From 88674b16bddfbfe3dd65f340071a274634c4cf88 Mon Sep 17 00:00:00 2001 From: chenyyx Date: Mon, 4 Sep 2017 20:47:21 +0800 Subject: [PATCH] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E7=AC=AC=E4=BA=94=E7=AB=A0?= =?UTF-8?q?=20=E9=80=BB=E8=BE=91=E5=9B=9E=E5=BD=92?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/5.Logistic回归.md | 276 ++++++++++++++++++++++++++++++++---- images/5.Logistic/LR_1.png | Bin 0 -> 2142 bytes images/5.Logistic/LR_10.png | Bin 0 -> 2320 bytes images/5.Logistic/LR_11.png | Bin 0 -> 59408 bytes images/5.Logistic/LR_2.png | Bin 0 -> 1488 bytes images/5.Logistic/LR_3.png | Bin 0 -> 36472 bytes images/5.Logistic/LR_4.png | Bin 0 -> 705 bytes images/5.Logistic/LR_5.png | Bin 0 -> 5353 bytes images/5.Logistic/LR_6.png | Bin 0 -> 1300 bytes images/5.Logistic/LR_7.png | Bin 0 -> 1376 bytes images/5.Logistic/LR_8.png | Bin 0 -> 72681 bytes images/5.Logistic/LR_9.png | Bin 0 -> 2301 bytes 12 files changed, 246 insertions(+), 30 deletions(-) create mode 100644 images/5.Logistic/LR_1.png create mode 100644 images/5.Logistic/LR_10.png create mode 100644 images/5.Logistic/LR_11.png create mode 100644 images/5.Logistic/LR_2.png create mode 100644 images/5.Logistic/LR_3.png create mode 100644 images/5.Logistic/LR_4.png create mode 100644 images/5.Logistic/LR_5.png create mode 100644 images/5.Logistic/LR_6.png create mode 100644 images/5.Logistic/LR_7.png create mode 100644 images/5.Logistic/LR_8.png create mode 100644 images/5.Logistic/LR_9.png diff --git a/docs/5.Logistic回归.md b/docs/5.Logistic回归.md index 98c7eafb..5e14a9cd 100644 --- a/docs/5.Logistic回归.md +++ b/docs/5.Logistic回归.md @@ -1,55 +1,271 @@ # 第5章 Logistic回归 -![朴素贝叶斯_首页](/images/5.Logistic/LogisticRegression_headPage_xy.png "Logistic回归首页") +![朴素贝叶斯_首页](../images/5.Logistic/LogisticRegression_headPage_xy.png "Logistic回归首页") -## Sigmoid函数和Logistic回归分类器 +## Logistic 回归 概述 -> 回归简介 +`Logistic 回归虽然名字叫回归,但是它是用来做分类的。其主要思想是: 根据现有数据对分类边界线建立回归公式,以此进行分类。` + +## 须知概念 + +### Sigmoid 函数 + +我们想要的函数应该是: 能接受所有的输入然后预测出类别。例如,在两个类的情况下,上述函数输出 0 或 1.或许你之前接触过具有这种性质的函数,该函数称为 `海维塞得阶跃函数(Heaviside step function)`,或者直接称为 `单位阶跃函数`。然而,海维塞得阶跃函数的问题在于: 该函数在跳跃点上从 0 瞬间跳跃到 1,这个瞬间跳跃过程有时很难处理。幸好,另一个函数也有类似的性质(可以输出 0 或者 1 的性质),且数学上更易处理,这就是 Sigmoid 函数。 Sigmoid 函数具体的计算公式如下: + +![Sigmoid 函数计算公式](../images/5.Logistic/LR_1.png) + +下图给出了 Sigmoid 函数在不同坐标尺度下的两条曲线图。当 x 为 0 时,Sigmoid 函数值为 0.5 。随着 x 的增大,对应的 Sigmoid 值将逼近于 1 ; 而随着 x 的减小, Sigmoid 值将逼近于 0 。如果横坐标刻度足够大, Sigmoid 函数看起来很像一个阶跃函数。 + +![Sigmoid 函数在不同坐标下的图片](../images/5.Logistic/LR_3.png) + +因此,为了实现 Logistic 回归分类器,我们可以在每个特征上都乘以一个回归系数,然后把所有结果值相加,将这个总和代入 Sigmoid 函数中,进而得到一个范围在 0~1 之间的数值。任何大于 0.5 的数据被分入 1 类,小于 0.5 即被归入 0 类。所以, Logistic 回归也可以被看成是一种概率估计。 + +### 基于最优化方法的回归系数确定 + +Sigmoid 函数的输入记为 z ,由下面公式得到: + +![Sigmoid 函数计算公式](../images/5.Logistic/LR_2.png) + +如果采用向量的写法,上述公式可以写成 ![Sigmoid 函数计算公式向量形式](../images/5.Logistic/LR_4.png) ,它表示将这两个数值向量对应元素相乘然后全部加起来即得到 z 值。其中的向量 x 是分类器的输入数据,向量 w 也就是我们要找到的最佳参数(系数),从而使得分类器尽可能地精确。为了寻找该最佳参数,需要用到最优化理论的一些知识。我们这里使用的是——梯度上升法。 + +### 梯度上升法 + +梯度上升法基于的思想是: 要找到某函数的最大值,最好的方法是沿着该函数的梯度方向探寻。如果梯度记为 ▽ ,则函数 f(x, y) 的梯度由下式表示: + +![梯度上升计算公式](../images/5.Logistic/LR_5.png) + +这个梯度意味着要沿 x 的方向移动 ![f(x, y)对x求偏导](../images/5.Logistic/LR_6.png) ,沿 y 的方向移动 ![f(x, y)对y求偏导](../images/5.Logistic/LR_7.png) 。其中,函数f(x, y) 必须要在待计算的点上有定义并且可微。下图是一个具体的例子。 + +![梯度上升](../images/5.Logistic/LR_8.png) + +上图展示的,梯度上升算法到达每个点后都会重新估计移动的方向。从 P0 开始,计算完该点的梯度,函数就根据梯度移动到下一点 P1。在 P1 点,梯度再次被重新计算,并沿着新的梯度方向移动到 P2 。如此循环迭代,直到满足停止条件。迭代过程中,梯度算子总是保证我们能选取到最佳的移动方向。 + +上图中的梯度上升算法沿梯度方向移动了一步。可以看到,梯度算子总是指向函数值增长最快的方向。这里所说的是移动方向,而未提到移动量的大小。该量值称为步长,记作 α 。用向量来表示的话,梯度上升算法的迭代公式如下: + +![梯度上升迭代公式](../images/5.Logistic/LR_9.png) + +该公式将一直被迭代执行,直至达到某个停止条件为止,比如迭代次数达到某个指定值或者算法达到某个可以允许的误差范围。 + +**Note:** 我们常听到的是梯度下降算法,它与这里的梯度上升算法是一样的,只是公式中的加法需要变成减法。因此,对应的公式可以写成 + +![梯度下降迭代公式](../images/5.Logistic/LR_10.png) + +梯度上升算法用来求函数的最大值,而梯度下降算法用来求函数的最小值。 + + +## Logistic 回归 原理 + +### Logistic 回归 工作原理 ``` - 假设现在有一些数据点,我们用一条直线对这些点进行拟合(该线称为最佳拟合直线),这个拟合过程就称作回归。 - Logistic 回归主要的用途是用来做分类,利用 Logistic 回归 进行分类的主要思想是:根据现有数据对分类边界线建立回归公式,以此进行分类。 - 我们这里所说的“回归”一词源于最佳拟合,表示要找到最佳拟合参数集。训练分类器时的做法就是寻找最佳拟合参数,使用的是最优化算法。 +每个回归系数初始化为 1 +重复 R 次: + 计算整个数据集的梯度 + 使用 alpha x gradient 更新回归系数的向量 +返回回归系数 ``` -> Logistic回归特点 +### Logistic 回归 开发流程 ``` - 优点:计算代价不高,易于理解和实现。 - 缺点:容易欠拟合,分类精度可能不高。 - 适用数据类型:数值型和标称型数据。 +收集数据: 采用任意方法收集数据 +准备数据: 由于需要进行距离计算,因此要求数据类型为数值型。另外,结构化数据格式则最佳。 +分析数据: 采用任意方法对数据进行分析。 +训练算法: 大部分时间将用于训练,训练的目的是为了找到最佳的分类回归系数。 +测试算法: 一旦训练步骤完成,分类将会很快。 +使用算法: 首先,我们需要输入一些数据,并将其转换成对应的结构化数值;接着,基于训练好的回归系数就可以对这些数值进行简单的回归计算,判定它们属于哪个类别;在这之后,我们就可以在输出的类别上做一些其他分析工作。 ``` -> Sigmoid函数简介 +### Logistic 回归 算法特点 ``` - 我们想要的函数应该是,能接受所有的输入然后预测出类别。例如,在两个类的情况下,上述函数输出 0 和 1 。这类函数称为海维塞德阶跃函数,或者直接称之为 单位阶跃函数。 - 但是,海维塞德阶跃函数的问题在于:该函数在跳跃点上从 0 瞬间跳跃到 1,这个瞬间跳跃过程有时候很难处理。幸好,另外的一个函数也有这样的性质(这里的性质指的是可以输出0和1的性质), - 且数学上更易处理,这就是我们下边要介绍的 Sigmoid 函数。 - - Sigmoid函数具体的计算公式如下: - f(z) = 1 / (1 + e ^(-z)) - 图5-1 给出了Sigmoid函数在不同坐标尺度下的两条曲线图。当x为0时,Sigmoid函数值为0.5。随着x的增大,对应的Sigmoid值将逼近1;而随着x的减小,Sigmoid值将逼近0。 - 如果横坐标刻度足够大(图5-1下图),Sigmoid函数看起来很像一个阶跃函数。 - 因此,为了实现Logistic回归分类器,我们可以在每个特征上都乘以一个回归系数,然后把所有的结果值相加,将这个总和带入Sigmoid函数中,进而得到一个范围在0~1之间的数值。 - 任何大于0.5的数据被分入1类,小于0.5即被归入0类。所以,Logistic回归也可以被看成是一种概率估计。 +优点: 计算代价不高,易于理解和实现。 +缺点: 容易欠拟合,分类精度可能不高。 +适用数据类型: 数值型和标称型数据。 ``` -![Logistic回归Sigmoid函数](/images/5.Logistic/Logistic回归Sigmoid函数.png "Logistic回归Sigmoid函数") -## 最优化理论初步 +## Logistic 回归 项目案例 + +### 项目案例1: 使用 Logistic 回归在简单数据集上的分类 + +#### 项目概述 + +在一个简单的数据集上,采用梯度上升法找到 Logistic 回归分类器在此数据集上的最佳回归系数 + +#### 开发流程 ``` - Sigmoid函数的输入记为z,由下面的公式得出 - z = w0x0 + w1x1 + w2x2 + ... +wnxn - 如果采用向量的写法,上述公式可以写成 z = wTx ,它表示将这两个数值向量对应元素相乘然后全部加起来即得到z值。其中的向量 x 是分类器的输入数据, - 向量 w 也就是我们要找到的最佳参数(系数),从而使得分类器尽可能地精确。为了寻找最佳参数,需要用到最优化理论的一些知识。 -``` +收集数据: 可以使用任何方法 +准备数据: 由于需要进行距离计算,因此要求数据类型为数值型。另外,结构化数据格式则最佳 +分析数据: 画出决策边界 +训练算法: 使用梯度上升找到最佳参数 +测试算法: 使用 Logistic 回归进行分类 +使用算法: 对简单数据集中数据进行分类 +``` -> 梯度上升法 +> 收集数据: 可以使用任何方法 + +我们采用存储在 TestSet.txt 文本文件中的数据,存储格式如下: ``` - 梯度上升法基于的思想是:要找到某函数的最大值,最好的方法是沿着该函数的梯度方向探寻。如果梯度记为▽,则函数f(x,y)的梯度由下式表示: +-0.017612 14.053064 0 +-1.395634 4.662541 1 +-0.752157 6.538620 0 +-1.322371 7.152853 0 +0.423363 11.054677 0 +``` + +绘制在图中,如下图所示: + +![简单数据集绘制在图上](../images/5.Logistic/LR_11.png) + +> 准备数据: 由于需要进行距离计算,因此要求数据类型为数值型。另外,结构化数据格式则最佳 + +> 分析数据: 画出决策边界 + +画出数据集和 Logistic 回归最佳拟合直线的函数 + +```python +def plotBestFit(dataArr, labelMat, weights): + ''' + Desc: + 将我们得到的数据可视化展示出来 + Args: + dataArr:样本数据的特征 + labelMat:样本数据的类别标签,即目标变量 + weights:回归系数 + Returns: + None + ''' + + n = shape(dataArr)[0] + xcord1 = []; ycord1 = [] + xcord2 = []; ycord2 = [] + for i in range(n): + if int(labelMat[i])== 1: + xcord1.append(dataArr[i,1]); ycord1.append(dataArr[i,2]) + else: + xcord2.append(dataArr[i,1]); ycord2.append(dataArr[i,2]) + fig = plt.figure() + ax = fig.add_subplot(111) + ax.scatter(xcord1, ycord1, s=30, c='red', marker='s') + ax.scatter(xcord2, ycord2, s=30, c='green') + x = arange(-3.0, 3.0, 0.1) + """ + y的由来,卧槽,是不是没看懂? + 首先理论上是这个样子的。 + dataMat.append([1.0, float(lineArr[0]), float(lineArr[1])]) + w0*x0+w1*x1+w2*x2=f(x) + x0最开始就设置为1叻, x2就是我们画图的y值,而f(x)被我们磨合误差给算到w0,w1,w2身上去了 + 所以: w0+w1*x+w2*y=0 => y = (-w0-w1*x)/w2 + """ + y = (-weights[0]-weights[1]*x)/weights[2] + ax.plot(x, y) + plt.xlabel('X'); plt.ylabel('Y') + plt.show() +``` + +> 训练算法: 使用梯度上升找到最佳参数 + +Logistic 回归梯度上升优化算法 + +```python +# 正常的处理方案 +# 两个参数:第一个参数==> dataMatIn 是一个2维NumPy数组,每列分别代表每个不同的特征,每行则代表每个训练样本。 +# 第二个参数==> classLabels 是类别标签,它是一个 1*100 的行向量。为了便于矩阵计算,需要将该行向量转换为列向量,做法是将原向量转置,再将它赋值给labelMat。 +def gradAscent(dataMatIn, classLabels): + # 转化为矩阵[[1,1,2],[1,1,2]....] + dataMatrix = mat(dataMatIn) # 转换为 NumPy 矩阵 + # 转化为矩阵[[0,1,0,1,0,1.....]],并转制[[0],[1],[0].....] + # transpose() 行列转置函数 + # 将行向量转化为列向量 => 矩阵的转置 + labelMat = mat(classLabels).transpose() # 首先将数组转换为 NumPy 矩阵,然后再将行向量转置为列向量 + # m->数据量,样本数 n->特征数 + m,n = shape(dataMatrix) + # print m, n, '__'*10, shape(dataMatrix.transpose()), '__'*100 + # alpha代表向目标移动的步长 + alpha = 0.001 + # 迭代次数 + maxCycles = 500 + # 生成一个长度和特征数相同的矩阵,此处n为3 -> [[1],[1],[1]] + # weights 代表回归系数, 此处的 ones((n,1)) 创建一个长度和特征数相同的矩阵,其中的数全部都是 1 + weights = ones((n,1)) + for k in range(maxCycles): #heavy on matrix operations + # m*3 的矩阵 * 3*1 的单位矩阵 = m*1的矩阵 + # 那么乘上单位矩阵的意义,就代表:通过公式得到的理论值 + # 参考地址: 矩阵乘法的本质是什么? https://www.zhihu.com/question/21351965/answer/31050145 + # print 'dataMatrix====', dataMatrix + # print 'weights====', weights + # n*3 * 3*1 = n*1 + h = sigmoid(dataMatrix*weights) # 矩阵乘法 + # print 'hhhhhhh====', h + # labelMat是实际值 + error = (labelMat - h) # 向量相减 + # 0.001* (3*m)*(m*1) 表示在每一个列上的一个误差情况,最后得出 x1,x2,xn的系数的偏移量 + weights = weights + alpha * dataMatrix.transpose() * error # 矩阵乘法,最后得到回归系数 + return array(weights) +``` + +> 测试算法: 使用 Logistic 回归进行分类 + +```python +def testLR(): + # 1.收集并准备数据 + dataMat, labelMat = loadDataSet("input/5.Logistic/TestSet.txt") + + # print dataMat, '---\n', labelMat + # 2.训练模型, f(x)=a1*x1+b2*x2+..+nn*xn中 (a1,b2, .., nn).T的矩阵值 + # 因为数组没有是复制n份, array的乘法就是乘法 + dataArr = array(dataMat) + # print dataArr + weights = gradAscent(dataArr, labelMat) + # weights = stocGradAscent0(dataArr, labelMat) + # weights = stocGradAscent1(dataArr, labelMat) + # print '*'*30, weights + + # 数据可视化 + plotBestFit(dataArr, labelMat, weights) +``` + +> 使用算法: 对简单数据集中数据进行分类 + +#### 注意 + +梯度上升算法在每次更新回归系数时都需要遍历整个数据集,该方法在处理 100 个左右的数据集时尚可,但如果有数十亿样本和成千上万的特征,那么该方法的计算复杂度就太高了。一种改进方法是一次仅用一个样本点来更新回归系数,该方法称为 `随机梯度上升算法`。由于可以在新样本到来时对分类器进行增量式更新,因而随机梯度上升算法是一个在线学习算法。与 “在线学习” 相对应,一次处理所有数据被称作是 “批处理”。 + +随机梯度上升算法可以写成如下的伪代码: + +``` +所有回归系数初始化为 1 +对数据集中每个样本 + 计算该样本的梯度 + 使用 alpha x gradient 更新回归系数值 +返回回归系数值 +``` + +以下是随机梯度上升算法的实现代码: + +```python +# 随机梯度上升 +# 梯度上升优化算法在每次更新数据集时都需要遍历整个数据集,计算复杂都较高 +# 随机梯度上升一次只用一个样本点来更新回归系数 +def stocGradAscent0(dataMatrix, classLabels): + m,n = shape(dataMatrix) + alpha = 0.01 + # n*1的矩阵 + # 函数ones创建一个全1的数组 + weights = ones(n) # 初始化长度为n的数组,元素全部为 1 + for i in range(m): + # sum(dataMatrix[i]*weights)为了求 f(x)的值, f(x)=a1*x1+b2*x2+..+nn*xn,此处求出的 h 是一个具体的数值,而不是一个矩阵 + h = sigmoid(sum(dataMatrix[i]*weights)) + # print 'dataMatrix[i]===', dataMatrix[i] + # 计算真实类别与预测类别之间的差值,然后按照该差值调整回归系数 + error = classLabels[i] - h + # 0.01*(1*1)*(1*n) + print weights, "*"*10 , dataMatrix[i], "*"*10 , error + weights = weights + alpha * error * dataMatrix[i] + return weights ``` ![logistic回归梯度上升法](/images/5.Logistic/梯度上升算法.png "梯度上升法") diff --git a/images/5.Logistic/LR_1.png b/images/5.Logistic/LR_1.png new file mode 100644 index 0000000000000000000000000000000000000000..60e8372692645c2a124ce287b56012d4694a2747 GIT binary patch literal 2142 zcmV-k2%-0hP)z?Ok61J5Ji`4!l9V9UVs2zY)4wjJ0q@H_&4R`BiHx2spL?%A{F z{rmTSM%_=@cJK@1s;a7W>(>4M`*;2N_4e)CyB~SQ8>o}*pFkipGtdsJq%DJblcPK|L7Ho;@om zDH%O_bf-?86!@4y+A^p|`PQvl@7}#b25s83F#~wTJ8T*J0)wnHFE7vE-+%Dn!3uCp zBAX-wQo3EccA-I9i>c}`{Bcf zgjvL(>Z>5LnKNhB)YOa{Hx9dwh=`D;9UL6|`Sa(?moJYTIZ_TPU(Nn$mK{2D2tqjy z-JwH=l#~>DIjZqyxnw(X9u{W40C@YK6^Nw(!GQw@u3WjYb?er}ix;CH=yhytEEeVYUGEyMkwQJV}3l=O{vV;gMU?nBR#nawWY4r5z(*X#(DJ?Bc zNJtQm3&>D6jONXoH(D}aDkc~6yM!_m((=sC&PI3`DD$8kEP!$sqO7cpzc@@mz*Amc z-m_;<2+SSp#A+cBKjZk%e*OAE=$V8N^5n^r%F0RsLdT9B@!nBUQ7$dM9vsJKm=wIw zK6wkrg36O$PM9zOWchK4Z;=d=Ks;ok(b3VQLvm0MJc1;6Ry8g!iSU5v7@v3qmxv`v zP9;Hkg?U}La6t|t0O;q>p9=y^#Vtv^eECw0kdms1ii!#`qJI)$xNqOSm9vQ%^#4`c z0Wgs!8YCv-HT=+hamhGBLW39-S|G-e%HF+u@h9jPw{ThLmvFdf>&K5DyLa!d zB?F+OX^cigs8)}P;T~tqn4uaMm#pOY@#78N`dbFo=`fhiojbQrpFZ2SZ>Im6KphG&a_(SrZf#q#U3VGW(K^!JA4+sd* zYMl~J&!0a(e*AcA7g^3xYV>ZCWYFmBmS;cAgpfuPnG3ySBRl;!!=S6Xrk|*68~`+h6b&>n4;47=HHubOrxpC_I@yRA z|AA+yE-80_OzxEeNPLMzr;?AuD5ng6kYUYuKr(jr?Aa+(rclyL)Z9Uk6Vj?f40Idu zMYIFxbt?NedR}U&cmN{wj^@mnL;Xmz#Dv3P&Qa*u&@{v*Xe$t+T@?UAvY;K{ohMG5 zNV-g?kB*)mO*G6yi3;chWSZE}#%dr-*@1u(M?}+i?AWnd0{Hal)3RmD=zyWNhS3)f zVrt^(jRMG+0GP*uF}a|ifPhJ=u7xk5_3qufw8XU-l;d#H$tUULkX*Elm3NzkwwfKF z<1`rw#T;EU5g>YEH1PQ({S|kaR~nckZmUXPx86jvd>* zdpAKIQ$QY$CxbfYX`IbiS$y+`hCp*e8R+?uu=so_8&2jW1)L_<_m+z6uhhX{^vlB2ZY$c5%s%Cy{j zYg%f~(k$)s^1M7e{C>al)8HizcFrG%``qKYulxF5-|uxjC*6q?C;pT6lWHQ6KGk@V z=E#2|kcLO<%7ZjK((p)K5lCI$r12vSkJJ@`)a6YYKhp3>T@grK-egQ&?)*Qz`SZ^| zw`|#R^yty2PoE~Vmmx!jH{X1-LWK$mS5un&{rBH@?AUSo^y%u=tJkShCw=<#KmPdR zojZ4)$Ic&r{J|ePGiT16lKo)*1;j(R@7=pMXU?3r-g>KJ$ByaJrHh8(mtTHav0_F0 z_U)sS&m0Trym|9(-@e_pZQJS7r@#F2%dYt9tFO9t?fT5KHURJJ*|Ut)tXVVp{udAr z4{qGJahWn@jvqf>wrttLg$suvc=F`Qk|j$THf&hDc=2%Zc?O3MA6~O&&D5z=<@nsW zb1z-G1n>U+`xh)&@Oh5Iqf(_x>(;HST)A>`ioBThJb(WDty{OgaNz>sipJ~bpMT!J zfB)NWzb!z~`Q&2)2#lgdi6(qJ-MwruLzv17-g zd*a8jdL`n0`t%XpdiCnDHEGf$kd7KP$_pn>oajB1Cr_R*VFFzaZOK7IhT_nnLwD`k z6`ulGvSex6w5f=H@WBVfy>{)|B2}wat<9S^&zw1vw)F1Zn+31^_~Va*91M*o9Jp)9 zkRif4d-m*%88gZTQb5fM6ey4*M~>h~$&w}Cc;k)b%a?!q?YFA8Ns&Ep-~i127CAVq zVe zeEI?Mdhr_%0Km@9ojZ>lIpS>qV>#wjl0P?Y+~{HC zJBWU#PMyY$8z=Q71XIC5IC;gFUw$cMv?XiStn1gWuTrIo7bUSAzXW3#xTr~!CUON) zu3fwK+H0@bDON>_6j9z)m;3kcmoH!5($b|%J=5#Jz=vqK#0Rb^b$$PHJH`W9^QYzd609Q*dQL>*Y%+T^;OqVWQIB@dhNkNCYC2p54UE1%!GPgYkx+z^0 z%*XP>tmc7C36sD*eE1OQ+!WkFon^YFC81HSEMC0$%$YMWt9-&`EZ($f6Ga+7emrOu zTR-xP(+VbE#SYlP+24NqZTIfoQ1Pcp3TMR$NA|N0JLe-2028T$Y7XBY7G0(Pu3)^HlbX( za$W(s5+zD_sp#8Tw{G3gN%^N15N84ybuwlgi-#*$uU>ur{Q39Zdk@_NS8~Z>oDc;m zMxDrLjFsR|4qdr&CBCpDkoexcdlwiUFEnl;YcdP!IN_94bhH|n0+PH=cnhzBRT2?w zP)iRTI)r@jqKDRCShZ@Ed{Ux9`|^MY`w?a3P})*61yZbWmwQ|tJ9aEYJz4#5TpUH& zlIMrtG?rGbTuG@YhbMTH>x}7=*U7N(3E;7T@o*;LAORluVXOM#g+85(1=jJz`uVsGz{P}uN%nLUs8HlMYRxRbY z=W$86nc^gt`0Rpr*ojI76tPo*g+XYRHYz{F2e$;B5j9B!F+;my=R5DbqmGLE!Gi~F zc=gp+opm+RctwaSJY)m3tnS;l592+=SdAoQ(HmipHx(;Z41GvA$S`o=!03XT@Id`I zckUdf`~E~g)JA#RMvfdA?G}QA?$+VBTa^nPjoJ*xn2T*{2G6`fpCfiKCcer~w{G1e ze*CF~GtwEWphy8UX_z#6^k{;k4+IJEk@ew0o5^hV?%iP%P8vva5!9qoEpPPsEmx$l ztkSJ%$*@rIP!Y*P=gyt^4<30*JfIuMj^Ds0Q5} z5I;^AFE2KEl`N2D?8-YH1WqRmw+%EmsHpK5L}%=T0VC8eAcutV{Tz>R^i)b?>CAc7 zBppAAiKZ)|HEJ0zWy~&HwoGFNFy%q)G-Iko-@bi4fB5j>;!8+-^yne7g9Z%>-Y%tl znFBs7Auu!P39dF4D+OOPqHg;P0^5iYBNDn1-I+Kgnf4Rx6S(9`Vnf*KL`}z!?F@(? zEXn9+@;BZ{ID;YzX85OorerOpC^Tx+2s2Ow#eK?Po9}S68#ZiMKqeosIvPbdOhlSP z2_$QX2i}DD8Y}FfOTj=2>P;Y;k{i+e3BJ#x%P;m=yG5P6v3~vfD63T=bSea#Oe)=y zTCMgI#zDkYX{u{AoJ=xMDPgQ%f8LahsUJy9zj#ZsK4^2ri#XF96-5_AS2b*w{PR)S zkC6vjWP{%!X_7<+`TTPptCH-AE+wuX(H$@LnBohWmQ3P%sYZjUD8HJ1Gl-&p{U;;v qZ^z@GjP>)}^{=iU&l8}3c+X#!|HE{R&?+bZ0000Q@TS?knZjfK?DhDIDkrbcXta&ch{l2OX)_sySw=|_x0Z2-`^NG zz&-ZfYwZ=!GoLx<3RYB*Mnfh-hJu1Zla-NBf`Woc0sbL?V1O$Qll?PLP!v$I5~81- zpby*;)j#*$J&lH5Eail}|0E&`4gczZ_6i&PVdAsAW!plsi@e3$r!Jlkt8EdZLDUC#DBwWQ zVqTapzow)`lrJSIkp8BA@~!pfwY=C>n(S zURY`cf`butcXu~3G6I9M0|Em4{d-nAd@nCAt(m?TH#9V4WMpJ!cFfMs{`vE#yIaCV zb~QB<8R_pQd3*bM`N+0pXH(PBeO+#KS1Z$kE~G{*{qbXJ@F)A%ku-B-V+3_m6BBeY z0jHIA@A&w5QC|c}2?<7x>i*$j1?5;X1lVm&=@{&n&l3S%Aj2TPw$D@qDUI~^pPZZ! zup57Hb-jvaUwEgJfN$7+-TL_fQO#=s}AxwW;WXLo@=Y$Gl%uB@yq zl#bEL%)sE=L`u{g9gS7Cc3ki&TQ9fGdR?jm&>w_(D-B0q49~vG; zh!%GY6xWuP?i(BXqLdS+dc;7oa-_k9V_D|-XTUqP{`nbf^>=PCcY?8qEe}#&TcfC#mcFp zXmi&4e5I==L3t?0m&fU+-Xx}at>Lejz(~U5S4xN%x3{;)ZO=lTE6Z-@L(b=0qT5n! zkY+S-rB9!{Z7VosNCO<>+7X%WySmnQcXwT{4y^6%{Y!P&V53?@b4OO~yn0}`!ZO7J zsh*%Zi>i4lQ~PA}mjW_mZnOjh1tCG79&@_n&ewWEy8_U}VG!)s?88V~e-bdu1m-fF zgcj!7y?OJ-sd#p7&Va(}11(+z!{Mv^d(mkJ1Y6B{`mnFyQSkKU zrsn2CtUJ5A7Zb~}B2n-CK-!=oE&U|CJq-M^X;boxnd zw<3&QKtO~=jeHi*ky4#dw+s` zWJ#H=S@>Et)gzxaVn0TZ@M6OSi0y19>I3^-K8XW~VFuV6D9W(2kCTPUnVFdcMG7r} zDNbk##iS-I7~p-C3PHBn4!yU#lO;j zNzd9_v)dCkusLn={kHd(v=<#_ZHK0w$juJ{w98@@bDU2kL&G4Ztc)`qD!SZ7sku~T z3m?n3)y85aDJ=~~9Zuy(w8ea%G1^Xlv6-OTx#u6mtL2l1oWT29S4c?cqwph#nfqBw z9~@esTLV!X6lQx?*|;bZs6c_Q@jxviCstCtW_Zf=fCcYntnm6+A=M0A*+$x9;|+`f zyE~&`pgZ;+(Fc(j*7j>u6SS?!#DMmxkoty!1m-RolyVw7JHvoJ*U& zRx~2Q!`mZcd?xN-bwxo!68-Eq2YfZC#L$Ys{<~&Oi@fB>>bZ~ZU~jLKm&E%5S^Y`N>wOpxwmuAu8zcDMEg(LxlMHk7%nOuIZqiw7=!m%coBMd^~O_5 zZc%rBNH~)!d~i-uQc^&t5-Tb8B*Sx)d910X-3vF5(Q_i|kXzG%dH4+9Ul2e3MwOn* zzGv-E=^V@c=K)OK;1ibK0*IXzC8bl9W><+1cVUa&-s8|`%iT#fjv8(q>>}yC6Jq^W z{L>x96P4jh1am^gI7PfLWT`1BcO{Z0LI2BI8FFx+BPSuygTl|ZBR4lrCFY84Qx@9j zF>Lr$XP~O$8q=AwFI53y;NJpDliWa%A^?F3$O@^;TC1z=?k;xKQRx1lSWtw;+WZcZ zePu&QDIL{qC6-f`(k0PC1qXUbI(yN4y$BoL0$egKxn-Xy-(Eb52XNY>#j9q1$|(CM z;8KW+K;N3)k-abJ_nX3(Ugnm6=O8B1lF;jb9WV6H9T^*-0-8bw-n>b{e*Ht3R3gB%1qn_*uAI%y&7E(L zeEs?rY);k*Q_=6*A4U1}^wjSisij8$r`eeudmX#wzKq{Y~o2y?e$jI8R`eT*^ z4+RYqSvu!Q5%wbn&P(PTr2~M$HPWCK_3RI(H*dag52spNThohFs?+F-Q`X~XMhc&H zL+_M%(;co4!Ridu7GK zqyfJyXMQ=ZAkx;Sk_c_Zp4Kx66WLssDl00wd%Rx8!NJjWTJ`5% za_Z{u2jzsSS|QDy0O87-scj0b4DZz|eNUGIC0$ij1Oo?0$8=UO0vB>D&14g8oQM}v z2ar1SxB{0jRLO+gc#clb&tW~m*Di+3Ku~_m$k;tJD`39S9}Ub-V2!ShgWVez7EBC- zB`=3aGC^degf@A|ilX^n3>G3LvM58ksvRybuV-;GL2*Ks@E*@_dSN`qZFf9PyJ?(_ zO(eXwwss<4K3UK-zBD}CPYasfq6->bnI}9`n8h@m-_fEw2rE+fi3jz#Qr^p@rMa1g zI^<~p{hbgQuMHd#`_0nt-^jSG2eYhk0@n++ABApdxGdpA$%Q>0fb5Nc2=3F2`~3NH zyA!%JS)n*HI?ByrrQ~#@h!GiITT9yHV7^=_$xLg+ zksg_fZ_B~Kl_u=@hIaFid&$b)9^O@DW-?Aim5YO$cxQiJLt}1!&Ijg|UPg^Ug#o`h~!B-LJw<6oQe~5k7olxatUde!2+xC#wALOLdseX zi_@jaW@gg@_hzaVM^Ene4`vyPj*P@O$hz_$293==Nh5+Zxx|wx!B|wEKAY_IrleR;O_3wP zQ4>snQH2h91(vSAd|CE54=;}#sb5(M+!mgMa^-pIWI<=)wOpCwij$8Ws`*SWbOpU$G+c|IZ>d9S~x+v38RBy}4> z%DH8SwyCvJFxF%T4-)?JziQB4^W?f2N)fabuRfEj?mJV;yLpcQen+A|@OHnV8lMI4H-VjKV`no@ zkJ~dNtrqUW?2#Q*bPm6^%9T;x|5Y_!HdGntIq2`%xj7}P)zR_|2hRA$YdB252g`p@ zsH>6RIDKvN$tEVcz<@CX!Z*CJM2kFn5DiP3+${9a?~SW394Hj-|CN}_3<|C5HhhD9 zhj)i?>w^93u-93-$K7}J8KdMbL6$`EHt8UK>^_6@vx)qV`&#N&K!?B{VMRagnIj^&!&jM-}q}Tr|9WInZjMp`q4vTZA{EY1G{4 z$frETyxP0vr*=9eChRk8^~)Z<^-63TI~5pmlZ zn@aYy8Gr}o=6!kDUCF@r1fh=BNDlU;^-iqixjnK0$78{&y-E!%PB_#AyRWQ7w9zpz z0&5;dgr650?e~uso3KjI%?WgD71`{pNp6DTF^ABn6S})aMRgl&Xr~LG4=p{#y@<=i zs1ZH80wP`8JM^r(`#Ox!w-Aoks22|Pt~Un~)-6?4@lavalOu{nkj(X`$j=6ub(#ri z&y+GdlesMowE1loSBwdstucHKP8fYogzt8!?UbJ0yrul#Mpwjs*(e=x)Gf{J3r*+e zhkJWlEXIf?a188M{&~iMb=M3dLMZ%jN4^*i zy}jt`X+A#))Ak&C(b*jqCoe+3RGF2O;Ie&Ibj~CJ8}ahIGPwrOVSBk^y=a-bb;PLM zP6vfY;sn4Xg!enhHriLbp;{ElmC=Gd3S2{9=B<_Y)g;Y4P`t2iwcAyiJrwPoeTzV= zocBSrn_t6QHT+Or$L&;-Ca*`#VKNvAdLvc9nJo{#zDlm)1Q$p-ydr_t7~jYyP%d!% zzZDNi7exKtQL>mjcSB_~srw$>W@hHPZg<~V*0}i{ND2xF#>b$$tc%jpzJJ^4D{m7L zqJevV0wPbx85{dGQ%+sk5crN@ z)MoxnIn*AB4m9z3NZNokCI^(k(CMn2qMJK(Zr0l3D3pm3P|9eG59{|h@sPBvZmMmVFJGyW|llS>KkIs5$<}cirIw@c*f&Ep$5Cf>atGzu>>8>*-*s6&}-0E^Z}r z$|EBq`_Rp@r6Z+$nuRRWiT-v?QU9d{my?R!FB%#e78Vxn?t%`&U1i&|?B+Y8nX_*2 z+R%m1CtVn5XlUu~S6_r<__(xthWDqYre>?r+`G~&;}Y}B+vq3B{)wU(5nheajU|Uf zvTIPFrz}iEq>x63LmL&92K5DfL&Lq@-FJVyt1a0&-}9-et2=G{TbzG z3^WH<(C%kP3hnLhhoaY2S9=|gts;`k!wYyjl7h$Hz5XwQnTRnH4%@N?|&(6(73;X_cdu3}YqWLIee0G-o#&Pen zg;8#vOpd-G4G6>%9s~*xN+cs7@O!ri=i~4Id+7r-UGcFY&CmLkKW}3~QqolfDeMp&~%f~aXC=&ZL1^| z->ip5v}muYNAA(kKqBjV+NnoWV~vf{@=xS3Wa!{c5}|uOetyE3Zvm5Evx0l$5)z)D z?vH1~UWK)O8>4zSya2iXJ5ywEM=J=MyVJ0jaG#9aJm$lRx!2a$V`6cXmF1F?JG7_} z5nI~ZqXASeD=SNU|4-NBRR?{N)2_XJ@Bkq(C9q@pfltM=pV>RIA~vv~G#5b3vNI%G%ob>d#lvLvUY& z|C?52jDLAYuQQ5_vmA6)Sj$vioEGQv`1<;@IStE9D@w3&7}EGe=-QeB0nt`Hxk<>>I2HIVt*27J}c5BeG?Gb@6b2>Y1 zZcam%mfd&|O5E43ql1{+0?xckFfyjLmTMBWyt%51UFLD)S1bUXsNFVBM#bGN&CI&Z zpfm^8qs&3uJ5UECGv&I{;(G2E$o@_=6cp`!eTYPE9v-cMfrxtt7Zm?ZJ~rIvv`JA{ z2qeGl!Ny%F20s1yEqEPL&IeX37gahG&_Rz>8<{2Q&0|HFfK0B05sPRHuZ#{3=9Mt! zM?@fn-Le=D5|n3UWfUPd6_W!jx98@MI_Yqt$EarXeQrBzmi-i7+xD6>uqTEq6#WCF zkIc8F1E2?!T%@FWYt839o^HQR!u}vN^aQZr2YkJebT%X8L;^b<6%`{(ON=YY(0ami zuLK>JUn3(Jv@8TGR(5uA!*6p^MK>#uadB}oBuU0?ZeC|xbZL0Wfd=|gL|lRu{zkAk zWaz2a_9qVCzn|V+E~g1wzQt|rOC+}&m>&$!UE(GjFfd~RD-*`%XYuv6>K_!TKX{Uo zMlPtXb=*0P%F%=rlw&NkJ)=bL3|uciJKb0vyPh1mOXIR*Nc4Ko>EFeFYrl4vuz~%? z!@+^;V7dFq;w8@iyjNV_UP&z#*3P@I#M1CFnd==74?!%39*hgZS2=o;Jb?2y#y4_&ZGW*2gsO;ac+5LmNyecU(=5ivSDsku{ zfI8=7C>}(cu0za zQ)RKpN3h}RkOSf0fFj_i_;{=z7rUizFoxxZ&}bu2u-fXYYiOqUJ&0Xjdg$tv3VY*v-kA%<10 z7jOC3PNgGEN=86Hg`Z!J(Ll)1;9w(-*dN3r2lNQPqtG@bqq=03js;+68Yhm57F7K7 zjl}wZ7|Y-PijObJcPT8xE`>zE3DfcDPZi>$pG})yhmU?&03{K6@tDXjfEofwbv>6T zKD)awRmL4@%mWJr(Au52(CGGl1DV=|jNed-4^FVqT~Au7Q~p~zXu#6BoSQ33NfCfJ zp@ZXX`jJ;jx2d));N55gGxkKFA9dT@(ntnKk?p29;*Qf9GGIsXaJLc~b})5&Pw&7)1Cn!@!9@$(Z~IPKCV z?gO};lAq*I&;2`Z>Ob1qKLp3y4|^1u@$tr)m;rWly?o3FP3B^OA-BT0$_S6hy&8n) z+ZM5Jj@*#lQcO$+tEwzJRTggz>V(Bx&{0uI0H&yOQ%^3?pCmOw2ra}voOA){EFSN@ zLiI2SvY2!STo0%c5mCq^w{^e9D$u<#L(^YI^sLq#k4^TrtwXkVx1| zX(_2r7z}Yiu{GL`^U9%2vYk_ze%KnaeONk$6#52apTPLY)(-B-Kfwpob_##xzt5lo zmO|eVi{jzY{?+|Qa(Nrfed~bh$1o#XQL9wFHlwBh$p+=`YUK8itESTMYnCNL7KV%6 zT)6~;hTA@JPgHk&h-F2J_((t|@$lK>{dLzf+96>h&qfT%4r&1|8`T==sYN~EYe%@o z<5`G!r3D&y`)Bk+t*gW8-){JYO4I<$BJY z)Jd%%u2jfkm?S$_2t>gF4Ae0y14?C7S>|MoV{o1UA7u zmK5T-(1n?m0QP|IS-Q*Kn-YmWGbk6{0-&1J36v&R%WP%VtR4LQ`@N0>i=eodxOht30x{3;Kqr1CH9x{wm3lE#$cc9)*LjKuRXyhC4FHmOUl%E7*2P7llPr=9-<)qfpU{D!Loc za|!)NSM<38^+|{X>Pb}XcKTu-wKIl*EwHa1?r^lgdo$C~2axAI)T252bbT~X+mQli zATqysVjbH!k*@f}{ZmHNE%mktj_O2Y3Npu(7{NBxZOjvNQ48**Qj)I!I{9yS6 zXWf6r(0(hsj~V}$H+%H)GKsy*5S6Mj9$JE|tLrRb8OE%R5BGP1@N|EvQ-XzU(=J(< zEEEhxq#7q=!w!uYQ_o8VglJuLGIQRY%`W2Z>836b$s!z;2R}Tf@GFqp)%MV+||hGmsf4M>U5@ zUuU%{#;DY%^6mK>3|c0y06l|YzO8_e=aU;vgYQzLw3RT`Jua0;e!$LOq14L&3z&?) z*I$K%sPP#SE5A=11t26YtF@!K=eHhp&BFCg+YZcAHP~7S=ahj<5^d`&4N(zCY)}66 z0(>!5r1z|5y-J8x-kU5eE-5u9AAexd8sPTt%A>uvD=Lnpdzp+6Cw15x&gU+5lyR6LOxaHcru5RQfdmxk6 zO-AFK4h`GPDCW*i96C7@2n9u_`38xnh~e#Tuz>>pt5@x@<`x#L4rcT|13)Qgy59S& z)ApnxCs(1k!;D8w5s{z!qqvy(cu(VD791&byHSOX?pQE<-4kc=pUvP7{-tds6VQWB z&0Yhb{P%UI{2pvZ=+RbI9vEk%prJ9l*b#yC)l81#=i?K++X2TE*a-L&pEy1}(3X{n z8yH0BHYdjY_%S|LRGv+3WoJk&jh@P}+aMcDMGI~E$i_AKpALWWVq_>3H}QxlOSD+DJntS8ZYb_(}unl)fKt$y1e2YrTmm){(XzIz1+gY)k z+J|@}*dF3Vw6YA1oeqSvI7H|vYWvv{$Qp`V0fdoQt}18CZnMK~_1isMdN=Iu{mUqBVaS5@Tz3I#xA^GpF!c{!=Bf7@Gm*rDB9`s&dB@c?kI{3mz;=; zH!>qW@1&wk;n|`N>&V-F#}K}fqG4nVlW8GG^htXCQk07LyeMH>TUc0FIIllYkZQ}e zb|7mnz~^#@{x>mW!kG9#MK>m)(gchC zFVg|@QaIuGKi3S z63$!a&qr-Wytc{%n38p2Wn& z0;H_}^T~{U1gt5AC~!W9Kyq1Zs>{lPnFNZ)tQYkOK<;c?8yh8>b%65r3lM4+mdD2Q z&CDLI+n(LeHhw+&L2=6c`&obmr$uaUw3C5>0TGRe!(_4mpeEJS)WmfYpb%P_85yf< zYT#>LtQcrZ^YfbWEB`lQ-cRBgYBJg%KU!}7{xJ~$j)9qZWMIJ8TN^N;P-Vx*0JS`#tCo2&VD3U#; z>4cV_!~Z=bmT~{`y#rhreGQEIzQ=%ZhMkQKa4UpZ@v5&-Q&XpVJ~`v#;XIR4}GbhpS+qZjoXrgX^BWmO6nqQ=Mw}7Q}2C5TwPstbS#vV3_LuTB4F+(fngVE_|udY&_CP;BkvDz%K*eOz z1~^Oryr^2DzPhzlKur>Ci@sQ`UT_zTz-A;kPfa+lfy*G zBY9cmC`&4c5V{`qls4vSr%i>V5EYbHUq8FBK!RjqDCyJQujUK79UWDSTcMWUI%ZGq`;D^5y+|WDXmN zE&$2X($U@D+_aydPw=_z0TsuH;57-;FF6>s6mM_n7SKj?CbpP}ET$KOAocq1&4C8D zCx$S}RlkcLFgk%)9%An9Yh&4`%6WrV=jX~XLdx7A?gUXmGj!omSz1*-%wgRbI}_*7KIQb&?ziQ9I}`iAm?T zhoqz|4UUA!i0+Gu^plEl-y!_kS*|Z3S;R8>?%UB0_MeK13Z{X=7uxwVI&>oD;epxZ zB{3#pUm}B+pJT}AuzF^0ZhY`BQc-rtCGqr^#ixVL#pMDUATnFv7**szs35o%gY%0EAVp{8Zd&wS zdG!#AzeY2hg6i1*{_TOs$!ac)kloDu5CM*ahK6!<8FUeU+tRj~bp-^6j7ZFi+FF;r z!mj{-<#2E#E!kt8X+;H|4qKd@5f(60AKIH5QAp-e{#YI=Gb^-5&M6K;r2#@W;`q1N z5TWY%t2>-J zP+sP+vr}=fBQjnmANGUg3T9h5VeZi4=K?23w^p21zSfcZ%(iPaoOOlx2M>=Wz_&4+ z9$8pG5BTZqtgMKHg$#yMoUg8~Bo41dBAE)gfmO37*h)i6X@vr97UFa;yE-CtzqO|# z9le9o`#{L9R}uzs>h&-xNjfjVXlo%wNrw;{8<%=`P-j9j5c}xa9ozxQA0XkE$@v|s z3g37^WSF=Qe}MZu_y8^v@Ku0!M)kY*e{)$)rndri+ZIc!JXIjei9<1}D=F36?+;IY zri%vYTT>Ip(r;cZH1LA=2}6B;kvm{6_AcjYO->= zWXK333Z+#yU}BPWeR#h#ex?gh9vGUMu4qQpY!~x0UPNRRAQ?0ZSP32MSWE&dP&+fA zujcO048Z&JggGx8+aaMRPLCKeMnTkj%WU&*oaBctmzH_}pim2e?04{8F7@Ku#sO%9 zRM;c7&ou-BPm-N2ua28S;QE=~ZL>T0=H{l#P3Qp44lt^s13CvZ_Xf?0h`0#Fw>B35 zGfjs;^lezJp}?46(b-So5N1x!Wp*|f_sN368J#XBM)r!&+DH%+3k!w!d}_MKzh)(R z`7RYP{Bv`M^A%D}Op4Sxhm{jR-b+$mgU2o5EK>laVuw*Q*VNE}he@2aZ`?yRzUoCl zSkv!13q&QvCcN$TLyBEoSh&2nh*Ol8el9L5l9R();0|UzSYxu(uUk29dHdF8ety0Y zJN`Eano}A8utSK6-PCZ^)zyd?wcH%dOAA_|Db|ij%g~XE%IA6M>6iD%Z9Z|wd3nYe zwnhl@($bo0_{>bd$_~#gSwOSH@48~QU5)TU@1#KV2++VzK#(r-$5hmS0|LK~uXsvI zh1a`y$m<3VJVJtQL_`b}R1#A#xOgKhVpvmCv#GJs^qV1@Dm@(v@>^6iWo>OiRMZvK z4BwaO!Yst7r=;^nB!Wpw(nw3|qLU{wHFk&sNDq}IDJYKgyv$Qe$Lo-wpznBiR*l8& z-ruFa?EqS$K`%P%wAI&0O#*%(I1k0Wi46~zKW>&t2YEw#do`b$hy=-tVZ*>8L(9n( z|6oWjC@x-Xx}FaRFzoHMrZgV4%Wi3YtK)Hd8;nC|YFgYo50&-={P|8RvEFDPJv^MH zbHrdUd>}L-(%;#|rENI9jfI|GU9)Kb3Z@5@-vAf0JWxao@LFl`C+!kRb{m3rbU0x29QKuND9tJwG_8wW<~BB%Z0LsIDHDl45nJVdLyv zSXkIlSEs8udIM~IA_4;XuUeVEQQz8s1}cR@29Qiq0H&e^T>Czd?mc#MYZz1o(tiFN zUOy!vA<@!WxVTga3vW-2GU~^Syk5G;)bZWfDL6ZWfrI7a@spAm1fipIaY&@JtzqOq z0LJi7z4b()@*gy`D+35T)hQaP2Qjv_X_ns3Q1|tZF=ddtRbvQ6Z zVNg4xot!P}o%TwGpUJR|q!1WHXxYVK>g`z!Kt zT1<-YMY!ImV2oYI*!8tqRTcNICMIm=b0iX5#q?>D<~5>TFq@Oc^s<;@8BHKBEK!f5 zfgL4YELe~n?BL4l*IPWhv{KTx0LSWjeZ=QjrbFSB3X#;h;-i*WW9O2jap7m5&_CZQ zH8RQ_j~GLu9R0rl4Ajo3F#i6|(h(AMb=36Cexa;!8a$X0+tk?aLc@m!`|GpV&J?Am z0HM?Vl2kM1g|)-=6LEI7wq}hV>DaSiRHOZHlo{mDOy7?O!VLe2NI9DR65i?VCbJuWE;<#yZZUQT`28(!k%-hWYh$)Z3Q2zE8e{WkrgT^$Jle1M;7MBiG{CFI{ zuBH2Ik>XOvhpTF#uMajW(N_7F0O&8X@2$uMmMihg{za3h|Urv#EA{8;}{Zw z>V7XB>2P*+rDm2x7Iu4iX5|HuG<_ z-JTvwt}`^MnVND&_Rm8=;Eo^@BqbBt>%pJ7yM@1SKjW8^8vwi(($Z~OS`XyC(`;M6 z%?%g~OOha^Qc``}Bf9%XLOIDWOV?Z_8K&R9$-IBh<8)%>;)2JOP0TguK3%d4u;6u- zl}f%wDA$r+7CWp!Iui_tAbZgzd#Ir04J_r-LpZ_4RRtZ#Nb%_uBxKz($i8@9v&W)lZ-)DQV{LfRT-z9bkVV z2v#kPjC^_fx=zYuXnqeg-5%C0A1r%TW*Jn7upn#8$<(`?tjx#0hW9x8m0wm?7Q%_N zplsJzU;z5&elaHfd)kO;L|n?o<}61xR!d8ZY->ByEbEge0904VKwcviPG*aZ*UY*B z`*-3ccwp3lj%do^Fo-@WsRLknV&gPN!bqRJEq_=g_EYXz&2s5o)>G=g)xY9>49;p{(()CnAEIAlbX%J|dz&FR$b0 zPwBnAaiGLRL}SasUl(kZDY7qwKu%{N;Jmy%;Jk?IjXtfsc8yfJiyWwc9p>=xp}xLq zcUL9MeQXX_2d6f#gPA6H-9=E)eWPI?61lR_Q04h(-^I?u8*>uV0*^JUqM# z4o-g&x1XLowzg!@pW6}FkYZxi-pfT7ThyXv%k6phP-Rux%mbN#?nBV%Or876+^#pY z7ZBK>2n?~KF?Sf?;9w{nLV2C6W-`U|-@n)BF(7q+jPQa=xIM=oOl|r$nsIMdLxmT5 z^WYE-dheW2{(8fD!rT(y_x}EU2Gg9Ze2c@yH#hCY&%M11e?Ho|qDFF4Q?8CYJS?O| zyV%>y>*$oJ3&e%?#9A&^wk)<)oVaNci>(DuZk}ewlzH;{q5RL}5C&ziprjN7pzVi? z-Lu+SUV~Fyg;4pS5n)`?$Lq?f-}b;n`r|vXHI8#|M|C8N8mO z>i9=Pq_MG|sc-#Mw51Zi(HRJSt7~h+>P%pN#}MYi3@PdDkgBRsZ|F6|T?)8HfTU|d zQT)et;^HM@vUj<&17NmU?j*=%nEQxxs<0ko0Hn{vq#1}zfXBooG6`$qXm?l8a*0iO zVlnKoTOA!-s^#Y_2;S!4xqgOd(}qt(Pz|2? zG6J)SiiYOn+jVf@rGyKvfD9;@LP=JanonQsvJVcrtW_i&GyNzahtcLMoBa48My3>? znRixB=ZJ{*?CtF20f$fBF+NY>tBerLfWCEFTJ3@|rfn{w>$UMRN>B6OKQE~Au0Li>%W?rr_m6rVl4{?I43w#f0eaiimU9Ib~+Yp6$5Idb7 zm@w1-DVyZ{ECR_tl4UwrYk-p@YjN>ibF-W4LnYUxOHHV%oQN9X#+#-S8my4PEP@BEm+ zH3CK5cZ&3_JtsKX+-#WnOC|EInd^ciZ~|^S-BXn2&SSYXoRd=;B9dPGwr`NpahRkH zKvjrBf@LXWpIu)#QjZ|ukYT2x)8_l%*UO%OW4tDbh?^-_Ew=WmLC`gVSyu=HN#fV* zKf1o*^`*_tC6kk4kQ;5LFUS`%vMKlq88ziS@pNINQ&TnL<7@y6=C4Twxzedm6&N~fIH4Oqwd=(dvr0`iLYS28l-apgrTo_nN6$r_mx6 zW>H=8QI^Ztlar`>;t4!IqDL0&cc8HWB2)(Fu+?Lb&|=O-MMe z;o!q-s;Z7RUL)F?n(kAq^F?^X?CK0rrI=st)mT`hv9k6t>j-G8(E20@@;J#zbiYr; ziAsCa!B{>fGVEL3*{OFr%~sAIE-Ik!lK!^c&*RW0y~{@_A~(0gpFstpFu7alfMsR% zhk>>eydOr}gMkFheCUctb3kl1cB0lTx!nZ2p75UEP` z!0u&P@x-(OGrRozb!0UW(pcpjzDZRSY9*vZiL@ z6O}BieHl0Z!Yf~`L&wDB!uJ?8jCn|8zkBN=*f$?#J zkWk0!+S(G$YyTR~@q)r}=zSPl&QZt zoVxunU5N4;_tneU8CYuI>`Z&q80@1D)Y?)5qXwVjuSB@ySUe@`)mo3;r7jNS225CW zO-*04-%&c%B_(i4rXxxT0w1`^w!Z9?czA%t#1=R>JoFh;Ar4GLB+#n_5gNT$EDlMm zAA9p`QI<~TymPhBFl0Y(adSAO3ljTthG0w}y2JxO(+le7@~&wH5eQ%h=4aInzv^O# zes%b9$)~Nxy*y@}27!d|QeZI$aQ;bPq6H4SUYu<*W>$19E!pf%TF26TBnC=;HT+nD zDIOA%6dljUn!P=YiSeiM7I$9oQh#Z$dT!p<8}_O$0UdMGeKrNr;|-oZX~fohtX2@`^n2MzzFvpMCesKaPK6qh zJ-v&RlmmdOzwM8<_4mIrH^+%~<9PQ@n09kCnwswUs?M=597XvD2erB>mwsnXq!6~* z;@ww`xqza#)S090{RP8|+KvnLyJKTS_)K;SI@_;Fd3J;G2486n+kQuSu~mqCe2Jb& zCKn%;slDKbW_KC5@P=o|{lv(?nJIIDu>!s5Nr?x#jdr^QpS<0dA!KzRqT=%MWe9jb z{+%@^=cs{xQtf&QNM1#S@au?2aryI)pFeqRD(p0lrq=OX??olNKBn>w_4V-!KAM=A zNNEx;|N1q&>{*?itqcZt<;r~*qa4rr6*$(hmu6&YYH4mhF)!$rcn6#~-rqN6#Zy(~ z@gn^w!PB9q^}<r-9`O4ZmNK3+_3iGx4kv4Q@0_)qoU92L25oKGlalul(JDE(>%M<4lv9Wp8DR#@ zpnwrYT~81AVd;c*eVms?mE0n%}*54xS5uLsjeYwh>2rqS3^eo2QDv& z{KasDJcDHXWJFr?wvaUEQ;XG@0X10?wax%PPfj!&M=ay(OXY{k?NUUJ**=dGEVj5P zsN?eekbOj8VssP=gAaree=D>iVA$5+#=F@^-nLvt2S2uJz{>cmj;fh}IHcPlU%}|< z>AsOx&S1&yT-(vH`Ob*2(X<4!K-bhA`(Y)8!S9%vFHZ=j z5n&t_K}Ow^tODM^=O$ zbr(+j1=xdsTHU{wmPRiazh$9$s47K6_sJ(r?(;taD=BGxu0Gr^2d4OY>q%!ZU|PYL zdMo$=M2`#9;QpPmKQ57A6n7EO*m~Q9z8|VmYe{HMdp?~XyWjtwn^R?Rh@UrxWxfjz zqg*13zbTrVD|n~rQCV?wI;FO}n@3B?+tQ%2c!tt6_If9WRBNeuu1uFp?l)6+A&Qi1Dw>~+t( zp<(X~P|0aiNjhhX<>e1uuSk$kQGW_J7rp=3;6kiY)E4>TwFb8r@)}8qRML~oarRYe zUtoS$1WtBY-`VMC&hxA1^|b8FSRK1>6#i)5f!NRfuC3i_dzwS$7jQUjEU%2HO-a?3 zm!BXeIwP=+Ri4)5;3xy4I)zWk^5M8P#o3Bvl);JKb|0B0tLv57276%N;`n&)`1tSk zc12kkNCw68#dkC0z;|0K6e5P=)L^=(m3TRWpwl0MAG+84xh;F?=+Xfrs=xteyscmj%KIU;SMGrZ^O+!qSdK|R-PCfr>Ao*ZMEtc{>x&rK*GH~D7-`EsQ0w|@^5TQyD3z({ z<>{PHv*_v#Vy0e5d*8i+yW#2K;rZmGDRAs(hTuyt|fmXq|gWI$q50mj?)(eZTBhL- z;#1c~iWOH=D-6TjA%7W1L`RbvPb{x%4z8;~HQmz4P}9xxZ7a=|?`o=B`FUwPjuzUs zwi6+*B8iEp&c3MHOC_vsOCjl;Iz_H)J&E9|AmS<(WSq_L{m8JPre3F&BbyqA%1-w6TZEp8Q)M)eiNemcuh_b3_=! zK!Wh*CMV2520MEdoR1U$+OepO;SmE}U8uhBk-7(Zm6z*^c=epFBWe8>8|7VKI4LLB zJD^JVsqWzH&HxTfNimU%1n9_v4gcLHbY(d|F9Cr4IZIRwzN5A}(pvaa#XUc-8>Me2 zgXX)3*{jn(tPl~x7xrKWS{Hj$Fw@z|NB`~fhr!IEqT;Y2HW$^}~lDvrDiB@Kl;kn@u|bB^_WQry-rfvUR1bX3!2(#ZUM(!c4*RM0FUv9r_-2*e$GzF2K494= zz+#hEs*&CD%(_k`q=Y*GSJh`Up1mF@(e=p!WFsT;Bi05dNA;!^x7NXt5uTs=qUBh~ z0!RO*evJuvaGlIo`8Yb3ZZDS$I}jy(Hb7xGJj<=<()r%p+`+8XD8S>|`j4KpqO2_= zgw91hbH7_r)Dw%iGJF?I?t=+pM zMScHb8+oqOZ4^+Z{>(;#iijqp> zXtS>uK!h~!s7BG&dV5VloCBcBQn)Umv(MhSB>*l2_=NRhEj?#lW&5fmwb-6VYsN|; ztKpOWJqFSnXXhJm3FGH&qU^J|wK$=Hj6*kS3q73$#8J7}EY-8HoJJ}Z0i0uF&va{> zvoR;OWA^3#;>E^u#y(v`F zO;gZyE!~|WWVg%F{_Re%M;qY#cYo4CHkQuoeq}0V$LgQER9h#hp|RiJAMo@n{!T9S zEyf4je+hAM=TizqF(eTzOm&u4B)K^h0!{}bH^&Gd)mLvkI$U4BGD@{ntm$qH72m$=%cCDI43eWUeZH zOQL@8SWH=kZdRJd!Py28gmG@dtfpovm6Kt!X;;Vhy2XbVt8B~G*47jBx&gMGlH~&% z&#t6&*%c6?rly7%bo@cP(@xLaJjeSb&N`ZYrSR#$Zp1787j&E$--d>cpuYOlREEeV z--=VqY%SGWl*ufLL)mu$>;@YkO9Q?S#h>B}>uPKLplkzzgYk_u!8VvjsA7(Ti~Djl z6)gPHI6r>IV~7dK3Z`l*E*4;CKlqh(Lx{iEb~VYcf|A!#qv~~z7;z0W9W{1a?VASU z_XcW=l{k!sqXIhC8jEB=V3Sr;bNO^1(Y%oO^pwW$a`H)m>^*MB=uh+popl()0sNls zj+weT(e%?i_?A{Z_Uqu_2XG!nICHMK&}l=hvJnqP>HEtuUx8p)l8y=077nFc-VAYc z&nPY@pLP&ihsF?@O|CMGAroxYWW3QEQ4OB^jsH0Hr`Y!3TT%Yb1*d;cRaa3OQRcy> z$j_w|_6Y3Jh7iv9py{No`tli^QI2g^z=VqbqtZq$RuEVQajbY=%H4*W2WjJ|uBx})o7!oI? zAWUExay_alXm4LgO(pwKpTSymG{-}8fsGv>1uP)pp+EiQHb}pT31#_!6Y~! && zkICN*|A3T@Rsg$+d|iF_QH3J{a!Wir!u#)$;shxBc?0 z>Y6EY^AAKK)dGJ|XydC6BL%zX;RtNckYL!54-fjmWz*r(xSZPPRGXmy8C>*i72p!& zwHr-r_9-c{@!_tnQFs1o`+5xlAp6IU3$ssQR#G8J1xDAg6d&1*ThBHlEV84;zj%!I zXYbqBazwFf4GW(vE*^MX8ar!hG6>Y6Ycw4_>$Mja_8%RUc6V!$R?KvE4o*!CkB&a; zUlbw3JuNS%?--YkIVZ|W#PoNyw@XU8OG>_}7Hk^e%^JgwKv>ba4v`L0W9BC+J)t{t z#D~Cbs8+mi3kuFmIqa>Btc11(1Y{Q!)aB<_=83~8Az8x9w1||)2VQ|{GSPo019%g2 z$tDaaeRM(&(}$~+oSgrFDi+;#6hRy`?fHHZ5(LA0^|5B;*{-gF^mr4;Z((9qankk* zV;YUuZzG=ovha9w93CDnt59KMGdDYf6G>pmZSwc6B{f*jCu%rPI^p~+%r6MAmkS)q z`1r)Ej!*mz_4V`0GN|4rvF!||Ea+#698sv;xFANmX{O0rSS)F$w%1|mfIoAVl9syn zSN?ZMP^c+8k>Da(JBscarXXo`3#Zg}pl>)R)R*VNO09U)!FB%rk+7mTOGWid?k9#H zmM!23oYCJpnyF&oSQ#1)tD)`k)+Z;e2^EVOeBp1&QM>eN`RDf<670V9aR*Pgl;1Wx zyTB+{jW|-R_2#A;v;(v{+TU^C?xb>7kmIbZB&>MUhFI-OMH8D@zpOPkJ6dPCX7Jm< zPw5h{Ng$_QWo)}V2i8HIocyY(-o(G$fjNPa7D#S-bD8A0OXyS@U85P0PvawK@hzKMed2VEsb>nL{gT zLj_eJKt=W3A9Z!(-2PvZ=2JizS@5up>PRd+@$hOi+3WB27l8)W-;6B&Zw-lw!vUyA zBgaPNRr&a?vKee2+h-d`J3F_Hd+vd06nQC%jA&&g4;H(B*Oph%+t0)lx<@NEfux zMcpz@lbv1e=3zuXOLo9g6bXWT+g!MpdYuFUv;~H*FByPA8~M9)e($cLV&&~!&Thh- z#%fp?7uQ;G8*Os>2>k$l5<6%BM-$(RG6wUJy73!oQyG5I(0EM|;03HxDFTJ-k3xOd zu|I!8!+2Nb8-0;YdfeInK*#f3tp_P97ynYoO67NHZ+VPeN+wv$4dJ%- z?4D;|7TT;#qGC8O>-R>2?5S1%3p=r44_{_f5IFy?Jd+%P?gLy>gfKj`@D=D=Fo*>^ z;kf-TAJ}EXLtSV3`s#+6jvX9ooR4_EY7jExRv3(I)DN!(R+)+AjNV_45es_{&dlUJ zTI`WQy=_j!P^AB_3S!<^R3j+qThkE1tlfOohnGdlpESC~gb~)s8W0{4QLfETLh@|w z?fo}ip}e}f+8sZUWX#>ot?l^+1U7X0`rD@_vB=-Lo0&ptYs-o7^Z#a%ojn|$QiN#4 zq=~F9MBuUP>{^8NVWx{};-ZM46VOpog0=rk9@11+b_`+y z9e0~sWIj(6y!WH^TrO4kOY`4|i0}eKJlgLzTSP@gS55^SPXJ5f^RO@cPL2=chn|KK zEj+zLL=@48V6%K==+e8b0)m-r+ z9kFwKYy~<5#(&eVD}2g?eO@d-_HP#!y35Mqk!1ztw4HvX&+ivyO{ru@rT#P3{X(cWm*UXf}2HO6i z`+)fxB7HiI74}g@^&JQ2%%_OGKn(oK|CWLI95OZk9$T;D#l*e6=_Figi8S|j+~l># zP2JriMMc=6qB+dW%;<=yo5!A>p24U@d`<^P;o@RH$>5Q>kB>sF~jX}vXYLc-SJT3?~RUudS+=)3j>42fI)t<2v^)NXj^F+4UIyD zjMS9GMB29(QIR7dsFycq_>+jl`!zg%qM5QV0g`ribK4Vsh`l{mmBTWLIT)Jj>z&IG zeP46>Y&PFgV=oX+uYsnqYyJq*PGf)n(lK#jMPQcGR75OYxNZ;-eBtEW9t=bZ-fK=m zpr4tYg;w1lyH(sp>e^I0^IGqGX>7b3l8J4eAF&*7w99eW5!l@4J+elwt)%ssF8cEK zuVzHVSVW)N*$Vw?3$DJYkdQINpuh&#EtYCP)+CoA8xfO{E9$xnbq^ z-F~{y*d2RE{>I(bRysMAfrCp*3Xg#S88u3`F+)V0ARcZ$AV!mb-|V}i^KxU8nmLPA z(J*%4vu+~>9+~dYR$Jc!6M6eTUoQ`D2M0~hCziQ#?e1Axmo%N__Kw|Gm#lQ#-B8TD zm6ZnFcH+M6s~{uEn?_?xVqvpMN)r>+g|9P$A&4N4fcxq0_Glq7S#@@?B;pE6MWtC^ zU;np?Airm$>TQmaHb&8|;78Ci9T=YoC<%mG1&8h6)KtB8TzQ&fi3YKLb0opY}FZOq~y7w+F78VT7 zp)Jm3BGh8xKe?Nr?)J4(XUzMZ%}tNe_&9CvFK}+zQ|!-ea8`lKX{?lV z@~Qu9Y{&U2L^w=6ztjTv|JXC6 zwaGEaP2`=O3#0?bpE0aGE_fsLlixN@o`;ilsU6f=bZEE!6tJ8>^GF-rIGvlAm>f6V zt!@~)_V1EiiO%-g{(>MnuV!^OtuzLL)P%_A@$oj0AOk6>VMJ_W%KC{Z2OcizL_BdE z*^=K3ptqr;8lr7Wy319Qj0BB51lJF$jNTcU-d4+vh=bmAZ6DtS`o8tkx!36I1Qk$C zEv?9oGb27;-lmq8;dY~ggM)INw(y2Du-Y~>aKF4CI}}Gk%_zc#x$|#oY-G}XG5s>} z(Aygm)SVdVX8#!Rjl!ikWns0+p$8mag*{(V9{p(h=h~~QKhwb#r@1)Q6ife8QBGV~ zT~(Lucds9k2^=B{?Hgo=tq^wPvE{9GhBgr!2ozCNHd0ejfzD|Eo%*T@FK9D}kv2ci zn1k`pmjYXH)!1B$m!5$o+7@64b-%;^DnBm~y^uLJx8U~jKsQ-u=wSaTb0;e2-Jv0L6 z4_p?Vr&&!KpwW=Q0OHk0V1`5^3touz+y9SEaoZul5RL-DG!MvnTa2VACZ-YxXC0T# z%k^g87{hzUKrt$+JQ)*{iBffk>^GDd>SUjpC*U4@d&^xgaXlG3OSs(Tgu>4}L`M=v zYRC=YI%N&k`SG{*_aNCpYXv*6x{>akL5BT-M{BR*pZ;L>tE}y-*aUo9`%^3=AfSb4 z20O2BQg3a&=WRoraQS|gTZKwwQ^mWJ*$Ta1AXC|hMofq`J}&@c55`Z2!s&Bv*WtW! zcR#QhqM9d{pbc)c0#Lh5v%!C7Ad&zZ5ASv>Mz~w~284NB*tnc0)PaqJ6b3q$z+f9_ zZ!t-QC|J)u?d`E{;GJx3e}2&ak(P#VG|{+0QF3~cH-FW);#Jh{O&sGAKb-#lk-YXF z8%f3?DQWq`!-s}dJH4Jn@XLTf!rq=ayiea{C#x&K(-QG?|Ig*+Wz#LQ6^4?Ol+9-E zAK7GD5GU$SO?74#Cb6$D5c-l`?AAN$JkT8!0qB%26FVvNx3|#!0 zL<>Q)YI3`z%Q_97W`>97)zOi=+!1`Z+xq>1>XgR2?=6{kAPDeLQ&VfTsLU_EudZPa zjU*-_B@Jst_}uzn$>Z+P=%Fb5^&AeK@4HckktOr53X8#SFfk*%L}`mvh66)Bg5Rz4 zrl6xlDq{J(<9|qU^28ZAKKXxFumI5A^HkRj}K|{4c%L5^!M;L zRy7S80c_#Z3^Bq&6(!~tUoaVW*$Ifc2|AJS`StbfZ2KdtC@8R-k4V{CK!_1yv7DFN zZf(Kv??=BHD}2WtjbNK#R~L-swt;oD@=^8Y@w(7Pg!_#(*R9t|YgG7})YSK%t&fhx zXyw8?Pt5!K3vY{HW$!T=sP4_gi3R4Jh_n+o=}Y$>?{~>6w+a2{`S~i%hv}Hg7%3?D z=;)k}7iR#<#9+(F|ro1369NC zfEarp0`(&cs0F?<&Mwzm`IsNLk)lJ>G=q@2j?R-5Y0A~SAp^i$&a9G?kvrb{y!y`R zcnmMPUxs0K?ChRmhIO`&qM_9(6}mF3UpzJ1=~rVGUvLg4`9?A^mVyV4*V~h4^J1Jb zX`hIY(2iH#$mVH{*EGqua{ei22!B@kr zvOQ@QmW;u{&LHIEH*k^d19OIY6b03j28bxmkt2hHv8E;CPE|A<0tQH!MGBut)+EQ9 z0v8L~UVVO6@SWM%A|HL_F=Iqak2%mq?+|a^s|7m$^C3UL~`zadir^;9H(688AQo7 zUt6P5Sk27-;NYAMX}UJ#kZD9#4W^Ao^LamQ)|yHB`H7q92e2Z2OfW!p_?fT2;kU83 z+J*3QUA~C9q~!hY-@o-y^=wXkt%E)pzVckHb-3b2;{z_Q;_i+B)G6oYRD0aUR#t$s zi|EhMDNf$&eDTNvf(@Cy-p0GlQ+pF%OIq zV*xsi@;}ywIKoSU9`#2nnw{I;j9=3%!gb%}e25%%UTeAausDojX}^OBMRg9<>k`uC z;%Q7uQnBZme-|8Z*!GA_D3)VrwolKf_28)mkH>leVoCpYb~^vA1D7WTILC9bu@T#u zZ%EC>mz=Xv{Q(qIIGwGHyg2MPTJz}W`oSS~yG`nM?{+h}g-ieK=|(0ozh+^eyk~Cy zUlw3bA36J$oe;Y8OO9(lMG_W!cVHk~WIPt8hDLt$8obVfHKtuOgR2stR$1dg-Z7oi z0+%qDjsqCR=T%&soQ~VoJ^dePW(IX=redlkpk}e$+*HT1I@Gj0ktsf8q#qd==3&mK z@1*@OVi9oHh8VjXOsg~F8G9*7ih49h^jbfBNBgyR+R*@7y8bX!l>WdZ6fp03E3c9r z4s}V-U|4~=h1VaV(;Cf?VP$o#T2W|d2(05ML?bIRgX?fT-vBpubF7I@Dqwg0zN3j? z!|U7C)n8IRNAst5!~^SU7(Y4cfDi?wDegsxAul?$-|SH{K;_&3{FlNG+F`uSrvXm@S(uK{`E z^F~kKpFgRpX#`k%Fh`7cXCLPc6PK7zto^>X{9Y1sv2{+sZ_dnZ)Nr9 zV86)DuF1~!Hz5g^JUyYw?NsDJt#x)f0YIqrwUN}l`=nn(>W)a6x%2Y#8_UbFBD5p% zt3AarxPUNGcdm3HB_4ZrqUuNNLSV16Q&dS2IWI4QYwJU7?6@_Jgu!Ot%x~ebLE9bs zH4$@uvChLYc9ic`SI9^=$U)bY_IspLC!&!$*^nn;n0W(X=cAu~exd+A$?G_q)F>9G zxdx72gJM+X5QT$|*Jm3Ag)v}uBo@_AX3`8kT&lNv1pkj=3r~6g9BZBMJ+Itxne=cl zdk?@Au=RM#Jv%*ugQSmdgv!6$-(S+(3(IYN-A*#<6RW^xs+ z2k$6v&7-pbmDVO0270nye(0}!yPctu!)0=o&r4a`vv$4kT^m(cN&M8`>S`t!XgUmD z%Vu=OHI@wpay1RLy=J?uIW21hfs@$P_D3|cEUotRdbi8Wp&`V;)=8@PaM;ZQZqEJF z)i&?R{4m3Telb`-SM^`=B(2V*A?lR!PhlfDhLllgORz4ck(%97hYX{Dn2=*pzU!y^0|e{j$MQKv~g@I#JMKY2@W zh-imNlkH$;jY}-lD#Ui-U$CvUQ0kKND&TTr>Mb-m%Y-|s-Ha26F@|Abm!AhDy{aOe zbcTjCAkH3vH+A;}`QrH#3o~Oab2e1oG0wB1+Ws^QdthZ*fVKBJ2*2$kW-RW1fBYGD zv`_*36jftjMTJe)+GIqyACv$V2$||?qYmU7NpHKk*1LiP((Ey(|s?or~CXh9g7ct}sD`yzf}ydU_3DB$%7Ws#Jy zJUA#VD=)9C8iI4nmGdDi7Bi6CTb_oZfb#m9J-4?JKe_OmDw&|ygQv7~LfNtQu$P?~ z)@wt1`%8b6fLLrau2Q`9N4&X!m?Tf{vnV2y1xsA%Hux5Z5u?~w3H6Hu39S?QaA<^U zSm0pgCHD9UC$=zd$j4w8XXf|TPY5FxxA^u8P8&x$hN)%g@Mv4#hHFIdk%y-B?96sz zVq(Y@PQvu5WQdgv?L z2RQ%ID}F||qD)3shBK!2iVjz+u+U$_!0lvIS*o*Gkgj`oF(e+p;Wa=@offMANs$5rQ&7)WN-5RY1J@ngL z@;;R8r{d1(X_$!%7G3#;It#K8cKO_ zV`o_fFtYQ71Rm6P$^vVu%gX$MKQ4HgwrI3CnC_A>^AgEvM}!X7>Yt zrv6=m(L@rxs3@9;P$i&E{x#o4VZF1r00L#DZ^uv0(c0mBH2))3abn{94TajcAt$3y zAsmTX(>z2p zy{(OEq~# z0t#93{!CZuOcl-KJ;j6|KFKrkF^9AlJjE%7eR`~kq;@n`WvD`BYt?*5bsF5ViC8(TnMIHsIIGXV+P=5;@@ z5iP~8l~sk%^OY(W*UjfW-Gyu^3w<>3{-jLdA<-Z*CP~FahlcVrn~XJRYp?IKQabRW zc$VQ)Du45Smwz{&gKaTOY-QbERx>lR9T>F0tZ{XhK!5)5pq3tH0(B9Eh%d-}yI8Kh zgihS(`pnlIeNa+lYiac-fnGF5xZM_1w5zKQPY@(9w^V?-{yoJ;cOnA~6O*T`Y~A2s z+?OwdGq@;Gjw~A8QX|cs5B2poz(8+fW~SM2qG-W@dzkH9$s$dN$jA}GPqt2qisR#4HMzN)pp*`r{YrIptMm4;Tx3B8zDc!p<)NsY)47IgiJ-u2m0?Fy<@VTifsk1xn zZj;=`oCD@2Rz3wj*`|pnRuB;wDP$ZxJYBwaGfZC!nPrLdLZ@K%z6{3ofEK#4a!Tyt zGyYl{Tt`AK5vuiwA<40=N|d4Hd@h3Vu#q|u>e4kmk?8ZH^=-u zaXo7^o0+((D(pBJ`POfexr9f3_=Med=OuJ;duNZC z=e>l*A>%~hR|WcmgakAmev60usNCk;%*JsCbxQD9C7GfRG-u2A-9Zd&vEEQ%7IY3- zSv%t$=dZTFU71=C#b;%qpMGzmb!rsoNo=aFhW;aeGOu}kNQ+#>f z3KBTlZ9}+7`ui&p^%E>YS|`(2S8Fz_ts7eon#Z0Uu+I@Amh<=h_QZV7M$w1|w zoE96247|S-I;JPi`6zNIg*|EuMASj2=XRJuUZY&(-Wx~8CK#m z(v5^%T(gc&qA0uV-#aryvC~GS3TlmtOid0|RhRtawt4V>Gi*EdOnRz59h)UCEiC+cyQW)K z@e0nUS#@gYL$SY64AHjJ~@{=3ftBiO}h$#6S^P zpHpWxsZYhrdh=!uAY=!JX|;8n0Rd8O9x)OsnSQ2e8*_U4 z`f=%=T!MnXo14GM$}TJ|F;jmRH8ssIC@9eS(2Nh++tp{Sbie*pRb_H{QC(S=UtD~$ z&1rVEcLuJLU2D&1dRIQ-ofu&K_JW9z{Z%$MHGR0dBP5`3{1iPHS3F1LI@(D-yyVfG zsWbMZeSz?^q$E5fB)P54Nq>V?Ob-r?s5TP;VdD#kE~nJUKZw5X}FyI>zymK zb$A1i8I8=$z}Y=AAt6hh@$QHTV}GN{1Z9l*!-GCfqF_~((uWR$l3+h?7#M$0_@!rB zVZxAz@Go~6_HQ4YoDl?fRD67ohzc+z$Ln(R*HXPv)xvO)m?gELW=>uet02p1hq7`O zp!5b_UZAsgPbeP*L<`2JBJnpUE^Grl=8yBn_)~l^e{30XaX0j4No(9&AzgMAVhO>4 z1(6Jf(fu%w%2%J{^UcLDi=(r**Y?oR&5c{2L?~sb_T>2d@!_!Bu zF$@EZvMv?sSz9@pRa*Wc`z@g>97myhjSz0cxZ!xAW;@HL8uW2R;OqG>Kk#Hf)-`x! z3f#w~EU*9z8G$hrtUlK=d+gE)3vWRCm!H8OAWH9t@+d?;Jx`qFDF{=;;KNnv3VC~` zgU|(-Ai}J(JUd&DeWI&M8HUcK#J12Qu0 z$9sw@N?V|i);l1~>-At6__gD8s`?I|{g>Sqt>*=z$4c{BxvtNzriJKX>pW5A45D z(QaHH_DulOf_Xq3e*5&)T4NHgR;u>p-%Y09>J(L`8ba>KhLAbPSiD%(&=OSF^$iuFl{L`GIE+hHFmca>^)QholgZu#_WR1aH+sLKLNTLkJuZcuCH3!f}5ME>pJLy z;c;W&`CHy9; z(;WN7J+$n+&gVbr&e?eD8Y?j_oXfSfbsJAA3`l!R7GGf~ZIo4Q8Y+EToGU7RPD#8E z^Q7|Kr)?>dgH@6zpuLMz8U#PmY~V{3Jq()|)Z!a5vW|54d-J zr?+g1UpvUyuK2)9w{7@bcq>iS#M8=wv{g?= zfG-NH3tsZl@+9T@W!zhNS*7^sxd7iU6l9{``yKF@Jzwv4<%)})wY4kTdG*bj))!1v z1@H4yn(o(Exr5+JO!DZ8ZzTdUmEh=LyvTi{0uZqalaiA`U$L$FqFE6V!Q0zyq4ZUT zowbR_ME-0mhDGG!S}4mf7DW^{6hsWCcz|xIP;Ek|IJFBGhxgGTm2u zdpCjbuc=8hH7${ov*qdOv$*)~z`z&~&=d4t5Ju{FZuO&E%<0V63{>QZs?#ll)TaGL zH~(on5s!I-=ek%y0xitKT=@!UO#IoBq*8*RFb-tIM5<6${iWS5z$LIe-7ArrIBcB9w>| zUl*8XMz!W9Db_&G5^&R>E2qK1iIC{JVYcVdCFQGK=<4cOX(Q_qT;NEVW%~!=sH-Jk z^F^iDoQKR``0)*{J2U6@|1D?6cSJGnFd5XOF#@}*EPL53ly) zo0>+;%FI80%n%a71&e(ut09*FEJBr{w^~zWP#6@fZS??IA)YI-Dqs$IHy<&l3QG!i zzM7jWiuZht<06~;h4poQp~>X+Wiye%OHdF&mCZ{=AH&wpar*2``tMM;H~Jp&M#Lo| z{lskM)_z#zEz;EIKU{%7n!lgt7kq)s_lM%j1ck**?H0Dw)L2qllqQR`RP*o%7V394 zy{aJLQdm%s`0aiBFGbb}^weRGB!r$FXRakJy50}enZSIyWXK)yW~wREW%6<(%(vm! z?wxuKn(DXM!a^vaj?CDV=H?wyQC59@#eXRFe8qc;U%#qekrp1u`@l6fH{YDB)LUut zMO-sd)F5`LP;$f#M)Nh5pMbFpw=AFt53W3MEL&`!kw->Hw3e5vIXN!)_~SBhw+VTS>24!!oX5%wxp))^-! z4MIYllN0Gwa@|W+f?FsWCjwac-+2%L4wz(?U&h9i`V5nKPVCK%7>3E*YHhV%!ItDt^k5vPEMS_ki-KD8rhqSb` z`Z+mbeo)w=p7|D6FCL*k++Xj;ZRladV?+!M<)jb<+#f~`;BgzwZRUzfOGPZ*?kSxj z|3XCgt%edN@;pST|9F5rjUEb&t3oV+|2TOs>|xxCG|5hJrQPv< zsecUQJb*;V^?8dggB2C!yE~rbdK||1#DuESA!U9}#aEG_(Srl6@A~>0B|qEqkG+m> zT+4C|BCb5SY_)O`z*=`!1i6wssFYy>tq?F%ZyBJwe?~`9Qz-kCL55DJ-E#rVFCZcU zCk7nv2LVYvD9GJiq@&$EJJl8?#Rsp`x^OEB>aNMJa{~ja%5|q%mr&-}4Id!TjOjAN zL+{PaZ4D4L#ooPJtU);-?T?rop!40pQTVASIPX zY~N{uHNN-ck|LNGB9Y1S^XsLh&z?e?rBO5zhw{JY1BvIR1wb?HpJ<3qhf)IND|&$; zaLL%&>3ez6ESi1)e)5k4rpgh&QFCHu!R>sqK=}2khK?a(Y)d@~zshoda(>VBNQurK zeWLyonxBw#8;HBCvXh^J(*n85G&sD1cp1?Xb*9G&Z|R)q{pjfEc&Ds9yapC{x5mj} z@W*#YHQn#+<;A)O1Xi&o+(}Yvj7ujtIbJe(CY(X2jL?znK?uX3ve}*UGRvo)Owhf& z9PK7}C^*=BtN+bdTEhow>PWNm9`*_y?dKO@Ou4#?MjKiAyR+Sv7Js?Tz4keiC$4<% zbgJj-LK|{L>-5*GmFrA$G~zKf`|up(T3 zjEIQHI>?Q8==VHC;LRl^+nC#Mk58CY)@(^hNeMq5MVu-9^3eBkhQXx(*DNquwt|gK zPf#!>R$A=a?-J(i-BUsLtEL!XZ=08=`wb+|(C>i}I+tRG^7U%i? zcI|A$*}>_!ChCgvzlKvA=;u<9vzroW?*HuR_5t<31HfTHwb;y8LNmZ06)Jr_4I>x) z1sQ~be%kZ&dKP}Z5{5iwCMC_z&wn>ICd9%5vv5H5AYiQ+<$LVF`$`Eg^uWrU&wi*) zVNhCZTCxnE=50R?p3lqm+}hpaqr2Pv2e{6Q@bKlQCsxn)Q<72&7mnnX-GiC%lJ_zP zE{Zv?w;>{A`OLFYfX43n3@eV9*>C+Yl*nM$ZZ=i;@89>&?+7l4_9~37_``h-D16B> z{QUH7ZCyn=O@*?4<>r>;S(M~TaM=v~lUfR6P_L6& z`mf_PYNbb(k%rcR5?6YT=i;GDTU{G)Udd3_#a-e4zX?Xbub*$`uiRQpKP`5Z4N(Lq zkr7EK+BQ^F&Okkn#YPr-eT9?BMfaxP$jF8ti3g4OxrKx{DK^?bks_=f2@7!o5lQ3j zZYv3wZK!G(LSBRs;|t#P=;O;j@$U>DTbH=CwS;ib!3i`1muYBZWO{DSCs1ZT?=AEK zg>RFYiOIVd1RqoyWo6FRRmV$d=RI^YxwF=pnLgolP5Xfon3D`2yu+H^CyTypxVxihyz{FNqCYO?AERjR4OF#Puki3KJm8YwGFRoD0^D=7ge0TDkG1&=4#f*;I7&GL5tWO3M^ zn;Qe?uTDwiS~^$pp8mM5zWriaiQ(x9rl@Vh){Fmb%?em7$^xrC0;_fHAwUlQ8(ygc z21fjBUu$+^prqVfFv+?;Kkq_Kn83MoQp{GtdHc_Lp}M7!=PSAEr-Zf7rS8|bNU#hH zoO5MMdnYG2*e+aB7XQlvu*>^tjEooRVdv-7)Z`Q+UZmg?8eGK|$OR-N?Hny!>QU61 zP0c1G#LQcggyt0gA>r@#Q~M9PC;HCT3W>4PC|K= z6cwR9NZyttTTY(*A+>px4c4fjCq^evR+3M6X5@sL4KkVOA&PJsl*Z*<`& zjON?*b-iW+`W2y^0%10ojEv)CW~0glpGekvfT0!kc6K>jDd=#?U%0bP`Yx`3JAfuXKhSTep$yfpNpEI(_YBp0V%wIFpU)Ou zFh59yA;Rh3JZstXGJJHiC6A=-SAH4SpIfdRWM-Ih79qM%s4y&pv2drcdTuMbrF@3YQVB|0=rG#Z1 zzKAq=NWA0q`-stgcwH8pA#EJ=J8>(k<5b|JCE>|lUXCniu8$gZczu|g{uEz?^Us$e zpZopW|5lRVW-whWBq*qr!{=@a)Fn?x#|A~ z!z}sS_a%>hgp|O_$UK6+^ps6U28TY(ygPZ_{Nnr_0$jR~&uT-P;Ku~%D**~T6cms< zj=H)&CDeldx-57rGFW|ak%555Xlm|$DBs(N3DZ@5badR}tbea>ZR|WIegz{b(uKJv zcVKEQjP`CFDzFf`j)CWW_@sa(6P{LwH!rIl*MC>3;K0W47q5bngWmlqeF}>3lHA@1 zq@^7YdWai-rl8-)<|5kpvKk0UNI>G`RCsu(e?8PCb8~b1V=NDQA}Xcl6@H*MNQ1`$ z0!DNDfq~CU^=*r@^$;Pwz_*Z~Q{9%EN1xZj-D4{g3;tLY@{RecVkKl`ByS!szM#Ht zsz1%mxLX5b8SGM&c7@Q4SUrY0;S*TAQ2Okp2AjMKST6Ay=XYJ!r6f zRv&c9i^|KkRld1G;0$^w6p=Xoq6z4H($^c4Fg{V*-Ti&q&!0E!Hc6Qu(3S1M z&}R+v5-$gK0hqquD_;UfXuey0{HWr51NDhyK}-q(zWutN2tiN~xk5K&R&Z$axN3i@ zDmdxw-N)cy*N_Tqm3dqXZBqqEy44GRc^_G(d1Kz3;8)CC` zD{aLP~QP<5xHO0jT^vsWsAMfuM3h2~^F1lcT{jPs5Z^_8< zg#IJOTLDv11Qg5|^nN*We^ORoFzkgScXn#4R`As~#K2}?U+98yY=q2FVG~5~cB+*Y z*5>Bc-@k7jA0w!BZvW7rat>JDMZ7w8b8FJ|y54B_YMNKvv4@Qlt0^tz;J!Uus3B{8 zc^C#Dt0+>HP?k}*BzQMR5qDb4*_!O_uQMsjlZGc$Y7{_BT*O-9e)!NJ?J_jFyby}i8xYV~0d zeEX)nciDA2Wy8V}k`SM`w$`YrsXR0^nZur7hJuU)J8`B$twrgZKvUbjZekM3uQ+qk zcZ5N!xl-@tF}qmdi6AmPb>S>q|AWzb1TXgq(Wyj19{&U{R_uMWp=E6L+8IZRl=RGW zM<-2@Q<6%rVLd)!er%iu1bf-LiqEH<224&hD@#8fj4Rwl=V#l^p`xCPa^i$UkuP$_}i z9Ev=S$it1)nC0yA@7a4?Rlz2B&f49w-9_&Jr1qb5B+J_!vC zVfD4qXarYwq8GZQpwMsh(bF~|A!1^%e@#Qaz`NmyBJFc=7{Yha+n2c$B(EJwxci;JgpcH#cr;J)}UC+7v{yJkofm}%b!2Y*^H zJw0Ngq8eD{^Yk6gKwg7wP+S??XcPU!r-Ukf@hXiixktbQALIlC(0^N>_4jkhc4TD* zG~9wjL`;Iup89!th=}xovHbpihFd4{%5SpYIDt5k+7Y1@fNs;kK+fFaA~qLPyvO%H z>PVJN?RntVu0NrnuilJ7k?|HgTBLdx{>eMvH)LDCrhxnK_2vMgu-!ct%h@mP;B#H9DzE2s7w2S5owI2dRJNcp$fH-xe4Yl?kX8SB|A2k>z$)TJGlf7~`=a&9B0~c6}Wiv*6_TtEm+*94Xg1`-4u# zo4+r;$)aZOaNurwdgFbSEC(L(tAT)s=rt>GP(HG_>GRD#1X|MG?g(c_I`#Woa*a9~ z9?k@liwFgi7D9MoAuUYSZy{7--$f;$Y#Wa1$zqe6Fz%5WWs<9QJll!F0C3bgABG$4 z%zywkh-L~(K;Y>bc+7zKeV6OCru0Us!J6F+^WS3f<*e$MT<9xxO2gygDE;$nku4y6y{L(9)W@(wrE3X>ER3r|Z7D zzjiC-x{mR0)8~rVO6jS&)Trr<=XEmY3^A~VDsmcz~F3#pUaWuG1iZ_adw zJ?Z|@tb~-53`)JEp$C;U4|*C3Cx;@frt9fK*+6wQt-AV};MA$=XWtLY?S9hv;>pVD z>i_IJ;Nc_d_)MfjloXZmBqZUD>U@h`r|~rkRo2%2t7UQ+j`WM=h{WdL;FytD6(t0t zBkG|qaq1#5Gpb{;Tyu1|+`Q!AEciVO`Q5FPH3s+f&(gybmwX@(Gc**4&8x z2}B>bdGa7L(7%8#K4b$58ITrjRn>^#a+ql!$S7WBD6g_|bbm>@x%s8Cj4UX9qQ6ZL z+})ks%@Y8>(IE$kzst9lkj+DXRe9**Warj-vHrr<*N*|aoFK2@P@^@!Fek8tt|KG! z69%=y#(a#HJau$;D3rx=rW7P#41#*KcR0nurYL({9ly)x`iGjp^RP-C`#U?Url|Nw zUkzo>BvQkPb{Sku0So(7DA;TOwaAYZI~+;|BSq3^zrwS-CG><6mK~t`93B{(nXk#P z>)yr3$LB0ncR9Yb>S<}El%MDULZ|=qLH;@fOMc^pPqVw5kN{Od+zo+fBYM2CBzp2e zqZq)@cE6%0xT#V0HatJK7r$&;PPMcUY8}@y=0Vd9!D8^mhHLIl3Y+y}Zngm5$he;m z-vg5j)Mjk*IF-phIz2nxKvPwf(PGK|zN|C7xEzB_%Ec|K)KpMBJip=f(r7l(nEZ>8 z;o8nchTVlWVxSKmIx<^g)XvDr#l*xwaNz&Dj+NH?8+!ov21wsTBZYYMm%Ef#9CETB zXQUDGP(fR{ap*#ZB5|~gjZ2J;(NozqwS-(FYkC*8hxzsw^bc%lcfA|}CO}UwPW^|c z8fslHI}tHb8A~#o@}cU=a&d{7Ty1rBVWY+PjMRguROB=pT_)3PB)?2H^>Kd@8;0lf zd|E5aFN;fHgj<4~k>w8#9@ch-ih+l8+#+D)1@>>o4Tkid&JHrQIF(Fi`X{exX4VlT zpqlB|ITT?(BTh!>F)>j;66MkNug?uY-ZG014tju^5WsMpD=C>q#sMKUMH|4~?S?`U zD`}57KTV9_0n} zW88VBLuR^BQC`9NaXrGD!SX{%SsD2T{S2CknRqzr^}1;}eUu6p6~4N0OZB;a>)ICa{)arLT4iBzJBh-nXBcer&&Ech6%;bhk4#w<@FAmt(q+_ z3@uHrtXNtBXPvH>`4k-i0~}tb^2Q8EMLFb;m$=$P6BufDRX$64qf z>uF>pqM`APxenKBnk@JU2i*DLe5>cNWou__3_Y~}`cr6>g18_|p*S!oSY8-^=OS-W z0t>*J#S14UlSx4VL|qJORk(s`!4PRcX;r^2H!y@(sVG6=JrFiehP!F5uTL)hUZUu1 z?d1hhB>HKi{mZfkc3hV)m2$$+(C67Y2J#Pf+xDbz+eg%JG2eiw$(5_Ctg!#yAm}r!VVc=k`D<4RkgeJL7+!8-S+ws8yRsqIqe)Y>mE$3 zq+&t`e+*}qHJ4LLlMe=pb!r5l98OIoeED+r@W2^6|49J>=MU5%Uyet&=i$-Ni~ymc znHf=^Pd-`ZUf0lxL8dTwzeg=5XorSgA<&KRT)DEsCR7p^U*VTkF`5Ab z6+xV#Sp(rlSuqv!M;jXl(GRS`r1_S16}p+2UxL2;myHu^l2r0wP_;ygsfsu(%F1&rCJe+gd?TISrl7CETKt9$e6f{>RtX zqck3l%heKSXtE)VYpYV(%wI8nK-2)F$7vdkhxa=LQ7f9iaAV>UGA1Uhii({r?#wr* zGehn%AB81|e7^B7kYM>b3Q&bnV9H&9B*ta;#|r~*&nc_TjzMR|>C=kpQ;Jx}$+j%d zm7~4A`*E7d@YAaf6*Yi^(Lsy}osk6$2!mrulaHT+f=nLH!YV2}!jKr_&hs=pUe|U< zPN~%0eEVj@XHFlssMp=?+j+dSB!o%%1zs-5NkT}59O7Tz4UZ%%r|j(D zxbS$rs-|<VV934h&`Y*olWAVNn(n*$1yoo%q_y7LgN7POCHnpSkAh#o z^a@+TkYkz44E(aQva%8r8v#REz)H{)s%AH^yY()r5Ew|HLi;JBSLC<17gR`yD9o?T z$(L+leh@fmX>A-U6k}$jX0m%USJuwV^g~=H{Tv?Ts$|9wR#4UeY6?i{ST6*(oib=e zJ?(OEmfuT-(X8+Q-sTx-#Oq#17;zv}&Qg>i)(#w5{k#1}WIiTu98h^d-Yg^Jt8e*` zud;$li`C(j0Sp4*`1m6&RWgmm>S7`-_wXZ!^%qMvllNPyukY}Iu_OdA3)j{4o2~yW zare@2+#TM8gpo)29-BQvMUTYp*U8QOIz2OA0reuc`R{&rqhJhW`%_X<0>-Z!7?_!h zE;BoOgcZHReIWppG_0m;S0M=@LmeOt(rvgq5-nuz7O4nHqLL`9qSA6ulH>gL0XPY6 zfcywFg!b1H6N6t~Sam$k{S=^9uGK;jeA#=kI`l*qm6DP!f%#z5d`W=1hE!mG0R~-h zQL*>?5C%B02<5z_W~-~nn6NN6T|&h1{f#dIPxsiY=y+^bIn~vwgb5lDLUP6 zZw`hF=iLd}NKb`0wk7f%1i99P4lS0KKNinh24i~zEW&jtKR#appQ+aJ4VW!>L zI-(Nbz2Si_F-`Gr5A)@K_Vy1xx}B>Wj1L?FS0Zlyc&8=ZuiNyja&kmtvD*{uBHoMiXwH1k5;2c=)|4s%xohlYNzv(GXxAeKm8DvZ5qS{gMd{9-I<{cD&12kPR6%2yf@!YibkO605aZ9!|1nK@M5z|5$K zu;q^>=AzG^A3tc0k8O~@Bf!`p*YFPPdMV4sI=r{Xq%1=w9h!a(#m@+PdVHYW&4RS^ z2@(~&i|yET$;LbS#3XU^7;~J;rz>vv+73oE6TlDpZzSS9YfQY*s{MV6iHQk7 zkFKxwrO82vJboqctB00{BLCsI=|whY6%-igyD&6)+8ynjzZw)2wDbIR6Hr!NiB3|OcW~I=;TqfG^?q}ulbP0w2rk6ZUjAFTvAAy=f>GygE9BTS zC5@Tj(Dv6awmmvJI;Z4N+3P*a$!Qu%|F`Hj!dGOm;XXnn3okL)H5K+zg8#Pn9OcB0 z!(}mlwr`^ouJG43)-f=$T%5wXTa6<1>NizZQnRvReD~eO5(+6?ssMILCB3b0L&x@S z0<6Yb6#^PdDZk4)&k=cTPclm-XuYp%T3@+;Ab|c`6kuFet^Din4@`#vQF0qZ#8%jC z{b?2H>bzbVVn9rDW3gg!WdXc1sYA$*6SvP{pKPJ9Y1UK-CkI%Z067Lmct>SN6qt}-b<4uvM-E*p`jsb2LQY1pU)T( zMCFIY0nXa=bSz1k$jHdrv*D}6goInbAzs%9Fm#jaQV)>Bq>e6X>xUod!V={b#{ut@ zd;app$9mn_`*L#%n^lpT2J)wjcDF0T@Vp;&0|{*m6P%^B^@rK}3lO<{E=~koZI6^< zoE$rWm%B#P_TvHY_cEpZhEpha5SW^3piuH*d!;L=l9C|nDkyf$s--o3brlQv8;YL9 zj`ainfO;kt9@G>R1#PQ;M~@~~R=zkKigOaFIc14;2F#9dvYmLcr&XhyPc* z**p^y|Mi_N62wY@-*CHz*`$6QpF_Mphgt$hF^R{+nV%8PPQN|~owK>?dKi#oz=QYC z3?~W!>85FGX>@GI@P22tjVLoEFkQ7gvyzxxJi9W=!f*|gORHqrV4OUP zb-}{I)7-Dr`GzdatOnqaQE?NU&ISeskPwhHIz5|1`|WM5s;L>{l_w$op_|m)|Ke%w zmsB3FmnMtl+W&eN>?bg(^MzkuUIeU2yM*WBLm(km?k73{%kb5PTXps9z(W#3TvZk) z=a2YI&yO7;6EdD@lC@>iGw+Ir_ zhmfE^g06J}S7gZaqM$Dyg=AJaqy@04f~inn!d%$VcC#)Uitcvak&f_wT(|@T)(nK= zPNhHX>w@)v4bk~}r|ybOs`-t^`iT(CYd0#NsHwc154peq_N#<0uVIO`WoL3$ln zb$S}sk5yIGOgZK3p~LmwN-Q{7f%w?CjZJMC7@Fdd|B!n_1Fz^(KUddRw}bqUcY2#H z0&0}tWbz5w3T5eOJg#_aK_Vu3*fsH8r zaw^NS^9g;JF!eBU#<3Yc=b5(?*e@;-K^;t-sKSYB7S4(IY@D;}H`wgWFhw&Y?acj%Rz^&~^OvrzP zPJwS_l@rc(VHs@56|~2&-;~I>=;<_DYmL^M<1<(Z!+LVIc7nckb#;+SBa+)v5^x5EKejwBz>29TI9%WSN|tVhm_R#n%=^Uf z^_D=!%m(_>_}TB$8Z-=0d?(E;EW7#nv>68mF5mwb3y|I|4NSSZiT5-FkjxvA7$i@0 z1L(E|Gr#3uz1+70y;E2cO%9sqe|KO4v~jhvJz~bD;Gq;37m&U!$SR;%+%e{B5`g46 zm3Z*NIXa*5Nz%RGHS-GTWUrHeJcVV<*N~ni}@8s0PWEPWiWj0CT)l3U<>w68L z*Rj$(+19=mI6XbH(CPSc*Q4!&E5>QcSK`eP>Mewf`L7v|&*LSfK`8{q1en~FmoEk$ z5k688&V&(1>4(Ug=9Z9Av;$V+Yz{!Ra=vb|*;*$+zVH)DOn_HL>iv9K2LQ|EA;#+8 zn$G^qdNcpE9i%zJ!~f_){l|kb$(6^N|OpDBuoLVR#cu{o}ZfrR8qyW=X#6GVX;k>g>@bbLV0smf6Ivx>NGsb zE&2yWvX2JJX!c7!N*+igQws|TQE7AlCpU5!f&!5ePcBM|RH&o~K*-Z1$UlEFz0p=z zrxh2gm|N7z!!#`;+2hq&PfTiMWgh*?0;hvO^CP0a1IeZ|=UqZl`e_31uOn52lBW8} z(q^<|jVgyhaU|0ka-gD4kM{ZsdD#-+^)M8TZGwjPk=6e47-;!(Z!0j9i7|u4gGIkb zq8wcv;ok;c2F)b3Yr5d0Wg~+KXs`w5SSYAmHjrV0?WIDgO3KTNDeH1DoiDonZfv>U zPWIs9KH_r@TUatZT&uA=9CWTW$h~HzhdlX6+S&4f?Dp_i2S0!8u*{!OKu8Mk=@TO) zUH1*KXrlzJw#?5QSbqdWy}N`o8%9Tz;o(3RY?}K%(T_*- z?T8;a7c>e1ba?9d(v}!-kZS81GA#7`2(D%Xh@~`T++XY z;B`j%Pa48qXpbnV+9{O(4n#OQ8qXC%f>k-R-Fqvtr^3QXY?eJE!%{QT$mmejPD8Po zREG3){Rcy+eyo#|m*C*Gz{cyyU&=11kQ=iHU*|X*45~3N!O)gl|zX5dngOSF4Y11iuHapv6xHYUj-o z_94N+;{je0E{FXf38x2h%BeIce=Nk74Zo-mhs%9oef;bC1H2imDhV5b?!{P=NVC;= zr`vq!cvn$H1v+}O>xU-{42;`$YW>`t0xT@MkPv|rFJg=xGBQBihUb6MW{Ab6e;-SV z+4Sk5Vw?wh847A{0M@W=b=9WpI=CQUpzCp-Y5)q@A_Ij5W{mrY;DA|WLt`TmnTdc% z2y1^|xVrDgv0PS`N_@g87FMd@3DUP_ziIB}Lx2r#n_(#J=IQ>oXR>o)76wC+8II(=*H?Yu5$x;m{_W-2Ke%XE}v=gj72H^7sMw%K@*R+vXc=Et)(f6>1^K+evt zNTxH9?(NQA(HftgZnxEwR>AoGEmTgMZ?vztI3g^}ZgzG`6oxNGFRa(rE+02JO9Go_ z3)K5<0?lp}0wUVXtO%w5dr&rafR&TfvU*i25Pv<6hCnjPucE5+r@jDIaq-mP230)EQWON3gRdI_Y{{lC5d0V+1N+yh z6pTsY&>+Vi#9yTm%Ku(mE+~lqMA=4x8Mp#F+tXHh`c`?VXLbHfRd%+7=HJSvr;x=O z{SZ6@?hki&KJGv!I4=wAUx&@j>7bwuNFvajI=Q8d>3@waj19-q(a{Ip-6cthW3b00 zP{N5n0u9YgU7wy(Gtz%47*i&}BjujB{P2~m$OXZF2M5?Np;uRrn?62Ud4ees5!*2M zyB9pSbtAwi5JsCw6{muulI`{@9N#(5=B6yz=(zG@Z^kpZi@KVs>dLxFS?R*nv#hUf zMgam&S-$@Hww}5E4LPaArJ9MzNLz!km)G&!Nqs#*9#WyVfY6ZPMCwx*iryAMm%G^? zcoE=?8Q=^JXZ?%Z8_q>U)IYM^Qd}*qB=s$V9+I2e&=Q-C7We$z2hikx{jbk>&;{Lkx(8ewz{x}DqW0AA1c7uMw(3v)B600bRKWUXU7=Nbqu>FixC*Ky?g7E<5binPzMmH)(FyuXiAH| zam3fGts}<@sNg>d=to;}VDlAz7)FA{#{hiVDy^PwCeoqYy10TWuii|dDgl{hF7j25Nb*&ck>3Cx2*7{hX}3R_##>2gv?so-AR#&NZo4E$ zSV;JnIQaaREgFG^%T0>b$s;ML3_zx?!yts#8Kw2_?ZJUbf4{cRc~e|sQra`Ee3{|D zNkv+3B~nsia?(4XMD)DbMd!daMUQB0`PNW>^Z4K#*akxUsu228416PO?u4qVrFJw7N-h8H~wPuUB1`Y2dHv2R4xyOW9iLTj@s0egPYi5 zrXTO`93AXWl)v(uIX=8S<7Th|86q7L9O37FbMt*tk_9uf&(k&xNxedEccD~12p$YL z$sxhQHvKU*Ao#Tbl85;T9B|h3(bxE|#}xBj0qBqCJwx%6NG}mxuFr)88T5lgAIF0U z1OyQ^@`>5`uRzOo=jj@|*~+1&CMO0|Lv$RcWmV00b)LpJWMl*kj8#L4vraEIIzCrg z>kzhe0tL7w#@PX5xxt%#z~*a(ZG`6qfbC9v{i*^N6dE3L7 z!1xeV=r8sIxK4R!Rk`pGc6l#_1n7`mDt$-0NCXUliRZVqVPPS&B8X*t@h5-ywwAadvM{AY1l&wbIqz zw4WXB<7H-Er=(g0h`)eC3G;0RS`79TtX{Z{kMTs=9Fn}|@MRGAUiQmwQ&KR-jC%;GfK`CaLY zJb-4rW682UzIY#-tSm1wqAEa-^w+lqn~>JqyBQr_KINDnjo|aRPB7#wB0QT6>Q)qo z;PR!N1BxYw+l5vXSBkH-iz+=`$jWNx$}CmA7&+fcS9cQZ8GnK2gBoSWA%+)?}K72BEWCLLQFx_VTeYVf!{Dp-v-{kQhHSnebIv z9}rGTfsUnLTV|v$RZvR5v~R4 zaC?=STB1^=@BcQ}8<;GHj0yUeF#CV+I%I(eRb>82ex!ks5*QfR`Q}MwaatM*s!T(= z4uBwu0r|fD2e7oywY1e%hqnokzU{;@6tdpm-{tS_uoxLyQqg!xHgeiV#wNJCCyYea zHTCD?ZtEr9-QD5k@ZvYWAJS9q13t&@(_TrFc+%Cadk^88V3WF zVHP1SA-+CAC5*fdfeDM`mYuF*0%BWPBGA>r4VNuoySROi)e4qbn=qTFtSE23{Oi_P zDXBzW*;EV4VR!hmGqfU$5%EQOs1vHqN>fYoNi0~0`^$@kn;SsP0d>J}hXl1f z=R$74|EO=&7XspCd;ViB>RL!&VtgB_ZIRGskZ)4bVg+3{CY!yXy*o$bL(0?B;BR1b zt+9m-Qii4@K|dN|wXWQ%-M%@V|6Biyl$dzhZZ})AnVOzH_U1)vLzowy`QHk+!?csAObhWN64wA+Gkfl#)~FK|-i@%R`FJl-0_WszwGzCXcy=3y?lTM%)7l z1D}%ZC09WW^sEIcxZ1yx8J&Ed0~nk6X@f#tZ1GBO{77Mbg8snwqKz zppqYK_gIgQo=(nI8E0ohOGU-B9=HW8I`M(axeS5tk_OTuQ9SUEm)an%?U8ESeaX-?~CzXRMSd2jXWzjj)X@>pCA2Oq838t@OjgDyD!$7i za=*OX?DCSb96IOR<2}hg6*P9>>WmQBt73`hHIe!9c~!gK+nuYF#K$OkbTVQKUtR=@ zicZqgFT0+NYq%^Yz{S*rhCBvA8ai9|htn2-J4*;;$#ayrI2UV6t}mDq^cey@3>D>{ zSRe!T8tw3f1FAw=5W)L%84B5ggM-fDtw@Ca6b#DT(t_j7({<48VFx4I*NB3y_gg?z zQpw@A2XG%hIXM>y30E}0jJe4nz)7A2LzuQKAF(}k^U1_rxU!F?&-$L_89SH@R)wdrf~KC=jUqI1_{FM+ofgmsl5Y zG+%y@?mTNv?tcY{ywsu+3Oly0SXi5cgqL1d;QD2An8Y!gG6%-SbqPPcvJ&r3n=HNt z3OLDWH+8A26UxbT^YFxId%M8SG!UrSiip4%8>p+Re@{!`H-SVK;p(`Eb>3K<1-fev zfTGw`W_NBpJU4_a#OL8@4HW{8YuNZb0ZC3QF9Ob!w94babXxuWlPaFAIlii(=u?#wl%AUi`yFHcWyZYjy3a&UH$ z*l-zS*MH3}{6M64?-c^D&*R9<%)9v#-UIvHIHlxRhSBNC{g1=FKZC7oCKwp)Js(Gx z5a_2ev^p2~NU^pbT=D}_*Eiwt-<+JBlTn*h3oy_yYTlm@$H}CR07ve`q{o$&3H4Un zKm9?*2M6)x`?GerqyX755J+4oz$GG*c%hKK7PWS2CJcn3GjL$}uIO!xKCUh~H6Wja-yZ%0%QC_dwdimu-h+Zl0YUZ{+pXNIck2h+v)Wo!soNAv5W$}<38|BU7;ar zQh4S`jnSB%1ZJaPKvW_Z1XTA}EZg3rGp7Rx;HJLF28CKmO`51MsGbB!X?AvsO5YqE z$qOW|f@GBx1k+V2*PI%gNJo!iYdiCIo~E+wq@*N3*J$rult^qT$=ae~X69yn6O#T_ zxk7SKn4!RJKs&>snVBMim4yJ7Lc6E0W#MCP0^zV?Bzv4jMisrirMU#+CxY`-h-wy8 z85{CS`_iG=qZSB|nXrV-n$}8APG3pyL!c5iX=6aL_Z?ghSV?N?ph#N>kNZWHp0l$z zHqLdx)J|D2;B@zP?RNTAbb&=feQw?!mciF0v+KQSc-UBA;Yxuwi(x%Ut zFWdznFz^+5q2Lf0Xy}_KPbD-oS9ap4mcm#+8ts?;aS@pu+L{{Hh1oQ8Y;1J&U`i4t z9vTr135!|(FEo>r9e~A}mU=i&S$ly9akhn{Vj`4@F{(*8m;rL^is{e_x_low1Y!i( zMC)BqY!PIf6#^dj%YcfGT|+&NTPL=-I7T$S&%qGj-olN2EqO$Aqt{V3{R&>gD?<6Nr>}#El9LOW=!RWX_fS zg>Z+oEq;_sBWBv9rG+>(3yLyV=wI)201v#}8~>pO>D=%NciH<5F{V>&J33djw6^Qr%+~o^8fE@|+%}G%i z%w)%Iwmvs(AcmzNFpO$$mQYl5l|}MgHzXMpRGwd4Op1@M2O?;FjV7|A(~r~)IxRp_ zyVGrf`;5@9utfp*8DOjb0GF!B17ZHa1}JQ&r}uZwSseEm5kgGNBLIHv@vpHses00l`%Nc_&zGj6DpLUb9b!M&~!p9R&MolPan`%QDor;We zJ#88hiGgDcjH*YL=TqIz&P;7p)W=8sPC5Kc=a7iM(pjkaoC{Y;4|ARYnK(2JLEUJAv(CG+C$I;u0UIXb;0DNKx2 z7MKIAmXw*Hpza-S=jo0+4(^HQ>JILWz)sF^oNalrL;IF*?YG{R9zhE6WeR1eJAFe1 zWTjwkyHc;N7WT(K*Sa{1%EuH5MrY>c5Wi~Fxz-f~Kng~^;?+mB;-W_X$IBWXaSI36 z&cQj$lu8SXeJCX%@$tUD1mXbE`u%f_6Y;4$+|f_QT~w45Tp$qjyI>70C{z@dT;7lZ zF0?nCz`s3tqhy)}-Lu06ZDCPsb8HNbGCa2xPFyaWuTb!a02Ve2RlxVoerqd}85;$} z3aAUPA9^2-T-w`TQry1xq&*vVKN}DCjwKXsC4zNTcXoD8NTdKZOKCy-rXBfu)kj`8 z$2$`sZ>#=mRh#=Xo%eFB3>MCZv$psgUIKu25Q-dGJaAil_01047BJdqw;l*Cl1R?n zXkTp0&6UewffSC!QYkD!0H>Prno&0rn62P3`QFLA@Ga7fB()SC3bDPaI{UKuwpu5>z)F|$p+4F zf{+a^NyQUT(D8Ww?}(? zu(Lk{h_|lO>NEg*5uiqM#*s0QZttVoe!Qwu?b)CgATH_Io|~(&3fH}HeUZuC;XD*h z7y!MUPj3Z_+$Sl{7uha`c6y~Rr$(pVO7E~(ZgP8jsaP&rCUbkU`FvF16BIO=&OZNF zBWv#UZ$|3V!D)?$_1a)Q1EILp^u!wpdmBI{YCFufSZgf%fV@0U_My{iPxO3q&G7d( zE$STGgsWzYFq+O21WF6k0&7;G(FjW+zWgmKA^GeAIta5ATHKYoUF%@Kq#FfF(K4M{ zZgu6QZm-u=@2Z-{H4bLB&E-n1jEvYTN4sk;@p~2X=AmBi-$WAPkFwWZf}p+e zUMpX}KpO)h9qToAe^gE?BZU$z9SV}l%}(G{FRiZq@gWVrbR>?pc=}- z>?CTi2~(C=Pft!;<)W)ul-cp1S`53*%=~I*28Ece^}IATLe%014$i&1BMtS1M(HF} zUQFDpYGG|SssjNJ2N}=$JYbK5Fc%wQ$9p-7(lHb1#kmqQJt<2|RdHc-KH*;K9-ngm z@^l>_d923~ze|X(pjD}sdA;3U9bw{KSUen&b)I_j@Bm`NbK&9rV`m&))2Kz_+}s&Z zP;BfH3Lho?2YY*ft1qwZe_^{LDxPoG4|k4_b8`(mJbEsF8T8&<&)#L0|9lGc(nDbl zmokO~2KeIQtQrb*R7^JW zzpcwLc<(tVWWj3G%ZV=&i%sM#4;O@jo}FEj+@)s+C+-?Cc-RK|JY24^M^;PD8wCp^ z7Z)^uBIM+oeOir9o^CvfHS9Mp%ZIZIZg&#Pt?ZNp#!`nvZ@?oyIhyvZNOo)YRq zs&`WucZ;kca?|TkE10DY&I_=SWHOUiR7^B0?n7$u$zZiP?zn80lCV%yZ{J#U zx^>y&eto+wxa?}_eq3A<_OUSW6sfG96MZb2(puQIV4_ zDU~#s$8_JZ8$BPxRd4(8MpIViO-hQv&82>S)E8}wNpIo0lMi_PvAbOB+lzx2a)`OKApU}4)_R%-d*Um48>k&2ddo1hbuYGTI&eK$ZWi=_$*XMh^v z5QYv3$75ay9?`|!?KCh$mGU|+N+BX9KL6R!IqD8!YCitBMW<80m*;ReoFbH&MMM2I zpC|bFbjZu;bh1#*^9Wz`?!wO5(O5V*vW$`ABW0ml{rLEZ&uy*Qj9=g@rZ4pmj9e>b9BAu1q>G76SZ@b0o#wY-aPFbUfp7;@DyJ>KxsnRRF_?BU>0<3I3iSSjIx}Cm-lAi+_1>t;oboz#$;z}O#q(=m=Zo@actmWjO^X0v%MYHgtV9s@n(?8Um`l%>swZ+ zXljPASdp7%GP+tCrK|bc%)VaMXx9>a^apht<^2cXtvsk$m#3Fmn>}18N|f~z#{>BS zkZLRBWF#a8PNhpaMPl&oFxg%nFMBLk>o+=FWK!w-5-T*ALglTV=I}Ra+uF2?iqOa& zXR_>QXs0G8t76#9sbAV04i7%JKC9mE=1afKfc_T?5c?HFQ`P1#fDXCb1g4pemdn-O zz2y}4^{3b?d%k8BXYzCzZM64c&`!vg3$3DCNx{KsuLENEEnCj#b3%%`+>&kbpp_h7 zt*DnIDizhbdWXZQR0pYr|Ni?AkeUFx9S1l2<4KVmP9ad`E4+e=?!@E%&PNMoO1s0H zx3?JvCg zEMW8~23zDcY`D-L)Nqh_>ydHxQ1Y>zZ$`Jfn zjw%gCaZ22v@Z6JEoXeMu0O+b8Y*$6oJg<4Jn22w*WF^y`U1SK@OI;2o87=LycSYkV zJzHHJ??Vv^G|9XdDh4)}@~kb6MQ};_wqF>tt56e^ z(wWTzqf!JxAU}@py_0G2@%;qE(|s!pB$IBYrlz>~6&uzn1=3!AU@P}Gg}bK(CVZSl z@oxW#5AwKP5eR2ll%67|?$a=w?>~-(;evAMc8YY|wu9U%r{Ypo6EjY6k?5UzeMRuy z2A7vxc)rJ`WQ@br5Ed0p49y)V7^v7n9O`tb%Z4V!6?ntSem78WK{#DF9zY>``wDkd zV6ee!Yu}E8GXMFoPL(wOA{EZ11xif>`xpguVt)D);yY1Cn-3RTE$TE?$c^+(`N7}` zR#QY=u+2IEwwFoNP#FKE;q!WP<&CR4(iXE2N{=b)XE0SPq^PzG5567mr^Jwv&PH{U zk_0}n-KomZ6>OlRW4ZTEp8w_tuYx{vPnYk=%1jp${ywWELzgt7OoB95xf+l__IZA? zsKRO!J@)61qmxujBo4dL7_Qf=ICv#Ud@6|V93(rAOzC}?|*h# zdQRJc3g`&atXBiJtg+DuY4!@C^aw)N^?EOZzCr<5Cbhot`WJciYq95~EimQ`CG#M{e5RYDbgKSV%rSIrp=|;M*IEwddjzBIoYlrZEXUm32EP9yP;L`%=H-{NZDVx-BFPype%?S+GDHu_!A_$CGtlV86ZrYd~&IOlmUT zXqP%&cGx-JU-bE}H_v4YccCz>3P-_sm-Ge%4t&#FIu|_hWg3OR2iDIAWpsR8qup|~ z!=@8CIT2M!(Q)k0F<{~|$N0;e-R&2ly1y9cf4*f6q1S>_(@$^Xf{8c)Sip_-bY>3t-E;b>kHIBFDvW^CN?R<{Wt zrGo<@%ay7OZ+FKjiSF`c?C9g6cXv(WDVHl<9sNN-<`U?80Sc8{&JxFA;m2KX>Nxa+ z;jx~oLpG~YR$qSZ8vlWsQd)`nvjFy+jZjw+LVqEuoc*>agLHpDz4@(X>+K-V zY<>k7410^3Efp>Ntd^zfS$9c@NICv!q4~UopFby)`!!JBGG#<|l#*pEBJymuNJ1-{ z`VkJCP<9JyuymPK&&~TAh~8$hLasnLFYm3Q&&s|`3YLClwn(evDULYB$k0%$70Id& z$JtpL1c$|9CZDs}W%WYomWqS~!Sa(pcw?Av-%g+x3M!r1;$d_E5e6E{v&CrKuadgQ z*Y^(~d;0^(?$4S1?1i8lP>>3&t>42P1#(%SFyROj^#HozfN-QPd7&5|pXluY^f%7a2h}oaH@3K(*3w(HRUVn(EQ*Qaru$+#g(&xc=%C8U zd}&gi0~d+ob%K1WL8DwwT4jRYiGh^_u2CTO;opsBXZ@x4zaQ|aKn=cEQ#pz1Pw?gD z=KiNIJUn#gXo8WVJekp8Q|VeenX3}V55n{V{(#t2Y|a!3!jfwMt3n5GeEJZ<&k~bT zl9tZmbom+F>Cs|sZOvQ#=V!?O{F63p>Q<@3bo~KojyhBg)b)~uxBXQ}!hAA~4$ozh zN`69u37{`g>*=Mxb4x)%*K;R7jmKTsbMfD*;2;KsGl8ysfwrou>%l}?p+ZUZ{$3!H z71j@QbQ~ON=M97(;|w}+NlEvsDLT#1+aVZ9;k4_5%~pEb_|BIfp8I2^rKQDvebHe; zh3F6hz1C0@mJ6$%`VIp9{?E67M*4s9iiX$M$J~aafYqg{uI7uR^SBaG$T}MU8qDa7GiAHm=-&=M#bk7Sa6QgWZ@MA_XA-HNhc06^i-tC1b(t zpW6rM8$}WwrR1=Q6-w4|8Pzhr)-OYijVKfpc0)s$>M8X;zuOTDzo{winV*6?v8Y^M z-*)VrWxgud9|6*v|8aA5VzVYQ+~<^z0<|hKZ0b^}Les`($@Jh4#_#(2ALFaf%i>*o z+j-FNuC6b4$$5kHe+Z#0#d-%eHs7zHX0i4QmD1QjXtr$(!l+p z;BvTKFqmzpB{9f`MmYUw*tJtuj#ys)9P+>eG1&(v%Y%_hbXlP~SMh@fWxvp2l{uB}PI{(>tss*o~-uod>8jU+fq~iR?#z5LTlFLyb zeZ0wca=gIz{fGxV$)93fBQj)uNJ!wDsu&_Z_p&e@K?VjpNf+gLDs91KmTeIgB9Y4o z^Dntq>q!KCeQZw^3M(rE^F+C=M{H)2f1msz{k_vbheeE1k%P3!wrO#D+xe%}K8-EQ zYhQVI_!%}1r|ZG;+?)=v_T>{BK|EwEXxF+-&d%3wePMxEX)Wfb z%gC19j4mI-~dllHvAi?o4XBEHv6adUAj39KVJv=t?x&_TeO zMHqPSIjSe(QH|j-1_m*g#lYM|k$%06+Av#dT^-O(>eC)*28NBL3_zz4>w7pqQc*vQ zN;!lsnP7|1@t(eO+cW^lm3KgZ8|>`oLes&)3U##QWik`sXKz%D5LN&yDoY2vj2bVy z>q6Q+|MOG*rrgC(hk*|tt`4UPkUG?^=ZLoZ_Pt#adA-z6{%Wiw=dGFX1oHuf^uq zT2*#Fw{6bDOT}H|0d3JLS@EiOhBf>`48Zh<-@S15w z@p#AB1H)hcY*yCHm%w5*m_I7A&IAgkX0@_$Cisucc{hnec1P#~uWP>mhQ*m0!>r7V z!M3w22F2|e*rVOyOtf}6Y7qa10C&EW|9fNOR5HJ~o=1pL0&(#kb41S5#b~J^ zJ3IVsdXdnWLlYW>x5?sMEi3cZ=1})R?xgG=sPs`Mm=PZ(<-|T;5aYY?XGo3Owm)FQ zNM7fX@*8P;Ew8o8QLVRv;^R}F>+vkF+JCx%FE09#@Sh!@o*o_HMprjw(;#q=Wf*`Z zZIdLQ7)Jz^wq9+!tjV`{{i&?nHRID#+xe=jeAV4OhZZJs*_&*Hmf=SS7L5r#@(PY` zhffute6J2p!{<4pu2Q8_yV`Ser5Vtn?S3-7(jyy7ir5=vbrJj5hjpREQWG^QIFjgIqDGExVyo3$lrLf~M~ky>#;jKe>DMBR$p<;`z59r?|Qx~Ip7 z)8C78%TqI`O%X(n;gpmz?NnvMLVMEpB$t9rUCt6;{8_(L%c(V|b^t(8cenhxgT+)J1@cbcG zhuc6rg4;?;R(i0TH!g!t%8m-uVL+H#$OJ8IN7rG+SZKWQ|Fy^`8yBO-ELJ{hYnumy zT|9Uo3Ne3>^?6`g;I*y9-R+3Qg3VFG$<_RM5%uW!sN;M6pb!&+6V}4KQ8-;CZ#Xuh zsM8J!Snlcyy64iJC4>^`F3~lPN~=0HzLV6ukb7_86J4G#v6dc5IliM21ME6^M?)_& z@Y3B^Mn-b)!0NT&Mih7`=?NgF?Ck@WYvy~j)|EqZ2J=E40`R)xtz{7Bsead?Jn@Yw^YDLn5yijH3Tre@`TgN}hqW}Aa)ef}Gh5*18U2CnzgHRs=;Ibcz$-R?t={>@!S z0r-}NVt~v4ohUXk1Z;D|t%r&0|K|Q772KUYbnq?%{X2R0J9jijKs)$v?k3N{-TnVR z5QD1r@u#yXsi{_$mWFNKwfXr$Zsdsdb$n9N#X_)g2nqGu#B-_co+nuOE|)u0z6Y&1a)-ZDgrTBT32^0a=v)nh4RGP$44*@S6*KJ==fMfSlGaDZ|H|;=;(8@*onnO z1NW`XO)HArGrwpAYJFe5TN=xl`h%!hEYK!{mUUEW$h+|#2|9i9jA z*jXP;0^FSb+XWFNiWx`CAy3YJexFLVd`}``X>Gj^KIAWz=A9)vXRu4%@BAam%{}#r zS|jPGySp2R5m;GRXt>3?1Tr%-OF;Z=`w0p%lWE8VkGsPjeKRm$%!`lH+W@)&{~d>e zPD*uk^~z?MfJyYZhSJEooF+coNsGA;ra2Ig!o$8iKWHGl;N*>3sjKPun*y|BjNGK8 zr1*GjT-?d`y4=Umh$c`P=&)aE6GYBbfn>4*S!N7Spxj8+A7RLu0lCbf?e~wci(*Ny zY33748fxkh2C|lgW;biVXI)fOG|G_UNcXW)jRBGFtT+$Upl#G%whRPn#Kl=n+m6P| zHt@wdek)HZRqM3j#DhTJJx&sTAmc@y^EhGtSZ$NdtFN!mYBa+Fx4384{_CRIxYzfQ zGV{U#m2VbI&+*wfII#7BNVIVwRa|;{I^Z}y2WoRWau^K^5#qI4c@89;;~Y)yR*q!_ zym-4~IK|v9V^TbL3bM`IweH`tVn}Z6xQpV#mKq%w-k_jWc#2*0FDzVDxBlub1g&Vc zE5H0ejUyK@k&omEoxcmbHV2BYEG1dSw(7>Mo&XH2)TGckl<&z&Vkh>XSB*nKRMm9bFD?CXaBw zO?W;*hHOUis@ReyKxM3$YoaZSNa*%`5k4RHj>eCx^L^tEKf%F@>D)q36Vi5o!()DI z1Rf2v66x?lJd88Z0nFv&P#!E8ZUp$1| z|74=&nMc;?borz1;W)brr$puBJeG!w?*h>_Xa|V>ed9y6fY^8MKz&CjX*L7f;E+L( z@PDsM6B6Y5;@X(rcfj)x(C;?Pjg)Ec*31F=5BqqfJ?BOyFXyDE)v=lC7M0bv{0s{#G$HJ)!lg8hyd`cTAsKY zy%rMTJlHk5BEdFfT&8)V{sZv@8@#^+!+dFJ4 z;J%ANQ50Uh(w!+68NN0}n);+q?ah0=hPQqE< zp->g*B$=6;+kX7UhSbs$otfMc?&F^hbaGWmAS~L|QVq$_XDwzV@)q>$*T;E(id#&} zV49U$8W12&Dmc@w-}K7EA%ZViDrG5p_4az}McpQ+4A~U$sl*GBf=N4xg7krxQ+eBr z;{)_)xFzxnEL>cZk*gXn@dC{T%Gq9AtmC~UDj|D^Gpu1wRbgcN$q6KO=bKqhX2+^e znQ4MEU&{DTws_d%oy-o#>(x-QvSRjpPR6s+Udf(56eb>gQop+g9k@=F}GVL_FyPqyYHcpg>8? zW1WZsB(|l|B4xP!X-F8efpRv{7a~|qiH^Ishy9p()#fae#$>)1cXt*TFAKA}Krn_FK ztArMO3u)JRSjsk~Ung~OaWUbuH(r2ZNKMWh_ghmEJxE< z?i-P0w4oZ4XoBf1zb0%>88eXwv?wNf*A?tu!s!<-L#dLV#zx!xhLuZVR+LvztH0l# ztDWQXK!?T1aMQ(+@4*z(DvTUHIjLqh4k9;D^U@|2J4;|=ipRvQSTw5z560rxgJm-I z&W`}ZiW@3Qu0_#R*G97e4kR}2Kesu@!=&}N5g!dic%~w`^Nkgb!&W#+Lu{I^wWqR| zFNA?E3zGb&RVA8a`pAhox+!_iC5^Pqx*QdVB<5Sr_hQ;ncvIVtlrjbjwZA>`Ku^J_ zm?p{8Wan7q*Adu}d5#%vBs50bQuoQ>F~dMCu43Q7GFK{A^LUPuulr;3X(q$%sIu(c zMtPgGm9NE>vJ_^0ZwYQLPidS@dcq$+*eOw0z)cAWnpNV4-*3U{jVrM2@3|xGriHmE z-G|uEus(=?m5kzkBqE`JCcx6@KIy+?^cEnrM?m@n%fQKHoZ?wC$y(5E( zYRVGBKSgKqAyF@^mWtakUM?QZ1qIL`^>2N#3*tMZ;*C-J@_3jLIlyCQRNl;FKPu|? zu<>oMF-a*Z5>8B!$tEX(29FGafBetw&$_SJ*ifivpKEZ?r|(e;X5R1iIrs1wlr2pC zm*%Q{sZpfdKca>v&?UsfoZbkPqm`E*yH>Z{*}^ zi=a}$MNwhPHa(i>N%YE3Otod!z0~V~i%P<`4Nh!ub$-4uDCWs&_UC*2% z(&o1acvOMd>X0|~1o_CD!WD@dsA`4(l2MHlm4OLj5+=}}UMJR9*gUjDzB0!lL$;t8 z^2oGIpkgM=-9n94O-^bB_o1?PwCA|Ta%jn8&I3r(WBdvbyJb~Q7rrReZ1~xo zg30F=_Z(?}=AE#FdiZywlwTFIZJJXNMWU-une-NQm~wb@f2U}bo++|I-UxSI!S}bX zZ*I>!WhdolXHUL)e##a00VPh{U(SYbwe^wpn-B)cly#B!!B(?^rTK?Y9B%n%^H|Li zO*LZn-dB;;nJ)rGsa(Il_|qn6wQJkO6tk}4D3u6_2wqIeyLS&Q1S%!2L3Q@y_N{>Yvz@BUEij z0RpOP{t3x{VzKwCJNrI~b-mDGyk^VXcwiyZ9!K@Zilfr|{SG3+e)Up$en(L5(G|8D zstJ-{^*z-+^@wFOy1fxs3Q#4qq_;YTFB$*YcA*&HWkO2Y9D`dSUqUkDXGGjUYPRakhh3?? zarYVK>?~2KJVMGxDGyLgPbd!5xKm|wrKmF}E^8!Ty-nr_NUiR+F7a4FS2K%z6HY&> ziYFKGJ4WrJDdk1d+XT!(2%Vy)b?&VHIb8P3X^Gz}ckvM7(`R&YS4J$ZI>=Q66K*h4 zvy1u(d^dMWjtA4Za~|~mRP?Zf)Oq%R!$*3H;ng-gkIhz|vKd6WVaR@;wM3I&r|evn zsWiF@|DA$>_wHjqk7S72d0-0KIAn{GY{$dp0)425+!3$sB<<9Q zdKbze*tH*-9~D^O^V4f`k%#6Xfb>PbFj32U9KF6tvR;ousTtqGsHm{z?1m;K4!KY@ zYizPAPH$OHm{LE#K&7oOiJm<{v{AG5{iyV5z%ZqIOc9(@^f;0>#uL?D@4^=SCyP@14Tal1|-YGhI2pAcNc+DZxU6mma$UjYGB zBRmMOkWYv6R;H@&cGm9B@6Rw)PNr-KYD%hN6;4|AU)C9v9a&^4w(QQZ4wOadvNedS z#Q$nRCUI%g!Yei)o!XWg)=Md7`Rb%6%H#e@ibtu%wV)o)%|;cksxW9XzB2J+{fptS zs@9l(j-6Q;r7o4O=UKKoc9I;(QC!*{M!VY4N^$~2P+UFC=d zl8i&YgJto?{?*WSN?q)b+ZM?~9MiC%0t`77_#H&{=nV;;37o()%*?R?d`%N9ZKZ>R zu^aIFUQdl~V*t{4M;^5S~siSJTKet+WdV~H*#08V+`ql=D|$VW!fYBKpI zF|!Lgu-J#4S7WWe8b3{W261O(IXHTGJf5qfr*EyNhMde(k{oeZBAQ$VA! z%jm#THlQ*zVIZyH=6iLxZ7Hv=Z5O>b9^uB!17DR!Nc9tIQ$z3aC=zgHB3@{aIZnQ8 z!0q(~P}W#`W6f}?RwPr~1Ly@R%;81j;nle4q44LzO5q&$C_$-Ex@ zLGJ}j%0wHPjlJz4*wC1f{jQfm9K&IuaSyy0tb8v+o`?b_IXOSl-9A3MX&ZQp2P-$> zvu6rvWGJ1!r*71 zi?7OSe<`%XezJCX1jzev&YkpKI7}4YFA-s92clf2zjt({_!t=@Tb=u|-i6E2qAJRC zK_!foO4M*<(KS@=p$VZqYti7DoJR2*EVY^!+@f+{ZMb}c*RkcBai%4rf1!!abJxlI yxEdMy7uC9h*cPy{12Y{3hSdLIbpNkYeg|GMHwQYrr8v6>eo$#;scH$6;Qs?G8jo@S literal 0 HcmV?d00001 diff --git a/images/5.Logistic/LR_2.png b/images/5.Logistic/LR_2.png new file mode 100644 index 0000000000000000000000000000000000000000..2a5447d1796f04dae3917cfeef9da7ffbb8662d1 GIT binary patch literal 1488 zcmb_c`7;{`7|kW_BkfjDx3JMtab;C0CE|{|CR%q;imD^7$|RZ$N|S9VK~=gXilj8v zRZAVMW7~$Mw2DNVDt1}72HRpYv;V?=KYa7eH*em1GjHY<`Qls^eU2*y#a5TK_EqLO7) zKo;uXw0?Og<=QD{yBjy0mU$|NBj!V9CZR(_Vz(eO-P9Z zcv-oS;%Ck((|)%+5!Fxj56P8~-T>BbKMZS7HIM+u>{Bu_zOJvU)ZFVSqJb4?;Am|d z0po92{WfFt5i5#i1|_v;boKNc?(Sw0iNy4D4D5nr!o#mDBiM|W5~mdva9qH+-s{0Z z=*QaH+WshFOpIYHDL41q#s+0XEEZ2r!g=Sog{|s2B9xitC!@tY2Hy>~P9mHo6^pSHp+G=Dlx5r5*nF6tcFH1=jBM3L?d5u{p20r8{qw$==-_m)EiN{ z<0b=~gq!W2@x>n44PNwK34M)x9+^obj`nnS&(6$PI&YS%PS>dK3UnUn%$MC> z+zu8+yhj8QJL=pm=S^Y*=CEY;H)Wd90>}MQa;i%&3W~^F=1C`kMyj4AAb2rULV@JV~5Q5$GRHo2*=6c)9A% z&Q7&)Xf8bng26c*)sjDp@6n=uF|CMXd~O`E3A9k+PNaSE^H~Q>%6OfA!7j?J4n_6} zN^TEGgslCQn3!MiPcNE6G^-{+{Nh;4R`3dqtCJ^ChFA-W}4KRYNL6XY6$sAuaM(mS3P2O zAQOI%V6F>Qt)dKE?t)h(Q{dn{OIF!xb>to#eBDCQR%OXjNB_6qx`W=Bx{G|ew4$V` O0q!n1%p<3W{C@#Z3$aiD literal 0 HcmV?d00001 diff --git a/images/5.Logistic/LR_3.png b/images/5.Logistic/LR_3.png new file mode 100644 index 0000000000000000000000000000000000000000..04100348b64d1d60ee46655c7d638ed75cc49e12 GIT binary patch literal 36472 zcmb4rcR1Dm`#;B_Ls;3(Wzki?WdS6$U>wI44oaeaj$GT6bx~e=e(G?;b92{bW`}ZE;;NWh-e;F7Q{DpEk zV+sd{5l7*k%)_U+Ym@ku^s-wb(@oFN&q8FWU#5SXG{i%bUYwYujt^o0tFl25n^Qp?bd@Yt~aHXDNQ z&XHbCxt-Nu7S3&j`l9w;l5W#D;AD5quE;PteIn|{>7?f`+?fwilGUq)HKpx5)k~Q% zD#E(|5>W95uAvRNd4+nnRfvCR8~b?_RxRZ2e+-UFu}P$Ls9w%Wew^lYga7N%Mvc_* z-ydF!sh(pt*%cl0z`G?k@gg-)~5)-kMglR|H+T^35Q9D@+x94LupO~dhCJ(W__stX#AdYE$ z3ZE_L{rAJ&X!$~^)y0yQt9Sp=xpnr{Hasy~9x)E^+sbO+jyLuf`}fn_rNHkXN@Amu zverMYr`Ys|9F1kH=ad&)_~#bslQz2;_Oj`2sWaaf1a=#5?vjX22jb=Xo7&lb-E4N> zQKdVJcRX6?lJxRDQ?U*uV9PMklcT(jcr8FuE77~&_i|s+oL(MzmV*d z=6|@1<*g1^ytO;1$>6<|k?J{B6~0yE_a&Hs_=?A%#<;D*U|M(BMWNq>8{YxywphC@`>*S^stV3gs(DDl-NQ7h1x9_kFS^UdTaNlYTC3t zF6myxb}v~uIF$FvrJtQ1{W-DBzI>5LeTj~DG0ms2z6N$#bndmL&%feR;Ys&_v3Ob* z0#uVs;82rxOy7^gVXHrtbCF;BPBv=(Sebt~77Z2pHyh4tE8jxznL>AY(C_G9SLsS) z!{YmZsn9A9Z7n$aFCG$DdXa5w9drux7;Fl^FC{P~S-lebpo~fGip|HQcaO@R*<0l4 z>I$*9Hr~x*uv0gXB~Q67C^|5{G@54z$FqeYK+viy-zj>h^mFv>y$OM{f=zcf9|Aws zGS5SMl{)vCCTip31oOzxukveJ9vlphhe@7Y;2CZpyqgtq&3kWSQi~`&(a6KdYo1cm zw&{8i{lm>1Ej3I9^Lx3|->?YC;rmm&XT(TGDyfEh*CI*JBu>{V(PyJdTgNoy*(FrEc z2+{ek#{$ky99F2VZuS`K3qQ8?w@%Aa$!omNZ}Kn04{lNyxF1l&JsMT9QnL!A_|($d?33 zJCHl~k4l{#sI8LIf3rH8nt92vf%AzYDhcn2iF!nm4 z={`2ys$a?s-`9sKL0Vx{E|IriTu6?=8jY--pT!G0V{(QIeg@Uu)%n9*`GmuzNC~VZ(^rFTf|J|G`^Fg03dSec6)c z_iuE=njUWIRo}ngK4&H6&VEUE%;XGP_lFPUDMkA1nRL1eMzpHQG>oU*?JRyMERx?- z(=plgRpY!ItWnhgEtZoKrB!tc+D5W{X{i2)SAS~wYIXO6p<Xfg4 z8Lv(o3CVM`lz@79C%c0Dd$Xbu0e0i#*><-?4@;P_?`FtR#aeyq)BS!W-c%^?RDbz@ zPU5Kt+bNZ0N?dF;?wyMEogMdyGuJGI6?fPrgS{jy?4%Y zfBpMiIbl9dKXS>ba^?li6JK8FN7qs}zKT0Ahx59ce8Z>a;`fr#CnlSINGI-|W6F+O zH}isa;*UY_oevmHWzjJlx+hgnPBJwJuxVVIf?VqZ*`yt}=UM~-IzVsf->vo8^FLaz zD5{(dTYE$VTXe3QgEDI~Rm5;p7+SxhOar@Hm(Ym&!fd)s@Wd|NNXO9Y^Mw?N)|sIz zCj|fCv+9{t3Eb!YGYLSWu=d{=c36+o@Yg%FfPMwG(RYiUfGig0nCUR?=TQp}p&#Cm zUl`+Ed2)X4OYgFf37WgF$haQ%OmFEQQ!WNn)=ujDcdAi2doBZ!mVMKHyB`m+y9ZFp2ogbBc|s#WeaSKfh(wbcy^*@$A1p zd@Gl-PV2?;OFLE;4Ryv|RTVrv`UTrb`?px0 ziD=JBkN8J?x0atC_sKJ8tO|6CGW#5NOZ@o?nCPH`E~zhcEh--sq$(4*boJ?UP}bqz zgqzxc)SzOv1#MzEX^@)K$qsVoe^uZg#RZzTS0}Gd$Jd4dXfVo3Q{34@%!4^mV-8-`Q-&22HoEpk_H zn19&E@Y(5ire5jcLq*Pl#tdB@RkZ26Tm#1xbX08eCbV0UR3k?tPoMQG_X{NMR?V{i zbCj3DSd*c-Dm=0Z=Q!yukiC2&gc+zQNh1FJJk&62lKnBUe!1I{eX{d)@{sQPQEvUT zS{H3~HwhlBVxJ4O6QLQWCywboC;FN-MsT=_8&E+C$oIWdFha1%{%MBnDYV34fJJP$ zqFT%p79OwW7TdOEv`R;KV@fW|>q3Pet=;YWhpR=YO;6ic;yZ;#47jy!7!jZ*Uj&xj zfnvHBqb4~z?F!9mNmx8{nm{hS($;W1XS(C3d6a`snz5|!EdrFRbc0N5#PVf!WqoxabA8_hb)+HRsB`S-n+4ZxQis@zwm`bEHqi-}=aRrN^bQXnd=_+i<5jLS*XaKMhZw;iL6t zk8}QH1`*PIL)CL{)+$u9CpL2z|8Nu(DmS80lg}EwR|`C0mBl0bHgP8JNME{w`AyDV zO|bxo@QG8=x|i0aTRXjXz50bjj$~xKrtXfdYrbN4;quKu z`ro}Z=Xt;W1vqN+*3H;&_noD{Fou*~yj(m;D0!-jf}8?VPKtZF1014% zdBng?CF<(!v3LbvN{qWWN>+PyA>H7@!gbZalz5MGk1N~CVcdSHOV@Y>p{a6Q(A1njn$#N_>y8jWuAOhLP;PMdZ)3Ps(lPP zXGWW*k};Tbr~>(EsB_CBMelzM&=41#-FQHN!pfvq4p$d=+y8~a9%S4^HE{H&{tU2b zvP&}!AoWEeYovjG&Q42GrFL@Aozfc-DbA&nnid>ni8pxA9_BR1M`q25DuTir##wkj z6Z#Ql^?hSnbeLTM0{}uR#V&c8MOH4ZV1Uu)2o@f`8?(`s5O8`>@Y=vC(GmegaVd|wrIn^Do9yKIV>D!mcy4f(*T_wNoJ-zoUph$j})0(GH zPksp)*h=LJQCJ=WTe3aBcF)JBQEDTdx8MmKTCXs=dGKB3J%{vD&{ z7@_xG(yx@1nGExg+2q{k+b%D!dM~ji+dnuFHe0z81l_VlrELDEqLu-+`)0twd^{&Q zWYfq`vt|yx_Rt$hF#U$8buVM`iLWK?-ji{Mmc-MF`jd#yj?F-bt|r1qw*Kpzrq!CT z-`;Xhl+5}fZrR@Tm7M{#itU^>G`a2w#=viPXej_nf0DkVwi;p0aXcyKU1}0wsc*a4S1w~b9@0{U;G89efaCZpW`j0il4ew*?c-k zfbCUbnjR$5+<2VgA{XPtTq=n9xGW;z)V9(JSvUnfXqO7NL5w4sq4WbT|eHm2en=J@bw6x;j$a>$jbRU?$!=1oCAyU0& zxwe0dlea<}gQUC2*bDX4$aJc#Zv@w*RCO(4e~?HFUPxlk`9^;80>Vm3B-V;Sb-3-s zA}GqGaWcyc*VA#P>RlvBGakza4waWw48!TgXiV?&6VdU+TU~+!vFYL(AF$8Wt+GA2Tz^47f?}T3ZZH`n|JRBU!dUnO!tp#weA^#8SNIe1P|wSgs}s!6*$Ot>PdbxQc4eMLcgh zSz>3!$gHmhxxa{~L77F*U7iMVu0A*c04hRlR$gDYY03CEzW%4Yt;0~zxvNhB zcRp7o4P|FRzSl6D=--YeIsc8cClbyaqh#-LiBZF~K=gUCQ(VIcX{pNwvwGQC$a45l zvYy`)`dmMAB;TGfGgXej4VzUA#!0OMMW&I)=##1S!;fOfjzV>zu6fgM6WKK+a}4NJ z*rN4~&!1ZD52>#09C@0O&@G!M;|-sTT7QVpg7Tyoh4ZVUux7*iJ0V-+D9)!vkB7yu zJiv0@NIL6|HjY3Vn~U2niq|mDzTr|vGUqxn@#PIZE9UsB~V_u zqjw;U5Vv?wxU|sI7(Ox1iz_i7vg;dX8Dz@*~J*LZ@@t`7ys z*sJwC)oq_hT&(>%tY;_IUgG&@%B%a6lJFLv?mm!~!$qmHWye+C`s03+Tj4z@P|*_q zLKFLyr_For%xaUI9T&B5|6t(2sB&6SJvHYJW3M8z_-C6@0e>?;>h=OyIfB-eKHyX} zPu1dYDfBT~3KYqm{oN7c$D1ftjrxNH+C|AR|2qZx49hrgd{I$%Uy^*0>_bcNSP7aD|)en-KA9)&@uD6c5TYt%K%Ji_p9`qc) z&bd|KpHcJqG=xg8HI5}&g>JFt8v(88p34gwE78Lq<0~(;jo;pEp>rz_2KBNSbF(sK z#sjolNx(}baV5p}MBl3~1!d~50`Sb?P=8X54ShnemH9W%f+zk$(uYX#_L)d2K(XJ? z^R8W4eWYzTB$)+@poEf1NGGhH6!d&60Ea9nt5&FZCU^LeYF+wFzgH?pxc+F?@x!4z5aiZ8vC# z2+>J*p+2OFO#EZYo#>a-{E+)?Xv)Bnsm_%ADHQQ1fL}oF_|DgD{+dtj$1E8oDVkB; z;FtJfW$GsqD}FoMi^1lpF_RCPO!OJmg95vVv%1##79NqN8sVzm5@tk@vmw=*$k0R0 zE`gp~eup~>U-_8F0+qvVR0IYN_;<$f0^FyP*&M{a;WxrZ5kHf5De$0G5H*@mSU<*j zjF*5u0;!kV$eyhEo{)ZU;AYC_Ens}(U6)NaS^%QNT?y4r1> zFM2thT=bHMJqfP3Uz=0_NPzx7m%B19Z4$qdmKiz(t@%?Q$>p0kN}%uZCBImsEMGCG zY!kq_^2UwW$TC||bf>Ea`rMdW@cFwB>rp|^ay`P0tN;}lQU9I-8Es+}H7q7tl9!3v z{27S(>0og)yR07AhDw7VBT8dlIvpQPByQQB=ZF{G_3KIjMP>gCuA1b*M?O!%IjWzd zn4%?j+R%e}I+8xjZiF}i%0V_g-PTaZUdFYsLzddGyhrlrH84=Kl zZIaw0C4x?T9k@nMa%dW8s^4W9X+%q>y8&^~LvSJp;2XXUyrAMAn`b{y{bMfri$hnI z)i5lOIhI>>F|`I1^-}X^)#Z(?x5#od(L^iyMKnqO#E0_p*>ff_x3*fD2h^l$&5aNV zpm%xw1)ron8TyK0K@S{H;_u6c1q;*Pf}x^$=~Hp3I&FF99~S7TU&XlNqaq52YfuBN zWfbJj5>*oSxt%;-YqMF=LZbvob*Nm=YCNQ2;o`UIfi`F_8C`XH!0UF76>`K9el;askbyO>b5ZJeWjkw920HEUT6aFq5cr*F!wxRbOr?XZ)0+tXI5nDsX53$ zHu5B!3XHun=oGp6k#EY?C)-;&yYWWeZMsqa7_`g}|NbBy|FH%7t#*A_0u$q#jdw;4 z*r7G{=0*@li!cxIiHTp~Xzb+eg~eO2bOw`3R&KR(j_bR_?W%f-v<#~~mZ=o?euZw* z<84{-P6BJ`SGr<7b}97acBL1*$) zoL;+%N96+Df^*i$#WVK2d`#@U0^}sW_}e}CB;!-W2Lm3OA1O?4MS3_>mH`;tjpIjQ z?**!Q2A*o^JIwzHWlOWhy~C{(Rf-C_$gF;mtT7>HcCaxJL&*Jb zz@yICd5u+@%())Ir~oyw`B<;Y&C^YicGp2YODXI!;}-^&dK_)`u2mCE$pY$(8%KQT{Pu3{rC|G)1&c~K*srh z6vPBqe)9(_%&@$%)=?Py>|Bg8Kj9IAp4h+LQji@Y+PA(jp3qjP@fDM5Buya1uK<*s z_V)DRRGN1SNSBijh;EE~hzM7*BGPRauu80)d9P5_{8Zb3a$-q_+x#BdIw1+=W17MCZZi#;?m>zoWSWRPWw+ zdG<+S`{p?D2;~S(w&1mMhA(j*cfiUy{I+=L4p8vXeoJ-XL@R(h9kgQR@Me_!Yk3xP zi-m`#O-G-eYWc=7q6{M%03msTHmo1fo#+o%)T&)gbz`d(yeA{ zF||R(EeV9a&$--ertnHLmO*ck!%e3LMliZXAS<|7UdyGC*!3)K*99c7cl2miQ2VWax@s#so^<#q;|D) zX0}d!;7!(pK$|pP3HrRjb%*yFEoBjOh&$?sysW}L%deqHo9rpHSgxyBm5~DKji@Kp zN^2`b-#}rf50cYfrPB12AYF;XNz2oBtg`$&{f*k_X-0&J>VvYUe3!f@H~BC;oJh?Y zP#r9Ftr%FvF9dU^*BRKd6zDjvxNLf>x z0aV1Yp(TMX!I+2|;s+-=R*dS#7{SA85AWQ%%Ub5PT_IyvRw~UGd0yZC_cOBEy)9PY z$(`(x1ab`n#$Ipql}Wv*=(0o{{XyJL+6 z{oQ$QL+7~eu<@JDc2d0Q+T9n<5BU0P;&a(=!+woD2irjS+oSJ|aPL2v_obMx*~`ZF zi0Sv?Kj5JZT@6!gUCVi3j+D1lCc6uAXKLII-w(kiEBv~pXs1VKW8;un=ECmT(R0RT zcnh(h>6zfQlVOqKzx9$8PQlYapxe=rm<~|4Z!thiT)s^txK%=9Ac(F zM0QyUTv=I575U{uATI{EOVixBDFYKB_a^26M;EpAz^*z5;ZrSH<8Jza$9(A`vbG@> zia-eASsa^CymYBHii#sGf!RNi{%+*+#{G}$|H%TZQ!0s#liK;xUe-Pq z@>PF#{oA)|b`o#YujJRR4KeN|P{NpNZWg5*ZlyrY{=>b)k&+?~u_N9D- zARr1;v){Rz=isoWT=i1zbzXK}hmF!r3hg(ad2toGj*FMxw;n|jNRIiH1l}>TK z?dwSzg|ZN_UYc+bonqnw%`lnohKyl#IgzFM>hRN>L#Ze0Pj$v^>5fxBdz^;-AeHh3 zo^Wlp{5L$)u?NRCN zE$;v@DNwIv4pu#K*0>UnN^RVH0vea><$yJ>J^F@6Koy%#8H1l)rt*6dXqAJa@o{6J z2!~{}L#8_I2yV-l#hGVX1XzFYClG^WnX4J7fPFBraIpga&@p_rkKqGmbwK+}eFq%jtk15ax$en@JGDhhgmL3T{Ks&vtGviX}>=^k?HYc4IBL!!1mmf+j zO$TO!AEfOenUogHxwZMCcvSE*jV5)6o6zl=4?-+ay0hqX4`ZzW%V=HcP`CzGagV6p zqttF~qP>)6+SuNw*s$CCN`d$r7VEJmdPn>IqX-S1$EhBjoUXxd7J$)3JW9JY);c}- zC29xc4OVurYXofOZnkC782*gYW-z?>Ww@z50kkFf<{DSpGdL~WpAoWJ_rD*I6?9kp zlEj%IQj~KxC&|Cmc4R6jyhz6WidU(0<)Ysb+f~m}QescRudzQ%86tjhJtK4u;yQO; z%dfwDn^ z1)OUV`f|zV5+P2hdnt0x49QPqJ@|2Uf77iZ9!hc&%SL>;8g3%__5ZRjy)NkX^x+KW z)@v^lIMyd?L{`Tw?ehx0jNPM9v3OSz68Lp}IOX!1=FZo@lpPEbktX_XH`6Si3X56U z+i6ADX_DQH;~#LuTKl{I;t=yxV(q+A|FB$3eO-8sDp&lII)zDdoeh7!CO?-0Ys$^} zeO*#FFfcb8vR3F^8p)~bF|=FygmXL?IlqdLOVPfmFX^A?RA~0QphU5iU-EhN%tBcz z%f!=6D}Fn#7F2A#-Xz&<#<)1r@5oA`z7%a1~qMw zw;I&4XPY33VpzP`6U||FZ(`Q>616w1>j0?@R7r14emM?3T-teHo05U$wAoJbU>4%3UJVl< zs?b{ie70WA)E?{hl1l0w;j8Z4@JDpQ(z?IdejF?$_hd@08Y%zW${q-&!aQK`UhBS5 zNN`ZOvAbUJtB}2QLVAqSOeOr2yfCp2*@Nh;{U~o{CGQ>O`zn&wFSB%C>-e_6RLV%a zo?7UYHIv2VkJ^ZbmUlKCOuDh+Fw^uh^WCKvdQL3r1uAj{S#H_H&t+^$AOQP-7_4kb5DKXFWif}%Dh-$94vd(iW z8GPHdY9=P1ncQ1Jb=1lnm9MJRaM`DHEBpQehamG~saLu!_MFnE4x2y3O~!+}_QskP ziZ*W4<5lhNh$v(j4cBUau~uJIVa=(z@3#(lu?4{dLEG~05e^^mhYV$H<((Z2_B9k= zG(dN@i&y-oQy-+MDi)F;PW>%^*>7)BJDW1&D8YZl>`8QdzN%d`o4)MdCY}gH4!OyB zmOJ(1OG2)maw185lxaasOwuV=e|w}=zRkB(!-V-j&~oVqqOht}o=*s|txiy~9%qcR zDiQ*k$iT9fhIi=rtYZ<9)y(zhy~nDdfu2ekw3SgpeYcmmgR!w@)LL)X?>7;M<(&U7 zAom2*h-w)#rDyq{I2s<}5#s!2XM!e;3L3jcW?TD2M_vK{UPDrtJ6onr4m_G!La#LN zBY{GYG$({3rWDhebj8Sv3;TwR7rn=T)csc2oX__f%>9aKR7}{~61E*CLJLng-zBJ- zS5S?q_$OFEV&CK$eVvS*2UT)0tMV&hyKOKI+iUzJD!Wq%kzqOb6baEF@i>2X=lB}! zMb9`b>MxJ^d6i53+;4)=poYI>7(2hGn5Lr#%+tBbE!mYl!)ZP*cc!4RQBwbmtNy1^ z<;p}>x9hqkWILpYrn4?Ws*9*FMP5mNvZmSrKKEn=P{9zfU|Ugd(nJaCyzw z+wT;BSAMhyZGHf{C@GbaU&2%QZU>O8hK3b7ciZ{9zT(7;>u_IcB9z(D1ZtQtMJGXTv&1MllJ_S}<#rd?fpL`p{rN>bm((m46!(!Gm zO?^<7kdc=E-X4{UvkmkHxC;c_}LJB&l45j>NQTMl7s1KCIzZ%uD&>EdAd zcRvUwemb{pd;-`FVdhxS zmJ6A*I=`bS=O4reL~fq;03kVE+%2AUkhG)^;cPzgxaYO0FdtwYdH;he-Z#jyVgt@j zyFPt(IR^c?b--}$&bT4n&W&5U>)p9mr7VaC6V~45?6PWf^h63LN?$)`=~fg*)q^Jh zqAFEH?!wXxZr%qsN1xpl%gj$z)oY+ED(}uNxx1gP_ZYjOsktSqCd1_(g)VcH={XUP zS1RhqYF-I<$OtDhvliLOB?}{g~Qpj5{s-uCu>pO|Wf{f5#E~*uN2WFkilxtnY}&U_vJegXXmZ$&L(DV zb}-G5%(K!`V~w0#gX=CLv2F~=5nNj_ibC3vd?9|9VI)pV^#Drzr1u?9wgeFd{k`HU zKN+I4L9lg}@rUSkse&_8=`>QSoC)x~CW9M*O_@f$)x2Djz0WR0wuA%mGYK3cUp*sq zevmFiZaVbqb957t%$n7P+~in9;0Mn+6YP@@)C^B};k7l?XY94FFqK4eAb~kM$&rVi zPeKLFK$-uqo;KfYh~V5P47)o-8@0{y*(GQ9?M?pNzEH3=yF1)7yx10KK!N4cg13O&u)AVl6J#zfpyna8@4Z#2$(% zV&W%*mIr`yQuqLZ%)Av7t{{w@k;~J`R6XtuK(xxbqr&xPk=m(1F(57&z4i#|H7of( zTxbIq>cvfALe+c2_$WZRV5l#^RYpQCcYQ&k$(|Khn$#!-QjX+%0Z9Hd^qj;lB-vRN zK_eA>*#LJ{82l-rJz>ZZK4ZS=`fb^c*z3m&;tsYWV7Gt(P2+0r`~L$q;wO(a@fHYp z?voxPRW6l}d(w0d;nc4s*%fX=Zj{vjfJ+iZ9Nqx1N(zdzko_+0msu@rQl{n!B(kfg zWY~lCjNSWWqd+`B?2WeytQoyng$jo2&At0tLKEOCD)H6|QgoKDK%q*~UOf!7m~2tq z^roKg&NLo30t-x>v!XTIh-@EL^6d?04zJqY3A$8E=kI@Ww;NI*k$k8hZ!vbCALMN$ zfyd=?E>9IG0FulA!NI0|@X23jRU%O#q#|eA)ZAjEO3W_@mI|WDtvjoE>-J|AC|?7L z*o~B?859>dMp!i9&Jj?%AkiUi7_iodF9LGMsRCQ7J4k-Je}0_-MY?sgRyId<;7vVR znDr}m8Ti}8(5HK+LDD1F)Ct%wxF3Q%0U_kyrrrR_-sNc`7m*ij2J; zaQy#>+cPg7-fbvx;mj|-bJ9nD=^RQ7FxFzjD-*=leQ2+9{yr+G8VLeVmT+N6{sUz! z@QRA(s$cB{(MUj4F3)wa!WW*#%b@l_Ze6~?P;dQAwC(~r3}h|OM1N>7NcZ{Pj?3#} zX3N)@)%mc}@l)qec(o7?s_D@x$%^Y<$d4*#(?;?$fm~;v545b4P9o0J(l4_`a6B`^ zCIcIk1-b@_Kgoekws=k5fUOg(z7_i&I4C=a<5+xD^{YW;01D&;T$u?k%sthhh5&Ns zuDA{-yh!QvDR4}%jt9<7L}nsC*H0FUresJD!$Sk{OeZqunFh?>Qa{8;72JbZk9TeZ z42^hh>|XK*^=8D#XFcHT=vP6${`K?dv9LhSOLV_}4Hq%_A<;fCL_cpu2#+m+@Zt+< zjOZ{(NlkaYQA5BAc28XpdBp)_5CD7}_-=PqfV^34GA5%ei^sRbaSpZ7b3lZrSJ zarU7iSW$(~eUgv5+P&%=VIM5OmHW#B^A&6Z!+0;yvj;B(&8jA{VulUex=eq(xD95b zmSA<*A#%?k6l(iI_0pg<=1s}}-i%9=dcVN%fGZ-oN|BXll>}l$ZIu%1FP}fRM~HZ_ zgAeG0>d#Jn($u*8JllNc_W%<9MowgobVFQ4SOOrt6%xdUhR9OC-Yzf!aqg{L4s|UW_`nNu=tvF}*vQ39C(U0Y32Upnz8vg4H6f@2D zrr{e|cZSIqP@t$L4+z;jG)9Uc1=lU>7&+JzyL>^QbK2nc=_Zm}zT&8uV&gP32fJ4c z#v4!l@m9b6mr<+tzFTeX11c@tbDTa&*2iEq+)l|J!jZdx2A5DzPFk8A6N?ixo4X5! zj59zw&>p5hZtSR4X`$lx1k~TmpX= z6>nC>Xrzn?$tvZ=_qkH}o~QUH|CPyy;85G$Cb#wL0Oj-m&it62HxvUTu1QJRdiC?# zjuPLHDWC4_e+-AQ_c|&cRN__kQc%g|L&7Jnzo=44i-XV$Te%y3s5X6cdxeqwAi-zD zmw^hEg&kjo#i&OJV^-9Xw?mOed^I)1p+L#OIrPC5Vq8ws!`;;pYi#797PC6)M+pSH zb_Idui2v@Gm3{pE`c8p;=#PY4{1PQ|`!46sNRLcIJwWIq5G0CuxXxGjuC6&*SJ6+&E2v zPdwk!2a0Mos=eiJEs_3r{*|C0JKcVi{C*Y6l8V6Pg^f}cK0_i!iz#c2=x}{sF5NCS zM1r(e;Z`5>)U3IJKdYy_BHaScR0cXvQHe{`T8bA$gj8B^XP04YW)V`T zGk^I%%s(s&BWeUEgad;J=c#YiEG{BRR@uD*yw*fx&Vur{O&>R|*FbNtp)X}jkHy6L zA6Riz4O6~zjnLD!(C@ev?pS~z6`(pM)xF(d#MTUG+7YV94q-5j-$&)9T{%~mv#LBu5@*1fMbYLi+WY z=H=i2wW}rD69~j&sW~K~M7n?4u^2P!u97>`c-J01&^I2vKZ^M;EdstH+yy#PALg6P zD?hn03A}#LkO#_rE6B(~2vDiv(tXsT;@>ub3WA0DUa#=W4P5yF$WB4JiV6&>cLo@hjEL0p_M1_b^EL#8ehlujKv`Ah0-@z5}w~?()D(L!{O(qzczV zcY$TF>+)$6r5;-5LMPGAcxas>!FY3Ym}5Z?OhX`*{)o80$E51e#OQGl%metki?2cC ziJOFGG2cqG`sX2pNTuL1%vycA5CaM4Vg{zO%QFP>4GPmxZ~BJBJr6(-a1!rOYe>8q zx#$P8RyUlHDZz>7j1Tx14xmrPTwKDVTdx5uaPVaoB2E)-Jq5>$PB0Uw!uqOJPTB-2 zg41(bIeLBR>2K#43?K)PbKXu+@4gmwQP{?F+)P%_AH*WXSTA#HhmJlNsdN8n`f`5L zW0Ql~5A+d}_Jy8K$a6rt!l)utqR$ht<^$M|N9s?7+`aKxBmQ09=80(DWL?d(%O0pr zG7IBKQdXCbhFb`O0JV@uc)!2x36o48$5|1ib*qsi%!R9_B64>+97zz=B1PTsQ)9Cy z-U?N~Y0fUlP{L=X&+%|E6EMmdbeB<`6%7l*H(mu9j;c>d@dn1;kQVIiHoNh(7zSoY z=tO%<-EXhMP|3VE&j1hlP5z^^&$jR;zTTDrr%aZnL zUW5TWDrwJ+D{4w{jNGr=uHp*=^?;fO@10<>2PtpubU3jDNZW!k5jt`NeZmVdx+k=< z#^W!AQzc7dXyxxMB)_W{OvsFbkk_vEQWWr9r$A<1A+X#7{?^yS zzky*lnxLL}qY=b3%oZ6NBy9+d51aPw@%erT!QIG zZjB5$khf7>N%>EXWhApEL0~9!2CzPn2Z%18$@_CipD;Iqxc zG8tqXkMVV+EdfBX4~!u3YKYSB=F2tkz26whjf_f=PXE7CZxYV~^_|yWIx7dfbPbIH z?usbFCKm`@ZNnP?aZzS(4O4Bg7jz&(@I0A3ZiwtOB+faw9AtEmkvgC;wAK5?8&EY% zIu=&zu4n{FPX~~*?^N%ev3Q6gGd=^L`sKTM20xYUhZOx8G$eNpd4rqALCUw9@#nAM z&4X4jdS=ALd<|8a#$QU-D%aoE8$iq52VJR?FFv$pQU?bV7uFXg`{Tq4Z?yx>B zT~Llc2RY1iGYDGuo)0)R_+%lmPsoEayY_}5Zwgt@B61IT@TmoGG3SAI9)i;zS z&f1wQ^ALGo+eru7xX&uU^Wlb00*T+!G@S(lSs`V0vStr}>Dz!ul27C!fVtpDI-FeZ zKZnAXhyPn@wk2eo6m%p~P5=vc9hpA(x+F5?cZeUe!ZfX~?{g6JRyUmMcZOaQeYqHvcH5^PZ!S`zFrua4_+xP!3~kMw z^K1t{{hW0LQ>A7oC##|FA>2lQ#L`Gid7-FP=U83GC7;g}NKTPUD8xe4@sPyMwOxi7 zpD`PO)}@V)bp?<2I%Z+a;yN0{id2w+qI=Cq^>_t5KR9+>`wK#aPWjZt_$yL0jCZK7dUVw>*4@S& zANBkK8a0#_HJ2=%{ud$qx5A$_bjwX6Qaa2qvZlKCcXx|!oktTPg2SESYp-%xP_Pvx zv-VU)mKhpajOqf2gL7epJ%|0jwg5Y$pYO;;Bo!tvU+ZKI!r-k$qOj`AK_E4C!oYP& zbxF8s;oRC}v~J7b**tH?@M@BujBhgeK0QgDtFNJb)-g`8BjwS}Y9jTJPw)HV^~D>)m6Hrw%=GCvrdVUBCa!|-mwh|tlq zePL#2a7!NVF@HIjLmqn$c`RQ1vu4#hf#;gBH%iDq$4tMrCklga_>7;mb%hAcQ#p-V zY#6LrEa!X^daDD;=k{EM_H`g=7Wh#VdV5Z z*}-BHPv;`gbD;VcpSOvYrLwsu^5wq~!aL9I)b_VXfgTdV^cmj_nY5oW;u{-!{xttiHAJ;dH6C~?h3?Y9g_fN2#CK2^$@h} zQpn5eDj%U-bDU2<`g-py@%7!Kc(ix`n4Bg~732gsUf#RotmgJ!p6Zp_uN4`D6SH=s zy+s2Vi+10ab67HARo*{jYnD7vhT0rC?+vPO9>pt{3xQ>qYn%3bp8?fe1i>^T9~nE~ zEc(j7QPB}hG2_atPJo?4y@a?`DPZdA5OjGn?Ag$rXIgcLz-J82b)``}*_Zb%%RW?x z&&wd}wB2M1w-@^hiPW0xh#{L7(tn0rXJ^1uS+Ce72Bm_|vHc%Q@#@PD>6Un2m16af z!SuGg(9ck&maJS41Irq#Q+o9}(Kw1Qud@w#oE;c~Z77&^X!;-sG*2Rlb2j|o{?Aw6 zH00^u}ZzyBr{{u!uhI{O*J>Ap@*uR6bPk%Z?3zZ)XJ+&?iM*~r{L z^Yw5S&e}VBL9dIv42Fpt0}a$le!y(1Z719#q;X`emZqb>nN3`L6hx`n6V;sas^~)t ze~yPU(&-82lm)i$KRgbhHUin0b_0I5qSKVeLo1=J8GaKa%s-=DU)Xu&m6wd|fBx$b z{B#T9T^D1JC*1d-)CYh8`gsuqn4AvEzpYO`pJb1x*u5Lp)dJgdkW$J8_kve>%*#;lp#jlh=hMI{@w+}g;OrL zgJ6kQtT-N4!$uv zIrM{U>G-s9yAHHB>U%*jO%_a5rXOze?D_qhVP$%k*rWw!d4Eil|NXk%okz`9C>Z%k z(yWuXa;4LD`8X}$=Xfc z?{p6T@@n9Dy(}(Btl@?OZEtR^mk&(qvST;a=*_Wk{?D62LW(s~pr5<$fs6z3{95je z))!&I{(eTI{C8S5q&Q&UmOQq73dBtDh#`w+eIH=G0UtV97jJTvqfv4-+ zg_=h4MO>C`ipn+q{f9TH=HX6;2`?rme~x2aCoMLKR+33J2H(4sw1!g}mxVw7?Y*nH zU*LypHkhm`=aZz(7LA}kz%LnHIva-(U9kx@+xODvKJ=}F^f($OSN+ypAVLUgiSLAy zX^qo5p;o5Q9e{a-NXSrOiYK9YOOZxkl*?S@(H1Jaou#bwqe2)dla$Lc6aZV~xDN9zqzBu7?;stJX9BTd?3+2bG*eL~(`7fDO zGxfA^y2CalN9BV6ccaO#5N4hakJdGHbFO+%2OKI@CdETey3_7XYS3aV19ZlAa3_yO zJ=hZ;grkRqwfk2j-!^VoedYux7%8(qk1k?o zuXqT8&5<;k5rYFWSoafAgh)UK3W)TpY08uNL1przpna?rvw8W>ILpLSKjGX9DEl%ON?4_->4pW;w z4|evGSn(GW#Ujt#($o?{WJSQ4Yw;J45!;>fA2S!{we^~WV`713huq-peOwK?qXCNo zq49R_9HA72f=e0*vj>c8)O=(JZk{MY<$fPRM+{B}BUwTJQ4;`tn6YEM9WW&2^gpF8 z{uxUv_9=Dz$CLZuKWpshzuDVEFmk%TIr7rm$m%{9W&k)C^Sz3>97=(reQ`Ew(y!8I zX9P>Vjec!EK@4~S&CXxH6Dt$|GJXphBEC@(4f)Hl4rUJTKuQYq+H@Eh!4kSb7YsFL z(kKP}-=>V&LPf#sJ^{Zk8PtA2PzEp;oVAsdeB(ki&Xa6Buu?P-NLN;zxx>z&^v}W~ znj#7%A)=WBH9B1Rb76s|fEd8oQ4&Vhcy|FG-;(F8lKXm0NPew5laE5{R+F1w_SX*n za1~k%V!Y5C0d8vbu#*4k+Qh@4#-}v0ya43_Fb5?b&j98By;yUbR6_RknN^_I76raD zSrUt^_J3zN&2tx=@@zaH!#;basDa0XJ(@<({-1=E^o*sLj)wo|Yyy6!_GzS@D#5eA zJQS+@{D28>b~k|k=Ol_^-t!mWUr4&vOPAxP3QM?w8(>BE0h1CnoxW&`7s~Jsq8K0J z|N7kiG7&5X{JrLL`R}JdpYQwsT+{yTvh{imXjKS{XWtl&2VCAyz`pDBwe!;8`8PJz z8U#%0()R!w#<0x)JPms0O93#U@oV)w^!ZQ#;*#fB0swBVTXuA%yapmjH7fsr0roQ7 zG4*+b2L_cKDMOTsM*v5e)yzE0cYu^y-3Y%0WG;g}?aNg;Lld=|ihQ%@@#|pqoh1tE zpCRrO_Ho*LJaZt>1?YJTgc^T`KDHT=>N~Fdz4*RG8Vs-o&rZxDLSP(~dG;S*1MMC_ zvjE%tA&1{Ei4h!=1F26}EX|0pnD!^I#4LLP#C$&Pa>u=RR_Z~MTEJah1b}ZXH#M2I zkBkp^R{(0^P~cDCo(FKp#|r?;DST?lcz-5#T#?=~3QSPHpYav#DZ~R9vgthf5Z9xw zrwwd?Xw-tp;c1vFb1UTqF|yy+gN06Mm^CEfVE!v`$8YW}n*g_a4e0b!!7*e&)7gZr zrqr#zxCr1yv-JjC+f^6OWiUWa2aC6P2=q+rD^8rH_UTcq*(vsQKDR3SIq}3-m;P_3K>&qA(FuAh&`Opz&Y){#+IKY_!u+qSyxz`b*ailH)BMMdt%1 zG7FzMQjf7}VkH~EBJ_;u0v`eQr3jFzaOCG{C$XjE<`$8)7XE@>RVZ6=q? z-vJ2j3%Kd4@18?mKqj>$-q7;3eT!+KG0xg^A=_5c#-3T~b2bB@)Pn#(gT>piYWqym zrGuZ(Y9N8i@n-);2=Mr+f?IP=`o2K7< z0$m$`F8&$FdK`;hMXae50@`BhRQ}nj!5+Z6vu!?W>zCHR0Kb4|Kv3O^k4ntIX@G1+ zsx^m9^F?EaNgI@P(-q^8(B&_zIY)pW8j2qsY(kCIAxhTWG#M z*8k*tJ_E4Fb-G9#Y4d;Th^MOnj|y0c2@wNpE2qGA^BlqDb--d9AnA%WbP8eAiINL- zWoV853&X%;O1hI_k`&M&SHQaY`St6PCkg89`NnTxgc#V305Q-4g;>wf3^0q^0ZM84 z)^l|pK!QdXKZ_A-o#cr@z;t~N%_&)PJP))XGG{$NK5W(t`1(Um**Dwz)t8 zKx(XP_QixRq9;DP4Rs)3seZJd09sP7F<(WYn6NMK98uMvFLngUF~E5PF@S6|X@K~007p~JUe6(<*>I*w%KZWKhUaPWwh9Q=y#dCbIlxC9 z`W*xh#}}<=TJE=|d|_gO)Kkkr2hd}HEh#w8r;*F;Ie*BNh){JTAp{F|tKvZev$H@q zfZ;h`3+A;NY?3fq|JNb)9zlpP9T2mG>okA;0+wtg4p20gOWgWAcmd|Z_3R9w6M|cU zY1nlgU^6_hTo+$Bi2)lFFt0j1&z4ez-9T3F0>VXl99Z=7sFX^T#;d|(vxkPQe z(e?=}%P>j_3U&`0pvO=ufTsN4*d|mq|)^|0K*h zUYdm9Mdr~m#yi`GSYD@-`<=kB_!D>*8Y_&Bx&2(`nQ1*h3nA;OlmoMwd02m>DsK$a zwF?0ah$sOcegdwYOcQo6ZV*aJ;LA?{1MYG^6*#fN z860`5`T=PP5g856s%01_?FQ^pUudrpzY8?D0x)>m16pmUFv?KGpU-8e8x#KCUA-63 zR&-cvU)D77T<3N&!74Zem@OF>jM4c??&#AF!UlovANkm7z$?UWJvXUa50Mtsn1sFL zCww<>lL~*w3;X_DEaSCc;xZ+D`L3+~=C$inm5$hJCxOc>vlqEsOat}G`ZXE#Zn4Ls z04>TDq-eS)|NWFUM!PK0r~lb5Y3RLVp$?Z}R zk20epD=ig0s}k-;)}oxy?wY(f39RoLB8~B!>%6YwA=M4`)O8Yh!qck-U|EgONUGV$ z;rZE!YrN!kJf}n)Pq5}k2nJ+tQuzY-3|g7cJVKfBamDBU0Y9XopPsh90j_A=WZ3cG^@cnUeW5s!X5Jy9mao zbOix&dHG{bU2ncrYuQ*p^yJdZcM(~*9P*s27$R{xr&`8>F@8PTkuE1Q#!9J_w0k^6 zzFl!AK-Et1y+7^yz3$2@Os`Yo1i_i16GMoDK5q&pFKF=D<9TKd?Nmm^)%nHeKHVpf zjR_asiU|5w?(yhZk<5L62m~ZLxE6o0?;D>=wDPcf#eT{hTGRCMGnEwpi>tR>Lwpp; zt5vdD5p?B$k{BA7mJth+{UA_$S1j(p8Db&vZ0Nz@js{7*8liB6CtW7i%*~d{3(2(G zp%8Gm(6IWyi&qOrL&J4dBAUdKLoOFxNZW1a<;dIwIone(6Tai>LD0WG;LuBQVBXG) za!|i4HT-C;BXHS*Xe*6wgQfTpK?s>KHy4a3f_L#;?!!alR>{sO4NIPK@80%kmDA6I znG@EwgzQf~+xQkZjb+o`LuwR*LCoR)({Yi?W6q9)#Iay@=P}I3SkjoAyhV|%Foz<} zBF~Jh+q-5rl&3UmK>GS&0GF1e1dmUgS-&3lT z77WjBRksjvo&+;f7(qR?RSeK1zqOC+q`3^a^UK-*yeohiR>ecT{swHS(W9WM85GgP*> zL-ef=ZK^n$jX+LMS5N!^BH=FZPj^Q{?@7s3&dGUj2y&dT%ET0t8el9}Q1JSZ&XW75 zV4k^{FB?Bd;h)Ri5%b=Zs&=(bYBSdoFP*Ru>5&}s_hs#`E;j1>0$yP4z>FLl=CoNC zAL+$END8qTZ z`c`6FrXyo>dykmKkP2@}>!ekoR4h>I zn-9dDPxv+;peawm4#A}!A0=NX6O- z-JIePFA!t;dxjKz07+}Ehj74U`pK$k3=s^^Nm1Xeq%1(bXFN8UAFsFyPddALDZ!F} zAY*c0=eU6LlyIj7djL~@KuIEsqfs-yh5Y-sAN*APCv6@ceyV6dP7P0u&>^Vzy`&_; zoZVN`a+aHBgK=D?K8itSK?xSHQho9j%2L|MWwcJCHuClv)wF8ag-WoKM<9#*p4khW z6w-oxFFW26T(XqZFWiwkC8DNjP-apGsA`{*@D!ZYy48eLI822#LHPh*sPr(~osx)v zOs;mpw$WJ*#Ry;F6?@^3(|C(o@#&$H?pAn+xJxrAU5v4ASH)m7katFb*kx2Y+e9>DN@aqjXS<0~_M1@j6f&fota8OV;#KRR?$t1G9zc59{&&`t?8wDN_;vSn7$aT3GRyzwQu_=Hs z5}GlneJ(0g$Q0kWh?0mGIzXDjxuxooMbOH=$FQ&J-PXm=`rX9vE%tUyX@HK5Qp10Q zTDQu~bI}wbMHDSA@6~SfnFzPzM~;)UP~6?aE@%S0Qu_GvLMS+$wC^FtFZGp$oNd9h ztTpxux;HqKaY#>SueWW*hs%QJmC{~ke{oSr+cA+}Iw42e(~=n>xZpQ!t@vD_EA&>l z94QTLYTM5+L_-#v;03|a>=;k#gyRg_?;5?i(^;DNKe3nDZIu~g4&il3EQ}>2{C@fq zF$p?Tv-AXDmP}cwDst({NE_*UNF07ff-TNu1s&OVfxpQP-OPCCqOfzTKZ_O^lamO{ zP@v{^#p~eRkwPv^xRs~%-E5FYhMHu#Ek?kOqj;nyQ8pUvChwI};CW(SAZw-KOkE{1 zKYqN^=3x%tijg{tBz#W^B#mHF^HPOT=_DR42?D|Ch-)KqGkHXP5xi4qA8Ecem! zCoOcP{oKihKJyniQiUR0HWgDYN|I)cWyE>JRyhv4Yd)r;S67Dl{*=*>2@ULu)MM~8 zRfRxBRF2v}+UwyJWgP#yHELTvxo9;2*YTi2Vo<<;HRKKh2_TjG0N6kbu@o`luM`ccs%Gc}%E zU9|#^?T(AF1MOGSM75$xXkjkWxsnS%N$9TJQl#8vCDYn$O+PXwDwCklt7<;+_aSM6 zEeX#8A1dS(un6Av#zA~A7SN^cYJB_}$bDKUUmJ~y`NFDO1$Gkh+xXUmUobIbgs5T8 z&a@$h?Z~4N<_rbd6M{69)b8Qp7N4TZ%{g>rl*I($LZl-pLy$Du3~T*UAG)NP-``3{ zgiY~dh_f8RYn3)h3M&>Dsi{IQE92>3e=0l9W>yMIdOV^u%`Zbl-^Z5F%`c`|Ms$fb zRz#;zv~6(3WLW>dUI4W3)!M-Z26zJjNZVAB1P7VrlRl=boW}LtSX*iMJ!wTJ(Ue;8 zHpHDc$XIosuJlM9Uts-F|MLy^{?|hJY$2j~F8EJ_G@Ee*r=vEK1K$ zvNnO6FJzY~mz)~mr%rR|J^OK1`rG^^IlL*pXZVT>*E7_Z6f*^WMMU@)u`4=rME>j> zGHJas+OV>pkON0}+wsqINo~3aW})OjaIGje`W@(67%2-;?x%kwYJ>v!QP4@6@Sf;A zePVE;^G!xKR*QO=U<<0Y+&1$9LenarO0f3a!r{Uz$*HQWSk~ytGoJtrwuJmx-!x?t4*+s1HiVdff%wVyaphqEV#B5xyfx5mSuILT`;! zqk?Kys#D()d7#aQP)h9Qzk`i|#eE?#U{V#2cuO4O7zSzNId(eJ4l=$(8PHo;COPgA z#n(_iMY10|VyJu9$fFibj%nlITr^AH88x%s;-GlyfHK=Tl#p9l$I1bw%|~H}I;4cW zUySZX0RbMcZFWX(2+R8?i86Muk3e3r!yx24L|^KpQM{eJed!SegC%?t-{n5kJKYLb z1cVDM#qj6;fDuDa!g>hP4VAm`O<*p1vTr|rDG2EL5H}S?_!>bP-?7Y*eb3|(2|6YGhmiKj4FgHFzLfxTy}Xt&ub}fR6ej-3 zS*73=vX?GIQPr54AFMbbWQPpBi>Y3`$aGNF%1WTE_PE7TW8M|#DAfLC2xVHdaitwW zIaA}7{Fha~N5?tfp2x3*fI6g6pI;F&bw*@@DBw~fdt*X94jW-2;8#rFkKv7SdSacM zaH7X?V{a(jPOa8zs+GGHR9oFbqbMxtIYgce<^veC*H-;S&EOQC-S#4D#zkpE_s)A^;q8+0eK*xvgt z<$^glC9jB__LKdu+nRQKET;U*S0AHWbZfcf8M7%Jq!XJoo8@?Qe$=B&Wp(Bvk<9qS zAQ0Y8GNL}-1QQc}j4+&IIRY!%vLr3AiOcM2P#vukg}}E92v8$6x~U}@NmS48QdTRZ zRgK9sUwK1nB5ybO_CMTYSb+%r_x_WpwoX{ z^%0z%iaTH(kr7(aiOoo+jagIF_Mx(6p2g7(_>Sy8;?MGjI?&%?Hp3R@?LA^kX8?v% z%GuO)x+TRA%x}dnDC}@Xp(s3mJ$|{PBl{$3VoRAwM{up>aMT&mTavg_nfJ|oyl8Hr zygKKeRDkBet1HIhJ~I^Sei-jG9!c42ERjt?M6aQw_JBJU%Oe+_p~V>sF4(R+>RdKF7CiDv05Idr-cU(K>zDT6 zwSY;ty`Y(0RG+DY4>#8;=~%8KD^giH zkP1#z@3nQo+J9H9|)UD^XB{{tV?9WEV(v zP}5I|YLYbJ;H?(*(*{0%=i3JXyMs8is(~?uYK1cnbV> zf2qcov-_wSHZmp7XjM-VPAnDui;xq6Bho*V>YO)f#p?Y|U{VEFsub+LpY=Unxy;yR ziZhi;QimE`k?TF&?{WX;+O;(bqxHC5HR!dY!kd~}8#DP1TEtMlK)SD_Q(XPdQ zw*9F+vGg*UD%{68!Q4jy=}}{ZwOd)Pe8c)X+(l&JmU~Y%=vz=nt+JY5I=PIO{LhNr zBbr8)CI_X=L%|IBff@hY#KE?y?UOG{`n_T9Ic#Sn+0-7!3*cNHWil4CsTw~=dy{r* zYsy*Tx4G_V^WQnu`GnX=`Rzz?-yZl4eJ@ARt?CU>PGF+z4(g%wb9@<#$JkEsF4TN} zQVF27qL5LU<(1kzF^$6C5#rFj!~24nW?b&M;#-of2?hSpxCTD`cDl}s>^ zH&|abig8xc$??UD@OOb~HWuxb$_inUkTnUHx&%YocaM@bimd1Ui=3z3tH%)aD@A>H zm=KC?7?*S{trPQo#qE`Qrs(CT?_nq9xp0@7wNCB7dcyy%(M5dy*O+*!pSV=(wLD}q zeeG%$OgC1;V3f;n)>18xM0F!+X&oLn)$+1i3X?7pL>C&zW5RlyDIHbNw~q(B+jp5S zL+J(s3)fZA7{RR!G#^9LhBeCHKYmE}oN%&_FeJ_nUL4v3v-GVkKJeYE_vP5rf<^K> z>GvM+(+U#FRaElQ#~jB#9B`Lvr8V!9r01##hTlPNyzhsG%+O(iW6F(LKNXn=oeb-> zAT08vS)!*|-F5@=IUQ4RV^@o8;{-q3%#msQ#)H=nEnZc=;8j=RXyJP|A0sHl>9#+v zuQnhn;6#-X9)nNK35H0S`=+OQ!T;5;S@6UqqK@e)F*<8{)uvKe*>w%U8sc<5jos*N zKzdUbr~f6>KK)x49#oi1J0V#>XB_X@hOy;FDRRRzUdl}A+Qs8w%c)|O4oYNsl~j#8 zot&q4!vyO_*fX%%o7L3T6JZzxOj5aXhD8X%**LhuT~Rf(cqrwh9o4ikiZJ%v6c|T@ zj)>BxxtV^ou-1b8eaUovoWRmZy0>+h=Se&5FM z$tyjG7grBO#p<)s&V6!Hms8w%h~Sn}xmn)RK8U@7XwQ=H8`&3Oy?av6w6<+=XnV-u z&f1Y?2_x$pjkzf;3LjRJ<73w-${!}oqSw0tvpiMB8D;0#-iQz3aG}r&ATW^M54BYO z-U)dN*Yd=}DUB$R^-Cmym#z}U(g?WBl zd`jGz&K5DeFOSaRLl}J(k12t7x<-oEpWfcMijW)7k_>JL+-P(~Aj)Gw`yPZz)I4MR zX~`_@6PHpBC&!z5JZpp;-A{fsh;V0!wXo*!VZcu=S!_g8OD1$kUAk`H3|BMl5(L4b zHq#*$Nrfa?{(g)r;iJG5tseC7-2&rp5)%XFNm}1|%4!DvIGf!|fA~uYeyE0Hr9NC; z@8};pwzE(3r@#P0XN8s^NM^=%jR_sNS$V!Oc%oHklIZ7R72F1K&h$BQne0hzmCM}aiQswoolJhmKdn*a8XpV-40(d(Xu{-PE}rZAJ zYS3}lmLG)B+=FWQ?#K#u2mw1CpaD;gE=*812j#Tc=ALtl26D*69|AIOjn=axl^(WnT8UB29K$1m3OSgzTO zT9O;XpBsYi?!AMUXZ+10Vp^RXmE6epW5mB2+IzATtK}8lNLt@+%6Um(6wF)mxAc$* zub2$E7g}|Meh@E?BM)=EcTt4@a$2Aa;A-!x-0fAeJ6A^!#>VfAe|*^0diK_7!*Im9Pv;MwecHojb?fcF9zXN>GLZf%slq*4 zCfuko>=9h}ffG-EEy0?xZ?++xw^xL4-xufJ?@ulqFskPvLE=WKm^0vV9ud{{x8cD(-xg%(JXt5~z?;Th(y=wJP#v$2Eq~74l*qn8 zT8*VL?H9in-`X6KDoYz^TOB5)ER4QS1h*Mu7pK9Kk8{g!+ZBAX@euM??N_RaTJp?t z@KS%qOm1_0w1QA>ve0@5O^wbvfwJ1UcI)qVv5A5jZ>=^|2C5>3O&r8c);Tx&+i1*) z&(T_-mbZYRiHRZCp5!a*Qe$xkdl7{r5!%c=v*?SDZqocc5x0I`@Kn-XdEVYXkT;5% zYdVUd&+GWN2*pkjUvLfEtzsj|6@1U=O z3m2_P+nK4YAJ(=z4m2QZnfammfI4zl$+8P=tR2Bpa(HcK^YUFABBea{*G=r^7V03T zH#Sb``s_CIaYxw+`d`;a;qnS`%|U}z?Jn&vl-Xk*r(4vh{+*fnxmZ7B?N@S{xk=8e z1t7iSb1$!sznse|Xd}@^Dr>|Z=NqD=!UNm8OYa}>s#U0JSExwn)M^G`H4!`AnrLFV z|IT}bvKJlRv@|I`IK-+7As~-ZT;EiWICJx90a>O%B3ZAvdOBJ1DRu}e{Pfq9a;A9B zMu<&eqt?hCrluSedh*Dc#nrud=L_2BFwH-8`E3VR$NAVBjv1;MkZy01)a0f<> zj{HduCgTu)JCkKeOxnxxl{C}Ne|j7Bv|92-f8!la(#SV3F~q6B?fdoU?(dfy5~^Xf z)-8E>{2EsLh(hkmncgWwd>S0}jQkNptS$md2oEII_l+=7I6D z3Sa)!oi@7`sV$nqD4Rq`95{JN2>s49l0*d?_O%jIgH`72B;-BT!uRqY96CY7ADe3@ zAqq?6#<;nrugEJFu;;s|YZbu0Ka)6X=|fl<t0b@oW~Psw`(vI=7$t;%_IS5{{%-bWt44BbH>Dll$^%QaK?#N`wKIJg z5RfF8%35#H(f|2B90tD%whUw@Ie!y0;GmKg_3@wqL-3%vbw%=^L?4x7o*lX6GHPcK zOs|qY{3M{4DZc1H64$YVLKXC{2YG5x9aHs3iqG39U*OW*{#C!abcBEUzfZFrh; zdwOWFqjf=?3v|W7-9BO8_W%@-l7b8qk5g_<7KJfa-l^B(r0ven1?n*`h@$* z#t~uHz}|J@EHkKlLa9$LC@kJ?1pfKf45}6S{pulOT*qN}Mlhf(y<%l)k{)d_o z7>_cc@=+&8!ywnHe5_TkVY~7Cz(TntW;hm}#{2e0ICb>!OF^Bz6!t@s|A@TxJ zryltfpUxQyv2sj;H7V>;Y{*L-=f?#skunYTYF(Z_qtp{QkQTgP(6FX#^K>?$7MKgu z+tjopd?cnbsj7Le9_5Y=<@_x8cdDi8S0zgd6{)olPP9_fV8%`AC{Y+rNP^5;h2rrL zBlaIx9Z=@t4Drx)0=`_N&?O!&RZ*%&N0 z?_!U{t7My^9#%|Dg>EX#k4E{B^5qwG`?L;^MxF6OLhQn>L;4v7arQzA*!f4&2VC0$ z^ANcU`uGb^4#aE)b!JWk4A5Qq|El=C<<%tT6&T256Sx@EYUaCiY9VXB^RyTXj&$hxi{DD!it z#0@QU;z*1k7UJcjr6$AFCod(JdMYW3b*KZ88syrh#I>hT7N;8`r9o5p=j**TS!m2j z8y1f4sN>NPBZ8=fqlro!HTPI~yQ9CxL_L_`U}2;l2P&Q47!J)L;<3=M>UlG(|4mxv zw*;ZArN(0%(K<6yR-j!&;S(X1!})U}evp3&Uu!}0Cx%S9&gw=Q-N%!qZUXm+N3p6` z1Jnqb^^(C);MyZ9m7u17r$TsMVfMiP@F zY%Zs*qoDe#2WKeq0#7`LSs!`#rnQToU%RS!vhRUDp;De>eW*|Y!Zw-Fu?JZsUwOam zOspe!T_MwLGczI8K$L%_8tEECy**5Atsd+J5+8@DUhx_qgFcSw$oL)Z?Meznbzx$n z36M5;{K%p5K}(D@hrJaA@h_z78(%AUCk2+Nr}64^@{7F%BUBKnUZ@wuOc&6Hy}Na8 zzy{9`Z99^`<#d*#!^y&9qTN+l$U+~*kn>XLWcpVR;vh0Xpi_-c#mINylJ3{eP^DX+ zjRx6@CVBZ7>sC{J?DXvkf)RZVjs1D=SNahK34IP&nP zdf&qtLDi7>oq_oP2)h%8z(LOED8r%w8VVgNDG(JaHvO!wNhD3roCDevWY9o9u6z@U zN6gp$!Dan;469HBO;c_Ecd#m#V&bL;#o;Z+nxtYBB6Tvz@+hj)#^;O+IW-Y4*p7)Y zaZ;mnn=%p+t=|CE=|iG1k?vt3D4XC5KhczUhcJYOz7q$9V36Df2s_N!G3B^TB%92= z8arX;6Ez5gE-FevD2#}Y2U16C+BJoJGRwR;e>Nuz^q@p4M6&5PoO9z$3n3zUOds78 zM1=_OclJx=GH;77E31^N6Ga1M6$j*2i!f{z?JukY39V5FZZiTutN6)bTKoaS@Mg!K zl8R;Qg3OUy^E7VyNam9`l%}6xg7!afs+*|7iC+@vdpNw+3Fi*1o|EV-VIcaVfGj;c zi}Id7eHxsPpkBgYMan85__zPVGMbj%l(2GH0fH0O>4z9f;q5GiP!C1#p?KWtY-lls zYtzue5aQ>)Zlrofe`32B40?%DR{ArXiy>1+-dR3_9WBb#t!W)1A6+i1_c3aHVoDLJ z1S!WrX>%wB9(2=oTbBer6#iNQm13NgEHP>@j=}T~SL$l~dpRw4o8)apg7*!z%!DBW zL;QLelp6(HdfeplHW~boWY;m?hjeTf3bTiDqfp<5YvDdT2-NcaXnau*xys9kRZ0yv z=c{pNj=4M*f#v%Km~-z-igI4`)2Ina=G8GreZGw2P(c@3O0B0^Bx!5anuC?_9lw_BOa? z|5jF5yK6)BTaoADf$PUhMp?^2$A)VBSY-V5qFl<}Sln?u8&ncAxl- zaI^eBpiZDJ)NGiD9v`{EU=&TR+ED4PJeD4XvX#=<8tirr*_n^{RsAo-iTNIi7b_o1^4X))7W;J0Qq`jzVd?}a zIXL+vba?%e#!{Kq_!hR27gmn#yJ*(-2P)sk;kyJ&2R!<=40E{LZkqC)dr;t22|R@T zt>#K8YVqIWPBc+HDBr569$@g>TntF>qpIH{c4b=iy>rM4{Yv4Fv zz5=mU+;~sOc#vZ8Iqh3Jvd_50rF8n?Xi^0^iY0=`Q)6wl?<>WPh}KdW{x6eSBchLU zuQT_wUfM{3Lj4=t%fYeR$$$Pmt`N!6Mtb978Iy1i@@Au*O8FFpEWBQgTBl!m#Juf% z6uMjyI*k?6Cq+kpGiPev#24X{u@g>X*E?kH@*1JvzG@TeriTSRS^5KBsQ-=Zs(JD?k2*Y=K|K@8}?{)Yg6<0voh5&!b@M#cO) z(}+nS7jsY!O2`y{T&k_u)&gTIO;Ra`*R+80L%VfhFrp2iI`3=8)ocVhskZ?m90sQBW7rGBWqEDW{S}% zhUei42Qg{s$orL%Ova8MQtFq5F~2y^Ftx5%QJmcg9oCCD|tHQutNzS4d-%@TO2^0XdjW=xH03u=kYd0EoWLKGz-sm@WaSpHqf zW5tR0L>tC*`#bv@PcPuLhW1PHgipsf6V( z*c{Xuy_PV8tCj0|5u{LxDpiOTI$oCaigX4E!esgWzTt0bz4 z@x$~L<8A^bU6Vp6RS(ISTeqYWe4f6=ncoiboH`>225b6IUVc~#@UKhBd#HYAmqiig zGK_y>R-w5?6ipal>&7y=s-s)}!0SZht0JP!{7AJxmQFWGfy6z@!AQe+WwfThQ-@;1 zE_KaT4rP>DRLj(o43$7#ajyWuO4`|F|a!Gx4)I$Y0D2GUip|r zyC$zSQx2_gsil5^$_!(<2x)tn)~;~%!%Fx*A(wdOw&keWcv4+ueWpMiOgHLp0`aOj zyrrNigAx>nhl#Gxw_uQXqE2)9{9P33#?rt^H2m%!6M+TQ$VU1qxVb8enL|!LkGTjn zXfkVz|CCw~^Yu)3;h<~*F{-J!i^$m-5wmcP8Z-J&9#K5Oy$z(MpfXlqC@pIr+qUV$ zhHX?LS8a;^7px`gAK$|I8B28R)RB@E*7I02L^iZ{Fk#%pDsWv#T z<6|02GL2GWNe8%Sb9UN_Brr4BLZZs+w8tw>@y)-xSW{U~*9q&Dp`5UlK3J3D5TJuB zhc}0vjZNXJ@9a_1hsx5 zqDl@U586>Of+;9nn)q;Xzl2H+pixv!xwJ$8#h-QcDB-qpWiZv^8rRGCUh(LoHgr z88ofBo{CuNeL+InwY;?7KuxTyLm2qPml%KC{qAiRp=)zTzPOIAw-53^VhTIb<0;?v zHyb^KNE}Xhn$i#BKXWMh~ToPh~=S$rYgAx6o@;9O_Q_NrJ!s4c~>#V z=dBydBK3uCaV^X(l3S~$2MH0?tkuJpj=f%)sj6A z^HMqF;S&NoXiswx%jlpP?xKq|<%>CcO_PlY-U?mpWTUq}j_dJ|7&6T4u? z=d+?6alM+4`>Mc1h!vk_(i(z^%e*RHi0@f_Ll^TM#nx#N!H6|B26Ld1gwh^EFY5q< zi& zZmKC_4Am-nHg$+|=i#MPZ|;`@`Z-+*NcnyPFCuNxq@@pdn^6>W)vub1c0KOv#NUQ4Joq4m}i%gBX& z7x*O+%;@@>v{>h@+m5*{VNINc!}Je`fOD`}Y)BE8hYUorAgEbCMlpu;K zVx0166xyj`Vo3<5c+t{^SdADN;~hM$P!r=4*`xSN8AA@ey2yQhMUCN5NpjP{2hpBD z=6){5f)77T$-8q4U7u3r_f!5k%*#71sbiLma1@JawDRMYX8YhI&I4cJQU2`Z_Cp+u z56e+ca6z_7j?%T6gLxKLFo&iGX|s15@rmx*BqdH_Knmn%?eQ4UPWP^#d~mxeJZ+}+ z2KP3&n2xU%KC^w1@1<1H=ZRsnFP~?1tYi$PtDaP_2+$BTxc@#JH6VW%_!l5$ zHb?}9YC-#aLW&M(rJ4o5)*VOQ{uHv>*r@E&wFY0{p*{s1K5biKaiL}*sfWH)42`^f zDP*y+_P@)tsHDqZ%V)Q({=5D)4hj48t4nuBt9mGK{hJilC(?Q|Ui;&lztU#z4ur08 zCZC)Xzx}=Ha_y?q=t<6iQK;Y4`@i`VsD6^OPfaSwqRe6<`xPnQ_`lm(sfCh-`Nmhd zdpFf@3^-!HZAia$tZku@Pe;i@+nBXi1%GJU+l-RmaCiIK)Fw7eUyI&A*by)LIqk|_ zQ0%06Z^1CKU=%LZ&T{TPtb~)l%hmrP$=!OwNp9Nv4WU6QjjfvLuG(wkkeBK?+=9Zy z#`P|zDH@Cojzs_a_;uh5&_@_<8tx0^obyP{jb@?2EL$qa{f$nGNs+dYKYsPA&JHgt zEWG_V*0&w3Dshp-xQ0KI->$CLX?}bv>9PQI#H}vdyPAj~hWSn)*Ke%5tc2rAXhxMY zxVg2ekXF5-EAczWZ|PAS(DTbyT_tfI#IUzcc7jBkb;CuPwp=sfxN#;{?cZ(P1O{gV zPrtJ7UpP|V(Q&Y!`&usU>(Zv9=)X6@MAb&ZL=u=KQf)-|I;+Dte)-{rO3Vz=tW956 zvg}!QK2m?Arh&--eJQ624T%s|&VcNydKPH{DCW82y6UHky;75w4 zQ*DfER>b-34&%+~xnhUV+8kqvxlJ!n1p63yt@1L6+~)LK!;C_I_oM#`2vL$ zQ%+!rJh%%T>Gj_;(f1kXj6|!`eG(bMxuJk6oCspci9{c^u!9D+f8;g}}=pnkz z>ez)2F-tU=V~VXnR=M#6;|bD_NIfnALW5T;VRFIC#iFAIk`dffUY%9i$3Kqc;>yoMpe|02%-KsVWF}QhLX%NYA(#k{voxB z>zHg)(u)MOc4+Yaw^(?~`mSvX`zQ5#-y`{a?(jgLBxBVa`fWogOFoGnWUoZ=HOYgF z=QpxxWyVjHkZ<=IH`^|9aHaKETP01I0b z<~3$v93i{r$0j|++#5%i%lT`>-!UdAHNalFH<@vgstK%~Tj;VC?rGHe-Yg6Gb?Q&P zv;{W-%P|lYwFv)|B2%SPDpwWRwV!|vhj@XYsN>s^>pb4}hGwbDNJ|b5u|pSjg7GVi z7;Yh*&n%H@Elyh>4ISQGr(f7pV7`eD%%4!#R6n3NLy~ABuQy9C(kkLC*DP_1?WUcF zBAx1|wpDTKbmCPD3GOW&ASZZyRYu6Tq=6ShTASvJeGA(3vH$OfX)|7}Idwa-WB017LNI4r zdR8&`|7^wNllPN^Vi@nsim^`G#&Ib+Z2pn0-@pFY{7mS=?H4Zf8{TQMt!J@dzo@rQ zZua{Y$+-&q#2Nm6xSErF8B*{I0}KB9MrSJyJlehDc-Qx$t&g{BurB###5t8?cXxF} zvfcjtmwMGR@77M4FK=y|XInJ$xNgPv4{qN-b$s7$cgp7b6r)#DE0-M7-3-p}b*)Ul zFYea=*tqQyq}J5o+T)e;H}diQGDxYO?*^<@@8>v`TY&7J?+4`B&t)$A1L6^ot7mRl W?7{qDaS1O25O})!xvX&V84p0IrKnZj}3#b4kpaPVD3Qz(%aKF2`mlwM^*_?In*315}Z!$ZX zOum_XnGLVkYv7+40&g*mS9~JiaWU6{$Hn7fM!>A~_2O|cBVgA0dhxiJ5io0gy?9*A z2$;3+X7#_w%hIF@rZmrpVNt*|D()3%dbbm1|8rKc`z8HwUINcs!Oc8q=NuGn~W&+ zA&mxk)-}jr!9-Gexm+rh3L0HzNP#50eegg-%oI8u-c$;2Rcpxh$BJCsfDNb?Gye5K z4Q1GDHpL0$1Fb5Dd{S~kLHCw$ikLa`%XYh^79<09)ZHx>i-iyeQz=RPx`Aa~{Y5+^ zpYC=a!C|;oJve-31n76?NP-T-5Zs|yhMWb6OqL)YXykl}rS&Zr78E0Air`h`*0~P+ zg5T+MDkq%OA$K|*;{tMn7(ZE+Fqh!Mu5^+T_OVXKfH(n~KbxZr}%Jo8L9=ZWDRF0alB(L3(Ahzvd;a<7FTM2AciwrYZ{NOezWF8=Klj{oC!KWCvBw^} z@I`K2e);9#Q$O{5{q@)X{`>Da*pEN{X!X4J-g`Q6_PzJs>ml0x`t_S{zWMID>#pt_ z2kCJglILiz(tiB$#}`{{vEP3C?a)IHrKDeY;e|WyxPvJNbm*ane(}W@M<0Fk8D^LP zm(${CImHxH3^mkH`9vsp{`u$cz4zW5Z@e+7aL+yWSU_i;b=Fs3eHCC}uDIfg9d_6O z4C{{=-*?}Azx?vc1TfiTlUW}IrbQ5=nrn1OUJq|H_vV{#KG$4xZL`fb2#Ln)t+(D- zV~sV!2qO^PWIljdW|;*S;%to0#@4{}`J~@}|Ggge{JZbId(~A}krS(~y6S4Ht!AD8 z`}5B~sedrfKKtzb_us$FGRx2=LEtgR9MdAR+JME7rW^g59@*;$!uXX}UWs=%+;BtE zHGMC3AAkJuM;&!km!E$6>8r24y5o*JCbq_%fBf+WyS<>uM;>|Pt+v{VBRBEH6Q6O$ z8JAsl8QomKURppi&Nw56CejyKWDyF&3QJ&~?hydfDOfni%`_*I&uf z$tRy283KqTN4Z2}y7`x1ehK4l@WBVi%>@k|19@EBHt^O&bVdVFmtA(*amE>E)>&tL z`Q?{U7kn}a6O5U`cti|oy3rx|Kd56~F^Nw+@kC4-Jb`Q`B-lMASL6xIUqodVa0{7lW_FowVQ%Zs zf(VkcCzzAT){EgK8y%AO`Q(#NDAy5395E^EK-{py4vV3Y8Efja0xrDpLOg8|xa2ai z?53M;I_6s%LKslb6hTgMZKEE1@WI<|yNv}m`|Pt*7R+^H*=S;U{>BqEXbseLclzn4 zkN%H8{#Yjg5Q|{(#TQ?5%{A9qXB~1Vz{)nlLvPOpZlgGB1y7!S`stZxo_V|NwxfXe z*kg}tuDK>+EU&!s3bs4)$RneNA{UpPXP$Y8@SpYmj%IefHTCO*9dKA7H7G*4)DnKV0aqf7z%0?cRMCS{Yw#a+0>z zmlDgOD+oqn=P(ulBMyb~PT|;TrkSQd1FMR=mB5H-e!O+ylJF3@!}>a763=49G0vk0 z@cQeozuRuR<%=NhUUbn#79~LyJq;UeO>(v|$xP8UL{k9(k*pO;9Xaz``j0v0m~FS+ zHW4+yRoNy&tTy^MzjfxBXP$D(DIq!BvVc}vX{8A9=D^w>wBm{@iV@{Q3NVGs_9Z#a z<{aa*0!GSQqBLJTm+CPJ4WwaEF6Z628x3)Li$i24dNe4DqmMpX7%n=c=62qB=SqTe(!?gQcH)hq^6o`s;XaxW``Yi7y}y>-+1E<;TMJ*$Bcyq zY2qpdGNBpR6HG7xGmYoXf+PPClD$n^>qHCy-0le{oX`*rhJBh%14aEEVu&FSo5Src zW~H{%Y=*q`)?4g+4`Kl?^fw4EP?j96cu4r)set%5d&3F zHXynXUM#j2b$FPZj;hMOa>#$4-+=gv0r^ZE%uu3?aZj!Ha7)~~*4=@spO%r}Nl}D` zFV?1hIYllcp8LKHF*Ps)Pytw+W-0TMZAx+h7Cb@Gmch}$55rw#YOoc`ylR`0JO$K5 z+{)l+;D=!Viph7lydI@QPgA0z9#FIQ1Z32{B`f`c3oc-UH#<|=alVD+A!<}+K$~(o zJC-AaDrIogC79P=e_eV;1)QMzW}9us@4x%*ySp?)bHK^LD>JrDEq3(wD}$h}!l-)` zicvjbpyY>WsI1q*3ojfQk*-cy62ANwwSJkGe8m9^CI;dsNYe7xkZMcxPBWA63@a{v z%O8|aNKZ-5iW=pewc2gU<+ae!lK$6TdySV&vofTYUw(O&4)jQxnNf`}f@Q*U9K~C2 zy_J8Zl&U4qEjdY>l3bD-Jy^LV(Nq$QrDlK0dFP!c8!J2_VWXUlVa1|0gG$+h4mwB~ zs|pC2Q$>#=?LodU9(dq^s#nn)Ff!O~ z!j4OdT-tQ$rI+^T8*aEkEscgf35q5fPTLTG?Iu=lOHD&a0BuV0GN|b)48!fDlTMP2 zMaUQ{=b^SKksLSskuKJR>V{*FJ+|d*E}mPbQ6#x~jH=LHbfb+nQm~QVRZM^T?YFD` zS$XA^X)K9-r37oNu?FBAtgCIgLXM4jQpr(QhYu)tB~bEg95eP>dIynw<&ii$eK!ebDUyP4|sd8e$bp%!`x5XA)q_R{YePSOwVSPm`QuSz$*CjoBnB+yj+`d-y%Rkt9g!HJ^ zPPbI&$n)EN=aN%MEfH3@GauN^HhHLuK|N?U=jpNGxY-(2&}dJx0!27kYpu1yN4FFx zL8cso4wsA4?6uckHYb#{xmx)Zg%mn>V*ma3xB5~)Zl=N?dE}7*<8Bh^K1QjAb*dzY z3b(*5;ed$-8&!}w75fQC*rKiAEAFO-!Vi9nX)S+#s+?x(CnQyZ&OiVB_@gkS`!Wd*67*4rZRTcqV zGv}Oh7A8-Z92!blR^_z4pr=UkRaRL=R7iC++QU9~tI~i^!a4ObRgfQf3idqI{Nsc+azjx?yuuHE zlN^&wGD(sy3A5%TsR;I3h_?RNN44&D`m17~NOJO7U9{6}lzwuKm1O5EZVGIzY7CKr zHsn0Q=&$;K`fg|vgErvcRK^-5V&<4f8rUy)AL3SOc&H6NN?Z#4E=dlmr||LtRzB|( zLk99j`7bJx9DbRU#H{TRY_v)i$8+{TW8dVDp*I!9455_^NGb1za!>KM!d{{86sk;9 z30;}r?&`wKap`4jA>cklPc&G??0{T-#w`tLGy!m#w0wo-0E1RLWzvXD*l76XMJLSw z8k!5CVf%cgI%MTCHRS{o^C1alvczy|{xHN~!;=#jk!i+KWgqb1)p%P^A~w0WPU79P zRC^G~oTy?ouqgAH^ELy5$f;_k@*`rZd`PEVh2)$?o9J0mXkUq-bPO3X$1SD7kjrdF zr0A^WhH~*~4K_I^HGr7{1Uum&Kpmo301n^V)o1%>Kn{?GWeOV%3(BGwocmUNgA&#Z z4>IQ={vW%V%fw`heo~#IW&b9|%{yzkq52t#NS*^rChFwuMJIoq`XHR6r-co&fk|I~ z<4<}Vmtogkcjd)+6Q}<;4r=$^cZZ*N8D~j|pb0Hl$`%C4WYeML=-PpA1vK1>hi=!#I;`~OCc(|n%7U>#$7yWI~_A##ZPSSNG?{u;155S)`tib z`LVzP3&dSIn@AUpigObP3`i7!Q$iGAEo?AEN+wSso%0gG$3+)iRPY~}lh*K_(qaS> zm(|Pr5LCByRQ9YTZ|gk?7!I??RoYeY2-s!_msDg`1ba+W*kn=cRzonXP3G(yJq|xfQXE8|+G%&i| zzW)E=|mRf45d_i-0$UhYm zV)asRj3H=&6G-62Kt6P_Y`XuwrMO%|&}RtI;6r7%zbz9hGL*|~3}xSW}7m9-YR)-QX_ueH;*b~d&cGX;~e$kGzzxax!u z?@!2UlX(E>DTQo;LU;qy=dTgxzDYnk_f3+Cxo54j9|Md%Nb4z-+j7e-)46XdR&hlF z$j^Pt1w#z)Qlk{fyEJ330fzC;xo^FOnx#I3n<~p7V4PQu(%+qP-%6oxPy`aivxo_RUXGgHt#GW)AhNi6rI;d(ZK&Y6*meRyr@N@=O)pOs%`=A|+5(D7h za_EJnDGPNdOkG-^h0l7;J)k)EO~@JAnlS%F3Epm{W-H;O`If!T%`?*N?F)$0nY;z z*|bn1QRx=fM(isd9l*^s+Lz129gu}CDP~Y+60r*5hp_$xxV%G@ zz$SQMe|}nCI4Y7&Y!u3lWAfCXbhwDbNuj^$Wt)<`DlW=*vg7#8YDw~3gW)L3gBL!d zzb%V86EXw219qS1347wf%+7KQ$sx4Il^52eHR{aPrCV((*x6iu1%fq1oVcm~z2K}x z<#-YvIc;Jri7jkpdntFWYW6unG6VfmoAM?YSOyfiyjeI1m>Y{T`a(#=Qwoiw4oV(< z)21XxY`;Km0fXt1RaH3ZFXda$Ip-X?b7s5~)TvK)98*g}RGbGd)~3Ny(+>t2G;l3$ zRs*8JP%j+y=W&F*5SwM>G`g5ACZWZxq*_P)8E#tkK}ku_rX*)EK@+R0DzQ^1$*i-~7o042OjQ8b#SC+xi zzz@TKP*#*jZ|b~ro01%tQ;m$KI;d&-7Q4^!AyTWsURLt-DQ6*l?g#YrlY}P*n|q0kkj4#Y*AG?)frkDi6cXx0vF; z+7Tye+}Kv-XXq*rE%Wl_Z=1a@TJXk2n$KGcpME2Eo_mWHva@-rVAPFQ`nO2c8j1_0an2jR@0 zmV6OK&RDZ=K^QJgi0by{IXKCszkU+3a%DmSPFCvXUL4idqOi6Kc}n^BZ(m)Wq@1iM zlsPs*R-=?utP6yX6;r6m4}S?INOFv5991G(PPJo7C03&D4f7>+o~Cxg|LkLt$i&bf zbs!73x&T@j*=sJD*3PoBJ+|tm8f8yW+r!jt9&~p(-0sE)b%(jh`A63yxHgx zd@r?XDKvd1qLn0#D=An0^#ZcP<^Q1qRWMD{^fn95mOLfN3GFngta-8!1Kk?LyS%t4 z5Z2F^LJrfgEfe1yz0KUd{~E6$TAKi1PdRFZ)Kw0p$jJ<>xq=%e7_N-Y+M@NFCR-El z7DGCMJy6kt1`c-4oq8rz7Y?ghv%p6e0gULD;djkaZzT5u?s>{RMVMZzw00000NkvXX Hu0mjf^x|;a literal 0 HcmV?d00001 diff --git a/images/5.Logistic/LR_6.png b/images/5.Logistic/LR_6.png new file mode 100644 index 0000000000000000000000000000000000000000..9f29f4693e41a0261ecfa32d9a57b4b36bfb9246 GIT binary patch literal 1300 zcmV+v1?&2WP)}xwkHAkRloFkk44Dk6j5qKR%8-${|6ZN?m8zQAwL3fK z%ucXdU0vT@Ro&CmdVPKU*3{>FQyp*nJ#@aQt3O=%;mS8K0yU-m56cn9>q<+F(p%^=xXuzt^sC)jg5`*@o|!wg*`t%2VPlOQAXM<(LFvsCLM5< zXK`^+#f*)O#Xfv=bcCqe+gpgAo}NT3LZ+ssl+giKS69%ZU3U$H5OIDjWvVVkwz)dS z8~aFIC8O0*MRAcGnbOAsA%mn}^2@9wDuASwGFpJ>hz*vEMP}=03ZRY(*P#F@vON_8tQe9i65yoftx}R5MQd1;*b)>{ zLxjWxR^bX@3|ulKYO&y%O4X%Eh|5-fZf*{Jvi<-(w0+{eyu2(!{bl8aSTPEKw-V0I z&SYhXAT-k6>ExO?5Fo?3Zz_9QzCyRlItu}6Th=Mj;dB2{T$&SMbz z@GY963IvGf0!LtnEUY#*!823|s8d+EEI~O^X94|!DI7Pu*vxhZrqtPU| z(KX*_=gS)2fGR*P;pFO$vs(H(G$7SptUdA60K20rF9jvA{(gvee!14%>7#%rlcpw)5B!p#I28i8~^eklZbs|9dnqP&#=_0>FmKHey? zVsbN~@9;#Swk}Yg^Z4nmJy>LrZf&`)sIC9k)bQl?nzXmYnSTFB@1!kPm2f4+(@_Y? zjM0uPe*chzfD}K(_C(-#D;au&DiIomIIkeE>8*86JJc9a4jP3huo6t!M~ey*to-{& z$1fQbT4F`jdYK`gnNUyh|I7E8w*b`Y{F~Cx@?TT8|19plx8pYeOlL|rae(Fk0000< KMNUMnLSTZ`B5Yj% literal 0 HcmV?d00001 diff --git a/images/5.Logistic/LR_7.png b/images/5.Logistic/LR_7.png new file mode 100644 index 0000000000000000000000000000000000000000..ec843cb609d2e3884f43210bd135a37c267f167c GIT binary patch literal 1376 zcmV-m1)utfP)-jC6pl)@&G+B2U1aU6TEG#vG$gmg+6m7h%e*yy(ra$>CfiOZYDPy# z9g<;D*+VsyaO)fMz;*V>K{Ld-j*%&N;Ei$aS*RHJ5D zpXh{`Mn@+4So73~Epoh>wb}!)!VzN%5Dv2;B_oY&5Gffjo;yqynIVFXc*ibBqFaZc zOzn_9{E2Z2M1~oB~4=I^kI| zAyLhGVMBN+I!y^c9bKxS0U2bBC3OO|!{e1oQB&lJ-{0SNWDM8V))p5R zv-`*M^D{e#V!?icC>|tZ8PdRz6A|3q-C@bd$cQjf2lC|P#P*?!iwg|HLd^mk92`tf zPb2xSNMEt4ABxS+L#jGW2|&7F2T*%><&b|J#%4)bXq>FfxP8EtMHZTys&TM&5iOV1 zEn*tXt>Ky~0;0F+enZ*EJ_nPY3runr$y60@u>b`)6LmW`;{NOi(jlqSYGinZl7KqF z;z|k1kv3b!TNLB1+mNL!1+XRtJ|#%um{?|E=P`{bvB6Ba02xa}8hzP0Ic@sS0cUog z&*50si{A3~dyGM+(}~Fc8bi~X{r$fEuk%=Hd~fw_Z+V+prAlj|`lMYf*>x1BqU^Us zb?NWqv_nSQZ+9x>fL-#j(Vj6?PLADL!#R%7r-y0|iAC1{-3srD{v*7_AonrEFkUQl zWp_2=4_c+{LW>&=t`w}rXyAADT7zUC(+G1TdVN)nih4ff8W~g*1f$w zyyDH?qd&1=cx*!=;Y@99Z4sdON5?4Zzgzbf6YY-%0EJreF~Ek*j}J~D^}Q;T&}`{; zD=pn`vX|rC3M{8@w{OdJQ?$Aer=JCvbJdysh)OQ3tGA|QmX0N{>G`pQrOwnp_O_1c i6?oe{T~sirRhFMbt@WkFIz~tU0000*y#Lo-M{Di)T>&xy7uXF z_CBZ&!WHEu5#jOR!N9-}rKQA_!N4GZU|`_$un=EQg5xUuz`%&Xq{W0)-M}xhq0@90 z+n+wi+B%K*E`N}dlS5Ip@iG)cYprdGtb3kTZ)?A-Y3D0eG3ahkki?-72eox}P8w}^ z_iXd*l^zWo`;Ppkz%wB^03GCj4%acw z^~4r#{r`I!0?7ftHsk;Qeqe>3Q`3 z3(swbhhZgag4$wIZjSa1|Z>6 z)6yEYwZu9Hc+7O%RyeGiJ8lOirn&3}zSX~Y zg8j9u?QZdSIP2)(!7_{~D=Skfl+dyNgSkH(eFp{PBY{Ij39BwE)BjT{Ae5G!O+Z9+ zC9VDBd~%)by5)Xe-Ad?jl8;Iz(N;T&pX+f}j;-rvus0O$wT6VxRmX51`BpFQi8;<` zv+-Oi_;FfMS<`Vd{9RN;M1Fm!<|})^|MCpXY909}gaqcF>+^bQ>-)C8x3?F`*n=Y# z78way=JIc?*fpPZNx;mKmk}fk%nwNUaU6i_d^`Pp4DnK zSGZnn$?0!#7gDlmB(=4lbuAc4%vw#2R?G&qWMtrB{5c6Nhq;lf(F$DqT*JQxd{yfS zvTJ`yK0kL~L#OX2D3r*@ZM(-iR^avI{&b!JlRA?9Bn%w6EG#C*WK=GbgM>cE^RoSy z$5r>!^HWKt4W57(m(cCYac&@;6T5z&AGhPtx9=R^zUkAH1_g#N_BJlDOi|81j zb)WZseq1%;1LVpk^K5%R9&ZmPWMyQ&Qs%sBoElBQyOeRgRIRP&^Ky7MBbb}B?fdz$ zKN1UB(7Ns8silQC`ZP{gOALE-bW~t3CnFPZ)Op!qIhn>>$`Yw0@N$6eRQj~(O2oQ{ z;3r*NQlbULTH9>7%p$B>VkXnr(9p)?ervQMGI)D?OCg&=uhkSbhiX72mocOUtDjU+ zL5p`gCp0)TG~_tVZ8{u<%goH|q^+S5wjoXOL0nhxE(XzakRVGOtI4R_^&C!>v-5-R z?V@oag`se)I8|4sHOh_l#wC0TeEVyD3vb_U6Lx=a_pKp*%R}nk4f#IJd&LJtz}<_l ztU=2XU48Bc5ET^_)d^8iQKhD&1Z4YuzHP_Kj@-&BG8(Cr?2 zKi_(V@WvNo1wm;?_knHZQ&1T1$AX`5hWIr*lu;5*K}T{Xxj*b0%f`0^5{a`f+kXRJ;F78KhE_^wZ~C?!9{r5Z^!AX z3H!L2ka_90v7}~tK@YX3cH>DjrdjsG%RP_mLpB~g4@=tR-xPKx%ZJt}H~?PL;NPLW zeGsf5*3u#Ar=)1B+EZlWwlrUtt26^$Vw`gw7Sh0AQdsSRq4DH4p|O8~{ZLLsi-T-F zIGW0=Ck_Z3WdnmLz})e7g54s<+;myDroR`WS4MsIr(dk9f;{p^9MyP^B=zxUex4>a z@yEIs%Y@8h8j>grC1YXq zaL)@Oe*`F@AXE7Zt%z$YX4$8+{NBYLH}EHlGG1apwM|{ezvc#5Vcfqk)WMmVBGu_O zf*K?mlNvR&BY9=H^Q5>PzTe`PLBg{z<&B0{X563574A^5AoACF&42fheHE?~RU74A z@iUkS$8|zzQk2T3WCb@t$!EGSsM)6lbc1UVlbRW@=R;Z3He@U=K_Jg&%vA?E$YU51CtEF)p;3 z0)FF{MR|DRhRwOrA9IDZfy#N8twmZeH-67YCM;7qO;iM;M?SW!=N;l}k}Z-s zt>2pbO!)j@&da)<3tH@YN2$@$A%J;mCV;EtAVO=P!YCSi0>o zhL&PF?FP93NI;c15j*kpYnY^)sh?;VBQY-FXPYpor{)9?LdRX*7WEGUf6-_-tN{ck zzcvBG^+G&MA>k^$(WK`(eWt-l7BH6QUaVBZUt>`jLIWPBk!>L8s{d zgY*ZzF88A4^ivNZkoIwx7n7JtqT_qnMS!nlrG^cGUv=Hdqo5j~GRLn@%5WA3l z#9^7n+0B`dC?W}+FGra-u+S?SOPUR+v9Jta>s6kTB>H|;fjiKR8kcZDun0eJdLvkc zB$f29>F(#q7A;0WiV+Z|j?c3qM3weIeGo)xWZBr%u%w`x6hsJ7&sNIvDWA==C=I3o zfq~i~&u#|!(gu|U$JBOH?As6icZH5#u0FgaX6(qsR721~ZXLmQ@ObN{zfq!V<`5C zs2i#KRze`Kfo~=$URn*nRdOFNNepiN2SBef%)rZaDAr4(m5V?=&!mg=> zfl>^WRRw#*nHzwtY@h?b5429;!DbgC{%Cd{LG`BjI>Y@sQHxTUGnOUYj^HFB;xy#%Z+ueWFy4~34 z@)Hg~zb7&3-}(JWCHMk&T-sB-l=n>-*rnw~%QI#db54KrJ_NL$d)H^*&1@}B??@NX zHglP;ZcQZ)RKTYk=+=L@Z)yKrFvVK=jFW}%z%tXEo6?#?0u5^0(tu0a8;FzI{#mYT z{q6kAyN6^Jxv`2QqqD}XG-f5mwHN*(Pqj~`(@V?y zu(Lr^q*_GX<<}pnxglP-x_U*!mA*CMcltK7MFSa>(ENZ{$(jP7u*>_)jIaC&CZhSG z@+TNo1}+f8s=P!n_0HIDhKKrOMl2_VLu8}PlKLAYp5UxD3Y8xPeV!>ee1bMMLK&v>*5))1+Uv(c0lUew0)7sYlFO z&|ot;%8X`Xh8-D-ssC(jNn|n|O1SIaNeg3h`fLh+w*k7qfy8zw(wiE#JC{4-3oW#; zG~~}ckOyGm%d%ZfTnYIs&EJs0*p-QU zmN7ciEgg`CIG88d%27}RQBwo;u{IC{^t%35yzOq*Uy9pJ7GT1=_;!-Z2m++;;XMA%1k6Fsyj55Gec8}g5Kj=OLBPRo z`o*tODO?ZO+khQ;(>bcRIz6%1_NdX~{4oGyA!XA4&rU#z&!i^r#AEC4$+SaYz~%Qg z-C#5NfD2wxYUUedC?wXFMn?JPv2}!senUKEqLM)mzM(SRDrowkmzoM z;J59L#}3O{%<+ld?5-x8Af%k2_GCWQG#K}qG;znEXKmc5dN)U9)PHWo->;4PeomAY zoo5`{E_9ZLvipk%GVYHM`F3sQQa_2d?yK1V=okqEo;DmWP3_lQR}s|+Hd8dOUGAL! zRPMftIp4Q2$hAA~--_MTPkT&M$o3%%jlz*M1~J(G{i|U!-mOjc++Y%k`;HV=NpZh& zI{6RZ?^*+&&W|mH1Rq_WvqR-T93rX>eA)u%y`Est404XX(`t8kDC{7ZMm>AUzI4(0 zhJ=x^*5E32cDB|_kqhqeVCWU1ujWYlkkWZ$2D?Uev7$rWUJ3qX94MJ+v$kuhZL;g* zhV|@VuxAmaWCl2Wspl*#iVJY6-sNjr&Xr~KNwp`1{qidw%I(&qeepU4>g3*|Ws zEpdEZ7|w(X7-sI$mIB``B#e>I6`U{_02V&M*qdbv0R{=Hgt0RtH~Ry`qOO1Yw^%kG z4VaNk2XqjTvPGxjw2N0XjHEoE+K_o!gVr>NP+Q@-Y^t%All$2F0|3_WdCiHFz23jT zYqbtFn@sS=9PPpLzttCXoDXY8AWuFA^RU|}FH+GG7L;kiO!49YGP}infGbjEIgiQa za_Nsl7G4EEPHXzQ`h7;Ua#0uT&;8zLoU`qPd5Pn?u7$ploL;W(jj1Up#W529rRRTK z`F)KSYe2fk`~a?F#3*+AdtdR^@_oej9ne4wHns>L@~VQsqHo zzVA09X>6m5ViCA|L2(+JD7%%ibq?z-?_aRNepS`Vm6xf5iAkj5KXmvPCNA}|-k!>* z)N_AJ=Rd0A&|0_AFzkdXQQg=gWjG z4T()fD9&8&S-(c`EKn(A^OsHe*9?OzD4~2%N#Ag17^9q=(3eu)5&>}LQ*6;qLkXM$ z80_wj_P^kU_ok+_&zD?B7$i1NckNsp0=5F+=F+0&y1~bTwe?2j=achP`hl9|Hqhix zt?D3Na&O-LpNh|%hG}WQ29u0$a1c@nUqnc}rd%d?P;Sf_Qw+@ValbM@6=Td-(3og1N*cz#P^k)VUIzC6u@{vGX+3^aFbUo!lxRFN)vEjf9c!^5R)Y)tU}0&lr@ zw2_>|F~kZx9Zma1k*kS?ZcGJvEm!K;wzmRRB=s6)dwn-grZ0O%SS6_G^Dfb}W;ZK5 zblW}E*j2)@shMSWbQbWE1-U{F!NcxLj7?q6HTN)X$J13THzBc^I6Sz z&{IqIyI{`{^DneiSmRf$-cWZ0h7hbb8U3`e<+Kco&4^s4pI zoFwpvp3ifrAm8t$Dgh|i*D-5}TQc|KgzDEn2r|*jpBn|j{5*U-bp*#Tr2R!*`ap`1A3g|YoJ_^FTfhUlNiu} z1&@aJ`Mh7b<>R>?>%-Q81QdP zL#;FL7xP7mw#3L#(A!M*2-*E$^Xt4e-n!m)r|Ji*)X16OLUu?3#NxEdE`S!VXw)*9 zMM^1OXY7jT1^JzBiOQ`X%yX=RMPk41a~Hu8Z+JD;`l}Du$Vg7%uFWkipvIX;!N-+x z*6C5uQtR-@$eYqNcjkz9n|!Z_(tOA%Ahps}t4}Bo6IFq0hcq&p>_nzq0UyM8 z9(k`6%n?k(ptk(SjQ(}z^0p9}{!_!qiq;D0nH>;71RWl!(FRRZ^2)ZRt8+bg=&%uQ+fcMxDX*nd{`fhjo#j8U(j)5P|zsR=kp}!LoNWvmrFy2 zuJYkh=Ht*hn_ot-TQ?k(+%rXxNUQo8ECVXe`YHaN>VX7wlES`*c0TYe2m74$O|g)6 z{Zo9N!X?)l__@JP_sE_J=`-U`EZP5iWc&*nEj~PK{#sn-0f@KQum|O3<*X>rC%@!~ z^51@_h(v7*(jY<11z?rg^uWV~;uNN3CU4356zN`aQF7qC*kZp3$~FgxdBSxtDK(NU zR_;qQdH%=fE_%Z%p3cHW=L#-(`L#PG_Wf-V(kqWU=& zH_(3wC~FXkhHHSD;p!L`Hql7K=I|ufsAt#(IJ}_EPaR#&!y zU^ghkGDOdDDl81PH?73JvTS((@pZMA-8ifsnsNj>g!fwy(|1)6HbJ=hsO#eIrh-7v zSfL5%5R@>8Znc`|i}%#(w*vNvso0BmQ^Fd0m#@+H9{}(53w<=kN*C#U-rL#!>~T1n z?Ad-EZVQ6yW%>o~&mMEZl)G1mjkXb|(KJL?vKJ z@O3)t>pim|p#2+Q=#5`8`E!$?v^*ak|Cr))r${b%%3o+#2&G_Wt6ThwKe@fQc;>yr zAKCKvaiCHR^66NOCn#z4kqW8j63m|^YzIac%jWHT3KIJZwKLu*lymT|tYy8SEaUVB|6?IyswuG6!rY5^RDkKc~+YCozQCD=Vfw<;Ho;4baKkA zs8u;zMbb;#afUOm`r8B1JtH9%kC#ZAvP^!owyXGR*>m|I27tIhimGCYoN!`O_g?LjI)1dPADT!UT zz6b^pYIX5^IX*h>OjWhu541<8u$p-XH0o?UbemT1R%$!sg%JeGNOwT(p`M{V!KmcUFUjS@? zcI(j>ByI`wO{(Kx3-jEZPy94a>Fh_lhf|J2q|;|I-WD%dPO1gFS4~1{a&8TimjMhl z3s~4=&JfJv(h2O3ygyoEq_aOaq2bqb^R`%7?6j^qNFSG%bDmStTLKSaMecyMAiNh# zCT$%@Ly+@(xd`pwwT)`U@ctIlq&v($4mEW!I=e0-KYMYBPK%)Km;W z7M1uEhZXc3zU+q;l^ns&>_^C@J0749G*pHABd?3>TO#bL0g1a_8qjU&Vvu;~93n~x zHTedy9(5gd&8%IpI1QUfetblfifX_MC!fS_JbbjWTM}sjCZVPLK-iyVq5*Wyyu?og zH;k(Ca#7R{hr?aHcf+F~IR4pSQal$HbOnN%3W?7&TNlLlIkgV`u7Y3>%5>o3xd&Q?IOtN1wVRkPOU)^4DSSlN6kDtFipguN_u5+f7*yi zIKrO87h3L;TL{22cu<~xas21XHJbV4sFA+%5ZoxZTLC)3Ge&-$RPZ%p9;Q9S;7{WN z4lV8=zEUvLC9EMC*`G~y==BM`c!hdkdfeRp4Pe&IBz@Act)aKgzc^>m}n@?gh5PMR4+*dm|mG%?{)i9hf>dvt(kf=}obSwXF z#gF-jeUB1dwV3WWlaTQ4xB!cc?12e++#yV>sFVizWD43THR%``N7WQl`G{CNzjDZ9 zd}V^yG1$;LOoH0ypMS`CLCR6j&?y=sIK-i|CLnwZ=|c8~`$TmTmBJwp>MFn>Pix7A zmuk=ZD90!7w1St*U6OZrd`a+rDGfLa0W$Hpnvo(xW3}%Df?9lOgIDs=`7@zfGR`}P zU-Sh|O&HD}W9s}+;gL2r$LTIEfI##t+~HDgB2%RNn_eyV&Nf}s`suq4kDMK`Wp((paWqgi<%(6ZERM0sef zG4)s8bHK30uLzr{C81V@6z@4~e6X{)#3+cy@e_vrt^zVzzN!Q=7^?A@%8m^;tw3cz zv7Zrp^GWQg_UT7Z!VzeoSu6C2aajwOPmvZH_lvA1EHdM z*q2+N!!N*cS;ZuHu@DE1mC9s{Zv9U|S*PSQYa>ahUqdp5uFid42xRMj80_;3bJJ3W ztu5U}MfWc^p+BETGLn)`JTKD^s0f*AV}6;uUG%AM?!)Tis&Yb=7w7VofO4G)v_E1`~WHX zs-ol&2Od#uvVx>aRv85<7@0=og0e-HjD}t-$mq-!bJP?@-q6CkvHrslg%`~N&?o`2 zF=s0r1R9ncZxD}QpfqyGh;aVozsvb@(VW5YH!$q~1|gB4XyLK2f!)^w!(@^&1l)!R zd}-#Pz)&EfowYlBPDRq#XXzaA73vF_@EUis8IfGHOK-O$bUWOpEiSFj=dQ{BTCn= zt3#+cr55ZL2US7Rplg$LvB1oc0@#kqcl_!@2)Bwha|^xL9rEKbSd#@b#=7y>7M#SX zT)V<9Ks9d z%}#No<>cAs_j+Y5=SoUke$}qbY3YIw%pIxWl%87?a}){5YA78b$`0Qg6c^5|Uscbp zjt9-MjYTaViA?93di#WHV84uQQO1mBV2E6dtTapv86n+`0ZqEb7(k~@kWRA6rPk4Y zpKO!ywrikW!HsOnnZz}tz)!*xXOwT6vwHk>i25@W#9qE}a9lpMnbg!_ZNtp{7cV^K z^G`J1(u7dnIxZVU{^CBzztO;LyGOr@6&kzLic26zxq%y1U9S5q8*v57b1ty#i3zF! zTOav@PsF=ZbH@F8a<11F>c)i_Ul_LRN+T)u>Tmqi__pPJ)^i>4Y7z26ne4acdg@Fe z2o^T3g7YZHh>6`rx`V&dt)<+m8XNbo5v1oE-SwynaQaXIN?y1>WV~Pon2pA zLaj5a$8OaaI#+W1IVw23ob?X|LwIO|V6Abej>vUB33L=Ww2{=aNg6*;A3+@8`O(u9 zZBiQ==px}nXziN>@sliq`}(wWnSe|2KDGDPO0AyZ`tkN7VOWf>g}=ad1)ydgS9EPl zZ{)EKsAeQdr@Yyk#4XR<59QxXOFefC?Lj6smj3EeMHvKT``Q}gEyH(}4b~Q6xW5`! zaW^XQ``uzv`0%|3V|4)ajnT zpSnwqH(Oa@AycsaNKRO4eV5^!`rNs^R9P(KarxQ&S$?q_0Rt8|NKm4r_ToXMSGy09 zSlqcnfFhZ;lcsg|)Nm&YX99R1U2(9>MzWptXQwP;q*v#cv^e-9QPj5!QTvDTu}Hla zE?cnwk+7cOsv&mG#ge=SMFAJ3{#YZr^KV<`k=5cQ#gWU^^Q2fEF~MVc9${e=YWzm2 z8>{ze|2cXF?t(j;CuBVyhxV3LzVQF1uyu=yX+D*8`95D3Vy0s7kNZVnYn86|{ny6` zhm)Ds)4cSF)5%&g@HnUGkU;R4KF2i0B2K!U>HI!-F*UB~y{fYpH`& zqD!tv98G4Etj!rM}3QIna=W8{w6 zE;Rnz9v8yJ+}?atP`B}4VYPi!nI3T~e=DSk&P)$qe(i6Eyr2lfSD*u`EyB6~9JY@#MI6 zUxsw7H1mRf8Y8m4Dkl}=;FaUnNrL6=%oP?R^EY+bZWm?R5+|C%VPKuXRF>gGm|1S3?$E|6u2l&XL{eZ?4I^tgamP z)n-Dz;k?JeFp=&bNK>ZjBiot*2w^O-VLvWB{2x*oNqQpUkiy%zn$$Z}%qAowW|%s_ zYtWDbTZq9v^4|%d>1Zu-J#8QjZjlAOm^}fn@646e^9j}-r>r_`!j6=*L$TfTj%o-{ zm#T-p)CjQOV({~wX$5MIBbumnSreSyi&hD? zMxYi#6k(v5SzCr|Ia9SP_UNDLs^>>fwYGU`Yi)nE+0C5S+P2?K-n&&vzD&FfMla&Hj+?EsCCo4f}5hCYS%s%X@>V0phk*R8(|ybhNZ^@bU3cQc|)tm9uH; z>FH@|YAPx9hl?wzs;d6_^-Bt2>|8#Li{P_;IuvNT-m-s@$7}QJ=wTTd`9|Wxp?I}f zL1B8ciDKdMbBnEW*!NTU;iuydG%8Q$`A4H-tm(DCOU<&1;ILl8Bb*iQKaAy+f90)1 zq@(hR#9_R(=?XiX7JtUflP}Y(ALlsuMJREbRn8&tp1s=H@&NHyQGc0p4v8GGe@F7MD)9SM3KHCEhFkaR zPmZ3e-I!=?YmQZXGXy{%_q*9>BIgU`KRs)KMz<9g9}AaOVr#?#l6DMOo_93tH5S#k zmIowgSy|ct1g2kd&_Dq41idjsMcpJFS}-KssL7v&$PPZnRK94dsmQit(9 zHRgVNBf0vLK(02KtH`1Y+w=ImKd;;N5{Oef&jyDCyC3Uhrvh)j;CL8h`5abLJEtaB zYwd!H#lsU5;MJ1o)mhbUhe1feJ3FRbHlBde&BS=;&oRd&jPK7V8r6j(4_@UdMQ1Q0 zFzs-g5PD744~{3!q8MZ3id*d(+5&8v4a#q3XUkJm+!eHU((*fIedlmpN8y`akZRw& zIJtll7Op7!JH+AT(qr&ihvN5bwQW|mJ&}ju-;6Is|JohPEDSKN6j8Ky!cfU(BZr5F zwJcUuI-4=_&E&S-kF$eLx;zIsk?w!Sn8lNpsA_p2rqkOY0M%Vh0sn- zAq>Pk`h8&~=9TB7)m>tZ+Mr?byXeTY(g30iS*PeujU7^GY6twk(M1(<*r}xtd!E61 zUge$X@|VsfP%&SvThGq)G>6Z+z*36)a3F$h@ZBZn8Z8#(H*SvSX2I=$gqeq6w$^Q^ zi1vJ!oSLSX7V~dw*Ew50Lgs<&dk|!d4sdE`r)c?EYn_J#ju!58GF_s=RK&uCy zj~%FICJX5-!re$uy?7Uyq*A4~k@xe8J~LZrC!EBu?~vA0qWw3fVcqgr#(7F5B_S==*xcM4ths#HjRoOWejb$$ z*{6={rt|VIN5s1S3;@SDo=6YoS6khtGdcg7kOJbrRI=h<%5N6Zgu};w>!m-_4V`;T z6~H~Ix5_*GWWjoTX^u3HB+pn$-aJDZfa-4c&+~wbP5t(=qGYbsi!8 zdaQ#}%*Ro=`RI5&Bhj5xTXnf$W>EaI{W@u*ESM*6-a9_a#L#>5PNw&(z(2e%J3uz1 znG9UL5E;)kJ%N^~AtEyny-Ws-6cyV{@wYNxJc55hK|z80-OpjZoan0s z4O;&P-x?A0mzWX(o-%Op`492gE@OwmV94owDX&r-Pq)Vd1SJU`#=#KU4_TQCU0-iY zC8foWCxwSlHs;Ky^IW3SsQ!+Ibb0eZ4W`2JM?}lA zHyIffmV?%MX-8M>vNY3-&s`VqV(Ws;2HN~1xS1fi<6JR z=Aatw;)}F#m-4pnR&J6fB5w-wt4|q0rdH(^RrDO7_TM?)Q&0FpDiNtzHY^w0Y_}r& zaxw##t)J^$cG16M185>-tj0nR;nAuE3{MbX{6vGZOj#?`|C=;`PND}?;x>lKbmpJ)z+?O8tJH++$(3v7PiBe6f2M#Rx z&+Rb5(3<7Eq-nDuMv%AivFYlH&!za@2Wk4{0`XXFS&Xu?)=;TLRzF{yk#pM7B-5#V zo^ww>+g9GirtMZaMaNj4WZjb->L7!Lt>P%3%c)+daq{LDK3+pvf#}7XO1W(3ZF(Rp z{H&^EGyh(?QIRCjawm&`-xvuQ1nGyrHBoPl=Up!STg+`{ZTVq(X2CPdp5h<>n3cgC z1Xhc8$W}hFGS!llkmZ*QI}0*mGyv8;tauyr*g6tJfFMk55uUo;?a2uvSTy)$&XLRF znuEu;3jg&uz1d9XyI8?+oUP5~sp}bUrFSYX3)F^@o$v#nCgN3;4I_#N+ zk}*bk*Pc@fA5TD|;QIoJWlD~d=snIotBre!l2K_~d!&h(N%xlob@i#P)UZ4MspGN4 z{DYU^1Q_*6m~T@|uyjtcxE<>>9Foz<)j`gKHn06oZBC~(>8y-ji#aMBoPaJA!oRBBMMzaJ|E#IN42FZpr|GImm5bAuVh>4n_4xXoVZ7&s*Ucy0{;O!p}r zb3edR)M9r3+B1hNr0Y+Ec+UL1@bid|b7q6;1EpTR+u(5P`^B=JFL0iGanweImmRaH zc)LhF{OOvZ3-(;WM@F>oJjF${^g=pPetizsJS8J2fX0UpYDAZzKd!JN5N#?6zBXx< zYK&zCQiId;WwJl7d2e&0eZjp{tpD=wgV8D)`dlYn2#R~Er_~BQ`kGj7KY}iwkf8Ys zH#@cbDD3Z8O}?eGS1Op5F&Y4vw%o;Hz4J~7oleQcU%BkHS*?bGQffO!k^&h|vd4*q zn1o2`gqw}EG7CrCCs`k?MIis>^(8)K0_y8^jiD)tZf;GTtU^~OtZx~{@v9Wy_4r;J z_*OH$O&p2sxclZ~;FBh=elsp#-%Yv$ygpwDq1%Pi_F#~HKDztq8>E9?Yrq8`k$#3h zjQ{|pv)ImFxfP!({I7JhLaBoii^=BVF(A|uLfluAqSqA^w_9^ai1^RP+PT-(scFfJ zN7wnnVHKoLg||BHS$1wPtUX>)P;U(PI|Oukp|Rmb8n?%SrCRjXuM$k&``%VFDTUY! zCx>GAMc+KqgkUrRK`mx*cz+}sJIn~h13^9!YuNX36)|`mksV-{zG10dMCONgq9WOk z2Ri2qqW?^NO>}_&Vx#Ky3Gm_JHQUtcKC5EKEMF*r(!x3<5GPb$d*El(2dpT9T3SuI z9Mh1YQY8c)zHOeaP|^s^b#>zogM5pG$UxrvZxa7lPbm@8%MS#Gc{c?9XCjnB zTDeNwy{s4Ef2x;8cRY3nwb?5N;yqQIu^%EU9vsRb%`zn7MUgsDwDiF~j4f>Lj>9Sz zn(+31^bl#Rqioz&AjtEuC~HuQ>?` z_9%DHXZ%j6orq92L>_!|Q8E6p)5qo+=jX1WTV<3Ytq}g;A*f%J7gndix z0}68SHhI+P+!>*)u8a2lH)+<%n+bWzrC*rGamkuFI)h(aK8SJlBe0TJz-5Dd(!ZA0 zHkEb^m0L01AC{2*5ee1{0#*zauf~aYqS##@7HZ?xA4|ZDl<3E+En=@?{7uXIvVCpB zX5*B<3HR)xQeB(KjE~i0WZUJ>M&8a|f;7lg0m9NW?IaFOd;c{0b#VVm0_B~ZZ{GYO znjBC$Zj(}>auQAX$7XvEG6o1mH6WJP^>x$vd2z1U;xAIwK|rh2nD>5=PQGaJu{u#c z(G93*Rl{8(Nw&DXi!?tN(wFFpJ9T_A@ssph1KfJ(e_m37 zJ)u;IejUmCXFfTinn)_zjZd!l!Zl#h$gux19XkrYp%lER3(khYKvF`v=YTa$-Iy#A zsD2{j|7n&~ke*q9kqT5loboTSRdq_Qrj@#Ky(1HOi=>)s>1=x|t`xOgz-(9-@?Kf2 zxhi@?Y1w53VSy&ZT5R5LVQYo|c~fWM@J|Y;HB?HW&zsBwd))nD9?R{%v8- zv{YUhUaOm!`f$S*YH_8hw9VYIPk+puu5DAqnjj6XA_>*!z=I{s5B}hJ1{a`x$d7IH z*Cuavf6?@ZLaB++s8G3SwttIsoJ;n8zn>4+dtcHvdSBWX^_52;(>oFq@;B2?&QBC; z#n;#lTPR3kZEBh*7PCAuZA z$ZD!3A(lxQIA$m!X8QF4Fwp2uHVMYzPid0Vd_*R}1E+|$(6Ek&Y(HVvQ ztW!%U;(&GUpPi!rS)O?UAbnt<37G#dzBRd^@cqi;omQ*JwJumEu2y?dPM%bMXA+0b zAYSP+K^=Lp$|@;28&{<88oSkh@2&5r=Hv9$2ib*6PpapJYdwX;Sh2JS(Fgqg!Tw_Z zSc@fP{=fC{nIF&*vNmr2eT985y0}9>Yxv=*b3Nf)3VmJ@^_ZH3c9x|$*>YWpA1|Mz zyn{kj+Gk|Lg&a2d^@e}=HnkPlj4AQS{SPU+TY03#qCc1YxK!qQ(X~b*#`n4=QOdRW zI~U+rKcXOEpf@k>E|312OW)QpEM|o^D#&CVZ{@J9bJPx56@14w9ynO#Dk#3pv_2;R zueQ;y4oUrfC!^+D%QBBSZReKZ##L5Z$*yj}*?ELUur0bxqLLAKDMYg6d8C$tV@)Np zh1tv8YIcb5dZ8ru(edM%vHQ)j+oN|b3=5y_4ca7D=_w_b^-8iu8wwtv)s4g?+*uv! ziYvh#Ym(_C%DjJLpg8Ld`2^fVK9JTv<3e8EqIUW?U35=uX?E7?5w(0eS<)Pr;)+K1 zOl+~nT~2H%3fHV?5T^x6wB8Fxz~{037IKbuxO=eZ9&fz=S65SKX(L)aev6S=Fq9J! zu^iRebdalcS25kL2Ygqj166y|VW5`Y`Bp^cL^>xyRmJmcACQ90ht z@~Kn^&?AdjNd;E9rdBFsn8d2L336Y8lfO+--n#E&vTDQSgBK%I1I7KfY8G19Hu0-> z`?H8kYSu2GanSPPm>~T_Im+08N^rx}VLVAv;S6_9mmfS&0&20D-aqAC^bmR&N~%cADPY@}gvXiZ zKLc?lq=PfTA8HbYk@C#))B5(#Ii8+-*6W28KHAWbnC#l&2E#-p z52Bv37VBsGsDsl{$l~VzA5G^N9$D9Q>!@P8W7{3uHakYg9owB$(y@(>ZQHh;bZpx? z^}OG8@}sW&N~Lz~wbxu@j(LwCZFUGMqT9-s2OSC|+vZ98xNnAAw7hNF5kw0>p%WmC z%P8}G?^UBkS|6E)o8I?J&R(Fchet=jMAc-4B6&9ky|ZQmTg$u@DbMAk@8QMbZ4zwRzM2Bp7<-C*&6|F8l`m0^a1bJ zE`(zU9Nghk$;Y=}PnOO-*&yeiTkj;y{VcCOzlxaGE5>*s`r-~wdcn+HA}$s;J_<)k zle(N-BZW53fR$6MeVVCh`=#tjxxvp!eTQLcDtQ)uS?&JGesvX_s@nwqHBPA4deFwgX0+* zymMOb8sZ7#9Pzx9ZlA1Xx8zZLsp)@L$9?q$3aD7qznF2=^PqYVz$#)6(3)=$F>Y3r z7nNy+6K`O#XSb`rGmaJ3(tNKZTR(p-#s4p=zxqv z-a+wiezZHTYN|?m$o2PDzOSL!0tF+W9@J})__4~e8|8n`^Y?Vf-Y}rVfjRL;0d6Lr zBpMZES~meDm2eF#2Rk2ZF!U61+rtpbZK2M={lag_lICuQdf#J9b=$^A1`h6!*kSQn z0Qy&!;J)~i$0#ZU_n83_-*hTuf*0-2P%<0s8s8TCCy)*LhyYd;bD-7!PNZ_JuzX5+ zT3yKLAG!7#l}1g>`wP`csL(-;;~TCCGQ;dq;VZkwa;X-Z?l;)-Jf^&wZ8O$P7AR*n63Il|Q<|5t&bii19nHtO=sH0RmlD&D?Q`)EDo z8C{aC%HW0UIJ+Wizz()r`8z~suX$Z*8>hHm6aCNjj*uKY+8L91%oMxVdVZl%w6)1v zawsA1$hm!%1lq~}mF}>T$WZw3=!DPrqJ`9{(l0E((+R3_ZOFLAZny`b!X;`%H2%Ei zi1M*LOiDkXVD3L&3P|+Jtl`)MEU9RfTlekvs~hHLW~aKa1e#l}v~E6FE&q2-NF2CP zZB8?>_#R#~^#wG1=RQWrM()6F^^5j1lCX_v~T>6n$msf@4g$K)K*zlRRucNgD@eW*Z1}F z_Y!S=eT7Dr;aQtZH)e*?8E^VTykdl*HykK7H6U3$#8`>sagU>b)Mkz8B%Fp``xb-H zMeNLTIC`be>iMAjtMa?(s>101T@eFhj}Rc(I%tfe1|*)mzrTa}68f%-8Yd^nzs9t_ zsq5;tn@^^L1V1cH%t%~Tlc~QvtE;O8zHio*k6(?(*~zxc9P^1u|2{L_ONsE+6RO>< zT^fr02&yWW*xgxT1md49(_RRXQtjqK*8W$Vi%f!p4&Lf-piysC6%|m2XQA4#yM9{m zO&wGGQ@6w8<_g4f*xxrj?EsDWuQ%IwUv<6l;=#&|H9BOPkVQ$tpx>FeqmKQK|L=r|i_C7n_{*vS zgk}M~*~94~J#X8~zi&C)AhH4qNX&LUU1(@vw*meHu`*bUz+@LdeX!&zmfn&L`#J2cFXaRL}pRt9V2E29R|=)mlU2L_k-aeIvK{f1AM z)J=^Da3_jopUl5a0(TrfeZ7mIr>AV46Xn5ZD9SQnj z6EhLQt)~s)-kBM@zuPp#XlU4kgm_q3X!!U<`1oizIB}^XhNhyT>Lw?4kyEk4eL^g(yetNW&i5C3Mnx0-;O02J6jGTPZ zP#o%LqrdNY&*F!vsk9Bl5vk7%pAkxH|40PV_D^3i1tewJqee5cBme-K<3)y)GAXI? z$8S9R6BbZ2m4S+imywb4`*%S;K2Cc2T&3)wECCS(;lwFhJ)4buScmP|{Y}%fW?l~E5f4B$O9*?~sT2@|G zHl5=ac2^N9QYxq+8#T5WZ?_0@cUU>Q!|!{APU)Uj(zJ9lra(_pBdUA*pi@^Bx;Q|x zC9;e}el8c#557bY${~k>V635`p#AMy^N-Bob}w+FJ>uyK=A{fC-nzUz?i7q-hK83C zK(I@}L{HDlfpx;jKu0$K9zc@)2S^I*X_QOZ#zEhiMjE9t;%}nA0oURxOd<>mFDh>< z0RWo6-0Yc2MXT>0U|p@dyF6H5&u!aTT6*|&^bTeTB)mSz5wXL1#gg>z?MBLfL+hpU z5^crfe#%Rr1u)lCXa4?t@qNADk@N@JhKXDw1HPfC(}RAPnWaW$wxI$7;o#u@+HAC8 z0YUs0gzX)XdehPP`YGOWPys*KH$;-gqn<(%HEYqdR%Y7u*#74SoY;($Z<1Q<(fKND zG_oE$go(tTfFU3-9%PP0A*AE;>)5~E`4@#hn?#Bx3G&t#6jLMNf-#BOM(&{i8CgD0 zVIP^*7m&clW^%>gbnW^0KwY@lD-f|~rQTxt_2DdrkWccQMC1lEy1<2c==U;ih>idv z7Py01ErU8*G+!#&S@TiAB2RkfzRb>??V6XcQ0FE#l)#SW zohyMiHDlGnBf|!MRpcQ(K!g@wJhj^9>OC*eXtS3UfGr3`t6bo4wVC(vrs9NsxfxZn zsI0#sz|YS{OUo%B@az3K$e`0-z{W{&;yc}>CZxf-2TX_dsiyGM=_t@4NJ7p)oK-hD zLl@Zhcx_zsJ`;}RE%*w%j}Q?h;g}9GvZ-!$g?+pQ9#Ef02&PM~ugs8E?ttd{Wpsx? zUpN|n*dM77nHs2kpusWcto7|3sObnmquu9=WC?3&;U4Ino0~hU?)C#c!EMpBHsn!6 zuKQib6lb;jHx}xcTaUoNfp0aiLzet6qJf;+mOG@jh6TOfm8hoNrm^12h#h+R5F>2| zLy!+_R(cFKqY0BdJ!!B4ItK)O*(75Wk2m z2ZK0^kqN`Y(3DNnH7F?yLr@^Y2SG1)d`FYz^vqJm2o1%E-+-1Gf=(1|YP!Nf_Q44k z_XzxrcBFx(NyULXQBlZ<#?VBoeT0iDT*RQP zW~9{gq`}vB;??WhYF_BAU};a zBjn}TlllM2UynFzqpsg#H)m!V#6&xB@c$JGj+RxBARm)|fy6{Zjd;9dT&X{LKAhy+ z^tAY>pB{=0HC-slnlCa_N)OV}a7A0MJ8L|(a@l4SRJ(u8hPt`c{PBXyC8nW3%)8RP2s~UWora)KtLfpE0@XydGwg=${yM3SwgyNX1?!QsY3j37Z(AAXC)1r6NbA=FPSp zg`=49(5ZeTVKY*}dUxwSFf&e!h~H~VZh-y(=%gC=cyi(E2~<~gKR(0T z^vrlSpFCH4>xlzA-)}n;T@*t^Zbby`N+0l=;yXB{f`Y|V`ne;=OO&`;j+ewhK<>VmchGR0F8|}d1 z)*qa;w3G@gA1QW8!{d}~T3DhtU8i!Zc#aN(mUy*eJ!+hR?>w>7xqLynpbgeFMzb0A zPfeg|NYv6NVFE|H>iV23j4|S#GhnKxE+=@{yTDGna9?Pc{Xk;T4u@jhE2vGn0T9rrAlY>)E5<`%Sd_mW1XM z0bg?W{Z2pJP|dk!v71Q>`;Krtc;CjJkDc;;XNsJOQ$#qWIQMqMx8B5WF@(Si) zl(Kw<{3h6!khMl?HCH}6nPx&8jM>up+}`W)7h+qz8cF-;I`PQojWXF6>BRwPlYB? zYoTcV*>JdDPNR>5_&XbVI%ON!W4g20+~SspF+ciyQ}iXPz|Koy1iySni9c%&N2z=J zdQ%M2**t2z%Z=%WTot#dZ9yhXZdyly8(C_b|C8bLVFVxkB{VHK5>*K(AHU8&bTlbC zYo%90Q6s8~C!}gf32@o!zga#0yK8D!Z`9S`qWwS|1n&TpX)jmqieYu-b*v|46*^SM z$9f9d)th>29FJhu*9%{5V`Ai^iKKG0H_4V8E{@@F934^d_6hn7gV*cqTxsjc$8KH5 z2(Gmofy-#Hm?(VB#(2s94aGd34nV5>sjItrpxJzY53I1C9UavMu@E~hdF2)))!HsD znnikdmJK3G6j%g%DJGF;ZE{2Auil#?kNNp2<`f$J7ecX0Y=%chgm$Nlib-4pR>yu-2BTFS{_MKIgL71 zGmqh*a=tv{4pA>W*OF|a2Rg>tUDUxrD;-pLAjg5uLwI=1NnbY2;&4o8wjem6JT~6U z9J!QR$Jb{TiV%eW?q_&H*N1Ilwj?1AmRSS|;lyXr28K5Aaz2b7`*SpUgp<)IdPT6M zthZts+kV}63-dmP{aR7P2QokAKOf<<$CE0A#8bX*_j7AkYX&XI_$>+9za^=aW&cXY z2o{mmDZEtdqkx%@3p`N0`Ug5G1rexFoppL{cyX1)uwN;a2o0Zv3SYsm*}1Vj-W|F^ z?uO0mk3xS9Wo4VX-!6lXva9JB1}@CrGu_ENN#4^Ks2_LukaK(v>7mL=u~&1o^lE>7 zzGpfg0snLsDG@uLRi@=jxgXHG*?JMNU|aQNGg8d&U;K$gM*`s2R+fS&w}hn=taSnYI|z`hHl6uy%KmTRf~ ztvK>G!4H@5U)7|r$oyaL###n4b8=4JZs=%_EJO}qIC__`y$=bOT^acQjjq^McYj{$ zyFX;|IPW8I#YRF0n&7Z6LF2*`jdH!1P$8*iyP#Zp4y)5@eUM>QYpmK(<{)pBpE8#H zD84-j7m^D5L=3owj4=AcS#%oA@)8|L=xnH-Uas_6m1>&lnv$nfaD9~nGW}%|fRKid zJwoa^rY~az-_6&2pK>jJ3b-!SD!oTR3KQ-G=i7JGPT!xr3BB2jpH(xzk1BbAc$>$0 z5iNoG3XX(EG%Y7NPI4}L+JX^@M^;QKAIKVrYWD<`KVd1XS+qE^%l7rLC}>@RcRx6N zJZ|M<~|JscEabSe~f%HLNZs^DiGS^$4xM zd{?&PVx{AzkMoae4|a2T>icu9&aoE&GopY&qh^W23ke4pFKaMwj{nKwC)_^KiIth^ z;S*m-NyDzyxM&@!3OkZgg1Spar_n80SP&C-zf56$PGwlck@l+T5eo;jA@DGYTIw(t zC5O&B&@C?2d!RNAjf9ghI(v|cZFMZlb5%6?Umkqc5LTG6pWt1c2WT>?_ zY$_`m84Zhk%IyCWejC; z#6{DbJ1E=#ehm6)ZER`w?v0WDvP>40`@^4ypBNt9AZDk&&O69~**ybtDbH;f%i8K% z_${>+ss7rUnPqI-1~0sC1oTF?3)nmw=&QSc_WPyJyX+MR87a2i*RxghPJ~xA7lH)e zmHN@H4N9&{SX@ko%7r>YSq0@U`9H5TvyGoi>kESd38l|{k(%(|N%d)qjM z1&9P5hcSKwQ*KQNmQt+$E}JoUP;qHO=jgk|*O9GHl?{X8G|P6rC;1fZ;^n`b2V+Y6 z53mnX(?Au{2z|^m56NPy73#~hQKu4@WB;)W}` zoqlt?XcPyJPp3b&uvMx#b0A?+M$O-*#*e}b<;4sb*BTaC6sI?hj#tHuc1x_JXeviP zBSE`Afmga2cX5FQYOEPnJ;3os;D&9>U0kRZD2N`z6BQ1JVGr zg|+zaQDtf^-uJ0LrUWw>CLaA@|d29(B7jrUWiZ=)3 z356^SK*N%AJ<51-cFo+DQ4&muAfB=tB}^M-g|uW>HIIs^W4noDKl(Z^PYe2phI8#j zb*slGEMscGW4w29Ir2Fc=%o5sTD*b~D{h(4eMjha#G_CC=7qBhR@LXaxY&q=by(fe zK_=AwcO(Aoew2V?tX0M|r-qzG+2KV|Lp=>QY{bEk&8;MFMcF+d95!K?Y(;Fx6hk2A z6xOw$=~!+|hp1iAvqbDCJCmpYPzu%bsz5+)@=?ZAR_=7;_WXjratG{eEl#66S?Ham zRhW9id3t7?nHsf*gK*Urm+RYEg!)*e(5HFyYS3*Igqw!IV`^W^51Ne#aX29bjVAE1Pr(9v z<7a2#QT4u>;=RA=Tc+G!T()QgGr!u}ceUR9!CCooyX|~3uRrq7L}=JsAxsqr1fG9u zy`7a}#j2OVaC}Kd{kk3w``VlzHT+}7WC!{vzmiZw-`PcvnwSLyyU!~^t zd>t-DB!a*T!e>(Z++`G`BX&h?uSe+Xw`RxA%-o}qKhv)?+0OjIsq-Y&m9EnOd}|Zy z_bsdbwWtpVhN;)7>q(i;Ep6OIfek)DK!dfaK&!K3L&++EN=uyrikw1qV#N4p(a20u5eoWs=Z=M*pwP-g4W|BPj$i9nc( zTtlHpX7Nm;#UA&fuBxiqDkcj4e_xAmpV2@m_=ba=n+O>>Zcj+w7sQ^Qd$3?J6|2!v z36XQ{k`LKsxGA#+RL+H4rDBBO={*f$a zSzh5$0IE%2u8fJ*Z?kKG)gqfPV}XHkDVJ$NzfU`#cKHV-$w;!(oSW@jH8fuM+^)4W z)Dzhqj2?sF_A?$V+@AU1FS%_Na5TfGMYasn`04F%C11j zhVXxSnCHeSe(C!08GFk#KXj`zrLeH7Sbcr(2#inps@B{Sm5P*mt_ZP6uJ@?$tTlJ- zAPKd_cy5p!FC}d&7H{Bfqi2tE))by*ylk_IWw>ZJqV=8K-vnBR$TYGt+RuAoK<9Y& z)58oYgWm#pj7oTGt~SU$;6}`5GhY^0{M+jlQy*U*J<{W7|8E58_g;GQV60vE@&4STL;J%@XJ{n9p?GD^*u7CbEgu@(6wvlP7 zAV2yW16MueeRvnW^>*%q7=~Y7-u$^otWsK9fZZzvad~|=OoY#F_b>EUb(FLW>FH)J zilFd>FwooVq=+3JozLY+WmGXv=|!>f|9b&UnYBa65H=WG!FF8Zxz$Bexgc?Uv5hOx>;<|YS27xn&d*~3sOh{PXOz)DIEc46nI zh06|a8j@6E%wrzXzyl~H${Ck35HRN&I1PzSDL}(bh&V@HQv}1hlrL1K;PC@eWO!Cx zun@D6zSgKXT*U!I^=N$^vpu{KZ#CnjK1VFrE~vs5Bw0J#2reos&0vr#J}&H8 zVKUvnKBOC1e6AKl+wOSe14={!M`|O58AvD!94^*+W@bjWKB_2n1-gns2Qj3mD2~Bl z=j9t12RciJ{L2lc^BIi7zHV|h$`!fs{kbAJhsK6DzF5(b1{w5PnNz_eJkg?!JjOn?!z-_~bK55Hg4d}T)8x4r~@ z*VqYh7W8#a{mkK?U;YH)lOkr6m6szR{H&{cu7|~M`q(2L*vYs_$Tnio0Zlcgm z>_xUJPw7PERu9GyT!53M--42?u`G_2a@cKzMtx1Bk5?TS^dP)hD30L=Vr`wjU5=-+ z_8&nI(@Q9I;_AXb!@x)t6%y*#AFi~yu0#-NH=eGfbL`o*{u!J8y84oRx*D#BK)_Q? zjO^Nhwvn|3H57j6V^YM-bzwk5NrrgdbxK|KSi-S;!*DLi=vJl1M*C55Xvyl8#P>-K z*6tfcDSDzI1+PA_1yG4 z{pS~+M^cn}&?tJ|fG~tdbG!j8s#Mo8NUEcNBVaPF2W>IdL5rI6ybUsn?BlbRFGD?H zIL_A9xoCe~GAR%r4`JfmulhD8rgyX!gNsA_`**&GikxfjM=E(lNU-@lwJxiaP?OH->iC0T{7nf|fI1#4JD8g8Uhf1e{n3iZqgh#?dW$f9H-d!i zG}!)PqlEg5p#WOf`D3GN=M^>L#;?Gyiwe;V7Erk8w zH21AcUSptl;ITnEgq?B^x^|*oQsc=9^?&Ia;aIq#hZ7l6bMe0RT~?zjSQ#07k7tH4 zvPx13$3vLDa}p|;3=DDeNo@RLWSAalfj%wJk8rI5ywV};%Ok`<}oy-7Q|5qN*^A%gU6cgI{xs^~omwne| zG&S30`f8(W`5zo}-1eS_Y5C<^F&&RO^75UH07w8Uku$sRvRY+jB_kta0}4Dme8Z8= zFDqdw_*Yd_K?;fjd}k6lx$*8LGaII3Sj5VYo)4WC{^?vQQ{WxzrPs?Nn z4|U|KMNqN?s(QaVtBD$##{yyikh5@F-_Xvy9JPIuAUbv3z2(N2y1#s{@a^S4KA%`O z`%7E7n%%FKoRA+bk>X%}7^>NvHxPebFBB=5=28FCd5HF9yeL$w-#LF85pUUn`b?Yh|7=NLT^+Ds>>q;!Jvbz*Vu~@# z`r|0#YPkF?;tCa|l81pa+4LTJZ5bPNmXm>%e<11e!aPZiODXgb#`}mH$OKA z)Hij#!Q}rz(La}{3=bkNeSC+Ip};eBkEMW?v;LYmUe#tn66n%D9XA^gC6B6Qs!|4v z>FHAv?B&aP8c)TyUqC&Ezj4u3QUSxXsi>UH;=@V!MwW}JX?~ZW6iiKRF_r$OI=9%| z)kH54$EB#Dx%t1*OHiytNbP^LY~x!Z5b6@g(8uv+cQ9Wvt{nvF1rP{$-B&hmrl+OJ ze5c4;_{(!KFq^BUsz=&yAs33kP=~RHyiY|~sk%uc)o1#{A2Aej$Mrz9Mlny7(zO9O z?eH{Hx6OVlc$lak-Ts!)J!q&D_j+TI@Z=HFA41%Q+DHB+01~UURpZZ}^=$9x>Bd^a zH@s4>&UQWvm72;*Tabk6>gpPS%^3b&NDK6@-GGp&9iUtrP;|^n`jfv;2nw;^L6R0~ zGBUBC&%YK&x5bbRn>XP&Qm}DBxrH?aXJ2?nOYa1NUrDkF`)^2Kj+RpG>X@=O2H)y` zkfAqlFBIzjWxkw*wJIw+{5a$i=XEQswyU7s=7G5me#v6vELEd4GyU_V;)F0|iK*yMkOWQ6I2y&f_=3G?hWPUW`yO^6J0f3`p zldXy?+3^fd#u&2*c~b8otzZGmhQ9@hD}K>2F-f}rP*v?C zvHAJ-c=5dp@myDh8c>XQHdA1EHnHS4MbxrYPi^he4N*OTaEQj&paMTpD;8$A2drv- zyYRTM@hv3yl%E@t?Eu{ueG=O;1IIp3<<%zc(K4d`5w9LN=5q?|h5lNbkQLG&o?>L= z#xO5G8?mpQ?I%5G5|fkj;^mZ-q!i&kC;#$b$YJV|oIj#xy3T2b(fmR}Kl z-6n2<{bk9=8X-n#nMTUShJLNvXpQBwW0sSK@~Q)uz=+9c_$5o3i}7Co_xsw-`BuO30L5dT(kXeHeZToYJ42> zg<#g-tX5ESwNyl2euABBJPiRj4@%ovUpo{}V{epBRxDTxGu`;Gq0Y^b)-Bn8=J6G2 z$DeLLYSDFwg;ioXH)%*|o?p%@Ei&Kx`Y@E!-w4vRkCG)sb?Z~S(&xIDfcHn%JRDwp z2*g1{Lz70``O>>sZ|tm}`<~iVs#Z+4?z8g;C)Og1-}4p}qSI$)(ia3L{69{!^O53; zIEn3gldUD{4kpOAkiw{|35w$xwQS)*`nh~kYAl2~POFYvOozn8LO*M#t8WzoK^Uxh zZIm+rCATJw8ls6UvxD8Q!19TZ3(OQaE32pNSuZepx&5&37C4CJ3&kuG4ce{8Dfw*$ ze=h*2=$ReQ&1{S|#{2u_cbkw6ip%-U?Q#r4dXIk|O9_pQjrGajFN0!QK%q!itw%($ zSF=*YgEY{j)LtSs77m5NYN4JYTTdrSdp&)ea<%P~Y*3iwbqdZ6r-a2*~^GOJp2?EN)PUNqn=?;`it z{LyQZv{l64=p;F1_%ed?^-{SRWpWrznOo)2)E>fZ^%UnWm5r16^=w~k$PSsU7e(cg zQ!AyZKjR0^S0GZceP!CBj@;E1jl}~nIW6^>-?=sux4Wm>@1Z;yFV;S*^%|q1sMB_w zC`P1rjQ3j_?IT3uH9^J z-TWpMwHvHRgR=!)r=l75a0r!KZo7dWkK+I=gc=&NZd&2VA4~XWL_ngjNCa7VrNWqX zq^0(^8}yQaHlJ;}CK=y+0(P0I?x43Gr*=aV-#?gk2`x4<6K7qyf^Pr-FKj3<~}M)e2dA+4VF;sygl<)_ak6SU*;2_#UM#3J1d!{zYP-pZ21 z5k0OXazG|pAnxxs+2&bH?iAV_c=$d{g6zh-KMHwo-@5j-v^% z561=4C=d8us$=H357um{Bg=~TyiD{on%Zx?Vd61~mzMU-pt_--*q8khe~ZLjJm$g` zQURPePgu>?_T=-U62$qgH`h=`tsyl<m7pLw@bed4^g{|r9I7_Rfdk;8GFhF@hqo~ez${%J1s7k$@rLajp zzYS6TN`ji<3BmO~Yq)TazTb(TvZac>`e5TZ@;u($^32cf0~F)rxo&CUNsg!=wwDU! z!Vp$a5VRlwtJK1wR)~~g3ewESLW>*q6hw6Vomvq)Toq!kMY-QS1XdesDBZHToS z!|er?s^v&A`Mq@dLUqxd6&PE4X=hmt2N1@^Je zBu0*#wEr<)4X<)u9caIw7ll9mcrmWq5_@m+h<~D^0B%?Ww&ixBR$LTGtdw5U7LTrE zF9C-cgjRs5A>Dxooi{mWz`&Tho1NpZ>84yGp$L#c-w_k=P4V#Y;RnFwDQq{?{D_%8 z7{};=<5M` zEc^9j4sSOPr#kEqH?rtYo>-b#UQZ_%&83|rdVG31{x)XH&0Ap-=sdGVNzO19fO3rp zFI{02w_QNl={hVid~XdJQgUKItU_3iRWBNPLeXHZ0RP3s#oLxw#Poh-+IL8WQ@Tp; zl|O=&wA)aCzJz!-i^)Ft3YRN`7;Bg$VUY=AMJ*Y%dQ%G7P>A#vXsdoncA1^j&F670 zgeCDG@g$<^yJWnMT6~tk?)T9R^c33KwW~?+u&##B(#KbOhZZZ_#I#>7#%nWLqQ|HTL(Rn ze-;*%gTvG6NY2XPgu?(kry?dGVj@uFg-Igmqvz*$zTFELPw{5TNr&hl@nRGzEsHyL zpxm`=#_ceoH;5oD%R}&?gU+*6jZ%$$Z#&&+tEzx4G+H$dlb)6By)0c?Tk-H%EGvnO zESSx2l&taAIjM&XgD}3iSv|^*(RZmF4$8C6$&se-FiI7tF?v{{yT~Dl%#le{(3qd4 z(|AVMWxKkg`Qf}KO&Rx>*;t46_39#p?lq%eS9+Hzu66qGXA@j(O%#zF%Iage}70b{=ffdu)!!{V4e5WqQXaE^1f# z+cNpq7HfY(A>Rk><X390{jt@ zwb_~w`Rhh3#Dx2@q_Aok6SoI*`_29}#&2Qs-#Hu?DWx(h@xzP*D{U=yAPypWH_M;? z_(nOg_JtR@uIY@S1q`lgNpwl8`Bb}2LnJIL%62yi3yTaBlLjk!uAsSMXcj=rUB5uG z)WjRQN)-XbY>hIU3W*#deQA=LGOB^{s&1Kn`dR_gOeo&o-e2(1gN!o@>)2_&Pw!iU zQfAsx0be{x78><{9Q3Szr9`@FJ@lB$d-_|XJMg(i_yP0s*7+o&D$eKZ#8SOO)>c-@ zBbbv2Zgt0FYosE}FOv*pd5Hh-IU~Q%|xpA4&wt zEUgIF%-r$B*93X6h>l9Z8psaM+eWaDBhYAzUpEuFpe__?yKB9QuA18DROU@< z>wb!(Gwg-}sNTuZg$LaZ;6#{###9>0GrLr|ZriC&PINDF9?e>sF9|I&3(2w$CB4X} zJ*>z~IG?v1)QYIeD;PzN$cGDy=@3WQfQ}g83_b}W3TOjaF9@6fg2GQL$_zk@-rRr% zm*oCJ7t5fgR#Ki78vb)hlaAEh5Eb|v?p0xqL_S;M77<;I5vraC|G3NXl7<%XXoe9ev@9wkFA==JcfiX z0RjtFkkr8dj63tFA!X^>s9oQRKXu41p84UMIOUuxgT%wT51r11MlTo{p%lpz9i&YQ zKCs&~|GNgum@I<*?V~&Elchw(ZgtF)G@pK<5-(pk`B^-tj_FKDUh~bhfly6^=8h$< zjQUg#%Ci}snO6w#CggY&wYZ^fxOJx4j5$VXnWVn2F3djZ>vwgW)Ndv#a_6|eWvCq@y(3(Lkw0dODhEU1k>OwWvQG{l zPGelX?2*}lje~=MREmi32+p^U*PA8}6BaZx84-nVS-JUpz?k?A_>+e#Ow~(`;@0KOi^@QM}(1ZZuJ49X8|M0tVI|%S+Q_pQ|@%D(o zU6~cYEogF7t{Lb!@Vg>#4a?-PXY%`nMMPuD+ehjxt)F0kM@2g1Rv}?NI(UGKIqA^M zrL`H=l-L%(#2y^{RM&}?t-JTalhej&LUIl68Wleo$`tA2UaSP%9&)&Rb)%*Tb8_&5sXNn_ zU%IY=7jwJJq|)LWKMKkR?$y0LKtv!DlC_9m7o`WZEKF7a{P8i^Z-K=@cg-OX2tvy# z|GPT8o=?IwziQV3mAM;U?MYSI!z_*<$e6EyBLgL9Qi6tNxLsl#~=S z3H7-#B-B91!-uqZQoOOqSLV`gPv4P4>_wMU`E%{Ppg$6*XO2_VK(6BndSon1_LE9v z3~{%BiO<+oR1Gmvu}}?wc7H!x z|H-7({u~BHHK+W`&TND9WB<`;y$GTjfksi7Kp~I0Vj)J&s&eOAn$Cn0@y&bI6@SG`Kzh0}qUQd*Mdu@6i34GkogOs->N{oqJkf+^1U*GpA)BSTBMyLgp$7*>Evc9X> zugkCgM9?fh53$$*Xh@wBF|!ckgUSNEW(0Smn0({{=-|iP++HE>l`W}#8pyC`FXkgm zz~9DbD_dLrb~narw?z#tN(u_$eERB++y5eNkMP+{Lz7Gk3kw(I)7h=|N8&&-2S|@e zXETF`m;<5ZXkbc>D`XXsEB021bm=qsj}^Auej*XpP}|{V-J2U6y`>9K#)d+-)rwNX ztq@PG?)G z&hvhS{`YTmwAdQO7wGzH!M0M-8+yN#|T ze6=FEk8XRjEJB2*OzPDY2!MZnUo7#L>wo^b(J`p+8jc5KVpplR8Z`jnS-82mNwyIr zkh!Hqq%6zt_HZFp(r@nT5I+I1A~TAoViCEtjH{634%lj{TFDoyO-w!#9&V&=Qq2w% z*449@eS8{y$WAfOpMt!$<nz0mOuqR>hCr?!S59Wb>=_7VDfd z!yBr?Vp7ffv(y{_b^tUx01Uao{y!+2wKbg{c1vJCgf+J=i&GZZR31rvQDLEmrl!t? z9%?MGA2a|59Z-1(J`ySuz=hxqV@<^8h6o^)712#Bnp`MV+kr5~M$5DN*D{-&+Yo(N z35n2rP`T=zz6=pyU0qu&fO{18$0Tz9?ajfw`m$jsfK@uEOlN+C@byFxG8JMQkjmzK zI8jl-FwPkurW@*Lbp`r_=WAPEpHHAn@}2gr4<>>gIp)rw<@W}wdFx-lo)W$&gArM@ zTTm3U1${T#TtTWCK8U_^9b7vB5*Z~sFVJ^LKzcqS0svu_obI-SJg@(Bz=ZY`o$#%; zwpP+c?$uFpT7Hne3vwEBYb(@Zq`%}x2qzaOy791>Y}{@F_IxeQzG z2%ymq1B1E3F`EuE8VQJ}s=76qKy59lo zvm5R1KdEGq9-7Jjmi2=peNKK;%@871BRf z?U|0jyvs3KU)@PNZ(2*2tJx&z}0zwp6!53SVOy(6%S)xPggEaA4b8YvBtf&_F|Liu3O-6$Nq0~aLK~SOG|D}&cPBVWNvv^) zqa;EAK8Tts-mJN)L|S)ljXdVR0uCSE5|ck7n$+B&M#i|4q$4LgRTyQt5I)b))y{3L9rU0%G&{g11M^h5Io;v#1xLL-SbKDRDlA=Om zWchfH0h1;)ji!TyHrb_C3Ve=E!opmWNMKD>%i^j7^sfKg`#^VgWsKIn#`oss*m?o?oe zK=tZ`3KJ?5u@O&d>=BO-HI`|wmJ@HCy9SC-Syj!`93MAP3(2WVO6tqV$oY2WbG8}$ zS9hjhf;hVwN!J9B5DL37;_BMNp5Nhvb8+r{!~P#z=loUq`+omwvNhRma+7Tv)8v|L z+qQAC-DFO-U6bv}Honi-d#%rJ-@l-B*6G~$b?1)s;4M^X@mEWPEU5$%=2@5MquF_N z4=}6huRgs#|7Cw+&m|;YPw!fc;2~_?0A-=)`+od2#f)b5BXh?4^O|crJzhKYh?MNU z8(x6NX4Z4;D-NHF#3n6PfO(npqXE1K=)na|VfM(evGR91PZOyHm87LjmEPM?(r&*s zth+q7*=b}rR|Uu{&fWj6WQUg$o3!h0ld$+f5(#Sshv7%?N8L5mANwr+(6wLgPIhzU z?|8MyYaVKZOzI+)g)w>Ca;cDzl$5ux@AFQ-{HoB9K!|fyiI5#_9vD2HLt|01GIP9g z-cyJyn2fN$Qo!J{exRTfgKw3}!J28ohr9Ox4$V&=8CkJ&eTyv7FJF>|qsy5Xs(5|y z(BcbC|M$HDPrR~#Kwnc#wH_NpK4>WIVo@8AFotPCmCE_;A6HSb82X^RyuK|0TR|u`$gV+ecf1Hyo5o!;ttEx&`8Uh}TEK1BpL`YhQ2muzdD)UfgCoo6wRY(mS*_l`f8&RCl}1c#-V#MR#ZJezK0SnEZrhYz&>Ft z^Kdp>(F^V%eNUxRA|$H0(zT>-N5e#&9Q>c;G4n|Nz-DxG3l=Ai^P^m1U|Y%QDb2Az zN?sW=*g!bZzuO>lfo8ncwQIuFFUf=%-7LbCR?zmbqdFKu$~U}F0yTZU-Hr29$?_$K zi<(vmxNbFcvH&qv$=o~_LkR8^M|7H&kW!s+vI-s3;B26q(#e0Tw-^>;+$tK+MW(rCIU!FC(xifvY9&!3KFIX)tvJfZKz9 zGK2Y|h7Jy93diL4G&6CR0Sz32{zsJI+X-=k$ci#DxV)(~BCeL&Qw4n>!6((YhOQdLs}`fi>Puz%6p)vAyAtU2Vgv$IO?Iu)JOqW#dumc+cejl$*QGJLu+vRY(Q*Wk4*K4pi3 zCW2bk){bhi8|JaT3WOrM!BqJI<$)`KM+3`rd=CLXBn6g({*8AEMv7tzy-H=4RKQkO zI<?cZ)11SuMtW`il3Qls^!?{L)}u6#g%1ULZ&a*fv4To5)0bd=vo8xUx| zwM$-HFcnU+cOQtzrU$_yWvBF469SGk!u1Pf?*zg(p?W>Nh5>7T?M8SY z0jCmLj)xgZ;wCoQt0u16(JHr6XsDS_bpWYQ@8xz82qkPN7JDakEdY-f%0ifk!_b7J zQsu8kFZ3oP9A7dpvbNoo5G%>J1PXeQR>~XbL&(@Gqiq{u!d{#IObWw+X3aBTk}L4c zFe1r{lT(-is%rud#sMRr2QOkU!#{p=cxTyw#g`W&t0mXQmeT389XMjR@qIv;UhKul zMz`8mVk&?5$V7c3Pd2Z8`brxe_z_6K@<%j73+W54%NIX4uP{FkRu1i7-wzgSE#^ik zyNV(@KlfO<-d3$LD=K1r-yGUwX)WW#+H6Ub{S`Y;3JL(r$!MAYKL;_v_Q&YaRoHV z$)nt$GO-AmgrxT3uDPSf-BF|~M%cKxY3;@`313_dzCMh=4=#0x+`^gV7IkOfpR=G3~*} z1af9I6-k+AG^Zh582rV*rtpxEFr|vQL`ew__A9K83>Fo@hv0)Zz;<%n8zQIEK<+-N zC~IVkV+~YN#KpuMRbZ_)wP8*Zcc`exMgV{S-FwNou8 z-Zh)AEbJ7Q+Z@$_O~GbM4*;a2$lqH43(F!QBa?$EZ2f3rR^zJrsCSiqjearg!+mSK3?W=;N`v*E>^Fef}W+0IJFuQzFzSz zu!JOHNUl*N1G6?hJh2B8juC6U9&=lca2*yL9U0{>3Dh}c+x5RdYE+M-y(_$RI{7An z&Xf;LZ)3}oaJm}4I>Rr1@81h^#8vbBXq4Pu*mB(lWbwUwp>l4MTQ;ItX_iUz#gd~_ zRa55jz`kIS`KF^syG+oAtOzGgg~|9P5s>dypNrp*?$!PjrO|Rxsfg+%<`MRQCj)wr zYe`(@il&MEvcg|^lA~`lOL(U#SjMPR}r&tGq#jZ)9U5@V@LkJUQ9X&@qf8OK=zbN~tu1PQ*B)pI8v% z&Okj@BoA&vFoh0A3JhQ}mC)pJiSsnCYu>u-BS=7p7OZ#_icAPH+1|o!9AJZNTDrO1 z1n&0*Jq(3eIZhQ2g!crY_fhuQA164hd6bg;A0mK!pZeE;R2Y?Ar#B8HT?w&xGq5m) zH4kS&tFa6*uPmXMI}g_0?L38rpG^y1S|A{&={dVG3XQBe^E z8To=u*2riNQ2k;Fc^7A{LUw*hNDPf6kc*0n@;05leCH4;=-(GB2R7@M-X+1mQ%^AF zvM91!R$Q+2%C9j#m2iJB*07Hn-c@|;I&9%h+hS}z7wK@J(11(4=sTM0!InX?`+ z>ilf=eUClLl@!8DO6MkNF6MNwRR)V8saHDt#pu2bE^x+oPPG-$$_T7PwbxGmRucO@ z8QRCHOGrp;0{mqJEP7b3waU82#=AJbx4p3xI=~DN6d0(a0l46(si}u?F{7iBCm^{! zSD7(l5KkM`nBE5D*o1gurT4fZuGD_S>DeLF^pZqKvg0tSzKMfZ+?z^1$?i`l{Ed^{ z`7xTlnwc<_(8U*_{O{jh_wyu*-^)CMq9Fh2rq>tIyQO|^$7`4oj)0zm$xK0?C&Pi) zXOPZZZoLu$l&(-OP<|0cQu!M&{%bV?{Sn4allaEJ{--^xQFvgdCItmOdTOK`9Xp^AV^4=wIoBGK)}+ zloOqtc}~3qVW#61a}vn$DXa?O1!X`vG+?MD3Te!Tq4*qt@i~}iD(8FYR`jW-R)#rt_bw9?L)!-?N(+hB^fMsjY)(cQ6oH?FIDcdtxrQPCsqh8P4 z;I9vO839q+-5o$9Sm!zIDAh$1Vp^pY643oicYU8B(}9?$42EU>3SSBRPO(h!T(oAB zs``a=Tty_dC^oSlzeuKZ#_56RXhV2Fd`{l`0o1LAiOIDl-!hMR#R2?No`h$}n?Ff! zy@ZujfPrR&A|N>fY|0+q#bQM|#N*QX65rVWwd!TP&})vJ%R*~ zFw?oY-~GB;6Xl5zMfMh{@p;J|fMmj2gPEfAsHRRDlyySj;lV-gGPvCjC!93Cq*1jW zKcIzHt3x>eP7ZJ`0mQLh-Yy{Ug){y({rNTx7-*{k@s`DYTjQX#mpl4@I{30o_kRSX2^ zz4HTOnY8%&$>gU~|9*fQZ*P>QcFTz}|}WcLn}pEQ90!B+&t0=FN#z49mdFqlx5irK4o0~q;r zbtAX(EG$!7)qJ*KScxNJV=_dFzNRK7lvGq&q(hXf*}}ayH;$-QfWp}P&OpNjsFZ+( zI&7Qx_8O~}t(G9jFPkbhB0{s#Ji$Z|P~V9<_JBT^_FseWdZ>9N#Y}cFK%V*9G@rMb zV>pf&#)P4Cmz+XST|m%aA5ZS;0RdHkTQo4@w|rzVv;~Ul90bPqS+EFU8ZD+ZsYXl^ zv;rEfwN1?pqOc*EMPpI+pRQta5?=3C;o9#h8hX#?c79QBU*h*J4!Yh)6@6JfZuXb- zyv~DA1h!c$Y;6y7x`8A$;D`$axNJwcN49V~tI`wjp*o%x|28|dL5zdOR91`hySD8d z!M0VjGy0f9SZze$9|`2QfSwtFcQQx*<#oU)JTcZz2{PslG6(S2t!uyHVnRyUb-zCV zD~C;2cD_wa{}?!$EBjj8)bwqL=ZJ=22J#WwHf@PK@~EIVu~;p2b(0Xq)gCI=gyK-} zI0Ejzs3BJRirzD055Fh^CSV@#Qw#7OMHhoix3o~lfI`a1bV6Dj;juQBOEk$ZLixlu zPF%-z+&1E_lUE4^o@e0L;a``5&p6Tz7=1^cxqZ*-hM$D8*euX>NLsF=n7W>7{NAH3 zxod0ZMQ81nAS5dtIJb0M&X$L|KiF9*DIEsFeKWNbi)gp`ptSJuAK#7y!%~@YKaz5b zkpVo$kIuv zKl=55>DZPYxbKuozbPYCCsbHk$o@zfy-D&%9UYP{kcQ_m#uMxmDi_E?KjdIh+-*46 z*24A8PYB&y3*pVx#%tVbh_h?0tZq9AfFTkJW%2v)z5qgH_|pL1>-pwjM2$YKSR-{p z=2v|KwfE~9@#o7@F3{zEd(pjxNqC-;axBdbMWF1zE7=;bv>cHc+ zFx#ASgdAQshHazx$I}}cs{L{_88Corx7zPuDDr_<^tN>Z&g2dViD(>fGP2FL+uTp@ z`@b4M^)~x41W*Y53Fb8tqV&-Tc-i|ykwn=n)oENa%1-IX?cx)x>@VT|w8{r|ybBBq zlS#_aMH|B~{Fw{rlqgCef{ybl3k2SdXrxB6NTGHi0i>= zF}hMC$#pGVvgg;y#AF;va2(LfRlbn>)kFoQ>Y0+}a>xKTue6>g# zqx=2*@8ecCVAdY;+rxKX+O0NoI`*c?bZ9-N?%ld&VsfB&j4o2^OS*0{HJI$P8~gfb9CQKS!ldUBsIPG!`Md|xV4E{vbZ%i7K-`H7A)*wX!OqfN(b$AH_8BTzRw zAG#-Iu0udtu9WF+#p0Meq4Sw zmqDYUY6`@Z=kmCmY{7wJV-B$R11pP1L;4=-??~G}%iS!(K73hyYw6#mVnLq7P=@aX zl<_32Fh%*wt6wF0dzf)|nDUoLg2$zDu_J#GXT{TbG?=WNswmS$=wZb=p%@`Yk_4mh zqFzVRRX=S$c41>PTYl;X&JTL=jU=;P0?RSK8lIdr;eQcpjyqJO!$&gswKJnV_a*)Y@koN(4o)iayExt+mb-0;2byCd zX77hjAS*yiaVzrtwO}M_uqU-oqQCAYp#ev*e?#lj<)IySBU5WQ!5v(5hw> z!^$exFcjEPD-hb6!?<-H-RsEmReLWRlEB0N${J$9hr(k?k~r(tOcN0+Neglq^Vsp* zQmLFb_YRUMDw6xSaO+3MV38JVaQ>JC(~QM%|IxBVVXna+^ z+W}+bk{zu${P*0l;6yq6HJzc#$H$bi53}ap#}A zFZFg-qWznko6A?ng`!wYL(beIhop{P-Oi0z?QU_hV_aW=vvTHLvz@N?2hTi+WAWE{ zIRC$=Uf-JEDWavuI$A<@#q3$nc;Z!r8&~VQ&HwelRWjYG;1O01vjnpk{n}zubDAja%fq0`nb% z6AjHvaVV*=-GhemyroB}?UHY5de!qIWVFA6!j@}4WhAMchvt2EPF%gK$D(d`o|oI8 zCgs+W;%qHdvK*GSHs;hmE>$&NC#2|w6+e<{%+L$M5($=~deUIhCNqYR2E9b^5M@&t z1s267bkZRblHyW#DEo7IlU{}Qs9<6i^}q&({FKLFicc$uJcek`pUjKEFnd2U%YFZ+ z_$L4S@d!sZ{~58~rkNwaenm60x**mSF0Uw%&f;{q&wJ5h0duTkpLtS1QteR&9ha3_ z;Yq2)JcSw=YLn82ZlR#O%s{x00J?6v;f_cRr;V&v>Rp>^q6`rm84<5PQRcq+Gf?C) z?iP>uZ9kdHmUL7di0CxfZ3!fYP~eKH$WZ7nx$eg-LY9xE^J=WFalUnbwtOT=ny&kB z3b%CDq4FPb3xhicyn+~B&!+u=M~T@Op_^DqaXDOo4x)>G!cIOb&v1CTPkkWu((5Bq zYC)bsO5?f4+EuV~kRdBzo5M4?6q0HjNRgz;VA0!kLNuD?sX0L0#f64Ni`+#vgxf$s zkZO|;94woL)yg5(fp!9(2QNXyYG1LcUj~`RT&P4YyEUK>;lq30w(H0pHr^ z4ocy~^HcIhMK3~usdHnOtpfMSuPV3t8ud|&wH%{*MAOVK2xokjT(e;i*FD{A9`@j4qC-gPVg6{ycPsB$i0viUu@I$K|{ zz=exR-5w`x6qTkE0XFF0Ec(ZJU0$EWzBTwFDO7bXi`Mnmch~urVfMQcyVBk-lsq~^ zspHy6jx;L2U;>pEn1t%7WyhqR-^6h_^vQO4ZT{H#LHN3V#h-<1N#9}w2tBWL+9 zc4oN!#tc8myZc{t6%dVNKwWNW@bY9M(?=crED-#B?)SRTbhzxC2VV0ND-ABJeF79- zb~z^cm$Eu(48WDK-T5f7#_7up?IkdW8|%Y2lW*2s;cbNjU9usQHj==T^w zoR>)(m-s^koli3Zqsp)U=LK+JqtyqMy@W@}7b(TZi4<9TQ;d)VV3UB0ID{=XSz#y4 z8Nk?eJ)7zW3!QGVU}QgLZh60qkVCpy|E?J8-cQ`FWj@vP$)nwdhLZYs576R-oYNdy z)aD97it@r{>QNHe0B5M&l~de!=gUF`$KXtHc)1jSVPjis`!ZBn9O z!uLpOLEk4wc%PmTLhH+D1;CV z=WPERV4+8%Np{&`&rBB@(g&ps7qw61AW66Gp6e0o}vED|0@TfpD`jiF`xZKrT; zcKiVgN=sWSlEeDv<95&_JNqq>JBiD#*cSYTZ5~M=iRAw2VR9kkq9^t1+=N!!!=!ZL zYrcxi=mKn-~pW%R#{oOmo{?tw37g6YA(^L3ORhz_E<_`1jwVKg>nOGYj2Up ziY$nd8w^;J#C*h--EIIs=8MiYzz*}gp#*ol^7wIe>TK~d^gylD(+zv~+*hmzmkpML zg7cCZgf(v|9^hYZQl}EW2Tc(n(;(tHOXzJ-P|VpH?l7tbRKhJ`do^YT67 z-RiwXIlljz3)9~2)Q%pr4J3XMsgECWKkjDz-j|AaFGjMsRb?eNN=jQczr6D?k?x<$ z$c+4~|Ey|34N&-)ax0jd*VPTGJZJddZ~eif-c?PPYz%132v%|)CruZSgP4{o{jGg` z8RQN(fj!SyUX#ROGLIyJX}}~xmEh1KBfv2lFVwUmY|Xk;*Y!MU_bV)rxDP<2i?a$& zC<+NgtIqTX1f~`9y_8C-%oBAP_odYDh>yPNgif$`z-7~!^B#E61z#I%^T+dhU zCcc+8Tc^9P*%&(>9{yVx((vWEhrYfrWkokOF7fsilCh!~Y*O@#qbG3LHiy%vZdx9p z2&Y3PAktKD3)*ExqjdUa;?aN!J*M;pSDnEh)o}#q1O&M22S-QbB%PlhuW$ngdGkRQ4Uwocd_&F0*JX+`F(nc3-<=w`OtB2J`#KiDD9unG)BiF&ruM1f4)~u z3yiBucdbv{PLT_hiO@Ma&x zjWQnH5(1KvI0n-ZjaI=(94wM~vP-SH`RaIZ+3JS?6I7ElM#ecku zKh&`Pve}bgE@n2cv0*^=1J2q*V4e;oaRwR$-PRq30bP0r0(X%|15|xv3-!QioRwx7 z%PN!HH1`FjWW&P@cv5wloY`OKb^ES(_*ncK0-lGLr!}SWITLOwb7jijg7@PSIT-_- zKLpK+_^xBEx#^Q`DVP6|u;vt`OVvXvri`={pB1qosjT5M{Zt`0W;GNqJm4$1Ue366 zj}@?uMx;u}LXqU>>IU?-_xl>ZL2ARXWZG1Eq*`Y{#nNwcrltC>|2(DrL$2M_`Mp!Mxd z@$)L|z-^2FrR{WxUK2ehc|cO;(dT{zTn?P5y7};Mp4YAVdF!)^&((UarJEm-765Z| zCgSMlhuY=k?Fi(O=3asZRVlvDzBW>p97DqSsg5m5->WC)(KiawIzhbPy3~gh1#uz2 zl#d}7U=D~A>XIBX)8mUy*7%%T+1vSJ^++Iow@(1e5qz1A1N*+$8zq-$p`WC2k=Ud- z7TCV_9%P82Ow;$K>HWc6hb!Ry1ZYm-Z%I$N%h{fvUDw%PuUvBZJnuqK1f*zw69Nj$ zXq7fxxSYI_duxd1V|LYX$^-a+`||(nPgu^cf}ar#$Af;)2p6c}%Z#q4zh+=C9>-C; zt}VCm?>f+K;!-3c;Sw)i=<+tnX3nIQjHGrl>BHG8@n@* zR>f!lXGrVLv~9CkZL|nB7xu!&z%aU&reS3C1*#DQpZ76DG%y+mRV=J|Z5k(9|F~?- zr;K7eunpR+*ZR&6#atz{-sw6Fe*L+ENW_=Ma^VSj`{7F7N8 zJRQcUH=*w=5jrJr4*K<_DRE}`_^(^%oeGfJe8$%2`#8*uh~kx@8L3AKPPBuNX4kt>qpXP90bXLKUK<<)BZpwb6D$G4EY z0bKx{gm1a`-hl9m+Uj|KV&}bwuc7BrY%`Er!of|*Y4P`hTHtvb1O-l;Pa04t8PnGd z5u{Sk$(%7HNQb*2&=V2JhUpLl(~p_R(qTSdQYV{=vxv&Gp0UPupB+ns^WT<0@Nxaa zZ7W7bHdA_JMYBPq09tHOC9`rHpC%lPo>mLGbYxLfMc}{8U?}+{EmgD3yL$vI_nN~D zz>E+akf73$=!N<*iWhAHCVp8{J`P_SBFq#n7<7)Cb>NWh{_?MM777`cH8|O~Hv0H^ z8c*XfVQ{VotJ=lJvED`TRPrXSdP8ws;fKe2_OVMV(-DYbcf3dhN1y%B#w8Uo=L87FUi}63MH4);-#uMO=Qf3 zSi~|3dwUV1q{x$m$~IARH>4k2PtYa>@sE*uW?WGL&)4$~HH1fwxU(A7(qAN&uSF)N zrUGwQ{qpkiSK%bYr8G}(Xb%AP?Xs9(f(`lzghpp~mcp(m?c6p{g3@89&ZL{#P{J-n zjOt%veDtEx!}j;QnNobG2?bt6Dr)49zqF*7_t=7DR%THaQ45ptWfUPz zK}t+Q1x5!2NjIfDD_E4@QIpyn+TF_#rg4zHA?;ay*R8GoZosMMYKWP@jlx08b9lM? z*C5n&3(!g>lmvBitj=RH0l#HFx(2VzFU@nXl$g=p45tIFsg`dEVVsHpu} z&lN0+hIg^5O2vi7gK?12EyNV*=RN={2=w~^M1B|;uU4-7!y?&`%!5L~adtm8E+<_+ zIq(_eC6+TP))GY+*ja2M&(C)N-OF;5VKt(fA28Fuf0?*pOl~9{~%zA6&2y+ zFCkX@l31m9@5;DnQQS-qRaESruU$j%J&aOEh=%E1Wp4TV1tW=cdsXW)5sL~t%1q#q z)>MHMAEjPAWV~$?bu8+|e#eigtK74*(0;VS$cRPLe@iWeqr@P`exb$qKst<53k;Ti zJuZy<@%v{06C_+*IF)E^+S%Ee!gTF>Zil5)$;jE-ev%mli{g-vIE3g~%R-Zn47gr~ z0crZF5e&+IulaU8pA=Z~G7y*uA40?c7CKtKjoC}`zAbX-W;P8oBn1B-kJ|vZP3}J? z2!G;Dx4f9Vw+n#aY>u>6UOr$EjJ7lrsnAfS*Xa*8+nRbX}?@iE&E7Q{I z5PaT5P12+tt&DYBqg5%A5e;ivY&RmglDBiyI(57NGU|*kklYz9hh#Fh!kahY)%`Z4 zOG@oFKIA8@(p40PVbi)CB9c=HhQLxDH#Ie--HOWFABZ9Vq|^9-SZvlGCk)9L_=sq} z(tYck!UlYDd{?u{Ng$?|yIi|7QlW10`ndOn=b(LSGK-)08~Z(hV#S#k4bE4p+o7>} z;*lH?^1VFx5H8ju=>^O3XEjU4)Sq8d_sx;Qg@PzJv`lkTi`nbB6;wJZ2?tb(qS8S6 zzPO))1=+fu|B74Xzybi7lF0xZC_bkq0C<-^Vu5nHWS4Iei-L66#csK7qaUzs&2E_f zxBZrE4o~*pQ?XUL+O4kVK(HKe-i`v!wYzdvmiCqyq=oi!XS-71kV_%v8E}){q0VJX z29fvX+;m<##Eev0k77Yc@UYK-+3b7KjD-ATR>;vcwq z!8iMZ8sD#(+5C6)Y4<_0t3h2a>U=P9!JD6Ow2RTSA~~*L(p%-v(`zPu%+0lgBA3^YS<8x(|-QB zYkg~$`9U$#^!|@`M1xxI3J7zNJG|lBbp$ltW>{5|-lEkG*FoKm_{ny#wF)g6=l@XI zM!(a$S3PeNksPL;nyT{h!~M}ce2z1})2casufE;gp>=nohvy?nGZWl@ z_M|P%8ufn)1R??hKI-i|tUc9T2~yTENq+-kOX3h3dMX{2BSV5St)2~vXG7ibm3g{0 zqg~i|5%cJ27~36RPEi|hh0F{S`^mjf`1YOax~`ZQr&4EDpMRx@)dIBLW-~8=LpT&< z(CCuvD7fZ_7hsILo82uHn&`{{34m!|^@W^^KBcx82m^Q30kDL<>~yo9#2YB84IMBD zV(;C9;3DW@X?xjegYc~~y`mFzM?Kh@ZL+!!lp^4;ewg;Q6I+_)AIZA#-*u2 z7Q46vG9E97!$>@uhHgmu?lnN|s`~XvS2KWuADYQwj{^cpHpAP9?Y$j9zachE*R!q@ zUA@t5Hdl2OK|0)Rd)yj)0Dunpx;m|=b$)&ybf^^->)-^3t0u(*`?>^M5hz(91H0d1 z2IRNtD?xhaML|Ql0RiS&I$BhpRJcAxa@X-X$wJK3iaBr7ejm5JFvO_H$#($&NsYos z<>-lNW2^KcTYfAF!SC14vEN=2ha0rp1&o^|V82PZB*Sr^1RXil3HfC%+5pVi$U*yU zF$g^rk<>~2WPfy4YDAu@KUQM=fQ#c4p5DiQ%IDK=6eT5PYd=5+8w7T~Up`;PWo8r| z%|`BO##c)b_3Uqu&I z)x+6HBb%?~#f)PNVwJv?m6N>uXbyjvz+1d?Tobio-#OZt?b8A1i!WLbH15P*&*bNJ zgx6no%zeCC*zs4|pBBRagYtbd=zI3qsUB3{HS z!^=ZsQIpa)&+3R@pk;KjbTsMxDpQ*VRv#`As683^A95iDMW3Gg5SZfMd_LZuDY`>G z8;(Eu90a+F)RoGjJ4GrKM%zj$S;Zw7=2BUaEe>KZXe!;UFhVn}zxL?OyDZ__x7uj$ zw7F#FcsuqR#Q{!LgZW$z6Zp|{)H}5Gxe;eOQ`Faci5qB#XwIr<`N&F9Re7Y%iz{!X z662$(mob?e-V*uDP+n62)TbN-{cL3Hd=cXFFKK)i0-kIY;D8A@>_Q4mEng;J5x_9D zbCNv`w+MQYun7URc^)1fts-kSE1CS;T;WQ|=9Y9VZjE*tmhH(1WJ!ugAG|m|jbZ~M1R}6}bj4Y8$cbw*bj7OWn z;Ph9e*m1!nqMNr(9NP;mmeXk~ikbaIRw}g=7ZVK%dWI4XEt!!{+O`hWb%4@APE^rZ zj~1G?>kPps(_&N@G&Yl@pbVj;f{28k|6Z&2juEn+ZbCx=SLxFcw=eP$h*bX#7tX)|ho-ewb z>mdH_0rux@UXQlxxqp~jMU3FLXkB!cVr>_qM^p3v)q6+jz}=Jua8bdfeM=Zf@X+{n zL!ow16oeI+?q#)9O$mt@>+jCH4%qYdhU2KQZT&_C z3AcpnELb05ZWev&&;0gpU?_kcl*sVF%?Iv&F3#g^*eQRxkHcLxK-0Rb);)kh1`BHi z&%1_Kl#ZAl7xf7rNfzt}pQY!z7nhaVOb?%u`nIT}9Tg^eAAvzajHl|l@l#oNLJ`q? z#bPQ18;^B*-QOXrOQ?fa1B)-|cAI#qdI( zz<7^|srm~{uy8?SCZ4UWa*{-bH-bPF$E%K&7!vJMH#+C ze!Y#e5_1tI-Kl_Z1SPmYRrvlWb>~TSg&0HPXD^Z_3_)Zc42x)(R-upuCOAX2O9W`` z^w_AC5)@PtNBcNW2?^jl=-*biF(-HDKbm>jQER^RG}wE|yST82gwVGpcK3%>!Xr3X zo0r!}a^vA)h{7(e1GLrGg1I>|71f9iOL|@!DSVjw7vvLL|L-*BT|cu6N0lR_lKODg z`N2qI^*5p=y?&E!BicieV`Aw76=+=0cpkcrC~oshovIPDphan;0q{NV%NGx1U3-AIHUVlI$Q$dN=TiG^0j{Ok(EfLyJQ9rRyYp3M^SZgFtuQLAjODv z?d&W|1Uhv%F_VHzF%y+DFdm|G!E2K7h_iwjDbRw0(@Z0p6R^Q@f8+b{Qw6=FkW_;$ z9cK)sdiDn95(m|wr$}?je0@m&8@S%aUu0?Czav9?6+0noE!`E=KwWtij-#&=;iOuu8#We>(Nk>BdzA?`iypHzu0snb|ekm zkaW1-h^0Orf%;VZxACc|E}%E{DlqKxyB={QC=V64Ny$>yxL(G)? z4_`d5;#8r-)4h7<0(ymX=Z|Mm0&A5~K1k_m=?R`QXh!hK(h7DR zPW?qR>AYk1>0C+_drrK$_luYAa9MOLcCv$vNN1d8zgmhq#mFsT6 z{7Kef-Cw%|%$C3kXXf5fgX9G;fSx;Pw!qY6(8^Hh(jlct;Ps7A;I{t^=dBnAD*(F@ z{bEE$u3W0w4CMqZ03PF?3RP*($IM(`0AX79b-kkIh`z2g^Ylb3GqcX+(3aCUtrpz0 z12V5G50!~E@*u?Y1AAc~C5G@VE1+a&N6J>1OYSE)cWgPNKEsG5*!iF2p$*ZNuRQ?+ zXn*llB)Z0*;Q~qA_IqM*r}IeCyJ}i@;q@$=zu_nuv zyUNuwWj``lSTK822g*dbboR*E&Ce_8HD!^JvdCV5cx=2nX3uW3;%gEl`YE@YY{43p5oRR`|k}LEF;M}Ty*IyQ5=KPF8)@Re;FOus2(!O z?TVdtjT$Kls@9eGAAhS-X1*Z|3q})Yr zElF!$s#m`$*cLZM1|Bpkd+EW(mXv)OBDcQR{Oi=r2Z%yT|T@S z-6toOjlvyB66uN*#kHc=Lfhj_{;-dirD0&pBAB<*`TnrxcNIiDk-;7X0Mh*a&kGQT zvu2mKsd$o&21}RpT|M$~v;;)SA^PjP%O>2VPIv&j)zYK??d!ZxcG1_Yzd#@Xpn%8> zC}R->z%-m&_0q3p*v2CHR=*-IHuNxYgU`Sz_j}p@tx)$Td&sr-4Il5}YvobsRZV31 zdN$yN2LsoG0!!if<55UnGV)x6_q~z-?>$$KVrc33vbAQHI+lF=L{UTN$!b?79_a9# zO<}1k0^K=(;7wh@hq39FvN_Yl<$TTJ%JFyR~z>{Qi0SZSzx~oRWzfHf&;+Aiq?~hcRX?(@gWxwqqx)u)$q1BagPz9}pq{+!&4>--$X3##E+IBap) zDad5fYz#K{sQn-!jdz1N=%-^;Wqe8q2rSAGVuN=p`;O-MSa7@ofZah5fOT^O=1{q< z8kLr2u$c%ScP`}1QgaFs{}7kCN>}t0E4sW6>xxuokyNkz?ym?hq1Zikhb9UdEBeTc z2f&NJ->v({F(g-i`^;iVPOro3Y5VwYBwFZze7n`J>W^LGjY;pu&F1BPOz!CJE2UW* zdV1UX*4(EZ&}>mzktp~f3%FLim{i1z!gcEqb|aAx9_mxy+pTKaD^IJT+JE&1{!~_@ zU&be)(XE?-15Z>Ekrvthru~VHA-uNL&|iY6_cBxuE%%i-rJc?JU*}KqG|TL!n&8o#|pj9 z9}Ido65sYAi>LlJyQ#ScknN6Tx9(HcbkjVgZ1O-roEFilme?c0RhREAn${Bgn=gm$X|H{-4(Na_Q5GN$9m-J0RNSZ;mf;8^*W? z#hdmqQgsH!zGVvd2+dz|vHp zBLYp!9spC44>=fLB>nZoIQZi%6<@neAGKhCTidQ&$%oNQh(y+|z{GyBVeP(mgPKPD zDlrB%)P)Ppk#ZV~Y8twgXd)@Ca3de@~@tjfYV%Q$%FE%pN9J+tG^3}}gQsa&A zfhNUFz1Z*}o&?%X#ZOuBy383@8>k>$2X{F$RFn}!D}bbSU) zkkbU0E%{*}Oz;CCh<*3}?nqD0lF{4)>1VVO0kNv;B4sXTWjC6R+iPC4eBx}cHy^7> z6+#wiZZZ=XBo7cBDzPG<;b5PNxlYbPB&83wChkyM8AT#K<#K-new2+hFviD45tJoy zs4{9scA^dAigrQ*ZZ_?PV_<^vg9M*9zQ$$1fJ_&A-3A!?Ix-J%f@L8RUWN<*Hr@%i zJDdm}ROU|*aA-Rr7dBK0?WP1XO{%MNo6+V|EG;|X=F^q>#6U4UG4f=JdaxRcs?$X1O+B7UdSiAYque%vzk5$^eq0hspFA$Qc2;^0XZ>Yb}>l^gfi z7TuEzyvUl`#=2mIxnjYBgP@4u4<1WJ%+AlsxU*^u|1kl#Wrl6vg5=Mi&fW8edyP{S zGqVcLap*HzMuuWyVxmTa_K8@Pf+iOT>M$6u3u!DC@>$&I9~8!0K;1i6S8zSi`qX`C z-7i?w5Nc+vaC958Kg>#_k!scA7edbz@Vm zA^0G1)XuTu7bThWnISL_?t2j%PT~a$MtZ>LBp@g84!@J0 zvl|6s7>JUdlD1f?aQ%Q#qkdgrG8uY5Gx#FOwE<=jHj`kWAf1*W%(HB;?x`h5(rVkJ zszN!m)cPB7%)Mq!`)QOmG)I=rF!^V?2#|QNtYEOL+FHMwj4Uh!p|bd883OVGvqA`s zwy`({sLxf4J~V7ftmhzoW{pWmnKpn%%e%<#^puovnJv2J^*(F_49xq@sb9!k#aN%i zpIcCbzQ2C``uUoad-N}Wo@D-C-F$&{NVjF<)U24zeKjv%R>4?b@^(V86MvXQ=^SG{ zL&U;yg+_Wk%uTN0*!2H=0HB>=SfOqlILc23+Xx=r#=8PXJ$hFc=~X-fp*~B2KXQQ5mvPJ_oeE53d;s1h~m|n zWwW9?Ed#ZUq*ngvo!G7J2qi3N4R2I2kRR`Tm0AYB#;ObVaPBTUa&!E5U!Fw*#U~+& z#iCuacqJWt3s$<*DGM^635Yb3`Xb2dMF&+xV1?Z;EEhT;eLO3*8>tZqP>3;KmHo#8 z4kBo<6l8Jz{zd9# zA+Nkc4c{tgb&+W&{B*gq&VvR`56kLLACWem;CH`3(#f;dqOgC?B5w8kM_LUcoSv_6 zLBL98=yHR&{VAGw(w*oV^K!KFwuqFJl#vlJRF_KxskVxTdqe=Sdm&Z;iD+AQwaUGr zkElA$!fR|gihW$|DQ^DIR?6dVw9ez+BN~3aE&d8Q8`fRw#`6nNyvn)HL$pi9+)K*o z)Jh<(u-4Zht!fX-`V)5IRjnw{bn$1JET&ji4TY7R)68YoAOSnCq-W}gE--dJN3POs zy}cPGq}ZmAzlRQ>6lkS|P|D1gGvle*)XY_5P&N#6!js+1O>wtgAh;OrJF6P|COR?$ zbLvta*E#Zx-1Wdg_p;oukwb@qgv2e#34D^baUs(OUb7VQNxe_b2E8v;9&8+33jl#iS#w-t#zDW_G% zZPkCn)OH#rG9^;oEnMYhr!%p$zONHNS;S%88tLAUUnHt2IX_-*;M!ouh~0qgzYBo% zt^=N)B|Q)P!(2=0GZ_Brg@IC$wjm6g7xB(I8J&(|yBI>Je1S)E_-kF_8 z>v;+kjv;neN9$cQOO!eyyKyi-Lks*xnQFfR(${jAyB_POMOZFzC5N)y`g{Zx=cLCf z`DGkkz!LV~F$NxG2e8;ikOsph3FgAnK(Fq@sd?rjtXEEWd1u25r;J#3d^Ad}BN-&w z^$pP0%R!UkF{*FGD~rm4yd1Dbnmhh-rBsxIWkuIQy8SVPwIvi|rk|RZkH1i;fp13o z_YsNAUG4mBwLy8%mPre}_nPzT7!cu%B&Jv2`+-Piq$dG{=D6+KGEG{u-)^2!;uyyl z6X{Bi7I+{z%p7r|c%AcS5cnj4n06l6y=w9nwN%w^Eii$tgN# zel`{gYBBn&IASlUL&VI1Iw1U!+K$PyHyDX#8U~e|R8eDQ$E+CZtC{JKiZ1K%z9 zP;NoN!DhnOh27{aSX9;if8UiJ%IOByd{FWCsNNBJIGdNx^CkOElh2_>Oam7-qXomj zA7;TwdB4D+!L22x!J$IBvE0UIA=?|M6i}lZM@fZLynbkcs~3O|Tkq3JTNiuS&src> z7>cO~ZS~IO30^Dq{0ll4Q2SPsqL6G>yY-fuV)}UCpwH9!24B=F@and;?FG;UucP}T zsD!@HJ;>n73=X6?R8JB@)txtqOxJe?0SQ7x`LInRocBScM^VRbygpVJ2cRGptb&EYJ`d3E;Atzkttg^SbZd z3#RTbd{meGT@!R}t(O;jP&4biI&Z3=?bVypl)QS6;}m#rrw<&_&d~)cxR~}+F|%hAK4#X*BlO7S}Q@2a1n7IYYyH2p|U`X z>h886wJQUKb{+-w1>%LTwATr&MesCX1Q-b&3h~XtW2tK=c^y<%UUvu;6%mn*Ad#}R z^)|NkhC#hPvxM^B)JkH^ax=mmk1JgvdC;euGX`pTeL|{ldFK^YF}t6kcsGbK9Jp#cnZ&re-kO~{{pG4>tPhSHxX|sD z1>HIdyw&9P8k;M8$1OEAIOu+T8=8rDm8nfHwt%TOpGXHd&jX;_3WwElnhc1W=<@T? zo|kD2!QvB1Q?TA>r{+|_rh-M}#y~0mXNn&t+M-k)Or8CJEPWH?tnwl%+b!RpJhN#j zf$3+6Rw#Nf1QdyhO3>RQ@Mj@pnqeyO4h z3{u`Rk{y)o!yhy&&Kp7&F^Q$_s<^T`6U&E$tWC~q3dgI*II8&Ayq`f)7X+(Mu}CP( zewEz(J?7A^e52wmFGKF{UCI;mQzjy6AqoP5&Y*99c?=r*%@(-#w z7djN!E=kt6TaOGM@9;a!Y8=h1B4m%h~B0H9P5Z1G^zbGDxr>IA^5yay6YM zJDS*dhmeG#U+jf za7^{^zw+5cB_P9z7qrZIP)f1$k4ToD)n5DErKQurru!kB(Aneav58N8Y9b=!)UA1v z!m-I=>l3gW@4ya=Sjaartjtl*SU^lo!zK7;KJvQj6%PB~l@0Wuv4GBvdM;B2XSg3GMJ ze>QtnpoLY?w0GKWO`2Rme?Ct{IvNAMW3RD7)+<9*H{aYUDuywu(%YM|Ar~NPhmc$W zj(%ih#ACy4NeBubElkcZwpu?5x8R;?^;bEgYatA5g!nxs-8*z5E1HJ)ZiN$yO7Ud8 zdONu{fst8*$;23poK*lzQ$e)Ae7uA8OgQ(psvFkddG$DCD>GAHPdFaK9CCCTG z*9*UCTh8rP_VoAv1WdKX3OW470}=I;+!ZcIlZ|~~#NbS32uj9z(j^s)YRJoR;t*PY zFFNgDNM)ycjikpH3R=^D72TOE(1lcr9Mw??HU~@Mho!rCb9EEopQOZF_41s0b+i$f zBRG@?OZ8T*w>nWy|3Z7-<3Y85da6cG&gG}5SWA$$*T=-)M5K=>c8^y()W`@&h=ggOwQl|+B#@0q~8 zX2nbhf45jA{EGo)d4QPyQ69<3az*#Ruf->kerywW5wpeW#tcCKIgWugv{y8$m;W-y z`eip*oUVxCIbGaP8jUX$4dL%7q`3;jKu9K`B7nReW;mpt(G(a-ID8-28QO>Xix8 zrZb#EsLROD{|S^j4qO2SSc8wxx2sN&Z%6%1KShF;5%)q|J9bBDpxIhq7F;t=G?fsas*N6&P5aF?CmN5NRG-+>XT~4C$^s zga0aEIr_{m^+Yuw_^?nfk%o-ZE{fR793pGJxCH|rl@;v)vZ4a@m{6Ln=E68I*wx!}`KI=*IKPWS7Q!I1~Q*ebPokb6y0Ow$y&!%&|Pd zpDG|P)rLh%w_mqui(kb9vJV0q5K7VxB@xs?Vm+4c&aIEak$$?4XN#4ZcSnbZZC4|` zL;qxfwm-kup0y4%(*WbIt7VgTGGTIMqTz4<=~wTYzIPLPZLYOs!Z8#(*z?eEqSgah zRe(n+>DM0&k5#J;plBVNp@Z=&jz^p|i4%IZHsN*5(S-K(n)RR%r}a8Xh}%AQRuALv z4@ZsVUF7EtkFAY>uMaGU9XO}`1PO9-^0veoa(TV=d&P6DQBQTR#758=MlpCR9aRws z(&V%<77=unQjgIFDv=Ti%K9)f_QUi0z82O3Qo98O+!SmBpHB=0j&KemISED_TATlF zgQ2qFp7RH;=-yBA_mSi;Igr`UY;# zPZw!y3TS)$0Ot7lVC~Q?L~b>$p^`_Wm?5Be{?9u}AcE)kO_noY0)l#Y=>VLDGzNaF=bI?r$|IEq_yBX;hM6D(+jf1M_d=;XLZEhsO z*a#ehc0yCJehvBUs4M*9THr)m&H-!pu+gYxe=pAwVEIH`W5=2FxQ0B`WD1fFHU7Gs z3yF^j{MS3;nz~CG(oi10qU7utw9lHAr3?(C#m58NpLB}<={zH13!bh{;NxL2u6A6uPR=6&Lk zoA4%Le1SuF54t7=a`1^sa=X38O16d}jr4%w->oDlMSUy&)BHrJ>p#Bk^}A#^`6i?O zZ?;C)q@qnC>Y;bUFT{6Fo?zYo%9BqVsRpuyzyx)5_sLSeV+nlf-RA>iB1P{uE}y2) z>H*FIFg~we?tiGMCZA=dHQ%*0W}0>fqcQm({{`DDR&@eK4vBc2P$bBX< zpPrXmN;@aqp6*YecSHO|%M9H;C=Oo*fEa%Q2@_=wTj!_>=gMEWACNcv|LH2LrJNO6#GM$s;_vvYu;?Ooi zU8EgE@PB~5;~0zw%M&uvySWXB3P6$v721+u2UQIQ6+JzWM7Hxz)I#cGei^k$Jraij z%&WL_G0FaFKV7EjwX^@!M-#^)D4tlmpQL3sVXG71A3~5-*XH;V51DpO z6;r~fGge;pMlA7&JDd)~girb&mHHINYbjxIYWL!Y+_!n5MEuLdsWE5Wibgvuq;7%*umIAjlz!Nl+aS3^vGYV z=kffx+ZU99Tt}E1x?@?Geq`fZtIj@WrewV*iuX{)u^h?SjdbQBUv%tUS}SMpUdvU! zdla9%D32cr;gsv#){5}gF~-vNHx~!L3P?g+_eQ(y@|hXS!$eLQy17z@i9Z0Y4a23N(#NY`TYr?Jw^+oroahumUS?gjUC_Y~3Or=uZ6VuDmF>5aDV+ zqpx^Z<0hlN-?Ea*pJDo@9p9PMC{S>XEbH1zgJo2tOA+2_`bhj57T3BFj>;mHdbqD6 zvIH6~uLb(L946JQb@m=NUl`5Y8TIJ5tABn&7I-a)vyRulAE7wHa};!cy2O4^P~db> zUeAU*-Scm%6*G!2EoSomWekpdl{qEz@St3|l?*+~#I0q0HBomRv$pr{CVnKMidedFS(h(MCvMx0(y9&F{W^*>`GR_4${$fh`3k6bmXQOAul$W%SA@geY!b$_`J z>jT!AZ-DnKrg`i0<-DHDqwLc#3=(KcdIAm+|8$xU-(Be6*$S6ZqDkgZl66WQv_5Q? ziiXpt*Q$Ms43=;h-T>7%U|4YGhgQrrvzb8ddP&2j@<9XKs$juozko8=3AahgZB`BQ zrD@p=-`L~x_j;ja_g_)+iaXY%_;o|Wb!hA`@%wzmer0wsGWjlSLa;R>;rrpMh6}zQ zpGEAIs5}!jeEE7V5az~BwHyfA8uPDvlna+!nu~b;o@*=h?T+iB!*Nz3;Z1$@U8_Ye zsR?p&w0Z)s$D{~}eVCt3Yggx60ozfr2@0}HdxVtCx_UaNr>NsXsLfr4YA>e?;x@O9 zmPKAGC3@S8eMq8$toevEOGP+#i`ogj1mS~?a;c(@*cvL_r;3C=4TvMloFPZVFJ#S% zV_icJ{(FS44{#}+{eI+<9?_fPE6H>H5s`%<9_a!lFuu8Vj%2lXSdMPnhEJ8ajqZWS zZ;YP37l=yL2cV}s;+1b{5n`O#-vTuAiME683Ev@yQ6&me_C4iPD3xJXfok9A{zg8lP_@S@tZR?TAUZj>3%-dc1s z4^Lf~>Zui{`IS_^H9Ksa)*IvF=qNODXU^5yZQ6)(EJyOXF8NAP&gdyv4zMPS>ph!y*&hi9 z-W-E^#xZ6w3&#heJ3nCcy^CG4@nKaZL2cKyKAVq=vc!fEznAnk!ojQjKww6eh8Y(} z`gPd(eQbau!Ne&@okgAaQErzEE(<@Su~HF|CaGQ0OD48aMyqyrHZ}*G8w7)IptVVN z0~cQ`C>T!oF(P7GC|Enw87L@CJlqi#@OFJ_vxL*!22S|z>n>AHK)B)3eIZW z=0?8SYLiGxj+rKru7gTKv2TGI?!*i#=$=S7qGLyoH#NfN)2~H4beWUkaHf9STH5T5W8fjJ?MqH1Cnr6-fbJ!M`lae<_TjIawE zAGXgye#5{%)My#f^cNSUuI%*ADU5NKE}^Q&?Oc-t#Z%rVW~GfX*WedGd=Xw**e$9qE5Jh*TH>Bb~?Dk-<@y7O}ThMH~okLya1Adm*{#{ z*_`dZYNh|2v!HyBL~HiRB+Y>2Ws0tjHD2~s%exp_OzaXFQp#b&&W zKDSU)BABCEPEheIZ?d)wmDwfhq1v|zQO#J8R=UMA^+k>9)-**8%*-S#4CdiG1MO~c zzU5BQ(<@94LaS?P`M*iftJpFT`{j)f^SU-$SAfhdyuD42Z7uO6ix;p1FPJe~Y1^sb zX`vxVx??Crd#_C|Km7ndCh3{I_$yshL}7$LZy-lk-}gpL*6_b{JL3S25imPg=WkaR z7UhMiGsuUkuRdGqI~cJ7+Wp>GTfJ2iZd*DeU9y5sLO&%)ek6?_Sch@&5ujnxv}YKT z2JtSIZcq|%_%ztG`;RW+W~!&=??pA*Ch|us)_Xp<2TgiTmoE~)tL(@8V;v+kB}rmt zaA^X0i@*(75;xyB)8^Sq-3}k7rk@DW9^wcVphaBq7+6P35q&P|NAt5nY|+pvllH)( z%AC-4&A8^>?~t>JO;0b)*5zdRaaei>y*E2KL>C=j3V{lq2UE|7IQxwZ^GELS@yv$$ z-{sd?8Mw73xsy4Hc5h;Ft~~++=!RTIf%{y%B&8MN2m;l5f)g>Ogu{5sH3$Eat;N$t zrqelnrA%y;d^Sk&D-6yV({&|72v@fkWd3~J7_%X&`uN@8_j?$R_s5MC>TW^85E?o? zlUi3=^|g!FBGHP+(v$+U4T<8mc9BWJRmR^2GA_#uD(osOF08%@TfVNYG!3T`r0qQ~ z+d`lg+YT(Y4#Bl{#Gq*X z?wA4?|Kj#jlFa_#_;49y`DickkGdHcPv6t|K6BRiAB-mJG}#KpVxyw^%qyM5^Zx#t zS8=&&J!1UMl|ri(WH`*EfY0q(dP^(94#tIT-4_Cr3E~F$v;m%ln-8CGKvBBt+r(XS zx(fxuMGh zUM4A{$faODDB?KNll-C&w<@S`vVyw^#AXQT{ss?eWqo;_WtuYx1ZIeNdP~W&>F@0q zqj?mi5?4ADnct7s1=)T~WP_MjR<+Dj%S;;SZVy(Hik{21_dP}KE_T>Ti-V)Z{IS8-QBMDc2;Y;17okIhb>Zbxit z4-4YGq|6Q6(>iLeDskm$_H_*=9s2AON$t39o5i9tC$kXWZpZS&2|r25%`fjy2$TO@ z?uzyU^_JOyY@VFvp}Y#D+IM}v+U(}nl6nG1+!!pTK5nFbu>Jyl0|FSc;P>V-%PI1C z6tW>r*IkOC_|Lio=?JF1&e00qE;aMAWQYOPU}XLR-i8962A|a5%Ved=zrpi<@lkJ7 zg(_KN77$nldC|@y+Wr(RL*H)wYyKSn(Su+N?t(-(fdy^I0fUvAvLX>9#U3E(KNMFm zK7Intef-pfjujVyOzN$Q_ZaZDcrC+C9=ReNBc&$oQgFaR5XH-ULUFlJ+-EisbEW*0 z7I)6PQ?^BaF{jC%7<9&(@7LX~rdJdpN8{bC4V> zJ4NokE`i)yNZAE-oR-%b(LMY5j@UP)yF5MEH>lOOwu%G(cZ&2yg>cJzT{^4ow9mII z1DcQ?{}UPg+2xe1TH(@bQ%M<_x3{gY$(;vDe;~N};BMTdw)PIl&HcRU z0f*}Nd_8;G^l@-^e^ipd7puL5bVl4kqI3#RWwla%y4<*dK3{LG9~L)!(Ip5?3fPy8 z+=DtzcyfJ8`US5uPOzio$9m~#cJa`}kW&!Eu~6C^r2Os+8K|9+ySBn$*`KK0EY}{- zsN{qbnFTf%BLgA@t%BA?C-&-8(WNkr^qe0pPZ{5YY2}|_PD+ZB%_=5A%$!~}*Ls=( z#yF_hkC`^jMFH`G7)s#Mj6MJdNpz}m??2!)G!6dM#D<6Y9?AqRghGP3s>+UrjIk44 z3M?vuJes6!LJ*^t!fUxIgZ>ojWbu8Z7XsW7gUm(*0d?bk=W|fhp4Th{Pv?i@P6cVK ze>cqXM><2Hjo92TSox4+YV>Ox(s`QGB}h?^DoTkU3TrG6myX#J#}}z28+!utLT$hs z8@(Vf`>*tVtucOjO}2jYRcEA+3q0hc;9QI`u+qrlvEnG@N|;2VrS7#wT(tVW+#Y3T zq^7pCnT>V4zq40r!=KC+;rsh<0W;eBlezHk*eHaAS8*)6q*{PV{|tmM61t2t0nyYp zn;l+kabIo>b8QyyyQD&nO6Oua7OAQE1M}jr-~Z4^DA~fJ-0h*;(JHS<78$l-()RcS zvdoLt*)-}2*w1K~t#)bUh*hZ6AsltmEM?QZ(i=EPlw(V%5wT%dY7|c*B#yxVlJsQB zYu?WU%(UD-_{3mr!?`JQaC0_CG}YoYxELnr07k^i<^uM0Q_mlGgNJ@p2edRi?AEq`|RuvXG3 z=V%Gsy-QuB&{H7%)G?e$@EB;X3@n5utQ;&RtD}th6)RZf*d#!$EHiKH)~K&qOfpPO zDsD74POM~Bkd$2Dn4djXNf9C2IaAXXoX0d{1NBd#4EEw z^`FyY#>O(YTW-k3Z;;E&MKW!o;>%d&N-+fRIrX2@lqevm*l<<-lLPFewrK+A6dtKh z<~DZqQuQVk$W7Z)wz4<`O=E*vFJj&VyCMH+^n4MBamgR5K8fw^l9;1ohy1i zIgAc1WrK>b-*JqV=|**QT;M3e;7#Cd@aT~>O=1&az$y~1p9>B@4mwtea#Y04(4fib zBi6${#xl8F0EB!XEg+FX!5-K;pDo$}5;xagOfUxBD&VtLSkmL*AJXr7M>~(FdlUFl08W}7Z8At{y-ie^EJl9W{G;U)DqyL9*H8tI;&(IH< zP)l7gH&!xQw|wO{F2nqG`#XiTg$Z~l4gqanR#H-s5@^tUdcN5M0`I$BEJl8Uu7E?i z1KO&?X22JscO4nC_8NzF?AwLih&)_gu9E+)=Shvjh>@%n6^$|KJ^C}vO zUp;Rcs-UW$=kD~wNPSu+L{@d=J&;YEQRji~&tdK9Bp>y(DLzgSyR2P%gIC632n~}k z)j7WXYzdh*q5VLt$=-qh8q;iRPz>1O>%^epb0Cb`MnpiI-`&^LTjzQM-fgj=#?HI; zmmG?V#UW@nXWClkoT7{5^a5PZqZzaTPz09bqj3V)57}vP{nNPW>KB7Q%QL%=0itfG$xEd1>3RlJ5}3N}-c-IUn`ljVzP)J$5sX?8O@u z0jGlCQbkY9jOPjm6!J6E@$=olE(yn)z>@nRsLW5TJ?%V3h`n7*LW09)@p}bEj2PWh z7@&ghUhumd{+*qzG#P$8U3GiP7jxn9xJ1Xs?ms~i71gOVhP*`L9DM5ovuk5Lz(wPO zqTbEx+eCU}8xW=om`8MInsP56*e`vsh>r&K@@g;} zKe;Nm3hVl1Ra?Y&g@o365u6-WN|&M=!S2#58_k0qGcb~@-Tu%EVu(JIUTdU9tz3k{ zVc6K!s@MBPu*tP3w^*&?_w-KY2?AsvaDHCKx+QG)jtIV-=zjx#M1qR6c>Y&t%!og9 zE}u8?YsK<HgHFtjB{jwYzd7Qy zDYO@KfKe2~!Yd=0SeaYuZWQatf$EoGRcM-q3D4ccvf z0V(`7xqFWbl`JQ{mkmK zdnMMD_&jl4#**CGR*XioEcMEjT7av2R5My*y3qKKD(f}H-@E)e3j7Y1Pe&@8l|br) zi54Q4ey`%~-G^;)9~0ZyQOL)v_I`}{!W(5-+CgAAe@RM!RzkxkvZFxbP#`^wHMJ>j z%wU53ptUc29YX_GWZ59h ziM7p%NqDyuS>l@y_WDs|3x2t#aCInkoZ&j2NT79tq`;0PRzX}GcY}D=$jG@O(J#vB ze}C@Y5}Lg32D(4p6vf5Q`JQ|q#u#v)-Y~Eb+aq>mJ4*BdLFLpGk?!+LcIlPbOBM?7 zL-Fm^e*M%(w_fy!F(yeOsP1w)4J9tM8LNr0>r+HkV>4~Xa9BKIIz4x8a2N+4=CI}} z1Kb!Wu&jr@F}p2#?MZ760)@GT!+=cM?CZ5-kNTbJXVt{o!@a~IVthw#%P(jh>QiGg zWY>E&yVTtEgH^32hG}s{q8)fiT7jL=DghEMl#5!_a3$NB6v$V{&g}klR;9u2)}nUe1%kHE(uQw|Fa z^E;9JjxD@?$)QZ+Ubi-njLuDUbKiF;NLYTbNPSjyK2$eo|BwteQguCNSD5V3Ye_;G z$KU_isgR!0EF0c}*iZWVgu~%&I{iPIN^-I@exvx^41Og3e!SysP+9zv({1=<9#?&v z4=0a!Z|P4;Q2kO=EfEjt%afK>daf7^koFp`*k>f8aE6xOYvVMdk|N!m$K8Sv6+D;3 z#q>vD{~t3;n^i?0d2DPf=gq)m2FDdpMZ+I+-EsFChAK=0Lf_yZ<;3k0GSkcVQ7bLY z_DN~>>cZ{-P9pUFP7u`}ziW5UT^`#?%_mm25<3|H(pfqt*Z@j(p?dKjT8OWlTT8b| zL#k$Me4l3VxLQ~AoEL6x#O!@u3%bvP952ebeqLEC^e+%A1;1n-qM7p{IS&owDgj!D z>NiWOV^x3_uDbORrP5K&7Sx=BL_8nT51{t9a{t`kzDlJ{4hf66o3?3HWeBw4X1O{@!!DUy7e)pN>X zdZl|>Ya%m#wXjQbrNqH0ZE0c5%YC^>yHP5d08BqUbY4x8lw?HPVR|sT{rU}%SBQy? z&F*Sx<8LF|uT2R;j!#%HBNEa%9#CR!QC7vLG%**nH||aDnMvtQ^C;fvtAtB#{o%0c zR5x3PHWIkfD44ZP8{}!r^I%iPj`9;1>U&DNn4|Ho;DutYk_r(~)9`6xUs+kLh5;WX z56@2Ru=!M0yZaKoO{0Dek*YRk-F9TKYd_`0i`-LJS&@wzhTyasY|{g1*phGpCiU5m zBLC`qiKKSLwWtZ=4Y|i4xX&*AL}xamM1JZ;ocGHNS~|P|z(qy-AK(5XNxMYeDn);l zFg_BBF!N=Y5E68OeI@~CWs9+otitsQSGz^na}jDRbdy0389;iS4{X&}L`FX(Lv?Uc zEIP03gj&)(;m4=3zRPh~-r{WJR5!a@r}e}6mE=`gj-_{pb0R9BFN-t*!mhG)iTFIp|F3 zD=Inw6oOoQHrCx=T2Z%GGcznQ(dm%8U1mmI4a^q3_`Mwt3`=OYmXGUb6?Ifsb{OSZ zXBA!2Jq!xVWtCOYC1s)D`GjCNO~)BC&*|K}`{(whQCk=PV|D4{c?*%VEI~5e3C$Zi zFM}M$z8$vy$!Htu9nZOu`G9*0J9U^Zg-Q~gf;`X3zp%)=&A^r}-w6~|tpQ87I}nR& zVQTs;Q*?XccMz0${RzN7eAhkT06_}$R{A}RP~^Pd&nW=N_tfO%BM~3%_0v{B4x>?D zp;V$I%wNZ8;C$dHm@6R-m;P-hNHx~FL9Jr{@j^x4(`fT_L8skKX4pMUszR7(47I9{ zqcM3YoySFap}o@oRRr*HEn<&Ksq`#2s7HMGGZ6m>mv7K;#T*Z)>Odk7J6iVs^0kKmTTx=TItnefWw;QjT-}3 zrQHZSa)q|E0L+3A`JW8|YbC(^mHO4>ESLkHSZ^Sd_P^_orf)k2u5D^+DgYR*ZU^Za z8KGmDvZG-(GH=GwnVvWDXgm#Eh4*#Du1Y);MkbRDO4T>>tgyupyhCLMN z{;yZ}sI+1*TZwqJ(*$X0OB|=@(Yf(bTr}jOL*!BEX(3M)+l6zw*FUKnOxA?e-~h*& zio&(p?5ltDKX%wgc~Aoh92!WEwCaWiw9nz4D<-BlG4&9*ITSldo9XIS_jb7LtB?0H70`}uM$P)zq%dtJ<=1t%WZN7}76)M61h zY+L--=LYmLG5NngXJ+CdE>niHIypJ1bN!2hj;;}RUZIlec_i+>boh7td5jSDv6+G! z^}xZPT|Os&hKEvj^!e5e=0XHS76j~yQZjPSZinN>sNF9X8l36pES)U zs=39XT&~uYSoTS&c%bcjGMK`0mSPCE3y&mnW^w+cjx;T0c`wFR6fF zrx;_*goG5pe0$D$`z;u!f*W?H*!x+P$3at55tlu4 z>U>6oS!&Y6TQ0_ZJMW^J7})i;Y9+T^bknbRzZEH{I@`z*e#7S=Tq zm)iYw8Tt4=G65^gWy{{W54ECmQE~BYvU4fo+4L}h&tIKpd*D}h3RN#Jl{&cxhV#Uv zTHEQ@8ii6G8&nuf$C6B$M(xPhOw7!`X#rbN{ou}sn7#*NNB;Ip?W&iSc!MprvU-!t zPTyd5sQQC!|Nh}21{#{{#cFZ`#-*Cs>eB{hY96_G$OLKZ+xC>q_@Q#8!8G1pG4O6Q z+O1&_ZyM10h76~lBR5Brb;DeU;2ZYNMtxYR-jp7kLBkP(l)0m%)LKf0*VX-2!0?@| z(hDyv6t&S)zCgicBo)DZqD~T_({6y)r#)7sT?F8W3iZv%lQGSzzaedtGCF_t+A$J> ztwuZPPTMwD2Qg_=i?^v9F)r!oQxDpxEB?K`0jMSY0#JAvKhN%V4Dl~}3jj<3tb0qp z)BC@4bXg`r!y=0eB>UkG7y%IpSdRf;SKv^Z+7C3LaXQT_N!%>Z<7JQHR$!L~;VQ@B zan%{M5^c9?%DC-wwQK|HN4MonzSG{25`yH)zgK6Ixz^DEL1@e}9;#nMudip-THlL` zie93{l6%@IdVJB2xW4}FXLsNFyq?}3j9HAQIspqWP;{b6aTxyjU(nB)>-k79CR{OjX4f+$+?Be2SNy^4h2oM|S}lP0%dEFd zai7tKMZyc}E!k-7JE?Sf_kuMsn~f#`OGh7EB{QAUXn`*wA@B+@x6BPrI&>DkO=fc4 z4dFV3G#gz+PA8_MK(RWCs(S%YzaQ{_De&G5B+7Hc3{s8G9_0iOY<}0t;`L&FkFVOZ z*9D)d5fgz9d`?YGJ?GDQXvBbEi=*zPf|^=EyZ!|6vzMERj12Oy zx8cBNNKi(K!OU|SJcG>!!?NZDL1CsTf4}g@pBSN7NEy>1$O6*RT0yf=>F-iMos6dR z(Amx8hMf8Ki-=P@d;79dmP9%mWoXjD{|Jfn_)*iYRHwW-2{CY4eF7|PauL$^^8^Wk z9ppaHUZBRXR~S82u^=xjAA-mv57fj5$c-qG&x*RdU(|8n+x`jOas4f-NRXisYLEg0 zmIwtc*Bcat7Dqyd6^ynf5;S@{Ip^GdsKpXOB)DnYc(eWnb_f>-j5Y|_*(22|RC}OL zgZ|$)f+oiQUa}MD02E}Vgah_-_&aQpK_n`8L9Y>JJgo=7OKOB2;Q^6?i6MzG+t0R< z@O{W#gpeZ)_p1*`3@z3z`tPwI5aSHLkW8_08W%9s&I1>M3uVzYM|;eI^+^9u0Fe`J?254uHbJdh zx2{Ip)P&A{^&anu0Rw@aJ!jg&U4!jCR{(wm3pDnq;JhoZ0uXX{kXS^rg##AMzwYmY z>mK2Q0Zw;f#T;CayF&{Wm?JVk*eqbOa{uIUUz4$14|&0Y{Q~x_+}DWpP_GA-tjB8C zyKUPxjFqrWsg*Ti!*fB%Vd;F_nMbv$Lun0_w>%aVHhhIIYXWnH1y=hdkXXR5_^oy! z4W7}#qQRTM2Eb|y9^D7H{WVx_Y%CZT-iL-Ye5!|6J><2fDGw~_q23A!Qtf)l2qN?- z?`=_GrR86GThx?KU5jr@N=o48tae#gvD9_ns`aP^Y+2f~^@zrmD{#h=)e<0r;|DMU zTZIb~l97h>7r!Lq5tPvpd0$a_5TWiKAup`}3aoZfhq7j`jKUToczFU0N^Ib-l`dGj zsL@q0SEf6mf-6s9PykKZ0(?Q7N022YB4b10VpA0W*zk8B2)yC4=mXfG2H147z|=0% zi|89r74X~@2^JQh3Gg%xqkwxZF!jKq_uhLizx*mtJ~l*|KE}p8xy5|2yrp)5;f1Bfa_NoA=#! zA1VmO6Gz|Gh#47^K;KV_mD#lfz!ArE8k@G z_696CbBz)G>8GDEZFTS7{qoB%$0N;M=LXvVe)`OFw!os5sr7^tPHw8Sl9vSQN5qMZF(d}_#!#j|Bh+iH6kj3|$V}B4rNC4uUI&~_a ztU=x|BeCXg)27X+QKOhG;fVAomaSM^x({cjT*d`n>_|sw*I0)!c5c4;W;&iNn zN^AHPn$Maw3&Q^AKmUO%^9Yk*okye<_kqArhYNxf933qJQv+*uln}s=nOqHFsFm!P z@E}+qIpHFOYz+&CL%VLy)qUn|6{c_Dz!Af-nUr4qT8N3Qb4f*>sgr=+tXJTVq3 zOjbT)J-h)h7#kqbo#;Ycx^$U6do~ggp6Co-3jjDb2e}iggjQqu1q!5OD3Ox3sBm+t zGRQrnfL4~ScHe^}!VpMOtOY#{P<}FE6~i)_2@5{YSEc~&>7(dTYZspCm1cD#bZ*`$ z4$olBg9{@EF3zf%u36#gta@P7Bo}07@Z(5psoep!veHo5v3Q4N(q5p0P{MEEAOfpk zErL{M1-N3V&I*?q3SQ`e5h%mL3FbgsAg^!`G>;x>>gN%jH-G+oMs@Gry&)zI0af`W zMj{;1hJiIZ@&^+EJ&i7hI)PvmXdqcTdTB2^dp+Dhc~&7{K@WkvEI}Bm1VrSed+qcb z#6d>E-~ax1mhde0S+%$)XxMvb3;awqG(lyM&{bFq(#NdGS)^xcfQCRQtSn3Yzo!Y9 zU>Vfj85{W0wTK9fXnX(t_cOo)r#a{j4`GFtgdNgFSCZf&{mcn*g%A(cZI755aAPO+WVArGsXj* z2Sy0zb}tsuki#!|1NL$6~Lu#an*Db+QQzLZbjU>dSzZcyN!Wgm@VzoZ;i=xCu)hrl-8c;gL(V3b$r zggj<9Uuvw=G<3Gg%BNjuGIu9VORi-g(3*jUNM%@9@99N{AAYzcY_S$(QX(`M`+|1I z^PaulzS8+&5Uii*E$)MqW}+hjEd!Z}iwj&(Hqby7vK}u08!qUj)xCW3QYcFdHuKoP zaPJlrMMr^Mvj%5jOLiVn{;)PA*L84ZCH4il}7QMX}HjN^&sP*=L_^tw{a^fA9bDRg(oGa9NHcwchi~Cp#Hgcw=342cGXG+v60FtXx0{7VZ$TQek%= zjTS7Q^t2|MxCkO_i`q*o-)pSXlzS=r=Rc3ScOw#tGq8?Z1Xbom?Z+N1d;DznvoCIq zXgj;r@$BZXh7T{REY>c;x-qk`HNZSR*pJ@7+R5B+SPatL5r8cCtWQ=`u#94nZXp8; zWL{%}W>&(m$D<-1X(85_5Q4lsvb2Z4GMte2JrcXu&b{}q9*I33?Ysa#aNt0?2$%hm z#PoOoK<8su#8>I%@r@L zdTscvoAULtsHY()$4ZY-%Nh-d5EQI8<+Ie{8{ll)wk-jP5coW*qi?W7LqCDBp(LPE z5-<{2Cot}_M8}2TVr8`6*UvAV0jeU>(Gx7BxTli?6_DF#TBw0I zNb!>HXN>|n6^~r?1Fe@@kW)dyZW`;J$rL)<;BjM*0*YcC%yI-XOP1{{f4vl5|DOy^ z-7a?ktR|zIu@oi=pR9WZg8TTgKDlS~{k|6Sx*=h1Jz!uW<+5Hfo3W;6bC=nef##92 z%E$7BSDD35;3Y4^ff$@Dl~5tDWOpAFWG5p%ia~+O!77azi7bdH?(?c$k(Zk~(TGA^ zG@RD*+`Vp#nbDKDL6Z&(#3JL$E3dRRnXHsxMGvD(fir!}(({5IBMQX}8&T*&VM6Z3 z*3mt1vem&JOoi=a^AD?b(vaSU1O%%c%*9vI@Se$nSqwdx`>?Sy*7^u%YDPE8aK|ob@H^4>l3tlyFc`s5|g{FByIYE*4AUhC#}9ERrAW z4J-hXE(CU5V8lg>fD3KJEXJen71d8li>d%--2g2EfnTtopD++O%>Ye1?E-dl=FH(e z-K>6Kt41w0h20UM90mml(!sa~5%?c%=dN{imHKmiJW^wCFX|ZiN(Jrh-$im77b(Z&0;1@78NemXC zfU4hGe_;7SM*<4~#+w#189-&X22q27Pw%3$F$&-xjAi8b0KtOkmElY)Fl^s>=N-B| zt8jW3lM z!f-|xZJG8kMlfrFqtMyFmrraHa@hi+?hI_hu^hl7g?*#?VV%Mlxz>)N6Dsng`GU z8Y5R!)mXk>ef8Be1{*e%0P|ouz;q0d3@WS`uziOFUZC<)uNO?MPk!YEY;5r{ZD)DT z4ijs0+6?_Q%|@HSAz&Dszd?&4^@5jK47>btaIPR3e8q;xuX^oVHNT-=x)HuOus29e zfuJyK*f1>JnFUxOvAN3@FVWJ09P@GRS#6OEjzSB1KPsf=;Q3Vos|{u=mQZjwx)a8G z7hQA_t3}pWxTVA6+2UnULX)x0z=)y?ffTbaj_Sx{%y)iOS1XB`gJ5a+|1lE*54$p# zU3MAPtqk?+ufLvAKtsU!u$N&JzzFGb%(ghFzy-@Idus)xY7_z)k-XVeqAzhz$L9P| zc5ztqq3K~3X4(P;R!&&NkbwTfbjInAa6xO0UyVv@Jqyzj%m6GHyl`uE)31r8#0-F*9afUP4;X7z` zJkWvP0|xW$dFP!+$AdfC&EZ~bW%q^)a#i-3Pkt5WUXGW%AjzByd*HH@p$KBYu!=;T z!ou9P0;PAN4ze^|5T#0)-7e4_7$5Kb%?nEaHVS8MqN$jqU>;oDv*3ln12A8~m+nZX z;7E?28F^Zzkfv;tsLW01V zg>5t;BXTMWVMab+vuwA(#)J>Kind_#<%Yh;!i6>hQ-(ck#x9}$Z-5y(Lsi%?z(7@| zAsPj?!6=}&ShEsun7?QaY%EEJfKvaUdZ`gC7@_oeMl{TW9&Ys|3om*L)MgaWe^{(A z3c!K^?lB6ylwS{@KmqU|GN3XR_@%=$mVuMDU|i6nEVA0eF}Mvk>XFlVbSU6Zz@dOc0fz#?P63At273!S@H-T6DBw`Q zp+NO1;Bdj})6U81P{5&pLji{Z!A=3=&4yCAGBmt=sw|8B-pOl|qRN|^(5lM9odm%} z0nEX$-@!D-vW4amD+X)Xu^ZmR&aNfuJTNw%c@ZLXuJonsl&vTyd_pJMK`SIgNKJ)ss5y<~%yJvd$9|9&x zP7ntsNhV27fPfRYXl9a0k`o}{1TLDHWRm0r2snX@W+s^=IROGr;G&sHPC$~Y6ZrU> zT>SR!+qP}n5)%_`{axwm>e{tySAT#1oNkzul(cW(z6up8bnDiwSg~UF?%jL-{CPk? zfI~Z9zkbCZGz%3fWJfs$n z9XWF3pR8-fj2Xp?7q4Br_WJefqobp(DjS6OaP{idFJHbiZQ9iEDBCSzm3OX;j0_T` zPMtdU@88!?O_I%>J9p;HnJjd-urFrw_O=wO{O?CL9D5RvMOqej? z)2B}&v0P+}rflr}c{d8mW5dU~r?t$6zO?b~V7riF%v)~Z#@s=-mCznZ@87?tV!nI# z4l8HRp4F{<{`{G9CMPHB!jB(6E?&HN)22a%ChEFXykZ>LO|(ztPBYTEGO!?AYi)T#FE+aEo86dgF|-n~1xtXQ!^ zw)p=2`^JqM>({UE?d>gg94-I{o2yo>DqOfQ5MvFu0jfiX4*I+JbMD+Zwh&=vW+o89 zsFJw5yK}CK7cYu}<-%r90_bt$#?78Ro8nNhV#SDv2>Kg|dEmf-Ns}gVp8oy&w`|#R z?b@|?sqBK_=+UErpjoqK(2$UjpgV_-i;GKeaB!6>RX`1b+q7xJF7fg4bXx4wGZrmc z1YUs4V!(g_mhRe@z&gHRVe8hdb?esMv112C3?JCb)6-METfKVqE?v4{pI*Y4fbhYC z2gC}!DyM0L!;B2DTeWIcK<6O6di5$@x->TFG(xVc~rJ+S)juWu}lRb;{jYGhQTNQf`Y&i<~dbJNQkYdCppxS^vzJF)O76Fk?b5g zbZDbSjR5q+hY!F+Y62(2EWiTJP`==pcaf7u=n!7w z3>6Rigb`#j?-4yjA#Q*tCqh|i0x4jU^r*?ZhJ`(nm>K|@T0xz~*6!WAd0Ax-g%!3a zwFYx?OM52+3=;${;wZ->8`9F!sCxuE;m<}S1ldDAL0I3uean<7Bc^_SL4AfH-~cuD zBHi(skhhFe+-TUaA#M;EG=HHG(8rD)OE?nXFhQb#07<-g^Janr3Q2uxHGmRKbo+Ys z>M3G4DaA(Ya7(vlyuu~cWG5KX4mmr<$xDo@b1`(_FcDzqnD$5_I+$UIfz_gGy34cgJB)MxhQVu&!5LWv$Bj{v~=7f6-aBK*LQ(7E{?oq%N7bd7I;c=#wKgV zbX7}1gPh=_m0MzhoTC&ANt_W1dBg>b{2xIvq;m3AgeR&psZD9dkVnnbeK4*8#nyG> z#tmOzUtXX_$Hc@iHK@^rI?Ie_`4&V{e+ddou;o)-!fc}mX2hV?Gh)!0xahHl&rJO- zq8s`NZCz+sla!=5H1o-V^AjgdBgG!NY<=bLt&6_QkdXh2x{ht5hEBGcuHL*f*HhU^Rf}$sCDbsD2T-B zBA->M2pLHDLgGA1!h!}!7ZC-+;?bi=aty;G!!2Z}CWoB3qk{8|$=M8Qzi*zg{JJo^s_meKg2RLJe0t9>sfBKm;AwGTRG&Dc@ z)6alL1EU6x88e2q=U89pG8Z}m6f`Oo`JsdqK;{~18h;spFaM9w?MO2H6_jZWhJvOm z=xchXRAXIkb?t)GF_Wf776N>S#KpzYr}