdJ&B#(@()X&liT61w3{(rH|ufKAVRqd-o3?fvmfQl+gL$RI%fI^pE-D{{zD`}kbI zU*&y=0z!VV&TH+-HC0mhSGlt8iw|9FO8$7x>-e?|ESZjqaAC5QFqA|%x~73A)F$cg z%fCeP2k>&Yc&n=h(!HBDp5IeBwatbw%Xo{(shOj^CnA#mM5g2b6+2F5Y6p19`+p+~ z2b!X$oxf`dM@rf4((v)4{tKt(=?5s{gPg7c*MNU;+e?9lgkZudUa8h|M@}9zACuvW^(?3j>7{@Ic;&VH@R-3;&DO7{|!#vv( z`r5I>6bqxkCeh;+N1F4UfJ`rg5l-bt%vbq9B_S867!%!I-DSVPK_2+%``}H8V8KT| z*wHQ>tM#dHo6|Ldj1x^vsk1Z5^=9{dTWj5zr9C{?3`y3j?uC98>q%Ni{zMDhIIG>ins%`HddcJZ$hFd4@-9fmcLU%kikr@7|oPnSl0hhGnr%&*R=I;aL( zvEMlpUhWn&y!8!|69PB`l#V60&N*NelZ$29ujONZD$GY<&UB8NiLYMH6^w9><=s5| z{qWb|xx-kY*=HsTEV-=XsDKe>ubu51XPtnr z?teUx;3xQ&h|T>Pqv=|nFh13vIW-|gB)N_I9K<3wJ*^>i9WUl4%*Wco^W0Kx)#>{L^G*p zK0m;=N}JtL?it)b>3dG-u+HP)JHqr+_mS@0ol{laThHBJ&%TWhxAx8V8a;&jVr~Df zih_@B+8tjy-=_!w0TpHB$13!=t#w47)`?PKqi$!nK+>Ft4QOrAId>>sssV!%m)eLj zuMUdRZKpK5DaL0dnS7=`za0fyPv_<2Ce3jp4_Z6Z z{O%4sN#G0w5p^oJi0T~3*srVA`p5pZm@N;m;ruiD2}WHjIpv_BbBzIA&&IiFV+yuz zXe==g6nT@?KQ5KEM5{gLDTJJ!1Mmm55?WWUEuadTLmBV05){Kt8hZXW_I$*la{(rj z{4+1s2L|QtGXiG(lad<&G`Pi|x6F%dI#8Z5p)f#AdDb|@GXy(G%=KkoWL{}uN~y~Y zMo~VK!G-M<6@S~a7Ij5$(7&*n3{TE7@a?tVic@P3kok7Vqdum5b^ocMZE`hdAHn8n`;*rw)}9p^ChBjY=~c|THD&c4Pe&D7^U^;RW!kt(<%M@!+j z67YHt*##n0F2r_$c0E~?(VDKIvGoO%D?+LImB<~XvC5I`jbcKozdkzrieIy))=$ZalZ~x5ZUDp`a`HJtB z!aB)F8)c$sWkzk1Jhpaupi`=QOqTxQ=SY3t@A^?DA=HcdURQsJP?sCgPH+SA%&V~+ zTQ1zlGJ+p`?}U(mi9-hLldwg|dMQekb8wJnKbG=I{@A$3^WKN=*k$O$>WOj1n4MIn ztO7}QCWQ9=fdS7mhcZ^4dji@9pJO^_Fr&a-AnMo(S2gv%9AJooXbFc$|LE z5*~U{y=##d9CyfM?LfpjI`|H&x`nGzQJ1!GqrMuz@?N(HBUAE^w*nP6k?Nlmrie^w zUyqpWT)CW^g3`Cqc`u661vZjeAgv$$!W6h_YabdAuIeDCcXx3&_3q8=I2pT0mmP18 zaf80M%QG9Y{4}d&n7|6hr?muiJqd=V_5-J{R*&#r!#4|O#m*x!43RkQ$=Ckk4LrFG1xH?S>Zpa2Jv&K;*oNp?`q{m5qP6 z|2P))QeIP3+h+{LS!)#7sEzKs)V&)|JJ|r^TPcS|Y@8E;M4ow@?)UO76yW-4T0P?h zIMF)9Q*#DLxa!W}i%iWTji)R}Of(n@4e0hc%Bo|DVd zgiT2ChZoy|@rH36pc><62SlQWewZIv$;@Ne#2!en{?TmG7meEBize%7)cE`v^w!qj zTu#A`@KsqY92E{Ge8&3JN`$hQLh$L^9&tzog&SpM-2iU%(Ld8cLw#7h8r1Ln5-l(t z9W>1@Pi`(Xde9d-z$)C-25$D^sIe4rS>BBkECKC3K)EdGM>vDOL6ETFpgqO9*Hh~; zHPz?zs|(Fob)TNLAKFiJ1&gj;>rHny+VFwH0Fs?eP|$tY1bxyVNa9V^ zytXf{d)gCmeNjN^4*u_8d**(EC%A%J@AF3Oo6QnBAJSfhS(HpqfQ-Rv&7!h1q;6$^D<7a50e)^wJJ2~VsLtfgL8yJ+p`WlTtOb1$@eLuIeOwG?sVPK+$ z9??e1$om&$Gdzq`b4j^^8mF&7KAUwM=tr-!x0aeq)VxoLhB1Z@Z%;FD<~ zO=JyZJo!6QV=8T?=7X!wZogbq;LYS-gnM(3M$Y&=%%ck^NDX|wv0B=cbl$Q~R=7_r z;|`9W6)$dK_A(ucf4BNtyJSU_bElrSTi)A4dRWMOYnztfU>MDT%Di4;u_@TJ!j}6a zzFwA_q!--;m0bXp#o`zH%j*98c*4I=m;h(ux4@Yt@X!A=|z+%5V#dQ+GhNF_K6XTxxzO?t2-e} z*1K~0-&3#w`9(*+;k-@JRw&D)fwn*r%`jo8hYG&keC8s$=jWOW{V@JVgmVlfAeAvY zjg{BO9b84GUyL1_T2q^6OnpNUOTa_~Nhlv+lRgRg%4=I#>TI^YEcdq0RF~NNpbwL+ zaQZ_y!YampSD-~vp~3IK%p_iCUoAPabdqQK6a?E6zZ5)yxbNeKwzZNT?{r~yo6R`v z7c}L42p2`tsSq3TScey`{D_<7D1QMM@-Zyg#^ENOxf8V8XcNsABovC}f$z-dSRm4M z{_0(7LuZh;r!>p$j>=DtbV{80Z%se+J-+ai_3o=X;GD4PcIZ!K;o<^q?8)h?74Z{C z36mKTK#y5m0U~(t2i(CShOn{(Vt_DV8^y@&U+JmUj*Y6S{wScoYUPtLgM;sH^VFI( zKAk@TBdXB2T_kt56Pz&3;@SeiOT$k~8@js4Fb%>o)wzL`h2C4e{o!?>PSO}=D<-o6WuqM=1?6U zj+2WsooUg-L~}O4x=v3RbCj@{(UaJn%UG;*`U*uYY+E;2GG?N{q;?4`!|7)T2=R38 zJJfZG_VvX49AA~~Z5Qz?bN%G*ej3qrRA(5B(*rJsyTX$hO?w~b?MGoe0%8uv z7oug9`z@pW6Mn;@rKxl+m;AXXKVBf7{A^3LZ9rKaBA0_OYWF!UtCM(*Ga#!uSKX0F z+aJE&jE;Z1fLSH9@w8@B*@M}kUpYMdqrgo{#onGY(pi!NNXB+REfZFhC-wj*E*3FW zCU}Q;uJGmO<`W&z4+Z;Z5l$z8cgYI$yu&+Mk4ZfIUIAJ%|A@z>{@Nt**0j_Z6Zf;T z2Obs8I~^62Xj*@Joe4fb6qW-Tia&H1!@nxOH2gfs!|Yaf088U`b3b524somP8(6|L z0d|m!|K^&om{D(6zRwj))*pwEwV3nFWSr`)sIksx=ED>K^hwDC561JTpRIhKx^n*A zKy~1y`}8P^UBjFy73_MG(B=w@-u^BecOldq> z@YNMcHoqIa2U-pahgajrk9iqmcEFv5C3(GxvipMnP1p0{v-+!d?yD*VqqH0TIhDcI z$drIybg2i1Z3jCIn8$SfSz@@tsLKCRMRTk9y)9w-IdYVKt(4whdcwRNN($rQAD^sy z$&502(<7FYg)_aFS$qwYyzjRi7gd}^NPwP9Dlu-qF;uI1n+@Sytv~zLtyH4LZtffD z*X#h9yHE68Z#9qzv|d&<`=k@s$4P=1ZX@U&@6{!oz3pfS0MoqF=8bl%&Wm_BdJL&= zexB0iP4Oz5e5gv5^R(oH7`j z-D?x+0dXgd_>S@TtlHWv&DlDK`g(f|#OkvlnN)NcEzo@G)+qKxReu??IM27VPWIebk(oe7Jm@o4 z|6m$hU|@W`%-j`?T~oC@y$z_xi7G8QIN4{xmyVK(`v9~Ord*l>khuO zHNHW9=AQ`n)ss;X3YXr#%7@Vyrpwlt2Kl95Tc01eOC6R8t15)!L<270Y5b!ynGPu6_X&Z3(PuqF80&j{0iGi&h}u0nixW0f-lli}fMYDA$bCZFJGJlt9y8 zz0(RQKR-X?n>YQ+q7NzQeYcT?moW$P&F5~%>&n>UR#z;2V$b{lpo8w~Y0F_t&LgdX zy6tAPN#gpWfvmPkWE{B9t6KyRDCm!BnnQT7Y9dezcuLE`aZA+pUFD{>>P4oy^kNpT z#;=;i-RWXwn;VBa@#!pw)1_$2=?3o3ta+-F*rPE2YQDMgt#JDpEa~>{+=_2i;7b8c zE5E>oHV%gFTp@0Yt(+fut08_jjgH{N(*svjW#GQ-?d@Ini#~1U`2X$(^ncQeo01$q z)G?7e7D5&sXgr1BW|A~zH}FuZs+Lv+1I=RW_e`rTW0{$n5J$)b6315v&TM~<@A=kE zjxnHci?k0Ys-;$sNsktN>aiP}(*#ZW-Fk2_AHaiHzRSGoB1bjwP&a$!_`c#=)5M+* zF<2Evh0b=A?5i6wbaR)IWEoL8fY2yx_s8N?v?P<8__N3~QD<&C{zp&aweE;q4(Ydc zh2Z~H-dhJ{*|l$@Hz_HS((r(EiGY*{N(s{4ARW@(rL=T+cf(CLQc?oa-7Vd<*Zn^4 zZ@zE7nZ0NB>_4~TKaSUZ)wQKrJILI7ZD*EPVg$ zgc=3@{r#~pOlsj1`(QDVk4Y<)=<|%i;{`+xlsg4>`*JV2AUvH3KIQD&YO}rs%p}kq zfI6P+I-R5V+}fGUQO(n{vD?vzJEQb}V`?`s%_0l0rw3Cmr?9oR)zD0c6*Qi+sL+i8F(AJLxd&dU94!~UvaI(J235mYp!8c_OY5L@*s4Cq`DjV4-YRYHVQ+tb)vodW z@u%Oy_4Hay)Y&G;?R?n{RyFE|+*8JEZOs4FMJ>7&TPhaGQxCfSW0vL%z2p^B3egvYOJ>KBzUy8Ff_% zxY)9?Y(3Ph^+E>Aeb{`b1S{^a-IW z_;8{WyfEZ4=KxYYFdcqK`b1Bh*~LDc$o`t|cf;vnNR+B0Ah4Ta?aA=i8vUe(*B#F( zmV72=A*K21BYqz9tSw5rw`OBKnS}ZN1$VX=NT~3|*LTavP1@TxjDBJ0HPFhYhXK*X zQO3jFk1Nyh5)juh(92IGb{5aKAPH?8YB1m2ykJ(*-d_C}UZ5ELGpTc^mr)0j3jKWY z<$Q?ZTSIMb)adwtIysbOY7{e-EHq9|lp%}OGt#S3U1dmdwpUu|f=4ug0YS)Q9b+cM z2U3!q-F3%H1B3>E;`Z{^?=j^kY}5`t_qC(MmE0E;e164F_QMvAhgRlKs{B`=NZl_; z|9FRl{@bZ8Jl%pF=(c}z#U#`?F_d!_cwC3*^jLE?2vEJB%XdDk8sih$k236+$q!99 z+JSSIiPv|u&YfJ3C6#JKTBtG*=Sh=+X#;>%27!_cW%1v#Am5*?J z$|b5t+4E;WD+doYLvxbteREq?)sj(qWQhE?=4zaz=Y6vwv%DR?C%6z<2TdCKX!Lg* z>g{~Sr*?MFdVWOhlF64|{|NZu&gid^`7;JmbP=TC6irmnj|w?xOmf-rw|8LlYwkfQ zDh{egQn;z9t zVTZ}+QY$c%^gXA{&8O-WEQki@aQKZq-o}5(qp>zuRz}%BIhAGvsh6aa*?37HRbI!A zN-+}E_J5=b{FJK*=HheBw=!uboX9?p@Fv28lk2{oFVhYX65mLTJ$tRPHYWbbvR0G1 zFTzZqV8_W|+DCs_>PrFs-~&8MS(F7*_mSVEarfAEI@WU`;mXA~ctBO^#*vNjmwwl^ z#0ReDUZRCAYNryWeX1*DKG?<9u&XJ(UYy+iqV$B0VG`a&#FBs!&ES6xgH;=$m@o=w z*kYMzwoh}B=}P-gF}dtpa5KF`9S%`J81Yl~0WoQRQkAGsc-kC@_{!9t%W9{^(qOn~ z{looC-!kngU+r0!2>S%6px;0md6cf^@O}gB9Uc44IUjOY&PM^DoAIGz1|;GtEzQy% zyJ2{r`voaObtENHQ2E7>G2MI@5`KNI>525dO&qS20Irpfz)d#=_BHx-C}HAEkO7iE zGN{H(W3))w28S?q(sBu>sYl8{GX+TIvQ95A z%3#LPsWaDLWH;KP@lK+}qTKm#(k4)h!LH!&~%Q@_Bm> z_H1i$t!Ytn?|kJ&^iS%d5#rzGsf)w?W6;I^HaAi0s5gsWoSCn$bzu?@5Q3^npQMo& zK~~Np^S{Rum6rq%bi|Iy$G z7(Rb23m_62$NTXSPk_ak*@^!hpYd}GBV1g09^u&Xb1U@lhBYlfo5kpBzQFEiSVOn5 z3eESLcXiuBO1o_gY#sd zhYWVs{&j3`kJ-b!Yn6Y15XLS)74hTkKwPu$_SJ}z(h3lE*|2El@7tbBF*1PiBJBwL zVhN{OV26U^swsDPsNxg*fq3!>zQsY@ndk5kE@xs1@$BzTID1b!3NeRC`~aD6m86%9 zu~x>Dnk7PS>k}pzVR^0w9JnE!N9x{|=CYHP%%Ca+)}R{=Pjtz!A;SEAb_7$qtU5_y zmA@hXONqZTr!&b&3hK5Xljtvrt-KEJpd$9IBCnKP_bhMu!Dpfc0Ij>@Hg#I({`t%+ zEnC*|{k3o6c#cp_iCi>QfvwVOhON={lrLLhtJnGvQ+*B1JU1rieW3o=&MQ^s!Ld5C z5c1Bein_qT#^8E@Y9JoPr^kOH`8>GY|G2z)c)a)W>4Rk|u~6WC4jAv<+fY3yN^%cD zFu`uqc{nnZXihbo%<*G&7fvpBL6de|F#-#Hzp6GER7*TOE%mQzOeFyAU&Su zf>7V);xv|bu5)AwQp%i4Q|V$EyG*YSOv9awex#*fM7p0&%@n8f@4^1nZRX9sgU%s8CafX9mv zk{r3jA_r71K_eSInmp8dLG)hm1^fU>&U7D?9eEF6lBH|&2xF3HLsiYA-WlimwZ`Sk zj+uQg-$n88^%!g6d;N6C>D5zI=gZa63@?gmmawBwjU6i^{f%;zVtttOCp8& zK+#_1=myQlS0*UI^iF^B`7s)6xnMIK+I0u^DNGe0tEH^o7%wqRVK8x~ldk&C7AS#?Z16CDP7DBc=pk8@yBnfjq z^MkDhK6V~%9_5E0EshOaSza)_t9esZdERHd-e24=FQqwzZ)KF*83|H4?}^dw>gf3= zBgb`u8KBRYV0@GoB{3J$v7npg8*_$nAxFz&y)1e$W6TgULl(Ux0WivM2bF)kTl_M( z#MmCC2VnQ4OHdiJ=?$2QEI%hyy+_v; zC>PhEQ6BQTn2?vc?YnF+d^czzv+7%4rw^cBTbH+z#uyN3vA=P2^`fX$D4^(N7F-Sk zoz4cA(kQQs2sJ+J{o@v;79Gj!y6cz4(&;Sl$IT`DYt@%X4R%|S3y*WiN*Q6Y!WO*! z9``YC8gg2vr5L_zcF=a~xQgI0i6PX>QFor&zoAA8X{sCO4)^ctZu4$nw2)ng_Dbp$ zu#l{Wun9H$Y2CYfEqO&8Uu-DF9nS^VCoN^Dh!FjJOblt*~whCOzZ8`=Khy0ze}m+Nf8Y`v|j zzT-CT{Z*Tvp+Lr-q9 zzlLuwXg>b3dk>g9FwW=3yfJzGG;#HF40hnnF{ipVi$vMDFU+{PFopji`!Ki=zq3@# zUrO*e9wme9X!*ky>=Xx^g62B=wcFPhu@+;TBrkk&==R1yDxZ(pN(eFq-PcK_9`%~; zj?6!A7yByp7Sl!8&;cQH97MH1&c5k(E$;xcZD~+zbLKVvn(7ZuJw%eBKh0e z^Bz--qvF3`HihnW#|QLbSA&5S-9gaI0SR-8gB&r3wd9$*bbO3%@!bN za1JVvp3s)OcO{0!PIcee*=68^A^gFL*?E#;mN!eAgzawce)`l?WmRG5O+jl25%ZI1 z_@94YKzm%ABs=*vC-Bc`XAu&c@r!}!$C3W`^nC4&<-yE$e`R->^ND5PC9sAdpw>@m zps-QEYG{UsnjTmqVpAcaBsSX8-a_}EK^U-qN56^|T4^1An#8afr@2O_OB@`i&Mxn? zylw+x*p-u@YnOSr+FvnZ2bOb+!Q=Jyj4H|{X^KiQtTjHtL>)oL+$fT+7psN%#81*CO~<@r4S7jgy?e3I#zSMssOdJzJ(cJOr?w-mPUR^{?|)`#yT; zsF34%yxcI(X6!oZTzJ|INNI*D->1IIP-iJj7*i8o ze*EmyeDS8^=8PK;Z!w+bR)C<2+=$J{0uQcL1i!}TY?N=wS4_)qpZ0fD8^f6%ky7CV zkkc+{6P?AKzurtZx|kSJ3_WC6EwO*~ZOjwdNVa=ZwzE8&<(Y+sE!0>-PVk}QM?x(e z#N+nx!;F1(C0O>BDsGOR=1FFWqT15}&Czovn|kZ#W)toQKdyN4Mzfv(_d@y}(jtDK zt=8|X=gD)GvFEWPA%`7E}BikO}BBZlKMh@88?$LUvxy~#CD zzvv=CqP6ptAl9~e+ZbM6Cna8(s{ryL86{fMY~))S`7`?X%`uk9`)vm@XrE_N>U+c@O`$X zj09X^a!dift~Q*4kjeyMSkVI_{g03{fgA#Ji<80NhgRR!QStrPCN~kqqZ6}Z7=lWv zzb_n#pr?0e@7``CG^H3YxoUqwzmYRQJ_I{_&SMzeL7xiA|J+KLAtrboj}1stvHDH* zd(XwoyWQWjMnd35wCKRU$+zRuSY%KavYogZAdtGRPc?7Bgq3WL+jBb*L8{%5wWfT% z7Ge)qXx%f?aG?*vzN<`2ZC$`WPIkeUmGz7c{*rg_vR?qNtEJgYw_le-AO9Y%!$S8V z%=@V1qn82lc%fV{J2niy77sO^U1fQm)!x^(!R~E7h)s#K+@}81raAym5HGn;|dsCEp;F({uF|8i&XKU8aUX$6<+hc zps(P~OJ0nr`^whweWWE5BaLI__z8%Yi(`cTFp6GSv0NS+Kcj`#rZLay89cynNHp5oJqkkRM)2f z&qj^KZ}m{HRWsBxze32!(m$(DMijkmDb%cfhax4x3|g#m7w`rIw6KtRI8!J8D&f1F z2^NDBDE-YV1k2{mbh++0r%ZS)Pfxm~xU}bwCrfoFsYCua7QN`OC?U#Ji0qGr&wq9K zn8b%)+{2Bl)%)eE1JTu@{H>FXd%Dn()m)(b1OInrmw%pJ>_6FK0PPF{W%f=B!A{OG zabOHrE+7a##dehvSd1(6256>cPyHc=m=l}(S>acUIRSH;jdDWNa03sa%~y}tiFO3UK&3Ig1s}@^pe$CD?Rc+=9O>2l+>CKJmO5v zVSlyZ>hVB#z?8b18H3LKR!^qTgtN+PNRJ-pCu<=d2hU2HVU( zm+SCpbzeQW%pf3T2gBEGt)pGxngQFgn^P{oWB3t|xcoM`wNskf%TUTD_%twI>*E%4 zD0iira|MkwL9-YRo0{-`t#bW140%m;4@Z>~f21AWHzkm-c6h6{+}Gu0fJGPj(k!#8 z$OHGUx|^)p{^VyLAC<;3U{TqhS*0AK@`BmV{54~Spw^qO5(?Hi=HNz89lr@%rpQ@G z;>*IYbHG-2A7a}AH2I$z%kR=0RbF=Nr34=wNjOvC6aJeG6ef30oF$4Ou(ww9@KfJq zf(=KD*FJCWY*2F=i19Ka5B1u-?a>qIt-uYI&+I>sEY|KTBM+RN9(hZO7!cDlF;S~t za!oarGrJ*luG)T$uQPM`vEKqK11(KnD$cb_Y*ZvaRBry;w4<&0WpoWl&~FXzjql^9 zQxRV@4F{K2Uvieay2Y92vw)krUl@w)q*z%l&pSWT#BUcA+dkPl+@H=7h68yBR$m7V zZ@3?I2m%-6=dc7VJ9Vh1|aeXx#GYvExeh%sQK#{&>gkkQEFk5 z<*9R5C}3PYiW^>=pwBqYF>bjhtqmyz>`>oG&tOhyTlbnZ7JMXaQW#4cfi_fhE`^NZG!`7}cP*)sr zQDChQHi*3Ogj{!_v#l)HkBY|7O8;(lw*I=%z&`dln==>RW`I#fSufpSU4@n&m3P901JT%9ZsK3H4JQDo7ZDX9vB< zhlD~R+rU1{5)Gd)-F8a^5)lEIa*Dq49RJX@#ZFf+Z+fi_MCftQEDmp99%NQqsaB+W z;0pQ$`1&MrTa&w8{r$mfzooa*;XBi4Pp1JjkK5UlCuWbX8gsYgng4DTK~iDmjcA+8R0O6s?xcg}6?E^aM!wpG~~?E6ij(y_U}-hH{T;2P92q*l(; zXx#{Kvhbg7zvVrE0yI(ow(KQ>Prc8_!EK}7kRl+^N#TO7>7U6SCWq zHzve<33 zv4Y@thxKPU4woqDD~p}~PBp5@)j`O|40alqpH4hmp4RW8m?@}4hCmoN{3eBH;V_MkwyWY zGkq_ZR}2J~x#QDWflH7b7>68D_JlcGE%Mx0nuxEeB3r(z+NPizW-)oueqrVOO}eh*c+%A|#MX0ox`4H$1C)lIMZlM^1p(qVT%@ zaPoelK(-H5-;qab%A=u8hKPEaJxXDWP|*u}7#{zpj{U3s~!`h127K z@i8asegCmWGX<;wysF5+M_HzL5GGvjb9wjpTaaV$@)|rkpZQyTb~vWHtJrT3II=$- z8VE{PeAE$WT$Pae%SD7$;W=~Uq+2kO+BJt@F+ug&7^*f=JQ<23V5wy2rV(F=#Fuq# zJPL{l&eJWJh6em7Ays>^Ox^-VmTw=eC8Y}~nWxTNF6x5594EY!nn!8M%7SZbY`k9a z$9nCsBX@Mz9f&3F=*ac{@!DXxPmfvxK8#B#T>NaqP=Bzt(~-|joCd8L{dMhx+`av@ zpntL%!flG0{fLzv`y7h8)z8x2`l54Ld^(s=AUVPnuzC6?;itL8`~|AnDU5@EXd_>B zZ$t=rJiWEW{-mNp;06ji@tIUytbv!mT9rN$D2v2tcq2(8rdgG%`1Dr5>d4MriK3#o z4b9r)3i*$h^`yBs!Y8=94sVQ~0-ujMf3nf8rRQDgfgGy%QYv?b2)?tSPYZ<}e*g$jpgL=i&A)78@>MK~}y6{qmT+uYpTnJOcRXI95iBK(-! z+rJU8>7KCOW69R*B04~$lu2OWTOrNayDa~8S3o?!-e};zs(7wZf&lv$k~)LQfw%tw zh4h|9x{<~=%d7^=wx6ND=(hC)s|?GLuXc=JLo`Qa?1B^-1iqtCKIgUhpF$Bfe}$l< zn<|5X@ZBcav(&BY^#t!Q4T7**q)SE4{nSMzoZ)yHx8729L_L>fd-i2L1hZu*z~b=y z$!_XWr9$@_d9cSfqLP~?nhbWW6oSbmkJAlgc|7W5!wI|3J3PMN7jWU^d{qL6V?!e_8@88!a z$l%Yv5a7EZo=%K&{gB{)2!I&cKs)=xR^`L6(MbodsbOn|)7fA~9vyel*by9sMgy8A)O(w@FT!DMz|r;`WhVjwjD5EsQ8T4sQ-fPg=jk9$fLEbv23P6Qg8 zbs^no3`?nvG7i?0+E=c!0-YIb;AG@ch_+(AzoXu?E_)--SM^{}-mnYf8}I~PY#x2~ zZ-$fAxp}of&P}dyC-+f2P2NF!`NU0)Wh(Ik&d|Ga16$^Wi30{%(Zt<@NhO&k24r9m zLpjWRICZo8wx&D{{~XHbsSDOr!uz}=?lyOXgxVHF@SRM&J2LyWp!?e94Ju8zN@$`` z>Mv~VvGg0M)m4JmaIeMjbEa0ku&Dr8w^~nDdg;mD^dLR}rUu=VAY6Ul50H(+Mf%l$ z>c7G|VEYtIQy&DExsUHOmy)Z5P6#Rsn-=?yPwEgrexx?8%o=$6$T1U60nj<2CI_79 zWVE5S7j@n(?G+O!o)(d#=H=7l-L^X-Qw~qybch0W>h~%J3N1GkOp332F9!A<_ax89l z)YhTv_Gb=mV7@it-1Qq#J6?1#^$a{h0XZ3(LUp}PvDecC9D>j|8DURzh`hD1PAjI< zrtwJXpAQ-zFaE~N!!a1;H7|THHtu zG+0y?exD!@Jz05iCP>ecj<`#0bAV#t3w{WnSJG5P& zc=8~A5LNhPv&F~0Kd0_edSn3k$n9EZGP_>OD2c}lK_4m{fSUo^j{fCBR-N7EJkY{0 z7y8;a%-0u9^(U|S0~ca0SBoZPD<;sjq4Bvei(Vc167ktC89bt)dbR#7sbMP1M1X3A zJ3d%)KY$52nZcmTg~>%&4>qia7UpoKJQq}MNGL&BnbvZMw(cnk7d3B-`~%-Az}blI zF_oL6h{(j3oQj`Z}U zf8f-6L*E(I`=E4%uJrjM91&WW)*!0aIv8u(N@z;pG08c4F(jc+VXI z^KIsD@a0Q=V5LWOJf?`O!#t}wU9X`JQERDN*bG>YC9fSBM~y7@HHZ_4skhtQM)R-| z;&-XhKn!DOgTUC}DW@l)I8ln+XB<9;#HXuIFre_!!hcN$}2eU3Ks>U~X&*)Rp=NF>vZ;fPVSN;#bZ5fdM#Z1X` zjkkX0a___*(4n~Iqw~&961jwnrK!e-CY?N_0NZb{iXEzc&~hve>7>|=FI1nwb03Hl zsL}YAs6>ow2KGTS7=!R({gB!3J2)b`9~?n}(a~QDtPkfj0FTjIK~8~p;3^{Pry?>i zLZx=^^&W>8Jtc@f9vq=z=f03wWsA(=Y1luZD)<8|D-z&|{`;SEfNF7njItu=^ed?F zO2!oo>gSw!7CDZi=@f~L@fg(q6?TfXo%-|3b7fhBog3ktQ?(oQ8^YgSLQ3SJLG;S6 zA-T1$BD^M&?>`jLurXn&)-~dY%aC=(>L}`s)`{OIPGSPHoev`Upsm<=^t)S3h<^vC zUCSy@+q-L;^tp4q+m`ufU>lA2wLeIWAY%9yh$`~_3sUtwsfS5#rmS2xC|AUZw?ltf zZaTZmh{=>DNZ77m3#dW8@x5m66R-sdA~0S=%~ql%Dg-DfnuwPp#JEW-98OGCXbWx_ zZGKtL`r!jPcR2q!Qk>>ue8zF2@wR6s+d%eM;uo;%lEXGD zJVZvMFp6!juxD)EFW?a`Q8;;JZYZfZ)(KwIw8}}RZO$88rS8^~F+U6QZG~V>ll696 zP>AKzaBSFbY1p6WMLf%?bPExQr(rUV0BIKe6&A@UGJVSK`TkNKmBt2QrK7(&uV z(wpFWk!6MZw@dA(J00inXS*1vu(VDg$;NMcI5e}HwY`^VuCiqJ-~Z<&f(BjD=}TzR zH%-I%DLEWS-}rx`%13JZh=-Dkf=SN_vU%P5d#>X7i|zSQaaohmLIHAYc}B@WmKB(z zx98oZsFfA#>Dd{6#VoK)M#dr!1CT(i`6L>a!1;@jR9@WW@6oKo_R0HAR?fp#LwCmH zU>AH5w|xkpLej=?;K#5#4e$!EVPQckFFQ1bS1NRyy#h2kcgn806l`TgV$DI%nVH|e zeRQ90r|B6PyDTbN3C>-CnKx+3)4l7kwqMcSn)$ewFa5bAMB;~5e^wvU zavKhGo28$%BdUp--dy`zgp)TOw2#J;>9V4O>qy%lJZ6t#N;*JxL3V4b%TH2rS%JoQ zjcS;?#+@2sPnE4i6_lM=N1|=ra)R6&P8PbiXWl;lbW!2G+Dl^n6Wqb7%_pLC*R!oJ zYd?c|>^4xUtIx^aIX7xm&L0*Q75NSuhhCma%a)yTEBprvEiA7v=CUDn@m$$os>!JE zx?|M2-uj+tv4N45o{a^~;HQrGATsddXxXd@sniI_@*1w!LR$eD4f9ZDO+a7vy!zj? znsQ&iF>V9}6p1Rb-_6Z_kj`ef=r<88BVhV_w5h@t)P;#;J*7tq2bmVY_j7yyrd z@;KY>?JbotI;78)a*xWXsmTWiUky!6KoMie z(EI7O!uRP~kj!}KDv6u9eDd1rWkdI`+naICe}-l|MPm09Xdz!`t7$aq!bZFuLPJ81 zfsNVP@oKl}q$D50<;`|Rw{cAtaIltleU6p^lAJDzm*zSqzDVRQoD~xsr=iw6y(okFe9zA3#Q74PS%rTfJS;gO{VhhSwHNGtl)~A`pa#eg{7si zPC_eA%~h83Zy`c3BXm$h9UB{)39i?0Ho|}MM^QGbrG?b{b|OPgL*o~QE)I;eexC8J z)Kyy|5QllO84vQ2AQTZ9U2=o_Q7x5UO4a+|L7XR7ns!D9>fkgm6OxFPzAP|bxbwVUmb z8vkJWAGwYc9cl&?Su-R~V%a7LPChcMA=qUiIZK-5wh)9iw#W>)30GqKg zQ)G}V9Xj!SL7aUsdNZNOGHwEmP9{TWF{vrB;>(sYhi$hjH{qi?I~B1BS};BD$pgQ1 zy$=JFNFb0#)dLxATWh92RDA7$VyQ1mF{>uh?n5x?3s_>asHANwb-&vNMwJsV9&XckmdrA0~ zR<7=i8L0+_`=w{>pVfJNnPkP5cLBSeLdXWGO73=72tS^|CA3BunGYZ{0lF_>a4nwU z%WwC|+5fzzl=)_Ab+Y6&cKBhr{=U=$IB9zGYJw~Ub&@GEsDB7>ni5P4!OzDMw|@V- z8GXla0y{^r*Wqoac~zHr)tap5<2O_b+MT<#u2?Jk&}X$2K7p*>^gCQSQ17_4OHVy6 z?h>cqpf0d~Mr-hFS7zI?GN)2jZ!F-1@$kW)wWnB{wzj$Px#`>YY-I|uaZ|tSW+e>Z zZujOm=#!ys+vbVWF`({jPi2|HeT{=11=<|urJ1IpqjLw5df&J>SdQU)t3SPLAG5n; z<_C=0$M^9NxD>{>3|@aXl42^2=)CiiA#mXTsyV8a5lmZ?c&R(RU!8de2MvL20Gvw7 zKIl~tGjBa2!WL&_%o2K`>61i*=%e?eX~Rwgi9wKVzg|O zIpm)t2`ihcM}wiO?Rq>aNxUkDIM};=?|rcKD6%$aRN)YQeF#ba814H+SV$zoN>uk# zE`Aq_>B$G+AV`Z#Wk%dz`KzVR9?Js*AVh){q91+f7%NMWxSK&Z^BTAer zLM(Dy4wE^E8BJ9};AFKQ@bWDa^NA6Wjpwf^T0t`&Br z-w|6(@>fe?@iw>@ZVS8E4EsaQjp!2|S}^%|9>^F|Z??Lo0 zmfMLSV&4RXR@v86uGgNJdjU!)cEPR-;!N{B3k)OrMRM-9s$YA1g-PH(nDejmkFzEf zS!M+`)5wZ!^;}u2z$vB{wFVDT&y8P5FZ9z_cLemB1LaL8=Jujq;e&*p|EB7(q$J|9 z#)LK^ir0_E;2?U=aKD^}UOUaYA%bw%VJ;s#CV*w|^noP4eKzVijmy6ye3BiLm*&#y7sg8L5u2P#1+ zB2fSc{l6_cGA%a`Daq3Ticlu*a9S#=Gkt6nd7Qmz9o>`!!?HOVs_YFA7Sf~U34^5z zn+BAniAV&o*n>u{ApXapVYqCirpi|P0{amYcuKJHRGB9P1!ac-^Gt$pnKQ< z_oluvLR6F?RFIBMI~o@n(4#gt;l7QfJt74g*prhAdXYkYmuoj8R(u0j3gh#-=Q(h4 z&rXPX;b*#a%>9u(;u$a}717ZlNBr>V+^%cQt`Qv04-6(L-lnjO4Q4?+JfmOgrfl?1 z)49@gTY$POSkH~OmUA8Y?AvBM#t>?~Dm9xC-fdv0EdQlu_L^eg73|m(sDu^xscN<^ zNsaNN;TDGb|Iyc$vk}B4QfYknprRvK2aRE6Kc?k+?iF|2`+?93X*)e^lz+PHlzO0Li&w@S@JO_sR94Lbu@)dg$kN^RiheSWi+DZWm@K#-wF1XS zYCAhS8(`ULu=l6P)YSC2IlMwzzxB8ao#$%79yDvjJ^#B%Lc(n&bsjBc^8dzW79Ulk z%5^xA9Rb`7ud&#r5p9(J#CsE)Pqb{no3cZqON#-EmLp>tYi= ztUnC$bJ8HdsnEHZp$FHT;HFK+TNa>(!YF@Ls+&0Eq)o9!~!G1M#_9{sme-0Z(DG_UU5#?GadW z8Ql^d1{Ri{l}`T$9R!~W={I^1Q-y5$HSkV)f&F9z7$&WgOHC1BC$Fo!aFJ>9g*hRNrMtxm`a_JCfe zwqS8^v3BN515-^1jJs}raE0=LK0Jv2bqBS%%X*lqZuBACI zG5npW685-SbnXFYzzLXxG7BH2SHK8W%oHio*>?EAt%3Hjx+lN0gqH;0w7m_!0OJ$_ z*2^^#>z04w3Fclx1mT#NcvV*L{=1pJW@l@TfbsOR^80jK?=>Hq)$ literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/img/train_gather.png b/assignment-1/submission/16300110008/img/img/train_gather.png new file mode 100644 index 0000000000000000000000000000000000000000..6860b6113ea0c0ee832491ea37e9d5b136e7869a GIT binary patch literal 43581 zcmeFYRahKf^exzpyEN_^Ah=7=;0f;T8r(Iw1-GCfXmCw%f;+)ogS)%S6#4zXJ2Ut7 zzRbfsK=)VGb*%Q@XYaMv30IVtLPa7(0)arNAEd>VK_Do95D2`A00&&*8eiH3KKNWD zG+k8e&0XA$oXkLSMlKFE_AWM`jLF^1oSZ+|+i@^+Fmp1JTe`S7IKN|IvHf2^V77O% zV8KuwY62QTbdc6^27%CxUjM*F!iAqepyHAb;_p>GGLHUwepWHN7Cs%7Yf7Q9{qzkx zRL)@vDT0oixnEfaMncyjLrIC41REcWCn5!_gtSXuM7QrQ(yi2IrV8U%o2+JvBQ7Bh zJ0Hyal{uiUhO@Cv*v_usDP@O-=fU$~Jzvhw&Tdj#e)J;4nKyIC6GIe%A~>$W2;m0y zzprDtpt#p>)FX-@Y2Y3P#DWe)9SmFw=fDO*UVq+AfCNGW?uf3V!1}-5p>Pa^68YB< zuNav8^^SB#&i~)c|F_pB5#t#7i#b{tv{Wpqgrp=KZw&Iy);}8nk6!RPuEV@@*#!kr z2ss;JgWy(o$Mbflid7m|f?j{(%lrA3_4zbRIQW6RGZ3mBWNK;(!dMoeNqjq`A@*uD zxZK}RzrS;J@`>rALIOdPGe4xu()=@1{BedGiC-{C7*wT(P=BINnt4DO+>P@(R%%sZH;M~*{dM^r+kBOf4PdxmUY#LMk*{H# z=VB)S-bO0;|9Mp_|HLsEW1aTDhZnRi1!FKoAH`pNBKTv!Ney^n{}_Z7=pG^mMG-6x z`fp^G5MU~z{~SC=G*JYB0yFT{fe~@iVE{kJc=dDXqOsSfga2E@5SjoCQA(Kq2F!^F z44dL#R1oAlY=5rwClkVcKGGYP`PY;`;d?C6FOV?3qCbLKZw`kKoYFpr%9nIh7YEq~ z?F7cRH&V@w${{O|$s{`x2~Dhg$DYs+Y=Na^-&CrdDffYTC#H|FA&!|ia6 zRgaB=di_uzZRiA%u?6>bmvn9A!uunS^~}QRydg}J9^z$_)-4aLAFw^}QJ8iBCxhJ6fzaS#1xfSe%@gFs#)U^YILhlP-AoGsqcuG}|Wq zqqD`1NjKc+--@XhFGLFQywqWkm$juO2xMwu;l1>n_3{YM$H%ujUrk#e_bs%bpujcdG}-`BS)rx&Bb8-6bjS(~2P+S+3i6YKX2=GCxI3y2g(7-b^S|FxzI!Zc6J%Qt?|uve+T7WZSX21F6@pxL)QaW8xBkO09c z``0f>Qc{woogEzLaIqep!(yZxSOCY>b}*wsE3x~sCoLQr@fT#~2J#^d1q4L?{BV+b zMzyrPgHU%6kpTosxV!}_Xsb`bKlV7eF>zrA1A=bshM2nXb0qlJ*(UP+hzDMX$n2k7U!Q9t&=ptm8i(%2JCkM!=%_(NdDQ3NLu$yN-OKkBIb zH;D3&6b*wNzf+)3Ryy1ccX6ibLc6K&A7jqm7`_1(wX@0fK-7gRIPS~p=y@sc&#rH& z6qiC-)TF$a;1(#oCsYEZMM6dTO{xz>UO9DK z!QG6n{{K_K^%wl(%7r;A)ZYrE&3yq_j@=1}Zu&b(bD)_o%&(r^Ei^Mg3eR)z{>+?G zj2+@2@)5WF?Nibqtnlkk(Z0z&fe^!iodF_hOlG}3xU!}3(-sA^LOwRny{-CP5wnbX z?tO|?Hj+OF6c0;2E^BZ%@4v2Nxh`<}&r5X|Q=>kUbLrf(QH~%iotvKqG53f}?``*p zj4E}spovP)_1NG5VXNUw8q53u>APqv27JT}{?2M!loQahGUA~Jf82~v)y|AlwDR;| zL5wI|0=r*uH|+nK-ldN3l^xMVSC~yKve_U`u}G3R2n(X|Z)))KLmFYLrmfv@6Vu*v zF$#m=YridmIB*B@#O6H_M08zrNFE9icAr`vcw_GnyUCPM3(XuwtZ?H}*F8U5B|8{6 zAEhmJvT>xw;frUj0NZ2mvPdunSp}veqhGBTi&Ql+Iz{4#_v945d876vP&C09PjuWF z$?eJ%hZOAv)4&cP?hU*Lah9^Y88{(IS#+afjBCumw2t7oR4IbjK>W3f8QbBpn^%GN zMwi0FT44LdIrNuRDh9-v4jRbH0>)HN*QmKO(0-h`uv)-ji5io>hURq^Iao4(g|1K2 zaMLI|2Gm~}^(YS*XaaT}|DSN{cmrBi@*1iYgfg-&ggqBS1zHf zP1&p<8L7ZqfyEHUVVPbHil^AeXIU<_7T1V#8e|{~%^T!`LC2Mjn(b&C9G4C3NZ@SA zgy3%Sc^@Brxzrm!SjHChje+8L4vKhxp|(%JE(?j>Om@e)x$@*P!bRrgJj;u(UQp(w z2)+$S_D7^RllbJx!zE*8kfnjOZRG5Kb28=uCM4vmW|RPWCwrZ7INADng?pSuDTdw4 zopasAmxq@T5->^zQXP_hnlorZOQ_cR@9>;UI)*5giJNXop1HwW`1OPWZeMT z^28Z*uGKm@{AX7Cof?8jF&(g4@c*o(%P6HXUCnl}6FI5r6Q9VWqcpt12+fdOUjX`X z0$*qVuvyzW!P1tze=`hC6Abg3=}Ozg4gSDM0_`2m?_BCTFjU>)r15)ZTPBZ<^sKC+ zgYKhnpUaEmYhcphWf9J>fL9Z@Tln?EgF{W7^Yc|f`X`O6t=nz*66{B&lr)irf&F+Kv7QG{?voPoJJWpFQ4LP`@{lud6aD(x~! zl}Mw0mg$N!1w9}FB_}`kGV7sBw~hc~507Sl*7Ch143Prm)!@Z>1g|^7IouK#V11dj zM#!soIQa_+YYAzrShV`#}r5Y01rjVfQOLfgT)`95gr zoTlnP45n502za7e^`v0;vXd(;ZjB@LqGgC{dCiLjc|g{B`-n&4Rdw98Ta+ z&GkD*4gUNsgq7d?Gd6T;=va`O{{|GKL}xb^d~wu+XQ>pLVEaNVduwPb(Pezw_PNwc zt2!sZR1T4XE#P&nF9FYAYQ|pGeE#Ts+(X2zb6d}h(@mdlec-M1!_x`Mt^~KvmKA-qHgJYdTy}89>dRrX$EErY{Sd|eR^6x>{ z%^y;YMW4Wk;ofXSpyaP#SAiXw?D}v%XlhDT*KOV`mBRvUgl~sU@(w- zpffQs(J?dkGE_E0MTT7WVL;S=5Rw(v!ZY6{+K=rp6W( z)?i!siLfzzLWfg3 z63Rl^N0&yxbQBnc_q=g7<#jv6KR-XO0(wLt=EXooMeQFR?%_Xa4*F)_N&u>|7$waB zHqN=4Pgu+?m&()53pU)T!{(fvob9IUun#)q!5+?Y0e6Bp*JpfvzvUj^3n91+W5Q8G z|G2P+L9;zCgUAm<-9PEwp2)F)%cEOkkwbNop>|>+&pNge&J#6G@# zr;w`p&`>y#h?^TX$nfF%h}Y+y6A2kvuP?*vDyYSH!%^IoQyj=%l(b1UqcQ- z=|}$APhCS5R!GC09EI4n(D$w>r6O!*{5>KYE>d`PdF)@2IZpG!BQSne)xLV~%X?Q& z@*EYYDY{vJl|CF4`pbB>BjTU&W^W4<~c`KS(v1Xl5uXj38F+n^9SY>yAKX7yMb+{iDT;p zmIWAJD!xNE`-MH0t>|Ult}M_H-iSj)A0c=I?T#D0Mza-qb5%xSB0Fi^wuCeanTM}Q zo)U(%G%xJJttPX|j0^GYDzm>ImbASe&BbhS8%G0D4(1C)d#Q+d?;OOtdJ!hTke$Yx z@~2psoWhZ68@l~$qtB!#0!OpWSMarVYp|==F1NI`mGJRtk;1JiDM3;%RXf)m7#NV2 zmq)vPgC(jNEX5Z+9O;SVu4Lg?$Bto^MUc^jiplbo`>>Wj&Hb(%6_%z5E@=!^KXPUvG|B7^`8s zzoG#%MK@VVbgXCgsO4&3tj{;nYR&*R^k@Guc)x-eJFPzQ>4Qd|UYg+UXdthS0Zjj- z`2tPo=~4wq>l&`F(uU1{6clvYaBpOKA9rjHB*uULj+!_SjEF@8G!K@=X%7~sTDFs# zxC(9Pc*Jvl^w8c@=N{IV1heqxVr6M|~sSM{%(ZvC(h-T{<-i3?Bv^k3W4K zh$yIq4^2XtmuMsn2li&%YFk5I`KHR*gf}t{vwH4e-bsY}zwRqnmM~29Fo)59`af{~ zOiIeJQb$}^ipYSJscVvcgHusb!mpI2Jx*%sy8&CvtP+9vUi2HTm?%Vay=;prm5EfO zvK`)?ws{kft?HgLXTCW!f?2&IZ18#cdPe0KCDdlZ3qpbQf{wQ|VqoZsho^;Fe)-Ms zr?lT-=xYNL02-S?8sb+lYMddUelnpwT@OKefTt3#6b1`Frkoib%R11`)AyFwqEfuJ z^%jJJ&=T-PeN8iP>&WepM0+>>?xNjMx=M4*M9uS(1^(n7=GF#ktaB{yB1R!(OYP>3 zv0R2X3YCN;{3>B(TC3G?E@HUKu4xC_-kbma3?%IWv2}kwa{5%0>^(ie z9=!{!I7Bquh&=3TyTMy^A;%J+q`M`$#AiJ|`v^--DEOQq?B2l` zazJ(<9e3u&Ut*qgd)x*cyvU2DR{b%K&BanN*$~Ug*;SBvbE-EJs8j!hb-MekIc!n2 zYiW!p0A^?Z6--UtU&Gh|C${hgkE+AU73cHqDlfHWx%BVN^=tt@k#4wtCzDY(7QE|* zkS1Y+hOO@mj7Q3+QvYr0yI<-T#~aKT2-VBPHU za5J4FiD=TeewBxnR}DTdp@bejd=m`w1;~5G!*%1OwwdZ#1%*;&stR%`4Ld%s98_yk z)}v?d|3D+HA^{Upd7R`PTbi>_h?4<3bS`wGkTkL@Vho$ki$2c zDoU8_p=i;WAIQrR-%U7&gyTBKBW`|reH0IP6hfX%i9T}FCK!W!24S?|lvF6in=uGhGFIr{N;vbq{9N5Jw2NuYr$?1O3GIoI5y(=P(k0FlN4& z3+#dDsPJA+ZLu3QVzKuyS=fj&_!X+ z6|iN30Zf(P!u?A@ch>wZ4__vpV>w$C;^=TH>IwinT9>SXBL6w6ucM}>87c5J*c#U$FH^T*Afd z#h=60-t?O(8BXu|0M{t9w`fZvHxLAYQ5oyALX)#qm3i*H8F;A0_LSy|NBe3O!tP(9 z^`=QcV+^pzo0Do1?=^!UZ>F`Wk=zMt9W<85`O9BJ8%ycd-lN(;#3R;*qG4l7b@tfu zdI@);iIN(b`zgDFIs++BW^=(@Aq{oi)X_$B`1_f>6uD|kEt~HT`{$3!)gdij@Z7g; zv3NSyineQelX$6>urPG*Z=WL{Vapj-3P%7PgD3~onT$6X#BdNAdD^63ActoM?8M*fQWa$iN~t*H z5o&(Skg}@GDG-@>O7|d58XZYMY1q`Kve%~ndbKRGcf$e(CZHm;cy<b=Ji zkczg2u0KryKGx8F*4)YLmfLS$-C@I>my-hqu+*g#tTWS6^Y8D!YO{7O9=+P55QZbO z#kHo|apHJ__A(B^uV1T0DlE9W%`U}K`DF(WVC=~EORgTzo~e~2YxfIRf&*Of>VW4$ zIrRyydJBaZ4jXdkZ9L+|Emx9V=y!(VFgRYWg{j3}JU{;cVz1)WA>*32+s7(RL(fOH z>o=Qq>PCTm3y>#o=-zZ0GSCQtJb>{zie;?;v6CXV4`NKNMF)hQ^8)$!&-gN@@VCsf z=@AiQjvb$=HRpJSye%G8Ilj_c>3a=O9Smq^bP`0RFD&n>$r`_IWqty?n2+EQlw)C1 z(?OUMeP-1=-#dlq4l;OCm($^>9!|8mr(zceTJG6n*XmPyq-TV1hO0{PyEpo7p)FRn?GnqxuJzcR(D zvcN+{>1WiNH+yHm=Z|xzs-;V08UcqhJ$j#0fe?^oG z&)+0UR1##0DIl_&#w}TebX)SOR=!@(Z;4UM_HXIQR8mPg;=LS(Q=d$lhs+0 zYU1H0=xzbilE)BK7AxHQIgM7mQWD5`j4U)qxJ}L2YJJXVZk~SPCe}RF#P4~U#_~6? zRngCFzcajGcor7Iz2!KWHNyK9Cj41iOI*|#;R;L*HabG3g|q+FgNE|7+s!xy zX%C**P+U4%1SK*bQ(MWzyxtK{lhb>(@G%q(#+@?Cb;lGO9NDeK^b&bX>-a8!<1nis2= zjI^1KSCSy}>K^v`!<$fV*phXyLud1fvsBT^!(xkWe^V3uasiqsKWPar4RwhUjss}D zB|_R-t-@xS(FCVTTBggq*0W_9Qii*kG8FoB>xjQt58vM9+nmfdW>nm%X56#}_X8c@ zU%cMX<0LLeNCGS1w89)tlw&PuigXXp6mt~Y3YPkgC+YtEJl7mw`C@iqLNhcc#oGyI64rDbaPt(VZBXH&Ul_$tTQ_A zB@(CRFSTbllkX|aAuTz}l?SFia++U8;XzW*XW7gos)*3No0t5bYGHDc{_c_DUbZeF%Xa zyQNgT4&FH`d0_fJ-2>0_N5lM~dIdl**nynkc6g-|jm;ym^W8>DNLxp$?VVGPf6;pJ z-m0?7c(V^Yh`ij-@5jvn@`z>dPoFx2(YKL1N?fHdcWo3dw6;h^t=Jm~LFI@CL z4ROB3N1PNB>D^HotEq&uEsT>oF(R!jB(pYj$76uxpvcj!=fBg8puGQ*1&IwU*&QCmun#JBB6Xm+*_j|nOz zIrRD_>ix%)NKS)7!nLc_uLjnVy*8sDwb*Ncbet#{_hW<~57h>YtD+c`;qD-^7rk41 z75MB?J)2l-f!@rwhi+!s8XpkGF#*u5?QW4sz62KOAj*J=!<1|Iz?IYlF!TGLklO;9 zspd;|Uozq4%D&Q{WWuCl-55#-_HCZcc3yI~V?!%%v5y|DljS%8I*RIAxjK8Q8nYlq zUo*boe|@IeP%)6GatTOW6Qd z6PNQ#joeqK5$2ooo_d{L3o?>`8~2p zMiXu|y;S@@?wrV%5hPX7)s32%P~P6jrqAWrygvTGbg&is`~%xrSzWOM+XCb5raPU$jT*JA0Gah#GeOVI&3!>;X~r<= zjp~TzS*G(G0+^60(*elrEKuX-G&QGEsm+!$r-k+{wGB_r9 zG&AdXXG<^J6?&I(++Cu!`j_y%RB!SMvQLVNtuceh#ibf6&1uk}#h8kRorh8bdb$&syMioo%)GUZQEMRJ8X4D@?;jx`&G1e+rn>H5ICU^@q-tYRdYwDE=3* zv<}0Bl6@xpw>4flAIO8nqZ`VhNV#qBm%R>{%Cu{doVSNM07Bz+{_PctY6}w+P~V2P z&%&f9Yi$woHX?D0;r%Eru1nqK7cH(?LU|2Qzvx^uTO6(!^$%S>s5WWb?)MnM3#p{} zpU($%I#N1*NGOt#c6<&aQ`-{uJNEw8mh?9`uIkGo=ycTYnL{#$I9$KQ>y=y7{AmnZ zXS*0$Yd!l%r~sh7%&X_G3RMc_bAGSV<+&>wv3{Fh$g&(-RU6HWZV^L%jg-QbjLn2R zwosr=VZpA-K3dK4c$Kw-qjtFLM)kYYZEeGgQW2d}R)*U!^nm>=QD>j=ileWmCsVRV zu}{xFqwPR_;kwQZx^$b-vY?=)h4;QWP7*XRQvpIP zRhA}JSUlZ0(Nc~ULSwiYMG_f4s33(*f$;DA?#4SK-$DLQ4>u;j7hacL z40+(X6saf7D`Xh}4PRw7O|R?sbOk61;3FaXb#=8nmIECT5y9%bEvv~1!*Dhy zolw81RBefAwW7T}?j`<-GECF-)d^x)w7Z{8;hdh;b#OXSvxlM}+B4vXk$6<_kCh30OWR$IQ3yB=3VvC>LOdP+i=?Gybu61}AmHok z9XStT#a=%`HDzEB>q%4q@}d)O+ClM{|B`U%Ry45!0uZeaiMYmcK+95hN_M<8wAiKD zzC(f6{S$wVfKdq6{j-vvFr;Vw=t2hx)*t+(kOxC0(R62NjhZ`LOYq%?!Shx*Jl-b$qi=B~%C?U|#Od>TUzb`7$_s-q1B=HS^DX`mppI=j4M z3ImiJ-Gf8`tnt&`lEOKwc|<0qb6JsvPkU&5f|8Ns;IwWdArYL1`B_D!eTNc>_jsrV z^CU~BXdBk=MF>E!uJ|;xy|eckgmxlyzQR(EGwBPpC3V|iB8Z#`GvGjac4>#sS1HCL zr%;N563P8|pc)&xl{Em5Obl;gP7~$n`A(0-KN)xR^3&6ZRE^`ej}T5hW~}StJC52w zm@r;Q3E=N>)?zl1vT9wA5fJW6HR% zKb{-~Vx!iL0kBQ*Rz;lHE!#%hA&ZJM-yB@e=z3gj+5zq|SD~^L&BcfH7f+shP^f_7 zwdnMCJUc+`C%N%2B{&UND=m8OT=UL{(9-tmAjefEW&Jr^_IBZ?t2?p5Vzo3Ws)=*Okx{dpc06VDz&q zEWqQCz$omgt}bDY_$2G6wVPs%`7yG3g|I@!1PY7h>Wen8_>0p_FZdkK4_ez*Drd4zRi&GlH*UQS$RukyA$m87(u**kWr-Qw|-dd?^+$8PKa4VQ0q!TZ3i%?)Wz4& ziIz_t=lEjg1rEYjFOiG&#@84EQhdriE&1u({IP60j&xuME zjGsTNiuN{&uduuLm#?e#tEz^Jl-Z5?cMUH*5=98y_#vw&PyA~a9Iq;_uqqzIy$YnE zTN@sFLit9!L7u|Z;sYesGTLY)>R?z{e@Dr(_RHm97Ij18j?Y=-aR8`eUnF(a>`D4Q zkAeYtrZ6+ubB;A@XDv!n!y6wcc&~AAyoIcru1F>RQn|(a8E=4bXPFfHM>v{Xy}!kvx+@%gXVfy4+sN{?j?rY3Ejxdu*0#6WZ~benXyiIpUYp16qA z*BgaLue3}0cgcwd30dLzq$`Ce$R6*Ub*ZZXvs!Q`&N>zdlzWI#QBT~Bxd!#Jo_sVg z@otR1Qbxy>^qOYY>2+ynshcrjBo;}0pPSx=+3f603}M7|VR?WWUO84R7k6jF53!oO zISIyqnSiI{IB6fc(q7JaY_Q%&=!*d7l|xNb^3yJ@Y_YdgXe#SVMpX1k(9=6nE#*?lwf43 z3NH-M_=i8s9hvDRTz_#OUDYC1NFFpX1#?#2-Aap>#7MmUz zFIt)sL=+N;ej~yz9(py@S6Y8_rbSuX+YTvCrc43<^^szN7#v>pL}T!B87Gu0SghA``U0` z)CW}Ke-0b3%Dii6YA19~6j?9s4+$ny1NWsm;OW<>sjv43VFCP^^WSa5jAs$bxc7?& zn0p%f;g`=(mjmZ-F$pjw;-`JT)Lb_M?VYB%_}a%83ndf;MU3{?>fm*2WKq8G(@4C z5*GML%b$*Y>#AT)q7)f+ZHFIEyR+u_LEe$W#j!cl&NrmhVhJhZ>poN56s3d*)`R9K zAu`^uHn+Uwqi^x7p@ZCWobk|zH$*@K|p#lySq&eUJwwXFqQ_1?>x@_)D; zhd4xGBC`auG(RV-^7?PY`P}G5+*mwaRaTKz;t*bWk%<}OrX)Ze9M137n6kxXls&h$@QNYV4Tn=u zycu`?BEPhrP5T0CGfL_e>n+2RXWwW`obR|7DT46*rTw5i6`;=SI)JUma;XVbPNyz= ztKNrK>)H&zGPygjxmacVnVIBf?8Ei<15kz?T>1g#uuNSC`LnGr)LT}^{RgloDZaNC zWvfF*@ziyFR;DhrN&bbzWOpPGqBiPyxJyZIj$2YBbt7?+XnZ8@ciicK5RczW5FNq9 zD_^F)l?eOQr2kK#>jGznW;Gn`^UBNQ1^Wk-5B)Qa&P|$o2PDek)tS8I6=H1 z{APU_QqeK)jq1OEY5&2dn6p=#g=yaUb9OeTc7||dMVq;O$KT#v zM!4F9_|W@cDsq@8s|R=)ceT|BzEa0UqHkxb-u$nhjy)OEO@}=fxY117qCYL-#aWO* zR8i$+DBfYXuc;*O{b?63rx)in8q?)&DIQ%9P>aa#d!SN(w4{UjSf%~S!UqUubumX# z>*(Yv?+rpT)wO3vHhiUiCPQ(!U8-=Okr9x$Zl{wNT@B55kgyr2yzzs9r>Mq#%cOmY z^y|antJe4F{;C1cUXJC6!8;I#DG1$lZ}?{JoNXp5Pzno^6&DxNF*0^nwmlPOM!F^p z{;5?{yW`X_r%3r=nvN^Fu0IldWv|cp%{JO`K1q+Jcrkf z3MXYL9=h29`I#N4*0|%AtEb&xpyr=Hifx*lsGnhg#)n@`R= zBR!EUtzRS}ag7F(nWPmIq#PaDHTN->06W3``V#mvN~;@4K2jSec%62Oc~!`yTHu&H%UsYu13JCeh=dyx#Dq=IH=!)+%t(nT`bqB&Hs- zGY%jV3ug9I6tq&mN;Ig=AuT~4*b-AYd^1Kg6pWEZy-hD(sR+Oda3%{po25|AIewiq zWAT~1kZNv^Rt}J6D5C0eGF)3+e_RVZ{r&r5OJmslgQ_`^9Led&tl|boIW!gM4G~&> z7{aBm$0hBTTfdb)CAO~ocGw#Ho0I^{kV`9>5mt&^Hdk}v(XF~5xsfRW(FO!q^z&_g z!t@LbN}8IxO~U|z=J)ap2$NJap+siNbgvHQD_-1A4rrB!shx=TmtR1LxRI<(!5A!B zc~aiZg`2)P4s$lItU7hpU#hCZtnC5P5%g)J>VUv_kztee1+8acKTa#boQJnOXRx5) zc9}X+)g1PRTsic0zaYHT0205`{-O`xV_nx_K?B+JajTLQ_jBJ;C6*fM;bMIrgAUJ# z{riOGLkcw>H!&4Me^02R{7Pca2Pw|ZL2?-=<7t?o+do?1cCFX84H*AyI8L1SCuQPz zsh+dBw-vpy2({NSd-J*vulB%Jpc^L3=C+g|@nO+qZ*Qe=;RVJa&|ZTPMS9~XDqhU* zLUI8C3Lpl!5=Jg^{S{W+l?G@MD^jVkqZO_3+fG3X3G8P(2lidUvU}%g455DxBYiW1 zP-8#GmctXNau}_5BcI^DF>Xg_FFgB&ud1hKc*PJ@RO7BV^7JwvlgMz2R=dXs%MTrcQ9=_EAb=!nHcS5dyFE8M$IwdQ zyjl9p&wpxp;J|4jwW9t`XEyaA$)@j{$6m?D5~s!u_OQRS!=Fyx2YSd+saYZ0tC`KxsI z86&VARV8%wuQy9ipzuxa?;HIHRFz-@k+1Zh+m`h9kRUCi6*a--b?%B0%BO|Y5PI9{ ziA2@d9MQO2oD^{OG{L2+CsTmBnp)#=BD?JZAZ_Dpcm{Odn)TMo8Ed7TN(Qk&&I>ji zrKZ{3?o?IXT-eMKc4r3IP>HZc=W!r?%V_b!0ZP2J*{itSBmnXzO%s?gpo5}k+y{{M zX%%`3R#zA}1!&+91Aa4m^cg!5FaAV%d-*m%1qOcV&4;jAmW zxuv4==42%nfDbA8`H6s!-tKU$vmuVr)x+vhN#MM}X*ZTawpbV%K9`m1Ei<9$SQ5Zk zSOab$7cI3GMl9tcnBF=c10-{X06AavX~kPOl_Rk*-{9NLRf7iEg&RMi&|R<>l4KlA zDNf9`IWHmMqj$3gdEpfvQX9bS*!jqK9ald13codmV>6fRc5II&gT`_Pj{>kyAbQGu z&|zOm>&VETL*^7%mk(tf%C;MyrUl)UO~z1&v+F3W<>f@goQW>DN)a{uaV%?VznCNT z6#$rM+ub%13aP-{)fJ#j1A_oXW-lO~43{GF!3HFo4JWM+iUtO;3>6Jf`T63Ft~h4) z@Q@^c6G6^W2;Rf;>WFDSm{SHUp2bNCx;4oU^SgTSf&l%Bh`PqL3H0z3`vf85z%XNS z>9rd2GY!r&W{S&jr@@PTKvKZ{;Qy^m zP&wUBAk}HW;9_Yh^U~b`C?6=UWxJH2rI3Sr>C^BNFiBQtr~O%xvEp_(LIy+~H9TW*pb-QCeMIUa zJS2~}U1$UqsViBgycurz5uf#!VmPbg<(3=e+2{8n{hFQ{7~U5nFir4WS$=-l8!J!h zXM_udv__LPIhrknK%vc~y6_QJGk%PGVTD|t`Af`?lVO7#;An*@AloNbwI>IPE0z=k zu#`{BC3xge4q$TLBc4w2YU`XipG1PfP8gLS+9cZ}I9>vz{BR}@Hm?FVSNpc|)c4%x z=AHMKDAOX$s%?reoAs{kI)s67HN+HOARMu6<`UgX(QIb1SZ#=krkT1azmO#2XwpdP^cUexoyy^X|3 zdh^C%>idA{8_n|mEH)CRhwB0JPe)E|njT8@_>d4m=|eBr2j6yV4#mf^xF=^`9iJK) z&w(Vwogry<)tJmO2vjAY4j8mHT!0=R2mo(9qCbPy_szs<5uL*bI5aWJH<9 zw#VlyWCuX&w+?e$aFtmIRWMiG<1~Z^Xqky|v@YuevG|opie02-26{2oM@-L@)kG~$ zI_X3B=s-~ruag6nJhOpVb7U#Bn^km&n3r#y^A^69^$~>yd4IFtvr>Q3MRUQz9PHM< zhR(DC2|fQlUC98iQthUsKAX%Je5%%?ztI zGD92ML(hCI^2=i4&NfsX`{j0A0|TYpSE5$ol}K-VT7RF!wVT#>PCM)O@GWPOJwZN0 zCL=!MOL}i|9E_%Rpd~$axO@#fD`>nf%>Rv8*MC}{pS3c9)B8VH;_4UAWL{*}cslpwV6j`37 z>=%i|s-g@b=&M0tF+dSnff?j~?k&yMRn*tO>-Xhhin#%Y)g7v?6*pLx4F0iBvTf4m zB~#IiC~A-9y=%(nT+0zmh@hKoRs5Ndi79gf16dco^6 zbW5S5_KtMP=7xKXfr~GFt!LA|^E>OH=K3RyUi3Y%h~Pm{KCf7@eI}$F7Sl@>4l^Z` z?8O5wUFWDOUB%S^7dOcAWOjD{v(Iqx2UR*q58yG-C0c^@DACDJpJ_G9C3_C%`?KER z6ysf8+hWV+W~Ne%5C}7`hO?}D%UBW2TmB?Jn9+%w%4hHvp_`Ab2vUS`Iz})exLSqF zevb3=Iq&S8he_XX$*}7@n8?;bl#wj0JL9Bza;KfV`wEdfelH>BT)HXr?xYiusUu8x ztSgYKYSNk=0o{mk`NvHgG)9J*Q9k)S@G??I-dBfG0q0yC{kckK0hP7vEDDySADi#o zY+EDtCp=yMnJ0L<+enEK6vrbSu&Mjsf~bBR{Q1%nfrY6eb@UVc&~`M+bk6YxKXI1lCqS%}F_lj>Abb(*BO59n~^Jrod)-YTD= zd0ENVcwqbX8=)R{=WmOo1hl}G8f#W`rkSHk@gRXVK-TJ&mIOTfo;A7K5s(oQNs;+#B0PVMc_SXk z#(^anX_50juxGu5-ux}AlOtR>P&Nvz%mSwbFGir#V-8&BbBy-sU|fO<5Cf8J(!jLD z49By;VHw$_H?ofndn@fYgnsi*!YR^2nO^Wobx3R1e+O#?;U5_?Px0U>EC=N+4$SDx zX_F#Uds|ze75uLAO8vXPr?L?*Ptp@@g7!IFTf$|A@67jB`8c>RvBEM@OW$faD@EYn z!V$^je3_XI2?oR{d0&$YerJp$44O;^M@1|N37#xk@}*dsrafcJY8Wu-EafyBH7qVq z0jb$$iVsz~1~^nI&*~&!Zzt@>jj!NMF(7(_;(m;L+Ed^Gd#h&-?7!uXcH55qScv3J z$HfT$pd*lz5-2ZjMsnEyks4Fu0T(mIL%+aLaDYm$ib#V`tHe7kJ%YFjFlOYXBN3*yWAdeN3cO@ z>*omN*B~M;o@lfm9)U^jRXt6B5gbJ{#2&W>{5`$De-hfkeOVxJ_SDb?DyUS7GAVTN z6O*1<*Zmh?5ueFVRY+UEK9lF2O5Z9{?Sg{y;(u7>nI{$eHhzeni9k}7%R+m`RxWxbIc95hxM7`qWwm^gRW21a%eTa+u9z7`)lPxdC(wl*Z z1w`uy$g&So}Hwn3m1w zE>?EB-{HA_=Fe97gLPV-@(kZBTkvkWxyOrUuC^$qA-G1g{6D#uvq^&?l<~%R#uSezu zr%*gE;>-kP*SJ37rfT_tW0%cvwQJvd-}h1c-L3Q5=;0_JXn%ZIm0T^{YM+^%uG}%j zad<}Ee}bKK3O@6EXj8UDrAiqtsriK7Fg2umMx~5}njrJTYA`nKlg$Hct(WJpesi;V z z$pnr<6iHD?{tvy@Q%q!>@1diXbpFuw`%6E+;zg(So%PV4z?S17@o1RHE!j8#V_i%s z%7p&J*S?wMZ}2f-^m&axhl-1+!7czp07w2t&-ZUN`)M+R^2`X7Tl3q$#yvjzXCFh6 z3>GmB2Pv~(<~Rt%!@e_tY%G-CiaJ`AfS=tfPgju2jlLo=1m@J8)!4-HHww90ke2$1 zlq6|q?~d@Vn*1HDKdtm}@Qfvvo5ex;)kX(XY)@eXa9LlKp0d^Zdo8WH-cx1*VUf?I z?|z9{?F)rQ>e@5@{6|NNxD>%{yE%2=V=d2P(xMNB!HkI5S4UM9tnnUNNokN$0g>*KR1l;Dq`SL8x|l@mxyq!fsM?qm3&h{($;QI_~2w<3$u9Bf*9yNt5gin7wd@@1Ogzk(ECxUHMztbNHApx-)f@8$00Z8)4B|cXcoy1AKQ49 zpw~;3L*&ch;)lCxBcUJ#r|joyxAzvy{k+MMx7d!S8)#0e)(2c zVbi3Q(IstY1TiqZPS1l#=Jt9VnW(qVJo1ogU~$#K2lf3hek@t+ZRmN!&WLU0L{6hI zXGoFdShK&itg_}1-^h1uGqf~wRCwX~q5*2%Q1_?k?X?d2X-wqI}=0zZg`Ndd0? z1-N!RMh7n?*8_T7`D4PDKrd;CPPXgNpt>>mGQ%}S{iBmm;MZhAT3^E=EkC)s7ZVOW z_5=o`GZ`XMBw-OU@z=Wel^I}SKlcdOOJgy4EhseF?nrMzX-rG%6K~V-Ol_x^JTZTR zFQRU9j!thD_v+?KoE5fc!>N<(i|f~7){bT?zg3h`Qyq2M@$-y|T~Gb);8R}({T}R7 z5+SJ@nC!IGSmv~V*G3mnCLncmtmw|OHzwvAxFf`=sIc?s)#oVD62C(g82}<1g`MJT z-a4G(4{3At_k*epb#BYO_)IRG8gZ1JFJ1B(AM1rm z7F!D=?O`{09;dWCU;3E2T^uH+*Lwc+`amIByyIC`D9=M*QzC@p(mm`o5>*B)Cm>j1 zlGDL4Gd2)1xiGKw1@&RuzgOrFr>pw$FI8ul#}kDV^~R5;M1TU+BPzq5Fzo6DIa-`l)vC}wT*n{`@1PwffD3PFIsP* zHNlT|LUB&$)%k~>Sd%?fKX{{J1I52A{a_~T^KF=ng)e?iTCe{da0wOcE{j*2aAO~$ z(%gIP=co!JkaE zZP!8DE!iV;Y+6_(deA~BCDh|uH1Y6c0DN!8_B7qAydGu{giW}5wMp)qC{O-etb8yG zZ^ZP8+$i=ulj$td21Rp03dSE^o)BUBkoMr}0Caj_qTG^cqr$Gg3mg=T$zN!}RDDd@ z-?@ivvpc>>+q$y)C@Z|w^d=qmt=Gc2_wKm(0xx@!#}sh*aI{wAKYIT*-vTc_ zJP@$kne%rm`Lf=klh13ckVqjRw8WTc-MM@bub3&39K#riu7+xp;5nvhSbe;+cJ8yM z%96hm9KeObe@I;USHsOveMFr^krtVXA)*}THI2KqyX-k#EiPM>@~hL1{8y!ZA%1y* z@~+F3k38Cw9tD%J1DFe*%sY0b=cd59Ml_X)BXe%PH+Cebdye`$eW@#cy)wA7^1HC) zfa2zT)XsSe@99j*TA%p$y@YH3C_ZQ!fjuev-ydPQ^U5=Yl>kh&Oi5^RAj%mozQfQS=-ZC|) z52nqEI+(wCOOSTZ*Y!!V{MmB>umK5=ymjHJbWMRiW8zgC7r|v9P))zig-zq-?pIfv z0>f#y71)x}*U%Fa1%FkN!(}a z_`~Sw5nb6aGvN)Q(9I?u!`~*XA37r+xP-?Bwk&SuqFr05kR9Zc4^PjzpwGhS^!z; z3imyU0L6mK+s{%a8cwnsMDDvm#4_F`pO7pr_OGFfcCHbcy$>4p$q$q3Mt?Fu=>j?@ zpPlPl`T2KbnnCW*m=B`^yej(= z)6%Q|*4%c`PLEYxds;8*>|rCu9Tr3`=n&>5#h6rhF(47E?F8jrRF-qSqR8-sc?MW^ zR`j@2rC(L6<%{bKWI|X_^TNk*BxKa(cm<*QA3k#3Jua9bpk%_lDHM(gsSXEIsd*7f zpJ>m!@Oe)^K7kyUC#T#AqDK31UI9Z~L7$Zsd@I5e?pA|r>SSR>MWFsusS03G4on}; zYO;d+Gf7bruEkPj-I&X*mYY(geAZ6>6iCifS3YD$j(_oN_<3jiI3bE~=&an{hfitA zC)dBgW_0dTqFT1AGP%}KlnEHjNhD<%sU>y8T*w{wwV3c$4dbN&Fkn`t_`Slx-%Wo0iwHv1yi}w6o;I2Sb?rv z2Sn8wR}zDK3zkG_sJ9@-VA^DoXal=C!-|IbN?s|}?bVBeXy)Cpsq{-9A$+*x%v54+ zp#AI~9&(2gCnLU>BYZRq3L)ho%fu9o+$@I>SPYfNNiV@#Su0o9NkT#v*iWW3pv6!2ZH$!3C#h{RPD3 zpKOy|`zJCZ62AW4FR~pq-KEO+ynU$(9^bVGGev-qdJdov@Uv@5k5H5`XSriSjTEK7 zz>13l^D{15H(DGvVM&e>I@?)6_70|8Na?QuseV8D%?HB~7MQo%)1$tvp0e&K;*_pp z)Dtl3@Z9PtNl`4AF|@n(cH6;j2v={dka!L*R2pVDt`GYgDg=ZO${&8lbv1+O%i?)s zz3CU@@`mufe5zy^H1W}4q{b!p5()$-iF@vJ$lmHn4&&O;ZJcR$2*{+v3}54irMQ>e zx1O02RB8KB@$g`#%)bq9^#^w4yU23yhZ)>0SGhfdKMnT^lHv_&;k-QC zhglFoQpZgDF0(*A2EvcEWGrIdvQn#xy-ZSo`{@-|?xtbL=Wkge$+(0OEB$xw4uxfl zl{la^Q7w4*Z%iMmRI}SV5a3gRw-O7R`^B^rX+Gl~riVsAJtQv3FXU33*I5{JM(y7k z!)OK5Zlaok*{UZ?H&iA?v*t%yWl9!})3;19@xqnfXJh4HFv|(VarWdIkB-tDBD8-0 zj;LC!Je{6GdKo+e1a#&yOaU*yBP*QMSbgxuJZbu^YIV4tSK9rr;RqAPQ>V)?zjRBW zdpeg(r91=Q<|T4elvVt(POJ3Q@x6SjjFjPFtmzf}XRgoW#xtSuxH_>6$Al{X(j+yJ z5vaO4cBphjym_YHjvtC$9QvI2H>~N@o_DF$@4z(m2h8F#hf9j5ty_rNnRVwYyI-y= zRBmtMUb#bn(M9Fk_6Qs;EiDm?E(FBIjMO`r^crY9CHL9qKywF;(I$=Hk6R#!BO_9B zdz?2K7*YW=yYQ}_JeXaL{I-y}g2L?KjiPnObZiE0`Ho~BOiU;pqTNAaq0jl71Qi2A z0($m{XkZZ8o60dcq=Mr@OVX#rIFn*&mD60LrEsvRUc#tyEe={o&(rY`s&q7Ssd3D`gAjchhviw_(E zM?mJ~k5Q;FRLAy&ADEMoA*VtPpNF3j&;)Z>F9uWM(nwq(qF?gxbYfeNC9-Xvxz)OX zPW;edQjwJ)+QnoD-F79vqc$P^E!M@YW+{ocy0_^drt9Ou3)6=BAQAVKj{F**Bt~&R z>w|~k?{3^q##Vc8hFqF~)*4)MSH}g;G3T_VzlL=^5}~Fo9B>?+fP~4c=4NtWiE3Uy z8PAas5fSm<8~)cGC}N+g@1T7Y8k!KGrxgqY>%Z6hZlW==_?qh=z}B&{u!awUC5C@G z1q(R@?30;r_^}iHBKhc!AGQ6(YBsJKE90fW6^S`i?(=FY@1DtwKc*(5gILkaL@zD% zW?rPHIsC+2Hy-CMJ+Ztl|EADRfK*VwJ@$2yhS&LCT-g3ORZGbytTUB^&Q7h0sKmHD zFWc`GNzr!QJ|#Wel}O`DN7z?gL-vEMo#u8&V#|_)jalVL=-3^O$RirY#&2QQ-9k@t zis&mE8X8JoHBa>DG_asQ3C=WJ^W>8W=?%SVew+0ZOgoTzA8^)$V6eoP_VoCybv$pO zpoqEmlv!LNgbh72W+X*5_l*)_RH+(sZ}}bG$Zk?ZERcpmH$tvKwy%Z3198@xLiz*} z8kvxg+e}wj3Y<~Wn?iq|ZwD^_Gb|MBlv<^CFsrq+M3ukTyJ+HjMGN)GEun8!-7*!R z#w7p09Jd+rp{xes74fj7R2P+-9AtYF$RuWJZ72@w*1~Odf84qU}77!pUpR%=T6n z*G4_N*n_<6$RL9E$L;?SC1y(zk_x!t$qHQHg^E#HHyqU1>Lf|Mt7Q55>1{zL<=iDW%w0^!TL1d9SAQG z76gbyGQA0sT=f$9(YGKMg_=RiqT98@cVfQk!Lw2yq`?qNGobbY zn!PxG$2lZpWnDC}U1s}eQyed;fmU-^8qf~iThfpZcQxnSJi^bc(Iq4Rj)w*QUQyazx*B!<;%v-yx39N)PdAlo@`BT*Hjs*sW}2Yu z!GuE6DUgh>zxbC{N>+UUwn{yegK1>vdBbeQiTK7IjURY{jS8zH2$i($>I3={@9W!7<;gmLa zN2dZdJlpI;qlGDCC+zqs=v!g}wDW#QG{AERv!P`v4(9*(kE`#uN9!s&6#(Q=AiW>q zCmmS&UJAT4BfR3UeFauMc+tF{ej<*?D$t-r$(PKM0y$6~|5?4`cCC*~RE zqO+H326tc`Ug5;xW^(?nH6`i${L&2Rh{X%0*&PX&ongX%rH@NEhf-0$Qqz8_ai7~O zow+>@0142)+a)sa8Y^*`;&_Mqd^^rlobA6A)H7qHq#5b1d^Wk|OqB&;f&6ws2%>lz z*~j+NVg9Quvu%WTxq$g0eJP-RQ3vR?J_78rG!dDh@6VqEqKnf(VBp*3P8jGCV^;6} z_$A{OD(7>FAg^G*az`-{jNm4M1U|+P|M5cpIy@ei9K;>?Qf}%%I_uOFE4B|S&fs*e zcctkg*3eB9r_D%X-osL()tvJJr4JpKWv4=r&2I$foVoLN>0!A3X;5DO$AVkEW&l9E zrWa7-EX*aCc~WCOmu`xvPEt7DE^}brY2oAaUXEH7^4^OG6uSNbuH+hd@^{xi>BzUn zeSOXTOKE4N8nxRUN?u;WFGpzrN@`C3Qpe1umW&9NRxJ zx3=8>&)7Ojjg}=I6~tsEJT@kGH>L4mmddbMFV^xHB_%(Y00CN1?=Tx*X;e_wq)}Qm zIROF(_I;YM@~3C-T$>$8+rF=rw*LF|tiZaUYrQ%qi%qVAZ$F{Qu}1bOEX>7rg~eo# z6#bB6hO(b{Vq^7{{j!J7f4iSMQiD&7r_*5w48%lJ4piDrO%cO^^}kpR+U5wTD0!pu z-Ks7PL-tumGeG^hdP)~@jO_j9N|_O3uvqo}0xmuM_sp~`o$0Cdo_$6R_K~%~cfvkz zJF@n_PlNvFn*XTqOJm^Yy_LMkJs_CAN6*KbfF)^B!{+tDs^DJ+=#IQ$rW8qJPELjl zqm^noj%y4}gLbJ8n-|+3KlZCBdJKBy+eZwZ-ln0|vl%ic{s;MTFs64Xl2O*;7nuKX zNVzC-Dd~eB&Z{qxUR7$Q#0KR*P>8>dC%+W%lI$3~I#dv96xu^iVP~-m&qMnoPGX@E zDbq5^qUG)67QISd`T44|1a*NmgM%a>2A!c7>^xe|SG;0+@h+mZvaEkH)QGVpoVEV6Zc|+hZX?H7EQL1PA z_Ek-3HqGm09ugD|sW%jf42CEDaCe#U78x$TtVaP%99kdh^uT*h8E0DZc6ApnhQ}u8^_O@ z2~pdTApdYN^-!&c1^L8WIvW^2y|2J8hMu%^@75x#U+eS%BooxvR6$`HW2?;k%2JVqsM+9+zV7T7!3AA_DYfmw4!BAqGT7PFAkol81 zM03F@)qr2@`?ab^#sDqNVch;#d`N2PM#`m{t)pS3(zAz0C+6uLa|9Y?7q;OO3|mn$ zi-rie#d*r*ls6>E_Albl?;QJ`!Z7=#F^0FRJHEFH&C!v3(Ocl-8yQ&$ej-C4CJm&l z!Vv>4JL`j*H@M^;HZ<1m2J9sXm2;ejGK^p-K=OJrVbbuefuR11v^wuO5+xD$^^YYwfRTMOa>JlrdR zWT6nap8p?=eg^EjdoapJmlxq~%PXQ5#sk38g;^=ZA<#tuH1}EK(Vf@rEsuk-N&seo zxGcJ#5m#1>oCLU5Kod2)Mw5xw)j(o^fby@bv$5>$FakfE0mTHpW zB16}9V5l3fG=H8Ci$uVJVbQ3WMP|wo!n8Q$=eHyaW@Y*ogy3PWK4N}!luET2PVcUF zAtz`c%MOfaqp^J11i$T+y|k>n;=~+JBtI=bjqUhk21Qw(&v#pRlJtY#qHn2`11c&3 zNZQ@xFNG9DaN0Lg6zDCj?9bHXV1?p$v8EL(!%a~sx+CWf?x5w;3@R_*v zCpEWUzb@PByCJ?Ooy6*z8mfe7ydWQalc{`(M zcYPxA`Vh!oi?QQNO>%XI-(e5=k&+yuRTf{7GU=)fC=XC?ZfhhoX;y%SL~z&Pmww)QDp188wH-4{tQFu)@+itzOK z>W8h`b6|!W9}C#$K78nq4_#Irky`Ci=G_G?*f?IFO=)lnbm_AFUJF5slvm9oWsp)d z+N+Nkrx5eU_AK^fy)XK=ZE-*{3Z=*>4hTzXEBTZ#y;jr4(!)&Ww6OQmSjpZ5_|C|LZ*L$xJz>cY>IjhAQoOV1X$ z%Sd2OM$TF#R<}K8fZHI|TyCH|{M(qElfDCNpELYc?<&SO=xg(zQPzmU9ELW?8|eI+=+!%Y%B*+3J|!{%Dhb3axRL7j^x@D& z`;UCdxe270Q7`AQ6Qg`G)6gf=7=JWs!TNE@dLlYZzy%8X%}Qj0)!uQJa~DR*0*kV` zOjIy!-H^OruzA-uapmXR zgohjHw${FPQ62VpqL{vN)MVTo)hv%1JHJyNF6h0YYlFL|&-*ONqC17r)N1B}9;6M( zYbdWvqcArODeN0oWPUA>nKv*}ddq5GAUshGE zS1?>rI(|_KSwt~wS{QMdLC}VeOMalUE>fBIz!J72ux*S=`pgQX-;&l<24i>2tm(PU zHynqmjrfUXK_$IpU)Q!8uOw<@W!u2Zy0QyjxDVs;My1PpM(G6%nb0a^twUA#7kg_F zaF8d5(`;^!w;M7~)@UgMkqO5e;DojN)`vH{htmBU=8pwZYU}BVaIS=u1v$x_x;%rS zWB=8go)yw*SW}n)z2qFb1fo7#@@|fKucr?wkLnmhFr%d*jSo>+LP|Vk`8`@jkX56a zssw@WJ6V>KC1IWE89%!tkHYu#$|Y@AptbVCckXzfPwuAdP@uDAZj0<}Tq?{=FM!Q` ze)#kCmKuaS&&+aE5%1q{LaVSCTJ-h@I9)`vsz@JRh^rkOU3%(ohCu z(Cm!+CntcCfS&#OqTs_oCml30GMPkJygIi3e9s(+(SH@=lbw*Sdox#(*1PB@rP zKUGnF0Dwl3pbwf8v+AE+9e%?(`ZM6_99kftbZxjLKfzVAx~xOd+5*IreKY2a;m5fd ze!(pI6i7bU(h(ow;~?KRh`il#k#Ra+f}Cq1gTLSSQeN0DXAyqpVvbz$Dwi(M3Tvs7 zhU~Z(e5#9LZ(BOS+0R=bNSqwQY>2#3KwSi)P5ibYi#Ut+Rk>>&@qLu7rWD$_`*~Ky zbQt#Y9Nd+8HeH+DAF2z2X{m9~P+B#6=LH3NbBR8pH&=ra{>0>D5c;0s=GMm?2;+sH zX2-etvq2o6JhC+#0)~-SQ`MyVzkYKh1boDf5cEOz9~Km8u}c}g5}DP*&oehfd$UO66AP%MOYu*6=Ecs7Z@E(AcH_4nQa)f2U|FAQUS9m;g8rHR z1!uDRCyu=zD{d{nc=%0me`2RetMV3Ii_SMv$g@`2TX^zaNkIFUlL>7gG zoud*l0SNFt1b?qM&+Ef^hBkNbA+-O!?(vbal^EUu$szss5j=2z_!;qI&g@$okh~#s zi;7`j?>AV=0O=GNW8b4QIH!$MrC0f__h55As2q*)>_#LGG#sz8*XDT~*PRAG=mKVa3D_aXp)slu)(dZ;cgFCKf@R5t#8rz>gR|zfgxgW9zl<^5?-WHs)Y@8L z?jd_M9&{tGyfP$S!97!=v8&$f|DD6}TvYOvg3Nl?Y_Gu7f5oTI;c^xHCQ<(=-JZbQb?r#zoZ^hK1lzHa zfl{vU!XZL}`5c9RjlP@Dp`qtR+u)9;qRn4nG1p8v*?LakL?ifCpYNv_e>k^;Ibew83~T!! zKq3NFAJnmyAJBY$KK}z|hrw;mj;ZO1CDh;xo58KoxFg!T^PagKGKeQ^ekl6U9k`I#Ky(!>Q|9KlPWbXNx7TgdUZ$71SeRBHn#Y0g%v8A zvME1n8_fGIYVV+HE+JWp2YM~tHtAj8fCHM2yG6QBl9GOKx!+WkFH5S(rr33AaJX>j zvnGRGpPhh%C7u%(e<+GW)n}BcY$yI40{1IvR>Rl=wV<*0vLj}8?X7tKPp&vf&taK? zMkm*WO>0J^fGBzR{IOqVXyW{yK^5Wc zC;JB&Q!-@#RxT53#WI3`WpzEU+@>(1AHnCzVBElT^fr-EA7kvM20dpD@_Tp@XkS{} zS~L+I)N$Apa37NHp>RY?{lRT#4A*Wp7=jCSqG!CZWr}mif0x-3{(vz=f#}#ERdu?b z2xduSlIC!~@(Swvj*6nw)cB@$=Q@QLkRhGa#@_SIV0%g!vq8O_IxylBT(sYG-1B0T zJ8u+ME|$%Om3i=M*6dUX-S?Wi$?aa%o=~rBa{HcN7Q_fY^>qpT4f-e3D2nN9G?Z#i z`EtdqwRI?RrqA2O`1`M&Ta+xND5c1zX3I7XG3Q=Vxr-c7R7Sah|*6T0V6 zJ80xK1iTfx1B3>0_wuX&+LB7M0N~aDbUDkDqBDhlOV{p1KXyqG6;dIS`3da9<3-Km zAJN4!=6?y7Ci_~ev?WA-2go3sR^ZFot%;A-%M?Bp-QP2YZv@_j`8I&4gYzm$U%ye^ zZ%tw;Dj3ZPhBo-rj-$4%liM3Qt6cs~e%v>KY(Aod&^*PdF=X+GoLT#GhSt$&+A;eg_ww%M zAD+??@~ABRn6deX-Z5V%6*nq7_GRbeLp#vXg)Hj2*VNw0pxLR+WWNBdSNnK!nld9D zw%rPUGYTtI@gt7213jY1TXej> zv7VW=lF7Y6!_$RREEQ<6?kZgEruEZ3!z7hPKwHCFwkC|{rTXq}E=Z|4;@q<%_ob?4 z(v)TqW%YCfl7WtJb(0VO6W4Q`XZ*{?C>pWQ6}1bqA}hJmH$4I#O?d{pq%-TsCKm@s zZNUCbhqMmR(oQb($U<9{HPvGZ;R#MwPLBTuvPR&tnc4deG}>(H^+rf>X!&nH=qz>LwKN{x z&P5wTkFDDu1k>-T8wh_~SH>=J&eaJaY(9Q%_XntXjR14Nzu{ z-=xultEx^45<65I1CZQ604GHEi&V#AyraVbg$Dp#I*Z8qIqOKK*eO&9Rm&Z{8RyqHq#u(CoHJ)5hi6{xp!m_4u@lT?sX;NvgktiQ4;>np0Fpfc@UD{Ew7Haaqv zkuZqxr!b>)L-z3E>19vF}na*ahdq zUT>)z@it$eJ!oeqzz_qWO1`fv(F0;p!4EUQqEQY!e4Rh$e5-y$^`Vbf z*js`#L$60F_KD3p3Ec+wCST5&AJjj+Zp0GA*BZ0S>*;NY5;1cjDvOH67RQ9>%gWwp zC`ZE9>P!O?#*@0!i|c|hT93uqDot~2bqW8H>s{X>JCXkU^PLLPHf&&<3w2q$<1X9J zH7cu~8yOk%3E(4KZPyW;Fj-IDwbY?)et=C>u$ePTc4X+z<{%6dOLufz3aQd0kK&YO ztaoWcR&e==cy8cdV79r`%!wUX>78#bk=TLZkeqdl9+RWHV$;kS%zZ$4f$2htqRjK!FET_r1HP| zuCY&Fbr_`Ye_b%yYHAR%i9vn*c_QLg2fr&k*YueYDrxj@-LIY5S)~A3uV}JIy&&#a zlIC4yk#v7g6i7&1T^+74DGO$93**$~TsJhhoT9nkttYfS;t|Uax|Pv-R)fd{N7)c@ zUdO0fs-Pv6N?-N__>|zvQq>}q9sZ*SC!JiK?Ot^!{nC3VJBm*2auTraaG*D;68#D{ zT!_5UI;y*ZcQud1e!cd8U6cR*GLASgf0Zh;hl{$i$R_v>*Sbb=)CP(|4i%3=y}?(N z4D{n{_J-gnt-9;VbY`MX!YCikvc>UUpMvy<-`=IN?s zmY(HuHDkm~eQB#(TC=q&b=Tt{N~F(yfckfXS1d9r_V;`T?(6}?lj76weE(a^Wtf5I z?Y&uVUs;WBy@9aG{W5Y5s#3o2M>FXpP2D^^o;fo9fqaRl;_Q04R$Oi??)d;npi4?q z&Ox3A5SZnyWB-rI*nukaBGCb=3S?1+7_o5fn$=U@LfigM@7BG&tA3{51{DvB`YGXv zETi=v@vw}bke0g}5d6Gdrz;4K;UEr23_&78Fa_kUzAnATzl-=>4PE!504w6@hUn^h zUEUww{QP-P3J6CH=j!@S%m>eKUDY~=*TI4eA8(-cL>OY|M_l}-!%DM?LB;qQiQ!6x zpW`fCw4R!cJ#sPE7QWP47w=bhhZhdH)by0fX>|N(X@5%~63>xm*Vf6i2tGdrwBS1^ zKSds`L9d)vpT2^SAo;(AZH}QtJlX)B0kK(FS-xj33!vrn0SgCEs>l9aF+7h3hI}l7JdRU5W@j`jt<>iyZ;ttu#e{w&u7$CLx zs1@g`%ErCAL%_noS%_I#hXo;I()ZG_hPocE;1){C2#49f zw);|}97u>wO|9|ahhJEc@X4*+NX-JAO7)vNg<%f0xghXhwmaL!GswV2O=WLwEGy|Q zQu_Z#4gyVgZ}2nrX0y~sRy*7vXrakAGGc5gi#!h6qh5K0U9}|eyRs25s(*()+!?^` zZ=OyR8y0#DZES3`)zR+B*0N^>V3zH~v=l`~MY?RnYRKm`ZKVZut$>H;j(Pi0VYi_S z=XNtnCON@j-#g{?VA7ooFt@0yM~#ib(oN?!Q?>qqb5SY#dPIJn9X6n~eG9DI$*UIG zVUj&N`ziv=pLd8YOYYJac7XI@-FY~=Z{{j)^jF%DpzZ6@T*3!k&XZ9+A)I+xYe$`c z(4R%w4Ozjy39X5~X#+9qed0E=b-a&;hDN#Pof95Gn%SN%3z3|v>Q9+uu7H!iwss}B zqSna7AaEjr$hS{XB6d3Q4t^btAI>7W6%-H} z7BNGnVN4;Negf{7p9OQWvym7XO<>|Rvz8y4y5znVgHxk{c-AFTyh?t4nz{yswkaRa zpAX~G^xRqI04VpP`MV{j=nvme_BU zZ~h8#btd?cCkosz~#p1xs%~YNFnO)~itm9O-wz>8ZzT~7>-Bzu5$9C`z&6XP6%ds8J1UYdT(1=P~bOd{>x*a%50p)^)wM%>A#0*qwYHX zkfi!@{u43j(vi1U2AS7LC_t;*dB@F@>fG2S^T*wL~aI_&WMBh&2u>pfC4 z;rH}e8z*j&bA<7UaocnYk$u+-Q>B&WFK{i3&VtScX@OCCf7t<%r&yFOd5)7Nb*J2o zPziCahd0_w?{zZ>FPD~-Z0jV{2~{doeu`0tKmyx+pT57pK8cQy`0_=}zQWs^R`joG z>NfVf;=8{e=!FR*jswepRQ{MR0nBI1+7#_xltgpp*&b>JC@$lLW1}FpkaVt(fuORQJMbu z=az_8Qh~2cUh%gI<(4p7=;z}OE66hl2ovf8x#D)c)bSZQEnW#i-h$xVXDub@36(O9 z8=~Z1bBUbdP4qD?d$awlHtp9K(fd@&;_0<&eY5%KXx&!OFfLDu<&>1;v#Z>yd?NYj z;eeV(B=1vnPNj0$`)}oB+S^9n(^A=u&0*srf&Onjn|je?^Vco-^{dVs4WvV6flat^ z^pzgMX}Fbi*f|X;pA$L=rK1ALWTPOMDK;+d7Vk#~+JBRnK=_0U-uEYI7dR!XAo=}W zzbQ*Wjcff*1oyuX1f5shjD+|!*~yF1GtsHh2P!qwo`nz#->ABU{iXqT@CN-IVm5}3 z9cGVB!6S4(sa?R%3%|B>GWe!fPb*VKiY+sLlF9w?Pg^CcSI?{<9EydHvgc~7P5?U0 zcxB?UGvIIDn-SMm4g{X}9gg7Ufq3|MtT!gI*xefZS(0Q6C? z-*VHC9c0C|rJ`xoQj_RAgg{QtuYYvg^;6i4rW`mff6d5l&HJ4V-Fk@sl@jnb?tM;o z;UKedcJ^Y(R{{yl{&J8a5O!5V7L5Vng&bM&g`S8EfqcEauLV;dky#bGlMWgkgb6jr z+0$wHa=tOjhQ9Lwwtm3)WlGgBMv4uAYjx}JgnahsoD;)#DMT(|o(gb1UYif$6thjqdg(TJwtvp55%Ru0maE_=^uk-W*L z3k;4V7~x{o33_#aqwg2j&Es%vg#wHryMlo2r&LC#+XWM8-1KQ2w865l5h ztlCf-URhwr&9qDk%x@m0wF}3GOPF>ZP`$vpn|SLIOTnPx(YUDBUDIcEeP26VUTjaY zkEz!igeve;dDF0R*h=3Q8)ZlO8Oj&OM3v_#m{T0|4r^vt&&jZwYjFX>NDLeWVPje* zm(}KppK(H2bpT;QWUGuhUd~CQuBpJe5G0kaT)A}-WOoP(xK}q#{U^@qJ)oOI=<~}r znuolee|zyVZ}h!u*Wt=jGj}iaV;U`kxHZZTq!Ya&%SsNW38*A<&u`F!h}LZ~`Qvj@J zkf0%Q@lq8Oc7MfEX&Kl47Mk(|JXuxfz3ZQ~GjFfldTHTG&rz?PQLOv3koUPy!7pxI zkDx67zNtb`j=5|L6Gr7!&3{PQKowlyUM%?m&KYifN3ct->xQ;@4$nxkzlb0lH$_ST zJAKU-!zRD1UfN$By?xo+EUPO~sjGM;e{Hx-Q_&sN@~yFQi|l@5p~VH!cgf*T=Of`h zCZ7UD-!JZ>4rk8gn~TTjmb)6&m-kO5y$0qzKWdU$HWA4ul9dwjtKjD^cHqK3VdEh} zA8AyPH5*pXkV*_=bdtV3`U06lfmQw)cYlC-uj|T4 zh*5+>ieeh&crzG_~2d+GRs&RbGY3@_Nv&nOv7LRpL+Ne?!nUI$gr!$vPEZJ61M zjPv}@GYEDJQjo$blY3^gSy3kSx@6Zysdei$6%qK{PNUU-CK%#67CMVHPNo?8f9U)t zfBFVHza24`6f;)OTsKf<*N5hDDX%^}ge)g_uDfCY>DC|Wn=AIQiiJb%(MF)15Q(!= zxa;)we{8~(F#XR!-F}+wz!A{>9?*;fM8aRnJ$ON^*HFCYYHsz?(RkkO0}@DdkAJJV zfg*!mFy2{AdY_kusTcmEY?EBnBTPUCEp5xLJ3IBk4YOEHrd)0f>|WqQ(5`Seo|A%{ z9NMYDe^JU1oPvSux(VsedA2LMl3c%kXMY%9dqXXCv~;?**Tm@pQZZ%?9#XegwB&Dh zhA5>YaM|_0;&K<|7^avzu;}=cFSI=V*i`OSey3DJ@TA{{36_xvE~@!TCc7y!&&~ZY zP5mYP1`SMN>Eb|DkPL&(9&c{N2tTMfR)vWpxyr2d1d$OO8YW{GO}lH!>iZA`lRNm- zD8IEA*oxhRmpVBld*_u3MEVI~v0rCLLhE(zi)KXZZk+K|AGdV@b`%H#@oh75o}cvt z`Qe%unee&MpsERVOwUuUg~IM@f}oGT>e0I^l6ZSVe<)kcQs9tu===qsTqu_Jjoc+6 zsZCTuHp<6ogTqxOHPAdiNpjX7^u_kUk9E8CoN&^j$cOcf^tVp^aUg~ag%zyZiW>b8 zVJicA1*}fcLGiPtZ>i3ADo%xF(@+J0kdQ7&J-L1q9bRI;NR0?wx=2XFa0?0Hy7sHt zgyfE#KxS8>`uuvqmT$ceerrQu!8_Pm42Py72cAYJ24r@p)TI>S-NStpv%G`;^?7Rz z5!Um?2YM5g0p*|%p}?{A$hEKX0IQrYug*9biv2njDheOI<$7Cn8uS03PC&DZXo2$+ z(0HSPpMtaM&!f{4!uik+JC>QR`5-G{6icnqT2dnuQ+VfFZ=qRujX_ei+1$VSnsu^Y zrq)VXqVU;>JIp8Mv_SK2LP7s2_9LYN~&4fS^W4f*%>`djT~QDI}qMe9tKq{FeH8ru#q`~ zWzzoWDqcox+UH^s=JUc=llh*H`t-4Y5qYhq2`{Q6j}ioqj*U*psxI!DOfBt-4{Sys zn~XGN|GQ-h3W)9nD+d9;7QjvNk6mG_9CyDTPRf4MR8Ws^pF2fch?C zy+>puWUmrJ$=-X9Bq5m{n~*(n#KH4Ezu$d7_x(KAb6wB#_v0VOb$rKXz31!weqF6h zF|x(q$#psj+OTfSt>h&DGvn9&p_v&M%EQ%D`Su^W+E!4VVs>WjJt&4Heh@3`V2aEw~~G6#X#7HneR69p5t_MN;DnS z(2o}{F33I7Ve_;2z~f4}kA7Bfc>aC#{+;xxasnmeq*3NW@UxnA>ZV%52HA8m3)w$s z27IGh;lwO9`9z}2b(3P0&SN{+QQp!7ev&3%2q^@I7j$bF?dOC4xceOWPJLh`&viKY zA&O_EdRI!0tC}t24x|h%0ZAoZ>dAP6xA!VS4E(!XA@Q}6@8$~OeN%Y%Ov2*Enp<)z z?e7*H`*B&5LwwS>s~$&=&c;k~Gif>F1C`U^bJln2-MPgRP=V(Ng6CQwvR4 zS->;p!q(ySXhbmf#;Jvy&-bH;&rB}9?~&Tgh-U8 zc=wEY+qm8HpoE7GDi_iHH-irGh)LqKwpJ!Ov-3WL)A7fK8Y`F08fYGodRTg(s&u|_ zQi+l?U)m*})cVmI-T#nueS)u=xf+O?GgH7=T`eec>Dy+Zj~SS?82FtQ6sjiu+!aL^ zCo)=cC3;%f<|;IbsPw%c?L4P))d6`4w%Gg5o2D%cz?~+3Q5gRX{eBup8(U=9)oie2_-@@3uW$z`sGu}HJvgKyhXK$ z-GOpPLjf;B5)G#_)MurId8-pi`$UL`n&Vo?B|gK`Xt;4ViC7V*!0gpt@Q+sYHOGiv zyRBQ;Q&V86F;dDs@H|^{I;-t#mc&!l=ca{xrVe+Xu?7(M-wF#!|NE@Ix64aF6MYJ} z8^aWq;2cI-GyMe|^E^yZOd4a>P*dT-1=C|Z>E6I6I|9UR43hu3CCQAbc@XKtbYkx5 z3G~d36K*X&)%+(9J6cH-w7*%Q&6U*xh_*DV@v{xjm>Vj>RwRmU_iyD2P7<fsI+I7dPPu)YvK`A4#!}~C@~gPGw)lk!}onwvh?Hl^2UL}n31}Q zP6&**`dBizLRE|Lq|i>WGv=YNd&tV(Vv`3di&XZ>Hj9*C4HzSr>hb$*dCt)B9=QjV*A;GyZc0}o^ zzr^a-jl>*g@Rj=R1uIC0p^+QuhpxtUNlI5YLT}G{lI$<%rpwC61h4b~SA46_J;z=g zm|#H=7nB;+s3CU^5ubKCUXJn$3{dk;b(-EpH!pf8MBiJ*MG$c~gRP|Oy2Q+y3hl}k z;SH?$m`YD{eA)ut+|QTzMAj(+g=U9H+qeXGgKH=8%a^|MB=2+B@%ba5O!5>E{;l^g zMyD@`R!pf6(a^bu=(*-eJ(NPqUWjltb$z!v{mM|j`GSy7fPG$L%Ux@ROsc26OY1uu zom*;M;t4+4!tO*r*OGF_4bj6^u?ak3uDaOlhn-_s8qB3EEh{T=oRd{b6(pyorcM&Ff3y1JAHle@ z`lhRDDGMBx4#{OM6kr3b#@>5nJ;X#9IZLz|`RlTUm32%5A;wC1yqG~05`Jjk$+c<> z5Z`TF9v08gQ_?H`U>uvX*rV{Z6#xjqEE7^?K6BEHHy-0@*JeNOmZs#5Kb3aN<+^aB z8n(>54~1xkT0>roenwq~meaJNuAIlei~MG?6ZNGOUwF4oTMp)AWMs7bUfeXQw849o zE7+r182|k7G%>=d@@v3^kvYY$b`}$4gRq19-nMy3wL9%yiJ=6+SXvr!GBoCC< z`7VODv3e}Q4!ghjolgJAcw*q~%YRahNGm0E$_YxH6=5%;jIZPG_ur+Q0s72`Vn6fC zzQ)uyK>K3Et88(bV-VQzk7;2S7Og`7e!2+v@{KH|Mb=l#85NZ5>+}tb7`$%rj7!33pW_LX4pd?>jkh|%OregNYi^0Lg1L9A2w@j}kaHlc3c26E(eb}-rDOh_>a*(2KkrE? zUG{vK5ErinrS83c4)aoBjbx!^E)Y#BX2-GmFqGTw0MB0ch*0U?_FN{O?H^4F zwv;RICbd;w`cmtsvQ`a+o?E}xd;m`Q$yp+ApT#r$1B;;sv{HB9Xu$CJ95|Pkm%r7i zvP^3JfOzn|g4ln%Q58{oS`O5IqHFbeKCVQBa)0r-{m_k~oB~u!)0-%18lsKnyDO+xQZ#9ymBX-4)5Pv@Ge(`~j#*cijG9z=9d)Obko z(u^Xi6BG?%*&vkKl*Jqeolx*~sEv9NOaI$tc9&#LMd3<9($G%T^rzS8FP45c{Q}A* z!(BYhMg#Alo7}(@YQB^1udGY4$K_cfD>*fWyLtQu-yl@*9Pxu@x5Zc z`Htls(?B$_&PV0JzTR{z2bPC?xkpqMvNsc!UmKA=HzcsZrC)yGaX>Yw%SsYtUdb5%kAnSR%GTh%K~F9y zelw=zI_?N}Vm&vBsVdkkChS%@b<` z7wTW^)?zUm%{S{aos_o@Q~%OP}7}Yd#fmFnr)(KoNV8;0ZQ%H;t<9#DW#)q2{t9#W0I|anaL&!3ZMgc_WH%-t2^*?&MQ!mE8We z0;#svrg`5eSIVYna-Hgd39EVFqQ}_kLmqX3N8k;S-re)|6draaYwM%q(v~jC@+5MC zh;l`))qn)crs+-ar}_+j*U#@)8fq?uAF*do&IME^gt3$}E66(lr=C=xY2WK-Ztna> z3D$K+U`@VijAGDf?F!cZFAC|vgxc*C$;uY$lw*n6MIsuP$#mQ7v0_oY^WT6MR3 zC9C?j%DQfVm4&VUfMJ~O9=S}g9na&Qvr@#QfQypfuba{9tE8W7r<_`*&$T`y_70C0 zYECHqj(Dc6&s2id#59l;O6mKD(WGy=G0xI$bipqn;-lw!PbQcec|CPj?cCJ zl9wx}aSE&Q6-@DuWR41qt0$|L*%9DGR7J?mQwv2C98!C|X5 zD7RDvl%9;<3kS>}w?h|Og$$e3N6> zc@^KewAE>4vnM|Kh9n3d$%!LTzhw`_Z4#&C8SRed3V2wO)uX)XPv#KKXbP4%(6x3y zoWM9!cDbzw_|wvuvLr9O+Km=`e=zg4oL1;?aWxUmuPqQ}y9Vh-FbY>kytuR=$0jBJ zZrc4#uC|tM>6i^qYA?|5`ggxOHc}=C4@S^^RmG~7*cdX=pa8L$w~Q{ZEx3j)eo$E~ zxm*uQ1aC5mwRSD-2SA$BP3VyW6N^(XyAzc(%6)_3ExL`fe zM}?ibl#TNr72?0@fJ$&1LBC|V&1K{(A@W-3wXSw|%ng?Jc7?7JiOF$cY=mL~FlNN= zm|yi&2G2)%er%O+w@k3yp0WWgkLm_aqeaO3!`)}Iv`7F}?8fH4I zWp1GYse3=-6V`~9yRADswjp5 z+n}5-OOYml-f$3K7UL@B{IrgiA&R_nr5Amv9pIp<%Kh_JEA>ycuRhIdFy&KkogQ&5`d>``iTgR2f4y zL%q*s>NI91fRw@Ew6xCkN*-kaZQc6OtZP#1DfJCJOQ*Xx45B{U!M&*e@@kviRqF!nyi<#X7OR zwivTl@B6Lij~(cT6-`bci0e{pTBBu9#H<8`>rLI zRibO2PZYI#%);#3akwZX>4OMMFW>!e)jZVJOv`K{{GxaX@68vIIf0=79nRX%GR6s? z9B+ZsPa0{TflShSnfv5agC7agRwO{pF5K|>6`Bj4ZZ({#q)2KESvYy#!jb^pOP2%r z^1t4H65bz+%-62p3UoPmo;08XViqD9F=DbsghN|#)c@_Dqw2tcwp_S~qNK0e$?te>*0dIEQ{ zu(j>zd`Vy8y!;T?HOPIto9(W5c2F@p7~v2F`0Q-MS#HS`bQY=0dlB(9i5EYXRavSC z+CXh^b8xh+Pt+1K3h;wz|{CyYEu3R5d5YC7u8TORnPC1%dhj_7q7O{_w0hq zVv<(=u7u~Ylo8@EqUXkrasrBX-q$@=6~-&W1*ob=f6+$q0d17h8?mw96}@IzjL|`9 zK!t7I`ltnghD9HKub6(_1v}i0-*#Fl2u+_7bF|ZO(vy}ZwsBv{r-3ZOeZ%|}jHkcez}&c$%K3fhWoH{fous0_F3WH4TXSCzk~?LH zxSu9`3c*jA1lNQ~vE5JeAF~0UCg`+4AccS1O!EMArGPL>-WWk8rn*n8gr zEr=#N?fLrdGyTQ>jFDUXvs*4dJy3AHWC+D&L!S0UJK@g=!e&FBX-dC+=xcTr!V@{w ze|lKbmRu;v;ldF8mHyDG5fObpzs!9yFB06#&(i+eu#nC;2k_U2+~~A4@c6dfpHT4_W=V3IqthKJ`gat*=fHBwpjlqVFv{G-ITR1E6=}w zS9ji+yo~D?^jJqnJn|5ZlH)?WCJxp3`j$&8y2h!^xnp2u%sjorG*Rz)c{#s{nVAC0 z3AR84Eiay>rRArdp0=w|Vu6*FmHqk_WWYwqRO`AH9v63hcVmhHyj5}xi%iAum65qx z;8cZKX?DCM@n`;A)S<_lu2>a`Ff7*lT@G|>DL&hDd|>U)B^Vwb7x&hFs`1mOPm&-M zWM9$+r~4g`%_YH{8=eZM@cfU z)^u{j4c>P|?i#)Iu+I194?V`|To zc~NZIL-Q^-H>qx>d@_H-m3O zqqJ5>4^{i_7?%1mo4uN&oxa?ALISjYZi5@hDJtqU?*bhHX7-lb3|Mo8X6Kq z_yP@_SRZMTwXyLPXn@F29r*`hobCv0j&f?NOEPmPgy5y}GBQq$jg1u+3E7SZL44^7 zJA1c_4zN@D9{(}_J~R|OhkWu4F6jTL$*sjnGh*A((NR2Rv%l5F(B^JBkX2DZ{iDiW z&d4ZZMetdRe`~9h&3HL`geFbh9uT;F{;Uu+g8rL-aW{qNJv
&F25=Q8v>+;cC0 zwbpfBMhjaY1keFrO_XZI(atj7wPRZLaTmrcC%&~tH-tJ;QKfSt2 zD`-P&SF=Ea2IQzw?e@}a--;43lNG3@5WPCrnFh=xDJDCbM}Zh~I(lj6zXao+9$`S- z@Vajr>bj1ZN_1S-_&AjNSqVFCRq@NIMO9&CCBNOO;z0f5x0QV5`}Zj#WV7ZEx5gDyN?1)P+p|Y^jh-uIk z?IMe5&+_v*CyK;VEIeKhkwi&sfWp@0RP$w{@tLtwExeK@^DNJe`$QjxWVX8rnkWS#HHkz1o& z6bcJ8t$(1c*y|!(Ye_2H9;SH_+%y*{x(}bef|2Z+d8^CF(F|aR4Nu=ldawh z0}HUMbFs0pe}tyIW2YLtg#4y_Fk8vV$*7?r>C|&<_p2w15c?iGKewiQ4{!Lv)7~t4 z`0lNac|#+;6F52B@UG&}z;R>;4%S?1YHAzqt{{{bd(HToT-P2)HN8kpNzv_!xGb8m zfv(|e^89Ue4E%mGutd$2v^splN$xtyK2 z|Mj)#&b@p0yqkQF_Ip!>LJngx$5RBXnW4->F6yU;zQySspiA6@$yK?3|0hWK&nK`j zGYw1Em@#f!u#a@R_=SXapvM9tJwCo8H#>Vv2<`B!i+h#1(m||mhe=8JFBKKdlXczj sf7RswlVbZ@bCUg==KOzin=dCsU##9olvPJuM8MBInfua(Qig&50RypJR{#J2 -- Gitee From a60443b529d75e36191575e5de04af27db94706f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:23:42 +0800 Subject: [PATCH 08/23] =?UTF-8?q?=E6=96=B0=E5=BB=BA=20img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep new file mode 100644 index 0000000..e69de29 -- Gitee From 5c4dd9026c92e00c03627e9dd569d87fd61f8ad7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:24:34 +0800 Subject: [PATCH 09/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep deleted file mode 100644 index e69de29..0000000 -- Gitee From 39c5f0fc740abf16b61fba104a5b178e08a62625 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:25:24 +0800 Subject: [PATCH 10/23] =?UTF-8?q?=E6=96=B0=E5=BB=BA=20img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep new file mode 100644 index 0000000..e69de29 -- Gitee From 36c2e345c65788afe2516d9f4fb4f6dad0e14e67 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:35:09 +0800 Subject: [PATCH 11/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep deleted file mode 100644 index e69de29..0000000 -- Gitee From 5648a65baa50e99184f6ec1fcfed411174f09b53 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 14:30:40 +0800 Subject: [PATCH 12/23] =?UTF-8?q?=E5=9B=BE=E7=89=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../submission/16300110008/img/test.png | Bin 0 -> 44575 bytes .../submission/16300110008/img/test_close.png | Bin 0 -> 52847 bytes .../submission/16300110008/img/test_divide.png | Bin 0 -> 52542 bytes .../submission/16300110008/img/test_far.png | Bin 0 -> 32335 bytes .../submission/16300110008/img/test_gather.png | Bin 0 -> 37809 bytes .../submission/16300110008/img/train.png | Bin 0 -> 46509 bytes .../submission/16300110008/img/train_close.png | Bin 0 -> 58475 bytes .../submission/16300110008/img/train_divide.png | Bin 0 -> 56336 bytes .../submission/16300110008/img/train_far.png | Bin 0 -> 33049 bytes .../submission/16300110008/img/train_gather.png | Bin 0 -> 43581 bytes 10 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 assignment-1/submission/16300110008/img/test.png create mode 100644 assignment-1/submission/16300110008/img/test_close.png create mode 100644 assignment-1/submission/16300110008/img/test_divide.png create mode 100644 assignment-1/submission/16300110008/img/test_far.png create mode 100644 assignment-1/submission/16300110008/img/test_gather.png create mode 100644 assignment-1/submission/16300110008/img/train.png create mode 100644 assignment-1/submission/16300110008/img/train_close.png create mode 100644 assignment-1/submission/16300110008/img/train_divide.png create mode 100644 assignment-1/submission/16300110008/img/train_far.png create mode 100644 assignment-1/submission/16300110008/img/train_gather.png diff --git a/assignment-1/submission/16300110008/img/test.png b/assignment-1/submission/16300110008/img/test.png new file mode 100644 index 0000000000000000000000000000000000000000..d134664a436ac258eae767ab0245d0a6af0753fe GIT binary patch literal 44575 zcmeGDRZtvn^fd|(gS)#+kOU1b0fGz=+}(9>2=4Bl1PE@yU4l!10D<7{?(PIV&F}xd zZ+%r?ox5{$s?NpK^z?N1BfX!!*V=nMkxB|u=qMy8AP@*$Mp{Az1Of+uKrm}a2*4Tc z@ue-`i{C|3%SF|}!o}U#*&HNq?BZza;9?6kp>i{K{tR`n=Vaw%3|*KAMPPUF#m_ir|+T>R?wyAR6hy=x*0WU6=cn<)~Fyeh?K^ zI@?f@ko-yzElQ1;U@9(#Q!Cgh!c%v|(Qj#C8E#kWz$qjdPDT*&>z@;7D57G(e+gW{-~`|gYP#W^|L>Cj_svU; z+dELU#|CnSQy=lb(2%%+0Yy}F^!Z8aDZ;9Qt!?jAiR$~8CeV#w(F?Ss==7tGeqj#yFwpC8HVbLT>thlJ;~s<Ur7k_{EQZDG?Cj1) zJA5BD9+CfB$45o_s9n;Jej;gUX^u16mbv2L7+S4vc4zIGg6<}#EA7C9%q)q#d-pE& z#C+j@n*HXc3(IFS!>s3X{(En^mG|J_;C1?qmRnr48m#g4SPAW$))C~gg~>xhLje=& zVQE|n+So8zM|kaZNW#xgt@r`ozI|&tX*pEV&_GBT3gsN(gDumj=$0hZhXZ-+<%X|0 z@;Uy-*USM1VA>b+YcpOXYfByX_4eNE`U{wP(yCch;J$?gox)(i{Uq>!vsa-Su+skx z>VJErIH04znPY-Z%(+V@#{%%)5yE{2EMLYS1AOWN^p7yWpLUVt4lwU5K`XHRhC_!i zG5R31CN9rInvi;?R4_fz+3vW;fRrj!LVwU23u;@(X2n){G}gqMEhA zE^dph|*KHJmv-`kcu|ptZK>Nu=j!cdR9tvP!zTn`gs6*NQ3_F{H@e)6H^yG3nN@*G`JfpA%F&BdmRJd~9f==$eD? z3XuKM$SQ_ZgIySaOf6yDuiG^=8yYPFI!lH(SUuNpo{>bN<`I8=HKJ62 zS&b32*Lk!fdz}&(Ft>kVVkf&MCi$Ij*GYUpl_C10ys-?D3{^P{5SggP&Wv~6 zysAeMu#(J({^!iG&90lye`mn;x-fhWD?(`G0(ii>W_et6P-OpG5>$!NAn%Hw?_ObWtGu1+@Zs)sKGVIs1e6PO5cpp!8LKYtQ{ zl(e*nZthoKp52*sf1&{%0+(K{i}LvlacgU z+Reuo!AMiYHxU)UOA~`jFw@p}&@9&HFdxKgdpK#myW5O+>PBX;vcG+PI5hoz!%7lR7z#2suf5itnb`^It=M)bv=ty8bx{z#pm>Df~udYYX6A z^}&6$NH#V^5D*<*j^?me{a-#9c&x+6kn&>ax48V$H1rK!v~NWR;*{_R-)0P5RaSyq zm`TmWg)35lfVxU{jZQfoYT3AaooiTtQwj%l2-1YT4d{)`^55%u%k19;GGD44R)zIG z4|C6T_zE5z9s*H}?Q!(w5!3JGVHLH=O528rR`S_b7bq5~X)2|AsZ@_!*p3`Y`syrA2)$y-HE6Z>1%xYEVle0m(EnTg=k&?a z8s0ZbQ+X`0z{%K&lh_<&YPu4}#PR{IN}N9n=gH5{QQ;dulW!wtyP zh5xxz4`ZS~VpK`nw@^y)b0s(|7O?7+`1mQTn?D{AOw$AH(`XT-1?Ynel^hJNm~>lp zS)e#EWldM{0M@+#)0o5r)G5OI=d0Jonc+E%8Szwzv81tph90ufVS zF1e4289<>pnvjj4<;3#SO149as03Sy8(L=MU?^(AfG*Sd) zRZ`pq9R6zca!t~JY=mW^lhyEi=_PF?<^5XkZg6`xd+9X>4#Offf=ft%qk8ZuZt|zd z;qj14hLI8b{dAci=*2bp>lk@ingA?<*~Cm0b>#!I7{u~Ph=g~;yiy*?7`RVj>}-Bl z`PH!!vutl$-5p)_vP97#R7fXJ-H)F3^#}e)f$M9BN}ewOH@1=R;(b1ztU`N~KbMMN zc^xT82ZN&CRdAvYh(7Fgg6!wyM!oWZvu6HxJYFSBKaHZ3;`~BG>WzW;ECV85ZkcZ( zhXw=D?YwR?n}pQr4t(#s(ark(C!^hXRYC$65I_>(57qz7prlFU+vU3Iml-GwHqipw#9NeQ_fZpA zY43iyx0*w$Y*Bd8|8qGEZ9oWJMB9YQm5&F<`=xbg3tA)T2TB7u$}SgCF3I#s^`b-G zAhnqPuKpU1Eh>g1Z2)C*mWtn@OK_2N=?Mi+}<{Q>M<^T%aq$ z%?!h=+twN~pU}|QDhK-GFeu$bUC&nf^ZEk#__?ONH6H>oyxBQS*!o6qi zPxy)tX+YnYyLNfujpWWyr#cdRg^x(|^FGvwCnc=A<-aU&m(SClGt9xG6&FTHjeuLO zR8MQs@l!He;Qex;e7$jcVmj-W=>RSWN+q7{Bk8zN6gm_Q9s7ju&J6PD4{*Ju^k=D( z%K7Qo^#f*|s9BLQcM(Tyf&dtd&UzD1Uc!6VoWv}zRTjh!Pkr-Wh~V+=&-O6FzHlu! z9D@VRYISkcA#`~6Ae;%5{s!zd4{|FruBIP(;0K3HgwuoRNd1J35(e|)=uWEl)$7Vc z-iX#Q8MGk<_<(12xcR5#^wPFRPepa716VWFgDsANpJC4CE#T$--vu#WTqj$s zRg{1!yVyK7A`(A`B-953gL&;+(wKl!gHAgDKDyoo9#=u8p76oLQYM1gBzgJ!064^e zfRK>`Hy0+-L#6}Yl6NG=lB~dX75PW{Jz1&S?oI{?2Za={#DH*cJ_^L!L?8Jad+ZpI zJ(=h(=!J(&1p+4f*>4k47H^dOIjIRjO!__GGbBRI;%#KZ;3IW*-;rT-`L|V;w<}60 zABgI{eLHms(ru?QErngaESbw#ZNh%<9OoARG;z!WFZ6!{Nhas!B1%+?@?=w3_m-MD zE1Nb@)YPi!!{`Ws$(!SDf%9fi=nWJ+=~{`zt+8>D(Q8#~5HJ+~O_|WEFb9`A6^P&$ zVTDjzhQT%O>hAf$3Pv0W+6i`iy1z~paDB^TzZ7x1;*HrKM=lP9G6C@*cyY;X(az)H zxbYm|R7Svce2!}%zx&B-dZ%f+Wf@>(_PaJyeNKBJ@*Eomh-rUYS~DuUQXiO}k*N1M zQBKx=1;1h{AUHcc|J%(6&<8*cdS2t(yQ(%E(Al#4>U#a8LQfbvDZ5E8Qje+gSG1Zh zX0dr?tM$adV7S^1Pk+cRo=V_#VqW+QLwYRJ$DOAFVs;sZWDoM1L%%lql^@Ywxps09)w3g00s%aJboqe0;37TejyNCmZ8NxGwe%JUuxcNMu_j8b2&XjAX3j2DUSys);VoRGq_V4T#8f2}!TcyT{ z-8vv9QVh&0Rx6c3l^>$fL{TJ06v!#PZ;!GR1M{c*7N52h)(TL;ZY&slqfTie^A zPtFy{q7t1UVQgffSVmr3p>Mi z1X%*s*fCoo2bqf+Di5HaTIS8yHc1`Y0&iFSDSaPq(7j*E>qf-FG03akju+N!1l>=1 z0UoZbrXpEr5n6H5D-jU*^wjLYND*pQ4V%LZf6N_}>_5x4-= zQ&ujtwS?$FXx?_vG@{O6g41Xm$Jo#(hF+082mM%$9<7+P9<-5Z4On3tp@arq=?)!{ zOG`^e`q@LUx54SAqSQjXw(0Z%=SLBZ0e%K^;a6Uxz1;wepal*N_85~w9GDnF9Ha9BwGGk z|L{9}{)mDGBRK-&u1T=PHeSiGqR=@U$Y^UI(YQ+F;ixW^3yK3;%MGUp>RIo?*VGFH z(g!iboCxtE&mKXVpB7L*NwBF*F+t@+Bu3CAmEP&ww_#^SMYABYz2kPX##K7{=@sc+ z7d@>btgJlaNaSIza>e7d@gC<*((Q$7;AR-PtdUB8fNbEGez1cgY{#Sb)dS6S=y`7x zh#`dTt6L^m;~_sn1T-)*(q|g~A*{6Y?bPh-CV=W^%U@_EFzcZ5%1&RVJ4FQ0c~3=B z(8Qt28^R8=)-2ifUJci~6AyvvbvZ1o)b=%b5*HUO;hkBF{wkbvm_-abI)dlCK?a&IyP;i#A*9`dk$nmq^L7JQnnm`JB+U3BhV{en?0 z7So_WYy4uh&r|7K&9GKE09~l-H(899h4u>N70Ih`^*JLKNE&*7=zP+Cmq{A^I(@HM zQQIzC2{sMv0x24_AH!3ErHPt4C_-&~I-(?8tw@n0S|rSPc*+Ek+D`kop{RchdIEjZ z^Fn`EEt~utqH3`S8W_!MMd0Q-U^2yD3rPqOg^`Xx*NWWJ#{UTEZS5PW#H-Vptua8+ z)^h0sIw_^3XB}CMjQY-6u0$M9{7~9mAX>Cm_fmsX~1*AwpAh^y2 zOh;sCW7CPX*&H3oag@1|mr+cV?{SrG*DVCzFFUWzDOV`s-q{>IcDY%XObzgNd?In} z#jCmOKYA&r4KS7Y6LvzX2t2JO)@>19PC9S=y(-UpMGc9B!=&?M0l(?EBL4Xv1o3^d zzsx+e0>Nlac&R_hQ|~Ywf3Jf56(1H_?ozOqK2(*ePZI*Y+Qhv{j?Y7O)2QqSo zPFH?pW||-HZ4k(~9#KS+VFaSE3GF9|D!)qtF53k-&;YS8T4vb%;SYw|IFEvqK)AW4 zVk2!A>*yKHpIcZ89~ z2O8+GJ=PT#Bx2GNK=kglIGCwK$2ADg_E9MooUz|XG(f;H+RPJMlCU)U5|%8AjqU1+ z7)LpTV)+Q3yMsfUEQDo6zk>_Y`MpO2gG+&MA3L=w$Lm_=v^3@lCI6zq7E(Zm7f>*4 z^!qdGc<%za4R0Q|n?*cv6@~@N293aQ%v(-VyNN$0TbEy*L{Cj>T7I)W^~TNDuv0yY z-A?1S>oj~JM}_s5`UmP$QUo#_Z-Ix&8%=*^O{AL$;Ga*G=jeaCVn>*nmOqFAVlzaI zX(Q!(!ML2E5AQ_OcrmbDq@sqZg9h$lAc}csUhR&}djE?}*QQL`k4Kd zEiPF&hY4w)QPB?_{D*3befsl}X6+Ux8j+;PMLbm5kuvkX>FC3X!r98^9Z!UG{f z=I*(!j~av;QW8Sba3#2AM5P78MjcSPQr8F>p8>w*7Rx$*0?kOVT^Dq5jFeqj<4`r_ z+`?uG{EwE5Ug~hP)W<}^o!`OqObU5@Y4ac7x0p6mt3+F=YyC@4SAOb_E`Hg=pB(&24sgoxeEI_Te=i}6SdYh0~k_o}jM9OQVXjl*$*?kit0jxxoG&7G8?Ki~B zHP%`slJz7kZ7bMkAA~;^@M43=k|lAtYSn=*G?inXl>5qj`e*@&7@_4lT}lG zt1(K4pA~X=s?AQ$b$%_K^!E?@J{>qE{`uDyl7PerlKEsxUz&Wxx^CvuUuw)_ZQby> z*<_qX?dkY?>TJ5>x&7}`R_BS(Eq1nNkm)(o+b*|C(8`^w%a+61w}UFo?`EU-0Ki2+ z5lxzifK2O@mgQN)f7xy?nk7#M=pcYN;>x7Cak(27nvWdpF(jUCsj!*O*}ET4;3DxL zg|y~DmkyHfbAA2!hL;o|;iu@qL-Vc{&p@m7agsfr*eeo>;zY9|HtJ)F|5}ikzUYhZ z30y2Jin+~7hWWg_(146xVv$#MN3Xi_!R|`?JEO+D$S}vDed`S~ z`kmD%2?knH88m1GIa->a4Us%%8~ARBio;MsOgcThE>_B)Fl(=9mURlKwE@7dc4KSYx4s66kap(j#0T zh`$MQNLY^kotc0laK5N0U~GjU41abf@q}r4Jn-s)5UN_N3Z^h9DD9EF9}?AI9aCd) zE7zJ~6lj(pB+uWiGK4p1{dI>$YY*lThFO=PVPf|*+rD}K*Vh|y(3&*3%GKT6^d|I^myYVn^n&+$A^KUX>+Uh z?c8mC*o*yv-xi11&F5#>&k;e}4Y8@Uw(m6TXKkLT3!ZxL*rAgJQMXwXVbB?+B(=I? zbyH+eD`HRjD2x4{=<6ezs*z_v!GLYdsomg{#XM~OO8%n|pU=RgVcBav}WDV5U z*U1v*KD{@?1^1#^yIOzeH+jf%<`}y+GwPugtyBIS_KRfNniS>|>(iTyPqO2lThfmYL5XKJk)r9tiKgW7meceQ z^kIe7!B0I?O-pkjrzx%L6e`he1_GGJRWDADotiHcj2*;`Px<#hTU@P!tRh6_F}cY8 zO33Ep63+{7x!8misOd>XQLtcpP2CZOIu-;d>AL%0>3%}bGuRB(V5m2FGWkl6!Tpy& z=3TTLq()lV{%6G^_5=m+lISq3klCax=vziJ^A}xhG>7x>4ciA?-Gx3^SIfsx&=^EO z>d9P9UKrrJny2q+*gf=K&d05+Y1nsmP+Z#{YL#oILzDCSPmLi`luP1m0}oEdO?x%s zAz(gxk_y+12oecV{XI#YUdFw`NZoi5v%Iw%dis1VGp$uI7kBggwx7zfe%+fWTHRPl zmDQ-JSn21L2C@42veoVz5@b!A7)P0W*nsWA75NgmE-xt86-zAsm7`GBy}kWmn!xL) zXB0eOZ-^VD-ixaIHHuAdC(PK^1I4ON9=+O9?zm9I4K=sQPACJo_ zWWo<_kz+tMWc{aWzomEkRwF5 z_G5c||ATIto=xP|lWqzh>kNN}vE!*t>^6s$YCmSq6(2uCQHjzYY146EdS$4tVCZzt z{te@?Qo9Th*>8&Aj>F&fUJfongljL}B&(yW5aAMr16hgH}hH>8d0 zyT6;3P08zrjZPTr3WaBp&&6pxbclZbt5UTwOgfR3XJ<_NrZ!es|RLa;X6nAG}19 z=pHY#U(me$CkkW|=$MX1=W0y9)M+KDSQRP`4b{9fHs-l)f0};!`}YmThuKaxGV)}% zr`yncb=CU3!x?;kYR1e~v3>1MO2ood3`4uv%9475u&`zNKSXD^Kvm^;IueRPjGugo zDr^pZjq00L(4H1igQ9Hy+%?i+s)j`I_e*i`g%`x%O|~E9O>ZFtlas=qDPWR1x5cKVlj<(<%pg1@@Jmjz%qY}EAGfi8JAr~YtH#h$!!q#zT0@jqKN&Nqf+7^q2 z#;N@7!@3UnJ~w2`R&xO4$Uo|M$e*#AdH=iBi~Hu~M&s^nx6QZ@KK|UxqON?TXdq(eu8tO@WP;AMLt}sVRt(BKF94QfHC^J$Y>V%ST@~9# z+O%odbw-L!%>9>Lr?pn!ii?X;O!72c0XDQUhnw0f#+vra(YX{-O}JY+xC0P4IGz6{ zJhcDv?Hhc2|Cbzm><{GydYhj1`ewx3qayKXyV;n!`NTu7X`lHIb*_!?S}on!^=(7u z>7$jf&FMdo4t>Ru?>Ql(T(U$s(vKP`?#U(3bh7fcKWwG$maN#PqvbTZ&U1MvRTffT z#Z(%4hKuk!Zr$!OL@0rDIk#}r=Hrg#Z6lH|aFFW|y5D&pH%KPU!ZNmt7~Ni6myL6~ z>iGFJF9&{sz!*L+-;qH|w&=VcvBi#Zmr+EqXDW2V^YUo$@bK1vYJP9_^A&>&cE%^s zBk@Vf$_7(>9@oA!{zgWiGVqIgCys)}_Pa`_C+Z_NcT4}x>{JfG$y`_|jN352d=UqL zAZk?cTCu=K7~-L?N$fo*gD7U@ov8f$_`j&Kwm>cDLP5-$vi0AhX3SDFq6s~F@)N`s zg3bRRmw1%^#57_Aynb#K^xyUR-NN$k_cv9ESN%9AdK4^UR|ESfF`0x|PUzu4RzdA= znz&pRE&TENDJ-{l*oNX*I@=!#{}3#1t41ax+P*mQ=-n)D44c`?-$C%G)qYQ2ubPFk z{enh7?yz?4)$^P%hjkuam*y6;zeHaGluSTYMf|jRn&{~~$mE(Xf_3r)E8FjaX1SO@ zkcNMj%;V~8LfFYy-GwbBUTQOl-4n?Lw@Z~9} ziwq^AGk?14-Iu&ub-65YJ3YLQhkxN_hH?3_ksX8+)jpGb0J5w%2|uyB44*Gje!U1k zT}=XF9m^cUPCu2-zQUCZC-l*-4^Pj=@(D!Xh1TbrOCahol*T^_vC zzT5&H!>MxbXjdiL|HVN1e~)hh8cE|uoh(wsd_MXg zd5r{1jlRijx%NBmkeY(`*KrK*Q}`_J*vb4ZWO__@kY*N`l-t%quyGI79b?H!k8Y;( zou9#5`YzaXMVvfr;-uDpeEf(%udd`WMQ5CCR`41^N;(nAnkk$x1sdktx(5={O29WCZE{JN18w?g_`t_jW&) z{-~ir0Mz$!no4it$?GgCX0R5HC(ja(H&yRCtYCx843!uw z9j4%kS&|)Mlc?h#cOM_c5!mJJ49i^I(T4OwS}S0LoVSo(1w;RpnB7iSVu1r=K)b^S zoIh#1RIpuY!WMZvgPp0=j~-%eMSFU;k>KUVCow%V5(y~UfyDa3?%0FOL zU}#w_GgMe>cCUnr@4Xhs3_CI6g1|j?Llz@3wQ1O~Q8Vo?9sA0kmFJXXHMEOZp0oC< zi6|rr%BByt#cJ$$9FmY?lXYUN0gkj#%m+}oyk(TGQQ-$P%Pdd&5ur;tP}kM|q|?rK z%Z)7WlR!Wz_FB@GWoyS{$o6^vDjs^3Gu`dw#}lo~vbQ`tg6k|KZIH^c3<=(VCENDV zI5;qQlU{rFIMg%F8Tf(X^&t5Wp8WgwJz@8_bxZ4#@)#VOJZ0rmU5EL}Cfv=oxxA&L z;#smYQ@8M4@C&&svd(OqvxVr9q{*!9N=Uv5hMg5!MQuFJ6CRWckjp^%Q27w}WR=ho z1vtut11v25T9YdtFU39jfRGf&Av)gm_Onkb&0;3oY-=+8*fsMTgGSI{nna7{^oLGkJZn0VLW7x6gb|I$<1L@+Th&j`8k zg@2sO6850Mzv_&8-zFtQ5Q4;i5es!_q-n2tSo|%FB@q`JMJ+ZI@8K>R+wLPxobK$b zL{gV1n*0{uj>|woF{uW}4$-h@>se}a2WSPyPb4FDl)~v$6Wrzx0WY37#Ue;#j~I83 ziT_M9&QaI?+Vs#mLC~22x~M>mctwJ7w1`LH^t6NiWnA$aBMr43oNy;G44qSVHNSWg zP)`(ESGLsIgOsZg5=3~AdtJy(wOy1No2k_IDP4MSTIQHMgN^H;)aSEa1{F3|zgO9( zk|50(PqUTda@x@fLNa)!h;IFoutIZfttj7CCdaQUM9l#7|@f4ORv#><(|7?M|9ubkL?SkAE;lz@n ziGz2w{=8$691SOw;#S>r+DnuQ70{BLOfBty$JYN0ZJamdsR--ij+tInYQ}K2nMI&? z(|a$RN`U}J;%-L#Pox!R#a%NG$Z#~tIVtz-Cnzmdp|T3r@z%0xPmyHTj_H?k6>dTP zB99(p#I!ATz`tYK6W#@pqYj^DlaBMzCUsw*AR1&AuWZ$vJkPkMLL*SlDd_-79FUWe z1JZLq>IiZyIMhRN<3=nLodhJ4T1L~u+mLa~DJ6acPuo{@d5o!G8w?R#rojt%Hb^w~ zYzNVbP=-@@;vt?i!M;{2E63lM{A72-F?Htv;X9$`EHWWvHqi5_U|R|NJA+v({tL9l=|q?I*TYgbP_++T82!`gs9rp``!zk!i`9%zZPRif=e=$ye1iK zaCbQPYbL&&{$i~~Ahu89Fz2xM&DvOgd>YSI9H|C_y4Cc!=McEgW3(Cm?kaI^hMqq_ zokIe5^v?5YH=;RE5(8;G(H&MdCAF>xS>CvgACMLTDuG^{Po}{dBn>}W-qHi_W;WMV zLHX-IL4=}l?YX9A_>W4vb6(qREy+;p5Y3O@J(AqdwE$y^s^m5Lm(g78aYn7i>PIBS zV;iGrJ$H&Kk^9vO53Bf#;L~8&Ds`R=w^xO(6a(V3tv`B`vrNvH*|)XNZRX+%#Dq_2 zxu@Aw`u8xCKM~W+{O(=4?ti0Qq0tq{cd@P!Nzby0uhVU|d&A#S5rXXKJ%cR_nEkIr;E7DWb%R=d-OO^11S7U%dG*+?Gv!DkD$fdN(dp z=Ih)zx31y*T3K46XV>d3WAx43UCvV3ot9=G=}<#p@(Sqo?;kNju|-Wt#t|?rKjvCz zYK1LUyn6;TF{ZP7H~_&^u8aE%fOfa z9-#IVR>_wJo3ZP@)vk4CuP}2ET~dinFNK} zU)?JzcDJ&5wMgR$YQjk*Dfh}dg9!hkNlet5_zp-1iojMOxty2ATB}-9vPd$h(+7hV zuD`a>Rr2@lrqrxI^mu$;^s~Kt2Apjl7ZP?LcR(+f1&NSeN(`_0S^4&NLLDgt(K$^v z97FT%^CzyDxQ4zKru`9Vl&V$&z}Ba(bT$H=9bD`@Og{Gb(I@MSTs)k_4`U3l+j%dQ zN+cT#3EoEwZQa<06x<%3YqG)q@SmuOfo?}x1_q`ePK?VN)MYbgv{AsE-|o|n?_N-V z3_5s}I^CbiVQQdn1)yW(1$V&U8({J;ZydMd_ zomASsa%WS-H0<(_0!qBsF^~$?hp5u!tpwIG_fIW>WKdknEX+e)$1Iwb!}52h_PjP@ zi@p4`S}vD=|nWv{{MIflVZ~Uh!kcm% zfTWhRSW&~#v$Py&K}h?})R}Jd#R5c5`zOAl9%l$m0v0(VXc8@PL4X#G@`fNbKvH#x zgLdc)pd7n(qhii{CM^V_qHAuQ?v>lc1({@CSITBj#UfifrcNT7R&;aq)QuxGa7k-&E#4tk2`n*uhG7Yy{6(}P!-0!!1<`8m1Gh+PP)p*ly z-<(9$&FJQ$s2gW$2`sHbVXu zMtY=J%S_BP&tl3g-x}Jmq(+pE;|RpQr-DUCZ5I*4S*|^Sq;0dqDVF`mM3}GBJSLa+ zU!J2v3b129g~&7wt`;iUo5YO)h0|DB8vZzN>9p2JU_$>i5yX}+{3M864e>QBqSc3$E*78Bm z%!MDHMcv?O&s78@Y$)u8rZa!yf%-lr%CqRe{0ld3&8bvC6zGiPw*;^!X;H#1v-S zWK>f>H0mE}y(KT|Vz%@d#YxA`x{^^2q$Yf0wx7>i-J6?kO{^3??GsQ4%m6ri=d3Q7#$6sfB zyVNpEavgm(f2UzKKh3P(2PDbR8X{Gto3DH-$0_}7aNy7xbhq4IeAnrJAXPP;r<(}$ zm$q=PQa$y6@`zu7agan(Y7M3|Pl3~#Xn_p;W`o>i|Ux>Rtb8%;O!$L@7GGnJNlsuC52)w&m#&oe&>j~xPN3ym@k(Dguk3FRa;X<48MdMNc= z;3`F)C2j{L#jQ&H{Fi05G(k6ixHbVMrA@+iB#=tZc@IX~!7;xA(YgkoSpFFtdc!pP zr`fQX-AKr8*fooUyC%<|4Jo`y8;pe_Q5Ud{z$FJH2YZw{^v-%5=U}&xkYx(j$e7dO z-PxVFn}^jC@m-F5ep!#V&uhHuNdFXH?$Ss-7s-sWyNSKzles(*&MfY zd^EZe&}6UhC;(5y@s5=YpretOu||DmoXd*m?lpA84(yB1U=thW-P6sJ0PeJlg~o4S)CH(NvzUwK6;H$em;k z>YP%Z1WWO?1L|tk#}~}IS?4vY*twf1S9!Cj#&z~;>*SGL{CJwELYv`2*M5wnI3NLl zvkg19{4LfH<2V+#bti|BH{r&7D;~=faM+;n1%dXd^6y-=->i)3Xu$8?udK|PmW?e& z!tQ!1xTpT62k(09edN<){ra>{vDlmaH50wL=GcY)r|d7C?4q1taF^(*FXoQO)0a_*|Bi3(Q77hHwk7^R#*wnG~h z-q}cR4}&C$ZJbdV`$O2_sOto9&8_e@(rmH)}u z=wHQ-gz5X{4F{MPQF6RV3(@JIG*toV38>BJsYe%*5ec@2uBG#RC@_V$%iqKf$D`h+ z$?)!eOWxQ6oWsF)%VWiHl}GplbDNDSSHm|gdY#a^;|gTqi5WVY*NpM)s3CAUwM; zgXkZ(J?^K59o zjyb#Hm=MKD$JX^Me%iAZ4KEP{G0E%!-{CWlSKOO(7~9Fgs(yE`UL#3X0`hwlG1=Te zgT@BMrr~3W<=G%@FB1n^e4z~*mId@88xCDR0wF1835&2zd~uT!NYu#T;Dl5NU2MjD zQT$lVjbeJ(iGLe!IkKd)Kqw^Qjs9bU3co)LUHGO)XxiHuI1gT3iLWx z=-tt0va({)<3p#?`6$@j87`2c(Slvr1K-6ZE~`;lmOq8Q!=wCH51^LMr~i+!=|sR| z)eE%)%hd8sJEo{U)d3cih3>)UjMXr=HQxOn3Z8s6s|CHm`vp-n$*FR5EONr4k7js( zPho}qXC9qEzlzNc@5Na(kML?CTi0k2`j96OoIv`t5YqgV*uvZTz{tRxB?v{dIU2}A zv$EF@h8hkia08AD*d#2Lnyq;TZXr)l>u0Zx<~F0?)0Et?!3-cerw zrkOAf1NSL!QmMX!!J<6m>TmD2Vl#l-)1HR(VR00g@a6F|ZdckD6rcppgA_K2p`QW(4QQb-(CA-~m=^pnRf<>v8`0N_?QlI5yGX4#nd zmxK}7O3AA9nKs`wY)G(uxViaipT(v5`4dP`) zMKbkUKndf{XIMV!>I00-XobGhG{2oVa1C1#CPuR-Q}xTR+i}PV5%;8iN!Z-wja1=$ zsw#n! z*pE^-jQ2LB)_iICne5+iJ6sEsPWvBxLr?uKV`qP56hWi{N#B>Ok~r8CAOMNzqGWhv z-8hxI5g4{nJ*L9SRT}O@&uz4#pvk+yLALTr>{OBd+xTMRBE##y! z(xp^ary9CjJ(wcBA;`F6`BIqDNg@8vm)XXrL$xv9C(VeMUmPi8-J9XtWM;WpU(|Dh(c z>PNk9MaA^LgYAnU4kj0LqY~6TdO17B7Nls)6ZWgYS;&1mk%6UYMtt&}6YTc(JWZZV zY&W`pBLtBGDT3oyqHAonZy0R0F9H=7I$o~lD5mnIH*LDm--0jl-y=~Ws4S-3*CgHU z@U-V^HPF=Mb^fcab12m|V{bG|eznv|+^4O4#iEaQH9f>wPBgomq=}qzHd1$lZ}${v zp%sq0{G5)N3o-(8w!Ej+9ie+CgAh-<{F!f|{rC}E#F?5Ei3M#xu~n1p%xRHj_@LwP z%rZDD9-HWTe*d;X;PFnN2D^5%=+IB@z61jTUXM;_>k(()`eljd92E_nbURDOgyAzjDNba{0$*P&HG3aQQD0 z#Gjqk%m+c4zeqk5d1d~x5R8%({Qj+SnpaiWjgCPt=v!@;7P{Tm77@ zW&(U4>-%>bwO@C_#RE$qzpahzRe?VX>Mu+<*_=MotlEHnkBs{YX5IVM69Ow zYGESaTCmX0%k7>mLsn5@ERp{$H<0tQ0V}rzaXOXw(3j+yj(F z#*@~xLHZLQh375PE3X@E7nFZ-^YZ`N{Ut85KGaZ3Zwf!8bN9tHMAbw+?0&rY$NUXF zWTk4ryCgwVCn^h*4H70O)LydGXcjH9=HVh8221(`I~IbrlzjeniF#ZVG+@h!2x#A& z(x%yI!bK$%SjcVPRIum>S~YC)hq52+z=N0DtoPSyU|TmMZNj=XQARO5_2$JA1vz8s zLg=D^!thLf8~62AoJV!j^2wUF_1|<}%+I?cv4;yPFymaA1T^|x&kH(S{x6idSLT-| z%cWI^l8N=g!D;==HLyI>s}co*u(T&;Q&rlgqvy0|>gwyMMl9JBBae@am%DM6S&=R7 ztJ5n?1v0(X^8wO$N@iC^@Bf!z0x-=`T))33XJjC%_YwI|HqsJl(~iQ913sn=5gGIK zKfgoY+GS|9dcNZMXao;tZpXQ0X|V|Mf*+vz!E)_7cHjG}wNZmA!gjCgPa9DiQp}hJ z;}J@i9lm0V>K|@}UeVZGvt&%Eq=@*hY0X^cb+L6F0e!I$Wm#AJ!JXb)!mxWFyYY`m zvd$tmc#*sfLOx0sTlxiZOJ#*CE85n<(rlT`~>7J9+ zK@pAbhXoZE7mMDW^o!r(_<@ED0|@eAx74*?G`NBe9h-w5qGk?% zA3kgUZ#hIgStYV}`*tzx!|Ipyr^~8PJ0-H_tT}@G0-H-OQ9&p(eBqY}i7g2`v!m)> z87zw;VPS?B^b>C(MeAdt^EpoZkJc@zbu$)Lw*x_4(M~hCPkn}4TNB;>r9sWQJxKx{>L02 zuvH~S%41{D|1Y}U0x0XK>mEfBLAtw3Qb4+q2I-Pkx;v#sy1To(OS(b2yFt3Uxrg`t z{@EOC@tPMl)M;NVUPFWfujNe zsWlpS2@VG{I#UJm^5wEA94KGo=zh@+Ch)qlrMc`=0}ad?&<1w_OMqd zzJigjQ+(ZOssTjqmm~mps6C`1i?bnsmgLm(N#$F1F9h##7iI55=b*ioQXmpK9=VJ)W4k?$`dqnL|N-oEjRE490Hyw~J=zNS`soLD-F3eP1~CrtY45eJl%0%QwiNQF|R-yF^D zbh-Bil5r`6eN(MiqKJJ;kZPz;mPYo>Oh8306IlUEsh1L|zhPPB{0Ab#lXT?LxAdE< z{t))8OFU$YMrC_~A5-^ZM|+<0ErSY#%siQ#ywQ+UIAU$0BBvMOW-8VX65-qSaKbCwv3U5UgTX`YQ zlou^d|H|NPHa#NJZLE3neDrcuYTWp5o61UDh&0b!9I>4@hYk6sqK|S!JKHgHOT$8E%Ar_u@Q9E*Unyh zVV?%0XLOt~{`{9qJ*qZ~w?-A0sXHIBR)G8y2F0r9gP1Y>-!1qK~pba#3lCfs`9a$H=j|8cTR zXa^_=WYKpID1RbXy6sI`^x>4ixP4Qlr>k!E|`fTgt1b*(?kN#XfA;VK8S%O6O2J~L>HLCVtyVOi-J zrKfIXq&JBpC38^m|svHy>QaZi{u!TU>De6j(Q=pFbi)V!! zV0ao(T+6l*0K#-AU|EEH{Z`plhxy=fMXUHw6BD29abehXb!%n{e{krNt%iB*U+6x> z@<)};^gVo&5mZRL1KtloGeieZdaRI*KwR!*)(}i{LYr*Z=oH#H`N&8~YA}wiEg~@>;wcc#CuD}oP06wI(gY+yOnlZ>sWcxq_xgL* z33)3h0%gz-{0Dq)XjpWCwX$NQ&bHYFQT^GBgA4DgG%J$}dE!&Jkgy;3! zagi$)s#DaK#J>-ly=50vAjtDtq&|}xpASXF`S6H*)^7F0`C`Nmcl!ocxD4o*runtK z1A}ja-<)XZ+F4-K3_y9$svdasSM4Wo3IUnxUaf>Rk_xGqE~zw!X+bREFw-?8a7pm8 zH{BqeOo0Ws`EHvdf(wII5Frwe*UHT^?o+v=-^0tlD+rHg9_yW(_HHLH+GosL*M-?@ zsk4d-O9;Q}pr=xIbtp!8NfaAtj7X>XwKS^ZS&F=E_%JEs`2~>j<2Oml{Qke z_R_d~9k3k}Ptt0QoAJ%P0Fci6v%Qe_*ZpsSd`kh#n^SuW9{A)^Tv0q>`PkL^Zc;cl zdvd(Bi$Uju!OzPUEB96KPNBT?6vD($uo9%15dR$k18M1(q?^ar0nm7O1=Kk1o`oqZ zy$UPt5%A>NJlr4oe4tV+*&Bg274Z?UOAijBTT+abz)NM#Q&%ly3Pq-nbUOYoS+mS` zt-=nX0@Fn4YqfOfoeHl;3+w zdvEi;lSr^gy{T6eo+yeVOtBFS4B67+!DKB5=>>MCiN)VNpYpo*&_r&?u@^h}DYuYb z-svy+zC4uO|Z zXm~IIH_Pze&6@*EAQr>%6NVAp2}Xq8w;Iu3@aMVU{IK6FHxc1VMb$2`ArTZxZz_TYA?a z^lNBg7}bZ1eLOZa97qpTA|bo+W3@IU=LeNvkfJ%9(^(!m*dZ>}aNO|OWZ4Bx{HWYF z2@k*4*?aj1KDah|p+&~!f;aLW-RlTH@@H9LK<;)-Kuz6zAo1Uk{eE>{r`|S1~di=xm)hQgd{8vs+YjkvD!t%*}ICE`%`#)Zpg_W60|x3nXydYu8HO)^b%$jVbkjne`(GNUwxiYubz>(4m3hO3M6VZE4FHo>Bb z!l;RH7@4& z)#SXE&NhF|P-7>$-)F4t7h7KjTNHdZk}b_9W5-&4akf(W<5gB@LkAWt!h6HV6VzYE zUB>m%ke+ys%SFTr`8zi_`Ndbr(m#_qwY`ti8N{EmtJ@aL~_bNo+$KNj3QtY+hq z323Th~h#aKdzbCdDR#m;=WJ*?ls5X z)O)3j{3qSf%}N2b4M}y1!A(+(97sjEouGV1fy-2GJPe`cXPFMu8MHb-O0t_-X!^9|UyrrSQwxpK}j-{*tj|JK?qRhZLu+U{5j) zRRK<|Ve2)9X;_`HW%d-k2hV0_Oyf6;Py^skq&U2x7_@XK zYsIE(v@J(UJ3u%~G;0!0PtOYCckwrt2-|ybQFx%bs0mTDx^Z>ouj4w-1{_o;co2#o ze?7!Y=5-|@U~4}GB*Vi5@(b|07{$b~ni5wArQJf#p-3J6mL?X4p~ynV37o{mFx+7R zIZsqq=BHGPIv@!u)@i%RtqlBl>9j94g@qs z^wxb-4p>+@#xpJe-r#U7TbiX02bB{Y-mT=&0aa~?*HEShXmQxd5Oxpd{d;nm(7Iyn;}zB84NMc*Gdx}Rh|6e#~CRQ{$*<}!&P zriLzKej;mLKo{yCb8u(a4^&zpCKj?kQi9JCawH&AS>~A^kJgwORm2i*M zr$VE@Szko!EtAsxpObKv_-}Y@N4Vh9R+s4sQItER^g;<%lVgC~Y|-oMnaEj}wI>%e zZ_Xy>=YPB2uF2&+MWtP*-CmNLyUAdX?{&vX-tbz#MnF2*o?fW@-GJ4&mh~pBAs4$A zm*bhy0|J)IU?W-!8sVcew)|WnWYIx*4|)q8cLjG^gQ2)RE*D~?LS!LDW`H9iS{4)( zF;n-@6m+Rl#x4^g-#HZ*2A0@#fZA2+B!SutjUb3n1a~6I*4>>9D)^)&c!^xj%XRGn zqD9OQe)KUzZ$3;g`RNt|!uoFEL<5P#G5lRWO4nqfNlE3V>m((zdDiKj!BWlDJ0+GU zC@|zq7}f$|KDGy0Um`@Cbpyj7{|r?+LFv=B%~ahf$)mVwwv9Zjx?VRok)qvkYRWGan(;pp`-gTz^=ee4!xMmej<6 zG*a!*8R-B*K!`%-&f`m{)t5Kz9$WZnI_)$P)L=}_fW+-o@Z%f^qLSKPmM@v~C~knh z!~S5#OTdg`$};yl6_`WFm-(x2`YpG5*d$`2LYfX!jd;IxHeCJPT&Z`&n;7&@QmT$L zvJa0L$=LuEKHnKTK%@;{{EO9fI_{M=k3xvyWQr*Imc4+3IJXvVHO3FfZ-`%jig#}>;0oh2YzAxSgT3A zW{jQ}Zb~fpSX;SG7mOyML^%FKsf%SUE%(yNl|XUVb%YNE#c{V8UNZac{uMkCBwI!7 z_f2p;Y|MB`+wTHZ;L=);$yUtdDwIf3?VmXe+pX1;j1*=&zh`&inJ!yd3s3>CUL#s9 z5-m~T^1d#{}sKtqREtS(4xJoNAZ_8*pPd-P*rxQ;!l1E z9FJSk+gO<-#-#NhQX_OkoM~Q}m%zjd?%@z{XfyWjcGk+r&nQ`bccHLh%@uJdKBOeg z{@tcpdYzg3vVA{FThrGF;yVMLiGP&vwwIXqD|04)~$OX*lYHUF{Tw{$m2UUy_qaV1qTXRvymq0D!Qz8xoW zV564Dm~{VR8yo1reHT2RC*8Pe9W<6r2v9J|B2&vj1bKT>I!Wx>;+J3S>Phcb%X)V7 z?)m|g<|#inI)+j&U_5a)WteYE-A=RBjR%i{#rM2@C%=Itu*T}|!_U?d7W=KlXOdVw zSGgQ(9-BNUk!vi0D@uCk!2u$I;seqj?ap}q)F7RwMiDq#W)Dx&f}CHeKY8VN9N(}t zj7*0P%$p$CjYG&vy&WroPFInX2VB;|o%)ZBX>Em?n@Z&m$0+GZjgeKds+Uz1C;t^V+|IHT*hkuQQ|i&5mOGrXYJr|0E#|3B6ujZnScFt4h+(Su#;! z>~}szO+?$DgkzALG)`7BbfcC(2vy8q4kWVqb{-r z(+lE1&c*)`B@%f)+Em5IIBvzpy$Zf|TkNS{LEhI?IW3qd=qMvf|5hMAWu$#+RiCUv zrI_Vpo~$Mn=ZyNnjpKGs?^ThQ-L0-eVEu65A&oLeFZRN7hFbDduP^J=@1T}Ff_#$C zU*2cvfz?;#-RSx|$(=8QhidODE{0auhsy`9eEr%F*Gl|8hYUZ-b`mxZ1h9tFYRb82 z&O4tcku(@}hD!(YvI>*M-4Ss6JRObC ze71TpH)uI?=-xPF7bir#{E$UP~7NTyiQr8~$8?(Gv0vHw!DVNc3dVa1n#5m%P z)Xm(>Yh5115nJePzL*+SCKi$Kg2qO-mc3*YA-co zA(h@aow`SE2MW7hm}s>DU6qe1og%P==)W7>lUaake=WuDj%PzxRaXN$sgR!++nG)$ zD@BWJtgM-Zh19pz-!guAsS4?z`=ho5Pd9LYwAKR4Yot@K!SjV%>60cpAw}@vb**ug zxzFK6=40!FZykLSr;xatDXWq22Ejk+9R6-y#dj0$9sVRL51^hn^Z7Ii+Y#y%yOX?|M+Oi066%DzsopHEWF)cF}DCGeo&*z^4K@M;|f%(X==_`$v$O2te4EVaXS?o6f&jatkaTDm=g zGD8z-2FF?%wnL{bf5I&=bT2$5#Tnzz;II}=#J%?S><5?-)t(}0O?u|uZR#ws)rp{S z64}cmrxpq}yVP8Jh8_vyy3UmY?(NIno0vf@YwgJ{UBiivO`IV_%PTZjIzs!v8U~avm(2OhHNPb6-e5~eOCtcAt>3RG2m6w>(A0w|O1pN8OYRjG70R3e zOo@MFpzV~WS;UmRE{tLG3D|gEIyaR#Ukc^eJYj9c(DlT}k-Pf8lP7h0&cJWE+a0v5f)A9Mc_dtE!6aFWJ6{I_`&V+ytTms81yFTUxK@-lr9KCIgIy?CVZ=m< zFLH1?E2|{8NCs!1(~=GJtF)ZY{eG?e7vyU}EJfyHS>t|@J_Ehw9IrtpefGz?DTS=F zFyV!tRv;q;nNsLeTZ^(&lXzyHgEXMqjaiKt_v|@#T{Jaq-Vjtx;?G;6<0ZtG|2AYO zRhbl{dM~I@_-5%a{F;sx9T(APgDjh}BC4+DD`PL|2Kqx3^A{Af7GwH zr(H-kx2HNFE=Sl&bs_{d^?a8Hv$Do7bt*zXRQrjT_}Swwa$H>0sF4}qT)p_9Q3nDMwng~KJDdvy%h&o4ib+;IG%pp7%4_8Y*{Jt_NEMT&ucU7`&#f$q z?SgB6c7}LaSPipTgw|a@hC!RqL+Is}y8jY}yAx>?tTl$)GvMxyTP9^syAcKCYap%$ zjOw?qjA}o?sLr%JQa`)vEuHP=wR=yq%@FYLq*ZN%ux*tV9^|)KsOc1j$Lv2WEa5J+ z&(4x?Nu?wrCSG=lWbqB^nUtWRECsQD#5!xK_+Y#PeI|i$}ePhHMKiVJQ)xn zzv`}`P>sRNM zCnIu_V&>d_;Nv*&@PY|p9hku!Ly2M%i%<_gDyQwMci^0hwc`pp=c1rMrC9hy8>m{86872i=fou zq`c=B4s++oLH}sDWd7T62NxGJ6*J1fot8l18*Q91+tVMKW+d(&MBtqeQ9MHk_`!cb z#WdIUk_RDLH3ADucZkfewiMJe$+!r#7ZD^?1RT@NoI^sIt4Al9ykj^8T&k1VKir<; zpQLJj<30s|e=Q0lt5(4nUAJC6dZidx6%u!D%i?zZhx&|o0b7UiijF3$D4q}NDk~?xu&p}hJn%E9lfH=vxVaLy6ev5g;zzboC`Cj}1I9OUf`kT>?ugeR=2sbk_X^3Y|< zL$HI+v)erztO=48ewFTPj4M7hAO8p2>9_V@)CUY4rs>@tGGA)cLR1t@;C=D?@B-?) zijVc0e}I27Y3oo>8}j4y^tPk1Rz4tNUb^jmSv-*@k5hPr02Tq&wKK2r^w&GglG{;O zbLv&#;qPzBscVL|941_`quB0BEcr?FsRI}u96no z`aUv=kj=KPYC{K-B3;JS2$c{zOaY#GAV>bihw?noHmV z>Jq0VJT)%r1?~dAqdjJF%IBzl@u^pIp_^4Gi}Y(+GaXCat^A_36cv|okJD%Y8xjOS z_*iYLxqoy^Xwiv@D0VP%#ZA$hVJ~8#dzl0+`#zqDGt?{1W4X(Hbv6C4?l;O;PYFTs z0e}d%x~fji$#f7;uDMrU%0m{VZ09~z_x{rj?oUVZ<=@zpHo~r)eoTaa)cMQ)mG}!R z+Am40(-0kIsZmVJivsn|OBig~(x6U3w%KCQ8ZB5UgV1 z>n~5Mc?k-sf7wE2B$uB7Y(uphV?YJFsE9xY%xO@%b?bFmWM|E{`qhkAtvb|AWLYZ> zu!og+-wBBW5K`Z& zN-7Qim;W|o+btQ`y%)KD*3SHpHiK5oV&ATQV_u<_SI}>*0pwa+LsE);vz<=2j1aCT z{)7W9132vO7iH01Bh*Yt_a;mJQ^mD*_X^$Q@X{2(h$EVqJnmV9IY6Z6ekk*X z4=fry+Cm<~2;gtNH*bG8e{TW_h~YL(vDlNzh94XcL}8oO-lGENbZ@gm)#Z`xrSWWe zU`1%Usul*&6JLHYV9VV&%8p6@yl;9-OY0kEA`EcbQ+9UX5tHJx5>6r_B^5Wsg0d{Ipn ze+8bjzf8V#v17G((Z`o}<=}Y)hZ|`YP(KSNQ3#3%(QIA}&YeE#yn+#cirh)moBqCC z6U&xIAvG&&WT>U0YD6xw7-r(-re3;$(?tq|C+EE4Mxeup4YN%h7wj*f#sW(b=J?khu*-(LB{n%J$CzsEbm zkUx5oVC*v2mm- zRTPbpAm+zZb#gU%J0_X@eE-<`S|wdKPF$A$Y}jZ%ycDcD^T$w(Gwp5*TJbr=;-728 zF<_}QBycPS8f)q33;FM&qwpT4xQ*|n*vZw~<{HM^uiV#fOysi(CkO{e~6xbj=0dc+M_ZsK$)a(%^UpyO056l`m+_EE*rC zMLhVq2)EeVA%y7gLBL_AGOEhmdh2(e$Pcs0_ss@!!RmzeK~HFw@ivaGV27FdQI%VC zD-s>|>U~4{Rjdas<*rj~SVODrNN*^dn&@it7l)S)&!Vl;qRqhWSm~J%8CJmib_Avl zu6l;bahMYGiao{vr*%M5>rAEImIAi?1*3WJo3Mk#D+>rXTS^V@C?EUF-Q*KfxJxqb zr^(N8-7&{l%=>&we}YadFY`u^9I(MJ61nCLUn?WOfU zl$LvcwF_;X|5I*wdRl}Z-LdCjvYQ)fKW8l}0h5Nw{kXt6*}L*=Sj+Cn5x8nq14>1D5C)^<*~W@tR-FgxH_g%dK}BSj!9F{hf(vl&|)Q{eU0X zE#+eYbX>PrckarrgC6c4s}1(t$>2?#`0Da++Tf%Mac&#@c7-YJ+g&1O1uYHcEI072 z9#ByZCCyyFl_L)AOlO?le~02%oTO*p93u-iB`Q(2Cj@5hN-UG+T(j;sbR|#aE;N-{ znQ!Y$n-CPCWqY0|6KXf*!ej0vw%d>|Iw(t}L zgx*f_HKbBwN^MrMVW8wZVgovdgIkPM=HzM4K;}g=jC5!-< z+dD6JaJfw_&;KGYu~=rYr3EfUaxCs#Am>VSmqF*sPntv1DhGV4G|uYrLVcF)Ha5|3 z);x7bOwCmn7(=*xgHa8r7`b<1`fl0N#>ihJ(osY9S!q0;JxHlgSe1#|@8aAbh8;Qa zGLxz-EEWQUzp835jbKuL4DgS%$wCgTXsNW|kMq>ZqutqLIv*-2m~6!IP5o>$zeZ^7 zFyu4J;9n{~Z0tHD00y7_ovnnxUc8T&{8!x>FYz04H8y#B;m-e;$*dk+rBoU)^(+Wm zWK=)+cVDihcVMouT#G$*yjPm*F=+^_0>)1@U)O5>dY6=ym1zsiEyA<$6Boy4=E__* zxU%mKE$e^01jwmMDg}_oN11m_p&c)6eysewSUcX5NvkjuX`r0wl^~{lu71nRmxQu8 z5I)MK{j*1Ma`w}Vy4?E6*4o_$^M`Ia!*T%{hlS%=Y%njEVJ=qU$?`3X5ZfaT->9xI}1!v2np=Up-gECZXE831;feyECe#s z+8EMMr5sXSnlZ%y>p%%TibWtH$&#hWC`55&3G<>z5y8wgd4vwQ1qbr+K|AXpNT(D*<2Co1<)Y@vS{9T7p{fl!*vc0?Kd^o{xLVuv%H{2Y`#?dNZGmrcL7y0 zfDq6&oNtWxp_`O&D33XsLU#z(mSTXt$=UJTj6{Q}=zGmQoG=dx3J>%57u;HezO1@J zHt`plP|Pa2?9N5~xsXU$^3IG!@rWQ8+o1L-&^2pLl#W`C9_TCtr&rSgU0QORH5&@M zP1P4og&8o%ad7sAa6eX@+^u$E z>C2`LVa&Wd@|SHl%;{ZJH{ej{;?*twEzvBbdG_wFib$;9K7MOrP>jM$o259+m(Ml& zt1VW5eS*>(gP}oAo`ReFa98h%=ve#=8D|}D$^p5R=aPbN?%_?^%k^EsQ!L9dBo>dC z_n~(|fm)VGNWf7r?Vzv74uki*56Yp+a~kzn<_CKyi z5p_k!m#WPg*5Qz;C7dCJK>rOBKs5sa;$o!`BdgmrryB{Yr%QqbP349%_E)DG6c>-* zi0^PeQMT;##SsPOY6;=gO@>RH+>O^B%Tt9pJzM&6+#Y<`wI4Uuvib4N$gIE_1VHLj3^J=gYB_P}5&gmt})!v0bg;S+9n|B2$(b#k2 zMVkLU))ylVWaWSj>xL3x{PPJ17=HODhQ%dAyVd6ES z4b&S7NB0SV97%<;HH~Si*N|b!5?KGxeOr!4Y&JV0k=}Y8kwNQyLE#a&l;i)m^O%Ad zCpJT^LTP2W7>=+?1Pr!Uo!GRELtQQ!sy0`=#%ILd<exv!_=Y4 zS87-bKPG^mGw0^*cvZh=Oe|+>^vcENS|qHr4Ki2TENqao9I33M?4X?7JEbp*S^`weI3G$BxA4=MeDc%%WMaByMR!H@D7vSyC%M1LiLRmSf zl4K|jdId&R89ShJ!@;fp*+J@OrhfLib;jroN^=ie=te*h&i2h*+zW)v?+V0&UJiJ^ zd&+(nPA(B)fHUg(zypqtpTl{-L6)>OV4qp{N9EQo0QqaYX~}X|5XVd~M=!0q@y^az zr=^aGgNHSpoxcc~Zq4UP|GF_2p|?3L5N?N+eHF&zq%raFuVO#vtw=FOb5*yUDO8)o zx*wH`#bcjpx-Clw1KUF5q&3>z7Qc38YGzc(w2XbDFQOtv6od-jn9rY1ELL~I@)z)e zpFe-ptj45L$D|be6fTA05LLK56bQOJd zlsf}GM0IaZ*HxRHnO+5jp!Zx>K|%j51Ubo^MTc(ux6I{&z-1x?oDf9+wr*-y{&wz{ zpC3(E$}p>hI-`Q|!MQpR6ETUV++vG}aw-W}WX&*%UR343>4Bc3SZt=6kBfxJ^;tzU1?QDhqaA9 zT4|Bh_gcu`iGGlCJ(N3TePO~%qM>a6#*Pf3)Du3wQ_&c=caR6^RaC)pe+*ow!Jce2 zbWvuaeg?UT4hm!OgPI6udSs$)$<8Ed?EuQ6V77#-*XRjL7z7(T`{uQy$5(Ha`Z#$%i>xReXbE z7b=`tfAvSmPijK4__viM2ZaeRaDCkPuDYm1>-Gsn^a?k0^(1oK`cOk0$00()cHL|j zjv}sjI)WJ0fF;=YULCHu*1>UlD=<$TO($8hV$x~zN@mTaQgggRBnywq6+lVL~f;7pyx#tZS~+#BAPraok8lI{O{_Fta}SO9F|#grGjRYFT?-S zHP#_rt=dorl;mFfLNd5q?PJV3pxV3+%^>Z0-((T*qpk_8+!&f2?6mZB!j(-%H|Zsx zaV{Feu`5%YTlG7L4bt~Qik*g8YG+k4@^TL=nEH-FqQ}@ZH8T$;`pgwZu zNpylJ6XR?=+~yEoJhfFAiWST{jmtobHZnv}D7?V_3m%URKAh(q#!CQA9C%yWTnw{U zf5-{VjHSe&SCSP0FKXna@9vasQNvU&LfLCI{FYZzHl$@yO}e=NC?tb8XrUB{GkueRo?^kDdGdalZQ(e+Fu`BGd1SIvC_k z*Df9yL5`i2^+m#|tXbC}SrR(faUm#Tkp#=3FRcFUA`Xsnx2A|Y6sDzGfr&Di3sKBw z%T1T7v&~Mh-_GdY{*Lju>^fltBHTNrvkorDsX3&rl^M*XDVlBp7o1y>)N5~A_dBj8mC6!JgUO=UsFAXE(nE**ppT*G%l#9{mO|xJ^`0oXZiPI z(^=oY)n2z1;6!8G8b45|^15=o|D3%&iU1v*a9pnszksG+Y!(YX>s`Z6!ckkO<(vh7 zDbuR${>{A5&ox8vwT;H34!4h3 zhgqHP5AxqY$a+56t0t);NklR3^+k8`K$7*Ok~YpBszJ6d+>DQBV)ohglvU$8u2?~I zrYm>sMU1hs560OY1hVHI%h3kXkc=UesPHGi^aAlM02BX1Q0Z#J5BVRWO3p3W2Z|$L zpa0NphG<&Fgeu^eA-pxTaq&^}^sZ!FYC>>OQnnF_AuK}|ln6H;N zOe}BBpk1B=BGXx8RI@EfH>A%l73;#6hys=;8B}6KqX*yL2-~!MD!C(j^%AN1DNH6} zxRXJN2cila_r9KG=JG6UUIZNK^BCy6*V_avo2$O=L!p`ii=v)%w&%YSt)2_FAJ=Vt zgkjuR4}*M?sas$~$hp2nOp@HLMxMOU-H?{3bEyfyAA!?ds+G z!cRKElBgM0uN?Ob;UG&5r{w*I&szy}vQa%?oZfX*XTqhHvc+X)nyWUd=fhD{@-z!1 za0%sNaI7TH#QK!y7pr{XJ8kaTPFk4_c1s`|wyF77u+AxB^vR!82y^A+N7ok;+EnKs z-?qk0_k8=iLx1w~5KrVwy}OC?+nmEb5K-Z|w##jNZJ{Aj@zqg?RtyKt1{!^e@srB4KK@L!Y`& z_?`(633-hl+$)$-Em;tH#jS&ccQy?A>4H+LT{)o>a&Q65&VsPGRy+{AL(3sEJr=Wd z;Yl-2oN*OwL(>6LGqO#lpTbDvqbB~u&p%F}0eG08$Rl=zOI`lt0lGyiB6|?q$M2W{ztVxGyB+s-p7Lt^O`*KTRcX~vDofs6ehU!>O*Wq3mjsnQrXfk zes&x=u02pKAt84JS+N3Pw!Z<*Vmr2)fpKnr=!BVLBwnxeZ1ekTB!$R4 zKGQY8K%tJUHCPvt>NnwtAI$30E%VwBi0r%~q!yDpO*K^^ssK?w7pIHi!RExz)%PY? zGdh;_+4A9T4SD|7N|c}@@W0C}*!yiLm~ zMwRM!6GE7JG=Q(EjigZccIMFfvM#$7){m}^D{*Q_1J!RXK>idr3gzP}7li$Bbd~43 z^P?uY5lA>px#2z>YQy|+bPNh|#8rU1}~0pq`K%c`MJ$yhK%dP?Q;d85Tko1A#t36@IZ z!EXPnG?`PckNsbtRtl&k@0 zw@~N7U0__$4t5i~_6@7+%o-@qCIqRA1YyVrr^vU6>a67b%$q63g3<;dhq6uS(kS#N z=XS=cl<3Ic@M5A$PdNanneVCoz3T7$fo2>P`X8?6_lK4-8$}&^-69sAZe6OQZJk*4on2gsUW}7ptHShp!<%z7p@?DU~#?ImfFWgQ1zyC9;5Qr%9Nl+lu zFuITwYJ8&I1m#KKFEgvh&ut%2r^f(9+sJwT)a>ohB>?ZoU& z_ZiiQBFj|tw5@)Jcgf@W2%KL!vo(xOV@kL`?dA;!x99#RBpA0YdGpnYZW=u$=u`n$ z>yoq=?C}pRcCK)-90{Rgc|o4(iGKe2GO*)hgy|h&F2aK7U{foYa8gkc!-nC%oal>C z>sst0OUM@I?&C)Zu`A??=s1$doY->l6+gmX_3d}99K?)&xJh$mkd&qCSApX$bMuuY>;5)ATu=B01zUlITvd@8byy**vR1mb^6st&Tkhw5asK$B z)yy)bg7f_J7&&g{)74&EZvY{gLT_6+FIZ{^%-ss%;^I^Q8Y(t) z#N`?qdQu)UWkf;oOv6Vy#&`J$TLst2WmlWTjH`~j7V#E?Se;-hvQzP>G5Gf4pV77$ z&<^pq+)jOyT`w$8gPnmI!DmAQr4?!8RitYVFN4)j)rSPTfL2)GN|n~B7zjL}xam9dfach8rI0>A zad*^9z&_O1k=G@W`k8oP?5v{|Nh*8}RbpBMwrXie6MmlyX6KRzx{c!wtAD5;o_ht< zw{{5`CPY6fSc8A08rl~*YNVYNmW`k`83R!t;$j=)qGqLwasE{dbKY8Dc^c!=PU=fD zTC~k2U|TRwF|(8@s_FMTJIoe0IJVd7lrN5t>F>m(2rpFD`1|=^pW=u=_(>C!7lQH| zs9u{s0Vjcp`|5{dwb%MtZz>BSsK-YqWqmf?g~(91{yr|3xiFPM9948N=<%Q5)ODej zs-H$c%Z`AL@01Bd{Q)*sA#mJvv3?jL)>N~c%w)`mMi51Yf3saeKbuE6n=k57x!1Co zhbnA6u?e7j2Sx1m*LCs`5Tc;iMZ$Ty1NR&f#Ya(>D0fgf+QjgwPnonv{Q!}*XhsjT z)_S$1*SxwEeRVc{eZGD!S<=P~H>eN(Kht>|L7w`*J+qH1W|@~PU;AgDOZI#eCHDsZ zx2i)A4G;4+4&Civ?;rVl1=`v6+0FxVthI$CS%r;NWCp6&M^#ihX!ERQ_46nHA8}&H zPYd{&Lp8LLYUZqSV+s(i;i{dm_zu@F*)()A|W57NgE^ZobU!C-wGonNO>1EUW#Ws z!Uq?{dT9CUFLdgp;mNHM1R5U4RBI-E2ka#~?BwYfIb&CVbE)n-ns9f=#fZXz- z?Xa&Sn@M%4o7#Be@0syTJdMdYR;z1A3}?N(U8s=l8rH`b(%b6TdwE{n#Hi@QyXvFN z^-Ny3_Y-`8S3~`K%RX!JROhd@p8?H&Povay9hwOvb^j*;QWDZ2AfO1+Azg}q zw3O6c$M^UD-}rLx_sbV*?>Vz)&#blPnP;tsxJ=M}|5R}I)A*yxVoOyXI*!;9+Ii>Z z!CfktdCzYQ@aZV28>y>pzF;aA2$Awd1!7aYN=9;br(vQ zT?wmSvz-lrXvFKj9+2Z$5l_yC2zNKqnRK76YFeDhSj{n#c?8fI#dw2N7x_KXmhH+h z!nwm2J+TU;--Mq8KL>L%W%O*SfA+IgvodCFe{H?htd)!D%EJdFLM0QdC|r$`LK|_7 zdfb!xD^&K=NlbTQl38Mm$vq6WdDURkUp%q!j{64LlwRO8@{}&7V$G1b%~KV38GDU~yC?ifxc_m|`VX8pJ_3k;u2_H&8r;%?M%8p_Zd zl`^Rk{HP^;sjZ0R#~yP3-4@kG$Av`8k_5ZI_=ImJ$A|j3?tm7k0hz$C{L{PQf&A=; z;3M>4hnzdQ9}pd1A;)H|JG7$LX5^}NuHGuYJl)d4nYH{=ME8Bs*8976&{>A4#Y*3h zFZHr(;Nk8-jD(|9#3NsH6N`A-6o~;Z_CBE$i|RjvriJPZ3qPO!>jiBtp17q0g%* z9}_%leri6yHEY97qfN70Xn*OC8Yi%2=qQ7%J)l0VmdXbx;BJX(W4^REg^fSM=can?G_(_D9C$sN5YNB4M*5BL#8K#JNw;+ zk;_h#oZO`|+Ys}Zj77s5menqHQqz|IM>4z*QXXHK&Mkh%HxD^Db8n#3jssxy)IN+yabCtxWqWXBNUW~w%L_ueH_CNp6_asa%1qhj8G`~$49PKiTk?AEt!mvm`eK;rc{7DSu$K0 zndIkfzva#vDU#OofN*&Ci_4D_o$@(MK&nTM&6WtJn~o>CF{lM3R_+kHIa;k_)>O zbLKH)MmNTZ^k|p3adaL*K`O|P!ApPq^W zEPOeF;VB%qi?fqsIBp4sx?judZ!5a3>ShDO!&h`jrSB`~3yPU{n~BoXtVPO>$UL!s z62DuX@hErPAsF1m=-r8r-|aQK;+EUfA8vo7+t>~^D=5dm7Qq>DJU@2H-W=7GOY2O~ zBws{1FgsNCM?R|9G%g@Ypv3w9vG&2r-IR61y8O7I(s@*!y6L>&zGA1kg^2yj%F860tOZ@tqt@|Bh?gmp>mSx)q>qRpTH>N>S~zs9+sJ^ZX(92vJ(I##BU<;x z=iqNRxGFoRzq82CJ<0M_gA|J-G+y`e8TV$fLBNfv-P@I8_bkIBzhr?lLV)5W#S6_N z1DAD+-JeCIW>I5tBeL<|B4R}}yp<#YNlS=I4Q)$X$K^t@Sp#R}Z>l#Ai%+z`gC;)T z3}Jg_N)FAervAEluP{|5G5+-fkWjkPcGCYEl?3wg)vMyIdw(-|?g_3tDx#aYC-KkK znqNO#dCw9clQ;|Z%Hi`?j$7LsdyIEVmrsqy0?XA;TCIdC(Ez-x8MGB~{uv(mHBxAj zl{rsLm|kb*$gp&>r6Yb)E!88t^u*U&=LM_yrAK=vZ{v|EL}lTNI4!c(n=aJSb+1M- z-%TB{4dpF;s#W7FU|t`@X-voc;D=4Lw6oaRIGyG&EcdCeFWl`M(ARdz7eT??i}9+8 z%CpZn(I?+NtEjm^uT_u7#gj2BgCt5!ggn{9|3>j?ABEQXNBT~6PT32uIKb?DhgW02HOA=VrNuovC-g zmPS|@9jx)O55iE(bmEZ=S+GWI^(c=&{T#1eyUzOOc)u3I9u%=#un~Hyrk2<6L_;IN z*daRaN)8b#(u_0L;Z+fVOpzvPEyVGo4W&EjW-TVQnz^#~Q0ppupk5A2UaUsi_&x99h|3sBbB{j@|HW>M?h< zohHKruR;trvmY->0KTdc zA8{DIHT@r`EDK-I}hn@W@cgt_mAAQMw1qIB%H>auU zW}RpYlrl4Z<&%V&j{RgC;j1x!kMaR$8LMCl{$L-v9%Vn%<33wj(Z7jYc1iY8r^O#S zFBjgV0Wed3NdA`Oy}PyL%BC2hBv0(fnA-%OyPRqknT2k32;8&d-lGqes*E*ok1Z)y zmy|ud&55-T&G4|&cDef{x8J1yP|+P+6&o#?m51t_jPHM^<{KzKd@DdLbBgwlNG&q# z>qmImMySB=5%;YLEKHSe2!&LJx7j9XbVQ{x>S&sW{R%aka;3A~{=|j>H3GiOn;1jN z>f9bjl9SCUWxFq8Ft!K^Iq%P2dHC^qV|G3o3N5n**nwbzMDFKgrG-)xCD!xB?^m;t zFZ*S_ssyymwHQdGhBOAukpcF@`CYpbA|!a(VOuj=Z;!MIa`!{MK+5T(^^`i5O^yMT zvN`Gkp5@$YlGAs99Fv}*VZ~#(w!lAPTaqYq*FHie0t_&DbF0kk^!=;?TiDh-bu(l` zY>>Ryv{DNH`qqQeiIyzZ<@l@s5svHij|zse5>zV1TBM2GO;=E1j z0NoC_=XWq}K#81SeKSb9P&sTnqPzcQh; z_4$09z8IUsuTLq+{E!zja?7x@RTJV{b`V;05aJAxsC7*0>f?WWTaxn`d5!VBo1N(2 z(0JEGjTR39TTC7W?9`U|oYk@-sxX}D=_F!OqTwoB{~GS!qUSX{7MX^WwV#wZi1sw^ zDW(&$Y|*$SmUw3{;#JVv&?RhXmi%cQ!X%K3Rd6Iry}dUTqS+Wc9yqnR%HlS+USOWR z{Oy~S0uBQn0Nc7Zhbb%qHATc~&D(%&)$3n=%kIh5Iu13@ivRGhet+GFDE2E@dgI;V z+nf8Q{b*L$8fDfvPKaQe*su9>nDhx#J>{>;2zF8xsuPdk}tTru^%O0Ab7O0p^UnW#M z#W_ziak%$z;;#1Qxn_to=I!ADZeZjh3-N?K!;fs8?XD{2GWZiW8IZ~1R|enZCs`vO zgT^}2?0@+4V+T9LhB`PlR_OrXMxqr2t`Hd%(! zJT828PQu3xM~kupl3fR6CZ291D~vNU2~n&Y>L2T__4U3 z3P3sGI~6kOUKGepA|`|BO_|QesB)@4qUHw!hB|O?xb@F}7_ULN1nf@C8fTZk`>G>` z%N2u0-ly>Mqgh@-?q}5Uytj+t1-%=Rd3zq0YVV#oQCY-0z@AVivo%N-5fhC4rSlE#m2jxuRqjj?ET zb*2C*@Z3YIV%p&D^NIV`xNU7(tF=?Qio;QmC2KS1dt^H{LTkGrKW&5h4!^&HY@w<| znJH>O1)ajQUgkHxqj4^6!|-uKK71+lNr9y}IR*J2o(y0>0^w(n9?qq~TflO&Hpj@B zphdo@VG*_6Z2y6^NWj7?b3R&0YCzWVL-61-^#`xk`jwn~YebrG6YnldK>cxzD)qNp zyd=8T#99AVi|zurv>mnsaa97thgl%ijaSWYW6t&kJO8Kk;-GQh(>{mTNMYOXwQ|MW z_&da@=^>v)4aI6O^YpaN{+FyD2h|D`5xw!~r+=P!ZF%+hk=*Z;i9eUGY>crz2+nPk zw@Iki*GQKOZ?1*AH9SCE^TB-a-x}dkIC%GmjVncl*-4Qk4AsglE)I^}h9-u!^ePpn z8cZUG|4Z&pqvSo6BsRA1QllMfo|!40{gORDQ|A3aSPH}oOZ1-O`t(o~4KXrN*7OpP zzeK#MjX){lb)6r7xxyO=r-Zmtw7gOzAaZt9xH_rw%MZTq9Mh_ZZp-b6sqS;-tWDfzFYH6O=VRKv3^bQBQY;4gDs>iW#jM z`mA$ars-vcmY z1a(L^*Dh&_x!8=$B+t6Ww9eJSPBT_16f^{-IWwvrQN?a8(6#D$ zmLU-tNm8g@7OeaCW$7K>ae5Kt@-D@EjO-1tjWg9f0!`ja82!=I=v1x&HHAG{S2?U&^j`qvNW z_&rNCRX}d88XXSzN5w;LVh}shE#Lm6a&QWI7$Lr36pbsPow<*sPpaVa!-Ag|&)UCg z=!m3{FR5)To>Hj}R4#NB#e9CpD-(x-Nf|mUAbn@t=s5+qhDw=R&TvUq^N$(}xPIeU z=q<^|mpD~wXW}H1vW&2>KSIG-Dt1XZB{eOQc$nKs9)DIUCrTruRD*B(%07^R9{htI zO`OWZt|t|sVr|T|MeigylRnd!GaQtWdl$j0rEumjYGW5>9}Ry(z2@&=GLN>DC8`D(Y6A7WZvkYv?7NA=M4t` zpFqTxjfL}z`jtHSowK?DT5I;DTgU5ddiZ=ZQVWKb%-RV zqFR3KeX2crDxOKS+!Gblv)o>o=@kmQN*(7}$Df1Q7+YJ?iB0>N$5~E@w>~-sjjC~tK_%1DTl@k7W zG>`qQQE^{R4^Fmc!nWQVbJHu;GOie6$tk=|J}gTqS6A00$Z|ewXl~ZAZ-b&423s=? zwz{+oPK+W}c_r_9)o6s?$mTanN#dBX*CgXC^d%!1eGTRag5-3n=8? zepCY`+$CXiHYkiEM92I&*0Y>`PvCyE6)>>c2~(xgYFgmB zupK7isg_nK+_ErbQPGvC?-io{R%7v~?NY2jF})Y(hM9BT5;+mpzgqx~h{9X2y-0U5 z!$6u1GjZrP-d#T+5fE`W_5Oy|Dfz_YSP@eB`rUz&^3fyvmf`9gDFQg*$n*6!_A zk;pYW8`PhpkME<&;>fY)c==gksBC_NmI>dxlYT7TFFqpgUkc5)aNv%c-1zU|Z`0EPC`T0(^!$d7=7x z?gemo5A@8g4G7`od|<`m2xT+c=J}#NC-0U58X2iCUpC`#VR=Bz(r6bUu9h7We5 zAH`V_xMp3Zl2{0izw9h-*h%^mOIij%BN{^4zVJDX@Eo%2X-^-3ZPo>gn@6EobQ9(S z7nqS@JQg)#NgO#UR5Jl&cW~hIu9Exs`+vZtfM$l#XdaM}qW!(bY#Xl6LI3yX0XQat zYl&lx;g8S{|GaB(7qrA+2F?@yAt{>z{_p?!5*t!k{7+T*2uOI6(}Q_VEGea&G2Lq~ zN|z0F7aAKy5cezeT4J03epXU`c{w3hB0E&w!HZ4%x+f@e<|RRRUC3u1+FyLx)K`A|V=<*nefZy>g|2`@H|9sMf62MKqhj5e^A2%0|hk||L-GKz>}!w#^!dk74hqrrNj0d-GrVyCp;tZ z`+k%Tc;?v(%crkjWnfS$Z5BJ2$^;IM7lUrtbP@<=y`FFVIr;9^pM#B{Z`CHb4GqGU z_w*iGp{jnQ*?$%O^!f7xFR#{h0a(sm$GgihadCb*IgB%|tLdg@W^%tIRnvOt-SJVF zGZg>f1tPZPT(j^u`Nz-2&vqUvB=Mk$x&8KGk~?0NxV(1Q%JHRsHN$Aul+}!`s-#M85FeWuM4BAKOy-YUPn@kEsL_{QsINoV=So8gwes4LHz5Kqk zv~;Y7LM#-H!$X>nvNoUXeSvFP^xQZ3{}yrC>t*-bc5l&(Pe{m7$`n67+aGubOnR`M z*h*ptYNXH7MNqC`=k)w9ZxrnI6(X_U#2FrYax1gauGqm)m))n&^GDd?QKRQ^a^6Bce>Z&JgJO)JS7|FqUyGHSu|^ zt@M6Z2s(_S#0vggbOc=8O>8^EQW8I5LJ=nw(?tyWl6XxmEft`txPy%eqxI3^$$Hyc zfSik6zvqOXpPye;Q9)#FkHV=o>*l-JE1G@bx@GWc$7@R7DIeA2@@~cnbOI>ICLhZr zC@A=)isMU^#6`W%)2E<5%#T%<%xe_r0dFDXvdu)cVWJK@p?RAu!i6AW}d0e4O?U|n9nKPisQ^QC3hO^R>4(R^MZ{i>Z|7pt!U&9_`b{L`C8&VVf2aho3jw z;N`SiwVoepU-M}O#_mhbI3_e1#59h&y87|y{ADD}Icz!+2L!@$vJ!1I(_5SmiS(O> zG@dK>oVTPL9UZF@Qieyz$8#zxd5)1429~JnAXX3o%K1($uTl4hje{i^3c00T6~7-p zj6E(+R$1BDa9e)>6bY(PAeF;p`^qZrUlkqEUv7;$T=+M{(tY$7x zzB4kI*cnv?_;Ieqm0$!PPLE8$(f=GRCPU4|7Wbp2e!+SC)@LwahYMJLy|`%hhUL{? zpq7VXReSBH&SUB?^M@1YNq7>{iC|_96uL#Yc=qM$AoY}Z!3aT=5@DLvFh6Pzuw#JqSAkHus#NK^7^gDjhlrhJCxNE z#E8S~`KWhBJxeAMr`MR3GSc$i6kgFNzrm2V$?LeTW;x$V2jHVhRidOybofi|o3r)j zhts^^QfI9cMb`2byq!0vC_s0l>oZGc_=w^?0??)D=#HR;I$rouJ!E4I`Ded&T`cw8 zOI{q(&iPSa)uEwy zV2s3$-K3?lt`O0u<*Da03(k8W=Ui9mJir18E&7xBR=A7O--W6I5IAw*ecFBrl}wXf zfMXA|o^5}y`Z z1hXA~Zep-GRa+0H1P$}TyV+?|YsO>0|FfJFYEymQyuy)v98% zkmpl3V|Nv$PF1R1N9cKaNZ@{1TK!crh>)%l?$@#HqCogS!i*uzAe016cdT5MtP>TU zvdMCH#NMqaQATfgr+Y*aXE!T!n>55%)9hEEbmnKUcvT$OjSVx_bsn3w6TQ=QuM_p% z)@}>4uspf|qI=59SmBk+^KI|%P=4%7?xUy#sJ?dD`?r!FUUT3d2#y|IEQN8eG}y29 z!sjQn9WPxy3FB@Bv4ZuN&lA2UBv86SOl)UnR@@Asnd|r7H+FT_vn!C7aNG5Jai=_Y z3zNyKSD!(pCC2&JB*W#OiME9O{rygn!q2wr>+8PrNW>n5`>cQapCRUsYV>4(^~=f0 z$sWoIc^`~D+k2I$%Y3vs{Y>2Lw`uIN3>uUrb!yPrgIC*e(QjdDieqiR93j{XD=A^# z`_l8IdO$obEG+E%($W%Bc?uH-thn!QD_Ub8MbO-)qNMDFW5hi$Osw-R%Mp91igT5l zt!I1kCm`5;&3{(ARuwJ;|I2h z>I*2N#Wy)^-kJA0-Q0ua6I=I_98#?4W5CaGniw1RLVO=5Xg!nk>vlfJ4Ue6F)}5^( z(Ewgd>5Geh423WgZ*zm literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/test_close.png b/assignment-1/submission/16300110008/img/test_close.png new file mode 100644 index 0000000000000000000000000000000000000000..5dc3292a77d8176c8446cfab2fc11726dd1a8ee7 GIT binary patch literal 52847 zcmeFY^;aEHvn`5ia3@&s1b25&a0u@1wsD8x8YH+o1b26LcPGK!o!jI)=iK|=ct5;9 z;EqAFdu-`mt5&V5Ijd%e%F9Y1A>bo`fq@}ONs20hfkF6!fq`$r!2s{DO|AX`Ubq~^ z)Et#;O&neH9gM+b^d0T2Y#pu44M?1g9YE%`HZ1fk^sKZbW{!?_AZ`W*>;L%zy{&^O z1FG_9GjI`jJ4tmA7#NEF`vG1gP-qSYHnu7yDx~b1cAW0!i5a*w(81F3(awkNc?jl*!^bNZ{HC6 z`ud6vCnEww!H%JMoR9TpixeQeaQ}JMwXgL`ebt8d6VkQ*2RKqN4dq4DQjk9V*>mn`{-U?6iSbQai(3TLKQ0O{ljD94}UMqvXk$z|9LEKcL*5ff6fg4 z|DGM!K%95Hy)YD}JL3Zbr4H+6nc&5^cy!xK56+=RdmBsVanVCo`8S_z;w4jPJx$Gz z5(M^8E*oAAC(NL|apS%5^z66Si)f$g9kl=2Fdv>u(XOSa(tCje(kNZ970RgNP8e(&F;TNhZK^Y(%?Cq9U?$#Ppl+BobzlVIXLf}LLhV*wUnAqgz zaE?~HIetOcCp}J6=!U04DAhG*k`8I0&9h#gH-q#{Qh^zqW1$9aB((4 z3Cef7(tTKh+q?tpGWjNOT-n3Sc8kwqGFqu+da>O{t5I9jfvkXPFbN4> zVx#_{+2$e#IZPNB-cTBo$aL5H0@I1GL*R~q!x9L3d-JDq*w$F%K-!$8XGg7$`MO*npelf#=d;m z%LI+FEiigNyY7xAv-nET!ClznU|t_Myx(flC=<)~Xuizw@%kWp;A(FIR&Tx4ZPnwf z&GUXMxKypmzrSBREId4!&x4&~!?Q;8K0qjPZ@*%Tp0-!_yRkNG5p|;%Kd*#O*&B-N zV#_3id=-qwZ;~EZ!veoAPPzV!%JPnDhhIoJvzwZdOG{}}Qc}*{+aSF-yHUH2Az(F?$lH|fU}Y*r){?S=&jIAe_{l0~x5n>r+)jD%1h!@SXG zG}nEx3UBRShjoaQ>(UU@2se-%E||(HSss2vZt9l3E|bdpSscdfZ8 zfzQ>dV93zccfN)NPa1&WDuEx<+ny8sUssnzdJiu%@g~HD{IJrc(!6VCe=02+<(0`! z!i0^K>8TO+=nqz4e)99*G1Ez)rhP&a1Ttpf=dpHauW34!(a-cu)Ci~D-F##!%865h z_KPkNJ~9e848o06w0e*Ct2FdD?MD@e{2|;GT?4>b91N=dAlbi*)NtjvQO(zxg_XS3@v^N~}md#^x)x&fmh$mq{?Gp+#6cUnvq{RIWQ=0br4f!GUlZ(rXok`bf-m=RavHiBtJ6D0icZ{3im# z{Xfnuz@UXtZ_$H13xThB1;GJU2@w6@e>(f=42v30IFl4Y9yP$vGz(g#^+oe>2CHW^ z|7BNhq1ECS6CL?*-3YLoczp&O(ER*K$OG@eZXqtv&;$7O{(WD>PFU=E;!j2IaL6(LHi;+M;uF_252oPp{-)99A7RFW;(*So{+4;56C%9JS#`~ka-G4_El7G|eF1A}% zg7{rgpSpFFda}65^=R3Mh$y5`iX)G?8W`vr^}0;NhYZ+@?j2n*GICZJgu`+>g1W;$6fzH{oihb?)TqrBZL|&Y^4W;LEL_6mS*cz7X$6! zLfi@o_)`9>9#HjLEx~>f$E!~-v(P7Y7pacLIoJQVPP=WUoF_2feKZ5e8N|FuEmZf= zr9ebAgi`8MEFJ+~7Ib!Ibpc+gCs@SPq?n-lBPwD+jASTMIIkc7<4nTDdIvo?G?lkW z#2IlfD76Z8z@mp~bx=Ul!gUL>TsU&x#|J>r;0d%|7gKn(_{>2Y%1K^Eo@h%tDxe1a z$K0+2aHV{Q!5m3Y88c>v#NrgjI_}(p2smi$cd`?Pg^3de!z$4$TVHl4d#Rq;X z!0#rs>qx6Z95oTg)#J~|8iU`dL&65-Kj{--0rtDZAXP9+*K}J$d~_P(o|0pWaL$}J zCIPW;M7i{oFnm>r-a4+Ae zHK1ciD+{$d+qi;~GG%uz26ynA#Yj4rqRFxSG{6$%!dQ~Y%|by-Pj-7~p@}WqWZ#%f zD74ZU-TT4@n}_)$1XCoDawaneZ!{yapoJF0&&M;y26+;8ZpBhKTfEx6(R|!V1c7W> zM)tD{PHWCX$C2*Xoa!nfJ*tn!Cu?BmN_s1$^!`Ut^H&xKJTHPVp2$58{?zN+RMj$r ztB7Q)bdG33Ro$_9x2r{7L&~w=Dim#WLO?8H0|MUhcVL|@93qlG-&BjbXzLDfsLw&@3ztC|^N;!BghcJ6ra}-aEQm$eate&}V_bhPR~a`&J_L9knq$XZ&Kv##N##XH2M1pMXuOUu3xO-D2L6V*d-F z^0oLNx7q^edch6{d)b9Fcjp%B9P=1qrGF4t2wPTgM*aGk5_!Xm{tj6)ssQ5?1REiy z7!{)_6aAgtjw_KsqR}qKT`&HC!+7P4WPZ=z+oA?T=3}ubTcLfLJa|#mAZB>WX1n=b zM%;ZFkbjR8RwClY%>rJ<=c#P&9nXg-3vu{2<2qC$Gw{Vr7|(0+%=Q=3?=mN?dB5xq zPDjj1SPZ7VUN)L7V8!PX+43@7IEuu3gp)QL(A8rd71%}cnFyct{k>v3tUyupT(OSO zsqzPcnW5zwu$ymxj5*7rBdpuO1UBpdX&w0(tFT)M2mg&eb2irmTWB#A^<$C_iS?gu zorwgF2t*yyT|NOOL3^MK1Ayp01 zj1K*~htk=ot*A5Np@t{|JU4)KmOYLNQ(-c}jKCS8qwRp-Ij`Q+J{s;#>#%(ADMWNB zL2LUy`)4D((gny3Qs9W)lLgV1%`g$`tW?)}Ye}+3g>iyb( zW6dVA1eeV>JV-#eD@m6}XCjKfW-{5e`BTJWmQDFYfO#zI+e@^Sk2+N|`tU|}^-CE6 zXF2#8^&a7ve`Q0}1VU$hJ$n@AHXME9Cd4@J)o9X!ZQG5?Y3r4&N~v1cVwK?oFut)g zF3@75Jy~&aF{E9uKO*@iAouBu$GO6_%ZyohvHQfg-9g#-E}|Fg z0HSJOQ15^rIEF6Sv=`LdJ-Ikm?I1TE=NrIW0YrQ8;0X+r#S<{%*@OsIfS-udP0{b! zs9ztQtM{8CkF5@g0#)LF4R_B_GP@`$q_KHO*#;aFp?0Aq)wyS0R~PH~28I}~8S3k2 ziXA-8tW*K0{r)H=bYT>o`I_kXeeZk{sYY}iNuX0!QDFw{j!uHq)zzibxqmfmc&|9O zm6y|}q^6R+Vg$5h5IO$RsB-9$rT2F93b=Yt5#J_}GPTQQg&NuqGX``5KtkeHnq57oB$2|}BR*w?QJIu#t-0z#-+&3!u06m?p*qiHhIpFG}y z=MFp-aQOo02#n*XjzU)n;0hiK#rkjU@c7~5jp`5uc)RrcsTc4 zWP*)@qsI9}BZ}{K5uBG0Qbb;zY6cKc7 zOrX=xUgqF4kf}H?NxIWIJOpo4mUe~au2J+tT%Fy5?qE_$^hmNt=L9cxiwiJKQ}-G5 znW1%KOQ3mn|DUt~&(>t$Qe5&_t~z|+!%nU&R_`<-ah zzr(+_0sg|*ng4~B*P0YZpm}{0K-j{xMmhP_8U0QIvn3YixRQ6e_RZ6k7z$&1 zCpXsm;G+caG=K49Ekg1|k`0@+9$z)Lv!D=*UJtWNpgy9#BN6h*nF~GQGavG~la@G! zx%&drM8SN_uv7?Oj9$6X#WWw%f3)Pss78} zXx3xU?@DP+Sh4pyPCDTRNqYYj)$Z00REf-rbn7URYqED5B8gvk^Q}pnF8fV)X?CbD zy8O%s&CLBpAID3%lP7j}V)-5NY3_{~4$P_6IIZ&n%O`bJ^4-f@vR;YWlVAMxkU;Bf zJ+uSq$q+fUBlV|uM*o(wXzK2kJwH|$dU7y|;6XY1eRz2T zr#V*D7EfQ<*@KBDsc&iIdLpRTWfG{*sH%=VNz_Jmc?LgAYr1{f7Xk(T#S9yg$XRuQ zl1U#w9V3Ll@Rs(YQmR>epH31VpRp*ad-yw9iltOYkAs;lFut;X1xK4eQPcNHJ2mi{ zr&E5pL_Tt-19L1X?}#1UmW}Tj5Aj;cX%fD}zFJb?I5!{X*q#^Ym(B*T73*1NI``_- ziUWD?lR3VGT#Em$?3e9z5GClUhM1}322y-dl5NRqgwtO)(|b|J6dYqLBZV2@D}MhO z!n!LX5}7~fO@BjJsgz88EAZuoonfwkr=g8kh>r~6mEEjk&ou8%G14lb(!6{!)x~bp zGO^O?4hw*Cz4#wj#6J8`;FRm4Uo{7RCj2sQu1DA)(X(UE=+Ve9u(q^W`#3xqBt+whHbVkxiwBdU4x=2+#gQc@W_s!D6K-Z#w&n-$?8~T`e za=`@ek4g;efk|RBaI&_$skr`*msR_w!gqdhKbQZGLAO_I3_F5}wwupZdso=E8Cokh zr18WNVOfkD2SoKSqr6rWA!EkSyLJ(@f7F+3v3}2+Qeh*|X3qECGD}QQ`x}ho_0#*3A2w~)Ak+^t_aR} zC}Sp}^Iw1%s#wR5=p%8*)I9Sa>SvtS!~hcLG3M=&sIUbkwcp`|BiSHVO8c5*KB%$O{Z^=y}leBwHiKXq6 z178BwV_vNT)r+&2%K2pRPQgh%SGMyt$8<;ZQtBUmoLKqLP^lFzM0SW6KWTEY+J<|+ z@gEL-*RZyh6ZRj7GZp>ID;^h-Biw9@qi)D8c_$XyQMqFuAcnxJUTUQyjYhcRVVXk? z)C$PPqG7wUG*JUk(ZMkT_{5l5%$^L1ECm2mhE_v~tyrI*ahNckB)ixJxH3@NTfKk< zb`tY`hv_E3f(YjbB6giPzU}*geMfmlJc2dnK8rooYYT?tvJWwK#i-oJmy?LqbLa!)`n@wp`f*20=lloi4Xv?|iMQcK$o?(vdrZwY;a&QJ27JXr zc7`3*L~afNXT8Za90(3PkOi;{frJsj7ns**6}m^pxp}2XmqMXZA7wmMle)NcjSLn% zr)>ZGhfI@Fx>(9}7MO*l?ce(bdd3V-4DM+JDV~!%yS^a4>DH}yBMbJK!URqZfhfcG zt2a>X&H`25_d=&fm^b6*S}N1wX~KZGsVD!y6y5;kv{Zxzq8a$SYDJ;AZFZL42R1e_ zt;YrwQvR;!E0iosw(!<*%2e)@qH+BzMn^Lh=Aq$H--7h))Agv?t%yNeQcdefHU9iI z^p^{e!eeJiA2#fsN%XwcY4+)#^(3V`oEH;+dN}NVvlA1@Z@e{eXJMGLw_t$(m@yru zm=I5wUDC!wR{>RRZ=4aJ?2x`QUc1{oxg)iD!D!zQTl zN{!%ZmIYWgFW{m`C|l|SlZ&F_A#*09+#ezGSTBIs+*!@r$_l9`=V z^Z8oKNrT-IC3Em@wW7+hji#Hdl7cSs7g^zD`dEc}Ek7;~vvdZJp^owT)f(yN(2xQ; zcEe*~4k~>G2|iRkpmYLn$v#j)PsoZ^TCk_92c%Fct@8W&l|k;CcyG=e8v-AnK)#^= zK|xUm;fS{+lvxKsf4?bx?88dMJv%kH4?*)F&&NV1bDknpifDaCAJ&$be75(BP_GH) zA@po`_PbWENxGU%3mMey<#(EVQLnYu5v+CdFR|28njPmkdX>=rN=dv&+{wfvup3m3 z)xQ-$_dAfU{?v<2abQQTEb8WoXBR!GrO`H`uMX_lo7Zu6g%*`ou5mke@{W~UqqEus zR2iD^KL9INwRC?0E^FuPj0An=iPYgG0ke|i8pVU8k4;UjNuMe_V`XqrZn$Z`$8>Pt zs=KxJ#_j7j#L3rZ-Sqrh9nYlBfg2!h4LB?Kq>kT?ROIax=qk?XZ$y?+XMM2j{<|cc z<)!uK)8{Wf7DL(I9l2m4s5;kMEdA~ZD^kZTbJoOhr{SfuYtcAklWc7M$w$3TMPQIb_9Z#{ z&6fV5j4a&kyo^C)V$WGDtT#i?k~r7$B5Hi;cr}b|a%%rrP(=svR5{7D+4x6h2Gx{pUaA3+%x>O z8)qQ8@LI9`>5`T~(WxJJPhC0GWz6^86aR8**1#}M^0QxS>8pG}luMOVSw4pYSIdmW zYXKinTNxl1BQ?A*iWpcq+PnaLPH*yk$b2I!5HfkY`y$nJ<4_-DuEWOj5v;6=>3UVr zxqoQqZ2PInF&#iR?<))yTQcrj7#;e^C~z9doXaZ znE3T8ebz?NSq_Y!m2O)&X<@&-Waj?nb8u{CGCI==XVw9xalYcxY-rRL+9K=d4;Pmf z>+L0cLy7j>6vK~#v7ch9Tx0up!1abqeMDTu+EZg?@UJqXA|-*eJbyT$Ik5Z$- zlNR`jWF`YY1&%^s16V&|P#QW-qSZZZx;jM7O~Q%!vJqz0JO+Z?^RyJtTq+`JWrvEx zhai1rLg>y^to?8z2lT{+StJ2kw>LC2`PiZy2v9eu51-vf$D=P!ZK7KSR#{|w)3K9x zojf3Ju^B1DWM*epTjG|QvhiADpnNZ9F?FQxvi@BRzfHQh0vUC0?EvNh!j^%VTYmol@?B;-385ooVJAsmI~rBt%`T_j%^4#-PYQegm41d z1%doaat+6Fng99A9kDkILePXZXMyO!_pdaVRbg19VF(B9Yes|#-yY5P29A3G$U*jI z$CD7~)sGEkww^FFHM4uZ8S`bMWM!}yfw1hr4&r2odi2unj4Ljgr+DxdRn=y3XpF&A z_+nlL(~-R|GR(ZJ?AQ~lzAa&5ypD^yM7EhBJT~h%UtIW;-^tEd3Gs;@Ks8X=1EcB6y={BaCR3o|XKaH4gAYgH+i&C& zhhh_|-)lf+-&(utw`_lm&6vtBPIgZGm^d9DGhGl5?j?uFLKQ9yP5JuE(tq>vdaFI3daYjHy1HlPPAwP6eTo1-LZRR{z{3F{q7VA1XPl<-`J;1 zt>E-L;Y||9I87}@Q42T4pV7=W%pAqChfj8=xA9hMcCaup9Ub}c^5s+Eo9LwSVsgHL zKQ=whqbD!Web6_;)MEIl!0i9ix1D_z{hUm{;kXYWijUDnIG5;-Xp$CZIuk7_Q*3)1R6sJ`FWzJKFL zMgN2!5Mf6Q%DGy7lT#bETR4X!?gYYzD&I*Z8o9exT3?lD87fPdO*H9Mb1(sr3gH0r zd4%!Btk>Wb7s5g)uT?kN_7Rg?X)%`BNwbRmZSR@b1ahz$xvG)1^jk<6cVE?K^Rk!e$Kk@ z<+i|Ph>U1N=BO_|ImEVM>K_?$+&Ilf3(J0(qf3t%Sr5SqPkEs zx%HLQa=6uW7 z5$N5II^A8bD)XR-%peS~`mw7kdE%a75)S7rGjIwXY;H$qiiMXjMJ##)b;{qTKOm!` zd8x1=Bp0&2Y(?yxs*0eEqOGNuj;$ybYh(s?^z^xbna!GXi_|C&QxOfG44iV{0xqsRizgmv%pz=M5NjqFDKH?eF?ikm(48kn4;r=P#Lbt>^v6 z0KyIb$_f&8M*m72gZUOQiMG*DM1WHxO~x>h>^8Thr&=U(&igJ)yS8LaUEY{s?1xx? z`9h2pVS0*nMXlkOs{o5*ErH=V-f&JCe?ircV1SrCtHZ*}xwH6?hUOz9Q?yg(ris6@ zF$^CyeMDISUGA=tYZRxjuy=K@b{lCtO2EQm;sM;S%B^3zKEnl^N5`+MVz=gji+F4$ zhb)IZ(}}<`6HZ6dN;K{%WWONYZgdYQG*2b}iXu7w`_IY|jW;$w^tZdg^6rF{1dg9y zF`-rM#LL#0r%aW4ep1nxG^stFp208P&m^mG0@QQ6kdcNBQ>HrgIm^B6&)c>lv*~Ch zzYSux(JTUGa7z}LGR|XZpK=)o;(G2(8;t7n!pIMnx6$DmmE|yjk<{p{e3?=>^4l8r z7TcYtE8No7`iWNXv4=V5{m$_M+2Q)xyP;Poea3%|$&5bV639k>jm?LeWo?ZoGtnWq zvdnCn;{bTXSTS)wWH|LldDj_I@pU)Yax^kho%u_Ut8oKr!-` zIc>h>rk=ihfGx<&s{G?pS@KsPd4DrBIXhmm8@OCFL_QL<)~Wj<{%A&s^lY0qywQ>E zFvy;srqZ*2AEyu_gT{8Eu*Xs|vII?F>C6>fV`FEo-j=c~@X91Em|W~py4xx4M&gd( zyd{eW6{uz4xi>D{bOdL%?$<$z6tck!A>U>Me}lq@d8JNeQ?GE|&|+SJM`Uhpc&EM> z2?81_IekOk5@jjQV5`X=B`^4bxkt^G-OjHDT=n;u%juftnGwFgJwX7NO`oC1yiL>g zaQm3|W*Y%3u5q^+H=1gK7uw3Wjk_r zRN6!bJkBImKeS#;vEc|<k8T1f{TZ(oATWFTv9tw+-HSge-uqyY56% zhoN6=bioqyP6kuJ+1o3g?Y6u&6Fq_7sz+}1&TNGtv6{Ywj7>Z&K3eeetdHv-{eJMg zjfg&BIJ!T=CsSd{<%nb`JDjl@6Frjxztq&*o*z8mwX$UZxH=c`+ z|1XKajI$@E#j?FyeHL;JwhtJ0v)4-@5QILMgTvYFX9ok#)bU9l+xCZDLE=~v^4{{_ zvnN+h(JP0aywnXBpD#zOI^O1RN6@SjA2<((KVoXF*uD~ek36Ygk*U|5Iq<-r$z!S# z-f4`E^g(oiRa4O(8NEf8IQoHRZ222sc4jz{ECv1Xi__Wt)l${mrQ2DNtT@qvFArU_ z64?bm#=2*3O>I?Asr|LM7^tnUK4?pJLa6pG$L$A`^?*cc(`Kp`d&}gMv%#SNv_7%k z-~w3lnhgSC`U@Ofw;rhu;P(48**RzHVsnullt!-vLTT5z<+<}JAhQ!3Pi02_Q~qri zCufeIwX9u5jogM2!Oibz4Yz+3Bn)}#+ zzrslNS8}GUmL~*^EIK&}8$pJaSn|fFi0PQd$t?G{X0F9ZLC&m1{j0N*gO$q3WcUBg zAwku1Fjb{yv*O4Y)BP@XqU}QA$&j_fI2|@UIVSOsSk&bWY*$d}#MvuNAzui9Aj^58H(shN1NwjRIyFYO(-LFzFbj`xy4OH~4?o##*k_q^71? z(8EK-1mquFrT=hph%G3vra$ReQnZZj9FIXOfE=iKtHC+yvO}~un+qn_bpqacHSMF% z1NjB0v^!6`h5IY$^NnvTQYWT3a|`yZ))U0%+-(CI^scQoCq1GLBar@6$t-9Kf{+7$ zcX-+)cbwY*y0ah;)p-B%M3{qRHvvF1dO2~mCq8#pv4yK zB~KFnIM>N%#!3m9@^!f1*+1QVByW+S(#V&2kbdX!)ta#wK6VDEugpYdoGJcbCCLS2+$lgW6@Z5g&}$h^m6=}>xc z^-}{}`q`b>s`9L)0_+g-LowhAb=+iNs!D#y@El6=XYx_Wx~mPGFimgnHYKUw!p$&v zWZu*fUrP=mbgzfNbuwybYCb$)O*{ZPav+(I!ZC5OiPg7M;u{W}=Dfy8P&b>$ob<8b zeM|zxbjbZb4#-#F(9Nvg71N{X8r`L#f%Q2JwK=TfzOKQ4cgEAgJB-mmv&`7Y9!UoI zJfyWE6UH%TS~}BT?M!V*$}A~3lTsFbqPewFq_UQ~FS}8dVVzkP(-QoW`_=MP=z1$I zfYY8okVdG4`#0_A_^#N?TD`lN&<~lT?js9z(rj4HVV>!+-kuPC=KZftWz02)F9@B# zHFf_^$q_{sr-KZ#R%w)u_g(ZAV2=Qe`i`xjLe8!Jv(JXYn7+n(<%zwu<_KmmTL@o1 z$CRSbzGYA?SnK2AZ?2Qt8C({V5ARP2Y;^}VYSDY2{~-QwoeeJxo3$O6 zWfK2mWNnrhK2B_dpFJ~CDOJ*nOEJPg)JV8nTWwDKL&aD$8p&9Tr4-=g#zA0Px9U;4c9cV@fJv*cjbMA!yc_Sz^}?SgKq+-}8=6tstG&>p03W9 zCT3ex+$8sii=nMgAI<;+N?t9NbUjsg9I#$wtEDz7Y2x3Y_2n4zQU%)|4{6@#$f(~9 zHO~KJb$NN|x|i-kz265%2iOH7<#Z8qDO9Rb3g{NoA)dz7`PqNLy`rp__q2i}i?aIK zYUjTLX9f z^#e$P@3tZGIA-dP1aYQmp+1II)7>N>AyIA>49fQ5>hX+`ZPmgm=|NfRr6KgQ>b^JA zaChNRT@b`(Z_Ctl+xT}4@SBi|?0>grnrPQNd21ll*|1$>k5Co?#N?}&$sdOliQM}} zm@ob2*~KJaTxGW{vJp{H3*f8S9=aL{>|n;eduHqyCq0iB_288rKWNXwqncm18DQ$w0X zb6Sp?wm4&%7PZ)|9H0^vr+`qG{4CrVc}HdYCiE00KsR6TcV(mCLH8{T6c6+2Y|3UW(c0`Ev21#QwX4|HLXquP9oIbD zD9RT2&H*_1pO}7)ttDs$u4CHpzQ}*mB+2qvT^)vwxr%A)3%ajiT$L4Xl=+-y(2};3 ziiO8Pbp0gqRtVy^k2)>=Q%nU< z&31)--%Jl1`ChYpGR6URlTZhRyM>2V6+f{PUg;}UK+lFISL!ZsdbGg*qOk3FzKF3| zd4~Je-!!yOvt_bgx+vC$g^9oy2yB&o7jg({xE}$&1)!M@j>n_AMC<6ZTvvia_GmU^`{7K1W+vh~C@uo5q)81sNKeym_RHR|) z8BO|p1Dg@~Z7d5f+IQ|+(7#ea>C?*tZ~G}ca#L`B-b=jRvh8i}jCxSFPliVli_WL+ z+upM&Tu?l+Ks!;pw^M^WTmky8P4?fs2(qPH4X)oExKkre4HLf(QAPr>j`ViPN?@MT z-%be2HnxB7Q8vo+iJ6%ti*hWuL!@u~=gJBEPksXqvM39aVB^SwI-m8?OEjXT|wyh06chEQb85bVzwDX*Z7nP~Tgn@O8DFxtaz}gf~#M=+9+r znAhb-r<@U65`sueIE=xoHac8i-OB6n3kc2$4K4k^PX5MFK$^t;JTXER6B?N)Xs`LS z<+3xQAn1Q}eT!4)MG6*4eZ{7A^Z30gm;lqErhnAH3%FIgFU!EF(Go|3`XktIBbR>G zyB6U`z+r-{LyHDF1Dy1jKP@82h^G6f_bbg;^~=$r2shipe7Fmjq9FNqL30tknp@eY zECO*V%IGBN`E%M7=e{sFZMNrIpx`M&b}3A}PHXUZqK>ts=|NfowLE|ZXS1`r$HBBW z8MD^CDE%ZxJb`1Ycw+)4Pd5$fhl(p{csBCBpd7x(ATyz9xx6fDz9U90%KuFJTRJjDY5x0zx?vR){^k7M=KJ}agsizEcPd)@X(T^A1eQ%$SVo;Ya; z#YsJ8D$Io|bLE{5)l8)pzbDC~*t-idjB~*O$_UO$M=t&jJfoG_e>&KX~aF^sf zIU3$x&PaN71y0~Rr?ALuA}F@md^-iARf}*76@*~8883bhDub%cA|tJM-aNIqxS;Tl zBa^Tgquw9R;LkR)b>XJ$`qhNM)yvcYysm#HtV+=7>mErYvbO~p-P*N;a3Otc*_SiM~s{1Pw0!Eb>F z4J87VKx{Ui(&s#1D&?xNbS^q;2NaQ@l-m7nt3(GT(p;(V+3Z8j-8%e(eBSCL*eQQC zou~J!=vZGdw|_S^vPLPB&pGE{N#>*AeKig!L00jmMPPp9I=@fzq#we~V7YN3wcs!bJFYuH8 z4J2%c6dN8*Ofr$HW2>5`QX{%H7BP9KIWM)hE(>z|r0SNl!B2X&I$eTy z4kMnEPf~I9wqF|Z@?#P@!p&4M$KZyy_>Dgo(a(CCB4Hq98u#XnzI^{ayY7^jdxNpm zl@y77VP*WT)@%n+D(y#N-ixUhU+{s&ZO)ZdP-+zz#r3bv`bu5)|$3Dj!j9xoe=R^ z0_ey2dpyOoV>{l2iqGXZ=S#Z;3Mp*0CQgtcDBPw!1#(15;a9NzvW$6*hq60v(z zEN@Aa_Mk$rH=-|6li^Z2e#fz(gpgP?-z_<5?%AUNRZTUo&CU<)+<+28+^-9>cEUp7 zwy%ex!wu{=Zum6-sg>Y&BR^#Z%rgR0vWne!Xdd|#%qO_y_Y1gDreg6 zWGKa1c;bS_A=fd;Xop=|46?eBbC5m^tC%t(fy_f6YCV#8cn{;m$WFLKmq#e0cR%eu$gQcq-7mRrMP%Y+5_BK@mRkC4Vahqt zen%i}?$2i(hOiQR@nvj*U-BI4xy{qipsHK) zj?!Q+HvC~1FOfp4yyO1vX{G78>JEe6W#BIQkEVpiMDh9p@EAg#FSLGz7zz}Dldj2l zlHayNU(!^{TH}m`!#S&SHD4WH!AFjaPauz+)2X6upEyym+o@L{pbNh5-SgU0a?aoE z(de#Wl~;zug84h!A*f+%;K^lREb2+k zP)_wRS<`1Xp4Vor0&2l*2V|~O7j~jL9{nJjbTG6s5l{{PooTm!{YUlZ5#C=eVXx8e zs)mN&f&K9xc*&YMb8bQRycbM=-!5@j`7exmUAl+Ysn%V-r2YC|RJ~h@ zG|Cs|M~)3*=7C4o4MAy+SB0(T^u)xsh34-5L;V6|6|NETx7P%6$=QE2<>om4V?MtC zr}8JVC~kCvvTYNuW(bdyqSx6X!@1BAd{%FA`B|*0z`t^ep@C?;)KRxcy^;PPcCRKN z@dX^Cn721oMttkoY`f3}QD@reh6fEjJmKjh+NbWPFpHOL&zVz^Sl^L_<(ary%)T+M zch#SN+T$KH15>7aqLNQ#pT7)_XLVcqinA*4(i8nF%vHnygvNVf5_t}1Bvx~5`PF$V z$LS{u2~})jPQ1fOB@e)7kB1vLCNq?qWe-BhUb4f5mCg7UA5o6g}H3F z483Pf>m~LAy>rOlp#0E!Y#)b9FB4#)|^rM`Myc$HWD5}=Yn8k0LGSb6@ zjlG8GhL{0OtY<$aa*?>Xu)L+@s`OCzP{*MwQQrivn?QB-khahyXVqiJq0zhnj7Pbs z6s4z*^J4t=Y<6l6pM%4x`(zCT(j>|HpgwD8WXR5zE_c4LXhUFH>u=4R-=($u@hiQm z;kpGz)9v_GmU(^Xoy7th@J{G|z>$6ML^B=EP(Fh{-LCAT3`@GFE~9+6F?xbb;lbtD zVPYgM;03WS&RaokUaka3Ft^H zV?dxlt?D%6qzx0@H~*bHkQ@QkV=+V)feDh-PdUTT_o6q6ruzXrUm-+$7GfbQYYlk} z8)L$BLllk_cUR2c%r|G4&s9`-O4`0I*5)RX?>4+qr**e7RO%TXpQ@b=Z29odr$bs| zcyEbg51iF!&uJRko~X|twNOwa@Op>=;z2ToYR1V8j5L2eANqtP=D^Vaq;vSKtL&~u zi#SKJU8d7nfF$W&3iGa#+4w!sG&zb;htZ8Tp5T#=rsp_5wZc}yvfvhn8>j>Z(K2Q_1~#b0u) z+kYhpW-ePDhjAB_efZq*8^58E%%R0IXc`&FK(12~1(Jn^vr z@3TrOQ0bcjdp^6GIXfCb#dei+hXh6*!2*8_(~;&Xe2}zk%JOb@47&5E`RY9+jq}J3 zbzhJ5U-1eZq~ucQVcy)$)4q5(it46fnIgyQZjmiS&xe6f`G2GN!e|-gpb@ngaRHHY zg{Iy7#@_5VT(YpB!jas=K{Gd>;Rmmobh%l%AnlEEi?KM%zPI0SLmyRj;Tm?faW@#K zRkhEPY%O*OE{GWedwP{opb!i7KjPp1M=fD}3ASW0yo!Q#@GB^-Ya8^0%g` zes}0!5D>fuaIrt_gaw#Hip;%KNBvs(1+qBlMp1dkLz`3;y7Bh&r_F6{F{t3*W-W!p zFhV6LY%DCoja@lU6;MSb6-k74``hf+U-ZG>bnKkUI)WY6r29>Ubon%sv16{;6j}K& zi=;7milyb((Z!L$C4nTu(ZVRuQ3LQVjfXVu(O~+s^#gvSfY7_ieS>zN$xi~&n_FT7xTyKggRS8 z>cci8)V7hbhAC`T;px)b9dJrXrTm{7EGXSE6`WQIeUdr!JhZxG2oIC3v&){8<{;i`j3rweEACwMj@1 zt!p3qvSRMBfW$u$3J(CZq3H>d4=BFcvEJ-+w9K#cJTEGt!WWa^h~cW9{9fY%R0iLl z>Nt}CH?=moH?p&#xx8202@SvI_W^X0 z#*}i(bbqT(qaabJ;M;KL&FWt67}5c4c8|E3bNSG;r*o0TtZ$>wN^$7)UC zL8euw;*>5ReG5&jBF}uMp;X@$^B0sGa6|t}){6iTSMNt9R0((&c4r_Zl>z%QM-%fFPB46((#HJR(1Gr@BOPxT9K9sBx){cwl+!e%h2gMSINi_;F>2 z@wn-NDxN!HpG!;@AzE*YPo&IUoBHT46=+8G#fb+4kv!+^s`9@?4BB^@$}Fp~D*;p~ z1ch84964TN@tN;O;wZ4`&>hY|`|VhV<+3+N%rn>6ov^*i_ubUY@!jIjsnyp8L6JtJ zLCS(iU2a0jF)KX@YJWUW4wx4EZT#*=cX_q5?LCsF!K`iJ48%UP$=TI4COFbPX+tm5 zWtGg4umYCH>({;GI3oLH$1`sYUk;<5_#NWdKYNKunwRa=9XaYhj|EE;x*xzgAUM zKFuz$dOhyt2rymrC$%(RO@BB8h*fLI+57etTWF)aQ@ppf(1mE5h^rRNsDlqNeKOKN zlUYoXp5@hBgyWXJ(Xk^0Mu3WM$!Qio`MdVKI1@j9`G^F>QAJSMb6)*n*Qhvi3-9rG zK3eHaIFYNF6W&zybcKEQ%v_d@Ra`!*9}!#sA}`*DR* zItl=gj|Z~i7fU^)jvCMj`MMYU$v4Du3P2gbkoc-&nDtg6w4iBPEFF2!Y zZCnwRg)}GHO1gY|E^V(6`I==&2Amep8WeU?XWxkPPV!h zbQr(|tr-1z`{3L8vXEhaQ1_ZABwgj1_~eTr-@wY@3Ru?owvG2m9<7$fUAE!zWEnL5 zVBlZm4fQNa&o1@Nic5(SL^5r7jVZ8QNllygisTC!Z_!{mKOi)C%%vQ@yLNs*$@#4t z;PW$1yxdDDoJG*K9#-!S-rN%;`Net~C=tU8sT~AUzZ#=Eyme|vJ_Zr0Wbz`~9f?K~Gj>=?*dv^C1_JB{V9^o8a zKhQXtO{7*jn}s$?-N7d>)KvYvN~-)}YTX&KtOCNSp-x)m&+tr<>+0v=D8Q;WZN9r6 zpGT8rUpQ8`SI^tDOTzS!n`Q(0eP?Dwfe%aYXIm%2dxb*sG?}d~oX-sV^H=-JLOdzo z0pSvYO~8n!rqQBCV}6$36hlbNgVZ6ypp9S2OJ3D&SEnY+gr=xwmkbBr6#~|K0a6%v zJQvrFfMo+GO2)Y!Dy}0$P>67D=udzx^ksmg3=);{bSMw#oBf-93B#C9DXzR;v;6{` z`SKnGza8UpI(kSHicG=g_v&gI(%cK2Y>XwaO=xAJQ^Fjd-I+ICZv6gkwpcr@vQ+!Y z)g~v$dpC_5b(on{J~YrsuVfs{>mi9c1ElsNFyW}V83fLc31}#?Cd?s^P)lC@*9(+& zhu(dYg)Ukkduc|C+~V)3fXshtf0zmF2uN>eQBzL}x)fO;OJ z?q%bo_w3z6itZ9)_4P8g9aT}eB0n+|4DHF-eg%90GwGWakL(pv7>-sI^iaL4g#oVf zEw|m_aq96HW9Z=|05;~Rg0%a#hDlhWVBB!3=nK&Rs#?>N%-`n1abj6w4VU17)iyj& z#WB?!ru8xr+?d?DZq%<)`yS zi1H*A)u!14ntRAY#OZ_5%D%m$;&@kXXV!Ky4y-5JFb84Hg~PS0QJU(v^SB3%epH1( zAr5$V@Id{?|B>;8e;2fWrS>RBnBe*KNcUm0A`;6t%c%3WR>oLU01!s{HAhUXJVd+1 z7D89EQwfCRU39$JUNiGR0ub){VKH_!xUJ_BfoMJSlJC;pYl5v6hYYP9YpB7AKIvrC!rXSj$cX*__$uc=|>4%p|jl-ywi;i zaSmCdR#hOCr15%r34#jl(0wi;p?@4pgInu9yG#G}BUp)3Hcg))wTY6SVh-@UPLR`n zq2K9TGViP^4DL^hbJXQjd2lC7Y{n|~n9Xm%CIn2AN=y~~V{*o)D3fpbc?(rEP2iRf z5Ex}6Ee)dLqNPml9;)yK0_kfWhWx#|M~_8)31iniydwb(1kM5Kd_C ztADd8Gn?_7%sVH0HUm#;ZyJ#h2~*@>40kB`)7)r%y?x)>aXi0UGJG?g(Oscs_Q!QK z;5MfXXGfOPmG)#-X2^h99|XmqK1}-!L--Z=WMZ+KQZ4@=FC6ntw78ELkQzF;gi6=I z8r=tl#!h+LA*%sMcW0Vw4*)?(xWqmdQj#8a*QJHJzv>PMKzSH!iR>X3IZh#-! zbPZ(5m4ieBsY`*{Vj;3oT$bW=JB8LA>QU@99KTUugX`v!a^QlYp7`!1cwu0Ga8!l8 zR4DVdkR0*yjimzNVqan)!^zh?D>ew1mhpolGndD4Q)*J3fB*+WS4JC*{7?W&XR;ad z+Qmb^g)_0U*MWjnl?A?J6ptak3IxNIC&YS^%Dlmje2=B0XDi6nx7P?rc(OVlZfu{U z?b5by&--uK0+BM|Mckei)ba=Jxo zZ~eOz1KOB1*uega0|UargXu-ek_<^dbP83bCwLh38qDY4{vAo7|8|j1L24`W#{Hf3 z-PvATURfnyy7^%;Y6pd~XjH29$(ceOn9GTFeWPGJ$8isdJAIiioUyKg&N0>BdI$&@ zy1{AYa5t5oitfxl&N_rGQ;XNk;73=~6Ca0H zU1StlyesVN4BM$`Yfb)FmVI1??1xAueR)clSgbzK@9Wl&J1N6V?shn=8)wDFY*sTd z8<`q1NxVs74Xw5#dSAx)>1+E8>r%*ihP%h2IM#o((GEvH`F&^?@}Km7Zlio$#o3Gc zvh6T=8Bfy{g@2j%uXy8UjKg7-F`=jRkk$V#uuQ{ZE}Q>`gm1}4?z#3g1)}cI_*MMC z=~@Ga5I87+hPW7e@RQ#r1s`=){IVgFa?;VzSC=#QkS-2L?sqV;)lg z6?g)G>L>?!EokWm9IVN5j93G#X~u-1^YnREKE$1JoQU4N+DwbgIk^!2o!OWTd8GD% zcUd9pEM6Bb@V7JfFx4H- z0!x9YCKo1P+Cjl-!{fo%eWZ)%0_*Sbr{=v;?xdBaJMA){{bZ@XghoTJ{(Z=ssIhgU z9e3UO#|Orsp>|`S)`S;haZ8Yl&0(r;aCyJJ@I~>$?+w7PS@WL}VA3~N@gy6axd%^T z*tOU?C8zu1sTcc0l;xdKIb!$al=mR0j=iiUNS)eMkBop_rctk z4~;vrcB`U$u2OUY5B7cwUVI=4>^E5qvd;`Y|4x~Ve%RV~K)~yXG1YDy1Uqzc-NQ)k zhyK`@u5ny0V{N9f*CLiH!=x28RJQm{uS=x(za_!|EDp9&^4PuMG{|(b z9I_hfVu;>}$o;#WxWQV^%ANtrEFch6 z{4XDjTiqObjOgXOSW^1<(}WTps^aw)AOF?)Yd)Azm3vnoIG$=u?%tKXc48kZP?Q8v zj`4fKSf?%>cFz_lg@eX4NkAC+mYg6ar}#=!Ql3hZ{ilT`MT09GxLAJu|6l-B{IPia zZ`%K~5N-|yiJhc|nKbAP0#)o}bR87}p8ck+8-3_wHp}hoKaPt%%D>6w&56}Wi>uWg z!V7Hs%eC0F*s!8Nr4B=SOzr#K=8=Nl z+gl?SY&QCbLBIJS44cZdzTA~ZIvN4mAbr*)0w$2%Chp&t2)k_@=jvMlAz5gEv4j{LR(AP~?c->~10b*6>bmASYn-MHdixVsWv|?P` z?8ddR>+1o2h1V4XsI;>Pz^@vpUCsw|i{L|jfblx4`zV?gp=&w#H!V^w4mGp0P>45R zIzLL!-bsh6Y{ufmtuBCV^9e+&C36NF+&4czg@+MZjXsa&<1cC8@?q77oQY@vMj-vx z==g4pcz~jj^vIAIQw7pfLE^gNmRWdOS59B=!fgffn*!}<=SzsdNkzHo!?wDD_q1?% z#mE;sR~if~x-7r?V-Ap=sHx?U70f&Mkst=*2Cw1rgE`)sP5s-5!yzXi)*x(qx)ij$ z)>TsBsFYAgAz3uI?XxTvSD{bx|d7h zKrR``BUA#PH(>7yYK`~9SF%mWhxbTrZeY=H_9(CtXCJD);X7IFbV$+7rF+b=;m|$1 z+3Be>2d*HL0t$u`*QV9UD>?k%VgV(Jpz>7Wca_FI5WBa}nR$@%3>S_G^-NmL4)kua z(|6!D^^DfrjHxMwTI9hZQK7E`lqC2gs$*GqIU^k6I4U+*_BIwJceynVLNwoXe4~q2 z7dXD5Jqw)Qvg)GpCR>zD$beBoK+Ifd--x2;6w$UrOc_7kg?G{$Ch!4cIS+puUaTBi z+cr{8KUn^jjQsxb@CQ52Gn?Vm(g2DD@HS*#Y-vbXb$Tl~*rw`j5q5z+P1_BFLRP`u z9raP|5INmDJ`b){!&aUYI30$35Hzgl83A?8u#`pZG9=u)xptkAyMK*XfH6e{;N_ghCy!PaYmr0Y3nhn1AvOKuXWz=PWP`v+~8)! zo4SiTBC{4`((+l|jQ(^q!yz;6I+5Gg>PAkQ60@yxb6cqT8=8Ge?>iW-&s|^AbZb}{ z*dio)!ZfeI0|AO09@S3eN(>W-oGFOQJL-Q=>XHY?r)w)u20UqJG|n$zJOBsa&p#C=5 zTLYnSXC`54ZocKoWZ?^MiP8Nlb=9h;8Hu$d1Kd8B}*d(z)5 zyOJmu$eG-oZ}XmYVOTHJhN6*)f7OBfe}(u@_FWxXN~oVr|LY(S^Ar{s15DX-+;(~$&i{dQ_=Gn4!y`MH4J)D!O{XU- z-645V<4yIcsl6UEs+uXVsKX$vp#*l;^BM$!?Bnop08mozI5HQ6GM*kDj~jAgN1>)6 zG7!&rM;!xj#kJKe$^e-*d8xn@xvpuqL-D_;L+ z{Rf6Kmvn6xjQ9Km{0rGr-FV9v#8YlE0T(f@uO(a9a(~(lZv@|$b)TG2*Us05>E zimS?Ex!nv-Ij`0BuaP4*@UJh`h!eaSH{xPRH_lu4d|fsM@pRff^1k=VBLXj8#hfO#{ZpxB%TYUX*WBT*NC!uh%TclObWN zI-8mqiMS0XDC?J_&Fc07ua2_$N^Pn(u5oZ5?20k=hWD+>!cn=L3#~a)yWUm9c2AWE)Ll_67Wk{;0Efo4&6`Y|KsV%XQW{s)=vD(z15Xr zz-X-84t6=(Sax0A1_nwX@f8$PvzU!+9W|^Hx07MKr}3P~z zPU$f8M|M2H^Vxk$;8q>F*_{31M8RdDjCTl1=52{!^P&?xgXSBYyfV|X+UCou%zvD< z5Vp~xKGaXVJTCa_LNB;N>wJCMmwQ3(@X{E%i&%)DhN2lCq4pzv^f+hA$0>UWGv7C@ zD7z>I?);~+xP52UEVJi}W?V*1{NnRZzcL%ymSFe`o(G|x)wTIn$)G!VNWi>c|UsX&2zMLG;jXc7LM1K0A#!ZT+n}yK|X52YG`Xq zfBw`C4S!TTz4P+A-z$heaB_AYpPu#}x3slg$?2v1NS`X+w6NmCQ{=y$jv~Nu^aVhB zhaem;JUwr^MqcPzQs|F-+6xKS#RRvrhLA?KaZQ0 zns^Re|LVxQt_U$d!{G@VaqB6rg3tVtV@K_h-C#WvTTYZ9G<(f52De9fj7|S^uc*Ur zBS-0>I;n~iOI+VkzWxs&XDzRz<_G~`rz)TMr`+=sz&9q z>=Q({aKj;1iA6?9r_KU{Wmb%l6VMBha(F&@-6~(CwCek*eKA~K;PK}$uo?7*vc20QZly$}iBY6|3=TZ-;aSdew*6Gi9DYKkWS zk)QkvUq7?{3cAq@uDUI-iM(>XJ2CPxzCoM%oI!)OEXrqnJ2 z^vFJDN%AtnC^w@V+m{`Z+xtD7MG$r^KHu*D0v5eQSYKQpyy7G20k@jYhVR@@UTt0S zsbzauAU0yK{RW2j9atgc#yeJu`HZPR7A@5NoIdrC##4tTZPm6C%Xcho0XQ!HbI=%1 zU6wI>vIe|9ObiH!qPX(#|5ch*>QrN5{{;NFv2_}AF>~m>fb}_T=OKh#Vhy4hU3E@u zq+?*=j*owrcISGR?jJ~YglTYd=crJfvp?6;ZGYX#c;-Y=Ke1(4(kXujMJc062@Do;x z4L87@ZtgSa!-*L_FqD70s*vutJ8Dg|dE|vVsdpMl+klR5s<4L7w;&>FM^WeB2GSHY zty4eRELT_{@_C%dY92Mtz3S2IN#5t5Ia!EVM7XA7nP$$hmIohm)r`x&Z%PZ5p#~@L zSa#`n5tD3V6w^uL@3Z{ZoVofVfGe+3%7o9)>?OX?5VHCrYJz;$Gk8=)CF(zx04((n zjK0rauZH4r2@+XJNrb@!hJv!P$cs?{-%M0l+`zZBFdQiQ{fR8oiQ&=TP?CjRR8=?^ z8j>@l-A&wu4QFwTaylF~x=rMSe-pzt>_i{G_bZ-B^EzFqi75MS6t13Etx>Snw`^?v z(ZFqfuDADaqBQ?y34;Rn>L+l~(|Ovn%sbdJHa+dMOY6krAz6P^_kh^hBy<$n{hM8# zzMYg5jW9uSj+48?n&)|un4#hU&PXHNe371EEO$;{30sIj&oa=!DCcT!^uzFDD&~Qa zV+P0nY0LTm?xmi^whXZ2IjN=v17gA(M~%@WzTIdhYgc=I0O@7V?)qo>d_j?e2`uZ# zWnWajN{=eibq!`+vu@giaoN=55Ux2H*o69%7QGF94E?^E5K8Y{y+5Mens-^?n-<0MfaxY^23}>9= zXMb>U$=rr*=1(vBcS(T5u`@ZIdc=dJU2>ayrBYI9M@O46o85wrK}izDLQs#ok(F>; ze%OPrqhqGO-n%9W<9atNkI3r$NuqQ6ZZ!T28bW#imTrb|Nb!CVe^|uKK zZ4dgS3xECK-5rhn3+D9)WUbuh|4GixZ1dlu!`EjRY8(b}N!ie%6f0mfN*U)zXpx9k z;h}Z7TX}P9G7zP0U|p6CHh)NB{mg=KoRX*HprR-oGY?FVGP2d^n%mKcF&L?o7vW94;gpC8=oQK)h;NihSnJ=xr2)lEz36XK&HeE+X+kXGVch>t=kE%-s zH`)k2u+5+kNl?gM%1y|Xd7Qi~>)*skx5bmbiQJ(hH#Z_85W-~kRypimL~zNelUc8i zklJZj43}~Ap5FP9E^||&te5mh_;^Wq-g%C5U_~3-qYa?f=k0buVrlL=MBhUGv{k(+ ztAnn0iqHsb{)t6&cN^4RiZA);V`1zLxJ!8X;o4@Gf=`ZEABjfzX|O2G?Mynb8Axy< zx?dhuMZ+O?War>fhZZy|A*W0(EFXuMuw!;mC%x*PlS|pY?Yjx1bXOq0-F-u7Io7dV z@$vw#d@|h+x^EL>;RU^z=qGS;eghs=kSO-^CH8-~%xO~o8TZTKZ`%)hHVKBjlgpxk zi=!ID$J2~5wu7j(*h!&g=lGX(zN<|ME7Cx+>ilrW41BY$a4VV{9e|8sVM4;QzY!_1 z?0s_<$r@Cjv%Y6ReSq>)Y)aUNSxQKKjjj5&b5{%Gp`UmEMBBSKdSbl+cCJ7#w9Kb- z<^&vu=F|X($JC`imJC#}JUW_H-u3OXlFnU)bjho79~lgf?0$uuO5>*hNaSQY5JJcW zd9nUz5~<(YVx{0;6br|RbvR@KUDJIK9z_EpO(+Nq;xA5dQa1Uf2h!L9Vj|z|nm=|r z;1?lK#5_fW8UFMO& zX9XGe?~dKA5ZIqL!`x(G^4Q_R=$cswp+LB+{UU~YR8T42+?kQ^OJ5(eyBGxeFI&KB zfh-Cvt+z&9nHBdU=qB&>{A&6=9my(M8e)d1l#_IvoC5n$A?sBoa4HIoN6V`sD7o9X z*o?ZW1<@Ox|J?Wvk-7QW1k>E0!2C5vV{e#uSrm!gyYKM$we_pr0t>u{=|wh$;xIq( z*Qb0ylXJ@LxwQ5?3&)|Vpp8lz#P=pVV`NwuC!O58_YQhfo5347t=~HEIJ+}BHvP$C zxTtcj64JqxayfRLT{Ri#kvf~*zsooQ{gy)8h7~59w>YdCbocmeju68RyyH{jA~EB8 z&!Ym+DZl3>fal35^^J`Q$By>6XvNg^WJohh?PcTePMZij)*ReHMxC3b6Gsx6UKZW& zgXExCh22T<@bMSKH~_B05FnEAMN+tXm!h=bK6)DSagVF8$hFq?vYSpX!SJ6mQlWVp zayR)Kqir_R?RnE_rc~?urgr5|``FjBQ)?Av&b2=J6Nwq7^MChMG~5oN zQ@aj^K-)m>5U3AT;hZ3_V?Cpk>Ffwb&47 zZo;8{d_KdxBzX?2uV${-cgSNBm_-b~Ya%~u{#a3FuMKjmImfTL0PIq@a&bQFd>i~k zc}lxfTkSWNx2v)gpUihbEm_5xT;aYwBQ0#JA&&SgScBy%6h~0E4?bDG^g;vfLaVKDL+a*}YXl zk7#!5{`3G%*5XoSk~`*QYcW5ez|G0~MA#ba&ZNgQ7*tOEcpQLm*m7R{{R|$|t^ds6 z+h19D7DiVzmW=J4I%6&<5|4Bf6QbQlY$uaQ6}Xa=89jZxYd`J>EudVw75N)tdfgJ) zP0waCL))`jUGrqxut#b5<~6!r&7#W$#m@9jyf||O^QhEA{)$XLBmsk0di7^<&zk3{ zY?JmuB0$r0v8_xg1I>M}NOo`skmG46duf<^e82tB)b^Z$^;U@VR|miU1FQGtn`8es#CUC>eURm%ji~F#13#GZQtO{1PfW6-{2|!n z$1+ikWfE8p@=#jlj7O^|(4z5eA`?&smI4styGvg?#{(Q+=6rc`ZpYb!Tl~)^4I`IP zhsYUqgCm_#y6P3!;L1vTjQqDbaRucp{3pNO6cg*e-D_vc*ylZ${VP(RH2O74*Rq)b zxx|-qkCnZkl>iOzX%)@=ajTshSPfjY9h}!u5+W`HI?t&!H`#9|hptkXg+~L8T*4@% zoFyd6otJM*S1uo;5%fL!jx4kO-->DT0cmGJNK3QL74bs~R$x}dYq_o0Vp+ST|GoEm z3H%5YN-o_vs{z2?)=egIfqlHJ7*d3}Tb2t}KZY`3ff9;wx(hW=)IwDJS(8rO-ezG7 z+3n-O>TaEE7&!AY=6Wf0p^1@To^dQT*-Wx>q=AL$+=rTcTAT$2sKaAz(c9vNHG*{6 z>2mSGr#M-Kc^6SM`N*cEdUgFA!|qNdMJbA9h$;N#mqjQ3`O!~5xynXtaylhSHP@#q zo2iC5aa=MA*+~;-jO5o`@yxOhxUbT#0N%XNvSg!~qhfRO35$OP;&}%&Ci_D*za4L^ zL#cSDZQg#x;%@Lol^>U~XLEs=g2Js*x+EM16o&V{oOmgA{<*n6TrK_lQ5B#fJ=yw2 zFVSV$cOxtGIOTSr*O-%DT+OzlGW|hOC^gwvLCDq+XjbACTx29G|2gGml-|e|T;z9? z#f9qMeFhU6Q+$B%(Yip@*a;u~Afvali_DD4XK6exVyIpB-nVk2q4Ad$p9Rn-&Dgbt zyEq!6e&zy%!-Xx^9tR>)8>fz1&I+ovf7IN*5m7{bHtjlpCNs+^spx7so~q=|Y_|&e zw`ZaugUvLf=i)_XVim#K=HAJYXO9SAJn@S%Dm3%T*<{J$-2outzTE8^Dp^to@ zta|?(ULOu63>OhVTT8Rdv7sXH%`Fj+2awX?lz>sy_l@&A{T-wEI zOHqYiCvER)dWTKU6Rnrz^)5vEx)}d&!9}DP} z*RSm)#65>!&E*r(zWTM!(r#tO`amIAZHaET5Qxm2t>?ovUPPQIB>vT*05O?-W%9n_ zSk&jNvP2K$ixhqBJ{XgE$Wah*>e3UdS*W?%cd6bF;qmR8I$5q*&w6{T={q?vSA1Gr{=)vHqDQ*#U|aSnG4<*%Hj9!)lTI{PiH%3g2Rc-mU~?FN4Ccn z7-+5Ln~UYb6NA@*r|sfRDTwbppTyFd!1}56?_`{kpe!3qda|4|nU!zo?u4udoOOXQ zL5J7QKgnhE36SO!DW}UGScc0gYl>o1FELkiPGy0%qVoLIzgL&8$Rhn9ZOt1@(>!Kp zCs^M*(WtaibXCVW9N(I!pvga2LUWS$t=d72&b!V)-K+W#Cu#sC+`r(Rl6VcC~&|sbJiJda{=>(Dr z{C~t0;O4hW>auy+s3V@3Z<6XgRCW$mfv){yDk45i;yKg^kUSHq?ZZ2s+5W}T^xc%d z>n!{UHq5O`96d4nMmAuIw#x)I6WikahC zhUd;1OH#mnzd==|woLX$Efi`Dt+2`lluT%&#WpE~L;-JZ7nf^iKSqIuFw)*5w!O|%#G39>KKkjPnm-V+?rU6r zjuJ9!z0*~(vRRot+~_ROTS&kqtJ}FOLD(+6>JuX!)e;9PRgpMZMg&i_VeKG~4l%K~ z@0BLF*^dO!@)=U0j<`qvH7nZ!ddI=wO2!c=A|-eCB>pMUd`F)q;&IF2?*zDa^8ght zb{E)p@x$lHRW+@HX}=(~ynG$knT#5rjG1ip1-Pp(d5#z(=8Q-KxA&WLmLwo<_ydY{ z(GLp4O}Q#p4p7$hc;Hx6Rs$T*XVUuXfakY!JF0aQmDnw0GocOLP#;6C`Wp=};34J% z&<~r4{jJy1*XRG|U2EIJv1Ia$1xJqZg{jyi*Rc^Dx$e#sqr0pSoYjzdU}T+aJ2E|_ zTReMCciI~y4bkbIh=-h}e8oq5OzUa-0P}w{7Kuy149h}to*#FwO0<^&63IqgU|iq& zas|dHm8#dHB28MEtrE*)gh1(^oAVUEH-cn?H($YHMqPi1BMABRGlsEB(gm$fd~_uz zsnVBz0pm&@ailmvTj?@5mP6={OkI!~*AW!EsKgcqL#PwX! zR&uTbK9a03P4-P?)wM(nXCzEUqa-Qk|GYjXZ=;23-^KpqqIBpswI zMtqm%3)6;GmC+O%mdI8GD9H2o@l$*am%eLGhgr72D_MUKXtEI`HKpM=d>xI}`?#M- z91OgFuAaVTNb=a*e^jp>S8SGSsFPA~=--O;SnifnMRS*HdOq1n?z=M%vY%==wk+Q` zyf|pRNXb z@NtTOH1j{5mVVIjG5>ptMkTm7kBL`#b*@3c?W2#6+Cf3-#oCx-ak;~I$S5v!z&4JyP z32^KRWz76a&OZBDGV&z}KO>?(BXB)1m0iJK(YRz+mw8V?dvw4c&C=;;XCIhqVXZCv z7lN29sCh+^KfPsd^snCyQQ}-Fc|iYJdo*H1>owpv^enCrb>79RKpY%eAkl)Ij?HeN zopLKqT|m{2#x`#+*wL_9@Rl_VfF){W9wa<*g9`#4z`!eaC>(WSS& zZc=jn@V^gOEI?mn01| z6LH0Ol4~M%EZzV)urneyCE){lfmy~7fqZL+0}uaCCmCImR?z)>riY;8i@%!3q@ED* zO0-|0JRU}}ap3O8R~eQt6jG?SS=#WMCb$#AB9QKeQbH|dW9RlKDT&}%(?Yy))%%2n z_%S!=CI2`iU-15RQE^#ZqH@{Q$kpVVvf7f|y~9yq&f!QXFa$X32QtvYTj_W7BHM0J zZapcqb#S@BXie3uMrT0Q*`*?^48}IxeO)#b-`TUFaiX$Bl!!nS0+_=35i?;>F?pug zk$K*>=M>3xkjE}|VayaRRX56s zsk6{ra-G8~B|7=XQc89lBQvMaeK_mWV{sMf0Al}BX7wyASMnsE@tV4m{!5TCDqlB< zg`P^zw+E;eHtE?xiXs)(gALf7RYmTJ{2uSsiJoYrV`i1ZV@^M~!dAjGer5|7kmU+S zMPbS=K5HW|6|DxM7l7Z8j;BGSb^+;gtSE<)8u{jvm=jAlk^YQ0N`^}j{SM}HDptno zThW!tL^}tU^-<&O(Ep8x?)svrEYawiZgG6S<0e29?t?aIXgSL@zlgG>dcuEf&ZS&S zN$D2iNteJxri~C8*7@w~#M|ff*jH*;zcHF??T>~G1{`Kb6t$;Y2&-%UnzQ4~w2>GM z-hEwRbI0mplSvv`4z?D*05}wv_}lZw)j%^JY;v$`w?N_N7u@*n{xTs$qHn^7O1GgO za5mRdbUlB^;FpIpdjr!v7e^1}hEvc;FM^?4aB{Egdh~6|%fe&ghgj7F_eQj{``!~n zfSu{`8odBGgy+Zv%6Vh2?9es>Ii808({A6iV-NLBA>an%Mrgylq7RJh%o|JjW8c&} z(18Bo;TQ-_7pxBD0W&9dpG$w6bVd%rp@3W8Wi`CcklI+Q?Ro8J8?MhBkkPjVB}A;v zS|m6Ga&xQbUp-amZA+(kbmKk97TDNmDzOB@Y5l@UUj30BU}W95i=86CeJio_u-?iv z_!VQGnPG6)A{vVw(!h^V?BjvRP|&jFCc;LxE}w=ocK$a6UY!n9xQ%3IT$TLA+F55@ zmVU=*RZ+G!mm33_hgnt4%$=*ED9H?%Ck2eH^x#pmnMmNCFT+RPJ2l*=ee`>?(pQxC zxRJo+mLg}HQny#-9{XuII*$47d#_`;{_?dYrBtCgx9cj#XH|I}{Mai5ZM z}m}2RP(R)$LcSV zG<_yR2$3rDLw@YwA(GouSODKjk5-UT88jECMO`W8dA0?ZN^=imvfrlMdqcW^Dq+8- zvUP_zOdh_F0nV!|3mRv5nJtd)*u(=j8t>8PyAji2;EWq=$*jN9jF3>k|MePZ!&%Rw z1wOx~hP(br(kTU~o8*YCgVP}TPOU$fWyxQ|*j-p;rpWUGJGp1=OP&_{mK*!C74;FA zLX6daVcp9@C)>#d9(L+fXezA3(TL)%%-;-VAu=+2f& zws#)9ycDT|v%$y!KWc71khxy-5txX#w8^c&o;#mjaheR4YDhsYqI%4)PX~(G;{kOU zE=1F?-MD6E>I8UC#Q)(vhiH0Zm@`DV8sWy7RV6W~=`9(xLB0`p<&~ej_Vq747_&T z^Gp)TX7zm6Yf(;tFWnBWvn%Ds2_D?SF)eWW>LfYTJK3v${V@WHLSUDo`%`}KXcBDe z{xA5uufX6e23r!$Yjh1&Lmr+H9E{AAtz@Sx;&SWi+cVyl(^U7U2Ji~vj(z(%+0fj% zO?uj`!g+zPLNPeb(*SP3l10Wq-E1s=A;oTy3$8A_-?g+XCJ&_5IlM0U;nYt~_6)PI z>J}guqJBIgKtvr@XuMzz zBJeG&e$?)1R+9@+t5Kd>a|DWmO@J&1`1yU9UKT4Y+4~5-FdRGyOS+b0Wy*C|ckD7M zP;5kY4}J_&zufC`Cb6Pwb#a zqX+0SP2bKJ;5x1BGWWOtH+U7lfw;Q8A@o5&7gss9=>OV+m<}*a@WkhUDT1$i8@hp2 z^1(&bQ^$WEszziUU&zckbFVBp(7EAUo>VBdKGLmLa=e{16p-Z%ZO>(crj7V^^J&|QDdL{xpiz7arrRL{6st!=o&Oy9eJaaHMfFStNb~-rIppU?&S(PAMJ$S z*`!pgv&p~ve`o`mVZgih;Nq>_IBTYtmqPPOLayynAs6kp~R&*w?L;J zlHR=`i)?u89VczM1_*q#JeI_kVf7VS@1776iYfqK($NgZI`<(x$GJX46FC_I_}C2~ z$SIQT5vA-+4vyhq1)KgSQ&GV>YFna(%t($Ep#J6uq}^Lyy6gibIxj1&B><3^GWz7s zmr;LK2C>aMhEA!;E+xusWxW_m#FL?~Fle+1F9vT@EbO*!^8G*dcI&%Js+`ifym-5v zhNvtoE3}%z4!ppTih<%8R>x-f)k)k8P0iK-X3y@=`1~-6N9FrDl;`y~T|cnw^03$a z-LcG@WG>#iwN#?w+{rrLnyUkP_NnvP0rbRF=YjtqnxU3+QxgGDvGCNR4Sbj%Q5K0Y zuC-)WntOsW7WN+#>s{X&KHEz~#D~`D=|0`>NaSTf!TMYp$ZO0i$#HyJ>a^e(Ec#xO zz-o@e=w)XTtVus2y_;%(ve!0lWjn8ip&0s6B@CP!iRq#eZgJ`!OFX4O8*LSb+@BBy zlo!{R74Pv}%Ik1o*Mkx83TR$$Pl@PGjTWo6m6!w{q4Q4s_7aK7UO^|3NGH8Vh8aXtWn>NeL=&5zLErwgTDUbdbyM(H6~orXqQ>)?VQ z88|iKNd%LkM5E%ytHUh_V}Z!e);yB`GkNS!20zZVo+}T5grj?V0X0ohKfb8C>J7b5 z$udKG#`f6*D}%kBSUznJPEy^amS$tXHoz3lEIwz>B+CtB=w5 zk?4W$^66TB;M?4R32BeI!XDy%{CAYpu8t2X4tzs*_tX=tAM1_W&pdt|M!b-k?v|nAR~&QupR{KGA}Gh z=E{l7123k@j7+wEa*->NaItTv#w{Olo%YP(M(=Suj`31|6(;_V&`DcyL|!-O;O#7M zP{dw(MY|U0wVk#zLfRvHmKM$AC^EC<3c#+ty^r?FPnDbQ9Y(*uwW<*;mKlg@iHCUW zq+T7Bwq}#&G60!};a0vp&E4H{LX%si+rLBPW#6#M(7-kr15QNP4$JwYSKk&gYyYvOV-$- zM{RWHy;&r=3he$OF4A!WKbVgshsv!!mLFa@H>g(hpP48{5pTd5rw(07{XX>qRL97j zTb{kGxvx4H`ZlV>R2iN`uLR`yM&C4YEhh2aJ>L^Ww+(PK&`(|r#>Q2K(gIAg5mcN4Qe&3p z{`|>1IH5U40=ez_!mF`ULV*Qh;=T4K1PND2CjeVWV);9Xy{Uft=8S8SZwo;4`nrgg zX9KUvfy~FNw%HIJn{M;{#isAYOi3(F@1d7{&W!vIQo2hY{%p9r>WugoE?<&ZP5!MM z1~)D)#>=UeEJu$7y)#3ZP)#S&Up|tx8w9fv=I!!+Uzzv$5t7p83N;lcUKyf>6XWRF z9%8IwP=*-{Bkfsy>S)Z?*%`L;r!417W}Vy$)oHW$-;;ME+?FTcov>ZIMI`qI)YoT2 z$DqsnUabOPJB>N;fd~_HfvIzZ$-@34Y5e>Qz#|R z17v1;?JrQZ?yt<7b+VPFly)m2ArE6|A@!H27H1p$3h=khsx4__*^bQpK*=?45x4pm z2%kGN*=9rzJ{%G$c;zaveZA^DhaY(-#35G@dcf(G{e$p^T_M!rd(L<`$VgGqYqG3Qy(^b`IXXWqWrk_bd|O%CG}wCLOm1Mv7R9JkI~ z0#e$N#vAPYoXf){xJMC#w`=k$%dLo>bsXS>K5#KiPLz4~N|a2tdfUjrOV47|^tOSp zvxo|uz#OuJi@WZ$a<3;NUSMyTr=fn~*uR8=%pwV|f`fzb-H{)~*@tz@EVPG3|AD(4 z4tLO!HK;%@mX9hgwL&W$Xg?qY>SRcbqcpgfmC7>9*8uvP4Oci`6?;k(>4;eH zc`Tt`T&ueH-`8D#;O>d|42AmR&@wj$%xV}g-HSr48$!#BVi`0HyHy+(VJd9tYt)59 ze-7s4Z9UHq0{jry6F``9-loPu#U+hSE=NgC_1WkHV}Aed-8B5q^TUw=-x*PLO@=3M7`gwZE}B%pELwgDCHzRfZ-s1X`njC;k=v!F zK`Riwb`yPx<|nx+`Edpvc?HKXEcH!8p5|V5UG5Pw?n0ZRI>p1Nlo^MtMW-3alQzQ? zrB+gO4DRwIrEQ!BpSNbQZodkNeJ;D@tu7-!hVxZg+N^mb;U)i>(w&0PC(BAYJIY&W z2OSx0+E4htQNtXOfD^9A5!-IKJ|}Qjzkvb$8Nlk2{33lCtkB}{WWu=s*M6Kq2>_CSvc{c#p4f4yOl<+qi-Zd%OwRfY$xEZ^v2SMa}k z-Xbb)m1w!%Cm%R-bV(EQYyvxG<*ULzwf9K5{ifq&I>}8rLgu6=xR4n$;51Y*#{_0$ zZaW!|9%0|-ay(-)Sx`v+%@BpE>+=gc44wmv`^76N8BijMrPka`X&3B{4#B*-l$Nwk zc^;i$5;H%Bvh+otUaRUx%~CRZ4<;aW6YAxx#$ILp?8BN36d8qbPJnI>u+9Csif=?O zv}iqk`I3D9Si;Z0gV#{Ml-P6q`Q-S1dOc7DTbHWIE^Z$+bz)^j7T|l3laupkUHdMO z%0KkOpk)Ant^cBHcL*oL{TT4)c{BWu4@_?V;a|Dp>cW_T!4tuwTh36RbBQ=o@7m-AnVWMT3Jxxuy{}e-C`|Op%gQX&x zfG@#$@t{&{GTpgme53UP;H8N1Xio+|9zM(7i`Fq|3K1p&@v+|Gmia1d%kPqyxy><+ zY>is-oJi9eFZ;tU>ZyHud>dtZ1OjHpQ$r!?BFoxUrWL14NQ6pN{|K_|+)44IN6f-! zo~{cElTo|`L<*pML1efhEo4ZS=9q(P4|D|MuaPw|XDJBNoDOOeEN1q#%!lLQdx|$; z_|o(Cykelcz^of6nsU1Rzyt=VhLs>^!WDDU0K*riwd=5ct*1F(xP)lRhX2kCRkds; z5(-_D+bPP5q|gFL3LV#8QzC*rP{pIs>O}6}(oa;6nngVVwh(I97J`FWFl zI!eK#JlpJYYQWJWBm^!e@Ul)2;3Mj5r?lIv;Hh^nfBk$e;EJ%{J|*4OT~Kg(_aB-P z%uC(tI<}%YZ!$Xb4~1W*6L7yxyX{g+Q$B_<4q%5$nrSN`ja=-8U--zdLq%002mMl<2A9xqsCZ-H zLBliNt_Jwfe-N^SGBb^z_BNLr#;J<{*%W(*1zuc9=--{mBI_!M|BmYkeuHD-PpTLc zx26GUfeYEepn5dME_9~RX!(Q;#SjesV-@s;qbr?}S{fbW36kL*NhW4a zmpd|^7IS)zc&KkIqUM^bFflz1e{S9m?%gW34{1$$irb5ZSmcgfo@1sLvFcbq%W(&7 z>kn>psR-^hXS9s|6nH=hkNHB8jt{(1VAD zT1jx1yfpZSyFq7{5weP`uSEm}i)NyBS6NX#7t7{kCw-W%=-2^HD3g^n%s=}kmU~r8 zNtbI;J1YT=5{s_&Df+5zydqp>md3;N?jVBOvhXLFiUNfZL2!);PNpXcswGZE8`)H& zZx-|?%RmnEKQrR{y_~=mMTdY+qtSy|TlBs}y_7g1IU`NtsRT!ska@9=a7;RVr>+A4 zI(qr`5H0&IXKFHfFfzGvYUnes^@*1S-PJDCouEJSIFkw>f=nF2VWpeyysSH)(HI|c z>-$Hu;<5CF!O!KhKan@Fjc@W$&W76672|(9&80 zC7|En`PS~xACC?@03TUrIq4$sksZH}S3JxKNJ~Vi@IKB(eZ_CTwHhJ{E1BauyprXr z$mC_21&9;Ra#2A5(oEgaCRHRVze_%@ig*{)X5nF4fUs&(*F?4%1JCdHlp`Sj zd+0tG;{b+LpLG=fp3}%gh9Os1o4zzV0627X#brqB^P0@0TNRY4=rqjGsy(FQjENv_-nd+^MYU*UK%Ds;hnI zA)zt}VI3|K{N&eCzxGy`am29j?UKfD4!Zbc-}uQFSMv}z9}@4~l`2PHQUoL(p2W+v z;c;HEe1H>EV1>>y$|1}$#K3hHY71VHyeSz(!o(*Hq;xhs*>-%% z?zpP}><>N(xC{X3{xoLn#Hki)hkf+vDmL!7xU0 z%8|s}{;hnQYQfK|cQ?F`Q2QgN^qYeMs3FGjKUN}&`r`y6ypVF>d7a8+%B;dmN#wwy z0-t{}y*1wRLH2vD8MFM^QuBCdFrqn~dh64gS*~J2JUw|P&S76Fhxs!{f;9le3b6ZK z&3b-zSVKpmd+`ncb}hxKLSFvmKQ1jvYsdzIKHkx-QqvOl>+mMv;U7FK*SARy0MHJA zAC=*-ZuUA=AA>(wX*5k^C4v9f;rSc-%tQfaxGYS+=rVz4nXFFIo^2t?@NYmdKAhjH zP^%v)VZs_dfRX`&yWg65Y)lM{O%Rf&l-?$}UQ4_#uI7u_4JfDYd)9el?6~eYYh|)=jDE0`i)vRbv=oRXHA`&`C3VjSSNqt zz2O_G4f^x31i^~zv}{U;MsMEfe@sG*wUGrfB?4LP39`^BK0|bS&8N8%ge5(--ZAU4 zuMKwc);7Yg4~{Aik>2QKynZVf%LQWke>HR!rY|q2o&~x0H5v@GR*Daa0mQ}~oSh4!K9%L-h`8DsB_vE{xbKh0B71@awA!-eozG+P=G#VV{OU_aPow;G zJGPR;&(>B2)D9F&h?i@aUN&xE>)aNwDFK2P;%amwp}*+0-%( z>N4m3=Ji9O&(i3{laJ|eaAUWR>LPF#p%zH#9e#vTEVWHh|LJ*y}w zpf?UAN+od1MJ>lk{X{^a4n!PP*v303(J=kNC?? zMMf1sFkEiu8~1_#ZPqAuD4CCHk-vHzl`QWmPr|-Dr-(9Mwzp?)1 zAAKv}cTmvBE1Q<6qYBe2yF$}X&uy|W@JHp4#ZUI)qlnvSJM?JdpXn>c3~>oIa(TJ% zZ6`f`=g|~?9d)F_*i@Co)(sRw_1c~aRo1bn^7lWX82xr`N-0 zH4w~461fI~VEHX8-1d0K9+_U@YcSOeCpVE%+@Jn#KY;S1y6^4<71`nyN2R#}-+aJ` z1Wg_2a_asaT$HbT;?u~yr|RD<4i4p?usOHuk3X-=Y+ZKcV4@d5QtMUw-7Y&YCWM?4 z2p7Rk_)l>qq2854*k;p>nE>6s0r_(Y$4}#dJoM#?0t-}WHyiiHPn~Anmj>_Jlh=Ex zYymfxT$evN`2t&_V%j>^`M-)&7xMoA2O;7^rWtl;I=3O%Ldbh7+p5E^`^Jnh9!*>a z5jtvMksXF+XZ{tsoFiKD6V>o5qHt2MN$+pN^lqc>EMe1H@ zbY^xxTM0N9wT|nlT|yFrE385tlm7>fM|p60|M!`km&7!`Z#xH#%qCyn6H-=sdEjyS zNsihejr4{ivw@vpxZDT-Qj6kCR3nzb>+ZW@hm1Y(nW}*zrJ9JS9S07I;Ko0*Ki`() zZ{Ilgs1Qh%;CrpAw}u7Z*Gz2kQ>`d@1O+x0p-0yydo{jhw(+7tKntT7+Q$2RvIX&= zeg6T`!=L8nXvS)@Ki=t92H_-boV&De8*k>qH6I&vzJAX?Bg1JcR8)x>uR%Nc(l}cS zF+^_3q(+aVeOD~_O+6RfuYGCbYhA)0#<=YTdju)y0?|Y$eDs>TM|$yTFhdQE&kXu4 z;aQ?#TWj9uy)B;CD4!_>sh3t)qtDLTM*FaSKs7ctCVN6yRuWYRLKb7@&y`CaH@$;4 zo?>koxv!eD;ZH_zs6C(S%~z;^MbZ^@X3b@)&k$M?QIA{3V5N9e!T>3 zIKG|{rGKv>zV^fu4j8oRt=pzFst{~ap~h$w!+o|k8Hc^&fKGS@`wR6QzBI)T&QI%s zHfjpl^##qrZu{I}Yq6ey?1)U@>{rTI$FJ_C*pMoLr5b`{{72P64+n#=bO6aj^jU{Sb}z!G6!8<4$Hr3s2NY}3^Mdbk=KLOmS=hzBp*lV{>IFk z#FD(2r~YDSXirfhM`?yvkBc}^qs^RGjOUrNeDNyCvU8s-patc_hCKRwLKMt`Gp5he z_Atz!HH6pLTByHRvNe*?gIK*iZbL;dp^d`DZgqGuvd7 zGNKCQHfgB?Fw@tGP-`9m$<#{1(A;hmQRLWqJ18et*lk$~L{CThBlw%d_eGzdpuzOi z>emIge&%PEB40t>O=dj1CHw9Te|Doz%4^-RIQYFZo$jw8a8;fO^5ksbmcn@t95Kj; zZOT;A`YE0JJxxAi<6nWRw8uT6)B2{AqZTR&w1j1Ge~hzu5{}S@RubcoQE-|Zl;;0p zJ);X<^MWU%sBIW|AwO)&ng-+j4Uv{qYu`64V4vz|eY#2#qN3-uMh= z1|X~-ieob>NbGN_v?3KLU{($dyYhrlzI`H-^eb+bE6hLDKYjn2!<%i-og2?GN|D*ex|Ujf08dKsl&safAs>K@ zaeZP&Oy`~^hn>Jd97uE{8nap2arV?lfz;H|eo>&CzzeWG3$>f4z51u`WvhT2{-_ni zzXnAQ9kjrKl&^R-z~|zIe4RS`w4Z_LE_8V-@G}uNi{Prd7c5N@!^D^dG%_+GW)^Vx zczb(0aeO;4qtQjqFCM_e%H4iz{TTA9RkkW8nwHav@|CK)F)Osn$gBuf+ z%$xEp!GU!Q47tr2*8uB{(8TZZm+3@#i$`Tm!-#Cg>3*utuf=;4Bpa))oL0dE*_DG; z2(G+gTP(re;0D=m?G17(WR+q*XMFOd&&a8d+bIM3N7`2shgW={MQ2FijtH3HiMb{P z9!;7DoQh-2^6ffzY}8c3dHIRMOmxUf+vLgMolUgiGHQxm0>zfrak3%_i^!fREB`UF zNM`0*$P!gsTl%>&y&sJ2FKFw&_XKNR$Mhp9oX8(|4bYDkr{cya50iRCMxu+*B~9Nj zIsV#q)HTuWrBD`dvj zQrN+wpmVx#IPQ%rfkOvuA9;CSd3oEOM4&)-dT(=HnhIBaF7Z{^m>5loy*{bNZt`Sh zD1L+ut#PSoe+L^oFB7%;8nKXKl~s9wLUv(KM|+O~g`<7Nd|6P;9CJhpURz7bDlCu)PMTa6?# zFVtEmEOloRUoQ@TEU!XqxO$i0W)0aWdoV}u9ZLQGkQbQl^zOb-!bBbl2g_Ht)i6}K_o2;om(sl9y{h8$SVGmFKcMf90hC0=`pTQ$a!BuT zI^8@ACVQ_9GhrTDCoADP;OV)xvQ8wXoihmfWvr6R=H#w0$7RD6y(m}w?GM(8{&SH% z^iqbe${WSLY>N@@g#qJZi$P2mCg?S`L@kv^za68w7ARQjIGi6 zdoLOmIz(z#^}O;R`vrUrdy8~!T(n@uCYGXuXnscng?Fx(aNak*3|+*Q!Y;FxODa8r z(TxfGY?)ybPZI(kJo<#!xF5~xpX-PSqBav#CUf6k%v9o_ty=RIbqke`Y;TQw{W{k8 zZOi`R_K4GvYj&@is2Jlp%tKGuAd|BIf^e}B#>>2c5Vj&X)WBEk7FzQ<^4Sbc#}ti* zI8AEX0xYkhEMsM%WmIH2q13#n#(^o#sh+em6Lc?e%fWt?Mv*mA|PNm+T^|8JwiXAgM|+WxPi3 zl&nAKQug2MhYQDCpdqf(i~1rY_eD@32V)4Fyjwx@$d1D0&X8VCEu&8!!*h4}jMo0u z3IvNS&V;v)+4ma@^K>Au z+r;7i4RYU=%z&9y4?FIUsBzyRd;i-3$1zx3T0`Sp;mw33d!EtMjwE4hh4uAnx`Bfa zH2GIO+)c-^XsXi=U(`HXkuvcJA;9B@hKHL{S+tA6!Ny^-eEBEwSK_u)y6!xVyY#q9 z@+<-Mps`pFAdcZv0m7w`Z)dyCeymrVk#_sm(5EkFJd$~Z-fl&l%1Om!ZZ`Le$1`t6 zjPs~{V>-k+Y&y#t5pg?k`&eYKN!OuW4P{*E!cm+Yr)WEJBH@~%hVH8u5CaoO#A9`m3Ncm|x8oJmomi;Iz_5kpp{H1<^_xtKZ_ zNSttcL(|i0i2IP;^UHaEDBlM@dtlcX`~p{tH)sD|2L1k+PaZC~yjl4^PBL2Y2vTwwM!vmt@0rLF{qhHP5;ft0_I+lvTWXN*!Fg4^le!X+;? z@7O^(Ym*9;tJc9xX!W>&lUxO6tgk>wDamudYOBI^XGVqF?W_T7*(oXS4u|a_vG9md zMh@vJzP!Uk4y&Je{|tYPryKHjDScc67$oy^4d+2OClR>8E8GDe5`G9xYQD+){%x(_$xm=#zKQj~ zwIEqHT+9CKPcvo_#pfr2mxz1%v{|{>ZeVS=?;vWAxsuSbql!P`fVIwHtTsT(Dh(gA zY_&XA)YXf-klhR2%RQF3!%AV%e!^y*&5)9I!HO}!MoRg1P%DL%L%hx!ecQu;VhV1Imt(SWJD z8B2eBvRCw?R*N5n-+U~d^n73g7FW1T4Jq|CxJzrh(=ueHxI5g@`4jJur2f(K+uw?D zV>dPv@ATKpgHKIj#WD}gn#s4}oGS+p$^QbVX#WRA0Eg!LX*^ddJw>r9;eht#kFPK3P=d`aSI!(bWsweDF zKp1_25+eI}#MHkd1z>^%TjOR+KBl9!_L+_2RTY_FV^U$E(cH=U-f|pI2A1o2rZ6mL>+jm&;$cagd{UA^ywtgi>So9A>ip!Yy--iRt%{YMMYxpnZl zGtxRr#zKaLS|aKvW>9WHt{F-$ha`Y??A-elIyO(VT9 z{@RkCDP9$af8&)10o>O8uF#-U_nfe!#kjo>Qm77T@y=wK`MvrvGQlb?{2;w0w@7iu zFZZC2+%QtQEm8m>FaRAne)GqiFLUF{Zn2P4fpo{qMf>eqkRYgHvFF;9%Un>jy#G5N z|C?jn1Le(@|5u|!+*l1dXjcJvZC?6()D?ylqmh&KbzS`UDol~$bnJ3(@)xRGo1V~Ay4>p3h?T3T*7oJC z^#-S%@JIH~);p8iIS2+glD!%+RXK(kSvYL8%1?%Z6)}oC74t!VQq(TBkYg|$XTWYM z?^$q<7@Hi5vi8#pP~k}|jrPT=>P!`oX%sSggU5*Y>@!(G?Y7`sTd#g}kpd;J1LO7q ztN|EgiLcm%Ruq{YHxPu*^e*e?pX4Vf{uH3nyjnsO1P`AaCD@Z(`@f@`G&PYtpTMdc zjuQnqRzrC4MKYAUN`WARA_221Vkvj}m1m=$;1%yvxcpcC)U2S<0lLDiBFesrXf0)SOR0r`*82J#o8 z%gEj@DE047Yu-2(nMG_9wfBT>22N+(j2k_I&|r6OO?T<7!tx8SnBJsOssuuf906cB zY;+C#s7kUMgdKhxgn%@Ia4h6ouZa$uPdxPO>Z!TLmseoxZ6V_93W|imT`5d2&+s~ZQ z8kQxhV2;nDbNc;<%J>@9<_dJhMsYRQ)iev6s_Mp0SBOPHK}XhaIEL|v^{uV%j>z7E z<|{VP{$jY@fT18EHWQEVYg|YYWny|Jc#QEb)Ls!Ks8*C5JrL{H1Kt5m8Sla_)&k7b zp4_)L$UZ+>UudfIpf$@W0iGa_RC2>`wlHrHb)J}*Z6gS>xWh^DCSI)a zjok5jtFBzTcO#Cypju)8lECeE9~=$pq^nqAgsB59(~#7piCwFs_lSenKN(7cqv5Y9bu^PS!pt917ZkIwewbr4t;{S>(F?>o+k+okJ9&c%MVrKtoEIOIQb zd#MBya!5Xilbhtm3Ue`{1+-jLG^G+FkQ4@33p5W2Lj|IcuE>fyoVVg`Wxjl9yUf&g z$R;QLjP2j9*v5=t5aHGO!c<^65+d?KtQ~gcNyTd>%UBWnsHlybXiQ4Mia8xs-IZw! z)l!7sN2U+WUkEHHQ3soXI!_?Cat($n!LAx-R+o*(zd0VZ;A4{k?KZcAsh_oFaR| z1h~-X3q+ct^Kdf1J87l+t|HF^#8ds3Qtiy*0BtyKKbSsg*0i9%sB&VJAz;L)5ySa? z_#IQQ!ef$8~r4uPmI!G_vPNbwydw!yv3 z2NM!+qJ^>aK2tVZLIhk{M!JgwsOI7&=_ka_mrD-csT9BZIsKe`yEgQy-y<0K>!ZPl zj|SoMGp~T-#X_;8pt6Cx{rG{wLGh8`=bFts~0 zh9D`47AJlsApSW-C4iRV=?qdtY$q7F8@HIO3)B+*Do z;kls$#C9^>z#&mlLtr3;NS#pG;ZVfHFqqE3zK|j-{Q(J!iGcx6TkLl>1z2Es_zSQP zkpi#ikMG39a+#TNKnyx{h`qhNQqs~QUS3T*+(<}BiCm7PzkmP!6&DxMPw0)v&(FU} zK!u8m8VhgiguD@g@R`Z=NHq$N^HX{ITT}mdsX8ry32#tsx zusfVk%w!C-mwhn_7f4*dAFjAqV~M^umiD8rjw4~)|9N?x$#UvTDxW7>-kS2~tmX`Jo#F7zo5`q54 z#dR828os~1(!@lChlf+$7(2l&B;@5$By1oDY(E1Z7MES!-E*3omoHm;jp0T?5mYRT zB^{M%LXxb%QsH31Cp_V$n87@IjTQ7sv#C(n!8QOKz6z^Zn)3aZV}tiDObuPsD(3$R zGm|v?lSUf;XJvy8e?82=a}Kyt6WaWH5%VLQ3Z#S%V$iGrP3J4zdyQRec4Mw4EZRuu z>7@-Da8lO5mb=`3*ar@f*?knJo@M@?sktLVPaJA zmI62sD=TYkQWDPJXIxG@d;mK$G(H{+puPnI3A{a+U`I<}U||idF_4ge!NI`^<3ON> zWXw`zo(HT7(7wB4 zB_$OUlLH<63=M@&<#vV!B%ngOw4l5k1{8(O3{Fi=O+`;HZe&D~CzldBTda{&SO}*e z@c6}SJbe`O(>U3%)~c@k9I%I#T5mzP%gy-xRnurn?2Rb98s@|67Yp)_-wcq!4Y^6y zDBiK&VW?|IYz(xacl`TsBuTGSWaGal3Hb7G*sq;9zDz3!_5v|$Fi?LCL3fE(^~Iuj z1_?Je4kjk1W}_4N*4E$t9$B({3**8<;p;2R14n6>NY)f1FJtDYfB$G==x*wKS3jJO z>%{Kr@z++bb?istiwuA0HSdXbn3iK#!=3g=cf7@KW@$al`x)Pd$He@$_T8hP12(%j zQN$4d9|_p0G)A;t^Uxu}Nf^tb7l|jV&>gOe6m-qrQV&6i(`c8TyS7uqosw@b3w(p^ zFr^;r?Knayn3~?TM6A(cE?cr2EB;R0iBcqfe%3Xgh-2en)oGIx$}bS#K>d}#_Cc&! zYDB2zF+;#jhW7%twW9rBKDhu%xh7)8hDkXwak>dU=~^F=A3bZcv$h)rsd6|Nu~O9W zi*fmIRXL2Xkb(-pps;|~CLE$P%>B5bFzM+fx=zSfE^K%{KBVy^h(14gvi_LWgiJbx z2xtf;p$ctBKX-zq^>@&|`}`xj&iwQe?#y+zoVu0q`#5bX=~*@F5akaS$|R$-Chm$> z4{D0_{orkZa4A+}7KB8q_!~}7GI^uNFaP$%Q?g$WP4mgK3tMGa;=0;kDyRgzp9wJK zQHPsv;*AQeXHBlhOqg8KMG&Tx=3Sv=b$%<7vw4lv#2Xu!)v<*F-6;aU`*S`phIFakyF@;P`$Pi2KaAx zt9@pe=wII+%`X*FdQM8`f#*N6p4NtJx|kHs77a{pFueLz=$K)^VMK51dIJv~GM zCjRs-Xt;c=ulPRtJNKw-(tK+CK`UewBoJ5x%+cT1E_WugI> zU7i3pFjsI#74HYOv&U|RjD26#xzNCOPP{4CS7M@uN_1GIfy?U@Z%_oOdc_}3K-8t^ zsV8kHQG|3q5xOsuzcwM0YxR09FuAz1=iXmGTHwq#kI?z{>-$lJ36r6I{n%}@L}FXA zSg|oiv3~Obe-?iV!d}=drIQiV>7(8)t;J7>j$n)aXyNbNA5PLZ{$fqLO--1MtK93M zGrGUE&nKn3D+sbWxV_uT&nOX6tk@tlaViRXF$&;jeE(Nf#o7>koC_^SwmVRTte$;SFitzmv}BCy0q|=uF1q28$O{ zqSI|~8=U;V<8w|nM3T9#KuiN;GqDBL$m@ObSsWw{^K5(`2oo2p|c8rEoCW52G3r=nP#?$KEKRHm$A{`QY-mnO9t zi0Cn6!gQZTPuuL7i*ytS%ZcR%kNdi!{nJ}n>gNV;4I&DM$`XxBJFc$9|F|c?JqQhz z8ug%!$NRJ`_MPI*^CD=%e4oaWzW>e<5M|J>aH$BxlVSvOx3c;F>b)*Fuy#qYpO0RW z#1SRFTQrheeAtMDz)np{9#~l}AAPbSwA7EPG_nnB>al2@3mW|=x}=dPh@gn@zene7 zJkNC5+ECdM;a-k#iQxl8uZtSy8RDwNLTso?jKInkdpjC$<1v8BPD+yzGwJ~PK(&$x ze53))B(Yp*vwgJK$V9-D_}J<{?in7=777>@z)s%B1o{GO%v0DOcM^a~zG%F#c>{kv z09Ol-GrOf_<+4?`;=^9SkTGTfm6Vl1g8;bg!DG+E!$YQ&Q6p@i$EZp>;e+Ic|A0Ly z8pw|36coVXao7Y9!&)JKG(fdu>;$bC@lPgUt8Up&R9P9#%F60uLKHbGCkMiLZzQ%= z&fT4}skxb8U575-0Wt35nu2UIXotyc@!t`6V+JtDgsMLNGVyesa-6HdlR1((RaIy| z1>d;lO0>3bIcU{OgtWDjw`n;!>)R8=KRWBiLn1xLucM>m_;h1gzK=*GfPZ;;8FS8Q zyA<5$yq{fKI=cVrf6)n($YzPw)YSCr*Dqqvm>EPvJ3EG@q^y-sYyu@KmzaAs=u!Pm=qL9w;{Q?T!9cev7FQ^XZU{-e{-z{3)_ zol#k6@vPo{28Ia%5_r8)i6Rmtgn&lu7-npb^1R*?MuGgW48{fD`OHQVv*vz%%yAcm z)g4HJ^o)d<6mVf*USfcQtRF%I|LOmej8RY^2&1El6Qp2r)uA6)Kr71%=`#aCdwv?y zNTm-soN+Tms3=9NNIl^-8vz^A01Hu>!TXHbO9zcqD^#l(bx&~vyHeZQO6*h?b{Xc+F2k2IV3Ke`}3W^W^1 zQY;tcVnBOI|;fNc*-3aQ>>QBU|A)t>D7M41|JM@aVfss2H2L`Cp$nnGdCRrD2Mn&MbXha7n9wQZ#ekoy zs;Vv)OnzqN=To*oAXOT5hkCZu(Q1^bdTR>bUkx*wEL0c)_wHG!G*Qyf$iMp~a&(xV zap$2|-mnE<8;0rP|Ngwr?0IFnv$G?VKfPJ*|5`je4kg^7qQD<=a$@t*VRQ;vfact< zc+47{FW53mDfe>Gh7=5^NkCJZ)zU z+c6i2OkzHI^|MyJJrU@Rz)XGA*`#pV_W@@A#f*wVh-YqAz009;!u(yVB%zYGl<;l7 z;42*9%SfuJVcwlChbiSqWR;X4($mvhA=BrUH676;%-;g2&Kkgf-QQk3qj1^bfxLXx z&bUUoesqGq7aZX6^`EUa$EK!6RaLP7XzxHHox8_PV3~m0-@WyJKCSQO61hqd0wA}K zW<~t`+P0rH^gYF~*(`odtgfDNscUIb10@>;%q^MA4URd#;^QeESwUR}Z&wKwF_gMH zWzXHnf*3bmtrIgdJ6v~1#pUo4Ig`8mD5qCfSHYk4J%mqo82Vwt?}Z2Irji`51O z2T|2aG=Xw+k>a8vX>4|@zf0Y)wD<4%HXJF294R3HbsSerZEY>!alv&h+qai?!HS9= zz3)dx!f);izBkfrXLUG0GX>Vv*OQTvbzk}d6$ySX+eBmn0&9*X!2GQHTqBL8^B4D_ zbX(n>EMoI{Fhxd2Rv2|d!!qkvRn^sDkx9k`51KmR)6&ug^%{4+y*{hqYh9G;Hliiy zI>AZ&B#Z_+(KEwx5BTC0?&tcliA^K@TU@;~&m`U?BKNGCM-PLWa7x)Q))S z5(M!iP-^y3RmAsvQXOLgoFEz)A9v>-C&XuCXE&P21aL`Axafgm#rjn@JRoGCsG<@S zM(71gKtPblY96yBijef*{cs20R+C=9xnwdM!8SEDH3YPUW{U?iE*{?H%k_9Me@!Nr z>k&qYdhw36=f#F_oCKzqNq;++wnSfoq%Bw4Jf7Bu+La`{`tz~ zzI3m6@yh!8F+f=Z`s3pxm(K&!$1+&)dp-rGBBaw$(c9z8ch&&mI*UotK}hI*#(U)N zz)A)r4F6*xMB%Wi;(ESAI<2nJX;ndTuDYOqOz_Zna%B?|a9%{zx8 z6P-Og5B{NaJT9%zZfIB_YwWh+$Z2d`+)aG-u3p4X1%rubpFb_HH0j?;GEWzFcXt=N zO-0;uO&K-&DLX0U+q!zY?}`0?s%;83blGJ0xG=;#ePworIfP-L?l{DU`L|X~#+Yivh}{OfEJ$xm*rVq@|^22tNT%1-5BYQqsW4 zh^ot31UjVy(911=xS|^{-?HYLaH9U}^vKu%{<4U_LIX!uKKO7PhvoFC%X{ zJFWL?KaP&9_#QTb3Q9_PJ|yomaQcn0 ze?W4S)YPDYIs?4V8YNG&pwuKK!-h-tV#y>G4Gew)g_MW{JQ&XVW4-5o_q;C$l7fJK z6^N(P3QSE+Enqa+J#AuTVNul6i*7z^LNKew2}36811!cEz?RG`DUt0}`lDf$Phvd_ zJa8z`Z-cS6mn)ggy%c*aG&Hne646lDk3G?{rxU0vC-Gd(@OvsGh7G)^Z-13*xLdLg z`TG|G2<>QnDA)?WSFcX1+W(rKKw?;6`^L0ue|0n3==k2X(HRs1g@6V7nNeTWenPko zPql{0T|N^feVU9^V!&#d{#}3Dj@V2K!B5YXLlFwqfDFHQao0Y642f{L4Y9~uFHgw r2)zBT@uvRgY(c=l{9oh*CcYzkT+M;{LCoRws`n?VO;c^kv za8a>0b8$CxG6l&Qx;WU_yVzJ7k+_*UIa}J>vCy;7v(l1SxVShtb2Bj5{&xd?)3CgalQHbw@qq4Vfrf~>*u%O zo8i&1;T4;qbZ^A)x;Hs912*IE-n|=m<3Na>jqU)WIy)7IxL#T~4hc_D#!~+ZzZqW2 zLISO_lvEX1wY~cIxV2l%!Qt+?mihI_lb@Ks=DY6dEro+V-_Ik50;)(7_@LL97gB7j z9!Llc47{egzJSR8y}fVvf1m#E9>53v?|aa~?FFTaCxqs(J%awVq$GH&B~}mRp9mp^ z7la!R$L9P0eR1IQGNX+K8z2#KIe}qdk@ojZ{|T94aDN!;*4IS&!+ld1cyf?22_GL( zz}1^e4_=}U{C_g30S|`8Wi$}H<66Zeg~Ek#T3Xn;_>Vw_(~B$6uN|gG*#B!8PK<;g z_+L-3|9_tFgfIaOn1bhZIA>XJdB1-G1Dg%UnMKt3F^FUn{I6$7Lg!In!5hJK$z|)D zm!9pNo|-bEW_sZB|BPG^1ANY520|m#M@^Ec{<~?~lPwo76tutjpQ)3B^&+3j2H#KK zENL&m6inVQi@_ok$Oy}k03(MC^iDu#y0oZ(&$01-xAQw5LEs^$ir_CK@CAGaqhs%e zpV{3opd19JgbntwjuxiV&)|eyj3q%BV4((_?9SGL=84@{2pUyl$nSN;MfaoQ+hCG5 zrX*+z_#g|^?cKMok&P@xig4MK2#gLlH_aGA$8Z0&AO|4?kzgRpIEzgQTeimzY$O%f zgKQ!M=i!aiTi=7HVo0GR(ZKN*vY9kk)U&Z>i>m7xjR7V4+ecYbTR||qp330(&s8o0 z@CBK|YyrShB0|~NtjZC{ppY^@vbj)YvfzIUY_3AI&5Qp18S*(XwU)!)rSVY+Z3PYE zznixM%{jBCkcna&x#b9cR-d^aqucp;u9x|JP2 zG*O&TtA7iKF?9YMgJmTFk$|0O(|VX0&uE`{CJCp1`+9caH-gozeKY!AohA3HQ^4CO zpE1RhXkO$Q(cr=B*Ir8c`lxZkGgCiF;R|R46B!`+k3ue>tEbZ;^d9pZPgsG+UlZ#W z9>9yy?l))0?W*_2ZDwXBlleHIiMe^9``Kz5yDk2c-ytU%JfwGk?DJA~9x#0(;pTS% zl-VvADRkPQ**xx>Q4C!@A5wLKa{oT<-R)-DgFww|emv|pivb*KKA7+Q?nq+^xq`~8 z+P(#=%l*@qcn>etx12OIh;h7^@Ks$8R#zv>IMrPbA77tAJ??A1VJzdEFw0H0{fo86 z>9G=|Ca>zS?=|_SJ#4Y(oHy>ZXJlk#Tn;-zx6|Jdn3VE)d3huqW0UzJOb+XUB2bId z(?KaIDd!V`f+QQ(l-$_ydsBCV^58h)&*k>|EfP71<5JXs8o(D=&s4ryU(olDaoifp zZ*9fv^u8Su_;&(f@Z+S+JZ}4GStZ_-}rZDXMLzgRAl(Q#80)D!uRX5E34(RPWop`pQG`m2-&a9lhdbE4)w zbItZT&1BqM&qBI~?aEC^2%0Nb zH@-fcJ86Ivl&=$e((AOg!aqDOxdsrzrB1-zjyNy-JBmJW-D#Rwu}9(#q#e}Camvp` zzz0bpt+XMgksSAMWuLFqQ(eK7c&R-6a-V=$fez?vB58SyXw{$=mT{I}fHApW4KFh9 z=g%YBjTrR$+c1kee@N};q%Wb4<^Q!EZ3@@|Ddfyj%K{b-)MooOjl^hBMI-#`$tMFm zy@KbGGkZcn73Nk+OxbBK5sl1^YIOEu@moK}pdO|Qi}%Q(h<~CfAokNRpc})X>J5#(@cR=YMCS3|yD3t5k`*(67&tEaJzL zGZ0wknrzn(7_#GN4S+S0yxL?79PVq2PD7OsL$>wz%uVc-Pfr7__2L0LXswHho0rl})J?qDGou2+W?ujsXD z(V15K{a6>(riHGKX?siJ>#tt*ifL?Xv%=%?_IG#3QqQ->**voGVnO>(ug3(*zZ#hG zYASjCP6w0jW1bw_wD&?q6qYq@;c*k6>60I=a~O4RTkzaBp(v za;5muuM7&Z^B!;a%=aA@`3;pwKdE?>82$8#UCrNdU6%596Kei$UwvSD-Piw`;-LlK z&lwXGKUhK<4uKl2ia~3=nz^ksabk2jHH4sjRz*M>!b7&GX~Alh(Kk?6_Z5#Iw|p-a znHiG`c*dQkiwqo_YfjpD3C)V3{Q3-%@H^qxZE_=}FTCcq?o1D)ibg+#p6hB!MKnXtr#O3JY1*yknb%=N@yOvIs{hlu|w zLn!(^yn=BE4ZF#H82hPah(_2lnI4OpB0M(W)%EQ^xy*a9%u~RpoDj;dPlt_7P)D)- zqB%cm4)|doI2*lhtHScZQ0Ff1sswP_k2x=~+R}_K!ZwcvCiTxe%U2y<#A*Eu3rQRLt2XRo zh4WUgkxb(qjcE*;oy5(@?Kwb~=+Qox3@EN!Ord1A)ES&0UAxVu%c70G%2Po<0v3*h z_Q3XTljcB;OWV?cNz5Cy+H_B+r&#lk4la@|CakORV(l(Nl1xG_%B2V)04n&Ps1se+ z`Uf)b9t3{&OB%}#6LfUcE};q7FAm1#)-(yuLX-#5i9;*kgi ziT_R$MP%Fa?!DGGJ_e4f48UQad3IH<(&l7Wh*P!Op!yK57><6F)|JXXxteY&sP%Z~ zVQ}QM9^BrV{u@|FHj*?HCV0y5|MVBqFM%hY?1v6dQuiss z0nCZ)99WG1IE?G8GR(o-kQ(S7LJ0|L@g&9&c!eeQa+P#(*ZJ3KwxC??f3U{ENtj@J}LXX6V$nq5|Wq&S)0 zuEkRr$RUIV0?A`FBDKI{Tcoj0{rV!8T z;{#E3S!wdK6=y8uyXpW&dYe0w-)FmitF1+n|{F7nwc5aKa z#fKm1m-4jbOm8jPLPK-0eRiOR%2~PP8U_Y04g++Zf@%5O3}%9{UDB~G2Kv2B#{P^$fOzGA9lQsii%Su;hARvN^s>SEzE% zpDr_;PZ4M)UgXm?t$fwNB(iyX9CIKH(dOP1puHf&3Ec!n=t@H~QNJZmj(>zk7!ii; z;%~hLAeh74hLJ>D3AthYgzZU;yey;icU+v+h9TMP+6|OqhR_U`J$N&4_*++{-%K)e zEFx`91~^DTbitr~ijm?ULf!h>XrHY>#%!NXX?2Gn6NP3gH1lQ%!w&St4}IeX-bR!$ znc*WJgwV3_0gOK-XMw7+6H=sYTOmRx925TG#8&FOZYc)|mrQIo`f%fTcJ!CrmRri} z7fxV{0)WHcpr#dF{g&)-4AW8QfVc`M?=}ib36>=c z+UWx_=EMD{We=t~j5R&ni(l~7-Vc@!7ZmmGomUxC>{hZfEs*n7=o3~u^Kcyu@Klu| zjsub+4*Ha))ByRH@kvt~E7w8_*rUue8`movh4Cy{pBr))I-@F0nrBNBGBSyaS#)6~ z&^$A%rH&7(!$r`@Lf^_yig+2Cm7lbV=8RK9lYcUmd%#n48(HHmQ8hr1zX6mjvx!=h zd&AC`s^q&-Q`R#{9lvSTgG+r`LXf}pRUA>tVA*U2k}O~VyZqVK7k-3`jQJg{1pQhX z)UM@++62j;ctIqx`B;oXXtE9FskOvv1Ev+0XK8P$ZM>c4=caSRn(NuL0ROhOJC;5* zZ1v4pive^JyK1OXv|sQV!sWbNl^=|JrH7b z2py(UV;_tf#=jp-w#@9fAI!hlTq^+m=^1TBC=0~>tuU3=9KJwB5OB`$G9GU)nYRDV z8Lx+Yyn3%56^Qwbar;u*1D3UruUMRX`j8@jPg!FCj8al?JR=Lvg#1N7VF#IhAOr?6 z(r)2dUYCEeWtOFbY^2i6H(S823S+o5idvak31(LXG31W+0-Z zGWPDeyXLG-44ysYaAnqkP)Cy(skHz@$GLH^Fzi^1f)Cu`ne8()avONZ;i{2e2uxKN zim$s2a7XavE(ut~QFC$~L-T_(Y9+O`0zt?Db{Xne=oM8GTX}0_Cy!yYgj^ z;J_#xC?5UDSe$g8KP7S?D{ zLz1kt6Vq`{)Ka$AiBlVcOXa*>P>rkQm0O_G!L{|gmclUQQfVvS>jWl0X9&Uv)xiGj zSVocG&`jS%cbDD0V_yCljc@Ch%b-shle&D(eC2yh!nOm}E_xWNUQ2jkwVJkMDBKm* z9!CS`Bff_46*D<1WHytA#z(jzi66Z2QXWSS%Wv-#b(Qb~dteB5`&1PvN`Gbop?)Bs zWkQREm?h^J%uVAJ#N&M-hzf?JHCCoB!I2X!>~<-oz2V$*@8~ zAwN{W0K)&D{}%o@Ld}c0X<678bg;-B8~k(6ICryG8P(jhZ*U!P9k4uJe*DY6Ol=cQ znYOG$RS3K_&z4Oq?LkV;1sNLf1q831goj`-&|uSySk42G;%mb=4CY!@5XrU@FrD2x#miFjfYH(R2yF zK>;Aya72yvFcj%mB!E=1YMh5nBf~7UaBQy~PHf^ZspyBgo}dZa?66~f_7lXv+n)c* zgg~N{X_PuEQ9syh>yI|5VPYwZBf-ZtsM zieTBL)_(#L^Z9i%?K6^6Gy`xa;_<_zW5~%KUCL30wcj6J~H> z0)Y?rf@>I=5qI&}4|pw}IZ$0(0%8QW0O-%^`y!fm$*qds;D#SReC(Lk2ZOWvM#rN$ z$!(ku(Sq~s*XuXaj|bWX0Kh)>OtfV><-e(-j3;W-HBcoLa)JG?Ud!TS$U`w1uHX^G z{)))(DA17~%_agp?!5-ZzRdY_b|Ar!pF|<;_B8AJZ+IP>Sns#q*9Xeof<8nA7Hj!l z+zv%s%vkWzdyhU`ledX9BSwED4<82sDzgvbwo%0+yRed-syAZd_Y4}WhFnvfKB6J# z+Ou?z1FQA)4oE)(&FFo3$+~THdtmJ)yW}jv>=IZF+Ycx26L=iwf~BWJTx?6ywZLaj7b8ftnoQC0W-ifc@dsf=l{V#V$uG>BDfRQEwC_rU3CZCO#_y{0_ zh&mVG^BJ1PH4f>sVl%Cb6b#I4kAK4f(VHk7+O3kQqws=0{m>Hc&OlV?Ns%lxkVp65m-y)+)^q16Mj7>JC-}axzq0CKYC@c`*@-TDL*H zo6_1lmW&MM8;U09fpU>%B7V4_{ckSISmywJ#bh;01yI~%l$3DldY&J;{=Phh+h+VP z)L$Je2}YcuZ`K?zvAzbTHy34NiG$U4x+JfFm_Yw^BO;;K*LIQ>uv>M_D}-1Bc#fpM z@^!$iKCX%`jZFl!^CxAD^CzExr1J-t-es;TJi4Y_op!Go@W8q5V~F-0G(n&DqY4aU zaXFvg@8uf**&X9_+yuWxM4XzOL|fgxS+*YzMJ6~0XvNLfcJX8q4s)N>UDv-w{P)hh{uxL^^v}$k}Inf4b1zlj508tBYq8atlD^|ycy?i7>obmC&np=vL*EJpolna! zY(%q+_w42R$JQDTyA9Mu5QioM!?VXUEu}#&J5JE8bNYl0=6>uSUEE_B2UUi{dSlZtJ<6nv zkL8rVHPwDQ;ZyLp^d=J;!gu9;W?uiw)U#I2L7Xk|#|r_VCg7o{;GuWNGQ%#mhPOsp zCcq$7RaFvdY6LtyJoM!UAAZ&Suf1AYT9eb$7%yCC@Z>gQVA2`A;;D)lY9CwVA9lI# zahQHU{I&u;rg2$`&*A`K%=*roMa_F>2FI!re__`%brebDn5|k~f*o>!5momt(oCXC zdepLVDw|I1NWMGT7Fn$z7EXXAJ(F&;R5@3#}vV(VQFlxa2V z$mPo+@az?{yMvJ8?WK-a=cC12)Pp#;yF;r3`dhc7YZWA=-GBl5I<7B~K==kpvtVSP z9agEC=0?&awaO+Ddca*6HtJpEDn5brSJjgqM;qu_>Dl<*YYfq_8QV-j6T8+O?2bR< zJa_BCs1DOol%Mq{#>T|{i%M;}eS97n8=K>uFA$4T)YpIia(2GaAECo71hUYdv8W%y zQa4je%`hn7u-CLmemQU^7ZcA1V9^RJ;ZF@FH55Xq)inBNoHGPGEjfs+b%WvPs8x?F za0~_g2TkaLN?49ZmCc&~gHG9Gw-VVK3@6dyf7-fNpkA%FSZ9g|@RhKjyO+l^$Nfpt zXaWxTKWX2;f0vY(m%m#=5SH@J6epP5o$IcTKfuk-5A0)fC5}|&%7R?dS3$3BhR}!w zwA*vFBxY>YgFdNOP=#=R$;`IR@s;fkI>P0kG>FOAYs!c;jo_Z{&(l6&?HLq-KQqh43C`46=j`DrrGC=-9g+g^E#q<}PY$ye<>Q6X0GkI{ZDJ%xvauM% zHf{l&RN6rk_4;dC;`;i!VzG}ZM6DuZI`wik-autrpt+X>YZDZw1iz50)=Q zO5|HO-Gb|#kd}v=H~QKzfV?66p=S-^(ke4W#Ejbw7TOa!UU~nbdwDTepc(0N-+e{G zSDj8rRPkXzm8c`IpZff4T)1ZJkKW&$%wi*`mPZiG5F_n4>_yhX@~RpScxrG%6uU^& z0^|S4+<1X#cYk{21l9?vuyZZ4InQIHjYlJegTSARKVjh?NrE90#`=DNeusn*9XnzX z`s!$GeU`NdnQx67G4D8C)|`u%k+T#(v+9@kV&`YHcQ#aeZbp5YKbQx>EJG zMN5pR09(gJOZ7FB4;71}0zIg2*K5{%HIrhqbejw>X!X7gqgjqJkn3SYJ~_4i@?!gK%1`%G3GSch zt^Q@Q;cl@hgc9ep#YKmFwp6>7fT>iSUw%iBaC#6xT^GPG5&ePf0a7)) z2O*nFgY?DCs97+Qe;WIEN)Z6A-hwwHmxT0CT9~%no*>t4=x=oXWWbGlY_~VPip&hog|M z8n4Ro!O-=5Jhq8w0ej#aVw}406&wtg5X0>~+^(F{`F-gW8YD+Pz?(#p1wZ9Rz_U}0 zZ|!dIQ1OuT^;Zk>R1!NtlwfMC^G zlPa_J&(64t3XWENsmd)?cn>-gK~bM#(gH`}Re(HqHi_43nxX(kYQO}!)3YmfR5qKB zb-aYxnSFCHg>HAA;fHb9?pw+wIK>E$2dum9#9<+;`wOxDEH86ek&iQzmi+Tf4sT=q z5TDKssV+;1R<4mO#8>aMTBae@5eGRuSv}!LqYIA5l0MOOTYl-@O=N;L7L1V=|{9)k$e29g4lyN%m|WWG=`uedYxnbFFujBK)hQu5zcP`wuPy zYG&kLod)~^?K3g|2C=)3Ut&H`78@r{-rVne)lO>@Mq43#Wv>EjWan!#Kh9bO;TSmNOCsk23S#ZG~~U^KxndHzVbUgfs<`;EPmUm`&S^GGFsYFEB$J?cf@p{2>^}R4I!EV|^6JgSV!6>r zyvpFY{l#O>lp1tTt3|y?5f*bT{<$7D>$D8}s}jo)@VsX;w0>8C@j;&uLlFUi?e3JA z_m5hWe!ZlH<|4sIPnDXxNW-+_MMER#N^Uc&;$GLh{^-=Go20E`bvLNVC-C`bBN^lU zsGrg!Iv=K&Um_?P;Q<=`f}A)}@M;nxZ4@^ey`H?nCOROhjq;Riot>eM(3AN+B2K5; z&qQg~;rJaWb9oqkZ;Unw0~=zCQS#MaKriNg8@{K$)L^Z}<#@iP8RNoBBrNivuuR@g z9d_acNsfUstdJ-0s--@vF=4flzreq_dZK{B#k_h0X@h>)nxxGm3&$X>5Y3Sgv7|oK z^Cub>xW_UQ5xL`2|A@L4{;+>x8(_Ij?eiYA)i}glu0fPd$O!APX|uJTL0K)wh`@V3 zRoGKf9)OAb@TjrAtB1P2Vk}ai=PuYo`MsGmwcPLs_G%l7%nVxlJ@Xp7e0|c1LE0fj zINH@yF}*?1{yZ+eoHqBDCawn4WjxHp13^co7nThTiz6pgU z>i*YI(t)c)Kl=TIfvoNiloE2EaiE^z&$-*5*>AkMFrcnwcpF`Ojte+YCw@a=S0T|_ zzChGn`#QbU9ti&gu*L(3>*gL?tI}1mC{9Y?l za{8z8qkGn-ZK3)34Zbgn)sy}_FO0R8p&-t2LHxHeKfC5Bnrali9O08=X#V7JL@xd-cb{_(R z8Re8s^`oeP6U*`&B9oBvTE|`LX$kvTI@LCdG5QF@UGVPnHW|O>NnR6n zE?=yNW|b=Q*6eMSMd2`-HQNcztx(3evPUxf=zuKq!+}Be7LZU;`9{{zQ_Fnvo!Bc^ zA+H4&pa&c*c4hxRYyrk2S7?d#ei12GS(DwQ=lpc>-U{sRXBdYIzT(Uuc$0&j^Sw}{ zPhMq=SP}!YgEX+#i0>=LJTw;+y)WxxFJQ>w`!E0lDGbxU)H-QBnh4=W`(?phTc>w+v0DjGLBry9`=tBuXY)-D!+eiTMR+jGgYz8j ziN&9L%#9uxO0xhM^Dg!e{l(JA9K@g0D@**tG<(p%hD3lJ$`7+Qu7Tq*WZj5ERWoKAjUd>$)T!8_7( zY$9EZ@kDoGUYDlOhS1Sm=JOXMs-qXDPU@CR4vwIDvfWU*H@heC86w4^HMRiMZosGpP4ivq07;P{Rz|q9Jc`+ulIDYy;Z^_lptQk`6D`3&iS@aXb^qN@ z;BuIa)Mfs?SEhUkc79_QHEM*~7_n??O@Ryb-m?GG4Hc|4i}0xjg^ftpXHkjQq#Ub3 zjAXiP$zCsI3Gtlp2vR%I_rueL`CvGu>sb}0qs^m3hwWIN_-3mQ9jOY2dZ}J9q39g{ zZ@C9*b+$A2#$!KUv2G7aGr@Dp3*Pwd-+Z@T<6`SF-Fnyx-Nq&Yvzsc3_4GGX%e1*A zbRY35O2ePB8o`NkyQp}rT)~Y~11oR>L>zbma~N*qyGul#P7x2wno4WYnR>s(5@o_e zL|$k4#d^;LIaVZeNL&uxE#%8Q(~{_NT&eGt+<7Ebda`7}?~{+29K&_=WEEd0lF^%i z5(Q46)&`QGwD2V-_9`d>1OgN%V|mSEbT+X8Es4@otxB)UGWZL)MQfvQci%$%_Jcn_Aq#$_0BHT$?=@d} z`G-jui*$CrFFoC|mE~8G;$hQ;MfDftn3v!TRMxzw)AmN5I6BW=OIGs`0y(6RKF?+- zb3N+H4=EY-KuR;&9QuE4H+z8V#zV^&?-4w2$kb)d|L?OdoW26(S-gBzu)uIUfSb>-P6PU zgyYNQtx`jn;mi5zbq@hc0a*+{dAkAyN#{L*ae@E1>$Iiml``I9hL>X-2{gAnAUlJb z$Ho=Zcsg!Jl)rOfi=Bz9vGD2nxZd^=_iILDhE9*;!_k6N?sBXCLF#s)+nCmj?=(Xz z_|#cKlw<48=O)upxJ+9;QjD}P*(|q12SX`eiqba3kJy{V;lXt3V7~LH2o|G=%J~+` z&rNRjhG{MfPo5f~vuT5!WDqgS$InGt!#X?XW!kmg1;xF-!CBrb@?IRfi430SHB*jx zEFW2;En(sALtqUabJ5irp10JRvUXy^@DFes7y~qO3%_UbS(?wB6R;)_k1MLIU%!-Z z9ZZW3_;$18myPri6%XfEn%`Ba@|#GGX;c?spVWPdE|%0Prc2lk&(ca_Q-jGBfI%X} z!It`wQBU5miCU%Zz`QpcSAgn|q8EiJ$y~){Y^iGb?ajP=47QusQ4(30*=k^Idin!etOLbFOx4StMA9oxflhbg zvxR^MZb&|_N9Xlwplcg!h8FM_*K+Sy+LBDQ6#Z8zbwiJ0-m-hlP&KT${~K>SL_egO zsb4e5=tbwL>jfo=xU{!LrM?i=vPemc`Z!d+wqcyg=v`bkR!MOGCQaxDfRHSQe4q?2 z-u0J4g-B8XtLTHRaH9oWG3!_xF&jfisb^LOj=u2WFLM|{7yLQs*k~jfIV7*ufY8zc zHRK{5+RBCa^azzGj^6kraw2(0)a+lsit7Vf8(7C4sUDHJJ67SL@Kn4w$bUd7TKwFT?(t8EiFKEqt=r-itZ8Jj$H4-ix`$4-)4E-NVk>{y$9_kpps0W;W>a0JjY%`I)g;ackR4rTCUT5gmCI9aHo7Sps<*IY->^a23`5O@LJM~ zk~uiC$OQN&Ud=ro+@=g_xXfxJ$wi{O#c6IbM)cOKc#mU|3TkscrKWt zM)?4Is|nC^uTs>H`$m~N;6If6KEBViRtNp?&)vp8Xt9D0x%mVL{+knmT?rh9oDfqu8Eq8Ddj&W@`;5>=>Riv#-cE zJ>E{34>8lN0!~(5qI{fO&q@u7-6|<;5S%5utCx4{oFbHj4p|M^6zD85bUojU z8>+&Tw*9V8+;<6Fjj~Ws0Jt|a5w>UeyX+VFOSoGw0Kgdgl>bo7&gCCBwHl&Zc(;Wh z8}X(7CN%nrk;VW1aMh!~$-vdjT(gRxLHJsRLEMAV>f!VtUy|#G5^suTKWK@2Z&vtRj1g;XHq7n9;Y*^_NJb-27oRvuN^QKV<~y+E`w`FBc!={#@^2x8xz zt9JLe33(~igaf8V$1+XKJiE`0zw>0C6g^r^(3GmhpHoM`k@8I7?i0A=%B}m&j4{m=uIr-;t8Y#3!kpy;nYf{Z zDD~d+A(PFw**Df^30X-W@kIRXC%?Enm`=M{Y4C!QEj)4Rs#MNQBY&ZB6%3 zNcTfM(1sS6OeXlCp8R!RP=Eu2H#9rJU{^GgHT)5zG~pzM%?_&Yyrg#Iocwz+e5{#` zo41$xnyAW3PhYnlQwjXVu^QgsxCJ>S)3?s~=KSEZ-)&>5%5fG!hP3rVb~0)+k{9*w zpT8kHepZ!b#9A5{N)%;EY)(IZMeBFNcHCIoqI&?deAKFOBaC|?au`zeH5_h}-ywxF zH}re>+>+-3RQ8P(L15GVW@a3j?Wl$=l*ypvFN+6>il+y*yhemY9|pzF_YOrMUw>%Mgn;+_ zv&36NOO8H6s>^P)9VAv-`6Hp z&z)Pk`5Z0u$W7CyO)J1KM51|#t57w7jV8~An7f$F{`1o9grG~#ze5O%S*q3)dwHn zx6jUA*M-T&35`e)QOGcjxB(>{P>i?olqL4MN&8abFh3S?Zex*HARj)#aKL{6T_=( zL1c*7qSeM5&@$8>Y+9}fb(1!~nkVL&l3SF8ktwvq$15Nor#4aHU9aR9{Hn{uz0NXR zZLL#zV%O40D^;u=@T}Xk#HMnbeqa5lD&Kl|0E^XQmqmc;`Bw(Fy{yUiSrE^y**eB}?HBt)57&9T+-`>ZIiR zyS^(F(S6RgMZN{N-u0?c!;^%D1c7jBPgtC0$_fYHqjY#c$M-nrr#^YL+)g|M2UdD$ z7xyn#qn@rfhZzNf1SApd6%FL791U9BO%J%Ot5`mD>lo5-nCL+Hkc~k&F^ct}f;|tH z)n2O$^WmzGia-K9ECEK0apwKyVBzBe>)W?^n_YuiO`Pwrl z9ia)<#QwgE3*&wBjuYvHdW#dx-bLVeMkhz6R7Gv&JKg592gcfDxN2J((VRdLTfO*G z63CVcLo<;yUW^w14wVH9hgsCGtR&!-!dyIT4$et#Al> z_s+r8%y1+np{CVoyzg@WN!lspns-VBy|fPh`^y}S&mEL%V*V(0!~kc$ftR->a(m)s zNnFJ{Eyu);Vr-96snF=g^_h?oeFPEGbW%OE-2U@C_ZeGx#c3;&uvOKai9-#>UeDYz z+v$h8X88i~7X=a_Q4uy^f)q9Y<8u1d2fL#ZX}rz#Y6tQ2WLz>Dx*R4jw`;BR~`jvd^eIi!z@S6 zq;(}}E}%p}xr}HWC9$R2OuRkC))GLH_1`GZcGsf=HGgz-Z-=D6$u0w1%k- zpVZDWLR0ijJ78C1=X)zRC`Nv(eSjvuB?BsFeed6JvN}`5{`RCq8Ow?Q{tYGDzbdeW zCe&~;q7Y3RnIHPN9#J1d8CE)PDGr&gsUOOXHdW7lBj`Tuun6o#xa4bTHaU7}1r0%q z8FHu%bp)EfID{@G6qyJ0&V%%l_aokDIuBv6w}r=QVKv;V0E}@THixUehWC~+5f(>7pWk`rpM)Dxpgw1xQ8u?Ttf-8j47G&77aV-oF z8yFhOS@{v)TpoqF`u@$pJSI>BgP#mN*M6H~DElbk|Nfz8M=tPelu9(Ogan%00fyJ}4K1UJX3%YAlf@P)uLK)-Z2g0`&Vc-_oQN#d9xcZo;g3QSY=f@!xvBr0`={a zq<|7!4&I8CR?e+Sl1^8+9Z>Xfhq`8EMtg6!Dk(9N5vHe)=r&N<#PoAzb9S9L?_Srg zkB$hQ!pM99ybho+DMMG^)0Q4V0sT<ct0Il_+MOV`z=ie3jbMifw882d`lqa`cSP)Z)c-y%AAAMBe2Hf#xId zi>m}vlciWiQODPQw?n)6%~e zxluEPA&d)|L7$9cNw3L0 z0e-7kv|UEHY|&_ZZ-HX@khkTD5RiA7s@f55R}<{tPI7?)nY-@PZHcb}atpMPZH4;} zzdgtZ@$g2E)S~jXv;|C77s8M6SSG!Ha}qAsy#Z)o#a5g2%Igu2w}?~zgIhz!o1mn% zdZ0AjUZUosvd&1Kre|)tSi86?JyPMDXh-+@Re0_>CSia6_zRAThaF81+Z&BnmmPij z6aOKY^@u~MK7wuX$Y5NEXc-FWw0f01A@actfI0M7Cx*C*5@;*nR~oBN*_^h}G<>(} z5@uDf!LwK=w9d0xBF1nFxQ4L8&Os}$F<+ssFv69+f7^qx>&jDK-^Ug@-0U0M^RReS zwe4+TDPG-C9Z2PDYL*@wff>sI$r7IR(5KE?0rG<73KUm`IS`%GJVRBKxyS1@mHZzd4K| z_kw-BQ2I`7rj<5PINHI)M6k4c#$zRFX+e+Uck@%%AaFx&7-5L3Q+%0=xdZJG$qI@K zMZOwG0-L^$6=(5_q6v-p1~h9@O2JdyZLNeJ-q2O8f6BwP{ts4`J(oWBK}#xcOP&HT zGHq299(`E)jzq3+*lcfW6tI8ijzYWtE~u?zW@g{##U#K79XuDgHnDj51x{ln(ry>P zF70>?rLdYMN{WJZuE(hO6bmzRPCqKfko7_Xv5aDG#;&uODe3LYV3Y5|=pk?mO2Z?Q zn>FcFu;yFjL6+7s(;QFe(DntsFdH@iICxd)MRul5m9o1+86U0(tw(h=B;WG#{-*4? z+d4nHge=aw*`;QNy{3v)PZxo54om3*-j94g138MdTSJ;g(t2d}-n$jWPB}|b>9lp| zs&q5|XR3G}#S7B#iY3*;*6fn%_3{v@fq{gZ5Gz6iHNg9YyiGw-rl&)GCiVn(4#(EI zqVTweda>HA#qK`aSc^_{kovYaFl7qZJC(G$$-Br4#Bh3 zZ4OXb>6)QLZHM%FO6$fsJ)|>U>u{_#tD`^}R(e3=DwFMRPVmb$13`II@kC{F-dPqG znkVsJJpZnpXJ>4B(fKQD*Wtr5TL(ao4VTkKCX^riB`{F)=b&s!sru$P%IU@`(Co5c zY}6REYUbDRNVP|NuBgs`ea!o0jS&T5zF8Uia?x=3NE_8%%OT^&z<#2;8F7qL8f&uS zrQ)#jjsxPl=$k@kIZ6@lkiQj2ob_%k%93)_ijYf^EfzCuN0~bf^jhG{8ZQx*yw<$P zc=!&W{38v@PDEJ6A{Gdm8`+aG6nwro#^K{#uvo|FbO85>$dPg3K^9bWjo3;^b5D2? z0+p&wgx4+}o#=asDor58o3h`F`AReHXTIxM@=^nT6~oqhRa=xjzM3@`lr33-zxcY~ zW1>(xTtJtpofS$1o+!weO)@)~*z98&?4(at-ogY_>!o(QaBDn$PkVTy)$o-mlJ-aL z13)~wYC6s)S`kLvy-wN%&`^oN-1l`IxlXYRAQ2@Dn%LFOn3!*cZs9&H!{y@RZ{NwJ z2FXZ?|5>&F<<4Ao&mwCYR^T6-gtgsyg>iRi)pF<5;=VdXu{g9~wQwbu3lG$Ceniiu zevd2NyDz=7L4Y2xM_DGQf-D*+vNfgmHqb+uTc5V+qtkN^_hk`Qkk;AR8h-lCTtS&Q zMm!EfO>-02U>nB*u5iRiy*mDgnk`oJi3Dm9!7%%S40#HWR#-Z6Lq>>=6c8Z)9t@6M zzLC!iT>>)J&3kdgV*NMM=k7GuSsTio##z%-UewMXgl*|wF9h2ojhhJ{$k0x z=g{MQk0m8};!peg%@N)t;is8YFJ*hyn9SJ7A{l@cs642t+sZ_r|y!Rz;e_14);z~nvuR6b2gr&b`^E%pX3Quk_x4cVLS2yul~ZF`at7PnYD@}16^ZuFdZJA4_txHp-#=;{ft9b z`F*7QOY)F%lajgbSr@@C7V{8)gvbv?#4oZ$@=~0gOfVogB{Z^u_iLLyFYdnZRhgy^ ztc?a={OJAdg0VI}twb7-h1E&uLCNEnJ-Tb&rgnE8H6Gn= zsm#H0tQW67!GE`xYToxE`ZiBfDh$=$uClCjysD?y33s>|wN0ob35lyp6tdPBA_l-) zKW)z_Kn8M?(S5C8t28k!OX}SDpeJYp{$lb&o--MRU86;sk}P5`XP$QKr=UH$T31Lu z6MUn|x^*?#mR~Pw6R4l9&ah+vnd>48c9*NBbj^NRYW*U>AlN<>&tJ{H`TTSmsR*t~ z>{0Ij%5j$?iA3whctK*nBkh0!2V4mcVqL4pF96$ zK2$(Qu2W||AwEXq&lX3?RP|x&&@%L3&JUFqVJ$eV!r4W(5azFpkR}3L_{o*Kw7FmH zDWQ4ydjJH$4K4Jr2;Sx`u{famndv@3ZJ_LUxF)-mTsfMT@GNj*T!euQD0^pP`wh;0 z6(mj`VI7q7{iClF(KmlwjuQf=dmRM6=G_-AAh*5xf2ew^sJfaiTyx_P+#P}>5Zv8@ z28ZAfB)Ge~yM#b+_u#T|5AN>n?(V(#`ah>fUog0XReSBKn)1HSEJ_k>U9KvPCSj%s zmy!Jfc;2!PhE`@%qbUsXnj7qmy{#Hx6OkdQ*0wQ zzXL`e(6g@luZ%g%Wuxb=kXUExgjQGz-uSHvl||yIzV!4{&8=_Uq!_;G(6jC}Nr#h7 zWSVBIpQ>i%7ctbxI%A(gJU~KA^1tkU!&r#?;$tYyc7%K7bYbWg^0g|X<09(!cxDD7 zp?B}s?FtL)rzLEt3tCDHMarJXopuK)b?}tj(XX58MLWkp zD+!aJd=eS60gMQEBt$Hg6b^N*fI*`nile$|e-RNO0@-Q>oy2V%1~JI)o@4e$L@OZI=luSF)+Ai3E&|Qeq)Z?g6@U zIU}0lnR=`u@eNg)1ZTGoQ{UMb*;%&{O)+++lk&1pah!xYO#58=zY^2L`hEXN4bAm$ z$xQ4CTxlRBGYSul?gI!$Elo{37ECguG-`}Dic8AF-QPAsNP98m`TW=|X7$e3JMXth z-$EthKL0#hZT%)`_Qv5h<<1)1dB=~idz~KjDA^hkl_7K?lV*Bv8;YrT;#LkHSUd`*Gi9+qT2& z6rSt%Zlw9R?HS-)@_TBtq6wkx@hk(aOQHKxBN{*n<8Wf|JmJf{ zDLDVZ;gPCpnA5!8Gyiu+ie7UrTJeUO3#VJKM3)nSt)y=+{xP&0pb4z!C+dVtGqx&U z@dK~Wen)EA-bat-}lE+;g`Jh z5M=4=aHG_7d;IQ`*asJ1sCC7#4pFhtoh?l(9t2BI+(H~1VW4kh5WULg)wrbo{!+7m z?IUxyXdfrPe`d5hocyhQ8zV1+mG7_#^er@06`Fx^w0~*c;|B$&ps48Q@9%$Zp;Lit&>PuVXSKv*sSPyw zw#zgT5*h8~iiY+m5b>~`$+eB2`cVmME8|Hy{5JK6_P|ha4cO4}BhCEgveiY3W6x0t z(Op%)F#y|TQ2*8Y#ht0O>nknIy2?n|V)S*l)$_w-Z)DwzbmR_?h94Y?Cz9t2PPZ3n z&c>A$ApS78=P_ia)y>6c$V7FMFBLw`2?A1Qg6O=wq9gr>W1!#$pbW5IlN~^9==LKy zbujT~8Di_BO&Ce_a1G}S2}|SRM|P6WjWzk9Yr`&-LwK+vhXY;qmH(c2Iv@^Z$^zoH z&26_J?~e$}%Dx0H3ONN^lz(yO8in*M#=5gR7Xrd29 z?cklMUrv%M$Fk>$z5r^-T?^u%C_GrVxT_J$GKjhAqOjUrQFHmEQwz-$ibrBCqZy-pxe zz+eanzV=}eojxeuC6)t<2YHdLxi+MeQj&J#Eluq&6N)88c8+SV2&Y38F|Pv1Jo1_% zqEV!X*|!lnL4f$hlKj_%)Mq#+oLRCmL!hCYLm(7i8z^YT-RnpP>_2#q>wYX-YikBj zM+L#m&fQbjnOT+T1UcZ>2zlf6ytfselicr0YcnX#1RHeyALrQrUp73Ai=F+`!%Vbk z;=^g|-oL-$a)gRE+e(Um^#GkPP@8*i#H}}OeyD@`^xh@_0b=jiJ%c7HP?rfqc)x}% zZo^0fC=?Cmz14}{CuW5R&PUtPZ6cqXzQkj98cFB#wmN$(`jnKv4g-=~IiMp@XR{U!aB2=t6VuX=V)`&INGI&}XJlx8mSuv?yK=P{0r(2V zm30h8Q0Yy8y(qKOy=}pX5!gK2P%+NA6Nbm57Ajk_=Pgoj?Ur9r|2A3e^+6uqlftQ( zgGBa2zLHa37}3m%B0)KJw_i*?Rz(Mt7~;ndK-CNTDv9vtycD-U9GQNDAcAjSsFd zL&V;4$~ZD!3&y^1rECUSFQN9;Y8(PuuVm{~NCEF>u3LZw^!m`@2Q}a7!C75h%>?j# zhEq9FeIBPWZ5Pc7gRJx(@6Jd!u)jHaPap6$#|f3rpR1>TM3>_%cO@Dfrdx5WO8#5B z!HqOIRVMhX_uzUVp3Y-@vN)&_T%3>TNmE?|l%}_`!8JY%XoL{-2mu`WCFZWfIMczY*t|XDICvwLA`Ga7+X3>xBPxZb-Y*2`>M~^``)~WX z=Q;u~zD~>s*AIEoa_uu0Kbg@mW`MX>G|JTCS)VGpwH@Z>h*LB&BQBM7dUq-Iy;pQi zs2$R!HB$H!DNP|irLvREmPoamN&T?~znwzVRL2Tt$0E5x%`JUR$Zk zxEy>H@ReR$iP#eqKtrc@w(U4Zgf*BjI*#HLrF;1|DQ8!yz%UDzfv{-+vqb^E;z*Wok^eAX+ zCjlk$hLR_I15owrMT-MW5Rt3|+-#Cy*j zj>vHk9|p`GkarH)WmQU46R9sc{wOsM2KM78qc6|^-M&<*)-s_N<;zm zT6yl?@|xi>?Z;D{=bc=rrn9$KVGKWK0G5N$k@Wrn{4PR(FwU8DhE_m~juQ|0lJmpa zc4v2UdQ;YPxe?LmYFBLdAA9$P&|4oVqC7Tt)1#R(|AV27MHSGDij=@&+ich}@8lLu z|3(4|wTk6~L4Ktqdh{i;cjfMo|KV5dc9lCvbXYV>s2i|K#V+BxkD#x`q9Uzpx;RU% zGffV=6i4ns20p1&DS9V7uCD_;9L+4e(BE4sp_3H6`b8-Sb=`F;pOXl`6ho7(OXOj zU1FX$#@&ptOuMK^O&=pb@BcRdz4ShHLKqNYXJ459F78zz6j@497#@GihXZ6rR{oPk zsdF3CxFH-0OJM3)-n6-jH{Q>gOav-aha6-5|I-dxB|6d#vC}V9;sRBoIuD+EJ>(@v z?Aa4|VPpiMoS{zh#bt#isMfxynH9POtZJ(oBjR`I#L*#-sEn%M6P>w^2QshyjS**vZ>8St{HAIbA*MdP zuE`HPtgH)@Z|KH@v3E%hw&&>v0=pOUy-_k2`q9)ZAH>Xf2YgTiMhzCJNQ$g9+3LT- zE_E&{HV|~$%U(JI;)8b~<;BsSVBhkb%hueOPxMt{drS`h4uZzgwH=kkY$%PL?WFSx zgbrGjl@I&ss&=r|Q%NTwwjhR`AGxn+Vt@)A{LM{@j>ClvnMKrzbS4)wc^Oe@S!e9h zUOlm3i-Q(;P)Qx0i)aE}G7}ZQy@5bQUZBTuL_26%@D2Z9YpFXTf5IDfo9;)y&eNCF zFB0t1*C7s6ahW z2m?aO0}j9x18#7LUEUA5O=?m=*5m!4MxkDg0P-$1?->03Ca$e0=EZ95ZlorB2p#tW zWw=eR@+a;&aH_gQ!2TMY51hi>e_SKV>HEoHO$(_QnezLm(P;(ov_Vfx9F>J!g@QyU zm^>V~RIZPC!tDTWc&yb3ck;%IRw>^x!MqnP2Bs4s@+;8=dxagfQa2Hpq|E+3a9I)gsde zqklp19XkrP80-pHo7T!&2`WL)g)_;{3oMBFFK2^l5QL*SEYq$rwB~4nr4eZ4%z3qy^WRmf)}pr1fzu$(M%I3k zY!bqPW;sQSI-8h)U?$+7g8EZg$ zqlwxcvp3e`4W3y~r@|@c$0PmsZ8zxI3KJd)Iwv!Cefe|-jzyi*!P*r=jBqKVANYYrr8VpHY4AkPNEzM`d2eek=)}!^b=G1dLyUe?+)*Gvx6%*| zgE%`YDr+4k8aPDXaUuX|J^aUN3!e7H*2|T1`80Q(=<)88@H2#v5`U%B7rwdD8B2!4 z{sCO^^lBCq6xYMKaJK!*zw18s_-#vV2(qR9q|S2dHzMZT_(T0dvS8Q z6|BD@)j~(*R9jWfVpeB4k#3sZ-f-Bu%!BY zAaC2Cv~g|hYr>@MY-qel!eUd~+|X78k1b6S$`s&iXxMGpw|V)n-fV)Nwi?-uAf)l! z^AVc%v>7*pzdnGMK`ep`WR`7b;`cU_eVd<%bXOq>_saf>5EXZOiKjh9$gWDc=C22T z`1R?ohi|41L^RZ-y(Y*7@s~F-uw1ao9szM204My%dUh20Fnf_?i-~BAY9_=|KPqEk z@n#jl03k#I%36~k)d!LvFul&lEXO0*ma7Hp=R#(BK8A``^6%oatbiXOl@xS*6KG7y z!!nm#YE#O#fd*9QK2GG@8Kufwf5bI9XNRV@ui)4~i=ImF;~OvGUWXH`R^c1etcvmm0L zN`4j4ts%yXczVGOuJN-!D}1MbG(Cn{w$Fv~FCl3!UJg=h%++tg>4GK0N9iZTWidpF z2a?hc$L`!LE6MS&;NtQXWy*TDZMy)*@hF^nPF2!L@risw-G!icu*mgd5W6c(=}!qIHeUp#kFIx-N$_lPW+OS&4TdnLc9y|1&rB&ACm9k0cLh){Q6nM zJT`z;!%nbX0E_=2rxrqSLV)>_bsggPn`CdZnKkfByg_!LpF;jWmY{C?rFp#+g!HUWPKUcegF8r03GI}FB9cwnfUVpe1T)RV7UH&qb#2w=LsAtFcm+foG5H<+sP7@AA zn2UTyvERwRarGN>+L3ISmgA(9Ap;JN(sWsCH+%MbC?SnmhgzjayqQdJC_K%qUAH9D zVXi>T=Z+Pndu&)N28QV)16m>%#1+Q=3Th$MOS|HDrVer@shzb9#ma7RP)3=?!J;2i zZCm#V^-kR({?;@00Ab%}%rhn$#T^>$UNB*aNhZ#xQ{~~Y1E}^xUeyCfeQ!C^cw5=U zBToZy$2?{QhSm%rbkiL&t54=^ixbAcR`pfH9Qz@6b%qRJwX3iuuZ2NK6!$_+f@-prIgm#6BRvx{@&J4f z0P6gI&L{D5SrO#{gZ0Q1_8+Gom%ZfoTWpX}^)#Fd935vEKa%%B5QXgUl0a0*oP208 z{Hq^NM5mcF?#Of`vM4o84d;|lcZB4mXP>_QKTWk=luWIfVL7Y#3I=^Sf)&6F+{by> z2|R5^T&zVfMDG_wecZ;Ta#8MWo|<$_0a$n&H#wdg!e*(^Oe$h#)~gXcCrEYXK1*VOoUXVt~7C5l%A-@t-L{sZ94X)=E46iyt~` z{-Yq`v6N)+TE_=5XoU%NKkdQbgn&#jiPve5pcIMig}w{XI!ZHy53bj^CQ#%GGvhgC zQ~I+^*?~@$KR&UzixR8zrO2vVIS!ZF@Cdus&OMvtAOjM;dcaQ*=q-Jk*klENa~YBk|RZjtOTBlTS4Hm8p9{H0dDRydhx zY`cUZ%~fyb9JIhIU@JOQ zqd&-*KpoBRgP}nP6IO|b5OLB(t3lYXMr{mpbsL#GEP!}{?U!tE(4PqzgXf*%1&^Lx zKL93l*s9KD95LD3C{A*>el)I{8nO?3(ZlT`O3R?olu-1#e27I^=s_j5!?lG_3YS&0 zH!jp?6tlTyhLtfvL9F(oF96DAr}NjdO>G}I2n|Nh?Sb*aYD#FDvT!R^pil_u1daJ( zGYbEbM6r+Bu23KNn*E%XkH8&z!J8ra;MMd5ic;C-9r2_pM;GFk#?TasEC2szDb6fI=RzQS8Kbn;Tp8!7(L_ z6&DKsj|G@D8bQ2K&|CaVIb$k09mW?*R~uPvtqtflivf_`x^gib<;#nh*0(mcK{?t% zc+nZ=MUo0*C^c(qbx#uQ7dAlN%d)!#ioN4dR|y(4vK%202Z|FxY?*fH8x@*oJ$u62 zEi*+I%9;jaH|<&AF4^| z+F#cF1Rx&PK0Po?KtJh1x;lWT>g^vdo)c8i9Nl-wjoUu}lr9auDSl8M_$&|NC0|ar z48;is6=k%LNjaOS)0If^Urn&d$4QZBJ+R%g=}9 zp>srNOu&f;7_Ti5#U;Nub2s5eS08rQmuoD25!I6r+rW6xa54c_qTM0N*;@%UZ73)m zJW5uT8(leYW2`dv+S7E8xB&!C(N+sNZk}%RX1Kb6K$NT3pMaq~F@3#rI^UD&HxtcD zK|%Mbe?e+^&<)tE41YL8?HEX;A8oD;NJP47BfY#^;Q_^M(J>d%DEwQSZB2;ZTHYf+ z=~!xnVErLPMoQQlN;8a_&o69jh~I@0fZV8*O!*hJGzOqJUhi#HtU$C~cle3N0l)Y2 z^w#nG((4SGc$^NL7*>OmJ}{rWuL+ojC+NfSQO3iwYXAXTuYT;7LXBK=SZ8FZ#vBFk zUI4WeQjc=iENZOX&Y$2f)=LRY+0=P98<6*j^f3*L(O|ZQz8Hz!3ZEeGL~hq!{ql3C zU4O%^rt60fNlG`80k9fvSUV4Z*k*ak8fuh}ou+pFaJ0wDslEI2*Y>adWFPi@^cWA{ z>YK~Dg~&iLED40q<#i;58C-sCd@<-F^h_%jmn`q(xfipnzbK}~on{`H-F*W-J-;zo z$!Fo7ElkLTq7wKfBhPK4I%zs9<VHv&sswhG_#|-(2hb{*%Z09C)_1T`#OLFdS6vtcFnw#2B3#Mu|yDu%vqRe zBA{JPFX;?|>2;L?06oQF+ZkZm0K_xBaEi$sB~w+^R?&Q?$iBwmE9G3QPd{A!`l7>$ zUGG9%s_rNiSuQ!63W?w(g6GatK;Je^&S5$<)Sv0UJ$iMfqXm_5oib6~YBw>U#0JJU|(IdVA92QXw=Fh1|m8 zBK9Fx4CE3apV*bxBhNDa$qOXI?Jd%dU-wrQNs@=LAl4C;O%g^F20JxFPsA!VjG6+k z4H>|vIntKq+1&7fG@h@3wV=U}O`llE%|;#+xtlvV?v*2`x`QLT_p9i&WGG@^NWGvt z2XjsNJ@F)=U_V}Qwg*#4dXQ9TOhpjCea#)q-_}D&_`?v;UPV8t#MK!CELe!jr5In}8Td4+0t5q1FvOxz*_>8dnHGwC%Yv%>>X*k}O5Q*K5k7QRMrXrlP* zp5&eQoCUMv8Em?V8~sIIZmz9+<{!>l+;UPMmd_{#X^C>z)bEKJ27f9p?SU3Q5^}l- zypz+r$lvzS6HwxPlO^Gq5(G9AAZ&mIO_yq${3Yu?xcL{GJTTpnjq7HR+~3)_QuO21 zR@B4_$V4q>We5u9ZBioy>R0`*C4-8zYi1os%)tVQzXLucwL1xj&g42>ts4}z4~8|8 z=69*6;CgFoAALcTDw!2B&s~0nyUn>;sC|#frF8b>||Ei7&4C|4SsnnDZiqvp~QC)4&ZcfOVerf#oWCzd=h+S z`ZbLxvAbg3kiN(%FA1n!3Oq1^fJA6!h~=X0~# zloua6zwhYlNEwnHdn=jshz;Q3i@nC0auUm8ibJVrzMy_=deRpih3DF$1k*k3m_35b zmzz;O>j?N(rDY;zF95_|F(5<^)(DVT4eyiPyBNIk9RZ-n0LGXUIX|B|)uq{an<4(u z!L`+vl1f5!{D0!bkqAbyilDF01AXsJ-w{sFC?J`gUJczM7he{mi`ko~v?82p%yB`< zXa5iE>1iuhc!RPw?$pfK1Rq7}l?P}8AAUHioK9lftW z$-jyNW3@+7v*J|Ci*~yTEQ=IElm6mgspX zfdUYX5;c0YS&Pca)0qLZ=yf8wEwEM56z5rfVh1T zPPpI4co2bl1*qa19HCg%CJTh93aeRR7cNoA>{+|STOUaepeqoyF*t7|vNGh=?b@ZE zzx%hMh~5Us-~knIid zRe_aw4!lhwcq_bO)A9ee8Np-NRkAm(E2bec>TKTrjgE+)~$bd5cgsHxJPP%rd+Xb#wnX#!v-@@IUTI| zu=5WGKt{wdvK>M<4h-2oR{rIB>F5)RW7on$2Q7Pj+>Yw5uCEBi@R{WJEp~e;k81$A zhBz8GW)j}f!$UZSrQ$x1p!X{&C{d&>^d#B;ZI$D1zLdD4bZ*+wQmbRmn`M{V{k!hyI^pYGY<(V z5$A~~Ws*yQYH3C?Q9kLCrz80d<=abhtm%dGtns&LDGWp-2VHp-rK_j>z3zZ+HE^!` zATmtpksN0(rdPJ&`0)0|#t>ds9pIf$7**1A8&>57{V4!7{}n8msE%BF#mV^h@7xaf z;LXD+S5oT2KfLgKCFY8OOZzBfYO2@7kwBe9GBYL+@#yn1^nGygPin-IiG1gXIwH!C zK=|#BjmR!Y7O1Kih?+|cH#u{0_g5EFzD2}NW2zrt_?Er2I=Q(dBf))^nqoX)z(bY5 zcllG@Fv>}J!^!H7L@64U5VVijaqcWvs2pKx+v<*ta2eW^1e4sE#05t+;-Ir^LCjGf z83-@2e7J@|G69y9(3;4l1)%#ig?Kh z@!tIB*%WXN&;*KpfPkbIxFahW+d=QRFn~bT4IH2V%nanWxtX+kY)%FXi55*dhwbAl zPSf;Xnl2?ijDw)6oCR2lfg-e6i}iJ~;oE^2-${xek&9fn2k;{6QCem%3CQ)HM*|VU zP)5nfN9H~NV2`{9%}#FL=p9F=&rp7=kMmTwlcS&ivn6gVVB*f z#q?}=;C(Vh3NUlHG68-rHkd#qADqKEzyO*&_w4@{XDs;-3;?K?o=rLu;nW;8iXsAyz!%q=a`M?#IEdp^H#vV@Et*!;1dI{bV9Y1&(3INKeozNiDDXXi(n^ilXLb9_0h4a5=pgz>gj zS9VIgf?r~FEFnbGL2rTykM)5PY+FL)!_AnoY7G@D*g!I#_%9kw31cV^Z2_k@JlS?K zD{i6uD4Z75p$tD$s@>Q?^}%9~uI<%}`De-~f?n!C0Qr zoOR@Pug^=5vz;e)9fWA$Dg11#y8lJytzW2n7r+-_HD(NrPyfC>`&2T3(uJ0wF^e7} zb3Z3hD`?yB5nv1lcCLNUX0l#FNQc7Tc&pcXoBczl$}<_>OQU_z<}C4kf}!vV%Y2@d zBolWE(gc(6^@Ft^KP57SDbXs49)Fyk4Q_?2WeQiAZMny|ROO4_J!_KyxUekgV*sjc zdpL6pT=vNNg^+!dWW1TGk;WLf$9HE5>WCT;g#g<`G*5Q4p5ZuJOJ*t&|MQrKAtCEz0)LiKG zU-&BjT>Z#&tJM^*0fMEav0Y!crew8jW^Eunz~*HlH-QG}X&kVGqA9vJLB(jp{HWIu z$~3TAnsZCXyY0x`fX|$D>9yyX-L=%zS?@Yhp=fuWlW_Tpwp37%BnBHLngD`JNK5hq zs+xg#=9yK(ezb^~-c@2voNq}%ZG9!oIgQ*rmxT_kRUDL+@Bt~GA*6{W*+1xS4;wVf z*bamppoz5Obbo&n$Ds}LJGJNoFgN>(-95vJ5VRu%_Q(V^`!ZSgP}e<-7LP<|`5wdS zCHILU6+fH${33m`%=XA3i{#*TX9VEvrmoH#y&4|DB@~lI`GvfdTWlyML^!c-L`5ga zp1dH}jbqEmN$!d=$I_7nura1ANHkQiW7%~<#t<7Z*G|5oxoY}F%5X&=m{?>uiNx%N zpH@y8c_@g}V3@pf6qON0+i@TO8g)W~F9@(9vZU@;C%yll6_4(;7UyNcSr)s$_c!L$ z)+Q9-+ANN)O|pTnR)grj~i5U^rID+KlY zUGTQI^KR*LO%2s`7C9#PtFc$tD6=$|=ipl9+x6@N&c8DZ93NwpcN9Vj3mWW|Dt$F~ znzj>#3uz4?hY4Dxj7=)g#!F&88YwVJH_Z`6>N!nFWatZozywPC6XYex4-7v%cj#=p zaKxh(EQ(+`R?F!jm1=xxRmF4yHr*dO(1BW9uVNvlR~#!d`5PIR6P?X=aG;>IH*(a$ zn{Td~)`Ne&8fnAi8%RhiUc+tO21DGyVdz_=vnR0qvoY|gv4e$uq3UJu{FkU+yPdb? zOAy2&My;zRH4YAE*|hOz1a1wd^}Z=nv3;t29iASkHS<0#xn?UB=Tz#SiD<^htb*dW}x7=68C?_Xun zTp#KIX59Uhxv(N;NspBLZM(t4r-B;IIY&6)_~3_Z-GxbhPd@}WSMkWahv_sb&GXCQ z!CDsk0AhV>82`VVWNkQ^)z(tUPT8cyI&jLA7>T%QfFf9AKNaTGH0pL6Sp|B6)s00| z$bl$T)zIeYfJjOn^TPg=+?L%*z3z?ir=2M_3X!L^Zi9|O7_eFyV6{whE|!y?Ja!;W{8A-1TuS%nvoA6W02I#HNaXE)?91dq^lx zNoj8gz(_vhMEnVqmpXuS6gx^e1w2MML;q4z*vtC1xTaelaNdn(O9HUoek@hf1O>Xk z$0$J_H%BpTS9<{!fBk4_X+8ONjWIw!GznNLT5-$_`aW8Ly_KSVFmmqu^Nd7mwZiAP zTpHTSbLHd|^(pz@iQCQFY36-HCnlniJA=wXy@g%yJgog32YzMSaW>X|Vp~%QZ4@0`P_m3J)ck<TCNzRFpp`2pB^JO+Tj_WRN|{AkTU}6eCvZozk~|MxoU0wc?emRNxRi z7M6mxDSP`bZoBhvrKDQia;^C&#u$%#A&aB zT|`{lpWT>q_FqjeKF8=UHD_2saPT9Q!E=AAg16Ej0_HG+rh|3jC?pzJ``tT#*hmd; zhSehE%ez;ffNfen=R4wV>+1hsgx(wqFo|*BUR`!%@!~aNh7qmOMstMCMomSnu;ms& zaY<`8X!iY@E5LqH1Wao3I2lb|m_We6OXF;+S^RD+9AJFIlq{AW;DKGfK!pHqjAO19 z{Mb5nspP>gs|zM0y~j1iA!R>MU{K6BLaCMh97tLkOma~`SjPdWQqnIMGH0(=6bY!1 z@i|tsT70*LtK4P?A=clGSxvBV6cQ~tLF+y&_|3&_EOj+i2R}{K`m4fSZ=8(})bhD) z>0&8z7n@xj3kirbpU?h-!{qo*rsd!kHXhE;ihqB3tdA=9rv%rBa&^r$i?=h`$exq`k`AGKJJ>$r zK)l~%gTsl`LBnBi|1wp{^xcw|#sv$gDCM=wPqwj%72BV}*FAk-Q62#kvqGW*zO1yR z%-*7crn)))my7#-e09~fPlvDcTn`_xET3~bzly~}TT~v8JooP+(eo0fk_0;krD?3> z>ZBK_*ctX+&zIgZ%$_ROY{k71PvC!q_~!WKIMSZAtS^8Kk{;-RZDej8;1;ocM8U!} z@Y$d&DA%ubMN(DCwqIZ=u(-p*5&qE#DS^~vI}#1>hu8=>Y&s7MAK(LaXre}!a{?xu zLhPqc{tl;(&#kjMfc71bTv?use-xq7*$*lYmDqId!zjwamHr((H0JneQtzM^_un|C z+A=lB9cpTgXoPlG{O0N_@?6)o=c)6`|25PU0kCfRF4F(I7R8m^gizE9eptJ1L~?<* zYyzNX4TZ*h8ZUrXB1Kg_ySi{9XT&Y=u!f!v0gQlX!Yci{001O`v;>$ZwB_D{2H2f$ zapgYDb@Y7iG65F=xbGb3(lqy(;`X?nT%a&vdvnm`Nb*49MkO!4x)sA*A@3Cl`~myd z7TAS8^0m0By2C|&_Dd+At!TBRQMWn+y=e=WfDe^si=SJ#4#eo%^|*D?uF1m-u+20> zDhp^bpMX^Rj@!21Y45#k@qZg`2KP^f0CDcqM7~8E-3rxSfd>B9 zkiF$xG>b~n4sT%m_Lue(*TVoW;OFK31aZmkG?OD2NS#0ywJy%)NE$Idr&%)BR|Tdn zQz972Fa2-P-)x5=Kkcxv&?tQFc;v`W zLJ9ekmZh7JxSn|{Ifc`DxS*$h@8NXa=q zPMxMfe@fe`TV(>Uhf)61Fz89{(I`eVt>WrNdf{p#wbgOB8z7SvsC4zQAc#h#PuCLg znjHYuJarsbtUon}cD+C0s-wdiyb(iIqZSS3whcgO8}2*clYCuxSDU;p1!!+xU#QH} z;4Agq*9-T%UW9g1K=^94qWjUgf*;gxx2LzUAB6YPs<#Bi0;zQLhXVj1t!KJ%`p;NF z&H!V-)*=tip-F;ytURU%ZpZ444X6D>vR9|E*u^t^OUZQ>XH&SD7(*L;UUa6mR@+|* z=^Cz)3fQTqhE&aw%JM3F1o&d!*Y=)}=j$E*Qpv$^0)V5lI6mPg0f1S7njU7)wwLlT zzB{*M{(O;rauOZYT5PH}Oebe|o_&Y;-n@>d@u)7ep(Q@17$H)#*>45`1m72v`)vIe zGvU)}(tOyrEG>@(sxqhj5;{x=wb;n{R z>|V03F8`4y_w6h594Hh-=hTDL0eddlbbWp^UE!;8cTGvsCwi;v^;Pet+xG_tHZw~Z zZYbDZF+vE1sF!ramqMY(ldpz4b;4C3?bMfQAmDMfUpaqiN8CU`5b}%CiZXGcsTCgV z5w;@exw*wxRYnyj4Jb-`U8$|V*7K*;5i{!{dA_v_+dBkf4-;7ABnly;qa<9{j>RE;#R4+!>T~wk8N> z;c&5Mi0@#_yLzpT@9tyQLxF#9KD^Iy>HHjEnoP&#aw5K%R0l4@oGrCaQjAP{>UfK- z^%Ci}2>&4cI3rbPSLTq`2G`hdj z8He94(Zk7`RQ|=@?)Uyf^?k*EjgMS?IDab5C_*#P@bYlLRC31pI?>OcdE%$f{LNzv z>S~R#W??ezGX1l(*)^ujPn)Uw$3^q#6EhZtL$kktivU{?X7)$)?>p1>>e1qbGw6^Bt8e2F#Z$j#DWUMG1#F1d7b>rfnIzY zI8|p>U!n(Pc#&<$v3V{1hBxv=P_>>`$)Z)9NE+hRKKa^X$0;=k{;i`ZMFdt=)@gkz zQ>u^fY^-A$cSLF6?yc9aH6XID#7u06r2XE`H4d0B+j>;>Xhx#Z2lf%c0ez%G>=L-A zrb}`2<2RlN5?olE==F}dusOi&` znxUCnqoT)mX?ghbvrJ#yoU!!v1U`~Ks5h$??mtM#1TvEq61vzu4gCNH(dqe2( zP-d(TfR(~XKdP2=cA7(du#h-*&=m~XYkx!>2N)gAVr*J%uQbBH1;c%uo{J!6xG0^9ko5O?k70yEn-xVHUk z^yYGmjTd!^%;YA4)?gWY?wKaejjd;W0rAEbYBK@<2ah-TyH`0u1D?-FX?g^)QxQ@_ z{#R8cA87RlR-%=xW zFEjTySDC5hL*~#50|2v$>F#DlW~urI6*}+#m8W|GUZjowmZjV^c>du_q!g~wg5L%~ z+^vI^&g_=~uK^;Y>%c$yY9$T68QDJzvIWZxp@@44w8A3swm6Z%ts?xms-olv=U6J{ zNTA6o)$}R(U4ItUj`JLTEm8ewFlo5rG;kHT)Bl&}_x%b8g_~T#ai0mKhhdPS?7&g+ zq3kSRcAozeqnvvz_h13`U**ECt*}3}1LyvsfM~hGqJS<{$ftV!cSFA9jzbE*ycT~U z3(OCvQW#Y0=LEMkQD7|y|IKvU7YD*6z?kZ^%4W0qt^1yn|GM{|nSK?-d;jr0qcOHh z336I17qOD2X90=|cH`aW9BCgnn??vW$JRan=OF}ox^2dogO9fNPY-f@&VQiT4`R<| z@+2YzK^xO_AqvD97!1k-xbFTX6_Nsz6Zu2PXW4wWGCaZY9IL$FibbBCe?gJM(G?Z@ zV}?r-A;q$ATWQ%>in1>2&5)fq>n;l1$iA0$JH62nIT0VRS!*qBg3?o@dfHb} z#kV`q4mE#CrQ9Sne}}+KFH)leZs_akeEOgwxR7X%(TB9%`_*CC%Zrm_`JTRXzX4eP z*CGINz{EF8&K2db^{V`{hL;mi6;a|!A zLJ-uJ?79Vsl41N}u?d>;fX8#3y(A~8C>8#ii>1$JzJUv|ve5G39XeDn*Yj_R4K4#GPDEkDJEsg=N`+v3RzjEbmVP=x5 zM;F7Dtaoat+(BhH)seE@=-p2|2*L>LerPMft};uYc>?xpy@N}3>|%~t5^9Fvw=vZ0 zinW-=?78>@k((~TE3T!7;!H0bppAeSG8a*bKQ*z}OBl=H4*ogiuZW!0lno(7J=jY^ z0xZpsxX^B6`j~z1g=9pK9|n7@W_a1?DMNImqKvUGw0=+I0eRnI0;Rv7G8tEtZlRL1 z#l6jrDG*b~w%mOLl$$(IquMmbknE2(fkqD7YI>my0s3}p1)3`vVP)+*>H4Q25{0iB zMWSIQDPvK+`O+uFS72WxC_zs|)Ql(7?Sv7C1XMV>LM7@;e!I#pffhY)OZ5!Dm$Jo1 z=SQepoLstzDMq4ci(~STH(3CO@6o$gut?+X!y|vCX#J69c`X!JV#F>dlpQm@AeNpr zKIbC1YU>xut;M4hS0EyOUBrIr%VSy5odq!pmngb_k1;|S*vj#6$`9ua``duWr()7B zy1`za<~bywoWA8|$>#~(tn|A|riDm19S;Rq>h`wc`8*TX3S38H^jD+;g8>`wpo;+e zNK~X3@tDP6)h+g~;e$~m!}>GCQOVlTe;V60lkzJeB%fb4sJXK&rv$38Q9Lt(Z zojg%|GP^avv~bf6Z!yTx7w2y@HTqAM>`eHk8?EEjX|X5#jC_J0$e+QyrLim}c#jah zjbS2De;!3>4Q4@j3u!fb>t%0kL5Wle7Vay__CzwZY`y|bj4t%msWdr0Z(CQ-$v8kggV}fSb;9bsgzqol zR`BWtlxeeCl1FkGisPDewX};UD1Viz=i9FTic5jgS-&_%Jrftry8iDI5EorIO=p9h z8cWWi)hQc2ozX3I)Gn!EId>e7kan$WXSJv&?q0NlLvB4*&oKo3`ZJ5jj%efsFrn_LBuVLDIJW|tDF@#=(5O6gy zmYQQAw&^?WN&|5Elf0v==)aY+y6#luTwX$(@Jkhw26K9RhMX~B>cNRJ-mexPcy)b{ zk3EtM<0d!4!p0`^hYH!rA7cLL+g538biGa&FviSNOBmDCr9L6urx~0Ms}s3f2A9&J2EgYvXUU!L8KqghOmG^zxUsQcqXAStOjl4_ zlTlyp;etZ`||^V&|U{< zdJCf=>{B)dPf@j0Ac#<+kPnH7x_Ojc5Fb_0a#BR&;y*5=u3cFLc z#k4Jm548>{bkxMNaC9$}-eIB&?k&i)U%uv+>#2f?eu<)^Rj&rCd+~5_$(%+0cxwbE zn*hu_!Yb=oYK?NLPX+FL_%%gEiVo2@;(xy{eD59H!?RfVNtcwrbt52><1wBKv%dCv z%Q>7WNIE9)MAsXMAMl4(O@A^^@_pu5Y@C5kzl=JSPI{B^yxC?b4DU_I1zNH3-k+mY zbGfmeErVK%^lgtFKz?=jcEh-fvO|SZCW3>8ZWcjKx&LAv$_-TcC!+^C3jJ^;{p15ANNeucwo2fDuA6?J-ALmG19MW}jkq55{!lIP~~%J@+O z9#rqad;DDen#eB2rY;TX*Bq7jSMDR^A-q&7J8v zyMM;aunJo1CP!edGfz={ly2ac?uS#7<1|gu5=!vz4m-&Qm^{qGEe?Zx@ ztH&3j0o45I11R3zRGUWv)<4&xWZG#p4$XL=_}2;v@xdAsxgW1U`q-JAG;B^D^YgY4 zUw|`$xf>Cdr5QR0curxjVk{S+VfQR6_~lE@@*^oaA_^#SYdg;~=nJI%Fp*wRK2jA^ zNESzlq5+IakjoxzvPY5>@&BFZme1~8k?WFveLe4PxEg`u;2;Re17fVZzX$$vOqd88 z(5samdWana)b7r{kz2FkOVM@}Pccf&-=y5r^CWC+P`wHcN@2w3+CSq8oogTPrpO@988dzhIMvds1=5PldX!j<)fBz~Gf zU5a6Jfi;xtdD5Khbtwxk6_1UEsH>@c-uAp!#gNMw4u!Vd$vbEKcOitsiY7a`Zq`zX zXK}ICZ!7Y8jhZKnvZ@ciwYFV=MmGrZi(NGpzapSPlwlLDdsR31xkw1dVHO>0H^Tp{ zNNo^z8GS|Z2fE%q9(z^n*tJ&VU?`8t+3&&LkAv-Cw=w)>VOS?~8Q4j_BU$wcMVKZd z(Vt9cxWRrJL`fRy_g|Y-(}i>Vk?-pWn=b1?Y`10_82TzP)3?3mxuB&NYBsCIyXUfl zfJEwp;OBhVwK{Dqx7j@gF)DGB6MoarS0BW!)&N-J3Ce{M)6--HQ_hHH$wVs75Pe2L zG1o7PnDV&mY_rX%P8+>g8=IS}mBT`vb&l&DWy`)-i`PJuv%>f8GXHsw{Ez&jVOs!< zpjT2AURBdm{NFveBqZ!rjeIc~T@(_^f7Zi&Ld1x)@?&L#sFV2Uv&xwaTo=hi8=)DW zKDYlD+AK(F}g*pv<(=Pmj&N ziwsVkAgMxPR+1wk4Zf`mM+ItP_WvLlh8oh!Gvf|o&Wx#$bbbr;^n5+mG=meY0fn%i zc}t;zSkG;1xA1gKmLN3oL7jm&Ta|abhzjH2R6ifLvrd5>w=V+F@ zox*O1siN&OSr)Rs-Fe2fY%{FNxbJKF-m|O`_Ol2?zpPeLxYhg9i*khwAqT#+<2$N- z-+Mn{Cue8wtB>;X5>8G|-b`ilzwz6@?>g_7>^QGO`PDX9mHa@8p{UEOTmeC!#o?ES zgN|prhd;uWy6P@@?=R=M2>1~72jYPw9xEZ%%wmm+QBg*E+jk%Zw6aQyAsN;xt3l*9 ziP^?!m4H$5(M%;L=g@hvKIt;fO0(J9)#ueO%B4$cNB~g1wVCSBs)A&}O3vwDZNS7O z8vSBJ8M@-Y`ggApbi&nRVc4x;7m4jJqVwjhIxBw>?V!5#v}tB$CM~53vQ1%CMX;^F zucec@`R_F8l_6Gkj?-B^C~eu<)T!P__0I~FrA?>Okbu`n&+ma!W5M*; z^T9WAI60gjTkH&=5`5!F0YEOv(WU;c$GmX)LW0Ik#LK({7SV(S02$DHaFE2M!>+52 z&Av1Y3;1Fb({W!S0xEhLZfaob(@n48m=ng=NR9fihqXGnYU}n#O;SW4hL86*9-v@C zh4~R!JM z(X`cNk5q(H=F(g&r=BL?OA8K+=ZT(X(gT7VWfEv?i>0LuVFuAe1p0wQSZ!t&(#Bf8 z!X=u2{-P$_CGCHdDDAn|&)}!W0V$dF!$q^1n%0JKt_IB8b4!@(0fR^ESfN|`qeiIE zOL8HSMt7)$l9H0D2@)3Z;pPKA>K^*+lr#?`CcjM$M+=&zO%>+38{1B5jqzurDdxTo zDtw_Yae{R7O9mfpWlF5h|CHvSI}fF2%?b)UMD03iA^uuq=tmW3>eIhB-?1NQ#5duu zLR&LBVv?MlxT^e9f$i?YOD-AA3PEycxa!=TMa%OR-murD3<{0D~(XjQgwiB zDj=_j$<3c?CU@VFC%pFGJZth%K^wXfQbvg@rN^7c0^zO)mFU`^UT(s==e>x};TV&n z{YLJx;WtgMzyFeD6Xbzs0)>KW75m?|ySPDxOK!7H9$ykPu6~@+s{8@O({Q!oEEXi{ zcYnIbR}#Ptbaan=7i*-%wn4Ugw#6>>bt4V(V~(|Ro+$c$S0H+v1!P! z*}3&AlDPIK$@}$6Sbc7(^smo*czG1dAAK>Y#@14<)K|I`{G;}&)TS?H z751jm1OH6E(#U!4uE=zDNDO}%3QHMkK~5=M3IcgqdVpQZa~B?LDkI97InAjMU%P9# z3$bYgVXi+85jj<>Ml-C&Eg2-d;3Q%)`#%iczArMzz!E2MKbk^D6KGFP3yIyO$z|q2F-{Oh z?f`tttOw~Q5q->g!IBa&PjZb1YhJ){ewD#gM=kov%Jytk52yUG$VtUtjB%7--CvT@ z4V-O}CDYj`9)7V~;*zdESl|+3k+da;|GxO^I0z7?N6~MiYGD*7`N#NU;X*%bpZDxS z{R4p6e0}vTbhOGC>+$ZM^!m}_XL9Zk2gnpUEGm?Z`#x>j>r3>te-Ar+D>om6PuCn4 zDc{iRP=bRX+cwxaAC+rDnw5*IQ$ck7rmIX3Yi9n(=L=zfI;O{BU6Ye`V+WF+38RCf z&6sN~X1-156hcp%b|SO!n`EllTA2E!>>#9A4`8S8wA~23t$8>WnqSuTIb3yU2IEEi zXb?(pVcHMEtXIQJ@L%dg}%UNFn1KoRX*DrO0iVz=QHSM zceLRGma0T5%jHSSl*|Diod;WwR?VLLMZrBgTscORNHQvz9wLhINJ~E68volE#C?a= zIM(1SboJ8F<((ctA|f8IL8BvL+dg=w>DTTAGOS%;cMy6aUY@~@FR}PZep}MU1r!^+ zZKFkGU)y(bu9gFqg@3Rk&zdN zU<<-mOJQtonobs`Z{NnoNqIdUD0Nlia1yyIr=HYIYXrpr3}&WyD#k42hp2asI6~x% z(vd~2j#{bf-QdWwnBa~XOx`9|p4m!~8Ex_Albc&cId6a2961IfR9n*#J{4rDu< z>AIT{^DWz_$K}>6OKqhI!Sb`8j79};+$QA;jqo4SHBZ`Cv2lMq!B>~qUWK|QhffY` zMqXO~O7bxm7VthqS^%j()faOiup3_A9iJvLB#^oIU41L&_NwSkN_7sxB$CpfV@-Oi zsYCRYYcXHyAL$oEtH#&XJG8 zH}9~1s;zhcv1Jj8Bydq zNX9=kXCj5YXT9!jhh$ISEPK2HVUZ-Z+EU9Z5Pix8EXEU@N+^yPAi-(4&#e# zwAt6TMPtJ1c|VhUyCu?ogW@9HYGFz3Z$>s6S^zT=9(`{8w0P>GdOFqc)tayG$*cGv z_Gk2*j6ld=9dWxbh7^7UFXK1jzdkx6%ZSC`h&7!}aU8rmd6^rP9D|yBKU6bP-9SF@ z;Iq*o`Ss`b0>aG-K6KfTt}U^5f8;!6J)4#8g3%|}T4DQ@cMI3)${o%{7g{dd7BBvO z(RS%Ej?0u_?Z0ea#bA0MReZI_zlgY^7!|F8Q)WfW1ne<$)tY!y_a;o*I2ld)bRtr_ z>`rHR=8_Lf$4esGMM3(T-vsu}7q1o70_PO3O3K`Yw{EHUEeB!THn%$5hbb4gzLNsT zrOi0gqDjo7epqr3@j=|@_gBpCcXwmTM@GGR_j7hPdXs-VR0Zjl@=qW8?TH_os_Qn1 zx*Js9WlA((f(*FFN@XbJ-t+{S2S?c;S)|EOTHRSEzsa846eS}Ks(W-3Y73WvCPAhC zd}N${)JH?Dn}7dZ9*G39a(WCnvOK&fHJ6IAQpDB>e}2OFE%QHQ&C=KeOq^SD3h0tBrODVv zP`b{BrwkfaB&-WK+ht0kbv=K@}u{|Df$Xbuxbpv(a-$uD1Ponl^m(+aw@yxu$3W~ zl8Uc8!{5@EsUap`T150xK)r|f2(>3Xq#R@Z{&Wdc=HJ>s(4X^XAgHbRz!iI7a%)oI zwYg;sIFLvrOsH^e>Ayziud2!l9bI;v25lGw^_J7khK}FWog5Hn>DLm$sDA&M8h+Qk z82Y>q1AvIml76J=a!6QJE(w~C@t*z3wfi(p@uLDV{;j-_z7~94C7bXf@=mtpq>^T1 zfr~mNWx(!}g!Gcl3h!Z0Sh`5{7i9;ciam|ale1ONnxRqsndmhwy!N1XAiqc?k{L>Q zDsYd%JZbkAQ#@dO#ov-)?CfmaT*ZWYjV_B$wKC>;q}qt_9k8qnxJd#)4Z!ChR~37f zt+??&l=Etk10D8%5YV5!L)p`zd7pz{5MQ=gQS^%u*5Kw6@1Ky3Tm09suC45v9G-=O zJ!wQ`1uq)w`^ZkU*oip(c8d0SmNg6rP@$uX&`eJY2dvv;50f_uX)Y-DbaT0`mb2M^ ztqD87=;pJ!KDAgk_!hfXE#`1e{M$$hoUjsd)U;F0jyzBb6MJUWeB%Q8jFhl=!SoVg zxtbL!XNUx-YKRb+HZy*L&NLI-Bx+uR8^3Nzh93f^xv3q~dkw@`qv6RUpuBq-a%7%S}YIgKGHqm4>&!24(nm-Q8Q*bJVC^6GP z(#%oJ2a+O42`2rE7Y87a^FtlGnFmzJ7y8$nG~*7$uNq`5ESdi2DWbnnc~KV|_r_Sl z&Plj00{ut_p$ZA_EJf94JbYNw z{|$v5i67N}{bq!WXAMCNlPhuWTUX{BGj@LBwgk=e$q3YR+CBLc= zJK^(^XB!oK)~1m%{b0U$|3hx{Mb)Iy4e`Tje&UhvK!j@Lt76#mb;sS6Ulg!%P4KRX zU1z-4BJ^E(Le$yx|Jo7pC6P6<=v8g)Yn*Ltdp>^v#(5%sK5>iFM_8Q%-R8;EY32B0 zw2b|YyQ*q~x@B=l;&%1EA_e!C4TL~~(FGo-m(8xF_E4|$hjWHp?h8SEv?g{cS}e%u}0FMBR! z%x=mfsu$WtbTJlrULlYE^Xf0{{awaWsJ=pRa8@BR_x9<_~!~v1o%& zyh=f_+W_{j#iu_iYPf^jCLw4jDLV?&Fcikcy!NgCNZJ{!1Ps6gB#Zp7Vi_Hqkx_+U zj?ceh+e0F-nUG-}qeE5OMVu5qMftr4Tv@E?g(yzpdt87Ec@Id6U7%bio2g8A$^J~O zKjOF>x$gzf(!;7ANO!{Mub@#0Wd?Q*;E*PNlZF}laJ(5FlaGLD|2?tZTg?s$W-cfT z>y!tzhiPI_;nA~yg(0_R{KKp6{+)6xq4XZW!2o$2Yj4L>4%-U1W6swOFXSPpMLD;U z@)rZ5RljgQi~OuALyJ0c&dl9$L0rS?iW5Kn-#Udz^Uv7Y(dWc&dWQW#x;U!qi-UO> zl9(LW<`kE)w%^9*E1Y)}tZRI^P>57i|d$-++`XkdL=bHhLHs0a=ouB>(@B}EsU+DZ z@t`3FrA>>55y6#H8T_A6Xm}@KC~2<%i}oRnvoXx zxAaXLD_vuMzh#}?b;!K#G3Mn(e4$jkC}DyXz$#a$$F)BO-}8HEHwY(Sd=c?_mis>l zV&(5N`-u^xbJN9zs7xR?7t~E_B@7r2o@7+u0Tn>b_gUD1Uvei@}E-xmvaqMxO_TvYz{IQvz^< zF$_TWuO*8~5=&d_=x34k&?uN7nH@on@(xr5JI zYSiFnNG)SME5){h)0dxRj2*?bh`A5gqWA+~0DroHv@HPMzP4X4WS@f*86g0q!P-%M zuK8G+{gBB3^Evsv_t0kS0-(hgk!IEM^vvocsEBU5f%GxtQ9{^m*^3`UAcG7zWh+BG zc2g1+U49{f0KeD->t4H)Y(QYIr1sx1A0qjQD9QbB)A3s=nqg9w4sm<^FY~oaWEZnC zID&SPeUcckh(ZZ}GdhuF^~v-@-~F~dw?^@XoJ#RjvpfG+@i=?{Sa2WdN6LJ7))W3q zSkGg9_5@Ph3-L3(`vAplqaKvKP@)Ym@YfI00uGnTroIO4@uic2aG@7>CTHp6CVe$D ztGlmqt)?*DeO)yE4og%zX~pz8QYQENp#}t2Ug@8o9))yH24o*7oUA=6R8-tMKDW1@ zPn?EQ%t~y*-=Hh#iadCH+yL9ZGZ%Kc7(U_^pGw8tbjd)425h+}c8cYioyIa$d$RF9&d^rXBQR8(5A?>3)H%mUpF(bsuj_(fNk!BveA&|FvV@>_mUYGA$dEsU?P3em);bbzKp{Q<@_mBNu)gTrt z0IN2owa`vSWFn>HLt`NykEpL&av;39{>kvuvf?B( zI(Lv1vSz-Z^UR*mKc^?r^?ABU0+Figg>P33obTeSmPa3`iOKUi!@YZ!h{yRR7z~QG z#+Z7Z3ilZ2*A$$^NFXFvI!~oXdaOBLf2?7A<%=*O!JpQu;QJnpFZNtPrPe*s2&5H` zMYqF!aKxB^v41UUnd1RN;5NLMgZATZ=O^u9`@@^E3`r2RKl1C(R~Lx(=2YP*xmjgr zGg^7Ezw9^-L(@=W_xVqTTy)e{t{|!8I)S%8YN*}kAoHIpYh|{CsVu+E*8(@bFR{) zk>OUod8EY*da0ziD{i{U>&iOU*Q_0jbzPqkwtM^X_q&-W5t}xyhvF6qNZnJ@o#Wlq zylZUhbyJtpeul7 zPboR;Z_391)ktC-hLe5ITP}?^wOO7VL3-y)sWOlj>=DM{Nu6@bTOYCBtIob>U;GKL zldmEAH6P>inLakX&mNG?)&0%n46E_~yd`Dqmq1|tW`;M_9R@bM=;fCWXhOXApN&Yf zly2({6=A?h7*?j1H9E}gR@qmRSE3c+?8@Sa>}lo-V;+nDovjxL-*q-3E=BXA+gNK$ z_@+7OQS8t8O+$^N7B3_$Geaf*S)XzMuic1G{kpNA4}m4b(eZ>fJ@cO>HL+F~rXb8S zO)aGB^-uW5#XL8oi$=HrUH4Ke=TJ4x#yEe@^S2=P$)1;SD8@30#;D$yuz6Um+^3!* zJ2A~rHc0=cU}Hjs&S>HzPIU^m#J?BU>gOdEcQn-ZdS;|>`0I7NghhJiqjx<9@w?Hc zR7C_pY7LxWMm4dNflTZ$k#!2)g>>C<%Dg-Sq4iP(yP6_ zcJ!VGJMFvM&ObLyYk_(0j3C#(7f38OJo!OA+K~af zBp8=mD8&Z3a+f?cgMLi$EK#$TlDaXQXK?e2GIevF=IdrnHOFnk3A>G&&c9v*Dr%vQwws;@(+D_GC;Z{v7@Nm)7qExRxuZPxu78#8yNlTIvliGwC_RT{ec6HI@CfVZWP= zg}z3qTkqsA|Dy958IE>GUxNvdehD4*cI6@Z8!rNrR8&Ggx4#A`F$u0(X?_3cdm7~^ zc9%^)m?$UD&nhe?I$u+@V>sO`6m5*UT3N};HM=lR0tN8rfglXf{7gsaEB?FR&O5@% zMmErH3tbM`_xEZppy#&9{u;awN&vCvJ)UQ}sq;A`CbCFE^_$n1Ae2vk*bblUp-WjQ zZ_X}03tQzdz!0HSA@`QFVU@go%`D5eH}jhdMIZ5|-duuZokXI1h$uKPfbVq{k~#(_ z6)JF$?nk)kL%Y~GH0@y1E18@aUvD~*!1psVhuOYKd^L7;uM}rBcVG%Ng&t7f-4ss> ze?Opx5;J<<>bF2!quXhro{b!mK{>as6z>RS#!56beX;7N_dZvpz$tV}cwX62Q@#u2 z`)V2b$1ulOO0c*-9|J*zGGF7h7E5&tL2brTsf4q`X7`UUN$iw)m1??7tRX|2o_Gg6 zN26LBcd;_8FzzlCBW%BnpQ#0hziifI8E1L;B$aD`&CM8YxfrYtytDy$mjR z26FHWcu295r^N;Z(U@6(Bz|XSQWvvIC}bg)9eJsBk_8XjRhVc_8);r{{`opB9qmx) z`A0g?GVGfB;1$20<31|{GE_bEb)T9)+oi2mqt%xCd+}T{Z?rqK@MA2^D_mhsXC>j6 z0b*EA_DfNP(_8By1DlOd+D6hEd~+lBC+favOd32Im{`KNv#z>UuhzA3`glu1=^sh# zpAeiry~B!juy*|up*qvje0Iote`wUV?HOqWbqr3QD{W8?_FujSfRSVcw4w%DmOF~4 zj*&M!{a@XEWQyTULnrCNjn_YBKj`T(FwIfkM8v}sp6IjR`U>rqmK?75f{6PJ>*g)8r>%`^B=R+WtiywDz-BH z2q57d)BG+z79Hz7xJ$jw%i5Dx>;1L6SdKl^ zn|*br?eqGYmY7>UAso+o!k^kC%*~Vh79T+*lTB~7aoB#YmIfz)#kI{g4?gDn`(qDd zsuE4LWbej=z)SATx6ar90=5@J_%Ad@iXh^Fk)jB6G_oIQC#I&?6z-m~uPYlJHepkn z)BY$JD!oyf`di?7PE3es!?G6$^OauqElV$|-R?4?f74C=_XU&jWN4`>Rah@FxiXcP z)fSh4<2+8?_Lg^fPj#N!Jk_k8pw$X>@w*m;NsS^nA-gZgKNDnioBhInK;_Vx_~^HL#oo@FI^svXhVQZ;EpekM=1b2%8A8Lb0|KaGaqKg~strmm zY$D^OKBUwtK(u|2R#DtuCcoOIxA{1jwH#LU7iu2^!M;JR$$DE-J_6O28B$y@tzDN; zQ(JKjpvAFssaUg&h0^57L5CZJcj{|?=MHA)YF=qT6Y(IDmt+Okksf!uhni01uB1&{ zs|tmOtHo%jH3`R$#dk`|N|gK);(Xe3O$sU9pH6*`(vHYhmIaUmbCO9zG^%;UL$2- zB2|gl$Tro=5>1!DNVQ3$7%2BJP+@`Y_mkdOKME;Zz*j(^(+)Wv;#=GKIcq-6 zq5R)Ot7i4i@2vN2%wkc3lljo-#CjjT*zY!XTph1HHPO#5JHT4i*(ybhmFGfi$Q zQt&Svlc8xptiI3Y@$+{^NitTg%4-!p+zH04TXkCPU-Gql>yxzn!74a-hs{`Q#5Iul zt!U62dXnDD{zH$aox4Bo8rF`mAL>-x8;7AWJD&`>=Q9&Tpvz9uEn|A&U5NOMg~0^3 zb-bGyYE_nCLSq%g!hAK3Av2@iINJHqFchD<@P+^ZN8V%hco3nhk#SP!GsOW8pQ+u3 z%4xl&tF}}&beZGeN(P!oAJlWl$4B-cflE#RVaVN4lUU1r>1iZ-7Jt_-|DEn zSOx1xC;}#Tp6RWO+!AT?(jak3l5Aa{T_}x3{u}5v8fz}*2a}~9@}0AQ;^{^Gdch5D z9R=H9=Mo$RJ1=a`M{k7mg>z~!urprPHoeCr#{#b~VwHR)D5lc~jwNwT{_~XF z4`$NxA&0?Q!V8usU3Zw|G-xi03C9kurAUWWFyFF*2`kjsbizplA-S&+0*B=SNMtY$X zJqd7-_wE`z7PT{QM}Jgp+zTd%|G=4qKF}t-^8?DMJ$OzI+*my>2 zvzBSb6um8#Zh5Sm@1|(AXvwttCnZzgds7@nFL3{84v9kY|2%<@3T8<9i_C;AiX1SJ zxS#g@&$Z6R>C)#qUl-( zAA0a32hr;v-=(Ou;hGp5-3~NnP2aXzRuK!yUL0>*og2p5VDR`=VtMO&Lm>5+y4lou zhJEccB}2^@^24xlR7y@Sk|{Mzyab;gDhDx9THaN<1Wm=nOPi(O>NKR)u{OHXY1=72 zh5?Pyqp&)GJJr>N*}qjFnyl-PF7t1XUK_46c70UP1k&_b{cx6tf@AOEaM{wu8+9;P zr@pXdU^)ierC6A#0;j-ZB6c&>-v6`K>UWCwocUN<*Ux#`H;eRFM|v(Z{V zx#p!DLxg+Xl`Y0Zg;m_LT9r2bMQEDem^uha`<7ZW{JWx=%0~QK9=y8$!DjGo7HL@sak+e z9ANm7b>5tv8=sS}*DpQ?jYPs#I4oa{0%67NEpJ;cDvok&VgF!8^5{6$yjkpr68nmFcA)}=k= zAuJRVmicT;)G14>l)cV%&V*#53E=tGV4rbuQW4vKzlrb*@mApV-Nk0h*6`gE36*#3gekKP zB?-Bt*k~7nVZ_Jqn%s{^C;Cq}aZfM3y?98z#p^R1=!KESLPbVbDEn+)1hLkI@Zo*1 z_L{Sh)t@oR(C1h6~0tA9yTnBFaLQnV3slxtb z>!6Zs3XkpaoK4y8h_N+;(lnQq+Op!%&st{kMB?HbCE5D?@>SeZe46Gzk{Fk(y@9D{i#6I@CxVXqKE4x~BYg|mOoy^}jK#9KMma~qpL#|fwT06u6-URmX3E2NS zt!p~;pz5ko4L75o%I>f6W`|L8HZ4o1vf5S=att$W{15Iin3~)vfYXGhp3*dN-5C%@ zpA@7EM-VZvd5Y=}@u}5gN!&Qw8qUBdn%ukF9nA{OJ>+T-(;vs}JJMl&m%^(~rbT$} zqZen1GOkQaknNFYAV;gxi-yS)iT2Z$6VLv8Soao6j(B%g1;5~gofRb|_g^_k>N{sz zSz48m43nN1tGN)MZuz^WX6nlM_S{NtIaV8rGU=r8sVX0ja-;a04Q}*%@-nOZ_VK_B zJG?)e2p#rie#B02fBzYAvfEr2|C)Y5G&t$yEYAC0W`A+l`rb%Hj9PNxMVr-l?&{8H z)_eck^IfX_YA`(t3-6ykUo6$kAATR^Oc|7tkvY4gIHVc-*%shMAzDH@BFKM!9((|7 z>sj@C^m@thVE*KyNqUF6_c8;n;o<6c-@}Y`7K&m1_4bNLgz)hT0o4E2U`puTp0%kt zk8j1N*+1}BR#v@3L+YD?VcDSl6LT!`;v`@5Pso-}b$su{GxIXH4 zXbVns)nlBtdE4?DK3sZr#Hm5c0Ae4AAkz z)v`(NR|*0SQ>4qIMO28CynJ^E8u3@4kO!6?UAhM>SY|!skH?5y2J8Gb{%DPLTSNkg$)9Q+-K;)s-9cGJuAL22-@^ zw*G3#+jshWZxWUGt=(V1kpWZ@_@Oitc{AAX?Kxz3wER*V0OsYdE>R@CUhdY2T?q1Ia^e-=$%M&^vX+^ z75n!rO#D?$8yBk~EcMwPTFy>z%CCQmnp2mRh>5+IG5P$+20XO(*m(X^_g^juD?(Rg zcVi7OSIy|A!r6|II*fuoWX{4uU(TwheXd-qbB%`rXY1@mrt@n<^J)D2>2`40l$wt1 z>~?Gp8TY+P-a8afk}t+5EKdXi~q2DAC=sK32Ik6e{UUOgnok z_%3;E497wiECAEHLFa7iK*+IRvezJTYQ^V}8+<^HX-VU@$H4k%0-=t8SxReHahDB7 z&JEZfqkMPC^xf?ve6|D1n;z|v==krW3UWTIm3CPR`;@ABbfk|R^)X>U2rfX3oibrM z2OfLKOQ>Y{Dmpibx3;!fZgHP7ewIRQaz9Lpp9F?Ff})~{r6k8;`ph%X?$@`)IEI#g&O+fb_Q3TFZ2;Dt-YEw(%oz=%{A5OT&iixyyA@q&r@8VsnVi zJ-3tHn#?;lM{4SlZ48gniog^~7nBs_e0pava-_mtg(HgRDqeM#uH4=~Uk8tgn4$UPlKeRpFJ&9;X zI>b+v>^{;@!!+58XfXM%$3tc0nHih#1hGT<+3;5^Y{vbY_%Iigx9O6?CV0;+$Df8^Q=G@YhBUR@ zx%N>FMae@ie54E5gNg0Uyp2i!^DmN+aLf;ld<<_Uk~^Y%Mu#a-?1n@P525kVr@{r0G@=J9PTxiv4aMkRg6kq1>JY>Rd&=zBrMCSG*gGh z#d7VE{E`xJZSCZx!QV(8M1l^bt|6(|;8fg?mHwjhk8njO-RG}U*AIhWK0xY<#(UQ` zH}I&Gv_(V0;@5H6MlpD4q{PG|+ChJr*A>Nug+&Fxe9ecKN5;ld$^`!aLh;|)K|l(; z621gY`G5TJnEERc5(NZeSF5v~fC(56jZnMA1`3A0q@q<2N%#!7C@#~!}-OM^0^?nFZ;e# zR#6!R4~>hDzdtVZL-2g$!_I6a-SfBAHX6^H-u6)1StBjho!{xk$NSsqRta_WS93MC zkuAP=#zU#^EG;dM8(FaK&>?4AgCF$u$(UZD^0^%l94GhpOGl9j61|Fq|M~N0l8`T- z-9jDKVu-cr$y(RWV&n6j*@4{c!BVphl(yjLnYtB-AruDss~t4b-v2ITd0iCgd5_d< zbQ7Piu~kx33@B^4mCooc`~*lYy@P||q3EPvfBp=YB=daH6H9*8xHVU8L;vQDC}{L( zi?4SSAt!>Gni^lVrl3qBOBbp8!YbqCfdlVxA6>>ZnZkr$&l`j`-jn;Y;Vj@{mK?b^ zF48kGiIwR$m)kE3HJx-5Kl_=$)8HW0E-1af_whL&mE;BTu2ZFYk!7uqM6rUGNzfCq z!#m)IkIc-3xi5Jl;^E=_M<={?*^ijD>G%sYS?rJ>!o|g9cra6u#9=1g)+0!UArVU! z9TI}z1DHCR^-eUv-DUH>JfN>t^(FVarT{Xt5$~M044)n!2)HaUQ|0Lji;6Dnk_%Z3 zTB6VfZw`LGlY!3(Ja~A-yzy|G=~D6foV|IV)*cZNQEoHM^6V;2 zml;SJ8Bu^AIB49e-%juBA@`4Z)-?xx#p`}V;&)k@u{#6m^Fx|Ergur zVUG`Y`yB?hhfNwTz~BO|Ya*wmLJBO}Gt)f1pKShp?4AedjRt+UwbxGwQ6KAu{a zB@x;JXp0eGIkgT`k)aXu$N~oRjh(ju*=UK*TXz3PA5xthW{B}(gKNutbaZrwU2Wvs zC67*b139^9wv@rOGEfu=oq0mt)wLS(8n8tff-LuJz|rJyGPjM-G>M>>Dg@Ka%*=~h zg>!dzcdhwqiBq@L1V$2KqN}EcM=O^cq*kQfZd_62)l^*k@@l~uLs?nb=jvUWJc+O$ z3E&j!aitU%fT^?!W~vC7>~mFCaBaN4hyinR+Aez&eeUy8zV-#+S~x`Xph5Gq#cdb9 zRkuc8D&&*=-@jpiJNe=L`_Ir8Ugb?CTAo_34(CJnr_1gxo~Cr{#fQ@caSETvViAip%DOiP5?38~UyegHJ0Jv|L6}Lr zj+C?t=~1bvsR7e*P-aa0o9U zBNI>Y@$u^W1~@rS27Wg*bG7yum9tTOadakNY=B2Df9=;pi6BDyFZCS`Z5+eSFjybu z&mz~8lSWg;T3&CpxSj5fxP5P3;u8~1faQ30cdt*@Db~)9iE==HR$2_NwcH(b&QzGN zTa8htX_M7E+{(xAfC=qzeQZ>$->ePI6_W$&!*Qhz#s?6d!OB9Rl}!qul8o6|Wcttm zLVX0IRaWC{j%$B^O@l)*Vus%>132kvr$r~l#RVEXo+du8yaPAyB0c4$dACNrNw=c+ zcFWBTF1ue?^cq$YbnMz~YZpVv1icKWOZ6OhNsyPXoVSN4goVjHJv~c!+^M~m11sha zOWeAD^%fH~FRcDUErT3Cn@h=?&&ptk3|_0yu*x@ge&~B?X_VWGeMATWp9}rv!EB)L)6K94AbI07ELViV zC?XOP6884?B6%)8uY3&y-%0nog?eYe=6t5RJ{wd>K<8>(Bx_69^Te6zwgqed;qFS( z%d3HhG%R4D1#xU<2I*G;HTu^XUt#Y{rqi=Cc9$K+V$BNJj~^ccFTxkD6iNOsM=f($ z%RO&xZK6Mwm1>?Cg4x;GhC3s_XKHMTpDPYPwZSLe87Ra(+&!lH$M0IN<1>c;( z3)Rja60=9Riz3}$*0y#5QI>L(9&}SPvl~Gna6>RQ2+vn0v7103zRTPN=>|7KGF9}|wprUqxv!R%k zRRI_S%u4gYvHHz#I?Z0y!1`onXN!Sgh1mVp+g2=6ez$WFz(fM-)jm&pFk!){_z|b4 zPL6vM3=~0_z`kOF|G)(!gb%hbYz*Q1^4|V_Y>hJgN$`Uy9A*)~nKJH)A@zH*H>h{& zav$92i+f)GU3nRPZ@>YO5%d(8kbE`Tq?{H*xcu%%xODQVn9o1<{26#CpO%`mkiOMD z#HhUtaHLj*;EINUIT+D+)F6{IXzqA6_%;$A_0`U}2p(_+q&Bv8!0k?!pFgC#h%UoN z8Ju5bz+4QAihB7xo(9)AV1!AFWJUk(MtD7YKPaf~FgX9OUB&+|Zsz~r*ZzBg>Hk98 Ut7-3o2?2i}#pT6HMGe3FFJSZei2wiq literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/test_far.png b/assignment-1/submission/16300110008/img/test_far.png new file mode 100644 index 0000000000000000000000000000000000000000..1fed8f774e5b48753f86fa7336be29ad407fa70c GIT binary patch literal 32335 zcmeFZRa9J2w=P(?y9S5g!QCYk!Civ8yE_z;;K74ia0n3GHMqN5K_Dc!1h?M&=UnO0 zx8M7r8G`{u?b>VYC3DVC7E!9oG8m{Ns2~ssLrxZ~4g$djgFrA)WJKUEyff>&zz;zW zX&ny@XDbhHQ#VVHlBtJ_gR_T&tr?Y znjKqnybZVsii@nSI|zhj`uYu1CSGa_0tI%+fh9G4vX3`>12nH%#m}b3Kf&X2CD%-V zU<=A38OyMd8%J?rL-hw1ouZ+QM5x-xqdQgkO(ZUGjZRk|VO;GO^!QP6up3BZLFFv+ z-=*^<5UHu*P-rcFKR%~to2I(|uB?Y_-VDTKaqnl}<jMxS>R=gDe>ziIF`hS!T)(X{J-BGi3GW9|NLB|!;;Qv z{sFpNu2IV2xXR;kw2X7S);#nH1rO@gj>j+iIE#x}5@2Z{Sa%1`go4^F8KFfy4c?YVA#ggkUaQ2@_Y+kgow zRmuuK|20%tR7AUbo64&1a{upd!mq%GYw4+6Q8iuNH>ak!YIU-j*iDC`CUOvyJKmnP z=7$%f*)2$RBqQQ%6Tv#Eb4N&(ese)vo6t^UW+sV+wRK^BKGkl^++VPg(w8IAtjx^m z`FZ@?)nDi7d`2|#HHN1!-+zO0!>r?0+F{IzV4kXDjvt=)v_bFxxK2^Ooac3rt=%vb z#HOTj2S41L4jFoHeEw)0NZ`2E#CzPex3}jaKo%k{>i3W1coUo=VTMge_6TDgTB9@3 zf7kJx&nN-9wrFcW2Q@pag!V;X{i+*dlhW2EtgEZ5G3`SXxtiA)9vuw@ zy6NuD9Y-!q=$5l~96q*})Op(Bd#P${OnF-md3h!lN5L5|pb4w#%#%UP**-lLgo?*U z4ufr5;YIA`86CE|M0b~qTV`RMkJM$l@*7S!LB8A$cIl-?pqI^MrSqbrry%1GqJ+;JU#~eJKYlB)iE-n5b`=A z76^JcZZ52>L?;*W2;OiS%JJTe+SxG!Uh?2b(HDT_EU*_hZBKl`VCG^=P}$(lK#Xal z9;fL~cphF})A4jppX(KCJW&>!=w>jYX=nHyo{~reRVTdTdH1G$`rWA#_{{_ja_D@w zP*Ld6uaLfNiNHY7BQO7g2r01NZO3!cJ9)|F*yG>@tLF!#x?r5^XTlfbaaejTa`Emt z9+Xd!vb^6Xj1LebsQ#eZJoz2{T!x1Pi?=+Cj0Jbv|8e!_M}&a!xwBz-f?v==8NbLb z!W^AoJ@4Rr0;UR_jOX;?=KjO97ELIMi%h(m+XssZM=dgF2_|refepESb$p78o+ham zh|044RI!m<@HhXx=O%%l8J{0+BN?S%V>MTp1+E-FB%G7mH;Qot_)Eb*>)+$q^POGK zHI1ppI%){O!g5V@r!Js<4e_&C8Qkt}H$s89v(iNfAVQM`14y{5NNQLsx)PZAKOZOf zQ)l{fJo~5l0oe8_xdBEH4vWEYgL(gQkDugE zo~+zo)%TkYLD`jGI@n(?gB|O^R`XkZX#II)Fg>2V?O#5<$@G#b&`$hJVRi;=t3CJP zP;pR5z9-NJDg`k7>usx3tkxT{ORtTRSe{eeM8iS;VhBy$doTLvgZS3WuJk^0qIl)h z%X9^?J#;2C@+vdH<+;G+I4mG|$l1;9UC&4xH+$4r`!Q zzO?TC-Tpp)-+LjK;N9lf=E6EB9|ert1rBcwei(lzcOv#YQad;W=e3FZ`cDXodcPRd zx(|cj2nTawky5Bfmi$6aDM@r|n=$^Sa;ms{=C2DI9{K)1(^FjB5v`|9%3&dYsF)qK z>IqsUknQ%mSk5@VZpS3{vbInqRT^@iAg0DC#`(`gHKcr;8MT8OOd)+^Sd`qDkhg$F zayr=!lP8XWEOvEcb%BKQ`8BZr9T|T=t?nj#(9TA(Vm2vZ(m^>HdM^~L_)JA(3zP$l zq8Yl#tK)~Ub|M8A;4c}I;1sq0j1gBoc01B`wn8Kb^I(qP8)- zake}?nfgh7f5?4GDuxLnerdVzSwM_3r$DrFus)Lk*Zt4i{C;RA3Hl+9O)7>&tdIF< zA#Fh}=~{A9K$8=dU|<}r=r~QG&bBB{u$9;{svEB4TP+OXp4c`dZbVknYRU` z#%*?NwP;n;wxr`{)(MHL7>NyUiS3mhsBm!Q5%&)nG~9={_~UxqVwj*HZV=C>ZV9l3 z&Ov?usg=6qX|q8ToJZ%4j#qZdSc^`RxfFI-#dv`+|OQFgb*qOMoVt z`}KK%NZYez&ESXsTX-Au$?tT3^Z^5b@@x?dkx&FPg#eXBB83^wZ=KdZgUcJjnb(uk zKlIP!GC9H^q`?00w(*l9ST0JA z3Y@ZvtCa~>Few`Nlos3(M>5t?CVQr8e)Mzr)bNMtvx9NtuP7}OMR183Fb(DJ5{u>h zFyJoQGuzQc{w+zokOm(++jgje!ne?FmErP4DxLxh7hoDzAGfBu*9%UJYEfgOhBXaf z=?ms*Q|VFiGH`_*`-P}`?cl0|`q%x9I3{13e^ZUZIv8RaaH0*X>CPP`Wra{~!mZy^ zxJ>cS!2J$dx>M-XDG0RCDN0L-Vr1e3Liv1Q$=nAKT-S^egpP>w{D+GjJ zmztaW^xbf#ch$T{e2aU^wqW-Sik(It3rK@e6fBJ#$V=yOxp3&{UL$}XzCtqcxq|E; zZ*rHZ<{s8l*pHjP@^t6GG(Na#hK+V270(8u3XM2rRDylP^g_HZsPC}IYk7-6M(hrd7TzJ zQ>S@wd9PpD_zt8@kt{xCc9mCZG2Yjcz+_NCM+15dby`vN4oM1ixc&$KuoWg4PxjE{ zg#>jOx)m$=Zq?C+!q#tT&X$A=kU|JaIc_mu6MYYmT-86a;NcdeW+vA9)76}}4%>?$ zJ%toy?tNU4WOzi#jt}}S0>|hR@|4x$93Kh$8uaX9wBCoBmA^qTetvTil7-!-$TF~x z@GK@gD*7|KQX`LUoX`=B{|Sc5lD79yT1tz6gkK8=0J*g&wzy3V)ff3R}+AI)c&sz6$`{>dP zVB0q^+c)BX>h1CA6oS$#|_)8azi1Qfp$S^Va^!-*}=_lLFa`^ummpiVu1emMO#!N1iXjzQ{j29;d* z`Sk^b!t+95PomKElCYr+`J&T_pM>8zsxNYUyS%K2zfiu$c?V3^@!)inC4jRP%e<{v z@@5xRh%}Mim0juK`DY_xr6OR;zOZZTKkA^VE6m`O>l+y z0ffE$gtmPXPJ3d`w=ch7Nze;p31t+837oPx>xIaXzH~V7ieAFQ5%GzL%*Rq$1p@DR zgSV-FZgU9G6NY0ev_Y=9o(qCdGy~&HHPa5Y=3bs7j-i$&p^8(Ol!J*f%j%W zabhn`5oKX$X;Xg}1DDCX*5^{3B zgocJDT;?b<*!_gfHu>McP~)_q$?xGn0_=y9)F_gC;G zZ#{120YRZwCuHF!_fF5@qxA@vQ-f{5tE!3=o;xNK=? z6B82xgxaY6$6kGVZX=uQ3=9kjS}e~a@a1GSjEFxZD-jU>JkKXH)mtkcb9pkeSP$ix zEjmt92qtc-vmWPs8|%_r8!Mmj(R|?DKK@lO5rC_wa`=u$@D+ zU#iCFX!>7B4u#CrO@2>8%29Q78}dT554ny{L3svIc~9>RyS0L16r*rs5Omo-%D*WCHm&~sY767o@@^rnXrmY>0NiNjm)ck8w_!R8w%E=u}7a8&)W{tHo#jcj>o!ret zIfnci7HKN(SXVC#A8Gc@WhgfDe=E{o2y z42JL%0lAfzQ`(3~l?L?m@}#!Ha6Y$Zrt5x(RV~m^G!6jdYJU9q+7)6^KOT_D`OZMg z?@W6RAY2*v?tOJ>HMl)Ae#wNYF)(mWpFwc=)>3vu!keqL&$Bgi>FU!`3m%dc686wB zZ0fR=J*-iPeWMM<8=Au5-q#1gK)Ruts#gW#!nz8f=s3mrF;q6o!<9Yz7%6<}8^lV-Y@ZDL_Q<-%x;-ovX?@5g6<3(u2SV7W6`O5|$7 zju1=y$?aIoR~=s^IE44Z1f42|R6O|~qlQpxgv9OVmb2boMI>_DF_n8-xet0>D%fKq(AFKx6k&_WErI{!5CS*VmQR$BDqRfjH-~-%oW+fm9cWZ zUvfh5-gn5S@Mc8@VpqAO(DVZ{#HDF}ju<|;Dk(_(Esit*QgM~-^9dTCR-8}X z&*jV|ZX7x^kf|*hN;0c`VqN5lT;6-DQ#sn$FXdFq?N8*7aS5qvo|EPAy9VQ`&6JP=ai2rk$ucnpBeeTOJ*M0}Rl+HyPwqk$hC045g z4Qe5~EBrvW=f;siRX*0p*s{xDef?Y4vFCOugrDIAsZ!mo02dy@|1#g`IoGc375@>Wk>}l10ro`WS7nA9|ky_%>g(I`K7|vphj8xoWHsM)r~3Wgz5z} zHIl5mO>Qqvt8apv@vmQ^EDha+M^gs=29>a2;uK>LhVlh}rv0L(U$){=_3%>QIf_hM z3QA&K6jI8IJ2L82#F*9bqDPSf);JuE1SEraP7dGt+BbymX#uGe?-|}8U@qh5(zc~* zK4rcbE-m1K$TBH%=}~Y zfEkOhPKS~a#i#J_o~7+x0~5K$TXDTIE`UYN|<9aWQw6LpL?(YQ0 zBvrj%hs_Y+F}nBdFuI9|#TfoAUpEIgJAd@<>=f2-SNpKN&wm3_$E}GcM}z6`5eagKHdI0YqOLOBd)|4uH)vUZ;f4>=pIsWGR~Uk zZ6yy;aJoLN7Y>qLBX+w8p`1iqTrUlLw7XS)fLnxulojZ?$J($h$x=hU6+wxG2{-cm zaDhs1z`Y&_KW*-Q!(5fNdJO#=SZPvcesBu)b-l*Zo@NOp1Y?u^3CokL0p*MC!;pX_ z|AQa4BB%}li{h8fcDYTiJmg4Xx<$t%tYW_N-L&M7B4+gN4YO>7q-VeO6wjzeCD1`k zw!85p2nx!|^X?AhLeTZ-h2axVuOq}+l5t*5EhfSW%u)tf^OX$ZsMX1;tL2K;=SxjP zyrOfPe@n$YdDB5(2)8Ax(nruG_>i;DlDbuSa4g9XgHw2bGE6Po_HuD?XSjZ<{Nxgi zszyfT(uYsWc2ac_uPDmW+G5DImTGJ-T5ctyp=5cos_}7TbBfmh&%<#x5&0E~s9@H5 zV~8$nlHZP?=D%RLl2hZ*VV%Gf6@Bx%KKgSx_3%PT5E#@xo)gxGMl{eh9~-h7Oqhi+ z>A!z>L(z2NjNZjgwNb}LW{(`Mwl>Ln+o9$l=2LRL@DvcPQwPjlDS1YwKe3=<6mUdc={e_N)r-K1fm zVCB*ZT<%J0MoC9p@R_fke$U^pIY>PGVDTXU(mq0ZWL`=;*A;!J>>F$Q(QrPSfYM>P z_WBHK;UcnYGJ04_@vhH*K{2!L>IHLZ2=RM98vpQt>~~%!eB{wt@Uc)BvO!-wE-oIX z#f5F^C-GG!iB}vghG6JK~26*^qQD#DRybgXwpn_Edz6Zt!i&D(pz$)*X zrfOQGNvEj>!L^d+!4>L1gDw$wd*l!H`z6JgCd_vusDG`^v-n@}91I%_18*lnsD|%| z&Y7R7JAU>`^GE%dRqn{k|_d7AezqlUIfu(?V(Fr8oyChCTG-;VW zl2GP9a-rBiR{n|9+#4OAW-Jie2o^)eKLm2%2|!p9z6SnIH*h_4RpB5_XN2PfDVq6- zt!wy-r)xs(SY5zYgNSHjU0)RP&1-uMyRi8p;5G{zhY!}@gid88I8jtmmnG%WB7awU zF%nV;wO$~J2dNk!8`LjTj*qh1^HU&fW+Ib4VyND?e?tEni5muEf;)G=om-~M*cqBu zo^=xx@mA%9dWUR_bI+)|ccs}C#RDG3sG0PEK?#$rPKd06jaOJgOEH^MH8(t893)be zuuY2fMdnd*D?Sb8`#$wS?%-4&Y@6|9!8G{Ir_cGx>5H(vda1E^69DdW{_xdgt3OJ> z=Vl|RH;?8!!3L2y4p(9Mt!NC6ai?28YC2_pG%x&<@h8#xaFS43DJ5ZE!DCb<$~ZR4 zN%iKm^FG~ghH8C%(Qg$wqG6yx72bK+UE>$~Jj)*{i)wy{kHW!;;ZolNHg~ zfWMJv5Xxfx$3ZJ~F2hTAr{vr>L^Ka}ZR_HNmFTw2wv^s_SW`-hCjy#>qFHz@Yx5DG zM&8~4R@qGt75;mUVTJxPmm7Px2z5vZ^lE4N5ur`KK~}KK$*@0H=-l7ytm_V2b8>t@ zlgw)8-y-(7Y?5y8#$!mX=I_d7WhDh|mv+pauig(YFIQNklM@ok=#kbW zt(kRfA-Igps7%(a2ATGK8ESgJAFOj{n%Cd;Eq;TWeE5eqayrm06Q_Q}N`|H#@zz34 z#}UzsIqgL5O&#xZ!8`(f6rE-qC9D`DTxR@Ocf3vv7KqSzx0{|o@iCZOit%j?I=VGT zBYeP0W1IrxU&_;jVf4*hW+HROH+>!CAor&Gb9j${nWo- zo%c8yX7jE|=17?$qx*YasK?Ro!M0!gL36RdM0{pOg@Ze|K_5L{xm;NI=5#l<%S;XbFs`VH)j<%()C~)NAb(?UN2l6fdzwN$2tPj67ZbCIgxo1Fc2&I7V)ZFW-9BL>@Ep&D z-GG+zOpm38fbgfj{&%0T+_5y7aS)d)I6{Ju1DgcCi7g(p9dG$O_1=wLy&v7=yAt)G z&RL$n`rW=Ws?{wn0`0@Tw+IJ_hl(I5Bz6+pmWj16yfGhScxoIhbtC>tT!o*eHSoZD zFaCW0aziuf7U(lV(V8(JaW(=weL-uz+XnZ<00JZp4K7dTz^Rvd-$OoVQAYhtRY)OY zb8_4Jsn(p}_LqSbu>$S#vpaJ8S2aAvm}zK>bj8=XI3FGji4$2RVZQzC%z7O@!_5qdHD zX_F(r>)=mNhJMh6S9MH|V~IWqO0s+1wR>&|sq`bDCBqN@ZR0tG!V3I$RMoYU zZyW1YL$7B?;6wJm@SQ%vR;_rzXZMaRw53&RHFdr%Xcz!K_zJ0~R(b!l1_+`uD1YK* zXMYYuhD_mSC5m*oB!0Vgatmom%ovDeSgK#z+}L71-m;JFmT7+viAwkHf(fd7Zw!G# z_v{K4mgHe9d`LwmiE)cD=tC0NfO>E9-n`8J&T?+Fugt1(=MfSRtzqnhMXT6ACK@Vr zGZ8UOwUqm=HGO7t!bq<|$n}%vfj9ZIcZWw5ao-gTYfqyJ%)SBLlM%4Yyi1wAnNgfL zOP4pmk_{j(JtRE(1ngo!zA2K+uW4BOl6i4)iv$6!#uH=ew|j*^M}R~dW?8=@hFLg1 zJWGHlGYmG1BA&@rnP9@O)WB{ zuu64`<|qcoA}pUbUEo$6ae46HIR zFzh~dgjOo&xa`zV6*Q+Pgr3WrraGZ=7K0U4XQh3_H_xhR1BYbTq;5zEJHP0kxm`f` zKzU*nB1Ii>vqJ>jF@+*%IK}9Q!Au{VosFxO5b~T4mvK%aD3mKq4$gjl&YX01_hQd} zc5;sWP-vLe>fYkbu0_0IO~ewwH!~jSwc}Q|`bMGkGS*1tRU9%wJ^v3~>MKiH!;*#u zl!nACAybbCqHj#Dp8UQ{DF8bmm5?!`^^O zkX=#uL>TQ|+g$-x^-NPU-7RPR4u03bEsE*JR;OF?aw-v5aosxYN1+262!iMgJSWS| z3KL;t6Icbr=_iU)3<%du5@&wfK|1umny%6xwl5;v+(O_{zAi}zQnDuT{QX%r_i$7A zkTg*9hAGtX>zxYQ=oF_*^im8EQp;YTQalb7T$(Zo9)Li@;m*MEX!M0h-r~$|#ky2$ zzF?7SrQhm*Jg&`p2i<*aHWmEAD1z|C<7G4oZtoIPSG=BF!^dgGt~Q}%RN?%!pKixQ zF_N`Y43N0-DIDanp05AJT*sPr0JO%LV3l-s`{yot!q_+gw!~i2!$2>;x~Pec+{h#f zU{FAfS399ocpXObT^;Y|Jgw%76}~!Q`}}?=dcU+K zN{sxh+`a+iC%b#W1HmbAQpD^A;344n3osNX4nP|Cw1yM*=U!V z6!bj6F9Cc)fJLSNa0aDwn8L1~?0$E&tX+Y2cpDuOnNku~84I805OKj3d6iW3u{Oh3 z$J~p7sE}PIvSKE^m1UNYPHvF6cNCar!pN8r7OPL*~5 zV2`QT?E7`zv+a`K)kWdeE}9zu3nGqj^$5r?fXX2WFsxZArmT!TcX>~5&Hi%ek@o<* z41k-e53{okO4pGUysC%KySSjpTQOZXx8O>a37FdTsoMWwvg|USz^T2l6+D65UAx<; zdT%{kx_)J84(2-oAX1$hx|^Y|NzLCOamefI+lF!4g(C$WIag2BJxfd_&f{^%Zj)lx=B zV%-aMJkSwA-K!vFD`Q`^LFq36-&Q+S05&>JUm*@;=DP$w9Nb0v`&j zr*g|GD^ogT0FqsVLS;D5r+(RCm{c8pi1*j4cyJKW_1_?7Lper3R|4UY-=JSOG>aoAE_y1WgoK{{K;;ww0kGXz;wFY1wO@_7_ zj2ZYbYq_IViygVXEHUI?tQGorufb>r`QsZIe;8j<&9(p&)=cg9#lGP_3!{7lJw4nY zf#&Dusf2||5fBil_l0tl=Z78I*nw>Vhb4l2xScs_q!$fr)q+Wq67$1mALLE%(&q4j z%ufI7S#{_LUEn@e`(sw*;9 zM>kr;feJ#Lr)R@JsQrVf1EiDOHga+puoA8|*uE~}=ks_7aog0ZGY#;ty_)IrW#TD5 zL=d^}uzbaDC2=oe5t#Yl9Vqd2M92=-HyV%I{+4Ny{$SpxAL86dXV5TiSI43_UInzK zVZ1_u6Sp*<_jCSZ(@v|g(I8a}rR)v1Zyc%CAeECozVI3?u^2`_JoMRcfr$ zd?VwN=H)%S$k}tXjeD&R^vRHTV+tXQS9HxuJ)r2ALP8SzbtArNTsqB8gozohJO}BC<2J z4#<+e^0^)#SyVw7l>{45S4)w^lUzs(V;Wb~b2@1Quk*6LKzen!E zW6;bQ>-3kCS3s=P=~KCQ{CvP|MPQBRS?9g9C=EV_%o(soz9|=l%#evypNP;10xGT8 z&AK}%c)Kqmg3P$hgUPA=m=DzRf3)!Z5}Cb4VW&1fT$a2Pb@=@GEJq08TP-KzTSXkx zu;sVO%RFsC@?`%3y--OfY$oO1+l$`! z-EacH_)qvai(-B_?WxLdWUhR!r~5r8Uwb}ayu%R(^qJWuoh3|eJbl^Z3em<)AU5c@ zIEn*Jr$$pt&GMmqdMvQIM};-1?a@;Wu4FTOZ#3#AH1jk<2hfJhj$EHFom)2N9~$Qu zD{^rxe{9m0Fu-ZoI#E1&UN-#OZ(MzZ`MvCB^5@5bvG=6bt25)rf_~xDct7DRc+5yF zt=e7maR%dzl3V7BBx8{szedT^v`WUaw;|tAqz0 z>GYk-and(Gu2f?OgDN4n(PDusG|xs_uZb?*$Hjq2YfjRt*-8XVBQU!oR`*^IH@W$Oeyc0Arrli$ z8#^u!Kv!gCL01ByJZ$Qrp>6ANPy#lZ@_~I(U_}0{P4}?pd(vAi=k)BWG*jTw7%wFu zu<#Rh?%B>Kjal#=zTwJV#AUUcB2pM)WF?I$He*!h3JMw`wFb>a8syVY`stEmLa3JI z9c54foUE*zi{H3hOY#@@5hil{8RI^8O)pG*^0AnT6YnE>7j2_c{nk03%N$p}nUO;h zy;+V;LHdZpxi!}f`IMyz`M(sKT3yzP>!YZ#!Pg9;CT8HYlFmp5*TeIzWIcwC0ZBBq z3;uLQPl=ofsGM@KJ`S49{~gi)7y-vU2KxT>cvJoBD)iltw;bj&|8;xZLlAe^i03u7 zLPKP+LF{y!gCc$$j7g@d#>v2;SD#sQWa}q;L z8VT-`f@MtX{H1GARG%7R3h@i+ZgH(KCQA51cK+alor4O+v=n2 z8N&s+aCqC^*cVLpa?4hOVR8>&#niU=ANtk@PmId_LIHJ_IxNp!?X?bHtQuj`RMf>( z3`!Q5-{f*))Pm89QU420&D4~mUQq@_0vHLqBk{NxmiI3U*GsxSONa!+h8m7r?toR;<)&|y@uw&A&HF~;Kk)YJ9RtR{*x^=CQQyl$`wI@E znwto}WHqM;8Arp_^5u&lWPCsx|zi6^5tp&kEcjv-X;6iSQ(?4S`L(nfM|^%6vFt`pHuixEg|81 zfVT7z`Mt?6PI=7Mjt2Bg#8x-fFw%&gwmQm5RdEcT5+;$4Ng?Y)xXr=xj`64qe zs-jGj#~Jr;{`XuMogO0r2S|}7Q^*N9lu5UwHH_`1Ihxz{&GN^OM4prdxf!VTrqq*b zH57|S4o6R0Og22!$d&)ixO2Q?M%)D0!ytzyDIrdcC7$!L38GlwmMcI}jH`wwD1+10 z!N?ny4)|5rU;x2W;N{ea>~_NN9+6G@_Zt>LL2PB)@ql`r>8p?j(}_t$Py;&~9~}rD zJ6%$=%d3j1>SWg^esOTOD+Q)saYN^tY!XykF;Uu(J&wzoGM)~fMElPwACY}Knmcm) z2ImGnoFOjqsJQsm1_LN#;0~*iiO+QWA1_;qY%red45}l=26V~C*911yHNwIx>Kn6XDkb12)D6 z=)H#nfE8_r;<49Gy3|+&gXJz9?~pu`pn=@~N=xGek6QjOIn4wYi^h_J)#C3M>+j7T zc!%f?v*EzvM~3HfYBrmu(^{0aeqMEFHUin*9`r&PRLbuZThPQ3*ZtBKl2N zhd-n662;w${>_$!YrCjN(P&4&kvnxFtrK_9%?^VaQrq;%vULev<9>8e0M-q- zSN$9YCvztlWxJ^$o0+rH0M;!dXHCwgygKJVW4d?Gm^PT6`N2W;-0n|p~B z7Gw|^I&2g=cOhS1#@LAZtYdkK!taq7K(eb_c4&(hem6n2N`^2}Ye6DCDNXdv^)fXw zpV{ZG!57#F4`asjtQz_(&nFa(qkH6&e!sBGI9r(i(jH{KF?Sz$lW2A<&N<>sRm%>E7 z=kninQ$x8oR&;aVciU3*%U8LI8DFJY>fhs-%^a|9Dioh*+Qtqg3I6Q^abS#0Pz_d4 z)&3WfHaT2J2}al~l#zm+VzacgDXSO^dBY9RK_5L;wwE~pG>(_6cKWNoE#A}eA^d2f zUaycn9_gz+3R{GE%J2I)w;RrH$CM+>R}^Py`ZzPTeSkyZk%65Xxd_>+*)L{a-B!e! z#Jtl&`JNLrPGz+;jTcs0jkQkc={rlQiXjb9KV_`}V^NKVJXi`92@Q$xq;JR3+a^%y znIfkS^X_8!PV4NdyAdhV!kA(+sy25THAzl026fmnk~tj^(j@!AIQ15SIXG3T1-1X} z=UOO^u{BRfnk&V+2*;OZNn2G=n6W-40rY3G4GMpB(KL3MyheMowq|AYwgHnBBkK$RKh5-#4wv2YNZ|2^Dt99^-u&#(4eSjf1q%^m`xAhXA z+eoSbkt3%>MaJugQCkebnu3DqM6>xzkz8i=9F1On5r6LocHWg0a;J8T#<4UwvAl7m zWpy?y<+4ie@@tV%A3wZz{l)67(DBM*^+xWK<`CaV#wDA!Epc;@Z|NcoFd2Hxe zE?H}9ZoF9ibfz%;l$uEnj*fS1$`Q#RG>qHogVA`ZTkV38rL%40zS@Um`ASBcCB)<) z7rv5s5q7&8^Ljm(jo@mZ?PSrq{q$PR3NOTSEJ_I8?aPEbCa3#Ic5FTJ`;M&660G#p6G(b~{)E-adT{O36MMW4C#yC>ryYsvwq~;Zg=h>>O@8U+^lK-l zvw?WuuYdRO2DLUh4(j3foV$vpd#e_Yk8%8n!HBeL>00}o+^|5C$ zR@mOsC|;B*1O(9I=Spe4uu==;o@G1%7+Bq&;9WvbD;R5$VoO8LvgoE}%(Isda)3Eu zDQ2wuC7pY=0ha@)3Q;BQA=mxp=uxQ-d0SCEpy^-(EkPCB*8zIsO|C^m*%IAEcvjv`9Vx+zlTG~U97t$b`#aY_+{QTJW z$7{x*>zxl;H;2qP;PTGrE8+0WrccaQ26pL!;U?!!kTgZ0$)BP?iB}7)p^{xpnp^c# zR_GySRZUqVB4TNI_>fk|HR2x?^24DNBSyM5vd*j-li(&Ff9X^RQcmOr`;E%(aL<-$ zf<|jh#TkY8t)zyJ`e66Q(0N3B_ksu_cai=>yJjzlL#eC^hru&w|AFS~(9e0w%hUiebKE{CVmF$A>0;O7-*A zQ>g!hq~<5zla9lKz+eebQJPvH8?T`_pXTmDZXKlmG*sH0nw^>3bP_T4D#=Q4ij?8P zNdrc95G3K&@h>r%Q499fkM6j8{>|Y1&YPL0thS&2PMk#o4JcXV}NsZgv{(ReoIH`)E0&jFHRn$5Jko!v;dEV0la);Q7HaF>O zWv}D1Y$lmHR@@GbUe&Dw$^)$sv!@EJicm0}6?|7MW^NQ$&i{=~ax*1dNL!XZaN?U^+cGW5D^}SHe6GIim*9vE-SbIfV$GW!?XwHc`yP za&PUKKg4s{^+~SqkF57KfAAi-?CwBEXmzBW(m*Yk_Zo||WQh0iKANt}n;t%*m-|K0 z!$Xs%WBQKell^mGc%9Bf?$gD>!bmr<AW4qApn#EF^>8+pv)KAE0M5QRrT3_o2JKZfgC=%-eLw-##%6Em|Xo+;gq=ZE)MKZ zYw|(_mkk0TM@G6D4~SdT4$uoxRyq9hXO1*9MSIfB+H3p0g*cmfU%u}M-e0pL{=R+q zgIZA3W(jZoV3(6I|JI0HxIZw$E=C<`%Bij}(iIr)*jK1xomxIRzwlm3MgKo$Da|5c z##Nv|uF^8fMb7oq#Ot}zZU4}u8Jo$)9=KRNqlp_4xofLi5xXDJy2M~|V%+?lEto}m z!XZ~za(G!Eb1BpdQ7UC1hgbR)g~;L@A3WB$5&DF+hPa zQx%zFxV5Gg-rN5K?_0jC+h^4XMG6!$-To9q_kdrzb7WO#4od&ffGAY!6jFlESm7vT z%@eGV)AN&y9o#ldr$xJ_UYxl1+Xm+Q%F3jcza2q+f;7;1m#3bSl32PoRu}_x+h-u{ zi7tiLLYQQR5luC{d+f|@~^HC=^#l1If4 zgGq|@;pZ&U$s+)`_|QNY7Pq%4z$-^*m!Y<+rv!_JV_RC171pA8x2uA*1BB&4)+m~6 z^>%JS!$SP`anhz%jUjeJ9Y+aox1MwQt4>#`8If2pAP4&cO%m|C!?Oom5 zG&3UxKN8J=>XJmA^iRK;b9QbKZsRyIbe=^JFVWA=`g>BbN5l~Yw?Af(_B@`o_vl>1 zE^*907N+K2==@7(9si&quF%_ZYnBl`;6CvH0illfC%u!OZBdSHC;d$i;FBzN!W_|Q z>l+ufs`U$Mm1vYQB7JpsK^j`Xe4F6vZv|oV`jcxrM1U{-#_&rN*b<7#F zcNu@YMF1pK+#g$lhVZc%&<;Nvo0 zodogm@R;-j!=#J&ayfOJ4@NFg`tIVqo^sde3J?T{^)C-6?O5i6vAxxX?bA(;ZY)~; zF>e&UhXMlZsJzxb2~!J;Pv?4{Oo|0pr-uwno_I^~dIfoe%R(Wg%*6bHP^v{nuTlxi zt|D;iwEU{=pINQW8E_QgRVV~O^PUbDt4OUTGC#MUc9DW!kD`{&MOlueZUcf`dBuaD z2!#L{=KRu9pHuUY-L0Go^WV3bfIsF?Z}5w>TND{$CU})jio6vZy>~gbaD#VBky~78 z$+FW4^LJ-V?~vH8_-bXmXX=zE7beyU_}>I&<>ivEVp4kFc25Gel&Y?7xe$ov-uj5%^$i}u!8paQmNI8xvmfe0i z;GojXd_z!;aNl*OV9sQZz54$=^HWzQN4brTZ=kKn1_K!6*Hx<|6NzoYr>vqwN=gfU zo&hP=ta#O^UT2;Jov35WE@oxpdG?0{SKp{Qn-WJp1KXZVsKnWSeAgcFE#Gf?4qnAF`2H z`ku6Y#iZqg+Kmvh({Ga+y0J)iBel@6GzN7dr{duu;eZbBOF)OvJKtc#>98sWdBDsA zyav6KW$NbDBmeRkWJ#AP(_B`R9pWTt>De*`iXYz23Xm;$<5z>{Sbs6?{oN!ULbF^q z;EeY4Z2l9>OP=rdLJ#ZZB~^FKhQ-GuVV!Dxj_@l!=Sr*lpySF2^cR61Fa$4I0t7-^dQQY#Wyi27?GeA>dk{KW98ODk8)BRyF9WNDnDV%kG8$)gs--bA%m zaxX{T?{bYj>5sF?$g+Tbpe0R;X+gub!j?e7E|pzsz^nJm(F!j*2vQBam?574xdQAT zTjROdkThX$-lO(&<-0wtu3m5&?zrBETB+Oc+}s+%@YRo}HZlA$s^*aolg`)DE0>Bb z44Yhj5(hzP?y^Sv<8LQYEXxR{2NS}@J`)|Cqa1mxsodTlXFRQ!uNbWPHAltW_{ER+ zo$6yeQ8N@%a9ts$^zp7A0Gu%f#ifzkyPsQ1q}o&Rgb4{tJ$H;fzW%ijwaj)ssB?>{ z>gMLCK$C48_?0;%E_q7bMDPw+0@wnHoayo#d^5!z0DKk;(dR_W$-dts{-dO2UdRf& zIl5M5MKg=*U%^d$QTXmOZaRJDF0?QE1FSzQ6BD#Z%2TO+C-@@zZ zum^BZ`3ZJi8U4_xYeia!M_hRYk~!T;jFy;!N|`I^_W=#aA8CAI8!YMt;Z67KUx#wj=v?puvxiYQ|<P2x~h|JH8}7qn6SmtTkP=VZP|_FIQC=`Lu11i-DrB!zV&tq(>EsGkOq>akUGO~A9o(HS(Hzbf^ zxH80ONjH>;Ck)m&@k~FL=zx!;7A?Vi{^*Pt;P2+R!#{69G&PpOc7GtK(evyRMY!A0 zh^A}q$vNJ=FyjWe0!{dkAW{ z)Y~B(+Dz%;OgjA)^qC$ikOcEL^#q1k3`BvkycJtRcEP4Gd+=gnEj0}py}tlnsEh5t z6r$8d$$2--375O+8CDa%)#JXBY+^}7Z$OBMeE*3SQ(t&D* zR;y(T!i5Xq6YC*MMg6?jOH*~Cr1(tQNmHx2_9x!=$CRFZ z-W30GSt^t0N8$%+!XMMGa-dpqFJbAnbP@GI@nK2HNbi}^azkP}WMylNwLO)b0Wjme zNL7CWA&ObGnYS~C39mD!=`b7{)g$K(dXv1G5wkWGv&&5L%xLnvbDB=N6%LHstOu#p z_htyU8soDA6Uim`S{kiku}{iMEEY2g8=Ae{_62Gw2&9*n+#oRIVEetesNzWx_85eL zzkk|7RU4c^q0i$Ffg4KNP5S#cqE4Uuh%`@oyNap_b1(k@q0&YuCeCe2k~O=0w~Jha zy{yst--sh_mv%f+@0(_3-bfW?dIZR|M$MmV{iS*2I&LAXa6F5$V@*<&oRmMbodH-c zu*1!1d&%Wm$HRHVzW@sVHY-T=fpZ(tXJ8SyTmC7oeGD7HN zkn$_y$ZBFYIDE)f*P?CtcANU^@%7ItGL75&P3=|e`bp>?>!n|eZWlN!EO#AntF3VQ zoQDlB@{ckLCwob|323HnMn$|{-mc-{mK7F-eby;5dT2cSw0G~PwgFe)pz*7&L}io} zE4Rpne}295^!}s`dup6X%^I|{tj}Vn!Xi6i+ZYC6Z3w|u!)rTh7cytE;mo)=r@*wLXdEg ztJk^8#b#6BTi;3?N7K-QtP$Y6iZ6t=^%`p7%fbT%Pk@9k%Xges0VI`V*J| zKHW@&X7oWB-RyI@ulvT|1Ih$kTxK<0cC3=(5781M6@Mk_R(#%KdEjz>59E5Sc4Vme3Tg0U3%7qr9r$ouI{X_hwSe(R<4hd{ zrZ&j}QVq7L2SepXtxo7mdTR{@Q_GUoJ6~BOzl1?*YC@mDP`JO!%!{ zPp97(HEr>!Z;cX0ZAU6CpSdF!`Q}&t*wFpP>k;lZ>wubuh9<$dus&kB5T$|VNh1HQ zxXqGer073`#1%dIrR*@z+p}66B&J^O*`~iuPi+l__B(R!25tWP**w=2Hla6d?|noS zz3o_7KOW_IgFI;S-p@F~g^G|=PscfDhw}aszN*^+!=WOrgg!9RirW{SwHGIvJ}Xzk z0^4o_=KAcx->nt?)P%oO7mU)HYzwv(?ljb&BR{@Be`5*Rwv5_GcIkg6I*0FQ$l0<9 zs+Eu-2_3FBLQ3TWFB&sw(O}c3*Z@5yW3ALhaW4>b7){^rTg-1^+SN$tj>olPOyNzx ziM(T726a_y1^PS_fx7q1cc+QM9$VX~`5Z48Ik-K*L+V}Z45}t79QnUzgeXkv2FXvd z8#78U;zqsz!(o=e<301q)|d1{O`bZviYllh5b?$bw*AySd=0=Ili=RL1wi14 zv};POai#x|^!zr8MCV4xv@BAZM05tVO2!*aGJw#_;p&R{ZoyaY*t86<{pHgb?G283 zu9v~xfBqR$Frd>P%~u@Y5hq_x8||-sCOIIZ7>rkCh?Fv-)tZ+)i0O^fc{Q7q`A9$3}l^n?0Qk z7&_or@Zy=-_nkN!IVdx4>4tz?v9WjcT0~FAX5pxE0H?E$jMl4 zU7z@KfzVcPwHRBTYLnQKh|*69I8BBKcq=fSqqg$F9I)1WpbHLvy_S{FuLz-Dnmp3+ zJ}8DOKeB)t(WWx%{iup5FIw59y;&8q@E#^@*S?sZQrq}Afem&Imy%pHo)G69>aak7 zbL3VHA_i%`n-wt;9bHX4+N4iVfZ<)2Qshiytqv@4@}+t(zo}}TEKCt1rvePZ&|CTr zd5-)+6wtTwt4#lkuv0#>aiEgNCs5DiFt?CDfbV-yt#$bIPyBYj@T^+7;}9OlZWP$@ z>5+D;Oq%rvIxL__Mh%e{xJ*%&y@-CB2f~YXGL=LtIcD8{>xlFOas;vbmr12m(ct|l z^+!4iDcxHK$}Qz%3TBOVtSM>CEnw-$b4Q@{uFoOI)uziMg$Sy=&c0IWcb zwQ*k>++&@NQBQuk6vv)X0#@d}Y#WI!+gl>x*Pvkg}8z#Vi!C}-5 z5xW2Li|P4u`9C#G-_u(Rm7jl%9#~o(NcgOvh*|ijKJXVAnONx##hIK|-?rU>0zTToc(EIqwNN=Bt73*aUJnGR-8rTzqRJrqJ(ZE##9gZjmq7FK*f$wgeoT zPir<=v(nfq89zSX)d*r~GmH>@+#jDko{OXWOWAyVml>a({FG1TJ%n|PE9LWxV5F3f zwPE92c&bdFrRtgQ%?~g>QJ!yo2fQJ^tK$#%xA?+z@~@$zW}oNUkmKHp=I`A@v2$WH z@HLU3tM#li)-Y=x?QKCpS>}gWeeCxXyeBB3N&d~LzSJrOEnLmKjx-G#J<(5OoYNO7 zmAAC&PTyupyOpyAdZ2YZhgjKCj%`bTmLg$hb90jlFoIBiEqDoaVNhTX=F8$sygcs| zjcZONk(DzCH4-7Z!!Z?AWmt8*qrHW+iEnsIS#coy*@3L!NpXdxYw%IxrH9`{h9<~J z69-XpnW02RMxOlnrGfzQ5qSp7QtbXJF+EyriJYnXNJmPof!v?GA4wL#Oz4f(P+* zM|K>tlf(0aubGct_+ctJ%xMN`>fx=$0veaPf4)kQxQ{h|G*z+ngCB8c3sX5kiVZoA zBZ!OP_r@T4a4?pAV*^z&mlt(n`?0nl( zcVwK-_lk?`n!CF6Y6=Yoxx`aEQ`*7fA4Ho%v`?qd zfVm|#U8W2M5X7i!P@D6@a%Ec^X*x+4Jgj3<$_m`$S=-Fu+YgefcpR!EY#r8L6Ir4W zmDUs*)JE#96WP$5(Kx$2{QAyHQY?NYI94X}EqL6w%nTj~OV;{e$@|#`rtsbGGdo*q?H~kizJZ!?pmoSmaYPr2z-L4t9%FWXjc|tGR zD5gNc-o*%u4veG!luwb_$~O3Mn;vI#zxa~!8$UC*I~0NZt^NxrlFYu2Z4v}7OodX~ zs(K=A(NIan{2PV|`pZ;Wm-Lz6mLqr^oPED9HwWmA@;RivrmWe1P0%-?+Y3B0y!6gg z)mM)hY1M;TlIqyo>ekuqD^E!s>QIaUI5E{xJ@8GKg(t4V+1}!xNj%oWdX_%}_f`S+ z6|Arbc*l=Dg(iabf9^CNNkl#{B;^w-M7c4mk9#2p)#q^3l`IE0kt}oCc0s1%nTGA0 z+pp_ac@}=--L}*a0(X`H@0IqjffQ*M>lsx4>ls6WmHpsHpMVvtdp3cFeF8N-0a3wc zMA~mw^s2oUdp1lJ_|a0w*nT9`j^#ApiCiRqu7OZLk~v)qpU$H8K{WAH-mA%xROzLb zcZ=IS?RLJp=1CiJvX)TtJ6q*mJ`_v+SUOzu$RF@eYO>YnPH`n zvW*@v$mOUNZ{2x~w{he($|knh=b%j2|NRo$p5AYdm3>(%+azB8!rYcm=iRzx@I}Pk zG~HIU!J!r5gl5!zsGB zm$Ubv9-O@{6wrm#1w@!x9U|iy)VG)lntI1n?fDV5Zn~lJr=%vAc<3LN=_a*n;Bkp$ zPK7q=3~(K$9O*?y9zPe4wG(dVVGb6h`a%~M55FQgEUS<$obR9rPo40Ifc3-WadIZJ zi<#i6)!&^A&jkk~1ekp$Xk_cVj9Do#ZHr}k_pGH$MP6V1DYPm#!U~~yEmq;EJ8HqO zZ#X3}V-V*kPYK)j?YL@Sk%oKlgEDpP@-q^HghAQB_xWah0^Vkb0BfS^28G-ddkvdQ zH53`;d)D9l>^5iw=*c5PIHSscD|g&zcdW?L*6QU;ELHFzZ)e_`S~lfDCW(uY1OD30 zZ}jcr2Uepyp>Z5#Il?SN#!-P}6+!Gjj}z|tcL>H0DEEdOv6*}kc(GX9up@ioo(|g! zWCkdbf4&Ym6e%SY-5E{8(0%<6D!~@PdijwSlJ0!R%~VA(vOi6k8lQEP3%PzPV^UznTdn;G34$gDRz@Ky#ofM%aaK2jeaGGWKfL zxu z{*dOpaZKFLyCC?8-WSGt_OSi6bZ%r_M7%{eNOG8AZts9z5a3kgj}rmYPHff@c0YO* zYWbYA1HBxrp=jBMS)tJ3zn*`YW0_SA7B0v#I=-hl4HGQgQkdoez@XsHo_v?B-RMlp zkR?jJchMs!0v%(;?~k0_Is!QgWXkN)CMp*J zR&|KopctL!P?)(z=w4rol7Mn`{0oh5m=9 z_077*%-agxpyWL?<6=f$(ZJtrDPI|78NI;+ka+*quDr4iIpF^(+rX=i=EuxC%kzQh z;`BUIp*v|kA+K>Eqr;}gcKb_dV0PQj81PY3m+_yi%e2iD(L>ONwc_*l6Rx806mzkq z3YVHue?;RB$iyXg142GA7nQNa;8ox~|0xhEtJC4mb1>(oZKT?ONLqO&M(-1ZEu%t- z$tvZYQBN4EZ2lstJ%G277Zzh40K8CP*b!;^eb8m4x_<_*bc!TrlU7Wuz8}{OlREz` zh~w2V(mqhnxJp#9e9%b(*T-%1#5fSbS?F9TzG)?PZx08*Nv`JO4}VZd7So(s@D=WV z{78Q?e9u_0`5AAC2Z>yl3=6k#vxv*TOs%ZA6hhuqL*LHr=m_{nh&K^F4!sBQA{D9b=3yU%u~>pR4?J7G~L z6KSb6*1gZ8clgDpE{4^zGQ(wA071{$WRgt;QuTNg_QQGL(SBl?y#ZI^{sCOp_1r$& z5Sv)QZ6P`M-iZboZJOn)ec84IruZLCK45)3bXmtac{!JN?Of-D`H(?Z7$NzQZa^AU$ z=j}6&3AXf{+@8!^pkqmT^bQFh zLQyUn0-B1LK!ksXEKM2*M^zMJ2}cP@`urklw!ppll;hiUD(UlG>WfbOdDn>DoNjZ$ z)HSn_;k3mC6z-hs+6qdE-MOOBqr65T6%}t4iDQYvfwhf2X#Z4>j2RJZkxd`y#Ro+v-lpO#BDDvLP`DaG-LM6f()oeq|-9hU} z#iK)I-$|gP&mzOvulN4;mkY-Yu`0snB{3XbCZL}nqNsXrq2atGB%40#+_g2@4y@5F ze4Nt;`@8+by4BD?lT!MUB4)743xn1xEiq<<*FH%x(#u^;OXl4i-fyC-y1*ze_wenS za1w}`)7ecsfU^St6G*x$@wAKVc8eeSy`YyL30>QmJ6N{;c3Yew!H8wNq4H`y)cO5K zpN>FR7JwN&UW z^L1+m=}!d#!yv6LKc00D;NdlW8sLGAFy?zL!#YlT;a$jBmo^k$d*24@j3iQh@&nL6 zC5Zv;5H1_c5lPCpCs<(!7Z(>b3x^Su%DNvHv>3-0KQP+D{P)@3aO;W+>&v^fIFUZl zxI1o|U~PM$^aB`v^Iv?B=|2b0DADSu&8B&Un7emb+ilXkZC@$>h_lcjZK{}B0(=P~!*Ru|yX{9pMUp@)e4<@wG&u)2GeLo$l6T0%N z(lkmxiJ4S0?2ndpMV^I$v5vhgJ-z$*T81VeYL#jLGBI#+!uzChUu0aQ{kr1d;cqNgYv{6C*Y0iP}# z`p(MloLw#-R0$wCEJ7QuU^E>oapv&6FpKu|#(?ct$Eu0w0t0=gww-c(ZU0uv%%w~? zNU&b8;?qRZLU`h!?yQ~tH|mCV|;-FVm^5_a2nmb!DP zQW{Y|YV~gjyj;x$=`551{5h&_7iBme-o&QKpWVQqqJJv<^ffqhqqGqTwRrGkkn2g` zm$a%@Qy*X>VkbhRw$5&Udp4^PXAICY?qG#Yx#|i*o4GZEKMrocrtTO-+F@d)dm_P@<=np$FrM*xzq2cEruAj5! z)f>Jn$*DDb?exo5H(&+;p<# z53SPDaAHKp&-{g~_;nApVuSL|)7JnPl`va$DjIorD^iHaNjE|ozcT}S=atFu49oN9 zH8wNs?PuRuNcbG6VC1oPNA6u;xyOZqx1jgrSHl!u0zrtEh|}@`kY_%T+xKoe?|BHz z*};TP;cIRbalSDAiA`(_OvwrAw`0@3dbnRF*D9hi2AM)jmkyh<$G7O3lMS*{9kBet zZoXVi{X=dNNENYCc9N(gD@WXZsZRL<G4O%n)~uQE0|m%d*SR-A6*2WT%hu5t1hA6wFiIenY?a33z5Z3z~LWbX7T)X?#=< z5M*ybnA4fNy2tjbz7-kFh-J><9^#j+oi+wOXnL_8**y3gorT2HIV?qT4$OW3FCx?m zox1oj;o%c<(hPy1U;hK5KLp-zW^!`K0Q~WxxVX4`hBA(k7h%*vS|BLt&-0$-rE1CH zck~&8RshGr*CBuJgGOBxz^MrM4-ShgT> z6cJmb*BH>R2>}alz!u{_xmFW5e*p==@XGox)GPo88xSVwdSpm!e}I|n3^mDwtL$WL z87lM-LAqO`v&rummeXkD~n=tlVqfZ z&MtbCEM|uj{&(iLf*jKZ?bDs)xQxyxN=n9iMm^k_y1|1+AX}fY{EDn$m`}yt7Y}41 zvFVyC7rL-iY(3%eZOq;7h3F12rcBxpc^zD8Ory*Vsq|h_{0QDR`sZ0#GTt z`STjQR@K#wgk|zm-r4ui#t8+1yz1TGrmlX#3Qe+F6#qG_>G|K%3sez;#;MeocrhvI z1+d^fr{@we=*{OIS_dfUyZ7*l&AnOT8rgg~vv-IfM?vPe$an=mn8=AjfFH9N>H6e7 zY>&%Wr6URXKltc@!vgIZBRJ(OzQF$}QsaHUi~*^cvxU(!7}d=IGK6TuhqKh?i|Kc# z;J+9=HqDA9+0U)g`2`$r5RaA}UOn%u5CiB-6kE!WMkC%dDiDKo^8E?X1e9Y ziD(e?$p~9qSN*oMk1)_>#&x|48bL1mzQX{Pt`$E*v+W!guwblv{2g8wz2A~qHn^$e z!@+mxPygluuBd!Wl899w)^+kz~m$2u(STm~Rbr+8#ESi*mi1tpC7GCdTm2lZ+yTw+&2tPBl6q zS^bg)j@!|RcYb)dMYI5CPj3cMTU4n}VI-;oV{>w)5l7pl)X99gKT#D`?igjaV?c3F z1HxX7%jp~87I6AO=uQ5PO>@!b;XCeN!{l0`i8Mq`GHDnV*}eGr?`>V_e06nYM7;!7 zA}((!v|L~Y+Ry`j{iJnr*K)93U!*ecFPMsJI-V@?9TJs@B%aDU!=EK3F!}StR=(tTeh{nh$N8ujJJO z;b!?Vve4*8&i>;v)VJ*Yc-PYGhTXBAI$*RTB|0(1<2t$0D}-_pKn(vqF0a z*zvx?)5pmS4^Kb`ad8<=RI9Vv?FzCBS%Bkl^e+v@H&)n&`RFG2xTRIX6Ga&Ihz zxU{OOY+C5Nq-ay_-=8^wG=DsrG&*rbQ3Ce;l0ngq{$Gn@E*! zgtN@_V-bTY8Ndt;)=&bTLL&~YDl6>ZS&em09K5}k)#(2VRX}Ab)C8E{oe z>xkTi^?w!kx`8Ae90Uld$)3o<6#gnU2IIc2Ina5Lpc>;d)Vj9z@j3YXgm6OW|7?yn&trUJ76zWSY`f`dpQ>PG=9(4WdkZ(HL-und^8?$@!% zPTnyd0*ZiE*U##imU6LWA1xHYhpwV`ss4SH^Nn^<)Doee09N=Z zG4VT5MWhFactnB1>>iWa)%SoWeP}<3%IM+ldS||Y1=Nj)B_!b8-L5<;j~cl${lB0W zvv&`Yu3T~+7Y|KsfnLUqZ_dB{5;YXU|FI+}*dmtsF|i3}P!t^Xd( z?M#1u*XIb3=fs5CpS>ycca63^1%Ma_$SFSa2S6R4L;g@Ynk2C6?)Qt?4)0gXez$f$ zKwYnSw>T3Xc4goDiUiX*V9gK?qr=*|5&p)-^muRUg=$Gh{{dMo_1voj9pC`p!p>vM1=i?5-W zX}or1y!MOXpb7#7#-e3q#Y{#<2ERR;#gBj7^(e9os^@KIYv7(>Q})HYT2AX$wQ-)- zu`mWIl(S#V(E)gfj;EDbzuB)I1c(%_@ZlV(qN-{D{Y85KYN}T z!f>=Nk51OU!b6O~&;(IkLjjaj@J$?&|7#N>Ogy(9qyagi`7{$=|DRMo||a6vZaL-tjK@6R;H|_I$!b zn*j0b)kh1siDL^(kSVm1#6g6?`!p_dG-OONI!|RV^g~Zr0=j3w*Kj^7Al({G4{mQ4 zf=QBs3x9>R?0B#}&3Q2kR7ZnLa{b62Z@V7JVVjGDeJb}DsPvq8btH^`MBA7V_sMbb z)XW_ZgLP*-5xs)Dxje@1evF=*o5Q`;P(LJXdcP72ObIP8it5FRJ)n0Z7~tok@8=!h zu4h|aSwQ;>t${+S#Y@m&O2FZMq^HfAQtIFNaAN~2?cwvgKm;e-e4HcIwLcEDot z#^)#OGSPFAqPaxb0Pi5%exmg0}nKj~mCh+M5A z_?!(h^6gjF!4K-Q6N3%tcraW0k+ksbttS+yud3vVKmuSIuv1f09^jph=igtI+@0Hj zLZUG2X9MP``b2zN7hb0@nm26!D+JAIgY2_$68wne53*ZxZSK`IAROw>ovP46hkR&S z_EMPb^6#QTvA{#=D@1*b^8u*+6zRbSS{^TVz(dwH;zU6fMmPr;qWfxxWzTI?(feJM z5a2q(XMU}bBE9BE1?oIcVmnTH(Sw%kiNPQd4&v@jCuS7(6{$UZ|wq?L}wVNlLW zBO2cZ>P#ZHjqg|3G00xZUj2UI&kU1gWy|3t0{soOFd-*1xMzZHiVgzVy=+a3G+?+S zfZo-s4~vU>V4@6U7sWK@n;i>ag+1toKBplkOYSSEVDJfnIu=8g_fbn=H&t@33Jy?u z%N6ncpjse}`Uo_{#4 zy$U9cYYZSoFMu4(quGL5K*v~IN(z(;ls)>W1=R&0Q48n(WCB)3@i~M5@%7cV=p(b9 zV?Uv|vU2Q?4sUmu*NGtgByH$-UBqG1hmr@z2=+4vK(vVtECTKW00f~~spaF0C=WWE zkOcprqBCv~?5dt!_vz??^>y5NtK59ER}lh;J5j-=zyocC^e{8%7(BhUTarrz%C4A! z%rH94gABxwgK{!`k%ueO;oKQeM1}PFWc(ADK3|~hO91m3u*m`>g31S4J!1?Sxh3%r`1Z#r5rI z#q|~C<@4WP6C`5>Q9a9@LJJfpq8b!KexAzTA^OfdWrG>c?`*a?lyS7x+{oUa$_Y2g zZEDNjYPV0Ok--lGj=uK`v-%)B;4mdZ5d#B9=ogSQ1Oi!S#|DK17m$BLq5{rByVyZA zz*(o)=mEf42u>F$_UZO7uR-|0X@2bg|K|TM1`M;hEkKtDC$!3bStKDL0k+{}>dg;K z2aQ-94Y`2Jv-?{_=={Nu?rRhn!Tx*$E(!+D&?U#yM12+ZzFc84xR$L?h7w|fRFssJ zk*Q8m)-SwjT1kP4#mB=&fA6pY+dgunGXkX`d(KbqU2r_j`M~>6BJCSPQT9)(1H<_L z)#@Po@CwgVhYxk%3xiJ=_xuzk7!F#SwRLzFba8LOi2@1-K#l-wU$Z$pZ);uMKV2&qVJygT=tISXoFkxp(g{w5mEO9fbPk zPJG;^2yrBX#{aC~@;x-EIfJM1@U$YI+F%pJ&}vzd!I52)7IUy)7XX95zXt&~n{H9< zIkeRQ*O9=0RehSA8C<6CXI)7R<_P#d?+b>95#+)OoC2|qal&*zLQLKRc977qPj1pA z3}rO&eB;NWQ7 zt+Skh0yO8*%=MmguUdC``)=L77w{ByiL?Ydtblpt|!|-ziXr+z!om`K;-#GHb!O( z5gvAm+z=2>@4oLv=d1GzjIa{~5nLh*;FRjFMc7o~h;+?3qioh&Pf~E67B$rYt&=1- zkigKehz!rS$LJXtK1fQUu{LjmeNOx79H+^Jy$JpmDSkX!Y8xxnV3SYhd2w;UGt>MQ zY?`Z6YF2M3Nts7@hXhLq>G{q)WHW6gY<8e$1h)d#t^X&lY*JH(l9V zTG<|9+#8)!Qi54tUOr}RHj)uetnYyY7dpdU0)oZ@ltlnCZf*L$IEf3*mvTq2`DAy)LoaDubL_|bj+RW8HH_!Iv(bm>J zE)u;1PMy{l4Ce#ars?eV(q^Zod?T|6+7%%Q#HTzcDL;X=2vXA5#{tdM zTE2>YBlvA#U|^fOD9eix{RQb)*S#rI(?x0$L2NY zM@0orNJt1h3rkeX)Da@DqT*4@A&anfJ1L+VWv@fE1IUyg2A_7g0)W!C%!I@^Lb zSg1iv=0>ro|MHB#Uj<(-2`-1By5~l7Vd}rGDYrJ$ncsJFb);PR#v=A1=gK&Yo^8Vy z{kVCrqU$?bd)Tyr{~Lqr0gc>jTvX)k?QJnQ%k z;MM2)Mq%ig+uD{CG7GiNZz=K$;u)``fPVLGj0UrY(s>+^_Y!xLCU}6(lMEyq_jRwL z1qUvSAlLUk;KnB5pgG*jlZp~=uv`3PHk`J-C33y~YJaJXY^^6srPciNXS`N@`vpqy zK+ue{oByrW`VnncS+?C5o>6?)96n z_e`>~vPv2nq0P+#>9J--+PrE(F*B2s}W2UutvuECMLB4mMLApghP<^NbiLOGs!(I+&_h_W_15cwQ2 zKgKi2RI69TKnP={E#Q-CMA7DOFojY9cWbyu3`UOam86Qx_h)bRMjUF^+mIx&=p+Ra z;(Z<%=g0hX?{2|5J%Y;-HgF0{1ln;i~8X$a;MjMHLB3}DipfI4t|%t9+uo5(qDrR*@VWtV|?1_N;rsupQ>WE5PV z!a~T8e&(u=HxHN;E02`j?Pk=?IYZ5eGuIih6}BTSHEqog_V+`4FX1S8UHOi-cyt z_z8t7*X_N@l-JjQU2F=&3JGC3+GlXJ1v(D%D+k~87zgyvovU8=^7*Np!OTK$tN-(O zDOz;CT%^p|GD;8(?VKLv!BfHNgF#tvHi|W|7-z7>`OuF^wIN6Xkqv4lGEW?h(+}K7 zq*j+#qi!o#TM@T^{B8J&Bkj+27vS@hvA=^lt*0+I>n+VsCq}59xZccS`}?CD+OP$L z(VLe&a39ONI{iwXTEP{Q>5x{dG^JVTVCDQp_{P~xDe914n!yQ&gPfyX7hFvaM6xi5 z%_GL~$o)GC3oh^JMBCfLBkDj?Hqn;?=t2*|ui)ihx+o(>-_?U?p}@W5q8R*s^(R~J zz;XaqsZJrl%sFUN*e%|>t|vPR3CVl3y@{1hTL+`CCUVF(mP`tXtbF$_dNVYW8YVCgQMK3e>Fo;u+&M z6mU#(F!dy-YwA>DBDv4E8(QtoFW^fmngIa-omERaTv+Y5Ies%b#sFoyy3Tm7VWVnP zjvNoro9524P>qW!;yj>7qp8C~lt8=>_0rG~@;j2Dh%l3+Oyzm-adEi&%fY%mU5`EzoE(na4)`8s&F&jF=9V zYu${#)MonUKbx_xdL&`fY%f%Qlf@`pn=7;YSO^X6M+xdfLbu1Db>s3QfVc;b8d7LGk)GVXZy( z`ZoLgi5b2%Bekyr&%Qzu+=Ni1ldvlEqu}qxH+6tCq8HiM{A!xjBP%v+JQ|5gYd{qgy9P{yG9PLKoX*Af169Dk zzfuLBYNUmN44Xb{H@CRQSl>ueb^=FE&rZ{ zw0zg*8#s#GHzdIahD#-;29vx_r;aPQ_pLMOGpK?CRtj?-8K_a$Qv;MUc_|4UM0>P# zKHI$L9T&!6km=u|bj5mOgiLy^t5e@3d}2L&oiwwSaD%c-sDa(~@~SfrR--|a%{Fn` zKM1=CrPBY9@r`8`_}1EOGZ(sa&@RBV2A`%NCF5YC{O%y`$QL9D=kC#?Yd)~piWsv9 zlm<{$MFnW@8w)JUJqkmjyDbXMA9UQQ!f5?jlPtEKW%iF@YM2e+CbfEiA<2WxwKw{T zoIh-^eI6}}p?((_mSr8;^2ufXJsDwMu3En%8aUi|*$BBTNZh$IHfLpeGSQNtOoYhx zL>%H7`hRQXtB&^Q8rgE+cblRxU}STsUW%FfwmBK@JLUXfdKryBoMqZ8YAotdjkfqU05 zd~idxYW`zyE&nXWF$9OF_%*jqVwoxxzTj*Z^O%+4QGoPIuK`aZgzyPDx<3S`2NcU} z%n0iH{As|AbhW(XcR+!h(n<_moAB!X^)Hw3)9a5ds*&F$V8r$yHeK8SfE;S2^ z$%`vK;@pj-qDbfTC5L99WjL7Kxwb4JMRQq+_Clq+>!#l3Mgrcz@(a+;TiYYs@u3GK zv7b%+_S#G9EW=V0q+Zu(X__tI`R<}mgm9Axt{y+>os*qL%C9*{z>KQi=@jPxg3?~<)OH=>U^FR_1KzpB5 zUi{eI{e}2OhNoL6dr<|h`7UvBG2`5w7!g=doaJ8CK>SQ>??{^}W0>X@q}sH~2tHqj znRP_aG;*v3A*>=9Rw+VW^s+GMctF4g&H`z>CdhPOebzSuN%PB@P#i63@#dILGIp~V zaiWoir}EpY5q{EF3I4#Ok^3l&FdQ97t2emS58KJ&oCFL{V8WLr~C5Rk8=!SGJj{8%6!`*JJPadNnB! zQ`H))6qwD)u9;eqIXoPSwO2F)ka<$@fEFgHBf6H~& zW&e%bcx`OCH7Tti1f4Q6Xn((T&f9?0IFdcQzSePs==dk%*}nhU3-9LJ5PCuj&LP6L z$h7wp2GfVG{}55#=wtsuZ%*o50ps)N>eMoTN#?;Xrt_{-&9Rq@>^hOZrbj=HPw%}+ zk*=Uw@?MKv2Th34R!yGf(tTk(^UU)-M@8Y}KPK}h8@;8eGCb?@2f9>(L6B@0sih+46TAYHKwA`9~xn?~uUT(q~g84NkKcI1c%=)zuMph2r)mYUqa_0clLcw0tTD8k2fin4hkyYC`b_RPxDh#ohjLpHdLxD|-Z? zq50lQVezl;YxE~DSZFsX^K%x}tCcBHfp17<-zg{$HK(R38zn6$)16%O2eP1Q&zoct zo_V?p;kKRybkarhi}J2BUkthl;R;!U&x$TH#PSmdZk_$B_)Bpltde^;Jf<(fi&oHIK^^5@VWVZLQwgi0Jw_!Hznh|8)0Ki zh!Kix+kt9<>_2&QlV;)P3aIs3Ura>prPh_;4vKC z>7gL=HhZ6V;0zuh0n*n9%@#KnMn*;@b@gxIuju|YblkIeAr8yEe7(H|=jP}0C^3RN z<(cDAuL|V@_x#+QKt=CXBQv#s(V7zumau*7|0BbvZV)r4V?Wt;Uv=ZPZ%~gN!ZAg1-tKCPCBanJ=Y6Hc1d% z^pU(_(T!|G7@=FH(||*fXz&w@h#7Wwea6|Uj8AJ{K;d!qh1_H1!>~2h-Gc>H;k?q^ z#_t>r^)COt^55kKyGO0BR=YyuMJf~9REES#s`#h|)3d(jqG4N2r&a_IZeKT?v7j_K zqr^2)zW@bvRf$Tl(xV3!=^>S+Qc@l_FAPkV*k*I;NGH^s)<1*5WBl)obv;%?t~Pl) z!oRaNKVxgZ0`u4{gw=A|0qxzq=1+3%QTTvgJYZAt8C@6|A&bAAL;1n_%qIo}%Sn{UI9uwbw6&{GE z%kaPenJ>KL-%3e2nDANpDiT;sH2?CmIzJCc-sN97U9Mub$kl!gT(y#ckuhj`FX~p} z63p?2W@09c`p7=q&xYofP{Y%vHn5gC2U^=FEy%5oX3`v3J{S@t273^G&TW2+iE1?l z8VA)$4ap!xRQCN)dP%(f)RavIuUl}DCfShxJ`h~r0=VkZ{L4+oTFzWwZ31zHM$^Zk z##Z(%%~!L8C@|K?Yq-C|@ydtuJvt8Dg#Cdb^}@0JWbHj7cdgVF#I-r@XxPm@3l(1?=ux37wBhT&)D-{&L!o?R_Lv<- z+N~Ah$L@^n%2=qr^M1`3XMVf;o-^)6nCdW&h(y~?h^~DlK+sa=(?Fc{j5e*xpyeqyIGhSIeE^1y`?5LGbwQ6|cZ1sK?_ssIGsL%Nwo>kWUMYC5Z5T1&DFxN~)9nk6 zVcQ{QxVySl3&PqLkYH4PEs;Qr4bno5do`i`H6>Mek6@{!r183)(0S7$CStE-Nci-D z=$u>-z5T2xcWdUoOlS7e?aC9FzC8>ns^vN)b+=@=(e)Q@zpQNd%wefK4lIsTm^KGL zn`R8OUO>yVd8Y=e(a>_Yo51YNmFj-8%81J294~7`ZP4cpLA6Unpwv-;AV%C>c{@4h)7gcpoIa8A&Z1H^U@oMTw4)pD$dr=dcwq$n#eS z|D<9C`g!wW)Suw^&Q+{8=c@98KI&1^F6LEP$gUfJ@K^p3LIa@l?U4Fj(CB6v`Pjxf z=htE$0V2yud^;=ggR=BE(dC6mUrzJY?Rs0Nc>JH)c7QKPXYbX-S%Cy~$PZ%?C2}eh zNMaGZTPAGcsfy#%LBj!WJxblHGCy-}i4PW~8vjS@cAmaqaI!N971GML9z+Bcz+~1g zvg5;S0(D?K=4w2&jb2X}IDBz(a>o5^ct%g}DQ(_dysVm2w>YuPi>udI+diL^W6+r- z%;2u@P;H#8>AP%~R_Ad1C;e_+Ud3{(_^olJ$dUvb&rgoOTmmXy+4=qo<`~ES0bb#?@aX15b%q4lcqqTBfM&~fm0vx7R?_Du$pxM{@3u|pp1=SfiiO}$$ItSd=1rN=V-FD!6P+Q@oNmc1 zL5o>QyyB)6HM*m>(#!SoOcA)?)F@ z?X5Sb_79bSRvNT&jQ1+aeF?v?*2w4Fd(F3WBgJ|39qOU3d|3H2fsi&gqZ9kba6y_v zm30!mTGbYbaNFQ#0Q_?W>ncb}(x-CCoW(UF-gaG%qy#$1$(o z9Wi$&ml*HZ!cc={IRj(33hgtyeFMnqL1-a!(x+yE?Z zYkR_CrXwh8V z=Jx$!V2( zH9vZcSSyK@*?)TL0X))irYJY>$efnso=}zrEY~F_&JXsJ3CyCpzMq*BsWlDn#^Obm zTv|i=u@g>>e&8d~!J(0#Y9W_E86*&cLaC$gpV7ddQ^HfP%B`V!FVuDe+^TvRjE_IZ?9!#6#J zo(C|EH(pH?PpNjITL;!*1yGnm`(H~jns4-q`tq~;RaEtM?|#Pd@qVXtX6+0wCwMtn zZckA26RYV!Zv7?joxv(B5)%&K9IIBnX%=uKfbzucDKvpQCc$5yUO6$v~qIou)Xp4 zO8=uxh-2V#Ohl8jl9GD#$o=hDl{Il%wx2)+ngZ~5k!gdN-<`pZWjRQ<#Csb1+A_8R z&yrX_0A%o-PV;jXf1oCrHpOTJ#Z+(W=}tqi7yp6?N@$KhdMGt->1C3%GH$&N)qhPw zhZwm>C)$iaZOK^w@Kg{Hh*e{e!0%6O2J+@reb1+Cu3C+EA?3VI$=7%N48ay&}@?y6o#sDYc@2|UYLV~LE-Zf1?UE%GTZ8=iTTy5nI^f`Z=0ff?e;;0 zy(Gop`rIJ30}8XKR&32jrD+Vz<&Kd&STCDomWGSqrIPJk@9N86_gZV#Yc#lE*5OUn(pN#PpZ&i+w<>A(f|^jSI_0=_x{@e{%+yFaW@Hpro|BqHP7a)^;w^!MSGBb#>FM z)^6q*l^?nO^3L?X_35b}054F~Y~$RFTtR)*!RFQ`d!kVP$8M+4Nra0@?T@)MFU3}yo7 zlJdsj7iX@$tytfT27dWz>5_~&KJ^Sz;s&5@7as21lat<%!&z;WU;ukux%{I6a$aWb zs`=(G5EdUhUW6g%UxQ*(mfBW}2Prl(UeE8QTxuDd~ z0BZA+u*rO7+Ln8JXrxxNPPqk9w8ai1?wm0?}y4mBzj{+-_0 z)n?-gE@)Rf`d?ZvukobYt6AM#E<=!X(%%FAZKqDb3!(jV{=s9dHYHzS9HC>w+WUU} zOrsZqaW!8$CrihEIpF{>Sqjo7MT%Bi}Sj^YTROv;jvH1TxOwD27 zw2YUve%)j=eORuZb#Hm6{;N;A)%_4dD}7Twu`*xGFR>&=Y>6LcN7>!t~A&qLDE91Lfx6AoEo76p%C!LiX4AqekfiO25m z?=3cDGg=FKPN8oUo7ZnHsY_!=W$^LCNO?4qu~IbqCF>J)D+V*)X}Zo(lOu_&u9=R z?Yh@VI5>9GlYTNQ&_G5{4-ycN7q*9Uj=)yA(2Tr{=mIoZGF8l67}RRKZa-E#froQU zovdHaHhpg?{Pr`pG{6+-QA8`uc$v`uQ>n||bMjYwD&CD0S3L+I$rkJVa=&NWT$*XC zy>&m)2txH)d~YW0*_K2x`ocF^R4pki27LH z0m(}t?Q46D`C0N&ea9Fs2(FPrat+VVoPKWD>Udf;B4H%QT@sJMO^^3kZV||Solm408loCa3 z;I*gr*YWk}pA|5;TG^B;uWLn?@Ov=|wxYNH%Mc##_P3t3A0y*bY6TZ2GC6u2Xg}et z!iI3~NQxH?aP!?N^u(?V_;IYf&N4&0T*wO&38D#)NM6F(f=I-w6SOzwYj@QU0^hZZEHXm` zkB=!|j?WcFlh|$owk=a?@V@p?iZ1#^= zdu{iDCk?4OOfQRPCNUoZ)+0AYu>w;mDJuOc{P0qmGCQ+zV&+3UiLudQTX$H!mSUpv z7}8UaXjJl*q^q3NP11SQ>?(;@4cRwtT@IJC&jrL4qWF$sD8FMc0)k`i*nSTWGgQ)L zE|{8b^FBszH+?KXu+gDNG$A?vA{t2L)L7qh+Eh^BOUNj8_6GYWpMQr(r#5xO&0w$Q zX#a2(9j##-tr6eiw!~`{Ik})w7mbf)=(<_Wk^A^=`2NMSk^4y|ns8fk;X@j47sVfU zogns)S|?Zw`@#wJ9zgU-cvvwydy%Eb+9)Tt){|>lK9BjP#cdTR5T962%?Cw)9&KO) zz!(-rB=}||E9$T)E27KV;N#x`Q60Bs*h16TisHfj*)k6==lx9?4Y96}FMnKvVhabG z3XxT|@n5UAD4@&(M%;;}4sE5>#s_KzvEkOMt)tIV7ut}9uPw-96a~oBV0@c6+CuET z&?D>@hFv34T;u`~5pmM##86p-F>!pJ=t37mP)cyw6`I{8#VL`!QBq}%wNxd8USda} zXG7kX)m-VsUs6P4+joWqTh6yWe8(%n{qR>fSj&ZHD@a_-?Sgf6G}}`RY+g}EWB{Ncac7i?awE$wnk^%{*8<1<)=cxXuiGbE1FjEMdjs?vLN9?XG(r@%H^>r`Oc zO<}dr=JnP`^T+cFbVW~o@u;bh^L^)g*KI*xuXAGtg5OK&_MJJ8x1!Fx`;2!$z3K(X zqQn3F^ya$TFXSV@!EJd!hf>kVjVCh3mc>O%qf&--6YHR+lj&_9H;eh*7s z&`3Qt(NV9Ln!>zqe~~)~jV@jj{W|rzuhZ!0V=*9m7DAiRw9UOJ9tZdWlOwV3rfZ0X zMRt@F31DU4N9xJDmQ3Yi0M-tGP5H$3t8=QN6NpXEaTo3?-3h({@%ibR8Be8!Z6=Y zi|t=ofnq}oCil5t5ADjR2y7#o0NVFW{|Cjk6dYpJ+CFpQNOTEjG)4x2VPEl7w;Dr0V! zitt^CukIanZgP*Z`&{|8Ah~I&a)ApEk|T_VKniUC<1ndWz`3s$d9jfb%E(XK#tFr# zv+}l8e*aOl(;J@H2_%_ZQFCI4uf!VCIvn7h-gKK6m*hBMg zuv&rHc-Byx(*6-3u9RLr`w8E1Z35nZz$ZKY^jDUD$lg;ki*gfgKgSRqJ!~)!e1f^B zw$@sJQUlgH&w^`c+<`DFbR$4Tmg%IVdU&wpj+jc1#n)|{JNDufch3!dzJvtj^ptfD zD?guFggX1meG4DvUOMqHk*Z2i8l{ne2_jJ3vk97(m;KE4+dT(Z+pgBdqw#>;>is=&3GO`Z_C%T5IUwTHs@S)7X}*kKM|ZCueeRaQojPW7xeMwRQC86@)QR z`+s5pEQE_=nfdmLdH`7Z1cHIm&D{K8(}PYJ|z{TP;RJT!sBF=X92z4d{5nW6?Xdke{(lxqkL_eT)fl;FdRs7 z$&mR7$k8I<1g#yCS80jEX&NcEb`$>nQ4>b6dc_|A8Uozxz;$YE)Sw0x5D@1?Zzs~o zWbtMF9UK>mxR%dQ(E`O5ykq%dv@k=kJN&C6Gd|S4sfibxh`f5Pv@mbDS-E$=_u20* z`^66Ciu!Oks+X+1sQ}txdhg8lm<&dHIH>)4GrbYeOIBI_eK#>R^{;6wt4oqtkKn$U zMka;Vo`S-29S`93*XEZWcqqKK-}+pX8VoPxq5;`5Ai#)&8`6?rX@Je+Yj5_OJB zH{0ZrbIfu~HRS^+Bv?_}3-^3vhs5*IM4bp~l5zOwB?w@=j_%N}w(54LL7)ZLwOn8f zw%O2n`_};3H7mS0r;Dl~mqL}TcF)MRtG?n>9*~W#ZTInNm*YmF#y_C+<~Ke~%%&fC zd(=V6q*3uF_N~P6p1~t&Je^_>AUYmxYiWCwS+>i!fr}xv}s~jh~?@Ybma~qm59?xM~Gff-t{xOlDwJw~@={KeyA%NhX+wCp^ z$CbTIeeLw%3q_9j_68;pwZmE@kA#WYT@zuxh@9c^$)_sBXl)k>HhP4-=U?fsSSQ9d zDQ_-NKVWM&6zg<;<~n`Q%?m)+!eprg^=J#!1E;2c9074OIY5b}ai=id;cS=}1q5h- zR}i-++j%kndPN_qMtz;@p!tbv8D0o{O95Y#J$0@J%cjvYS4t7`j}5k*TvgO`BsK$O z=OUVp%bH_SD^?`yx)wC$d^yyG&}t>gN+x_*rU19HSPpNfX0aC6kA+6BX~AM{C!A21 zDU;K7&rcP|=n38@1ud8<9Bdl?{yP0oq!nTVpTPJ}0?&^+9z~=gU*okMW;l;@hT&2F za@kSNx!pX)jV1J5I1g%hKrE7x9K2)qGcDHZdE?9p z5Dxdi(U$J-Pp;bnX2^}|>UM0^_PCwY)1wyhbX%U+rJ|4Jt|44ZypTijFaJ>&Ihueh zrh?G0*!>^wY}lyR5~@SMggLq0Z_4+kasc_{6Y+GhA4fCGbcF(v5r^An2THIN*$;#* zc?#6Ti!1XNnO|a;l&2PF=^;SJ3vBp7WgLe4+^|{Rba;L-nuAo(z>|jV@1K>jO`Hq# zF{xm+?t}9OC};}Swx8e`?|p*DkJJ$G!Ul=S6oi38o-)l~Qpf2>8&AhXM4CdIO@{j8 z)JF|q9Jdm(i}tGrM{QvsE@s`7(>9aCapi*(FSBP^Mb@4twEKGky;d8(Z_MXwpgnyI zoJ|*{e{%P=6LyIj!nt)^*y^5>3weLs>0vPpy+k7CFnNX?2m)$^ukLl(U;k-2YX9!I z)>AA}@$=_1VB^W5qR8L08!FPfCv2bg+I?#B%h3y7am-M{Tl6G=aNXsmVJt3#0G{$4 zcM%VuD`!o%vX^qVEcT$@O6j${a7iE;SSM+$T+^JQ8~vT-b*g^B%NBi?DSJ#ePNnTK zOtd)2`id_MaBwIvKssSOn8fl_NCg@GucGR9wDbbdbdYeGtvqQ5viu)BZRYD=Bpdkg z19A__X{OPB$jDV^`N`T}?nyBF(dBk8_;R@Ud8ocGp>S_>;L%-iug>t-E(bzlGGCGt zIYw5g`FdLmy$%Z6cou=ucmEZrxK7h@Yq;I|Y&+jyY`gagC89OuPIsTGsy-uDd7VlC z9^ap>S{Df{B;}%u*eNceC65?dU%a$gKXT#uGPU@RNVg^gF|dvrt)%%IAe{bX>s%Tw zZeft9;=hdn{5E3AJB9s=`1zVvjTsWCq_p%uK4416Ueel{$?xR5!H=dU67ww2ck1QZ zrneLUsbHrbHd69;mo?w}xjcbjV=~Xf1(cY|l-`o}ERk>q-Y$;uaEKo$pi0}?@;ShT zPqI~ay3JKrS2~~IACAx+JL%)y>nBD62nR3}T$r9VrbY}!?A+WxinWvLmGnzrR0AJ| zidYC2Dim%e)v%_fFQ;{}L7&RUfPn85#G9Rj$Y={+Fbjy9_iIP$n~$||a0hmMGRF?z zrvWAk(C|y_dE^al{LXY=3Ku+T{2JlmAOya=+XX|*4+4VskkO@wqy$NL5o+l2SD(eiyNTyv>Iq)(3*`!tV_{Cg8LYaCS5)tSq z4zj3k$TKb`G)O6^FE4ZR`;^sh-F^LGtS+T#B-h*22sw0)qzlOU8aGddg^Z=6lNyky z3Z%|$v;fh_@v>K`k>t-=B3iL^dBep!!EVa=u`gHrWy%2Td16Ml)Z)vZ)3?;m0P3-T zIGOmkYPS;K$L5m!)DyW6HW&MJZ0-shN>;tO7b5N#6J$P8r^zmGcoTSQ>r z5OH|+#3q!_>3`=WZu=%jp%p`xy%6;D{`6UG-nyoZ3z;(@x`=x~!PV}U6nAl=`K41J zBKJE0WW)!*vlVPSgzKDueIM6h?-Qk#CnU?Wv*uBJOlwd6`|N>;hajS5YkagSHK=biy+MwH_el#@1{`MZuQ$W#^2O2XwiLS|s98{~pct zUp}KE$Dv*rjh%BQn>dT?TBuc-(0B8sF>dn}{hbsT^pNwL zmB;4r%%vb*r3o$^B#;24pq@g{3TlM1of6jHvSfu>b>&=0N6KHGMN< zEB1{mPu4u(?vDv${?jRlwkT6D)Kf&qtdDr(%0MXY!c6t z60}8Ei;0L9sp`f>6S3pG%YKi2^{>GbrTs7|`$IgumDa3%ozp%Q8@XojDsBF#2`Fsi z(0Z8-@9uqdF{KQYE^vGj2?v<}EBi6-%*|>LC^D@_clWaV!OORz4L!==lYDiPDCA>= z;JN=}=t@)nhaY|F&NgOo%tjZw`b_YD&_b8Y_mQSWoc3-OKAGhQ?i}Ap#6mg7H@o9* zQ(p>r9ADL!jQi3)r&TE`e1OD#1+Zga@6ohwN2$3Y_TAsde*haK6PUUnOLyg8s^m9o zT3q>DZ}^wQ$y#Tw&M@f_nfbl84Y126?#q*Mv*Vum6cP6Y3NQLSpw*EtBVv5Dh=;;{ zn7@>S@x{%O-#D4sgr|PFpAS6%2RgHd8{p+oFt#bFut36>cuO)_wI>I_V0OcuxP1PW zY6-S>i`}JgfxTU&%PvZYh>}+2#9Txh?_#8c_0%6I} zoc3N?(o}IFLlbTe?;4i-$?cE?1Jo-;scrSofqsEPZh`Qs!T+( z8W*u`sPN))IIH|>DYLauszD%KIkvd?jhAy^T|3Utms$MKDx{*99SDM&F9wak0*L~774opiv=s9WWXyy`^38>ODuMSC8 z?qqp-dtd&kMH78os3ztWX_7=V7l={>0{LTX68CzX?$v#!9k5;55J5==@FC{$jFTuu z75dI}mBm%e0l&&fT#`Hn2AGE#kzp{x!Br>k(I$UU0bFu1KUqWtS%wl7sw z7|@yV_nNEn5%A0X6d@0b(VB7rEHwJi=D1pfGn3UbrIJe zbWi)d7WW=b&#D|+bfe*Yv-b%1cMe#5F(f+|=G`;wa_Jw;!zVi_L0@rre!KhSYf55< zj9zW$?IsSt>x&F2BtpAhz03>270;_@QP$`}ju95UvY}1-YQF~l!+^#agL>;3Es@`2x;PSau1!0dyelrve=R|*G7?SQX~WitofKfh zp~i2ym{0>UhWB)BP~v;bwlCS}<62-T(Siso68&6j(oz6Z^ZLg^06~3=6i2AYCxVY_mz`fJtPWtm=T@JzH zc^pCN3fPxDG(%B*nR!{%x6D~zpnv>>pLm9m)!GaTL6C7y?Ufl487=(R zIvE`QgR*tD0LdlyPtP=l_WT7U>d2-msU6Z**bJwKly=?Ei_KTSYNFSK()=y|1Z?TL zSzGx1g{td}d3g7U3Ut1hj5vxZ;EX5yN=nxBqKszplJ;~0r?j6$s!rbz?3IA@ksuEwxJFWF+Xoi#eL$v;~P${XHj#gyu9~@uIy8PRVcnA&n0 zrG1OyAM#e*tBg$?~NROi6r^mWTG9^g{`u z&M^AV%(lNwR_vtf7HIbBsOqUHi`HASt!^oL`>G4b_55|59;Zz$KvhT_;pi!}&F_Zo zv!y5ruQL8x9cmU#_!-U5KOgVnPq_Fram<@i0sK#jJN}Qn=oOlQflNtxfSw=Xb$0Dj zcvw*QsMqoLMc?p{JS)Jr`pp(>-=Ae;>A`DK-b3b-w{0Wq^`2k}e2)=RW@HeqHNC3+y~V zu~$oUsFM9zK(gvqRl^((sKvLr4_(eld2ya(fYXhR+mGpj3X5{Xz|Mso^!2nYj(FB+ zF64?7PQkdg^2*TCT2=Qq!*HQ4=Kv0%g5R=ub?W?Ui$qsXWu^K*=z8n0s@iUQcmo0|0@59Vlz^0UE1`gbba!`4 zrzqVa-6GxH-5|}TyStn3-p})%bDeX3*XKW5ujO8Q<-F${W6Uv2XU#PurXKS*t5$0V zA2E1lKXuulOdFo57Ik2lubE%mX;&D{hp=U=c1JS>-*q!Ge?v1p{8j8cT+)poy(q9X z*GvYQBmx!5;~tif1KAuhXFKGE+neIcrP#X^^6f7a71EvWoGOYm%&t--K!H++8lNrm zlvInZ?`<=2>t<@072m$2_z+Lu?#1nLvI{98?ps!Qt~N(z77+x>%3W4=bgmJ=xBwNz zVligDfE=TNZgqY+7Yf%z`8T;A=k4urp&d!hR&oWQ?2$NQri~euA@L#5M#qFf`jZ>< zDo5>&F*P`AH7*i-$c#Uf#Z=X(senuH4+vb6Z)uOOBrq&3C!2Jb{eilS;QsG?%!sV3 zy7wabV-oa_R!z^G{F6Az%29yeS=;X_u3nC(Pll^(H(EO!hPD-Z;4GXDeSn5}e$ON` z4?@~W|1Gx1PH=WYtQ{wxR=#tiy+PCohXpq`sTE>{}l59m!7 z1d4ZNMiOJZ15Xqcal-Mbl%5(Tj!bp_n3&Xq7-QuIf0g6S&%u=;Bq51a7RlgvmUVrN z_o7&XUOPJ9L^MA_qtQi}$BpZzR5NY%Vu5;Byg66jU}6Dfd+Te3)$EV^*{bCwvIj2! zmHh-Y@d)>jp}2SU?VaJ!M~4LQJc15+e{4-i%lISSV9WZAw@c%Bf2)qh5pAEV;|INb zTPxm?3?#s85z#jX?oy{D+5RuM z0oIa12j``ixTpv1gM$$mHkV9(-AblKTG~Hy!lpIz#`s40(Um3VW)wUeK`{hcH6a5^ zoilz5H=Z^ZFZr4)6{~-y#%KI6*YDg@k57E&Qmplfr>ZkKSd^SY$Ep8IPDHt-5J6O~ zL`>3r*}KHa$|i89y*HZgM7Lg%xL)Ar*>glvp;T98=p4_})}P6y@9G^|ysIg`o!8iU z2PpHj+G@%GsZ$v<%tGG6_LzkWnv)q<+9z=HlHSF^NZ}hk@a3o#sDIU(pDdwU9blU- zB^72MF-i>P?W@Ko(y10}p%W>p`4R{vGS?a8O!WZNPU^fs`Hk9?qS=3RdTp&?>h5zY zT1*uWKvP6~cYg?aeM0o%6i8PuuF3sAguj1P!$;b_xC-)??5%@tA*p!^&<0DUGjDndwl-_}u)?oDN!Dwd+;RGk8zZ7wh76?!{p}~8LYzh zina~UYjxV*q|XxcB`Hq`sR<3Doj#&Q01%dssUE1%F91u$NG)dp65m!-2++O!NhLyOhVEc$7N4jce>6{Yof`CtY)xLM#_ z_F=2;WD9{y3;BacdD8KMQq7eDE_+m^^#5(DdvNcnF7nMS>RjO(b zFbq*sS%gO)>+wudyAV3UO9i5>|EB%=2OGV}v^Lc2{ zsrXcpBn+<7r1XporLxA|d1O^Iwe0KC4DYHmR9+$lHUTkwD6TwDlu;$J)~$SLcbZhb zN@b)}0TgX-vVmWYGmH%XLi)VL=&I@EE)8*__qe34j%-i%`+%ec(iK zslpJ2C=HOfwXGkwtUH=1A%4Rt$BvGHkuk8c#Im@frPwm4X;JZxZ;KsX$%TpEz~D&J z=@rmX4J;O}n^!quP$_HdS>C~)zU9K2;%idb&&ntr_=MEVnQM3uY>8r+q3{JlvRaSOtfacH;q-h)J__kqRO-k#^G{N!l z??AON0;tyXu4QhjL`F@K?F*K@o4pytUnlLwtAIOKlamQ=Jq*D?z7h4Em8$H6mXxy; zl~&+3PNnYdyAPB}w(q!gLH@#tz&~BqMf>!AHBh|p*#o9{sskb+qyvSmE?Pk;5lse@ zO&`dGDY3XPQ?+z<=Zs53`d5V)x5r>|n~^#lgqekT2!xiD7ni>~xa!^5@7bq!K>0~s zU_UuQU`m|ACToG2{A@(iD^8SXnc5casU&7-lQqikxw7_zf3Bh7O=~aw0>zxoGUs=A z@*7s&yeE(Y$iDG7aKC7`%M~XP(QmW#^3_| z2I~V^LszvTja{j}pam6wfm)$IJVwhI5h$(->K!cK>EYj3bo*+qcBO+<dR|xxt!SB$9pXG7{3`M8oQP>ZuJ1xjqRUA0N@rRDTI$LjE;y&IRXQLswTj;r8 zimocI94NRWEJ}1Lvwj)X3$4#k8KfV=jtpWLfp)W?J!r@pqmvJ$yGNYHHHzN;F_ zF4O_f6AV|Q0U1G~P21MhQ=P*-?x&pZh#&1iE5tktdJ~;oBq@c_9a`fBVS-|j)Qt;h zsUeIj76L*!QDK!@Lz!Ht1a(kIyeOeJ(X)qfvAOjI@KmxaoraTXVbvZ44Ifux4OeY^ zV!LYmx{Iu&I)@5b38Wi9dK;hANFO=Dzs4^8IKOQPJc-5khOa!4XBL{1NGVQKw(r@OgX`BWILN^ zi;f@!53XC?a@V+3tWy=WioAEFfD9JR-_e}BC?1D|}X z{M$rXf*9+s+#>F%*@b9V(3Kkv@F;*hTnsj%%9`aL6WQMz5?UWV`idLvjt|V}A{2yb zXsrO)`8j`;<3sWmyG=%Jgo7BXrlO)%j>MU{Zf6p7I!FE}!?qF1!5f{xGB4oQo&E3t z{5;^=@W=M$Aag@<88I=EN>R)5v+-GV8&a08atFZD$_7NE@X#u~#lq?x&E1RZm7$Gn z*M2#)5+I67{hWvGpYl3fr-C0~~tKF4^DjE3FJ z6~?NWVT855X9{YSrRHgNa;@Z;Cw+Hz%;(W3SqQ(?fp@V*8@>-IL5EtA? z>RKvEU7a6ukp>eNs{N^B2jvds$NcF}<6dW*q{JaS`EU8j?zy2Wci@?rclK`S_UlwQ z`9T?Km@wM_^MTBza}>X^NI5CXumd0p#DlQRVZp8 zxxLs6FzM}~vMdcHRR8h0KB25`Jz?O*$b~-pX+973S$KO#4rFDG2M*He4lXm*Is0X>{RGT=dK&p;BDC-x z)F1$trm)*Nx|}4RFu@1qtz*XrxIn|+cW-!6?mW`Px^s&tHQ=&jh1PeVSp36x9DN>c z0Xyaz5$q}$d^x8cBG(xzCT6FeO)tq}Q3|A%d0Bvuut|7=78Y9DeD$)*_~Yz*u3Ti`+fa#n&^+Je>pjvr3mY}R7rH?}!E)<#TlYvzLwsa{=W; zJSacWNMsv4T73|YuH8li5kk&l` z^p&7JV*fv^MQoLno^A>EvAiI-7P*>CR;|D3X)9M_^XF&B*UIm>jtobECW7dG)5?8U z4Idm65;|#cPO1l?;4O4GvM3e!Z~@0GoO>?(7c(4Bu}KhPL)nbP*fho9yI_VS_k795 zl;$H#(4AY1bzdo?%<(|7wSB{UU)1dKkahn0^xFMjJ9@gl3qZ3{)xgzN6eYaJoZJ~e zoD3%=uc{hY?7nXX>x0E^)|8ijQanX;**ydT7I3`yG-_OJ&&k7)aLkIyY`DUg3>BL; zMXlanP)?*JVvP^!J98|bfp&E%o-Z*ewx?&B^eWCc_ba5>pZo{oe(?ZY2DO6$LArW6 zEGXXWaUEp~YUyQ|pb{VlH;Z=YNQLSFAc@SXT=yT@H==~o`#m&9fSPhX^xBXf+~RyG zT!_AHy$by__W8QEVt)|mdfvJiVm6fb!11v9IyY6jzQY%~01p$H*t8cFk zEnw^U(Lhz==RThqPjL6Jh#b{s@6nt!@ic|OTMMlrCT5RGv9bhZXO~eZkVqe_pj(KcZ9UZdCEd@j zf~5RUFDLHQ&g(ktd|bwd1SXNgbUzI?AOFp!^gCSr?h*23W$P1pZlB+m6=;f(PL@)t zvCMBCq%TM8D%bob?%xoANye@wClEp)c|c26oq;A0uCf*x<}}&zj+w`TVm_YAd80t{ z*cXS*NVGdK=8{1~&rBS2zWp*ie4)lc(w?VM@0dWU8}kor9XbTr;H9UL`DIaO{(6`L4<5a_U>=|o3?EAGZBq_R&;xp_V?6ZpFSkXUHL`BOhqJgBGavnX{t{rO@W_CaN&;S11 zAz{?a9kHWTjpB3^`51_lXu7%cmUsc()6LGP585Zt7-(NSQa?0wNR$1;LiI zIlniw6HMZI2UTWjeqa|XqI~6;#DPJtalavw=h==aGs%W&ZZatR(4NT4vOL~IyQ_kK z$=+V5Dk6Plrfzh388x5>5NTNwkBe&KcXQ?IDOTt%g&Kjq`7W%v}4XxX!3 z$G0_4uT~I(>^~>Ie6}~rqRJQ>Ar&8SYMUFJSN_H|Zu>Hd)z=*&7cS}keW1c7;{7Yw z3R2wyiwtzgyij9Bi>gZ0b@DIpy@66vp)XBjl5zzcPfj6yokS<6{uj@s&N>uwh>9w3 zG@|_75}rg#HaCy?!D&BFIzosx9W(ea9Fc7}ArhS^0$&gGxXPn1pgjp^@Uo3vdC1P!X2=F`uBY zYg~0eapnubB>Hm6_s8o^$9Gkv2oPfP{T3_D8Mtbqxi$w{B(JP~^DzSqMNY%tcNouq zmelI7T~zOjFRnDL3ue0SVOD<-M|~@ow3jYc$Wn<(IhYzF zLMY#yifueuN!-aEX0^dB@Do_RydQX{fg2GP(-mEppuw(Oqw{KKHk8xk0`Hc^Xn zvcSx7+OLB}gafL)^lz^ayna+6fxn`#*PE7Au=YI}G1VCHvY7kS$hfbUGugsjDx@@2 zw5>qUACl|o-pYA&lubD@ydt4SnK{>^@(V7jAe`PhY+|Y%X2M}-*Cn27Q2(53cGyZh z-TEmCC&Txw@ZxZC5T0=@l)pbipt0uVLeIrR`o7C#W(@P6uOJ3Y>R$4Zk%j|?EOAN)c#@+!*7*elgH446G&V59! z_M*#Ni)E^7B^%|G_-ujtAJ!ijxK*89?_JzERyBX#E6CY$h~^zISIA?heS4_lZy@+- zf#dUw2S{4>{;$7^jM@T{v8Iln%`8h6X8!AdN6fEBJ3(91Ll9n$MRbDYECB?#g?*gG zjx-l+oA<=v%oAz4Q&SBrt6zr{HoBIOg`%&0c$*Y8VJr7j+bDF%OUo(==I zv(wJ&ZOszXg`R$A4?{udXz!k4_QxPBt+4lUjS$g1_sXo9CPd~~0)<&aMKf+Jnd$c& z^%GLHAnK-++Ua^o zkyu(^M+j=4iotkR-U_$g3&OJdyV^8cYpMehPo_74^eX~~Oc$#Q$CqX3+9|B%3Umo1 zX6E}ZReh5*uyZdy2XA8veyMbqTuCUX`SOkO`iowgq(R(zS zm|s&g{CK+@i@R65(pOPoP}+V;uH-aFTIFIx9#JR}Z|umhwEuRF73n29!)-M7ay=!I zh~O7-ZT+nI&u^xg{yNtnCLsr7AgsHd2L_m#!~h}WZSe~_vay8M6!v6 zLKo}kib$bB@Tg+pyvrtmO1+As>tM9U0A#~kou1(c&=vZlSp~THJ!Z!LLJvYU*;LmV z?+m5)kN8XSWw<&DwJ>$x@lq#f5VP03fMtoL?6p>DZdUYF8X?S)1niV@YJ>V@FCeEv zZ*g&J_)-e0xdD4+T|3{`n#vGjp|S_|llX5q(wTer(zBGzu4_Q&7@3aM#Zty%^oNwC zZw4?M-kB{j?5YeHRdda|9O_VH`-kmqX@fttWpp*AsyCQ1b)3+ioKg97|42AP$ZWRH zpa_Y2lV7H1Y9XVWix_*dYFGO+Wkg#wb|@`w6qXWb>v%iY{^GCnnP;{5H@e81KQIXU zpuA<6DS3*8^yQ;#xM_9Eua2w)5-gMZ(R!m-3pEDt&ru@7hBqbA`7>MXi;x??bWw!! zwYI_At?lI!)6&?$bmeOb7xF_Dok*T7$5Lt_HcoW^XnSQ|FzX-J>_kAc%Rzx%WvD;D z@ni7QZUB|=dkr-b4o>r`wd?Wmy}Z`7=FeR*#p(f2tHFOhdp#2iuKCmN$VYG1wat(@ z_Dv;j+?vk+VllRTG7w`iAY=1#{_cm^1*LLL$Ssh26JKR-hQ`wjzvnD7BWt9K!ZnGnea}l^(zrQHU*+wgf_L0OWjjxh=B2Gy! z)~2;5{z1)m<+NtW2gHyF97-IrRMVFh`X~v5xuB=u%;Nq5Qm*n;UvJ8m=k=U{#<8(t>WX|`u7Cv{r_K>8u(tATt}l|#tpSd(ASKw_@H>N2&w;OlxzLEz9ccn`=BY0 zt<>SZptYwo_+1r8M6DF@bFCE+f?ah&Kgc&fbaQ@tgUiu@6c!+yHbUx>Up2J?R2<8Z z;*+agG}TM6Pw;POQCizhS{!Q_Tp9vcDY_Pjj9!NXNlyJ?!;Aty%v2+v5o^+~Z!OPV zgIO%)ir7!X)SXd|t8=}!uFP%`v%^uOAY9RanEcBWHAa*0A^g(IlIi)&%?|o8fbb!jNF>K*oM2nhNZWwg_zW!nt^<2n+Vm5r z&SK7Uq|0`Wiijg8xMu~G_9Ny zS(BI$B3I4L!zQk3tfr$o#iI$y9QvrngFru$c04&!o$>8*Awi+s5iPXfMaDX#akegI zcFV85&OosNMQn~=79W%I6)Lw=zDjL_P8IQ<*_wcOK4+rKo){(atI_^XtvbDHz3(rF zyT2Maf;(dBl)6ky|K@|7tL>QT^}~a%poi^_^!J0*-X&nIgqQET)z=#Hi`g2U#(NDv zzsv~AVBWKyH)B6U`}<4>@(aPf+6E2?&7DW%V7_kv_Woo41!%dvYHL=YLM5yr(a!6DqbLCg8?9@- ztd*|`L1FLVsTso4&#s81XzGrrr+}^W%aS#DXz8QH{^$MAHQOPH)}7w;%)1pTKs++Z zs1m~;g+f&1?8c@pG$*ZFheDK~%4=V&qrj*V0H=-i(Zp3TGSmpIoNFhzLIp!PpvvP} z{{65JZa{&1=TCa(f??)PDe`K|SHpqRwdAr@YQLb9D~X`PG)9C}1zWGRM9% z=Pqi~Wo0R%?{{f1L9ZM#b}GknL~jVVa52Mh&w-NZ*@K$Z;1$>#prJBt5LN3_S5&lXD9=c=4zGkjd-5>y34NqPl8N`?H0mMk4}c-J`ca3zGba* zNR${B%49S;D@y%(t&l#|1OKutQZiENcl6U%?Uw?n=!}evM=p)qo&qrfUJJRK={DDa zJv7)uSE$N$-)9>*GH{c!2)}=CdnNTSt3MG-D}kF_`E)bcDP?;TTP2Ek>j3SbtE{j; zvM3_oAqXXKWCoh&I=mhgXNFV=5?p4xeW`Y{WC1sxqMJ#DKyR+{AGII!)f5@Yql!m& z2=Jdva@mcT<*8MjIG)ay)3mKRKGQh7#D%j?7x>fY$G8|J8@Ii<=(u+EVyVoa-}-X? z8?bjrgZbwHEt?mM-d;S_=|2nb>rRU~()OP;$Upg3jef;6Z^ay(-vG00dJUo(LRo=0 zyje`qXyeJh1DB$7e-$W%B}|ty#H@(bXo=fMb`SnGhD92v#VtdnQ$IiN7{e)%bJ?<( z|2@O@*SMb`Vt3bP|Ch=&J45bu_4-7&*f3qB9TyM8Z6`N}*=&-5@9wA_h9t!@sQC0o z(X2*E3xHVxeh;W+LKZ|y^jxo56dy8_>Xbyoo>%;w#X%t9ekuXvk+3jnH^hInf3ui( z0rw=B{UgVzJBEokmZZ=3sv(Z~T}uM@pp8pIy?L>Uit4BQIgvM2H#I`)`wq$&CA<+N zJ{XyB>MIGms-aK$!`w8b&*l~YNWxew@WtUB={l!4vKP>lGZoeCyivF5#DRGIB=f*$ zYCOY?Wzq`ew%gEmcIW~+RcF|-HBLn!4R)*8ye&3VLdCUGF94Q@x~P$ZZdxL?w$vk&YWOtqyjgg*lw{vjR+3Cerzk1jixxzt5M@GDXGkkj4$rTe*^=wFAp9FBr`*O_kUrznBmnMh|C!4UU zMTRSSv{8hha3iL-HDMt(zj>Mo`)|U1lYf;xi{5cp=db%obM@=Km|u6*y?>wzQ8gve zpThq-RbVvVOclRF*q-)EuIO$3sJrnQO$_wU4^FF!Ae1qoSI`xy6zi0u9HS<#Qt24 zc!!6^t_wXrbc1@+_6)b=tKH^MXMsvL`ZThyFp{^k&>3D$k3;Sg1d7cQ`Pn~i=eqMP z<=KshmT_uM^<_;84B?;M2E}GZApW>sSAlL%tB_HXiKOO!@DF+ty7>uI*#8nlHjW;d zN<{Nk@FBp#S zwmv8`coaoB_$~wQnMWW>;MX;}Kwd3sWMNaaa*EAk5&tKD#BR1?aAT?6wRC4kUL)Dr zrn&C>o3Z@Smyu=ZZd^UYF(rxGI-f5VM==5=%u3VorA})-%F1)AJN`Sa!;aIVQ9Pz? z+_fzh*^g1u0~Io*X3QBl;efSB`^yi%aPXrn)`iiuK=<63uTMG@6#}OX`f2_ERNo{g z`3H+$mv(O?m9d3Ih$3PXoBtDrjOMM%11hs!^ABo9L|~D%ehApqYfF2EzhJ~wMLM0Q zx}2~BeLq6ZfsF<`jPHlDb0fi1mklY{HHv6O@-H^d;6e2OTjbwYY%aBCB9}U?>drgx zU5x1AZ<7%;7Q3Zh?ku+dm_hYI!QUqf8Sx&eu~`e5o+}|JKJ*}A@;J^gO#ev;B17?j z`Q{8a{#TTqv&k0_gU)$#BB6Ma5b>dvt54+U0$17<7-yh2%=+>EQg3g%^nI8C&GB7^ zebZYRV&?N8&8%l-#Oe=cM1m6}(ibOqOnMh;<$ft@jQ%*eck{~C7)nhby*TZ;1PBXw zOY$nD{xY-9zm_5PSNl2R+^Z(O7+7{-FuhnswmuJJxwSHjs$q}UQ;%B$;-9K9)dkLM zCjwqwAAoL}6_7V>X;z8?a+Caqeo(}QN8hmwF{ z1_&+DN655~%KXptL5Q6@>-zlE5#Nj;8owd{$#6_us=NHrgX8TM9sQg3$D{|rKRm*o z6u}WfY_SVY9Q>+_-ze2aPk4ggWyBg`FwIgphK?e}=@AJP|1XwG){t?^CjxZ*{8?-Y z+^EtE)EbUCHg_~`vJk(!-#=p1&JZE3rpXqfKGr0y?zTQceyvm!m?GD(lc=;TvKU|! zC6q9eSOV@`jfUlXTBkWi|IN(#Z(qY~DUH30tMA@e*3c=Yc0DrSCRKcIaf^DXYi?}z z674}>j8JHEjCfhT%8pItiH;vk=K(zJPAB>e4R+>Ut&@Vu3MSDKYQH+3D@E7^79Tp3 za5meNZwF9=(j+58+;5p8K+xl;drOdrAT=j8*UZ$a4gAWFZUGmDgmkQt>YCzZ;5V7* zNEAOEX=V3aj$bWSvelm?KQ5qPZCdQFh-!2KW1@~|7#FvHGz$Hjz|~Fp{wRLx7fER< zbPU3y zUqhFGO6H17uzK6^D*dC3Rp=Ro)^SWjxO_%!JuQ7WXUri5Gu}2l|Ao zp@-Ee)8?6k^xY^kF*t0X7$>5flYPaL5caX_1^HLJauuS+;B-}KzOUfQ)NNkAUw)~1 zw<5ain%785DV#-HDHRtlHBWv>-oUz#Gnnx_LNnMf;KHxMwt?J0`nPyZe2f{+q&_+r zz~sOZRf#c(55hu6|Dr2_fvCanNowJ?JBL$+;R6fHY4e)&(mR)hd{19LdwSMw!UOmClEnuuS)#^x}V{86%s|{XSgn zihF)G*_ZY>c^zx6=@WZ_yX=D+QJxBF7OunEQ`;)SUuDBR#sV24VA@FC77qGr(g)6e ze!4h2Q`CW%J=qUE*VNQXmVt+*-mUs6v7J=ES}?Tj5r{!EP=i($>g@}7Ik+m` z?UJa2bH(R;Snf<+ij`QBqS)tQ-X!(njD80(|fg^`%0<2}wLV$joT`iRV&I+h? zi1xDHGagAPE&C2AZMBC<-Pf z-wSue$-6I(LWwZdzIgMR>g}h0q4nm`Xv%;v#7C zXd_EI12+toAm;hu{)^2{R4Aw<|4ti6W|kpt*<&fk@g0-l`krT$FNMqtfP<-IVH5~J zo>uylir$?QtFA$ePL_I|axO@o@cPg#mKXeCC@ktL<~n{Oed$2{{ifG;5GW1diP%r`SS_qX7aX*Y~BB$aV4Kwtytf+s>_) zE#u!7->f-fEi?>OylR^*nm6<@vsWl8_0UIlHr|oArp*~nY5M7FF~Gl??ejBvZW<*7 zj5Wzm`dv3>;*}e8Y${|c0K%*pfAO63dWiA}H_%G>9jOKO8+=%f!ALS`ScO?wtPyrI z=@N|-1JcybDqjh3lWHL_3@6VdUxvScXWf;9)FL>s(Cyqm-)8aZmVrJi!jnTZDCjI9 z2%!Lw6X`=wo{dx%GPbE9Y>$KU+sSSm z8FT&;_U!^?o{byoKK+eDnw*CxkRzMb?mt$A-3K4)<%Y)T?uUK(gx4BxF0IFA5~Yww zz@ynFi=S>yYsnfgS=*$}eIX=L3%km(BZcKsW48u{R1^CRf|k6bPPG~bS^FEOKa%2N zYn!05>N3FwYJ*{Rl3AC6=%m%idbc5+Bt~=TH6-*I;B*DG?oVs9wT3wIdSmp^6@jE8 zMT4>r9?Y#MB-rkcGs(Tf44og^-P&tuLq++#2uvPpn+i$k1=MwJJRJ1_On~zC?C4D9 zo{;=P5dCC0wfL{m*0ml%{6z#xH)%nIsVgJQe+lNp^gsQWVAasYsQ(Emu;6p0P&0y- z-2Od?CS|hP98}{Rwx^B&g_QMcdy!)^aN-*wi8ObD=rO+ZUuBhjQi~sIw<~Lw+Ca!* z)>(Qon5tG!=2{Xt*ZlTa;Xfpr;UiDRJ3XXu+xL6I_aLQIL4N@2R?7WldF(|}PwIP!>R zxk-)4mEEd*;Drs!1Q=WoB)$fist(Hsz_P0!_v%M6JFn;Ci<#3lHqYa)ivM)5Hf*>QJ_J5#Yvc^f1+mSjo z?V&9f#V+-R-nj3s=9Qjbx#IKI=P0ox^}ms*Q*$AKq6~lAK(d6xiYF(VoSH?GV!x8i zzIjK6jfbt~BKS|bBKsyI9HHDyTph);RO`wHKr|~2y-V4q|Jp$)-B)+}eXKGb2tSc} z8^q9Znp_K}zC=8u_<1gO9AxzX4|@;zH|L^G8f^o>`$x^<|iFbktd`K{1q>w~`U?TzBu2{N00~%2Wuu*xJ@w|hq7N=Rx}}$(o`OLiy3w{Z)l`)UE#4N$ zr>m;Vm^%fERgIGtRW?+90inc_>|6c1iXf$3n)lt-eB4{oY7~G;B<~x9i>{p}J1~ml zJnmb+idG=oNmuAab%KU-hDe^8?SCiQ%0k1hT|cb0OHWDpj#z(vc1 z_WY-8nueBP6(4v^j1!i<`b)39ecx9fw>n``oKceYck~v1#hrW%#|sl0 zI}pA37EPFdJ)0GvFh2EpT?gF*s_)B;2V6d4l3n*u=RhUf*hx~rT8bl}T0oZbB<#?M zZ~KKtRqfK~KrARtb!s-CDrj&{d9lVg|AUmj9A?QW?N+(o=fFNr=?TRFKN z>JadPyMU{}fh7-Ttgfb;rT@}B1r@{(Q_s0*UL--Z(wQi|l>u1};1gfoh1zyU??tAj zYm}sgNBegq7Hyxc=CWMo8`w5 zy1hA=I$ptJ%E)b`yJ6@4gAUU9lMTkaLantWQ&=v+SP<^X;eFM&JDvL3@-fmML>^$& zD7T+VgZHI@-<5*R7H_XH(OCZ;Tnh-BGK+6;@08h_m5L!kKG6}t zGaG)mRr%hQzSRvD3dVg#r@PGVRUg46r;G7@+tq{eL&b(vVs$!&iT_QKb@5yA{5kiQ zQfe0N(=tzyg0?Vf_dR8ssHN~$)KJrqB~S0l6Klxu&eB}=#SzhRtr{oG4O65;xDjq_ z&}asj)Ewu7Kxd(6_Nlu>_mlsDGMLQbD()Zv(V1PJ#XtLngpUrHI}{nGDJaUvR-GzK zc;_3Fn{56VKyXFvNNIOvJy9<`%rus12C0#$HKK?MV_&Kn&&>D4#TxGI+xhW@@1S&i z5$1lTteW47bt{BP(7DkY4Vv@m3T1PL*kw()fw}^wkD%NAU130*5F(GFo|D8ZYOLYt zcr~p9xTLi7LG|MIl)8)JBWapVZ&_+&U8LvUR$G>6EGni}nObMampZc=APhrfXZ%x^ zK_3*Al4@O=+ZGfN555yFxB#EdjWi#?o79gMtVM3?5(6G)9I#JVvJYO!0M{hq8fwFQ z@TQd5c1x662?csQ45pejJ;=YSAfj5prtm-xz(9i<}Y{)=ZMxH$YLwaFF8bfLWanO+Jckm$Uf#=7jHC0uH z(`>)M_$4i7jbR(X{jh)2gZ2o1nz}}Ec77AKr}l$!aR!v{(Hy3#>i0S zuiFdt{sS#V`5$EN`{K&i%Y7A3>O~JIr0}_fkIlqnzdPb83I>*4sp5^yu9wRc} zN7&r9^d@^S%YX-eSbBnnZjKIv6PyD-n|&?mVNQ37ah5z+h@by-aSSbSo8|~mgsLEW;%Zy(!AF< zw2^bg0?Q&E$oK5{P7jT~ADB@`C2$RXu2_(fahx;Ic-9Dn$LPbRdhJipe#TLq4 zRDFOoscI*((AtZo?fWm{fTfs3P;>Cj0K~wY;IT&yNHra@$}9+6aan9`?PYq&z z)@RkPEeaB1wH@=GrfIs7-*#_4ww!A5g_Yl=QdPvFRuaKdhA1Ct`YOhlDrviPr`9dS zeByy-u(ZR##7|mQmR42z8X@A`A7cDzWA!qVi7ad2D8)lXoSnHBoHt1Zl6mpKm8$`4 zgaX;v!b0f91u)=g)n>+$%zm3Ig%i;W?cuf>Y|Ud*qH^bF@H_5W;QT&$+HK+4At?B0 zBzt5cigOGAOd#^gAm{`Nq^|%19Bq@Gf1%EyaQ3GqsZ^J8D%$5-MDbi>z;7wupEgPz zI52(F&K0)X7--E94SH964Gguc0bN7w?s0vxeznfz82~t>%s+oV9+!Tbvq9b%PE9?# z2BTA*8oSW%cq8KX)vj%#9ywIllwmyTU?)2*1MPT&lDHAF*rP*5`ZG+^wO}RlquNqS zN)SZ)q7V0hfTrQqCJa?Fs$@#X2y@%SNH0{Z)Lt+>aXbU{jPjkZ$k%@ux8afI=F>Nj zxn@s6G*Z4l&VvCoDgJG3Ymnu3bis}io%W;SZnD*Axi4Sc3S^PMD0T192RK%Wn0>X8 zw7h~pFRH`pHBJYX^>|6!S3-jPCK*Qis91W!eHAJ%IK>W<&Hjs^+hC_?ZBS6RF1_;g zj|3EFIpb0jm?dMSWv9lkR%PxzyDtW4svX#@r#z_eXzb2K;Z~I?cw7yOlAmcsFcm%L zHAiV*%yyd^Ae|^Ufhv!Q!YT4w;|}1tor{9E^|=x{yjW1v!SSq^lY{lE^X+Ef z)F+bF5@De|S*Z4tN-|b^ce3zmC5Y)LuK5m;&1k42J5DpOjMXd;ZJR3sS|?E`txLe) z9)qvkIdqFd;_cYw#dg$Jp>z~vb^m_rW|~}~_utuNbfZ)ZZ_ZY9XKD74zhUxSVHh-CTz*Z)!LNraH?dT5MIyij$2$WHpiNHN09=d8hC{PK*?!Cxz)`;3vN4zpJ@2!_y1@ z7QT;=Cm)#R?_UtBq|g%I^@f7QMWIwo&B5N@G3^8@F($kOhGS-`)P@eB@tq&$l+e^5 zBQzo$XBOWBt7w^RJf}1+ZLU>)g+zSHhehs3bOjpuPWLa{=lI)ff5zd(zkkHBPUA|u zIt|Y!cvne5TfX>#LITy(lMN#E%+sr*w;2LQYxp<#0bag76_?(nEqkaA@gE`kVFX@}H)=tcfP??21NUJ1@(4 z8dye&9b2MfL`jH7A}adnTQGqvFc7}skPv}_A;_!}xoK!>^CVM_ z1xqzJnQTe|TB^qIDCdj^u6$-G;y#_V1L z_PMpSS7Ph{rK!fiboZpa1;7MMg&T?jw4O!lv@op)467LJ^Dh8xezvhVSYo5SJ+Ydr zBVzIbY5^eU_@p)FnhcP=NQzcb-SG7B-(5R}T|v!`HWF|bjfe9=Bc3E7okV!60n#Zg zAWpK}6ldBTx?ZZ*^zB8=K84dgL^n_Zil+w@UhLD=lTBbDkC4tBHY{feszL7lp6?On z%yrpQ;|tg%N_diM4jkX!tzz5G_ zkL$d@t4J{~+UUnLM;P;7#+$FupTJ>$cY#kprRC+}h2^D#W{L;O0lQ-Aad>+3NwQ~= zyM$=D$exBplx6fF`7Gb_sL@=wNvw7JeWbTmuue(F=VK)3J}GlF4JaF#uYNuHQI8Kd zo|&G*4=`;r8VPTf6ImgK6Gh6+rCh@4FYk}kN4cJYe*Hf*sok{b6GheLoo1eiGSwDk zWYuR+VSp)WLVYT^16za90OhQ)x^u5tP3C=ZKB-pa5Pwu@sF~A16|bzYM}Hz5`I=!i zjj-Sc)rFfi52*ex8PqMiK@1}TxU&z%Swu&|G7&K zxYZD{M(=IP-tUN3%+dD{x=kC*kI$z+&5_!gWQgS11!Jk4^N4Po0>)q&h_Bif$EkGE zp1gMsf+Jt|1A8oXd>C4{ZTDZVO0JEmOyF-ei=LKUF-bZ~T^sB7iV2zsike{hl zZK^>r1#PTLV(nga)B&RL^2Qe#6=3>6G-9br|J1kUP*7+|RZ}PiC#zzopxIcF+oHfx9g;LDpz!h3&m#@mm^-GI#``42I(xewc3FZZW~^hEx&pRr~FW zpR?foFu{@1(ICLZRZHZt1-Sdt>Q9Akmu*Thip_?-*-M_ zO)}*cF=`Dps;FS3NKUMah=_qf%9!Crxi2X;2Z28MsGiO9r>{8L8>Cl?1&pcx^FM-# z&L72ja^CwVaV7%cbk_w@(0_9HC?7%k$u2u95s{%bNchJOAcqD>Do(lXe`!qgZ@5K< z6aTkrBO|lCeYEm;4&?oIuw8%n{rmk^GN;_k1}GTDi0Og52nw=|Y`dbVP6CI4F5nkpB z-GLm&9^h%y+4U|gn4_Ygcm)pRi9sfh;(|{~r6aDobtj^C>1+d_SpM0pGY3yy#?4_& zO+k^*g77gKVLB}ytlb@ua9Z&aVKxj56+g8W5%32ML|K1-{~jHH7-C>xaK8YD1^)a5 z9kpQV8Z-DAu$lM=968t;(GFCtV5==YxWWH?`4c%^`0HnomoJdY8!*8ZOsdC)SkEwC z41^YJVjlaa5N43aG8BIY`v~T--+JjLpj8zYf%CSvciAeiZJGIEfA(i&Bxa3zkvS7h zCh!I)cfDx&rwui<`?B5RDrFjd5zDoA<7twE*U3CTBr1z-Q4u8tAd9oV)X#D4B!R+b(oN6Q;NEux##@vIrp6BoZs(h7xgPrMcZP9U83+Y+Nk6l zSukE!UcPy{5t<|r;Uy%E#&}*9^b{SP8DU|4ViTly@%_7n#t#Wpqz8I-X&19mzUSj%}lda zBU&7zibyigq_HqIr}pLE zWMyi)L*j6Ox&$cGcoS38t1=2&T9I8+ee84NUqgb)Sv5ylN*x~sh7`$%{D5l%gx|fq zy)~ByoK)=$$c#byeEOZ8VK1~IK!EOSr?Shh!8#GpIEKaLA>}TYCQUbdY8#IBQCcD2 z!-?nWF5`&AIgcsgy?-_3)mkj>`MW94EYox|;%x(f?MzON4C>Rm(qPZcE_d93 z1R0So8GQR7LJdH+HRhX(6DO-=^#pD{3TCH_7htj#h$>WvAlC~O5=kUdOpD^FPi=6b z?XN$x++LxuYVD>CO2$;?0;AJ@!EQ)=)owUi3mNv}F(CIISJ`N#;y6Yz-nQ+4^^+I# zh752;t)YnH zY!}9^_Tw`~)kBixLR5EgV%4aNy|iEOMBt%ymXg8VfV3;$xqI|t#YmRprpsOo!;~LZ zuegJaE=4X5z~MLH=*FPBSKeK_ZWeY^@sc{w@3(zL7e)QcypWgvZq0OwJir8 z%i7dn8__v47sdcfdDxq|s17u*5`% z5iJ+IS*63$uqqZumb`lynJ<)xdG0W%pPx84X~>XD#61AwZmw$`>zZSLp8WD9H+9X% zE%3FXp+<29(2fn~rrvuO+QbvCd6&{klV{OYP_{`FcDq#S+QhjsMJ)4*o}M1MNt7E6 z)UjWxi`c|T;xWFh3a{l3tNPNT%e;JjO#s48nrkl_QkZzeUA~73XddH_` zulx;>(HkgrR3f`&D3LzLxjlf1d8Y?mux*x znmwhWh|q|(j{D;CRiosiUc!)E#H$-WdIklRp=7>ed2#NWg9rO$NbSMDxaVw$SSbLA zd*4~{vZsf~6;woz!2}qmWBR6`_#N+}y6MmRs`s26OOKs;$aV`24fTwPsSz@G6mzp0 z$2UZDjzQ>-VOcEShka%e2=VMc$M%1PyZ_bA5{I{3QG-P;>@=1;*( BWp)4n literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/train.png b/assignment-1/submission/16300110008/img/train.png new file mode 100644 index 0000000000000000000000000000000000000000..f083fb235fba9f5e34175a9708fe5ac6979b423d GIT binary patch literal 46509 zcmeFYWl&sE*EQI#m= z0k5!@?&)Q;m%o5lD*=u_yd*a8az;dv_|NA8U*M_!y#>jXgpK?6MVc`x7`c~k!GkU1 zKy?4E4da#r;rzR{kC+aG^6%OW^#6aj|8K2b%8`+TiVQY9neZocYisK@f$Fx@H~%aF zE}tpCtPJJ$_LehkgPTAGmJ>aOTsXw{@y_k~^*;+i4xp8dSqs8d-aY!@ibem4;pPqQQ>FhH-r)Z; zhDU1!xPTn>2{f<9e=}Kv5{c79#N_qo>vCYqf&Z)=jPg?(WV;PBW|lQRe-==t5Rk{+ z>Szd-tJ1BE$ZyEC65sjW+of3)3J zSOmjM_96dskDm1jo$h#XaR}5yb0G#8M&>_v!yIIxZ6lY&h7d};cpDAbodC`M_CI1& zYO7ConH?0S3D#N|xCK$bi-ST0zK$f!p!u7CcRfVhP;Oyx;K3UI)(AN@kK2FP7|zb) zX?*dlXy*q~9B|Q>s9eBFX}Twfq1IDYILMONqOkwGHNM9j5ixsexdL$YiC}f;KcD`8 z2M_A~fhl02AdUDG`57D zT3jM9OyfUSXork}*!?hS|J;f@4yR@_QUV|84C0_btKV{Xh7gyx#+^1iTcQK(A11Hi&7r+DV?spwuHxXc%YSzemEU;-^u!XGH;o)K38YfvX!9F>M`>lTbT^Sl~((EB<+fymX_xJw{FmB zuP8O&akW#o(_4_e<3b$-?ew|lG#|pYoBxJjHW>3kD0^xzXxTy5%#7BKPoF1M85`m# zxhAZXRy7YAgc+SNpHRd$L|*RN>_bl9@n}CE6Si`27-(_ce3_uDt7~p)=}_CKbxBsp z)8jqqzg-An(ub)`LlTH(?s6DT-M;=6#urGHuUJFizv^>MJ`hbBIy3sqd zf=M1>*!GElXI>wZrHB9SMw z{N8{ux<`*p^YdbXL;@smIjvD=`8FN1%8A>%^xI!zz@n+;>!3mV`XJ~eJjewy(LEdekzC$4P9ngVL!+b8 zUS7f^BqR?_HIsVHx$cksl~bco{^s3!~Vn8GcLU3u8RnK zWLe`iXgEZ^Y%@Cq3WwAM>h#jN<3M>A7$)dxkFgerfOe9x`hfU&e=Vz_ft$i%9HW%M zXL`8MSi5+5GnMlc^!?)w4L3I~Uj|0=k_#HJ&axO(@RE>hv6zXggK*w}x6$m=OH$Ze zvNibrT3T8y+v&EdMn;%z%Q4(z0&up!tNU+vaPAg&9Wnp-5bq%5K$8KM z7?2swMDIv46#9{-wJ?n4ME$2;<7|8);ltQ{oR0?dV-daQ!z zp8O~Fk=t;VWe8P14(HXh+R4L9mQLAfyucxsq!i*4Y{dK_bXL1!yz0< z<_lzp%?*5Z)l(r&)qXLReNLniHfx~PR#X*ltbCijh{oHj>< z+9G}3cZ>gmB(N9J9#gcIEnY#RgZ1sN#-YF_JA{+5#$D%ZPvGl4?IpAJ|MOS{C7+W} zMW|3E-U?0pf;Nqp+6qgntHk=JkJPb@pag>cJ-luqz)#Y?ATGp? z=5x}**+WkApFs;a2vZZs>&{C*2}^h$xrd)l{#6o!u&+)M3>7OE2e9EMt6qX}*jy2# zThddl(1nlB!L$Du^6uhq37mjVHR)(%D;2&mz<3n$kY6Sfy`<)OSM)6VNl)0-TJsV}R zO@`~LHUtsTdym6$W%IlZM)Te%7=wMVC(pQ!9&~QsxOSaD1 zIbfl{*Z*NHca4YSNdq&3(}erCP+hIME`c7Oi+duuEV|X3q`p<39vU_MQHWRE z$6*L-38Vom9((=u-}h^0zrWbRCbR0cvcT%Rcu2a*0g2`J3-9@e>UT(hbHTjWF%?Zf z3PL1QVf?w4nWM*BdM@%tk8aoG_{2txO@4Jda2@icq-w(y@yFSS-caO_+{eFM!AYeH($tP z{NoE$M}@`lw|WUHQ8K5w9vdvc5BL7+S{YCy)4Wne6+mYSQpD~6@y7H2RbQ*H#5Uj` zlplZG$64D^d6YJKiwOOEBYPl4FGy}>Ke71s+t=@p!uE9xC(v)E>b;@w$#Y@3b$&s> z`M;&E9sjvmO8BS2N*l|+Tq;{i1=bt)*I#J8*)HS3exQsSIM9w7Giq6|+LR5*>J@*J zPXpDeRA3nD3#+2x3vaT_vaqzn`cgFDxQkxabX<@Tz*q8gH9E6i!(uSh97mOp_#g0T z?WsSS(7DU{E{ZTq(gn~?GzzmtzDCF0gK+pQeK~Bk;D1Pf5NWxbe!E@*`%c)*jJ&{X z+YZ5QvFJ~5Q?}fMRt`*HnAwXxf(@f)o%Uq5Ax*9PqUde|1DrC0BN#-KB6W1wwtN%E zl_#_Kn1+|cRAB-kHh|55Kw%JtN`z$w->O zr=2VTk&g^lD(rzDms=;WNNoOVL?foGI&f$rde$Gm`lF9W%g~43yh!fv)P2SA+lOQS zGae8WHpq5b-2^-r51n*0Z$yu)EBhuF9k7((Lo|B-D5;gB(2Th+XOO(H1f_PMIxXLn zob;5?aa*!+Z4Vbc!!SIuc_(fItEvB4VRIF4ZvYti0hno~)XT_3@jGhYt+;Zxkd8g7 zT_)d$wM)WaD`TV@o3pEe+$l(_yrwpE2;oxO@zTtQKRmD{V3P{LwfMxEcRsYG`kx=6 zR8Q68%Sk!U^*@b=ZYF*ta(>ou0Lf2>2p53x=! z`orma=5HnZT>>e#hplJa64=hjK#~+@wlrgB(N($V5e~ulJwg0SL{Aiqhv|})pH6&% z5DRngWMLPS4&K^LXMLEqz#)Ctc20CMrue)wP2%{zW44+_3=SS#0{B}P5%nv>79ric zZ)uO;9CrE_O)D5O1%6m6;}uR9EkuiQz9Nu!WejkFwt59H$AXTHN*;tjna!Xfp?47k zzC6P%x=97LGD5}C%3SfJLhOE{&$_JQjQYOUvkTJaFSA8|nJrA_!E7F|&RwpR^!$V| zUIb9S4{xW(Y{^AYQVU41ySU4<2FHGx>`;|J~hME+=hW^X*;7J zKc`KqGz@%F&xYTY$<5f#=ElCEO)sHY67yTi^@-kT$r(wcu{rZ9y8j3}vjB#01gA?N z=Vye!C1j_~oJSuNMH9h-jW`sICBJ4xX2U77;7v%Nerzrpd-l*?jQ@rYKmfF2D&YEw z?(y?H=jJDR@k)zDrNv(gNCGaR zXFaA0Z6;Y%ex6<(Clx4{^LkO7{(PkiPoXOWva)^cM2$GhYI%6N@noyaI# zf;ib6a1+(u1}YH7C;M+A>YE<#)2_IF1(VwF#Byguzv}=3ZxgLd zJ3?bn6ckQBIp2lasa;*%h2irz-zS0EO9Xjn<22lAm*ZapA2Mk7I8D7n%5^wZm=OkG z8oN?SeZ&CSYH<-YHF*9qkx+nJ z6uMy2r{>kZnML_I%G!BF--sktvj`_tV)Q^p4TB8dl>T0M2-li0Civ_DFhtV7%S(e1pEpu*j1D(}|*Mz7f| zc2F|27L&Q(+my}Ij@Gcl)P3Oo0cUYoT8 zLg*HofCJw|&BVDFOgfElLNqU6zDz*$fFw;Q{wR-g+l-bY;gPFH(^1kyjgD5_;S`yn zMc1^&Imi^y>w)p}LT*||_{(bvb8c!l6Ry6XgP|7G)&#EJhc6Ubc+(ZPA*~KMK1VJx zjy^kFG~r8GIb)qT=4}#ejkl?!M$R965fEsiGLP(5zV$oR%kH;0r|-SX>mbL+5+PED zaBY=QQ1@si-W+4a59~V6rOEL1zJB_kTfew&)YYwVUJ~8LJH4CCXy`c`4ZWrea*uLa z1KFmu5;xM&)Vg4Dey({UTXt&w1`yK8mu*4Du}S5K6!=)JA9{vF5u{2fW&f^4LsW_? zfg;pqmTxcB@Mi;o!t3#dtR5QSsiI2qk@)SXVXcuuUMC>Lp~Do5ml<{uD(mn8Vh;%k zf-E*z%D#}4MQ=k(5=ky8F_X?wb5 zb}+N3sC!fv7C{B+Y$tWGpT_F|jpDb6BT9dM(IrCldadF!VKSQ~g#4IVY%XLEenj(@ z|L$|sn*bPk#cm@Q+8;@{`FOoL2nYai2?>Fxn}cS1zlvUx=Z?jOrlyS;;UlQNV@GgP z6CWNS;U3{#vkonV4bJklv~PJRYJ?Iqad+1Dx4L&%T9>(I z^0XB+vZCWS(BM0*<|0gYSE>nLkv_N}N!yMs@~b|YSxrVrO!5NU&U3pUt8|ZWox?Ftbb+q;?T-azsOH^Sy=Q$ z*X7fg{4zF^RFNS=Ktcj7DweWyxbpg8*GzjIaBp(IjYt*s6zc%?>*Ue${|+!v72H7% zV_3#VJH0TK>R!+FoRW-7@(o=m0?b)}W_(&}m%Wo1mU`@h_oUPs@p?Cc<`oj!Hm zw=M>rWty@Lj;mtm#IND?o9wy)g~lybzPIoVA%^}L;#|L`tE^X$%of2lv27D8lSHc?eWq1?+^YrM#kNRm~$@q=3a>j z2q#q%UiD8+%SvyBoYuJ)dRP)Bg?Jq$1ebK_;S2g50>@ zvBcIsE4}^gFgE0GKY(7Sl#bU#WFD*RDe?#QcH50gVfoA0na1u07Pi_gZ)n3FvM55O zw1PbzCJDVB$%RsulEsgGX@bC2KkRgDI!DRCU2vZ?ZWtAE%j4A|muU|?Iw>DINL5WO z01#jbOG@tT51a&4^IYEOx4U!w{nU2-{CIa6dG*VSyp`7w^oo!zWGHl@aW7UIt{dQR zp#UQc%VhjB0_NnNZD*$DmxAY02YBegu3GKZw#{r?+UwVxR#O91rzNh3-aexH#yPoB_dQb~J;TaO%H{3h%g$aja~B zOfdxm&L|7B{hD#FYdFN3KLP%IpFW^AIMA}guZ{ArMu~b|tyMLzpdJXI5wJ>_nH5|= z%f^s}PoQoh(aut>|I&It_1%FSQ;`{wGD0*GNny3q3BZxZ#7HOiZAG%SbLAQd+l5*f zfY8X1BBD~qzzJY_pi#nG@_F@dp0XJioW)DGM$;ZeMAQa3wG{vIgpKBgiLs3o#gaPc z#8`%_ZO)@@-)gYWbx)M-sf&;}BcKbTkgQRG8P66aWznhb+sW~Z!BrOMzV~);U|(2V zoSc|gBSfhDkEFFxmynPUmz0EeNPlgkODhvkq(dN2Da89#rXx+!KNn~FY#P*haNuM& zW-!y>-mNjLdNTcOO|!|;fXu(v<`mc!nT4$%pj=&!QcYQ8P(HNRyqQ~tT1`qNcb-87 z_AVAp`GciJV9nHV)XQ8`^Xb}Y(wgZ1S;K`M3{VYo`2L5$`=lFbuE81?5tD59`mR*1 zATBP>AA^){?Q_>XIcP1E(ighk8_MOd)N-WjVgM!Kis);3tqq=U{}5@+MrJz&A1NBi zObhq@dO6bUvwOOLcXP7++wJi;e-eroaJdQC268dzvB;6hSTEb~@@RrM%2x!gDR17XdKOo_fQBnehc;-%`+W38 zf)%^lr7bKf@;JEr`$5reYQ7dVOdy4TtTYs-gY|rT2O0)Ey zQlb|ETqQ93qmE|oQBmrb?B4{wINNv>ff--s@)#yS5|CaPmT#dHI*!v!_e8qQpv-e3 z^*=l1zXEXmFb0QY$d)q$OzN0BC}X&@CapnxWu<9C^~GixKQEiZLz<~>QE(uAdyRaY znQuELSZdk>ZEHFRBuc;+0FLij!dIohVg@Y?z3I*1L%^ebAD^zf-pHheo6+f%dB^wa z;C-Xz55EWJxe^tPXjYOs53Ud9P_a!Z0A0`l-*vKI4d~^ze0{j6_4U^w)7Ocx>1mhg zq@sL_*r#Ke=WyQIEBnw2A@GqlH|r1etr+Qc!C1NimlE=$6lF=1y4H1pDHQ##Sts_Q zYv+qVVn$GffW<#Et60G09%LyIw@Hj4*yRTYJJ?C{%HQG^=_{k5{)m*j}a4QSO z6w@+4(Xa=HnwirkhT$Rv(NTD@hFkm3!!{6EiIDJ{pbk=9hxYeb)ip6I3c z94avV?voNMC+jX89z{GSlZ9YN!W?>XC8;9>pfW3XjTS*_{af$0Ja|%5dKw$?Kyj}v z&|e*WM>;BhWk#dLVl$sSs7m#GI@qmsD04ei^Tq_V=Z7t_@+N^|DI>Uapk@bd{!73D z9JIK9B8w=W00y3?Pn#;6q;s(=(t%`_ib*U-#xvy)otOG< zznkv7c@G(5%R%zD2;#a=nIGyrm8k)_zL1~$xuRoI5rVU?rEK;~5#C4#F| zAs)W#T<`cDfp=VNn29~P&v?g{fF)LPs)DCK^F7I&1bp3KPn!Q~2P}FU(aqDFwdI3c z(@G}ZnWaW!L(b$XkoF2@3z1^AW%aZpG78dcgKNWY$&0tUPvneZ{*dF|(r#``K3d+u z<>i$!`ZyanrB7`epLoYb4tVuH0TU}|ULl}+0=a&_*;H4b_`I?_^!>g%EK*!U29adN zH>2uE{SIk519CB%nI)Ux?D{dJgtP_sb0mr^za`XzF3sam6jKeflEsX|Z=2F|1LvP2 z1c*;xatPh!olXy-r3Z6krN3<3{KHowtGnw5`RMJ>%)6#59FV@{NxNnb za`|N!V`T%#BJ0?JkvT)MB1juH_bYI}DE2KyFj%IvCNu^eW{p_>^LlWp-=)^F{Y*Qo zG)(CdbL6oEnAt5?+t=)ko@9juuvR6p;%P`xEeZCERUEK8E6ma`2u3(T`o^5vD#(!4 z!Pp0Q6q<5?ntGB|B94z16|E^+blph+8EWB>p~+#!vDs{^z_`aN083#D1AsyWKtf_(1c~WjT8Vf>D4$yB_5qY56LZJvjGz#hHvXjZgQ! z8D!rL8{;;TvGB>|PQc1b<&G!{gDHZp81`^9?~v5qR~N(k(R=rv^zsxf*y;ua2Yww; zrzST|c-=7-hwoyvNE`AXjb6IhO_S{(6#CL-!c27gC_w@g?#Kp{=KY#Q^a`u*5mjTT zWM29F?bilHWulm8vEKga`0Qf^%Snwd*Ho9r9{RKSneeW2({WGeAUThlu7XgSQsRqm zAiU&_q#@K)!Vt3jh5E~mgl6SCDIu)Efci!1*Tr14F=J7tA7v0-w#Q``10GB7cb*Rx z8m0ZAF%I!N>kHbb*DEz9@?aBkLu7QK(8nD@TZr9ETUZ7QuCu#Y(~;1fN~M|-Wr2IV z=9ldQXT}rttmOqSbOU=(S2l;+je{QE9T(nup#@k+X*aai0#1Vv&f3F}KmH3t05&+} zXmuJv@q*KQwX0#{y(4W%9h~bd(tdZ^=t_gr1W;NI%&fN5yBJF6RnQCl!gt z<2Ei(AQF&7Q6HX?hYtsd7@19^lgL&46Lb|fCQa0;Ex-K8n zGsn0@7ZE{D9j>9pH*jl>9_xw{|L& z455%_lfIF(nd|XJA0+khSAQ?=rVN9geQh8vDV%xIxw|;)4t9vSVh9kK=4{8`E+&gz zU$UDnZ4nrzSqfus$1duAz4c0PZa8N;8FPc?jjr?h?K+=u+x(&mqku<|$k*qj+1K@X z-a53?CC!wM|H=7k)gdU1)Ui z-+fLeBaT7>6QT2lVnbNpz{c$o==KvE>kqrO_rWlFKC_*P0MsSl`Ohn$#5d%3h5`sY zU59L#NT}I*Aq_tgI~MsI*@7ols+XPZuy>FsAzK1!~wC5>fIz+9i ziGa$e-=&S-T8s0@I7{VcAPPWQckZ4Rn9whu>J|=Bh6d)-rj=jeLHWY~L43%Hu9V3m zzTnCu`8m8K{2N|>NHaCRE&MG=h|Gu*x?OdLE9^g(^sT&R?ZJc7()=z>iQj&XD%$gW zel{~696yv3<@Dg*7lU7cJQ&-X6zBg}-$8Q2AI8^Wg}FC$bFTdsTVD^Ig4dmZ!#2yP zbeH#YEngvguSbZHg zW3E~iUfeQ$RgG;3)F$7wvOgP~=@o;PVjp?xC6Ht5k(%P`&lIEQqc9UKU%~Rxk4m%e z=W<$OnPV&Uy#{~)nFsLF3ad3MjV0L-6=k^C9_*@B{?eeGGCUwYm%$QuEnR$UM6XIpZK8`1RT_lkg z?pxgP9?ID?HS>iSLYx#Bn9Zg?;lrQZ9`Fz4`g&q)Po#QYBh$b_a(B9?>FJ(;_NF{! z6QT+Ju-zWAqD=v2H+`Mo^asGMm&$-ly%}oN%ZV~~Q3wWhn)paNrNX+$&g!b}RUl{b4({q_wk&@5`O z?kXQiaIw#jBpjmCpPMg#G?wB|sy}C#y=Nf!WbkD;;VGPPuvK;LH~DpaCjW`&N+f;ij9v9LK6lB7H5<@Vyv!o7kiE42)6JMcIH|-zAaGKXDf-wz&L|NE0 zn!rP&ssd&zuw>lMauL%R7AE}RB?@@i~iBQaZbyL z8>?sB3_uHgzhB$#U_dMhk2}07A1)B$rXI#o92HgjxEnS{?KOAGetMHw5)DtPG#pl| zyWAQt2RKotNEJ>KZbo++{WxLXa!|Tx6NM>qRxdA;m}8(n5{^;g6Z!5OJeUl0zJTED zc++m7B52W3H>L6bBOz_Z0{n?L;=kF^+!_O{bCPsJ;UAnc@9lmYX^(^D7E#-e}ob;ksOGTR))eU3Dwmg zw)ooF1N<6$olKphad3e!bn@=)J^Mq8;weke!%|P|FqAuk5eIUShsOyHDo@QG%&1|B zV+;oBD`}7{yI1yaRYE5wu>Z_}se57Gdm&8~r#x4|xa7A}U;$_k4O+vi?*G~AT&%&5 zQ^rTzl4xSwtGjutbkBvzE)uu3I-$mKWhyK|Mk}iy+V8sD} z3^obCY9CY&+TC=t-;UqA?@8l&s1Hr*J5DVr6BL7nesgS3?k8QYjwLZk;K3t1|(LKE8$9uV-Y`|OH~o+|Q#h=D zxtk<915MbGRP(tu-g`P_L#ZK#|w z`NlTb>_K2kSEi7FJjK1(t@eU;{%PhyEwj1Y4Kk}dk~ z(r1Ip4G#F{@6Qk5AO@g)ful03InQ;Mq(6-4FygY0l=)TSyC^CO@t6?)RY>norAjXe zW4gCBI(E$kd9Nu)OO}z;c)C64hyl)%YY{tIAN>o0m3u}?3X#N#1VW*eNK)YTPe>T- z`3Hn<_T9PG@HU+9jMUK|ia9`qh4HZL(`@n?(608l4Abfsqa7uB~)O0D?9_Dizc<#|5a5R(~tSmzYYaN zqE@LfD@NyBT|5LB+3Ggs&!dlkYzWj7YyEziTQ5V<3kcS^#dP@H{fGoYeqH_gh=9BQ z1}EUj5NdOPd`uR<{b8zz$yyX)7?-f_FfIjaWd2Q{N~oM7Y`iD}+%xL1tOqa=I@sRA z=H;$8)FGXbILpyX9xS5BuHMNM!bk6*bWbrWpS)C2b&lwOw3e{p5ir7+5;!0kGh&Ws zhM(P@o4!@i;s12y{`^C&|6-WKvQs&~O%>NKUZ7eHrYwtwFQUqr1(jjCH?y+wqx()6 zPw!YK_Po=#<246_tEz~VKu;84XPg-=*Ym*$M4w%><*bd*@aS5B+E5T>6SD@O@4eO~ zdrEmJq#~dbaJFXky=bpjBnlM~{pGKIjE_(G{0$8xQX=E@zr+bA>dC~5a7V-MkTWe& zQec|9YozhB>lo8s&!T+|vWhhHvdA{dj2j-e`Afb2;BOyL z(}e9<#_=5Sui4s8YHPrCM)u_hPK88S@8oT}J??4=@Ud0if6Bm*VgoXv5+yiHUzofy z*qY{?Q1MMRjg{=TNeB=Q&A$%)-O_|2V_5k>{H0T_~Nd{hZiMg|R0 z%m)3X=YSn#nLIf{B3W*wVbvC6%^-M;SvwgAaYvXLSR#CF54ae(%z zqP>RA4-v(Tn8Ul8Ya~_4OMre|qkako93>nuV@OctUuNCOxpG~kA<2DK1{Fyf1Axwg z`-MD{u0)Jf@P>pu@%D}UzU+O)aO?~R5Cq+e!g-W?Jg9*ZEV$kpTG88w{=En%r)f0R8JcA<;Nh%z4J?&+20Js%ArziDDnzgef~b)f6SJ1 zK*`a_ak3sQIT)`hk54O8r6h&-ZBptAul+PSOR^?-lettz5!EGM;brNPiZMv1`zb+T z`OO}^nbvTQuWKvv@03uONv_H#$A6@nJa$qb>H-m_P`=xml z9d*8%YB}8>Q73fu<0o6#6ayEbV$9*lugi)fC@%TKFS9}?09(9Ok$sWH{ozBq*H5!! z)*_GyrL64V1oj3bam(iZ$uP89`4&9TefhTM9GQplR6>FLqz@aa1qZ6Vg!_f6S47-d zWuco;lw=2Jn?P7q6PGRIa+VO=KZ%V|;2J!umQu=9feYX1nEunExt(We-y`{rPtecG zVQ8`>u5To-1|4l)f`(jD1NSFrViz0~kL_ScJrq6%^aFyqbkl``LJ(V;jwSZr1>fzx zr-y*O4at8Vcj|lEy@ruO|5^@KqjLqj|2;t8im?f*%IPwBNlIy3_jaoVWO)SWw%=XGqdGg>Pu<*Q>IAHIz>gT9EIk=ovMu?aTFL(izH`jk;thk@gn^7N1Q9~)R*b*g z9{UicJG)R0um<&f`nHRX*YpirzrG~%a89fi`2+naV;5p=8YJ;I6%5cR7)B*yiPF|| z%t`P_yMe^7+N?t{Ug*X>l@S7k0Sa5u7}f|?AsV&${uIdr(R2=zLC3g$!CYM=M0f~# z8rs2Fq&3iUlwm5UxE8B>`=Vg%Zz^nJ+eE0Qt{2u*3zI zu=(}SmKY-6W}*FFfH2S4;7N0ty;jiXa5RRy9S(dhU*jFUqSs?Sl=HZ^Mrr2t`g!_m z+ql(L6k>*ZlvHj75HEFAY&9o9Qb-**VK9WuAOc?TKasW$P!Oc!%j=x0pJ0?11JS9FAqzE3FaS_72Q*3WDZ55`!pw+?G+PLUEI6<9Hiq4^}oyn(H=gzli zMu*J{RxIvBXtp^z1e9p}mYeL9+fA2Zj52-LJmVXX893-s*oD}^zZv+!P+vZyKsA{; zOO5sin)JE4q>Ts!BnujBrd1wQmEa!-jG1x-oX#K=37S_#Y4nvg2))if8-u_MwzI4a z-sc!3I^JZLAHmDfz8Ya|$)hK!Zf!?Bm3f~p;ET6VbR(sv#Jt(iFU5>!rX%(&w?gTC zM;Mfw*<*OM%48kFQdm7#d|e9JHK~h3vsGtt!t{Rse6=!8nNIqvH9Q-Lt@(>Uag$N$ z3TVJIq!TS@(f)J1f}})*m8MYOu|bkU=LMgATAa zsT4?F0;2x_`djvv_g58)`wlI9*_K|e#1;ZrA9LEK zx`3rmc=F>KB>o7RxADKUXcc$Ctry*W-%&jusbB6ur(xJ5ftmArA8mt?vxLC9-bS!D z{vkjGBQM_G3_%he-icFEGxL@uOaksM7bARV6SgFPH94IYp5lQc!+C87t`uj=RLmI` zRpqFHnL;;sA_cDTrnjq;&)aZad0oJ3ucSO)R#52bPrG~wd_sC@QY?0Oysh4GMS_H( zu{QXc+kfxBOG_kx4l;O(OU1+Y=~_Lk1ro7_k#1C!mai4H|8ChSbMFFGNDXx5_je+i zU_YyZB|a4LAb#!o(Eklb!atrH6qZ$|+wTG0bcDHTKM#j z_0!h(?wU3(IfX1e3W$Hwb#A0g67?~yG64WYY(TAhKF;7W`^8uOV6+r&Zv?h z%H=L*1VvZ4>O*0<2QU~y`<`f8j_z?0NEmhE011qyDp#w%nu9MmZ+`M$6?$j49Z!uCmAY zyVi=OO+SzKni#2Y)#k~_aY*mOfHXC^4qkx1uu;#V`_BWU7fNNjlTR14CDeO+>_jcKHO?qsnPL3AqxIs5Vg2K{%Fl^wKkb zg&m`C|67$)f;&qQL#*q7v+xp9Hfkn#$y081vcjKmZ8@zxwIBzlQinuG%1KAp#8y3* zDJo9AyRKjLZF+=0i80O(4iS}cspCim0Qw7wA-V6AJWaq7^>Cn`CYzJ!wFKx%TwYy8M(92^x;V>LsQ(%GIDVrYLq6AvD>D`Yqjzx{5D7n8+gMUBGX$&{TaPtm<&u%u~=g!K!7~G$$+^gfNAO5g;z^*oQ**@ zAr|5xPDx!z?*dzr2!X8+?~Pi|D}p4?_M*|it3f>925xueMH!&|W{_o=cCgL=JOQ)~ zy)-qTakOIt#~y*fD1C48RuA%-HlFT}WsQs|fZ96H?h=&adspT~uowyUpa7(kNuc!x z5J{!197ApIF$>X2XO|UdTf;UFW~C43w&}{)$A#OPXSK-FUA~dHL@m-#L;S8+I_zC|PMz*jnGI3cB8veY{ zp8`YK(|)WOcgy?9xY$2!*+7hSzWSwdI_T#p{YJqFekzr?_Z+>%l$L%eN`@kQMY^U6 z#tt}Ob+X>;{CN3$GeLnJ#q)7ema>0JMLb#u*kd>(%s!v%<sLj8?0)KUNG4Ty#gbaWO@hVsE1oazG_m+OXlsjK3dUFq*74-!5QNfUFV0m(_=D{)n3J{ICzhDeEg<$NkcT^8I5q z9akh|m`Gv|CvOa#`|%CGPaB2rCt>0EL4t-v4h8HU^(PI=eutx-99l4aMmvZNK?^yL z5GPKFSyxM){vcupz%dB8F z{iae>DA4fM(AelfDV#M{TGPl#b0z|$yT#0u5KT_{(;@O1WG_E?NbTpj^5upoy+$U# z>Pw*zGxF8l<mTwMwY)hUYu%^S&sfAu&Q0Vh zcf6b@WXEr2=Ud(e=_Oh=AaX7tMs#HhW3zlpWr;BGdi!1uwzm3vZ*A!Y0+{8K?c&;y zk>587qxupuevW4ux7kx;ylOV=Gw@&0z9P`b=qLh6Q(K#cqvkxd>f1LQTA3)-We#R$ z6nT01Nh6~X+Ou}NKNZy>MUKWm@ebDVigzR0C#S1{StHKWTr>U)Eu$eSFZ`(zM6T&+V3QxpF9raT}ar+&2bCO z&}62I6!7}z@u?Q-V7BTjudVhqa5_(I|8L{gc8~Ko>|C)T%-ZR#!izvV zp;R$lvX`i$TKiZ2s~sP*<}h)+xsf-8UD^SRPUJq{y7W=&eEFXew_ne_wFX=f$o`v( z{!H*$S~c5asX2&7!L}6lBPv1W#S9zAgcwugliL~lqeqEBNIKq>2_`>l8HkR|KUn9U z(DVL?BCH_`KK)YP(W9ue^|R4~-)4Hd%v4j8_%I9YxwE!F!(BNk9BrFaZ*deMuL zQp6p*?bD$Y(D8J4eH^>!*hTL5e80-&eqvICq3G)?#@>0eais4WRWLix;#IX?_Q41| zhg<6IL=E5E)|M*C6mKH=WER^k=Jx93a1naXU+VBGgR4znaROf*rar)Iu)HXew3vsi z_Rm@()hiVY82_t2SH)!yf*XIC_>gVw_N!Ua-MK9P$T128bRw*;53~*O4aO*c49(KG z(OrELo}A~MGC$fF*H}_1*a$DDWAm`l(RT->VEPckYpZ=|P!J+{9}UqgB}6ZVvh?+$>QJP&!yJVL4f<{nbz)|Bd*3auj_zHy>GlQuo68sZdtG zF{oGNU82+5!;;oTXH|j#8i6H_2Lx~b8HKtsJS@8Q5btVC0npxalefvfy2&m&D83nJ zBX{GJ9f3Vm%x-frSLF`kNGl6(0et%}bGYuK{dbGaps3l)x-fBnL(L!Yifq(}w$0aQL{bp2pn{*aBCby(oX7hhiAW`IiIM|WQBpN?bC)IlP@bPjf zK-Z~T6?9U~F?|PFb%WhKHH0qvJjWnxoT!)_ODGQ_E>yY88cVxBXvgmUrT4@?TJSVE zhy;4WL9{iOA{D-7iYz8=r>OS+6?*A#WIw(`MFVP_5t~roI4h25R$b!4km1&!u=;V0 zIe3xiG^|GIFIsL!TzPR-J~_Ahcn7UsF(AJvCVQ(e;uOj$B(~cH7ZPrLfOhquzWK}B zFy>IS8&^iB+O`gp@L+& z;ZN{qzGk-bkdq!2d*QO{Hy^nY(9OpEAlqDY;uK{U72qksm$aR}YcDSSfVz``dg?Sd z<1V(&d^;XY*!@v;)tUlGqC09n#xWS)s9P=U5YlUk)Solm81uo&@zlQOTUq!-RL_W^ zj;HLIRnz&2;pAaa&UK{OnKqL|7!&$YhXhxPHITcu%p8c6?M^dt{Z_kC>mE0L*;e_# zyiQ6`81t>H*p*=Sq~kz;19nN+B59WJ@n8A^r|VH?nz{V}c?9UFSg)=uM4^NvflZb1 zoB*lnqzV=GaNoji+iY%!H8Kji;l>a3#Th_-IsxVyWC;1b+jf?IHh;7)M2 zAVC5oxVvj`YaD{RJAvR3+?rdQbN(^zLyu10x{9j3*P3h2Z`1C1h0|wi=jy(~tZMic zp3Q6uA$Rz51JgUT*4b)7oF$6JR5-57 z9^(_Ms$E9qQF*G;iE0*?*l`G3OvYrIu@>c7oO7ph_V&FT|9FsN(~bj5;cF3k)8pn> zCjbL8U{3GdPUCbrnGkdVjLRoE28DW}Zvi1V6_!x`zNHhT5R(WPE3A%JbU!o@BX2tu zjc*dV4LgHwoy{p3K+cjNR!&!?({^5-L)Tzfc^kFdpTSENjjYTvN!kfWde z>^=%1?EkTN`vU$~(4TI0uVZ_6)vc#xo^I1{2GRJszf*I74h#B$Tw=3;i~QXd*(xAC zNC52;A0j(=AAXd`I=w0~z6oK8dJGE>>;uxE?Ha!;2%r`GO0!(Tuhj%XiH~N_C z&(Sm7ujKVG8z(I{&ggPchL?`Lfsd67?yYK9!(bupQ;$}lm*3MNI+ z@DX5!;!Hu3K$&*<+9cKhZtT=tNj^|}xK!C#qz+#&Fu@A48^~Jvr-64r%L@Ajo{;7> zQ!`WQSYzuZuv_cCMzYd^d?{T8w0tm^Jl+d?tTl)=LWK>?zKuL185>-cqN0ZN?{nKgH&o|& z;e^+R@Oxu9HSH|owbZgtK;95+sDa^eIpm=+ozB_|RokSsQ>JY+u&f|DKx~St+M!d9 z76UC5^iG#(<~K~hft2!5gJI&&U^%4^`yfC@Aif$O4b4UnkcMN6)Oo1FEz@PfeG`vM zgSs&*#PBWM*Q!&sCTi)x*@?NW$=5$%*F?N)Hy`E~XbSKR)!&MIHJ@5^rf%V{OoP|j zLMhm`>$MsYf3`=xlP>nr%sG5_D2us=38N&cmub9lh;>OoHF-C(?Qy`IafOvYPv-bT z)L(J#AYojgCmymc(}v-S)I{|Ya8qEC|Cor2BK8l^|GZf#bG^)Y4c|CFH6#QRc-1_ zWYw_;e>K(lvCT%nILhh74n2%+->%WQ!W=a~JMGzpOH?|M!~*KtUM|!pIoUGjblbg} zjUuPUnW>rJ2Ib$q-@I+aZ_I*^p?(!8$QRP4yG%xGJ}8~aHOuF7IVU23fKqI$nFjew zyXhaU@`T9jgfCUudAI(vU+JT}bxPZh%i9zsD6oTs34v=h3jS=Qp{jri;{7 zjh;NF2v~yN3~7KRWl6MEPTw9oj7mzUe#Vqc1Mx>y(4Pix_}ib33%Vsd1(qtrA+ee< z<8ajy0(^)qqTAe&m^6BD^aux5o@*hYBkrKCsr8aUvju{{WL$97^!7C!`VlF+QGUYZv+^Sk5IYP3FkRO>rH%h` z=mBh2f_d}1or^>RfWuI_C(K7j{o1lM3h>BmJc>-bW&KPkrb09$y6(R*lbSGrSbgAA zA-F5pg6&62nca%?Vr2M>MZSw7->)m6DsaJ=J6?zY z0`1l2t8$|d1`kjCj4-bc1_H6-k z9aR=eZfg&$U@Hnf<TAe3)3%Q>DO%Eu27F&s1Q3QRgSqYSu+Qn#sx?fS)lL=8 z^$!qfYNkOCVCYz z%LME-nTG)fv2~ridte>sK?)2kZ>=RccuLG{Cumf^9N6oLoXOgtSY&I&M)OF(FXv7= zJg1C6*Xt~2(c#i&8zgBAH4um}xEU=bJ@$?6xxrjuVuK&6qMK#tP4C{yD7X*Ip+G#8 zhhjK=0-R9+#lJRIdm1vj6E&=S5Gl{2V2GO12>i+`dR8k^`fBQEj?0 zgl9eULXncUF(1sRA@CF&=X>H-EEL1t8Ypx4DjW?lz(fDW?-iRvt=rAjv{U?Nd;Vzz zH~rRzXEc?MlA@8G>r~^Ex>~TBbe(hNf#j%^UpRZcg<{fi4Z~L+dV(S`6e+Ym!A|AU zgE3+?42zHR?m4gZ&C8Pd3h|6qTb9v|Ft&11DQz!k1sh@@feES9ch{*KF+d+XTuA>f znq}hW$Uc;SNQ;Y9&WQ&X$r2l|8fj+D3u^6B`Pnamsh_c3u8gQlo2;WzOUu+ZSunZn zVIJTh9BmL|J5LGIvPG|E*zhIm(D`?F{o{2)@zq60WO&7GL1s5);wUOL0-C8)isL8p z$sxUFkC!l<%aLqk(Yn-h3mG^4Lgrt=gURR}?N{_0>)yCxB}3W5?>P48P`S^$o{G`L z>jzLNbwG?!@~vla11fbDQE-91USYs`nM=ZrQozYu3FP~346b&*S$iEA?w?uk=W7JK z!dO5Q?@g6eWX~i~UPO4+lV(U^J^ld`+0)2r z7{2ZBDfPKlRr-Q~)~t~Iv_~r0G(e^Ux5hhaDzQZ7(A)6mWqFmk z(y1?feiUO-q?_;^&spcj5=5ULQY>WAdPdsCdV9kx=a|PP*5su2Y_q+2{_=O?x&ZY@ zsh>rH%qNWLq%Cy~Djwd5jzGOj+(Kg)ICT`@3Wql6-W@UrTftH019MHl8{kg!1xT9r zKmr(qfV6fe^vp>nlaMX) zH2IWnbkfRxV}TznU&>hidB_`uU`%{hFA)1O(?=Z???Gn1vYk?AA##m z>jUSFAru5;ucEI-A=6Uxki+h?n)RLQFssHbV0#w02`X=)22*2hkh+ zJs-~S8KVCRC8DZ<7>$_{dc%+pu)y0(6R6hQ;B&>>7)yer@fpt&%7>efQMM z?-T?0h}c8Q;5#To2&Cq{TY`l;%26`{%aPK9D=a@^f3(e51$r!#QY0Gn>1F2(<$R=Z zxHBVqXhQQafen@)<{1qiT)u4hQRY7MVG_HAqVZO$cA6-fyYPMY(V{X~ZRT*udCSd{ z@hab4jjn;_ZQ<2FKq+8P?FC+8!{xe`tY66qM_bEdKIex9r-C9`NcC*7O~-Atahd01 zy1yx|7Fj^gX2UM9fHLjX^2PqCMu_T)aCGEMX$JdbqT(zv^inGUGK-a?VKIXfU=Ro= z(?%$2gz>hxF*@(gS@!}RF2EY_22eK0F*?}~P#CWq`Ddo32Xz~Bp%P>!!~^oLGi1uZ z@5PP95pq63IgN`HAeawgbAp7oBGKqgFY82C4y22kc8I@KYQP20nezgsbJb6H3A>Ez z{kj<{^^P4_1`^P~!%s(TM@1dKR>$;D=x8$_!se-~dCc;0r*{qXlNm%H0+-37RL}8X z$_)s7K@~FP53`sa8}w#BJ#f|bho0?R+Wr`(u7uEFDAFwIH17%q&9Z{N8qpihPUb)v z3k`npOH=hndcA}Yc;#{HavtHM8yyq;9K^*EtFrEEbx@Hv9D+~qzm_PfZiN9}Tll~i zV;Fn`%BUJ(wXOTx-1p`9SRxP5AO=y#P;ET`L4KHQ9{^aiYwL`@K%I-dO=q0sBk z7c~_UXV~JSOZ+-6&+F3qAa#R2-~xn?sh^5WQX49p}{F)RGpGgfLV_8F%ohY?bSoPY>;x>EMSICRi4ct_OHo%i9-4jb|7h z{r^#{G9c(2Ux%-Nc8T8X>$q(b`-J+9VBME064nf z8rix^+jCBvyQLwU6g-;k<=6bv^~C?AUmKWv&Hiv$`{1R=$&XWGXKwOb zt)~(sVo<)9hB&?|V+Vg`DrBIdT7V-KKLZQ5pO)o*xp3b_*!o$64tJ_y&o}^sRP*3Y zPJzQ&SG!B>#IgxExq%wD{p_K}x_i+M;&(WV!*1%#+3XqNX7g1}p((d) zo~&`#4Mf^R3(71$RkXB)KFfeGkyg8#>W;*h8-IfMoQW~Fh%Iwv5J<&%7xo`xjYxPt zp1DV0n5c9I$^!OK(+Xr?l5wN8sZ3<>(J zu5VRUhCx79K~H43Ou3@#vEQlvBgO)`sHvgx3ZL%Fw(kk=ySf})=reTf0^i9;MTkJi zf%R%&iUaCP#<`KU3iKh`-MKRr6d`=)ADBX1@9B^RJ*qYXMmG7c^PxOH=r>wA6Vi>6 z|NT+dNDv4RiVKABPc7WQ9MZ%x2m|3Z7FZCTT2Xw*kSHrh-nAwUsTRUM!G!E|Q2sCr z7wBMxyR^d!eNDt8+_raOlU*;U(Mex(aDZsXlMSlG_~<<}fvI?E+KW}1pR&v+O})Dof^ zCT-|GW;f06tf<9m0x*yzHTaa;Zo?{%{xhtRC*j~t;*Vw0&hxe_Gd?Xl{h^7P?t%J$ z-h=-pf}+)gy$v$`#Zc4{tU@!ssOTI=BO>s~g-jAS8Jc`?8lL~#ffNm5CCVnz+$~vL zqI$rU=k$j%sZx#9C2KB#hDbl-4Xfh@g5LW5meVT3`&|Y7=@l$UYLkV+Io=1oTY4WQ zT3b!N)r*sor#@Z$X-P_wR6^QJE}c?mOU@59UC8dQ5Apka0!icWd37B3ji9-7IO=6@ zQU&Yi9YX5ew&SVmk@t$!9cJ5-Kvup_AO}gz1BZPtGO`|un$KBBuMHRHNoh_I;R-rF z>yx0`Y5A=J#qk0XdCgo73^PF4$n@fwy2CXAFN1?F!3zh$$?&g@l)W}aEFLVfqZ`e=5&`VV%c+B$%E`08FrB4Y;}di7i$96r z|DSdV_4Gmd_M%Ape6P2jpyX=EC4`X?P$_O6X{Vs_QOsOHR;oD8dbwa24L?tj-@ATK zHZy%SLZ%u*3$s1RXC?$O_}v_3U;go` zHCjYH4(1a!-Cw=y+vR4JkP5GW7Oe0vQ#>Oaa8N-1Y4Y(9TeD5z)Dn1f$?bEZE4#Z% zumAKr(Qca{q!PNkySSn=IhO?+fxHxLd--gzFJ7Lq?9{BUomQD4;{@lpLftwTeoJnnA#C&INE9Rv$#=FL;ruRm;8A~zx;dp(#|Xu-0?l|@$BX&|X2tcmB2?1XSD~IvSc2Smgg+ZWrQGoUce$JDVuq)RmJV zk-lH?!9&elJxA#Hfgk?WEY`<;V_*G1R-sX~l$;4$6=sV!BRHNBoNJyT)H}f9TAm~c zi^WH0J9!=Jd1OeIs=>v#H|-{Ks%CNC!|O!&?R}sqbXu7`c`#Q<)tw|3m{5Gr`^JY! zt$wD);1}T=oQs?61b{|;Qb>N34jdyQavsY$h!s1MMsk>C1p}6xay7;Imnc^8(i+*m z;~Gu}yQ5hI2{*T4(f3edhQzhaIj^zhHQapIYiEu_lKSK!h*+7FX2V!mL_>i60g1Xk zgG-rqG5c&Se6CF4ow4vhp8h}c*vqSZsS8lD#b-HvI6qx1e)LRwGaD^$SS$8at0nh3HhM#HI~2pcNKx=9e(vcPvzGnBF2GcK$M90JaDL(gq(9 zMH-p;KAk#K{u$#`yPFvmAG%eTEjyuLEEe&n4C96hFtBK4GdM3#At?B^n%hUj6J(psHbPJSeF9lC%pIdtL+cXOt*7wh;O3o@`x z3Duv!MToB?Eu@`(`Q`A^)%Z@dPIe6|;$5aO3_SN?aG?-nRpids>g-$lSp>uZ* z==A-sCx7Kvx00p#C)Pfc*mkrx*wM_aD=F)J7^6c6GIAVur-p5-qdWZAxAcH|ZmK+O zBBc8dXI3C;0|mHK!HxXXdP=x5G~a>v$9Ep@`uOHew$i8W=IQGw`B+sj$B$d9G8WYS z#Efs54_5#QW^LjM6HC(CTI`mkId?nDGo-(Zbb35Zkbs-5E3$3T=*|w)Rvro>{8RF< zOr0z8ineASZ{o@hlrY;xErkoA+={zMQt~ogW z1ep&%jcx?xeGgdvT&t3WJYf;7Bb9LR9;kg$S5)&?(k9Zz|N35y%LzPKXfpdDc9i&m zH=xIuv8Y_3`$E)&7Hv~#3$J*nJQB|fB`h~G=F(y zz0#Sa#8t0FQBqWCzNaTh4w{GUqR~%g{_I3;aO~hH+{HWs$Y3|o?oZb?Mwe&b+|~t1 zvp5%-AQtuML4q3u?1w>kHx4&m{^!Rn0jD?g0X2m0BIIiuY)hKA&4;ndCRFU$g%Bv& zjc7~KjkB4}&ImlqpHP#lrar!Ue5h|kLvI$eUa0Y8$&WN>CZQ2NG$sc(?G;W~esepA zpJ@GdXb|+Hp5-hh{`iVCH61U(RVxz(?r52 z8g5aA59{@1R(H5g_fmC;8-zLcmr681VB1H?bKZKNn9B&W?qavz5ldfh`1s?mFQ*Q* zJ@dh$&)qdHyCi~X4vzT=(LV*lU^3KPPe;~y(8B)e0bM`MU%lE$>aYbZ($+J9^Vx)7 z5vH-s=?%{s(0P%~V7Kt31s*GR8DhQ$qO#pVj`8xJ9=UY5N8IhD3|^SBA~u244Wk{>j+yN!C5>0#LnABS{~crb!UYsM)oXbiN! zxM1$6%)_S^_V;Q)5wh5^;**+ZhNsbvbv3jWo4@|hh9e|!eDkbUzSzD|FXMSysrGR? z3m#-`?Xvr4ygS#~r1(AKTy%zjFZLhkJ6DkKaen_dmh!q*MIq-A}pzc)l{FBDtto^O<7XbeaSTU}K_+z7gK z@$h`e`*PdwIFzNN3kE_Qf8*)vElTwVTFTk)8U)qU={;$f3KktuK?)5Yz>-HT<6GCC z{tYki=m=DnQ#h%?hM^03EsAv?9CW{u0cQMf1l7b*>ox~FCru@9;f9t*e;!A9FT_ow zNB&~t%S96x%8Qw&lcxX_Y9Qh`@HUCOf>d({rf7R^6SZOqTISHc<~UWeARR7*(N9_? zv^cG({vfaH`|rq7@4}W`h>E)8gpF7&2uSE9+<&8a6OUkdWK#j<$Q}ayCzi$-tV5?>YoH`*C<*wx}Se84<#d)x*(%w z6Lslo+q-uJfW5Ove@M2}NSmt;u*dz~nZ3Lyua6|VN_Tm`liB0{l5cT5%GkmEWjbg# zNHj+n6QkyzQ|1Ut5ByikACyppp~E*?Ab^~R>-V|naS-cQ#N|qZ&>L)%@!$$Ct8zz) z$#9%e1TUV%OrW*kTkLmVXrN8%OU!ccdZs*10W~6Sx~L3QS?^rrTq(8e`a?lK|A|U0 ziotg!{sq)7t^SIb5BQ?*a8r%udr`mWb?#-o<4yrB={Au3MBY&uB#9kk1gEav$&rot zYD2fDz&Omzp)IhQZJw(0-wYzf!DKf*Batati3!!{YKe#Bra}w zP0q0cTK6V18Uzr-%E4jfzFk1?MAfLO15cilYoe!=QDO!3w+s3srQZz!x*RUx*=|uB zU7L@kwzkq9Ikbo!k@_2tGVLD9uyH&s)af3{qWrUy!*|H0tzXZwF>Z6K(@d{(#ig+B z7YPtTvumvF2Y}(8dKNhr4=u<%v$`pwPALsqBYnJPfjts5UG{zhnBm2qkT}iZ;^uk5 zq|eTV&Wv<%2kY^PLUiQuj-^rDho47{r!E3thqx&CEidODKO6afl2fzjWP`G`oRa^M zZQCo#D*hdV^3gKi_6wO~?fe#jCtdlN<$x=kGA;mkK1Q1#)Ahb(d;frlPI%r*Pd*>f zHPuND=Dd+QlOy*+XLnD~mb!80h2CVH6_zp1jzF|2Bz})vu0$yzPlrqw6ZGfG5Odwe zdLs}4`$JRj4;_R&VH~oX-P{)|<6WygoYSiX;r%~e#<#KM$kZ2Ny~hA(Al+uaW~VVy zOiM2@2XoyuSF712Kd%TTzH)*0qHP>4_#By!^%hp_6gX^I4b44&*9cD427h zqfO4(LfqHVPEZPq-7TbCCTSr%<~Ph$f;wgQJ5s*ttClETV_O-}P*&z2Zo6AMH~-D9P}{-j2(0uVkE2{VD3s4#rUa^ zY+KUAkAAj7ycGTIE%luFb^7OU0u;^t!Xy7;l}0SM7$m0vVA8nEpL0w>PA zON>>Z$i2YUP~B5Ln_BlMCt_|M+>f(-ergZgH9sCoHRhv`HZOs?KpYWZFV0!hM9w|jFCTykshokUY`O*CWj1h8w{D>U1Kr z`Yv} zOb!nah#tz)(|q(qG0V4-gk~R{Zj6A^FDb^7z{~1t{FVop*5d+i@UCuyZ{n$>CE&zc zA>$T_8=mt6(R@62=v*(wv~>LxLAfjZ+<-ENoGctQCowXs;((gVmPW49{a!VgznWjX zCIxt9n|d-gQ8)cx6l;qLX_PRxPMkj&$J^sv^?R#;F0j&rEKAxHYG4e4yM$`k?7^ls zhuDfjuDF(y?VZ!U4uCgz>Wk7L-sAEj2Assz591!!5g)c-s z(5iN)!3s&QVYK`rU)ycyqyGyNnRzzG0uz7*0q#e7_2t6(jbIlEL)1(Pbb%6+e3CRB z>Tek!yVKF}K+v)>|5V41?&URabZ*Y@B7h5oel)q7WZunq+$=%fEcDB`nb95b*j7A&OC8#0`);gjo(AigL4 zo-z&Tm2caA?&T`y>+O|;j>}>MCKRm6$iyutKfX6P5W1PEc`T^rjyt+t&N)gFJJcRQD_E5f2NY#b65f+qnYAqo8Ne5XRpj3D;DlAnr2qMEM6eC6^GQM zq*xie9vhWkyTI)gn+Clg@dAB>Q5OP`TkTtKbk{NX6q+*1R9D;qFTLDXC+ZFho7$lv z0KMtc*@$4si;#*<%)xVm)A79)wKengJjPzY(4G-)i(&>!hzoT>CB-;kyXP0}?hk(=9s@A_S@#44JhQ&Q;CPb*O2yYNsBT(xKp4m80DH0f zCC=l{onWTTj=(;Nj>F+8hZ-HO5nN<^I3!E1%TG`NPcbwl2~A#USrKu4bIn8o4nP6i z4vU*WN|u^fkb26XfErmEz*+T@AR?ZZkpf`o!jW=?Iy;)@jIX#Vh_Teg!8?XyJ^^$RpI$C z*yc;_I_1+yU7>tuBV``gICE@3QEgModyon)PiA~RZV%iZ+&)TJO_Y51rteCrP1Tm# z3@~g8g+Q-r-FPi#iEuN#NA+L@;@n6v1jlp68?zohCI>&8jHr#5bV^u9gM#x zTP&ohWxBKU@gcs?Gux#$js@?q2`p zl-NCB5??NLnkqiR1PtT2Y&6fT>m15ZK@(o#e4odCPRFMMEe{2w(a_rDzJvZ8FRIUU z0nUKV_RW^v#@O~{kol>)FN_e`p{h{{D*QqYw!aQL{sJD5UTqAZ|rkcmDLwRlYp+&jNUP;p29HDfnB7(FM+ zBHZ%Wed?F0lt=00{I&82m_ypb-E&{ne#n9$w6$qi6N-z{Z8@pZTH`Gs1unRZ_!S?G zzPCRBr>?>FeYxTMU%S(9+rYliZrOZSmlNfAiJiL9I#`nj8`M1N1!!qYjHm+~95}6| zDCr_*@a*M9Xn4cDcMbYieE_Y+zz00pMRg>BAgF4O& zS_{L9tQ6pNk!nubn#w80R1+#VX%qP8C4}WwmMZB_jG+7@-`dBX9C~bt_yyP2pCZ>j zs5{mvJL{MU>6)r9segTSp&Z_E{UK*An5x&&S+KwbjfJ$l_fAl&0O+CW@$*q8KdeF1BehfX*|0>J?kk=(wVWX^lj#B58v) z{TkZt?|i^7g%k0b>7-uSo;Nz^^Ph1 z+2s{UP1$zp+^(!H)HL&~Evlae-u0en=3*klF=XvN+Z3C%GQNDT|J~y5Bka_&_u71< zYJAL30Cy(ndbg4+2@3jR2feZ$au$|ojWhDl)j^qmZ9+DWhaC+7KqMsg9wJGko`_Vm zwerm_%@A*nVxfxXG!e(ge{&}KR|$UEe~&A@t~`Q?|{5 z+u^C_3X@2QQ0#-E3UzF+xxOii(qI@r>%AOW!K6@1m`peuU8 z3Hz@=;s?OhfIt?L*|A@nH+lBdT6QhA`WfkEu72g)2fKTI@Y!LS8_rSmu%iZLc~@p@ z-jJQ6V45hd4GI~4zvV?9Dk&&36IfH~3o#DGO+d+f)pIR{ojeVQJG|GsiRj`C^e15j zf+N)|M0oHrg}O7hlp~iMibz=n&wv29!pNrC!Gr&!-^ha^`GL=VxLXDA_3bV*$?hDb zDA0J=rvZh{9B;E-x=4h;rYG=XF#|L`PHMgBrQdUkbL;em3M$w&!f-&fmuVf%(RfAH zd3u{WoZ4Qm?gJ_NjKyEm-li8w1B!xC?gtQL<FS=-B`N1K!!q9fuI7vlGyupxWk;$kCWsVLSZPT9&WmYITgiWXJ2v7z z*y7W>9;Mu@2Bnu!VQiVmGcoVKDJEXmp4~(IC2|bMH=psW-R%O^QZ>FH!yjDt^i}*; zWwDoa?I96gbxxL{CFlrVD9{e4g@&Oqe_IcG@HXwv`o!f=>2wvv_vhq?-M#cN7Kn{< z$m{1v$45OGyI7$KxhZK1%`3Qj>9c4SGL+`3i%KFFvti#y8%{w8`-JY++}@5ReLMF7 zVEXT-S!IixQt6vE{C~b1{U6%p&H;EFbh13i)U<;ZQrSZQ2kofQHG8E^oJ77iP7I)# z4gg^!_vTRm*LU6dP+U7vbR!a-ANih@$8;ZFoDfAB+{Tv3= ztV)VLRtsZk=M0(WN?u%Dt!mYwE!K1zy@G-1L-tTQ%}@wkP^H4ho}ClsIUNB}>83Dy zA$AD)$$B6);ICJ^sU=!~W$xPha*o!zekwC9sG+)9{S2pE?PR|piXk)8qgxh5|DvCu zU0aJt{*d(0`-#Q{u-U!I!tZ^5cX9{njb-y80-oT>4iS8#Ys8d+iqVV7NsMyG6h|d6 zcFvt9h7sl)RRC>KqRYEa=ab6FnZ&u?9{nNUhzVygYJY-|q4c}MUc5riU)ep+3_9+2 zzVRJbHq_cLe|S6U1vp(nOj-F0*=e6N(1ft+RT>oRmpPRGZ@SD(cCykX*{;^RTXV3| zMRW4d1K{vXJov!Jg(f5$-U!RQ5biy@IbRC?xV{?_{tk7E-b{=+8W)=?5H!Sc*${kv zN?q)f!fY%Nn`|?W6rGt%NcE#ehRH#&+=I88+?Csi#rLNTnQfUZwQJ=j1a-o*ajRjE znUv6z?e=qK#B1ZvozOm&odF6asCfLOD#I0To(ddLs<7zpDJ z^SQ2%`c2;ozw>~oxXaXFDUx0Q#1Nm^Lm**p=eW6LcIEd2sS%4V@g^w&xUYVKMdnH! zw^BO-o>%=iDqCMk9Kr63h7oy^5jz6}#$ofe1EXx+YwHTL0C4deZl#TG)hPg}xmr-? zsx}A*RyoX1>gt)xF)^cTv!dFmi^Km!EV=$!%Wq%AD=3yKTm`mPV>k;9G+4%74Qp^t zJW~ByjiT*RTzY0oGS<_TpMsQyE^WBJQ&6`dPNn9CMyP-#v_W3q~>2s-E=mP-{?VA~+sSReiEV0iBu zWsP%VR~-3Q^)rvTvNHaO=!-VTII9FK0{S`Rp4C;|RrOD~Is~3N+WA5VGPeZ_-ZmN~ zJ>k*bmYc9@voncZc-V;P)KK{XtgvmXZ*eUkIo}6owO5g?@-2OTVzS17ZCD+_Yx5V? zTbD?d9P!qP0XUe5ub4w4;|#gvMMICi`lL3!7j!Xj5Zh{38tZSA@*1bL~b@WEQ z)GkaQJ6l`ul@KYE`7nUhxIJAhX_@>V5TaTqn{_+7PW3|hL^UIGd$)!_?vHtV-dWMs zaCv*aM58w?@nY%RNl$M=p(P?2H0F2stPA0%QU-L8v09Y&W@h|&96ShIA}bQk!twlw z(|FBn2N=7bp&}J7c}1LrJhabc8roa!R4OfGck9?}=StnMsq$w&MP)>6#vFKv5_}yXe|d{7q@{PsR;KPYOoucbs3koCs0xpZ8VD&GtX%HvA2ig5o0ou)Au zR&lHF<4?6G>)_W2C$uO-k-V`cfWw%sA+N&;H0w?Hx-n%CyaPTUEQ~jxQ|k5J!z+%$ zO9Z@WtTNbY8JmB9MIBvg@QaV0Y|J%we@yXkmhul87-h=oM0*AVB|3{q6H<@ZX}4aXNGi1HK=J#BQe}9P83d z#weJiQ*rK>D>zZBh$bE$JY$xej4c&L580rC|o1* z4qCb(bE4th3OHC&(idhoAyRIZm9Tp`LJC%?^hxjO%}}Oz!i%-a=wWiaZA{tnl*{hP zHJD8+Jv3?bSa$uuqv|_^U6tfC*d;N#&V^bfTl1eGn21PFe#SV0Dx16|j|-ue$!uj2 ziIzzy;M)aIv3+RRqMyizG~S8sj9~kJqkUIc9M6d-oy_d)=qI_1EQ7RA9P!0YLbY4~ zKr$W=V)REXFOZuTGnZ_@_=8|Fd?GKR^r2EyQzO+1WK8?MqO|}!9~3Br(ggT-s<5xe z9cvs`ff;k+!RMPrHy{OSG&H3vQ(gHaf(-)B`!?GjOCuEa;X+11sRK51E?!>1 z^;ms;R>Wa06(f!9Z5BZ;L(KKV_CYE;!foER38r*u^UcWehU_QXS-&KWvvm9FcQzN3 z=x>^puC}SA65x9&23zu7sO^-auuV31-z#D#)^#@lyAa)H(1|g^2&B%W$6I2}4kScR zJkdV~n|-jjfd*kr-2dEB+VEsvx-~w^T_k0S1Rv`M^i27+=UvGn3vV-^WO|>U4Ymu$ zACarDF#b;5iTgZj#WF@0S80^5Xn+FVe1+Trr>YGC2h_z!Mq%UCXG$Pl7g0uR? zA2hF+W3wX@gEhe4D^vF6(^mQ)C+~q|r!Uoj1iT@1?dgmhcnHHL4#BgjVUX}0r-hX{ zu2;taQmTHq=%`%`5vxDb(ya$YSt+Us%gl&eiu>~f2&%K#RXMnc9dtG@07zB7!UXtf zlXM>U7oD=d1meR!);8uMG$zP$GJD-zy-OI&>7X_)a@2ndvbB!|lh7`$sTm^SO}&!669-un@Vj1ykr(fq>(37_wfp1)a+W{j~&gWU>_H5 zM`#+dpLU&v>YSpk+gy|CD7w@{ZS0rdMwEGlmCzI?0?{k`9&fV|;FFSzTbrP)X{?Sj zet*Re<8r*GflH$)Bk1K%^xX!{wB~|+rKoLJRak?|ZI#WP-Nisv;D_H;q;sS%fG^Ft z9%YpTkgla&*$*Yh|H0(*7XUw>+5c(h+ox9ye*gsDPodzmfGB^ha97Zz)=I>iXX zAb6x<5b(hP8}UpJhh$8oD7afg+tJd;WL^H3WyRw2$f#3IcI5IdD_Cx5IG5`mz*zV4 zzG7>0(*@SFJ0+5kjO4(+j(s2**3*asUtUZndAN1c+4RMZ8q)A!k|O;oaj5~jQm{P@70q(1~{ZOSHmuM3uN_mZC6?9#)8|Uc}@rw-w7`OKU zFM!%MYK_9rPpJ>lqTu(xegCAr{Y>BlTWZF?(ii_5s%xH-^4QLyf=OonwwsV!o_gWx z`Y*xmC3SOeKjFL#7<1WO!m5eogo*G0r|N*F7=Kak@~w7Nu3}wE%D%wTyD!!&u7ZN{ zHQ<>j>@3OOoMOQ_b^Y_7~B?@@B3`&$r3NQri(0S zKW}|C<=uLQ9MA}J2-_ZDNsBq_3!{QUNomdJ{yvvSt4t{=WjZ+G;1vuFHZDUeW7 zVa(&*P#Tn*jmX^a`+v24WmJ}3x9&p-2+|-8N{V!slyrl1gLHSdAkr-&-JQ~nw9?(( z-Cbw#?)N+A&)I+W82bkU2JqbLUURKAYh80*w%v@+f!&@iiLpkRLJa1BsS~`<4wAJ0 zH+&gI7Cz$x9d7{izBg+RcD?_#;`?qu0Ht_M$z2X+k2Cn%A9U}vQzLUVpQ{)oJY;b$ z{){-|@}@aaEG_ZRSrpml+VRzjAmtKDYz&`@u05kNG1dF}F($q>_u`o!Sq%fA$x4F# zs{DuFynYlpQt~^ymI!ugL#s3I^SO+zno5yX&t5vX|!0zNDPY84q0znuY7$NJ6L znB#BlP_E#;Cag$}Dl-i|X%R>tuSZpKA9QE$k#tUX2IHqbXGg@2{yu>R+kCZL^mx1m z$)$gxH#yo?jVRwMRE$}W32gO@^(_*G{K%~JExU~XWkiGI)pdAr@eobVY z6~}rV?o(K4+~n}&s_b-x*}pcCOhjZD(5%DP2{^**GqK2Q?XaR3y;M=dfYSFLDN1$^ zF|UNxvn2IDLjoK)1}<`2;w;tU^hzo$wlPy|`b0b5qw|Y9xLKK&ago@2)|IOB@NRn; za3uBP#`1{T@myeKAU!SWK!=8V#Sy%@4)?*-f{C`MWp>K=6_P)L39mnR^Vs5-!LA7M z{UrInN2P}3!+f3c1|;7(_`_tmuVadv0v6jK&K1#P!}IR>6X-JhiFf$&0aSxXvR*To z2d0)bN*_qlbwjD3O$Ve!4ho#ps~w07UQ!|y9#D4cVHXMCx7i7J2)zxvJlI*7p7<0H zU&SkK@43&xC%Y|Af|^%7M3J}H9j9Z6t$+z<1WzRQTB>pp;V^LGBLj3U6>XMPB{P8S zZDJvJ$5QY!9j$rD{O6qzSA>r}6$l(u?em2zO3eVY!bUsx({3n^>wNhm+{9VM_$sfD z4$UFA1v+yKi~K>MsFM^M@zNvb*aez!KElBaBzs5?WX(ZAq|?<%V+BnP0-c#hl-9B6 za7}U!`kxmz=@;9|f~3PSHSp9gY+!@Q6+e>cJl*Ig&+vDYEy@SmcExM3yg)Mls4k@z z`1zg?5nMC@B)Hi92Y7V=cK?I_XbEWu$-+Z{%r0mC01- zW#zSE7BKdk)`@$7)hhk3@>hWP&s>)ezT)D#aQZEQqX%48P?;1QM!r#>$oz>e^`#RO zySbBD8$W%t`3dpdB`#1*!kJv?Pq&x4`r4?1$HAsUy$D0QEH= zbPOShRF6C^34GgG16mVm9v`8R+0Lh9=(1~khM;Nt^wiEKi^0> zgvcr^h`yxDphc3ROZwhsabr5AV96zqq+>Hk0P{?sVDjn(ynzZ6m)W00b{1_4z2NDu zKzS)Cgf4$YWH?s))F52Z@hJcSg)lyzz6;#)`0vxL=j(fEHXpiGS)2$f)xAG1vw8Zu z<-#vVR41$yz5BEej@yIraiTN=4>R^V&;Ch&Z|ZpgPLyQ~eEk|?*dy+rW+WqLcfTsl zP2`C(Kb=W5ut7oYY30LYXIw1^8Yy0d%B$>-60yC3c}{|YPKD92@nN@{>>rxUZRE+q zM|R$rZ<&N!!--yuUm_dXzZ_`I&_OZEl;Sy{Ou$P zVcTJPD1>dnb@sz_37mFKX_2Xu;SVi4d89OVK57qV93k4R%zkF7gPALS>y7kj2eKq> zeqF!nXE$u_vL`)9w|9LJ0zMdZY$MdiqYwjxpySsln;(b3zqr0IAaEK|1azp)XWuqS z>A0XkAKz60CrrK>#Xq!<-(hKGpx=T9_q-u(NeF$;8VVh@rp_E<=dQvGZ@vK5^2@z5 zk)7^E!^L2+TJ6xkDZ3XH%z|vzVQXuiwQ~;Q!hazTUY-wJ>i0XK=@qQ*V3MI)HtvC` zm7^0bhM8!8A=Hk0`^9Xia5n3(ap0Thfe@FT2LgA|H!T~93PN9k*mr_=OigX{79SZ* z?q3+3br*^rdY&{_{2+Y)J0_~(PSzs@C5wDj$77TIX)B_I`YX7VU zv`i|@N%PD*CqztPrD5?0V@i|H4@Z-0XIW`$HoA|<^tDn~wp4R+Di;TeWXZQ`OX92D zWVOo!LO!VYBvg%D)yg^uOOJx+lpv5L+X&!D5F4xz-67Vg#(8=?P0!G%mj3|dRicOp zZ(JBcm9=A}3-BYajxZ&&l?KL>b{~QS@{tm@6?!R$1hxi5y045YPkKeWWc9xUA>tP- zHB55vm(GL-zt|!THn@xJ!{52=689>`uqQuBJ@fu2;O0_!VsglwD>a3JfgI-QUw8O= z_+J8Z7NQ_VrqFQOtulYzE&JjAs`hK0_4xVo zjzo}4VZ0P2eXsOX1;?|L8tmTa%#8zKj$ytZ&FSAl$ly~!)B0S2Lst^A*bk=K`lz6A{MqMdM2J*|PHpP3?aiM{~%K^7I zazf~GnD8eHzKzvA7WOa)CVLWR?zmHaETG~FT0T=v4MrO5Rb3e5DA8WA?CPLtRV7O6 z5ky>l{{qLWYs|z&=9SqxA!L0vEL7}2F9Z6UGr=$%PlMEVk&jNe751D`xPcMaLmNqy z7UaT|ywnStIN$YT5!@bN(GlQL>YIY1OG-E`_3v7EE1o)|1}Ua`;NnHEOS%#*I2&;3 zSoGQajZ}W>%V}1 zPcf9(dzlJIrtmRJe=Waqnhiuhk#X>OnFaW2ww=eN6RV49s&G?z2`L9*1+mUKF5e)v z%7+}i{P@x%lL+-Smci=p9)$bH@t}C8piEFsasIJ>TGQVH1*~a zrrMfWG@Qu$=2L_0y}hdvJI(Tmuo%H+1jVr*+Ea3*J4v1i@+b)R5ZRok_SwlFePvgu z@<#IU0uXRe2%|ptJhy;j&i1kSuqHYkyAO1w`2ZXuZ`H0r2L%{xWfJz+c=gxa75I0d zR5@3fu4+0;_g8A2wUZv=U^*0_knn9&o7l!C8e&F-^H{qnKF3tzKk$H(&jbK0Q0I7@ z<7$275Evnd=Eqvap=UkQYNyPtsdUqN_ZW)P;`RGZEp-t+Bq4Uszyl-0`4HOD$tuJB z8V_A=B)R6dy=CH^6s{kvUUG(EL@_&MAx%)W)7P*OR_l}CuDWG^r29ooPzGbYD6_U0 zRIdIr9*)s7BKbhJwMV)1eg6zA{3SUL{v3YukjvJQMb$~T<8%1chgd@^Sw3D}!OowZ zN1mSX)v8H@_9K{$3YZOgbZK=cY;;X2BrMNPm(GK2o695#lT5a&sH({Ih&vK^-a~V-`)`TL8ohNJ z{lTH`2n9?AIti~?M^0JDgHjQxLh!ql0w`tkFr6ET!o$PMXDk<*31w8Cn()tB67m`s zMjhf;zr@mSf5E=VQc6m&7`V_-&Ce+_iq4Niv2dw1IQJ1_i3}hMGDS0$7^liWrRTmO zl_qAy`|@siXz!8mw4!nEs+wo{1rw>06}TRRXOk!o`w_}Udg0wk!@KiHM3)c8C>tbN zqD?;Xs}y14y)nRHfY#5on5GhrO>3NwjYqAZP2y@zbnS0_C*Y!CkD9QhdeV?7Pfd;` zk-G|ZR;E1$fJ^?>sp3&g5!#XFXF;uN@Kh5Z!=s=Sk*!n1MhgrykSY}=q_R&Kh_RCJu*4wXz#=OZQ)vk5tHt_(4J1xx}o3t%&;9$PS?d$zGK zRmLnxTR<(_xAQ6{1^Zi#0$EAfZ#!(2isVs2uW`~mnTQFW($n4%{A9rZU?Y(7m|D$xlHl?cgm|T*d_dDnv<01VueB+-#(rE$i_rlSeVWp*q>t zH#~)BI2K%JmAqe@dTNWq%-fbFQUH~KmSyu1JnRb@N%n`-^IW^KT5RX<6J(5=>h?ss zL=)9|%xl`a8XFGo8Pc8@!rb<_ZPpoZQJUyTc*Z(0Y{_R%j|RsOU+XJdFK_%T2Dru>n}XHOcb^`sF+!6g}s zZf#4PD-BW-)l9E&9=^odi%aG13JBtT_A{&QnG5miL$ZJCp#Z6cvs~KqurZ=B|66*`v~kx5&F`Eu(0j zX%YRRc;a(-?@64o^9TZR&3J3y@HOR{4A9nZ|Tx!MI1p1k6zgNXRyxvDip1G37 z@L~FL?_gVhkt7f!Eg{`A@9JtW>|p<=?FE(ga>{wd?bgJz2lxRZt-U)F1B0q3p%Pfd zJot3>uFU11cz38O)wJW21Hr(>UucE~K&80b9Q!UF;9O|@Z(Q+_FK1&2x?Ko3Y50zqL8siiuBp1o8u~{o-1I3Zu9lFzv;Ui>jh@Ldii@;8F)!-Tto?TQ|55$$ha_0Y zMYtj1ehGU0{7S-Br{7*<-pMJYylziy|7<3}B-uDjJhJwu&J{=J{!*l>PBYW~eo<84 z`Ym(JdD7QijXkWc2o*!u!`%89geEW4LaIR%4Y^`gtcp^y#JvMVKlXnke49na*U#On zpTC3fPxCa65!`mVt1t-1yj z?(a6F^4sOzpdh=OGbT!xSGj4dL}f=_+Ae8rLw-7j2{7Msa-^6*Y;sOyi&B1sz2ML( zDTKbqo!PutTF#k)qVZ)r03-~g4cLF$sVu6y+TQywe|S0*p>E#OEThnDDaR;CN^YW` zJY1JYf1BA-qEq=;L1nkK%~NsdV!`Bcu2uZ7pwXmt&-^;AS&hT~M{2_0`Ax#K59t^; zG(WuPXtq0BvFNTs;}F5jZTib*BZ}Ze(e* z9$SSXpMA6BL_71Ss5I|W$FN?!jQS-T_^0@tGxWk~rWneJLVdPRk+aI@RTmhr=y>k{ zEjsSUlx2O`8{>S#$D*DEgF{gjdzImaL+U1Y7cV>2&dL1FXInVR#N6AEo2M|Pfpb3J zpgXC*7QH;ErOU^4{nDDiE$MJeXm6{C!Z|Eg;^#e#K~QRq&X+gs-vIf17J}24Z|LLJ zf#$tz#;U2#IhnWvzeH;{dpm#1FKI+lQ_22*#?X2$of7lRkja~#Ku5OvJh&`8cs|@2 zCdHepR&!A7-8m@S-58Ub=*_m7l~c|9MrvB(vtO5Yp-q-sFQ;iK7moR_0YM&D@Ew{f z%ZGVK+@T|PVn{-kDD%kSC6+Lhi?=gX>TXOQkV;D$;p0Oe= zr5$y55LAF2l5bJcvFD-N1HMpaseq;*VW3@L3K{rOdi_NNP1sTZI_ixQLK7Z}BuRD> z>E7Up-6H)s?hZX$NQ^HtX{u55AooDKC399q3A)X`m%mw>X`V!*1r~uI+R00*5Yli~ z1oXVImyHV%-QA+omNkbuC?hXSMNF%@dw3fTM#{T;D1OEcch~M%U)i7Z<=d3>Xs0c` z5XAb(t@4L0&x=2~G!X^kzTUxgVb| zRN@|L6t|Lxzp=8fbLj?Vu%~tK38zN89+?5BH7sX~7TJvXPoj{8ynR0Twp;zBY$T0r zWBV~{s63TkfB{RkuuJ4;G6Yh-w@~6}`t9~GPwUH6uJ==s9r337Nyfn3EY4oNKD(sx z(V59{2$>?$h-~CMQ&}1CPO!Wq&pIJ)+Ea8Y=j$)1}jF%yR z)&mjzsCO)n>gRIPG3Qx7zL!eQpUe;~#?_AODS0r2!eO~l`P1^6Q0vfp;}I|{1%bT} zg_ijH3?%b=B^1)w7L+j=KZ^u`gQm? z^~WcuQMMFPmcl->tmRP}l0WQiVJ`JaEe5 zw|8*E`3l0Tk>=qckIs`z31orKFrWS4OSIDT*j2x-kZ@$tu}Dy$1=O>B)RoT93@;K5iSc=R>m~SQZA^tuX3)o$P(PW6Q~H5fTy_$^%*ZhKCKsz&{w>0ZpDh$Foq6_+Q!_myt$l>D*#3o)c~UzGlL zz8;eTg4D^!-vPE#jFM>bn2e30QEcMm?|%F>s z@bC@tB>(->YoNKzwS*=v-Ta{!<+mfv;#$T|U}$;#v5EC4Aw3ZbOSQQVUS zkloKybdY&bC`LBGr&q9YT2`ZP-`~GVpFU;&`o-+_f%tn|Tz+=8Fb=&|6ge^p zpVq_e#n^O(ffHaovYM@uuxUC8JUu&8UlAHdG`g~VNBHzmre`Xc#UU1OI-e2J8Pnn!Y^zTzIW-@j4gtHRyr*Z=ymf7=*QGju z&C1#|U&MEPhe2+%dvlt0ch8kwcJtub26|43XIMobY%;h!QLG!3yiyOx!-IiT^y-HN z&wmv%kalvaj){#`R#wi*&fY{_d4X@Bd&4I)&&srIM{>Uc)78@jzmV|jBriPiWC%~D zu4Zq|O#L4V|*ujR_B2Z@mJqseoGICf+9%-?w%V zu))^uMz2}NE@taZ1QF&RgtCMieA`w6OOO|{FFk2_wO{@Um1Fcti4ENFNgHGfrUmsFK*5q5U@zNmlMMx(zUn>_p8bYIdPXR6--E^Y>7ao@a zPU$ou6r>{D0piDK(a&bs$MAh`?yrqzIX(npEee5cFRu8(VIi#t3wc9`;46@D(_Iko zH)L-G8nPb_K?s-$UsJ+g1-Hag9T%>=v#Kp}1U|F*UK@Aq?169)TaV9}2*c3!ja$11 z-e!6&KBk)Y1C>o7dI&t6wKuTpv&FA3x7A#LLd-!AqXr4QjQ1x1_JRN zK!ZR*AeMm;1PDZr1y%t3J?Sk38UmSq1@+HI>M+Dvu1hmjwY9D6C?JqGN-aZHJi5rB z>%}WJHny1Tu&`I5G~f~8%8KB&b=|P2uRNe*n(L80c4}{8rqX1h#mj?>5T&T^rM$Lw z3Ha}a`?H~%=3yts^LMQ0)ST{E__tVuyomIKyv*JCxw)d+jn2wi$-F~>1~1C-R##WY zOEfu(`b^~kijiOVOS)J_hTQLwtl{CjtxM>& z8%+17E4V!_E!&vBp%9Jwqw?iXmT1zDkqIH;&{yTp_VT!$W~X`_av2#J704v9?@ko` z0H8c&RaG3@! zvAUm|Dk~|eDOIq=(`n{<95qkzAI}^(?*a7sIlpXV;x`DczrDTv`A%M1VO5nv$ZnJux{SMayYxr*wzmW&Mezn!2m&SsMvLCsR^Y&9iB_5hd|Dk5(zs z$WgB}7ODHRSFBzss+cFM49ro>!=)xNE~5Z&GzyE0s~T9Pw3=KMVBlU2kLF12d3mn1 ze|5iFaH;mZu|Jrp6tkMEQP$B(E!C>WSdlELH0VLu*xItVI$W6jWfWSf(_9EV=RJU& zel*bWx={8y>B7-ybS`n;pU$W>8QLw#OZ`>8+Y7wNq|KqUGGGx+pB^9F*Q3Q)?bpSL zxa@^7c+J`U6KcI5+}CV5rNNAtx)ZJzJ%+NgvlC`#HJ+GQjQbhAZqF+Uh5P8V>V^%C zjBaekvIM{?u>Se;hhw4DZcP*u2gl@ZU*E$Opd#!ir=WOoP9Kkq$K1KTwRLCX@qu`( z+Cr7ZX7K}3Q3y&*e}mKBeQmQ&nO(h>@kpk~t4AH?q4Zz;&huOs{V`V`H~3I9M+5N z?Cd<=ot~a5X=@)msk+mGZ7~L1hPb4py;cT#dfEE=`sXKp{VtLRSkm&Fnm(lKg3059 zGf;8|j6a3MW18Ue2AU{Rg}EKCwb3;)HlD4KBaRd+QZ1Y83dPxQZroA8MS~cOhvBh| z*H~#f?T$-;Q>M}C-TYJmhW16Zlz5y2VFr2$3;sQD@il%K2J3j9h&*`#72|v~R@VCX zKC(yA26g}Vfg`?*>U__qNvBN5Z3BD3=jma0skJqG&r4EVyl$sSljm}$@u)=+9FKKJ zZZ@+~@)FHjS>Q`$iRlYKnq;uBuzFW)S+BQ11opU=Cznu1(&5~ zb$YPatZ7}VN&jOnH|0~y9Q_ZP{c15u0}sc`ef5p?^>;ixcew*Z6|-aoCtl`3eH#sC zJr>31)L1DzE-Id$p3O(tJf2VC8+#HWB3~OEcUD_lGc!MeQL+$kigtE*$kYv)R)bbYi{%XBW%aOyy?bg?rgMomqD zEJ1%bvyH#sLqd_XUPVq2OAL50JfzMYOwQLkD66YKD>I3yySTWxZ10ELuN!Qc>K{LT zfkVd6&dekY$7hoqy=b)&5fMpbHVUck63Hkormfea$HvCKfzbtCr;k$)eHfGb&Bl*v z>jiGBr50^Fl3JTGpk;HTo@9F5kSU-WIi%lVhTsBn%&a^ugiptSP zL02I3Ia>8!ouGIsDV9nu5sVv~l49k4v1&F8TCmJV88-i0tCo=HMJ&*@^F=2>z| z%0z4$6*Vm{!(=|M+4IANxmN`2{m(z&pY}04^78?`I8>mRCv9g}0mKktHdUHJO;69> z)zy`oo7;_R&|hsaB@J}Y0N{p|k&posS^<8Wbn4Ivj9o8b15@ujO z*ch6Qzw8WW2(=BG@)Q&loV3c3{{+V=32a!0-EnGzFs8GuAr4@S826^iIDk=OCKHQb z1)|tI-ROI*O3Vc&#tx3EF|Z;~{64@0uJap@W=l}Au#9;EYFcCPD%}Up1hsQk`V-Nr z^748>b?VC|bLyiIaT_8cB8GLWFoGzMy?Z!olN8dOAoLC8XL2&(ScQSunj^PNBr$J) zwnS|I&R8By1dr=+y4$iJd>EL3%c5J}Pkx^k5p1!=zu#%Xv)!NOdk1+>@%X(xo4sah ztdgD*o`v2+?9mU-N4MkQ{ET!G`+!!n`$R(~UAf^OjM$$)%`h-9`lH?o^&c)YmeBuU zo~yAcy5eQ=zIQd~zffQVmL^w1PL4x1Z|r#);^N~qG#vvLcDIJWkPkgtEuJ$?=c7`T z6ck<0D@T>)$-GQb;LK>ZDm>Qg;Sw7arT0luaiCnk<9=lb*L_?I#o)823GkjE(B(+D k|3hEvf8d_|uYKgk$IA0|o;0+U{drOnBC^7zAN9WcA5AU>6#xJL literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/train_close.png b/assignment-1/submission/16300110008/img/train_close.png new file mode 100644 index 0000000000000000000000000000000000000000..efce494fc03a80b7d587ea1dae9f7c8dfb20f56a GIT binary patch literal 58475 zcmeEtg;O2T_a7Pv?rwnucXzko7J^G~cXxLP5ZooWdvFQvE)OTT2iMmn-~QUpw4Lc6 z&>42vw{rK~bB}(`xe-bVQpgAd2oMku$e*RfRUjas{2?G9H{ss_S2(6u{{a7ZoFz1z zRqafj-3%Q~Amk05?XB&ctu4NhxtcgSS=iaKF|skT)03GyJKH<)GBMfwj|Uj-9L<=} z)W%wYLEhU-YdS$dpc=j%kR?LJ77!3SOP|F>)Z8;qvOK)8ZeGASY;C_daX(9Q`un>F zpfd&M=2s3KhNxHCR3cP1THbuct}JOJf6(zB^l*G9CgocC10=4n@o_YWT_C4++c zHB|dc%ysW>(3I0_>}0~06K?ovISe&@Z8>c+`zrnJ(vz;W>KHzd?CtO6U1Krszq3Fx zXC`t8SP?WB5wu7A|9|%XdGLRegNbat?w;r(i<7msl(8{6EQ!Oz-GAa_0Ij=NT3&8+ zvDs5%362hlfH;Bix;ryDn939AK>8;1o#uW9!e%#dhrQHZ#^=So#A%*`+CoMz>@YTYlt>A7#g0*?vY zo~@0B;OZ>}mH&5gJh5~aZ?g5o-ISD-MMOj(&pYl&HXbJ2N-8Tq2?^zx<@h8=F?Hhk zGiW#2Ur$TbTh7xe2tNENdAfGzH#Rd<)z+rd?S4~C`|o7?=Ym9#NI#pJaQs(Sbs&Jp zFyCnTGo1JWiYDNQH0%qlwVW>_(Jc7KHBq-ICT|E1`JDkmJLBHq_t7K*1pYHKDhY{+ z_{;{vQ%$zb8NkokmxhLhshOE=Flgt}c{%+*`raDp`vIaFU<{}AQa2o__f+Z2SdLJR z$JO2^^Dm-)zsnDQoRs9ZSEU7xsYOct*;ab0MlS_EJH>YG0qOp7vv}17eu=x=@Dnm$ z*Ecl$P+3_yH#Y|(0XaG{LQPN4zP5PUyfJaIT>s)nSYQm(gCfg$Vzj<3e^PF9yTM7# zm-K5No5klkmqaJ+ZPbl}dJg~ADyO%B|Bff_Og2}%Zrn3EIhs`kG!rjyz7wziC#nwrmD;5#t)?hjRK z7YM{a-S+f}_WlfJtL8;W*wkisOw~w)PsDGsPymtXFn}-848F<%8!uF7 zLh#>j29=bJNZ{&<%gQ3o7Rm2a`@L9kRjVBw0~|$&dWOx1ezMGP>#L zBmf<8X6dJJ#Q%{M`NbtCu$r*NUEJ1{?HBU>HxL&ya}!+{!f@aOZzJD}1N)_Lc`b)5$aZ(I{CTa-SmX{Pb)&MzCNM zyfC29d1lMk1oUap*&W2qCdi?Oh`HvHla;b)kIV^BI52ru)9p1zpS&;iH@ecBi@$!n zrsV8+H>ri6(SWm*j(NLDWC-hlS3(?1^>q6s0(7Mqd44rmG{y7){F_$!};b9 zrTHRla=t*~(43?4_x+Y6O;DO*-k|q^-<95`|K0s#9mSG} z%RND$zdicW>)rKJA*483D+IcKAlXNfh!c2Mnsmq%ept<*K)XqTlQ!Mfe%L%&G(tQP zG>ka(Wsg?`Z*t}ud~tFdXayF4 z1SouXn|ToGzjqF>-lqHid}}>sFNBzGD+>JhI^WJJDhI4%VmNX%8GJ{IxuD;gAv*&g zL2&4Abe;dMn$$OoE;5M>2VxJbH`1;J^BN-FwB^ns7_&q;lLRdJ*qJX#s#o|ePLrNs}xM}pp*K;GSSlAvF$ z0(yL{6EKj-e+D{`$?4K4h+=gGmRV35P_XkZu;6}{8%Yoxs-!ZOp2u!d?vvSgdPqLC z2v|Nxu)_?84qlX5_wWkW%2|0};yo~h!+NNiyu5&&IH7DQ5|7`G8HcmQ^>!PAU_bEd zU00h!NFbT`?~8{~0xWN@1%oR}jdfp>lT0#rICP&T z#QTc+iEZGBY>}6dK?n&6S!*B{LHjl^wr_XfzSOb8h5wO+4u_)k{u%pT+(61E$IOku zeS0=L&sz`$!Z`GLnjJmK*bJRAI^Fll@C!R6)US8yl_@k$IG zPOz^6y*j<=Rgf4U>0Gw{X<)Ig&G#dmB;R~>bm1iOtVi<>@ZT#)0aoK0Ewbv^lqW_I zSb+BDzoTzHI~n8+xBw#G`z?C?&dkq=lxem`IFLlV&eV;Kjm9P>pFEcXr~JY>4aKf{ z#R@2#cbbX~?Vh2U+DYmSo%*g&>yE1i3mBc2dZ|9UHM@*|L`!2OhhGaF-1)%A*QTG- z_2h!U{k;!`FFF7kuFeL;DGQmJkRU1}Bg0iKhxW+rN@=~+_{{?xcX8(ZE&U?T!@`TJ z^&Z;1ydp4hvbNDiZs-TP2wH2JZw3^~F37IS1pNAfM8Hn{H~{GPyEY5mHXOQg(od#+ zds(Dgb96SR>uGlN6x=w*BY^M=2m>;Bb8}On-<5rHya-)mG>EcLtv^|%+g4Itz5liA z5u4QSnPtQK3Ykv5V)OZGazC6R)?lT%;z7 zDoap7EN>)Tb$ddh0&heT-B+2&uV}4N8UPQ{kP>j#d#q#(*d1oAYW{FyVXqol^2HLi zqICP5#wiiKuNqFIp?F(DpQd*g(QFfBDt@Edb{+FE<>)XUqJbgAFV3!_dM_7y+wLSc za?s`3RjN;)MhI4rFw1DPQ{=T(!={{C*;g@%jCDPIE_^Yj8yspB@#6=uMYzoYr2{OJ zoJ?8LJ-z!Zd7@_|Q!Ysx|g2{aVTf0ls_&q9|kaJ<`^RoY;VM(f8E zv-NuI4C_r<$@eqco0lyD_lFI$n0oBX4g+=-qvLPv{c0ZKxl3sV^QfJ!( z*%QM;2R&FYKpe2p2R!*dT~5X0D^%jmRv|sYG8T)Ln-H)P-JiGvhE+h5ED{TD&3zFN#qji zLBONcu{r0}2b%_rpj|I8y`Zj)-dS`Oo7z9y@5Rhj1s}L6_4ZLXsw{a4Ntuq=PWa?? z65pqWhtqhm;~ier)A>%9VYPUT@aCvH0~;Mcg5clW1X1Qka%_uaPn%U#rmdJIs&{Hs0&Vvh@vdaEDIPINCGI+x`pVLDkVDfC`vRZm&q$nYYS>rl8g8yKD zDYO-mRx~&c2zs-g!m{dUU`Psx_yl^X-#wYpWD=R{U6fL8rO4g;x%cyXSZoB2u2d@|h9s2LdRU4Q@!<8&sp988!>E(YR@mEZ zo@%l6iG#;nJN|jH{$RL08Fqd{`@|kK_F@rN`! z`h0_H7v$c4AB;opZ$b!!2t`@hTg~8?a}hR2;=+89X~?uZ;#H1jLoWf@2BD zPc64;E+X5gxeZNeRymr3z!maygITLi=OSW^EY^lLp~dc@yFp7_Bj=XTqNG_zZ>LbH zEKF}NdZ^jA$82{b_IsngKEC>xH=Mf~RbAqOZ(az^EY~=0KW2u6yiORgWgZHG2!!%V zuk@l%;fu#lVe+~@pbLu}6u5I_wdsSfXc+r}>>^b~%{&|BR;np~T7ssp$AsW=1}8=xA_C#kCu@9q(o*V-QvIYx79A&URD0jPCq&GDSH!4q)`1%zwp9b zDU!$ihs?804&F7}Q2u8$&Do--ne{=vlczf}bUy=%-coA7M7GTX3`d~^Y_2G&@o=aQ zf6FtSHYj;fGhDnazB18o+J#1pf;dAH&#-_xYY08WxZTAEaxhB5U#oV`~1qjI#UvUEq#EFJeQRck{$N@M?3Yref7#EoIYu9X?X+WIaAd$@r?Gt@~g zQmz%A%<4#ul}bM0Gg%-S1)%tOafWF#9EN8e5(~cmlE!p6vOnBw*zzd)V$9si?7TJM zZR9NnHR?6?UM2I{VkqKaiq-~_Ap*tE`IsP>h6bLrfXlIkmA`Zhjt%mg$=Y8quGw`lw~A<& zZ=Y6_&FL`+D7R8-V&psE6gmZLux~)2KfszTCG5TIufKr|zg}k5 z@h;lvBrY&$bIyVulb+m$P^>^gJ7jQyb%*5zS@!DJZGJmgG{6qk!bS+X8NAkNMCFVULXZRousEnK zZfB0pVYfNIM1v4ps{Ax6Z@M>4Xl$WK;ao81paDPaie6V{x#KE`Twuc4KIi+k6>V*P zY3mi6@Awfqbg&^P!Q_;~FaA(5kx_1=8fH;!B%CL&>&=5cQUh7{HyPy*|79U(7cU7_ z|5OuC&iwo_-WJvL(s1@;TGP`(hn#~; ziH`!5f$YxM@iX415m$AJ^+QB6C!k{NY=KS(hhrScvv0AXpUYNLoegO`v0;lr#2zyt zwHvKIf^=Ee-uh0mP?DV<9BXb4%AoGeEN!0NWl={Fkrd|9r#W?gu|c%#T2DK&$4x^w(MPfg&5s(dw=>P<`Y9kxFq_h zc|C~X-KuELn@YeZFX75))v!25&oVv}nfvRK_8D%(wCnm$UB`X4a@~}>adoB&!}y-; z5+gt*qZ(07xRgZt>BTCDso8GlVyifWYvZ>;P(d{JTFS~QfbBe3{PFB7c|s;j5a#H? zV{^COUHlU!{u-E)y`-SoX0hCKM0>l=&i5gPob{W+!Lc-g1{#cPG-fr&>00wcCGm|X zi$WW`(M>`8Y|$oZ=^l`-Huc-OcCdZ#D0f`CnGkMbxQ&Tn)24%vwG~qi&)ieRTD=nt zXFbhcS|sh&wfpM0647-Fp^NZmL}PE6lYT`9m5jzi@~L- zNl~r1qO#${#)-PiF2JP#zLwC8kYcZHQXuU5vY-4lSTF>DtPW7vtC@7oRN@vgl!;JQ zzsmJcWs53S0L1QePz#-uEY1Q6$Pq#*F?&YnqsW0)G@MP@nK@;xsLQ4@WjesYbA=|X zfK%n_ic(dI#YJSBkT}u^hf88}-jn$&>S;-3Ezp?DWW~=vr(bymp{oMWNzZXDtlVZU zE@`j1PUPhyl0#83$K8a6o7kw9%a+*&kko$~ORnKyfM^I0Uo6wz1gtW;8rG=E;RD}{ z=W&E-_-e*M-@+4{C%yS6PF+2|b-wuE%O;(dPcqRL6Sz{P*4cY#+L6;XrDS z{G*{-p=sixjunZ-LB7KB)ZH~#i4MdAyoxLiyJ6$N8_ikxq`#ay}d3g;%| zPKc51evM(zAqB}}1%#=-M{-F{7;J}5xk^?aV{Z%|Odvt7>;>{}4Ck(@<5ibM zT>wG|Z)jkrRLmaxs_!$;7KQytsocgNVT(C43nRXbg*~%YX^d(|zDB%ip0{`wWj!bB z^)erv;jPRh`(x7-197|2VcI!|`wB&%|52otT^SF^Z3I(mzUw#XO`>X_|7l1L^N^*J zlrZw0*$B9p;b0?=YS`?OS6vIOVMyOvPS0 zMw31KI(L%W@evzGvZ>@Vgx>h5&!@YGe$wu}JcOh)15JnAf3eB|0s$mZrV!GQ%I8N#A%*+3wy=iir|1ficmU?6>g3rvY!3{TtU1UpYQ{9PF z5!bqCSKW!wpA@UUc+kZ#C;8K8Z1eq(MLiiUqD0~6MDcAr)s`x6Vw0Gj^TaAz`pkUC zD_JcKwYu_`r&cSuEV7RY0OB&qdrUt89J5c(y8C%yB-;~w=YIeg2X3>pIJ@`M^=gE! z`l65YwT3T+_WH}W)4wOksq=K9gmLH=rYsPe&1PdbJW`$btx=>Dy^*RAiMC_+p{i;Tt$NTTs^X3JtelRsJVt%m_& z98e|*KP-Tg@bQ)?@PKJCE*yEm?X55&fQBYWYMbe*<{O-QFG>!eGt3x#t|z$-4L^nx zsh;eBQi|#G{bhw#qYO;0Jg*b%#v*g&OD)|;UaRa(>WU+5iU=Y9!@I4D`a7cM__po? zwWnv$ryGjYyA}1@dEb)_L1`=)ampklt~1bn&Hli$q0!9sZR5*E?boS=WN}E2A8h^@ zHdtC-IztDh9G^rnLwGvNxCXVG+3r?<>O56Xt{6GRlakCGOvh4u>U8vP!mNtZl072O zj%GWJxUD*r-cU_^!k{*e{!AWO9WhKih zcvQ9y)_9wVeL19v9UM~@wq5p9c}1i@zNkPXH~DFG_eSYRz&*Xx-T(>JP^ zKnv8mDD>oFY4CzTyG8A_{3R$;ab+ql4H-L(ttesRG*p)u#{g>%7_Ma@@tCgmC(YK| zJ>H7EgDrv0yqch2f#-DM6)(RWIG>Lk>-f8y!K>Wx?8o@NoiHd_Pu3cy`Q4Y zNHw!J5+C+M*g1jJS>LS)Wv{@`&-5{}+?=1k6J>A!w=Y`^O%k(zTYsg#lBI;n=&`o= z>1e0v>*h;QTGKoukxk5Nqmv$~B~VgI-0eBPl}S4j5POdqSdX|0{8g~g5za$87^ zx`GiQG43Djds@D_b>UwA3B*(y3+6|9OygEUhI)O*ukFY9oTy)>pb%bv+%8%xTxK%j z`k{f|7$XlbMq^2E87Or}iv;lo%V=uiQ)Su*?(W!jy|@B3$J4ixEVJ{$6r;A8-S3vb zIOdKY9#LEp9f67;1xz{&%5V2eO^jbXK8)0X!zkI@nFfFwb1vKcMF&^d`UZ$%5n zv}J24O8&f#PiUV0o2R}dXB@E`Bq_2Wr+E%7f!im6kSekJ!Qp0KlV#$ApMh z`3h%tMX})VZF6htbdiPeTtQ#Vwv>-j8|%RTBD~>)Qvv7QMu*o3u8io-gONy`qWx5uGkovy2r8TXf{j^I5qr_P*L*? zNa|%Z1MP{e1+w#B3wX;Obz?oxQ4efBP#rwJu(v>QlHJU8F@8_Cp%9r88#)LxfB90EQ`M(h?ok?exa zu-CSw3O5=9O2isA&@Hy?t;V|k9RW`57h>1Z9fgdJIOG~#JW)+Nv6FzN2;)R5- zB|2E+GIjKLZW&a(M9{xNH6h9>A2GiO@{fM~P1y=s5A@*Fx;r{3C(NgXcyfa?E1`DTT-`u1D zuIzl9b4H>wv8AV}u8ZW9454WS-=Y`}Afs+{-!(du=cEeQ5XiHeA)VaFyIzLRo#KF* zfNDIjG68Tk-F1i=!V28hid!msjIgb^yROPxdN)xLLM^L?KajQaC%VGfuLyb*#Q_9!^}{lc>;_gwDa z_4D_8tBq>+^Y^000G7jIGzNuyT1S5(N!q=h;4ANb8aMngcIR3rmd_sc>3};vP3tUG z{t}4ruNth*ITaj1Y}N`gh`3fZUT({t)*$V>zT~1BknTez_iXz@eDiI|II)wjxW`Vw zX87V%X70Xv8(pLBa~k@uwEnXajy4d@0ajhkHy6ZDE7Z5{P8K>TST)HPjbCgJ!nsR^ z_3BV<$epCws-8FTN6VmsKzA>->R8vEIT(HYF^08&hx8Lt|1K`0GflO&W{+EfbpwET z1ago=gtWk))}5SvChHjX{9xE9gtJxAVJer-$q)3Bv+**f|G12crpx=6I+3?FAOCv-tYS`F zmB`_WHThsvMS;7``0d|T*Jd{A+;_-HRI89e|k6SGZl+kvoZ2~S=bAfe1XkyInSA9qCJ`e72mcy_O z^HJvJBE!kYqbHD0K9zX*J+Hs6nSQ`kkDo+lm(?c{5oY{oya`d)KE(8cQ7Al zYjw8~M489|%=!)NpZMNTG<#|)&E*E+nw|yZip0v;cop|50eS9S56qD!pZ&j*KvrwF zeP|7s{mEi1DlfgJbMZR?a-(ZWp%@#Ii9x+M<1oSR55$MfS&4{gc^Ie&aoZDWfGtur2tA4*5@ zy5W~;P!_gFF7V+cPmaGOcFxKFyEwfMeY=JL>6meRL9aUkSifZsCrU57Um?0|W_30* z#y|`@Q0r|)Z~lUb1ljukpKrNoYwzo@}$B#k)e#2lJN z8%LSB)ITZaWhc;)0TAUSnbGs9Z=bkjl{9UQ`+}KPrGD6|D&_&ysocFhnRi? zg{bl&@_k=?Pge#I&G@DJpJBH7mYR}v_P=H(Au7y8$tSM0=6gxFtxS_=ShH0t(n#EO0de(L z)L#wkt%!}%we8V<;?%zISX9#HK?>Q`6U?=5$z3I|O77_0#l1A9(Gv8>GI%>aQx{e0 z#YkFP;MfVT8Pa%+@!9i?Hq>TT*!Id}dqjr4c;cA+QOS=H72ECW8LYFMVtFp+PHTAR z5~-|aOKK#@-Q87v>P1}J&arT_oGPAdm%B~$L&0#+a;3B*(wtl=z9492_sQ|7WNLuCG)1{SM3J<&`*!;1C{Tyo_Axn|HLk!q4h!~9slj+ zJKD^(jzwt|!*02zX=E>Wm3#w*VV?8Nj9{wNtE>BFgnUKR_N(PFw;6*qJ`Uq6RH=DI zxF_V2YJD$Yw;ouhHS|v+nY8z1YIo3n;%#Yh;fF1Z?zNy%sCq9T0It z#6FPpmj!`IG=9G?C#kb`C&ro~7W{KH|3l!xOf^C$<8*U4g14_rZ=|0yTa)}mHD4ZD z#U;i{(69em5H`m=t5MEqJbrkr=+NTt)O&PyVd( znRnuyn7=PV8AAFOGY2oY8!E28+b6>nZ-rHNQeFdW2)6W%eM$j&M~iodSK!au;acpk zo_>WXX>%kixyt}Rdnukt-mWAMT@o6MH7X^(U6M4McpC$(LL*q=YFt;)BB6Ud{Uorx%c38tg z2}LrDlGcyI=~uGIpokqEx3K2fEeq)oekxGqB$*^U)J8S!pPy^obrb2}SN^7i@Nq9M zQ)V^%MHj<$w{O48M@cAw=7%;Va=Hx1bU#2ODN9n0fHZUKG;YR}UUV4aei4n4p;+ki zG-H-yw8`-m?x##gdWy^Lafx{a*+$Z2Y9I@@T>fA{wx19Y*AKW9KNEtK37gttNvESe z0CUXT<|!HsTW6uuLG$E$D?v7+tAs5c4!(0oO6SsXzK01d3MwG5eNsForaEk*%&B!C zH@9;A&e1?4vuFz^&!hS5@~xxGXfArYlA!e5ICws*@r(LSsdIm$f>~M0ZWX&NN$Q}! z-o<-?(WFpus6M`uf{a#}&Nv%+TFV%hj|}QouCVrJ)thU$$*h-QW{@@B`;KRHzvAi! zVm&`MkB-~)H?w%$8-s03v;ClT1Vwabm!{)&Q?o|KFcktD!I7Q00X%3^FK4d5(p34W z4qEcW8FarZI|RO2-TUwPwxou$*cFtu4PHoEE`J^g7;n4zuC{8<-_65HvafQY`|bG+ z#<9&u<%{-2G@iUr|0Ob#vSrlgzbBMwdLD5kl$cFx97EHO&?shd$w=53@$m@4Zv;uE zf0@b$L5%L-D-wd`@&q5#P+~4O`J7&^=i*%s&hMopvfP(2*IR2?JxZesGOJagQG`V2 zKH7g;2QyYywCd_k6n3$;`^!o|+?qtzvqIO;c1%kH2W*dJO zg*v1aWQo7fq#@Ci{Hgk57Fa0?C7#)ND$wKuE(;$RR7gpom|(Dr6K}M`RKdl=^RQXI z#eO1v(l*QPMD{+v0`j7R^xpL^w>}VbY=+auN%IBX-<=pHPUXq{Z!yIJ_!$9x!@a^{pkgz$}1huIG+#0Nl3PvmOL1Li%%c~yGyo|9VT ze-t_M&HJ>?SypwKlc>r=TgpN0NP3z-Vf)B)fbZU6ox#py>3j(^T0EKD3V*-i0ybn| z{e?Udd=@%TcM*VFMs3|6_M-9nW3fWOYwJ`L^wc^!{CG(0?@`v~`hdW>F34qmBvw+( z+MqoMq4O6DIosQH{Lx~L13ObGicQ{1QIqCTNS34<-P~P!@S$kc%DSb_~EZLdNBSWqIVIweSc@E$e;Sur?_6 zo^W z6{(_jP!hznvMN@?!c-{Yjvn1IhPR@DR&5@An(p~hTsFQJ#YbK&Eh`Ir!$XX1Tuf~O!cSY^o2_w{1(jz zcdE>--4CdqTIe5B!c@XmR0vln9&8znMDN7{y>#d{Y892KL3RR4S_H^L z6MB7N$@v9M)XH&%xw#yC%P+QJC9XvtG$g8sQfI}y6k(7zmz6Cpt3(O9wCykAV{!BT zBMp#+#O9Rc46UdI6f_anV(Aa37dj(EWkMX526$$4kwyvzPryY?IzN;SZ9;}sZoGc$OcAgxJS__;<4h&_r$4mA{aAQ5P)sE5N29xwj^Mqy> zK2sx1^ojzVuSe@4{nDUy-8JWr8^>z5rRO6H0t3?HX&JEE=O6CvbQfvb+yq+}7dz59 zTxg{#G$v{!qJ}yi_gN~KoQVZe!tv~l1;i#x#2tQjy%V#?_4}#ntb^UjZFuq|%b4ze z45G3x@`%{wU;#iGWS)T0CdT?ZJVk*Vu3gnVXD#1qXNkO`%7Ek8u2`tAB2zxL09>>G z0%c|rv&(W4xtZy&JTq{7`xv`uBfz=B%}obnWN(StTZ<7OcZNX65nze%0kqrUR1pn@ z6F@rPU_(jYGPGG4e-m-LE>AZUl7$$lkT@%x%@y8ODq$}ww!empSjoxJ{OMqW-M0E8 z7{;o{R??@ew|incfOd)|B2f{z~*!MKD=n0@1^1z>27va_>qf z3;nq{R^f{iHV+L?a&?Gw z3ijtDkw<(?deEi7;G^BF`Ff7rS&1iqQXkNwjshAW$*ayF-YP7hv^wBrnIz;Kq-qh^ z_$??e4%u*Ic`Mk7gcqKE(m!#OS2;6x{T`8nDG*d-YkRG-ggw7p$hh#tHi$sXVgMMHjy zk8;~eT+V19)=-jmXnrIA-l_tR(?RI)%s#G(W4P3OazA02sO`@fp{~?vrFLb% zW)wC);E=N2gHEbqfzLLwHmL`+&e)Q~aAqO8hy{jGII#05t^)~@2R?wMCkNsd>B9W8 zv+i4XPDG@fE_+g8*gKb$z7IwWlGSNOG}u_MX0|w0&pvoI#E@=|-<%M0X!Dw-B%zN~ zMK-<%h{{jJcbE`U9W4Ek^?G#fA)V4D46?27O$}x-*Fgq$R}2dkWsk_?tNEk_ED*GP zKSuM*!qvO{x!h)(nT@SgF0+%ZW;e?fWrHhIY5LpEmJ)ug!P$FgpovWpAMg4rr z4>98FRz1mClC@$Dr>GE^5Kq~Q3EMn+nsd+Ma3Bu;h}O2VSrKj~r(?!o0h7n|w#n&R zxAoFX?upu4E8X>Uko7qgfIffscwksa6ejTvpZVpsQ&|<;Uf{|ei0Fxozmxr>{X;C> zaG2=g5N->@4m(xA3Cwndn`o9iwvD-g1A*B{gPI*4HH6I(Lng=IGuejCFEk&4f~cfp(n$O zpIVPv+bmVX?QW^TKn0QLM@NHT-V;*RLOeHbdN5_VyqvZ5H(g5vY!tW$JthDiDOt)6 z$&&rviWP#W@Pw_HS(31`rr^SB97{N97&P$ir-E#ln@$n6P3JWI##(moC%XkWIZF$0 zD8nlzh{Sze-KTmDvHp#52K(M;Bf+b@QH(>krJ@0`P}3Er-_{fWWCKW;dfw^D$MK%{ z0$VZVXlSEph=~r}6>V({Vqz^ty12Uu=I$(K z$t<^8gE*YP0$&XK@(?n@Xfs=RlCMn-Jb4_T_DWP*j)i!W(k_;l=1*=_Fc0I`$KXDQ)=%+Ghq@&5EPad<*w1R)_f?5rd}%isYMC=8~9#^eiK zoCoaYf8G9kta*C2LcGY9%i$kRc~?bOV6Tl$vEnGrXkX9j!o2wUR9}K?8X)Stg_V?{ zKhsOTuO18KT4}o72w0_TVIad_$^}|>m7G6d{a3@Y0uMjaE3}2)(gQlE*{+~}H;8yu3*qTc85i#xU&63P zHw#*&L=x?BgRqPG#X0mSrLjur-7KV|*rVkV{jUX3cBF`yUFOYE5p^9XCzHWk3W0R% zF`a%=wkT+}L~9!H(ars#H3|zJCK@EAV%e7|@A1TCGHBB$#!Lhelg!UIC%_q_Cr7YI zPZd8jN7-kNx~cJooRK$wOz&S!ZyE)WV7eQ+?v*^}5_BfS)86Uh2~w<#C>sFj{wgEa zZp>~nrgC(;gb26BTVpgQb#*|riEs*szilSg7Y=>w3+qqKo*Pq z1=Am8e7sghgX`&?czJbaL-suww+FY9(IJUn2vmC9EYLy_Ns99<>1?d@27YzHeD$S^ zwA>)r9}Nime&XBLoQ$WpUf^~tGTD!zJE*DL7rfi3Q^%^~jci`A1q80Es{FHRFlXg9 zd&`sS$e0D6D84KZmD*q1uIZ<^k0#wY{P}(<0(!7SwBlw1)4q0GWe01`z>6xrnL2Bw z?`i2%r@c!6nCu6eM{axYA!$xt+QjSg2Mf59wA)9E^P#z;?a!azVG2r9Gu~D6uc+zs3e$w%!p*CkgQ7aBzFkL7`AZ9JCmr`u-Zy^0#IpHtg#|JaI z#N;yZtTTxHH-3tB*2BP&0-%!8x*?@%!)dhIdqDsK>3TBWwP=NnThQ{HB-fLO*FQ4(MdS`{5yy0M ztQ~1F7aUM9&=mvPjRhr0qIqJV`-^rB##S3#hU>gDDOS+}S$nRi`}bPw?;DPp>*@cQ zG@dMjN(*C8Oi@$ZX&bIR=R+AYgMP{Jq1p*%#^qup89Fz+kC94Xc+Soc8f7{CZQ|Hr1G&<;Fm#r749oaVZze`@(bq zhoa5n_66cdJL!;(l*yT-xSX!i%OMIq)5`F#&yV>(caQ7sbMQdYt@!0G19r8zJgcl~ zKUvuxvpKqr*lMyt7@4Z-7cS8Hp3nGzg#sDvl5_c#x)Y-AH=?dZ)8Nrfjxa32cf3FWcB*5IO`C1OBlmyqu=eJp9aD%|hN2AjJQnr1a53Uk|9CaNDbg8l zcuD*zU2bs9%G$%)?`dq^^x4`#Op{?5$U)~rNs|0|KRg|p;z^0ylXz*!{d4($jE zXCV2|-;L~?^2ti;Sz>1p?SD&daJXFia*5wcF?ByOw=MPnHKXk}9m_pvo@Bw2Pcv~q zx8vk-;*Vp)>+MhqXZ#5Bc#o!bZ)Tbaxs{6@@nCs?q{>kp=o@EWN5$67)mB)%c(Iv& zAA4z&iC-(0;mMkFr;yfj~1OUX--F7(9PN3jJ|--*c$6sn4m z0wW{ojPMHcgt2E@jgB2$R`L-4<{v$f z`sg@V$fbVOEXGlp6F$$>cU>E2>))+>ulQ^^gO4V!{K@6<6*jkP*jiEfG>GbMSaex$f z+ExhRmB^Xay*=M^SD9T2lh;?P#r@5|7lhDb2&(0|_Q4>hpnznno zs0m-p**i8>97=w1hYPQ`@2V1Dx4&O?Wwu>w$zB$X#v4qc)wJSS+rEs=$dI7Sw($LE#YrHcUhUGh1oc#vBEPcM_CDlgg#qbI?%7OUhmUYqZ?q(j(TIbA?h&vwjO z#NX!!h1FW?g`dZ#7IkH`?Z`SKuh?=r&6Atv;GwCEL;Wiy`GqC=&Ne)yUx(Bmr{r_x zuy6D|P}a4)gcZogLYl?=$MrnmC_%s#j2t7s$fETZ-G{yXPma<@c5|%b;-8ih6GpMw zLiOwQbvO0|kC&HWwoj;mI)d%8kX#uu@Cc_rh2g@wQ*3Qb3RX`I^a1Nu>-l_~!}#VA z=vYvc6%2?+28}@>vIOze8{oEAMt*BrlGQ>avmD^qHF_J>u%uRg)B2>g?A9ZAJZ1~= zT&dU#p(h&&dk9^|g(tJL_M9r{iKh5XzLbd<%H@8Kvn|Y+4imGy=6-OHU`_Zo`3~^` z$PYQPjrlZ76>n)ZwH}i?Z21r1DS-y-2IZnVgB%3^C5t z?z_H;J<3{i=KhovE3B(dczN;iWY`}GWb=X(w9Q!;gJ^#`qJ}{x7|{>G?~CzyF?2ay zGX7@`Ktu>)$Pf64cmYYLOI^*3hii!V!@N2`Cb89B?KlXxCN;O_=CQzeR`k!aR<3~D z(RRgmKZb0ljnap=R1*q(ic+uM@6+Q-IWm1iOif~#{&lpk%YW~l*OrMRmjZVlRqqkl z)4vR=?LQ5IuZ%)YL~ex)QV}!g<)`t$%~LJ#n68X3|&N)5p3hK`~cHMO07LPf6(z2;_qCwbb*4+fILhl0EC}b{ zH?;J2By9|w`PDF0c-)_-H{Bz=S>wVIh>BR$TN4@0Kz(=Z6zNW0=G}{`T-URl`wk;L zw=7$P@1`~Qa_IqtC$45CUr%Y)=Xq}uEYq)GqbiLD0xf2Yj!g?8Xvc(qD=a6A*Cv@q zKEscxBZznqsYlRTuPOh*_a(XSEY|#1C{Oga+%np5MyN^lMlWFp5o>AWUExz}G5t|G zlvpWvnVgE)@J&cG80WhyQmxs0>?iWE4rRM**S0^CP|3s0>UIkD-wXJLkKvm!{{=5> zsv3C;BLn-EFs^IrG9R{ZRY<$2`zwKp^?HozG3~lcXQcNkv{hfD{q}F}pG-iQIi{)H z355)XtJV$8KGHh=yJL3U%nkXvtAeuJE35YAy=npC2D#$-MOLKD>NB)!63rFH>9Sfk zprML$U4E?3v@;NlN;_|xQT>d(VPm;nA8sMDc$iM1|tRXj{D$H;9>?}jv&=CRteU4F2+W;wXV3OMCnTIeV`o&>~o;Ft#h6#@a1l~y=T zA4xRvF97MnYP~IEn7+NGFnOv{4lg=TqxCo3kM0M~sZZtN)ugrh*Fa7=m~U)g<0${u zXc6nvgo?ahYP!^!tcm<>47s7F%AT7a?P*49cmeZ;X5t&$&ad>N&6^hxItB|qc;fEWgMOL{n&d_ILo25MI!JwXDYZCXRZ>#TwOJ|d>3SvbEP-=< zP7|w}HY+Xb%2j9i%WVnuK=ZzYE~iBHr_U7hoL5!F+#7Db&3sL1OLKaRh#TgY4F7dn zwTV9@pKIBG5_jsimYbBET%bjxoDS&C%&nQ{d23~w3Op!ZH6Yd;hH2AX*M5E`9x9+Pcz zt>>G;*g4rdkE+{Co#piV4TC^7>u zJvS4OZ25ZCC68iF&DI>%n?KEn+tZ8AIz@w3$O|(e`1sc?LG+KbI&KG$RD1NFz_fPF z0iJMxnKj@w_ACXRO*Dp?K%=)c5mry)=#uNMLJ$ZDBidA;<`4hriBAukZu{%~M+HlO zN!1Z;|LVK${Y?A*02kVQ_#Pi0(_NO#Jzp;ScU=8$Lnk;-UW!C|OP<8-{l zU8<%Lme2Z4c(CBWO)xLNZEb9IKwQ1okyKEc4x&#CzBE-Lu7RZPUk;*wv~BamH>@lw zb!NYY?&;nz+8?$QU~E-|gw^{=&emQ*l+XbaX+y6%UO78+oul;TD?UUCkxH)uE$H_K zOaD1xU(L^c?V4mq`2!3bl``YoJ;uWiH$LZb4Gjq+ok8htXTs?c_=T-N{=%QwZgYIz z6t=d)Gvg4eS?)ymwk4H47gnD;x0W2Bm0={@A&UGrcTZ&&STJ#YV+r}N;y8YLgZdG7 z;ZZ&cq=Ce*?De*8go`hyG~2``D{nT8FTSfUBDX)xb!g4YSX2s+P*}9`^2>y?kmWeN z)-ZJ*SF(Kh5O?IqUDScX#pM-_M&4O%Ay+q&XwIB6miaPuvU+QObqjuJ13Ui0;1ua2{+9*B+BW+gJ4M zTgim(0Pz5Rr|V1w#`-6H(f9J)$xOedjMEd*TU1(*N9q*__m-Z~irk5i=T(#b6AGiZ zl8_HW6yfYHmsj^;6i$1nS?c;Hwof7g^5_meOvA2OLA0Y6|6FUX?gn3;OX7cC!1iAq z*NVkuoTSZbGAZnW5tK^=SM)7v@jts?cym{_>ubJ1XD$)*2*R@Tl7A@+;y2*pYz`2v zoNOul%O$SmqwQj7Fju+pJSn?lnezeaIQu351O0U7ca?meSz$104irnOYF72QTqSRa z#_;%j62xAYd_OrJhV(w+xk|7|L1bzj8SWkAowZJ`H70EdY*n@qq|RuX+~guI#eh^) zoBZcxxK*+CXbAY$G&Kb>7qOh(k#vbwP1~SZXp9v$SW_7~cTL>?2?$moHSty16m>pQ z##lAeOC=;lDycjE>6&bIb~wVYVA?QE=HYkf_5D57Cb~K^0iOY=-@IW|zQjB)D2I#5 z`+BjASy4+6%QUE%>J8kt#(bvVYZp7XCDbhGH1u?dkg4i zIt~cMu5Zv{z7J3rb2DfM3c^$0xH!|u3%EOfMI=2Oqn(Z&N@w0=WN!jp zm^6^(G^+l<%Ke02sZY+ujX6^4H0#eOkidgh?8S3#z7bGc`Mkki_!2xSP9i`5)>GJAf^1lb)JFIWx3*3G!=Nky4L&UTuY*8Fam zZZx^I>;Sg$8$qkp=b*(-^R=!MrE1^9Uh$7|2dJp}XL!RgC5-Ua0O&@;-Dmc7>$&CM zHSLw+m6=v^5+>gRHFL5U0gf(!Q3Bu>g7zG_qNJUwJ7;qE0(@)198o4x9xFS9Ti&~r zK1LlJ5*p5!mJd_C5#Omtyww{{2MZx@&12VgYU3nWTJyt%APc zp76R4TVnh;XgX3Ls^wgHqhB(mt4gw+whIEJBx67yDKh09pyt|l*mYDccxFh|1z-K{ z>!Pf>Q=D^tlTC7b@m8%fdoZuy)3_H2vi-Fkc6O<|$` z5d8$PtV^>$u&!Jp{(YFBb>}RTckJ5 z%l6#sj3c>WUgoF+ox$ntA`mX{j}SqIySiDA$7_@CpSWy^20MYuVMby8I=$4)q zT>D)vElbp7lL)WY9Fl#mi(WSr>WV1j1m2a~!SheD26gNa<$I*!Jh2P6&MsD& zjNpqx#q*6qAk(_Sj^L@t<>LCAo*GmyHG!=DK$=3HW#FAYr&8~A|9PpTl(wHi#kk9P z9&}*=Wk$&raz4Y?Et?eb3_+K=wGpDqC#<>3_|6yYX!$-$MSD1VBO_8ZLR0$T*bf=z zDS{&Ly5UoY3=v_rUgXba75qvt;gv3jXQtD~p; z%7afv0%fb-e>n=m8zuggvmhN60{)cs+m)O4cy3xnUI5T2ioC%=*|%ntIO|5Gcq#<1 zk1zL1L6|bCoIu)hbzGG1=e^42%)I!{ar%JzXuc~Se;+o~A?LZ<8$#{>OeNTx(*bssiQHo$G$eWLH##%4%_8F*K&MYdOGd!^^@yo%Jfj--RU7 zSJ@qR7eQG{Shh=Z#Y&4T{?vMwa+HetY_h%@;Mc~IDN_ZI28i?*?zSx7h+=v#*N((k zr!Xu_8w?d%wAUG%17)bOVw1Z6g=9zqM~VMdR*3);#}$yh3h7qf3O zP8jibq*{9`Z89*#jNiX9YTf>sO~s$?*V6}}$Ty~zBo%~92)NtvI)jkfCHf{}eWzYr zG&dzZD@O$A(Z5D#MIG`B)z)TI_bb~lngtHY-nEg1^>1IvcC4^C0^HWNW_Wpq>no!Q z(N2J(i8z+asZ0s;rxLP~VVxlFH7rf-F2Bh(?M!X%t3?w1Wh~XQb`CJ6K))1=sBmo~ zOTcVE>HDQ{w>};+=$kqlYtN~Dolg8)Zcfg~bVhCFEck=GFF>T5Vhj^CK-BKuMYXja zH1Yf6zBgxDS3ZHmQ4R$Z6R!Rp^=3X)_?gGZ@isbA+S6O(#Z=bvlT0!}oMb_i&HZQy zg&AzkC0n#!szw*kdBG}EdSuhM!&KwJDxlv$JjYrt)~ejw%~ZbjB3?3rh-D0LTd&Xk z|L<$^L?)8(YDCm+r*bX&pwlv@<}@ccPZVJ!*USV<@K`tPO~kL%H@q*rD2XZ~Opdek zSkJCs2TJifT8K>K0e(@Q<9>+iRR+;I(PD~KQxuUqE;}7rQ*(+}ku*psv1pW&dS7|%srJFctvC>T6y#F1Mv0_J(nJ+1QZ_SFv zfy!FW%2LPn(34zJV;6ozs6!Y^aAjK-D2fSX>Qh0hiR(Oy2#fPDcD;T%&WdCN~Z+KjtjY)p4aUw7?`y2GbFhn){#haFDo%}&Lv3E&cMDO(rb~%UUHwKvE6^!9ZZ@& zAg$ThPQgBK-?(IQgu>D}1&&Tt44v2^L5L55Be~);KX{__1C1LC*Mdp8q>-x`B^$bd zyxB#pI%JZ>J%%@vq?%hE7e$&O_nk4!)jKo1Je5i0T-5fcrI*u zXt{m((L)^5jy#r**m2}UhH4ox!jx{loXegT1OwIlbDNBdENv-CLy?f*RG&zFKRs&y zmc5Hcqi)ZnZfPkLW%Ss4li_cmJWGaV{Mc^5IHsmX|HpzZOD1%0mqjQkZYR{^q4~?P z3RgGauiSSW-egW8$`7u>_yozxQ?yG~N;Ty*{QKdCcSq*2Ey-({qxEtT&HBIew6#{s z5tF_XE=O%;#AF+@d@F4>Yiay;v{~$n7)mO#ysmAWCZs0zjNnR}ebx18x1aMQjIWu0 zRCN0L*|k@#S$$QEN#af_K|+D$E9Lq1R$`yGjRRQo zEv0BFPI9y5VpTeL3Ri`I718&z?crNW(=?Q)+B<*p(O6C&Aj;a~rKh3R%4d&OYn8EOem z)p}xQpI^uaIRKIa;J}#w%2#Vn+KET`uFIndhFgR z35n|B$&w2L^yUd#4kcIs>%i1(^{HdRW=nWB)mJV2cYy_nHr}m4{#7WIYFp&qqjT(%JhiNybIdYP^;gktr>b z=awLB%0p%9?SSsG5TY~!2P^H0YmVG2W-fSJ&KKzQLoXJo<#XhrjE*xq-Puv7j1rja z6rkJfQ#LT(PEdlEo4Tnh$#I!LTxjYXjeu+Cgge<37=^<>zYyYy#jAC59@dT=P-FQ6 z+k1Ney7vZ_V>LxaNKb_70X2R)x;PJHLO0R^yP+&xRdS&&vz;ym36?$OvutyNM(ML8p?boJfax%J01lBXGYw^~npN z+7G2E5eR!>UtI`ste#~rXV|a{5qJ+w!A=y(4*o!*pBt4K-1`-moL%=ePUpwBpu)x+ z93d;kI6H~3#+We`rO5tmVn0`nDgD#4g z47|TK=?4m@ce3m+PICpd{_+%iD?L-2n)-;Qy``$*ud)##LAaPq$G_EEs<)$l=OGv) z8gtj35jj2w-0>T~#>!fq9{=H4?{hj4wx3c3?UyA6d*@uw6#9}6cgDio&RCCYU_N^5 z8foo+JjKoga|a!dw-hTDOKK~tnd#$L3u_YcJoUT%?WOo3B*p3jVH(9Ttf1x`qMFHg zHfgmOoZY5x{5|i@)?lUo%SR|6fRc1{sPGS(NY({RLPQNZ4FJcOKXt9wkd=nREB+_C=of=s zzjI0}f{KfW?$|{ua7sAq-;8MpX(64h?MnLXooZ6}zK{dahW+24U+9!XP$+Q~j1D&N}N;J&|E!mqFBfo6b^ z&=fePK?aanZ)f3ySt35VtOSR5lrF;>V ztXbtC9~t?^UE|fOoq4n^NvNZ#Z_SKH1^!=9x)(gB?J%^1`p2X3%p-zQKg-2iP*Q3S z2a=3MYfR%t0dXzMXeEECnS1=qu`&8+$n0_(mQfEnlHOJBPp0YvDJ$c>0kD)!^eQT#xuv`dHJ#u?{_eW~^^Po%4HA0&*kyuSUiO z_Y+{KQ->xqE6X|-#ktpI*Dn?ecmqMytuGe=YnO?PFJL5e*7z1m+M_#vy&(NfR0}H` zmr3+vZ>YlE7pooH#?2i`-v>{Kyf}@Y_=y-oP~JaT@G9^r#y~SWObS=)VNEg6yNT(i zSP;{g{F9MY&!cnN2UJp_syaaQ1;}n=J2%VKdJ?(pywHBAQXGJ#NEdEgSbjwb955L5 zk&@nzYj-afn+W=1p4$Pu+1OjY9t$s5ui@bWdIc5abR`?pt2=I<+H8G;oetq;S(ckJiL)Qh2sl42`k+qOnfn^D9_ z^DbK5S)ola%9aJ)PBmI?Ki7*Gy*gE@XiAd#bY9tfZ$@P7# z7f;gc9OrQ8W3o=sY}10NDN@-jrp3M~Lt>hWo@NyO{ce`VKh6o9|0nxIGOnJ}fuvLV zZx8WiKaVQHUk&yjm;9{IP0P)x)Fz!*-V>lv=0xx`{}4qp3{#P!O>R+R#3SdaB)@C{ zP`+3>RQ<#+AUIM~mp;B;LwHM8`HrfbDqLx)k9}}Y&1s%*&<>YW8ERW`0H#i^j2Ag& zv@N0(wyiLa8ooA3pv%sa0DK9dP-plr;tt2rdm~819*F>j>M7>}_RvqG1ErS+C>; zVs!mg;b7N#0=aqTJ8z!EG~VYAzW=3Gk*uZ&EUUAIG`8yOom84Qu_=m)Wywr`GjZt|$~ zNVyRMC7;zeSZf}bKShBx;R?)>Xu+pTS}e&r;y~!_&HBH~No>+RjTY{#o%75~skatx zT>r7%s$VTnwlMNcyBY}Mg6*n8FR3o^+^{Lb|xX1Ts|Nz&Ju!xOECWt;^mz|6dH zCaFx2nd5MuPc{GA)!7bUOW%U1o`vSLvm7pdLeAVtGxym_N8aM-Pq z>4Hxr_T<|0eYA3s>@BO72nmDa7YT+%R(qSJ>%4E5u=tp?Z*+?Q0JdcCNtul;y%X-X zINgX6j6Q(#p|^g%A|8%8O9Vlyqf)V! z(|WsRL9)>otVmKT>s^hhD&csrc1JpEd{kkO#|j4FMg3hOrA~Aj`C_L-$oPNfQvP*p zq|KgMbFbX+;#1t#y;F7F%pQ{|K8n>kD|vftz!OM&b8Mi%0NMM)`yf_d;oRoFUVxMK zKES~Na;gbnLKSG+0hvJJrq#S-4r)sd_lBW@O)6YuWw#frGHG*+pxkwE9C`Hc=ANrp zJpTv*inZO%5w8f1Ek4@RZcSj5u;u*3++e#ZcNZ2r$yBMiOZ@gw7Xv9{ot&kgjaxFMlO zz)ku&xorKKXh$JAkohM1>r#LI;NRAL`_9vm7~~6IL3n{;9WKmFcYdLE|Ka`%Uhih; zl8D*?)sE`6cW=1Q%4iv8iFNt3x|;ZFv8lp+-|-H+t1!mtZ&@govzGAO3{d;q1*2v^ z+DEQB4*f+qc*_|0YK=)J0*{_y-=~8(-n?ScN8j6)b^ej>d&1jil3pk;a`4(g-Xw0_ z9BV%q4nYUji!4^p7)bLnN~ZYkn&0_252e6u4yHY8M$ozm=K-9i^$4wJon{u047ix4 zg$Nu;+dW+N#qA{fw&ovD+#$O6dTWL>j zG=BBH*YOH`<8^@gnRcJ@HAmO=#hK=x860OZr)RuTCIMSsd0oOxa;CAK@w>9XIg=(Z~2I0+NF;7wKy?+C%d_c)=~>a_H!ER+{bEV@l0uXHaM== zp~|Y>dT7Fb3K-X|MN{X)8ZPZ%sK~Di5$N`OvXVvqhR^u{Az<}zzRH4Hi)U{g?e-Am z<@@cwlN|=Ic`%?0R|L_=B?*H4D6d@lq3(-n-VhGGb9C!5!vhbxLH7j*%w=?^bWK3s`8U+D9L0} z2Z!C_j;}9>QNid7EHoUm`4FS0e=LO+8@3g_mK(YEf6TX*bWsYDeq`7#7!+dy?33wd0QiTgf@bChtHJaA zEAguhnZK}<7HXh3EyVjKDF%-_D*}%b#=aQBaUo=$o;vgCg(hceV6oYx>$e_h8k>8Q zzkz^A^mv!d9=OOJ_%#O>{AI8C>NSbM1d*&d`-A!@!~MEO>;VnncP+j$XD%p5u z<)rafJpaD~$0z8KZ9i0fz9Lq3O`PY*PpfJ>e**a09J?1A-=k%J@NFKB%5IzAKG-5y zTL6ye-@h=mr~g^*B{kjOXKMW4K8yzYLOdcC&!jcY4bRi*W6|HgiL$(pfrIf}ZAB#| zOh2!TRLV7G1E`O6v25-a_cMi_9t)5(l!$VjY$`>^G7@ z$ooAU+IKMHgjmAnXGT}70mYu{)&2Hik}MunQgF6m;L?^0G?t)!Y_Z z7t{bO|61^xoazTvRo18c!dFJgN}KdWNeyP5Yx3N`3XM6Z5pAeWto8Lr-TO!JDd%SS zlOC{CN2e0Afy-?qX8F`)IEl6(#@yUICqKXUt)YLLaaHC31TfJ{3N!2fmdgk7e*5YB z7Q#@qX7*6{49KNB6mhGce!>4at2CXlNsQb(nC#snUC2TbvasU8Ao?I$SImg5RgT|4 zX0h%SRU)OvqOQN^z+*vM1~XGAVDcQg;-(W5ZSnEf0uQ_|E zpZzoK`RY{lD8HSt>9m52&II}wLobz4!u(7ayoytb)775fe;yQZQzKz`_h0GzdQSig zHZS|P3+^~&CW*JNpzu>UL}bY0_5OPlI1|Wt6acF$%>Leie!k{y3XVa&o1KxJ>-xu8 z-#;kJzfKuQBuBme*iUDj+!m#T)w7Fg_4;wd0iudsqf%L(1eA!)(Q2xul5A>?9u2iO z%SEt#^u2SrTu9FGIx3EAxp}$KU32Z=kFgqbpUz{rHBspjGV1|mmeYSD^dAsNSRCGE zM%adx2un9H?R1xKTEc=mERMG39ieRY5;S^&W;dFU9CjQ0K#s@QxKnqhriKX~0YRG3 z@%glY8F(YStrNtAeRuWcm7N<>=fI53?v; z?}E_tUBzkRwi-UF7_|PzPpsYQSK*G_WRV4E@%jc-c4b;N88Rv)Gfml`X;UVzBNKdp zvzt>HByalgAW>{j~qyXfif3e|=r$AN67VKdD?3FVuDiCa364Hci{NZers z&n-LbijV*zM81(2hKFRDxn)r`dYAtf@pcSfh+5Nelf99YNPMoOtt|rr_X8pv9Gn;J zPCLw+(!rG?83x46<&9bQJ(c4A~XG%wzv6tLSby03*Qv#Xf=jZmOb*?j$%B^E5!2V^&EMBSYW#d--DqyVZC7%Mu4C zjKQbDj)X-Z#sV{^o^^sj$~2!PQKua#YHH#Uh-NlupoX4NF9D=&OhCMo9b@-9)nPWN zN90v>w^nO}Dm`tvq<36%@7?WwWNzMEZ8+gKo0LTmG@x&xF)o>~V;svg*n-#bx7Tt} zMyJ1cW(J4h*pmYvBF;cE!hP%S`{NW2M}N43MPobU_6R2UXV-#XO8h_--$YXSufQK7 z4D+oIjJkTkd?%T4jM=YZih1gBH8}7}TD$J!fnfIx+xB+u@{iM_XOU*5k%30TMDM=Y z`0r{4`8qb^(ws8oa;8m3Xzw(`46t(rC_hg0_E@IqCDk($L#uogg)g&66@;VlM?U5L zd?G$#6I*IVWG`Hb%Q6Ii;(at1<;%#GYwJ3;biuP!T#N9OIRiAk{QIGAi`x*GOA#ur z`W(L6XbqGZnq2lpvrG9Pytqiqe_EEAe;j12{q26BG<}LloNv{6kIQ2Gfd1aNRqt@# zZEP@Gzz;KZ<;r;jY{~eFzxe`-UbLlJlHg`XXZ4qXE7f|58$+x#UwJL-11x)m7S?); zlHuW)oxNn1E5Y2T%g`FPtzcsC6M?Ak`GkXR$kQuk$qe~Li&kQBmD#WJ{go5u!Y}`1 zST!>6ot%z>z3C%A<<8!ZgkHUQb+11z@B1LM^Zm#mqKE`lg!?2U)@HZ-0#vKZy9ypD zYb$?u4;PsYG(TJIo3FAm9>0cT+EyBTcpgGmS%C{ij~OtQbFt`YGAfO8^M?R>PQW^) zltjRSJD-2ywbCR}&?DO)Q81a5kktRKR3mexXxZP73lG5kwQ{DeFk2h77^FeYb1p!k$2E~%m!ZiISRR7%plf%Hp zk*@VSgX$}Tpwb^0xdR7-40Us5_98RTZSlnuN6<9;fq)`AamIq7InrQ7EheQ>ZLRe< zDVs_msb8jEOoOnVa^)OukAiN`7xg~qs73BIetT6Q4(QG5-q5s)3dii^nYaGo_~b*_ zUq$w{Vgi+dnMdGTX1(8Tp81`7P8d@|Qe80qPsWH@`Mckz`Y(_R{b8n0qN-ma zjQ!PDvlrp==b))0&{N~RoP8!kolu#>J5Mu(L%46gg&$>?=lUmEFE6|;7_t%Ul0Bb< z&9q&5&(M05pcrkE2Bm{IT%)2%HpnpK&0@qW6^s5g3V7id1xJ1BdYnET{3TA#n8!wWB%$=a z#O)6zW?o%kK8{K<(20A3gxy6#9_*_asW*SC1VLT7cX-&nyFiB4b+l@R{Y$&ud59>5 zifZMKgFl#kq^^tU<3#JR@99&^7@l_z@cT>>_SDXo$An``q!ySyg0Iv(6?p{7;~yl2 z$65$OGWRSW2JD`v+Db@lVkXBPKJU;BkB>7WggrcD*CAT%LQIA=8JdJ@v=sa8~z=a>Lgb$0&anp=LO(&*mai-=>qk>|Lf zV82zaBwz@e+dd8m{v`Mz#lV~|tT_cw`jxuVWW zHB;UO%!)<^aZws&}W1dUfzLG!P&hEDljX%S=Do07$* z?9Oykrc|k1)$JA8g~Ta)(t>*n)y9J|Lw9dJ)Dd5|Z}0!OfIm=b6xs}mv+ijKXy3oi zx9p3tc;4dTxax>ZXA({Uks}+N+wstp@UfYzUe+P&X-lQD&#vSLBTFB1$m7uM2z$;F zFM$X_I`_kljg~rtXt?|PG2^ckNjcJw<#XK3EXm7590}{YJLS|o;3X7ZUTvcixxQt5 zH@rv5=_?Y?wf7lz?iqrH!Y$E5p&VL=hSkfkeTsIvN;~KS(9P+yiFvy;(8JGA)6L=+ z$fu%G#rMEys;KR*4KU_Pe!Rmb`f=7yp#TE6o7WB+T_cdTz8aeSF%hyvv1C?eBbZ`@ zBb_TI0IYIa6ge z;HU&(J~h1E#cK3u_K)i8zVc?Sz0{R!bVB`1@yxI%lIGH`V~y^xlH`Kv3;TU(>5;HJ z7SmCi%;?)(9`(*$+3A&sa1E_2{z9lDojkTjC;Cy3{!eX2vr8o}PkAQ6p$46UNokz0Q8^(73-2m+zbRqwX}C$fZhD>H17p6N8YvZHRwE^Dtf>gL^}UF&IEinb~G zk6$6)f`}ISsY6GU804C#jU6(zs%?*LvEL=8r6iDdS zFfZPOubl|%&uZg^sh@ZJvusT=-|awOJg{}50}pVQV1*N{{NlpyJ&HU~SjIG%iNgOp zzXS}jOY=QhAIe^AaQRBD_0mf&)9@=by^~K1v}&+A<@JD%;_cn&v(v?+};UCP!nLu;JKEU8@eaay>F@nMBpb|$FEGj4(igS8@G|EsiLN)q>744;l1fD zy|LD4A8K*!QZfcG7ES3;kwU)rok!F;L*Q_|R%0hAUb@d0C+pGxTOp{nhD1;wYxoRg zUsX={%x_;_Z~k(M5>?i>5EO0i&j!C<4p2ruFe(fSI(^_mKpv;LX?qU$lo*{<|&Ig~Bf24)f<)2S8zv(U*Aw(jseto6p`p`< zWXkF+w&NgOuzVNODu46Z*VR1mHY_O+FKj@Rnw28J9gi*i(ks(ax!}>yZ-E>6iu%jF z)7Wmi>MKsP`R*HjTGZF8lo~4KMz=&!ZJZXb^sdO+$=A2f%zJ#9Swqk2`)Z+lql9qW zay-#HFLuL49q7lH&6?6N#%G!bmi!)fwXTb*%LY#z%)q0tn!oCeIPyJ2*m$I7fLFrn zXx#hylGTBIFM{C%@DzakdI0tFA%brBEJJqhkHjkzzE({h)s~1K5|C9XFcM3|(j^DB ztG5QKahIQfC!`5@Q$}{Ayz6gFL zZWS}5je+qy$A@#>qZ`L6W*wX1FBeqVN3dd`TfMy6%EO*0ICar3@x{chTr@?`E&6Xe zU(1z<^59I$=6+hYbOlOJ;tH~CklV7?+${m)7Y^x%j1=7WmJ(tSw3Ow#dENmx$_s^zPcumj%c=o0d54(^k+F1D7v5UNh6TsYthS4-{Xbz0F6q( ze4W85qkc-^eU&k=kMbkU(?)K~n2zwmnaex%{SFnCF>5Na`m8$REJ2cV*p+TS>E7nD zoJ_E@@iO4NZTqgVGEnH466l9ii#fx@atN5H_}czy6ZJvkmXZEKya`e969WeiL`LG3 zH6i|$9!9i#CQuqQubao@l`&R^F-OR~y_Ij499_^VywpIely6jfJ0bcjgd5i-UDTGO zsUhwdK&MoZ6ollf$@0<=?hj*bjOrRKa^ekDl?irufBfPuaZ_jp6A9{{$G~Gs=|Qr_ zxbtp5wV9s>#8>Hq|K0@X*xXp8!DUFKlV;RfnIRM1RG@BBy}|o>nY;Sfd?r-2R&e6|NldlN=+L3VIM9l?QA~2!y^etuxilo`o4AI7u-2| zSf&})OB`Ju#2j5nlZHW=wzaO?HZR|@0>u+13a;5JNBtQH(b`X_CzH6A+0SI6`xVNF zzx@UE)4>Y%|JGa~Rm{(T1IN3yx|&?V%`Ig7YD@RNuyin;B@9^bHv>L*2BzC=4-#2A zAo%>hQ1XBGv|DGUtOSpx$y?>Tlcw`@-QT9d2CdxvXIX;R#0`wAzWiwMTc3dYR_$#P z6^y_YIEFiBGY4cC$70rz-ZBrv1&gN#n`8+?qAEYGs@CL%r}jbB%|;dIFI(3o$ll35 zFm%tCpBn)y5cp3fAB2T{0NK0b^!carf7-9?!EqiLo&VWcJEyN8(y6X?K<{yA%c0Z@ z-0=&~eGBm=l++hg$P+Rr=Rb7c=b!0_6`nv97qvK8RiLxJy@{1V5Guza(-}dft-k}GE@F=Q50WDKF>qBtV4K>cd3f{hRLummpTre3cKktS;u$-4=;%*KwZL>2JH>H-E>+ ze*%EQQ8GgZ8?`~`tMGTUQ;BGfzRgbWfs^)iDiQeCHVf>ajBlO?h-%(+2z{^&n?MLA z;#60loa74lnayLfTZ!nY)EkLXKwUz@gAcoq75ZoAIcS$-9p6YiXGsBVJOVk=iqXdp zMc>XR9=fm?Toj!r|Ixj*iJ26ppVy5=%qrw9V7A)fr9a^Ah$I^lhTl9F}J`#Me8&wQjzGNqcqDH}q8f#(??3i_phgGr6qfnx*IqIvCMBKn`og z^YM$%>tOH>n@dDuk?cp=m(6Nuc`SlCJ`toIk3s$1j z=#>nwNYLJnSB!q=cgGFPKGa(@>C zrIl2&EVG6);iF82tjPLAJXA>nM*@WSi89~6fJoKr7nDCLiY#N}>B^;^J!VM42y(vvp) zEb53LXe)Bq5oEJpY*>*)Qr3CR+ahvy*r^57MmFDv`lm@bWg3>NYv^hXUBUCi#MC7V zd}_IzJ(Qf$Yh{XVox{o)^nC{|nv(p4g<}dSwQJn|CMKQPDJw1v`mQG~7Q>I62h#0- z$ZBltS}F|7hVRttj;Z*vzGuxyxRV|eiN@SJ7Bsn^N5DP|Kd8zj6RM>Z#AP}mp=91+ zC@2`7 z=nlLJJP`0*E^0|@a8qo!KgJ#X8msd}pc?n~2D@IcX=iQPANU<8AsbsSYAok+KyT`a zyss0jXnQf#W6G37(Wg{;xrDxhO9msjz4)|cwR+sgg=vY zvo13Hj|vFxf)>6!juER%vRqQcHT?X;I!|QDTor<`&H(k}0r3J`9GKul z0TX^%!4jyr6KM4o0-lZaav$H@T^B8^g|Z-)`Vxj?A;@OO0Dvx!CMBT6gno>f&01O| z)HD1;eNHmor?lDCqGl|Y%^7WAiK%e-2N$j`^!w{vnea~$bM;G7@dKQxil`nKKn+?) zBx|?(b??RNUpa)URcODs>aL5TUK8!yNm^>o<$^u7o#|js$P*lMHmgaC5AzPrC+%Hq z^0T;AA0GuzMVVR*VRQ)-XDd#-R}<$Vy^;NYyeeSSH&>g$vd=ue&{?^K8$^o3zfm0Fya&8;w6YmFQm*HsOpwb+ zl1MvVBZ~y=%~n?dEsPC-w4Su1Nr+!L&t#i(PlbK6`yag^WThe5wj5@d7%(n-^gHAT zr~k*c+y7ja01R`&lA%T`B=~(%w1&kB-=SWo{3-C<@WsvnT1NBMZC4}SM=^kDclhPr zvaWq{;^v3U^OpA5`pOLgWnzf3A$lGWkVM5=ECB`JQ`+m>h`lw^*X!FipF8gbyJRSB zz31G<>F*jVY|NR0(Y4NQV0 zZp^t1#Cy?t_uHSV=>WZRgutkhtyDo>m)~}TdMU3pByIw6oWcVFzF((nZzba=CkyS{a}Sw(rx=53P}<1R9DU&H!oYKLXe>SJ5!4h?r1;rg<0{R#}zXff%glC9TWr|F=3i=`Ke- zzHdZ7BN>8;# z!bWApt;1WTO@$9OcX>Bq+bM{+l5xSyq$1M~9br@|CZ-MrTo}^Uh?=bcS`p9YGQx?_ z)q>9OM{41F$p;u3!_iS4bR6uub9X7Ip9jIjYhtg|esXC99mRL{)2<%vCQs2X+HOC< z%+0ynJ+I0|Ebai``9CSJWVsCGcIj}u*|Jl%-XIj7Yq?J%@Q-KhPp3x*#y3)UiDe8K zZhGl45%KmU0Q2~fOk)&u0sY3Hxoq`L4!OMI_o@-3+f39SV-oMh_l_N7{!bUC7k0}^ zrc}q73;e_Ik?rCHp=iFS$I*pm9>UX`_s~{b=0E%+dzx=?5IAerxjQ4JmO!hwj%@Ye zB5?IATnkV7bZ?8#ig>p#6L$*}g#SE}tz)Nb6nLMPbJgmLxc~72L$|utOz*O3hfO%F zUd=GZM@ZrE8>S}AdqCSeTloA0@ka(wB{N>m8$9+sX4D*KYpiEopy)4gf0_0M!m_Rs zkvAWAmJ9#^cXjy4Q@Yg7N6{f*$jaelgo>o}G0eqcWtAaxk0mq9(^EpTndD214%7kqw;sj{>1 zFNvJtKW!6_y9W_wQ{LHf>~)P9p9tv(<%zA|aOl%v=%wxMr$c@ooOc0JlQ>t-s>C7! z)(%dGhYL23>RorgwcZZGXUMh3OimQyVA_b3969-?C;XN`h*%Bt!|5-x&uu1O=DBO4 z29~A^v-?NzsIHK;x^g8@vJWPdVhK#ZMB>3+wKhb~d1TIq>diBz={9>sxc)yY28{q- ztRH8-EX4S%Jyi2h=lI3=HJ7VL@Pt$ZkTE9p-d#&qD;(L-xd3#_R` zy(4T$a}h-B?vey}UQ$w0K4D?qUVrx>UuF5w2Gm;$G3Nl*VR&;v5#*$(=2}I_ng0@E zK#5U=+g!Ur&2UrcidjuHl$?zGsaKuwn=PQU(zGJw=9S~9bqR4yH}MU(D9em9x8s2D z+nU?aKM(w>a$V?Z6lRC@VBg%Wcq<|<8yIr2JSO@ZdVT>+> z3KPR$(Ycf^xwhOvAg%2G^G%KAH~8kh$?XsU>f-@^Vp-NkzKH&rKEUK8d(8VB6T%O$ zt=TGef&hv{Vt04DZE@^f4K z0qNXR8u!#KYw1>9$8X!InsQEd02Q<*drNj~e5!^W2-y3mxmOIGX*Y0m!&$-1G`OcO zW5>TQkNANL808?b{_AK(P#(arbQ;f=F2`JYu;Mgnr2jnw_)97?c;R|5a@enqT1xQ~W>iJb%bx>(8@-i|^J$ z@u6>B%rEKvgQlGEQca}dx`@HdvC*gaiRk(F5Wbr-A;o;4cl68HEad&>0rbt7 z>=$|~Q#D(#ZH}&@&kMXW%+T5(g$njQpf9)?xRz>_Ztow5X|yZ@ERF@T@SSP4?J4Rt zCL$|)l|3WjF$2+nT#6?Cy4Tf5GO;M;RSI(QJ_UkX%;VJDpElUEw1&oadU?hjF97{^ zhY(S4dCmTi`HWI2A{V^-fBg~x)f1QSx}%}?J{hoS>6M*L>%TLBQ3f&OwefcRW%>_R zGyLkIu-ne=ucb(GnsC-{wM@vRyqFsCAtiKGY#|+T-|@L9?5~AA418f|kj{5KtuxmQ zS=q~XoLiGF(e4NuKhrE>M~H@bR+V{EA(YZt*igc?W$==NuCA^IqpyaWd|o`1l=Ddh zEh_0zX$?%~30Rz3)TX{?lch?E7IV912c!(Q3J98X*b7d*LfgJj7s3N{!{0oYL<~uQ z#WKMzUZEF_fg9T0!@X2_f!_BXMpjT3Z|Tp_aW#4H((w4+^YGYK+dJ6vL&2JIf{3Et zt(4BNy&i9>67Fhskg)4wYGdg{muEf80@6lVwOs!LT9u$6k~8?#AvoydBtg3TFYh8 zcxNXNKM!ye;gNS=iP8*bqcxl%NQ_ka$}xpzzvb6KeSXdN{kptq4|c*??$gkJ9g@U@ z4S-@dCax6P$Wt)hoR>L^3h~s!4cU9w7ra6D52z%*m!pABklfuZf`zUo0W*f$=$L3p zq>lpc<2}KEwUBO8fIo#b2xA!e|6S*n0EE?gjeXMzXiJ+f(lLP|g>q zd(*gU$>ls(Nopn357d8G75Jfx^65g#LypQFXfK~azkY5eAW~{&H^Q8EHb%jc^DQZ9 zAp+Al&=84dBdCZ3Vq$$0JfpUrW@75#qln*2mN1E{ZTfw8)Q6ZV6LALQXKQKI5tfBbXoGp3@Xrt$ULv~TD5x!b7A zemIKMRPyGevQ0xWDmqQ~cThxFShps?piG(Rg?@5!@^8I^?;R%E^5UH>T5OWE9g!kO z;GFU|;#Y}_!>DqE`#T5wo_{3r+0pTb-X`@T^#CG+}Xt8?4=_q># zv~f&0%a&iQ6?5v2yhbV8`9Kw)tKl;-s+a;h3@5QX+`ukU8{`WAe72| z*XZsoBOvPcnOq<1fVV_ezRU>yu!6a!CDwG*BXTd7e2f{5Bi8}lg zRk`SLca|I7zd9e?yGOhh$AZl9Qk~G~CQV0_`j}joC#9{#-7bZzw|YleXkiiHGGbPU zfuUdDB!`}ByPM=k|M7>=WT2QxQZ{1nZC8nFv_mme@~MEY{&L&!E^g2Hk1?&4r_m=D zfwF$REKcy3oj_v{JMaY};Be?&@A=0OkT+9v*e3)M*&b%~IesI4bTTGa!#-}u}_^W&jdFDuo&J+j##sUeCrQ0J- zBfnm%G!|iLTk`>FZGEj@W58_|8o3I+&7;qW@$&H0UD0o1Ie+`n4TiF&+48dtJ)_iV zu#=aJYfUg?M&~s>hZjB z!@M`Ej2K#4pP#jl(D=9-fm^uVzIw7f7S@5t*D-y=4w$fNjwWdH*a6FqH0z5tAO#VWkBpEv)9F6^AOyH>uAr;SNO_5}O(u_lUAMZH!yQ6UNZdIuh|g3een$|b!b?Q*i`-2`GWLw0<`r}$x=lXIkDTl_5}ws zOlN_Rn(&Md?IU}+ze`nw1bK}T5=fiN?jMz2_ub{$ei;27g2RR!{`f+|=S?M~`qjd? z)ihU4-hiKKymC>NNn@OC1v}JUIt-Xr1w;{l`CcaB>nBB|($mAhd969xV9$jVR1pqdO_Lsx+o!~Q(V8l?f4 zqL`&lgG#qh(O9&WOzpTwjYmep=sjDEM1Jc8B$dq*OOEF)raP&wn~P`f?dAMvWe9Og z>&}T(VtWNwrW~eqREplRdvI7Ln$JCtia`q~xSyH}^})S$SZB1`Gf}%g+a-nwk!*^w zvKi}$PO8&2_4F-lx}~`?r=IA6LLVU>!U?yLvjWu)>2>Wl6j+ECj9qL|NymYfz#5%k z#%k!{h)9v9!FU+8E|lTS)0ygb73{YsNiqg9iiG7(M^p0HG#w>Md|W);6-I3GOu~L! zw`Z<(>1dMF9D`^#*B1NFb{;jYepAM{RXoA%W(|qVruEY%)*KQHHz(zHl<+HrNyXC8 zz#V0$zzsq(2~>D%#aOBE*=AO05_p;*=J>)|V>aQyaAcTmV`cA484g1md=0Z0{Pe4G zUYc;w|D>{rzJP_yIS*~WLL9P(QKm-yEJ{^hvIut&olqh01H#W;yPAZ==Mh)CsL=CRWu5Z^&rZfJ2Y9dO}lZ-nygnd z%u8vCAFL_IORbR>mab#$bXumwc~vHQ;|L2swI2Sc{9vsMepdN5TUt)qn zGtGA6{zRJe9RV1t3?bmvG<)^LAzlwXcgNVTh08{1>1#xVjIg9)vpE-q9k;#xFgTpA;|v|2h?$R8PaOlJfOP}-}!^gT7 zA9`*D(t~ykG0UN3yv;HgYYl1kZ9BGED*XAIuzi~SAvf}+$FL23#B1#u0%`k{trf+7 z&xw=g6}%s~6=!=Em7~btUnROMBkCcdYrk%2d^5=E+{M_|M?iga(?jl zsg6-CDP6xIaL{h7FGRB3=zMuuNd{hUl+nxoM{6|J7@S|cCLxe?Oxh;PGoR;8l zTE~EIYQd)74%`4jPQ9i@0EHZHD%h}yeC|KuD;h`F2=Lekb z0n}R5M88;C*8KG_rKnCL;EJiLLgO|lKZBo?dlbITS)?5GW_-1!Pd5A zd1B?Nz4G!*A{&bW{DH(L(9cl*=EKC##~eF0L_thxYmSS?{H0K$WzyEIDXfcql5u(? zgGntv;5OL7M^imk%_}Dl5sim1zXstzeI`#@&?gFuEe?CgIH2Od4=XKh7^&^-RMZo< zbqBhjjBkuM`4$ZkAw53UNQwFR?B1XnP^W#ewNc#dD?DwuRWzeDCoM;U(4=aeW%rrCX9+k|W0SIdZ&ZB_93Gzx}TF7IDN z`8cOHUFH^Q+{GTyN;&$V%M0edOZgX}&xXvPvtx?&q)YAoi~g>P!({9!dw2`=T}dr~hr>1{%hp_6NU2Z%_5@zK#r*-zdmwD@NyDH=K4a4qh)W-;k1+ z*s+Dv)Iaca+3zwgom&Fzo-*13Kz9nmP+}q6c=%TmuFkRnk%hG!*XrGtK z3dWmE#j3Ywp9&(?#=|+;%%2M@>0rdy55UneYOjUI3wZe)4d-}l!?>}O*W?pMY&HqXH3;*yhreZz9mBFIh#Br4ry*i*j>`{zXLdt=?u zOLBsqEWzBai@YCMZ*_CtHW;#1AsjftA?Yh^sEC z3E5SSacOk9D0~(aiu@+8$i+;ITSMZaT@6mMVeSSXu1ld0Cl`GTR5+Noe%f zzkkMXSN&qRf;spvH#*Vl4fnhz^HgID{t2ngn?TSj5^#-Lz(zDrZYkPmCRr_*sSN^p zm8kxiKFbYchTEdo%k6|vD8~cRSMwk{It7~9BH`rFcmxKJkNPh|^@x)KF=B7#5ow`G z2NUQY``9@*TNw-)x*>^7)Ot2}#sBy$i}+Ox8Azt3I}Ez~GLa4T`aU1GRbx`p-ARM) zSu|llA(`KyOXpCSP`az1E)#xG5I`3X^JnA%Jf=VQBMm7+v-fP>aCAyG-7Bc{;)GKx4BZ8e z&R!xWY@D3|OsDA3FF(jzFGqTe@*%H5^RGF_e#ro7@BCK~5`&d2~B|(D{hCZR$$s#?;_++du(rF)hb%WD}t=UWO?x9}Xo$((pixtU^b$M5Da^VCjtI z11%R^h2m4Xp8IVyje~99y52@pjnANF8gxL2m~&2-b##OQ{73V2CImgs#A%g$4BEE7 zvA@crRcd!m-ffg*hN1_qI*FwI2}N0gAySBL@sO{gr1yKbzWfspXVOU5dCD7glbC`9 zUq){EkYwJA%g1^it-yrYZ!R@Ne3tA%o*gfsRFq;;s{+?jvafydAI}W1p$vUDKAAQl zSUrs-HYjfm57A$2VpnMDijg1svLX+{wmYO0lI-gk7N4^m+L zzI{Z-T&qvNy4gnELi_}R!6{m6{7r-n_kLSDlOM^=YUz(It;WR#F5CJ-K0xh2OG{cj zG)Wfg%~&u{)w!LUUb$&wVw&;!5V$vSY>b$st3Q5kZuPRsCkXJ$CseT521AkIDt-CB z>TLpHlxZ5ffb`|nlu72J-Ri!Iq!7Wm(GF3muLI*}T_3{K)YExIIA(|tEUUdvN4}YNGw^fgXuQsPU`(e7gdP~}D3Us6$l;?>H&K06!6=Xw?|;0M zkOo~{V=?C;iFD5hCPn9eF^fM`B9U9dS2yqcM-3d18;8eMhzVKR-jjoE`}=LC%6mS!@u7W0!9xgnwKJpuQ~g1g4K34JK{tpYwpCwzEvt;jaA116qz)bZm?mM^^$Z zx6?WcL8s@$dXF3QX13z7PjP<@T6T^?4E_A43qT?CY*0uYIkemE=!6vH98#m*Y*X8n z!ei{yG!g`?g9LvL#aoPZO%snd55+BEF`Mx5N@Dcx>L~s2PYlVvI01J8n80%z0Z9W& zWvA5ceUSqtQMtuUkRs?$bAd0~*qPpVkI(qpbeTgRm!jB8&i_67wj3*E)$-R&fhSc7 z=waH=hUw=i*qUBP&WbC9d~8VHn4H``7B3wdpAZ_c^PWH0(F7!#=?$q8C|H>g65gS5 zqC@tZMfLPwO3oC{7OIxSn3?E@FdHgqaRs`nSw*Kc#MMNGusEs3fA39BRmirmYdecQ z`Nc+21x`1_@$zZHyR+oV`d&nG6J{Cs5)IPz=!+Yf+;urfHg(mS6Xw73-H6!L6BblW z+{WMmjynkaM2XTH==Y5X)}}T(GG>Aw*wX5g$fFV&lD4uXr4yI+R0L4*;R>)s_@(AJ z1-o%oZ3d=WChe#UgkQI!xAnQfY`{9}W##o3pGt?dEtHSugj}~HpU3443ES7IKQT&s zgyy!uLp(Gp68!e~0tHJ^M|x#NhMvk%AVaOd{!<`d6p96WKua-cn0MP4THQ)a)%JV6 z;oI$_X0^RyFsl@dkAL}36VPd93%O)uvP;dsxW-B(y5k}zyvQ&CXB~Vb*jl?(F-)KK z(tv~C?6uXVo?W)`5?Tj^{m;~R#gQ0P{$W4_17n}5m6*Fqs>41$q5Kv zzPqkZyg|7sWomPENMN^EL)Bst9mFVTjpEPpI&peUeJ{uH=RP1*-xpdWva}T#Ul1|- zV3j3JI2SUJ9$x@0nAdk!;#HMyr9-?7Bklh z@LtH`)T;3D#e*IjMPK!^WiiB>HXP_**bjb1Pwcpf7b#Ugqtb))$moUB@De$iSwT4Y zC`kS(L(%-m?!;eTKrA-VFR8RW&d3cMY`>$sYmczc>+UUDphP3P!2P;>U=&$V3Ep<= z0!aN^AqiU}a){i2S81a6O>aQ0T(0;Uk<>_j)YTf-mEq6_LNg{n;JDi4RP-z|}I$agy*up>aKI>2G^BAOwa4at0S zyL+;EM5(2mJ0HZakJ#;8b_8?jK-C<7SklB2df6MWTMIJ(=Ege(m$2lXne!(XEfgsj zo6~eltUS7|7twNc6=x}51CDe^4kT`*h}T=FY_a0=gi+|eFEIF>tQ+hA!<0!VV`)PxTa^%0(TIhTw3_vA*1 zkzJr3!)U5CESiD3=3__>Sg5& zIHW>}k$)fs$7;3QeB@Kg7n<6)4-2Cg`$+Kby1misWf8OUp~p+Ktg^JY`j;A`vo4r{ zs*|A@jnDfx9P(6+XQ@U|fND`p#vFL6pFK<2SQ}>E@i`W0z^~?jrbo?$LRE{mr&+n@ z@v1M?PdXYD)kO@l%xW+tA5ncpnqBN+@aXm&a|RK{X{I{{J{$(RTJZMQozQo=K%`05 zp$Zbn17tNV$RY32}GUIIGnA@@FX!&RHH;O_jgACITOpZaa#=KyCz3sHOrT`;JRjGEi4${}bwG zzI~?cwc*mxcw~V~(sI#SnSQiT#E;<%DgQG=Zqcb(Zv@^=^@k6N3|780raa9GPqEb( z>n4OJCLLHPZ*T2~-XkFWq5i6KLYFOi5fmcav9i!^t;Qf~O8bK@VduTO@lnr8vt{+< zztY~8TP-<5trMiY6imZmWbZxem+N5VTiPmnatqb4q!c+u5sUi?t$w(vJ_CXIf)X|3 z;pdgz>_@kq_}~l3E5V9iQ|8~kK`c*fT;eziL1{=zq9!H5^6P*dFH*Ihc}(d}U-rE7 z>c3g;CcfTVm?6P1zdV8P)}LV23|;?}8@+JHZjkd)6UToq?>ShPhLNL;E$`fTG`t+> z@2(D(`JCOKi-?wnPF>%!Ct6oW7Rj>x@{wQ z#>K3&3JhvN;}t5KMu~1%@4vVEuY!c0HWFHX3N4#rgDm~aqjTRyH5NcXlz_oIT-R`;$f5#xp z-@hedzypW9O|sUlTIqbsr}a~@#l;5722_IEL8unx=wxRiS3Fu8U*CbJ4ZSc(iML_y zVP7_X4+{Gz#0^kjv&1K`!HhBhF{m-RAu?Q)cd_3&Yb z2NKDxSp$v@^m*-)Gcs1#aL%Nh?y7CxNTGGT5qh9QYq?CtXQpOYibKV(Jw`9gczch#-H|t&V38Zv=E4<4)ByI+_TXu7I-h zHSe0PbeHE2q3%iS{x8vLG`z(5k^UWu{U+P^cI?&O%JNm);;gpB+kD`}M|ct&r~9`Y zQi|ws7m;1L#fDbi@0c}V2tAy06I@mExgsV0qT0TUg2??6=}SnJ`CBi^cGZnG#foAmgOzQwqWhE0p+;qG}D$-Cs*UJ&hYfyud( zd0@a`bYslRe~3l4v3 z7H^zd-NMCL`StPV$v@TVRdbHn)wrgG%S`I@!9c{TeW8S}6>3b&W|`NqGfN=@QuVoB z>S#_)O`S<^`?rkg{$D~D8C{3H&|uvCdRrUut627M>Sc@i;oE_OyD()BqTi4+Su=Z2naC`Qxs-KJ{yR6 zkh1#yyQWY+KdTN5wQt$5@W%hQc-hh>h?SV?cbaePccM^Jq7i^Ju;ts~uKNtH^@Tv3 z-2QLZ+t%_&`1~>@YyMI014!Zqx=~sv_Ub_EneOt= zjrtOoAWXx*i0Up>R7OG>J(Tg3(F;AS_qQD5sYwUO=a%|cJZU;Q2iW#rVVo=d|Db*Kku{acd&HMY1{FIW zmFgB7Q`rBVJbye2A>{g*ISSR$TIvL^Yd&s3o+r88ySMjOhTY+R-gO&^K_|pT=QfhD zhoM-$)vm5nx&Dw6ABJwJBpmNp+h5p zqeFp6NGTvIR#*_WVH(%zkK&Xb@PoVBqc%SgxG0;+-i?>=SaGK)n*Rc%O-- z^~?<)^|aosp$uqY1$rEi$Wdt~ut4?E593je5yv5e$g9m;l8SOC`o0J;?N>}hjY8zA z7_N_<8S#`kODG8-a=>&pr}QxBXNCXR(b+pWR{feFcac{NLCOipOZP)S^k}lBw2{HJs;H#ED+@6Zyy* zq-9z{_08zm23JXd^d!#FxzO?e)g9GSq6%$QDu=GQ&Q7nBfq(i&c6<8B7U`c}_w*t? zRkon`IQ*blL2fQojmfB>jt)`1)#BE*cgt z`rz2RA^bu|>sD^USth^g*CrnFXa!=^EJmD9(2)kciHe>MwwV~&{e{ZZ zxV}A~)FHB3b`2JxM>J>6ifX@ve4!NNa;3#lT`YD$#1%UL4^uYt$(T$9u8{2RlYKvd zA`2ynulkS@fN8S#7+$i@^i4@HDCRdt9K=Q{izNuOTyKr>^19aMX@9vRalGC^3=;rB zCK}N>Ez1{)Nv*OmNSP^YWMo7i#p(sUJll5czXTJol{I<5n1{f6hZT(HDj7y_WJC2U zsrI|YhfE_X@rszQSb4c9h0l_H*(EhxnxJHU2*?OJflhZ~f;(Z6($GW4f&D)#$%8#$0C!Wxp zQqMar?$dkn&e?`$FP;2AJ<&sT-19-%xULBDzs$Nk7=2c(y!U?~`%Eo`n!|s_2t$gW zK<1-U1-enuKy?Bfi7gu_;F}`^Y|p5r`$U~dP(Si`|mxZsU>0ba*nW z53RRKd?pPPM@$9T?G7dA;q>ojDi+Ax{KI)a9&I|dFVhXS>qOq|a@Y~7cak;s+AxeZ zjYxVPsXe?L*?$?wN#TCM`TTFY_tAPiDk2hp()P&(>Di3UiA6J=xaZdXtq$`3jIy)g z4QwNa^qsA36yOW`?(y%2lO z&03Ql^kmc95^u?kVDg;8cxL;azySr1^Sy3+w}UY>H^)tO0u6g8Xx~6LzfE>>X|b1r z=4L!VuAD9!mq8D_`r2l_T(5sHl`o^-32;32M-g(#X=qrqovbuD;xOoeqKNsTV#&n9 zczrxQxqwY6)5VVzy*^pSj*N_)IB*)04FgqHKoxGOX=z{SYGqsW&?=U9<*7saoPGT) zT8vZusp`?)0cZ=i-No@*RhjU**%#VVYW!OKgPbJ=1QjibkQDPB12Rsy8#Y>q@!xtL zJzP~(a=acK8eB*JmIU*b%*G{Hep~!Jr8=LgZ+Q~5{Ic>@tD+G))fzJL>I$@{zATT< zBkv+wnzH-8Y2@*L0^96@RaQ1GpcO0YHOP7~M03$R+IUO(Isz!*zp$_X@b=RJhhIra z!KRtsSjx)E;!;vjpyTBR6wVCf#l^+AyYR3uK_#VMvi7gzmd4X#XTM9^P?U~K{36~ACuq1*?;<-5HWAKlRbY;T zh(+pmV0cRpUH~eB4iEgLyJn%KEgE-p2*bmS@aTq>D|3f(vNDb9dCL5kn3r+%1n6ez znZbUKxypYvAIpxvMExF1M%h!b3`8COAPp)MR#(S8JUoqN#?aQc^E8?ET#OHhq|oIJ*X`qE~S4XYx0sOpoJKU z-?Hs*)#-2iXNRiJ)zYlA*S2a8Os;=}5f5@^b)s6%g0;y!OFzy!xw1L@TPl2mv9Fx2!bV0MwS?;$7 z(edR6e4^Xrtu>?PPz7V@i)Pz2JLy01)_uC`{7j!hU;X3>&+1Bre;~x_^eiVTPr8Zx@=HiB6T>ZsP)o&9;b)$Jw z_jvqe1a~6&m5VeF_I4cV`7hNx5tFg^zKN59l%ZL!Ek^oyH5o)_GR`WVh9DZ2BafZ3 zD3g?#B4|y;B`6>*IZOF2wOLpdYX7}!$b?QuD&ds?Qion$avQk^)5fHp1XSMdqO0KZgL9xfnLEBlq}vF z&!BFn?6hZNc|V`fhMFc>jzbjSsoV(2~_9~^k!DpjN352a?;XV3|GM#oYzKijm zTJH=$90XOcDFm-r>X&Ra=q;ZYYC}Ut z(zMon)5pu=Gq3ifZ(%<8V~tCh5I@dCLn!HS4?112muh^JYAZWGy~-BoM2Qw|&8xU< zwQjt#u%q-rIr!DmY1@qA68I_2@hYxE-mQXZe0ECZo=F?{i^;)gG>m8Hh{{nmwtSLn zEi_S&P(I?t1p`|;ek2U8Z};Dmgx9BC#xRoTP<}G4fA60kcLceUMRlqbaC=I+x^!b0 zIF)am?R(v~aZ!sdjR#e&BaFJ5b=BDPlNY-YHpQAZJN2hG_|<++=*uGc%LfpW zQ121Zfu$k9?(vDlZO*F@c=QMxE_&ixhxg#axXmS3A11G2cHZD3uven_tWzt>#lch zynCCHcU%_!Yi@sD;pebOVxvo=fH;T1Z^nUD>bppr0MRzEa1QH%AW%MrJM{JZ-TN&^ zqIWVd*?!BNhzl;+cW79}zE>E0zHYgAz1{!`8RJ0ZI(;2S zByJk$C9+@_w2gdS!R!<^<(WGzY|MIa{nlLOx2_+L-%>yQ&-z-N_3Mfv6#v*Do7kMc0!$h(_QL*-IPx10Og9)dODEYK1W(e9ZFR#gb|bW z^Oj2)?A{G~9c(Nt2KD6}xX0-z-bpQcs*>_L4N?WUwa6e$G>Q@mp`@gRK#^7wMvqp5 zY%;)dxi)Ajf60o%ZJyJIyMG={tGSb2vFnR;5%rm?HoJAoZFhabHE&#x?>(F79DfKU z{7)I3-7ZG&Hw)gxRFe(hYO7 zrrdsw+Kswd$kR*tW=>5*Ij`j*15hU(pw*Nw5)=b(Xkb=`FahGzCzCS6Z+Khy@Nh+H zB@g*VuXt5)H5S-PupC`?hvlz~pautr-h4LlndV%-wOnH&g(vSL2Yr^{yPxj6ku6SRbw2?m(*Ztf_d z1Q@|W5!e&`_l;uxO^z}M{}40n=!F;0wzOTaRd^<043IzxSeDc&r)f=l^_%0UUL#Wj z5hSj$@2?pkSmou)qs&CZjM9Ny%g5wXJ?FW|`K*6=+xF?xkejbJcb#+!t$Tdc9*TzV zsi=j)jgtMx4x7TNPQ|@^ZW011u6k}#s{kLk9GK?2#+LJe5ehZj+P^`TW4K5iv31!l zhw>ZswK}fz`_E;|lYUGs;u;N#c%MdU>&WNzIU17-@>lPF2iarB#!^CNKz8VKgl=WKSJ94BXt@sj_ygtYXIV8`Y&IRe80w z;|KT=6UUWIG6d@LZ4MR`&5}Fv6J_nA9!^N(NBc2To|L$_z^$zrS-SJ>D3aaTz^lIDD{$`Wp;Ipq|V`Br8lMcr}Y-M)ZC81Dw zZt^(ddZ8}^(n{zlMI-Q(XywM8C@PJ`b_f&LLqZL_r>6&8DIYoS2f`A&Of&wFt-xEl z4p7#-Qzg=SHs0yp0{jn8-9RoTi5NaOKG+tI-6tNdNv>i zZ_S^9zRfm=(mlsT^gwo2#^g%qt|CxDMmcVl$byvH$VJ|CG7@}bY@EaO z_4KrnBH5iC4^1ttNFHVu7J+?b6b)3kBrSWN*s~JJf2V{*3fYpY2>?psmZ4!dNY0Sj^9UrDA%{@GxFV{n z<$sTVVopj*VwZE^%FEBMaGX*h1^Qm|@!Cg z{W*aUO0g08r<}CxUC4TP+{}ASivKk<? ziX(cMQ6&W;`CCKhdDOrw7jILuqM8u^EEo}lKgEZWtD$rj^LVO47|%tKzT5u&9{F62 z2AQk9=)C-GsoAJ^%HJhCpk0dwNfz|yCFij@R^M2Yk?|M#=R)EFQ6zA$Jip|8jRtA; zx0qZ~k+ZCzs%{Tmd_!?3Lx=$?J`f&)13aKsI+sV2+~Ot`-PktRg{k z2+uE4LE^WOw*P9+e{Cm#5@ZPIBt5Akpj%d9;8z;b#3C6)@JJ^$moy4ANd9hs7~mI1 z#3NG4;1N`sR2_H}!a-`!pJLp}*U53t5J>*OB0iq{%%#02tzVQ6f4^r}^;ZHwfj}TMW3AZRm-@h&$*(mO+d&zw zq9P(KAmLHY*MH)Zlf$Nt7UUK|TseU`=>M5wLD;DST_{v*I)1zNG!o)8Z`rttDGKqy?vR`FwG zW)40&@;zE>ffG4OsK+y>YP~lzCWo4vQ77~x6n3L!ZQm-ana-Y#t*n$8_gOBL_dBSZ zkg~V8H>&lLdY+KL#Ksn$CjB_?-Mc|OKA7rh$WA$+VK6rLkJe)YT0saI&Sv4u^g_2GF^SJn~(SZRBI5}=LkO#ImjDd7d zU%I+V103qMMQ_wMbZZB<;izZ#C!8HU5SH+JJ{2L}g(W?I7M zk_^q6j)`FmXVz+_j$x!m59DhzojHRoy7M}(w6qk|!r_UhhJ=QOdaN#ibMD`K1n)POEjh z=5J$O3+ZIe5hiLBl62ed-Mwq%hz4Cz$h`S@x1K7Yq(qd^#%8g#E9rYqNGRN-)~jOM z?)~>}n}-jbfGoG?3VmM}7Dk*=@vUwMAF$>+IkCK-d`(XePm;v4Jp%)S>D{}hcNbnb z9$1A;G98{c6UIM{i&c%!rmSy;6c-D_AiIDNb>hM`STHd$je|QPtd$oIR~zsUCqP~j zIUgD2a;T{SA45}L|M~VZ$Pi=dIpH1=9bGwj35LXQE&w>{CbEP>R17+^$=x7Wiqi`BE^UN(N>7LT~C57+J)X>rj zoj@0lF2}!kaYlc233oOi8t64Wj}kkURSacsUkc_=MSJ@dNV)$Gx1tAqW@e_x>P#F` zqyMc%L!1wsBCUOjf=2FfZ$=ZCcYrdKGj@DaSg3YFJYI=mCXWO>DKMEkzu3{ucl4A) z&p1?*0p|t1OK9`kod{o8cqDrNUF(#_Ch0{$sFnx7g9n}qT$2Q6dHDqdW`K?wefWn3 zX#ILKox~p6mSl+=pI*Y&tG>ROxiM7eD2=SZuDrn`31qEu-W%;9p2t zHB-`aUp@^v;kk0<%H@?J*vnnX{sH=&aDy__3+dl14{_@)KWE#p=S4+ZOYXlfcbY+| zJ~QRf>+MSt%JL#-7QEgFRG*aZNYtX9t55aB7oLSd*Q?+xbLKNr#7x4jCJ4@?+m$te zn?$fv#GNWHz%>CkihzI58{_bKNw7OzmTuJ4l>u4wXJ8*G;deR;n%$BNO1Fm``xzO_hzmW=D zH=`53r9pw~SxOvpxL8kJf{vb^=NDf@{Y^c+-JU=eeII|_p9>4KORux9pwTr`2kHkK zTth=cneTLuk9nfj7cyL3T?f8?4Luuh#1u>oCtwD)qZ1QP7k>R`V5&mR$IKB#Z*+kFr@k#k?*>cG{HKu#_z7vIU$p?bTJ=GArj0BFX zJbFizbmPa79}LW_CCH{F?>tLs?z1FNyEls^a(+B#V`EeJ=8Xp6 zU%MYkgG^3j5a2v&nwoNv!1v1+-RLuNFkmD}@SKGvC@5`o@DaJI$qBs`z!(8$IaL{b z>C)40q+C!+#JxFyO%)cwrg|)FY;%hP`Ke0Y7iZ_@Zkw7$hx7Q*0Hfx4i*VKK<5P}> z-b}2Nbvv(+5cP{o_9$?55V$30bv1Xtl`mE)2p9+sVCkyemJm@sxH=A2MigS^t~DvGw=!omSx)EWK)a=b%+>M+*gOrS19Bk}eY%Gl_+&()wTiV-kvT(9+F;Q5!xHvcqu(I0z z_YExePUfr_>O)OHBZv-ipPWG;bfecls3OrqOAu($S6)h7-6QiT%hLzj_4&nsQ@$dJ zu2oGN3RAtPC|sL=>LXGJuC%6}fBDb6lY?0uDb0?nnQbjiSiN37P1w_qvoKP*B-sc! z;%=Rhk%P6&N~Z-}tsI=~qI6$&Qa3r}y>^~_gp?C~%yzzTaaFX$&1QU|k%tz?00SRP z-m}(Ls6Yw?;FD)g2_^TRtLE__n%7H#;hb_Htk)aGdkASji2rWfK*56iyM*BghbZ>% zQaE1_nBrfHQkmk=@&B5m8lm{V&HW!WcSgs@sF&taDpH?6(@soGbU5nT+lT$LH5`q+ zgtIf}-;0aRi*rI`YA6EOuV23saG1*3+Xubg5stv;vWF2Xa8R_eB2ys-&4vUt0P44= zXkK0!Y^MC@Yq0f;F_e;_x1xQUm{<^%Z~4B*Zi4@Dus!o0=Q|A_y0-uFK!X2YJkS)Z z1UNPUHBv`FMF2I6VLUbg59S(kYb#?Q1y%4rhtBMC`J=ze-Z5z} zc^-xAGexn`UbFqM(EU7ylxVPO2Uz@4n0|YXm+#EgV~Z65(LuBSFf?b{WD$6Y7d^Bb zhSX}HYOHSJm3XoR_V!NNaX~)cGVZ2lR-A`fsjY#eQVI9 zRtMBIv?r-J#uL)(R9%t+uc%*Rc3P%|IAHEI3;SZ;L16*!|Id@}_^*YL%%M|Sq37V? zSM5hrP74c20{2ps@!4J*rrq8XLAeqTd+(R28Y`@@u4p)gk`9)@fI;|A+et~Ai<*+} z+2JBP5L9Ei+L+wV@P2twhC_k>O#|M$KPuDk4w&A55?a830lC&`%AJo zzUJ|nZUyehk5_F$^v1*NdSt5#cJA&6s0A-smfy`0M1r>`r> zLo2;>_gc|~mNg{e7%<>}Q}bcy_KA@2U3GNK_i-n%I0{7(VleQ2`O?SdBrd0-R2TB( zQ&xk4x=P5sdk(ZFpD>AB|2K$YBuYt{ZuCAprgaTNBzLl zKujNRXUJrjU1hjtD&~jKKxJ!t3WR5Wj7pSoBM~w0=GS}u9<2J`vZ}AicNEWp=KEky^}qiLl^MhYkBhz<`Qe=c+nQVRx&zWhn%;kPo@Z^Nl3SiEWZR0%A$N_Woj!-dHSoQwZhG(rT_qn}nH~Bv3wYBd#=oh4 zAb5Wi4pl4qtBmvTrjNrmm@WbXJl?I0`noE~)l_)71@Yn9UdC=)B3EDH4 zt)wUsp#MFOUMaIY(x_>-g%I8FV;g3L=UXjQy37a(yj33Ta3vy%bl4;u=S`_jw}U+-PX`8<5{M6z|uI8evk-@ zH@B`_+Pt^B%!ZZ^mOL2C5gJ%jubq2>`fLmjYBxN`=7^C@Lvq^q@%II49>(EO3Bt^I ztL!bp_H0%sY>GB(xpP)^5PN2Z#_4^^QiK^o5svYi7L1G1XEMkZ9|Z-S*6&)&R{YWY zGhUCo3!{?_BjgHU*1_|w7D@bW*O$}h_LNMtDU&qgHLoau=N(5o6%I^4f;tQk-ClAX z3a$DCDYF{IdL&jSeaAS4%iYco_SDI`@Tl7~CYHclr8exyxMD6g;K z#xA#lI}e!W!`DtpVS@gds?n6%YytFc9*B!!*B2LdQqR z)CEC@XalkG+OCmD*%Ae@I@IWh;G|fN=rFvoZR~Xdaspq&uW%H7zsW2Rj9x@#vI;+o z&Khc6pbc%c%ka$hyD1kbt64!0iiSJjlNhq@rOBnwkF2cN0lt&>L7c%bkiskWgoBF3 zAfk%#^tVog9;UGPMu#Lcz6K1!ty;F^NW8R#;jwOy$*vb)qFF(;X0hPWunZ0mC2(MP zpc`!FIWk=)JG(xeXHaofrQ zMrt8@C!Mo)gAsgKkfwucizP)C;gO2o&X z8tcG!=WdRF?4LjHbbZcyTU)FH3BI|cU^;eqO2YUGy~+86^2BXE3J(NppQq?1f-7Dh z0*C#-i-%J~k{ceg7nBZ&hr>j5w6M0&-yphl;b(UtH#=E|+YVT#o z=XVDZM29bn$8FXiLVAMBf#PwZ9&#ib%?5YBw6NmtT|w49v` z1&`GolJ&8mOD#WEUo%7>wleVZo#wqrj;D71vfwJoy6|U3tMx@Jx`08+OBbmSmj};` z#Q83NFZZW(y~YCPjzaJt&2GnC!HC#nGc%#DwtTu-l{GS=bURs!=;@KlFD!&Fa~H@e zDk+%|TI~u!K0oV5cfTk{r1Dz&@xy^x3&FnQVLm+tez*0)h?QY~emJSZ^uy0|B~6ZU z|Fg(}N|Mb(zt6a7oA$}g0WcvM%*d(d!Awh9!THV59_AXilE99+s5vmp_uSG?9jN^r za_#f!QN^599D@kO0?Om@yw7BJB+J6es;l|5E$UOX+4{w(Xxy#O#qMZdCcpDz{jwcz zC<-A~R2i1kkV8sx-bU=a(K5Pzib9+JequIuz%!9BH5C^X4;LR?$9ZK9T&hHMDg6eA@Fxd<<#6T46?3mQDu|36w z*^wd0_#0baKK!2ep^%W05*8ba#>K+}SLWWR+dnusDP*9kn%MqR>rN8G7f~K#O}mn< zX%zHQMecVC1&>bF1K7{Y zF$|1Jnr&YP|HHRCp2p*6$=aQn_oz+3ViWg-%jb2)M(PyKTh{^?!fM6d)H)D-7W#7e z_VFNUa6Vz)UN9X{$w8nPLA#?lajb2(&<{7KedT)1Z2r$aKG*Z+x5xJW$YI?9t4}BH zshs9$B2SlUHmhxY5C;cRngot@l#j|GftrMg!D#yAjnC_vX!;&3W^j-s(}2MM*)b@RL5bh2qMc?ao7| z;#nvslG68YYzng$IEf=`KSs>Z^ZV0`fNJO4t=fXj6qCbpelXK`>Tfn?%uxfG9WR@q zS_c?2&H)cO^Je5`89`q1-cIl|Yqi=BBD1eCvmn~4;*`S-Qspq3o9iU9yyT6vz;qHR zqeCg%C5w9Pm{cbu281QmV$8|_mCS;81LY!+<^yW(6%*iEwi--^wN!{XDl|9MG3I;6 zqI}y+G10FBVNZcJ5G`vBz48edeF}@?7Q!58NTUeP4gvNF6tN>(S~*4*9_Fp4X)*1H z#IF@#krsJ>4jGHA92z3t&owhJyGzJNT4b#ZPIvD-H7fBUc&?qH^hSMeKXr^Dnl33~ zNL65KRzplshp}kju(aVO-W@bh-~nGmn)Yri7%cIs69F?an->OusT{g0ntDvEVjq2k zYLDOso(Y>#or$CpxdBN+;ZMY8s1`Y}IvBGeU{7zTI#n?2y|bC!yfu7C(;B*+mc)TP84P%Dflvg$ zMCTwo1gN=|5py>cC10}zCc$FnTpsUgde2>kW_seLU-~a9%KXlWE z&)R=&Rg1Uvf4>3|su+1|2JWs(uCE^x*rEO<6tB+@uCh$M52c;hD+h__(HE*phNS1h zMq|Fk7QSS%fi?$41-2CGow^+lvs$3unzFGaXz{tNfS?e^y1oUx`>ii-pKcllp^E4AiI)8NDN?480R2e=g^ z-#Pza5}1xI1L`G-ZwRkxf(b>dIrrE+(oL@Ek=}Ms=Z9*QMt&H0(c#}KAKy2i|LDK6 zG27iseq!eP`J&U9-2z|knBchhY08=MH(}f2_ z%QGg)q2{{+&C{v`T8DMJn-_I#f?|UXzq-nKoAEceUd&HqBLyU|u0UtHr2XzeWo|mS zUJ|VhO*Jy_PN(YNFGswlw1wL}7p`DW0e#4^IpLR5c$ds10L&1<>kOf&YZ0SMtTEx` zXRCnw?l|MUWK=Fq)_fS0KPXYPl;K&(+~E8q{2;>SU4OLCdoNLE9W2upE6SQz*2HTg z)k|94&E)uq`A2f#{!QgB47UB3!tl%dTNucUz$X_~UZAW%0URSdK(0oEzN!a5>!Pj- zQ6311vwJlL?MFY6r@B(?K0dzSQ0;AfmFlSVDf7aP{!r7@R{OIsNR0#XQxm%W6x`;E zs=^&-;W*MN_O9TW$o+>6;>Eo20RkO@1U^tOvSS$83L%tc9imBfvVzJ6YyxTetwQVj z>H127Z(m^ZT>b{a=m=B7$Gst6S%6#S){n!@PVYGjWAPy3+rjV9{23ANimr*88HviiaTR{ELNmDW*2xYJh@ zLZ*4cS!vSvPHl)vE8_yxVtG5&MV%%>-cBPpwqW7WLbtp0v#~zh2Mu>-=!*eNIzAA; zKtRD{OtHbM2jCImI{imWTDe*yrA>NQO@ME7{@ttN>*mHlMf+f;3 zP@;h&bH83Lv9<~PW*>@*sF7i#P3qO2`TpgdzkT|xAD;PYSz|qgV#GB>U6fD?8;l78 zY5{_9uu}CJ2GegBtKB^DVJ8{bhj^ZR+?r0#M>CJ=H(lw6(JNLmhxb;=ya9o1Vr))9 znGPd4QIYe`rWc14nDj5po{>7<#`03W@4G9V5wm#57da-(!B_zMcU7}seGK$SST?^I=;a?7$pxe5Fy|T&9p9jCuH$B zw0m7lO%40V%^Lvi2q+p96eOd=3DxqoEq+Lw)UMWAuQlDg_t0rNG2wWheWhYEk(fup zn_(eC=F2cM-`td4pKN$ZsnkTAU2ET=Guy%TGxdwDA#{^Jw>han6SUlLxceqHnwynASi#S=3faduE z`-MndiXw=fom%_G7qOIY)uVb6uYdQ~XBhGo9LeuyXmau?vJ+4aoT{29MGv`jw}-ClX^WIfagUNn(NSxd>je`?Gw^)^k4Z|~(ed)i ziM^xU0CaFoi>14|kf1S!hb8>w@(^7qw!);`{$hT-2M>*JU9-de6e_+qXK9-xy8f$d zuYrC_t^MTT(daM&5Slpg`$?Cni~WF75e;z0ytvmqY!2ZUMUsl;s*NnLX9?G{qoUjp z8)jx6pzLKT4J6shPle|vv&vlArd#SfeSh5efR!tHNPwj~S}wM5H{H2A?QK^oW%Wf8 zLu%<2pHjs5vV(%!!p*Hx5oO_D$}kY`x^f^>_Y_L>rhX=DF_B=d?^bQdD%&l=r8o3j zS{-+Z3CcI?nJPS@K&{ipw18eZ0F>=|#fJ=Oc7_Ql!7*Y{hI&#DCQ9`srPX9c8MQwJ zpjp^#2QA3I?_1)_YubRCEEkmsAy%X&d_&c-A7>K`$bk(9IVO-A0WN7LdMv4Mc3T37 zkn1eWG517ulkY>gSw~mTFhggGYUFMT^K~RcQW6u@Wx_2>tLM=kWST80JFPBC2;O{W zwEbBNFC5zdBnaAd$+`RAr!D5S;r4F{JNPf=M{|$H*ldv-+G-C4n{N%XT}$g@AMX(W zTmwKCf}ui(2|>EZcoJB1U zQ`Sg!HC8JM968|Ukhf~ePRME;Q<9BOSx34$KUFJx-YoO+S>s)23uB%fi)IL*W2Dwi zV=O~i>QLLXXTw;({r2SJ02p2~C&x zM0&eGaj>HxZ|5!Up5-gYh(tHto&J@q#ULX*P(FsTcoI^K530QKoYY`CksK)USV#7- zJ`6g!nc>de2w`0lNwPWc8UJC6YpODs<&2(*oGo#?g)63m0iQ#?^ZgEh!nwW?i3PGz z;0+U+Ri-3Slr^L_rcviTRTU5sUlX%bp<7BW*jBGwiZ)rd*S&K%+<`fnfrQ-YZG4z* z_(WR3qVsW)&{k`*ZbgGk30_sbDJV#`alTLqKACEXK*v2X{FG$V3~IIY18EBYVZB0_ zT@Z^5PO5-vt<*Aoss(cE6824tg3p;IY^q^lM>oO9UCmK9r88L_xw2b&bqCf^h(Io* zr3UuU@hmC~*!I;pb-6u7JV4WsIxZq~!oR@8KkDO8xSq&a^L&6ecfj zzZW&UX{IEdffXAFEO&J9)_Cv*2RUfUoT368S1t^&I@rW4M}VMIw{(O-|4SmB(|8}d z-|EoV%-=7tR87Kq26`fWMrznKv43F0_H4T{`D_%s=LLE_oz$C@w`9C zNyhaUK0ZVn;olY%TG{H7n_#!nMak@)++^rV4%g-f_li>PV0#zy{~i6UcBs?yGfGrc z^>PIO<}rxInAYgOeF{7eNuY@O@xhRWGr(jQMhinkg2^=NL778WkTd9TNfn$QXCZE! z4zkvOv#G`l6ghizVgeZCTWIoDh9w&4t>#hh#YQ=Cy=y8w<>r?VZpr{{yVWaFG8 zj~U8=K6TFl3ddRkFT1k$P5g#C=h@Ti6`XxR0|s=Lo&XETeR-z@&GvQ=702H~`j!gQ z#%p#?M@YK4dNyT(w9%-wgjUi01GJ<4TzF)A%a1x|FcPPABxu)mw!<&W9auiR3 z@rO-6Ei3dJeWLj)uy~O~&MJ^BBB&K{n-kohIg$XYp9=7P22zq?MMKVEYCkR6@N+yl z$v0hB3ot~;fxVfp0XoM37U}oEa#dTC!nT4Y zaNWB^!4(=OL? zho{dw*la7cMVZ;$fr8dFgbb-U~`Bk4C=R+p+NX*Pyul4V)W&>UGfuQ~` zgQ9w8%siKuhG-N1q2Fk>`R~hBaEQd+JGl?B;)6M?G7nAo!v@%pn=ie7l*Y|l*Ol^b zY#fH1J*&*JU%XT&jcOXO#$702naib~Hbr$nO#LuuK8QeWgrjH$;ikO>{Zvx6RW+i_ zo9{kB`qWd>DKHVYy$d97x&UCAH;SQv{55+?veXxv`j@K_Wg?f+-MfaI2B>mUHxHd^ z7&3&bp~=2r?;lD?zWhUG2K59`b%Y4F=xr(-kKkma#W>R}2n zBjZ*K(yrQfN&Kk4{`O|>h;t;!dfa%jYvM@JPzhx+IJ0EE@^ZCe?fxA^mm$wCwA8Eo z+ahJH6O;sv?cc3%u;F9?4qxBF?5gVz?P)2i+a<&5f+n3#YWN2KlI%H7T2=yst6nd0&U zZPIcbDTR#T*$gKN&Y&vfg%`juIH@z!_ObS%sO=JkALDg%v00bYKKH59%z@Q?NKftx zaT%f!ba>cyz2~m&L$5?{fP4_Vd9neCVA6JDDW!g@0n>AijQ5Us1gL-aO*x_P)(L%YWgFYwe^~S(j zsM6H?EMmi?cb}DN|4fP`9a>2txw}XsQJek7hHzsp^&50}ZrUrK7w#Gnu-ATu+7C(B&n$eE!BA zHP-ok!y5PJmjyWW$8Dts@@5<@4!G;@3qVmFv0rXT4P!Rb*vUasV@=5Kp;K1GOm4d2 zL#fz8%C}B+ce>4JRN)a>*6eXFG2Ns%skfBF9B)qHUpKep2#|#q0Q{P>c z_9e)3iT7~hK+(ADpCIVfd#$i{(_t+5-HxkEu@X5RvM@{c9=n4hL_6>;Tb|JT^Hq2y z4!=MDNEtVMDLYMWx*;iG4fKA3o8Bu(zJ-|@ju+;ZZ>y5<#7;E2s7QY&k5g z`a;WVUBnuzh|i?`H0cx@WLS`3mSxghH74~fVoLJ+agUWWu_6J3C(oEW!uPH z`yDg-g5pwBX~0r>E?FNXsQRymqyU1{)U&Xq6_e_{k{0~2g$|9-_`oNDNT5FHtGJEL zRBPziTzK*?4g}XLMQNQ&xI1cYlID(pqVNUJ4ln1vx>eS?1zgsgA2z*F0Z7d5As;ma5u{MXC=6%8>T< zHv)^^pj+03jXQYkI4a!W>I{5}fX>u7lOg5WS#U{Hy6Xfh1C|$@Z-@0{cZv z6i6c>!?D+1x!tFcft@6x;mU^DWTD>Nno#wPqM8tJ)8>IGw+%TinOWXz( z&R0g)#uv@P7OZ_}WbH{fGv(uv2CXk5n7oWtD!NKy(_u3zdvMv?@uNAY!iWRw_qo`P zBXiMpfp5$jYrv$ zW4%2WEM14c!gWR1RrCvax)fzmG60h!3gRqU7Iq~jK#5md<{{hLGSi47w3X9?;M+p4 zeBAB}W=%p>mj|zR_=bbnw^dUypq`Wfw9qbSWQ%%xf0%ob#+5nqw#- zsTU(A-Q=6KcLgYHP}D{dJxtq+VA8JYbf_V>xcl}z^su)hv{y7MWe&XhCDwb63rk7x z`u~$H-*>z3DqT4V?mb%2(~j&$7a~Z`+n$_czfA}W>T#f{NSV2tCiwezkbuibXvuo! zoAGs);%LHXKg47QRxU#qC8G>$Nq}F1HlhQ-2w^U^;+=m8IxPKAT8k}`ZCDCRbo9u8 zF%Fx*34dgiFTb(AiTJyBcuRu`gsI?rayap$qY|~6g%*cwstS9g)4W7S`2YV=~zC|%!o7mE(WbWYk5ZT9BWm3dl?C_=y^o3TD zA>F3DpVoXhFHGhXTHt#YuX#qXUoaja(=)Vde7^!IHvoMBSqHSkdRK_YY3t1^{gy5kFL0`s!lu_(Fh+|r^TBS?# zh1aRui_3oQ8_Sl@{$~+kVfrrf;X%ohmc}BqG<=($Fzr znskdy71!ZN@h2MAQ$ewc(6Gqe7 zHK5aWUzNcm(8+$1ZGwuQ{6?AW!Bj96FiO7ncNaPTud;x)8x5>1oFr8dkhvuH^)P&q zxTMcSj84y8=tZS4WLlbj-o?AuWq&qnRNz133#8ac1o*1i(ofhf-gkeu`-g{nua6fU z0kZ0QaWNvmVNtDkY@)t0$Dp&ngRCZ(d*gGzJ|q8*BVQ$6q`Rjt)%&G%+G_qb624;! zWl2op*gEObwJ!jMZe(KH{*B9-(f)_yZXeQ7YS7*k$W3}B(CwhT4wH0PgKfTT?pHvR z0Z9MhV5aul~$MYO2HOAcf2U}O2MpbJ(mZXmw!d1T_I z8-az>f_}r_xQXoUjm5f86DSZQC|SVY=p$2wy?N-A(u3JeeuF?IB_;8xso|HGm)~mN z7h-=TBF{TMKDMwwP4@wmJk7SFQlp&{Pu6?5bKT&D;Z!TK@o$#?k*D@3`W}%_qbjx? zi=*J_p-+ihNtJ~Qe1FYQ;O&3HW}jYDac3EMDxf+{eC|lzZMwFK&zsSkRSml)6^!4v zoLc>^0al4}KKV-R8jv7J9k5e{ce_q-T;h*`KErCYF>vTKaPuJG?b-_MjTPIy_U3s5zksP4 za+P2xk40HS{GvEnpd|SlSF`^V3aulN9mwj9KM>1?*B9f;nQQU&Gel*BpezRWA>7hq z+>n{en}=H#4|u)KI@uZR-Wnf@2M>el(05z!<;UTW+7@ykwydCRNJ0n+`ZE1N^6r*s z?k=}v(Oy11l{gALTnnh>YDVXLT$X%2inXmnMV55CU6hp-os^W+!o~(A61qv3Wovu8 zINSR9@ebf$V_)hPkAGwQJ~w>AOzzk6m(diG|5aUK-6@feiyu_2#f4gB0-KVKRNQOm z6H3#0wP&(crU4K+spe3Jy116z+T*vI6y0Bkt!Jr@Qzo}r0kK=~L$g;5QTtpMPOrj1 z5-bu$6j@FK2M+`;v#?=$vOZf|>qZ!zLXgKB48dlFUCF}rYsYGAKKgj)W?{vPqhTOb zKdQJ`x*VnNm3DxDXe@@oh#e#nMkC+wIlcHbQPh+AwTc>)sZ35LCiEB5n3nzrGAOV7a>lLQw=k~* zgq&xSV_I5*MkC>0b}j5?qkaDT)aSdBHWu;za6m}?e6bT=VLmV<)j3fZ?=j*!)Tchu zh+pkI@aC&DtvyC!BEQ%2mz{1A5vZxL{R-i2pBx)KGw;uE&fyOw;Y93&QAON*!BdJd*{<4S?F%&#WHT=sqF*wz;mbU$x#Dz!b*A8SNYs zrZ@iO^Evu@<_Qq|42#aLcW2?wJvx(ut8NB)5%Mb741GcNZFgoZ=f8<>0Zm0v%L@>8 zRaLjV3N!4Q5Xt=?*^^lf(3+QH7wwu+L1$O92Ap~(-|i98&RY)mUD$qhI`suSS$I5< zBCu%A3DA1YUyfU;ulVv#x=O~`&TEGTRjX6+3nPxg7;j;7OjI;s1-;zLa+T?Z{P8|v zceR_QApe3Dan; zUznNM(;02KqE%AE#xf%AfXNMW1U{BqTZ^ESrk(!$$@zRI%|V$z>NpVPgrptkYXHqS z!YhIwm3kySb0iX-p}&ZE{pI5d?qE5IEEU@bVNuSi89^mCgsF*#pPz742gwzRFo`p8ErsH)7y08gY{8{qFFBS0Ghb_pU}2e6t0t-`C1`1e9Msn%?7;9dr47iP)N&*OX6w`@TGO#h_7N`28}ZS{cxMQ#-PvdT-uz9EEdhN)pdPmO z&h%t>4|isTvC#d>>K2Z@Ed`$c!Nyl_zU}^7jXgaUq+7|Beo=GPIfE)(r2kdrkYKXs zS!gV^wCti#Gydk$BMinzHSy6$iR@7SiCreCT>9y-;=9>-j!AnTSzs*`ErLEsirE|Y zB`xj4?6|S6nwb@sE-wjrxRo{^-sU>hdV^(0oVAg~FWV_xA)CC4C~fQPN?n+Soqh+Q z77vr0(u$vUX5Po2W-)ujLZ~281d+R0KGa*?!VXAM=sXY?of?%y3LYNgvpnhkEZ)(} zs+E$rQzG>!#%e-ofeLF_;4}93IkW{b&Obs%+by}XP-n-8&W@9ZFKAJ}K62Nt7tFdD4%=NYTx%s} z{JvhOE~gF;02IR#xZd)JNPzA`!CpJ-Jj7=LV}|c4pij+2idQgjpqQf%UT4kT;W0$I zc0W^|h<4qI_ePiGicG={+`tH#V)6tp)xg>uqFXeO;*2Cw2j?13WTUUoGCEwue&;$o z1U0sm^G zXqF$iQFD~KRKxbJwAL-r*yHPV2fGdu{rj^aRXgDdv1?T`=lk4FKp%UzO5?Up)<2O$ zRlDah-3^Ht7?`i~zs4C5vnSf?H#Y>s5giaMH#y)b#A&zg<#I=Kk3CDrLA+!D9hUx+ zqYV!+vX8{9$fl6`(|O!7hi{M2@w9r*FwQZ-ws1>#$`2x}nluo!_6oy(e z-i(06DIzbZ7rR-e7?mG}uLhUC72U!%d_X_&3{jMl8=py#OSey_t5pA9!FTzRJ*evF zkE4+Y#M3wbeFDWjpxuq|3u(=#=|B6F_CfdIaaH+Yh;!#Xp6ck_uiDbMa3(?)enP?& z0~Vd(OUVpE=i5^4wp!}4Z>S{X1eTM6aQ$yxsIO|i7+EiZW8s}XSfN#0Lv0atjc6bT z0}QY!=1fw5sjk)`LRru)3)Dy8n8E!P!TVbTN<$p|G&ZE}e8sI?GAnTw73h-q5ST9d zqEVrV0@3MNC2~#zHRKEBx(c%CVcUMCFOzLv38Lajie+!YpHUFS@>X;4zABRN3|)Gb zzBeCpL08l35Qa=GMBZ-?Zi+oJ+^QCGN65LleQOL2lT{gfn*nU517?YiKvm0y6_bJ% zw2DMLg8I7)vXd61-CCFQwl-A*&FQIvY3k?}5%pJND-tC1)+Ez~VVuJOW`=?0)a%L| z4$W+IX3ukBo`{SZ|5c0f5g9-CAVIdtF$@!nccTIskkuq2G@$3RmDRs*ldjHIY7b>= zuuhqtjN9br>toPc6}SprZAJCD^BC$OH&lMUKdJ3FL66T!j;=Mvv^&U*c?(9adTY8~ zFfy;jh$oHngShC*_0Lv(+X8?bE_XsmVP~<&=+oMQ)*p>=Z!cXyDA-cam8NFU8jQi| z=?ysMP5JqtvNDw%vwr^CHNLgA!ue3^yD2G>n+@{L+L?ZtJ}5b=O82j7Z&Y^;5JgnL z_E15EIj2GqJPrPM_gfx(>$4SWLtlfGr>Ef1s3LEL`=zN%5@Ib-mxCzr5RCf6ln!WcaX; zv+zqq8~Q)eoj?poLF0WFZGqlk`RB@k-gI71pC%+t?8TMBbqSL6r@C@a&L6aWFv0Q% zQ6TC<&Ydc!*hQ}-`zBc#VEA_R4X;@!tfgj=zMeabciu4>=V7RxASsg9paYwBn2@YP zy5_h!tKCA}YD*=oIm-%xqnBE7MYDqq6kT+`Dz3k;tFA7^(~s&j3S(660F32O8U&-| zre$Ganup&nlHH5;l6xkoq%g#2@sK7CUMu%@Xzp_=9&T|5-V7nuMHC}3iD{m&c5f|8 z9yL*)7zX%^_=Pr%e$wHSYV%|oLADFRPaoTSxl#I>_RqWfQbl}o+mYS$JaP3GYRGf% z6^b2o+_oE13+)~h(i=owd9bCJauF!TnE?w`)q5bJjiiVCX+Hf80LqoXPe2Z_>~|bJ z=(l`4OVL&Q;uwD&lnB0gIL#3HPW2cqg#n-29k}p!?T~S~2{Wn))MDFa@D)fu{rs+d zq;P+zeP2fPaVdOsuaze;oBKOC2#T_X!A4-j z4!$4FR4)G|+30LP6`2hTF*4@VW-p-?h{*nCKjj)hisxa46?9S!kl+9E^(kRJCI;wR zsaE>jKPcpQQ!mAEAGH~47%Scz^KL<9A4 zm5;*BMR?@RALSq1zD~V}LSKOv z)jvJmS(+wgMI!GxD&ZWhjI!;v;)60vvb9rZna3OCfUqj%9||_iG$P2|7iQ%nvdeCfx5_i52cPK zL^gIgEK%joRc7wV7(VV#1*bAwG1RMiN9YOMe*5JK3`544fxbK3Y-H~x?9q||9GR;E z%gMvnwS$xV`=8Y%RffuZ$7Sq>buYee!SSnbG2QQzzB6UH^pNgob+==FKkoxC(T)M^ zY=c<@{ zi~K$LDcpX1Ey3@#`vX0WpCA~$O%d&=dA43gD84fcY!+^OT(O7gqC$TktpFici03`G zCe1@$P^X6ujk?e?5ipi(N+|RO#sGKofn@fSHk6}JsHH8a7S>!ZQBnnY*AiW7+wtF7NMM}`#s1~sq30LUxeo*KH~3<)92 zD!l>2Vi#9NseeYBT()HNp4C!xy4?HSn~n&9Va?QCh)+41^ds5wah*%$^waOI*btd^ zOt3U)6O9wINlyOd>c>G=gNVvri@OM4RLCb&p0CMy`@_7{E9m1H!86l@%N34z0awjd zn(C}&-(u!bv~BfLJf_-`smO3U38b89mF-6EWf1>9Rb3F3dOodcUF#U$H#M^9S$mGO zIvwyqx|rrA8<+gr<}z2^IgFfeF$ z(e*xs&4fEhLkB;`BRaI*bF}ZxhKB=4qx=!Sz&*Y6q57Xjl7ffZP6o5yDxWhe%r%Rs zs>X!fBuerM(jykC+TjRiUe)1w>a!XXZ;(%kDZp7dR~a4?Q{=lt*uESss<)JJo9(>g zI(vO0BC)>{!61IyLvCJ8d6%SS?5etzwUTeriKP`YBiyyPXlBF~q*3L0jtO)IEWUB( zeu~0`RepAiQdy^-!58#F@jY3vu2DJvoQw!WU@{z9sH7)t8z$y) zi5Mpfbmt4SV;r5o3lsgew*RAYYX?qvWd3;JDtcKyTCs7M!c)lN;d*iJLyvQR&Kw9} z^8rl*Cpp##oDjDmV4hY4eYo7;wne>%hOnZJ^!ebYX+ z=w7BhAy4qys1~tO?@Vy*0o{^8h}*JSpA zkduHQ5h_@FdhTL7+;m-05uVL6340U2T-H~i@W3@mp#8khl(4{SdSa1j--tGkFoqdT z90e=~`pur%i4n+a-8@kFeuXw6pb+N8P_!#DYAT25O{g9grMin!MNTnP30SC)$u&Ie;>mD>bOwR>5vNqFd%*WNoOpiby41` z?!dbH6FmRU{;pEOYwTYTBkXnkb|_r`7nJzG8_JrCqFVu&HKIqV5npmL93RHO(M5JVYu|s39O9sD4|fS$GCArku#ZnI>=BR z^EHARMa$!TJ-Y-bj-v`=x{JLZ_lpXcEcX=j-6Agm!pZSt<|nQ?c5Fc9NdN`h>q$+s zCX=mn?l*m_sj7~BHpj73S_ri>Gjlm#&c=zyu^JP45@{%IaCos)!E;Umo#$9=c6j+O zkI3b+$rddJLC3~is5!oEfxvEQOm;lkosk~(89%n$#V_Lsswlbi$O5iT=*>&jF3co8 zObF*wt@ThHqQQ`Nt+IbTM0OK)EjVC(3Gj{Ty{K?5K69Z z%c;=WD|x|WB*AXT0!wXtYQ`lb%nvqDLjKLLE849%Z8rFms#ye$>(0>$AQzg?>uI7( z;rk(tPD-Q-DK!t3OgMv@_ts0P#BvgEV!;&QSUfMfVd(A}h8Lr*7*bcQQpTmFQrN5{ zIuOL}NhAI<+{!~e!_|~@y+3A5x)M2I$qwMHoWDAYXja)Nfc_iM0;EQ`2*?o-xpC&k zFsv+S6J5!$sc72C>UnDZnGp$I&KXt9!pT~9Mp*~Z)XhTqlOm&t&h{J`7(7}J3u(y= zcLd?%Y$VSL6(w;bgxyyXiHWv3I$BlAT;}m;uox7N3;p6N6{l52#{c_F9qvHiBEi;e zwUjAnPsU+397szo^aE~hahN`aA@;(&BRy-lg?GfvL|*|#7h1Nn>fwTY0l#=V8_ z?U{Ww+@2n{?_?j!?`qBLP}Jn=ZPWT0H4^6tE12-KaQ%E0evqEYi9~SumI%uJ@z3+_ z!U}k4QtDa<%2UxmgfKvGgL0U;8Z7jNNZ(VsI%tO9p5@EzH^NTOsp?UVGTM8_QrAK~ zhQ%Z%6LL|7Nc=k8x+48jl$@abP%lmcrPa$WU0wbnlr@)9CifRcre!OfahR>}Y^otD zJk7jsX&XBf;)yi*zHXu;`ZXi0d@+i}{QW9_l>cksav(HAn*S+Yp^&y@8RC$p+07PR zJL`_K2qWP`E0>N+yY70+#|Z$%#nOd`6|``mBdW2(s=Qhjl|Hbx{u@M+V6--Pl$=^2 zjOI=gr+76yP2jBUZuwM7>N|V~kQucXX4Fp@gTsObPqhBs1GcUH_9qotYBejdLJ1Ar=G%=l>;}N%jZpaP28!4z!$TtBc+fNC}^|fL=tYhoZ|S^#qmW<@b+CT{!<< z#@Aq1tFWn9=V$V)@E{*anv#o(s61&^1<7vD5>}#LfOR=t(8mcxoI83Jp}fP(UQdks zJJYUI3;u>3Ew&MGLb zXi?LR1q;>$cXxLQ?!n!i1a}V(!686!x8NGw-QC^Y-4bLr=gidHsd-9O9;jZudoTIr zTmSu-mXJ7p<{o!6WQ(X>jSWJx1)*?AcSVg($Ti}!H-GQ0Gd~u@0IR9r?=Rhvh2`>8 zK>Z8FlTh1=Atgl$oA;9qpPR&EJOa(=a%&+dX zaew6K%mb}Lpp26(Y8{c_&jV?wlNUh?4J_z)zvV*3(9EGU&ihuQ-A(<9tV`B$jYKA1y3O zw)Qm;nq_j6JZxWAJpBI+`NR69->(57&XtNEJBBX2EWld1Uu~ykpkhMgZ#Hw9hUNQYs3j8_pnvDy~0*AMap!mq;8b{3Vf|jbaytUtBSIM4iqVmH4 z6p;JFf1Yj3F$cVPpghvsf62olM>sJ*PmGw6$eZo#V?WGh!@Ow&tBr^1Lc6FBil-Mk zIc}1=R<&?@`Oq~KJGj&mfGZ62y;CB%aHD1ZS)T6_cbWCWDxy-vzvu>5zwx3E+06Z+ zae>Q)RwY6FR?qa~@QXS_n-@JJzE0=$E_;}B5I#%QVMNx(XC!eDEOxNIHw4Y1RDY+q zvs{!nwDG45cDDNH8ckw$j@+#T4HHXkx!!<50rNH(75~JB=e*_V;M&}+0oAI}L$kB> zyLzq8tI(*qh(3f?pX%4teLxp7X1h>Bt}=s|!Gg31B>9-)cgYrkDj9pk~=dzTaU6xvZMPl ztL5V>6IOgEtK1-~Jn+yu;fuh1#9C&76UIjLhR@{Hn)34L-fQ!ZMz`1fC(_~?D3Q?& zNmC2?9mU)rt3J}zSspw!WqWT!j6e1&2i9d65ziCJsqAp1^@`B;eqELs+vVlrGm@o9 zGsV@d1tcut^8L=n@KYmzc$0HKpz2Orn=1%rjkXfj7EZGqo=+rO>B9aUnRjv>g9adC}JdhxrMfO`RPr5skN%9=w+xE_z>h?ZYI}Awm=16v-bT}obwWb0- zjRapNe`gsIUbf+DA>~$1!qz=2@Hxw@1d)I<$!;#%oRnk=_b|~@M6Gn7avO9G3VbI- zuyMw=OH(bGAwLnjQBTn;Bjp0Sa4lM&rUX}*l%iFA=qKbDZs4=>X6})j-MqzZ;g_x# zk6igV>He~tuXGr0Y^ZXwNj6#v_PqK&>hOl#w7u*RZ+s zhTmUq=W`<1E{ku*{UjRa*P1HV`8~}GOD(H02UV_FwVYBB5skk-)G^8St0ie~A|nf- z^snF)&t6U8fM17pis(|GZs$mqeX*E3DF?mkX|!i}n)gz9Kk8MBa6y{SqB@%1e8q3R zZ!WqQx)lu0)G5{JI1q^cxDY+bXke$9RH?HotEqt(g z&rtWAThkr!-Oa)?SV40=WpDoo{P6ssO7Y_CV&!?c!SSkg0-{ea}yVtLC}VuZuhuiT58!xkzx2zLUHviSq_oEHW!3_E`o2{N5bo7 zFoGma26B;EcSz0lb``+Z!7%I{)M!tFEu~DyNV@KLtHF7UfHWNK0-IV z`4oTAhT-FTJO<=zesIN_2jb8r`GGGj}_!tZ}su&Rg%oJvT|XT6t#ns zC-wY$ec%RA3^pNTiZrqs>N%;;@FYGSU(7y3sL10)%-gyBwfl~DtW>;*MJ-)5!HtsM zmrG0ebn6Tp!i+*ZN=p<0>GM+eI|Hu14^M6z`U_DaC2~2V0pOV!gmYt?)iaCWerZmN zDyDI#=Yr>76@Jk8UgEHD;513A4{sQGTn(Gg|4ZW}l_YZO+fjw7v=gozcuEBA+Z4NJ za*8oHLf$a1+5_Jd>I5*~;*lx;;**15nf>Q!02S>kFXi%I9*&m8$rYOx*PPeBB-Njl zzDIi%Zy}*#99LLyVIA(`kXh72#VTk8D)s-79=sZ6qjL5B(>t0cJ2Hgm%q{zEn-Z= zT^t;9XaSrT;L9?aSxye;guu{^8op&ULLx6CBSYOk48@{rLJ9DZy%PzPhUZm&VaMMi zNoF#f7E4D)NoGUv#r@j+bNptxkDh8+eHOThgXSeDW{)~W{JYy9Q$p07i1!yy?R5Gb zLx#JzR80!rv(U(VZRZ))2ng$LKnBdb?} zGvB(buHQ#_OketqJTds9_&-&E;WsyMH=XXU`d_ClJLk8k8)p^n!$fG*q|!dv3e8He zOA~Hf(M}9z?@qVopS|jLayW+f@8v&zp&M^55g(3!@5ODRnk#$l7;!{2zS^(+7 zVzAXxdGgHR56vO+D=aWx*LtbVGxAJ=^lt-0zh$9cPU4ZiUhYvod(7Nuw%;o>K3#s- zOsseVFz-yGv#ng5!c#)2Y6V>r;u#Rbm1^&)Ie|Xog59U`NJ*<8hQ|^X z+6CN&dE~+cL`Jc4j2GhViU%=M4%o^GORH`e9j=@w-ytI!gXmx4`ho0l3a7ZrZ+GQ_xd#$th=6 zMAIK+Efrb9F#{rVO&~_n<7qP0`L*;S#IM~P%lSUjl$>6km@*PB}c}?B!>gi zGo305xyIvqvzNl=sE-2dc;#W%^_AXIc+&{W$yEMgzpgpJ{$M|21-kLOT4PB^Fn_`j zNEvCO6zk5kE(DFjuy5ht<#fSI^R^wXK`<=3zOcYTLS|V!>y`b%oaT!0`j^^@-%vU} z6+K+A$5+<{FXq-~V5gK~_~32%iz}gKx>U@eMgHHxRVBr8cXiP}xJZS~g*p77LBZ#% zpu9uH_(7w?E5LxLo8S-pf9(+v=!*npn4n0~ZW+)u8*P`&O*<>a7Uv7DBb{6NY_iF{ z;k%}cAeQhIyvLao2Z87}v$E`fJD?s?NO-qPyoAVnwR)5C&}icuXls+o>d07oM2>Rz z{sIGY&At_kV^8VEyF39CCg`WPT0NPRYcVyC3KnArEO1bj+X1KDDyp*%mm{_(k^$|K zp7wIyTBojO^Aj<6YQ)~W^h>}Y%yhJIWnIlO^e1N7v%|A%6=d+KF5Rn96Mq>?-dZB; z`5z5`!RL>CZU*u+^$*=z-wp?$B zzUt955Xrh@ctL;VVIY{|NJoItjTVutyyP* zU&rG%BLC~-&O1&AAZSV~Qs*bz?t=hPyxWC{CDyDqBlQ7YEVMmhaVYP}mqymgX@HaDrV(?$ zDC6R6vGn;hmu4~bn)MtEr!KyGwjRdV5 z;aFgO^QaeiX=idvTB1_P%1OvW&9SS{IujEy)4i^T+<_dZ8qwQL)>~v@mJjZP;2VFv z?OOQktm->R#Kz`o#s_C)kw3@?Krxmw|#L|3gMOn_g~}5Gs{d4t651w z8f2~KViBfJ$dz7h`&efGqSeFVU|L_0HxJ@SCr!UXfNgb-*vT@|}T7RG)*4&5~TQ5aGophD0kcBg0C<2e5 zBm*B01=~6eMXTk_nVBW!rgrVlS+;P}`#bdGyBL;^A=61vpw75yErkZm<}_WD^1aBT+Rqi~`w|?T(2p`^`wU z@y`9RG}uWuJeL%XyvNMQf2a(pf!UtUKuycA zdhW?;WB7h9k9or%V*%4hAptK0SDS@?Cb*OmKT6ChDK1^$E3*&RkvXtY@tu4c?p6Aa zXyiGk)sst(Cz}+O_wm8?T{&Bx!g)LstY;O>((GJ@x9%_EnV)Bc`l0xRNXF)YU|Sia z{?r@HW=a}7b95_MAo2Y>-}1`J3qT=qd$6v;W2yaaBo_Ak*+du5N48C{`U{W$HZhBZ&5`BU61V)Obj*CjB+-m@)PW5JJx@Ln3x-HqCjavb#f}F6Zk58;{b_n$@Y- zAgrjEaX2I;-4^7*Q!Iv7pq4;@a@4(L|M>P1hc&;U!4y|T4$snFH^vXj6pia~h$>kD zjn_$&rNA{^5UTjwr!E0+UI|;xpE-2u#5*OWq#JZoCYoUJ_p+apHJgO~X7{9%6^pwU zlp`=n_y0A3UU(>N+~ocIbBd!gE5tXYo^^F5%^oVSNv9|Gjg7JagX zXAodwTA~MT_L7HuqprM~Y~5HwF2{E#2kyS!1dB+F#m=bI{Sw>l{S6u&8G!;d>UMS5 z>oF$1v2g4I_@jaX%C{`h5M-AVffguW=s7t^8)u3TupoG?CE3E!<~>XxWQ#YByHAe^ zCl_Vzey4W-0&WZTgLZajBk^oejz5xYAhl9O39$7{lVy8=Iy1D_82s6{SoLZ>eD|yx(mdDeW|e13g(ya~_Ct;_CYn82fQV zESDMimZTmMIfoW4AFkNO?UwDEW<{~y4al%lJUg-bD6YR& zH}qOs02RRH4geTnavmh9Y040ykSkPGS1y-r6{*aLT@XWL5(sW@MiX^ul}n9%3CU*5 zl%6_!xST4=9ulap)~Gq zB&^f7l8jR#0Lb?^#NIh;kqOYhK!)>WTAJ-%Jm*aZgtfJ`o56Ut@B4>w{u|jc zt(p%*Lr^V=JsY(-UpsQ+w&gzO!2xmsex{%xH!e1~j_p&T=i@w)&n3x6-UIy0u&~d( zG(m@ikFdi;ZK!r$1JGGs;%123_z;yp$zkW5R@!vM-3cBcB=HsC zhwR);+h6=^G3LxHzYmo$z3E&KCJfCnPmv4JuIZ(1?zNnit!H6XU)P4ZnpE83E!T|y|-3#01kpFWk6K&20-q(O$p`g1!il3 zQLJfH71R0P22BLVM6yC>iMuEbCU)h$G#hzZB*n~~W{_;0-~1Tb;RC~=Th+-j6STEK zwoAQ{W(J#LSr4SHBmYeZ`aeBO6ovbtUWkmDsErmt%|uiO^%X729y<}E%bk%=IROt; z>d=IV=E`k(|80*6yV)29n7}LbLki7s$fSi;gg+S#@!@Zs;Gp5+DgsUxpntQ|1Tn+w zu!VvQmDGdjtwq)iz`GB1`a3^BhB}U50r@&39mhDMz~FVAMMy&*8v<@ABT~huZwu$m zpyA46A(nb|>Taf{Z+W)eF(6so*dMeFu2Dus_Cqx_;YizRc79-?QJav@_N`qIVmM0#8vsF5(K2dbTpwv&(Ms0_MnZrZ;0V;=g^E@1?p@ zwDe;C+&0AB1aeV&{A)sEoFj9{Qkn}EJ}R3Sp-beP#Me3$c_}{s%`B^!W4GZ%Fionh z-%b~O>+z_Mi1l&id~KTu7!QUIz148m{)6$;z>&4WQ)`7$ylbY*mi6X1F)-K)l8pb| z*JAa--*0Q68x2H-vt5P*L$|^tw`*pG;7|L~`9lpzyXT9xjmHMkvxWzMbN#|qv2Kb; zaaU|+NzmBf?pNm;cSrynI8)tEmX1~9U8?JCi}h=%zaEhOWjrF|2Z~7;anDnPx0?CY zxB^<8^}FP=n)CoiEz-*B;iuY&(p82knSF-sa`FyH`u>D(VWxz)eJr#hINom45+?4( zueYpn^1PXt9&%8mt_9uV^uGI zl%kU$h_Tl%$AX=9k4M=f{^51#7zbUbz)t%()30qGx>~6~_GeHlEk^e;)e=|pr-c^| zp{zU1)5(bgDTo|0L75WBye>O?6VquGhc(*un*+*hcaZE-yXXGjZsr_CZggx8(Q^cW z?Kmr_5V>BOR+tfl?!IJFfkMpvt1`Xr7P8c z)Ymo^R};BJE@i-Mor{4v&}J$lBwToORZROppEaC!>dwR4|HR9*KhFX36AXWJ3UF=H zAuc;IgJ~Pgofb~t)rGNhBGHtoFT64XPSfP4KA&%PH5C`8{rM%sE%T|4`vFMOM?tz% z+qTsqf6tkXR7q_$9MVGq8c>ftaw!Jv#dip#0YnAJ?VqlQJ!U3rq*)508@2Cfm z*b7t9%Ov1+o@L0e9p)oGw8@lzxZ!h@n@`2+)}J#G(NzlHsEx+|k&1|`sc~@G}s#+ zD2`JCs^Y)M8^yQnFSv+}#53lJG-QdZy6o*Qu3YD-hbYt+$TZ|Gypl&s|A?Z>O<Z#tMz01?=|hH$M?domPr!%Xx{LD{7KjW7*Z}!x#u97Xgyyh-smJ| zJDfz3-gpn8j;-p+e$iv`sT~3ts6!yFda@+Y86Wd_vix`vdrFwoed4x z*OGG9VgP}J1OE7EVJd{&l*_8HoX5VZ{*s!Xd<4BbzU<94xu)j1V>{JaRt3#>_$DLG z3o~=Hq;RaY9K2%1S=EL%!;DZlT#}MNDvD zWjGHYF(OcMY~GUC2+8xU{#xEz-tudxqjT)1k{RSbhnq%dCZ*U}Uf#O(RI-V+g2T{M z83J&V9GLY6VUlx%KXrb{4Prv4&##-Y-n3P;+Wj|(TY#f|$e6m<}Y+D5M3)-QKB^G!Pcyeq2x?b@|U0wrF)~li>Mins2 z_vra>%8)6t?h^#DwX=FEy3BkHi3J=QyQl`;!U^~--BzmI5@rPdEkGLT>jge{;a*yd z#>vz#w*p=>^LOa=^=kAE>#NO3&{bi`(z&5fG`+y4WnVm|!sJW1Zj*1nIe&9AzOK+s zNbI9Zns3?SnC6Tt86U&YMqdeLHJkCwy7t<@-2M@*UbScOj8qDs9JHtM;n?X55-tES zcOZ*aWOvjXk#@hs#bn(DIMl3J229}|Yx#L8<4P;j@?_JY0suTp1Yb17H(Phb!M|CeMLpzmk>Qory_8Y zr{$$?H&}M3h0>GSLM4O&EhKIEd5p;OAIqOK2-B97Q(--hAO71%C0C*;_iyLX2r2<% zMRb@kDuq)8foa-&mw-kK3=qz9v~2LBmt3O00OtG94aPDe0hdd5;GlqFCX^kxWrD^~ z1fwT<9n{K*MSGr%1R!%}KS46jg2CRI>*3}4x|PVB?HrS_5M4*V%g(GTb-X=>>I(9uuAlXslV z=D8E=8XRmMvHdFOr~CHe&q+sbvI%nHr2IUEfoFAs!Eu69lQGUt8g+>HK6xnddeWUI zukA^d{;0ehtTQA5Iwddl%%FeHsJRy=wzMJFK4H&LHa}cw^*@bEy13vn+PsK-`;E_1 z_Qrzo9Us&B;Di5{U)_{m@dOhlE7kZCL~$_=(2Y555QW^@&vN7lD*TRAe{|`vnB~M! z?G^OMd`OB{GJ>Yn?65Aa)Z=Uwcc~?! zF_XZ0M{du^VujG$F8BFIDIEUi>HE^sqSb9@AY(3dg8K`3u29>{y5W-JR@JAG7`X_m9r;e{9np4u zv1)IyPCZJnuzO|LDqRZ^8HY@}isy-Qb>)dql``cbbo67&C7KN0z}7?HUEWtrKaYya zueAzeUlikFNZ=X^E4l=o7IPhfAkC4~ehWpDI z=tD8IRQw?GLr1w3fhzn!m3lreU*{EQ0BYPpW_M8+$=o>APnP{%_4~9tpG&!vv(kr$ zaMALR>O#t$@F9Rw;87zB%%NlV1zyK0NZqY`{d;?tvA+tcy{F%!3SY>d$_5ojCCcdT zYL_e{;E$+MHXQ!Nkiie3EyXzb<@BBti4XtwcxqZ(%CnC-_T$Hb0>%cf2l@4BzrL&Q zi*u!IQu+4N!;~-W)tfwCF3qdoVT*A@@Hf&4TYAX4$TBVFUtcLh+ackFNJB%@IG;t% zXE$4*3ImJqp+Mu`4|-BF2!>q42*rT1G4LYhQ{FMkp!p@6R(PU}*p+IiKv)$>2p|jB3ck z_sM)AM4}PH41xS=J&_LxjP8HG>73fPCA3b4(xa~&kXUX;{Fg-L>;QsGS(NZ^$#V3l zTwr%l0Q8WXL1Pdq#B3o%L*$rP#o^^|!IRC;v=BdyFm0bFUj{T@wzW1-;G`Vjo z-0o*9u#|YM{g`UU{heF=^0M!2&EO+QPzTIRi7XsakZOZgqn;gSrH zA>~!s?}s%*p8W4n5mHM>NimY|n=w&ln=wACGWyl$CzoO@9OZ;eAf8ruc#d&f@4+y1*hm2OKJ%0Y!;_VH{ z4I%%d`l{Av0FbN9!v$dgk2MB5hfd9!HA>T{Oti5R9SCE+M-oi!OS0~ne~C+ z!9nA|*6{BQ|)!t~Bvi!>EcBJ;WlN_Nq*> zfpxR~vPX;$nKQmfAp8NNlA90aFX48Vhlsg9-<+@;+Hn|P{VKvoBsG%qfcS&PGt8f- z171ozoIPBB4kt^efI7-hF-TaRKR6aOVe6+`Lb~UNg=wf_W!Z3s_}~N{wt=o=XVRMz zx}NDa{{umykn8>8zrl|lMa zBW<3lRo~(x^ zE(@-u^a9@3k;2Qx@7AoiviTNuqsbf(C}%??GDAi~o2B-K4{tHk)6voMCYMb3T^3;@ zu@DXWJmEg5qM0h_mK$k54+^ijnT?sxi>-vh3g<2~9_1XtmJI51L*%^s*C4nFLCD208^wB!_Zm^$^b}l$7i4b=z0zzScml;*v>FfFy9N1C2&c`2^ zvHoi4v(#k)WCKG!m-M&R^ga>2E`ia9iF={bl=<1ASe{?z;@jkv zP+S@AShhSn8mI-(k};>E=TM1}ANXC24zTapezvS5Dp>z(L-Ot0so1Hxik~=Kf;5ym zA#R=Zz>wfj2vMvfI6;1eizr{$fGT=v4(9xfy_6z0{KAF+!KmwnlSBEMy9bm;pe7t- z$rj_;oemdpez$lmCH%1?{X$?&J&PuL%lY4-?*~vQ`0p^hA{zm1qGO3yQ1<=Pft>go zs3K>5gTeb~d&n=cHste?F6-#f$qMh(X7q|74I$t_o2 z!EGq8*$#cBk9Phr1BnM@4sN@1n)s$2?cIUkc0OLkIq4YCtPZ_qx|J}(E5uY9!n&oc zv1l-HcI<(g)opxp2N1nLv*A%c+(kt@<1Vr0w0EXd zVA%@X^}Y6O?5PdujVi}08J39ZK=?A!kHdy54pAS`*JqxR9IG|BKAbL4EPFmEN;3j1 z8IDo<=EO}|=Q%|R@wk`FAAeTLm97X`mBPoxTF?m<*7u)*&cfh_K&P;kMwJ9OWEfDt z_Qz2xD$o39!D^x_aY9=|f$jXe>o|LM++1ECoKSNgO3j}w(A48A5CMNhB`t*oy{bVM zQCelIl@PtExxIj8wGUyeQFxK6_ttaGrQdTjhBp-?%-!M*&v?;@(%`llUKp+0?QGk( z5>vwog&Mo7OR=H;c5wP#_f`4#!fp0qN-yp8sDo}6sxJbQ&2lAQ4tdOZXmGz}GrVvw zB-rmieWw3#rJX;l*}3p40klY?41@oRpllw^&pTbM+uwaWvyd%}4b$(M`d|<4o=)(u z@)?zT#dJSJLi6?2?!@^Htv2(uhGtnJ6BcE2=vaFhGESShFCIuh)wdqcBBvfj~ z6ikvOLrjJUS7*pxegXR>e6x4=c66@hq3CPbSEK+z&mBftSq=2Zf1)2pu2#D8^hTE& z7K^wAj`Bu3Yx670_TOylz2f|CsEfC#y!GlKyMN?aXnD?s zbcS#VJ8G2JYQ_5jc!JUU-`ECE1m|?WI%Hug)LN0Uo-uy@+2O(0;33>-^o5By`?eU| zX4nWb;eT?qZ08#RoRotzUH$0&677~lBsHvbQa_SU+rVo&J6t+{`i+PU=gMO0)D(Ya z4Co$9Z-4(h!h=8e2>pAGh6V~nAR(1i4?RZJRTjKyAUftbW$coJ#cje7u#Y70nE+_u z+57&X>|R5!CIzqHK>R71;gyF}#mFM9?~^v8gwR z$%Q)s*=M;}BN{3z6S+Fa|11bi3_7IsnRVIs(SJ1Sd)Q=FA`V*PNh5jWQ?=e5_Yf6L z0-7BVXRL*S?0+8IO5$7GAgdF&QgP)+kpe4Iz<+CSSG21(EM@4seAL0kbuh`(k?+fN zr>R%7>2a~DWNWXw7C=^2r+wgQ(@%HHhap0dK>|nMv{QcakwU}t@ImmDjmjT4ZA=S~ ziNAy4R_Z-`%Nbd@q+UAT4?EV5f1I94a$5~yFg8-evM+*Dt;bu2$A^R6T%wZ~matS- zbS|+r_*~(6LL}u_0hu+amV{@?$iH4Cv7A`4S2A$u4QQ~W;R<@DC5U&fdl7Q^ zkdh{N^LFK478y#}~ggS!7>a;1vp*yRaP_oM*3I2was)nonDEqc^L`!eKob7kA8Sz)nXt#t97${>pQ}y z1YiD_26scVjbilH+gZqG%T*l46^8-0lMK^+Yi z4Xx~#Fg*^=GLbPpEHJSH*KFZByG>sWbZtAQK3oucrVE!}A9AwUm!C=5AxGPg!*#-k zfOM!}r@Hgjjk}&#t#!E;!z@IvuZkI9oKA3wudRRFBKV;1iXQLpNoG@`g zO6HLCunG0LlJgVlkB9S3FcQGShk^YzCbGBYwli6`AZ%&J6&-yz8JDlQcrO5@)$eHN z>jU0=7(x6T{P5XltQpWzEF)k5A1GGSPEuRPwDOywNsyMM&oi_p8&=kG+*AR@C^=1i zcNHFBmR>@<(KkR85Gu4sGt#y@|ls|*#Yp}wbr zf=9kSWMhcR#wb_muP(3u^Kv?8j&0g15s`jYY24QE?paOsT0Q^0ffsFOLJ*dQWRm7? zVsN*;YOHq!zVs>!D*w<7WP=A=ED6eK`j2%7;y(6VSJN8*NME@g7Jrx|TVBN@Z}Cf3 z*&}j%=R{{956uh$Zp8#$o1y~p@j29?^IvaJf(x*S2=7nHEW6oVebP(A7U02wVe0sp zQ-KVm2LD5Z!*w&x{99vCWB%`zh1+Xbj6K-msl2K`p+zq94Wq&o41> z2Ex+a-{CVJS7T`+prGb<-n!AmZ+Z9a@x?%I($Wam9JQci4Jt$(`MB!2ox)*-Rf~i+!8L@}o#l^r*&*9DO-ag$8{GIC@z&^3mF)J*r zD1>3I15csq00Wod6lpMx*$22w>2V6|mc!=H69EGRG9!ZNF8btyxOEC+fFa!=hoG3GT?HY;SdG3Hp3+(ia zl|t=|ip;)D-gPT?@85GYm@|UQ)mH^goW;g4Ef<;q=gQq`C5JFWB+lqdXBH!F;Ent+ zm$$WfNENQOPk=|;DU{TD&=nG(*uil)3_w~@Ic)M$-01@Kn&tuOqh3Bi=C*SEJ}KwB zeCm^3|6c69Npa9!Ajp0ha-3S5>Iy$mVb1~ZV#R_KVBvoYOu{nznhMO{&^0f#YWN;Q+~;=2SE{m{lsJsx$XTdGB~JU1E>up?~rHREn}RNk)xac(z3T-muyvk zez9UzO-}AJ@A!P>MGh*5??lIfeCWV?d3ug*1V1Gxq1$^-H46<#A6)hJ!J*r`SagOP z6OM6a!8_7kwhfcV0OMS}({C)f`~E>caxqj0gs#1EiKswFI5aK>6_{l}>=EGC7-GUwzlqL@+J;arbYskq3+-|L!Q1n_Dc~161XKA#{3+h1 zRzvTjos-cbc}%TS|I>nclL=P&h};+Ch?39jHIssIW1#?!Q7SI~=xsnax>b+OqOsud zxMC3dOKlYuv7HDcZ~=jkd>`&_@2F@yuYbTs0<#c3%?Y>q&|qfsy7BoTYlzSOyBObv z{$I@}Uom@-Yb5mfBQ@s%VpMN2Ja@Ty24xOYEwmKBqQIzItITUGI)!cx5FEDD8zkNJ z238s}0_!+@;m#wQGxJibPGAz>-?23}?;eYi+oTWzg)pW0hLx6|R2e2S-IdIXl(Z6( zOz2o#ChIJK5KXJG9%ti&Pk_3l@h4x_^?ere(nhfKxY{P97l^{n{+N4Kka@B`|1}i; zMv8#d8lKxF848e{y5^Llmix)MA9rHDDfHE7qz6c9_*SOiB9|3Hp*oD|@r(5jrp17O z0?=mwE_&Jjv$Zw5ABBv6!#ZSPk5yO0z>#*}%cH@LKUsDPg|vdYoUP-^R%~fa$RalD z6V%W3aOX{;j@_QG*NOl2d32EU;Zo6B$w<)n6Qne^x;BHe6(L(+^?z(gql}jK%8Kt1m=bMJ z`|ZJJWuN(~kP<{H&f^pUBgOi_L*R;>?aP^Bj&|lmV-9`pWzf4Zv7_YbB^5$5k%Fl; zC3Xp@R}R2cz87i04L%qJ_3l+M zr|%*owRjUqpATvC0mrUku87c5d3wq)-DHs?! z1PDJwgTS@*xGFG-JTyn#QMZvBNjB^aWvQy*9X}BOv}s%m$ZnnRdJ8{C8YdGAlz&I+c@TIAY)kb3gUZ&Ou}7K|1U*1} zN^{s;4(F#CiVoi?I1x|gE3|vCtE{s1+Bd|qsN{UBwqrj2aPVvcCiE2Tt(kzQ{!8)) zj?v1L(LN)E35j&qcJnig&=v&RuXc1LcVaKrFiKj=Nuvo>@#nR>%+NAaqZ6AwrD_@| z0Et<0&tSPIHkIY7jtcs}x^4M*-ahA1gZ{HrA-VcR4%DYksk5DRgk9MFri zbw7P!lgLxgQ=c4+(Z=EXR(&R#SBMUjh60IY-l4eyt6KhJ?JHAYrdSrXU$UY8hyaWz zUdmdh_Hw0Zm8Iq6#1k&Dfb8+)rt`YkQBQ+j*$JUk;o$N`5&7++^l*B}_zPn6-`x$C zEX#W(4D!%buF~O^I(T zekd@eePB%V?-t6(nfmwLf2Qwf8gMZv04Xl`sh($Mg+rcTD+SO{0S+uoR&0)s%;5Gh zU{&6K8k|ZtkK>d{z4%9>I|}_fZvWKQQ|8&_;n}o2r9*;RViLdmp=gh6@GqN>WdT3W z2Sqz(rS-tkBf}4xeZ{kuU7zca`Y*mmizdv4+ek}m#wX+mG>^OSv78{P zn84*R{y@q4w6%QWJZNz;+e1&BIkF^1aFa|tY?_7?n2lT-HjfmjE0tR6{#hZAg>?=~ zO!6O#1_<6+0DF*-LW?M${$VW0q3)CUBnevWJ41{@2AZ&{&@k?r1i7j<8zLYDTgMyS zR3YdIjZm~&YYLa^XQQ@4yxiWmhNZpfTvZr|!sT(fxc@_#;KlzRM8F9W&)|_3g-uC5 z;SIjOi*u`;x`R7R*hY-DS)#+@jhIGK1DY(&T=ip2*CA5C`TrV(rhN25zHBELO~*0 z`Zw9visGatV3{7b(5P-GJS zQ&u0}i4=$T&QdkyxS5j%f+S~Zr}MjuTf*v4 zUz(L1SNp8fI?jjKr(Mi0t<^bnhH~_YP6Z~m$6XpYI;)yCNYNWyJ%IvZkAQb8t=sA~ z)tK&cFI0|9SFpm<>}k3FFaxomL~le)+XP&din{Kl%oNp*m2OmVQcBPZY8|@;H-cpy z>0LBAsCQP%(Y~rn9dWxkQaM)B2BDKVrOj!dS1U^)z@7}mTdWB4z*)2YIbYHWvg8;B zt)3e)s=F9-`#&W~nj!($Z#-ZmZ8KmsWwo7_mYfT#Q%SC$w``I1L|}_p5T;|OC2Fj1 zX<}%zyI_KG)%+haCYfeMaKEL1{Q_tH;MJInRc&Ul@Ou-g;zg?@*H;D+a2RC6g>Kkw zg=0A8rLdTn;;f(wg)}=YRcwc{J`3rpVPIC!?$Rhle>GD?qD{Zpe;4M=0?P5b*ZwDG z1Wf7sMrm@QEwjC#B_t#SyW+I)IiwehY$>B-iD3lmx~o6BzKY zo|l@VW-h^RJc&#f2T*is$b!eum64pz088^aTTh-SYZ8K&_HlPQDfSgI-p?%^VQiqdopA$bHrY(+KFfH$t~OgQUysNaT^oTm$m~^ z=qpl}^;36kam;5*X(x}R$10Ns0A)-_NDUc^)w%oh*$L1ywEX$unuZS_E%%*5gh?OZ z8SJo*V+?+>0918&6c20-1E0|NciZ6hb3R^a4kyw=U`TvX`Q6WY{w*3X9LZ~IYa4z* zmo+_d(=rwPTyxNP2flj`(w>gwak>so+j$J0j9H_5c?|pOon-IP z5d)@5I7taS+L?b>+`s|UOkk;SH5z4Zr?Ww%rFb+3k>l&HM8-*g7~BIM=t?3vnG#^} ziL<{t=aBHMcBc!@1w#9nU!zqJC_Whl)^XJ9e~(l`7Tf+r-kSL&46GU$l}g-^t90Y> zEi}mdV{ZB1T>1Y+Oilp|xY$_NB~ZHU+}aczNm3O0ep=H_{LhIV9s%L{^=7)?qJF0+ z#o*6%=fGU*Dq~oqKeQGH$J>!|r3quKTQseH)IX`(2TMRNV86oZ`&;MLNd;Qy{c?Ck zqY){%R48n0E3dLXr$J-;HfMi0rZ^H9h~Z^~|Mip>VN)pT9AZc=ydvQsk~ruH0gGEO z?Vbz5w%LjEYm~)GR-t|1geV|aJ3!`ls5}YXmyfw3hzYgBI;G~S7TlxMC*!`^@1^DQ zrq32QlG$H#2_be}%k=!4NyBEof~nfBdWjf|Or>A3yhC6`WLj9$d|nZ^I)ElhKvAba z&gwp358qNy0I}ZeIQ;r_^Y(Bp5J#t4Y;ltZ;6cL##>Fw_1Qs3JqY>d3DNP)s%C=oEh8s+B0T8wasw; z@xk!Iyu^$zBD2yyMG!N@sCwqqfLo|BFdcH($;PbhU?InmA<7wW-ll|8G&9ew`XdT7 z<&0llZ-@#~WpqKAYfI3;aDkM;@~1()Y|{7p3gZ2KP-s#01DFB8Yi)qnvVt^^G`V1a0~8x+-8sxzQClHrN8npH??(Mz%e+6$~>j%=}FQxY2UK`elG2hgjpo$UNDK%J6XmYg6xm zN34o*#cv8=R$}x4K@hF{>Yewo__~-$D8^Ob{#2bf&+DT0&qF)K+#9b$%|Lsx|HtDC zK)ekJ)vo0CphI8uiziZ?MsEgZ<>x2Bj)G#=bkfWmKM*y@Zd>2Pln25+F5{*H}kJLYPuFU)2Ro z3F2KRtjs7axA)JIb{hDU&&xE<3)Ke3;a(&*?y@0uOIkZEiNOv#Sc2vskL64W#KDL^ zCz3AfLc3!>;7oWTy7OQt632y4brF43zhPHn`JCqgUmh-PNtsgso^)hkk!) zSmh7~;WY<(Q6BU_T|_z^dtN(vP}*b<%SRo7;(}oaLVF{6n=5xdHB22sOo4X?$c&% z1yq)B70rsJBL!HEM0gsM6q zV>*okhNa^QT%%Ge=(78R7?8kX=;-J;oi{Gu|LMZy#~gm*0L%rIn*p8|#VPji?Mb;0 zJ4V?&#W1!n@svr>=`&tDrA(u%dR2V)ndfTy{_pR8Hz_u`^0Jd?ILQIcgv*&u@>(?J zko#2>j(9AP}T-AcZk%aZ}U;S5VVo6yPNAuQ*ZJ9xWLC z3PG0uuHo6Ix{;j_@&l0Y1gPK2k1+5wFGw3nkg>il4GRGjFtTb>oPJg1ha z820RmLzW^L05%1jP~P~@&sW8!T6bEN0=qrJ@v$UHLq_WjCoLR1G={gVsAvFK2N2Jf9vIwNf;Cd=>O zwYOfo9FZ=wpv)K~8i4F=3iW*?!WIk`)V%3!TT|@&f*)kM6Ugi+%p_8pA#|UxM82DL z6ojS9^p}^Bqysiuh;p|nZ_sMJ>34vG2xcu%GE+*UVf|$ga9 z=pRV9yE2utq0oWC4$S&o#}9CyU0nyP&!nB!Q5Q(_rL5?4Fp7lc&CuA;+z%!DdJjW9 z9gbYf=>i1(eRjRxOQnFuRAC8aZk_sjaz2-EGoirPPmG30zYu==I2VrWOIDV0zqDe4rD9)Il2o~nMRB!VUj(BZ(}WlxI;&);>66X4r*Nx|HlX~% zgf->*2TjR_de#CUFTdwN6iu|pwcrGXa(i$32O-hvOfm$SaY49lVq6Ujy6jg2bwjuA zG+93rNGm8rYe)D2g~lB63CafR?|LP-XUEQ%#4ev5{XVN}#em*)N#%!6? z4hyf?IX>5&wBIq`D_PJv;TL*Bv@R^TBH;w0Vf# zIEe7fA9@`I?@e^q!!qdXl_w%-E(p^*Ycl=U3(q7F8u-)GRSphf_qkWp+*4!s_96A$ z;Sycs=R;-$OT)2=UF!XI`f1;eSdGQ80e=8dU>^^qe`ti)8!SR{C0P}`5=LAUkh~>R zd!tv)Iz=|;0M+`j|Nn<6yoHbfNpR|o`lsw(td>*3S(^90>EFK`Am)i{aKC>sT_PCo&o#$N?+98j)-&`!Xl3kO3Mqnq!mUGbEnOh z9%XjSbdnc2Sh7%5o5iVz*w8glr63h6pNKu&kOXmnQDk=cq0*Bf0V!BDurbj^?TgA=>vuYFS*%PPpG@3l89f zIH3amF40HTusM$j#`T@0C7b0DBA;GxTMz6VRJ-CNA1&%M#d}G|A8}dO;<@}wku8(K3?g+8Xxj| zOd(XHrXwj#^Aq98>;%tSaq7|j8!1qe-3Bg|7$nymkxY4iEPilcnJ38Mxnx^^SubDV zHArrK8545dMFo=Q-u`enxPCT6(8%r;QQ;do=Hn~@t@{RhsC~QcVodCaHNST;bi_>v zh4l3(eaWbJT}}$5$U6M{+!`FX$1q$_|3oR!Q7&Kw2|V!H<6Vrjss6kQ{-&lP!87Mx z4nmU>v3amBi2&Gn7CLKuX9JkuBv_)v(E|t&#n*ikfIbuWBe>a!;2zwL0%vcRz;I*h zA62u3r3T~ite9wXGnTx^m-!*T-zUxY_uI*Tk10oUd5)r@vEGJfzsqteAQmNMuas)KKN=GwtLfHiIFJ2y+Wv8zmb7 zs|8ZD5&C`6jKdBSeoRct@Ku+(%DQXu2F~OQ>PlR4ve!Gv>HkouLTbs;29wDG?jeyjOCfR z@4B0h*yEneHfXpqka7PO8wR-zj8V)QcXndZifGscq-g$mr&@=2Hzz00)+QvTQi?-K zUL{{w%^yb^5As_Jv>Ttqc3#K`(^UgSs?s?w$=2+pKbbQ=^82$m%3HGJ#Sm}W!6f6{ z(Aw)m`xdzZnzt`NQ|tZNcb|F@UeRD+r+w!aD{JIHT`sI}!PLp;z4O`d6>&SmOp=Wd zr0#Ohj3II|*Q7(nP08h=75cCYW{5xJ6f-VnUyO+l-(5JHNUW63GZ_K31buUpC;S=p z`y1bCs>?BLUtGDp8)`Tjf0A9`z&Rhja#7e=Ymifz8NM2nHvW2ALOxf6mb8-IVrrS|-aoAG6u zz5l36eR{te(erHWO3{q9(C=s5x7Z4ceCG+J4TBE>ag4?KFa6>x#Au9+Kbb205b3}x z1xV*`izSlZCO%hILXFG z8Ufr?jb}W8RRS_BibnY>Vdgeo(9euS=jpT(w(t3$ulv`O2|qoBW7QY*nXoOVLKV&K z1BPE#YeTPhJT6G&zybGz0_GlPO3$@2icSGu0qP-E$zDT*(;PYLeY#FMQ@lW>85{eD zo^idCP%pdil#Ay%9lQG&{p2XNSY4OM7UMG3=M<|p0dM5ew zF&DZKd?i|wQeGL4jD&rrLFsi9UY+y^WULE>r)P!~ne~-VZSgs{;|ZkW9VwlMAUb;! zREz{fS zsqP~3(#d`ajBA>)CmR?{>?F;5P9CB)9*rk92__=CQ3iS?!dF~#S7=d!q|teuj;-QV zvzHovOON@WbZ~V&IB2nMR!?SP`+*cZCO};nOtuMHtRWR$Z zvr<1}WK!Z$jl(i+IPd_zi|OgZ~n<<#o)Hsb^Z|e~_5|R6nuW@QL|s*(Sty)_R)%lGgasz+y8ZdLYJ~hnCYcY;1>De z1pK2mG_evvI7K~f>_(|Inc6|L&bO!EIDphc_*-K=Pr4g3st`VN@^O}KjThC7t-^I3 z!g-T@t#14*BR)0+y)tCgcVbC8`Ko6jj$M?94&z`h^ksc_MjcfhShvmxaJ6{6YZwr7 z90JfK3HcznV@2kn3KMkrF?Qz&<>KA4)E;hqrmLVJA-+V3o!!r5`3f(rPSX2nc`Nvo zu(S6iviLrhYt90b?FXpAOX43_@a>@jP9_*PLJ5);-usjwRJgokaU&0Xkz)^H1?OLj zD5Ty3ulnUkn=sPji}Bvb4`rv!Azu@X+qp@AElHw?kp6p!F;o(Vf~ZC^p+!gs!x=LGD(zMj?|DBzVu)dHk!X-odctc9Tcn31MBoxmdJd+MNZd<-EGa->mFj zr>zuDl^pWwJy7nvQUqzLQMha9OjmB989NM`tn3lg&peo5g|J3B1GHRYYpd%jO-Lcs z(J)4ODa*@OZF)mdAiaC@mX>ilXbXp*GoIHh+m9|dkLljUuATe|ViMTfS0D!hrJSJ? z__C;O?1Ukutr7_^?x-vF)K(@B3;5lF z!vb)7hn5u7uVDt3h{H&q*@2D#E@Q%{rK!!x)q1waS*h3Iua=*d8G~sdSKC9MW4umR z#R+nSV&x!7t3SXsUrEAG_<8l}dwJn$wF2c$S0L*ocCW_mXQ8HbF@nsG2r@n~OiRgl zd4$tOasFMoJhr$lnYcVpc7@TZ#Ce#7+hQ- z&WGa!6zE0??hC~CTooHm_fG#tgBrK1rfZYOOjH3i2r#jS{mu8sk0;er|AE4U)wW%p z0}j`#0zD$6+dzg7P{11?#h6@H(=;^N%BXZTZ;%Hf6p`G0)a{tcF+-L}SM zq#UUyy>Ayp+4r? zKMeld29Wl%Wth2!^$Pw--nJd-%KL0iaiKy5s(-JI5W_ySW=*LOb3O}R${8AK6%e+0&LK>|DQ@ND`ZW6@-i%eexd(7H0 zMe7jJ-ok3GJW%y*tgHPOET_4xs_xp{{?i+p!-$LHMd#?G|7Hyii@i(I#yX~pclJ?c zl9NA57E;oxV_ah+P>&AL*=oe=2M$u;P^jjdxK)Zc_NZzy^}%cvK4Au4cRqJ);+*cR zAFi}$!ly~FnEL-Nj9H<59K`Lq9# zuiCO*Z*f12vAyg7>Yh=qe8}Ei#zszjfPu8;rFVIUdeoe`g&~1p`vtp8OYZ6MOv<<_#lR);<@MdfpdEXdI5iA2Wt|9t5VU=PqR=X+Q7I8s@}lRc z_~Yradjlj}4p)y})(x?B_ft4ZQyy?3MSpsK4)4x4+^Av(`w7hi7`iNn(;9lE`YaQsp|bXK=3QmR5|H%R-%2Q%B+PWhbB zh9Di{lSwRUKpvt|#P-9TjQrUQO4r26VJMkchqoT-_4v996!K;w0qfu9sL2|?hq&{) z$3HY+p!x1hWaLcMqQcW<6ZzDGFso|qPNQheBo2isk~ArDM)j1)a95HrvfgbCJeHN$ zmR6*k0C!Xl_G!yBLY1J#s=L(p15QTbR!FE-sQdL!rU=l6<@uLc8{Wd^Wv}Zm7u_3h zG2Ti2Cg!ORt3soDL$^G+Ce3aybX2S2jgk{+yC^@v5Yb)-kk@g*Px(-@S9Z?#!0D96 zr`OxZ_%A$C0+Mw3Df6uz*perz#6{eLhUNbbLPTXbtZ(Rs?7lQ;34PHHq)cAi%W=H0 z#~0vG2x)Cz?Yh@wNH#Jj{$9($WN9SLO1hkSiuroofRF4Y_-Q*VQ(@#Z8N8BC!Ydqe zJ&QTuWA!O45P>_T*Q8Sk^3Yx+v>7aQj6(;AH8!J7v8{7;?d zAlnPA`Z4*>vIZ?Y`T(JC>g#d&e~(lnE7IYVAo114f?z6*m^LQt|&e+%Y!2<7zd}DAbK8SwPD&A4b$+c^5SJIen zM7#0ugP4!t!v!A0g?Q2pi(I}S2Z~>KRaJ?R4UK_YA1^YOJoUdbR?Dc1mTIr9;_dGQ z#P57!?d-VZgl{b+cU;O5u2JmC7TUKr{_;6P#S8Yc(IM0 zE6hxkSFSITHs}#+aW_0K$DiuVZH7(B3>Lr=ULIc*sn(F=b*A=*t5>t9@3(*piJvLS z>(~9Z4j}DoQ>`6hGn&$!d;6Pi67+44Yh`_quLa?o$zN>TsLVt_=&Gt`qu%pqjD*}3cu67dv+L+{|j*Q455Mgc5Im`6#tuxycsLr zMaepOKT`(KwPDgL7Nq*SFMM;C8kN_Eu0((QazRKwNZy)tIDka28-~-L`N|5D5GqjU z`vM7R86DB)c7`5=5+S5_Ik@}XJr?2nZKHij_KZ-s1W!AR+Uspd>iG_LCjayo z*j+`QHAnt5E8DZPl@0BQjdjkI48I*hLa81;gOUV)CDBd52#e-ZE2{GI6DQ0Mt~ z$o@3Rus%`I`c$T%8lEA{YBMq-7!y)ii^V-eNB zc5$Wx?Xl(UIwVrmPve1L7IBXF*DlH7Q+4*=Vi$FC(c?sW;e6KKs)54pGs!&hMlw3HlOob#pjtf^O8K0@8EL%VjU_`5kN zM4DGp#`pcv(TF+RPnQzAN6jh?F!3wj%?Tgrh`uDte4~sZj=3+8+!>e)*ju=nmL(40 zhK}H;5q^ZQlTGod=PJDzq%)YR{G@S^eC{?8MqDi%0al+v2DN+ReUMpUDvM<^AO~7! z(WVmnau(3twB&$=^bQIP$}1iXCF=hOo2$V#^0t6kCo~Bso#9SN6^lCY2H{)X3P(W) z^n82jX?45mx^IAf#a;}3f;W0y$zd7W>u+=vt}W?#)1lj3}l+2Ti2uJCC%=x zvUA1z%YXFJKsaIDC_OTsgasNJx0QkJ>C}gtcZ!54#_{NkP#3NdJ&9M@_m~=%A6W81~V z!fhN2&udaqF4p`GT^l(Gwx6dDa1Mq_!rtgmt4d5^J2}zIfmsYN)N9 zNew~*Js`K>^nXH5YAoRvW2tcw5(6|r(-I;%b*#S4_y+_+gQM;`ub$OB_~~u^*Ck39 zuSOL;&O5xDa&}&vT1kBS8e;tD>9o6Lai+Xoij9F`rv6T8@ju}J7hHqL8Tz8?T z!k0_M4%>`$R}IR&-po(FvbY}A1vB6>)>|EszlYgOdU0Cris%JuUHBdR%HS!meS?5s zL%0oHJmQT8{<3EZy!l(FX4r28tfWH;gqz2xflzK+UiX}`SXy1?ZUf06?l1%f!nQLY zeezZDCtLxGa#)Ih{z8Jd?1>nycm0vO*+@L|NXMNBzx3$rLV}pGHKA=&m{~IGMaUI* z$ADC_DIAB0h+^+6eb1t(6N6nO_64km33k7m8BfIog_^;gMCv-y{_2$?uQy_$9W*44 zaQ*Zaoc-$fa2?3aqJcm0J*IUpMJfaj5blIC8ovhEch$->v@tF8i8KbSO!?(73>xS&66>UIcM zo~w)Au6(4Th@WidnP9{hsWD~ah!5xO+N-f|(lN3Ui*@uJEvFJWIY~jry@yc09%lby zSckqd^J7Pk;GGxm1hz}L^#^o8H=JJvPF=zArU(TtkAp4u-<>+r&Y188fOn4AQG|$ftU!PVOe@^T=Ak;bky{V=y1pctP(P0xYkl*zmBGKvSu6 z7A<*Wiqc7k1$rkfD4JB|X9po~Gh%3`Nd0&^YWK3;>?A58_!CH>wAqlqVAdWo%QoKg zB$p8P7J7ku5k8w`3zNt471N4ZPGtT;_sZv>nfI;3jhedTa#3r+i!yQvONRIqNij_p znNaBQ8iI0=ve#EZ8{|!f+cX9bI=GOb+>Lz3**S-BUodh7XjBm~0+9LpOnW zn*(T2foS3em$e9ZuoiVaxBI@mqlCVO?W3oazy;11qrh>Dg!_X}n$y#cBh9W^_=Yo4 zG7cLF{Rlf|P_2XByE@h<6Fm$$$p6ZmHQ=`HQJOC{go^@;VBTgnXdJb2Up-3eFfm9* zLsfR?0sl)(gR32lSjWxWMaqT)zwy+5ak z#ls;`omXScFjn{RV>P zNw1$2Um%z*aL>rwMJRPK(saHU0s6c3&3hCX{BUN`h6{oMv;Lp=#3RFp-9u1%AQ#*!BXVt-(cNf6KarYmOLkU*n#qn>}tOU~3g@f9fWI6uArEu`j?4Yr1> z<6Wc`EOFYjd~sUa;q|M;mam$FGPJQ=VAKdpLSp(A`xWu9&&x~AIx5}hfs1k{t~`(; zB7f5uw5BkEfcw;G0o~c#6|O|@32ACoQ6@5J`hkgpzSEk%Shu$FFLA+FC&hgQ`z$6f zg9`KdWE%z})MRo2&yXx=3%Bl0*VGxdt3I~?Gc(Pr!1)Lf_`Kw8#iipD)|Trklzht| z`itA(@dT3IV{x~v6ZYe-gW$Qq)FspGC1IXfBtLT-MTw_iNb_y##V%)fk9URIkQdt3 zr3)vaL0}9fhG*YR)F2KS%~hY0l@k*KqIf%^7ua4-*awma%DC&AFEfv4 zLpC3UHwn!2V&$vL*UKzR$dq(2-NVcEuAT$%94wU=T(K;*pPX>aK0|(&!=EMK;3tOT zQMQYIPq9gRojC3OeMy+LjjlW)=}Oc= z$3%z*@-y-Ec+Y&!0&1>y4F!IJY&BM?@q$q40uXE8$T<=83bhL^ahmyfwR5Ix{MYx8 z<*O0K-ehK%U@3bWdd8BX^=8j<3;Xr1`8^d5n9rv>7$M$=-|CE@1BmZIE+9m23g{vf zNDV#McS7sl`1K8NwQeZAci8Qt?dkV6^p}xP@B(~Sj^fTv{lBfMyQZ1&Vn56l_HS=w zW8;3>Swev7hwlgX$J=F~U3&>%B&B(CL9F1TCqzTC_=5PJht?1D`XRklKcgu4dJC>+ zS6P2Dp(3FlsMQy9mey-Y2;M|62+3X~Gg;zv?czeX!h*NnXpbh6QOyvqLZ-%fc|t*_ z#({@-LA2@br>AJs=TJb74OUgS4cZUz(CVVA6Isf`<LT|6C_Dn zwrLy-Tndse$_1D_uE|&eHk`pC5(-;U*{@xs6UL^q0JDT#*-~|7-u%(f(D_qX|Invpi=Y@KZV)OHboGlq35o*VfKfT*p^u04hMHPKNeOCqmTE^2fRF6y5Q4I|wEdUm-;1joSEm`vhb( zom}&=BXzd%h-6^vgQ2tX3HE>|YjBB|$c9VDOslHp>=`Hb+*^nt+baGc*d^`;qii<* z-GPy@Swc=n)NZB8iHwraIofMQUr~TPV^Uf{LDJ7pFflPP*zXgWyp`U@QMWxRp)Sly z^3h{5$5&f=r?VjIBS#ORHHDpokwE=gyr-1>38!!gd!-@}tT+BZ zu?FmIXjDj%>q>aMSQ2BbVq7AiIJApK#a`z}`HCN*tMFzNe!VAl{PdZhstZ>G{*+@7 zEm`dGO-6E{OuQGpmh*%`s<`*A$UNvwJGO*c_*+Z98DY(4=z?UfWt<-6A#%dT@W|eS z+*np|pQX}*9{l@oZ9r~En_fd)K{p%gLPMs=*I#V~W1&vz76XNT;W;g%ya`?)UR{RE zAOmKc_E-_OgEl$qZ_w&X{)xkRTfDmQn##L+sEI$IqUjJkuSzI0m~I7?>s>Sy6ovDs zENpf}rHzz8(!mO)MuR4expuB;s-%<~7}FYqt+n2HOi9jrN;y*!7o1q{9Rtry)PvN$ z8#c*UBSpt5tTc|u@V^kuVlZ!-4SzjDeDzWHQ&>)ose!Xec|x<9Uh?`7hyM=sC^Q*= z&Vzi+v7~YS(mvXB#Ny-Glj1j+>{B%IRwM=2D)@#d^J#+U0mjE-nhV0~cOWDDtAG-} zscb$1R3Ig#ebsMzAH{4ncd73pX(9218PUMIZPe89(v@H1qixOld(34s>_2#m`FREG z1cH^(7S{!-_1^0j$jDryIhTEAsesJzr?XCCmqNvl#BuDuYme<3!mD7Qrvl>hFKC-{@dc9^_!Qy9FZ>BD)L+ zG$8>4$Wy>C^v9 zXGGk=fE{CfLP?S!X+Pa(zEwC!s*;T2f?3W5{>B!idN4YMgS@&=3&}&@1t$!T`R0U= zGZPwO9tM7shFh#j|K+#zaVzM0l_ihr?ki?hJHfY091{Sl5Xy>L`|;X0u-DTI93UyN zav6t%%h8)E!^Z=Y<=g~EO#Ql-mOn=$z+wI$P*!ck1T_j(@2h{phzQ) z7ZAxlu&Yz@u4P% zvAM>JJz-zK$xsH9x5^;PJt>tRDdKu^PhpUzY_EpJU~CeTas!CX3O#ygbB{BnCI zL!*4-Ka8aWe$7brc|2~$N}6j_Uqw-IVP~C0G5_{WKQSi1=EPFX&x?bw-pYl*_GRxy zg8W}pn0dB`f3LB?95)+5q9+nwIYQ2<@MIwtRyP4k6DyK+gTHr#A;Rz1I|?#-L*0&0 zVLn&SEOG6E*(~=&_8rUEg;ou;osaHvA1CsxEKwqb;6-e2{Gv%M1UK|4xz*~ATEh=~ z-L73*mak)ZZg`qjoQ3K8oGA*k!$w2=>&mA08=!PY%+4oZa(k?M5=S;OX2|E(n8w9- zU?;_7dnhS^uO~yF)C=>|rGgx6MR+A8S`R#Avy~`PEje~8uH_`vZL8jDxW`GgCgXai z+1g6Tn;?~{_vyXKjFY4jg2Xq;!Z4WumklAxXERo=Vus^O68w)P5}mkk?kQBHcf#qc zEf0KnXmjLX5l7Uwr~Mu>;FWbFH8DK?jitcE_nTpTiizx>*JZ?>v|`u9-W-b7@i7-^ z^I4ECHWOw_$bmn}!oP4^uui`_q6m?;`Ldv(_7yARFY2-u>G*m*r0uF z)H}#Z$;SdikhB+{AE*4)bTgB)=ZKT_3F zQKl=qS)^$12}pGj#|T5U4X0IZABUPGPeL%~obct&_|a<4{g47(S@F-tjOlT4^_2b z#a(muh6{y7rM2Nc({Ri!-PV@8tt5qBS%1x%y|0V9)ApVo(WT3+O}4&!(ms&wn;o|JZDE+AvyqyD zx&-g-QKx6>k)*g`H<=rL#$95Ra`*-}h56^NA}&krhEIlHU!Yv(FXh!WD1j(%qoNXX zaLW8jOa|^-pVhQXawPkd0ugSa6s^|D`b~OsPme?ha<>(&6thM*f=iY^B91O_Lpz9x zYHePWSEtK{7){7FEoMdYtOmB~Gh}WfMyyI28?l;!GV1T&zgJry@5|@@QG>yCro(+! zoV)FpUH#X4!_G%p9^};2(27D&W~fuVucdDyLzl+r8NoY~Fx5P(czMg$QU!XB9Ze5h zz~XXA+d;t7+Eb5PudpPT;tF-Ug88iBC?Q1%z1m=@}TDN2yYJj9Qd-w6(Ng>sO-%eeNNzC;CDXQP`<~m(kUN zx+0lG%C1{`i71Mqd*%ii|KrW=Cl##ZpuPY@k{WM;%3xuT0ZafWKGk!~fR;>Sandqd zkju)z$BD_ppG);h=p6?qc6HOV?xBsh1lN|j^4dl?YeVi=e)P>Hdo%Tj;FRpYuc{8~ z3K|e&I^pska(3dmzVJwlgTjj=8GOa2z=Sg6thGS!O?S1TptVdOCi|HcH^z zDez%-xUr!jx9Fe`CT-R3ei|-}x7#NChadp(_YJrmvy%RvL{-IX@?84d1<@3|aAi%2A=y3Xu?+;+ul&Kp1;O{w2 zH^TWRMhHh`WRj9$jF$$#FizPeGi46LEixA2CzV{QHm6OeD7o?qWMENIkyfoy(6H$} z;GiVr_xyNH2>56@8XCk}yg!m+tgEhgR-;Xy`yw;k*Ys@cxMKN%#{J%=WU{C#Ql8EV z_qzB&(z8Xm)kVyd;9`oLGd=Ju8Asn>%R~w5sMP$&gZ1>+JbKfwZPm&gJoe-Ksz->C zDb2wS_X4-4Ni5rieOi`}n4&fY0QfKOSLmqatU%rp110*mN%X5|JdRq&Eupx8Hjhi@ z)7EH73OVW{6pVM@INZcWDa41iMJmOH|`Rnyu)j=$+n#BmfYBm+?*M z>@@vJU1u;0sHrb0I+|V@%kL)lI7S0sUbgS7xMQ$!`#($=8*<@|?TD04lurQ$zcHHZt-pdxxWnac(IIj)A~!y%}(^eHMiIhPmDq18!eDiVI?N5|n3!lm`Wkl%xpfBY>QzkOA z1h-%_0_bbqZ!ZFQ`_-H1?C{@l_t-e+0UTmlI>`hTfm+<@3(uufsv{u#tUmQ8`rE#5 zs&q(dSM@uxeQD!ho=T7(<~kQqp}k#Dr6-(DgN?eMb|j6y2hm?27sTx@Y8o~M z_?;A`fP=X0Rss_!q(mzgcjpy_2N%jz6H-#bLqj3u(mCNiUXO%BzK$7>Hp103lbC&3 zuS~_42Xg4-xAa%9>XmNrgT({lob|6LX*E^+k{(1zphPIxFK#k_f`QiLII@lYV&lS2 zjGv=XeDA%VYQc1#>ED z33N|)k0hY9Jm!eEooIyF0!l`1qAf~Z3;77!!Ag2RWWIHnw-@0K$LSurvdqJ{1o(Ge zC*XupXkak#orlmI>0ukR&Jb5(T#i(osn?enunzqirNal10dX^sbYIjSOhcw!f-M1N z>%7!{lcKZ0)N-U{-5-k{ZWd2~a1f855{V&CLs@T8t)3s-`|wq;x?er3CNT@kZ9;Es zG=6j^9qHhqy)|1kk{JqUWcKi==6pYFve53m%Ix5azeQJc83LZO`_n&X4 z=ETGW!g`;T;mT7r*W?p&b0=I3^!+L)bBzCS)QVzl^wi&1*=X-I$c9{3S- zuFp>*srF+nmcswQR#C8w%B-g;l&~CYFfPD6JD-JTOf-UweT&T7vhuhJ^U+ogBR!eEy*O&$X$#5 zj#GEFLUQQn$^1)L0cu*BEGZvCY7H*-X<5kwu3%!L{f(}@4^QypSufdz1+aT%1 zqDbtVE3B%3kHbp`tg6_{ggH|Ge_iwY1J1Z3ZlK0Zz)zuX6}Pux7wNZlvVX8WZ)Q2{ zczO5QEmK)u-bVjCGBH8L-8BJTTxS4@qnPPT~S)yjP+ zgykg>E%v}xiYrN5!{sh!AYGdGwbMoauSnq^3I++}SOU*Xyjw4IRcknb+kF)3VBttz z@VKZ3qQ&$^i43p#G$hd*0LdsRF`51-&g8s%XDNCi&%LB@E5Q@39?b5va`ed;J937e$ zwlK($fQR3$sN>P;>2krnm4@tXZ$n^yL(ujX4lM{phvS^dF{oQgBt5YE56SojyAYsd z(03FApwc9nxw(c}6=@vHQTA18G}(fu9F%6U#ND+|6Eu859;2e+7`u6yh7jg>NQ7(p zP`RQ(=sx?i7W~bzORw(5vuFCd<0n5c1)BZ4hGgFx z#8@-K*orAsQuYwazLb!4qNfLAUxq=lMIpoxW#1K2L#E+9^E}V{{@&~N&wIVs_50&D z*EQF7=KHx*aju<=1{@4>{_i{D>=S*&l5{LH|y-#^u?= ztBu9aC-g0<{;h1zv3a_63EcF@XkW$Mvg|6QvRTTUR*6LFJ|_R=aLl*$n?t*?hLVrA zPrB4IVOx^zmI!|@Fib>)wodOA8=J8Ut3rEPE)q7*vub>hY)NI+d&z!EtgUd!512TJ zd6GHxY{u4$%wy<#%9-k3^a~%m9}b#$xw;DPHc4oLmqH57IHZDxK3A2yk#^+;t#}Yy zF6!9jw=o7Ms9pPs6?8~i6Q6r$Gu*e2T&TwMDzT?DoNFDLP^U9j-yru+Mp<-3UWmOswkw>G*@}*D(gl z)OWnpD3Nd~O?Y!U)6{0fs5`eLNUUf)Iz66sJYV~xxrxcPHN=G0Y=A8-eNBA0x$6z% z^i7#tV?G37vkOuW6~Y@TH!3ZEVP=5;yO`xF>riRV6kvp%HF>ooP;3!aI{F2iMHo)M zUT49#^I*Y2N8wXK+!0E5p`NUQ3^2xUI zHcwOE>jHEMqao*a(;p}Lys+ofDh^xivB(Adnio@#;+_BbmhJ5)UBh zR}KH|MzZAn)T@939QonUD|V{-tH!8=KO&jMV!$0X`bcnL60?q_)d827R4IL$Q`9FW znMDv#gh@=I9{|nZ2?v*_6hwkb{7{Jp!bK%E5MY7)UCkxh9h!@VLl{-YpB7YNalRwG z$iS$-G~~OkzCInK5V+sE+T7GqQe*GmM=mZdx)vB&`OD^XqM(iycEXx>*Z|DJ*c+gb zJFq&9S56kz;2Q2MS%dw?>f-J3@X5xp;uWVg*jO*WKB%vzrlxS%VC9B-Kjc6MJ3L#Q zAa}Fng0!@B@lpD>)&E_Fw<7x@@^)Su``>S}nX81h2?J;VTsePyW&rG0?JnMVynl2oELOr z9k@|2DNUP)P zD{}+CbkZUZhS>fa-6{sC*G$-+2r}#kLKf8~oT7bjHFD^KnqNCbwbZg8S>x8SD{x!+ z)%{O_FfG>3&O)0uyG|f!FvAJqc)(NU&nP4^IfAl*x_kI@rTW^aq=bY-VO15!z`y{F zw#^J?x{0&9yPF#Gr#W!L|Le3yqUZ&|q@*O0d+DXzSb(G*+iD}rsot25ckfM}Th8@6 zG4Ci71mYSLm6x+QH()yUW+GC`D%%9rrv2$io0D{>lyJj{z(5t`-8p(TeuY0+zKI0dOP~~P{pu%#_sav*TH*VMPif@Lw_L3_+2sYp2QO!k;p;NIKejhGRlK`;z6K;?|L9j%R^|@NOK$x! z?yRe>|KkJ5N)N#-^du!JP6c*%byWq;gb~BvwS|%SA$E?A0_CH&hM=|Np@>87G~&ej z_pgF~tap!BIQQb3*Uyq((XlJ^h?6O7Dw#C45BogytgShb5tP8yAHj`e832+kJ+>ED zRUHp^c5@RuA*>#$>^*qwn=RrN@ZJeOmqAG0P<1pK4KY{-vH=HD$2;8!44E<8AaEN;Fcd4F4foSI&czO`^N*8v^lYoco zz19WHxU=;+>9LGG1KIXhanRQ1iMB9J)$1Q)UfR4sk32V>XbJMGvNT6fGoI72YelNf zgmMQ21axTU{XQ-?afYMc>)q4)eHmv$v`PWeyFZ^GZ{_H?rrPemJ=@VlAx-V9msJ7~ zyBVRlgAz(ILJT=e3Kq4iGGB zB_7`c#HX;K;bb(!@tPU0YKLtA!^{CRUJYa}=T;;Nev4{lR^$?f-H!kAvHtC$_dt#c z8zf|_b#DRyH2m&-j~MpR%su?MD!z6TCy#FfdFg^w9T!psdb0wHAb(LCFSC~?Wwrl$ zP+wn<{{)pL_GO%^O;PR1lg!MnoZMWxyRmHoN*+utM~CD;)qETbMZ7%iJ%Flg zHjWXAah{yCLa8q$GwS&OLwavVjYB5_9K( zFkSD(p=BXia{}kmBEIgVFG3#~z73*aH6v(H8jh zA!P0WUsO;r3j%?t24Y?Vj9N8NkeZ>3N6(H!wV(Z19qtrm1GfE;H04+BJ(Q36@VoV9 z<4m}FZwj>WXwL9;ppqBsY~%H*9?_6Z#V1dnzG(ozsb3(t{O*Z>3)P1da_unIxE8E8 zY9Bpfd6Jga;Wd!MyQpmM1+>=U#c1`?+pOBwki8nf=&X|G&(#rXak;Uv3}iBWOWYX*JwpxSIOdkATUkT9u3SF!;cYZezhNK08L7{vwS z<5L4w_Uz{wFEQsMb@QRBKoFPwrKP260)cQUzy2mbsHxU+lZcA&q*e$1CoZTr-1*|v z3eP+PNQ#=r*o{3};&53x<-=4x>xaYwF(O{zO(9o6tGL6qzT3M;B zt2V1eoKNZ(nIbt;kdoUPG7;19-j?`}o~6BrkCh;M&-?{O*kGq8<^y z7NCxyp;|y;yp_G)xvmW6v3@oUxwbY^Qf{6lC#$OZYGMa%O0aTPH)u-VLC( ziHgq47%&&Tb5&5tgZCOG33daU%rTuoikg_|wnyIU4u3aU>pdB^_o?@?jZHSP(i_CD z$rzQ#%+2CjzM>~5C#iLNdU#Y>V~r-GFZPHp2zECyM5cvS6vep9vfbJGbN$FMX2q)j n)@1+f67~ORrThQ0n&l%p;!71vlc&dMAmC$a2sgm#xkmj1D6(|a literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/train_far.png b/assignment-1/submission/16300110008/img/train_far.png new file mode 100644 index 0000000000000000000000000000000000000000..80e7c6dd3a3d62ae39533f32ea0b29b52833e96a GIT binary patch literal 33049 zcmeFYWmFtd(=9xM2X}V}fdGNvZW-L&-QC>=2n3fP0fGf5cyJ#eSP1T}!3h!|IJe1j zpZmSPzaRJ4ods*w%<1l_KBrDq?Y*m`RFtGKP)SiiAP|PE3`7kCf`fuU;B^!v;2Z9V zurj~a>G!s*W*ggd66G6Ik9P=Dr%a_|!ve@YwsCGqb97a?|%YhdR z=b2EYR2ktAano4fU(mC=2L~@No2L2it_t4$d}zPhl;mvT{6mkImHbC&ms}iQ5(fgj zEJ)KJY|u#HwHX7Z#=*f!8e#|0)6&v%kRU;y4`Ap8B?6;^7Q`T2U^oLEUJMweO*RF| zJfF^i4vGSX6(auM$^SPdj3mlP?DZcXAwHi|>htq+Y7~k5Pw#+r5Qxl=+!{zIQ2fkO zqw_NZ%^XA=5{8VGZ`kG)WrPH*Te#`d;{)GrmOE}o?0XYnw7p#jG>MfsVkLiS2P~ir z)~Dfcuj57EwSkdHunEGpqw(jF{^zA<>`TA7PUGk8{I|}r|G(DR0YMRx!br(m^VfbI zf;j#Y?6HTYQxRoEfRh0N{3##8sE@#sfzphb(=jrOM9hV^$3gFUNK31}PRNd<+Mdb^ zx7sxi zgdRfw$Cr2n6CLr9jOfokyIGb&*E$DGObBpCszRQ7%$j!+DlK9l2gjnr$VjvI|Gw6( zP%9?_b&H#94TM?MP*LOb;s5*DLk@&JK~iiuI5F`=Cu=G(+UU2>+vQBF5#{=pU+m&~ z?TugI(gJc~q}lU~sS1T3!Ouqqf}$AvpZ8H8-W>>671spVL-@)^@G=lt=)a?Cv8Zug zg8yCVy9gALg7EL)j{_J-H*oWhAs4)`=WksAF96}F$^rK-5r;=G>E-yLvs+w$fwpXO zu4%7#Rtgp5eE0dsu2l_ixjype4O<|A=#`BuAF?sp2fHN-J2@0UXb=8`4~k#;LIDBn zfl^1CMOta#M-TrBU2&3DRK#%L(SLTWGnGae)b-HY>lc%b{D`oj*Kx==g;3WcFQfp- z3)o-h956lYB%1}^ZvPTjSXaOO!eK%rZX|FsNk*B9Sr}&3qO@|@{|;ha1nal^KkPFZ z(9o(s-+7_-G+bjpCzP^jnv!9*JADA7A`of*l-A|j?a{H@25NbHl){I9S8~I%o}*#R zg`bv3P?`ffuLfKd>mZt2#z2+(L9dv@M0fR*eo`k6YWN@}M#`|oa6|B{!{A~hw@oS> zR4oz?<*RhGP#-})Ve>DO3t4FX<2tm)A<2Sp@C9$)6~<;%Has2khsQm=T86Rz=++sG z{srB&l;lX-cR@>!lp*}uU3Wrg`-#SyOyrJG5F~=BZ7%fX3b_9 z1VfPG9$>?us5qZicqxsVVPH&5nf-)9GV&yvlydlKVx05XvYNce|H+Ugk%p)57za z_oJhPLTk+j{G0_n5AfyW%(R(8>-bo?~Zs29)v>W=JRTp;kVm$Kvj8WPd z!y0JBQS~Sc1U1`EF|^;G4>xarl)rbP;&mbyx!J~JF=)oNpRMTb4nuZ5tZZViNrj~F z{2&Cox5CMn?6p1ikj052KVRbgqyR|BbrZp<>%pu2_Mn`Rk@0lZNL@W_&d495&T2#g z2%i%L(pW!pMX8K~AGl|$jdNiHc&c(}yFb@jOt}Jg=6PtNRrHXdMMXu#LO$%#F)Q2J9#&76)CB+nTsV z!fG8M_yo542#3=b!zriS0&2Xrk_U?Kw_HL2=4J1H+OFIN)` z-)K+I%0rm)9Fp+2Z>+AjuUPmI`^WAvGQk!W;Wpx1%%NUf5D0jZ1HL)Gw2gqc6L?q*L zn5g%|r;kezxkYJOc0;R}t?PQ(w&H{m3X16qEt3C~-`q^Bsi_&H3&W%kFgcp9CFXU? z+T40=30i8f|B#tUI`7b!9w-dKx29|gW={9&2(f0vNZPQi`ESnN4I&z3V z82A8Pe+&~1AQY0M{}@FLfy7O6fPM}SzniNvd~mW~tY^yPb^hJ)u7V4~f&1y~NYfMY4s|R2q@MoJbYz%(75PbWPrMB}lJ1z!qhbQXx zyUHBGfX`~D$WT1-NJi4hb99sTQ*^LuwCdvOh&{#yF}PV7-dHHRxgp&Ax@58*mzLxG z$r{5b2sde{)bWH;v@k0~9x((@eEQpGzypAUqIw(Cf91q+o{fV0RhniD6;~Bn|D1!i ztxx9qKXbim%i6Ji6>4+I$fA$`bcv&?W)1|EeKwbJE{ZJwqWI0!{-rbp0l{zaktjf@ z8bl9hl1mQFY3U->yO+4t=WJV;x3fB#OA>vBQ-lGevXn=Gi`3Cx63>Z|31c*9X_jP4 zdGMtb@6=l~If&`MYmb?wM$^RBG$1~}H?cb{lr z)r6qXoTsA~Vt+T(V$v-v|=JgbP(QV zW=Yuo)cf;i>l=OVn~s&P${1rWbtV*tEcN@bBv>d}2*05&fdb_D6bKL)h967sTe9HR z7nxx1+6qC;x=jjopOMyPEhF*k7xnDdaw|E^ z^{Hfh#|6XKVi%xX#YB#vuYB_9k-&^6k=Q7~;Xp0bp>KGzF(O&C@(!z^)wywVuRXD$ z+?*kPa|@rhZK*&tr%rq2>{qrJy}CV+;_pB*naoWx@^ur__*Yh3w&BMi1--?--cUE` zZ7+SJoxMkO502As^_H_HifjC2YEMi%wMimID;F%~|7$;k;(kO>Yy@m_*Aw}PD5IY{ zr-CbJ&O&%s2J&_Qof@Y|v?F9R3YF=4ic_%pH{ludowH-+keuXN5TT4;drihQXaYdf8DrHz|D3M|9SZ`wlZ#-qrd4Buw0l; z(5ON3Z6jZK20Nnnpvmvpst}ExtNwRNG%nx1p24qiqfHJ324NZa^e!~M1+vET{0jl; za@iUxSp?f}9iNNNxvpT+bIN3XpdemfT$EYr_<4%~2Bl;UN(s zf4JJ|D`cN+aYp^ZkKoTtmKT#u*TYN*ers3;4|%~*>)LNEoH(}6d2(Oe zar(2+9Z$KgL>d8}wkU#uU`B>8Eh-sMFv$hdkn!@a&bkQYFh^I$&#_RH;)&djLx|nE6r=A=LS9gY$Bh&jC}> zLJyc4Tp5ox)h1uGQF8v!*fiE8e_t#Vt(+6onBS_-OjTErZe6`u5}^DsK0XjX;v?1Y z_AFo43x)rj`n|z{9D{^&)UM;ncu+*X&p!VT(D=&e!&sDmxGb`{D zt+_}*`QesRf!?XbbPZ2>!VHpUkX>UVOvTQ?90TDZVy`$&JIzOCDvQ25j)=ovnGj|B zrPqj#+#h?1_6S;6kVM3cB|)3}W~myiG*zP$f~n2mM^Ib$5D2l3(MK>q?h#a%fiNWi zo<(&w_#?`R7cdMN63*+Yihuwnm@1}ohJl=rKgi2WnI* zsRME@e?A-Egg*t7iAq5jXnxV{D@u|qP}4{R)VYzc>PuY;sF|d7LQU=OJ6(VwTVQDF zocT(pNog)HKPh#%qaB$eOXg_z1U7g1kuK@l46OAY7TUzlNm|{e}^s zKxz2H9PQObUU+>nrr|kX7nd*_tH(%%I1(`qiUzZU#Qdz(y3~}s<7NIqm+M^3VHdt} zuixZXV04W}89M{=`E^|<8-qrf8xdnssD7x^}` z#&LAJZY?HFORDPX@SjK0_I@Q|<}bw=!bf8u2ZPLT(_L{RF)4Z3OY9@}DMM5CN!uPA zObUFd@FqB~6m2WW!yt0z0Z%)G>>06EwI4#!KhQBu@e|+g*Z;MT6B{l0;yO_7u{r>$ z@9!j8(R-C&4+ABtNpZn3bV!nqoODqwWDE4Mux}Cb!C&yazUqh{i3{X%I%gq8^k~H# z{K0?6R!TRfKa17#UDLxVk z90xgOpIL&91vNj?8+12iQ21dIxT?H?=% znxdj66&AI?T^Ez`&!weF-2(6jR2A=o9}bOI$8rTcQGtrjX0@F^liNPRv^U~Qe&~|a z5JM)OfWdIu#(MMFLAUXi`RfJ~S62N9V7_aeuU*IkPQ{PNM9ABa@X08#2Hv`uqAW}) z7kxQ<#6W+PxN&8w@rdrU_kP1;6ru=`WpjjwxsUQAb6Wj`rLpSQ`2MlFI9a3OT?^ps zy!$N(f;GEtoesUqHQDG1*Qv9@z@!w4)OYUS?k+DDn?OyMK>8@ca&wipl+RDcM{2%) zPpacQPn>$@AzM9+y)Tsc41Vk|;(U?V{W=4w4wk+rHb%{my5Xr#$}O?3e|BmeI@x-a z8-UB!ae)hzy$R2zRCipFt_IyXKHC9e4}J_V@R*R)=?W6Qz1UBVe3=Zl0#=tqwBvQq zSjm~ue>g0wI$P43t+UjBoZmXl`YLU;HCwwlTe;`8^>d=2wUe@;F1q*)wU zI2H~(=!iKTew(3L3S-DmNo)k?u{ABlg`*MWH#QPVN=nZEr?8IO+%!Ak&KC5Ry1P2A zby^WXf|{cI4ak~(xFB>)QO?Cw)|^?mLqw32l5QRXiZcu9mDE(ei__ldG3F^@U;6JP z5W<9Yhj-?znY&1`pX8n3XS+%RDLAVjOs^{8VaH2N&m~@oQnmyD0ZunQQ02>idNbeX zNcQd9x5V7s6Yq}R4Kd$H-o4vfzv;O-e^IX%gIYa5xfi_5MY}=g%gdYu1T;;~fnlQ5 ze2g4iJtNlo3pVRM#qH$CkL*aBSqn8-qzGcdE@-%B=muQT(h76lHFqnp1KTJg$%6wy z(&jvfF=#NBS@nnP5+@YovJp;Xw$$hd6piqdKI>p~DiLx^OG{JH)&E(-_stX+yNnI& zcjOB3&ecHSaQG8b!dQg2#hA#E2b7`qL%1u}SRv!)>$JjXB$c#jDW@yaFwQQMQ=+oq zu9uqXON-Ra*HR3i#>Pj2c}NN_fQ)|r_#pwz!Z-kc6mmrR8>R#kVrq*vd5zGow~7vU zE0!HtygdEou=QWN(6`TgRE&)iD24r~|5N;*1~~yxYre^uDmpq^<0Lmb``D40?&&RB z(T^#YIyI@2SFI~9fsK4e4a4F|m4yh7yQ3j9UpfpeFPZjEk>aJo#6YRRcb}^cE5gHR zn#?b)XyL14tjMwpo3`l61`HXWg791n&@C+bEM=LTdxgqQ`(+S$aEjj73&ZpIo?93M zKU~_ZbqdE*iN-gr1(B6&SNBgA$pi4p^`zsk+5PnyBMZy>5v$(4i2_v(jqh;Sh<4VO z=ST+*o#ctB9GN4i)J5GUVJg;23k&`-LH!<+Ry~*c`!E*MBfS*!6if>klw}aFn?y_m&MO3w+9}R*4|!gxE4U z!iz;`RaI*HR%C`$q^vp+QfDj2eBU79q|sqHNNq5UeG;toU{Yc+MBUy70lT1H1XP2M z?-OPy9QfG&@WQj+{e|}--!FEVw>#G~d41uDsQlBfrwOcB@KhJsHE~c#3cU4eOs-v= zk>nYgxQ58s#ataS3=+S1iR#PBez$&t)&<_gx1XA+d>vkEstjL+KI}olxfSz>9p+v4c#72OmJ218a zM@`04M+->dC(?czMg%-GGc&XP_{E;^CnSX289d2)VqsLLIoD=F*3hM<*Ry8){vzy& z)G)gy_=N?RI|Pvs^L0p*{ts%q*bsT-*-*HrlicVlG{Qo!wltsl22>w=n|$pgk%-_Q z2gY)ORz6R&J)BVdkBhp(F)NtzK_c-Ye}%phvY=oZO^1qtuqB(z%O65TslO99b74J# zV3p(1{R!06z55CeW^q1zCw9~&Dt7{t9|&e4wg6tW{RY%*Q_;U{x=g@}LVwWpVkt3{ z730jF+9MJ01tXn!4}upFX?S_JS1K?+>~PDnX(WDD>LWcfsfFVmQM`CPiOgIPHHkY0 z`uN7}S6MqNSzU#Jd2MeJk+H6X17IHhRVlGi!Q>FB$npJ4Gv-GQQdL$1QoO zEi1V4;zOiDcw8P`VtgDub50OxYIR4|y{!1@=)NbbJ|UOhPZSznBHx!UT>>vuuVc7z z)<6cVg7PAb!JzxCRlvTRUkylA!E#?SuYS48i(f>cmSHG-==_PQrYAe_*SUZgBt^Xv z1T~OPvuRWxauJvS(jG|cxIeDc@9>1L)=ctRnN*x`LW9&FOt{JkS2adhKB`?T1rUaW z%jtWXh4D+PLSzVOtZ-=x0H_)ZTAh{3Y#=9Q#4RfI@PEQYhKHdPPGKbi)l~^|^(1$E z1rUErjjqKF7P}KM| zvRZc~)4fB0l{5Nl8!(0do7K8q#Z~=b4zh8pvK)3X`8l5`Nio|aQJ>98<_oWDn)!1% zHFe&Q0~;8{?MV4vr&HAU5~M(ZP?dwka)&p5_c%Vc!bLPVhge|a9_I=4Jt0j^zMB(A5Nw@|Ad;3Er8J#~!WSOt8qpiD zO66>u%QoJ<0R01eyr`1w+G7X+F7uJEoAGVxwe}j`j$q8kkZe1x|slnmS4T@OAAnVAW?6wOx|6#FD zEB-}I4Syq@3nz4j^meg7A-q`8{PLv=u>n<3WEhr6Bps)(TKx!niYSUiAklIad0wP@R^2UI=)`12JjL{t_+1pab+D~)r1JKyI7#k|~Z zNV^Z1|FDekMHWw^^Ip!N^G!Z=#r4c9x(^-qk&%ujv`I&n+inS>4XjIq08!lc&=qFV zkZ(1FOHMARbXmK2i~nM<5)xl+@M11sG83baiM#%@DAh>xExjMf29rLZ&Jp>nDwi0u zfr9wCCd#Sh(k+6Y;*p)eB}@~?QhoLNG-HPpfxr3hr-MO29Lc+{9e5|QN|Q?q2BxB| zm{c?Pjx4N;%XDZ=ddf%`uOs#}%N8U;fs7Q4#6rsI_zCZs=TK1h^ScK_fuabxKYoe@ z_f$i>z-x;EbQ>x!$6EPx?_zm>6x$Eqb`%o~QYUTzB zjEl~Btlx}WXC(r|Mr&Hy+eLP0?7#(<@ii{5<(Mo3AiQ=B3-0;*Y^fa!Rb8`?BvJ^8 zLB%*lp$Rs)l2{;~2qoQ6kbSw94X3%l^1y3#e|&QPdr2in$TvNcV*&b=prtip1l%G( z6t$HoU#BBouG#`vD4uX7$+$|ttl+GVlpT-gm)CgEBO%+R2N>G-F_X#9CeX z*FTsvC@+gibYimTB~lpD!3ywaLdo9GxUD}kFjW zXPeHO5wnnRT^YvQHzCWp$@RJv@fSd0!sO2_L+MJSGeRvB?35MAa}7^i4}ujng}+%( zgtwnT#R1ne{G!Ln=YoOQF}96X-w7m_aE*OZc=@E=J1Kgd>`6kaS-7Zox8`JDU{H2| z;iOP;+CH8;hh70j&+LZ7{?Ca(u?et?YYE&=hI*K7i|Z zhIwLGCWw&P6C+WI5802IjHLftE%J!AZuERgGhGDakJy4gJKfo^>Zp9kz=G0lE)}mbSf&t|FDHL>yU48HN}4a93-I@o zJRk#r0s_R-+Mox&fXAC%zQ9{9IXO8Mef`4@tL0|b>+NLa8kY@;3f(#+WGu?>l})Re ziI)*sI}<+oH|7ZieiN^rV{87>@q;FLS)n}7Y#bX^%w?jg zUH?BK<}py_tiNl6wh*E2{!}nvHTBpBn1KN*4v&SMxO&>}M8HF=;(ASgbq@Snd z`Pa3L1G(+&?8d)Y%C|pUEnUx42O)y40hYyOLXyaIrPXt9sw82@TH10UDu4SrW{dtn<~`#Z?4#=YvpjL;VlU zuZl=>z+4j~FhH>ciJ5+>|5ax>OqeASNZQxew`woo{X6#Rc&Qu-3dpae)uML{8*Y-$ z&FvGmlsR8t10f!Bpt>uk+n99NVeZXEmbJK8Uu?!;+iwAFfT{2*LX?jZ(mSE=Buh%^U2&k9^1<3&A_pNS;(8v}ny;e*Bq*TRRENY7-Lw&6bUd8zDC<^ zg}C@b9G2CidIyxhXd2;N9O$5whj*3pXeO1l45@y|FbyNkom-~7c2S2)mfq~qWtEkxV2+c)2ejIEpo2(B3G>KH@OQ^wqgX0Y%JA^;ngs`9VLvW_mGjU9 z4MYRf8&JH;U}Q7DcG(*Xj_}!hzw-dVizF{CGMoa1XQG!uS5CtEK!M3lz^fzt^ z#_$Gxf2J0@@>o&D$X)JCkQwB%SX80+&GZa4oY`>+hVt5aX=f}qq3xuT3_6YC*Yo~` z&u+H&GpQH?kG$DOWUR3Qhl!uSaSotL7nh^v#5oJT?7ez3eh@JwO$oQx@9(Xb^P;pf zSd*_l9L2nmc=)?^*rtR1tkO82QVzW*p3)Uof2vsXY4bvLxeWUek~V-L6c}WlrYtFi z$Am{5^VX}82bP!dDE>8SFa$rZnJG6VBxQ+i^G61=<`~=yjh=hjxE^Q!gy6+9dw-30={tJ%ulN1VU!8=Ta>Y{go4N49Nb?FGjxGV3H*M0hNo zHis;9U95>HP(_JEMGO1 zB7~IrFtE-vs?8mXM69*98vSYYmbwz3xEa~1$)D~9vBxz*r=qsLd`NUZ>thVQA9K;p z4pg5^2CJc=Ztv5CghUE?VaACU-4U0s;(oE~UQ6`fFABoQK`bXw^#6O_SzHy&de&JC zP){Zi*okmV!rjK7^r6D#VPWlA66?h+kNR~3UVu1;d{8j`cgj=cHK?WX%tmsZUySt? z^CggW#}B<>nHl3vj^rIZi5h5y7GbT8{ho$dt}hG}C0Omm5HxN3MX1qrV}-9RQG1f2i`CT$5nDD%HP@_7XobaU#jt&TQJ3ahwEHLoIZ3~JAeHA z64~fPpwuAgv)ndx-c0!O#1tOr0HY9|*tXQbBj`^gr>WmbE{nJsAJ~miD+XG|>)8$O z?1-_r{pm#bviOZG1-AMoJ4oT3=jSGfqsVC#0rP~zI;>QPFnr7qN7p`ii&=Yf{d?3` zQ6gJ+qj9rTRF>5)wC>$i(lvx%MgdUesXeZW@VbUeERT>=I1BjLEZGbJUZ7SU`#WzM*0-VG4Aq%#8r*X00*yuCYh&~8%7FdSxe zt=-JvIJL)kis4}?1#b~{k;832!9s@h=APk5A$?ULa{xZ2lOiaQS1@HcV4u|kT<%DGD) zyA1XYl5am2k!HriQ90;d#7bCVB$wIHE$-qlUG9D6QkE63I>Hbdc>lEw;8t%)XB ztdJ&B#(@()X&liT61w3{(rH|ufKAVRqd-o3?fvmfQl+gL$RI%fI^pE-D{{zD`}kbI zU*&y=0z!VV&TH+-HC0mhSGlt8iw|9FO8$7x>-e?|ESZjqaAC5QFqA|%x~73A)F$cg z%fCeP2k>&Yc&n=h(!HBDp5IeBwatbw%Xo{(shOj^CnA#mM5g2b6+2F5Y6p19`+p+~ z2b!X$oxf`dM@rf4((v)4{tKt(=?5s{gPg7c*MNU;+e?9lgkZudUa8h|M@}9zACuvW^(?3j>7{@Ic;&VH@R-3;&DO7{|!#vv( z`r5I>6bqxkCeh;+N1F4UfJ`rg5l-bt%vbq9B_S867!%!I-DSVPK_2+%``}H8V8KT| z*wHQ>tM#dHo6|Ldj1x^vsk1Z5^=9{dTWj5zr9C{?3`y3j?uC98>q%Ni{zMDhIIG>ins%`HddcJZ$hFd4@-9fmcLU%kikr@7|oPnSl0hhGnr%&*R=I;aL( zvEMlpUhWn&y!8!|69PB`l#V60&N*NelZ$29ujONZD$GY<&UB8NiLYMH6^w9><=s5| z{qWb|xx-kY*=HsTEV-=XsDKe>ubu51XPtnr z?teUx;3xQ&h|T>Pqv=|nFh13vIW-|gB)N_I9K<3wJ*^>i9WUl4%*Wco^W0Kx)#>{L^G*p zK0m;=N}JtL?it)b>3dG-u+HP)JHqr+_mS@0ol{laThHBJ&%TWhxAx8V8a;&jVr~Df zih_@B+8tjy-=_!w0TpHB$13!=t#w47)`?PKqi$!nK+>Ft4QOrAId>>sssV!%m)eLj zuMUdRZKpK5DaL0dnS7=`za0fyPv_<2Ce3jp4_Z6Z z{O%4sN#G0w5p^oJi0T~3*srVA`p5pZm@N;m;ruiD2}WHjIpv_BbBzIA&&IiFV+yuz zXe==g6nT@?KQ5KEM5{gLDTJJ!1Mmm55?WWUEuadTLmBV05){Kt8hZXW_I$*la{(rj z{4+1s2L|QtGXiG(lad<&G`Pi|x6F%dI#8Z5p)f#AdDb|@GXy(G%=KkoWL{}uN~y~Y zMo~VK!G-M<6@S~a7Ij5$(7&*n3{TE7@a?tVic@P3kok7Vqdum5b^ocMZE`hdAHn8n`;*rw)}9p^ChBjY=~c|THD&c4Pe&D7^U^;RW!kt(<%M@!+j z67YHt*##n0F2r_$c0E~?(VDKIvGoO%D?+LImB<~XvC5I`jbcKozdkzrieIy))=$ZalZ~x5ZUDp`a`HJtB z!aB)F8)c$sWkzk1Jhpaupi`=QOqTxQ=SY3t@A^?DA=HcdURQsJP?sCgPH+SA%&V~+ zTQ1zlGJ+p`?}U(mi9-hLldwg|dMQekb8wJnKbG=I{@A$3^WKN=*k$O$>WOj1n4MIn ztO7}QCWQ9=fdS7mhcZ^4dji@9pJO^_Fr&a-AnMo(S2gv%9AJooXbFc$|LE z5*~U{y=##d9CyfM?LfpjI`|H&x`nGzQJ1!GqrMuz@?N(HBUAE^w*nP6k?Nlmrie^w zUyqpWT)CW^g3`Cqc`u661vZjeAgv$$!W6h_YabdAuIeDCcXx3&_3q8=I2pT0mmP18 zaf80M%QG9Y{4}d&n7|6hr?muiJqd=V_5-J{R*&#r!#4|O#m*x!43RkQ$=Ckk4LrFG1xH?S>Zpa2Jv&K;*oNp?`q{m5qP6 z|2P))QeIP3+h+{LS!)#7sEzKs)V&)|JJ|r^TPcS|Y@8E;M4ow@?)UO76yW-4T0P?h zIMF)9Q*#DLxa!W}i%iWTji)R}Of(n@4e0hc%Bo|DVd zgiT2ChZoy|@rH36pc><62SlQWewZIv$;@Ne#2!en{?TmG7meEBize%7)cE`v^w!qj zTu#A`@KsqY92E{Ge8&3JN`$hQLh$L^9&tzog&SpM-2iU%(Ld8cLw#7h8r1Ln5-l(t z9W>1@Pi`(Xde9d-z$)C-25$D^sIe4rS>BBkECKC3K)EdGM>vDOL6ETFpgqO9*Hh~; zHPz?zs|(Fob)TNLAKFiJ1&gj;>rHny+VFwH0Fs?eP|$tY1bxyVNa9V^ zytXf{d)gCmeNjN^4*u_8d**(EC%A%J@AF3Oo6QnBAJSfhS(HpqfQ-Rv&7!h1q;6$^D<7a50e)^wJJ2~VsLtfgL8yJ+p`WlTtOb1$@eLuIeOwG?sVPK+$ z9??e1$om&$Gdzq`b4j^^8mF&7KAUwM=tr-!x0aeq)VxoLhB1Z@Z%;FD<~ zO=JyZJo!6QV=8T?=7X!wZogbq;LYS-gnM(3M$Y&=%%ck^NDX|wv0B=cbl$Q~R=7_r z;|`9W6)$dK_A(ucf4BNtyJSU_bElrSTi)A4dRWMOYnztfU>MDT%Di4;u_@TJ!j}6a zzFwA_q!--;m0bXp#o`zH%j*98c*4I=m;h(ux4@Yt@X!A=|z+%5V#dQ+GhNF_K6XTxxzO?t2-e} z*1K~0-&3#w`9(*+;k-@JRw&D)fwn*r%`jo8hYG&keC8s$=jWOW{V@JVgmVlfAeAvY zjg{BO9b84GUyL1_T2q^6OnpNUOTa_~Nhlv+lRgRg%4=I#>TI^YEcdq0RF~NNpbwL+ zaQZ_y!YampSD-~vp~3IK%p_iCUoAPabdqQK6a?E6zZ5)yxbNeKwzZNT?{r~yo6R`v z7c}L42p2`tsSq3TScey`{D_<7D1QMM@-Zyg#^ENOxf8V8XcNsABovC}f$z-dSRm4M z{_0(7LuZh;r!>p$j>=DtbV{80Z%se+J-+ai_3o=X;GD4PcIZ!K;o<^q?8)h?74Z{C z36mKTK#y5m0U~(t2i(CShOn{(Vt_DV8^y@&U+JmUj*Y6S{wScoYUPtLgM;sH^VFI( zKAk@TBdXB2T_kt56Pz&3;@SeiOT$k~8@js4Fb%>o)wzL`h2C4e{o!?>PSO}=D<-o6WuqM=1?6U zj+2WsooUg-L~}O4x=v3RbCj@{(UaJn%UG;*`U*uYY+E;2GG?N{q;?4`!|7)T2=R38 zJJfZG_VvX49AA~~Z5Qz?bN%G*ej3qrRA(5B(*rJsyTX$hO?w~b?MGoe0%8uv z7oug9`z@pW6Mn;@rKxl+m;AXXKVBf7{A^3LZ9rKaBA0_OYWF!UtCM(*Ga#!uSKX0F z+aJE&jE;Z1fLSH9@w8@B*@M}kUpYMdqrgo{#onGY(pi!NNXB+REfZFhC-wj*E*3FW zCU}Q;uJGmO<`W&z4+Z;Z5l$z8cgYI$yu&+Mk4ZfIUIAJ%|A@z>{@Nt**0j_Z6Zf;T z2Obs8I~^62Xj*@Joe4fb6qW-Tia&H1!@nxOH2gfs!|Yaf088U`b3b524somP8(6|L z0d|m!|K^&om{D(6zRwj))*pwEwV3nFWSr`)sIksx=ED>K^hwDC561JTpRIhKx^n*A zKy~1y`}8P^UBjFy73_MG(B=w@-u^BecOldq> z@YNMcHoqIa2U-pahgajrk9iqmcEFv5C3(GxvipMnP1p0{v-+!d?yD*VqqH0TIhDcI z$drIybg2i1Z3jCIn8$SfSz@@tsLKCRMRTk9y)9w-IdYVKt(4whdcwRNN($rQAD^sy z$&502(<7FYg)_aFS$qwYyzjRi7gd}^NPwP9Dlu-qF;uI1n+@Sytv~zLtyH4LZtffD z*X#h9yHE68Z#9qzv|d&<`=k@s$4P=1ZX@U&@6{!oz3pfS0MoqF=8bl%&Wm_BdJL&= zexB0iP4Oz5e5gv5^R(oH7`j z-D?x+0dXgd_>S@TtlHWv&DlDK`g(f|#OkvlnN)NcEzo@G)+qKxReu??IM27VPWIebk(oe7Jm@o4 z|6m$hU|@W`%-j`?T~oC@y$z_xi7G8QIN4{xmyVK(`v9~Ord*l>khuO zHNHW9=AQ`n)ss;X3YXr#%7@Vyrpwlt2Kl95Tc01eOC6R8t15)!L<270Y5b!ynGPu6_X&Z3(PuqF80&j{0iGi&h}u0nixW0f-lli}fMYDA$bCZFJGJlt9y8 zz0(RQKR-X?n>YQ+q7NzQeYcT?moW$P&F5~%>&n>UR#z;2V$b{lpo8w~Y0F_t&LgdX zy6tAPN#gpWfvmPkWE{B9t6KyRDCm!BnnQT7Y9dezcuLE`aZA+pUFD{>>P4oy^kNpT z#;=;i-RWXwn;VBa@#!pw)1_$2=?3o3ta+-F*rPE2YQDMgt#JDpEa~>{+=_2i;7b8c zE5E>oHV%gFTp@0Yt(+fut08_jjgH{N(*svjW#GQ-?d@Ini#~1U`2X$(^ncQeo01$q z)G?7e7D5&sXgr1BW|A~zH}FuZs+Lv+1I=RW_e`rTW0{$n5J$)b6315v&TM~<@A=kE zjxnHci?k0Ys-;$sNsktN>aiP}(*#ZW-Fk2_AHaiHzRSGoB1bjwP&a$!_`c#=)5M+* zF<2Evh0b=A?5i6wbaR)IWEoL8fY2yx_s8N?v?P<8__N3~QD<&C{zp&aweE;q4(Ydc zh2Z~H-dhJ{*|l$@Hz_HS((r(EiGY*{N(s{4ARW@(rL=T+cf(CLQc?oa-7Vd<*Zn^4 zZ@zE7nZ0NB>_4~TKaSUZ)wQKrJILI7ZD*EPVg$ zgc=3@{r#~pOlsj1`(QDVk4Y<)=<|%i;{`+xlsg4>`*JV2AUvH3KIQD&YO}rs%p}kq zfI6P+I-R5V+}fGUQO(n{vD?vzJEQb}V`?`s%_0l0rw3Cmr?9oR)zD0c6*Qi+sL+i8F(AJLxd&dU94!~UvaI(J235mYp!8c_OY5L@*s4Cq`DjV4-YRYHVQ+tb)vodW z@u%Oy_4Hay)Y&G;?R?n{RyFE|+*8JEZOs4FMJ>7&TPhaGQxCfSW0vL%z2p^B3egvYOJ>KBzUy8Ff_% zxY)9?Y(3Ph^+E>Aeb{`b1S{^a-IW z_;8{WyfEZ4=KxYYFdcqK`b1Bh*~LDc$o`t|cf;vnNR+B0Ah4Ta?aA=i8vUe(*B#F( zmV72=A*K21BYqz9tSw5rw`OBKnS}ZN1$VX=NT~3|*LTavP1@TxjDBJ0HPFhYhXK*X zQO3jFk1Nyh5)juh(92IGb{5aKAPH?8YB1m2ykJ(*-d_C}UZ5ELGpTc^mr)0j3jKWY z<$Q?ZTSIMb)adwtIysbOY7{e-EHq9|lp%}OGt#S3U1dmdwpUu|f=4ug0YS)Q9b+cM z2U3!q-F3%H1B3>E;`Z{^?=j^kY}5`t_qC(MmE0E;e164F_QMvAhgRlKs{B`=NZl_; z|9FRl{@bZ8Jl%pF=(c}z#U#`?F_d!_cwC3*^jLE?2vEJB%XdDk8sih$k236+$q!99 z+JSSIiPv|u&YfJ3C6#JKTBtG*=Sh=+X#;>%27!_cW%1v#Am5*?J z$|b5t+4E;WD+doYLvxbteREq?)sj(qWQhE?=4zaz=Y6vwv%DR?C%6z<2TdCKX!Lg* z>g{~Sr*?MFdVWOhlF64|{|NZu&gid^`7;JmbP=TC6irmnj|w?xOmf-rw|8LlYwkfQ zDh{egQn;z9t zVTZ}+QY$c%^gXA{&8O-WEQki@aQKZq-o}5(qp>zuRz}%BIhAGvsh6aa*?37HRbI!A zN-+}E_J5=b{FJK*=HheBw=!uboX9?p@Fv28lk2{oFVhYX65mLTJ$tRPHYWbbvR0G1 zFTzZqV8_W|+DCs_>PrFs-~&8MS(F7*_mSVEarfAEI@WU`;mXA~ctBO^#*vNjmwwl^ z#0ReDUZRCAYNryWeX1*DKG?<9u&XJ(UYy+iqV$B0VG`a&#FBs!&ES6xgH;=$m@o=w z*kYMzwoh}B=}P-gF}dtpa5KF`9S%`J81Yl~0WoQRQkAGsc-kC@_{!9t%W9{^(qOn~ z{looC-!kngU+r0!2>S%6px;0md6cf^@O}gB9Uc44IUjOY&PM^DoAIGz1|;GtEzQy% zyJ2{r`voaObtENHQ2E7>G2MI@5`KNI>525dO&qS20Irpfz)d#=_BHx-C}HAEkO7iE zGN{H(W3))w28S?q(sBu>sYl8{GX+TIvQ95A z%3#LPsWaDLWH;KP@lK+}qTKm#(k4)h!LH!&~%Q@_Bm> z_H1i$t!Ytn?|kJ&^iS%d5#rzGsf)w?W6;I^HaAi0s5gsWoSCn$bzu?@5Q3^npQMo& zK~~Np^S{Rum6rq%bi|Iy$G z7(Rb23m_62$NTXSPk_ak*@^!hpYd}GBV1g09^u&Xb1U@lhBYlfo5kpBzQFEiSVOn5 z3eESLcXiuBO1o_gY#sd zhYWVs{&j3`kJ-b!Yn6Y15XLS)74hTkKwPu$_SJ}z(h3lE*|2El@7tbBF*1PiBJBwL zVhN{OV26U^swsDPsNxg*fq3!>zQsY@ndk5kE@xs1@$BzTID1b!3NeRC`~aD6m86%9 zu~x>Dnk7PS>k}pzVR^0w9JnE!N9x{|=CYHP%%Ca+)}R{=Pjtz!A;SEAb_7$qtU5_y zmA@hXONqZTr!&b&3hK5Xljtvrt-KEJpd$9IBCnKP_bhMu!Dpfc0Ij>@Hg#I({`t%+ zEnC*|{k3o6c#cp_iCi>QfvwVOhON={lrLLhtJnGvQ+*B1JU1rieW3o=&MQ^s!Ld5C z5c1Bein_qT#^8E@Y9JoPr^kOH`8>GY|G2z)c)a)W>4Rk|u~6WC4jAv<+fY3yN^%cD zFu`uqc{nnZXihbo%<*G&7fvpBL6de|F#-#Hzp6GER7*TOE%mQzOeFyAU&Su zf>7V);xv|bu5)AwQp%i4Q|V$EyG*YSOv9awex#*fM7p0&%@n8f@4^1nZRX9sgU%s8CafX9mv zk{r3jA_r71K_eSInmp8dLG)hm1^fU>&U7D?9eEF6lBH|&2xF3HLsiYA-WlimwZ`Sk zj+uQg-$n88^%!g6d;N6C>D5zI=gZa63@?gmmawBwjU6i^{f%;zVtttOCp8& zK+#_1=myQlS0*UI^iF^B`7s)6xnMIK+I0u^DNGe0tEH^o7%wqRVK8x~ldk&C7AS#?Z16CDP7DBc=pk8@yBnfjq z^MkDhK6V~%9_5E0EshOaSza)_t9esZdERHd-e24=FQqwzZ)KF*83|H4?}^dw>gf3= zBgb`u8KBRYV0@GoB{3J$v7npg8*_$nAxFz&y)1e$W6TgULl(Ux0WivM2bF)kTl_M( z#MmCC2VnQ4OHdiJ=?$2QEI%hyy+_v; zC>PhEQ6BQTn2?vc?YnF+d^czzv+7%4rw^cBTbH+z#uyN3vA=P2^`fX$D4^(N7F-Sk zoz4cA(kQQs2sJ+J{o@v;79Gj!y6cz4(&;Sl$IT`DYt@%X4R%|S3y*WiN*Q6Y!WO*! z9``YC8gg2vr5L_zcF=a~xQgI0i6PX>QFor&zoAA8X{sCO4)^ctZu4$nw2)ng_Dbp$ zu#l{Wun9H$Y2CYfEqO&8Uu-DF9nS^VCoN^Dh!FjJOblt*~whCOzZ8`=Khy0ze}m+Nf8Y`v|j zzT-CT{Z*Tvp+Lr-q9 zzlLuwXg>b3dk>g9FwW=3yfJzGG;#HF40hnnF{ipVi$vMDFU+{PFopji`!Ki=zq3@# zUrO*e9wme9X!*ky>=Xx^g62B=wcFPhu@+;TBrkk&==R1yDxZ(pN(eFq-PcK_9`%~; zj?6!A7yByp7Sl!8&;cQH97MH1&c5k(E$;xcZD~+zbLKVvn(7ZuJw%eBKh0e z^Bz--qvF3`HihnW#|QLbSA&5S-9gaI0SR-8gB&r3wd9$*bbO3%@!bN za1JVvp3s)OcO{0!PIcee*=68^A^gFL*?E#;mN!eAgzawce)`l?WmRG5O+jl25%ZI1 z_@94YKzm%ABs=*vC-Bc`XAu&c@r!}!$C3W`^nC4&<-yE$e`R->^ND5PC9sAdpw>@m zps-QEYG{UsnjTmqVpAcaBsSX8-a_}EK^U-qN56^|T4^1An#8afr@2O_OB@`i&Mxn? zylw+x*p-u@YnOSr+FvnZ2bOb+!Q=Jyj4H|{X^KiQtTjHtL>)oL+$fT+7psN%#81*CO~<@r4S7jgy?e3I#zSMssOdJzJ(cJOr?w-mPUR^{?|)`#yT; zsF34%yxcI(X6!oZTzJ|INNI*D->1IIP-iJj7*i8o ze*EmyeDS8^=8PK;Z!w+bR)C<2+=$J{0uQcL1i!}TY?N=wS4_)qpZ0fD8^f6%ky7CV zkkc+{6P?AKzurtZx|kSJ3_WC6EwO*~ZOjwdNVa=ZwzE8&<(Y+sE!0>-PVk}QM?x(e z#N+nx!;F1(C0O>BDsGOR=1FFWqT15}&Czovn|kZ#W)toQKdyN4Mzfv(_d@y}(jtDK zt=8|X=gD)GvFEWPA%`7E}BikO}BBZlKMh@88?$LUvxy~#CD zzvv=CqP6ptAl9~e+ZbM6Cna8(s{ryL86{fMY~))S`7`?X%`uk9`)vm@XrE_N>U+c@O`$X zj09X^a!dift~Q*4kjeyMSkVI_{g03{fgA#Ji<80NhgRR!QStrPCN~kqqZ6}Z7=lWv zzb_n#pr?0e@7``CG^H3YxoUqwzmYRQJ_I{_&SMzeL7xiA|J+KLAtrboj}1stvHDH* zd(XwoyWQWjMnd35wCKRU$+zRuSY%KavYogZAdtGRPc?7Bgq3WL+jBb*L8{%5wWfT% z7Ge)qXx%f?aG?*vzN<`2ZC$`WPIkeUmGz7c{*rg_vR?qNtEJgYw_le-AO9Y%!$S8V z%=@V1qn82lc%fV{J2niy77sO^U1fQm)!x^(!R~E7h)s#K+@}81raAym5HGn;|dsCEp;F({uF|8i&XKU8aUX$6<+hc zps(P~OJ0nr`^whweWWE5BaLI__z8%Yi(`cTFp6GSv0NS+Kcj`#rZLay89cynNHp5oJqkkRM)2f z&qj^KZ}m{HRWsBxze32!(m$(DMijkmDb%cfhax4x3|g#m7w`rIw6KtRI8!J8D&f1F z2^NDBDE-YV1k2{mbh++0r%ZS)Pfxm~xU}bwCrfoFsYCua7QN`OC?U#Ji0qGr&wq9K zn8b%)+{2Bl)%)eE1JTu@{H>FXd%Dn()m)(b1OInrmw%pJ>_6FK0PPF{W%f=B!A{OG zabOHrE+7a##dehvSd1(6256>cPyHc=m=l}(S>acUIRSH;jdDWNa03sa%~y}tiFO3UK&3Ig1s}@^pe$CD?Rc+=9O>2l+>CKJmO5v zVSlyZ>hVB#z?8b18H3LKR!^qTgtN+PNRJ-pCu<=d2hU2HVU( zm+SCpbzeQW%pf3T2gBEGt)pGxngQFgn^P{oWB3t|xcoM`wNskf%TUTD_%twI>*E%4 zD0iira|MkwL9-YRo0{-`t#bW140%m;4@Z>~f21AWHzkm-c6h6{+}Gu0fJGPj(k!#8 z$OHGUx|^)p{^VyLAC<;3U{TqhS*0AK@`BmV{54~Spw^qO5(?Hi=HNz89lr@%rpQ@G z;>*IYbHG-2A7a}AH2I$z%kR=0RbF=Nr34=wNjOvC6aJeG6ef30oF$4Ou(ww9@KfJq zf(=KD*FJCWY*2F=i19Ka5B1u-?a>qIt-uYI&+I>sEY|KTBM+RN9(hZO7!cDlF;S~t za!oarGrJ*luG)T$uQPM`vEKqK11(KnD$cb_Y*ZvaRBry;w4<&0WpoWl&~FXzjql^9 zQxRV@4F{K2Uvieay2Y92vw)krUl@w)q*z%l&pSWT#BUcA+dkPl+@H=7h68yBR$m7V zZ@3?I2m%-6=dc7VJ9Vh1|aeXx#GYvExeh%sQK#{&>gkkQEFk5 z<*9R5C}3PYiW^>=pwBqYF>bjhtqmyz>`>oG&tOhyTlbnZ7JMXaQW#4cfi_fhE`^NZG!`7}cP*)sr zQDChQHi*3Ogj{!_v#l)HkBY|7O8;(lw*I=%z&`dln==>RW`I#fSufpSU4@n&m3P901JT%9ZsK3H4JQDo7ZDX9vB< zhlD~R+rU1{5)Gd)-F8a^5)lEIa*Dq49RJX@#ZFf+Z+fi_MCftQEDmp99%NQqsaB+W z;0pQ$`1&MrTa&w8{r$mfzooa*;XBi4Pp1JjkK5UlCuWbX8gsYgng4DTK~iDmjcA+8R0O6s?xcg}6?E^aM!wpG~~?E6ij(y_U}-hH{T;2P92q*l(; zXx#{Kvhbg7zvVrE0yI(ow(KQ>Prc8_!EK}7kRl+^N#TO7>7U6SCWq zHzve<33 zv4Y@thxKPU4woqDD~p}~PBp5@)j`O|40alqpH4hmp4RW8m?@}4hCmoN{3eBH;V_MkwyWY zGkq_ZR}2J~x#QDWflH7b7>68D_JlcGE%Mx0nuxEeB3r(z+NPizW-)oueqrVOO}eh*c+%A|#MX0ox`4H$1C)lIMZlM^1p(qVT%@ zaPoelK(-H5-;qab%A=u8hKPEaJxXDWP|*u}7#{zpj{U3s~!`h127K z@i8asegCmWGX<;wysF5+M_HzL5GGvjb9wjpTaaV$@)|rkpZQyTb~vWHtJrT3II=$- z8VE{PeAE$WT$Pae%SD7$;W=~Uq+2kO+BJt@F+ug&7^*f=JQ<23V5wy2rV(F=#Fuq# zJPL{l&eJWJh6em7Ays>^Ox^-VmTw=eC8Y}~nWxTNF6x5594EY!nn!8M%7SZbY`k9a z$9nCsBX@Mz9f&3F=*ac{@!DXxPmfvxK8#B#T>NaqP=Bzt(~-|joCd8L{dMhx+`av@ zpntL%!flG0{fLzv`y7h8)z8x2`l54Ld^(s=AUVPnuzC6?;itL8`~|AnDU5@EXd_>B zZ$t=rJiWEW{-mNp;06ji@tIUytbv!mT9rN$D2v2tcq2(8rdgG%`1Dr5>d4MriK3#o z4b9r)3i*$h^`yBs!Y8=94sVQ~0-ujMf3nf8rRQDgfgGy%QYv?b2)?tSPYZ<}e*g$jpgL=i&A)78@>MK~}y6{qmT+uYpTnJOcRXI95iBK(-! z+rJU8>7KCOW69R*B04~$lu2OWTOrNayDa~8S3o?!-e};zs(7wZf&lv$k~)LQfw%tw zh4h|9x{<~=%d7^=wx6ND=(hC)s|?GLuXc=JLo`Qa?1B^-1iqtCKIgUhpF$Bfe}$l< zn<|5X@ZBcav(&BY^#t!Q4T7**q)SE4{nSMzoZ)yHx8729L_L>fd-i2L1hZu*z~b=y z$!_XWr9$@_d9cSfqLP~?nhbWW6oSbmkJAlgc|7W5!wI|3J3PMN7jWU^d{qL6V?!e_8@88!a z$l%Yv5a7EZo=%K&{gB{)2!I&cKs)=xR^`L6(MbodsbOn|)7fA~9vyel*by9sMgy8A)O(w@FT!DMz|r;`WhVjwjD5EsQ8T4sQ-fPg=jk9$fLEbv23P6Qg8 zbs^no3`?nvG7i?0+E=c!0-YIb;AG@ch_+(AzoXu?E_)--SM^{}-mnYf8}I~PY#x2~ zZ-$fAxp}of&P}dyC-+f2P2NF!`NU0)Wh(Ik&d|Ga16$^Wi30{%(Zt<@NhO&k24r9m zLpjWRICZo8wx&D{{~XHbsSDOr!uz}=?lyOXgxVHF@SRM&J2LyWp!?e94Ju8zN@$`` z>Mv~VvGg0M)m4JmaIeMjbEa0ku&Dr8w^~nDdg;mD^dLR}rUu=VAY6Ul50H(+Mf%l$ z>c7G|VEYtIQy&DExsUHOmy)Z5P6#Rsn-=?yPwEgrexx?8%o=$6$T1U60nj<2CI_79 zWVE5S7j@n(?G+O!o)(d#=H=7l-L^X-Qw~qybch0W>h~%J3N1GkOp332F9!A<_ax89l z)YhTv_Gb=mV7@it-1Qq#J6?1#^$a{h0XZ3(LUp}PvDecC9D>j|8DURzh`hD1PAjI< zrtwJXpAQ-zFaE~N!!a1;H7|THHtu zG+0y?exD!@Jz05iCP>ecj<`#0bAV#t3w{WnSJG5P& zc=8~A5LNhPv&F~0Kd0_edSn3k$n9EZGP_>OD2c}lK_4m{fSUo^j{fCBR-N7EJkY{0 z7y8;a%-0u9^(U|S0~ca0SBoZPD<;sjq4Bvei(Vc167ktC89bt)dbR#7sbMP1M1X3A zJ3d%)KY$52nZcmTg~>%&4>qia7UpoKJQq}MNGL&BnbvZMw(cnk7d3B-`~%-Az}blI zF_oL6h{(j3oQj`Z}U zf8f-6L*E(I`=E4%uJrjM91&WW)*!0aIv8u(N@z;pG08c4F(jc+VXI z^KIsD@a0Q=V5LWOJf?`O!#t}wU9X`JQERDN*bG>YC9fSBM~y7@HHZ_4skhtQM)R-| z;&-XhKn!DOgTUC}DW@l)I8ln+XB<9;#HXuIFre_!!hcN$}2eU3Ks>U~X&*)Rp=NF>vZ;fPVSN;#bZ5fdM#Z1X` zjkkX0a___*(4n~Iqw~&961jwnrK!e-CY?N_0NZb{iXEzc&~hve>7>|=FI1nwb03Hl zsL}YAs6>ow2KGTS7=!R({gB!3J2)b`9~?n}(a~QDtPkfj0FTjIK~8~p;3^{Pry?>i zLZx=^^&W>8Jtc@f9vq=z=f03wWsA(=Y1luZD)<8|D-z&|{`;SEfNF7njItu=^ed?F zO2!oo>gSw!7CDZi=@f~L@fg(q6?TfXo%-|3b7fhBog3ktQ?(oQ8^YgSLQ3SJLG;S6 zA-T1$BD^M&?>`jLurXn&)-~dY%aC=(>L}`s)`{OIPGSPHoev`Upsm<=^t)S3h<^vC zUCSy@+q-L;^tp4q+m`ufU>lA2wLeIWAY%9yh$`~_3sUtwsfS5#rmS2xC|AUZw?ltf zZaTZmh{=>DNZ77m3#dW8@x5m66R-sdA~0S=%~ql%Dg-DfnuwPp#JEW-98OGCXbWx_ zZGKtL`r!jPcR2q!Qk>>ue8zF2@wR6s+d%eM;uo;%lEXGD zJVZvMFp6!juxD)EFW?a`Q8;;JZYZfZ)(KwIw8}}RZO$88rS8^~F+U6QZG~V>ll696 zP>AKzaBSFbY1p6WMLf%?bPExQr(rUV0BIKe6&A@UGJVSK`TkNKmBt2QrK7(&uV z(wpFWk!6MZw@dA(J00inXS*1vu(VDg$;NMcI5e}HwY`^VuCiqJ-~Z<&f(BjD=}TzR zH%-I%DLEWS-}rx`%13JZh=-Dkf=SN_vU%P5d#>X7i|zSQaaohmLIHAYc}B@WmKB(z zx98oZsFfA#>Dd{6#VoK)M#dr!1CT(i`6L>a!1;@jR9@WW@6oKo_R0HAR?fp#LwCmH zU>AH5w|xkpLej=?;K#5#4e$!EVPQckFFQ1bS1NRyy#h2kcgn806l`TgV$DI%nVH|e zeRQ90r|B6PyDTbN3C>-CnKx+3)4l7kwqMcSn)$ewFa5bAMB;~5e^wvU zavKhGo28$%BdUp--dy`zgp)TOw2#J;>9V4O>qy%lJZ6t#N;*JxL3V4b%TH2rS%JoQ zjcS;?#+@2sPnE4i6_lM=N1|=ra)R6&P8PbiXWl;lbW!2G+Dl^n6Wqb7%_pLC*R!oJ zYd?c|>^4xUtIx^aIX7xm&L0*Q75NSuhhCma%a)yTEBprvEiA7v=CUDn@m$$os>!JE zx?|M2-uj+tv4N45o{a^~;HQrGATsddXxXd@sniI_@*1w!LR$eD4f9ZDO+a7vy!zj? znsQ&iF>V9}6p1Rb-_6Z_kj`ef=r<88BVhV_w5h@t)P;#;J*7tq2bmVY_j7yyrd z@;KY>?JbotI;78)a*xWXsmTWiUky!6KoMie z(EI7O!uRP~kj!}KDv6u9eDd1rWkdI`+naICe}-l|MPm09Xdz!`t7$aq!bZFuLPJ81 zfsNVP@oKl}q$D50<;`|Rw{cAtaIltleU6p^lAJDzm*zSqzDVRQoD~xsr=iw6y(okFe9zA3#Q74PS%rTfJS;gO{VhhSwHNGtl)~A`pa#eg{7si zPC_eA%~h83Zy`c3BXm$h9UB{)39i?0Ho|}MM^QGbrG?b{b|OPgL*o~QE)I;eexC8J z)Kyy|5QllO84vQ2AQTZ9U2=o_Q7x5UO4a+|L7XR7ns!D9>fkgm6OxFPzAP|bxbwVUmb z8vkJWAGwYc9cl&?Su-R~V%a7LPChcMA=qUiIZK-5wh)9iw#W>)30GqKg zQ)G}V9Xj!SL7aUsdNZNOGHwEmP9{TWF{vrB;>(sYhi$hjH{qi?I~B1BS};BD$pgQ1 zy$=JFNFb0#)dLxATWh92RDA7$VyQ1mF{>uh?n5x?3s_>asHANwb-&vNMwJsV9&XckmdrA0~ zR<7=i8L0+_`=w{>pVfJNnPkP5cLBSeLdXWGO73=72tS^|CA3BunGYZ{0lF_>a4nwU z%WwC|+5fzzl=)_Ab+Y6&cKBhr{=U=$IB9zGYJw~Ub&@GEsDB7>ni5P4!OzDMw|@V- z8GXla0y{^r*Wqoac~zHr)tap5<2O_b+MT<#u2?Jk&}X$2K7p*>^gCQSQ17_4OHVy6 z?h>cqpf0d~Mr-hFS7zI?GN)2jZ!F-1@$kW)wWnB{wzj$Px#`>YY-I|uaZ|tSW+e>Z zZujOm=#!ys+vbVWF`({jPi2|HeT{=11=<|urJ1IpqjLw5df&J>SdQU)t3SPLAG5n; z<_C=0$M^9NxD>{>3|@aXl42^2=)CiiA#mXTsyV8a5lmZ?c&R(RU!8de2MvL20Gvw7 zKIl~tGjBa2!WL&_%o2K`>61i*=%e?eX~Rwgi9wKVzg|O zIpm)t2`ihcM}wiO?Rq>aNxUkDIM};=?|rcKD6%$aRN)YQeF#ba814H+SV$zoN>uk# zE`Aq_>B$G+AV`Z#Wk%dz`KzVR9?Js*AVh){q91+f7%NMWxSK&Z^BTAer zLM(Dy4wE^E8BJ9};AFKQ@bWDa^NA6Wjpwf^T0t`&Br z-w|6(@>fe?@iw>@ZVS8E4EsaQjp!2|S}^%|9>^F|Z??Lo0 zmfMLSV&4RXR@v86uGgNJdjU!)cEPR-;!N{B3k)OrMRM-9s$YA1g-PH(nDejmkFzEf zS!M+`)5wZ!^;}u2z$vB{wFVDT&y8P5FZ9z_cLemB1LaL8=Jujq;e&*p|EB7(q$J|9 z#)LK^ir0_E;2?U=aKD^}UOUaYA%bw%VJ;s#CV*w|^noP4eKzVijmy6ye3BiLm*&#y7sg8L5u2P#1+ zB2fSc{l6_cGA%a`Daq3Ticlu*a9S#=Gkt6nd7Qmz9o>`!!?HOVs_YFA7Sf~U34^5z zn+BAniAV&o*n>u{ApXapVYqCirpi|P0{amYcuKJHRGB9P1!ac-^Gt$pnKQ< z_oluvLR6F?RFIBMI~o@n(4#gt;l7QfJt74g*prhAdXYkYmuoj8R(u0j3gh#-=Q(h4 z&rXPX;b*#a%>9u(;u$a}717ZlNBr>V+^%cQt`Qv04-6(L-lnjO4Q4?+JfmOgrfl?1 z)49@gTY$POSkH~OmUA8Y?AvBM#t>?~Dm9xC-fdv0EdQlu_L^eg73|m(sDu^xscN<^ zNsaNN;TDGb|Iyc$vk}B4QfYknprRvK2aRE6Kc?k+?iF|2`+?93X*)e^lz+PHlzO0Li&w@S@JO_sR94Lbu@)dg$kN^RiheSWi+DZWm@K#-wF1XS zYCAhS8(`ULu=l6P)YSC2IlMwzzxB8ao#$%79yDvjJ^#B%Lc(n&bsjBc^8dzW79Ulk z%5^xA9Rb`7ud&#r5p9(J#CsE)Pqb{no3cZqON#-EmLp>tYi= ztUnC$bJ8HdsnEHZp$FHT;HFK+TNa>(!YF@Ls+&0Eq)o9!~!G1M#_9{sme-0Z(DG_UU5#?GadW z8Ql^d1{Ri{l}`T$9R!~W={I^1Q-y5$HSkV)f&F9z7$&WgOHC1BC$Fo!aFJ>9g*hRNrMtxm`a_JCfe zwqS8^v3BN515-^1jJs}raE0=LK0Jv2bqBS%%X*lqZuBACI zG5npW685-SbnXFYzzLXxG7BH2SHK8W%oHio*>?EAt%3Hjx+lN0gqH;0w7m_!0OJ$_ z*2^^#>z04w3Fclx1mT#NcvV*L{=1pJW@l@TfbsOR^80jK?=>Hq)$ literal 0 HcmV?d00001 diff --git a/assignment-1/submission/16300110008/img/train_gather.png b/assignment-1/submission/16300110008/img/train_gather.png new file mode 100644 index 0000000000000000000000000000000000000000..6860b6113ea0c0ee832491ea37e9d5b136e7869a GIT binary patch literal 43581 zcmeFYRahKf^exzpyEN_^Ah=7=;0f;T8r(Iw1-GCfXmCw%f;+)ogS)%S6#4zXJ2Ut7 zzRbfsK=)VGb*%Q@XYaMv30IVtLPa7(0)arNAEd>VK_Do95D2`A00&&*8eiH3KKNWD zG+k8e&0XA$oXkLSMlKFE_AWM`jLF^1oSZ+|+i@^+Fmp1JTe`S7IKN|IvHf2^V77O% zV8KuwY62QTbdc6^27%CxUjM*F!iAqepyHAb;_p>GGLHUwepWHN7Cs%7Yf7Q9{qzkx zRL)@vDT0oixnEfaMncyjLrIC41REcWCn5!_gtSXuM7QrQ(yi2IrV8U%o2+JvBQ7Bh zJ0Hyal{uiUhO@Cv*v_usDP@O-=fU$~Jzvhw&Tdj#e)J;4nKyIC6GIe%A~>$W2;m0y zzprDtpt#p>)FX-@Y2Y3P#DWe)9SmFw=fDO*UVq+AfCNGW?uf3V!1}-5p>Pa^68YB< zuNav8^^SB#&i~)c|F_pB5#t#7i#b{tv{Wpqgrp=KZw&Iy);}8nk6!RPuEV@@*#!kr z2ss;JgWy(o$Mbflid7m|f?j{(%lrA3_4zbRIQW6RGZ3mBWNK;(!dMoeNqjq`A@*uD zxZK}RzrS;J@`>rALIOdPGe4xu()=@1{BedGiC-{C7*wT(P=BINnt4DO+>P@(R%%sZH;M~*{dM^r+kBOf4PdxmUY#LMk*{H# z=VB)S-bO0;|9Mp_|HLsEW1aTDhZnRi1!FKoAH`pNBKTv!Ney^n{}_Z7=pG^mMG-6x z`fp^G5MU~z{~SC=G*JYB0yFT{fe~@iVE{kJc=dDXqOsSfga2E@5SjoCQA(Kq2F!^F z44dL#R1oAlY=5rwClkVcKGGYP`PY;`;d?C6FOV?3qCbLKZw`kKoYFpr%9nIh7YEq~ z?F7cRH&V@w${{O|$s{`x2~Dhg$DYs+Y=Na^-&CrdDffYTC#H|FA&!|ia6 zRgaB=di_uzZRiA%u?6>bmvn9A!uunS^~}QRydg}J9^z$_)-4aLAFw^}QJ8iBCxhJ6fzaS#1xfSe%@gFs#)U^YILhlP-AoGsqcuG}|Wq zqqD`1NjKc+--@XhFGLFQywqWkm$juO2xMwu;l1>n_3{YM$H%ujUrk#e_bs%bpujcdG}-`BS)rx&Bb8-6bjS(~2P+S+3i6YKX2=GCxI3y2g(7-b^S|FxzI!Zc6J%Qt?|uve+T7WZSX21F6@pxL)QaW8xBkO09c z``0f>Qc{woogEzLaIqep!(yZxSOCY>b}*wsE3x~sCoLQr@fT#~2J#^d1q4L?{BV+b zMzyrPgHU%6kpTosxV!}_Xsb`bKlV7eF>zrA1A=bshM2nXb0qlJ*(UP+hzDMX$n2k7U!Q9t&=ptm8i(%2JCkM!=%_(NdDQ3NLu$yN-OKkBIb zH;D3&6b*wNzf+)3Ryy1ccX6ibLc6K&A7jqm7`_1(wX@0fK-7gRIPS~p=y@sc&#rH& z6qiC-)TF$a;1(#oCsYEZMM6dTO{xz>UO9DK z!QG6n{{K_K^%wl(%7r;A)ZYrE&3yq_j@=1}Zu&b(bD)_o%&(r^Ei^Mg3eR)z{>+?G zj2+@2@)5WF?Nibqtnlkk(Z0z&fe^!iodF_hOlG}3xU!}3(-sA^LOwRny{-CP5wnbX z?tO|?Hj+OF6c0;2E^BZ%@4v2Nxh`<}&r5X|Q=>kUbLrf(QH~%iotvKqG53f}?``*p zj4E}spovP)_1NG5VXNUw8q53u>APqv27JT}{?2M!loQahGUA~Jf82~v)y|AlwDR;| zL5wI|0=r*uH|+nK-ldN3l^xMVSC~yKve_U`u}G3R2n(X|Z)))KLmFYLrmfv@6Vu*v zF$#m=YridmIB*B@#O6H_M08zrNFE9icAr`vcw_GnyUCPM3(XuwtZ?H}*F8U5B|8{6 zAEhmJvT>xw;frUj0NZ2mvPdunSp}veqhGBTi&Ql+Iz{4#_v945d876vP&C09PjuWF z$?eJ%hZOAv)4&cP?hU*Lah9^Y88{(IS#+afjBCumw2t7oR4IbjK>W3f8QbBpn^%GN zMwi0FT44LdIrNuRDh9-v4jRbH0>)HN*QmKO(0-h`uv)-ji5io>hURq^Iao4(g|1K2 zaMLI|2Gm~}^(YS*XaaT}|DSN{cmrBi@*1iYgfg-&ggqBS1zHf zP1&p<8L7ZqfyEHUVVPbHil^AeXIU<_7T1V#8e|{~%^T!`LC2Mjn(b&C9G4C3NZ@SA zgy3%Sc^@Brxzrm!SjHChje+8L4vKhxp|(%JE(?j>Om@e)x$@*P!bRrgJj;u(UQp(w z2)+$S_D7^RllbJx!zE*8kfnjOZRG5Kb28=uCM4vmW|RPWCwrZ7INADng?pSuDTdw4 zopasAmxq@T5->^zQXP_hnlorZOQ_cR@9>;UI)*5giJNXop1HwW`1OPWZeMT z^28Z*uGKm@{AX7Cof?8jF&(g4@c*o(%P6HXUCnl}6FI5r6Q9VWqcpt12+fdOUjX`X z0$*qVuvyzW!P1tze=`hC6Abg3=}Ozg4gSDM0_`2m?_BCTFjU>)r15)ZTPBZ<^sKC+ zgYKhnpUaEmYhcphWf9J>fL9Z@Tln?EgF{W7^Yc|f`X`O6t=nz*66{B&lr)irf&F+Kv7QG{?voPoJJWpFQ4LP`@{lud6aD(x~! zl}Mw0mg$N!1w9}FB_}`kGV7sBw~hc~507Sl*7Ch143Prm)!@Z>1g|^7IouK#V11dj zM#!soIQa_+YYAzrShV`#}r5Y01rjVfQOLfgT)`95gr zoTlnP45n502za7e^`v0;vXd(;ZjB@LqGgC{dCiLjc|g{B`-n&4Rdw98Ta+ z&GkD*4gUNsgq7d?Gd6T;=va`O{{|GKL}xb^d~wu+XQ>pLVEaNVduwPb(Pezw_PNwc zt2!sZR1T4XE#P&nF9FYAYQ|pGeE#Ts+(X2zb6d}h(@mdlec-M1!_x`Mt^~KvmKA-qHgJYdTy}89>dRrX$EErY{Sd|eR^6x>{ z%^y;YMW4Wk;ofXSpyaP#SAiXw?D}v%XlhDT*KOV`mBRvUgl~sU@(w- zpffQs(J?dkGE_E0MTT7WVL;S=5Rw(v!ZY6{+K=rp6W( z)?i!siLfzzLWfg3 z63Rl^N0&yxbQBnc_q=g7<#jv6KR-XO0(wLt=EXooMeQFR?%_Xa4*F)_N&u>|7$waB zHqN=4Pgu+?m&()53pU)T!{(fvob9IUun#)q!5+?Y0e6Bp*JpfvzvUj^3n91+W5Q8G z|G2P+L9;zCgUAm<-9PEwp2)F)%cEOkkwbNop>|>+&pNge&J#6G@# zr;w`p&`>y#h?^TX$nfF%h}Y+y6A2kvuP?*vDyYSH!%^IoQyj=%l(b1UqcQ- z=|}$APhCS5R!GC09EI4n(D$w>r6O!*{5>KYE>d`PdF)@2IZpG!BQSne)xLV~%X?Q& z@*EYYDY{vJl|CF4`pbB>BjTU&W^W4<~c`KS(v1Xl5uXj38F+n^9SY>yAKX7yMb+{iDT;p zmIWAJD!xNE`-MH0t>|Ult}M_H-iSj)A0c=I?T#D0Mza-qb5%xSB0Fi^wuCeanTM}Q zo)U(%G%xJJttPX|j0^GYDzm>ImbASe&BbhS8%G0D4(1C)d#Q+d?;OOtdJ!hTke$Yx z@~2psoWhZ68@l~$qtB!#0!OpWSMarVYp|==F1NI`mGJRtk;1JiDM3;%RXf)m7#NV2 zmq)vPgC(jNEX5Z+9O;SVu4Lg?$Bto^MUc^jiplbo`>>Wj&Hb(%6_%z5E@=!^KXPUvG|B7^`8s zzoG#%MK@VVbgXCgsO4&3tj{;nYR&*R^k@Guc)x-eJFPzQ>4Qd|UYg+UXdthS0Zjj- z`2tPo=~4wq>l&`F(uU1{6clvYaBpOKA9rjHB*uULj+!_SjEF@8G!K@=X%7~sTDFs# zxC(9Pc*Jvl^w8c@=N{IV1heqxVr6M|~sSM{%(ZvC(h-T{<-i3?Bv^k3W4K zh$yIq4^2XtmuMsn2li&%YFk5I`KHR*gf}t{vwH4e-bsY}zwRqnmM~29Fo)59`af{~ zOiIeJQb$}^ipYSJscVvcgHusb!mpI2Jx*%sy8&CvtP+9vUi2HTm?%Vay=;prm5EfO zvK`)?ws{kft?HgLXTCW!f?2&IZ18#cdPe0KCDdlZ3qpbQf{wQ|VqoZsho^;Fe)-Ms zr?lT-=xYNL02-S?8sb+lYMddUelnpwT@OKefTt3#6b1`Frkoib%R11`)AyFwqEfuJ z^%jJJ&=T-PeN8iP>&WepM0+>>?xNjMx=M4*M9uS(1^(n7=GF#ktaB{yB1R!(OYP>3 zv0R2X3YCN;{3>B(TC3G?E@HUKu4xC_-kbma3?%IWv2}kwa{5%0>^(ie z9=!{!I7Bquh&=3TyTMy^A;%J+q`M`$#AiJ|`v^--DEOQq?B2l` zazJ(<9e3u&Ut*qgd)x*cyvU2DR{b%K&BanN*$~Ug*;SBvbE-EJs8j!hb-MekIc!n2 zYiW!p0A^?Z6--UtU&Gh|C${hgkE+AU73cHqDlfHWx%BVN^=tt@k#4wtCzDY(7QE|* zkS1Y+hOO@mj7Q3+QvYr0yI<-T#~aKT2-VBPHU za5J4FiD=TeewBxnR}DTdp@bejd=m`w1;~5G!*%1OwwdZ#1%*;&stR%`4Ld%s98_yk z)}v?d|3D+HA^{Upd7R`PTbi>_h?4<3bS`wGkTkL@Vho$ki$2c zDoU8_p=i;WAIQrR-%U7&gyTBKBW`|reH0IP6hfX%i9T}FCK!W!24S?|lvF6in=uGhGFIr{N;vbq{9N5Jw2NuYr$?1O3GIoI5y(=P(k0FlN4& z3+#dDsPJA+ZLu3QVzKuyS=fj&_!X+ z6|iN30Zf(P!u?A@ch>wZ4__vpV>w$C;^=TH>IwinT9>SXBL6w6ucM}>87c5J*c#U$FH^T*Afd z#h=60-t?O(8BXu|0M{t9w`fZvHxLAYQ5oyALX)#qm3i*H8F;A0_LSy|NBe3O!tP(9 z^`=QcV+^pzo0Do1?=^!UZ>F`Wk=zMt9W<85`O9BJ8%ycd-lN(;#3R;*qG4l7b@tfu zdI@);iIN(b`zgDFIs++BW^=(@Aq{oi)X_$B`1_f>6uD|kEt~HT`{$3!)gdij@Z7g; zv3NSyineQelX$6>urPG*Z=WL{Vapj-3P%7PgD3~onT$6X#BdNAdD^63ActoM?8M*fQWa$iN~t*H z5o&(Skg}@GDG-@>O7|d58XZYMY1q`Kve%~ndbKRGcf$e(CZHm;cy<b=Ji zkczg2u0KryKGx8F*4)YLmfLS$-C@I>my-hqu+*g#tTWS6^Y8D!YO{7O9=+P55QZbO z#kHo|apHJ__A(B^uV1T0DlE9W%`U}K`DF(WVC=~EORgTzo~e~2YxfIRf&*Of>VW4$ zIrRyydJBaZ4jXdkZ9L+|Emx9V=y!(VFgRYWg{j3}JU{;cVz1)WA>*32+s7(RL(fOH z>o=Qq>PCTm3y>#o=-zZ0GSCQtJb>{zie;?;v6CXV4`NKNMF)hQ^8)$!&-gN@@VCsf z=@AiQjvb$=HRpJSye%G8Ilj_c>3a=O9Smq^bP`0RFD&n>$r`_IWqty?n2+EQlw)C1 z(?OUMeP-1=-#dlq4l;OCm($^>9!|8mr(zceTJG6n*XmPyq-TV1hO0{PyEpo7p)FRn?GnqxuJzcR(D zvcN+{>1WiNH+yHm=Z|xzs-;V08UcqhJ$j#0fe?^oG z&)+0UR1##0DIl_&#w}TebX)SOR=!@(Z;4UM_HXIQR8mPg;=LS(Q=d$lhs+0 zYU1H0=xzbilE)BK7AxHQIgM7mQWD5`j4U)qxJ}L2YJJXVZk~SPCe}RF#P4~U#_~6? zRngCFzcajGcor7Iz2!KWHNyK9Cj41iOI*|#;R;L*HabG3g|q+FgNE|7+s!xy zX%C**P+U4%1SK*bQ(MWzyxtK{lhb>(@G%q(#+@?Cb;lGO9NDeK^b&bX>-a8!<1nis2= zjI^1KSCSy}>K^v`!<$fV*phXyLud1fvsBT^!(xkWe^V3uasiqsKWPar4RwhUjss}D zB|_R-t-@xS(FCVTTBggq*0W_9Qii*kG8FoB>xjQt58vM9+nmfdW>nm%X56#}_X8c@ zU%cMX<0LLeNCGS1w89)tlw&PuigXXp6mt~Y3YPkgC+YtEJl7mw`C@iqLNhcc#oGyI64rDbaPt(VZBXH&Ul_$tTQ_A zB@(CRFSTbllkX|aAuTz}l?SFia++U8;XzW*XW7gos)*3No0t5bYGHDc{_c_DUbZeF%Xa zyQNgT4&FH`d0_fJ-2>0_N5lM~dIdl**nynkc6g-|jm;ym^W8>DNLxp$?VVGPf6;pJ z-m0?7c(V^Yh`ij-@5jvn@`z>dPoFx2(YKL1N?fHdcWo3dw6;h^t=Jm~LFI@CL z4ROB3N1PNB>D^HotEq&uEsT>oF(R!jB(pYj$76uxpvcj!=fBg8puGQ*1&IwU*&QCmun#JBB6Xm+*_j|nOz zIrRD_>ix%)NKS)7!nLc_uLjnVy*8sDwb*Ncbet#{_hW<~57h>YtD+c`;qD-^7rk41 z75MB?J)2l-f!@rwhi+!s8XpkGF#*u5?QW4sz62KOAj*J=!<1|Iz?IYlF!TGLklO;9 zspd;|Uozq4%D&Q{WWuCl-55#-_HCZcc3yI~V?!%%v5y|DljS%8I*RIAxjK8Q8nYlq zUo*boe|@IeP%)6GatTOW6Qd z6PNQ#joeqK5$2ooo_d{L3o?>`8~2p zMiXu|y;S@@?wrV%5hPX7)s32%P~P6jrqAWrygvTGbg&is`~%xrSzWOM+XCb5raPU$jT*JA0Gah#GeOVI&3!>;X~r<= zjp~TzS*G(G0+^60(*elrEKuX-G&QGEsm+!$r-k+{wGB_r9 zG&AdXXG<^J6?&I(++Cu!`j_y%RB!SMvQLVNtuceh#ibf6&1uk}#h8kRorh8bdb$&syMioo%)GUZQEMRJ8X4D@?;jx`&G1e+rn>H5ICU^@q-tYRdYwDE=3* zv<}0Bl6@xpw>4flAIO8nqZ`VhNV#qBm%R>{%Cu{doVSNM07Bz+{_PctY6}w+P~V2P z&%&f9Yi$woHX?D0;r%Eru1nqK7cH(?LU|2Qzvx^uTO6(!^$%S>s5WWb?)MnM3#p{} zpU($%I#N1*NGOt#c6<&aQ`-{uJNEw8mh?9`uIkGo=ycTYnL{#$I9$KQ>y=y7{AmnZ zXS*0$Yd!l%r~sh7%&X_G3RMc_bAGSV<+&>wv3{Fh$g&(-RU6HWZV^L%jg-QbjLn2R zwosr=VZpA-K3dK4c$Kw-qjtFLM)kYYZEeGgQW2d}R)*U!^nm>=QD>j=ileWmCsVRV zu}{xFqwPR_;kwQZx^$b-vY?=)h4;QWP7*XRQvpIP zRhA}JSUlZ0(Nc~ULSwiYMG_f4s33(*f$;DA?#4SK-$DLQ4>u;j7hacL z40+(X6saf7D`Xh}4PRw7O|R?sbOk61;3FaXb#=8nmIECT5y9%bEvv~1!*Dhy zolw81RBefAwW7T}?j`<-GECF-)d^x)w7Z{8;hdh;b#OXSvxlM}+B4vXk$6<_kCh30OWR$IQ3yB=3VvC>LOdP+i=?Gybu61}AmHok z9XStT#a=%`HDzEB>q%4q@}d)O+ClM{|B`U%Ry45!0uZeaiMYmcK+95hN_M<8wAiKD zzC(f6{S$wVfKdq6{j-vvFr;Vw=t2hx)*t+(kOxC0(R62NjhZ`LOYq%?!Shx*Jl-b$qi=B~%C?U|#Od>TUzb`7$_s-q1B=HS^DX`mppI=j4M z3ImiJ-Gf8`tnt&`lEOKwc|<0qb6JsvPkU&5f|8Ns;IwWdArYL1`B_D!eTNc>_jsrV z^CU~BXdBk=MF>E!uJ|;xy|eckgmxlyzQR(EGwBPpC3V|iB8Z#`GvGjac4>#sS1HCL zr%;N563P8|pc)&xl{Em5Obl;gP7~$n`A(0-KN)xR^3&6ZRE^`ej}T5hW~}StJC52w zm@r;Q3E=N>)?zl1vT9wA5fJW6HR% zKb{-~Vx!iL0kBQ*Rz;lHE!#%hA&ZJM-yB@e=z3gj+5zq|SD~^L&BcfH7f+shP^f_7 zwdnMCJUc+`C%N%2B{&UND=m8OT=UL{(9-tmAjefEW&Jr^_IBZ?t2?p5Vzo3Ws)=*Okx{dpc06VDz&q zEWqQCz$omgt}bDY_$2G6wVPs%`7yG3g|I@!1PY7h>Wen8_>0p_FZdkK4_ez*Drd4zRi&GlH*UQS$RukyA$m87(u**kWr-Qw|-dd?^+$8PKa4VQ0q!TZ3i%?)Wz4& ziIz_t=lEjg1rEYjFOiG&#@84EQhdriE&1u({IP60j&xuME zjGsTNiuN{&uduuLm#?e#tEz^Jl-Z5?cMUH*5=98y_#vw&PyA~a9Iq;_uqqzIy$YnE zTN@sFLit9!L7u|Z;sYesGTLY)>R?z{e@Dr(_RHm97Ij18j?Y=-aR8`eUnF(a>`D4Q zkAeYtrZ6+ubB;A@XDv!n!y6wcc&~AAyoIcru1F>RQn|(a8E=4bXPFfHM>v{Xy}!kvx+@%gXVfy4+sN{?j?rY3Ejxdu*0#6WZ~benXyiIpUYp16qA z*BgaLue3}0cgcwd30dLzq$`Ce$R6*Ub*ZZXvs!Q`&N>zdlzWI#QBT~Bxd!#Jo_sVg z@otR1Qbxy>^qOYY>2+ynshcrjBo;}0pPSx=+3f603}M7|VR?WWUO84R7k6jF53!oO zISIyqnSiI{IB6fc(q7JaY_Q%&=!*d7l|xNb^3yJ@Y_YdgXe#SVMpX1k(9=6nE#*?lwf43 z3NH-M_=i8s9hvDRTz_#OUDYC1NFFpX1#?#2-Aap>#7MmUz zFIt)sL=+N;ej~yz9(py@S6Y8_rbSuX+YTvCrc43<^^szN7#v>pL}T!B87Gu0SghA``U0` z)CW}Ke-0b3%Dii6YA19~6j?9s4+$ny1NWsm;OW<>sjv43VFCP^^WSa5jAs$bxc7?& zn0p%f;g`=(mjmZ-F$pjw;-`JT)Lb_M?VYB%_}a%83ndf;MU3{?>fm*2WKq8G(@4C z5*GML%b$*Y>#AT)q7)f+ZHFIEyR+u_LEe$W#j!cl&NrmhVhJhZ>poN56s3d*)`R9K zAu`^uHn+Uwqi^x7p@ZCWobk|zH$*@K|p#lySq&eUJwwXFqQ_1?>x@_)D; zhd4xGBC`auG(RV-^7?PY`P}G5+*mwaRaTKz;t*bWk%<}OrX)Ze9M137n6kxXls&h$@QNYV4Tn=u zycu`?BEPhrP5T0CGfL_e>n+2RXWwW`obR|7DT46*rTw5i6`;=SI)JUma;XVbPNyz= ztKNrK>)H&zGPygjxmacVnVIBf?8Ei<15kz?T>1g#uuNSC`LnGr)LT}^{RgloDZaNC zWvfF*@ziyFR;DhrN&bbzWOpPGqBiPyxJyZIj$2YBbt7?+XnZ8@ciicK5RczW5FNq9 zD_^F)l?eOQr2kK#>jGznW;Gn`^UBNQ1^Wk-5B)Qa&P|$o2PDek)tS8I6=H1 z{APU_QqeK)jq1OEY5&2dn6p=#g=yaUb9OeTc7||dMVq;O$KT#v zM!4F9_|W@cDsq@8s|R=)ceT|BzEa0UqHkxb-u$nhjy)OEO@}=fxY117qCYL-#aWO* zR8i$+DBfYXuc;*O{b?63rx)in8q?)&DIQ%9P>aa#d!SN(w4{UjSf%~S!UqUubumX# z>*(Yv?+rpT)wO3vHhiUiCPQ(!U8-=Okr9x$Zl{wNT@B55kgyr2yzzs9r>Mq#%cOmY z^y|antJe4F{;C1cUXJC6!8;I#DG1$lZ}?{JoNXp5Pzno^6&DxNF*0^nwmlPOM!F^p z{;5?{yW`X_r%3r=nvN^Fu0IldWv|cp%{JO`K1q+Jcrkf z3MXYL9=h29`I#N4*0|%AtEb&xpyr=Hifx*lsGnhg#)n@`R= zBR!EUtzRS}ag7F(nWPmIq#PaDHTN->06W3``V#mvN~;@4K2jSec%62Oc~!`yTHu&H%UsYu13JCeh=dyx#Dq=IH=!)+%t(nT`bqB&Hs- zGY%jV3ug9I6tq&mN;Ig=AuT~4*b-AYd^1Kg6pWEZy-hD(sR+Oda3%{po25|AIewiq zWAT~1kZNv^Rt}J6D5C0eGF)3+e_RVZ{r&r5OJmslgQ_`^9Led&tl|boIW!gM4G~&> z7{aBm$0hBTTfdb)CAO~ocGw#Ho0I^{kV`9>5mt&^Hdk}v(XF~5xsfRW(FO!q^z&_g z!t@LbN}8IxO~U|z=J)ap2$NJap+siNbgvHQD_-1A4rrB!shx=TmtR1LxRI<(!5A!B zc~aiZg`2)P4s$lItU7hpU#hCZtnC5P5%g)J>VUv_kztee1+8acKTa#boQJnOXRx5) zc9}X+)g1PRTsic0zaYHT0205`{-O`xV_nx_K?B+JajTLQ_jBJ;C6*fM;bMIrgAUJ# z{riOGLkcw>H!&4Me^02R{7Pca2Pw|ZL2?-=<7t?o+do?1cCFX84H*AyI8L1SCuQPz zsh+dBw-vpy2({NSd-J*vulB%Jpc^L3=C+g|@nO+qZ*Qe=;RVJa&|ZTPMS9~XDqhU* zLUI8C3Lpl!5=Jg^{S{W+l?G@MD^jVkqZO_3+fG3X3G8P(2lidUvU}%g455DxBYiW1 zP-8#GmctXNau}_5BcI^DF>Xg_FFgB&ud1hKc*PJ@RO7BV^7JwvlgMz2R=dXs%MTrcQ9=_EAb=!nHcS5dyFE8M$IwdQ zyjl9p&wpxp;J|4jwW9t`XEyaA$)@j{$6m?D5~s!u_OQRS!=Fyx2YSd+saYZ0tC`KxsI z86&VARV8%wuQy9ipzuxa?;HIHRFz-@k+1Zh+m`h9kRUCi6*a--b?%B0%BO|Y5PI9{ ziA2@d9MQO2oD^{OG{L2+CsTmBnp)#=BD?JZAZ_Dpcm{Odn)TMo8Ed7TN(Qk&&I>ji zrKZ{3?o?IXT-eMKc4r3IP>HZc=W!r?%V_b!0ZP2J*{itSBmnXzO%s?gpo5}k+y{{M zX%%`3R#zA}1!&+91Aa4m^cg!5FaAV%d-*m%1qOcV&4;jAmW zxuv4==42%nfDbA8`H6s!-tKU$vmuVr)x+vhN#MM}X*ZTawpbV%K9`m1Ei<9$SQ5Zk zSOab$7cI3GMl9tcnBF=c10-{X06AavX~kPOl_Rk*-{9NLRf7iEg&RMi&|R<>l4KlA zDNf9`IWHmMqj$3gdEpfvQX9bS*!jqK9ald13codmV>6fRc5II&gT`_Pj{>kyAbQGu z&|zOm>&VETL*^7%mk(tf%C;MyrUl)UO~z1&v+F3W<>f@goQW>DN)a{uaV%?VznCNT z6#$rM+ub%13aP-{)fJ#j1A_oXW-lO~43{GF!3HFo4JWM+iUtO;3>6Jf`T63Ft~h4) z@Q@^c6G6^W2;Rf;>WFDSm{SHUp2bNCx;4oU^SgTSf&l%Bh`PqL3H0z3`vf85z%XNS z>9rd2GY!r&W{S&jr@@PTKvKZ{;Qy^m zP&wUBAk}HW;9_Yh^U~b`C?6=UWxJH2rI3Sr>C^BNFiBQtr~O%xvEp_(LIy+~H9TW*pb-QCeMIUa zJS2~}U1$UqsViBgycurz5uf#!VmPbg<(3=e+2{8n{hFQ{7~U5nFir4WS$=-l8!J!h zXM_udv__LPIhrknK%vc~y6_QJGk%PGVTD|t`Af`?lVO7#;An*@AloNbwI>IPE0z=k zu#`{BC3xge4q$TLBc4w2YU`XipG1PfP8gLS+9cZ}I9>vz{BR}@Hm?FVSNpc|)c4%x z=AHMKDAOX$s%?reoAs{kI)s67HN+HOARMu6<`UgX(QIb1SZ#=krkT1azmO#2XwpdP^cUexoyy^X|3 zdh^C%>idA{8_n|mEH)CRhwB0JPe)E|njT8@_>d4m=|eBr2j6yV4#mf^xF=^`9iJK) z&w(Vwogry<)tJmO2vjAY4j8mHT!0=R2mo(9qCbPy_szs<5uL*bI5aWJH<9 zw#VlyWCuX&w+?e$aFtmIRWMiG<1~Z^Xqky|v@YuevG|opie02-26{2oM@-L@)kG~$ zI_X3B=s-~ruag6nJhOpVb7U#Bn^km&n3r#y^A^69^$~>yd4IFtvr>Q3MRUQz9PHM< zhR(DC2|fQlUC98iQthUsKAX%Je5%%?ztI zGD92ML(hCI^2=i4&NfsX`{j0A0|TYpSE5$ol}K-VT7RF!wVT#>PCM)O@GWPOJwZN0 zCL=!MOL}i|9E_%Rpd~$axO@#fD`>nf%>Rv8*MC}{pS3c9)B8VH;_4UAWL{*}cslpwV6j`37 z>=%i|s-g@b=&M0tF+dSnff?j~?k&yMRn*tO>-Xhhin#%Y)g7v?6*pLx4F0iBvTf4m zB~#IiC~A-9y=%(nT+0zmh@hKoRs5Ndi79gf16dco^6 zbW5S5_KtMP=7xKXfr~GFt!LA|^E>OH=K3RyUi3Y%h~Pm{KCf7@eI}$F7Sl@>4l^Z` z?8O5wUFWDOUB%S^7dOcAWOjD{v(Iqx2UR*q58yG-C0c^@DACDJpJ_G9C3_C%`?KER z6ysf8+hWV+W~Ne%5C}7`hO?}D%UBW2TmB?Jn9+%w%4hHvp_`Ab2vUS`Iz})exLSqF zevb3=Iq&S8he_XX$*}7@n8?;bl#wj0JL9Bza;KfV`wEdfelH>BT)HXr?xYiusUu8x ztSgYKYSNk=0o{mk`NvHgG)9J*Q9k)S@G??I-dBfG0q0yC{kckK0hP7vEDDySADi#o zY+EDtCp=yMnJ0L<+enEK6vrbSu&Mjsf~bBR{Q1%nfrY6eb@UVc&~`M+bk6YxKXI1lCqS%}F_lj>Abb(*BO59n~^Jrod)-YTD= zd0ENVcwqbX8=)R{=WmOo1hl}G8f#W`rkSHk@gRXVK-TJ&mIOTfo;A7K5s(oQNs;+#B0PVMc_SXk z#(^anX_50juxGu5-ux}AlOtR>P&Nvz%mSwbFGir#V-8&BbBy-sU|fO<5Cf8J(!jLD z49By;VHw$_H?ofndn@fYgnsi*!YR^2nO^Wobx3R1e+O#?;U5_?Px0U>EC=N+4$SDx zX_F#Uds|ze75uLAO8vXPr?L?*Ptp@@g7!IFTf$|A@67jB`8c>RvBEM@OW$faD@EYn z!V$^je3_XI2?oR{d0&$YerJp$44O;^M@1|N37#xk@}*dsrafcJY8Wu-EafyBH7qVq z0jb$$iVsz~1~^nI&*~&!Zzt@>jj!NMF(7(_;(m;L+Ed^Gd#h&-?7!uXcH55qScv3J z$HfT$pd*lz5-2ZjMsnEyks4Fu0T(mIL%+aLaDYm$ib#V`tHe7kJ%YFjFlOYXBN3*yWAdeN3cO@ z>*omN*B~M;o@lfm9)U^jRXt6B5gbJ{#2&W>{5`$De-hfkeOVxJ_SDb?DyUS7GAVTN z6O*1<*Zmh?5ueFVRY+UEK9lF2O5Z9{?Sg{y;(u7>nI{$eHhzeni9k}7%R+m`RxWxbIc95hxM7`qWwm^gRW21a%eTa+u9z7`)lPxdC(wl*Z z1w`uy$g&So}Hwn3m1w zE>?EB-{HA_=Fe97gLPV-@(kZBTkvkWxyOrUuC^$qA-G1g{6D#uvq^&?l<~%R#uSezu zr%*gE;>-kP*SJ37rfT_tW0%cvwQJvd-}h1c-L3Q5=;0_JXn%ZIm0T^{YM+^%uG}%j zad<}Ee}bKK3O@6EXj8UDrAiqtsriK7Fg2umMx~5}njrJTYA`nKlg$Hct(WJpesi;V z z$pnr<6iHD?{tvy@Q%q!>@1diXbpFuw`%6E+;zg(So%PV4z?S17@o1RHE!j8#V_i%s z%7p&J*S?wMZ}2f-^m&axhl-1+!7czp07w2t&-ZUN`)M+R^2`X7Tl3q$#yvjzXCFh6 z3>GmB2Pv~(<~Rt%!@e_tY%G-CiaJ`AfS=tfPgju2jlLo=1m@J8)!4-HHww90ke2$1 zlq6|q?~d@Vn*1HDKdtm}@Qfvvo5ex;)kX(XY)@eXa9LlKp0d^Zdo8WH-cx1*VUf?I z?|z9{?F)rQ>e@5@{6|NNxD>%{yE%2=V=d2P(xMNB!HkI5S4UM9tnnUNNokN$0g>*KR1l;Dq`SL8x|l@mxyq!fsM?qm3&h{($;QI_~2w<3$u9Bf*9yNt5gin7wd@@1Ogzk(ECxUHMztbNHApx-)f@8$00Z8)4B|cXcoy1AKQ49 zpw~;3L*&ch;)lCxBcUJ#r|joyxAzvy{k+MMx7d!S8)#0e)(2c zVbi3Q(IstY1TiqZPS1l#=Jt9VnW(qVJo1ogU~$#K2lf3hek@t+ZRmN!&WLU0L{6hI zXGoFdShK&itg_}1-^h1uGqf~wRCwX~q5*2%Q1_?k?X?d2X-wqI}=0zZg`Ndd0? z1-N!RMh7n?*8_T7`D4PDKrd;CPPXgNpt>>mGQ%}S{iBmm;MZhAT3^E=EkC)s7ZVOW z_5=o`GZ`XMBw-OU@z=Wel^I}SKlcdOOJgy4EhseF?nrMzX-rG%6K~V-Ol_x^JTZTR zFQRU9j!thD_v+?KoE5fc!>N<(i|f~7){bT?zg3h`Qyq2M@$-y|T~Gb);8R}({T}R7 z5+SJ@nC!IGSmv~V*G3mnCLncmtmw|OHzwvAxFf`=sIc?s)#oVD62C(g82}<1g`MJT z-a4G(4{3At_k*epb#BYO_)IRG8gZ1JFJ1B(AM1rm z7F!D=?O`{09;dWCU;3E2T^uH+*Lwc+`amIByyIC`D9=M*QzC@p(mm`o5>*B)Cm>j1 zlGDL4Gd2)1xiGKw1@&RuzgOrFr>pw$FI8ul#}kDV^~R5;M1TU+BPzq5Fzo6DIa-`l)vC}wT*n{`@1PwffD3PFIsP* zHNlT|LUB&$)%k~>Sd%?fKX{{J1I52A{a_~T^KF=ng)e?iTCe{da0wOcE{j*2aAO~$ z(%gIP=co!JkaE zZP!8DE!iV;Y+6_(deA~BCDh|uH1Y6c0DN!8_B7qAydGu{giW}5wMp)qC{O-etb8yG zZ^ZP8+$i=ulj$td21Rp03dSE^o)BUBkoMr}0Caj_qTG^cqr$Gg3mg=T$zN!}RDDd@ z-?@ivvpc>>+q$y)C@Z|w^d=qmt=Gc2_wKm(0xx@!#}sh*aI{wAKYIT*-vTc_ zJP@$kne%rm`Lf=klh13ckVqjRw8WTc-MM@bub3&39K#riu7+xp;5nvhSbe;+cJ8yM z%96hm9KeObe@I;USHsOveMFr^krtVXA)*}THI2KqyX-k#EiPM>@~hL1{8y!ZA%1y* z@~+F3k38Cw9tD%J1DFe*%sY0b=cd59Ml_X)BXe%PH+Cebdye`$eW@#cy)wA7^1HC) zfa2zT)XsSe@99j*TA%p$y@YH3C_ZQ!fjuev-ydPQ^U5=Yl>kh&Oi5^RAj%mozQfQS=-ZC|) z52nqEI+(wCOOSTZ*Y!!V{MmB>umK5=ymjHJbWMRiW8zgC7r|v9P))zig-zq-?pIfv z0>f#y71)x}*U%Fa1%FkN!(}a z_`~Sw5nb6aGvN)Q(9I?u!`~*XA37r+xP-?Bwk&SuqFr05kR9Zc4^PjzpwGhS^!z; z3imyU0L6mK+s{%a8cwnsMDDvm#4_F`pO7pr_OGFfcCHbcy$>4p$q$q3Mt?Fu=>j?@ zpPlPl`T2KbnnCW*m=B`^yej(= z)6%Q|*4%c`PLEYxds;8*>|rCu9Tr3`=n&>5#h6rhF(47E?F8jrRF-qSqR8-sc?MW^ zR`j@2rC(L6<%{bKWI|X_^TNk*BxKa(cm<*QA3k#3Jua9bpk%_lDHM(gsSXEIsd*7f zpJ>m!@Oe)^K7kyUC#T#AqDK31UI9Z~L7$Zsd@I5e?pA|r>SSR>MWFsusS03G4on}; zYO;d+Gf7bruEkPj-I&X*mYY(geAZ6>6iCifS3YD$j(_oN_<3jiI3bE~=&an{hfitA zC)dBgW_0dTqFT1AGP%}KlnEHjNhD<%sU>y8T*w{wwV3c$4dbN&Fkn`t_`Slx-%Wo0iwHv1yi}w6o;I2Sb?rv z2Sn8wR}zDK3zkG_sJ9@-VA^DoXal=C!-|IbN?s|}?bVBeXy)Cpsq{-9A$+*x%v54+ zp#AI~9&(2gCnLU>BYZRq3L)ho%fu9o+$@I>SPYfNNiV@#Su0o9NkT#v*iWW3pv6!2ZH$!3C#h{RPD3 zpKOy|`zJCZ62AW4FR~pq-KEO+ynU$(9^bVGGev-qdJdov@Uv@5k5H5`XSriSjTEK7 zz>13l^D{15H(DGvVM&e>I@?)6_70|8Na?QuseV8D%?HB~7MQo%)1$tvp0e&K;*_pp z)Dtl3@Z9PtNl`4AF|@n(cH6;j2v={dka!L*R2pVDt`GYgDg=ZO${&8lbv1+O%i?)s zz3CU@@`mufe5zy^H1W}4q{b!p5()$-iF@vJ$lmHn4&&O;ZJcR$2*{+v3}54irMQ>e zx1O02RB8KB@$g`#%)bq9^#^w4yU23yhZ)>0SGhfdKMnT^lHv_&;k-QC zhglFoQpZgDF0(*A2EvcEWGrIdvQn#xy-ZSo`{@-|?xtbL=Wkge$+(0OEB$xw4uxfl zl{la^Q7w4*Z%iMmRI}SV5a3gRw-O7R`^B^rX+Gl~riVsAJtQv3FXU33*I5{JM(y7k z!)OK5Zlaok*{UZ?H&iA?v*t%yWl9!})3;19@xqnfXJh4HFv|(VarWdIkB-tDBD8-0 zj;LC!Je{6GdKo+e1a#&yOaU*yBP*QMSbgxuJZbu^YIV4tSK9rr;RqAPQ>V)?zjRBW zdpeg(r91=Q<|T4elvVt(POJ3Q@x6SjjFjPFtmzf}XRgoW#xtSuxH_>6$Al{X(j+yJ z5vaO4cBphjym_YHjvtC$9QvI2H>~N@o_DF$@4z(m2h8F#hf9j5ty_rNnRVwYyI-y= zRBmtMUb#bn(M9Fk_6Qs;EiDm?E(FBIjMO`r^crY9CHL9qKywF;(I$=Hk6R#!BO_9B zdz?2K7*YW=yYQ}_JeXaL{I-y}g2L?KjiPnObZiE0`Ho~BOiU;pqTNAaq0jl71Qi2A z0($m{XkZZ8o60dcq=Mr@OVX#rIFn*&mD60LrEsvRUc#tyEe={o&(rY`s&q7Ssd3D`gAjchhviw_(E zM?mJ~k5Q;FRLAy&ADEMoA*VtPpNF3j&;)Z>F9uWM(nwq(qF?gxbYfeNC9-Xvxz)OX zPW;edQjwJ)+QnoD-F79vqc$P^E!M@YW+{ocy0_^drt9Ou3)6=BAQAVKj{F**Bt~&R z>w|~k?{3^q##Vc8hFqF~)*4)MSH}g;G3T_VzlL=^5}~Fo9B>?+fP~4c=4NtWiE3Uy z8PAas5fSm<8~)cGC}N+g@1T7Y8k!KGrxgqY>%Z6hZlW==_?qh=z}B&{u!awUC5C@G z1q(R@?30;r_^}iHBKhc!AGQ6(YBsJKE90fW6^S`i?(=FY@1DtwKc*(5gILkaL@zD% zW?rPHIsC+2Hy-CMJ+Ztl|EADRfK*VwJ@$2yhS&LCT-g3ORZGbytTUB^&Q7h0sKmHD zFWc`GNzr!QJ|#Wel}O`DN7z?gL-vEMo#u8&V#|_)jalVL=-3^O$RirY#&2QQ-9k@t zis&mE8X8JoHBa>DG_asQ3C=WJ^W>8W=?%SVew+0ZOgoTzA8^)$V6eoP_VoCybv$pO zpoqEmlv!LNgbh72W+X*5_l*)_RH+(sZ}}bG$Zk?ZERcpmH$tvKwy%Z3198@xLiz*} z8kvxg+e}wj3Y<~Wn?iq|ZwD^_Gb|MBlv<^CFsrq+M3ukTyJ+HjMGN)GEun8!-7*!R z#w7p09Jd+rp{xes74fj7R2P+-9AtYF$RuWJZ72@w*1~Odf84qU}77!pUpR%=T6n z*G4_N*n_<6$RL9E$L;?SC1y(zk_x!t$qHQHg^E#HHyqU1>Lf|Mt7Q55>1{zL<=iDW%w0^!TL1d9SAQG z76gbyGQA0sT=f$9(YGKMg_=RiqT98@cVfQk!Lw2yq`?qNGobbY zn!PxG$2lZpWnDC}U1s}eQyed;fmU-^8qf~iThfpZcQxnSJi^bc(Iq4Rj)w*QUQyazx*B!<;%v-yx39N)PdAlo@`BT*Hjs*sW}2Yu z!GuE6DUgh>zxbC{N>+UUwn{yegK1>vdBbeQiTK7IjURY{jS8zH2$i($>I3={@9W!7<;gmLa zN2dZdJlpI;qlGDCC+zqs=v!g}wDW#QG{AERv!P`v4(9*(kE`#uN9!s&6#(Q=AiW>q zCmmS&UJAT4BfR3UeFauMc+tF{ej<*?D$t-r$(PKM0y$6~|5?4`cCC*~RE zqO+H326tc`Ug5;xW^(?nH6`i${L&2Rh{X%0*&PX&ongX%rH@NEhf-0$Qqz8_ai7~O zow+>@0142)+a)sa8Y^*`;&_Mqd^^rlobA6A)H7qHq#5b1d^Wk|OqB&;f&6ws2%>lz z*~j+NVg9Quvu%WTxq$g0eJP-RQ3vR?J_78rG!dDh@6VqEqKnf(VBp*3P8jGCV^;6} z_$A{OD(7>FAg^G*az`-{jNm4M1U|+P|M5cpIy@ei9K;>?Qf}%%I_uOFE4B|S&fs*e zcctkg*3eB9r_D%X-osL()tvJJr4JpKWv4=r&2I$foVoLN>0!A3X;5DO$AVkEW&l9E zrWa7-EX*aCc~WCOmu`xvPEt7DE^}brY2oAaUXEH7^4^OG6uSNbuH+hd@^{xi>BzUn zeSOXTOKE4N8nxRUN?u;WFGpzrN@`C3Qpe1umW&9NRxJ zx3=8>&)7Ojjg}=I6~tsEJT@kGH>L4mmddbMFV^xHB_%(Y00CN1?=Tx*X;e_wq)}Qm zIROF(_I;YM@~3C-T$>$8+rF=rw*LF|tiZaUYrQ%qi%qVAZ$F{Qu}1bOEX>7rg~eo# z6#bB6hO(b{Vq^7{{j!J7f4iSMQiD&7r_*5w48%lJ4piDrO%cO^^}kpR+U5wTD0!pu z-Ks7PL-tumGeG^hdP)~@jO_j9N|_O3uvqo}0xmuM_sp~`o$0Cdo_$6R_K~%~cfvkz zJF@n_PlNvFn*XTqOJm^Yy_LMkJs_CAN6*KbfF)^B!{+tDs^DJ+=#IQ$rW8qJPELjl zqm^noj%y4}gLbJ8n-|+3KlZCBdJKBy+eZwZ-ln0|vl%ic{s;MTFs64Xl2O*;7nuKX zNVzC-Dd~eB&Z{qxUR7$Q#0KR*P>8>dC%+W%lI$3~I#dv96xu^iVP~-m&qMnoPGX@E zDbq5^qUG)67QISd`T44|1a*NmgM%a>2A!c7>^xe|SG;0+@h+mZvaEkH)QGVpoVEV6Zc|+hZX?H7EQL1PA z_Ek-3HqGm09ugD|sW%jf42CEDaCe#U78x$TtVaP%99kdh^uT*h8E0DZc6ApnhQ}u8^_O@ z2~pdTApdYN^-!&c1^L8WIvW^2y|2J8hMu%^@75x#U+eS%BooxvR6$`HW2?;k%2JVqsM+9+zV7T7!3AA_DYfmw4!BAqGT7PFAkol81 zM03F@)qr2@`?ab^#sDqNVch;#d`N2PM#`m{t)pS3(zAz0C+6uLa|9Y?7q;OO3|mn$ zi-rie#d*r*ls6>E_Albl?;QJ`!Z7=#F^0FRJHEFH&C!v3(Ocl-8yQ&$ej-C4CJm&l z!Vv>4JL`j*H@M^;HZ<1m2J9sXm2;ejGK^p-K=OJrVbbuefuR11v^wuO5+xD$^^YYwfRTMOa>JlrdR zWT6nap8p?=eg^EjdoapJmlxq~%PXQ5#sk38g;^=ZA<#tuH1}EK(Vf@rEsuk-N&seo zxGcJ#5m#1>oCLU5Kod2)Mw5xw)j(o^fby@bv$5>$FakfE0mTHpW zB16}9V5l3fG=H8Ci$uVJVbQ3WMP|wo!n8Q$=eHyaW@Y*ogy3PWK4N}!luET2PVcUF zAtz`c%MOfaqp^J11i$T+y|k>n;=~+JBtI=bjqUhk21Qw(&v#pRlJtY#qHn2`11c&3 zNZQ@xFNG9DaN0Lg6zDCj?9bHXV1?p$v8EL(!%a~sx+CWf?x5w;3@R_*v zCpEWUzb@PByCJ?Ooy6*z8mfe7ydWQalc{`(M zcYPxA`Vh!oi?QQNO>%XI-(e5=k&+yuRTf{7GU=)fC=XC?ZfhhoX;y%SL~z&Pmww)QDp188wH-4{tQFu)@+itzOK z>W8h`b6|!W9}C#$K78nq4_#Irky`Ci=G_G?*f?IFO=)lnbm_AFUJF5slvm9oWsp)d z+N+Nkrx5eU_AK^fy)XK=ZE-*{3Z=*>4hTzXEBTZ#y;jr4(!)&Ww6OQmSjpZ5_|C|LZ*L$xJz>cY>IjhAQoOV1X$ z%Sd2OM$TF#R<}K8fZHI|TyCH|{M(qElfDCNpELYc?<&SO=xg(zQPzmU9ELW?8|eI+=+!%Y%B*+3J|!{%Dhb3axRL7j^x@D& z`;UCdxe270Q7`AQ6Qg`G)6gf=7=JWs!TNE@dLlYZzy%8X%}Qj0)!uQJa~DR*0*kV` zOjIy!-H^OruzA-uapmXR zgohjHw${FPQ62VpqL{vN)MVTo)hv%1JHJyNF6h0YYlFL|&-*ONqC17r)N1B}9;6M( zYbdWvqcArODeN0oWPUA>nKv*}ddq5GAUshGE zS1?>rI(|_KSwt~wS{QMdLC}VeOMalUE>fBIz!J72ux*S=`pgQX-;&l<24i>2tm(PU zHynqmjrfUXK_$IpU)Q!8uOw<@W!u2Zy0QyjxDVs;My1PpM(G6%nb0a^twUA#7kg_F zaF8d5(`;^!w;M7~)@UgMkqO5e;DojN)`vH{htmBU=8pwZYU}BVaIS=u1v$x_x;%rS zWB=8go)yw*SW}n)z2qFb1fo7#@@|fKucr?wkLnmhFr%d*jSo>+LP|Vk`8`@jkX56a zssw@WJ6V>KC1IWE89%!tkHYu#$|Y@AptbVCckXzfPwuAdP@uDAZj0<}Tq?{=FM!Q` ze)#kCmKuaS&&+aE5%1q{LaVSCTJ-h@I9)`vsz@JRh^rkOU3%(ohCu z(Cm!+CntcCfS&#OqTs_oCml30GMPkJygIi3e9s(+(SH@=lbw*Sdox#(*1PB@rP zKUGnF0Dwl3pbwf8v+AE+9e%?(`ZM6_99kftbZxjLKfzVAx~xOd+5*IreKY2a;m5fd ze!(pI6i7bU(h(ow;~?KRh`il#k#Ra+f}Cq1gTLSSQeN0DXAyqpVvbz$Dwi(M3Tvs7 zhU~Z(e5#9LZ(BOS+0R=bNSqwQY>2#3KwSi)P5ibYi#Ut+Rk>>&@qLu7rWD$_`*~Ky zbQt#Y9Nd+8HeH+DAF2z2X{m9~P+B#6=LH3NbBR8pH&=ra{>0>D5c;0s=GMm?2;+sH zX2-etvq2o6JhC+#0)~-SQ`MyVzkYKh1boDf5cEOz9~Km8u}c}g5}DP*&oehfd$UO66AP%MOYu*6=Ecs7Z@E(AcH_4nQa)f2U|FAQUS9m;g8rHR z1!uDRCyu=zD{d{nc=%0me`2RetMV3Ii_SMv$g@`2TX^zaNkIFUlL>7gG zoud*l0SNFt1b?qM&+Ef^hBkNbA+-O!?(vbal^EUu$szss5j=2z_!;qI&g@$okh~#s zi;7`j?>AV=0O=GNW8b4QIH!$MrC0f__h55As2q*)>_#LGG#sz8*XDT~*PRAG=mKVa3D_aXp)slu)(dZ;cgFCKf@R5t#8rz>gR|zfgxgW9zl<^5?-WHs)Y@8L z?jd_M9&{tGyfP$S!97!=v8&$f|DD6}TvYOvg3Nl?Y_Gu7f5oTI;c^xHCQ<(=-JZbQb?r#zoZ^hK1lzHa zfl{vU!XZL}`5c9RjlP@Dp`qtR+u)9;qRn4nG1p8v*?LakL?ifCpYNv_e>k^;Ibew83~T!! zKq3NFAJnmyAJBY$KK}z|hrw;mj;ZO1CDh;xo58KoxFg!T^PagKGKeQ^ekl6U9k`I#Ky(!>Q|9KlPWbXNx7TgdUZ$71SeRBHn#Y0g%v8A zvME1n8_fGIYVV+HE+JWp2YM~tHtAj8fCHM2yG6QBl9GOKx!+WkFH5S(rr33AaJX>j zvnGRGpPhh%C7u%(e<+GW)n}BcY$yI40{1IvR>Rl=wV<*0vLj}8?X7tKPp&vf&taK? zMkm*WO>0J^fGBzR{IOqVXyW{yK^5Wc zC;JB&Q!-@#RxT53#WI3`WpzEU+@>(1AHnCzVBElT^fr-EA7kvM20dpD@_Tp@XkS{} zS~L+I)N$Apa37NHp>RY?{lRT#4A*Wp7=jCSqG!CZWr}mif0x-3{(vz=f#}#ERdu?b z2xduSlIC!~@(Swvj*6nw)cB@$=Q@QLkRhGa#@_SIV0%g!vq8O_IxylBT(sYG-1B0T zJ8u+ME|$%Om3i=M*6dUX-S?Wi$?aa%o=~rBa{HcN7Q_fY^>qpT4f-e3D2nN9G?Z#i z`EtdqwRI?RrqA2O`1`M&Ta+xND5c1zX3I7XG3Q=Vxr-c7R7Sah|*6T0V6 zJ80xK1iTfx1B3>0_wuX&+LB7M0N~aDbUDkDqBDhlOV{p1KXyqG6;dIS`3da9<3-Km zAJN4!=6?y7Ci_~ev?WA-2go3sR^ZFot%;A-%M?Bp-QP2YZv@_j`8I&4gYzm$U%ye^ zZ%tw;Dj3ZPhBo-rj-$4%liM3Qt6cs~e%v>KY(Aod&^*PdF=X+GoLT#GhSt$&+A;eg_ww%M zAD+??@~ABRn6deX-Z5V%6*nq7_GRbeLp#vXg)Hj2*VNw0pxLR+WWNBdSNnK!nld9D zw%rPUGYTtI@gt7213jY1TXej> zv7VW=lF7Y6!_$RREEQ<6?kZgEruEZ3!z7hPKwHCFwkC|{rTXq}E=Z|4;@q<%_ob?4 z(v)TqW%YCfl7WtJb(0VO6W4Q`XZ*{?C>pWQ6}1bqA}hJmH$4I#O?d{pq%-TsCKm@s zZNUCbhqMmR(oQb($U<9{HPvGZ;R#MwPLBTuvPR&tnc4deG}>(H^+rf>X!&nH=qz>LwKN{x z&P5wTkFDDu1k>-T8wh_~SH>=J&eaJaY(9Q%_XntXjR14Nzu{ z-=xultEx^45<65I1CZQ604GHEi&V#AyraVbg$Dp#I*Z8qIqOKK*eO&9Rm&Z{8RyqHq#u(CoHJ)5hi6{xp!m_4u@lT?sX;NvgktiQ4;>np0Fpfc@UD{Ew7Haaqv zkuZqxr!b>)L-z3E>19vF}na*ahdq zUT>)z@it$eJ!oeqzz_qWO1`fv(F0;p!4EUQqEQY!e4Rh$e5-y$^`Vbf z*js`#L$60F_KD3p3Ec+wCST5&AJjj+Zp0GA*BZ0S>*;NY5;1cjDvOH67RQ9>%gWwp zC`ZE9>P!O?#*@0!i|c|hT93uqDot~2bqW8H>s{X>JCXkU^PLLPHf&&<3w2q$<1X9J zH7cu~8yOk%3E(4KZPyW;Fj-IDwbY?)et=C>u$ePTc4X+z<{%6dOLufz3aQd0kK&YO ztaoWcR&e==cy8cdV79r`%!wUX>78#bk=TLZkeqdl9+RWHV$;kS%zZ$4f$2htqRjK!FET_r1HP| zuCY&Fbr_`Ye_b%yYHAR%i9vn*c_QLg2fr&k*YueYDrxj@-LIY5S)~A3uV}JIy&&#a zlIC4yk#v7g6i7&1T^+74DGO$93**$~TsJhhoT9nkttYfS;t|Uax|Pv-R)fd{N7)c@ zUdO0fs-Pv6N?-N__>|zvQq>}q9sZ*SC!JiK?Ot^!{nC3VJBm*2auTraaG*D;68#D{ zT!_5UI;y*ZcQud1e!cd8U6cR*GLASgf0Zh;hl{$i$R_v>*Sbb=)CP(|4i%3=y}?(N z4D{n{_J-gnt-9;VbY`MX!YCikvc>UUpMvy<-`=IN?s zmY(HuHDkm~eQB#(TC=q&b=Tt{N~F(yfckfXS1d9r_V;`T?(6}?lj76weE(a^Wtf5I z?Y&uVUs;WBy@9aG{W5Y5s#3o2M>FXpP2D^^o;fo9fqaRl;_Q04R$Oi??)d;npi4?q z&Ox3A5SZnyWB-rI*nukaBGCb=3S?1+7_o5fn$=U@LfigM@7BG&tA3{51{DvB`YGXv zETi=v@vw}bke0g}5d6Gdrz;4K;UEr23_&78Fa_kUzAnATzl-=>4PE!504w6@hUn^h zUEUww{QP-P3J6CH=j!@S%m>eKUDY~=*TI4eA8(-cL>OY|M_l}-!%DM?LB;qQiQ!6x zpW`fCw4R!cJ#sPE7QWP47w=bhhZhdH)by0fX>|N(X@5%~63>xm*Vf6i2tGdrwBS1^ zKSds`L9d)vpT2^SAo;(AZH}QtJlX)B0kK(FS-xj33!vrn0SgCEs>l9aF+7h3hI}l7JdRU5W@j`jt<>iyZ;ttu#e{w&u7$CLx zs1@g`%ErCAL%_noS%_I#hXo;I()ZG_hPocE;1){C2#49f zw);|}97u>wO|9|ahhJEc@X4*+NX-JAO7)vNg<%f0xghXhwmaL!GswV2O=WLwEGy|Q zQu_Z#4gyVgZ}2nrX0y~sRy*7vXrakAGGc5gi#!h6qh5K0U9}|eyRs25s(*()+!?^` zZ=OyR8y0#DZES3`)zR+B*0N^>V3zH~v=l`~MY?RnYRKm`ZKVZut$>H;j(Pi0VYi_S z=XNtnCON@j-#g{?VA7ooFt@0yM~#ib(oN?!Q?>qqb5SY#dPIJn9X6n~eG9DI$*UIG zVUj&N`ziv=pLd8YOYYJac7XI@-FY~=Z{{j)^jF%DpzZ6@T*3!k&XZ9+A)I+xYe$`c z(4R%w4Ozjy39X5~X#+9qed0E=b-a&;hDN#Pof95Gn%SN%3z3|v>Q9+uu7H!iwss}B zqSna7AaEjr$hS{XB6d3Q4t^btAI>7W6%-H} z7BNGnVN4;Negf{7p9OQWvym7XO<>|Rvz8y4y5znVgHxk{c-AFTyh?t4nz{yswkaRa zpAX~G^xRqI04VpP`MV{j=nvme_BU zZ~h8#btd?cCkosz~#p1xs%~YNFnO)~itm9O-wz>8ZzT~7>-Bzu5$9C`z&6XP6%ds8J1UYdT(1=P~bOd{>x*a%50p)^)wM%>A#0*qwYHX zkfi!@{u43j(vi1U2AS7LC_t;*dB@F@>fG2S^T*wL~aI_&WMBh&2u>pfC4 z;rH}e8z*j&bA<7UaocnYk$u+-Q>B&WFK{i3&VtScX@OCCf7t<%r&yFOd5)7Nb*J2o zPziCahd0_w?{zZ>FPD~-Z0jV{2~{doeu`0tKmyx+pT57pK8cQy`0_=}zQWs^R`joG z>NfVf;=8{e=!FR*jswepRQ{MR0nBI1+7#_xltgpp*&b>JC@$lLW1}FpkaVt(fuORQJMbu z=az_8Qh~2cUh%gI<(4p7=;z}OE66hl2ovf8x#D)c)bSZQEnW#i-h$xVXDub@36(O9 z8=~Z1bBUbdP4qD?d$awlHtp9K(fd@&;_0<&eY5%KXx&!OFfLDu<&>1;v#Z>yd?NYj z;eeV(B=1vnPNj0$`)}oB+S^9n(^A=u&0*srf&Onjn|je?^Vco-^{dVs4WvV6flat^ z^pzgMX}Fbi*f|X;pA$L=rK1ALWTPOMDK;+d7Vk#~+JBRnK=_0U-uEYI7dR!XAo=}W zzbQ*Wjcff*1oyuX1f5shjD+|!*~yF1GtsHh2P!qwo`nz#->ABU{iXqT@CN-IVm5}3 z9cGVB!6S4(sa?R%3%|B>GWe!fPb*VKiY+sLlF9w?Pg^CcSI?{<9EydHvgc~7P5?U0 zcxB?UGvIIDn-SMm4g{X}9gg7Ufq3|MtT!gI*xefZS(0Q6C? z-*VHC9c0C|rJ`xoQj_RAgg{QtuYYvg^;6i4rW`mff6d5l&HJ4V-Fk@sl@jnb?tM;o z;UKedcJ^Y(R{{yl{&J8a5O!5V7L5Vng&bM&g`S8EfqcEauLV;dky#bGlMWgkgb6jr z+0$wHa=tOjhQ9Lwwtm3)WlGgBMv4uAYjx}JgnahsoD;)#DMT(|o(gb1UYif$6thjqdg(TJwtvp55%Ru0maE_=^uk-W*L z3k;4V7~x{o33_#aqwg2j&Es%vg#wHryMlo2r&LC#+XWM8-1KQ2w865l5h ztlCf-URhwr&9qDk%x@m0wF}3GOPF>ZP`$vpn|SLIOTnPx(YUDBUDIcEeP26VUTjaY zkEz!igeve;dDF0R*h=3Q8)ZlO8Oj&OM3v_#m{T0|4r^vt&&jZwYjFX>NDLeWVPje* zm(}KppK(H2bpT;QWUGuhUd~CQuBpJe5G0kaT)A}-WOoP(xK}q#{U^@qJ)oOI=<~}r znuolee|zyVZ}h!u*Wt=jGj}iaV;U`kxHZZTq!Ya&%SsNW38*A<&u`F!h}LZ~`Qvj@J zkf0%Q@lq8Oc7MfEX&Kl47Mk(|JXuxfz3ZQ~GjFfldTHTG&rz?PQLOv3koUPy!7pxI zkDx67zNtb`j=5|L6Gr7!&3{PQKowlyUM%?m&KYifN3ct->xQ;@4$nxkzlb0lH$_ST zJAKU-!zRD1UfN$By?xo+EUPO~sjGM;e{Hx-Q_&sN@~yFQi|l@5p~VH!cgf*T=Of`h zCZ7UD-!JZ>4rk8gn~TTjmb)6&m-kO5y$0qzKWdU$HWA4ul9dwjtKjD^cHqK3VdEh} zA8AyPH5*pXkV*_=bdtV3`U06lfmQw)cYlC-uj|T4 zh*5+>ieeh&crzG_~2d+GRs&RbGY3@_Nv&nOv7LRpL+Ne?!nUI$gr!$vPEZJ61M zjPv}@GYEDJQjo$blY3^gSy3kSx@6Zysdei$6%qK{PNUU-CK%#67CMVHPNo?8f9U)t zfBFVHza24`6f;)OTsKf<*N5hDDX%^}ge)g_uDfCY>DC|Wn=AIQiiJb%(MF)15Q(!= zxa;)we{8~(F#XR!-F}+wz!A{>9?*;fM8aRnJ$ON^*HFCYYHsz?(RkkO0}@DdkAJJV zfg*!mFy2{AdY_kusTcmEY?EBnBTPUCEp5xLJ3IBk4YOEHrd)0f>|WqQ(5`Seo|A%{ z9NMYDe^JU1oPvSux(VsedA2LMl3c%kXMY%9dqXXCv~;?**Tm@pQZZ%?9#XegwB&Dh zhA5>YaM|_0;&K<|7^avzu;}=cFSI=V*i`OSey3DJ@TA{{36_xvE~@!TCc7y!&&~ZY zP5mYP1`SMN>Eb|DkPL&(9&c{N2tTMfR)vWpxyr2d1d$OO8YW{GO}lH!>iZA`lRNm- zD8IEA*oxhRmpVBld*_u3MEVI~v0rCLLhE(zi)KXZZk+K|AGdV@b`%H#@oh75o}cvt z`Qe%unee&MpsERVOwUuUg~IM@f}oGT>e0I^l6ZSVe<)kcQs9tu===qsTqu_Jjoc+6 zsZCTuHp<6ogTqxOHPAdiNpjX7^u_kUk9E8CoN&^j$cOcf^tVp^aUg~ag%zyZiW>b8 zVJicA1*}fcLGiPtZ>i3ADo%xF(@+J0kdQ7&J-L1q9bRI;NR0?wx=2XFa0?0Hy7sHt zgyfE#KxS8>`uuvqmT$ceerrQu!8_Pm42Py72cAYJ24r@p)TI>S-NStpv%G`;^?7Rz z5!Um?2YM5g0p*|%p}?{A$hEKX0IQrYug*9biv2njDheOI<$7Cn8uS03PC&DZXo2$+ z(0HSPpMtaM&!f{4!uik+JC>QR`5-G{6icnqT2dnuQ+VfFZ=qRujX_ei+1$VSnsu^Y zrq)VXqVU;>JIp8Mv_SK2LP7s2_9LYN~&4fS^W4f*%>`djT~QDI}qMe9tKq{FeH8ru#q`~ zWzzoWDqcox+UH^s=JUc=llh*H`t-4Y5qYhq2`{Q6j}ioqj*U*psxI!DOfBt-4{Sys zn~XGN|GQ-h3W)9nD+d9;7QjvNk6mG_9CyDTPRf4MR8Ws^pF2fch?C zy+>puWUmrJ$=-X9Bq5m{n~*(n#KH4Ezu$d7_x(KAb6wB#_v0VOb$rKXz31!weqF6h zF|x(q$#psj+OTfSt>h&DGvn9&p_v&M%EQ%D`Su^W+E!4VVs>WjJt&4Heh@3`V2aEw~~G6#X#7HneR69p5t_MN;DnS z(2o}{F33I7Ve_;2z~f4}kA7Bfc>aC#{+;xxasnmeq*3NW@UxnA>ZV%52HA8m3)w$s z27IGh;lwO9`9z}2b(3P0&SN{+QQp!7ev&3%2q^@I7j$bF?dOC4xceOWPJLh`&viKY zA&O_EdRI!0tC}t24x|h%0ZAoZ>dAP6xA!VS4E(!XA@Q}6@8$~OeN%Y%Ov2*Enp<)z z?e7*H`*B&5LwwS>s~$&=&c;k~Gif>F1C`U^bJln2-MPgRP=V(Ng6CQwvR4 zS->;p!q(ySXhbmf#;Jvy&-bH;&rB}9?~&Tgh-U8 zc=wEY+qm8HpoE7GDi_iHH-irGh)LqKwpJ!Ov-3WL)A7fK8Y`F08fYGodRTg(s&u|_ zQi+l?U)m*})cVmI-T#nueS)u=xf+O?GgH7=T`eec>Dy+Zj~SS?82FtQ6sjiu+!aL^ zCo)=cC3;%f<|;IbsPw%c?L4P))d6`4w%Gg5o2D%cz?~+3Q5gRX{eBup8(U=9)oie2_-@@3uW$z`sGu}HJvgKyhXK$ z-GOpPLjf;B5)G#_)MurId8-pi`$UL`n&Vo?B|gK`Xt;4ViC7V*!0gpt@Q+sYHOGiv zyRBQ;Q&V86F;dDs@H|^{I;-t#mc&!l=ca{xrVe+Xu?7(M-wF#!|NE@Ix64aF6MYJ} z8^aWq;2cI-GyMe|^E^yZOd4a>P*dT-1=C|Z>E6I6I|9UR43hu3CCQAbc@XKtbYkx5 z3G~d36K*X&)%+(9J6cH-w7*%Q&6U*xh_*DV@v{xjm>Vj>RwRmU_iyD2P7<fsI+I7dPPu)YvK`A4#!}~C@~gPGw)lk!}onwvh?Hl^2UL}n31}Q zP6&**`dBizLRE|Lq|i>WGv=YNd&tV(Vv`3di&XZ>Hj9*C4HzSr>hb$*dCt)B9=QjV*A;GyZc0}o^ zzr^a-jl>*g@Rj=R1uIC0p^+QuhpxtUNlI5YLT}G{lI$<%rpwC61h4b~SA46_J;z=g zm|#H=7nB;+s3CU^5ubKCUXJn$3{dk;b(-EpH!pf8MBiJ*MG$c~gRP|Oy2Q+y3hl}k z;SH?$m`YD{eA)ut+|QTzMAj(+g=U9H+qeXGgKH=8%a^|MB=2+B@%ba5O!5>E{;l^g zMyD@`R!pf6(a^bu=(*-eJ(NPqUWjltb$z!v{mM|j`GSy7fPG$L%Ux@ROsc26OY1uu zom*;M;t4+4!tO*r*OGF_4bj6^u?ak3uDaOlhn-_s8qB3EEh{T=oRd{b6(pyorcM&Ff3y1JAHle@ z`lhRDDGMBx4#{OM6kr3b#@>5nJ;X#9IZLz|`RlTUm32%5A;wC1yqG~05`Jjk$+c<> z5Z`TF9v08gQ_?H`U>uvX*rV{Z6#xjqEE7^?K6BEHHy-0@*JeNOmZs#5Kb3aN<+^aB z8n(>54~1xkT0>roenwq~meaJNuAIlei~MG?6ZNGOUwF4oTMp)AWMs7bUfeXQw849o zE7+r182|k7G%>=d@@v3^kvYY$b`}$4gRq19-nMy3wL9%yiJ=6+SXvr!GBoCC< z`7VODv3e}Q4!ghjolgJAcw*q~%YRahNGm0E$_YxH6=5%;jIZPG_ur+Q0s72`Vn6fC zzQ)uyK>K3Et88(bV-VQzk7;2S7Og`7e!2+v@{KH|Mb=l#85NZ5>+}tb7`$%rj7!33pW_LX4pd?>jkh|%OregNYi^0Lg1L9A2w@j}kaHlc3c26E(eb}-rDOh_>a*(2KkrE? zUG{vK5ErinrS83c4)aoBjbx!^E)Y#BX2-GmFqGTw0MB0ch*0U?_FN{O?H^4F zwv;RICbd;w`cmtsvQ`a+o?E}xd;m`Q$yp+ApT#r$1B;;sv{HB9Xu$CJ95|Pkm%r7i zvP^3JfOzn|g4ln%Q58{oS`O5IqHFbeKCVQBa)0r-{m_k~oB~u!)0-%18lsKnyDO+xQZ#9ymBX-4)5Pv@Ge(`~j#*cijG9z=9d)Obko z(u^Xi6BG?%*&vkKl*Jqeolx*~sEv9NOaI$tc9&#LMd3<9($G%T^rzS8FP45c{Q}A* z!(BYhMg#Alo7}(@YQB^1udGY4$K_cfD>*fWyLtQu-yl@*9Pxu@x5Zc z`Htls(?B$_&PV0JzTR{z2bPC?xkpqMvNsc!UmKA=HzcsZrC)yGaX>Yw%SsYtUdb5%kAnSR%GTh%K~F9y zelw=zI_?N}Vm&vBsVdkkChS%@b<` z7wTW^)?zUm%{S{aos_o@Q~%OP}7}Yd#fmFnr)(KoNV8;0ZQ%H;t<9#DW#)q2{t9#W0I|anaL&!3ZMgc_WH%-t2^*?&MQ!mE8We z0;#svrg`5eSIVYna-Hgd39EVFqQ}_kLmqX3N8k;S-re)|6draaYwM%q(v~jC@+5MC zh;l`))qn)crs+-ar}_+j*U#@)8fq?uAF*do&IME^gt3$}E66(lr=C=xY2WK-Ztna> z3D$K+U`@VijAGDf?F!cZFAC|vgxc*C$;uY$lw*n6MIsuP$#mQ7v0_oY^WT6MR3 zC9C?j%DQfVm4&VUfMJ~O9=S}g9na&Qvr@#QfQypfuba{9tE8W7r<_`*&$T`y_70C0 zYECHqj(Dc6&s2id#59l;O6mKD(WGy=G0xI$bipqn;-lw!PbQcec|CPj?cCJ zl9wx}aSE&Q6-@DuWR41qt0$|L*%9DGR7J?mQwv2C98!C|X5 zD7RDvl%9;<3kS>}w?h|Og$$e3N6> zc@^KewAE>4vnM|Kh9n3d$%!LTzhw`_Z4#&C8SRed3V2wO)uX)XPv#KKXbP4%(6x3y zoWM9!cDbzw_|wvuvLr9O+Km=`e=zg4oL1;?aWxUmuPqQ}y9Vh-FbY>kytuR=$0jBJ zZrc4#uC|tM>6i^qYA?|5`ggxOHc}=C4@S^^RmG~7*cdX=pa8L$w~Q{ZEx3j)eo$E~ zxm*uQ1aC5mwRSD-2SA$BP3VyW6N^(XyAzc(%6)_3ExL`fe zM}?ibl#TNr72?0@fJ$&1LBC|V&1K{(A@W-3wXSw|%ng?Jc7?7JiOF$cY=mL~FlNN= zm|yi&2G2)%er%O+w@k3yp0WWgkLm_aqeaO3!`)}Iv`7F}?8fH4I zWp1GYse3=-6V`~9yRADswjp5 z+n}5-OOYml-f$3K7UL@B{IrgiA&R_nr5Amv9pIp<%Kh_JEA>ycuRhIdFy&KkogQ&5`d>``iTgR2f4y zL%q*s>NI91fRw@Ew6xCkN*-kaZQc6OtZP#1DfJCJOQ*Xx45B{U!M&*e@@kviRqF!nyi<#X7OR zwivTl@B6Lij~(cT6-`bci0e{pTBBu9#H<8`>rLI zRibO2PZYI#%);#3akwZX>4OMMFW>!e)jZVJOv`K{{GxaX@68vIIf0=79nRX%GR6s? z9B+ZsPa0{TflShSnfv5agC7agRwO{pF5K|>6`Bj4ZZ({#q)2KESvYy#!jb^pOP2%r z^1t4H65bz+%-62p3UoPmo;08XViqD9F=DbsghN|#)c@_Dqw2tcwp_S~qNK0e$?te>*0dIEQ{ zu(j>zd`Vy8y!;T?HOPIto9(W5c2F@p7~v2F`0Q-MS#HS`bQY=0dlB(9i5EYXRavSC z+CXh^b8xh+Pt+1K3h;wz|{CyYEu3R5d5YC7u8TORnPC1%dhj_7q7O{_w0hq zVv<(=u7u~Ylo8@EqUXkrasrBX-q$@=6~-&W1*ob=f6+$q0d17h8?mw96}@IzjL|`9 zK!t7I`ltnghD9HKub6(_1v}i0-*#Fl2u+_7bF|ZO(vy}ZwsBv{r-3ZOeZ%|}jHkcez}&c$%K3fhWoH{fous0_F3WH4TXSCzk~?LH zxSu9`3c*jA1lNQ~vE5JeAF~0UCg`+4AccS1O!EMArGPL>-WWk8rn*n8gr zEr=#N?fLrdGyTQ>jFDUXvs*4dJy3AHWC+D&L!S0UJK@g=!e&FBX-dC+=xcTr!V@{w ze|lKbmRu;v;ldF8mHyDG5fObpzs!9yFB06#&(i+eu#nC;2k_U2+~~A4@c6dfpHT4_W=V3IqthKJ`gat*=fHBwpjlqVFv{G-ITR1E6=}w zS9ji+yo~D?^jJqnJn|5ZlH)?WCJxp3`j$&8y2h!^xnp2u%sjorG*Rz)c{#s{nVAC0 z3AR84Eiay>rRArdp0=w|Vu6*FmHqk_WWYwqRO`AH9v63hcVmhHyj5}xi%iAum65qx z;8cZKX?DCM@n`;A)S<_lu2>a`Ff7*lT@G|>DL&hDd|>U)B^Vwb7x&hFs`1mOPm&-M zWM9$+r~4g`%_YH{8=eZM@cfU z)^u{j4c>P|?i#)Iu+I194?V`|To zc~NZIL-Q^-H>qx>d@_H-m3O zqqJ5>4^{i_7?%1mo4uN&oxa?ALISjYZi5@hDJtqU?*bhHX7-lb3|Mo8X6Kq z_yP@_SRZMTwXyLPXn@F29r*`hobCv0j&f?NOEPmPgy5y}GBQq$jg1u+3E7SZL44^7 zJA1c_4zN@D9{(}_J~R|OhkWu4F6jTL$*sjnGh*A((NR2Rv%l5F(B^JBkX2DZ{iDiW z&d4ZZMetdRe`~9h&3HL`geFbh9uT;F{;Uu+g8rL-aW{qNJv
&F25=Q8v>+;cC0 zwbpfBMhjaY1keFrO_XZI(atj7wPRZLaTmrcC%&~tH-tJ;QKfSt2 zD`-P&SF=Ea2IQzw?e@}a--;43lNG3@5WPCrnFh=xDJDCbM}Zh~I(lj6zXao+9$`S- z@Vajr>bj1ZN_1S-_&AjNSqVFCRq@NIMO9&CCBNOO;z0f5x0QV5`}Zj#WV7ZEx5gDyN?1)P+p|Y^jh-uIk z?IMe5&+_v*CyK;VEIeKhkwi&sfWp@0RP$w{@tLtwExeK@^DNJe`$QjxWVX8rnkWS#HHkz1o& z6bcJ8t$(1c*y|!(Ye_2H9;SH_+%y*{x(}bef|2Z+d8^CF(F|aR4Nu=ldawh z0}HUMbFs0pe}tyIW2YLtg#4y_Fk8vV$*7?r>C|&<_p2w15c?iGKewiQ4{!Lv)7~t4 z`0lNac|#+;6F52B@UG&}z;R>;4%S?1YHAzqt{{{bd(HToT-P2)HN8kpNzv_!xGb8m zfv(|e^89Ue4E%mGutd$2v^splN$xtyK2 z|Mj)#&b@p0yqkQF_Ip!>LJngx$5RBXnW4->F6yU;zQySspiA6@$yK?3|0hWK&nK`j zGYw1Em@#f!u#a@R_=SXapvM9tJwCo8H#>Vv2<`B!i+h#1(m||mhe=8JFBKKdlXczj sf7RswlVbZ@bCUg==KOzin=dCsU##9olvPJuM8MBInfua(Qig&50RypJR{#J2 literal 0 HcmV?d00001 -- Gitee From aab2b829be12f40fa85bee3af40c77b512072583 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 14:33:24 +0800 Subject: [PATCH 13/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 0099532..c7483ed 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -84,13 +84,13 @@ $$ $$ \bar{X}=\frac{X-\mu}{\sigma} $$ - 其中$$ \mu $$是训练集的均值,$$\sigma$$是训练集的标准差。 + 其中$ \mu $是训练集的均值,$\sigma$是训练集的标准差。 2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 -`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$$X_{new}$$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$$X_{new}$$的类别。 +`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$X_{new}$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$X_{new}$的类别。 ## 三、实验结果分析 @@ -118,11 +118,11 @@ $$ ### 1、数据集间的距离 -在保持前文生成数据集方差不变的情况下,笔者修改了$$\mu$$的取值,从而可以控制分布之间的远近关系。 +在保持前文生成数据集方差不变的情况下,笔者修改了$\mu$的取值,从而可以控制分布之间的远近关系。 1. #### 缩小分布之间的相对距离 - 笔者将原定的$$\mu$$参数缩小为原来的$$1/10$$,分布之间的距离更近,如下图所示: + 笔者将原定的$\mu$参数缩小为原来的$1/10$,分布之间的距离更近,如下图所示: 训练集: @@ -154,7 +154,7 @@ $$ 2. #### 扩大分布之间的相对距离 - 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: 训练集: @@ -170,7 +170,7 @@ $$ 由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 ### 2、分布的方差 -在保持原分布$$\mu$$不变的情况下,笔者修改了分布的方差进行实验。 +在保持原分布$\mu$不变的情况下,笔者修改了分布的方差进行实验。 1. #### 缩小方差 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: 训练集: @@ -198,7 +198,7 @@ $$ 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 2. #### 增大方差 - 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: 训练集: 训练集_更分散 @@ -263,7 +263,7 @@ $$ L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| \tag{3} $$ -此外,笔者还引入了高斯核函数$$K(x_i,x_j)$$,将原始样本$$x_i$$映射入新的特征空间变为$$\phi(x_i)$$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$$D(x_i,x_j)$$可以通过核函数隐式地获得: +此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: $$ \begin{align} D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ @@ -289,7 +289,7 @@ def dis_function(x, y, mode='L2'): return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) ``` -为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$$\Sigma$$扩大为原来的两倍,实验结果如下: +为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$\Sigma$扩大为原来的两倍,实验结果如下: | 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | | -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | -- Gitee From 5963d36b198d3d9cac90cb91b2f330165d834787 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:06:58 +0800 Subject: [PATCH 14/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 1 - 1 file changed, 1 deletion(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index c7483ed..0266165 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -147,7 +147,6 @@ $$ | 9 | 23 | 44.13% | | 10 | 27 | 41.88% | | **均值** | **25.6** | **42.46%** | - 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 -- Gitee From 653fc6d5db009c063d9ab8b18b579465b1825a4d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:07:38 +0800 Subject: [PATCH 15/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 0266165..88b57c3 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -147,6 +147,7 @@ $$ | 9 | 23 | 44.13% | | 10 | 27 | 41.88% | | **均值** | **25.6** | **42.46%** | + 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 @@ -194,6 +195,7 @@ $$ | 9 | 17 | 99.75% | | 10 | 9 | 98.63% | | **均值** | **9.4** | **99.35%** | + 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 2. #### 增大方差 @@ -220,6 +222,7 @@ $$ | 9 | 23 | 84.75% | | 10 | 29 | 83.50% | | **均值** | **17.8** | **83.64%** | + 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 -- Gitee From a4d8f47764d63d70e8124a26e8b2d93c14706a79 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:09:10 +0800 Subject: [PATCH 16/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 88b57c3..79f31a2 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -255,16 +255,19 @@ $$ L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}| \tag{1} $$ + 欧氏距离(L2范数): $$ L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} \tag{2} $$ + 切比雪夫距离(L∞范数): $$ L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| \tag{3} $$ + 此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: $$ \begin{align} -- Gitee From 1f51f081d8940117ee722ecb470d9c052c945339 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:09:59 +0800 Subject: [PATCH 17/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 18 +++--------------- 1 file changed, 3 insertions(+), 15 deletions(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 79f31a2..6cdde34 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -251,22 +251,10 @@ $$ 下面,笔者分别采用以下距离进行实验: 曼哈顿距离(L1范数): -$$ -L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}| -\tag{1} -$$ - +$$L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|\tag{1}$$ 欧氏距离(L2范数): -$$ -L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} -\tag{2} -$$ - -切比雪夫距离(L∞范数): -$$ -L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| -\tag{3} -$$ +$$L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}}\tag{2}$$ +切比雪夫距离(L∞范数):$$L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j|\tag{3}$$ 此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: $$ -- Gitee From 091cf52d69803ac8754e6a5b04c40640221ea6f6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:10:44 +0800 Subject: [PATCH 18/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 6cdde34..5abe7ad 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -251,10 +251,10 @@ $$ 下面,笔者分别采用以下距离进行实验: 曼哈顿距离(L1范数): -$$L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|\tag{1}$$ +$$ L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|\tag{1} $$ 欧氏距离(L2范数): -$$L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}}\tag{2}$$ -切比雪夫距离(L∞范数):$$L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j|\tag{3}$$ +$$ L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}}\tag{2} $$ +切比雪夫距离(L∞范数):$$ L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j|\tag{3} $$ 此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: $$ -- Gitee From fdc27b3ff09128c48f8c2afec7989ef13491f536 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:21:08 +0800 Subject: [PATCH 19/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/README.md?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/README.md | 329 ------------------ 1 file changed, 329 deletions(-) delete mode 100644 assignment-1/submission/16300110008/README.md diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md deleted file mode 100644 index 5abe7ad..0000000 --- a/assignment-1/submission/16300110008/README.md +++ /dev/null @@ -1,329 +0,0 @@ -# 课程报告 - -这是一个有关KNN模型的实验报告,我的代码保存在source.py中。本次实验使用了**numpy**库作为数据分析的工具,基于**matplotlib**库进行数据展示。 - -## 一、数据集的生成与划分 - -笔者采用以下参数产生四个不同的二维高斯分布数据集,每类使用不同的标签标记,这四组数据集分别是: - -+ 第一类数据,数量为400个,标签为0: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -35 & 0 \\\\ -0 & 23 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} -13 & 4 -\end{array}\right] -\end{array} -$$ - -+ 第二类数据,数量为800个,标签为1: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -12 & 1 \\\\ -1 & 35 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} -1 & 14 -\end{array}\right] -\end{array} -$$ - -+ 第三类数据,数量为1200个,标签为2: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -33 & 5 \\\\ -5 & 9 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} --8 & -3 -\end{array}\right] -\end{array} -$$ - -+ 第四类数据,数量为1600个,标签为3: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -25 & 6 \\\\ -6 & 18 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} --15 & 10 -\end{array}\right] -\end{array} -$$ - -将这四类数据集混合后打乱次序,将其中的80%(3200个)划分为训练集,20%(800个)划分为测试集,可以形成以下图像 - -这是我生成的训练集: - -训练集 - -这是我生成的测试集: - -测试集 - -## 二、KNN模型 - -笔者的KNN模型包含5个属性和2个方法。 - -三个属性分别为*k、data、label、mean、std*,其中*k*用来记录模型选择的近邻个数,*data*用来保存训练集的输入,*label*保存训练集的标签,*mean*记录训练集的均值,*std*记录训练集的标准差。 - -两个方法分别是`model.fit()`与`model.predict()`。`model.fit()`方法主要包含以下步骤: - -1. 进行标准化处理: - $$ - \bar{X}=\frac{X-\mu}{\sigma} - $$ - 其中$ \mu $是训练集的均值,$\sigma$是训练集的标准差。 - -2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 - -3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 - -`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$X_{new}$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$X_{new}$的类别。 - -## 三、实验结果分析 - -笔者进行了十次实验,采用了不同的随机数种子产生不同的二维正态分布集合,这十次的实验结果如下: - -| 序号 | K | Acc | -| :------- | :------- | ---------- | -| 1 | 5 | 93.63% | -| 2 | 29 | 95.00% | -| 3 | 25 | 94.13% | -| 4 | 19 | 96.38% | -| 5 | 23 | 94.63% | -| 6 | 9 | 94.75% | -| 7 | 9 | 93.50% | -| 8 | 21 | 93.13% | -| 9 | 9 | 94.75% | -| 10 | 19 | 92.63% | -| **均值** | **16.8** | **94.23%** | - -可以看出,k取值存在选取大值的倾向,10次实验中仅有一次k值小于等于5,共计4次小于10,其余实验k取值都在19以上;准确率能够达到92%以上,比较高,说明KNN分类器模型的确能够对数据集进行正确分类,而分类错误的样本主要集中于不同*label*数据集间的交叉地带。 - -## 四、修改数据集进行实验探究 - -下面,笔者将通过修改生成数据集之间的距离、方差、数量以及计算样本距离的方式和归一化与否来对KNN模型进行探究。 - -### 1、数据集间的距离 - -在保持前文生成数据集方差不变的情况下,笔者修改了$\mu$的取值,从而可以控制分布之间的远近关系。 - -1. #### 缩小分布之间的相对距离 - - 笔者将原定的$\mu$参数缩小为原来的$1/10$,分布之间的距离更近,如下图所示: - - 训练集: - - 训练集_更近 - - 训练集: - - 训练集_更近 - - 距离拉近后,不同分布已经重合到了一起,同样进行十次训练,其结果如下 - - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 27 | 43.50% | - | 2 | 27 | 42.25% | - | 3 | 21 | 41.86% | - | 4 | 29 | 43.25% | - | 5 | 17 | 43.63% | - | 6 | 29 | 42.75% | - | 7 | 27 | 41.38% | - | 8 | 29 | 40.00% | - | 9 | 23 | 44.13% | - | 10 | 27 | 41.88% | - | **均值** | **25.6** | **42.46%** | - - 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 - - - -2. #### 扩大分布之间的相对距离 - - 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: - - 训练集: - - 训练集_更远 - - 测试集: - - 测试集_更远 - - 距离放大后,不同分布之间没有重合,实验结果显示分类正确率为100%,k值均取1 - - -由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 - -### 2、分布的方差 -在保持原分布$\mu$不变的情况下,笔者修改了分布的方差进行实验。 -1. #### 缩小方差 - 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: - 训练集: - - 训练集_更聚集 - - 测试集: - - 测试集_更聚集 - - 同样进行十次实验,结果如下: - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 13 | 99.63% | - | 2 | 9 | 99.50% | - | 3 | 3 | 99.50% | - | 4 | 9 | 100.00% | - | 5 | 5 | 99.38% | - | 6 | 19 | 99.00% | - | 7 | 7 | 99.38% | - | 8 | 3 | 98.75% | - | 9 | 17 | 99.75% | - | 10 | 9 | 98.63% | - | **均值** | **9.4** | **99.35%** | - - 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 -2. #### 增大方差 - - 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: - 训练集: - - 训练集_更分散 - - 测试集: - - 测试集_更分散 - - 同样进行十次实验,结果如下: - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 17 | 84.50% | - | 2 | 19 | 82.50% | - | 3 | 21 | 83.50% | - | 4 | 19 | 84.63% | - | 5 | 15 | 85.88% | - | 6 | 7 | 81.13% | - | 7 | 15 | 83.38% | - | 8 | 13 | 82.63% | - | 9 | 23 | 84.75% | - | 10 | 29 | 83.50% | - | **均值** | **17.8** | **83.64%** | - - 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 - - -总而言之,数据集分布的离散程度会影响分类器的准确率,同一分布的数据越集中,分类准确率越高,反之越低。数据越分散,相当于不同的数据之间重合的可能性越高,因此更难进行准确地分类。 -### 3、数据的数量 -将每个标签下数据的数量降低为原来的1/10、扩大为原来的2倍,分别进行10次实验,实验结果如下: - -| 序号 | k(数量减少) | Acc(数量减少) | k(数量增大) | Acc(数量增大) | -| -------- | ------------- | --------------- | ------------- | --------------- | -| 1 | 15 | 95.00% | 5 | 94.69% | -| 2 | 1 | 95.00% | 25 | 94.50% | -| 3 | 5 | 92.50% | 13 | 93.88% | -| 4 | 3 | 93.75% | 21 | 93.56% | -| 5 | 27 | 98.75% | 15 | 94.88% | -| 6 | 19 | 93.75% | 23 | 94.06% | -| 7 | 3 | 96.25% | 29 | 94.50% | -| 8 | 5 | 93.75% | 13 | 94.63% | -| 9 | 3 | 90.00% | 17 | 93.63% | -| 10 | 11 | 98.75% | 15 | 95.19% | -| **均值** | **9.2** | **94.75%** | **17.6** | **94.35%** | - -可见,在一定范围内,数量的改变并不能影响模型的准确率,但是通过实验发现当样本数量增大时,KNN模型的速度会变慢。 - -### 4、样本距离计算方式 - -下面,笔者分别采用以下距离进行实验: - -曼哈顿距离(L1范数): -$$ L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|\tag{1} $$ -欧氏距离(L2范数): -$$ L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}}\tag{2} $$ -切比雪夫距离(L∞范数):$$ L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j|\tag{3} $$ - -此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: -$$ -\begin{align} -D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ -&=K(x_i, x_i) - 2K(x_i,x_j) + K(x_j,x_j) -\end{align} -$$ -这三种距离的控制主要通过`dis_function()`函数实现: - -```python -def dis_function(x, y, mode='L2'): - d = y.shape[1] - x = x.reshape(1, -1) - y = y.reshape(-1, d) - if mode == 'L2': - return np.linalg.norm(x - y, axis=1) - elif mode == 'L1': - return np.linalg.norm(x - y, axis=1, ord=1) - elif mode == 'L_inf': - return np.linalg.norm(x - y, axis=1, ord=np.inf) - elif mode == 'Gaussian': - gamma = 1e-3 - var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) - return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) -``` - -为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$\Sigma$扩大为原来的两倍,实验结果如下: - -| 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | -| -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | -| 1 | 23 | 84.25% | 17 | 84.50% | 15 | 83.88% | 17 | 84.50% | -| 2 | 19 | 82.63% | 19 | 82.50% | 15 | 82.38% | 19 | 82.50% | -| 3 | 21 | 83.23% | 21 | 83.50% | 15 | 83.63% | 21 | 83.50% | -| 4 | 19 | 85.25% | 19 | 84.63% | 21 | 85.00% | 19 | 84.63% | -| 5 | 13 | 85.50% | 15 | 85.88% | 23 | 85.88% | 15 | 85.88% | -| 6 | 21 | 82.75% | 7 | 81.13% | 13 | 83.13% | 7 | 81.13% | -| 7 | 13 | 83.38% | 15 | 83.38% | 19 | 84.13% | 15 | 83.38% | -| 8 | 11 | 82.87% | 13 | 82.63% | 17 | 82.26% | 13 | 82.63% | -| 9 | 21 | 84.63% | 23 | 84.75% | 9 | 83.63% | 23 | 84.75% | -| 10 | 27 | 84.00% | 29 | 83.50% | 23 | 83.38% | 29 | 83.50% | -| **均值** | **18.8** | **83.89%** | **17.8** | **83.64%** | **17.0** | **83.72%** | **17.8** | **83.64%** | - -可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 - -### 5、归一化 - -下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: - -| 序号 | k_without_normalization | Acc_without_normalization | k_with_normalization | Acc_with_normalization | -| -------- | ----------------------- | ------------------------- | -------------------- | ---------------------- | -| 1 | 5 | 93.50% | 5 | 93.63% | -| 2 | 25 | 94.63% | 29 | 95.00% | -| 3 | 27 | 94.50% | 25 | 94.13% | -| 4 | 9 | 95.50% | 19 | 96.38% | -| 5 | 25 | 94.50% | 23 | 94.63% | -| 6 | 9 | 94.88% | 9 | 94.75% | -| 7 | 9 | 93.13% | 9 | 93.50% | -| 8 | 19 | 93.25% | 21 | 93.13% | -| 9 | 5 | 95.50% | 9 | 94.75% | -| 10 | 17 | 93.25% | 19 | 92.63% | -| **均值** | **18.8** | **94.26%** | **16.8** | **94.23%** | - -从现有的实验结果来看,标准化并不能明显地提升KNN分类器的准确率,其是否有效还需要进一步的探究。 - -## 五、代码使用方式 - -```bash -python source.py g # 生成数据集 -python source.py d # 展示数据集 -python source.py # 训练和测试 -``` \ No newline at end of file -- Gitee From a049d97a9899dd94b8d19a376c4badc0ba7fc782 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:21:31 +0800 Subject: [PATCH 20/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 336 ++++++++++++++++++ 1 file changed, 336 insertions(+) create mode 100644 assignment-1/submission/16300110008/README.md diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md new file mode 100644 index 0000000..34294ed --- /dev/null +++ b/assignment-1/submission/16300110008/README.md @@ -0,0 +1,336 @@ +# 课程报告 + +这是一个有关KNN模型的实验报告,我的代码保存在source.py中。本次实验使用了**numpy**库作为数据分析的工具,基于**matplotlib**库进行数据展示。 + +## 一、数据集的生成与划分 + +笔者采用以下参数产生四个不同的二维高斯分布数据集,每类使用不同的标签标记,这四组数据集分别是: + ++ 第一类数据,数量为400个,标签为0: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +35 & 0 \\\\ +0 & 23 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +13 & 4 +\end{array}\right] +\end{array} +$$ + ++ 第二类数据,数量为800个,标签为1: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +12 & 1 \\\\ +1 & 35 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +1 & 14 +\end{array}\right] +\end{array} +$$ + ++ 第三类数据,数量为1200个,标签为2: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +33 & 5 \\\\ +5 & 9 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-8 & -3 +\end{array}\right] +\end{array} +$$ + ++ 第四类数据,数量为1600个,标签为3: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +25 & 6 \\\\ +6 & 18 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-15 & 10 +\end{array}\right] +\end{array} +$$ + +将这四类数据集混合后打乱次序,将其中的80%(3200个)划分为训练集,20%(800个)划分为测试集,可以形成以下图像 + +这是我生成的训练集: + +训练集 + +这是我生成的测试集: + +测试集 + +## 二、KNN模型 + +笔者的KNN模型包含5个属性和2个方法。 + +三个属性分别为*k、data、label、mean、std*,其中*k*用来记录模型选择的近邻个数,*data*用来保存训练集的输入,*label*保存训练集的标签,*mean*记录训练集的均值,*std*记录训练集的标准差。 + +两个方法分别是`model.fit()`与`model.predict()`。`model.fit()`方法主要包含以下步骤: + +1. 进行标准化处理: + $$ + \bar{X}=\frac{X-\mu}{\sigma} + $$ + 其中$$ \mu $$是训练集的均值,$$\sigma$$是训练集的标准差。 + +2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 + +3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 + +`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$$X_{new}$$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$$X_{new}$$的类别。 + +## 三、实验结果分析 + +笔者进行了十次实验,采用了不同的随机数种子产生不同的二维正态分布集合,这十次的实验结果如下: + +| 序号 | K | Acc | +| :------- | :------- | ---------- | +| 1 | 5 | 93.63% | +| 2 | 29 | 95.00% | +| 3 | 25 | 94.13% | +| 4 | 19 | 96.38% | +| 5 | 23 | 94.63% | +| 6 | 9 | 94.75% | +| 7 | 9 | 93.50% | +| 8 | 21 | 93.13% | +| 9 | 9 | 94.75% | +| 10 | 19 | 92.63% | +| **均值** | **16.8** | **94.23%** | + +可以看出,k取值存在选取大值的倾向,10次实验中仅有一次k值小于等于5,共计4次小于10,其余实验k取值都在19以上;准确率能够达到92%以上,比较高,说明KNN分类器模型的确能够对数据集进行正确分类,而分类错误的样本主要集中于不同*label*数据集间的交叉地带。 + +## 四、修改数据集进行实验探究 + +下面,笔者将通过修改生成数据集之间的距离、方差、数量以及计算样本距离的方式和归一化与否来对KNN模型进行探究。 + +### 1、数据集间的距离 + +在保持前文生成数据集方差不变的情况下,笔者修改了$$\mu$$的取值,从而可以控制分布之间的远近关系。 + +1. #### 缩小分布之间的相对距离 + + 笔者将原定的$$\mu$$参数缩小为原来的$$1/10$$,分布之间的距离更近,如下图所示: + + 训练集: + + 训练集_更近 + + 训练集: + + 训练集_更近 + + 距离拉近后,不同分布已经重合到了一起,同样进行十次训练,其结果如下 + + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 27 | 43.50% | + | 2 | 27 | 42.25% | + | 3 | 21 | 41.86% | + | 4 | 29 | 43.25% | + | 5 | 17 | 43.63% | + | 6 | 29 | 42.75% | + | 7 | 27 | 41.38% | + | 8 | 29 | 40.00% | + | 9 | 23 | 44.13% | + | 10 | 27 | 41.88% | + | **均值** | **25.6** | **42.46%** | + + 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 + + + +2. #### 扩大分布之间的相对距离 + + 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + + 训练集: + + 训练集_更远 + + 测试集: + + 测试集_更远 + + 距离放大后,不同分布之间没有重合,实验结果显示分类正确率为100%,k值均取1 + + +由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 + +### 2、分布的方差 +在保持原分布$$\mu$$不变的情况下,笔者修改了分布的方差进行实验。 +1. #### 缩小方差 + 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: + 训练集: + + 训练集_更聚集 + + 测试集: + + 测试集_更聚集 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 13 | 99.63% | + | 2 | 9 | 99.50% | + | 3 | 3 | 99.50% | + | 4 | 9 | 100.00% | + | 5 | 5 | 99.38% | + | 6 | 19 | 99.00% | + | 7 | 7 | 99.38% | + | 8 | 3 | 98.75% | + | 9 | 17 | 99.75% | + | 10 | 9 | 98.63% | + | **均值** | **9.4** | **99.35%** | + 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 +2. #### 增大方差 + + 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 训练集: + + 训练集_更分散 + + 测试集: + + 测试集_更分散 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 17 | 84.50% | + | 2 | 19 | 82.50% | + | 3 | 21 | 83.50% | + | 4 | 19 | 84.63% | + | 5 | 15 | 85.88% | + | 6 | 7 | 81.13% | + | 7 | 15 | 83.38% | + | 8 | 13 | 82.63% | + | 9 | 23 | 84.75% | + | 10 | 29 | 83.50% | + | **均值** | **17.8** | **83.64%** | + 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 + + +总而言之,数据集分布的离散程度会影响分类器的准确率,同一分布的数据越集中,分类准确率越高,反之越低。数据越分散,相当于不同的数据之间重合的可能性越高,因此更难进行准确地分类。 +### 3、数据的数量 +将每个标签下数据的数量降低为原来的1/10、扩大为原来的2倍,分别进行10次实验,实验结果如下: + +| 序号 | k(数量减少) | Acc(数量减少) | k(数量增大) | Acc(数量增大) | +| -------- | ------------- | --------------- | ------------- | --------------- | +| 1 | 15 | 95.00% | 5 | 94.69% | +| 2 | 1 | 95.00% | 25 | 94.50% | +| 3 | 5 | 92.50% | 13 | 93.88% | +| 4 | 3 | 93.75% | 21 | 93.56% | +| 5 | 27 | 98.75% | 15 | 94.88% | +| 6 | 19 | 93.75% | 23 | 94.06% | +| 7 | 3 | 96.25% | 29 | 94.50% | +| 8 | 5 | 93.75% | 13 | 94.63% | +| 9 | 3 | 90.00% | 17 | 93.63% | +| 10 | 11 | 98.75% | 15 | 95.19% | +| **均值** | **9.2** | **94.75%** | **17.6** | **94.35%** | + +可见,在一定范围内,数量的改变并不能影响模型的准确率,但是通过实验发现当样本数量增大时,KNN模型的速度会变慢。 + +### 4、样本距离计算方式 + +下面,笔者分别采用以下距离进行实验: + +曼哈顿距离(L1范数): +$$ +L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}| +\tag{1} +$$ +欧氏距离(L2范数): +$$ +L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} +\tag{2} +$$ +切比雪夫距离(L∞范数): +$$ +L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| +\tag{3} +$$ +此外,笔者还引入了高斯核函数$$K(x_i,x_j)$$,将原始样本$$x_i$$映射入新的特征空间变为$$\phi(x_i)$$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$$D(x_i,x_j)$$可以通过核函数隐式地获得: +$$ +\begin{align} +D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ +&=K(x_i, x_i) - 2K(x_i,x_j) + K(x_j,x_j) +\end{align} +$$ +这三种距离的控制主要通过`dis_function()`函数实现: + +```python +def dis_function(x, y, mode='L2'): + d = y.shape[1] + x = x.reshape(1, -1) + y = y.reshape(-1, d) + if mode == 'L2': + return np.linalg.norm(x - y, axis=1) + elif mode == 'L1': + return np.linalg.norm(x - y, axis=1, ord=1) + elif mode == 'L_inf': + return np.linalg.norm(x - y, axis=1, ord=np.inf) + elif mode == 'Gaussian': + gamma = 1e-3 + var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) + return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) +``` + +为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$$\Sigma$$扩大为原来的两倍,实验结果如下: + +| 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | +| -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | +| 1 | 23 | 84.25% | 17 | 84.50% | 15 | 83.88% | 17 | 84.50% | +| 2 | 19 | 82.63% | 19 | 82.50% | 15 | 82.38% | 19 | 82.50% | +| 3 | 21 | 83.23% | 21 | 83.50% | 15 | 83.63% | 21 | 83.50% | +| 4 | 19 | 85.25% | 19 | 84.63% | 21 | 85.00% | 19 | 84.63% | +| 5 | 13 | 85.50% | 15 | 85.88% | 23 | 85.88% | 15 | 85.88% | +| 6 | 21 | 82.75% | 7 | 81.13% | 13 | 83.13% | 7 | 81.13% | +| 7 | 13 | 83.38% | 15 | 83.38% | 19 | 84.13% | 15 | 83.38% | +| 8 | 11 | 82.87% | 13 | 82.63% | 17 | 82.26% | 13 | 82.63% | +| 9 | 21 | 84.63% | 23 | 84.75% | 9 | 83.63% | 23 | 84.75% | +| 10 | 27 | 84.00% | 29 | 83.50% | 23 | 83.38% | 29 | 83.50% | +| **均值** | **18.8** | **83.89%** | **17.8** | **83.64%** | **17.0** | **83.72%** | **17.8** | **83.64%** | + +可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 + +### 5、归一化 + +下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: + +| 序号 | k_without_normalization | Acc_without_normalization | k_with_normalization | Acc_with_normalization | +| -------- | ----------------------- | ------------------------- | -------------------- | ---------------------- | +| 1 | 5 | 93.50% | 5 | 93.63% | +| 2 | 25 | 94.63% | 29 | 95.00% | +| 3 | 27 | 94.50% | 25 | 94.13% | +| 4 | 9 | 95.50% | 19 | 96.38% | +| 5 | 25 | 94.50% | 23 | 94.63% | +| 6 | 9 | 94.88% | 9 | 94.75% | +| 7 | 9 | 93.13% | 9 | 93.50% | +| 8 | 19 | 93.25% | 21 | 93.13% | +| 9 | 5 | 95.50% | 9 | 94.75% | +| 10 | 17 | 93.25% | 19 | 92.63% | +| **均值** | **18.8** | **94.26%** | **16.8** | **94.23%** | + +从现有的实验结果来看,标准化并不能明显地提升KNN分类器的准确率,其是否有效还需要进一步的探究。 + +## 五、代码使用方式 + +```bash +python source.py g # 生成数据集 +python source.py d # 展示数据集 +python source.py # 训练和测试 +``` -- Gitee From 006f8bb8d0285b89fc913b7e7d577ec5f6a22c26 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:22:48 +0800 Subject: [PATCH 21/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index 34294ed..eb61b67 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -84,13 +84,13 @@ $$ $$ \bar{X}=\frac{X-\mu}{\sigma} $$ - 其中$$ \mu $$是训练集的均值,$$\sigma$$是训练集的标准差。 + 其中$ \mu $是训练集的均值,$\sigma$是训练集的标准差。 2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 -`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$$X_{new}$$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$$X_{new}$$的类别。 +`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$X_{new}$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$X_{new}$的类别。 ## 三、实验结果分析 @@ -118,11 +118,11 @@ $$ ### 1、数据集间的距离 -在保持前文生成数据集方差不变的情况下,笔者修改了$$\mu$$的取值,从而可以控制分布之间的远近关系。 +在保持前文生成数据集方差不变的情况下,笔者修改了$\mu$的取值,从而可以控制分布之间的远近关系。 1. #### 缩小分布之间的相对距离 - 笔者将原定的$$\mu$$参数缩小为原来的$$1/10$$,分布之间的距离更近,如下图所示: + 笔者将原定的$\mu$参数缩小为原来的$1/10$,分布之间的距离更近,如下图所示: 训练集: @@ -198,7 +198,7 @@ $$ 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 2. #### 增大方差 - 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: 训练集: 训练集_更分散 @@ -260,10 +260,10 @@ L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} $$ 切比雪夫距离(L∞范数): $$ -L_{\infin}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| +L_{\infty}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| \tag{3} $$ -此外,笔者还引入了高斯核函数$$K(x_i,x_j)$$,将原始样本$$x_i$$映射入新的特征空间变为$$\phi(x_i)$$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$$D(x_i,x_j)$$可以通过核函数隐式地获得: +此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: $$ \begin{align} D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ -- Gitee From f2a0a09420dfe8bcf71c010bc225471720cfc716 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 15:27:43 +0800 Subject: [PATCH 22/23] =?UTF-8?q?=E5=85=AC=E5=BC=8F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/README.md | 679 +++++++++--------- 1 file changed, 343 insertions(+), 336 deletions(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index eb61b67..f1e2cc5 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -1,336 +1,343 @@ -# 课程报告 - -这是一个有关KNN模型的实验报告,我的代码保存在source.py中。本次实验使用了**numpy**库作为数据分析的工具,基于**matplotlib**库进行数据展示。 - -## 一、数据集的生成与划分 - -笔者采用以下参数产生四个不同的二维高斯分布数据集,每类使用不同的标签标记,这四组数据集分别是: - -+ 第一类数据,数量为400个,标签为0: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -35 & 0 \\\\ -0 & 23 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} -13 & 4 -\end{array}\right] -\end{array} -$$ - -+ 第二类数据,数量为800个,标签为1: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -12 & 1 \\\\ -1 & 35 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} -1 & 14 -\end{array}\right] -\end{array} -$$ - -+ 第三类数据,数量为1200个,标签为2: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -33 & 5 \\\\ -5 & 9 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} --8 & -3 -\end{array}\right] -\end{array} -$$ - -+ 第四类数据,数量为1600个,标签为3: - -$$ -\begin{array}{l} -\Sigma=\left[\begin{array}{cc} -25 & 6 \\\\ -6 & 18 -\end{array}\right] \\\\ -\mu=\left[\begin{array}{ll} --15 & 10 -\end{array}\right] -\end{array} -$$ - -将这四类数据集混合后打乱次序,将其中的80%(3200个)划分为训练集,20%(800个)划分为测试集,可以形成以下图像 - -这是我生成的训练集: - -训练集 - -这是我生成的测试集: - -测试集 - -## 二、KNN模型 - -笔者的KNN模型包含5个属性和2个方法。 - -三个属性分别为*k、data、label、mean、std*,其中*k*用来记录模型选择的近邻个数,*data*用来保存训练集的输入,*label*保存训练集的标签,*mean*记录训练集的均值,*std*记录训练集的标准差。 - -两个方法分别是`model.fit()`与`model.predict()`。`model.fit()`方法主要包含以下步骤: - -1. 进行标准化处理: - $$ - \bar{X}=\frac{X-\mu}{\sigma} - $$ - 其中$ \mu $是训练集的均值,$\sigma$是训练集的标准差。 - -2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 - -3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 - -`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$X_{new}$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$X_{new}$的类别。 - -## 三、实验结果分析 - -笔者进行了十次实验,采用了不同的随机数种子产生不同的二维正态分布集合,这十次的实验结果如下: - -| 序号 | K | Acc | -| :------- | :------- | ---------- | -| 1 | 5 | 93.63% | -| 2 | 29 | 95.00% | -| 3 | 25 | 94.13% | -| 4 | 19 | 96.38% | -| 5 | 23 | 94.63% | -| 6 | 9 | 94.75% | -| 7 | 9 | 93.50% | -| 8 | 21 | 93.13% | -| 9 | 9 | 94.75% | -| 10 | 19 | 92.63% | -| **均值** | **16.8** | **94.23%** | - -可以看出,k取值存在选取大值的倾向,10次实验中仅有一次k值小于等于5,共计4次小于10,其余实验k取值都在19以上;准确率能够达到92%以上,比较高,说明KNN分类器模型的确能够对数据集进行正确分类,而分类错误的样本主要集中于不同*label*数据集间的交叉地带。 - -## 四、修改数据集进行实验探究 - -下面,笔者将通过修改生成数据集之间的距离、方差、数量以及计算样本距离的方式和归一化与否来对KNN模型进行探究。 - -### 1、数据集间的距离 - -在保持前文生成数据集方差不变的情况下,笔者修改了$\mu$的取值,从而可以控制分布之间的远近关系。 - -1. #### 缩小分布之间的相对距离 - - 笔者将原定的$\mu$参数缩小为原来的$1/10$,分布之间的距离更近,如下图所示: - - 训练集: - - 训练集_更近 - - 训练集: - - 训练集_更近 - - 距离拉近后,不同分布已经重合到了一起,同样进行十次训练,其结果如下 - - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 27 | 43.50% | - | 2 | 27 | 42.25% | - | 3 | 21 | 41.86% | - | 4 | 29 | 43.25% | - | 5 | 17 | 43.63% | - | 6 | 29 | 42.75% | - | 7 | 27 | 41.38% | - | 8 | 29 | 40.00% | - | 9 | 23 | 44.13% | - | 10 | 27 | 41.88% | - | **均值** | **25.6** | **42.46%** | - - 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 - - - -2. #### 扩大分布之间的相对距离 - - 笔者将原定的$$\mu$$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: - - 训练集: - - 训练集_更远 - - 测试集: - - 测试集_更远 - - 距离放大后,不同分布之间没有重合,实验结果显示分类正确率为100%,k值均取1 - - -由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 - -### 2、分布的方差 -在保持原分布$$\mu$$不变的情况下,笔者修改了分布的方差进行实验。 -1. #### 缩小方差 - 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: - 训练集: - - 训练集_更聚集 - - 测试集: - - 测试集_更聚集 - - 同样进行十次实验,结果如下: - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 13 | 99.63% | - | 2 | 9 | 99.50% | - | 3 | 3 | 99.50% | - | 4 | 9 | 100.00% | - | 5 | 5 | 99.38% | - | 6 | 19 | 99.00% | - | 7 | 7 | 99.38% | - | 8 | 3 | 98.75% | - | 9 | 17 | 99.75% | - | 10 | 9 | 98.63% | - | **均值** | **9.4** | **99.35%** | - 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 -2. #### 增大方差 - - 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: - 训练集: - - 训练集_更分散 - - 测试集: - - 测试集_更分散 - - 同样进行十次实验,结果如下: - | 序号 | K | Acc | - | :------- | :------- | ---------- | - | 1 | 17 | 84.50% | - | 2 | 19 | 82.50% | - | 3 | 21 | 83.50% | - | 4 | 19 | 84.63% | - | 5 | 15 | 85.88% | - | 6 | 7 | 81.13% | - | 7 | 15 | 83.38% | - | 8 | 13 | 82.63% | - | 9 | 23 | 84.75% | - | 10 | 29 | 83.50% | - | **均值** | **17.8** | **83.64%** | - 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 - - -总而言之,数据集分布的离散程度会影响分类器的准确率,同一分布的数据越集中,分类准确率越高,反之越低。数据越分散,相当于不同的数据之间重合的可能性越高,因此更难进行准确地分类。 -### 3、数据的数量 -将每个标签下数据的数量降低为原来的1/10、扩大为原来的2倍,分别进行10次实验,实验结果如下: - -| 序号 | k(数量减少) | Acc(数量减少) | k(数量增大) | Acc(数量增大) | -| -------- | ------------- | --------------- | ------------- | --------------- | -| 1 | 15 | 95.00% | 5 | 94.69% | -| 2 | 1 | 95.00% | 25 | 94.50% | -| 3 | 5 | 92.50% | 13 | 93.88% | -| 4 | 3 | 93.75% | 21 | 93.56% | -| 5 | 27 | 98.75% | 15 | 94.88% | -| 6 | 19 | 93.75% | 23 | 94.06% | -| 7 | 3 | 96.25% | 29 | 94.50% | -| 8 | 5 | 93.75% | 13 | 94.63% | -| 9 | 3 | 90.00% | 17 | 93.63% | -| 10 | 11 | 98.75% | 15 | 95.19% | -| **均值** | **9.2** | **94.75%** | **17.6** | **94.35%** | - -可见,在一定范围内,数量的改变并不能影响模型的准确率,但是通过实验发现当样本数量增大时,KNN模型的速度会变慢。 - -### 4、样本距离计算方式 - -下面,笔者分别采用以下距离进行实验: - -曼哈顿距离(L1范数): -$$ -L_1(x_i,x_j) = \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}| -\tag{1} -$$ -欧氏距离(L2范数): -$$ -L_2(x_i,x_j) = ( \sum^{n}_{l=1} |x^{(l)}_{i}-x^{(l)}_{j}|^2 )^{\frac{1}{2}} -\tag{2} -$$ -切比雪夫距离(L∞范数): -$$ -L_{\infty}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| -\tag{3} -$$ -此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: -$$ -\begin{align} -D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ -&=K(x_i, x_i) - 2K(x_i,x_j) + K(x_j,x_j) -\end{align} -$$ -这三种距离的控制主要通过`dis_function()`函数实现: - -```python -def dis_function(x, y, mode='L2'): - d = y.shape[1] - x = x.reshape(1, -1) - y = y.reshape(-1, d) - if mode == 'L2': - return np.linalg.norm(x - y, axis=1) - elif mode == 'L1': - return np.linalg.norm(x - y, axis=1, ord=1) - elif mode == 'L_inf': - return np.linalg.norm(x - y, axis=1, ord=np.inf) - elif mode == 'Gaussian': - gamma = 1e-3 - var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) - return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) -``` - -为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$$\Sigma$$扩大为原来的两倍,实验结果如下: - -| 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | -| -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | -| 1 | 23 | 84.25% | 17 | 84.50% | 15 | 83.88% | 17 | 84.50% | -| 2 | 19 | 82.63% | 19 | 82.50% | 15 | 82.38% | 19 | 82.50% | -| 3 | 21 | 83.23% | 21 | 83.50% | 15 | 83.63% | 21 | 83.50% | -| 4 | 19 | 85.25% | 19 | 84.63% | 21 | 85.00% | 19 | 84.63% | -| 5 | 13 | 85.50% | 15 | 85.88% | 23 | 85.88% | 15 | 85.88% | -| 6 | 21 | 82.75% | 7 | 81.13% | 13 | 83.13% | 7 | 81.13% | -| 7 | 13 | 83.38% | 15 | 83.38% | 19 | 84.13% | 15 | 83.38% | -| 8 | 11 | 82.87% | 13 | 82.63% | 17 | 82.26% | 13 | 82.63% | -| 9 | 21 | 84.63% | 23 | 84.75% | 9 | 83.63% | 23 | 84.75% | -| 10 | 27 | 84.00% | 29 | 83.50% | 23 | 83.38% | 29 | 83.50% | -| **均值** | **18.8** | **83.89%** | **17.8** | **83.64%** | **17.0** | **83.72%** | **17.8** | **83.64%** | - -可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 - -### 5、归一化 - -下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: - -| 序号 | k_without_normalization | Acc_without_normalization | k_with_normalization | Acc_with_normalization | -| -------- | ----------------------- | ------------------------- | -------------------- | ---------------------- | -| 1 | 5 | 93.50% | 5 | 93.63% | -| 2 | 25 | 94.63% | 29 | 95.00% | -| 3 | 27 | 94.50% | 25 | 94.13% | -| 4 | 9 | 95.50% | 19 | 96.38% | -| 5 | 25 | 94.50% | 23 | 94.63% | -| 6 | 9 | 94.88% | 9 | 94.75% | -| 7 | 9 | 93.13% | 9 | 93.50% | -| 8 | 19 | 93.25% | 21 | 93.13% | -| 9 | 5 | 95.50% | 9 | 94.75% | -| 10 | 17 | 93.25% | 19 | 92.63% | -| **均值** | **18.8** | **94.26%** | **16.8** | **94.23%** | - -从现有的实验结果来看,标准化并不能明显地提升KNN分类器的准确率,其是否有效还需要进一步的探究。 - -## 五、代码使用方式 - -```bash -python source.py g # 生成数据集 -python source.py d # 展示数据集 -python source.py # 训练和测试 -``` +# 课程报告 + +这是一个有关KNN模型的实验报告,我的代码保存在source.py中。本次实验使用了**numpy**库作为数据分析的工具,基于**matplotlib**库进行数据展示。 + +## 一、数据集的生成与划分 + +笔者采用以下参数产生四个不同的二维高斯分布数据集,每类使用不同的标签标记,这四组数据集分别是: + ++ 第一类数据,数量为400个,标签为0: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +35 & 0 \\\\ +0 & 23 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +13 & 4 +\end{array}\right] +\end{array} +$$ + ++ 第二类数据,数量为800个,标签为1: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +12 & 1 \\\\ +1 & 35 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +1 & 14 +\end{array}\right] +\end{array} +$$ + ++ 第三类数据,数量为1200个,标签为2: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +33 & 5 \\\\ +5 & 9 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-8 & -3 +\end{array}\right] +\end{array} +$$ + ++ 第四类数据,数量为1600个,标签为3: + +$$ +\begin{array}{l} +\Sigma=\left[\begin{array}{cc} +25 & 6 \\\\ +6 & 18 +\end{array}\right] \\\\ +\mu=\left[\begin{array}{ll} +-15 & 10 +\end{array}\right] +\end{array} +$$ + +将这四类数据集混合后打乱次序,将其中的80%(3200个)划分为训练集,20%(800个)划分为测试集,可以形成以下图像 + +这是我生成的训练集: + +训练集 + +这是我生成的测试集: + +测试集 + +## 二、KNN模型 + +笔者的KNN模型包含5个属性和2个方法。 + +三个属性分别为*k、data、label、mean、std*,其中*k*用来记录模型选择的近邻个数,*data*用来保存训练集的输入,*label*保存训练集的标签,*mean*记录训练集的均值,*std*记录训练集的标准差。 + +两个方法分别是`model.fit()`与`model.predict()`。`model.fit()`方法主要包含以下步骤: + +1. 进行标准化处理: + $$ + \bar{X}=\frac{X-\mu}{\sigma} + $$ + 其中$ \mu $是训练集的均值,$\sigma$是训练集的标准差。 + +2. 采用k折交叉验证方式,将训练集分割为k个子集(这里k取5),将其中一个作为验证集,其余的作为训练集。 + +3. 对KNN的参数k,从1开始逐步增大,寻找到在验证集上准确率最高的k,作为测试时使用的参数。其中k增大的步长为2,上限为`min(30, int(n * .8))`即取30与训练集数量乘以0.8以后较小的那一个值。 + +`model.predict()`方法用来预测新数据的类别,主要是先对数据进行标准化处理,再逐一进行预测,距离上采用欧氏距离作为度量,计算样本$X_{new}$与训练集中每一个样本之间的距离,从中选出最小的k个样本,采用投票的方式决定$X_{new}$的类别。 + +## 三、实验结果分析 + +笔者进行了十次实验,采用了不同的随机数种子产生不同的二维正态分布集合,这十次的实验结果如下: + +| 序号 | K | Acc | +| :------- | :------- | ---------- | +| 1 | 5 | 93.63% | +| 2 | 29 | 95.00% | +| 3 | 25 | 94.13% | +| 4 | 19 | 96.38% | +| 5 | 23 | 94.63% | +| 6 | 9 | 94.75% | +| 7 | 9 | 93.50% | +| 8 | 21 | 93.13% | +| 9 | 9 | 94.75% | +| 10 | 19 | 92.63% | +| **均值** | **16.8** | **94.23%** | + +可以看出,k取值存在选取大值的倾向,10次实验中仅有一次k值小于等于5,共计4次小于10,其余实验k取值都在19以上;准确率能够达到92%以上,比较高,说明KNN分类器模型的确能够对数据集进行正确分类,而分类错误的样本主要集中于不同*label*数据集间的交叉地带。 + +## 四、修改数据集进行实验探究 + +下面,笔者将通过修改生成数据集之间的距离、方差、数量以及计算样本距离的方式和归一化与否来对KNN模型进行探究。 + +### 1、数据集间的距离 + +在保持前文生成数据集方差不变的情况下,笔者修改了$\mu$的取值,从而可以控制分布之间的远近关系。 + +1. #### 缩小分布之间的相对距离 + + 笔者将原定的$\mu$参数缩小为原来的$1/10$,分布之间的距离更近,如下图所示: + + 训练集: + + 训练集_更近 + + 训练集: + + 训练集_更近 + + 距离拉近后,不同分布已经重合到了一起,同样进行十次训练,其结果如下 + + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 27 | 43.50% | + | 2 | 27 | 42.25% | + | 3 | 21 | 41.86% | + | 4 | 29 | 43.25% | + | 5 | 17 | 43.63% | + | 6 | 29 | 42.75% | + | 7 | 27 | 41.38% | + | 8 | 29 | 40.00% | + | 9 | 23 | 44.13% | + | 10 | 27 | 41.88% | + | **均值** | **25.6** | **42.46%** | + + 可见,这十次训练所取的K值更大,仅有一次小于20;准确率最高不超过45%,说明分布之间的距离较近会降低分类器的准确率。 + + + +2. #### 扩大分布之间的相对距离 + + 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + + 训练集: + + 训练集_更远 + + 测试集: + + 测试集_更远 + + 距离放大后,不同分布之间没有重合,实验结果显示分类正确率为100%,k值均取1 + + +由此可知,在方差不变的情况下,分布之间距离越近KNN分类器的准确率越低,距离越远准确率越高。这与KNN分类器的分类原理是分不开的,当分布之间距离较大时,待检测样本的周围只有同类样本,所以分类正确率较高,反之则会受到其他分布样本的干扰,从而降低准确率。 + +### 2、分布的方差 +在保持原分布$\mu$不变的情况下,笔者修改了分布的方差进行实验。 +1. #### 缩小方差 + 将方差缩小为原来的1/2,同一标签下内的样本分布得更加紧密,如下图所示: + 训练集: + + 训练集_更聚集 + + 测试集: + + 测试集_更聚集 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 13 | 99.63% | + | 2 | 9 | 99.50% | + | 3 | 3 | 99.50% | + | 4 | 9 | 100.00% | + | 5 | 5 | 99.38% | + | 6 | 19 | 99.00% | + | 7 | 7 | 99.38% | + | 8 | 3 | 98.75% | + | 9 | 17 | 99.75% | + | 10 | 9 | 98.63% | + | **均值** | **9.4** | **99.35%** | + + 这十次实验的k取值更小,仅有三次超过10,准确率更高,表明方差减小有可能提升KNN分类器的准确率。 +2. #### 增大方差 + + 笔者将原定的$\mu$参数扩大为原来的2倍,分布之间的距离更远,如下图所示: + 训练集: + + 训练集_更分散 + + 测试集: + + 测试集_更分散 + + 同样进行十次实验,结果如下: + | 序号 | K | Acc | + | :------- | :------- | ---------- | + | 1 | 17 | 84.50% | + | 2 | 19 | 82.50% | + | 3 | 21 | 83.50% | + | 4 | 19 | 84.63% | + | 5 | 15 | 85.88% | + | 6 | 7 | 81.13% | + | 7 | 15 | 83.38% | + | 8 | 13 | 82.63% | + | 9 | 23 | 84.75% | + | 10 | 29 | 83.50% | + | **均值** | **17.8** | **83.64%** | + + 这十次实验的k取值变大,准确率降低,表明方差增大有可能降低KNN分类器的准确率。 + + +总而言之,数据集分布的离散程度会影响分类器的准确率,同一分布的数据越集中,分类准确率越高,反之越低。数据越分散,相当于不同的数据之间重合的可能性越高,因此更难进行准确地分类。 +### 3、数据的数量 +将每个标签下数据的数量降低为原来的1/10、扩大为原来的2倍,分别进行10次实验,实验结果如下: + +| 序号 | k(数量减少) | Acc(数量减少) | k(数量增大) | Acc(数量增大) | +| -------- | ------------- | --------------- | ------------- | --------------- | +| 1 | 15 | 95.00% | 5 | 94.69% | +| 2 | 1 | 95.00% | 25 | 94.50% | +| 3 | 5 | 92.50% | 13 | 93.88% | +| 4 | 3 | 93.75% | 21 | 93.56% | +| 5 | 27 | 98.75% | 15 | 94.88% | +| 6 | 19 | 93.75% | 23 | 94.06% | +| 7 | 3 | 96.25% | 29 | 94.50% | +| 8 | 5 | 93.75% | 13 | 94.63% | +| 9 | 3 | 90.00% | 17 | 93.63% | +| 10 | 11 | 98.75% | 15 | 95.19% | +| **均值** | **9.2** | **94.75%** | **17.6** | **94.35%** | + +可见,在一定范围内,数量的改变并不能影响模型的准确率,但是通过实验发现当样本数量增大时,KNN模型的速度会变慢。 + +### 4、样本距离计算方式 + +下面,笔者分别采用以下距离进行实验: + +曼哈顿距离(L1范数): + +$$ +L_ 1(x_ i,x_ j) = \sum^{n}_ {l=1} |x^{(l)}_ {i} - x^{(l)}_ {j}| +\tag{1} +$$ + +欧氏距离(L2范数): + +$$ +L_2(x_i,x_j) = +(\sum^{n}_ {l=1} |x^{(l)}_ i-x^{(l)}_ {j}|^2 )^{\frac{1}{2}} +\tag{2}$$ + +切比雪夫距离(L∞范数): +$$ +L_{\infty}(x_i,x_j) = max_l|x^{(l)}_i-x^{(l)}_j| +\tag{3} +$$ + +此外,笔者还引入了高斯核函数$K(x_i,x_j)$,将原始样本$x_i$映射入新的特征空间变为$\phi(x_i)$,在新的空间内进行距离计算。实际上,通过核函数,可以不用直接转换样本的坐标而隐式地计算样本在新特征空间内的距离,因为在新的特征空间中,两个样本点之间的距离$D(x_i,x_j)$可以通过核函数隐式地获得: +$$ +\begin{align} +D^2(x_i,x_j)&=||\phi(x_i)-\phi(x_j)||^2\\\\ +&=K(x_i, x_i) - 2K(x_i,x_j) + K(x_j,x_j) +\end{align} +$$ +这三种距离的控制主要通过`dis_function()`函数实现: + +```python +def dis_function(x, y, mode='L2'): + d = y.shape[1] + x = x.reshape(1, -1) + y = y.reshape(-1, d) + if mode == 'L2': + return np.linalg.norm(x - y, axis=1) + elif mode == 'L1': + return np.linalg.norm(x - y, axis=1, ord=1) + elif mode == 'L_inf': + return np.linalg.norm(x - y, axis=1, ord=np.inf) + elif mode == 'Gaussian': + gamma = 1e-3 + var = lambda x_i, x_j: np.exp(- gamma * np.square(np.linalg.norm(x_i - x_j, axis=1))) + return np.sqrt(var(x, x) - 2 * var(x, y) + var(y, y)) +``` + +为了使采用不同距离的分类器具有区别性,笔者将原数据集的参数$\Sigma$扩大为原来的两倍,实验结果如下: + +| 序号 | k_L1 | Acc_L1 | k_L2 | Acc_L2 | k_L∞ | Acc_L∞ | k_Gaussian | Acc_Gaussian | +| -------- | -------- | ---------- | -------- | ---------- | -------- | ---------- | ---------- | ------------ | +| 1 | 23 | 84.25% | 17 | 84.50% | 15 | 83.88% | 17 | 84.50% | +| 2 | 19 | 82.63% | 19 | 82.50% | 15 | 82.38% | 19 | 82.50% | +| 3 | 21 | 83.23% | 21 | 83.50% | 15 | 83.63% | 21 | 83.50% | +| 4 | 19 | 85.25% | 19 | 84.63% | 21 | 85.00% | 19 | 84.63% | +| 5 | 13 | 85.50% | 15 | 85.88% | 23 | 85.88% | 15 | 85.88% | +| 6 | 21 | 82.75% | 7 | 81.13% | 13 | 83.13% | 7 | 81.13% | +| 7 | 13 | 83.38% | 15 | 83.38% | 19 | 84.13% | 15 | 83.38% | +| 8 | 11 | 82.87% | 13 | 82.63% | 17 | 82.26% | 13 | 82.63% | +| 9 | 21 | 84.63% | 23 | 84.75% | 9 | 83.63% | 23 | 84.75% | +| 10 | 27 | 84.00% | 29 | 83.50% | 23 | 83.38% | 29 | 83.50% | +| **均值** | **18.8** | **83.89%** | **17.8** | **83.64%** | **17.0** | **83.72%** | **17.8** | **83.64%** | + +可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 + +### 5、归一化 + +下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: + +| 序号 | k_without_normalization | Acc_without_normalization | k_with_normalization | Acc_with_normalization | +| -------- | ----------------------- | ------------------------- | -------------------- | ---------------------- | +| 1 | 5 | 93.50% | 5 | 93.63% | +| 2 | 25 | 94.63% | 29 | 95.00% | +| 3 | 27 | 94.50% | 25 | 94.13% | +| 4 | 9 | 95.50% | 19 | 96.38% | +| 5 | 25 | 94.50% | 23 | 94.63% | +| 6 | 9 | 94.88% | 9 | 94.75% | +| 7 | 9 | 93.13% | 9 | 93.50% | +| 8 | 19 | 93.25% | 21 | 93.13% | +| 9 | 5 | 95.50% | 9 | 94.75% | +| 10 | 17 | 93.25% | 19 | 92.63% | +| **均值** | **18.8** | **94.26%** | **16.8** | **94.23%** | + +从现有的实验结果来看,标准化并不能明显地提升KNN分类器的准确率,其是否有效还需要进一步的探究。 + +## 五、代码使用方式 + +```bash +python source.py g # 生成数据集 +python source.py d # 展示数据集 +python source.py # 训练和测试 +``` \ No newline at end of file -- Gitee From cb5f86e48c2296d745485dc55ef44d71fbfc7c59 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 20:44:29 +0800 Subject: [PATCH 23/23] update assignment-1/submission/16300110008/README.md. --- assignment-1/submission/16300110008/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/assignment-1/submission/16300110008/README.md b/assignment-1/submission/16300110008/README.md index f1e2cc5..e204f98 100644 --- a/assignment-1/submission/16300110008/README.md +++ b/assignment-1/submission/16300110008/README.md @@ -314,7 +314,7 @@ def dis_function(x, y, mode='L2'): 可以看出,在此数据分布下,不同的距离计算方式并没有产生较大的影响。此外,采用高斯核函数映射原数据所得到的结果并无不同,可见此情景下,高斯核函数也没有产生促进分类的作用。 -### 5、归一化 +### 5、标准化 下面是分别是在原数据集上进行的实验结果,区别是是否执行了标准化: -- Gitee
&F25=Q8v>+;cC0 zwbpfBMhjaY1keFrO_XZI(atj7wPRZLaTmrcC%&~tH-tJ;QKfSt2 zD`-P&SF=Ea2IQzw?e@}a--;43lNG3@5WPCrnFh=xDJDCbM}Zh~I(lj6zXao+9$`S- z@Vajr>bj1ZN_1S-_&AjNSqVFCRq@NIMO9&CCBNOO;z0f5x0QV5`}Zj#WV7ZEx5gDyN?1)P+p|Y^jh-uIk z?IMe5&+_v*CyK;VEIeKhkwi&sfWp@0RP$w{@tLtwExeK@^DNJe`$QjxWVX8rnkWS#HHkz1o& z6bcJ8t$(1c*y|!(Ye_2H9;SH_+%y*{x(}bef|2Z+d8^CF(F|aR4Nu=ldawh z0}HUMbFs0pe}tyIW2YLtg#4y_Fk8vV$*7?r>C|&<_p2w15c?iGKewiQ4{!Lv)7~t4 z`0lNac|#+;6F52B@UG&}z;R>;4%S?1YHAzqt{{{bd(HToT-P2)HN8kpNzv_!xGb8m zfv(|e^89Ue4E%mGutd$2v^splN$xtyK2 z|Mj)#&b@p0yqkQF_Ip!>LJngx$5RBXnW4->F6yU;zQySspiA6@$yK?3|0hWK&nK`j zGYw1Em@#f!u#a@R_=SXapvM9tJwCo8H#>Vv2<`B!i+h#1(m||mhe=8JFBKKdlXczj sf7RswlVbZ@bCUg==KOzin=dCsU##9olvPJuM8MBInfua(Qig&50RypJR{#J2 literal 0 HcmV?d00001 -- Gitee From 6d524de15d368d2dbbcb059a4cf47a2fac11164b Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:17:31 +0800 Subject: [PATCH 06/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/img/.keep?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- assignment-1/submission/16300110008/img/.keep | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assignment-1/submission/16300110008/img/.keep diff --git a/assignment-1/submission/16300110008/img/.keep b/assignment-1/submission/16300110008/img/.keep deleted file mode 100644 index e69de29..0000000 -- Gitee From 1554d2062b4ce50d453fb335da4b82a10f72f862 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BC=A0=E6=B1=89=E4=B8=89?= <8825323+zhanghs16@user.noreply.gitee.com> Date: Tue, 30 Mar 2021 00:17:36 +0800 Subject: [PATCH 07/23] =?UTF-8?q?=E5=88=A0=E9=99=A4=E6=96=87=E4=BB=B6=20as?= =?UTF-8?q?signment-1/submission/16300110008/img/img?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../submission/16300110008/img/img/test.png | Bin 44575 -> 0 bytes .../16300110008/img/img/test_close.png | Bin 52847 -> 0 bytes .../16300110008/img/img/test_divide.png | Bin 52542 -> 0 bytes .../submission/16300110008/img/img/test_far.png | Bin 32335 -> 0 bytes .../16300110008/img/img/test_gather.png | Bin 37809 -> 0 bytes .../submission/16300110008/img/img/train.png | Bin 46509 -> 0 bytes .../16300110008/img/img/train_close.png | Bin 58475 -> 0 bytes .../16300110008/img/img/train_divide.png | Bin 56336 -> 0 bytes .../16300110008/img/img/train_far.png | Bin 33049 -> 0 bytes .../16300110008/img/img/train_gather.png | Bin 43581 -> 0 bytes 10 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assignment-1/submission/16300110008/img/img/test.png delete mode 100644 assignment-1/submission/16300110008/img/img/test_close.png delete mode 100644 assignment-1/submission/16300110008/img/img/test_divide.png delete mode 100644 assignment-1/submission/16300110008/img/img/test_far.png delete mode 100644 assignment-1/submission/16300110008/img/img/test_gather.png delete mode 100644 assignment-1/submission/16300110008/img/img/train.png delete mode 100644 assignment-1/submission/16300110008/img/img/train_close.png delete mode 100644 assignment-1/submission/16300110008/img/img/train_divide.png delete mode 100644 assignment-1/submission/16300110008/img/img/train_far.png delete mode 100644 assignment-1/submission/16300110008/img/img/train_gather.png diff --git a/assignment-1/submission/16300110008/img/img/test.png b/assignment-1/submission/16300110008/img/img/test.png deleted file mode 100644 index d134664a436ac258eae767ab0245d0a6af0753fe..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 44575 zcmeGDRZtvn^fd|(gS)#+kOU1b0fGz=+}(9>2=4Bl1PE@yU4l!10D<7{?(PIV&F}xd zZ+%r?ox5{$s?NpK^z?N1BfX!!*V=nMkxB|u=qMy8AP@*$Mp{Az1Of+uKrm}a2*4Tc z@ue-`i{C|3%SF|}!o}U#*&HNq?BZza;9?6kp>i{K{tR`n=Vaw%3|*KAMPPUF#m_ir|+T>R?wyAR6hy=x*0WU6=cn<)~Fyeh?K^ zI@?f@ko-yzElQ1;U@9(#Q!Cgh!c%v|(Qj#C8E#kWz$qjdPDT*&>z@;7D57G(e+gW{-~`|gYP#W^|L>Cj_svU; z+dELU#|CnSQy=lb(2%%+0Yy}F^!Z8aDZ;9Qt!?jAiR$~8CeV#w(F?Ss==7tGeqj#yFwpC8HVbLT>thlJ;~s<Ur7k_{EQZDG?Cj1) zJA5BD9+CfB$45o_s9n;Jej;gUX^u16mbv2L7+S4vc4zIGg6<}#EA7C9%q)q#d-pE& z#C+j@n*HXc3(IFS!>s3X{(En^mG|J_;C1?qmRnr48m#g4SPAW$))C~gg~>xhLje=& zVQE|n+So8zM|kaZNW#xgt@r`ozI|&tX*pEV&_GBT3gsN(gDumj=$0hZhXZ-+<%X|0 z@;Uy-*USM1VA>b+YcpOXYfByX_4eNE`U{wP(yCch;J$?gox)(i{Uq>!vsa-Su+skx z>VJErIH04znPY-Z%(+V@#{%%)5yE{2EMLYS1AOWN^p7yWpLUVt4lwU5K`XHRhC_!i zG5R31CN9rInvi;?R4_fz+3vW;fRrj!LVwU23u;@(X2n){G}gqMEhA zE^dph|*KHJmv-`kcu|ptZK>Nu=j!cdR9tvP!zTn`gs6*NQ3_F{H@e)6H^yG3nN@*G`JfpA%F&BdmRJd~9f==$eD? z3XuKM$SQ_ZgIySaOf6yDuiG^=8yYPFI!lH(SUuNpo{>bN<`I8=HKJ62 zS&b32*Lk!fdz}&(Ft>kVVkf&MCi$Ij*GYUpl_C10ys-?D3{^P{5SggP&Wv~6 zysAeMu#(J({^!iG&90lye`mn;x-fhWD?(`G0(ii>W_et6P-OpG5>$!NAn%Hw?_ObWtGu1+@Zs)sKGVIs1e6PO5cpp!8LKYtQ{ zl(e*nZthoKp52*sf1&{%0+(K{i}LvlacgU z+Reuo!AMiYHxU)UOA~`jFw@p}&@9&HFdxKgdpK#myW5O+>PBX;vcG+PI5hoz!%7lR7z#2suf5itnb`^It=M)bv=ty8bx{z#pm>Df~udYYX6A z^}&6$NH#V^5D*<*j^?me{a-#9c&x+6kn&>ax48V$H1rK!v~NWR;*{_R-)0P5RaSyq zm`TmWg)35lfVxU{jZQfoYT3AaooiTtQwj%l2-1YT4d{)`^55%u%k19;GGD44R)zIG z4|C6T_zE5z9s*H}?Q!(w5!3JGVHLH=O528rR`S_b7bq5~X)2|AsZ@_!*p3`Y`syrA2)$y-HE6Z>1%xYEVle0m(EnTg=k&?a z8s0ZbQ+X`0z{%K&lh_<&YPu4}#PR{IN}N9n=gH5{QQ;dulW!wtyP zh5xxz4`ZS~VpK`nw@^y)b0s(|7O?7+`1mQTn?D{AOw$AH(`XT-1?Ynel^hJNm~>lp zS)e#EWldM{0M@+#)0o5r)G5OI=d0Jonc+E%8Szwzv81tph90ufVS zF1e4289<>pnvjj4<;3#SO149as03Sy8(L=MU?^(AfG*Sd) zRZ`pq9R6zca!t~JY=mW^lhyEi=_PF?<^5XkZg6`xd+9X>4#Offf=ft%qk8ZuZt|zd z;qj14hLI8b{dAci=*2bp>lk@ingA?<*~Cm0b>#!I7{u~Ph=g~;yiy*?7`RVj>}-Bl z`PH!!vutl$-5p)_vP97#R7fXJ-H)F3^#}e)f$M9BN}ewOH@1=R;(b1ztU`N~KbMMN zc^xT82ZN&CRdAvYh(7Fgg6!wyM!oWZvu6HxJYFSBKaHZ3;`~BG>WzW;ECV85ZkcZ( zhXw=D?YwR?n}pQr4t(#s(ark(C!^hXRYC$65I_>(57qz7prlFU+vU3Iml-GwHqipw#9NeQ_fZpA zY43iyx0*w$Y*Bd8|8qGEZ9oWJMB9YQm5&F<`=xbg3tA)T2TB7u$}SgCF3I#s^`b-G zAhnqPuKpU1Eh>g1Z2)C*mWtn@OK_2N=?Mi+}<{Q>M<^T%aq$ z%?!h=+twN~pU}|QDhK-GFeu$bUC&nf^ZEk#__?ONH6H>oyxBQS*!o6qi zPxy)tX+YnYyLNfujpWWyr#cdRg^x(|^FGvwCnc=A<-aU&m(SClGt9xG6&FTHjeuLO zR8MQs@l!He;Qex;e7$jcVmj-W=>RSWN+q7{Bk8zN6gm_Q9s7ju&J6PD4{*Ju^k=D( z%K7Qo^#f*|s9BLQcM(Tyf&dtd&UzD1Uc!6VoWv}zRTjh!Pkr-Wh~V+=&-O6FzHlu! z9D@VRYISkcA#`~6Ae;%5{s!zd4{|FruBIP(;0K3HgwuoRNd1J35(e|)=uWEl)$7Vc z-iX#Q8MGk<_<(12xcR5#^wPFRPepa716VWFgDsANpJC4CE#T$--vu#WTqj$s zRg{1!yVyK7A`(A`B-953gL&;+(wKl!gHAgDKDyoo9#=u8p76oLQYM1gBzgJ!064^e zfRK>`Hy0+-L#6}Yl6NG=lB~dX75PW{Jz1&S?oI{?2Za={#DH*cJ_^L!L?8Jad+ZpI zJ(=h(=!J(&1p+4f*>4k47H^dOIjIRjO!__GGbBRI;%#KZ;3IW*-;rT-`L|V;w<}60 zABgI{eLHms(ru?QErngaESbw#ZNh%<9OoARG;z!WFZ6!{Nhas!B1%+?@?=w3_m-MD zE1Nb@)YPi!!{`Ws$(!SDf%9fi=nWJ+=~{`zt+8>D(Q8#~5HJ+~O_|WEFb9`A6^P&$ zVTDjzhQT%O>hAf$3Pv0W+6i`iy1z~paDB^TzZ7x1;*HrKM=lP9G6C@*cyY;X(az)H zxbYm|R7Svce2!}%zx&B-dZ%f+Wf@>(_PaJyeNKBJ@*Eomh-rUYS~DuUQXiO}k*N1M zQBKx=1;1h{AUHcc|J%(6&<8*cdS2t(yQ(%E(Al#4>U#a8LQfbvDZ5E8Qje+gSG1Zh zX0dr?tM$adV7S^1Pk+cRo=V_#VqW+QLwYRJ$DOAFVs;sZWDoM1L%%lql^@Ywxps09)w3g00s%aJboqe0;37TejyNCmZ8NxGwe%JUuxcNMu_j8b2&XjAX3j2DUSys);VoRGq_V4T#8f2}!TcyT{ z-8vv9QVh&0Rx6c3l^>$fL{TJ06v!#PZ;!GR1M{c*7N52h)(TL;ZY&slqfTie^A zPtFy{q7t1UVQgffSVmr3p>Mi z1X%*s*fCoo2bqf+Di5HaTIS8yHc1`Y0&iFSDSaPq(7j*E>qf-FG03akju+N!1l>=1 z0UoZbrXpEr5n6H5D-jU*^wjLYND*pQ4V%LZf6N_}>_5x4-= zQ&ujtwS?$FXx?_vG@{O6g41Xm$Jo#(hF+082mM%$9<7+P9<-5Z4On3tp@arq=?)!{ zOG`^e`q@LUx54SAqSQjXw(0Z%=SLBZ0e%K^;a6Uxz1;wepal*N_85~w9GDnF9Ha9BwGGk z|L{9}{)mDGBRK-&u1T=PHeSiGqR=@U$Y^UI(YQ+F;ixW^3yK3;%MGUp>RIo?*VGFH z(g!iboCxtE&mKXVpB7L*NwBF*F+t@+Bu3CAmEP&ww_#^SMYABYz2kPX##K7{=@sc+ z7d@>btgJlaNaSIza>e7d@gC<*((Q$7;AR-PtdUB8fNbEGez1cgY{#Sb)dS6S=y`7x zh#`dTt6L^m;~_sn1T-)*(q|g~A*{6Y?bPh-CV=W^%U@_EFzcZ5%1&RVJ4FQ0c~3=B z(8Qt28^R8=)-2ifUJci~6AyvvbvZ1o)b=%b5*HUO;hkBF{wkbvm_-abI)dlCK?a&IyP;i#A*9`dk$nmq^L7JQnnm`JB+U3BhV{en?0 z7So_WYy4uh&r|7K&9GKE09~l-H(899h4u>N70Ih`^*JLKNE&*7=zP+Cmq{A^I(@HM zQQIzC2{sMv0x24_AH!3ErHPt4C_-&~I-(?8tw@n0S|rSPc*+Ek+D`kop{RchdIEjZ z^Fn`EEt~utqH3`S8W_!MMd0Q-U^2yD3rPqOg^`Xx*NWWJ#{UTEZS5PW#H-Vptua8+ z)^h0sIw_^3XB}CMjQY-6u0$M9{7~9mAX>Cm_fmsX~1*AwpAh^y2 zOh;sCW7CPX*&H3oag@1|mr+cV?{SrG*DVCzFFUWzDOV`s-q{>IcDY%XObzgNd?In} z#jCmOKYA&r4KS7Y6LvzX2t2JO)@>19PC9S=y(-UpMGc9B!=&?M0l(?EBL4Xv1o3^d zzsx+e0>Nlac&R_hQ|~Ywf3Jf56(1H_?ozOqK2(*ePZI*Y+Qhv{j?Y7O)2QqSo zPFH?pW||-HZ4k(~9#KS+VFaSE3GF9|D!)qtF53k-&;YS8T4vb%;SYw|IFEvqK)AW4 zVk2!A>*yKHpIcZ89~ z2O8+GJ=PT#Bx2GNK=kglIGCwK$2ADg_E9MooUz|XG(f;H+RPJMlCU)U5|%8AjqU1+ z7)LpTV)+Q3yMsfUEQDo6zk>_Y`MpO2gG+&MA3L=w$Lm_=v^3@lCI6zq7E(Zm7f>*4 z^!qdGc<%za4R0Q|n?*cv6@~@N293aQ%v(-VyNN$0TbEy*L{Cj>T7I)W^~TNDuv0yY z-A?1S>oj~JM}_s5`UmP$QUo#_Z-Ix&8%=*^O{AL$;Ga*G=jeaCVn>*nmOqFAVlzaI zX(Q!(!ML2E5AQ_OcrmbDq@sqZg9h$lAc}csUhR&}djE?}*QQL`k4Kd zEiPF&hY4w)QPB?_{D*3befsl}X6+Ux8j+;PMLbm5kuvkX>FC3X!r98^9Z!UG{f z=I*(!j~av;QW8Sba3#2AM5P78MjcSPQr8F>p8>w*7Rx$*0?kOVT^Dq5jFeqj<4`r_ z+`?uG{EwE5Ug~hP)W<}^o!`OqObU5@Y4ac7x0p6mt3+F=YyC@4SAOb_E`Hg=pB(&24sgoxeEI_Te=i}6SdYh0~k_o}jM9OQVXjl*$*?kit0jxxoG&7G8?Ki~B zHP%`slJz7kZ7bMkAA~;^@M43=k|lAtYSn=*G?inXl>5qj`e*@&7@_4lT}lG zt1(K4pA~X=s?AQ$b$%_K^!E?@J{>qE{`uDyl7PerlKEsxUz&Wxx^CvuUuw)_ZQby> z*<_qX?dkY?>TJ5>x&7}`R_BS(Eq1nNkm)(o+b*|C(8`^w%a+61w}UFo?`EU-0Ki2+ z5lxzifK2O@mgQN)f7xy?nk7#M=pcYN;>x7Cak(27nvWdpF(jUCsj!*O*}ET4;3DxL zg|y~DmkyHfbAA2!hL;o|;iu@qL-Vc{&p@m7agsfr*eeo>;zY9|HtJ)F|5}ikzUYhZ z30y2Jin+~7hWWg_(146xVv$#MN3Xi_!R|`?JEO+D$S}vDed`S~ z`kmD%2?knH88m1GIa->a4Us%%8~ARBio;MsOgcThE>_B)Fl(=9mURlKwE@7dc4KSYx4s66kap(j#0T zh`$MQNLY^kotc0laK5N0U~GjU41abf@q}r4Jn-s)5UN_N3Z^h9DD9EF9}?AI9aCd) zE7zJ~6lj(pB+uWiGK4p1{dI>$YY*lThFO=PVPf|*+rD}K*Vh|y(3&*3%GKT6^d|I^myYVn^n&+$A^KUX>+Uh z?c8mC*o*yv-xi11&F5#>&k;e}4Y8@Uw(m6TXKkLT3!ZxL*rAgJQMXwXVbB?+B(=I? zbyH+eD`HRjD2x4{=<6ezs*z_v!GLYdsomg{#XM~OO8%n|pU=RgVcBav}WDV5U z*U1v*KD{@?1^1#^yIOzeH+jf%<`}y+GwPugtyBIS_KRfNniS>|>(iTyPqO2lThfmYL5XKJk)r9tiKgW7meceQ z^kIe7!B0I?O-pkjrzx%L6e`he1_GGJRWDADotiHcj2*;`Px<#hTU@P!tRh6_F}cY8 zO33Ep63+{7x!8misOd>XQLtcpP2CZOIu-;d>AL%0>3%}bGuRB(V5m2FGWkl6!Tpy& z=3TTLq()lV{%6G^_5=m+lISq3klCax=vziJ^A}xhG>7x>4ciA?-Gx3^SIfsx&=^EO z>d9P9UKrrJny2q+*gf=K&d05+Y1nsmP+Z#{YL#oILzDCSPmLi`luP1m0}oEdO?x%s zAz(gxk_y+12oecV{XI#YUdFw`NZoi5v%Iw%dis1VGp$uI7kBggwx7zfe%+fWTHRPl zmDQ-JSn21L2C@42veoVz5@b!A7)P0W*nsWA75NgmE-xt86-zAsm7`GBy}kWmn!xL) zXB0eOZ-^VD-ixaIHHuAdC(PK^1I4ON9=+O9?zm9I4K=sQPACJo_ zWWo<_kz+tMWc{aWzomEkRwF5 z_G5c||ATIto=xP|lWqzh>kNN}vE!*t>^6s$YCmSq6(2uCQHjzYY146EdS$4tVCZzt z{te@?Qo9Th*>8&Aj>F&fUJfongljL}B&(yW5aAMr16hgH}hH>8d0 zyT6;3P08zrjZPTr3WaBp&&6pxbclZbt5UTwOgfR3XJ<_NrZ!es|RLa;X6nAG}19 z=pHY#U(me$CkkW|=$MX1=W0y9)M+KDSQRP`4b{9fHs-l)f0};!`}YmThuKaxGV)}% zr`yncb=CU3!x?;kYR1e~v3>1MO2ood3`4uv%9475u&`zNKSXD^Kvm^;IueRPjGugo zDr^pZjq00L(4H1igQ9Hy+%?i+s)j`I_e*i`g%`x%O|~E9O>ZFtlas=qDPWR1x5cKVlj<(<%pg1@@Jmjz%qY}EAGfi8JAr~YtH#h$!!q#zT0@jqKN&Nqf+7^q2 z#;N@7!@3UnJ~w2`R&xO4$Uo|M$e*#AdH=iBi~Hu~M&s^nx6QZ@KK|UxqON?TXdq(eu8tO@WP;AMLt}sVRt(BKF94QfHC^J$Y>V%ST@~9# z+O%odbw-L!%>9>Lr?pn!ii?X;O!72c0XDQUhnw0f#+vra(YX{-O}JY+xC0P4IGz6{ zJhcDv?Hhc2|Cbzm><{GydYhj1`ewx3qayKXyV;n!`NTu7X`lHIb*_!?S}on!^=(7u z>7$jf&FMdo4t>Ru?>Ql(T(U$s(vKP`?#U(3bh7fcKWwG$maN#PqvbTZ&U1MvRTffT z#Z(%4hKuk!Zr$!OL@0rDIk#}r=Hrg#Z6lH|aFFW|y5D&pH%KPU!ZNmt7~Ni6myL6~ z>iGFJF9&{sz!*L+-;qH|w&=VcvBi#Zmr+EqXDW2V^YUo$@bK1vYJP9_^A&>&cE%^s zBk@Vf$_7(>9@oA!{zgWiGVqIgCys)}_Pa`_C+Z_NcT4}x>{JfG$y`_|jN352d=UqL zAZk?cTCu=K7~-L?N$fo*gD7U@ov8f$_`j&Kwm>cDLP5-$vi0AhX3SDFq6s~F@)N`s zg3bRRmw1%^#57_Aynb#K^xyUR-NN$k_cv9ESN%9AdK4^UR|ESfF`0x|PUzu4RzdA= znz&pRE&TENDJ-{l*oNX*I@=!#{}3#1t41ax+P*mQ=-n)D44c`?-$C%G)qYQ2ubPFk z{enh7?yz?4)$^P%hjkuam*y6;zeHaGluSTYMf|jRn&{~~$mE(Xf_3r)E8FjaX1SO@ zkcNMj%;V~8LfFYy-GwbBUTQOl-4n?Lw@Z~9} ziwq^AGk?14-Iu&ub-65YJ3YLQhkxN_hH?3_ksX8+)jpGb0J5w%2|uyB44*Gje!U1k zT}=XF9m^cUPCu2-zQUCZC-l*-4^Pj=@(D!Xh1TbrOCahol*T^_vC zzT5&H!>MxbXjdiL|HVN1e~)hh8cE|uoh(wsd_MXg zd5r{1jlRijx%NBmkeY(`*KrK*Q}`_J*vb4ZWO__@kY*N`l-t%quyGI79b?H!k8Y;( zou9#5`YzaXMVvfr;-uDpeEf(%udd`WMQ5CCR`41^N;(nAnkk$x1sdktx(5={O29WCZE{JN18w?g_`t_jW&) z{-~ir0Mz$!no4it$?GgCX0R5HC(ja(H&yRCtYCx843!uw z9j4%kS&|)Mlc?h#cOM_c5!mJJ49i^I(T4OwS}S0LoVSo(1w;RpnB7iSVu1r=K)b^S zoIh#1RIpuY!WMZvgPp0=j~-%eMSFU;k>KUVCow%V5(y~UfyDa3?%0FOL zU}#w_GgMe>cCUnr@4Xhs3_CI6g1|j?Llz@3wQ1O~Q8Vo?9sA0kmFJXXHMEOZp0oC< zi6|rr%BByt#cJ$$9FmY?lXYUN0gkj#%m+}oyk(TGQQ-$P%Pdd&5ur;tP}kM|q|?rK z%Z)7WlR!Wz_FB@GWoyS{$o6^vDjs^3Gu`dw#}lo~vbQ`tg6k|KZIH^c3<=(VCENDV zI5;qQlU{rFIMg%F8Tf(X^&t5Wp8WgwJz@8_bxZ4#@)#VOJZ0rmU5EL}Cfv=oxxA&L z;#smYQ@8M4@C&&svd(OqvxVr9q{*!9N=Uv5hMg5!MQuFJ6CRWckjp^%Q27w}WR=ho z1vtut11v25T9YdtFU39jfRGf&Av)gm_Onkb&0;3oY-=+8*fsMTgGSI{nna7{^oLGkJZn0VLW7x6gb|I$<1L@+Th&j`8k zg@2sO6850Mzv_&8-zFtQ5Q4;i5es!_q-n2tSo|%FB@q`JMJ+ZI@8K>R+wLPxobK$b zL{gV1n*0{uj>|woF{uW}4$-h@>se}a2WSPyPb4FDl)~v$6Wrzx0WY37#Ue;#j~I83 ziT_M9&QaI?+Vs#mLC~22x~M>mctwJ7w1`LH^t6NiWnA$aBMr43oNy;G44qSVHNSWg zP)`(ESGLsIgOsZg5=3~AdtJy(wOy1No2k_IDP4MSTIQHMgN^H;)aSEa1{F3|zgO9( zk|50(PqUTda@x@fLNa)!h;IFoutIZfttj7CCdaQUM9l#7|@f4ORv#><(|7?M|9ubkL?SkAE;lz@n ziGz2w{=8$691SOw;#S>r+DnuQ70{BLOfBty$JYN0ZJamdsR--ij+tInYQ}K2nMI&? z(|a$RN`U}J;%-L#Pox!R#a%NG$Z#~tIVtz-Cnzmdp|T3r@z%0xPmyHTj_H?k6>dTP zB99(p#I!ATz`tYK6W#@pqYj^DlaBMzCUsw*AR1&AuWZ$vJkPkMLL*SlDd_-79FUWe z1JZLq>IiZyIMhRN<3=nLodhJ4T1L~u+mLa~DJ6acPuo{@d5o!G8w?R#rojt%Hb^w~ zYzNVbP=-@@;vt?i!M;{2E63lM{A72-F?Htv;X9$`EHWWvHqi5_U|R|NJA+v({tL9l=|q?I*TYgbP_++T82!`gs9rp``!zk!i`9%zZPRif=e=$ye1iK zaCbQPYbL&&{$i~~Ahu89Fz2xM&DvOgd>YSI9H|C_y4Cc!=McEgW3(Cm?kaI^hMqq_ zokIe5^v?5YH=;RE5(8;G(H&MdCAF>xS>CvgACMLTDuG^{Po}{dBn>}W-qHi_W;WMV zLHX-IL4=}l?YX9A_>W4vb6(qREy+;p5Y3O@J(AqdwE$y^s^m5Lm(g78aYn7i>PIBS zV;iGrJ$H&Kk^9vO53Bf#;L~8&Ds`R=w^xO(6a(V3tv`B`vrNvH*|)XNZRX+%#Dq_2 zxu@Aw`u8xCKM~W+{O(=4?ti0Qq0tq{cd@P!Nzby0uhVU|d&A#S5rXXKJ%cR_nEkIr;E7DWb%R=d-OO^11S7U%dG*+?Gv!DkD$fdN(dp z=Ih)zx31y*T3K46XV>d3WAx43UCvV3ot9=G=}<#p@(Sqo?;kNju|-Wt#t|?rKjvCz zYK1LUyn6;TF{ZP7H~_&^u8aE%fOfa z9-#IVR>_wJo3ZP@)vk4CuP}2ET~dinFNK} zU)?JzcDJ&5wMgR$YQjk*Dfh}dg9!hkNlet5_zp-1iojMOxty2ATB}-9vPd$h(+7hV zuD`a>Rr2@lrqrxI^mu$;^s~Kt2Apjl7ZP?LcR(+f1&NSeN(`_0S^4&NLLDgt(K$^v z97FT%^CzyDxQ4zKru`9Vl&V$&z}Ba(bT$H=9bD`@Og{Gb(I@MSTs)k_4`U3l+j%dQ zN+cT#3EoEwZQa<06x<%3YqG)q@SmuOfo?}x1_q`ePK?VN)MYbgv{AsE-|o|n?_N-V z3_5s}I^CbiVQQdn1)yW(1$V&U8({J;ZydMd_ zomASsa%WS-H0<(_0!qBsF^~$?hp5u!tpwIG_fIW>WKdknEX+e)$1Iwb!}52h_PjP@ zi@p4`S}vD=|nWv{{MIflVZ~Uh!kcm% zfTWhRSW&~#v$Py&K}h?})R}Jd#R5c5`zOAl9%l$m0v0(VXc8@PL4X#G@`fNbKvH#x zgLdc)pd7n(qhii{CM^V_qHAuQ?v>lc1({@CSITBj#UfifrcNT7R&;aq)QuxGa7k-&E#4tk2`n*uhG7Yy{6(}P!-0!!1<`8m1Gh+PP)p*ly z-<(9$&FJQ$s2gW$2`sHbVXu zMtY=J%S_BP&tl3g-x}Jmq(+pE;|RpQr-DUCZ5I*4S*|^Sq;0dqDVF`mM3}GBJSLa+ zU!J2v3b129g~&7wt`;iUo5YO)h0|DB8vZzN>9p2JU_$>i5yX}+{3M864e>QBqSc3$E*78Bm z%!MDHMcv?O&s78@Y$)u8rZa!yf%-lr%CqRe{0ld3&8bvC6zGiPw*;^!X;H#1v-S zWK>f>H0mE}y(KT|Vz%@d#YxA`x{^^2q$Yf0wx7>i-J6?kO{^3??GsQ4%m6ri=d3Q7#$6sfB zyVNpEavgm(f2UzKKh3P(2PDbR8X{Gto3DH-$0_}7aNy7xbhq4IeAnrJAXPP;r<(}$ zm$q=PQa$y6@`zu7agan(Y7M3|Pl3~#Xn_p;W`o>i|Ux>Rtb8%;O!$L@7GGnJNlsuC52)w&m#&oe&>j~xPN3ym@k(Dguk3FRa;X<48MdMNc= z;3`F)C2j{L#jQ&H{Fi05G(k6ixHbVMrA@+iB#=tZc@IX~!7;xA(YgkoSpFFtdc!pP zr`fQX-AKr8*fooUyC%<|4Jo`y8;pe_Q5Ud{z$FJH2YZw{^v-%5=U}&xkYx(j$e7dO z-PxVFn}^jC@m-F5ep!#V&uhHuNdFXH?$Ss-7s-sWyNSKzles(*&MfY zd^EZe&}6UhC;(5y@s5=YpretOu||DmoXd*m?lpA84(yB1U=thW-P6sJ0PeJlg~o4S)CH(NvzUwK6;H$em;k z>YP%Z1WWO?1L|tk#}~}IS?4vY*twf1S9!Cj#&z~;>*SGL{CJwELYv`2*M5wnI3NLl zvkg19{4LfH<2V+#bti|BH{r&7D;~=faM+;n1%dXd^6y-=->i)3Xu$8?udK|PmW?e& z!tQ!1xTpT62k(09edN<){ra>{vDlmaH50wL=GcY)r|d7C?4q1taF^(*FXoQO)0a_*|Bi3(Q77hHwk7^R#*wnG~h z-q}cR4}&C$ZJbdV`$O2_sOto9&8_e@(rmH)}u z=wHQ-gz5X{4F{MPQF6RV3(@JIG*toV38>BJsYe%*5ec@2uBG#RC@_V$%iqKf$D`h+ z$?)!eOWxQ6oWsF)%VWiHl}GplbDNDSSHm|gdY#a^;|gTqi5WVY*NpM)s3CAUwM; zgXkZ(J?^K59o zjyb#Hm=MKD$JX^Me%iAZ4KEP{G0E%!-{CWlSKOO(7~9Fgs(yE`UL#3X0`hwlG1=Te zgT@BMrr~3W<=G%@FB1n^e4z~*mId@88xCDR0wF1835&2zd~uT!NYu#T;Dl5NU2MjD zQT$lVjbeJ(iGLe!IkKd)Kqw^Qjs9bU3co)LUHGO)XxiHuI1gT3iLWx z=-tt0va({)<3p#?`6$@j87`2c(Slvr1K-6ZE~`;lmOq8Q!=wCH51^LMr~i+!=|sR| z)eE%)%hd8sJEo{U)d3cih3>)UjMXr=HQxOn3Z8s6s|CHm`vp-n$*FR5EONr4k7js( zPho}qXC9qEzlzNc@5Na(kML?CTi0k2`j96OoIv`t5YqgV*uvZTz{tRxB?v{dIU2}A zv$EF@h8hkia08AD*d#2Lnyq;TZXr)l>u0Zx<~F0?)0Et?!3-cerw zrkOAf1NSL!QmMX!!J<6m>TmD2Vl#l-)1HR(VR00g@a6F|ZdckD6rcppgA_K2p`QW(4QQb-(CA-~m=^pnRf<>v8`0N_?QlI5yGX4#nd zmxK}7O3AA9nKs`wY)G(uxViaipT(v5`4dP`) zMKbkUKndf{XIMV!>I00-XobGhG{2oVa1C1#CPuR-Q}xTR+i}PV5%;8iN!Z-wja1=$ zsw#n! z*pE^-jQ2LB)_iICne5+iJ6sEsPWvBxLr?uKV`qP56hWi{N#B>Ok~r8CAOMNzqGWhv z-8hxI5g4{nJ*L9SRT}O@&uz4#pvk+yLALTr>{OBd+xTMRBE##y! z(xp^ary9CjJ(wcBA;`F6`BIqDNg@8vm)XXrL$xv9C(VeMUmPi8-J9XtWM;WpU(|Dh(c z>PNk9MaA^LgYAnU4kj0LqY~6TdO17B7Nls)6ZWgYS;&1mk%6UYMtt&}6YTc(JWZZV zY&W`pBLtBGDT3oyqHAonZy0R0F9H=7I$o~lD5mnIH*LDm--0jl-y=~Ws4S-3*CgHU z@U-V^HPF=Mb^fcab12m|V{bG|eznv|+^4O4#iEaQH9f>wPBgomq=}qzHd1$lZ}${v zp%sq0{G5)N3o-(8w!Ej+9ie+CgAh-<{F!f|{rC}E#F?5Ei3M#xu~n1p%xRHj_@LwP z%rZDD9-HWTe*d;X;PFnN2D^5%=+IB@z61jTUXM;_>k(()`eljd92E_nbURDOgyAzjDNba{0$*P&HG3aQQD0 z#Gjqk%m+c4zeqk5d1d~x5R8%({Qj+SnpaiWjgCPt=v!@;7P{Tm77@ zW&(U4>-%>bwO@C_#RE$qzpahzRe?VX>Mu+<*_=MotlEHnkBs{YX5IVM69Ow zYGESaTCmX0%k7>mLsn5@ERp{$H<0tQ0V}rzaXOXw(3j+yj(F z#*@~xLHZLQh375PE3X@E7nFZ-^YZ`N{Ut85KGaZ3Zwf!8bN9tHMAbw+?0&rY$NUXF zWTk4ryCgwVCn^h*4H70O)LydGXcjH9=HVh8221(`I~IbrlzjeniF#ZVG+@h!2x#A& z(x%yI!bK$%SjcVPRIum>S~YC)hq52+z=N0DtoPSyU|TmMZNj=XQARO5_2$JA1vz8s zLg=D^!thLf8~62AoJV!j^2wUF_1|<}%+I?cv4;yPFymaA1T^|x&kH(S{x6idSLT-| z%cWI^l8N=g!D;==HLyI>s}co*u(T&;Q&rlgqvy0|>gwyMMl9JBBae@am%DM6S&=R7 ztJ5n?1v0(X^8wO$N@iC^@Bf!z0x-=`T))33XJjC%_YwI|HqsJl(~iQ913sn=5gGIK zKfgoY+GS|9dcNZMXao;tZpXQ0X|V|Mf*+vz!E)_7cHjG}wNZmA!gjCgPa9DiQp}hJ z;}J@i9lm0V>K|@}UeVZGvt&%Eq=@*hY0X^cb+L6F0e!I$Wm#AJ!JXb)!mxWFyYY`m zvd$tmc#*sfLOx0sTlxiZOJ#*CE85n<(rlT`~>7J9+ zK@pAbhXoZE7mMDW^o!r(_<@ED0|@eAx74*?G`NBe9h-w5qGk?% zA3kgUZ#hIgStYV}`*tzx!|Ipyr^~8PJ0-H_tT}@G0-H-OQ9&p(eBqY}i7g2`v!m)> z87zw;VPS?B^b>C(MeAdt^EpoZkJc@zbu$)Lw*x_4(M~hCPkn}4TNB;>r9sWQJxKx{>L02 zuvH~S%41{D|1Y}U0x0XK>mEfBLAtw3Qb4+q2I-Pkx;v#sy1To(OS(b2yFt3Uxrg`t z{@EOC@tPMl)M;NVUPFWfujNe zsWlpS2@VG{I#UJm^5wEA94KGo=zh@+Ch)qlrMc`=0}ad?&<1w_OMqd zzJigjQ+(ZOssTjqmm~mps6C`1i?bnsmgLm(N#$F1F9h##7iI55=b*ioQXmpK9=VJ)W4k?$`dqnL|N-oEjRE490Hyw~J=zNS`soLD-F3eP1~CrtY45eJl%0%QwiNQF|R-yF^D zbh-Bil5r`6eN(MiqKJJ;kZPz;mPYo>Oh8306IlUEsh1L|zhPPB{0Ab#lXT?LxAdE< z{t))8OFU$YMrC_~A5-^ZM|+<0ErSY#%siQ#ywQ+UIAU$0BBvMOW-8VX65-qSaKbCwv3U5UgTX`YQ zlou^d|H|NPHa#NJZLE3neDrcuYTWp5o61UDh&0b!9I>4@hYk6sqK|S!JKHgHOT$8E%Ar_u@Q9E*Unyh zVV?%0XLOt~{`{9qJ*qZ~w?-A0sXHIBR)G8y2F0r9gP1Y>-!1qK~pba#3lCfs`9a$H=j|8cTR zXa^_=WYKpID1RbXy6sI`^x>4ixP4Qlr>k!E|`fTgt1b*(?kN#XfA;VK8S%O6O2J~L>HLCVtyVOi-J zrKfIXq&JBpC38^m|svHy>QaZi{u!TU>De6j(Q=pFbi)V!! zV0ao(T+6l*0K#-AU|EEH{Z`plhxy=fMXUHw6BD29abehXb!%n{e{krNt%iB*U+6x> z@<)};^gVo&5mZRL1KtloGeieZdaRI*KwR!*)(}i{LYr*Z=oH#H`N&8~YA}wiEg~@>;wcc#CuD}oP06wI(gY+yOnlZ>sWcxq_xgL* z33)3h0%gz-{0Dq)XjpWCwX$NQ&bHYFQT^GBgA4DgG%J$}dE!&Jkgy;3! zagi$)s#DaK#J>-ly=50vAjtDtq&|}xpASXF`S6H*)^7F0`C`Nmcl!ocxD4o*runtK z1A}ja-<)XZ+F4-K3_y9$svdasSM4Wo3IUnxUaf>Rk_xGqE~zw!X+bREFw-?8a7pm8 zH{BqeOo0Ws`EHvdf(wII5Frwe*UHT^?o+v=-^0tlD+rHg9_yW(_HHLH+GosL*M-?@ zsk4d-O9;Q}pr=xIbtp!8NfaAtj7X>XwKS^ZS&F=E_%JEs`2~>j<2Oml{Qke z_R_d~9k3k}Ptt0QoAJ%P0Fci6v%Qe_*ZpsSd`kh#n^SuW9{A)^Tv0q>`PkL^Zc;cl zdvd(Bi$Uju!OzPUEB96KPNBT?6vD($uo9%15dR$k18M1(q?^ar0nm7O1=Kk1o`oqZ zy$UPt5%A>NJlr4oe4tV+*&Bg274Z?UOAijBTT+abz)NM#Q&%ly3Pq-nbUOYoS+mS` zt-=nX0@Fn4YqfOfoeHl;3+w zdvEi;lSr^gy{T6eo+yeVOtBFS4B67+!DKB5=>>MCiN)VNpYpo*&_r&?u@^h}DYuYb z-svy+zC4uO|Z zXm~IIH_Pze&6@*EAQr>%6NVAp2}Xq8w;Iu3@aMVU{IK6FHxc1VMb$2`ArTZxZz_TYA?a z^lNBg7}bZ1eLOZa97qpTA|bo+W3@IU=LeNvkfJ%9(^(!m*dZ>}aNO|OWZ4Bx{HWYF z2@k*4*?aj1KDah|p+&~!f;aLW-RlTH@@H9LK<;)-Kuz6zAo1Uk{eE>{r`|S1~di=xm)hQgd{8vs+YjkvD!t%*}ICE`%`#)Zpg_W60|x3nXydYu8HO)^b%$jVbkjne`(GNUwxiYubz>(4m3hO3M6VZE4FHo>Bb z!l;RH7@4& z)#SXE&NhF|P-7>$-)F4t7h7KjTNHdZk}b_9W5-&4akf(W<5gB@LkAWt!h6HV6VzYE zUB>m%ke+ys%SFTr`8zi_`Ndbr(m#_qwY`ti8N{EmtJ@aL~_bNo+$KNj3QtY+hq z323Th~h#aKdzbCdDR#m;=WJ*?ls5X z)O)3j{3qSf%}N2b4M}y1!A(+(97sjEouGV1fy-2GJPe`cXPFMu8MHb-O0t_-X!^9|UyrrSQwxpK}j-{*tj|JK?qRhZLu+U{5j) zRRK<|Ve2)9X;_`HW%d-k2hV0_Oyf6;Py^skq&U2x7_@XK zYsIE(v@J(UJ3u%~G;0!0PtOYCckwrt2-|ybQFx%bs0mTDx^Z>ouj4w-1{_o;co2#o ze?7!Y=5-|@U~4}GB*Vi5@(b|07{$b~ni5wArQJf#p-3J6mL?X4p~ynV37o{mFx+7R zIZsqq=BHGPIv@!u)@i%RtqlBl>9j94g@qs z^wxb-4p>+@#xpJe-r#U7TbiX02bB{Y-mT=&0aa~?*HEShXmQxd5Oxpd{d;nm(7Iyn;}zB84NMc*Gdx}Rh|6e#~CRQ{$*<}!&P zriLzKej;mLKo{yCb8u(a4^&zpCKj?kQi9JCawH&AS>~A^kJgwORm2i*M zr$VE@Szko!EtAsxpObKv_-}Y@N4Vh9R+s4sQItER^g;<%lVgC~Y|-oMnaEj}wI>%e zZ_Xy>=YPB2uF2&+MWtP*-CmNLyUAdX?{&vX-tbz#MnF2*o?fW@-GJ4&mh~pBAs4$A zm*bhy0|J)IU?W-!8sVcew)|WnWYIx*4|)q8cLjG^gQ2)RE*D~?LS!LDW`H9iS{4)( zF;n-@6m+Rl#x4^g-#HZ*2A0@#fZA2+B!SutjUb3n1a~6I*4>>9D)^)&c!^xj%XRGn zqD9OQe)KUzZ$3;g`RNt|!uoFEL<5P#G5lRWO4nqfNlE3V>m((zdDiKj!BWlDJ0+GU zC@|zq7}f$|KDGy0Um`@Cbpyj7{|r?+LFv=B%~ahf$)mVwwv9Zjx?VRok)qvkYRWGan(;pp`-gTz^=ee4!xMmej<6 zG*a!*8R-B*K!`%-&f`m{)t5Kz9$WZnI_)$P)L=}_fW+-o@Z%f^qLSKPmM@v~C~knh z!~S5#OTdg`$};yl6_`WFm-(x2`YpG5*d$`2LYfX!jd;IxHeCJPT&Z`&n;7&@QmT$L zvJa0L$=LuEKHnKTK%@;{{EO9fI_{M=k3xvyWQr*Imc4+3IJXvVHO3FfZ-`%jig#}>;0oh2YzAxSgT3A zW{jQ}Zb~fpSX;SG7mOyML^%FKsf%SUE%(yNl|XUVb%YNE#c{V8UNZac{uMkCBwI!7 z_f2p;Y|MB`+wTHZ;L=);$yUtdDwIf3?VmXe+pX1;j1*=&zh`&inJ!yd3s3>CUL#s9 z5-m~T^1d#{}sKtqREtS(4xJoNAZ_8*pPd-P*rxQ;!l1E z9FJSk+gO<-#-#NhQX_OkoM~Q}m%zjd?%@z{XfyWjcGk+r&nQ`bccHLh%@uJdKBOeg z{@tcpdYzg3vVA{FThrGF;yVMLiGP&vwwIXqD|04)~$OX*lYHUF{Tw{$m2UUy_qaV1qTXRvymq0D!Qz8xoW zV564Dm~{VR8yo1reHT2RC*8Pe9W<6r2v9J|B2&vj1bKT>I!Wx>;+J3S>Phcb%X)V7 z?)m|g<|#inI)+j&U_5a)WteYE-A=RBjR%i{#rM2@C%=Itu*T}|!_U?d7W=KlXOdVw zSGgQ(9-BNUk!vi0D@uCk!2u$I;seqj?ap}q)F7RwMiDq#W)Dx&f}CHeKY8VN9N(}t zj7*0P%$p$CjYG&vy&WroPFInX2VB;|o%)ZBX>Em?n@Z&m$0+GZjgeKds+Uz1C;t^V+|IHT*hkuQQ|i&5mOGrXYJr|0E#|3B6ujZnScFt4h+(Su#;! z>~}szO+?$DgkzALG)`7BbfcC(2vy8q4kWVqb{-r z(+lE1&c*)`B@%f)+Em5IIBvzpy$Zf|TkNS{LEhI?IW3qd=qMvf|5hMAWu$#+RiCUv zrI_Vpo~$Mn=ZyNnjpKGs?^ThQ-L0-eVEu65A&oLeFZRN7hFbDduP^J=@1T}Ff_#$C zU*2cvfz?;#-RSx|$(=8QhidODE{0auhsy`9eEr%F*Gl|8hYUZ-b`mxZ1h9tFYRb82 z&O4tcku(@}hD!(YvI>*M-4Ss6JRObC ze71TpH)uI?=-xPF7bir#{E$UP~7NTyiQr8~$8?(Gv0vHw!DVNc3dVa1n#5m%P z)Xm(>Yh5115nJePzL*+SCKi$Kg2qO-mc3*YA-co zA(h@aow`SE2MW7hm}s>DU6qe1og%P==)W7>lUaake=WuDj%PzxRaXN$sgR!++nG)$ zD@BWJtgM-Zh19pz-!guAsS4?z`=ho5Pd9LYwAKR4Yot@K!SjV%>60cpAw}@vb**ug zxzFK6=40!FZykLSr;xatDXWq22Ejk+9R6-y#dj0$9sVRL51^hn^Z7Ii+Y#y%yOX?|M+Oi066%DzsopHEWF)cF}DCGeo&*z^4K@M;|f%(X==_`$v$O2te4EVaXS?o6f&jatkaTDm=g zGD8z-2FF?%wnL{bf5I&=bT2$5#Tnzz;II}=#J%?S><5?-)t(}0O?u|uZR#ws)rp{S z64}cmrxpq}yVP8Jh8_vyy3UmY?(NIno0vf@YwgJ{UBiivO`IV_%PTZjIzs!v8U~avm(2OhHNPb6-e5~eOCtcAt>3RG2m6w>(A0w|O1pN8OYRjG70R3e zOo@MFpzV~WS;UmRE{tLG3D|gEIyaR#Ukc^eJYj9c(DlT}k-Pf8lP7h0&cJWE+a0v5f)A9Mc_dtE!6aFWJ6{I_`&V+ytTms81yFTUxK@-lr9KCIgIy?CVZ=m< zFLH1?E2|{8NCs!1(~=GJtF)ZY{eG?e7vyU}EJfyHS>t|@J_Ehw9IrtpefGz?DTS=F zFyV!tRv;q;nNsLeTZ^(&lXzyHgEXMqjaiKt_v|@#T{Jaq-Vjtx;?G;6<0ZtG|2AYO zRhbl{dM~I@_-5%a{F;sx9T(APgDjh}BC4+DD`PL|2Kqx3^A{Af7GwH zr(H-kx2HNFE=Sl&bs_{d^?a8Hv$Do7bt*zXRQrjT_}Swwa$H>0sF4}qT)p_9Q3nDMwng~KJDdvy%h&o4ib+;IG%pp7%4_8Y*{Jt_NEMT&ucU7`&#f$q z?SgB6c7}LaSPipTgw|a@hC!RqL+Is}y8jY}yAx>?tTl$)GvMxyTP9^syAcKCYap%$ zjOw?qjA}o?sLr%JQa`)vEuHP=wR=yq%@FYLq*ZN%ux*tV9^|)KsOc1j$Lv2WEa5J+ z&(4x?Nu?wrCSG=lWbqB^nUtWRECsQD#5!xK_+Y#PeI|i$}ePhHMKiVJQ)xn zzv`}`P>sRNM zCnIu_V&>d_;Nv*&@PY|p9hku!Ly2M%i%<_gDyQwMci^0hwc`pp=c1rMrC9hy8>m{86872i=fou zq`c=B4s++oLH}sDWd7T62NxGJ6*J1fot8l18*Q91+tVMKW+d(&MBtqeQ9MHk_`!cb z#WdIUk_RDLH3ADucZkfewiMJe$+!r#7ZD^?1RT@NoI^sIt4Al9ykj^8T&k1VKir<; zpQLJj<30s|e=Q0lt5(4nUAJC6dZidx6%u!D%i?zZhx&|o0b7UiijF3$D4q}NDk~?xu&p}hJn%E9lfH=vxVaLy6ev5g;zzboC`Cj}1I9OUf`kT>?ugeR=2sbk_X^3Y|< zL$HI+v)erztO=48ewFTPj4M7hAO8p2>9_V@)CUY4rs>@tGGA)cLR1t@;C=D?@B-?) zijVc0e}I27Y3oo>8}j4y^tPk1Rz4tNUb^jmSv-*@k5hPr02Tq&wKK2r^w&GglG{;O zbLv&#;qPzBscVL|941_`quB0BEcr?FsRI}u96no z`aUv=kj=KPYC{K-B3;JS2$c{zOaY#GAV>bihw?noHmV z>Jq0VJT)%r1?~dAqdjJF%IBzl@u^pIp_^4Gi}Y(+GaXCat^A_36cv|okJD%Y8xjOS z_*iYLxqoy^Xwiv@D0VP%#ZA$hVJ~8#dzl0+`#zqDGt?{1W4X(Hbv6C4?l;O;PYFTs z0e}d%x~fji$#f7;uDMrU%0m{VZ09~z_x{rj?oUVZ<=@zpHo~r)eoTaa)cMQ)mG}!R z+Am40(-0kIsZmVJivsn|OBig~(x6U3w%KCQ8ZB5UgV1 z>n~5Mc?k-sf7wE2B$uB7Y(uphV?YJFsE9xY%xO@%b?bFmWM|E{`qhkAtvb|AWLYZ> zu!og+-wBBW5K`Z& zN-7Qim;W|o+btQ`y%)KD*3SHpHiK5oV&ATQV_u<_SI}>*0pwa+LsE);vz<=2j1aCT z{)7W9132vO7iH01Bh*Yt_a;mJQ^mD*_X^$Q@X{2(h$EVqJnmV9IY6Z6ekk*X z4=fry+Cm<~2;gtNH*bG8e{TW_h~YL(vDlNzh94XcL}8oO-lGENbZ@gm)#Z`xrSWWe zU`1%Usul*&6JLHYV9VV&%8p6@yl;9-OY0kEA`EcbQ+9UX5tHJx5>6r_B^5Wsg0d{Ipn ze+8bjzf8V#v17G((Z`o}<=}Y)hZ|`YP(KSNQ3#3%(QIA}&YeE#yn+#cirh)moBqCC z6U&xIAvG&&WT>U0YD6xw7-r(-re3;$(?tq|C+EE4Mxeup4YN%h7wj*f#sW(b=J?khu*-(LB{n%J$CzsEbm zkUx5oVC*v2mm- zRTPbpAm+zZb#gU%J0_X@eE-<`S|wdKPF$A$Y}jZ%ycDcD^T$w(Gwp5*TJbr=;-728 zF<_}QBycPS8f)q33;FM&qwpT4xQ*|n*vZw~<{HM^uiV#fOysi(CkO{e~6xbj=0dc+M_ZsK$)a(%^UpyO056l`m+_EE*rC zMLhVq2)EeVA%y7gLBL_AGOEhmdh2(e$Pcs0_ss@!!RmzeK~HFw@ivaGV27FdQI%VC zD-s>|>U~4{Rjdas<*rj~SVODrNN*^dn&@it7l)S)&!Vl;qRqhWSm~J%8CJmib_Avl zu6l;bahMYGiao{vr*%M5>rAEImIAi?1*3WJo3Mk#D+>rXTS^V@C?EUF-Q*KfxJxqb zr^(N8-7&{l%=>&we}YadFY`u^9I(MJ61nCLUn?WOfU zl$LvcwF_;X|5I*wdRl}Z-LdCjvYQ)fKW8l}0h5Nw{kXt6*}L*=Sj+Cn5x8nq14>1D5C)^<*~W@tR-FgxH_g%dK}BSj!9F{hf(vl&|)Q{eU0X zE#+eYbX>PrckarrgC6c4s}1(t$>2?#`0Da++Tf%Mac&#@c7-YJ+g&1O1uYHcEI072 z9#ByZCCyyFl_L)AOlO?le~02%oTO*p93u-iB`Q(2Cj@5hN-UG+T(j;sbR|#aE;N-{ znQ!Y$n-CPCWqY0|6KXf*!ej0vw%d>|Iw(t}L zgx*f_HKbBwN^MrMVW8wZVgovdgIkPM=HzM4K;}g=jC5!-< z+dD6JaJfw_&;KGYu~=rYr3EfUaxCs#Am>VSmqF*sPntv1DhGV4G|uYrLVcF)Ha5|3 z);x7bOwCmn7(=*xgHa8r7`b<1`fl0N#>ihJ(osY9S!q0;JxHlgSe1#|@8aAbh8;Qa zGLxz-EEWQUzp835jbKuL4DgS%$wCgTXsNW|kMq>ZqutqLIv*-2m~6!IP5o>$zeZ^7 zFyu4J;9n{~Z0tHD00y7_ovnnxUc8T&{8!x>FYz04H8y#B;m-e;$*dk+rBoU)^(+Wm zWK=)+cVDihcVMouT#G$*yjPm*F=+^_0>)1@U)O5>dY6=ym1zsiEyA<$6Boy4=E__* zxU%mKE$e^01jwmMDg}_oN11m_p&c)6eysewSUcX5NvkjuX`r0wl^~{lu71nRmxQu8 z5I)MK{j*1Ma`w}Vy4?E6*4o_$^M`Ia!*T%{hlS%=Y%njEVJ=qU$?`3X5ZfaT->9xI}1!v2np=Up-gECZXE831;feyECe#s z+8EMMr5sXSnlZ%y>p%%TibWtH$&#hWC`55&3G<>z5y8wgd4vwQ1qbr+K|AXpNT(D*<2Co1<)Y@vS{9T7p{fl!*vc0?Kd^o{xLVuv%H{2Y`#?dNZGmrcL7y0 zfDq6&oNtWxp_`O&D33XsLU#z(mSTXt$=UJTj6{Q}=zGmQoG=dx3J>%57u;HezO1@J zHt`plP|Pa2?9N5~xsXU$^3IG!@rWQ8+o1L-&^2pLl#W`C9_TCtr&rSgU0QORH5&@M zP1P4og&8o%ad7sAa6eX@+^u$E z>C2`LVa&Wd@|SHl%;{ZJH{ej{;?*twEzvBbdG_wFib$;9K7MOrP>jM$o259+m(Ml& zt1VW5eS*>(gP}oAo`ReFa98h%=ve#=8D|}D$^p5R=aPbN?%_?^%k^EsQ!L9dBo>dC z_n~(|fm)VGNWf7r?Vzv74uki*56Yp+a~kzn<_CKyi z5p_k!m#WPg*5Qz;C7dCJK>rOBKs5sa;$o!`BdgmrryB{Yr%QqbP349%_E)DG6c>-* zi0^PeQMT;##SsPOY6;=gO@>RH+>O^B%Tt9pJzM&6+#Y<`wI4Uuvib4N$gIE_1VHLj3^J=gYB_P}5&gmt})!v0bg;S+9n|B2$(b#k2 zMVkLU))ylVWaWSj>xL3x{PPJ17=HODhQ%dAyVd6ES z4b&S7NB0SV97%<;HH~Si*N|b!5?KGxeOr!4Y&JV0k=}Y8kwNQyLE#a&l;i)m^O%Ad zCpJT^LTP2W7>=+?1Pr!Uo!GRELtQQ!sy0`=#%ILd<exv!_=Y4 zS87-bKPG^mGw0^*cvZh=Oe|+>^vcENS|qHr4Ki2TENqao9I33M?4X?7JEbp*S^`weI3G$BxA4=MeDc%%WMaByMR!H@D7vSyC%M1LiLRmSf zl4K|jdId&R89ShJ!@;fp*+J@OrhfLib;jroN^=ie=te*h&i2h*+zW)v?+V0&UJiJ^ zd&+(nPA(B)fHUg(zypqtpTl{-L6)>OV4qp{N9EQo0QqaYX~}X|5XVd~M=!0q@y^az zr=^aGgNHSpoxcc~Zq4UP|GF_2p|?3L5N?N+eHF&zq%raFuVO#vtw=FOb5*yUDO8)o zx*wH`#bcjpx-Clw1KUF5q&3>z7Qc38YGzc(w2XbDFQOtv6od-jn9rY1ELL~I@)z)e zpFe-ptj45L$D|be6fTA05LLK56bQOJd zlsf}GM0IaZ*HxRHnO+5jp!Zx>K|%j51Ubo^MTc(ux6I{&z-1x?oDf9+wr*-y{&wz{ zpC3(E$}p>hI-`Q|!MQpR6ETUV++vG}aw-W}WX&*%UR343>4Bc3SZt=6kBfxJ^;tzU1?QDhqaA9 zT4|Bh_gcu`iGGlCJ(N3TePO~%qM>a6#*Pf3)Du3wQ_&c=caR6^RaC)pe+*ow!Jce2 zbWvuaeg?UT4hm!OgPI6udSs$)$<8Ed?EuQ6V77#-*XRjL7z7(T`{uQy$5(Ha`Z#$%i>xReXbE z7b=`tfAvSmPijK4__viM2ZaeRaDCkPuDYm1>-Gsn^a?k0^(1oK`cOk0$00()cHL|j zjv}sjI)WJ0fF;=YULCHu*1>UlD=<$TO($8hV$x~zN@mTaQgggRBnywq6+lVL~f;7pyx#tZS~+#BAPraok8lI{O{_Fta}SO9F|#grGjRYFT?-S zHP#_rt=dorl;mFfLNd5q?PJV3pxV3+%^>Z0-((T*qpk_8+!&f2?6mZB!j(-%H|Zsx zaV{Feu`5%YTlG7L4bt~Qik*g8YG+k4@^TL=nEH-FqQ}@ZH8T$;`pgwZu zNpylJ6XR?=+~yEoJhfFAiWST{jmtobHZnv}D7?V_3m%URKAh(q#!CQA9C%yWTnw{U zf5-{VjHSe&SCSP0FKXna@9vasQNvU&LfLCI{FYZzHl$@yO}e=NC?tb8XrUB{GkueRo?^kDdGdalZQ(e+Fu`BGd1SIvC_k z*Df9yL5`i2^+m#|tXbC}SrR(faUm#Tkp#=3FRcFUA`Xsnx2A|Y6sDzGfr&Di3sKBw z%T1T7v&~Mh-_GdY{*Lju>^fltBHTNrvkorDsX3&rl^M*XDVlBp7o1y>)N5~A_dBj8mC6!JgUO=UsFAXE(nE**ppT*G%l#9{mO|xJ^`0oXZiPI z(^=oY)n2z1;6!8G8b45|^15=o|D3%&iU1v*a9pnszksG+Y!(YX>s`Z6!ckkO<(vh7 zDbuR${>{A5&ox8vwT;H34!4h3 zhgqHP5AxqY$a+56t0t);NklR3^+k8`K$7*Ok~YpBszJ6d+>DQBV)ohglvU$8u2?~I zrYm>sMU1hs560OY1hVHI%h3kXkc=UesPHGi^aAlM02BX1Q0Z#J5BVRWO3p3W2Z|$L zpa0NphG<&Fgeu^eA-pxTaq&^}^sZ!FYC>>OQnnF_AuK}|ln6H;N zOe}BBpk1B=BGXx8RI@EfH>A%l73;#6hys=;8B}6KqX*yL2-~!MD!C(j^%AN1DNH6} zxRXJN2cila_r9KG=JG6UUIZNK^BCy6*V_avo2$O=L!p`ii=v)%w&%YSt)2_FAJ=Vt zgkjuR4}*M?sas$~$hp2nOp@HLMxMOU-H?{3bEyfyAA!?ds+G z!cRKElBgM0uN?Ob;UG&5r{w*I&szy}vQa%?oZfX*XTqhHvc+X)nyWUd=fhD{@-z!1 za0%sNaI7TH#QK!y7pr{XJ8kaTPFk4_c1s`|wyF77u+AxB^vR!82y^A+N7ok;+EnKs z-?qk0_k8=iLx1w~5KrVwy}OC?+nmEb5K-Z|w##jNZJ{Aj@zqg?RtyKt1{!^e@srB4KK@L!Y`& z_?`(633-hl+$)$-Em;tH#jS&ccQy?A>4H+LT{)o>a&Q65&VsPGRy+{AL(3sEJr=Wd z;Yl-2oN*OwL(>6LGqO#lpTbDvqbB~u&p%F}0eG08$Rl=zOI`lt0lGyiB6|?q$M2W{ztVxGyB+s-p7Lt^O`*KTRcX~vDofs6ehU!>O*Wq3mjsnQrXfk zes&x=u02pKAt84JS+N3Pw!Z<*Vmr2)fpKnr=!BVLBwnxeZ1ekTB!$R4 zKGQY8K%tJUHCPvt>NnwtAI$30E%VwBi0r%~q!yDpO*K^^ssK?w7pIHi!RExz)%PY? zGdh;_+4A9T4SD|7N|c}@@W0C}*!yiLm~ zMwRM!6GE7JG=Q(EjigZccIMFfvM#$7){m}^D{*Q_1J!RXK>idr3gzP}7li$Bbd~43 z^P?uY5lA>px#2z>YQy|+bPNh|#8rU1}~0pq`K%c`MJ$yhK%dP?Q;d85Tko1A#t36@IZ z!EXPnG?`PckNsbtRtl&k@0 zw@~N7U0__$4t5i~_6@7+%o-@qCIqRA1YyVrr^vU6>a67b%$q63g3<;dhq6uS(kS#N z=XS=cl<3Ic@M5A$PdNanneVCoz3T7$fo2>P`X8?6_lK4-8$}&^-69sAZe6OQZJk*4on2gsUW}7ptHShp!<%z7p@?DU~#?ImfFWgQ1zyC9;5Qr%9Nl+lu zFuITwYJ8&I1m#KKFEgvh&ut%2r^f(9+sJwT)a>ohB>?ZoU& z_ZiiQBFj|tw5@)Jcgf@W2%KL!vo(xOV@kL`?dA;!x99#RBpA0YdGpnYZW=u$=u`n$ z>yoq=?C}pRcCK)-90{Rgc|o4(iGKe2GO*)hgy|h&F2aK7U{foYa8gkc!-nC%oal>C z>sst0OUM@I?&C)Zu`A??=s1$doY->l6+gmX_3d}99K?)&xJh$mkd&qCSApX$bMuuY>;5)ATu=B01zUlITvd@8byy**vR1mb^6st&Tkhw5asK$B z)yy)bg7f_J7&&g{)74&EZvY{gLT_6+FIZ{^%-ss%;^I^Q8Y(t) z#N`?qdQu)UWkf;oOv6Vy#&`J$TLst2WmlWTjH`~j7V#E?Se;-hvQzP>G5Gf4pV77$ z&<^pq+)jOyT`w$8gPnmI!DmAQr4?!8RitYVFN4)j)rSPTfL2)GN|n~B7zjL}xam9dfach8rI0>A zad*^9z&_O1k=G@W`k8oP?5v{|Nh*8}RbpBMwrXie6MmlyX6KRzx{c!wtAD5;o_ht< zw{{5`CPY6fSc8A08rl~*YNVYNmW`k`83R!t;$j=)qGqLwasE{dbKY8Dc^c!=PU=fD zTC~k2U|TRwF|(8@s_FMTJIoe0IJVd7lrN5t>F>m(2rpFD`1|=^pW=u=_(>C!7lQH| zs9u{s0Vjcp`|5{dwb%MtZz>BSsK-YqWqmf?g~(91{yr|3xiFPM9948N=<%Q5)ODej zs-H$c%Z`AL@01Bd{Q)*sA#mJvv3?jL)>N~c%w)`mMi51Yf3saeKbuE6n=k57x!1Co zhbnA6u?e7j2Sx1m*LCs`5Tc;iMZ$Ty1NR&f#Ya(>D0fgf+QjgwPnonv{Q!}*XhsjT z)_S$1*SxwEeRVc{eZGD!S<=P~H>eN(Kht>|L7w`*J+qH1W|@~PU;AgDOZI#eCHDsZ zx2i)A4G;4+4&Civ?;rVl1=`v6+0FxVthI$CS%r;NWCp6&M^#ihX!ERQ_46nHA8}&H zPYd{&Lp8LLYUZqSV+s(i;i{dm_zu@F*)()A|W57NgE^ZobU!C-wGonNO>1EUW#Ws z!Uq?{dT9CUFLdgp;mNHM1R5U4RBI-E2ka#~?BwYfIb&CVbE)n-ns9f=#fZXz- z?Xa&Sn@M%4o7#Be@0syTJdMdYR;z1A3}?N(U8s=l8rH`b(%b6TdwE{n#Hi@QyXvFN z^-Ny3_Y-`8S3~`K%RX!JROhd@p8?H&Povay9hwOvb^j*;QWDZ2AfO1+Azg}q zw3O6c$M^UD-}rLx_sbV*?>Vz)&#blPnP;tsxJ=M}|5R}I)A*yxVoOyXI*!;9+Ii>Z z!CfktdCzYQ@aZV28>y>pzF;aA2$Awd1!7aYN=9;br(vQ zT?wmSvz-lrXvFKj9+2Z$5l_yC2zNKqnRK76YFeDhSj{n#c?8fI#dw2N7x_KXmhH+h z!nwm2J+TU;--Mq8KL>L%W%O*SfA+IgvodCFe{H?htd)!D%EJdFLM0QdC|r$`LK|_7 zdfb!xD^&K=NlbTQl38Mm$vq6WdDURkUp%q!j{64LlwRO8@{}&7V$G1b%~KV38GDU~yC?ifxc_m|`VX8pJ_3k;u2_H&8r;%?M%8p_Zd zl`^Rk{HP^;sjZ0R#~yP3-4@kG$Av`8k_5ZI_=ImJ$A|j3?tm7k0hz$C{L{PQf&A=; z;3M>4hnzdQ9}pd1A;)H|JG7$LX5^}NuHGuYJl)d4nYH{=ME8Bs*8976&{>A4#Y*3h zFZHr(;Nk8-jD(|9#3NsH6N`A-6o~;Z_CBE$i|RjvriJPZ3qPO!>jiBtp17q0g%* z9}_%leri6yHEY97qfN70Xn*OC8Yi%2=qQ7%J)l0VmdXbx;BJX(W4^REg^fSM=can?G_(_D9C$sN5YNB4M*5BL#8K#JNw;+ zk;_h#oZO`|+Ys}Zj77s5menqHQqz|IM>4z*QXXHK&Mkh%HxD^Db8n#3jssxy)IN+yabCtxWqWXBNUW~w%L_ueH_CNp6_asa%1qhj8G`~$49PKiTk?AEt!mvm`eK;rc{7DSu$K0 zndIkfzva#vDU#OofN*&Ci_4D_o$@(MK&nTM&6WtJn~o>CF{lM3R_+kHIa;k_)>O zbLKH)MmNTZ^k|p3adaL*K`O|P!ApPq^W zEPOeF;VB%qi?fqsIBp4sx?judZ!5a3>ShDO!&h`jrSB`~3yPU{n~BoXtVPO>$UL!s z62DuX@hErPAsF1m=-r8r-|aQK;+EUfA8vo7+t>~^D=5dm7Qq>DJU@2H-W=7GOY2O~ zBws{1FgsNCM?R|9G%g@Ypv3w9vG&2r-IR61y8O7I(s@*!y6L>&zGA1kg^2yj%F860tOZ@tqt@|Bh?gmp>mSx)q>qRpTH>N>S~zs9+sJ^ZX(92vJ(I##BU<;x z=iqNRxGFoRzq82CJ<0M_gA|J-G+y`e8TV$fLBNfv-P@I8_bkIBzhr?lLV)5W#S6_N z1DAD+-JeCIW>I5tBeL<|B4R}}yp<#YNlS=I4Q)$X$K^t@Sp#R}Z>l#Ai%+z`gC;)T z3}Jg_N)FAervAEluP{|5G5+-fkWjkPcGCYEl?3wg)vMyIdw(-|?g_3tDx#aYC-KkK znqNO#dCw9clQ;|Z%Hi`?j$7LsdyIEVmrsqy0?XA;TCIdC(Ez-x8MGB~{uv(mHBxAj zl{rsLm|kb*$gp&>r6Yb)E!88t^u*U&=LM_yrAK=vZ{v|EL}lTNI4!c(n=aJSb+1M- z-%TB{4dpF;s#W7FU|t`@X-voc;D=4Lw6oaRIGyG&EcdCeFWl`M(ARdz7eT??i}9+8 z%CpZn(I?+NtEjm^uT_u7#gj2BgCt5!ggn{9|3>j?ABEQXNBT~6PT32uIKb?DhgW02HOA=VrNuovC-g zmPS|@9jx)O55iE(bmEZ=S+GWI^(c=&{T#1eyUzOOc)u3I9u%=#un~Hyrk2<6L_;IN z*daRaN)8b#(u_0L;Z+fVOpzvPEyVGo4W&EjW-TVQnz^#~Q0ppupk5A2UaUsi_&x99h|3sBbB{j@|HW>M?h< zohHKruR;trvmY->0KTdc zA8{DIHT@r`EDK-I}hn@W@cgt_mAAQMw1qIB%H>auU zW}RpYlrl4Z<&%V&j{RgC;j1x!kMaR$8LMCl{$L-v9%Vn%<33wj(Z7jYc1iY8r^O#S zFBjgV0Wed3NdA`Oy}PyL%BC2hBv0(fnA-%OyPRqknT2k32;8&d-lGqes*E*ok1Z)y zmy|ud&55-T&G4|&cDef{x8J1yP|+P+6&o#?m51t_jPHM^<{KzKd@DdLbBgwlNG&q# z>qmImMySB=5%;YLEKHSe2!&LJx7j9XbVQ{x>S&sW{R%aka;3A~{=|j>H3GiOn;1jN z>f9bjl9SCUWxFq8Ft!K^Iq%P2dHC^qV|G3o3N5n**nwbzMDFKgrG-)xCD!xB?^m;t zFZ*S_ssyymwHQdGhBOAukpcF@`CYpbA|!a(VOuj=Z;!MIa`!{MK+5T(^^`i5O^yMT zvN`Gkp5@$YlGAs99Fv}*VZ~#(w!lAPTaqYq*FHie0t_&DbF0kk^!=;?TiDh-bu(l` zY>>Ryv{DNH`qqQeiIyzZ<@l@s5svHij|zse5>zV1TBM2GO;=E1j z0NoC_=XWq}K#81SeKSb9P&sTnqPzcQh; z_4$09z8IUsuTLq+{E!zja?7x@RTJV{b`V;05aJAxsC7*0>f?WWTaxn`d5!VBo1N(2 z(0JEGjTR39TTC7W?9`U|oYk@-sxX}D=_F!OqTwoB{~GS!qUSX{7MX^WwV#wZi1sw^ zDW(&$Y|*$SmUw3{;#JVv&?RhXmi%cQ!X%K3Rd6Iry}dUTqS+Wc9yqnR%HlS+USOWR z{Oy~S0uBQn0Nc7Zhbb%qHATc~&D(%&)$3n=%kIh5Iu13@ivRGhet+GFDE2E@dgI;V z+nf8Q{b*L$8fDfvPKaQe*su9>nDhx#J>{>;2zF8xsuPdk}tTru^%O0Ab7O0p^UnW#M z#W_ziak%$z;;#1Qxn_to=I!ADZeZjh3-N?K!;fs8?XD{2GWZiW8IZ~1R|enZCs`vO zgT^}2?0@+4V+T9LhB`PlR_OrXMxqr2t`Hd%(! zJT828PQu3xM~kupl3fR6CZ291D~vNU2~n&Y>L2T__4U3 z3P3sGI~6kOUKGepA|`|BO_|QesB)@4qUHw!hB|O?xb@F}7_ULN1nf@C8fTZk`>G>` z%N2u0-ly>Mqgh@-?q}5Uytj+t1-%=Rd3zq0YVV#oQCY-0z@AVivo%N-5fhC4rSlE#m2jxuRqjj?ET zb*2C*@Z3YIV%p&D^NIV`xNU7(tF=?Qio;QmC2KS1dt^H{LTkGrKW&5h4!^&HY@w<| znJH>O1)ajQUgkHxqj4^6!|-uKK71+lNr9y}IR*J2o(y0>0^w(n9?qq~TflO&Hpj@B zphdo@VG*_6Z2y6^NWj7?b3R&0YCzWVL-61-^#`xk`jwn~YebrG6YnldK>cxzD)qNp zyd=8T#99AVi|zurv>mnsaa97thgl%ijaSWYW6t&kJO8Kk;-GQh(>{mTNMYOXwQ|MW z_&da@=^>v)4aI6O^YpaN{+FyD2h|D`5xw!~r+=P!ZF%+hk=*Z;i9eUGY>crz2+nPk zw@Iki*GQKOZ?1*AH9SCE^TB-a-x}dkIC%GmjVncl*-4Qk4AsglE)I^}h9-u!^ePpn z8cZUG|4Z&pqvSo6BsRA1QllMfo|!40{gORDQ|A3aSPH}oOZ1-O`t(o~4KXrN*7OpP zzeK#MjX){lb)6r7xxyO=r-Zmtw7gOzAaZt9xH_rw%MZTq9Mh_ZZp-b6sqS;-tWDfzFYH6O=VRKv3^bQBQY;4gDs>iW#jM z`mA$ars-vcmY z1a(L^*Dh&_x!8=$B+t6Ww9eJSPBT_16f^{-IWwvrQN?a8(6#D$ zmLU-tNm8g@7OeaCW$7K>ae5Kt@-D@EjO-1tjWg9f0!`ja82!=I=v1x&HHAG{S2?U&^j`qvNW z_&rNCRX}d88XXSzN5w;LVh}shE#Lm6a&QWI7$Lr36pbsPow<*sPpaVa!-Ag|&)UCg z=!m3{FR5)To>Hj}R4#NB#e9CpD-(x-Nf|mUAbn@t=s5+qhDw=R&TvUq^N$(}xPIeU z=q<^|mpD~wXW}H1vW&2>KSIG-Dt1XZB{eOQc$nKs9)DIUCrTruRD*B(%07^R9{htI zO`OWZt|t|sVr|T|MeigylRnd!GaQtWdl$j0rEumjYGW5>9}Ry(z2@&=GLN>DC8`D(Y6A7WZvkYv?7NA=M4t` zpFqTxjfL}z`jtHSowK?DT5I;DTgU5ddiZ=ZQVWKb%-RV zqFR3KeX2crDxOKS+!Gblv)o>o=@kmQN*(7}$Df1Q7+YJ?iB0>N$5~E@w>~-sjjC~tK_%1DTl@k7W zG>`qQQE^{R4^Fmc!nWQVbJHu;GOie6$tk=|J}gTqS6A00$Z|ewXl~ZAZ-b&423s=? zwz{+oPK+W}c_r_9)o6s?$mTanN#dBX*CgXC^d%!1eGTRag5-3n=8? zepCY`+$CXiHYkiEM92I&*0Y>`PvCyE6)>>c2~(xgYFgmB zupK7isg_nK+_ErbQPGvC?-io{R%7v~?NY2jF})Y(hM9BT5;+mpzgqx~h{9X2y-0U5 z!$6u1GjZrP-d#T+5fE`W_5Oy|Dfz_YSP@eB`rUz&^3fyvmf`9gDFQg*$n*6!_A zk;pYW8`PhpkME<&;>fY)c==gksBC_NmI>dxlYT7TFFqpgUkc5)aNv%c-1zU|Z`0EPC`T0(^!$d7=7x z?gemo5A@8g4G7`od|<`m2xT+c=J}#NC-0U58X2iCUpC`#VR=Bz(r6bUu9h7We5 zAH`V_xMp3Zl2{0izw9h-*h%^mOIij%BN{^4zVJDX@Eo%2X-^-3ZPo>gn@6EobQ9(S z7nqS@JQg)#NgO#UR5Jl&cW~hIu9Exs`+vZtfM$l#XdaM}qW!(bY#Xl6LI3yX0XQat zYl&lx;g8S{|GaB(7qrA+2F?@yAt{>z{_p?!5*t!k{7+T*2uOI6(}Q_VEGea&G2Lq~ zN|z0F7aAKy5cezeT4J03epXU`c{w3hB0E&w!HZ4%x+f@e<|RRRUC3u1+FyLx)K`A|V=<*nefZy>g|2`@H|9sMf62MKqhj5e^A2%0|hk||L-GKz>}!w#^!dk74hqrrNj0d-GrVyCp;tZ z`+k%Tc;?v(%crkjWnfS$Z5BJ2$^;IM7lUrtbP@<=y`FFVIr;9^pM#B{Z`CHb4GqGU z_w*iGp{jnQ*?$%O^!f7xFR#{h0a(sm$GgihadCb*IgB%|tLdg@W^%tIRnvOt-SJVF zGZg>f1tPZPT(j^u`Nz-2&vqUvB=Mk$x&8KGk~?0NxV(1Q%JHRsHN$Aul+}!`s-#M85FeWuM4BAKOy-YUPn@kEsL_{QsINoV=So8gwes4LHz5Kqk zv~;Y7LM#-H!$X>nvNoUXeSvFP^xQZ3{}yrC>t*-bc5l&(Pe{m7$`n67+aGubOnR`M z*h*ptYNXH7MNqC`=k)w9ZxrnI6(X_U#2FrYax1gauGqm)m))n&^GDd?QKRQ^a^6Bce>Z&JgJO)JS7|FqUyGHSu|^ zt@M6Z2s(_S#0vggbOc=8O>8^EQW8I5LJ=nw(?tyWl6XxmEft`txPy%eqxI3^$$Hyc zfSik6zvqOXpPye;Q9)#FkHV=o>*l-JE1G@bx@GWc$7@R7DIeA2@@~cnbOI>ICLhZr zC@A=)isMU^#6`W%)2E<5%#T%<%xe_r0dFDXvdu)cVWJK@p?RAu!i6AW}d0e4O?U|n9nKPisQ^QC3hO^R>4(R^MZ{i>Z|7pt!U&9_`b{L`C8&VVf2aho3jw z;N`SiwVoepU-M}O#_mhbI3_e1#59h&y87|y{ADD}Icz!+2L!@$vJ!1I(_5SmiS(O> zG@dK>oVTPL9UZF@Qieyz$8#zxd5)1429~JnAXX3o%K1($uTl4hje{i^3c00T6~7-p zj6E(+R$1BDa9e)>6bY(PAeF;p`^qZrUlkqEUv7;$T=+M{(tY$7x zzB4kI*cnv?_;Ieqm0$!PPLE8$(f=GRCPU4|7Wbp2e!+SC)@LwahYMJLy|`%hhUL{? zpq7VXReSBH&SUB?^M@1YNq7>{iC|_96uL#Yc=qM$AoY}Z!3aT=5@DLvFh6Pzuw#JqSAkHus#NK^7^gDjhlrhJCxNE z#E8S~`KWhBJxeAMr`MR3GSc$i6kgFNzrm2V$?LeTW;x$V2jHVhRidOybofi|o3r)j zhts^^QfI9cMb`2byq!0vC_s0l>oZGc_=w^?0??)D=#HR;I$rouJ!E4I`Ded&T`cw8 zOI{q(&iPSa)uEwy zV2s3$-K3?lt`O0u<*Da03(k8W=Ui9mJir18E&7xBR=A7O--W6I5IAw*ecFBrl}wXf zfMXA|o^5}y`Z z1hXA~Zep-GRa+0H1P$}TyV+?|YsO>0|FfJFYEymQyuy)v98% zkmpl3V|Nv$PF1R1N9cKaNZ@{1TK!crh>)%l?$@#HqCogS!i*uzAe016cdT5MtP>TU zvdMCH#NMqaQATfgr+Y*aXE!T!n>55%)9hEEbmnKUcvT$OjSVx_bsn3w6TQ=QuM_p% z)@}>4uspf|qI=59SmBk+^KI|%P=4%7?xUy#sJ?dD`?r!FUUT3d2#y|IEQN8eG}y29 z!sjQn9WPxy3FB@Bv4ZuN&lA2UBv86SOl)UnR@@Asnd|r7H+FT_vn!C7aNG5Jai=_Y z3zNyKSD!(pCC2&JB*W#OiME9O{rygn!q2wr>+8PrNW>n5`>cQapCRUsYV>4(^~=f0 z$sWoIc^`~D+k2I$%Y3vs{Y>2Lw`uIN3>uUrb!yPrgIC*e(QjdDieqiR93j{XD=A^# z`_l8IdO$obEG+E%($W%Bc?uH-thn!QD_Ub8MbO-)qNMDFW5hi$Osw-R%Mp91igT5l zt!I1kCm`5;&3{(ARuwJ;|I2h z>I*2N#Wy)^-kJA0-Q0ua6I=I_98#?4W5CaGniw1RLVO=5Xg!nk>vlfJ4Ue6F)}5^( z(Ewgd>5Geh423WgZ*zm diff --git a/assignment-1/submission/16300110008/img/img/test_close.png b/assignment-1/submission/16300110008/img/img/test_close.png deleted file mode 100644 index 5dc3292a77d8176c8446cfab2fc11726dd1a8ee7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 52847 zcmeFY^;aEHvn`5ia3@&s1b25&a0u@1wsD8x8YH+o1b26LcPGK!o!jI)=iK|=ct5;9 z;EqAFdu-`mt5&V5Ijd%e%F9Y1A>bo`fq@}ONs20hfkF6!fq`$r!2s{DO|AX`Ubq~^ z)Et#;O&neH9gM+b^d0T2Y#pu44M?1g9YE%`HZ1fk^sKZbW{!?_AZ`W*>;L%zy{&^O z1FG_9GjI`jJ4tmA7#NEF`vG1gP-qSYHnu7yDx~b1cAW0!i5a*w(81F3(awkNc?jl*!^bNZ{HC6 z`ud6vCnEww!H%JMoR9TpixeQeaQ}JMwXgL`ebt8d6VkQ*2RKqN4dq4DQjk9V*>mn`{-U?6iSbQai(3TLKQ0O{ljD94}UMqvXk$z|9LEKcL*5ff6fg4 z|DGM!K%95Hy)YD}JL3Zbr4H+6nc&5^cy!xK56+=RdmBsVanVCo`8S_z;w4jPJx$Gz z5(M^8E*oAAC(NL|apS%5^z66Si)f$g9kl=2Fdv>u(XOSa(tCje(kNZ970RgNP8e(&F;TNhZK^Y(%?Cq9U?$#Ppl+BobzlVIXLf}LLhV*wUnAqgz zaE?~HIetOcCp}J6=!U04DAhG*k`8I0&9h#gH-q#{Qh^zqW1$9aB((4 z3Cef7(tTKh+q?tpGWjNOT-n3Sc8kwqGFqu+da>O{t5I9jfvkXPFbN4> zVx#_{+2$e#IZPNB-cTBo$aL5H0@I1GL*R~q!x9L3d-JDq*w$F%K-!$8XGg7$`MO*npelf#=d;m z%LI+FEiigNyY7xAv-nET!ClznU|t_Myx(flC=<)~Xuizw@%kWp;A(FIR&Tx4ZPnwf z&GUXMxKypmzrSBREId4!&x4&~!?Q;8K0qjPZ@*%Tp0-!_yRkNG5p|;%Kd*#O*&B-N zV#_3id=-qwZ;~EZ!veoAPPzV!%JPnDhhIoJvzwZdOG{}}Qc}*{+aSF-yHUH2Az(F?$lH|fU}Y*r){?S=&jIAe_{l0~x5n>r+)jD%1h!@SXG zG}nEx3UBRShjoaQ>(UU@2se-%E||(HSss2vZt9l3E|bdpSscdfZ8 zfzQ>dV93zccfN)NPa1&WDuEx<+ny8sUssnzdJiu%@g~HD{IJrc(!6VCe=02+<(0`! z!i0^K>8TO+=nqz4e)99*G1Ez)rhP&a1Ttpf=dpHauW34!(a-cu)Ci~D-F##!%865h z_KPkNJ~9e848o06w0e*Ct2FdD?MD@e{2|;GT?4>b91N=dAlbi*)NtjvQO(zxg_XS3@v^N~}md#^x)x&fmh$mq{?Gp+#6cUnvq{RIWQ=0br4f!GUlZ(rXok`bf-m=RavHiBtJ6D0icZ{3im# z{Xfnuz@UXtZ_$H13xThB1;GJU2@w6@e>(f=42v30IFl4Y9yP$vGz(g#^+oe>2CHW^ z|7BNhq1ECS6CL?*-3YLoczp&O(ER*K$OG@eZXqtv&;$7O{(WD>PFU=E;!j2IaL6(LHi;+M;uF_252oPp{-)99A7RFW;(*So{+4;56C%9JS#`~ka-G4_El7G|eF1A}% zg7{rgpSpFFda}65^=R3Mh$y5`iX)G?8W`vr^}0;NhYZ+@?j2n*GICZJgu`+>g1W;$6fzH{oihb?)TqrBZL|&Y^4W;LEL_6mS*cz7X$6! zLfi@o_)`9>9#HjLEx~>f$E!~-v(P7Y7pacLIoJQVPP=WUoF_2feKZ5e8N|FuEmZf= zr9ebAgi`8MEFJ+~7Ib!Ibpc+gCs@SPq?n-lBPwD+jASTMIIkc7<4nTDdIvo?G?lkW z#2IlfD76Z8z@mp~bx=Ul!gUL>TsU&x#|J>r;0d%|7gKn(_{>2Y%1K^Eo@h%tDxe1a z$K0+2aHV{Q!5m3Y88c>v#NrgjI_}(p2smi$cd`?Pg^3de!z$4$TVHl4d#Rq;X z!0#rs>qx6Z95oTg)#J~|8iU`dL&65-Kj{--0rtDZAXP9+*K}J$d~_P(o|0pWaL$}J zCIPW;M7i{oFnm>r-a4+Ae zHK1ciD+{$d+qi;~GG%uz26ynA#Yj4rqRFxSG{6$%!dQ~Y%|by-Pj-7~p@}WqWZ#%f zD74ZU-TT4@n}_)$1XCoDawaneZ!{yapoJF0&&M;y26+;8ZpBhKTfEx6(R|!V1c7W> zM)tD{PHWCX$C2*Xoa!nfJ*tn!Cu?BmN_s1$^!`Ut^H&xKJTHPVp2$58{?zN+RMj$r ztB7Q)bdG33Ro$_9x2r{7L&~w=Dim#WLO?8H0|MUhcVL|@93qlG-&BjbXzLDfsLw&@3ztC|^N;!BghcJ6ra}-aEQm$eate&}V_bhPR~a`&J_L9knq$XZ&Kv##N##XH2M1pMXuOUu3xO-D2L6V*d-F z^0oLNx7q^edch6{d)b9Fcjp%B9P=1qrGF4t2wPTgM*aGk5_!Xm{tj6)ssQ5?1REiy z7!{)_6aAgtjw_KsqR}qKT`&HC!+7P4WPZ=z+oA?T=3}ubTcLfLJa|#mAZB>WX1n=b zM%;ZFkbjR8RwClY%>rJ<=c#P&9nXg-3vu{2<2qC$Gw{Vr7|(0+%=Q=3?=mN?dB5xq zPDjj1SPZ7VUN)L7V8!PX+43@7IEuu3gp)QL(A8rd71%}cnFyct{k>v3tUyupT(OSO zsqzPcnW5zwu$ymxj5*7rBdpuO1UBpdX&w0(tFT)M2mg&eb2irmTWB#A^<$C_iS?gu zorwgF2t*yyT|NOOL3^MK1Ayp01 zj1K*~htk=ot*A5Np@t{|JU4)KmOYLNQ(-c}jKCS8qwRp-Ij`Q+J{s;#>#%(ADMWNB zL2LUy`)4D((gny3Qs9W)lLgV1%`g$`tW?)}Ye}+3g>iyb( zW6dVA1eeV>JV-#eD@m6}XCjKfW-{5e`BTJWmQDFYfO#zI+e@^Sk2+N|`tU|}^-CE6 zXF2#8^&a7ve`Q0}1VU$hJ$n@AHXME9Cd4@J)o9X!ZQG5?Y3r4&N~v1cVwK?oFut)g zF3@75Jy~&aF{E9uKO*@iAouBu$GO6_%ZyohvHQfg-9g#-E}|Fg z0HSJOQ15^rIEF6Sv=`LdJ-Ikm?I1TE=NrIW0YrQ8;0X+r#S<{%*@OsIfS-udP0{b! zs9ztQtM{8CkF5@g0#)LF4R_B_GP@`$q_KHO*#;aFp?0Aq)wyS0R~PH~28I}~8S3k2 ziXA-8tW*K0{r)H=bYT>o`I_kXeeZk{sYY}iNuX0!QDFw{j!uHq)zzibxqmfmc&|9O zm6y|}q^6R+Vg$5h5IO$RsB-9$rT2F93b=Yt5#J_}GPTQQg&NuqGX``5KtkeHnq57oB$2|}BR*w?QJIu#t-0z#-+&3!u06m?p*qiHhIpFG}y z=MFp-aQOo02#n*XjzU)n;0hiK#rkjU@c7~5jp`5uc)RrcsTc4 zWP*)@qsI9}BZ}{K5uBG0Qbb;zY6cKc7 zOrX=xUgqF4kf}H?NxIWIJOpo4mUe~au2J+tT%Fy5?qE_$^hmNt=L9cxiwiJKQ}-G5 znW1%KOQ3mn|DUt~&(>t$Qe5&_t~z|+!%nU&R_`<-ah zzr(+_0sg|*ng4~B*P0YZpm}{0K-j{xMmhP_8U0QIvn3YixRQ6e_RZ6k7z$&1 zCpXsm;G+caG=K49Ekg1|k`0@+9$z)Lv!D=*UJtWNpgy9#BN6h*nF~GQGavG~la@G! zx%&drM8SN_uv7?Oj9$6X#WWw%f3)Pss78} zXx3xU?@DP+Sh4pyPCDTRNqYYj)$Z00REf-rbn7URYqED5B8gvk^Q}pnF8fV)X?CbD zy8O%s&CLBpAID3%lP7j}V)-5NY3_{~4$P_6IIZ&n%O`bJ^4-f@vR;YWlVAMxkU;Bf zJ+uSq$q+fUBlV|uM*o(wXzK2kJwH|$dU7y|;6XY1eRz2T zr#V*D7EfQ<*@KBDsc&iIdLpRTWfG{*sH%=VNz_Jmc?LgAYr1{f7Xk(T#S9yg$XRuQ zl1U#w9V3Ll@Rs(YQmR>epH31VpRp*ad-yw9iltOYkAs;lFut;X1xK4eQPcNHJ2mi{ zr&E5pL_Tt-19L1X?}#1UmW}Tj5Aj;cX%fD}zFJb?I5!{X*q#^Ym(B*T73*1NI``_- ziUWD?lR3VGT#Em$?3e9z5GClUhM1}322y-dl5NRqgwtO)(|b|J6dYqLBZV2@D}MhO z!n!LX5}7~fO@BjJsgz88EAZuoonfwkr=g8kh>r~6mEEjk&ou8%G14lb(!6{!)x~bp zGO^O?4hw*Cz4#wj#6J8`;FRm4Uo{7RCj2sQu1DA)(X(UE=+Ve9u(q^W`#3xqBt+whHbVkxiwBdU4x=2+#gQc@W_s!D6K-Z#w&n-$?8~T`e za=`@ek4g;efk|RBaI&_$skr`*msR_w!gqdhKbQZGLAO_I3_F5}wwupZdso=E8Cokh zr18WNVOfkD2SoKSqr6rWA!EkSyLJ(@f7F+3v3}2+Qeh*|X3qECGD}QQ`x}ho_0#*3A2w~)Ak+^t_aR} zC}Sp}^Iw1%s#wR5=p%8*)I9Sa>SvtS!~hcLG3M=&sIUbkwcp`|BiSHVO8c5*KB%$O{Z^=y}leBwHiKXq6 z178BwV_vNT)r+&2%K2pRPQgh%SGMyt$8<;ZQtBUmoLKqLP^lFzM0SW6KWTEY+J<|+ z@gEL-*RZyh6ZRj7GZp>ID;^h-Biw9@qi)D8c_$XyQMqFuAcnxJUTUQyjYhcRVVXk? z)C$PPqG7wUG*JUk(ZMkT_{5l5%$^L1ECm2mhE_v~tyrI*ahNckB)ixJxH3@NTfKk< zb`tY`hv_E3f(YjbB6giPzU}*geMfmlJc2dnK8rooYYT?tvJWwK#i-oJmy?LqbLa!)`n@wp`f*20=lloi4Xv?|iMQcK$o?(vdrZwY;a&QJ27JXr zc7`3*L~afNXT8Za90(3PkOi;{frJsj7ns**6}m^pxp}2XmqMXZA7wmMle)NcjSLn% zr)>ZGhfI@Fx>(9}7MO*l?ce(bdd3V-4DM+JDV~!%yS^a4>DH}yBMbJK!URqZfhfcG zt2a>X&H`25_d=&fm^b6*S}N1wX~KZGsVD!y6y5;kv{Zxzq8a$SYDJ;AZFZL42R1e_ zt;YrwQvR;!E0iosw(!<*%2e)@qH+BzMn^Lh=Aq$H--7h))Agv?t%yNeQcdefHU9iI z^p^{e!eeJiA2#fsN%XwcY4+)#^(3V`oEH;+dN}NVvlA1@Z@e{eXJMGLw_t$(m@yru zm=I5wUDC!wR{>RRZ=4aJ?2x`QUc1{oxg)iD!D!zQTl zN{!%ZmIYWgFW{m`C|l|SlZ&F_A#*09+#ezGSTBIs+*!@r$_l9`=V z^Z8oKNrT-IC3Em@wW7+hji#Hdl7cSs7g^zD`dEc}Ek7;~vvdZJp^owT)f(yN(2xQ; zcEe*~4k~>G2|iRkpmYLn$v#j)PsoZ^TCk_92c%Fct@8W&l|k;CcyG=e8v-AnK)#^= zK|xUm;fS{+lvxKsf4?bx?88dMJv%kH4?*)F&&NV1bDknpifDaCAJ&$be75(BP_GH) zA@po`_PbWENxGU%3mMey<#(EVQLnYu5v+CdFR|28njPmkdX>=rN=dv&+{wfvup3m3 z)xQ-$_dAfU{?v<2abQQTEb8WoXBR!GrO`H`uMX_lo7Zu6g%*`ou5mke@{W~UqqEus zR2iD^KL9INwRC?0E^FuPj0An=iPYgG0ke|i8pVU8k4;UjNuMe_V`XqrZn$Z`$8>Pt zs=KxJ#_j7j#L3rZ-Sqrh9nYlBfg2!h4LB?Kq>kT?ROIax=qk?XZ$y?+XMM2j{<|cc z<)!uK)8{Wf7DL(I9l2m4s5;kMEdA~ZD^kZTbJoOhr{SfuYtcAklWc7M$w$3TMPQIb_9Z#{ z&6fV5j4a&kyo^C)V$WGDtT#i?k~r7$B5Hi;cr}b|a%%rrP(=svR5{7D+4x6h2Gx{pUaA3+%x>O z8)qQ8@LI9`>5`T~(WxJJPhC0GWz6^86aR8**1#}M^0QxS>8pG}luMOVSw4pYSIdmW zYXKinTNxl1BQ?A*iWpcq+PnaLPH*yk$b2I!5HfkY`y$nJ<4_-DuEWOj5v;6=>3UVr zxqoQqZ2PInF&#iR?<))yTQcrj7#;e^C~z9doXaZ znE3T8ebz?NSq_Y!m2O)&X<@&-Waj?nb8u{CGCI==XVw9xalYcxY-rRL+9K=d4;Pmf z>+L0cLy7j>6vK~#v7ch9Tx0up!1abqeMDTu+EZg?@UJqXA|-*eJbyT$Ik5Z$- zlNR`jWF`YY1&%^s16V&|P#QW-qSZZZx;jM7O~Q%!vJqz0JO+Z?^RyJtTq+`JWrvEx zhai1rLg>y^to?8z2lT{+StJ2kw>LC2`PiZy2v9eu51-vf$D=P!ZK7KSR#{|w)3K9x zojf3Ju^B1DWM*epTjG|QvhiADpnNZ9F?FQxvi@BRzfHQh0vUC0?EvNh!j^%VTYmol@?B;-385ooVJAsmI~rBt%`T_j%^4#-PYQegm41d z1%doaat+6Fng99A9kDkILePXZXMyO!_pdaVRbg19VF(B9Yes|#-yY5P29A3G$U*jI z$CD7~)sGEkww^FFHM4uZ8S`bMWM!}yfw1hr4&r2odi2unj4Ljgr+DxdRn=y3XpF&A z_+nlL(~-R|GR(ZJ?AQ~lzAa&5ypD^yM7EhBJT~h%UtIW;-^tEd3Gs;@Ks8X=1EcB6y={BaCR3o|XKaH4gAYgH+i&C& zhhh_|-)lf+-&(utw`_lm&6vtBPIgZGm^d9DGhGl5?j?uFLKQ9yP5JuE(tq>vdaFI3daYjHy1HlPPAwP6eTo1-LZRR{z{3F{q7VA1XPl<-`J;1 zt>E-L;Y||9I87}@Q42T4pV7=W%pAqChfj8=xA9hMcCaup9Ub}c^5s+Eo9LwSVsgHL zKQ=whqbD!Web6_;)MEIl!0i9ix1D_z{hUm{;kXYWijUDnIG5;-Xp$CZIuk7_Q*3)1R6sJ`FWzJKFL zMgN2!5Mf6Q%DGy7lT#bETR4X!?gYYzD&I*Z8o9exT3?lD87fPdO*H9Mb1(sr3gH0r zd4%!Btk>Wb7s5g)uT?kN_7Rg?X)%`BNwbRmZSR@b1ahz$xvG)1^jk<6cVE?K^Rk!e$Kk@ z<+i|Ph>U1N=BO_|ImEVM>K_?$+&Ilf3(J0(qf3t%Sr5SqPkEs zx%HLQa=6uW7 z5$N5II^A8bD)XR-%peS~`mw7kdE%a75)S7rGjIwXY;H$qiiMXjMJ##)b;{qTKOm!` zd8x1=Bp0&2Y(?yxs*0eEqOGNuj;$ybYh(s?^z^xbna!GXi_|C&QxOfG44iV{0xqsRizgmv%pz=M5NjqFDKH?eF?ikm(48kn4;r=P#Lbt>^v6 z0KyIb$_f&8M*m72gZUOQiMG*DM1WHxO~x>h>^8Thr&=U(&igJ)yS8LaUEY{s?1xx? z`9h2pVS0*nMXlkOs{o5*ErH=V-f&JCe?ircV1SrCtHZ*}xwH6?hUOz9Q?yg(ris6@ zF$^CyeMDISUGA=tYZRxjuy=K@b{lCtO2EQm;sM;S%B^3zKEnl^N5`+MVz=gji+F4$ zhb)IZ(}}<`6HZ6dN;K{%WWONYZgdYQG*2b}iXu7w`_IY|jW;$w^tZdg^6rF{1dg9y zF`-rM#LL#0r%aW4ep1nxG^stFp208P&m^mG0@QQ6kdcNBQ>HrgIm^B6&)c>lv*~Ch zzYSux(JTUGa7z}LGR|XZpK=)o;(G2(8;t7n!pIMnx6$DmmE|yjk<{p{e3?=>^4l8r z7TcYtE8No7`iWNXv4=V5{m$_M+2Q)xyP;Poea3%|$&5bV639k>jm?LeWo?ZoGtnWq zvdnCn;{bTXSTS)wWH|LldDj_I@pU)Yax^kho%u_Ut8oKr!-` zIc>h>rk=ihfGx<&s{G?pS@KsPd4DrBIXhmm8@OCFL_QL<)~Wj<{%A&s^lY0qywQ>E zFvy;srqZ*2AEyu_gT{8Eu*Xs|vII?F>C6>fV`FEo-j=c~@X91Em|W~py4xx4M&gd( zyd{eW6{uz4xi>D{bOdL%?$<$z6tck!A>U>Me}lq@d8JNeQ?GE|&|+SJM`Uhpc&EM> z2?81_IekOk5@jjQV5`X=B`^4bxkt^G-OjHDT=n;u%juftnGwFgJwX7NO`oC1yiL>g zaQm3|W*Y%3u5q^+H=1gK7uw3Wjk_r zRN6!bJkBImKeS#;vEc|<k8T1f{TZ(oATWFTv9tw+-HSge-uqyY56% zhoN6=bioqyP6kuJ+1o3g?Y6u&6Fq_7sz+}1&TNGtv6{Ywj7>Z&K3eeetdHv-{eJMg zjfg&BIJ!T=CsSd{<%nb`JDjl@6Frjxztq&*o*z8mwX$UZxH=c`+ z|1XKajI$@E#j?FyeHL;JwhtJ0v)4-@5QILMgTvYFX9ok#)bU9l+xCZDLE=~v^4{{_ zvnN+h(JP0aywnXBpD#zOI^O1RN6@SjA2<((KVoXF*uD~ek36Ygk*U|5Iq<-r$z!S# z-f4`E^g(oiRa4O(8NEf8IQoHRZ222sc4jz{ECv1Xi__Wt)l${mrQ2DNtT@qvFArU_ z64?bm#=2*3O>I?Asr|LM7^tnUK4?pJLa6pG$L$A`^?*cc(`Kp`d&}gMv%#SNv_7%k z-~w3lnhgSC`U@Ofw;rhu;P(48**RzHVsnullt!-vLTT5z<+<}JAhQ!3Pi02_Q~qri zCufeIwX9u5jogM2!Oibz4Yz+3Bn)}#+ zzrslNS8}GUmL~*^EIK&}8$pJaSn|fFi0PQd$t?G{X0F9ZLC&m1{j0N*gO$q3WcUBg zAwku1Fjb{yv*O4Y)BP@XqU}QA$&j_fI2|@UIVSOsSk&bWY*$d}#MvuNAzui9Aj^58H(shN1NwjRIyFYO(-LFzFbj`xy4OH~4?o##*k_q^71? z(8EK-1mquFrT=hph%G3vra$ReQnZZj9FIXOfE=iKtHC+yvO}~un+qn_bpqacHSMF% z1NjB0v^!6`h5IY$^NnvTQYWT3a|`yZ))U0%+-(CI^scQoCq1GLBar@6$t-9Kf{+7$ zcX-+)cbwY*y0ah;)p-B%M3{qRHvvF1dO2~mCq8#pv4yK zB~KFnIM>N%#!3m9@^!f1*+1QVByW+S(#V&2kbdX!)ta#wK6VDEugpYdoGJcbCCLS2+$lgW6@Z5g&}$h^m6=}>xc z^-}{}`q`b>s`9L)0_+g-LowhAb=+iNs!D#y@El6=XYx_Wx~mPGFimgnHYKUw!p$&v zWZu*fUrP=mbgzfNbuwybYCb$)O*{ZPav+(I!ZC5OiPg7M;u{W}=Dfy8P&b>$ob<8b zeM|zxbjbZb4#-#F(9Nvg71N{X8r`L#f%Q2JwK=TfzOKQ4cgEAgJB-mmv&`7Y9!UoI zJfyWE6UH%TS~}BT?M!V*$}A~3lTsFbqPewFq_UQ~FS}8dVVzkP(-QoW`_=MP=z1$I zfYY8okVdG4`#0_A_^#N?TD`lN&<~lT?js9z(rj4HVV>!+-kuPC=KZftWz02)F9@B# zHFf_^$q_{sr-KZ#R%w)u_g(ZAV2=Qe`i`xjLe8!Jv(JXYn7+n(<%zwu<_KmmTL@o1 z$CRSbzGYA?SnK2AZ?2Qt8C({V5ARP2Y;^}VYSDY2{~-QwoeeJxo3$O6 zWfK2mWNnrhK2B_dpFJ~CDOJ*nOEJPg)JV8nTWwDKL&aD$8p&9Tr4-=g#zA0Px9U;4c9cV@fJv*cjbMA!yc_Sz^}?SgKq+-}8=6tstG&>p03W9 zCT3ex+$8sii=nMgAI<;+N?t9NbUjsg9I#$wtEDz7Y2x3Y_2n4zQU%)|4{6@#$f(~9 zHO~KJb$NN|x|i-kz265%2iOH7<#Z8qDO9Rb3g{NoA)dz7`PqNLy`rp__q2i}i?aIK zYUjTLX9f z^#e$P@3tZGIA-dP1aYQmp+1II)7>N>AyIA>49fQ5>hX+`ZPmgm=|NfRr6KgQ>b^JA zaChNRT@b`(Z_Ctl+xT}4@SBi|?0>grnrPQNd21ll*|1$>k5Co?#N?}&$sdOliQM}} zm@ob2*~KJaTxGW{vJp{H3*f8S9=aL{>|n;eduHqyCq0iB_288rKWNXwqncm18DQ$w0X zb6Sp?wm4&%7PZ)|9H0^vr+`qG{4CrVc}HdYCiE00KsR6TcV(mCLH8{T6c6+2Y|3UW(c0`Ev21#QwX4|HLXquP9oIbD zD9RT2&H*_1pO}7)ttDs$u4CHpzQ}*mB+2qvT^)vwxr%A)3%ajiT$L4Xl=+-y(2};3 ziiO8Pbp0gqRtVy^k2)>=Q%nU< z&31)--%Jl1`ChYpGR6URlTZhRyM>2V6+f{PUg;}UK+lFISL!ZsdbGg*qOk3FzKF3| zd4~Je-!!yOvt_bgx+vC$g^9oy2yB&o7jg({xE}$&1)!M@j>n_AMC<6ZTvvia_GmU^`{7K1W+vh~C@uo5q)81sNKeym_RHR|) z8BO|p1Dg@~Z7d5f+IQ|+(7#ea>C?*tZ~G}ca#L`B-b=jRvh8i}jCxSFPliVli_WL+ z+upM&Tu?l+Ks!;pw^M^WTmky8P4?fs2(qPH4X)oExKkre4HLf(QAPr>j`ViPN?@MT z-%be2HnxB7Q8vo+iJ6%ti*hWuL!@u~=gJBEPksXqvM39aVB^SwI-m8?OEjXT|wyh06chEQb85bVzwDX*Z7nP~Tgn@O8DFxtaz}gf~#M=+9+r znAhb-r<@U65`sueIE=xoHac8i-OB6n3kc2$4K4k^PX5MFK$^t;JTXER6B?N)Xs`LS z<+3xQAn1Q}eT!4)MG6*4eZ{7A^Z30gm;lqErhnAH3%FIgFU!EF(Go|3`XktIBbR>G zyB6U`z+r-{LyHDF1Dy1jKP@82h^G6f_bbg;^~=$r2shipe7Fmjq9FNqL30tknp@eY zECO*V%IGBN`E%M7=e{sFZMNrIpx`M&b}3A}PHXUZqK>ts=|NfowLE|ZXS1`r$HBBW z8MD^CDE%ZxJb`1Ycw+)4Pd5$fhl(p{csBCBpd7x(ATyz9xx6fDz9U90%KuFJTRJjDY5x0zx?vR){^k7M=KJ}agsizEcPd)@X(T^A1eQ%$SVo;Ya; z#YsJ8D$Io|bLE{5)l8)pzbDC~*t-idjB~*O$_UO$M=t&jJfoG_e>&KX~aF^sf zIU3$x&PaN71y0~Rr?ALuA}F@md^-iARf}*76@*~8883bhDub%cA|tJM-aNIqxS;Tl zBa^Tgquw9R;LkR)b>XJ$`qhNM)yvcYysm#HtV+=7>mErYvbO~p-P*N;a3Otc*_SiM~s{1Pw0!Eb>F z4J87VKx{Ui(&s#1D&?xNbS^q;2NaQ@l-m7nt3(GT(p;(V+3Z8j-8%e(eBSCL*eQQC zou~J!=vZGdw|_S^vPLPB&pGE{N#>*AeKig!L00jmMPPp9I=@fzq#we~V7YN3wcs!bJFYuH8 z4J2%c6dN8*Ofr$HW2>5`QX{%H7BP9KIWM)hE(>z|r0SNl!B2X&I$eTy z4kMnEPf~I9wqF|Z@?#P@!p&4M$KZyy_>Dgo(a(CCB4Hq98u#XnzI^{ayY7^jdxNpm zl@y77VP*WT)@%n+D(y#N-ixUhU+{s&ZO)ZdP-+zz#r3bv`bu5)|$3Dj!j9xoe=R^ z0_ey2dpyOoV>{l2iqGXZ=S#Z;3Mp*0CQgtcDBPw!1#(15;a9NzvW$6*hq60v(z zEN@Aa_Mk$rH=-|6li^Z2e#fz(gpgP?-z_<5?%AUNRZTUo&CU<)+<+28+^-9>cEUp7 zwy%ex!wu{=Zum6-sg>Y&BR^#Z%rgR0vWne!Xdd|#%qO_y_Y1gDreg6 zWGKa1c;bS_A=fd;Xop=|46?eBbC5m^tC%t(fy_f6YCV#8cn{;m$WFLKmq#e0cR%eu$gQcq-7mRrMP%Y+5_BK@mRkC4Vahqt zen%i}?$2i(hOiQR@nvj*U-BI4xy{qipsHK) zj?!Q+HvC~1FOfp4yyO1vX{G78>JEe6W#BIQkEVpiMDh9p@EAg#FSLGz7zz}Dldj2l zlHayNU(!^{TH}m`!#S&SHD4WH!AFjaPauz+)2X6upEyym+o@L{pbNh5-SgU0a?aoE z(de#Wl~;zug84h!A*f+%;K^lREb2+k zP)_wRS<`1Xp4Vor0&2l*2V|~O7j~jL9{nJjbTG6s5l{{PooTm!{YUlZ5#C=eVXx8e zs)mN&f&K9xc*&YMb8bQRycbM=-!5@j`7exmUAl+Ysn%V-r2YC|RJ~h@ zG|Cs|M~)3*=7C4o4MAy+SB0(T^u)xsh34-5L;V6|6|NETx7P%6$=QE2<>om4V?MtC zr}8JVC~kCvvTYNuW(bdyqSx6X!@1BAd{%FA`B|*0z`t^ep@C?;)KRxcy^;PPcCRKN z@dX^Cn721oMttkoY`f3}QD@reh6fEjJmKjh+NbWPFpHOL&zVz^Sl^L_<(ary%)T+M zch#SN+T$KH15>7aqLNQ#pT7)_XLVcqinA*4(i8nF%vHnygvNVf5_t}1Bvx~5`PF$V z$LS{u2~})jPQ1fOB@e)7kB1vLCNq?qWe-BhUb4f5mCg7UA5o6g}H3F z483Pf>m~LAy>rOlp#0E!Y#)b9FB4#)|^rM`Myc$HWD5}=Yn8k0LGSb6@ zjlG8GhL{0OtY<$aa*?>Xu)L+@s`OCzP{*MwQQrivn?QB-khahyXVqiJq0zhnj7Pbs z6s4z*^J4t=Y<6l6pM%4x`(zCT(j>|HpgwD8WXR5zE_c4LXhUFH>u=4R-=($u@hiQm z;kpGz)9v_GmU(^Xoy7th@J{G|z>$6ML^B=EP(Fh{-LCAT3`@GFE~9+6F?xbb;lbtD zVPYgM;03WS&RaokUaka3Ft^H zV?dxlt?D%6qzx0@H~*bHkQ@QkV=+V)feDh-PdUTT_o6q6ruzXrUm-+$7GfbQYYlk} z8)L$BLllk_cUR2c%r|G4&s9`-O4`0I*5)RX?>4+qr**e7RO%TXpQ@b=Z29odr$bs| zcyEbg51iF!&uJRko~X|twNOwa@Op>=;z2ToYR1V8j5L2eANqtP=D^Vaq;vSKtL&~u zi#SKJU8d7nfF$W&3iGa#+4w!sG&zb;htZ8Tp5T#=rsp_5wZc}yvfvhn8>j>Z(K2Q_1~#b0u) z+kYhpW-ePDhjAB_efZq*8^58E%%R0IXc`&FK(12~1(Jn^vr z@3TrOQ0bcjdp^6GIXfCb#dei+hXh6*!2*8_(~;&Xe2}zk%JOb@47&5E`RY9+jq}J3 zbzhJ5U-1eZq~ucQVcy)$)4q5(it46fnIgyQZjmiS&xe6f`G2GN!e|-gpb@ngaRHHY zg{Iy7#@_5VT(YpB!jas=K{Gd>;Rmmobh%l%AnlEEi?KM%zPI0SLmyRj;Tm?faW@#K zRkhEPY%O*OE{GWedwP{opb!i7KjPp1M=fD}3ASW0yo!Q#@GB^-Ya8^0%g` zes}0!5D>fuaIrt_gaw#Hip;%KNBvs(1+qBlMp1dkLz`3;y7Bh&r_F6{F{t3*W-W!p zFhV6LY%DCoja@lU6;MSb6-k74``hf+U-ZG>bnKkUI)WY6r29>Ubon%sv16{;6j}K& zi=;7milyb((Z!L$C4nTu(ZVRuQ3LQVjfXVu(O~+s^#gvSfY7_ieS>zN$xi~&n_FT7xTyKggRS8 z>cci8)V7hbhAC`T;px)b9dJrXrTm{7EGXSE6`WQIeUdr!JhZxG2oIC3v&){8<{;i`j3rweEACwMj@1 zt!p3qvSRMBfW$u$3J(CZq3H>d4=BFcvEJ-+w9K#cJTEGt!WWa^h~cW9{9fY%R0iLl z>Nt}CH?=moH?p&#xx8202@SvI_W^X0 z#*}i(bbqT(qaabJ;M;KL&FWt67}5c4c8|E3bNSG;r*o0TtZ$>wN^$7)UC zL8euw;*>5ReG5&jBF}uMp;X@$^B0sGa6|t}){6iTSMNt9R0((&c4r_Zl>z%QM-%fFPB46((#HJR(1Gr@BOPxT9K9sBx){cwl+!e%h2gMSINi_;F>2 z@wn-NDxN!HpG!;@AzE*YPo&IUoBHT46=+8G#fb+4kv!+^s`9@?4BB^@$}Fp~D*;p~ z1ch84964TN@tN;O;wZ4`&>hY|`|VhV<+3+N%rn>6ov^*i_ubUY@!jIjsnyp8L6JtJ zLCS(iU2a0jF)KX@YJWUW4wx4EZT#*=cX_q5?LCsF!K`iJ48%UP$=TI4COFbPX+tm5 zWtGg4umYCH>({;GI3oLH$1`sYUk;<5_#NWdKYNKunwRa=9XaYhj|EE;x*xzgAUM zKFuz$dOhyt2rymrC$%(RO@BB8h*fLI+57etTWF)aQ@ppf(1mE5h^rRNsDlqNeKOKN zlUYoXp5@hBgyWXJ(Xk^0Mu3WM$!Qio`MdVKI1@j9`G^F>QAJSMb6)*n*Qhvi3-9rG zK3eHaIFYNF6W&zybcKEQ%v_d@Ra`!*9}!#sA}`*DR* zItl=gj|Z~i7fU^)jvCMj`MMYU$v4Du3P2gbkoc-&nDtg6w4iBPEFF2!Y zZCnwRg)}GHO1gY|E^V(6`I==&2Amep8WeU?XWxkPPV!h zbQr(|tr-1z`{3L8vXEhaQ1_ZABwgj1_~eTr-@wY@3Ru?owvG2m9<7$fUAE!zWEnL5 zVBlZm4fQNa&o1@Nic5(SL^5r7jVZ8QNllygisTC!Z_!{mKOi)C%%vQ@yLNs*$@#4t z;PW$1yxdDDoJG*K9#-!S-rN%;`Net~C=tU8sT~AUzZ#=Eyme|vJ_Zr0Wbz`~9f?K~Gj>=?*dv^C1_JB{V9^o8a zKhQXtO{7*jn}s$?-N7d>)KvYvN~-)}YTX&KtOCNSp-x)m&+tr<>+0v=D8Q;WZN9r6 zpGT8rUpQ8`SI^tDOTzS!n`Q(0eP?Dwfe%aYXIm%2dxb*sG?}d~oX-sV^H=-JLOdzo z0pSvYO~8n!rqQBCV}6$36hlbNgVZ6ypp9S2OJ3D&SEnY+gr=xwmkbBr6#~|K0a6%v zJQvrFfMo+GO2)Y!Dy}0$P>67D=udzx^ksmg3=);{bSMw#oBf-93B#C9DXzR;v;6{` z`SKnGza8UpI(kSHicG=g_v&gI(%cK2Y>XwaO=xAJQ^Fjd-I+ICZv6gkwpcr@vQ+!Y z)g~v$dpC_5b(on{J~YrsuVfs{>mi9c1ElsNFyW}V83fLc31}#?Cd?s^P)lC@*9(+& zhu(dYg)Ukkduc|C+~V)3fXshtf0zmF2uN>eQBzL}x)fO;OJ z?q%bo_w3z6itZ9)_4P8g9aT}eB0n+|4DHF-eg%90GwGWakL(pv7>-sI^iaL4g#oVf zEw|m_aq96HW9Z=|05;~Rg0%a#hDlhWVBB!3=nK&Rs#?>N%-`n1abj6w4VU17)iyj& z#WB?!ru8xr+?d?DZq%<)`yS zi1H*A)u!14ntRAY#OZ_5%D%m$;&@kXXV!Ky4y-5JFb84Hg~PS0QJU(v^SB3%epH1( zAr5$V@Id{?|B>;8e;2fWrS>RBnBe*KNcUm0A`;6t%c%3WR>oLU01!s{HAhUXJVd+1 z7D89EQwfCRU39$JUNiGR0ub){VKH_!xUJ_BfoMJSlJC;pYl5v6hYYP9YpB7AKIvrC!rXSj$cX*__$uc=|>4%p|jl-ywi;i zaSmCdR#hOCr15%r34#jl(0wi;p?@4pgInu9yG#G}BUp)3Hcg))wTY6SVh-@UPLR`n zq2K9TGViP^4DL^hbJXQjd2lC7Y{n|~n9Xm%CIn2AN=y~~V{*o)D3fpbc?(rEP2iRf z5Ex}6Ee)dLqNPml9;)yK0_kfWhWx#|M~_8)31iniydwb(1kM5Kd_C ztADd8Gn?_7%sVH0HUm#;ZyJ#h2~*@>40kB`)7)r%y?x)>aXi0UGJG?g(Oscs_Q!QK z;5MfXXGfOPmG)#-X2^h99|XmqK1}-!L--Z=WMZ+KQZ4@=FC6ntw78ELkQzF;gi6=I z8r=tl#!h+LA*%sMcW0Vw4*)?(xWqmdQj#8a*QJHJzv>PMKzSH!iR>X3IZh#-! zbPZ(5m4ieBsY`*{Vj;3oT$bW=JB8LA>QU@99KTUugX`v!a^QlYp7`!1cwu0Ga8!l8 zR4DVdkR0*yjimzNVqan)!^zh?D>ew1mhpolGndD4Q)*J3fB*+WS4JC*{7?W&XR;ad z+Qmb^g)_0U*MWjnl?A?J6ptak3IxNIC&YS^%Dlmje2=B0XDi6nx7P?rc(OVlZfu{U z?b5by&--uK0+BM|Mckei)ba=Jxo zZ~eOz1KOB1*uega0|UargXu-ek_<^dbP83bCwLh38qDY4{vAo7|8|j1L24`W#{Hf3 z-PvATURfnyy7^%;Y6pd~XjH29$(ceOn9GTFeWPGJ$8isdJAIiioUyKg&N0>BdI$&@ zy1{AYa5t5oitfxl&N_rGQ;XNk;73=~6Ca0H zU1StlyesVN4BM$`Yfb)FmVI1??1xAueR)clSgbzK@9Wl&J1N6V?shn=8)wDFY*sTd z8<`q1NxVs74Xw5#dSAx)>1+E8>r%*ihP%h2IM#o((GEvH`F&^?@}Km7Zlio$#o3Gc zvh6T=8Bfy{g@2j%uXy8UjKg7-F`=jRkk$V#uuQ{ZE}Q>`gm1}4?z#3g1)}cI_*MMC z=~@Ga5I87+hPW7e@RQ#r1s`=){IVgFa?;VzSC=#QkS-2L?sqV;)lg z6?g)G>L>?!EokWm9IVN5j93G#X~u-1^YnREKE$1JoQU4N+DwbgIk^!2o!OWTd8GD% zcUd9pEM6Bb@V7JfFx4H- z0!x9YCKo1P+Cjl-!{fo%eWZ)%0_*Sbr{=v;?xdBaJMA){{bZ@XghoTJ{(Z=ssIhgU z9e3UO#|Orsp>|`S)`S;haZ8Yl&0(r;aCyJJ@I~>$?+w7PS@WL}VA3~N@gy6axd%^T z*tOU?C8zu1sTcc0l;xdKIb!$al=mR0j=iiUNS)eMkBop_rctk z4~;vrcB`U$u2OUY5B7cwUVI=4>^E5qvd;`Y|4x~Ve%RV~K)~yXG1YDy1Uqzc-NQ)k zhyK`@u5ny0V{N9f*CLiH!=x28RJQm{uS=x(za_!|EDp9&^4PuMG{|(b z9I_hfVu;>}$o;#WxWQV^%ANtrEFch6 z{4XDjTiqObjOgXOSW^1<(}WTps^aw)AOF?)Yd)Azm3vnoIG$=u?%tKXc48kZP?Q8v zj`4fKSf?%>cFz_lg@eX4NkAC+mYg6ar}#=!Ql3hZ{ilT`MT09GxLAJu|6l-B{IPia zZ`%K~5N-|yiJhc|nKbAP0#)o}bR87}p8ck+8-3_wHp}hoKaPt%%D>6w&56}Wi>uWg z!V7Hs%eC0F*s!8Nr4B=SOzr#K=8=Nl z+gl?SY&QCbLBIJS44cZdzTA~ZIvN4mAbr*)0w$2%Chp&t2)k_@=jvMlAz5gEv4j{LR(AP~?c->~10b*6>bmASYn-MHdixVsWv|?P` z?8ddR>+1o2h1V4XsI;>Pz^@vpUCsw|i{L|jfblx4`zV?gp=&w#H!V^w4mGp0P>45R zIzLL!-bsh6Y{ufmtuBCV^9e+&C36NF+&4czg@+MZjXsa&<1cC8@?q77oQY@vMj-vx z==g4pcz~jj^vIAIQw7pfLE^gNmRWdOS59B=!fgffn*!}<=SzsdNkzHo!?wDD_q1?% z#mE;sR~if~x-7r?V-Ap=sHx?U70f&Mkst=*2Cw1rgE`)sP5s-5!yzXi)*x(qx)ij$ z)>TsBsFYAgAz3uI?XxTvSD{bx|d7h zKrR``BUA#PH(>7yYK`~9SF%mWhxbTrZeY=H_9(CtXCJD);X7IFbV$+7rF+b=;m|$1 z+3Be>2d*HL0t$u`*QV9UD>?k%VgV(Jpz>7Wca_FI5WBa}nR$@%3>S_G^-NmL4)kua z(|6!D^^DfrjHxMwTI9hZQK7E`lqC2gs$*GqIU^k6I4U+*_BIwJceynVLNwoXe4~q2 z7dXD5Jqw)Qvg)GpCR>zD$beBoK+Ifd--x2;6w$UrOc_7kg?G{$Ch!4cIS+puUaTBi z+cr{8KUn^jjQsxb@CQ52Gn?Vm(g2DD@HS*#Y-vbXb$Tl~*rw`j5q5z+P1_BFLRP`u z9raP|5INmDJ`b){!&aUYI30$35Hzgl83A?8u#`pZG9=u)xptkAyMK*XfH6e{;N_ghCy!PaYmr0Y3nhn1AvOKuXWz=PWP`v+~8)! zo4SiTBC{4`((+l|jQ(^q!yz;6I+5Gg>PAkQ60@yxb6cqT8=8Ge?>iW-&s|^AbZb}{ z*dio)!ZfeI0|AO09@S3eN(>W-oGFOQJL-Q=>XHY?r)w)u20UqJG|n$zJOBsa&p#C=5 zTLYnSXC`54ZocKoWZ?^MiP8Nlb=9h;8Hu$d1Kd8B}*d(z)5 zyOJmu$eG-oZ}XmYVOTHJhN6*)f7OBfe}(u@_FWxXN~oVr|LY(S^Ar{s15DX-+;(~$&i{dQ_=Gn4!y`MH4J)D!O{XU- z-645V<4yIcsl6UEs+uXVsKX$vp#*l;^BM$!?Bnop08mozI5HQ6GM*kDj~jAgN1>)6 zG7!&rM;!xj#kJKe$^e-*d8xn@xvpuqL-D_;L+ z{Rf6Kmvn6xjQ9Km{0rGr-FV9v#8YlE0T(f@uO(a9a(~(lZv@|$b)TG2*Us05>E zimS?Ex!nv-Ij`0BuaP4*@UJh`h!eaSH{xPRH_lu4d|fsM@pRff^1k=VBLXj8#hfO#{ZpxB%TYUX*WBT*NC!uh%TclObWN zI-8mqiMS0XDC?J_&Fc07ua2_$N^Pn(u5oZ5?20k=hWD+>!cn=L3#~a)yWUm9c2AWE)Ll_67Wk{;0Efo4&6`Y|KsV%XQW{s)=vD(z15Xr zz-X-84t6=(Sax0A1_nwX@f8$PvzU!+9W|^Hx07MKr}3P~z zPU$f8M|M2H^Vxk$;8q>F*_{31M8RdDjCTl1=52{!^P&?xgXSBYyfV|X+UCou%zvD< z5Vp~xKGaXVJTCa_LNB;N>wJCMmwQ3(@X{E%i&%)DhN2lCq4pzv^f+hA$0>UWGv7C@ zD7z>I?);~+xP52UEVJi}W?V*1{NnRZzcL%ymSFe`o(G|x)wTIn$)G!VNWi>c|UsX&2zMLG;jXc7LM1K0A#!ZT+n}yK|X52YG`Xq zfBw`C4S!TTz4P+A-z$heaB_AYpPu#}x3slg$?2v1NS`X+w6NmCQ{=y$jv~Nu^aVhB zhaem;JUwr^MqcPzQs|F-+6xKS#RRvrhLA?KaZQ0 zns^Re|LVxQt_U$d!{G@VaqB6rg3tVtV@K_h-C#WvTTYZ9G<(f52De9fj7|S^uc*Ur zBS-0>I;n~iOI+VkzWxs&XDzRz<_G~`rz)TMr`+=sz&9q z>=Q({aKj;1iA6?9r_KU{Wmb%l6VMBha(F&@-6~(CwCek*eKA~K;PK}$uo?7*vc20QZly$}iBY6|3=TZ-;aSdew*6Gi9DYKkWS zk)QkvUq7?{3cAq@uDUI-iM(>XJ2CPxzCoM%oI!)OEXrqnJ2 z^vFJDN%AtnC^w@V+m{`Z+xtD7MG$r^KHu*D0v5eQSYKQpyy7G20k@jYhVR@@UTt0S zsbzauAU0yK{RW2j9atgc#yeJu`HZPR7A@5NoIdrC##4tTZPm6C%Xcho0XQ!HbI=%1 zU6wI>vIe|9ObiH!qPX(#|5ch*>QrN5{{;NFv2_}AF>~m>fb}_T=OKh#Vhy4hU3E@u zq+?*=j*owrcISGR?jJ~YglTYd=crJfvp?6;ZGYX#c;-Y=Ke1(4(kXujMJc062@Do;x z4L87@ZtgSa!-*L_FqD70s*vutJ8Dg|dE|vVsdpMl+klR5s<4L7w;&>FM^WeB2GSHY zty4eRELT_{@_C%dY92Mtz3S2IN#5t5Ia!EVM7XA7nP$$hmIohm)r`x&Z%PZ5p#~@L zSa#`n5tD3V6w^uL@3Z{ZoVofVfGe+3%7o9)>?OX?5VHCrYJz;$Gk8=)CF(zx04((n zjK0rauZH4r2@+XJNrb@!hJv!P$cs?{-%M0l+`zZBFdQiQ{fR8oiQ&=TP?CjRR8=?^ z8j>@l-A&wu4QFwTaylF~x=rMSe-pzt>_i{G_bZ-B^EzFqi75MS6t13Etx>Snw`^?v z(ZFqfuDADaqBQ?y34;Rn>L+l~(|Ovn%sbdJHa+dMOY6krAz6P^_kh^hBy<$n{hM8# zzMYg5jW9uSj+48?n&)|un4#hU&PXHNe371EEO$;{30sIj&oa=!DCcT!^uzFDD&~Qa zV+P0nY0LTm?xmi^whXZ2IjN=v17gA(M~%@WzTIdhYgc=I0O@7V?)qo>d_j?e2`uZ# zWnWajN{=eibq!`+vu@giaoN=55Ux2H*o69%7QGF94E?^E5K8Y{y+5Mens-^?n-<0MfaxY^23}>9= zXMb>U$=rr*=1(vBcS(T5u`@ZIdc=dJU2>ayrBYI9M@O46o85wrK}izDLQs#ok(F>; ze%OPrqhqGO-n%9W<9atNkI3r$NuqQ6ZZ!T28bW#imTrb|Nb!CVe^|uKK zZ4dgS3xECK-5rhn3+D9)WUbuh|4GixZ1dlu!`EjRY8(b}N!ie%6f0mfN*U)zXpx9k z;h}Z7TX}P9G7zP0U|p6CHh)NB{mg=KoRX*HprR-oGY?FVGP2d^n%mKcF&L?o7vW94;gpC8=oQK)h;NihSnJ=xr2)lEz36XK&HeE+X+kXGVch>t=kE%-s zH`)k2u+5+kNl?gM%1y|Xd7Qi~>)*skx5bmbiQJ(hH#Z_85W-~kRypimL~zNelUc8i zklJZj43}~Ap5FP9E^||&te5mh_;^Wq-g%C5U_~3-qYa?f=k0buVrlL=MBhUGv{k(+ ztAnn0iqHsb{)t6&cN^4RiZA);V`1zLxJ!8X;o4@Gf=`ZEABjfzX|O2G?Mynb8Axy< zx?dhuMZ+O?War>fhZZy|A*W0(EFXuMuw!;mC%x*PlS|pY?Yjx1bXOq0-F-u7Io7dV z@$vw#d@|h+x^EL>;RU^z=qGS;eghs=kSO-^CH8-~%xO~o8TZTKZ`%)hHVKBjlgpxk zi=!ID$J2~5wu7j(*h!&g=lGX(zN<|ME7Cx+>ilrW41BY$a4VV{9e|8sVM4;QzY!_1 z?0s_<$r@Cjv%Y6ReSq>)Y)aUNSxQKKjjj5&b5{%Gp`UmEMBBSKdSbl+cCJ7#w9Kb- z<^&vu=F|X($JC`imJC#}JUW_H-u3OXlFnU)bjho79~lgf?0$uuO5>*hNaSQY5JJcW zd9nUz5~<(YVx{0;6br|RbvR@KUDJIK9z_EpO(+Nq;xA5dQa1Uf2h!L9Vj|z|nm=|r z;1?lK#5_fW8UFMO& zX9XGe?~dKA5ZIqL!`x(G^4Q_R=$cswp+LB+{UU~YR8T42+?kQ^OJ5(eyBGxeFI&KB zfh-Cvt+z&9nHBdU=qB&>{A&6=9my(M8e)d1l#_IvoC5n$A?sBoa4HIoN6V`sD7o9X z*o?ZW1<@Ox|J?Wvk-7QW1k>E0!2C5vV{e#uSrm!gyYKM$we_pr0t>u{=|wh$;xIq( z*Qb0ylXJ@LxwQ5?3&)|Vpp8lz#P=pVV`NwuC!O58_YQhfo5347t=~HEIJ+}BHvP$C zxTtcj64JqxayfRLT{Ri#kvf~*zsooQ{gy)8h7~59w>YdCbocmeju68RyyH{jA~EB8 z&!Ym+DZl3>fal35^^J`Q$By>6XvNg^WJohh?PcTePMZij)*ReHMxC3b6Gsx6UKZW& zgXExCh22T<@bMSKH~_B05FnEAMN+tXm!h=bK6)DSagVF8$hFq?vYSpX!SJ6mQlWVp zayR)Kqir_R?RnE_rc~?urgr5|``FjBQ)?Av&b2=J6Nwq7^MChMG~5oN zQ@aj^K-)m>5U3AT;hZ3_V?Cpk>Ffwb&47 zZo;8{d_KdxBzX?2uV${-cgSNBm_-b~Ya%~u{#a3FuMKjmImfTL0PIq@a&bQFd>i~k zc}lxfTkSWNx2v)gpUihbEm_5xT;aYwBQ0#JA&&SgScBy%6h~0E4?bDG^g;vfLaVKDL+a*}YXl zk7#!5{`3G%*5XoSk~`*QYcW5ez|G0~MA#ba&ZNgQ7*tOEcpQLm*m7R{{R|$|t^ds6 z+h19D7DiVzmW=J4I%6&<5|4Bf6QbQlY$uaQ6}Xa=89jZxYd`J>EudVw75N)tdfgJ) zP0waCL))`jUGrqxut#b5<~6!r&7#W$#m@9jyf||O^QhEA{)$XLBmsk0di7^<&zk3{ zY?JmuB0$r0v8_xg1I>M}NOo`skmG46duf<^e82tB)b^Z$^;U@VR|miU1FQGtn`8es#CUC>eURm%ji~F#13#GZQtO{1PfW6-{2|!n z$1+ikWfE8p@=#jlj7O^|(4z5eA`?&smI4styGvg?#{(Q+=6rc`ZpYb!Tl~)^4I`IP zhsYUqgCm_#y6P3!;L1vTjQqDbaRucp{3pNO6cg*e-D_vc*ylZ${VP(RH2O74*Rq)b zxx|-qkCnZkl>iOzX%)@=ajTshSPfjY9h}!u5+W`HI?t&!H`#9|hptkXg+~L8T*4@% zoFyd6otJM*S1uo;5%fL!jx4kO-->DT0cmGJNK3QL74bs~R$x}dYq_o0Vp+ST|GoEm z3H%5YN-o_vs{z2?)=egIfqlHJ7*d3}Tb2t}KZY`3ff9;wx(hW=)IwDJS(8rO-ezG7 z+3n-O>TaEE7&!AY=6Wf0p^1@To^dQT*-Wx>q=AL$+=rTcTAT$2sKaAz(c9vNHG*{6 z>2mSGr#M-Kc^6SM`N*cEdUgFA!|qNdMJbA9h$;N#mqjQ3`O!~5xynXtaylhSHP@#q zo2iC5aa=MA*+~;-jO5o`@yxOhxUbT#0N%XNvSg!~qhfRO35$OP;&}%&Ci_D*za4L^ zL#cSDZQg#x;%@Lol^>U~XLEs=g2Js*x+EM16o&V{oOmgA{<*n6TrK_lQ5B#fJ=yw2 zFVSV$cOxtGIOTSr*O-%DT+OzlGW|hOC^gwvLCDq+XjbACTx29G|2gGml-|e|T;z9? z#f9qMeFhU6Q+$B%(Yip@*a;u~Afvali_DD4XK6exVyIpB-nVk2q4Ad$p9Rn-&Dgbt zyEq!6e&zy%!-Xx^9tR>)8>fz1&I+ovf7IN*5m7{bHtjlpCNs+^spx7so~q=|Y_|&e zw`ZaugUvLf=i)_XVim#K=HAJYXO9SAJn@S%Dm3%T*<{J$-2outzTE8^Dp^to@ zta|?(ULOu63>OhVTT8Rdv7sXH%`Fj+2awX?lz>sy_l@&A{T-wEI zOHqYiCvER)dWTKU6Rnrz^)5vEx)}d&!9}DP} z*RSm)#65>!&E*r(zWTM!(r#tO`amIAZHaET5Qxm2t>?ovUPPQIB>vT*05O?-W%9n_ zSk&jNvP2K$ixhqBJ{XgE$Wah*>e3UdS*W?%cd6bF;qmR8I$5q*&w6{T={q?vSA1Gr{=)vHqDQ*#U|aSnG4<*%Hj9!)lTI{PiH%3g2Rc-mU~?FN4Ccn z7-+5Ln~UYb6NA@*r|sfRDTwbppTyFd!1}56?_`{kpe!3qda|4|nU!zo?u4udoOOXQ zL5J7QKgnhE36SO!DW}UGScc0gYl>o1FELkiPGy0%qVoLIzgL&8$Rhn9ZOt1@(>!Kp zCs^M*(WtaibXCVW9N(I!pvga2LUWS$t=d72&b!V)-K+W#Cu#sC+`r(Rl6VcC~&|sbJiJda{=>(Dr z{C~t0;O4hW>auy+s3V@3Z<6XgRCW$mfv){yDk45i;yKg^kUSHq?ZZ2s+5W}T^xc%d z>n!{UHq5O`96d4nMmAuIw#x)I6WikahC zhUd;1OH#mnzd==|woLX$Efi`Dt+2`lluT%&#WpE~L;-JZ7nf^iKSqIuFw)*5w!O|%#G39>KKkjPnm-V+?rU6r zjuJ9!z0*~(vRRot+~_ROTS&kqtJ}FOLD(+6>JuX!)e;9PRgpMZMg&i_VeKG~4l%K~ z@0BLF*^dO!@)=U0j<`qvH7nZ!ddI=wO2!c=A|-eCB>pMUd`F)q;&IF2?*zDa^8ght zb{E)p@x$lHRW+@HX}=(~ynG$knT#5rjG1ip1-Pp(d5#z(=8Q-KxA&WLmLwo<_ydY{ z(GLp4O}Q#p4p7$hc;Hx6Rs$T*XVUuXfakY!JF0aQmDnw0GocOLP#;6C`Wp=};34J% z&<~r4{jJy1*XRG|U2EIJv1Ia$1xJqZg{jyi*Rc^Dx$e#sqr0pSoYjzdU}T+aJ2E|_ zTReMCciI~y4bkbIh=-h}e8oq5OzUa-0P}w{7Kuy149h}to*#FwO0<^&63IqgU|iq& zas|dHm8#dHB28MEtrE*)gh1(^oAVUEH-cn?H($YHMqPi1BMABRGlsEB(gm$fd~_uz zsnVBz0pm&@ailmvTj?@5mP6={OkI!~*AW!EsKgcqL#PwX! zR&uTbK9a03P4-P?)wM(nXCzEUqa-Qk|GYjXZ=;23-^KpqqIBpswI zMtqm%3)6;GmC+O%mdI8GD9H2o@l$*am%eLGhgr72D_MUKXtEI`HKpM=d>xI}`?#M- z91OgFuAaVTNb=a*e^jp>S8SGSsFPA~=--O;SnifnMRS*HdOq1n?z=M%vY%==wk+Q` zyf|pRNXb z@NtTOH1j{5mVVIjG5>ptMkTm7kBL`#b*@3c?W2#6+Cf3-#oCx-ak;~I$S5v!z&4JyP z32^KRWz76a&OZBDGV&z}KO>?(BXB)1m0iJK(YRz+mw8V?dvw4c&C=;;XCIhqVXZCv z7lN29sCh+^KfPsd^snCyQQ}-Fc|iYJdo*H1>owpv^enCrb>79RKpY%eAkl)Ij?HeN zopLKqT|m{2#x`#+*wL_9@Rl_VfF){W9wa<*g9`#4z`!eaC>(WSS& zZc=jn@V^gOEI?mn01| z6LH0Ol4~M%EZzV)urneyCE){lfmy~7fqZL+0}uaCCmCImR?z)>riY;8i@%!3q@ED* zO0-|0JRU}}ap3O8R~eQt6jG?SS=#WMCb$#AB9QKeQbH|dW9RlKDT&}%(?Yy))%%2n z_%S!=CI2`iU-15RQE^#ZqH@{Q$kpVVvf7f|y~9yq&f!QXFa$X32QtvYTj_W7BHM0J zZapcqb#S@BXie3uMrT0Q*`*?^48}IxeO)#b-`TUFaiX$Bl!!nS0+_=35i?;>F?pug zk$K*>=M>3xkjE}|VayaRRX56s zsk6{ra-G8~B|7=XQc89lBQvMaeK_mWV{sMf0Al}BX7wyASMnsE@tV4m{!5TCDqlB< zg`P^zw+E;eHtE?xiXs)(gALf7RYmTJ{2uSsiJoYrV`i1ZV@^M~!dAjGer5|7kmU+S zMPbS=K5HW|6|DxM7l7Z8j;BGSb^+;gtSE<)8u{jvm=jAlk^YQ0N`^}j{SM}HDptno zThW!tL^}tU^-<&O(Ep8x?)svrEYawiZgG6S<0e29?t?aIXgSL@zlgG>dcuEf&ZS&S zN$D2iNteJxri~C8*7@w~#M|ff*jH*;zcHF??T>~G1{`Kb6t$;Y2&-%UnzQ4~w2>GM z-hEwRbI0mplSvv`4z?D*05}wv_}lZw)j%^JY;v$`w?N_N7u@*n{xTs$qHn^7O1GgO za5mRdbUlB^;FpIpdjr!v7e^1}hEvc;FM^?4aB{Egdh~6|%fe&ghgj7F_eQj{``!~n zfSu{`8odBGgy+Zv%6Vh2?9es>Ii808({A6iV-NLBA>an%Mrgylq7RJh%o|JjW8c&} z(18Bo;TQ-_7pxBD0W&9dpG$w6bVd%rp@3W8Wi`CcklI+Q?Ro8J8?MhBkkPjVB}A;v zS|m6Ga&xQbUp-amZA+(kbmKk97TDNmDzOB@Y5l@UUj30BU}W95i=86CeJio_u-?iv z_!VQGnPG6)A{vVw(!h^V?BjvRP|&jFCc;LxE}w=ocK$a6UY!n9xQ%3IT$TLA+F55@ zmVU=*RZ+G!mm33_hgnt4%$=*ED9H?%Ck2eH^x#pmnMmNCFT+RPJ2l*=ee`>?(pQxC zxRJo+mLg}HQny#-9{XuII*$47d#_`;{_?dYrBtCgx9cj#XH|I}{Mai5ZM z}m}2RP(R)$LcSV zG<_yR2$3rDLw@YwA(GouSODKjk5-UT88jECMO`W8dA0?ZN^=imvfrlMdqcW^Dq+8- zvUP_zOdh_F0nV!|3mRv5nJtd)*u(=j8t>8PyAji2;EWq=$*jN9jF3>k|MePZ!&%Rw z1wOx~hP(br(kTU~o8*YCgVP}TPOU$fWyxQ|*j-p;rpWUGJGp1=OP&_{mK*!C74;FA zLX6daVcp9@C)>#d9(L+fXezA3(TL)%%-;-VAu=+2f& zws#)9ycDT|v%$y!KWc71khxy-5txX#w8^c&o;#mjaheR4YDhsYqI%4)PX~(G;{kOU zE=1F?-MD6E>I8UC#Q)(vhiH0Zm@`DV8sWy7RV6W~=`9(xLB0`p<&~ej_Vq747_&T z^Gp)TX7zm6Yf(;tFWnBWvn%Ds2_D?SF)eWW>LfYTJK3v${V@WHLSUDo`%`}KXcBDe z{xA5uufX6e23r!$Yjh1&Lmr+H9E{AAtz@Sx;&SWi+cVyl(^U7U2Ji~vj(z(%+0fj% zO?uj`!g+zPLNPeb(*SP3l10Wq-E1s=A;oTy3$8A_-?g+XCJ&_5IlM0U;nYt~_6)PI z>J}guqJBIgKtvr@XuMzz zBJeG&e$?)1R+9@+t5Kd>a|DWmO@J&1`1yU9UKT4Y+4~5-FdRGyOS+b0Wy*C|ckD7M zP;5kY4}J_&zufC`Cb6Pwb#a zqX+0SP2bKJ;5x1BGWWOtH+U7lfw;Q8A@o5&7gss9=>OV+m<}*a@WkhUDT1$i8@hp2 z^1(&bQ^$WEszziUU&zckbFVBp(7EAUo>VBdKGLmLa=e{16p-Z%ZO>(crj7V^^J&|QDdL{xpiz7arrRL{6st!=o&Oy9eJaaHMfFStNb~-rIppU?&S(PAMJ$S z*`!pgv&p~ve`o`mVZgih;Nq>_IBTYtmqPPOLayynAs6kp~R&*w?L;J zlHR=`i)?u89VczM1_*q#JeI_kVf7VS@1776iYfqK($NgZI`<(x$GJX46FC_I_}C2~ z$SIQT5vA-+4vyhq1)KgSQ&GV>YFna(%t($Ep#J6uq}^Lyy6gibIxj1&B><3^GWz7s zmr;LK2C>aMhEA!;E+xusWxW_m#FL?~Fle+1F9vT@EbO*!^8G*dcI&%Js+`ifym-5v zhNvtoE3}%z4!ppTih<%8R>x-f)k)k8P0iK-X3y@=`1~-6N9FrDl;`y~T|cnw^03$a z-LcG@WG>#iwN#?w+{rrLnyUkP_NnvP0rbRF=YjtqnxU3+QxgGDvGCNR4Sbj%Q5K0Y zuC-)WntOsW7WN+#>s{X&KHEz~#D~`D=|0`>NaSTf!TMYp$ZO0i$#HyJ>a^e(Ec#xO zz-o@e=w)XTtVus2y_;%(ve!0lWjn8ip&0s6B@CP!iRq#eZgJ`!OFX4O8*LSb+@BBy zlo!{R74Pv}%Ik1o*Mkx83TR$$Pl@PGjTWo6m6!w{q4Q4s_7aK7UO^|3NGH8Vh8aXtWn>NeL=&5zLErwgTDUbdbyM(H6~orXqQ>)?VQ z88|iKNd%LkM5E%ytHUh_V}Z!e);yB`GkNS!20zZVo+}T5grj?V0X0ohKfb8C>J7b5 z$udKG#`f6*D}%kBSUznJPEy^amS$tXHoz3lEIwz>B+CtB=w5 zk?4W$^66TB;M?4R32BeI!XDy%{CAYpu8t2X4tzs*_tX=tAM1_W&pdt|M!b-k?v|nAR~&QupR{KGA}Gh z=E{l7123k@j7+wEa*->NaItTv#w{Olo%YP(M(=Suj`31|6(;_V&`DcyL|!-O;O#7M zP{dw(MY|U0wVk#zLfRvHmKM$AC^EC<3c#+ty^r?FPnDbQ9Y(*uwW<*;mKlg@iHCUW zq+T7Bwq}#&G60!};a0vp&E4H{LX%si+rLBPW#6#M(7-kr15QNP4$JwYSKk&gYyYvOV-$- zM{RWHy;&r=3he$OF4A!WKbVgshsv!!mLFa@H>g(hpP48{5pTd5rw(07{XX>qRL97j zTb{kGxvx4H`ZlV>R2iN`uLR`yM&C4YEhh2aJ>L^Ww+(PK&`(|r#>Q2K(gIAg5mcN4Qe&3p z{`|>1IH5U40=ez_!mF`ULV*Qh;=T4K1PND2CjeVWV);9Xy{Uft=8S8SZwo;4`nrgg zX9KUvfy~FNw%HIJn{M;{#isAYOi3(F@1d7{&W!vIQo2hY{%p9r>WugoE?<&ZP5!MM z1~)D)#>=UeEJu$7y)#3ZP)#S&Up|tx8w9fv=I!!+Uzzv$5t7p83N;lcUKyf>6XWRF z9%8IwP=*-{Bkfsy>S)Z?*%`L;r!417W}Vy$)oHW$-;;ME+?FTcov>ZIMI`qI)YoT2 z$DqsnUabOPJB>N;fd~_HfvIzZ$-@34Y5e>Qz#|R z17v1;?JrQZ?yt<7b+VPFly)m2ArE6|A@!H27H1p$3h=khsx4__*^bQpK*=?45x4pm z2%kGN*=9rzJ{%G$c;zaveZA^DhaY(-#35G@dcf(G{e$p^T_M!rd(L<`$VgGqYqG3Qy(^b`IXXWqWrk_bd|O%CG}wCLOm1Mv7R9JkI~ z0#e$N#vAPYoXf){xJMC#w`=k$%dLo>bsXS>K5#KiPLz4~N|a2tdfUjrOV47|^tOSp zvxo|uz#OuJi@WZ$a<3;NUSMyTr=fn~*uR8=%pwV|f`fzb-H{)~*@tz@EVPG3|AD(4 z4tLO!HK;%@mX9hgwL&W$Xg?qY>SRcbqcpgfmC7>9*8uvP4Oci`6?;k(>4;eH zc`Tt`T&ueH-`8D#;O>d|42AmR&@wj$%xV}g-HSr48$!#BVi`0HyHy+(VJd9tYt)59 ze-7s4Z9UHq0{jry6F``9-loPu#U+hSE=NgC_1WkHV}Aed-8B5q^TUw=-x*PLO@=3M7`gwZE}B%pELwgDCHzRfZ-s1X`njC;k=v!F zK`Riwb`yPx<|nx+`Edpvc?HKXEcH!8p5|V5UG5Pw?n0ZRI>p1Nlo^MtMW-3alQzQ? zrB+gO4DRwIrEQ!BpSNbQZodkNeJ;D@tu7-!hVxZg+N^mb;U)i>(w&0PC(BAYJIY&W z2OSx0+E4htQNtXOfD^9A5!-IKJ|}Qjzkvb$8Nlk2{33lCtkB}{WWu=s*M6Kq2>_CSvc{c#p4f4yOl<+qi-Zd%OwRfY$xEZ^v2SMa}k z-Xbb)m1w!%Cm%R-bV(EQYyvxG<*ULzwf9K5{ifq&I>}8rLgu6=xR4n$;51Y*#{_0$ zZaW!|9%0|-ay(-)Sx`v+%@BpE>+=gc44wmv`^76N8BijMrPka`X&3B{4#B*-l$Nwk zc^;i$5;H%Bvh+otUaRUx%~CRZ4<;aW6YAxx#$ILp?8BN36d8qbPJnI>u+9Csif=?O zv}iqk`I3D9Si;Z0gV#{Ml-P6q`Q-S1dOc7DTbHWIE^Z$+bz)^j7T|l3laupkUHdMO z%0KkOpk)Ant^cBHcL*oL{TT4)c{BWu4@_?V;a|Dp>cW_T!4tuwTh36RbBQ=o@7m-AnVWMT3Jxxuy{}e-C`|Op%gQX&x zfG@#$@t{&{GTpgme53UP;H8N1Xio+|9zM(7i`Fq|3K1p&@v+|Gmia1d%kPqyxy><+ zY>is-oJi9eFZ;tU>ZyHud>dtZ1OjHpQ$r!?BFoxUrWL14NQ6pN{|K_|+)44IN6f-! zo~{cElTo|`L<*pML1efhEo4ZS=9q(P4|D|MuaPw|XDJBNoDOOeEN1q#%!lLQdx|$; z_|o(Cykelcz^of6nsU1Rzyt=VhLs>^!WDDU0K*riwd=5ct*1F(xP)lRhX2kCRkds; z5(-_D+bPP5q|gFL3LV#8QzC*rP{pIs>O}6}(oa;6nngVVwh(I97J`FWFl zI!eK#JlpJYYQWJWBm^!e@Ul)2;3Mj5r?lIv;Hh^nfBk$e;EJ%{J|*4OT~Kg(_aB-P z%uC(tI<}%YZ!$Xb4~1W*6L7yxyX{g+Q$B_<4q%5$nrSN`ja=-8U--zdLq%002mMl<2A9xqsCZ-H zLBliNt_Jwfe-N^SGBb^z_BNLr#;J<{*%W(*1zuc9=--{mBI_!M|BmYkeuHD-PpTLc zx26GUfeYEepn5dME_9~RX!(Q;#SjesV-@s;qbr?}S{fbW36kL*NhW4a zmpd|^7IS)zc&KkIqUM^bFflz1e{S9m?%gW34{1$$irb5ZSmcgfo@1sLvFcbq%W(&7 z>kn>psR-^hXS9s|6nH=hkNHB8jt{(1VAD zT1jx1yfpZSyFq7{5weP`uSEm}i)NyBS6NX#7t7{kCw-W%=-2^HD3g^n%s=}kmU~r8 zNtbI;J1YT=5{s_&Df+5zydqp>md3;N?jVBOvhXLFiUNfZL2!);PNpXcswGZE8`)H& zZx-|?%RmnEKQrR{y_~=mMTdY+qtSy|TlBs}y_7g1IU`NtsRT!ska@9=a7;RVr>+A4 zI(qr`5H0&IXKFHfFfzGvYUnes^@*1S-PJDCouEJSIFkw>f=nF2VWpeyysSH)(HI|c z>-$Hu;<5CF!O!KhKan@Fjc@W$&W76672|(9&80 zC7|En`PS~xACC?@03TUrIq4$sksZH}S3JxKNJ~Vi@IKB(eZ_CTwHhJ{E1BauyprXr z$mC_21&9;Ra#2A5(oEgaCRHRVze_%@ig*{)X5nF4fUs&(*F?4%1JCdHlp`Sj zd+0tG;{b+LpLG=fp3}%gh9Os1o4zzV0627X#brqB^P0@0TNRY4=rqjGsy(FQjENv_-nd+^MYU*UK%Ds;hnI zA)zt}VI3|K{N&eCzxGy`am29j?UKfD4!Zbc-}uQFSMv}z9}@4~l`2PHQUoL(p2W+v z;c;HEe1H>EV1>>y$|1}$#K3hHY71VHyeSz(!o(*Hq;xhs*>-%% z?zpP}><>N(xC{X3{xoLn#Hki)hkf+vDmL!7xU0 z%8|s}{;hnQYQfK|cQ?F`Q2QgN^qYeMs3FGjKUN}&`r`y6ypVF>d7a8+%B;dmN#wwy z0-t{}y*1wRLH2vD8MFM^QuBCdFrqn~dh64gS*~J2JUw|P&S76Fhxs!{f;9le3b6ZK z&3b-zSVKpmd+`ncb}hxKLSFvmKQ1jvYsdzIKHkx-QqvOl>+mMv;U7FK*SARy0MHJA zAC=*-ZuUA=AA>(wX*5k^C4v9f;rSc-%tQfaxGYS+=rVz4nXFFIo^2t?@NYmdKAhjH zP^%v)VZs_dfRX`&yWg65Y)lM{O%Rf&l-?$}UQ4_#uI7u_4JfDYd)9el?6~eYYh|)=jDE0`i)vRbv=oRXHA`&`C3VjSSNqt zz2O_G4f^x31i^~zv}{U;MsMEfe@sG*wUGrfB?4LP39`^BK0|bS&8N8%ge5(--ZAU4 zuMKwc);7Yg4~{Aik>2QKynZVf%LQWke>HR!rY|q2o&~x0H5v@GR*Daa0mQ}~oSh4!K9%L-h`8DsB_vE{xbKh0B71@awA!-eozG+P=G#VV{OU_aPow;G zJGPR;&(>B2)D9F&h?i@aUN&xE>)aNwDFK2P;%amwp}*+0-%( z>N4m3=Ji9O&(i3{laJ|eaAUWR>LPF#p%zH#9e#vTEVWHh|LJ*y}w zpf?UAN+od1MJ>lk{X{^a4n!PP*v303(J=kNC?? zMMf1sFkEiu8~1_#ZPqAuD4CCHk-vHzl`QWmPr|-Dr-(9Mwzp?)1 zAAKv}cTmvBE1Q<6qYBe2yF$}X&uy|W@JHp4#ZUI)qlnvSJM?JdpXn>c3~>oIa(TJ% zZ6`f`=g|~?9d)F_*i@Co)(sRw_1c~aRo1bn^7lWX82xr`N-0 zH4w~461fI~VEHX8-1d0K9+_U@YcSOeCpVE%+@Jn#KY;S1y6^4<71`nyN2R#}-+aJ` z1Wg_2a_asaT$HbT;?u~yr|RD<4i4p?usOHuk3X-=Y+ZKcV4@d5QtMUw-7Y&YCWM?4 z2p7Rk_)l>qq2854*k;p>nE>6s0r_(Y$4}#dJoM#?0t-}WHyiiHPn~Anmj>_Jlh=Ex zYymfxT$evN`2t&_V%j>^`M-)&7xMoA2O;7^rWtl;I=3O%Ldbh7+p5E^`^Jnh9!*>a z5jtvMksXF+XZ{tsoFiKD6V>o5qHt2MN$+pN^lqc>EMe1H@ zbY^xxTM0N9wT|nlT|yFrE385tlm7>fM|p60|M!`km&7!`Z#xH#%qCyn6H-=sdEjyS zNsihejr4{ivw@vpxZDT-Qj6kCR3nzb>+ZW@hm1Y(nW}*zrJ9JS9S07I;Ko0*Ki`() zZ{Ilgs1Qh%;CrpAw}u7Z*Gz2kQ>`d@1O+x0p-0yydo{jhw(+7tKntT7+Q$2RvIX&= zeg6T`!=L8nXvS)@Ki=t92H_-boV&De8*k>qH6I&vzJAX?Bg1JcR8)x>uR%Nc(l}cS zF+^_3q(+aVeOD~_O+6RfuYGCbYhA)0#<=YTdju)y0?|Y$eDs>TM|$yTFhdQE&kXu4 z;aQ?#TWj9uy)B;CD4!_>sh3t)qtDLTM*FaSKs7ctCVN6yRuWYRLKb7@&y`CaH@$;4 zo?>koxv!eD;ZH_zs6C(S%~z;^MbZ^@X3b@)&k$M?QIA{3V5N9e!T>3 zIKG|{rGKv>zV^fu4j8oRt=pzFst{~ap~h$w!+o|k8Hc^&fKGS@`wR6QzBI)T&QI%s zHfjpl^##qrZu{I}Yq6ey?1)U@>{rTI$FJ_C*pMoLr5b`{{72P64+n#=bO6aj^jU{Sb}z!G6!8<4$Hr3s2NY}3^Mdbk=KLOmS=hzBp*lV{>IFk z#FD(2r~YDSXirfhM`?yvkBc}^qs^RGjOUrNeDNyCvU8s-patc_hCKRwLKMt`Gp5he z_Atz!HH6pLTByHRvNe*?gIK*iZbL;dp^d`DZgqGuvd7 zGNKCQHfgB?Fw@tGP-`9m$<#{1(A;hmQRLWqJ18et*lk$~L{CThBlw%d_eGzdpuzOi z>emIge&%PEB40t>O=dj1CHw9Te|Doz%4^-RIQYFZo$jw8a8;fO^5ksbmcn@t95Kj; zZOT;A`YE0JJxxAi<6nWRw8uT6)B2{AqZTR&w1j1Ge~hzu5{}S@RubcoQE-|Zl;;0p zJ);X<^MWU%sBIW|AwO)&ng-+j4Uv{qYu`64V4vz|eY#2#qN3-uMh= z1|X~-ieob>NbGN_v?3KLU{($dyYhrlzI`H-^eb+bE6hLDKYjn2!<%i-og2?GN|D*ex|Ujf08dKsl&safAs>K@ zaeZP&Oy`~^hn>Jd97uE{8nap2arV?lfz;H|eo>&CzzeWG3$>f4z51u`WvhT2{-_ni zzXnAQ9kjrKl&^R-z~|zIe4RS`w4Z_LE_8V-@G}uNi{Prd7c5N@!^D^dG%_+GW)^Vx zczb(0aeO;4qtQjqFCM_e%H4iz{TTA9RkkW8nwHav@|CK)F)Osn$gBuf+ z%$xEp!GU!Q47tr2*8uB{(8TZZm+3@#i$`Tm!-#Cg>3*utuf=;4Bpa))oL0dE*_DG; z2(G+gTP(re;0D=m?G17(WR+q*XMFOd&&a8d+bIM3N7`2shgW={MQ2FijtH3HiMb{P z9!;7DoQh-2^6ffzY}8c3dHIRMOmxUf+vLgMolUgiGHQxm0>zfrak3%_i^!fREB`UF zNM`0*$P!gsTl%>&y&sJ2FKFw&_XKNR$Mhp9oX8(|4bYDkr{cya50iRCMxu+*B~9Nj zIsV#q)HTuWrBD`dvj zQrN+wpmVx#IPQ%rfkOvuA9;CSd3oEOM4&)-dT(=HnhIBaF7Z{^m>5loy*{bNZt`Sh zD1L+ut#PSoe+L^oFB7%;8nKXKl~s9wLUv(KM|+O~g`<7Nd|6P;9CJhpURz7bDlCu)PMTa6?# zFVtEmEOloRUoQ@TEU!XqxO$i0W)0aWdoV}u9ZLQGkQbQl^zOb-!bBbl2g_Ht)i6}K_o2;om(sl9y{h8$SVGmFKcMf90hC0=`pTQ$a!BuT zI^8@ACVQ_9GhrTDCoADP;OV)xvQ8wXoihmfWvr6R=H#w0$7RD6y(m}w?GM(8{&SH% z^iqbe${WSLY>N@@g#qJZi$P2mCg?S`L@kv^za68w7ARQjIGi6 zdoLOmIz(z#^}O;R`vrUrdy8~!T(n@uCYGXuXnscng?Fx(aNak*3|+*Q!Y;FxODa8r z(TxfGY?)ybPZI(kJo<#!xF5~xpX-PSqBav#CUf6k%v9o_ty=RIbqke`Y;TQw{W{k8 zZOi`R_K4GvYj&@is2Jlp%tKGuAd|BIf^e}B#>>2c5Vj&X)WBEk7FzQ<^4Sbc#}ti* zI8AEX0xYkhEMsM%WmIH2q13#n#(^o#sh+em6Lc?e%fWt?Mv*mA|PNm+T^|8JwiXAgM|+WxPi3 zl&nAKQug2MhYQDCpdqf(i~1rY_eD@32V)4Fyjwx@$d1D0&X8VCEu&8!!*h4}jMo0u z3IvNS&V;v)+4ma@^K>Au z+r;7i4RYU=%z&9y4?FIUsBzyRd;i-3$1zx3T0`Sp;mw33d!EtMjwE4hh4uAnx`Bfa zH2GIO+)c-^XsXi=U(`HXkuvcJA;9B@hKHL{S+tA6!Ny^-eEBEwSK_u)y6!xVyY#q9 z@+<-Mps`pFAdcZv0m7w`Z)dyCeymrVk#_sm(5EkFJd$~Z-fl&l%1Om!ZZ`Le$1`t6 zjPs~{V>-k+Y&y#t5pg?k`&eYKN!OuW4P{*E!cm+Yr)WEJBH@~%hVH8u5CaoO#A9`m3Ncm|x8oJmomi;Iz_5kpp{H1<^_xtKZ_ zNSttcL(|i0i2IP;^UHaEDBlM@dtlcX`~p{tH)sD|2L1k+PaZC~yjl4^PBL2Y2vTwwM!vmt@0rLF{qhHP5;ft0_I+lvTWXN*!Fg4^le!X+;? z@7O^(Ym*9;tJc9xX!W>&lUxO6tgk>wDamudYOBI^XGVqF?W_T7*(oXS4u|a_vG9md zMh@vJzP!Uk4y&Je{|tYPryKHjDScc67$oy^4d+2OClR>8E8GDe5`G9xYQD+){%x(_$xm=#zKQj~ zwIEqHT+9CKPcvo_#pfr2mxz1%v{|{>ZeVS=?;vWAxsuSbql!P`fVIwHtTsT(Dh(gA zY_&XA)YXf-klhR2%RQF3!%AV%e!^y*&5)9I!HO}!MoRg1P%DL%L%hx!ecQu;VhV1Imt(SWJD z8B2eBvRCw?R*N5n-+U~d^n73g7FW1T4Jq|CxJzrh(=ueHxI5g@`4jJur2f(K+uw?D zV>dPv@ATKpgHKIj#WD}gn#s4}oGS+p$^QbVX#WRA0Eg!LX*^ddJw>r9;eht#kFPK3P=d`aSI!(bWsweDF zKp1_25+eI}#MHkd1z>^%TjOR+KBl9!_L+_2RTY_FV^U$E(cH=U-f|pI2A1o2rZ6mL>+jm&;$cagd{UA^ywtgi>So9A>ip!Yy--iRt%{YMMYxpnZl zGtxRr#zKaLS|aKvW>9WHt{F-$ha`Y??A-elIyO(VT9 z{@RkCDP9$af8&)10o>O8uF#-U_nfe!#kjo>Qm77T@y=wK`MvrvGQlb?{2;w0w@7iu zFZZC2+%QtQEm8m>FaRAne)GqiFLUF{Zn2P4fpo{qMf>eqkRYgHvFF;9%Un>jy#G5N z|C?jn1Le(@|5u|!+*l1dXjcJvZC?6()D?ylqmh&KbzS`UDol~$bnJ3(@)xRGo1V~Ay4>p3h?T3T*7oJC z^#-S%@JIH~);p8iIS2+glD!%+RXK(kSvYL8%1?%Z6)}oC74t!VQq(TBkYg|$XTWYM z?^$q<7@Hi5vi8#pP~k}|jrPT=>P!`oX%sSggU5*Y>@!(G?Y7`sTd#g}kpd;J1LO7q ztN|EgiLcm%Ruq{YHxPu*^e*e?pX4Vf{uH3nyjnsO1P`AaCD@Z(`@f@`G&PYtpTMdc zjuQnqRzrC4MKYAUN`WARA_221Vkvj}m1m=$;1%yvxcpcC)U2S<0lLDiBFesrXf0)SOR0r`*82J#o8 z%gEj@DE047Yu-2(nMG_9wfBT>22N+(j2k_I&|r6OO?T<7!tx8SnBJsOssuuf906cB zY;+C#s7kUMgdKhxgn%@Ia4h6ouZa$uPdxPO>Z!TLmseoxZ6V_93W|imT`5d2&+s~ZQ z8kQxhV2;nDbNc;<%J>@9<_dJhMsYRQ)iev6s_Mp0SBOPHK}XhaIEL|v^{uV%j>z7E z<|{VP{$jY@fT18EHWQEVYg|YYWny|Jc#QEb)Ls!Ks8*C5JrL{H1Kt5m8Sla_)&k7b zp4_)L$UZ+>UudfIpf$@W0iGa_RC2>`wlHrHb)J}*Z6gS>xWh^DCSI)a zjok5jtFBzTcO#Cypju)8lECeE9~=$pq^nqAgsB59(~#7piCwFs_lSenKN(7cqv5Y9bu^PS!pt917ZkIwewbr4t;{S>(F?>o+k+okJ9&c%MVrKtoEIOIQb zd#MBya!5Xilbhtm3Ue`{1+-jLG^G+FkQ4@33p5W2Lj|IcuE>fyoVVg`Wxjl9yUf&g z$R;QLjP2j9*v5=t5aHGO!c<^65+d?KtQ~gcNyTd>%UBWnsHlybXiQ4Mia8xs-IZw! z)l!7sN2U+WUkEHHQ3soXI!_?Cat($n!LAx-R+o*(zd0VZ;A4{k?KZcAsh_oFaR| z1h~-X3q+ct^Kdf1J87l+t|HF^#8ds3Qtiy*0BtyKKbSsg*0i9%sB&VJAz;L)5ySa? z_#IQQ!ef$8~r4uPmI!G_vPNbwydw!yv3 z2NM!+qJ^>aK2tVZLIhk{M!JgwsOI7&=_ka_mrD-csT9BZIsKe`yEgQy-y<0K>!ZPl zj|SoMGp~T-#X_;8pt6Cx{rG{wLGh8`=bFts~0 zh9D`47AJlsApSW-C4iRV=?qdtY$q7F8@HIO3)B+*Do z;kls$#C9^>z#&mlLtr3;NS#pG;ZVfHFqqE3zK|j-{Q(J!iGcx6TkLl>1z2Es_zSQP zkpi#ikMG39a+#TNKnyx{h`qhNQqs~QUS3T*+(<}BiCm7PzkmP!6&DxMPw0)v&(FU} zK!u8m8VhgiguD@g@R`Z=NHq$N^HX{ITT}mdsX8ry32#tsx zusfVk%w!C-mwhn_7f4*dAFjAqV~M^umiD8rjw4~)|9N?x$#UvTDxW7>-kS2~tmX`Jo#F7zo5`q54 z#dR828os~1(!@lChlf+$7(2l&B;@5$By1oDY(E1Z7MES!-E*3omoHm;jp0T?5mYRT zB^{M%LXxb%QsH31Cp_V$n87@IjTQ7sv#C(n!8QOKz6z^Zn)3aZV}tiDObuPsD(3$R zGm|v?lSUf;XJvy8e?82=a}Kyt6WaWH5%VLQ3Z#S%V$iGrP3J4zdyQRec4Mw4EZRuu z>7@-Da8lO5mb=`3*ar@f*?knJo@M@?sktLVPaJA zmI62sD=TYkQWDPJXIxG@d;mK$G(H{+puPnI3A{a+U`I<}U||idF_4ge!NI`^<3ON> zWXw`zo(HT7(7wB4 zB_$OUlLH<63=M@&<#vV!B%ngOw4l5k1{8(O3{Fi=O+`;HZe&D~CzldBTda{&SO}*e z@c6}SJbe`O(>U3%)~c@k9I%I#T5mzP%gy-xRnurn?2Rb98s@|67Yp)_-wcq!4Y^6y zDBiK&VW?|IYz(xacl`TsBuTGSWaGal3Hb7G*sq;9zDz3!_5v|$Fi?LCL3fE(^~Iuj z1_?Je4kjk1W}_4N*4E$t9$B({3**8<;p;2R14n6>NY)f1FJtDYfB$G==x*wKS3jJO z>%{Kr@z++bb?istiwuA0HSdXbn3iK#!=3g=cf7@KW@$al`x)Pd$He@$_T8hP12(%j zQN$4d9|_p0G)A;t^Uxu}Nf^tb7l|jV&>gOe6m-qrQV&6i(`c8TyS7uqosw@b3w(p^ zFr^;r?Knayn3~?TM6A(cE?cr2EB;R0iBcqfe%3Xgh-2en)oGIx$}bS#K>d}#_Cc&! zYDB2zF+;#jhW7%twW9rBKDhu%xh7)8hDkXwak>dU=~^F=A3bZcv$h)rsd6|Nu~O9W zi*fmIRXL2Xkb(-pps;|~CLE$P%>B5bFzM+fx=zSfE^K%{KBVy^h(14gvi_LWgiJbx z2xtf;p$ctBKX-zq^>@&|`}`xj&iwQe?#y+zoVu0q`#5bX=~*@F5akaS$|R$-Chm$> z4{D0_{orkZa4A+}7KB8q_!~}7GI^uNFaP$%Q?g$WP4mgK3tMGa;=0;kDyRgzp9wJK zQHPsv;*AQeXHBlhOqg8KMG&Tx=3Sv=b$%<7vw4lv#2Xu!)v<*F-6;aU`*S`phIFakyF@;P`$Pi2KaAx zt9@pe=wII+%`X*FdQM8`f#*N6p4NtJx|kHs77a{pFueLz=$K)^VMK51dIJv~GM zCjRs-Xt;c=ulPRtJNKw-(tK+CK`UewBoJ5x%+cT1E_WugI> zU7i3pFjsI#74HYOv&U|RjD26#xzNCOPP{4CS7M@uN_1GIfy?U@Z%_oOdc_}3K-8t^ zsV8kHQG|3q5xOsuzcwM0YxR09FuAz1=iXmGTHwq#kI?z{>-$lJ36r6I{n%}@L}FXA zSg|oiv3~Obe-?iV!d}=drIQiV>7(8)t;J7>j$n)aXyNbNA5PLZ{$fqLO--1MtK93M zGrGUE&nKn3D+sbWxV_uT&nOX6tk@tlaViRXF$&;jeE(Nf#o7>koC_^SwmVRTte$;SFitzmv}BCy0q|=uF1q28$O{ zqSI|~8=U;V<8w|nM3T9#KuiN;GqDBL$m@ObSsWw{^K5(`2oo2p|c8rEoCW52G3r=nP#?$KEKRHm$A{`QY-mnO9t zi0Cn6!gQZTPuuL7i*ytS%ZcR%kNdi!{nJ}n>gNV;4I&DM$`XxBJFc$9|F|c?JqQhz z8ug%!$NRJ`_MPI*^CD=%e4oaWzW>e<5M|J>aH$BxlVSvOx3c;F>b)*Fuy#qYpO0RW z#1SRFTQrheeAtMDz)np{9#~l}AAPbSwA7EPG_nnB>al2@3mW|=x}=dPh@gn@zene7 zJkNC5+ECdM;a-k#iQxl8uZtSy8RDwNLTso?jKInkdpjC$<1v8BPD+yzGwJ~PK(&$x ze53))B(Yp*vwgJK$V9-D_}J<{?in7=777>@z)s%B1o{GO%v0DOcM^a~zG%F#c>{kv z09Ol-GrOf_<+4?`;=^9SkTGTfm6Vl1g8;bg!DG+E!$YQ&Q6p@i$EZp>;e+Ic|A0Ly z8pw|36coVXao7Y9!&)JKG(fdu>;$bC@lPgUt8Up&R9P9#%F60uLKHbGCkMiLZzQ%= z&fT4}skxb8U575-0Wt35nu2UIXotyc@!t`6V+JtDgsMLNGVyesa-6HdlR1((RaIy| z1>d;lO0>3bIcU{OgtWDjw`n;!>)R8=KRWBiLn1xLucM>m_;h1gzK=*GfPZ;;8FS8Q zyA<5$yq{fKI=cVrf6)n($YzPw)YSCr*Dqqvm>EPvJ3EG@q^y-sYyu@KmzaAs=u!Pm=qL9w;{Q?T!9cev7FQ^XZU{-e{-z{3)_ zol#k6@vPo{28Ia%5_r8)i6Rmtgn&lu7-npb^1R*?MuGgW48{fD`OHQVv*vz%%yAcm z)g4HJ^o)d<6mVf*USfcQtRF%I|LOmej8RY^2&1El6Qp2r)uA6)Kr71%=`#aCdwv?y zNTm-soN+Tms3=9NNIl^-8vz^A01Hu>!TXHbO9zcqD^#l(bx&~vyHeZQO6*h?b{Xc+F2k2IV3Ke`}3W^W^1 zQY;tcVnBOI|;fNc*-3aQ>>QBU|A)t>D7M41|JM@aVfss2H2L`Cp$nnGdCRrD2Mn&MbXha7n9wQZ#ekoy zs;Vv)OnzqN=To*oAXOT5hkCZu(Q1^bdTR>bUkx*wEL0c)_wHG!G*Qyf$iMp~a&(xV zap$2|-mnE<8;0rP|Ngwr?0IFnv$G?VKfPJ*|5`je4kg^7qQD<=a$@t*VRQ;vfact< zc+47{FW53mDfe>Gh7=5^NkCJZ)zU z+c6i2OkzHI^|MyJJrU@Rz)XGA*`#pV_W@@A#f*wVh-YqAz009;!u(yVB%zYGl<;l7 z;42*9%SfuJVcwlChbiSqWR;X4($mvhA=BrUH676;%-;g2&Kkgf-QQk3qj1^bfxLXx z&bUUoesqGq7aZX6^`EUa$EK!6RaLP7XzxHHox8_PV3~m0-@WyJKCSQO61hqd0wA}K zW<~t`+P0rH^gYF~*(`odtgfDNscUIb10@>;%q^MA4URd#;^QeESwUR}Z&wKwF_gMH zWzXHnf*3bmtrIgdJ6v~1#pUo4Ig`8mD5qCfSHYk4J%mqo82Vwt?}Z2Irji`51O z2T|2aG=Xw+k>a8vX>4|@zf0Y)wD<4%HXJF294R3HbsSerZEY>!alv&h+qai?!HS9= zz3)dx!f);izBkfrXLUG0GX>Vv*OQTvbzk}d6$ySX+eBmn0&9*X!2GQHTqBL8^B4D_ zbX(n>EMoI{Fhxd2Rv2|d!!qkvRn^sDkx9k`51KmR)6&ug^%{4+y*{hqYh9G;Hliiy zI>AZ&B#Z_+(KEwx5BTC0?&tcliA^K@TU@;~&m`U?BKNGCM-PLWa7x)Q))S z5(M!iP-^y3RmAsvQXOLgoFEz)A9v>-C&XuCXE&P21aL`Axafgm#rjn@JRoGCsG<@S zM(71gKtPblY96yBijef*{cs20R+C=9xnwdM!8SEDH3YPUW{U?iE*{?H%k_9Me@!Nr z>k&qYdhw36=f#F_oCKzqNq;++wnSfoq%Bw4Jf7Bu+La`{`tz~ zzI3m6@yh!8F+f=Z`s3pxm(K&!$1+&)dp-rGBBaw$(c9z8ch&&mI*UotK}hI*#(U)N zz)A)r4F6*xMB%Wi;(ESAI<2nJX;ndTuDYOqOz_Zna%B?|a9%{zx8 z6P-Og5B{NaJT9%zZfIB_YwWh+$Z2d`+)aG-u3p4X1%rubpFb_HH0j?;GEWzFcXt=N zO-0;uO&K-&DLX0U+q!zY?}`0?s%;83blGJ0xG=;#ePworIfP-L?l{DU`L|X~#+Yivh}{OfEJ$xm*rVq@|^22tNT%1-5BYQqsW4 zh^ot31UjVy(911=xS|^{-?HYLaH9U}^vKu%{<4U_LIX!uKKO7PhvoFC%X{ zJFWL?KaP&9_#QTb3Q9_PJ|yomaQcn0 ze?W4S)YPDYIs?4V8YNG&pwuKK!-h-tV#y>G4Gew)g_MW{JQ&XVW4-5o_q;C$l7fJK z6^N(P3QSE+Enqa+J#AuTVNul6i*7z^LNKew2}36811!cEz?RG`DUt0}`lDf$Phvd_ zJa8z`Z-cS6mn)ggy%c*aG&Hne646lDk3G?{rxU0vC-Gd(@OvsGh7G)^Z-13*xLdLg z`TG|G2<>QnDA)?WSFcX1+W(rKKw?;6`^L0ue|0n3==k2X(HRs1g@6V7nNeTWenPko zPql{0T|N^feVU9^V!&#d{#}3Dj@V2K!B5YXLlFwqfDFHQao0Y642f{L4Y9~uFHgw r2)zBT@uvRgY(c=l{9oh*CcYzkT+M;{LCoRws`n?VO;c^kv za8a>0b8$CxG6l&Qx;WU_yVzJ7k+_*UIa}J>vCy;7v(l1SxVShtb2Bj5{&xd?)3CgalQHbw@qq4Vfrf~>*u%O zo8i&1;T4;qbZ^A)x;Hs912*IE-n|=m<3Na>jqU)WIy)7IxL#T~4hc_D#!~+ZzZqW2 zLISO_lvEX1wY~cIxV2l%!Qt+?mihI_lb@Ks=DY6dEro+V-_Ik50;)(7_@LL97gB7j z9!Llc47{egzJSR8y}fVvf1m#E9>53v?|aa~?FFTaCxqs(J%awVq$GH&B~}mRp9mp^ z7la!R$L9P0eR1IQGNX+K8z2#KIe}qdk@ojZ{|T94aDN!;*4IS&!+ld1cyf?22_GL( zz}1^e4_=}U{C_g30S|`8Wi$}H<66Zeg~Ek#T3Xn;_>Vw_(~B$6uN|gG*#B!8PK<;g z_+L-3|9_tFgfIaOn1bhZIA>XJdB1-G1Dg%UnMKt3F^FUn{I6$7Lg!In!5hJK$z|)D zm!9pNo|-bEW_sZB|BPG^1ANY520|m#M@^Ec{<~?~lPwo76tutjpQ)3B^&+3j2H#KK zENL&m6inVQi@_ok$Oy}k03(MC^iDu#y0oZ(&$01-xAQw5LEs^$ir_CK@CAGaqhs%e zpV{3opd19JgbntwjuxiV&)|eyj3q%BV4((_?9SGL=84@{2pUyl$nSN;MfaoQ+hCG5 zrX*+z_#g|^?cKMok&P@xig4MK2#gLlH_aGA$8Z0&AO|4?kzgRpIEzgQTeimzY$O%f zgKQ!M=i!aiTi=7HVo0GR(ZKN*vY9kk)U&Z>i>m7xjR7V4+ecYbTR||qp330(&s8o0 z@CBK|YyrShB0|~NtjZC{ppY^@vbj)YvfzIUY_3AI&5Qp18S*(XwU)!)rSVY+Z3PYE zznixM%{jBCkcna&x#b9cR-d^aqucp;u9x|JP2 zG*O&TtA7iKF?9YMgJmTFk$|0O(|VX0&uE`{CJCp1`+9caH-gozeKY!AohA3HQ^4CO zpE1RhXkO$Q(cr=B*Ir8c`lxZkGgCiF;R|R46B!`+k3ue>tEbZ;^d9pZPgsG+UlZ#W z9>9yy?l))0?W*_2ZDwXBlleHIiMe^9``Kz5yDk2c-ytU%JfwGk?DJA~9x#0(;pTS% zl-VvADRkPQ**xx>Q4C!@A5wLKa{oT<-R)-DgFww|emv|pivb*KKA7+Q?nq+^xq`~8 z+P(#=%l*@qcn>etx12OIh;h7^@Ks$8R#zv>IMrPbA77tAJ??A1VJzdEFw0H0{fo86 z>9G=|Ca>zS?=|_SJ#4Y(oHy>ZXJlk#Tn;-zx6|Jdn3VE)d3huqW0UzJOb+XUB2bId z(?KaIDd!V`f+QQ(l-$_ydsBCV^58h)&*k>|EfP71<5JXs8o(D=&s4ryU(olDaoifp zZ*9fv^u8Su_;&(f@Z+S+JZ}4GStZ_-}rZDXMLzgRAl(Q#80)D!uRX5E34(RPWop`pQG`m2-&a9lhdbE4)w zbItZT&1BqM&qBI~?aEC^2%0Nb zH@-fcJ86Ivl&=$e((AOg!aqDOxdsrzrB1-zjyNy-JBmJW-D#Rwu}9(#q#e}Camvp` zzz0bpt+XMgksSAMWuLFqQ(eK7c&R-6a-V=$fez?vB58SyXw{$=mT{I}fHApW4KFh9 z=g%YBjTrR$+c1kee@N};q%Wb4<^Q!EZ3@@|Ddfyj%K{b-)MooOjl^hBMI-#`$tMFm zy@KbGGkZcn73Nk+OxbBK5sl1^YIOEu@moK}pdO|Qi}%Q(h<~CfAokNRpc})X>J5#(@cR=YMCS3|yD3t5k`*(67&tEaJzL zGZ0wknrzn(7_#GN4S+S0yxL?79PVq2PD7OsL$>wz%uVc-Pfr7__2L0LXswHho0rl})J?qDGou2+W?ujsXD z(V15K{a6>(riHGKX?siJ>#tt*ifL?Xv%=%?_IG#3QqQ->**voGVnO>(ug3(*zZ#hG zYASjCP6w0jW1bw_wD&?q6qYq@;c*k6>60I=a~O4RTkzaBp(v za;5muuM7&Z^B!;a%=aA@`3;pwKdE?>82$8#UCrNdU6%596Kei$UwvSD-Piw`;-LlK z&lwXGKUhK<4uKl2ia~3=nz^ksabk2jHH4sjRz*M>!b7&GX~Alh(Kk?6_Z5#Iw|p-a znHiG`c*dQkiwqo_YfjpD3C)V3{Q3-%@H^qxZE_=}FTCcq?o1D)ibg+#p6hB!MKnXtr#O3JY1*yknb%=N@yOvIs{hlu|w zLn!(^yn=BE4ZF#H82hPah(_2lnI4OpB0M(W)%EQ^xy*a9%u~RpoDj;dPlt_7P)D)- zqB%cm4)|doI2*lhtHScZQ0Ff1sswP_k2x=~+R}_K!ZwcvCiTxe%U2y<#A*Eu3rQRLt2XRo zh4WUgkxb(qjcE*;oy5(@?Kwb~=+Qox3@EN!Ord1A)ES&0UAxVu%c70G%2Po<0v3*h z_Q3XTljcB;OWV?cNz5Cy+H_B+r&#lk4la@|CakORV(l(Nl1xG_%B2V)04n&Ps1se+ z`Uf)b9t3{&OB%}#6LfUcE};q7FAm1#)-(yuLX-#5i9;*kgi ziT_R$MP%Fa?!DGGJ_e4f48UQad3IH<(&l7Wh*P!Op!yK57><6F)|JXXxteY&sP%Z~ zVQ}QM9^BrV{u@|FHj*?HCV0y5|MVBqFM%hY?1v6dQuiss z0nCZ)99WG1IE?G8GR(o-kQ(S7LJ0|L@g&9&c!eeQa+P#(*ZJ3KwxC??f3U{ENtj@J}LXX6V$nq5|Wq&S)0 zuEkRr$RUIV0?A`FBDKI{Tcoj0{rV!8T z;{#E3S!wdK6=y8uyXpW&dYe0w-)FmitF1+n|{F7nwc5aKa z#fKm1m-4jbOm8jPLPK-0eRiOR%2~PP8U_Y04g++Zf@%5O3}%9{UDB~G2Kv2B#{P^$fOzGA9lQsii%Su;hARvN^s>SEzE% zpDr_;PZ4M)UgXm?t$fwNB(iyX9CIKH(dOP1puHf&3Ec!n=t@H~QNJZmj(>zk7!ii; z;%~hLAeh74hLJ>D3AthYgzZU;yey;icU+v+h9TMP+6|OqhR_U`J$N&4_*++{-%K)e zEFx`91~^DTbitr~ijm?ULf!h>XrHY>#%!NXX?2Gn6NP3gH1lQ%!w&St4}IeX-bR!$ znc*WJgwV3_0gOK-XMw7+6H=sYTOmRx925TG#8&FOZYc)|mrQIo`f%fTcJ!CrmRri} z7fxV{0)WHcpr#dF{g&)-4AW8QfVc`M?=}ib36>=c z+UWx_=EMD{We=t~j5R&ni(l~7-Vc@!7ZmmGomUxC>{hZfEs*n7=o3~u^Kcyu@Klu| zjsub+4*Ha))ByRH@kvt~E7w8_*rUue8`movh4Cy{pBr))I-@F0nrBNBGBSyaS#)6~ z&^$A%rH&7(!$r`@Lf^_yig+2Cm7lbV=8RK9lYcUmd%#n48(HHmQ8hr1zX6mjvx!=h zd&AC`s^q&-Q`R#{9lvSTgG+r`LXf}pRUA>tVA*U2k}O~VyZqVK7k-3`jQJg{1pQhX z)UM@++62j;ctIqx`B;oXXtE9FskOvv1Ev+0XK8P$ZM>c4=caSRn(NuL0ROhOJC;5* zZ1v4pive^JyK1OXv|sQV!sWbNl^=|JrH7b z2py(UV;_tf#=jp-w#@9fAI!hlTq^+m=^1TBC=0~>tuU3=9KJwB5OB`$G9GU)nYRDV z8Lx+Yyn3%56^Qwbar;u*1D3UruUMRX`j8@jPg!FCj8al?JR=Lvg#1N7VF#IhAOr?6 z(r)2dUYCEeWtOFbY^2i6H(S823S+o5idvak31(LXG31W+0-Z zGWPDeyXLG-44ysYaAnqkP)Cy(skHz@$GLH^Fzi^1f)Cu`ne8()avONZ;i{2e2uxKN zim$s2a7XavE(ut~QFC$~L-T_(Y9+O`0zt?Db{Xne=oM8GTX}0_Cy!yYgj^ z;J_#xC?5UDSe$g8KP7S?D{ zLz1kt6Vq`{)Ka$AiBlVcOXa*>P>rkQm0O_G!L{|gmclUQQfVvS>jWl0X9&Uv)xiGj zSVocG&`jS%cbDD0V_yCljc@Ch%b-shle&D(eC2yh!nOm}E_xWNUQ2jkwVJkMDBKm* z9!CS`Bff_46*D<1WHytA#z(jzi66Z2QXWSS%Wv-#b(Qb~dteB5`&1PvN`Gbop?)Bs zWkQREm?h^J%uVAJ#N&M-hzf?JHCCoB!I2X!>~<-oz2V$*@8~ zAwN{W0K)&D{}%o@Ld}c0X<678bg;-B8~k(6ICryG8P(jhZ*U!P9k4uJe*DY6Ol=cQ znYOG$RS3K_&z4Oq?LkV;1sNLf1q831goj`-&|uSySk42G;%mb=4CY!@5XrU@FrD2x#miFjfYH(R2yF zK>;Aya72yvFcj%mB!E=1YMh5nBf~7UaBQy~PHf^ZspyBgo}dZa?66~f_7lXv+n)c* zgg~N{X_PuEQ9syh>yI|5VPYwZBf-ZtsM zieTBL)_(#L^Z9i%?K6^6Gy`xa;_<_zW5~%KUCL30wcj6J~H> z0)Y?rf@>I=5qI&}4|pw}IZ$0(0%8QW0O-%^`y!fm$*qds;D#SReC(Lk2ZOWvM#rN$ z$!(ku(Sq~s*XuXaj|bWX0Kh)>OtfV><-e(-j3;W-HBcoLa)JG?Ud!TS$U`w1uHX^G z{)))(DA17~%_agp?!5-ZzRdY_b|Ar!pF|<;_B8AJZ+IP>Sns#q*9Xeof<8nA7Hj!l z+zv%s%vkWzdyhU`ledX9BSwED4<82sDzgvbwo%0+yRed-syAZd_Y4}WhFnvfKB6J# z+Ou?z1FQA)4oE)(&FFo3$+~THdtmJ)yW}jv>=IZF+Ycx26L=iwf~BWJTx?6ywZLaj7b8ftnoQC0W-ifc@dsf=l{V#V$uG>BDfRQEwC_rU3CZCO#_y{0_ zh&mVG^BJ1PH4f>sVl%Cb6b#I4kAK4f(VHk7+O3kQqws=0{m>Hc&OlV?Ns%lxkVp65m-y)+)^q16Mj7>JC-}axzq0CKYC@c`*@-TDL*H zo6_1lmW&MM8;U09fpU>%B7V4_{ckSISmywJ#bh;01yI~%l$3DldY&J;{=Phh+h+VP z)L$Je2}YcuZ`K?zvAzbTHy34NiG$U4x+JfFm_Yw^BO;;K*LIQ>uv>M_D}-1Bc#fpM z@^!$iKCX%`jZFl!^CxAD^CzExr1J-t-es;TJi4Y_op!Go@W8q5V~F-0G(n&DqY4aU zaXFvg@8uf**&X9_+yuWxM4XzOL|fgxS+*YzMJ6~0XvNLfcJX8q4s)N>UDv-w{P)hh{uxL^^v}$k}Inf4b1zlj508tBYq8atlD^|ycy?i7>obmC&np=vL*EJpolna! zY(%q+_w42R$JQDTyA9Mu5QioM!?VXUEu}#&J5JE8bNYl0=6>uSUEE_B2UUi{dSlZtJ<6nv zkL8rVHPwDQ;ZyLp^d=J;!gu9;W?uiw)U#I2L7Xk|#|r_VCg7o{;GuWNGQ%#mhPOsp zCcq$7RaFvdY6LtyJoM!UAAZ&Suf1AYT9eb$7%yCC@Z>gQVA2`A;;D)lY9CwVA9lI# zahQHU{I&u;rg2$`&*A`K%=*roMa_F>2FI!re__`%brebDn5|k~f*o>!5momt(oCXC zdepLVDw|I1NWMGT7Fn$z7EXXAJ(F&;R5@3#}vV(VQFlxa2V z$mPo+@az?{yMvJ8?WK-a=cC12)Pp#;yF;r3`dhc7YZWA=-GBl5I<7B~K==kpvtVSP z9agEC=0?&awaO+Ddca*6HtJpEDn5brSJjgqM;qu_>Dl<*YYfq_8QV-j6T8+O?2bR< zJa_BCs1DOol%Mq{#>T|{i%M;}eS97n8=K>uFA$4T)YpIia(2GaAECo71hUYdv8W%y zQa4je%`hn7u-CLmemQU^7ZcA1V9^RJ;ZF@FH55Xq)inBNoHGPGEjfs+b%WvPs8x?F za0~_g2TkaLN?49ZmCc&~gHG9Gw-VVK3@6dyf7-fNpkA%FSZ9g|@RhKjyO+l^$Nfpt zXaWxTKWX2;f0vY(m%m#=5SH@J6epP5o$IcTKfuk-5A0)fC5}|&%7R?dS3$3BhR}!w zwA*vFBxY>YgFdNOP=#=R$;`IR@s;fkI>P0kG>FOAYs!c;jo_Z{&(l6&?HLq-KQqh43C`46=j`DrrGC=-9g+g^E#q<}PY$ye<>Q6X0GkI{ZDJ%xvauM% zHf{l&RN6rk_4;dC;`;i!VzG}ZM6DuZI`wik-autrpt+X>YZDZw1iz50)=Q zO5|HO-Gb|#kd}v=H~QKzfV?66p=S-^(ke4W#Ejbw7TOa!UU~nbdwDTepc(0N-+e{G zSDj8rRPkXzm8c`IpZff4T)1ZJkKW&$%wi*`mPZiG5F_n4>_yhX@~RpScxrG%6uU^& z0^|S4+<1X#cYk{21l9?vuyZZ4InQIHjYlJegTSARKVjh?NrE90#`=DNeusn*9XnzX z`s!$GeU`NdnQx67G4D8C)|`u%k+T#(v+9@kV&`YHcQ#aeZbp5YKbQx>EJG zMN5pR09(gJOZ7FB4;71}0zIg2*K5{%HIrhqbejw>X!X7gqgjqJkn3SYJ~_4i@?!gK%1`%G3GSch zt^Q@Q;cl@hgc9ep#YKmFwp6>7fT>iSUw%iBaC#6xT^GPG5&ePf0a7)) z2O*nFgY?DCs97+Qe;WIEN)Z6A-hwwHmxT0CT9~%no*>t4=x=oXWWbGlY_~VPip&hog|M z8n4Ro!O-=5Jhq8w0ej#aVw}406&wtg5X0>~+^(F{`F-gW8YD+Pz?(#p1wZ9Rz_U}0 zZ|!dIQ1OuT^;Zk>R1!NtlwfMC^G zlPa_J&(64t3XWENsmd)?cn>-gK~bM#(gH`}Re(HqHi_43nxX(kYQO}!)3YmfR5qKB zb-aYxnSFCHg>HAA;fHb9?pw+wIK>E$2dum9#9<+;`wOxDEH86ek&iQzmi+Tf4sT=q z5TDKssV+;1R<4mO#8>aMTBae@5eGRuSv}!LqYIA5l0MOOTYl-@O=N;L7L1V=|{9)k$e29g4lyN%m|WWG=`uedYxnbFFujBK)hQu5zcP`wuPy zYG&kLod)~^?K3g|2C=)3Ut&H`78@r{-rVne)lO>@Mq43#Wv>EjWan!#Kh9bO;TSmNOCsk23S#ZG~~U^KxndHzVbUgfs<`;EPmUm`&S^GGFsYFEB$J?cf@p{2>^}R4I!EV|^6JgSV!6>r zyvpFY{l#O>lp1tTt3|y?5f*bT{<$7D>$D8}s}jo)@VsX;w0>8C@j;&uLlFUi?e3JA z_m5hWe!ZlH<|4sIPnDXxNW-+_MMER#N^Uc&;$GLh{^-=Go20E`bvLNVC-C`bBN^lU zsGrg!Iv=K&Um_?P;Q<=`f}A)}@M;nxZ4@^ey`H?nCOROhjq;Riot>eM(3AN+B2K5; z&qQg~;rJaWb9oqkZ;Unw0~=zCQS#MaKriNg8@{K$)L^Z}<#@iP8RNoBBrNivuuR@g z9d_acNsfUstdJ-0s--@vF=4flzreq_dZK{B#k_h0X@h>)nxxGm3&$X>5Y3Sgv7|oK z^Cub>xW_UQ5xL`2|A@L4{;+>x8(_Ij?eiYA)i}glu0fPd$O!APX|uJTL0K)wh`@V3 zRoGKf9)OAb@TjrAtB1P2Vk}ai=PuYo`MsGmwcPLs_G%l7%nVxlJ@Xp7e0|c1LE0fj zINH@yF}*?1{yZ+eoHqBDCawn4WjxHp13^co7nThTiz6pgU z>i*YI(t)c)Kl=TIfvoNiloE2EaiE^z&$-*5*>AkMFrcnwcpF`Ojte+YCw@a=S0T|_ zzChGn`#QbU9ti&gu*L(3>*gL?tI}1mC{9Y?l za{8z8qkGn-ZK3)34Zbgn)sy}_FO0R8p&-t2LHxHeKfC5Bnrali9O08=X#V7JL@xd-cb{_(R z8Re8s^`oeP6U*`&B9oBvTE|`LX$kvTI@LCdG5QF@UGVPnHW|O>NnR6n zE?=yNW|b=Q*6eMSMd2`-HQNcztx(3evPUxf=zuKq!+}Be7LZU;`9{{zQ_Fnvo!Bc^ zA+H4&pa&c*c4hxRYyrk2S7?d#ei12GS(DwQ=lpc>-U{sRXBdYIzT(Uuc$0&j^Sw}{ zPhMq=SP}!YgEX+#i0>=LJTw;+y)WxxFJQ>w`!E0lDGbxU)H-QBnh4=W`(?phTc>w+v0DjGLBry9`=tBuXY)-D!+eiTMR+jGgYz8j ziN&9L%#9uxO0xhM^Dg!e{l(JA9K@g0D@**tG<(p%hD3lJ$`7+Qu7Tq*WZj5ERWoKAjUd>$)T!8_7( zY$9EZ@kDoGUYDlOhS1Sm=JOXMs-qXDPU@CR4vwIDvfWU*H@heC86w4^HMRiMZosGpP4ivq07;P{Rz|q9Jc`+ulIDYy;Z^_lptQk`6D`3&iS@aXb^qN@ z;BuIa)Mfs?SEhUkc79_QHEM*~7_n??O@Ryb-m?GG4Hc|4i}0xjg^ftpXHkjQq#Ub3 zjAXiP$zCsI3Gtlp2vR%I_rueL`CvGu>sb}0qs^m3hwWIN_-3mQ9jOY2dZ}J9q39g{ zZ@C9*b+$A2#$!KUv2G7aGr@Dp3*Pwd-+Z@T<6`SF-Fnyx-Nq&Yvzsc3_4GGX%e1*A zbRY35O2ePB8o`NkyQp}rT)~Y~11oR>L>zbma~N*qyGul#P7x2wno4WYnR>s(5@o_e zL|$k4#d^;LIaVZeNL&uxE#%8Q(~{_NT&eGt+<7Ebda`7}?~{+29K&_=WEEd0lF^%i z5(Q46)&`QGwD2V-_9`d>1OgN%V|mSEbT+X8Es4@otxB)UGWZL)MQfvQci%$%_Jcn_Aq#$_0BHT$?=@d} z`G-jui*$CrFFoC|mE~8G;$hQ;MfDftn3v!TRMxzw)AmN5I6BW=OIGs`0y(6RKF?+- zb3N+H4=EY-KuR;&9QuE4H+z8V#zV^&?-4w2$kb)d|L?OdoW26(S-gBzu)uIUfSb>-P6PU zgyYNQtx`jn;mi5zbq@hc0a*+{dAkAyN#{L*ae@E1>$Iiml``I9hL>X-2{gAnAUlJb z$Ho=Zcsg!Jl)rOfi=Bz9vGD2nxZd^=_iILDhE9*;!_k6N?sBXCLF#s)+nCmj?=(Xz z_|#cKlw<48=O)upxJ+9;QjD}P*(|q12SX`eiqba3kJy{V;lXt3V7~LH2o|G=%J~+` z&rNRjhG{MfPo5f~vuT5!WDqgS$InGt!#X?XW!kmg1;xF-!CBrb@?IRfi430SHB*jx zEFW2;En(sALtqUabJ5irp10JRvUXy^@DFes7y~qO3%_UbS(?wB6R;)_k1MLIU%!-Z z9ZZW3_;$18myPri6%XfEn%`Ba@|#GGX;c?spVWPdE|%0Prc2lk&(ca_Q-jGBfI%X} z!It`wQBU5miCU%Zz`QpcSAgn|q8EiJ$y~){Y^iGb?ajP=47QusQ4(30*=k^Idin!etOLbFOx4StMA9oxflhbg zvxR^MZb&|_N9Xlwplcg!h8FM_*K+Sy+LBDQ6#Z8zbwiJ0-m-hlP&KT${~K>SL_egO zsb4e5=tbwL>jfo=xU{!LrM?i=vPemc`Z!d+wqcyg=v`bkR!MOGCQaxDfRHSQe4q?2 z-u0J4g-B8XtLTHRaH9oWG3!_xF&jfisb^LOj=u2WFLM|{7yLQs*k~jfIV7*ufY8zc zHRK{5+RBCa^azzGj^6kraw2(0)a+lsit7Vf8(7C4sUDHJJ67SL@Kn4w$bUd7TKwFT?(t8EiFKEqt=r-itZ8Jj$H4-ix`$4-)4E-NVk>{y$9_kpps0W;W>a0JjY%`I)g;ackR4rTCUT5gmCI9aHo7Sps<*IY->^a23`5O@LJM~ zk~uiC$OQN&Ud=ro+@=g_xXfxJ$wi{O#c6IbM)cOKc#mU|3TkscrKWt zM)?4Is|nC^uTs>H`$m~N;6If6KEBViRtNp?&)vp8Xt9D0x%mVL{+knmT?rh9oDfqu8Eq8Ddj&W@`;5>=>Riv#-cE zJ>E{34>8lN0!~(5qI{fO&q@u7-6|<;5S%5utCx4{oFbHj4p|M^6zD85bUojU z8>+&Tw*9V8+;<6Fjj~Ws0Jt|a5w>UeyX+VFOSoGw0Kgdgl>bo7&gCCBwHl&Zc(;Wh z8}X(7CN%nrk;VW1aMh!~$-vdjT(gRxLHJsRLEMAV>f!VtUy|#G5^suTKWK@2Z&vtRj1g;XHq7n9;Y*^_NJb-27oRvuN^QKV<~y+E`w`FBc!={#@^2x8xz zt9JLe33(~igaf8V$1+XKJiE`0zw>0C6g^r^(3GmhpHoM`k@8I7?i0A=%B}m&j4{m=uIr-;t8Y#3!kpy;nYf{Z zDD~d+A(PFw**Df^30X-W@kIRXC%?Enm`=M{Y4C!QEj)4Rs#MNQBY&ZB6%3 zNcTfM(1sS6OeXlCp8R!RP=Eu2H#9rJU{^GgHT)5zG~pzM%?_&Yyrg#Iocwz+e5{#` zo41$xnyAW3PhYnlQwjXVu^QgsxCJ>S)3?s~=KSEZ-)&>5%5fG!hP3rVb~0)+k{9*w zpT8kHepZ!b#9A5{N)%;EY)(IZMeBFNcHCIoqI&?deAKFOBaC|?au`zeH5_h}-ywxF zH}re>+>+-3RQ8P(L15GVW@a3j?Wl$=l*ypvFN+6>il+y*yhemY9|pzF_YOrMUw>%Mgn;+_ zv&36NOO8H6s>^P)9VAv-`6Hp z&z)Pk`5Z0u$W7CyO)J1KM51|#t57w7jV8~An7f$F{`1o9grG~#ze5O%S*q3)dwHn zx6jUA*M-T&35`e)QOGcjxB(>{P>i?olqL4MN&8abFh3S?Zex*HARj)#aKL{6T_=( zL1c*7qSeM5&@$8>Y+9}fb(1!~nkVL&l3SF8ktwvq$15Nor#4aHU9aR9{Hn{uz0NXR zZLL#zV%O40D^;u=@T}Xk#HMnbeqa5lD&Kl|0E^XQmqmc;`Bw(Fy{yUiSrE^y**eB}?HBt)57&9T+-`>ZIiR zyS^(F(S6RgMZN{N-u0?c!;^%D1c7jBPgtC0$_fYHqjY#c$M-nrr#^YL+)g|M2UdD$ z7xyn#qn@rfhZzNf1SApd6%FL791U9BO%J%Ot5`mD>lo5-nCL+Hkc~k&F^ct}f;|tH z)n2O$^WmzGia-K9ECEK0apwKyVBzBe>)W?^n_YuiO`Pwrl z9ia)<#QwgE3*&wBjuYvHdW#dx-bLVeMkhz6R7Gv&JKg592gcfDxN2J((VRdLTfO*G z63CVcLo<;yUW^w14wVH9hgsCGtR&!-!dyIT4$et#Al> z_s+r8%y1+np{CVoyzg@WN!lspns-VBy|fPh`^y}S&mEL%V*V(0!~kc$ftR->a(m)s zNnFJ{Eyu);Vr-96snF=g^_h?oeFPEGbW%OE-2U@C_ZeGx#c3;&uvOKai9-#>UeDYz z+v$h8X88i~7X=a_Q4uy^f)q9Y<8u1d2fL#ZX}rz#Y6tQ2WLz>Dx*R4jw`;BR~`jvd^eIi!z@S6 zq;(}}E}%p}xr}HWC9$R2OuRkC))GLH_1`GZcGsf=HGgz-Z-=D6$u0w1%k- zpVZDWLR0ijJ78C1=X)zRC`Nv(eSjvuB?BsFeed6JvN}`5{`RCq8Ow?Q{tYGDzbdeW zCe&~;q7Y3RnIHPN9#J1d8CE)PDGr&gsUOOXHdW7lBj`Tuun6o#xa4bTHaU7}1r0%q z8FHu%bp)EfID{@G6qyJ0&V%%l_aokDIuBv6w}r=QVKv;V0E}@THixUehWC~+5f(>7pWk`rpM)Dxpgw1xQ8u?Ttf-8j47G&77aV-oF z8yFhOS@{v)TpoqF`u@$pJSI>BgP#mN*M6H~DElbk|Nfz8M=tPelu9(Ogan%00fyJ}4K1UJX3%YAlf@P)uLK)-Z2g0`&Vc-_oQN#d9xcZo;g3QSY=f@!xvBr0`={a zq<|7!4&I8CR?e+Sl1^8+9Z>Xfhq`8EMtg6!Dk(9N5vHe)=r&N<#PoAzb9S9L?_Srg zkB$hQ!pM99ybho+DMMG^)0Q4V0sT<ct0Il_+MOV`z=ie3jbMifw882d`lqa`cSP)Z)c-y%AAAMBe2Hf#xId zi>m}vlciWiQODPQw?n)6%~e zxluEPA&d)|L7$9cNw3L0 z0e-7kv|UEHY|&_ZZ-HX@khkTD5RiA7s@f55R}<{tPI7?)nY-@PZHcb}atpMPZH4;} zzdgtZ@$g2E)S~jXv;|C77s8M6SSG!Ha}qAsy#Z)o#a5g2%Igu2w}?~zgIhz!o1mn% zdZ0AjUZUosvd&1Kre|)tSi86?JyPMDXh-+@Re0_>CSia6_zRAThaF81+Z&BnmmPij z6aOKY^@u~MK7wuX$Y5NEXc-FWw0f01A@actfI0M7Cx*C*5@;*nR~oBN*_^h}G<>(} z5@uDf!LwK=w9d0xBF1nFxQ4L8&Os}$F<+ssFv69+f7^qx>&jDK-^Ug@-0U0M^RReS zwe4+TDPG-C9Z2PDYL*@wff>sI$r7IR(5KE?0rG<73KUm`IS`%GJVRBKxyS1@mHZzd4K| z_kw-BQ2I`7rj<5PINHI)M6k4c#$zRFX+e+Uck@%%AaFx&7-5L3Q+%0=xdZJG$qI@K zMZOwG0-L^$6=(5_q6v-p1~h9@O2JdyZLNeJ-q2O8f6BwP{ts4`J(oWBK}#xcOP&HT zGHq299(`E)jzq3+*lcfW6tI8ijzYWtE~u?zW@g{##U#K79XuDgHnDj51x{ln(ry>P zF70>?rLdYMN{WJZuE(hO6bmzRPCqKfko7_Xv5aDG#;&uODe3LYV3Y5|=pk?mO2Z?Q zn>FcFu;yFjL6+7s(;QFe(DntsFdH@iICxd)MRul5m9o1+86U0(tw(h=B;WG#{-*4? z+d4nHge=aw*`;QNy{3v)PZxo54om3*-j94g138MdTSJ;g(t2d}-n$jWPB}|b>9lp| zs&q5|XR3G}#S7B#iY3*;*6fn%_3{v@fq{gZ5Gz6iHNg9YyiGw-rl&)GCiVn(4#(EI zqVTweda>HA#qK`aSc^_{kovYaFl7qZJC(G$$-Br4#Bh3 zZ4OXb>6)QLZHM%FO6$fsJ)|>U>u{_#tD`^}R(e3=DwFMRPVmb$13`II@kC{F-dPqG znkVsJJpZnpXJ>4B(fKQD*Wtr5TL(ao4VTkKCX^riB`{F)=b&s!sru$P%IU@`(Co5c zY}6REYUbDRNVP|NuBgs`ea!o0jS&T5zF8Uia?x=3NE_8%%OT^&z<#2;8F7qL8f&uS zrQ)#jjsxPl=$k@kIZ6@lkiQj2ob_%k%93)_ijYf^EfzCuN0~bf^jhG{8ZQx*yw<$P zc=!&W{38v@PDEJ6A{Gdm8`+aG6nwro#^K{#uvo|FbO85>$dPg3K^9bWjo3;^b5D2? z0+p&wgx4+}o#=asDor58o3h`F`AReHXTIxM@=^nT6~oqhRa=xjzM3@`lr33-zxcY~ zW1>(xTtJtpofS$1o+!weO)@)~*z98&?4(at-ogY_>!o(QaBDn$PkVTy)$o-mlJ-aL z13)~wYC6s)S`kLvy-wN%&`^oN-1l`IxlXYRAQ2@Dn%LFOn3!*cZs9&H!{y@RZ{NwJ z2FXZ?|5>&F<<4Ao&mwCYR^T6-gtgsyg>iRi)pF<5;=VdXu{g9~wQwbu3lG$Ceniiu zevd2NyDz=7L4Y2xM_DGQf-D*+vNfgmHqb+uTc5V+qtkN^_hk`Qkk;AR8h-lCTtS&Q zMm!EfO>-02U>nB*u5iRiy*mDgnk`oJi3Dm9!7%%S40#HWR#-Z6Lq>>=6c8Z)9t@6M zzLC!iT>>)J&3kdgV*NMM=k7GuSsTio##z%-UewMXgl*|wF9h2ojhhJ{$k0x z=g{MQk0m8};!peg%@N)t;is8YFJ*hyn9SJ7A{l@cs642t+sZ_r|y!Rz;e_14);z~nvuR6b2gr&b`^E%pX3Quk_x4cVLS2yul~ZF`at7PnYD@}16^ZuFdZJA4_txHp-#=;{ft9b z`F*7QOY)F%lajgbSr@@C7V{8)gvbv?#4oZ$@=~0gOfVogB{Z^u_iLLyFYdnZRhgy^ ztc?a={OJAdg0VI}twb7-h1E&uLCNEnJ-Tb&rgnE8H6Gn= zsm#H0tQW67!GE`xYToxE`ZiBfDh$=$uClCjysD?y33s>|wN0ob35lyp6tdPBA_l-) zKW)z_Kn8M?(S5C8t28k!OX}SDpeJYp{$lb&o--MRU86;sk}P5`XP$QKr=UH$T31Lu z6MUn|x^*?#mR~Pw6R4l9&ah+vnd>48c9*NBbj^NRYW*U>AlN<>&tJ{H`TTSmsR*t~ z>{0Ij%5j$?iA3whctK*nBkh0!2V4mcVqL4pF96$ zK2$(Qu2W||AwEXq&lX3?RP|x&&@%L3&JUFqVJ$eV!r4W(5azFpkR}3L_{o*Kw7FmH zDWQ4ydjJH$4K4Jr2;Sx`u{famndv@3ZJ_LUxF)-mTsfMT@GNj*T!euQD0^pP`wh;0 z6(mj`VI7q7{iClF(KmlwjuQf=dmRM6=G_-AAh*5xf2ew^sJfaiTyx_P+#P}>5Zv8@ z28ZAfB)Ge~yM#b+_u#T|5AN>n?(V(#`ah>fUog0XReSBKn)1HSEJ_k>U9KvPCSj%s zmy!Jfc;2!PhE`@%qbUsXnj7qmy{#Hx6OkdQ*0wQ zzXL`e(6g@luZ%g%Wuxb=kXUExgjQGz-uSHvl||yIzV!4{&8=_Uq!_;G(6jC}Nr#h7 zWSVBIpQ>i%7ctbxI%A(gJU~KA^1tkU!&r#?;$tYyc7%K7bYbWg^0g|X<09(!cxDD7 zp?B}s?FtL)rzLEt3tCDHMarJXopuK)b?}tj(XX58MLWkp zD+!aJd=eS60gMQEBt$Hg6b^N*fI*`nile$|e-RNO0@-Q>oy2V%1~JI)o@4e$L@OZI=luSF)+Ai3E&|Qeq)Z?g6@U zIU}0lnR=`u@eNg)1ZTGoQ{UMb*;%&{O)+++lk&1pah!xYO#58=zY^2L`hEXN4bAm$ z$xQ4CTxlRBGYSul?gI!$Elo{37ECguG-`}Dic8AF-QPAsNP98m`TW=|X7$e3JMXth z-$EthKL0#hZT%)`_Qv5h<<1)1dB=~idz~KjDA^hkl_7K?lV*Bv8;YrT;#LkHSUd`*Gi9+qT2& z6rSt%Zlw9R?HS-)@_TBtq6wkx@hk(aOQHKxBN{*n<8Wf|JmJf{ zDLDVZ;gPCpnA5!8Gyiu+ie7UrTJeUO3#VJKM3)nSt)y=+{xP&0pb4z!C+dVtGqx&U z@dK~Wen)EA-bat-}lE+;g`Jh z5M=4=aHG_7d;IQ`*asJ1sCC7#4pFhtoh?l(9t2BI+(H~1VW4kh5WULg)wrbo{!+7m z?IUxyXdfrPe`d5hocyhQ8zV1+mG7_#^er@06`Fx^w0~*c;|B$&ps48Q@9%$Zp;Lit&>PuVXSKv*sSPyw zw#zgT5*h8~iiY+m5b>~`$+eB2`cVmME8|Hy{5JK6_P|ha4cO4}BhCEgveiY3W6x0t z(Op%)F#y|TQ2*8Y#ht0O>nknIy2?n|V)S*l)$_w-Z)DwzbmR_?h94Y?Cz9t2PPZ3n z&c>A$ApS78=P_ia)y>6c$V7FMFBLw`2?A1Qg6O=wq9gr>W1!#$pbW5IlN~^9==LKy zbujT~8Di_BO&Ce_a1G}S2}|SRM|P6WjWzk9Yr`&-LwK+vhXY;qmH(c2Iv@^Z$^zoH z&26_J?~e$}%Dx0H3ONN^lz(yO8in*M#=5gR7Xrd29 z?cklMUrv%M$Fk>$z5r^-T?^u%C_GrVxT_J$GKjhAqOjUrQFHmEQwz-$ibrBCqZy-pxe zz+eanzV=}eojxeuC6)t<2YHdLxi+MeQj&J#Eluq&6N)88c8+SV2&Y38F|Pv1Jo1_% zqEV!X*|!lnL4f$hlKj_%)Mq#+oLRCmL!hCYLm(7i8z^YT-RnpP>_2#q>wYX-YikBj zM+L#m&fQbjnOT+T1UcZ>2zlf6ytfselicr0YcnX#1RHeyALrQrUp73Ai=F+`!%Vbk z;=^g|-oL-$a)gRE+e(Um^#GkPP@8*i#H}}OeyD@`^xh@_0b=jiJ%c7HP?rfqc)x}% zZo^0fC=?Cmz14}{CuW5R&PUtPZ6cqXzQkj98cFB#wmN$(`jnKv4g-=~IiMp@XR{U!aB2=t6VuX=V)`&INGI&}XJlx8mSuv?yK=P{0r(2V zm30h8Q0Yy8y(qKOy=}pX5!gK2P%+NA6Nbm57Ajk_=Pgoj?Ur9r|2A3e^+6uqlftQ( zgGBa2zLHa37}3m%B0)KJw_i*?Rz(Mt7~;ndK-CNTDv9vtycD-U9GQNDAcAjSsFd zL&V;4$~ZD!3&y^1rECUSFQN9;Y8(PuuVm{~NCEF>u3LZw^!m`@2Q}a7!C75h%>?j# zhEq9FeIBPWZ5Pc7gRJx(@6Jd!u)jHaPap6$#|f3rpR1>TM3>_%cO@Dfrdx5WO8#5B z!HqOIRVMhX_uzUVp3Y-@vN)&_T%3>TNmE?|l%}_`!8JY%XoL{-2mu`WCFZWfIMczY*t|XDICvwLA`Ga7+X3>xBPxZb-Y*2`>M~^``)~WX z=Q;u~zD~>s*AIEoa_uu0Kbg@mW`MX>G|JTCS)VGpwH@Z>h*LB&BQBM7dUq-Iy;pQi zs2$R!HB$H!DNP|irLvREmPoamN&T?~znwzVRL2Tt$0E5x%`JUR$Zk zxEy>H@ReR$iP#eqKtrc@w(U4Zgf*BjI*#HLrF;1|DQ8!yz%UDzfv{-+vqb^E;z*Wok^eAX+ zCjlk$hLR_I15owrMT-MW5Rt3|+-#Cy*j zj>vHk9|p`GkarH)WmQU46R9sc{wOsM2KM78qc6|^-M&<*)-s_N<;zm zT6yl?@|xi>?Z;D{=bc=rrn9$KVGKWK0G5N$k@Wrn{4PR(FwU8DhE_m~juQ|0lJmpa zc4v2UdQ;YPxe?LmYFBLdAA9$P&|4oVqC7Tt)1#R(|AV27MHSGDij=@&+ich}@8lLu z|3(4|wTk6~L4Ktqdh{i;cjfMo|KV5dc9lCvbXYV>s2i|K#V+BxkD#x`q9Uzpx;RU% zGffV=6i4ns20p1&DS9V7uCD_;9L+4e(BE4sp_3H6`b8-Sb=`F;pOXl`6ho7(OXOj zU1FX$#@&ptOuMK^O&=pb@BcRdz4ShHLKqNYXJ459F78zz6j@497#@GihXZ6rR{oPk zsdF3CxFH-0OJM3)-n6-jH{Q>gOav-aha6-5|I-dxB|6d#vC}V9;sRBoIuD+EJ>(@v z?Aa4|VPpiMoS{zh#bt#isMfxynH9POtZJ(oBjR`I#L*#-sEn%M6P>w^2QshyjS**vZ>8St{HAIbA*MdP zuE`HPtgH)@Z|KH@v3E%hw&&>v0=pOUy-_k2`q9)ZAH>Xf2YgTiMhzCJNQ$g9+3LT- zE_E&{HV|~$%U(JI;)8b~<;BsSVBhkb%hueOPxMt{drS`h4uZzgwH=kkY$%PL?WFSx zgbrGjl@I&ss&=r|Q%NTwwjhR`AGxn+Vt@)A{LM{@j>ClvnMKrzbS4)wc^Oe@S!e9h zUOlm3i-Q(;P)Qx0i)aE}G7}ZQy@5bQUZBTuL_26%@D2Z9YpFXTf5IDfo9;)y&eNCF zFB0t1*C7s6ahW z2m?aO0}j9x18#7LUEUA5O=?m=*5m!4MxkDg0P-$1?->03Ca$e0=EZ95ZlorB2p#tW zWw=eR@+a;&aH_gQ!2TMY51hi>e_SKV>HEoHO$(_QnezLm(P;(ov_Vfx9F>J!g@QyU zm^>V~RIZPC!tDTWc&yb3ck;%IRw>^x!MqnP2Bs4s@+;8=dxagfQa2Hpq|E+3a9I)gsde zqklp19XkrP80-pHo7T!&2`WL)g)_;{3oMBFFK2^l5QL*SEYq$rwB~4nr4eZ4%z3qy^WRmf)}pr1fzu$(M%I3k zY!bqPW;sQSI-8h)U?$+7g8EZg$ zqlwxcvp3e`4W3y~r@|@c$0PmsZ8zxI3KJd)Iwv!Cefe|-jzyi*!P*r=jBqKVANYYrr8VpHY4AkPNEzM`d2eek=)}!^b=G1dLyUe?+)*Gvx6%*| zgE%`YDr+4k8aPDXaUuX|J^aUN3!e7H*2|T1`80Q(=<)88@H2#v5`U%B7rwdD8B2!4 z{sCO^^lBCq6xYMKaJK!*zw18s_-#vV2(qR9q|S2dHzMZT_(T0dvS8Q z6|BD@)j~(*R9jWfVpeB4k#3sZ-f-Bu%!BY zAaC2Cv~g|hYr>@MY-qel!eUd~+|X78k1b6S$`s&iXxMGpw|V)n-fV)Nwi?-uAf)l! z^AVc%v>7*pzdnGMK`ep`WR`7b;`cU_eVd<%bXOq>_saf>5EXZOiKjh9$gWDc=C22T z`1R?ohi|41L^RZ-y(Y*7@s~F-uw1ao9szM204My%dUh20Fnf_?i-~BAY9_=|KPqEk z@n#jl03k#I%36~k)d!LvFul&lEXO0*ma7Hp=R#(BK8A``^6%oatbiXOl@xS*6KG7y z!!nm#YE#O#fd*9QK2GG@8Kufwf5bI9XNRV@ui)4~i=ImF;~OvGUWXH`R^c1etcvmm0L zN`4j4ts%yXczVGOuJN-!D}1MbG(Cn{w$Fv~FCl3!UJg=h%++tg>4GK0N9iZTWidpF z2a?hc$L`!LE6MS&;NtQXWy*TDZMy)*@hF^nPF2!L@risw-G!icu*mgd5W6c(=}!qIHeUp#kFIx-N$_lPW+OS&4TdnLc9y|1&rB&ACm9k0cLh){Q6nM zJT`z;!%nbX0E_=2rxrqSLV)>_bsggPn`CdZnKkfByg_!LpF;jWmY{C?rFp#+g!HUWPKUcegF8r03GI}FB9cwnfUVpe1T)RV7UH&qb#2w=LsAtFcm+foG5H<+sP7@AA zn2UTyvERwRarGN>+L3ISmgA(9Ap;JN(sWsCH+%MbC?SnmhgzjayqQdJC_K%qUAH9D zVXi>T=Z+Pndu&)N28QV)16m>%#1+Q=3Th$MOS|HDrVer@shzb9#ma7RP)3=?!J;2i zZCm#V^-kR({?;@00Ab%}%rhn$#T^>$UNB*aNhZ#xQ{~~Y1E}^xUeyCfeQ!C^cw5=U zBToZy$2?{QhSm%rbkiL&t54=^ixbAcR`pfH9Qz@6b%qRJwX3iuuZ2NK6!$_+f@-prIgm#6BRvx{@&J4f z0P6gI&L{D5SrO#{gZ0Q1_8+Gom%ZfoTWpX}^)#Fd935vEKa%%B5QXgUl0a0*oP208 z{Hq^NM5mcF?#Of`vM4o84d;|lcZB4mXP>_QKTWk=luWIfVL7Y#3I=^Sf)&6F+{by> z2|R5^T&zVfMDG_wecZ;Ta#8MWo|<$_0a$n&H#wdg!e*(^Oe$h#)~gXcCrEYXK1*VOoUXVt~7C5l%A-@t-L{sZ94X)=E46iyt~` z{-Yq`v6N)+TE_=5XoU%NKkdQbgn&#jiPve5pcIMig}w{XI!ZHy53bj^CQ#%GGvhgC zQ~I+^*?~@$KR&UzixR8zrO2vVIS!ZF@Cdus&OMvtAOjM;dcaQ*=q-Jk*klENa~YBk|RZjtOTBlTS4Hm8p9{H0dDRydhx zY`cUZ%~fyb9JIhIU@JOQ zqd&-*KpoBRgP}nP6IO|b5OLB(t3lYXMr{mpbsL#GEP!}{?U!tE(4PqzgXf*%1&^Lx zKL93l*s9KD95LD3C{A*>el)I{8nO?3(ZlT`O3R?olu-1#e27I^=s_j5!?lG_3YS&0 zH!jp?6tlTyhLtfvL9F(oF96DAr}NjdO>G}I2n|Nh?Sb*aYD#FDvT!R^pil_u1daJ( zGYbEbM6r+Bu23KNn*E%XkH8&z!J8ra;MMd5ic;C-9r2_pM;GFk#?TasEC2szDb6fI=RzQS8Kbn;Tp8!7(L_ z6&DKsj|G@D8bQ2K&|CaVIb$k09mW?*R~uPvtqtflivf_`x^gib<;#nh*0(mcK{?t% zc+nZ=MUo0*C^c(qbx#uQ7dAlN%d)!#ioN4dR|y(4vK%202Z|FxY?*fH8x@*oJ$u62 zEi*+I%9;jaH|<&AF4^| z+F#cF1Rx&PK0Po?KtJh1x;lWT>g^vdo)c8i9Nl-wjoUu}lr9auDSl8M_$&|NC0|ar z48;is6=k%LNjaOS)0If^Urn&d$4QZBJ+R%g=}9 zp>srNOu&f;7_Ti5#U;Nub2s5eS08rQmuoD25!I6r+rW6xa54c_qTM0N*;@%UZ73)m zJW5uT8(leYW2`dv+S7E8xB&!C(N+sNZk}%RX1Kb6K$NT3pMaq~F@3#rI^UD&HxtcD zK|%Mbe?e+^&<)tE41YL8?HEX;A8oD;NJP47BfY#^;Q_^M(J>d%DEwQSZB2;ZTHYf+ z=~!xnVErLPMoQQlN;8a_&o69jh~I@0fZV8*O!*hJGzOqJUhi#HtU$C~cle3N0l)Y2 z^w#nG((4SGc$^NL7*>OmJ}{rWuL+ojC+NfSQO3iwYXAXTuYT;7LXBK=SZ8FZ#vBFk zUI4WeQjc=iENZOX&Y$2f)=LRY+0=P98<6*j^f3*L(O|ZQz8Hz!3ZEeGL~hq!{ql3C zU4O%^rt60fNlG`80k9fvSUV4Z*k*ak8fuh}ou+pFaJ0wDslEI2*Y>adWFPi@^cWA{ z>YK~Dg~&iLED40q<#i;58C-sCd@<-F^h_%jmn`q(xfipnzbK}~on{`H-F*W-J-;zo z$!Fo7ElkLTq7wKfBhPK4I%zs9<VHv&sswhG_#|-(2hb{*%Z09C)_1T`#OLFdS6vtcFnw#2B3#Mu|yDu%vqRe zBA{JPFX;?|>2;L?06oQF+ZkZm0K_xBaEi$sB~w+^R?&Q?$iBwmE9G3QPd{A!`l7>$ zUGG9%s_rNiSuQ!63W?w(g6GatK;Je^&S5$<)Sv0UJ$iMfqXm_5oib6~YBw>U#0JJU|(IdVA92QXw=Fh1|m8 zBK9Fx4CE3apV*bxBhNDa$qOXI?Jd%dU-wrQNs@=LAl4C;O%g^F20JxFPsA!VjG6+k z4H>|vIntKq+1&7fG@h@3wV=U}O`llE%|;#+xtlvV?v*2`x`QLT_p9i&WGG@^NWGvt z2XjsNJ@F)=U_V}Qwg*#4dXQ9TOhpjCea#)q-_}D&_`?v;UPV8t#MK!CELe!jr5In}8Td4+0t5q1FvOxz*_>8dnHGwC%Yv%>>X*k}O5Q*K5k7QRMrXrlP* zp5&eQoCUMv8Em?V8~sIIZmz9+<{!>l+;UPMmd_{#X^C>z)bEKJ27f9p?SU3Q5^}l- zypz+r$lvzS6HwxPlO^Gq5(G9AAZ&mIO_yq${3Yu?xcL{GJTTpnjq7HR+~3)_QuO21 zR@B4_$V4q>We5u9ZBioy>R0`*C4-8zYi1os%)tVQzXLucwL1xj&g42>ts4}z4~8|8 z=69*6;CgFoAALcTDw!2B&s~0nyUn>;sC|#frF8b>||Ei7&4C|4SsnnDZiqvp~QC)4&ZcfOVerf#oWCzd=h+S z`ZbLxvAbg3kiN(%FA1n!3Oq1^fJA6!h~=X0~# zloua6zwhYlNEwnHdn=jshz;Q3i@nC0auUm8ibJVrzMy_=deRpih3DF$1k*k3m_35b zmzz;O>j?N(rDY;zF95_|F(5<^)(DVT4eyiPyBNIk9RZ-n0LGXUIX|B|)uq{an<4(u z!L`+vl1f5!{D0!bkqAbyilDF01AXsJ-w{sFC?J`gUJczM7he{mi`ko~v?82p%yB`< zXa5iE>1iuhc!RPw?$pfK1Rq7}l?P}8AAUHioK9lftW z$-jyNW3@+7v*J|Ci*~yTEQ=IElm6mgspX zfdUYX5;c0YS&Pca)0qLZ=yf8wEwEM56z5rfVh1T zPPpI4co2bl1*qa19HCg%CJTh93aeRR7cNoA>{+|STOUaepeqoyF*t7|vNGh=?b@ZE zzx%hMh~5Us-~knIid zRe_aw4!lhwcq_bO)A9ee8Np-NRkAm(E2bec>TKTrjgE+)~$bd5cgsHxJPP%rd+Xb#wnX#!v-@@IUTI| zu=5WGKt{wdvK>M<4h-2oR{rIB>F5)RW7on$2Q7Pj+>Yw5uCEBi@R{WJEp~e;k81$A zhBz8GW)j}f!$UZSrQ$x1p!X{&C{d&>^d#B;ZI$D1zLdD4bZ*+wQmbRmn`M{V{k!hyI^pYGY<(V z5$A~~Ws*yQYH3C?Q9kLCrz80d<=abhtm%dGtns&LDGWp-2VHp-rK_j>z3zZ+HE^!` zATmtpksN0(rdPJ&`0)0|#t>ds9pIf$7**1A8&>57{V4!7{}n8msE%BF#mV^h@7xaf z;LXD+S5oT2KfLgKCFY8OOZzBfYO2@7kwBe9GBYL+@#yn1^nGygPin-IiG1gXIwH!C zK=|#BjmR!Y7O1Kih?+|cH#u{0_g5EFzD2}NW2zrt_?Er2I=Q(dBf))^nqoX)z(bY5 zcllG@Fv>}J!^!H7L@64U5VVijaqcWvs2pKx+v<*ta2eW^1e4sE#05t+;-Ir^LCjGf z83-@2e7J@|G69y9(3;4l1)%#ig?Kh z@!tIB*%WXN&;*KpfPkbIxFahW+d=QRFn~bT4IH2V%nanWxtX+kY)%FXi55*dhwbAl zPSf;Xnl2?ijDw)6oCR2lfg-e6i}iJ~;oE^2-${xek&9fn2k;{6QCem%3CQ)HM*|VU zP)5nfN9H~NV2`{9%}#FL=p9F=&rp7=kMmTwlcS&ivn6gVVB*f z#q?}=;C(Vh3NUlHG68-rHkd#qADqKEzyO*&_w4@{XDs;-3;?K?o=rLu;nW;8iXsAyz!%q=a`M?#IEdp^H#vV@Et*!;1dI{bV9Y1&(3INKeozNiDDXXi(n^ilXLb9_0h4a5=pgz>gj zS9VIgf?r~FEFnbGL2rTykM)5PY+FL)!_AnoY7G@D*g!I#_%9kw31cV^Z2_k@JlS?K zD{i6uD4Z75p$tD$s@>Q?^}%9~uI<%}`De-~f?n!C0Qr zoOR@Pug^=5vz;e)9fWA$Dg11#y8lJytzW2n7r+-_HD(NrPyfC>`&2T3(uJ0wF^e7} zb3Z3hD`?yB5nv1lcCLNUX0l#FNQc7Tc&pcXoBczl$}<_>OQU_z<}C4kf}!vV%Y2@d zBolWE(gc(6^@Ft^KP57SDbXs49)Fyk4Q_?2WeQiAZMny|ROO4_J!_KyxUekgV*sjc zdpL6pT=vNNg^+!dWW1TGk;WLf$9HE5>WCT;g#g<`G*5Q4p5ZuJOJ*t&|MQrKAtCEz0)LiKG zU-&BjT>Z#&tJM^*0fMEav0Y!crew8jW^Eunz~*HlH-QG}X&kVGqA9vJLB(jp{HWIu z$~3TAnsZCXyY0x`fX|$D>9yyX-L=%zS?@Yhp=fuWlW_Tpwp37%BnBHLngD`JNK5hq zs+xg#=9yK(ezb^~-c@2voNq}%ZG9!oIgQ*rmxT_kRUDL+@Bt~GA*6{W*+1xS4;wVf z*bamppoz5Obbo&n$Ds}LJGJNoFgN>(-95vJ5VRu%_Q(V^`!ZSgP}e<-7LP<|`5wdS zCHILU6+fH${33m`%=XA3i{#*TX9VEvrmoH#y&4|DB@~lI`GvfdTWlyML^!c-L`5ga zp1dH}jbqEmN$!d=$I_7nura1ANHkQiW7%~<#t<7Z*G|5oxoY}F%5X&=m{?>uiNx%N zpH@y8c_@g}V3@pf6qON0+i@TO8g)W~F9@(9vZU@;C%yll6_4(;7UyNcSr)s$_c!L$ z)+Q9-+ANN)O|pTnR)grj~i5U^rID+KlY zUGTQI^KR*LO%2s`7C9#PtFc$tD6=$|=ipl9+x6@N&c8DZ93NwpcN9Vj3mWW|Dt$F~ znzj>#3uz4?hY4Dxj7=)g#!F&88YwVJH_Z`6>N!nFWatZozywPC6XYex4-7v%cj#=p zaKxh(EQ(+`R?F!jm1=xxRmF4yHr*dO(1BW9uVNvlR~#!d`5PIR6P?X=aG;>IH*(a$ zn{Td~)`Ne&8fnAi8%RhiUc+tO21DGyVdz_=vnR0qvoY|gv4e$uq3UJu{FkU+yPdb? zOAy2&My;zRH4YAE*|hOz1a1wd^}Z=nv3;t29iASkHS<0#xn?UB=Tz#SiD<^htb*dW}x7=68C?_Xun zTp#KIX59Uhxv(N;NspBLZM(t4r-B;IIY&6)_~3_Z-GxbhPd@}WSMkWahv_sb&GXCQ z!CDsk0AhV>82`VVWNkQ^)z(tUPT8cyI&jLA7>T%QfFf9AKNaTGH0pL6Sp|B6)s00| z$bl$T)zIeYfJjOn^TPg=+?L%*z3z?ir=2M_3X!L^Zi9|O7_eFyV6{whE|!y?Ja!;W{8A-1TuS%nvoA6W02I#HNaXE)?91dq^lx zNoj8gz(_vhMEnVqmpXuS6gx^e1w2MML;q4z*vtC1xTaelaNdn(O9HUoek@hf1O>Xk z$0$J_H%BpTS9<{!fBk4_X+8ONjWIw!GznNLT5-$_`aW8Ly_KSVFmmqu^Nd7mwZiAP zTpHTSbLHd|^(pz@iQCQFY36-HCnlniJA=wXy@g%yJgog32YzMSaW>X|Vp~%QZ4@0`P_m3J)ck<TCNzRFpp`2pB^JO+Tj_WRN|{AkTU}6eCvZozk~|MxoU0wc?emRNxRi z7M6mxDSP`bZoBhvrKDQia;^C&#u$%#A&aB zT|`{lpWT>q_FqjeKF8=UHD_2saPT9Q!E=AAg16Ej0_HG+rh|3jC?pzJ``tT#*hmd; zhSehE%ez;ffNfen=R4wV>+1hsgx(wqFo|*BUR`!%@!~aNh7qmOMstMCMomSnu;ms& zaY<`8X!iY@E5LqH1Wao3I2lb|m_We6OXF;+S^RD+9AJFIlq{AW;DKGfK!pHqjAO19 z{Mb5nspP>gs|zM0y~j1iA!R>MU{K6BLaCMh97tLkOma~`SjPdWQqnIMGH0(=6bY!1 z@i|tsT70*LtK4P?A=clGSxvBV6cQ~tLF+y&_|3&_EOj+i2R}{K`m4fSZ=8(})bhD) z>0&8z7n@xj3kirbpU?h-!{qo*rsd!kHXhE;ihqB3tdA=9rv%rBa&^r$i?=h`$exq`k`AGKJJ>$r zK)l~%gTsl`LBnBi|1wp{^xcw|#sv$gDCM=wPqwj%72BV}*FAk-Q62#kvqGW*zO1yR z%-*7crn)))my7#-e09~fPlvDcTn`_xET3~bzly~}TT~v8JooP+(eo0fk_0;krD?3> z>ZBK_*ctX+&zIgZ%$_ROY{k71PvC!q_~!WKIMSZAtS^8Kk{;-RZDej8;1;ocM8U!} z@Y$d&DA%ubMN(DCwqIZ=u(-p*5&qE#DS^~vI}#1>hu8=>Y&s7MAK(LaXre}!a{?xu zLhPqc{tl;(&#kjMfc71bTv?use-xq7*$*lYmDqId!zjwamHr((H0JneQtzM^_un|C z+A=lB9cpTgXoPlG{O0N_@?6)o=c)6`|25PU0kCfRF4F(I7R8m^gizE9eptJ1L~?<* zYyzNX4TZ*h8ZUrXB1Kg_ySi{9XT&Y=u!f!v0gQlX!Yci{001O`v;>$ZwB_D{2H2f$ zapgYDb@Y7iG65F=xbGb3(lqy(;`X?nT%a&vdvnm`Nb*49MkO!4x)sA*A@3Cl`~myd z7TAS8^0m0By2C|&_Dd+At!TBRQMWn+y=e=WfDe^si=SJ#4#eo%^|*D?uF1m-u+20> zDhp^bpMX^Rj@!21Y45#k@qZg`2KP^f0CDcqM7~8E-3rxSfd>B9 zkiF$xG>b~n4sT%m_Lue(*TVoW;OFK31aZmkG?OD2NS#0ywJy%)NE$Idr&%)BR|Tdn zQz972Fa2-P-)x5=Kkcxv&?tQFc;v`W zLJ9ekmZh7JxSn|{Ifc`DxS*$h@8NXa=q zPMxMfe@fe`TV(>Uhf)61Fz89{(I`eVt>WrNdf{p#wbgOB8z7SvsC4zQAc#h#PuCLg znjHYuJarsbtUon}cD+C0s-wdiyb(iIqZSS3whcgO8}2*clYCuxSDU;p1!!+xU#QH} z;4Agq*9-T%UW9g1K=^94qWjUgf*;gxx2LzUAB6YPs<#Bi0;zQLhXVj1t!KJ%`p;NF z&H!V-)*=tip-F;ytURU%ZpZ444X6D>vR9|E*u^t^OUZQ>XH&SD7(*L;UUa6mR@+|* z=^Cz)3fQTqhE&aw%JM3F1o&d!*Y=)}=j$E*Qpv$^0)V5lI6mPg0f1S7njU7)wwLlT zzB{*M{(O;rauOZYT5PH}Oebe|o_&Y;-n@>d@u)7ep(Q@17$H)#*>45`1m72v`)vIe zGvU)}(tOyrEG>@(sxqhj5;{x=wb;n{R z>|V03F8`4y_w6h594Hh-=hTDL0eddlbbWp^UE!;8cTGvsCwi;v^;Pet+xG_tHZw~Z zZYbDZF+vE1sF!ramqMY(ldpz4b;4C3?bMfQAmDMfUpaqiN8CU`5b}%CiZXGcsTCgV z5w;@exw*wxRYnyj4Jb-`U8$|V*7K*;5i{!{dA_v_+dBkf4-;7ABnly;qa<9{j>RE;#R4+!>T~wk8N> z;c&5Mi0@#_yLzpT@9tyQLxF#9KD^Iy>HHjEnoP&#aw5K%R0l4@oGrCaQjAP{>UfK- z^%Ci}2>&4cI3rbPSLTq`2G`hdj z8He94(Zk7`RQ|=@?)Uyf^?k*EjgMS?IDab5C_*#P@bYlLRC31pI?>OcdE%$f{LNzv z>S~R#W??ezGX1l(*)^ujPn)Uw$3^q#6EhZtL$kktivU{?X7)$)?>p1>>e1qbGw6^Bt8e2F#Z$j#DWUMG1#F1d7b>rfnIzY zI8|p>U!n(Pc#&<$v3V{1hBxv=P_>>`$)Z)9NE+hRKKa^X$0;=k{;i`ZMFdt=)@gkz zQ>u^fY^-A$cSLF6?yc9aH6XID#7u06r2XE`H4d0B+j>;>Xhx#Z2lf%c0ez%G>=L-A zrb}`2<2RlN5?olE==F}dusOi&` znxUCnqoT)mX?ghbvrJ#yoU!!v1U`~Ks5h$??mtM#1TvEq61vzu4gCNH(dqe2( zP-d(TfR(~XKdP2=cA7(du#h-*&=m~XYkx!>2N)gAVr*J%uQbBH1;c%uo{J!6xG0^9ko5O?k70yEn-xVHUk z^yYGmjTd!^%;YA4)?gWY?wKaejjd;W0rAEbYBK@<2ah-TyH`0u1D?-FX?g^)QxQ@_ z{#R8cA87RlR-%=xW zFEjTySDC5hL*~#50|2v$>F#DlW~urI6*}+#m8W|GUZjowmZjV^c>du_q!g~wg5L%~ z+^vI^&g_=~uK^;Y>%c$yY9$T68QDJzvIWZxp@@44w8A3swm6Z%ts?xms-olv=U6J{ zNTA6o)$}R(U4ItUj`JLTEm8ewFlo5rG;kHT)Bl&}_x%b8g_~T#ai0mKhhdPS?7&g+ zq3kSRcAozeqnvvz_h13`U**ECt*}3}1LyvsfM~hGqJS<{$ftV!cSFA9jzbE*ycT~U z3(OCvQW#Y0=LEMkQD7|y|IKvU7YD*6z?kZ^%4W0qt^1yn|GM{|nSK?-d;jr0qcOHh z336I17qOD2X90=|cH`aW9BCgnn??vW$JRan=OF}ox^2dogO9fNPY-f@&VQiT4`R<| z@+2YzK^xO_AqvD97!1k-xbFTX6_Nsz6Zu2PXW4wWGCaZY9IL$FibbBCe?gJM(G?Z@ zV}?r-A;q$ATWQ%>in1>2&5)fq>n;l1$iA0$JH62nIT0VRS!*qBg3?o@dfHb} z#kV`q4mE#CrQ9Sne}}+KFH)leZs_akeEOgwxR7X%(TB9%`_*CC%Zrm_`JTRXzX4eP z*CGINz{EF8&K2db^{V`{hL;mi6;a|!A zLJ-uJ?79Vsl41N}u?d>;fX8#3y(A~8C>8#ii>1$JzJUv|ve5G39XeDn*Yj_R4K4#GPDEkDJEsg=N`+v3RzjEbmVP=x5 zM;F7Dtaoat+(BhH)seE@=-p2|2*L>LerPMft};uYc>?xpy@N}3>|%~t5^9Fvw=vZ0 zinW-=?78>@k((~TE3T!7;!H0bppAeSG8a*bKQ*z}OBl=H4*ogiuZW!0lno(7J=jY^ z0xZpsxX^B6`j~z1g=9pK9|n7@W_a1?DMNImqKvUGw0=+I0eRnI0;Rv7G8tEtZlRL1 z#l6jrDG*b~w%mOLl$$(IquMmbknE2(fkqD7YI>my0s3}p1)3`vVP)+*>H4Q25{0iB zMWSIQDPvK+`O+uFS72WxC_zs|)Ql(7?Sv7C1XMV>LM7@;e!I#pffhY)OZ5!Dm$Jo1 z=SQepoLstzDMq4ci(~STH(3CO@6o$gut?+X!y|vCX#J69c`X!JV#F>dlpQm@AeNpr zKIbC1YU>xut;M4hS0EyOUBrIr%VSy5odq!pmngb_k1;|S*vj#6$`9ua``duWr()7B zy1`za<~bywoWA8|$>#~(tn|A|riDm19S;Rq>h`wc`8*TX3S38H^jD+;g8>`wpo;+e zNK~X3@tDP6)h+g~;e$~m!}>GCQOVlTe;V60lkzJeB%fb4sJXK&rv$38Q9Lt(Z zojg%|GP^avv~bf6Z!yTx7w2y@HTqAM>`eHk8?EEjX|X5#jC_J0$e+QyrLim}c#jah zjbS2De;!3>4Q4@j3u!fb>t%0kL5Wle7Vay__CzwZY`y|bj4t%msWdr0Z(CQ-$v8kggV}fSb;9bsgzqol zR`BWtlxeeCl1FkGisPDewX};UD1Viz=i9FTic5jgS-&_%Jrftry8iDI5EorIO=p9h z8cWWi)hQc2ozX3I)Gn!EId>e7kan$WXSJv&?q0NlLvB4*&oKo3`ZJ5jj%efsFrn_LBuVLDIJW|tDF@#=(5O6gy zmYQQAw&^?WN&|5Elf0v==)aY+y6#luTwX$(@Jkhw26K9RhMX~B>cNRJ-mexPcy)b{ zk3EtM<0d!4!p0`^hYH!rA7cLL+g538biGa&FviSNOBmDCr9L6urx~0Ms}s3f2A9&J2EgYvXUU!L8KqghOmG^zxUsQcqXAStOjl4_ zlTlyp;etZ`||^V&|U{< zdJCf=>{B)dPf@j0Ac#<+kPnH7x_Ojc5Fb_0a#BR&;y*5=u3cFLc z#k4Jm548>{bkxMNaC9$}-eIB&?k&i)U%uv+>#2f?eu<)^Rj&rCd+~5_$(%+0cxwbE zn*hu_!Yb=oYK?NLPX+FL_%%gEiVo2@;(xy{eD59H!?RfVNtcwrbt52><1wBKv%dCv z%Q>7WNIE9)MAsXMAMl4(O@A^^@_pu5Y@C5kzl=JSPI{B^yxC?b4DU_I1zNH3-k+mY zbGfmeErVK%^lgtFKz?=jcEh-fvO|SZCW3>8ZWcjKx&LAv$_-TcC!+^C3jJ^;{p15ANNeucwo2fDuA6?J-ALmG19MW}jkq55{!lIP~~%J@+O z9#rqad;DDen#eB2rY;TX*Bq7jSMDR^A-q&7J8v zyMM;aunJo1CP!edGfz={ly2ac?uS#7<1|gu5=!vz4m-&Qm^{qGEe?Zx@ ztH&3j0o45I11R3zRGUWv)<4&xWZG#p4$XL=_}2;v@xdAsxgW1U`q-JAG;B^D^YgY4 zUw|`$xf>Cdr5QR0curxjVk{S+VfQR6_~lE@@*^oaA_^#SYdg;~=nJI%Fp*wRK2jA^ zNESzlq5+IakjoxzvPY5>@&BFZme1~8k?WFveLe4PxEg`u;2;Re17fVZzX$$vOqd88 z(5samdWana)b7r{kz2FkOVM@}Pccf&-=y5r^CWC+P`wHcN@2w3+CSq8oogTPrpO@988dzhIMvds1=5PldX!j<)fBz~Gf zU5a6Jfi;xtdD5Khbtwxk6_1UEsH>@c-uAp!#gNMw4u!Vd$vbEKcOitsiY7a`Zq`zX zXK}ICZ!7Y8jhZKnvZ@ciwYFV=MmGrZi(NGpzapSPlwlLDdsR31xkw1dVHO>0H^Tp{ zNNo^z8GS|Z2fE%q9(z^n*tJ&VU?`8t+3&&LkAv-Cw=w)>VOS?~8Q4j_BU$wcMVKZd z(Vt9cxWRrJL`fRy_g|Y-(}i>Vk?-pWn=b1?Y`10_82TzP)3?3mxuB&NYBsCIyXUfl zfJEwp;OBhVwK{Dqx7j@gF)DGB6MoarS0BW!)&N-J3Ce{M)6--HQ_hHH$wVs75Pe2L zG1o7PnDV&mY_rX%P8+>g8=IS}mBT`vb&l&DWy`)-i`PJuv%>f8GXHsw{Ez&jVOs!< zpjT2AURBdm{NFveBqZ!rjeIc~T@(_^f7Zi&Ld1x)@?&L#sFV2Uv&xwaTo=hi8=)DW zKDYlD+AK(F}g*pv<(=Pmj&N ziwsVkAgMxPR+1wk4Zf`mM+ItP_WvLlh8oh!Gvf|o&Wx#$bbbr;^n5+mG=meY0fn%i zc}t;zSkG;1xA1gKmLN3oL7jm&Ta|abhzjH2R6ifLvrd5>w=V+F@ zox*O1siN&OSr)Rs-Fe2fY%{FNxbJKF-m|O`_Ol2?zpPeLxYhg9i*khwAqT#+<2$N- z-+Mn{Cue8wtB>;X5>8G|-b`ilzwz6@?>g_7>^QGO`PDX9mHa@8p{UEOTmeC!#o?ES zgN|prhd;uWy6P@@?=R=M2>1~72jYPw9xEZ%%wmm+QBg*E+jk%Zw6aQyAsN;xt3l*9 ziP^?!m4H$5(M%;L=g@hvKIt;fO0(J9)#ueO%B4$cNB~g1wVCSBs)A&}O3vwDZNS7O z8vSBJ8M@-Y`ggApbi&nRVc4x;7m4jJqVwjhIxBw>?V!5#v}tB$CM~53vQ1%CMX;^F zucec@`R_F8l_6Gkj?-B^C~eu<)T!P__0I~FrA?>Okbu`n&+ma!W5M*; z^T9WAI60gjTkH&=5`5!F0YEOv(WU;c$GmX)LW0Ik#LK({7SV(S02$DHaFE2M!>+52 z&Av1Y3;1Fb({W!S0xEhLZfaob(@n48m=ng=NR9fihqXGnYU}n#O;SW4hL86*9-v@C zh4~R!JM z(X`cNk5q(H=F(g&r=BL?OA8K+=ZT(X(gT7VWfEv?i>0LuVFuAe1p0wQSZ!t&(#Bf8 z!X=u2{-P$_CGCHdDDAn|&)}!W0V$dF!$q^1n%0JKt_IB8b4!@(0fR^ESfN|`qeiIE zOL8HSMt7)$l9H0D2@)3Z;pPKA>K^*+lr#?`CcjM$M+=&zO%>+38{1B5jqzurDdxTo zDtw_Yae{R7O9mfpWlF5h|CHvSI}fF2%?b)UMD03iA^uuq=tmW3>eIhB-?1NQ#5duu zLR&LBVv?MlxT^e9f$i?YOD-AA3PEycxa!=TMa%OR-murD3<{0D~(XjQgwiB zDj=_j$<3c?CU@VFC%pFGJZth%K^wXfQbvg@rN^7c0^zO)mFU`^UT(s==e>x};TV&n z{YLJx;WtgMzyFeD6Xbzs0)>KW75m?|ySPDxOK!7H9$ykPu6~@+s{8@O({Q!oEEXi{ zcYnIbR}#Ptbaan=7i*-%wn4Ugw#6>>bt4V(V~(|Ro+$c$S0H+v1!P! z*}3&AlDPIK$@}$6Sbc7(^smo*czG1dAAK>Y#@14<)K|I`{G;}&)TS?H z751jm1OH6E(#U!4uE=zDNDO}%3QHMkK~5=M3IcgqdVpQZa~B?LDkI97InAjMU%P9# z3$bYgVXi+85jj<>Ml-C&Eg2-d;3Q%)`#%iczArMzz!E2MKbk^D6KGFP3yIyO$z|q2F-{Oh z?f`tttOw~Q5q->g!IBa&PjZb1YhJ){ewD#gM=kov%Jytk52yUG$VtUtjB%7--CvT@ z4V-O}CDYj`9)7V~;*zdESl|+3k+da;|GxO^I0z7?N6~MiYGD*7`N#NU;X*%bpZDxS z{R4p6e0}vTbhOGC>+$ZM^!m}_XL9Zk2gnpUEGm?Z`#x>j>r3>te-Ar+D>om6PuCn4 zDc{iRP=bRX+cwxaAC+rDnw5*IQ$ck7rmIX3Yi9n(=L=zfI;O{BU6Ye`V+WF+38RCf z&6sN~X1-156hcp%b|SO!n`EllTA2E!>>#9A4`8S8wA~23t$8>WnqSuTIb3yU2IEEi zXb?(pVcHMEtXIQJ@L%dg}%UNFn1KoRX*DrO0iVz=QHSM zceLRGma0T5%jHSSl*|Diod;WwR?VLLMZrBgTscORNHQvz9wLhINJ~E68volE#C?a= zIM(1SboJ8F<((ctA|f8IL8BvL+dg=w>DTTAGOS%;cMy6aUY@~@FR}PZep}MU1r!^+ zZKFkGU)y(bu9gFqg@3Rk&zdN zU<<-mOJQtonobs`Z{NnoNqIdUD0Nlia1yyIr=HYIYXrpr3}&WyD#k42hp2asI6~x% z(vd~2j#{bf-QdWwnBa~XOx`9|p4m!~8Ex_Albc&cId6a2961IfR9n*#J{4rDu< z>AIT{^DWz_$K}>6OKqhI!Sb`8j79};+$QA;jqo4SHBZ`Cv2lMq!B>~qUWK|QhffY` zMqXO~O7bxm7VthqS^%j()faOiup3_A9iJvLB#^oIU41L&_NwSkN_7sxB$CpfV@-Oi zsYCRYYcXHyAL$oEtH#&XJG8 zH}9~1s;zhcv1Jj8Bydq zNX9=kXCj5YXT9!jhh$ISEPK2HVUZ-Z+EU9Z5Pix8EXEU@N+^yPAi-(4&#e# zwAt6TMPtJ1c|VhUyCu?ogW@9HYGFz3Z$>s6S^zT=9(`{8w0P>GdOFqc)tayG$*cGv z_Gk2*j6ld=9dWxbh7^7UFXK1jzdkx6%ZSC`h&7!}aU8rmd6^rP9D|yBKU6bP-9SF@ z;Iq*o`Ss`b0>aG-K6KfTt}U^5f8;!6J)4#8g3%|}T4DQ@cMI3)${o%{7g{dd7BBvO z(RS%Ej?0u_?Z0ea#bA0MReZI_zlgY^7!|F8Q)WfW1ne<$)tY!y_a;o*I2ld)bRtr_ z>`rHR=8_Lf$4esGMM3(T-vsu}7q1o70_PO3O3K`Yw{EHUEeB!THn%$5hbb4gzLNsT zrOi0gqDjo7epqr3@j=|@_gBpCcXwmTM@GGR_j7hPdXs-VR0Zjl@=qW8?TH_os_Qn1 zx*Js9WlA((f(*FFN@XbJ-t+{S2S?c;S)|EOTHRSEzsa846eS}Ks(W-3Y73WvCPAhC zd}N${)JH?Dn}7dZ9*G39a(WCnvOK&fHJ6IAQpDB>e}2OFE%QHQ&C=KeOq^SD3h0tBrODVv zP`b{BrwkfaB&-WK+ht0kbv=K@}u{|Df$Xbuxbpv(a-$uD1Ponl^m(+aw@yxu$3W~ zl8Uc8!{5@EsUap`T150xK)r|f2(>3Xq#R@Z{&Wdc=HJ>s(4X^XAgHbRz!iI7a%)oI zwYg;sIFLvrOsH^e>Ayziud2!l9bI;v25lGw^_J7khK}FWog5Hn>DLm$sDA&M8h+Qk z82Y>q1AvIml76J=a!6QJE(w~C@t*z3wfi(p@uLDV{;j-_z7~94C7bXf@=mtpq>^T1 zfr~mNWx(!}g!Gcl3h!Z0Sh`5{7i9;ciam|ale1ONnxRqsndmhwy!N1XAiqc?k{L>Q zDsYd%JZbkAQ#@dO#ov-)?CfmaT*ZWYjV_B$wKC>;q}qt_9k8qnxJd#)4Z!ChR~37f zt+??&l=Etk10D8%5YV5!L)p`zd7pz{5MQ=gQS^%u*5Kw6@1Ky3Tm09suC45v9G-=O zJ!wQ`1uq)w`^ZkU*oip(c8d0SmNg6rP@$uX&`eJY2dvv;50f_uX)Y-DbaT0`mb2M^ ztqD87=;pJ!KDAgk_!hfXE#`1e{M$$hoUjsd)U;F0jyzBb6MJUWeB%Q8jFhl=!SoVg zxtbL!XNUx-YKRb+HZy*L&NLI-Bx+uR8^3Nzh93f^xv3q~dkw@`qv6RUpuBq-a%7%S}YIgKGHqm4>&!24(nm-Q8Q*bJVC^6GP z(#%oJ2a+O42`2rE7Y87a^FtlGnFmzJ7y8$nG~*7$uNq`5ESdi2DWbnnc~KV|_r_Sl z&Plj00{ut_p$ZA_EJf94JbYNw z{|$v5i67N}{bq!WXAMCNlPhuWTUX{BGj@LBwgk=e$q3YR+CBLc= zJK^(^XB!oK)~1m%{b0U$|3hx{Mb)Iy4e`Tje&UhvK!j@Lt76#mb;sS6Ulg!%P4KRX zU1z-4BJ^E(Le$yx|Jo7pC6P6<=v8g)Yn*Ltdp>^v#(5%sK5>iFM_8Q%-R8;EY32B0 zw2b|YyQ*q~x@B=l;&%1EA_e!C4TL~~(FGo-m(8xF_E4|$hjWHp?h8SEv?g{cS}e%u}0FMBR! z%x=mfsu$WtbTJlrULlYE^Xf0{{awaWsJ=pRa8@BR_x9<_~!~v1o%& zyh=f_+W_{j#iu_iYPf^jCLw4jDLV?&Fcikcy!NgCNZJ{!1Ps6gB#Zp7Vi_Hqkx_+U zj?ceh+e0F-nUG-}qeE5OMVu5qMftr4Tv@E?g(yzpdt87Ec@Id6U7%bio2g8A$^J~O zKjOF>x$gzf(!;7ANO!{Mub@#0Wd?Q*;E*PNlZF}laJ(5FlaGLD|2?tZTg?s$W-cfT z>y!tzhiPI_;nA~yg(0_R{KKp6{+)6xq4XZW!2o$2Yj4L>4%-U1W6swOFXSPpMLD;U z@)rZ5RljgQi~OuALyJ0c&dl9$L0rS?iW5Kn-#Udz^Uv7Y(dWc&dWQW#x;U!qi-UO> zl9(LW<`kE)w%^9*E1Y)}tZRI^P>57i|d$-++`XkdL=bHhLHs0a=ouB>(@B}EsU+DZ z@t`3FrA>>55y6#H8T_A6Xm}@KC~2<%i}oRnvoXx zxAaXLD_vuMzh#}?b;!K#G3Mn(e4$jkC}DyXz$#a$$F)BO-}8HEHwY(Sd=c?_mis>l zV&(5N`-u^xbJN9zs7xR?7t~E_B@7r2o@7+u0Tn>b_gUD1Uvei@}E-xmvaqMxO_TvYz{IQvz^< zF$_TWuO*8~5=&d_=x34k&?uN7nH@on@(xr5JI zYSiFnNG)SME5){h)0dxRj2*?bh`A5gqWA+~0DroHv@HPMzP4X4WS@f*86g0q!P-%M zuK8G+{gBB3^Evsv_t0kS0-(hgk!IEM^vvocsEBU5f%GxtQ9{^m*^3`UAcG7zWh+BG zc2g1+U49{f0KeD->t4H)Y(QYIr1sx1A0qjQD9QbB)A3s=nqg9w4sm<^FY~oaWEZnC zID&SPeUcckh(ZZ}GdhuF^~v-@-~F~dw?^@XoJ#RjvpfG+@i=?{Sa2WdN6LJ7))W3q zSkGg9_5@Ph3-L3(`vAplqaKvKP@)Ym@YfI00uGnTroIO4@uic2aG@7>CTHp6CVe$D ztGlmqt)?*DeO)yE4og%zX~pz8QYQENp#}t2Ug@8o9))yH24o*7oUA=6R8-tMKDW1@ zPn?EQ%t~y*-=Hh#iadCH+yL9ZGZ%Kc7(U_^pGw8tbjd)425h+}c8cYioyIa$d$RF9&d^rXBQR8(5A?>3)H%mUpF(bsuj_(fNk!BveA&|FvV@>_mUYGA$dEsU?P3em);bbzKp{Q<@_mBNu)gTrt z0IN2owa`vSWFn>HLt`NykEpL&av;39{>kvuvf?B( zI(Lv1vSz-Z^UR*mKc^?r^?ABU0+Figg>P33obTeSmPa3`iOKUi!@YZ!h{yRR7z~QG z#+Z7Z3ilZ2*A$$^NFXFvI!~oXdaOBLf2?7A<%=*O!JpQu;QJnpFZNtPrPe*s2&5H` zMYqF!aKxB^v41UUnd1RN;5NLMgZATZ=O^u9`@@^E3`r2RKl1C(R~Lx(=2YP*xmjgr zGg^7Ezw9^-L(@=W_xVqTTy)e{t{|!8I)S%8YN*}kAoHIpYh|{CsVu+E*8(@bFR{) zk>OUod8EY*da0ziD{i{U>&iOU*Q_0jbzPqkwtM^X_q&-W5t}xyhvF6qNZnJ@o#Wlq zylZUhbyJtpeul7 zPboR;Z_391)ktC-hLe5ITP}?^wOO7VL3-y)sWOlj>=DM{Nu6@bTOYCBtIob>U;GKL zldmEAH6P>inLakX&mNG?)&0%n46E_~yd`Dqmq1|tW`;M_9R@bM=;fCWXhOXApN&Yf zly2({6=A?h7*?j1H9E}gR@qmRSE3c+?8@Sa>}lo-V;+nDovjxL-*q-3E=BXA+gNK$ z_@+7OQS8t8O+$^N7B3_$Geaf*S)XzMuic1G{kpNA4}m4b(eZ>fJ@cO>HL+F~rXb8S zO)aGB^-uW5#XL8oi$=HrUH4Ke=TJ4x#yEe@^S2=P$)1;SD8@30#;D$yuz6Um+^3!* zJ2A~rHc0=cU}Hjs&S>HzPIU^m#J?BU>gOdEcQn-ZdS;|>`0I7NghhJiqjx<9@w?Hc zR7C_pY7LxWMm4dNflTZ$k#!2)g>>C<%Dg-Sq4iP(yP6_ zcJ!VGJMFvM&ObLyYk_(0j3C#(7f38OJo!OA+K~af zBp8=mD8&Z3a+f?cgMLi$EK#$TlDaXQXK?e2GIevF=IdrnHOFnk3A>G&&c9v*Dr%vQwws;@(+D_GC;Z{v7@Nm)7qExRxuZPxu78#8yNlTIvliGwC_RT{ec6HI@CfVZWP= zg}z3qTkqsA|Dy958IE>GUxNvdehD4*cI6@Z8!rNrR8&Ggx4#A`F$u0(X?_3cdm7~^ zc9%^)m?$UD&nhe?I$u+@V>sO`6m5*UT3N};HM=lR0tN8rfglXf{7gsaEB?FR&O5@% zMmErH3tbM`_xEZppy#&9{u;awN&vCvJ)UQ}sq;A`CbCFE^_$n1Ae2vk*bblUp-WjQ zZ_X}03tQzdz!0HSA@`QFVU@go%`D5eH}jhdMIZ5|-duuZokXI1h$uKPfbVq{k~#(_ z6)JF$?nk)kL%Y~GH0@y1E18@aUvD~*!1psVhuOYKd^L7;uM}rBcVG%Ng&t7f-4ss> ze?Opx5;J<<>bF2!quXhro{b!mK{>as6z>RS#!56beX;7N_dZvpz$tV}cwX62Q@#u2 z`)V2b$1ulOO0c*-9|J*zGGF7h7E5&tL2brTsf4q`X7`UUN$iw)m1??7tRX|2o_Gg6 zN26LBcd;_8FzzlCBW%BnpQ#0hziifI8E1L;B$aD`&CM8YxfrYtytDy$mjR z26FHWcu295r^N;Z(U@6(Bz|XSQWvvIC}bg)9eJsBk_8XjRhVc_8);r{{`opB9qmx) z`A0g?GVGfB;1$20<31|{GE_bEb)T9)+oi2mqt%xCd+}T{Z?rqK@MA2^D_mhsXC>j6 z0b*EA_DfNP(_8By1DlOd+D6hEd~+lBC+favOd32Im{`KNv#z>UuhzA3`glu1=^sh# zpAeiry~B!juy*|up*qvje0Iote`wUV?HOqWbqr3QD{W8?_FujSfRSVcw4w%DmOF~4 zj*&M!{a@XEWQyTULnrCNjn_YBKj`T(FwIfkM8v}sp6IjR`U>rqmK?75f{6PJ>*g)8r>%`^B=R+WtiywDz-BH z2q57d)BG+z79Hz7xJ$jw%i5Dx>;1L6SdKl^ zn|*br?eqGYmY7>UAso+o!k^kC%*~Vh79T+*lTB~7aoB#YmIfz)#kI{g4?gDn`(qDd zsuE4LWbej=z)SATx6ar90=5@J_%Ad@iXh^Fk)jB6G_oIQC#I&?6z-m~uPYlJHepkn z)BY$JD!oyf`di?7PE3es!?G6$^OauqElV$|-R?4?f74C=_XU&jWN4`>Rah@FxiXcP z)fSh4<2+8?_Lg^fPj#N!Jk_k8pw$X>@w*m;NsS^nA-gZgKNDnioBhInK;_Vx_~^HL#oo@FI^svXhVQZ;EpekM=1b2%8A8Lb0|KaGaqKg~strmm zY$D^OKBUwtK(u|2R#DtuCcoOIxA{1jwH#LU7iu2^!M;JR$$DE-J_6O28B$y@tzDN; zQ(JKjpvAFssaUg&h0^57L5CZJcj{|?=MHA)YF=qT6Y(IDmt+Okksf!uhni01uB1&{ zs|tmOtHo%jH3`R$#dk`|N|gK);(Xe3O$sU9pH6*`(vHYhmIaUmbCO9zG^%;UL$2- zB2|gl$Tro=5>1!DNVQ3$7%2BJP+@`Y_mkdOKME;Zz*j(^(+)Wv;#=GKIcq-6 zq5R)Ot7i4i@2vN2%wkc3lljo-#CjjT*zY!XTph1HHPO#5JHT4i*(ybhmFGfi$Q zQt&Svlc8xptiI3Y@$+{^NitTg%4-!p+zH04TXkCPU-Gql>yxzn!74a-hs{`Q#5Iul zt!U62dXnDD{zH$aox4Bo8rF`mAL>-x8;7AWJD&`>=Q9&Tpvz9uEn|A&U5NOMg~0^3 zb-bGyYE_nCLSq%g!hAK3Av2@iINJHqFchD<@P+^ZN8V%hco3nhk#SP!GsOW8pQ+u3 z%4xl&tF}}&beZGeN(P!oAJlWl$4B-cflE#RVaVN4lUU1r>1iZ-7Jt_-|DEn zSOx1xC;}#Tp6RWO+!AT?(jak3l5Aa{T_}x3{u}5v8fz}*2a}~9@}0AQ;^{^Gdch5D z9R=H9=Mo$RJ1=a`M{k7mg>z~!urprPHoeCr#{#b~VwHR)D5lc~jwNwT{_~XF z4`$NxA&0?Q!V8usU3Zw|G-xi03C9kurAUWWFyFF*2`kjsbizplA-S&+0*B=SNMtY$X zJqd7-_wE`z7PT{QM}Jgp+zTd%|G=4qKF}t-^8?DMJ$OzI+*my>2 zvzBSb6um8#Zh5Sm@1|(AXvwttCnZzgds7@nFL3{84v9kY|2%<@3T8<9i_C;AiX1SJ zxS#g@&$Z6R>C)#qUl-( zAA0a32hr;v-=(Ou;hGp5-3~NnP2aXzRuK!yUL0>*og2p5VDR`=VtMO&Lm>5+y4lou zhJEccB}2^@^24xlR7y@Sk|{Mzyab;gDhDx9THaN<1Wm=nOPi(O>NKR)u{OHXY1=72 zh5?Pyqp&)GJJr>N*}qjFnyl-PF7t1XUK_46c70UP1k&_b{cx6tf@AOEaM{wu8+9;P zr@pXdU^)ierC6A#0;j-ZB6c&>-v6`K>UWCwocUN<*Ux#`H;eRFM|v(Z{V zx#p!DLxg+Xl`Y0Zg;m_LT9r2bMQEDem^uha`<7ZW{JWx=%0~QK9=y8$!DjGo7HL@sak+e z9ANm7b>5tv8=sS}*DpQ?jYPs#I4oa{0%67NEpJ;cDvok&VgF!8^5{6$yjkpr68nmFcA)}=k= zAuJRVmicT;)G14>l)cV%&V*#53E=tGV4rbuQW4vKzlrb*@mApV-Nk0h*6`gE36*#3gekKP zB?-Bt*k~7nVZ_Jqn%s{^C;Cq}aZfM3y?98z#p^R1=!KESLPbVbDEn+)1hLkI@Zo*1 z_L{Sh)t@oR(C1h6~0tA9yTnBFaLQnV3slxtb z>!6Zs3XkpaoK4y8h_N+;(lnQq+Op!%&st{kMB?HbCE5D?@>SeZe46Gzk{Fk(y@9D{i#6I@CxVXqKE4x~BYg|mOoy^}jK#9KMma~qpL#|fwT06u6-URmX3E2NS zt!p~;pz5ko4L75o%I>f6W`|L8HZ4o1vf5S=att$W{15Iin3~)vfYXGhp3*dN-5C%@ zpA@7EM-VZvd5Y=}@u}5gN!&Qw8qUBdn%ukF9nA{OJ>+T-(;vs}JJMl&m%^(~rbT$} zqZen1GOkQaknNFYAV;gxi-yS)iT2Z$6VLv8Soao6j(B%g1;5~gofRb|_g^_k>N{sz zSz48m43nN1tGN)MZuz^WX6nlM_S{NtIaV8rGU=r8sVX0ja-;a04Q}*%@-nOZ_VK_B zJG?)e2p#rie#B02fBzYAvfEr2|C)Y5G&t$yEYAC0W`A+l`rb%Hj9PNxMVr-l?&{8H z)_eck^IfX_YA`(t3-6ykUo6$kAATR^Oc|7tkvY4gIHVc-*%shMAzDH@BFKM!9((|7 z>sj@C^m@thVE*KyNqUF6_c8;n;o<6c-@}Y`7K&m1_4bNLgz)hT0o4E2U`puTp0%kt zk8j1N*+1}BR#v@3L+YD?VcDSl6LT!`;v`@5Pso-}b$su{GxIXH4 zXbVns)nlBtdE4?DK3sZr#Hm5c0Ae4AAkz z)v`(NR|*0SQ>4qIMO28CynJ^E8u3@4kO!6?UAhM>SY|!skH?5y2J8Gb{%DPLTSNkg$)9Q+-K;)s-9cGJuAL22-@^ zw*G3#+jshWZxWUGt=(V1kpWZ@_@Oitc{AAX?Kxz3wER*V0OsYdE>R@CUhdY2T?q1Ia^e-=$%M&^vX+^ z75n!rO#D?$8yBk~EcMwPTFy>z%CCQmnp2mRh>5+IG5P$+20XO(*m(X^_g^juD?(Rg zcVi7OSIy|A!r6|II*fuoWX{4uU(TwheXd-qbB%`rXY1@mrt@n<^J)D2>2`40l$wt1 z>~?Gp8TY+P-a8afk}t+5EKdXi~q2DAC=sK32Ik6e{UUOgnok z_%3;E497wiECAEHLFa7iK*+IRvezJTYQ^V}8+<^HX-VU@$H4k%0-=t8SxReHahDB7 z&JEZfqkMPC^xf?ve6|D1n;z|v==krW3UWTIm3CPR`;@ABbfk|R^)X>U2rfX3oibrM z2OfLKOQ>Y{Dmpibx3;!fZgHP7ewIRQaz9Lpp9F?Ff})~{r6k8;`ph%X?$@`)IEI#g&O+fb_Q3TFZ2;Dt-YEw(%oz=%{A5OT&iixyyA@q&r@8VsnVi zJ-3tHn#?;lM{4SlZ48gniog^~7nBs_e0pava-_mtg(HgRDqeM#uH4=~Uk8tgn4$UPlKeRpFJ&9;X zI>b+v>^{;@!!+58XfXM%$3tc0nHih#1hGT<+3;5^Y{vbY_%Iigx9O6?CV0;+$Df8^Q=G@YhBUR@ zx%N>FMae@ie54E5gNg0Uyp2i!^DmN+aLf;ld<<_Uk~^Y%Mu#a-?1n@P525kVr@{r0G@=J9PTxiv4aMkRg6kq1>JY>Rd&=zBrMCSG*gGh z#d7VE{E`xJZSCZx!QV(8M1l^bt|6(|;8fg?mHwjhk8njO-RG}U*AIhWK0xY<#(UQ` zH}I&Gv_(V0;@5H6MlpD4q{PG|+ChJr*A>Nug+&Fxe9ecKN5;ld$^`!aLh;|)K|l(; z621gY`G5TJnEERc5(NZeSF5v~fC(56jZnMA1`3A0q@q<2N%#!7C@#~!}-OM^0^?nFZ;e# zR#6!R4~>hDzdtVZL-2g$!_I6a-SfBAHX6^H-u6)1StBjho!{xk$NSsqRta_WS93MC zkuAP=#zU#^EG;dM8(FaK&>?4AgCF$u$(UZD^0^%l94GhpOGl9j61|Fq|M~N0l8`T- z-9jDKVu-cr$y(RWV&n6j*@4{c!BVphl(yjLnYtB-AruDss~t4b-v2ITd0iCgd5_d< zbQ7Piu~kx33@B^4mCooc`~*lYy@P||q3EPvfBp=YB=daH6H9*8xHVU8L;vQDC}{L( zi?4SSAt!>Gni^lVrl3qBOBbp8!YbqCfdlVxA6>>ZnZkr$&l`j`-jn;Y;Vj@{mK?b^ zF48kGiIwR$m)kE3HJx-5Kl_=$)8HW0E-1af_whL&mE;BTu2ZFYk!7uqM6rUGNzfCq z!#m)IkIc-3xi5Jl;^E=_M<={?*^ijD>G%sYS?rJ>!o|g9cra6u#9=1g)+0!UArVU! z9TI}z1DHCR^-eUv-DUH>JfN>t^(FVarT{Xt5$~M044)n!2)HaUQ|0Lji;6Dnk_%Z3 zTB6VfZw`LGlY!3(Ja~A-yzy|G=~D6foV|IV)*cZNQEoHM^6V;2 zml;SJ8Bu^AIB49e-%juBA@`4Z)-?xx#p`}V;&)k@u{#6m^Fx|Ergur zVUG`Y`yB?hhfNwTz~BO|Ya*wmLJBO}Gt)f1pKShp?4AedjRt+UwbxGwQ6KAu{a zB@x;JXp0eGIkgT`k)aXu$N~oRjh(ju*=UK*TXz3PA5xthW{B}(gKNutbaZrwU2Wvs zC67*b139^9wv@rOGEfu=oq0mt)wLS(8n8tff-LuJz|rJyGPjM-G>M>>Dg@Ka%*=~h zg>!dzcdhwqiBq@L1V$2KqN}EcM=O^cq*kQfZd_62)l^*k@@l~uLs?nb=jvUWJc+O$ z3E&j!aitU%fT^?!W~vC7>~mFCaBaN4hyinR+Aez&eeUy8zV-#+S~x`Xph5Gq#cdb9 zRkuc8D&&*=-@jpiJNe=L`_Ir8Ugb?CTAo_34(CJnr_1gxo~Cr{#fQ@caSETvViAip%DOiP5?38~UyegHJ0Jv|L6}Lr zj+C?t=~1bvsR7e*P-aa0o9U zBNI>Y@$u^W1~@rS27Wg*bG7yum9tTOadakNY=B2Df9=;pi6BDyFZCS`Z5+eSFjybu z&mz~8lSWg;T3&CpxSj5fxP5P3;u8~1faQ30cdt*@Db~)9iE==HR$2_NwcH(b&QzGN zTa8htX_M7E+{(xAfC=qzeQZ>$->ePI6_W$&!*Qhz#s?6d!OB9Rl}!qul8o6|Wcttm zLVX0IRaWC{j%$B^O@l)*Vus%>132kvr$r~l#RVEXo+du8yaPAyB0c4$dACNrNw=c+ zcFWBTF1ue?^cq$YbnMz~YZpVv1icKWOZ6OhNsyPXoVSN4goVjHJv~c!+^M~m11sha zOWeAD^%fH~FRcDUErT3Cn@h=?&&ptk3|_0yu*x@ge&~B?X_VWGeMATWp9}rv!EB)L)6K94AbI07ELViV zC?XOP6884?B6%)8uY3&y-%0nog?eYe=6t5RJ{wd>K<8>(Bx_69^Te6zwgqed;qFS( z%d3HhG%R4D1#xU<2I*G;HTu^XUt#Y{rqi=Cc9$K+V$BNJj~^ccFTxkD6iNOsM=f($ z%RO&xZK6Mwm1>?Cg4x;GhC3s_XKHMTpDPYPwZSLe87Ra(+&!lH$M0IN<1>c;( z3)Rja60=9Riz3}$*0y#5QI>L(9&}SPvl~Gna6>RQ2+vn0v7103zRTPN=>|7KGF9}|wprUqxv!R%k zRRI_S%u4gYvHHz#I?Z0y!1`onXN!Sgh1mVp+g2=6ez$WFz(fM-)jm&pFk!){_z|b4 zPL6vM3=~0_z`kOF|G)(!gb%hbYz*Q1^4|V_Y>hJgN$`Uy9A*)~nKJH)A@zH*H>h{& zav$92i+f)GU3nRPZ@>YO5%d(8kbE`Tq?{H*xcu%%xODQVn9o1<{26#CpO%`mkiOMD z#HhUtaHLj*;EINUIT+D+)F6{IXzqA6_%;$A_0`U}2p(_+q&Bv8!0k?!pFgC#h%UoN z8Ju5bz+4QAihB7xo(9)AV1!AFWJUk(MtD7YKPaf~FgX9OUB&+|Zsz~r*ZzBg>Hk98 Ut7-3o2?2i}#pT6HMGe3FFJSZei2wiq diff --git a/assignment-1/submission/16300110008/img/img/test_far.png b/assignment-1/submission/16300110008/img/img/test_far.png deleted file mode 100644 index 1fed8f774e5b48753f86fa7336be29ad407fa70c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 32335 zcmeFZRa9J2w=P(?y9S5g!QCYk!Civ8yE_z;;K74ia0n3GHMqN5K_Dc!1h?M&=UnO0 zx8M7r8G`{u?b>VYC3DVC7E!9oG8m{Ns2~ssLrxZ~4g$djgFrA)WJKUEyff>&zz;zW zX&ny@XDbhHQ#VVHlBtJ_gR_T&tr?Y znjKqnybZVsii@nSI|zhj`uYu1CSGa_0tI%+fh9G4vX3`>12nH%#m}b3Kf&X2CD%-V zU<=A38OyMd8%J?rL-hw1ouZ+QM5x-xqdQgkO(ZUGjZRk|VO;GO^!QP6up3BZLFFv+ z-=*^<5UHu*P-rcFKR%~to2I(|uB?Y_-VDTKaqnl}<jMxS>R=gDe>ziIF`hS!T)(X{J-BGi3GW9|NLB|!;;Qv z{sFpNu2IV2xXR;kw2X7S);#nH1rO@gj>j+iIE#x}5@2Z{Sa%1`go4^F8KFfy4c?YVA#ggkUaQ2@_Y+kgow zRmuuK|20%tR7AUbo64&1a{upd!mq%GYw4+6Q8iuNH>ak!YIU-j*iDC`CUOvyJKmnP z=7$%f*)2$RBqQQ%6Tv#Eb4N&(ese)vo6t^UW+sV+wRK^BKGkl^++VPg(w8IAtjx^m z`FZ@?)nDi7d`2|#HHN1!-+zO0!>r?0+F{IzV4kXDjvt=)v_bFxxK2^Ooac3rt=%vb z#HOTj2S41L4jFoHeEw)0NZ`2E#CzPex3}jaKo%k{>i3W1coUo=VTMge_6TDgTB9@3 zf7kJx&nN-9wrFcW2Q@pag!V;X{i+*dlhW2EtgEZ5G3`SXxtiA)9vuw@ zy6NuD9Y-!q=$5l~96q*})Op(Bd#P${OnF-md3h!lN5L5|pb4w#%#%UP**-lLgo?*U z4ufr5;YIA`86CE|M0b~qTV`RMkJM$l@*7S!LB8A$cIl-?pqI^MrSqbrry%1GqJ+;JU#~eJKYlB)iE-n5b`=A z76^JcZZ52>L?;*W2;OiS%JJTe+SxG!Uh?2b(HDT_EU*_hZBKl`VCG^=P}$(lK#Xal z9;fL~cphF})A4jppX(KCJW&>!=w>jYX=nHyo{~reRVTdTdH1G$`rWA#_{{_ja_D@w zP*Ld6uaLfNiNHY7BQO7g2r01NZO3!cJ9)|F*yG>@tLF!#x?r5^XTlfbaaejTa`Emt z9+Xd!vb^6Xj1LebsQ#eZJoz2{T!x1Pi?=+Cj0Jbv|8e!_M}&a!xwBz-f?v==8NbLb z!W^AoJ@4Rr0;UR_jOX;?=KjO97ELIMi%h(m+XssZM=dgF2_|refepESb$p78o+ham zh|044RI!m<@HhXx=O%%l8J{0+BN?S%V>MTp1+E-FB%G7mH;Qot_)Eb*>)+$q^POGK zHI1ppI%){O!g5V@r!Js<4e_&C8Qkt}H$s89v(iNfAVQM`14y{5NNQLsx)PZAKOZOf zQ)l{fJo~5l0oe8_xdBEH4vWEYgL(gQkDugE zo~+zo)%TkYLD`jGI@n(?gB|O^R`XkZX#II)Fg>2V?O#5<$@G#b&`$hJVRi;=t3CJP zP;pR5z9-NJDg`k7>usx3tkxT{ORtTRSe{eeM8iS;VhBy$doTLvgZS3WuJk^0qIl)h z%X9^?J#;2C@+vdH<+;G+I4mG|$l1;9UC&4xH+$4r`!Q zzO?TC-Tpp)-+LjK;N9lf=E6EB9|ert1rBcwei(lzcOv#YQad;W=e3FZ`cDXodcPRd zx(|cj2nTawky5Bfmi$6aDM@r|n=$^Sa;ms{=C2DI9{K)1(^FjB5v`|9%3&dYsF)qK z>IqsUknQ%mSk5@VZpS3{vbInqRT^@iAg0DC#`(`gHKcr;8MT8OOd)+^Sd`qDkhg$F zayr=!lP8XWEOvEcb%BKQ`8BZr9T|T=t?nj#(9TA(Vm2vZ(m^>HdM^~L_)JA(3zP$l zq8Yl#tK)~Ub|M8A;4c}I;1sq0j1gBoc01B`wn8Kb^I(qP8)- zake}?nfgh7f5?4GDuxLnerdVzSwM_3r$DrFus)Lk*Zt4i{C;RA3Hl+9O)7>&tdIF< zA#Fh}=~{A9K$8=dU|<}r=r~QG&bBB{u$9;{svEB4TP+OXp4c`dZbVknYRU` z#%*?NwP;n;wxr`{)(MHL7>NyUiS3mhsBm!Q5%&)nG~9={_~UxqVwj*HZV=C>ZV9l3 z&Ov?usg=6qX|q8ToJZ%4j#qZdSc^`RxfFI-#dv`+|OQFgb*qOMoVt z`}KK%NZYez&ESXsTX-Au$?tT3^Z^5b@@x?dkx&FPg#eXBB83^wZ=KdZgUcJjnb(uk zKlIP!GC9H^q`?00w(*l9ST0JA z3Y@ZvtCa~>Few`Nlos3(M>5t?CVQr8e)Mzr)bNMtvx9NtuP7}OMR183Fb(DJ5{u>h zFyJoQGuzQc{w+zokOm(++jgje!ne?FmErP4DxLxh7hoDzAGfBu*9%UJYEfgOhBXaf z=?ms*Q|VFiGH`_*`-P}`?cl0|`q%x9I3{13e^ZUZIv8RaaH0*X>CPP`Wra{~!mZy^ zxJ>cS!2J$dx>M-XDG0RCDN0L-Vr1e3Liv1Q$=nAKT-S^egpP>w{D+GjJ zmztaW^xbf#ch$T{e2aU^wqW-Sik(It3rK@e6fBJ#$V=yOxp3&{UL$}XzCtqcxq|E; zZ*rHZ<{s8l*pHjP@^t6GG(Na#hK+V270(8u3XM2rRDylP^g_HZsPC}IYk7-6M(hrd7TzJ zQ>S@wd9PpD_zt8@kt{xCc9mCZG2Yjcz+_NCM+15dby`vN4oM1ixc&$KuoWg4PxjE{ zg#>jOx)m$=Zq?C+!q#tT&X$A=kU|JaIc_mu6MYYmT-86a;NcdeW+vA9)76}}4%>?$ zJ%toy?tNU4WOzi#jt}}S0>|hR@|4x$93Kh$8uaX9wBCoBmA^qTetvTil7-!-$TF~x z@GK@gD*7|KQX`LUoX`=B{|Sc5lD79yT1tz6gkK8=0J*g&wzy3V)ff3R}+AI)c&sz6$`{>dP zVB0q^+c)BX>h1CA6oS$#|_)8azi1Qfp$S^Va^!-*}=_lLFa`^ummpiVu1emMO#!N1iXjzQ{j29;d* z`Sk^b!t+95PomKElCYr+`J&T_pM>8zsxNYUyS%K2zfiu$c?V3^@!)inC4jRP%e<{v z@@5xRh%}Mim0juK`DY_xr6OR;zOZZTKkA^VE6m`O>l+y z0ffE$gtmPXPJ3d`w=ch7Nze;p31t+837oPx>xIaXzH~V7ieAFQ5%GzL%*Rq$1p@DR zgSV-FZgU9G6NY0ev_Y=9o(qCdGy~&HHPa5Y=3bs7j-i$&p^8(Ol!J*f%j%W zabhn`5oKX$X;Xg}1DDCX*5^{3B zgocJDT;?b<*!_gfHu>McP~)_q$?xGn0_=y9)F_gC;G zZ#{120YRZwCuHF!_fF5@qxA@vQ-f{5tE!3=o;xNK=? z6B82xgxaY6$6kGVZX=uQ3=9kjS}e~a@a1GSjEFxZD-jU>JkKXH)mtkcb9pkeSP$ix zEjmt92qtc-vmWPs8|%_r8!Mmj(R|?DKK@lO5rC_wa`=u$@D+ zU#iCFX!>7B4u#CrO@2>8%29Q78}dT554ny{L3svIc~9>RyS0L16r*rs5Omo-%D*WCHm&~sY767o@@^rnXrmY>0NiNjm)ck8w_!R8w%E=u}7a8&)W{tHo#jcj>o!ret zIfnci7HKN(SXVC#A8Gc@WhgfDe=E{o2y z42JL%0lAfzQ`(3~l?L?m@}#!Ha6Y$Zrt5x(RV~m^G!6jdYJU9q+7)6^KOT_D`OZMg z?@W6RAY2*v?tOJ>HMl)Ae#wNYF)(mWpFwc=)>3vu!keqL&$Bgi>FU!`3m%dc686wB zZ0fR=J*-iPeWMM<8=Au5-q#1gK)Ruts#gW#!nz8f=s3mrF;q6o!<9Yz7%6<}8^lV-Y@ZDL_Q<-%x;-ovX?@5g6<3(u2SV7W6`O5|$7 zju1=y$?aIoR~=s^IE44Z1f42|R6O|~qlQpxgv9OVmb2boMI>_DF_n8-xet0>D%fKq(AFKx6k&_WErI{!5CS*VmQR$BDqRfjH-~-%oW+fm9cWZ zUvfh5-gn5S@Mc8@VpqAO(DVZ{#HDF}ju<|;Dk(_(Esit*QgM~-^9dTCR-8}X z&*jV|ZX7x^kf|*hN;0c`VqN5lT;6-DQ#sn$FXdFq?N8*7aS5qvo|EPAy9VQ`&6JP=ai2rk$ucnpBeeTOJ*M0}Rl+HyPwqk$hC045g z4Qe5~EBrvW=f;siRX*0p*s{xDef?Y4vFCOugrDIAsZ!mo02dy@|1#g`IoGc375@>Wk>}l10ro`WS7nA9|ky_%>g(I`K7|vphj8xoWHsM)r~3Wgz5z} zHIl5mO>Qqvt8apv@vmQ^EDha+M^gs=29>a2;uK>LhVlh}rv0L(U$){=_3%>QIf_hM z3QA&K6jI8IJ2L82#F*9bqDPSf);JuE1SEraP7dGt+BbymX#uGe?-|}8U@qh5(zc~* zK4rcbE-m1K$TBH%=}~Y zfEkOhPKS~a#i#J_o~7+x0~5K$TXDTIE`UYN|<9aWQw6LpL?(YQ0 zBvrj%hs_Y+F}nBdFuI9|#TfoAUpEIgJAd@<>=f2-SNpKN&wm3_$E}GcM}z6`5eagKHdI0YqOLOBd)|4uH)vUZ;f4>=pIsWGR~Uk zZ6yy;aJoLN7Y>qLBX+w8p`1iqTrUlLw7XS)fLnxulojZ?$J($h$x=hU6+wxG2{-cm zaDhs1z`Y&_KW*-Q!(5fNdJO#=SZPvcesBu)b-l*Zo@NOp1Y?u^3CokL0p*MC!;pX_ z|AQa4BB%}li{h8fcDYTiJmg4Xx<$t%tYW_N-L&M7B4+gN4YO>7q-VeO6wjzeCD1`k zw!85p2nx!|^X?AhLeTZ-h2axVuOq}+l5t*5EhfSW%u)tf^OX$ZsMX1;tL2K;=SxjP zyrOfPe@n$YdDB5(2)8Ax(nruG_>i;DlDbuSa4g9XgHw2bGE6Po_HuD?XSjZ<{Nxgi zszyfT(uYsWc2ac_uPDmW+G5DImTGJ-T5ctyp=5cos_}7TbBfmh&%<#x5&0E~s9@H5 zV~8$nlHZP?=D%RLl2hZ*VV%Gf6@Bx%KKgSx_3%PT5E#@xo)gxGMl{eh9~-h7Oqhi+ z>A!z>L(z2NjNZjgwNb}LW{(`Mwl>Ln+o9$l=2LRL@DvcPQwPjlDS1YwKe3=<6mUdc={e_N)r-K1fm zVCB*ZT<%J0MoC9p@R_fke$U^pIY>PGVDTXU(mq0ZWL`=;*A;!J>>F$Q(QrPSfYM>P z_WBHK;UcnYGJ04_@vhH*K{2!L>IHLZ2=RM98vpQt>~~%!eB{wt@Uc)BvO!-wE-oIX z#f5F^C-GG!iB}vghG6JK~26*^qQD#DRybgXwpn_Edz6Zt!i&D(pz$)*X zrfOQGNvEj>!L^d+!4>L1gDw$wd*l!H`z6JgCd_vusDG`^v-n@}91I%_18*lnsD|%| z&Y7R7JAU>`^GE%dRqn{k|_d7AezqlUIfu(?V(Fr8oyChCTG-;VW zl2GP9a-rBiR{n|9+#4OAW-Jie2o^)eKLm2%2|!p9z6SnIH*h_4RpB5_XN2PfDVq6- zt!wy-r)xs(SY5zYgNSHjU0)RP&1-uMyRi8p;5G{zhY!}@gid88I8jtmmnG%WB7awU zF%nV;wO$~J2dNk!8`LjTj*qh1^HU&fW+Ib4VyND?e?tEni5muEf;)G=om-~M*cqBu zo^=xx@mA%9dWUR_bI+)|ccs}C#RDG3sG0PEK?#$rPKd06jaOJgOEH^MH8(t893)be zuuY2fMdnd*D?Sb8`#$wS?%-4&Y@6|9!8G{Ir_cGx>5H(vda1E^69DdW{_xdgt3OJ> z=Vl|RH;?8!!3L2y4p(9Mt!NC6ai?28YC2_pG%x&<@h8#xaFS43DJ5ZE!DCb<$~ZR4 zN%iKm^FG~ghH8C%(Qg$wqG6yx72bK+UE>$~Jj)*{i)wy{kHW!;;ZolNHg~ zfWMJv5Xxfx$3ZJ~F2hTAr{vr>L^Ka}ZR_HNmFTw2wv^s_SW`-hCjy#>qFHz@Yx5DG zM&8~4R@qGt75;mUVTJxPmm7Px2z5vZ^lE4N5ur`KK~}KK$*@0H=-l7ytm_V2b8>t@ zlgw)8-y-(7Y?5y8#$!mX=I_d7WhDh|mv+pauig(YFIQNklM@ok=#kbW zt(kRfA-Igps7%(a2ATGK8ESgJAFOj{n%Cd;Eq;TWeE5eqayrm06Q_Q}N`|H#@zz34 z#}UzsIqgL5O&#xZ!8`(f6rE-qC9D`DTxR@Ocf3vv7KqSzx0{|o@iCZOit%j?I=VGT zBYeP0W1IrxU&_;jVf4*hW+HROH+>!CAor&Gb9j${nWo- zo%c8yX7jE|=17?$qx*YasK?Ro!M0!gL36RdM0{pOg@Ze|K_5L{xm;NI=5#l<%S;XbFs`VH)j<%()C~)NAb(?UN2l6fdzwN$2tPj67ZbCIgxo1Fc2&I7V)ZFW-9BL>@Ep&D z-GG+zOpm38fbgfj{&%0T+_5y7aS)d)I6{Ju1DgcCi7g(p9dG$O_1=wLy&v7=yAt)G z&RL$n`rW=Ws?{wn0`0@Tw+IJ_hl(I5Bz6+pmWj16yfGhScxoIhbtC>tT!o*eHSoZD zFaCW0aziuf7U(lV(V8(JaW(=weL-uz+XnZ<00JZp4K7dTz^Rvd-$OoVQAYhtRY)OY zb8_4Jsn(p}_LqSbu>$S#vpaJ8S2aAvm}zK>bj8=XI3FGji4$2RVZQzC%z7O@!_5qdHD zX_F(r>)=mNhJMh6S9MH|V~IWqO0s+1wR>&|sq`bDCBqN@ZR0tG!V3I$RMoYU zZyW1YL$7B?;6wJm@SQ%vR;_rzXZMaRw53&RHFdr%Xcz!K_zJ0~R(b!l1_+`uD1YK* zXMYYuhD_mSC5m*oB!0Vgatmom%ovDeSgK#z+}L71-m;JFmT7+viAwkHf(fd7Zw!G# z_v{K4mgHe9d`LwmiE)cD=tC0NfO>E9-n`8J&T?+Fugt1(=MfSRtzqnhMXT6ACK@Vr zGZ8UOwUqm=HGO7t!bq<|$n}%vfj9ZIcZWw5ao-gTYfqyJ%)SBLlM%4Yyi1wAnNgfL zOP4pmk_{j(JtRE(1ngo!zA2K+uW4BOl6i4)iv$6!#uH=ew|j*^M}R~dW?8=@hFLg1 zJWGHlGYmG1BA&@rnP9@O)WB{ zuu64`<|qcoA}pUbUEo$6ae46HIR zFzh~dgjOo&xa`zV6*Q+Pgr3WrraGZ=7K0U4XQh3_H_xhR1BYbTq;5zEJHP0kxm`f` zKzU*nB1Ii>vqJ>jF@+*%IK}9Q!Au{VosFxO5b~T4mvK%aD3mKq4$gjl&YX01_hQd} zc5;sWP-vLe>fYkbu0_0IO~ewwH!~jSwc}Q|`bMGkGS*1tRU9%wJ^v3~>MKiH!;*#u zl!nACAybbCqHj#Dp8UQ{DF8bmm5?!`^^O zkX=#uL>TQ|+g$-x^-NPU-7RPR4u03bEsE*JR;OF?aw-v5aosxYN1+262!iMgJSWS| z3KL;t6Icbr=_iU)3<%du5@&wfK|1umny%6xwl5;v+(O_{zAi}zQnDuT{QX%r_i$7A zkTg*9hAGtX>zxYQ=oF_*^im8EQp;YTQalb7T$(Zo9)Li@;m*MEX!M0h-r~$|#ky2$ zzF?7SrQhm*Jg&`p2i<*aHWmEAD1z|C<7G4oZtoIPSG=BF!^dgGt~Q}%RN?%!pKixQ zF_N`Y43N0-DIDanp05AJT*sPr0JO%LV3l-s`{yot!q_+gw!~i2!$2>;x~Pec+{h#f zU{FAfS399ocpXObT^;Y|Jgw%76}~!Q`}}?=dcU+K zN{sxh+`a+iC%b#W1HmbAQpD^A;344n3osNX4nP|Cw1yM*=U!V z6!bj6F9Cc)fJLSNa0aDwn8L1~?0$E&tX+Y2cpDuOnNku~84I805OKj3d6iW3u{Oh3 z$J~p7sE}PIvSKE^m1UNYPHvF6cNCar!pN8r7OPL*~5 zV2`QT?E7`zv+a`K)kWdeE}9zu3nGqj^$5r?fXX2WFsxZArmT!TcX>~5&Hi%ek@o<* z41k-e53{okO4pGUysC%KySSjpTQOZXx8O>a37FdTsoMWwvg|USz^T2l6+D65UAx<; zdT%{kx_)J84(2-oAX1$hx|^Y|NzLCOamefI+lF!4g(C$WIag2BJxfd_&f{^%Zj)lx=B zV%-aMJkSwA-K!vFD`Q`^LFq36-&Q+S05&>JUm*@;=DP$w9Nb0v`&j zr*g|GD^ogT0FqsVLS;D5r+(RCm{c8pi1*j4cyJKW_1_?7Lper3R|4UY-=JSOG>aoAE_y1WgoK{{K;;ww0kGXz;wFY1wO@_7_ zj2ZYbYq_IViygVXEHUI?tQGorufb>r`QsZIe;8j<&9(p&)=cg9#lGP_3!{7lJw4nY zf#&Dusf2||5fBil_l0tl=Z78I*nw>Vhb4l2xScs_q!$fr)q+Wq67$1mALLE%(&q4j z%ufI7S#{_LUEn@e`(sw*;9 zM>kr;feJ#Lr)R@JsQrVf1EiDOHga+puoA8|*uE~}=ks_7aog0ZGY#;ty_)IrW#TD5 zL=d^}uzbaDC2=oe5t#Yl9Vqd2M92=-HyV%I{+4Ny{$SpxAL86dXV5TiSI43_UInzK zVZ1_u6Sp*<_jCSZ(@v|g(I8a}rR)v1Zyc%CAeECozVI3?u^2`_JoMRcfr$ zd?VwN=H)%S$k}tXjeD&R^vRHTV+tXQS9HxuJ)r2ALP8SzbtArNTsqB8gozohJO}BC<2J z4#<+e^0^)#SyVw7l>{45S4)w^lUzs(V;Wb~b2@1Quk*6LKzen!E zW6;bQ>-3kCS3s=P=~KCQ{CvP|MPQBRS?9g9C=EV_%o(soz9|=l%#evypNP;10xGT8 z&AK}%c)Kqmg3P$hgUPA=m=DzRf3)!Z5}Cb4VW&1fT$a2Pb@=@GEJq08TP-KzTSXkx zu;sVO%RFsC@?`%3y--OfY$oO1+l$`! z-EacH_)qvai(-B_?WxLdWUhR!r~5r8Uwb}ayu%R(^qJWuoh3|eJbl^Z3em<)AU5c@ zIEn*Jr$$pt&GMmqdMvQIM};-1?a@;Wu4FTOZ#3#AH1jk<2hfJhj$EHFom)2N9~$Qu zD{^rxe{9m0Fu-ZoI#E1&UN-#OZ(MzZ`MvCB^5@5bvG=6bt25)rf_~xDct7DRc+5yF zt=e7maR%dzl3V7BBx8{szedT^v`WUaw;|tAqz0 z>GYk-and(Gu2f?OgDN4n(PDusG|xs_uZb?*$Hjq2YfjRt*-8XVBQU!oR`*^IH@W$Oeyc0Arrli$ z8#^u!Kv!gCL01ByJZ$Qrp>6ANPy#lZ@_~I(U_}0{P4}?pd(vAi=k)BWG*jTw7%wFu zu<#Rh?%B>Kjal#=zTwJV#AUUcB2pM)WF?I$He*!h3JMw`wFb>a8syVY`stEmLa3JI z9c54foUE*zi{H3hOY#@@5hil{8RI^8O)pG*^0AnT6YnE>7j2_c{nk03%N$p}nUO;h zy;+V;LHdZpxi!}f`IMyz`M(sKT3yzP>!YZ#!Pg9;CT8HYlFmp5*TeIzWIcwC0ZBBq z3;uLQPl=ofsGM@KJ`S49{~gi)7y-vU2KxT>cvJoBD)iltw;bj&|8;xZLlAe^i03u7 zLPKP+LF{y!gCc$$j7g@d#>v2;SD#sQWa}q;L z8VT-`f@MtX{H1GARG%7R3h@i+ZgH(KCQA51cK+alor4O+v=n2 z8N&s+aCqC^*cVLpa?4hOVR8>&#niU=ANtk@PmId_LIHJ_IxNp!?X?bHtQuj`RMf>( z3`!Q5-{f*))Pm89QU420&D4~mUQq@_0vHLqBk{NxmiI3U*GsxSONa!+h8m7r?toR;<)&|y@uw&A&HF~;Kk)YJ9RtR{*x^=CQQyl$`wI@E znwto}WHqM;8Arp_^5u&lWPCsx|zi6^5tp&kEcjv-X;6iSQ(?4S`L(nfM|^%6vFt`pHuixEg|81 zfVT7z`Mt?6PI=7Mjt2Bg#8x-fFw%&gwmQm5RdEcT5+;$4Ng?Y)xXr=xj`64qe zs-jGj#~Jr;{`XuMogO0r2S|}7Q^*N9lu5UwHH_`1Ihxz{&GN^OM4prdxf!VTrqq*b zH57|S4o6R0Og22!$d&)ixO2Q?M%)D0!ytzyDIrdcC7$!L38GlwmMcI}jH`wwD1+10 z!N?ny4)|5rU;x2W;N{ea>~_NN9+6G@_Zt>LL2PB)@ql`r>8p?j(}_t$Py;&~9~}rD zJ6%$=%d3j1>SWg^esOTOD+Q)saYN^tY!XykF;Uu(J&wzoGM)~fMElPwACY}Knmcm) z2ImGnoFOjqsJQsm1_LN#;0~*iiO+QWA1_;qY%red45}l=26V~C*911yHNwIx>Kn6XDkb12)D6 z=)H#nfE8_r;<49Gy3|+&gXJz9?~pu`pn=@~N=xGek6QjOIn4wYi^h_J)#C3M>+j7T zc!%f?v*EzvM~3HfYBrmu(^{0aeqMEFHUin*9`r&PRLbuZThPQ3*ZtBKl2N zhd-n662;w${>_$!YrCjN(P&4&kvnxFtrK_9%?^VaQrq;%vULev<9>8e0M-q- zSN$9YCvztlWxJ^$o0+rH0M;!dXHCwgygKJVW4d?Gm^PT6`N2W;-0n|p~B z7Gw|^I&2g=cOhS1#@LAZtYdkK!taq7K(eb_c4&(hem6n2N`^2}Ye6DCDNXdv^)fXw zpV{ZG!57#F4`asjtQz_(&nFa(qkH6&e!sBGI9r(i(jH{KF?Sz$lW2A<&N<>sRm%>E7 z=kninQ$x8oR&;aVciU3*%U8LI8DFJY>fhs-%^a|9Dioh*+Qtqg3I6Q^abS#0Pz_d4 z)&3WfHaT2J2}al~l#zm+VzacgDXSO^dBY9RK_5L;wwE~pG>(_6cKWNoE#A}eA^d2f zUaycn9_gz+3R{GE%J2I)w;RrH$CM+>R}^Py`ZzPTeSkyZk%65Xxd_>+*)L{a-B!e! z#Jtl&`JNLrPGz+;jTcs0jkQkc={rlQiXjb9KV_`}V^NKVJXi`92@Q$xq;JR3+a^%y znIfkS^X_8!PV4NdyAdhV!kA(+sy25THAzl026fmnk~tj^(j@!AIQ15SIXG3T1-1X} z=UOO^u{BRfnk&V+2*;OZNn2G=n6W-40rY3G4GMpB(KL3MyheMowq|AYwgHnBBkK$RKh5-#4wv2YNZ|2^Dt99^-u&#(4eSjf1q%^m`xAhXA z+eoSbkt3%>MaJugQCkebnu3DqM6>xzkz8i=9F1On5r6LocHWg0a;J8T#<4UwvAl7m zWpy?y<+4ie@@tV%A3wZz{l)67(DBM*^+xWK<`CaV#wDA!Epc;@Z|NcoFd2Hxe zE?H}9ZoF9ibfz%;l$uEnj*fS1$`Q#RG>qHogVA`ZTkV38rL%40zS@Um`ASBcCB)<) z7rv5s5q7&8^Ljm(jo@mZ?PSrq{q$PR3NOTSEJ_I8?aPEbCa3#Ic5FTJ`;M&660G#p6G(b~{)E-adT{O36MMW4C#yC>ryYsvwq~;Zg=h>>O@8U+^lK-l zvw?WuuYdRO2DLUh4(j3foV$vpd#e_Yk8%8n!HBeL>00}o+^|5C$ zR@mOsC|;B*1O(9I=Spe4uu==;o@G1%7+Bq&;9WvbD;R5$VoO8LvgoE}%(Isda)3Eu zDQ2wuC7pY=0ha@)3Q;BQA=mxp=uxQ-d0SCEpy^-(EkPCB*8zIsO|C^m*%IAEcvjv`9Vx+zlTG~U97t$b`#aY_+{QTJW z$7{x*>zxl;H;2qP;PTGrE8+0WrccaQ26pL!;U?!!kTgZ0$)BP?iB}7)p^{xpnp^c# zR_GySRZUqVB4TNI_>fk|HR2x?^24DNBSyM5vd*j-li(&Ff9X^RQcmOr`;E%(aL<-$ zf<|jh#TkY8t)zyJ`e66Q(0N3B_ksu_cai=>yJjzlL#eC^hru&w|AFS~(9e0w%hUiebKE{CVmF$A>0;O7-*A zQ>g!hq~<5zla9lKz+eebQJPvH8?T`_pXTmDZXKlmG*sH0nw^>3bP_T4D#=Q4ij?8P zNdrc95G3K&@h>r%Q499fkM6j8{>|Y1&YPL0thS&2PMk#o4JcXV}NsZgv{(ReoIH`)E0&jFHRn$5Jko!v;dEV0la);Q7HaF>O zWv}D1Y$lmHR@@GbUe&Dw$^)$sv!@EJicm0}6?|7MW^NQ$&i{=~ax*1dNL!XZaN?U^+cGW5D^}SHe6GIim*9vE-SbIfV$GW!?XwHc`yP za&PUKKg4s{^+~SqkF57KfAAi-?CwBEXmzBW(m*Yk_Zo||WQh0iKANt}n;t%*m-|K0 z!$Xs%WBQKell^mGc%9Bf?$gD>!bmr<AW4qApn#EF^>8+pv)KAE0M5QRrT3_o2JKZfgC=%-eLw-##%6Em|Xo+;gq=ZE)MKZ zYw|(_mkk0TM@G6D4~SdT4$uoxRyq9hXO1*9MSIfB+H3p0g*cmfU%u}M-e0pL{=R+q zgIZA3W(jZoV3(6I|JI0HxIZw$E=C<`%Bij}(iIr)*jK1xomxIRzwlm3MgKo$Da|5c z##Nv|uF^8fMb7oq#Ot}zZU4}u8Jo$)9=KRNqlp_4xofLi5xXDJy2M~|V%+?lEto}m z!XZ~za(G!Eb1BpdQ7UC1hgbR)g~;L@A3WB$5&DF+hPa zQx%zFxV5Gg-rN5K?_0jC+h^4XMG6!$-To9q_kdrzb7WO#4od&ffGAY!6jFlESm7vT z%@eGV)AN&y9o#ldr$xJ_UYxl1+Xm+Q%F3jcza2q+f;7;1m#3bSl32PoRu}_x+h-u{ zi7tiLLYQQR5luC{d+f|@~^HC=^#l1If4 zgGq|@;pZ&U$s+)`_|QNY7Pq%4z$-^*m!Y<+rv!_JV_RC171pA8x2uA*1BB&4)+m~6 z^>%JS!$SP`anhz%jUjeJ9Y+aox1MwQt4>#`8If2pAP4&cO%m|C!?Oom5 zG&3UxKN8J=>XJmA^iRK;b9QbKZsRyIbe=^JFVWA=`g>BbN5l~Yw?Af(_B@`o_vl>1 zE^*907N+K2==@7(9si&quF%_ZYnBl`;6CvH0illfC%u!OZBdSHC;d$i;FBzN!W_|Q z>l+ufs`U$Mm1vYQB7JpsK^j`Xe4F6vZv|oV`jcxrM1U{-#_&rN*b<7#F zcNu@YMF1pK+#g$lhVZc%&<;Nvo0 zodogm@R;-j!=#J&ayfOJ4@NFg`tIVqo^sde3J?T{^)C-6?O5i6vAxxX?bA(;ZY)~; zF>e&UhXMlZsJzxb2~!J;Pv?4{Oo|0pr-uwno_I^~dIfoe%R(Wg%*6bHP^v{nuTlxi zt|D;iwEU{=pINQW8E_QgRVV~O^PUbDt4OUTGC#MUc9DW!kD`{&MOlueZUcf`dBuaD z2!#L{=KRu9pHuUY-L0Go^WV3bfIsF?Z}5w>TND{$CU})jio6vZy>~gbaD#VBky~78 z$+FW4^LJ-V?~vH8_-bXmXX=zE7beyU_}>I&<>ivEVp4kFc25Gel&Y?7xe$ov-uj5%^$i}u!8paQmNI8xvmfe0i z;GojXd_z!;aNl*OV9sQZz54$=^HWzQN4brTZ=kKn1_K!6*Hx<|6NzoYr>vqwN=gfU zo&hP=ta#O^UT2;Jov35WE@oxpdG?0{SKp{Qn-WJp1KXZVsKnWSeAgcFE#Gf?4qnAF`2H z`ku6Y#iZqg+Kmvh({Ga+y0J)iBel@6GzN7dr{duu;eZbBOF)OvJKtc#>98sWdBDsA zyav6KW$NbDBmeRkWJ#AP(_B`R9pWTt>De*`iXYz23Xm;$<5z>{Sbs6?{oN!ULbF^q z;EeY4Z2l9>OP=rdLJ#ZZB~^FKhQ-GuVV!Dxj_@l!=Sr*lpySF2^cR61Fa$4I0t7-^dQQY#Wyi27?GeA>dk{KW98ODk8)BRyF9WNDnDV%kG8$)gs--bA%m zaxX{T?{bYj>5sF?$g+Tbpe0R;X+gub!j?e7E|pzsz^nJm(F!j*2vQBam?574xdQAT zTjROdkThX$-lO(&<-0wtu3m5&?zrBETB+Oc+}s+%@YRo}HZlA$s^*aolg`)DE0>Bb z44Yhj5(hzP?y^Sv<8LQYEXxR{2NS}@J`)|Cqa1mxsodTlXFRQ!uNbWPHAltW_{ER+ zo$6yeQ8N@%a9ts$^zp7A0Gu%f#ifzkyPsQ1q}o&Rgb4{tJ$H;fzW%ijwaj)ssB?>{ z>gMLCK$C48_?0;%E_q7bMDPw+0@wnHoayo#d^5!z0DKk;(dR_W$-dts{-dO2UdRf& zIl5M5MKg=*U%^d$QTXmOZaRJDF0?QE1FSzQ6BD#Z%2TO+C-@@zZ zum^BZ`3ZJi8U4_xYeia!M_hRYk~!T;jFy;!N|`I^_W=#aA8CAI8!YMt;Z67KUx#wj=v?puvxiYQ|<P2x~h|JH8}7qn6SmtTkP=VZP|_FIQC=`Lu11i-DrB!zV&tq(>EsGkOq>akUGO~A9o(HS(Hzbf^ zxH80ONjH>;Ck)m&@k~FL=zx!;7A?Vi{^*Pt;P2+R!#{69G&PpOc7GtK(evyRMY!A0 zh^A}q$vNJ=FyjWe0!{dkAW{ z)Y~B(+Dz%;OgjA)^qC$ikOcEL^#q1k3`BvkycJtRcEP4Gd+=gnEj0}py}tlnsEh5t z6r$8d$$2--375O+8CDa%)#JXBY+^}7Z$OBMeE*3SQ(t&D* zR;y(T!i5Xq6YC*MMg6?jOH*~Cr1(tQNmHx2_9x!=$CRFZ z-W30GSt^t0N8$%+!XMMGa-dpqFJbAnbP@GI@nK2HNbi}^azkP}WMylNwLO)b0Wjme zNL7CWA&ObGnYS~C39mD!=`b7{)g$K(dXv1G5wkWGv&&5L%xLnvbDB=N6%LHstOu#p z_htyU8soDA6Uim`S{kiku}{iMEEY2g8=Ae{_62Gw2&9*n+#oRIVEetesNzWx_85eL zzkk|7RU4c^q0i$Ffg4KNP5S#cqE4Uuh%`@oyNap_b1(k@q0&YuCeCe2k~O=0w~Jha zy{yst--sh_mv%f+@0(_3-bfW?dIZR|M$MmV{iS*2I&LAXa6F5$V@*<&oRmMbodH-c zu*1!1d&%Wm$HRHVzW@sVHY-T=fpZ(tXJ8SyTmC7oeGD7HN zkn$_y$ZBFYIDE)f*P?CtcANU^@%7ItGL75&P3=|e`bp>?>!n|eZWlN!EO#AntF3VQ zoQDlB@{ckLCwob|323HnMn$|{-mc-{mK7F-eby;5dT2cSw0G~PwgFe)pz*7&L}io} zE4Rpne}295^!}s`dup6X%^I|{tj}Vn!Xi6i+ZYC6Z3w|u!)rTh7cytE;mo)=r@*wLXdEg ztJk^8#b#6BTi;3?N7K-QtP$Y6iZ6t=^%`p7%fbT%Pk@9k%Xges0VI`V*J| zKHW@&X7oWB-RyI@ulvT|1Ih$kTxK<0cC3=(5781M6@Mk_R(#%KdEjz>59E5Sc4Vme3Tg0U3%7qr9r$ouI{X_hwSe(R<4hd{ zrZ&j}QVq7L2SepXtxo7mdTR{@Q_GUoJ6~BOzl1?*YC@mDP`JO!%!{ zPp97(HEr>!Z;cX0ZAU6CpSdF!`Q}&t*wFpP>k;lZ>wubuh9<$dus&kB5T$|VNh1HQ zxXqGer073`#1%dIrR*@z+p}66B&J^O*`~iuPi+l__B(R!25tWP**w=2Hla6d?|noS zz3o_7KOW_IgFI;S-p@F~g^G|=PscfDhw}aszN*^+!=WOrgg!9RirW{SwHGIvJ}Xzk z0^4o_=KAcx->nt?)P%oO7mU)HYzwv(?ljb&BR{@Be`5*Rwv5_GcIkg6I*0FQ$l0<9 zs+Eu-2_3FBLQ3TWFB&sw(O}c3*Z@5yW3ALhaW4>b7){^rTg-1^+SN$tj>olPOyNzx ziM(T726a_y1^PS_fx7q1cc+QM9$VX~`5Z48Ik-K*L+V}Z45}t79QnUzgeXkv2FXvd z8#78U;zqsz!(o=e<301q)|d1{O`bZviYllh5b?$bw*AySd=0=Ili=RL1wi14 zv};POai#x|^!zr8MCV4xv@BAZM05tVO2!*aGJw#_;p&R{ZoyaY*t86<{pHgb?G283 zu9v~xfBqR$Frd>P%~u@Y5hq_x8||-sCOIIZ7>rkCh?Fv-)tZ+)i0O^fc{Q7q`A9$3}l^n?0Qk z7&_or@Zy=-_nkN!IVdx4>4tz?v9WjcT0~FAX5pxE0H?E$jMl4 zU7z@KfzVcPwHRBTYLnQKh|*69I8BBKcq=fSqqg$F9I)1WpbHLvy_S{FuLz-Dnmp3+ zJ}8DOKeB)t(WWx%{iup5FIw59y;&8q@E#^@*S?sZQrq}Afem&Imy%pHo)G69>aak7 zbL3VHA_i%`n-wt;9bHX4+N4iVfZ<)2Qshiytqv@4@}+t(zo}}TEKCt1rvePZ&|CTr zd5-)+6wtTwt4#lkuv0#>aiEgNCs5DiFt?CDfbV-yt#$bIPyBYj@T^+7;}9OlZWP$@ z>5+D;Oq%rvIxL__Mh%e{xJ*%&y@-CB2f~YXGL=LtIcD8{>xlFOas;vbmr12m(ct|l z^+!4iDcxHK$}Qz%3TBOVtSM>CEnw-$b4Q@{uFoOI)uziMg$Sy=&c0IWcb zwQ*k>++&@NQBQuk6vv)X0#@d}Y#WI!+gl>x*Pvkg}8z#Vi!C}-5 z5xW2Li|P4u`9C#G-_u(Rm7jl%9#~o(NcgOvh*|ijKJXVAnONx##hIK|-?rU>0zTToc(EIqwNN=Bt73*aUJnGR-8rTzqRJrqJ(ZE##9gZjmq7FK*f$wgeoT zPir<=v(nfq89zSX)d*r~GmH>@+#jDko{OXWOWAyVml>a({FG1TJ%n|PE9LWxV5F3f zwPE92c&bdFrRtgQ%?~g>QJ!yo2fQJ^tK$#%xA?+z@~@$zW}oNUkmKHp=I`A@v2$WH z@HLU3tM#li)-Y=x?QKCpS>}gWeeCxXyeBB3N&d~LzSJrOEnLmKjx-G#J<(5OoYNO7 zmAAC&PTyupyOpyAdZ2YZhgjKCj%`bTmLg$hb90jlFoIBiEqDoaVNhTX=F8$sygcs| zjcZONk(DzCH4-7Z!!Z?AWmt8*qrHW+iEnsIS#coy*@3L!NpXdxYw%IxrH9`{h9<~J z69-XpnW02RMxOlnrGfzQ5qSp7QtbXJF+EyriJYnXNJmPof!v?GA4wL#Oz4f(P+* zM|K>tlf(0aubGct_+ctJ%xMN`>fx=$0veaPf4)kQxQ{h|G*z+ngCB8c3sX5kiVZoA zBZ!OP_r@T4a4?pAV*^z&mlt(n`?0nl( zcVwK-_lk?`n!CF6Y6=Yoxx`aEQ`*7fA4Ho%v`?qd zfVm|#U8W2M5X7i!P@D6@a%Ec^X*x+4Jgj3<$_m`$S=-Fu+YgefcpR!EY#r8L6Ir4W zmDUs*)JE#96WP$5(Kx$2{QAyHQY?NYI94X}EqL6w%nTj~OV;{e$@|#`rtsbGGdo*q?H~kizJZ!?pmoSmaYPr2z-L4t9%FWXjc|tGR zD5gNc-o*%u4veG!luwb_$~O3Mn;vI#zxa~!8$UC*I~0NZt^NxrlFYu2Z4v}7OodX~ zs(K=A(NIan{2PV|`pZ;Wm-Lz6mLqr^oPED9HwWmA@;RivrmWe1P0%-?+Y3B0y!6gg z)mM)hY1M;TlIqyo>ekuqD^E!s>QIaUI5E{xJ@8GKg(t4V+1}!xNj%oWdX_%}_f`S+ z6|Arbc*l=Dg(iabf9^CNNkl#{B;^w-M7c4mk9#2p)#q^3l`IE0kt}oCc0s1%nTGA0 z+pp_ac@}=--L}*a0(X`H@0IqjffQ*M>lsx4>ls6WmHpsHpMVvtdp3cFeF8N-0a3wc zMA~mw^s2oUdp1lJ_|a0w*nT9`j^#ApiCiRqu7OZLk~v)qpU$H8K{WAH-mA%xROzLb zcZ=IS?RLJp=1CiJvX)TtJ6q*mJ`_v+SUOzu$RF@eYO>YnPH`n zvW*@v$mOUNZ{2x~w{he($|knh=b%j2|NRo$p5AYdm3>(%+azB8!rYcm=iRzx@I}Pk zG~HIU!J!r5gl5!zsGB zm$Ubv9-O@{6wrm#1w@!x9U|iy)VG)lntI1n?fDV5Zn~lJr=%vAc<3LN=_a*n;Bkp$ zPK7q=3~(K$9O*?y9zPe4wG(dVVGb6h`a%~M55FQgEUS<$obR9rPo40Ifc3-WadIZJ zi<#i6)!&^A&jkk~1ekp$Xk_cVj9Do#ZHr}k_pGH$MP6V1DYPm#!U~~yEmq;EJ8HqO zZ#X3}V-V*kPYK)j?YL@Sk%oKlgEDpP@-q^HghAQB_xWah0^Vkb0BfS^28G-ddkvdQ zH53`;d)D9l>^5iw=*c5PIHSscD|g&zcdW?L*6QU;ELHFzZ)e_`S~lfDCW(uY1OD30 zZ}jcr2Uepyp>Z5#Il?SN#!-P}6+!Gjj}z|tcL>H0DEEdOv6*}kc(GX9up@ioo(|g! zWCkdbf4&Ym6e%SY-5E{8(0%<6D!~@PdijwSlJ0!R%~VA(vOi6k8lQEP3%PzPV^UznTdn;G34$gDRz@Ky#ofM%aaK2jeaGGWKfL zxu z{*dOpaZKFLyCC?8-WSGt_OSi6bZ%r_M7%{eNOG8AZts9z5a3kgj}rmYPHff@c0YO* zYWbYA1HBxrp=jBMS)tJ3zn*`YW0_SA7B0v#I=-hl4HGQgQkdoez@XsHo_v?B-RMlp zkR?jJchMs!0v%(;?~k0_Is!QgWXkN)CMp*J zR&|KopctL!P?)(z=w4rol7Mn`{0oh5m=9 z_077*%-agxpyWL?<6=f$(ZJtrDPI|78NI;+ka+*quDr4iIpF^(+rX=i=EuxC%kzQh z;`BUIp*v|kA+K>Eqr;}gcKb_dV0PQj81PY3m+_yi%e2iD(L>ONwc_*l6Rx806mzkq z3YVHue?;RB$iyXg142GA7nQNa;8ox~|0xhEtJC4mb1>(oZKT?ONLqO&M(-1ZEu%t- z$tvZYQBN4EZ2lstJ%G277Zzh40K8CP*b!;^eb8m4x_<_*bc!TrlU7Wuz8}{OlREz` zh~w2V(mqhnxJp#9e9%b(*T-%1#5fSbS?F9TzG)?PZx08*Nv`JO4}VZd7So(s@D=WV z{78Q?e9u_0`5AAC2Z>yl3=6k#vxv*TOs%ZA6hhuqL*LHr=m_{nh&K^F4!sBQA{D9b=3yU%u~>pR4?J7G~L z6KSb6*1gZ8clgDpE{4^zGQ(wA071{$WRgt;QuTNg_QQGL(SBl?y#ZI^{sCOp_1r$& z5Sv)QZ6P`M-iZboZJOn)ec84IruZLCK45)3bXmtac{!JN?Of-D`H(?Z7$NzQZa^AU$ z=j}6&3AXf{+@8!^pkqmT^bQFh zLQyUn0-B1LK!ksXEKM2*M^zMJ2}cP@`urklw!ppll;hiUD(UlG>WfbOdDn>DoNjZ$ z)HSn_;k3mC6z-hs+6qdE-MOOBqr65T6%}t4iDQYvfwhf2X#Z4>j2RJZkxd`y#Ro+v-lpO#BDDvLP`DaG-LM6f()oeq|-9hU} z#iK)I-$|gP&mzOvulN4;mkY-Yu`0snB{3XbCZL}nqNsXrq2atGB%40#+_g2@4y@5F ze4Nt;`@8+by4BD?lT!MUB4)743xn1xEiq<<*FH%x(#u^;OXl4i-fyC-y1*ze_wenS za1w}`)7ecsfU^St6G*x$@wAKVc8eeSy`YyL30>QmJ6N{;c3Yew!H8wNq4H`y)cO5K zpN>FR7JwN&UW z^L1+m=}!d#!yv6LKc00D;NdlW8sLGAFy?zL!#YlT;a$jBmo^k$d*24@j3iQh@&nL6 zC5Zv;5H1_c5lPCpCs<(!7Z(>b3x^Su%DNvHv>3-0KQP+D{P)@3aO;W+>&v^fIFUZl zxI1o|U~PM$^aB`v^Iv?B=|2b0DADSu&8B&Un7emb+ilXkZC@$>h_lcjZK{}B0(=P~!*Ru|yX{9pMUp@)e4<@wG&u)2GeLo$l6T0%N z(lkmxiJ4S0?2ndpMV^I$v5vhgJ-z$*T81VeYL#jLGBI#+!uzChUu0aQ{kr1d;cqNgYv{6C*Y0iP}# z`p(MloLw#-R0$wCEJ7QuU^E>oapv&6FpKu|#(?ct$Eu0w0t0=gww-c(ZU0uv%%w~? zNU&b8;?qRZLU`h!?yQ~tH|mCV|;-FVm^5_a2nmb!DP zQW{Y|YV~gjyj;x$=`551{5h&_7iBme-o&QKpWVQqqJJv<^ffqhqqGqTwRrGkkn2g` zm$a%@Qy*X>VkbhRw$5&Udp4^PXAICY?qG#Yx#|i*o4GZEKMrocrtTO-+F@d)dm_P@<=np$FrM*xzq2cEruAj5! z)f>Jn$*DDb?exo5H(&+;p<# z53SPDaAHKp&-{g~_;nApVuSL|)7JnPl`va$DjIorD^iHaNjE|ozcT}S=atFu49oN9 zH8wNs?PuRuNcbG6VC1oPNA6u;xyOZqx1jgrSHl!u0zrtEh|}@`kY_%T+xKoe?|BHz z*};TP;cIRbalSDAiA`(_OvwrAw`0@3dbnRF*D9hi2AM)jmkyh<$G7O3lMS*{9kBet zZoXVi{X=dNNENYCc9N(gD@WXZsZRL<G4O%n)~uQE0|m%d*SR-A6*2WT%hu5t1hA6wFiIenY?a33z5Z3z~LWbX7T)X?#=< z5M*ybnA4fNy2tjbz7-kFh-J><9^#j+oi+wOXnL_8**y3gorT2HIV?qT4$OW3FCx?m zox1oj;o%c<(hPy1U;hK5KLp-zW^!`K0Q~WxxVX4`hBA(k7h%*vS|BLt&-0$-rE1CH zck~&8RshGr*CBuJgGOBxz^MrM4-ShgT> z6cJmb*BH>R2>}alz!u{_xmFW5e*p==@XGox)GPo88xSVwdSpm!e}I|n3^mDwtL$WL z87lM-LAqO`v&rummeXkD~n=tlVqfZ z&MtbCEM|uj{&(iLf*jKZ?bDs)xQxyxN=n9iMm^k_y1|1+AX}fY{EDn$m`}yt7Y}41 zvFVyC7rL-iY(3%eZOq;7h3F12rcBxpc^zD8Ory*Vsq|h_{0QDR`sZ0#GTt z`STjQR@K#wgk|zm-r4ui#t8+1yz1TGrmlX#3Qe+F6#qG_>G|K%3sez;#;MeocrhvI z1+d^fr{@we=*{OIS_dfUyZ7*l&AnOT8rgg~vv-IfM?vPe$an=mn8=AjfFH9N>H6e7 zY>&%Wr6URXKltc@!vgIZBRJ(OzQF$}QsaHUi~*^cvxU(!7}d=IGK6TuhqKh?i|Kc# z;J+9=HqDA9+0U)g`2`$r5RaA}UOn%u5CiB-6kE!WMkC%dDiDKo^8E?X1e9Y ziD(e?$p~9qSN*oMk1)_>#&x|48bL1mzQX{Pt`$E*v+W!guwblv{2g8wz2A~qHn^$e z!@+mxPygluuBd!Wl899w)^+kz~m$2u(STm~Rbr+8#ESi*mi1tpC7GCdTm2lZ+yTw+&2tPBl6q zS^bg)j@!|RcYb)dMYI5CPj3cMTU4n}VI-;oV{>w)5l7pl)X99gKT#D`?igjaV?c3F z1HxX7%jp~87I6AO=uQ5PO>@!b;XCeN!{l0`i8Mq`GHDnV*}eGr?`>V_e06nYM7;!7 zA}((!v|L~Y+Ry`j{iJnr*K)93U!*ecFPMsJI-V@?9TJs@B%aDU!=EK3F!}StR=(tTeh{nh$N8ujJJO z;b!?Vve4*8&i>;v)VJ*Yc-PYGhTXBAI$*RTB|0(1<2t$0D}-_pKn(vqF0a z*zvx?)5pmS4^Kb`ad8<=RI9Vv?FzCBS%Bkl^e+v@H&)n&`RFG2xTRIX6Ga&Ihz zxU{OOY+C5Nq-ay_-=8^wG=DsrG&*rbQ3Ce;l0ngq{$Gn@E*! zgtN@_V-bTY8Ndt;)=&bTLL&~YDl6>ZS&em09K5}k)#(2VRX}Ab)C8E{oe z>xkTi^?w!kx`8Ae90Uld$)3o<6#gnU2IIc2Ina5Lpc>;d)Vj9z@j3YXgm6OW|7?yn&trUJ76zWSY`f`dpQ>PG=9(4WdkZ(HL-und^8?$@!% zPTnyd0*ZiE*U##imU6LWA1xHYhpwV`ss4SH^Nn^<)Doee09N=Z zG4VT5MWhFactnB1>>iWa)%SoWeP}<3%IM+ldS||Y1=Nj)B_!b8-L5<;j~cl${lB0W zvv&`Yu3T~+7Y|KsfnLUqZ_dB{5;YXU|FI+}*dmtsF|i3}P!t^Xd( z?M#1u*XIb3=fs5CpS>ycca63^1%Ma_$SFSa2S6R4L;g@Ynk2C6?)Qt?4)0gXez$f$ zKwYnSw>T3Xc4goDiUiX*V9gK?qr=*|5&p)-^muRUg=$Gh{{dMo_1voj9pC`p!p>vM1=i?5-W zX}or1y!MOXpb7#7#-e3q#Y{#<2ERR;#gBj7^(e9os^@KIYv7(>Q})HYT2AX$wQ-)- zu`mWIl(S#V(E)gfj;EDbzuB)I1c(%_@ZlV(qN-{D{Y85KYN}T z!f>=Nk51OU!b6O~&;(IkLjjaj@J$?&|7#N>Ogy(9qyagi`7{$=|DRMo||a6vZaL-tjK@6R;H|_I$!b zn*j0b)kh1siDL^(kSVm1#6g6?`!p_dG-OONI!|RV^g~Zr0=j3w*Kj^7Al({G4{mQ4 zf=QBs3x9>R?0B#}&3Q2kR7ZnLa{b62Z@V7JVVjGDeJb}DsPvq8btH^`MBA7V_sMbb z)XW_ZgLP*-5xs)Dxje@1evF=*o5Q`;P(LJXdcP72ObIP8it5FRJ)n0Z7~tok@8=!h zu4h|aSwQ;>t${+S#Y@m&O2FZMq^HfAQtIFNaAN~2?cwvgKm;e-e4HcIwLcEDot z#^)#OGSPFAqPaxb0Pi5%exmg0}nKj~mCh+M5A z_?!(h^6gjF!4K-Q6N3%tcraW0k+ksbttS+yud3vVKmuSIuv1f09^jph=igtI+@0Hj zLZUG2X9MP``b2zN7hb0@nm26!D+JAIgY2_$68wne53*ZxZSK`IAROw>ovP46hkR&S z_EMPb^6#QTvA{#=D@1*b^8u*+6zRbSS{^TVz(dwH;zU6fMmPr;qWfxxWzTI?(feJM z5a2q(XMU}bBE9BE1?oIcVmnTH(Sw%kiNPQd4&v@jCuS7(6{$UZ|wq?L}wVNlLW zBO2cZ>P#ZHjqg|3G00xZUj2UI&kU1gWy|3t0{soOFd-*1xMzZHiVgzVy=+a3G+?+S zfZo-s4~vU>V4@6U7sWK@n;i>ag+1toKBplkOYSSEVDJfnIu=8g_fbn=H&t@33Jy?u z%N6ncpjse}`Uo_{#4 zy$U9cYYZSoFMu4(quGL5K*v~IN(z(;ls)>W1=R&0Q48n(WCB)3@i~M5@%7cV=p(b9 zV?Uv|vU2Q?4sUmu*NGtgByH$-UBqG1hmr@z2=+4vK(vVtECTKW00f~~spaF0C=WWE zkOcprqBCv~?5dt!_vz??^>y5NtK59ER}lh;J5j-=zyocC^e{8%7(BhUTarrz%C4A! z%rH94gABxwgK{!`k%ueO;oKQeM1}PFWc(ADK3|~hO91m3u*m`>g31S4J!1?Sxh3%r`1Z#r5rI z#q|~C<@4WP6C`5>Q9a9@LJJfpq8b!KexAzTA^OfdWrG>c?`*a?lyS7x+{oUa$_Y2g zZEDNjYPV0Ok--lGj=uK`v-%)B;4mdZ5d#B9=ogSQ1Oi!S#|DK17m$BLq5{rByVyZA zz*(o)=mEf42u>F$_UZO7uR-|0X@2bg|K|TM1`M;hEkKtDC$!3bStKDL0k+{}>dg;K z2aQ-94Y`2Jv-?{_=={Nu?rRhn!Tx*$E(!+D&?U#yM12+ZzFc84xR$L?h7w|fRFssJ zk*Q8m)-SwjT1kP4#mB=&fA6pY+dgunGXkX`d(KbqU2r_j`M~>6BJCSPQT9)(1H<_L z)#@Po@CwgVhYxk%3xiJ=_xuzk7!F#SwRLzFba8LOi2@1-K#l-wU$Z$pZ);uMKV2&qVJygT=tISXoFkxp(g{w5mEO9fbPk zPJG;^2yrBX#{aC~@;x-EIfJM1@U$YI+F%pJ&}vzd!I52)7IUy)7XX95zXt&~n{H9< zIkeRQ*O9=0RehSA8C<6CXI)7R<_P#d?+b>95#+)OoC2|qal&*zLQLKRc977qPj1pA z3}rO&eB;NWQ7 zt+Skh0yO8*%=MmguUdC``)=L77w{ByiL?Ydtblpt|!|-ziXr+z!om`K;-#GHb!O( z5gvAm+z=2>@4oLv=d1GzjIa{~5nLh*;FRjFMc7o~h;+?3qioh&Pf~E67B$rYt&=1- zkigKehz!rS$LJXtK1fQUu{LjmeNOx79H+^Jy$JpmDSkX!Y8xxnV3SYhd2w;UGt>MQ zY?`Z6YF2M3Nts7@hXhLq>G{q)WHW6gY<8e$1h)d#t^X&lY*JH(l9V zTG<|9+#8)!Qi54tUOr}RHj)uetnYyY7dpdU0)oZ@ltlnCZf*L$IEf3*mvTq2`DAy)LoaDubL_|bj+RW8HH_!Iv(bm>J zE)u;1PMy{l4Ce#ars?eV(q^Zod?T|6+7%%Q#HTzcDL;X=2vXA5#{tdM zTE2>YBlvA#U|^fOD9eix{RQb)*S#rI(?x0$L2NY zM@0orNJt1h3rkeX)Da@DqT*4@A&anfJ1L+VWv@fE1IUyg2A_7g0)W!C%!I@^Lb zSg1iv=0>ro|MHB#Uj<(-2`-1By5~l7Vd}rGDYrJ$ncsJFb);PR#v=A1=gK&Yo^8Vy z{kVCrqU$?bd)Tyr{~Lqr0gc>jTvX)k?QJnQ%k z;MM2)Mq%ig+uD{CG7GiNZz=K$;u)``fPVLGj0UrY(s>+^_Y!xLCU}6(lMEyq_jRwL z1qUvSAlLUk;KnB5pgG*jlZp~=uv`3PHk`J-C33y~YJaJXY^^6srPciNXS`N@`vpqy zK+ue{oByrW`VnncS+?C5o>6?)96n z_e`>~vPv2nq0P+#>9J--+PrE(F*B2s}W2UutvuECMLB4mMLApghP<^NbiLOGs!(I+&_h_W_15cwQ2 zKgKi2RI69TKnP={E#Q-CMA7DOFojY9cWbyu3`UOam86Qx_h)bRMjUF^+mIx&=p+Ra z;(Z<%=g0hX?{2|5J%Y;-HgF0{1ln;i~8X$a;MjMHLB3}DipfI4t|%t9+uo5(qDrR*@VWtV|?1_N;rsupQ>WE5PV z!a~T8e&(u=HxHN;E02`j?Pk=?IYZ5eGuIih6}BTSHEqog_V+`4FX1S8UHOi-cyt z_z8t7*X_N@l-JjQU2F=&3JGC3+GlXJ1v(D%D+k~87zgyvovU8=^7*Np!OTK$tN-(O zDOz;CT%^p|GD;8(?VKLv!BfHNgF#tvHi|W|7-z7>`OuF^wIN6Xkqv4lGEW?h(+}K7 zq*j+#qi!o#TM@T^{B8J&Bkj+27vS@hvA=^lt*0+I>n+VsCq}59xZccS`}?CD+OP$L z(VLe&a39ONI{iwXTEP{Q>5x{dG^JVTVCDQp_{P~xDe914n!yQ&gPfyX7hFvaM6xi5 z%_GL~$o)GC3oh^JMBCfLBkDj?Hqn;?=t2*|ui)ihx+o(>-_?U?p}@W5q8R*s^(R~J zz;XaqsZJrl%sFUN*e%|>t|vPR3CVl3y@{1hTL+`CCUVF(mP`tXtbF$_dNVYW8YVCgQMK3e>Fo;u+&M z6mU#(F!dy-YwA>DBDv4E8(QtoFW^fmngIa-omERaTv+Y5Ies%b#sFoyy3Tm7VWVnP zjvNoro9524P>qW!;yj>7qp8C~lt8=>_0rG~@;j2Dh%l3+Oyzm-adEi&%fY%mU5`EzoE(na4)`8s&F&jF=9V zYu${#)MonUKbx_xdL&`fY%f%Qlf@`pn=7;YSO^X6M+xdfLbu1Db>s3QfVc;b8d7LGk)GVXZy( z`ZoLgi5b2%Bekyr&%Qzu+=Ni1ldvlEqu}qxH+6tCq8HiM{A!xjBP%v+JQ|5gYd{qgy9P{yG9PLKoX*Af169Dk zzfuLBYNUmN44Xb{H@CRQSl>ueb^=FE&rZ{ zw0zg*8#s#GHzdIahD#-;29vx_r;aPQ_pLMOGpK?CRtj?-8K_a$Qv;MUc_|4UM0>P# zKHI$L9T&!6km=u|bj5mOgiLy^t5e@3d}2L&oiwwSaD%c-sDa(~@~SfrR--|a%{Fn` zKM1=CrPBY9@r`8`_}1EOGZ(sa&@RBV2A`%NCF5YC{O%y`$QL9D=kC#?Yd)~piWsv9 zlm<{$MFnW@8w)JUJqkmjyDbXMA9UQQ!f5?jlPtEKW%iF@YM2e+CbfEiA<2WxwKw{T zoIh-^eI6}}p?((_mSr8;^2ufXJsDwMu3En%8aUi|*$BBTNZh$IHfLpeGSQNtOoYhx zL>%H7`hRQXtB&^Q8rgE+cblRxU}STsUW%FfwmBK@JLUXfdKryBoMqZ8YAotdjkfqU05 zd~idxYW`zyE&nXWF$9OF_%*jqVwoxxzTj*Z^O%+4QGoPIuK`aZgzyPDx<3S`2NcU} z%n0iH{As|AbhW(XcR+!h(n<_moAB!X^)Hw3)9a5ds*&F$V8r$yHeK8SfE;S2^ z$%`vK;@pj-qDbfTC5L99WjL7Kxwb4JMRQq+_Clq+>!#l3Mgrcz@(a+;TiYYs@u3GK zv7b%+_S#G9EW=V0q+Zu(X__tI`R<}mgm9Axt{y+>os*qL%C9*{z>KQi=@jPxg3?~<)OH=>U^FR_1KzpB5 zUi{eI{e}2OhNoL6dr<|h`7UvBG2`5w7!g=doaJ8CK>SQ>??{^}W0>X@q}sH~2tHqj znRP_aG;*v3A*>=9Rw+VW^s+GMctF4g&H`z>CdhPOebzSuN%PB@P#i63@#dILGIp~V zaiWoir}EpY5q{EF3I4#Ok^3l&FdQ97t2emS58KJ&oCFL{V8WLr~C5Rk8=!SGJj{8%6!`*JJPadNnB! zQ`H))6qwD)u9;eqIXoPSwO2F)ka<$@fEFgHBf6H~& zW&e%bcx`OCH7Tti1f4Q6Xn((T&f9?0IFdcQzSePs==dk%*}nhU3-9LJ5PCuj&LP6L z$h7wp2GfVG{}55#=wtsuZ%*o50ps)N>eMoTN#?;Xrt_{-&9Rq@>^hOZrbj=HPw%}+ zk*=Uw@?MKv2Th34R!yGf(tTk(^UU)-M@8Y}KPK}h8@;8eGCb?@2f9>(L6B@0sih+46TAYHKwA`9~xn?~uUT(q~g84NkKcI1c%=)zuMph2r)mYUqa_0clLcw0tTD8k2fin4hkyYC`b_RPxDh#ohjLpHdLxD|-Z? zq50lQVezl;YxE~DSZFsX^K%x}tCcBHfp17<-zg{$HK(R38zn6$)16%O2eP1Q&zoct zo_V?p;kKRybkarhi}J2BUkthl;R;!U&x$TH#PSmdZk_$B_)Bpltde^;Jf<(fi&oHIK^^5@VWVZLQwgi0Jw_!Hznh|8)0Ki zh!Kix+kt9<>_2&QlV;)P3aIs3Ura>prPh_;4vKC z>7gL=HhZ6V;0zuh0n*n9%@#KnMn*;@b@gxIuju|YblkIeAr8yEe7(H|=jP}0C^3RN z<(cDAuL|V@_x#+QKt=CXBQv#s(V7zumau*7|0BbvZV)r4V?Wt;Uv=ZPZ%~gN!ZAg1-tKCPCBanJ=Y6Hc1d% z^pU(_(T!|G7@=FH(||*fXz&w@h#7Wwea6|Uj8AJ{K;d!qh1_H1!>~2h-Gc>H;k?q^ z#_t>r^)COt^55kKyGO0BR=YyuMJf~9REES#s`#h|)3d(jqG4N2r&a_IZeKT?v7j_K zqr^2)zW@bvRf$Tl(xV3!=^>S+Qc@l_FAPkV*k*I;NGH^s)<1*5WBl)obv;%?t~Pl) z!oRaNKVxgZ0`u4{gw=A|0qxzq=1+3%QTTvgJYZAt8C@6|A&bAAL;1n_%qIo}%Sn{UI9uwbw6&{GE z%kaPenJ>KL-%3e2nDANpDiT;sH2?CmIzJCc-sN97U9Mub$kl!gT(y#ckuhj`FX~p} z63p?2W@09c`p7=q&xYofP{Y%vHn5gC2U^=FEy%5oX3`v3J{S@t273^G&TW2+iE1?l z8VA)$4ap!xRQCN)dP%(f)RavIuUl}DCfShxJ`h~r0=VkZ{L4+oTFzWwZ31zHM$^Zk z##Z(%%~!L8C@|K?Yq-C|@ydtuJvt8Dg#Cdb^}@0JWbHj7cdgVF#I-r@XxPm@3l(1?=ux37wBhT&)D-{&L!o?R_Lv<- z+N~Ah$L@^n%2=qr^M1`3XMVf;o-^)6nCdW&h(y~?h^~DlK+sa=(?Fc{j5e*xpyeqyIGhSIeE^1y`?5LGbwQ6|cZ1sK?_ssIGsL%Nwo>kWUMYC5Z5T1&DFxN~)9nk6 zVcQ{QxVySl3&PqLkYH4PEs;Qr4bno5do`i`H6>Mek6@{!r183)(0S7$CStE-Nci-D z=$u>-z5T2xcWdUoOlS7e?aC9FzC8>ns^vN)b+=@=(e)Q@zpQNd%wefK4lIsTm^KGL zn`R8OUO>yVd8Y=e(a>_Yo51YNmFj-8%81J294~7`ZP4cpLA6Unpwv-;AV%C>c{@4h)7gcpoIa8A&Z1H^U@oMTw4)pD$dr=dcwq$n#eS z|D<9C`g!wW)Suw^&Q+{8=c@98KI&1^F6LEP$gUfJ@K^p3LIa@l?U4Fj(CB6v`Pjxf z=htE$0V2yud^;=ggR=BE(dC6mUrzJY?Rs0Nc>JH)c7QKPXYbX-S%Cy~$PZ%?C2}eh zNMaGZTPAGcsfy#%LBj!WJxblHGCy-}i4PW~8vjS@cAmaqaI!N971GML9z+Bcz+~1g zvg5;S0(D?K=4w2&jb2X}IDBz(a>o5^ct%g}DQ(_dysVm2w>YuPi>udI+diL^W6+r- z%;2u@P;H#8>AP%~R_Ad1C;e_+Ud3{(_^olJ$dUvb&rgoOTmmXy+4=qo<`~ES0bb#?@aX15b%q4lcqqTBfM&~fm0vx7R?_Du$pxM{@3u|pp1=SfiiO}$$ItSd=1rN=V-FD!6P+Q@oNmc1 zL5o>QyyB)6HM*m>(#!SoOcA)?)F@ z?X5Sb_79bSRvNT&jQ1+aeF?v?*2w4Fd(F3WBgJ|39qOU3d|3H2fsi&gqZ9kba6y_v zm30!mTGbYbaNFQ#0Q_?W>ncb}(x-CCoW(UF-gaG%qy#$1$(o z9Wi$&ml*HZ!cc={IRj(33hgtyeFMnqL1-a!(x+yE?Z zYkR_CrXwh8V z=Jx$!V2( zH9vZcSSyK@*?)TL0X))irYJY>$efnso=}zrEY~F_&JXsJ3CyCpzMq*BsWlDn#^Obm zTv|i=u@g>>e&8d~!J(0#Y9W_E86*&cLaC$gpV7ddQ^HfP%B`V!FVuDe+^TvRjE_IZ?9!#6#J zo(C|EH(pH?PpNjITL;!*1yGnm`(H~jns4-q`tq~;RaEtM?|#Pd@qVXtX6+0wCwMtn zZckA26RYV!Zv7?joxv(B5)%&K9IIBnX%=uKfbzucDKvpQCc$5yUO6$v~qIou)Xp4 zO8=uxh-2V#Ohl8jl9GD#$o=hDl{Il%wx2)+ngZ~5k!gdN-<`pZWjRQ<#Csb1+A_8R z&yrX_0A%o-PV;jXf1oCrHpOTJ#Z+(W=}tqi7yp6?N@$KhdMGt->1C3%GH$&N)qhPw zhZwm>C)$iaZOK^w@Kg{Hh*e{e!0%6O2J+@reb1+Cu3C+EA?3VI$=7%N48ay&}@?y6o#sDYc@2|UYLV~LE-Zf1?UE%GTZ8=iTTy5nI^f`Z=0ff?e;;0 zy(Gop`rIJ30}8XKR&32jrD+Vz<&Kd&STCDomWGSqrIPJk@9N86_gZV#Yc#lE*5OUn(pN#PpZ&i+w<>A(f|^jSI_0=_x{@e{%+yFaW@Hpro|BqHP7a)^;w^!MSGBb#>FM z)^6q*l^?nO^3L?X_35b}054F~Y~$RFTtR)*!RFQ`d!kVP$8M+4Nra0@?T@)MFU3}yo7 zlJdsj7iX@$tytfT27dWz>5_~&KJ^Sz;s&5@7as21lat<%!&z;WU;ukux%{I6a$aWb zs`=(G5EdUhUW6g%UxQ*(mfBW}2Prl(UeE8QTxuDd~ z0BZA+u*rO7+Ln8JXrxxNPPqk9w8ai1?wm0?}y4mBzj{+-_0 z)n?-gE@)Rf`d?ZvukobYt6AM#E<=!X(%%FAZKqDb3!(jV{=s9dHYHzS9HC>w+WUU} zOrsZqaW!8$CrihEIpF{>Sqjo7MT%Bi}Sj^YTROv;jvH1TxOwD27 zw2YUve%)j=eORuZb#Hm6{;N;A)%_4dD}7Twu`*xGFR>&=Y>6LcN7>!t~A&qLDE91Lfx6AoEo76p%C!LiX4AqekfiO25m z?=3cDGg=FKPN8oUo7ZnHsY_!=W$^LCNO?4qu~IbqCF>J)D+V*)X}Zo(lOu_&u9=R z?Yh@VI5>9GlYTNQ&_G5{4-ycN7q*9Uj=)yA(2Tr{=mIoZGF8l67}RRKZa-E#froQU zovdHaHhpg?{Pr`pG{6+-QA8`uc$v`uQ>n||bMjYwD&CD0S3L+I$rkJVa=&NWT$*XC zy>&m)2txH)d~YW0*_K2x`ocF^R4pki27LH z0m(}t?Q46D`C0N&ea9Fs2(FPrat+VVoPKWD>Udf;B4H%QT@sJMO^^3kZV||Solm408loCa3 z;I*gr*YWk}pA|5;TG^B;uWLn?@Ov=|wxYNH%Mc##_P3t3A0y*bY6TZ2GC6u2Xg}et z!iI3~NQxH?aP!?N^u(?V_;IYf&N4&0T*wO&38D#)NM6F(f=I-w6SOzwYj@QU0^hZZEHXm` zkB=!|j?WcFlh|$owk=a?@V@p?iZ1#^= zdu{iDCk?4OOfQRPCNUoZ)+0AYu>w;mDJuOc{P0qmGCQ+zV&+3UiLudQTX$H!mSUpv z7}8UaXjJl*q^q3NP11SQ>?(;@4cRwtT@IJC&jrL4qWF$sD8FMc0)k`i*nSTWGgQ)L zE|{8b^FBszH+?KXu+gDNG$A?vA{t2L)L7qh+Eh^BOUNj8_6GYWpMQr(r#5xO&0w$Q zX#a2(9j##-tr6eiw!~`{Ik})w7mbf)=(<_Wk^A^=`2NMSk^4y|ns8fk;X@j47sVfU zogns)S|?Zw`@#wJ9zgU-cvvwydy%Eb+9)Tt){|>lK9BjP#cdTR5T962%?Cw)9&KO) zz!(-rB=}||E9$T)E27KV;N#x`Q60Bs*h16TisHfj*)k6==lx9?4Y96}FMnKvVhabG z3XxT|@n5UAD4@&(M%;;}4sE5>#s_KzvEkOMt)tIV7ut}9uPw-96a~oBV0@c6+CuET z&?D>@hFv34T;u`~5pmM##86p-F>!pJ=t37mP)cyw6`I{8#VL`!QBq}%wNxd8USda} zXG7kX)m-VsUs6P4+joWqTh6yWe8(%n{qR>fSj&ZHD@a_-?Sgf6G}}`RY+g}EWB{Ncac7i?awE$wnk^%{*8<1<)=cxXuiGbE1FjEMdjs?vLN9?XG(r@%H^>r`Oc zO<}dr=JnP`^T+cFbVW~o@u;bh^L^)g*KI*xuXAGtg5OK&_MJJ8x1!Fx`;2!$z3K(X zqQn3F^ya$TFXSV@!EJd!hf>kVjVCh3mc>O%qf&--6YHR+lj&_9H;eh*7s z&`3Qt(NV9Ln!>zqe~~)~jV@jj{W|rzuhZ!0V=*9m7DAiRw9UOJ9tZdWlOwV3rfZ0X zMRt@F31DU4N9xJDmQ3Yi0M-tGP5H$3t8=QN6NpXEaTo3?-3h({@%ibR8Be8!Z6=Y zi|t=ofnq}oCil5t5ADjR2y7#o0NVFW{|Cjk6dYpJ+CFpQNOTEjG)4x2VPEl7w;Dr0V! zitt^CukIanZgP*Z`&{|8Ah~I&a)ApEk|T_VKniUC<1ndWz`3s$d9jfb%E(XK#tFr# zv+}l8e*aOl(;J@H2_%_ZQFCI4uf!VCIvn7h-gKK6m*hBMg zuv&rHc-Byx(*6-3u9RLr`w8E1Z35nZz$ZKY^jDUD$lg;ki*gfgKgSRqJ!~)!e1f^B zw$@sJQUlgH&w^`c+<`DFbR$4Tmg%IVdU&wpj+jc1#n)|{JNDufch3!dzJvtj^ptfD zD?guFggX1meG4DvUOMqHk*Z2i8l{ne2_jJ3vk97(m;KE4+dT(Z+pgBdqw#>;>is=&3GO`Z_C%T5IUwTHs@S)7X}*kKM|ZCueeRaQojPW7xeMwRQC86@)QR z`+s5pEQE_=nfdmLdH`7Z1cHIm&D{K8(}PYJ|z{TP;RJT!sBF=X92z4d{5nW6?Xdke{(lxqkL_eT)fl;FdRs7 z$&mR7$k8I<1g#yCS80jEX&NcEb`$>nQ4>b6dc_|A8Uozxz;$YE)Sw0x5D@1?Zzs~o zWbtMF9UK>mxR%dQ(E`O5ykq%dv@k=kJN&C6Gd|S4sfibxh`f5Pv@mbDS-E$=_u20* z`^66Ciu!Oks+X+1sQ}txdhg8lm<&dHIH>)4GrbYeOIBI_eK#>R^{;6wt4oqtkKn$U zMka;Vo`S-29S`93*XEZWcqqKK-}+pX8VoPxq5;`5Ai#)&8`6?rX@Je+Yj5_OJB zH{0ZrbIfu~HRS^+Bv?_}3-^3vhs5*IM4bp~l5zOwB?w@=j_%N}w(54LL7)ZLwOn8f zw%O2n`_};3H7mS0r;Dl~mqL}TcF)MRtG?n>9*~W#ZTInNm*YmF#y_C+<~Ke~%%&fC zd(=V6q*3uF_N~P6p1~t&Je^_>AUYmxYiWCwS+>i!fr}xv}s~jh~?@Ybma~qm59?xM~Gff-t{xOlDwJw~@={KeyA%NhX+wCp^ z$CbTIeeLw%3q_9j_68;pwZmE@kA#WYT@zuxh@9c^$)_sBXl)k>HhP4-=U?fsSSQ9d zDQ_-NKVWM&6zg<;<~n`Q%?m)+!eprg^=J#!1E;2c9074OIY5b}ai=id;cS=}1q5h- zR}i-++j%kndPN_qMtz;@p!tbv8D0o{O95Y#J$0@J%cjvYS4t7`j}5k*TvgO`BsK$O z=OUVp%bH_SD^?`yx)wC$d^yyG&}t>gN+x_*rU19HSPpNfX0aC6kA+6BX~AM{C!A21 zDU;K7&rcP|=n38@1ud8<9Bdl?{yP0oq!nTVpTPJ}0?&^+9z~=gU*okMW;l;@hT&2F za@kSNx!pX)jV1J5I1g%hKrE7x9K2)qGcDHZdE?9p z5Dxdi(U$J-Pp;bnX2^}|>UM0^_PCwY)1wyhbX%U+rJ|4Jt|44ZypTijFaJ>&Ihueh zrh?G0*!>^wY}lyR5~@SMggLq0Z_4+kasc_{6Y+GhA4fCGbcF(v5r^An2THIN*$;#* zc?#6Ti!1XNnO|a;l&2PF=^;SJ3vBp7WgLe4+^|{Rba;L-nuAo(z>|jV@1K>jO`Hq# zF{xm+?t}9OC};}Swx8e`?|p*DkJJ$G!Ul=S6oi38o-)l~Qpf2>8&AhXM4CdIO@{j8 z)JF|q9Jdm(i}tGrM{QvsE@s`7(>9aCapi*(FSBP^Mb@4twEKGky;d8(Z_MXwpgnyI zoJ|*{e{%P=6LyIj!nt)^*y^5>3weLs>0vPpy+k7CFnNX?2m)$^ukLl(U;k-2YX9!I z)>AA}@$=_1VB^W5qR8L08!FPfCv2bg+I?#B%h3y7am-M{Tl6G=aNXsmVJt3#0G{$4 zcM%VuD`!o%vX^qVEcT$@O6j${a7iE;SSM+$T+^JQ8~vT-b*g^B%NBi?DSJ#ePNnTK zOtd)2`id_MaBwIvKssSOn8fl_NCg@GucGR9wDbbdbdYeGtvqQ5viu)BZRYD=Bpdkg z19A__X{OPB$jDV^`N`T}?nyBF(dBk8_;R@Ud8ocGp>S_>;L%-iug>t-E(bzlGGCGt zIYw5g`FdLmy$%Z6cou=ucmEZrxK7h@Yq;I|Y&+jyY`gagC89OuPIsTGsy-uDd7VlC z9^ap>S{Df{B;}%u*eNceC65?dU%a$gKXT#uGPU@RNVg^gF|dvrt)%%IAe{bX>s%Tw zZeft9;=hdn{5E3AJB9s=`1zVvjTsWCq_p%uK4416Ueel{$?xR5!H=dU67ww2ck1QZ zrneLUsbHrbHd69;mo?w}xjcbjV=~Xf1(cY|l-`o}ERk>q-Y$;uaEKo$pi0}?@;ShT zPqI~ay3JKrS2~~IACAx+JL%)y>nBD62nR3}T$r9VrbY}!?A+WxinWvLmGnzrR0AJ| zidYC2Dim%e)v%_fFQ;{}L7&RUfPn85#G9Rj$Y={+Fbjy9_iIP$n~$||a0hmMGRF?z zrvWAk(C|y_dE^al{LXY=3Ku+T{2JlmAOya=+XX|*4+4VskkO@wqy$NL5o+l2SD(eiyNTyv>Iq)(3*`!tV_{Cg8LYaCS5)tSq z4zj3k$TKb`G)O6^FE4ZR`;^sh-F^LGtS+T#B-h*22sw0)qzlOU8aGddg^Z=6lNyky z3Z%|$v;fh_@v>K`k>t-=B3iL^dBep!!EVa=u`gHrWy%2Td16Ml)Z)vZ)3?;m0P3-T zIGOmkYPS;K$L5m!)DyW6HW&MJZ0-shN>;tO7b5N#6J$P8r^zmGcoTSQ>r z5OH|+#3q!_>3`=WZu=%jp%p`xy%6;D{`6UG-nyoZ3z;(@x`=x~!PV}U6nAl=`K41J zBKJE0WW)!*vlVPSgzKDueIM6h?-Qk#CnU?Wv*uBJOlwd6`|N>;hajS5YkagSHK=biy+MwH_el#@1{`MZuQ$W#^2O2XwiLS|s98{~pct zUp}KE$Dv*rjh%BQn>dT?TBuc-(0B8sF>dn}{hbsT^pNwL zmB;4r%%vb*r3o$^B#;24pq@g{3TlM1of6jHvSfu>b>&=0N6KHGMN< zEB1{mPu4u(?vDv${?jRlwkT6D)Kf&qtdDr(%0MXY!c6t z60}8Ei;0L9sp`f>6S3pG%YKi2^{>GbrTs7|`$IgumDa3%ozp%Q8@XojDsBF#2`Fsi z(0Z8-@9uqdF{KQYE^vGj2?v<}EBi6-%*|>LC^D@_clWaV!OORz4L!==lYDiPDCA>= z;JN=}=t@)nhaY|F&NgOo%tjZw`b_YD&_b8Y_mQSWoc3-OKAGhQ?i}Ap#6mg7H@o9* zQ(p>r9ADL!jQi3)r&TE`e1OD#1+Zga@6ohwN2$3Y_TAsde*haK6PUUnOLyg8s^m9o zT3q>DZ}^wQ$y#Tw&M@f_nfbl84Y126?#q*Mv*Vum6cP6Y3NQLSpw*EtBVv5Dh=;;{ zn7@>S@x{%O-#D4sgr|PFpAS6%2RgHd8{p+oFt#bFut36>cuO)_wI>I_V0OcuxP1PW zY6-S>i`}JgfxTU&%PvZYh>}+2#9Txh?_#8c_0%6I} zoc3N?(o}IFLlbTe?;4i-$?cE?1Jo-;scrSofqsEPZh`Qs!T+( z8W*u`sPN))IIH|>DYLauszD%KIkvd?jhAy^T|3Utms$MKDx{*99SDM&F9wak0*L~774opiv=s9WWXyy`^38>ODuMSC8 z?qqp-dtd&kMH78os3ztWX_7=V7l={>0{LTX68CzX?$v#!9k5;55J5==@FC{$jFTuu z75dI}mBm%e0l&&fT#`Hn2AGE#kzp{x!Br>k(I$UU0bFu1KUqWtS%wl7sw z7|@yV_nNEn5%A0X6d@0b(VB7rEHwJi=D1pfGn3UbrIJe zbWi)d7WW=b&#D|+bfe*Yv-b%1cMe#5F(f+|=G`;wa_Jw;!zVi_L0@rre!KhSYf55< zj9zW$?IsSt>x&F2BtpAhz03>270;_@QP$`}ju95UvY}1-YQF~l!+^#agL>;3Es@`2x;PSau1!0dyelrve=R|*G7?SQX~WitofKfh zp~i2ym{0>UhWB)BP~v;bwlCS}<62-T(Siso68&6j(oz6Z^ZLg^06~3=6i2AYCxVY_mz`fJtPWtm=T@JzH zc^pCN3fPxDG(%B*nR!{%x6D~zpnv>>pLm9m)!GaTL6C7y?Ufl487=(R zIvE`QgR*tD0LdlyPtP=l_WT7U>d2-msU6Z**bJwKly=?Ei_KTSYNFSK()=y|1Z?TL zSzGx1g{td}d3g7U3Ut1hj5vxZ;EX5yN=nxBqKszplJ;~0r?j6$s!rbz?3IA@ksuEwxJFWF+Xoi#eL$v;~P${XHj#gyu9~@uIy8PRVcnA&n0 zrG1OyAM#e*tBg$?~NROi6r^mWTG9^g{`u z&M^AV%(lNwR_vtf7HIbBsOqUHi`HASt!^oL`>G4b_55|59;Zz$KvhT_;pi!}&F_Zo zv!y5ruQL8x9cmU#_!-U5KOgVnPq_Fram<@i0sK#jJN}Qn=oOlQflNtxfSw=Xb$0Dj zcvw*QsMqoLMc?p{JS)Jr`pp(>-=Ae;>A`DK-b3b-w{0Wq^`2k}e2)=RW@HeqHNC3+y~V zu~$oUsFM9zK(gvqRl^((sKvLr4_(eld2ya(fYXhR+mGpj3X5{Xz|Mso^!2nYj(FB+ zF64?7PQkdg^2*TCT2=Qq!*HQ4=Kv0%g5R=ub?W?Ui$qsXWu^K*=z8n0s@iUQcmo0|0@59Vlz^0UE1`gbba!`4 zrzqVa-6GxH-5|}TyStn3-p})%bDeX3*XKW5ujO8Q<-F${W6Uv2XU#PurXKS*t5$0V zA2E1lKXuulOdFo57Ik2lubE%mX;&D{hp=U=c1JS>-*q!Ge?v1p{8j8cT+)poy(q9X z*GvYQBmx!5;~tif1KAuhXFKGE+neIcrP#X^^6f7a71EvWoGOYm%&t--K!H++8lNrm zlvInZ?`<=2>t<@072m$2_z+Lu?#1nLvI{98?ps!Qt~N(z77+x>%3W4=bgmJ=xBwNz zVligDfE=TNZgqY+7Yf%z`8T;A=k4urp&d!hR&oWQ?2$NQri~euA@L#5M#qFf`jZ>< zDo5>&F*P`AH7*i-$c#Uf#Z=X(senuH4+vb6Z)uOOBrq&3C!2Jb{eilS;QsG?%!sV3 zy7wabV-oa_R!z^G{F6Az%29yeS=;X_u3nC(Pll^(H(EO!hPD-Z;4GXDeSn5}e$ON` z4?@~W|1Gx1PH=WYtQ{wxR=#tiy+PCohXpq`sTE>{}l59m!7 z1d4ZNMiOJZ15Xqcal-Mbl%5(Tj!bp_n3&Xq7-QuIf0g6S&%u=;Bq51a7RlgvmUVrN z_o7&XUOPJ9L^MA_qtQi}$BpZzR5NY%Vu5;Byg66jU}6Dfd+Te3)$EV^*{bCwvIj2! zmHh-Y@d)>jp}2SU?VaJ!M~4LQJc15+e{4-i%lISSV9WZAw@c%Bf2)qh5pAEV;|INb zTPxm?3?#s85z#jX?oy{D+5RuM z0oIa12j``ixTpv1gM$$mHkV9(-AblKTG~Hy!lpIz#`s40(Um3VW)wUeK`{hcH6a5^ zoilz5H=Z^ZFZr4)6{~-y#%KI6*YDg@k57E&Qmplfr>ZkKSd^SY$Ep8IPDHt-5J6O~ zL`>3r*}KHa$|i89y*HZgM7Lg%xL)Ar*>glvp;T98=p4_})}P6y@9G^|ysIg`o!8iU z2PpHj+G@%GsZ$v<%tGG6_LzkWnv)q<+9z=HlHSF^NZ}hk@a3o#sDIU(pDdwU9blU- zB^72MF-i>P?W@Ko(y10}p%W>p`4R{vGS?a8O!WZNPU^fs`Hk9?qS=3RdTp&?>h5zY zT1*uWKvP6~cYg?aeM0o%6i8PuuF3sAguj1P!$;b_xC-)??5%@tA*p!^&<0DUGjDndwl-_}u)?oDN!Dwd+;RGk8zZ7wh76?!{p}~8LYzh zina~UYjxV*q|XxcB`Hq`sR<3Doj#&Q01%dssUE1%F91u$NG)dp65m!-2++O!NhLyOhVEc$7N4jce>6{Yof`CtY)xLM#_ z_F=2;WD9{y3;BacdD8KMQq7eDE_+m^^#5(DdvNcnF7nMS>RjO(b zFbq*sS%gO)>+wudyAV3UO9i5>|EB%=2OGV}v^Lc2{ zsrXcpBn+<7r1XporLxA|d1O^Iwe0KC4DYHmR9+$lHUTkwD6TwDlu;$J)~$SLcbZhb zN@b)}0TgX-vVmWYGmH%XLi)VL=&I@EE)8*__qe34j%-i%`+%ec(iK zslpJ2C=HOfwXGkwtUH=1A%4Rt$BvGHkuk8c#Im@frPwm4X;JZxZ;KsX$%TpEz~D&J z=@rmX4J;O}n^!quP$_HdS>C~)zU9K2;%idb&&ntr_=MEVnQM3uY>8r+q3{JlvRaSOtfacH;q-h)J__kqRO-k#^G{N!l z??AON0;tyXu4QhjL`F@K?F*K@o4pytUnlLwtAIOKlamQ=Jq*D?z7h4Em8$H6mXxy; zl~&+3PNnYdyAPB}w(q!gLH@#tz&~BqMf>!AHBh|p*#o9{sskb+qyvSmE?Pk;5lse@ zO&`dGDY3XPQ?+z<=Zs53`d5V)x5r>|n~^#lgqekT2!xiD7ni>~xa!^5@7bq!K>0~s zU_UuQU`m|ACToG2{A@(iD^8SXnc5casU&7-lQqikxw7_zf3Bh7O=~aw0>zxoGUs=A z@*7s&yeE(Y$iDG7aKC7`%M~XP(QmW#^3_| z2I~V^LszvTja{j}pam6wfm)$IJVwhI5h$(->K!cK>EYj3bo*+qcBO+<dR|xxt!SB$9pXG7{3`M8oQP>ZuJ1xjqRUA0N@rRDTI$LjE;y&IRXQLswTj;r8 zimocI94NRWEJ}1Lvwj)X3$4#k8KfV=jtpWLfp)W?J!r@pqmvJ$yGNYHHHzN;F_ zF4O_f6AV|Q0U1G~P21MhQ=P*-?x&pZh#&1iE5tktdJ~;oBq@c_9a`fBVS-|j)Qt;h zsUeIj76L*!QDK!@Lz!Ht1a(kIyeOeJ(X)qfvAOjI@KmxaoraTXVbvZ44Ifux4OeY^ zV!LYmx{Iu&I)@5b38Wi9dK;hANFO=Dzs4^8IKOQPJc-5khOa!4XBL{1NGVQKw(r@OgX`BWILN^ zi;f@!53XC?a@V+3tWy=WioAEFfD9JR-_e}BC?1D|}X z{M$rXf*9+s+#>F%*@b9V(3Kkv@F;*hTnsj%%9`aL6WQMz5?UWV`idLvjt|V}A{2yb zXsrO)`8j`;<3sWmyG=%Jgo7BXrlO)%j>MU{Zf6p7I!FE}!?qF1!5f{xGB4oQo&E3t z{5;^=@W=M$Aag@<88I=EN>R)5v+-GV8&a08atFZD$_7NE@X#u~#lq?x&E1RZm7$Gn z*M2#)5+I67{hWvGpYl3fr-C0~~tKF4^DjE3FJ z6~?NWVT855X9{YSrRHgNa;@Z;Cw+Hz%;(W3SqQ(?fp@V*8@>-IL5EtA? z>RKvEU7a6ukp>eNs{N^B2jvds$NcF}<6dW*q{JaS`EU8j?zy2Wci@?rclK`S_UlwQ z`9T?Km@wM_^MTBza}>X^NI5CXumd0p#DlQRVZp8 zxxLs6FzM}~vMdcHRR8h0KB25`Jz?O*$b~-pX+973S$KO#4rFDG2M*He4lXm*Is0X>{RGT=dK&p;BDC-x z)F1$trm)*Nx|}4RFu@1qtz*XrxIn|+cW-!6?mW`Px^s&tHQ=&jh1PeVSp36x9DN>c z0Xyaz5$q}$d^x8cBG(xzCT6FeO)tq}Q3|A%d0Bvuut|7=78Y9DeD$)*_~Yz*u3Ti`+fa#n&^+Je>pjvr3mY}R7rH?}!E)<#TlYvzLwsa{=W; zJSacWNMsv4T73|YuH8li5kk&l` z^p&7JV*fv^MQoLno^A>EvAiI-7P*>CR;|D3X)9M_^XF&B*UIm>jtobECW7dG)5?8U z4Idm65;|#cPO1l?;4O4GvM3e!Z~@0GoO>?(7c(4Bu}KhPL)nbP*fho9yI_VS_k795 zl;$H#(4AY1bzdo?%<(|7wSB{UU)1dKkahn0^xFMjJ9@gl3qZ3{)xgzN6eYaJoZJ~e zoD3%=uc{hY?7nXX>x0E^)|8ijQanX;**ydT7I3`yG-_OJ&&k7)aLkIyY`DUg3>BL; zMXlanP)?*JVvP^!J98|bfp&E%o-Z*ewx?&B^eWCc_ba5>pZo{oe(?ZY2DO6$LArW6 zEGXXWaUEp~YUyQ|pb{VlH;Z=YNQLSFAc@SXT=yT@H==~o`#m&9fSPhX^xBXf+~RyG zT!_AHy$by__W8QEVt)|mdfvJiVm6fb!11v9IyY6jzQY%~01p$H*t8cFk zEnw^U(Lhz==RThqPjL6Jh#b{s@6nt!@ic|OTMMlrCT5RGv9bhZXO~eZkVqe_pj(KcZ9UZdCEd@j zf~5RUFDLHQ&g(ktd|bwd1SXNgbUzI?AOFp!^gCSr?h*23W$P1pZlB+m6=;f(PL@)t zvCMBCq%TM8D%bob?%xoANye@wClEp)c|c26oq;A0uCf*x<}}&zj+w`TVm_YAd80t{ z*cXS*NVGdK=8{1~&rBS2zWp*ie4)lc(w?VM@0dWU8}kor9XbTr;H9UL`DIaO{(6`L4<5a_U>=|o3?EAGZBq_R&;xp_V?6ZpFSkXUHL`BOhqJgBGavnX{t{rO@W_CaN&;S11 zAz{?a9kHWTjpB3^`51_lXu7%cmUsc()6LGP585Zt7-(NSQa?0wNR$1;LiI zIlniw6HMZI2UTWjeqa|XqI~6;#DPJtalavw=h==aGs%W&ZZatR(4NT4vOL~IyQ_kK z$=+V5Dk6Plrfzh388x5>5NTNwkBe&KcXQ?IDOTt%g&Kjq`7W%v}4XxX!3 z$G0_4uT~I(>^~>Ie6}~rqRJQ>Ar&8SYMUFJSN_H|Zu>Hd)z=*&7cS}keW1c7;{7Yw z3R2wyiwtzgyij9Bi>gZ0b@DIpy@66vp)XBjl5zzcPfj6yokS<6{uj@s&N>uwh>9w3 zG@|_75}rg#HaCy?!D&BFIzosx9W(ea9Fc7}ArhS^0$&gGxXPn1pgjp^@Uo3vdC1P!X2=F`uBY zYg~0eapnubB>Hm6_s8o^$9Gkv2oPfP{T3_D8Mtbqxi$w{B(JP~^DzSqMNY%tcNouq zmelI7T~zOjFRnDL3ue0SVOD<-M|~@ow3jYc$Wn<(IhYzF zLMY#yifueuN!-aEX0^dB@Do_RydQX{fg2GP(-mEppuw(Oqw{KKHk8xk0`Hc^Xn zvcSx7+OLB}gafL)^lz^ayna+6fxn`#*PE7Au=YI}G1VCHvY7kS$hfbUGugsjDx@@2 zw5>qUACl|o-pYA&lubD@ydt4SnK{>^@(V7jAe`PhY+|Y%X2M}-*Cn27Q2(53cGyZh z-TEmCC&Txw@ZxZC5T0=@l)pbipt0uVLeIrR`o7C#W(@P6uOJ3Y>R$4Zk%j|?EOAN)c#@+!*7*elgH446G&V59! z_M*#Ni)E^7B^%|G_-ujtAJ!ijxK*89?_JzERyBX#E6CY$h~^zISIA?heS4_lZy@+- zf#dUw2S{4>{;$7^jM@T{v8Iln%`8h6X8!AdN6fEBJ3(91Ll9n$MRbDYECB?#g?*gG zjx-l+oA<=v%oAz4Q&SBrt6zr{HoBIOg`%&0c$*Y8VJr7j+bDF%OUo(==I zv(wJ&ZOszXg`R$A4?{udXz!k4_QxPBt+4lUjS$g1_sXo9CPd~~0)<&aMKf+Jnd$c& z^%GLHAnK-++Ua^o zkyu(^M+j=4iotkR-U_$g3&OJdyV^8cYpMehPo_74^eX~~Oc$#Q$CqX3+9|B%3Umo1 zX6E}ZReh5*uyZdy2XA8veyMbqTuCUX`SOkO`iowgq(R(zS zm|s&g{CK+@i@R65(pOPoP}+V;uH-aFTIFIx9#JR}Z|umhwEuRF73n29!)-M7ay=!I zh~O7-ZT+nI&u^xg{yNtnCLsr7AgsHd2L_m#!~h}WZSe~_vay8M6!v6 zLKo}kib$bB@Tg+pyvrtmO1+As>tM9U0A#~kou1(c&=vZlSp~THJ!Z!LLJvYU*;LmV z?+m5)kN8XSWw<&DwJ>$x@lq#f5VP03fMtoL?6p>DZdUYF8X?S)1niV@YJ>V@FCeEv zZ*g&J_)-e0xdD4+T|3{`n#vGjp|S_|llX5q(wTer(zBGzu4_Q&7@3aM#Zty%^oNwC zZw4?M-kB{j?5YeHRdda|9O_VH`-kmqX@fttWpp*AsyCQ1b)3+ioKg97|42AP$ZWRH zpa_Y2lV7H1Y9XVWix_*dYFGO+Wkg#wb|@`w6qXWb>v%iY{^GCnnP;{5H@e81KQIXU zpuA<6DS3*8^yQ;#xM_9Eua2w)5-gMZ(R!m-3pEDt&ru@7hBqbA`7>MXi;x??bWw!! zwYI_At?lI!)6&?$bmeOb7xF_Dok*T7$5Lt_HcoW^XnSQ|FzX-J>_kAc%Rzx%WvD;D z@ni7QZUB|=dkr-b4o>r`wd?Wmy}Z`7=FeR*#p(f2tHFOhdp#2iuKCmN$VYG1wat(@ z_Dv;j+?vk+VllRTG7w`iAY=1#{_cm^1*LLL$Ssh26JKR-hQ`wjzvnD7BWt9K!ZnGnea}l^(zrQHU*+wgf_L0OWjjxh=B2Gy! z)~2;5{z1)m<+NtW2gHyF97-IrRMVFh`X~v5xuB=u%;Nq5Qm*n;UvJ8m=k=U{#<8(t>WX|`u7Cv{r_K>8u(tATt}l|#tpSd(ASKw_@H>N2&w;OlxzLEz9ccn`=BY0 zt<>SZptYwo_+1r8M6DF@bFCE+f?ah&Kgc&fbaQ@tgUiu@6c!+yHbUx>Up2J?R2<8Z z;*+agG}TM6Pw;POQCizhS{!Q_Tp9vcDY_Pjj9!NXNlyJ?!;Aty%v2+v5o^+~Z!OPV zgIO%)ir7!X)SXd|t8=}!uFP%`v%^uOAY9RanEcBWHAa*0A^g(IlIi)&%?|o8fbb!jNF>K*oM2nhNZWwg_zW!nt^<2n+Vm5r z&SK7Uq|0`Wiijg8xMu~G_9Ny zS(BI$B3I4L!zQk3tfr$o#iI$y9QvrngFru$c04&!o$>8*Awi+s5iPXfMaDX#akegI zcFV85&OosNMQn~=79W%I6)Lw=zDjL_P8IQ<*_wcOK4+rKo){(atI_^XtvbDHz3(rF zyT2Maf;(dBl)6ky|K@|7tL>QT^}~a%poi^_^!J0*-X&nIgqQET)z=#Hi`g2U#(NDv zzsv~AVBWKyH)B6U`}<4>@(aPf+6E2?&7DW%V7_kv_Woo41!%dvYHL=YLM5yr(a!6DqbLCg8?9@- ztd*|`L1FLVsTso4&#s81XzGrrr+}^W%aS#DXz8QH{^$MAHQOPH)}7w;%)1pTKs++Z zs1m~;g+f&1?8c@pG$*ZFheDK~%4=V&qrj*V0H=-i(Zp3TGSmpIoNFhzLIp!PpvvP} z{{65JZa{&1=TCa(f??)PDe`K|SHpqRwdAr@YQLb9D~X`PG)9C}1zWGRM9% z=Pqi~Wo0R%?{{f1L9ZM#b}GknL~jVVa52Mh&w-NZ*@K$Z;1$>#prJBt5LN3_S5&lXD9=c=4zGkjd-5>y34NqPl8N`?H0mMk4}c-J`ca3zGba* zNR${B%49S;D@y%(t&l#|1OKutQZiENcl6U%?Uw?n=!}evM=p)qo&qrfUJJRK={DDa zJv7)uSE$N$-)9>*GH{c!2)}=CdnNTSt3MG-D}kF_`E)bcDP?;TTP2Ek>j3SbtE{j; zvM3_oAqXXKWCoh&I=mhgXNFV=5?p4xeW`Y{WC1sxqMJ#DKyR+{AGII!)f5@Yql!m& z2=Jdva@mcT<*8MjIG)ay)3mKRKGQh7#D%j?7x>fY$G8|J8@Ii<=(u+EVyVoa-}-X? z8?bjrgZbwHEt?mM-d;S_=|2nb>rRU~()OP;$Upg3jef;6Z^ay(-vG00dJUo(LRo=0 zyje`qXyeJh1DB$7e-$W%B}|ty#H@(bXo=fMb`SnGhD92v#VtdnQ$IiN7{e)%bJ?<( z|2@O@*SMb`Vt3bP|Ch=&J45bu_4-7&*f3qB9TyM8Z6`N}*=&-5@9wA_h9t!@sQC0o z(X2*E3xHVxeh;W+LKZ|y^jxo56dy8_>Xbyoo>%;w#X%t9ekuXvk+3jnH^hInf3ui( z0rw=B{UgVzJBEokmZZ=3sv(Z~T}uM@pp8pIy?L>Uit4BQIgvM2H#I`)`wq$&CA<+N zJ{XyB>MIGms-aK$!`w8b&*l~YNWxew@WtUB={l!4vKP>lGZoeCyivF5#DRGIB=f*$ zYCOY?Wzq`ew%gEmcIW~+RcF|-HBLn!4R)*8ye&3VLdCUGF94Q@x~P$ZZdxL?w$vk&YWOtqyjgg*lw{vjR+3Cerzk1jixxzt5M@GDXGkkj4$rTe*^=wFAp9FBr`*O_kUrznBmnMh|C!4UU zMTRSSv{8hha3iL-HDMt(zj>Mo`)|U1lYf;xi{5cp=db%obM@=Km|u6*y?>wzQ8gve zpThq-RbVvVOclRF*q-)EuIO$3sJrnQO$_wU4^FF!Ae1qoSI`xy6zi0u9HS<#Qt24 zc!!6^t_wXrbc1@+_6)b=tKH^MXMsvL`ZThyFp{^k&>3D$k3;Sg1d7cQ`Pn~i=eqMP z<=KshmT_uM^<_;84B?;M2E}GZApW>sSAlL%tB_HXiKOO!@DF+ty7>uI*#8nlHjW;d zN<{Nk@FBp#S zwmv8`coaoB_$~wQnMWW>;MX;}Kwd3sWMNaaa*EAk5&tKD#BR1?aAT?6wRC4kUL)Dr zrn&C>o3Z@Smyu=ZZd^UYF(rxGI-f5VM==5=%u3VorA})-%F1)AJN`Sa!;aIVQ9Pz? z+_fzh*^g1u0~Io*X3QBl;efSB`^yi%aPXrn)`iiuK=<63uTMG@6#}OX`f2_ERNo{g z`3H+$mv(O?m9d3Ih$3PXoBtDrjOMM%11hs!^ABo9L|~D%ehApqYfF2EzhJ~wMLM0Q zx}2~BeLq6ZfsF<`jPHlDb0fi1mklY{HHv6O@-H^d;6e2OTjbwYY%aBCB9}U?>drgx zU5x1AZ<7%;7Q3Zh?ku+dm_hYI!QUqf8Sx&eu~`e5o+}|JKJ*}A@;J^gO#ev;B17?j z`Q{8a{#TTqv&k0_gU)$#BB6Ma5b>dvt54+U0$17<7-yh2%=+>EQg3g%^nI8C&GB7^ zebZYRV&?N8&8%l-#Oe=cM1m6}(ibOqOnMh;<$ft@jQ%*eck{~C7)nhby*TZ;1PBXw zOY$nD{xY-9zm_5PSNl2R+^Z(O7+7{-FuhnswmuJJxwSHjs$q}UQ;%B$;-9K9)dkLM zCjwqwAAoL}6_7V>X;z8?a+Caqeo(}QN8hmwF{ z1_&+DN655~%KXptL5Q6@>-zlE5#Nj;8owd{$#6_us=NHrgX8TM9sQg3$D{|rKRm*o z6u}WfY_SVY9Q>+_-ze2aPk4ggWyBg`FwIgphK?e}=@AJP|1XwG){t?^CjxZ*{8?-Y z+^EtE)EbUCHg_~`vJk(!-#=p1&JZE3rpXqfKGr0y?zTQceyvm!m?GD(lc=;TvKU|! zC6q9eSOV@`jfUlXTBkWi|IN(#Z(qY~DUH30tMA@e*3c=Yc0DrSCRKcIaf^DXYi?}z z674}>j8JHEjCfhT%8pItiH;vk=K(zJPAB>e4R+>Ut&@Vu3MSDKYQH+3D@E7^79Tp3 za5meNZwF9=(j+58+;5p8K+xl;drOdrAT=j8*UZ$a4gAWFZUGmDgmkQt>YCzZ;5V7* zNEAOEX=V3aj$bWSvelm?KQ5qPZCdQFh-!2KW1@~|7#FvHGz$Hjz|~Fp{wRLx7fER< zbPU3y zUqhFGO6H17uzK6^D*dC3Rp=Ro)^SWjxO_%!JuQ7WXUri5Gu}2l|Ao zp@-Ee)8?6k^xY^kF*t0X7$>5flYPaL5caX_1^HLJauuS+;B-}KzOUfQ)NNkAUw)~1 zw<5ain%785DV#-HDHRtlHBWv>-oUz#Gnnx_LNnMf;KHxMwt?J0`nPyZe2f{+q&_+r zz~sOZRf#c(55hu6|Dr2_fvCanNowJ?JBL$+;R6fHY4e)&(mR)hd{19LdwSMw!UOmClEnuuS)#^x}V{86%s|{XSgn zihF)G*_ZY>c^zx6=@WZ_yX=D+QJxBF7OunEQ`;)SUuDBR#sV24VA@FC77qGr(g)6e ze!4h2Q`CW%J=qUE*VNQXmVt+*-mUs6v7J=ES}?Tj5r{!EP=i($>g@}7Ik+m` z?UJa2bH(R;Snf<+ij`QBqS)tQ-X!(njD80(|fg^`%0<2}wLV$joT`iRV&I+h? zi1xDHGagAPE&C2AZMBC<-Pf z-wSue$-6I(LWwZdzIgMR>g}h0q4nm`Xv%;v#7C zXd_EI12+toAm;hu{)^2{R4Aw<|4ti6W|kpt*<&fk@g0-l`krT$FNMqtfP<-IVH5~J zo>uylir$?QtFA$ePL_I|axO@o@cPg#mKXeCC@ktL<~n{Oed$2{{ifG;5GW1diP%r`SS_qX7aX*Y~BB$aV4Kwtytf+s>_) zE#u!7->f-fEi?>OylR^*nm6<@vsWl8_0UIlHr|oArp*~nY5M7FF~Gl??ejBvZW<*7 zj5Wzm`dv3>;*}e8Y${|c0K%*pfAO63dWiA}H_%G>9jOKO8+=%f!ALS`ScO?wtPyrI z=@N|-1JcybDqjh3lWHL_3@6VdUxvScXWf;9)FL>s(Cyqm-)8aZmVrJi!jnTZDCjI9 z2%!Lw6X`=wo{dx%GPbE9Y>$KU+sSSm z8FT&;_U!^?o{byoKK+eDnw*CxkRzMb?mt$A-3K4)<%Y)T?uUK(gx4BxF0IFA5~Yww zz@ynFi=S>yYsnfgS=*$}eIX=L3%km(BZcKsW48u{R1^CRf|k6bPPG~bS^FEOKa%2N zYn!05>N3FwYJ*{Rl3AC6=%m%idbc5+Bt~=TH6-*I;B*DG?oVs9wT3wIdSmp^6@jE8 zMT4>r9?Y#MB-rkcGs(Tf44og^-P&tuLq++#2uvPpn+i$k1=MwJJRJ1_On~zC?C4D9 zo{;=P5dCC0wfL{m*0ml%{6z#xH)%nIsVgJQe+lNp^gsQWVAasYsQ(Emu;6p0P&0y- z-2Od?CS|hP98}{Rwx^B&g_QMcdy!)^aN-*wi8ObD=rO+ZUuBhjQi~sIw<~Lw+Ca!* z)>(Qon5tG!=2{Xt*ZlTa;Xfpr;UiDRJ3XXu+xL6I_aLQIL4N@2R?7WldF(|}PwIP!>R zxk-)4mEEd*;Drs!1Q=WoB)$fist(Hsz_P0!_v%M6JFn;Ci<#3lHqYa)ivM)5Hf*>QJ_J5#Yvc^f1+mSjo z?V&9f#V+-R-nj3s=9Qjbx#IKI=P0ox^}ms*Q*$AKq6~lAK(d6xiYF(VoSH?GV!x8i zzIjK6jfbt~BKS|bBKsyI9HHDyTph);RO`wHKr|~2y-V4q|Jp$)-B)+}eXKGb2tSc} z8^q9Znp_K}zC=8u_<1gO9AxzX4|@;zH|L^G8f^o>`$x^<|iFbktd`K{1q>w~`U?TzBu2{N00~%2Wuu*xJ@w|hq7N=Rx}}$(o`OLiy3w{Z)l`)UE#4N$ zr>m;Vm^%fERgIGtRW?+90inc_>|6c1iXf$3n)lt-eB4{oY7~G;B<~x9i>{p}J1~ml zJnmb+idG=oNmuAab%KU-hDe^8?SCiQ%0k1hT|cb0OHWDpj#z(vc1 z_WY-8nueBP6(4v^j1!i<`b)39ecx9fw>n``oKceYck~v1#hrW%#|sl0 zI}pA37EPFdJ)0GvFh2EpT?gF*s_)B;2V6d4l3n*u=RhUf*hx~rT8bl}T0oZbB<#?M zZ~KKtRqfK~KrARtb!s-CDrj&{d9lVg|AUmj9A?QW?N+(o=fFNr=?TRFKN z>JadPyMU{}fh7-Ttgfb;rT@}B1r@{(Q_s0*UL--Z(wQi|l>u1};1gfoh1zyU??tAj zYm}sgNBegq7Hyxc=CWMo8`w5 zy1hA=I$ptJ%E)b`yJ6@4gAUU9lMTkaLantWQ&=v+SP<^X;eFM&JDvL3@-fmML>^$& zD7T+VgZHI@-<5*R7H_XH(OCZ;Tnh-BGK+6;@08h_m5L!kKG6}t zGaG)mRr%hQzSRvD3dVg#r@PGVRUg46r;G7@+tq{eL&b(vVs$!&iT_QKb@5yA{5kiQ zQfe0N(=tzyg0?Vf_dR8ssHN~$)KJrqB~S0l6Klxu&eB}=#SzhRtr{oG4O65;xDjq_ z&}asj)Ewu7Kxd(6_Nlu>_mlsDGMLQbD()Zv(V1PJ#XtLngpUrHI}{nGDJaUvR-GzK zc;_3Fn{56VKyXFvNNIOvJy9<`%rus12C0#$HKK?MV_&Kn&&>D4#TxGI+xhW@@1S&i z5$1lTteW47bt{BP(7DkY4Vv@m3T1PL*kw()fw}^wkD%NAU130*5F(GFo|D8ZYOLYt zcr~p9xTLi7LG|MIl)8)JBWapVZ&_+&U8LvUR$G>6EGni}nObMampZc=APhrfXZ%x^ zK_3*Al4@O=+ZGfN555yFxB#EdjWi#?o79gMtVM3?5(6G)9I#JVvJYO!0M{hq8fwFQ z@TQd5c1x662?csQ45pejJ;=YSAfj5prtm-xz(9i<}Y{)=ZMxH$YLwaFF8bfLWanO+Jckm$Uf#=7jHC0uH z(`>)M_$4i7jbR(X{jh)2gZ2o1nz}}Ec77AKr}l$!aR!v{(Hy3#>i0S zuiFdt{sS#V`5$EN`{K&i%Y7A3>O~JIr0}_fkIlqnzdPb83I>*4sp5^yu9wRc} zN7&r9^d@^S%YX-eSbBnnZjKIv6PyD-n|&?mVNQ37ah5z+h@by-aSSbSo8|~mgsLEW;%Zy(!AF< zw2^bg0?Q&E$oK5{P7jT~ADB@`C2$RXu2_(fahx;Ic-9Dn$LPbRdhJipe#TLq4 zRDFOoscI*((AtZo?fWm{fTfs3P;>Cj0K~wY;IT&yNHra@$}9+6aan9`?PYq&z z)@RkPEeaB1wH@=GrfIs7-*#_4ww!A5g_Yl=QdPvFRuaKdhA1Ct`YOhlDrviPr`9dS zeByy-u(ZR##7|mQmR42z8X@A`A7cDzWA!qVi7ad2D8)lXoSnHBoHt1Zl6mpKm8$`4 zgaX;v!b0f91u)=g)n>+$%zm3Ig%i;W?cuf>Y|Ud*qH^bF@H_5W;QT&$+HK+4At?B0 zBzt5cigOGAOd#^gAm{`Nq^|%19Bq@Gf1%EyaQ3GqsZ^J8D%$5-MDbi>z;7wupEgPz zI52(F&K0)X7--E94SH964Gguc0bN7w?s0vxeznfz82~t>%s+oV9+!Tbvq9b%PE9?# z2BTA*8oSW%cq8KX)vj%#9ywIllwmyTU?)2*1MPT&lDHAF*rP*5`ZG+^wO}RlquNqS zN)SZ)q7V0hfTrQqCJa?Fs$@#X2y@%SNH0{Z)Lt+>aXbU{jPjkZ$k%@ux8afI=F>Nj zxn@s6G*Z4l&VvCoDgJG3Ymnu3bis}io%W;SZnD*Axi4Sc3S^PMD0T192RK%Wn0>X8 zw7h~pFRH`pHBJYX^>|6!S3-jPCK*Qis91W!eHAJ%IK>W<&Hjs^+hC_?ZBS6RF1_;g zj|3EFIpb0jm?dMSWv9lkR%PxzyDtW4svX#@r#z_eXzb2K;Z~I?cw7yOlAmcsFcm%L zHAiV*%yyd^Ae|^Ufhv!Q!YT4w;|}1tor{9E^|=x{yjW1v!SSq^lY{lE^X+Ef z)F+bF5@De|S*Z4tN-|b^ce3zmC5Y)LuK5m;&1k42J5DpOjMXd;ZJR3sS|?E`txLe) z9)qvkIdqFd;_cYw#dg$Jp>z~vb^m_rW|~}~_utuNbfZ)ZZ_ZY9XKD74zhUxSVHh-CTz*Z)!LNraH?dT5MIyij$2$WHpiNHN09=d8hC{PK*?!Cxz)`;3vN4zpJ@2!_y1@ z7QT;=Cm)#R?_UtBq|g%I^@f7QMWIwo&B5N@G3^8@F($kOhGS-`)P@eB@tq&$l+e^5 zBQzo$XBOWBt7w^RJf}1+ZLU>)g+zSHhehs3bOjpuPWLa{=lI)ff5zd(zkkHBPUA|u zIt|Y!cvne5TfX>#LITy(lMN#E%+sr*w;2LQYxp<#0bag76_?(nEqkaA@gE`kVFX@}H)=tcfP??21NUJ1@(4 z8dye&9b2MfL`jH7A}adnTQGqvFc7}skPv}_A;_!}xoK!>^CVM_ z1xqzJnQTe|TB^qIDCdj^u6$-G;y#_V1L z_PMpSS7Ph{rK!fiboZpa1;7MMg&T?jw4O!lv@op)467LJ^Dh8xezvhVSYo5SJ+Ydr zBVzIbY5^eU_@p)FnhcP=NQzcb-SG7B-(5R}T|v!`HWF|bjfe9=Bc3E7okV!60n#Zg zAWpK}6ldBTx?ZZ*^zB8=K84dgL^n_Zil+w@UhLD=lTBbDkC4tBHY{feszL7lp6?On z%yrpQ;|tg%N_diM4jkX!tzz5G_ zkL$d@t4J{~+UUnLM;P;7#+$FupTJ>$cY#kprRC+}h2^D#W{L;O0lQ-Aad>+3NwQ~= zyM$=D$exBplx6fF`7Gb_sL@=wNvw7JeWbTmuue(F=VK)3J}GlF4JaF#uYNuHQI8Kd zo|&G*4=`;r8VPTf6ImgK6Gh6+rCh@4FYk}kN4cJYe*Hf*sok{b6GheLoo1eiGSwDk zWYuR+VSp)WLVYT^16za90OhQ)x^u5tP3C=ZKB-pa5Pwu@sF~A16|bzYM}Hz5`I=!i zjj-Sc)rFfi52*ex8PqMiK@1}TxU&z%Swu&|G7&K zxYZD{M(=IP-tUN3%+dD{x=kC*kI$z+&5_!gWQgS11!Jk4^N4Po0>)q&h_Bif$EkGE zp1gMsf+Jt|1A8oXd>C4{ZTDZVO0JEmOyF-ei=LKUF-bZ~T^sB7iV2zsike{hl zZK^>r1#PTLV(nga)B&RL^2Qe#6=3>6G-9br|J1kUP*7+|RZ}PiC#zzopxIcF+oHfx9g;LDpz!h3&m#@mm^-GI#``42I(xewc3FZZW~^hEx&pRr~FW zpR?foFu{@1(ICLZRZHZt1-Sdt>Q9Akmu*Thip_?-*-M_ zO)}*cF=`Dps;FS3NKUMah=_qf%9!Crxi2X;2Z28MsGiO9r>{8L8>Cl?1&pcx^FM-# z&L72ja^CwVaV7%cbk_w@(0_9HC?7%k$u2u95s{%bNchJOAcqD>Do(lXe`!qgZ@5K< z6aTkrBO|lCeYEm;4&?oIuw8%n{rmk^GN;_k1}GTDi0Og52nw=|Y`dbVP6CI4F5nkpB z-GLm&9^h%y+4U|gn4_Ygcm)pRi9sfh;(|{~r6aDobtj^C>1+d_SpM0pGY3yy#?4_& zO+k^*g77gKVLB}ytlb@ua9Z&aVKxj56+g8W5%32ML|K1-{~jHH7-C>xaK8YD1^)a5 z9kpQV8Z-DAu$lM=968t;(GFCtV5==YxWWH?`4c%^`0HnomoJdY8!*8ZOsdC)SkEwC z41^YJVjlaa5N43aG8BIY`v~T--+JjLpj8zYf%CSvciAeiZJGIEfA(i&Bxa3zkvS7h zCh!I)cfDx&rwui<`?B5RDrFjd5zDoA<7twE*U3CTBr1z-Q4u8tAd9oV)X#D4B!R+b(oN6Q;NEux##@vIrp6BoZs(h7xgPrMcZP9U83+Y+Nk6l zSukE!UcPy{5t<|r;Uy%E#&}*9^b{SP8DU|4ViTly@%_7n#t#Wpqz8I-X&19mzUSj%}lda zBU&7zibyigq_HqIr}pLE zWMyi)L*j6Ox&$cGcoS38t1=2&T9I8+ee84NUqgb)Sv5ylN*x~sh7`$%{D5l%gx|fq zy)~ByoK)=$$c#byeEOZ8VK1~IK!EOSr?Shh!8#GpIEKaLA>}TYCQUbdY8#IBQCcD2 z!-?nWF5`&AIgcsgy?-_3)mkj>`MW94EYox|;%x(f?MzON4C>Rm(qPZcE_d93 z1R0So8GQR7LJdH+HRhX(6DO-=^#pD{3TCH_7htj#h$>WvAlC~O5=kUdOpD^FPi=6b z?XN$x++LxuYVD>CO2$;?0;AJ@!EQ)=)owUi3mNv}F(CIISJ`N#;y6Yz-nQ+4^^+I# zh752;t)YnH zY!}9^_Tw`~)kBixLR5EgV%4aNy|iEOMBt%ymXg8VfV3;$xqI|t#YmRprpsOo!;~LZ zuegJaE=4X5z~MLH=*FPBSKeK_ZWeY^@sc{w@3(zL7e)QcypWgvZq0OwJir8 z%i7dn8__v47sdcfdDxq|s17u*5`% z5iJ+IS*63$uqqZumb`lynJ<)xdG0W%pPx84X~>XD#61AwZmw$`>zZSLp8WD9H+9X% zE%3FXp+<29(2fn~rrvuO+QbvCd6&{klV{OYP_{`FcDq#S+QhjsMJ)4*o}M1MNt7E6 z)UjWxi`c|T;xWFh3a{l3tNPNT%e;JjO#s48nrkl_QkZzeUA~73XddH_` zulx;>(HkgrR3f`&D3LzLxjlf1d8Y?mux*x znmwhWh|q|(j{D;CRiosiUc!)E#H$-WdIklRp=7>ed2#NWg9rO$NbSMDxaVw$SSbLA zd*4~{vZsf~6;woz!2}qmWBR6`_#N+}y6MmRs`s26OOKs;$aV`24fTwPsSz@G6mzp0 z$2UZDjzQ>-VOcEShka%e2=VMc$M%1PyZ_bA5{I{3QG-P;>@=1;*( BWp)4n diff --git a/assignment-1/submission/16300110008/img/img/train.png b/assignment-1/submission/16300110008/img/img/train.png deleted file mode 100644 index f083fb235fba9f5e34175a9708fe5ac6979b423d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 46509 zcmeFYWl&sE*EQI#m= z0k5!@?&)Q;m%o5lD*=u_yd*a8az;dv_|NA8U*M_!y#>jXgpK?6MVc`x7`c~k!GkU1 zKy?4E4da#r;rzR{kC+aG^6%OW^#6aj|8K2b%8`+TiVQY9neZocYisK@f$Fx@H~%aF zE}tpCtPJJ$_LehkgPTAGmJ>aOTsXw{@y_k~^*;+i4xp8dSqs8d-aY!@ibem4;pPqQQ>FhH-r)Z; zhDU1!xPTn>2{f<9e=}Kv5{c79#N_qo>vCYqf&Z)=jPg?(WV;PBW|lQRe-==t5Rk{+ z>Szd-tJ1BE$ZyEC65sjW+of3)3J zSOmjM_96dskDm1jo$h#XaR}5yb0G#8M&>_v!yIIxZ6lY&h7d};cpDAbodC`M_CI1& zYO7ConH?0S3D#N|xCK$bi-ST0zK$f!p!u7CcRfVhP;Oyx;K3UI)(AN@kK2FP7|zb) zX?*dlXy*q~9B|Q>s9eBFX}Twfq1IDYILMONqOkwGHNM9j5ixsexdL$YiC}f;KcD`8 z2M_A~fhl02AdUDG`57D zT3jM9OyfUSXork}*!?hS|J;f@4yR@_QUV|84C0_btKV{Xh7gyx#+^1iTcQK(A11Hi&7r+DV?spwuHxXc%YSzemEU;-^u!XGH;o)K38YfvX!9F>M`>lTbT^Sl~((EB<+fymX_xJw{FmB zuP8O&akW#o(_4_e<3b$-?ew|lG#|pYoBxJjHW>3kD0^xzXxTy5%#7BKPoF1M85`m# zxhAZXRy7YAgc+SNpHRd$L|*RN>_bl9@n}CE6Si`27-(_ce3_uDt7~p)=}_CKbxBsp z)8jqqzg-An(ub)`LlTH(?s6DT-M;=6#urGHuUJFizv^>MJ`hbBIy3sqd zf=M1>*!GElXI>wZrHB9SMw z{N8{ux<`*p^YdbXL;@smIjvD=`8FN1%8A>%^xI!zz@n+;>!3mV`XJ~eJjewy(LEdekzC$4P9ngVL!+b8 zUS7f^BqR?_HIsVHx$cksl~bco{^s3!~Vn8GcLU3u8RnK zWLe`iXgEZ^Y%@Cq3WwAM>h#jN<3M>A7$)dxkFgerfOe9x`hfU&e=Vz_ft$i%9HW%M zXL`8MSi5+5GnMlc^!?)w4L3I~Uj|0=k_#HJ&axO(@RE>hv6zXggK*w}x6$m=OH$Ze zvNibrT3T8y+v&EdMn;%z%Q4(z0&up!tNU+vaPAg&9Wnp-5bq%5K$8KM z7?2swMDIv46#9{-wJ?n4ME$2;<7|8);ltQ{oR0?dV-daQ!z zp8O~Fk=t;VWe8P14(HXh+R4L9mQLAfyucxsq!i*4Y{dK_bXL1!yz0< z<_lzp%?*5Z)l(r&)qXLReNLniHfx~PR#X*ltbCijh{oHj>< z+9G}3cZ>gmB(N9J9#gcIEnY#RgZ1sN#-YF_JA{+5#$D%ZPvGl4?IpAJ|MOS{C7+W} zMW|3E-U?0pf;Nqp+6qgntHk=JkJPb@pag>cJ-luqz)#Y?ATGp? z=5x}**+WkApFs;a2vZZs>&{C*2}^h$xrd)l{#6o!u&+)M3>7OE2e9EMt6qX}*jy2# zThddl(1nlB!L$Du^6uhq37mjVHR)(%D;2&mz<3n$kY6Sfy`<)OSM)6VNl)0-TJsV}R zO@`~LHUtsTdym6$W%IlZM)Te%7=wMVC(pQ!9&~QsxOSaD1 zIbfl{*Z*NHca4YSNdq&3(}erCP+hIME`c7Oi+duuEV|X3q`p<39vU_MQHWRE z$6*L-38Vom9((=u-}h^0zrWbRCbR0cvcT%Rcu2a*0g2`J3-9@e>UT(hbHTjWF%?Zf z3PL1QVf?w4nWM*BdM@%tk8aoG_{2txO@4Jda2@icq-w(y@yFSS-caO_+{eFM!AYeH($tP z{NoE$M}@`lw|WUHQ8K5w9vdvc5BL7+S{YCy)4Wne6+mYSQpD~6@y7H2RbQ*H#5Uj` zlplZG$64D^d6YJKiwOOEBYPl4FGy}>Ke71s+t=@p!uE9xC(v)E>b;@w$#Y@3b$&s> z`M;&E9sjvmO8BS2N*l|+Tq;{i1=bt)*I#J8*)HS3exQsSIM9w7Giq6|+LR5*>J@*J zPXpDeRA3nD3#+2x3vaT_vaqzn`cgFDxQkxabX<@Tz*q8gH9E6i!(uSh97mOp_#g0T z?WsSS(7DU{E{ZTq(gn~?GzzmtzDCF0gK+pQeK~Bk;D1Pf5NWxbe!E@*`%c)*jJ&{X z+YZ5QvFJ~5Q?}fMRt`*HnAwXxf(@f)o%Uq5Ax*9PqUde|1DrC0BN#-KB6W1wwtN%E zl_#_Kn1+|cRAB-kHh|55Kw%JtN`z$w->O zr=2VTk&g^lD(rzDms=;WNNoOVL?foGI&f$rde$Gm`lF9W%g~43yh!fv)P2SA+lOQS zGae8WHpq5b-2^-r51n*0Z$yu)EBhuF9k7((Lo|B-D5;gB(2Th+XOO(H1f_PMIxXLn zob;5?aa*!+Z4Vbc!!SIuc_(fItEvB4VRIF4ZvYti0hno~)XT_3@jGhYt+;Zxkd8g7 zT_)d$wM)WaD`TV@o3pEe+$l(_yrwpE2;oxO@zTtQKRmD{V3P{LwfMxEcRsYG`kx=6 zR8Q68%Sk!U^*@b=ZYF*ta(>ou0Lf2>2p53x=! z`orma=5HnZT>>e#hplJa64=hjK#~+@wlrgB(N($V5e~ulJwg0SL{Aiqhv|})pH6&% z5DRngWMLPS4&K^LXMLEqz#)Ctc20CMrue)wP2%{zW44+_3=SS#0{B}P5%nv>79ric zZ)uO;9CrE_O)D5O1%6m6;}uR9EkuiQz9Nu!WejkFwt59H$AXTHN*;tjna!Xfp?47k zzC6P%x=97LGD5}C%3SfJLhOE{&$_JQjQYOUvkTJaFSA8|nJrA_!E7F|&RwpR^!$V| zUIb9S4{xW(Y{^AYQVU41ySU4<2FHGx>`;|J~hME+=hW^X*;7J zKc`KqGz@%F&xYTY$<5f#=ElCEO)sHY67yTi^@-kT$r(wcu{rZ9y8j3}vjB#01gA?N z=Vye!C1j_~oJSuNMH9h-jW`sICBJ4xX2U77;7v%Nerzrpd-l*?jQ@rYKmfF2D&YEw z?(y?H=jJDR@k)zDrNv(gNCGaR zXFaA0Z6;Y%ex6<(Clx4{^LkO7{(PkiPoXOWva)^cM2$GhYI%6N@noyaI# zf;ib6a1+(u1}YH7C;M+A>YE<#)2_IF1(VwF#Byguzv}=3ZxgLd zJ3?bn6ckQBIp2lasa;*%h2irz-zS0EO9Xjn<22lAm*ZapA2Mk7I8D7n%5^wZm=OkG z8oN?SeZ&CSYH<-YHF*9qkx+nJ z6uMy2r{>kZnML_I%G!BF--sktvj`_tV)Q^p4TB8dl>T0M2-li0Civ_DFhtV7%S(e1pEpu*j1D(}|*Mz7f| zc2F|27L&Q(+my}Ij@Gcl)P3Oo0cUYoT8 zLg*HofCJw|&BVDFOgfElLNqU6zDz*$fFw;Q{wR-g+l-bY;gPFH(^1kyjgD5_;S`yn zMc1^&Imi^y>w)p}LT*||_{(bvb8c!l6Ry6XgP|7G)&#EJhc6Ubc+(ZPA*~KMK1VJx zjy^kFG~r8GIb)qT=4}#ejkl?!M$R965fEsiGLP(5zV$oR%kH;0r|-SX>mbL+5+PED zaBY=QQ1@si-W+4a59~V6rOEL1zJB_kTfew&)YYwVUJ~8LJH4CCXy`c`4ZWrea*uLa z1KFmu5;xM&)Vg4Dey({UTXt&w1`yK8mu*4Du}S5K6!=)JA9{vF5u{2fW&f^4LsW_? zfg;pqmTxcB@Mi;o!t3#dtR5QSsiI2qk@)SXVXcuuUMC>Lp~Do5ml<{uD(mn8Vh;%k zf-E*z%D#}4MQ=k(5=ky8F_X?wb5 zb}+N3sC!fv7C{B+Y$tWGpT_F|jpDb6BT9dM(IrCldadF!VKSQ~g#4IVY%XLEenj(@ z|L$|sn*bPk#cm@Q+8;@{`FOoL2nYai2?>Fxn}cS1zlvUx=Z?jOrlyS;;UlQNV@GgP z6CWNS;U3{#vkonV4bJklv~PJRYJ?Iqad+1Dx4L&%T9>(I z^0XB+vZCWS(BM0*<|0gYSE>nLkv_N}N!yMs@~b|YSxrVrO!5NU&U3pUt8|ZWox?Ftbb+q;?T-azsOH^Sy=Q$ z*X7fg{4zF^RFNS=Ktcj7DweWyxbpg8*GzjIaBp(IjYt*s6zc%?>*Ue${|+!v72H7% zV_3#VJH0TK>R!+FoRW-7@(o=m0?b)}W_(&}m%Wo1mU`@h_oUPs@p?Cc<`oj!Hm zw=M>rWty@Lj;mtm#IND?o9wy)g~lybzPIoVA%^}L;#|L`tE^X$%of2lv27D8lSHc?eWq1?+^YrM#kNRm~$@q=3a>j z2q#q%UiD8+%SvyBoYuJ)dRP)Bg?Jq$1ebK_;S2g50>@ zvBcIsE4}^gFgE0GKY(7Sl#bU#WFD*RDe?#QcH50gVfoA0na1u07Pi_gZ)n3FvM55O zw1PbzCJDVB$%RsulEsgGX@bC2KkRgDI!DRCU2vZ?ZWtAE%j4A|muU|?Iw>DINL5WO z01#jbOG@tT51a&4^IYEOx4U!w{nU2-{CIa6dG*VSyp`7w^oo!zWGHl@aW7UIt{dQR zp#UQc%VhjB0_NnNZD*$DmxAY02YBegu3GKZw#{r?+UwVxR#O91rzNh3-aexH#yPoB_dQb~J;TaO%H{3h%g$aja~B zOfdxm&L|7B{hD#FYdFN3KLP%IpFW^AIMA}guZ{ArMu~b|tyMLzpdJXI5wJ>_nH5|= z%f^s}PoQoh(aut>|I&It_1%FSQ;`{wGD0*GNny3q3BZxZ#7HOiZAG%SbLAQd+l5*f zfY8X1BBD~qzzJY_pi#nG@_F@dp0XJioW)DGM$;ZeMAQa3wG{vIgpKBgiLs3o#gaPc z#8`%_ZO)@@-)gYWbx)M-sf&;}BcKbTkgQRG8P66aWznhb+sW~Z!BrOMzV~);U|(2V zoSc|gBSfhDkEFFxmynPUmz0EeNPlgkODhvkq(dN2Da89#rXx+!KNn~FY#P*haNuM& zW-!y>-mNjLdNTcOO|!|;fXu(v<`mc!nT4$%pj=&!QcYQ8P(HNRyqQ~tT1`qNcb-87 z_AVAp`GciJV9nHV)XQ8`^Xb}Y(wgZ1S;K`M3{VYo`2L5$`=lFbuE81?5tD59`mR*1 zATBP>AA^){?Q_>XIcP1E(ighk8_MOd)N-WjVgM!Kis);3tqq=U{}5@+MrJz&A1NBi zObhq@dO6bUvwOOLcXP7++wJi;e-eroaJdQC268dzvB;6hSTEb~@@RrM%2x!gDR17XdKOo_fQBnehc;-%`+W38 zf)%^lr7bKf@;JEr`$5reYQ7dVOdy4TtTYs-gY|rT2O0)Ey zQlb|ETqQ93qmE|oQBmrb?B4{wINNv>ff--s@)#yS5|CaPmT#dHI*!v!_e8qQpv-e3 z^*=l1zXEXmFb0QY$d)q$OzN0BC}X&@CapnxWu<9C^~GixKQEiZLz<~>QE(uAdyRaY znQuELSZdk>ZEHFRBuc;+0FLij!dIohVg@Y?z3I*1L%^ebAD^zf-pHheo6+f%dB^wa z;C-Xz55EWJxe^tPXjYOs53Ud9P_a!Z0A0`l-*vKI4d~^ze0{j6_4U^w)7Ocx>1mhg zq@sL_*r#Ke=WyQIEBnw2A@GqlH|r1etr+Qc!C1NimlE=$6lF=1y4H1pDHQ##Sts_Q zYv+qVVn$GffW<#Et60G09%LyIw@Hj4*yRTYJJ?C{%HQG^=_{k5{)m*j}a4QSO z6w@+4(Xa=HnwirkhT$Rv(NTD@hFkm3!!{6EiIDJ{pbk=9hxYeb)ip6I3c z94avV?voNMC+jX89z{GSlZ9YN!W?>XC8;9>pfW3XjTS*_{af$0Ja|%5dKw$?Kyj}v z&|e*WM>;BhWk#dLVl$sSs7m#GI@qmsD04ei^Tq_V=Z7t_@+N^|DI>Uapk@bd{!73D z9JIK9B8w=W00y3?Pn#;6q;s(=(t%`_ib*U-#xvy)otOG< zznkv7c@G(5%R%zD2;#a=nIGyrm8k)_zL1~$xuRoI5rVU?rEK;~5#C4#F| zAs)W#T<`cDfp=VNn29~P&v?g{fF)LPs)DCK^F7I&1bp3KPn!Q~2P}FU(aqDFwdI3c z(@G}ZnWaW!L(b$XkoF2@3z1^AW%aZpG78dcgKNWY$&0tUPvneZ{*dF|(r#``K3d+u z<>i$!`ZyanrB7`epLoYb4tVuH0TU}|ULl}+0=a&_*;H4b_`I?_^!>g%EK*!U29adN zH>2uE{SIk519CB%nI)Ux?D{dJgtP_sb0mr^za`XzF3sam6jKeflEsX|Z=2F|1LvP2 z1c*;xatPh!olXy-r3Z6krN3<3{KHowtGnw5`RMJ>%)6#59FV@{NxNnb za`|N!V`T%#BJ0?JkvT)MB1juH_bYI}DE2KyFj%IvCNu^eW{p_>^LlWp-=)^F{Y*Qo zG)(CdbL6oEnAt5?+t=)ko@9juuvR6p;%P`xEeZCERUEK8E6ma`2u3(T`o^5vD#(!4 z!Pp0Q6q<5?ntGB|B94z16|E^+blph+8EWB>p~+#!vDs{^z_`aN083#D1AsyWKtf_(1c~WjT8Vf>D4$yB_5qY56LZJvjGz#hHvXjZgQ! z8D!rL8{;;TvGB>|PQc1b<&G!{gDHZp81`^9?~v5qR~N(k(R=rv^zsxf*y;ua2Yww; zrzST|c-=7-hwoyvNE`AXjb6IhO_S{(6#CL-!c27gC_w@g?#Kp{=KY#Q^a`u*5mjTT zWM29F?bilHWulm8vEKga`0Qf^%Snwd*Ho9r9{RKSneeW2({WGeAUThlu7XgSQsRqm zAiU&_q#@K)!Vt3jh5E~mgl6SCDIu)Efci!1*Tr14F=J7tA7v0-w#Q``10GB7cb*Rx z8m0ZAF%I!N>kHbb*DEz9@?aBkLu7QK(8nD@TZr9ETUZ7QuCu#Y(~;1fN~M|-Wr2IV z=9ldQXT}rttmOqSbOU=(S2l;+je{QE9T(nup#@k+X*aai0#1Vv&f3F}KmH3t05&+} zXmuJv@q*KQwX0#{y(4W%9h~bd(tdZ^=t_gr1W;NI%&fN5yBJF6RnQCl!gt z<2Ei(AQF&7Q6HX?hYtsd7@19^lgL&46Lb|fCQa0;Ex-K8n zGsn0@7ZE{D9j>9pH*jl>9_xw{|L& z455%_lfIF(nd|XJA0+khSAQ?=rVN9geQh8vDV%xIxw|;)4t9vSVh9kK=4{8`E+&gz zU$UDnZ4nrzSqfus$1duAz4c0PZa8N;8FPc?jjr?h?K+=u+x(&mqku<|$k*qj+1K@X z-a53?CC!wM|H=7k)gdU1)Ui z-+fLeBaT7>6QT2lVnbNpz{c$o==KvE>kqrO_rWlFKC_*P0MsSl`Ohn$#5d%3h5`sY zU59L#NT}I*Aq_tgI~MsI*@7ols+XPZuy>FsAzK1!~wC5>fIz+9i ziGa$e-=&S-T8s0@I7{VcAPPWQckZ4Rn9whu>J|=Bh6d)-rj=jeLHWY~L43%Hu9V3m zzTnCu`8m8K{2N|>NHaCRE&MG=h|Gu*x?OdLE9^g(^sT&R?ZJc7()=z>iQj&XD%$gW zel{~696yv3<@Dg*7lU7cJQ&-X6zBg}-$8Q2AI8^Wg}FC$bFTdsTVD^Ig4dmZ!#2yP zbeH#YEngvguSbZHg zW3E~iUfeQ$RgG;3)F$7wvOgP~=@o;PVjp?xC6Ht5k(%P`&lIEQqc9UKU%~Rxk4m%e z=W<$OnPV&Uy#{~)nFsLF3ad3MjV0L-6=k^C9_*@B{?eeGGCUwYm%$QuEnR$UM6XIpZK8`1RT_lkg z?pxgP9?ID?HS>iSLYx#Bn9Zg?;lrQZ9`Fz4`g&q)Po#QYBh$b_a(B9?>FJ(;_NF{! z6QT+Ju-zWAqD=v2H+`Mo^asGMm&$-ly%}oN%ZV~~Q3wWhn)paNrNX+$&g!b}RUl{b4({q_wk&@5`O z?kXQiaIw#jBpjmCpPMg#G?wB|sy}C#y=Nf!WbkD;;VGPPuvK;LH~DpaCjW`&N+f;ij9v9LK6lB7H5<@Vyv!o7kiE42)6JMcIH|-zAaGKXDf-wz&L|NE0 zn!rP&ssd&zuw>lMauL%R7AE}RB?@@i~iBQaZbyL z8>?sB3_uHgzhB$#U_dMhk2}07A1)B$rXI#o92HgjxEnS{?KOAGetMHw5)DtPG#pl| zyWAQt2RKotNEJ>KZbo++{WxLXa!|Tx6NM>qRxdA;m}8(n5{^;g6Z!5OJeUl0zJTED zc++m7B52W3H>L6bBOz_Z0{n?L;=kF^+!_O{bCPsJ;UAnc@9lmYX^(^D7E#-e}ob;ksOGTR))eU3Dwmg zw)ooF1N<6$olKphad3e!bn@=)J^Mq8;weke!%|P|FqAuk5eIUShsOyHDo@QG%&1|B zV+;oBD`}7{yI1yaRYE5wu>Z_}se57Gdm&8~r#x4|xa7A}U;$_k4O+vi?*G~AT&%&5 zQ^rTzl4xSwtGjutbkBvzE)uu3I-$mKWhyK|Mk}iy+V8sD} z3^obCY9CY&+TC=t-;UqA?@8l&s1Hr*J5DVr6BL7nesgS3?k8QYjwLZk;K3t1|(LKE8$9uV-Y`|OH~o+|Q#h=D zxtk<915MbGRP(tu-g`P_L#ZK#|w z`NlTb>_K2kSEi7FJjK1(t@eU;{%PhyEwj1Y4Kk}dk~ z(r1Ip4G#F{@6Qk5AO@g)ful03InQ;Mq(6-4FygY0l=)TSyC^CO@t6?)RY>norAjXe zW4gCBI(E$kd9Nu)OO}z;c)C64hyl)%YY{tIAN>o0m3u}?3X#N#1VW*eNK)YTPe>T- z`3Hn<_T9PG@HU+9jMUK|ia9`qh4HZL(`@n?(608l4Abfsqa7uB~)O0D?9_Dizc<#|5a5R(~tSmzYYaN zqE@LfD@NyBT|5LB+3Ggs&!dlkYzWj7YyEziTQ5V<3kcS^#dP@H{fGoYeqH_gh=9BQ z1}EUj5NdOPd`uR<{b8zz$yyX)7?-f_FfIjaWd2Q{N~oM7Y`iD}+%xL1tOqa=I@sRA z=H;$8)FGXbILpyX9xS5BuHMNM!bk6*bWbrWpS)C2b&lwOw3e{p5ir7+5;!0kGh&Ws zhM(P@o4!@i;s12y{`^C&|6-WKvQs&~O%>NKUZ7eHrYwtwFQUqr1(jjCH?y+wqx()6 zPw!YK_Po=#<246_tEz~VKu;84XPg-=*Ym*$M4w%><*bd*@aS5B+E5T>6SD@O@4eO~ zdrEmJq#~dbaJFXky=bpjBnlM~{pGKIjE_(G{0$8xQX=E@zr+bA>dC~5a7V-MkTWe& zQec|9YozhB>lo8s&!T+|vWhhHvdA{dj2j-e`Afb2;BOyL z(}e9<#_=5Sui4s8YHPrCM)u_hPK88S@8oT}J??4=@Ud0if6Bm*VgoXv5+yiHUzofy z*qY{?Q1MMRjg{=TNeB=Q&A$%)-O_|2V_5k>{H0T_~Nd{hZiMg|R0 z%m)3X=YSn#nLIf{B3W*wVbvC6%^-M;SvwgAaYvXLSR#CF54ae(%z zqP>RA4-v(Tn8Ul8Ya~_4OMre|qkako93>nuV@OctUuNCOxpG~kA<2DK1{Fyf1Axwg z`-MD{u0)Jf@P>pu@%D}UzU+O)aO?~R5Cq+e!g-W?Jg9*ZEV$kpTG88w{=En%r)f0R8JcA<;Nh%z4J?&+20Js%ArziDDnzgef~b)f6SJ1 zK*`a_ak3sQIT)`hk54O8r6h&-ZBptAul+PSOR^?-lettz5!EGM;brNPiZMv1`zb+T z`OO}^nbvTQuWKvv@03uONv_H#$A6@nJa$qb>H-m_P`=xml z9d*8%YB}8>Q73fu<0o6#6ayEbV$9*lugi)fC@%TKFS9}?09(9Ok$sWH{ozBq*H5!! z)*_GyrL64V1oj3bam(iZ$uP89`4&9TefhTM9GQplR6>FLqz@aa1qZ6Vg!_f6S47-d zWuco;lw=2Jn?P7q6PGRIa+VO=KZ%V|;2J!umQu=9feYX1nEunExt(We-y`{rPtecG zVQ8`>u5To-1|4l)f`(jD1NSFrViz0~kL_ScJrq6%^aFyqbkl``LJ(V;jwSZr1>fzx zr-y*O4at8Vcj|lEy@ruO|5^@KqjLqj|2;t8im?f*%IPwBNlIy3_jaoVWO)SWw%=XGqdGg>Pu<*Q>IAHIz>gT9EIk=ovMu?aTFL(izH`jk;thk@gn^7N1Q9~)R*b*g z9{UicJG)R0um<&f`nHRX*YpirzrG~%a89fi`2+naV;5p=8YJ;I6%5cR7)B*yiPF|| z%t`P_yMe^7+N?t{Ug*X>l@S7k0Sa5u7}f|?AsV&${uIdr(R2=zLC3g$!CYM=M0f~# z8rs2Fq&3iUlwm5UxE8B>`=Vg%Zz^nJ+eE0Qt{2u*3zI zu=(}SmKY-6W}*FFfH2S4;7N0ty;jiXa5RRy9S(dhU*jFUqSs?Sl=HZ^Mrr2t`g!_m z+ql(L6k>*ZlvHj75HEFAY&9o9Qb-**VK9WuAOc?TKasW$P!Oc!%j=x0pJ0?11JS9FAqzE3FaS_72Q*3WDZ55`!pw+?G+PLUEI6<9Hiq4^}oyn(H=gzli zMu*J{RxIvBXtp^z1e9p}mYeL9+fA2Zj52-LJmVXX893-s*oD}^zZv+!P+vZyKsA{; zOO5sin)JE4q>Ts!BnujBrd1wQmEa!-jG1x-oX#K=37S_#Y4nvg2))if8-u_MwzI4a z-sc!3I^JZLAHmDfz8Ya|$)hK!Zf!?Bm3f~p;ET6VbR(sv#Jt(iFU5>!rX%(&w?gTC zM;Mfw*<*OM%48kFQdm7#d|e9JHK~h3vsGtt!t{Rse6=!8nNIqvH9Q-Lt@(>Uag$N$ z3TVJIq!TS@(f)J1f}})*m8MYOu|bkU=LMgATAa zsT4?F0;2x_`djvv_g58)`wlI9*_K|e#1;ZrA9LEK zx`3rmc=F>KB>o7RxADKUXcc$Ctry*W-%&jusbB6ur(xJ5ftmArA8mt?vxLC9-bS!D z{vkjGBQM_G3_%he-icFEGxL@uOaksM7bARV6SgFPH94IYp5lQc!+C87t`uj=RLmI` zRpqFHnL;;sA_cDTrnjq;&)aZad0oJ3ucSO)R#52bPrG~wd_sC@QY?0Oysh4GMS_H( zu{QXc+kfxBOG_kx4l;O(OU1+Y=~_Lk1ro7_k#1C!mai4H|8ChSbMFFGNDXx5_je+i zU_YyZB|a4LAb#!o(Eklb!atrH6qZ$|+wTG0bcDHTKM#j z_0!h(?wU3(IfX1e3W$Hwb#A0g67?~yG64WYY(TAhKF;7W`^8uOV6+r&Zv?h z%H=L*1VvZ4>O*0<2QU~y`<`f8j_z?0NEmhE011qyDp#w%nu9MmZ+`M$6?$j49Z!uCmAY zyVi=OO+SzKni#2Y)#k~_aY*mOfHXC^4qkx1uu;#V`_BWU7fNNjlTR14CDeO+>_jcKHO?qsnPL3AqxIs5Vg2K{%Fl^wKkb zg&m`C|67$)f;&qQL#*q7v+xp9Hfkn#$y081vcjKmZ8@zxwIBzlQinuG%1KAp#8y3* zDJo9AyRKjLZF+=0i80O(4iS}cspCim0Qw7wA-V6AJWaq7^>Cn`CYzJ!wFKx%TwYy8M(92^x;V>LsQ(%GIDVrYLq6AvD>D`Yqjzx{5D7n8+gMUBGX$&{TaPtm<&u%u~=g!K!7~G$$+^gfNAO5g;z^*oQ**@ zAr|5xPDx!z?*dzr2!X8+?~Pi|D}p4?_M*|it3f>925xueMH!&|W{_o=cCgL=JOQ)~ zy)-qTakOIt#~y*fD1C48RuA%-HlFT}WsQs|fZ96H?h=&adspT~uowyUpa7(kNuc!x z5J{!197ApIF$>X2XO|UdTf;UFW~C43w&}{)$A#OPXSK-FUA~dHL@m-#L;S8+I_zC|PMz*jnGI3cB8veY{ zp8`YK(|)WOcgy?9xY$2!*+7hSzWSwdI_T#p{YJqFekzr?_Z+>%l$L%eN`@kQMY^U6 z#tt}Ob+X>;{CN3$GeLnJ#q)7ema>0JMLb#u*kd>(%s!v%<sLj8?0)KUNG4Ty#gbaWO@hVsE1oazG_m+OXlsjK3dUFq*74-!5QNfUFV0m(_=D{)n3J{ICzhDeEg<$NkcT^8I5q z9akh|m`Gv|CvOa#`|%CGPaB2rCt>0EL4t-v4h8HU^(PI=eutx-99l4aMmvZNK?^yL z5GPKFSyxM){vcupz%dB8F z{iae>DA4fM(AelfDV#M{TGPl#b0z|$yT#0u5KT_{(;@O1WG_E?NbTpj^5upoy+$U# z>Pw*zGxF8l<mTwMwY)hUYu%^S&sfAu&Q0Vh zcf6b@WXEr2=Ud(e=_Oh=AaX7tMs#HhW3zlpWr;BGdi!1uwzm3vZ*A!Y0+{8K?c&;y zk>587qxupuevW4ux7kx;ylOV=Gw@&0z9P`b=qLh6Q(K#cqvkxd>f1LQTA3)-We#R$ z6nT01Nh6~X+Ou}NKNZy>MUKWm@ebDVigzR0C#S1{StHKWTr>U)Eu$eSFZ`(zM6T&+V3QxpF9raT}ar+&2bCO z&}62I6!7}z@u?Q-V7BTjudVhqa5_(I|8L{gc8~Ko>|C)T%-ZR#!izvV zp;R$lvX`i$TKiZ2s~sP*<}h)+xsf-8UD^SRPUJq{y7W=&eEFXew_ne_wFX=f$o`v( z{!H*$S~c5asX2&7!L}6lBPv1W#S9zAgcwugliL~lqeqEBNIKq>2_`>l8HkR|KUn9U z(DVL?BCH_`KK)YP(W9ue^|R4~-)4Hd%v4j8_%I9YxwE!F!(BNk9BrFaZ*deMuL zQp6p*?bD$Y(D8J4eH^>!*hTL5e80-&eqvICq3G)?#@>0eais4WRWLix;#IX?_Q41| zhg<6IL=E5E)|M*C6mKH=WER^k=Jx93a1naXU+VBGgR4znaROf*rar)Iu)HXew3vsi z_Rm@()hiVY82_t2SH)!yf*XIC_>gVw_N!Ua-MK9P$T128bRw*;53~*O4aO*c49(KG z(OrELo}A~MGC$fF*H}_1*a$DDWAm`l(RT->VEPckYpZ=|P!J+{9}UqgB}6ZVvh?+$>QJP&!yJVL4f<{nbz)|Bd*3auj_zHy>GlQuo68sZdtG zF{oGNU82+5!;;oTXH|j#8i6H_2Lx~b8HKtsJS@8Q5btVC0npxalefvfy2&m&D83nJ zBX{GJ9f3Vm%x-frSLF`kNGl6(0et%}bGYuK{dbGaps3l)x-fBnL(L!Yifq(}w$0aQL{bp2pn{*aBCby(oX7hhiAW`IiIM|WQBpN?bC)IlP@bPjf zK-Z~T6?9U~F?|PFb%WhKHH0qvJjWnxoT!)_ODGQ_E>yY88cVxBXvgmUrT4@?TJSVE zhy;4WL9{iOA{D-7iYz8=r>OS+6?*A#WIw(`MFVP_5t~roI4h25R$b!4km1&!u=;V0 zIe3xiG^|GIFIsL!TzPR-J~_Ahcn7UsF(AJvCVQ(e;uOj$B(~cH7ZPrLfOhquzWK}B zFy>IS8&^iB+O`gp@L+& z;ZN{qzGk-bkdq!2d*QO{Hy^nY(9OpEAlqDY;uK{U72qksm$aR}YcDSSfVz``dg?Sd z<1V(&d^;XY*!@v;)tUlGqC09n#xWS)s9P=U5YlUk)Solm81uo&@zlQOTUq!-RL_W^ zj;HLIRnz&2;pAaa&UK{OnKqL|7!&$YhXhxPHITcu%p8c6?M^dt{Z_kC>mE0L*;e_# zyiQ6`81t>H*p*=Sq~kz;19nN+B59WJ@n8A^r|VH?nz{V}c?9UFSg)=uM4^NvflZb1 zoB*lnqzV=GaNoji+iY%!H8Kji;l>a3#Th_-IsxVyWC;1b+jf?IHh;7)M2 zAVC5oxVvj`YaD{RJAvR3+?rdQbN(^zLyu10x{9j3*P3h2Z`1C1h0|wi=jy(~tZMic zp3Q6uA$Rz51JgUT*4b)7oF$6JR5-57 z9^(_Ms$E9qQF*G;iE0*?*l`G3OvYrIu@>c7oO7ph_V&FT|9FsN(~bj5;cF3k)8pn> zCjbL8U{3GdPUCbrnGkdVjLRoE28DW}Zvi1V6_!x`zNHhT5R(WPE3A%JbU!o@BX2tu zjc*dV4LgHwoy{p3K+cjNR!&!?({^5-L)Tzfc^kFdpTSENjjYTvN!kfWde z>^=%1?EkTN`vU$~(4TI0uVZ_6)vc#xo^I1{2GRJszf*I74h#B$Tw=3;i~QXd*(xAC zNC52;A0j(=AAXd`I=w0~z6oK8dJGE>>;uxE?Ha!;2%r`GO0!(Tuhj%XiH~N_C z&(Sm7ujKVG8z(I{&ggPchL?`Lfsd67?yYK9!(bupQ;$}lm*3MNI+ z@DX5!;!Hu3K$&*<+9cKhZtT=tNj^|}xK!C#qz+#&Fu@A48^~Jvr-64r%L@Ajo{;7> zQ!`WQSYzuZuv_cCMzYd^d?{T8w0tm^Jl+d?tTl)=LWK>?zKuL185>-cqN0ZN?{nKgH&o|& z;e^+R@Oxu9HSH|owbZgtK;95+sDa^eIpm=+ozB_|RokSsQ>JY+u&f|DKx~St+M!d9 z76UC5^iG#(<~K~hft2!5gJI&&U^%4^`yfC@Aif$O4b4UnkcMN6)Oo1FEz@PfeG`vM zgSs&*#PBWM*Q!&sCTi)x*@?NW$=5$%*F?N)Hy`E~XbSKR)!&MIHJ@5^rf%V{OoP|j zLMhm`>$MsYf3`=xlP>nr%sG5_D2us=38N&cmub9lh;>OoHF-C(?Qy`IafOvYPv-bT z)L(J#AYojgCmymc(}v-S)I{|Ya8qEC|Cor2BK8l^|GZf#bG^)Y4c|CFH6#QRc-1_ zWYw_;e>K(lvCT%nILhh74n2%+->%WQ!W=a~JMGzpOH?|M!~*KtUM|!pIoUGjblbg} zjUuPUnW>rJ2Ib$q-@I+aZ_I*^p?(!8$QRP4yG%xGJ}8~aHOuF7IVU23fKqI$nFjew zyXhaU@`T9jgfCUudAI(vU+JT}bxPZh%i9zsD6oTs34v=h3jS=Qp{jri;{7 zjh;NF2v~yN3~7KRWl6MEPTw9oj7mzUe#Vqc1Mx>y(4Pix_}ib33%Vsd1(qtrA+ee< z<8ajy0(^)qqTAe&m^6BD^aux5o@*hYBkrKCsr8aUvju{{WL$97^!7C!`VlF+QGUYZv+^Sk5IYP3FkRO>rH%h` z=mBh2f_d}1or^>RfWuI_C(K7j{o1lM3h>BmJc>-bW&KPkrb09$y6(R*lbSGrSbgAA zA-F5pg6&62nca%?Vr2M>MZSw7->)m6DsaJ=J6?zY z0`1l2t8$|d1`kjCj4-bc1_H6-k z9aR=eZfg&$U@Hnf<TAe3)3%Q>DO%Eu27F&s1Q3QRgSqYSu+Qn#sx?fS)lL=8 z^$!qfYNkOCVCYz z%LME-nTG)fv2~ridte>sK?)2kZ>=RccuLG{Cumf^9N6oLoXOgtSY&I&M)OF(FXv7= zJg1C6*Xt~2(c#i&8zgBAH4um}xEU=bJ@$?6xxrjuVuK&6qMK#tP4C{yD7X*Ip+G#8 zhhjK=0-R9+#lJRIdm1vj6E&=S5Gl{2V2GO12>i+`dR8k^`fBQEj?0 zgl9eULXncUF(1sRA@CF&=X>H-EEL1t8Ypx4DjW?lz(fDW?-iRvt=rAjv{U?Nd;Vzz zH~rRzXEc?MlA@8G>r~^Ex>~TBbe(hNf#j%^UpRZcg<{fi4Z~L+dV(S`6e+Ym!A|AU zgE3+?42zHR?m4gZ&C8Pd3h|6qTb9v|Ft&11DQz!k1sh@@feES9ch{*KF+d+XTuA>f znq}hW$Uc;SNQ;Y9&WQ&X$r2l|8fj+D3u^6B`Pnamsh_c3u8gQlo2;WzOUu+ZSunZn zVIJTh9BmL|J5LGIvPG|E*zhIm(D`?F{o{2)@zq60WO&7GL1s5);wUOL0-C8)isL8p z$sxUFkC!l<%aLqk(Yn-h3mG^4Lgrt=gURR}?N{_0>)yCxB}3W5?>P48P`S^$o{G`L z>jzLNbwG?!@~vla11fbDQE-91USYs`nM=ZrQozYu3FP~346b&*S$iEA?w?uk=W7JK z!dO5Q?@g6eWX~i~UPO4+lV(U^J^ld`+0)2r z7{2ZBDfPKlRr-Q~)~t~Iv_~r0G(e^Ux5hhaDzQZ7(A)6mWqFmk z(y1?feiUO-q?_;^&spcj5=5ULQY>WAdPdsCdV9kx=a|PP*5su2Y_q+2{_=O?x&ZY@ zsh>rH%qNWLq%Cy~Djwd5jzGOj+(Kg)ICT`@3Wql6-W@UrTftH019MHl8{kg!1xT9r zKmr(qfV6fe^vp>nlaMX) zH2IWnbkfRxV}TznU&>hidB_`uU`%{hFA)1O(?=Z???Gn1vYk?AA##m z>jUSFAru5;ucEI-A=6Uxki+h?n)RLQFssHbV0#w02`X=)22*2hkh+ zJs-~S8KVCRC8DZ<7>$_{dc%+pu)y0(6R6hQ;B&>>7)yer@fpt&%7>efQMM z?-T?0h}c8Q;5#To2&Cq{TY`l;%26`{%aPK9D=a@^f3(e51$r!#QY0Gn>1F2(<$R=Z zxHBVqXhQQafen@)<{1qiT)u4hQRY7MVG_HAqVZO$cA6-fyYPMY(V{X~ZRT*udCSd{ z@hab4jjn;_ZQ<2FKq+8P?FC+8!{xe`tY66qM_bEdKIex9r-C9`NcC*7O~-Atahd01 zy1yx|7Fj^gX2UM9fHLjX^2PqCMu_T)aCGEMX$JdbqT(zv^inGUGK-a?VKIXfU=Ro= z(?%$2gz>hxF*@(gS@!}RF2EY_22eK0F*?}~P#CWq`Ddo32Xz~Bp%P>!!~^oLGi1uZ z@5PP95pq63IgN`HAeawgbAp7oBGKqgFY82C4y22kc8I@KYQP20nezgsbJb6H3A>Ez z{kj<{^^P4_1`^P~!%s(TM@1dKR>$;D=x8$_!se-~dCc;0r*{qXlNm%H0+-37RL}8X z$_)s7K@~FP53`sa8}w#BJ#f|bho0?R+Wr`(u7uEFDAFwIH17%q&9Z{N8qpihPUb)v z3k`npOH=hndcA}Yc;#{HavtHM8yyq;9K^*EtFrEEbx@Hv9D+~qzm_PfZiN9}Tll~i zV;Fn`%BUJ(wXOTx-1p`9SRxP5AO=y#P;ET`L4KHQ9{^aiYwL`@K%I-dO=q0sBk z7c~_UXV~JSOZ+-6&+F3qAa#R2-~xn?sh^5WQX49p}{F)RGpGgfLV_8F%ohY?bSoPY>;x>EMSICRi4ct_OHo%i9-4jb|7h z{r^#{G9c(2Ux%-Nc8T8X>$q(b`-J+9VBME064nf z8rix^+jCBvyQLwU6g-;k<=6bv^~C?AUmKWv&Hiv$`{1R=$&XWGXKwOb zt)~(sVo<)9hB&?|V+Vg`DrBIdT7V-KKLZQ5pO)o*xp3b_*!o$64tJ_y&o}^sRP*3Y zPJzQ&SG!B>#IgxExq%wD{p_K}x_i+M;&(WV!*1%#+3XqNX7g1}p((d) zo~&`#4Mf^R3(71$RkXB)KFfeGkyg8#>W;*h8-IfMoQW~Fh%Iwv5J<&%7xo`xjYxPt zp1DV0n5c9I$^!OK(+Xr?l5wN8sZ3<>(J zu5VRUhCx79K~H43Ou3@#vEQlvBgO)`sHvgx3ZL%Fw(kk=ySf})=reTf0^i9;MTkJi zf%R%&iUaCP#<`KU3iKh`-MKRr6d`=)ADBX1@9B^RJ*qYXMmG7c^PxOH=r>wA6Vi>6 z|NT+dNDv4RiVKABPc7WQ9MZ%x2m|3Z7FZCTT2Xw*kSHrh-nAwUsTRUM!G!E|Q2sCr z7wBMxyR^d!eNDt8+_raOlU*;U(Mex(aDZsXlMSlG_~<<}fvI?E+KW}1pR&v+O})Dof^ zCT-|GW;f06tf<9m0x*yzHTaa;Zo?{%{xhtRC*j~t;*Vw0&hxe_Gd?Xl{h^7P?t%J$ z-h=-pf}+)gy$v$`#Zc4{tU@!ssOTI=BO>s~g-jAS8Jc`?8lL~#ffNm5CCVnz+$~vL zqI$rU=k$j%sZx#9C2KB#hDbl-4Xfh@g5LW5meVT3`&|Y7=@l$UYLkV+Io=1oTY4WQ zT3b!N)r*sor#@Z$X-P_wR6^QJE}c?mOU@59UC8dQ5Apka0!icWd37B3ji9-7IO=6@ zQU&Yi9YX5ew&SVmk@t$!9cJ5-Kvup_AO}gz1BZPtGO`|un$KBBuMHRHNoh_I;R-rF z>yx0`Y5A=J#qk0XdCgo73^PF4$n@fwy2CXAFN1?F!3zh$$?&g@l)W}aEFLVfqZ`e=5&`VV%c+B$%E`08FrB4Y;}di7i$96r z|DSdV_4Gmd_M%Ape6P2jpyX=EC4`X?P$_O6X{Vs_QOsOHR;oD8dbwa24L?tj-@ATK zHZy%SLZ%u*3$s1RXC?$O_}v_3U;go` zHCjYH4(1a!-Cw=y+vR4JkP5GW7Oe0vQ#>Oaa8N-1Y4Y(9TeD5z)Dn1f$?bEZE4#Z% zumAKr(Qca{q!PNkySSn=IhO?+fxHxLd--gzFJ7Lq?9{BUomQD4;{@lpLftwTeoJnnA#C&INE9Rv$#=FL;ruRm;8A~zx;dp(#|Xu-0?l|@$BX&|X2tcmB2?1XSD~IvSc2Smgg+ZWrQGoUce$JDVuq)RmJV zk-lH?!9&elJxA#Hfgk?WEY`<;V_*G1R-sX~l$;4$6=sV!BRHNBoNJyT)H}f9TAm~c zi^WH0J9!=Jd1OeIs=>v#H|-{Ks%CNC!|O!&?R}sqbXu7`c`#Q<)tw|3m{5Gr`^JY! zt$wD);1}T=oQs?61b{|;Qb>N34jdyQavsY$h!s1MMsk>C1p}6xay7;Imnc^8(i+*m z;~Gu}yQ5hI2{*T4(f3edhQzhaIj^zhHQapIYiEu_lKSK!h*+7FX2V!mL_>i60g1Xk zgG-rqG5c&Se6CF4ow4vhp8h}c*vqSZsS8lD#b-HvI6qx1e)LRwGaD^$SS$8at0nh3HhM#HI~2pcNKx=9e(vcPvzGnBF2GcK$M90JaDL(gq(9 zMH-p;KAk#K{u$#`yPFvmAG%eTEjyuLEEe&n4C96hFtBK4GdM3#At?B^n%hUj6J(psHbPJSeF9lC%pIdtL+cXOt*7wh;O3o@`x z3Duv!MToB?Eu@`(`Q`A^)%Z@dPIe6|;$5aO3_SN?aG?-nRpids>g-$lSp>uZ* z==A-sCx7Kvx00p#C)Pfc*mkrx*wM_aD=F)J7^6c6GIAVur-p5-qdWZAxAcH|ZmK+O zBBc8dXI3C;0|mHK!HxXXdP=x5G~a>v$9Ep@`uOHew$i8W=IQGw`B+sj$B$d9G8WYS z#Efs54_5#QW^LjM6HC(CTI`mkId?nDGo-(Zbb35Zkbs-5E3$3T=*|w)Rvro>{8RF< zOr0z8ineASZ{o@hlrY;xErkoA+={zMQt~ogW z1ep&%jcx?xeGgdvT&t3WJYf;7Bb9LR9;kg$S5)&?(k9Zz|N35y%LzPKXfpdDc9i&m zH=xIuv8Y_3`$E)&7Hv~#3$J*nJQB|fB`h~G=F(y zz0#Sa#8t0FQBqWCzNaTh4w{GUqR~%g{_I3;aO~hH+{HWs$Y3|o?oZb?Mwe&b+|~t1 zvp5%-AQtuML4q3u?1w>kHx4&m{^!Rn0jD?g0X2m0BIIiuY)hKA&4;ndCRFU$g%Bv& zjc7~KjkB4}&ImlqpHP#lrar!Ue5h|kLvI$eUa0Y8$&WN>CZQ2NG$sc(?G;W~esepA zpJ@GdXb|+Hp5-hh{`iVCH61U(RVxz(?r52 z8g5aA59{@1R(H5g_fmC;8-zLcmr681VB1H?bKZKNn9B&W?qavz5ldfh`1s?mFQ*Q* zJ@dh$&)qdHyCi~X4vzT=(LV*lU^3KPPe;~y(8B)e0bM`MU%lE$>aYbZ($+J9^Vx)7 z5vH-s=?%{s(0P%~V7Kt31s*GR8DhQ$qO#pVj`8xJ9=UY5N8IhD3|^SBA~u244Wk{>j+yN!C5>0#LnABS{~crb!UYsM)oXbiN! zxM1$6%)_S^_V;Q)5wh5^;**+ZhNsbvbv3jWo4@|hh9e|!eDkbUzSzD|FXMSysrGR? z3m#-`?Xvr4ygS#~r1(AKTy%zjFZLhkJ6DkKaen_dmh!q*MIq-A}pzc)l{FBDtto^O<7XbeaSTU}K_+z7gK z@$h`e`*PdwIFzNN3kE_Qf8*)vElTwVTFTk)8U)qU={;$f3KktuK?)5Yz>-HT<6GCC z{tYki=m=DnQ#h%?hM^03EsAv?9CW{u0cQMf1l7b*>ox~FCru@9;f9t*e;!A9FT_ow zNB&~t%S96x%8Qw&lcxX_Y9Qh`@HUCOf>d({rf7R^6SZOqTISHc<~UWeARR7*(N9_? zv^cG({vfaH`|rq7@4}W`h>E)8gpF7&2uSE9+<&8a6OUkdWK#j<$Q}ayCzi$-tV5?>YoH`*C<*wx}Se84<#d)x*(%w z6Lslo+q-uJfW5Ove@M2}NSmt;u*dz~nZ3Lyua6|VN_Tm`liB0{l5cT5%GkmEWjbg# zNHj+n6QkyzQ|1Ut5ByikACyppp~E*?Ab^~R>-V|naS-cQ#N|qZ&>L)%@!$$Ct8zz) z$#9%e1TUV%OrW*kTkLmVXrN8%OU!ccdZs*10W~6Sx~L3QS?^rrTq(8e`a?lK|A|U0 ziotg!{sq)7t^SIb5BQ?*a8r%udr`mWb?#-o<4yrB={Au3MBY&uB#9kk1gEav$&rot zYD2fDz&Omzp)IhQZJw(0-wYzf!DKf*Batati3!!{YKe#Bra}w zP0q0cTK6V18Uzr-%E4jfzFk1?MAfLO15cilYoe!=QDO!3w+s3srQZz!x*RUx*=|uB zU7L@kwzkq9Ikbo!k@_2tGVLD9uyH&s)af3{qWrUy!*|H0tzXZwF>Z6K(@d{(#ig+B z7YPtTvumvF2Y}(8dKNhr4=u<%v$`pwPALsqBYnJPfjts5UG{zhnBm2qkT}iZ;^uk5 zq|eTV&Wv<%2kY^PLUiQuj-^rDho47{r!E3thqx&CEidODKO6afl2fzjWP`G`oRa^M zZQCo#D*hdV^3gKi_6wO~?fe#jCtdlN<$x=kGA;mkK1Q1#)Ahb(d;frlPI%r*Pd*>f zHPuND=Dd+QlOy*+XLnD~mb!80h2CVH6_zp1jzF|2Bz})vu0$yzPlrqw6ZGfG5Odwe zdLs}4`$JRj4;_R&VH~oX-P{)|<6WygoYSiX;r%~e#<#KM$kZ2Ny~hA(Al+uaW~VVy zOiM2@2XoyuSF712Kd%TTzH)*0qHP>4_#By!^%hp_6gX^I4b44&*9cD427h zqfO4(LfqHVPEZPq-7TbCCTSr%<~Ph$f;wgQJ5s*ttClETV_O-}P*&z2Zo6AMH~-D9P}{-j2(0uVkE2{VD3s4#rUa^ zY+KUAkAAj7ycGTIE%luFb^7OU0u;^t!Xy7;l}0SM7$m0vVA8nEpL0w>PA zON>>Z$i2YUP~B5Ln_BlMCt_|M+>f(-ergZgH9sCoHRhv`HZOs?KpYWZFV0!hM9w|jFCTykshokUY`O*CWj1h8w{D>U1Kr z`Yv} zOb!nah#tz)(|q(qG0V4-gk~R{Zj6A^FDb^7z{~1t{FVop*5d+i@UCuyZ{n$>CE&zc zA>$T_8=mt6(R@62=v*(wv~>LxLAfjZ+<-ENoGctQCowXs;((gVmPW49{a!VgznWjX zCIxt9n|d-gQ8)cx6l;qLX_PRxPMkj&$J^sv^?R#;F0j&rEKAxHYG4e4yM$`k?7^ls zhuDfjuDF(y?VZ!U4uCgz>Wk7L-sAEj2Assz591!!5g)c-s z(5iN)!3s&QVYK`rU)ycyqyGyNnRzzG0uz7*0q#e7_2t6(jbIlEL)1(Pbb%6+e3CRB z>Tek!yVKF}K+v)>|5V41?&URabZ*Y@B7h5oel)q7WZunq+$=%fEcDB`nb95b*j7A&OC8#0`);gjo(AigL4 zo-z&Tm2caA?&T`y>+O|;j>}>MCKRm6$iyutKfX6P5W1PEc`T^rjyt+t&N)gFJJcRQD_E5f2NY#b65f+qnYAqo8Ne5XRpj3D;DlAnr2qMEM6eC6^GQM zq*xie9vhWkyTI)gn+Clg@dAB>Q5OP`TkTtKbk{NX6q+*1R9D;qFTLDXC+ZFho7$lv z0KMtc*@$4si;#*<%)xVm)A79)wKengJjPzY(4G-)i(&>!hzoT>CB-;kyXP0}?hk(=9s@A_S@#44JhQ&Q;CPb*O2yYNsBT(xKp4m80DH0f zCC=l{onWTTj=(;Nj>F+8hZ-HO5nN<^I3!E1%TG`NPcbwl2~A#USrKu4bIn8o4nP6i z4vU*WN|u^fkb26XfErmEz*+T@AR?ZZkpf`o!jW=?Iy;)@jIX#Vh_Teg!8?XyJ^^$RpI$C z*yc;_I_1+yU7>tuBV``gICE@3QEgModyon)PiA~RZV%iZ+&)TJO_Y51rteCrP1Tm# z3@~g8g+Q-r-FPi#iEuN#NA+L@;@n6v1jlp68?zohCI>&8jHr#5bV^u9gM#x zTP&ohWxBKU@gcs?Gux#$js@?q2`p zl-NCB5??NLnkqiR1PtT2Y&6fT>m15ZK@(o#e4odCPRFMMEe{2w(a_rDzJvZ8FRIUU z0nUKV_RW^v#@O~{kol>)FN_e`p{h{{D*QqYw!aQL{sJD5UTqAZ|rkcmDLwRlYp+&jNUP;p29HDfnB7(FM+ zBHZ%Wed?F0lt=00{I&82m_ypb-E&{ne#n9$w6$qi6N-z{Z8@pZTH`Gs1unRZ_!S?G zzPCRBr>?>FeYxTMU%S(9+rYliZrOZSmlNfAiJiL9I#`nj8`M1N1!!qYjHm+~95}6| zDCr_*@a*M9Xn4cDcMbYieE_Y+zz00pMRg>BAgF4O& zS_{L9tQ6pNk!nubn#w80R1+#VX%qP8C4}WwmMZB_jG+7@-`dBX9C~bt_yyP2pCZ>j zs5{mvJL{MU>6)r9segTSp&Z_E{UK*An5x&&S+KwbjfJ$l_fAl&0O+CW@$*q8KdeF1BehfX*|0>J?kk=(wVWX^lj#B58v) z{TkZt?|i^7g%k0b>7-uSo;Nz^^Ph1 z+2s{UP1$zp+^(!H)HL&~Evlae-u0en=3*klF=XvN+Z3C%GQNDT|J~y5Bka_&_u71< zYJAL30Cy(ndbg4+2@3jR2feZ$au$|ojWhDl)j^qmZ9+DWhaC+7KqMsg9wJGko`_Vm zwerm_%@A*nVxfxXG!e(ge{&}KR|$UEe~&A@t~`Q?|{5 z+u^C_3X@2QQ0#-E3UzF+xxOii(qI@r>%AOW!K6@1m`peuU8 z3Hz@=;s?OhfIt?L*|A@nH+lBdT6QhA`WfkEu72g)2fKTI@Y!LS8_rSmu%iZLc~@p@ z-jJQ6V45hd4GI~4zvV?9Dk&&36IfH~3o#DGO+d+f)pIR{ojeVQJG|GsiRj`C^e15j zf+N)|M0oHrg}O7hlp~iMibz=n&wv29!pNrC!Gr&!-^ha^`GL=VxLXDA_3bV*$?hDb zDA0J=rvZh{9B;E-x=4h;rYG=XF#|L`PHMgBrQdUkbL;em3M$w&!f-&fmuVf%(RfAH zd3u{WoZ4Qm?gJ_NjKyEm-li8w1B!xC?gtQL<FS=-B`N1K!!q9fuI7vlGyupxWk;$kCWsVLSZPT9&WmYITgiWXJ2v7z z*y7W>9;Mu@2Bnu!VQiVmGcoVKDJEXmp4~(IC2|bMH=psW-R%O^QZ>FH!yjDt^i}*; zWwDoa?I96gbxxL{CFlrVD9{e4g@&Oqe_IcG@HXwv`o!f=>2wvv_vhq?-M#cN7Kn{< z$m{1v$45OGyI7$KxhZK1%`3Qj>9c4SGL+`3i%KFFvti#y8%{w8`-JY++}@5ReLMF7 zVEXT-S!IixQt6vE{C~b1{U6%p&H;EFbh13i)U<;ZQrSZQ2kofQHG8E^oJ77iP7I)# z4gg^!_vTRm*LU6dP+U7vbR!a-ANih@$8;ZFoDfAB+{Tv3= ztV)VLRtsZk=M0(WN?u%Dt!mYwE!K1zy@G-1L-tTQ%}@wkP^H4ho}ClsIUNB}>83Dy zA$AD)$$B6);ICJ^sU=!~W$xPha*o!zekwC9sG+)9{S2pE?PR|piXk)8qgxh5|DvCu zU0aJt{*d(0`-#Q{u-U!I!tZ^5cX9{njb-y80-oT>4iS8#Ys8d+iqVV7NsMyG6h|d6 zcFvt9h7sl)RRC>KqRYEa=ab6FnZ&u?9{nNUhzVygYJY-|q4c}MUc5riU)ep+3_9+2 zzVRJbHq_cLe|S6U1vp(nOj-F0*=e6N(1ft+RT>oRmpPRGZ@SD(cCykX*{;^RTXV3| zMRW4d1K{vXJov!Jg(f5$-U!RQ5biy@IbRC?xV{?_{tk7E-b{=+8W)=?5H!Sc*${kv zN?q)f!fY%Nn`|?W6rGt%NcE#ehRH#&+=I88+?Csi#rLNTnQfUZwQJ=j1a-o*ajRjE znUv6z?e=qK#B1ZvozOm&odF6asCfLOD#I0To(ddLs<7zpDJ z^SQ2%`c2;ozw>~oxXaXFDUx0Q#1Nm^Lm**p=eW6LcIEd2sS%4V@g^w&xUYVKMdnH! zw^BO-o>%=iDqCMk9Kr63h7oy^5jz6}#$ofe1EXx+YwHTL0C4deZl#TG)hPg}xmr-? zsx}A*RyoX1>gt)xF)^cTv!dFmi^Km!EV=$!%Wq%AD=3yKTm`mPV>k;9G+4%74Qp^t zJW~ByjiT*RTzY0oGS<_TpMsQyE^WBJQ&6`dPNn9CMyP-#v_W3q~>2s-E=mP-{?VA~+sSReiEV0iBu zWsP%VR~-3Q^)rvTvNHaO=!-VTII9FK0{S`Rp4C;|RrOD~Is~3N+WA5VGPeZ_-ZmN~ zJ>k*bmYc9@voncZc-V;P)KK{XtgvmXZ*eUkIo}6owO5g?@-2OTVzS17ZCD+_Yx5V? zTbD?d9P!qP0XUe5ub4w4;|#gvMMICi`lL3!7j!Xj5Zh{38tZSA@*1bL~b@WEQ z)GkaQJ6l`ul@KYE`7nUhxIJAhX_@>V5TaTqn{_+7PW3|hL^UIGd$)!_?vHtV-dWMs zaCv*aM58w?@nY%RNl$M=p(P?2H0F2stPA0%QU-L8v09Y&W@h|&96ShIA}bQk!twlw z(|FBn2N=7bp&}J7c}1LrJhabc8roa!R4OfGck9?}=StnMsq$w&MP)>6#vFKv5_}yXe|d{7q@{PsR;KPYOoucbs3koCs0xpZ8VD&GtX%HvA2ig5o0ou)Au zR&lHF<4?6G>)_W2C$uO-k-V`cfWw%sA+N&;H0w?Hx-n%CyaPTUEQ~jxQ|k5J!z+%$ zO9Z@WtTNbY8JmB9MIBvg@QaV0Y|J%we@yXkmhul87-h=oM0*AVB|3{q6H<@ZX}4aXNGi1HK=J#BQe}9P83d z#weJiQ*rK>D>zZBh$bE$JY$xej4c&L580rC|o1* z4qCb(bE4th3OHC&(idhoAyRIZm9Tp`LJC%?^hxjO%}}Oz!i%-a=wWiaZA{tnl*{hP zHJD8+Jv3?bSa$uuqv|_^U6tfC*d;N#&V^bfTl1eGn21PFe#SV0Dx16|j|-ue$!uj2 ziIzzy;M)aIv3+RRqMyizG~S8sj9~kJqkUIc9M6d-oy_d)=qI_1EQ7RA9P!0YLbY4~ zKr$W=V)REXFOZuTGnZ_@_=8|Fd?GKR^r2EyQzO+1WK8?MqO|}!9~3Br(ggT-s<5xe z9cvs`ff;k+!RMPrHy{OSG&H3vQ(gHaf(-)B`!?GjOCuEa;X+11sRK51E?!>1 z^;ms;R>Wa06(f!9Z5BZ;L(KKV_CYE;!foER38r*u^UcWehU_QXS-&KWvvm9FcQzN3 z=x>^puC}SA65x9&23zu7sO^-auuV31-z#D#)^#@lyAa)H(1|g^2&B%W$6I2}4kScR zJkdV~n|-jjfd*kr-2dEB+VEsvx-~w^T_k0S1Rv`M^i27+=UvGn3vV-^WO|>U4Ymu$ zACarDF#b;5iTgZj#WF@0S80^5Xn+FVe1+Trr>YGC2h_z!Mq%UCXG$Pl7g0uR? zA2hF+W3wX@gEhe4D^vF6(^mQ)C+~q|r!Uoj1iT@1?dgmhcnHHL4#BgjVUX}0r-hX{ zu2;taQmTHq=%`%`5vxDb(ya$YSt+Us%gl&eiu>~f2&%K#RXMnc9dtG@07zB7!UXtf zlXM>U7oD=d1meR!);8uMG$zP$GJD-zy-OI&>7X_)a@2ndvbB!|lh7`$sTm^SO}&!669-un@Vj1ykr(fq>(37_wfp1)a+W{j~&gWU>_H5 zM`#+dpLU&v>YSpk+gy|CD7w@{ZS0rdMwEGlmCzI?0?{k`9&fV|;FFSzTbrP)X{?Sj zet*Re<8r*GflH$)Bk1K%^xX!{wB~|+rKoLJRak?|ZI#WP-Nisv;D_H;q;sS%fG^Ft z9%YpTkgla&*$*Yh|H0(*7XUw>+5c(h+ox9ye*gsDPodzmfGB^ha97Zz)=I>iXX zAb6x<5b(hP8}UpJhh$8oD7afg+tJd;WL^H3WyRw2$f#3IcI5IdD_Cx5IG5`mz*zV4 zzG7>0(*@SFJ0+5kjO4(+j(s2**3*asUtUZndAN1c+4RMZ8q)A!k|O;oaj5~jQm{P@70q(1~{ZOSHmuM3uN_mZC6?9#)8|Uc}@rw-w7`OKU zFM!%MYK_9rPpJ>lqTu(xegCAr{Y>BlTWZF?(ii_5s%xH-^4QLyf=OonwwsV!o_gWx z`Y*xmC3SOeKjFL#7<1WO!m5eogo*G0r|N*F7=Kak@~w7Nu3}wE%D%wTyD!!&u7ZN{ zHQ<>j>@3OOoMOQ_b^Y_7~B?@@B3`&$r3NQri(0S zKW}|C<=uLQ9MA}J2-_ZDNsBq_3!{QUNomdJ{yvvSt4t{=WjZ+G;1vuFHZDUeW7 zVa(&*P#Tn*jmX^a`+v24WmJ}3x9&p-2+|-8N{V!slyrl1gLHSdAkr-&-JQ~nw9?(( z-Cbw#?)N+A&)I+W82bkU2JqbLUURKAYh80*w%v@+f!&@iiLpkRLJa1BsS~`<4wAJ0 zH+&gI7Cz$x9d7{izBg+RcD?_#;`?qu0Ht_M$z2X+k2Cn%A9U}vQzLUVpQ{)oJY;b$ z{){-|@}@aaEG_ZRSrpml+VRzjAmtKDYz&`@u05kNG1dF}F($q>_u`o!Sq%fA$x4F# zs{DuFynYlpQt~^ymI!ugL#s3I^SO+zno5yX&t5vX|!0zNDPY84q0znuY7$NJ6L znB#BlP_E#;Cag$}Dl-i|X%R>tuSZpKA9QE$k#tUX2IHqbXGg@2{yu>R+kCZL^mx1m z$)$gxH#yo?jVRwMRE$}W32gO@^(_*G{K%~JExU~XWkiGI)pdAr@eobVY z6~}rV?o(K4+~n}&s_b-x*}pcCOhjZD(5%DP2{^**GqK2Q?XaR3y;M=dfYSFLDN1$^ zF|UNxvn2IDLjoK)1}<`2;w;tU^hzo$wlPy|`b0b5qw|Y9xLKK&ago@2)|IOB@NRn; za3uBP#`1{T@myeKAU!SWK!=8V#Sy%@4)?*-f{C`MWp>K=6_P)L39mnR^Vs5-!LA7M z{UrInN2P}3!+f3c1|;7(_`_tmuVadv0v6jK&K1#P!}IR>6X-JhiFf$&0aSxXvR*To z2d0)bN*_qlbwjD3O$Ve!4ho#ps~w07UQ!|y9#D4cVHXMCx7i7J2)zxvJlI*7p7<0H zU&SkK@43&xC%Y|Af|^%7M3J}H9j9Z6t$+z<1WzRQTB>pp;V^LGBLj3U6>XMPB{P8S zZDJvJ$5QY!9j$rD{O6qzSA>r}6$l(u?em2zO3eVY!bUsx({3n^>wNhm+{9VM_$sfD z4$UFA1v+yKi~K>MsFM^M@zNvb*aez!KElBaBzs5?WX(ZAq|?<%V+BnP0-c#hl-9B6 za7}U!`kxmz=@;9|f~3PSHSp9gY+!@Q6+e>cJl*Ig&+vDYEy@SmcExM3yg)Mls4k@z z`1zg?5nMC@B)Hi92Y7V=cK?I_XbEWu$-+Z{%r0mC01- zW#zSE7BKdk)`@$7)hhk3@>hWP&s>)ezT)D#aQZEQqX%48P?;1QM!r#>$oz>e^`#RO zySbBD8$W%t`3dpdB`#1*!kJv?Pq&x4`r4?1$HAsUy$D0QEH= zbPOShRF6C^34GgG16mVm9v`8R+0Lh9=(1~khM;Nt^wiEKi^0> zgvcr^h`yxDphc3ROZwhsabr5AV96zqq+>Hk0P{?sVDjn(ynzZ6m)W00b{1_4z2NDu zKzS)Cgf4$YWH?s))F52Z@hJcSg)lyzz6;#)`0vxL=j(fEHXpiGS)2$f)xAG1vw8Zu z<-#vVR41$yz5BEej@yIraiTN=4>R^V&;Ch&Z|ZpgPLyQ~eEk|?*dy+rW+WqLcfTsl zP2`C(Kb=W5ut7oYY30LYXIw1^8Yy0d%B$>-60yC3c}{|YPKD92@nN@{>>rxUZRE+q zM|R$rZ<&N!!--yuUm_dXzZ_`I&_OZEl;Sy{Ou$P zVcTJPD1>dnb@sz_37mFKX_2Xu;SVi4d89OVK57qV93k4R%zkF7gPALS>y7kj2eKq> zeqF!nXE$u_vL`)9w|9LJ0zMdZY$MdiqYwjxpySsln;(b3zqr0IAaEK|1azp)XWuqS z>A0XkAKz60CrrK>#Xq!<-(hKGpx=T9_q-u(NeF$;8VVh@rp_E<=dQvGZ@vK5^2@z5 zk)7^E!^L2+TJ6xkDZ3XH%z|vzVQXuiwQ~;Q!hazTUY-wJ>i0XK=@qQ*V3MI)HtvC` zm7^0bhM8!8A=Hk0`^9Xia5n3(ap0Thfe@FT2LgA|H!T~93PN9k*mr_=OigX{79SZ* z?q3+3br*^rdY&{_{2+Y)J0_~(PSzs@C5wDj$77TIX)B_I`YX7VU zv`i|@N%PD*CqztPrD5?0V@i|H4@Z-0XIW`$HoA|<^tDn~wp4R+Di;TeWXZQ`OX92D zWVOo!LO!VYBvg%D)yg^uOOJx+lpv5L+X&!D5F4xz-67Vg#(8=?P0!G%mj3|dRicOp zZ(JBcm9=A}3-BYajxZ&&l?KL>b{~QS@{tm@6?!R$1hxi5y045YPkKeWWc9xUA>tP- zHB55vm(GL-zt|!THn@xJ!{52=689>`uqQuBJ@fu2;O0_!VsglwD>a3JfgI-QUw8O= z_+J8Z7NQ_VrqFQOtulYzE&JjAs`hK0_4xVo zjzo}4VZ0P2eXsOX1;?|L8tmTa%#8zKj$ytZ&FSAl$ly~!)B0S2Lst^A*bk=K`lz6A{MqMdM2J*|PHpP3?aiM{~%K^7I zazf~GnD8eHzKzvA7WOa)CVLWR?zmHaETG~FT0T=v4MrO5Rb3e5DA8WA?CPLtRV7O6 z5ky>l{{qLWYs|z&=9SqxA!L0vEL7}2F9Z6UGr=$%PlMEVk&jNe751D`xPcMaLmNqy z7UaT|ywnStIN$YT5!@bN(GlQL>YIY1OG-E`_3v7EE1o)|1}Ua`;NnHEOS%#*I2&;3 zSoGQajZ}W>%V}1 zPcf9(dzlJIrtmRJe=Waqnhiuhk#X>OnFaW2ww=eN6RV49s&G?z2`L9*1+mUKF5e)v z%7+}i{P@x%lL+-Smci=p9)$bH@t}C8piEFsasIJ>TGQVH1*~a zrrMfWG@Qu$=2L_0y}hdvJI(Tmuo%H+1jVr*+Ea3*J4v1i@+b)R5ZRok_SwlFePvgu z@<#IU0uXRe2%|ptJhy;j&i1kSuqHYkyAO1w`2ZXuZ`H0r2L%{xWfJz+c=gxa75I0d zR5@3fu4+0;_g8A2wUZv=U^*0_knn9&o7l!C8e&F-^H{qnKF3tzKk$H(&jbK0Q0I7@ z<7$275Evnd=Eqvap=UkQYNyPtsdUqN_ZW)P;`RGZEp-t+Bq4Uszyl-0`4HOD$tuJB z8V_A=B)R6dy=CH^6s{kvUUG(EL@_&MAx%)W)7P*OR_l}CuDWG^r29ooPzGbYD6_U0 zRIdIr9*)s7BKbhJwMV)1eg6zA{3SUL{v3YukjvJQMb$~T<8%1chgd@^Sw3D}!OowZ zN1mSX)v8H@_9K{$3YZOgbZK=cY;;X2BrMNPm(GK2o695#lT5a&sH({Ih&vK^-a~V-`)`TL8ohNJ z{lTH`2n9?AIti~?M^0JDgHjQxLh!ql0w`tkFr6ET!o$PMXDk<*31w8Cn()tB67m`s zMjhf;zr@mSf5E=VQc6m&7`V_-&Ce+_iq4Niv2dw1IQJ1_i3}hMGDS0$7^liWrRTmO zl_qAy`|@siXz!8mw4!nEs+wo{1rw>06}TRRXOk!o`w_}Udg0wk!@KiHM3)c8C>tbN zqD?;Xs}y14y)nRHfY#5on5GhrO>3NwjYqAZP2y@zbnS0_C*Y!CkD9QhdeV?7Pfd;` zk-G|ZR;E1$fJ^?>sp3&g5!#XFXF;uN@Kh5Z!=s=Sk*!n1MhgrykSY}=q_R&Kh_RCJu*4wXz#=OZQ)vk5tHt_(4J1xx}o3t%&;9$PS?d$zGK zRmLnxTR<(_xAQ6{1^Zi#0$EAfZ#!(2isVs2uW`~mnTQFW($n4%{A9rZU?Y(7m|D$xlHl?cgm|T*d_dDnv<01VueB+-#(rE$i_rlSeVWp*q>t zH#~)BI2K%JmAqe@dTNWq%-fbFQUH~KmSyu1JnRb@N%n`-^IW^KT5RX<6J(5=>h?ss zL=)9|%xl`a8XFGo8Pc8@!rb<_ZPpoZQJUyTc*Z(0Y{_R%j|RsOU+XJdFK_%T2Dru>n}XHOcb^`sF+!6g}s zZf#4PD-BW-)l9E&9=^odi%aG13JBtT_A{&QnG5miL$ZJCp#Z6cvs~KqurZ=B|66*`v~kx5&F`Eu(0j zX%YRRc;a(-?@64o^9TZR&3J3y@HOR{4A9nZ|Tx!MI1p1k6zgNXRyxvDip1G37 z@L~FL?_gVhkt7f!Eg{`A@9JtW>|p<=?FE(ga>{wd?bgJz2lxRZt-U)F1B0q3p%Pfd zJot3>uFU11cz38O)wJW21Hr(>UucE~K&80b9Q!UF;9O|@Z(Q+_FK1&2x?Ko3Y50zqL8siiuBp1o8u~{o-1I3Zu9lFzv;Ui>jh@Ldii@;8F)!-Tto?TQ|55$$ha_0Y zMYtj1ehGU0{7S-Br{7*<-pMJYylziy|7<3}B-uDjJhJwu&J{=J{!*l>PBYW~eo<84 z`Ym(JdD7QijXkWc2o*!u!`%89geEW4LaIR%4Y^`gtcp^y#JvMVKlXnke49na*U#On zpTC3fPxCa65!`mVt1t-1yj z?(a6F^4sOzpdh=OGbT!xSGj4dL}f=_+Ae8rLw-7j2{7Msa-^6*Y;sOyi&B1sz2ML( zDTKbqo!PutTF#k)qVZ)r03-~g4cLF$sVu6y+TQywe|S0*p>E#OEThnDDaR;CN^YW` zJY1JYf1BA-qEq=;L1nkK%~NsdV!`Bcu2uZ7pwXmt&-^;AS&hT~M{2_0`Ax#K59t^; zG(WuPXtq0BvFNTs;}F5jZTib*BZ}Ze(e* z9$SSXpMA6BL_71Ss5I|W$FN?!jQS-T_^0@tGxWk~rWneJLVdPRk+aI@RTmhr=y>k{ zEjsSUlx2O`8{>S#$D*DEgF{gjdzImaL+U1Y7cV>2&dL1FXInVR#N6AEo2M|Pfpb3J zpgXC*7QH;ErOU^4{nDDiE$MJeXm6{C!Z|Eg;^#e#K~QRq&X+gs-vIf17J}24Z|LLJ zf#$tz#;U2#IhnWvzeH;{dpm#1FKI+lQ_22*#?X2$of7lRkja~#Ku5OvJh&`8cs|@2 zCdHepR&!A7-8m@S-58Ub=*_m7l~c|9MrvB(vtO5Yp-q-sFQ;iK7moR_0YM&D@Ew{f z%ZGVK+@T|PVn{-kDD%kSC6+Lhi?=gX>TXOQkV;D$;p0Oe= zr5$y55LAF2l5bJcvFD-N1HMpaseq;*VW3@L3K{rOdi_NNP1sTZI_ixQLK7Z}BuRD> z>E7Up-6H)s?hZX$NQ^HtX{u55AooDKC399q3A)X`m%mw>X`V!*1r~uI+R00*5Yli~ z1oXVImyHV%-QA+omNkbuC?hXSMNF%@dw3fTM#{T;D1OEcch~M%U)i7Z<=d3>Xs0c` z5XAb(t@4L0&x=2~G!X^kzTUxgVb| zRN@|L6t|Lxzp=8fbLj?Vu%~tK38zN89+?5BH7sX~7TJvXPoj{8ynR0Twp;zBY$T0r zWBV~{s63TkfB{RkuuJ4;G6Yh-w@~6}`t9~GPwUH6uJ==s9r337Nyfn3EY4oNKD(sx z(V59{2$>?$h-~CMQ&}1CPO!Wq&pIJ)+Ea8Y=j$)1}jF%yR z)&mjzsCO)n>gRIPG3Qx7zL!eQpUe;~#?_AODS0r2!eO~l`P1^6Q0vfp;}I|{1%bT} zg_ijH3?%b=B^1)w7L+j=KZ^u`gQm? z^~WcuQMMFPmcl->tmRP}l0WQiVJ`JaEe5 zw|8*E`3l0Tk>=qckIs`z31orKFrWS4OSIDT*j2x-kZ@$tu}Dy$1=O>B)RoT93@;K5iSc=R>m~SQZA^tuX3)o$P(PW6Q~H5fTy_$^%*ZhKCKsz&{w>0ZpDh$Foq6_+Q!_myt$l>D*#3o)c~UzGlL zz8;eTg4D^!-vPE#jFM>bn2e30QEcMm?|%F>s z@bC@tB>(->YoNKzwS*=v-Ta{!<+mfv;#$T|U}$;#v5EC4Aw3ZbOSQQVUS zkloKybdY&bC`LBGr&q9YT2`ZP-`~GVpFU;&`o-+_f%tn|Tz+=8Fb=&|6ge^p zpVq_e#n^O(ffHaovYM@uuxUC8JUu&8UlAHdG`g~VNBHzmre`Xc#UU1OI-e2J8Pnn!Y^zTzIW-@j4gtHRyr*Z=ymf7=*QGju z&C1#|U&MEPhe2+%dvlt0ch8kwcJtub26|43XIMobY%;h!QLG!3yiyOx!-IiT^y-HN z&wmv%kalvaj){#`R#wi*&fY{_d4X@Bd&4I)&&srIM{>Uc)78@jzmV|jBriPiWC%~D zu4Zq|O#L4V|*ujR_B2Z@mJqseoGICf+9%-?w%V zu))^uMz2}NE@taZ1QF&RgtCMieA`w6OOO|{FFk2_wO{@Um1Fcti4ENFNgHGfrUmsFK*5q5U@zNmlMMx(zUn>_p8bYIdPXR6--E^Y>7ao@a zPU$ou6r>{D0piDK(a&bs$MAh`?yrqzIX(npEee5cFRu8(VIi#t3wc9`;46@D(_Iko zH)L-G8nPb_K?s-$UsJ+g1-Hag9T%>=v#Kp}1U|F*UK@Aq?169)TaV9}2*c3!ja$11 z-e!6&KBk)Y1C>o7dI&t6wKuTpv&FA3x7A#LLd-!AqXr4QjQ1x1_JRN zK!ZR*AeMm;1PDZr1y%t3J?Sk38UmSq1@+HI>M+Dvu1hmjwY9D6C?JqGN-aZHJi5rB z>%}WJHny1Tu&`I5G~f~8%8KB&b=|P2uRNe*n(L80c4}{8rqX1h#mj?>5T&T^rM$Lw z3Ha}a`?H~%=3yts^LMQ0)ST{E__tVuyomIKyv*JCxw)d+jn2wi$-F~>1~1C-R##WY zOEfu(`b^~kijiOVOS)J_hTQLwtl{CjtxM>& z8%+17E4V!_E!&vBp%9Jwqw?iXmT1zDkqIH;&{yTp_VT!$W~X`_av2#J704v9?@ko` z0H8c&RaG3@! zvAUm|Dk~|eDOIq=(`n{<95qkzAI}^(?*a7sIlpXV;x`DczrDTv`A%M1VO5nv$ZnJux{SMayYxr*wzmW&Mezn!2m&SsMvLCsR^Y&9iB_5hd|Dk5(zs z$WgB}7ODHRSFBzss+cFM49ro>!=)xNE~5Z&GzyE0s~T9Pw3=KMVBlU2kLF12d3mn1 ze|5iFaH;mZu|Jrp6tkMEQP$B(E!C>WSdlELH0VLu*xItVI$W6jWfWSf(_9EV=RJU& zel*bWx={8y>B7-ybS`n;pU$W>8QLw#OZ`>8+Y7wNq|KqUGGGx+pB^9F*Q3Q)?bpSL zxa@^7c+J`U6KcI5+}CV5rNNAtx)ZJzJ%+NgvlC`#HJ+GQjQbhAZqF+Uh5P8V>V^%C zjBaekvIM{?u>Se;hhw4DZcP*u2gl@ZU*E$Opd#!ir=WOoP9Kkq$K1KTwRLCX@qu`( z+Cr7ZX7K}3Q3y&*e}mKBeQmQ&nO(h>@kpk~t4AH?q4Zz;&huOs{V`V`H~3I9M+5N z?Cd<=ot~a5X=@)msk+mGZ7~L1hPb4py;cT#dfEE=`sXKp{VtLRSkm&Fnm(lKg3059 zGf;8|j6a3MW18Ue2AU{Rg}EKCwb3;)HlD4KBaRd+QZ1Y83dPxQZroA8MS~cOhvBh| z*H~#f?T$-;Q>M}C-TYJmhW16Zlz5y2VFr2$3;sQD@il%K2J3j9h&*`#72|v~R@VCX zKC(yA26g}Vfg`?*>U__qNvBN5Z3BD3=jma0skJqG&r4EVyl$sSljm}$@u)=+9FKKJ zZZ@+~@)FHjS>Q`$iRlYKnq;uBuzFW)S+BQ11opU=Cznu1(&5~ zb$YPatZ7}VN&jOnH|0~y9Q_ZP{c15u0}sc`ef5p?^>;ixcew*Z6|-aoCtl`3eH#sC zJr>31)L1DzE-Id$p3O(tJf2VC8+#HWB3~OEcUD_lGc!MeQL+$kigtE*$kYv)R)bbYi{%XBW%aOyy?bg?rgMomqD zEJ1%bvyH#sLqd_XUPVq2OAL50JfzMYOwQLkD66YKD>I3yySTWxZ10ELuN!Qc>K{LT zfkVd6&dekY$7hoqy=b)&5fMpbHVUck63Hkormfea$HvCKfzbtCr;k$)eHfGb&Bl*v z>jiGBr50^Fl3JTGpk;HTo@9F5kSU-WIi%lVhTsBn%&a^ugiptSP zL02I3Ia>8!ouGIsDV9nu5sVv~l49k4v1&F8TCmJV88-i0tCo=HMJ&*@^F=2>z| z%0z4$6*Vm{!(=|M+4IANxmN`2{m(z&pY}04^78?`I8>mRCv9g}0mKktHdUHJO;69> z)zy`oo7;_R&|hsaB@J}Y0N{p|k&posS^<8Wbn4Ivj9o8b15@ujO z*ch6Qzw8WW2(=BG@)Q&loV3c3{{+V=32a!0-EnGzFs8GuAr4@S826^iIDk=OCKHQb z1)|tI-ROI*O3Vc&#tx3EF|Z;~{64@0uJap@W=l}Au#9;EYFcCPD%}Up1hsQk`V-Nr z^748>b?VC|bLyiIaT_8cB8GLWFoGzMy?Z!olN8dOAoLC8XL2&(ScQSunj^PNBr$J) zwnS|I&R8By1dr=+y4$iJd>EL3%c5J}Pkx^k5p1!=zu#%Xv)!NOdk1+>@%X(xo4sah ztdgD*o`v2+?9mU-N4MkQ{ET!G`+!!n`$R(~UAf^OjM$$)%`h-9`lH?o^&c)YmeBuU zo~yAcy5eQ=zIQd~zffQVmL^w1PL4x1Z|r#);^N~qG#vvLcDIJWkPkgtEuJ$?=c7`T z6ck<0D@T>)$-GQb;LK>ZDm>Qg;Sw7arT0luaiCnk<9=lb*L_?I#o)823GkjE(B(+D k|3hEvf8d_|uYKgk$IA0|o;0+U{drOnBC^7zAN9WcA5AU>6#xJL diff --git a/assignment-1/submission/16300110008/img/img/train_close.png b/assignment-1/submission/16300110008/img/img/train_close.png deleted file mode 100644 index efce494fc03a80b7d587ea1dae9f7c8dfb20f56a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 58475 zcmeEtg;O2T_a7Pv?rwnucXzko7J^G~cXxLP5ZooWdvFQvE)OTT2iMmn-~QUpw4Lc6 z&>42vw{rK~bB}(`xe-bVQpgAd2oMku$e*RfRUjas{2?G9H{ss_S2(6u{{a7ZoFz1z zRqafj-3%Q~Amk05?XB&ctu4NhxtcgSS=iaKF|skT)03GyJKH<)GBMfwj|Uj-9L<=} z)W%wYLEhU-YdS$dpc=j%kR?LJ77!3SOP|F>)Z8;qvOK)8ZeGASY;C_daX(9Q`un>F zpfd&M=2s3KhNxHCR3cP1THbuct}JOJf6(zB^l*G9CgocC10=4n@o_YWT_C4++c zHB|dc%ysW>(3I0_>}0~06K?ovISe&@Z8>c+`zrnJ(vz;W>KHzd?CtO6U1Krszq3Fx zXC`t8SP?WB5wu7A|9|%XdGLRegNbat?w;r(i<7msl(8{6EQ!Oz-GAa_0Ij=NT3&8+ zvDs5%362hlfH;Bix;ryDn939AK>8;1o#uW9!e%#dhrQHZ#^=So#A%*`+CoMz>@YTYlt>A7#g0*?vY zo~@0B;OZ>}mH&5gJh5~aZ?g5o-ISD-MMOj(&pYl&HXbJ2N-8Tq2?^zx<@h8=F?Hhk zGiW#2Ur$TbTh7xe2tNENdAfGzH#Rd<)z+rd?S4~C`|o7?=Ym9#NI#pJaQs(Sbs&Jp zFyCnTGo1JWiYDNQH0%qlwVW>_(Jc7KHBq-ICT|E1`JDkmJLBHq_t7K*1pYHKDhY{+ z_{;{vQ%$zb8NkokmxhLhshOE=Flgt}c{%+*`raDp`vIaFU<{}AQa2o__f+Z2SdLJR z$JO2^^Dm-)zsnDQoRs9ZSEU7xsYOct*;ab0MlS_EJH>YG0qOp7vv}17eu=x=@Dnm$ z*Ecl$P+3_yH#Y|(0XaG{LQPN4zP5PUyfJaIT>s)nSYQm(gCfg$Vzj<3e^PF9yTM7# zm-K5No5klkmqaJ+ZPbl}dJg~ADyO%B|Bff_Og2}%Zrn3EIhs`kG!rjyz7wziC#nwrmD;5#t)?hjRK z7YM{a-S+f}_WlfJtL8;W*wkisOw~w)PsDGsPymtXFn}-848F<%8!uF7 zLh#>j29=bJNZ{&<%gQ3o7Rm2a`@L9kRjVBw0~|$&dWOx1ezMGP>#L zBmf<8X6dJJ#Q%{M`NbtCu$r*NUEJ1{?HBU>HxL&ya}!+{!f@aOZzJD}1N)_Lc`b)5$aZ(I{CTa-SmX{Pb)&MzCNM zyfC29d1lMk1oUap*&W2qCdi?Oh`HvHla;b)kIV^BI52ru)9p1zpS&;iH@ecBi@$!n zrsV8+H>ri6(SWm*j(NLDWC-hlS3(?1^>q6s0(7Mqd44rmG{y7){F_$!};b9 zrTHRla=t*~(43?4_x+Y6O;DO*-k|q^-<95`|K0s#9mSG} z%RND$zdicW>)rKJA*483D+IcKAlXNfh!c2Mnsmq%ept<*K)XqTlQ!Mfe%L%&G(tQP zG>ka(Wsg?`Z*t}ud~tFdXayF4 z1SouXn|ToGzjqF>-lqHid}}>sFNBzGD+>JhI^WJJDhI4%VmNX%8GJ{IxuD;gAv*&g zL2&4Abe;dMn$$OoE;5M>2VxJbH`1;J^BN-FwB^ns7_&q;lLRdJ*qJX#s#o|ePLrNs}xM}pp*K;GSSlAvF$ z0(yL{6EKj-e+D{`$?4K4h+=gGmRV35P_XkZu;6}{8%Yoxs-!ZOp2u!d?vvSgdPqLC z2v|Nxu)_?84qlX5_wWkW%2|0};yo~h!+NNiyu5&&IH7DQ5|7`G8HcmQ^>!PAU_bEd zU00h!NFbT`?~8{~0xWN@1%oR}jdfp>lT0#rICP&T z#QTc+iEZGBY>}6dK?n&6S!*B{LHjl^wr_XfzSOb8h5wO+4u_)k{u%pT+(61E$IOku zeS0=L&sz`$!Z`GLnjJmK*bJRAI^Fll@C!R6)US8yl_@k$IG zPOz^6y*j<=Rgf4U>0Gw{X<)Ig&G#dmB;R~>bm1iOtVi<>@ZT#)0aoK0Ewbv^lqW_I zSb+BDzoTzHI~n8+xBw#G`z?C?&dkq=lxem`IFLlV&eV;Kjm9P>pFEcXr~JY>4aKf{ z#R@2#cbbX~?Vh2U+DYmSo%*g&>yE1i3mBc2dZ|9UHM@*|L`!2OhhGaF-1)%A*QTG- z_2h!U{k;!`FFF7kuFeL;DGQmJkRU1}Bg0iKhxW+rN@=~+_{{?xcX8(ZE&U?T!@`TJ z^&Z;1ydp4hvbNDiZs-TP2wH2JZw3^~F37IS1pNAfM8Hn{H~{GPyEY5mHXOQg(od#+ zds(Dgb96SR>uGlN6x=w*BY^M=2m>;Bb8}On-<5rHya-)mG>EcLtv^|%+g4Itz5liA z5u4QSnPtQK3Ykv5V)OZGazC6R)?lT%;z7 zDoap7EN>)Tb$ddh0&heT-B+2&uV}4N8UPQ{kP>j#d#q#(*d1oAYW{FyVXqol^2HLi zqICP5#wiiKuNqFIp?F(DpQd*g(QFfBDt@Edb{+FE<>)XUqJbgAFV3!_dM_7y+wLSc za?s`3RjN;)MhI4rFw1DPQ{=T(!={{C*;g@%jCDPIE_^Yj8yspB@#6=uMYzoYr2{OJ zoJ?8LJ-z!Zd7@_|Q!Ysx|g2{aVTf0ls_&q9|kaJ<`^RoY;VM(f8E zv-NuI4C_r<$@eqco0lyD_lFI$n0oBX4g+=-qvLPv{c0ZKxl3sV^QfJ!( z*%QM;2R&FYKpe2p2R!*dT~5X0D^%jmRv|sYG8T)Ln-H)P-JiGvhE+h5ED{TD&3zFN#qji zLBONcu{r0}2b%_rpj|I8y`Zj)-dS`Oo7z9y@5Rhj1s}L6_4ZLXsw{a4Ntuq=PWa?? z65pqWhtqhm;~ier)A>%9VYPUT@aCvH0~;Mcg5clW1X1Qka%_uaPn%U#rmdJIs&{Hs0&Vvh@vdaEDIPINCGI+x`pVLDkVDfC`vRZm&q$nYYS>rl8g8yKD zDYO-mRx~&c2zs-g!m{dUU`Psx_yl^X-#wYpWD=R{U6fL8rO4g;x%cyXSZoB2u2d@|h9s2LdRU4Q@!<8&sp988!>E(YR@mEZ zo@%l6iG#;nJN|jH{$RL08Fqd{`@|kK_F@rN`! z`h0_H7v$c4AB;opZ$b!!2t`@hTg~8?a}hR2;=+89X~?uZ;#H1jLoWf@2BD zPc64;E+X5gxeZNeRymr3z!maygITLi=OSW^EY^lLp~dc@yFp7_Bj=XTqNG_zZ>LbH zEKF}NdZ^jA$82{b_IsngKEC>xH=Mf~RbAqOZ(az^EY~=0KW2u6yiORgWgZHG2!!%V zuk@l%;fu#lVe+~@pbLu}6u5I_wdsSfXc+r}>>^b~%{&|BR;np~T7ssp$AsW=1}8=xA_C#kCu@9q(o*V-QvIYx79A&URD0jPCq&GDSH!4q)`1%zwp9b zDU!$ihs?804&F7}Q2u8$&Do--ne{=vlczf}bUy=%-coA7M7GTX3`d~^Y_2G&@o=aQ zf6FtSHYj;fGhDnazB18o+J#1pf;dAH&#-_xYY08WxZTAEaxhB5U#oV`~1qjI#UvUEq#EFJeQRck{$N@M?3Yref7#EoIYu9X?X+WIaAd$@r?Gt@~g zQmz%A%<4#ul}bM0Gg%-S1)%tOafWF#9EN8e5(~cmlE!p6vOnBw*zzd)V$9si?7TJM zZR9NnHR?6?UM2I{VkqKaiq-~_Ap*tE`IsP>h6bLrfXlIkmA`Zhjt%mg$=Y8quGw`lw~A<& zZ=Y6_&FL`+D7R8-V&psE6gmZLux~)2KfszTCG5TIufKr|zg}k5 z@h;lvBrY&$bIyVulb+m$P^>^gJ7jQyb%*5zS@!DJZGJmgG{6qk!bS+X8NAkNMCFVULXZRousEnK zZfB0pVYfNIM1v4ps{Ax6Z@M>4Xl$WK;ao81paDPaie6V{x#KE`Twuc4KIi+k6>V*P zY3mi6@Awfqbg&^P!Q_;~FaA(5kx_1=8fH;!B%CL&>&=5cQUh7{HyPy*|79U(7cU7_ z|5OuC&iwo_-WJvL(s1@;TGP`(hn#~; ziH`!5f$YxM@iX415m$AJ^+QB6C!k{NY=KS(hhrScvv0AXpUYNLoegO`v0;lr#2zyt zwHvKIf^=Ee-uh0mP?DV<9BXb4%AoGeEN!0NWl={Fkrd|9r#W?gu|c%#T2DK&$4x^w(MPfg&5s(dw=>P<`Y9kxFq_h zc|C~X-KuELn@YeZFX75))v!25&oVv}nfvRK_8D%(wCnm$UB`X4a@~}>adoB&!}y-; z5+gt*qZ(07xRgZt>BTCDso8GlVyifWYvZ>;P(d{JTFS~QfbBe3{PFB7c|s;j5a#H? zV{^COUHlU!{u-E)y`-SoX0hCKM0>l=&i5gPob{W+!Lc-g1{#cPG-fr&>00wcCGm|X zi$WW`(M>`8Y|$oZ=^l`-Huc-OcCdZ#D0f`CnGkMbxQ&Tn)24%vwG~qi&)ieRTD=nt zXFbhcS|sh&wfpM0647-Fp^NZmL}PE6lYT`9m5jzi@~L- zNl~r1qO#${#)-PiF2JP#zLwC8kYcZHQXuU5vY-4lSTF>DtPW7vtC@7oRN@vgl!;JQ zzsmJcWs53S0L1QePz#-uEY1Q6$Pq#*F?&YnqsW0)G@MP@nK@;xsLQ4@WjesYbA=|X zfK%n_ic(dI#YJSBkT}u^hf88}-jn$&>S;-3Ezp?DWW~=vr(bymp{oMWNzZXDtlVZU zE@`j1PUPhyl0#83$K8a6o7kw9%a+*&kko$~ORnKyfM^I0Uo6wz1gtW;8rG=E;RD}{ z=W&E-_-e*M-@+4{C%yS6PF+2|b-wuE%O;(dPcqRL6Sz{P*4cY#+L6;XrDS z{G*{-p=sixjunZ-LB7KB)ZH~#i4MdAyoxLiyJ6$N8_ikxq`#ay}d3g;%| zPKc51evM(zAqB}}1%#=-M{-F{7;J}5xk^?aV{Z%|Odvt7>;>{}4Ck(@<5ibM zT>wG|Z)jkrRLmaxs_!$;7KQytsocgNVT(C43nRXbg*~%YX^d(|zDB%ip0{`wWj!bB z^)erv;jPRh`(x7-197|2VcI!|`wB&%|52otT^SF^Z3I(mzUw#XO`>X_|7l1L^N^*J zlrZw0*$B9p;b0?=YS`?OS6vIOVMyOvPS0 zMw31KI(L%W@evzGvZ>@Vgx>h5&!@YGe$wu}JcOh)15JnAf3eB|0s$mZrV!GQ%I8N#A%*+3wy=iir|1ficmU?6>g3rvY!3{TtU1UpYQ{9PF z5!bqCSKW!wpA@UUc+kZ#C;8K8Z1eq(MLiiUqD0~6MDcAr)s`x6Vw0Gj^TaAz`pkUC zD_JcKwYu_`r&cSuEV7RY0OB&qdrUt89J5c(y8C%yB-;~w=YIeg2X3>pIJ@`M^=gE! z`l65YwT3T+_WH}W)4wOksq=K9gmLH=rYsPe&1PdbJW`$btx=>Dy^*RAiMC_+p{i;Tt$NTTs^X3JtelRsJVt%m_& z98e|*KP-Tg@bQ)?@PKJCE*yEm?X55&fQBYWYMbe*<{O-QFG>!eGt3x#t|z$-4L^nx zsh;eBQi|#G{bhw#qYO;0Jg*b%#v*g&OD)|;UaRa(>WU+5iU=Y9!@I4D`a7cM__po? zwWnv$ryGjYyA}1@dEb)_L1`=)ampklt~1bn&Hli$q0!9sZR5*E?boS=WN}E2A8h^@ zHdtC-IztDh9G^rnLwGvNxCXVG+3r?<>O56Xt{6GRlakCGOvh4u>U8vP!mNtZl072O zj%GWJxUD*r-cU_^!k{*e{!AWO9WhKih zcvQ9y)_9wVeL19v9UM~@wq5p9c}1i@zNkPXH~DFG_eSYRz&*Xx-T(>JP^ zKnv8mDD>oFY4CzTyG8A_{3R$;ab+ql4H-L(ttesRG*p)u#{g>%7_Ma@@tCgmC(YK| zJ>H7EgDrv0yqch2f#-DM6)(RWIG>Lk>-f8y!K>Wx?8o@NoiHd_Pu3cy`Q4Y zNHw!J5+C+M*g1jJS>LS)Wv{@`&-5{}+?=1k6J>A!w=Y`^O%k(zTYsg#lBI;n=&`o= z>1e0v>*h;QTGKoukxk5Nqmv$~B~VgI-0eBPl}S4j5POdqSdX|0{8g~g5za$87^ zx`GiQG43Djds@D_b>UwA3B*(y3+6|9OygEUhI)O*ukFY9oTy)>pb%bv+%8%xTxK%j z`k{f|7$XlbMq^2E87Or}iv;lo%V=uiQ)Su*?(W!jy|@B3$J4ixEVJ{$6r;A8-S3vb zIOdKY9#LEp9f67;1xz{&%5V2eO^jbXK8)0X!zkI@nFfFwb1vKcMF&^d`UZ$%5n zv}J24O8&f#PiUV0o2R}dXB@E`Bq_2Wr+E%7f!im6kSekJ!Qp0KlV#$ApMh z`3h%tMX})VZF6htbdiPeTtQ#Vwv>-j8|%RTBD~>)Qvv7QMu*o3u8io-gONy`qWx5uGkovy2r8TXf{j^I5qr_P*L*? zNa|%Z1MP{e1+w#B3wX;Obz?oxQ4efBP#rwJu(v>QlHJU8F@8_Cp%9r88#)LxfB90EQ`M(h?ok?exa zu-CSw3O5=9O2isA&@Hy?t;V|k9RW`57h>1Z9fgdJIOG~#JW)+Nv6FzN2;)R5- zB|2E+GIjKLZW&a(M9{xNH6h9>A2GiO@{fM~P1y=s5A@*Fx;r{3C(NgXcyfa?E1`DTT-`u1D zuIzl9b4H>wv8AV}u8ZW9454WS-=Y`}Afs+{-!(du=cEeQ5XiHeA)VaFyIzLRo#KF* zfNDIjG68Tk-F1i=!V28hid!msjIgb^yROPxdN)xLLM^L?KajQaC%VGfuLyb*#Q_9!^}{lc>;_gwDa z_4D_8tBq>+^Y^000G7jIGzNuyT1S5(N!q=h;4ANb8aMngcIR3rmd_sc>3};vP3tUG z{t}4ruNth*ITaj1Y}N`gh`3fZUT({t)*$V>zT~1BknTez_iXz@eDiI|II)wjxW`Vw zX87V%X70Xv8(pLBa~k@uwEnXajy4d@0ajhkHy6ZDE7Z5{P8K>TST)HPjbCgJ!nsR^ z_3BV<$epCws-8FTN6VmsKzA>->R8vEIT(HYF^08&hx8Lt|1K`0GflO&W{+EfbpwET z1ago=gtWk))}5SvChHjX{9xE9gtJxAVJer-$q)3Bv+**f|G12crpx=6I+3?FAOCv-tYS`F zmB`_WHThsvMS;7``0d|T*Jd{A+;_-HRI89e|k6SGZl+kvoZ2~S=bAfe1XkyInSA9qCJ`e72mcy_O z^HJvJBE!kYqbHD0K9zX*J+Hs6nSQ`kkDo+lm(?c{5oY{oya`d)KE(8cQ7Al zYjw8~M489|%=!)NpZMNTG<#|)&E*E+nw|yZip0v;cop|50eS9S56qD!pZ&j*KvrwF zeP|7s{mEi1DlfgJbMZR?a-(ZWp%@#Ii9x+M<1oSR55$MfS&4{gc^Ie&aoZDWfGtur2tA4*5@ zy5W~;P!_gFF7V+cPmaGOcFxKFyEwfMeY=JL>6meRL9aUkSifZsCrU57Um?0|W_30* z#y|`@Q0r|)Z~lUb1ljukpKrNoYwzo@}$B#k)e#2lJN z8%LSB)ITZaWhc;)0TAUSnbGs9Z=bkjl{9UQ`+}KPrGD6|D&_&ysocFhnRi? zg{bl&@_k=?Pge#I&G@DJpJBH7mYR}v_P=H(Au7y8$tSM0=6gxFtxS_=ShH0t(n#EO0de(L z)L#wkt%!}%we8V<;?%zISX9#HK?>Q`6U?=5$z3I|O77_0#l1A9(Gv8>GI%>aQx{e0 z#YkFP;MfVT8Pa%+@!9i?Hq>TT*!Id}dqjr4c;cA+QOS=H72ECW8LYFMVtFp+PHTAR z5~-|aOKK#@-Q87v>P1}J&arT_oGPAdm%B~$L&0#+a;3B*(wtl=z9492_sQ|7WNLuCG)1{SM3J<&`*!;1C{Tyo_Axn|HLk!q4h!~9slj+ zJKD^(jzwt|!*02zX=E>Wm3#w*VV?8Nj9{wNtE>BFgnUKR_N(PFw;6*qJ`Uq6RH=DI zxF_V2YJD$Yw;ouhHS|v+nY8z1YIo3n;%#Yh;fF1Z?zNy%sCq9T0It z#6FPpmj!`IG=9G?C#kb`C&ro~7W{KH|3l!xOf^C$<8*U4g14_rZ=|0yTa)}mHD4ZD z#U;i{(69em5H`m=t5MEqJbrkr=+NTt)O&PyVd( znRnuyn7=PV8AAFOGY2oY8!E28+b6>nZ-rHNQeFdW2)6W%eM$j&M~iodSK!au;acpk zo_>WXX>%kixyt}Rdnukt-mWAMT@o6MH7X^(U6M4McpC$(LL*q=YFt;)BB6Ud{Uorx%c38tg z2}LrDlGcyI=~uGIpokqEx3K2fEeq)oekxGqB$*^U)J8S!pPy^obrb2}SN^7i@Nq9M zQ)V^%MHj<$w{O48M@cAw=7%;Va=Hx1bU#2ODN9n0fHZUKG;YR}UUV4aei4n4p;+ki zG-H-yw8`-m?x##gdWy^Lafx{a*+$Z2Y9I@@T>fA{wx19Y*AKW9KNEtK37gttNvESe z0CUXT<|!HsTW6uuLG$E$D?v7+tAs5c4!(0oO6SsXzK01d3MwG5eNsForaEk*%&B!C zH@9;A&e1?4vuFz^&!hS5@~xxGXfArYlA!e5ICws*@r(LSsdIm$f>~M0ZWX&NN$Q}! z-o<-?(WFpus6M`uf{a#}&Nv%+TFV%hj|}QouCVrJ)thU$$*h-QW{@@B`;KRHzvAi! zVm&`MkB-~)H?w%$8-s03v;ClT1Vwabm!{)&Q?o|KFcktD!I7Q00X%3^FK4d5(p34W z4qEcW8FarZI|RO2-TUwPwxou$*cFtu4PHoEE`J^g7;n4zuC{8<-_65HvafQY`|bG+ z#<9&u<%{-2G@iUr|0Ob#vSrlgzbBMwdLD5kl$cFx97EHO&?shd$w=53@$m@4Zv;uE zf0@b$L5%L-D-wd`@&q5#P+~4O`J7&^=i*%s&hMopvfP(2*IR2?JxZesGOJagQG`V2 zKH7g;2QyYywCd_k6n3$;`^!o|+?qtzvqIO;c1%kH2W*dJO zg*v1aWQo7fq#@Ci{Hgk57Fa0?C7#)ND$wKuE(;$RR7gpom|(Dr6K}M`RKdl=^RQXI z#eO1v(l*QPMD{+v0`j7R^xpL^w>}VbY=+auN%IBX-<=pHPUXq{Z!yIJ_!$9x!@a^{pkgz$}1huIG+#0Nl3PvmOL1Li%%c~yGyo|9VT ze-t_M&HJ>?SypwKlc>r=TgpN0NP3z-Vf)B)fbZU6ox#py>3j(^T0EKD3V*-i0ybn| z{e?Udd=@%TcM*VFMs3|6_M-9nW3fWOYwJ`L^wc^!{CG(0?@`v~`hdW>F34qmBvw+( z+MqoMq4O6DIosQH{Lx~L13ObGicQ{1QIqCTNS34<-P~P!@S$kc%DSb_~EZLdNBSWqIVIweSc@E$e;Sur?_6 zo^W z6{(_jP!hznvMN@?!c-{Yjvn1IhPR@DR&5@An(p~hTsFQJ#YbK&Eh`Ir!$XX1Tuf~O!cSY^o2_w{1(jz zcdE>--4CdqTIe5B!c@XmR0vln9&8znMDN7{y>#d{Y892KL3RR4S_H^L z6MB7N$@v9M)XH&%xw#yC%P+QJC9XvtG$g8sQfI}y6k(7zmz6Cpt3(O9wCykAV{!BT zBMp#+#O9Rc46UdI6f_anV(Aa37dj(EWkMX526$$4kwyvzPryY?IzN;SZ9;}sZoGc$OcAgxJS__;<4h&_r$4mA{aAQ5P)sE5N29xwj^Mqy> zK2sx1^ojzVuSe@4{nDUy-8JWr8^>z5rRO6H0t3?HX&JEE=O6CvbQfvb+yq+}7dz59 zTxg{#G$v{!qJ}yi_gN~KoQVZe!tv~l1;i#x#2tQjy%V#?_4}#ntb^UjZFuq|%b4ze z45G3x@`%{wU;#iGWS)T0CdT?ZJVk*Vu3gnVXD#1qXNkO`%7Ek8u2`tAB2zxL09>>G z0%c|rv&(W4xtZy&JTq{7`xv`uBfz=B%}obnWN(StTZ<7OcZNX65nze%0kqrUR1pn@ z6F@rPU_(jYGPGG4e-m-LE>AZUl7$$lkT@%x%@y8ODq$}ww!empSjoxJ{OMqW-M0E8 z7{;o{R??@ew|incfOd)|B2f{z~*!MKD=n0@1^1z>27va_>qf z3;nq{R^f{iHV+L?a&?Gw z3ijtDkw<(?deEi7;G^BF`Ff7rS&1iqQXkNwjshAW$*ayF-YP7hv^wBrnIz;Kq-qh^ z_$??e4%u*Ic`Mk7gcqKE(m!#OS2;6x{T`8nDG*d-YkRG-ggw7p$hh#tHi$sXVgMMHjy zk8;~eT+V19)=-jmXnrIA-l_tR(?RI)%s#G(W4P3OazA02sO`@fp{~?vrFLb% zW)wC);E=N2gHEbqfzLLwHmL`+&e)Q~aAqO8hy{jGII#05t^)~@2R?wMCkNsd>B9W8 zv+i4XPDG@fE_+g8*gKb$z7IwWlGSNOG}u_MX0|w0&pvoI#E@=|-<%M0X!Dw-B%zN~ zMK-<%h{{jJcbE`U9W4Ek^?G#fA)V4D46?27O$}x-*Fgq$R}2dkWsk_?tNEk_ED*GP zKSuM*!qvO{x!h)(nT@SgF0+%ZW;e?fWrHhIY5LpEmJ)ug!P$FgpovWpAMg4rr z4>98FRz1mClC@$Dr>GE^5Kq~Q3EMn+nsd+Ma3Bu;h}O2VSrKj~r(?!o0h7n|w#n&R zxAoFX?upu4E8X>Uko7qgfIffscwksa6ejTvpZVpsQ&|<;Uf{|ei0Fxozmxr>{X;C> zaG2=g5N->@4m(xA3Cwndn`o9iwvD-g1A*B{gPI*4HH6I(Lng=IGuejCFEk&4f~cfp(n$O zpIVPv+bmVX?QW^TKn0QLM@NHT-V;*RLOeHbdN5_VyqvZ5H(g5vY!tW$JthDiDOt)6 z$&&rviWP#W@Pw_HS(31`rr^SB97{N97&P$ir-E#ln@$n6P3JWI##(moC%XkWIZF$0 zD8nlzh{Sze-KTmDvHp#52K(M;Bf+b@QH(>krJ@0`P}3Er-_{fWWCKW;dfw^D$MK%{ z0$VZVXlSEph=~r}6>V({Vqz^ty12Uu=I$(K z$t<^8gE*YP0$&XK@(?n@Xfs=RlCMn-Jb4_T_DWP*j)i!W(k_;l=1*=_Fc0I`$KXDQ)=%+Ghq@&5EPad<*w1R)_f?5rd}%isYMC=8~9#^eiK zoCoaYf8G9kta*C2LcGY9%i$kRc~?bOV6Tl$vEnGrXkX9j!o2wUR9}K?8X)Stg_V?{ zKhsOTuO18KT4}o72w0_TVIad_$^}|>m7G6d{a3@Y0uMjaE3}2)(gQlE*{+~}H;8yu3*qTc85i#xU&63P zHw#*&L=x?BgRqPG#X0mSrLjur-7KV|*rVkV{jUX3cBF`yUFOYE5p^9XCzHWk3W0R% zF`a%=wkT+}L~9!H(ars#H3|zJCK@EAV%e7|@A1TCGHBB$#!Lhelg!UIC%_q_Cr7YI zPZd8jN7-kNx~cJooRK$wOz&S!ZyE)WV7eQ+?v*^}5_BfS)86Uh2~w<#C>sFj{wgEa zZp>~nrgC(;gb26BTVpgQb#*|riEs*szilSg7Y=>w3+qqKo*Pq z1=Am8e7sghgX`&?czJbaL-suww+FY9(IJUn2vmC9EYLy_Ns99<>1?d@27YzHeD$S^ zwA>)r9}Nime&XBLoQ$WpUf^~tGTD!zJE*DL7rfi3Q^%^~jci`A1q80Es{FHRFlXg9 zd&`sS$e0D6D84KZmD*q1uIZ<^k0#wY{P}(<0(!7SwBlw1)4q0GWe01`z>6xrnL2Bw z?`i2%r@c!6nCu6eM{axYA!$xt+QjSg2Mf59wA)9E^P#z;?a!azVG2r9Gu~D6uc+zs3e$w%!p*CkgQ7aBzFkL7`AZ9JCmr`u-Zy^0#IpHtg#|JaI z#N;yZtTTxHH-3tB*2BP&0-%!8x*?@%!)dhIdqDsK>3TBWwP=NnThQ{HB-fLO*FQ4(MdS`{5yy0M ztQ~1F7aUM9&=mvPjRhr0qIqJV`-^rB##S3#hU>gDDOS+}S$nRi`}bPw?;DPp>*@cQ zG@dMjN(*C8Oi@$ZX&bIR=R+AYgMP{Jq1p*%#^qup89Fz+kC94Xc+Soc8f7{CZQ|Hr1G&<;Fm#r749oaVZze`@(bq zhoa5n_66cdJL!;(l*yT-xSX!i%OMIq)5`F#&yV>(caQ7sbMQdYt@!0G19r8zJgcl~ zKUvuxvpKqr*lMyt7@4Z-7cS8Hp3nGzg#sDvl5_c#x)Y-AH=?dZ)8Nrfjxa32cf3FWcB*5IO`C1OBlmyqu=eJp9aD%|hN2AjJQnr1a53Uk|9CaNDbg8l zcuD*zU2bs9%G$%)?`dq^^x4`#Op{?5$U)~rNs|0|KRg|p;z^0ylXz*!{d4($jE zXCV2|-;L~?^2ti;Sz>1p?SD&daJXFia*5wcF?ByOw=MPnHKXk}9m_pvo@Bw2Pcv~q zx8vk-;*Vp)>+MhqXZ#5Bc#o!bZ)Tbaxs{6@@nCs?q{>kp=o@EWN5$67)mB)%c(Iv& zAA4z&iC-(0;mMkFr;yfj~1OUX--F7(9PN3jJ|--*c$6sn4m z0wW{ojPMHcgt2E@jgB2$R`L-4<{v$f z`sg@V$fbVOEXGlp6F$$>cU>E2>))+>ulQ^^gO4V!{K@6<6*jkP*jiEfG>GbMSaex$f z+ExhRmB^Xay*=M^SD9T2lh;?P#r@5|7lhDb2&(0|_Q4>hpnznno zs0m-p**i8>97=w1hYPQ`@2V1Dx4&O?Wwu>w$zB$X#v4qc)wJSS+rEs=$dI7Sw($LE#YrHcUhUGh1oc#vBEPcM_CDlgg#qbI?%7OUhmUYqZ?q(j(TIbA?h&vwjO z#NX!!h1FW?g`dZ#7IkH`?Z`SKuh?=r&6Atv;GwCEL;Wiy`GqC=&Ne)yUx(Bmr{r_x zuy6D|P}a4)gcZogLYl?=$MrnmC_%s#j2t7s$fETZ-G{yXPma<@c5|%b;-8ih6GpMw zLiOwQbvO0|kC&HWwoj;mI)d%8kX#uu@Cc_rh2g@wQ*3Qb3RX`I^a1Nu>-l_~!}#VA z=vYvc6%2?+28}@>vIOze8{oEAMt*BrlGQ>avmD^qHF_J>u%uRg)B2>g?A9ZAJZ1~= zT&dU#p(h&&dk9^|g(tJL_M9r{iKh5XzLbd<%H@8Kvn|Y+4imGy=6-OHU`_Zo`3~^` z$PYQPjrlZ76>n)ZwH}i?Z21r1DS-y-2IZnVgB%3^C5t z?z_H;J<3{i=KhovE3B(dczN;iWY`}GWb=X(w9Q!;gJ^#`qJ}{x7|{>G?~CzyF?2ay zGX7@`Ktu>)$Pf64cmYYLOI^*3hii!V!@N2`Cb89B?KlXxCN;O_=CQzeR`k!aR<3~D z(RRgmKZb0ljnap=R1*q(ic+uM@6+Q-IWm1iOif~#{&lpk%YW~l*OrMRmjZVlRqqkl z)4vR=?LQ5IuZ%)YL~ex)QV}!g<)`t$%~LJ#n68X3|&N)5p3hK`~cHMO07LPf6(z2;_qCwbb*4+fILhl0EC}b{ zH?;J2By9|w`PDF0c-)_-H{Bz=S>wVIh>BR$TN4@0Kz(=Z6zNW0=G}{`T-URl`wk;L zw=7$P@1`~Qa_IqtC$45CUr%Y)=Xq}uEYq)GqbiLD0xf2Yj!g?8Xvc(qD=a6A*Cv@q zKEscxBZznqsYlRTuPOh*_a(XSEY|#1C{Oga+%np5MyN^lMlWFp5o>AWUExz}G5t|G zlvpWvnVgE)@J&cG80WhyQmxs0>?iWE4rRM**S0^CP|3s0>UIkD-wXJLkKvm!{{=5> zsv3C;BLn-EFs^IrG9R{ZRY<$2`zwKp^?HozG3~lcXQcNkv{hfD{q}F}pG-iQIi{)H z355)XtJV$8KGHh=yJL3U%nkXvtAeuJE35YAy=npC2D#$-MOLKD>NB)!63rFH>9Sfk zprML$U4E?3v@;NlN;_|xQT>d(VPm;nA8sMDc$iM1|tRXj{D$H;9>?}jv&=CRteU4F2+W;wXV3OMCnTIeV`o&>~o;Ft#h6#@a1l~y=T zA4xRvF97MnYP~IEn7+NGFnOv{4lg=TqxCo3kM0M~sZZtN)ugrh*Fa7=m~U)g<0${u zXc6nvgo?ahYP!^!tcm<>47s7F%AT7a?P*49cmeZ;X5t&$&ad>N&6^hxItB|qc;fEWgMOL{n&d_ILo25MI!JwXDYZCXRZ>#TwOJ|d>3SvbEP-=< zP7|w}HY+Xb%2j9i%WVnuK=ZzYE~iBHr_U7hoL5!F+#7Db&3sL1OLKaRh#TgY4F7dn zwTV9@pKIBG5_jsimYbBET%bjxoDS&C%&nQ{d23~w3Op!ZH6Yd;hH2AX*M5E`9x9+Pcz zt>>G;*g4rdkE+{Co#piV4TC^7>u zJvS4OZ25ZCC68iF&DI>%n?KEn+tZ8AIz@w3$O|(e`1sc?LG+KbI&KG$RD1NFz_fPF z0iJMxnKj@w_ACXRO*Dp?K%=)c5mry)=#uNMLJ$ZDBidA;<`4hriBAukZu{%~M+HlO zN!1Z;|LVK${Y?A*02kVQ_#Pi0(_NO#Jzp;ScU=8$Lnk;-UW!C|OP<8-{l zU8<%Lme2Z4c(CBWO)xLNZEb9IKwQ1okyKEc4x&#CzBE-Lu7RZPUk;*wv~BamH>@lw zb!NYY?&;nz+8?$QU~E-|gw^{=&emQ*l+XbaX+y6%UO78+oul;TD?UUCkxH)uE$H_K zOaD1xU(L^c?V4mq`2!3bl``YoJ;uWiH$LZb4Gjq+ok8htXTs?c_=T-N{=%QwZgYIz z6t=d)Gvg4eS?)ymwk4H47gnD;x0W2Bm0={@A&UGrcTZ&&STJ#YV+r}N;y8YLgZdG7 z;ZZ&cq=Ce*?De*8go`hyG~2``D{nT8FTSfUBDX)xb!g4YSX2s+P*}9`^2>y?kmWeN z)-ZJ*SF(Kh5O?IqUDScX#pM-_M&4O%Ay+q&XwIB6miaPuvU+QObqjuJ13Ui0;1ua2{+9*B+BW+gJ4M zTgim(0Pz5Rr|V1w#`-6H(f9J)$xOedjMEd*TU1(*N9q*__m-Z~irk5i=T(#b6AGiZ zl8_HW6yfYHmsj^;6i$1nS?c;Hwof7g^5_meOvA2OLA0Y6|6FUX?gn3;OX7cC!1iAq z*NVkuoTSZbGAZnW5tK^=SM)7v@jts?cym{_>ubJ1XD$)*2*R@Tl7A@+;y2*pYz`2v zoNOul%O$SmqwQj7Fju+pJSn?lnezeaIQu351O0U7ca?meSz$104irnOYF72QTqSRa z#_;%j62xAYd_OrJhV(w+xk|7|L1bzj8SWkAowZJ`H70EdY*n@qq|RuX+~guI#eh^) zoBZcxxK*+CXbAY$G&Kb>7qOh(k#vbwP1~SZXp9v$SW_7~cTL>?2?$moHSty16m>pQ z##lAeOC=;lDycjE>6&bIb~wVYVA?QE=HYkf_5D57Cb~K^0iOY=-@IW|zQjB)D2I#5 z`+BjASy4+6%QUE%>J8kt#(bvVYZp7XCDbhGH1u?dkg4i zIt~cMu5Zv{z7J3rb2DfM3c^$0xH!|u3%EOfMI=2Oqn(Z&N@w0=WN!jp zm^6^(G^+l<%Ke02sZY+ujX6^4H0#eOkidgh?8S3#z7bGc`Mkki_!2xSP9i`5)>GJAf^1lb)JFIWx3*3G!=Nky4L&UTuY*8Fam zZZx^I>;Sg$8$qkp=b*(-^R=!MrE1^9Uh$7|2dJp}XL!RgC5-Ua0O&@;-Dmc7>$&CM zHSLw+m6=v^5+>gRHFL5U0gf(!Q3Bu>g7zG_qNJUwJ7;qE0(@)198o4x9xFS9Ti&~r zK1LlJ5*p5!mJd_C5#Omtyww{{2MZx@&12VgYU3nWTJyt%APc zp76R4TVnh;XgX3Ls^wgHqhB(mt4gw+whIEJBx67yDKh09pyt|l*mYDccxFh|1z-K{ z>!Pf>Q=D^tlTC7b@m8%fdoZuy)3_H2vi-Fkc6O<|$` z5d8$PtV^>$u&!Jp{(YFBb>}RTckJ5 z%l6#sj3c>WUgoF+ox$ntA`mX{j}SqIySiDA$7_@CpSWy^20MYuVMby8I=$4)q zT>D)vElbp7lL)WY9Fl#mi(WSr>WV1j1m2a~!SheD26gNa<$I*!Jh2P6&MsD& zjNpqx#q*6qAk(_Sj^L@t<>LCAo*GmyHG!=DK$=3HW#FAYr&8~A|9PpTl(wHi#kk9P z9&}*=Wk$&raz4Y?Et?eb3_+K=wGpDqC#<>3_|6yYX!$-$MSD1VBO_8ZLR0$T*bf=z zDS{&Ly5UoY3=v_rUgXba75qvt;gv3jXQtD~p; z%7afv0%fb-e>n=m8zuggvmhN60{)cs+m)O4cy3xnUI5T2ioC%=*|%ntIO|5Gcq#<1 zk1zL1L6|bCoIu)hbzGG1=e^42%)I!{ar%JzXuc~Se;+o~A?LZ<8$#{>OeNTx(*bssiQHo$G$eWLH##%4%_8F*K&MYdOGd!^^@yo%Jfj--RU7 zSJ@qR7eQG{Shh=Z#Y&4T{?vMwa+HetY_h%@;Mc~IDN_ZI28i?*?zSx7h+=v#*N((k zr!Xu_8w?d%wAUG%17)bOVw1Z6g=9zqM~VMdR*3);#}$yh3h7qf3O zP8jibq*{9`Z89*#jNiX9YTf>sO~s$?*V6}}$Ty~zBo%~92)NtvI)jkfCHf{}eWzYr zG&dzZD@O$A(Z5D#MIG`B)z)TI_bb~lngtHY-nEg1^>1IvcC4^C0^HWNW_Wpq>no!Q z(N2J(i8z+asZ0s;rxLP~VVxlFH7rf-F2Bh(?M!X%t3?w1Wh~XQb`CJ6K))1=sBmo~ zOTcVE>HDQ{w>};+=$kqlYtN~Dolg8)Zcfg~bVhCFEck=GFF>T5Vhj^CK-BKuMYXja zH1Yf6zBgxDS3ZHmQ4R$Z6R!Rp^=3X)_?gGZ@isbA+S6O(#Z=bvlT0!}oMb_i&HZQy zg&AzkC0n#!szw*kdBG}EdSuhM!&KwJDxlv$JjYrt)~ejw%~ZbjB3?3rh-D0LTd&Xk z|L<$^L?)8(YDCm+r*bX&pwlv@<}@ccPZVJ!*USV<@K`tPO~kL%H@q*rD2XZ~Opdek zSkJCs2TJifT8K>K0e(@Q<9>+iRR+;I(PD~KQxuUqE;}7rQ*(+}ku*psv1pW&dS7|%srJFctvC>T6y#F1Mv0_J(nJ+1QZ_SFv zfy!FW%2LPn(34zJV;6ozs6!Y^aAjK-D2fSX>Qh0hiR(Oy2#fPDcD;T%&WdCN~Z+KjtjY)p4aUw7?`y2GbFhn){#haFDo%}&Lv3E&cMDO(rb~%UUHwKvE6^!9ZZ@& zAg$ThPQgBK-?(IQgu>D}1&&Tt44v2^L5L55Be~);KX{__1C1LC*Mdp8q>-x`B^$bd zyxB#pI%JZ>J%%@vq?%hE7e$&O_nk4!)jKo1Je5i0T-5fcrI*u zXt{m((L)^5jy#r**m2}UhH4ox!jx{loXegT1OwIlbDNBdENv-CLy?f*RG&zFKRs&y zmc5Hcqi)ZnZfPkLW%Ss4li_cmJWGaV{Mc^5IHsmX|HpzZOD1%0mqjQkZYR{^q4~?P z3RgGauiSSW-egW8$`7u>_yozxQ?yG~N;Ty*{QKdCcSq*2Ey-({qxEtT&HBIew6#{s z5tF_XE=O%;#AF+@d@F4>Yiay;v{~$n7)mO#ysmAWCZs0zjNnR}ebx18x1aMQjIWu0 zRCN0L*|k@#S$$QEN#af_K|+D$E9Lq1R$`yGjRRQo zEv0BFPI9y5VpTeL3Ri`I718&z?crNW(=?Q)+B<*p(O6C&Aj;a~rKh3R%4d&OYn8EOem z)p}xQpI^uaIRKIa;J}#w%2#Vn+KET`uFIndhFgR z35n|B$&w2L^yUd#4kcIs>%i1(^{HdRW=nWB)mJV2cYy_nHr}m4{#7WIYFp&qqjT(%JhiNybIdYP^;gktr>b z=awLB%0p%9?SSsG5TY~!2P^H0YmVG2W-fSJ&KKzQLoXJo<#XhrjE*xq-Puv7j1rja z6rkJfQ#LT(PEdlEo4Tnh$#I!LTxjYXjeu+Cgge<37=^<>zYyYy#jAC59@dT=P-FQ6 z+k1Ney7vZ_V>LxaNKb_70X2R)x;PJHLO0R^yP+&xRdS&&vz;ym36?$OvutyNM(ML8p?boJfax%J01lBXGYw^~npN z+7G2E5eR!>UtI`ste#~rXV|a{5qJ+w!A=y(4*o!*pBt4K-1`-moL%=ePUpwBpu)x+ z93d;kI6H~3#+We`rO5tmVn0`nDgD#4g z47|TK=?4m@ce3m+PICpd{_+%iD?L-2n)-;Qy``$*ud)##LAaPq$G_EEs<)$l=OGv) z8gtj35jj2w-0>T~#>!fq9{=H4?{hj4wx3c3?UyA6d*@uw6#9}6cgDio&RCCYU_N^5 z8foo+JjKoga|a!dw-hTDOKK~tnd#$L3u_YcJoUT%?WOo3B*p3jVH(9Ttf1x`qMFHg zHfgmOoZY5x{5|i@)?lUo%SR|6fRc1{sPGS(NY({RLPQNZ4FJcOKXt9wkd=nREB+_C=of=s zzjI0}f{KfW?$|{ua7sAq-;8MpX(64h?MnLXooZ6}zK{dahW+24U+9!XP$+Q~j1D&N}N;J&|E!mqFBfo6b^ z&=fePK?aanZ)f3ySt35VtOSR5lrF;>V ztXbtC9~t?^UE|fOoq4n^NvNZ#Z_SKH1^!=9x)(gB?J%^1`p2X3%p-zQKg-2iP*Q3S z2a=3MYfR%t0dXzMXeEECnS1=qu`&8+$n0_(mQfEnlHOJBPp0YvDJ$c>0kD)!^eQT#xuv`dHJ#u?{_eW~^^Po%4HA0&*kyuSUiO z_Y+{KQ->xqE6X|-#ktpI*Dn?ecmqMytuGe=YnO?PFJL5e*7z1m+M_#vy&(NfR0}H` zmr3+vZ>YlE7pooH#?2i`-v>{Kyf}@Y_=y-oP~JaT@G9^r#y~SWObS=)VNEg6yNT(i zSP;{g{F9MY&!cnN2UJp_syaaQ1;}n=J2%VKdJ?(pywHBAQXGJ#NEdEgSbjwb955L5 zk&@nzYj-afn+W=1p4$Pu+1OjY9t$s5ui@bWdIc5abR`?pt2=I<+H8G;oetq;S(ckJiL)Qh2sl42`k+qOnfn^D9_ z^DbK5S)ola%9aJ)PBmI?Ki7*Gy*gE@XiAd#bY9tfZ$@P7# z7f;gc9OrQ8W3o=sY}10NDN@-jrp3M~Lt>hWo@NyO{ce`VKh6o9|0nxIGOnJ}fuvLV zZx8WiKaVQHUk&yjm;9{IP0P)x)Fz!*-V>lv=0xx`{}4qp3{#P!O>R+R#3SdaB)@C{ zP`+3>RQ<#+AUIM~mp;B;LwHM8`HrfbDqLx)k9}}Y&1s%*&<>YW8ERW`0H#i^j2Ag& zv@N0(wyiLa8ooA3pv%sa0DK9dP-plr;tt2rdm~819*F>j>M7>}_RvqG1ErS+C>; zVs!mg;b7N#0=aqTJ8z!EG~VYAzW=3Gk*uZ&EUUAIG`8yOom84Qu_=m)Wywr`GjZt|$~ zNVyRMC7;zeSZf}bKShBx;R?)>Xu+pTS}e&r;y~!_&HBH~No>+RjTY{#o%75~skatx zT>r7%s$VTnwlMNcyBY}Mg6*n8FR3o^+^{Lb|xX1Ts|Nz&Ju!xOECWt;^mz|6dH zCaFx2nd5MuPc{GA)!7bUOW%U1o`vSLvm7pdLeAVtGxym_N8aM-Pq z>4Hxr_T<|0eYA3s>@BO72nmDa7YT+%R(qSJ>%4E5u=tp?Z*+?Q0JdcCNtul;y%X-X zINgX6j6Q(#p|^g%A|8%8O9Vlyqf)V! z(|WsRL9)>otVmKT>s^hhD&csrc1JpEd{kkO#|j4FMg3hOrA~Aj`C_L-$oPNfQvP*p zq|KgMbFbX+;#1t#y;F7F%pQ{|K8n>kD|vftz!OM&b8Mi%0NMM)`yf_d;oRoFUVxMK zKES~Na;gbnLKSG+0hvJJrq#S-4r)sd_lBW@O)6YuWw#frGHG*+pxkwE9C`Hc=ANrp zJpTv*inZO%5w8f1Ek4@RZcSj5u;u*3++e#ZcNZ2r$yBMiOZ@gw7Xv9{ot&kgjaxFMlO zz)ku&xorKKXh$JAkohM1>r#LI;NRAL`_9vm7~~6IL3n{;9WKmFcYdLE|Ka`%Uhih; zl8D*?)sE`6cW=1Q%4iv8iFNt3x|;ZFv8lp+-|-H+t1!mtZ&@govzGAO3{d;q1*2v^ z+DEQB4*f+qc*_|0YK=)J0*{_y-=~8(-n?ScN8j6)b^ej>d&1jil3pk;a`4(g-Xw0_ z9BV%q4nYUji!4^p7)bLnN~ZYkn&0_252e6u4yHY8M$ozm=K-9i^$4wJon{u047ix4 zg$Nu;+dW+N#qA{fw&ovD+#$O6dTWL>j zG=BBH*YOH`<8^@gnRcJ@HAmO=#hK=x860OZr)RuTCIMSsd0oOxa;CAK@w>9XIg=(Z~2I0+NF;7wKy?+C%d_c)=~>a_H!ER+{bEV@l0uXHaM== zp~|Y>dT7Fb3K-X|MN{X)8ZPZ%sK~Di5$N`OvXVvqhR^u{Az<}zzRH4Hi)U{g?e-Am z<@@cwlN|=Ic`%?0R|L_=B?*H4D6d@lq3(-n-VhGGb9C!5!vhbxLH7j*%w=?^bWK3s`8U+D9L0} z2Z!C_j;}9>QNid7EHoUm`4FS0e=LO+8@3g_mK(YEf6TX*bWsYDeq`7#7!+dy?33wd0QiTgf@bChtHJaA zEAguhnZK}<7HXh3EyVjKDF%-_D*}%b#=aQBaUo=$o;vgCg(hceV6oYx>$e_h8k>8Q zzkz^A^mv!d9=OOJ_%#O>{AI8C>NSbM1d*&d`-A!@!~MEO>;VnncP+j$XD%p5u z<)rafJpaD~$0z8KZ9i0fz9Lq3O`PY*PpfJ>e**a09J?1A-=k%J@NFKB%5IzAKG-5y zTL6ye-@h=mr~g^*B{kjOXKMW4K8yzYLOdcC&!jcY4bRi*W6|HgiL$(pfrIf}ZAB#| zOh2!TRLV7G1E`O6v25-a_cMi_9t)5(l!$VjY$`>^G7@ z$ooAU+IKMHgjmAnXGT}70mYu{)&2Hik}MunQgF6m;L?^0G?t)!Y_Z z7t{bO|61^xoazTvRo18c!dFJgN}KdWNeyP5Yx3N`3XM6Z5pAeWto8Lr-TO!JDd%SS zlOC{CN2e0Afy-?qX8F`)IEl6(#@yUICqKXUt)YLLaaHC31TfJ{3N!2fmdgk7e*5YB z7Q#@qX7*6{49KNB6mhGce!>4at2CXlNsQb(nC#snUC2TbvasU8Ao?I$SImg5RgT|4 zX0h%SRU)OvqOQN^z+*vM1~XGAVDcQg;-(W5ZSnEf0uQ_|E zpZzoK`RY{lD8HSt>9m52&II}wLobz4!u(7ayoytb)775fe;yQZQzKz`_h0GzdQSig zHZS|P3+^~&CW*JNpzu>UL}bY0_5OPlI1|Wt6acF$%>Leie!k{y3XVa&o1KxJ>-xu8 z-#;kJzfKuQBuBme*iUDj+!m#T)w7Fg_4;wd0iudsqf%L(1eA!)(Q2xul5A>?9u2iO z%SEt#^u2SrTu9FGIx3EAxp}$KU32Z=kFgqbpUz{rHBspjGV1|mmeYSD^dAsNSRCGE zM%adx2un9H?R1xKTEc=mERMG39ieRY5;S^&W;dFU9CjQ0K#s@QxKnqhriKX~0YRG3 z@%glY8F(YStrNtAeRuWcm7N<>=fI53?v; z?}E_tUBzkRwi-UF7_|PzPpsYQSK*G_WRV4E@%jc-c4b;N88Rv)Gfml`X;UVzBNKdp zvzt>HByalgAW>{j~qyXfif3e|=r$AN67VKdD?3FVuDiCa364Hci{NZers z&n-LbijV*zM81(2hKFRDxn)r`dYAtf@pcSfh+5Nelf99YNPMoOtt|rr_X8pv9Gn;J zPCLw+(!rG?83x46<&9bQJ(c4A~XG%wzv6tLSby03*Qv#Xf=jZmOb*?j$%B^E5!2V^&EMBSYW#d--DqyVZC7%Mu4C zjKQbDj)X-Z#sV{^o^^sj$~2!PQKua#YHH#Uh-NlupoX4NF9D=&OhCMo9b@-9)nPWN zN90v>w^nO}Dm`tvq<36%@7?WwWNzMEZ8+gKo0LTmG@x&xF)o>~V;svg*n-#bx7Tt} zMyJ1cW(J4h*pmYvBF;cE!hP%S`{NW2M}N43MPobU_6R2UXV-#XO8h_--$YXSufQK7 z4D+oIjJkTkd?%T4jM=YZih1gBH8}7}TD$J!fnfIx+xB+u@{iM_XOU*5k%30TMDM=Y z`0r{4`8qb^(ws8oa;8m3Xzw(`46t(rC_hg0_E@IqCDk($L#uogg)g&66@;VlM?U5L zd?G$#6I*IVWG`Hb%Q6Ii;(at1<;%#GYwJ3;biuP!T#N9OIRiAk{QIGAi`x*GOA#ur z`W(L6XbqGZnq2lpvrG9Pytqiqe_EEAe;j12{q26BG<}LloNv{6kIQ2Gfd1aNRqt@# zZEP@Gzz;KZ<;r;jY{~eFzxe`-UbLlJlHg`XXZ4qXE7f|58$+x#UwJL-11x)m7S?); zlHuW)oxNn1E5Y2T%g`FPtzcsC6M?Ak`GkXR$kQuk$qe~Li&kQBmD#WJ{go5u!Y}`1 zST!>6ot%z>z3C%A<<8!ZgkHUQb+11z@B1LM^Zm#mqKE`lg!?2U)@HZ-0#vKZy9ypD zYb$?u4;PsYG(TJIo3FAm9>0cT+EyBTcpgGmS%C{ij~OtQbFt`YGAfO8^M?R>PQW^) zltjRSJD-2ywbCR}&?DO)Q81a5kktRKR3mexXxZP73lG5kwQ{DeFk2h77^FeYb1p!k$2E~%m!ZiISRR7%plf%Hp zk*@VSgX$}Tpwb^0xdR7-40Us5_98RTZSlnuN6<9;fq)`AamIq7InrQ7EheQ>ZLRe< zDVs_msb8jEOoOnVa^)OukAiN`7xg~qs73BIetT6Q4(QG5-q5s)3dii^nYaGo_~b*_ zUq$w{Vgi+dnMdGTX1(8Tp81`7P8d@|Qe80qPsWH@`Mckz`Y(_R{b8n0qN-ma zjQ!PDvlrp==b))0&{N~RoP8!kolu#>J5Mu(L%46gg&$>?=lUmEFE6|;7_t%Ul0Bb< z&9q&5&(M05pcrkE2Bm{IT%)2%HpnpK&0@qW6^s5g3V7id1xJ1BdYnET{3TA#n8!wWB%$=a z#O)6zW?o%kK8{K<(20A3gxy6#9_*_asW*SC1VLT7cX-&nyFiB4b+l@R{Y$&ud59>5 zifZMKgFl#kq^^tU<3#JR@99&^7@l_z@cT>>_SDXo$An``q!ySyg0Iv(6?p{7;~yl2 z$65$OGWRSW2JD`v+Db@lVkXBPKJU;BkB>7WggrcD*CAT%LQIA=8JdJ@v=sa8~z=a>Lgb$0&anp=LO(&*mai-=>qk>|Lf zV82zaBwz@e+dd8m{v`Mz#lV~|tT_cw`jxuVWW zHB;UO%!)<^aZws&}W1dUfzLG!P&hEDljX%S=Do07$* z?9Oykrc|k1)$JA8g~Ta)(t>*n)y9J|Lw9dJ)Dd5|Z}0!OfIm=b6xs}mv+ijKXy3oi zx9p3tc;4dTxax>ZXA({Uks}+N+wstp@UfYzUe+P&X-lQD&#vSLBTFB1$m7uM2z$;F zFM$X_I`_kljg~rtXt?|PG2^ckNjcJw<#XK3EXm7590}{YJLS|o;3X7ZUTvcixxQt5 zH@rv5=_?Y?wf7lz?iqrH!Y$E5p&VL=hSkfkeTsIvN;~KS(9P+yiFvy;(8JGA)6L=+ z$fu%G#rMEys;KR*4KU_Pe!Rmb`f=7yp#TE6o7WB+T_cdTz8aeSF%hyvv1C?eBbZ`@ zBb_TI0IYIa6ge z;HU&(J~h1E#cK3u_K)i8zVc?Sz0{R!bVB`1@yxI%lIGH`V~y^xlH`Kv3;TU(>5;HJ z7SmCi%;?)(9`(*$+3A&sa1E_2{z9lDojkTjC;Cy3{!eX2vr8o}PkAQ6p$46UNokz0Q8^(73-2m+zbRqwX}C$fZhD>H17p6N8YvZHRwE^Dtf>gL^}UF&IEinb~G zk6$6)f`}ISsY6GU804C#jU6(zs%?*LvEL=8r6iDdS zFfZPOubl|%&uZg^sh@ZJvusT=-|awOJg{}50}pVQV1*N{{NlpyJ&HU~SjIG%iNgOp zzXS}jOY=QhAIe^AaQRBD_0mf&)9@=by^~K1v}&+A<@JD%;_cn&v(v?+};UCP!nLu;JKEU8@eaay>F@nMBpb|$FEGj4(igS8@G|EsiLN)q>744;l1fD zy|LD4A8K*!QZfcG7ES3;kwU)rok!F;L*Q_|R%0hAUb@d0C+pGxTOp{nhD1;wYxoRg zUsX={%x_;_Z~k(M5>?i>5EO0i&j!C<4p2ruFe(fSI(^_mKpv;LX?qU$lo*{<|&Ig~Bf24)f<)2S8zv(U*Aw(jseto6p`p`< zWXkF+w&NgOuzVNODu46Z*VR1mHY_O+FKj@Rnw28J9gi*i(ks(ax!}>yZ-E>6iu%jF z)7Wmi>MKsP`R*HjTGZF8lo~4KMz=&!ZJZXb^sdO+$=A2f%zJ#9Swqk2`)Z+lql9qW zay-#HFLuL49q7lH&6?6N#%G!bmi!)fwXTb*%LY#z%)q0tn!oCeIPyJ2*m$I7fLFrn zXx#hylGTBIFM{C%@DzakdI0tFA%brBEJJqhkHjkzzE({h)s~1K5|C9XFcM3|(j^DB ztG5QKahIQfC!`5@Q$}{Ayz6gFL zZWS}5je+qy$A@#>qZ`L6W*wX1FBeqVN3dd`TfMy6%EO*0ICar3@x{chTr@?`E&6Xe zU(1z<^59I$=6+hYbOlOJ;tH~CklV7?+${m)7Y^x%j1=7WmJ(tSw3Ow#dENmx$_s^zPcumj%c=o0d54(^k+F1D7v5UNh6TsYthS4-{Xbz0F6q( ze4W85qkc-^eU&k=kMbkU(?)K~n2zwmnaex%{SFnCF>5Na`m8$REJ2cV*p+TS>E7nD zoJ_E@@iO4NZTqgVGEnH466l9ii#fx@atN5H_}czy6ZJvkmXZEKya`e969WeiL`LG3 zH6i|$9!9i#CQuqQubao@l`&R^F-OR~y_Ij499_^VywpIely6jfJ0bcjgd5i-UDTGO zsUhwdK&MoZ6ollf$@0<=?hj*bjOrRKa^ekDl?irufBfPuaZ_jp6A9{{$G~Gs=|Qr_ zxbtp5wV9s>#8>Hq|K0@X*xXp8!DUFKlV;RfnIRM1RG@BBy}|o>nY;Sfd?r-2R&e6|NldlN=+L3VIM9l?QA~2!y^etuxilo`o4AI7u-2| zSf&})OB`Ju#2j5nlZHW=wzaO?HZR|@0>u+13a;5JNBtQH(b`X_CzH6A+0SI6`xVNF zzx@UE)4>Y%|JGa~Rm{(T1IN3yx|&?V%`Ig7YD@RNuyin;B@9^bHv>L*2BzC=4-#2A zAo%>hQ1XBGv|DGUtOSpx$y?>Tlcw`@-QT9d2CdxvXIX;R#0`wAzWiwMTc3dYR_$#P z6^y_YIEFiBGY4cC$70rz-ZBrv1&gN#n`8+?qAEYGs@CL%r}jbB%|;dIFI(3o$ll35 zFm%tCpBn)y5cp3fAB2T{0NK0b^!carf7-9?!EqiLo&VWcJEyN8(y6X?K<{yA%c0Z@ z-0=&~eGBm=l++hg$P+Rr=Rb7c=b!0_6`nv97qvK8RiLxJy@{1V5Guza(-}dft-k}GE@F=Q50WDKF>qBtV4K>cd3f{hRLummpTre3cKktS;u$-4=;%*KwZL>2JH>H-E>+ ze*%EQQ8GgZ8?`~`tMGTUQ;BGfzRgbWfs^)iDiQeCHVf>ajBlO?h-%(+2z{^&n?MLA z;#60loa74lnayLfTZ!nY)EkLXKwUz@gAcoq75ZoAIcS$-9p6YiXGsBVJOVk=iqXdp zMc>XR9=fm?Toj!r|Ixj*iJ26ppVy5=%qrw9V7A)fr9a^Ah$I^lhTl9F}J`#Me8&wQjzGNqcqDH}q8f#(??3i_phgGr6qfnx*IqIvCMBKn`og z^YM$%>tOH>n@dDuk?cp=m(6Nuc`SlCJ`toIk3s$1j z=#>nwNYLJnSB!q=cgGFPKGa(@>C zrIl2&EVG6);iF82tjPLAJXA>nM*@WSi89~6fJoKr7nDCLiY#N}>B^;^J!VM42y(vvp) zEb53LXe)Bq5oEJpY*>*)Qr3CR+ahvy*r^57MmFDv`lm@bWg3>NYv^hXUBUCi#MC7V zd}_IzJ(Qf$Yh{XVox{o)^nC{|nv(p4g<}dSwQJn|CMKQPDJw1v`mQG~7Q>I62h#0- z$ZBltS}F|7hVRttj;Z*vzGuxyxRV|eiN@SJ7Bsn^N5DP|Kd8zj6RM>Z#AP}mp=91+ zC@2`7 z=nlLJJP`0*E^0|@a8qo!KgJ#X8msd}pc?n~2D@IcX=iQPANU<8AsbsSYAok+KyT`a zyss0jXnQf#W6G37(Wg{;xrDxhO9msjz4)|cwR+sgg=vY zvo13Hj|vFxf)>6!juER%vRqQcHT?X;I!|QDTor<`&H(k}0r3J`9GKul z0TX^%!4jyr6KM4o0-lZaav$H@T^B8^g|Z-)`Vxj?A;@OO0Dvx!CMBT6gno>f&01O| z)HD1;eNHmor?lDCqGl|Y%^7WAiK%e-2N$j`^!w{vnea~$bM;G7@dKQxil`nKKn+?) zBx|?(b??RNUpa)URcODs>aL5TUK8!yNm^>o<$^u7o#|js$P*lMHmgaC5AzPrC+%Hq z^0T;AA0GuzMVVR*VRQ)-XDd#-R}<$Vy^;NYyeeSSH&>g$vd=ue&{?^K8$^o3zfm0Fya&8;w6YmFQm*HsOpwb+ zl1MvVBZ~y=%~n?dEsPC-w4Su1Nr+!L&t#i(PlbK6`yag^WThe5wj5@d7%(n-^gHAT zr~k*c+y7ja01R`&lA%T`B=~(%w1&kB-=SWo{3-C<@WsvnT1NBMZC4}SM=^kDclhPr zvaWq{;^v3U^OpA5`pOLgWnzf3A$lGWkVM5=ECB`JQ`+m>h`lw^*X!FipF8gbyJRSB zz31G<>F*jVY|NR0(Y4NQV0 zZp^t1#Cy?t_uHSV=>WZRgutkhtyDo>m)~}TdMU3pByIw6oWcVFzF((nZzba=CkyS{a}Sw(rx=53P}<1R9DU&H!oYKLXe>SJ5!4h?r1;rg<0{R#}zXff%glC9TWr|F=3i=`Ke- zzHdZ7BN>8;# z!bWApt;1WTO@$9OcX>Bq+bM{+l5xSyq$1M~9br@|CZ-MrTo}^Uh?=bcS`p9YGQx?_ z)q>9OM{41F$p;u3!_iS4bR6uub9X7Ip9jIjYhtg|esXC99mRL{)2<%vCQs2X+HOC< z%+0ynJ+I0|Ebai``9CSJWVsCGcIj}u*|Jl%-XIj7Yq?J%@Q-KhPp3x*#y3)UiDe8K zZhGl45%KmU0Q2~fOk)&u0sY3Hxoq`L4!OMI_o@-3+f39SV-oMh_l_N7{!bUC7k0}^ zrc}q73;e_Ik?rCHp=iFS$I*pm9>UX`_s~{b=0E%+dzx=?5IAerxjQ4JmO!hwj%@Ye zB5?IATnkV7bZ?8#ig>p#6L$*}g#SE}tz)Nb6nLMPbJgmLxc~72L$|utOz*O3hfO%F zUd=GZM@ZrE8>S}AdqCSeTloA0@ka(wB{N>m8$9+sX4D*KYpiEopy)4gf0_0M!m_Rs zkvAWAmJ9#^cXjy4Q@Yg7N6{f*$jaelgo>o}G0eqcWtAaxk0mq9(^EpTndD214%7kqw;sj{>1 zFNvJtKW!6_y9W_wQ{LHf>~)P9p9tv(<%zA|aOl%v=%wxMr$c@ooOc0JlQ>t-s>C7! z)(%dGhYL23>RorgwcZZGXUMh3OimQyVA_b3969-?C;XN`h*%Bt!|5-x&uu1O=DBO4 z29~A^v-?NzsIHK;x^g8@vJWPdVhK#ZMB>3+wKhb~d1TIq>diBz={9>sxc)yY28{q- ztRH8-EX4S%Jyi2h=lI3=HJ7VL@Pt$ZkTE9p-d#&qD;(L-xd3#_R` zy(4T$a}h-B?vey}UQ$w0K4D?qUVrx>UuF5w2Gm;$G3Nl*VR&;v5#*$(=2}I_ng0@E zK#5U=+g!Ur&2UrcidjuHl$?zGsaKuwn=PQU(zGJw=9S~9bqR4yH}MU(D9em9x8s2D z+nU?aKM(w>a$V?Z6lRC@VBg%Wcq<|<8yIr2JSO@ZdVT>+> z3KPR$(Ycf^xwhOvAg%2G^G%KAH~8kh$?XsU>f-@^Vp-NkzKH&rKEUK8d(8VB6T%O$ zt=TGef&hv{Vt04DZE@^f4K z0qNXR8u!#KYw1>9$8X!InsQEd02Q<*drNj~e5!^W2-y3mxmOIGX*Y0m!&$-1G`OcO zW5>TQkNANL808?b{_AK(P#(arbQ;f=F2`JYu;Mgnr2jnw_)97?c;R|5a@enqT1xQ~W>iJb%bx>(8@-i|^J$ z@u6>B%rEKvgQlGEQca}dx`@HdvC*gaiRk(F5Wbr-A;o;4cl68HEad&>0rbt7 z>=$|~Q#D(#ZH}&@&kMXW%+T5(g$njQpf9)?xRz>_Ztow5X|yZ@ERF@T@SSP4?J4Rt zCL$|)l|3WjF$2+nT#6?Cy4Tf5GO;M;RSI(QJ_UkX%;VJDpElUEw1&oadU?hjF97{^ zhY(S4dCmTi`HWI2A{V^-fBg~x)f1QSx}%}?J{hoS>6M*L>%TLBQ3f&OwefcRW%>_R zGyLkIu-ne=ucb(GnsC-{wM@vRyqFsCAtiKGY#|+T-|@L9?5~AA418f|kj{5KtuxmQ zS=q~XoLiGF(e4NuKhrE>M~H@bR+V{EA(YZt*igc?W$==NuCA^IqpyaWd|o`1l=Ddh zEh_0zX$?%~30Rz3)TX{?lch?E7IV912c!(Q3J98X*b7d*LfgJj7s3N{!{0oYL<~uQ z#WKMzUZEF_fg9T0!@X2_f!_BXMpjT3Z|Tp_aW#4H((w4+^YGYK+dJ6vL&2JIf{3Et zt(4BNy&i9>67Fhskg)4wYGdg{muEf80@6lVwOs!LT9u$6k~8?#AvoydBtg3TFYh8 zcxNXNKM!ye;gNS=iP8*bqcxl%NQ_ka$}xpzzvb6KeSXdN{kptq4|c*??$gkJ9g@U@ z4S-@dCax6P$Wt)hoR>L^3h~s!4cU9w7ra6D52z%*m!pABklfuZf`zUo0W*f$=$L3p zq>lpc<2}KEwUBO8fIo#b2xA!e|6S*n0EE?gjeXMzXiJ+f(lLP|g>q zd(*gU$>ls(Nopn357d8G75Jfx^65g#LypQFXfK~azkY5eAW~{&H^Q8EHb%jc^DQZ9 zAp+Al&=84dBdCZ3Vq$$0JfpUrW@75#qln*2mN1E{ZTfw8)Q6ZV6LALQXKQKI5tfBbXoGp3@Xrt$ULv~TD5x!b7A zemIKMRPyGevQ0xWDmqQ~cThxFShps?piG(Rg?@5!@^8I^?;R%E^5UH>T5OWE9g!kO z;GFU|;#Y}_!>DqE`#T5wo_{3r+0pTb-X`@T^#CG+}Xt8?4=_q># zv~f&0%a&iQ6?5v2yhbV8`9Kw)tKl;-s+a;h3@5QX+`ukU8{`WAe72| z*XZsoBOvPcnOq<1fVV_ezRU>yu!6a!CDwG*BXTd7e2f{5Bi8}lg zRk`SLca|I7zd9e?yGOhh$AZl9Qk~G~CQV0_`j}joC#9{#-7bZzw|YleXkiiHGGbPU zfuUdDB!`}ByPM=k|M7>=WT2QxQZ{1nZC8nFv_mme@~MEY{&L&!E^g2Hk1?&4r_m=D zfwF$REKcy3oj_v{JMaY};Be?&@A=0OkT+9v*e3)M*&b%~IesI4bTTGa!#-}u}_^W&jdFDuo&J+j##sUeCrQ0J- zBfnm%G!|iLTk`>FZGEj@W58_|8o3I+&7;qW@$&H0UD0o1Ie+`n4TiF&+48dtJ)_iV zu#=aJYfUg?M&~s>hZjB z!@M`Ej2K#4pP#jl(D=9-fm^uVzIw7f7S@5t*D-y=4w$fNjwWdH*a6FqH0z5tAO#VWkBpEv)9F6^AOyH>uAr;SNO_5}O(u_lUAMZH!yQ6UNZdIuh|g3een$|b!b?Q*i`-2`GWLw0<`r}$x=lXIkDTl_5}ws zOlN_Rn(&Md?IU}+ze`nw1bK}T5=fiN?jMz2_ub{$ei;27g2RR!{`f+|=S?M~`qjd? z)ihU4-hiKKymC>NNn@OC1v}JUIt-Xr1w;{l`CcaB>nBB|($mAhd969xV9$jVR1pqdO_Lsx+o!~Q(V8l?f4 zqL`&lgG#qh(O9&WOzpTwjYmep=sjDEM1Jc8B$dq*OOEF)raP&wn~P`f?dAMvWe9Og z>&}T(VtWNwrW~eqREplRdvI7Ln$JCtia`q~xSyH}^})S$SZB1`Gf}%g+a-nwk!*^w zvKi}$PO8&2_4F-lx}~`?r=IA6LLVU>!U?yLvjWu)>2>Wl6j+ECj9qL|NymYfz#5%k z#%k!{h)9v9!FU+8E|lTS)0ygb73{YsNiqg9iiG7(M^p0HG#w>Md|W);6-I3GOu~L! zw`Z<(>1dMF9D`^#*B1NFb{;jYepAM{RXoA%W(|qVruEY%)*KQHHz(zHl<+HrNyXC8 zz#V0$zzsq(2~>D%#aOBE*=AO05_p;*=J>)|V>aQyaAcTmV`cA484g1md=0Z0{Pe4G zUYc;w|D>{rzJP_yIS*~WLL9P(QKm-yEJ{^hvIut&olqh01H#W;yPAZ==Mh)CsL=CRWu5Z^&rZfJ2Y9dO}lZ-nygnd z%u8vCAFL_IORbR>mab#$bXumwc~vHQ;|L2swI2Sc{9vsMepdN5TUt)qn zGtGA6{zRJe9RV1t3?bmvG<)^LAzlwXcgNVTh08{1>1#xVjIg9)vpE-q9k;#xFgTpA;|v|2h?$R8PaOlJfOP}-}!^gT7 zA9`*D(t~ykG0UN3yv;HgYYl1kZ9BGED*XAIuzi~SAvf}+$FL23#B1#u0%`k{trf+7 z&xw=g6}%s~6=!=Em7~btUnROMBkCcdYrk%2d^5=E+{M_|M?iga(?jl zsg6-CDP6xIaL{h7FGRB3=zMuuNd{hUl+nxoM{6|J7@S|cCLxe?Oxh;PGoR;8l zTE~EIYQd)74%`4jPQ9i@0EHZHD%h}yeC|KuD;h`F2=Lekb z0n}R5M88;C*8KG_rKnCL;EJiLLgO|lKZBo?dlbITS)?5GW_-1!Pd5A zd1B?Nz4G!*A{&bW{DH(L(9cl*=EKC##~eF0L_thxYmSS?{H0K$WzyEIDXfcql5u(? zgGntv;5OL7M^imk%_}Dl5sim1zXstzeI`#@&?gFuEe?CgIH2Od4=XKh7^&^-RMZo< zbqBhjjBkuM`4$ZkAw53UNQwFR?B1XnP^W#ewNc#dD?DwuRWzeDCoM;U(4=aeW%rrCX9+k|W0SIdZ&ZB_93Gzx}TF7IDN z`8cOHUFH^Q+{GTyN;&$V%M0edOZgX}&xXvPvtx?&q)YAoi~g>P!({9!dw2`=T}dr~hr>1{%hp_6NU2Z%_5@zK#r*-zdmwD@NyDH=K4a4qh)W-;k1+ z*s+Dv)Iaca+3zwgom&Fzo-*13Kz9nmP+}q6c=%TmuFkRnk%hG!*XrGtK z3dWmE#j3Ywp9&(?#=|+;%%2M@>0rdy55UneYOjUI3wZe)4d-}l!?>}O*W?pMY&HqXH3;*yhreZz9mBFIh#Br4ry*i*j>`{zXLdt=?u zOLBsqEWzBai@YCMZ*_CtHW;#1AsjftA?Yh^sEC z3E5SSacOk9D0~(aiu@+8$i+;ITSMZaT@6mMVeSSXu1ld0Cl`GTR5+Noe%f zzkkMXSN&qRf;spvH#*Vl4fnhz^HgID{t2ngn?TSj5^#-Lz(zDrZYkPmCRr_*sSN^p zm8kxiKFbYchTEdo%k6|vD8~cRSMwk{It7~9BH`rFcmxKJkNPh|^@x)KF=B7#5ow`G z2NUQY``9@*TNw-)x*>^7)Ot2}#sBy$i}+Ox8Azt3I}Ez~GLa4T`aU1GRbx`p-ARM) zSu|llA(`KyOXpCSP`az1E)#xG5I`3X^JnA%Jf=VQBMm7+v-fP>aCAyG-7Bc{;)GKx4BZ8e z&R!xWY@D3|OsDA3FF(jzFGqTe@*%H5^RGF_e#ro7@BCK~5`&d2~B|(D{hCZR$$s#?;_++du(rF)hb%WD}t=UWO?x9}Xo$((pixtU^b$M5Da^VCjtI z11%R^h2m4Xp8IVyje~99y52@pjnANF8gxL2m~&2-b##OQ{73V2CImgs#A%g$4BEE7 zvA@crRcd!m-ffg*hN1_qI*FwI2}N0gAySBL@sO{gr1yKbzWfspXVOU5dCD7glbC`9 zUq){EkYwJA%g1^it-yrYZ!R@Ne3tA%o*gfsRFq;;s{+?jvafydAI}W1p$vUDKAAQl zSUrs-HYjfm57A$2VpnMDijg1svLX+{wmYO0lI-gk7N4^m+L zzI{Z-T&qvNy4gnELi_}R!6{m6{7r-n_kLSDlOM^=YUz(It;WR#F5CJ-K0xh2OG{cj zG)Wfg%~&u{)w!LUUb$&wVw&;!5V$vSY>b$st3Q5kZuPRsCkXJ$CseT521AkIDt-CB z>TLpHlxZ5ffb`|nlu72J-Ri!Iq!7Wm(GF3muLI*}T_3{K)YExIIA(|tEUUdvN4}YNGw^fgXuQsPU`(e7gdP~}D3Us6$l;?>H&K06!6=Xw?|;0M zkOo~{V=?C;iFD5hCPn9eF^fM`B9U9dS2yqcM-3d18;8eMhzVKR-jjoE`}=LC%6mS!@u7W0!9xgnwKJpuQ~g1g4K34JK{tpYwpCwzEvt;jaA116qz)bZm?mM^^$Z zx6?WcL8s@$dXF3QX13z7PjP<@T6T^?4E_A43qT?CY*0uYIkemE=!6vH98#m*Y*X8n z!ei{yG!g`?g9LvL#aoPZO%snd55+BEF`Mx5N@Dcx>L~s2PYlVvI01J8n80%z0Z9W& zWvA5ceUSqtQMtuUkRs?$bAd0~*qPpVkI(qpbeTgRm!jB8&i_67wj3*E)$-R&fhSc7 z=waH=hUw=i*qUBP&WbC9d~8VHn4H``7B3wdpAZ_c^PWH0(F7!#=?$q8C|H>g65gS5 zqC@tZMfLPwO3oC{7OIxSn3?E@FdHgqaRs`nSw*Kc#MMNGusEs3fA39BRmirmYdecQ z`Nc+21x`1_@$zZHyR+oV`d&nG6J{Cs5)IPz=!+Yf+;urfHg(mS6Xw73-H6!L6BblW z+{WMmjynkaM2XTH==Y5X)}}T(GG>Aw*wX5g$fFV&lD4uXr4yI+R0L4*;R>)s_@(AJ z1-o%oZ3d=WChe#UgkQI!xAnQfY`{9}W##o3pGt?dEtHSugj}~HpU3443ES7IKQT&s zgyy!uLp(Gp68!e~0tHJ^M|x#NhMvk%AVaOd{!<`d6p96WKua-cn0MP4THQ)a)%JV6 z;oI$_X0^RyFsl@dkAL}36VPd93%O)uvP;dsxW-B(y5k}zyvQ&CXB~Vb*jl?(F-)KK z(tv~C?6uXVo?W)`5?Tj^{m;~R#gQ0P{$W4_17n}5m6*Fqs>41$q5Kv zzPqkZyg|7sWomPENMN^EL)Bst9mFVTjpEPpI&peUeJ{uH=RP1*-xpdWva}T#Ul1|- zV3j3JI2SUJ9$x@0nAdk!;#HMyr9-?7Bklh z@LtH`)T;3D#e*IjMPK!^WiiB>HXP_**bjb1Pwcpf7b#Ugqtb))$moUB@De$iSwT4Y zC`kS(L(%-m?!;eTKrA-VFR8RW&d3cMY`>$sYmczc>+UUDphP3P!2P;>U=&$V3Ep<= z0!aN^AqiU}a){i2S81a6O>aQ0T(0;Uk<>_j)YTf-mEq6_LNg{n;JDi4RP-z|}I$agy*up>aKI>2G^BAOwa4at0S zyL+;EM5(2mJ0HZakJ#;8b_8?jK-C<7SklB2df6MWTMIJ(=Ege(m$2lXne!(XEfgsj zo6~eltUS7|7twNc6=x}51CDe^4kT`*h}T=FY_a0=gi+|eFEIF>tQ+hA!<0!VV`)PxTa^%0(TIhTw3_vA*1 zkzJr3!)U5CESiD3=3__>Sg5& zIHW>}k$)fs$7;3QeB@Kg7n<6)4-2Cg`$+Kby1misWf8OUp~p+Ktg^JY`j;A`vo4r{ zs*|A@jnDfx9P(6+XQ@U|fND`p#vFL6pFK<2SQ}>E@i`W0z^~?jrbo?$LRE{mr&+n@ z@v1M?PdXYD)kO@l%xW+tA5ncpnqBN+@aXm&a|RK{X{I{{J{$(RTJZMQozQo=K%`05 zp$Zbn17tNV$RY32}GUIIGnA@@FX!&RHH;O_jgACITOpZaa#=KyCz3sHOrT`;JRjGEi4${}bwG zzI~?cwc*mxcw~V~(sI#SnSQiT#E;<%DgQG=Zqcb(Zv@^=^@k6N3|780raa9GPqEb( z>n4OJCLLHPZ*T2~-XkFWq5i6KLYFOi5fmcav9i!^t;Qf~O8bK@VduTO@lnr8vt{+< zztY~8TP-<5trMiY6imZmWbZxem+N5VTiPmnatqb4q!c+u5sUi?t$w(vJ_CXIf)X|3 z;pdgz>_@kq_}~l3E5V9iQ|8~kK`c*fT;eziL1{=zq9!H5^6P*dFH*Ihc}(d}U-rE7 z>c3g;CcfTVm?6P1zdV8P)}LV23|;?}8@+JHZjkd)6UToq?>ShPhLNL;E$`fTG`t+> z@2(D(`JCOKi-?wnPF>%!Ct6oW7Rj>x@{wQ z#>K3&3JhvN;}t5KMu~1%@4vVEuY!c0HWFHX3N4#rgDm~aqjTRyH5NcXlz_oIT-R`;$f5#xp z-@hedzypW9O|sUlTIqbsr}a~@#l;5722_IEL8unx=wxRiS3Fu8U*CbJ4ZSc(iML_y zVP7_X4+{Gz#0^kjv&1K`!HhBhF{m-RAu?Q)cd_3&Yb z2NKDxSp$v@^m*-)Gcs1#aL%Nh?y7CxNTGGT5qh9QYq?CtXQpOYibKV(Jw`9gczch#-H|t&V38Zv=E4<4)ByI+_TXu7I-h zHSe0PbeHE2q3%iS{x8vLG`z(5k^UWu{U+P^cI?&O%JNm);;gpB+kD`}M|ct&r~9`Y zQi|ws7m;1L#fDbi@0c}V2tAy06I@mExgsV0qT0TUg2??6=}SnJ`CBi^cGZnG#foAmgOzQwqWhE0p+;qG}D$-Cs*UJ&hYfyud( zd0@a`bYslRe~3l4v3 z7H^zd-NMCL`StPV$v@TVRdbHn)wrgG%S`I@!9c{TeW8S}6>3b&W|`NqGfN=@QuVoB z>S#_)O`S<^`?rkg{$D~D8C{3H&|uvCdRrUut627M>Sc@i;oE_OyD()BqTi4+Su=Z2naC`Qxs-KJ{yR6 zkh1#yyQWY+KdTN5wQt$5@W%hQc-hh>h?SV?cbaePccM^Jq7i^Ju;ts~uKNtH^@Tv3 z-2QLZ+t%_&`1~>@YyMI014!Zqx=~sv_Ub_EneOt= zjrtOoAWXx*i0Up>R7OG>J(Tg3(F;AS_qQD5sYwUO=a%|cJZU;Q2iW#rVVo=d|Db*Kku{acd&HMY1{FIW zmFgB7Q`rBVJbye2A>{g*ISSR$TIvL^Yd&s3o+r88ySMjOhTY+R-gO&^K_|pT=QfhD zhoM-$)vm5nx&Dw6ABJwJBpmNp+h5p zqeFp6NGTvIR#*_WVH(%zkK&Xb@PoVBqc%SgxG0;+-i?>=SaGK)n*Rc%O-- z^~?<)^|aosp$uqY1$rEi$Wdt~ut4?E593je5yv5e$g9m;l8SOC`o0J;?N>}hjY8zA z7_N_<8S#`kODG8-a=>&pr}QxBXNCXR(b+pWR{feFcac{NLCOipOZP)S^k}lBw2{HJs;H#ED+@6Zyy* zq-9z{_08zm23JXd^d!#FxzO?e)g9GSq6%$QDu=GQ&Q7nBfq(i&c6<8B7U`c}_w*t? zRkon`IQ*blL2fQojmfB>jt)`1)#BE*cgt z`rz2RA^bu|>sD^USth^g*CrnFXa!=^EJmD9(2)kciHe>MwwV~&{e{ZZ zxV}A~)FHB3b`2JxM>J>6ifX@ve4!NNa;3#lT`YD$#1%UL4^uYt$(T$9u8{2RlYKvd zA`2ynulkS@fN8S#7+$i@^i4@HDCRdt9K=Q{izNuOTyKr>^19aMX@9vRalGC^3=;rB zCK}N>Ez1{)Nv*OmNSP^YWMo7i#p(sUJll5czXTJol{I<5n1{f6hZT(HDj7y_WJC2U zsrI|YhfE_X@rszQSb4c9h0l_H*(EhxnxJHU2*?OJflhZ~f;(Z6($GW4f&D)#$%8#$0C!Wxp zQqMar?$dkn&e?`$FP;2AJ<&sT-19-%xULBDzs$Nk7=2c(y!U?~`%Eo`n!|s_2t$gW zK<1-U1-enuKy?Bfi7gu_;F}`^Y|p5r`$U~dP(Si`|mxZsU>0ba*nW z53RRKd?pPPM@$9T?G7dA;q>ojDi+Ax{KI)a9&I|dFVhXS>qOq|a@Y~7cak;s+AxeZ zjYxVPsXe?L*?$?wN#TCM`TTFY_tAPiDk2hp()P&(>Di3UiA6J=xaZdXtq$`3jIy)g z4QwNa^qsA36yOW`?(y%2lO z&03Ql^kmc95^u?kVDg;8cxL;azySr1^Sy3+w}UY>H^)tO0u6g8Xx~6LzfE>>X|b1r z=4L!VuAD9!mq8D_`r2l_T(5sHl`o^-32;32M-g(#X=qrqovbuD;xOoeqKNsTV#&n9 zczrxQxqwY6)5VVzy*^pSj*N_)IB*)04FgqHKoxGOX=z{SYGqsW&?=U9<*7saoPGT) zT8vZusp`?)0cZ=i-No@*RhjU**%#VVYW!OKgPbJ=1QjibkQDPB12Rsy8#Y>q@!xtL zJzP~(a=acK8eB*JmIU*b%*G{Hep~!Jr8=LgZ+Q~5{Ic>@tD+G))fzJL>I$@{zATT< zBkv+wnzH-8Y2@*L0^96@RaQ1GpcO0YHOP7~M03$R+IUO(Isz!*zp$_X@b=RJhhIra z!KRtsSjx)E;!;vjpyTBR6wVCf#l^+AyYR3uK_#VMvi7gzmd4X#XTM9^P?U~K{36~ACuq1*?;<-5HWAKlRbY;T zh(+pmV0cRpUH~eB4iEgLyJn%KEgE-p2*bmS@aTq>D|3f(vNDb9dCL5kn3r+%1n6ez znZbUKxypYvAIpxvMExF1M%h!b3`8COAPp)MR#(S8JUoqN#?aQc^E8?ET#OHhq|oIJ*X`qE~S4XYx0sOpoJKU z-?Hs*)#-2iXNRiJ)zYlA*S2a8Os;=}5f5@^b)s6%g0;y!OFzy!xw1L@TPl2mv9Fx2!bV0MwS?;$7 z(edR6e4^Xrtu>?PPz7V@i)Pz2JLy01)_uC`{7j!hU;X3>&+1Bre;~x_^eiVTPr8Zx@=HiB6T>ZsP)o&9;b)$Jw z_jvqe1a~6&m5VeF_I4cV`7hNx5tFg^zKN59l%ZL!Ek^oyH5o)_GR`WVh9DZ2BafZ3 zD3g?#B4|y;B`6>*IZOF2wOLpdYX7}!$b?QuD&ds?Qion$avQk^)5fHp1XSMdqO0KZgL9xfnLEBlq}vF z&!BFn?6hZNc|V`fhMFc>jzbjSsoV(2~_9~^k!DpjN352a?;XV3|GM#oYzKijm zTJH=$90XOcDFm-r>X&Ra=q;ZYYC}Ut z(zMon)5pu=Gq3ifZ(%<8V~tCh5I@dCLn!HS4?112muh^JYAZWGy~-BoM2Qw|&8xU< zwQjt#u%q-rIr!DmY1@qA68I_2@hYxE-mQXZe0ECZo=F?{i^;)gG>m8Hh{{nmwtSLn zEi_S&P(I?t1p`|;ek2U8Z};Dmgx9BC#xRoTP<}G4fA60kcLceUMRlqbaC=I+x^!b0 zIF)am?R(v~aZ!sdjR#e&BaFJ5b=BDPlNY-YHpQAZJN2hG_|<++=*uGc%LfpW zQ121Zfu$k9?(vDlZO*F@c=QMxE_&ixhxg#axXmS3A11G2cHZD3uven_tWzt>#lch zynCCHcU%_!Yi@sD;pebOVxvo=fH;T1Z^nUD>bppr0MRzEa1QH%AW%MrJM{JZ-TN&^ zqIWVd*?!BNhzl;+cW79}zE>E0zHYgAz1{!`8RJ0ZI(;2S zByJk$C9+@_w2gdS!R!<^<(WGzY|MIa{nlLOx2_+L-%>yQ&-z-N_3Mfv6#v*Do7kMc0!$h(_QL*-IPx10Og9)dODEYK1W(e9ZFR#gb|bW z^Oj2)?A{G~9c(Nt2KD6}xX0-z-bpQcs*>_L4N?WUwa6e$G>Q@mp`@gRK#^7wMvqp5 zY%;)dxi)Ajf60o%ZJyJIyMG={tGSb2vFnR;5%rm?HoJAoZFhabHE&#x?>(F79DfKU z{7)I3-7ZG&Hw)gxRFe(hYO7 zrrdsw+Kswd$kR*tW=>5*Ij`j*15hU(pw*Nw5)=b(Xkb=`FahGzCzCS6Z+Khy@Nh+H zB@g*VuXt5)H5S-PupC`?hvlz~pautr-h4LlndV%-wOnH&g(vSL2Yr^{yPxj6ku6SRbw2?m(*Ztf_d z1Q@|W5!e&`_l;uxO^z}M{}40n=!F;0wzOTaRd^<043IzxSeDc&r)f=l^_%0UUL#Wj z5hSj$@2?pkSmou)qs&CZjM9Ny%g5wXJ?FW|`K*6=+xF?xkejbJcb#+!t$Tdc9*TzV zsi=j)jgtMx4x7TNPQ|@^ZW011u6k}#s{kLk9GK?2#+LJe5ehZj+P^`TW4K5iv31!l zhw>ZswK}fz`_E;|lYUGs;u;N#c%MdU>&WNzIU17-@>lPF2iarB#!^CNKz8VKgl=WKSJ94BXt@sj_ygtYXIV8`Y&IRe80w z;|KT=6UUWIG6d@LZ4MR`&5}Fv6J_nA9!^N(NBc2To|L$_z^$zrS-SJ>D3aaTz^lIDD{$`Wp;Ipq|V`Br8lMcr}Y-M)ZC81Dw zZt^(ddZ8}^(n{zlMI-Q(XywM8C@PJ`b_f&LLqZL_r>6&8DIYoS2f`A&Of&wFt-xEl z4p7#-Qzg=SHs0yp0{jn8-9RoTi5NaOKG+tI-6tNdNv>i zZ_S^9zRfm=(mlsT^gwo2#^g%qt|CxDMmcVl$byvH$VJ|CG7@}bY@EaO z_4KrnBH5iC4^1ttNFHVu7J+?b6b)3kBrSWN*s~JJf2V{*3fYpY2>?psmZ4!dNY0Sj^9UrDA%{@GxFV{n z<$sTVVopj*VwZE^%FEBMaGX*h1^Qm|@!Cg z{W*aUO0g08r<}CxUC4TP+{}ASivKk<? ziX(cMQ6&W;`CCKhdDOrw7jILuqM8u^EEo}lKgEZWtD$rj^LVO47|%tKzT5u&9{F62 z2AQk9=)C-GsoAJ^%HJhCpk0dwNfz|yCFij@R^M2Yk?|M#=R)EFQ6zA$Jip|8jRtA; zx0qZ~k+ZCzs%{Tmd_!?3Lx=$?J`f&)13aKsI+sV2+~Ot`-PktRg{k z2+uE4LE^WOw*P9+e{Cm#5@ZPIBt5Akpj%d9;8z;b#3C6)@JJ^$moy4ANd9hs7~mI1 z#3NG4;1N`sR2_H}!a-`!pJLp}*U53t5J>*OB0iq{%%#02tzVQ6f4^r}^;ZHwfj}TMW3AZRm-@h&$*(mO+d&zw zq9P(KAmLHY*MH)Zlf$Nt7UUK|TseU`=>M5wLD;DST_{v*I)1zNG!o)8Z`rttDGKqy?vR`FwG zW)40&@;zE>ffG4OsK+y>YP~lzCWo4vQ77~x6n3L!ZQm-ana-Y#t*n$8_gOBL_dBSZ zkg~V8H>&lLdY+KL#Ksn$CjB_?-Mc|OKA7rh$WA$+VK6rLkJe)YT0saI&Sv4u^g_2GF^SJn~(SZRBI5}=LkO#ImjDd7d zU%I+V103qMMQ_wMbZZB<;izZ#C!8HU5SH+JJ{2L}g(W?I7M zk_^q6j)`FmXVz+_j$x!m59DhzojHRoy7M}(w6qk|!r_UhhJ=QOdaN#ibMD`K1n)POEjh z=5J$O3+ZIe5hiLBl62ed-Mwq%hz4Cz$h`S@x1K7Yq(qd^#%8g#E9rYqNGRN-)~jOM z?)~>}n}-jbfGoG?3VmM}7Dk*=@vUwMAF$>+IkCK-d`(XePm;v4Jp%)S>D{}hcNbnb z9$1A;G98{c6UIM{i&c%!rmSy;6c-D_AiIDNb>hM`STHd$je|QPtd$oIR~zsUCqP~j zIUgD2a;T{SA45}L|M~VZ$Pi=dIpH1=9bGwj35LXQE&w>{CbEP>R17+^$=x7Wiqi`BE^UN(N>7LT~C57+J)X>rj zoj@0lF2}!kaYlc233oOi8t64Wj}kkURSacsUkc_=MSJ@dNV)$Gx1tAqW@e_x>P#F` zqyMc%L!1wsBCUOjf=2FfZ$=ZCcYrdKGj@DaSg3YFJYI=mCXWO>DKMEkzu3{ucl4A) z&p1?*0p|t1OK9`kod{o8cqDrNUF(#_Ch0{$sFnx7g9n}qT$2Q6dHDqdW`K?wefWn3 zX#ILKox~p6mSl+=pI*Y&tG>ROxiM7eD2=SZuDrn`31qEu-W%;9p2t zHB-`aUp@^v;kk0<%H@?J*vnnX{sH=&aDy__3+dl14{_@)KWE#p=S4+ZOYXlfcbY+| zJ~QRf>+MSt%JL#-7QEgFRG*aZNYtX9t55aB7oLSd*Q?+xbLKNr#7x4jCJ4@?+m$te zn?$fv#GNWHz%>CkihzI58{_bKNw7OzmTuJ4l>u4wXJ8*G;deR;n%$BNO1Fm``xzO_hzmW=D zH=`53r9pw~SxOvpxL8kJf{vb^=NDf@{Y^c+-JU=eeII|_p9>4KORux9pwTr`2kHkK zTth=cneTLuk9nfj7cyL3T?f8?4Luuh#1u>oCtwD)qZ1QP7k>R`V5&mR$IKB#Z*+kFr@k#k?*>cG{HKu#_z7vIU$p?bTJ=GArj0BFX zJbFizbmPa79}LW_CCH{F?>tLs?z1FNyEls^a(+B#V`EeJ=8Xp6 zU%MYkgG^3j5a2v&nwoNv!1v1+-RLuNFkmD}@SKGvC@5`o@DaJI$qBs`z!(8$IaL{b z>C)40q+C!+#JxFyO%)cwrg|)FY;%hP`Ke0Y7iZ_@Zkw7$hx7Q*0Hfx4i*VKK<5P}> z-b}2Nbvv(+5cP{o_9$?55V$30bv1Xtl`mE)2p9+sVCkyemJm@sxH=A2MigS^t~DvGw=!omSx)EWK)a=b%+>M+*gOrS19Bk}eY%Gl_+&()wTiV-kvT(9+F;Q5!xHvcqu(I0z z_YExePUfr_>O)OHBZv-ipPWG;bfecls3OrqOAu($S6)h7-6QiT%hLzj_4&nsQ@$dJ zu2oGN3RAtPC|sL=>LXGJuC%6}fBDb6lY?0uDb0?nnQbjiSiN37P1w_qvoKP*B-sc! z;%=Rhk%P6&N~Z-}tsI=~qI6$&Qa3r}y>^~_gp?C~%yzzTaaFX$&1QU|k%tz?00SRP z-m}(Ls6Yw?;FD)g2_^TRtLE__n%7H#;hb_Htk)aGdkASji2rWfK*56iyM*BghbZ>% zQaE1_nBrfHQkmk=@&B5m8lm{V&HW!WcSgs@sF&taDpH?6(@soGbU5nT+lT$LH5`q+ zgtIf}-;0aRi*rI`YA6EOuV23saG1*3+Xubg5stv;vWF2Xa8R_eB2ys-&4vUt0P44= zXkK0!Y^MC@Yq0f;F_e;_x1xQUm{<^%Z~4B*Zi4@Dus!o0=Q|A_y0-uFK!X2YJkS)Z z1UNPUHBv`FMF2I6VLUbg59S(kYb#?Q1y%4rhtBMC`J=ze-Z5z} zc^-xAGexn`UbFqM(EU7ylxVPO2Uz@4n0|YXm+#EgV~Z65(LuBSFf?b{WD$6Y7d^Bb zhSX}HYOHSJm3XoR_V!NNaX~)cGVZ2lR-A`fsjY#eQVI9 zRtMBIv?r-J#uL)(R9%t+uc%*Rc3P%|IAHEI3;SZ;L16*!|Id@}_^*YL%%M|Sq37V? zSM5hrP74c20{2ps@!4J*rrq8XLAeqTd+(R28Y`@@u4p)gk`9)@fI;|A+et~Ai<*+} z+2JBP5L9Ei+L+wV@P2twhC_k>O#|M$KPuDk4w&A55?a830lC&`%AJo zzUJ|nZUyehk5_F$^v1*NdSt5#cJA&6s0A-smfy`0M1r>`r> zLo2;>_gc|~mNg{e7%<>}Q}bcy_KA@2U3GNK_i-n%I0{7(VleQ2`O?SdBrd0-R2TB( zQ&xk4x=P5sdk(ZFpD>AB|2K$YBuYt{ZuCAprgaTNBzLl zKujNRXUJrjU1hjtD&~jKKxJ!t3WR5Wj7pSoBM~w0=GS}u9<2J`vZ}AicNEWp=KEky^}qiLl^MhYkBhz<`Qe=c+nQVRx&zWhn%;kPo@Z^Nl3SiEWZR0%A$N_Woj!-dHSoQwZhG(rT_qn}nH~Bv3wYBd#=oh4 zAb5Wi4pl4qtBmvTrjNrmm@WbXJl?I0`noE~)l_)71@Yn9UdC=)B3EDH4 zt)wUsp#MFOUMaIY(x_>-g%I8FV;g3L=UXjQy37a(yj33Ta3vy%bl4;u=S`_jw}U+-PX`8<5{M6z|uI8evk-@ zH@B`_+Pt^B%!ZZ^mOL2C5gJ%jubq2>`fLmjYBxN`=7^C@Lvq^q@%II49>(EO3Bt^I ztL!bp_H0%sY>GB(xpP)^5PN2Z#_4^^QiK^o5svYi7L1G1XEMkZ9|Z-S*6&)&R{YWY zGhUCo3!{?_BjgHU*1_|w7D@bW*O$}h_LNMtDU&qgHLoau=N(5o6%I^4f;tQk-ClAX z3a$DCDYF{IdL&jSeaAS4%iYco_SDI`@Tl7~CYHclr8exyxMD6g;K z#xA#lI}e!W!`DtpVS@gds?n6%YytFc9*B!!*B2LdQqR z)CEC@XalkG+OCmD*%Ae@I@IWh;G|fN=rFvoZR~Xdaspq&uW%H7zsW2Rj9x@#vI;+o z&Khc6pbc%c%ka$hyD1kbt64!0iiSJjlNhq@rOBnwkF2cN0lt&>L7c%bkiskWgoBF3 zAfk%#^tVog9;UGPMu#Lcz6K1!ty;F^NW8R#;jwOy$*vb)qFF(;X0hPWunZ0mC2(MP zpc`!FIWk=)JG(xeXHaofrQ zMrt8@C!Mo)gAsgKkfwucizP)C;gO2o&X z8tcG!=WdRF?4LjHbbZcyTU)FH3BI|cU^;eqO2YUGy~+86^2BXE3J(NppQq?1f-7Dh z0*C#-i-%J~k{ceg7nBZ&hr>j5w6M0&-yphl;b(UtH#=E|+YVT#o z=XVDZM29bn$8FXiLVAMBf#PwZ9&#ib%?5YBw6NmtT|w49v` z1&`GolJ&8mOD#WEUo%7>wleVZo#wqrj;D71vfwJoy6|U3tMx@Jx`08+OBbmSmj};` z#Q83NFZZW(y~YCPjzaJt&2GnC!HC#nGc%#DwtTu-l{GS=bURs!=;@KlFD!&Fa~H@e zDk+%|TI~u!K0oV5cfTk{r1Dz&@xy^x3&FnQVLm+tez*0)h?QY~emJSZ^uy0|B~6ZU z|Fg(}N|Mb(zt6a7oA$}g0WcvM%*d(d!Awh9!THV59_AXilE99+s5vmp_uSG?9jN^r za_#f!QN^599D@kO0?Om@yw7BJB+J6es;l|5E$UOX+4{w(Xxy#O#qMZdCcpDz{jwcz zC<-A~R2i1kkV8sx-bU=a(K5Pzib9+JequIuz%!9BH5C^X4;LR?$9ZK9T&hHMDg6eA@Fxd<<#6T46?3mQDu|36w z*^wd0_#0baKK!2ep^%W05*8ba#>K+}SLWWR+dnusDP*9kn%MqR>rN8G7f~K#O}mn< zX%zHQMecVC1&>bF1K7{Y zF$|1Jnr&YP|HHRCp2p*6$=aQn_oz+3ViWg-%jb2)M(PyKTh{^?!fM6d)H)D-7W#7e z_VFNUa6Vz)UN9X{$w8nPLA#?lajb2(&<{7KedT)1Z2r$aKG*Z+x5xJW$YI?9t4}BH zshs9$B2SlUHmhxY5C;cRngot@l#j|GftrMg!D#yAjnC_vX!;&3W^j-s(}2MM*)b@RL5bh2qMc?ao7| z;#nvslG68YYzng$IEf=`KSs>Z^ZV0`fNJO4t=fXj6qCbpelXK`>Tfn?%uxfG9WR@q zS_c?2&H)cO^Je5`89`q1-cIl|Yqi=BBD1eCvmn~4;*`S-Qspq3o9iU9yyT6vz;qHR zqeCg%C5w9Pm{cbu281QmV$8|_mCS;81LY!+<^yW(6%*iEwi--^wN!{XDl|9MG3I;6 zqI}y+G10FBVNZcJ5G`vBz48edeF}@?7Q!58NTUeP4gvNF6tN>(S~*4*9_Fp4X)*1H z#IF@#krsJ>4jGHA92z3t&owhJyGzJNT4b#ZPIvD-H7fBUc&?qH^hSMeKXr^Dnl33~ zNL65KRzplshp}kju(aVO-W@bh-~nGmn)Yri7%cIs69F?an->OusT{g0ntDvEVjq2k zYLDOso(Y>#or$CpxdBN+;ZMY8s1`Y}IvBGeU{7zTI#n?2y|bC!yfu7C(;B*+mc)TP84P%Dflvg$ zMCTwo1gN=|5py>cC10}zCc$FnTpsUgde2>kW_seLU-~a9%KXlWE z&)R=&Rg1Uvf4>3|su+1|2JWs(uCE^x*rEO<6tB+@uCh$M52c;hD+h__(HE*phNS1h zMq|Fk7QSS%fi?$41-2CGow^+lvs$3unzFGaXz{tNfS?e^y1oUx`>ii-pKcllp^E4AiI)8NDN?480R2e=g^ z-#Pza5}1xI1L`G-ZwRkxf(b>dIrrE+(oL@Ek=}Ms=Z9*QMt&H0(c#}KAKy2i|LDK6 zG27iseq!eP`J&U9-2z|knBchhY08=MH(}f2_ z%QGg)q2{{+&C{v`T8DMJn-_I#f?|UXzq-nKoAEceUd&HqBLyU|u0UtHr2XzeWo|mS zUJ|VhO*Jy_PN(YNFGswlw1wL}7p`DW0e#4^IpLR5c$ds10L&1<>kOf&YZ0SMtTEx` zXRCnw?l|MUWK=Fq)_fS0KPXYPl;K&(+~E8q{2;>SU4OLCdoNLE9W2upE6SQz*2HTg z)k|94&E)uq`A2f#{!QgB47UB3!tl%dTNucUz$X_~UZAW%0URSdK(0oEzN!a5>!Pj- zQ6311vwJlL?MFY6r@B(?K0dzSQ0;AfmFlSVDf7aP{!r7@R{OIsNR0#XQxm%W6x`;E zs=^&-;W*MN_O9TW$o+>6;>Eo20RkO@1U^tOvSS$83L%tc9imBfvVzJ6YyxTetwQVj z>H127Z(m^ZT>b{a=m=B7$Gst6S%6#S){n!@PVYGjWAPy3+rjV9{23ANimr*88HviiaTR{ELNmDW*2xYJh@ zLZ*4cS!vSvPHl)vE8_yxVtG5&MV%%>-cBPpwqW7WLbtp0v#~zh2Mu>-=!*eNIzAA; zKtRD{OtHbM2jCImI{imWTDe*yrA>NQO@ME7{@ttN>*mHlMf+f;3 zP@;h&bH83Lv9<~PW*>@*sF7i#P3qO2`TpgdzkT|xAD;PYSz|qgV#GB>U6fD?8;l78 zY5{_9uu}CJ2GegBtKB^DVJ8{bhj^ZR+?r0#M>CJ=H(lw6(JNLmhxb;=ya9o1Vr))9 znGPd4QIYe`rWc14nDj5po{>7<#`03W@4G9V5wm#57da-(!B_zMcU7}seGK$SST?^I=;a?7$pxe5Fy|T&9p9jCuH$B zw0m7lO%40V%^Lvi2q+p96eOd=3DxqoEq+Lw)UMWAuQlDg_t0rNG2wWheWhYEk(fup zn_(eC=F2cM-`td4pKN$ZsnkTAU2ET=Guy%TGxdwDA#{^Jw>han6SUlLxceqHnwynASi#S=3faduE z`-MndiXw=fom%_G7qOIY)uVb6uYdQ~XBhGo9LeuyXmau?vJ+4aoT{29MGv`jw}-ClX^WIfagUNn(NSxd>je`?Gw^)^k4Z|~(ed)i ziM^xU0CaFoi>14|kf1S!hb8>w@(^7qw!);`{$hT-2M>*JU9-de6e_+qXK9-xy8f$d zuYrC_t^MTT(daM&5Slpg`$?Cni~WF75e;z0ytvmqY!2ZUMUsl;s*NnLX9?G{qoUjp z8)jx6pzLKT4J6shPle|vv&vlArd#SfeSh5efR!tHNPwj~S}wM5H{H2A?QK^oW%Wf8 zLu%<2pHjs5vV(%!!p*Hx5oO_D$}kY`x^f^>_Y_L>rhX=DF_B=d?^bQdD%&l=r8o3j zS{-+Z3CcI?nJPS@K&{ipw18eZ0F>=|#fJ=Oc7_Ql!7*Y{hI&#DCQ9`srPX9c8MQwJ zpjp^#2QA3I?_1)_YubRCEEkmsAy%X&d_&c-A7>K`$bk(9IVO-A0WN7LdMv4Mc3T37 zkn1eWG517ulkY>gSw~mTFhggGYUFMT^K~RcQW6u@Wx_2>tLM=kWST80JFPBC2;O{W zwEbBNFC5zdBnaAd$+`RAr!D5S;r4F{JNPf=M{|$H*ldv-+G-C4n{N%XT}$g@AMX(W zTmwKCf}ui(2|>EZcoJB1U zQ`Sg!HC8JM968|Ukhf~ePRME;Q<9BOSx34$KUFJx-YoO+S>s)23uB%fi)IL*W2Dwi zV=O~i>QLLXXTw;({r2SJ02p2~C&x zM0&eGaj>HxZ|5!Up5-gYh(tHto&J@q#ULX*P(FsTcoI^K530QKoYY`CksK)USV#7- zJ`6g!nc>de2w`0lNwPWc8UJC6YpODs<&2(*oGo#?g)63m0iQ#?^ZgEh!nwW?i3PGz z;0+U+Ri-3Slr^L_rcviTRTU5sUlX%bp<7BW*jBGwiZ)rd*S&K%+<`fnfrQ-YZG4z* z_(WR3qVsW)&{k`*ZbgGk30_sbDJV#`alTLqKACEXK*v2X{FG$V3~IIY18EBYVZB0_ zT@Z^5PO5-vt<*Aoss(cE6824tg3p;IY^q^lM>oO9UCmK9r88L_xw2b&bqCf^h(Io* zr3UuU@hmC~*!I;pb-6u7JV4WsIxZq~!oR@8KkDO8xSq&a^L&6ecfj zzZW&UX{IEdffXAFEO&J9)_Cv*2RUfUoT368S1t^&I@rW4M}VMIw{(O-|4SmB(|8}d z-|EoV%-=7tR87Kq26`fWMrznKv43F0_H4T{`D_%s=LLE_oz$C@w`9C zNyhaUK0ZVn;olY%TG{H7n_#!nMak@)++^rV4%g-f_li>PV0#zy{~i6UcBs?yGfGrc z^>PIO<}rxInAYgOeF{7eNuY@O@xhRWGr(jQMhinkg2^=NL778WkTd9TNfn$QXCZE! z4zkvOv#G`l6ghizVgeZCTWIoDh9w&4t>#hh#YQ=Cy=y8w<>r?VZpr{{yVWaFG8 zj~U8=K6TFl3ddRkFT1k$P5g#C=h@Ti6`XxR0|s=Lo&XETeR-z@&GvQ=702H~`j!gQ z#%p#?M@YK4dNyT(w9%-wgjUi01GJ<4TzF)A%a1x|FcPPABxu)mw!<&W9auiR3 z@rO-6Ei3dJeWLj)uy~O~&MJ^BBB&K{n-kohIg$XYp9=7P22zq?MMKVEYCkR6@N+yl z$v0hB3ot~;fxVfp0XoM37U}oEa#dTC!nT4Y zaNWB^!4(=OL? zho{dw*la7cMVZ;$fr8dFgbb-U~`Bk4C=R+p+NX*Pyul4V)W&>UGfuQ~` zgQ9w8%siKuhG-N1q2Fk>`R~hBaEQd+JGl?B;)6M?G7nAo!v@%pn=ie7l*Y|l*Ol^b zY#fH1J*&*JU%XT&jcOXO#$702naib~Hbr$nO#LuuK8QeWgrjH$;ikO>{Zvx6RW+i_ zo9{kB`qWd>DKHVYy$d97x&UCAH;SQv{55+?veXxv`j@K_Wg?f+-MfaI2B>mUHxHd^ z7&3&bp~=2r?;lD?zWhUG2K59`b%Y4F=xr(-kKkma#W>R}2n zBjZ*K(yrQfN&Kk4{`O|>h;t;!dfa%jYvM@JPzhx+IJ0EE@^ZCe?fxA^mm$wCwA8Eo z+ahJH6O;sv?cc3%u;F9?4qxBF?5gVz?P)2i+a<&5f+n3#YWN2KlI%H7T2=yst6nd0&U zZPIcbDTR#T*$gKN&Y&vfg%`juIH@z!_ObS%sO=JkALDg%v00bYKKH59%z@Q?NKftx zaT%f!ba>cyz2~m&L$5?{fP4_Vd9neCVA6JDDW!g@0n>AijQ5Us1gL-aO*x_P)(L%YWgFYwe^~S(j zsM6H?EMmi?cb}DN|4fP`9a>2txw}XsQJek7hHzsp^&50}ZrUrK7w#Gnu-ATu+7C(B&n$eE!BA zHP-ok!y5PJmjyWW$8Dts@@5<@4!G;@3qVmFv0rXT4P!Rb*vUasV@=5Kp;K1GOm4d2 zL#fz8%C}B+ce>4JRN)a>*6eXFG2Ns%skfBF9B)qHUpKep2#|#q0Q{P>c z_9e)3iT7~hK+(ADpCIVfd#$i{(_t+5-HxkEu@X5RvM@{c9=n4hL_6>;Tb|JT^Hq2y z4!=MDNEtVMDLYMWx*;iG4fKA3o8Bu(zJ-|@ju+;ZZ>y5<#7;E2s7QY&k5g z`a;WVUBnuzh|i?`H0cx@WLS`3mSxghH74~fVoLJ+agUWWu_6J3C(oEW!uPH z`yDg-g5pwBX~0r>E?FNXsQRymqyU1{)U&Xq6_e_{k{0~2g$|9-_`oNDNT5FHtGJEL zRBPziTzK*?4g}XLMQNQ&xI1cYlID(pqVNUJ4ln1vx>eS?1zgsgA2z*F0Z7d5As;ma5u{MXC=6%8>T< zHv)^^pj+03jXQYkI4a!W>I{5}fX>u7lOg5WS#U{Hy6Xfh1C|$@Z-@0{cZv z6i6c>!?D+1x!tFcft@6x;mU^DWTD>Nno#wPqM8tJ)8>IGw+%TinOWXz( z&R0g)#uv@P7OZ_}WbH{fGv(uv2CXk5n7oWtD!NKy(_u3zdvMv?@uNAY!iWRw_qo`P zBXiMpfp5$jYrv$ zW4%2WEM14c!gWR1RrCvax)fzmG60h!3gRqU7Iq~jK#5md<{{hLGSi47w3X9?;M+p4 zeBAB}W=%p>mj|zR_=bbnw^dUypq`Wfw9qbSWQ%%xf0%ob#+5nqw#- zsTU(A-Q=6KcLgYHP}D{dJxtq+VA8JYbf_V>xcl}z^su)hv{y7MWe&XhCDwb63rk7x z`u~$H-*>z3DqT4V?mb%2(~j&$7a~Z`+n$_czfA}W>T#f{NSV2tCiwezkbuibXvuo! zoAGs);%LHXKg47QRxU#qC8G>$Nq}F1HlhQ-2w^U^;+=m8IxPKAT8k}`ZCDCRbo9u8 zF%Fx*34dgiFTb(AiTJyBcuRu`gsI?rayap$qY|~6g%*cwstS9g)4W7S`2YV=~zC|%!o7mE(WbWYk5ZT9BWm3dl?C_=y^o3TD zA>F3DpVoXhFHGhXTHt#YuX#qXUoaja(=)Vde7^!IHvoMBSqHSkdRK_YY3t1^{gy5kFL0`s!lu_(Fh+|r^TBS?# zh1aRui_3oQ8_Sl@{$~+kVfrrf;X%ohmc}BqG<=($Fzr znskdy71!ZN@h2MAQ$ewc(6Gqe7 zHK5aWUzNcm(8+$1ZGwuQ{6?AW!Bj96FiO7ncNaPTud;x)8x5>1oFr8dkhvuH^)P&q zxTMcSj84y8=tZS4WLlbj-o?AuWq&qnRNz133#8ac1o*1i(ofhf-gkeu`-g{nua6fU z0kZ0QaWNvmVNtDkY@)t0$Dp&ngRCZ(d*gGzJ|q8*BVQ$6q`Rjt)%&G%+G_qb624;! zWl2op*gEObwJ!jMZe(KH{*B9-(f)_yZXeQ7YS7*k$W3}B(CwhT4wH0PgKfTT?pHvR z0Z9MhV5aul~$MYO2HOAcf2U}O2MpbJ(mZXmw!d1T_I z8-az>f_}r_xQXoUjm5f86DSZQC|SVY=p$2wy?N-A(u3JeeuF?IB_;8xso|HGm)~mN z7h-=TBF{TMKDMwwP4@wmJk7SFQlp&{Pu6?5bKT&D;Z!TK@o$#?k*D@3`W}%_qbjx? zi=*J_p-+ihNtJ~Qe1FYQ;O&3HW}jYDac3EMDxf+{eC|lzZMwFK&zsSkRSml)6^!4v zoLc>^0al4}KKV-R8jv7J9k5e{ce_q-T;h*`KErCYF>vTKaPuJG?b-_MjTPIy_U3s5zksP4 za+P2xk40HS{GvEnpd|SlSF`^V3aulN9mwj9KM>1?*B9f;nQQU&Gel*BpezRWA>7hq z+>n{en}=H#4|u)KI@uZR-Wnf@2M>el(05z!<;UTW+7@ykwydCRNJ0n+`ZE1N^6r*s z?k=}v(Oy11l{gALTnnh>YDVXLT$X%2inXmnMV55CU6hp-os^W+!o~(A61qv3Wovu8 zINSR9@ebf$V_)hPkAGwQJ~w>AOzzk6m(diG|5aUK-6@feiyu_2#f4gB0-KVKRNQOm z6H3#0wP&(crU4K+spe3Jy116z+T*vI6y0Bkt!Jr@Qzo}r0kK=~L$g;5QTtpMPOrj1 z5-bu$6j@FK2M+`;v#?=$vOZf|>qZ!zLXgKB48dlFUCF}rYsYGAKKgj)W?{vPqhTOb zKdQJ`x*VnNm3DxDXe@@oh#e#nMkC+wIlcHbQPh+AwTc>)sZ35LCiEB5n3nzrGAOV7a>lLQw=k~* zgq&xSV_I5*MkC>0b}j5?qkaDT)aSdBHWu;za6m}?e6bT=VLmV<)j3fZ?=j*!)Tchu zh+pkI@aC&DtvyC!BEQ%2mz{1A5vZxL{R-i2pBx)KGw;uE&fyOw;Y93&QAON*!BdJd*{<4S?F%&#WHT=sqF*wz;mbU$x#Dz!b*A8SNYs zrZ@iO^Evu@<_Qq|42#aLcW2?wJvx(ut8NB)5%Mb741GcNZFgoZ=f8<>0Zm0v%L@>8 zRaLjV3N!4Q5Xt=?*^^lf(3+QH7wwu+L1$O92Ap~(-|i98&RY)mUD$qhI`suSS$I5< zBCu%A3DA1YUyfU;ulVv#x=O~`&TEGTRjX6+3nPxg7;j;7OjI;s1-;zLa+T?Z{P8|v zceR_QApe3Dan; zUznNM(;02KqE%AE#xf%AfXNMW1U{BqTZ^ESrk(!$$@zRI%|V$z>NpVPgrptkYXHqS z!YhIwm3kySb0iX-p}&ZE{pI5d?qE5IEEU@bVNuSi89^mCgsF*#pPz742gwzRFo`p8ErsH)7y08gY{8{qFFBS0Ghb_pU}2e6t0t-`C1`1e9Msn%?7;9dr47iP)N&*OX6w`@TGO#h_7N`28}ZS{cxMQ#-PvdT-uz9EEdhN)pdPmO z&h%t>4|isTvC#d>>K2Z@Ed`$c!Nyl_zU}^7jXgaUq+7|Beo=GPIfE)(r2kdrkYKXs zS!gV^wCti#Gydk$BMinzHSy6$iR@7SiCreCT>9y-;=9>-j!AnTSzs*`ErLEsirE|Y zB`xj4?6|S6nwb@sE-wjrxRo{^-sU>hdV^(0oVAg~FWV_xA)CC4C~fQPN?n+Soqh+Q z77vr0(u$vUX5Po2W-)ujLZ~281d+R0KGa*?!VXAM=sXY?of?%y3LYNgvpnhkEZ)(} zs+E$rQzG>!#%e-ofeLF_;4}93IkW{b&Obs%+by}XP-n-8&W@9ZFKAJ}K62Nt7tFdD4%=NYTx%s} z{JvhOE~gF;02IR#xZd)JNPzA`!CpJ-Jj7=LV}|c4pij+2idQgjpqQf%UT4kT;W0$I zc0W^|h<4qI_ePiGicG={+`tH#V)6tp)xg>uqFXeO;*2Cw2j?13WTUUoGCEwue&;$o z1U0sm^G zXqF$iQFD~KRKxbJwAL-r*yHPV2fGdu{rj^aRXgDdv1?T`=lk4FKp%UzO5?Up)<2O$ zRlDah-3^Ht7?`i~zs4C5vnSf?H#Y>s5giaMH#y)b#A&zg<#I=Kk3CDrLA+!D9hUx+ zqYV!+vX8{9$fl6`(|O!7hi{M2@w9r*FwQZ-ws1>#$`2x}nluo!_6oy(e z-i(06DIzbZ7rR-e7?mG}uLhUC72U!%d_X_&3{jMl8=py#OSey_t5pA9!FTzRJ*evF zkE4+Y#M3wbeFDWjpxuq|3u(=#=|B6F_CfdIaaH+Yh;!#Xp6ck_uiDbMa3(?)enP?& z0~Vd(OUVpE=i5^4wp!}4Z>S{X1eTM6aQ$yxsIO|i7+EiZW8s}XSfN#0Lv0atjc6bT z0}QY!=1fw5sjk)`LRru)3)Dy8n8E!P!TVbTN<$p|G&ZE}e8sI?GAnTw73h-q5ST9d zqEVrV0@3MNC2~#zHRKEBx(c%CVcUMCFOzLv38Lajie+!YpHUFS@>X;4zABRN3|)Gb zzBeCpL08l35Qa=GMBZ-?Zi+oJ+^QCGN65LleQOL2lT{gfn*nU517?YiKvm0y6_bJ% zw2DMLg8I7)vXd61-CCFQwl-A*&FQIvY3k?}5%pJND-tC1)+Ez~VVuJOW`=?0)a%L| z4$W+IX3ukBo`{SZ|5c0f5g9-CAVIdtF$@!nccTIskkuq2G@$3RmDRs*ldjHIY7b>= zuuhqtjN9br>toPc6}SprZAJCD^BC$OH&lMUKdJ3FL66T!j;=Mvv^&U*c?(9adTY8~ zFfy;jh$oHngShC*_0Lv(+X8?bE_XsmVP~<&=+oMQ)*p>=Z!cXyDA-cam8NFU8jQi| z=?ysMP5JqtvNDw%vwr^CHNLgA!ue3^yD2G>n+@{L+L?ZtJ}5b=O82j7Z&Y^;5JgnL z_E15EIj2GqJPrPM_gfx(>$4SWLtlfGr>Ef1s3LEL`=zN%5@Ib-mxCzr5RCf6ln!WcaX; zv+zqq8~Q)eoj?poLF0WFZGqlk`RB@k-gI71pC%+t?8TMBbqSL6r@C@a&L6aWFv0Q% zQ6TC<&Ydc!*hQ}-`zBc#VEA_R4X;@!tfgj=zMeabciu4>=V7RxASsg9paYwBn2@YP zy5_h!tKCA}YD*=oIm-%xqnBE7MYDqq6kT+`Dz3k;tFA7^(~s&j3S(660F32O8U&-| zre$Ganup&nlHH5;l6xkoq%g#2@sK7CUMu%@Xzp_=9&T|5-V7nuMHC}3iD{m&c5f|8 z9yL*)7zX%^_=Pr%e$wHSYV%|oLADFRPaoTSxl#I>_RqWfQbl}o+mYS$JaP3GYRGf% z6^b2o+_oE13+)~h(i=owd9bCJauF!TnE?w`)q5bJjiiVCX+Hf80LqoXPe2Z_>~|bJ z=(l`4OVL&Q;uwD&lnB0gIL#3HPW2cqg#n-29k}p!?T~S~2{Wn))MDFa@D)fu{rs+d zq;P+zeP2fPaVdOsuaze;oBKOC2#T_X!A4-j z4!$4FR4)G|+30LP6`2hTF*4@VW-p-?h{*nCKjj)hisxa46?9S!kl+9E^(kRJCI;wR zsaE>jKPcpQQ!mAEAGH~47%Scz^KL<9A4 zm5;*BMR?@RALSq1zD~V}LSKOv z)jvJmS(+wgMI!GxD&ZWhjI!;v;)60vvb9rZna3OCfUqj%9||_iG$P2|7iQ%nvdeCfx5_i52cPK zL^gIgEK%joRc7wV7(VV#1*bAwG1RMiN9YOMe*5JK3`544fxbK3Y-H~x?9q||9GR;E z%gMvnwS$xV`=8Y%RffuZ$7Sq>buYee!SSnbG2QQzzB6UH^pNgob+==FKkoxC(T)M^ zY=c<@{ zi~K$LDcpX1Ey3@#`vX0WpCA~$O%d&=dA43gD84fcY!+^OT(O7gqC$TktpFici03`G zCe1@$P^X6ujk?e?5ipi(N+|RO#sGKofn@fSHk6}JsHH8a7S>!ZQBnnY*AiW7+wtF7NMM}`#s1~sq30LUxeo*KH~3<)92 zD!l>2Vi#9NseeYBT()HNp4C!xy4?HSn~n&9Va?QCh)+41^ds5wah*%$^waOI*btd^ zOt3U)6O9wINlyOd>c>G=gNVvri@OM4RLCb&p0CMy`@_7{E9m1H!86l@%N34z0awjd zn(C}&-(u!bv~BfLJf_-`smO3U38b89mF-6EWf1>9Rb3F3dOodcUF#U$H#M^9S$mGO zIvwyqx|rrA8<+gr<}z2^IgFfeF$ z(e*xs&4fEhLkB;`BRaI*bF}ZxhKB=4qx=!Sz&*Y6q57Xjl7ffZP6o5yDxWhe%r%Rs zs>X!fBuerM(jykC+TjRiUe)1w>a!XXZ;(%kDZp7dR~a4?Q{=lt*uESss<)JJo9(>g zI(vO0BC)>{!61IyLvCJ8d6%SS?5etzwUTeriKP`YBiyyPXlBF~q*3L0jtO)IEWUB( zeu~0`RepAiQdy^-!58#F@jY3vu2DJvoQw!WU@{z9sH7)t8z$y) zi5Mpfbmt4SV;r5o3lsgew*RAYYX?qvWd3;JDtcKyTCs7M!c)lN;d*iJLyvQR&Kw9} z^8rl*Cpp##oDjDmV4hY4eYo7;wne>%hOnZJ^!ebYX+ z=w7BhAy4qys1~tO?@Vy*0o{^8h}*JSpA zkduHQ5h_@FdhTL7+;m-05uVL6340U2T-H~i@W3@mp#8khl(4{SdSa1j--tGkFoqdT z90e=~`pur%i4n+a-8@kFeuXw6pb+N8P_!#DYAT25O{g9grMin!MNTnP30SC)$u&Ie;>mD>bOwR>5vNqFd%*WNoOpiby41` z?!dbH6FmRU{;pEOYwTYTBkXnkb|_r`7nJzG8_JrCqFVu&HKIqV5npmL93RHO(M5JVYu|s39O9sD4|fS$GCArku#ZnI>=BR z^EHARMa$!TJ-Y-bj-v`=x{JLZ_lpXcEcX=j-6Agm!pZSt<|nQ?c5Fc9NdN`h>q$+s zCX=mn?l*m_sj7~BHpj73S_ri>Gjlm#&c=zyu^JP45@{%IaCos)!E;Umo#$9=c6j+O zkI3b+$rddJLC3~is5!oEfxvEQOm;lkosk~(89%n$#V_Lsswlbi$O5iT=*>&jF3co8 zObF*wt@ThHqQQ`Nt+IbTM0OK)EjVC(3Gj{Ty{K?5K69Z z%c;=WD|x|WB*AXT0!wXtYQ`lb%nvqDLjKLLE849%Z8rFms#ye$>(0>$AQzg?>uI7( z;rk(tPD-Q-DK!t3OgMv@_ts0P#BvgEV!;&QSUfMfVd(A}h8Lr*7*bcQQpTmFQrN5{ zIuOL}NhAI<+{!~e!_|~@y+3A5x)M2I$qwMHoWDAYXja)Nfc_iM0;EQ`2*?o-xpC&k zFsv+S6J5!$sc72C>UnDZnGp$I&KXt9!pT~9Mp*~Z)XhTqlOm&t&h{J`7(7}J3u(y= zcLd?%Y$VSL6(w;bgxyyXiHWv3I$BlAT;}m;uox7N3;p6N6{l52#{c_F9qvHiBEi;e zwUjAnPsU+397szo^aE~hahN`aA@;(&BRy-lg?GfvL|*|#7h1Nn>fwTY0l#=V8_ z?U{Ww+@2n{?_?j!?`qBLP}Jn=ZPWT0H4^6tE12-KaQ%E0evqEYi9~SumI%uJ@z3+_ z!U}k4QtDa<%2UxmgfKvGgL0U;8Z7jNNZ(VsI%tO9p5@EzH^NTOsp?UVGTM8_QrAK~ zhQ%Z%6LL|7Nc=k8x+48jl$@abP%lmcrPa$WU0wbnlr@)9CifRcre!OfahR>}Y^otD zJk7jsX&XBf;)yi*zHXu;`ZXi0d@+i}{QW9_l>cksav(HAn*S+Yp^&y@8RC$p+07PR zJL`_K2qWP`E0>N+yY70+#|Z$%#nOd`6|``mBdW2(s=Qhjl|Hbx{u@M+V6--Pl$=^2 zjOI=gr+76yP2jBUZuwM7>N|V~kQucXX4Fp@gTsObPqhBs1GcUH_9qotYBejdLJ1Ar=G%=l>;}N%jZpaP28!4z!$TtBc+fNC}^|fL=tYhoZ|S^#qmW<@b+CT{!<< z#@Aq1tFWn9=V$V)@E{*anv#o(s61&^1<7vD5>}#LfOR=t(8mcxoI83Jp}fP(UQdks zJJYUI3;u>3Ew&MGLb zXi?LR1q;>$cXxLQ?!n!i1a}V(!686!x8NGw-QC^Y-4bLr=gidHsd-9O9;jZudoTIr zTmSu-mXJ7p<{o!6WQ(X>jSWJx1)*?AcSVg($Ti}!H-GQ0Gd~u@0IR9r?=Rhvh2`>8 zK>Z8FlTh1=Atgl$oA;9qpPR&EJOa(=a%&+dX zaew6K%mb}Lpp26(Y8{c_&jV?wlNUh?4J_z)zvV*3(9EGU&ihuQ-A(<9tV`B$jYKA1y3O zw)Qm;nq_j6JZxWAJpBI+`NR69->(57&XtNEJBBX2EWld1Uu~ykpkhMgZ#Hw9hUNQYs3j8_pnvDy~0*AMap!mq;8b{3Vf|jbaytUtBSIM4iqVmH4 z6p;JFf1Yj3F$cVPpghvsf62olM>sJ*PmGw6$eZo#V?WGh!@Ow&tBr^1Lc6FBil-Mk zIc}1=R<&?@`Oq~KJGj&mfGZ62y;CB%aHD1ZS)T6_cbWCWDxy-vzvu>5zwx3E+06Z+ zae>Q)RwY6FR?qa~@QXS_n-@JJzE0=$E_;}B5I#%QVMNx(XC!eDEOxNIHw4Y1RDY+q zvs{!nwDG45cDDNH8ckw$j@+#T4HHXkx!!<50rNH(75~JB=e*_V;M&}+0oAI}L$kB> zyLzq8tI(*qh(3f?pX%4teLxp7X1h>Bt}=s|!Gg31B>9-)cgYrkDj9pk~=dzTaU6xvZMPl ztL5V>6IOgEtK1-~Jn+yu;fuh1#9C&76UIjLhR@{Hn)34L-fQ!ZMz`1fC(_~?D3Q?& zNmC2?9mU)rt3J}zSspw!WqWT!j6e1&2i9d65ziCJsqAp1^@`B;eqELs+vVlrGm@o9 zGsV@d1tcut^8L=n@KYmzc$0HKpz2Orn=1%rjkXfj7EZGqo=+rO>B9aUnRjv>g9adC}JdhxrMfO`RPr5skN%9=w+xE_z>h?ZYI}Awm=16v-bT}obwWb0- zjRapNe`gsIUbf+DA>~$1!qz=2@Hxw@1d)I<$!;#%oRnk=_b|~@M6Gn7avO9G3VbI- zuyMw=OH(bGAwLnjQBTn;Bjp0Sa4lM&rUX}*l%iFA=qKbDZs4=>X6})j-MqzZ;g_x# zk6igV>He~tuXGr0Y^ZXwNj6#v_PqK&>hOl#w7u*RZ+s zhTmUq=W`<1E{ku*{UjRa*P1HV`8~}GOD(H02UV_FwVYBB5skk-)G^8St0ie~A|nf- z^snF)&t6U8fM17pis(|GZs$mqeX*E3DF?mkX|!i}n)gz9Kk8MBa6y{SqB@%1e8q3R zZ!WqQx)lu0)G5{JI1q^cxDY+bXke$9RH?HotEqt(g z&rtWAThkr!-Oa)?SV40=WpDoo{P6ssO7Y_CV&!?c!SSkg0-{ea}yVtLC}VuZuhuiT58!xkzx2zLUHviSq_oEHW!3_E`o2{N5bo7 zFoGma26B;EcSz0lb``+Z!7%I{)M!tFEu~DyNV@KLtHF7UfHWNK0-IV z`4oTAhT-FTJO<=zesIN_2jb8r`GGGj}_!tZ}su&Rg%oJvT|XT6t#ns zC-wY$ec%RA3^pNTiZrqs>N%;;@FYGSU(7y3sL10)%-gyBwfl~DtW>;*MJ-)5!HtsM zmrG0ebn6Tp!i+*ZN=p<0>GM+eI|Hu14^M6z`U_DaC2~2V0pOV!gmYt?)iaCWerZmN zDyDI#=Yr>76@Jk8UgEHD;513A4{sQGTn(Gg|4ZW}l_YZO+fjw7v=gozcuEBA+Z4NJ za*8oHLf$a1+5_Jd>I5*~;*lx;;**15nf>Q!02S>kFXi%I9*&m8$rYOx*PPeBB-Njl zzDIi%Zy}*#99LLyVIA(`kXh72#VTk8D)s-79=sZ6qjL5B(>t0cJ2Hgm%q{zEn-Z= zT^t;9XaSrT;L9?aSxye;guu{^8op&ULLx6CBSYOk48@{rLJ9DZy%PzPhUZm&VaMMi zNoF#f7E4D)NoGUv#r@j+bNptxkDh8+eHOThgXSeDW{)~W{JYy9Q$p07i1!yy?R5Gb zLx#JzR80!rv(U(VZRZ))2ng$LKnBdb?} zGvB(buHQ#_OketqJTds9_&-&E;WsyMH=XXU`d_ClJLk8k8)p^n!$fG*q|!dv3e8He zOA~Hf(M}9z?@qVopS|jLayW+f@8v&zp&M^55g(3!@5ODRnk#$l7;!{2zS^(+7 zVzAXxdGgHR56vO+D=aWx*LtbVGxAJ=^lt-0zh$9cPU4ZiUhYvod(7Nuw%;o>K3#s- zOsseVFz-yGv#ng5!c#)2Y6V>r;u#Rbm1^&)Ie|Xog59U`NJ*<8hQ|^X z+6CN&dE~+cL`Jc4j2GhViU%=M4%o^GORH`e9j=@w-ytI!gXmx4`ho0l3a7ZrZ+GQ_xd#$th=6 zMAIK+Efrb9F#{rVO&~_n<7qP0`L*;S#IM~P%lSUjl$>6km@*PB}c}?B!>gi zGo305xyIvqvzNl=sE-2dc;#W%^_AXIc+&{W$yEMgzpgpJ{$M|21-kLOT4PB^Fn_`j zNEvCO6zk5kE(DFjuy5ht<#fSI^R^wXK`<=3zOcYTLS|V!>y`b%oaT!0`j^^@-%vU} z6+K+A$5+<{FXq-~V5gK~_~32%iz}gKx>U@eMgHHxRVBr8cXiP}xJZS~g*p77LBZ#% zpu9uH_(7w?E5LxLo8S-pf9(+v=!*npn4n0~ZW+)u8*P`&O*<>a7Uv7DBb{6NY_iF{ z;k%}cAeQhIyvLao2Z87}v$E`fJD?s?NO-qPyoAVnwR)5C&}icuXls+o>d07oM2>Rz z{sIGY&At_kV^8VEyF39CCg`WPT0NPRYcVyC3KnArEO1bj+X1KDDyp*%mm{_(k^$|K zp7wIyTBojO^Aj<6YQ)~W^h>}Y%yhJIWnIlO^e1N7v%|A%6=d+KF5Rn96Mq>?-dZB; z`5z5`!RL>CZU*u+^$*=z-wp?$B zzUt955Xrh@ctL;VVIY{|NJoItjTVutyyP* zU&rG%BLC~-&O1&AAZSV~Qs*bz?t=hPyxWC{CDyDqBlQ7YEVMmhaVYP}mqymgX@HaDrV(?$ zDC6R6vGn;hmu4~bn)MtEr!KyGwjRdV5 z;aFgO^QaeiX=idvTB1_P%1OvW&9SS{IujEy)4i^T+<_dZ8qwQL)>~v@mJjZP;2VFv z?OOQktm->R#Kz`o#s_C)kw3@?Krxmw|#L|3gMOn_g~}5Gs{d4t651w z8f2~KViBfJ$dz7h`&efGqSeFVU|L_0HxJ@SCr!UXfNgb-*vT@|}T7RG)*4&5~TQ5aGophD0kcBg0C<2e5 zBm*B01=~6eMXTk_nVBW!rgrVlS+;P}`#bdGyBL;^A=61vpw75yErkZm<}_WD^1aBT+Rqi~`w|?T(2p`^`wU z@y`9RG}uWuJeL%XyvNMQf2a(pf!UtUKuycA zdhW?;WB7h9k9or%V*%4hAptK0SDS@?Cb*OmKT6ChDK1^$E3*&RkvXtY@tu4c?p6Aa zXyiGk)sst(Cz}+O_wm8?T{&Bx!g)LstY;O>((GJ@x9%_EnV)Bc`l0xRNXF)YU|Sia z{?r@HW=a}7b95_MAo2Y>-}1`J3qT=qd$6v;W2yaaBo_Ak*+du5N48C{`U{W$HZhBZ&5`BU61V)Obj*CjB+-m@)PW5JJx@Ln3x-HqCjavb#f}F6Zk58;{b_n$@Y- zAgrjEaX2I;-4^7*Q!Iv7pq4;@a@4(L|M>P1hc&;U!4y|T4$snFH^vXj6pia~h$>kD zjn_$&rNA{^5UTjwr!E0+UI|;xpE-2u#5*OWq#JZoCYoUJ_p+apHJgO~X7{9%6^pwU zlp`=n_y0A3UU(>N+~ocIbBd!gE5tXYo^^F5%^oVSNv9|Gjg7JagX zXAodwTA~MT_L7HuqprM~Y~5HwF2{E#2kyS!1dB+F#m=bI{Sw>l{S6u&8G!;d>UMS5 z>oF$1v2g4I_@jaX%C{`h5M-AVffguW=s7t^8)u3TupoG?CE3E!<~>XxWQ#YByHAe^ zCl_Vzey4W-0&WZTgLZajBk^oejz5xYAhl9O39$7{lVy8=Iy1D_82s6{SoLZ>eD|yx(mdDeW|e13g(ya~_Ct;_CYn82fQV zESDMimZTmMIfoW4AFkNO?UwDEW<{~y4al%lJUg-bD6YR& zH}qOs02RRH4geTnavmh9Y040ykSkPGS1y-r6{*aLT@XWL5(sW@MiX^ul}n9%3CU*5 zl%6_!xST4=9ulap)~Gq zB&^f7l8jR#0Lb?^#NIh;kqOYhK!)>WTAJ-%Jm*aZgtfJ`o56Ut@B4>w{u|jc zt(p%*Lr^V=JsY(-UpsQ+w&gzO!2xmsex{%xH!e1~j_p&T=i@w)&n3x6-UIy0u&~d( zG(m@ikFdi;ZK!r$1JGGs;%123_z;yp$zkW5R@!vM-3cBcB=HsC zhwR);+h6=^G3LxHzYmo$z3E&KCJfCnPmv4JuIZ(1?zNnit!H6XU)P4ZnpE83E!T|y|-3#01kpFWk6K&20-q(O$p`g1!il3 zQLJfH71R0P22BLVM6yC>iMuEbCU)h$G#hzZB*n~~W{_;0-~1Tb;RC~=Th+-j6STEK zwoAQ{W(J#LSr4SHBmYeZ`aeBO6ovbtUWkmDsErmt%|uiO^%X729y<}E%bk%=IROt; z>d=IV=E`k(|80*6yV)29n7}LbLki7s$fSi;gg+S#@!@Zs;Gp5+DgsUxpntQ|1Tn+w zu!VvQmDGdjtwq)iz`GB1`a3^BhB}U50r@&39mhDMz~FVAMMy&*8v<@ABT~huZwu$m zpyA46A(nb|>Taf{Z+W)eF(6so*dMeFu2Dus_Cqx_;YizRc79-?QJav@_N`qIVmM0#8vsF5(K2dbTpwv&(Ms0_MnZrZ;0V;=g^E@1?p@ zwDe;C+&0AB1aeV&{A)sEoFj9{Qkn}EJ}R3Sp-beP#Me3$c_}{s%`B^!W4GZ%Fionh z-%b~O>+z_Mi1l&id~KTu7!QUIz148m{)6$;z>&4WQ)`7$ylbY*mi6X1F)-K)l8pb| z*JAa--*0Q68x2H-vt5P*L$|^tw`*pG;7|L~`9lpzyXT9xjmHMkvxWzMbN#|qv2Kb; zaaU|+NzmBf?pNm;cSrynI8)tEmX1~9U8?JCi}h=%zaEhOWjrF|2Z~7;anDnPx0?CY zxB^<8^}FP=n)CoiEz-*B;iuY&(p82knSF-sa`FyH`u>D(VWxz)eJr#hINom45+?4( zueYpn^1PXt9&%8mt_9uV^uGI zl%kU$h_Tl%$AX=9k4M=f{^51#7zbUbz)t%()30qGx>~6~_GeHlEk^e;)e=|pr-c^| zp{zU1)5(bgDTo|0L75WBye>O?6VquGhc(*un*+*hcaZE-yXXGjZsr_CZggx8(Q^cW z?Kmr_5V>BOR+tfl?!IJFfkMpvt1`Xr7P8c z)Ymo^R};BJE@i-Mor{4v&}J$lBwToORZROppEaC!>dwR4|HR9*KhFX36AXWJ3UF=H zAuc;IgJ~Pgofb~t)rGNhBGHtoFT64XPSfP4KA&%PH5C`8{rM%sE%T|4`vFMOM?tz% z+qTsqf6tkXR7q_$9MVGq8c>ftaw!Jv#dip#0YnAJ?VqlQJ!U3rq*)508@2Cfm z*b7t9%Ov1+o@L0e9p)oGw8@lzxZ!h@n@`2+)}J#G(NzlHsEx+|k&1|`sc~@G}s#+ zD2`JCs^Y)M8^yQnFSv+}#53lJG-QdZy6o*Qu3YD-hbYt+$TZ|Gypl&s|A?Z>O<Z#tMz01?=|hH$M?domPr!%Xx{LD{7KjW7*Z}!x#u97Xgyyh-smJ| zJDfz3-gpn8j;-p+e$iv`sT~3ts6!yFda@+Y86Wd_vix`vdrFwoed4x z*OGG9VgP}J1OE7EVJd{&l*_8HoX5VZ{*s!Xd<4BbzU<94xu)j1V>{JaRt3#>_$DLG z3o~=Hq;RaY9K2%1S=EL%!;DZlT#}MNDvD zWjGHYF(OcMY~GUC2+8xU{#xEz-tudxqjT)1k{RSbhnq%dCZ*U}Uf#O(RI-V+g2T{M z83J&V9GLY6VUlx%KXrb{4Prv4&##-Y-n3P;+Wj|(TY#f|$e6m<}Y+D5M3)-QKB^G!Pcyeq2x?b@|U0wrF)~li>Mins2 z_vra>%8)6t?h^#DwX=FEy3BkHi3J=QyQl`;!U^~--BzmI5@rPdEkGLT>jge{;a*yd z#>vz#w*p=>^LOa=^=kAE>#NO3&{bi`(z&5fG`+y4WnVm|!sJW1Zj*1nIe&9AzOK+s zNbI9Zns3?SnC6Tt86U&YMqdeLHJkCwy7t<@-2M@*UbScOj8qDs9JHtM;n?X55-tES zcOZ*aWOvjXk#@hs#bn(DIMl3J229}|Yx#L8<4P;j@?_JY0suTp1Yb17H(Phb!M|CeMLpzmk>Qory_8Y zr{$$?H&}M3h0>GSLM4O&EhKIEd5p;OAIqOK2-B97Q(--hAO71%C0C*;_iyLX2r2<% zMRb@kDuq)8foa-&mw-kK3=qz9v~2LBmt3O00OtG94aPDe0hdd5;GlqFCX^kxWrD^~ z1fwT<9n{K*MSGr%1R!%}KS46jg2CRI>*3}4x|PVB?HrS_5M4*V%g(GTb-X=>>I(9uuAlXslV z=D8E=8XRmMvHdFOr~CHe&q+sbvI%nHr2IUEfoFAs!Eu69lQGUt8g+>HK6xnddeWUI zukA^d{;0ehtTQA5Iwddl%%FeHsJRy=wzMJFK4H&LHa}cw^*@bEy13vn+PsK-`;E_1 z_Qrzo9Us&B;Di5{U)_{m@dOhlE7kZCL~$_=(2Y555QW^@&vN7lD*TRAe{|`vnB~M! z?G^OMd`OB{GJ>Yn?65Aa)Z=Uwcc~?! zF_XZ0M{du^VujG$F8BFIDIEUi>HE^sqSb9@AY(3dg8K`3u29>{y5W-JR@JAG7`X_m9r;e{9np4u zv1)IyPCZJnuzO|LDqRZ^8HY@}isy-Qb>)dql``cbbo67&C7KN0z}7?HUEWtrKaYya zueAzeUlikFNZ=X^E4l=o7IPhfAkC4~ehWpDI z=tD8IRQw?GLr1w3fhzn!m3lreU*{EQ0BYPpW_M8+$=o>APnP{%_4~9tpG&!vv(kr$ zaMALR>O#t$@F9Rw;87zB%%NlV1zyK0NZqY`{d;?tvA+tcy{F%!3SY>d$_5ojCCcdT zYL_e{;E$+MHXQ!Nkiie3EyXzb<@BBti4XtwcxqZ(%CnC-_T$Hb0>%cf2l@4BzrL&Q zi*u!IQu+4N!;~-W)tfwCF3qdoVT*A@@Hf&4TYAX4$TBVFUtcLh+ackFNJB%@IG;t% zXE$4*3ImJqp+Mu`4|-BF2!>q42*rT1G4LYhQ{FMkp!p@6R(PU}*p+IiKv)$>2p|jB3ck z_sM)AM4}PH41xS=J&_LxjP8HG>73fPCA3b4(xa~&kXUX;{Fg-L>;QsGS(NZ^$#V3l zTwr%l0Q8WXL1Pdq#B3o%L*$rP#o^^|!IRC;v=BdyFm0bFUj{T@wzW1-;G`Vjo z-0o*9u#|YM{g`UU{heF=^0M!2&EO+QPzTIRi7XsakZOZgqn;gSrH zA>~!s?}s%*p8W4n5mHM>NimY|n=w&ln=wACGWyl$CzoO@9OZ;eAf8ruc#d&f@4+y1*hm2OKJ%0Y!;_VH{ z4I%%d`l{Av0FbN9!v$dgk2MB5hfd9!HA>T{Oti5R9SCE+M-oi!OS0~ne~C+ z!9nA|*6{BQ|)!t~Bvi!>EcBJ;WlN_Nq*> zfpxR~vPX;$nKQmfAp8NNlA90aFX48Vhlsg9-<+@;+Hn|P{VKvoBsG%qfcS&PGt8f- z171ozoIPBB4kt^efI7-hF-TaRKR6aOVe6+`Lb~UNg=wf_W!Z3s_}~N{wt=o=XVRMz zx}NDa{{umykn8>8zrl|lMa zBW<3lRo~(x^ zE(@-u^a9@3k;2Qx@7AoiviTNuqsbf(C}%??GDAi~o2B-K4{tHk)6voMCYMb3T^3;@ zu@DXWJmEg5qM0h_mK$k54+^ijnT?sxi>-vh3g<2~9_1XtmJI51L*%^s*C4nFLCD208^wB!_Zm^$^b}l$7i4b=z0zzScml;*v>FfFy9N1C2&c`2^ zvHoi4v(#k)WCKG!m-M&R^ga>2E`ia9iF={bl=<1ASe{?z;@jkv zP+S@AShhSn8mI-(k};>E=TM1}ANXC24zTapezvS5Dp>z(L-Ot0so1Hxik~=Kf;5ym zA#R=Zz>wfj2vMvfI6;1eizr{$fGT=v4(9xfy_6z0{KAF+!KmwnlSBEMy9bm;pe7t- z$rj_;oemdpez$lmCH%1?{X$?&J&PuL%lY4-?*~vQ`0p^hA{zm1qGO3yQ1<=Pft>go zs3K>5gTeb~d&n=cHste?F6-#f$qMh(X7q|74I$t_o2 z!EGq8*$#cBk9Phr1BnM@4sN@1n)s$2?cIUkc0OLkIq4YCtPZ_qx|J}(E5uY9!n&oc zv1l-HcI<(g)opxp2N1nLv*A%c+(kt@<1Vr0w0EXd zVA%@X^}Y6O?5PdujVi}08J39ZK=?A!kHdy54pAS`*JqxR9IG|BKAbL4EPFmEN;3j1 z8IDo<=EO}|=Q%|R@wk`FAAeTLm97X`mBPoxTF?m<*7u)*&cfh_K&P;kMwJ9OWEfDt z_Qz2xD$o39!D^x_aY9=|f$jXe>o|LM++1ECoKSNgO3j}w(A48A5CMNhB`t*oy{bVM zQCelIl@PtExxIj8wGUyeQFxK6_ttaGrQdTjhBp-?%-!M*&v?;@(%`llUKp+0?QGk( z5>vwog&Mo7OR=H;c5wP#_f`4#!fp0qN-yp8sDo}6sxJbQ&2lAQ4tdOZXmGz}GrVvw zB-rmieWw3#rJX;l*}3p40klY?41@oRpllw^&pTbM+uwaWvyd%}4b$(M`d|<4o=)(u z@)?zT#dJSJLi6?2?!@^Htv2(uhGtnJ6BcE2=vaFhGESShFCIuh)wdqcBBvfj~ z6ikvOLrjJUS7*pxegXR>e6x4=c66@hq3CPbSEK+z&mBftSq=2Zf1)2pu2#D8^hTE& z7K^wAj`Bu3Yx670_TOylz2f|CsEfC#y!GlKyMN?aXnD?s zbcS#VJ8G2JYQ_5jc!JUU-`ECE1m|?WI%Hug)LN0Uo-uy@+2O(0;33>-^o5By`?eU| zX4nWb;eT?qZ08#RoRotzUH$0&677~lBsHvbQa_SU+rVo&J6t+{`i+PU=gMO0)D(Ya z4Co$9Z-4(h!h=8e2>pAGh6V~nAR(1i4?RZJRTjKyAUftbW$coJ#cje7u#Y70nE+_u z+57&X>|R5!CIzqHK>R71;gyF}#mFM9?~^v8gwR z$%Q)s*=M;}BN{3z6S+Fa|11bi3_7IsnRVIs(SJ1Sd)Q=FA`V*PNh5jWQ?=e5_Yf6L z0-7BVXRL*S?0+8IO5$7GAgdF&QgP)+kpe4Iz<+CSSG21(EM@4seAL0kbuh`(k?+fN zr>R%7>2a~DWNWXw7C=^2r+wgQ(@%HHhap0dK>|nMv{QcakwU}t@ImmDjmjT4ZA=S~ ziNAy4R_Z-`%Nbd@q+UAT4?EV5f1I94a$5~yFg8-evM+*Dt;bu2$A^R6T%wZ~matS- zbS|+r_*~(6LL}u_0hu+amV{@?$iH4Cv7A`4S2A$u4QQ~W;R<@DC5U&fdl7Q^ zkdh{N^LFK478y#}~ggS!7>a;1vp*yRaP_oM*3I2was)nonDEqc^L`!eKob7kA8Sz)nXt#t97${>pQ}y z1YiD_26scVjbilH+gZqG%T*l46^8-0lMK^+Yi z4Xx~#Fg*^=GLbPpEHJSH*KFZByG>sWbZtAQK3oucrVE!}A9AwUm!C=5AxGPg!*#-k zfOM!}r@Hgjjk}&#t#!E;!z@IvuZkI9oKA3wudRRFBKV;1iXQLpNoG@`g zO6HLCunG0LlJgVlkB9S3FcQGShk^YzCbGBYwli6`AZ%&J6&-yz8JDlQcrO5@)$eHN z>jU0=7(x6T{P5XltQpWzEF)k5A1GGSPEuRPwDOywNsyMM&oi_p8&=kG+*AR@C^=1i zcNHFBmR>@<(KkR85Gu4sGt#y@|ls|*#Yp}wbr zf=9kSWMhcR#wb_muP(3u^Kv?8j&0g15s`jYY24QE?paOsT0Q^0ffsFOLJ*dQWRm7? zVsN*;YOHq!zVs>!D*w<7WP=A=ED6eK`j2%7;y(6VSJN8*NME@g7Jrx|TVBN@Z}Cf3 z*&}j%=R{{956uh$Zp8#$o1y~p@j29?^IvaJf(x*S2=7nHEW6oVebP(A7U02wVe0sp zQ-KVm2LD5Z!*w&x{99vCWB%`zh1+Xbj6K-msl2K`p+zq94Wq&o41> z2Ex+a-{CVJS7T`+prGb<-n!AmZ+Z9a@x?%I($Wam9JQci4Jt$(`MB!2ox)*-Rf~i+!8L@}o#l^r*&*9DO-ag$8{GIC@z&^3mF)J*r zD1>3I15csq00Wod6lpMx*$22w>2V6|mc!=H69EGRG9!ZNF8btyxOEC+fFa!=hoG3GT?HY;SdG3Hp3+(ia zl|t=|ip;)D-gPT?@85GYm@|UQ)mH^goW;g4Ef<;q=gQq`C5JFWB+lqdXBH!F;Ent+ zm$$WfNENQOPk=|;DU{TD&=nG(*uil)3_w~@Ic)M$-01@Kn&tuOqh3Bi=C*SEJ}KwB zeCm^3|6c69Npa9!Ajp0ha-3S5>Iy$mVb1~ZV#R_KVBvoYOu{nznhMO{&^0f#YWN;Q+~;=2SE{m{lsJsx$XTdGB~JU1E>up?~rHREn}RNk)xac(z3T-muyvk zez9UzO-}AJ@A!P>MGh*5??lIfeCWV?d3ug*1V1Gxq1$^-H46<#A6)hJ!J*r`SagOP z6OM6a!8_7kwhfcV0OMS}({C)f`~E>caxqj0gs#1EiKswFI5aK>6_{l}>=EGC7-GUwzlqL@+J;arbYskq3+-|L!Q1n_Dc~161XKA#{3+h1 zRzvTjos-cbc}%TS|I>nclL=P&h};+Ch?39jHIssIW1#?!Q7SI~=xsnax>b+OqOsud zxMC3dOKlYuv7HDcZ~=jkd>`&_@2F@yuYbTs0<#c3%?Y>q&|qfsy7BoTYlzSOyBObv z{$I@}Uom@-Yb5mfBQ@s%VpMN2Ja@Ty24xOYEwmKBqQIzItITUGI)!cx5FEDD8zkNJ z238s}0_!+@;m#wQGxJibPGAz>-?23}?;eYi+oTWzg)pW0hLx6|R2e2S-IdIXl(Z6( zOz2o#ChIJK5KXJG9%ti&Pk_3l@h4x_^?ere(nhfKxY{P97l^{n{+N4Kka@B`|1}i; zMv8#d8lKxF848e{y5^Llmix)MA9rHDDfHE7qz6c9_*SOiB9|3Hp*oD|@r(5jrp17O z0?=mwE_&Jjv$Zw5ABBv6!#ZSPk5yO0z>#*}%cH@LKUsDPg|vdYoUP-^R%~fa$RalD z6V%W3aOX{;j@_QG*NOl2d32EU;Zo6B$w<)n6Qne^x;BHe6(L(+^?z(gql}jK%8Kt1m=bMJ z`|ZJJWuN(~kP<{H&f^pUBgOi_L*R;>?aP^Bj&|lmV-9`pWzf4Zv7_YbB^5$5k%Fl; zC3Xp@R}R2cz87i04L%qJ_3l+M zr|%*owRjUqpATvC0mrUku87c5d3wq)-DHs?! z1PDJwgTS@*xGFG-JTyn#QMZvBNjB^aWvQy*9X}BOv}s%m$ZnnRdJ8{C8YdGAlz&I+c@TIAY)kb3gUZ&Ou}7K|1U*1} zN^{s;4(F#CiVoi?I1x|gE3|vCtE{s1+Bd|qsN{UBwqrj2aPVvcCiE2Tt(kzQ{!8)) zj?v1L(LN)E35j&qcJnig&=v&RuXc1LcVaKrFiKj=Nuvo>@#nR>%+NAaqZ6AwrD_@| z0Et<0&tSPIHkIY7jtcs}x^4M*-ahA1gZ{HrA-VcR4%DYksk5DRgk9MFri zbw7P!lgLxgQ=c4+(Z=EXR(&R#SBMUjh60IY-l4eyt6KhJ?JHAYrdSrXU$UY8hyaWz zUdmdh_Hw0Zm8Iq6#1k&Dfb8+)rt`YkQBQ+j*$JUk;o$N`5&7++^l*B}_zPn6-`x$C zEX#W(4D!%buF~O^I(T zekd@eePB%V?-t6(nfmwLf2Qwf8gMZv04Xl`sh($Mg+rcTD+SO{0S+uoR&0)s%;5Gh zU{&6K8k|ZtkK>d{z4%9>I|}_fZvWKQQ|8&_;n}o2r9*;RViLdmp=gh6@GqN>WdT3W z2Sqz(rS-tkBf}4xeZ{kuU7zca`Y*mmizdv4+ek}m#wX+mG>^OSv78{P zn84*R{y@q4w6%QWJZNz;+e1&BIkF^1aFa|tY?_7?n2lT-HjfmjE0tR6{#hZAg>?=~ zO!6O#1_<6+0DF*-LW?M${$VW0q3)CUBnevWJ41{@2AZ&{&@k?r1i7j<8zLYDTgMyS zR3YdIjZm~&YYLa^XQQ@4yxiWmhNZpfTvZr|!sT(fxc@_#;KlzRM8F9W&)|_3g-uC5 z;SIjOi*u`;x`R7R*hY-DS)#+@jhIGK1DY(&T=ip2*CA5C`TrV(rhN25zHBELO~*0 z`Zw9visGatV3{7b(5P-GJS zQ&u0}i4=$T&QdkyxS5j%f+S~Zr}MjuTf*v4 zUz(L1SNp8fI?jjKr(Mi0t<^bnhH~_YP6Z~m$6XpYI;)yCNYNWyJ%IvZkAQb8t=sA~ z)tK&cFI0|9SFpm<>}k3FFaxomL~le)+XP&din{Kl%oNp*m2OmVQcBPZY8|@;H-cpy z>0LBAsCQP%(Y~rn9dWxkQaM)B2BDKVrOj!dS1U^)z@7}mTdWB4z*)2YIbYHWvg8;B zt)3e)s=F9-`#&W~nj!($Z#-ZmZ8KmsWwo7_mYfT#Q%SC$w``I1L|}_p5T;|OC2Fj1 zX<}%zyI_KG)%+haCYfeMaKEL1{Q_tH;MJInRc&Ul@Ou-g;zg?@*H;D+a2RC6g>Kkw zg=0A8rLdTn;;f(wg)}=YRcwc{J`3rpVPIC!?$Rhle>GD?qD{Zpe;4M=0?P5b*ZwDG z1Wf7sMrm@QEwjC#B_t#SyW+I)IiwehY$>B-iD3lmx~o6BzKY zo|l@VW-h^RJc&#f2T*is$b!eum64pz088^aTTh-SYZ8K&_HlPQDfSgI-p?%^VQiqdopA$bHrY(+KFfH$t~OgQUysNaT^oTm$m~^ z=qpl}^;36kam;5*X(x}R$10Ns0A)-_NDUc^)w%oh*$L1ywEX$unuZS_E%%*5gh?OZ z8SJo*V+?+>0918&6c20-1E0|NciZ6hb3R^a4kyw=U`TvX`Q6WY{w*3X9LZ~IYa4z* zmo+_d(=rwPTyxNP2flj`(w>gwak>so+j$J0j9H_5c?|pOon-IP z5d)@5I7taS+L?b>+`s|UOkk;SH5z4Zr?Ww%rFb+3k>l&HM8-*g7~BIM=t?3vnG#^} ziL<{t=aBHMcBc!@1w#9nU!zqJC_Whl)^XJ9e~(l`7Tf+r-kSL&46GU$l}g-^t90Y> zEi}mdV{ZB1T>1Y+Oilp|xY$_NB~ZHU+}aczNm3O0ep=H_{LhIV9s%L{^=7)?qJF0+ z#o*6%=fGU*Dq~oqKeQGH$J>!|r3quKTQseH)IX`(2TMRNV86oZ`&;MLNd;Qy{c?Ck zqY){%R48n0E3dLXr$J-;HfMi0rZ^H9h~Z^~|Mip>VN)pT9AZc=ydvQsk~ruH0gGEO z?Vbz5w%LjEYm~)GR-t|1geV|aJ3!`ls5}YXmyfw3hzYgBI;G~S7TlxMC*!`^@1^DQ zrq32QlG$H#2_be}%k=!4NyBEof~nfBdWjf|Or>A3yhC6`WLj9$d|nZ^I)ElhKvAba z&gwp358qNy0I}ZeIQ;r_^Y(Bp5J#t4Y;ltZ;6cL##>Fw_1Qs3JqY>d3DNP)s%C=oEh8s+B0T8wasw; z@xk!Iyu^$zBD2yyMG!N@sCwqqfLo|BFdcH($;PbhU?InmA<7wW-ll|8G&9ew`XdT7 z<&0llZ-@#~WpqKAYfI3;aDkM;@~1()Y|{7p3gZ2KP-s#01DFB8Yi)qnvVt^^G`V1a0~8x+-8sxzQClHrN8npH??(Mz%e+6$~>j%=}FQxY2UK`elG2hgjpo$UNDK%J6XmYg6xm zN34o*#cv8=R$}x4K@hF{>Yewo__~-$D8^Ob{#2bf&+DT0&qF)K+#9b$%|Lsx|HtDC zK)ekJ)vo0CphI8uiziZ?MsEgZ<>x2Bj)G#=bkfWmKM*y@Zd>2Pln25+F5{*H}kJLYPuFU)2Ro z3F2KRtjs7axA)JIb{hDU&&xE<3)Ke3;a(&*?y@0uOIkZEiNOv#Sc2vskL64W#KDL^ zCz3AfLc3!>;7oWTy7OQt632y4brF43zhPHn`JCqgUmh-PNtsgso^)hkk!) zSmh7~;WY<(Q6BU_T|_z^dtN(vP}*b<%SRo7;(}oaLVF{6n=5xdHB22sOo4X?$c&% z1yq)B70rsJBL!HEM0gsM6q zV>*okhNa^QT%%Ge=(78R7?8kX=;-J;oi{Gu|LMZy#~gm*0L%rIn*p8|#VPji?Mb;0 zJ4V?&#W1!n@svr>=`&tDrA(u%dR2V)ndfTy{_pR8Hz_u`^0Jd?ILQIcgv*&u@>(?J zko#2>j(9AP}T-AcZk%aZ}U;S5VVo6yPNAuQ*ZJ9xWLC z3PG0uuHo6Ix{;j_@&l0Y1gPK2k1+5wFGw3nkg>il4GRGjFtTb>oPJg1ha z820RmLzW^L05%1jP~P~@&sW8!T6bEN0=qrJ@v$UHLq_WjCoLR1G={gVsAvFK2N2Jf9vIwNf;Cd=>O zwYOfo9FZ=wpv)K~8i4F=3iW*?!WIk`)V%3!TT|@&f*)kM6Ugi+%p_8pA#|UxM82DL z6ojS9^p}^Bqysiuh;p|nZ_sMJ>34vG2xcu%GE+*UVf|$ga9 z=pRV9yE2utq0oWC4$S&o#}9CyU0nyP&!nB!Q5Q(_rL5?4Fp7lc&CuA;+z%!DdJjW9 z9gbYf=>i1(eRjRxOQnFuRAC8aZk_sjaz2-EGoirPPmG30zYu==I2VrWOIDV0zqDe4rD9)Il2o~nMRB!VUj(BZ(}WlxI;&);>66X4r*Nx|HlX~% zgf->*2TjR_de#CUFTdwN6iu|pwcrGXa(i$32O-hvOfm$SaY49lVq6Ujy6jg2bwjuA zG+93rNGm8rYe)D2g~lB63CafR?|LP-XUEQ%#4ev5{XVN}#em*)N#%!6? z4hyf?IX>5&wBIq`D_PJv;TL*Bv@R^TBH;w0Vf# zIEe7fA9@`I?@e^q!!qdXl_w%-E(p^*Ycl=U3(q7F8u-)GRSphf_qkWp+*4!s_96A$ z;Sycs=R;-$OT)2=UF!XI`f1;eSdGQ80e=8dU>^^qe`ti)8!SR{C0P}`5=LAUkh~>R zd!tv)Iz=|;0M+`j|Nn<6yoHbfNpR|o`lsw(td>*3S(^90>EFK`Am)i{aKC>sT_PCo&o#$N?+98j)-&`!Xl3kO3Mqnq!mUGbEnOh z9%XjSbdnc2Sh7%5o5iVz*w8glr63h6pNKu&kOXmnQDk=cq0*Bf0V!BDurbj^?TgA=>vuYFS*%PPpG@3l89f zIH3amF40HTusM$j#`T@0C7b0DBA;GxTMz6VRJ-CNA1&%M#d}G|A8}dO;<@}wku8(K3?g+8Xxj| zOd(XHrXwj#^Aq98>;%tSaq7|j8!1qe-3Bg|7$nymkxY4iEPilcnJ38Mxnx^^SubDV zHArrK8545dMFo=Q-u`enxPCT6(8%r;QQ;do=Hn~@t@{RhsC~QcVodCaHNST;bi_>v zh4l3(eaWbJT}}$5$U6M{+!`FX$1q$_|3oR!Q7&Kw2|V!H<6Vrjss6kQ{-&lP!87Mx z4nmU>v3amBi2&Gn7CLKuX9JkuBv_)v(E|t&#n*ikfIbuWBe>a!;2zwL0%vcRz;I*h zA62u3r3T~ite9wXGnTx^m-!*T-zUxY_uI*Tk10oUd5)r@vEGJfzsqteAQmNMuas)KKN=GwtLfHiIFJ2y+Wv8zmb7 zs|8ZD5&C`6jKdBSeoRct@Ku+(%DQXu2F~OQ>PlR4ve!Gv>HkouLTbs;29wDG?jeyjOCfR z@4B0h*yEneHfXpqka7PO8wR-zj8V)QcXndZifGscq-g$mr&@=2Hzz00)+QvTQi?-K zUL{{w%^yb^5As_Jv>Ttqc3#K`(^UgSs?s?w$=2+pKbbQ=^82$m%3HGJ#Sm}W!6f6{ z(Aw)m`xdzZnzt`NQ|tZNcb|F@UeRD+r+w!aD{JIHT`sI}!PLp;z4O`d6>&SmOp=Wd zr0#Ohj3II|*Q7(nP08h=75cCYW{5xJ6f-VnUyO+l-(5JHNUW63GZ_K31buUpC;S=p z`y1bCs>?BLUtGDp8)`Tjf0A9`z&Rhja#7e=Ymifz8NM2nHvW2ALOxf6mb8-IVrrS|-aoAG6u zz5l36eR{te(erHWO3{q9(C=s5x7Z4ceCG+J4TBE>ag4?KFa6>x#Au9+Kbb205b3}x z1xV*`izSlZCO%hILXFG z8Ufr?jb}W8RRS_BibnY>Vdgeo(9euS=jpT(w(t3$ulv`O2|qoBW7QY*nXoOVLKV&K z1BPE#YeTPhJT6G&zybGz0_GlPO3$@2icSGu0qP-E$zDT*(;PYLeY#FMQ@lW>85{eD zo^idCP%pdil#Ay%9lQG&{p2XNSY4OM7UMG3=M<|p0dM5ew zF&DZKd?i|wQeGL4jD&rrLFsi9UY+y^WULE>r)P!~ne~-VZSgs{;|ZkW9VwlMAUb;! zREz{fS zsqP~3(#d`ajBA>)CmR?{>?F;5P9CB)9*rk92__=CQ3iS?!dF~#S7=d!q|teuj;-QV zvzHovOON@WbZ~V&IB2nMR!?SP`+*cZCO};nOtuMHtRWR$Z zvr<1}WK!Z$jl(i+IPd_zi|OgZ~n<<#o)Hsb^Z|e~_5|R6nuW@QL|s*(Sty)_R)%lGgasz+y8ZdLYJ~hnCYcY;1>De z1pK2mG_evvI7K~f>_(|Inc6|L&bO!EIDphc_*-K=Pr4g3st`VN@^O}KjThC7t-^I3 z!g-T@t#14*BR)0+y)tCgcVbC8`Ko6jj$M?94&z`h^ksc_MjcfhShvmxaJ6{6YZwr7 z90JfK3HcznV@2kn3KMkrF?Qz&<>KA4)E;hqrmLVJA-+V3o!!r5`3f(rPSX2nc`Nvo zu(S6iviLrhYt90b?FXpAOX43_@a>@jP9_*PLJ5);-usjwRJgokaU&0Xkz)^H1?OLj zD5Ty3ulnUkn=sPji}Bvb4`rv!Azu@X+qp@AElHw?kp6p!F;o(Vf~ZC^p+!gs!x=LGD(zMj?|DBzVu)dHk!X-odctc9Tcn31MBoxmdJd+MNZd<-EGa->mFj zr>zuDl^pWwJy7nvQUqzLQMha9OjmB989NM`tn3lg&peo5g|J3B1GHRYYpd%jO-Lcs z(J)4ODa*@OZF)mdAiaC@mX>ilXbXp*GoIHh+m9|dkLljUuATe|ViMTfS0D!hrJSJ? z__C;O?1Ukutr7_^?x-vF)K(@B3;5lF z!vb)7hn5u7uVDt3h{H&q*@2D#E@Q%{rK!!x)q1waS*h3Iua=*d8G~sdSKC9MW4umR z#R+nSV&x!7t3SXsUrEAG_<8l}dwJn$wF2c$S0L*ocCW_mXQ8HbF@nsG2r@n~OiRgl zd4$tOasFMoJhr$lnYcVpc7@TZ#Ce#7+hQ- z&WGa!6zE0??hC~CTooHm_fG#tgBrK1rfZYOOjH3i2r#jS{mu8sk0;er|AE4U)wW%p z0}j`#0zD$6+dzg7P{11?#h6@H(=;^N%BXZTZ;%Hf6p`G0)a{tcF+-L}SM zq#UUyy>Ayp+4r? zKMeld29Wl%Wth2!^$Pw--nJd-%KL0iaiKy5s(-JI5W_ySW=*LOb3O}R${8AK6%e+0&LK>|DQ@ND`ZW6@-i%eexd(7H0 zMe7jJ-ok3GJW%y*tgHPOET_4xs_xp{{?i+p!-$LHMd#?G|7Hyii@i(I#yX~pclJ?c zl9NA57E;oxV_ah+P>&AL*=oe=2M$u;P^jjdxK)Zc_NZzy^}%cvK4Au4cRqJ);+*cR zAFi}$!ly~FnEL-Nj9H<59K`Lq9# zuiCO*Z*f12vAyg7>Yh=qe8}Ei#zszjfPu8;rFVIUdeoe`g&~1p`vtp8OYZ6MOv<<_#lR);<@MdfpdEXdI5iA2Wt|9t5VU=PqR=X+Q7I8s@}lRc z_~Yradjlj}4p)y})(x?B_ft4ZQyy?3MSpsK4)4x4+^Av(`w7hi7`iNn(;9lE`YaQsp|bXK=3QmR5|H%R-%2Q%B+PWhbB zh9Di{lSwRUKpvt|#P-9TjQrUQO4r26VJMkchqoT-_4v996!K;w0qfu9sL2|?hq&{) z$3HY+p!x1hWaLcMqQcW<6ZzDGFso|qPNQheBo2isk~ArDM)j1)a95HrvfgbCJeHN$ zmR6*k0C!Xl_G!yBLY1J#s=L(p15QTbR!FE-sQdL!rU=l6<@uLc8{Wd^Wv}Zm7u_3h zG2Ti2Cg!ORt3soDL$^G+Ce3aybX2S2jgk{+yC^@v5Yb)-kk@g*Px(-@S9Z?#!0D96 zr`OxZ_%A$C0+Mw3Df6uz*perz#6{eLhUNbbLPTXbtZ(Rs?7lQ;34PHHq)cAi%W=H0 z#~0vG2x)Cz?Yh@wNH#Jj{$9($WN9SLO1hkSiuroofRF4Y_-Q*VQ(@#Z8N8BC!Ydqe zJ&QTuWA!O45P>_T*Q8Sk^3Yx+v>7aQj6(;AH8!J7v8{7;?d zAlnPA`Z4*>vIZ?Y`T(JC>g#d&e~(lnE7IYVAo114f?z6*m^LQt|&e+%Y!2<7zd}DAbK8SwPD&A4b$+c^5SJIen zM7#0ugP4!t!v!A0g?Q2pi(I}S2Z~>KRaJ?R4UK_YA1^YOJoUdbR?Dc1mTIr9;_dGQ z#P57!?d-VZgl{b+cU;O5u2JmC7TUKr{_;6P#S8Yc(IM0 zE6hxkSFSITHs}#+aW_0K$DiuVZH7(B3>Lr=ULIc*sn(F=b*A=*t5>t9@3(*piJvLS z>(~9Z4j}DoQ>`6hGn&$!d;6Pi67+44Yh`_quLa?o$zN>TsLVt_=&Gt`qu%pqjD*}3cu67dv+L+{|j*Q455Mgc5Im`6#tuxycsLr zMaepOKT`(KwPDgL7Nq*SFMM;C8kN_Eu0((QazRKwNZy)tIDka28-~-L`N|5D5GqjU z`vM7R86DB)c7`5=5+S5_Ik@}XJr?2nZKHij_KZ-s1W!AR+Uspd>iG_LCjayo z*j+`QHAnt5E8DZPl@0BQjdjkI48I*hLa81;gOUV)CDBd52#e-ZE2{GI6DQ0Mt~ z$o@3Rus%`I`c$T%8lEA{YBMq-7!y)ii^V-eNB zc5$Wx?Xl(UIwVrmPve1L7IBXF*DlH7Q+4*=Vi$FC(c?sW;e6KKs)54pGs!&hMlw3HlOob#pjtf^O8K0@8EL%VjU_`5kN zM4DGp#`pcv(TF+RPnQzAN6jh?F!3wj%?Tgrh`uDte4~sZj=3+8+!>e)*ju=nmL(40 zhK}H;5q^ZQlTGod=PJDzq%)YR{G@S^eC{?8MqDi%0al+v2DN+ReUMpUDvM<^AO~7! z(WVmnau(3twB&$=^bQIP$}1iXCF=hOo2$V#^0t6kCo~Bso#9SN6^lCY2H{)X3P(W) z^n82jX?45mx^IAf#a;}3f;W0y$zd7W>u+=vt}W?#)1lj3}l+2Ti2uJCC%=x zvUA1z%YXFJKsaIDC_OTsgasNJx0QkJ>C}gtcZ!54#_{NkP#3NdJ&9M@_m~=%A6W81~V z!fhN2&udaqF4p`GT^l(Gwx6dDa1Mq_!rtgmt4d5^J2}zIfmsYN)N9 zNew~*Js`K>^nXH5YAoRvW2tcw5(6|r(-I;%b*#S4_y+_+gQM;`ub$OB_~~u^*Ck39 zuSOL;&O5xDa&}&vT1kBS8e;tD>9o6Lai+Xoij9F`rv6T8@ju}J7hHqL8Tz8?T z!k0_M4%>`$R}IR&-po(FvbY}A1vB6>)>|EszlYgOdU0Cris%JuUHBdR%HS!meS?5s zL%0oHJmQT8{<3EZy!l(FX4r28tfWH;gqz2xflzK+UiX}`SXy1?ZUf06?l1%f!nQLY zeezZDCtLxGa#)Ih{z8Jd?1>nycm0vO*+@L|NXMNBzx3$rLV}pGHKA=&m{~IGMaUI* z$ADC_DIAB0h+^+6eb1t(6N6nO_64km33k7m8BfIog_^;gMCv-y{_2$?uQy_$9W*44 zaQ*Zaoc-$fa2?3aqJcm0J*IUpMJfaj5blIC8ovhEch$->v@tF8i8KbSO!?(73>xS&66>UIcM zo~w)Au6(4Th@WidnP9{hsWD~ah!5xO+N-f|(lN3Ui*@uJEvFJWIY~jry@yc09%lby zSckqd^J7Pk;GGxm1hz}L^#^o8H=JJvPF=zArU(TtkAp4u-<>+r&Y188fOn4AQG|$ftU!PVOe@^T=Ak;bky{V=y1pctP(P0xYkl*zmBGKvSu6 z7A<*Wiqc7k1$rkfD4JB|X9po~Gh%3`Nd0&^YWK3;>?A58_!CH>wAqlqVAdWo%QoKg zB$p8P7J7ku5k8w`3zNt471N4ZPGtT;_sZv>nfI;3jhedTa#3r+i!yQvONRIqNij_p znNaBQ8iI0=ve#EZ8{|!f+cX9bI=GOb+>Lz3**S-BUodh7XjBm~0+9LpOnW zn*(T2foS3em$e9ZuoiVaxBI@mqlCVO?W3oazy;11qrh>Dg!_X}n$y#cBh9W^_=Yo4 zG7cLF{Rlf|P_2XByE@h<6Fm$$$p6ZmHQ=`HQJOC{go^@;VBTgnXdJb2Up-3eFfm9* zLsfR?0sl)(gR32lSjWxWMaqT)zwy+5ak z#ls;`omXScFjn{RV>P zNw1$2Um%z*aL>rwMJRPK(saHU0s6c3&3hCX{BUN`h6{oMv;Lp=#3RFp-9u1%AQ#*!BXVt-(cNf6KarYmOLkU*n#qn>}tOU~3g@f9fWI6uArEu`j?4Yr1> z<6Wc`EOFYjd~sUa;q|M;mam$FGPJQ=VAKdpLSp(A`xWu9&&x~AIx5}hfs1k{t~`(; zB7f5uw5BkEfcw;G0o~c#6|O|@32ACoQ6@5J`hkgpzSEk%Shu$FFLA+FC&hgQ`z$6f zg9`KdWE%z})MRo2&yXx=3%Bl0*VGxdt3I~?Gc(Pr!1)Lf_`Kw8#iipD)|Trklzht| z`itA(@dT3IV{x~v6ZYe-gW$Qq)FspGC1IXfBtLT-MTw_iNb_y##V%)fk9URIkQdt3 zr3)vaL0}9fhG*YR)F2KS%~hY0l@k*KqIf%^7ua4-*awma%DC&AFEfv4 zLpC3UHwn!2V&$vL*UKzR$dq(2-NVcEuAT$%94wU=T(K;*pPX>aK0|(&!=EMK;3tOT zQMQYIPq9gRojC3OeMy+LjjlW)=}Oc= z$3%z*@-y-Ec+Y&!0&1>y4F!IJY&BM?@q$q40uXE8$T<=83bhL^ahmyfwR5Ix{MYx8 z<*O0K-ehK%U@3bWdd8BX^=8j<3;Xr1`8^d5n9rv>7$M$=-|CE@1BmZIE+9m23g{vf zNDV#McS7sl`1K8NwQeZAci8Qt?dkV6^p}xP@B(~Sj^fTv{lBfMyQZ1&Vn56l_HS=w zW8;3>Swev7hwlgX$J=F~U3&>%B&B(CL9F1TCqzTC_=5PJht?1D`XRklKcgu4dJC>+ zS6P2Dp(3FlsMQy9mey-Y2;M|62+3X~Gg;zv?czeX!h*NnXpbh6QOyvqLZ-%fc|t*_ z#({@-LA2@br>AJs=TJb74OUgS4cZUz(CVVA6Isf`<LT|6C_Dn zwrLy-Tndse$_1D_uE|&eHk`pC5(-;U*{@xs6UL^q0JDT#*-~|7-u%(f(D_qX|Invpi=Y@KZV)OHboGlq35o*VfKfT*p^u04hMHPKNeOCqmTE^2fRF6y5Q4I|wEdUm-;1joSEm`vhb( zom}&=BXzd%h-6^vgQ2tX3HE>|YjBB|$c9VDOslHp>=`Hb+*^nt+baGc*d^`;qii<* z-GPy@Swc=n)NZB8iHwraIofMQUr~TPV^Uf{LDJ7pFflPP*zXgWyp`U@QMWxRp)Sly z^3h{5$5&f=r?VjIBS#ORHHDpokwE=gyr-1>38!!gd!-@}tT+BZ zu?FmIXjDj%>q>aMSQ2BbVq7AiIJApK#a`z}`HCN*tMFzNe!VAl{PdZhstZ>G{*+@7 zEm`dGO-6E{OuQGpmh*%`s<`*A$UNvwJGO*c_*+Z98DY(4=z?UfWt<-6A#%dT@W|eS z+*np|pQX}*9{l@oZ9r~En_fd)K{p%gLPMs=*I#V~W1&vz76XNT;W;g%ya`?)UR{RE zAOmKc_E-_OgEl$qZ_w&X{)xkRTfDmQn##L+sEI$IqUjJkuSzI0m~I7?>s>Sy6ovDs zENpf}rHzz8(!mO)MuR4expuB;s-%<~7}FYqt+n2HOi9jrN;y*!7o1q{9Rtry)PvN$ z8#c*UBSpt5tTc|u@V^kuVlZ!-4SzjDeDzWHQ&>)ose!Xec|x<9Uh?`7hyM=sC^Q*= z&Vzi+v7~YS(mvXB#Ny-Glj1j+>{B%IRwM=2D)@#d^J#+U0mjE-nhV0~cOWDDtAG-} zscb$1R3Ig#ebsMzAH{4ncd73pX(9218PUMIZPe89(v@H1qixOld(34s>_2#m`FREG z1cH^(7S{!-_1^0j$jDryIhTEAsesJzr?XCCmqNvl#BuDuYme<3!mD7Qrvl>hFKC-{@dc9^_!Qy9FZ>BD)L+ zG$8>4$Wy>C^v9 zXGGk=fE{CfLP?S!X+Pa(zEwC!s*;T2f?3W5{>B!idN4YMgS@&=3&}&@1t$!T`R0U= zGZPwO9tM7shFh#j|K+#zaVzM0l_ihr?ki?hJHfY091{Sl5Xy>L`|;X0u-DTI93UyN zav6t%%h8)E!^Z=Y<=g~EO#Ql-mOn=$z+wI$P*!ck1T_j(@2h{phzQ) z7ZAxlu&Yz@u4P% zvAM>JJz-zK$xsH9x5^;PJt>tRDdKu^PhpUzY_EpJU~CeTas!CX3O#ygbB{BnCI zL!*4-Ka8aWe$7brc|2~$N}6j_Uqw-IVP~C0G5_{WKQSi1=EPFX&x?bw-pYl*_GRxy zg8W}pn0dB`f3LB?95)+5q9+nwIYQ2<@MIwtRyP4k6DyK+gTHr#A;Rz1I|?#-L*0&0 zVLn&SEOG6E*(~=&_8rUEg;ou;osaHvA1CsxEKwqb;6-e2{Gv%M1UK|4xz*~ATEh=~ z-L73*mak)ZZg`qjoQ3K8oGA*k!$w2=>&mA08=!PY%+4oZa(k?M5=S;OX2|E(n8w9- zU?;_7dnhS^uO~yF)C=>|rGgx6MR+A8S`R#Avy~`PEje~8uH_`vZL8jDxW`GgCgXai z+1g6Tn;?~{_vyXKjFY4jg2Xq;!Z4WumklAxXERo=Vus^O68w)P5}mkk?kQBHcf#qc zEf0KnXmjLX5l7Uwr~Mu>;FWbFH8DK?jitcE_nTpTiizx>*JZ?>v|`u9-W-b7@i7-^ z^I4ECHWOw_$bmn}!oP4^uui`_q6m?;`Ldv(_7yARFY2-u>G*m*r0uF z)H}#Z$;SdikhB+{AE*4)bTgB)=ZKT_3F zQKl=qS)^$12}pGj#|T5U4X0IZABUPGPeL%~obct&_|a<4{g47(S@F-tjOlT4^_2b z#a(muh6{y7rM2Nc({Ri!-PV@8tt5qBS%1x%y|0V9)ApVo(WT3+O}4&!(ms&wn;o|JZDE+AvyqyD zx&-g-QKx6>k)*g`H<=rL#$95Ra`*-}h56^NA}&krhEIlHU!Yv(FXh!WD1j(%qoNXX zaLW8jOa|^-pVhQXawPkd0ugSa6s^|D`b~OsPme?ha<>(&6thM*f=iY^B91O_Lpz9x zYHePWSEtK{7){7FEoMdYtOmB~Gh}WfMyyI28?l;!GV1T&zgJry@5|@@QG>yCro(+! zoV)FpUH#X4!_G%p9^};2(27D&W~fuVucdDyLzl+r8NoY~Fx5P(czMg$QU!XB9Ze5h zz~XXA+d;t7+Eb5PudpPT;tF-Ug88iBC?Q1%z1m=@}TDN2yYJj9Qd-w6(Ng>sO-%eeNNzC;CDXQP`<~m(kUN zx+0lG%C1{`i71Mqd*%ii|KrW=Cl##ZpuPY@k{WM;%3xuT0ZafWKGk!~fR;>Sandqd zkju)z$BD_ppG);h=p6?qc6HOV?xBsh1lN|j^4dl?YeVi=e)P>Hdo%Tj;FRpYuc{8~ z3K|e&I^pska(3dmzVJwlgTjj=8GOa2z=Sg6thGS!O?S1TptVdOCi|HcH^z zDez%-xUr!jx9Fe`CT-R3ei|-}x7#NChadp(_YJrmvy%RvL{-IX@?84d1<@3|aAi%2A=y3Xu?+;+ul&Kp1;O{w2 zH^TWRMhHh`WRj9$jF$$#FizPeGi46LEixA2CzV{QHm6OeD7o?qWMENIkyfoy(6H$} z;GiVr_xyNH2>56@8XCk}yg!m+tgEhgR-;Xy`yw;k*Ys@cxMKN%#{J%=WU{C#Ql8EV z_qzB&(z8Xm)kVyd;9`oLGd=Ju8Asn>%R~w5sMP$&gZ1>+JbKfwZPm&gJoe-Ksz->C zDb2wS_X4-4Ni5rieOi`}n4&fY0QfKOSLmqatU%rp110*mN%X5|JdRq&Eupx8Hjhi@ z)7EH73OVW{6pVM@INZcWDa41iMJmOH|`Rnyu)j=$+n#BmfYBm+?*M z>@@vJU1u;0sHrb0I+|V@%kL)lI7S0sUbgS7xMQ$!`#($=8*<@|?TD04lurQ$zcHHZt-pdxxWnac(IIj)A~!y%}(^eHMiIhPmDq18!eDiVI?N5|n3!lm`Wkl%xpfBY>QzkOA z1h-%_0_bbqZ!ZFQ`_-H1?C{@l_t-e+0UTmlI>`hTfm+<@3(uufsv{u#tUmQ8`rE#5 zs&q(dSM@uxeQD!ho=T7(<~kQqp}k#Dr6-(DgN?eMb|j6y2hm?27sTx@Y8o~M z_?;A`fP=X0Rss_!q(mzgcjpy_2N%jz6H-#bLqj3u(mCNiUXO%BzK$7>Hp103lbC&3 zuS~_42Xg4-xAa%9>XmNrgT({lob|6LX*E^+k{(1zphPIxFK#k_f`QiLII@lYV&lS2 zjGv=XeDA%VYQc1#>ED z33N|)k0hY9Jm!eEooIyF0!l`1qAf~Z3;77!!Ag2RWWIHnw-@0K$LSurvdqJ{1o(Ge zC*XupXkak#orlmI>0ukR&Jb5(T#i(osn?enunzqirNal10dX^sbYIjSOhcw!f-M1N z>%7!{lcKZ0)N-U{-5-k{ZWd2~a1f855{V&CLs@T8t)3s-`|wq;x?er3CNT@kZ9;Es zG=6j^9qHhqy)|1kk{JqUWcKi==6pYFve53m%Ix5azeQJc83LZO`_n&X4 z=ETGW!g`;T;mT7r*W?p&b0=I3^!+L)bBzCS)QVzl^wi&1*=X-I$c9{3S- zuFp>*srF+nmcswQR#C8w%B-g;l&~CYFfPD6JD-JTOf-UweT&T7vhuhJ^U+ogBR!eEy*O&$X$#5 zj#GEFLUQQn$^1)L0cu*BEGZvCY7H*-X<5kwu3%!L{f(}@4^QypSufdz1+aT%1 zqDbtVE3B%3kHbp`tg6_{ggH|Ge_iwY1J1Z3ZlK0Zz)zuX6}Pux7wNZlvVX8WZ)Q2{ zczO5QEmK)u-bVjCGBH8L-8BJTTxS4@qnPPT~S)yjP+ zgykg>E%v}xiYrN5!{sh!AYGdGwbMoauSnq^3I++}SOU*Xyjw4IRcknb+kF)3VBttz z@VKZ3qQ&$^i43p#G$hd*0LdsRF`51-&g8s%XDNCi&%LB@E5Q@39?b5va`ed;J937e$ zwlK($fQR3$sN>P;>2krnm4@tXZ$n^yL(ujX4lM{phvS^dF{oQgBt5YE56SojyAYsd z(03FApwc9nxw(c}6=@vHQTA18G}(fu9F%6U#ND+|6Eu859;2e+7`u6yh7jg>NQ7(p zP`RQ(=sx?i7W~bzORw(5vuFCd<0n5c1)BZ4hGgFx z#8@-K*orAsQuYwazLb!4qNfLAUxq=lMIpoxW#1K2L#E+9^E}V{{@&~N&wIVs_50&D z*EQF7=KHx*aju<=1{@4>{_i{D>=S*&l5{LH|y-#^u?= ztBu9aC-g0<{;h1zv3a_63EcF@XkW$Mvg|6QvRTTUR*6LFJ|_R=aLl*$n?t*?hLVrA zPrB4IVOx^zmI!|@Fib>)wodOA8=J8Ut3rEPE)q7*vub>hY)NI+d&z!EtgUd!512TJ zd6GHxY{u4$%wy<#%9-k3^a~%m9}b#$xw;DPHc4oLmqH57IHZDxK3A2yk#^+;t#}Yy zF6!9jw=o7Ms9pPs6?8~i6Q6r$Gu*e2T&TwMDzT?DoNFDLP^U9j-yru+Mp<-3UWmOswkw>G*@}*D(gl z)OWnpD3Nd~O?Y!U)6{0fs5`eLNUUf)Iz66sJYV~xxrxcPHN=G0Y=A8-eNBA0x$6z% z^i7#tV?G37vkOuW6~Y@TH!3ZEVP=5;yO`xF>riRV6kvp%HF>ooP;3!aI{F2iMHo)M zUT49#^I*Y2N8wXK+!0E5p`NUQ3^2xUI zHcwOE>jHEMqao*a(;p}Lys+ofDh^xivB(Adnio@#;+_BbmhJ5)UBh zR}KH|MzZAn)T@939QonUD|V{-tH!8=KO&jMV!$0X`bcnL60?q_)d827R4IL$Q`9FW znMDv#gh@=I9{|nZ2?v*_6hwkb{7{Jp!bK%E5MY7)UCkxh9h!@VLl{-YpB7YNalRwG z$iS$-G~~OkzCInK5V+sE+T7GqQe*GmM=mZdx)vB&`OD^XqM(iycEXx>*Z|DJ*c+gb zJFq&9S56kz;2Q2MS%dw?>f-J3@X5xp;uWVg*jO*WKB%vzrlxS%VC9B-Kjc6MJ3L#Q zAa}Fng0!@B@lpD>)&E_Fw<7x@@^)Su``>S}nX81h2?J;VTsePyW&rG0?JnMVynl2oELOr z9k@|2DNUP)P zD{}+CbkZUZhS>fa-6{sC*G$-+2r}#kLKf8~oT7bjHFD^KnqNCbwbZg8S>x8SD{x!+ z)%{O_FfG>3&O)0uyG|f!FvAJqc)(NU&nP4^IfAl*x_kI@rTW^aq=bY-VO15!z`y{F zw#^J?x{0&9yPF#Gr#W!L|Le3yqUZ&|q@*O0d+DXzSb(G*+iD}rsot25ckfM}Th8@6 zG4Ci71mYSLm6x+QH()yUW+GC`D%%9rrv2$io0D{>lyJj{z(5t`-8p(TeuY0+zKI0dOP~~P{pu%#_sav*TH*VMPif@Lw_L3_+2sYp2QO!k;p;NIKejhGRlK`;z6K;?|L9j%R^|@NOK$x! z?yRe>|KkJ5N)N#-^du!JP6c*%byWq;gb~BvwS|%SA$E?A0_CH&hM=|Np@>87G~&ej z_pgF~tap!BIQQb3*Uyq((XlJ^h?6O7Dw#C45BogytgShb5tP8yAHj`e832+kJ+>ED zRUHp^c5@RuA*>#$>^*qwn=RrN@ZJeOmqAG0P<1pK4KY{-vH=HD$2;8!44E<8AaEN;Fcd4F4foSI&czO`^N*8v^lYoco zz19WHxU=;+>9LGG1KIXhanRQ1iMB9J)$1Q)UfR4sk32V>XbJMGvNT6fGoI72YelNf zgmMQ21axTU{XQ-?afYMc>)q4)eHmv$v`PWeyFZ^GZ{_H?rrPemJ=@VlAx-V9msJ7~ zyBVRlgAz(ILJT=e3Kq4iGGB zB_7`c#HX;K;bb(!@tPU0YKLtA!^{CRUJYa}=T;;Nev4{lR^$?f-H!kAvHtC$_dt#c z8zf|_b#DRyH2m&-j~MpR%su?MD!z6TCy#FfdFg^w9T!psdb0wHAb(LCFSC~?Wwrl$ zP+wn<{{)pL_GO%^O;PR1lg!MnoZMWxyRmHoN*+utM~CD;)qETbMZ7%iJ%Flg zHjWXAah{yCLa8q$GwS&OLwavVjYB5_9K( zFkSD(p=BXia{}kmBEIgVFG3#~z73*aH6v(H8jh zA!P0WUsO;r3j%?t24Y?Vj9N8NkeZ>3N6(H!wV(Z19qtrm1GfE;H04+BJ(Q36@VoV9 z<4m}FZwj>WXwL9;ppqBsY~%H*9?_6Z#V1dnzG(ozsb3(t{O*Z>3)P1da_unIxE8E8 zY9Bpfd6Jga;Wd!MyQpmM1+>=U#c1`?+pOBwki8nf=&X|G&(#rXak;Uv3}iBWOWYX*JwpxSIOdkATUkT9u3SF!;cYZezhNK08L7{vwS z<5L4w_Uz{wFEQsMb@QRBKoFPwrKP260)cQUzy2mbsHxU+lZcA&q*e$1CoZTr-1*|v z3eP+PNQ#=r*o{3};&53x<-=4x>xaYwF(O{zO(9o6tGL6qzT3M;B zt2V1eoKNZ(nIbt;kdoUPG7;19-j?`}o~6BrkCh;M&-?{O*kGq8<^y z7NCxyp;|y;yp_G)xvmW6v3@oUxwbY^Qf{6lC#$OZYGMa%O0aTPH)u-VLC( ziHgq47%&&Tb5&5tgZCOG33daU%rTuoikg_|wnyIU4u3aU>pdB^_o?@?jZHSP(i_CD z$rzQ#%+2CjzM>~5C#iLNdU#Y>V~r-GFZPHp2zECyM5cvS6vep9vfbJGbN$FMX2q)j n)@1+f67~ORrThQ0n&l%p;!71vlc&dMAmC$a2sgm#xkmj1D6(|a diff --git a/assignment-1/submission/16300110008/img/img/train_far.png b/assignment-1/submission/16300110008/img/img/train_far.png deleted file mode 100644 index 80e7c6dd3a3d62ae39533f32ea0b29b52833e96a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 33049 zcmeFYWmFtd(=9xM2X}V}fdGNvZW-L&-QC>=2n3fP0fGf5cyJ#eSP1T}!3h!|IJe1j zpZmSPzaRJ4ods*w%<1l_KBrDq?Y*m`RFtGKP)SiiAP|PE3`7kCf`fuU;B^!v;2Z9V zurj~a>G!s*W*ggd66G6Ik9P=Dr%a_|!ve@YwsCGqb97a?|%YhdR z=b2EYR2ktAano4fU(mC=2L~@No2L2it_t4$d}zPhl;mvT{6mkImHbC&ms}iQ5(fgj zEJ)KJY|u#HwHX7Z#=*f!8e#|0)6&v%kRU;y4`Ap8B?6;^7Q`T2U^oLEUJMweO*RF| zJfF^i4vGSX6(auM$^SPdj3mlP?DZcXAwHi|>htq+Y7~k5Pw#+r5Qxl=+!{zIQ2fkO zqw_NZ%^XA=5{8VGZ`kG)WrPH*Te#`d;{)GrmOE}o?0XYnw7p#jG>MfsVkLiS2P~ir z)~Dfcuj57EwSkdHunEGpqw(jF{^zA<>`TA7PUGk8{I|}r|G(DR0YMRx!br(m^VfbI zf;j#Y?6HTYQxRoEfRh0N{3##8sE@#sfzphb(=jrOM9hV^$3gFUNK31}PRNd<+Mdb^ zx7sxi zgdRfw$Cr2n6CLr9jOfokyIGb&*E$DGObBpCszRQ7%$j!+DlK9l2gjnr$VjvI|Gw6( zP%9?_b&H#94TM?MP*LOb;s5*DLk@&JK~iiuI5F`=Cu=G(+UU2>+vQBF5#{=pU+m&~ z?TugI(gJc~q}lU~sS1T3!Ouqqf}$AvpZ8H8-W>>671spVL-@)^@G=lt=)a?Cv8Zug zg8yCVy9gALg7EL)j{_J-H*oWhAs4)`=WksAF96}F$^rK-5r;=G>E-yLvs+w$fwpXO zu4%7#Rtgp5eE0dsu2l_ixjype4O<|A=#`BuAF?sp2fHN-J2@0UXb=8`4~k#;LIDBn zfl^1CMOta#M-TrBU2&3DRK#%L(SLTWGnGae)b-HY>lc%b{D`oj*Kx==g;3WcFQfp- z3)o-h956lYB%1}^ZvPTjSXaOO!eK%rZX|FsNk*B9Sr}&3qO@|@{|;ha1nal^KkPFZ z(9o(s-+7_-G+bjpCzP^jnv!9*JADA7A`of*l-A|j?a{H@25NbHl){I9S8~I%o}*#R zg`bv3P?`ffuLfKd>mZt2#z2+(L9dv@M0fR*eo`k6YWN@}M#`|oa6|B{!{A~hw@oS> zR4oz?<*RhGP#-})Ve>DO3t4FX<2tm)A<2Sp@C9$)6~<;%Has2khsQm=T86Rz=++sG z{srB&l;lX-cR@>!lp*}uU3Wrg`-#SyOyrJG5F~=BZ7%fX3b_9 z1VfPG9$>?us5qZicqxsVVPH&5nf-)9GV&yvlydlKVx05XvYNce|H+Ugk%p)57za z_oJhPLTk+j{G0_n5AfyW%(R(8>-bo?~Zs29)v>W=JRTp;kVm$Kvj8WPd z!y0JBQS~Sc1U1`EF|^;G4>xarl)rbP;&mbyx!J~JF=)oNpRMTb4nuZ5tZZViNrj~F z{2&Cox5CMn?6p1ikj052KVRbgqyR|BbrZp<>%pu2_Mn`Rk@0lZNL@W_&d495&T2#g z2%i%L(pW!pMX8K~AGl|$jdNiHc&c(}yFb@jOt}Jg=6PtNRrHXdMMXu#LO$%#F)Q2J9#&76)CB+nTsV z!fG8M_yo542#3=b!zriS0&2Xrk_U?Kw_HL2=4J1H+OFIN)` z-)K+I%0rm)9Fp+2Z>+AjuUPmI`^WAvGQk!W;Wpx1%%NUf5D0jZ1HL)Gw2gqc6L?q*L zn5g%|r;kezxkYJOc0;R}t?PQ(w&H{m3X16qEt3C~-`q^Bsi_&H3&W%kFgcp9CFXU? z+T40=30i8f|B#tUI`7b!9w-dKx29|gW={9&2(f0vNZPQi`ESnN4I&z3V z82A8Pe+&~1AQY0M{}@FLfy7O6fPM}SzniNvd~mW~tY^yPb^hJ)u7V4~f&1y~NYfMY4s|R2q@MoJbYz%(75PbWPrMB}lJ1z!qhbQXx zyUHBGfX`~D$WT1-NJi4hb99sTQ*^LuwCdvOh&{#yF}PV7-dHHRxgp&Ax@58*mzLxG z$r{5b2sde{)bWH;v@k0~9x((@eEQpGzypAUqIw(Cf91q+o{fV0RhniD6;~Bn|D1!i ztxx9qKXbim%i6Ji6>4+I$fA$`bcv&?W)1|EeKwbJE{ZJwqWI0!{-rbp0l{zaktjf@ z8bl9hl1mQFY3U->yO+4t=WJV;x3fB#OA>vBQ-lGevXn=Gi`3Cx63>Z|31c*9X_jP4 zdGMtb@6=l~If&`MYmb?wM$^RBG$1~}H?cb{lr z)r6qXoTsA~Vt+T(V$v-v|=JgbP(QV zW=Yuo)cf;i>l=OVn~s&P${1rWbtV*tEcN@bBv>d}2*05&fdb_D6bKL)h967sTe9HR z7nxx1+6qC;x=jjopOMyPEhF*k7xnDdaw|E^ z^{Hfh#|6XKVi%xX#YB#vuYB_9k-&^6k=Q7~;Xp0bp>KGzF(O&C@(!z^)wywVuRXD$ z+?*kPa|@rhZK*&tr%rq2>{qrJy}CV+;_pB*naoWx@^ur__*Yh3w&BMi1--?--cUE` zZ7+SJoxMkO502As^_H_HifjC2YEMi%wMimID;F%~|7$;k;(kO>Yy@m_*Aw}PD5IY{ zr-CbJ&O&%s2J&_Qof@Y|v?F9R3YF=4ic_%pH{ludowH-+keuXN5TT4;drihQXaYdf8DrHz|D3M|9SZ`wlZ#-qrd4Buw0l; z(5ON3Z6jZK20Nnnpvmvpst}ExtNwRNG%nx1p24qiqfHJ324NZa^e!~M1+vET{0jl; za@iUxSp?f}9iNNNxvpT+bIN3XpdemfT$EYr_<4%~2Bl;UN(s zf4JJ|D`cN+aYp^ZkKoTtmKT#u*TYN*ers3;4|%~*>)LNEoH(}6d2(Oe zar(2+9Z$KgL>d8}wkU#uU`B>8Eh-sMFv$hdkn!@a&bkQYFh^I$&#_RH;)&djLx|nE6r=A=LS9gY$Bh&jC}> zLJyc4Tp5ox)h1uGQF8v!*fiE8e_t#Vt(+6onBS_-OjTErZe6`u5}^DsK0XjX;v?1Y z_AFo43x)rj`n|z{9D{^&)UM;ncu+*X&p!VT(D=&e!&sDmxGb`{D zt+_}*`QesRf!?XbbPZ2>!VHpUkX>UVOvTQ?90TDZVy`$&JIzOCDvQ25j)=ovnGj|B zrPqj#+#h?1_6S;6kVM3cB|)3}W~myiG*zP$f~n2mM^Ib$5D2l3(MK>q?h#a%fiNWi zo<(&w_#?`R7cdMN63*+Yihuwnm@1}ohJl=rKgi2WnI* zsRME@e?A-Egg*t7iAq5jXnxV{D@u|qP}4{R)VYzc>PuY;sF|d7LQU=OJ6(VwTVQDF zocT(pNog)HKPh#%qaB$eOXg_z1U7g1kuK@l46OAY7TUzlNm|{e}^s zKxz2H9PQObUU+>nrr|kX7nd*_tH(%%I1(`qiUzZU#Qdz(y3~}s<7NIqm+M^3VHdt} zuixZXV04W}89M{=`E^|<8-qrf8xdnssD7x^}` z#&LAJZY?HFORDPX@SjK0_I@Q|<}bw=!bf8u2ZPLT(_L{RF)4Z3OY9@}DMM5CN!uPA zObUFd@FqB~6m2WW!yt0z0Z%)G>>06EwI4#!KhQBu@e|+g*Z;MT6B{l0;yO_7u{r>$ z@9!j8(R-C&4+ABtNpZn3bV!nqoODqwWDE4Mux}Cb!C&yazUqh{i3{X%I%gq8^k~H# z{K0?6R!TRfKa17#UDLxVk z90xgOpIL&91vNj?8+12iQ21dIxT?H?=% znxdj66&AI?T^Ez`&!weF-2(6jR2A=o9}bOI$8rTcQGtrjX0@F^liNPRv^U~Qe&~|a z5JM)OfWdIu#(MMFLAUXi`RfJ~S62N9V7_aeuU*IkPQ{PNM9ABa@X08#2Hv`uqAW}) z7kxQ<#6W+PxN&8w@rdrU_kP1;6ru=`WpjjwxsUQAb6Wj`rLpSQ`2MlFI9a3OT?^ps zy!$N(f;GEtoesUqHQDG1*Qv9@z@!w4)OYUS?k+DDn?OyMK>8@ca&wipl+RDcM{2%) zPpacQPn>$@AzM9+y)Tsc41Vk|;(U?V{W=4w4wk+rHb%{my5Xr#$}O?3e|BmeI@x-a z8-UB!ae)hzy$R2zRCipFt_IyXKHC9e4}J_V@R*R)=?W6Qz1UBVe3=Zl0#=tqwBvQq zSjm~ue>g0wI$P43t+UjBoZmXl`YLU;HCwwlTe;`8^>d=2wUe@;F1q*)wU zI2H~(=!iKTew(3L3S-DmNo)k?u{ABlg`*MWH#QPVN=nZEr?8IO+%!Ak&KC5Ry1P2A zby^WXf|{cI4ak~(xFB>)QO?Cw)|^?mLqw32l5QRXiZcu9mDE(ei__ldG3F^@U;6JP z5W<9Yhj-?znY&1`pX8n3XS+%RDLAVjOs^{8VaH2N&m~@oQnmyD0ZunQQ02>idNbeX zNcQd9x5V7s6Yq}R4Kd$H-o4vfzv;O-e^IX%gIYa5xfi_5MY}=g%gdYu1T;;~fnlQ5 ze2g4iJtNlo3pVRM#qH$CkL*aBSqn8-qzGcdE@-%B=muQT(h76lHFqnp1KTJg$%6wy z(&jvfF=#NBS@nnP5+@YovJp;Xw$$hd6piqdKI>p~DiLx^OG{JH)&E(-_stX+yNnI& zcjOB3&ecHSaQG8b!dQg2#hA#E2b7`qL%1u}SRv!)>$JjXB$c#jDW@yaFwQQMQ=+oq zu9uqXON-Ra*HR3i#>Pj2c}NN_fQ)|r_#pwz!Z-kc6mmrR8>R#kVrq*vd5zGow~7vU zE0!HtygdEou=QWN(6`TgRE&)iD24r~|5N;*1~~yxYre^uDmpq^<0Lmb``D40?&&RB z(T^#YIyI@2SFI~9fsK4e4a4F|m4yh7yQ3j9UpfpeFPZjEk>aJo#6YRRcb}^cE5gHR zn#?b)XyL14tjMwpo3`l61`HXWg791n&@C+bEM=LTdxgqQ`(+S$aEjj73&ZpIo?93M zKU~_ZbqdE*iN-gr1(B6&SNBgA$pi4p^`zsk+5PnyBMZy>5v$(4i2_v(jqh;Sh<4VO z=ST+*o#ctB9GN4i)J5GUVJg;23k&`-LH!<+Ry~*c`!E*MBfS*!6if>klw}aFn?y_m&MO3w+9}R*4|!gxE4U z!iz;`RaI*HR%C`$q^vp+QfDj2eBU79q|sqHNNq5UeG;toU{Yc+MBUy70lT1H1XP2M z?-OPy9QfG&@WQj+{e|}--!FEVw>#G~d41uDsQlBfrwOcB@KhJsHE~c#3cU4eOs-v= zk>nYgxQ58s#ataS3=+S1iR#PBez$&t)&<_gx1XA+d>vkEstjL+KI}olxfSz>9p+v4c#72OmJ218a zM@`04M+->dC(?czMg%-GGc&XP_{E;^CnSX289d2)VqsLLIoD=F*3hM<*Ry8){vzy& z)G)gy_=N?RI|Pvs^L0p*{ts%q*bsT-*-*HrlicVlG{Qo!wltsl22>w=n|$pgk%-_Q z2gY)ORz6R&J)BVdkBhp(F)NtzK_c-Ye}%phvY=oZO^1qtuqB(z%O65TslO99b74J# zV3p(1{R!06z55CeW^q1zCw9~&Dt7{t9|&e4wg6tW{RY%*Q_;U{x=g@}LVwWpVkt3{ z730jF+9MJ01tXn!4}upFX?S_JS1K?+>~PDnX(WDD>LWcfsfFVmQM`CPiOgIPHHkY0 z`uN7}S6MqNSzU#Jd2MeJk+H6X17IHhRVlGi!Q>FB$npJ4Gv-GQQdL$1QoO zEi1V4;zOiDcw8P`VtgDub50OxYIR4|y{!1@=)NbbJ|UOhPZSznBHx!UT>>vuuVc7z z)<6cVg7PAb!JzxCRlvTRUkylA!E#?SuYS48i(f>cmSHG-==_PQrYAe_*SUZgBt^Xv z1T~OPvuRWxauJvS(jG|cxIeDc@9>1L)=ctRnN*x`LW9&FOt{JkS2adhKB`?T1rUaW z%jtWXh4D+PLSzVOtZ-=x0H_)ZTAh{3Y#=9Q#4RfI@PEQYhKHdPPGKbi)l~^|^(1$E z1rUErjjqKF7P}KM| zvRZc~)4fB0l{5Nl8!(0do7K8q#Z~=b4zh8pvK)3X`8l5`Nio|aQJ>98<_oWDn)!1% zHFe&Q0~;8{?MV4vr&HAU5~M(ZP?dwka)&p5_c%Vc!bLPVhge|a9_I=4Jt0j^zMB(A5Nw@|Ad;3Er8J#~!WSOt8qpiD zO66>u%QoJ<0R01eyr`1w+G7X+F7uJEoAGVxwe}j`j$q8kkZe1x|slnmS4T@OAAnVAW?6wOx|6#FD zEB-}I4Syq@3nz4j^meg7A-q`8{PLv=u>n<3WEhr6Bps)(TKx!niYSUiAklIad0wP@R^2UI=)`12JjL{t_+1pab+D~)r1JKyI7#k|~Z zNV^Z1|FDekMHWw^^Ip!N^G!Z=#r4c9x(^-qk&%ujv`I&n+inS>4XjIq08!lc&=qFV zkZ(1FOHMARbXmK2i~nM<5)xl+@M11sG83baiM#%@DAh>xExjMf29rLZ&Jp>nDwi0u zfr9wCCd#Sh(k+6Y;*p)eB}@~?QhoLNG-HPpfxr3hr-MO29Lc+{9e5|QN|Q?q2BxB| zm{c?Pjx4N;%XDZ=ddf%`uOs#}%N8U;fs7Q4#6rsI_zCZs=TK1h^ScK_fuabxKYoe@ z_f$i>z-x;EbQ>x!$6EPx?_zm>6x$Eqb`%o~QYUTzB zjEl~Btlx}WXC(r|Mr&Hy+eLP0?7#(<@ii{5<(Mo3AiQ=B3-0;*Y^fa!Rb8`?BvJ^8 zLB%*lp$Rs)l2{;~2qoQ6kbSw94X3%l^1y3#e|&QPdr2in$TvNcV*&b=prtip1l%G( z6t$HoU#BBouG#`vD4uX7$+$|ttl+GVlpT-gm)CgEBO%+R2N>G-F_X#9CeX z*FTsvC@+gibYimTB~lpD!3ywaLdo9GxUD}kFjW zXPeHO5wnnRT^YvQHzCWp$@RJv@fSd0!sO2_L+MJSGeRvB?35MAa}7^i4}ujng}+%( zgtwnT#R1ne{G!Ln=YoOQF}96X-w7m_aE*OZc=@E=J1Kgd>`6kaS-7Zox8`JDU{H2| z;iOP;+CH8;hh70j&+LZ7{?Ca(u?et?YYE&=hI*K7i|Z zhIwLGCWw&P6C+WI5802IjHLftE%J!AZuERgGhGDakJy4gJKfo^>Zp9kz=G0lE)}mbSf&t|FDHL>yU48HN}4a93-I@o zJRk#r0s_R-+Mox&fXAC%zQ9{9IXO8Mef`4@tL0|b>+NLa8kY@;3f(#+WGu?>l})Re ziI)*sI}<+oH|7ZieiN^rV{87>@q;FLS)n}7Y#bX^%w?jg zUH?BK<}py_tiNl6wh*E2{!}nvHTBpBn1KN*4v&SMxO&>}M8HF=;(ASgbq@Snd z`Pa3L1G(+&?8d)Y%C|pUEnUx42O)y40hYyOLXyaIrPXt9sw82@TH10UDu4SrW{dtn<~`#Z?4#=YvpjL;VlU zuZl=>z+4j~FhH>ciJ5+>|5ax>OqeASNZQxew`woo{X6#Rc&Qu-3dpae)uML{8*Y-$ z&FvGmlsR8t10f!Bpt>uk+n99NVeZXEmbJK8Uu?!;+iwAFfT{2*LX?jZ(mSE=Buh%^U2&k9^1<3&A_pNS;(8v}ny;e*Bq*TRRENY7-Lw&6bUd8zDC<^ zg}C@b9G2CidIyxhXd2;N9O$5whj*3pXeO1l45@y|FbyNkom-~7c2S2)mfq~qWtEkxV2+c)2ejIEpo2(B3G>KH@OQ^wqgX0Y%JA^;ngs`9VLvW_mGjU9 z4MYRf8&JH;U}Q7DcG(*Xj_}!hzw-dVizF{CGMoa1XQG!uS5CtEK!M3lz^fzt^ z#_$Gxf2J0@@>o&D$X)JCkQwB%SX80+&GZa4oY`>+hVt5aX=f}qq3xuT3_6YC*Yo~` z&u+H&GpQH?kG$DOWUR3Qhl!uSaSotL7nh^v#5oJT?7ez3eh@JwO$oQx@9(Xb^P;pf zSd*_l9L2nmc=)?^*rtR1tkO82QVzW*p3)Uof2vsXY4bvLxeWUek~V-L6c}WlrYtFi z$Am{5^VX}82bP!dDE>8SFa$rZnJG6VBxQ+i^G61=<`~=yjh=hjxE^Q!gy6+9dw-30={tJ%ulN1VU!8=Ta>Y{go4N49Nb?FGjxGV3H*M0hNo zHis;9U95>HP(_JEMGO1 zB7~IrFtE-vs?8mXM69*98vSYYmbwz3xEa~1$)D~9vBxz*r=qsLd`NUZ>thVQA9K;p z4pg5^2CJc=Ztv5CghUE?VaACU-4U0s;(oE~UQ6`fFABoQK`bXw^#6O_SzHy&de&JC zP){Zi*okmV!rjK7^r6D#VPWlA66?h+kNR~3UVu1;d{8j`cgj=cHK?WX%tmsZUySt? z^CggW#}B<>nHl3vj^rIZi5h5y7GbT8{ho$dt}hG}C0Omm5HxN3MX1qrV}-9RQG1f2i`CT$5nDD%HP@_7XobaU#jt&TQJ3ahwEHLoIZ3~JAeHA z64~fPpwuAgv)ndx-c0!O#1tOr0HY9|*tXQbBj`^gr>WmbE{nJsAJ~miD+XG|>)8$O z?1-_r{pm#bviOZG1-AMoJ4oT3=jSGfqsVC#0rP~zI;>QPFnr7qN7p`ii&=Yf{d?3` zQ6gJ+qj9rTRF>5)wC>$i(lvx%MgdUesXeZW@VbUeERT>=I1BjLEZGbJUZ7SU`#WzM*0-VG4Aq%#8r*X00*yuCYh&~8%7FdSxe zt=-JvIJL)kis4}?1#b~{k;832!9s@h=APk5A$?ULa{xZ2lOiaQS1@HcV4u|kT<%DGD) zyA1XYl5am2k!HriQ90;d#7bCVB$wIHE$-qlUG9D6QkE63I>Hbdc>lEw;8t%)XB ztdJ&B#(@()X&liT61w3{(rH|ufKAVRqd-o3?fvmfQl+gL$RI%fI^pE-D{{zD`}kbI zU*&y=0z!VV&TH+-HC0mhSGlt8iw|9FO8$7x>-e?|ESZjqaAC5QFqA|%x~73A)F$cg z%fCeP2k>&Yc&n=h(!HBDp5IeBwatbw%Xo{(shOj^CnA#mM5g2b6+2F5Y6p19`+p+~ z2b!X$oxf`dM@rf4((v)4{tKt(=?5s{gPg7c*MNU;+e?9lgkZudUa8h|M@}9zACuvW^(?3j>7{@Ic;&VH@R-3;&DO7{|!#vv( z`r5I>6bqxkCeh;+N1F4UfJ`rg5l-bt%vbq9B_S867!%!I-DSVPK_2+%``}H8V8KT| z*wHQ>tM#dHo6|Ldj1x^vsk1Z5^=9{dTWj5zr9C{?3`y3j?uC98>q%Ni{zMDhIIG>ins%`HddcJZ$hFd4@-9fmcLU%kikr@7|oPnSl0hhGnr%&*R=I;aL( zvEMlpUhWn&y!8!|69PB`l#V60&N*NelZ$29ujONZD$GY<&UB8NiLYMH6^w9><=s5| z{qWb|xx-kY*=HsTEV-=XsDKe>ubu51XPtnr z?teUx;3xQ&h|T>Pqv=|nFh13vIW-|gB)N_I9K<3wJ*^>i9WUl4%*Wco^W0Kx)#>{L^G*p zK0m;=N}JtL?it)b>3dG-u+HP)JHqr+_mS@0ol{laThHBJ&%TWhxAx8V8a;&jVr~Df zih_@B+8tjy-=_!w0TpHB$13!=t#w47)`?PKqi$!nK+>Ft4QOrAId>>sssV!%m)eLj zuMUdRZKpK5DaL0dnS7=`za0fyPv_<2Ce3jp4_Z6Z z{O%4sN#G0w5p^oJi0T~3*srVA`p5pZm@N;m;ruiD2}WHjIpv_BbBzIA&&IiFV+yuz zXe==g6nT@?KQ5KEM5{gLDTJJ!1Mmm55?WWUEuadTLmBV05){Kt8hZXW_I$*la{(rj z{4+1s2L|QtGXiG(lad<&G`Pi|x6F%dI#8Z5p)f#AdDb|@GXy(G%=KkoWL{}uN~y~Y zMo~VK!G-M<6@S~a7Ij5$(7&*n3{TE7@a?tVic@P3kok7Vqdum5b^ocMZE`hdAHn8n`;*rw)}9p^ChBjY=~c|THD&c4Pe&D7^U^;RW!kt(<%M@!+j z67YHt*##n0F2r_$c0E~?(VDKIvGoO%D?+LImB<~XvC5I`jbcKozdkzrieIy))=$ZalZ~x5ZUDp`a`HJtB z!aB)F8)c$sWkzk1Jhpaupi`=QOqTxQ=SY3t@A^?DA=HcdURQsJP?sCgPH+SA%&V~+ zTQ1zlGJ+p`?}U(mi9-hLldwg|dMQekb8wJnKbG=I{@A$3^WKN=*k$O$>WOj1n4MIn ztO7}QCWQ9=fdS7mhcZ^4dji@9pJO^_Fr&a-AnMo(S2gv%9AJooXbFc$|LE z5*~U{y=##d9CyfM?LfpjI`|H&x`nGzQJ1!GqrMuz@?N(HBUAE^w*nP6k?Nlmrie^w zUyqpWT)CW^g3`Cqc`u661vZjeAgv$$!W6h_YabdAuIeDCcXx3&_3q8=I2pT0mmP18 zaf80M%QG9Y{4}d&n7|6hr?muiJqd=V_5-J{R*&#r!#4|O#m*x!43RkQ$=Ckk4LrFG1xH?S>Zpa2Jv&K;*oNp?`q{m5qP6 z|2P))QeIP3+h+{LS!)#7sEzKs)V&)|JJ|r^TPcS|Y@8E;M4ow@?)UO76yW-4T0P?h zIMF)9Q*#DLxa!W}i%iWTji)R}Of(n@4e0hc%Bo|DVd zgiT2ChZoy|@rH36pc><62SlQWewZIv$;@Ne#2!en{?TmG7meEBize%7)cE`v^w!qj zTu#A`@KsqY92E{Ge8&3JN`$hQLh$L^9&tzog&SpM-2iU%(Ld8cLw#7h8r1Ln5-l(t z9W>1@Pi`(Xde9d-z$)C-25$D^sIe4rS>BBkECKC3K)EdGM>vDOL6ETFpgqO9*Hh~; zHPz?zs|(Fob)TNLAKFiJ1&gj;>rHny+VFwH0Fs?eP|$tY1bxyVNa9V^ zytXf{d)gCmeNjN^4*u_8d**(EC%A%J@AF3Oo6QnBAJSfhS(HpqfQ-Rv&7!h1q;6$^D<7a50e)^wJJ2~VsLtfgL8yJ+p`WlTtOb1$@eLuIeOwG?sVPK+$ z9??e1$om&$Gdzq`b4j^^8mF&7KAUwM=tr-!x0aeq)VxoLhB1Z@Z%;FD<~ zO=JyZJo!6QV=8T?=7X!wZogbq;LYS-gnM(3M$Y&=%%ck^NDX|wv0B=cbl$Q~R=7_r z;|`9W6)$dK_A(ucf4BNtyJSU_bElrSTi)A4dRWMOYnztfU>MDT%Di4;u_@TJ!j}6a zzFwA_q!--;m0bXp#o`zH%j*98c*4I=m;h(ux4@Yt@X!A=|z+%5V#dQ+GhNF_K6XTxxzO?t2-e} z*1K~0-&3#w`9(*+;k-@JRw&D)fwn*r%`jo8hYG&keC8s$=jWOW{V@JVgmVlfAeAvY zjg{BO9b84GUyL1_T2q^6OnpNUOTa_~Nhlv+lRgRg%4=I#>TI^YEcdq0RF~NNpbwL+ zaQZ_y!YampSD-~vp~3IK%p_iCUoAPabdqQK6a?E6zZ5)yxbNeKwzZNT?{r~yo6R`v z7c}L42p2`tsSq3TScey`{D_<7D1QMM@-Zyg#^ENOxf8V8XcNsABovC}f$z-dSRm4M z{_0(7LuZh;r!>p$j>=DtbV{80Z%se+J-+ai_3o=X;GD4PcIZ!K;o<^q?8)h?74Z{C z36mKTK#y5m0U~(t2i(CShOn{(Vt_DV8^y@&U+JmUj*Y6S{wScoYUPtLgM;sH^VFI( zKAk@TBdXB2T_kt56Pz&3;@SeiOT$k~8@js4Fb%>o)wzL`h2C4e{o!?>PSO}=D<-o6WuqM=1?6U zj+2WsooUg-L~}O4x=v3RbCj@{(UaJn%UG;*`U*uYY+E;2GG?N{q;?4`!|7)T2=R38 zJJfZG_VvX49AA~~Z5Qz?bN%G*ej3qrRA(5B(*rJsyTX$hO?w~b?MGoe0%8uv z7oug9`z@pW6Mn;@rKxl+m;AXXKVBf7{A^3LZ9rKaBA0_OYWF!UtCM(*Ga#!uSKX0F z+aJE&jE;Z1fLSH9@w8@B*@M}kUpYMdqrgo{#onGY(pi!NNXB+REfZFhC-wj*E*3FW zCU}Q;uJGmO<`W&z4+Z;Z5l$z8cgYI$yu&+Mk4ZfIUIAJ%|A@z>{@Nt**0j_Z6Zf;T z2Obs8I~^62Xj*@Joe4fb6qW-Tia&H1!@nxOH2gfs!|Yaf088U`b3b524somP8(6|L z0d|m!|K^&om{D(6zRwj))*pwEwV3nFWSr`)sIksx=ED>K^hwDC561JTpRIhKx^n*A zKy~1y`}8P^UBjFy73_MG(B=w@-u^BecOldq> z@YNMcHoqIa2U-pahgajrk9iqmcEFv5C3(GxvipMnP1p0{v-+!d?yD*VqqH0TIhDcI z$drIybg2i1Z3jCIn8$SfSz@@tsLKCRMRTk9y)9w-IdYVKt(4whdcwRNN($rQAD^sy z$&502(<7FYg)_aFS$qwYyzjRi7gd}^NPwP9Dlu-qF;uI1n+@Sytv~zLtyH4LZtffD z*X#h9yHE68Z#9qzv|d&<`=k@s$4P=1ZX@U&@6{!oz3pfS0MoqF=8bl%&Wm_BdJL&= zexB0iP4Oz5e5gv5^R(oH7`j z-D?x+0dXgd_>S@TtlHWv&DlDK`g(f|#OkvlnN)NcEzo@G)+qKxReu??IM27VPWIebk(oe7Jm@o4 z|6m$hU|@W`%-j`?T~oC@y$z_xi7G8QIN4{xmyVK(`v9~Ord*l>khuO zHNHW9=AQ`n)ss;X3YXr#%7@Vyrpwlt2Kl95Tc01eOC6R8t15)!L<270Y5b!ynGPu6_X&Z3(PuqF80&j{0iGi&h}u0nixW0f-lli}fMYDA$bCZFJGJlt9y8 zz0(RQKR-X?n>YQ+q7NzQeYcT?moW$P&F5~%>&n>UR#z;2V$b{lpo8w~Y0F_t&LgdX zy6tAPN#gpWfvmPkWE{B9t6KyRDCm!BnnQT7Y9dezcuLE`aZA+pUFD{>>P4oy^kNpT z#;=;i-RWXwn;VBa@#!pw)1_$2=?3o3ta+-F*rPE2YQDMgt#JDpEa~>{+=_2i;7b8c zE5E>oHV%gFTp@0Yt(+fut08_jjgH{N(*svjW#GQ-?d@Ini#~1U`2X$(^ncQeo01$q z)G?7e7D5&sXgr1BW|A~zH}FuZs+Lv+1I=RW_e`rTW0{$n5J$)b6315v&TM~<@A=kE zjxnHci?k0Ys-;$sNsktN>aiP}(*#ZW-Fk2_AHaiHzRSGoB1bjwP&a$!_`c#=)5M+* zF<2Evh0b=A?5i6wbaR)IWEoL8fY2yx_s8N?v?P<8__N3~QD<&C{zp&aweE;q4(Ydc zh2Z~H-dhJ{*|l$@Hz_HS((r(EiGY*{N(s{4ARW@(rL=T+cf(CLQc?oa-7Vd<*Zn^4 zZ@zE7nZ0NB>_4~TKaSUZ)wQKrJILI7ZD*EPVg$ zgc=3@{r#~pOlsj1`(QDVk4Y<)=<|%i;{`+xlsg4>`*JV2AUvH3KIQD&YO}rs%p}kq zfI6P+I-R5V+}fGUQO(n{vD?vzJEQb}V`?`s%_0l0rw3Cmr?9oR)zD0c6*Qi+sL+i8F(AJLxd&dU94!~UvaI(J235mYp!8c_OY5L@*s4Cq`DjV4-YRYHVQ+tb)vodW z@u%Oy_4Hay)Y&G;?R?n{RyFE|+*8JEZOs4FMJ>7&TPhaGQxCfSW0vL%z2p^B3egvYOJ>KBzUy8Ff_% zxY)9?Y(3Ph^+E>Aeb{`b1S{^a-IW z_;8{WyfEZ4=KxYYFdcqK`b1Bh*~LDc$o`t|cf;vnNR+B0Ah4Ta?aA=i8vUe(*B#F( zmV72=A*K21BYqz9tSw5rw`OBKnS}ZN1$VX=NT~3|*LTavP1@TxjDBJ0HPFhYhXK*X zQO3jFk1Nyh5)juh(92IGb{5aKAPH?8YB1m2ykJ(*-d_C}UZ5ELGpTc^mr)0j3jKWY z<$Q?ZTSIMb)adwtIysbOY7{e-EHq9|lp%}OGt#S3U1dmdwpUu|f=4ug0YS)Q9b+cM z2U3!q-F3%H1B3>E;`Z{^?=j^kY}5`t_qC(MmE0E;e164F_QMvAhgRlKs{B`=NZl_; z|9FRl{@bZ8Jl%pF=(c}z#U#`?F_d!_cwC3*^jLE?2vEJB%XdDk8sih$k236+$q!99 z+JSSIiPv|u&YfJ3C6#JKTBtG*=Sh=+X#;>%27!_cW%1v#Am5*?J z$|b5t+4E;WD+doYLvxbteREq?)sj(qWQhE?=4zaz=Y6vwv%DR?C%6z<2TdCKX!Lg* z>g{~Sr*?MFdVWOhlF64|{|NZu&gid^`7;JmbP=TC6irmnj|w?xOmf-rw|8LlYwkfQ zDh{egQn;z9t zVTZ}+QY$c%^gXA{&8O-WEQki@aQKZq-o}5(qp>zuRz}%BIhAGvsh6aa*?37HRbI!A zN-+}E_J5=b{FJK*=HheBw=!uboX9?p@Fv28lk2{oFVhYX65mLTJ$tRPHYWbbvR0G1 zFTzZqV8_W|+DCs_>PrFs-~&8MS(F7*_mSVEarfAEI@WU`;mXA~ctBO^#*vNjmwwl^ z#0ReDUZRCAYNryWeX1*DKG?<9u&XJ(UYy+iqV$B0VG`a&#FBs!&ES6xgH;=$m@o=w z*kYMzwoh}B=}P-gF}dtpa5KF`9S%`J81Yl~0WoQRQkAGsc-kC@_{!9t%W9{^(qOn~ z{looC-!kngU+r0!2>S%6px;0md6cf^@O}gB9Uc44IUjOY&PM^DoAIGz1|;GtEzQy% zyJ2{r`voaObtENHQ2E7>G2MI@5`KNI>525dO&qS20Irpfz)d#=_BHx-C}HAEkO7iE zGN{H(W3))w28S?q(sBu>sYl8{GX+TIvQ95A z%3#LPsWaDLWH;KP@lK+}qTKm#(k4)h!LH!&~%Q@_Bm> z_H1i$t!Ytn?|kJ&^iS%d5#rzGsf)w?W6;I^HaAi0s5gsWoSCn$bzu?@5Q3^npQMo& zK~~Np^S{Rum6rq%bi|Iy$G z7(Rb23m_62$NTXSPk_ak*@^!hpYd}GBV1g09^u&Xb1U@lhBYlfo5kpBzQFEiSVOn5 z3eESLcXiuBO1o_gY#sd zhYWVs{&j3`kJ-b!Yn6Y15XLS)74hTkKwPu$_SJ}z(h3lE*|2El@7tbBF*1PiBJBwL zVhN{OV26U^swsDPsNxg*fq3!>zQsY@ndk5kE@xs1@$BzTID1b!3NeRC`~aD6m86%9 zu~x>Dnk7PS>k}pzVR^0w9JnE!N9x{|=CYHP%%Ca+)}R{=Pjtz!A;SEAb_7$qtU5_y zmA@hXONqZTr!&b&3hK5Xljtvrt-KEJpd$9IBCnKP_bhMu!Dpfc0Ij>@Hg#I({`t%+ zEnC*|{k3o6c#cp_iCi>QfvwVOhON={lrLLhtJnGvQ+*B1JU1rieW3o=&MQ^s!Ld5C z5c1Bein_qT#^8E@Y9JoPr^kOH`8>GY|G2z)c)a)W>4Rk|u~6WC4jAv<+fY3yN^%cD zFu`uqc{nnZXihbo%<*G&7fvpBL6de|F#-#Hzp6GER7*TOE%mQzOeFyAU&Su zf>7V);xv|bu5)AwQp%i4Q|V$EyG*YSOv9awex#*fM7p0&%@n8f@4^1nZRX9sgU%s8CafX9mv zk{r3jA_r71K_eSInmp8dLG)hm1^fU>&U7D?9eEF6lBH|&2xF3HLsiYA-WlimwZ`Sk zj+uQg-$n88^%!g6d;N6C>D5zI=gZa63@?gmmawBwjU6i^{f%;zVtttOCp8& zK+#_1=myQlS0*UI^iF^B`7s)6xnMIK+I0u^DNGe0tEH^o7%wqRVK8x~ldk&C7AS#?Z16CDP7DBc=pk8@yBnfjq z^MkDhK6V~%9_5E0EshOaSza)_t9esZdERHd-e24=FQqwzZ)KF*83|H4?}^dw>gf3= zBgb`u8KBRYV0@GoB{3J$v7npg8*_$nAxFz&y)1e$W6TgULl(Ux0WivM2bF)kTl_M( z#MmCC2VnQ4OHdiJ=?$2QEI%hyy+_v; zC>PhEQ6BQTn2?vc?YnF+d^czzv+7%4rw^cBTbH+z#uyN3vA=P2^`fX$D4^(N7F-Sk zoz4cA(kQQs2sJ+J{o@v;79Gj!y6cz4(&;Sl$IT`DYt@%X4R%|S3y*WiN*Q6Y!WO*! z9``YC8gg2vr5L_zcF=a~xQgI0i6PX>QFor&zoAA8X{sCO4)^ctZu4$nw2)ng_Dbp$ zu#l{Wun9H$Y2CYfEqO&8Uu-DF9nS^VCoN^Dh!FjJOblt*~whCOzZ8`=Khy0ze}m+Nf8Y`v|j zzT-CT{Z*Tvp+Lr-q9 zzlLuwXg>b3dk>g9FwW=3yfJzGG;#HF40hnnF{ipVi$vMDFU+{PFopji`!Ki=zq3@# zUrO*e9wme9X!*ky>=Xx^g62B=wcFPhu@+;TBrkk&==R1yDxZ(pN(eFq-PcK_9`%~; zj?6!A7yByp7Sl!8&;cQH97MH1&c5k(E$;xcZD~+zbLKVvn(7ZuJw%eBKh0e z^Bz--qvF3`HihnW#|QLbSA&5S-9gaI0SR-8gB&r3wd9$*bbO3%@!bN za1JVvp3s)OcO{0!PIcee*=68^A^gFL*?E#;mN!eAgzawce)`l?WmRG5O+jl25%ZI1 z_@94YKzm%ABs=*vC-Bc`XAu&c@r!}!$C3W`^nC4&<-yE$e`R->^ND5PC9sAdpw>@m zps-QEYG{UsnjTmqVpAcaBsSX8-a_}EK^U-qN56^|T4^1An#8afr@2O_OB@`i&Mxn? zylw+x*p-u@YnOSr+FvnZ2bOb+!Q=Jyj4H|{X^KiQtTjHtL>)oL+$fT+7psN%#81*CO~<@r4S7jgy?e3I#zSMssOdJzJ(cJOr?w-mPUR^{?|)`#yT; zsF34%yxcI(X6!oZTzJ|INNI*D->1IIP-iJj7*i8o ze*EmyeDS8^=8PK;Z!w+bR)C<2+=$J{0uQcL1i!}TY?N=wS4_)qpZ0fD8^f6%ky7CV zkkc+{6P?AKzurtZx|kSJ3_WC6EwO*~ZOjwdNVa=ZwzE8&<(Y+sE!0>-PVk}QM?x(e z#N+nx!;F1(C0O>BDsGOR=1FFWqT15}&Czovn|kZ#W)toQKdyN4Mzfv(_d@y}(jtDK zt=8|X=gD)GvFEWPA%`7E}BikO}BBZlKMh@88?$LUvxy~#CD zzvv=CqP6ptAl9~e+ZbM6Cna8(s{ryL86{fMY~))S`7`?X%`uk9`)vm@XrE_N>U+c@O`$X zj09X^a!dift~Q*4kjeyMSkVI_{g03{fgA#Ji<80NhgRR!QStrPCN~kqqZ6}Z7=lWv zzb_n#pr?0e@7``CG^H3YxoUqwzmYRQJ_I{_&SMzeL7xiA|J+KLAtrboj}1stvHDH* zd(XwoyWQWjMnd35wCKRU$+zRuSY%KavYogZAdtGRPc?7Bgq3WL+jBb*L8{%5wWfT% z7Ge)qXx%f?aG?*vzN<`2ZC$`WPIkeUmGz7c{*rg_vR?qNtEJgYw_le-AO9Y%!$S8V z%=@V1qn82lc%fV{J2niy77sO^U1fQm)!x^(!R~E7h)s#K+@}81raAym5HGn;|dsCEp;F({uF|8i&XKU8aUX$6<+hc zps(P~OJ0nr`^whweWWE5BaLI__z8%Yi(`cTFp6GSv0NS+Kcj`#rZLay89cynNHp5oJqkkRM)2f z&qj^KZ}m{HRWsBxze32!(m$(DMijkmDb%cfhax4x3|g#m7w`rIw6KtRI8!J8D&f1F z2^NDBDE-YV1k2{mbh++0r%ZS)Pfxm~xU}bwCrfoFsYCua7QN`OC?U#Ji0qGr&wq9K zn8b%)+{2Bl)%)eE1JTu@{H>FXd%Dn()m)(b1OInrmw%pJ>_6FK0PPF{W%f=B!A{OG zabOHrE+7a##dehvSd1(6256>cPyHc=m=l}(S>acUIRSH;jdDWNa03sa%~y}tiFO3UK&3Ig1s}@^pe$CD?Rc+=9O>2l+>CKJmO5v zVSlyZ>hVB#z?8b18H3LKR!^qTgtN+PNRJ-pCu<=d2hU2HVU( zm+SCpbzeQW%pf3T2gBEGt)pGxngQFgn^P{oWB3t|xcoM`wNskf%TUTD_%twI>*E%4 zD0iira|MkwL9-YRo0{-`t#bW140%m;4@Z>~f21AWHzkm-c6h6{+}Gu0fJGPj(k!#8 z$OHGUx|^)p{^VyLAC<;3U{TqhS*0AK@`BmV{54~Spw^qO5(?Hi=HNz89lr@%rpQ@G z;>*IYbHG-2A7a}AH2I$z%kR=0RbF=Nr34=wNjOvC6aJeG6ef30oF$4Ou(ww9@KfJq zf(=KD*FJCWY*2F=i19Ka5B1u-?a>qIt-uYI&+I>sEY|KTBM+RN9(hZO7!cDlF;S~t za!oarGrJ*luG)T$uQPM`vEKqK11(KnD$cb_Y*ZvaRBry;w4<&0WpoWl&~FXzjql^9 zQxRV@4F{K2Uvieay2Y92vw)krUl@w)q*z%l&pSWT#BUcA+dkPl+@H=7h68yBR$m7V zZ@3?I2m%-6=dc7VJ9Vh1|aeXx#GYvExeh%sQK#{&>gkkQEFk5 z<*9R5C}3PYiW^>=pwBqYF>bjhtqmyz>`>oG&tOhyTlbnZ7JMXaQW#4cfi_fhE`^NZG!`7}cP*)sr zQDChQHi*3Ogj{!_v#l)HkBY|7O8;(lw*I=%z&`dln==>RW`I#fSufpSU4@n&m3P901JT%9ZsK3H4JQDo7ZDX9vB< zhlD~R+rU1{5)Gd)-F8a^5)lEIa*Dq49RJX@#ZFf+Z+fi_MCftQEDmp99%NQqsaB+W z;0pQ$`1&MrTa&w8{r$mfzooa*;XBi4Pp1JjkK5UlCuWbX8gsYgng4DTK~iDmjcA+8R0O6s?xcg}6?E^aM!wpG~~?E6ij(y_U}-hH{T;2P92q*l(; zXx#{Kvhbg7zvVrE0yI(ow(KQ>Prc8_!EK}7kRl+^N#TO7>7U6SCWq zHzve<33 zv4Y@thxKPU4woqDD~p}~PBp5@)j`O|40alqpH4hmp4RW8m?@}4hCmoN{3eBH;V_MkwyWY zGkq_ZR}2J~x#QDWflH7b7>68D_JlcGE%Mx0nuxEeB3r(z+NPizW-)oueqrVOO}eh*c+%A|#MX0ox`4H$1C)lIMZlM^1p(qVT%@ zaPoelK(-H5-;qab%A=u8hKPEaJxXDWP|*u}7#{zpj{U3s~!`h127K z@i8asegCmWGX<;wysF5+M_HzL5GGvjb9wjpTaaV$@)|rkpZQyTb~vWHtJrT3II=$- z8VE{PeAE$WT$Pae%SD7$;W=~Uq+2kO+BJt@F+ug&7^*f=JQ<23V5wy2rV(F=#Fuq# zJPL{l&eJWJh6em7Ays>^Ox^-VmTw=eC8Y}~nWxTNF6x5594EY!nn!8M%7SZbY`k9a z$9nCsBX@Mz9f&3F=*ac{@!DXxPmfvxK8#B#T>NaqP=Bzt(~-|joCd8L{dMhx+`av@ zpntL%!flG0{fLzv`y7h8)z8x2`l54Ld^(s=AUVPnuzC6?;itL8`~|AnDU5@EXd_>B zZ$t=rJiWEW{-mNp;06ji@tIUytbv!mT9rN$D2v2tcq2(8rdgG%`1Dr5>d4MriK3#o z4b9r)3i*$h^`yBs!Y8=94sVQ~0-ujMf3nf8rRQDgfgGy%QYv?b2)?tSPYZ<}e*g$jpgL=i&A)78@>MK~}y6{qmT+uYpTnJOcRXI95iBK(-! z+rJU8>7KCOW69R*B04~$lu2OWTOrNayDa~8S3o?!-e};zs(7wZf&lv$k~)LQfw%tw zh4h|9x{<~=%d7^=wx6ND=(hC)s|?GLuXc=JLo`Qa?1B^-1iqtCKIgUhpF$Bfe}$l< zn<|5X@ZBcav(&BY^#t!Q4T7**q)SE4{nSMzoZ)yHx8729L_L>fd-i2L1hZu*z~b=y z$!_XWr9$@_d9cSfqLP~?nhbWW6oSbmkJAlgc|7W5!wI|3J3PMN7jWU^d{qL6V?!e_8@88!a z$l%Yv5a7EZo=%K&{gB{)2!I&cKs)=xR^`L6(MbodsbOn|)7fA~9vyel*by9sMgy8A)O(w@FT!DMz|r;`WhVjwjD5EsQ8T4sQ-fPg=jk9$fLEbv23P6Qg8 zbs^no3`?nvG7i?0+E=c!0-YIb;AG@ch_+(AzoXu?E_)--SM^{}-mnYf8}I~PY#x2~ zZ-$fAxp}of&P}dyC-+f2P2NF!`NU0)Wh(Ik&d|Ga16$^Wi30{%(Zt<@NhO&k24r9m zLpjWRICZo8wx&D{{~XHbsSDOr!uz}=?lyOXgxVHF@SRM&J2LyWp!?e94Ju8zN@$`` z>Mv~VvGg0M)m4JmaIeMjbEa0ku&Dr8w^~nDdg;mD^dLR}rUu=VAY6Ul50H(+Mf%l$ z>c7G|VEYtIQy&DExsUHOmy)Z5P6#Rsn-=?yPwEgrexx?8%o=$6$T1U60nj<2CI_79 zWVE5S7j@n(?G+O!o)(d#=H=7l-L^X-Qw~qybch0W>h~%J3N1GkOp332F9!A<_ax89l z)YhTv_Gb=mV7@it-1Qq#J6?1#^$a{h0XZ3(LUp}PvDecC9D>j|8DURzh`hD1PAjI< zrtwJXpAQ-zFaE~N!!a1;H7|THHtu zG+0y?exD!@Jz05iCP>ecj<`#0bAV#t3w{WnSJG5P& zc=8~A5LNhPv&F~0Kd0_edSn3k$n9EZGP_>OD2c}lK_4m{fSUo^j{fCBR-N7EJkY{0 z7y8;a%-0u9^(U|S0~ca0SBoZPD<;sjq4Bvei(Vc167ktC89bt)dbR#7sbMP1M1X3A zJ3d%)KY$52nZcmTg~>%&4>qia7UpoKJQq}MNGL&BnbvZMw(cnk7d3B-`~%-Az}blI zF_oL6h{(j3oQj`Z}U zf8f-6L*E(I`=E4%uJrjM91&WW)*!0aIv8u(N@z;pG08c4F(jc+VXI z^KIsD@a0Q=V5LWOJf?`O!#t}wU9X`JQERDN*bG>YC9fSBM~y7@HHZ_4skhtQM)R-| z;&-XhKn!DOgTUC}DW@l)I8ln+XB<9;#HXuIFre_!!hcN$}2eU3Ks>U~X&*)Rp=NF>vZ;fPVSN;#bZ5fdM#Z1X` zjkkX0a___*(4n~Iqw~&961jwnrK!e-CY?N_0NZb{iXEzc&~hve>7>|=FI1nwb03Hl zsL}YAs6>ow2KGTS7=!R({gB!3J2)b`9~?n}(a~QDtPkfj0FTjIK~8~p;3^{Pry?>i zLZx=^^&W>8Jtc@f9vq=z=f03wWsA(=Y1luZD)<8|D-z&|{`;SEfNF7njItu=^ed?F zO2!oo>gSw!7CDZi=@f~L@fg(q6?TfXo%-|3b7fhBog3ktQ?(oQ8^YgSLQ3SJLG;S6 zA-T1$BD^M&?>`jLurXn&)-~dY%aC=(>L}`s)`{OIPGSPHoev`Upsm<=^t)S3h<^vC zUCSy@+q-L;^tp4q+m`ufU>lA2wLeIWAY%9yh$`~_3sUtwsfS5#rmS2xC|AUZw?ltf zZaTZmh{=>DNZ77m3#dW8@x5m66R-sdA~0S=%~ql%Dg-DfnuwPp#JEW-98OGCXbWx_ zZGKtL`r!jPcR2q!Qk>>ue8zF2@wR6s+d%eM;uo;%lEXGD zJVZvMFp6!juxD)EFW?a`Q8;;JZYZfZ)(KwIw8}}RZO$88rS8^~F+U6QZG~V>ll696 zP>AKzaBSFbY1p6WMLf%?bPExQr(rUV0BIKe6&A@UGJVSK`TkNKmBt2QrK7(&uV z(wpFWk!6MZw@dA(J00inXS*1vu(VDg$;NMcI5e}HwY`^VuCiqJ-~Z<&f(BjD=}TzR zH%-I%DLEWS-}rx`%13JZh=-Dkf=SN_vU%P5d#>X7i|zSQaaohmLIHAYc}B@WmKB(z zx98oZsFfA#>Dd{6#VoK)M#dr!1CT(i`6L>a!1;@jR9@WW@6oKo_R0HAR?fp#LwCmH zU>AH5w|xkpLej=?;K#5#4e$!EVPQckFFQ1bS1NRyy#h2kcgn806l`TgV$DI%nVH|e zeRQ90r|B6PyDTbN3C>-CnKx+3)4l7kwqMcSn)$ewFa5bAMB;~5e^wvU zavKhGo28$%BdUp--dy`zgp)TOw2#J;>9V4O>qy%lJZ6t#N;*JxL3V4b%TH2rS%JoQ zjcS;?#+@2sPnE4i6_lM=N1|=ra)R6&P8PbiXWl;lbW!2G+Dl^n6Wqb7%_pLC*R!oJ zYd?c|>^4xUtIx^aIX7xm&L0*Q75NSuhhCma%a)yTEBprvEiA7v=CUDn@m$$os>!JE zx?|M2-uj+tv4N45o{a^~;HQrGATsddXxXd@sniI_@*1w!LR$eD4f9ZDO+a7vy!zj? znsQ&iF>V9}6p1Rb-_6Z_kj`ef=r<88BVhV_w5h@t)P;#;J*7tq2bmVY_j7yyrd z@;KY>?JbotI;78)a*xWXsmTWiUky!6KoMie z(EI7O!uRP~kj!}KDv6u9eDd1rWkdI`+naICe}-l|MPm09Xdz!`t7$aq!bZFuLPJ81 zfsNVP@oKl}q$D50<;`|Rw{cAtaIltleU6p^lAJDzm*zSqzDVRQoD~xsr=iw6y(okFe9zA3#Q74PS%rTfJS;gO{VhhSwHNGtl)~A`pa#eg{7si zPC_eA%~h83Zy`c3BXm$h9UB{)39i?0Ho|}MM^QGbrG?b{b|OPgL*o~QE)I;eexC8J z)Kyy|5QllO84vQ2AQTZ9U2=o_Q7x5UO4a+|L7XR7ns!D9>fkgm6OxFPzAP|bxbwVUmb z8vkJWAGwYc9cl&?Su-R~V%a7LPChcMA=qUiIZK-5wh)9iw#W>)30GqKg zQ)G}V9Xj!SL7aUsdNZNOGHwEmP9{TWF{vrB;>(sYhi$hjH{qi?I~B1BS};BD$pgQ1 zy$=JFNFb0#)dLxATWh92RDA7$VyQ1mF{>uh?n5x?3s_>asHANwb-&vNMwJsV9&XckmdrA0~ zR<7=i8L0+_`=w{>pVfJNnPkP5cLBSeLdXWGO73=72tS^|CA3BunGYZ{0lF_>a4nwU z%WwC|+5fzzl=)_Ab+Y6&cKBhr{=U=$IB9zGYJw~Ub&@GEsDB7>ni5P4!OzDMw|@V- z8GXla0y{^r*Wqoac~zHr)tap5<2O_b+MT<#u2?Jk&}X$2K7p*>^gCQSQ17_4OHVy6 z?h>cqpf0d~Mr-hFS7zI?GN)2jZ!F-1@$kW)wWnB{wzj$Px#`>YY-I|uaZ|tSW+e>Z zZujOm=#!ys+vbVWF`({jPi2|HeT{=11=<|urJ1IpqjLw5df&J>SdQU)t3SPLAG5n; z<_C=0$M^9NxD>{>3|@aXl42^2=)CiiA#mXTsyV8a5lmZ?c&R(RU!8de2MvL20Gvw7 zKIl~tGjBa2!WL&_%o2K`>61i*=%e?eX~Rwgi9wKVzg|O zIpm)t2`ihcM}wiO?Rq>aNxUkDIM};=?|rcKD6%$aRN)YQeF#ba814H+SV$zoN>uk# zE`Aq_>B$G+AV`Z#Wk%dz`KzVR9?Js*AVh){q91+f7%NMWxSK&Z^BTAer zLM(Dy4wE^E8BJ9};AFKQ@bWDa^NA6Wjpwf^T0t`&Br z-w|6(@>fe?@iw>@ZVS8E4EsaQjp!2|S}^%|9>^F|Z??Lo0 zmfMLSV&4RXR@v86uGgNJdjU!)cEPR-;!N{B3k)OrMRM-9s$YA1g-PH(nDejmkFzEf zS!M+`)5wZ!^;}u2z$vB{wFVDT&y8P5FZ9z_cLemB1LaL8=Jujq;e&*p|EB7(q$J|9 z#)LK^ir0_E;2?U=aKD^}UOUaYA%bw%VJ;s#CV*w|^noP4eKzVijmy6ye3BiLm*&#y7sg8L5u2P#1+ zB2fSc{l6_cGA%a`Daq3Ticlu*a9S#=Gkt6nd7Qmz9o>`!!?HOVs_YFA7Sf~U34^5z zn+BAniAV&o*n>u{ApXapVYqCirpi|P0{amYcuKJHRGB9P1!ac-^Gt$pnKQ< z_oluvLR6F?RFIBMI~o@n(4#gt;l7QfJt74g*prhAdXYkYmuoj8R(u0j3gh#-=Q(h4 z&rXPX;b*#a%>9u(;u$a}717ZlNBr>V+^%cQt`Qv04-6(L-lnjO4Q4?+JfmOgrfl?1 z)49@gTY$POSkH~OmUA8Y?AvBM#t>?~Dm9xC-fdv0EdQlu_L^eg73|m(sDu^xscN<^ zNsaNN;TDGb|Iyc$vk}B4QfYknprRvK2aRE6Kc?k+?iF|2`+?93X*)e^lz+PHlzO0Li&w@S@JO_sR94Lbu@)dg$kN^RiheSWi+DZWm@K#-wF1XS zYCAhS8(`ULu=l6P)YSC2IlMwzzxB8ao#$%79yDvjJ^#B%Lc(n&bsjBc^8dzW79Ulk z%5^xA9Rb`7ud&#r5p9(J#CsE)Pqb{no3cZqON#-EmLp>tYi= ztUnC$bJ8HdsnEHZp$FHT;HFK+TNa>(!YF@Ls+&0Eq)o9!~!G1M#_9{sme-0Z(DG_UU5#?GadW z8Ql^d1{Ri{l}`T$9R!~W={I^1Q-y5$HSkV)f&F9z7$&WgOHC1BC$Fo!aFJ>9g*hRNrMtxm`a_JCfe zwqS8^v3BN515-^1jJs}raE0=LK0Jv2bqBS%%X*lqZuBACI zG5npW685-SbnXFYzzLXxG7BH2SHK8W%oHio*>?EAt%3Hjx+lN0gqH;0w7m_!0OJ$_ z*2^^#>z04w3Fclx1mT#NcvV*L{=1pJW@l@TfbsOR^80jK?=>Hq)$ diff --git a/assignment-1/submission/16300110008/img/img/train_gather.png b/assignment-1/submission/16300110008/img/img/train_gather.png deleted file mode 100644 index 6860b6113ea0c0ee832491ea37e9d5b136e7869a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 43581 zcmeFYRahKf^exzpyEN_^Ah=7=;0f;T8r(Iw1-GCfXmCw%f;+)ogS)%S6#4zXJ2Ut7 zzRbfsK=)VGb*%Q@XYaMv30IVtLPa7(0)arNAEd>VK_Do95D2`A00&&*8eiH3KKNWD zG+k8e&0XA$oXkLSMlKFE_AWM`jLF^1oSZ+|+i@^+Fmp1JTe`S7IKN|IvHf2^V77O% zV8KuwY62QTbdc6^27%CxUjM*F!iAqepyHAb;_p>GGLHUwepWHN7Cs%7Yf7Q9{qzkx zRL)@vDT0oixnEfaMncyjLrIC41REcWCn5!_gtSXuM7QrQ(yi2IrV8U%o2+JvBQ7Bh zJ0Hyal{uiUhO@Cv*v_usDP@O-=fU$~Jzvhw&Tdj#e)J;4nKyIC6GIe%A~>$W2;m0y zzprDtpt#p>)FX-@Y2Y3P#DWe)9SmFw=fDO*UVq+AfCNGW?uf3V!1}-5p>Pa^68YB< zuNav8^^SB#&i~)c|F_pB5#t#7i#b{tv{Wpqgrp=KZw&Iy);}8nk6!RPuEV@@*#!kr z2ss;JgWy(o$Mbflid7m|f?j{(%lrA3_4zbRIQW6RGZ3mBWNK;(!dMoeNqjq`A@*uD zxZK}RzrS;J@`>rALIOdPGe4xu()=@1{BedGiC-{C7*wT(P=BINnt4DO+>P@(R%%sZH;M~*{dM^r+kBOf4PdxmUY#LMk*{H# z=VB)S-bO0;|9Mp_|HLsEW1aTDhZnRi1!FKoAH`pNBKTv!Ney^n{}_Z7=pG^mMG-6x z`fp^G5MU~z{~SC=G*JYB0yFT{fe~@iVE{kJc=dDXqOsSfga2E@5SjoCQA(Kq2F!^F z44dL#R1oAlY=5rwClkVcKGGYP`PY;`;d?C6FOV?3qCbLKZw`kKoYFpr%9nIh7YEq~ z?F7cRH&V@w${{O|$s{`x2~Dhg$DYs+Y=Na^-&CrdDffYTC#H|FA&!|ia6 zRgaB=di_uzZRiA%u?6>bmvn9A!uunS^~}QRydg}J9^z$_)-4aLAFw^}QJ8iBCxhJ6fzaS#1xfSe%@gFs#)U^YILhlP-AoGsqcuG}|Wq zqqD`1NjKc+--@XhFGLFQywqWkm$juO2xMwu;l1>n_3{YM$H%ujUrk#e_bs%bpujcdG}-`BS)rx&Bb8-6bjS(~2P+S+3i6YKX2=GCxI3y2g(7-b^S|FxzI!Zc6J%Qt?|uve+T7WZSX21F6@pxL)QaW8xBkO09c z``0f>Qc{woogEzLaIqep!(yZxSOCY>b}*wsE3x~sCoLQr@fT#~2J#^d1q4L?{BV+b zMzyrPgHU%6kpTosxV!}_Xsb`bKlV7eF>zrA1A=bshM2nXb0qlJ*(UP+hzDMX$n2k7U!Q9t&=ptm8i(%2JCkM!=%_(NdDQ3NLu$yN-OKkBIb zH;D3&6b*wNzf+)3Ryy1ccX6ibLc6K&A7jqm7`_1(wX@0fK-7gRIPS~p=y@sc&#rH& z6qiC-)TF$a;1(#oCsYEZMM6dTO{xz>UO9DK z!QG6n{{K_K^%wl(%7r;A)ZYrE&3yq_j@=1}Zu&b(bD)_o%&(r^Ei^Mg3eR)z{>+?G zj2+@2@)5WF?Nibqtnlkk(Z0z&fe^!iodF_hOlG}3xU!}3(-sA^LOwRny{-CP5wnbX z?tO|?Hj+OF6c0;2E^BZ%@4v2Nxh`<}&r5X|Q=>kUbLrf(QH~%iotvKqG53f}?``*p zj4E}spovP)_1NG5VXNUw8q53u>APqv27JT}{?2M!loQahGUA~Jf82~v)y|AlwDR;| zL5wI|0=r*uH|+nK-ldN3l^xMVSC~yKve_U`u}G3R2n(X|Z)))KLmFYLrmfv@6Vu*v zF$#m=YridmIB*B@#O6H_M08zrNFE9icAr`vcw_GnyUCPM3(XuwtZ?H}*F8U5B|8{6 zAEhmJvT>xw;frUj0NZ2mvPdunSp}veqhGBTi&Ql+Iz{4#_v945d876vP&C09PjuWF z$?eJ%hZOAv)4&cP?hU*Lah9^Y88{(IS#+afjBCumw2t7oR4IbjK>W3f8QbBpn^%GN zMwi0FT44LdIrNuRDh9-v4jRbH0>)HN*QmKO(0-h`uv)-ji5io>hURq^Iao4(g|1K2 zaMLI|2Gm~}^(YS*XaaT}|DSN{cmrBi@*1iYgfg-&ggqBS1zHf zP1&p<8L7ZqfyEHUVVPbHil^AeXIU<_7T1V#8e|{~%^T!`LC2Mjn(b&C9G4C3NZ@SA zgy3%Sc^@Brxzrm!SjHChje+8L4vKhxp|(%JE(?j>Om@e)x$@*P!bRrgJj;u(UQp(w z2)+$S_D7^RllbJx!zE*8kfnjOZRG5Kb28=uCM4vmW|RPWCwrZ7INADng?pSuDTdw4 zopasAmxq@T5->^zQXP_hnlorZOQ_cR@9>;UI)*5giJNXop1HwW`1OPWZeMT z^28Z*uGKm@{AX7Cof?8jF&(g4@c*o(%P6HXUCnl}6FI5r6Q9VWqcpt12+fdOUjX`X z0$*qVuvyzW!P1tze=`hC6Abg3=}Ozg4gSDM0_`2m?_BCTFjU>)r15)ZTPBZ<^sKC+ zgYKhnpUaEmYhcphWf9J>fL9Z@Tln?EgF{W7^Yc|f`X`O6t=nz*66{B&lr)irf&F+Kv7QG{?voPoJJWpFQ4LP`@{lud6aD(x~! zl}Mw0mg$N!1w9}FB_}`kGV7sBw~hc~507Sl*7Ch143Prm)!@Z>1g|^7IouK#V11dj zM#!soIQa_+YYAzrShV`#}r5Y01rjVfQOLfgT)`95gr zoTlnP45n502za7e^`v0;vXd(;ZjB@LqGgC{dCiLjc|g{B`-n&4Rdw98Ta+ z&GkD*4gUNsgq7d?Gd6T;=va`O{{|GKL}xb^d~wu+XQ>pLVEaNVduwPb(Pezw_PNwc zt2!sZR1T4XE#P&nF9FYAYQ|pGeE#Ts+(X2zb6d}h(@mdlec-M1!_x`Mt^~KvmKA-qHgJYdTy}89>dRrX$EErY{Sd|eR^6x>{ z%^y;YMW4Wk;ofXSpyaP#SAiXw?D}v%XlhDT*KOV`mBRvUgl~sU@(w- zpffQs(J?dkGE_E0MTT7WVL;S=5Rw(v!ZY6{+K=rp6W( z)?i!siLfzzLWfg3 z63Rl^N0&yxbQBnc_q=g7<#jv6KR-XO0(wLt=EXooMeQFR?%_Xa4*F)_N&u>|7$waB zHqN=4Pgu+?m&()53pU)T!{(fvob9IUun#)q!5+?Y0e6Bp*JpfvzvUj^3n91+W5Q8G z|G2P+L9;zCgUAm<-9PEwp2)F)%cEOkkwbNop>|>+&pNge&J#6G@# zr;w`p&`>y#h?^TX$nfF%h}Y+y6A2kvuP?*vDyYSH!%^IoQyj=%l(b1UqcQ- z=|}$APhCS5R!GC09EI4n(D$w>r6O!*{5>KYE>d`PdF)@2IZpG!BQSne)xLV~%X?Q& z@*EYYDY{vJl|CF4`pbB>BjTU&W^W4<~c`KS(v1Xl5uXj38F+n^9SY>yAKX7yMb+{iDT;p zmIWAJD!xNE`-MH0t>|Ult}M_H-iSj)A0c=I?T#D0Mza-qb5%xSB0Fi^wuCeanTM}Q zo)U(%G%xJJttPX|j0^GYDzm>ImbASe&BbhS8%G0D4(1C)d#Q+d?;OOtdJ!hTke$Yx z@~2psoWhZ68@l~$qtB!#0!OpWSMarVYp|==F1NI`mGJRtk;1JiDM3;%RXf)m7#NV2 zmq)vPgC(jNEX5Z+9O;SVu4Lg?$Bto^MUc^jiplbo`>>Wj&Hb(%6_%z5E@=!^KXPUvG|B7^`8s zzoG#%MK@VVbgXCgsO4&3tj{;nYR&*R^k@Guc)x-eJFPzQ>4Qd|UYg+UXdthS0Zjj- z`2tPo=~4wq>l&`F(uU1{6clvYaBpOKA9rjHB*uULj+!_SjEF@8G!K@=X%7~sTDFs# zxC(9Pc*Jvl^w8c@=N{IV1heqxVr6M|~sSM{%(ZvC(h-T{<-i3?Bv^k3W4K zh$yIq4^2XtmuMsn2li&%YFk5I`KHR*gf}t{vwH4e-bsY}zwRqnmM~29Fo)59`af{~ zOiIeJQb$}^ipYSJscVvcgHusb!mpI2Jx*%sy8&CvtP+9vUi2HTm?%Vay=;prm5EfO zvK`)?ws{kft?HgLXTCW!f?2&IZ18#cdPe0KCDdlZ3qpbQf{wQ|VqoZsho^;Fe)-Ms zr?lT-=xYNL02-S?8sb+lYMddUelnpwT@OKefTt3#6b1`Frkoib%R11`)AyFwqEfuJ z^%jJJ&=T-PeN8iP>&WepM0+>>?xNjMx=M4*M9uS(1^(n7=GF#ktaB{yB1R!(OYP>3 zv0R2X3YCN;{3>B(TC3G?E@HUKu4xC_-kbma3?%IWv2}kwa{5%0>^(ie z9=!{!I7Bquh&=3TyTMy^A;%J+q`M`$#AiJ|`v^--DEOQq?B2l` zazJ(<9e3u&Ut*qgd)x*cyvU2DR{b%K&BanN*$~Ug*;SBvbE-EJs8j!hb-MekIc!n2 zYiW!p0A^?Z6--UtU&Gh|C${hgkE+AU73cHqDlfHWx%BVN^=tt@k#4wtCzDY(7QE|* zkS1Y+hOO@mj7Q3+QvYr0yI<-T#~aKT2-VBPHU za5J4FiD=TeewBxnR}DTdp@bejd=m`w1;~5G!*%1OwwdZ#1%*;&stR%`4Ld%s98_yk z)}v?d|3D+HA^{Upd7R`PTbi>_h?4<3bS`wGkTkL@Vho$ki$2c zDoU8_p=i;WAIQrR-%U7&gyTBKBW`|reH0IP6hfX%i9T}FCK!W!24S?|lvF6in=uGhGFIr{N;vbq{9N5Jw2NuYr$?1O3GIoI5y(=P(k0FlN4& z3+#dDsPJA+ZLu3QVzKuyS=fj&_!X+ z6|iN30Zf(P!u?A@ch>wZ4__vpV>w$C;^=TH>IwinT9>SXBL6w6ucM}>87c5J*c#U$FH^T*Afd z#h=60-t?O(8BXu|0M{t9w`fZvHxLAYQ5oyALX)#qm3i*H8F;A0_LSy|NBe3O!tP(9 z^`=QcV+^pzo0Do1?=^!UZ>F`Wk=zMt9W<85`O9BJ8%ycd-lN(;#3R;*qG4l7b@tfu zdI@);iIN(b`zgDFIs++BW^=(@Aq{oi)X_$B`1_f>6uD|kEt~HT`{$3!)gdij@Z7g; zv3NSyineQelX$6>urPG*Z=WL{Vapj-3P%7PgD3~onT$6X#BdNAdD^63ActoM?8M*fQWa$iN~t*H z5o&(Skg}@GDG-@>O7|d58XZYMY1q`Kve%~ndbKRGcf$e(CZHm;cy<b=Ji zkczg2u0KryKGx8F*4)YLmfLS$-C@I>my-hqu+*g#tTWS6^Y8D!YO{7O9=+P55QZbO z#kHo|apHJ__A(B^uV1T0DlE9W%`U}K`DF(WVC=~EORgTzo~e~2YxfIRf&*Of>VW4$ zIrRyydJBaZ4jXdkZ9L+|Emx9V=y!(VFgRYWg{j3}JU{;cVz1)WA>*32+s7(RL(fOH z>o=Qq>PCTm3y>#o=-zZ0GSCQtJb>{zie;?;v6CXV4`NKNMF)hQ^8)$!&-gN@@VCsf z=@AiQjvb$=HRpJSye%G8Ilj_c>3a=O9Smq^bP`0RFD&n>$r`_IWqty?n2+EQlw)C1 z(?OUMeP-1=-#dlq4l;OCm($^>9!|8mr(zceTJG6n*XmPyq-TV1hO0{PyEpo7p)FRn?GnqxuJzcR(D zvcN+{>1WiNH+yHm=Z|xzs-;V08UcqhJ$j#0fe?^oG z&)+0UR1##0DIl_&#w}TebX)SOR=!@(Z;4UM_HXIQR8mPg;=LS(Q=d$lhs+0 zYU1H0=xzbilE)BK7AxHQIgM7mQWD5`j4U)qxJ}L2YJJXVZk~SPCe}RF#P4~U#_~6? zRngCFzcajGcor7Iz2!KWHNyK9Cj41iOI*|#;R;L*HabG3g|q+FgNE|7+s!xy zX%C**P+U4%1SK*bQ(MWzyxtK{lhb>(@G%q(#+@?Cb;lGO9NDeK^b&bX>-a8!<1nis2= zjI^1KSCSy}>K^v`!<$fV*phXyLud1fvsBT^!(xkWe^V3uasiqsKWPar4RwhUjss}D zB|_R-t-@xS(FCVTTBggq*0W_9Qii*kG8FoB>xjQt58vM9+nmfdW>nm%X56#}_X8c@ zU%cMX<0LLeNCGS1w89)tlw&PuigXXp6mt~Y3YPkgC+YtEJl7mw`C@iqLNhcc#oGyI64rDbaPt(VZBXH&Ul_$tTQ_A zB@(CRFSTbllkX|aAuTz}l?SFia++U8;XzW*XW7gos)*3No0t5bYGHDc{_c_DUbZeF%Xa zyQNgT4&FH`d0_fJ-2>0_N5lM~dIdl**nynkc6g-|jm;ym^W8>DNLxp$?VVGPf6;pJ z-m0?7c(V^Yh`ij-@5jvn@`z>dPoFx2(YKL1N?fHdcWo3dw6;h^t=Jm~LFI@CL z4ROB3N1PNB>D^HotEq&uEsT>oF(R!jB(pYj$76uxpvcj!=fBg8puGQ*1&IwU*&QCmun#JBB6Xm+*_j|nOz zIrRD_>ix%)NKS)7!nLc_uLjnVy*8sDwb*Ncbet#{_hW<~57h>YtD+c`;qD-^7rk41 z75MB?J)2l-f!@rwhi+!s8XpkGF#*u5?QW4sz62KOAj*J=!<1|Iz?IYlF!TGLklO;9 zspd;|Uozq4%D&Q{WWuCl-55#-_HCZcc3yI~V?!%%v5y|DljS%8I*RIAxjK8Q8nYlq zUo*boe|@IeP%)6GatTOW6Qd z6PNQ#joeqK5$2ooo_d{L3o?>`8~2p zMiXu|y;S@@?wrV%5hPX7)s32%P~P6jrqAWrygvTGbg&is`~%xrSzWOM+XCb5raPU$jT*JA0Gah#GeOVI&3!>;X~r<= zjp~TzS*G(G0+^60(*elrEKuX-G&QGEsm+!$r-k+{wGB_r9 zG&AdXXG<^J6?&I(++Cu!`j_y%RB!SMvQLVNtuceh#ibf6&1uk}#h8kRorh8bdb$&syMioo%)GUZQEMRJ8X4D@?;jx`&G1e+rn>H5ICU^@q-tYRdYwDE=3* zv<}0Bl6@xpw>4flAIO8nqZ`VhNV#qBm%R>{%Cu{doVSNM07Bz+{_PctY6}w+P~V2P z&%&f9Yi$woHX?D0;r%Eru1nqK7cH(?LU|2Qzvx^uTO6(!^$%S>s5WWb?)MnM3#p{} zpU($%I#N1*NGOt#c6<&aQ`-{uJNEw8mh?9`uIkGo=ycTYnL{#$I9$KQ>y=y7{AmnZ zXS*0$Yd!l%r~sh7%&X_G3RMc_bAGSV<+&>wv3{Fh$g&(-RU6HWZV^L%jg-QbjLn2R zwosr=VZpA-K3dK4c$Kw-qjtFLM)kYYZEeGgQW2d}R)*U!^nm>=QD>j=ileWmCsVRV zu}{xFqwPR_;kwQZx^$b-vY?=)h4;QWP7*XRQvpIP zRhA}JSUlZ0(Nc~ULSwiYMG_f4s33(*f$;DA?#4SK-$DLQ4>u;j7hacL z40+(X6saf7D`Xh}4PRw7O|R?sbOk61;3FaXb#=8nmIECT5y9%bEvv~1!*Dhy zolw81RBefAwW7T}?j`<-GECF-)d^x)w7Z{8;hdh;b#OXSvxlM}+B4vXk$6<_kCh30OWR$IQ3yB=3VvC>LOdP+i=?Gybu61}AmHok z9XStT#a=%`HDzEB>q%4q@}d)O+ClM{|B`U%Ry45!0uZeaiMYmcK+95hN_M<8wAiKD zzC(f6{S$wVfKdq6{j-vvFr;Vw=t2hx)*t+(kOxC0(R62NjhZ`LOYq%?!Shx*Jl-b$qi=B~%C?U|#Od>TUzb`7$_s-q1B=HS^DX`mppI=j4M z3ImiJ-Gf8`tnt&`lEOKwc|<0qb6JsvPkU&5f|8Ns;IwWdArYL1`B_D!eTNc>_jsrV z^CU~BXdBk=MF>E!uJ|;xy|eckgmxlyzQR(EGwBPpC3V|iB8Z#`GvGjac4>#sS1HCL zr%;N563P8|pc)&xl{Em5Obl;gP7~$n`A(0-KN)xR^3&6ZRE^`ej}T5hW~}StJC52w zm@r;Q3E=N>)?zl1vT9wA5fJW6HR% zKb{-~Vx!iL0kBQ*Rz;lHE!#%hA&ZJM-yB@e=z3gj+5zq|SD~^L&BcfH7f+shP^f_7 zwdnMCJUc+`C%N%2B{&UND=m8OT=UL{(9-tmAjefEW&Jr^_IBZ?t2?p5Vzo3Ws)=*Okx{dpc06VDz&q zEWqQCz$omgt}bDY_$2G6wVPs%`7yG3g|I@!1PY7h>Wen8_>0p_FZdkK4_ez*Drd4zRi&GlH*UQS$RukyA$m87(u**kWr-Qw|-dd?^+$8PKa4VQ0q!TZ3i%?)Wz4& ziIz_t=lEjg1rEYjFOiG&#@84EQhdriE&1u({IP60j&xuME zjGsTNiuN{&uduuLm#?e#tEz^Jl-Z5?cMUH*5=98y_#vw&PyA~a9Iq;_uqqzIy$YnE zTN@sFLit9!L7u|Z;sYesGTLY)>R?z{e@Dr(_RHm97Ij18j?Y=-aR8`eUnF(a>`D4Q zkAeYtrZ6+ubB;A@XDv!n!y6wcc&~AAyoIcru1F>RQn|(a8E=4bXPFfHM>v{Xy}!kvx+@%gXVfy4+sN{?j?rY3Ejxdu*0#6WZ~benXyiIpUYp16qA z*BgaLue3}0cgcwd30dLzq$`Ce$R6*Ub*ZZXvs!Q`&N>zdlzWI#QBT~Bxd!#Jo_sVg z@otR1Qbxy>^qOYY>2+ynshcrjBo;}0pPSx=+3f603}M7|VR?WWUO84R7k6jF53!oO zISIyqnSiI{IB6fc(q7JaY_Q%&=!*d7l|xNb^3yJ@Y_YdgXe#SVMpX1k(9=6nE#*?lwf43 z3NH-M_=i8s9hvDRTz_#OUDYC1NFFpX1#?#2-Aap>#7MmUz zFIt)sL=+N;ej~yz9(py@S6Y8_rbSuX+YTvCrc43<^^szN7#v>pL}T!B87Gu0SghA``U0` z)CW}Ke-0b3%Dii6YA19~6j?9s4+$ny1NWsm;OW<>sjv43VFCP^^WSa5jAs$bxc7?& zn0p%f;g`=(mjmZ-F$pjw;-`JT)Lb_M?VYB%_}a%83ndf;MU3{?>fm*2WKq8G(@4C z5*GML%b$*Y>#AT)q7)f+ZHFIEyR+u_LEe$W#j!cl&NrmhVhJhZ>poN56s3d*)`R9K zAu`^uHn+Uwqi^x7p@ZCWobk|zH$*@K|p#lySq&eUJwwXFqQ_1?>x@_)D; zhd4xGBC`auG(RV-^7?PY`P}G5+*mwaRaTKz;t*bWk%<}OrX)Ze9M137n6kxXls&h$@QNYV4Tn=u zycu`?BEPhrP5T0CGfL_e>n+2RXWwW`obR|7DT46*rTw5i6`;=SI)JUma;XVbPNyz= ztKNrK>)H&zGPygjxmacVnVIBf?8Ei<15kz?T>1g#uuNSC`LnGr)LT}^{RgloDZaNC zWvfF*@ziyFR;DhrN&bbzWOpPGqBiPyxJyZIj$2YBbt7?+XnZ8@ciicK5RczW5FNq9 zD_^F)l?eOQr2kK#>jGznW;Gn`^UBNQ1^Wk-5B)Qa&P|$o2PDek)tS8I6=H1 z{APU_QqeK)jq1OEY5&2dn6p=#g=yaUb9OeTc7||dMVq;O$KT#v zM!4F9_|W@cDsq@8s|R=)ceT|BzEa0UqHkxb-u$nhjy)OEO@}=fxY117qCYL-#aWO* zR8i$+DBfYXuc;*O{b?63rx)in8q?)&DIQ%9P>aa#d!SN(w4{UjSf%~S!UqUubumX# z>*(Yv?+rpT)wO3vHhiUiCPQ(!U8-=Okr9x$Zl{wNT@B55kgyr2yzzs9r>Mq#%cOmY z^y|antJe4F{;C1cUXJC6!8;I#DG1$lZ}?{JoNXp5Pzno^6&DxNF*0^nwmlPOM!F^p z{;5?{yW`X_r%3r=nvN^Fu0IldWv|cp%{JO`K1q+Jcrkf z3MXYL9=h29`I#N4*0|%AtEb&xpyr=Hifx*lsGnhg#)n@`R= zBR!EUtzRS}ag7F(nWPmIq#PaDHTN->06W3``V#mvN~;@4K2jSec%62Oc~!`yTHu&H%UsYu13JCeh=dyx#Dq=IH=!)+%t(nT`bqB&Hs- zGY%jV3ug9I6tq&mN;Ig=AuT~4*b-AYd^1Kg6pWEZy-hD(sR+Oda3%{po25|AIewiq zWAT~1kZNv^Rt}J6D5C0eGF)3+e_RVZ{r&r5OJmslgQ_`^9Led&tl|boIW!gM4G~&> z7{aBm$0hBTTfdb)CAO~ocGw#Ho0I^{kV`9>5mt&^Hdk}v(XF~5xsfRW(FO!q^z&_g z!t@LbN}8IxO~U|z=J)ap2$NJap+siNbgvHQD_-1A4rrB!shx=TmtR1LxRI<(!5A!B zc~aiZg`2)P4s$lItU7hpU#hCZtnC5P5%g)J>VUv_kztee1+8acKTa#boQJnOXRx5) zc9}X+)g1PRTsic0zaYHT0205`{-O`xV_nx_K?B+JajTLQ_jBJ;C6*fM;bMIrgAUJ# z{riOGLkcw>H!&4Me^02R{7Pca2Pw|ZL2?-=<7t?o+do?1cCFX84H*AyI8L1SCuQPz zsh+dBw-vpy2({NSd-J*vulB%Jpc^L3=C+g|@nO+qZ*Qe=;RVJa&|ZTPMS9~XDqhU* zLUI8C3Lpl!5=Jg^{S{W+l?G@MD^jVkqZO_3+fG3X3G8P(2lidUvU}%g455DxBYiW1 zP-8#GmctXNau}_5BcI^DF>Xg_FFgB&ud1hKc*PJ@RO7BV^7JwvlgMz2R=dXs%MTrcQ9=_EAb=!nHcS5dyFE8M$IwdQ zyjl9p&wpxp;J|4jwW9t`XEyaA$)@j{$6m?D5~s!u_OQRS!=Fyx2YSd+saYZ0tC`KxsI z86&VARV8%wuQy9ipzuxa?;HIHRFz-@k+1Zh+m`h9kRUCi6*a--b?%B0%BO|Y5PI9{ ziA2@d9MQO2oD^{OG{L2+CsTmBnp)#=BD?JZAZ_Dpcm{Odn)TMo8Ed7TN(Qk&&I>ji zrKZ{3?o?IXT-eMKc4r3IP>HZc=W!r?%V_b!0ZP2J*{itSBmnXzO%s?gpo5}k+y{{M zX%%`3R#zA}1!&+91Aa4m^cg!5FaAV%d-*m%1qOcV&4;jAmW zxuv4==42%nfDbA8`H6s!-tKU$vmuVr)x+vhN#MM}X*ZTawpbV%K9`m1Ei<9$SQ5Zk zSOab$7cI3GMl9tcnBF=c10-{X06AavX~kPOl_Rk*-{9NLRf7iEg&RMi&|R<>l4KlA zDNf9`IWHmMqj$3gdEpfvQX9bS*!jqK9ald13codmV>6fRc5II&gT`_Pj{>kyAbQGu z&|zOm>&VETL*^7%mk(tf%C;MyrUl)UO~z1&v+F3W<>f@goQW>DN)a{uaV%?VznCNT z6#$rM+ub%13aP-{)fJ#j1A_oXW-lO~43{GF!3HFo4JWM+iUtO;3>6Jf`T63Ft~h4) z@Q@^c6G6^W2;Rf;>WFDSm{SHUp2bNCx;4oU^SgTSf&l%Bh`PqL3H0z3`vf85z%XNS z>9rd2GY!r&W{S&jr@@PTKvKZ{;Qy^m zP&wUBAk}HW;9_Yh^U~b`C?6=UWxJH2rI3Sr>C^BNFiBQtr~O%xvEp_(LIy+~H9TW*pb-QCeMIUa zJS2~}U1$UqsViBgycurz5uf#!VmPbg<(3=e+2{8n{hFQ{7~U5nFir4WS$=-l8!J!h zXM_udv__LPIhrknK%vc~y6_QJGk%PGVTD|t`Af`?lVO7#;An*@AloNbwI>IPE0z=k zu#`{BC3xge4q$TLBc4w2YU`XipG1PfP8gLS+9cZ}I9>vz{BR}@Hm?FVSNpc|)c4%x z=AHMKDAOX$s%?reoAs{kI)s67HN+HOARMu6<`UgX(QIb1SZ#=krkT1azmO#2XwpdP^cUexoyy^X|3 zdh^C%>idA{8_n|mEH)CRhwB0JPe)E|njT8@_>d4m=|eBr2j6yV4#mf^xF=^`9iJK) z&w(Vwogry<)tJmO2vjAY4j8mHT!0=R2mo(9qCbPy_szs<5uL*bI5aWJH<9 zw#VlyWCuX&w+?e$aFtmIRWMiG<1~Z^Xqky|v@YuevG|opie02-26{2oM@-L@)kG~$ zI_X3B=s-~ruag6nJhOpVb7U#Bn^km&n3r#y^A^69^$~>yd4IFtvr>Q3MRUQz9PHM< zhR(DC2|fQlUC98iQthUsKAX%Je5%%?ztI zGD92ML(hCI^2=i4&NfsX`{j0A0|TYpSE5$ol}K-VT7RF!wVT#>PCM)O@GWPOJwZN0 zCL=!MOL}i|9E_%Rpd~$axO@#fD`>nf%>Rv8*MC}{pS3c9)B8VH;_4UAWL{*}cslpwV6j`37 z>=%i|s-g@b=&M0tF+dSnff?j~?k&yMRn*tO>-Xhhin#%Y)g7v?6*pLx4F0iBvTf4m zB~#IiC~A-9y=%(nT+0zmh@hKoRs5Ndi79gf16dco^6 zbW5S5_KtMP=7xKXfr~GFt!LA|^E>OH=K3RyUi3Y%h~Pm{KCf7@eI}$F7Sl@>4l^Z` z?8O5wUFWDOUB%S^7dOcAWOjD{v(Iqx2UR*q58yG-C0c^@DACDJpJ_G9C3_C%`?KER z6ysf8+hWV+W~Ne%5C}7`hO?}D%UBW2TmB?Jn9+%w%4hHvp_`Ab2vUS`Iz})exLSqF zevb3=Iq&S8he_XX$*}7@n8?;bl#wj0JL9Bza;KfV`wEdfelH>BT)HXr?xYiusUu8x ztSgYKYSNk=0o{mk`NvHgG)9J*Q9k)S@G??I-dBfG0q0yC{kckK0hP7vEDDySADi#o zY+EDtCp=yMnJ0L<+enEK6vrbSu&Mjsf~bBR{Q1%nfrY6eb@UVc&~`M+bk6YxKXI1lCqS%}F_lj>Abb(*BO59n~^Jrod)-YTD= zd0ENVcwqbX8=)R{=WmOo1hl}G8f#W`rkSHk@gRXVK-TJ&mIOTfo;A7K5s(oQNs;+#B0PVMc_SXk z#(^anX_50juxGu5-ux}AlOtR>P&Nvz%mSwbFGir#V-8&BbBy-sU|fO<5Cf8J(!jLD z49By;VHw$_H?ofndn@fYgnsi*!YR^2nO^Wobx3R1e+O#?;U5_?Px0U>EC=N+4$SDx zX_F#Uds|ze75uLAO8vXPr?L?*Ptp@@g7!IFTf$|A@67jB`8c>RvBEM@OW$faD@EYn z!V$^je3_XI2?oR{d0&$YerJp$44O;^M@1|N37#xk@}*dsrafcJY8Wu-EafyBH7qVq z0jb$$iVsz~1~^nI&*~&!Zzt@>jj!NMF(7(_;(m;L+Ed^Gd#h&-?7!uXcH55qScv3J z$HfT$pd*lz5-2ZjMsnEyks4Fu0T(mIL%+aLaDYm$ib#V`tHe7kJ%YFjFlOYXBN3*yWAdeN3cO@ z>*omN*B~M;o@lfm9)U^jRXt6B5gbJ{#2&W>{5`$De-hfkeOVxJ_SDb?DyUS7GAVTN z6O*1<*Zmh?5ueFVRY+UEK9lF2O5Z9{?Sg{y;(u7>nI{$eHhzeni9k}7%R+m`RxWxbIc95hxM7`qWwm^gRW21a%eTa+u9z7`)lPxdC(wl*Z z1w`uy$g&So}Hwn3m1w zE>?EB-{HA_=Fe97gLPV-@(kZBTkvkWxyOrUuC^$qA-G1g{6D#uvq^&?l<~%R#uSezu zr%*gE;>-kP*SJ37rfT_tW0%cvwQJvd-}h1c-L3Q5=;0_JXn%ZIm0T^{YM+^%uG}%j zad<}Ee}bKK3O@6EXj8UDrAiqtsriK7Fg2umMx~5}njrJTYA`nKlg$Hct(WJpesi;V z z$pnr<6iHD?{tvy@Q%q!>@1diXbpFuw`%6E+;zg(So%PV4z?S17@o1RHE!j8#V_i%s z%7p&J*S?wMZ}2f-^m&axhl-1+!7czp07w2t&-ZUN`)M+R^2`X7Tl3q$#yvjzXCFh6 z3>GmB2Pv~(<~Rt%!@e_tY%G-CiaJ`AfS=tfPgju2jlLo=1m@J8)!4-HHww90ke2$1 zlq6|q?~d@Vn*1HDKdtm}@Qfvvo5ex;)kX(XY)@eXa9LlKp0d^Zdo8WH-cx1*VUf?I z?|z9{?F)rQ>e@5@{6|NNxD>%{yE%2=V=d2P(xMNB!HkI5S4UM9tnnUNNokN$0g>*KR1l;Dq`SL8x|l@mxyq!fsM?qm3&h{($;QI_~2w<3$u9Bf*9yNt5gin7wd@@1Ogzk(ECxUHMztbNHApx-)f@8$00Z8)4B|cXcoy1AKQ49 zpw~;3L*&ch;)lCxBcUJ#r|joyxAzvy{k+MMx7d!S8)#0e)(2c zVbi3Q(IstY1TiqZPS1l#=Jt9VnW(qVJo1ogU~$#K2lf3hek@t+ZRmN!&WLU0L{6hI zXGoFdShK&itg_}1-^h1uGqf~wRCwX~q5*2%Q1_?k?X?d2X-wqI}=0zZg`Ndd0? z1-N!RMh7n?*8_T7`D4PDKrd;CPPXgNpt>>mGQ%}S{iBmm;MZhAT3^E=EkC)s7ZVOW z_5=o`GZ`XMBw-OU@z=Wel^I}SKlcdOOJgy4EhseF?nrMzX-rG%6K~V-Ol_x^JTZTR zFQRU9j!thD_v+?KoE5fc!>N<(i|f~7){bT?zg3h`Qyq2M@$-y|T~Gb);8R}({T}R7 z5+SJ@nC!IGSmv~V*G3mnCLncmtmw|OHzwvAxFf`=sIc?s)#oVD62C(g82}<1g`MJT z-a4G(4{3At_k*epb#BYO_)IRG8gZ1JFJ1B(AM1rm z7F!D=?O`{09;dWCU;3E2T^uH+*Lwc+`amIByyIC`D9=M*QzC@p(mm`o5>*B)Cm>j1 zlGDL4Gd2)1xiGKw1@&RuzgOrFr>pw$FI8ul#}kDV^~R5;M1TU+BPzq5Fzo6DIa-`l)vC}wT*n{`@1PwffD3PFIsP* zHNlT|LUB&$)%k~>Sd%?fKX{{J1I52A{a_~T^KF=ng)e?iTCe{da0wOcE{j*2aAO~$ z(%gIP=co!JkaE zZP!8DE!iV;Y+6_(deA~BCDh|uH1Y6c0DN!8_B7qAydGu{giW}5wMp)qC{O-etb8yG zZ^ZP8+$i=ulj$td21Rp03dSE^o)BUBkoMr}0Caj_qTG^cqr$Gg3mg=T$zN!}RDDd@ z-?@ivvpc>>+q$y)C@Z|w^d=qmt=Gc2_wKm(0xx@!#}sh*aI{wAKYIT*-vTc_ zJP@$kne%rm`Lf=klh13ckVqjRw8WTc-MM@bub3&39K#riu7+xp;5nvhSbe;+cJ8yM z%96hm9KeObe@I;USHsOveMFr^krtVXA)*}THI2KqyX-k#EiPM>@~hL1{8y!ZA%1y* z@~+F3k38Cw9tD%J1DFe*%sY0b=cd59Ml_X)BXe%PH+Cebdye`$eW@#cy)wA7^1HC) zfa2zT)XsSe@99j*TA%p$y@YH3C_ZQ!fjuev-ydPQ^U5=Yl>kh&Oi5^RAj%mozQfQS=-ZC|) z52nqEI+(wCOOSTZ*Y!!V{MmB>umK5=ymjHJbWMRiW8zgC7r|v9P))zig-zq-?pIfv z0>f#y71)x}*U%Fa1%FkN!(}a z_`~Sw5nb6aGvN)Q(9I?u!`~*XA37r+xP-?Bwk&SuqFr05kR9Zc4^PjzpwGhS^!z; z3imyU0L6mK+s{%a8cwnsMDDvm#4_F`pO7pr_OGFfcCHbcy$>4p$q$q3Mt?Fu=>j?@ zpPlPl`T2KbnnCW*m=B`^yej(= z)6%Q|*4%c`PLEYxds;8*>|rCu9Tr3`=n&>5#h6rhF(47E?F8jrRF-qSqR8-sc?MW^ zR`j@2rC(L6<%{bKWI|X_^TNk*BxKa(cm<*QA3k#3Jua9bpk%_lDHM(gsSXEIsd*7f zpJ>m!@Oe)^K7kyUC#T#AqDK31UI9Z~L7$Zsd@I5e?pA|r>SSR>MWFsusS03G4on}; zYO;d+Gf7bruEkPj-I&X*mYY(geAZ6>6iCifS3YD$j(_oN_<3jiI3bE~=&an{hfitA zC)dBgW_0dTqFT1AGP%}KlnEHjNhD<%sU>y8T*w{wwV3c$4dbN&Fkn`t_`Slx-%Wo0iwHv1yi}w6o;I2Sb?rv z2Sn8wR}zDK3zkG_sJ9@-VA^DoXal=C!-|IbN?s|}?bVBeXy)Cpsq{-9A$+*x%v54+ zp#AI~9&(2gCnLU>BYZRq3L)ho%fu9o+$@I>SPYfNNiV@#Su0o9NkT#v*iWW3pv6!2ZH$!3C#h{RPD3 zpKOy|`zJCZ62AW4FR~pq-KEO+ynU$(9^bVGGev-qdJdov@Uv@5k5H5`XSriSjTEK7 zz>13l^D{15H(DGvVM&e>I@?)6_70|8Na?QuseV8D%?HB~7MQo%)1$tvp0e&K;*_pp z)Dtl3@Z9PtNl`4AF|@n(cH6;j2v={dka!L*R2pVDt`GYgDg=ZO${&8lbv1+O%i?)s zz3CU@@`mufe5zy^H1W}4q{b!p5()$-iF@vJ$lmHn4&&O;ZJcR$2*{+v3}54irMQ>e zx1O02RB8KB@$g`#%)bq9^#^w4yU23yhZ)>0SGhfdKMnT^lHv_&;k-QC zhglFoQpZgDF0(*A2EvcEWGrIdvQn#xy-ZSo`{@-|?xtbL=Wkge$+(0OEB$xw4uxfl zl{la^Q7w4*Z%iMmRI}SV5a3gRw-O7R`^B^rX+Gl~riVsAJtQv3FXU33*I5{JM(y7k z!)OK5Zlaok*{UZ?H&iA?v*t%yWl9!})3;19@xqnfXJh4HFv|(VarWdIkB-tDBD8-0 zj;LC!Je{6GdKo+e1a#&yOaU*yBP*QMSbgxuJZbu^YIV4tSK9rr;RqAPQ>V)?zjRBW zdpeg(r91=Q<|T4elvVt(POJ3Q@x6SjjFjPFtmzf}XRgoW#xtSuxH_>6$Al{X(j+yJ z5vaO4cBphjym_YHjvtC$9QvI2H>~N@o_DF$@4z(m2h8F#hf9j5ty_rNnRVwYyI-y= zRBmtMUb#bn(M9Fk_6Qs;EiDm?E(FBIjMO`r^crY9CHL9qKywF;(I$=Hk6R#!BO_9B zdz?2K7*YW=yYQ}_JeXaL{I-y}g2L?KjiPnObZiE0`Ho~BOiU;pqTNAaq0jl71Qi2A z0($m{XkZZ8o60dcq=Mr@OVX#rIFn*&mD60LrEsvRUc#tyEe={o&(rY`s&q7Ssd3D`gAjchhviw_(E zM?mJ~k5Q;FRLAy&ADEMoA*VtPpNF3j&;)Z>F9uWM(nwq(qF?gxbYfeNC9-Xvxz)OX zPW;edQjwJ)+QnoD-F79vqc$P^E!M@YW+{ocy0_^drt9Ou3)6=BAQAVKj{F**Bt~&R z>w|~k?{3^q##Vc8hFqF~)*4)MSH}g;G3T_VzlL=^5}~Fo9B>?+fP~4c=4NtWiE3Uy z8PAas5fSm<8~)cGC}N+g@1T7Y8k!KGrxgqY>%Z6hZlW==_?qh=z}B&{u!awUC5C@G z1q(R@?30;r_^}iHBKhc!AGQ6(YBsJKE90fW6^S`i?(=FY@1DtwKc*(5gILkaL@zD% zW?rPHIsC+2Hy-CMJ+Ztl|EADRfK*VwJ@$2yhS&LCT-g3ORZGbytTUB^&Q7h0sKmHD zFWc`GNzr!QJ|#Wel}O`DN7z?gL-vEMo#u8&V#|_)jalVL=-3^O$RirY#&2QQ-9k@t zis&mE8X8JoHBa>DG_asQ3C=WJ^W>8W=?%SVew+0ZOgoTzA8^)$V6eoP_VoCybv$pO zpoqEmlv!LNgbh72W+X*5_l*)_RH+(sZ}}bG$Zk?ZERcpmH$tvKwy%Z3198@xLiz*} z8kvxg+e}wj3Y<~Wn?iq|ZwD^_Gb|MBlv<^CFsrq+M3ukTyJ+HjMGN)GEun8!-7*!R z#w7p09Jd+rp{xes74fj7R2P+-9AtYF$RuWJZ72@w*1~Odf84qU}77!pUpR%=T6n z*G4_N*n_<6$RL9E$L;?SC1y(zk_x!t$qHQHg^E#HHyqU1>Lf|Mt7Q55>1{zL<=iDW%w0^!TL1d9SAQG z76gbyGQA0sT=f$9(YGKMg_=RiqT98@cVfQk!Lw2yq`?qNGobbY zn!PxG$2lZpWnDC}U1s}eQyed;fmU-^8qf~iThfpZcQxnSJi^bc(Iq4Rj)w*QUQyazx*B!<;%v-yx39N)PdAlo@`BT*Hjs*sW}2Yu z!GuE6DUgh>zxbC{N>+UUwn{yegK1>vdBbeQiTK7IjURY{jS8zH2$i($>I3={@9W!7<;gmLa zN2dZdJlpI;qlGDCC+zqs=v!g}wDW#QG{AERv!P`v4(9*(kE`#uN9!s&6#(Q=AiW>q zCmmS&UJAT4BfR3UeFauMc+tF{ej<*?D$t-r$(PKM0y$6~|5?4`cCC*~RE zqO+H326tc`Ug5;xW^(?nH6`i${L&2Rh{X%0*&PX&ongX%rH@NEhf-0$Qqz8_ai7~O zow+>@0142)+a)sa8Y^*`;&_Mqd^^rlobA6A)H7qHq#5b1d^Wk|OqB&;f&6ws2%>lz z*~j+NVg9Quvu%WTxq$g0eJP-RQ3vR?J_78rG!dDh@6VqEqKnf(VBp*3P8jGCV^;6} z_$A{OD(7>FAg^G*az`-{jNm4M1U|+P|M5cpIy@ei9K;>?Qf}%%I_uOFE4B|S&fs*e zcctkg*3eB9r_D%X-osL()tvJJr4JpKWv4=r&2I$foVoLN>0!A3X;5DO$AVkEW&l9E zrWa7-EX*aCc~WCOmu`xvPEt7DE^}brY2oAaUXEH7^4^OG6uSNbuH+hd@^{xi>BzUn zeSOXTOKE4N8nxRUN?u;WFGpzrN@`C3Qpe1umW&9NRxJ zx3=8>&)7Ojjg}=I6~tsEJT@kGH>L4mmddbMFV^xHB_%(Y00CN1?=Tx*X;e_wq)}Qm zIROF(_I;YM@~3C-T$>$8+rF=rw*LF|tiZaUYrQ%qi%qVAZ$F{Qu}1bOEX>7rg~eo# z6#bB6hO(b{Vq^7{{j!J7f4iSMQiD&7r_*5w48%lJ4piDrO%cO^^}kpR+U5wTD0!pu z-Ks7PL-tumGeG^hdP)~@jO_j9N|_O3uvqo}0xmuM_sp~`o$0Cdo_$6R_K~%~cfvkz zJF@n_PlNvFn*XTqOJm^Yy_LMkJs_CAN6*KbfF)^B!{+tDs^DJ+=#IQ$rW8qJPELjl zqm^noj%y4}gLbJ8n-|+3KlZCBdJKBy+eZwZ-ln0|vl%ic{s;MTFs64Xl2O*;7nuKX zNVzC-Dd~eB&Z{qxUR7$Q#0KR*P>8>dC%+W%lI$3~I#dv96xu^iVP~-m&qMnoPGX@E zDbq5^qUG)67QISd`T44|1a*NmgM%a>2A!c7>^xe|SG;0+@h+mZvaEkH)QGVpoVEV6Zc|+hZX?H7EQL1PA z_Ek-3HqGm09ugD|sW%jf42CEDaCe#U78x$TtVaP%99kdh^uT*h8E0DZc6ApnhQ}u8^_O@ z2~pdTApdYN^-!&c1^L8WIvW^2y|2J8hMu%^@75x#U+eS%BooxvR6$`HW2?;k%2JVqsM+9+zV7T7!3AA_DYfmw4!BAqGT7PFAkol81 zM03F@)qr2@`?ab^#sDqNVch;#d`N2PM#`m{t)pS3(zAz0C+6uLa|9Y?7q;OO3|mn$ zi-rie#d*r*ls6>E_Albl?;QJ`!Z7=#F^0FRJHEFH&C!v3(Ocl-8yQ&$ej-C4CJm&l z!Vv>4JL`j*H@M^;HZ<1m2J9sXm2;ejGK^p-K=OJrVbbuefuR11v^wuO5+xD$^^YYwfRTMOa>JlrdR zWT6nap8p?=eg^EjdoapJmlxq~%PXQ5#sk38g;^=ZA<#tuH1}EK(Vf@rEsuk-N&seo zxGcJ#5m#1>oCLU5Kod2)Mw5xw)j(o^fby@bv$5>$FakfE0mTHpW zB16}9V5l3fG=H8Ci$uVJVbQ3WMP|wo!n8Q$=eHyaW@Y*ogy3PWK4N}!luET2PVcUF zAtz`c%MOfaqp^J11i$T+y|k>n;=~+JBtI=bjqUhk21Qw(&v#pRlJtY#qHn2`11c&3 zNZQ@xFNG9DaN0Lg6zDCj?9bHXV1?p$v8EL(!%a~sx+CWf?x5w;3@R_*v zCpEWUzb@PByCJ?Ooy6*z8mfe7ydWQalc{`(M zcYPxA`Vh!oi?QQNO>%XI-(e5=k&+yuRTf{7GU=)fC=XC?ZfhhoX;y%SL~z&Pmww)QDp188wH-4{tQFu)@+itzOK z>W8h`b6|!W9}C#$K78nq4_#Irky`Ci=G_G?*f?IFO=)lnbm_AFUJF5slvm9oWsp)d z+N+Nkrx5eU_AK^fy)XK=ZE-*{3Z=*>4hTzXEBTZ#y;jr4(!)&Ww6OQmSjpZ5_|C|LZ*L$xJz>cY>IjhAQoOV1X$ z%Sd2OM$TF#R<}K8fZHI|TyCH|{M(qElfDCNpELYc?<&SO=xg(zQPzmU9ELW?8|eI+=+!%Y%B*+3J|!{%Dhb3axRL7j^x@D& z`;UCdxe270Q7`AQ6Qg`G)6gf=7=JWs!TNE@dLlYZzy%8X%}Qj0)!uQJa~DR*0*kV` zOjIy!-H^OruzA-uapmXR zgohjHw${FPQ62VpqL{vN)MVTo)hv%1JHJyNF6h0YYlFL|&-*ONqC17r)N1B}9;6M( zYbdWvqcArODeN0oWPUA>nKv*}ddq5GAUshGE zS1?>rI(|_KSwt~wS{QMdLC}VeOMalUE>fBIz!J72ux*S=`pgQX-;&l<24i>2tm(PU zHynqmjrfUXK_$IpU)Q!8uOw<@W!u2Zy0QyjxDVs;My1PpM(G6%nb0a^twUA#7kg_F zaF8d5(`;^!w;M7~)@UgMkqO5e;DojN)`vH{htmBU=8pwZYU}BVaIS=u1v$x_x;%rS zWB=8go)yw*SW}n)z2qFb1fo7#@@|fKucr?wkLnmhFr%d*jSo>+LP|Vk`8`@jkX56a zssw@WJ6V>KC1IWE89%!tkHYu#$|Y@AptbVCckXzfPwuAdP@uDAZj0<}Tq?{=FM!Q` ze)#kCmKuaS&&+aE5%1q{LaVSCTJ-h@I9)`vsz@JRh^rkOU3%(ohCu z(Cm!+CntcCfS&#OqTs_oCml30GMPkJygIi3e9s(+(SH@=lbw*Sdox#(*1PB@rP zKUGnF0Dwl3pbwf8v+AE+9e%?(`ZM6_99kftbZxjLKfzVAx~xOd+5*IreKY2a;m5fd ze!(pI6i7bU(h(ow;~?KRh`il#k#Ra+f}Cq1gTLSSQeN0DXAyqpVvbz$Dwi(M3Tvs7 zhU~Z(e5#9LZ(BOS+0R=bNSqwQY>2#3KwSi)P5ibYi#Ut+Rk>>&@qLu7rWD$_`*~Ky zbQt#Y9Nd+8HeH+DAF2z2X{m9~P+B#6=LH3NbBR8pH&=ra{>0>D5c;0s=GMm?2;+sH zX2-etvq2o6JhC+#0)~-SQ`MyVzkYKh1boDf5cEOz9~Km8u}c}g5}DP*&oehfd$UO66AP%MOYu*6=Ecs7Z@E(AcH_4nQa)f2U|FAQUS9m;g8rHR z1!uDRCyu=zD{d{nc=%0me`2RetMV3Ii_SMv$g@`2TX^zaNkIFUlL>7gG zoud*l0SNFt1b?qM&+Ef^hBkNbA+-O!?(vbal^EUu$szss5j=2z_!;qI&g@$okh~#s zi;7`j?>AV=0O=GNW8b4QIH!$MrC0f__h55As2q*)>_#LGG#sz8*XDT~*PRAG=mKVa3D_aXp)slu)(dZ;cgFCKf@R5t#8rz>gR|zfgxgW9zl<^5?-WHs)Y@8L z?jd_M9&{tGyfP$S!97!=v8&$f|DD6}TvYOvg3Nl?Y_Gu7f5oTI;c^xHCQ<(=-JZbQb?r#zoZ^hK1lzHa zfl{vU!XZL}`5c9RjlP@Dp`qtR+u)9;qRn4nG1p8v*?LakL?ifCpYNv_e>k^;Ibew83~T!! zKq3NFAJnmyAJBY$KK}z|hrw;mj;ZO1CDh;xo58KoxFg!T^PagKGKeQ^ekl6U9k`I#Ky(!>Q|9KlPWbXNx7TgdUZ$71SeRBHn#Y0g%v8A zvME1n8_fGIYVV+HE+JWp2YM~tHtAj8fCHM2yG6QBl9GOKx!+WkFH5S(rr33AaJX>j zvnGRGpPhh%C7u%(e<+GW)n}BcY$yI40{1IvR>Rl=wV<*0vLj}8?X7tKPp&vf&taK? zMkm*WO>0J^fGBzR{IOqVXyW{yK^5Wc zC;JB&Q!-@#RxT53#WI3`WpzEU+@>(1AHnCzVBElT^fr-EA7kvM20dpD@_Tp@XkS{} zS~L+I)N$Apa37NHp>RY?{lRT#4A*Wp7=jCSqG!CZWr}mif0x-3{(vz=f#}#ERdu?b z2xduSlIC!~@(Swvj*6nw)cB@$=Q@QLkRhGa#@_SIV0%g!vq8O_IxylBT(sYG-1B0T zJ8u+ME|$%Om3i=M*6dUX-S?Wi$?aa%o=~rBa{HcN7Q_fY^>qpT4f-e3D2nN9G?Z#i z`EtdqwRI?RrqA2O`1`M&Ta+xND5c1zX3I7XG3Q=Vxr-c7R7Sah|*6T0V6 zJ80xK1iTfx1B3>0_wuX&+LB7M0N~aDbUDkDqBDhlOV{p1KXyqG6;dIS`3da9<3-Km zAJN4!=6?y7Ci_~ev?WA-2go3sR^ZFot%;A-%M?Bp-QP2YZv@_j`8I&4gYzm$U%ye^ zZ%tw;Dj3ZPhBo-rj-$4%liM3Qt6cs~e%v>KY(Aod&^*PdF=X+GoLT#GhSt$&+A;eg_ww%M zAD+??@~ABRn6deX-Z5V%6*nq7_GRbeLp#vXg)Hj2*VNw0pxLR+WWNBdSNnK!nld9D zw%rPUGYTtI@gt7213jY1TXej> zv7VW=lF7Y6!_$RREEQ<6?kZgEruEZ3!z7hPKwHCFwkC|{rTXq}E=Z|4;@q<%_ob?4 z(v)TqW%YCfl7WtJb(0VO6W4Q`XZ*{?C>pWQ6}1bqA}hJmH$4I#O?d{pq%-TsCKm@s zZNUCbhqMmR(oQb($U<9{HPvGZ;R#MwPLBTuvPR&tnc4deG}>(H^+rf>X!&nH=qz>LwKN{x z&P5wTkFDDu1k>-T8wh_~SH>=J&eaJaY(9Q%_XntXjR14Nzu{ z-=xultEx^45<65I1CZQ604GHEi&V#AyraVbg$Dp#I*Z8qIqOKK*eO&9Rm&Z{8RyqHq#u(CoHJ)5hi6{xp!m_4u@lT?sX;NvgktiQ4;>np0Fpfc@UD{Ew7Haaqv zkuZqxr!b>)L-z3E>19vF}na*ahdq zUT>)z@it$eJ!oeqzz_qWO1`fv(F0;p!4EUQqEQY!e4Rh$e5-y$^`Vbf z*js`#L$60F_KD3p3Ec+wCST5&AJjj+Zp0GA*BZ0S>*;NY5;1cjDvOH67RQ9>%gWwp zC`ZE9>P!O?#*@0!i|c|hT93uqDot~2bqW8H>s{X>JCXkU^PLLPHf&&<3w2q$<1X9J zH7cu~8yOk%3E(4KZPyW;Fj-IDwbY?)et=C>u$ePTc4X+z<{%6dOLufz3aQd0kK&YO ztaoWcR&e==cy8cdV79r`%!wUX>78#bk=TLZkeqdl9+RWHV$;kS%zZ$4f$2htqRjK!FET_r1HP| zuCY&Fbr_`Ye_b%yYHAR%i9vn*c_QLg2fr&k*YueYDrxj@-LIY5S)~A3uV}JIy&&#a zlIC4yk#v7g6i7&1T^+74DGO$93**$~TsJhhoT9nkttYfS;t|Uax|Pv-R)fd{N7)c@ zUdO0fs-Pv6N?-N__>|zvQq>}q9sZ*SC!JiK?Ot^!{nC3VJBm*2auTraaG*D;68#D{ zT!_5UI;y*ZcQud1e!cd8U6cR*GLASgf0Zh;hl{$i$R_v>*Sbb=)CP(|4i%3=y}?(N z4D{n{_J-gnt-9;VbY`MX!YCikvc>UUpMvy<-`=IN?s zmY(HuHDkm~eQB#(TC=q&b=Tt{N~F(yfckfXS1d9r_V;`T?(6}?lj76weE(a^Wtf5I z?Y&uVUs;WBy@9aG{W5Y5s#3o2M>FXpP2D^^o;fo9fqaRl;_Q04R$Oi??)d;npi4?q z&Ox3A5SZnyWB-rI*nukaBGCb=3S?1+7_o5fn$=U@LfigM@7BG&tA3{51{DvB`YGXv zETi=v@vw}bke0g}5d6Gdrz;4K;UEr23_&78Fa_kUzAnATzl-=>4PE!504w6@hUn^h zUEUww{QP-P3J6CH=j!@S%m>eKUDY~=*TI4eA8(-cL>OY|M_l}-!%DM?LB;qQiQ!6x zpW`fCw4R!cJ#sPE7QWP47w=bhhZhdH)by0fX>|N(X@5%~63>xm*Vf6i2tGdrwBS1^ zKSds`L9d)vpT2^SAo;(AZH}QtJlX)B0kK(FS-xj33!vrn0SgCEs>l9aF+7h3hI}l7JdRU5W@j`jt<>iyZ;ttu#e{w&u7$CLx zs1@g`%ErCAL%_noS%_I#hXo;I()ZG_hPocE;1){C2#49f zw);|}97u>wO|9|ahhJEc@X4*+NX-JAO7)vNg<%f0xghXhwmaL!GswV2O=WLwEGy|Q zQu_Z#4gyVgZ}2nrX0y~sRy*7vXrakAGGc5gi#!h6qh5K0U9}|eyRs25s(*()+!?^` zZ=OyR8y0#DZES3`)zR+B*0N^>V3zH~v=l`~MY?RnYRKm`ZKVZut$>H;j(Pi0VYi_S z=XNtnCON@j-#g{?VA7ooFt@0yM~#ib(oN?!Q?>qqb5SY#dPIJn9X6n~eG9DI$*UIG zVUj&N`ziv=pLd8YOYYJac7XI@-FY~=Z{{j)^jF%DpzZ6@T*3!k&XZ9+A)I+xYe$`c z(4R%w4Ozjy39X5~X#+9qed0E=b-a&;hDN#Pof95Gn%SN%3z3|v>Q9+uu7H!iwss}B zqSna7AaEjr$hS{XB6d3Q4t^btAI>7W6%-H} z7BNGnVN4;Negf{7p9OQWvym7XO<>|Rvz8y4y5znVgHxk{c-AFTyh?t4nz{yswkaRa zpAX~G^xRqI04VpP`MV{j=nvme_BU zZ~h8#btd?cCkosz~#p1xs%~YNFnO)~itm9O-wz>8ZzT~7>-Bzu5$9C`z&6XP6%ds8J1UYdT(1=P~bOd{>x*a%50p)^)wM%>A#0*qwYHX zkfi!@{u43j(vi1U2AS7LC_t;*dB@F@>fG2S^T*wL~aI_&WMBh&2u>pfC4 z;rH}e8z*j&bA<7UaocnYk$u+-Q>B&WFK{i3&VtScX@OCCf7t<%r&yFOd5)7Nb*J2o zPziCahd0_w?{zZ>FPD~-Z0jV{2~{doeu`0tKmyx+pT57pK8cQy`0_=}zQWs^R`joG z>NfVf;=8{e=!FR*jswepRQ{MR0nBI1+7#_xltgpp*&b>JC@$lLW1}FpkaVt(fuORQJMbu z=az_8Qh~2cUh%gI<(4p7=;z}OE66hl2ovf8x#D)c)bSZQEnW#i-h$xVXDub@36(O9 z8=~Z1bBUbdP4qD?d$awlHtp9K(fd@&;_0<&eY5%KXx&!OFfLDu<&>1;v#Z>yd?NYj z;eeV(B=1vnPNj0$`)}oB+S^9n(^A=u&0*srf&Onjn|je?^Vco-^{dVs4WvV6flat^ z^pzgMX}Fbi*f|X;pA$L=rK1ALWTPOMDK;+d7Vk#~+JBRnK=_0U-uEYI7dR!XAo=}W zzbQ*Wjcff*1oyuX1f5shjD+|!*~yF1GtsHh2P!qwo`nz#->ABU{iXqT@CN-IVm5}3 z9cGVB!6S4(sa?R%3%|B>GWe!fPb*VKiY+sLlF9w?Pg^CcSI?{<9EydHvgc~7P5?U0 zcxB?UGvIIDn-SMm4g{X}9gg7Ufq3|MtT!gI*xefZS(0Q6C? z-*VHC9c0C|rJ`xoQj_RAgg{QtuYYvg^;6i4rW`mff6d5l&HJ4V-Fk@sl@jnb?tM;o z;UKedcJ^Y(R{{yl{&J8a5O!5V7L5Vng&bM&g`S8EfqcEauLV;dky#bGlMWgkgb6jr z+0$wHa=tOjhQ9Lwwtm3)WlGgBMv4uAYjx}JgnahsoD;)#DMT(|o(gb1UYif$6thjqdg(TJwtvp55%Ru0maE_=^uk-W*L z3k;4V7~x{o33_#aqwg2j&Es%vg#wHryMlo2r&LC#+XWM8-1KQ2w865l5h ztlCf-URhwr&9qDk%x@m0wF}3GOPF>ZP`$vpn|SLIOTnPx(YUDBUDIcEeP26VUTjaY zkEz!igeve;dDF0R*h=3Q8)ZlO8Oj&OM3v_#m{T0|4r^vt&&jZwYjFX>NDLeWVPje* zm(}KppK(H2bpT;QWUGuhUd~CQuBpJe5G0kaT)A}-WOoP(xK}q#{U^@qJ)oOI=<~}r znuolee|zyVZ}h!u*Wt=jGj}iaV;U`kxHZZTq!Ya&%SsNW38*A<&u`F!h}LZ~`Qvj@J zkf0%Q@lq8Oc7MfEX&Kl47Mk(|JXuxfz3ZQ~GjFfldTHTG&rz?PQLOv3koUPy!7pxI zkDx67zNtb`j=5|L6Gr7!&3{PQKowlyUM%?m&KYifN3ct->xQ;@4$nxkzlb0lH$_ST zJAKU-!zRD1UfN$By?xo+EUPO~sjGM;e{Hx-Q_&sN@~yFQi|l@5p~VH!cgf*T=Of`h zCZ7UD-!JZ>4rk8gn~TTjmb)6&m-kO5y$0qzKWdU$HWA4ul9dwjtKjD^cHqK3VdEh} zA8AyPH5*pXkV*_=bdtV3`U06lfmQw)cYlC-uj|T4 zh*5+>ieeh&crzG_~2d+GRs&RbGY3@_Nv&nOv7LRpL+Ne?!nUI$gr!$vPEZJ61M zjPv}@GYEDJQjo$blY3^gSy3kSx@6Zysdei$6%qK{PNUU-CK%#67CMVHPNo?8f9U)t zfBFVHza24`6f;)OTsKf<*N5hDDX%^}ge)g_uDfCY>DC|Wn=AIQiiJb%(MF)15Q(!= zxa;)we{8~(F#XR!-F}+wz!A{>9?*;fM8aRnJ$ON^*HFCYYHsz?(RkkO0}@DdkAJJV zfg*!mFy2{AdY_kusTcmEY?EBnBTPUCEp5xLJ3IBk4YOEHrd)0f>|WqQ(5`Seo|A%{ z9NMYDe^JU1oPvSux(VsedA2LMl3c%kXMY%9dqXXCv~;?**Tm@pQZZ%?9#XegwB&Dh zhA5>YaM|_0;&K<|7^avzu;}=cFSI=V*i`OSey3DJ@TA{{36_xvE~@!TCc7y!&&~ZY zP5mYP1`SMN>Eb|DkPL&(9&c{N2tTMfR)vWpxyr2d1d$OO8YW{GO}lH!>iZA`lRNm- zD8IEA*oxhRmpVBld*_u3MEVI~v0rCLLhE(zi)KXZZk+K|AGdV@b`%H#@oh75o}cvt z`Qe%unee&MpsERVOwUuUg~IM@f}oGT>e0I^l6ZSVe<)kcQs9tu===qsTqu_Jjoc+6 zsZCTuHp<6ogTqxOHPAdiNpjX7^u_kUk9E8CoN&^j$cOcf^tVp^aUg~ag%zyZiW>b8 zVJicA1*}fcLGiPtZ>i3ADo%xF(@+J0kdQ7&J-L1q9bRI;NR0?wx=2XFa0?0Hy7sHt zgyfE#KxS8>`uuvqmT$ceerrQu!8_Pm42Py72cAYJ24r@p)TI>S-NStpv%G`;^?7Rz z5!Um?2YM5g0p*|%p}?{A$hEKX0IQrYug*9biv2njDheOI<$7Cn8uS03PC&DZXo2$+ z(0HSPpMtaM&!f{4!uik+JC>QR`5-G{6icnqT2dnuQ+VfFZ=qRujX_ei+1$VSnsu^Y zrq)VXqVU;>JIp8Mv_SK2LP7s2_9LYN~&4fS^W4f*%>`djT~QDI}qMe9tKq{FeH8ru#q`~ zWzzoWDqcox+UH^s=JUc=llh*H`t-4Y5qYhq2`{Q6j}ioqj*U*psxI!DOfBt-4{Sys zn~XGN|GQ-h3W)9nD+d9;7QjvNk6mG_9CyDTPRf4MR8Ws^pF2fch?C zy+>puWUmrJ$=-X9Bq5m{n~*(n#KH4Ezu$d7_x(KAb6wB#_v0VOb$rKXz31!weqF6h zF|x(q$#psj+OTfSt>h&DGvn9&p_v&M%EQ%D`Su^W+E!4VVs>WjJt&4Heh@3`V2aEw~~G6#X#7HneR69p5t_MN;DnS z(2o}{F33I7Ve_;2z~f4}kA7Bfc>aC#{+;xxasnmeq*3NW@UxnA>ZV%52HA8m3)w$s z27IGh;lwO9`9z}2b(3P0&SN{+QQp!7ev&3%2q^@I7j$bF?dOC4xceOWPJLh`&viKY zA&O_EdRI!0tC}t24x|h%0ZAoZ>dAP6xA!VS4E(!XA@Q}6@8$~OeN%Y%Ov2*Enp<)z z?e7*H`*B&5LwwS>s~$&=&c;k~Gif>F1C`U^bJln2-MPgRP=V(Ng6CQwvR4 zS->;p!q(ySXhbmf#;Jvy&-bH;&rB}9?~&Tgh-U8 zc=wEY+qm8HpoE7GDi_iHH-irGh)LqKwpJ!Ov-3WL)A7fK8Y`F08fYGodRTg(s&u|_ zQi+l?U)m*})cVmI-T#nueS)u=xf+O?GgH7=T`eec>Dy+Zj~SS?82FtQ6sjiu+!aL^ zCo)=cC3;%f<|;IbsPw%c?L4P))d6`4w%Gg5o2D%cz?~+3Q5gRX{eBup8(U=9)oie2_-@@3uW$z`sGu}HJvgKyhXK$ z-GOpPLjf;B5)G#_)MurId8-pi`$UL`n&Vo?B|gK`Xt;4ViC7V*!0gpt@Q+sYHOGiv zyRBQ;Q&V86F;dDs@H|^{I;-t#mc&!l=ca{xrVe+Xu?7(M-wF#!|NE@Ix64aF6MYJ} z8^aWq;2cI-GyMe|^E^yZOd4a>P*dT-1=C|Z>E6I6I|9UR43hu3CCQAbc@XKtbYkx5 z3G~d36K*X&)%+(9J6cH-w7*%Q&6U*xh_*DV@v{xjm>Vj>RwRmU_iyD2P7<fsI+I7dPPu)YvK`A4#!}~C@~gPGw)lk!}onwvh?Hl^2UL}n31}Q zP6&**`dBizLRE|Lq|i>WGv=YNd&tV(Vv`3di&XZ>Hj9*C4HzSr>hb$*dCt)B9=QjV*A;GyZc0}o^ zzr^a-jl>*g@Rj=R1uIC0p^+QuhpxtUNlI5YLT}G{lI$<%rpwC61h4b~SA46_J;z=g zm|#H=7nB;+s3CU^5ubKCUXJn$3{dk;b(-EpH!pf8MBiJ*MG$c~gRP|Oy2Q+y3hl}k z;SH?$m`YD{eA)ut+|QTzMAj(+g=U9H+qeXGgKH=8%a^|MB=2+B@%ba5O!5>E{;l^g zMyD@`R!pf6(a^bu=(*-eJ(NPqUWjltb$z!v{mM|j`GSy7fPG$L%Ux@ROsc26OY1uu zom*;M;t4+4!tO*r*OGF_4bj6^u?ak3uDaOlhn-_s8qB3EEh{T=oRd{b6(pyorcM&Ff3y1JAHle@ z`lhRDDGMBx4#{OM6kr3b#@>5nJ;X#9IZLz|`RlTUm32%5A;wC1yqG~05`Jjk$+c<> z5Z`TF9v08gQ_?H`U>uvX*rV{Z6#xjqEE7^?K6BEHHy-0@*JeNOmZs#5Kb3aN<+^aB z8n(>54~1xkT0>roenwq~meaJNuAIlei~MG?6ZNGOUwF4oTMp)AWMs7bUfeXQw849o zE7+r182|k7G%>=d@@v3^kvYY$b`}$4gRq19-nMy3wL9%yiJ=6+SXvr!GBoCC< z`7VODv3e}Q4!ghjolgJAcw*q~%YRahNGm0E$_YxH6=5%;jIZPG_ur+Q0s72`Vn6fC zzQ)uyK>K3Et88(bV-VQzk7;2S7Og`7e!2+v@{KH|Mb=l#85NZ5>+}tb7`$%rj7!33pW_LX4pd?>jkh|%OregNYi^0Lg1L9A2w@j}kaHlc3c26E(eb}-rDOh_>a*(2KkrE? zUG{vK5ErinrS83c4)aoBjbx!^E)Y#BX2-GmFqGTw0MB0ch*0U?_FN{O?H^4F zwv;RICbd;w`cmtsvQ`a+o?E}xd;m`Q$yp+ApT#r$1B;;sv{HB9Xu$CJ95|Pkm%r7i zvP^3JfOzn|g4ln%Q58{oS`O5IqHFbeKCVQBa)0r-{m_k~oB~u!)0-%18lsKnyDO+xQZ#9ymBX-4)5Pv@Ge(`~j#*cijG9z=9d)Obko z(u^Xi6BG?%*&vkKl*Jqeolx*~sEv9NOaI$tc9&#LMd3<9($G%T^rzS8FP45c{Q}A* z!(BYhMg#Alo7}(@YQB^1udGY4$K_cfD>*fWyLtQu-yl@*9Pxu@x5Zc z`Htls(?B$_&PV0JzTR{z2bPC?xkpqMvNsc!UmKA=HzcsZrC)yGaX>Yw%SsYtUdb5%kAnSR%GTh%K~F9y zelw=zI_?N}Vm&vBsVdkkChS%@b<` z7wTW^)?zUm%{S{aos_o@Q~%OP}7}Yd#fmFnr)(KoNV8;0ZQ%H;t<9#DW#)q2{t9#W0I|anaL&!3ZMgc_WH%-t2^*?&MQ!mE8We z0;#svrg`5eSIVYna-Hgd39EVFqQ}_kLmqX3N8k;S-re)|6draaYwM%q(v~jC@+5MC zh;l`))qn)crs+-ar}_+j*U#@)8fq?uAF*do&IME^gt3$}E66(lr=C=xY2WK-Ztna> z3D$K+U`@VijAGDf?F!cZFAC|vgxc*C$;uY$lw*n6MIsuP$#mQ7v0_oY^WT6MR3 zC9C?j%DQfVm4&VUfMJ~O9=S}g9na&Qvr@#QfQypfuba{9tE8W7r<_`*&$T`y_70C0 zYECHqj(Dc6&s2id#59l;O6mKD(WGy=G0xI$bipqn;-lw!PbQcec|CPj?cCJ zl9wx}aSE&Q6-@DuWR41qt0$|L*%9DGR7J?mQwv2C98!C|X5 zD7RDvl%9;<3kS>}w?h|Og$$e3N6> zc@^KewAE>4vnM|Kh9n3d$%!LTzhw`_Z4#&C8SRed3V2wO)uX)XPv#KKXbP4%(6x3y zoWM9!cDbzw_|wvuvLr9O+Km=`e=zg4oL1;?aWxUmuPqQ}y9Vh-FbY>kytuR=$0jBJ zZrc4#uC|tM>6i^qYA?|5`ggxOHc}=C4@S^^RmG~7*cdX=pa8L$w~Q{ZEx3j)eo$E~ zxm*uQ1aC5mwRSD-2SA$BP3VyW6N^(XyAzc(%6)_3ExL`fe zM}?ibl#TNr72?0@fJ$&1LBC|V&1K{(A@W-3wXSw|%ng?Jc7?7JiOF$cY=mL~FlNN= zm|yi&2G2)%er%O+w@k3yp0WWgkLm_aqeaO3!`)}Iv`7F}?8fH4I zWp1GYse3=-6V`~9yRADswjp5 z+n}5-OOYml-f$3K7UL@B{IrgiA&R_nr5Amv9pIp<%Kh_JEA>ycuRhIdFy&KkogQ&5`d>``iTgR2f4y zL%q*s>NI91fRw@Ew6xCkN*-kaZQc6OtZP#1DfJCJOQ*Xx45B{U!M&*e@@kviRqF!nyi<#X7OR zwivTl@B6Lij~(cT6-`bci0e{pTBBu9#H<8`>rLI zRibO2PZYI#%);#3akwZX>4OMMFW>!e)jZVJOv`K{{GxaX@68vIIf0=79nRX%GR6s? z9B+ZsPa0{TflShSnfv5agC7agRwO{pF5K|>6`Bj4ZZ({#q)2KESvYy#!jb^pOP2%r z^1t4H65bz+%-62p3UoPmo;08XViqD9F=DbsghN|#)c@_Dqw2tcwp_S~qNK0e$?te>*0dIEQ{ zu(j>zd`Vy8y!;T?HOPIto9(W5c2F@p7~v2F`0Q-MS#HS`bQY=0dlB(9i5EYXRavSC z+CXh^b8xh+Pt+1K3h;wz|{CyYEu3R5d5YC7u8TORnPC1%dhj_7q7O{_w0hq zVv<(=u7u~Ylo8@EqUXkrasrBX-q$@=6~-&W1*ob=f6+$q0d17h8?mw96}@IzjL|`9 zK!t7I`ltnghD9HKub6(_1v}i0-*#Fl2u+_7bF|ZO(vy}ZwsBv{r-3ZOeZ%|}jHkcez}&c$%K3fhWoH{fous0_F3WH4TXSCzk~?LH zxSu9`3c*jA1lNQ~vE5JeAF~0UCg`+4AccS1O!EMArGPL>-WWk8rn*n8gr zEr=#N?fLrdGyTQ>jFDUXvs*4dJy3AHWC+D&L!S0UJK@g=!e&FBX-dC+=xcTr!V@{w ze|lKbmRu;v;ldF8mHyDG5fObpzs!9yFB06#&(i+eu#nC;2k_U2+~~A4@c6dfpHT4_W=V3IqthKJ`gat*=fHBwpjlqVFv{G-ITR1E6=}w zS9ji+yo~D?^jJqnJn|5ZlH)?WCJxp3`j$&8y2h!^xnp2u%sjorG*Rz)c{#s{nVAC0 z3AR84Eiay>rRArdp0=w|Vu6*FmHqk_WWYwqRO`AH9v63hcVmhHyj5}xi%iAum65qx z;8cZKX?DCM@n`;A)S<_lu2>a`Ff7*lT@G|>DL&hDd|>U)B^Vwb7x&hFs`1mOPm&-M zWM9$+r~4g`%_YH{8=eZM@cfU z)^u{j4c>P|?i#)Iu+I194?V`|To zc~NZIL-Q^-H>qx>d@_H-m3O zqqJ5>4^{i_7?%1mo4uN&oxa?ALISjYZi5@hDJtqU?*bhHX7-lb3|Mo8X6Kq z_yP@_SRZMTwXyLPXn@F29r*`hobCv0j&f?NOEPmPgy5y}GBQq$jg1u+3E7SZL44^7 zJA1c_4zN@D9{(}_J~R|OhkWu4F6jTL$*sjnGh*A((NR2Rv%l5F(B^JBkX2DZ{iDiW z&d4ZZMetdRe`~9h&3HL`geFbh9uT;F{;Uu+g8rL-aW{qNJv