Java集成openCV实现图片背景切换

news/2024/11/28 21:48:51/

下载openCV

官网地址:Releases - OpenCV

下载地址:Download OpenCV from SourceForge.net

这里我用的opencv440的windows版本

下载完成后点击exe进行安装,安装完成后会生成opencv文件夹,里面有各个环境文件

boot 示例

1.在opencv\build\java\以及opencv\build\java\x64下提取jar包以及动态库。

2.在resources下创建lib/opencv文件夹,并将这两个包放进去。

3.在pom.xml添加依赖如下(或者在项目之中添加jar包)

        <dependency><groupId>org</groupId><artifactId>opencv</artifactId><scope>system</scope><systemPath>${project.basedir}\src\main\resources\lib\opencv\opencv-440.jar</systemPath></dependency>

4. 灰化图片Demo 

package com.me.lab.lab_tool;import org.junit.jupiter.api.Test;
import org.junit.runner.RunWith;
import org.opencv.core.CvType;
import org.opencv.core.Mat;
import org.springframework.boot.test.context.SpringBootTest;
import org.springframework.test.context.junit4.SpringRunner;import java.net.URL;import static org.opencv.highgui.HighGui.imshow;
import static org.opencv.highgui.HighGui.waitKey;
import static org.opencv.imgcodecs.Imgcodecs.imread;
import static org.opencv.imgcodecs.Imgcodecs.imwrite;
import static org.opencv.imgproc.Imgproc.COLOR_RGB2GRAY;
import static org.opencv.imgproc.Imgproc.cvtColor;/*** @author An* @title: DemoApplicationTests* @projectName me_lab* @description: 灰化图片* @date 2022/1/5 0005下午 22:06*/
@RunWith(SpringRunner.class)
@SpringBootTest
public class DemoApplicationTests {/*** @return* @Description* @Param* @Author zhangsan* @Date 2020.09.05 9:43**/@Testpublic void testOpencv() throws Exception {// 解决awt报错问题System.setProperty("java.awt.headless", "false");System.out.println(System.getProperty("java.library.path"));// 加载动态库URL url = ClassLoader.getSystemResource("lib/opencv/opencv_java440.dll");System.load(url.getPath());// 读取图像Mat image = imread("D:\\IDEA\\me\\me_lab\\lab_tool\\img\\11.jpg");if (image.empty()) {throw new Exception("image is empty");}imshow("Original Image", image);// 创建输出单通道图像Mat grayImage = new Mat(image.rows(), image.cols(), CvType.CV_8SC1);// 进行图像色彩空间转换cvtColor(image, grayImage, COLOR_RGB2GRAY);imshow("Processed Image", grayImage);imwrite("D:\\IDEA\\me\\me_lab\\lab_tool\\img\\hui11.jpg", grayImage);waitKey();}
}

效果图

java循环像素点改背景

效果: 有一些锯齿,下面有使用opencv修改背景的

代码:

package com.me.lab.lab_tool.img;import javax.imageio.ImageIO;
import java.awt.image.BufferedImage;
import java.io.*;
/*** @author An* @title: BackGroundTest* @projectName me_lab* @description: 图片背景修改* @date 2022/1/5 0005下午 18:38*/
public class BackGroundTest {/*** 传入图片路径将图片变更为透明背景然后返回 inputStream* @param url* @return*/public static InputStream toTransparentBackground(String url){try {BufferedImage bufferedImage = ImageIO.read(new File(url));int alpha = 255;String removeRgb = null;// 遍历Y轴的像素for (int y = bufferedImage.getMinY(); y < bufferedImage.getHeight(); y++) {// 遍历X轴的像素for (int x = bufferedImage.getMinX(); x < bufferedImage.getWidth(); x++) {int rgb = bufferedImage.getRGB(x, y);// 取图片边缘颜色作为对比对象if (y == bufferedImage.getMinY() && x == bufferedImage.getMinX()) {removeRgb = convertRgbStr(rgb);}// 设置为透明背景if (removeRgb.equals(convertRgbStr(rgb))) {// alpha = 0;rgb = 0x00f1ff;} else {// alpha = 255;// rgb = 255;}// rgb = (alpha << 24) | (rgb & 0x00ffffff);bufferedImage.setRGB(x, y, rgb);}}return bufferedImageToInputStream(bufferedImage);} catch (IOException e) {e.printStackTrace();}return null;}/*** 获取像素点的 rgb值* @param color* @return*/public static String convertRgbStr(int color) {// 获取color(RGB)中R位int red = (color & 0xff0000) >> 16;// 获取color(RGB)中G位int green = (color & 0x00ff00) >> 8;// 获取color(RGB)中B位int blue = (color & 0x0000ff);return red + "," + green + "," + blue;}/*** 将 bufferedImage 转换成 inputStream* @param image* @return*/public static InputStream bufferedImageToInputStream(BufferedImage image){ByteArrayOutputStream os = new ByteArrayOutputStream();try {ImageIO.write(image, "png", os);InputStream input = new ByteArrayInputStream(os.toByteArray());return input;} catch (IOException e) {e.printStackTrace();}return null;}public static void main(String[] args) throws IOException {//String str = "http://58.57.18.50:4434/fastdfsfile/00/04/wKgE52C4PxuAXvOvAABABLIVDZg24.jpeg";String str = "D:\\IDEA\\me\\me_lab\\lab_tool\\img\\yzcdn.jpg";InputStream inputStream = toTransparentBackground(str);FileOutputStream fileOutputStream = new FileOutputStream("D:\\IDEA\\me\\me_lab\\lab_tool\\img\\yzcdn11.jpg");int read = 0;byte[] data = new byte[1 << 10];while((read = inputStream.read(data)) != -1 ){fileOutputStream.write(data);}fileOutputStream.close();}
}

python使用聚类修改背景颜色

import cv2
import numpy as np
import sys
src_cv_img = cv2.imread('20220106173723.jpg')
h,w,c = src_cv_img.shape
print(h,w,c)
cv_img = src_cv_img.reshape(-1,3)
print(cv_img.shape)
from sklearn.cluster import KMeans
estimator = KMeans(n_clusters=4)#构造聚类器
estimator.fit(cv_img)
label_pred = estimator.labels_
x = np.argmax(np.bincount(label_pred))for i,j in enumerate(cv_img):if(label_pred[i] == x ):cv_img[i] = np.asarray([0,0,255])output_cv_img = cv_img.reshape(h,w,c)cv2.imwrite("tmp.jpg",output_cv_img)

python使用二分背景值修改背景颜色

{"cells": [{"cell_type": "code","execution_count": 118,"id": "131b03ae-16cb-4b5e-8309-4dc3e5529ab5","metadata": {"execution": {"iopub.execute_input": "2022-01-06T07:31:15.654221Z","iopub.status.busy": "2022-01-06T07:31:15.653164Z","iopub.status.idle": "2022-01-06T07:31:15.658859Z","shell.execute_reply": "2022-01-06T07:31:15.657948Z","shell.execute_reply.started": "2022-01-06T07:31:15.654180Z"},"scrolled": true},"outputs": [],"source": ["import cv2\n","import numpy as np \n","import matplotlib.pyplot as plt \n","\n","plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n","plt.rcParams['axes.unicode_minus'] = False #用来正常显示负号"]},{"cell_type": "code","execution_count": 202,"id": "e4974c14-6f74-4146-ac0b-6f8f1062f887","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:20:25.659839Z","iopub.status.busy": "2022-01-06T08:20:25.658754Z","iopub.status.idle": "2022-01-06T08:20:25.946942Z","shell.execute_reply": "2022-01-06T08:20:25.946064Z","shell.execute_reply.started": "2022-01-06T08:20:25.659798Z"},"scrolled": true},"outputs": [{"data": {"image/png": 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\n","text/plain": ["<Figure size 432x288 with 1 Axes>"]},"metadata": {"needs_background": "light"},"output_type": "display_data"}],"source": ["path = '蓝.jpg'\n","img = cv2.imread(path)\n","# img_ = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n","# plt.subplot(121)\n","# plt.imshow(img_)\n","# plt.title('原图,格式RGB')\n","# # img = np.transpose(img,[2,1,0])\n","# plt.subplot(122)\n","plt.imshow(img)\n","plt.title('原图,格式BGR')\n","plt.show()"]},{"cell_type": "code","execution_count": 203,"id": "a9a69d2e-18fe-432b-9141-8dafddb58346","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:20:29.132460Z","iopub.status.busy": "2022-01-06T08:20:29.131640Z","iopub.status.idle": "2022-01-06T08:20:29.138343Z","shell.execute_reply": "2022-01-06T08:20:29.137429Z","shell.execute_reply.started": "2022-01-06T08:20:29.132418Z"},"scrolled": true},"outputs": [{"name": "stdout","output_type": "stream","text": ["345 248 3\n"]}],"source": ["img = cv2.resize(img,None,fx=0.9,fy=0.9)\r\n","rows,cols,channels = img.shape\r\n","print(rows,cols,channels)"]},{"cell_type": "code","execution_count": 204,"id": "8262d7ff-db24-4be4-95c5-933db03c670c","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:20:32.240269Z","iopub.status.busy": "2022-01-06T08:20:32.239579Z","iopub.status.idle": "2022-01-06T08:20:32.534585Z","shell.execute_reply": "2022-01-06T08:20:32.533759Z","shell.execute_reply.started": "2022-01-06T08:20:32.240232Z"},"scrolled": true},"outputs": [{"data": {"image/png": 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["<Figure size 432x288 with 1 Axes>"]},"metadata": {"needs_background": "light"},"output_type": "display_data"},{"data": {"text/plain": ["(345, 248, 3)"]},"execution_count": 204,"metadata": {},"output_type": "execute_result"}],"source": ["# # 图片转换为灰度图\n","hsv = cv2.cvtColor(img,cv2.COLOR_BGR2HSV)\n","# hsv = cv2.cvtColor(hsv, cv2.COLOR_BGR2RGB)\n","plt.imshow(hsv)\n","plt.show()\n","hsv.shape"]},{"cell_type": "code","execution_count": 162,"id": "8b3c6f80-d623-4679-b748-3aa8b4f3c926","metadata": {"execution": {"iopub.execute_input": "2022-01-06T07:39:33.805541Z","iopub.status.busy": "2022-01-06T07:39:33.804467Z","iopub.status.idle": "2022-01-06T07:39:33.813799Z","shell.execute_reply": "2022-01-06T07:39:33.813114Z","shell.execute_reply.started": "2022-01-06T07:39:33.805498Z"},"scrolled": true},"outputs": [{"data": {"text/plain": ["array([[105, 178, 218],\n","       [105, 178, 218],\n","       [105, 178, 218],\n","       [105, 178, 218],\n","       [105, 178, 218],\n","       [105, 178, 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"fa1a5cae-15f4-4be2-812f-beafe7c124ba","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:21:03.562004Z","iopub.status.busy": "2022-01-06T08:21:03.560879Z","iopub.status.idle": "2022-01-06T08:21:04.012264Z","shell.execute_reply": "2022-01-06T08:21:04.011284Z","shell.execute_reply.started": "2022-01-06T08:21:03.561944Z"},"scrolled": true},"outputs": [{"data": {"image/png": 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E4k25smP9L6T2TwB3lmz7FordpyPA4XTbNMztL3vzN+lmGXXvYpk1mgNiluGAmGU4IGYZDohZhgNiluGAmGU4IGYZ/w+lc81VLYdjUwAAAABJRU5ErkJggg==\n","text/plain": ["<Figure size 432x288 with 1 Axes>"]},"metadata": {"needs_background": "light"},"output_type": "display_data"},{"data": {"text/plain": ["(345, 248)"]},"execution_count": 206,"metadata": {},"output_type": "execute_result"}],"source": ["# # 图片的二值化处理,可能会出现噪声(白点),有的图片显示的很明显,这就需要我们进行腐蚀或膨胀。\n","lower_blue = np.array([90,70,70])\n","upper_blue = np.array([110,255,255])\n","# lower_blue = np.array([221,177,104])   #np.array([221,177,104])\n","# upper_blue = np.array([223,179,106])   #[223,179,106]\n","mask = cv2.inRange(hsv, lower_blue, upper_blue) #蓝色范围内变白,其余之外全部变黑\n","# mask = cv2.cvtColor(mask, cv2.COLOR_BGR2RGB)\n","plt.imshow(mask)\n","plt.show()\n","mask.shape"]},{"cell_type": "code","execution_count": 207,"id": "d1883827-ecc7-4af2-9183-49ea9f6e8ea4","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:21:07.878639Z","iopub.status.busy": "2022-01-06T08:21:07.877941Z","iopub.status.idle": "2022-01-06T08:21:07.883495Z","shell.execute_reply": "2022-01-06T08:21:07.882736Z","shell.execute_reply.started": "2022-01-06T08:21:07.878602Z"},"scrolled": true},"outputs": [],"source": ["# #腐蚀膨胀,主要用于去处噪声\r\n","erode=cv2.erode(mask,None,iterations=1) #进行腐蚀操作\r\n","dilate=cv2.dilate(mask,None,iterations=1) #进行膨胀操作"]},{"cell_type": "code","execution_count": 208,"id": "f9b94d9b-6fa1-4ed8-a8aa-b1ca14bae804","metadata": {"execution": {"iopub.execute_input": "2022-01-06T08:21:16.015014Z","iopub.status.busy": "2022-01-06T08:21:16.014182Z","iopub.status.idle": "2022-01-06T08:21:16.324879Z","shell.execute_reply": "2022-01-06T08:21:16.324174Z","shell.execute_reply.started": "2022-01-06T08:21:16.014974Z"},"scrolled": true},"outputs": [{"name": "stdout","output_type": "stream","text": ["(345, 248)\n"]},{"data": {"text/plain": ["(345, 248)"]},"execution_count": 208,"metadata": {},"output_type": "execute_result"},{"data": {"image/png": 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iluGAmGU4IGYZDohZxv8Dr2HNpIknAPYAAAAASUVORK5CYII=\n","text/plain": ["<Figure size 432x288 with 1 Axes>"]},"metadata": {"needs_background": "light"},"output_type": "display_data"}],"source": ["plt.imshow(dilate)\r\n","print(dilate.shape)\r\n","dilate[0]\r\n"]},{"cell_type": "code","execution_count": 190,"id": "9642ce5e-5d36-4bf2-8005-9e8bdda84ef2","metadata": {"execution": {"iopub.execute_input": "2022-01-06T07:47:06.549142Z","iopub.status.busy": "2022-01-06T07:47:06.548314Z","iopub.status.idle": "2022-01-06T07:47:07.163841Z","shell.execute_reply": "2022-01-06T07:47:07.162943Z","shell.execute_reply.started": "2022-01-06T07:47:06.549104Z"},"scrolled": true},"outputs": [],"source": ["\n","\n","#遍历每个像素点,进行颜色的替换\n","for i in range(rows):\n","  for j in range(cols):\n","    if dilate[i,j].sum()==255: # 像素点为255表示的是白色,此处将白色处的像素点替换为红色(将if dilate[i,j]==255中的dilate换成erode对比试试)\n","        img[i,j]=(0,0,255)# 此行将蓝底替换成红底,即(0,0,255)代表红色,由于历史原因,为BGR(蓝绿红)通道,不是RGB(红绿蓝)通道,所以255放第三个位置\n","\n","#保存图片\n","# img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n","# cv2.imwrite('1263.jpg',img,[int(cv2.IMWRITE_JPEG_QUALITY),100])\n"]},{"cell_type": "code","execution_count": 191,"id": "ab6b7b06-1a2c-4de2-9700-9bdbf5f9af04","metadata": {"execution": {"iopub.execute_input": "2022-01-06T07:47:10.961273Z","iopub.status.busy": "2022-01-06T07:47:10.960397Z","iopub.status.idle": "2022-01-06T07:47:10.967529Z","shell.execute_reply": "2022-01-06T07:47:10.966446Z","shell.execute_reply.started": "2022-01-06T07:47:10.961235Z"},"scrolled": true},"outputs": [{"data": {"text/plain": ["array([[[  0,   0, 255],\n","        [  0,   0, 255],\n","        [  0,   0, 255],\n","        ...,\n","        [ 66, 142, 218],\n","        [ 66, 142, 218],\n","        [ 66, 142, 218]],\n","\n","       [[  0,   0, 255],\n","        [  0,   0, 255],\n","        [  0,   0, 255],\n","        ...,\n","        [ 66, 142, 218],\n","        [ 66, 142, 218],\n","        [ 66, 142, 218]],\n","\n","       [[  0,   0, 255],\n","        [  0,   0, 255],\n","        [  0,   0, 255],\n","        ...,\n","        [ 66, 142, 218],\n","        [ 66, 142, 218],\n","        [ 66, 142, 218]],\n","\n","       ...,\n","\n","       [[235, 230, 236],\n","        [234, 229, 235],\n","        [234, 229, 235],\n","        ...,\n","        [234, 229, 235],\n","        [234, 229, 235],\n","        [234, 229, 235]],\n","\n","       [[233, 228, 234],\n","        [233, 228, 234],\n","        [232, 227, 233],\n","        ...,\n","        [237, 232, 238],\n","        [237, 232, 238],\n","        [237, 232, 238]],\n","\n","       [[245, 240, 246],\n","        [244, 239, 245],\n","        [243, 238, 244],\n","        ...,\n","        [244, 239, 245],\n","        [244, 239, 245],\n","        [244, 239, 245]]], dtype=uint8)"]},"execution_count": 191,"metadata": {},"output_type": "execute_result"}],"source": ["img"]},{"cell_type": "code","execution_count": 193,"id": "c6d69668-bd22-4d0f-af01-af2db246456b","metadata": {"execution": {"iopub.execute_input": "2022-01-06T07:47:49.095434Z","iopub.status.busy": "2022-01-06T07:47:49.094514Z","iopub.status.idle": "2022-01-06T07:47:49.348758Z","shell.execute_reply": "2022-01-06T07:47:49.348072Z","shell.execute_reply.started": "2022-01-06T07:47:49.095393Z"},"scrolled": true},"outputs": [{"data": {"image/png": 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SPg8LwWBMewW3OS7rocEwWOohGPLeANsfkWcluR1gswFBCnqjATFGlodjmmioak8T97EYmsaSlyalrGVG9J7gPUISeUBB2mO1bXwSfA0YIj7tbIf4wbGz5icKT7yBWBTv+kxjwWu3an77j16gMgVYy8wHvI+4whEILcEvGUkEAp0LcpBtSlfb7t0FYyymvQKH6MmsRTFYERyWKA6RHGtzjFjyYsBgtAqSYV2O2Ayb5dj+EtZm5K5HvxxjjWO4NCLGSOMr1s8MKYcrNNWUEKZUsx1uXLlEpCHLaupqhp9NEPGEUIOG1LcuinWOzDmaWU0MnoBHjcwbtMQocaEJ69TJ81y99mR0Iz7RBvLyL3wfIOxUhq0avvDKFl+8tE3s9YkoVeNxztHUAaOCJRmHaS+sngAc0DqMGKKmhXTQp6GJgWtSo1JQMBiIDjUGJUfMgKIckWU5g9EK1pW4fEjQSDlYIiJI1iNzOWUxQNVSx8j1jW16vR5gMLZktHwiZZ2qCdP9bcbjE9T1lI2bV9nb3UKLinq2i/UTQqwR45GWEdwrS8gi0SZXMhDQEOYxjEFQ2vQ0yuqxU9zeuHqfb/bxwRNtIKIK4pgGSyUlX3z+ZbLhmL2qJmiS2gkxGccitCX3GSfdG6GamLhd6jZlikBV5tngGJXgI2VZMmsS53w8GmGyIYPBEjbLccUAY4u0s1hDROiVI7zJcFmWSJBtxbzs93FZhhjwvgYsWZ6R5Y6iKLASqGeTti5i2dvdJNdIMDDbq7FFRpYViDRUVUO/1yd6j6+mBB9wbY2mqmfz+o+qtnR9y5OAJ9pAFMc0lGxMM7782gYvXd9lalYISru4k2xOB6MQJXZ1NBbFFBCduyQxpHcHMDYlbDWS6ObOsV9DWS6Rl31ssUxWruLKEcZm5MUAVwxaJnAqDEqWMx6MKIvefMfQlr+lbRxkTL/VyBKcMTSzCtTT7y8zXlrj+Mlddrc2mOzcYuP6ZQKWerZNVc3IMqHMhFlVp6Jk5sA38952SB2NSnLJOq2u5bWTbN269pDOzrsDT6yBvPqLPwDk7DUlX7u0y2e/8DJ73tKYKTF08bRgtK0FSDKODkoKZxMO09oXSYtWW+GFlnYe1NAbrCJ2RDQlmq3QG59gZW2NsiwZLo3J8x7OZmANmcvJioKyLOfauwCz2SxV4EXIsgzrDNYZ1EdiUKaTak7Br2rLcJyRlz3On7vA7RNneP31F7l18xJNM2N78xohNAwHPYxYMmPwNlLPpqnJSwxRfdLnijAPst5dHNOHgifSQF74+ZS5qjBsz4TPfeUlXru+AyaH2CDRJjHD9vkiglElLiRxouhddfTkn7fBevtX6arvxqEIRW+AK0eU/ROU/SWWV08zXlnl1KlT9PKSctDDudZFspY8zymKAmdkniULsZkTJRcRYqLC19OI9PvUPsUXeShpYoOd5MS64djxM4xXxlx6dcDe3i0yJ+xtb1DVDcHBqFcSMiU0DSH41h5kvosIT06q94k0kLRgDV4NMy/c3pkyC6lhCdFUvRBD1JS2Ejl8sYzQ1kLSPiLtAuoqGqbt1Ju3KqkhRoPiyPJELszzPsPBiPF4zNLSEuPxmKIoUvzgMvI8xzppyY3ZPDi21jKZJrcoRiW03C1rM/AepxYiOGcoJaeua/b2aozLKMdjmumMZrZH2R+zcnydrMzY391hf7JHvZ8KhCqpBTftVnfEXxhC1CdGzeCJNBDjHBHHni/56qVNNibCXuPwzuLrXSJ562+n5yvMF0S3SwBoNBgRjFqspD0jtJkeFSFqxIlFbQ9rhxjXx9o11k9c4Py5pxiPllk7dhzTG7CyMsJaS6+XkRcZVtqdy0ZEqjauAVVPv5fP/5f5LiIR1TKlk8uWwxUjIWQMegNigKppkKUee5OCxles2guMV9cJweK9Y7O+iq8bdncaCmcYDsbMqglNM6MKNUFTYTIIGE076Hj1ODu3360tb28dT5yBXPzkx6g9RISZFz7/pa8ymdaoOKqqInd2vhjvhcXCYKS1G4mAbeVEHSqtPhWWaWOwhaPfH1OWI06ffx9rx85y8sQZesMBS+Nl+itjer0eVgzWCYZOiaSl1Ctk1s0//3BxsjuwBblSl1K1iU7PQTuwL2hQer2Muq7Yz6BpCvL3P0Mvc7xsLLdv3WKye5VdP2NpqYeYDGNSr0sMOncxn5AN5MkzEB+EaHrUZFy8vMErV24RZOkgMyX3Tl8uqhR2CzSoLsQkKbslAt4nQ0EybN6jHK6wtHaK1bUTnL/wLKtr66yunaAoCgbDPrYwOJcq9EJELDgjiNgDyZ+ul/0ezViquiATdOAWdbtLlll8IwuUEWhCj9m4T4yR2XSFYX+AsxlXr17l1RdnbN6+znTmyZ2l1+sjBnZ2txIFJXMsXkUe513kiTMQFUsTDdMoXL6+TaOWxke8j1hridFzp999L6SFmNywtH+0i1YPioNYR1BHWY5YXjnO0vIqvcGQctDHFXlaaKbV0kKTu4aSuUQkFKNtv0hy15JhdFyvA+3dRG3pbDtlF0TkgHOVBoxgrT2QJQXyzAAGDT16/SEra8fxETY3Xmd/skvd7Kd2YpvhnEszTGKDxMc/e9XhiTKQ5z/5MVBLowU7lfLll6+zF3OqjjwYI3GhV6LLGiXDuVvw7eBqnnYSm1mqWSDgsLYkywf0Bsc5dvIC584/Q28w4tyFp3BZ2aZmBWeVIrcYq0BoJUkV26qSWNfS1oV5wXJRAb6bUZhaZduaywKxMKJEUawRRAOZhRAFsRZs2lGkbfM9/3TGcLyK4GmC59rlF9EY2d2f0O87yrJE69QfYtqshbX2rmza44QnykAAvIfdBi5d3+GFazvcnhq8yYhtpkrFQlt869pW7zSORURJaU9F8XVNkAyX9bCuj7geJ0+9j5OnLnB8/TRFrwfGkBeOfpljrFDkBufi/LOcPfhcEcW2bpdt1RG1zax1bX+OREdPlJfOhWoXfpuKVgFt4xkjDmNAo8VFiCa9vj8cUuTJcPf3z3Ji4waz6T6bm9eJGqlqj3NCkWXQitqlQmUyjsHSKvvbtx/OSXuEeOIMRMWwvV/z0pVbaXaHG9IEj0FRAVGD0MYD7U7StcHe8/1UUUll9wBEDC7LWTt2ksFolW9637OcOXuOlePrqAhlWdIrcvJM2uq7x2UW03K1jIFsHga1kjyadpTusTv73Y1JbtRickElzFnFySczyRgwaJulFZfeO4RA5gSrFu2VnDt/gcZXGCL55Yzdzas09W4iahqHcwEfDnYuuFtO6HHBk5KMmMMYw/5kxubWHnUQpo0nMm/DJqqk3u8FN+vrnXxVnbs6IkLmCobjJVZXV1leXqbo9Q4JJhjbGoc5yFYtijvcdcwczl7d83e5x3GqsBjU25QCSFX9hdcvyhA55yh6A5ZX1lhaWmJ5aWX+vE6T684EwRPtYonIPwP+A+CGqn5b+9g99XclfXP/E/BXgQnwn6jqu6aRWTHsV8LVmztcub6FzUvCpKt5H5xkY0yqaYQwX1x3LYKFymHQZFjOFQwGqyyvneXUmadZWTnO6dPn0FbRJMsynDU4A1kbW+S5ST0i3WcDMXosnZvVisy1n9flzXSeser6Ow6EGFKtxjLv4UARse2vyQVDQ9o1VbGx7WOxESkcRVROnjhFM9llZWkJX024fOl56moKtMcuNk3a7QzmMbWRN7KD/Avgr9zxWKe/+37gt9v7AD8MvL+9/RTwj96ew3x70Ihhux7z2rWGjc2G0EQyKwgBUSUzkFuIvsaHBqUVkI6eqKHt4Itz4/DqkzxoNBgZYCRRSM499SFOnf92Tpz5ZowtKMs+DiU30MsNVkLbuJTmdcTgQJOGFSpYLCm/BI6IaLjrSn2nthYSERMxVrGOdLOmvdkDwToNGG1wKIWB0gq5NTghFTvFkecwHJYcP3aSs+ef4Xu+92M8deHbsW6MxoLGA9FRmh6lKchImr+PI77uDqKqvyciT93x8CeA729//yXgMySB6k8A/6umM/lZEVkWkVMLUqSPFDEaZgiXb26wU9U04uZ95AfJ2nvjXi6QUYMzFq8GZ3sMxmucOHWBp556lvHKWuoALDKsFcqySHpYWQqm7yXgZsyBlu7B3w+7Tg9y9xbFIO4XN6W0L3e8Z/faiLNKHRTjYHVtiRhHLI/6lLmwv3+LGzeuJCpObLspJdFojmKQw7if/u4ZYHESy+X2sbsg77A279d+4Qepg3Bjb8blrR1mxhDEtP54nLsw98O9/H4nFg0W6/osrZzi1MmnOXv+GdbWT1H0RhT9HlluyApLUWYY29FH0s26wzKkdxrhnQXBxcfueTMprjE2qY929+ePy4EWl+36VkRSzUUSNV8MlL2MvLCUw4Jev6Q/GnLh6af53j/3Eb7lg9+BUhBiqtLH7pgwLI9X3/4T94jxloN07ZLu3/jrPqWqH1bVDx9/qwfxBhBVCNGwPZ2xX3ui2KQisui2vIF/49CCbRXbc1cyGq8wHC4zHK1gXaujm2XJGBYUDBffp1us9xJmu9eu8aBAfn5IC2Jz9zt+0xYSDWl4jhhdiMMOjCzLMlxmyLIMYyxrx9c5feYCeT4gIu1IhfRzMdHxOOHNpnmvd66THNbffR1YHFV0tn3skSOSgetxZeMGMxX2vdKokOUOS+rbEFViWGiHWriCq+pcOyo9IEyDkOc9xiunOH/hA4yX1zm2fgqTOfr9PtYqZZljnZkLPBib5nHYeaYsMbrmVXLmCaaDY4+RPMvmx/FGMmvAvJ7SveYgJWuxaY5Vqo204nLOpoJpIM0TCaJgBVc4xisrTGYTBuNlXnntEq+8+EV8NU0VeiNEo4SmfpNn592LN7uD3E9/99eBn5CEPwdsvxvij6/94l+liYbaGza2JnhNszcSBSO2YmpJpEfnOld3L8DOtw8h4COILeiPjnP6zDdx4tTTLK2s0x+OKUqHywM2U4zTVDHP0q112+muuW90XEKM8VBh7t5P1EO3Lqkwvy0wkYF5IiD9rnMaS9rZ3MHuZgxNDJi8AJfxgW/5dopygFiXZpqE+39n73V8XQMRkV8Gfh/4gIhclqS5+7PAD4rI88DH2/sAnwZeAl4A/jHwtx/KUX+DqJuID0LVwPUbtxDJEBxOBRsVR5ynPO/06xexePVWEVxvzOqJU6yeOEs5XKI3GLUuiZLnkTzz806/7pYG27yxHWDRDbtztMIbud39hqnP/s5wy7Y1GWdTCtdiMWKTCLZxqZCZWXrjIWItp86f44Pf/iHEWJQ0k0Ta1zxueCNZrB+/z5/u0t9t45G/81YP6u1Gt7CbpmFaNRhjgTTiwEgKTCWSSHjtFRThvlfr5L9bxDqGo1QINJnDODe/Cid5WzkUfHev/UYutA9c8G/gtXfifvvPXcfIQRERTSMe8hjJioL96ZTVtXWKoqCa7OE1YjWmRrHHDE9EJV3V0ATh1k7NdBZxpkhX0nT9o1NKjK1rcnhRJmGELgRVTBp9ZguWj53m9Ln3MRivYE2WRjOXJUVuyTNDIusmg5inXs3dS1TuEeLemclarGXcd9dgodV3IQFgjMHI4St82kXS58b2oqAL75V2kYMxCS7PsdaydnyN2jccXz/B6dMXKHp9YlAyl6PmyEDek/Amo5KCa7OMqzuerVmD2uQ6qFXqyJzRa0wrbxPTwnUCKdaNLQ2lRGVAOVqnv3qaYPr0+iP6vUGSyQFymyPqcLZgkTqfdp4uJZvSqm7hlglYIen4tgtacaQIIc5ji46qcueIZyNZIiOKPWQ4RizdfERjW+JiR2+xKdXdmagHEJcoKa30keKSS2ozQogcO3YMKfqsn3uashzSK4cEDxIMo6Vj7/DZfbh4IsiKEVCb8dqVe6sBpqv1QaNRS+tNveQmoNqOXlahcCVLS2uMVk6wcuwEo9GIfr/PYNgn67hWC26VbSvUSR2k41VpymTNe0iYS5saUhC/qGByL8forjSuCoTYxjhdJqxrpDJgFCOtTpeknhVt22ZtxxSR1s00kZgESOnIw8ZAYwyFdZR5QV70OHv+PNcun2Xj+uvMdmqi91jN3uRZenfiidhBlCREsLs3ua/udHriPXx97VyddpyZycjyPkXZp9fr0e/30whnkXsFo7WFAAAgAElEQVQG30LEEOcZI4OmOeVEjNzj1j5fDt3eGAwpVW20+6yUfDDEtr+E1n2SuUEKB9ksoy3dpKXXW6OtgYNoRFRx4shMhjGGXq/HaLxC2RumUdM8fqzeJ2IHCdFQeeXStVupuDdP4ywU3tSChHk3Hq24jYqkJaYWtSV5ucR49QTLaydZP36CpaUlssy1spy2pa4cxAEHOwikCAZEIiakK7kCYrO5/lYiGCZKoqpiJVFP9B4ZtcMPLCQXCGgMrSsWU79IlJb+aPAk1Xq7sGul7sO0g0TTkRhBTSvzE4VcDNEZenlJrz8kRM+Fp57GWZjubjL1DUY8x4+d5ubGlbfr9D1SPBEGEo1ld1KzM2mY1QFpRygnmANeUSunKabjM6VYJIrFZSVe+hSDZbLeCmvHzjIeLVMUBZCIgbBYkEvEwyR0IInsqIoTC6SOvo43pfFgFo/BoNbMqS9znbYH9KQAoEltHo3tqAVJYm9Ky+xN8qhB44Kkz8HUXe896n0S2m65WSG2Q0qtw0efvqugc72uPEu0/rVjJyn7Y/a3twi0g3weEzz2BnLxF3+Iegq7k4pZIynTMpftPNzskxZshJgaoNI4spw6GDA5zvRZWTvDqbPPsH7yHMbZVr096V9Z51ANeN/GCC4ZWxPSrmKMaYPu1PYKERFLjAJtA5IzhiZ4RBJ3KmWvaOOHB9RPRGk0sZJFte0bb4Pvjh2g7cWA1mUUIZKm6XZawkENkUCIgabxREyatpsqRRiTpOP6ZZ+mrukVQ0ajFY4dP8X+7ib7uzOaB8nCvMfw2BuIb/WhJtMKHw73dnSM13sV4ub3jUNDxJoMW/QYjsa4rExzAxeulPNxaq5ARNqZg0IdfUsGbOcRSls8tBbXkgNDTMrpElP/eJE7VCNBlUjAqZnXTh64i0g3LSrMNYXTCOmIxs6NEkI7slqAGMO8/yUG0Bjxoq2KomvdTAsEvMakmg04YyhcTp6X9Ho9yrLE5XmK5h+j5pDH3kCapqGOyubOPo3KXCM3uULpCg6LCy+dYGMMEU3zz12a8rR87ARrx8+SFQOaIPRdUjxUkrL7aNCjqiquXbnCrVu38N7POwlt68r0ywJjDHUzAyBzBXkxYDgc4pxj0CswVigLS5YnoQRj0vsDh2obdyJqopfE9goefHLffKPUs0DVeFSE3d1diJHpdErdVBQua40lNVhVwYOkQaPRpJbcwWDA8uoqWa+k1glUyrAokdESuTMsLa8yGI7Y27sNPD6crMfeQHwQQnDMqoAYS5olmGDmpMF0f04jCQGxFiuWWoX+IDF110+cYjAaMygHDHo9QNPYZQNI5OrVHV577RVeffllgHZueUZd1+R5TlmW9Hsp/plVE1SVIk+70vLyMnmeUZYZvV7JaNijKIo0nNMK/bJNHVtp3b/D/6cCdWgQVZoQ0AhVVYMaGg97OxMmkxmz2Yzbt2/jvWd3d5vZbJb+3zZ2MsYwWFpJNJPcEWNkd7JLVVVJJnVlmaeeukDmDFYF7fcpy4IzZ5/ixvXXuXHjdbyvGR87wc7G9XfoLD88PPYGEsyArf3I7jRQ1ZM2vMhaTpIFJ9g8BbixUTQ4cptStjMVTD7C9VZxgzWGSycY9gYMy5xMIDcZTd0wGg/57Gc/y+atW0ynE4xIm93KwENGCmqdcdSTOsnwWIdpSYjNbMreHog4lpZHOGepJkDjcU0gOoPxGTbPUouuhdAa+jzQJ7ZK8mnQaFVHZrPkbm1t7zGb1uzu7LXxCdTTilAHjBp8jMyqmrPnTjOZTKgmMzQKXpMrlpU5day5fOkKL7z4Mru7u3z3d34IAPUWFeH4yVOsnzjDpVdfpKoEXz3Ks/724bE3kG4BhXZaUuoaTJkkIKU/xSCainkRk3xuoxg1mCxL6urOMRolgWltaRlNm/26ffs2165dY29nu31eH5el3nOTGTSSago2MBiU+Hb0Wecq5VmWRj8bTUxfiXjvsQaiZlR1DU7JhQOafABZ2EbS/5l+72gt3nu899R1nVjI0VNNZi0bOVIO+lhrqaqKkRlxa3OToijIyzJ9PhZjU6Bf9nLqUDCrJly5/DofeOZ9rC4vI1LPs1qj0Zg8z2lqd08X8L2Ix95ATOZofEjS/mLxdURMgGhSJicITlwrOm0w6gi+QW0kSk6RlwzHS4yXjrOyskKe56BpJkfdzPDe8/nPf55nP/B+er2CY2srLC2PKIoCI1CKIXeOGENasKGmaRqqqqJpjTaQMWsqYlB6/YKyyFJhzkQwgVA3RM0JMbZCCSFVwFkgFAKQsnAdJb+jyRsrOBKfyrgMX9VkZRo97WMkd0lU4sxTFwi+Zmm0imo6FueSm7U/2Usxy3TG7c1bvPD8c3zbBz80T3NXecnxEycYDMfMpvs08fEoGD72BhIj7OxXbO7PCBiwsZUXNeTWkfdzfDtPPGrK+qQx6AY1lqwcMBwus7y8Qpb3UmxCIg72+31u377NRz7yEYwERuMh/UGJM20jlrXkxuHrqk0Zy7zmYiRlqYJXfLwj7dw2MakqGgJdoTC08UWisyySFA/+11T5N/NMGkC/nwiFZb/fCsC1JMRW97fXyhI5l1K/eZ4WvcbQ1kEsVTWjqaoU4zTnmVQzYogpMxcCw+GQpfEK46UVJvu7TGd77+yJfkh47A2kCcrt7R22dvdocEgGftaQZ44QA15rVBsyl/RvVZXGe6I19Ps98nxAf7BEUQznBTbn0hCbOijj5WUyZzEu0d1jjDSAUQdR2KkDIo4Mi69qyjxP8Y4PSUSu75DQzNUbDW3GKsTWVYLKNQQFUIJqUpGXg5R1luc0vj4gF2qYL3xVbV+b2o6Ho/aUL0zLyvOcGAO2LV7WdQ2kybaqiuRp3EJRFIm+0hItI5KkGYE6evKyoOgNyIseYh8PTtZjbyAhQu09jVeCyoEurXGEtksvLbzWd9cAxmDEgVisdWQuJ88LrM3u6puYQw113WBImrtN7alRxHSzPCLG5FRNQ9RA7hzW5WhMXCvXClZXVYUTk9pd6WRD757p9EY7EeGATyyS0t55npOK88lIkjt2MIQ0xtT/kbUGP2/Zha4d8m5oilWyLCNrY7bHAY/Hf/EA1D6ysztlMqsIlHif430gasr9b27v0esLEhINJKoizhHFgGRkeUmvP6bXH5PnJc4KRiCERNkwVtqZ4gYrOb5WNBjqWYMPNZEZg2GfeuYxQN1MKQuHLYtUsCNS9BzqAwSlnxf45oDPRYw0mhZvx8/qZrTbRSPRdAypzm2AA73f5HsJRoQ8s1TTKU3TpL8bw6TeQ0To9UsIkeCVWAVim8VSVVxm8S0Rkpa4qRrnjVWp8JlR9Pr0hyP6/eE7do4fJh57A2l8YG9WUdWBqELT5CyN1jl27Bjrx45xc+M1Ll+9iDYNkmWp9uEDasG6NHW27A2xNiNEyDKHNUlqVEwiHCbKhuB9oJo1FHmJhkjja3a2N/jytWtE9fi6ws8mrK0uIUYZL404c+YUS8dXOX3sBBglNonLpNrWo00ySJVwl8RpF5x30kE+KiJJ36qj0R/sNImC4mdNa4yRS5cvsbe3x9WrV2l8zfHjx1FVfA0ry6tYaxmNhyytrGCdYLNsbgzWyJxAJiJgLK7Isc4R1aD322neY3isDeSLP/+Xmd0Was9cqcPaER/69j/P6dNnyZzBZQW3bt+knu2iXvGkpg1jDEVRUPTKg0GaLimjdwkaI4lcSLSoGKo6MJ15quke165eZn9vi52NK2xvb1DNpkyme9TVPho8opGVlRVOnzvN8dPn+LYPfpBTJ0+zMl4hhiQdqnMrCSAWNFFG0m7gDnUbiirBh0OuV4hN+hnSa0SEejZjd2+Hf/8Hn+ULf/I5ZrMZ0+kUNOBsou07W/DM+54ly0vGy8ucOXeeM+fO0R85pJ3TLl2IIe2eZYUyKxkOBrjM0DTNO3aeHyberDbv/wD8F0Cn+fbfqeqn27/9t8BPkq4v/6Wq/uZDOO43hKiGaAq2Zx4vqUHJFn2KckjRH+HynCYYQh3TBCdpsFlGbMcTxhDIXYaG0M7oSAxfYyB3tm1uMjReqGNM7F9gf7bF66+/xP7OFiUNX/3SFxiMytRuqw2T6V4KxLPAy7//As9807P0M4efzlj+0HdRt8N8gvc4ZwnOMfEeIngBH6BfHLTDeu/nlHoVnbcOd5Xx6BsUy/bWLoMiY/PWBl/96ud55bXnsKJUswnf/P5nuXH9FsFHyl7Byy9OOHfhWYrCcvvmbVZWToDUlGWGD0pWOESU6LuJv0LTVBgjZM5gJLJ24lluXb/4qE7/24I3q80L8Auq+p3trTOObwV+DPhg+5r/ReRRSl0YZo1SaWqYsiKsrKwQxHBt4zYbm9tMZw15XqS55CRXJk1TysiyjCJLP80dwbmI4KTlRFlDXddMJzO2dnd44YUXuH7tGtPJHl/7yp/yzNPn+OEf/AFOHlsl+hnf+s3vZzTI+ZEf/jgnVpe5euU1Xn7pIr/zu7/F1y5+BSRQNTMwAeMC1qTZ52lH6WYPLgTPbWZr/hgBJFKWxfzv+zuJf3Xxa1/l9/+/32V76waryyXHVgcsjXN+4j/+6+QmkFvPf/TXP8Hq8RFf/NM/5g/+/b/jxZee54UXXuDW7dts7t6m0YagPpEp5/VWbcc4HPDEHgcv681q894PnwD+lapWwMsi8gLwZ0myQe84ogp145PL0i5wJVCFir3tKXZSsL23CyStTiuJvq4mb9OUrq2qH1YmMcZgjZBZoYlJNqeaTrlx/SbPfeXL3N64xmx3B6MNx5bX+ZEf+VHe98w56romhIrXX3mVpf6I//e3P0P0ngvve5qf/ts/zZe/+By/8el/zX/6k/85y8urSUBbQNoGJo2RuNDH0bX3WpMyUtYlOVAXDTa3+CaSWcM0RgaDAb/3mc8w2dnko9/3lxj1M/7d7/8ursxZGi7xT//5v8A5R54VfMd3fBcnTn0Tv/Zr/4aXX36N5198kUvXb3L20hnOnDvHh/7Md7A0GgMGaYP4GGNKdbcz4gWDfwxIvW8lBvm7IvITwOeA/1pVN0k6vJ9deM59tXnfCUQMTTfoRQRiYH+yw6yaYLMetffk/QEmLykyKIsBRZmzszcjYPFeCEHbPo4D2FbOJ8stRENpe0wnFX55iW/74AfZuLbKzRtX0RD54AeeZRJyrm/s86Hv+ov8yRe+RF6uYlxqhs3Lgv/wr/1NZlMYLx3j+Popfvd3PsOP/fjfROokZ1fvV6nmAXMBOTiooneTpDqlEhHBGYstMqqqolcUvPrq6ywtLXH65Em8Oj74oe/mKxdf4MbGVc6eOo33nqLf58T6KYbjs+j1hm/5lu/izLkPsLm9y7H1ddZPn+DY8TV6/YK8LTb62KaLQ8Rrag5DU9OwdcU7f9LfZrxZA/lHwN8nhZB/H/h54D/7Rt5ARH6KNCKB82/yIL4eUke3zjV0VRUfGpqmRmyBj4K1BeJyHELRE4oiQyYhBd+dkEMrZ5OUCQ+LRTsgKxxFmXHy5Dr7+7ssLy+TOaGpA3W0bO3OKAcl586eZrhyjMl1j59VjId9Br0eo8EK165sMJ1O2drc5dat7VZVxbV9Gt2QnINdbNG90oVOxsVbXiQ6SVHAxee/xnRSU2Y5dTPj5IljFL0xRTFhb5o6B0+sn+bpZ76Z1y5dx3tD2RujZFjbYzxaYjxeZtAfsjxaRsS3/e1d1+OBtGkEUINx7/1i4ZsyEFWd85hF5B8D/7q9+4a1eVX1U8CnAD4sX0da/U1CVZhM68RfanlK+AaLB22IaugNl1mJZ9nbvMH+dIqPlvH4OLUPeDJCTHwmcQdtqgdNVhGXWWKoWR73CCHy9FNn2d/dpZqs0HjYngZ264b66haXb27yPX/xL3Pp1RdZXV4mz3NWl5a5cX23LdA5vue7P8L1G1fZ3Z4yGAzwdY2VjBinxBDIWjdmsbvQOUftPVlusVES+9emeVK5S62/f/57v5eqjlSNEBWqasJHf+hHmVUVzhrKskwawDbjxs0p/bzHeLROv+dZd0I56HF8fY1eUZKRkVuDEmhi0hZTm3aSrCgpiz5ZNiAbDB7GaX1H8aYMRA7P/PhR4Evt778O/EsR+SRwmjRI5w/e8lG+SUS1+KBUtU+8JFGaapdYV5S9EXuzwGBpzOqx84zHx/HVLsYK/cIym83Y3J8ltY7OTSMAhxusrEsFOHWGpo6srg4ZDnOqyZTGKyu+pKoniPFkTiiy5JqcWF9nMplwcn2dgc1xmaUsS/LCYrN0RQ4xHXdoKR9dveN+aouirfBdkoXEOkuv16Op9zl+/DjbOxPyRtifTImx5OTJs0DiahkjNE2DqCDRkGcFPjSE0GCsMBwN6PfLdjz1XJaCIIHQ0lbEtfpbQK/Xxz8GUqRvJM37y6RhOcdE5DLw3wPfLyLfSXKxXgF+GkBVvywivwJ8haRB9nc0yRI+EkQMk2lF0zTz7d+oZ3f7Fv3RMpnrEaLl7NlnCPWUnZ2bTKdTptUOTaN43+4Y1uJjxC1o8wJzJULXyoO4Vv3QqyMslaCGMANjhxjTcq0kYs6s4b1nbW2IIyNzOWUvzQ9xPTCSvjIRJVQz1DQtwbEdUrBwDPN+kPn/19VplMbXLUnSkEsOI8E3kX4m1LWbzxw0Ril7OdLP2/8jm4/ENian6GVp2pWLcy0tjUKgU24RQluP8d4TgtIfjDH5E7CD3Eeb958+4Pn/APgHb+Wg3i5EWorGgjhDZi37u9s0VYVxY4IqRdnHlDnT2T77M49vAsG3tPE2Q3MYMtfL6iSElCSvIwYIKeXpxKRWW6vzSVYus2m2eGx3oaA4m5OXNl39bSRoSGzfGLGZInVMFXLuz8FKRtO6f+2nuZZqkmUZTRVwVihdQW4tTZ7hux6ZNiXsnAPRxBdDsCYVRrPcoqFBzIFCvGrXV9OV0/VAgT5CWfaQov92ncpHhse6kq7RsVtFvOkRTcT4QLCRnb3rXLte8My3HGNzZw/1Qtkfsry0ikjNtUlkUjUEPLPJBI0+iTN36lY+pODfOaIXTNkNmQFipLAO16aGs0Lm02yl1a6SRdU2BKTG2bb91yQGr2pG0Misrgnk5C4tTDHMKSdBk3Kijwo2DQRinlwA3ySGbp5ZtJXwQT2ZidhcULXQVuxTGJiq32V5RwEjxiTO3cY+IYS0gyw4B7FJXDKMZeobsqJH5noP7+TeK2x9oCrgm8NjbSBBoQpQhXigYILifcX1669x7OR5VlafAfUEn1NVFbNqwqSazpmts9mU4Gt8kxZxlh2MS+6kc7riWJElyodGmSuZZHNjiHN3SMwBj2quVmIUZwAkMQCCkihTgoYkNJEWRRKD64yp21kS5aPlZnGHG9ZW/mNMxmQEjD0Qwb5L/qiNsxbXm4+x1dhK4hBR0v3OaKy11HXN3u4E30SC1KytLD+sU/uO4bE2kCYo01mT/GIVRAwx1lgjVFXNxvXLrKycx4eKEDP2ZhU7+zVNo634dFshn04ZDsZzXz+EgPjkLs0FoheIg2Jsu1QjxnWL73B77OJOIsaltW800a4kqamEubZV10src+76IVfrjitnd5xmoYjXdQaKMu847J6XtdOrOgOZy1otvG33Xoe1uQ5in64XZXd3l+Aje3t79PKNN3nm3j14rA0kZbCS29B18blWHM7mlts3L3Fr7RLHj50hxJy6apjVkdRSmGgd3ge2t7fb0Qa9dqEIwcdDxpHoH4mmYo1tJUMjzoX550Margm0UUIby0i78FVQSbGEj7EVbJOFRXkgqu19IFgLmvrYhaTO0i3iGNO8DlVNjGO30OwVmHO1AEL0h44xc2U6xsV2lzabNv8u28djiETviU1MNPpZTS8vmcmUfv8oBnlXI5JqGJ36R2paMqivsdYwqSaEekJS39UkkK5dp5wkl0aVuq7bYH9x1Nj9SzdpHkdHCVkQpDPJFemaj9ICFWLn4tDRYbo0bzIgjcKdGdMuIJ73fNwDB0XDw48f7mPnLhfrXrgrpbyQPesM8s6d60HH9l7BY0Anuz/29qbsV3Xqz1bFulTcMu0cECMVVy5dZGfrGk2zQ3KyLdXMt30d6QrYUcJDCDRN03K77F2EwXn6d+GxDomjZA8tImstYg1i0nUqxkjTpCxa109R+ybN74gR34R5ajZziWCZqCZ27vot9rZ3PxeH73Sf2/G4unhqLnBnbRvb3G0si2MdOgPosoRN03Dt6nWscVSzhn5vSK9876d5H2sDiWqpfXJTaOfwaUtIBDDaMJnc5srrz7O/c4ulUS8JEPSXKPMBddVQ1zU3N26wtb05X5zzYPsBV9wOaY0mSR5V5rQXop27S+lYBcS0wqF6qDlK4//P3rsHS3Ld932f3zmnu2fmPvfuE+/XEiQBgqRMkBJFSzRlKbaV2JTKil9VluSYlTjlpJK4knKSf+Iqx1V2VSyXq5LIJZeTkuI4siw7luIolihZtkSCFGWalEmQBEG8sbvYxe7eva+Z6e5zzi9/nNM9PXcvgAWwKxFb/qEW987cmZ7unvM7v9f39/3RFwxj7FABi78lRVjUSA4rZ18jMckNSxuE4FzKnHWPF//MwFKypHC9tTELq9G97mA/BejOFYzHk39nQb7dJWZfvp9bIYr3kRDAx4B1gLa88tLzvHL+edbXxtx/312sr22wtroBQNsE5vM5+/v7vStBzjJ1bs5rT6A1aMj/OsYRHWC8NCnJ8G0iyaVKE6FSQU5VU2YoMyYeVoKjHneyVEQ01ycKOuj88N9hS3S4GKmaW29jzpvFSDOrOdjbg6CMyzGba5uZffKdLbd5DHK9GGNp8zAYANHA7t4Oly5d5K7ZAePxmBMnTqC+ZW86pn31ZWb1lPl8vlR0BK5zsWKm74mDlK5zeVFqaqNNOdhlyxN0MZ45YbIW1iJ2jViaSuSHlbCLY4aPDxcUlxZ6PGLIz2FLKElpuwLpUcdaAifGSNu2TKdTQggURUVVjpYU8p0q7/wreB2xPuDyTqcieITWtKj1HaQKTMSHHc6df4rnn/0KpczBFbRmRDk5zcNnH2d1fJLda3MOpntEidRh3vPWaoTgIXrQYIleltyhVkMyHLmJKfHgLhRLRCjQHuPU0/rkuGE+q9nbO6D1kRgNaCJMiCEP14kx9axHj+DTeBxJSQbfxp6Qugme2jeIjYhN1fMQQlb6bKmipGsIycKldmKIPkJIlKVWBRMUpw4rtmeBv3DlKuev7nDgA9FYypUJx08d/z389m+O3NYK0u1g3WJMPvHQn1GMBIQG9Xt88+tf5OKFZzA0FFaRmNpc77n7bjRGDg4OiN4nxvimycdPrtBwJIZk4jZjujmy6VMP3+zezdE0jnpoWQ7mMw72p31SoG1D32NuTOqO1LiIEZLjtuxiee8Tw3u36xNomsTs2MVSh6mLloofA9EYU8NW/iliaZtAUJjO51y8dIW6rpmsrLF57DinTp7m1Il/pyDftvLk3/hhMImoQUX63RIWF532yUhhFCeB+e6rPPO1L3Lt4nOE2WW21hxjUxPnuxS07O9cScomZikWWGCQZBE0Z4bDoQvWWYzDC3NRVU9nVFUV9bxJRNJ1zXw+7925YRCNLOKE7rnF55je5UsAwgBqsMZlC7RIICy7fEenr4fnLSK0IdCmSUE0TcPB3h6nT93BsY0NqqJgc2OL4p3fDnL7xiBd7WMINOx/V0PHLGhQgnoEg7OB3e1LXHDPs752nJUqjRmT2OBsoK3neRah4nUYnJveZ48iqC4s1+tJ1wQlIktxQ9O0zKZz5rMm0aHm+s0wzToESS78xXx5UXK2Kp1H8Eos0nkabBrNdsOjQY+WENN8dTSR0YUQWBmPWRmNKasCVxgK987PYt22ChIFsIbpfN7P/xMRTEwBqMnEZwZFCOCUqA1+dpVXz32Dq3bMwfZ5Tp+5g6v72+xN92n8Pu9+z/twdg3fprpE4TTtxi7VIay4lOGSmFPLy+eVduDX2KdVIFquXd1mb/eAEAJr6xuMjKMjgkvtvxERlwuZyXXqrM/QGlhrewti20y43TTZEoFzSenCdWjlI+5nzm51v3sNJFYTz3R/H/VzJpMRm6tjVlZWqKc7/NbnnuS/2nyIg2vPvIVv8NtDblsFsdbSeI8YgzGdD62J3ifP/+5EUoMDglIU4P0OPuxz7tw2Fy58Ey9KENho9pnPd1lbPUXra2JcZhdBB25O7ACBiwzSsH4yrDGIKFZcpgC1TA8SWLLr8jMmQdadMz3hdHdca9OxysLhNaWBfdAUYkuylIHQj0GArmiZU9VhETxpX9cwg5rLsnTnHzUgBvb3ttm+8gom1mxMLOtrQtNc4/Of+wxf/9rnIU5vzRf8uyS3rYL4GPEhUPuWNiR/3IjpA1kA1TRmbUH0mRufKkWjh6iIeqJJleKdXcvutUtsHb8H0QLflvjC461NSN/y9eEaryUpgZAYEeezOZcvX8W4gqoaURQj1Ghii++Rt11Mk0Y2iOmYVhxRBGMCgiwvcjX4NimDtYANywVBXcwWPFzzOOqa1lbGXLl6mVcvvszXn/wiz33raV589t/ijDCvZ1y+fJmD6WWK4uZD0H835bZVkAh9nKADtyPNcO1EMk1mzDWTVEzU0BIlvdZI6u22NhJjw2w+RQlYWy5VspdAguat39bOny+KMUKG09su/kiWL4SAF8VmzJMx4DPubFHgG9CTiu1h9RrznEbTEVmwGMQjKd+m8Y1jqBA9grK7c4XLly9w5dJ5RpWlDXO8bwnRY60iRDaPHePa9vZbvie/l3LbKohqmqXRpVght6Pmn5BGHqdev0WgYDSmOYBCUpwYiMQ8GqHm8tWLtM2Ushhd93lN02DzohRb5jD4xjqOY0zkcPU8EdCNVzd7jBR2YZlC9EynATcZYfpKuEdtYDqvM/G1UORpuyKCNd2c9JBHOLy+AhyGqhwlbVMTfM23vvk1zpikFt8AACAASURBVL/0AkZq6tmMsrJUY4MPkbpuMWJyUuCdKbelgnzlr/9hjHEYbUAtoY2IsfiMxtVM4yMx9MqSepFy5dgvSH8MiiURxdXR8PRXv8r3fPcfROM+kRJM3nU1dxOJoviecdCqyajb3MOtSlTFhQ6Cn4CUIbS0bQ0mUlYWJPVwVNUIFWH72uVUqfYNJ08eQ4yyIiMKpwQSf9f+tZb5fI61BSsrhmpU5lZgxRZKUVTJzVLNoE3bp4tlUIcRE5FsXRYuXcxw+nRdcR7Zu7rNSy8+S93s4IoWtS0tnrZNTCpGLBqPqgDdBLkF3YNHyW2pICppVkUbIia3uSYfO+RRBcu751A50gHSzEIjASPJ6pSuwjdKO59ysHOVzRMFKdhfJoxeuFshp38XMJS0m1+/e1sRrFi8c4yrgqJ0HOzuJQtSFLz44ks88fnPM59OufPOO7jrrjO86+z9WHXoqKSwwrSe89zzz3Hu3DnOn7vAI488wvseexRXWFZWR5Rl0Q/JgeVY6TCkJD2OPQ5sGeOVlKVtW3Z3dtjZvkr0LZ4GkzseRYQQbWohICDv4HLbjbCa3AP8DHCa5K38lKr+bRHZAv4hcD+J2eRPqOq2pDv/t4EfBKbAj6vqv7k1p//6EmPsrQWwVP84jFQ9LHqo51libi4Kgdl8ynFrGcYehzFR/XH6vy8e5yLN4LO1jxGcc2xsbPDKxSvs7OxQZFfuXWcfzgTVkXre0tQeJqkw2QRPaFtO33GCk6dOcPzEVk7fetygoSuEcKSCHgY5LpDCy/D94eudM+zvp7mFqqkDsuwC8sHuLnI9fuydJDei2p5ELfoI8F3AX5REUv3fAr+mqu8Cfi0/BvgjJD6sd5GYE3/ypp/1G0i3+LuZIGS3ypIIp1+LV2pxgIRV6scc0E1fSlxVly6eI4YaZTh9qWthDUtKcxTit3u++33eNH0LbFE67rzjNPfdcxfra2Nmsz2sg1MnTrCxsYEVw9bmJjtXrzE/mDM/mDGbzrHWMlktGK9a7nvgTh586D7GkypzXuUKukjPqwXXt94CC8UYFDs7HBkSURLkxVn45je/Sj0/SMeLEYlgdIEKOAybfyfKjdD+XAAu5N/3ROTrJL7dT5L4sgB+GviXwF/Oz/+Mpjv+eRHZlGWiuVsuOYeDj4E8fYZud++7W19vV5MOKrJ4jSsMxhY00zkvv/w8d997H2fuPjlQDttXt8njB7pxCSLLI5rR5UJhRwGUWmIdk8mIcjSiqVvUCE3dcnV7l4ODA+65+yzOwGRSYkUpy5KVlRWaZkqUNMJtc/Nkmh+S57N306TG4zHBJws6VNBuXNoS6lc1xyaAZkRCN1aByOXtC3zlq18mBM+odKAVqm2KPTp61vzfO9mCvKkYRETuB74D+C3g9GDRv0JywSApz0uDt3UE1ksKIreQmzdoqoPM5g2zeYO4MRo0zf6LEbHdIliQGlwnsljFRpMVST3ncOnSyzz73NNsnXoPGxsbFEWBaoacEBnGHotddAF9Seq6sGJFUdC2vo9VnE0TaAtX0PiAEcOx4yM2jiWlmIxGjMoCyalczJyVlYI6T8AVTUVCa1xP2NCR56U0dOoiHELqYYAtC4t70FmCEH1fSAzB89LLL3D51QuICXivWNIsFWMMUSWxvofwjlYOeBPpBRFZBf4x8F+q6u7wb9pFb29CVPWnVPVxVX385Jt54w1I12LbBJ9y/txY6nIhGYMrHRY3HxdSIWy6z+VXL/ZgQSUe7bbJwAW7Ll5Zjk9i/xnpM03+fIMiJlI40j9rKAvDqCopXCKiENLubk2x5EId1Rn4Wr3lh587SrpecyTy8ksv0LT1oese1ptuD7khCyIiBUk5/k9V/Sf56Yud6yQidwCX8vM3TGB9qyRi8BEO6rpH876ptKBkCODgPaqKDx41wnS6y7mXX6JpGqJ6YiwoCjcghIuZcT3hvdI5LdK6KIQYFgvRLDJJXQYJEYxqGp6jEK3txy44W1CWJfUspKuNgrNFXughX29KVHcEE2lhX1/YvD5LNUhgdM9J3v9E8aGhaWv+9b/5LaK2jMoSISD5XqUykkV/l9Kwt1reUNFzVurvAV9X1Z8Y/OkXgR/Lv/8Y8AuD539UknwXsPO7GX/AIvjsYN6JQtMgb3bk0SCTpSFgRdPOHj37B7ucO3eOuq774Lfz67vP7wLg4fOHf3bdeN35xi5tnLFhSGqMMtEiOEpbUbkxEiwSBFpDaIVYswiuNTVWBa/9PRgmB4b35uh24eXF3b1PRPCh5fkXnuXcuZepyjTQNMaYzlFTnecoC7R17Nibu/ffJnIjFuRjwJ8FviIiX87P/ffAXwd+TkT+PPAC8Cfy336JlOL9FinN++du6hnfgLg4Bq14dS9SuBWqeSCKMpc0Dcp22UigHWCVuk3PiMGSes/pmp5iTDPUgbGz+PqAc09/hY988FFiaNk/iEwmE7ykarwqCctlJJG1YRZjCxJ+OH2sJgBlUCVqImzwMVLlibLeK75uMSYBF2NriNFizIiD+R4hKIU1FMZRWDdY7MrBfB/rDKaEVhPamJD64IekckMQJYBVnxqi1KGAD5GiGBHDDBc9X/3Cb2FCjeQbWRQFotCGgGrESkouoDnZ8aYd8DeWbuC1DvZ4ObLJ+u3JjWSxPsNrNw/8wSNer8BffJvn9fYkGqI6mpBaWB0RT5qjZzm6XjGUZDg6bkSWfnZGxQC7O6+iwaevypZ5kUufHk6jCK6X4W6dFn3sx5V5AeMcTZur1wrGjHBmnMim20g7F2Y+YBnh8qiE1gv7OzM0BLDCaFwwqlawDoJpafwssz6mKncPnc81jKEsplXR10KapiE2c0Lr2b16GRO1T3ZAai+I0pd4Emnd697lmycpla/ciu6T27KSbowjtjCb1QSFrrPHGdL8i7dQvDrsNljg3Esv8sJzz3D/ux5lfXM99Y0HQzSKmsSrayQu0XYeVSMJIWCdI6hQzz1ioJASwdLWLfXMc+XS5Z4GtSwsq6urbKytUJYle3t71PM50+kU7z2usKxvrHDi1CbGKZPVEq8FmIA1SRnquu6vpcjWanitaUoUKZ6KSts0SGh56cXn+eqTX1lyP+EQMqGD9r+pO/ztKbelgvgYabxnNm+IIWGkrErCIHZkzzdB9vau8KUvf4H73vUe9vZ3KMoxISo+go+CM6ADCPnQnRnGIa1vuHZtnzYoPhS09ZzZXmQ+qznYmVFPFV+PiJpSwVVR0DQXWFtZoaoqmrZOilE5NIBI5NqVfV5+fhsVz+bxCa6I2Cr9nqAnJWVZLkFP+mC9O+8AaELkrq2O+caTX+PTn/4VLl9+hdXVEmcXHY7d9XQEdO/09G4nt6WCNBrx0dDG7Pvnol9HB/pWFOR6ahxldeL417/9OT76sT/AqTsfzPUQQ+ozWYZ0HJUp6uokV6/s8Wu/9ptsb09ZXTlJWxeM7QaWEeIdbRO5uvMK1lqqUcmoKFlbW6OZTSnL1Ai1v7/Pzt4eMUZGZcnK6ojRyBBpuPjKJWzR8oEPvYfgtYeedAp6mOBtyZOXgNXA7rVr/D+/+E/4xteeZOPYKsHPgeU++O5YXd3ldpDbUkEKVzKbTzNxnFLJgvU21S2OqBoP5LC7MHx++LeD6Q5ufIyXX3yBE2fup2kaxFqcEwRD6wPWJvzWcHRapxjGGIJXJuM17jhzN769yJVXd5G4xl67i+iMyqxgok3jEHzNwcEBVoTt7W1G2QK4ItGJVuUYYyyTUZWG3sQ51qV6yZ1338Hx48cpJh6RcN2iHl7j3KfF3RUaQ9tiDTz9rW9SNzOaekpVJkXo4pdhmro7Zmje+UpyWypICFA3Ee9BNQWlYgRL7HfH4QK5EazQUeDGqoDGH/Bbv/VZHv3gh9NCU0MIShs0kdPZ5fcNq9mQFtTa6jqPPvIY9937br71zCtcOjellHUsFZVZZVSUBNP0vLoa21QPMYL3ntW1Cc6WuLLCaGIZQQKt3yNozeqW8NC77mB1o8IUFjHxOp7d4XWOJiMO9vapXMF0fwoa+L/+wc9w7qUXWF+bULgF1qpzpw5nwrpjHa6tvNPktlQQr5GDpqb1EZUUgEoHF+HogDI9yE8e4T53FJ1DnFKMc6rRmJ1rV/nWM09z//0P48oJxjqKCEYXrCp9CtUuhu6QzyVqYHVzzGhlBHbEqLrClVdmaPCMJw4nhtVy0mO1RmXJ2voKVy9fZm1tFYDTp06xt3+N+XyOMQEfGto4Z23Nce8Dx1k74bCjgLPmuiLeYY6suq4RB9PZAWVV8PQ3nuKzv/kbHNtcw/s54hJGq7M8h99/WEm663wnym2pIG0I1POGNgSEiuQr591NF0phrcUxoAPqFeT6L/MwjMQAo9Ixa+aISxxW58+fx7gRG5trFJmwIQS9buEMXS0xYMuI0wCFcPz0Cq4oWF3d52CvoT7YJ2qB+hXECo7UP+LnNURlPp1jrHDp4jnq5hoSYV7XjCcjjt9znJX1guNnJkg1T2PXguVwFDYMtAHEKhpSH/7B3h7/+B/9PPt715iMDdZ0PSHXu6WH4TbvVKsxlNtOQX7nb/wAeweGmVr8vEGkohHwojg1OFMR0JQRko4dJC+MnNa0rujTr92XPKxGpzgmsX+U1hLbhumsJpoZxbUaqVZBAqORZa5ChSVEsAm/gnW5aQtQTX3xVVFQmDSF9/SJgvXxKvXcs3f1gL2dGfU8pU1j0eBti7UFa1tVf25NaAjikSKyvuk4cWbMxokVXCGUY8XY9Fo1ep0F7WH7IfEA++gIrXL5ysv89uc/w4WXv0llA76tETG0rWFUpPmMmpldClellgBsHkAEKjbBczRxIm9tneLq1UvcDIm5DilEqpxy9jctP7mQ205BRAxeIarBZO6oYDIydzDCrOt3eKvSMaGopgp7NxH3YDZP8c84ErzgxWC8JiZ5k3l3g0Vy41ZSVtPX1q0oxkWqKnUfWsaMxhU7Ozn4xYB61ERCRzMkitpAUTqK0rJxfMT68TG28ol6yGQgYc7mLVhcOhdviOaNzGpP28y5fPESF1+5gA9NBk5m7zOz0vfSV8vfJObtbUpMNHgDRpp/pyBvKGISrWYgz947xBfQ7f7972/DN9ZMLepDQ1vXFJPI3t4er14tKcwacVShlSUWSikFgmBCYpaP9pALogYxIUFDABcFYy1l6ZisGla3MlQ+khXF9i6REUvhHKPRKNEDlR61c6pxkVw4mziwOquVXM0BSDGSNhJN5BRRI/P5nOeef5ZnnnmGsiyYSWKG53UaoA4DH5eYIN+hctspiIqlbj1N3SLmevBBpyA3K2gUEQgJrmGAcjRi/2DGZaOsrY4IKxNWVwzGWlQDahyqkTLhNDDGMuResS51PXaj26zYNM9EfR6DIMQ298KHBGZ0tsBZoXABYyPGRVxlsK5TwpgAwrnB3uYqtx+CFFVo8gSr+Tywv7/HhQsXmE6nOBRjhdCFasJSU1iH9hWT5x2GVDCUeOu6CTs+Gugd5FvyObefgmBofGDedLM8Xn+3e8uKomZpVJnJzUsxQlGW7M9rat8iYjGuSC6KSS5gyIvfGLOEH0rZLSGqx7qEleoBiK7MnwMhOHwbUuOVLHrOhYCxyU6IjZnvKkHcOfQ5XTYvpZ3TzPVZnZjfZ3WKvc6fP8/e/i7H16v8zpit79GopwSuTCa7g6+8FVjPm5aMxboVcvspSEat1m2b+y9sotsxJOrRDmWaJS3q5Vx9x0H7WoMuu4UV9PqUcYwxjbIVxTpH3XhChLr1lM4xbxpWxmVinFdF4oCKNL/fmjQrRAw9cXUH5fAxYVirckGdbvu+EqGj8JEOOdyllDWnqon9PVJNtyKo0jaBxsdEWyoW64SDgwOqqiJqoKoqZr7JLtaihjNMV3fweZ9HRBy+b7dkoI7m5P0wvryJctspCJIyUD5E6tajdB12mhfczZP81We6m+R6qCohpgm7JoDOW8KVa5zY3CCUIOKo6zZD1g1SCFZNmmKbF5+1SbFFUkVeY1rwIpmbt+Pl7fTCJPrRIL5fvCKS446ueWoIlOx6QkJGAiv701lKi4sDEr9W084XNQ7T3b+OxIH8nGJN6rkXn+pDYiQ/X1zX0nvTRGK+tvQw3qJQ57ZTEB9Tq20P74hpZxYAXXat3m6QfrjfLDFvpVHSqoKJBqKiseUyO6xOxhgZJ54oTVN3C2MR41FNAzY7pUivMfmoSprtYRKHr9HEIpJf74wZUut2aEPSQOtMABcDGCU5Ytpboxgj89aniVaYnIVqmc1m2QpEXOFoG5YsWSeHK+jDmGMIqb/ZblbHkgkpm9Uhj2+23HYKEmJkXrfM67bntu2+GivSB6Y33S/OtDiJVd2iIgnLpAEfI9N5g4ZAYQQTCwyKCQaJSlVaTErgIpKCYZVMn5vT0SZXr9P4g5DJrpPvLRJT45Dm+kNuVBItumJLylrFSIgRH7spWW2mPBXEOIwonkQZOp0d0PoGssvUu0gDiwDL7CjDQmHnbt6Se51lqCS3Sm6X3noAnvnbP4CKpY0J0dsNx7S6CExTa8jNscddXBj7fuxDOKQupokxgxeVpvW0HlqfrF0bBsQOPVFbWBTvMkZGO3rQbu7IEojyUCA8eKwSMzl3QPO5DPtQfEpwEWL3CvBhMY89akBjTHxXKhiVpRpK9/MoJTjq+ZMn73hL9/p6McS8IXSb062Q28qCaBsR4zggsq+BYA3OZ589QmMVUZt8aGxmR28RQ2qn7W7y6+hPVw9DoSQyUyGKQc0IIwVWSkyImJHFhxZrSoyztCRO3levHdB6WI8TiqIgVgbrkhvoUMY2sz9mJQmmSxZElBbUYsQSWaRQYwZAditXJRX/VAbNWaLUPhHUtY2n8UqUIrlpKgQEDUoTPdakLFnTziidEttk7QoZYZ1HQt0P/YxKxnbJUk98DOBcZFS61I0YI72fexPEBIdqKgSb3AQW32bx9yi5rRTEGEP0kbbxacBkCAyNZIyR4CMhdADCt/FhEnOgajEmFfSCKs4s7+5DUSB6ZWdvn9C2jEYlbmuT1husSWMaSpfIDxIptmA05JHViulcJUIu7kmu5idL6cOh3pOOxyorkPpAXTeDkRDdbJAcPw0Qzh2xg0GpRRiZMrtYDqivvziuBykO3a7hed0MiZBrMLfWyboRVpN7ROTXReRrIvKkiPwX+fm/IiLnROTL+d8PDt7z34nIt0TkKRH5Q7fyApbO1TjmjWd/NqVuGoxJwLxhQH74Czvq+RuVKBGvbUonDVKsw9SnlYFvjkGN0LYt29d2efXKNufOXWD/oGZWB+ZtYFY3+KAEnxY0sYXYYqJCSM+JD4S2JTY1bT0ntE0u0EUIEenmqncKFdLrm6ZJbCZHQNA7VDEZj5ViEwghEvyiboMxYI9eNodjkGGK96bXQ/JMl1sdg9yIBem4ef+NiKwBXxSRT+e//S1V/Z+GL5bE2/ungEeBO4FfFZGHVfXGBmW8DfEh8z5FrqtRLACGr72jdYHljepJlKN3xddLJ6fYxBGoCa3HTOfs7O1h3TpQ4AuHjQEn2nNtG8hjoRbXkmKDBXsjsnAx0mJM+hFjUjbfBtrWJxeoi4+WTjLxg5hBfBMHL9EImOHif+P781oKcebUGV659MobH+B1pBsgCgtc3K2Qt8PN+1rySeBnVbUGnhORbwEfAT53E873daVuW9pYsX8wp/Gxr4nIICHYti2H+bHSAkvE04cLWh2i13tPVVXM53PKskzz/VSImoCQRVEgJlWPU8Y1UrpM/TkskKmgYkDS3w7qhlevXmNeN4xGI+48c4JWlMnIUGASPioqogFnCqyA1xRTxU5BJOIwvWXocFY+F+5mTZ0KgyKItUBKGccOk+aTlTGZn8daiy0KThw/iRPPtUvnGG+M8E1LFEWwWLfojxmmeLu0bgiBwkrfXei9v6m96inhElN82U0I+72OQUTkfhbcvB8D/jMR+VHgX5OszDZJeT4/eFvHzXvrxdgEsY5K6yN12+LEJR6q18iyDNPArydFUfSV47ZN6VFDgaowKlepm8hoIosvqccoZXOkXbEygRHVOkQiUYV5qxy8uo0xhv3pjDMnT3CMMVUpFMaCeox1GBNxmRlRNGYSh4iJhiIqGIvJlnPeJthI6KrvveIbMLLMzd2lqE0iqWs0DdsZTSaMSnjgztM8/fWnOLaxzrSeJ/znUXzGg/uaFOT65fVWXNkjP2PAnXwr5YYVRA5x84rITwJ/lXSafxX4m8B/9CaOd9PJq8W6VChsA74NxChEm5BDR/nG+TxuyF3o4CfWWtq2pXRj7rv3PXgxtHbC2somqkOMUlpANsNONKYiYiKQMBgjiCgWi5GAlmMALu/M2D04x8hZykLY2lzl2MY6Ueq+KCgmE6epB1J/ieuKoiGPNDCpISxZjQKb2Ua8D6lnQ6EbD9ffG00ulqpSVRVVVTGqhO/93u/luz7yXfyDv//3KauC6f6MlfHyCLql47xOvHGzFAQgGuVWRyFvmZtXVS8O/v53gX+WH94QN6+q/hTwUwCPy81DmnUZmG63T8HxAn81xFK9GekG0LQZ4zWZTHjwgbOcv/wqe41NIwyOeN/hQHj4qmS90s7etIFE6Oao20CMLXULIexwMJtRVMl9sybBTZzJo5hFcYWldA6bs3PWWoqqgnz9XUUb6Iun6Xxe+1wlDyINIbB5fIt777ibf/5Lv8Te3t4SQfZRcdzrKcBNU47B/2+lvGVuXkmE1Z38MPDV/PsvAn9KRCoReYA0SOcLN++UX1uCWmatMm8jMRoKV/YXKEZTpqmXRfZqIa99O6oqI1pVuPuue3jfYx/k4Xc/ws7OHMWlopXmQh4Rp2ZxtFxI7Nyf4aIyIvgIo2rMeGWVKAXGVqgUeCzzKMy9cHl7j6vbe2zv7rGzP2VaN8xbT+0VH4QQDSpCUVVM1tYoqyqBHyX1xjTBU7d+QbANSz77kC0skiZdNU3kYNowWVljc+sY//Ff+AvccfedrK2tXbfQu2vqiBxsjnUO39OkQG+fA9F2SYXuOm5B/AFvj5v3T4vIB0nG+nngPwFQ1SdF5OeAr5EyYH/xdyODBTBVy4F3tGFM1MBs7plUBiTFDG0QZAhaygNuFj3pCpieqTwFrOn3um1RHBjLgw89xsc//nHWxutMVlepbYmXyGhSYFykMEJhHETBk1NRIiTPJoH5uhZeEaUwBSKGqKnJK2pqHrVisUXKOE2qcc85VZUO5wyFcxibiBxKZ6hsDppzh5/LVqCfRWJS92FXO+hmCsaYCiFi0/0pRyN2d6AYb7K/c5Wru3OiFb7jw+/nyu5F/s7/+pM9xD5mhXfZwi5JhzBQwZoyWXYSpP/tSqlQoni1BJIb++3GzftLr/Oevwb8tbdxXm9avvk3fwDfwmze9kH0MFu12LneujdnrWU+99x7772cOnWKshjz4EP3843nXsE5g3UGV5bYoly4N7pcrOxmkovo4BxTQG8FTAwYaxMySyIjJ5TOYq3mqbcVVeEoioKyyPGIMZTO9inao4CDfU2ie9wnD7pFDgFDFANSowSa6QHTgx3WVlbY2txkY1LxoQ98kI2VFQ5mM2wXb3C9q9V95mFL07l799x5Py+df/4tfxfAt00d5J0jKrRtQ9MGgi77wiIdcPGtKYj3PkFJrOXkyZOsrq4ipuT0mVN85ekXk6XpZn6IkJid9YjdMuZ6i2Dsgl1lgXAyGAVHGl1dOWHkLK6yFEVBNSqoinQehU0KAqQgXY4uhPa3RzP8PX8OGdQIGTKSa0hiYHfnGuNRSViboNGzPlmhsMrJ48c5c+oEz73w0puqkh+OTd5uLBKHe/YtapaC20xBFMdsts903tD6gHMTRMKgD/utfynG5LFmVlhZWWFvb4+77rmP97//fXzmC1/iYP8ao9EIZxXjwNhkUa5Ph6Yd1BaL4+JbkAxsj8rGykomI1CqIlkQSqUsCkajUWJRLGxfv4kxYgZ+/eEsUj8DBHqKA9FF9k4wKfvlFe8j0/1tCHOc8Xz8o9/JH/3D34+JNQ7YWl3juz/ynTz/3IspBsgQ+JgPNrzaYSW9+3lUM9pbkdh32N9aua0UJATh2s4+jQ9U1YjdJuAyi2BQiCFBvhe72SE2wEP6k5qfcqyQV/R9993HxsYGa2trzOdTHrj/Xo5vTDDNHu1ByejkSYxt0+yKoElhOvKCrCzOCSKpq7B0Do02Fd8yHGXkHJVLOYWxFUaVwxcBawuKwuYeEsV0aVqbYo6O9qa7vm4xLhU/B+z2mpHEBiX4OZVzqPfE+R7nnnuK//w//RTvOfsQq1VBqBtKIwRRvvNDH+Kf/tNfTB2TbYtv/ZH3Dxakcp1r1c1KfLsFw756LvFI//9myW2hIN/8ie8HTfCSplWcK2ljQVEokJCnomlEcWDZL38t33n4s1tgMShnz55lPB7jcoC8Mqr4c3/mT/LPf+VfUNoGM7+WdvdC8H2xLAfFOT2aFCT9XjjBlaOkIKSOQolK6cBZobRQlIaycnn4Zve6VBRMYpI/3oEw87NdvJNgNgmMmGKfkPBZoU24rdgydsqVK68wn06h3uHP/ek/zu/74PuYlAXtbI9CIsQ0rOehB+7n933gg3zxy19CQwJT2qKgCQsKmcjRnesdGFJE3lYckmZ9xVtE9rOQ20JBelFD4yPWFiAGq0DICyQucEpdiheyEhxxhw8rjqqysrLKmTNnErN601COK4ie977rLNeuXuXylW3UWEKYY2yCXFjSRFnU5F081zKygjib2AqFHLrkLI8tJFP2gLjFDmyMOdLlvtEdOYSQjuNMpvEJQKBpZmicMx4Z3vfod/CuB+6iEpDQ4kyaueKbBoCyLLnnnnv44pe/1FvH6zJYryM3A27yWgp4s+W2UhCNcDCdU7gSaRLCNgYgxgS20+XL7Xzzw+xAi465hfKkGeX387GPfYyyLNna2sKHltIIExf5mLrTQwAAIABJREFUDz7xPSiGyzv7PPvyRV65usPBvMZrgbYNZZlqMs6WiRJHEmjQFYItUhwQSRAQA7gyu0VGwQpRFsPGIoKo4nODlWhIlDyvkT7tdu0uJRs1ILEhtAfE4AnNlK2NVT7w3g9w6sQWI4TVqqBtphQ2Y8cA1CJuROM9jzzyCL/8q5/GGMN0OmVndxdTlTf0PQ3Z7t+qRJXF5fbjsG6+LbktFCRqwkDVamhaD7ZMADZVYupKJRBSmrfHH2ULkpunhtJNpl0U1Qwb65t86lOfYmtzk5XJhP2DA7Y2N5lNp4zshBhqVJV7Tm9x+swpWoXWR37n689y/vwrWBNQibiuT1tSVduQYhM16TwyJUKaa8Ii8HVR+9NMIUfOltGFNsowaI0kIKVobpHVNOfcitLUNZbAxtqIkbM8cN97WF8ZsTIu0NAyMhWhqSmcoMHjrMWH1GxVFGkW+qnTJ1hfWcXn409ns4QefoM1epgL4K677uPcuRfe7FdOxCDiF1etcktcrdtDQTAEDPvRsBc9cx/QXHgLIVfMVUETCcGiByRijaEnjlJAIraCppnjTEVshYfPvoePfez3c/a+h3GSJruOnKVtArYoqDXifZ1ij/aA0WjEii2QSvjB7343u9N7OX/hCju7U54//yq1rzHlOHcyKlVR9bu8akjxDSkla0UwQZFcI7F5KKjk1CykanxAEfFEhMZHggpl5YghEPwUYoPEQCFwcmPC6ZNnOLG1TuksTgJVmRac2MjMTxOyWSMYwSLghVIcwUdGRcEdp0/z0MMP8dxzzwEjtneStTV5U0qNXCQLLPQDUK0zEDLpmxjsW0zRBnU4ZkSBmToQQ3WYAOwmyDteQZ75iU8kUCKGNgTaJgDd2Oe4VMg6HG8sFGX5mF2Wp/v54IMP8v73v5+yLBOMvF3gvFQ7lo/FWIShtL5mMplw/ITiyhHzGLlw8Rre15gyAgX1PGDcYixCj9lSyQwpaYRc1EToYEWyTieIe+ou7PpEci0kBtQLMXh8PacshLWVCZvrEzZW1zi2uUZZWgwxzzWPqCZqU4sQDtU4EjlMwrQpCYryroce4vnnn++zVL6jQlXylNvrv68hmDFd59uJR1IrshFdbHI3Wd7RCvLc3/oDRE2Av6iCD5JIEDAIlhDahSsVpW+aesM0owqCo3AlGgKPP/5hjm0e5+DggNXVVdq2ZTQapYUTEmq4wxctFDF9lhHwTc3m5irHtzY5c8cpXt3e4cUXX2bvYMr+dJeVagNPADGEqIhJvLtihRAtSu7yy72xIUrfIgukRrAYsRY0JqCmU2W6c5XCCsfXJtxxcovTp7YwJhUhrYWiEJyxhLbt098YgwyGCnVepogQZAFbmUwmfOITn+Diq6/y1FNPsXeQRsAZzeTYr4FG7zaBBaAU7r7zbl4+//Kb+u692jzdFszb0bE3kHecgnzjb/4AAFYCrsd0GjyW3YM5URyqSpNZOcg7fGrhHu74QwuybEIS4ZqhbSJrK5ucPHEaaxyT8SSNGmiaBMYTCLFJ7onR3MWXe8bVIUZpY+7lkJAbshruPLnKic2HmM1mXL5yjW8+ewmNSuEqbFHQqoeYm7hM4uNVjRATKBEgqMnRCskVIuCbFiTiZzMKE3nozlOsTCpOn9yksqnvvXKmpyT1zYxGE4SFgbUwxqAxLiBrDHb+fI9WVlbYCoFPfPzjrK2t8bM/9w8prKVe4s26PioYWpAhM+M9d93HS28iFmnVEbC5X//WyTtGQZ75iU8MaF5ScSvGSMQScKgU7M/miDhCXGRrjGo/WSqVCRZKsqD9Z8mdMMbR1DVubBiNxqnAqELTNGnC0yj1QoTYJpZRs0gfd/ARMWmhhQgxeuazNEKtKgqstBSVsFJNOLa+yvGtZFWauuXS9i77szTshuCJ3lOVVd8kBTnmigENLc45QjuHGPDzPawIxzdXue+uM2ysjVO8VIA1EWtAJOYKAhS5tzzhN6WvhovqEv+V7YCIkgJh4xJTSekc9913HyLCb//2b/ONbz6VAJXSNaiZXln6Nt7BxK1kRXxfG7r7ztQZ5GzB8y8987rroQmOUFQUEtE29NbvZsu3tYI8/RPf1/9u0L4LbngbNKdHQ4R57VGx0AWECJp5pN5MOSnFpikgdTalLofNQH0l/tDu1dUpgPzlh34qokjCXqVFmjKyqV0WNtcSBZAPMJ5MeOaFlwkZ11U4h+ATQ6NGQmsQk7BYSmR2sM/6SsWFCxfYXKmYTMYc21hnNHI4m/gVjCg2gyJvZAktkS0cckc7brHuHoxGI7a2tnjve9/L8y++QFBlPp8TVCnL0ZFF12F891qff/89D72ukjQ+EnLhUmRhiW62fFspyFAhDksHKDDdRCjRnow65qGdl7d3wRUEPG3QTAPUfcGpxtARHRzlWnWiUSiLihAi995zH2trG7nHIfNI5cVhTOapztbDuSLVOAw9pCJKyvmvTtKMwe6/zm9WiRQEjk1KvICz65Tl/Vy4cJHpdEpoW5wrEFeBlb5a3TQeayKFg3MvPcddZ45z56ktjh3bZHN9QimBwqT7YzuXBnLzWJ4tmK9XDtUP+t4OOBKpa4xBXHJlR2XJHadP80N/7I/Rti2/8Znf7F2nug39fe5gJqkGNBhBJ4vP7J7reADuPvNAeqyKKwwvn3uuP4fdqWerEkbW0JGt3Io4/dtCQeq713j6L334hl8vLHhwUw86zOs0Bg2x+Fw9b32DxJgyL8NM0/BYcj3orW08IJw8cZrv+I4PMRmvYE1XyabPYBkRpOvnFkFJLoOqTT48afGVZZmmXZE+SjWfuyaXoyQwm8+Ztw3WFNx5Yo17T29R1y3nzp1jZ3ufvbpOaVFXEQK09ZxLl19hPpvyyMP38sD9d3Lq+DpVWeIkUFowmpHDaE5ikMxXR5dyxH0FMpPi4q500BDfWYO8wC1CzDv38ePH+dSnPsUf/IHv57nnnuOzn/scv/OVJ9nf30dV8wz5BcxkMat9UYFf1EgyXm5Qn/IaOXvfWU6OA3dslPzxJiQ45+CYtwJ08m2hIDcinUJcR/GigkeYBU0Bes7iaGYwybE00cQU+HZyJOFYWjxVNUKj8L5HH+Oxxx5DDJRVtg6S4gxjDE1olr5IZ0tUhZDJs43S93anHfwIHFhUZvWc2rfpteMxmjNwk8rw3rP3Ma89L5y/yvbOLld3p+xP58zqmlPHV7j37oc5eWKdU1sbaJxjtMUaIYbUjquqqNh+d+3ZB3tyiZiwXYsOkQRBGd7igUWJgDMGU1jUBwqb4pOyLHHAe9/7Xh588EEe/9BHeOrpp/nM557g+eef58UXX2Q2my1af/ts1mLjGqJ+O2sL4EyaflW3nnlh2G+UnXlL6x1SpoFDzljacPNNyDtIQZRAxAsgimgOHn3E42gkctAaZk3LuDTUB1OqyjJrm0HqNdDUDdWoyItAaVufgm61eSiN48Tp05w9+zCf/OQn2dxcZzweYV2CuotJ8YUPnsImnJURIQah8YFAzL3iQhRhowvoc1oTBvDzfF5GhclkNe2oPvWjCymUqmMkaGRlrKxO1tlcczz19Cs88MCd3H33HVSFZXXFUTFP7opGJAjGuKW5J1YEZwQ0ZFZC6aveHQOj+AQ8dJ1LlrNWYi1tR2A9yECpybgyY3BtIrlWFcblCsVWRfX+MQ+/+yx7e3u8+OKLfP7zn+eJJ55IU6ucg+hxYlEFX7cJxl/lYaDGAKn6LxopHTRashtGVK3lhUt7PHr3SUJsKBjCg95A3mRh8h2jIEPpW4t6kubc9HOITTxR83TcHel94/GYorSZWrPti39D4/zQQw/x2GOPcuzYsZwCzbubZC9eli1BJ23bZs4r7bFGXbZmqCDdAlu8f+FyeO974F/3ukBqvBqNRhjniDFw8sRxxmWVLIAIMQZk0CTW3YvD53oj3a5H1YkOH8dam7OILHpBZOHkpPmKJZPJhK1jJ7jzjrtZXVlHsFy8eJHd3V2ef/75VMcwyWlu24YYF+wx3eemcXTSf2dNEziYzfFeiVVCMtsjkiY3Q95xCmKGPzWPIQ5CXSvzusVnJkFUEgevSiZLSO+LMXJwME8deYXrF2/hCs6ePcsH3v9Bvvd7PsHKygrj0YiqLKlGZSag05xFkw56u1QV9m2LWLdI9YownU4XKNysLEuZMKAwrrcqC396sChjZG1tRFVVvPLMeb7y5S/x+z/6XVijGW4eD1WnWXr/UvZtwPooOb2tLAJy4LpjaL5vMkAUG5MohbpkRBonZ/Pwom7SVCD4hHerqorHH/8wjzzyKE3tefXVV3nhhRc4f+Eltq9d4cknn+TSpUtcvXqVtbW1pTkkURMFqmiCDLUhsrM7Z3vqOTlxWLXEEJeU+GbJO0dBVFLBoRu3pUC0qBbMamF3L80EUTVLrkz3BQ+Bny6BoAhty4kTJ/joRz/Kw2ffyyOPPJomxpYTjDGsrE6SBQGcM32FvOt1HwaxIQQ012Z6iKMxOF0E9d1z3c/OD5ds/Ri8bykNKkrr50jp+Jmf/t954rOf41N//sfZXNsizSORxLg4vF1HZOl6a0Xe9btMUve53etY9JBAdtHyzEHNJijExfFVNblbYtOU4ZhjMHGURYVkRYo+YCioSsfpU2e46867acMsE+Apzz77LJ/97Gf5nd/5HV5++eWejTGEkKZVaZ6IFSJX9pRzr+5zz+Ymo6LE+xmF+z1QEBEZAb8BVPn1P6+q/4MkSp+fBY4DXwT+rKo2IlIBPwN8CLgC/ElVff6mnbEaTDdjXCxBKnamyivbaT65syOCV5raYzSRRRtI6VJjKMcj7rjzNMePH+cj3/lhHn/8cU6cOAExEV2XRcX+3hRrLeOySuhVSz8ro9vZIsPcfooxXJGnKcXFTm6j9mwkItIrbfezKIrsZizPFFzqCoyKNp6ogX/1r36d7au7PPHEE/zID30S6xzTg31ElbIa925Z56L0t007jJb2i7xbTt57XNKKRSOrLNCxIVsIcemYISRAZd22ieM3j2cIeaMIKOIsRbRLsPYm95N0UBXnHGKTm2iM4cSJE3zwgx9ke3ubL3zhC/z8z/88zz33HCLCzt4+a6sbdNWcnWnghUsHfOCh00xiw8p4hdDObtoy6+RGLEgNfJ+q7ksikPuMiPx/wF8ikVf/rIj8HeDPAz+Zf26r6lkR+VPA3wD+5E09a021YGMsrcKFV7e5dHWXNkTamOKKEZqYNzITorWWe++5h8cff5x3P/JuTp48yZ133cHGxkbmz61wriD42H+pQ0sEi91/QdnTuTDcsHkf5vuH7znsDnWv7Z4br6ywv7/P9vY2VTXhySef5I/8oT/EynjEeDQhhkUra8dNNaxaH5ahS3W4xHbUuQ3dtyUQ4yDuWzzu4h25TuG7f9099nG5Ldg5x/Gtk3zsu7+HK5e3Cf5XOTg4wLp9qnLElauvsrG6Ru1Kdqct82CZxRZtAuPR74EF0XRX9vPDIv9T4PuAP5Of/2ngr5AU5JP5d4CfB/5nERF9XXTgDYhmajPpUr2GgyYwk4LtFs7ve9Y2t3jp/CWmTc1oNOLY8eO8733v47HHHuPYxgYPPfAAq+vrFGUOAE1Kw45GIzSkltpYKPW8TSyKvk6trmJwhc1FLI8xkrJqeR6HGUBNXuMeLsUW3aLq/Hnnrm8eOlyBrn3LL3/601TjFQ72p/zyr/wa/81//ZeZNy3Rt4yqVMTsjjlkU+wVh6zMumCmX1IEEvCv7TBSPRtjIp+jc1lFEnI6j1SIMVW10xAfk+e8GwpXISTlcM71BA/dZ3rvEU9ysaKmwL5wlCslMSo/+qM/xoc//BHOXbjA//tLv8xX/u2X2NrawiI0FFzcbtg+aDlxbIyhZtnJvDlyo9SjluRGnQX+F+AZ4Jqqdmc0JKi+C3gJQFW9iOyQ3LDLh47Zc/PeeazihiTPw44CXsGLYa9VXr62S6hW2Jyc4WMf/37uf/BBJpMJG8eOsXl8i1FREr1PmQ4rmML0AevQtQFlNpvhikTvGULnOiXKHe9bILMGWsNsVucv/LV1f7izdjvxUEGstahdpusZBuwp3aps7+zyL3/jN9mfzhBTcm13j7/79/43fvzHf5yRGyFicG7xmZ3/nu81HWxkoQ8ZdjKocXSSWnJdf2+8xsT7S66+q1LXdVrgthssCq4s+wDeOIfLwNEl6MogvjIqlKYkRpdilNy7U8eW8WgF7z0PPnCWe+97kAfOvocnfvPX+Re//CtM5w170yl7I8O0UYyrSKRxv0cKoqnc+UER2QT+b+A9b/eDdcDN+7571nvz8lpG0kjqsYtqURXq6DhgxOVp5Pv+vX+f8Yl72Fy7k/X1jX42oCvL5OOT2NkN4HVh0p2zg+xSS+sD1ajA+aQAdV0zm82wzuR4IRG3hRCJMTAep5x9iMm9OVx77IPeQ6nn60Yjy3LA22XWUqAcURGeeOIJnnrqKdbXj2FsST1v+Uf/+BdYP7bFj/zwD1Fak0gYZBkt213rQgG1b2YKhyyekiyLsa63QF4j+IXlkKx8MUaMS5zAImn8msnjHtL1AhK6ZN8SNVDnglknuRvS9JV23wbQ9H2hwsrEgTH4qHzyj/0wj3/oI+xc2+Uzn/1NXnjyC7xyeZf6zEmMiVip832PPdoCcnE0b67Im1OiN5XFUtVrIvLrwEeBTRFx2YoMCao78uqXJQ3d3iAF6699XMCTuGztIjWEcQ6VXM8ohLZuaKLDS8lcV7lSlxRrJ7nv7CNUK8eYNulmVmU5qNS2aXZHfrxSjHIhSikzlU+Td8M+HVsmxG/pLFoWzKcHuJU1ytEYjYmIoXCWVhuMM4SY/f1eQ4ZDNBO8PJIq1N6HfHkZdWkNahSfi4sKiLO0bfqyXZHgLRfPvcxsNsV7qGeRtfUtmhj5V5/9HJ/8oT/KvI2MC0PueEmzyu1iu8k9fCkYh0wxlF0ds8BlaTppQk6tpqKiJQRPV2qIQXFlunedGxeJ2DwzvUMkBBb1nM4/7pU2f1oaVR3zBN7Q98I0TZPcs+xTr6+s0XjPmbvuZetUzWTi+HI552D/HPt+jYMmsLViMdpSWcWREhKoQTNvspqIuDfHgnsjWayTQJuVYwz8ACnw/nXgR0iZrB8DfiG/5Rfz48/lv/+LN4o/hGwhFBLjn4ApmfsEzxDj2G8tMz/h2gy8ljTFBsfufZQzJ+8jFmPqaDPvq1kq0iE5d28zDKnL5mCWCnjWWqzL6ch8DkroMyy7u7uICKura31atyg7d8Eu3KEBu/zhOGL4s3ttlx1zxuXaTWA6nWIzhCPElvFkxC//6qc52J8TqDhz573ce/8DnDl9gqeeehJXOSZrY3Q67e/pa9VEOqjO0Nj1yYhuUdii3+1hEdcMXcMO3zhMYS9/zeG6zNzws3q3K8PC0vmaHCuZzPK4sIKlGLQomBhDEUoeevhdnL3jGBef/jLbl84hfoSxE1YLwVITY8O4IBVSYyK1EEDa68c2vJ7ciAW5A/jpHIcY4OdU9Z+JyNeAnxWR/xH4EokBnvzz/5A0WeoqaRzbG4pRiGqJ0aUGKC1o1VF7aEPkWljFjrcYnznB2uoGx04/yFQqtJjggyDOMq4KRlW5YPuLEetyqtF0AbXpaxshJpekLCvInYbOpq5EJLWVChZnA7FI8Ymqsr6+TlkWqKT8fdTY74hGBLGGKMsZpNfaI7qMTmpSSshkjUIbPbPZlLJyXDl/lWeeO8/GxhZrx87wwz/yJzC2YGN9hXe/5ywvXzjPuLqHcliXOORidT+XRpflRd7HKofOa6jQXYW/Ty7k9wxrNocTDVGzBWBIzhdz2NPNUUwjsq0xqPWEELHOoZHkbpFdpeCxYoi2SL0CAWRlgwcffZy9U3dgfc3++Wd5ZecCG1XJyEWCTiloENOCVSQINtxkBVHVf0uaKnX4+WdJo9UOPz8H/sM3cxKK4SCs4qOjjQUByzQUzKOjWt1iNJqwtnIXxcoxqskGiONatLhyzDzEFBw6w6iosEaWdq3DGc7OsvQKZBe5+m48WwfWS9ZIe7cr+IK6rtnd3aUoHePJ/9/eucXYkp13/fetVVV77+4+06fPOXM7jmcSZ8ZEIyIsbOwgQJFBSIYX88BDQIgQERxQHmKBELZ48BOvIJB4iQQ4wVEsQZCxIHbkGEJwBkdY8W0uGc8lMSaZM+cy5/Rld++9q2otHr61qlZV1+7LuUzvM/R3tNV9qmtX1aq1vvXd/9+ow3CpVEhRDaH1XFUxpyl8T1NZrNY3VI75omS2WFCMMrJihM0N//5zn8fVlv2DBR//63+Zp57+EV557Xt84APPsb3zNr/+5S/zC//gE93gIofd0zG+0UceaRgozofzze4fe6Kk18qyTEudvQcxuuC9gZ4FGdY/qcoZ28Y1ElbaO4soQ+nffRMYdN6T48HXmkrlvDZLMiNMBuNHn6KczdnafA/21v9l/+3vc2f3JqPSMrYHZLbCGk8hjvWsPM3SXI1IuvOGg3qsEsMVVD6jytbJNy6xdeUq47UN9swjlC7HZWtkNqcwlnlZMl6baGbpgO/eWtugaXTulxjKsW9en3GG3K5ZqKSbz+dUdcl4UnR8+nHiY5Odbqyke714v1T1SFU+IxlZpq7QF154AbGW2aLi4sWL3LhxgyxThPen3/teXv/eC5iBWEc/5uIZyIYmUf2a/3f/ljYkas8fdkt3jrn2/DSm1GEQ6PQsicHRlJGMBMcFUIXj80XJ+mSd6sBB5vGFoXKwefV95JOMvVsb3H7zVRZeGFFjnac2FVn+AI30B0VzZ7nhr/LI5Sd44upTFOMN9ipLbUZ4CqYBsUSKDGcySiw+uF+pFxqXMAZXqX++8cBUlcLMABJUg6peNPc1kmmr46rGh3QHESELxrtGxNG+Gt5Tu4ost1SVTtiN67e4fPkya2sFglBVJcZY7ZKcpJOnjFIURVO6m2WZxl6sU1AJJ8xnC1zt2dvb4+LFiyyqA7797W+ztvkYVVXx3Re+zZ/9Cz/J048+RVWXWDvh2ff9KNPplK3xWIOeWcZ8Pu8s6Ebdspb+ltEE76LdEppuRrVqsVgcsqOGMsvTRQ/gUVUpDSRGydTYSNLdnKqqoshHbbKlAUFhjaK9Fh0It7d3FB7JWyovHJQlhc3YfOz9XHnsGa6870+xff2PuHXtjyjnc9i/w5VJcSoUyJVgkGJtkyd+/C/hbc5tB25mqCSjWsTWzQ5rHTmaBo6r8U77/0koNnd1TeXbnbp5CdIGySAx0kVwdeJy9e1OPy9bMRwnPCYgGksINFqq0jGdTnUMwaVcVVUDrqZ13DTXjdeKu3/U/fdnC8pFpejq3lGMRxgjzBYLPvXpT4Mx3LlzndFknd95/rd54j2Pc2FzC+ueol4c8Pz/fJ6rj17h0o8/d0gy9SmmrYtIE+mO44xFXuC1AWh4h0VRNJK2+QwU72q6e2K3NF6k9lgbaY8esfA7nrpWBMzpdNqRMhKim2WtbeqamFJVscA3vd9dZtlfOPYPphRZRuZHmPWneeS9T+izLfax9TauLIH/cJKluRoMUnvDrVmBzXN8bpqaZ2M8mVH8QZ9ptycbXIi+Fm1XFnckHNZkZLntLMYoQSJgXBqQiwvJSEjdroPEkDT6K8Fnr+6WNHXCrulutD89CAybhURKlUI2IBLGe6X3jwu4LEtKV1FVNa7W8/b29phMxly5coVXXnmFK5cucWdvm8lGzu7+Lp/73GeZrG3w5OUrrI3HlNMpTz/xKB947k+QhVLYvj0SyRtVtWIroXTzIC5K2iAm6MKH1pZRNWggfSVvoY8AsoHMgjRtxXtPXaqd0iZ8trlqkUFr75mVc3LXZvR677FGv1d5Pce5GluMqOusecc+91BkGCC3l/Dzxxn18tSOopVgEBGBrEDyQvvO4BADufjgt68wuQHRNgFaMiq6ixlNMtTmMb6Z1LhIrI1ZuBxaOBJSIlztFUzaekQsQt0wSPS2+B74gmAaNPWY76ULe9KMyxij3paeHdLfUV0CPge6Y4/HE1566SUtIppkTBdTjBFsZhiNJoxGBQezfYrcsrm5yf/5g+83lX1HqRCpuzddJj5u6QPnp3ld8VzTBzTmsOcrIpYMn6e3M7mqYbEMwHut2Iw2T2Rgnxuonc6N91A7qsqoipzVwQOpUq6qa2rRvvDGGJzPFcWlsEFinTzraSUYxFjLxoU1KucwVminzuPDbu00IoIJ/fwEE9oaeGyI/OZ5u5CNtAgj+jNOskt2wviJ/nrdNcuqjTy7kNZtTd48r681Fdx4zX4dhWh9WZbsbm+ztbVFXhSUrgKjEKgSJttBE+l3YTKL8RoHsx2yLGM6nXLx4kWef/53+NXP/wo3b93AG8/cLZgtFhjJEVOxPsl49PIV1scT3nP1cf7H81+jFoO3mXaoMuDrOtyvTcIYm0w9aR5cUD9r6HjdQmJ+8E7p77JEZetSm8oiCIVpl9fSRdn0MbTUdRonMfjYy8RoQZhzTnGMvaqARej8G6PktQ9qWnjP0Q5s3N5A6eeU5ck9WSvBICKEnb5NR8iyrCkNRQQxtkl3QGgS76xoM0trLd4tQNo+eGmgqpEoWZbcVyenLEu0b7kKJEsb/EKEZepKn6J6c/PmTdbX1ynGY/JQQqq2jurkHXeRN5SLCms092k0GnHhkXV+62u/xc50j6Io2J/vk+cFmVhELLlkVLM5j21d4urVq/zw0z/Eb371K+zt7WFAm/KEzAALARExBAirmgzBWHV8uFpLetP38Y6SRGmucxmrRPuBTmst3rS1PodiLoBzmtqCCypk8Gd7B7WrcVWFqxy+esgkCLSi3AYwM2ttaPjSVsKlpAsesizHZlHFCthTtq3g843h3ortPkU3bfxONFuiahaj2n0yPbicLMsbFWG+mDGd7bO2cYHRaIS1GZqV000YFDGNcTubzdjc3OT69evcvn2bvb099vZOaRGKAAAWpUlEQVT3MTZsCKAxAOdZG024dPEiVy5d4srWJX70qad59eWX+eAHP4hBmFcVRREwvTzEWqLMGMQrZOpiNlPVJmwoYiQNS7yj1NgMvpvYmZYfx/Piz1Sd87TzGKVSVQY0lpBSX9e19pjvL6Yj6MGgbd0FpQu0Xz/Qp7i79M+NQb/Uvdk3yoeumZbEps+TTkpbarr8Eyc3NW4PDg4aN+myHTrq31GCvPHGG1y7do3bt28zHo87btboQIjfie7iK1eu8PLLL+NDaWrnvYhmNZlQTVhVlZbKxvhG8m7OkvpSo+NhG5AoWdAc0jlP5zgdT3QZp4Hdk9BKMEg/2JYupr5qkwaa8jwnz7NQT6FGWKw7iOem94BW/Yo/+4zlvbZjFq9NNOMnt+bQJ36v//2qqphMJmxtbTE7mLN9Z4f5bNEu0eDpajxexoBz5Mays7PDl770Ja5du9bEIsaTdaxYjGTkxlLYnPXJhL3tXfa2dynyMT/2/h/jv3zxv7K7O2UxrxgVk6DOhQ8G4xW8bb5/wHxfq+9ya8mMUSgfEkn1DlNjJ/RUqP5mmM5ZugmkG1x6LGWsdO5PSivBIIgEz824iSek0sRaS56puhBf0tbWRdbWJozGBTYz5IV6nNSYqzFGKAqt7VIgMsgy20SFDwW1eoGsdELiTnVIyhivGLw22C6ZMBrnjCcFxuo1t7a2GI1G3Lp1ixs3bjTI8O3QNev0ytYlNjc3+d7Lv8+LL77I/sGB9jcJgAw2yzCZBZOBNZgsx2QZtfdsb28znkx47bXX+MIXvkA2Ktg92Gc6n5GNR8zKBaPRiNu3bzOdTjspNtZaMKb7LgamqBMDGXhvp/EM9a/bXQot+rvahod3/JQRUnuzGU/vvJTpxpMRo/HJOmHBitggAm0+U92tZYiLUlFFtLVynucKVJarPu2roLcuu35PzTqOstDKwIXGG76KKSn6tBHOQJKCpEgpk2msIWM0LtQmmU6ZzQ/Y3NxkNNIiMTFweWtLU0mmu/zgBz/g2rVrzeRXAceqNsGrJoITw0FZ8vbOLrX/Y8q6xohnNB7z5d/4DX7mZ38WM9KN5ub2HS5tXuT1N95gVBRUtWPzwoXgGaTT1+M0kqM/5qNUyNNcZ0jq9+0PaHstQlv01gQ+g9u8rqvGvhMRdXRkp5MJK8EgcHjh9u2HNq5hm/oO/aKmK0Tk2WXXPqknClAEDaduZXV7SlBVwkQBGsJvKxFbT1k6Hu0C5b2nKHLKMmd3d1c71dpWQhpjqMqS2WzGzs7OoZRwjMGFMqDgpMHhmZcle/v7XL91k8wIRixv37qtaf825872Luvr63z3xZdYC1Irz3O8CHWMM8T3K+3rG3qLQ/PTecb7QP1rpvdMbQzo4gIMnZ9KtVQTOKr6c4hWQsWKxmae5406E4+ntkmWZW0Nue+WrhqDLtreJ6pAYnwTCV9myEXSlxsCWcYiIWNVDeTwoRs17huXmhKuqSmemvWNCRsX1pisjahdSVUvmih7HI+IsL293S4C7ylC8ZcYgzfBIhJhUTpub9/hj6+/xR98//u88Yd/yP58xp3dHaYHB0hmcUb42tf/F3/v536ORVVhrMVkhUqMwByVq7UojfYzRDGRMn7Kskzc1/cO+ZnaIOmC7ztO4ruNzonULul4tcK6yPOc0WikGkeWkWXmVFJkJSSIMWqoeu/JRFNNSgzGe3zlEG8oMmGUWUbGIqG0tAhRdOed9ukLmFjWWs1uDYEuTVAxGPGYUEoLdDJ5U1q4kB5ihVoi5GbWdIkFZbiMw56v+FPVISiDi7F0FSa3bGxeoC5L8swwLjKsOGYH2xxMD5hP51iTa+KiCCKWzI1BclxFkJ4jEEvpDTt7scRWKyTLfINslPP66z/g2fc/w0/9zb/FbLFg5mp2Z/tsXtigdo4sH+G8x4jBGttGq8PY6iRDIDod+mqqtcMby1H/j8eGJHrqLBmieLf4jTzPqZzm4EmI97iYl4XDi0esIzNZUxasz29PxdArwSCAZuZ60UE7p8Gu+BK9ITMqQbJcjbHMKHCNhBeuPfVMIkKl+emTAp3URgAa+yalQ+5BkUaliurUkJck9cJFMiGoWWQZ3lpya6kzw1qRkxkbXLARCT5myrZGZZ4ViBlRSciPMhlWxZK+HwiKl5CPJ+zu7vHJT/5DptNdKnEUk5GCXMTGpr0akaHFkoXa8gdJ92K3QJBoibTRMVaNVIuu7iwEgONHo/MPmQSBYIzTddXR0y+HVCMZ+NsQpeJ3KA4ydO7Q//s76dB1D+2MIhDjF6JpMzakwsjQPTAd1SE+Y9+V2XkviEbvjeW1V19n48I6GxcvYMQyn8+ZzWYsZjOKtUlnBx/a5cUMu9jvB93PWMtR10pdv8etjaNoRRgkDqAdWFnOsXkAlhZHbJIJrbfDmASEzHh81cKNNldOJEQ8HlWHeG6fQdLo7ZDhmEqQvretrzpoc0zTeFgsovUr0ATofLJYhYjCCCLaRaoqF+BzzdHEtaUm6cSLp6pLbt14m8loxGy6z6XHLjOdHrB/sM/u9j5y1WJN1jxjGrHuO0SGvEmdGbvLhZ7eY5kEGTx2xHXSUuBoz9r4vqXFKIAAlnEKWhEGUfLet14prykbNnRDyvIujGU8X2IkG6hCdHnwugmlLzdd5Onfj9o9+4wQmaWvqxsRcB5r1K5y3pOHoJxNWhPMg52iuUOaIOmNoM15ajAeV4MihTh19bquwwG8okrmhjwba7bv3gF7e3uMJwW7O3tsrF8gy7peoDj+bip73QHZXkXy3jeg2tGV661pVG4RaQDsbMr8pxzOvWDzfhb4SWA7nPp3vPffEn2Sfwn8VWA/HP+9o+8BfVCpLLdNy66iKNSNmQYPjWl24vCcjTRJJUOKBxt3rLiQI8PVPcZKF14qQdJouXMOJzTgyhHlvBNQ9J7MmMYzZBpp1ZVycUHu7GhU3EhGWR8AwqJegOR48ThnQ0Je8lzUrXHtFooCGYzRspo3KJL7e3vk1iLi2wXlfSfNHGiKx/rq4r0yytD3+4HXeF46H/H+2ZDx3rf3oMn+zoLkiFI6XtuYwzbnUXQv2LwA/9h7/x975/8V4Nnw+QgKR/qREz9RdNGi3q1U/TluktIoOBy2O5ZJl/7xQ3EIDhvg6T36dklHykkwoWU4Qg2BQSqHq2lUoOb6OLyv8NqSVO9BkvGKSxikQrxQR4XEKOJhVL+qqiQT05QE9Md/nNS8W1qmRkUJlj7L0PeWecOGyCKYYO81OWbxfnfx7PeCzbuMPg78cvje10Xkoog86b1/85g70dc0Y1mqCdKib3j1qf+y+37xvnoWaYih+ucMGbTp9aKq0r9W08UpGaVLjpsA6abNYSr1WpGCI7iwU3ZxEPvjq3GhV7vB+XYnNoVi9k53d1rpmdgw/XGoHbQ84Nr+PH7R9qVy/9z+fY+KfzTn0NpIKcI+KHRUzEy2ca30nkc4HbOfyN8lIlZEvgVcB77ivf/d8Kd/JiLfEZF/Idr2ABJs3kApbm96zU+IyDdE5Bu33o7Ai0m2ZpYmoCVp74mB3Kf40lOPT3/n758f9e++kdpnrn7uVhhD5/ch5hUJ3rjwiQVMaWCusVmMYX19vfu84oNUrfFUeCqcL9U2ST4aa/dgasQ6MAp6NxnlWPHcevsGxrQSJ31P8TlPIkFOK0mWSdf4M4VZ7X+na2MppfPRwpx2o+Zp8ujQNe47g3jva+/9B1CI0Q+LyJ8EPo1i9P4Z4BLwT058V73mL3rvP+S9/9DlS5fJTQbealMcMsQUUHus94zEa/ktjkIMhRjEBSzckBHra6OVdAjjvMAiFDbT85KXpLUigrEeYz02A+dLDKH+XaB2wqIWSifUTpgvambzSgOOToOZ2hUspFDbUIeSmdDBSUuGxYAPTgeDokda48mM1cpJ8SzqiloKSqfVgLbIeWTzApNRDr4OCCkKz2nxGK8/fVUirgaveViZbe2x0vumRtvVFUWe8eobr3HgyiaCXvcWlUoOVFppX9xmDCb0Zozq2kn7/PU3nCG0yf5mln4nZYDaaeeqGOvwXmNgWmuuGMExK9mmDCBtEERE53cgxrmUTpVq4r2/g0KOfsx7/6ZXmgP/jhZELmLzRkpxe4+4eICbFAVRkNDi1/hurCN5lqEH7BjjfZHd2ZmTVHDBKja4c5R1TeW0bXLtFdXR1SfX0/sf3z/m6doA0rpctW5akwyjylXXNXFdptSkbovRlnA992WUTFVVUc7nWlMy8HwicmgnHtrpz5pSzWFIe4jn3G86lkFE5FFRVHekxeb9fRF5MhwT4K8BL4SvfBH426L0E8D28fbH4ThDcv+lNsfQRA79HFKfhmyQIbF9v7w4R43Xe9+BAY2lu0O2U6SjbLFIMUM6BcmLNKS2DKk5/XPvN/Xf9bINaEidGqL7/az3gs3730SBrQX4FvD3w/m/jrp4X0PdvD9z3A3SIcWJr13AWBKHSNYaliZ4hFwULeH/vk0jqUIqdFOpJ21QLzWk+4wRdeG6dogJLkGvcYw2BjPMyOn1+mOT9oTWNZmoGC6gqGBDKn+SvKgG+OEFcRJXZYPy6LWcV9+R/q3vQUrH06/OOyk9SEaK0ENHbVhDbuN7pXvB5v2LS873wM+f+knENTo9HsS3bjlliuUSJN1ljTEwENcIz0a6wL3XgFwdoHdq70KGqyMLzTpFhMxmbcaoG97RT0ONvp88WzQuvQlwQ8ZovckAdCrQiRU076HHSHGMRpLeiAl6STy2DLy6L3kfBA1dd9lcpz8HvxcytpMvDdzwdHO3EpH06LrTCY1eFi2hzfO27jjqoNCmi6QvKgYJo9GZ51rXUbr6UC5TpHIRUPmcYxYwdfN8RETwS9NSyrJklNuOFDqORKQjQSIoWwQ/a5LrrPZn2NjYYO3CBvP5nMnamGoxG8xBH8p6bRZR+H+/bv3atWs8cflK+y4YdoEfa+sdMdbT0tC94vPE6s/UnoyUznX6nZSRljHfaZ5zJepBgsjQfhy0u3yHBmo9Dn36XxkSw344vhHVGE9XMsXr9L0td0vL9PqU+YuiUARE0ZT506ZHpNdMc8V2d3cPpev0F9WqGOV96i/2Ycb1x3xOTyvCIK1bD4YM7MOR8KEX1Pdu9CWG6v6mAYp2tWLDVg495g1eujtzVEGWSaC7oUOqkbRpMl7aVmZpq4S7oShlIqD1W2+9dSj2MZTxOvR5Jyl1lqQq6FChVHRqZPnJgO1OSyvFIH0vSvoChrwufVq2G/Y9WPF351xTf1I7p/29RZpmknES+oGpe1k0/UXXXCdZrJPJpFOzcrfkvW9qO+7cucM3v/nNJobQV0360nFIyrxTTLTMyzh0rwfNxCthg0TGzowocrv35EVOERETAYleG1EdO+bbpMX7YoMoDdnAZUyrcG3E3BOkh3MsFhWIorx7B9YbjSdkgHisaAMeEQ1G5Vawpi3Kis9wFKU10CY8vKudBq4w2puv8qFkuCbPhK2NR8ilYLZ/wKhAvVx0ASKGvFi+p4u50L7BVQrsfe3Nt9S2CfjBea4NgfqM2FcvT+JWTdW5ZecMHfPpV2LyAIo+aRJpLmY4ttXcUxxGjSq9tiNJmdEEUU3sOR2tBoMEEtHiIg+dFOX078dTtEeW+NN7/9dgpAQbJNact+7c9uYB7lkO54wdRceLaBPKXevGBRyLx0xgRhF/6MGH30XXSI8LKi6mxWLRwA6lkuP4676zNKwdpL8PSIyhOQPaGbg7ZWk1GCQZcFSnUgA4aHeD4yYwVaG87/4fwDf/QuCJVJSHxWT0jpHuNi5wUooLOabNF6HfuBrU0XFx99eNKDA3b95ke3ubixcvNmNKMadOO7a79Xad5rrtseV/e5C0GgxCuwg7HWrp7oKRlr2kLnO0DBJ/T0Vy7Fbko87mIwMotH+rB0cd9+h7L/ubGwry0dyy8ZqlY5hMJi3AnTiGbPSTSJB4Xp7nlGXJ7du3uXnzJs8880zzLobe60mW+n1jjk4Ojf5uB1BH+gHCQQnyAGI1K2GkD3lTlpV8HrVAj0tFUIlR94z14DkbKmPt3fPw5LgTfE5G6X2jkR7/n+f58RdYMt4oiRaLBYvFgrfeeqtTJHUvzoYHRSdNP3knaCUYJHqJ0hcSU0OOKv+M5/UDSqkrs5/TVBQFiCP2QAeFzfdeu6pWdXmkz70v2Y5KfYAm2Tjkx3owglgT4E7aMVVV1aiVGxsaKIzVihG8etmCSTeV9D2ur6837ybmd0WvYKy2TFWs0y7G4x0Ux3u6hsY0xCAniUOluM33C5VlZVSsJhWilyuVumiHqG9jxN/73o4opdJMWhEFdisX2lAidpyK9zSdyR14Zl8r+iICvqvPt+M67LJMJ77ueYs6hrTUzGcl4/E6rup7qJYHRuPP/f19iqLAOcfOzg6f+cxn+HMf+TDT6RRjDKM8ZzabDcaP+tdcRqdVOfvk/OGus0NznckxS3WpU+feJN1KMEizs9PaIIe8LEvaOacUU8Sjt9PVNODM0ZaocaHfYKgvF8G7UnOy6pq6bmMEVrR+JM8y8N12Yt7XjUPhqF0tz7uZuTGFXa/hqSoXzstxtapTTWIhno2NDbx3VFV3/EOSK1YSuvDu9va0AU9hM9bX1/noRz+K1Jrasra2hgEODg6adx8pJgaeVLWNf78bVeikrQiO7UwrjjxISVD3sY6jpySdUjVcCQYxxjCZTDq2yCEonmpx6HvxZUQVLBqjLmLlOvWGaaRar1fjmvwnXYQhyxfTZPPGNtBWhCzTYpzFfJ/cWKyNC8Ep2B2tlBqaRAlNdeL9cujkENWVp6xgsuFwtVBM1nnq6R+irGaMJjmjAvb398jtuHPdQZDnBkuYxhO4WCyo5gvG4zFPPvkE5cGBtse2CloX3zu0e22VJDQeRX2JdRQAX3/OmnPMYaYavK8/xhoQR2bboC4+zse9MYicpQHUPITILvDKWT/HA6YrwM2zfogHTA/TGJ/23j963EkrIUGAV7z3Hzrrh3iQJCLfOB/jw0cr4cU6p3NaVTpnkHM6pyNoVRjkF8/6Ad4BOh/jQ0grYaSf0zmtKq2KBDmnc1pJOnMGEZGPicgrIvKaiHzqrJ/nbklE/q2IXBeRF5Jjl0TkKyLyavi5FY6LiPyrMObviMifPrsnPxmJyHtF5L+LyEsi8qKI/EI4/q4Z4xCdKYOIQgn9axTw+jngb4jIc2f5TPdAnwU+1jv2KeCr3vtnga+G/0MX4PsTKMD3qlMF/CPv/XPATwA/H+bq3TTGQ3TWEuTDwGve+ze89wvg8yj49UNH3vvfBt7uHf448Evh919CAfbi8V/2Sl8HLkoA4ltV8oqk+Xvh913gZRRz+V0zxiE6awY5EdD1Q0yP+xZV8hrwePj9oR63iPwwipX2u7xLxxjprBnk/xvy6i586F2GIrIB/BrwSe/9Tvq3d8sYUzprBrk7oOuHh96SFsP4SbR9BDyk4xZtoPRrwK947/9TOPyuGmOfzppB/jfwrIj8iIgUwE+h4NfvFvoi8NPh958G/nNy/NQA32dJoim2/wZ42Xv/z5M/vWvGOEhD1Vvv5AcFuv4e8DrwT8/6ee5hHL8KvAmUqL79d4HLqGfnVeA3gUvhXEG9d68D3wU+dNbPf4Lx/XlUffoOClb+rTB375oxDn3OI+nndE5H0FmrWOd0TitN5wxyTud0BJ0zyDmd0xF0ziDndE5H0DmDnNM5HUHnDHJO53QEnTPIOZ3TEXTOIOd0TkfQ/wPCbNJZ2ZwACgAAAABJRU5ErkJggg==\n","text/plain": ["<Figure size 432x288 with 1 Axes>"]},"metadata": {"needs_background": "light"},"output_type": "display_data"}],"source": ["# img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\r\n","# cv2.imwrite('5.jpg',img,[int(cv2.IMWRITE_JPEG_QUALITY),100])\r\n","plt.imshow(img)\r\n","plt.show()"]},{"cell_type": "code","execution_count": null,"id": "88ef9520-a70a-402c-9d1f-7b92a17a0212","metadata": {"scrolled": true},"outputs": [],"source": []}],"metadata": {"kernelspec": {"display_name": "Python 3","language": "python","name": "py35-paddle1.2.0"},"language_info": {"codemirror_mode": {"name": "ipython","version": 3},"file_extension": ".py","mimetype": "text/x-python","name": "python","nbconvert_exporter": "python","pygments_lexer": "ipython3","version": "3.7.4"}},"nbformat": 4,"nbformat_minor": 5
}


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