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b/EDA.ipynb |
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{ |
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"cells": [ |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"# Exploratory Data Analysis\n", |
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" *Disclaim: We're using the data from BraTS Challenge 2019* <br>\n", |
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" [Full description of the data here](https://www.med.upenn.edu/cbica/brats2019/data.html)\n", |
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" \n", |
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"## Overview\n", |
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"* Read into the NIfTI images and show an image overlaid with mask (per modality)<br>\n", |
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"**Folder Tree**:\n", |
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"<pre><code>root<br> |---HGG<br> |--- <BraTS_2019_subject_ID><br> |---<BraTS_2019_subject_ID>_flair.nii.gz<br> |---<BraTS_2019_subject_ID>_seg.nii.gz<br> |---<BraTS_2019_subject_ID>_t1.nii.gz<br> |---<BraTS_2019_subject_ID>_t1ce.nii.gz<br> |---<BraTS_2019_subject_ID>_t2.nii.gz<br> |---LGG<br> |--- <BraTS_2019_subject_ID><br> |---<BraTS_2019_subject_ID>_flair.nii.gz<br> |---<BraTS_2019_subject_ID>_seg.nii.gz<br> |---<BraTS_2019_subject_ID>_t1.nii.gz<br> |---<BraTS_2019_subject_ID>_t1ce.nii.gz<br> |---<BraTS_2019_subject_ID>_t2.nii.gz<br> |---name_mapping.csv<br> |---survival_data.csv \n", |
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"</code></pre>\n", |
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"\n", |
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" where <BraTS_2019_subject_ID> contains 260 subjects diagnosed with HGG, 77 subjects with LGG\n", |
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" \n", |
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"\n", |
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"* Do a statstical analysis on those converted images and compare different modalities\n", |
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" * Draw a histogram of the intensities of the pixels of the images\n", |
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" * Get a statistical description(median, std, ...)\n", |
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"* Bias-field Correction" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"## Setup" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 1, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"import ants\n", |
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"import numpy as np\n", |
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"import os\n", |
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"import matplotlib\n", |
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"import matplotlib.pyplot as plt" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"## Read into the NIfTI images" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": null, |
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"metadata": { |
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"scrolled": true |
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}, |
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"outputs": [], |
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"source": [ |
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"fp_list = [os.path.join(r,f[i]) for r,d,f in os.walk(\"/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training\") if d==[] \n", |
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" for i in range(len(f))]\n", |
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"\n", |
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"fp_list = sorted(fp_list)\n", |
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"fp_list" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"## Split the filepaths (training, mask)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 4, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# TODO: optimize the code \n", |
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"fp_list_sep = []\n", |
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"fp_imgs_temp = []\n", |
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"fp_mask_temp = 0\n", |
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"for i in range(len(fp_list)):\n", |
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" try:\n", |
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" if fp_list[i].split(\"/\")[-2] == fp_list[i+1].split(\"/\")[-2]:\n", |
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" if fp_list[i].split(\"_\")[-1].split(\".\")[0] in [\"flair\",\"t1\",\"t1ce\",\"t2\"]:\n", |
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" fp_imgs_temp.append(fp_list[i])\n", |
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" if fp_list[i].split(\"_\")[-1].split(\".\")[0] == \"seg\":\n", |
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" fp_mask_temp = fp_list[i]\n", |
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" else : \n", |
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" fp_imgs_temp.append(fp_list[i])\n", |
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" fp_list_sep.append((fp_imgs_temp, fp_mask_temp))\n", |
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" fp_imgs_temp = []\n", |
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" \n", |
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" except IndexError as e: pass" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 5, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"(['/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training/HGG/BraTS19_2013_10_1/BraTS19_2013_10_1_flair.nii.gz',\n", |
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" '/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training/HGG/BraTS19_2013_10_1/BraTS19_2013_10_1_t1.nii.gz',\n", |
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" '/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training/HGG/BraTS19_2013_10_1/BraTS19_2013_10_1_t1ce.nii.gz',\n", |
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" '/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training/HGG/BraTS19_2013_10_1/BraTS19_2013_10_1_t2.nii.gz'],\n", |
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" '/Users/young/Downloads/MICCAI_BraTS_2019_Data_Training/HGG/BraTS19_2013_10_1/BraTS19_2013_10_1_seg.nii.gz')" |
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] |
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}, |
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"execution_count": 5, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"fp_list_sep[0]" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"## Create an image generator" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 6, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"<generator object <genexpr> at 0x153c83d00>" |
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] |
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}, |
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"execution_count": 6, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"fp_list_sep_gen = (([ants.image_read(fp) for fp in fp_list_sep[i][0]], ants.image_read(fp_list_sep[i][1])) for i in range(len(fp_list_sep)))\n", |
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"fp_list_sep_gen" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 7, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"imgs, mask = next(fp_list_sep_gen)" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"*__Note__: normally different sequences may have different resolutions. <br> Here we see that the provided dataset has apparently been already rescaled to the same size.*" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 8, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"[ANTsImage (RAI)\n", |
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" \t Pixel Type : float (float32)\n", |
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" \t Components : 1\n", |
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" \t Dimensions : (240, 240, 155)\n", |
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" \t Spacing : (1.0, 1.0, 1.0)\n", |
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" \t Origin : (0.0, -239.0, 0.0)\n", |
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" \t Direction : [1. 0. 0. 0. 1. 0. 0. 0. 1.],\n", |
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" ANTsImage (RAI)\n", |
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" \t Pixel Type : float (float32)\n", |
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" \t Components : 1\n", |
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" \t Dimensions : (240, 240, 155)\n", |
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" \t Spacing : (1.0, 1.0, 1.0)\n", |
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" \t Origin : (0.0, -239.0, 0.0)\n", |
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" \t Direction : [1. 0. 0. 0. 1. 0. 0. 0. 1.],\n", |
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" ANTsImage (RAI)\n", |
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" \t Pixel Type : float (float32)\n", |
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" \t Components : 1\n", |
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" \t Dimensions : (240, 240, 155)\n", |
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" \t Spacing : (1.0, 1.0, 1.0)\n", |
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" \t Origin : (0.0, -239.0, 0.0)\n", |
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" \t Direction : [1. 0. 0. 0. 1. 0. 0. 0. 1.],\n", |
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" ANTsImage (RAI)\n", |
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" \t Pixel Type : float (float32)\n", |
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" \t Components : 1\n", |
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" \t Dimensions : (240, 240, 155)\n", |
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" \t Spacing : (1.0, 1.0, 1.0)\n", |
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" \t Origin : (0.0, -239.0, 0.0)\n", |
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" \t Direction : [1. 0. 0. 0. 1. 0. 0. 0. 1.]]" |
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] |
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}, |
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"execution_count": 8, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"imgs" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 258, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"ANTsImage (RAI)\n", |
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"\t Pixel Type : float (float32)\n", |
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"\t Components : 1\n", |
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"\t Dimensions : (240, 240, 155)\n", |
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"\t Spacing : (1.0, 1.0, 1.0)\n", |
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"\t Origin : (0.0, -239.0, 0.0)\n", |
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"\t Direction : [1. 0. 0. 0. 1. 0. 0. 0. 1.]" |
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] |
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}, |
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"execution_count": 258, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"mask" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"### Plot ANTsImage object(3D) as slices of an image" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 259, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"image/png": 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\n", |
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"text/plain": [ |
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257 |
"<Figure size 743.226x600 with 12 Axes>" |
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258 |
] |
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259 |
}, |
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260 |
"metadata": {}, |
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"output_type": "display_data" |
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262 |
} |
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263 |
], |
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"source": [ |
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"ants.plot(imgs[0], overlay=mask) # 0: flair, 1: t1, 2: t1_ce, 3:t2" |
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266 |
] |
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267 |
}, |
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{ |
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269 |
"cell_type": "markdown", |
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"metadata": {}, |
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271 |
"source": [ |
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272 |
"## Do a statistical analysis on ANTsImage objects\n", |
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273 |
"### Median" |
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274 |
] |
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275 |
}, |
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276 |
{ |
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277 |
"cell_type": "code", |
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278 |
"execution_count": 260, |
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279 |
"metadata": {}, |
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280 |
"outputs": [ |
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|
281 |
{ |
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282 |
"data": { |
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283 |
"text/plain": [ |
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|
284 |
"([0.0, 0.0, 0.0, 0.0], 0.0)" |
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285 |
] |
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286 |
}, |
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287 |
"execution_count": 260, |
|
|
288 |
"metadata": {}, |
|
|
289 |
"output_type": "execute_result" |
|
|
290 |
} |
|
|
291 |
], |
|
|
292 |
"source": [ |
|
|
293 |
"[imgs[i].median() for i in range(len(imgs))], mask.median()" |
|
|
294 |
] |
|
|
295 |
}, |
|
|
296 |
{ |
|
|
297 |
"cell_type": "markdown", |
|
|
298 |
"metadata": {}, |
|
|
299 |
"source": [ |
|
|
300 |
"### Standard Deviation" |
|
|
301 |
] |
|
|
302 |
}, |
|
|
303 |
{ |
|
|
304 |
"cell_type": "code", |
|
|
305 |
"execution_count": 261, |
|
|
306 |
"metadata": {}, |
|
|
307 |
"outputs": [ |
|
|
308 |
{ |
|
|
309 |
"data": { |
|
|
310 |
"text/plain": [ |
|
|
311 |
"([146.77853, 146.6394, 195.37692, 185.86969], 0.28704822)" |
|
|
312 |
] |
|
|
313 |
}, |
|
|
314 |
"execution_count": 261, |
|
|
315 |
"metadata": {}, |
|
|
316 |
"output_type": "execute_result" |
|
|
317 |
} |
|
|
318 |
], |
|
|
319 |
"source": [ |
|
|
320 |
"[imgs[i].std() for i in range(len(imgs))], mask.std()" |
|
|
321 |
] |
|
|
322 |
}, |
|
|
323 |
{ |
|
|
324 |
"cell_type": "markdown", |
|
|
325 |
"metadata": {}, |
|
|
326 |
"source": [ |
|
|
327 |
"### Draw a historam of the pixel intensities\n", |
|
|
328 |
"#### Flair without zero values" |
|
|
329 |
] |
|
|
330 |
}, |
|
|
331 |
{ |
|
|
332 |
"cell_type": "code", |
|
|
333 |
"execution_count": 20, |
|
|
334 |
"metadata": {}, |
|
|
335 |
"outputs": [ |
|
|
336 |
{ |
|
|
337 |
"data": { |
|
|
338 |
"text/plain": [ |
|
|
339 |
"(8928000,)" |
|
|
340 |
] |
|
|
341 |
}, |
|
|
342 |
"execution_count": 20, |
|
|
343 |
"metadata": {}, |
|
|
344 |
"output_type": "execute_result" |
|
|
345 |
} |
|
|
346 |
], |
|
|
347 |
"source": [ |
|
|
348 |
"flair = imgs[0]\n", |
|
|
349 |
"flair.flatten().shape" |
|
|
350 |
] |
|
|
351 |
}, |
|
|
352 |
{ |
|
|
353 |
"cell_type": "code", |
|
|
354 |
"execution_count": 22, |
|
|
355 |
"metadata": {}, |
|
|
356 |
"outputs": [ |
|
|
357 |
{ |
|
|
358 |
"data": { |
|
|
359 |
"text/plain": [ |
|
|
360 |
"(1487565,)" |
|
|
361 |
] |
|
|
362 |
}, |
|
|
363 |
"execution_count": 22, |
|
|
364 |
"metadata": {}, |
|
|
365 |
"output_type": "execute_result" |
|
|
366 |
} |
|
|
367 |
], |
|
|
368 |
"source": [ |
|
|
369 |
"flair_no_zero = (imgs[0].flatten()[imgs[0].flatten()!=0])\n", |
|
|
370 |
"flair_no_zero.shape" |
|
|
371 |
] |
|
|
372 |
}, |
|
|
373 |
{ |
|
|
374 |
"cell_type": "code", |
|
|
375 |
"execution_count": 23, |
|
|
376 |
"metadata": {}, |
|
|
377 |
"outputs": [ |
|
|
378 |
{ |
|
|
379 |
"name": "stdout", |
|
|
380 |
"output_type": "stream", |
|
|
381 |
"text": [ |
|
|
382 |
"Non-zero pixel ratio of FLAIR image tensor: 0.1666\n" |
|
|
383 |
] |
|
|
384 |
} |
|
|
385 |
], |
|
|
386 |
"source": [ |
|
|
387 |
"print(\"Non-zero pixel ratio of FLAIR image tensor: %.4f\" % (flair_no_zero.shape[0] / flair.flatten().shape[0]))" |
|
|
388 |
] |
|
|
389 |
}, |
|
|
390 |
{ |
|
|
391 |
"cell_type": "markdown", |
|
|
392 |
"metadata": {}, |
|
|
393 |
"source": [ |
|
|
394 |
"#### T1 without zero values" |
|
|
395 |
] |
|
|
396 |
}, |
|
|
397 |
{ |
|
|
398 |
"cell_type": "code", |
|
|
399 |
"execution_count": 24, |
|
|
400 |
"metadata": {}, |
|
|
401 |
"outputs": [ |
|
|
402 |
{ |
|
|
403 |
"data": { |
|
|
404 |
"text/plain": [ |
|
|
405 |
"(8928000,)" |
|
|
406 |
] |
|
|
407 |
}, |
|
|
408 |
"execution_count": 24, |
|
|
409 |
"metadata": {}, |
|
|
410 |
"output_type": "execute_result" |
|
|
411 |
} |
|
|
412 |
], |
|
|
413 |
"source": [ |
|
|
414 |
"t1 = imgs[1]\n", |
|
|
415 |
"t1.flatten().shape" |
|
|
416 |
] |
|
|
417 |
}, |
|
|
418 |
{ |
|
|
419 |
"cell_type": "code", |
|
|
420 |
"execution_count": 25, |
|
|
421 |
"metadata": {}, |
|
|
422 |
"outputs": [ |
|
|
423 |
{ |
|
|
424 |
"data": { |
|
|
425 |
"text/plain": [ |
|
|
426 |
"(1488885,)" |
|
|
427 |
] |
|
|
428 |
}, |
|
|
429 |
"execution_count": 25, |
|
|
430 |
"metadata": {}, |
|
|
431 |
"output_type": "execute_result" |
|
|
432 |
} |
|
|
433 |
], |
|
|
434 |
"source": [ |
|
|
435 |
"t1_no_zero = (imgs[1].flatten()[imgs[1].flatten()!=0])\n", |
|
|
436 |
"t1_no_zero.shape" |
|
|
437 |
] |
|
|
438 |
}, |
|
|
439 |
{ |
|
|
440 |
"cell_type": "code", |
|
|
441 |
"execution_count": 26, |
|
|
442 |
"metadata": {}, |
|
|
443 |
"outputs": [ |
|
|
444 |
{ |
|
|
445 |
"name": "stdout", |
|
|
446 |
"output_type": "stream", |
|
|
447 |
"text": [ |
|
|
448 |
"Non-zero pixel ratio of FLAIR image tensor: 0.1668\n" |
|
|
449 |
] |
|
|
450 |
} |
|
|
451 |
], |
|
|
452 |
"source": [ |
|
|
453 |
"print(\"Non-zero pixel ratio of FLAIR image tensor: %.4f\" % (t1_no_zero.shape[0] / t1.flatten().shape[0]))" |
|
|
454 |
] |
|
|
455 |
}, |
|
|
456 |
{ |
|
|
457 |
"cell_type": "markdown", |
|
|
458 |
"metadata": {}, |
|
|
459 |
"source": [ |
|
|
460 |
"#### T1_CE without zero values" |
|
|
461 |
] |
|
|
462 |
}, |
|
|
463 |
{ |
|
|
464 |
"cell_type": "code", |
|
|
465 |
"execution_count": 30, |
|
|
466 |
"metadata": {}, |
|
|
467 |
"outputs": [ |
|
|
468 |
{ |
|
|
469 |
"data": { |
|
|
470 |
"text/plain": [ |
|
|
471 |
"(8928000,)" |
|
|
472 |
] |
|
|
473 |
}, |
|
|
474 |
"execution_count": 30, |
|
|
475 |
"metadata": {}, |
|
|
476 |
"output_type": "execute_result" |
|
|
477 |
} |
|
|
478 |
], |
|
|
479 |
"source": [ |
|
|
480 |
"t1ce = imgs[2]\n", |
|
|
481 |
"t1ce.flatten().shape" |
|
|
482 |
] |
|
|
483 |
}, |
|
|
484 |
{ |
|
|
485 |
"cell_type": "code", |
|
|
486 |
"execution_count": 31, |
|
|
487 |
"metadata": {}, |
|
|
488 |
"outputs": [ |
|
|
489 |
{ |
|
|
490 |
"data": { |
|
|
491 |
"text/plain": [ |
|
|
492 |
"(1488730,)" |
|
|
493 |
] |
|
|
494 |
}, |
|
|
495 |
"execution_count": 31, |
|
|
496 |
"metadata": {}, |
|
|
497 |
"output_type": "execute_result" |
|
|
498 |
} |
|
|
499 |
], |
|
|
500 |
"source": [ |
|
|
501 |
"t1ce_no_zero = (imgs[2].flatten()[imgs[2].flatten()!=0])\n", |
|
|
502 |
"t1ce_no_zero.shape" |
|
|
503 |
] |
|
|
504 |
}, |
|
|
505 |
{ |
|
|
506 |
"cell_type": "code", |
|
|
507 |
"execution_count": 32, |
|
|
508 |
"metadata": {}, |
|
|
509 |
"outputs": [ |
|
|
510 |
{ |
|
|
511 |
"name": "stdout", |
|
|
512 |
"output_type": "stream", |
|
|
513 |
"text": [ |
|
|
514 |
"Non-zero pixel ratio of FLAIR image tensor: 0.1667\n" |
|
|
515 |
] |
|
|
516 |
} |
|
|
517 |
], |
|
|
518 |
"source": [ |
|
|
519 |
"print(\"Non-zero pixel ratio of FLAIR image tensor: %.4f\" % (t1ce_no_zero.shape[0] / t1ce.flatten().shape[0]))" |
|
|
520 |
] |
|
|
521 |
}, |
|
|
522 |
{ |
|
|
523 |
"cell_type": "markdown", |
|
|
524 |
"metadata": {}, |
|
|
525 |
"source": [ |
|
|
526 |
"#### T2 without zero values" |
|
|
527 |
] |
|
|
528 |
}, |
|
|
529 |
{ |
|
|
530 |
"cell_type": "code", |
|
|
531 |
"execution_count": 46, |
|
|
532 |
"metadata": {}, |
|
|
533 |
"outputs": [ |
|
|
534 |
{ |
|
|
535 |
"data": { |
|
|
536 |
"text/plain": [ |
|
|
537 |
"(8928000,)" |
|
|
538 |
] |
|
|
539 |
}, |
|
|
540 |
"execution_count": 46, |
|
|
541 |
"metadata": {}, |
|
|
542 |
"output_type": "execute_result" |
|
|
543 |
} |
|
|
544 |
], |
|
|
545 |
"source": [ |
|
|
546 |
"t2 = imgs[3]\n", |
|
|
547 |
"t2.flatten().shape" |
|
|
548 |
] |
|
|
549 |
}, |
|
|
550 |
{ |
|
|
551 |
"cell_type": "code", |
|
|
552 |
"execution_count": 34, |
|
|
553 |
"metadata": {}, |
|
|
554 |
"outputs": [ |
|
|
555 |
{ |
|
|
556 |
"data": { |
|
|
557 |
"text/plain": [ |
|
|
558 |
"(1488860,)" |
|
|
559 |
] |
|
|
560 |
}, |
|
|
561 |
"execution_count": 34, |
|
|
562 |
"metadata": {}, |
|
|
563 |
"output_type": "execute_result" |
|
|
564 |
} |
|
|
565 |
], |
|
|
566 |
"source": [ |
|
|
567 |
"t2_no_zero = (imgs[3].flatten()[imgs[3].flatten()!=0])\n", |
|
|
568 |
"t2_no_zero.shape" |
|
|
569 |
] |
|
|
570 |
}, |
|
|
571 |
{ |
|
|
572 |
"cell_type": "code", |
|
|
573 |
"execution_count": 36, |
|
|
574 |
"metadata": {}, |
|
|
575 |
"outputs": [ |
|
|
576 |
{ |
|
|
577 |
"name": "stdout", |
|
|
578 |
"output_type": "stream", |
|
|
579 |
"text": [ |
|
|
580 |
"Non-zero pixel ratio of FLAIR image tensor: 0.1668\n" |
|
|
581 |
] |
|
|
582 |
} |
|
|
583 |
], |
|
|
584 |
"source": [ |
|
|
585 |
"print(\"Non-zero pixel ratio of FLAIR image tensor: %.4f\" % (t2_no_zero.shape[0] / t2.flatten().shape[0]))" |
|
|
586 |
] |
|
|
587 |
}, |
|
|
588 |
{ |
|
|
589 |
"cell_type": "code", |
|
|
590 |
"execution_count": 56, |
|
|
591 |
"metadata": {}, |
|
|
592 |
"outputs": [ |
|
|
593 |
{ |
|
|
594 |
"data": { |
|
|
595 |
"image/png": 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\n", |
|
|
596 |
"text/plain": [ |
|
|
597 |
"<Figure size 720x720 with 4 Axes>" |
|
|
598 |
] |
|
|
599 |
}, |
|
|
600 |
"metadata": {}, |
|
|
601 |
"output_type": "display_data" |
|
|
602 |
} |
|
|
603 |
], |
|
|
604 |
"source": [ |
|
|
605 |
"matplotlib.rcParams[\"figure.figsize\"] = [10, 10]\n", |
|
|
606 |
"matplotlib.rcParams[\"figure.subplot.right\"] = 1.0\n", |
|
|
607 |
"plt.style.use('Solarize_Light2')\n", |
|
|
608 |
"\n", |
|
|
609 |
"plt.subplot(2,2,1)\n", |
|
|
610 |
"plt.hist(flair_no_zero, bins='sqrt', range=(flair_no_zero.min(), flair_no_zero.max()))[2]\n", |
|
|
611 |
"plt.title(\"Distribution(FLAIR)\", fontsize=13)\n", |
|
|
612 |
"plt.xlabel(f\"Pixel Intensity, median={np.median(flair_no_zero)}, std={np.std(flair_no_zero)}\")\n", |
|
|
613 |
"plt.ylabel(\"Frequency\")\n", |
|
|
614 |
"\n", |
|
|
615 |
"plt.subplot(2,2,2)\n", |
|
|
616 |
"plt.hist(t1_no_zero, bins='sqrt', range=(t1_no_zero.min(), t1_no_zero.max()))[2]\n", |
|
|
617 |
"plt.title(\"Distribution(T1)\", fontsize=13)\n", |
|
|
618 |
"plt.xlabel(f\"Pixel Intensity, median={np.median(t1_no_zero)}, std={np.std(t1_no_zero)}\")\n", |
|
|
619 |
"plt.ylabel(\"Frequency\")\n", |
|
|
620 |
"\n", |
|
|
621 |
"plt.subplot(2,2,3)\n", |
|
|
622 |
"plt.hist(t1ce_no_zero, bins='sqrt', range=(t1ce_no_zero.min(), t1ce_no_zero.max()))[2]\n", |
|
|
623 |
"plt.title(\"Distribution(T1_CE)\", fontsize=13)\n", |
|
|
624 |
"plt.xlabel(f\"Pixel Intensity, median={np.median(t1ce_no_zero)}, std={np.std(t1ce_no_zero)}\")\n", |
|
|
625 |
"plt.ylabel(\"Frequency\")\n", |
|
|
626 |
"\n", |
|
|
627 |
"plt.subplot(2,2,4)\n", |
|
|
628 |
"plt.hist(t2_no_zero, bins='sqrt', range=(t2_no_zero.min(), t2_no_zero.max()))[2]\n", |
|
|
629 |
"plt.title(\"Distribution(T2)\", fontsize=13)\n", |
|
|
630 |
"plt.xlabel(f\"Pixel Intensity, median={np.median(t2_no_zero)}, std={np.std(t2_no_zero)}\")\n", |
|
|
631 |
"plt.ylabel(\"Frequency\")\n", |
|
|
632 |
"\n", |
|
|
633 |
"\n", |
|
|
634 |
"plt.subplots_adjust(wspace=0.35, hspace=0.25)" |
|
|
635 |
] |
|
|
636 |
}, |
|
|
637 |
{ |
|
|
638 |
"cell_type": "markdown", |
|
|
639 |
"metadata": {}, |
|
|
640 |
"source": [ |
|
|
641 |
"#### N3 Bias-Corrected Flair" |
|
|
642 |
] |
|
|
643 |
}, |
|
|
644 |
{ |
|
|
645 |
"cell_type": "code", |
|
|
646 |
"execution_count": 11, |
|
|
647 |
"metadata": {}, |
|
|
648 |
"outputs": [], |
|
|
649 |
"source": [ |
|
|
650 |
"flair_n3bc = ants.n3_bias_field_correction(imgs[0])" |
|
|
651 |
] |
|
|
652 |
}, |
|
|
653 |
{ |
|
|
654 |
"cell_type": "code", |
|
|
655 |
"execution_count": 37, |
|
|
656 |
"metadata": {}, |
|
|
657 |
"outputs": [ |
|
|
658 |
{ |
|
|
659 |
"data": { |
|
|
660 |
"image/png": 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sBXlgSIGn9KAug8wKahHwFe3NLgeiFYTrjzJRrUHV3EAWPO3GykHfdHkdXCRCmxBUUT9XOtTgml/5ArOzb+bTn/70s/YdpXhmkc1miTYd4MJ7vskHvNewrnaQQAlt8egoj3l3mBoFxmSOC+z7OWXFXrLSZFzKFKjjSQePDoOyRIG6rghQLiFF6hRokqWh/CQdABAS4RLQUFmQITyVxzJKLoe4SiEyyuuQEIuAPIHyqJJP0gkRNgXRezeHiApFqipPEz/RMrim/LGiBumYyXlQVRmUJU63tjF+7bXMz8+zc+fO5+T7T9HDmjVrmP2r7/M/MxvgewIFs7kBveDaSjMDPnrDY5ufUGvyJAQaMLqvwXmr/4VxKRMoj0mZYVJmcQkIcbAJiXCwCMlVlS4zXBQ97+XQ8yjgRDqN1cJPztEiJFQ2bTRTUFEDOH7E4IolrDCik9HiwQ4ubdzjNDAAdjfE9kICXOYZpqIGKUgjYQhcCVhSA0zLBBEWrgpMwB2YO8PCp8U5P30z73bezcc//vEX9NhNA4KnQETI5/Pk83nOPfdc/ucXZ9lS2YLzeQs1BNueXM4Xuj/DH/z1f+V9136GH3O+ik+LqATWhEICXdbCIlAXpIKOlD1gi2L3RRN8oXMVT6p1nGc9yFvO+Qql2Q5qr+jUQhlogDRMIjdjbkJTdoMHqguCAkdMv0p9E63uznHuuefyta99jQMHDjzNX5fi+YxcLkd4/n7e8JXbeb/3aUZY5GhhRO/1VW8yC5SrF1DZTig7AC38i8sCES34ixFi0VA+NZWnjZ4c40oCl07iPxBh01RZulg4uNjGEcZD7+LjygJdjWAT4LKghjiqxjmspkDBmMwxac0yyBJ56gxKFVt0rjYOLgBKskCeOiVZ0MGCLOERsO1nOlxfv57HH3+c/fv3s2PHjpTxehYhIuRyOfL5PD/5kz/JO889C1VWdMyinND5odEL+EBRlwNGtg4y3XaEGwpUzTGPCmuac6zOzOn5KgOdgt7tLzBERQ0kDNORkSUGS0umCsaMmyiiZuX161Q+eTyuXIn6UmMhPtPK47A7Rde1cIhwVYdMkgbTf4elwkQrkwtanOFtZbXs5+eczzEiCwxFVVDQkCxNyZJRFm0yhDjUVIEOWotgEZGjyYAs8Yqf/BTz89dz4403sn///mfjcj3jSAOCPti2TS6XozW8i7Vb9/B381dif8yGwAZH3wSb//gwH574NL9x6adgHhYmPJwwwjogyF5BnjQ5LxvIgzpNMX1Fjq+El3J/dDYjnQVOt7bx486XWf1oGdlmUgZNNJsQ572GFGqZrpelBOSUZgba+mnlAEWlc3VL5iadgauu+EW+9rWL04DgBYA4HaWUIpPJsHnzZoq3PMgr7Pt1vb9kjEWKlYj+dM4+m+RMPQmS56oqz5IqGv8ARYD2FaiqAhEWtoRkVIBtdv8eHYqiKfyC1MnRTlIC/RoATc3qFETsYxCY3b0CfV4qA+hJ2SHEl3bfJAxdLLqGlShQZ4QFU4nQIcBjWk3QJMM/hhfyl6deR+frXaKHQ1625Q2ICDMzM8/adXmpQkTYuHEjb3vb25iYmMC69gF2qHUcHGkyKnOMNedxu2h2MqO1AuS0WVAn4ybHcduRDhaKCvHQG6S21kOpYahOOOyX5cypUROkuoRmKZpllDCykt131wTBmTAgL3VKLJI1Ka2O6glZ411/F6vvmDY5WmSliU2XDJqdsiRMhK8KyDUiVpfnoDGX+BmokmJxKEOUaBOquJRpkmVOjTKrStRUnkFZwhcdUBeoc9XP30yr9VN89KMfpdVqnfBr9kwjDQjQgYCIMD4+zvwbH+M3P/Zx3v83f4lstfXCPgD4KhHNEIL1iKBKMFIOINDBAGUgB2qlQp2jOLBlmN1qDZ7q8BPhF/m52/9OK3LLmvZXngXLzOtXKgiNvjMDykWnHuIxvyhQR7MIOZCY9Yo9vdsCRR2lj42NceaZZyZli81mk8OHD9NoNFLfg+cJemWDN2F7F9FdabHt5x3+q/2n+NIixKaJn9RHxzqAmCWICwA90Qr+pspSU3kW1QBV89qs0RQEeJrOpw6i8/wZCRhkiVEpMyRLhubXqQH9Hjf5zBp5QmUTKK0ZAAzPEDAkS9Qkn/gXDMoSg1QpUk/SDhEOWbpkTDojwOUfwwv5SvUyKh8bJHokghmFmlVEi3WUegzoIrKehye+xjnWVczOzqZj9wTCdV1+5Ed+BP/v38ebvA9RI89hNUVN5RiUCqVgkeyMUfw7OlWpcrqeP86rF6I6xbkuUtZbb1WE5kotwJtVoyyhU0ttXEIjOrDpJsFAqI4PBBzjl5GTlkmHBQlzAMcHAY5Je7lARjpJkJEhIEuTDB1cCZL3xWW2NS8PHthD+pgOvUotyzARLiTGXi3lU1EDzKthligSKI8MHXI0GZQlTt4/w0UXXcQ3v/nNF6QW5iUbEIjoQev7Pu32LqwLHN7/D7/De//gNPggYAuUjCiwiKbs4xyZYyamKtDUwhe1TMFKUMWI+fUe34tezs5wNSfJYa6auQvrHyzkIS0eJDBcla9QJQXLFGrCnFgbHVF7mh1olXT0Xah2kTLIgsAC+qabAanRK80ZgjyK3/vNL3KwOMXa2Wms+/VzN5Z/l+3bt7O0tMSOHTt46KGH0gn2OUDMCnieR6v1MSxrM+5veUz97GF+3LmFc+3vM8gSBakn6YF48tL2w8aC2Dx3zNCoi6pIC71L7yiPKjZV8tii1QPDspjQ8yOywCBLifhQHy9OIehJs240Al1s2so11kNZQmUnHgNZadFRHp4EoHT1Qqz0Xi5H8SSgqbI08BMleFNl2aNW8deH3kLnVyw6X3vcBACgt55ZYBiRoeShdevWcfjw4RcsDftCgOd5PPBLX+Gjzq/TJEtB6rwi+h7F2VCzlkY8SAmqww5layjRgXRNSakjEYxBe8xjSQ2wSFEHsWEvZ+8RkKFDVpqakUpKVHsUfqhsM961CNU3u/yMCULjgCAudbUJyYQBVmj6aNgWDdtPxH+WeX2ETRuXjnJp95XJZgiIQ5EQfR76M3SZbqC85L018jTI4hEwirbtLkgdlw418sycNM6hlX/G1NTUCbtWJxIvyYBA07SfxrJeS3TdAD/18b/lp5wvcO5v7kT2it6xr1a92tq2JFR9XM9KEdS4ojyVY54hsrSYrM7jPSmMfLfDpd53wPmO3sHPWDqqPkuhugBKBxgTJi1Q1AuztNGf1UULeHxo+nqSly56fHoKMAFAhA4GasASmqnYB55ncfLwNHJQYJ8gM8K7+QhquYILFfe98++4/fbbuemmmzh48OnLT1KcGFiWRRj+Pq3WSixrLdZJE1inCKdb2znL2soa2Y92EzS0vqHwPRUkToJxLrViJtyGSSHEr4/LCeNdlq4gqDDCIgWpaS2ARARK+7jHE6tvdjlxJYBPkxwtWpIlUlr8pSdLPfG2zGIfKI/QTKmgqwuq5IlUkYZhN2J2IcDjcDRFJt8kunQAWXYqqnwqVBTRzgg1oyArem0YBFklfPnSP+Sy1s/ied4LWrD1fIZlWYRdRUUVCbEZD+coHgn1pschqZRqFIWypUvu6qpgglUd7DWMrXULXcFiGaOfXN+Crhf3Fjm0JsWV3gIfw5HIvF9T+04YYoVRolHo2sZzIKjjtSOckOPE2F0vwsrUCTw3uS86eHSx6Jgg1zZVBonVlmh2TMznhkYjEyqbDi4NtAanSZYcLcatMsMsJPdngMsj0RZu6r6ZO77/Gpb94OUn8GqdOLzkfAhi98D6yh1kbwn571N/xGXOP3Lq0f1YWwUagppQqCm9aMsiMCvInGECRpV+vgTHBgtUGCBLi5WH5rG2CRwwYe4wUFQoj+NuKFVUMKhvLAC3rXqGHP30v4NW8YYmQIjQQUnc0KNpgpQ4n1cyTEYT5IAgu42oJ2fOowSUdACCpyASPr/7I3z2s59l69atNBqxeCHFiYKIUCqVWJrahv1TDquv38vVzjc413qYMZkjK00ESayB/ahJ0/KZZ4hjapR5NURZDbHAMNW+3gIBHjaRXsCliUWkJzPjGzAii4xJmTEpa+8AlaWshqgwmFCqg7KUaAhAewVU1MBxegUtDNQTZywUbCmfsjm/msqTkyZZ2mirGD2xx9qDCgNMR+PMUqKjPMZkjjXWAWwiptUYx1SJihpgWo1z8OAqokdsHRyM6+/v4t/7Cb797W9TrVZTE6NnEKeddho/9mM/xppf2sFl4R3k96meXXB/9YCjewUc80eYURMJ/R/vnkOchPa3CMlJiyxNctJKRKWgU1YFqelAwVhePx2eGigcVx1AiBd08NoRdgihrX+CjN7jeu0unpGwBJ5+PLB7jIJtxk9o96oO4iBAB7i9z2qSpaYKVNDB0pjMMWbYAejZHlcYYEFpZusr/205t956K8eOHXteGsalzY3QwYDv+7Rau/Bu8Nh47Xb+i303F1jf43weZPD2EHaJXlhXKtQQeoE1a6XKAYO6/E+66F7cM2jzDBstBJzQftkJ99JF/9vX7+9aunwmRmLgEeuvbPRNGAcBseOWDQxBq6gIbYv8ooIjxtKzpM0yQtsiv08hO0Q38TACGTxgQAcFakirg+WoZg6iLRF/eM/7+dKXvsQDDzxwor76lzy01es2vA+McNEH7uES+15ebj3MSXIIm5B5hjmmRmmSoUCDSZnFp8kxNcoutYa9ahUVNUCIRRYt2Gvj0SKT1PnrqgCNeBF3CBmkasRPLZoqy6wJLgJcRmSRQZYoiq5KaPdNiLFosT9v66AdCOO8bBuXuglOGsrv0b8Y0aKxNgY4qsbZFa1hWo0zJmU2WLvYYm1nXLSZlk1IRQ1wb3Qu3w7P5Z/nfoTgkTzqkYjwbs0eWGdZrLj/XPbs2ZOmvP6TEBEuvvhiXvWqV/Fzv/hpigdNesAhmXdMfJhUE3SGFPPFIktqgIZx/NOlrV4iGgWStIBPKxHzgb7GloTkaBle4fgxG7NMT72yZpuV0P82IX7QwmvryTS0IXQsQtvCa3exQ5JAIchYxx3L7h6/QMevq+VypnmXbxgEXckA2s1znmGaZPHoHGfZHQcnfiPCmtVrQuV8mw+G/4M7z/kUTz755P/ztTnReEkbE8V52yi6le5V53Lqjbs4x3qUMSnj06SFj901AzOOiGcFOYJODcSMQbF3TBUAXm/H3S5CaAt2qMgsoj20y6IrAzDuXTnwfC3GwUd/+yYgkIYpO4ReesJXqFForVQc9ic5GK2gQVY7aI0fYtiv4pqUgf+IpTUFDdGMwUp9vokGooA+/oL2RIi9DKz7LH7B+V+c/ZGb+eAHP8gDDzzwvIxoX8gQEQYHB6n/9xGu+Llv8vPun7JcjmIT0sbjsJpih1rHtmg9e6KTtKBP5Y3yPotPixFZYI3sZ4U1zZTMUpB6kjaYZ4i28pLcK5DQ+11sKhSpqCLdqPd8TpoMskSOFrZEyeOB0kZGYSxCNOgJGaNkUtYMRIeczLNcphMmIKaOgUQU1lYuOZqMyRy+tJiSGVbIUTIEuq8CIUq00+EQWpg4NTLDgWVroSs4p9jIKuGMMx/itZ+8joMHD9LpdGi329xxxx2Uy+Vn85K+4FEoFLjqqqt473vfyznlq+BbwACoAnoObKBZ0RowBAwp6hPCvDdMS/kJM9AfBDjGq8I1OoE4Lw/gSvC03TGfjh1Q9GyzoacpiF8bYWER4btNbC96yqKsqY0go4OD0LaxwxC/oYMECUGZjwz7fgcZh9iICzSrNRgtUZzrQgSNUou6m6emCoRJwBvghQGB7XHMHaA1mMUd7OCdEmBLyK/bv8/m9/wSn/3sZ9m1axfNZvMZuXYnEi96hiCbzdJufwoYw7LO4aqFe/nbP/sFKEL0ioidq5fhEXDS0Tm9s94nPRGND4yaXXUOs9tWutzGh0ZJOOaVmFcj+NJkeXSU4o4uclCQqvR2/XGFQpHjqxUcdJpgSaBimIhqr343duhSy4wXQUMv5gT681VcdljWu32a6PTABDCog4n6SmGHu45pNc5yOcoZ87uRrZYOdiAxEqEh3Hf9Rj74mii1j30GYds2Y2NjLJy2FfcP4BfW/DE/4/w1g8ESFW+AMkPsi05ih6bVOcAAACAASURBVFrH/kh3KPSlxbjMMSGzLJdpSrKQ0O+6jbD2HJhXuoa7Sj6ZJPsn2igu21I9StQ2moICdaPerpGVdqL2jk2GgrjnARzHFGQIcOngSZCIvDKmX0IGrXOomt7ygXKJ+ib2rLQpsWAqEZaSx/vV4h08ZlWJFj7uU/LPABU1wCE1xQG1nKbKckyNcvhNtyQT7uzs7Iuud/0zCc/zOP/887niiit47+s/hjysGVFVUjrNmdNpzq4H08URdkdr2a+WI8CwLDIii0aEp5fPOF0QW1cfNy4MS9BfxmoT4oQh3adQ9YkrJnbfa3VTLIxsKu7U2c8qxIGA3Y3wgt6CH3gQOgKI1hk00BuifrLA0a+N0w2VXDHxRBhkicnObJI+6axU7C6s5Kgax6PDpMyypjKNtKE8kWNajVNRA8l9UqDGSLSI3+jypdylfPcXfe68807a7TbtdptarUatVjvRl/vfxEuWIcjn83Q6F+JcNYz9VptfdW/A+lsLbLDuETZOzOhFMbB7NagTpmIgXoi1P4v+KUrSxAP0DkjX6Jbx9wmyS3ouWx69AMLC5PwFCU06ItEWKPAF1TbUmA9quUJtUeyemmA6mmCVdZCVBxdgFh2wLIF1xJT35ECtUZoNMAu8VAWZU+RKEQzGu7lApzmOoM+xaASSALbivH/azjXXfIgDBw4wMzNDEAQpW/CfgIiwfPlyptc+hPNmm02rHqckC3SxaHtasbykBrGJ2CxP8nJHawlGWMCPWtjdkLbnUmGAJTWoywDNT1XlCLFxpcMIi3rfbhzbAnoLsWOYgqSdq8QKbS2YqpHXJi3msbiiAUhoU90eWb+2SRZHwsTsxSLCVjqNALp0TLvCma6H1CmaACR2KWzjMcvocd9VS2Vpm5LGotRZzlFKsohlFp3YbjlEt2muqCJVVcCXFpNfejPLCLmjcyEjG1+ZGhn9GygWi7zlLW9h/Q0jvOfYR7WAerPundItcNwOendhJfeGP8wD4VmAcKa1ldVygOVy5LgFOVDGBVC0El93G2wlYrsY/UxAnLfvF+7Fr4lTTscFEaJz/qFtJ/l6MBbdhqqXtklvhCChkEVpDZZS2rPFzLXKNg6K9P7thCarm2nStuJCQ2h6WcKTA5q2z2E1xYFoOfMMMcY8kzKLtQgsCiUaBOML+r4wRl+FqI7f6OIEcE3jG1zwByNcpjYyrca5L/whvvCpN+H9xhRB0NfS8XmAF21A4DgOhUKBiy++mMf/vMpl1pf5GfdvWPe1GVhnafHgsBYJMoWOjIvoXblvAoG441ZX9M4+zsebtEJuUZELalroV7VgwQyyIaVpqX5/7yY6oLBBtUWbdOSUHsR9rIBarfS52CC7hHVbZ1nXntXBRM5E80k6AFqDimZOG9jYdBmeaSNPCnIQaFtYVcXZ63ZydvFJOBIzICYjVzWpA08RvVJxz7ozub/r8aO7fxTXdbn11ltfUA07nm/IZDJMTU1x7M02G6/ZzkX2faySQ3TIsECGY2qUY6pEkyxjUmaYedNPwOaYNUrgucnkZxMxIBUsFZoJK0cXCztRfzkodAlVvNuPd1wOgPSaGek2xUNJdUFM5caWrAV6rYt7KnLL7NhsAgW26ZGgzy38V0lfR3TdQYUBjkX6b+xyPD2cCBQJyUhA3pSYxZ9bYRAg6UQXYrFfrWBbtJ4HwrMpM8RJcpgN1i7WyV7GvTl2XnAB3/jGN16QpjAnEq7rsnbtWvZ88k28wbpRM4r7BPFAHMGLq/BsIKfYOHGIlau/zGXeHXgElBYbmvVEz1uNosWSN9AnfQqPY48cokQPAL2KgXg3HzoWgWfMjEw/giRoJSRQLhjzK1tsPDvACwIK7TZOf2vkWKMV3waKpBXycWOyq/9fMpr9CDwhdOxEfCghOt2QWyJntwiUq0W1VpZmlE0C8Xk1jC0R82qIlaVp3IyiOupQo0ADHx9drWOHIXacnrBhxfw8KxrfRQK47OQ7+OKFb3mKZPL5gRdtQDA4OEj13Cf41Ztez2lPvA61DKy9QNlCTQEYKr6E3inHKQFA4j7alT5hno/Ow2c5vrlHANTNgh83+oh36XErTwQcU3Hg09uZF0GFgKeQjAkKyiD7LJ0+iJsjxULFONXgKVrFnnLWJqTQqJNpAoGgVkK0JWJ2SG//xxeryD5TKaEMA9I257ygbZWXTra5LXwVX198NWs/tJ5fdG6kWLyWffv2cdddd7F79+4Tdq1erGi3/5JHJi/Bv7TBde4X2WJtZ4AqDZVhiUGOqRJlNUTH7MoDPOYYJcClqgrUVR5Q2qFNFhlUS7TQk1OFwcQd0OnL6+u+cUDf8tsfHPRbIIMOBnxaiUAqlm/1pxf6g4PYFyHApYtNBw8UyfHB7NyUDjIaZKmbcq1+5kGnA9r40sQzTEPTlHYdUyWjgZBkoRkQbWdbU9owZ9vBTaidNvVz8wwXF1klhznTehzvptPZ/rLtbN++/Vm4wi8cnHLKKRz62q28zrqZdbJXp0d3CAyZ+cCjx4YuCFKGwhNQiFM7jpUEC0zojUlc6ZIzTpc+LSJsFCTagv60U6Haxo0rtiKF8gKG/QCKis4QzBd1GW3/Qu7TTAIJr62fUDbE7Qxiut8yO30xlVhxgCCxMDte6ZQ+vB0q7NAEA8b7xVHg2V2CnK7aGYvmKC50IdDuiiPWIpNK23KvksO4Vf1er90FH2McZpGXOnZXHcdEKFu3bVZdKB1pcM6WBzh60kns2bPneVUx86INCLLZLM2fsjnjtw8iT9hEP2QGfZXewl814sCKIEWgoFkAaaAp9TiXn9FtL9WESgYioCsQAknSCbESN2YXVL93gd+3oBumQTlKiwADUIFCfN2bQHk6UFElHQx0SopWzkmMN0JTh+u1uxSDrl7Y20b7kIOllTZHrCmqUZ5JmdUD3ka3VZ7guAYk2AqGFfNWiQvlO5xTepSXW99n1T8tINW7YD381Q//Dh/5yEfYu3dvquz+D8DzPKampji68hLcj0W8e/xzXGHfRoE6CwxzVE2woIaoqTwdPBr4hMrSO25lugQq3ZUQwFZRsutvkaGr7ISe9Ew+10tc2Bwj7tMlYP0ZV5sQX46vv44ROyPGxi82IU6SXtCNY7p9osWu2dsHyqWLRWSmEouudjUUrxcwQOL41t8syTcqdM8IC/sDlbhO3EMzB0NUKYg2VXIJoOtAXY/FWKw4JmWutG6jdfnlzMzMMD8/f0Kv8wsJp512GpcMf5lRmWOHWsexN5eSoG9Myqyd1b4lckSQo2gWMWfmoiJ6zhoyIucpxbw3TKQscugy1zil1F/T7xHgB62e+v4JC9kmyFHRqdQ1oLZEhMvgQGGSA9EKKqqITZT4ZfiSxVMdPLeN5UYJywVGUyAhfruJZVxeVca4uJr0AYHZmMWZzyZ4JkBIZjLTX6F33BBLdERRHXYIbRu/0eaMo7vhyB5tDpdTqJxASRHaYhi0XuoMeuLFGJ0ctEYd5q0hPqBu4O6H385fb/hjpqennzdBwYsuIMjlcgwPD/PKV76SvzxrA/y6A8vReXOfHtXk6XI9YttggKYp11tA9yEYV/r5ZTBXyrHEABZdCjQoNOtkq6IX+gkzuLQ8NnEaZEi/r0ZOC2xoJrWzTgjSMh4DJpBQ3vGDqRsLXhwLBdS8fLJD8wjwch28nPndjnAzQFcoLnZZ7R8kdCz8RqRzaMuM+VHXfAcN0/9gDthqsXaxzNrqfK/zYsOGrg5Urtvyq/zDI39I97QPpD0S/gPYvHkzO//6Dq5b/XdcYt/LBtlFKVikbYxSBLNASgdXBWAMfmL058xjU58m2m/AN7uxgqqTFd2qKK737kdgysF6C2xEPAX+eyrvuHdCqHpyL1siPImADqFxpmsmqm8nsSnWn+2CCRTAtFemcVxZZO+z7CR10VN5S9KOeVD0z5BpltSQLJutJzmw5hF2ldawobCLVXKYSZllRBbwaXHFb/0Lf5Tbif3b48+bifa5gohwySWX8PrXv54B++scVlNsDTdpcZwEnG89yCo5pFnRAB0ETKE3MUMqERwuTmQSL4wQB181TeldjR6rpNNKPk3NBpRN6nKfhTxhAoEyel45HdTJisr5Ng/JGRyLRhMxqy9NzWSJFsRqK28rGcO9VFeHrGoSeja2pxdxJ4zI1rtaBRCAsszZtdEOsZb5254SBGBenwkhU23T8WGpmOMYJRajAYp+jbG18xRW1HS6w4qNttzEYjwObkGXMPp2E7+pe9BIVYhWK7bJBu7uns+sKjEuZaKH/5nNl7yRrVu3nuCR8B/DiyYgiDUDp556Kg9/+Gv8VbSR6kUOjgOFBZ2P1zbBRoC3WgcCjZVC2RthZXkeeRgw6nu1TKHWKTpT0Mo7RsWtG2TkgibZOO8fmCqBKj3fANA7fE9hl/SOqSFajYsHBa/BYLXeMySKxYcmCAAt8IkR2haB3XMEi3dzNaVzuJ7bYcRbYDBsY1UVUhWyc0CgwBPUqGKxlCHAY7BRJVtBBwO7REfsO0x5kUVPiTtsGIoSMCv8TeN9/M517+Izn/kMc3NzJ/JSvuCxevVqTjnpNt7qfJXVsl8r+qsRuTAgM3SUglenzBAoaJFJFnvoKavjHgJx/wL9XJjsnH1TIaAXWZXk80Nl68f68rEe7eMU3WC0Aco6/tgSJR6J2uXQMtmxMHltgGfsX+O0gb4vHKJERBaYTnBt5ZKRDhnqZIzILMSijS6RjMRO3BT74Rlh1riUmZQZBmRJPxa0CFyPtXKAU6y9RAM2I7KIL71gyKbLBtnFm3/5Fm67sfSSFxiWSiVuuOEGTrnzYtR9CsZ7+igafSyoh05p2j2r9s5qxeHCKAfUSsKoN05y0krstQvB8Y6Ag9WGTgsc0I3e5GELeQx2HhWywIohYEIlIuvibJc1k/sZkUWjbXETBsujkxgQaPOtpxoVWbTIEmEZN0/9ysgBFfWJB8GkfdXxK15bfw8Se71AUkHmRJrt8mkSiq7s2cE6AlfrHnzVMqm2mrkvu4mpUUc8LGrkFhUyYxiXspDxFcFJusy4rIZYa+3n1/Kf5NbJyTQgeKYxNTXF7A99n51/tETlro0c/mU9QMfiKNBGU/aA7AXZZaGGFIUJyJcWkKZocZ9P0lRIqoKLwi12yRaq+HktVHLbESojSGh207NokU7MDDigQoU4MOwFOKNzibd227SeDTIWbi7SLYwBunpguglJIFgo3K6QDUMIm/onHryhfg9N00XMAXxN82kGQKc+VA4kI3jFDoHnabbBihDLfB8lhVqtjxNrIMjwr7QV1sPCr73nM9z2/i/jbryGo0ePPvMX8UWCTqfDUbWCx8JNBJbHKjnEcPUIUoacrSiXdE/3lmlZ3K+cjpuo9NTXKlH7e9IxrYKrFKjhS4sAl4byk511v8Avrhp4KuKOhfGO3KNDVrSBzFMn3X6GIGYMfJogHBdMxIhFiLapSded4Holk7H4tedb39M3dPsUEHFfhZiODiUi8Fxd0UBo6OQmFqH2WlADDLKEJx1CGvyqewOzZ5/N7bff/pJNc51xxhm86TuXsf43XgUZ7U/CgvTu86JCrVIE4zBTGEkaVMVakRp5ImUnqam4ciATV55g0fT0uE2MsBogWwW5X3RJ44xwdLHXpYKignF0iaOj56jJ5hxjdpkg4xk2LEPsWhBiJ6JXl8CciUtTaUatPxgMsWhbHoHvUaBBJtYOOPQ0X/G82bd506nTvi+urYOJ4XbAUGaOwJuj4XssoZsaVRjQ4lupJem5QGWMyDeiQI3hI4FOwZTR3Wi7IBVhteznR+z7WVBDrLP2UlN5fN9HRJ4X4/RFExD4vo/932wOf+Z8vvNnDlmBMaXIToA6XxFdFqHWK+Qg2uO/BmpM6cW/DWoYKERa7GeqCFQGupaik7EIHSPVsiwqRVP3PRhRytWRIV0dIAGalopbFNtADYpBSDGsaTq+bHL9RYWaMKwFZn6M+xVEaKVshF7cF0GW0AFLv8VxYLwHPHTUXerzJjDaBgkVqgF+IyLwArx2lOTUlKdgVBCUfn1caTFEL9hYBA4K1gHB/gPhu5e8mXddegWf+9zn0pLEpyDuJX/gwAF2vmcLj208Heu1Fmec8hCnL99OYbluWDTZnWVSZmmSpaH8JA30VMQmL7Ea3yMweX2VNBqKLYr7G730Q6u3VSLQ6/dut2jpXgfGda1f4a8/1TFlhzrv74nubhgL/HSOvw0ILbIsqgHq5HHpJD0RACoMJDbI/aLEANekGpzk3MO+bovHVIkW2aT6YJAKoBiRBTZYuxhUepeqXR1bSZqkqbIMyhKv/PKl7DhtB3v37j0h1/v5jlNPPZUP/MWfaz3UGrM7zijUSljaYLPLWsu8GtK2u9EAbeUSGQEqwKBUGZEFhmWRXF9KKva7iFkbvxHpErwZ0YLo3aaJ2zjgKSaLMLoITgFYDWqdaeoWgOwVskeAQchNtKmOhoTW8c6CsfDVJqKGRUgmOcf4fFw6pg9BbEzkENoh4bCN3Q17FvHxpq0fMVPbJWnTHDegEyAbQrYYMLRsDm+w03dPREnQol1BLVza+FHLpF11JRirI9Q4lEs5Iixebj1EjhZjlRrSgNr/vpztZ65j165dz3lQ8KIICEqlEgMDAyw/Yz+3v9WmBpwCjHqgtijUlghVUBDCkTMHeeD0s3gs2sxyOcpmawdntn5AdlHbD7eKiiW/mAi6+vOjPfvWngFMreBg+cazvR3hxgYYsdq1qh2/5ChwUFNp5PRNQVsl3Q2lihYGcnzFAw3NVOjf6KCg32SjgFb+gg4cFs3xSwpWKJZWOVQs3cDGVQG+3cYNeh0TE+vlAChpsQ8NdDCwhO6ZUKV3g9xl8YZ3v4GvfvWrqTvcU6CUol7/FbZtewPOKoW1xebkdU/QUR4PhGeTlSZnWT9I7FB7DYk6oNB5eo5v9tI/4fQjxKb2FM+Afl1AfzogxMJWkdnh9aoKNNuwZFzlwqRczDWlh7rjopUI/nxp4YdN7G6kf0JwAh341ooOA9aS2WXqQOWA0iKxRPMix9el20QmEg7oqp4wEXR9e0V0EycdDCwRiMsgVe0warWSYCj5m+mlNXxaXG1/gz/8zrfwVm963tV7Pxs4cuQIv/vTP81GazcbrF1sevSQThHaioFMlzNLTzI/lGNeDWkam2EtFDXBWoGaTg1QN2knh47xuNDWwU1yZYUc1r1TZJuZR1YoojNBjUc6bbBVcJ6QXmv4CZOWMGlSfFB57aHitbtk/V7w0a8v0foEHYh2jQVsnG7q4GoPgGabbKPHgnQ8PXcndvH9TEFIrz9M3GU27h0j5rk2uqMsgrUIU0MVpsYrdDydSm5aWdp4hpnSDIHdCVGOdqZVyxR7VkyyI1pHGFmcZm1jzfY55BEL6hZEcO36f2DVY2fy8z+U4fHHHz9Bo+E/hhd8QOA4Dhs3buShs27lNPkBo8Bqpdi0BtRmPfDkXgvnJr2Qrji5xopl9/BG7tGRcwjYjtYMbFFkT4elFfT5b2sa1SXAiUKsboQdRthdM8iUzvtrq0wgp7SdcEjPJnjG5Oh9UKcbsY4HlMHaJz1WIUQbF8HxfQxiXUJgSgVbph54TGmmITY5MjbIalwRbVHcPXAOe6JVnBQdZou1nYkHashBq6dbUIYZGVZJOaRmBuJGTuic4kpgTsGswCK8ds/1nHfeeXz9618/kZf2BQfdUnsI74YV/Ph1X+Bn3c9zxvQe06FSL5zloRwH1Qp2qrVJK+ERFihIPen77kqHlsqySFH3N3hKOiE0qScgyeXG3vBxZ7Z4sYwXSp8WQ7LEoFSTLm2x82BvxxdQkDpD5bZmshbopdoMe9QoWlrc6rp95xPbvWpmoKG0cVBZDVFRRTLSMTqEHqPkm/PtLUBecpw4xaCNiHRTpPg92rQmAPI0TSWGoHeRtmitA6K1FC4Bvzv02/z+unVs27btRF/+5x1EhCGpctWRu3TjtSNmwW4LclCwuzA21mJ09VFWrT/CrD9CHd3UqkIRnza+tIirQrSyRE9GhahObkEhx0SziBh/lCG9CVtaZ7NoDbCqNA+2lezK1TIFg/TmrSHdY6VRFGpenrbhnfrHgkWk23Cb5EWIfVwAGWtYstKk47u4fodMFOC2O9hdwQ10SlU5mvF1A7Opqhqr9ypIBZ1OcUgcaen2uc16QFUhCHQVbhHcZhe3WKWTcWlbOqnRxSZ0bBjsoix9z7gErLH2k6fOyj3zWrNVRQs21yuWztLNoK699lo+/OEPP6eN5l7QAcHExAQbNmxgdHSUT37sV7n+n27FepuglkFURC+QR9EXsajAFm39W9Zug6pkBugyIyJcr1hY4VE1Ai29m2qTiXQOIA4GMm3thhUv1E5GQVw5UDU0vkkPyBzaXbBggoFNETMTRSYO1nREfVArbxOaf4neAF0yNH4J3Sq5hG6XvDkkeplidqTIYTVJiM0qOczE/irymK4XbuaEpvLJ0GGdtYeJh2pYD4oWDk0YQ6aSYmmdw145iUNqirXWfjaWDyKP6L9DFfUNjqMrMqSEPtcGvPWtb00DgqfAtm2i6AwGrl7gLPtxxqWsF9Wc0CmpxAr2gFrOrBrFI2BMypxi7WVCZpJucF0sZphIAoFYaOVIaJQHLTzpkKOZuMK59MoOQ2URSY8d6GInNrKxZ0GcFHBjAZd0knpvZYP4+n7BU0RFaOa0kcxTvQh0P4Xegu3TAgVNfEqywJTMmvOwiR3gPBYTJqTCAIumaRMiiVI7wEtsZNumYqGshvkBG6iRp2Mey0iv0QwKQrGSJlA2EetkL695zWt44oknXlIpLhFhYmKCdz35t9i/4+guresVbNClg2pcsbDMY3e0Fl9arK/uY9WjC1Ccp75COOwtAxRZ05woLmsF8NoBuVmlc+T7tI+J2qI4smmAveokAEZkgZOrB7WXS0mhzgXsvu6vphlcMKUtkpcoJnqSWH/SrxtoqEwvGOjTmuhunV08iTduWvTtxk2PHEXogB3P1VGvTFwaGN8X/XeIcfNVHuAZzUUOvVnKKG0MVwBGSfo7ZItCdqiLm+vQ9DNJmS0Akfa+WdVcgOqCLnMfFKJzFd+b3MRt4SV8JbyMA/+wBmx41+xvn4ih8P+EF3RAkM1m+Zd3fIWH3nQh676oJ56539Z/0vDWQJtv1ARlmyZEmJ15ERjVj6kVioWVHvMMU1MFIkO1DrKEL21Gy3XNJPRTSr3Cbt05MCO4cbOiOBhY6KPafR1wNF8ecXf2PLZ1N3Dm8q1cMPQQXmghe0HN6gEph6A7JxyrQgtYHQqsVqgNEF0SsX3LCu4Oz2dbtIHl3aMMywLjUmZM5qBd02mDo0I+VFx68rdRxV7/g2iz6jVvAmgLxbkup9u7OT3YrcVAR6yeGNE2N0fG/O2RqeldEJb98DImJiaYmZk54df5hQLNEBSozY6wd2AVO2Qd2c1bmVHj7FcrOBCuMF0G9cQ2YnbkWbTfe4SdVBdU1ABVU0XSHwC4psww9vl3pYNtdkgAGZqmkYxmuCIsGvhJI5q2ikV/PhkTSPQLEUPXJjMY4A526LkgmppvpRmBOMt5TI3ycHQq34/OYFpNaFGX8ihInVNkLy+3v88Wazs2YWLa0jNEMouMWcQ7MWVFzzJZ1zNkaOMyr4aTrnqx0r1A3Zy//tt1z/qCSXNY5KWBJx0uuugiPv/5z7/kfAmOHDlCsAL8EK0vOl0xc0GBO6ML+KfwFWxtbaJInbc4t7J84CieFWBaEpClSYRlultq62C7G2KHSpv5LGiDIZnTTGL9ZLgzegUPh6dxlv04a2Q/3qOmjNs3Hij9Hi45RTTB/2HvzcPkuso7/8+599baVd3VXVJ3S62lJcuSJUveJO+78YZ3Y8CsARIIWUhgwjBMkt8kwSTOTAiBhAlkWE3CZgI4GIw3DDZe8G7ZMrJlrZbU+1bdVV3rvfedP95zb7UMIb9JjMGRz/P4kdVLqbrr1Dnv+32/C0P5ReyTlTYp0ydrGuSo2NTBdDtWeQFikKJJhnklN5p2aoe6IzpUkxlIquIk2WzhBmFcFPiOkMCe4TWjiKtrG8JefupGNFWUGzGsJk70qXeNCQRBG0ua4CYNqWYLzwvJlX3Nppkw+mcZRR9SEJ4f8vGOt/G35d+k9K0islUI9wc4aw2toMUve71sC4JsNsvKlSu593VbcFbVcZe6yLkhRVr6YpecdkhRVJU6aKe9QkmA5V6XipujKhrj2WOmWVydJj1uK8YxYMptS3NcDrEuxkXtrSInqipaEc9Y06MUuomWqsSxlk3RFc6xyjxPhjr7c/10XTLHon01zL0oI7Xu4CWhv6A2m3KEIKeHhKcK08ckWcwU7y7dqJd8Spgb9HjeDJCjqoVICdir4UoyKUo2jIiCKTsSKBmYVATDGXZgH3bDC7JGRy0x6WcKmLQa4v2WkBnAGeNv4I1vfCN/93d/d1h1Xj9vKULQjTwq7Fi9huMcnQe2LX+tZMl2wV1mjighsCIdzNDNkCxhRHqZtSETGeqxpXBiQacWK1bEwSURcwASRDbEOoeN2NiNyHOeto9FUxIkbdcedfyxnzyHShxVXaBSx1yoZMEJUwSgg3m6mdFfgoFeM8UGZwerzH5yzNOMLGgtESsiHKrZUjQb1uebpIVrfALxSJsGGWnQMkk8UX6FWjCHcSEEioLohZIga+osNpP0OxN0M6M6+Vf/Lr/+67/ORz/60V86aeulXPPz81TySdKDgaa1dqli5TjnaU53HmLZ7DTOfqME4y6hOahz8aaTtDiSB7Rw8NsWv1U7tsReoot0VLA1cQw7gjUMyRKOke3kwnkdlU4C3fYss6iAFGG8N8eo9MUBXaAXuCCHoADRCKjteOhbfwtreyzYgljHCY7RfRuNfGtJL/4+LwxINHwS7doTyYOcE3JX94l8N7iQreHRzNLF0NQSMrkal2Tu5M3etzj9yaf0ftu2dwAAIABJREFUzPUjnxYDGcGUDOILiRlIpKQNRTggA9ajpqw8BCkID3Qew49bJzL7zGKYC2MVhAwL87n5X/r+fFkWBK7r0izsofydXfTf/hrcPpfKJOR+6KiXgE3sihMKMyCdssCYSC9GJ1CJSNqt4QUB+X0BZrujyMIBiwpE/JYFDoOkFjw+OkMzMzpfNzXaM/8CiKMjCVOG7q1NTkluh+x2ZgaTPBuu4QfBmeSWVzj7LQ+wdO0czlpbYPTpfGlsU47tspaKdLAonGRzZbt28iNqUZxc4hOmPSpkWZSvIgWD6VNIUBZJ2zkxJdi7QfW5DaBmxxF5kOMFWSYwoIcDaMEggOlAZ2rdRr0Nqloxf/ivvsSNN/a9IkG0q1gsMvOZbs4+44dc7d3CZudJukoNmgWN8+0xpbhzjwiAmmewyAb2dDIreZvH7pMz1Zj5r5A7cRCMzsx1lJClRsK0DpGERX4GIQ5NEtRJxY6I0eUfyQkPUR8sJCZGHb0Qy86aJKg5GVwTsEIOstQdAVfJXb7t1UCZ35GMsUmCDjMfz4YD3LbqwB7sOTMf/15cGyISiEPLJEAkHoFEzw0kNmeOuscUAV2UGTAjLGWEwmxTi/QabLhuilXfWsWePXt+cRvgV2yl02kKs00IXC3oH3NYvK/G4mAIhsFM2UC3bkGKhlQekksDZG2VSjGrqI5Rh8owU6enWdWGY8qOCZYL40ty7JGV7JUVJGixwhykx5IKpCjxuFYKOqYsD3qMOr2MSh9l6bBzd339AlxakqBhQhaiUy1JULEKkkBcUqZJmjo5U9XANoRIzpqzyFkm1IPbdyIFjkfSbynhsIRNs1VU4Nvd5/Ch1gfY9cHVBF/14/N7fkWSL19yLV895Y2YVYb1Zz/Fte6/8PtTX8K5yxYGNR1JRy61UhD1cMkr0bbhJGM+Qy2TYjbMK1lz/QSzU4uQKYF5QYahtKL0SzfSelkWBGEYYkaH2LF1A/svKjD4vTly20w7WjjLglhf+/+RuslF2fxloSMp4PnEOyAw0KtEEDlG2fYx9F9ZwPJvaigIVYmjg4lcvuL0QAuTDaCbJTCY/cR6/263wdjSXm4LzmNIlnCb8yrWnrCT4uYSe2QF+8Nl1Eizzt/FZe6dXDb2I5wHHGg6inR0CSwV9qaXsy1czxQFikeU6F4zQ95KsY48OIzzqIHAKBw2IMplSAmm0yCdIMWQ8lKPKacAQG9ziuw+RQLMbmswcoA2AXNBsmzqqw6FQuGVgsCu5cuX87Fz381Ve++ObaRDbaLJUKPLzNn5etuFUIlxKeoWT13YSQe4lK1TYcTSz9COk42KgTQNezBqkmCDZGxoFM34Iwg2wDkkqjYpLSKL4MgIJjqM9eMtFioEmlb+kpGGxhI3WgSeS9PRx6zZYiMqTpJhk4xfI/BU/hV4Sjb7aUQijHkQEdEQFLpOmJaiG1YbHz1/Y9qFR4YaHWaepFFdeJ0MzWRTtegNOM+5l9tPPJF9+/YdFohWJIF19oMZA6miY4M1lv2/3MCY6HnWacenS4Tx3jzTFGLTs4UXc6dTJekbTEPPtJklSbbLOobCJQQ4KgVllg3Oc+QPKlVfuhSlbA4qV2BGuilLB03xYrVCmtohHBdoZyFESxE2O+4StdWOcASAFA19/S3vwHfceNQQYr0MGqGe1Ulo9SqnZ2+4ku/6F7J36xpkODjknpBhofXxyNo1wbY3bWDHnxzJ/v5lHHft0xzl7GLL9LM43zfaPHm2AWuASULaaeGkAlWfNQ3papMlPeMMmBEGUiNUNuVIHhfQ9YdzrDAH2fL3W3j88cfZt2/fL3Zz/Jz1siwIPM+Do5fx+uO/zoqvlDDbXGpjkFmisDcZDjXf6EYhcxt/CfbzNQDT1qDWUIb9pHb6UoTw9JD6MiE9azB7UelgJNObQNUAx4cEl4Tc1X0SO8I1avFJAZeAzc6TXOreSc/NLZUeNgzSLcwsT3FL8wLuuuE8/H/w2Ta7BrgYkzI4Zzi4f+Dy22v+gavd77Fl+llL3rE+ARadCIswQTE+JHPOPMc7T7P0yTklLE46MX8hylGQFDTzQrDM0EgmqJNRchYt+mdncZ4ymG2OjhBSKo8ML1WpkNljcB4zsM/E88BLL730sA+ScV2XtWvXcvLJJ3OSc4uVltpcjAZkghpZp0aWun2tEpRQNCAiIUWXYjQLjdwBm3Qwa1+fHCoD7DJlkjb2OGcqMWFvXvKx858TzVOJfA7URS0aKjj4uBISmJAgChaiw+YmROZDihRFBMAMNXJU6SxXSczqz94owmwyKjoyMRM8cnjDgYynUc6gPh4RipCmFjscLhxxVEmTQFGDhC0C6jGpzELAJox99LPUtDixhVIUP5sqEbvRLTk4y9VXX80dd9zBzMzMS7Y3fpnL8zxNdN0gijgeL4SDQiMppMsgy6GRF0YzilJNSYFWmFR+imnoaygeTQvZVzqTdHc3Y8+SEI80dfqdcfoYY8CM0D3SVGjdJiPSoUqm2XyWGelmQnoo0cm8dOAQssSMMWBG6TEzBKhl95wdIYBPQBLHenD02HFZhEZNSzcpmnSbEmlTb/NwLCk8/j0QapGYDQhcn1bKY4+zkseCY9gabuLH4RZkf/zFSEXQyyDylU9g0obg9oDaXS6f8t+MWWpIXJfgred+id94/ZdZLc+TKwc4uwzsMJCHRB8kimIVDoLvQLeZ4Rz3ATY56kuyydnO8gMzer6fJ/T2/iUf/vCHef7553/xG+RnrJdtQSAXubzT+xLOjQ7+JCSii76KXmRLBFZYKUyS2L0v/olt8MVC5z9Ttt3wsJXdbQp55Mh1/CA4E3+xS2/vFItPnmSVs59jR/fg3KaKheo1IX+Y+GNuuPdtBN8JkWGBKcHZ4rD9T9ZxnnMv5mkf5q0px2nCbcF5fHvy1fj/5OM/+wiKY7WAbryuU0l2NFlndrFOdunz7BOkEMmGgDI42w1nFbdyZmGrzvufMjjbDIw40GU1v0vtHKsoMYwFkGi0KMw2cYabyjl4zmDG3NgjITw9ZNexvWwNNzIt3WxwnuOMxlPwYyc2KzJbDWf94Vn8zd/8zWHRdf1rK51Os/+GB9i46QME4ursENTt0v5aGiStjLBIiU7qkibEi2ej0JZPLVxJWnSYJnnLpI+8A4qmRCdzZKhRI8M0ivAcAv4vGA8EuDoLpj2uCHCoidomRzLEHNplt5GKSHImtuNyVW5rG8dkE3KpeaxRoiIf1oIWIDAurhPQSGjx2e48QxI0iKSLEdcBIGvHJBU6aJDQosF6NSRo2u4wjLMRHHvgV21izRTduE6Iv2SaVLOFGwiOD1uu+lOuuv0qvvCFL7xIr/yv9kqlUtSLQjZDbMjmuAbXjgibxwrb00cyHXYfknuRoJ1n4ePiSUCTlJL+ipOkfN3fuVqVNZm9uPh0jzeVc1WxhUDOjgm6YbSri52yilHpoyLZWN3SY2boM+P0mTEKsw0qeQ/fcUjQJDgk28P5qVGbvuaBZryIIm1J0yAy8IoDvOI94uC7Lo4X4rsus2En+8PlbA/XMfTYSuSxENkaEpbHac+JQeHhBNQ9qIOIFgpmqpvW+7u4YdMb+eLqN+Fc7fL2Y77IX67/c7LbHaRpm7A84IHvqDR9oDzB4MikIq/7rBwdB4oQni+kNv2Q2fPuo/eUzb8U2+2XZUFQq9U46ttnsOGPpzG+g7vJhnBAeyzgoSS7fXaDLhwn+NbAp4RKYay0RApWe5oUiy7AYqY41XkUWHiQuuzrX0Ty7U32yzLuCU9jNOzj1FPuh1P08w0SbDA7eF/i0yz7RAXnNqNw3bkhP1x1Al9uvZbmHVlkTwuoIDIBtDAmDx2GXJfOVGtOmnyyggRg5u3PNGQw4/bn7TVKHLSbLzxZrEQGlQ1GIR6udqv5qq9zrxlHJTe7LIFySJUFcn7I6LUd3BuezEoZ4pp9d+F+2VUb0qyL9IJsAKYEs9+wdOlStmzZwsMPP/yLf+F/RZfneRTWDdOFGvPMD5ZoJhPMSp5R6WNUehkNeplFjXaiLrphSYaq0w9jZECVBDW6jM7DB8yIJeEdmiTnYtnfjs7pXRNQkZxFA9pwfC4SU5t2wQBtY6TIxNgjiIsEvXCVFdAkQVLSNKnrSKErIJeskrQPmyv7JJOzkFG5YZnsIbLBQNxDGOMuPlkaJEkwjxIaq6QI8KyMrEbWNCzOEWnNtShI0yBKfgwXmCZFP0fVZJiRbuqkGaeHVMInk6zpY1LnuOOOOyzUMa7rcsQRRwD3wQpBhvWckLXC3NEqNZ6QHiv59OKRE6CDIkkeglhpQSYEGY/EYDM2BErSItVs0coAgwBC4Ems//cdYktfDeaq0GNmGDAj9DRLcdCb77bn/XUyscLGJaCD+bYsllYsd42QAJcgdtqMCswIhXJFJbWZoEay4ZNqgus3aKYTbJe1PPbgiQSfDQjuDwhHxxF5Cm3MolFJHtUaWq9l+3GRCYLdEwS7PSCPt20RN3/lYi7I3M0lZ97f9i+YBOMaEt1QzzpU8gm6S01rG401kIOZPh3Ovf7AHVy79U7+8frreec73/mL2Rw/Z70sCwIAx3HomAmh5qr1boV2glUWTEP1/bioS+GAUalhZBVsXzBZqBxIgSCYLFDW0J9VT0yxujaFZIhDkXb2LOXh8AQeCk9gX7iCU91H+ETyv7P4xjrmUdMmM86or/foDocScNSmkMpZ8KnWO7jvhjPwP+UTlp4FZnDda/DekWHtX+/kt70/5jL3Tvq2zauHgWvaRY6v3ATppi3jqakaQGzCohSlrayI1BAQ2zGbGloM7LemSZHzYQDMGnq3V7h01ffJbHcwDzkwZoul5RZx6bDeDkNw7Ecv5dhjrzisCwJjjF7GdDAhRdxEwLQU2BuuZKesYka6iYKxACuPsgWA9RaIYPMoqyCK813MJF3hHMmGT+A5BK4lYNkI7MDVRLjogHYtFuC+AGmIuv0g9sM+9HMOPsawoBMLY1ph3lTUpMbyFzLNWlwM+A6EnlrF+rYAyZoGVdGLwBcn1o8HeNRF32h1MiRMK459jlCFjKlTQEmYURiSPp+2xXGAR0s0E6RBkhA3niXrUZDFE8tLMC1SokVGl5mj512PsPYba//TFwRBEPDEE0/w6cRbee/glzA1gyyDcAVUnA66mWGpGSFXmyd0HaaS3YxJL6PS25b6iYNrVObnSkATj1k67X7RGb5HqJCCJf0vdNSMpvzNUMdi0Z7uDSfJjwaW36XwejNrmKWTCSkyGvZSIxMjYq7RQjXixbyQf/LCFZlUZaiTDJpaCNTsme8bUnmhls6wI1xDeGuIf3MAvjWAsUibMd3E7T01tHsEKGBMr/2BdbQgMkH4YA+Tf7+Y9/7+X3DT0gc4032Qy93bKP5TC4YNsknIbw4Y78tQHgjI5W1svb0jit/0McM+lF2oQvqi9Iu9Jf5/rZdlQVAoFNi8eTOEt4IP/gFDqQzFApiiSmHilbTa+7wtBvrAEqd1eRD/rWGVBZMGc9BelNY0yiSVdc9TwrrUKOuSo1wb3KnRllsN5imHmWGX0oL96aF3dn8B+geF4NdCPmLew+2fuoDWHzUR2QFkcLNXk/inJL93wSe5bvTjON+3hJoi6uYFsQQwNhZaqpe+OWiRjhmD6QBxBeOZdoJiB7p3s9BKai5Dphgqn2BQkxE5YJGCg2o/6u5ytfZuYiWU9ncxDOYhE1sy16uQXmfwCh6O4xy2YwNjDLVGhorXAUZn3xmpEVhm/CxTcbcNxMS+mtEwmejjSZr0G805WGymyFDDNQE1N0Mza4OFqg2STQhcn1rW089ZImFEutJLVBYQ9gKsR7C95H37vNsXf9LaF6cWQK2RZ3t0KTetE1slmdWgrAWEQAdfiXw2vCvEo0mCBknqkqKG8gsiQqByJNouh/qx0EK9IQ2ShxjQBOK0pZZxhavLeUFX2CKBE8nUJCBLHd84eBKSZ56ETaz7z7zCMOShhx5i3QfWwasNjKku3t1qGKDcbjDyDjIIwfFzDJl+qmSoS0oTKWkrTFK01LDNHpUugW4gae+z9pDJid0vXQK6zBz9ZoIBM8KisSrMokinrx4G5YLLiNPHRFikRhrXhGTEckosAReIEYKkLQkiQ624UDVtwi2AGwSxXNI+gGbEBNDDjMZoX74ar+Ihw90wXUBmRUcD04JUmohYtyJyit7SjbPawSzV95PMdkCjAzoM4T0Bo7cv5mvpK/nGda/l+WOW8YFr/p70boMsFyp5j47mPMlGSMO6IaYdgyDQIcgag5kRKBkcx2FwcJChoSFarZfOn8AE1QP/qvDRzS5/yZ7I/8vq6emh9rc7ufmaN3D2zU/Gl3acZmiDJXAVBqdgL9AitAqiFsNA4Dm4fqjVY9nKBveZGEangZLDcmhR0bDd9aQ1nJgxSBnqdsOlk2rmE3seZC179xghPDnkltNO532tv2D0msX4PxzFKfTivc/jyN9/jj9PXM/Fux7E+Z6jj79IQ0hiP4AZ/TfxaSMa0fIsChJ9LGqm8ugsL6//X80bqskMC00+Fk1VVca4zWD22ss+ev5RuNGk/XgG9SFfqr9bpsDMwTf/6Uzet+b+w1ZtkMvlCL+wn49c8v9xqvsIR4/vw1Sh3gejmUVUyMWXWETuqxHN2vXgrUXsfb3arR4/ciasaY6A/f+kaVGTFBVycYb8z1oLL/NoLbxM44NzARrwwihilzA+aCOvgAbKB4gu9ygTviIdlOmw0sn0ggLFVUWERUDSpkGWWsyHyJh6zDRvkGBGutsuhVGkbGQLu2DkEV1UDkHcyUYhN4ElVCrpTM27FjGFi885jZs5sPQs5ufn/4Ov/K/+Wr16NZ///Oc541NvwGAR0bzlF60TZINQXqVeJkOyhGnppmX300LlR4AbfxwWBBzZ/AsQqpKxXhdJq6pRpGvAjLBsdlqjgKfQsawlfUufUF8mjGYWM003TdG9FId2yaFIQDwGM/N0oVbcXWaOXHNeEWMgTClXquZm4h2TbLY0hKmm//7w8k5u9i/m1uA8Hpw6ieZwh7rEzoOMCbJLkP1CuCdE9gpSqSKyH2N6MekezAqD6TFQNO3iYFtI8GCAyDBO/zK817g4ZzvkTp/hvNy9vN37GucOPQYBtIrCdD5PiKZJpoIG6apPYkrvodYRwquS/8zuI173C4mbD6oHfubHX5YIAYBsFf7iiv/C9stuoUqGXeEgA2aEC917OPGRHTjbjVr9rpAIBYIaJMYMiQALpwtgbFSwLQiG7aghKgaOQN84ebXqZLe1I/aBpGAyhkxkVBSdpQ7gaXcuxwiNdwd8MvMW/rr0Hub+voDsD3AW9ZK4LsFvvvmz/K/pj+D+kwNzrj5GVpEByVsZi/XdpmHNj1K2UM/bgiGvz5UARTlqC54H6DigDNmqkI0MjA5qAWB2W+OliFzpLvjTVXmRWWR9F5ZDeHwIy4BxcB5y4IDhyl1382eFxYdtQeD7Pkf/zwu48cLruci9S5GkMqRDYaB3kkq+TGT5G+BQNxmqZMhQp046npfWbIpb0hKuIm3+QttfwJIFU5YQmLC+BQvphId6C0SPAW1kzMAhXwvEKMbCQsGx7gKefazA/k0f06FCLi4E6pKiQocmOC54vtEBvsQSyPrNOCtnJzHDYCZNnA4aFbGDSycp93lMOIuYFZXBleg8pDAA4mJAXQsr9JiSBjKJMs2rpMlSZ8CMsGR8Vt+/NXj/qZ/kDzOZw6Ig2LNnDx/84Ae54zafzO2Oup7aBqGVUVtfgH4zQb+ZINuskZ0RHaNb6ezMsiRDsoRJWfRTBWbbC8Kly9oH56hSNDMsbx2k44Doedl02udjpOQDSEK6C1LZFq4EYP0xkkBgOS1RimW0Iq7AQg+NZCO0GSxCrdth2ummJunY2Mt1A2pZCPIOTTdJTTKscfbyOvMdzux9mB2L1vBoeCz7HliDjAvhcyHh1hAZm0NkApEyUEekjqnNwI48xizCdDmYAUtCf0YQ2Y/IAYKREcJPLoZP5mmtK3Lzx69g0+nPcFLf43SMCV4AueY8gesQuC5VN8N4roOZXDdTKwrUSbMh2MGB5E+noP4i18uyIJienib5iaXU7z+Bj972Oa52v8vX9ryJ5YN7WO3s50R2wJSN9U0ZpCyaKzCsc2+ipMCII7KANU03cIQQXB7CKmG+qJnfmWadDlcUfdgP1IwS/dJq1NMqQ6UKlUAftpA1pJPqUHhj9jI+tOePaL0PpBLgbHFwXuVw6use4Ar3dsxu9TYg8k2oojyGgkofKYBkRaNDI+nhC7wWTA19jIWofZQF7tivmbIEwn2osmDctH0a8iCZtjwxdmO0UsUoOMnssrLMEnAAmAT3yw7nnHMOO3bsOCzHBvV6nccee4z3/emtFK6f0yKtCK0s1LOeQpeuzjUjt0JAb2WBhklaS95wAfTZPEQqGODG89QcFe3+jWMh3VZ84QdW2x3PXxfoyJ34Yg9JmAZeYGF1KwkMPNfKAtuhMSEegjK9G9ZYKCJ1VS3KoRyALHXSMY8gs+A59JgZlpgJFptJumslXN8w1ZVlsrMYz6yj55U2NQpo7O7icJKE09BZtLg0jcrKXriiAqZKhqq0EbAsdRaZSfpnbTFgaQMnOU+wadMmfvjDH76Y2+BXdm3fvp3+z+zjzHffx7XeTbxl+BbMo4Zkt0GWCW6hRX7cV++RYcA1KlNcLtSLqi4ZMCOsau0n9BwqTo4pKVC3eFZLEkicidG0ypgKHeVQ5Yc2LE0bMNoIATrXl5A4XwOjY54IJWinfYYWKavF/hhNSTBrOrXKzUPOVai4mUwomdDyYZqS0IvXkhbbKIQSX58Ij+bW5y7H/3uf4CtNwtYQahzfjTEFjEkDI4jsBWa0KDB1RFowm0Fm00SELh0rLEe5BSPAToIdx+DctJSbTrmEHm+aY5Y9Szcz9IaTZKo+tSzUXFV5rA130rk7wOwyXLn5bv7wDW/lm9/85ksmQ3xZFgQArVaLZ599lv5TruHxxYs5ybsN+ZcPsM7sVqLcFEoMLNnL1bXEuEH9fjMMRI6EUUecBdkQUr025MvJq9knK1lhhlgT7mFNYi8dhRkl5ZX1+1pVaDSgFajssZCHQq/AKiE8XgjOFL6z7kw+67+Z8BkX52zBHOWQ3DLPuuJONjnbaZFA1goyLJhdqG/2lI4ijHVKlF57UWfRV6xJfPGbBhqCVKZddXvopR55Lr2wGBizEFdRYAmwiDa/wibzsTAFDBMjCBHsKHkwBX1O5l6HDW/acFjzCAC+/vWv8+Mfr6BQKHDppZdy3Lu+pfa9rQrJhk8z5YELvihMmLOkwkBc2+mnKYtaDY3SC9I2ZHHw6TXTOjowdTLVBj3uDIHnErguZelgjk6mpRuAqjU+ggWzVysnTFO33Vgz9qd3fEg0fEIPhMZPJ7jF83k1PZqSArN0MSt5WxTkYvfDKDWx10yxwhxkuRmiRorHwmO51zuZh53j2T5yFM09HcgBVAHTB2ZpwBHLd3G2o6SsTc6zgF74GVMnJS2isKaFyyOgQYop6YktnyMmO8DBrh5am5NMS4Gd4Sru8U/Ddb/xEuyIX43lui5+J7zOu5m3bL8FZ6uBqkGaggESU2o2hItmvuRtkFq3kGpCerhqvQWAfEi+d5bO5XPMJVU1UzWZeJwQKVYCXLVzd7GW6WqQFsfCR3+KgWHo8yvk+uaZTeaZpjuWoWqxJ0RkQn1PeGCwQds2hl46qGQ64iL6p5YcOi6blgLf8C/npkeuxr/OJ7ivbrv7nYCH45yDe6WLe7aDjCcJ715F8OBKtINKE3Fy2iv6ew/G9ACCMWVEyhizGMaF7Vs38Y/HvZ4znYc4znmazc6TDDBBsuHTk5ohcF3cIGTuCJfa2gxJmvy3629kx47jXikI/q0lIpRKJUqlEs8++yyJRILX/fYS7v30SZywdCfGty9QCXXq2xRSO1P4cXozFelgwIzQb8bJhfPkS75ClyUYPqmTz/pv4VPTb6f2UBfOkbB8cA9rzF6uXnMLby58F+d+Q6tq4mIgnYL0JiF8VUjlbcI3nCv4SnAND91zCvLdEHOUQ/70aTZe9AwtEuyqr+bpncexq3cVe7tWsrOwiouv+QErts1gHgKeRrv6wMCMtf9MWtjeNVrgRDbK0ZsruocjRAD7sarB2FdZ8qIyxYKoI+MK1K44K7TseyhRswSkEnoAlFBEYJZ4hEDTfj5CFwLYsGEDRx555GFtUjQ8PMzw8DDGGB544AHOuPUMcjd+iHckvsZZjYdx/QDH9cmaOkjdztYb9iLN0xRN2gzFiTvdJE0ypkGRaZJGsfWmJHFTSpjKln0IfDL5Bl5GO7Ronj8rnbGcLyL2RRB7wjoJ5hLzdCU0QnkhQTDEixPmItZ5iEtTPEq28JiWAjUycUyxS8Bio65rvWaKKhkeCk/gk+E7uK18HuXPFvC/5RNuU8whmhUYT+ewZoXhuVOOZOh3l9DsTpCmTtHa4CZpEhgP5Kf5Eg1SzIp6PIxKr/4cTkC/mSDEo27NjSrSwaj0sitcRatSeam2xS99+b5PcFPAH7zqOsrrO3hP9avqOxKRhZNAJ9DVJmSbKdSgbNKOIKNcmF6ggbq89s3hJAMS0qROOiYiNklQlzRThSxFqupyWhLMDIoWVK19uq/NhZnRPzsISRZmSebVhGuWTvXXsO6e0Yo8M6JMDFDPiigA64WjsPj7bKHaY0r0MMPF7g/InTTPPd8+jf0PrCb41mr8L6xEZAjTBUwJ4dYQUgbnRAf3TS70FGBaGzjZLzAP4bAgz4TW0Ajag7m8RQwM4Z4Qc5PhyfHNzF7QBcAK5yCD1QkSNUM6CKARWMQ3oKs0jxkHGoZ0+qVTHLxsC4IXrlarxU033cS99y5i16uv5rd+67fY9IVX6yYcMoBDOh+y6bRn2Bpu5O7wdO4PTuYnspaVuSFO6nyczc6T7Ak+8WraAAAgAElEQVRW8s3gcuavzxPc0sJZb9i3ZZDnj19N5cIO0otqvPa//ADnXCE7hnIKGhC8NuRH5x3HX7Xew/33n0lwU0B4X0vn/puEuYcKPJA6lfBZIXwkQIabtNZmueOdF/DIW05gV3YVl228k7O8rZhZx6ZjWWQgY4uBhXkK0You/4gDEOV5Z+0IIIrwBFijskqSUM8KrZQlD/kBiUZIIvZmUAVCq2Czw8sLiI0H7dhgvyUINcCfhbM/8SbOOOMKdu7cie8v8Dc+DJeIUC6XufPOO+kcfIjJY4/l9mPexLLrHV4l97EiPAhA09WOR4l7dbqZse5wDk2TwlmQ/hZBsbNiD0kDXekyizKTFJszuIHQU5ulvzlLMwmVTJaKyTIrXUxQZEj6mZICAR6utK2Ju8wcPWaGopRImxpZGu2CgBR16z4YWv9DTRTMxgd0dMhGJK8WCbbLOr4SbORH288l+FKA/60AGZtHYTsPlb20mdPiZ1Re64HsF+rDXcwWOg9hr9dFeRfRYRvRIBukaEmCKun4MkiaFh4BdVGaYZeZY7C2n3TZcA6P8Z7MDbxv41U8+OCDL9me+GWuSqWCuaOP4CiHjw8M8MTZF3PRRRfx+tQfaFhRABLxOLJoME/V9ryReZs9cyQvSEHPhumkdvJRJkWUs+EadRKsSAdBwSWTr9GZ8pHA6MjVhsFFPCUCgykLEqh3QTLbpOL0xsFHNdIkaFE0M7ECp6tcxbPPrZEHN6NjhoWFw0IOTaRG6DElq3QwLCvezhk9D/Ja9zv84Mwz+dppVzKydADZuQL3rS6bT3+Eq13NJFlspsiaOlVJMyGqhpiQRfw43MKtwasYvXUZ7BXC/YJsCwkfDRG/av1l6oTb1kJaRyfPHzXI1MqCIhk1e+Y2rCwyGm2P6Wshm4Vly5aRy+WovARF7MtSZfBvrUQiwUknncTll1/OHxT/BucWJ77kZFCQo4W5k122mk2MS5GjnR2sf/4AZquDbAr50uBlfKj1ASY+14+MazUY7hRMB5heozr8pQbnbIe+zQdI0WL/Q6sJ79CNEO4Mlakqw2ib3c5LNmYppq8T5xQX9w0OF1x0J+/2vsj5P3oU58eOJgo2lTsgg+oDLnkO7fqxf7fch5g/AIokRN4K1qxICm1uQCvZzgdPNFU9YIbBbFfLYmaw6Yy0LY99NMthUkcxpmr/vTElYcqYQr67bi1w0fraL81281d1GWNIJBIsX76c17zmNbztw3cw0ByhllSb3vlYh//TUGfE1tcOqMCI9DIkSwhwWWEOMmBGrXOhHpZry/tITNHmxSShvMJjl1nNHlnOrHQeQmTsMSWWmHG6bSce4mrRiBYqUVhS2XosTEt3rAcHLMs8oCFJ9soKbpy8mvpHM/hf9ZFSC/AwRQOegSlB/DlEZmIJl8kpW9sMGMx6B/dChzMuvJervVu4wL2bFC1GpY8RWcwsXZp+BzGWEXWlkXwzSZMc8xTNDD2mRJcpk7Gx0S4+mVqDdMnwO39+BZ/73Od+wa/8r+ZyHIeenh76+/vp7u7m0d/8Nr951Wd4jfs91jm7yFQbpGcVyjdjC0aqSTQwrQ/mel1m3c5D7LCjPfFCMmskp+0ea4AdPUQk7kNMAZNt9cPBnh4Alk1Pq+prt9FYdhtWRzYacwqTg1lGpdciBClcQnLMxymhEWKQM/P07a5gnlBnVgCWKM9LVkFYVAVaooI2PFHsvUfb2C5Sb2VUsTabz2ooGZ08HBzPx/13M/JnS2l9wkeLXhdwcFYY5Y4d75B6Q5U3Lf4Gr3W/w+ljT+l4FuICqVUQJvJd7ApXMyq93OC/kbHT/zs/+clPXrQ0xH9NZfCfsiCIVrFY5LLLLuPyyy/nyqd+F7PLtIlzETZStxeqb8ATwpOF6Xck+HTr17gpuJRn79hAcIOPf9skIo/bb0zbAy2H7s6FOtGF3U8CY/RrTJ/BOdLBvcKl/zcOcqFzD1e4t3L+tkdx/tnBPGDizHLZEOosL7r0G7TJj9FaUBDQROf7sQ2zfRMn1T6Uoh0XREZFUX3SsG/Mcb3Yo45f+mzxtMaSKPdZSWJAbIZkZrE54UDJIGuFOz55Au868kmGh4f/oy/df9rV29vLpZdeyqpVq9iwYQMrL/trXHya0taRTlNgKOxnVPo0Z8K06GQu9mkvSwc1SVMnw5QUmJAii80U65zdbHCepd9MsMSMs3pqVAmreaE+CEOZfkakl1FZzJAsoSIdMfEvSo7LUYllgRnquCagIQkmZZHGMtNpSVmazrhflrE13MjQk4MKmz4thHu0iMZDkzLTwBRaXE+J7tkcmE6jX1M0uG912fKWR7nW+xdOcp4gZypUJMek9b5XCeOhkslI4qYjlzCWMbblaLN0MUem1oi/L22DyD5zy59y3XXX/VLsYX+VVlSsdnZ2snHjRrZs2UJXVxfr37+Vy8fu0fd91Vhekr0UF5COpSBMFbJMSJEmyUNg+jgy28yTDJq4QUjgOiQbPukp9Pwoo81FNPZccOaZMrHEm4b9N+1lLKsE2RzyzLLlbA03UpU0ngnpYP4QI61of/dXpknssNbu2y13DGJulmSsWisibEcch0huvVTPQ4q0z9A4NVabpHCD8Hddb+Hz/lt4/murkAOCjKH8sBw45zkUrp7iTdlvcrH7Azb7T9JxIHLFFebzSmDPVaukD2qwHFN6Fn/o9nfxkY985EXzJDgsCwJQQk1vby9XXXUVv/bRrWz+1m71GBiyX5AGa/CukOVy5QLc3ncKtwWv4h93vw3/rwJaN04gcg9t6j7o7ejRNq3QzxnTjbO+A/cKF/d1DqetvpeTnMc503mQk/zH6XhAJXvmOX0UKaIZB1H8cN66Kc4b9bputJ9fjBREBMIogbC2oHOPPpaXmC0si+QQzZmpRnJLdMY3DmbI+g0UbSdgxxNSFFqDQiWfovu5JmabwXnKaOZDRR9LCsKTNyzjijUjrxQE/8byPI9EIsGJJ57Isccey/T1x3OU2cWxzjZWOkNMyCL2ywBTUsAjIMd8HB88LQWGZAnjsohR6WW/LOPA3lXIOEqMnlf06tzjv89veF/hkn33YebVAKZaNEwluxmSfsakLybgRcZIOdO+UBM0qdDBjPRQkjwzFBiXRQzJEpVzmXpsq9wiwZR0MyFF9suyeJbbtk62kkCbxxDLxgg4ytnFJucZ1sheEo0Ww5kl7AwHGZNepqQ77jAzpm5tjevWNKkVE8giI6KMqcU+ClEgTrRypkoXsxRNiUXlEjtyg7x+4wy7d+9+qV/+X9nlOA6e55HJZLjyyiv5zIe+p06lDeKunJSotDkaJXTbpiOv51Y17zCdKNAkqfupWiYd+ad4IAKmZtTwrIQWGwtRz2h56Pk0bNQ47YDRi3tQvRPC00Ju7TuD7wbn84PwTFK0YjSo25Q40uxhs/MkZ7gPsejRmhIpdy/gTURnamTxvlC5Be3zFtqFEErilshxzqMN9ftKyKydGbIrM8heWcnDwfE8Fh5HkwTHOk/zLu9LrL9jSL1mXJWzh8eFsEJo5aCST7X9EgI9rk1V+WMf/sxv8bGPfexFk8oetgVBtBzHYdWqVaxfv56zzjqL957zEZxvOrEjpbFduCyG8MKQx89ewzeCy/mHg7+O/1EX/ws+Yfikfq3JY8xynONT9tL36V0yxtje5cj9gjRg5W/s5e3uV3mt9x1WPDcN4ybOINDEROs6uE4INwpyjNDKQMK6AMaoxUJJZFSlLyBZmwb6pqrRfpNGKoMFbOFaxqGRTMTq9GglaeKFIYmGVp6h65AdE+38R6xcaBH6Zp1FO4apBe6FJQsrerDrOwXOPWL2sPUj+Pesrq4ulixZwvP/9X4ue/33eEfiawyYkZgUGI0Rovl9xOqfpZNt4XruGTud1g0pwnsCZMiqVYoG7/0eq9+5myvc22KS3zpnF92UmLNJi2U6aEmSqFJ0TXiIQdCY9DEk/ewMV7NfBmyATJM1Zi+bnSc52nmObjPN4+Fx3BuczLZwPQEuq5z9rDO7OMrZFRcNnbUyoetQSaoiAYih/Bop9oYrbTFRsDNplYclTYsu5iiYuTjeNlygNEiin0+aJk1JMksnM1KgSlt+GIjLhBTZIUeyNdxIzsyz56Y1uO9Z8ZLMZV+Oq6uri82bN3PaaafxJ0d+WpuoXj1PYtSyCQuOEm0elqrKqt4FqbKeDWacNiyeWuAKa5FNKQqsE55btpQJWUS/GWf19Kg2TU+pURwTIEcIcr4we5HDfZzCdllLQxJkTBsByjPPSc7jHLt3D+YhtZ+PCJEmcreOxqkF2/hY1KE9GpG2JH0hepFERwedtEey0ZQvInfX1KwNm4hrSib+GSoHoNxU51pOF8JzQkWEi0Ijo/bfNTcTR6M3SZJjnoHWCBOJIteemmLr1q0vyut72BcEC1c+n6dYLPLud7+bC977DZVSWZbq8zLAbcGrePD+0wluV04ADcE50sG50GHx1aNc4dzKOe4DXDb5I5y7HLXz7YLwgpD9Z2gHdrQ8R+dPAq1uhw1mwig/oKqVpByhXAY5Qigv8ig5nXjYbPBmi0RDtDiINlpKXRejtMJc2VdIbU4dREGr74hE2MoJ9Y4EDScRR+wm7DwtU2uQaoJpGCQpNFIQuI5KkBohiaaSfqYKWQJc+vZVMI8ZnO3GZikAXQKz1tXxKd38T/+4nwsHhw97GPbfszKZDPl8nnPPPZf169fjOA7pdJrG75ToNjN0mTJFZuJwo6YkuCs4gxtm3sj89Tn8r/vIrFgSE7gr+3DOcXFONxSvnuDi5F28zv0OG5wdqh2P9djayVdJ05JEbDQ0Ir38ONzCPWOnEzyaxiw1bDxuK5udJ+kxJSqSXZBBoN1gDzOscfayydnOGrOPRSPVNjs9qftmoivHuBSZpSt+jHnpiC/whcS0hZyAlA0f8bG+40YNanrMDEVKJEyTWeliRgrMoshHhBJMSzc7wjWM0kuOedY5u/j6q3/Cj370o5f+hX6ZrY6ODv7H//gfHHPMMZxfebsaoDUtD6CM+gxEF2bkZNqrvCdTBkqRO6GeX6TQy3nOfm8I4WUh3zn6TP7K/z1GpZe3u1/hffJp8n/nqBS7aZToeHxIeEXI4wNHMi5FVjpDDIQj5Cd9nfdPEYfWmUmLrs7Tbqo8FP1cLlDUrt+U7dhzStVXsk4INyjS0TETwohRFcQiLXbGi/mY7DghRYCY6Li4NaXfU7HPYc7+Ej1bhKA/+8LRB0mNR25kiLNKmm57PNY3VsY85kAZPjH5Qf7sz/6Mcrn8H35dXykIfsbyPI9CoUBHRwcj6x7BOd4hfDAEH5wzHNw3OLzliC/xVu/rnPj4Dpw7HMwedPOUwVSgVTX4PqT7tMuXzXbWZJMWzS6jsaCodp9VQrhJU8fKKzTuM9VskS3LQu6hLltB08RWp6oOMECqbGL3QqwvhmShljEEnovrB2RLom6Ez9hKedi+YSK3w6J1cYxmYg37Z591aDxKtFqOSD0zBjoF6dLvN+PAszqPky3C78nVfPGLX6RWW8gUemX9e1dPTw9XXXUVOz92LWe4D3Gy8wQ5M0+CBh4hdwen8ZXgGvb8nyPwvxIgB0KkJIDgbHLxXu9RfPcEr03ezGb3KY4x2+Pc+ch+uCbKBZhCRxFbg43cF57CxA+WQNGw6ridnOfcS78ZZ1oKTLCIWemky8yxwgyxwXmWATPCSjOkBkCTtGVlWBJYHlpdwmS+YMlf6jxYk7ZFLUCKZpxB8ELCIBAXCEla5E0ltkHOULN2xRqmE0VIR6Y5CdPiSLOH3t0VSMLHv/VfueGGGw5riez/6+rq6uL8889ny5YtnPneWzhx/7OYhxxFDKFNvOtEo9fzonugac8b29iorbzlJOSV5P3UBSv43/67+PoTrwcf3nPSJ/nQ/MfxPuZixuweStKG9aMVjUSX2PFm1T7+lGlLHEEv+l5brERfN27Z/CW0WCiAbAoJj1FCY0+rRMd2UUv3SaNIwjL991rLhaHcYvbKCirSQZcpx+TFaCSWpKkjs8h+vNrADcC1SIV5oSFeYBGT6GeYschK2UBWeOo3V/DqmRuprNlEtVrlP7peKQh+zkokEgwMDDB8wiMUPzXD2Zn7+S3vC5z6g2dwbnL0Yp8BsRtMM2v01yaBwQ8gkRPkKEHW6kUbIwJjSuqSDUK4RRGBVhHqHe1iwA2EwG1f5ImGaOb8z1gmurRt19XKKBJQddKEuHTXSppSuM1gHrXkmRl0s+XRN8dyfXOYksFsh9JPDPXQUMgIqSSYyPJ5uU1VXDB+oKnVtzmAjj6GdSP/5SW/y/XXX/9KMfAir6VLlzJz3Tb6XzvE0c4OBswIm5xnONl5gr2ygs/6b+ber5+B/798JfI1gB5D4j0eR7/3J/y3xP/mkvkfkGgaWknddw1HrWAjToJyA/rZEa7h5uBixr/cT3BLiHuKg3OF4YRVj8Sa7wEzwlHOLgad/awwB+mvTZCOiswFBl+tHMzms8xQUBMj6YzZ2JFvwc9akY49Hm294HTK2FjoHmbImHr88RCHNHVypkqRaQBKdDJv1RRpGrjG52b/Yj699PoXpcs63JYxhp6eHhYvXsxpp53GaaedxsaNG8lkMqx/4IK2hbqLXsYL1ccBimZaKF2OE6avSHCjfxV3BucwRYEcVc50HuSt3tdZetcczsOWVJDRxxUHzKwiAVTR9NVBVQkQ2Eve2v5LZLa2FG1qAtvEjaGcKc8WEkuFelG7844xNYcz+4w2fT5t2bYdIwhArx01RI1Uso0eRM6ds9JJgBPzZpK0lOAYZS5ExQq0Rw22EKBiH7dLUZHvD5zEF9+e47vf/e6LUgzAf8IsgxdztVotvch84ZrMzVzg3s2pTz+D80NH51dNC3fZTSCRra8LeGr0KpYda7ZZ4koSZECQs0LCtaKbt095Al4I+TFf52d5HQNUHA1ycZMBXlKrgYXdTmTtGTGmW6lDi4D+HT7mGQfzhKfPeQx93msEuVwILw15un8le2UlM1Kg25TYYHYwUB/FAxZNKpIgTxgYM0iffaNFQUY19A21y2YgjKCb10qFdu3aRb1e55X14q6JiQle9Y0386OurzD6zADmFMPFp9xGr5liRHrZWtlI8K2QYPdBjBnAu9LFfaPL2RfdzbXuv3CBfzfJ3QbJg2dNZ1okqFuVwLPhGu4JT+ObBy8n/OeE+rdPBQrxDguyx9BclWSD8xynOo9ylLOL5eVRlWYBYJAslJYkmWSRVTH0KZrgF+PLPyoAoqCmyFBmoddAWz4YtFPrDLG3QJJm3H0BsUY9+rOLOfrNOIFx4kM4Y6ZwCawffoYaGYLgpyNzX1n/9hIRpqammJqaYseOHXzxi1/EGMM555zDGWf8DqlSilwux6bf+AanffEZHY9GY4IoGM4iBbJUeCw8lofDE0ibGu93v8rlT9yLc5OjZ03eUVg/UjWF7WLAzKBOi0nBuLaztrHvcgQ2C6Y9l8+XfL3odxvIwehrO/iyfw03BxdxvPM0b3K/yYkPav4NWCS3L3JsRZ9PpDRYpxwuZ4fRLJdJPWOpQt9Uhb5MmVYBpvN5apKOQ8xqZMgxz+LEJHSXyKRCTEN/LjDxXUBS4BiYX2qYSBTZLuv4ZOsdTDz3py9aMfDz1isFgV3ZbJa5S1z+eu5/qovXo7ZS67OV5irrYZBCtf8vJNRE0FjDIgdLbRGwVCh36685son1ffCy2u0b33rJJ4kNWHTG27YCjVLd0qZGM6Oe913lKvmRCmaXwdnuwja1JvZL4EWM4BWCnCyEZ2kxEOBy+f4f4XzPwdyrGd1ypoNsCPWNtssootFE38S9+vzNfo1FNrtUnWFmDbUxtW0urIHwkpDxG8dfNI3sK6u9Wq0Wk5OTyJQQfC+Ae+B7Wy7k1t6LkL1CcE+ADAe4K5fh/bbH8e9+nGu9b3OO8wCD9f2kh01sAmN8lDyagZqoZHFbuJ5vPn8Vrd8VgvvGMOke3Dd5eO8VXr/yG1zg3s2ZzkP0jlTaqaIpPbymurJMWnfAoWAJ41JUMpQkNMLWXv6giYhJWvSaSbpNST0CFrD+vdDQSAq1TMp65KvRTYir7wGbqlclzYwoT6cmUWJkIi4nAtwYhegycxSsox1ogd1vxg5re+0Xa4lIXFh9//vf5/vf/378uY3/ZyNv+PHb+b3W50mPAHsNzg6jZ2QWKGpHf0b9YdZmdrGkMk3yAaOz8hJt2/Upo+ZIka9KdCYtAVKhqhsyViWQQlXgkWLMh2QTUjXLL8iCbFK11LZwPS4+V7q3c7bzACfs3YkZN2pL37Dqh73mEMm3HKX+C8/3LGaWTjgJJk4ssl8GSNJig/McJxx8DvYZEknoS1UgU6G1VMcLkYNmgEszqdL0pBvqCMHKw5tJqGVTuEFA57hPx95JBpnkgk338c6jzn/RCIU/b71SENi1atUqjnvjbVACWSsKra83mAqxrIYklm0qhHlodWm3b3wQT2gmhWomsntNxrPPEI8ETbLJOplmDce3RUNKZ/6zyU6qpAnFJW1q9DBDV61MyjJzxQPfWWAoVDGYnxicxwzmUQcilV8KvCidcVNIuEUgo6TGYz53APOAwWz3GB03akv+EHifBUTwXEilIOGBlyMmDcnutv+AnBzq/G87ZKqG+SqE1wa8444LuOuuw8cb/qVe9Xod5/QQs8LTYrTX0H3kGBsSO1hlnmeN2ctKZ4gNzg7WzA4p16MJEM1q9b9ytyJRQ7KEneEqdsgatoYbwQ3w3p/E+5MlnH3iD3md+x3Ocu9n+dRMzCSXLNSKhkpSFQ4j0stEWGTCJuBlqLPCOchiM6X718xRCBWWj8KTEo1QrbFteqflCSJJAylIZw1ptwlOU+FZT/AdaKYcakn1yw/FpbHAwKnLzLHaPE83pVhpUKGDOmk8CfBMSEMSMXTr4x72Tpq/6DU8PMx1b/sAf/kXf8AHV/wt713yGbKPOuBBeFxI62RhNpeleLDKykdLmEdd3WdZNBcoZvgTQ/JkrUFbNxr1nkdRgYIw1afmQK5N5syYOj2lKs6wHZlGybUpSGw1XOA/wgW1R/XxczpCHb2qg6FwCZrgqUXmtGgmAWDfM6t5prmOnbOD1J/uQrYJMi64bw/5o1V/zYbic2QeM4ckxyaHYXDRJIOFCd3TjjorNlMezRS4vhanlWxWi1tJ0OWW6WxUdDy8z5Dabujo6HhJXrtXCgK71q1bx8eG36sbzRpimAmDeTYyz0A31iKQDQJrhAR64VbzelCCtaENNbved5xDGP7ZWpOkPQRrGWNlgB49tRJLxgxmxOpzAxAcJfwtEugFzzMkRsDsMfrfs4oIsBcqNUM+r2zV+HmWDGab6nfNQ4bGU4ZSzdDfK/QfF9I3SHve57W/hxna7mFjlpwTvRkb1iRkGEqTUDxF+O3Hr+RrX/v8K13XL3DtPPFu3jv4D2RW1VlsptjkbOdoeY78T3yrgTYLEjxNe6xlkaJ6XqhkOqiRomnDiSp0EIjDJucZrlxxGxtWPscKZ4hupuOxVD0LtWKKCjnmpYNxisyE6lQIkDY1jjR7WGym6TdjdJcrJCLNOfw0SdYzbbkaFiKNXOc8S7Sy3yuuUOpKMSmL+L/svXmcHVWd/v8+p+rW3fv2lu6kk3TSZCMJgbAGZP2xDcKwiRsqOjMqOF910JkRmNFB1JnhO446ODCoKDoyiIAi/EDZYQhrAglbSEIWsnQn6XR3erl997pVdb5/nKq6HUcckSQEqOf1uq90uvsu3ff0qed8Ps/necokMZQTWiSXVYI8WYIgJdBtEF1R0OQkaEkUVBqPLK4wSFFl9SfWRi2DvYyRkRHkXZ0kH8ly9XWbmPm+Xk66/Cl61TTWeHMpkmGet5FTks/qvbZIKJpWLb4HS7AOgsmAIObdIhQkVtsgn8yG6zFJjVylQGJQtz2FbwmsA+G00yGmLvGPzo3xoncQ67zZDKp28vUm4tikKeJihs6f8+RGeuq9VKwEm71uNqoD2N46mVXHLeCJJUsYebSTGdM30S22a7OlYMTRn4RUrkBUQI0BzSCaFa4pqRhJDMMlSQWrpmgbKNM+VmlosyoSxtG/n3b22ZqNCIGPn0z/Bn8982GmbxttJAOu0+p6oCEqCdT4wRvu/wZj/sZkel4YIWuH2e06rctNmoikjpWN23Vahm3EsA07pBbbFNDivQ5ff9AGjtTeBGKAhoVnny+sAWiBTFyhXHDGoLhd4KwRBMaZWQnNnYrEAkXnbIU3Xc+90kIj0thGn/yblRYU2hNYrv81sWPC9+cFuXMUuQ+txT61IyIDexFCCOQRgh7ZS5IqU8QgM8R2HVcbGFChQAowVWPGOgOlFqET6UiH43wA7WIX7WIXJ8mniQmbFFWSXpVYpY7hb8SuCZVknFFa6Vcd7FJtoaalXeyiQwzrcUjfCdBwwPREQ1tjNCpgQVUhr5rCOORJ+aLeoCeY0eh8DZOKTNKvOlnjzuVF7yAqJOgRvRws13CQXBvaKbsYVEiGY4gZSiSo+qmOHh4GNWWFLYVNT9/Ao49eELW29hEOPPBAXviRy6cfvEZPJc2RzL9kDZfGbuCULc8in9OCbSR6zQR5KXHfCCggAvHG12lRVKfAULI1HJmtKJ1fkBQV4kEsu6EPbjumaTfNnb7l93Y1hSJpMvUSPaKXxfIVlgyt1p4HW/xqaErt7i9QFmTdGh1sYAkbwAJvicfoEovNZ81gshiga2cehrVja1AJCHNlfO8YJ0todVxWceLUScYSJK0qbeVy4yDWAgqFGPf9ZbJqn+gHICIEIdybXJovLSBeFdp1q82PSm7xldv4pc6sQnXrqYENk7pwMfxQmCoGHkXZSFaLYYfhNEAYJZuhSGpQNUIsgmjmLq18LXSb7BQdlEkyVfTTvqWsvQzyjfI9WX/R4G/CBajWBGP+tTkBTM/pvpfq9McLXbQWIIg2DsnHbTEAACAASURBVEinLbTLnUnDtculQRYmVlh9N8eb//V0ypn/+1tfjLCnIYRATBfMFpvDzIG2fAlsLeZruKvpTazerPxJgnhYEaipRjhRgCRVEqKiZ/ztOtL1iNsCR+qplaLUSumdqiO0LM4xTpscpFtsp8kPMtquppBP5EhRoUWM0pYdw5EyJBLbvclsdrrpVdPYrqaQY5xWMYaVshlJtdDrTWVNaR6lja3a1hhQI8Cg0nkgIwp5kOTAT60lSYVD5GrSokRG6TAlIJyASArtgBin4VkQ8/sScWx2jI9HZGAvI5lMYhgGlmXx4qJfI7sEYr5g8nu38X7jHv7avJ62OxzEC0ZjKqUFfSWqogWHbeCd43FT27n8wj2HOjHaxS5miG2kKdEsCkzyhmkijym8MKTLwKPcLrC7LFZ5C3jUPY5f107jtVfnIxKKjpl9LBTrOdl4gmOMFRy2c73e74elrgLH/UmqNj/10fUFjAXCxEdR0VUuuVzS9mKdVmujvoBPEdDeyEOw44KilcFVEkPocVnDdbFcm0nswnA97UgYWjf7Au0uwFGIbQLK2uvlx7FvcNddn98n719ECNCbrqrB+5z/5KHZH+O1mZ2gCGNis5US8aCk7ytkAeaM7Ah7oUo7GDPaYVH2E7dMPN8MSHurJT0Pw3FJVpQ+HUHY31WdilobFJIpKsRJUGGyN0h2q6PL/sPodsKo0DbDA35FoQBOBYolTQaqaDKQsZSONHVpzApPLOGm0Ex4XIsnnQqYk3wC0Ks/p2pQsbV4ELTGINkM6niPa459GSFuJtpf9y6klBjzK8yTG0m5FaTrUcyYjOV0BHFg7RvMP3t+fd5BUlXJMPugHlar0AZYoqY9CGjCjHkQAychqfrRyUWvcT+ASWJXmJHQwgguJkOqnc2qm37VQYoK7WKEjChS8RKsU7NZ5S3gRe8gXttwIN5aBX1+vsF0gZgjaOoeImcVmJweZNJBa7FpkOkaFsP9bahXLIjDJIZxMdispiMQGMJlntgYtgaC9EMHgzJJX9iopxXi2Ayqdm677TbGx8d/9y86wpuGEIKmpibGPraa465cyjXW8fSsHNYi7e9ot0F9CvYPMb6vQBi+1qz3wS3HtPHl+t/zmx+chfN9B3mKJP33RT7UfBfz5GskRBWJQ5UkrYwxWQyQEwU2ej08Io7n3upprHt6AWpQQVpgHlLmg5Pv5Fzzfo5zniX9mvL1Cb6QsFlpHUvgRlgRiNcIq8BhC6AidBm/gn79bf4tqfR+/BoYNYHRArFpilRXQYt5A9OkXRNGDU0ACcaEybU28LoUxaxJtsVBNAvEPMXmJzdj2w0b7r2JiBD46LQPI/H+BXzmjm9wsvsEB8s16MurLysJTCTGQK6Xet614FcTpivwkwlbsGkxBsAdCC/AKqVL/6DnwEdyFk2yTCzlhwc52vQnMQCJQgXKFX1hrgioSV1KK9MIE+oTVAcExYpuvxXQhlyj/ivOAgVbsGhcax28cxT9F6W4xbmApd572Kxm0NfXDXkzdA4jrjj2gCc43/g1f164E/m4RC4XJB+RLK8I0sD0siKxWHHppX/Hhqu/HJ229gGklBzV8QKTny6iuvQ40nY5hUGvnVGaiVGnQwyTVFVsEaOkMv4cdJYiacoq2Rj5E9qWOE4Jw6/seJhUkBR8XUFRpcNsewOXnBhnquinQ4yQoUjMH32t+ONgRZVmp+oIS7LrvNkM/fcUvGUe3ioFIwr5Jx7tfzXExfGfcq7xAAcO9WmjrJ2EhjYh/CwO1aUYmJthaKZ2gxtS7azx5vKd+v8B4Gj5HMcby5nk6dMWNARarinDj+txk6KR4cHrPsJTT10btbf2IpRS1Go1/uTKh/nFus9jfEvCFqOh/A8MhuI0woT8iHfV0RjNVsCJ8mnin67T+6mpzBUb9XstdJ+0ohLU/GCrQaWjvberKfzaPY2XVhyOt9RDpBXTLunlUvMG3m/eTUufHbbUVLt/8Kn5+3cZKKjdEhi134toHKICkaNHQ3dVCALhROjUSJtfZUjpFoFrQNzWlVyVUWFGA2NBnoxuCwgDlKOQcUG25rcDU/BQ5T/5/vc/ui/ePiAiBIBeyNu3b6dcLtP1+S4+9JkHkT8yYLp2FaRFz5uK/obxBRaoHqXNI7oUaqrSYy9+TLAYIJwtFe0Qy2mTH20KEycZr2hRol++D8rzKgvXbr6c1atXE4vFiMfj4S3ZniTbk2XOnDkc8MlPAtAuYWaPP164xGP8LINb1Xnc5B7Bb4ZPx16eRr2o8D6uwFFgCkSPjm625hep92Zw73Rxf+Wy9MRjefKiE7huyac5472PcOWp3ybtweJfSHInKLwzPe5931EsO+6mfdbTerdDSskJ16xk9TkPsqB8OkNWG2WVDK2C436yZp0Yo6qFYdXMiGphRDXr6oGok6KiTXv8VMMMJd8JMEZJ6WyBskqE1YCEqNHJIB1iOAyMCSy1y1aStYkZPOMewdPukSwtvofisha8Rz3cJz2deOjYyEUC4ywT48Men5j5X7zfvIdjR17WG64f7DJxbLcRy63JQWxMMPmZIpMHdAVg7bkuv1Gn8UzlCGJx7UngYbBZdNMd20a32E7nQFGf3iwFhnZ4s+Pw4E2Xcf31V9Pb27sv37p3JSzL4nD5EvT5e1+H/4UghyVwGwxi2QMDoaz/fWWYWtjFn2Yf4nhj+W4mVhZ1LGGDf9CuqCTPeofyPefP2fKdmXhLPUg7iG6JOEL7V5SJU1RpmlM1hJ8tEDqyQsM9Me+Lx4OqgAEqrjQxCMiBfhGNRMYCmuR0+q3WwEXRA4Yh5gjMqYpXp01ntTeXXjWdKWKAxfIVDhzs07b2g+iKxKifD7MeTTDKAtWjuH/F/fu0qhU5Ff4WpkyZwuZH65ifMbUV8WIP1YEO9glcpCay3axv5RtMhezyF10FTRa6tTvhaIf2jw+MWCbli8hev/zvm6blzzH41tc/wXXXXUe5XEaIRokp+FgIwTHHHMPDl73KzlPT/Gv9c/x468dxvy/wlnp4GxSyR2B+1eSis27myti3aN9Sodqp2JmYxIz8EMZNBt6Nks0FwewLPNyPuvQd0sJG1cPT3pF8+9m/QeUVx53yBD1iK62M8ah3PC//x8F03XgUW7ZsiU5a+xCWZXH22Wfz8/OfYO0FU9mqpjFJDNMttpMpl8insgypNkZUywT/Ct1bNXy5tp9eEBpdVUiEVQG9Jj3i1MiJAhlKWEITDVvFGKSNdd5sfumczfI7j6Z+qU1H+jBs28ZxHFzXpVj8OVIeoY2RLjJYcPIrfMi8k5PlE8yubiERhGEFXu5JTQJitj6ViUGhy1wt2u+jr62VF71FPOku4RnvyLAtsUCup0dspVNowtIqRpkhtpETBSQuFZXAEDoh0nBdvupdzn0H/zubN2/e92/cuxBtbW1ceeWV/GX2n3R/PrhoptDWxsH0SxZUSk2IHNaz+PWMrqJWZNI3qfLI2EXSOxQM6nHa0eMtbrn+b9i2bRvXZ/4e59sObnkZUESIaQjRjZybxrzU5NyP3MNfmj/hqPHVSD/ngAIN8WtgZRxkIJRpENXAehlAqUYmQeB5kNJiwaDNGgrDOxXeexR9h7ew3DuUKklyjLNArteR5IMTbIrH0BNhBXQFeJ2ANQKWeFyafj833HDDHos8nojIqfAPRLlc5upbv8Dff/V65K1SLwjPV52m0b+xIBELzeTEKGEMMHFNENQUBd3gzVRszbUzqlqQeKREhRzjeqzGtwGmAD9v+leuOe4aXnnlO+ECeL2S/PPPP8/hf9dD6a9KVCrfojp4DEIcgPkZk2lP7OA66wpOfXwF8nJt9KHeI0ks8ZjZvguxWiLWCHYVBNuBnXdIuEMyiSKnnvIS/9+XnmfGkm086x3Gfz1zEY+8dxvt7adSr1+DWyyyaS8szgi/H7ZtE4/HkY9Jcu8v4CrD9053cE2Jh4Hpl/fj2KRFKawc1IiFiYmBeQ+AodzwpAXQTIFJYhctlTE8Q1K2kozSzBPeEv5v9VKGvtBG7oGFOKOjuI7DjnxjbWqyWsQ4RmJ+HT4242aOkSs4VL6izZGG/VPZhOdjDGJloatizdB7TDNPukezXU0BoNUdoaKSTBLDfMi4k6min0limDYx6lsUl8gVdJXqxcyB/KJ+Dre55zE83sy83Ead7viPz/PrW/8tqgzsQ4yMjLBy5UrUhQrxgmgI8gpASiDadJVAtfhC5zj6xO0IxJjCqkBs2CEbL+x2YVYmMEvxVOvB3HPFwdx441cpFAoI8W/AxL1SYBgmbaNtjD61io0X9jCk2qikJOma76PiVyjIKapZiPuCQWxQTuP1irLQRnMV/8IdCCCTCmr+xNfAhMPfbIVa4vHS1Fks9w5luzOFDCVON5ZyyIZNiMcFwpOoKWiTu5lBcq2vKdsmEDMF6uOKS++7gBu+9719fvCKKgS/BSEEU6ZM4Stf+Qqfsq+CZoV7hsempsnaAY0kOfIcUO8l/TRh+EU4W92l32hmK6ozFSPJZopKn8JyYpycPU5qWOn7DAACbuz9Gl/5ylcYGRl5w683Fovhuk8Sv3E2V77/n/nrR2/C+FcDNV3hfcRj7SlT6VedLJDrmPxgCfkLqcWRwchXWjNzNU9bFYuaFiGqNDx4xeGcv+Q/Ua9Ojcxc3mJ88IMf5Gtf+xqbNm2iUChw/HmXkbSrFK10w80PGxeTIil2qXYKKo2BS8q3Co4J21fh10PRYY0YJh6tYpSmSoG4Ldiaa+dJ92h+6Z5N7uLbuf/++ymXy9Tr9dclqZZl4TX3cuLGFXwzdhUH1Hu1eNZpGGsBuiLg/60UOg3uU6dwp3sWDw2cxORJA/yl+RM+Lm6n6UVXb84tQJui6tvQuoaB4bokyw6xMlSz8GjiOO53T+ZJ92hGas2M3dmG/dk8lrUwytZ4CzB9+nS+8+qRnPdPT8Iu0aimGv449TQFU9EX1sIE75MJ3hmkdBm+1gbbk5PpVVPZqTpY+/Uufv7zn9PX1/d7NUymaYaBTLN/dCDvNR7RplneKJmCE7oCBjHbFb8xFlRwQRPoVkbJ1QukCp6Och4AtkwgAoG3wVwdbDe+0MA1DJp31DRh2OxXDsb061LzFcMfjnGncyYveYtI+AfEZlEg/bOFLFu2jHvuuYfR0dG96j0QhRu9QcycOZP6yvu4JvFl/rX+OdaNzCaZrjI13s/JxhOcZTzIMc+v1e5/ZRqJXF1+eNBMRTkrMFwPy9YlITGqSYDo18y5dpHHlVdfxC233MLAwMAf9TpjsRhq2jZeWH0a827diXhZoNoU7qddvpn+NA+5J7FYvsIVse/ScU0N+bBsKGUtPaurZvtsPQj/KAjIKrzzPZo3raN68X1I+YnI0GU/QXd3NzNW/ZCHX/sY/QtylFWCVjFKplAjn02zUc1kjTeXIdVOThSYIgZoZ0Qb+1Ak5dsJ1/wQobqfzVohwSbVzS3OBTzyXycz5dtHsmPHjj84oyKdTqN+3sea04+ivZAPg5Tink121AlTOwfbMmxS3QypdixsDhC9zBnZrq2xK6IhOgtOkAEsRd3SQi3L9g28DKiktGLXqnn8MnUm3zxyBWvXro1Er28R0uk06jd9/PjIi8lSYpbYzMwNu5AvaPvi0AcF9J4zKsK8AFJ65G98icFvOI1fOmezSc3kZOMJuq6tcdddd/Hss8/+wa9l8eLFNC/9Zz5i3sFU0R9GFYMWJ+qMiwS2agRq7UYIxBhTKztJ9AnEFm30Rp9AbG8Q29C4baKbbQn9dYeGZqJTZyGUjoBNZje7aGeD18NKbzEPVE6m5/w/Y9myZfukKhC1DN4gtm7dSsucY7ksl6NveAHyOIn9mTQ9J2xlMgM0M65HRrLCXwx+EEcLepyvAqmKr1wdFlpb0OebClXgwXN+zJXvvZKXXrr2TZ2+U6kU1fcZzFm7AzUX3DMV23KtNHsFrlh+I3/31I+Ry4W+yDsSEn4YR4+vfbD9EcY1aLYb9NYKAvGA5Itf+S7/+dUfsXNntLnuL+jt7WV02vv587PPZuEN07hY3ETTFhdqgszMEiTBJo6t9GZXIE1M6PE7BCSoYNl1Slbajz5u4UVvIU+6R/PApjNwb/aY88BJbB4cfEOBVbZtY76iKJ6epsUcI1NwyPpru24pim06p6DJHufovjW6lzqKP48uNUFtUXqUyw/ECdekP4kQK/tVBh/ChfSwL1BMwqZEN9u3//8RGXgLUalUmP6JQ/mrpx/hg9m7OM14jJlZX41d0cZmym6ISlVKv+fqQMWrU6fzoHci9zqn8+zao/Hu9TjzlYuR06Zx29KlvPzyy2/otaxbt45jL/gO9//qLzhIrGGO3MxU0R86XALaJ0DUMajuFrQVtNgqqThGV40YuvUldoFKq1A3Jhw/xTEwi5O+ViKFFhy2KL8tos3l0q7ioFlbGZwyoj//k4Vk11/Lr7Zufcu1WREheB0opRgZGWFsbAwhyuBkIA89YisfMu+ifU0Ftkxw9CuLhtFPXCCS+KMpegEx5jPKDNx5yrVc+Td/w6uvvvqmX6fneTCseH7+HA7bsAHjN5KZK8a1BaYrUXFfCNOi9Gt10KMyvVKLYSZ6EwQf+/+KPsFXT7qeX2Za3/KFGmF3FAoFbr31VhauWsj5z7aTWzXIk+ccxG3ueRiOy2QxSI/cSqsY8xMC6yTQBlrJSo24DZ5ZwZUGZaXd/ooqjRoEb41i3bp1b3j2WSmFt8rjZW8+Lckx6nF9f+29AS1bbMSY7Ufj+hf1NtVIxAO94QYTOp1QmGmwXU5hWOkjpYWNJeok/dCiXLkQVguEA3Hxxl5zhD0Pz/Po7e3lwFPP5sbLnuSoDzyPfEBqcucHFwmXhqtmUp+eV0w9kDvdM7nbfS/bX5yh1+Iyj6UrlzI8PPz7n/R1UKlU2LBhA62qmybGiSu9PrRvRwUDD0O5/yOOOzDxqpDAJoadLZCbXiCRUqjZvrFbnx/4tl63YNUshVqodPtguqLmT07Ex3SeDGNaQC62a+v5ydkSmfOf54FNC7j++uv3iwpsRAj+F3iehxCz4BFJdmUzd03fwPUHX4581tB9IceP9az5ffnAUz7Y4CqEZSPvAo+Hjz2Cn37wp3uEDIAOvjG6BEf8aiPifqOhZbBAFHXPS42C6+lDmMiildydqvEaC5rhqgKMFcB19cue3gb3n7iEUmnvp2xFeOPwPI/Vq1dz09cu4xsdP6FVjNIjepksBpktN9HKWGjYAxCjTow6riEpJ8GR+hSUEUWyosRm1c3MLxzH9u3bGf8jxKOO4zDlycN41L2Cs2oPNyYL/OCaepti18xmhlWzDiBSSRRgiToZihi4jKiW0GJ2ULVS9yxink2bGGOyGNRlXwZJ+j6vxVSKpFklPexBQdB+/6xI77IfQCnFq6++ivHpTr7/w6NIfvE/OLf2f/SMfhZdXQXdHorrfzOUmCr6mSU2saNtKsdffREvvvQig3+Etmoi6vU661YtwD7IokiKskiSE+OkRNUPxNZVsMZ4o01SVMPPV0hiK4uRZDPGtKCd4JFbMk6mXMZwoZCNM66yGHhMqoyQWC9IPqJD6MQAjWkF068kNwFTFIarqFar+01FK9IQvAFIKUmn00yfPp2jln2eH375Ks0Gu5RWofb5ApJgPzJBHe6x80NpfuB8gn979lLmX3Ya69evp1Ao7JHXJIRg/vz5PLiyyOQ/tfVzB+NdKXRqYzMNi9vgaQOnQgNdvfC9EEJ7TkenGzYtWYvzF5P3yuhLhD2D1tZWzj77bH544n36JOILW9U8RSnbMOkBbdRTMbSYMEBJZbjVOY91n3iRBx54gFKp9KZei7fyJT436UdUVIIRWsgrnWPgInc/mfE/T0QJUWWG2EaP6NXBMt5Wmna4uhwbtA8Cy9vgOONP7KgFis9fdT4/+clPIlKwH0FKycKFCzGeuJ7TjKUslquYLIa0LwZFWsUoLYM2/R05HnGP53vOn7PmpweRu3ohO3fufNPPn8vlKM/fgHGsRJ4o6T5hE/PkRmaKrUwRQ+REHovG/mbgWw3jkhQVdCC9JgmuMqgR80fIJQmqTBEDzBjcpR0Z1wgdF9+PbtPWmGDIpFsHKo7WFPQoPvJn3+KJuV/6ozVkfywiDcEegOd5FAoF1q5dS+rkG7nuo1dw+id/xKyhAXhNG6EoPy5TFASqU3HLyDdZ8bcrePnlR0muuY4Xx8b2aGlIKUVvby/fc/6aq+b+wNcEEJoiEbQugk20fYIZUq/QZhi+dfHQOBSFoIT+8nFtAnXgvkvaivDHYWRkhCeeeIJrD76ctmlt2LZNZmeGo465So8cxsAStvYlwEXikaRGhTjrvdn0//wCCi+8wGOPPfamyADosd36bJNvHvdZRJdATBXIJRLr8BLz2jYyicDsqBpaLk8Sw0wV/RwgtjKr2EcsGOcKSK1FoyfbBuNdBnmpQ5sm4mn3CJ566qmIDOxnCFoIh573D7zW2oo9fTrWPy5io9eDTYy5Vz2DlBLXdRkfH2fa8HeovfYar+7a9b8/+B+Aer2uDbMOkohuOEq+wEFyNXHquBh+zDFheqYmARXdkqKAIVw9ieCLEIOK21TRz5xtO3Qw0ipD77vDvr1xyh9DPFTn3pDUrbFaG2xIzOB57xDt7XLEP+5zMvD7EBGCPwJKKZ5//nn6+/s54pKZzP3REN5ixYvn9nCd8ykqvur7IfckvMXn0N/fj+M4e60PX61WeersxznsLm0Ec45xP+8Zfxm5SiJeEIiVevylOAj9tqSETkKMoYXcOalo6YLJhyvo9PAWKJimeO7EObgnOPtNOSvC62Pz5s1cccUVOh1RSjo7Oxm0n+fg81/mHON+usU2JotBkqKCi8H9zinYV+V59dVXWb78corFIrUgtOJNoFar0dl5KGPHrabzSzs5zXiM9xqPMlkMEvNzBdKiSLM3TnbU1VM3eaDka2yyAjUTRhbHGFAdDPsthHXebF5Vs1jpLWbgyWk6AKmmII8ORUoI1AYPq++AN/0zRNjzyOfzPP744wghOPnkk/mQ6KJVjrLUew933XUX27dvB/TeqpTC87w9tl9ms1nyF5rIkyUdM/sokmaLmkGSqk7eFLuwqOssDZXWYlyRxFJ17Z2htLHXxPYC6IAw4aArrc0CZYNwtEummqXwTvBQixVbOtp5xVvAM94RPO0dyU67g1IpTWk8Q6745T3yM+4pRC2DNwHTNJk9ezaTJk3Ctm3Gx8fJ5/Ph18rlMiMjI/tEkJfNZqn/3WY+//nvc4X3XbK/BPG0b0K0RVAB2pOKZKduBbgf8Vh70DQedY+nSBrHHz9rEuNhEM63+z5H9aAhlDokIgVvMwghSCaTZLNZmpqaQvtr09RngP7+frZt27ZX1ubcuXNRz97Gh8y7WCDXsVCsJye0/WrQqtCRyxViNYe4jY56ndjOSmrTmHwqi00MVxlh1oI2Uk6yU01iROmWRJE0d9vvpTrvOHbtoZNlhL2DTCZDZ2cnsVgM27bf0GjrH4Pm5mZK09YhjzMwzpQccuJKTpLPsFiuYrbcTLe3jbxsYp2azUavR8cj++mZaUqhj0eGUtjmksIhS4lWb4xk2cEs62ktsUYg1vsTB45fKbYUHOBbNONPdY2COlZx/LU9LF++fK/97K+HyIfgHQ7TNDnppJO47u5tzLp6BHYEcZq6ZKXmKfoO0PbENjGOki/Qem8dsdwfhRwGUQKVBhYovOMVLZ3rqBz/OHB+RAgi/MHo7OxEvfA0/5T7Z2bJLcwRm8jYJYpWmgJpSioTnsYKpMkxTofYpdMSyyUSFbSuxRft7obAKdTxP56g17l30bF8YcELbN26dd/9sBH2ewTk2G7eROxfYpx+7kOcb9zLoXIVMyt9JLYJSDZaUYE3QdG39tathHqoI5gkhukYLiDGQCWh3C4oxjL6c68JrePxHRrFsG9A59DISQAw4YPf/Q4PTPn0W5ILE2kI3uFwHIfnnnuOG5zL+ZfyNToVseyz1YeBMkweLjBQWcU2YAXQjskkwFAKVwiUUvS0gXuex8Wnfh27xwYGIzIQ4Q1haGiIEz7ySR65+8+oYZGTeWKWjcQjR4GsKDGiWnypVoxeNZV1arYWHlqSnDVOprmkfexFiRzjWogovLBsmxRVkm4lPJ1hwmbVDbzwVv/4EfYzKKWV/GLAhoQVnvRj1LFs9JRVryC3ziPHmLafbway4DUr3AkTibExdBVgnYR+TSSyzYpMtgRJqf1o2nVokxj1dVzTwHcP17CBMXh44KQ90qbbk4gIwTsIQgi6xXboEzDgj7m06BlfbEhagqNt1VicQaSzC6qsGB4D2hVr/mwqPz/vAmKVGbjsvVJehHcmPM/jpZdeYu7fPs0z31pCHJuqTNIiRslSIulVyEm9y8axKZPQtrFCZzRY1EmKCpYv+gqmFVDQyqhvIuPbFxeBmmB8usE6b3YkKIzwO+F5HonEXE6/+U8o/smFob8A0DDACiwsXD/WOAmGBTLIPkgpGPeN5sZ0ho0qo3MNbHS+Tb/QU1rSbxF0+i6GZW3IFLbFOsDdnNzvDlsRIXgHoVqtsuEKUO9RulQ1Coz6AUp+MIdq8QmBq2+ijF7cBrRPB/eLHu+54xGyK+cyWqvtdws2wtsDY2NjLF++nJp3CccYK0hQIUuJjF0iVVBkyTPZHMPRgm1cA1xT/8dwPOI2KLQtccVKAGC5tq4I2IThYLgCDMV2OYVfDJ+NV7ryLfl5I+z/qFarvPzyy+THruG01qUYeLiGf8FPoa+GASlw0Bdvy1cVGgBCH6L8yRdsgXAUKoP2VQgqCYH5Up82LRKj/mP79sZqpsI71cO71tvv9teIELyDUK1Wuffeeznun7/L+zu+gNsnGmZEWb1gRRm90IcFW4YFG4CZwKwLXf7taxdy1X1Xkv7iPEZGRyN3wgh/NJRSrF+/nnMu+Sa9P1rElfNMdwAAIABJREFUHLEZF5NUrEKmrUSMOgYOpuciHQ/P0GRAuh523KSS0rur4bq0jpWRNcADJdH+HgApKGcFQ7F2rq1/kvGjk6g95O8R4Z2J3t5ejvzghTz04BewiTE7vZnFi1+hs6/Y8GKx0Rd338StntGE1XB1y4AB/GwC/IA4GjbMccK9loofbZ/0q7UJQCrIKr7Y9GVa/+tgdkSEIMLeRG9vLzfddBMdv1zACRetQWzxF+OgoFKGfBnqQjAtp5hxise0L7ncPOssDrv7O9RyeZLJbobL5f2OuUZ4+6FSqfDMM89w903X437cYJFcy1TRz1TRT4dbJFNwdA69DSRd6s2Kkaz2ew30AQD55jh5pcVeSSo6pKlQY2emleXeYVxnf5IViw/G2XEL/A6zowgRAriuy8DAAC+v+hMGD2rjUPUKG70eWrtGaRWjdIvtzMv3IWtQT4Edl1g1j0S/gF4dTCcG/NK/bwWPCVgClVXa9yUwIbKEtmf2czho0fbGzxw5n43n3rtf+Q8EiAjBOwyu6/Lwww+zsqeFD3zgAxxx9hFceNrfIv5bYqWgfZHi+alzuNi5nCeXnUD9/XXUJhelViHEKZRK0YYaYc9hcHCQA/7jeEY+/lfkaSLHOKOqBSSUm0tkUiVSZY9C1qRkZKipGHGhXeNMv61l2XWSVhVL2WS8EtkxB2HDUKade9wzWHnRYsyd3TiiSsRjI/xviMVifPauf+aksZMonvQ0Nzgf55kVxzL18K1caNzBR3N3MGNwCLMMZsHT5m2D/sSAi9YKZEXj6umbDvl+RQ0EX3eBdth5YYpvX3EuSy9dyqpVq/ZLw7do7PAdjFgsRltbG7tiLyKPNlCbPdR6hVccR6lNmObZeJ6HlHolR/bEEfYGuru7OXf1pcyTG8kx7mfISVrFGB1imBZGMYJkMAVJUSVjl0iPen4csgo32/F2k43iAH7tnsY12/6S+qWS2FM9lKOqVoQ/EKZp0t7ezrJly5j666N47C8O4VbnXObILRwln6dHbKW1ktehRMN+FkHZj2gepxEKZ0+wqQ8ybLI+OUgGTwaqWVE6Hs7iFtbO+ABjY2P7/Gf+bUQ+BO9SSCkxTZNYLIZpmpimSTwex/M8BgYGok00wl5HR0cHufUP8MqrpyMKgvXHTeEJb0loWTxFDCL9Ur+FTfNYTSu1J0xk1dsUvZnJ3Oh8lO89fwn2B2zcoRXEYu97w6mMESIYhsHVV1/NpT/6N8zpCu98D2+Ror5AsTK9kCHVRrfczuz6ZtKvakdM4U8UUEEnF476H4MmACk/uMi32VYzFesPn8J9zsl8vf9L1L9qYd/asV/suREhiBAhwluCZDLJwoUL+exnP0tzczPDw8PMmDGDecdfHI4UpqjQLoZp76tASjHaFmdItbNTdfCsdyh3u+/l5ZsPxvmhg/vyFrLZ0ykWi/tl2TXC2wOZTIZvfOMb/NVPv4l3nof3UZf107oYUS1MFoPM3DYEW4QmAhDG3FPwxYJF0dAQJPX0lkqhI73nKYbmpqiQYHJhhA98/AiWLl1KpVJ5vZezTxERgggRIrylEEILXBOJBLfffjvlk2/ibvcM7hs7mXi8Tmt8jC7RT1aUkDjsUu08t+EYvKc8al8cQKnnSSQ+HVYEIjIQ4c1CSsmnPvUpnvvmxznDeIRPmj9jxlfyPHWL5PhZCufrLj9fcgYFleYk42nmPtOPXCEaUwVZNAGIA82w4/AmbnXO4xb3Aoqk+ZBxF8nvwA9+8AN27NjxVv6ouyEiBBEiRNgvIIRg9uzZ4VhrLBYjl8vR3NxMLpcjnU7jOA6jo6Ns2bKFcrlMb29vSAD2h5JrhHcWstks7e3tdHR0MG3aNJqamigWi+zYsYP+/n5M06Srq4vJkyeTyWSo1+vhDXQLQilFPp9nbGwMpRQtLS2k02kefvjhMONmf0FECCJEiPC2QVBNiC7+EfY3BGvzD/2+/dHPJcoyiBAhwtsGERGIsL/iD12bb8c1/NuTkxEiRIgQIUKEdyEiQhAhQoQIESJEiAhBhAgRIkSIECEiBBEiRIgQIUIEIkIQIUKECBEiRCAiBBEiRIgQIUIEIkIQIUKECBEiRCAiBBEiRIgQIUIEIkIQIUKECBEiRCAiBBEiRIgQIUIEIkIQIUKECBEiRCAiBBEiRIgQIUIEIkIQIUKECBEiRCAiBBEiRIgQIUIEovjjvYpkMkkqlWJ0dHS/zMSO8M6HlJLJkycjhMB1XTzPC//9fR+/HaNbI7y9kEwmyWazu62511uTSqnwFmHvISIEewhCCA455BBmzJiB4zhUKhVmzZrFqm9/lNhZ/8DAwABbtmyhXq9HizrCXoFhGEipi34HH3wwqVQKwzA49NBD+eEnvwyuAY5AATjov/6qQpTAKIGsAY6CGlz49JeARqa7UgrXdXFdl0qlwkMPPUS1Wg0/H63pCL8PQggMw9jtc/PmzWP93z6q/+MANX1Twwo1CGpQITZ5yF6FN6YQogBUmDr1TxFChI8TkIcAQ0ND2La993+odyCEW+573b9kIzV9X76Wty06OztZuHAhF110Ea0X3kMcGwe9+E1cHAxGVAtPXmqxa9cuHnvsMfL5/P84iXV1ddHV1bXbSc5xHOr1OsPDw4yNjb1VP2KE/RzpdJozzzyTjo4O6vU6HR0d3Pylj2DbMQAMwyNm2MSpExM2Ji4GHjYxbGVRdNPYtRiuY6A0ZSCVrpE0KiRElTg2FnUsYeMqgyOuup9qtUqlUmHNmjVs3br1f5z0glu9Xqdarb6Vv54IbyE6OzuZNWsWCxcuxDCMcF00NTXx4FUXgoIyCap2gmI+jbsjiepVqM1K/7tDoYYVuEBaIOKACWoY1IhCDSioKYgLhAktxiJKpVK4h06ElBIhxG6EolKpvOsIrVvu+52fjwjBm0Amk+Hoo4/mmGOOYcvlB7BYvkJGlEhSxcImKaokqWLgUiTNkGpjRLVwTenTjPdOAuDin30dx3FwXZfZs2dTv6QfABdJXjVRJE1eNdH+Dy+zadMmarUatm1Tq9UoFousXr0ax3Heyl9DhLcQQWXqwAMPZNkPriRDCReDGjGqtQSVUhIAK2GTTPnrUbgY6JutLMokKJXT2FUL15V4jiaz0nSx4nWshI1l1UlSJSkqWNQpk6Co0oyPN1HZkYMRBXH/RZXQJ72qghJ4Sz2aHz2IarVKPp9/122+7zYIIejp6WHGjBkopTjwwAO57YqvMLW1nwwlLBqndxcDG4sKCcoqodfT5ibUBoVaq1B5BaZPAtKAAAz0+upVeL0K1evpNecTBUqg8kF7oeI/UwIhJKQFslsgugSiU0Ba0Hb3wZTLZcbHx/8HgXinIiIEewhCCKZNm8aJJ57IokWLEJ8fxkVSVkkM4RL3F3uSKjkxTqvQp/oR1cyQaqdMgjh1klRICn1qslWMCsndSERSVHBVo8Smz2cxHH8rt1WMrWoqxS+sZ9myZWzYsCE6hb1L0NHRgRCCk046iXg8zh2f+i6iwyYWr4ff47q6dWAYHobphhd1iRtWBwzhgoIiaYrjaaqlBKCJgGF6GIaLYeoN0jBdElY1vG/R1fepFxNgujS1jZOxSuGaVoCHgasMim6a0cFm1KDFgV88lVqthuu62LaN4ziMj48zNjYWEYW3MVpbW5FScuSRR9LR0UEmk+Gnf/k1YukqmVwprDSl/MOSQePCa2NpUqAS5N0mRl7tRK31UKsUygXRCqJDQA5ICIKzvbdJoTZ4eGsVDDfWjnLRra8qhE8T9+/bKpAHCMQcgegRiDb/0dJw0N+dwc6dOxkaGnrHVw0iQvAmIKXklFNOoaWlhXs6v8fHrr6Ng+VaJolh8jRRUQkqJKkRo64sysQx8fyLu2aoLgYWdTKiFP4xVFSCImkADDwyFDGEp89uSmIJTRxyooCFrf9wVIwKifCPyFYxbnHex+rPzSN5z5xQo6CUolqthiW6dwvzfSciKHF2dnYyZ84cFi1axH+e8Y96gwTdfw2KRKZ/SwtEukY6VyKdKuFhYNu6JWCYLhmr5K9FL9yIyyV9xDdNDytexzBcXFeT0oBgoMB1DeyqRb2UgJoJhiKWK4UbP+HLMsLnRQECLKvuXxA8asQoldMU7m3G+MIMCoXCPvhtRthTMAyDXC5H6fh1mJ8xoVUgEgritiaVhqeJaLxO0qj4+5neEwMy6mHgYFDxK075chPFDS26QtCr2wRiikB0C2gL2gW+rmUTeK94eKt0W2E3+FoYqpogiOBslQHZIxEHaEJArtGCoKT1C+7dLt5mRW5kAbt27dp3v9B9iNcjBJGo8PegpaWFyy67jAc/dyhnGA+RESWOV1eREwVcJCXSuL5WQF/kY5SJk1c5XGS44CUuHWKYTjFIhhIVEvR609ispjOsWukQu5gpemmVowA+wUhgKd2zDeAiqaDJh61i2Ohy72HyJYavbWFwyWuofoXoEPr20RrWIwk+evNl/OxnP6NUKr0Vv8YIfySklLS3t3PIIYfw1CW3M27Ayg5YCSAEKBUKsaiy21+zAGLxOsmUPpXZxPStZmlyaVlUlIeBS5kErqMv+PF4HSteJ0MJKVw8Q1ekakZMn/h9goAATBdqJsoV1EsJ8q6kaKaRhoPnmiEJCCoNQbUh0NfUXQu7ZiGPEJx77rncfvvtkRjsbQAhBKlUCu/TvdifcZgzZQuA34SSVNwkdi2G4zSm2h0MDOXhCqn3TP/6HTSvKipJvtxEabBFl/8NIO2f3nP6JpocZMLGMLSA0G5L632uk+DBNBEAcITftgLh+PqDKuCAqikoCSiBqCm8vII8qBKINMiTDIwPwhn/fQaPP/44O3bseNe0ZSNC8FuQUhKPxznllFM48cQT6fn8CrrVGn0hVglcDPIqiyH8RTnhwlxVCVxMDBxcLP14fokVII6tT2XKJSkqGMrzKwDjpESjkgCaYNjEGFEtFJWuItj+YwY94rqysIlRJYmBi+gWqD4FaRDzIX6jxUcOu4XE4fO5JHMJN9xwA8VicZ/+PiO8cSQSCdra2pg/fz7Lvv0LnjFcpAOqJnb/RldAAv1+m4QnJxwRfuy6BrahW00okIaDXbWolBJaK1DTawrDRSZsTQiwsYRuUtlCr++4zz1cjPAi75oSL+4gaia4Bl7VwjM1MQ5OiNJwdPvB/z8Ep0JddahXY6i8Jt/nnnsu9957b0Rc92NYlsXixYuZM2cOz3xtBx5GWOWU7F6FDIr7urpk6Yu8AltYjW9SYBPTZGCgRU8XDGvtScgofciETSxuIxAoFCIHdAjkHFBpUHn0Kb+EJgZxvzJQE3pyIe8vYhNEXEEOlNNoPai8Qs6RyLkSmgS/OuPf+VjqCvr6+njkkUfeFWQ1IgQ+hBC0tLRQWrAO40ceU6bdwVZRp889GgADRyu0qZMSVZIq0ADE/BK/8Tsf16PxeUPoE1mbGCUpqvSI3pBVN5hywicfSWxiuz1W0GowcEPiYFEn4bcl1KBCbVBagTtHcuj7ngcgRYXMPya5vOVy7rvvPp577jnq9ToR9i8IIWhubqb6yY2MnS5ZOacEJVePC5oOIqEvqDLo6xse0nSIJ+pYln4/i+Npqvk0qmZSLyUoAnYiFpb/TdPDxdWbdM1COQJhaPLgOUYoQrTjVij+Ck70u61l08VwDJ8A+Bu36YZEoFEZ0K/ZdQy/XSH11w39ORwDDPjx2V+HBJzJxdx5553vmhPZ2wmWZXHcccex4oab2ZYr4Zb9w4vpYll1TH9/8gwXwww0LG444QLova2UwK76BybTQSColhKoEWAcfVF38fv/QZlJr/d4vB7qW0zTo+S0TniFSpOC4OLvgKoBxQlkACAOXlohM/69dviTDHmFSitUm64giBz87L3/AiacwkdYunQp5XJ5r/1+9wdEhAAwTZNDDjmE9seu4gBxG44vvSoovWgNPOLCxsUkBUA17IchoKKSVNF6gJrS4r+afzEP/kgcJK6SuMIgQZU0pZD8jtDCTtXBkGqjqNLUiOH6b03cF+AEVQYXGVYKAiqRFDUs9AVBVRX0AjsUI4tbyNNEnDooMP7a4xMdn+DMM8/kBz/4AX19v7uPFGHfw7IsJk2axOjXV9F+/hB2LaY3TVOf3JPpKulUSb+XNNaBxCUejANi4KYNLQ4cN1GY1EkgTQfD0BMDADboi3ncRhgSEOFzBNqB3z7t6fK+LgN7jhlqCqTpYsTrSNPBNHc33zIM/RihDsFpEArXlbqk7BpB6QEMmDFjBueddx733nvvO37zfbsgFosxb9485s2bx8off4NWxvQOablY1HVryT8UuTTErCgaF29cbCwK4ylq+QyqZCLSDvFcESuhyUK1Q6JMExHX5Xz8QpHICUQGkukKmbjWvcSEnpqxWy3s4TQYukKgdii8TZ4+HNUByujFlQBiCOE/bl6hhv0fMK9QRYWq11HDFmpYIcYV5PwKXA4e/9ItnBr7BA8//PA7el2+qwlBcCIrTlrH9MceY7HxHHUV0z3V3/rV6DaASZkkMeULo4RLUaUZUc0MqrawpaAv3xKJPo0FZKLmK2mrIhFuuDYWedXEiGpmWDVTVcnGcwoXBxle+D3/sWtYeEhivjjLwCEjSogegTxU6tJcK7hKklc5UDAimnGUQe9H6yRo5bPmZ1mzZg233357NJ3wFiOdTuOctIWxT5l0nNwfXnil6RBDjwzmUnpiJUklHNOyVV0L9fx14OLqi7np4sZBmIp4rki2qRyKUncTCQYn9IRNJlciZxXIiCIGXqgEt4lRIEPRANfQF/FQYEijSjERv00Ews/7lY1aNUa9ZuGVkqgiehdKCERrjVsuuwTXNTjD87j77rujSsFbCCEEra2tzJo1izU33YM7ZVu4bwV+FgFBtWm0OyfCdSWGob1YJC6pdE0TxzZCsWFCVPEsA7spRqUrSbkU16Rh3NTGWTlBvHWMRLwaemEA1IF6KaFP9xv0+KEqKURawHQQNYB04ypXRZPPtP9/n3CoUlA9qKJGYg1vgzR+e0FAKzzyuZ+ypPA+HnvssXfsBMK7lhCYpsnUqVMZ/tVL/Nm8W1go12stgIC4MnBpnHYcJFWSlFWCOjGKpBmlmZiyqWNRUGmKKh0SAQDpX77jwiZBDQMnvG8gqNFCr+D+GVxMHP/+ZlgRMMPebVC5CMiG/rokTp05chPGES7bF0/BrsVoTY8xWQySoYgp9B+xKVwylOiUgzRdOsyH//vDHHLIITz44IOsWLGCWq1GrVaL2gn7AIZhkEqlmD17NvPnz+fl721BCpeqSugRKeGfqE073FCLpHdrI0n/fQ024qC0bxgeXtwBU5dVJ572XUdf1A3DI5YrYpoe6VSJZjFOhsbYIDT0MUWVplRON3QHjgTXBMPFM12k67cBTL1RB0QgqCZMROhz4BgQt7Fyday4vZvGAKC7u5uuri76+vresZvv/grTNMnlcixatIjnLr2TbcfuoiM+SA0rrHhqMmD7lUkVVgYcX3jqOhK7ZmGYLq7hIQ1dyYobdYyUiyHckMha2Hq9I3FNk3IuQbEpzehIC/WRDMTrYfXJRVJU6bDaoDYbqFc8vFc8rT3ICUQXyLTUVzefT6qSHkPU+gJ0W7WINjQqaX0u1FF1v9KQB5EHFQfiCmEKiMOCBQsol8usWLHiHTm59a4aO8xms8TjerRqdHQViV8mOPHUx1go19MpBvEwKKg0VRLhKbzmb4p1YpRV0r/gi3CT9ZC+N4De+AwcTFxi1IkLmxh13XLwBYUJqsQnTA44SlIPRYlJHGRIBgLERN1/XM9/jkBL4BGjBkJQ9UcYCypNnZj/NX2/uN/eSFMkI8pkRZGk31Db4PVwm3Mufdd3497i0Dl2eNRK2IsIJgdGM6uIfT3GpLN3coDYGroGFkmHG15wYQ1K+HHqulokXLyJmhXRWBMVlQhV3qBPYUH/Nij721ULK2GTTpXIUAzXh0UdQ7jYKngdGYpumnIprk/0EwyLYvHdBVaeY4Ztg99VIQgU58FIY9LQBkd6cka/3kopSb0Wg1IcVQPvEZeW7y1iaGgoIqn7AKZpMmXKFGbPns3yD99B8sxxUuka0nAREHpYAH5lMiCkkprfxvQmEIJw/foag2ANx4RNiqovLRW7eRIErbC8atJCw+EsqhbTZf0dE8YLTQElhdqk8DZoJ0ORANEtEN0SEUgLSr6OoKQmkANCXUHQZlBFF9gJZJGZJsQiqQ2MOgR0oP0K0vp51WaPaT8+mo0bN75tyeq7euwwMBMa+feXmXzKRgxc5rGGefI12sQoOTHuL2+//4WL55sNVYlTUxYuRujuFlQCJhIBfT9Hl7SwiQu9gXnhn47EUZK4SBBTE0cJG/ePiToxNMl4PZHiRGFhUCUwccmIEjnGfaatxYkFMlRUnCRVWsUorWKUJLXw5xhRLazzZlG008glAnlsjA/f82HK5TL33nsvmzdv3qPvw7sdsViM7u5udl6zgqkn9PvvRwVD6GkTFOF7A+zWy9cb8f9j792D5LruO7/POfd29+3pnu6Z7pkeDIYABYh4kAQkKqRo6kGRllZy9LSkWN51la14y97YiVOxy8mus3GceO3sbnmVjcuxvN64EluxNvZaspVa2ZIscRVLliyJFiSCAkWQAAmIAwyAGcz0TPd0T7/uvb/88TvndjckVzY2aYGPU4XHzPRr+p4+53e+v+9DbiCwKuEq51wpvNlQEKT0ZiKSJMg2Z/94QWgplnrkCyNm6DNjBll7IMHSE5XNNgdztDfmkEEOUxgRlgaUK13KhW5mMONPaz2K2XNNutAN0QLEbwxpHDKMtTjYo5BxETLEYBAq+auli6x9wLJz4DF+4NM/xfb2NqdOnWJ7e/sFeTL7bg5jDMVikZMnT/LY//qnPH5wm8WZa6Tumk4XAklGhJ5UAXiL9u80kjig54rJdKZPIlY5qNlcH6NeifMlyDNiqbRBoXSZjpRYferlcMVt6l0gcf+PFBEwEaoq2G8wDTA1o4UAgvF/e7MiEaSLkhhbosUCXUR6gJB2ypgzIBsGu995IBxAOQWhQGA4duwYrVaLjY2NZ/tyfFfHCx4h8MXA+9//fuZ/vscMgylWf+ao5gqAETn2KNKTAn2KGULg4f8co4kNfvwB8LC8lgpJ1tsP/ddmvNBn93Fwmb0BEfCkxKHkMQZyjL3nJ4dHIfITzofeNrlHkY6U6FByMjK9zeRj+NeTZ0jVtLNT4kU5yL/6vsv8+Z//+bN5KV60wxhDo9HgwQcf5FP/9Fc52XhcEQC38JXpkjND+hLRopIhBJOugn5MQrOe9e+dLb3Zz8g5X8L0qc7fJ0kCcoEiVnO0AdiRWbaTGttXakgrzEh+pgSFeot6ZYeqaTuugp1SweQZZc/vX2NPinQo0duLptABQE2NBjmVPAYJYanPTKnHYJCjvzGnC/8AWIZgqUe1poZF3/8//Drnz5/n8ccfp91u02q1nsOr9uIYQRBw5MgR7r//fj7+S/+YpZl10olDiiUGY6bnkASuTSXZBn7jSP+K4sDPR0+C9m0vgFSCrI3q16Qqeu03pMbmYIH2lQUkMS4MSWCLTCEAjI+4A8YBXgGKFDSnVQjSRJGCLUHiESJXgBhjZoEFjLHKyzpqMYctpqKPK101TTp84Q1cunQp42D5YLE4jm/6dNsXHUJgrSWKIpaWllj/H7/Gzg98mH085Ra1JHPKalHJMgY6UiJ2kJXf9EOTUKCLRU8/k3B+bOy3IQShO6XlJm47DYmNfQbsxCnfkxb9z4okFMxoqv/rP2T+e4HDKOwNm4aSzgrsEWWGNHr6nCXHMGOlFxlkJ8uWVGgyz5A8F9IDrKwIYRi+ROp6Fsb8/Dy7v3aWq287xb08MsUDUMi8QE8Kznly7F8RkhDRo2BGePOWyVP3oJ8nTSy5wnBKejh5/8m55/u7w4HOiVEhzzbz7HULuhF7aVaA9mKrAyq1tmN2J2zIApsXl5EnFLo1VYO92/CyQ09RY4chWogMHDF30pwmzKyQXdGQWFKGFEo9Zit7FOkxKOQZdItImFdyWNeQdooMncLis//079MaVGidX+AN/9OLQwb2XA5jDHfccQcXPvQFzhw5zZJoMWCJJ280LgbEMnIy68nwNrVrV6TgxkPPjeNG4mEqAZaYlJA9oqytxczY6MiPIEwJq13iQQ76eSQ02t9vGPU88EmJFzUtERFMpK9LXIFgSqjhUctgqq5AKAHNPKZ1qz5RCSUmlsCuWIx3SBw4FcP5FLkgnNv5DCKrKOxQRmQRiFhcfBWtVut5SdZ+wRUEuVyOlZUVDhw4wNf/ycd52T1f4e8G/5oFs5ltfIGJCSRlKHmazLEhC2zLHHtOJeCHRwX0/2m22YMnodi/sgjwcFrg+ASB+5CN3MlwcgTEhCYlnPD4nkQNRuSIZbr48GMg+gHtExGLfni+rUgxKbFYYqxKGs1A2xauvdAiYuD6xi5Jgde+9rV0u13+9E//9EVhyPFcjWq1yrve9S623q4xrz2nItGTdsDAneaHLqfCIwLe4tpD8F5qCtqbn3SBS+KQvY4qYIIwZrayx4xDDUDnSJ8iCYHr1Ss5sOsfI0yJGjuUb9tjlq4L6FKr2UQC1mQfV5tLjK6UoK2LpTluoA5htcv1vTpX40VG/TwYsN6AKJl8jdPfS+NA1RBxSG8vyvTpciWPrLvTWyxQMsSxZZTkaXVnGbRK0IXPfe+/4Z7Ou3n66adZX19/qY3w/3MEQcAdd9zBW9/6Vr545BSjyfk1xjUZSJ5Ws6LkvlgNfWy5l0lUw0CRobwZTs3XhHCq8PUFxI2FakKQrVtF+swEfeyMrlnKMfEHs5Ry0MHWEtLEoRPOhtvPt9Egp22uaogcVC+BzGNgwxUDBcYjdJLGqoHD09/3yIKJlEwoA6Clksb0TIqMmgAYcxhTdpkIBQMJNFvfYP/SvTSbzSx18fkyXlAtgwMuNQlHAAAgAElEQVQHDnDffffR/+2/y532HHfYc1Rp00GlgS2p0KLi2PraZ59sC8C4h1swakJUYEjOTIdxwGSla7LN3n8/kSCzLNaTeD+DWrUdkHfsgyRTIHynEZJmqoPJ7wVmjCxMEh9vHL5tMTk8gaxmFAIGXGthJoN5O1Jij4jH02PE7/wAX/jCF15acP8aIwxD7r33XrY/9evcZi8ydFyUITl8Z3ZITvvwSZEktlQLbcqmS5lpt74EVRn43AwYL64xQXayCoKEcqGbtYC8ydUeEf3BmFeQK4zUsMo9l0Ycj9z81+aCh3VbVGjJLD2KWFcA5xnRo8Bl2c/mxWXYQE9W1ZhCtZu1B+LYksQh6Q0piuVKl3xBEbDuXoluq4Rs5LU/HLvHqmm7olAYkSQBvW5E0inqbdou0e6scOsfvI7z58+/NEf/A4e1lle84hWc/40/49iJxwlMwuQhxW/QI/J0kjK7rRLxQN0nfSHgiap+/vlW1F63QBKHBGFMubL3bT4qHn0IndNrLI5EbcbP7Q9NOUZUTYsZBlkrYU8KTBK4YVzADMhP+WX0N+bUgfCCKwqarr1wIc3kh6bq8gx8a8GfpbKv9WcSA00hPZeSrgk64RewSwH2VYoiyJa2EtILKdIfAdtUqw/SarVuurn5gm4ZWGs5evQo73//++Gn29TMQ6SErMk+zshxdqXkgHJdiAfO8tf3cSeJenmgYIaOETt0iIDJJl32nDdUuSPJI66nFpBkhptqdVxxW/P4/iEpkekxusGNkOx+lq47NSpR0Rcn02xrRQjCrADxH7zpIiV0zYmArpSosquMcrctqaY9z4A8sVjEvRcn7eP83u//NvMn733Bhnw8V6PRaPDa176Wz/3qB7nHnJ7yqADc+68LXWAS8sEIAjKN9dApRSaZ3HF23+FU3z7BMghyjGa0KMy5U1qHEkM310MS5gs7zJie4xxMps4ZehKxwSwdKblgrl52QvMhWhgoOuJszgwJJOFWc5nlwxskhx06JdPyWF9e+FNhjuEUkbFFhWZ/HjmfVwZ53WBPDDmwfJmi6TMQ9VwYJXmqM22ixR4zZsCeFNhOarTunuXSPV/m5C98L2fOnLnpFt6bcSwsLHDvvfdiTzw+tfZ5qvTI5BmIrkvFoEe51sGSYhhzWCYLCC0K9HszpQFBsJe1NeMbrr84a3dEfVY84pqIFrwbzQVFooDoYItCReeLJ732GSuxvPzar8sFhhSCIclMkKke+v0q2Uvtihq3+RTEGKQj4xyQkHEqYgE1JWoLyZqzNlbYCihiTAN70mLvspjbjaoezqshkokMppzHNPbRKT3BwsWTrK+vP/sX8jkYz/uCwOfBh5//NWbDjxKQMiLPlszRlHmaMpednn0vDCDTv7r/A1n88Ax9cmZI6iBdzymA6WwC373Xx0jcYw4yCM1Xz4FJSCQgxzSHALSxkGC5kTh2I1nHL7OTHgRqSDTmHmT3F+tOoWHGIUjEn0wD9ijSYpacKEFy4H7u4Tm/ERXMkB+Y/WO673gHH/3oR1/ymP8PHLVajQceeICH/sX/wvH6UwSk7joHU9fac0WK9EnMOOnPL7qTMsReUnRa7mHGK/CFQcA4NEaL3DHpT09ZbYdSJfQoclmW2Vyvk7SLsAVEYBpD6stb3GKuUGIvI7amhO5zMc7aaMqce00RuWDo4ry1X+rJs4Ej7+rvqSoKbyoTi6VNhabMc7m5zOh0ifRiCn1FBcLCKHuP/GKfC7SACE3qitsQGyTkoiHFu/uc/40/48iPvYZz5849ryDav+1Rq9Xo/PITPPFDpyjTddc4mFoP02x9+3ZioC8aJo8xobNk98uQxrPnp9bH8f1VBl2mS47RmJNgNAwuqCVQ0/ZB2XTJow6cniA9yNZy/1qn10NQzUJEj6AS06+WoBlCJJglg40sHNXQI7qqNvBOhR51IvYt4T1EtslSkYiw9lbsXVZRgSNmLEfsorkKt1tkv+M1HFKFws7HHmP+z46yvb39N7x6z/14XhcE+Xye7/me7+F973sf1dz/wUhyXGeBpsxlqADGkBc/eXRyFiakUdZ4/78xvB5jiSXKEIRULNZJw4qmT4Gh0vFEKXrAVCEA08XH5IfCh8b4E39GEDTT8H5CqPKciZHiAmrMWMGghcUoczIckAMTkpcRqfud8ozom4IrCvJ0yNNKZ7/jB96rEfJmSJVdjtmnufYbK9z+2O2cOnXqr32tXkzjwIEDfPIf/BbV0ma2mU4mvPmTsl9IM5DeFWX+1J8QZpGwg36emVKPQmHo+qtKCtX2UZIt0CW6jCRP2XSnYWAs16WuXICLJeiDPdLj0G3PsGKvMUNfT93UuCQrTBphjQY5BoMco36eNAmQfj5TIeSqHcrVrv6fYSadFCMZgVU3d2GXGVrpMu1klu2NeWTLPc5BQ+GuHo3aJhE9QlIGzhBpgCoSkjiga0pTMsokCQiDlHw0YuXEM6z+wy8x/4+OsLW1xUvj20epVOKtb30rF3/o6+QZskeUrSkYMgTTF3I5xmik+hBMtx891J+hWKIn89EEH8aPMdIV0pE8Gyyo0gRUyurW1jLdTHk1IscuJUaOaFsxbebZdmtyMGXx7h9bn2vidXZDWBfYUNjf7DdQMZhEYMto2+kKsOpaUCMBxhHexswDRUyom7s9arEnLeaAKwQG6P23lJCbFQKHDOaIoXx4m+5ds7z2517Lww8/fNPLZp+3BUGpVOI973kP9/zWAvfYP2SIEgQDUqrssmtKma1wx6iLoJ04mU1C65PSQD8CEgpon32ebWbNXjapgczBbU85+yQSsIeSo8aPkTpIKyE2+gEp0aVoBsw4CWCegTMe+nbpoYeJJ4mIk22HAfmsR+eLHSU1xmBCJ+NRu2R/csx04mb8GifHjOlRMzvMo9Xsk/JyPhW/id72v8Vai4g8b804/jZGqVSi0WjwVA2iQo+IfsYHGJjcDeQtZ0M9JeOyGVu/J2qQFQQJs9Wu2rzSy076TZmnE5dJYktU6DNHe4KMOKI4IRMEWDbXObHwOOGCfm9XSqzLEo/2TtC6tADrIG2n7/aSLZjup3oo1f8L5INhJp0ku4vOK5/K2aJCqzvLngtPMkEC9SFhYUittk3DNJk32yQSsCl1RUbaM8o/iC02TAlcJkOu4NpnrqjOGzU46rxzi0O/fZwvf/nLL6EE32EcP36cL/+rn2MfG7SkkhV9AKGkQC4rUENSCh4VmmgDZQZpKu4nFpsVAb0kYq8bMegWCQsjZko9cgVtTfr797sRg0EeEIIwoVxRlUifosqsUUK1527N0CcyuhZNbv6p8U1bO4WkJhLQc7kyzaaLUi6Buc2oV0HVzeHYqJIl1twEuaQGR+acQZol6Dh3Q7SIsHdY7O0WKkBktLa/5IyRzqaqulkyih4cspjDhuhgi4WZLaKZPp/76X9D/K9jok+/7KZGWp+XBUEURbzjHe/gwd+KOGm/So8iuzJDQqALpklIROVcfkz2ysYSmTEiECAguiFGDDLDIr85zkxYuvrIzp5Rrf916lynrvpvidwmqyx+izoGlug6Jzg9tQ/IZT7gHp3wEz7B6qnPjNUJngcAMBIlJnpcY3wSlOyDl7gPakKgHgkyzIoC8D3sJPNP8J4KlpQdqXBZlvlyeg9PfPx2kg8lxN/6IsGi5Uj9e7lw4cLzUlLzXI58Ps/CwgLX66f54rtDwmqPIgMKZphdJT1x7ZESZO0AT0AFfe+HrhHgOQdlusxEPXKoTXZLKqy1lscywS5Qhb0DXZKaMrbVEVPv421jhuSUVCsVrid1PaFv5F1krIxz5MOJP6CFgfY7AHEghwu2zSDikAE5rCgZN3IudC0qGtq1sUAQJjRqW7y8fFHRCCJn9x0y405k2zLPnhToUCJNLIXCCArjU2oQJuQCVfL4YkAJcUqsLRe6HD58mEcfffSlmO8bxste9jIefPBBvm7W9FoZD+hPoISiRaq2fcYthKHJg+Sy41CMdbcNHRpgGSUFhv0cSRwSFkYUCsOscPP3CYgplTrUSqNMkbVHxHZ3nk5zVk/zhTHqlA+mC8wcI8p0mDF9cowyBMp7GaSuHTqSPL1BkVE3ggqYRoJ18yhNAugoMmWq7lQ0ACKwIUjBOlWCwJqmLpqqwdSMKwbQz8sVSFcFOZtqQSB72LgEJ4AqmJqSKr00XH8JQz6ff6kgeLaGtZZSqcT3fd/38fLfPsEh+wU2pE6TedpSYc9HBztTnow4KJO9LIWp9CKFaPwV2ffyDLNTcs1s64LszH60N5ajQ5mmzHFdtD2xxVx2CvePk2DJy8htCInb0FMSCQiwzJhexkfoq2F2BrNFZpCd/EF5CwYz9QEdOrVC4rTBe066NuYK2InfE/ImzdQO36nIiDQJhOtS4/H0GN9sHaV/sYq9K+aWP1rjLvsYdwffYCjv4cp/0+QTn/gEq6urz9m1fj6N2dlZbrvtNp786c+Sv8swf3CdarDLDD22ZI4WFcBlYkiRHWbpD4q0m/r9UqXLQmmLutl2vALlsBjI2ksCdNDe6L7KiJnqKlXGioQbeS0xNisgNmSBzW6dzsZ8liInA82KNyWgYXQl8MBPwph41b8hld4Tr5xP/GirzGY3olmYY6bUo1ranSqgF9nilqWrRK44QvR9KJNSNnukWPaIaMo819v1zFa5WOoTFXoTbbExotKfbGEMcsgghABsqccf/9I/4y3dLqdPn+aZZ565qeHZv61x4MAB3vCGN/D0L97LPDvZ971CyW/siRkjBgkBOzKrRatDBrzd+eTINrtgQLHUIyh5+vIYtvdokT+sdCjRajYYbZQ1cdAXtqFAAYZRiWZQmnoeVQMIttSnXO1SK2xTN9tAl6IouuultgmWQSEHDSbQpUQdE7sRo9hCP/S/gDocxm6Gl4C6gQupMzQS5QlU3c8SVBZ7URUHckUc36CoP68aKJmsAEkItXVSBXuX4fbLt3P69Omb1j/jeVUQlEol+rNPcfm3z/JqPsHldJkROXacu5u3UVXWfC4rAm5UEmDMFFTuUYM8A6q0WWSLmtmm4lzcWlTopCWazGVkRX0uVwRkkd1JRvRSpULqTuJxBsWtyi2cSl7B0xePwyUXV+xhrf0GUx8y39hmPthmn7nOnGlRZEDNNLnTnuOQXZ2yh01MkOnMB+TpU8iKA2BCX+DTEr3KIo/Hhb3MDGCf2WBfsMGba59nrt5mn9mgZrYzAlBT5ln8l3Osr9/D2trai37Btdbyxje+kTO/+8u8xTwERpUfvs3jN2dPiup2S8TOyjd0oT6lUoeAeKod5NGjgUMS9qRIQMyc2c0K1e9ERPVhWduuUO12SxlMn6t2KDSG5KIR+UDn6YwjAw6cmVVvUMzyDtJEg4xM/B2WCaWV659uSNoN6bSKdMpltkpzFEt9qsEudbPNgtGefkfK6peBzfwWLAkjydNJSvS3qjCApJGQD4bMOZc6/9r875K2i+PkOr/vlCClCKUef/HBD9D+jTmCDyy/6OdnEAS8973v5cIv34+3ZPdE6Z7LT/FcAs9nut6u079Q1QTBpmg+wImEAwdWKUxs7tlzMLbYThyPKXTth5zjW/Uo0GpX6F+pQsvD8aJJgocNttajWtf11sdk5wuOz4QPURpnx4Qk7EiFHSrkGVGlTZV2hm4U6TNb6BIX1AY+SSciuOOADO7w/xZQNMH3Qvo+m16LARM5JUHiwpDWHYoQgymDaThuwX4wBUUiRoMco4Jj94RABF972ccpP3nspYLg2Rj33HMP1Y9/jtfYU646VFnLUPKuEBhvhJNjyh/eEbmK9NUa0+wyS5eKaTOL6rcnzWAuyzJrssxaus9Vy9MqASDzGvCGLkMKXJcaT6WHuSAHWf/aLaSfTEk+m5Cuqle7yKaTsYwZrMYsAzP0qHCFOR6fO4ypof2r11ns21KOHTjHir3KHfYcr7FfpWG2iIyljJ62/Ad9sj8IuPcoQshnqIWHCKfeK+MCSBwiclUaPCMrmXzNoyDdD72dV71xla9//esv+n7t7Owsd5pz6jWABlWNXHtmgBYHdXZ0sZpVxUHHbdq7lEgdT6QvY5Jhj4hOUmJnq0LaVO292T/k8PIFam7uDx1cm7qyz/dP99z1LzKgXOpSLmvORdGhQD7iW90p53Sh7kRgjLoeFoaEpd7U72jD6WucxpY4CUjigNEgrwmI/RD6Ofr9HP2tCtthnW+FB/X+QcJMqUep1KWIcmgmeTvVYJeZQ6qEmDfbVGkzYwbsSolNqbM9mKPbLiOtCa8Cv4iXlYuQxAGSBHTaZaT5Es/FD2stW8zRSf36pZud90QZDXLsdSM9sV8RaAGhKwTuMVT3bzq3ytS1IccqJs8p8AREw5iMmGKzIrjTrMBWqEVcFfJHutRq29TYYdZ0p9Rbk7tS1iYlR+y4NhH9qXUrIGEkOZpmXtu5knPqgwQ84hEHDPt+c3aMWIDYjIuCSDd803DWyCWDaboYZA9Y9BVdkwHOoNBoCNIhgzmsCYtyRZBBnlZjgb39RWarHb1tF9iSm7pIfd4UBGEYcuutt/L64KEp9muGAkww8n34i5c5eRKhn1xF+tTNDivmKgtmk6rZZcZt6F6y1aJCU+a4Jotck0WaMqePmSXDKZnJV65NmeNU8kq+tPoaks8GpJ9JSD6dkKbfRORJjCk6Mt4OYxZrEShjTASEiHizCMVjZTuG7RHJ0/OYPzmA+QXLmZXbePy9x/mzH7+fp1YOccI+Tt3scMRc5KC5TGI0Pc7Dq37xD03KDP0xc1xyDEwu05j7VksvjVBym1cO24wBjwFvdXzSPs5v/u8PUbr/ILu7Y8nci3FYa12PNKFID2ti+qJI1UhKtKio+sPtUSPJa16G47gUGVA2HRcYpFBt0/VVTZhSPrCdtRT8YthxK5Tv9SryhQZcQeZC6dsUHUqspcu0qNLvFvSk7ZwKbZiSi0aaSlcYUSz0MpkiTKNMfviTz8AVoK12hX4QQRJoYTAAJpCFNII991xJIcx+90R0UynTpW6aVNklMuNWwR4FnbOx+mOY6pCwMaRa26VMN3vffIHTHlQYDHL03lal/vFF1tbWnqOr/vwZxhj6ziGzTDfrwYPjUUXQjcp0aiXi4zbzSJmhn7H9PTnUo48e6SoURpQL3eyxCqiZ2pC8Ig1XqiptLQFVKDeaVEu7Tk2SMCTHmiwrajHMk8ZW5+Ygp/Oo60yBEqbNg0raPiiWehRn+tkhb+yU6MPoLMMkr62Cfk7nZ6CcgjS2EBfGsciIug0WHNkQcQFJGpVsRHQSI5gqcNBgygZqRouJLUG2IB0IJgRzwjC6q8Te7fGYmBtxU5OynxcFQRAE3HnnnfzRz/8zbpdfzUxVAHeWzWWblzfVgUlNtPcZUCJd2exRNh2sSRiRp0tJI4hFobOWaDGwIXU2qWdEwcAkGRIQkHBNGjyeHuPMmVeS/nFK8u8TkkdGiHwDkevu1etbLDLCmBww7/4EeMXs+DL0gQ4ik+ZDIcZsIrKNjIBvFUl/9Rjp5yx/cvjNfPJ1b2H+h5r8yMxHeHPwecqmi8GrJJTYOCP62AP3PinTfTwpU2MJZKzAUGJbblwI+CEQG/16SJ4fePkfsfH61/PQQw+9qDMPjDH4MCKDocCI1ITEYimafgaLeza2btxD6m4z90ZCIWnWs93rRtAKoT6kWmqzbNYp0s/keJaEWYdIlemSd4ZVFi1GrklD0a3BMu2NufEmDU4hEGMLI/KFIflIF/VZ1ICmQ4lrrQb9jaouyF3X1vLDWb6yPCAXjTKIt1zVG2ULehzoaSxIMoSh0yppK0JEF+cwpVzpkC+NiF0RO+mUp+6iVfa66sNQa+xQZ5uy6artswuE8sZfUaFHVOix8oarmIWFF31BkMvlyOVyRPQydE8PRlrQeWO0gCRzLp3OT9Gzu85f5SblGZEv7eBj3W/keHiFSL/ljtV1oKTzba9bVC5L07hkywmOyrftRjI2FQpBJvgrJjakrSJdinRDoBoTVbqUK7o2+9C63l7EcJBXgqHnDURAmGrM9oa6C9JE27YN/Vd8qqJHoyLJ8hAouITF/d5eEfU02HL3G6jltjmitsfFUp+kETA8UsJ2LaWvluh2uzflmnnTFwReUfBjP/ZjLBx4b7ZI7DBLU+azfvh4679RgqKVcdFoU6HqerCeKDjZh/XFwGXZx5osZ6ZGWkToYteUOb6Q3MvTXztO8uGE+GMx6e6XXMjFCJEEYwL09D9Lxr4iRsS3B0aMm59e3zW+HRkCoh9WEf/zIlo0PEn89TLmkSL2c3W2mzU++rPvpCUVVuxV9pkNbjFXmTc7lOlkjDBf9PRIlJkrXtHgWfBDEscGnowk9R8uGBsz5Rly0F4m99F30jj6KFeuXPkbXunn79jb2+P0zgmCuVShcEdwyrkobEB13qJxVsVspsYuwCr1N6EsXQYmx0rD0msUqdKibnaomN1s8R2Izp0ifRW6mt5YgeBbXFeXYT2fpcCZCHdK04WzWFbuQKdVon2+ys6ZGnJaSD6fkJ7rIrIOrPPtGsQYYxaBGmYOhrW8OrY9YOncVRxDq1FMrnqD/XIcTBUKtjAiHymnYUiOTVlgE+1PD5M8o34u41tU622CIKXfLXC+e4h0kCOqdlmsbLFsNojo0aeYEYv7FJkxBmvti7ql9e53v5u5uTm8ZXboFAI+oyUmmDwbTEPxEy6Cievbh/Rd4Tu+rT+Eeb5Lc2OOtBtBYUiu0ScIEvrNCsmVEHwyYSw64Qto2NCEjDWbco6josumTPX7JZZxFkHDQCekH1fot90EjANtB8SoV8BAoO/vE5IWQi0Gzrs/LQ3rkg1FIsQRHbMURQzGvS4TAvtddsFACwGa+tgal2wxxw3mdiUY14JtqEIzKkMibO4/TXrtPMa8/qZDC276guCuu+7ihz+ccML+FNelzppLJmw69nZHZhhSUMetTM897j1NjqIZsGg2WTbXKZpeJl0akqcpcxlfQOVQuvV5o4weRb6WvpJvfPoVxL+WkHy5h8hZRK4CTbfZ69Br3MGYyT7sd7Io9uhAH+ghoiZD/vaKKPhCoOxiOceIgsgu6dYcyScMV+MVfve+H6b2unUezH2JB4IvUTW7GVLgN33rSDcdgdRo7kI+WywS5VhIShltnwzN5HtrCSQgcVKvhIA622z/gzPk//nyiy4EyVpLsVjkm9/8Jrs/OMPnD74Ge8Q5mB0yeql83VeNqTR2qBW2M+dACEkkVedImeU6ddavLpErDNlX2+CweWbKZdB7afgiIkARrk0pclUaXJJbWLu0AhshrmZQSLMRM79/i5XgKgWGXEhupfn5BsnHUtLTCbI6QDojRDaA64h08Aluxiy6AiC64bdvkm73MDtFZKuGbAjp51Mlxh4x2JMhHGLKSAhUOhgECWGYkItGzARa1PiCvocjNTpio79Przt+fmWZ71A3zQz6blFRBY9D8Va3bqH/qn+POTNiZublNy2J67kcxWKRubk5vvRTRyjTdQVlOhW2lhCSGDs2NZPJNmzA2K5dNy5tB2h7MUlsRk4FNBtmr6DXuNpl1M8x2iozbKJw+sB5XHgvAH0BSEtIL7rbbLgEwpbLBVgXxo6BvlJQvpUpW5UD1rUosK8y2BPBRFEqmloYAhhV1AT6fWItQoxT2Ji+u11Vb2cGmk1gmupX4Ems+js42S0uHXQgWrSEYKpgDmgxUNm/yUzQV5vlOIArQnomJXkkReTSTVcMwPOgIFhZWeEu+ygtqbAuDdfPrynpyhUDIMrKdgYlWvWODWC8UUuZTtYuKLoTXECsPVCpZDJCf/s8XS7KrXx28/X0f2OG5MMx6WbXoQG7rggIgVm3Wftx4+Y/KezW/xtjXGug724/cgrIyftGzilrzn3dB/qI9Nz/dxE5j3x9meSRRWCR6/9xnf/7n7yH6JhKJ6u0qZo2ZboU8VnkQwpmSEdGiBGGkhvDfg6u9WQ1fcUJvgTwcKJXV5TNHq/6rx/h2odv4cKFC3+9i/w8HcYY9vY+yNmzReBLmL9cxOZeTvB3AuwDFnuPZf6udVaCqyybDXJmmMGvwDg0S6BHpEYqnTzlxjbLZoMFs0mR/hTq5Q2tEwK2nPR1bbBM+0odBg4Kqgn5apdytUs56DrpbI+YgPODw+x8qEbykZjkkQTYRdGrbXQ+ddBFt6yLrtmPFqe+0AW8+RU5nYutJsmXtXA1S3mCBy0UYDRTZhSJnhSjkYs/1tNlNONJuN5SOcpMm4IwIYwtFIZZGBMo69zLzWpOPrfrrJ1H5NQEzDnYjboR9nWWXD3Psc8eo9lskqYpV69evSmh2udinDx5kqv/4nu1PSrJFMo3xCdgWmIJMj8SICs+/W32Eu2/e7XKTKnHQmmLatBWrgAL06iAbyO1CxPJlTgQVF0Dk7Mp6RmXEdDfQ+ScO1z5TV+HrrG9iQfw62iEaRehXYRvubn6aS1cTeQY/ycs9nZ1FDR1g9ScWqBlFGFokXEEvJzWTD5FySi5sqWpiekF/3rdxr9iMCXjOA4uarngHAwjlQ3vJUrybZ1dID2VkHwlReRprP2PuOWWWwmCgI2NjZvGN+OmLgistdTrdfKM8GlWHSlnssJxfWXGvAGPKxk1raiZbRaNwopV2pnZj+917YlqoNdkHy2ZZSh5B3/l6bDIp9feSPzBgPh3RqS9JxlPzHm3gU8uLn4y991mr//XEbrNPcpuZ6ZmXzzxZ4QWBh4VmEURBP94/YnH7SGyish1jJkjPfMq0q8JXzxyHzPJgIPmMsfsUxwyqxQnLDl9FHJP1LNhhwpdKWXmRd6zPO8QFIW8JzemlKKTaf54+Hv8y0f+gOrBv0Or1fprXu3n39AKv4+130PwigWCHw2wbxlx+/6zHLEXqLJLzoxIxbJHkQ4zjpjlOCnOyKdq2hwmYaV+lbCekjPDzNBl3ONNHdcgR0fK7BFxTRra679a1XCy1TsAACAASURBVOnQGLB//1UW2SJvRnSkxNpgmUsXDyOrTjt9Xki/EpM+LmgBsIvyVnYZz6nIzbsQnPRPBFeI+vmt99PHAEWxQsy1OzBfXdLFlFSz5OsFRo0ASn01F3LudZ774zcghZ5jsAHBjJcHu3Q81832hTyANQl5GTJjAvYErrHE5mPLpJ9PkRaYgxD8PUvrF/5PGuxQND3u/MFf5TOf+cwLvo1gjKFUKrEmy+RFM1pqZpuWVFmVFS6dPwxdiA61WKnqnNFMjCQLf7s+WNBCs2kyQpyt9bBh6kjIEb2BklPL1S5BrU2nXWK0VVZJXlfGy2NTT8fpZ1PS9S23Zu0wvX7C5Hqoa2iAroMeLQ2BRaw9DESIXEXkHGl6zt0vh9lbJP3LQ5ivLgKz2MMWe58qtai7FsRApjw5iFUuKF2nKgjJZK0ygPS8kHwuQeQ0UMRsHcVi4bBDHhoWU9c5Z+pamLc25pDzAXJKSE7FyKoiaLnXH8W+JWDzgVO87MC3SD50mPw/vDkQ1pu6IAjDkFqthlpfevGgmgN5OddAcq66lWwTK7tea83scNBe5rBZZZ/ZYEAuY393yLMhC1xLF1mTffQoEqNa3ItykL88fR/J7yTEvxcjcRtd/PzEHI/xxh+jm7PfrCc39tApCSYhL/XI1q/9wqw/g7K7z6y7jafWhoxVCSNXIMTuNTmlwrqQfjFltXSIj72txD3howAsBltZP1vP/uqK15JZmswzlFwmU5xiroPDXG6wCMWyR4GyKyB+Ive7/NwvXSD42cZNLat5Nkej0WD7ne8j/OGAY3d9k9td3LY38dmjyLW0QYsKW16l4ngFoUnoyAx9iehQpkyHebPDnNkkxyjzjJgcigrUWJUV1jaWVY4YAKWY+SNbHAwus89sUDR9nkxv4+z5k6T/T0r6SKyntC1BtkSlr7Qd8bXPt3NaPN9lm2lU09+2737u7xcCY0g3vfBGV/cGukDeBnYmJCkEJEFAEqrpi59nkwW/Lz5h3LseDvMM+zmGA81zGJZyzJg+FdoUzJCejMDA5rllko+nJB+NoQDhe0MIDXO0sehG97X/+cNU739+BM38Tcbhw4f58p0fJfhawNLdlzjI2lTAWa7egTpUq21CEnqiLRnfLuhTpL0xh6wCbVH73lqPfY11wGiOy1ARndKMklqHkiOJK9BGT99XRC2Bz6Skp1Kk03Qb9zZjQnXZHYzGCJRHSvXfCF0vFzH1PMEPhgTvsQQHe8QfjYg/XCJ+4jqq3grcWrjriN0As3DhtVAoKaRfc5MrQk/zngQ4cEqDLpp2OKnGbrniBtCD4DymbrFHXXuwaqBG9i8FYCuPXBSST6YkfxSTjtYIbrmF4L2W4IcDVo48k+V2HPnRczz9unXu+i++j1OnTn1Xi9WbuiB429vexqFDh7JJOuknoF+nFBwM6/8EWAp0qZpdyqbLUPKcl0NcMKqHLqBJW+qONsd1qbMj1ewx21R4ZOuEEgZ/LyYdPY1uzkWMqaAbcQ8tEHp4psu0MiBym/ZkVavf1+GLih664dcwJkJke6II8KexGyV9EeOFGffcPXf7kHS0Bh9fQc5arn92gc+8780MXp9jxVz1klztF0qeGXqs2Gvskw0SEzijpZzzHMi7tsxY3haahFjUHldTHNOs3dIjwt5nWVpaesETDI0xvPrVr+aee+7hlg98AGDCHCpHR0p0nZlQB1UE7DMbBCSZa1uHEhsscL1Vp9+sMH9wg1wwYpauM7lKiZwswPM1OlLSAq47R7rhzIYaHWrz2+TNiDVZ5tErJ+BqQRfhxxLkgrqpZfKtvhrC6Ia+O3FKGxe2OpdvLOr8fJssaj16BTr/dA7CDnKuRhonmHWLjS0SQRoWGVYhH42LzSmPEFS2mX2eTUIvKdK+UkfOglwU2vWIzt01kiMBVZnjGg3WHztA+hcp6Vdi9ZSvGszt1vE4hnQok3MF7ssPPMX5X3yK4n97C73etNfCC2UEQcDVX/8qb3j9F1g0W45rkmNPihTpsWzWqdba+KTAwLUSrUkBRbTKdKg0dugUSqSxZb6xQzX03Bd0jhb0unUocb1bp3ulpv4PLU0RTJ8Q0k8nJJefIk3/EmPK6IZ6EFh0XxcBoxD8knIBzP4xL8Cz+c2hIZVaO3OvHJDn+pFlgrcFmMZrkY3XkJ4TRJ5A5CzjdTdC5Drp2aLOjRWDOWSxR/SxZUvnVXomVWljTRMMpQoEZmzRWTLYwwa5cquSBw/r6zT7jfIOaqhLYYzyIDxhcTV1qoj9OidPWOYPr4/lwei8P3bkcd761rcShiEPP/zwd+1QddMWBNZa5j/8Vo6GH6Ep85mSIM+QyPQzIguQVb49B8X6xL6AhKbMqdJA0GwCthEXfOT94lMCLspBHlk/QfxvCySfSEi+GgMb7hlCt0j6nr/nD8TZz/1baUxx4mvPF5jHlGcI3hsS/khA5cQmK4XLLJpNulLiye5t7J6eRy5WkTPK9E6eXEWr3gVH6gJdcD1cC9P9Nv98faTTJHkkwpyewRBy5r47eCa4hUUZp8B5glqVdqZZ9y5gifFxozOU6WZmO32JSIxCvJFLfUwIuC51NmSBlePPcPmXHqP8Mwdvmp7YczGKxSLth36TwH6OXelm/dZEAnwo8cDxBGpmW4OG6OHjqHsSUQZWzFVW5q4SzCVZLz0wicNj0qx149UDl7orKtkaOFY2MLxQ5ur5GeS0usrplIgV+mwxJnIFColSckYsnYWJNsFkLkVx0s17YvxVyhg/5oEDbq7OIrEg58D2U2QJ5EiQra3Dfp5ekJILVBbrlTww5vskTstOAL1am/7JEub2gFxVpWU9Iq61Gux9qkLyeyOSL24CcwSvCQl+JMS+cUjklBQbzTrFkjrXlelw+4+eZf9Db+JP/uRP/vqT4CYe1lrytys/Y7zGjS2JYx8AJKUsYTDnZKs+JyUmYLGwyUrj6pS237d4NBFVUYGmzNFtVpBLjgh4VpDTKclXtV8ucg5jIow5jDF3Yk86Jn7dqQSWlYganOxxYHGNGaPBbz6jok+RXlLMkjQCEnXqfPMlkjdrGmfr4iLpJxPSz95Bcuo4xCkim4w5MtehFSKteWzJwEEzljT61kEXiGWszCm5eOO6FiwsTXwwvDSxBQZBAoMJlXwoV/V9kFX3OAcNJnYGRu7smXOScJ8I2ZMif/iz72D1h3+Co+96E2fPnn1uJsf/x7hpC4LZ2VlWZYWn5FC2YCSiC6Tauo6yRWRoxqYveUbsMxusmKvq4ucMMHKM6BGxJsusyi1ckwa7MpM5yn2zdZTRr+UZ/eYAkW+gJx+F9hWa94vnGKofD4X3lYRV0cr2ds3GtvdZ9r3zMu8Lfp/3BJ/krvY5dqp51mWJa9JgTZbZqxYJHojpPFDiD+N3ceaTr8T+/lHNiO/gIN4N/MKtRcfoBjg3dNDbLmm6jSIYIeaz97N9aonV16xw2DyTfdD88P4KPj2u5ATnVdN2pzRdPHoS0TNRdh/PLViVFS7IQZ5ODwNw/H1neeMTP8mHPvQhNjc3n63pcNMMay3pf7bKSfMprkkjm3ehSbLe9qRVtkpf1UjIOz161zW/GHv9tz/FpRMLr3+PV1u30L9UHe/FXUgviDsZJ6TnnHQxMhkcakIylzUTObJTyWD2C3LFIBsvRzqHGZMKb+QIeCSgyCT3ZfwzLY51TCoSeuqbIduwehRzoQwnBAaGtO9dF4RhmKMfukIgSCmGvewE6g8AAIvVLYrVy/jIcN8+zFdHXDpSRV4dQLiIPWqwb7Xse+Ay+9hQCVwyT8fp4ZUUq3P3+PHjfOlLX6LZbD6Ls+PmGJVKBYKElswSmHFIETAOY2suMOrnqNR3CQrKxRiSp8UszdY8w0Geaq1NLdzOfFem57WlIzO0qNJsz0Mn1M101aECz3wLkcdRROAOjLmV4EFL8DYl3M4fWtf0TtND/To7mbS7IyW2qbEnxYxDUwnaLveiSHOvTK8TkYuGFAojcoUR0f4d+vdVtcA4aZHVFDm/RLraGL8xLsDLuPwCqm4TbxkMFrOuxYCsOhli5BQzoToQUnHqiBAIDLIusCFIw2AP4XgzaFGwBbKlPgr2sIWGwdxjMUegFmxTdFkfWbaM0fd0sbHJm970JjY2Nr4rMd43ZUFgjGGvdI7vD36ZY+Yp1+uuqMzQEQFHrheWxXe63ACPAjTMFktmnYCUoeToE7EpC1oQpCtsyALbzNGUOZ7s3Mbexyukj3nxa9G9knjiNB6ibP8YYzquKABrX4G9o0zwrgB7wsNdMS87cJF77SPcbR/lVfYMNbPDkBwPV+5kO5nPLJartFkwunH2KfLG4Avse/sGF992kKcv3Ub6McvogzHp5hVE+hOtCLLXOH59Xp7YyYoF6StRpkWFIXmHnDjXuYn8hcl0M1A7Zj3Z6sRNjc308pMEzwRLx5Qo2j4GVOr4i/P8ZPSTfPCDH2RnZxym8kIY1lrMfpOZY+UnClM/RuQZuACq4ZRvvMay7lBhGOephdsExp12JjarhEDjgqXCtbhBq1lRBneo11JOCemplPQrqZ7KZG9shNWfh/6sFgNLyno2S3raoeoT3gxyO9o7BSCEwn5M5DzaV51P+0BPQbKunINxUbDtGOF+RBgzh87LvisGtK8rMo+0SkhXcztMQZsmfR8645QH+WjIMHAqA6NFq3cc1a/ViX9AnjzDrJgq392ld7cWqv599O9fR0okcUChMKRY6I0PEOT5zC/8J9z96KM89NBDz+4E+S4PYwwtvkktVGSvxjaBM5tqyhwdSsQSZG2mGefaANqa6sVF+t0IBnmSateFXknm+JpHPSOus8BavMz2+SXlClxNFXo/lboDTAeYV8Ltg4FC+/dZDt75NC8zz9AwTSpG8wcKZjjhobGPHangk1+9v8FeMkuvG5HEIUEYU652szRFS0JQieEEDA6UMA/koGVVvnjR8Rged60zwBx2p/4CSGgwB8GWQGoGzurvIbIK/Vk4XyNNUkzFQNkRBkso+rYlpC0wAtIwMPDExHHbwCxpUWFOWKwLPptEt0fk6FNgS+azALLfedcvc/LUqZcKAj/CMOTo2Wf4yUt/wOahGZ5Mb6PFrEsU1ODLnpPMeO1xgS5F08sWhYGoA+GAPNsyz1VpcF3qXJd6Vlw8nh5j7S9uJfnjhPSLMekFd8oy864vD+MjWTEjv2j/a4bg1Zbwvwy5551f5QfCP9Y+vRsLZosj5iL1q3uYXUiX4MnqAVoyy57De0N0oRs44WxCyHH7FMftU1hSTt96J7/1Q/8p6ekc8u9eiTE9d5K7fkPv13MVYsaMcbVIlq0EORty9o1Huc1coG52KJo+VdoZwc1van7j6kmkjox0SUwwUShoeE7PbWwtUbJcQErNbDtVxw5V06L83+3xE6Of4Fd+5Veeq2nyXRlLS0vM/cTTNMwme87iuiOlbJPSDV3niYdV+05a6JUac0AcqscF6IlozIJJMl+M1dYt9C9WFfYH6Mt40T0vSNsnrSmhFUBkFmOcsVQBLQYOWIUtDxnsEUPpYJMgSLIFNc+IovPMGIgLxTIpOzLL+sMHSP9CkCfmSS+kyIU8tDwXxrfNvNfc9sTrAZhTnkHkTk6hZwsGkASkcaI1hlHTol6saFQSB6plDxPy+REDgdawovaz3Yio0mWxukWDTRbNZjZ/R+Q1fIx5OgP9TOXzQ/JO1eAtn72r6f1Hj/KNb3yD9fX1Z3WOfDeHL1i752tcf2U7m5NDyZFnxCJbYwtyM87O8Imw1bANDeh1I4r5npsb/SkvjJ4U2ZA625caOh/PCunDilRJR8mq6sx6mOD1AcGPBtz2ric5Yr5FxSV0zjpEQP1OAraYY0vmuSzLdLslgjDFOvRo1M8xGBRIY5uhAjbUz9TA5PFKlGqlDRVF2zYuLSOrgX5WzqbZMm6qJtv1JNG0T2k4pUAEsuEK5/683qYvcA6kKnrSrynPQGJRS+auyijliuhjhShv55wWRtZ11kwDcvUOnVaJs93b1StkXZCr7nFCoIFyJqoqGe10Ojz22GN/i7PnJi0I8vk8d5gnYctQXtqjWmxTlV0wsCfFqQkMHnZJ8VImD8sO3Oa1JXOayy51OqJFAmhvMX04Jf5IQrr9LaZ7qX74jVblVcYcJHx7RPgzIT/46o/w5uDPeJX9Joc3rqnPdQqma7RADkAWoH1byJpd5po06FPUNoWMcwJAyY45l5PgTzL77AZ3N07z1X/0GuzrLOljOdKvlEjPzQMXmZYsAq6VooXLAsrUtUgX1rrLrM4eoE+RsnTpmUjhaixl0yUPmkgmejK1EjNjBpTV5DsjHPrUvg2p03JkzLpRRGbRbLHPbFA3O0T02Dlw37M2J26WUa1Wuds+So4RHRZoySw9igREXE/rJGgrYNFsUaVHRsYzZPKvySTK3GTryxkZ++TOJAn0El+B9DHR1sCZFJqTngCeIKiBLZmUtaq9S3vCYu6y2Ltijh48xzHzFEtmnb6LCN/KDL5KWWJmmgTsdQsMukWoGuwDwD0B5pQh/WxK8hWVLI6Jh74oBc8Kt3YZmMcsud5pCUUkCgYKCTYakS+M43ST2DJ0iz5xgI1G1Ba3s9ZVu19htKqhRf3lKp1Sn3LYHffDKdEZlLMAm3w0Ip/30eM2OzwkqTrzJUnA7/7Mz3Ps4YdfUAXB7OwsvfvUnGftz27l0l8cQNYEe7vF3GcoHm9Trag3SVXaDgnUfjbikl3bJUbrZZIkIF8bURVNEeyJIrQtKrTbsy4RUKApugHuPo3IVYw5gLWvxL5KWwTFB9rcac5RM9sZyrjnpOMb6Jq8LktsSi0rppNY8yu8UyVALtKDyWCQg0GOMEicvwXThxuTkBwI2dxY1tZtaMfOg30wHSYkkSajw5iSGhXZQ5a0VdFiAJA4hS2DRE6SGKG8A59z0BVYTUm2jFoYXxTStRTYRrbquhe0YXSxjGw54yUE0wD7lpSlA1ezw4H3ffjYbT/P3v82S/lbt/6t8rFuyoLg1a9+Nb9W+O8xu1BoQa24TctU6EmUwdVAFoKSc058Pv61R8QuJRKx7EopKwZ2ZJYheU2XkxyjVhnZSJCd1AULeea0SvimCYJF7JIleHvA0gfW+fHw/+I94Sc42LtCYQfMDrBjMKsGcxnYNsirBHmZcNqc5GraIBGbmYN8p2Jg0hccYJ+5ztvDh3jNiVO07qxwOr2TRy/eTfqVKvLEK5ELQvLFhHTnabSYmZ/Qj8dZW4MtoXOlxrWjixQYIu5zDBrWlEGtErqCKgfOtWzoZJZ5p86oWW0B3AEuXKabfRBBC4dNqXNeDlEoFLj//vv5whe+8OxPku/SKJfLWfTwPudt0aKic4wF1prLgJ5qaBbU7axuqBzZ5FDhGcpGHeMi+uTNaAoV6DlPjKbM0WzP62MELl3tgkq30l315tfrXGZacZIDZjFLyqK296il8Mprn+GQWeWAuUTDNMkxpE+RllTYppYVKFlhMsgx6uehn89OVVJF+6kDC0sGuXIHsibIlcQ5dvYcazzCmP1aCNxldSM67Oxl/QgTiqUe+cIEMTjR1t/QBewG4dgfH5wf/MGAUSNHqdqlGGrufccZE3X2FBHwm90sXWJ8sVBm6JCPvHWbXwjFxR7Hjh17QSV2zs/PM/x7lpcfeYKnWscyC2AZABeEXqtCf3+V4fF1yqF+7nuuOGzKHNe3F7TwagmjsExvvp1xtLSNNUuzPUf/0lwmK5T1CSKemcfO3op9U0DwLkv4uj63Vb8FuNA5Q5bd0ZEyLWbZkhotZrN13YbpVJpmECYUCgNtMYUJgXW5KybO/Cmm2nbi/CwKaAEayDiyuCmkXYONLGbZwf+Bu11JMGWQCL1vdj6MAYNs5cbfd2FFxhENpQtsqP8FW0K2/q6nJJ+E9LFUC/TjFvt6y/67n3HtnIl0U0r0BsXMldO+xdL4/cZLBUG/3+efD/8rqq/fJSDmlvQaK0bZrkX6zNBzULZCnXlGWOKMRzAkz1q6jwE5WlJlmzl23cm2JxFdSmzIgvaK1v1ELk+9hkkjDFMvEf79kP3/eI0fCT/C/cFfctBcYnG4RWEPRWu3DGbdKPwzAJkT5IBwtVGlmc7RkRlgzNSdhOrzZohPd7OkFBgQkDLvEhn9eId8hsHRAhyFx9Oj/Fb8fq795w3kI4uI7E4VA36IKDRGKC6YqaOBOGYM2fnAJr2D9mz3pECHEn0pEovN7HJTseQYqhWqmSMQLcg8W7bJHC2pMiTH4IfWWPzUIi+kMRgM+Fr6SlbM1WwzB41cVR12QPJwRPLxhOTfDZBYCL8/pPWTdZLvuezeNy0Ixm0CXeB8q+DK5Vs0iCUUqA4w+/MqcWoYTGd2wibbL4JqYgVFTOgkXHWDOWCITrQ4ac+y382jFrMMJEcXne9lOuqkRpXdpMTOlTqyEWYyRRMJUnIchCMWc1Cwjl2dfi0l/YohPXdCc+LdsIecEcwDFnNIPULohsp/SMDEgZ4Aw3E0rf47Xo6SWINpmHH5GUFCdV7hYL8OBO7zXjZdwtJY+RJNEBNbVMjLiJFRIzP/jhcYkjMj6vU6S0tLXL06yYl4/g7jJCL7zAbcAxcP3kpyPkKuOHnd11LsccN2YYnibb2pSPei6bOvtsFgfpvUIV2+tegjj1t7Ffobc8oTuCSk51LSi74gcCjqAUPwgGXfu9UDxp9+e0TkRHv+GMMeEVtSY032KR8pdT4ooU/ZHI84CbKvg3xK3gwmPjc5kJw77GuBMEy0uDB1VFEwAOmIi3ZmfNLHZReALpuOeEsEtPzJyfkk9AVWlR9AyahKoqFuhfD/svfm0XFd953n53ffq1crqoACUMQiQgJNiqIsSpRJW1KsxTHbSuyM41HSztIzySQ5ySQzkxlnerpPPD2Z6c5sfTon3ZnuLO50dzo+SU4nYyd2bLc9TjyyLVu2dosyJVGUKEAERQDEXoUq1Pbeu/PH775XBXUmidOmItq55+CQBIilCrfu/f2+v+8CgroW2jUL5zSt0dol4sszyHIGqRukZrGhEgiTJrezlxukjyaIiBeRmWty5513srS09Lq5a74hCwJrLU1K3G6eZVI2yNOljV5QXYLUQjcv6oOepe/Y8qEjEQapGUzdVhwBUUM9OuR51U5z5aWDakOZGuslkOcgJwCUqGX8WzCnhR/0/5gf9/+AiV39pNhHtau7giQKlzGIb7Bw0NI6KqzbCTKuu1Z0Yn+UrBotBfjSJkMvRQuGc8aTv4di6BOwS5GStJiVZdZOT+GtjWKXKg6OSuBc9UKQUZAqKteSFmPsEEhv4PZGOCAPilV2tzVp+JFPTFcCBylnUxY8qNthEpWapa+KDtGfOUebjPQ5fPgw4+Pjfy0Emaux9vb2eOmx27h8cpp5X7MGkjnrnFxmsrbJ+XsPs9cc0UMjC+Z7DUfveJ7DZjF1i3xtnntiBBXiufAfS65ap1zeZTs7RvdcwXm0+ygi4JMcViK+C8AitWBN4mYr5QZlGozQdJHeY+zYkX2eCRvdCeqPTahi4ckYe6WvtYZFyVfjDvKvCGZe4IgehuZeg7nXOGc3dyj64FebFIptPD8mCg3NRpEYi/gZyPbJFLt4foznuU7P/Rlk+0SRUcWB13bx4oMAssSPIZGdJbPtJIrcQw121u04l5mm2S2RD9qMij4HPedOqmRkj7Ls8sL/fpqTCwvfMhLEKIqwl8B7a8ScvMrUgTV6tQxN1OEVNBQrkWV7qDOmP3QeJW+gAUcBPdpWZX+9TuDSL22aVkgnKQZHEOmne2+UXcpOb991xmdZUdcDLGzbUTZsldVGjW4rjziCaVIQJMv3IsLI0/FBcmEGCW+FQSFhYjzp6v7wWnDsCu25HN1WHrscYJYMdsvZEydGQkVSl0IQKINkrXoQOG6M5HSsYJtgwx52dwV285jNWoouiEMVBKChnzmwmPfU2OmI8y4oMiB0S48o51EAwtAj2oeK9PjEB36duUcffd1s4d+QBcHU1BQ/6f8ep7ZeYG1c5YdrVuezBdrE4siERET4dFHYPSAmT4dIDGGc5MAXUrZyn4BdW6ReL6tzm2uKNVcgMfxJJIUlRA5hbjb4P+Jz8o4nuN08S6XXINMGmwV67i3U6AQZt8RHLds3BrxsD7FpR933tq4Db6nkjEHCWISSIjMMGxvp4ylLw3GrNZG+a7WDXLEHuBDPs24nHNsVR4jcdkjBJDJexLtT/fTN/YbD1UWnhTf0bEAkPn2bcaOKPpEzG0rg4yw9RKBAlwjDOFv6cwvpz5McGgH9lIWcFDhachgu/MJtlP7v0rdMQTA1NcXb7vw4h82iGgW5S3YY7TlReZbeD2fwfjgaoDAyIGUNAri8tEDQGWhfs+rLLfqOUd3aK9JvFKHrglooOKWJkA5+GXXeAQl3wCh3YF4YdSmJoJBtl4AOeSXfRWPsLB0gfgnsC0q8MidMCocmYJNddO6G3Rh7ThR+bjoDoEOKRCTsazsu9DeL1P2iFkTFPvixvhEqdyDXo1JopCO/JDcjoEfOb1Ogm0aXJ6OoCEPb5tP9meQgJPKtns3QZoRFez2vnDlC/FiMbUH9iHBlXsgd1CLe8yPyhQ4Ijgya4dbrrqNWq7G2lviOXLtrd3eX6F+HPFR7B5VTOqY6bF5JDZ8sOA5TArQbEn+MJO588H4Pz+53yzS+61R9tJM+gFr4+hCfexOEFpnV0KGctMlKj65VTleTEknCamJoVo/KWmSEBhsa4m6GvovLDnI9fE+jjBPeB0A79Oh1M3helHpbGD/GCyLliTiyZMVrUCq3iMqG9ewEfUrQcKhwx+UUDBUF+EBF32Sc/d5cLYCeZsfYBdRrw4fFqr4uktcMzqGx08Dal1D4eAzbGpI/MhifeMQEpkfkayPQ72SgGxADUdHDVNvUarVv74Ign88zKRtQh1pvl/yBC5RMi3U7wSo1IuuxpNFTcAAAIABJREFUw0iam+67OXcikQvoa6dqe65ASIxjXBUceaqZDdE/LezXXvsYcwjvHR7+z/qcfOcTfLf3eSZkk3pQpltr47uZY86EZLBQ0KN597DHK/Z6VmyNts25Cntw2Rti8vRV3+/Y+pHd3y1WbINRR6ZKEhkzLq50xR7g+fhGnopv5fLj1xM9GBGfbWLtiyQcAskV8O42eN/nUX33GjdnzjMvF5mTy4xIy2UY6PcO8ejYLDlRhkw6kXMFQozvxjHqu6/jmQTS2z+7S9PqCOiittJtcm/IVK+/6vI8jyYltuxYeqgldrBpgSS9lJcxYGbn9s85Uf4GDNz6SjSpsk2zWmQr8uh3M/S3lIhEGczdBrlRsJueusElyXAtwTargIPrTwjydmHulgUOoIQ5PfANkTUu197H82KKB7bxZiIy96t5UjLKKrg00FV7gFdeOIw5Z7EvWOKnHYrQfk6Z5I+oBbfIpBYIM6KKhkMGc1LgWAZvfI9MVtnhpWwrLZISSVmHPD0LGlCeZ8MF7oxIiyqq2W7aIq/aadZeOKjMbEiL6oTclZC9bDOGokbRMi1QCQlyfUrZZko+Bpw3xCjP/OQ/5s1f+xobGxvXPJeg1+sRPRphPmOoZyfYOrlL067vy42Agc9DwmXq2yAtAoaDzbyh8WNsfeJkrJMVpOq6dB8Eg8lZLQgO6iXbs3oO9Al072GoJ8TEbtnJCF0kNkBSCGQHJMduN9D/k8DpHf3+fT8xANEYbc+P6HUzijIF+ji9ocCmfiejhe2jjv1/SJCcgbI2VKw5MuCCkiSlqHJBQif1XbPQHHaebav0tuljXxwOtrNYu+EC8LZJvGz0damxyFS79HoBTZe/lxQ6UeRBN4CWft+4nsd24enapygUrn9dEjvfkAWBtZbn45tYmd+mgzptBVbnWErXMCkbFdz4UqBtHcPUXaRJ/G/H5tlzX6dAm8pYg42ZIjIvyKLCPbbdR+mgDmovZfBOe5x459f4O/4fcdSo1Cx5QXVNQIyhPQJmJCbGsEuRVceWrdsyIR6+jeg5BiyogU3sDjzQeahGjwY6g0bdAJNursIunoQU6VGSJtNyhZ5xF9AdPmd/9jbMoTLxwknVvM4J5jZh8p0r3Od9laNygaqob7te1JrnkIQYdWyeprMkBqehJymwuoxIU53M6O1DBob5G8MdBZZUVhnh82bzIrP3389v//Zvf0tkHMRxrCFYojKusjRSU5eeI0UlrPZhst7wRTQoFOLUZAe0QMhbDaGxk9BqFOiEHpR85BjILY7AtILaop6N1TOgazWrPSfp7P6W489wRBYo0SInyZjCT8c9WboKGxeiFKUq0KFEU4tQUai+QJvsTV3WjkywfeSAZtEvW6LnS6j8ddvJYXexO6ja9fkRzGgNe8XDW4PwSJ6oloe5OmPZgcTVuMumRAvPFcDJvtTnKaZOmQv9Q2x9paa+8B/pYut7QF795A+5Dq8DtmGRGYN32mDeqcS6Ktvp6CH5+okbX50y7W4Oil0OHz7Mc889R6vVuup76GqusbEx+u/1Me8xeHMd6r0RngxuI0uPquMkVaSBZ5NwKV9tyNO9GeNhwI1hDdqFRxgMoSIEQ+gRHW2spOJ4JqiqhIoWxqAckMg5ySbFQGNtVC/3XIjJ9gmyvTQJ07hRU8ItSYuBcChgIHTYQOgThzpU6vsRvWyffNGQL3TdaERHSu0DebayNW0CN60OocIYzul+jp+Oscsx0AG/oG6K4zLw5aj3sHYBa1dJOFraQC6TZNIM5N6Jd80IIvOYQwHmtId5jyFXqxNFHs16kTgcIVfsUCorSTYftGlme7TqRWhlFZXoWMzthsJXC9++BcEjjzxC4/vfzBe/84+Y/i8v8z3e57jde5YK6laVp4sv21p92gx75OjagD3JE1mtcPs2kx4sxh3Ieekwxg5GYibnN7lQmafbKqiU67kRYAP9xe5gm0ARlxb4MnPyqjPBiNP5a8d51St0PMKmHUs7xp4zUElsaxPNr2/3RwgnM/sEztMXn5f6LSRfq2c19GVCNsnRZcpb483mPK/e+yDNe3QuWhFlWI+yS855MuSlQ98G7DCiFtBOdplcVl0CjM3TdQHlHqHyGOgxLjtUZWegl6fIns3i4bsRQZzOv2Ew/khGIllnbvTFf3Yfcw8+yOLi4uu4i67e0s5SuSwNl+OQKEZi99gTZEifG5syuRM74uR5C+jTp6XRyNbT0ZJVBc1GeYLVbkC0pV9b41X7SMnHTgvc4Q7IEJfVDuaWHnfMPMHt5iwTbKaoTSfxOgY6NsdaNEF9s5wGJJVmtpgtrlCSZloMJEV1lyzGi+nPZ9g9UcVsAbkbsEvXK2/FLjiVTpuE4BjvgP1YjfjRGHNMC5XO6Qrt2xpOTRM7EnCPgWE86V6LMFy20yyvTGNfCrAv6NxaxgVyRbz7DOa7PMwJoCNKEF6zSE0I7mxxuLrIpGyQhKE1STI59helUahz6U/83V/n7s1NvvzlL78uB+/VWm9605sI/69tctkOays16g9NEJ9V9vzl+es5W70tdbpMOmOKqiDJHakzXt4hJzq20XHWAN3zJSZf7NCtFJUkGiqRTp/axGsCmBdMua1GXFJMFTTqcZJX58iW7+5Vn9iLiHxv0Cm3XoMIRKSTXPsabp1awzg77qxPXAGvop40KVdCIv0918Eux8QvxdgXd4ke0QtcL3LfEctrSOhrINjXmmjRm7jUDscwq3mdxoXvDH5AQrQQmFar5gMB5pRB5lCSMLrnYqckoJiQi2PaUZ5eN1CUwD2XMi5wEq677ro0wvtqrjdkQbC0tMTGxgY3rf4tTq+dpvKPAqZkjUl3wDXFhbzYUXakTNfBXYlGHvRAiV0ni4BntRMakRaTbIDA7PgKn3/PPXrgvPgm4r5mAUBbN5rbfJ6DzLsOdksSE3fdDDmRNWrmQkaLjyRq2OUEZKxemrG77EM8fAaXRlIE9GygVa10Ca1HTxTe70kG32rFXpImFerp4bnA9dRtnrbNpQS3hGypYTktPDtwJvTZoOhg26z00yIqgQmTQmow93YZB2mBFaYyxAQlSFaEcaZGTRpUMIS82/887Te/+VuiIAjDkE07ll7evkS0bd55OFRS4lbg0CqwaReWrIRroBB94iGvRdqezbJLgW07xup6jehMXgvWroa8cNBHZoTc3A7Xly8zKysu4nuDCdmiRDPlDLSdtFCd0Ko8b2/k2YUTxJ+KsedcZ+dHUIXd42Ocv6nKyrEDTGY3GHUuciEeq3aSK60azcWqchlmlGsQZy22HkO/j/JX+kNpc9tYm4dXfeLLN+KtHYCcsFadxj8YMysrTMgGBbrpOCMeRv1c4TQ7s4I3E1O/b4QLm4fonSlityzmFkPtpkvUxKV4HhtwWfTzPWdkFux73pOPJZkSvW6gvgeVNg//4h8w+YMnuHjx4lXcQVd35fN5juYuMCkbtGfz1GfK9O4P2COr51aUp741QrSQd8RASIJYu2ujrHYDKtVdYq+BkRB/CD3I0CfwevjFLv3xzMAau2PBd7a+OZBaSHVyxzVP2qwl2QnN3YJC4ZuoL0VRkG6Wfjb7Hz6YJH44MZAN7WA85CSF+z4WCpL1U1OlOiOsRur0GT2WI/qK2/d2nUEXn3OFQNLhf13RLpuE1w2vJMJ+WPK7wyDUK0MyIhA5iJQyLr/A5SZ0hF430GIHIBQ6KxU6axXIhWQcWuCNDYKPokgLpRtvvJHnnnvu27MgAGVznz17Fs/zWNz6Q3574r9lhUnqVOjYLIM4ZN8RjnL7Pt+XAZs/T0QkCoBZJ6tLmMonayM88Z/fhcwI8ZOHNCVuIdbfdy65QOPBvNPm0247ySJI3A8TGLRAV/0sUXQi8WBPOnPtFLVYCfHYk1w6wwNSVm8gfVVGSI6M7bvH0klthRNp4s0oSSqZzRacrWtRmozGu4TGsC1VSrZFV9Yp0E61wDE+RkKyol+vxwBZiaxPnTIL9no2rM6oq7JDhV1eiA/yeHw7n2u/g14nw82V89znPcIRo+SX5PGNyi551vH9Eb4VVhzHtPaKRCV9juq2zLqdSAvRRBKXkCx7ZLU4TWx4iTGiHcGwDA5wLOw+NTbJ0merOMZuK6cE2BDtMDYtLAqdYxXW7uhQ9bfJ0GOMnXSkteuMjZqUaFKgbXPU7Qir8QHsC5rCFr8UK8wOeqg3QLaEemuCRm0CKbnEgU6AvQQsW+xWnBbJMieYnEDXEj991NlqJzbVSRT4CklXZV+qYc/FxId9lv1pKjMNZllxxkPqLRK7kDItvLNMyoazIt8hwnB04gKrpw9Qp5wWU8Pkw6SwVtSuQI+se820nR9/nCJuntUzgTFoZ9XNkGqDEydOsLKy8obIpv+rrHa7TZ0ys6xQll0OyNrgbBGIjEd4wNA/EBDdpfuuawOaFGjYihb0LjwuOfcSwnPWobOlSpNGaIi9PDbrjNiyIAd6jFQbVLIN8rQpSDs1IuoR0IsDOs2cQuF1q27YnlXd/3DCu4fyQTwd5yZ2wEkIEaB3cc6hFwlqkLXQEvp+kSudDDSy2DMufvlMqGO2ukX35i46InaZG/uC4nA/QJ7hJTI8K0kKgWEzu4F1N+SgOUf8onoXmIrBzljiYsYhH4pqmFqb2dpKKmNOitg0MM1XxUGlUqFSqVz1fJg3bEEAyiXodDrs/WmZf/UDP8qUrDEvS8yZy4zLNm2b47L12KCqlqeumhUEYxMpl0FEyXyZoQ4CAIGj5gKVm3fZOjbKkr2O9S9NEz+moRSj79/kZpdxn4/bGKNBQEmWwqqtsRRfl2q7+2TJ0E0JMZFoVHAfTQvUP7N0yA86RmtV3ufkekl4S8L494jxbDtNxuonnY0rLlK/d3e1FKTDhGy4ACjYMSOOU9HlBlmi0GuzF+RpOJMRgJJ0KdEkH3fwQpe+FeR50t7KZ6PTfC6+j3qrzM3F89ztPU5NNvho+F6e/L1ThL8WIkXhyR8+xfPvP8qbK+e5wSwxLxc5ZJbSg9r3fTzPu+Z5BMYMWNdJIt+ek8QmUi6THixC4DwlQmmnHAz9XI+2c3pMCryAHgV2MUQa311s0XygSPSAx6Yd45ULR7AOLaAMgdej50h5qrdXP4s9m9MRBQVnODPGKjU2X51UPfqSxS7YJLsIikKcsxgP6MTYogAZJeeEr7F9ral1KxVgUyWtUhPk3O3qFR/uEcfPs7+72iZuv4D9d0eRByPMKY/n7r+F8991mKO1C4yxw7hsu2TIHp7NE9En5wrbYRQqydzQFD8lSULGyQmNaxASfk6XvHT3ITEexnW8GfUykIheMSAhdX7ux36bzP978JotCM6dO8f7/v7vsPHL78CzcYoMpJkv4qSeDAjBWXr0yVCWOn2HqFh0nJiQCnWA2ackTfDAq8U0Gz26fhGb8yEbki22CYLhWPaBbDFPm8gY2sUcnVxW912X/YqW5DZKRgQ4LwzY53ORvrxaQ5+bfM+W1TRQskq8rVtFLeZMupftTgktBpIi4LXZMIlB3RiqNnMdfy7QbBi7hrXPu6IiYmAMlhQW+ndrt5GdOThXQ2YEewtIy1eVTksfT5zNs+rXaJaLmuuRtAgSq/EbGi71wi//ba53xNerud7QBUEURbzyyivYF2Lm5DLv8h6iIg06NsemHWPbjrJpR93IYCDl0jVE6rJJZ63EqmQF9JiVFQ7LYipfik57VE43mDOXmZVlxuNtcs2QyIduPptK6kIne8xIj4ztabdhFc9STkEFLBTcLD9HG0TA2iFo3ks7lrzVLqbg0hmTNQxz7pHXuFHG0rRGn5iKNJiVFfIoG7vr+AYJHyBPh4o0yMY9Ml0lirUDjYresqOs2gPUGWHNjrMk13E2Psb5xhEaL01AFsbmr3C0eIERafFw9DbO1m9m71MjxA/HSiTyIX4sprVS4omDp/j6997Muyce5BBLzs2wyQ//To2ZD/43fOhDH6Lf3y+xvJbW1tYW7/4f/1fCX73XvWBbZBnFELrOVnMycrbNCHuug+05eZ3erBGG0CpJy3cvfDUqConw0+CuqmxzAA1DaUmRw0cW6B0ZHF4JOrZrizQop3yVxG2yZzUUbAPN8LCbvh6KFTd+gNS3QBTgwLZA1IDCMckH8+XZsrNYFWWQNymyfnyczgMVWIP4KUv8xRI8eBJrl4EVdAa7jrVPI3IOVkaI//0x4odniT6a4dlTb8bcZzhw7yVuN89hCHXya/Opu2CIoUWJy/Up2i9VYAsognekw3ztIhUaTqGgdrgafNQkz6AYSBw1Ey5HcjYkHIMQnXHLTT3m5ub+2uJn/2PXlStXeOyxx6jZ72HSbGBsREG6DMuEX7tCMaliK3LWPn3nG+CTGaZ4pA1Ilh69bIauHzsvAp+Ol8P3IoKinoOeROkMP+HVUNZfX8erYJ1LoCQIAey7LF2npB/znONg8hASTgGOR5A07j6KpDkvDrnJqQXqED8rxETIk1U082V78I1TuH8EkTlEjiAVnf+b40YJvUUh/lJM9Ls1osYC+2XqSQGsFuJqcw/WhtjNCeyiUXQup6+93C11pirrQ+memdcQanVU2ybv7pzB6Otqrjd0QQCkM5OAHhVpMM42TSmSo0OFOmOyw4ZtsGPLeig48sqA8T2YgSWbMomcHGicvTQbfFquMMYOJZr0bUDTlKDQxETu55Aeo7ZBU4oqD6ThKCE+XYo00Us6R4cRdwiBGiIl/JwEgus55m3XuWx5NiaQPhmbHGADGLRt82zZURbt9Twev4Wzz56AK5aJd67wLu+LHDfnqMo2LVtkk0mwMEoDX3bJSI8cbUa2Q2gL/Ros2jleiedYsxPKv6CU2pfmpcPJ3Bmmbl3jqLnArKxQt2U+F72Dxz9/J+E/DYke6TMItQF5Wh+bzAh0C7zw04e5yzxJVzJEtqzozvzdTE9Ps7S0dJV3zdVbL7zwAiLCm+x/wpxcTgO1FCFShUbfvYD7Ejhex3C3KSmhUP0nBnbVPjG+9PaNdJIV0GNMtvFR0uYVW2PBXs/lcJrA66WmXZOykapYPNS8q2hbVNmhffwK2/4BpCYqo8q6fPaK6/qduYoptilVWin0m6eDL5GDloupB0hAj/HyDnvFDu3xHJ1uBepGo5nPzWLrY8TxiyS5BzpW6GPt14m2V4i/XEIevhHzoMfyqRlWZmaV7LZlU3tYGReoClJD42orIPNCcWaLyeImAf00ZwN0HJishNhZkQYlBq/FNloMD/5fTGgVlZuY3qRSqXzT983rufr9PjFGu3rpp1JiGGowrJcGlCUpsgP+oE1thHU8b2iSNFMWsLpvfScpTi7ixDTIHQtJxkwyQiu6Ajpf6bBV7NCuuTh1Z0TU6wT0WzksvvILnCLARgxGBUOFQJolEA3+Lokpl+MYpIVuFqRqU1dB7fwnsNZHpMMACZhGigXM7QY5rhbgqYkRioiZWwycuRPbeYsrdhed7HvYQTR0dt4drN0gfrGm5kbLmi/SCUfZu203VcW9Np+njZfykZLf2ytbn0Fk6qrKuN/wBUG73WbuoyepFH+MwgfbzPVfBSDyPXZMmQ07TgE9lHdsmbqUiayXsvcTX/4Io34ENkhfFK+VgQX06dkMmzJGyapeuso2k2aTgqe/bJ+YougBO2tWCWyPiotVjlxlXaJFVXbIS5vQaneTuMO9luUMuDlbN513jsh+mHTdjnPeHubx+C2cO3erOsqdCZFxYfPYOP1ZN3OyASGe45T3mJAtarJBKW7RNjm+VL2Zx6O3sG7HqUbbzMllTplnAGXO79oiMZ6r7PXxJjriLTvGBTtP/JWY6JEYa59jGOez/V2s3UEujiIfewsvvv3NvHDrYfK0NSqZEu2f2uT9r76fD3/4w9e0UVEYhizY67mBJULHlajQSO2AI/yUH5AUph6REj2lv0/C2R8qXGMMxsZKCpQgtYTOOL6I/n/t/NfsBM8t30z8oF6Ea/dN0zz4LEeNSS+/gJ5az0qPKVljTl5l6/gYW7eMKiqFShzVnnYgy0u6lbots8UoS43r3Ow3Cz5kKk1KlRaBpxds4PXwyjGdgxWNet0UJBTsmQLSn0HnrT4iE4gcxcwZ5Li49DgtTuyLMfFDsRYkx9RvQW4xmFsiZg5eYlZW9hXJyWW2xZh2/L0BclIKWuoAZ7vuNZ+hJ5n08SUy2eGmYFiznslknFnZtemf0e/3ufOXHmX7gxNEdhAFnVzyMYY6ZY2AXxsljjyKlRaVghZOZogUHWMUmSSjWSe9jKZObpbSgJ9BW6AWw/ocd4isSVGCZHUlQ44ORb9Jo1wZqKiGfn/iJ0iB2gBbZwcvWQZHThbIuQs/IR62LDYURQyy7i1ZzkhJ5gRzu8EujGPrY8CLWLvI4CrMKX+sCFLGKSjQ0UNXx2Pej3h4P+NhL2WIH8wRfXGGOO5g7RZaFHQYjB1G3efHxE+AXFaPAcaFjZkJmHR+LhJrMWtJx8m+K+iTs/gVf+aq78s3fEFgrWVpaYkvfOELHP35OQ77i4RGZ4W+I9lNyIYChtLFt4M4z7aTISabrm2VJOI5y52ElKSz39glEHrsUlSo3bbZklHWZYK8TaJAB3KWw7LAcXmeNjmX5a0EwwRW6xJQlzItW0rDZIY9FDxC8tIlS5eCM4XJuFyGyPr0RKHfr9ub+czeu9j+9XHiJ0Pd1O/xmHz3CveYRzlsFjRC12nJK7JJiRa7FPlqfIpHordytn+MOmUm2eSouUBAnyZFnrc3smPVba9OGXDRqK5A0g3Zdq5ufcwJg/8+j/jJW9SRy24RxwvoTE69zO0Vi122rB8fp0tAgQ412aQkLR77xdspfrR4TRcEGxsbHP/ev8eVAwf4zM//K2YOv0LVEeoUKcik0lfQYkBJbRF518ok6XshJvV9AC04AeXASI8Se2nme3IJbjPKRXsQALkv4sBBHXupEmeDQNQbAmvTwsCTmEnZZNau0JSE1KoFQ5JjsWXHuGynqdtxLttprqzUYCWrCXF++gPSD0vUQ49CsU2u0HXy0ja58TrtckUP3pxoDkJfT3Bj3oJ3uoT/cz6z33GRMdlxfBnDqq2xtnIAu+b854viYN8excpA8qqXWiZlywMYLyJLj1K2laIZw6oXReHyaUZHGnIkfTwbp0hBgsdEeBw7doxnn32W7e3tb9aWeV3XSy+9xBe+8AXenXs3z3zgeq7YGpu2ikfIqDQo0mKKNSZkAw7onhtOM22TR9UxA1RhlDZGYtrZHM2gRK/YGVgMD91PUeTR62XoBYGOUYfWa0cWWrQN8iz6XSXcpbkCCYEVNFY4GvxbXTAZXPohOl5ICoHc/lGCZIEacMSlH1Yt8ZNgd6rAS+6LjCBFgzniTIROOLmgK0zoAjUtKnIzO3SWR7UIWbbY87eingQ7KJfA168nOfd3F6t8wLl6hpZoOc9ad5pMsaNhX0HfqQoMvU5AkFOTpeR5tHV71YvUN3xBAFoUvPzyy/zz/i/yvHeUqt3WmF126JLBJyInXSq2rhIrxtwn6h+JdzlkiK2XkrhALbHToCRXiXVcAFJIlayt4RFTkmYqfZx0F25Vtqnu7BF5EJT6affSk4DQqoxKHdkGxJw4le5pJ6ia345OfaVPhxyx9dhwMspVe4DPXbmP/u9miT4cYjct/o/7jN+/xvu9T3LUXFBEwLnj1Zz8rEmBh8J38bvRD7Dw8cOYI8Lbb/kS7/S+zJSs0SfDniM3VmWH62SForTSCwl0dttztqM7UuYEZ2m/N8cr80eIH4qJHo6JH6oi7RUXuOO0uS2L3bSs23H6ZCjJJgdkjQId2uSveWLh9vY2X/rSlzDGcPO5c7z8D79E910BNdlQToBtpYVfm6x2Zq6NShAqZW9rdoUatySDLM2HCKQHFpaYZd2Os96dYHerjA0NJttnsrbBHTNPqNEMg9z7YWfExLc/oEfJthxPxlJiMEqL8Ki7cdu6HU+Lwrx0yJU66l/QsvpS8lF5mQcxefZwlrHZkDw98sUOnVoFc0iIu4K0BHm6ChwEv4DcaJD5Xsqo3nNStDxdDk6/Snc6Q2uvRHNhTOetyxl250ZpnRgjP3+ePOqpkRQDea+d2h+3bZ7Fxhyd5VFsF6TW5eDMZWbtSlogJf4PiSNjT1QOl15KjnD4x//o5/E+9rHXfV99M9eZM2e46667qNtbCfHI0iUjoVM89VPnUxhYWidk5kSflazBeyIqNJg0G3g5RayS+XbCUej5Qfocp4oXKaZ0TwCspUBHVQyOX0ABPC+i3crTp4gNlZktoWBDi7TYr0DYn+GWBhQJQ+8fRhNw48yS/mnndSRhH5rEWiUNmqka3ns8zNsNckTwam0yuR7dehGKelVKMSRbaZHN9un6IGV15zQLNWxYwtoVlyvScQ+16aS4VS007jLIYSdFbFnwffpehnyxrcVUN5MaMvU6GTUw6mYg9LCbV5/oek0UBADLy8tsTb2H7YMHuXjfV/F/2qN2+BJHZJG7vCf4DvMkJdmjbjtOB99K07qSlcxUPYn2IQfJQbqLJhJm6VOkxag0mJRNJmWDquzgESmZaoiUxKj7urbNnFxiSq6kM/82ObbsKFl62rnTSPkNbXJgXb4CvpIJbUzBucpdttM8Fd/G0lOHiP/U2cWGqHf8KeFm/zxHzQWOmguMs8OY7JDvOZjPM0Se4V3eF7nHe4zMD/apyhYALVtKFRmhY8lv2zFWbI2F+HrqtpzOhwPppx3kODsclkU8EzF3/FXOHLmFncq4ZqE/od1qIuWxm2AvwWWmWbEH6NqAizJLhI9HxPve9z4+8pGPXHXG7NVecRxz7tw5vvvDP8L6/X+PObmkBZUoOpQEQiUW0BGGTavFakXqVOhhHEw4KAb00ExCubpkGJUGs7kVSjMtSrI3FEwzHPlq005CpZDjrDNBz2bUsIpGGtsMumfb5Fi3E2khkKBCus8zdDbLytqO0EM16cBA56E6s2glAAAgAElEQVTuAPP8CN9zYUUldOZa1UNPihbb9FUn3hl0NwlvZ6M7gefHlLwm18kqO8URmo0xLTj/JMIcM9jTHhfefhSZUcRgsrhJhTp1W2Fh6QjxYwa77C6DOYu5RahNr1GiSeIYqfyBvrOLdhwe6/gbAm0bk6gUgmyf9jU6LkjW3t4eH/vYx6h/4Ge5tXKOkuyl8erDxQA48p/VsyPhirTJqRrKGoxoSZByMGx+H3ow2It9l0IZumI4n3ITMu4MzNBjWAmSoUdFYsbYJs75RDlDVNXXwnZUZftSDRZFxwY++8cBTiFDBzWt2tJRQ1oUhO7/+Rb8SL9AA2zd5Q20nH9C/xiSH8fc6YqBY7rPo1aeuJvBL3YpzWwy4rVSGSUAB6F+bAK5ZJAFi13Kux+q5L75NipxzCMyDX5JFTlzgszA2ME1Kn6DPZtje2uM/pZL3M2F4EVqUJQ4MvqWqamTXL78NwgBoChBu91mcXGRid3jbJ59huUTM6yemOXyD01zPDjHLCvp3D+pUgvSUQKic/GbZJNAeumFnRxMyZwtT9v9310qNKjKNvm9Ll4EzZH98rJE/gRKVFp1OQMLdo7LdpptB8Pv2bzCmtIkxKNPoKgDags8QjMNa9ED21K3ZS6vT2OfdQ5sc4J/SsOKjt7/PG8zX0uVBXvkqNs5woxJi4NafZcD4S6dAvSzvo5PUOZ6hMdLdp5n42M8Fx+lbXMafSprHDYLjLJLRZRQFkiIxdK3gYaV2B4Vu0uU8/jKyXux5yzxQhk2bwSWnekH0LLUW2WaI0Xy0maSTaZljcPeIsV/1mJh4RSf/exn/9r20zdrRVHEww8/zAMfmKTzL95B6JCdlsuJ8N3x1yZgz42sEuOgDnki66d7o+LMUvZcRoJHSJlG2sn3CGha6JDVfkxiErfDnkMhkou+7RQpCVzeljyBHThn5qWTJgOu2hpbjTGiaBCuotItlMznsc8tDnCz4yD1iaHoXP+awJY7cOuqVhCZUd7AjGC8iD3yxBgl2gIlr+kK7008G7EwA+aUUfVDyXkd/KlFKhmaJ8bgBDQLRda/Ok38mZjooRA5aPB+wDD+3jXm/YvpczZ8cSWFf1IUJShM8nd1BM1Q8RusZp/HmOlrOttgcXGRQ+84zVu///tZ/J+PD50vugZ9v2JUWRdkluzbDD2MKzKbqHw1ijw8LxpwTqIg7WqDXI8gUMMyTUsdUlRJMhffz5bXRFfNmEi8Wvqi7rNNr6cXY8FDmkOflJAYnXUyEfrmu2JgGBlIigEvAt9LiwdaOpoyR8DWxxXKT/KHOvq5kuvhZ/uUKk0KXsdxeuKUmB5nDfVwAq5Y4qUIa8+5hMPkB8Qhpx1FDpYPY5csTGuUuec5foUA1W06pTZR6NFz+Q34OpYJsj12/3TsdbHVvmYKgmT1+312dnYIr7wEj48gMsmFx+b5/L+4m6PmZUAz3g+Zi2kuegqPWnU5zNtBhGqEOs7Nc5GKbZDf0xMv8iDyDe0gx1a+QuLTD4MQpQSCbFLko+F7+Ze7P8HOz5aJH42QrJsZjYtmJhwymFsEmQ+pHVzhOneZJyQewMF22qU0KRIt59Vmc8liThjMeww3nzjLSfMMVdmmbsss2et4Pj7KI/EpLmweolLVIibIaWxyni5T4RXmzGUOyUVmZYUMfdYZp0SL+7xHmJIrVNmmIN0hDb2iF01bZJeidgzuQqvQ4Khc4PxNh1mrTenlYNdcMdAE9rD1MlGodsrzskRNNilKM/VQ6HbTq+SaX/V6nT/8wz/kbUtLnPv9f8lEdkMT5fDYi3I06yU8P6RSVpOdEWmRyAVjTGpX7Dkvihh93gD6NsMuajKUrKQjy9tOaoSUqB2K0iKwRSXbUWQ9nHAHT4cqW5RkTy9HOwhWCkRnl/21ks5K60DW2QTXQnKVFr1OoNClC5chFyJ+jO9MfQKvR2TUZtZuWuwlhWTNcYMcEp3JnhTGajtKnnSmWhO5jTQ6O0IJkW+Zf4L2vI4TLl26nvgxQ/yovg4kNDRbY7Tm9fVlHjCY9xuCgy2mqmuURFEBGDgX6kWo+QkZd5El6EpOOo4/pGhZW3J4Nmbhf3gT4Qe9a7ogAC0KPvWpT3HpR/8+49etMykbTMuV9OPG+Tpk3VuJFqEMyKWKco6x2qrRulTVMK3EMTAkVX6YalsLAnrkXZR7XwK6DgVVwrMhSbesU2FzZRy7lUWKlmxVbZO7BGyvjxKtFdQMa9lil2PsmuMBjCuxj8pAQTA8FgAcIVCgGDpkQEdbcRc9q7aGEIKcFgYyo2/UJDVY8vwIz4vTAl5f0wmiZ2hG+npRLtWGkzGWnJuh7xQMONfObc1MOBdjihD7ho3iOJWZpPHqQbZBlPXoFTUYLhnbGCLqHyuzu7vL1V7XXEEAqjwQuRsRDdOofHqc3wqfU7Ld/Yb/5eT/yc3mRQCXrhW40cDgEEzIRpE1aepczwT0Sk4Par0USivRohI38KKIyPOIvEHEb5Mil+00z8TH2f2TUaJP97H959BI2jFNHjzi4b034mdu+C1uNufTtMamLTrWQTAk81EdcJs8dm1gImPnQbJChV3aNs9T9jbqlDnTP87WQzXiL8XE52L2vBor1JzFrCBHtBBh3HV8WaDS5baZs9xlnuS092WqbLNlxzgbT7PFaFr8JPnxwxawFWkwKRvMyascjhdZPzWN9wM+ZuEgduE64qUe4CNFmKxsMiVrVGSXNjl27EhKqJydBd/3CcPXmJNfo6vZbPLQQw9xw3e8mwv/3eME71U//NAluWWzXSJ8thhly44SWR9PtGDL2D6bMspaPJ4WqMNkv6RwFEhzMF4rI0ve17E5thjjkc5b2fk3VeyihYrgvddQPbFFng51yizaOdbDCbafOUB8zmLPxNh6qFKtcWfk4lukBpWRBtGIv48JHoeGMPLwvUTG5tPZy2JbDpJtusS44wZzr+Cf6DBW01yMyHoY0YO2SJO8dFF78JhQnG22VVQvc7DHK7nriea1GA3mW8xWV5iUDXLSIetGHJC81pUUlxQA2GJaNKknBupcSCt93UdWXfwS6e0qgSp5rvFiABRZPX/+PNm3zrFhDMe/8zsJ/91PpFyREnt69cvgeYzw0qYnss65sNhn/WiH+nZZUaRWFpc7D9mQOFQiXC/o07WZfaZsEZ4zplYu1o4ts/HUNNG/ibBrfWROiObLdI5UNOVv0WLPOWfBLZfoGTp3zGPuHAP1JsiiY4Ms2oANGxW1fIg0MyFGPTbscqwX+JqTNVZUUijj4sZcUK42yGT7RJGh380Q+SYtDLpkWHvlIPFZi33KEj0cEj8do4RCH5EZFz8v2M05F5X8dWCduH0Z+8UZ7LLF1EGKAbvTRUZk8HpWPocWAwkas3bhINc9d4qXXwfu1TVZEIBu9IRxubW1RfnTRzHGkP+dPI+85S28NHGMSqXCi//wLr7b+zyzZiWdgaVaalH293AOgkdEWepMyRrV5i5+j4F/tgcQgh8SBl1WSlVWbY2vx8c4bw9jV5KfLqeb4kCA9x6P6i9u818Ufp/v8z5DSVpcttNs2VHqlFlnnC3HS0ijh/HYs0rmoutibpdj4jPCo5VTmpd9xqot57kY6mEa5UxotQK+YtGXQcfBVruIzGFmDXLMcObHThK9x2dSNpkzZVpOlqS6bpUqrdvxtGga7qoSotpx8zwn7jlL5d4G63aCj/e+h80/mIRNOPKBF/lx//c5ZZ4hoM8OIzRsmT18PEJu+81ptre/i89+9rPXPMkwWVEUsbCwQOkXbmDsV8bxPA/P88hms0xNTfHwd/8BHETlWuOCd1Ob+Zr65g/ncPRcbHTWqU6SscDwvHY4nS6QXkoOrFPmqfg2Jk5/H/WXXyaOIowx3Pn0d7D4R7/Cqj3Ayr+dJfwnoV7cfTUPAtSQZbyAzAumDmCg6LOendDuL9tXJnRs6HUzdOrFAWLgo7BtyyJFkFmDZME4dGy2tkKeNiGec8BLjMf10k2CwpQkHLsJdocpWadQ69KcLKad/x45zncO6+P3YzJO/tiPAqJokJKnH48oBS21SB6KGQ+kn0YwR6I/Td626UqGpi3Q/+OniONvjX2ZOL4CfO1rX2P29BWiKMLzPPayWQ4ePcorv/KAQ0xNuteS8zIZM5WkRVT2aHs5TeEMXUBR6IPv0wk9otAjqii3pN0a6OjzxQ73feCDrKysULaWG7a3WVxcJI5jjDHpG4DEWozFcUylXGZr5yFEquqy6cyMAB0R5CR13ExEDam5UYvUzyJFEIqCHATxnePo0PuT2zAKDZlA5bS+F6e+MZ4zzbKhEgJtR7ky5q0edG53aLCOxqQC8ZMx0SffRLS3iLVLWLuLCMQvzGBevBv7rGHlT2dYrYkGQh0RzLhyOZJRQa9TZOoHT/HKK6980/bDn7ck2rv0/8tS8AoHX5cf4mqtUqnE+Pg4hw4d4ujRo6z90r3cZ75Cl4wLOdqkIrsO5uqk7OOS7FHa2yM7NA6yHvQCiHwh8jzWzQSfi+7jD6P38uQn30r04UiztttriOTwTo/i/5zPA3d/nLebR5mWdfLSVgc2NH6147rmuq2wzage6LbMJqN8ffk40e/5RJ+OiM9GSE6ZrzJn1JzFjSLMHYaDNy3wdu9RbpILtMlx0V6n/AWrBcfl+hSdeomxmU1KvsqzqqhPQkKQnJVV5uUiU2ZtH78iORgUlu6k8KtHpEZRspN2sjna3LC2gZwXCMDOWTamC2yjjpJ1WybCT+fl/1n3QyxOvPVbBiX481axWKTdfgIzWtXDa97g3W2QOwxyEEylzVTtCrOyikfElh2lTV73o1O0JGFWwL6CAOB5eyPnnrqV8NdCqo/cytra2r4Od2JignK5TBzHNBoN9vb26HZ/FQ1qmVRrVhnBHFGIX+bcqGtG0nz7ZExgQwN1fwAbD+nD7TLa2V1SVzlzSvDv6HC4tui6UP1dJwSzpCAY3m/grJ3Jk4QcJfP/dTvB5a1peotaPElFyNV2KJYVkYkd0RH0UM0Eg84XVNs9KRtMylZq8Z3s5yQH4SPP/SC9e2rXtKPmN7LGxsa47rrrePlXH+LGE88xJ5eBgTV30xbUR8TmaEd5mo0i/XoRWs5FMGcxxTaZbA9B8PyI2e/527z88svpRe95Hu12+xuegwdBQL//m6iE70bMbA1zpzY1UnOjgdf6SCX7Uk0Dde8WNReBLtgOg0CkFpqC2AWZAZnWkUGx3CSTc2FOQzHQXTJceeqgIkgPxxCBHDOYOwRzzIBzaaQbED9oCX8/IvraOeL4a4CHSB44iDEn8N5h8L7Pw5wwULTYulMeJARegK6l/z0Hvul7Mdq79Ge+/5pFCP4yq9ls0mw2uXjxIo8//jjlT3yCZ0dG0k2ayWTSzXrPPfdw7733ks1muf2dP4WXkKg86OahWSiw5+SIm3aMS/Es/0f9v6f+wQrRJ/tEjSdJpCYib8Pcbbjz7V/hR/yPMCVrNG2RTTuqc1JXjACsMEmfgMvxtGYj2OtYfuV6RQAWYmXXEmI7GQ0R8cG83XDoh17mAe/TfLf/ICO00ipW08yj1GglwiOo9fBrseMn6KG7ZA+qRXF8mLodoSI6n7ocT1ORRmpkU5PNVB7XRW2T1+04V2yNVVsjsNppjUqDCdmgM5knqPVTvbcabRgKdMm6r1WRBqOxfr9r1fzlG12tVgtjboGGQXaFcOXjxE+ewjttkCMGe2eOxr1l5ktLdMhx7uduwtYtp678p6yurrLp+wRBwPKnP8W7Rr/IIKgnQ/9HP0Zv4VfJLy/TaDRY/TMOj42NjX2qDt/3yec/QDabpV5/WC1bZ/Tity1gydnE+o4LEwFbPnGiDU+IW8NzXJKRFHrQuljmaC3PxdwslXLDwfatIQMkbdFSMi+7qBpj1BUEXmr0lRREu9UiG8tFPfiLXapljemOMPT8QKN0rZLl2lGeTjdHFJpUluaVk9eGSa2Nk/FB0xY49FP3cvbbpBgAldE2Gg3KD7yJiZMnmTp0iPO/9L50/BJZdc1r7+Vo1YuDeN6iekXkih2CbI87f+bnee655xARFq9c+abMvPv9PpnMT9Pv/xrWbmE3J10ORww1wc6oth8YEAw91LQoKQYS0iH6b6k6omHHVwKsb5EOihIUwc/202Igj/rEJGTwCF8JhzOixNeSYE4IlZMbTOXWNEisW6ZxaRJwaJnMY0wblWWXEJnB+y4P/8c9Dt9/ngoNR+wdpdPKQyur/IY6/MDH/i6/+zqOrr6lC4Lh1Wq1aLVarKys/Jkff/rpp/nQhz6EMYaf+ImfoPSPJwlyCpn5xJh+xLy5SE02+XD4w3y+fQ+trbLOpZox0ETkLXg3V/D+js+R//o8d5knAVwXHlCQLj1iVm2Ni/Esz9ujPB/fxMVLNxA/5um8twP4LoRjzTpf7xDxA+SYwTttyL+nwTHzAmVp0LSl9OBMVmJdG+GlsHNBOvonbSKJmJIrTHlXeJ/3WUI0e/5sfLMrEMo6a5YKHZt3YTnawfXJpEFRE2ySlb4aMNkyXTKaRGc7qYVsMhtOurQ+AS1b4nmOEt7+fd8y44K/zEpgUIBM5gFyQY7CUwX8Z3xG/mSEarVKtlolbwwTTz2FtZYXe730IhcRgv+txCd/6H36b/fqzX7p575hE50wDAnD0PFxQI4o8qTWwTHWFwXoc3qo2TL7PO1tcui+BiFgHMRXchY4n/oIOssV+p2AqKaC8bx0iTFq2w0Dwy/n7pmVIoHtYVzKQJKJ4dmYzl5Ox3N1CwRsFkfxyiqnKzjTMETjnyO/AT7p2CVHm4IMCK2Jo2TbjRMu2ENcuTIg3X27rCiK2N7e5vOf/zzPPvssc2fO4Iuw8F2fRu41lI5t0dos87d+4SfZ3d3F8zxEBN8Vqn/ynb/Fiy++yEsvvfQXf7NvYFlrXdDUBiIZbCdP/OwcJjIDFKBuIafNkiQ+BZHFeqKFbIQmIboNbNcElj3sYpzyIGRctMDpyiCeGDRMboix6BFSOrRNu5YjPpXHFNuMTe5QoQ7A6tYBemeKxF+JiM/F2BaYY1no3q5k27oFdrHnKsRPCi/P38TE4WUCekxV1vEqEVvhGNvL49i6hsG9nk3Tt01B8BetKIrSy+k3fuM38H7TS2fAxhh83+eGG27gyJEjPPTQPyAMQ+JffhGd0zcRmcR72yiZf+LzwO0f36cEqFPWEYHNsWprfDm+k68u3EP0/1js2Zh4yWLP9LEhmCOiBi41UWequiWOn0f608jaQWhBvxvQsBU2nGQsCW5JSJODaGiX+uayDHxiDeCxeVUgSEcd9cjScqMDj4g6ZVbjGpvxGB2b46i5wB3maU6aJylKk0Sq2aRIx+Z17jtk/dqkhGc1WMkTbSm7znK37xIcv/A/HWZx8VOv6+/4jbT6/T79fv8b6qKstfT/7QHMhw0ikh7KO53OX/zJf87XhMeJzo8BOYy5GZkLMHcYzI0qj6Lq/nMCxYIeuqE7dIeCZaQYahcGrrA1OmPGmRi5QCfPfUJW9ueJgPP1oJMaGCVjEXXTHCEMDVIFsjo/7pypcHGrrBrv+R43TC+lI5aM9BxLXNz3MWn8eJJMmdhJ+8Sc++fHCLe2/srP57W+4jhmdXWV1dVVAIrPXk/5X5cpFAqU4pgH19b+bNj/E5/gnMh/+P5v0jLmF7D2t4DJwRgrGRUk8L/Gcg2ZGGkOgngySE9cs9gnLdFDMfbpWOWGR5TnIh01Q4pyeeJKi07o3DCd2iAZdxULTSqFBgPDpjBNkex3M9iGIhVywCkXfFQ6ezbGPg3WLhMvlZAn9ePr9Wm8uTYTk5uMy3bKiQFed2Lr3xQEf8ZKOrnXzm12dnb4+te/ThRFiAhT/+AWrlz591i7qD7tM0Llpg3eJAtUZTuVE6bzXlGpY0XqlGc22Jkexy4JZgbsAU+5ATV3CGeBroFNsBcPITKq758WKtVdjER0ncrBsxGx7E8zSw7VvLTJ0ifxCcvSJS8dCnTSEUJkDQdkjQnZAvM4dTvCBTvPhXiephSZk8tk6HHZTqVe28n3KjiPhzxd2i5q1WPACYicYDhyOEEiq/vkJz95VX+H36prGGX4Zs0VrV1HJKd7LEl4u91dugDD5/9wTG0XLQq6LiTJB4ox2WKbfLGTZh30Ipfn4CnTPLSGvij7vOuKxD3yhGLUE8PFEmu6Q5jafu/YEZqUGC/vkDulSN/C0hHirxjiMxZzBKhkYXqQFrfnMkR2bFnNX9ZK4EO2tkOtrByiktXCoW8DTv7J9/KVbwNOy192JcjqX2ZdzU42jmNyuf+KSqXCZusZ5zsgOqJKZu6JD0FyDEZAR9EsaYAVq+fpoo5j42YDafmw4FwIDwR4pz3M/YZGsYzxIowfUyi23Zcb7GMISSKlIYtv9TU5Vtuhd38G7od2K0d0JY9dBPtSjCw4O+/2CNDBLhSJvxIjmwaO51mbP0jnYI52Kw8tH7tlaTaHDRiu/vqbguAbWNbaFEWw1roq+pLTnYJditl5bIIv3HcPl+0FrpfLzJlXGWMbXOzqqq3xVHwbO783TvjRCOpWyVsJWbDqMudrgikZlcK8NIlkQY4b/j/23jxMruus8/+8597aq7t6b7VkyW7Zkm1ZtpXES0hwFgwkDiQsE3iSECAwMGFfBhhmyG+YDJNAJj8mTBh+bANJmAwhG2Qjq7FjOwt24sSLZCmybMnutqRW79Vde917398f59xb1bIcEryoJd/v8/TT3VW3blXdOnXO97zv9/2+koeV2QlOTS8yxTxgJ7+GFmgynORcK7LGgHNXjJFz5UVAskuKfQ88AspSo+i6NHpq2yrXtUTJuT4al7dukWfdOR6CU8U7sWTsdlcWK4Qb1yWK0qXAOnnTpMIayww/q1IFmx2ZzJsIw9twnVYsAViyu3/o0wtAr4d9P3K2cyIl11sg16XotZy3gE/o+bQaebpAlPMIPENXu8n4i4WFUZ+DXUwGYgLRJO+qMJQRWWVcFvEIye3oMjN6AfUXDjI4scxYfpFRVp1Zk61Y6O9tYElLm8rgehJZ8xxd/sKxF6D33PP0XOQUTxqtVot2u40xEYy4FJeHSx1o0mgJsCWJ4EiC9koTQ9cIqQ1wgihaxHbjbMHJafR9VyNfNNZI63IPc72BF8PUyClnHmf73jQo0NRc0pwMrKdD3m9S9G3b7VqpxKHWHnTZJAZzjAieXAATtqpAdjgyjbV8Xzs5Bl6Iziudf9vhs5nPPqNRgpQQ/CuRyWTYu3cvDwy+wBpOHA3RI0rw+wF3/flz+crW59m87CiWpc5rYvoSHYrQ+a6deOMBXY9gh1N177CRBu+aiNqLSnST8p3IOiZ5rl+b9MrP4uYvcR17bJUce73HiFltKB44sxDbX8Gnq1kaWA1Chaq1URYb7l/WYWZ1G/M6BpBUZtgIg/PLlzpFZ3qac/aoC4wyF00wKiuMsUyNEh9568tZWnrnM/ExpfgW0O12KZdfRqPxWXRpwHpfTKjdbeVBS9JzgIMNHvJJKLauiC+EFFhrZ6jlShTKLYLA0K4X0HoOWoqUbXvlQqmF54V4fkTo9ZdRhq5tcYc8LYpx108lsdytsGY7R9JlhxynUlqnVurZiVcZpKNZjAQUaSeeDuHoY7RHLUko0LKEQyxh2PuH32D2Y2/hvkbjGbjiKZ402lb8mkQE/L6fmAzEJCGwzbIkFCuYrWuvU/EGHCOKTsIjGcJHxvD27wNf6O4sUS0NWkLhfCxytBmQWhIFjlxFRocs61riyNpFtA5UiD4XEd4SEB20x0lFYNKaKmkdmNekayQtgZ0CNY/2D3VQ3UqrlaYMzgnkcjkO/+UteN/QpG0rvrV61aOKHlK4M2K6cwMLCwusrR20ZhWx0xcAjgBMO92Ay43JRIex/CJbWKA41qQwZju4Ncgl/uITsswoPY1C3JchVI85JqhR4qROJI2c4tLBrNiKgYIr+yqIbVhia7+bFJpt8g1BfaWdhWYhxyN6IYs6yv3RHhZ0lHGxhkMjrNhSRGk5oxc7YYdY4VjSJEVwpYnKze98Ne9851ufEdetFN86oihK/Cq0OmjFTxNOqR0LtfpNX6DnzwF259UGqYJWfcLQp9YqWLX0MuhSaO1itwrRdIH6zgKZwTrGt4yim8vQzllXxgHq1tZb6rScNXjcTyNuIR23g469BUIMqzrA/EM7bN+PWUX2GsZvOsk2c5JhWaGlztKZjDPNydFS221y4fN/xv79+5/+C53iSUO1BfWy1RD0C1rjqpgEtixSfCwxcC2M8bCPrU0QtytWXcVGCnyggEi5V7HgWR1BgwLVljV0yuRsCW0cXbVNyiJW2kNU7x0jukvRAyHRUXWeMGqfq160gvE21onxSF+axQfZbph64BpmdfasGGOlhOBfiU6nw6U//WIOPngzBB1Ua1x55WsZb4xzrHmMleoKVOFkt0utVqNQuJhcN0emkiGfz3P8+F3OT4CeL7fbbRnfZtxzEi/ztlY6Rzdxc+uQYU4nWWBsw+vK0rGtitXu4GP/+nhHP8qK0wssUqCd5Pv9KCTTDsi1bRlOo2CoZa1wcF2tL3+/cLHp/PZBXBe9XuveLE2XA7a7vpx7zOFP/S633/5XKRnYhGi325TLP0i9fqe9wQcReiVbtsV7r3wrOMPvOFrQAtZcvnZerf32fiU6oZjLbT969hnaEyVrP1uB9kQHRqCQaycFibE1eEwCYuFfkzzrWqJFnsCVDoYY5hmzkbhZaycr00rc02SINVYFlqIhTjFJR7NkxaYLrvy19/CxBx44L5wJz3eIiG0pnHMlrmDHZrx4l61DJtCbV/tXOdcmWUqCyBC2ZXuASBdbErgHkYvxXmbwXuwhLxYmL5tlyPUZIUefdoBETBi7Mnp+hOzoYPJZdJcHX4qIlpRocRE4AcEO9OgwckKS8+0cexGzs7O24ueAMMPZK8dOCcG/Ep1OhwMHDph1vW8AACAASURBVKD6p8TOhHNzczzwwANnLBVpNBo0Gg1EhFKphEwK5hrPmmFUXH4rUHQewqUiq+ODlKnTpMAKsUiqtxvK0rU7c625XGh3Y9gV27uhKQXX3xyy2sEnJO9sXFtuoW6TIRSfXL5NvtCiTINCp0mlsU7Zr0PGhv7LYl9PAasFGJA6A1JLXlvszQ+21XNZ6tYjQTocj7bygQ98gJtvvvkZ+XxSfHsIw5B6vY7qEfTECHpEiXxnf13C1nPHE2zIxsm2fxbJkZADbTvr2aNKNBOheh/h/XnC+wfgbwqIDGOeY/C+00Ouz7K2axxvOqLiV4nwaSisO6ODnCOjtotpk4pUmWCReR1jlu0cnN9NcG8BPaQ25bFkCUk3zNI2GeZ0god0Jyd1IjnfsXsvYccbX8CHjx9PSeo5hQBd8nrjzsdabufopQtislCBDfWyeUUqoOX49gK9ExUQ2Yn3fR7eGzz8vU0GR61gOu6Q2yabzHEAoRMT5qRDETtfhiOG6vyYc0tUq1mgieosqotAGWnmgWGkNc56bp1m0woXz7YvS0oIngTsh/d7jrUKy8vev+i6F3dtlKyLDgQuxbBmvbVlWjA+zFcmKG+tUcQ2HIp32U49AOBSAN1kJ9VPCOLueKH23AZD8VhVWwJ5SieSXmce1sJ5SuapsE65UadZzDGTuYBHdAcno0m7kzKHmJZHKdAiwmOdEis6xHGd4kg0zXGdYkRW2WMOs88coMJaYpD018Hr+Od/fvOzwpXwXIVVcr+GbvdBaNmcv+0OhxVlQS9CABtnD995DuStiZGCJQYb5rcMqnOAmxRlAPFzvbBvqU3Zs8LWLB0CTFLSVaZOiRo56dLQAg/pNEf1QuZnp9C6j/ggU1ajo8eskjw4ETD/pVE+MXETssNg9gnZvXXaHykS3h6x5d59HJ6dPeuTcIpvD6rr6HzOjrUK1oWwhBW2xmMyjhi0cB0PnatiTmzjrpKNElAvA3lUC4BdlAkUqkq0VqSZ71AcbBFqBwSKNDFE/RQjmY9D56tRya1RuXoNroaZXTutt8ffjxNFNcSVYav1mkd1hcYm0q2khOApQNxX4VsNOaoqE7nnkPt8jvX1dZaX/9qFrwrIbRfizQN+hkdeeCHD46s2pyr1JLzvOeV0fwVB0steHBnQbNKQKCEICjXp9XEo0KXY1yWv4EoR14oDrGuJqg5iiNglR9ljHmTq4SoyK+iEcmpPmZPRBA9El/K16Gq+Fl3NwvIY141+nWl5lKL7ch2MLuXYn7+IL77z93jsscee0uue4qlHEASoLqDz22yKINYJ5Jwaup/PnRaK1ZYzhkkiB+Im4/ggD5FdmC3b8F7lY15sMJdDaWKFUrHGkKwnboRtssnYzNN03gV2HLecSdaELLFlx6mELM/pBDPLO9FTSvRgGxCMn8Ncbnvcv/rDv8Yjf/gIX/nKV+i228ykROCchMiATbfGlsQ5NpABdYJB8YGknYIzJgqwJkYVG/3SY0XoTmC7tNoFWo+NEn1NoR7R2lHhxI4KQ9tPJZUzvtiOh21syWxcqRWFNoJb9mpkpEOkviMhAEVEptmYw7CanTg6sBmQEoKzgCiKEsdEazDzaoLg94EWIuPw2R9CJiDwCizuKLCytWdaEefxbf4zoKMZjNiaa8+15oSeD7k1YMn38v/uexGqrUbwNExSDhnnmz+81GaiU+Ni4xzbOljy3AAdUChCuVNnOmsb88QlYfnRpvOJX+J/dt9I642387GPfQz43KZiwSmeGLYc9Bha3WobuMUublVFc2J1BXGd9xmqDYAkjSA5oOx2YlhBgsgw5vke3msNF1/9DYZkPSG2bddud5UBa3WttkzWNiDznQOnoSJrTIolAlUGORhdyv6lPbTvKBLdYnuKqK5akh0vEkeUz3zmM8zPzz+t1y/F0wvb4TbTS1m1XclrjP4eBtBrbhRiqw48RyBKgpatCyfVPKo+Nqw/Q/TgsE2RVQ2mbSAn1AbLSEUIPJPMsb5zbM0T2FbxlKkuD7BSnUzaIkd3u54HLLsXE39Rektv3NRpMyAlBGcZqurC6P8BABFDIfNbDH92mLlb7sb7YQ+eX2B+7wT+VOhK/XxCNQTiMUAdjwghVvh7SSlgHMqKTV76G8eEhHQ0Q0vsYm407prnQ9CBBj12m4XukNIq+jQ81/hIbYvkstTZJifZJwfoaJb5f/N+3j43x2OPfYrV1dU0HHuOQVUx5kcplwdYX/wcsrQdqiCBwQAa77pyzqEwrkBIJl13okEBT5G8IDXBrAnRwSusB/wOSYRfHbJJSswnogt0Ncs6fiL662omGb8FsbupmpY4RZk5nWD/0h4695bglCK7DJk3GWT6AmSnLXGMqkWi28+PdsYpLHQJdMnqAZh0KoGK9FJXMfrEruRsgyMNsW6aOUHzCtUCIjuAYdsRdrexTb52GdhhHRGDdoZatYTxc+RyXfK5Jhm6SXn1YmuQ6kPj6KEInYnQY7YdfXSPonoc1VmgX6eyOZfezfmqnsWIooharUar1SIMvwqfuhYAE2Q5EVxAvlJjcHCdIdfOVazbZlKDDWxIJcSpgrgkMO4xYLvJ5cnSxWgIAlnt4hMSThq8yYiaFpOSRkEoU2OMZbY0FmzzJ6BZXKRomozLEieZ4PMPP8zRo0efmYuV4mlBFEW0221Uj6K6AkeuxpRBfQMVcV3m6AvHWkhMIGMFuC+oD7LTYNpASRNnOV1SFrePMZZbpOzyqr3mWxFGrBNcTW1L5LLUqbCWdNvMSK9N8kVjMxS/p8nw96wyKiuuSdIaVQb5cngN901cycETV26qnViKJwediWxreN91GRzsGfzwzWRKsY6ghB2PFUdOK6PIyBiy22AuE+RyQSaCnv22Q0wGco4MxGksz4+QHGhFkJIS1Z02TB91ZGAB1XUeHyHIbCpdVUoINinCMCSf/xE6D94HpSEAJPBo7qgQbvfJjdgObU2NjVy6ietarxNe1rkH2lRCIFZbkHX3eBLhqa3nblJgnRIzui15DRVZY0KW2CGPMbm0DktiSW7gHOxCyORCBi6eJV9pcaE85kJ6Kc512NTBKuBcOE8pUU5tVUw8ofarvJPIge1RrziRbAAMAltds6Sc9d3I7qpzUf5RBmgkBkEjdPt6C3RdTMCSBGt21XMc9ImSLogZOm5ytmS3QyaprClLnTFdfHyL3BTnJIwx6JigbdDWUejm0RPbkK0KZSzZdJEA4EwRetweylUnYEnuVvtjpp1x0CgMTqwC0G5naFdLtrGbH5DJdYGuE73aeGvBa9KYWKXtV4gQ5IicRpgHkKTpRxdVEMlQKPwG3e7mmTNTQrBJoapul3YL3PN9UM9hjimyz9B5fonwOlt/PSKrSSOXDlnaZFjTwSR1kKVLgSZlqVOm/rgKhBBDKIay9oyFYuvhS+QYu6rHkVmXA55QZnePMKcTHIsu5GB0KQd1Nw9FOzm5ME7zQ4MUVv7i7F64FE8Jut0uxvwiUfQ2VAfgxDQ6D2ZaiDCYUbG9DuL0QWxc1LblhkkjpDwwKkiDnkAxgM5sicP+JUwMLtmxqbaFt0dAywkIY98BgDUGmYvGacULvbPnHpZVis6gqCg9cZYd4xm6ZFlkDD2kT3lP+RTPPLrdLkPNy1iPvgHYPhy6NEV0D8iS2IZCE8BWV8pdcmmEOL3lID5o3lUceKfd5wG5jnXRDAxR4GPyXTwvolhqU3TzKZAYZJWlTn6wSTi4wInBKVpHitaGfm4Ay1QgqWIg48jBQNLkbLMgJQSbGDbnOUMUfRk9PE304A68uo/Z67FF5tljHmSLnGLE9SxY0FHmdDIhA4kfAR7LOsQck4n4MOs0shWxpCHE2hAXaCXh2SwdAg8yRcCDbtGWOlZYZ0RWmDaPUlZbnXDlf/gMn/70p1lZWzvbly3FUwQ7/hZRvd82QOqOEx25GG9Sba+DAGvLvebadCu2JXIFu+saJMnrxv05KNkJ29vapFhq06BAW7PUKJGhQ1HalNW2Om5pgQXGOFbfQf2E7bRU2rrMZPEUeWkmEQGACNsoKcSW1oZ4LDLKl8NrePiOywjfG9B6El0hU2werK6uMjl5NQu1m4GTqD6IntqKzA/Y9FSAHX/OiyBuE25tjLHeAFWFmrM2DhWhz28jb50Iy16NjNehlStQbViHQuNZotpPVuMOsacak9T2DxN9TYluCW07+7hPAiuo1rCVNhOIbEdkCs/zUkKQ4luHyNuAd2EHldiQ7eUddpuHrCeA2JxqhyxNrOCvSZ6allyVgQGX/y+I7W9QkJZLL0QUaCaphiwdQjyqOsgyQ1QZZLk8zLaBk1Qa6+SbMPZIk7FGk92dE8mOr/4c4XfHfpT19fVURHgeQURQzaO6gkhcO90l/OJOwjuzdvZo2c9b8i7serlxeVkSsaG4sGxsfSw5IWpl6bQzlIq2PbFHZMkAdTK0qWmJI7qTxTumiG6P0HaIuV4YuWSF55gHGJdFwOoO2mTI0SWDLQWb1Qs4pjs4XL+E9U8NEX48JLyzRSSbZ+JN8eRg9SBlbPh9DlhFNY85uocoyGFyEdRdz4B4LMYCwzhS1d+bo6roid7t3a0lGiMFPDKsLI/QmS1BHWqDsLZ1kMGRNbrtDGvzw+gJDz2gRPdGRIe6VjtQ7TgNzmOoLmPVtt1eV1GZwpYibp50AaSEYNPDDvzrkclRzC7B7DIQwMPRNC3JOyJgCYCH7VB4qTzEuFlixAmshlgjL/Zb0NUMbSdA9AmpyDoV1hgUGxGo6iDHdYoFHaWjGRYYZUFHyea7VAprjI8uWre4Rpt8E1gXsu1UvX0+IjbeyufztNvvB2pE0VeAeyD0kE4BmEJkJ8JIT3C4XWBUNs4uAb1eCHllcGKFSs6S0zxNBmhQkCZNLVBlkDWtsDQ7YRuCha775+WGS+QY2+QkBWk6weFG57gqg9wTXcHDX76M8B9ColsCopk2UXQHG12VUpzLmJubw/N2E4Yfxq72i7ZkMMpgZvagE8Z6bw/aOuukOVdcEtu2gld811yo7pol9fXnKFNHgKof2IqEwB7bvqvEwmyR6MHIumLOd22/jpodq1a3YFMCMOTSA013R8Hd7ts02yabOlNCcA7gyitfx8GtN0NbiY4p3OtxcPRSqqXBpByrImtcIsfYYw5zqXmIEVZs61fpkqFNXcusMkCNIj4hI7LKsKwwGq0wsBBCFWjA8OgiW0YXWCkOUdUB5nWMZR1imWHmdIKD7CbEs25c+XUqIzZF0Gg00ujAeYogCCgWf4x6/Q84vU2cyLD9caIsGRUo9/nMQ28iDrETbwuqS2NUGbMphpE2pUodzwudgKuMVj2Yx7ZUfpEgl3fYu/UQk3KKjCuxzdAlR6+Fd40sSzrE0ZM7CT8VEbw7IIq+hA3XrnCabWKKcxhxuXY2+6OUy2VWVt6FyDq2N8Ey0d0jyDFNuseyy9iole+Ias5WvKhvJYZaV5iBaEmRmkDJY3FilMnSKbYMLtAdXGVpbYjmrYOE/xARfjJE9bh7vhoQfxemAN9qG/QkVpgbkwGALuCDn7Wv7XgaIUjxbSCKIoIgwHuZIXhviN5mfWFr/jAP7h1kYvtJpuQUI1jTogUdpRnlKdCiSIu8E1p1NOuCqlCSOnltU6BF2zQo5+pI7AG+CvlQmCqsMjywytbcSULPqhG6ZJPGHnFVA+AcES97xq9NimcGQRC40qhfAd6OyG4sMWhipxBbq23tY92DYpEhbOyB0I+8y/MGHvWlQfBDqOfs5FwHJmBo1yIX5R/lQjnOpJxiiyww4NwMO2KNjBpaoEaRmlZY0WF0JoseClA9DKwg8lyM2YrI72yqEq8UTx6dTsdVxASuW+eD2BK/AWRxO1K/GK8ifVbD2ksd+HbMahX0hKJLEaoLmLttv4tabpj6rkH7mHrGNur6YkT42ZAoug3VGUQGsDv+snU51BU2mh+U6YkKfUTKVj+Qty3DN9t4TAnBJoeqsrCwwI/t/23e99tvJzqgyBRQAl32qY+WCEs+nkSEeNSc5TCQpAuGseUzhihpg+yJNZpvkmN1KKDstcmU4y5hdieVX4d8NYQgdJN5szepZ0GLSrsAtWKJTqfzTF6WFGcJIr9NoVBARGg0/hBr+aqwJOiowrIVFSraazQT6whGQSY6DI6sudItiEIP44VJ8yLjPAl6ZYUrjMkSEyxRkbWkogZseWFD84TicTya4j7dy4NHriD6dEh0T+Ra2m7Hu/QCzF6DfMLfdBNwiiePtbU14EcARUTI5XK0239mtS8tu/vXuiK+sy4WNpTJksPpCprAAtoqE91pNQMyaSustBagJyC6O0S7jwJNRIaJyYDF6S1A47/zjjiMIzKM93wP74c9fuS+X+cjH8ltqrkzJQTnAObn5/mnf/onvq/6Rm5/59uoLw+iD3roMaVeGYbpGUaweoGqDrKgo7aygGGyagfbCCuMyCpbxFq3djTLqgzS0AItCnQH1hhmnUz/2PQBFC1AOwuhbwg9Q8ezPRKyYYds2w7+zTSoUzx9UFUajQbGGIz5JTzPo1gssn7iG5gK4ClRK27r7UL0ObFVBhVhcGSNkdxqcr6C37RNuvp6c4QYGk4cu6zDhOrRkjxlhljWIcpSp61ZjusUh/Vi7j9xJdHtGcLPRUR3ttFTEVDDmOvt5PtzHt/3sTfyyU0m4Erx1KA/VRmnElRPItJCdQqd2YZOKExiS2RL9OX6sfOcB5Yh5FFdIDpUsFUCPtiMQAPVky4C0CLWAVgEbAg74NsWzYwjMoWUTSK49b7LcP2P38WYLHLfDfdRq9We7svzbSElBOcAVJVHHnmEarVK8+0V5DKBNUXroBNCddq6CWbpsE1OssccpiLW1Q2gS9aWdLmSwrjeO0ZempQ6dTI1sUw5B2SVbhaaRZ+mV6BDJumcCHYHF3oezSLMRRPU6/WzcGVSnC3ENsBhGLp234+iRy6EegTLYpXd0AvN7hBM21DNjxNOe1SKa5RdQ62YDGSlQ1PznNRJFhuj1OeHIbAmNASumqFkGybpCYhut7nc6FCVKDqKzdcGGHMj/o8P4/+G8t07bqX08x/nI5/85KZqIpPi6YNV7hdQ7VpSUAVdxtoVo7a5Ueyq6dJW1sK45fL+K6jOIs1h4lSAFS0uI5KhRwb6UwMxXMtPxhHZipQF2WXwf9Xjp37w//COtbdCE17xuqvYv3//ptNdpYTgHMLq6ir5v9jOC1/4Qr70Qx+AJYWq0FRbbVCWOltkni2yQJk6VQZY0FEWdAywUQKw7m0Rxjq80bUTchAB9ouiBaVRNDSz+UQ3kLRRFqsdaJLncHQJXwivp/7mJkeOfGLTDe4UzwzCMCST+U7C5m3I0Sk4WrQK6pyNCsgO6TWgqarVCwBB0SMUO64CDFHkUw0HWT4yiX4jIrrbqbhPROgJ3aBn1KqiOoPqEZv3NVfhXfxSvJ/x2ftzB3iZuZWd5lFW//xK3nvwYEoGnkWIoohC4Xdotd4BdC2ZPKV2bht1ZkQVAV+QnKJ519cAgJb13JCm0yTE6YAhjLkAEFSb2FRZPCDjctYpjLkas9Mg02Ibe42AudHjl7//T3nLrX/M2i9m+Or/fhd33fXqTdlbIyUE5xBUlWazyaFDh3j11K/xQf+PiO6KWBid4qHrp61/uwxyXKYo0LIWrmp39wVadCSLYtXZcXtiQ0iHDLViidBv4gUR3ZxP4PWsuzqapcqg9TSIrIhwf3Q5fxL8DDO/fAHR+7duKnONFM88bG7+fufbXkaaPtLaA6UcZtI2NGJCkBEhU7ITaaudp9oeAKBYalP2anTaGfSuiPDvQoKvzKJ6DKvkXqU38YJ1e5vGmBfhfWce/3d93nDd3/By7xaaWuDPgp/if/znXyb8/6bSsfksQxiGdLtdVLvAIjBANLMVwWDyAMYaZFWAQJCdik4oWi8ii2OonnCVAy3sOBt31QMTroRwHRslaLnnCNztO5Cy2PLbnQb/DR4/dcW7eFvrD8j9bw85aNj/3vfx06973aaNqKaE4BzEyZMn+drXvkZ4PLDubx58PXcdj109xZScYoccZ9rMJFbFFWlSYZ0pOUVF1shxpny/EnkGL4gwYUQ2jAi9kJopWati3cGx6ELujq7iCydeSPgen+iQQqCbkummeOZhm7e03N8exuSR5cvQGmhLEVfr3W1bT/hsrstEbinpvbHcGKZ2aBg9EqFLysbcrCWodnK+AJHL8H/Cw3uNx47rjxLi8e7P/CR//Q+vtyrw1YcxZksqInyWIgxDPO/XKRQKNBqfBSSJWiVeBM6yWH2BUtxGudB3lgwiZWwZ4Qq9BkW9xkRQdnqBYUR8tAYyr8go3HD5rfyE/0Gy9wq3X/W33Lp4K+/9iZ/g5MmTz9h1+HaREoJzEFEUcfToUcL2bXill9qe23dHHGcLczdu46Gf2cmrBj5DRdZcC9mICMOqDtIma5tx0KIoLYZZoUCbcqNBfl2gY3O0ZJVWIaJWKHFYL+aW8AY+e+pGgg/lie6N0MDW+N4097N84mxfkBRnHTZdVKN/SlGdQ1s70WM5tGLs7mkahidWGfaXE+vXhWCM5S9NEH4qIvpsl2imShQddNEBEJnCmOsx2ybxXmIwew2MAlUIPxLx8Ju2wxJQ6iJbhe2V76CZbTI3l5KBZytUlTAMe2LnWDjorIup2yZICfKClMGmCDKuKmC7Nd2SvPMVWHAnKDu3wQksWbAkWCYHybwpw77Xf503+u+lSY7P/Y9X8of3388dd7yehYUFVyK5eZESgnMU7XYbz3s9kzLJfPXr6DFFa2totcK6P8T7rn8thV1Vpisz7DMHmJYZalxIGBkqss602NruorTokuFgYTcP5aY5pjsSS+Oy1Lmr+xze/+iPErxdiA5F+L8Kb/jlv6OpBW65/M189Pjxs30pUmwSGPMWoujNfbesozpL9OBOGzjwwWz3CAMDvk1FNcizfGCC8CMhwf8JiKJbABB5LpnrX4D3qz7XvOKrvM7/X+yRB/lc+BLeG/4op/7jJHokgpJrf5sD2WF47bHf5P1fmEs1AykAXLroGBLsRKsuTdByP7FnRlwWWxIXgRrHOgzuRGSkdxA1YJm4WyGEiEzjXTGJ/waf0TcssNd/gDplfrf728y/Ywvj797H7OzsM/qenwwkbMw+oRLMK25/Jl9Lin8FfN/HPP8E3ms9O8jrEB2KCD8VorUGUi7age6DucZgbjTIPmO9u2cU1qxAK4nMlixT1lPOm/tulw7wwP+1DH/3m/+WGxp/xY033sh99913Ft95is0Iz/MwxtDtvh0Rj14IdgBjXoz/Az7mRmu/Hd0dEd4SEs0dd9GAFiIXkPuDK/mFX/hL/uDTf4T3pwa9FKJXh9z+wn38P93f4f73XkXw5wF6Qq0z4qgwfHQv6+vrGGNS18wUGyAijI+Ps1zaj4kdNbeJbcvtoPPY+e6rEaoP09MH1LCpghZWw9IfdSrjeS/H+4Fh/Nd7MCm8+C2v47777mNlZYVut7tpU1Zh48wkJY0QnOMIgoDp49fTfc2nmfYf5eszz0XbBvNCoF5GRgXZ5ZrODIJ+Qwn/KkC2G4Z/aYn/WHwnN3pfZIkhPhl8D+/rvJql94wT3RkR3hkgk4bXfNdvcsstt7D1Y1v51OxzeWj3uzl69OjZfuspNiFsCaJid1GxGjsAFoiidTofGYeP5OmfaEWGMNmbyLwpw65fOczbsj/Od9/zVcxtHtFLlVt+ax+vmfsrGjflmHrkWrKrq0i3i6qSnc9SrBVZWVtLuxmmOCNUlbW1NXQpIqoKUhekbWyb5BDbsdNp/GQSOLXTNfSad+LCvBMNQm/JbKHaIopuYeDW/wS32uf5p0bjnBaxphGC8wAxAzbGJFaexhiy2Sy+71MsFimXy3ieR7vdJgxDRkdH2b59O1NTU+TzeZaWlnjkkUeYmZlhfX2dTqdDEARMTk5y5ZVX8oEPfOBsv80U5wlEZEOXNxGhXC4zPDzM6OgoIyMjFItF8vk83W6XmZkZTpw4QbVapdvtpiZYKb5tiEgSvYp/28ZxPahagXT/Txxpises56qvwjB83DHnEp4oQpASgmc5+ifmJxrYtg3uuTfoU6RIkSLF45GmDFKcEd/KQp+SgRQpUqQ4/2H+5UNSpEiRIkWKFOc7UkKQIkWKFClSpEgJQYoUKVKkSJEiJQQpUqRIkSJFClJCkCJFihQpUqQgJQQpUqRIkSJFClJCkCJFihQpUqQgJQQpUqRIkSJFClJCkCJFihQpUqQgJQQpUqRIkSJFClJCkCJFihQpUqQgJQQpUqRIkSJFClJCkCJFihQpUqQgJQQpUqRIkSJFCtL2x08JyuUymUyGffv2sWPHDoIgoNvtEgQB7XabTqdDo9Hgnnvuodlspu2EU6RIkSLFpkNKCP6V2LZtG1NTUwRBwItf/GI+/99eyz7vC1xj7segROQIKSbH17TE/hMfoni0wA+85xf50Ic+RLfbPYvvIMWzBfl8nsHBQTzPQ0SYm/s7oIlqDWhRKv0crVaLMAxTspoixbMYEjZmn3AG8Irbn8nXsqkhIgwNDeF5Hq985SvZvXs3J38lR1PzlKVOgRZFWuSlSY4uHhGGAF8isnTxCDGERHgs6xDm3ZfRarXodru0Wi3e8573sL6+jqrSarVoNBoAFAoFstksURShqo/7iW+PoogwDM/yVUqxmWCMYfv27Vx++eV88a3v5+pdX2NclggxNCnYEakeIfbnB//0TqIoYv/+/dx22210u12iKGJ1dZUois7220mRIsVThLAxe8bbU0LwL6BUKnHttdeSz+f53u/9Xj71s5fyEvNlAgxVBqlqhaoOkKNDSepnJAchHgBtskROtpGhg09EgKFLlm9El7CgoyzrMPd//Cr2/vHL6XQ6vOAFL+COt/0UHc3QDAt02hma9TxRtYjWFZZAq0r4iYjCLZfQ6XTodDoERaCbPgAAIABJREFUQXA2L1uKs4CBgQGKxSKe56GqjI6O8vD33475XsP4805ylTnImCwnx4d9EqIsHQA6ZKlpiSqDNDVPlUEefMVFXNW6KSGeURQlZCH+HUURQRCwtLREt9tNyGmhUMAYkxDW+HcaiUjxRPA8L/m7f/OT4qlDSgi+DeTzeTzP4yUveQl79uxh9b9M0yFLhTWa5GlSoKl5muTpkCVUgycRBZoUaOFjJ0OFhAxkpWvvlxZl6gw44tAkT0ML1CjS0gIN8izoKFUdpCAtdskxtpmTZOjiESQEo0mempZYp0RXs5zUCfZHl1NrlKj+6iDlWy9jaWkp/SKdpzDG4HkeY2NjXHjhhQwMDLBt2zY+/Ot/xODWRZq1AmFoiAKPsakltsg847JIli4dMjZCoMaNyxZFmrTJUmWQmpZoksdz47ipBRAo0CSLTXOFePY8mk8iDABzvzxBdCjiyugmgiDgwdd8HnONQBXIAXmY/vUbePjhh2k2m2fp6qXYjPB9nzD8MzzvJqScxWwVyAN54WVjP82hQ4eYm5tLiGin0/mm58pkMogIAO12O42g9iElBN8C8vk83/Ed38FLX/pSRkdH8X2fu38sdIt/gSZ28utoxk2ChhCfEI9e4NX9SJT8XaBFQVoJIaiwTkWqDMk6qzpAVSss6ijrlBKiATDEGsOyyoiskpOOO19EhwxLOkRVK9S0iE9IRroUadEmS02LXPcXc/zjP/4jBw4cYHFx8Sxf2RRPFUSEiYkJLrroIi655BI++gt/wp4rD7BLjpKXNgXsIlujtGFh9+iF/OP7apSS20Lt7cqyfWMNwCPsRcCo40tIQwt0yNAhmxwT/2TpkpMOAZ6NNuhgMqZjQvHC//oJ3vOe97C0tPT0XrAUmwbZbJZCoUAmk8EYG50Kw5AgCAiCgHK5zIq/H7PbILvE/h4RGBVk1J2kBb/y+beztrbGzTffTL1e5/jx4xtSWplMhquvvpoDhc8gu4V/0/5VFhcXufvuu2m1WtRqtbPw7jcXUkLwTVAoFHjRi17ENddcQ/lNdrKrMkBV7W4pnvhiIgDxzj++dLKBCMSId1hZOmTpkqVDQdqMyjJjssyorLCqAyzrcBIViCMQoRpGZJWKrDMqy3hEhHgEGDqapebIQ4hHTjrksYtBhwx1N+G3ybLvLV/ioYce4qMf/WjKkM9hGGOYnJzk0ksv5Ss//A/IXmHyeY+x08ywTU4yIHVC9WiQp6sZAnoLvE+IcQQVSFICNS05UmuP9YioyBplbOqro3bcx4t5gRZFaZKhS5dMQgrCDdpk+52I6UGkZsNr6X89z33zzfzt3/4tCwsL6dg8j+H7PlNTU5xqfg3vZR7mOQYqAh4QKHpEie6N0BmFimAuF8yVlhRIRWxk6XT5ex2iI4rORATvCrhi4mU0m006nQ75fJ5jz/kC5jkGudwg2LRqtD9Cjyhjd+2j0+kkKaw4jZXL5Vha+hNyuTfQarWe+Qv1DCIlBGdAJpPh0ksv5bo7f5kd8hg56RKqxzolFnSMZR2iRolQe7nW/p0W0vszVJNMnh3N4ondKRVokhVHBlykYIQVitIiT5M6JVY1DtP2ohChGspSZ4A6GekmkYkOWUIMHpEjGC2yTo8Qo+12bSGGpuZ54buWOHXqFJ/85Ce57777nvbrmuKpg4hw0UUXcdlllzEyMsJHf/JPGL/+JJeah5iQJTJuxx2H7/t37Vk6G8ZJkRYZ6Vg9ikt7dchueEyFNUZkhSFZo6Zl1imxrENATAhaGMIkklWjRNQXXQhcOqs/JRETYuiRZF9CMnT5nj+1Eay/+Zu/YX5+/hm7rimefhQKBSYmJrj44ou5c9+H7a5/2sAklgyEAoFC1S7YtO3tUhGoYNMFAfb2eH120igFaGtyv7aAZbXn8UBGBSkJlICw91gN3OMAfEtKBNA+PvqGe9/Erbfeyuzs7HkbTUgJwWmYmJig/n8P8+oX/D3XmPtoUKCpOScUHNywY8/STRbeGP2RgpgMdMjQJktXszahIHFCIUwmZ4/QpQ9657OLvLdht9b/PPFzxNGHmFx4hGSlm0yyZ4JH5EhJh4v+KsvNN9/MF77wBarV6lN9SVM8xTDGsGXLFhby9+Dd6Nld0zWGi/d+g8vkIUZllQZ5G8milESw7OKuPf0KXSqyxrgsUWGNEEOHHC3N0Xbjtv9YSzDD5L4mBXefHXc5OjQobIhS9Y/BmBiHeG7ch8nY91ySzUhIpJ5NK1BizxvfyfHjx1lfX+fee+9NtS/nMMrlMlNTU8wUvoy51mAuN8iEXeSl5HQBHnbXf6bC94CNC31bLSFo9x3f/3hf7PEttYt/rKf2+87X//tM6H8tPtCCV37659m/fz8PPfQQ7Xb7vBqTKSFwEBEuvPBCOl+9mV8ovocAQ4sC61qiqgNOXW0nu3iiLFNLSIGCndrUcxNrNhFYdTTbl0qQDaSgP1rQy7f2dvXhGUwj+1UJGzUKvck1J92knFGBSA1GIgQwjojkpEuGDiEex6MpRn/j83zgAx9IScEmhTGGfD7P2NgYx49/Be8qY0OtrzCMX32SaXmUcVnCJ2SdXo7eClzjkeFIaidDNttlRFYSQuARPi4yEKOXPgiT/+NFP9bAFGglROGJCEE8nuMIBdhUQeBGbv/jm428rZxpZfl37/p97r77bvbv30+n06Ferz8TlzzFk0AmkyGfz7N9+3YuueQSxsbG+OBL3gETYnffYBfqvr2OwEZiECMEWtgKqhZoHRtFaGMX9Hjh9gBfkDwbUwoxmYjPFYC23Tn674MNhEK8jefQEGgpugx6T8SW+65heXmZer1+XlRwpYQAW0K4detW1u74LC8fuLUX9tTSaSJB4/L1dgTn3PS5cQHvTWwdtZNrjHjR7icD/eH92Jegf9LdqE14POI0QYwsnaRywSNM9l7xsacjclGGttu9XfTbN3PXXXdx7733pvnbTQLP8xgcHKRx3YN4P+whE4LOKrJP2HH1MfaYw1RkHYAuGdqaoYYjslqhw+O1AzGRLVNLSmLjKpU4ZZCIAfvC+zk6SdVBVQcJMRRo9Z3DbCAE/aSgn1TE0bE4vWa/K9nke1dbK9Gq5zF+SLlSp5Bt0QmzrMwP8cO//1t8/OMfZ3V19Zn9IFJ8yygWi3S7x/B/wsd7hYdslccvzm0Xqg/pLcwAJUFKbCQEAegaUHXh/zq9UH+gSF56hKAEUhaoCJI77TlcREFbjkzEhAJ6jxd43HSbnGPjzVq3qY2rvvIK7r777nOeFDwRITjvnQqNMRSLRa644goO/L+f4YJ9d5KVA+yPLscjpEydvNgEVVezNIGQ3IZz9Bbb4LTb7MJrCMgCRlx+1E2Mvd18kNCNjY/3+hbz3vk26BQcTr/NCrZCOpJ1gkOTiLhi9O/G+ifpMnUW//sLeN1fXswVV1zBF7/4RWZnZ1PnxLMEESGXy/H85z+ftY+/lSvNxwjxqOqAi1DVqcgaBVogtiIgSxsjBTpqd/jxbj8eYzk6lF1VQFnqCQntP7Z/DMblh/H9tb6KlzYZN6Z1wzi1qTK707dU2myIZMXVL95p4z5Glg7lQSiUWnhemAgaC5kWbIMDf/JGfkCEz33uc8zPz6fEdZNARCiVSgwPDzM5OcmBLT5ml7G5/3iajBfV/rx9rAeId/ooitvlx3Chf61ZMqC1M+xXPZJyRHIgOXq/AUJB3flpC/juHLnTzhO/1se9Lh5HaiQnsAPuL32Kva3v4oEHHjgv58vzOkKQyWS49tpr2bdvH/L2S8lKh7loghndRlUryYRZEFeq5Uqx2poh6uNKhgBEkoUe2DDJ2f8fH/6Pw6VZuk5k2Em0A1npUqZuy7PU61N99xZxm3hgw2S+8TnPHGWI/z/T67E7vGayU6xR4uJ3nODw4cPccccdzM3NnZcDfTNCRCgUCuzatYtrr72W+h/dwLjYMjzPRZcydInwaCcpqR7hC/FY0DEWdIQFHdsQ/s/SSXQDI6yQdcLUUE0iXo1FiHacdkFwgsN88h0wEiYRsoK0KVOnSJMAO2YXdNT6FODGo2yMiJ1OBk6PyvVHJiqyxoAjMG1XSbOgo9zwnz/I4cOHuf/++5M69BTPPDKZDIODg5TLZU7Wv4rsNpi9rjxwuyCTrnLgiUL1odMEBNoL95eAnAsfBU4D4ESGWqUnAHTTmeSdUDDnogOD7neJjRGJeh+hiIegSzMAGxf89hOkE+Jztd1zO+KhJ5TdN38XBw4cOGcjBc+qCIHv+2zbts3aC3/491kxB6mwZtX/hIzIKmVpbFA/xyF/jwhE7E7rCUQk30zEdzrifGpZG7bCQFbYIvMMyTplagR4LDMcyw4SzwPFRiwyriY8zsN+s4W///84YhD7IJSlQVlq5LD14XGaI8TjwK/vpMo+wuab+a4f/yVuueWWc3agn0vYsmULq//uAOG/P0rk3UOBNjXKeARktUtISCCOIGqGDrkNqaN+cpDs/tsZwtCj42XI5y3p88QS0xArqfaIQCEULyEAyzqcVLGA1Z/k6GA0SB4TE9D4WxF7F4QuMgC9Qtz+dEG/MLZDlqYWkucpuUqa2KcjQ5fA6SBaareOt/y311MNBqneNcF1//UmHnjgAdbX15/OjyZFH+IIVrd7O+vlaRrXevh7BdlprHlQjt6iG5OBJ5o+koVW7TE1sIOx75gAV1WgG0P6vnuuXB8JyMfli/REiHW12oNW33lzfXqDfgT2vHFKInkP/e+//7WHIJPC4Rfcyq72C5mZmSEMw/NGdHheRQhEhOnpaV7+8pezc+dOjv+ckpVusuvI0KFLlrZzF4xr9ud1LPEcqFGiQX4DGfD7arhjbMyTRomaOr5v42QdMSKrTMujbDELVKi6iTG/IZ9qS8fs7m3dlXP1KhVsWiBwU3P83HG1Qe95N4Zks9JlhBVGZIWy1OmSZVUHqeoANcrJeeLoxa53Z3jggQe47bbbOHz48HkxyDcbMpkMIyMjvPzlL+drf/xLbDHzVFhL7j/d4AriFJFB4/vdmKyp3UUv6JgVwrYztNsZfD+iUlxjXBYZl+U+tb9NUTX7qhOaziEzxHMRKeebIT3/jNNFsDZVYCMJ0PuO9FfTxGO2487YT1Lj6pf+ipvHiQ37hJJgoyYNzXPdG9/Kpz/9adbW1tLx+TRCRMjn82zZsoXj5i687/QwzzeYXYY+T6vHi/j6/4eecLAN1HraAG1jF223A++JBeP/rSiRON8PGwmB+xvfpSrqLqpQ7dMp+GwgEFKyJ3qcpiHWOZwhqvG46gT3OnVZ0RnlVa1f4MEHH2R2dvaccYd9VogKd+/eTfnud/PvM3/udsI2sxkjisv61E6wqwywoGPMRRMsM5R4AfRPXDEen8M3xPoAO3k6tb/2CwQ3hurHZdFGJ1yaoowVaNUosazDrDHAupaSKocGebv468adfzzhxpqFmCD0fBN7u7ksHcbNEuMsUZE1apSZ03GOR1M0yVOgleSnPQkJ1U7Ko38wxyc/+UmOHDmSKr2fQgwPD7Nv3z7u/J4P473CsHX6UbbJyUQs2CZD1wn9+iNY/WmkXF/FSlPzZyQEALlcl3yulZS+WlGrXeA7ZGloji5Z+klkIoglSLwt4u9R10XRYuFifN4MHXxHXAI1NtXgZtENqTeXfugn0P2v6XSSYt937zsUp92aWuCR/3Ih2XfvTCtlniZ4nsfExARL5j78n/Uxz/eQCZC8/Vw18Hv+AP1EIMRupk4L00ve3b+kdiFd6iMCcW40Hoax8t/vuy3Z6WMX9rw8rrogjg6ciWBIHEno1wg4H4L4MVo7gwAx6LOfc+SC5Lckt+sJJbrTViPMzc1telvu85YQZDIZLrjgAl7ykpewd+9eKj9/KFm8MxJPpoauM2Npk6GlBaugVutGGDdysWKrnvOal+zHN6qn7X2xcHDj4nxGqJKTLhXWkxx+v6K7X7Ftc7uxA5x5wtcSv55YHHYmhXeBJmWpU5F1KqwxIHXWtcScTnBcp+iQoUzdpVDqibo8vm4Ho91EP387H/3oR9MQ7ZPEwMAA119/PXv27OFrb3kV61rCl4gRVqnImlsQC0mU6vSqkn7En2uZOlZHMGqtrKnQdSmDIDCEgU8UGKJ2BvwI44cYLyIKDcaLyOU75Istt0iHmMSqOEjGXXSaZiFGgJdoHOLSsoRwu/vjUljPpR9i4hDgJWZGsU0ykHh4xJGwfsRENyMdcnSpaYlLf/L3EvvaFE8d8vk8O3futG5/z7c+AoziFlS3UrYcIaj3RQT6Q+7xbrvfLyDAEoGqy/Gfjv7IQP/j+odCTBz6NQD9u/jT/AnELeAJWai7+yqCVNzxdXoVDSEJ6Uj8DWKNQb8HgnudGxAoekJ50Z2v4/777+fkyZObNlpwXhKCYrHId3/3d9P9v2/gBu8rdMiwrMPEOoFxWbSTh0sLLOhIImYCerXYffl02Fjid3qoNJ684lB+/21niiKEeMmuKQ6fBhiKroSrTN0dGxvKxM/jIg90qUiVsjSScq8zlSl2khK0QZoUNuwwR2SFUVllWFbokmVeR50YLJ80Wzrd4CgWgB3Raerf90fccccdT9Gn9uxDuVzmVa96Fe2/eCXjssiyDrtSPo+y1ChTxyNKRHTLOpyUEJ4+xoBk3NiogiYRgqW1oeQY34sIwh4pAIhCDwIDfkSu1KRYalHwWmQcETwTPMLTHDm9JGLg9UURgKRzZ1yyG+IRhR7G61Ud2ON6930zeJ77rvVFviwhsN/cqla48HVv5uabb/6mjW5SfOsoFArs2bOHQ6+8Ge8lXm9HfFp9v8b/xySgv7qg1ZcOAMj3FubEaTAAQrcI10BDGybYQAS+GVp9j9mwayfRGmzI/ff/3R91CJzXQd0t+v36BNiYTojf75n2fh4gLuLQVqK7Iyb+6bnMzMxsSlJwXokKjTFMT09zww03UP9fN/IK77P4hNQoWSc16VB2lr+RejQ0T1VteqBBr8Yl6jNx2VBOhY+6yS6ehKBXThhj44Rt0wcxbKfDLIFa4yM7SRp3HjuJNtRGLOLnjFGUJlmXZqhgleJDskaeFh2yLqDbIzVNzbPMUHJbXEVQkFZf6VnNvWbj8reuhA2PZR1O9Aw2gpLfECnZu3s3Bw4cYHm51zo3xb8M3/d53vOex/Oe9zzW/vs17JDHnPOlLQkM8frEoqYvKmRohjZk3gWMWxjjBTT0XNWB+4yqOkC1Pki3ZQllJm/Pmct1Cb0IckoQevhehOeHeH5IxutQoE2RJkbiBXtjNCzAElmlN6HZYz3ApsgEwRAQ4eNpXIbr42GdDvHs647w6KKEQV+UzY+S9wa9Cby/PDfizKTBI2KbOcmj73sz13//GnfeeWdaHfMkUS6Xueqqq7j3e/8R850eTARQ93t5+f66fo+NC70LsydpA7S3Sy+ReAXEi70o6JpYvwEUaZ2m/qd3PokJQq53uz1ONobxk4iCQmBLDzfs4YOe4ZFNbfTdJySiQV1SOOVuL9HzSwhA29LTPfSRBStYVHtsRfBe4THP1yl/8KJzKrp6zhECz/PYt28fN910E9F/yrFDvkhF1vCJKFEnFGfOo8aWoRJ3JrQTS7/vOvSX7nX7QqLtDWmA04kA2FypPV4TFbYNm9pIQFszboo1ZOiSp5kIr+LQbHTacSbxLIjIY3sdxB4JbbLu/pCC2Da0scXynE5Q0zIFabp89FpiSBOXiLXIu94M5SQ9AjhleSZJVdQoJbnlDB0GpM4j7/ghXhUEfPjDHz5vvb2famSzWa699lpe9apXsfxLIQPM0dEMWbqUpU6eFhE9B0qrwvdoUiBDB+OFfeH/njTa9yJC31CjxCJjhIGXRAKMH+H5Ablcl0zOtsvuV1XHC36GTu/vhOyeLpy1s6XpI7lnQny/IcAIiWtmqB6GiC4ZAq+X+jLexrTEmcS6/ZEF2XCfAc0ASlasCHG7eYw7/ucnGPv+yzl58uS38Qml6EelUuG6667jy6/4IGanW7yXfLt7rqpdSE8PzweKek74Fy/0cWogcJ+cd4Zj3fGSA3UGQ24HtbFXQWD/0jhyED+Pg/RXDMQ7+Hi/5zlhQhwRCPtKEesKnmwkGnknOOw/55miHv0RkXaPYGjbPd53rzcAs9ew/Z+3c/DgwW/pM9gMOOcIQaVS4ZGP/j0Xjb6FMVmiSZ66lmi4ZipxTr0fcY1/LMoCnLWv9ReAjYv+E5UVxuH//vxqlwKe2t1QHCHoX+BjZ7csnWRB9yUkUBte7Ug2iRzEjzUEdMlQ1QpdskTi4WnoVN8dVzJmH5Olm5jPxM9VFpuG6JDl/2fv3YMku+77vs/vvrp7umd63o+dfWAXu3gRjyUBUBAJ8Q1RMiOnSEsm5bIS0pITOxXZSYquqJzESiJLUSmJYikpu8JYDytSFDOiSFMlWRKLECmREAiBJEhASzwWu9hdzM7Oe3qme7r7dt978sfvnHNvz64kWyTBBcRTNTWvftx7+9xzfo/vY8tMebU5J81cFmRKbCDkNoeG0b4uwLTssihrzMk2T/3v/wEnv/hFnn766a/vA/wrMOI45s1vfjMrn/jf2Ah/l8Ru+G5e1UpZeHmuGVFr4goDQqNzYDgMfOYfRDkw9AGA27TDKGOs3iWuWAyIbQG4QAO0MlQu7x8WyioCAAcqDLwGQnlktip2uMdfft3QNt30d4dHUKSXwyRkbpXG6P1Sah8EYeaDAXeMQ38e+g4VBiRmQE0yvvPM52m+6U3fdvT8S45arca9997LY9/9UeROURpeiQFgDgv2OEBdpZS9O1Bf3266rmc/xIoE6eOkLjCPehsc7sEfljaOgFCuqxr44/izhgsuMJhoNAghtMfgWhMuECjrIYC2M3oUAUSn9BoVLN3RqGDRYUnloaVU1uHFmT+kVjt204MM3XhVBQRjY2M88sgjBJOfZUjo+60bZsYjk50KW1ki2LmylXXXA6s34JDSrv8fMCz0tylQ0pqduL8FvlRf3kzdxj9Gl1hSjxNQMGGbmBRBMBhyGZVI7pmqzc5rvnUBWPfFMZQVMcEYPZrSYtrsWqpgl4Zov9mdgyv/lw1vYvpMS8Ycmzg6WJcabao4zETFScyaglvuEOHvDP+I8299K88999y3+7V/zqjVajzyyCO85S1v4Vr4u9SkR2piWox7FguMYkQcva/wvOhRow8VIYwyUosHiMIM0L9lLtMutQAich8MuF6720gddc8B/dzP7peoBIrNCDQYsc+JZDRwCG0rzT32RuDHTDJLIw/JDv1/SODbCjoGZGF46DHX4yf6JAyyhCzM6JoaiShbIpaU3/vJf87yn/wJV65cuSl7tjfriOOYhYUFnjz+CYIFdQg0QzwAz1/JUIqMvLRrjAQBrorgsmkHxnMaABEFQ8ApCR72MfDvx5+/Ox0GG5aUEX1LACAsNbzKzIcqWt5351Q+fluZcJWBkSKZY01U9Pk+QBhSgBNLLIXwnQHzVxa4dOnSq2JevqoCgjNnzvDCR/4BD8sXbMafsG0muWbmS0yBIuOODi1ELntxaOeEgQ8ADi9q7jVcSdQQeUqYe4/AbunOyrhcDahYKdim7NFkj5pYQKCJ7IY/wNG7ciJS0bL9ATXVqbf94cwEtI2Wh/smpsEB87JJS5oEDOlRKxZ9Au9dD2pl2wg6I1oF5WuWmsSfkyK8Yw6sJsKAhC41nK3utOyw/j8t84Ynn3xNaHl/s8bJkyfZ/dX/nJeDp9gxs6zm8+wwqWDPrEo2DGlW9jy2o0rXqv/1PY6gqBi5xcxVAhQDEIQ5caXolztwnw8GSEdAgs7wyGXnxXwpGCkDE+vzbXVI1+rM/wz4hmxmCgyLo9u6IBOKvn8oGaEpqgU5IQGZNqvsazkcjztnR28sV+zc/wdZQtqPgZhwLCMwQ9SLIefuI1/jKx9+ivo/Pv7ttta/43C6LZdmPk940voBuMqA2yAjdEM/BMYzPbSVsGdUXKi82eJU/XTDlBmBafu9XJJ37+ECCGwp3yXqf1Y14LBeQWkpMj00u+fw/w6dA3qeBrQKUQ5GImCoFQBvwVwGVfZsBcAFOoaifXDIM0FmhNWlJ6muvTqqBK+qgODWW2/le+NfImFAl4qXa+0T0y85DR5uGRS9U+2rloOBMtcasCCqUmnTZkl9CtnYmJS6DSqq0qXBAQ1RSVeHFfDvRU5GSNsobLXMSEjoW4EZ3Qwapk0qqkbn7Jh7UmPLTCowEuVotxlj3cx6vfq6dGjQJifyoMkGbZqybyskFY8P6JqazVYbHGjhlQOjQcgBVUv7ighcFcFU2ZAZMhNyXFbIPvUPSd7zL3jssce+HRQcGktLSzzyyCOY4BkGJGwzyTUzZ8GufWajTZqRChC5jW9AQs9jSiJfdQIb0IYpST21TajsUOBqAwVbWXDSwR7NbzdbZ0V8vd5AgZGJrd7B0IQjm7GjiLtfHEbgelyNue6nCGUoVOxru/K/Q9IMDx2PtiPSkdbbwFmK92PCKKM+1rY6DD3LjCnm4Nh791j6yC2cO3fu2/LGf8Go1+ucPn2a++67j5V3x8hMSbSnZ9sEHewGarS879gFZTtiwyigD7SVULd2x00pKHyuJ98xmDaw54KBQ5nzX1QdOLzsDEsVicOvA3gsQXn0KMCQkSmOuVr83/TLteLiHD3WwL1vy4xWJUptBalD9DdDju2c4Pnnn7/p5+WrJiCYmZnh7rvv5qQ8XlL2S3zPtRgy0pfVhUv8YjggJjbOW+AwTdAuuyakb9H8GhyEfjGukFIVRfG7lkBcysZSEjApENuVdEgZzOWOKbyB+iGUpV+H1AQSoxrzDitQHKs6F1bpqhCIKLtgWnZG+OkrZsmCDuu+6uBeP6IAN5azxTE0ki2fl6NM3h98hXO//UF23rTDM88886oog71S4+GHH+arP/E9HDcrCto0MC9bLLLBjOx4sOeBUcio881omQkumWWvIwAQRBlms2tdAAAgAElEQVRJiQlwI6bLsFTyd6OwP9aKQL+EqSlTURNS36N3c7EcJJSf434vqK65gnYZlTS+0X3n+DtOLqsQC7PuoAKhKbAO5ffsgxdDiis6/8vXUQNWp9kR8rrm83z1t36XE+/4Ll566aVvz80/Z9TrdZ478yjn3x0SnCqB7/oU5XzwIj+mdz2o0DiA3aFWguvJj4D0nPqfK6u3bCBwmN9f7sW7AMQOKe9WpnQcTnEwLP7mjzNEKQ3ujBxu4RCFUFslpQzfqxaWjqlS9lIQ3ypxWAOcNLINBLBthWBeeOnTn2N89dabXl3zVREQBEHAe9/7Xm79sUuA9shbjLOF8rn7xIQMR0RUoKQZQIFWdkh+wFP+ymqArhJQDgLG6BGTelW1hnR8afZwq6EIGPqMW4552USpTocx6yrXYoJ1M8uOmdTNgdifgy/zC4zTIZOAPhW6pmLFlJped6FFE4xzuGsTM2BAzLqZ9eV/cC2U4g7rkzCwVLc+MQPr9eBoaA0OGPec9z2asseYdHlb+Bhf/Nwvc/ze9920PNtXeiwuLlKr1Xji6htYX5plWVaZkR1OymVqNsDqUvOYDsAbTDkb4/beGFGYEVcHjFl9ABcMlINeV6lyGTjg+/2Az6odvqVG11cQEtLrAoAyHsAdW1myGJwegYAxqgIgRcXsRkqHhwOEkIyUxNbfGMnsM4m8nXNGyMC25DIiYhsIV6VLkz1mZJeq9OiZKutmlk2LH4oZMCZd7p05x5f+7eOc+J7veNX0bV/pEUUR9Xqd/ZOFgqA4RT5XGfA0wlI1wI2yQqDL+svqglCg+sv0vDaKTXDPu4HiH9jjyBgNFrDHUi7du8e5EZZ+Lz/GVy9K7xNZJkSEggB7pc390GtKQwp9Axd0DE2hX9C3lbQQSzu036tA3UCUEX84ZnD2Iou/8DquXbt2087LV01AcOzYMTJeYsUssWIWWcmXWGXB2/3qZpcSlE6pXGItZ8TXIaztZ+Oy43LL1C3GVcvtr0hq2wG5V/Wr2E68BgN9mrRYllXmZYv59TZyRZArwL7AuMHcYshPQm28RzPYoy+6/LbMOOtmRjd48H3gPgk9U9H3FYvaNlaDoNTnzwhJzTJdauQmsNazepyFLW7me7Jl8KICwBQc2WSPSdkv7GideJFlShxQ46HgSf71f/dlJv/Rrezs7HxDP+9X4wiCgI9O/CxhK2T5yCr3Buc03JKUnNBTPV35XkexKCQMSCoDZQyEiknRcC319Nny8MGAKZD3/ljIrdjRsDT/9fN3Nsdlb4OQ3INxsxIWwLXgHIgwtqDT0OSAoTBbKjL8w8FAaCsQ7nQV8JuPtDf6Rud/LHrGBwaGtnY7Rpem7DEh+1RI6ROrmqOps2/VY5ywVsCQPjF3H/kaT3/syxz563ezsrLyjfqIXxNjbGyMs2fP8uU7fovgjM3g+0bbBJZi6HUG6igIukOBui8HAi4ajfwCOjrKG7oTInLPLXsQ2KEBiSkeX6pImHJAUh5hielwGAdQPg5j3yFyd13x3uLMjTCFIJHHRNiKQB3N+iNGhZe89oKBTPT70H5H9GdU4Cl4Z0ir/6dM/+IZdnZ2bsr2wasiIIjjmGq1ShMVeFDd/ZzQDEHC67QFXJ/TjcPBgON8+9cn9YtTaAvoZZZCWNIjCOzi2JAO82wyK5vMyC7TsqsZzNYBrIPsWjrKviAv6RebwKTAOUM4A82xnGbSgaiDOQLp3at8sfE61vJ5tswU18w8F80JMgLmZIvTcpFFWacmPQVRUqVruhoYSNVTLlPTIZNSmVhGBVtcKTkyuYrHEHswWZU+M7Lrz8tVOBKr+HjNzLNhZnjJHCd5Z4dTp07x5S9/+aac3K/kuO2229j7yWe5PXiRZVn1OgM9G6ipEVDi2Sn71NkzE+xj/TOygCRRMGqDNlV6iu4vbfjljNs5Vh723Sg2ZNeHVxaAf4wHBRjfBiqPmD4Ny35w3gPlKlciA6+KqaZIFXpWcnnEMRS8PHcRMBgfgpSVC/X/mQ2ADdigSatXqZU/1vOpMKBiq3RzhAwloGdqnlrcpUpMyn1nvshXfvsZZt91hs3NzW/Sp/7qGtVqlfvvv58v/c1PEp4NPMiuoBjaDNwJCU3bJ25jLYn1V5/Ju7K7y8arRkvpdYryuacWGg0uQmP1CsQHEL5UXxY3ovReFbsZQxFkHFYUdAHNjZQED1cLQkAYUUXU7q4UgkWH8QCVIoDw5923jzssptSxsfrQXg+PxoXgnQHd6AXCfzEg7By96cS0bvqAoNls8v3f//0cO3aMmvyhoopN5tH/Lhgoep3XD7f0lFsBhx3dXKbkSv4NDnAcapcxNWWfGbZZkHWOBqvc2n2J2ksCa/YDr4GZhd4tho3aFNtmmpAhc7LlFel6lnYWkNE82Ke6KshVgcAQp7Ao63SlxjP5bfzLF3+E4f+YQQXCHwx541sf5/7gK1oGtll7TXp0qZGYVBdpar7ZoecekhqXGSoTIiJTx0OZoG8SK5w0pMKApuyxLNe8EZOWemOvYZCamCZ7vDH4EvfPfYWNz/x9xv7av+Kxxx77K8kBFxHOnj3Lgw8+yGz0b3COlW3GgBLTxVI5uxYc2jLj7DJBp1MniHJqla4v0wel57hgoLyRuuGzfgtgPewyWKhwFkGBqwAYHNhWN+zYbrLT7DApe0zLLsuyyqKsMyebNPb7xAdAKgwmDa3xMS+MtcGsMn1s+65nLbyLOajvpwGCsxtPvG6IO5eQjKGnu2YMULCvtr1iH6znhAXINqvT7VSpVAY0K3tMyQ5N9hiTPqdu/Tj/9stPsvTG7/y2aBGwvLzMk3d+gvCYIPN96CfgFAIrINMCE4xQ8kwGMmFFheq2rN5hVLEQis3SBRUtbAXABQw2869a4CIUAYhXN0Qz8abtwdcZrTA4xkMdqPcJopykktLrVKFT0WNzgkiuleH6/GX0v/t/SYvAj3JLoowhcAd9HRuh9Hj3c2QwHfGARQ/KtQJIwZsDKg9UePD/eJjPfvazN1UyddMHBPfffz9v+PkKM8GvUKNHq0RPykzBqS6XLfPSQpiXMv4GPZqyT0NNuD3dzlUQAjIfIIAumDWL4G/Kvm0DbLKYr9NoDRkGwt7tEet3zrCSK3hvgxkwkGQD3zs+3GN1AUizusf0qV2mT+1Qkx7Ng31uubLJLdkm2fGAL508y5N/7QHMRYO5aPjC1e/gC9XvILg/583HH+Ot4WMqQmQgJfIiQ4VDXBE4jEmXKn0vWhQzIDK5ByyqFW2fJnvM22CgJj02zDQbZpYNM0vA0FdDanTJCDnJZeLf+QDdt3d58sknv+nz4WYblUqFD33oQ7R++BqZLX8bDBUr7Qtadh1KQGhqxJISG+UXROTE1QFhoHNijK5tRxXZsxujgcBw5GcXCLisHgCTjDzPbaYVUqp0GVNuDjXpM06bCdlnSdZYlmssyyrL3WtUr4hWu3YE8sBnREkizCU95uhx68IaLEDniLARz/gAYdtM0qXGganSoe6rGc4KOSG1VSwFwKYkpEbphgkpEVUMWFZN3e8naZaQDUPvzxBXB8xMaHVuVjaZlH3qJX+Q7518lLkPfICPfOQjf+VNkCYnJ1mdsZlu2UciAhqCdUPX0bM9cpexuykXUvDu3TjE//cZvm0liOP9h2gVofwcKAKQJjAhSAMYG0I/wmwrABFQ6mLTENR7qr9hZa/j6oAsyqGJzotWBbOuRkOUP3JfbZDCNdGJEjkgZV+KloATJBpS6BmUwYa+mmFBi0OD9MUHBe48jcdLCOKCqAo88aHfZPIr2nK9WTAFN3VAcN999/HhD3+Y5fC/pW3qtJjgmllgy0wyMKM91QKIFHhwUkhG1fqtz8kmy7LK0eAaNXpsmBlWzTzbZpKMiIiCf52IGgrNscXRQBfII91VKqnQrQkHSY2ViSVeMCe5nC9zLZv3tsl9m/FUjOODD3z/tSzwMjQhkWSe/tigw1J1g+Wjq0yzQ8N0+OHo13jvB36bP81v46Nr76X/Xydk/2ZA+HDE5/7Jd1F7sMtpuehf01UhnJSyy7QyAoyBiqhoUmD/NpCYoQlIGDAuChyMUde9y6ZOP7c2ujLgpFzyksmuJNw2dTaYBYT3v//9tNttnnvuuZtmcr8S44Mf/CD1ep0LZpKeqXkcRsUCO11/XEWn1M2yR4XMVarC1AcDVXo+ELjRFSxjAtxwgS9ACiQlPExM3zNcAtHqV502k7LPrGxpcCvrLLDGcnCNqat9xbusAe0A9kEOgK6MIsxdGTUBuQJmDBrj0Jjc5JbZTVh4ll4TtseaViFTHUWdCZMLFsp4BW1tFTRfhwvXgKZgDiXhwC+oY4d0PqoWiOvaDU5jY/1/eDv/Ua/Hr//6r7O7u/uN+eBfZWN+fp65uTnODRXlL+1DS7/vxdsJVC/9rydKFex41TIthYemABva+aFI/tGXNpmCFvW1KEB+zVIQUEeDhXAIUcnfYglYgqBaMJ7yoZWMB8Iw81+AMk76RtsbndJ72bK/uFZGHWQhY+rIFsvRKuN0OKBKz9TUhrs/QWt9EnM5KioZLUbP9wbD9EoBT2RZCe6aHNJPkGmh/89e5P6ff4QvfvGLN8W6eVMHBD/0Qz/E4jt+3FPntswkm2aWlu29uo5/IbQSjWTjNekxIztMscuSrDMlu9To2WeMUqVcgbUmPRZtpjQvihFY7G5QvaoR9H6zzhVzVMF/ZlwzfdknNDn71L19a4+SiqEt6VYYeLc40H5ojCoaDiShl9dYYYmAIU3Z57Rc4HR4kQ0zQ2ehwSce+D6y3w4wWwbzlOHR49/FtfkFpthmSTaYEA2lHbLcqQwWjoYapIxZf4TcOFaFVlr6JvaGR0MTEEnu2RHlQACgS4UtpljN59hkhu2/N8X4f/IRzjz4Izz//POvxPT4lo8zZ86w9TNv5nxwkdRM+GAwsyVu1+d3dLvUiz/VRvrtIRkGW0a/rjIwLAI9O5wt9qgrp7MwPgSeLQUCDemwKBsclyuckssclxVmVg+QdYE1kJ0AWiD7QCq6oKb2q0zgqVBELEPRx2+hAKxZA1eF6ozhyOweS5MtdmcqbJspNdRCF21Hp9XzCb3tcxd14AzJaZjOSOvLfXdMnKbsMyU7TLNDRQb0jQYAyhZywl76+Cd/+gd5b6/Hr/3ar/2VVNrc3PwlPv34A4TkmPkAc9zg7X2HpkDdO8c+KICA7UKA6Drb4nLLwLEVDosUlTdDVw2YRgOCOkUQ4oYzwIoyKvUuUXR9ST0MFVQbhjlpP6bbqZK1xmBdwY9SB06WtA+y8vuDVISJ+R2Ww1XOyEWmZdfPsZSYa7V5Vo4tcam5TO9qUwOMvlHK5GGcgTt/d818hcRWIhwro2cDlaE9jopARfja3/kUd/ffclPIwt+0AUGtVmNiYoKn8zt5OV9yGH/rEJh4U54yQEnDgaHfwFxVYFHWvQHSkMB7H+hrOFCVLZvTpWUmrJJfzHJwjTOVC9x6q2bi22aKXTNO1/ZJ29RtxlPVDZVRumNus5UeFVpGNdgdjapipWkqpAQm44AqB1QJRamOVbo09vtMpld5x+Qf8af/2W2cn75dI9VpGD5Z4+np+2jcs8N99Wc4I11LhSxaJlqK1Qx1jk0mZY8aPQ6o0iehxQQDYnITEkrmjy+RATXpXpeROke+1CRUSFmUDSbZZ0jAqfAS0x/8ID/1Uz/1mleLm5+f533vex+z4Zf0d9kiRB03943aUOeEnsLZpaqtF5Qm5zbzxBbRi7K/blY30qgASmyAAk/gXsNVpALJfQAaM2De3ge3yCXOBC9xav0a8pwFuu4HSEoBkOqLBgDltw/8m+vfU3Tl2D/099C2F/YM7ApsGRgXpsZTpiavMXdsk2awx7TZ9QBAF9wnxCTENKRDaDJSBnSlzMiwwUBJJdGJKenGn1NhwJj0VcHTGXUJDE1ATXrccsstzM7OcvXq1a/no3/VjTiOyTJ0Y5oRzVp7FP39DJtNm5FgwIv9OMBe35RVp4rhSuf90ewYBBlD/QKmBWash0F9lDIQRBlxJSWK8pGNfuQxJaOrw3l0GAZaNeiVqhuuReGGm88VQaoGKn2ayb6/NxZl3VvAR2S8bJaYll0azQ4vTyyydmUJ0wk18B3Z9Ll+F/XsBUoYBVtdcfRMp8+QAUeE17/+9Vy+fJlWq8W3ctyUAUG9Xsf86hVu/5730qFBFoS0zDhbZpo2DR8IlBeLISEJAxZlm0VZ47i8zLxs0ZR938t3FYZ1M6vALguSA+hS5TwnuZbPk5ByXFY4GzxNgzZt6pzPT/pMpsU4+6bOjpmmxTjbZgpnHlOmNLoF//BwQKk2eDOihjsj21ZITUxb6rQaY8xsHXCPnOP94Sf43A9+B1/qnGX/s5Pkn84wlw3775nkmQ/cyXitw5TseGS4e6+cyJdSD6gRmNyixCukJqZLjbrFFtRs6XpMen7BVeiZDcBM5Dcl5c+P0TZ1MiIqpJyZSXjjG9/Io48++s2ZHDfBiKKI9s89y7Pv+RSNvON5/oDP/J2OhGsX7JhJbzTVNdVDgkBWtZLcv055lGmAirjXxdK5FrpgwOFgKqRMscucbHJUVrkreJ7bzXkmvpwhLwFXA2RN4IAic0ssbSplVNyl/N0NhwgvZ4JuJekCa7ZqsIlvLTAuTKxl3Hv6Raand7jMUe9B4uSLgYIeRtECcxgDjLGJWWjvxUKuu4IGsHXTYczuHDEDxsmoSEpmIn7vv3wzf2Nzk9/4jd/4KwMyHBsbI00vUPl7MdGPRHYzzjQL70eYlinQ+c7OuIIFD2r/3osS/VkjslLFTRndLJtWrriJZsNDg7lsMJ1EM/gZCI90iSv6OQ+HAUOLDcmGEWE0ZKzeo2ZpuOBwX1r9cdivSiUlXhrQa1YZDgP/XBdgqGNoQD6MSKoptTGl3S4HqyzIOtMWF5VYWm1GpLbzZpNU1F2zO19jb30WmiUKZJlhUQ44ym2KhiATWDClFOyEnhNU0lDhN9/383xvt8vHP/7xb6kC7E0ZENxxxx38q+99OwCZiZhlk4yAXSaue2xZUS0ko0mLRVlnxrYHnIlPalTEZ4tJHwg4lP4L5iR/9PTbGf7ckOwzGdGHIrJ/HPKIfIZlueYz7a6psm2m2DaTbDHJjpny/VGg5GeQebqVWLW28jG6fK5QDbSZoqV0ZYT0JaFj6uzLGNPRAYuyzj2B2mh26nWe7DxI/mRO/nQLmKR19yzpAwrKOqDGNlOkJJ5Z0CAlNSqnu2219dvUbctD+7AKuHScbuWa5xT2T8bgufSuN9ymbgMCzVh/72/lvGvrXfT7fR577LGboi/2jRxBEPCd3/mdJO95jKfzO1k7fwzqferNDs36ngfluYBsm7rtnc/4zL7MbCkzXA5XBcpAWacd4ey1ARvodQlsINGUPaZlh2VWOR1c5Ixc5PTeVYKLwLogm2jmvo8uYO4rRCsD2N/7pb+XVOP8328kBuMCiQPwt2nk8yJ9zwMwoVbZLprjrORLrDNL10pmH1Cx5zS0IFdtMXSt8VdXaqQmsXOwBhZs6O6rhtH7ecz0/PUDLJZAA7XH/+kP8AMi/Mqv/MprHk8wNTVFe/As0fsjgncE1I9sMxwG9Ds1TCdSL4LtMvDOaNtnaFsDLhg4zCbwvXDxG7sH6vVV+tjLHbuS/ZaC/Myq0cfdGSAV8ZWAbBgx7MdImBFGuskn1ZQ41GAhpWi9QaHR4kTnKqTkFbXHjsKMpDrwgURETiKFK6xb7+ZlS+nisqcgV5SOnhKRGsWk9UnoGmWGMYE6NVrWgsNUeArliEYDCmB0lYDeqJBReRh7PRcWFpiZmWFtbe0v/6F/neOmDAj29/f5sfQnWZR1TsgKs7Jpy6yRzU01W3UfoltY3e97ZoKElKEETJo9Pwm6VNk2kxocoBv7hpnlmRfOkn0yI38+R+qCNBXEtG+rAYqWrtCiyY41Blo3M3Soe1MgdU+EyMqw1iS0x9T3C5ZHU9tgQDkOqc9y0kPIcFWq6yFbsNRv0ZpboRU0WTDrMK03mzH7mPUmZt3QYpwGHRW/Mc58RgOBXavXkJYAl4qXWPfWyZPsUZW+PQaNUhNSfxMiKoC0bsFhHVMnkIyGdPyNNyTg2R+d47sH382zzz7L1tbWKzx7vrkjDEO+9D9/kn8WfpgLwQnat9epSEqVPs7B0C1c22ZKaYY2eFKqX+b5+Y4uWLBDQl9hcGGUCwAcrgMU5BmQ22qONtPmZYtb5BK3B+c5JZdYkHUmWymyo4QDmTGYWGDS6Oa8b+BAIEfLx12LHejbgMEVtm5UdnV/D0v/dz+PAzMGM2N/joDEYMYhvd/w8fq7+djg+/jjzoPElZSlaJ1F1ke0MhzHIrX+JKq34aiMo7oL+ni9di1bwfNeDv7OC0lsO6UhHZ7+p9/LHU88weOPP/51zISbe4gIs7OzdN8YEZzVNkFnaxzTj2HNYK7muuk7oGgfWMPbaf25JXGn3ucEeyo2GIgMVDJkOiOIcs8EYRjCNIT3pMSVlEplQBhpwpENQ7JhSBSmjNW7BFHmgwS3Bg1H5OaUaZKibYUa2iY1JBx0qvTWVNQtnmkTT6sD7bTssCzXOBG8rG0AOoxZ1VkYVegsr9E9U7PJTkAYZVAdQqUAGUodpTmWtA38cOqM7hpDAWx0VYa2gT2rFFmBX3rDT/CuK1f4rd/6rW8ZFfGmDAimp6f5UPT/MiW7DIjZMpOkRumBZT62k36FQhEtJKMhbRZlg6bsETKkT8KWmWTVzHMtV2Gd8+YUz7xwlvzRnPzJIYQQPBQS3C1E7+6xLKv0qLJlJr3wyhaT3m65Q90bKqmCYHZdJSCh74/RLd2ZCfxx6t9runlL4R2Q2w29K1palo5Omqn5HebNJiflMnLS9uXoWVoiXDMLTLFLKLnXvh8SsM8YmFErZ1ee1sk/YNskbDOlLAtSJkUrBlW6dEydXSaKdosZZ0BCVbosygbLskqTFns02TZafXj2vzrBI197hI9+9KM3Fc/26x3Hjh3jPa/7RU4HL9E0+7TMuPW9CL2K3oaZ5bJZ5ppZoGXG6WZOeGjAEEoBQCGjDQVfv/w5uUDAgeViBhgzoCJ9T4edRdkCi7Ju8SE1LpujrExkZBOhpdx2aOZ7NPaHBPtg9gX2DbIlsAVyRTAHIKHNEv8i3F3CaDBQsd/HDF7zKzSYGjAJLBi+2LiLjw7+Qz79/72T7KMZwUMBO399keDMUzSNmj4J2NZWhQ4NuqYgiYeS23PR83ZiWeUqHfb66vecnJzYbgDVUtXhnje+kSeeeOI1NTcPjziOkWmbvU/DxMIu2TCkUxmHRoS0BbNngW5bNhDoF7RBcWC4ssdApRQAhOhc8V4EdufrJ+QtUQ2s+pC43qNW79ogwA0NBgBiyyA4jBtwbQF9tH0Lchphx1JTC2J5j1Ffj0oltW6zShc/FVzhuLzssWSuPZsRWuyXhugHpuLboI6SHjMgCVI9vygqrsfhVtphpcYQBU6WpZ7LEs52XReKa/uph36Jo18+y+XLl2/8oX6Tx00ZEMzPz/Oe/T/kUnOWZ/K7uJxrv7Frc6Iimyr01BMgMxmZhPRNQpsxMturbzHhN6p96xmwbSbJP58z/L+H5Oc6BHfWiX4oYvIHtri/+hVOy0Vf9m2bugYTZp42DV9+HJMeddrqXy8F5UmPJ/WtgFByUqPCKpmUkeFFa8FtD+WRktAyE8zOdqEPze4+t9YucECVz558iq8+fC/B47ciZxS1e5BV2YsmrHBT7ntsLiMdMixtNiqnS4nq5aoGiQWjYaBDnWtmgUtmmTUzz5CQBh2mZY0Z2SUgY9MqFw4JvLjRLFssPvwwa2tr/MEf/ME3fc68UmN+fp67gudomQm2zKSfl+56bpgZLpoTXO4vs7c14cVTkmphTpRZAKcq90Vkfj5ohSUYSc90ZOS+KjBmPTEmbDAwLapjMSBWWW+zaMufga1EFUyT2kSXqYldmtJiJt9lfHOoeIJ5A1sCl4FVkP0SnqCs2lYujbo2AmirADQDwmAaVgphBswthtVjTT43fIhHL7+N7KMZ2aeVZy53CnunxxkT1WAIGFKmIlalO8KaaNBhTraYlh1CcjbMjN0WApx9s8O+lEdiMRbamqjyumaTN7zhDa9p7YxOp0P2uRzTgmBb2L0yA3Utbwu2hx2iiP8J8RmtjCDhuf5zd/1xxxIArQ5kIaZn++QYdfqzwUBcGZBnVq3SBgKuGuA2/cMy2zf62bXXwAGck9KmjhcsWqivc1ouck9wjqVgnWl2GZeOf26Znu68XpwC56aZZctM0jYqLlYRDajT+V1a0QR5vVaYNJXvDYcRKAsb9Y1VgryBAmNkqwzVkiHUjDA1NfXtgKA80jTlsYl72cxnuJQvs2FmaDHhpwOlvrSWA20/1qJE3d/1e6BsAtt7HJiEHjW6WU17Ws8b8vwcQf9BOCU8VHuS18vT3sWwh9oF71kQYm6ztAm6NGj7zRZG1dcyAkJRvEBiUruYtSn7xhc0F+1TuapHTbqWNqgBhqkZZChUD+Bouk2t+SV+JPpVfv8fvo0//OE3ATBb36IpewRkJSBwQWlzZf+gaADoe9uboil7zMkmc6Kv07EVESdKtG0mOaCmC6uoL+SBzd5CyZiVLcakS9k8au9DXd5w8Q089dRTrxm/g8XFRR4IvsrLZsmyUWwVwDJO2kYVBRpJh+qSZqMRGUNCnDR2WNKjcBRYKOaDbxOYgm/doE0oOj8aqNV2g3Yx9yzrxvXXR6W5+9o/ZYwGB76nPpAEZtcZPxgqELCD0g2HjLYD9OAKwJhd4KgCNUYrBQmYAG1FdIHIsHMs4bHsAf44fwDzhRBzeQi0Ma0mtOCAmgWKBYTE9l45YEZ2vU6HKsLnXnHTVQGmZceLbTn9gQNT0Dr1+mug5bQgBiT85oe/jyOPP04QBK/ZKkGappiv5eR9A8rLjPsAACAASURBVJ0AaWs7lEixHH4jaqKgt8hoCbzixSxGvzv2wJ+DeZP6kKA62hoIQkXAEMKgH5MNA4IoJwxznxAVmKtRFkEZPF5W7ASlSQ+yhLQf02nVvSBRFkF3vmpptusssmEp1zpn1Oq9NlJ9AsWadE3NBwpajdKKUyC5nvuMkrzyqKoeCM4MqezV4K6Vaxs4HAYUio7IqHtj6XlBECAi3xL81U0ZEFQqFWZYpyIp+1L3pWxwrQHFDGRGQYNuUy678jVEF82u1aV0krItxtkws7S2x73VpwxqGilPwDybTMmONRvSIGDLTCvVkKqCt2hpVmZ51a73q4AUBd05+1sVCcpUjkZ00vdNrOXQEa0C7SnH3jwpo23qrLBIt1klaRa2tZkJfXuifXUaswrtkxMcO6bc8rKZkRsOwFh2Uyz30FIrDZtYrYR1M8tFc5zL5qgPGgQ9n10z4QGeDekwY1TV0EXpkRU8Skl48cdv55ZHH33NBATr6+v8o/SfkBIzLbsclxWOByt+qXKVAlfNcviBbbTthbggIKdM6SyDBg3Gxrw66QMyj1OolQLRw8/PCDgwNXpUPZ1WdQmUHdKjRpsuGQE1ekzJDo29AbIryBawi78nzKRRUaL0EAhxiG72jq0boNniGFAzmAm0t6x0CMwMnMtv54v5fZw3p9Tk5aEAOTVJ8ECAnBWatPy9JKg5U1lRUfUUlD1xmAZbQ4XHIslomwZbFoDYNgqYjUSDsL6J6VHlwEqHJ6Q89t9/lPmn7+TatWvfmMlxEw0RYXx8nO3bA4JTAXJSkFMC0yVxHi/vC6ZtNy2rSQDcGD8wBFOxQkM92x6KFEEvoVYG8mGoeiwW7V+pDMiigDDMiSsDqpWyzHahBQNFMHCYRVYeviUrKVnUIw1jamM9svmQ8A4FSd8TfI3b5TzzsuUDRn3dwAeMo7iB2GrH6H5SMz0SSYEOgjBOR+/vMCStx6RRxiCqIlGk2X+IsnRCNLAqBU4yFEw5WAidE2JJKRH7OWwZnn76d4HFf7cP+hs8bsqAwBjjS9QX8hO0qfsFA4oykrNgLaR3C1c+lxm71kKbOttMcs0ssDJcIrtawwxz5IggF+7Sm2Uey+VOGRDb/uQ4KTE1eiyzSk16qiQoHQIyeqbKNlO0zDj7NLwwUSIqOlR1/H7rItigQ19iWvTZsYptoFlhl8iLqwxEAwrHX09IFRzJngdgzckWbzjzBHIbLLBOQw5I6NvbJfJqbU4cpypdlm3Pf0Z26Joq18wC68wAeNBlRsiKWeJifoIVswQCc2xyRFZpSIcOdXbNBF1q1EwPpPCtd1bSzp3vmLzMybe9ja9+9auvCa+D7e1tLn/2IZbfconT8hLTskNCStvU2Wbeu06W6YNFRShQp0C5/nV1ThuGKLWqLLhVsy2cAoSq/hSZr/1qYKZYg5ihxSK4lpFqUwx90FmzDoLTsqMmXPuiGz+o+lxNINCFn76BMatYmJUOvAIExgrZWKzAOErLmjEwC+ak4fKZKT6TvYl/nb6XrV+Yw1zNYV4IHwqQO4TZ23VOHd7oh6hp0UASDVRN6ku7/lpKKSAyoWcjDEyMl382JSyG3YacrNOxuy9w9O67WVtbe82xYUSEubk5Xn53iBwX5IgQHuvSaNpqyjCg368wWK9jtg1mHXU6dKI75XGdi6Ep5kJkKwqZYDKBvm1JDvWlBhXoNVKqY12Sqrp5EoQKDOzHdDs18mFAtd5lYmLflvUzu34XB+KqnbWSOmVI7qWtM0KasXpZzLDDYrDOHFsqsW6cJkvF3ovGa3eoY2yV1MRqNGZdSctttlBydsyk988Io5ysYy9KfQhhhDh2xeHqiWuvYP/nLKJdQOaKFJl9focbfACv3LgpA4IXXniBD/zJ55m7b5V7gnMeLFXosheCLO73oq+klsAtk/uFum2FYtbNDC+0bqH3ZJP8qRzWDMwLwXRAcDZg6viaV0nrm8QDxFxvvYHlnIvq1A9MwpaZYo15NsyszbI124/NgMiqxMUMmGLHayMcUONyvqxBh6l7Xi1AU1rUpMs0uzSk7amCGSFV02VMZjVQMDWltwVtH+m6lokz0GmbMd8OcDKvU7LLOB2/SSlNUgWIanQt3kE/B8d+UMzArqdzAiObWt+iDhy7ISSzrn0dGkGHypnbef3rX/+a6NceO3aM97/jZ5mTLVsJ0CqAmkplzImyKlLLlw5MpdS3tLK8RtOHUAKMogq8qmGRuQiOgVCRVDdxK9FbftyBqSo46pDjZ8WrRRSVpZr0qJQWusmtvuIH1lBg4RbKPCht8JIC+6IZUKLBAWN2ghwIdO3P4zYQOAbmuFp8ry41+cPsTXwiew9b/+cc2Scz5FRA8GZB3pJy5MiqOpga6EnFB0Bg2RgMCIzeQymxr7b562nC69pv7jw9jcxmfzEDQpNZFojiDabpcfLkSSqVCr1ekXC8VkaSJFYhT/vXeT/moFNj2I8x7UT74OsGs2XR7lZWWGAUSDgCLLS4AactEFGIGlWAyhCGBfAuqHcZq3eJq4pJ6raraka0XtEefAeoQO9IRemGYymxGDLjVDVCiw3R+T8nWyzLKguyRkTuK2H6uTuDsFEsSWaD63K71GGpUhI2zCyrZo6WafrErSn7ZARcNMd5OruLZ67eiXkh0Wslpcy+UqLruhGWaYgq7OTGSDAQMuqJUBZ0+nbLoBi33XYbP/Hg3+W4vMxlc5Tn8tNcNssMqV73WLdwFCAq/eCV651q78i4zCqiv9X0ZkEGCM4IshAgDwUsh6u2Z+lYAqnnqE6za3v0Q9o0FHlvJmgxboF2bS11SrEA12lr7wnVXV+UDc4MLpBFAZkEXGPBl9nHbIWjigoCpURsmylPa+yT0GPJBzgaxQ58u6RGj8xkXnoYlJ4Wc0DDytYmpAxMTEvGLX87t5WVLlb/EYBMQuvnsMddRmWIG7Q9QtsJK7WY8Nx6wLdTGnJgsz4Nlzv/8Quc+PSJ10RA8Pjjj/PS8Gf4+/EvWZXKKV9BUlvu7LreJDhvgaJqMCAhM4qiHtjb0NHk9PFDn83X6YzYUNek57NeFxy7pS4i9wJFoK2iFLeRDhWMyJ4afB0AB5ZuuIF37TQzwBQwBuYADQTGKdoDTonNMRIqBnMrmHsN7XvgfHyKbTPJtWyeC+aESgv/4AGDdzaYOLnBcmXVl3HbpsE2U+TGeXTqnIwsHmWMrveGqNIlkhynCdKl5oMIwUl2a/sgtmuCEx4DLKq8WJ0TUo4fP869997LE0888ZecETf3MFvKIpCOIe+EDJp1pcJtaSBgXDW9tKGZ6AZFLKfLX0c3sK8ZzAs5+WWDzIDcHRDcrWqEeAxBSly1CH1ge2eK9Mk6+VM55vJQXQ2PCRwXWDe0t6doM+U3SAFoQnyyw/HpK8R2TQejSqnSYYKWF1FzLaVECoqMk2Z3rdK+Tddziy1r07CA8yYDYsb9fZbydH4Xv3HubzD8mYz8MxlyfEDw+oDgOwK9Di1raGSvz8hu6qyfbRVAkJF7xwcCZSnoCKhD/KMRs7+xzJUrV/4Sn/jXN27KgKBarVJjn7ZpWMBWlSGFt/zh4bKGmD4VGaiRj6UCptZcpjwpAO+xLUcEOSkEZ1IqktI2Y1xjnjZ1CxIMrSubI6YMGJDQo6roU3PAGD3/GMAv1BkRGMUOTMgei7JG/TltZJy85xLXsnlaMm7L7WKfEzAwMbkEnoYYSkbFaBsjYUCVHlXpebCai5IzQkKrg+Cy+lGcQELXLpI9UyOWAdPsKChTDkZ6eWN09X+S4gA2RRWmikodjUroqodDDayAkRNFqtHnxIkTTE9Ps729/Q2bJ9+KMRwOeehHf5bL//weX770GhMm5sBUGPgNS81SstK8c1kPuMJgcQv2qHGQVcmGIUmiyntQ0OjcZunwBoHb+k2AKfVDdcSlStrAgvH6TMsOS7LG/Hqb4LwgzwtclkK5MNT2gDkAagYmwSyg4MGkdLipcqkl1WqCecDw/IkjPJXfzWY+4zfzZbnKW4LPc+vMBa7MHPPGRq1cMSih9ctwgbcXarIAytCxZUpUXb0WGrSP+X7ywLcK8YeYEJauvYrZCLGtIozTYfW/GOe+y/fx/PPPv6aEiowxbG9vY64aNRBq2i2+wkjG6kcIJdBT8TkrIhnbCRyhyDEPwbSoHPK0Rd13QqQeMZg31Oo9wsDeG2nM4GpDg4inDeZyrgHBVYFn8f4GMqOtWzkixMc6LE+vMiPbzLLFvGwxK1s0aNsgIPWaE64aFJfmgFu3gGKtMkpdd4qfsU36NIDUVm/fJFwyy3wmfxP57+TkX84wHUNwJEDuCJB7AqUSlg2/nHSzy/IjF1LZnl65bVBW+Sy3GKy8dPBQwNu33s6nPvWpV1xR86YMCIwxbJhZFmUdR91zlQCVXY/JUQndslhLTIWKGZCJBg9V0/M6BgemSkxKUO+SV2wGFyqXX84IS0tXiRmwbab8onNgQSaF4plVrzKx55wfULVAMLvYl8yLXBYUmowrZplmvgf3nCchZSVf0nI+exROjZEv9TolLoCB9W8ADUoysdavpIzRpyGOvRD63n3FTnAdhVvcDpNczo/ynDnDgJjb5Tz3BF+jJl1SYgXAmSmvYqgqhwWK24EPZ2XLVwC6FrGbooY+LZo+M3MBylM/fjfjH/vYqz4g6Ha7fO5zn2My/0+5R77mZbFddjrOARl9z5kPbR9bP5ea38zL0qvucxoSEAaKZk4sgNB9gTOfqvs5VihdDoF4pDJQAK8Glqq3ybJcZVlWOd7aRFYFula0aNYoXsAGBNRRgGCCDQiMlogjtLVwVaWJzRiYY2COGa6cUPVB1eho0JA2fbTtds7czuODN7L9+XnIrH7GfJ/ZpS1Oy0WOy8tMs+PpuU6VDlw7KmFgFGzolllXGnYaH9tmkrZRdFYiA5qoroG7l8stRzeGBNRI+dz/8ndo/v7vv6YCgjzPuXDhAuYohO8LrJfAEIlyiBLMUBkFEpnC7rds5ZvhRXdcECBubtQFWQJxroStSCWJL1pu/TGQfsIe4ypQ1ItVJrlnkDuE8EyIVMKSBTFUZlrMTOwygbKdnGJqSMairHNSLjEvW8S+719jYJSZcmAKcPaYVBUQyIBEHKW7cGe10G1bD1V8VSA5TWkxIOGF/BR/nD/A5Y+fJPv9HHMhQ+aF4GxAcE+AHEExFBWB+rC4BllYmDINZVTwKRJtCWT2uXCdWiHOeKmiLZnf/Ls/z/v4B3zyk598ReflTRsQdKnYUrhq6zfo0BZlHOrGhAUM6TLocBi5KDDPCZUM7SadEarTYZRhLJpTGgJVaBzbZlnUdlgNfTK7wHe9yI9aK5U2aZvPACOZSSaFl2LPqIRwl1t5MTvJJTnKU/ndTIsi7kNylmUVhxB3m7rr/rrWQM/SsgamyMgb0mFWNjkhKyzIOqCaAW1TZ48J9o2yM7qmanvGWgG5YoOBi79/GvYM6++YZTgT0GKclpngsjnKy2aJCim3yCXuCF6kKXu+hliji4BnQjiq11BCb6LUMnrtC40IXaA7cgM03atw5HlOkz1uD87boLDiba7dZ6nUONVG7xMTmXELFAxIs4RsGJIPK0q/isr1WjhsXw2a4QxL87wAC+piV1QRioCgRo8mCh6cZZM5NplixyoSUhgZgeICaijDYAwLEDSYWWBcAwbZEWTLSiBbCpY5kbN9ssK1XAGViQzITJehddIckLDIOu+KPwNv0yw9lKI1oAJDaTHvpUKGBvJ9Kx+LvcfLOh1u7m0zyUVzgpeuHsesVwiPdDk+/zIZgfcxcRuLazUMLAOoJl0qknJCXqZz661cuXLlNUVB7PV6vDP723zh7L/0cywbhgxCC860SHjjNiq3STl9iVAzW6MFb1veFqRnUfSVSDd1lxVP6JfMWPGifkI+zHSzjAzJyQ7Hpq9wQlY4Hrysc1K2OC4vsygbnDKXmHg6Q87b44rQqlRFtSzWbmtw0Ryn49fFCgdWNE4xPEMm2aPJPg3peMt3rd4ldl0OvDle17mOGkgZZ8PM8KnBW9n6X+dIfzrFmBcRuZXgrkDbJUMU81DK6oMoU5DhMNc7sReNVg0oQQTd9K0yKmzkrJInBBoWnzCEj73n5zjz1a/yla985RXDE9yUAYGIkJmIWqCBwDhtNo0i4d2iUObWu6H4gRx1PzPktjSkz1MEthPFoG8nHBBXB57F4PT5m7LHFCrg0qDjOeSgJfya6TErm0XEaVsTLnPLCOhKBkY93WOrCuioho4tUAZGAVaIdpxdn6k3aDNGz9QYEjBmFerKIh66yOaKC7CUTMtVICVmXDrqFS8ZbWlwWi4w+O6Yg6zKfLhFjxov5KfoUWHXjANqHd2wiN82dUXH++sc4NgbLqPrWqpbQsqcbHGHnKdpnRUTBuyHdT7/Pd/DL/zCLzAYXC8c82oaxhjFVwTPWZOqMbqmhpM8HRptnSjgcJyWadI2al/lgoG0byma9jXdgh2GozQspTEWFSJ18+xTocsYvRF6aVnQx7FSjshVTsiKOrq1dnVDX5HC8nhXPNWQxFYKamDmDOaIxQ5UgNCQzxj6d0Grpovnppllg1lawwk/r937u+pEkz2OyCoCtpqmZd2KaHbvbI/1uzMuK/waXFIggte4yIi8yVjbqIvnyeVLLB5d98qgxbWwFUbJ6JuErhSUTNe6WDFL3DI5+ZrTJBgMBuzt7THoxQz6dWiJlvVbRjf3Tqky4PABbmTG+xUQ2Ti1D0SKvZJKKbivokyGM0BkjZM6YNaAKESOpBxbepljssKZ4IJKbMt57gqe5/jz28gXAuRpQb4sXHkx4hLa1dhH99+3Akf/VsbC+9t0717nGvPsU+fA1Ni2WinbZhIBpqxRUdO0iCQnNhrxOo5O1+pQlMGo18w8z5kzfO1r95D9akb2ySHGPIcxq4hMwdaMKgtmRVBgqqrk6NQX814Mnai4njdqCQAld48iQKjo300f6JiCohjCgw8+yMbGBisrK3+JGfDvP27KgKBerzMnmx4kmBlXGs2I6aP0rICKBGRGRUccLQWjVKgyL9xRjgCaM3ts31EjIESmIXlrh3uic9wu55kQBVup1nW/VH4tPObBEJuUuiQ+k3cUMZflODOllMRjC5qyxz1yjruC5zjZvUIWCdfiBVZY0nIndcuOmGCHSQtYnPCUQRf8pGj1w4kCucy0UWIO1NDMZ5F1L4KjNMoGi7LGw+HjPGC+Qj/UG8Pd2q7lMCDxGWpKwopZ8pQtJ7N8I959RmAZIV2Pf+jbGzEnoNFoIK+BKoGI8NX8Tl7Ib6FBhx41GwgGFlRcsyqGanfcM1WGFtneCDO6gVKthtkoHiYJUr+Rut7nkICQwONjYgsgbZTAT2XWgevHT7PDgqxxSi5zem+F4LLAWlBIFe+jdEOvMIiWOscN5pghO5vzfPMYu2ZCK080PCOml9X8Jt5iwlNnGx782LY/t+28DO3j1K8jlwmGuQZNG2aWa6gKaJmu6apg07LDDLveK6NPYp0jJ9lk1gfXIbnHbbh73rGDHAUxxAGQI2+lnqI+JK+FeXmjEUWRZugd0SCgj244LosFxRhMWH8C7HblNjKX6WZoeX/CChmV7XtDoKoSxWE4pLc+iVkzmCtGPQyOZyzLKncFz/L64Bnukue5d+NF5EkheDpAvirwkrC7Zl2Z7ctXgDuBY0cN+RjImnDL7Aa1pR6JGZAEyhzRYHKZPSbYMlPUTI8xV91l4INIR8OOyHEusykxT5u7OP/o7WS/PiT7vYx8fx1jHKBv0uLMAjim+AamQcYMZjuk/0wd1o0VKNI9QkI005+21yqSG9MRy3iDIVql6ZSuaQT/z7t+hsHnf5Jk4yhp+hfpiX/946YMCC5evMglc5bTwUU1PglSpswOLTPOjkyxbmbATHEABBIRmkA3byl65eWh5VNdDM5Ge2QPnyN5eGBNL1ZZZN2Dmhz/OTMBsfSZZI/YZvJdtNzo2gmut9ulSle0jx7aRRnB871n2WQ5WOVEvsLEy0PoCvm8IW3GtMw418w820yNIPcdrz8U7UFXLLXMUQq7pkZb6tQCfY/ADGlTZ8/pA0jXOu9tAuowpwCafep2E+uXxDnEhgUuqOjbAGLgDJdsYKF9Oe17pxbx4AIEpwURkdGjStvU6dnstkeFVuvCa4Lv3e12af3YMr/403+bNwZf4nRw0VaRegwlsLiWSS1rGhXDcUFdt18j7cekPVu2raQkUU4YFBtWYL9PsMeM7Ph+uKs+OcMsVcVUe1ancDnNLhOyxwzbLMg6x7orBBcFrmi5n12QTSs21EdbBoniBMxpg7nNkB8zbEyOe0FQDaaNUm2ps2Wm2GGStmnQpYLDQ6TEbDBDRMYUuyyzyrTseOCXk/jOcUDdfZqyx6JZpy11ZSawwDUzT5eq38ir0qVnaqyYJS6ZZVo0qVgwmMO3tMw4G0wD0JR9Sx3bK/WiVTY8IiM0mW9XDAmYll2Wb72V5eVlLl269ArNoldmhGGpt11XRojURRHyodGsv45WCOwmJBGFR0HZzrjuvlQeGEYrW2BI+xVtyfpAQZia2+WYrPA6eY6z8gy3711Bzul8NAALQGSYHBcmtwxHD6C2AOYuQ/6mnOGtRlkvNcOgAbWsy2kucJoLnJdTtEQTp9V8Xo/FAlATY0GqUgIeWvG4AQmt/gR7V+bIficn+/UB2XPnMeaLGJMhUgWWgKBg1TimRSSYvrVyvmLgKiPukNIQ5A7R4Omw7gCMYgzQ73qr2QBiaIrnRRD9UETz52deEYDhTRkQnDt3jjebt3K6+xJhBq3xMTbMDNfMPBdyrBhFSoWQjJyhOMpVEQw49H25dBiiKlaLrClmwHlg21FQ/HQzDkzGgdRIShzvgJyaOOvawq99aAJyiXyPqmdVDedkk1nZZIZdwmGm/G4MaVL0eWvSAwMtJlgz8xxY8FlucQUu20IUGHNtuMDOxQVWppd4afoWHs2/iy0zxfqfHlM6UAeCs8LdZ5/iruA5L9bUlH3Gpc2BqfmM3rUenJyna39AoeHtKHU1uoxLh4DcO9BlhL5NEZLRpcq+K/86YCEZNekTTk/TbDbZ3Nz85kycV2isr69T/eWj3L76bj72T/8vThx7iaa0mGeLI7LKmHTt3IvoO5holjDo2TZBmJE0OyTJKCoeLAjO4gga0mFB1lhEMSJOjjelUpIqTmiyx4S0mGSfurSpeGaJnbdd0dbApq0MuMXaLVLjKF2sSaFAaLUuHC6lgxpcbZsp9pjgwNSIJfXtq9SCbF1VS41hMpwqIqL3Z4yCHKuWQbFpZm1brG4Fvia0vZIHZGGoPWLqyl4B5mWLGQqQlYIKawS2iqfqkS9zXF5mTrbICTmwwWnLHnfbC9Boq2vTzPDEf/N6jv/xH7OysvIt9aP/Ro8wtNWBnoL3giPaGs23aqrBu8eo8NCQYl6UdgczdC0DIErISa38cEZSTa1roYr+SAXdS+eF6skW98o57g3OcVfwPAuypiJXkwaTWsXDFDgQlWgfF2oGTE0R+/KSbp7mTkPnFuFyfNRjkpK88IFRyq+CUt3941U47Hwc9GP6/Vitlvfqal/cssyAuiAyB9xHENxO9J6Q4J2qT4MaKBLUuyTVlCjK6XaqZNEYcsSM4gq8CqT4yitVwJo8ZcOQvFOzqpAUZlJDz+GAqn1uRZ8bPBTwuk+/jrW1tW96S+umDAi2t7c5/yPPsvHL0yy3FJXufbCdrKTtyTvN93KDAMr0Kx26mMZeOKdLjcRcX4Ipo/1n2WSRdeat8crh4YKNOh0rhJFaedg6XaOLVJWuLoB0CbOcQQKD8YCtZMqbBr1kTnCFo2yZKQ/IAzz4aotJLuQnuHTlJOaZkPxZg7mQMViv8uILRzVSNfvAJvL/s/fuQXKd53nn7z3n9Dnd0z3dMz0XYAY3DggQBEhKlESKMiVLti6WS7ZlR2sl9q5Tu85u1t5a25s4u6lsKtqtpLIupxJn14ljJ7Zjx7GcpcpryZItOZQs2ZRICbxDJIQ7AWIGwAx6Lj3d0/c+53v3j+87pwckZTsSQVLkvFUo3AaDmekz57zf+z7P75ESIMiU8FTxGE9xDO+wh/dBn+CHetw1e4opqbNPrrLgXSZiSEPL9Mhntsxom483fQhYG2PdNQbW8zsQlxGhOXeiGz0Y0hVIhWbGJdj42AT7Pr/vO74hAMuJP3nyJPE/EZ7/yUPsuf8yM7L+ogd8RJ8Ej8A3xMVBdjNLaWvpmildyaja5iwddaaOjwBjB/fSthMCibPrN3WCpFZX62ryKGrbBtCtAUtWFAiMMMRpOmHB/X4Ta8edsE33ou5hhV2jqRR5AgzTrFHw+hj1bIw4NgF04JqAlOSZ4LOhkw4F22XCWTRrTPN8sp+LeoAm5ey0bqlwCWPSJfZ8SlgrbJos2scGE6XNQfoguGFN4XQv6dQttS2mS4Ps9SNkQyeyyVwoA578uU9TfGaBRqNxU6+dV7Lq9TrmWcfhnxdMMUe+0ibZlTCsOEZD7KP9AHp6I2Ancx8450EMEojTFfjgIoyb1yfRJd/eh2ogRQPzgnc77C6vMil1QFnXCXLsZWN3m+pcncnrfRi3D3zpYJsCo4hiG9MxRSsKc4pOKYkfkKebNbxdz65mPeIM6Z2Inx3+UgcKWDFrIeoSRtax1q0WaCUlWo0ig0oJ7x2CVGaYv6PN2/3PcZd3mnHamdi6S4EtLVLHhuS1ikVaMyVaSZFuO8+gn8P0QmgGTp9hQ420kYo1Pfo9G5ZESZFZt1Lw7eRBU/JjioQGxJesWZmYmCAIgpu+NnhNNgRxHPPUU0/x4G/9Hd7/t/41W270nJaH5ViHmsPgZ2I+yH3zd5qV2otEIZQcsfp2vE2RVPlcpkleetmDsU/ofKvbIEipsE5DVrGkq+f1FrrkqVLnVrnIQVlkgi1KdIgGQxLfY6tQoEvEVd3NWXOIsBUqmgAAIABJREFUJ/XNPGcW2NwW3mQfKkJXI2qX9pH8iWI+l2COJ6guuYf/JjY9JscoZQZU7TeLrOVhrYrIDFpR9LQhrkU8Hb0F7z0eb77nScbUQm8SAoq0mJb1zCcfq++cFLnstJoyCwC2HJSnoeVs31uh6WyRgWu8zGiKol62Ynk9lKqyubmJOW/wqz4f8j9PyJCmllnTKTpqVc+7pJbdnNIHZka8ZJhdV2MONtSiyBYlmjrOmk7jkTBGj7ILrrLqeEviK0iPNBmxRZEGAZEOsiY0EZ/EBQ7hYy+XNbcyMKCzCvPYE5Cv7sYssAwH/RVKUy37wNdJlxg6SZNx1rXKBTPHku5jhVk2kkmS2GdPtMyCPM8eWRnlfIifWQSBbJWUkyEHuZw5KtJk0gEhHgbUtzdjxknUTsv6RFnTmmOQuQdK0srEq6klLceAcW1nwlb7NSpl/0+LIgXpcYQLVDzbqDz5fW02q1WazebrYrUFsLy8zPDvD5H9gv8DPnLYo1spj8b/mThQ7doAbGPQfgE0B+xJ/bpL76t5xOdDek8H6LMJGifZukEOC957fKTi0VoosqR7wcC6TGbr2RlZY8/sMoe5hlcX6Gh2EtdA0XFG06olwasJlROGytg6OgFMK+29gp9LiBhSdJPMtAHYLkpN70HpZxpjha27g+sUpnrMTK8zI2sU6GHJhVN8Nn4/q0wDuLXTSJxo379do+X8ARRh0M+hzcBOHBpgThvMCcU8bTssb7+H3OYh84JXcU6CkmTNlrCt+eqnr4giiX2bP/lrv8H0V7/KtWvXvo2r4S+v12RDABZf/Mu//Mtcu/ZRGv+gyjE5wx5ZtgIiL6GizexkYvfdRawve3QRbz8RbGcJpDfnFKBjHQL2VKbuqhmotbWkWN5ilpFgspuwIaDBOCfMXXzZ3M/ZJ++AKrzj4CPcKhctWljaloUQRm58ZXfzi7qP83oLp8wRzm4cIol9xopdKsUt6u0JWl+vYh4xmKdjzBOKrrdRPc2oEUjzSQtuKrAfb3oM/8M+/k/5HD38DHvkFBWadMnzpHkzK5/YS/KZBG3AicW3cmLqbUgFSofrHCue5RZZtKEy0s34Bqn4ZnvHnVp2gOzvQgaZoCukz25puUCeHiXpME6bVa2+blTcqsr6+jpefY7yD0zy9B13cP/999P/h9Pk6VN2D6JU1JZNTdyaZeCu2RwDptik6Ebvir0mc0QUnZc6JV+GDChKmwmaN0wi+ljQVIsiHgkVmjbshyIbhQrzc01YB5rugZ9+j4TY6cAY1l2Qwmn6IA2YDFv0x0M2KWdToFTs2qNASdoscJmF4DK5YMCE292ne9vttskuBeo6ScfxKtLPqKV2mmZBYNuogtuyDXx3ALCTtn5G9SzSsquobYotQZw2aIUFz17P6zrBVZ3LCJLp9ZquGBtqm/HdUuP0Dz9O8G/mvuOdMGktLy/jefN4Zzzes+d9/Hnt4+hVtc6AiiCzYkVyBwXZB1Sc0i22X0tNpwbptCD9fQSyT/CrHrzHQxuKnlfMs8amyC7ZHfva3Bz+QpzRX1ORfYEuXQp0JoTiXudo2MKKXLdGOhfZxEKwpoBdiu4Vu26owHI4y7LZlU040xVomlqRXoGAy/jwsz8bc5bcAj22tMgl3c+GTrKxOomJR64vLzCYfs7aCVNb5ks5CVKGg9MLyH7Bnxf8D/sZ6jkjPUYgQWwnLL0QDQQCtZOC9AvUxzZlTc3WEUFw8x/Xr9mGAKy48MKFC7TNj3LYv8iY9IAenoPdNNzLO9IO2BtddoLXEcUPuOHGYX//4odTXSdoMI6Poc1GdhGVsHGaeaxorkWRdZ3gms7zrB7j3PJhdFGRttBYKNOkQoMyfc05E5VhVad5XvdzSo9wSo9woncXjS9NoycMFGHrcIHW4Sk7Mrqk6DWFGpaAlX5X0kHV/lrEByYQuQ3vHp/g/wj4m9/9cX4++FVuubJu+eIeLM1W+WzyfXz2xz/A1957L8n5AvplQ/LZGAJofrDCY+99BxfvO8AeucYBrrJfrtxwCkvT+VI873ZHRVe3W856hDK0yFn3QIuwEbZ9wldEKftKljGG9fV1vvKVr3DmzBnuePQOHv93H6dUaeMHCbv9Gt/lPb5t+mO2fd2s+LNLj7wbxxvSyYpl7qcrpBLtTLCZnrY1u94LGf8hxmMouSwR8zJ7Kd1xlnL6PRJh+QObbOPU62iP3BdIFC3B0vhurrqYZx/Dfllit9RscyNFK7JVm9nQ2wZdGlDE12R03UjitCm5jKvRwKZA2qlJnNkkt3/fJviEjgEyRo+8dJ2rxn4uPQq0tQSQaVgyvDNdhppjjSo1Z0vruo/Rfs38TEcAdupSocmd//gUG5/Zx8WLF2/2pfOKlKqSJAlJknD8+HHGvNtIkgTP8/B9nyiKiKKIarXKqZ/+PHLQpfel1L30tBpbmx1Fya4V2cfIlrioGAwSe9BXpMpIlOgOXtmBQQYWNqSXGaspGMEFgdom4Po2J8ymdcIIipl14tdbleenplkye6nrBGBdXPMsW0ooBVo6doOG7IWW2D4h5/UgvU6ebjtvo5jzAyrVphNI2hoMQga9HIMoHO3+2fa5pVHh210XYButbb8ntoJDeqmTIxjFHwejQ6z4oHnJQo8yQSKw+v6nCT8+d1Pvoa/phmA4HPKFL3yBD/60x9av76NIG4PPFtb+lJ4ock5XsP1FB+yO23nlgUyEZd/GkACpefDGXaNT2mtIQ8ok6lMRa5mqSJM8PRpa5rru4qrupqt55uaWaX2oSDWqc0zOUqRFR/N4kpAwogSuMMslPcApc4TG56ZIHogxX3QJcO9TvA9ZOyS+tfjolCLXBG2lNAuAofsBIvvxjvr4H/HZc/9lplm3LIMpJXLXzYRpco//dUrS4k1zp/jGriOcfech2j9XZLJohZUtitSWdzGs5ijlO+yXK+7mG2/7uo4aqPShlsKT0vK3TWVCfIyzKaZI0deTYGt7qSq1Wg1jDLf/1z+MqhLHMX4UcWV+nunpaR77F3+bPWKVwh4Jk7LBGBbB2lI74UqnUmltD/ACiNUnES87cQUkNNTjqs5xwtzF4upeqjN15uUah+QSGzKJ8XzuuuMU5UEyevBvYhMJZxVK2NAi33EISsrWtE28XNQ9wIj0l/6IHEwolZu2nIl9Ox+jID03yndBQ2KbyDYlcmpxyum1E7vVX9oMbI/jTpvLnha4ziwdLSBCZrFMnQYDcqzqFA0tc14Wbmgetk9UQhlS1Tq+N6JJpg3FHlnmK+WRjuf1VH8R8e7y5csc/hf3s2/fPnzfp1qt8qm7/7UVzBWBMqjvmBWOYZB5A12+AUVBphRtbNuH96E7KDCI0sary4yssyCLlM8nsO7eZwcrLkzsz9LF2mL79v/QWWxw1ryyNenT0DLrTLCObQgmsRHsmzrOGtO0GMvWumlZMFWBXiei348QcE3AFr6fZASZGJ9hEpIkPoNezoYxNSMX4jT6nCVI72Xu8+0HNhuib+mP2RkurTTsyP1acSTILNQIl3uw7e0jQfIK0QDvgzm8T+TeuA0BWIHhpz71KS5ffivJg+/hXb4NIUlPSgXpUdV65slOd9nbGQR2b1jKBCKpi6BHIUMf2xCY0Y04Te+L0huGDm7I1R5gtQOLuo8WRWZY5Uj+PLukxgGu2FhcGanIUxhGQ8us6CxrF+ahrRaJeafNhZe7E27Zdx6A5/OH0fPO2lIzwBJkO/ic+zGPd1sR/2cC7vux47zX/wpH5IIVouWL+AUrrulqngtmgVPmCBf0ICFDPuJ/liOVC/gY/sS8l88984MkHzfUF6Y4/pF7MLMei7KXPD0q0shSDrtayARmiaYOg0G2WihgHRNG0m/GofX9So+C9l63DUFaa2trL8Ize57HXXfdxcWP/zOef/cCk/PrHAouMusQrf1tjSqQWVy3jzwTfArac0FU9i7T1YgNqpwzhzjRvpP2eWu7Y8ZaFWdljYo0UaAmU/h31RibMMiU2JFs4NTcYzhKoZ0U6CRsemU6JnI4YMGI78igI81NS0vOTWCYZHP00JXR92fopkxpWbbFJpPUabnYpo7maafZIZJ+vl6mQYlcumiXhFg9cs5GOO6+51OMeIPyiKGhcdZQjFLwBll8ecVr3uAwGhDR1cgyRF5nU6y/SiVJwtmzZ7lw4QIAH/7wh+2p9roi826tkHe6Ah97zaSK+khGp9w2cN2O9LVmLXmt2SL+rA3WmmaNsliHACiMiRMQgoaWiaiJ2j+bw06vAN0FGimyJYxfT9g9V8tErg3G3cS2Ck6L1aDCRn+SJB5xVuLEJ/AtWbBSbG6bGKeWa9sIDPo5Bv2QYTsP7W2PyCoQOPwzllLo+QY/iBGEXqNo459TlkAah5z2ounP21wc2cP/pW6LN7g/rP6g17+IyO6bpnF5zTcEYBGcx48fp/72Ov/sNx7hw3d9mh/y/zN7ZJjlYaeJcyW3V0yDL7Ldt+RdUJHHOlXqbq/YEnuyyTkaITjftRNvpeKvtLXI06NCgzWmaGmR59v7aTWK3DK/yAzrTFGnIs0bTif2/Q8yt0GBHuX9a4SHBplFalrWiJz4apUp6rdPUv981XpbtQuMI7IfAJFxRKaR/R7Bz/jc/mOn+JD/eQ7KIgAbOkFKuEsfGmlm+H65QkF6zMl18tKnpxa7Wzm8RuPD0+BDcr3A1y6+E4DqPTXuzj1LxFm6FFjVKVoUrVrenc5S/kC6M09vtEHWoycY9fls8gG2tj73Sl02r1q9UCdhjOHcuXO87f/9ME8d/gzJLo+3h0/R0iLL7AKsG8HDxm7bsXqeWH1r1XMP1AE5NinT15A1neKSHuBSez/tRpHpuXUW7j7BgjzPNFYkNSNrNiPA3W0URjfzMbcLzqJtndugDO1ZYUOrmVMkJS4KYvMJGKOhFbfo6DEldaalmaG9YzwEIU0bTfe5qe2wQI9QBozRI6ZOTwqZ1dXgZ9TLG76G7u4YiAWRDTWkoeO0rGSXMfrMyBq7pMZYKmh0h4EUWTxwzcIgm8iUs8TKlHtQoEe//0LQ/Buj0qkWwOOPP86h89/Dhb/55zAnsKwkxw2SB+at3kCmRuwCDQRpYD32ZZBdYh98bTCNAoPZNGAusDoqr8j4eMM2Eu6hKb5YIZ0HWhIYaGaD1F0Ku1wDy0jgnWNAjM+mllnSPVzQBVZ0Fxv1SYatbcdtP7FE2mKPMd8SPg0Wr20Sa5ns93P02wVoR7aZaWBP+9neX8Dl1pA4s04Ewzx2ddJS+/Z97Nol4UbnRrpqidPJh44Uby98EqcNQpJCj3woK95tQnL65Xi1X7q+IxoCsDfVM2fOEHzvLr42P0/t1luZm5tj/tf2cMi75CAt1vvd0DA7XeSl5zabhpRYmKg3Yg2QhtLYWNh0Z5meKtIbik/CLrnODOuUpE2dSTxi4tiHtl3ypOPSjiMOejhFuXtfRdrslWXu9L7BZH6DMfoWjCTXs1NfKnacjOrUoykr5KGNXRHkgXG8XWW8d3l47/OZ+Gtr3CoXs/83vf7t+HSaVZ1y9qvkBuugh6Gl1gZzVM6yb+wK8t2wqWVO6jHOtg/RXh+n7DfJu8nEpNSZkbVMRwFkD4x0WpPa39LyxdChwLLOkvx3n/qODzf6VqvdbrO8vMyHfv1/ZM9v38vfDX6VZ80xPpt8ILPRKZql/FW0SSIW/pQS/jaYZFPHMQRsMMFKvIv2tSok0K3kGYxZwWpO7EO3pBaQNUGTPb0V8hccj6AL6gPjoFNqA4zGlc6YRyssUtcJVnSGNZ12bACLs06XFClKu0uBGVlzNMWYFJXdc6ukVaZ5zizwzPodDDdKNi45cGz7WLYR8JTy/Dq7o+uZVmKKOtOynq0UtgtXUwGlBWt5lGgzK+sZW8QjYagjkijcGH2c+tPTdWLGA3F0uyR5MdzsjVZLS0tcu3aNo//xPdx+++388bF/BxuKzgte2gQ0bsQbW/Gcg+4Ub1wbpOLsDhFbFKnpFLm5AaVOh3zXgbI6FsijY0BkV1k6rwz3Kaulik3GHLQJ+ya7n1XY4ipzXNU5ntVjLDb24gcJpXIbf7LpPhshTcxMG4GMDdIPGfTsNCBzCaTuijwwJRlBUJt6YxBU4nQVechWAdmD3P3aNQaSNd7OPbANBHXDv9te6ftwscgy5aBIN9EB8x3TEIDtYIfDIZcvX+by5cuEYcjcw3N87/d+L96/eivf7T1KVyNaVBiQy2xwYwzpAy3GLM2Psg2lcajTgovSDGXgfPP23GHJbNZrb2UgxknrbFDSHlnmSOU8K+VdVGjYlQBlRxYcUE5XF+qTOHrWtKxziEsZXCVMme5YkVZLS1xljsXaXnTRWO641txXIEYkh+yv4H/I55YfucCbvFPZXrqnEb4YZzsbZOPXdI9bYYsxB4TpUKBHnr6GjEmPWdYpSou6VvHVUC3WaRTLTMsas7KOj3F0uK3s67rKtAPJFN3NN+fsXN0MZrShEzyWvIU/PPcRZp9+6+vGZfCt1MWLF7ly5Qof/Z/ytH6jyLvPnuDI0QsMNMdZPcTXzL0s6l6H7B6RID0SPLEPufT0vKrT1L++C3PcoJeUraMTnLu7yuZbyyxwmQJdpmWVnHMm5DddMxAAs2pvui7MCM/eYLphPssUSKcD6e9T299QRw/ZXEpMJKChFRrAGlNOe7CX507ejnlEMY8YWBqi61Yoq7qJfQKMI4Uy3p3CxuFJ6ruqyILgHR2dLqlCbqpNFPXp9yP8IKZU7jBFnZxLcsw7VHYqFExFl6ndMW0MUkvaSDPQtNZMttmICXcaAldJknDy5EnOnj3LLV//Old/6VGYBX1UiX8lQc8bu+68y0MWxHrv3YleitbFwCxQVIz6dKVAQyvUmcimiDNja+weNPAGAgPXRNj+E51X6reFLOpeOppnL8sUrytSEybnB1zf7bGoezhrDnFddzHQkDA/YNALabQLmH4OLxpSKHYJ8x6JZ0iMXRGb2KffzzHsh1kOAT33oE1tgUWFqA/90OZANLGkx5dyGWRpkYyeqi4AzMvLSG+RtwRCTeOS07XC9idxXkbJkiVBin1y0RAviBkWx1621/el6juqIXhhDQYDLl++zO///u9z6OmnecvD30VI3wYfqUdLbAAG2H1rj0LWBLTdCN3+XZ4Nmczob1sU+aWv/j2+55d/AmMMX/7f/xP/7Vt+h7dxgrx0yWlohWCU+PrJe9AaXK/sg6py78Jx9sgyOYZMs8ZA7HRh4JIKwYqhjPiZXazhRpcNrL7grDlM8oU8etpecSKFjC8AeatgvV045p3hVrmUBTCFEpOjn+UuFOixW2pWOJWijylg8DLbVV7S07441XeOObnOrDeCB3Up0CEiUQ8QJ/hKHEI59f1aJkPqmmm4puuSHmD6f/1zKn/8MS6vrNzsS+I1X4PBgE9+8pM8+eQBfvAHf5IwDLnjjjt4x4/8Ix7S+7lgFgD70HrLxz7LYDDgj/+vv8OduVP4JBTpExLiMWUfsEuKOa94FdAFpd0pMiymGRuBRbRqmcJcj6lCh9iHQeSR+I7gmRjGOookECYDtueFpU2exWHns1O1bS4tXGlSNokYuKyMIhf0ICdbR2k9WsU8atCLChv2JCnzNkZW7qri3TdF6Z46x4pPZqwAqy8IWdFZVpmmlRQZ9nK0zlfpPzoGCXhvE6K7h+TyVmyYp8uY9Blz8u8X8khSq2za2KSIbas5GlWqNxgQvm4shy9XDYdDzp8/z/xP34nv+3S7XbrdLkmSED0ZkXsmR6FQ4PrhJ5F3eDYToYxztICuC61bimy5QKpNyhRp06JIiTbdsS2KvmJPUtjY7QKYWbVWQJ1wIuZNdGwDxoW1uQJnkkOc1KOc1cOs6RQbgwma62X7AO/b5sL0AtqNAu3ATqd81yD4gcHEASb2oZ+zE44pIEjwoqEFGAUJXmCssDAoIkFgA462V48sJGo7XTCjFebJVnJEA0QE7YVIAydAZFtMMiO3wnZSZN+2uF5iMcoiN29K8B3dEKTVbrd59tln+a13e0RRhO/72Q8Rwfd9PM9DRLIQk/T3kefh53L84d/4dSsaccKRwQ8M+HL+y3S7XaIv7+VzMzP8zq8+zfvf9SAFrJr1z//P7yH5zUGmhKUIj/3KO/j+D/7n7GNL9+spw6BL3o26mrQoZaryVZ3mhLmTJ//oXuJfStCTA1SXUd2yUwGZR3LjeHd6eO/z2HX7ElMujTFiiCGgpQEJ4/TJYQgyFfaEc0akEwMgC9cFO87rOgXDmFsnpFkvWzrGGtN0NLJKckfYLDgthAU4jXzyYBsI+00c8qw5ivnix246UOM7qbrdLmfOnOHcuXMAVKtV3v9H78eYk+wePIXv+/T7ff7gySep1Wp4v/3bfCUILKns713Ee59nm4FL9kHr3efhf9SjOL9BZax5Q9CWJQ7us5Cj8o0n31AGTHhNihU7pm9o2WUJWMjWou51/3Yqs3DlGFCSVtYM+MRc1Tku6EFOLx1FTwSW794zyFHB+6jPrYdOc4dnORdVqVOizZDwBlR25FZ129dNAz/kQm6Bc285xJW75wgwlGg5TYWQY8iEbFGVupsQBPQouImerXT6lqaYhgyoyqb7v+wKIf0/S9Kh//Nn37Brrb+sXup7uNezX8MwDJH3Cf6HPPuga+u2k6/S2CizVN2TTVGtoNQ5lHKwZ26FPFZgOJxQNkoWSgVwRC5Q7TaItkCMdV6lU6iLegtLuodWUiKJfXL5IX6xhx8kLmdBbIKobw9JifEY9nJ02gVM4tn44moLL4jdutUJDBOfXrMI68HoYV0Br9zNEg79IHYThhDpu0dpFNum4gVZD0nsY/o5tG1Fh9rTGycKNwgIFfUFabtfB0AvJInh7fwQX9lZGfzlZYzh6aef/tbfwR/8QdYkeJ6HakK7bV/UbrfL4uIiY399H18tFEZNRasFxuCHPv3ew9CbwfyRz8r3zdiIYW68MQkjP2yCz1BzrFPled3PQ+adLH58geTjCXrSbBMSprqBEDksyH6BimDcjc6efFy5jyvd76cnvE6GejU3xOWCZimQJdoEsuVOabmMRz8kZF0neF4P0NKSRe5qM8Pl2tNdE2G0m+1qnhXdxQWzwJGf+Bifu3TpW39dXseVrk/W1tZ44IEHvunbJUmSnVqDfzqH/KL9thXAE6FSqXDwkYOEYcijv/AH5G4fiW0tnc+n7uxZabOY5sBXaFp/vw7Z0ElWmGVVp1ljinWtUmeCPiGRc/CkMKB1neCCHuRU7QjJk3n0WUWb4N2tRD/W5u6pkyzIZarUXVyzbRZ7WsjSIdOKHHwpHd53nY1xVadICDgm53iH9wQhw0zQ2GKMEh3G3HoqxsumgGlqYk4GGR3TXtNWc9DHhoqNqHZuVaA+zfMPvSFdBt9uGWNYeOR+Jk9N0mq1OLfyJeQeD++wIAvCoF9k5fZdTE7Vs2lM0aVjFugSZl9yZRBJpg2ZaTXI1cRaECegPS9czc1z1hziOT3IVd1NrTmVfRy+n7hmwBCGw2ylBaNmoN+PLHxIIBfZbALfT2g1SySLBfSMXcPpdaARQ0myzyOZKmBcOiQV5zoLEvsDCzLygyT7OMA2F0ns23jkdaxOIa10IhC/4GfU4ozb9tfpFGFra+tle81eql43DcHLUekN+pvtEDudDp1O5yX/Lgy/i+Hwk8T/6TYe/8ybOPFLb8N/d4+7Z5917IIuB2WRI3IhSxlc0V38kfl+LnzqCMlvJuhSDFVLt2K2vA1cgd0nBVbgIu4iSjf1MApYihjaUzsjoFCIJQYm+Bmxy75bi8xNo4qN82WEWI94yTkv0sjQruQzRGzOAYcSfFbVIj5Ti1nIgIaO8/CJ7+bWy//oDa0beLkrjuMXWTe73a6dJHgesz96F8994ASV/7vBjKzRYpMO9kHZ1QIv9GZfZe4G7/9IHzBkSjYoqQ3VsqK8gKaWOTm8g40vzGIeNOh5Rd6i+B/1uPfNX2O/d5WQASlYqEXRvn/J3XD6T+2E6fWUMkC2/32aDZHCsAZqHQ5DcqzpNIsUMOpla8Exl/Y4I2sUxK0T6Gci4apsurXXjeWLDRBb0VmazeaL/n6n/vKK45jz588jIgRBQBI/jH/xXei8b4mICwP2VZc4IFes+0U27OFCLNlyEEJUshyMxB/FYCc+BBNW+Lo+NcZZc4hT5ggnzTHO6wJNB+4ycUCSeJheiJe3I3/fT6xGJPZviBuP8gNy0QBBGPRztGuT6Hkwxw3m+BBzSZFZwdsj2SFMqo7q6IBBbMBw2TrU8Mn0BElRMNUYv9ImiX0G/dA2H+0IbWAnJ+nEociNgKPU3JK4XweaCQ+laBMWb7YDZqcheJlqMBgQBD9CkjyAbk0w+KkSMMPx4O7sq+z/DwFv/sfP0CXPan+a5hPTJP9fgnk6hr4d/Xrv8pD7hPy8DVgJ3Kir28mT1MbgmsK8UKbh9P32BJRG0AZi375Pjj6TDJwQzY7zbYqW5xqBNK8+DWXq4tHRCNnGl/dJmJUNpmTTPfynuKgHeC5ZsDHLbh+bTgsqam+ol3Q/Ez9+J6euX38lX4Y3bBljMMZw7do1xj95K8/8/HlK+9tZGEyakZFjSI7hSGm9rRHwSRzOtZuJXbvk2WCSC7rAM0t3Yx7y0ScMes36ruQeD//HPd5x+yPc6X0DQTJIEYxitdPmNHJ6FmsLTkNoPAaMskpSXsD2yDKDBVz1TIGaTnNV5+gkeULfNqYV2WKSjYwVEjuLG/Ttyk6HDGgzkJEwM3UYoAoCt/3DL/Bbp2+ip+sNUKrqVrMLeN/j43+fR/6+BgfLi0zL2g0hcRlAjhyNQgmvYEZZKs6m2hlzQgRgVac4q7fymHkrZ80hmpTpEzJW7DPoG5u46E77fpAw6OdIEv9FH2O7UURrkzYZdknRxcTiuvcL/k8G5I4KufkWUTTITvwm9vEdd2Do3m/PpJioAAAgAElEQVQce/QbJbTmoxtATy2r4ZpPp28bFak4amFkf00kWfOQCQth9CTefhaN7dvLLEglxjzq3fR47p2G4GWsOI4R+aj7nV09VCeqBEHAyspXiH8l4clfOWYvmt4Gqk/jeXcgd9odsHePhxweMDFbp+S3nfDPPuDXi5Ostwuou9ca99IFYsgxRJyYckiOrhYYuCnEUKyoLG0I0ptsiTaxjOKVISW/bd3woEhPT+BWAhoyR43AS7JVwuOX70XP+C4NDb7v9/4Wlx//NWq12o5i+1Wofr8P/97jkXe+m68uvIfyvlVuiS5zl3eKXVx3WZVpHoXiYzKuu4VLWc78WT3ECXMnzz121DYBqTbgoOD/uM/k265zLDhLRRqEDFljJvsYUvFejiGBJAwJHRsUIh2AhM4AFmfXuP13JstBSMv6xe0aKy9d9rDMrKyR84bZygDItAKrOo2nMVOyaW2c2suagL7LUbDhZsOMV7Lwbzr83kMPfdMJ4E791csYg8g8/k/4VG5fpRI1KUg3C0ibYY0Z1qmwRd7pRlIIV5wtNgN6eHS1QL1gm4az5hDPmjs4aw7xfOcA8bbMAUHwAxvFDDDohdmo3vSti0CvAZcUrSnaNvZhvU/w3ushswn5yhYgWRNhdQY+XraGSPUA9t7rBzbSeDhVtE/StlgXzTrQVutU8AWNXMYBcgOKWHxGDUK8rUHYpi2QIpAX/vvf+Kc8+OCDnL7J1+dOQ/AyV6r+VFWMMdRqNYIgIAzvwBjDYPCLSHfOvbU9Fcl+kKMe3u1dxittQn/gTnAhuKYgYoBX7JJUxpCikuBR02kSY09+eXqMp6RAYZQ256xYLYoEkpC3iQIMHQq2Qx/fWSLTSk+T6fsAtvm5Ywaa45I5wCOL95P8eyH+jZhydIR+v0+n8wm+WPriTd917dQ3ryAIiKtigSYbSqtSpDeTZ0Mn8eVGDUma8JlOBFZ01jpd9BDP/dntmM8Yks/bU513j9gp1js8irdvMBOsuZO8ZXygdvyekitTZHFHCy6jIXFhWDFpvHM6JUgbgRQdm4KEsohzd6uaYpPd3ipjdLMp1nYnwaaOs8yMFdpqkAG5BhriScI4rWwlNnI25Lh8+TJnz5595V+s12EZYwFG/nyHStTMgFF7WGa/XGG31CiIbdKu6lwGkMsxyCacMV72+m3oBCtYTdJZPcQqU3TbzkLqG7wgzh7WaSWJz7BRRJfETgJOJuiiwpTg3ePh3+f0WClhsR/Qq01APs4gRmF+QOA7p0E/d0MjAHZNMezn0J6zVkUu6fGosyzGrkE4b5sQiyHGrgHyNv44AzjZT9quhSNLhUxtilxXHn74Yc6cOXMzXzZgpyF4RSrd+/q+j20C9mN92NgXf1aQeahMNfF9Y4EZQMHvkRAQYBHIpXKbrlshrGzsYqm/F/ohxdk6C8VFFrhMVTazYJkXBnp47gZqU+YYncQUxl2efEW2Mgw0QJpI16Bs4U9qRYarTKENH3wDFcEbeLTbbeAH2ekFXt3K5XKY93iUDm8wPbbGbqkxwxq75DpTsmlZ7Roy4kj6NNQ6Q57Su1n88kHMpwzJ52P0+gDVi4jMo8+WMZGBPrR7VVbvG7I/d9U2EykYzGVXpPbU1P8/xFp1+5pjwmGQkbx7GLjVgdqrFOykYEy6GegqWxtsq9Hb2onXLmrkvS57WKGh4zynBzn79DH0pCILQunuOkeKF6jKJqHaZgWBFZ2l9rXf2hETfhtVrVY5fPgwIkIul+PxH84xPXOdGVljWtbZTY2q1DOLaazWbZAhqmVAkRaBpg2BzbZY0Vku6X7O6mEu6X7WdJp2p5Qhg4Ntav4k9hn0Qnq1CnpSMScVvZggeasF8D5k8b/4ODukXRURiTuJ2xN/wbkUuu38DVOCMffn/X7ONg81xxGoKDKbUJxqEkZDq11IfBobZZJGAZnHApvamtkUb3jyOh2BBNsgRkWQygBij/hzwoULF16RSO6dhuAVLLtbszmfIvOIzNg1wbyltjXWy4T5AVE0tBceoUPFuuCYwFAoWs1AGNkTTlU2mJF1qmxSkRdmOPjZyV8EDJ5jLdjTfuxsZGXZokDPvp9hHT9WGoVxVplySXf2ZLdbamzIJEMizl06hnnAEH86IVn+Cuusvypf0516cRlj0POG/r6QyliTPSxTkSZTskmFpuVfSMHFDpdo6DjXmOeZxlG6/6FM8vGY5LnngUvYeaaPKujSONp2dkegPruL1m1FQu3TopQJCQeacyTD/DbtgnUpNKhwHecqcHkDkEYcD7OmtGq5jIxLO+N1dMhn84QYLwtDSil4ABXZYg/LPM8Bjg/fjj6iJA8bvNuErdoET93+dnKzLcL8gOJYmwlp0tUCw50u9tuqSqXCs//2cxANiIpdJqJ1Cm5BY50EvUwoCHblma54AEq0GBBScOC0NBI7bQbOmkNcT2YZ9EPi2MMPYkwcMIixlMGNAD2hln3xtAt+mxe8ez3kdicILLn/3OnypGRP8l6xa0WIrqloNYp2zRAYctGAsaKdlMaJR7tZRNuRPc1X7H7fq3QoFHuE0ZAk8ei281ZM2M9Z3UBeRo2AizVOOQPasHkPmUWzKg6MFNtm4DeF6Hdv/QuDqV7O2mkIXsEKgoAk2Z81A/g2AESXHGCmMkY/8em3C3huVBXlB4TR0O6x/IScE1GVpJVlB4C8ZNhQiikuSZsIy/xuSdFpDEIKDkE8JEeDMgMNWQlmGQSp4MqOk30MLS2ywSTPmmN8zdxD8kkleTCx4jICPM/b0Qu8BkpEKBQKDGeFUqVFQEKXfJao6IttNOs6yaLu5bQe4do3bsE8YeyPz8foeg0bh7iAyAFkj9gEzsSG3egJxQQGEjj+7nfCvD1ZVat1qmyS4otTN8v2uOJ0f7/tIwZsfO2srjnVub1jd60zPXuzSIe0CFnXSdZ0inUmGDoYVo6BDeBynIw+ITl/ABUgAHPaINcE85DBHB5j+N4SR45e4D3//Cs88cQTPFav3/TX5vVcQRBQnK2P7lXE1qrqmCtVqWcMilAGbiU0SqxNNUsp1GxVR8TLqzrHKtN02nmSOMiuiQw3fFo59m8/wOrqKs1mkziO6XbP4+/ywTkDtO9c2VFKIYzJV1qEeZcT0gvptgvWEQDkij3Gij1KUZscQwve6hctd6DYt/wC31gHjotLtmsFP9MgeNEQom1NkNMy0LbfR+aEsaTRRcU76iF3Cd5Rz6YgtgPi300ofvo21l+hZgB2GoJXvKrV/4ZN7xuWCx5vwPkqWlX0MMiconEIgWCiIbhQG89Psp2p55wEoTtlhU4qBVZ4E2KRranyvyRtStKhQoOAxAY7McGW2t1qTadZp2r3v8ROsd20Y2ZZsysId0NPWCRRj2fNUa4c3m+77ouebW526jVRURRRv/9Zbnv3mey1s+uedAS7i7N6iJNPvoXk4wnmcwm63kb1GWAVmEHkbQTfvxs5KpnASWtYYeH6FqrPoI/vxZw4gPdFDzkq6J1Frt9ZYu3gdObtDqOhfSi/oNJrF25kV2xJEY9pZ1OM2M11cgwYElLT6SxfAWwDcYTnGPesCDJ5wTphg0nanSLmaSX5bIJqzTE9YqCK/0WPJ953D2OP/0v+9E//dKeZ/TZrOBwy6IVMj61nFtI08hzsvWlDJ9lgEtT+frv9OVHfhdSFWSOwpHtY6e+i7/b3fhBn+/thP8Q86mO+FJM8aDjVPUW3a6cLuVwO1WuYi3uQEwINu5Jl1jJcqPTJF7sUin267bwFEKWphuU+pUqbYrHt7LBW+ApQiZpUZprbxI/+i1wMSWCAIUnsZc1BansEoBi7uOjACgp7YBYVrSXIacHMGigJ9JTq2TexvP7KTl53GoJXsHq9Hr7vc3Th/ZwO/hSpVUevQEPRmlhOdkWhaCiV2+SiIYI98dhIWYDRTdYKqgo37GERh2Nm0nbnWmcoOXxJ6Gg+u3laJ0JA5KKdZ2TdJeRt2hhpaVLqdEgCG3rT0HE2mGSdCXTJnrpUa6huEYa5nZvqa6BmZmYY/Fqdd3nH6RPSdIS+FnbC09IiZ868CfP7Cbu/9Dbq3TpxGDMYDDJehO8HlB+rMHNphudmH7JrghpwTVFdRHXV/mfDKuZiGS8CnVVkQzCzBXAecEgdAmEmOkzFi6lIMHXDABaipH52chyQs4mkWqTOJH2XT3JArnKLt8iU1OlqngbljESY6l3OmkO0jk9iHh2iegJjTiOSJ5f7X4jjGPOQh/dIwJ+ZnTCjl6NWVlb4yMf+Aeu/+pEMW96iRINyFomeNgejhaYVknY1zOiFTcpcNXNcSg6wcWm33bsXhVy1RRQN6bYLDGslzBll7hfuYXl5mWQ4pLvtNYzjmHz+XQyufQNzuogXeXZsP4UNZuqH9NoRvdTSHwHlPvlij0KpR+jbhlXAmXRHAVs5BuTEguES9cF30KskHDUXvcBhid0oLBUTFu0kzQ8Seu2KnbhdU3R4FTPYQrZmkItVizwuQl9f+dTNnYbgFa5Op8Nzzz1noz0BHW5gHq2iS4rMOtzrPR7cF5FUfPrNHMapW0O3Psj5A7oUCGVAqEM3IZBsD1vQLuO0Kch6BgvynKhwSMimjrOhkyBChWYWr7usM1wy++kT2oaABuNRxzoOTC+zHw4JoaZoo4PqOaCX0Rt36tWtMAy5NX+W3VKjpUWMWMV+Q8usMc215TnMo4bkS4a1tTV6vd6LxEpxHLO+vk673Sa6civFYpHV1U+jemlbMFEeWIWNcTs9aGAP304DA3aE6vseiLuh+sYKutylEroo5EAS5zpIT5Mh1xwOeUiOIm0WZJH93lX2yjKhW3+t6GzWAMTq0yN/A6aYLHXPInA972cYDFyjYsyLAE879a2XMYZCocABucpVNTbxkoi6Ttq/F29EJnSMia4WnE10ilWmWdQ91JZ3oeuh2/PbZkCKffwgpt/PMThZJPkPMeNfPspSo/GSr6Gq0uv1KBTuZGZ1hmvHH8NLQIoeWsbmHLiHtUQu8Ksd0etH9DoF8sVupuMCIedba6ptXENQoU+OdqdomQYbkUtJdB9AUZEpwZvvUaq0KURd0pCtdrtIK2UgPG0wiwZjTgFbqI4zNvZTGGMI45CtV8ECu9MQvMKlmtKmhngHQ7hUtX9eU7QNXtGmfMmS0qJqFacuGMMPEpIgwfetdDCthCBzBQzJ2W2cDInE/llLi4hAQZ0g0YFcbIvg0dTxG0SIebr4xBnitkKXNHp2Vaeo6bQdc+k5VC8C+Qz5vEMlfHUrSRKOP/Eu9t97hX1yhRldsxMjCrR6RfR8SPKZhPG122m8RDOwvVJOfafTwZgvAxOITGD/yRDVLWALro3bBrGpSOzjB4Yk9uyUQMg48r5vw4tQspTBkCHoACTN17BExIg+VeqUpMOUbLBHVtgl1xmXdgbbGpAjlAF7WCYUe8Nd1WkXPFbk9D4nJmMcK4y8+SrtN2p5nsf4+Dj7vPNgoME46zpJiyI5tauD2Lk6fLUP1w0muapzrOgs9f4krUYRYg+puIe8cxB4QUK/XUA3IsyThuQzPepa/wvvNapKp9Oh2Wxirigypeg+RdqClLDj+vQM03bivh4Q5OgGObqAOAtgRhTERSH3gQbohvs3eYPMC3J7wuT8OoXArncNPn0N2diYZFgroefVTlVPJ5hzBnPaYMxz7oMIyOf/Nu22E1W69ccrXTsNwatQxhg87xYmNqts6KNAgsQle5GdB5M31oay4cGstSV6RQvdCEOHe3X89wJdRKDvxm5dU8AXGzgzJZtMMhLzRAwzwAtYz/gYXcpO9DMr61RlMxMjpic22whMs6rWddDrpGKvSacfmKPXe4KxsbfTarW+yWe9U69EtVotkn8Z88B9f52DP/ccH/b+hBnW7LXRLvCO/+dHOXfuHCvN5l/5AWlvvH+fiYkJms1ngHPAElBHdRFa+zGny8i8oLM+G81dSGTV16E7aaU+8dAf4MtIrOqTZBOC7eVhiGSYZSB0sVOOAEPs7JKqVq3exzY8DcrUtMqS7uOSOYBeU0uPkzwiuZ2G4CaW53lUq1Xe6f0RHoaGGWdVpzO7aI/8Ni2SbQZXdYq6TlDvT1p7Xz+H9nOZ4l4SBT8maURWc7Wk7P29+3ie5//KBw/7dk20VrGTrO3BSzH2VN+2dr+00j4hAwoFOGy8Gf27wHIEmAKpJpR31QlD28g022X7+TQKdiVQU3C5OASCTIFMif2xNonqeVRbNx1L/FepnYbgVSpjDOvr60TRHfT7D7hTVxdWZvFqRzHHFW+/WyG800PvHqMbmNHYFbI0u4HJZTvZSAaUaJGXHn1yXGWOq2bOqrQZUGGLXXKdA3KVaVmzVjTnDU5TGYEM6JKKfVZ0lkXdwwU9SPtaFY1j7MlrEs/bD1QdZ2GnXs3a2Nig+vgdbK6f5LlLB/mdX/xx3po/waLuZfBkkTNnzrDyLcZQW4pfD5E5VFeAAiJzSG4cmbK3UW2AVKzU36yP0RMgshOuXH5IGOUIoyEDP0dBes6T7uOJYfvSqeuyF2pM4zvq4KRsMq4tvG2MglAGbGmRHgXWdYIl3cez5ihXnzyA+bLBnDCOo/A/Y8xOQ3CzSlzI1psvXyQ6YKWiRdps6KTFX+skm5SJ1K4vh85O3eoX6fdzVnTnVqMEIG4qCsCGWnfIQ3bN9V+i+Wi1WkTR3fTPnYC4YtkBAWgL2xgINmth3v6gCBo5omD63wRptLH9e8sIEIrzG8wUbd5GQ8usLU+htWiUVxArVIXgPT1mZtdINGD1yTnM55OMg2D1OFvAXzyte6VqpyF4FUtVSZIEkd1Azo1gWxjzGGx1Md/IIafehPdwGblNSBYK9A+PsXF4FlkQyMfkK22mypvslSUmHYsAoK4T1JimpSVK0qJKnQNylX1yhTmvZlG1kgbLuN2tjmxAQOYRB9jQCc6awzzcug/zRYOeNkANWMaYZYCd6cBroIwxtingTkq1Elf+xnH+tPq90ID5i2/j+rdhYRoMBvj+UcIwxPM8Op3PIlLNbqayIHh3CuWDqxYQ085D7ENgyW9ZCp0/yiowePTIj6ZW2DVDKi5Mw7sWdZipvUvSZlYs+jZHn8jxC0rYnevK6iz6qGIeN1bbwCS+7++ss25i9ft9/vAP/5Cvfe0DTp+xwWDwIKrKoVtuYeUX3s6GTtLUMnUmqW1ME/ftvcbzE8x2tX4M9hEcQk+sJfu4oXzhGJv/hfeYJEmcTuaLmAszcCGPSIAFxJUQmcXbE+LFntUr+JAmDUqMlcqkjIA8thkoCl6lS2GslzlmEvEJ5wcM5iJ7nQqZMDHBp5PkqV+bsimKlxRz0aC6hWqdKPrfnKh3pyF4w5fv+yTJPJLPQW/o7F9doIVqDHyReHkIywny5X143v3IQR/vHg/vTo/eOyp07u7R90MGYhWx1p5oGKPHmPS4RRY54l3goFzOGgYgG9n6JFnWQVYyUgUn6rGoe/lzcz/NX6qQfCbGXEywJ8Q3Yb9TchQKBdrt9mui030jlzH2JNVoNCjWjyAiqCpX2+1vW0iXJAndbpcgCMChrbXhTlwAxZjpaJ0gSqBCBspKrYVZFC2jGPB0rOwxYmiMiw1mmpAmRdpZ3oEvVvmShuDkGFKhyZh06Wto7bSnCyQPxSTHDdABCkRRRBzHO9fmTao4jvmzP/uzlxQXz83Nce+VKxz5j++hLhOcMHcxXCracX1kEwKz1D+w6vu2QtNqq8zDBvOIoSGNb8kRompP4nZ1NInIPqCMNyWWsXFYkHnP0goTsshhDVw41/bBZ2yZBqadpxUV8csJBemNqLAy+v4akCPRgF4notMuOAaBsQyCtQHGfB24xnA4fM00qzsNwatc1oq4wJuOvIlnt/4Ec3HSNQI5C9Kgh8gWqglWiboEF/ejWPKg7FIa+8rsmV3OMLB5uuSlyxw1cjJkljUqNLb5ake7vPTnNO0ObmwU0j9b0VnWvjRH/LsDzNpzQOD0AzYgB2I6nYfwvLfv2LheIzUcDmk0GjflfcdxTLH4X1GtVrl27TF78llSdNmnPj9pw7kk3f8XaCXFjD8f+AmD/BDftx7vkKHTsWxSkQYlOhTounjcLUq0iFysdjq1SmHc2c8a0JAyghWI6TlF9TL2Op2k03kM33/TjrPgJtdLNVzXrl3j6aefZurvTnHHLbfQ+rkSS7N70Y3IRrmneQLuaaQ9gQ0wp5U3f/ZDPP/886ya1W+5mVNVguCfYMxT+Ht32dyYeZdlMOtYG22FDRswlOUIpLHGCWhPbXPQBnxF89BtVOhFFftxR3E2CQMLTaIXpKBPm5EQYRuKmqL6DefQem3VTkPwGqgkSTh//jxzk/dyTR5xq4MY2HS/TgVXPWf9qqPPzeD19uAdFivEgQz0YcNbBo5bYCFFU2Jz4ktOpW0hIDkgl60N0pCjNJSmpUVWdYpTeoSHhu8k+ZJB1zuoXgLIfk6FhbCzMngjVafToVAo2D3o+RnMLBDA+vlZ1tO9q49Fsc4Kuf0tKpNbhNJHEHIM2C9XOOQ9zxE5z5j0aGmRmk7TI7oBawyjtE3YnmNg8zn6LnOjS96eLPsAsT0RBmPocOk1cwp7I9bS0hIPPPAAP/uzP8s+ucJ9849Tn7OgorXn59BFB7+6pJjjMeYJpRIc4ylHHnw5SmTSjvyngCnbDMg8OLQl7HfXbMzoQZ4KCsGGhYHVBmzYn9UlFRJ44Hv0yUHeZSNUQaZsyBGNAF10QUfXFXvQKwBzhGH4qrkKXlg7DcFrpFqtFmNjY0AOO4qNUd0A1rAj+QDVIfZCqqPaQq/NW2FKI6C7bzSO9cUQOaRGgW5GhetSGPm1Hakw3dmCtQOBtYR1Nc9ZPcRXk3t5sPte6v+qinkwsRMKhu7jDBCZw5u4Ff+DPoMHFjFmZzrwRqrx8XHqZtaKpE4qyfkE8gnegof3PR7eez3m73yeKpsjt4sMyWNji2dlnUmpUxGbJeCREDFwoTex0xgUXoA7TuE2thmw7oJpLphbeHb9GHoxdRdM4h2r4H80QII7kX+a34k3fpVKVel2u3ziE58g/2k7KRIR8knCruGQJEkYDof0ej3rlBkO2XgZ/3/P8zC5HFIZ0Tdtic0bcAFHQaWd4eJz/oBhEmZI4kE/xLTzaMO7MaYY9+9LOCRy22Yb+AMSDVi7MoNe8+0ErZb+u3GsjTf/mpqo7jQEr6FaXV1FZA+ju5/9eWxsjG7317e9pW0MVLfQMxPo/8/eu0fZdd11np/f3ueec+6j7q26VaoqSVbJJcsP2ZIjJTJ2YufhJCSQQNIBQjc06SGLMENDGLoDnQGaJqs7QPPogUU309NMMw1MSAMZYLIAG+Km7ThxEid2/JJj2ZYjWSWpJNX7Vt1b99xzzzl7/tjnnHtLVtIhiSNLPt+1aql0349de39/v9/39/09aXh+cjdM2k4Cny6e9KjTZVQ2qIkdHHLOTBJSSh23bEtXpvR2GQi9YjQt6nw2voWPPfr9RD8fET+4nipifURelb6GNuCjDiv2Hf12jlWO0elQ4GWEWq1m0/RzBhNkmawSpmlshFU1tj1WrLFVU1bzNVejQ0Vs2NU2FbIxxhEqFWM5QJ8INdAQbPHfsCWDnrHDjSrSY7p5npMH96Bu05gnx9HvdtDv7tv09C8X5lmXEsYYnn/++Uv23Caw5SQJ0smDCwz8BcbBxELUsS3V2okp6xhPd0hny9mJnts88oEZGMLQEgYnHZlc0QGKOHcvbLeqmHkHc8J2vCRHEpJ2iO0sEIxp0+/3L/qaLwUKQvASghW/vLBOZhdMLTWFaWMHz3SBeZLjDeSxhKjhc3z/XtgFvnQp06NDldCUWDDW/MhLZ8CXpbulg0AT5y2HK+nQm8eS/Xx86e3EvxcTP9gmSR5JX0MZKKOmd+K8x6HyExu03wNPP/10bmRT4OUBYwxzc3PsnriduX2fxUTWsc10IPXbho4dvJWZY4XGpcE6k7KU2xpHKDxsOxpYIrCJj0NC35Ry8qrFWscCOUEAu35D43LWbGNhfRyZhdIvOkzecIpb1SOce8cf8OlPf/olFYkV+NYijmOMeRienSF5dgI1pVF3aFQzbTFM/QmM1oSNGv1eia5fRmvr/6J11h3T3TIaHncryexlJa1EkUTa+m90DOaoIf5kTHJuGTvtdgaRV6Xmbt/az+KroSAElwH6/T6l0rupVCqsr/8h9muz7Vhm3pA8nG6Okeb8+BSz1Tm6eCAwQpuadNAkGKy/QGTUkDnMoD7bMnUeTm7mr+Lv5Iv//Rai34uIPxGTJM8CixgzjzExItfivGcH7/uFP+RD6jf4trkyJ4tZ8i9LtFpW+d2s3szS0kPYtSnQTlOzPazPu/bRJkZJjDY23d8Tj4rp4tOlL30UCV3j0aZCyzTssK2UxILNfmkc1FCuNkJzhu08kNzK6Y/OkDyaoG4zTH3fad6p/5ankuv/3r3rBa48GGPwvO+j1/stwIfzr0KOTmN2CKaGnYLopz4DHYPpefQ9j74DQSoYVE5iMwfVANe1UX2cWC1LPrzIGThzKieGXskaH80bknPrJMkTKHUjanQKdZ0i+sJsQQgK/P3R7/dTJyurL7DWsW0kCjHzLmbOwLXQbftIFcrSY4Q2Jfr0jO3nzqxiXRmkqLIOA4wlC48kB3n4jw8T/lRIEn4S60ZnN2SRXSh1M/qOUfb9/NP8M+d3uTd5LSsr9xSCrZcx2u02cRyj9nnIHhsxyWSq4g5g9fgU7fEqzeZqLlrVxCTGTtiIRRObgIp0cx1MRbqUCKmxyYh0Bs6GYifpZYLXE2Y3n+seZu1TE5jzCeqAYvS7lzmknkQT8+k/uoP+009fyo+nwEsAxpi07bQPbJAkx5Hjk9Zds6rsFMSqsQJYX8AzmCpWIBg54DgkfpS7bmqJrAV3Om4uQxLZ6Ybdjk9/uWbbJo/YmQWg88mwyVpI8oWAkWs2/vgAACAASURBVJFbWFt76TCCghBcRrClg8xL08dmCdKvMLK9u/GpMs9M7qWV1Lfcd0zWaLLCpKygiIhRW6YkZnMKTpjdJI/ZCVzGnMVqBSJEbqT0nbfzqj9+jI+438XMA6skNxp+8F0nX7TWtgKXD8IwpH7mBl6z+zXc94GPQB2r1G6BOQV9qRE3N/LbB8YS1FBcQtOmJorE2CjLIcHBmmZVpGuFsWkLY4xDbBSPJfv5q+PvIPq1mPj+BOfHDG/46fv5udK/R0vMX0bfwe888RM0PryPc0WrYQFs2aBS+Vm63d9GZAQTQPJwQnIssTbCMwq1SzBTJie0Ut+aHcgsuAHr1aKSLaeowWYL+vM1+9gP2pkFxODcOYJUX2FJwvEEf/NG1tY2XvA6LyUKQnAZYau+IMBG72tIp5nWa4Ge9YH36VKWHh4h1bRsYDsPQju0yLi0BVaSUZ4xe/lccgtP33Mj8e9HxJ8IMeYEIqOI3Iga2Y3zXofv+jd389HlD6B/2SH+cWh+8Vn6j05dmg+jwEsKcRyzurrKiRMnULu6NMbXWT0yZf0Jjhk4JSx1tlN5RZeKBDgEaLEuAn08WsahRSO13u7YyXjSBuxkuZaxnQSPJ/t55MQtxH+QkDwaYVoG5wc0b/6pe/ll91e44dhpHr72BlrUedtv/Sh/fv78pf5oCrxEkO2fpdv/AeqQQurYE7BqdQR5+dUBdZuyVsXaQXyHxIOk2kPXYuJIEyuHOFHE0cC1SLBlAu3EmI4V2iZH7Q8AzxqIDLfe+r2c0CeY33hpkQEoCMFlBWMMpdIPorWm2/0VbApqF5imrX01bA3MNhy6lOnlGoE+mTVsQsu4zLGTM8l2vtg/yPIfbCP6g4j4S0dTkcsiEKHUm3C+fRbnJxyuft1zfNnsoRk8SXKgxO0f/Ie4D+9h8yWkkC1w6fHMM8/wuv/lh3j8D/8LZiVNl34mQWYErTVnd01Rbgb40sUz1Zy4aiI8+njGigcdiXHy+YeayGgeTA7z5K/fRP9Xe8Aq+rYJnB91UK+Lue/Ym7nt4TeSfD7hH8Y/Tb//Oe6+++7CmbDAC/C+mz/E0q+8hqasMiJWAftEso/PnLkV2W9r/jjAgiF5OrHZgllB9mjCwCUM7F6ajaN3PSt63Yx91hbGSOZckvtjks8kJEdijJkHtqGmXd5y8Ed44ok55ufnL+En8JVREILLCMYYwjDEdQd1K5Ex5DpB3aZRtwr+bIsaHUqEeQtiWXpU6Fq1toQsm1HujV/LyT+ZJfq1iPjk+XSMcYBSr8d55wjOzzu89/r/guaTnDdTfDa5hecf2wsd+OGn/yVnazXWvgFf/AJXJuI45oknnqD7mTojr1tlY2EM87SBlk3P9s6WeXpyH7JfmHjVWW6UpxHs1ELo08Nlk3I+VOs5s4eHk1ewdO92ki8mmPNQ+tkSsn/a9oLPQ/RhgWqEOqj4x/K/sbCywj333ENYCF0LXIAgCJibm+Mq2YcrfdqmxiY+DVnnrTvvxfu+kHNmii8cv5XkMwZzHmtA1AE5pUi0l08qDJo+QST5+OTki4bkkzHJwz2S7hmMWcV6tVyHvtnhbbt/lCgSzr+Es1YFIbgMEUURjvMviKLfsK6Fc3WSxxJAEXQanLu1T9NfJULRx8NLLYs9CYmM5nmzm5N/Nkv02xHJXAu9exznn03x9vfexU867+XW1S8hG8KXnSl+N3oPD/RvY/nuSWQWrnnN0/BXcPfdd1/qj6HASxTLy8tM//ObWP+bpzj8A1/g9D/azvmnd5Hca4j/a0RyNEFqwtnJCc46d0BDkKadIAfYaXQt7AjwcaAqqGsN6i2KAwcfZ1ZOsmgmePDY7STLCdQF/Q7F973hz3nL3W/hx37sxwoyUOCiSJKERx99lHv/+iOofek6a5HaD6frTceYE1ibldiWElgwGMeaF5nIYJYNyTGDmbezCYxZGJpcOIJSN1H6vhn0DzscvOOLePSp/dMaf/RHf3TJ3vvXAok3T33FnJqu7PpWvpYCfw+ISDoY6T8DY4CPUjPoN0zg/JTD/tc/znY5n0+EO2O28+ljbyT6TzHJ52PUQYX+Yc3PfNtv8i+X/hPqoxr5vGAOGz79L27i/eGv8uWfnLX1r8CO85RxYfvZW1hcXCwc3wp8VZRKJW655Raiv/kl3qc/ynNmls8lhzlpdtFerxDMj0JkcHd0mG6epyEbzMpJZuQ0B9RRpmWBGTnNtv4yXdenZeo8kNzKn0bv4nNHXkNyT4JZwToS7hBu/+kH+fb/80n+9E//lCNHjhQzCwp8VTSbTTZqR3ObYnVQ4bzf4Tvu/ARv0J/luWSWh5Obefz4K6GVWhcvWI1BfH+CeSohaWeD4jQiFdQehX6rRr1Dc/i2h5hRZ0hQHE92c+TZV3DLz7yL++6775K952HEm6cuenlBCC5j2Cl2vzn0/1FEbkZkp7XjBGspGyQYs2SnfdXqOO91+J8+/F/590v/Bv0zDkxA8EsRP+3/Ih/57A8R/0FsFbLHO9Rqh9IRzUIURcRxXERfBb4miAg7duxg9T8fySfGySRMzp7ijerTvNv5K+585BHU3Qo5IgRPCZ1NGL/TkLwv5oHbDvBn8Xfz3+I3cObJ3Zin7ehYc96WINTrFTe/5wne7/wej39oO08++SR/+7d/e2nfdIHLAkopxsbGWFt7CHVNDed9Dm/9p3/Hh9x/x/7HT8IotomrDaeuGeM3+z/O73/2n5DcbTVZskNsJ40j1oxr3iD7FIe+/xG+x7mbm9Sz/En0D/izz34v4c/32bVyG2traywvL1/Kt52jIARXKJRS+e/GmC3jR4cFVVprarUaY2NjTE1NsXv3bhqNBp7nsba2xvHjx3n++edptVo4joPWmk6nQ6/XK4RZBb5uiAjVahXHcRARSqUSvu/TbDaZmppiamqKRqOB7/sopej1eszPz9sJd4uLKKUYHx9ncnISx3FYWVlhcXGRbrfLK1/5Su68805uvvlmPvjBD/L5z3/+Ur/dApcZKpUK9XqdsbExtm3bxujoKJ7nUS6XqdfrjI6OEkURKysrbG5u2vkLvo/v+4hIPn+h1+vheR6jo6OUy2X6/T7nzp3j5MmTPPXUUywvL7+k9tGCEBTIkZGGC8nDS2nBFnh54GtZiyKS/wxfp5RCa43Wml6vV5hjFfim4mJr82L/v9h12Ro1xrwk1+VXIgSFqPBliOHFWqDApcTXsha/ElmN47iwJC7wouHluE+q//FNChQoUKBAgQJXOgpCUKBAgQIFChQoCEGBAgUKFChQoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUoCAEBQoUKFCgQAEKQlCgQIECBQoUAJxL/QJejhCR/HdjzFe9fhgXu22BAgUKFCjwzUBBCL4BiAhaa0qlEiKCMQZjDEHwi+ktovQHRCbQ3vcjkwKOIA4kxxPgKpIkIUkStNbAo8C2nBRYDtBnaupWzp8/TxzH3/L3WaBAgQIFrnwUhODrgOM4lMtl6vU6C+1HSA4pZEaysx8/AhMDbYNpgYyDOqBQb1LI9hicGCKNWXFJ7jnP247+zwRBQKlU4p53XYXsEKQumB4QGVj3WH34CPKrfXbtuoXV1dWcGBhjSJIEYwxxHJMkySX7XAoUKFCgwOULiTdPfcU8tK7s+la+lpc0HMdhZGSEcrnMov8o+rBGDivUtYLsEGj0INIQawgEM28wJwxmwUBD7O12pbeD/LYmEOgYSyYcwBdE299NDwgMdMCsGFgG0zKYU+nte2ACoGcwbYg/d4o4vh+tf6bIJBQoUKBAgYsi3jx10csLQvA/gO/7jI2NMTk5yTPf9t9R+xSyT5BdMX6jg3YGB28caeJY0w9KmBUPlg1m2X680hBoAH6WSUg/9giIybMLOaILrnMAD/ABDfSwRCEjE4CZN7ACN3zyzZw4cYJWq1XoDgoUKFCgwBYUhODvARGhVCpRLpeZmpri5ORnUHcoZL8g4wJVEE/sIe2kH5+ObXYghWmRR/SAjfw9Bge7w6BgEw3927M/JgJh6PbZ9fEgK0An/T0mzyrgA1X43r/7KY4cOZITgwIFvl4opXAcB601cRzT7/cLolmgwGWMghB8DSiVSjQaDer1OqedB5GDCrVPrBCwSnqIW0Fgjhcc8mIj+Bib7s+ifNiaBXCwt8swfJvs4I/Sx0izAfl9holEnF7mA54g1ex3oAWv/j/ezWc+8xmCICg28ZcZRATHcRARwvAXLrg2Qqlf+oqaE8dxqFarKKXQWrOy8rvYhdfFmDWgS6XyCyilMMbg+z5aa4wxRFFEEARsbm6+yO+wQIECXw8KQvBVoJRiZGSEmZkZjh26zxKBGYEmUBV76LbTiDwT+g0f7jEQkEbn6aF84eHds7cxw9H8MCnISgNZ+j8GWgazbP8lBupp6aF6wXNrEF8GpKSXag2WwTyZcNOX3srS0hKtVouNjY1CX3CFI9O7aK1ZXf1zoAyUEKmlvwNsYEwXEG688Z9QLpfp9Xp558zevXu56zv+L+jYspdZAfNsQnIkITlvSYS+WaMOK2RckD0K8SyJNccSXv2Fd3P//fdjjEFECsFrgQIvIRSE4CIQEXzfp16vsxw8gX6zRr9eIbO23i9VAcdgOmIP5/PpwVwVpIE9gHtYnUAWwWflhBSmNxAMijecaUhvEDEgGsMZhWHC4WFLDkOZCRNhiUn2GFmpIcCKFDu2bGFOJSSPJiRL6xjzZer1f0Sv16Pb7X6zP84CLwGUSiWq1SobG/cgsg1VqiIzgppRyI0DEaxUBcbBnexQa3QoOwGaGJcQT/qUCElwOB1Ns3J8CjOXYI4bWwLzBTUrqBuFiavP4UkIQISi2yvTOjJO/ImY+C5LPGVSSE4Zyuf2sra2dik/ngIFClAQghfAcRyazSYrK0+gDinUfoVcK8jMQCeQp/9babdAi5QQ8MLIPi0b5BG8N/xk6WNlmYUOA0FgK80GGAZlg6H7SZUXkAxI75M9XnTBfbMOhI7BzENyJMEcSUjW7Fd91VW3srS0RLfbLaK2yxwisuVnfHycpaW/smRgpIo6oFEHBHVQoW5T7NwzxzZZwqOPxn73ISV6lOgbFwCdLqYNqpxbniScq2JaBhkX3B0dmuOruPQJKdHtlQkDB+0kuH4frRLa62W6C6OwbOwanoypja/zwT/+OPfeey8PPfRQ4alRoMAlREEIUogIlUqFsHYc/T0OMgk0bMQvDYE6AyU/DMoBQyl900nr+lkUn6XqfUGa6eNVe1ufOFKYXslmAVppG2ErzQxobPTvkSoJh6B5IS7UJOQdCKlwMXuNK7bzIDlmMGcSS2iG9AXxs208b39R670MUSqViOOPILKdQRkgSn93EKmhRquom7UlA/sEdUDR3LdAw1kHLBEIjUucimHjWBFHGtfro7VdZGFYIo62LsIoUvR7LkmkIbLu516jQ6Xao+wEhMalvV4maNUA8BttavVNQFhZHKX/CZf4YzE3tt7C0aNH6Xa7hb6lQIFvIb4SIXhZGRNprdm1axfnXvcw7g9p3Gs7L7iNAZJYkbTLmHVsp0Av3ayyjIGX/lx4MEcGgrTMgGcfbTgj0Eps90FnaPPLsgdpJiDPJAwTjot1JMQM2hA9QTIS46TPl5GCCKQJUk3HVlRT0hCDHKhz7TPXsrS0RBRFbGxsFJvzZYCZmRn27dvHA694K3iQHEvLQscTwGDMBsYE0KmmZSgDkUAPNlpVdDNGpYtXEYOGsFei1yulz1BKf7YiDFziSJH0SuAkKB1TqnZxnATtxMSRYrnToNcpY1quLaX1oFtt0G00kEaIchJKb+2h36Q5tnwfcn/CwT+5k1OnTrG2tkYUXdh/W6BAgW8VXjYZAt/3uf7663n2O+9FvVHhXtuhXLV19DjWRJEijhyiXgkC14qoFgxmATBp6r6W6gpSGLAbbpZFcEizA9jDPcCSipbBdBh0DGTI9r5qmp3w0/8HmXgRe3jXsIf/hfoCh61kAHu9aRtYJ9+QbRfCkNgxwr6elrHeBS1LHpKHE2rhDaytrRWk4CWIarXK7Owsr33ta/noj/waO/edZLk1SvfROsmTCeaMNcNKjtvfZbdCH1aoQ1YXI1OCNEK8ahfP66PTQz1b0YqYGE0Sa+JIbfm7iNNMgHYStBPhOInNFAQucac8WNfZ+moB5w2mY0sNMinIeAROkmcVcBL8apegU+bn/vz3uOeee3jwwQcLUlrg68LwDJiL/Z6tKWsRD0mSvGzLVi/bkoHruniex8GDB3nkg3+JXBuinJgkKGE6JdvPH6QHZNrbT5CK9rIa/vAh7zOo26eHdi4IzISD6cFuAmDdQDu9zVeCw8CjYLgDwbGuhbleIMsaDBOCYX1B1qqYeRSkmQLxGBJJZq/Zvm/WBwQiOWaIPh6h9QxhGH7jH36Bbwq01niex9vf/nY+8f7/m8aBJbZ5y3j06VEixKVrfFordXpHK1b8t2DsIbzHighLjQ5giHouJlKgY5ST4Pohjo4p+f2LPnc/KLHZKZN00kXthZT8fpoR0EQ9qzvwql1q9U08QiI0Qc8fyjhkj+WSDHl1KCemXA1wPfvcy/dvI/p/IiY+f5AzZ84U+pYCF4VSCtd1qdfrNJtNjq99CnWdsh1hw9naVEdFAOa8IWkbYBO1swYtQ9LuMDHxahYWFl52a+1lVzLIerB3797N3M2f44vvUrj7O3h+SKdVtWSgZTAraWvfyhAv0lhhYQOkKQMi4EWIk2AC1y6yttkaGXmSZg3Sy3rGphGcVBqQCQRr6QEe2atzA6Kh5891DGkknxGV/Lly7wPZet+s88Ck9zfpY/mpU2J6W0Hse3DSdPK6QTzQtyjMsVM0zT5WV1eLSO0So1wuc8cddzAzM8Pu3bt5cP8SvmsXQi9N67uEaIkpNwPat1UJD5WIIoXjJJQ8S+yyg90EJegJaIfEMQRZtL6iIXAGvhZDJSectK21HlHy+9QaHSradiVoEpRE9I3LJmWW10eJIwfP69Gor+MREaPoxmXCNKsA2DKDjtHOYCP2Dm4ik1WWf/9x9t53G6dPny70LS8jlEqlLbNZhqG1xnVdxsfHueaaa/jCq/+C4L0x4zuf5hZ1D1OykAtlFTFaYvrGJaREhOKM2c6ZZJo106AiZ7lKzjKjzvDx6H7c7x6nduQGWq0W/f7FifHLBVdshmBkZITNzWM479So2xTqoELPdin5YS6IMoFrD9rhyDuLsmGrs+BwWj5Nx5sVIDB5CxdZpD4czQ93IdTZ2j6oGXgKfAX74rwToWNvk3cdZNF+llEY6izIyUO2uWfZgaz0AJZIQE42TC/1R0gDwfgjMd5d1xQuh5cQ5XKZZrPJUukx1GFlbbP3CNKwnTCyI6Ta6KB1jBqy0NY6QaeLKcah3ysRR2oQ6Qfp2qn2qDU6KCchiRRRpAl7LknHt622adYLTwakNXPmjGw0Zi5mwKVT0tuIKFUD4khb3UHg2Pt7IX4toFwNECQXM7aXRzBzGnPUED+c0P+TEKWKbNWVjsz7Io5/g4HdagnoYzeyMbR+A/pGD+d7HUrv6fGm6c9wWD9OjQ49XPqUiIzKH9ORZMv/A8o5gXZIcOmjJSY0Jc6ZKT6++BbCo1VG37efpaWlK97I7WVTMhARarUau3fv5tj1n0S/MZ1E2MQepH64pYY5jJwgZFrDC2YHmOVUuZ9F7Jn3wHAmISshZMLB4Rr/0IaZ+xHAC8WDAYNZBVkJILtNpgXwGBCDRvpcLRm8NoeBSVKmTcieY9gqOX/eofaGdKBS9NsR/gN7C1JwCTAyMsL4+DjzrS+gDmtkHGhBMpcgjbSN8A6N2mdFrNkBjW9Q1YDaReZsdDs+/aAEHW9wMFdttiHsuWkZzUk7XiKUbw/iJHCh52AyDcyQxoXYDDJXw/ABZCgjRZ75koZA05IR0vpuFCmC5YbVQDxrMMcSkqMJ0WcjJiYO5sLXAlcGfN9HKcXY2BgjIyM899x9qCltu2IO2xHxLKft3k1Bv0kxcscaN9eOMqvmGJV1SvRJ0PQoERubr3IlxKOfi2YzJOj8MkGwslpNRNolQ58YzWfjV/HQj9/M9KcOc/r06Ss2Y/CyIAQiQr1ep9N5Bv0mmxmQg8pupsPzAOCrDhTK0/j+4H5m2WDOYhdpWpsnTgcXVWWr70CGC7sAKoP/Ew9F/sMGQ8OOhV/N8nj4wG+k112YScicDbeUGCKInEEGIyMlzlB2I3vuDkT/e8TIY/tYXl6+ohnzSwWZn8C73vUu/vbVv5dmBWLMcU3yGdtNQCMdp71f2UmbcSpwjdJslRflI7ZzZJM1o1QE6wnS6FFtdHC9PmGvZLsIYpW2E9ofkxpeETEQzg7P13BAnLSzJpJBxilfw9msjzQzlhHoBuDZrgMA7cT0W1XMcds1wQLQBJmy6zL8QMiIsuuwwOWL7du347oud9xxBx8/8Ds2WPPsHlo7tMpNtWe5Xj1HiMvpZDvnzDZc+uxWZ9gpZ5mWBQC6lNO22RIxmhD77zCy/8fotLwV28wAMX1cergEeKg0Y2D1L4rzZpKnk70cf9U0am7mijRxu+IJQeY62K88j36rZZnqWgWzad1/2bXRfVYXHRbveRdxAYR0s0svy6KjjDRkWYAsmzAs9htuAfxqGD6QL7RCvvAxs9f2lYhM9npzEoLVDWQeB1k2oUreFZHbKPtstVEezhgEBnPMsO1Dhzh16tTLTnzzrUJmKrTeewr9PQ4j/7bD9sYiLjZKXzMjtNbrhIFLEik7SKvt5C2x9rvtWcFsq2IJbGZ5nZle5QOwBiJZaYQ4Xt+22g75CpjI2eKASZQO3MrWtm/XmjfeolHfwKNPO67SblXpr1dTx0xyciBbSCn5+hKyy9JtqCP2bxTrcFibWqVcCVh8ejv9X+3j/d01hdvhZQSlFOVymZtuuont27dz22238bGffBOH9RNMyjIxip5x0RLTZJWyBLj0aZsqLeqEpmQPcrGRemisiDZGYVePsSUDYy/LdC1a7CYao4nNgCjEKLqU8wxBRhLs86bZBbElt8fi/dw/9Qp0tJsguFga7PLFFU0IHMchjn8Tpd6MfsM29BtS18HJtFQQY6PnVnqoV9IaZ/UiD5am6w3pJnbh3IELN6504zMtq9TfMqo4w3BWAvLJx1sug62tgxd0E8iFj5kSA5N3O5itExWHSxQw2IjTNK5kXgr+UGfEsGYifx4bVSb3JzR/+2bm5+eLTME3Ga7rkiRzlL6rhP5Bh8m3nWOPmiM2ijZVusbP658xDnGsWD0/iplzbduoD7JLKM+s4/oh68t1zIJrW/+ioS4aGAhcL8xepeRgbHIVpRPa6xWC5UausTFB+ljZQX7hAT+MrCyVZdLIHj9G+X1LaHqu1SkAUrVljkp1ayQ2LDhsLYxijmj6v9ancuI6VlZWvvEPvsCLipGRESYnJzmz5/OUft3lLdffw0H1ZJ7uB9LavybECgC7xs+jf5d+Toi7+GyaMm0qxEbnB34GJyMCxKjUgTNBWRdO49LFz4lEgqaUChA1EZ4MftckuNLPycHHe29lflsdra8sUnBFdxmUy2U6nVehpsZteUBjN8Flg6QCqrztLzt0swP3wsMz2xz9i9QrsxHHkbZpLgTjDYmsLlZPzTIKw+LCC68nvXw4M5C1PA5t3JkWYIuZYTa7oCdbOw+yWQfDj5kRBw8MQ1mRiwkns9JCWkJQ+xUrP/YE2/7DPhYXFwtS8E1CqVRienqalX/ts/3dZxiXNTQJXeOziUdgyvSwqfwM3baPWXBJThjMXGLbC5tC0PExGEpeH3b1Mbsg6niYlmNdKrPSVEYMMdAzljhUgcBlpTU18KnIxIKCXe+1oQFa3gu/f/H7qLSdESDqlawuB6vd8apdPL+f6hliEm2vK9UCvKHyQZJmKYa9D/xGh+BAFfe3XYLff46Rj+1mY2Pjm/hNFPhmolKpcN111/Gl5ifQP+Aws/c4O+UcNenQMy5r1OlSpmccK/gzg8NapYc7QCwKRcymKRPgERtbHsCUiNLNqkKAK31qebrWYhOfnnFpUyU0JVzpU6abCwpjHGKjMAaMZI1Zcf5jgDd5D/A3p+9k/ffP0vx1K7K+kr0LLntCoJSiXq+zuXlNWksfOi7T/ns8kB42qg9sJJ27DcJgMJAZinx6zuAxsqxAKxVWdQDMgExktdILOYQmFxBuOcSzGn2d3DYZGMw3gMEo4wtHHWe/Z/+mZkhwQUYDLEnIyhuZODG9Ps8Q6DTL0AJWBp4FNisSQZymjn1Qtyvak0+z+9++kpMnTxak4BuE1podO3awcPMjlA4qtssCMQ6bxrOZgV6ZOFKEPZc40rlIUOkImQzRk1Dy+pSr3TyajiMFXt/aERsAQx8fqdrNM4vES37fpveXa5YQ9GyJwcyTrxPxbRZNmgKNHn7NegZoJ847GbKMxTCSSBPHGs8LodHB9UK0Hio1uX1qlU4+MyHbgsPQOiHGabeDduL0J6FW32S8voaeSdCHYr70h8cQ2V6swZcgtNZMTExwZOlvULtshrHVG+G0mkYT51H7MAGwEXlKJFNKsIlPmJToUqZrfGIUIW5+fZKWApTEJEkqLkQDsqXLJsMIHZqySlMW8KRPz5Toi5tnI8oSUE4jukyXoIl5y8j9dP/XMneNH2fbv7rhivYtuGwJQSa+ajabnDv3sL3MT4cT7RNkFvBCq2KO1OCAB4jM4BDsMTjY/cygKE2RDqNntqr984g6jbQicuW/JSJbnQHtY2wt4/UtMQAAIABJREFUBeTp/ewyb0igOPzNZDXcgK1CLWSrZiA3RjI2m9FxbDvhSpo2dtJWMhnyLsi0ECnZMA1BholNVn9OSYEcFhZ+9REqP7KLTueF1s8FvjYopdi9ezenTn2O0jsHdDFG2URp7BIGJYKODz0XIiFx0u8VUH64xdQn7JXoBS5b61FDiAbPoZwEV4c0xhLihv0Ow6BEZ7kOC9oSyYYgzR718Q1qXjuP2DLo1NUQ+qCtF0KMQ58Sm2kqq+T10UR5m5crIWUCyhLkyd22qdLDJTQlcLFp3VQMOUyCwB4UkdFACe9fe5R/a5ylpaVv5Gso8E2G1pqDBw/ypV334BwU1HUKdbjPhLdEmyrHk102LU+Yp+aztdSlTGicNLWv2TQ+/bRU5qcWXGWClBA49MUO5WqZOq2oTmuljtYxrh9SrtgNPHvsONFoHdFAE4pLx1Q5nuzmRHsX7WNN1I4u106dYK86QYWADWr0jfUw8KRPmYA7//GnuO/8UUZ+42o2NjauSFJwWRKC6elpbr31ViqVCkop/uIGWy+VWUFdKzATUvKs3wCRsin+vDYu6Yx3rBlRwCBVPqzwJ1NuYw9gLbmQKm8ZNAzS8tkhqrHq/zpppB3Z/utsiBFsOYxNh0GLYjZWuZo+WODYbES6J0qD3IbYuhim9xNAR5SqPcaaK4zLGiVClswEiysThFShlSWJZSAQyz7QrIWxNpQ5yUxqOkPp454gAcgOYXZ2lqNHj17R6bMXC5VKhUajwen1B9F3WL0LfmQ3QqPshhdpDMaKBAlBK0zHgUBjOpBEPhv4A7FgLhQ04MSolCgkkYLAybtZEsp0dWw3Th3iapuejSsK7SSEDbs4y9UeWsfEsabdqwKC69p67sriGPF8GTOfWAI6LkgzQqVuh64XUq4FaKK8DjwqG0yrBXbLGVzpcy6Z5LTZzjJjuVDMDlKy7z0rGwRtnzAtO2QZA0fH6Hco2nc9jbM2XbQjvkRQLpe5/fbb+fyH/5yr959kRp1hUpbw6Vkxn/Hp4m8hA6Ep0WKcZTNKaNwhogkVujRljYbYYVyb+LRNlS5lNDE12kxIwG45Ay7o6TjXJoCNe2Kj2cSjraqcMdt54Mhrie+KSR5L23dvU6i39Lhp6ln2qhPsljOUpUuXMm1TpW2quV6hTMC3/fMv8qkPPUylcojNzc0rjhRcloRgcfFR/u4DPrsOHqfVq6PmFayQHmwGlUZRJS/MywL9oASei0SC0YJE2XwBBuKrYSU2WBLgpFF7FoUPR/XZDAPItQdbe//NoPUr3agzy1jtxPTnazBvVfwmAJnCtluhMW1sRsJJiUDdqq5pZM9rbCkgNTzyGx0m68tMywLTsoBPQI1NdDPmVO8qjGN7z6UFRqdq8YwkDXdZDIsZs/eXfTaBbS2THhz/yU/Bj4coteOK+6N4MSEieJ7H4uKj6OvFthWOC+iITWMj69joQf1cD9XVo6HZGEOdMlkXCVVDqdHB80KiNG2f5J4bkFHAfq/EZscjdGz0lU0vBPs34ziJLSd0PEyvhGj7uNQMvaBEPO9j5hPMeaCW6hDOa8y4RiZjnGoXrdISBlYwpokZZ41ZmaMmHcqqi0kgwGODKm0D3cin2/EHbY+xthmR9O8l0xkItvShf8Bj5/ndHD9+vCgdvARw9dVX8+CP/hm3HniQveoEo7KRj8leNqPEaHrGBQFtYpTEuAI106Ekffrp7RbMOEuL45SrAdPVBaZZoEyQtxaW6VKTDjWsVbaWmBIhFXrUpLOFcLRNlRXGOJtM0qHK2A3nWW2OUn9/hwO1o+xRc2yTZSZlmRk5zV51Ak3MnLmKObOT55I9tKmmmawSTVmjctctbL79Icrlw2xubl5Ra++yIwRZqSBD2esSjrcIvIH7ThIpkkjlIiWwaVKcgCRSCJ4lA6mRkDjYHu2hnmn8oZa84RR+zAsHDGUuhMNlgg62HhsBVWPZ6GQ/T4FqHdOvGphM0/4LYI4mxA8mJI8lNgOww1ooyy5BrlWoQ7bn27SAdPCSTILsE8bra+ySM0zLebbLAjU6aCISFL3tJRaYAjxMZKyeInMv9LCZipYZlFCG3++Fbotxehg1wfuPLjv/3TU899xzV9QfxYsJY/4Va2vbUGoDaYwNOl16dh5B1l6ldUwUKTt9M9I2W+XZ75vtgmRmRCmJVY0ujfF1atqWALrGp7vpg4E4tQl2/RDX61PSYd4muHJiCnPMTuGUHUIyW6K8Yxm/EqCbMU6ansrr/a6GV6yhX5Hkl2URVBbdhWkJIGsBqxDQkA2mZIGdcpYxWSWkREvqnDPb2KBKiEsvsOZIOAnKD9FOYvUHKSEALNEQqDU6rL9VcU6+SPVnr6Ldbn8Lvr0CXwkiYrNeB2K2qwXGxbaGhpTYMBVWzChnku0smHHKErBdFphgyQoCCfEJCKXEmhkBLDFtVlbZKWfZJstU6BKhiXHyboQ5s5OQEttkmRvVsxxWj7NXHadGx+oBNnucKU/znJnlGfay3Sxwp/8AzoxdlyPSYUKWmJZFdso848kapW6fxfI4bVPl6WQvX4xfgSamIRs0ZQ1P1nj36/6C//eB72Hzjk9TLt9xRQ3jujwJwaRgetCOqzbtmc5vD3vuwImtB0ned52e3mm0bobbobLHzfQAwx4C2SE4/CllKvy8bS8tD1TT59ExdDx7aGZGLp49eDOiQqRtYkvHuHsDyrUuYeDSna0jOwTZp2xZIzv4Txlk3Fgnwjo2c5CZD40Lpck2ddap0aZGhzrrNGU1Nd4o23rYpMcqo9B2B50PkSU9Wc94bpIUbfVlyDH8mWnb6nb6/Q/i/+xVV6R5x4uHEURGtrZ56kzEkYrsYp1P3zRZ2cu3VsCVaoByYvpBiV4qOKxUu7hqUI/VxJQrAeVKgCJOfd5jW7ePa6y0xugvVKFjkFnBaXapNTqUPGvQ4tNlXNbYJst5yjbGycsAWhI8ekRo+rhspOnVLJpqS5UyAU1ZZVoW2a1Os0fNMSar1Oyt0nJCP1UTxCSpODEbelSuBPZziBXd9oDwO47Nso1NrdF6W53ufziBe2JnYXF8iSAibNu2jcnJSY56fVQ6T8BmBEp0TZmVLPI/O0610aFWtftU3v8vfRq0aKh1ruc59JidwllK1wdYfUk7HeQVUqIsXRqss0ed5Ab1HPvVl9h1ehVZFlgF2RCumTjPnu3neP3U5wg9B7cX4YagNoDzgqwJbAIVMDsMwSx0TJUuPh59pmWBGE1FApJU8wLw9lfcxV9/7G10v/8+tL79iilbXXaEwPd9+pOCOWFozdapNTq5ErsflKwAK1PVg42geoPuANMCVpJB5KuByUxJzSC6zyyA4QITIwYdAD62/SpzhYtSZXe1R3kyoFbvUCbIlbUALn22yRITssQ4a9Skg09AUPY5ecdOnnzNTZx6bo8tI5xKrTuxhy9N+/zSENgBVCPGti8z7SykTHopr7lVJKBmLEGo0aam27S9KqFvRztLOkHRZCsgiz6RQdfF0PuXYWKUCg1NDLJHcfDQIR566KEr1ubzmwWb2boOrW9Hv9JBv0NTemePndvO2TYoY5XSmUBw0LaXZa5sDb3kWrGebR+FWCuUE28xYdHEdurgpk+37ecjik0LW6ZqGfASZI9CN7uMTa7lAkBNzKhsMCNnmFUnmZYFKhJQZ4OmrFCmZ9P2RASUWTQTrDDKoplg0Yxz0uxkMRlnRDpco06wXz3LLjnDiHTwGRDHUioo0yQ4xJS8kF6kUTodfJSJzdrl1OxouFV2YNGc/MkEM++5jieffPJb92UWyOE4DqvyJH93s4PuGdqmQos6Xfw0OzDGQjLByuIoZt6l3XJZuCFIWwBtyt+YPq70mVaLzMgpbpJnmRDrSmnNhHxWzBgnzAwnkt108W02ypQYY40pOc/0xgpyQsFy2lWWCNIGeV4oA+UoAdTWjGe2t6cBXqs8wkIyTmhKlOjTlFXa1NhM9Q8hLhW61GST7/rOu/nrj7yN2gcmWFxcvCL0VJcdIdBa04+BeUOyUmY9UjYjsJ66CWYtdXkqNlX2d7CHazaLIDvUPezYzAY25a8NxkvV+heSviE3PxMBy9ncAA11KwisTq6zs3qWa+Q4e2SOnXI2Z8sAtbT1JeuZ7eIT4LNsxqxtpkxxrjlJuKOGNEB6aXmkKegdmzSaG5S1raGVU9HNNpZpyioNWachG9ToUCKkJh0mWKaHa4VjTc38Sg3jmIGo8GJZkOwzM2lHQvZ+My+HyJo7S2SQpvDYz93F9I/fzKlTFze7KGBRKpWI4xtRu2vo2xTqFsXs5BxlAlqmzsrmKO3zY1uHbTmkmStLCrTOrAfB1SHlShctCWXbnEVZeoSmxElzFUuPbcecMJbwzkRMzC6iieh0qmx2yuhs/LDbR5sIV/pb+rAz73ePPmOssk2WabK6xRSmbAJ86TLNeTZljnVT5wB1Yq1oyAbTnKchG7nBDAJ94+LRx8lKDKmaG+zM+jhS9Hol+9MpY1pu7qNgsrXqQBKVaWPLJfv37+eZZ54pSOm3GFmpYOO61OjNwIap0mKEBTPBGTPN8/MzJEdKmGOG5GiM+LDwqimWDm1n6oZT7JbMlvg818pxblMPMfFYF5lL974EcDtcvWOJQ7ueZWPUoa2sk2GHKlU67Fs5hRxRyDzpPjXU6H2xU26YDFTAjBpWr3F5LNnPkeRGWmaELmVgqzdBmS5+mtWoSp83vPN+7vnAE/j+LN1u97LXU11WhEBEqFQq9KoMUvdgD7BsFHEDqNpNIokUOC4SiD3kG4Jx7CGWp/I1SI10gRjwQ1s+aIDorYwvd1hbtnoDmRSqO1aYqZ5mp5xlAluPmpbzTMoSdayoJtvAs0WFkLdxuSakRgdfArrG57xMstgc50ysSDrlVNsA7vY2s82TzKjTjLFGQ1qMyxpN1ihLF58uHoPWgRiFl/p/eYR49KwC1+sjnoPJXA63HPRkdx6Y2Jghy+YLnQ/TdyZV2L9/fzHD/qugVCoRRR9D652obNiWJu2vtj3XUaRQ1S6Jp/JWQ8D6YKRp8jhShGEJ17Wq55p0aMg6TSwh3JZGVbNmjnOHJlk7VB/qybYZrG3VZagOeq2z7c5N27pq0mG7LHCVsmNid8hZGrKe6lJitBkQXE1MTaxH8Rir7JT5NMU72JAzHYI9/F1rGEPJGi6h6OHS7ZUJWlVoOSQ96EZl29kCAyfFWvqAkdi16xhcL6RW3+Su9/4uY/fey8LCwov7RRYA7HqemZlhYmKCx8fuQt+hUIcVk7tOU6HLhqnyVP86lv9yG/HdMcmzUd5NJXsEPWvXj0ufBus0ZS0PZEJTgpEujBgI04xlaCN9eV5oRAkNNtjppsZUCbCp7O3yAXIpecy8YDzATa+LbYbUVIBxMFcbTo5P8ExyLc8lszkZsMOP0vLbkEcBgCIhNppRWcf7/zw273gQrV952e9/lxUh8H2f5bXHUVn0H2DFfGmrn536BmbeEM8NtWQ5qYlQFaQ+xByHpw9G2OwB7sBMqNFFO/FgfGvHser/2GYY6rsWudo/yR6ZY4ecZaecZVZO0pRVAMJ0HrcVwZRzxlk2XRvNs0HmiOVmEb1ZZoecxWyD1coYnbNNTGxFVFerkxyQp7hKzlKVDg4JJfp5+nZIawkIIS5luukr6OPRQ3l9YmfgQJi3NV44QGl4tsGFGHZ77NlsQaPRwPO8QktwAbIZG6OjoyytvRrne2ypQB3qs2P7aWrSSVuoOtCAuGHrlBvZXIDAlppIW/GMZzsPXEJLBGSVpqyxXc4zIStMyhIl+uw0Z1mRUdqmSjbVrY/LZlrPPWcmWUmV37arO6Yh69yonuEmZVuwtskyDVrU2EQRkYgzsDmQQW0XBuZCSfpccRrxD/sX2Bqw1Rh0TJWu8XKDmjAobWmPBKw+pwF6vEujuZHqhGzmoN9zcb0+tfomNekQHl5m6YancFaKNsQXG67rcuDAAZ56xT2cu01ROqy45tqn2atOpHtaxKKZYKNVzbOx+jZBDgjqVsWua48zI2doiF1b22WBaTnPTnWObbJMLekABuOlHi/ptFkJsR4ZIVuDE9jaKj58WRnMXsPqQZcvmz2UCJmWBZobG4Se4kRphufNbs7FU1bnwASrZpRN41vTpHSugZOuYxvQibVcRrNixqjNrhLeNI3zZZc4ji9rUnDZEAIRIQg+glIGM28wKwbTM2gnIalFiONYb/TIDBihTx4Bm2EPnWzVxIND0SwYzJyxdsfj1uDIbPeJnfS+LQNRAlPW9Egme/heQGDKzLGTbLBGjXZex82ctdpUWTQTnDOTuSp2h5lnUpYpEeKQUJaAJqvMyGk0MdOyQKs2wvq1dRQJM3KaG+UZZuUkI9JJFbdW0AWgUenfTnKBLWL6VtNTvOSHxPUyBDLwP7iwbDA0UyFPXV+s7jZkffyXb/6PTH7uc5w8efLr/YqvSGitCcNHWLl6G6U3K/z3Bdw68SgV6RIblZvyZOr82NiOAq1iXC9MTXoMCVZsB9aNsEuZTd1lTKDBOhOywjgruWZkWs7jqjBv12qbKitmjBUzxlkzyYw5TZtaLhKsSJcpWeAm9SwzcpoJlnCSBB3F6NhucKF3gTnRUM001jr/d5gcDCNMTWQWzTgLZoI1M2Lrzb26zQ5k5lx1QY3brokR3YF0XG2Ii3YSPOlTqdq0VmtlhMUT0ySPJZjliFqtVgw/epHRbDZ56o3/DXVQKL9+nUOjX+Im9SxjssqKGWMu2cmc2Umt0ab8A11Gf3idvXKCWTXHjFgSHJoSbWrEKLtmpQMG2lQ5pybh6gVGytFg3wmx4r+QwcCtEKQLbGaTWiHnnxkndA1mu+GZZC9HzI3EaBqs41ZDQuOymoyyZuq0TJ1zZpJzZpIWdVz61KRDxXRJRJGkVBdsoNc2VauXWd9J99E66k0J4dHjuO7lPfPgsiEESimMqZFbBqfivnK1S+z1CHQZwQMHVLWbGxMlQQl6aZSVCwvNIE2etQleOFXVpETAIU9d0kjb/Cah2ugQo2lTpWdcIqPpicuKjNJMxYI12tSkk27Go5wz2+hSpmXqnJVJKiZgjFXLjjlLmYBZOckOmSfGyc/1LMp3JEkFim5uYhOjcKWfEgubqs2is6wGnFWEFQme1yeopt4Gji2hXGABvhXDHRe5Kj4diJNaHwOwQ5iamiomIg5BRCiXy4T7JnB+1KH0+oBDE0dy0riZmp9sGlt/yQR9LiHtuEq3Uybp+DmBjXsQLZfZPGWgZVjevw1uh2v1CaY5z045y/XqOaZObcCywAa5IRYV7PdVNoTbDadGtnPCzNA1PmUCfAmsWIpOrm/RUYyKE1S6uWamL4nealUMW8kBmjwrkXU8gN1IW2aEc2aSM2aaE2Y3J3oztJ4dTzNV9o0aJPdP6FEi6JXZ7JSJeiUcr287KnRIGLv0Oz54oA4qSh92eeXvvJJPfepTRZbgRYTWdpYLLQjmGiw2xtk0Hi4VTiS7+MLGITYeG0N2wL7ZJ7lVP8JeOZFqVCJi47BJmQ1ToW2qnGXSPm5afpqWBbbJEqNTG1SlzThrTMgS5W6PWAuJVqg4obpsMBsgG8aSgjWQdmq8Nm5gB3SvTzjqX8dzZpaFpEmADeCyjFkWKEVoK2pkgZ1yDrDDkbJ5CdnfJliNxDmzjcXeBI6OmX39l7nqzrM88J7X0jn8UZR692W7B142hMDzPHq9GaRhZ8BLY6A4DnsetDzMio34Y8rEUTn1+QepG3S1S0x50GsPg2mIjoGmQmaHDsfhroKqWFHf+Ca1eoeaZ9XSmQ2rS0iD9bRjoItKMwVjssY4KzRkPV9Mi2aCTTzOm0lC49KU1bytZYxVa7pBx26lMlhUfUq5Cj1B40oPLUnatjXICiTpJtwzJcDkB4ytDbepe+v0xksEsR2gIAjmwsmIMCAAGUP3hmybY3JTJ6mCSU+sx6++i5Fn9tJqtb7xL/wKQLlcJgiewzmgkEmYmLSsMxu20qbKhqnmXuqk89jbxpYLkrY/IKVpLVR2GMoH1pmuL3JYPc6r9OMcVEc42P0S5S8Kcp9CHnXSViqDGcGSgQh7mQfeYcOe156jeqDNIuO0qVpRI6M0ZQ1lYqpJGxUn6Mg20WSIHVDx1s0u0Sr1O9B0VZn/n713DZLsPO/7fs+59Tl9nZmendnZy2AXxJ0ACRJQJIuSKUExrUsi60KpUnIUO1E5ZdlJSok+pMqu8gdX7CpXPkVyJaqSIzlKFNmiKKdIyRIZUiFFilcwJLXgggAWmMXe5z7d09fT55wnH573nO4BKZUdERAX2KdqMJjZ6e6Z7rff87z/53+5qRvVR0TKmuyzKnsMtck1PcdLxUWuFBe5pmfp77fnCN7UOYcGCvsRB1trnEhXrMGs4zENMhsXBEPWNvcIJcMnY6IJX6z9GzpfvZ/9/dd2+PfqL1oiwpkzZzh37hz7LxXkW+D1PF7uXmTz7A0AbhYbHH9ymfyPCuQ8PP/DT1B/aMxIEhLG1GVcOReWtsR+Na0vyNVj1zkXBuSckj1OyQErukotTt3ulpN4E5KNMf6GHYKa+YD2TobumcT79kMd/rR4lMvFwxzkywzc+ywlYqYlf8WnwGNkVEHALvyRppQRygkTfMnJnNJhqiE5Hmuyz9nkDi2HbtRlgv9wzkcvfi/51W8C0d4lddc0BM1mk9l9XbOafNLZva5MyTKPYhhbMEvJ+i8h7hoGjWeQT5N5eJDbZHWqjsVv5kBOYjofETjzItkUpDFj9dRe1a2uyBErmFqgI33a9GjKyLS00meJvtPQZgxo0qbPumzT1zY7usod1tmjS4NBxRBvYi5bJekwxyPVmjUD7sRVELi+tWwG8hOzXAOYIyCkcC9v2RT4C10uUBEDZfHCXz53gSMdljVZ+JnyyBpgG3YMNATvvT4rX1yh3++/aYw6/v+UiNBut+l0OtxpehYgtaNsf+UctSdTVuTQbUU5dSdLzfFt08ojRsOaBQY5gmutMaZWm9GpGfRqTcBzPCYvcN/BLrIlyBUPuSGwD9pS6AKr7qQUUM1gNbLvyRGsXxqwvnTMcN3jIDQ+QVOGJOkEPysqa4RsAfmvTeffywNrBo4jg09v6gZX8/t4SS9ys9igR5u6Iyn65I51vsHhdInjXoNiaA26Or8OCaQKI7MHwaVzygk+SxA4L3xSFBhrjdzJis6+91WuvvsF/D9af1PIwL6dyvM8Tp8+zVdav2/SPifT1syjp217jfOuO5iZ1blOYV+XWWeHpgxolOMBnCOn+At8k8V9zM7nqUYG5bNGJGm13yZMQKmkgImMWTl9ROe0eWZcK865w1dMqgFjYudfEJ34m0YOsS0bgvJ3CCiIGVcum2Usc45nREg5pu4OhLZDp9wnN/Ee9eC6f9euvbumIWg0GvR/1Md7n0fyYA8/KMgyj+kwMTZ207GRS87AhMr6t8qDn6jJEzMswKcHWnIOhqAHwL5a0zC129EFVgSygIQJq7Jn8zB5lbNymw59YhmzRJ9lOWLl+JhwZL9zUYM0grR2xClv39mxNLgja6zpHjus4pObexvGsuUE59EziA2LAA0Bf4HkssjmLt9UOT4zN5NWbIHHzikudbngg1bTzWyDOTN30bKYPzMip0JNJBazU+4K3tqYemPMYG2ZJz7yBDdv3nxLm8R4nsf58+d58fCPkACK5xW9lVNsFlzdusC1x++neebghJNmnnmVZ78XZDTbc5MgmCfAZQubp0/OqCXUz6hJpzYV2QaOHDM7AgI1BKgMP8yxOewLYiunLjS7SqN7aPeR6AlGdulTUboIl3t2WvfoRTZ3vV6c42vFQ1wpLnJTNyrPDRAOWGJcJAzyBnluYUVekNPp9hnHKZOggcQBBEK0MiBpjvH9gnQaMuw1nNrC/g5qKXFzYi6KblhsgTghaR7h+wVNGSBdcRLPu3NT/nYtVTVXvkKRs4KcMeSUYcBLk4s0a6dIvDGP/KfPs/mzN3nMe4FNucGa7NMRUwSMtMaEhJHG5OKTEpCqLbYc30mks+oiW35/RkSqAVNC9nUZ49X41UgqJGVflllyJlq7usqBLjFTk1xXclmRBc6OU9hIQJncWTiuijUQCcfUmWgyR1plQkuGJ9Bhj4IyVbFce3fr/nfXNARBECCPCs1HDzlV3zei1NQd6Rtj9zMF00nErNdAdlyQT5n37nz5y1OvBiATqhm59k2doK8U0KdKPyQQZOiY9PS5KNd4Qi7zuHeZi/IqyWhKPMY22deMLb3UzAtjMlrBMWv+MfjwwNIr7ERd9nSVlKhieVvONxVcFTEDmTk42eq1ki5/gf1dQmLlz9UZMyNkKiGF+ozF5sURUyQo5hf9bP68iN24+jxHClxSYpnt0HUGSW07Mo6GCfSEj27+GlF04a59Q3wrSkRYXl5GWh66U8C2UuTg3bJRl150iYNRSpqGjAfJPEJYYTZNmOx35k1p5Z6pZBfshDLQBjfkNOeCOzywscX90R1kJCYDHWHjgQhr3hxLm2Mx0pXnUIRljIVdBXupreOCKgVUItCaNQSKc6/24SBc4lpxjit6kRu6wbauudCZokK3bLMujE8TDCGYr9GUEBoQ+DlZxyeo4pudEdHUmYwBNKY0O0MajSG1hffCWGOHlfnmWCrWQAW/GDL+nUuIPPSWRqpejzo+PqZ4pcCbCup7UCvIbwmHtRWOOit4753xk+c+zN/wP8Jf8b5I+3hIOBAYAwnMmkpa80ijsLrojl1o0YEuc0zDyaVnhv5QIydwMH/IhNhcMTENaoS95qHYe+KmngZgRsRUQxetbFVZbMvJRrFwXLAdbbOta+zrCmNqBBQVItGU4QIaMMMX27PnKhollJToH81Y+sTqXZtxcNc0BIeHh+ALcX3O4Axr880hzxcwxRzb0Ery4ELuQDmLrKKKGy7AaKpoZs6Aum+aZ1kTZAXkSeHdF7/A93if53GL+3E0AAAgAElEQVTva7xdXuDC+DrxjrMkTiDtQJTaZixjbPOdAscgI3HfMwet5jI0Luxz4W177K3VGVCnrx1GxG6R5ZWRS3nyX6yS7VqSCDPNqk55nhZmfIMyIWxAwyAztaZDy9Abp8iQRR7Boh9B+XUZcMTC9ybAxKWYO4mn/1M+D3/2Yb785S/ftcSab0U1Gg28rsCmj7xLrInqgPekcP7iK3Tom5Nb1CCPfTL3egRBAaqEazO7yDEzvsGoUcUC92hxW9fo0Oes3qYtfTNk2ceauyWFFnOYvSQVRjqXbOXANftn6Qp6RmGdkyqSBCZ1ZZzUmDlzqyQd4+fq1DPmQneoy1VefclbsYedn/DKz7m7CAyO66STqEowzDKPIrPtyAsy4iDDd9HMflCQ1MYnmgG7/8I1z7YnJEyIJOXUI7e4Lst4nncPJfgWVlEUbG9vo/lV9OYFdM2NXIdqo6od0AcjOAcd6dPdGSHXBa6LmQwVbuvNgGiGtmbQOoaWol3QZa2ahsNWix3t0qNDrh4zCRmRmCSQxBGqfac+cXJYkUrfkhKSasjESb1DMfOtElkt+Vk3iw0u6aO8eO0htB/SeXCX0zVzfu3KoQtLchJbkRMCrvLxgQpSPbW2x9aNP8Dznrgr195d0xAURQGBJbUd1wwZmIziyuK1LJ1EsA26v4AMlNa7zl+ArjvlNhRqU7N9nSZGVOyY9tV7j4f3Ax7vfOeXeMr7Ko/K13lYXuas3KIjfdJaQHp+/vvFw8zGELlbm2ANwJ4gO8C+IHsYnLukcAhksKoj/PXMNOLUmLp+NlfPnbQWGh2ZB8iU1rQlVFXKslLCquOeYHniNZmxrAcgRmg7YNnur/x9F82J4BsbA1iQGMqccLnoVxBneDULb7pU/AEiG/9+L/CbqMpEQ2q4JmCh+QJ60zZpZHDleBRXzUBZYTyrUg5zPHzJOd2wwKpTss9F71UekC3e7r3IQ3KF1esjQwQ8rBEAM2apA0tuDJCatzsjkH3glvNxPwSOFXJBU5AlIFF02X5f3x2vpoQEFGhENcbKNTDHNgbk4qEKnhSm0VaPCYkbH1TvCPc315gcNQxqaEzMLbE2c6t5vonO573z25ZVIgMeOTWFSFJjZahPVw658wtr+L9S5/j4+C/6ct6rb6gEWRfkfsflKlVIbYguDquUwePVgNZ2Zq9ewTwZNjDUyUZTjpJ8CHJo9xV24dT5Y6ZLRqROpUROI0JmFUm79HcZYIRBXxcCt9zlelkOiZy025f5iT53B6bT3g5r7PHXLn7SUuQ5qdSqmlkpV6dTv7hmo3xflOhBwhTPO8fdeha6axoCz/OQzhwVmIxihvstdCew+b/jBzC0KOETccYxaCBVTKy0BTrT6r4UyGuYxeuDgnQ8/B+f8b4zH+dHvI/ysHeFVfZYKQ4Nmvcjel7LEU4KQqYELTMJqqdj6seF8RTUQWXbglwHrgpHN4WllqEIBUAAy0w5WMuZOPMii++02ZRARQhEbWGW0sPSBCZVi4kppTSmf4gZkTDVyEFtNrcbq81cq6o8BirHmW9UHJRjgvL5ix3JK7a5bhjPiGp2Ghz2GtAwadLd2CF/KyrPc774xS/yzs0f4avv/n0bE2TYyGUiDHp18oZtLONBTN6vO/IcrkGNq3S/qJbSrBtcuSLmU/Eu7zme8r7Kg7dvwZ4bERSgdbUxQWQjAV2GQStg7MUkxZjWYW5SxMBuo0dmja2KkcSOrVnVVUO0dEkJMyGo5+S+z0QTPMkRhIE2SGTMJjdYl+0SuCUlqjTdN3WDA1060aQO0gbpNDLnxdgkhII1+hXr3KUzgtvY3UZeomYTEibTmNEwBoSaS3FM/HG1MXvv8kwed6++pWWoS4JOFN0u0H0PedTDezzn8U1bl9/nf4bHva/RejFDbrmmU4Gaa1ITbJ0W2N44wvaWJUWXgJatxU6rT+pFFeEPwJeMpg5IJaJHiwNWSNWQ0LKBLMO8IlJy1wA0ZVjlvJQE3gNdoofxUMrApHzhkFWSuVMiULcPO2QhJWSiCVMi6jLG15xIUt7hXeblf3gR/WfRXWnSdtc0BL7vI2csC2BGyMy3mFQ65lAovqC5EQSlATbzdjd+rU//gUI/MhJXD4otRW8VSM1sNb33zfjPzv4WP+P/Dt/x6ReQG4J2FD2j6Joya2V4TQt2KcleufqoKJHvMYsKwogTcjH1jci4V8BxTzi/bSc1PTZ7TiOnWBpduXkCxIypi2WAV01BBZWFTkvr7F+JXUNQqwgyYCl1ZZNwYgRRcgcmelJBsOjgCBAvoAIwz0GYWLtyAsjNffy/7TP9zB8AP/AXfNXvziqKglu3brGysoKsSNWg6oE1XUXHr5L8xoPY7KEnGMdlGpFPIG+AdCFaMyJTR/qcldvc713jcbnMgy/fwvuIBylox8H9S2pSwy4crlmTGJLSHh8T911zmoM2gQ0jInLoLF4T7OvEbdo1+1rrytSPnG9CzKBoMqDOhNhGCExYkaMTDPFdWSUpxvhkNBlWZNoOffKaT1qLqhHWOE3o7bcsjyQAvzEmaU6IalRNQVn5n7Nd5ZlH5kyRlJk9l3fhDPfbvTzPg/ICPQV6plJaO3+bJ71LPO19lcfkBc5fP0SumDcAmWtWsf9n35BTboFcF7JtCGpmIcwDijwEel5pj3KSM3fotWysOna+HQNpMFDbeYyBELPkfr+IGZHMUz9LNDVmzDIHbMguA5dmaJ4wLY5pMtTGCf5V4JrQcn1HpASSM6VGrmYMZj+T4FE2CSZllDVhPPlfEPnP77o1eNc0BFEU8dCFyzRlwKt6nkGvQVCb4TtCYZ4FlIOc2SSEfs1GBkM9KZlz+nmA4usFxecKij8poC0EvxDw1N/6In83+DV+8trH8f6th/cpD42Ax7CutqPQfM3v5jpHH3N183MsF8HHFBBjkCPQke2zpxK1BqOr6IpStLQ68ZdMW7uYi0kNNTDYzFU5x8pc91os3KaUxeSlCkFgoFSLeEzyDdIbd2cnP8McYZm89t+cFKxpcbz2/Fv34NVm6GYAC139W7XCMESHSv5vc/NruKXIGcHLIsadmE69j7eWk3f7zCYhg4M27Ns6lo7gNZxcReGU7PF270Xe432OJz53De9DHpMPeQS+Ejwm6DsUHoJiQ7m6tsoLxQM0ZcT98irLe6khAy7ERbvgLQGHmBV3BLQc0dDHxgupyXUlheZoRF73GWvMgDp3HIGw9N6w/PkxpXHxEn3O+rd5kq8tNKW2tkvk4KXiInd0nZu1DcZxzOygBrl5iAynIcOgwAssATEICqJ4zqkAQwrr7nmOarMqgyGStOIavJU5LK9vzdD9kOIV9/x2Ye/xLoPTDUcm9dBIkQioi42yjt2o6qogLwhbW3BDhD1sW3nkWHl8DSO8lp4ZRxBEsJKP8DqmAgiZETMmF2O5+mIKgzGxeQi4hgDKlMQEARf81qdDj0js5wduBTUZzdMTK4S1Zn9HdT+xySTxWRwplEqIAQ0Ghfl5tH/iiOl/84PcjQDpXdUQvNN7jgNd4v+9/SS6FZE3YNaGsDPgmzYD0wW9fPniONi7dDeTi4L/sz7ed874ubO/yn8V/Avu+7+OkC/7cATaAVYVzqjBsAHVY8Fct1q6BhJC3kppTTNDKxzBUSMzlTlfMrs3DW2gZdJEmMfBAow0pk9n/ji6CKHOZ2WL9rCL5K05n8Diafe0yx3W2NVVeodtE5IHJtVUyjmgzueB34w/AHP74hzIfGa9BgzdKThX05IPFS98G5K9dccGAFeuXOGh4hlefN//Q/6JnPzTBf532EYyiJeZXozwnclOGM9YPrOPf64gYmqkvX6D4fYy/pmcqD7jYbnC46++inzZg5tizcCSnab0yYLiP1CeXXmEy/lDvFqc47S3QyRT2ut96lHBtAWDep1cfZr1AfVEqxECCUzdFbZ2DKSmI2dqZFm/fnI2G5npstv+Mzc6s4txU0YnnodynJXjmw6dIU1vyB3doalD/JWMrew+ip6LaB6aDLGIlekkZBoU5NmEPPbJo4C8mKNcYW3mUh4nBt2605pOFb3XELxONUEnMfqqh17L0YEiazF/+p88yqrs0aaPt1bw4GM3kesY4fW2wJYgl4RLt+BZEZsSAKdVWQLkEHjZsgq0wMKNAhgn4tCuKU1R/AWDFM/N78H5rUjqDkQ2FuhRVBkyNWa06dNkRC4+Y01AcPFvYWXQNaDBkfMmWOQoJEwsUE6OSGRCgyE1mVWN7rE22NFVvKAg/Hsh+S//EvBfv7EvzV+w7pqGYG9vj5d/5Df57u/+bj7997+T8SC0Gb0Ps6xp/gK3LOeAaWGz7hWZxyCXCYml5S4gG7C8ucOmf4MnvMu8z/sE568ewp5n867z2KmqW168tYLR/TzH882wopzXA6xwQNODWZIRNR3je91Y/DpyYR0tRdfc77UDcS5cPHOHpGP54Ft6gTusc1XvM3KhlEYsJ42IFmUv8wCbWhWpPHKchD3tckSbw4Nls3qdBicu+OLGATqVuU2zPQAlHlFe8MuGQBfHs85yVgLQhqVJ+j/tIx94a2vBj4+PefXVV/mOz/8YQRDwqe5vIZvm36ATmPXqzGrpnG3vIPI8bzEbxHZhzCyv4xR7nJcbyJazZr2o+F0oLir6V5WX37nOl4u3s5XfVwUXHRd1PMlIg4iVNQvcwkGthAqtIfXSLjhwKplFYmzNPAxy39nKMqCD6ccH2qhO5IEzkamRkhQTomlG7gtpzSBUz4H9OX6lE49kRkf75IXPWGoM1hoMGw3jo/gzJ8ONKvXQfHxg67HIfKbTkNEwYdYIGQRNdlnlcGeJ4lJI8bmcpXab4fDP8+W+V/++5fs+IisAqI4oil30i/chZ3KubDxM/l7jmgxo4G/k3J/fgb4gHrbvLimPHgvNY60uPgOg6YNeBH26oHhK0bMKHRi1hGkUOslrQe74ATAkEWNC10grnkkpdx1og1x8etquFAmeFNTSGck4Je/sk3s+TR2yq1126TrzIUM2lzDzo7FMaDKkwHfj2+n8EEhQcRQSJmx4O6zoIb24Te+nVuGXW9xtddc0BL1ej0996lNcuHCBwM9pveeQwc4KuqXoV5xc0GWmS8dMM7Th+AQdoCFIQ8HPUKdKCDrHnPZ3eMDb4mG5YuYZieMKLAPlBb3lLGATZZLAuF6rsgQizD0rmY1JRoqURj9jzCZ5hG3gPnBGoavourvfOk4rrqSRjQBy9ZlojUNdZle75AQ0dUDTzQksxChEEDzyKuFwSsTEuWkNMIXBkbbp0aF30CbrN9CeONTEsb4r/TkLCEr1QCfJhosIC9j9lLdzzYEGzvHRST3vQbZwdHTEH//xH/P+97+f4O+EeE/LvFF1RjtJY0Lij8nVZ5zGjIcJtc6A+pkpiT/mrNwmlgl3dI1Tf3WP1jsy1Ddk6WZymmfzd/CF2bt5qbjAHqsMtMGUkFNywIEs09M2G95OdYIPSWnKiCQcUz9lI7cyLAugjnEWlo8HhKkZEjWPp/j1nNwLKoOrlMjijCXG15yRQO75RMnM8WpsI6ZaUtbM1tx7JiWkIXNvgek0svyGaYhmARKn1Bpj6o35JmxU8IA8892Hx3GvgQBF7qPbEUwV73t8dn/zi4icv+vmuN/OVeUYAEIdr3HBnFw7gn5d2cofIH/GR1E69PHOZdzX3DW7+XcBx4KksFmGE/Xte1pX8ocVvaDMNpRJIzzxuCWBGiCWcQXVV74AZBQEFSpq68Ve93K2n+ORBz6SZYAy1tgRC9sAnPXusMlNN4I1ftaUiJlb7z3aHOiSmW8VIYmM6cgxTZc8a54FBQHGR7OLwN1Vd01DUNbv/u7v8oOjEff9+lP8UeN7eeGlxyieLdCeNQIlIlAJnUob1InavBTHNYghb/uVXnWfZV7VsyyvHXL/U3dMkhUZwWqWKJN6wJHfZqgNF9k6z4NPGBOHMUlnQnM8JB6ZvAsfu+DX7WF1wxa8XrBRgQaQecqs5jGKDGFoypAOfU6xV1lqRjJHBkr74ZosGv+IbfaSEjMh0TEHLFfmHVVlOucDoG5ztdtLiaQs2BdXhkSlm2Op1Miw/ILS48Gniqq151vx3uVR/2jrnqe8q+FwiPegIOcF4gwJCmqNCc3WiI70zIpVIK2FZDWfgLwiTS3LEUNt8IK+jbHEsAxH2mJb13h1ZuZAW8V93O6fYjaN8PyCWmzqhEOWucY5xkXsZv2W697T1CSAztJ1kYC16d3gItdo1oaEY0Vye9dEfgbJfCTla04qFq49IqGmPjOJKjWAGW3PyV22sSZu2BBSpjta8xDY+Kkn5iqaA+2I6VJEkQ2J4tCkiX5BXnik07CKJQ8bU1qdIR2/D2cgfdLu+/p/u4w/8e8FHX0LazAYkCQPEgQBy8vLXG98DjpigXEvge7Dtfb9fPZpy0850hYvtPdZaR9WFtYl1yRhYk2n2yJ0Wdnv1Csb5EQm1PMxQZ4T++MTe25QFMTDGeZnZR3nOJmRR15FsjZZ7My9v8b45GSex6Su9LDUzV3t4lNUCoQaM8cvaDLSGgOa9MVHVU3NUKq0BDpyzCnZp+usyOeJpR7h+oBvcKq7C+quawiGwyGf+tSnuPr9V0nH/wc/cP/9fPzv/m/ImqDbij7nIowbIG2sQcgxm+IDKAlx0oBikrDFfbBmXaRfZHS8Pp21Pl1GaA0GLZ+B1zR3LG3Q1zZT5t2rNQSTKpGwk9RYqh3TyjN0qnAGCwaaYsjAeWWyrgySxom/a0ZI4SKUDfAfE0rKWGMK9ZzNZ+TeUB6pQwkAu2Y7dKEoZTKYQqFJRNHx6eUexaRuSozyRv58XLDwB1VfO0TOTv6vHbcg1iDUgM6UuDEhig3+TqcRxVpM51c69xoCV5/4xCf4Pn6GT/74/0nwzKySFfrV2bz82iNTjwyPpqR0pM8ae4SkHOgyYzX5qEW1nuKOrnNDN9i5voHe8iGGYi2ls9InYlYlXvoURGINhsXPGtPfZIHRiRN9VMxY8Y7IA59qU3MoUEha5W7Yt3Ny9ZlJiGDJnOoez2xgLY+jJMl6ZNUaNZVMaO8b6ZGeCUm7IdNhgk4iJE4JazOi2BqMdBpWhNp0ElFMQ5gEFLUZnp87SST4JbP892IG3//LwM+/3i/vW6ayLKu8HdI0JRt9AZFlRO5Hlpyd8dDnyvRheA8c6LKlucrtiq1fnujrMqHdPKbT6uGTG/LkmtNyXaVeaO8NpeJONY+nhPvORyMHTYA2hJ7Jbs0jwBRVZU5MR46pkbrh1bTivAAVf6B87Bnuwk/IkAYDbVqqLSEd6bEmezbykj51piRimQdjtXFDIhM6y8cc3msI3pja2dlhZ2cHgOvXr7Nx+Tt49NFHAZvb5nnO+vo6f/Dgr5oT4VRtUIWaZ8GOWhhSTykejHn5qUc4fmcDz8s4pfuss007ucqkETDyEqY611GPFkIyZoRk+FVD0JQhE02YeAnZ2h7LOkVzjJwFkCg0ld1khaE2CSWlwzH1dEw4HZIHMEga9GiTMKlcCxUsn8B5EEQL5MMMj5lGVRNQ5nibLtbY13V/THgq5dAvmAWvQQ3KkcFrHB2BqjmQxe85DoEZO2V48YxiGDPeqTHecajBirnf3Xz884TXzzCbnXSYeyvWeDzma1/7Gs/4P8v3HHwPv/Rz76d/q8vkqEGv0yZpTPD9nHQaMp2GBH7BrBGVQCc9WoQ6o84ERc34haatwzyyQb+zG16sebOhc9jMaartwh4yAEfAajPWhIYMGRPjZXmVkDhLlF7SYuJmrE0ZWPNA6eWhFbmw7mCoEhlIGDt7C/Ok9zQnV5PNhi4oZo198lrAuFZj6OeM/YQit5HAeBjj+wVRbJ4XvlfgBwXTaUje8Kk3LCCqUJ/INVF1mcBTcOUNen3fiiXlvBIARY+Mg1SsFchF4doj5zjV3XM5LNactmRIhkcNj1RzBtRJCSoioLsrZwTkk6oJChOZ0NQBp2YHhAOMDHvkHj8yBHPQijjQZfZ01eXEZCzJMSsccdrbZmXUI94XSIVTF/fYkW6FYqQLaYipU2xl+JXXQMiM2HlclBJEiwOXyn65JCHmeKRpiOq9kcEbXsfHxxV5S0RQVWq1Gs8884yF7zRmaBBCzSRfTIGXHN+gh6EKV2AnP89X351zmh1Oe9t0W0fOyCeuur8BjfnGSUxPO8wI3UncAi+WOWSNffPQXt6hkSqMFApB6xZ45FPQkT4bt3vI1wTZFXTDQx9WridLHLBc3W8mfkUeXNR655j/9q522WadA102PoMMSXRSncBKGU3FI1i48Atu3j/lpDHR4sW/HMXljnDmkvN0qtD3yWtBdVs5Y1bOXmdMVEuZ/GKH8e99mDD8j+81BcCNGzcYjUY888wz9HeWyD9UwFAYdpqM2q15ZoFLjxysLXNwfomzjdusss9p2bF0TLFwn6naCftUsEd4YcpwrUlYS2n6Q+ouarZcJ5GaNNYY+WO7kLuNN3OS1MVqMqRxS5FLAksQrkM7OIbETmoHuuTS31zLopYn75GRFNYQjL3ErcFaNaECI8NGktLUES2x3zVUJxXTgPEwIT+w36dwTWcUpyT1SfW3FzWPvOY79ULALA/Zddkmvp8T1WbsXd0gjv877kJ/mLuiRqMRnvc3nFnRpxE5hU4SGyn2IL3e4JWVTTwKOmKR6IlDPxcJ0uXeVjWuYutgREyfFrkGFg0vE3LfQ6MCqbuxZR2G54Wb4QZbxSYDbTCkwZSIjhybvbd3m/XtYxi4UW4OzeOMenvizIsCZ+9ed94y89+oHG/UZFZ9N5Acj8IZaYkjc5tr4si1DINeA3cKvavqrm8Iylpks4/HY770pS+R/eOM4J8ESHdaRchOpyGTQcfmlJkjHSpoT7mzu86VtYuc1h2axZBQZtSYEjMhF8t8nxC72X7CgLqL8HTxRO6EMtAJh7KMH+YUZw5pBZm5db1GYsgeyA0xv+/EGN09bdNTI7l0OaKJSbhEzIFrUppz0OBQlzlkxeQz2NhjN0/IM7+asWbTCB3WzI+hzJx3PAFdNCB67ejgxJNrn3SilcVxFXDUAGo5BHk1NnA/QfDgAdl/9BT6h/LN7vUtV0VR0Ov1+OAHP0h+/W9RXFN7XTLQgXtuG9hIqwnyoMfxU8u89HTCdC2qCHoremijJPeCxYw5JSkr9SNgLoVVxdatK9/xEqoMgIrkN6MpA0J38nlMXuQ923+K9699vM8Leh70bUryDiW+MCDZnDjuwJxLU57+Zxox9mLHT0gq97dKESMQ6YwmI3wpKrj2QJbp0aPAYxDXycsGJQ8osqJKgqQONZlVp84QKJgx8u3np5OIWpyS5wX42b1G9HWskjSc5zmeB1DHOyt4T3vIGtCDnSubLD3QJ9WIpgxZ5tCgf82qALfE6aJqzEiKMckoQ4HDZosBDXLxaDIkljHRNCOLgDUl96FXb3FTN+yjsKRN35GtSw8Mn9xcESOq7JaSqzDSuc17sbABzg9fi7bZYutavWp8W1ZpPW8NSZPs4zXgn76eT//rUm+ahmCxVJXbt2/j75zhzN++wPjzH+a0v8OYmDvTtRMnYN1xznxDyBsJN09t8II+QMKYVfbp0HNBNJabfYQ1AzNCAuaOVubvbnIXBFINjZXqHXLq9B6dtT65PydxIUBrbHn1I+MXHK5F3CnWK9ZrLAZEla6DZdSrEWJW6dMmJaycucoZ2HgYzxuBic79GMowp6nODZrKNV2tbcOVXYCi/SdzP1+OFnJroNgBDRQaPtLxmazUmHQUrzGxdLr6kN56h9k9UldVs9mMz3zmMzw1/es0m00+ywcMVXnIMx7MUA21OlBLSXwOdKvGK2ce4Op3bvLomRd4QLYYO1lpebENyMnEeCSLG1VZ5tzmcaBLjNSS3EoUKcNjmUPnhniHp4dfw/tDD+//9rj0ivDELYNk9aKto8wzu+zyYl/WVCNGkrjHMwlY2XxEpNTEGOFNGZIwrkxjUqLKeKvOBNqwAxZtbg/IbNpgNg1NhZB5hPGMemPCcs004ShI3ayeE9+5J57PefWewuB1LxExHsG6IBfF3GOHoNcsSv7mxgaHraVK0perx4QGmfoVmTZmQnM2oH6oyL6d5NfrA9brx+bhMgVmAiNndNRW8jXbZ8caM9VwwXrYN9ULMQMxnoy/kVdN65SQPV3ltq4xcCz0chTrkVXS7bHGCNCQrJIclgZvxpGxtV+qHwInQfyu/+FjXP61n+FuFLy+KRuCsvI85/r16zz0fT9N0ungTaec6vcZj8dkWUYYhtx+4IvIe8SSDdeUGZFJS9hgTMwhSzQZ4pFXiyfB/AJSIibUmLpoTjB99Yoezh20NOFAlhl7CSjVbCpXn+PzA1p+blKbC8q2rgPQZFC5D86ImBBWo4oDXaZHh0OWKmSgsjLOo3kzkHlIbWYkwKwMtXca9lI5sHidVuYz6DI8rEQNmoYGACdVCBMc4qCQ2cVMAqEIQtKJPR861Huyr9eUqvLss88ShiErK4/T7XY5z3m6WRfP87j86z/Pz4e/zkAbfCL/bj65/92k15qEtRk9bXOFiyRMaDCgIz0CcqYauajr6MSIK3X8kgOWaOqQjhxzWrbp0Df5oSNYnfL2uCjXuDi4RfSsIJeFwXWbwT94DLW6oQRXL6zajFZXGVMDxE7/UlQjAVGqJrUyMhKTO9aKGb5nCy9y+vEphiqMi/l6Djspg3aTSRpbHHI/QA9q5ANrTtNuDTahWQsroxqPHPy5mXbvoP0Gv7JvzVJViuIycuc8ur1GcSnEe9RDHrV9dbC2ws2nN7ipZ6qUz3Lv2vSus0mP8zsHyFVBtj24bUFH2lJYFSTBoP6BZRxoXeFtENcUP7ELeV0mLNF3TbKRYyckXCvOcUfWKhVA6TBYHuoAOtKrMmAMeZubcIkIAYVJGvU1YXPu8GSNgKl2hjT42Mc+VnHc7rZ6UzcEYIPgyhcAACAASURBVEzY55577pv+W5Ik6DlDCYqvFOg15eoPX+T6T91PftHnDLdZos8yh9RlTMZc9pLjMaHGQJtkeASOtVo4KdZYE3zJmRHR09aJU1uNGbGMEQ+m5w/pLI2Y1AN8yc3v3XWhU+fwNtAG+yyzo2uOv5BU5JXc8dQrx8IFdF5f0whUBMKSL1Be8Mt/q5ATxz4rVQU15v4E5Z8xUWSIESZL6WF5X5OAtGZmO3ch0fYNq9lsxvb2Ntvb21y+fBmAIAgIv++X2PybN8jF50Zxmt2VLtfa5/B8S7gcaANPCjrOaz0iJZapabA1ZgBznwDXHCSYwUpJ8osrq+EZocxcbluKn4PWQVvQqEPQgyAAXVMOH4u4VDzGQBvWfDjYtC5TEh1Xay93gVtmFmOTWLD3zdSbL1DfWc3WSE+MMGKZsKTHBFJwFME0CMHPkYYPnZzQIVB138iEBtcmVfrpcVCn3miTvtS414y+YfXjgAVlecc++edexo9jQwqeV1558j7Ohzc5xS6RGEpkipUpOQGjZaGxj+UcjNznfYGXnVdB6rhNicK6oF1gwRDTJzP1gthoqVxlR7RADdLH/Uu5zgJxyNrCRb5sJpsYv6bAxxdz4/zGMi8YM46D7/mdBh/5yL/k37j38t1Yb/qG4M+rer3O6J/74Ofk/8pD93PYUYpn4VN8P2sXrnOW25yWbVb0iFjGlRFGjkem5sJW2l6A9YwpET3MIWvRCyCSlI5zwEqY2P3lKUEKMRlxa1zdz2whIa5Hm0NdZp9lc+ByI4TFZiDPbVQwGSUwidzFf+Eini34Bnyztb34/Zh5MFN5exTEyQwDtfFDbKhAZWfszx+vGMYMbyUUn170S7hX/y6VfyDnH/7UP2BFDisvisQ3Zlypz24yWOBEz0gxyeLcRc1bkEGNnZ/BAR3pEzsVQMKYFTnilOxxVm6zOujh7QuyL8gRDEeuZ4ygWFZ62uZQlypr1wmJi2Tec/c7nV/cJav4CqUvweKI4bWsktIvPnWjuEQmZtctULR9gsCUBc3akBZDQxZcBO1g2mA6DZlNIhCoxQWhnxph9l69IaU6RwKN3H2b4vn7kJuW9HnQXeOzP/g0eMop2Xcfe+QcGmZaHkIiRbuC5GqunC8IR1vCpIClOiSJwHkjE+oFNY8WtbEUzOPhPQq33uYhbyGpNa+uiS4bybIh8MjnGQklSiBl/uGc1F2O2nICau6rGRHXrl3jt3/7t+9q3spbuiEYDoec/omn8TyPa9Fn0H2lmBR4Kx76iOW9D6TBHV2nR8cpCcbVCKGs17L/Sx3t/Ht28U41dKMEk64MtUHiT4ijrLpt+dk4Cx326Fr+AG1mGhmj2skdZ3lUkQfTaUSReZB75S+F+ApBBnlgkP5iTkG+0CCUn4csrAhFHZegag5i83CgluIFOQUJ4svcrfA1q6l4viC7/a+/FS/VW6byPKfz7CMMvvMUs1qNMAx54ck/xLtf4Dx4j3rc/8DzFuKzYE5lw6UZiYxBDSEox1qpRowlYUCTmpp+OnBKl4vyKhcn14mvChw5bfc+6Bo0frTgB4H8u5TiBwq29D4GNNjXFQ5cY9ByEteEKb7ModZkoRlYHCfM17hly/dpcYQRaQfa4FgbzFywzFxKm5IGEVE0186UGz9YnkFYm1FrH1XhNgkT/uYXfpt/fA8heMMrDEPS1Cm4thU5UCSGO3qOT/+QzxPeZRoM6UifFY6oM7X8jBHGEZhi+1Ud5IKytI6hlC2lqANdG19Rt+CtleTAUFVJyHUepmWWKW4dujVhKpUcEPr4FXow0sRd8j1EqHg5i61rZTzk9nOwhqEg4L7/OeUDH/7wXd0MwFu8IZhMJly9etX8uR8B/8d96IL3Ho/Vt9/ilOwB2OyeZZo6ZJkDECpzDatwgcHtwoncaWexc/WxU01fWszc6SbDZ9yyDXrgtLA5PiMS9uhyUzecGZJtjnYCs8eVQMh9c1scFwmzSUiW+1XyYJH5FLkPQQq+jwS+oQaZyy0AS2WESj1Q9TFutKCBQXVSogXOmCispRR+geM/kue+a0gMcfGCgnyrhsgvUBT3NuV/11JV9vf3K0Mn3/eRSxn8qI/ne+ij5ma55E7kQDUXtf/3qRwI84R0GtKsWyO7hCW+hQuB1RkeuW8qFzKxNtAXdM3FIAeKbsCrS6foFy2O1Oxb+xhDWxAGNBlIgzpjajojd41KSEokTred52S+T8iMGSE9Eg50mV263Cw2ONBlBjRcqxye+FvseThJlAyc0VKsY0JmlfFRebutySa/8Ru/cW9k8JdQFpGcoXoA7KJ7CXzsPjSDXTa49EOw7u3wIFtEkrI8OEa2BdmhGgNo3aEA56G0IC4vzVrD9qkjiG8LKxeOGHhNc85cUL6UFt1dOaRDn0hmDLTJAUsV0lVKZ0skIGIes23iwvkhDah+JmIGItRI2dEuW5/6EF/4whde9+f29a63dEMAtuFubm5y+x8FBoNPLPQIOLEx+Q6gt689cKKneQymbbLmsJUDEYVYL1l3xkWJTIiZULrTlRrx3CIUOWSJO7rOLl32tFvJG0ckJ7y8AQLn2lUaePheTh74BvH6OVnuV254QXAyU6BsGHLXPBSZB9PafGSwiBxUN+KENHE2jQD5ho26rGInIf0fX7m3If8FKggCzp49y+1zHsQmExVOhlrBfLMq/z8i5bTs0AmO8cOcNj3qTOlInzZ9NmSH07LNquwRUHAnWie5MGZl3CO+IS7Eym2/mX2dq8++LrOt6+xo18XFBgjCiFpl52oGmPa7mVOhc5pb5GJhpK4ebW4WJhk70CWn446ZVUM4n1Qje7fkJrlM/YgBwkzT6v3gO9A3EHvcsSYc/NNl2N5+vV6ae/XnlBkWBUCI6gQ4Qnc2LXxuBwb9BrOlCFB8csIUk+wfiUmxjwQOQcYYYmDzMMuUWQbpgrYsN0ZzLHLem2dk+GJS2jISu7RMtjXXqsK/qveNM1gqWSyAe4d51TihqGziLF6+JikRGTf0NM3//st8+NOfflPsdfcaAt/n1t/7Ao/8ta/xwtcfhwNFc2EyqhE14orsVE6SLMrVp5RVlQsmrCBSc7QqN+2QKU2G1F1qludgqMJBopm26WGwVY82u5xiT7tmU+u618UqCL6B4FKxuQP7qPuTqkEp8BiRMJuGDPoNiolztcsEAiXsDGl2hpj1FxSZx7BvvAfPXeyLaQjThbCRYc22/EApailxY1zdlkkAWUDxfEGr9Qy93t3/JvnLqiAIuOV9AWmADp0xlDstldErZZXrxCN3M9IZyFHlDldmInQ5qHzbAwpDnhQ8yRglEfmFGf45JQ8EP7ML7G59hcvFw1zTc9zWNfrM2fuphgzEkgbTwoiEJdTalCGnZJ9NuUFXjgwhI2JCzE3d4IXiAa4UF9nVLvsscajL9KZ232HNXBl9yQnUI4pSSmlYjZkR0xw3wRdzKTymwfv/+Se5dOkSL3/wg0wmVXDHvXoDK01TkuQZarUaR0cfAFoWOLdicet+kDsfCRv/lFJmphhS8BXhzmVhD4tHXq1D0lF0XSyBs4PJYNtQrCm74So5Pm3p05AhCVPqMjZJI3DAMjd1g13tVm6c5fulbCKhnHzmFUIg7r9mALfKrq4w0CYrcsSKHJIS0f2Fj/CbH/wgh4eHb9TT+7rWW74h8DwPbZgO1l8ZkVPHb4+I69MTIwAz63NylnJBieCTuSCa1LG9x9QdacV3i74pI5oMqhhNu/BbKl0pyfLJGWiDQ0ooy0YOJ8w1AN+xwz0yBDtpDbTB3p1VuBah15X9LYuB1m1gqJbhMHThTyuKrJu1qKwJabdB2mjYm3IHy4FYE+RBIXy0R9KYUGQLJ9DcJ51E5LmH7xf4QYYfFEBuY4PGlOKTIenf32dS9N/Il/JNV3meU1wr8GIPWXHx3teEnQdWWeZoISymdI462RiYAsAa0bb06dAjdgEVqUZmnS1jVtljeSeFAqYd6CUterQYhE0G2uBOvsaWbtr4ijYjkmrdD2iQFue4KRsInJjhr8gha3LAHVmjxowebY60RY82e7pKT1vsY1azN6+fRS/56I45inpPzFg78yId6VNIKReTBdKkjUX2dYntaxsUn/PIfiXjlSs/wsHBwV/Cq3WvyprNZguzdEcifVCQruWnjIcJ/WabbV1nT1fpbPRZGafmx+LkhacjOH2EmQnFoE3QdYXzWBrt25TZQ8q15mnzGRBT3NSYEUpa+Vsc6JLlfrBOT823pZQXlmhakxF154BZvpvKxMOBNrim57k0eZTeJ7volhGqpSP89Q/+HP/qox9lMLj7HAn/rHrLNwQigjaEU7LPmbXb3AnWSRrjipm9WCUUOiVy6oJ0TuZyyoHS6zoqwzNlZjayTIgkpadt7ugaV/R+9lglZkJdbZwwJaKv7aohGGLJiosGGGONGeRNDrfW0a8rxVcUvVTYQp3OoAHeg04DfAb0lkBQwFRMG/y4VHGltCHsDphNQvTrkZGArlsDITvK6E9ajOK2dfZnxDIKAoFYCdtD/CAjndYoeg49yH1++n/6RT7+8Y9zvbj+poDQ/jLLoFeBiTUDNAr0JeHGg5s0zw9Z4bAiukYyw3MjqhLc9ClcxsaADj3WZN/JvUzqFzPmbHqbxgsgL3pQh/hdBVvJEi8UD1Rk1gNdYpdVdrXLiJgCDyEAZzpUEmZLEiClqlU2HdFxYnLacgxAxK522ZreR+9PupZW+pJSvJhBT/Ge8NDvCrj89OPIOniNCZ1un47vNOzThP6tLvo8FF8pKJ4tKC7NyHe3GUf3fIq/Xcq4BCHQQu73oAZ6Xck/H/OFH3o3eeixq6uclducvrDNhYuvcvp9u3R7I+QYJMVMiNwhXuvWsA7q9crRtZTAxjpxpNYZfe3Qo8WOrnLouCk9bbNDl6vFfVyePkT/uVNQg7OPv8pT3le5KNcq1HdGyLE2ONBlruk5Lu88TPahGvnvZuTPFka0rsHn48+/qZoBAMlH1//MXduvn38jf5e/tGo2m2QffZXHH/kyV4ebhPGMjt+nyfBEkFB54i8lKImMiZlWiVoNGVbErSZDmgxoSx/fSWB62uYWG7xQPMhV7mNXu1VDEUnJCLeNdUCD7dE6w60V80jYUvSSUjxnzF24BYDIGbz3ePg/4eM9k9NeO6J/0Ea3ImsSAFkpbYbLuTDQgHitR6dtp/jtGxvoVgC3HKLgwp+qbINtQx1ogrRLjwJButYtF1vK5if+CtevX78H1X4Ly/d9PM+jVqsxOfUy/o/6eO8R5NGcM+dvcFZuc5bbdMRGPrmTHoak1JnSlAGn2GNVDtiQbZoy909rMuTMqz3ksmfL6QLs/ocxf5R/L5eKRxnQrKSvkzISlsSlchbV493J1jn4/Br6rKJ9tfWxbsl3cgY65/do1obsHKwye65B8VxB8emC4ssFxXaK6i1gD1WDXUUuIrKJSFRZ4Xrf5SGbUr0P8mcL9JWCougDB5Qklyh6L+N74QXfFuX7Pr7vs7q6yt4zX0UCzK57qniPe2Zx/DSsXbjhSLJjJiQcaZvDg2UAHui+wmPyIk95X2FZjhyp2kZSizLWSNJKjD2gyaEusaOrvKBv40vFk9z5nbPkH7A1p/sFMEakbmvrUc8OPGVNXQDevlrezY5SvFJQFC+jeh0IEElIkp9mOLwb/QghH13/pt9/yyMEYNCsdKackj0OGkv4FO6CPiRkWllSlo2BmVEYBzVfIE41GBqHAINhT8k+HenT0zZbuslz+nau6zl2WGWkSXW6GuMz1pgxCQcssf21Tb7jH/wY3tER/X6fXq/HdDplPP5nQIbIQ3hLT+H/hG/KiM0MCWbofkTvpVWD/2OQRwRiO2EydRf4hkU/e50xQUk6lILVc7tMVmpMHzcZQa02JW5MOdxZIvtoTP58QfGVwlZMDfs8hNXkSbIso9/vc2U2u4cKfIsrz/Pq46Hae9na+RT6JdBbPreevED+Tp+Od1zFEWf4ZgkrE5oyYJlDVuWAFTmgI8csc8DyQYrcFOS2wJFn19JVg2ItDjnEl6KKQ06dXntfl3hl6xF+6J/8l9XrnGUZf3r0q+SfTlG9CYSIrIKTbwFsa5NtZqh+FdUdbEFmQBORDUTejte8gNwnyJpnnIkDpXhF0YGi15RCFJ5V9KWC4sWCYryP6hZR9JNkzhrb8zwmk7tb9vVmqnLd7u7usvrxd7D/HV9FXyrQWwX6iqGR8nXhdu0st4dnLHBuqIaITUE6cPmHn2D3x1bNVpvbrzmgFRVnZaKxSbGJuK1rfLF4N5/beg/5/16Qfygnf/kmqn8KHDuio60T+XwMn1/gRxEDLUSWsfUJqhNUd7FAmgEQo9o6kZ/zZql7DQHOVONPQl58/4Pk6rnc7YyQKXWZ4pFVhkQ2Oy2qGW350ZAha+xzRkyuuOJmvKYFDzlkhV3tcoc1p3m1k1yZBrerq+x+bIPiAzn576Z81vsseZ5XG28Jv4mcQeQh5Kxjxj6n8HUfMh9pKnJekAdzls/s4/k5+7e76K3IPAYaRuqhMZ1HybrGpiYpeezhBwVekBP5TjoWp+RnErz3+nZCu2lv5OJFRfVldo53qpCTe/X61mQyobimSAYyULTpcbC5zLgbU2n+HSfFFAU9WjKiJqlbvynNgWsGXhHkphGz9CGl/7TPZXmYa8U5etquxl4DmuzS5avPP4V+Usl+a8bvff33SFNH6PN9ZrN/CcSIJEDAvCcsTS8sJtY22DVEHsJ/uIP/Uz6NvzPge5c+R8chaTke14qzfGnnnWSfjtGX1E5oz7vT3SRFtbTWNALbvfX37V2z2YzRaDQ3MCOj2M4o/hD4Q0NzRFrgVF2mZhILSAJ2dk7zvz71X+Bvjnlg7RWelOd4wNuqmmCwULgrepFL+hjP/cmTZL+Sk//+kKL4PYc8Be7+y4bRWatrjjWoISJNIHHr+BjV26geu38vf7EYWEak9f+1d+6xkV31Hf+cc++dO+MZ22uPH/vy7NpZZ9nsbrIJgYRuIaGJoEorApQK6OsPoKVR1VaiFLWiRRVFtAgqAYrSClVQCSQKJVAJCGp5JFHaEJINDewqjuPdtde7Htvj54zneh733nP6x7kz9oa8NtlkWe/5SCNb9th7Z33nnN/5Pb5fHOcZozNbABsQAI1Gg+yHhun/4iFK993drr+aUZOQTHLqbzUZ+jRJi3pb8SpLlbxYPS8rkIlrZhwmUmQy9WTzNwIYLU/5GMkCfRRPDqO+GtP15ddQqVQQIiaKzo8+lVK47p8Sx98AHPSSqSuLnRoxKhHDkC6UyXUl7ohAs+nh+SHhgAMDINNhexQxjoyyYeybm7rZ8GiUs+jANW/ctDBeCLFrtBmOCPSwNH0LsYKnNVqvcZ4luuUVQylFsVikZ/0Qg5VBxpd+iEprwn05qr3GUCtDvV2ualkct1QCjbZ7mkqug76edSPu0jCqbys3pfixeh2TqrBJhc2hSo6i3sHPHnktAx+8gaWlJXQYnlcSUkoh5V/hui7N5qcQbcGK1qnLBfoRYginZy/OO12cd0r2HR1nVE4xIs8YI6KkrFbVWWoyzb6BSaZv20VtdBv6KYXIC+SIRJcd9LzmNetvZ3Z2lsXFV/XPYHmJCJFYo49KlOvDtIcOa8ACWleTU3uy+TYdaMYw5RJPDSG/eS1ixEHdkuLp3ztI9/UV+vViYpMsqdDFQ+pmjn/1OqJ/iohP/Rytx5JTfat8tPl+bCm0bSZCGzFWtE4jRBohPKAPEySkN/2OTvbseStzc1svG2oDAkyGoFqtUq1WuUaM08ciMS5VOqjqLOv0tTUIciIgzypSK3IiSFJZRQZFie2iRH5+HTFv6u56UHOut5en9Sgzesd5zlotNcLiU8Psv+vXOHXqFMvr68972jGGTL9NLpdjzR9DHpbId0h6CvOm458IENQbaWpBhjBII9NNsvkKKd9ExrUgTT1IQ+wQ+yEpPyTj1xBAnG0QuQrpxGRy9bbGQKPXQ0UuYcNDZ1MmpVfW8H8j2ArBq0ez2WRhYYFMJoNaVcg06FHB5IE99KZXGBSekV0VsTH8SYK1atIKknixEO92yA0GpBqKuVwv02p3ey7bqAya+/OU3kvvH/wz2x77AOdKpXZq/pkopZLvraF1Z7J4gskaFJDyIPJGiXO7g3OHw65DZ9guFgA4o3YxwQjTehenl/YQns1CAGJA0DM8z/Dh4ziH48SPPmYiGmbpm/00P91kcXHRZgcuJ1wQBYEcEHBAoMs5qB5ALxt9AuoqOc2voXWAqfN3onUVTncS1zW48OjszTy27w3os6BPKNQjSU9K9Tha/xytN0eJmee/oE2YDEE/QvQjxADQifBMjxRu0oOVNbocwXywJXtVbECwicnJSd7wkQe48TM1ZvROpvUuQpEibotaKnzCdg9BjoBdFLlanGToXOLWNSVhXqD3aYJ9gkf063lU3cAKPTTw6BQBy3oby/RwZnYP8eciZmZmXnS3ahiGZvFtrbkNs8n7fojjJyOQyUYfdwfEsaRazhGUeowRkZ/YE+fXyKRquMKUP1zf6MRHSZ962PCIY4cokriuIpUN8JwmpWAIcVKwL7iVcx3nqFZtRPBq0taLzyZBZwCViT6ePLifmswgBImJkUtNu9TIkBJN0LTT8lWyzHkDLLh5FlRf4opoTj/zDDChRvif8k0EH8uRf+wxisXiC16X2Zg/hpQSIQRx/FFMavVq5KgJBuQtEnoblINOnkxfzUoxj550YAnwzWaRG11he7ZEXqyS3jTl0xKGSTlNMxYrhA0GLiPiODZNyW7ih9JrdAlAGM+JskYvCQj6IOozP+Qmbqkl0LUKemYF9QUXvgBQR+tZYMUEDNQwqf0QU05qGbJs5rmc1lrlBJM5EMKUBEgLE1PXQeTNdJYsSNS0JjgdbMl+KRsQbCIMQ3MKox+HmIKYocBMe561Qld73DCXaHH3iSW2V5ehKCAW6L0afVgzfyTH/epNPKJex0k9QssbvonHAn2cm92N+pFH7r+vZml19YKu0/M8ar4wzVY/0tSHu6kXBI2hVXJd69TX0wRLXehl1zTptJQHXaNFoBoZKssZKi3/gsgofrXeL62xGrIgchAmwkPG+TCCAUkQBKytrV2k/3nLi0UIQWdnJ/JXJWJYIoYAF4L1LDPZHVR1lnH2sWGCFLBdlBgWZ8iJgF5WqZFmWu9mUhVYpqct+LOse7hPvYWz9xSIPhXiNQvMXuDEyMYm/fHkWrtYLz+94ZVR8YlydfqcZQqFc7iFjU3dwTjHKRwa2ktGHM9XYWzGKXNis1xW1Ot18qeuI1PMkM1mGR/4Ee1EUmQ6+XHZmIbKCkR30u3/tEZN5NC6iNbnEknkVTZv8FJ+4jyDpc0IIdr1fq11Ms678T1jxqTb924qlcJ13XZwK4RgMDXIqbEHiR9QaD1FLLbmJJUNCDahlGJiYoKH4s/zDvldDokn2SdOM6cHeZwjTKoCATkqootl3dOe0T6b3U336834npFalSyqPk7qEZbY1pZABrPoNbWH+olH7yevZW519YIjTSklIme0AeQRgTNqNuxGOUd9chuUknGZitpkZmR+Vrs6ecNhfAjSJmI344NNst0B6Y46Ps1Ncswb6Wd2wvLyQNLkaLkUVKtV1DGFKIOTlbATGo0UZ0vDTE+CnjAOlKJgRv/kUI1rBsZ5g36Mg3IcjzARaTESwTN6B1O6wHh1H2vf6CH6bIhYH6L2Mo1atNbmZLiszbhgQSOGYU/XDEecEzjExs9A5xNVTonQIDFmSDKRAlM4iSRyTLezxtv/427+3TYPXFaEYcjc3BwAnZ2dqLHYbPpJSV8tPoUQ+xEFCb6GnDaeBWVQZzVaryaZgFYGwCDlJ1BK8XzJIq31c5a7no1nKwV4nodamkKpiWT0cGv6utuAYBNRFPHoo4/Sd81v8uDu3ZQOHKDr7jwL5DmrdzGl91KNs5TdLrqpsKJ7KIodjOtKe6Igldi/1siwoPObfLgNMQ7zPxgi/zfXMjc//5LSTmEYmrGdIZNOi/0MVDB1uKoym7dvlAjJJp9ngawRIuruWSMnqvhsuOU5SemgtfOHeDS1aTCrkiWsG+njeCyDelBtOUGOywWtNWfPnsUpDpE9lWU9+zTpO2qM9J4h6nXIDQdsv830szgtJUHtkRF1qmT5Xnwb03o3C7qPxakdpot/EvSYQo0pdsxez0ptheoFLKDPRxzH6LBE/INBM6Gy5DD+tmsYvMqUBTY7gz7Tn2Gzo1xrAuHMbIETJ06waAOCy5YgCHCcAk7TQYTJeiNDcyqfl+0TfOujRqPTmvX1fwSqOM7fopRKTvWvzjUvLi4ixK8ghDZXtPWqBYANCH6BKIqYm5tjbm6O8fFxHn98iMpDn2aXmGGfPE23rFAjw5zu54noMHFiIpSRRm2wlxX6xCId1I0LnM4lskVp5ioD1O7rovvvrmF2YeEl16AajQZqbQn+Nw+u6dwlb8Z0xCEJXREk0wQyMTZKpZu4ToyXTpoLSVOOu6gF6Y3pgjLoCqaeV8T4OpTNXDDpROAoq7nhx2/jZ1uwoeZyYbM2Qd+3D9H1YBfbdu9m6luf5d3Of/K77r3sfKjSsqcwtdjDmgcGX8vD6kZQxuNiMdqBngT1E0X83ZiO1CjnguCi1ubN6GwRXR4ws+Vp8LoDOjGPmkijtJOM324EzymaZIRR/mw14Z6sD3PjH7+bhx9+2PYPXMaYE736BavgFz7F/xkAl2L8/0q536xS4QuQSqU4cOAABw8epHDPCNvFPI+pG/h+/c2Uv5U3Txowm7G3s8r23hK9LJNjnSrZRDazm6W5PDvf9kamp6dftmd2KpUiiu5H5K/CudPBOSphWCAGGnTlTemiFmQIl3LnOxaCUeEqA2UNgRGAYRn0quk10EGSbu4WiBHjaSBGJd37Fuj1V5l6apRtv3WImZmZl/UaLBeXf5gvmAAACKxJREFUfD7P0aNHGRoaor+/n3w+z8D7HqRXrNKPGYXdUSojnjB68pO35bk7/ABf/On7iL8SE30pAnZfdLGVTCZDs/kAsm8v8nqJPOrg3Cwp3DRJr1jZyAIQ44qWhbjxr9+shljVWQb+8N+499572xoIFovlpfFcSoU2IHgRSCkZGhri9ttvp/mZG1gkz6Tew1xlwJyuz7qoR4y8cMsYSBwQiN4IXXI59Ne/ztjYGOvr6xelM9XzPKLoezj9h3Dea7q3xTCkeyt0dxnN+Nq6GT1UiUuhcBWu3wQEjhvh+yHS3Vj8BQLpGIvnDA18sbHoVnWWpco2GsVtxF+J4V93W3niXzJajVNSSqSUpNNpgoNP4/6+w+73THOdPE4/S/SLRepkOK0LfH/xzXQcfT0rKytEUXRBddYXg+M4KPUviQxxP7ADZ7+Dc6uDfIuDe7hGf/9Sot1h0hlVOljWPcwtDxAWc4mhk5HN3vOdo5w8eRKlVLsRbCuqxVksrzQ2IHiZCCHI5/P4vs/+/ft5+ENfp+emeVbGBlHfVsT3KbqKB1BK4fs+6XQaKSWrq6uUy+WLOqJiamv3IOWdyFtcnFskYkTADoEYjEh3BTQbKWNHDHjpEN9PlOVcRdqvmU2/1UMgNrQRIi0TWyaPeiNDo+HRKOfQEw76hCb6coSe3HXRNw/LxUUIweDgIMtvPI7zTok8FPPaP3kXcRzjeR7VapWlpSXOnDnziqVDM5kM9fo9GCnYDJA2mgSHHZxbEw35YYHYGdM1uEqltA113EGPKfR0ksGKgXqiVnhcETeeAqoI0YNS02j9nlfk2i2WrYz1MniZaK3bjUylUgn3x0P4g4PslLJ9SllsNl8VswspJXEMWs+iju2CZY04JJHXC8RRl+7dFVIiNC54hNRIsxz3UFnqQjU8qn4WFT+L7GYkoeFtNNC6mDHD2EFXNDff/y5ON09z9gqpp13OaK1ZWFgg9Z0CzvcchBA8VK1egtnpjZtJiBxah+iiQB0DApC+JHV1nYPpcbw9IUEhS/QbEgFJ6SAk1pJj89cR3ecT/9dBkzEIgClQSmzJeXCL5VJgA4KXQMvve2pq6pL8+77vU68fANIQaNQEOL0aCkabYN4ZQuSaZLuqpDsa1Nd9Gg1jWoSrUEHGNA9ulugGIw6TBrobeH6I40Y4rjKlh8hnfHz8RYnUWH45iOP4kqqphWFIJvPn1GpfYEPC2EPkEvvtXoHICzLZOk1S5FinU5TICCMJHrIx5dI7sMrCgR3IopHO1j83qnY2GLBYLh62ZHAZ0tnZSS6Xo1T66cYsbzbRJTgskUekEfjoSsYOcwKRbeAnAkONIGOyAST+Bo458Us3wnVVW7K42fDQGH2D6z54J8eOHbMNXZYLwnVdstksa2v34Q6P4rzVQYwK5Kg0Y7HpjeVHZut05yv0Oiv4ImRJb6M0O4iaThl52kdi4gdiVG0Grafx/fduSflYi+WVxpYMthBra2vJONdp9NoCWk8jVnYii0cReYEe0Yi0gC4Q+Qg32yBqeNRL26Cujf1xrobnN1GRSxyb4CBsZGg0UlAX6EYiblQG/YSywYDlJRFFEbVaDSmvAp92k2D8zXjD7jZBZB3q3b2UunvBFeh5ZZ5frKNUBa2LwCI9PX9EEAQ0GvZ+tFguJjYguEyp1Wq47q3E8QNsWMyG6KKEMrCDtt9B1PAgkghHm4yBABVkaJQ7IMkc+H6Ik2gWxLEkjhyqE70wqdBnNXF8ilTqKhsUWC6YMAzxvALOpEN97JPJV5+59LRc6Dw2jDoMG2ZJ0Nd3F3FstDhsucBiubjYgOAypaXb7d11NfrsKFRBHJZGrtYHYtBLQJD8ibNGW8DrrbZLA0C7PBDHTltkyXEUceSYk9wPFfF3Q5R6HCFsM6HlwtFa02w2E234v0CpD7Ox9LibHps9ChxjMEMPG7aza1SrVWq1mg0GLJZXABsQXMb4vs+H++6m9A/byInAyNHqXqrkWNNZJisF6ie60SWN8AX4IdLdGBdsWSKDCQhqQYa4lDFjX2Oa+Ich6rhC6wmE6Md1XTtuaHnJtPQDznei86BtYBTT9mgGjA3uWlsm1vM+Sq0W2WDAYnmFsE2FlzFCCPr7+2k8coy7+r9EiIeXKL1V6WBaD7Git1Gmi5pOU6rkqU92GyXCPMhsDRU56IkU+oRGHVOo4wp1WkNbV14wMvIm6vU6CwsLVpDI8rKRUqL154BOTGCwhtarGK3lzTOvAJ10dPy9ketO9OstFsvLwzYVbkG01qysrOCN5ejor9MtSvSIVfJihRQhM3o7p1WBJ/V+HtfXUZ/sRh/X6GWgrImWU+jTGjXWNOUFjD2yc7NEjDiQFVDWZMeyTExMXOJXa9kqaK3x/b+kXv948pV68mhNDBgRo1TqE8RxTBhKq0hosbwK2IDgMieKInbcdQT9/vez9qGYWT3ACXUN43ofxbO7IHLx82XCRgrhC/QgiG6NyErz109jMrZukqYNEoW4UiIZGwtSqdTzXIHFcmForZNM00ee93lhaOWJLZZXE1sy2CL09fVx4403sufrd/A77r0cjp4kd79APCyQxwS6AxgCXdDoqzULd2T4WnQnX4vfwYmJI6gnVGKFq9HzmmuDO5idnQVMl3ipVLq0L9BisVgsFwXrZXAFkEqluOmmm9i7dy/pdJqOjg4ymQwdHR14nunUDsOQSqVCsVhkamqKc+fOtTvAPc9re5A3m03m5uauGNtPi8ViuVKwAcEVSGtzb31sfd4aWQTOa9La/DzbvGWxWCxbE9tUeAXybJv+i3m+xWKxWK485KW+AIvFYrFYLJceGxBYLBaLxWKxAYHFYrFYLBYbEFgsFovFYsEGBBaLxWKxWHiBKYPnGk2wWCwWi8WytbAZAovFYrFYLDYgsFgsFovFYgMCi8VisVgs2IDAYrFYLBYLNiCwWCwWi8WCDQgsFovFYrEA/w/kiTc0Z1B5TQAAAABJRU5ErkJggg==\n", |
|
|
661 |
"text/plain": [ |
|
|
662 |
"<Figure size 668.903x540 with 12 Axes>" |
|
|
663 |
] |
|
|
664 |
}, |
|
|
665 |
"metadata": {}, |
|
|
666 |
"output_type": "display_data" |
|
|
667 |
} |
|
|
668 |
], |
|
|
669 |
"source": [ |
|
|
670 |
"ants.plot(flair_n3bc, overlay=flair)" |
|
|
671 |
] |
|
|
672 |
}, |
|
|
673 |
{ |
|
|
674 |
"cell_type": "code", |
|
|
675 |
"execution_count": 16, |
|
|
676 |
"metadata": {}, |
|
|
677 |
"outputs": [ |
|
|
678 |
{ |
|
|
679 |
"data": { |
|
|
680 |
"text/plain": [ |
|
|
681 |
"(1487565,)" |
|
|
682 |
] |
|
|
683 |
}, |
|
|
684 |
"execution_count": 16, |
|
|
685 |
"metadata": {}, |
|
|
686 |
"output_type": "execute_result" |
|
|
687 |
} |
|
|
688 |
], |
|
|
689 |
"source": [ |
|
|
690 |
"flair_n3bc_no_zero = flair_n3bc[flair_n3bc!=0]\n", |
|
|
691 |
"flair_n3bc_no_zero.shape" |
|
|
692 |
] |
|
|
693 |
}, |
|
|
694 |
{ |
|
|
695 |
"cell_type": "markdown", |
|
|
696 |
"metadata": {}, |
|
|
697 |
"source": [ |
|
|
698 |
"#### N3 Bias-Corrected T1" |
|
|
699 |
] |
|
|
700 |
}, |
|
|
701 |
{ |
|
|
702 |
"cell_type": "code", |
|
|
703 |
"execution_count": 38, |
|
|
704 |
"metadata": {}, |
|
|
705 |
"outputs": [], |
|
|
706 |
"source": [ |
|
|
707 |
"t1_n3bc = ants.n3_bias_field_correction(imgs[1])" |
|
|
708 |
] |
|
|
709 |
}, |
|
|
710 |
{ |
|
|
711 |
"cell_type": "code", |
|
|
712 |
"execution_count": 39, |
|
|
713 |
"metadata": {}, |
|
|
714 |
"outputs": [ |
|
|
715 |
{ |
|
|
716 |
"data": { |
|
|
717 |
"image/png": 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9Sj8LRILUsPNlgFDREASBPMgEphDMuNjLOTOihyttJANtUmdTsIvFcorCSYWyq0IowZK+MRvT69DWqSzqnOLK4Ics/nQPV3z27XzmM59hx44dj8wX8ytCSgh+DjKZDH19fZxedT/FL88yd7SH/pdf3Gp1KS9aR+ZP4NUrP4f8L0H2gdwfULjf8qsy7gLdqQOaB3rhxJIuTke9bA120vkTkF1GCKgCfUAJLhvdRfADgRGh/2iV4SUjLJLJ2Bnr/wGMCsF34D3P/BSjL7yWG2644Sx9Yil+EYgI+Xye6A8Oc/27/ow3Pbwe2RXATdiKpgaEAdqnLJqss/SiEcraER+g5CoF6qCT0L/frdLKglSBqiC4PgE5bCCtYiSgCslqLyJoq2MDbeTOXRd6R+vIMTdYJ9WDHIxpP23Ms6H7OIwrhAJZJQrNvMikDerUBS1aJUNESEhEg5Crg1upf/dqZi6bYe/evalP5ixj8eLFTP/tg7zkeW/iqcFnab9LkClhqDpL96oyuSpQElNBx4FIKSyvE7WHhJHa5BuZ+vSE4g6amZAJehhkHJkVe61LGdDAUk1HhSByk35VbKIONR7rjgqMSqtfBjli30uNmDxEoJEiGYG8WiqtKi7G1TFj9/w8dnyFvuYkTwt+zBpxpGTS3U9HhY5I7R5boewdGGZEB1kqJ9gS7OaJj/8qXX/433j/+9/P3r17H5kv6FeAlBCcgTAM6erqolgs8qQnPYnXfLbEpuBSlnxjFi3A8T1F/iO6lj8c+wD/tvgadjQ3ERBZoJXEAnlSoB37WwEL6oIdX/PKKe1nnja26Q7kHkEO2T8yoHWTyuQOQbY7Y+F+YfGSUfqmKjCZgRo06hAGxsC1ATIiyK3wlF9/Ct/5znc4cuTIWfj0Uvwi6O7uZu7D+/m3V1zDE765D6qBMzu5dFPDEc0JQQuwVEaoSjuLZQw5gbmo/QReATkosX9gjp8usapgMdrBQvm09birMGhgg+4sMILFaynx+ggoKKe0j5AI7XepiIqVjUWZgI5J51UoOam3x87rCUFV2zktPVwa3Ev99mv41+bTueMfn0TXBzYyNjb2q/nAU/wURIS2tjY6Ozt53etex5XXvJiTOkBEEJvwpqB9FIsJb9JzfoDchLJo2SS5KWxCrwEV6NgDGzbvYVJ7WKojli6o2mMtYlkSGFVTl3wKKwvgYrAKckSQaXudBKBdxLHr4zvnrqchaE2hILY482pW5IhpCBQUrQJFe6g4HnHlwG1ccHoUORK0UmOy310rUFmi3NfcTJkCq+UIm+Z2I0dDXl67ntNvehcf//jHOXjw4C//y3kEkBKCBLLZLIVCgfLmh7j0W7fx+V2/i3zQuVp6BCnC8rfP8lv7v8erNn8XLSjZd9U5qYPocmOhNMU5WN1KbNBSBBTVVkhVYbGMsUH20PVghIyGsQRWsBWZjjrV4KilGqjAgExY3XeT1qAdJRZPmZrJYi99+I/44oZLUkLwKECyBLW9vZ3HP/7xvO3lr2bbvfviibOo5jkpKhzE0kVukF0sY2Sp07u7DvvdQInLo1ZNKvWpAM2BZBTtBdpoGaq0qDYY1hxxwD1WF5jS2CfgSIGM2gqNmrSeqznQPjhNLwNMWHx6A2EOwkYTJhIkogDkQTuViIAMEWU6OalDlLWDiIA25gmuCJh5xy76P/i41BvzCCAIAlatWsVznvMchoeHufbtX6KsHezW9dRoaxnxpAI6ITGp9KhafAxmy5a+qtCKKwWGjpVZ1F2i7ZSboP2k3EoLEJOMCrGnRe04lO1vGhgZ+KnZ60xSW3X9CSoaK2D+NV5N8P6umkCkyAlYe2gMORrACM6vABIJWgMG4Xj7Yu6JtjDABFeHt5LfFZgCUYK3bPwAIy9+LR/72McelSW1j3lCICKtMr++vj5O/9b9fPK9f8Srb/wX5MehBWbRSlB0ucIJkIcF+bHAFthw+ij1RVl0tSIjgkbaykcRGBnQCywg5QRQhqFdZfLrd5gqkDS6gKkMJ4Cqk3V7gD6lW6aRKTNvSQEyvpY2izHiHvMnEMGmTZsAqFarRFFEuVxm//79VCqVBa1lU5w9ZDIZOjo6GB/fjvQJtWFh9usP8uzx68wAVcUmzQLooDI3pORLYpu9uLTA0FgZpiDYJSalehIRuqYtE25VFJn0qhmLY/rcRTSAfm2RTu8/IIvlW2tn1GxXnE+hDmQUsmLqRZ/llcNGkxVyrOVX8KmG9jHzxwDQBTqs6OPc/aRmVIwImNQeStrBtHZRpgC5eWRrhoGBASYmJtKY/RUiDEPWrVtHz+1/yx9n/wvDu2fQY8r3hy9lmiLzZKHDff4lQSL3u09dNrFc+wSAxGSgClTE0gchZAsmwzORWLG3yKM7Zo34Mb+1QNOdJwA6nOLv5f4z4cffZHlimHgseU7/Huo4xculQMZcDHuS4fw1OqScoo+ydrAyOMbyiUkjDzMYiR6HrVu3cuGFF/LAAw/8p5/7uYbHLCHwdf4dHR1Us/sIXhDw5r/9MNf/ZAPyWTEpf49bja0wF6uuMtMLebfaPwVyR8Ci504ysyqk+2DT5K6M8wyEoBuVE8u6GD42YwOqWyl1n2gi+z0hiAdySmacoYJNCL2KDsEipux5PRjjTUiv2q8wrNbVKwvv3/A5eJ4RBJkS9ALl/Z//A0ZGRpienubIkSPs3LmTubm5dJB9hOF9AkNDQxwNf0LmzRmWv/UIF8gB3tP2EcRJ7YANXnmYHRZOtg1xQc+o5UTrmB/gIMgxU5OYSJgCQ3ucCTUPgK+17lEYtDj2g6CuUoupKYxsTDnjVcn9bYZ44KzQOo9mgUBtcB5WdjUvpJtpNgZ7TEWo2ApSSsAhI7maAQYV3apUL21yPL8YFLplhtPaw5R2ERIxIBOsZz/Ty7s5NLOOLVu2MDExkaYOfoXI5/OMfPu7/F3bK1kyMm3jSy+U6SDSkEhDtNPl+X06IEucRvBppROC1BJkoeqqW+rOPOg7DU7hVumOWDojIK4ccQFZSPYXyCUuOos1L4rs9WR8kyxd0PLYq2PWM8MdL2vNjcD9v4LdWwEtVYDInT+HKXVrlfKTYVY7WB/sY5PstqqHKoiYKZIe5TcveiufX/bElBA8WmANXf4ZkTXUntrDM7/0A96Y+SeuuevHlh8dARkHJqHRhIyTkwhdB7eimVaYEuRhYdEzJ6lm85CbMwnWf6pZG8xP0c9wdtrkq1GX2x117lfHpP1rpAQauZxZL9ANc4PKIplycqs7v7sxtEdtkF2FBW0WGAJmhGAfJtVuF97b8z9pPrvJ7Y/fyCKp8Bfzn+KuLe9NUwuPMDo7O6k9Zz96wwjPC/6dxYzRLlUGmGBIxiCraJ+Z/9SpP80wICJ0fhQ3gM4aGeCowHFHLHPEA27FrfA9Qqc4FRX61Q3gQnOVMt2To2ei5kq4BCbcRO5zwB5VWgYwnw6gE1ii7NM1dMsMvfvrC1d/JSMuuC6JDCvNzU3uad9CXdvoZJZOZjlND9N0MSATDGDpgXFZxKHcOr71pk9ybfj77Ny5k507d/5qvpjHOLLZLJf33846OWR58zqg0E6VfhknlIhaEdp7WJAOAMwQ6LwENsUmJn638pYK6BStiVrqsa+PUI0sengzK4kyQu8z8BUEDVuYaQZo2Ji7wDCbXP2HieM4EiM1XUg2qonnVxwpbjjSk1O0H/RC5Z7MVmpkuUj2sD5wqb0aqGLNufqBTh6V6QJ4DBKCfD7PkiVLOPH2J7DylQe5UO7hz9s+yMbbjyNHiHNikVCuQof3A5SdHJYFhhRcVYAcFzrvg45c1ZXKSMxac0rHCWXpqhGoChpCUMFYdKteXGImCi5f5SoSsgq9SrlQYCAatzRC3rF0Z22gF3SpW+l1ubRBAeR+Qe4Xk4FzsVS8Uzfyhodu4sZb/pgb//yv+eIXv8jtt99+XrbhPNeQzWbZunUryz/9LX4j/Dbr5ADtzHGSQbLMs6g+ZQOKz+vXpeVFARwhdSSyihn3jsc9BLTlsmZhGsrn9GexeBilpRpIBbKFupV0ld3rStIye0lioDSCodYsJhcfV3vhtJohUB5MGLj8anLWnb9gnpoHF63izugSBmSczcFu8sxxRJcyrV0slZHWv+O6BAkVzQkTn/xNLv69gNOnT3Py5MnzphHMuYANGzbwjGc8g+eFn6V/d9Xiw6FPpsgQERAxne8k11d2hFFaFU9SozWOSQTqJmhq9n9qFg8teuq8Ar5BFg2QnNp03nDPc2pCKzUBsUoQAsQkQiKXDkvGe3jm8xN/x1fZuOurE/sh3B4JrZbcBae89ilHV/VyZ+MSNgZ7uDh4gP6Hq3Y/1bH361LLpf6QgYEBBgcHOXXq1KNKhX1MEYJMJsPy5cs5dtMP+ec117FfV3FYl7OsOWJkYFRaTVmkDnN1obPHBfckMC42qPVhK/QSlmvaGVhg+RupS+J8VB/0V9yoah4ypAoaORbqXbbeXOPZrOsMpyHk61UK44pMBrGc5htr1BI/Z3w9rsY7edWxlWUIzR5lWrss6I8Kr7rlnbzimU0++bXf4otX3sXdd9/9K/38H8soFArU+w4w9q2j/EXm7TxpZhfBQaAurOoZN9k+hLluNVd+XuG0Ig0IoiZhEFl8FIGSmvIzaqt5v7oRV4LVGn48acxgG8BMC5pRq88GKFqcdEQKJwSOuGM6OVc8YfXxWcEc2oA2tVWqJROw+YLdbJbdFndlWvKsTGJKQ17RIpCzBi9Z6nRTYoBxsjJPNzN0ywyLGWOpjNimS3KMjsFJZmc6mKWDzZ9czzX6RLZf/cW0gdEvASLCmjVruOqqq7j+r29m6OHZ1j4UWrQo6pYZ2qnSJGRau+jtK5N1eftWwytflury/C1lyi+Sf9Zi2atM8dW4VEPCrJghnpg9IqcERAJzLtKrAqpIM+5suAA+fv3kDwvISut4DWLW4gizZoFOG/OPNJdzXJewjR1W0ntE4goesHG2CJUgzx/+wwH6G9dzy9ZPPqoqDs57QuC9AplMhmZzP0vu3MmOyQ3Ij4SBp4zT3pyjeCiCkQCZtNWOn2CrYBN04HLxEwprFfqMvTaqkDkhcDdxoBVAq2q7annmWDIvAV3uORWsqYtb6WnDBWeThRttuOAulMywyJTYKq5EYmcv+ycjErvBM06mbQB9dm7tMWl4fbTXlIxxu47gBwFvuf+rbPjLf+Ld73439913XzrQ/pIRhiErV65k/scnuD7zCS47vovgbrFJuAJSEHSVohuVal+OsnZQH5qlt15HpyBbaxK2RWjO5fudD0WOATPue89pS8IViFsKQ5yb9WmEkkt/9QvSbcqCHHWlr+NYvTbxa5LH8nEuYFJpHTgoPG3bj+jYDozZfUTdKWV+Z7k8FtMVYX11P+RhKSP0761CCJvX7KJbS2wM9tA3YTLd+t69XFn8AY3OkNXBETbLLhYHY6y77jquvPJKOjo6qNVqfOpTn0qrEP4/or29nXXr1vGiF72IF17/DYZ2zFoq0+0eSI89r5sZIgkpawdlOigXsywqzMfqplcJ3MZC6n0FfnwKz/iZRJIQRNAqL6wnXlM747n+eZEjwDVs/DOaaqpDq2cHrQUeuDSFMxWayiat1NmC1JhPJfjf3UZfZQoUpEq3zLh+Gu61fuyvWKp5KFtmKCpzcfRBVr/lXXz+859n7969VCrJkoxzE+c9Iejt7WVq6laiCKQzyxXBHQS3mulp6ZNGOJXpQ06IeQbKZgj0jthioK3+AUwZKWiiVqYCzNWgYzzBiHvVBlfctrBu320aoOvVuWid4aoKjRrMR9AWQsZP5hBvQONlrRlX7jWOOXZduqFRg4xr/alHnLzrjTvuRtVBRbc00TxUtZ2LgwfMJzEFjQpksibdXfn5V/Ot20Kef8XF3HfffY/AN/PYQFtbG1u2bOH4t2/kdeEX2RZsd4RMXC5WoKpQNBNgT0+NTDGyLoFTgpSFtgkYyE20OrqBV5cSq3cPP+h6oxcgGUc6m0AZdCohx/YBTdtfvjUhJAfwKq2NX1qDfIQ1HYpc+uoQdH7HSKmMYhJx1T3Hj4E92GgzBe07hYuHDpiP5pBAHlZFE6zsHCc4LICgnbBh0cP8emDtOIdlhCUySp4a2XbzSdwAACAASURBVDd9i4O6kmv4LvlKg927n8GhQ4eYnJzk8OHDaTrh56CtrY21a9dy2WWXMfSxVawNHqRDyq5XirYqUvzY0+ZyP+1SBYWMXywkV+INUzz976321K7ctWXm+1lfy5m9MfwqvoHrQkjsVzkzBeA37PLpsYzETYwq4qoQnKvBpQGkkVAVfJltnZgQ+AVZ5M6ZtUof+qGsHfQyRTczMWmZs9dLBDqJGWh99jWE33vqX3H1m4b59Dt/h507d1Iul5menmZiYoLJyclzLp1wXhMCEaGnp4fS6iFknRA8IeDK4AcwYkFfqDRZ3D3mSrlMKhWNc0c9Q5YikCYmxU7ZxCxT9pwwtMGWLJa/H0yc3AW2tZMlzs06RtmoGaEAIwReQlNYkAOTmpWPyQmsztzJdNqAUgV6KxbYMuHONSrxZh39CkNQvVgJI6jTxqoDE3A8gClhPnLlixmButL/0Qavf/3r+fCHP8zo6Ci1Wi1VC34BBEHApk2b2Pflr/PGwud4SnA762eOGbnzDV3qAGL7CowKQQjFYmTEb0Raq/qOuhoR9PsONNzg59JBhM7F7+JIEqssVVxvgYSkGmGxWAIJNe4p7wfjM0eGKPm6xPNqIEfccWqYIuCVBdyqzG8iE5rMLLsEdtl7YQLbZnbafQ7jYqbHQVhRmGRwyb+SrUPgc7V5OLI0YmdzA9sy27mwPMJvf26WPc3L+U7zKk6vei1TU1O/pG/w/EI+n+eqq65iw41P4nnhd8nzIOPaR0SI5o2UCs7t73uduEDoaZZoBLO0l+chE7TSUK0Sv8SKHDCS4CfyBMFoYcGK3yHROnvBsX4Wko95IpFJ/L8e/y5gBABoGR6d0bFFOHyKwpXnSsP7uLBKnz6ok2WRTNItM3b/+THepx6mFQ66lJs3I3YK6ydG+PDLb0R/D0aWd/Ppxqv4m4++leAvhs458nreEoIwDGlvb+eSSy7hok//G90yw++EX+DJ/2s3csLav8qUsDR7EhkLjQyM28SoeWfe8oYutzKSUbEcrnNat/sbokvR9YouB466gTF0AejYqow5FWLKXx+050whAH76m6gLUlJ0SpBDxHXm7lqi5ADtDWHjwqRTTnv7gaVWN7s3v5JuSmSZN9PXmFCdgqjhVAZfy5uD1z7vvdTr7+X06dP8wz/8A8ePH/8lfSOPLQRBwNKlS9m8eTNdfTvZFmznKbN3E9wftFqvEklrYpVp4ISgdbfqrmNppyrmX0nU9XsDl55Zg+0H6TCWSYEWudQzB3DX/Q2/n0Fi4m7VaycNWkmndvIEdZBTYiOvd217HukHan/tjsCaYdH9XiQm5XXQtdhKrirk7xBLr/m89jCwFHbpek7qEOuyJ8gyz/pgH6/IfJU/u+46brzxRmZnZ0kRI5vNsmzZMkpfeBPXhu9jlRymTAdVcsxr1ohlZ8KYl4gtBYqTTm6KxMpNc2IqZl3i/gAZLE1UixclvreAJnbAXLAKB4uFBthk7VRUiFUpiGMvg5EX7PiCuwbfHt5XMfgJ2RELCReWIuJrEvzzoUWyxV1TCxmoZ7NkozrdMsOiqQrUnW/MdWnEtwifALqdEbEn4Ys4aJVpS/tnuP5Zn+Cjz/oD5H1n+CPOAZy3hKC7u5vyFQ/x1s/9Bk889nt8afi5bJ17EPaH1p86D1SgfcQpAy4X3wr4fiMFTLqVd2SSLnmnGODUgTxoD+gFVvonM4JOYGYrfzGeTPgtYzGZfkF8Jpto4J5X8QFqbnJmXFrgTKbtJS+XfgBa3eDohEldREaaXFA6iowFUDIyEGYg02OkgSKtleW2N3yFI7qMl86+lHK5zPe+971HlTHmXMDAwADjf7Ode69+iK3yAOtlH9ndge0DUKXlvG4NkpPuu/ZSJ9iqu+JWLFWJe657Gd6vvloyPgtXXn6l73Ox/vlJ1BI/k0SgkHh9QDxAJgbm1qovwOrJGxI/7pQILbrj1ATKauWSVeKY9RJzSeJucrNYn4VI4xyt2iCvFQhpEhFyWnuY6CtA07o2Lrppno9f+3Vuu205Dz300H/2FT2msHnzZg5+7SaeFXyVfhmnZ7pOLj/PbFsnbeK+3Iyb6H1M1iGkYV/pNLGMD9Z0LQTJusnZVcRowSZfxcnoCQVrQYyekYLSiqWwNOcm77qrqEr2E/Cv9cfMgDZBim4CTnQvVDSOXUeAWwTak24f4zgjuTt/Kx2SwzXsgp7RGmsHD9LJLMGYxP1jvBLnMQsEYl1BI6xzrfdFOLQfE16z8R+5Y/NmduzYcU6psOctIejs7KT62yGX3vkwTAvrl+2zjmmJDVz89prWC8ANSHWQomsykcE1YpG4basfNH0L4Zya6eQCRVeDPOyCJSGdUQeOYCqBr8fGCEV4JgP2A6QbHKUmtkIcIS4Bc++hzctqiU1m2nMuFZFX65nQo5zWHrqYIXvM5a5LRgbas0YGdK3GN/qYsHFoD0vbRnjRq7+P7BO+cOkH+dCHPsS+ffvOuZzXuYjFixfzzGc+k8lnfZ+lMsL6YK/1b69gg00AoLEfBFtBCWJNp/zg6WLSDHzOpQ8LK1OSd3COuEwxkoUEwasHfl+EKDFQuVJXAmyFl3EDuTOLaQak6ehtVhcO7mcaxvz1+AYyTu2ghpHrKkYcSLwmOaBmXJphBihIfIxsPLl0ywwDMsFJHeRgcwW9cpq11cOm9N0Hr3nNa/joRz+aNjJKYP369Tyz93NsDB5msDqJ1KBQUVb3HCVXYWEaS2jtmNmbrds4dMTFSxctM7TnEQty+z51lXUi0pkkNMSIQ85NytCqVFCXElJXbUUR22fAj9k+9VBIHKvhnu/340gqWx4Zd+wisXJVcI2MPBGuJ8p23WsIsXLzcSE4JmxhP1IX85wlmxf5+zChgKifJ7Lq7ndTMfQCZfzCPL+jX2D61rdwfN2fMDk5yfz8/M/9/h4pnHeEIJ/P093dzROf+ETe+OyXIJ8QGIB1zQNOdgQpuKBNdmFLwnWCAzP0eaJAZLl6zZKQcCWWccc1Hqw9c3S9tGVMWukCc4SfIRe5FZbt0oXLHROTC5+bdTdDGNqkDq4bXV0W/F0LtMpgTtPDUkasD/504r0VnDqwitgtfFzoUKUjN4NsF4L7hN/qfxeNe5/PBzfPnxd7fv+qsWLFCk5+4sVcHtzJYhljtRyhOB5ZGinnVmEQS+jOyKpgKwrPuZITfzbZAU7i+PNoreBloYqQrA7w+VklXv1XvOHqjDeRrFAAU81wJrGsKWqaSygY9qgbFBNkpKitWm2ZFJhPXJMnw17h8Nfk7x9oNWPSIm6PEHO+L2KSkwxxXJdwqdxLu+/62YQ/XPc3/MXf7yG4duCcWn2dDYgIF198MZs2beIJ4fcZlhHbeMhtRtQ+5n73DafAfR+JGK1j7XwbmEpaEdu3xZccNs44qZ9MPQmFhd0G3W6EC77/ZPl0Mt10JpIth5OKlv+ZSzwP4n4YXhFw12vpAleVEBLfk57c+l0WZzGfy1EhGHfPcV6eBR0VQ41NtP66fNliiCkGfVC9QNnVXM80XayQY8zfdTvLnn7VOaPAnjeEIJPJkM/nueiii9jx0Vv49Lq1dPxxBjKC1pWunZENKj3Ypi1Zuwn0zADyk3zJZCumBK24nH0NMqEgGXPoz0eQd81XZL+bbEdBpgSZteerc2IrGAstEufMKjBbgQ6/I+IccZqgCsy5vKzb3TBTsDyqAFIRW+F3Y/XedbUOhx7ODKNFpaydtMm8+RsmZYHkrMOgy9XaJddcl0bXaU52WftmCeG1n72Zylv/hA9/+MOMjIz8ar7E8wSrV69mRbCTbcGOVpMd6/FuRE1cHr9VQuparkpDbSUDtirz5VOuH8WCmuzkpkNuYvevaz3e2i2ORP21xGmmKq7VNvGAHQqg8fNb8rF/3kKJGLDcc5245bI7r3ZYmaQkd7XzHRWTJrPkxJDD7oGsM0wW3D2apzXY952uMNA9zj5dwwDjLDk9jex3/eQx0v6pV/we7xgYYHQ00WXnMYiuri7e8Y538JsXvBU9rq6roPvuxoibSNWwVbaHK22WE24scPGmWdda2/enSPoCcKZEWLifgJ84k25+30LYx0AlESe4czlTdev/OWKy4OO+lvg9ebzGz/jpiWf1jP8DRAnvgiczkVOR62rdQT25KBBX4yzYUMmpDi5doXlLMdO08V8HlT35C9gebaJOlkEZ5229/5Ovuk3OzgWcN4Rg5cqVHHvh7ex5W4nTc+vIvLzN5Ks+RUKBXYI+2cn7BTcoTgnSE0vg6su06rSabjRKMOcGx7kadEQmtZdc4Lb7DV/2A2OuAmEKqAuNur2mM3Q3Sg5YonYzTSrVqjBXN0KgoZsAKm6QTgR+tWo5/05XNaAFkOMWvjpsex3YMeNr9Xk6LUBI5DZHMllQa3a8JLNXtxKTKfM6SAlkn9A4IWSKINsD3vzMD3DHQ3/NrRe+6zE/0P48FAoFLpR9bAz2sGzqtFOHEvJ3u3tiMgcZYQpR0szkBzu3qYwkV/0u/9oimBVHGtwKy+9h0IrpiFYnuAUkwTVgaQ1uOQCXAyUhC/v+AwkTVWvHuV573JMZCVysL8cm9nE7Jq5WfQEB8D+TA3wGV2LppOWcy/86oiHjwoqeY5zSfjpl1spoj4hNKDl7ny/Z+V2+fvlT+cY3vvHzv6zzGGvWrGHw3k/xou+/AnaJ9bvodaWmGVtUMEarzFoTYoqMs9DXAbFj3+f+k2gprY7M5bCfEJcG+s2OfPULcVyKV8sSKSjxBML/v6EWz0kSMkds1jpTDPLVBoF7zG3M1Wqo5EmB9zP4Cb/1fpwKgMCUU/Hy7nmefJ5hPrTUrSMF/m+4c/TCKe1jFCtHW8ExNgR7uGvFCh544IFzIh173hCCYrFI+PoGJ2aeSOYvQnRQFzLUMbfqTw5CJWKJ9UzZyw16c/W4PLCMKQOzFVM+wR7PlwTZR2tPbb/N61wNSm5V1JmxQbbZ59SBjHsct/mcC6ayy+9nQvsH8fk1D7pEbSAetdfocmzTpZ12V8xWoKfo3l9WqWeVdqpWO1sCZuw5c3Xo9Cu2KYzJugqKVvnihFhpYwHL/94h/OPm63npk67g5ptvPicC+FxCJpOhr6+P73/kj7hO3s7ikpEBmZC45hlMhvQpI2+wglimrCeUgCZGFPyGVt7Ah/29tWJ3ClZrEPWva/rnurirx7l4P7mr73rpzwc2YQSJ62zlWqWlLpC1zofa7Xp3uE6f1LCV/TJ37qN2zVKShYN5Ug3BXVuSGPhNa3ASc96Zx6ZgozxMZzDL+mCfbULmt3oO3Sp4VPj0P97G0au2cc899/xnX915BxFh27ZtfP7Yy6EWuKZntmLVQaXUm6FrNkLqpoC2JmI/MfpUqIspDew5kphkW/sPeKOf30ulx1WEOCVKIJ6cvdSOeahoxD9bqVk/gXuVy/8/coTZtTPW0F0PbvpNkhT/mmSDpBqxulF253bVOv6+0SIWf1VcIy33vn3VWKAL+73Agr1oWveG25FUIY7bQOmWGVbJEeZpY5FMslYOcuWVb+LYsWPs3LnzrKe4HvWEwPcaKBQKbBneSfiWEB0y1z81rJbbr2gOOVNdLVE1FdHaOVCSAe7yXx15UwTCEMKSGfnCjP30TYX8MaShsas643L8ftALXLCtUHPGHrNzZsBcst2gR9wK36kGLUIQQdFLVSsURZADjiCsVnSDwi3QiCwW+3z+twD1XBsF5uiZrkMpRJziUQJ6KvaeKDlisdwRi3EzzpQn7dxao7WtafDFgJe97GX8+7//O6VScpZLkclkmNAdXCwPsVRGaJtwitEkcV+ABjYY+dVIiG1QlSQGFRe7fkDyxNaVW6k3VTW01f1SM9gk7LcvrhO7phsJ6RVawe9XaMkmRjQwcuh37fQqQp1YSahiKzNPIgecS9wbCDP2d12hNgAXHFHwPpU6C8rQWmbZwF2Pj1+wzZbqis4CvYLUFSaELaf2szm3n2C/IPuCVprLrs9WdMV/En7913+dXbt2Ua0m93F+bEBErMtqiI0/eaBXGenr5qQOsvaig3RlrAEWJUcYpyUes1wlSctH4lUmb+6Dlk9Ehx0B7DKpXJpY5Yzf0MinCHIaG1qT8HFYSzzXI5N4rPV/W2DhUl6tVIUnAgViAtBwfpeqtKoGfC8ZiNMhpoBoS2Va0KmzhvXLyBJ3aPT7eVRYqLKBVZtVgIbGfi5gqYxY50c6yDPHNF1s+t1bePn8ywmCgO3bt5/VhdajmhCICG1tbVRe/TD3rhMu58cmqQ8r+ni1YCyD1MRWJwexPH/ddXP3X7if18Iz/nUo0hQybnXU6wdmlx/LJMtJPInI0NpuM49YF8Iek/X1QqW5UQkaoEeE3hnobULzSYpeqARjAf2+7MdvVJSBxdjuhjpox5FJN6AWgB6luUIJ+pW2rBjBcPsgUIRGENDbnCRI7GDnVcC5GnS44NZi0zZAatjkXx6FU+69RRFkSsbOpQwbXrqB5z//+XzpS1/6lX23j0aICOSgixmWNEdtkppy8ndy7wmfT8+6DVr6Xb7RSZeSd6mdUqyGKsTlVsnd3Fz9NVmx39vcK/xmR07iVL/68q5vTyAW5IATx/QDqz+PX7gkqxYK2trQRfJAr8BcwtFdcGTS5/+TWSZfulvDVqPqjtlSNFyazZVoGol3ed4JJbgjMA/ECddy2a8Ei/b5SigwCu98xsf55uMe95jsvqmq1ord9wsomOfouC7hQHMlQdBkzfrDFEcbyLigZUfO3DhmJJSFK28fLwVTW23jH9CNtovlRF8BFPrGKgS7MLLhzYWBqVHSUAgc4WxVIEjcv8KbAJMSvjOUxkZCF6MFjasZII7jgHjVl6z4qhnx0ZotoAS38HIVY7bfBvE9Vk/8hJayLFO0nitV/77scW0Sqx3gvDAKTWF4Ypp83xyntZdT2sdJHaSqeVa+5S6uKV/Dnj17zmqL40c1IViyZAkXXnghd2wL+MPf+BjvrH4CHQzR5Up1U5P2Y4I8JJbDnHI5M7+iF+K2k8nP3wdGDlCsJtazVvc8v6MgFWc6qRGXYzn5TEN7baYAuiQmKfWLlVwFOOGitag0X9ykuV6R7RKbVYrmSiUD0mkGG13uUgZHgLyY/JeFk93dLN1aQg8qSzKCLlH7t1zpLNXZWHwY2RMskOsyuKZIjhBJDWvd7By0Jas2omV3cQNudVS46GXP4Vnv/GBKCM5AEATQLSyRMYpjEUy6skLPwHyJn98y1ZVQ6aCZ73AbZmnJdSX0zVOSk7ZfnWVd0xWvFmQ1bj/r4f0CFUcGy4k0RQhaUJdGkFjSDYlVrqSpyw/SHkUsPofUrr8m4FMEvt3xJEaK3DVpEaRHbJLvJFG2pQsH8jPhUlue6Mq4wHGsPfiElYCp9zM4RaHVvfOmkFe96lXcf//951xXuF8lRIQgCBZWkOShUhRO6iAnGaCgVXJSo3/JafqpWNlr9gxzXauMldbY2TJ5OgKmq5T6tiY/6Xg8x6Ml5KlyyeAOVhyadC5+Z64TiYmq207eH1tCt9r3Dn9/fh/PPkXhCUFiYbZgEZcsGyShBAsWl37BVlTanFdLB13p9bCN0/heBE3ifTkmiVvJR7RKK1ufi4/bZBoh+dkHmDI4KvRO1ckuH+VUxgjBKe0nL3N0dHS09t45W3hUE4LOzk7ueM9XedOln+K9J/8H4d+HrYm7vep2/nNth8WZQFq13L60r85CM4sPMNe/3ddjLyhxKZIop4plK00GZ9GkfQouyNzmNXs6V7J51WFkn2O2Q8q+Swc51FzJs1bfg1Y0vtGWqRnQQmyiWKFov6J5Uwx8zfiY9jO8cQbucMccVkstDCttE7Bi5DSyJ4SKEQu/AGi1TK5jhsiKG8AjaMO8Yj1FyPS491OE/D4BgWXLlrF69epzplzmXEAQBASrhQ2yx0xZdRbW3JccKfX13hDfgX7gDE1laEnwybJYpxhp0a2OOlhYbhWccUxX100V10sAKx/0m9D0uMG56vfvkFaeuZVLziUGau9dCNwk34cZWvvc6n3arlemsLTThA2knmBIAehUSyG4icd3ZvSliy3zYIfGq0IvxyZL1bwJLSkt+3h2aQ/tBCkr27ZtY+XKlRw4cOD/zdd43mB6eppaAfJT0oqNcraDtmadxZxisYzRK1N0lyoWk1UWGAAXVJ14JCfiDDYuDClHOhezK7qQ47qERTLFaj3CinAynhBzoKFaX5VcfDjf9EoxVZWsWMwFQF1icpoko7nEz2Tjo+Rslux4CM6b4I6Pi7eapcR0taJXKM1tTcaWdVIjS5OAgCaD1dPkpjAvUBVLg2SJPQhToKEtNDWpFnuiXnXP8Y3IsMem27qY1iLT2kWZTkKNzjoZgEcxIcjn8yxdupSPX/YSnv4/7kdOhMgJ4rrP+7B0gd8Z0K+OMsZMW8aQMx2z2YQC0ONMMl7KnXDB1KuwBBgxo5dEivYQm2nAnIITLgc7ZAPn3KomozrERUOHkaXYzbReuTl6LtPaxdVr7zbVogn0qe2Al4VgLrD+B8uV+QEl10FcjhXCIV3Bus0HKC5172+JsfbKoNBxD8g+QfbYe553k32YqE+XCnDIfT4TQMM8DO1ZkD4no7lUDFX7TJ/2+VfynOe8iBtuuOExtfL6eSgUCjReHnJ5cLetXOu4eDMSJRVvfnPxF4DOWj5TE6VN4rtU+thNlg9C3I8iSPzfm/H8//kZj/vuba3eBu5xl9OXhsapKKcYaOAG6oz7HWxw77ZUgfYpo32mIw0tK9trR8U25Dph70PXWiqKok9RaKsBEVl3z2bcY/7cOSxQuxxBnhIjJnWl1T/eG8rOrEHHHWfIyMjl97+YF7/4dXzkIx+h0TgzeX1+QlUplUoEDWx12wtkoEI7fTLFUhlhzfwRCsec2XPSjZXTLCxNrmGldP5jy2Ex7T//bm/8hG4pEdJkqYywWg8jbldOnDIr3qyXbMbmV9m+fwXE/pWMxp0Gk/0Hkr0HfJ8KTwgS94HgUhMuPaU5Wl1mySfSaBco1WdFfCd3JQ9G662VM9AmdZbkRlk8dIrli4+yNDjJooM1yAY2t0yCZgRx7ZmTvWV8e2WZNMLg02bap4wvyXO4uYxRHaJKHusGGVE/B3pmPCoJQSaToXHJITZ/47M8/RN/g+wWkxHHXL4SEgYtNzA7n4D4gbTiZKAz4XcZLGD5t0HQHmsspM14stdVitQtHaFZTDpd6wIhY89h3JEIJ7XlJoTVyw4TjAKdiq6BmYtC9jZXI0Dz4qYzn4kRi4SpzDt625Jbdbq/TWsXY9k+in2noWGlRTpkq4HOIxVku8uzVsw70Z6YXKQGWpJWEyTfOa9FBvrdZ7HCumzJITMqUYH3/N3X+drX+tMSRIeVK1fyX1/wWq44cn+LPALxXVZKSJARkDPTnU6AlN0qzg+0vhuc8694lzcZJ1n6Ej5v+vtZ/k5/3pmEocoRYAkUnSauTHAqmQA66SZd31XQEQjJa+wl8HlWF0tNQkdS7f6RpliXTz9AZ3BmRRKKmy5sCJPF1Lc6lht2KoZfZRHxszsdJqVbTxKcv8GnPH73z77CzTevY/fu3f+P39/5BBEhl8uRPSbItBtPQmVO2+mWGdZOnyA45Fqi+zHFx6eLiwWtr/1n3STu+w+oc/x3MssKOUZW6qzXfXRtj6yHwURivAIjw97QF7ix1u/imWxI5SbyVmfZrFM/fRxBrAh5hcA/Dj9dNdN0JDJwBN3HTB50vfLD3JP4TvMqdjQ3UXEnyFI3ciNHWC2H2coDrF11gOHMtF3zIVMN1H8+fo+FiFghKLkKmYJbNA7DSR3kqC5jQnup00ZIREjE/Pz8Wa/celQSgiAIYEPApcG9yAHbupVJGB8ReopKJnIB1kM8aPqWwTXHaEswNwWZDIQB8a6FiRIaP/HrsMa10eAmf7UcpjOW6DA0tzZbgaCDrqb/YaxnQAmCfcIF9VGbVPvgyOYeHm6uY1z76ZYZHli5kk6ZJcc8NdpYdWicYLcg+8Ru0sBWj3LUBnfJAjVzrg7WJ6DijFaTAqPK4KEyciBE9gs6atc+V0tsqAStToqtwaBp70fy5hym4AbXQfMkaE8s+/XdOk9vb9r8xaO3t5fnnfgRwT22X4Q103GrHD9pTydlQftd6m4QSN6N3mznBpMFfw/FzHd+cq0Tb42sxIOgNwZOstA5DlbCNZ04nyfHdczZ7+V5b4YsuPN6s75PgVRhcLqElNwWyqFt4iVHnHcnA5xyx2ntF0JcwpioKjC4VELSQOY9GP7+9QqHj+Pk55YkCX1Oxi3B0ltneNrTns3evXsfMypBPp83RSqhgtbIsaZ5mGCP2+7ad3f2fpEpv5um+7uvcnH/t/K5hILgjts5X2Z122GWnJ4muC+wBYhv8ZtscuXz8U1MEQuJVYOGI6ee7GIKmqUDrCGc7bQUr8DBjikFXMrNXVPNXeM8MOeIZF3i+9AtGHWVUn4q7NSNHNFljEX9zM+10YhCcrl5olxInSxV2sk269SDNsrLjtHJLMPFadu2fFISBJp4Z0VfUVQmTpNlrRfBKe1jmi5CIvLMEUqTbDbLBRdcwIMPPnjWyg8ftYRAF0GPzLiabqCJ7crpS66mBPVmpYY1Ccq0VmDi+gQImUhpz9lrMi3DlgW+9im6WplZFdI9HVmddQQ6CHOrlPwuMdIRWWDNbVXquQyNIGCUIRYtmWSoNGt9wscdUxyxG665sclPmpeyT1dbYGjE7c1L6ZIZClTJM8fqiQnk/gB52AV3BTjmCFAJKAhSFS4IDtCxHzNOnsKaZuQCglFFHhJkVBifsjTBXGRZCb9oW5Au8dGQt/etw8QTRc0+U1/3Sw3k1oAXvvCFj/mNZMIwZPny5axbtw4ZvSfeRjiHxZonpQteRDx4Vc+QZEOl1ZUwmR/1z0+UN9FwKQZ/ThI/XX5WJhPpMuxYmnWvC90KJg4fwQAAIABJREFUZ8JJn/XEIOxKBCFWqKhg5MCREJ2C4IQb/I/6lIdYV8wply8ecdfsKy68SdcTlaQ5rOJIku+9USUuC6uwkAjwM3539exScSm1mlO9jgZcffXV3HLLLRw5coTHAkTEFiw92orFbpmmeMqVGvoqkjpxY6DazzhQYoJuVQJUiWOkBoVJpaM+jewMkLs9ETjDj+B9W74La8GNzzO0em9oFPdJAeh2xKPNq5oZtcqVfuuBseDecrn8VkdEb6ZtbX3srteXWveaOnBb5knsaa6lrB2EQZOwUHOHaxARMq1dnKKPfayh3OzkpAzSzhxLlo6xdNkJOqmQn69SKCkyKrZQnHILLK/M4eakCWXxsjGmpYs8VbLMk2WePFXyv3+Y6+avIwxD7r///rNCCh61hKDZLbYvNbTYXk9eW82BFtTJZpRMNhEUbuXR2aFGErxpKUe8sUYYP7ca5OnqLMd11jmoFHLke+bj8/XDWH4RTQLqZDml/dTIMlR0RqYqtoObUyBKwxnuaW7hhC6hqu1MSxf36MUs0kk6ZJbFjCJjd1v74EO4LZTN3+Cbg2gNmIFVY+Mmz01hEl3TbjrJgxwSRkbtoXZHBhoiZFStYV6icYcvc6QAutGpHDudi3takKMad9drmDdh+VXLCcPwMe0jyOVyjH39Ht5w4dPhh8SmVJ+79939vNyZNbOoqvsuSxKXUuW9N8RN3t7R7fP/DTc5+1K+Mz/2M3sO1KFRNjIouXjlInPKfFloy/J/2HvzMMuust7/s/Y+daY6Q83VVZWu9JR0Euh0JqaoYILh54AIyKDyMHlFQb2OVyNc9SpegSs4G+UCChgJXIFAAoQwh2ASEzokoTN0p8d0dXV1Vdepc6rOqTPV2fv9/fGutfeuDipDBpLU+zz9dI1nqL32Wu/wHTBpoVqHQqAUW+Pa+aHRzdd9DnFC4Cqtqu1YHYwTVROgybM97CNFw7quUdOyjIMEEnudyxzo3Nrxwl0SkdwfvdM+J/5bmLpB5u3BY1vh1OGF6TfypRe+nH/4h3943Fuzj3YYY0ilUmrFO2wiGt9Ea1EPax8FeKZtxZ4E/yVttV2SZdH1EXbFdW96aFvc0prNvB3vuG5qEgzq2vZOidWNCLqGta7SAIMeVLsRZo9W3QKgcbgnwyCCZFFqqbWrX0fHdfbaTi+gnni9EFMhiwr0/vfwmRyRM2mRJWO6ePaPkaZLmxwrlFA17zSLDHNEpsnRVitkqhTMKjm/zdBglR1DhzlzeBHvqFG9mGX0nllF1/4xw7njM4xOVFiSgXXXLE2Xs3/7IJnf+Al6l/a49957v8ur/93HEzIhaLfbnPOh5zL4G7bp6qx+LXc/EjpxZfDplCmAko4LACKFLtchMMQCKjXwtwQPQzrnmx1kXLX/sQpsY60lQJOFNF0KNPUkDuJMXcZ0Hn8Hz2BGNtOgn4JZpcwKPgFp1kgRUDBNzAyY41A9YWgH0Fcx+L4i/00RCASzjHYQZhRHYSoWEzALYJipwEljCNCbDBx4WPEEva7gOxRvXt+/DIiOPwp66FNB27+rJnGzARXDrl27uPTSS/na1772SFzaJ2T4vs+ZW/Zx9tKJ9aZVyYrVJpLiqjU3WmriyIVaqZdQfInztxggrnpclezWtGvjdi02xkmw2ja/pHQGmyryLal9fY51ABTytgpLtIejsEBcpygoWByDpVDKCU08zYyJhGgcFoU0SGjibkXF0GtaDQ/32G4EcLpCXGJEELVj4eG7lkuS3Hur6jhNKvbv7pxMa3Dpj13K5z73OQ4dOsSTOXzfZ/v27bDwbzBiEfdNyM6gRYNvMVJ6bOlI0v0Nk+dUooUfgT79xP8hUEEfo4FWxKcnqu6w7llgqq+gRCd4ZHp64Pda4Kcg112Pk+1jPe5pnUKnW5HutnMjNKf30bQdJstkcVLwANntsLoL7panc0ymSLOGR0CeFh4hPgEN+lleKdHI9HMqM0JOWtHMP0VIwTToZ5UCq2wyCzzTG6Q7tpezu3N6D9j71LTsmO+wga7H6EibkYG5CDcjeSviFRh+rfsvVF/4ho2E4NuNMAzp9XoUXCnUJ5beh2oILCZmna46SS5SH1upsX6G6dqWbjbbNHFy4X7GbvCZFsoqKNsF14WsRepn810G04s6V12wK3VYCC8UTu3O8aDs4LbgGTqXosuQqbHFPMQZZo4p5siZNpvNca2yemppHLjWmW8rNtf+rWoHwczYG7JpqNnNuB3ol9r27TgJfdCb7GFVksuiB3QEAvbv1rOGJs4lrafP06jCc/7xZUxOXv6fXq8ne3iexyZzSjdV0L+hq35d+7JnYqpggRgX4Bt1t4xAdVZ/YtTOScftYy4Sa8FDnMQGJvo9Z3ksTv4VkH7Ul8ApFmJBsKF+HfTrfSl7D6Gbqf68Cg5FyQnESnUQU3odmrylayNaVWmi501yy33XcUglqlHX0Qu+xf+u4xFJOktC0taonKx7zhRIA+wRFVWhpqfv+2Wrv8EHt134pE8IwjBkcXGRlUt8SnsDdWK1Eu7R9R1GE8WmRcLDegttiGWMwWoEWIZB2lbZjn3l1rljpqQTB/ZpY4jIUM49ZkcgZeizrf/+PPgdCIIE2ynJInDW9CkUyOcKQtfBTeJPXKEDkRJmNg0mA+G0sJAeJljT492njU+AR0iaLim7CNfaabrtNNLpW/8+eilMtkumv0Wuv82UP0eaLjlabJpcoFQLtGDsNxGl0xxDMTUZMANaKMq42ALPRHtGKpVSpcnHuJP1hEwIisUiu3fvJh/erAqAzvRnWCk07oCOqiWP06gqElGVIhqKs2y1C81gN9ZV+22XEIQW2Nc0rI4bCoNoBd3VKskZxBiLU3AsA5mEY7sH+VTwo9wtu5iVCQBGWWSreYiLzN2c5z3I5oUl/b05g6l4kNIFHPQ0e866Be420gXNPs2sbsq9rt5IEBdUWTQpyNp/vggp+3GqaDNnB9ixlahpmah6BOKNOUVkhFRA22L5fF6ZH08RsNbp4fs+Pj0ObR1ne3ke9qIo+9XED7mkFHT9FQBjuwMdE1X9MogmA6MCg0o9pWcgZ6vxZKVs9dIjDwBX7bnq2oa48UJPZ7Sk9bnFjTJCNFGxrVdxXQjs4e7WWjfxPnybOLi2vJ39u81eisTYgGQURRPOYft3GCRu/ztQWWIsFY3yiDsp63EE2r2I6JJFYhCim1cnwiwaisXi47LZPpbR6/X49Kc/zUd/+wFuOf8FnPPQjBYnXWLAZvLgT+6Lbp16WMCfRNLbSf8AAovV6BJbu/voOMx+alx3yX3PpW7ucLdr19QF3/oFpNJxR8BkiJUzYT1gNi3rbN5Ji4J2XfHnqm/3e7bgM1YMTM4TlqVMmRVyaOWvLzMgwCdlO7ZeKqS3mkGWUzhnUv0jC9LJ0G6n6Sz3YybhoNlGQVbJeW12PP0wW0YWFUQ+r1guKuh4twfUlNJtWgYZIJYRD9RC/bLLLuP2229ndTW5kTy68YRMCDKZDJ/5g6t4d+88ZIshvDxkfptyoTfds4q53wKTkiArZ6U6IOsOVOliKxu7hHNolebUBaeEZSkx4rfihd0x0BIC34N0oAjYJrDokgqJAToBMKII/XvCp3Nj+HzuqFxEvr/NjuxhcqbNtDnOhd69jN+zirnfix+rZsDKFmcDOwd2vFt3w8zbNu08sGIiIyRnvpQlTtCzQL8IBV87DdkMmmG79+WoP3VU06F4Gu4CYtOaFNHm+wvvv5/Pf36c2dnZ7/haPhlibW2Nrx24nP+38xs8b+g2fmDHNy1SOzk+kFjgx26aePagcwmsS7qsgmYEynIjgrztAjhwrJuZuscDaEm8ablN19ED3XO4Az6HHWkRU/6chavrlKVBSrad6fjoLrkOjB4WHeJDOEXclTt9BOE6BnmtihjWJJ6UbfG6hKdqufFORte2nCW5W52ee1pqLBPopus0Q9zfwer4E8CZ77+Ywhe+8KT34qhUKky/8BI+/prX8PNvuYbJ7rK29N2G4MCsNiGVMrHYlUsYrM+BA2hGY9MoYTORWRtiW98OeBiFiUdWKfu4bj1iD/BuoguQJjZEcnLCiYTArBKvC7eX50U7E57+rPhgsnYtG+Ik2WIHsFLyLZSGmRcdE4R4UUKgLzsgk+mwttxv37+sKxxBOy/S6WO5UmJm7AxlI5DmiDmT6fEZNm06xSYWGD9ex+z1IoB2dP/2tMBMjlle0/cWhq+7lP3nDGwkBN9OyIzPge3b2H35Ib6y5WK+3ruIEbPIq7ddS9bXg5SWiVtITjFw3IJQ3GZlq3gBXXSWwy+XhKzs8ql4g5ximO2Zed2QLVXKVA2lE4FmpB30+QLbrSigAioQtYSqZ6c5GYzTkH56q1m88ir9KHZgk1lg/GRDk4G9RlHhLSKLTddmNY777RZjB5VOBqirU6JD5ybHre6syIgwmIaCc/RKoxtAMiFo6eKUGYOZcKj0uB1NUZBzBMr6Wsxhw4UPHaBc3vSUTQg6nQ7hS7u8632/TfCcv2bnGQcZ3deyhyh6mDnEfkB81/Xbj+sSccFNXdkxBk066Zm4cnOHtHscF+5ju0EDMV0wuYEnUfouMXGfRxucWQ+qdUqZycoO+zwOuOXa8thK3VWZ+UQS5CLiY9v7bEJiINgyiszG6Mbr3ktG4tfl3q87hNx7LALbVSsD26kzrtXt5KFHQArCc7yv86Fc7kmfEADMzMxw3XXXMXjlT/DLw9dg6hIj35P/rFFVpH/iukBO8c8mESr0ZhKy06wDJEb0VxcRIyYeMaxzmG3ZLk7Ljs4Cu9LctbYHfCTO5a57svvkKn+IPTLcYzj3UPt44ul7lXHtvoX4DFElSxtQ4GDKBATiRzgCPxXqWlwVvWdJPK9bfz0h6OU4nDqT2lCRY8EZDJkqo6ZCmRWmzBwXT93DD/l34R/0VYgsktsmBj66v2NX6eSZTOYx7WY9IROCarVK+dVn8efPfz6d9/0mg0GNW8JncZ63n+cVb+Vs/5RmqStEqHnKVk9gAt2UbNVkanazthueFIEJ4cQFZW4NLoEQCmZV25J5YuSyBdIYR51ym+gW9REgNLTLwsncKEsM0gh1Je3wjrC2OU3BrOpiMSukWdP5UnJu2rVtezuXa3ehL7AXrKPGL3QNvUX9lVpduwK9xEPAus6x3jeJlm8k9gERGt61gc280bb2aQ8iZZDt2vHwWh5Uwf+kzxVXXMG+ffsed/vOxyO63S6puTN42v+8gDu/+HvMygSjpcN6oCc5/XW7uYJuBjYxVZVAdB2FOm4SdOM2XW2vmzF7pcI4sRAhRtYn8QokNkcHRITYq8B9z1F0rVLhOm65e82BPVhPt8h1j+da83ZG72S9nXInyTY/RBgJmRIYElYnDUHKp1jrqdzzCdSS1wkm9fTvJG4cAjEA2D1uBxXj2mLNwxzLoWEHDUVRKe8JICM829vD7t27+cIXvvBtXuEnbogIs7OzfCa4glcOf5KhVBPPdjAjK2DbQZUB7dqQkUg9kq7FUVncSQQqdtLWKSIe8zrr6kTyFrnLJjtWtqNkWihYOUE17HPd0BSQsRbe7jFd1zcDYMGFFu+FG/Faq+SHMXACMCYBZmwYpsZOsMM7wiyTLMkAAT4FVumaPopmlRwt1SOY8GkwhMmsQSrE8/XBw04fsprS97UKazP9zJ/oZz41jelfI9XfoVBuMOXPsSSDTE3MsWNkIRZnSgKGXdKPvsbdxw5z6V1vw7/kXRw4cOC7uPrfeTwhE4IgCKhWq/zbv/0b4887wHwmw+b8v3LsE2+lKoPI+CmYJ/bZRsFVqr0ejwykX3TB1XXDIUDnm5NwZ7ibm8MfoGxW2M1e1tJCOmcirwQF0kh8Q3lAEbrbhSOFKQBmZRMHw20sS4my0TnVTnOQvNdGEAoWnZqmGy9eNwqwKFmxN8pqU2+SrP25bNPQ7sKy3cTrVgc7IB4XOAiMq4PaxrDa1A1agTVGMRQ9eTi6vIVFDdvPk5mF+9zdWIdg4uwJfN9/SiYEoDPbQ4cOsfa8P+HPtm/niitez+ue9/vKSbYsAMEeUgW0GivotTB5O+Kyh7B0bILqjI5QISt8WSd8YhzAK/qXGEkkM8MgMb7yY9yClGx7t2MwfiI5hIi66mbO0eGcBOcmkxCHJB+w+hXjyqihZA8Xh08YEKrjGaoyyLIUWWKQnniUB+uMDVXYNnISr2VHBvP28VvGVqqJ9wSnYQns41v/EVMCWbbv1RoxyaBWvyNHm4yPj/NUiU6nw61XXcpnfu1HuKL8VUb8ZdJ14rl/0XY2zxDCQeh5EKbA60G6io4VA2M3Egd8iztD7vpHY9cwgT8KiRRSI+GgkHg9Wm+PXgs6NtHsoAww34dcEe0y1e3vByYeOTgmmHusVT3koweBKLE1yfvE106GOWjYkq6wfMa9LMkg+9kBGEbNImm6jLLIsimxLCVOFCdoFLSo82wbIsSjSY6G9NOgQIN+2qtZVlf6kWXFHKwtp6gu9LO2uY+pwhwHZQs7xhbgKInuAjEIOcFAMnsM7zv4P/mpbRdvJAT/VYgIc3NzzM3NAaojf8Vr38VHrn4Ju175dnI9Tze0plGwSYHTDDIkRqa6Dcuq9JEXlmSAk4yxLCU2m+MsFYtsmm5YE5bE7I3E4w4Khwqb2S876InP/XIO98q5NCXHeWYfz/G+zi7vfjbJPCuU6ImvHFbTfrjZTaA3ympL1QUbxrAWQrZl13RLk+E1+xLaaALQTrxFd4Y7nZlVAGNoNNVxMetDMQ+pvIk3dOfa2LP4hCqxYh5gGmD2W4rjQaOZbgC7d+/m/PPP58477/xuL+kTPqrVKtVqlb1797Jnzx5uvvkFXPCeMS73vsbTVh7Cm7czWYjGL3SMshPqgtRM7BQ4YGen1s/dHewR8ChtOwe2KpMVoCvR2hTsge6SAbdx54k2c+NYCl3ANzFozzl71hWvYAzrTYVO1wPo2veSBxkB2SywRQh3CNXhDCtSpE4/bcmxxACnghGWpUTLbqZd+iiYVabMHI2he9m95bCyZiDuTDhVu0TnAli3wcucwSva+WxaoGjWWeMaZ9zzFIu1tTXCv+7xmy/4c9648928rvBhzho4oXtjXkGeq9vhcN+ZBKQYMksUWCXf6uq4K4MaAWWM7pt59d6I9C78xJp2fME0mhi4tQtE3bEkBsGuzV5PdQhAdVKyvdMSwC7xWnUWxR1sB8P+bNXE2Jpu/LvGdco6iicwiFqLP6D3xu7UYZbHSyyFg1F7f8gsMW1maUg/LXIsS5EuabqkI/Bhlz5a5FRHhhKnZJilwiCz/RPMTkzSWMmz1k4TBj592TUa9DMrE8ikvU8tqDcaJbrkxkdps7Z78FgyDp6wCcHp0Ww2+cIXvsDY+ffQvOxFvOxlL+OKxutiaU4HXKnbdmzGbhrd0x7ICm1Mm1k2sUCFAU7KOPeHO2mcfZz82W0m5pbj1uyyiUYTskU4INsiBsGyFOlIHwEeKRNQNKuMmwXKZsVuiFnSZo1Rs6ibVRKE1lHGQLsDLWNow7p/AbHiIOg5krNfE+LugPue4/OuARhDFuWhd+o2OchAboDYYS4gVpZLVmF1gzmIKtE53jnw/A++lht/8Gd54IEHHlc/7++HCMOQY8eOsbCwwM03D3PzBRewc+cP89y37udC715KrTq+vdZ9DdGEoGmVAut68Mm0HqzmiImwLlFlllYwnuwUZFrV0VyVJh3RueyMgRMGaoKpEIsfJYBM0XV2ICk3s+dbzOwhxhmcJmcbfS+PjgmmhXCLcGBokpPhOCdljCUZoEGBUzLMPGN0JB1tqGv00SdrbDUPkaPNrslDmKJgAhOzKJzhmB2BROwgN6qoo3LJtnKUPJgB+xpd0lKzv7tg6OtbTyF7Mke328WvTMHzMnxqaopTz34255//Gt7w8+8gU4fKWJ69ci6Hw2nyps1ODpIyIYVeV/FDTtAqrSNVg0C/jnV0TUrcJe2iB7SH8u7t7z0sHI7ArptsEbIuYUXiRNAqwTrgICljx1HxvRLpVZw+IsAmzG6dmvhjUwP2mUhjYeeLD3J3+HQ2mQV2eEeYMnOMH2pEQkxrecEPoJU3+D0hSBla6Rxd6aNBP0syyCkZ5oicyf1yDikJqJSGaJT6Wev0kfa7tMlyTDYTTgqeG5dAhB/CB5Ox4+y8iTQ6Nl/zfIa2/TuVSuU7v/jfYTxpEgLQpODo0aN86EMf4qGHHuKuy3+d//GCv8LbayIwIA2t8CWvVBrTJEpcAc0oa7DTO8gWOcZsOMFRmSYTdjkoW2mRZef4QTKs0WfWGGORslmhQx+Hwm3sD3dQZZAsbfKmzVaOYYDNZpayqVM2KwokZAEM5Eyb8UMNzFFPKYSONhlAyiOSVXb7tovTFUbdWj99XOAS9D7i5D2ZtK8ZQzaEbFPY7Pi6NjONkN4QjzIqqLAJFmDklB6b8PY/u5rrrhvj6NGj3+GVe3JGu91mdnaWEydO8JWvfIWbbz6PSy/9KS592wm2Zw+rIFVxhcGOzUrTJtI7l+1C91wh7SSjXWLm5rSjcGDTJB36mNqmXbJlSrQly6CpMX64gXeXBzP6uKYg8UEOMfPAuTEm2+8euvnazXCdD72bEbtwCbUdx8mkIGXo5bEa8BlaaAXVkAJLDFpTlzQtydIiS5scHgFpupyUMWoDGYbTdiU7i2NfYtfRJDcee0DVUDBhCEwonVGwvhuubdwykZZGPp9/SilsBkFAs9nkwIEDHD58mC9/+ct84hM7KZfL3PTGf2HquQ+xySxwkXc3g16VEbOom4o9cMUxnBzexJc4ObNjHUdbFpe8Osq3U3N1NEaS4wUL9HPrctKKyx1Sx0wZRUcBBfexxYNsQTE5UdJq17ddj+5+kaShV0f0+Qq209lCO3bHYHyuwdaxY0x5c0yb44zMtNax1TI9A01DYVAUdJ2GQr4NfhvydWR8jvYZwt7sOfhhAAhZ2mpvnFEwVlNyHJVpTpWLTHSakaFYEvsTeR4UUQ0Q4Of8j/HNnTu57bbbHvUuwZMqIXDR7Xb58pe/zH333cdDL3oJl112GT/Nr2u3wJ2srgXlqiK3v3SBumHy+DITk/N0JM0xzqBFDk96LMoIM95m0nTpp8Ems8CwqdGULA/KWSzIEG1yjJhFRqmwyZunjzUmzAIFGgyEdbKrPfpaRFrb5qjRinvezsqc9nZGJx0pXwFmKQ96od5TLrl2GgPJC5k67fMssZusiySIPItlokWVom2vOvvdJOq8R4ws76H2tBBrxm/Ew0JEaDab7Nmzh2PHjnHy5A+zY8ePct555/GCF/+2qhOOgfRE9QtyIDuEBwrb2T1yWK+Dk5m0anEyJtwvO3UO7w3SkizzMsaCjDBhFnjm1m9wducExvegKUje6GM4xLbrcLnDXiQW/rG0lEhLIJdAn6cSrwN0MWbQhTqodC5S0Nc0bCou4BNQps4oFVpGE4Ml6/LWkhwN+mnQj0/AlJljp3eAwfkOpmV5Zo5hkAxHa0tKHfeIpJQZJkakO5xLF+3kLYJZMfzaez/H9ddPMjMz851ezid8BEHA7Owss7OzeJ5H5qYzqPX30z81RW33bvZMX8jwm2tMV6qRvoRW8gm2kbP8rVt2QM3iYZpogunGOvnTntzpW/TijyN2gw9yrqhVcwaYN2qmVtPnkAF7GG/R+wNXkITx/w4oKVU9/CNWBDY5sGBasWwBKVr8VA22bnqIYVMjE3RZGxDSmYR9s11fyv5BKZLOqCuv3YpsE3buOsiyV6IbpsnRZtmUWJEiPdQkCSDAiwG/NhmIgMIopkg6NuHy4OKVfZx//iu44447HnWtlydlQuBifn6e97///dx4443c8qJX8DN/djfP/Or+WK0LdOGOCQyY2HUrDVQMQ1NVfBPoHEmytCTH0blpupN9+IT0m1WmZI4xU2GJAfaHO+izNXqBVYa8KmeaWfpNgxwdyqZOcamnwhRzRFrb5gTWGczENCCI5EGzKcg6da6eJgXtDvhdQ45YjbDHejVCn3hMUEx8L2WzzB6KI0glBY+SSN51wDR0LDKAnX1bQI/N/k2gs8anSsX13cbCwgLXXnstmUyGl770pTSbf8Jrzn0LDAuM6xqUorbb7w/P5vzNh3SNLJp1CGvJw6xMsCDDtMIcFRngkGzjsEyzzah5z6adC5S6gWpatES9DFyF7/6BAsBCYrObtG3Rj1vhlwGrF+DkkSHuVDh51jxqiuUOgGUYCVuUCzN0Mx6NtO7AgXi0yEXjAp3RZsnRZshU2bp2DO8BT+fBDiDoQGSQEEaS+HBxugpF4jWcpGe6IsD5QgTC9N4qfX3l7/VyPuEjDENarRatVotKpcL9999PuVymVvsZnvGy/Xh3W0zKZgVlGmKGFiSArRntEEjdXq+GPUTtQU9guwzJ5M52qGQSZYHlYeW5PjWvyHStpuOClGobkALKIC11mpWzJba07xKpaUoN9VMYAJqWKdWy3aUVIkaNs5nHJr2mZnja8lFM11Af8TlZHGJ6oPbwrpoL11FzWgppwSwaSjMB5525n5zXZqs8xDIKSgzwFSvDKhNLy+D5+rexyYY41dzE2hZLMfeOGcbGxiiVSiwtLT2i1//0eFInBKDo75mZGd797nfzpS+dxa5dl3HJJZfw6lf+FUNzXcAQnif08kJfg2jWKkUhzRpPM/s50xwHYFlKDE1WOds7CAIF02CTOUWZZfro0jD9ZGmzRppxM8827xg7zUEK4Sp+LyDXEswJo7rvR9F2VZXIFyCam3WJwY6uak8gvFM91Z5PrYj6MdQNPpoUJNdsH3ESUEhbV0cglVPwSqcLGSvjqZWgxLQyt6FGf0hiFHleAWnStCCjpgrKSH4jIfh2otfr0ev1uPrqq7nlllv4yrOuIPXuy/j51NU8J/8ANGF/uIMD4TYOD21i666TeCd0o3P+8l4Npot2XVJinnE2aFjpAAAgAElEQVQqDDLT20wmpQCmlpellFtV7nTyWvpo0e1awu5rabvZF7DiQWh3YNi2aU9PGtNE3gOSgZ4npAI74ljQZDcNpHtQyDdialhQtyY6Cmgjg27uTU18zFHbzfDt87uxlHut9r6ItBnsa5KixBgYNw60y1F8YMAyNvrhDz/+88zP//0jdUmfFCEirK2tsbi4yDXXXMOxYz/IZZddxq8ef7seyuP275joFIk7GC1I21RMrLnhATjQqh3tuBPHs9drUMdjjOioadZMaKWWr8WeCj1ssqd4BpkQFofz5Is6f8jXhepwmgb9DA/U6E8JkjHQtElwCzVyylncg6NItrQ1TwBmEbwHPW3Xj8C8jDFdrKqksxtpJO+VdQmBHUcFinGYDFYYmvgmy/kiLcnQoEBX0gR4ZE1L8T39WIC6xOwgSz2MpMITY9o3/+hVfOlL53LLLbc8kpf8YfGkTwhcBEHAvn372LdvHzfeeCNXXTXI61//i7z5tX/HN8e2syQDjBYqlDetEODhE5KWNS7w7sUjIEXAMiVakmXK6My2bOpsMvMUWGVWJnjIHCBFSIN+NpkFdnt7GTq6pjr0XXSeuWB942eIXdws4ClCkBNzZR8GlHFVu6eVfcqz1b3j8BLnD1lPHR0BUgXi5KKoSUjWjQMShiXiVOMg4qybhNypjKPz4iY6w0sBi9rWO14eIgg25gbfSRw+fJgjR45Q+PSn+XKpxI/8yE/w9Kc/nZPXnCQM6+z9k3PplvuYKs5RIrDMGWDecN6ZDxKEPneGu1kWxQ9UFwZoTeboo4tPGOEOTNeOgOwdb5rEQCzf0s4GrI+CA3Il50opBfI58ZjoXyJSoXLWzbJRTYEAwNgk27IpqkSCTZKzFZqPyn+DHVfZj93hkxxZQeTFEB3+eVtFFoGSxTw4hlFSoasIkhEYFu59z72PqQLcEy2Wlpa4/vrr+epXv0r3LW9hqjTF85/1uww+aDeaDpEctjsspaD7gWmZWGgncWiSs90BN+opAZu14q8PpDjpjQEwFc5p99SJa0VhrGiPodxo0tex17oLqTAk73XI10V1DbrEVEOXULqD1olmVY1+rQY0rOZHGbxeSDOVU3aFW3dJnENitLqOfePwXzXIzRhymVVIN5BiJaHuiXaIHQ23l3idEGGIcCJ0EZBYOO+Gl3Pv9L0sLzvTlEc+njIJQTLq9Tr1ep13vvOd7NlzGZs2bWL/n7+cl/nXM+WdBIFRs0jBrPIc83XK4Qp+ELLcVyRt1ijXm/gBeDV7sDcNk5tXuHhyH4EPJwtDDK3V6N8revjPE7m2UbFYgXniTTewNxFEN5jpJHi8oAyErjp1pXzFFTRWDdmMUnZSHuRCKOR0vNALtRPg2m6U7eO5yg6TSAQkBva4G9De8AZinrqvjyfj2q6L7HSB8CUBV77q6VSrNzzSl+tJHyISrckPfvCD0deHh4fp738T3d9L0zD9XDK+L7K5NnOG7SdPsjxe4sv8EA2UvsdChu5kHxmzhm8CvaYGvV51Y1tIEjl0RnNeq+0uW4VwALwFXaPR4WyTV+M2+cTaJa00KUK0LVsxMbvHdZp87RxQIV5baaxYE9r5sPK3GOJDwwFiXEvVVngRPsB2NsgRWUsbp9XgQGauustB+IMhv/iWH+fuu7/0vV+4p0AsLy9z5ZVXUiwWufyjl/Pc5z6Xl7zpKiYXlu2BrWj4dhmWc0XGuw0tgDIJ7QInNZxkG4RogrYZHhoaYUkGmQ0n2OXdT+lQENNzA3Dus9G1r0N6TtevyejjF/0eptmDitH1l7S+9lGwHvb3i3ZM4UafTRMbdbWgvyZMjc1hqiaWvwddXynA7oXr5Ia7xF2uZRPLg/sG44zM3D3TMXHHKyBWtYXY2twlBl2gBVfd9GZO/K8v0HFiDY9SPCUTAhfNZpPPfOYzZLNZpm66iTf/zh381qv+mlEq5E2LTSyw+XBV258dKORWdOPqebp4FmxC0DHItOANC34ONu+oRsIXzBmlQ7l5Zg1M1dCrEXsTAD0rPBTYPVyC+LDtBfZfD2pdXS+ZtKFhwWG9MO4U5PLKX09BbLlsN3y6FmXds62qMNF2dRsuxBlwh9g6tmeU6pNGuelNE0srD8BvXfdKbrjhfXS7p/M4N+K7jUqlwnXXXcczf/eXSHtdtg4fY7TY0i5TFThqKG9aoSW5CLAkqxDgk6WNb8c3pkfsN9BFq/VkIycPMgXh+YpdWJYSO4sHKTUDXSs9IqtjhyxfF46t0LGPW0MFYizqPDq8l2PgqeC+btbjGZIshuSIwM1bk/uhS0xaeihFGgtWEjd6v+goQnxhYbjAZz/72ceEwvVkinq9zvXXX8/tt9/OBz4wyiWXPI8LLriAc889l1Qqxe6LX0mDfsZTDRWAGjaqi9E0qmNhtTGSlTIFWNnsc0TOpCKDzMsYzzR3YY5YsbiMXXvulLIYF4e9IiUxHiCl1u9UbSfKqmfSMjG2xe5rkofuZiGdQ/dzyzxReW+1tN/uz2tSkrQzz1vZ+5J+Kk0LgOzYqt91t1J2zOWKOQfWTdJ13dpdTXyfRBHoRJ+s3PgDDzzAZz/72Udd+O0pnRC4aLfb1Go1gs8FpF/VZcqbY9wsMLZW0WSgil68unWsshfKLBiYtfSVuoGiwRQFsSh8cxSYtwmBpdv0GlBbgaoxFEUYR6uudkcphms2IWh3IUi0y9rdGGzeBgpd/Thl10c2pbgCKbKuKyDjis5lCqhbXns9QSVzKyCH3hQ1C7pxQh4taNesQmILBbx00erRomzDrcKJfzvB2pojPW7EIxUHDhzgwl+9g9mrJpiVCUZ2HMKEBqkrmM4nYJOZJ02XFlmOPXsz55n9TJgFStWendsbVbBy3SE3mopMLoBx4aGhEfaHZ7HEAGVvhVJ+TjekTsL+2nUanMZ9gJXANtrlslLekY+Dqw5B75E6OrKy6phif8Z0Ext/LwZ/udZpxH933HMnauO0630rUYx9jZFhlAVt9QTTMIwuNwiCp6aa5vcaIsLJkyc5efIk9957L57nYYzhiiuu4NJLf41v/No2zhvdjzca8MKLvsDupUNwu6d6GNh9yOKgTF07jS0/Rxj6zjWAcqsONQ+sIZKAFjZuL3To/haqMmv3LYPAUUvPTdAPI5+Zrh0pecAAHC1MMlJcZGhtLd4HbRJpTqB7/aKJGQwpC14dVYZPlBhb+XtOWNGwuu105SQusGyXzDSVzBMBGq38fJRg+/oYYlkLxr5+2SKPWaG1kRDYMMZAyjBkapxlDjNuFsjP23kUxOptoAs6yQn3LaAkRC/wsnWHcxVNGP+e7+nB3WtBOY/6YKegYIA0pGxbKRvEqoPJxABjSIlEWIE+tLNQyKOiFkWU/pVWRoCMK0hGtoiOLhaJs95E20qKVj3LZfA2Q+01oNYylBFyzXhmZxZiEGTnxwKO/vXRJ7Wd7OMV7Xabubk5JtnOrExQHlphy/ZFPZwtw2Ord4xNskDL5Ej3rXGBuZdp77i2Tx1OxQn0uOvrLGMHdaOWHDoOMysgkKMdgw/dHLhrsQgttMvgomt0lODshp0CYiCqVpcURXabZBAnE9EG2YsR6TRNzCRIK/hQWsR+H7COqpUEw0ZsHfezrrtR04NoA/j6vYeIRH/Hz372s9x44414f+Txac9jYmKC9379i/zV4Ft48YU3aRWNBac69c1FAwOQD9uMmwVVozBtsnUTYz0K6B5VFP15d9A6oKKrtO3owrhOlMMKgK6boqgZmwUQUhROyQg+IUO5k8qQiKp5tIhzGBg/8VglkLJQH0/R11kjUzTUymkGZ7rrCqiY1k48Em4CNXvIR74gcVdhXfckMX4gAHbo33tDqfAxjP7+flaf7zFtjrO9MUNfxXYD3AVOx+1OYyUzgZjnHChyH4gpYk60w1GeOmAGFcw3khJSSftXB+RySlo5Q84KDrjHzQKjCIVBIC2MOOlRJ187iC78HLFPeJJ2gK3+HTUsLzFKOMlocCIH9r210decs+p6kUZBE8JXh7zs1Rdz771f+W7/9BvxX8Tc3Bx3h09nlEV8L4BRGB6p0fM8Mqyx0xwkMD5r9LGL+znTHGfzQjWyxjZOuMIBlbD/DwuymYgaNlpfpls4TttkGW0vEVMRiEYHQGLTTVDQMlgKlxuPScxc2KrVkjkKZjYBCgQoWCprIDFFra4+C+RsVemS3KaJDxTXsQoMpmMZEE51q0k8ErHVqJPpXTijQK936hG9PhsRJwjOZ6bzcwO89eO/w6ZNC1xcuA+Ak8UhlmSIsllm0+Qp/B4Uqz2mhucYNjXGpKLXbhgdZ5a1mGkXhZzdiyQTrcj1Pitu/0MiQS36LZPFWSSntPJeHfcI8FUPwP2+Ax5CnEi6zx240b6Gvs5apDTaJoeUuuuMiSLVTqfF4BJcu25dZzWW4rZeHYEFdTsxJXvGSO2xSQbcS98I4JxzzuEVr/oHzjSz9M2ZWCPAce19LICG9Z7ibhFYJGi0KXWIteSTNBXLlU6lsNxz/XVx2a7LfENRG+Su3gD9WEBXySYROWIwivu9MgqYKRGjYq0Ll1kkBupkBHpGkwHXjnMZLfp7kgYzIqQwjHRiyiJ1+xhjQvCqkJe/7Tl86Us3PGVNjR6LKJWUx7zEIPOySsE0WTNp+uhSoMlZ3hE8QgI8xhcasfmWm+V3jS4id3hbhL6MowIvvn67r2LY0l1kLS30NeJEgJDELowF6KkaYOTYWBJMwSAp7Y6JS4LHIHhWiGmCd7eHlFmnbCcOl+ISClCgYQfd0Iclop2ZniBd26KtW58CZyPrqHApFOuSMXFi4O4tH37r1ZfQ6Xzy0bhMG2GjXq/j3zTBwo5Bfua+W7m2+FqKrHI4nGZRRiibFdrZI4ybeQYPdxlsdSHdZS1Xg65RDEIKZBiOlwdZlQLnjMQCUpGAV3LLSaGJRMq29PPQHhCWcmW6oqW3T8BoeYmlvsG4aZUcnZ5OqXXjtWb8sanbQs3GYLqG6Rldq0VRC/Ci7cha5gFdVDXT4lvEdbNAxZOscVfELHOjOFdgdjY6BI95lEolfti7haxp0dxiyNcEMwhyn90Jk4c1xFV/l3gu5lC3XYuwTZqwOJStm3P6Ril84/YxUwnQlB0XCXb0gG3JFu0GOWm1ANxYqYmCacYlRqmmUPCf04JPWfBMlL1KTMVxICz3OrHPBZAWCo6eZlCUeBGC3wp4weuexq23PvpAl6d65PN5na+ywqCpUWaZglklS4vBSjeykiWFyq36cYsyUpt0FY67vnmUPjotUcfLVIBlSHt2c0qqXAVAysTCRSVUKGZE4m5D0c7y60TUrvA84QulZ1MoNbn0wm9ickaBXFWJNnEZ0Q1cigmGgKfdBxlHX1dHn98EgqSd+6GJu2pu/FVEXRbrdkTmDHEySm+77dO3bazXxyCCIGDXrl3cPjPCNWf/NL+Q+lBUlQf4dEiT6a5p0WOTtXQeLVQGteA5VS4wKxO0JcfWARXbSndt2z2QePTpoeunT7tJ1c1plqXESRljNlBfmbRZo8wK3VyaVrSwE1muZaHgERduabsn14mVBRt2JOUrcDAbqXkKDFifhUH1GaGDsm1W7H2BxB3ghNqruMItSkQkNtEDvrztak589P88otfnP4qNhMDGgw8+yIjJEpLijtRFbBpdoH9slekT1RhN30q0TfPEiGiHL+g54FbiAD1dzCLZlrJtVyfsYiA2ZxkQzKQdF1TQRekwAWO2VesWUctg0gogjJ7LPUdHM2kTKIBFChaZ6xzJivoYZo6HJS9SFKv4RURTM/MGyQkvHn4Pt9zyio3N9TGIVqtFSJZt3jG2mIfYtnaMfMVSpiomovWBMlj0l4j97pu2ykjyqG1FHWEMkkAsz2D60U3X8bgHLNjJoqdlQmAS6oMpml6WZSkxMTBP0Q808bRmRAeGJtkTXMAwVbZueojJ3rJudmkTVXOyRaLH8QnJd1vU0wVCfOZkjLOKhylWA+W59ywFNrTujG6Np2xiUkbdFhtoklO391AGvvqKa2h/7BWP9uV6yoYxhunpaQB83+fEJ97JG/z3cqaZZdRUwMCQVCmwypR3kvyCRBW06YGUbDKbgbCobBmArGnhJY3f0nY80C9RJV8dS1tVwDLVcIAOfSzJIEsygG9C8tICA2VWCPCtb6EK02FxUZHMsj2YpRgXVNHIt27Uujinr9OBDKVgx8ZF3Z+r56bJNTtkfTBFg2QsRsuOZ6UiMSbNPXbNAint63CG5HfddRc33XTTo3HJHhYbCYGNUqnElWtv5l19f8CecDdneUcoyCrTua9jVoiR1m4BFSV2qWpJLPISgaYSD+7aUqdLX7rvYZOBCAsgyNNFzWJ8C+CrENs1FyXKKiUDpi5I2USztwjVWkWrLbfA3TytSQz6Sgi+JEVgJC9avTmqpEPE1oFJYd/u395IBh6juGP5Wi6U+9hsZjmr/RDZo0ar/8DiVdw8EqIxl2qkKwbGtNDD0W0xGWIt+sUEJiYx15RQ4gS3iHYABnTjDUhxUkY5JSMqQRxkWaHE2eYgO7YfYbjWpGdfT5c0E8wzapYYai1D1ahAl7PntKOqnufRIkuGNZppaEg/a/SxLCWaXo6+XJ2g6NHfsAjsWmLM5oyPMvbe2Sq6Zk8YWLSJ8ITwkY985FEVdXmqhzGGkz+2B/91Pj9+3qd5tf9HXMoeitUeBFAoNmnk8hRaTbJWdTMyUHNCQinbARrW9ZmnQ8601PvFxloO1orqNjgnoywywmwwwZyM0aA/ksHO0GXUWyJHiyKrFMwqQ6YK6LocXavEHTTXaUroCjimipoZSQxMrZjIKl4WiUddabtnTsIpGSGd67JlfFGN9DpGR1loMmN8o/RI292gqaMQIO52+XDPSz/DiX/+50fhan3r2EgIbJw6dYqdr/m//N3Vb2BJBkibriKti1/Xto/bYG0rXiyqn7qxhzLrQIERAyEZPkRtqoxtmZJAYQf26+PQ/oGQu7JPY1lKjJ5bidQRi91VBEM33UcqCFjwRiiYVcaHGzGK1lHE0BYraVSLfEStco3tOBgMsqg0QsmhbS832sjbLgUgFaBowA+REXjWT3+C2Tde9shegI34lqHsFxgzFbaJTQZmiPEl1n46UjVzgjyO3dIhdlULE5W0k0W1GhvrFP266Fy0KZGU6uoWw/6+HewLdtAiq97vMohPwBJDBHg0jaqxLJVr+AQMmSo5afNM/y6mzBy5uw1YGq+p26rJYhUGu13yw4tkLCd8eLBJJy0M5mqMVxpIylDJZyl0Wir8kgRmFdFkOG/ZCAOiLdpJ0cQpJ/z99Fu48V3v2khiH8UIw5DcR85i1//5CP+r711sbZyg75CJhHiyc5DNtaKEThlZcSdLEKXepQWx22TBrFI2K5gGgHYn2/0pTnkjzMom9oU72C9nsT/cwVGZpofHDnOU8737OM88yDbzkPrKmCp9dHXEBjSLhvwJ0X3bJdBRx5WISWMc1TatxVHEYOminbQZm8icsOO0Ed1PXeIRJeq2GyDWTyNidWWsOmgdpe06Lx070jt27Bjvec97HrVrdnpsJAQ29u3bx+zsLC96U4Fd797BS/0buDPczcoOn1IngGXRTcgd/kVLg8oTMxGSLfek9rVTS3PhnfZ5osUvI/C31Sv56uu+SqulHK5cbpRsdjO+75PJZCiVSvzU2/fim4Aj4ZkUWOXi8+4mEB+fgEK4SmkmiHjjkgbZKsiYxSR0PUzLLnCH3nU0tJxWWRFKFzDzIGlBpoQ7r9hB++I3POquWxuh4XkeP3v+7/DSr7yU0nSgG8lmFdkxC4bIrbMj8ccQr6/TL5OHVbbCdhiwwFeHbUEras9SBtOK/p9NT3JX8HRuC5/BspQ4xTDLUqLAKlUG8QjIeS0KssooixRYJU2Xsllh+9y8MgzujzsbrKBKl1Ui8FS2iSbfHTBFyGUMuXRDD44xYa2chno71sAgXreyVSJ/BPHB5CyDogP/2Pxj3vW2tzE7O/tIXpqN+BYRBAFD1Bg1FVIJpocqAqLmR24uj+1OdUwsJNTDirLpeszRolxv6s/0tIjp+mlOhmPsC3fw9fAi9oQXcPSeHche/Z3Vl/QzVlxkl/cA0+Y45VadzJxRTNWyARHytjiKrGMdgM+KEzmPDsfSkZbBLBM7E7oEYt6oaFdNuwiM69ocOd5aRyM0Ffv6U3GXTlI24d4qWqQt2Ps3rVixT+b+jmv++Z8fU32XjYQgEfV6nRtuuIF7UgNMvrZF+oN7uDW8hKftepDR1hLZMa0+vLu9eDzgWvAl4uzOWsaSst9zLmwe0C8xAtt6yDOkiO3Vi4W/fNcbede7ft8mA7ZCtOE+Hhsb49Cf/A1p1MTmYu8ecmEL32YkQ16NrZsfojwTIGkDRQi3CMfLg0wfqulmWjcYT5Ce0dfmsAmD8LFnXQ4Cl/tf4zPBC9j57AOclHFe8+H3MbnrGRw5cuTRvhQbYSMIAj784Q9z9OhRfvyXDTM/NUiNImdteYjs7e6H7P897eionSwwAOaEZYw0LN1vxIL4nEiLTzy3tHr/9MRiVaC9Wdif3c6e4Hz+NXgJt3/gWaz94RrS6AJtvHO34L/Ix2wz7H15lWmZJcSja2psYoEzakuY2z3MQaMtfId3cC6JAdo6zaAJrBX6ipg9gdFxRRl6eJgasU14Ee2oOYMciHAQ7SK0Lk5z1Y0/zz/+459w8uTJR+0abUQcIsJhmWZZivjjgUoK2yRQ3DpNi0oJ9yzlNC+YorbaCXRPrAznrVZAAAUY3bxM3wmDd6Mh94Y2n3/bM6lUKqw1vsLWles4UHs/ciDE9BtWVgaZ/ZUJAvEptxpkKlYczploYUWEFohYBZGOgKWzugI/YmalJe7GORn6psVmZQxmFRjUdSmLWkQxqFgbUzcqVZ9Gz4mA+HwoCivbfUq5AHPQjmXz8PH0X3PV3/wNt91222Oq77KREJwW3W6XG4PLef2OTzN+uMEd0xfTJsdUdo7RsyuckmGeMblfL3jGVVAGaYlqs2eMbb2fhmAt2kTAaQMUdGOW7cKt4b9y++2388Ff+SAPPvi2dcIpycXgPj516hRfP+tX8TyP3bt343/sWRjUctkBZnynxmaZBN20gnRMM8FzJTFX9m21NSC8aPWL9HUNf1T+77xz4CcZHf1x4BAsT3G43WYjHttYW1tTVbhZuC88m0OyjXY2xzMm9ysOxGmxo8hnAJkSOEOQosED5IRuiDJu55x5ZRdIyehGZel/Mg7khaNnjnB/eA5zH3wBjUaDT/3S+Yy+/j10r/vJ9W33Bzz6DmfodA6x/wU7+MWhf2bIVCmbFW311lTxzSSFVpJ+CE07/qgK0gFzSjdV4xgxq7ZL1RVShLpB14iVDIsgBWFxc45ct01/VWjlPa72Xs4DvxHw8Y+/e0Om+DGM1dVVJl/5x+y99jx2eQ/QHV9lONXUroATkvK1UqZjIiCf+IJMoUnCuHBSxjgpana0xCAnC6tclH8Q7+oUd13wL3zgA69al+QZo4hqs2go/8UQd1z+ID/wtNvZn93O5s3HGZrvxuwBWE83TMopn44BsyBA08OKZdmvO7ntmolE6kxKrP0zOgLpaVLt/D0iCi0ojzynuJxj3hlMTx6nXAy5/ZyPceDAAT70vvdx6623PhKX5DuKjYTgtGg2m7zj/K9w+X1lNjWWuCV8Fmv0UTEDFE2TYzLFxZv34dVN5MNtAnR26QCGVttdGQk693JqXYq+1rmRbBYWn5XjprffxF/8xV9Qr397ToFBELCwoO4x6XSam2/+MFf88Is5Rw7iBSHpTkhfxc7urMxrds6wNb0IM15M0wJtC4diN2GDpNSultDw34b/hb9606+w9J6lDVnixzmCIODWSz7K3/VqnJRR0qk1Lh7fh9c1mMVE0mgr/fa5wv7cds5PHUKa1qQlrRuUjNv2elU7BxRApoEczG8ucEqG+Xzww3wxeB5T//5RPvWpTxH+acja2trDVP6CIKDZbJLPb6fxC0epXjvAD3r/ToFVBue661r7psR6rEKSedOyr9FttI7+FWFiDBOVZahrxhOZcdkN2icg3VHBhHd4v85fnvEG/Pb0hrfGYxwiwp49e1jpfYR39P1vcrTxh49T9jt4bkaes+NW15myid3KpE+60+NUfojZcIJjckb0uL70uCj9IKduvIurfvmXo/0v+bzu/0qlwtBPnMVHh4dZev7zeeWfZ3n2+H2alKQFCe0BP+LGbfp6SNuRamCQEfSQDyTyezF54tGaG8853QLf4gNAcTx1HXtJHR01uLUcmliREyADy1Ki4fVzW/4v+fj73sf111//bZ8Fj3RsJASnhYhw5MgRfuz8HRy/cj+Zy5sMjdQYMYuEkuKYnMHSQJ6RgVY8tw0sJ9rRSFLohus0tkew3t72BiiDTAo3X3QB17zpDK677m+/6wVQqVToXbnGwB0rlL4Z2MzWxMpYPko7PGZ0THDEzp3TrsVqJT+XtVdgrCcDvjDdqeH9uEf376/C99+0Ifn6OMbXvvY1Lr/8cowxjI6OcuWn7ucNqx9Tb/UumpAOKxVQ8sLR3GYOhlvZNLzA+HgDU9FDWUbsevRsZyGnX2ufITTyee4Pz+ZwOM3Hg59k/Of+jJv27qVarf5XL49ms0nua2fy+1+d5ZfP/XDseeDwM0VUn8OBbZt2lOHuGQfoSijCJQW9TA04ZOIRXOLnTBMGj3ahZThxTonrL7yaYOUP2Fitj080m03u+feL8X8ooCt9NOiHARjsdPSwdIwQS6WmKCwO51mUYfpya5wKhzklw5wMxwjwaZJhRcq0rz2PBx74Q6699tr/9PldUlCpVCiVSpSDn+T88fvJLwqdAfB60Ncgpq1mbJesZbtRgWVj9YyOORytvCARddcgcWehZfdTZzHvWAstC0q091kM/MWOtgzkhaFNVU4xwsc//nE+/OEPP674rBKECoIAACAASURBVI2E4FuEiHDo0CHKv7ODwcFBbrzmTn7x/A9SYJWFQNHVuR1t+jOCmbHgPOfbmmw7ZTRrlM3apnX6Amu7hA9d+6f83Zv+jvvv//L3dNAaY6BsmJKTmL1GF7Gz23R88y5wFLVinjMxMtuxIjoo/WzVRIIykjOYo/DJX3kFv3DGgxw/voHOfrzDrZO5uTmKl03zm69+NX/5+o/iv9VHzhP4EeHE5jJNydLDp2xWyAWKRZE0umGl0WTAhR0ptfIZZmWCu8Nd7At3cM6vvJevfvObzMzMnP4y/sNYW1ujb0EwXiI5diqEgLgD31X2aWLp7BA1QsLybkIiGW3TBakoO8Z0ia1lXTQN5qA+RvecNKdOLbARj190Oh12/e5lfPmWH+dH/S8T4HNKRmiPr9IfNOj6aYZrTaXeFYXVoseylKhJibRZY5kSDemnTp5ZmWD7n97H8vwD/P0tt3Dw4MHv6LXce++9jL5ilMPXTrNt5Bin+oZJs8YIy/S56r5nx70pE7sy+qhbY9cBbq2yq6DUcNB1GOreH4GyIaYvOoXYDrGGR2BBlYAEgkkb9nzoV9izZw833/y5xx2svZEQ/AcRhiHVapWVlRX8/7XGn//rLzNhFgjwOCXDtPqy7Nh8hP66ckylhzq4pU2s+pdGK7eddpbUgurZad77zjfy3vf+KceOHfueX6eIYPqhuNiDiqcz2YKJjEAkbxHZMwZz1Ki50Tjr9Qe61swjhR4WKQUimgr88GfuIZcb2jAu+j6Ler3Oe9/7Xu64Yze3fPAhUr+UIvgh4b7wbAJ8dpgjTJk5Sqd6sf963tJKu7Zy76Cbna/4klmZ4Mbgcu5c2I3/6d+jVqv95y/itBARwruF1bdC/63ECm9puxk2T8PV2E4aTRSU1bJt10ggyf7fNZh5iemTJVnPGW+BOaSJrk+wsVYf5wjDkL1798IPwDve/hX+2w+9nxf5N3JSYMir0pYcwcBxxqjTSUMj3U9D+tXCW1SDokOaqgxxw10v5IxP/G8OHDjwXV3XdrvNvn37OBReQr6vw7IUKZhVCv2rQI8++3POahmIvTpSRH4vJtmZcsqCoJRtK60duW12lT0hPqrKGbJeFtkZgXWVelupVPinf/qnxz0ZgPiW24j/IIIgIPzSJLdM/Cw3bHszH//jn+IDvZ9lf7iDU33DlkGgLSZx5jERmlbbsWtnCyc2l1jdYrgjvIi9e/c+IskAaDae1Go3oAlJHVgw2lKeM7G2vZvJunme26Ndt8AdFtbD4R0/9gvf8cGwEY9NrK2t8Y1vfIO3/NNraM0BGWF/uINZ2UTadFUdrmJn85nEjDNpvGUjwOeO4CJaL/hjis97xnc1wgqCgOGPns8fmiuRactksIpv7rlNUxNUU1ckt3GjhYaOudS+1r5m11rtESkuOk96yduuh5tBW8nvOz7xR98XG+tTPVxSEL50ki8847188Y8v4q7w6RyTMzgebuKUDFMbyNDKZ2iRTfzL0aCfRRmm/8pvcOYbf4BDhw59z0nerEywIMM0KBDg0/N9QtupMt04IY08XVzC3DOxw6Yba7l/Vs7YgPWusXts3ei4IOmlkZQNd13kDjAmzMzMfN/oY2x0CL6N6PV69Ho9Wq0W/f93Czd9dIiPvvUu/u2V/x80F+PKxc08IcoyZUK4v7CdU+EwpOCLv7eVO+/8zCP22oIgYPSB3fzR6H/nrf5VukAD4g0UdOHV7aIPDaZmgTIZmw24VeD+t1x1mRTe8bXfoVt55yP2ejfikY0wDLn66quZf8EL+B8/eB+NoB9fAsrBCqXFniZ+TlnTUfmcX0YCSzIrE1R++zj79u37ntT82u02Xw0vZW5bmcnqSnxfODMXhzZvJn7JzVwd5uW01xa9XptckCPW/sijJmE1g+wKufHvb4wouxvx+EYYhrTbbfbv388111zD0ku+yWuf9gGmzEl8CSNPAZUYHqRLHz4Bt4cX8bnu8yl85cXs27fve34dvV6PO8KLmDbHARhkidD4BM62ftWuyZU4SRYr963JQczioQWI7QA4KXuraighOi4LUYtY32C6MYsrYjQ4PEFBeOF5/8idH379RkLwRAwRodFo0Gg0mP7DC7lh5g3suvBv8f6fFxsPDaCz2lDnRjcsvYf7/lztP1dWVvjkJz/yiHUH3Guq1WrcGFzOW9NX6Rd7qP+Cm7lGToom1n7PSayjAPG4wH2cQcFnC3zfLNaN+NaxsLDA5z//eQZ/95X0ejUWfJ+rt/0uP/Gm97KFU7ohpWBueIAsLQZqnegAbg8Ln//SP3DPh+/hs5/94Pcs7RuGIQf+5Gy+9tZn88r05xRV7TQGArRicgmBM3NJqsT1NKFVcSGiea1j9DiPhNhjQRQR7gvd7cKDDz64AX79PgsRYWlpiYt/96c4NT7O2sAAJ//iUgI89odncdaVn6bZbOL7IalUH63VWzhr7mPcdvToI/L8nc7/z96bx0tWVuf+37Wnmk+duYfT3TTS2IAgoNDSYBQkEhVMrhLxR4zxqtFE4zWa3BiN3qgxRm+M8LtEr2NEJXG8CQqCU1RE1CiXQUQUaaDn4fSZ6tS8q/Ze94/33bvqtBqJaYZu9vP59OecU11nV52qt953rWc961ldvhefzlOcb1OUDj0CInXp5gKKdNOMX9qkAsFkMmGaydvvZSjJkkgG/58YFiVdCH27XgMZmBHBQKNldVylF135gES7DxWygOBXxK5du3jf+97HJfdOsOnvFtGNwCrQU2LTyz0Hu540xt+d/3fceuutiAhxHBuK/zBDVbn7UycR/2aM+17HZFcJFVtnJV2FiX7TgR0w6AsfHn5TMc6GeldWjz0SMDs7y/ve9z7ACE2np6d50/of8vTf+AoXul8lJGBnb4ZJmWe6Ms9Xo6cy9a4fsn//fr75zVeztLRE5zB4TDSbTZ5w04XM6ZPMcJi2bbHKydD8dwZ1VgfoMGg5tDPgKajZnAtq+rqTIWLJFLrQ+irYgV/iCnOV0YwdeISi2Wxy0003ISKcdNJJnK5b2KNr+O6/nc0917+SvXv3rjBhU9XDVvopFouslll26TpGqDMj+2mTI1IH3KH9eLg0cOhDJwOQhmfWDAcMSRwdDHkVjGnKdg23WGoB40MQ8Ihri80Cgl8Rqsrs7CwXnznO6tUnI3uEaGdEfHVsPL0LBVqtFrfccvNh2Wj/PYRhyIZ3PpHLX/Ai/nTsKiMQzGFHLRuVrA7baOYk7a0FfqbcoSOg03DdeWfT/7Ms2zpSMLyB7t27l8KL1vG9kRHuHh1FRFBVfN/H8zzm5r7Bnj17Djv70+/3qdfrdNU3JTN7ealgvDhGGXQYJC1dtkXXMAc6GNFth3Ep1uyloCuDW2dwLXJQ11KmH3gEI1lr27Zto/74t6OqVDod9i0sPKjvW71e58Ann0Du0h6bZRsbZDdlGpSlSbdYIz9mygZatx0DgTHCMgf/kBDWAeo68HdJAlyXoVZCfmZw3YpyQaAmGCjD/adM/IyfwsONLCD4T6Df73PnnXdy5513PqzPI45jdu/ezbW/8V2e9q8becL/2GH9sDEL0GNgldkFreugVDB83ieLuwp6mvLCe64kuvurD+0fk+GwQFVptVq0Wq2H1LZXVdm/fz8fjS7llZWPkksy/rKxH2YS026GDnaflvysjqCoRi+QtCzaIUtpyQtMy1cdWBRYhhgnKxccAWi322w/TOWAB4KFhQWm/vJEvj/9E/zze5ysdzEqy0TqUivUyVXr4KgxZkuC1YTF6g/5DQSgDTt2O2lBTOJpz2q27Nj41BXRztZIDbiSDoUY/jC8jB/96OKH7HV4IMgCgqME/X6fH/zgB7y593Gu5ZXmwC9qarqhI5qKu8xkRhmItfqs6DfR02OetfkjdMbnUd0LZGWDDA8ci4uLnPbc1/GTL2ziVPde4+I2Zuuvoxiz7GTsa4Rx90zo1xaDUlYZU5ONMFRsAbNmk021CzgCBzQVg7nucD9thgwDoyJ5cch3btrK1o3fp6p1XInMuOSxNmWvnw4vSg2E6gzmLyQGWXYYkg4xqkmJVeZIZ4iYNWs6YtL1XBhchxbs0HVZySDDg4sI10zEs5swORsITGA211BMprVsB+EkGZxdCZqDgxcUuOmlZ5HLHZPVZDP8h6Gq3H777XzjitdxwsvfhdMXYwIzYrJ+6RpDGq1g2h+HveQrtrsgsoyA7dk2wS2DlrDka81M5MiQ4d9DFEX4rfWc/8Zn0vmnLdS0Qo6QGsu4Tp9+dZmxamgO/OTQ7svPjrEv2HbXZIS4CxqoEcIihglbhVmzfVKtgGEIEttjoAudMP8Q/fUPHFlAcBSh2+3iPv/9tD4RUfw/jjElWrSuWLmE+rLtZ2sxi/YAZoHaSYfdZ8dset9tlL50PEvZIKMMvyIWFxe59tprCV71O1xa+GdGa6EZHZ5kTMM12KROa0tW6jLo/U6QZGPD5jEBg46YQPli/OvUap98UP+uDEcuer0ed9xxBz+N/pKL3Wvp2VpAF58FxmDjDsa226CgP9Rq+PPkDX1sxm/ngmACW60waO9NXDWLOph1YNe8rlNq/zb54P7BvwKygOAoQr/f57bbbuODH/5zXn3u35re2ALp7HFymAVqDZNUQXYDfWj/eszZzvVse+1jKFx9HEvLy5njW4ZfGarKLbfcwnGvPI6nvX8VZWcnviODAxxs/7ZAgxWbrgSmHiuJk2Iog7psIs5KNlk7JOwjE8/hzRf/ORy84iH+SzMcSdi1axdPvOCV3PXVP+Yxzg5cIlwiIlxcYsZy90JNjI9AUlKFAStlSwbp947VFMDAZjvZbxPdQDJJdpXR0dTHPN4c/TnjT388ex5hLd1ZQHCU4eDBg3z84x/nPS+7gQ8Hr+EpP7rdzKFvkwYCTMD2YyaoaZWdj5thp67jTde+he7v/oR8/hhqrdYvfZwMGX4ZOp0O3/3ud7mwfQ1fKj+f42t7zWGuOthUG3b2fMIO2MFH0rYba8nQtuIOORMWQdca34/ZdWXe3X8F7zv3xfRv/Rw/P53LkMEgiiKWlpbIMYGrAxqqpXl8J+Tx7r0mGEi6BsLE3XWguRJL+SuY9RwPpibSlrRTIWEK1AXKsPCYgO/GW/hE9Fx2X/C/H1Kx7wNFFhAcZYjjmLvuuovCuifxgWc8g3t//W08+7/+DVPfsPT/WuXWVY/lea2P8OQ/egt33303s7PfoxR+kp6zRKuVbagZDh/27NnDyc98EfM3jHJ8dy9gfeMTs5fEe6CLsZH1rMCwbZUBYaInEBDLChSMR8a+NVW+E5/Bhz7/MvI/3UiDRsZqZfilaDQanPGKj3PcccfRel2BLj5zTFDV5QHVP+xFkKzTxtDtLXvwgym92g4uloGOwORQF41tAf9uvIX/87Ii/3bjX7B///5HZEdMFhAchYjjmGazyTXXXMMtt9zCa+6/jZe96aNslm18KX4aX/3984g+0+Zq9+p0Uapq5kiY4bCj1WoxOzvLjPhmAFELI8yqYl0I1Rz6if134ljYUrPBlsx1dEIHLoVFuHP1Mbyl93q++kfnUfzCcSw3m1kwkOEBYf/+/Xz+85/n9a9/Pc9yryXC5YbobGo6gnq2C2sCdMyKBZcFaqaLIA1OE5FrgcG6DRiIEIuYLhlbTtAiXBM9g6997c2POO+BYWQBwVGMXq/H3r17KX3oeP7pQ3ZUMp+hGMf08j1arV62iWZ40FGr1Th9153c/+tPpPrxGD1OzUhwgM0QlhW/IbBI6mBIy5a5KppSroSwfLrLu+JXccXr/pD++3vE8ReoUcvWcYYHjDiOabVafPvb3+aZfxryhPt3sG3jsfwo3gyA1IT49Jh716wChaJ0mKwv4c+bmQdSNwGsFq1VfRczcXN5MNNGVxmvF9kFMif865PO5LO3Px8af/pw/um/FFlAcJQjDMNHXK9rhkcXms0mx1x4Lu949u+wfv16wttCNtU38aRnvYaduo49uoZqaZnVqw9QpokrMYWoTaHVp1YuEuJzUCd5U/8vuPGvnkz/PT20sxPP20ocZ0Fthv84VJWvfe1rVF70X3jVqy5jZONlLOioGVa0CLNrynw/egI9fErSZKo0z3R5jjwdqrIMmDHNC4zhEjHOItVenaAbE+YcDvoTFOiyam8DacM//7fVyGfW03qEt3FL1Nr1Cz9NbnH9Q/lcMmTIcBQj8ar3PI83vOENTL1ultvjk7lfj2E1BzjW2ckUcwSEjMgyFWlS0yr36wbedtJriPfci+ouHOcFWYkrw2GBiHD++eczMzPDV/72jfxj5Q855547eP9xz+e66AIiHKosMyP7WC2zjMsi4ywS4dKkxKxO4hIxI/sYl0UCejS0RIMSUzLHeXfeyh+c8Da+vPmtjygRYdTa9XNvzwKCDBkyPKQQEdavX08ul6PX6xHHMa7r4nkenufhui6u6+I4DqpKFEVs27YtM8nK8KChWCxSqVQYHx+nWCyyvLycDqJzHCedAZKs0wSqiuM4FItFgiAgCIy3gYhQLBapVqtcd911jzjdQBYQZMiQIUOGDA8ihic2Jj8/EpmsXxQQZBqCDBkyZMiQ4TDgUD3LkaZvcX75XTJkyJAhQ4YMRzuygCBDhgwZMmTIkAUEGTJkyJAhQ4YsIMiQIUOGDBkykAUEGTJkyJAhQwaygCBDhgwZMmTIQBYQZMiQIUOGDBnIAoIMGTJkyJAhA1lAkCFDhgwZMmQgCwgyZMiQIUOGDGQBQYYMGTJkyJCBLCDIkCFDhgwZMpAFBBkyZMiQIUMGsoAgQ4YMGTJkyEA2/viwY3gedrlcxvd9FhYWHsZnlOHRDNd1mZmZAcwo1jiOiaKIfr9Pv99fcXvyr9/vp98faeNbMxw5qFQqVCoVgHS9RVH0M+tQVYmiCFVN12q2Lh8cZAHBYYLneWzZsoVbHneNuaEP5f+5wHhuibXnvIQ4jvnpT3+aLvYMGQ43XNdFRPA8j7PPPptcLkcul6P1sRdTliZjsohHRE1H2K/T3NXczHGl+5iWeWZkH2WauMREONQY4fgPhPR6PVqtFp1Oh06nQ7PZZG5ujq985Svp44ZhmK3pDP8uHMfBcQaEdBAEhOfdh3PlPIEXEqkLQG1xhF7Hh3054h/HMA/igdcH7QJdEwg8e8criKKIbre7Ignr9Xp861vfotVqPaR/39ECiVq7fmGo5RbXP5TP5YiE4zisW7eOrVu38ltXCluc25hqz5OfF3pV+HrpLDxiTnHu4t2v/y2Wlpb43Oc+R7PZTCPdOI4REU4++WQ2bNhAFEVpRNzv92m329xzzz0Z05DhF2JiYoKLLrqIcrmM4ziU/2aKDc4uQg1oUKZMg9UyS0E6NLTEbl3D3fFxzMh+jnF2s9nZxjhLlKUJQE1HiHBY0DEalAjVZ4Ex7o+PYfKDJRzHIQgCoijixhtv5M4770yZhyRASA6AVqvF4uLiw/nyZHiYICKsWrWKk046iY0bN6aZ/aef9W7GnzbLU4PvENADwKVPmwINLXG3bmLn/30Mkof8+hpR5JpAIXLBjShVm4TdgN58GTyFvoCn6CxsePXZ6f6aMA4A/X4fVUVE0iBCVVlcXHzUMQ5Ra9fPvT1jCH5FeJ7H1NQUSy+/kxf/2eU817ueE3bvghDkgANd8FcpJ534Uwp0mLq9xbvO+gR6nOL9/dv5YXwSASEAZ771y3iex/PeeiOn3nQzREAO6AITyvLjPK5456u44447KBaL+L6PqrK0tMR1111HFEUP50uR4WGCiFAsFjn33HM5/vjjGf/rAn1cPCJm5D6mZJ4GJVyNCSQkkB5lmiBQocGo1OkRmIspROKuuH6ES4iPS0RZQlxi2pKn+wc+j3N+zIzsI6DHxt/fxM74POqUWNRRbolPpU6Zk+RuJmQRees83/jGN1hcXOS+++57GF6pDA8VEobq9NNPZ3x8nFarxS3v+Dzxyd+lLvN4EuHT47f5Z1xiqtTwJMIhxiWirXkQiNSBBYUTI2aq+wgJiHCI1CWQHgXahKWAxliJMPRZnh2Dvgt92PHG7yBVIA/Mg9bUnHR7DcsgxwuyFmRceNFH3si3vvUt6vU6e/bsodfrPcyv4MOLLCD4D8B1XYIgYPPmzdzz4W/wnM0f4y/9xzP+vR4yC4RiItUaUABCWO8umAN+r8B2QbrCe7230Fun9HIOs8EEX3rb+RwvP+HUH9yL7HXggHk8mRd0TBnZHvGyv7iKH8Yn8rT6t3FuFmSfcNeWr/Brv/ZrfPnLX+bmm2+mVqs9bK9NhocGvu+zbt06pqenueiii9j9mipPd79JgZ8S4dLWPCEBUzLHuCyZ7N4e+gXaVGUZVyNqjFCVZRpaSq8dWY2xiwkwQwJCAgp0KEuTsjaJxCEkoEyTgB6BhGxmG8e6OwgJqOkIG2QPIT6bnW3MyD7ct0VcrGV++I+v54YbbkhZhF6vx/z8PNu2bWN+fv5Rl6UdLXAch7GxMUZHR7nooouYnJxk32sqNChxS3wqT5Fv8ETnDlz6eAxKS3273gp0cCUiR4+WFAjjgFADtKaUx5fZILvTNRyJa1dljxCfBiVquRHapYJhC2qK5EEmxCRVOaAKUhK0pAgQPKnJzMQ+VjPLwXdu5QS2sqBjnPyC9zM7O8u2bduo1+spo/BoQhYQ/BI4jkOxWOSss87iOy/9DO4ZHT607rmslifgEDO2L4SawLxAC8MQ1AUtKIKA0W0hs4LMCRooskfw++BtUBp+if06zRqZNXcMgbZ98DpQNN8W4jZbuBVnG8g+gV1w0q4LOKkML75GeM/fvpbPf/7zLC4usri4SK/XQ1WpVqt0Oh2WlpYe2hcuw2GF53mcdtppnHbaaTz5f4UUaLPB+SIuURoIRLgUpEOEQ1XqlGkSio+r9j4UAChIhyrLjOsSfVy7IcdpIBDhAkqoPqH6FKRjAgAJLWsQUJAOAYY1SJgulzgNRvq4JmCgR0BIQTo88YUfZMsLI/o49DSgTYGvRs/kBx95FeU3baRerz9cL2+GXxEzMzOceeaZfPUd7+fUma8z7fyAohzkBA6wU2fYILsp06QsTRsQRKlOZV7HiXAoS5MCHXKEOES4RIShCQCqxWXGZYkIN12fhwYErkbsz03T61s2oCTQsWWErkIHtGQ1CC64XmSuIWbdFqTDFHPs/Kc/ZlnH6Xz1WNwfK+uuPIMdO3Y8qvQxWUDwC+C6Lps3b+aSSy7hhtdu4U/893Ddts3I3QI/BN2ktDYKJCxrHxsMAHWQvqBFGxREwJz5f7D3i0CBsjR5jOzgOLkP5sT8bguIxNyvBbSgciAy19ib3EfAVTSC6mXKX5zxv3nZ6wu8IXwTn/mr5xDfFCMbhDdf+UaW33Mcl19+Ofv373+oX8YM/wl4npcyASeeeCL5l9/FJtlOVZbTQ3iYFUgOXjBsQHJgAzS0RITDamYpSJtxFmlLnoK0mZL5NOMHQ9cm7ECDMlXquJhNdFwW6eJToEsgtvYrEa7GhPgEEjLFvAlO0ucQ2SDDQBBACAiZknlG/795zv23i/jiF7+YBa5HAESEqakpmtffzbmbryYg5Fn6VTY791KRJr5dmyMsMyXzhOrj0qdAJ71GhMNBHSfCZVwWcW2gYP7PJeo7yLhQlqZZ15gANMKUDALClL0KCRgvLtHMj0GUPgBEavblRIzYMaWDqO8OHgeXtuaoU+agTtLH5bQLbmH8N5b44au/wKnn/S733HMPjUbjoXuBH0ZkAcEhyOfzTE9Pc+GFF/LMd+/mNw68l1f5H6Dyoz7OLQ4sAaPAKii01QQEDhBjGIKWZQr6IDnQEOga1oA+aQChOQBlIl7kVOdHnDy7A9lnr9+WwUJui1Ha3g0sgcyZn+kCniCYoEDuFaYqLaaeMIecIDg4jPxJjZcs/QtyqkPlL9/CO9/5Tvbu3Zu2m2V4ZML3fTZt2sRZZ53Fb753kU3yPSJuHqL+O3Yri2hQst8Z+tUc7GZDDqSHq2aHrFOipTnakmecxfQwb1NgtRygKoPsPMRQtm1ytDRHJE56fbMx99LnAOBGEZHrgprsrSxNUChIOw1QIo0p0yDCIyIiEhdXzTMv55r0PvBMXva2dXzsYx9jdnb2IXiVM/wqqFQqnH322WzZsoVNJ/0xofrM6xiRmIM9YQAcIqpSZ0rn2M80AT1c++4DtMlzUCfT63pGIQBAiE/Ud5EJoYxhD6pSp2Cp02TtG6aqTYjPuEyxKzcD+OaCHczp1gHtgzSAJpCH3kKZpfERCrTTQHU/0+z9yUaciTaj08vAEk91vkP0zVdx8h/dwNVXX/2oCAqygMDC933Wr1/PxRdfzIve9hU2X/Uv8HFgVBgpRsheB7kfCAVFB5m81WTRB+li6P4WJkJdEnOf0N42rNmy31cORjw+vw35sdEOyKKYa/SHfmcew0zYa8uyDCJh1z5WBFqBBiWkKrAJtpRvpRNBcR5e5r+VM+7eyP/6/V/jC1/4QqY3eAQi6Vjhji9yqfePPNn5nsnepUGoQRoQJNm6OZBLhPhpXb9Am7I0U8YATDa2rBUcYpNhEa7IsqqyTCHsEAa+fRyfCIe2FuhQSDdNl5hy3CR0A4IoTAOBoNsn8iKiwMXV2LQvSt+UCyL7HFyXSB0iSxdHuEY8hotPj9VykAveejuu+xKuuOKKrG3sEYhSqcTFF1/Mqe8dYVLux6WPLyE+PVty6tPRAg4RgYRUtElVltmv07gYjYBZAS6RuhzUiZQ1cIe0BSmbNN1NS1PjspDeNwkqugSmhKUB47KEn+vRTQKCfnox6CrqiUmiItBZZXm6QqXaJMIjxGf73g3EP4nRY/M0pkq0KRDJMlWp03jvU4ie+v9Tfs0xR31QkAUEDBb6B9/1Rdx//Rj8TzGUfhHoC5JjkLmDyfiXQBcxopU25tAPxUSmkbkPrv2aBAWj9gEjTADREdgHzqyDbBPkgCkHEJr7VH1PyQAAIABJREFUSBvUw9y+SHrw08e8cwHQFcRVtA9UDDXMuKFlA3r0Ag/VGNkLp79jOx/5H/dx+Slv4L3vfS+7d+9+1IlmHqnI5/Ns3ryZ07/1Cl7svRIgzapCDahhvANAWS1QhpRCbVOgpXkKkgdMxu66JoNqa56W5qlTpkibCMd0G7RaBLnQHOhhiNtXXDcichy6NsBok0+FXxEurkQUWn0Cd5hhighCiCKlG0T4hBTpgEAQhQRdc9/IM8+p7RSIMCWJ5BAoSptxFpiSOV7w5uvp9V7Bhz/84SxofYSgUChwyimncMYZZ3D6u7q41OmoUez59IhtkPnzkLzHbc2Tk5Dh3SbCMeWmIXYAIFKX8kiT8kiTKrWUkRoED+a+vi1xtSXPuP6cUlMftGO+0rR7ZFNhVugsVKmP1Gljym16Z4DeHoMrNE4o0cgbsa0JsBu8+PlXcaW3g8p/O7q1Lo/qgMB1XVRvRK86kQ+dtBm50WoCCqANzEJKDvc+rFjNdUHmAQ9kyUafroJnr5H8g5XMQNcyCzVzOZkV5AAm4LCBADAoLySlg/oh1xm+boQpWRTNE5S1IeqZDLHr5hBpG2YB87ct/FGfE1/xHp75Z9dx1VVX0W63yfDwYWxsjM5l2zj94s/yPO+aVEDlSmQydfIs6Ci749V4Etv6fWiDBSP8a1IipyENKVF2m0Tq0iZnVNhUidSx9dieaTH0hLZToK05Ar+H68f2sQrE6qGY8kCiLXAxopfIhTDnEToBjkR4UUTk9olciNWQxcntQbePa9ezGymR26dfDHF15QFSpsmELNmNv81vv+07dDq/ywc/+MFHfRvYwwnHcRgdHeXss89m0yefwuOcuwHSgDHGIW8PaUcTQaqDYg714e2yxggBPYqW9o9wmZIFqiyvYAfAaFJWy6xlBpZwJaKhJUIZMGQD1iqiTd6EFJELJZASpuXQPNn0lBPPCgubitaE5eUKQa5HY7mE3qPEP1Xc9crywgittXPp5zAR1f7+xR/l4Jcu5LOf/exR2+r9qAwIRATf9znrrLN44Rc/wou+dS3yrw66UdEcyBzQYBAM5Oz3yasVAYsgSblgkYFgMGBAVwVDv5cc3m2gLrDHCBDlgP25af8/uV/OsAMEQ4+fPB5D13QVTX6nJZxS/TEH106yZ80aNshuCmE7fT4K4CnjssTr/Ss454/v4HnPu4Yrr7ySm2++mX6/T71eZ25u7ld8ZTM8UHieR6VSYfPmzWzZsoUTnvd6KtIi1CCl85ONr6YjzOso2/UY8tpm3Fm0tHyUZvJLWgGBtg56tutaoqElalohxk0FWhEubb9AgxILOpoKuhz69CwN69KnTBPf9nyDqe3WChUWGKWteXwNmXCWoNgkdALqFOlQwNGYotMhwAQKCcKcR2wXq2MPgTxt1stuJmUufYwIlw0bNrB69Wp27fr5BioZHjz4vs/4+Dhnnnkm0SdewlOdb1GWbfTt5hQSpCLVvpgulR4+DrH1wSBdUUk2v6Bj6ZpNsFoOGF8MLFtg10RAyHrZRYUW4yzhEHFQJ0AHjEOIT0APX0IWrXkWKDIuMGFZXTBJWs6aEPUVydmErQOdWpkOoHtddDaGvqJN0PsDduXWU5kwwXCV5bRlt/Chk7mo3ea66647KrVYj5qAIDFxcRwH13Vpbvop511/Bb83+wFklzM4uIsKri0NhKzMwsEssAjjNYC9n2UT1AVxGQogbIwcDNoPE12AhGJYgRbQBkkCiuQdGQoMTOYvK59LcMj9HWAJtszcikPE3bqJY50dlOZiiBxzHTBBw9hdbHbuQfYKTz3wAp7yaqV5krDLn+GTb30+73rXu47aCPjhhuu6TE9Ps3DhHZzw7tt5pfdRqnI/NR0Bhr0Ako3PHPiLOs4eXcOYLNGikNbhQ3xamqejBRrEtMT8Xx+XBklAYK5dpmGDDCMSrGmFeR1NM6GidNKDOkdIVZYBc2i7xHTx6RGwP55mnlFGqZOTHjgma1zWqn1sB08iIleIPJvJRRF9x1nRbQAwIUscL/czSp0Ih4ZW2abHct8rCsyf8QPWvvBkDh48mDEFDwGCIGD16tWceeaZ3PeR13K+9xlGuNaGiomUzzWslA3cAu0RibsiEABD5/ftuko7YcRfkdmvkllyCfvEYO3naXOMNClJkzJNGpQ4qJMoxs2wR44Qn7xtVWzYwBdApgVnooWfC4n7Hj3KaMns2RIJmrd7chd02YOOorvUtCsKhj24H0JKbDvtMWgJpllIg4KAHu2Pv4Szn73ITTfddNS1JD4qAgIRYePGjcx95dtsmb6VcVlkk7yf57nXmuw+qdsvYXQAiWAQo1ClaH+2bIG0gL6gfUvR28NcHbCFgF/8XOr2mkkJIGKgP0gwzCgUFQ1AAjWHeh/Tkujq4DFd8zsyL2xdvoNqdZmJeJHVMgsNe90kgKjDac6dTG5vG2bCPlbQjVnPHrZu3cprX/taPvnJT7Jnz57/8Gud4Rcjn8/zuMc9jtGvv4Xne6/nNOdOXCJrE2ze8KQUAEqk5sAP1WT8DhFlGhRpDxT+xBSlQ542eQalnxiHDgW6+JYdaFCVOj6h3dwdWhSoUaWnPg4REct2q+3hSERFmqkITFF6VsuwT6fZr9OEMsukzuNKbNgISsQ4+PiUaRJ5Ln3HIcYjILTswyBrBBiXRTY6O6nKMl31WWCUu+LN3KKncvIZt9O769O84O3XUKvV+NKXvpR1yTwIGHa8nP7Us9ni3MqEXEFL8/TwVwQDbTVcvCkjdVLRn8fKBCLCwbPi15I00+6DYS+BAu1UjAiDIDhHj0mZY9R2vjTiEjVG0oChqz5NypRoUKRLS3M0KAPgTzcoV5sU3DZ9HGpen143IO4EKC5SE7SJ2ctritZAd4LWAFfM1/uMd0GDMe4+eROd6h6myFumTAgk5NQnPYmFhQV+9KMfHVU6rKM+IBARHvOYx/CKV7yCM9ddikdMFZP5bGzsQWZNq590MZl8gGnrq5uDVFwGosAu5uC2B7lEK5kEwdxOKpCWgQ4h7Y8VE0BYup9IVgoFk68REOigDufaw98DiSxLYQMBsL93ANwbHU4+dgeFkzvmkEm0NjYgkHmYvKVtuhkS46MKhDmHYivmGWe8lPjpT+b666tZQHCY4DgOMzMzPOMZz8C/7CTOcf6JUZt9Jz3WieI+6SAAQ4u2LRsA5vCckX1MytwKv4Ep5vElpEA3FWEl2ZlHxCo5wLgsMSnzFKRjG/8cTF7Xt+Iu6/eOi0tMjJuaxMTq0iOgRd5kY5RoUKbNMj18085IjoYW6RGYdi4xwUBijdx3HLpDXRIJpphPa7Rt8szrKHfEJ3LXPadw6vG38Az3axzz5oPMOPs457Nv44YbbuC2225j586d2WyPwwDP8zj11FM555xzyL99mi3uV6nQpItPKy3EkzIDDUqUMd0DSfCYoGcV/sMsQVFgjc7iiAlmk/JTIOHQDIMo/de2VGaOXlpOKEuDMV1Iy1kRI2l7a44ekTgUtM3qqVnytClKlwJt2hTwRmK6BHRaeZpUUDzDDvQxLO+8orNqxIY5gZoSz4LUFKfr0KHK/Sd4hONB2qbY0BK3/PdT+Y2DBwGYm5tL5yOEYcji4uIRy7AetQGB67oUi0Wmp6dpfeeL/JfqRayrLZg+/hZG8d8WmLMeAS0AHYgEk0M9OXhhUEJIMnvbxjJ4UAYBQfL/w9foH3K7N1RK8Oz1k4AATIdDpGkgkgYCLRmUADw15YKWYQgSg6TjJvcbZuGAY4Kb0F53XnB2kQYhap0Q3X5sXoc6PNO9iW/8+u9w33330ekMzEQy/GqYmZlh450f4gX+O+iw0xigqIMjfbuxNayb4GAaXOIImFCzDhETLLFGZhmVOgE9IhzytPGlR4kGOXoUpUsQh4SOqen69JiSedbILBMsrhDzBXbT7Vh/+dxQm6JxEzTsQiIiW1TTJlNlmZ74K4xmADrk6WpgXekSJfiw+nxlJuUREUiPvLbpEtCgxJxOckCnYR7Kx7dYLbNMyhwzso9jL3kH+d8+hVL8QuqvuoNrr732UTmY5nDBcRy2bNlC+Ut/zkb3a1S5F5cIX3pmlgAM2AFrVtXWvLGxpklR2jjEpqSg7iAgUMd0mdgVvNoxvhIF2ivWzKGdCa7EuDqg4I2DZp8JlpiRfWlQ6tOjh89qmU0ZtuQ5uWI6XXL0aFEgIKRNntniJM35iunucu1KTPZjjLVxWuptqmULFGahN15moTSKnyvR6/o0lkvE80U+89zL0BOV+H5FJsw14ntiNn/vqezZs4fl5eUjbm0edQFB4vV+0kknsesTb+JM51ae576a9dsXkW0Ost0cjrpeoWAP0TrmQO1aCr3OoG0wOaSTYUOJ0C8JDob9ADA/J+UFLbFSYJgc+gmcoe+TxZhcK9EJtGTAHAQyZICEZSXEMAkxqX+BRAJ3OIgLss1qFdrm8SSwwU6ivM0pegDyLUGWMN0TPxV+7/d+jyiKuPLKK7Oe8P8EpqenueSSS7g0eCMVmtyvxxBhMuee5oiki0tMQdokPdWQKLl9ujrIqlfLAWZkH+Ms2h7sPEXpUmaeLkFK2wbdHn6hh0vftvQZZmFMhicO+gRWJ+BplGZ6yaYeakDXqmaTrGhex6jKMhOymNrH+kN0cV3LhPisxmzUXhzj9iOcKKaX84mcRFDYTX8nUodFxgjV5yCTzOokeekwdsYBNss9TMs8E7JkRzMbtuN4uY+7/v6J/N7YGDfffDPf//73M43BfxC+77N161YuueQSyu4/0x5iA34Rki4UozdpM4Kh9A2TlV/ROugSp+LYAh1CNesqoIcr/bR8kNgYG3+MHgu2Nzv5TAT0UOZwnYiW5qlRTf0MZmQfAGXG6BLQE1P6EoxotcYIOUKW1MxVmO8bdoA8SB/UiBKQKih2n02sj/Ok+6421QxPAtNm0xG0a0u4awWnClRNMiY43Fe6kQt2voTFxUVuu+22I8q74KgKCGZmZti6dSuP/+jx/LZ3Lcdt/01+csw6JmUB2SVmANE85tAuCFoxBkPpoZ20/Q05CgKDmn6qXGVl/d8ZukZyMHeMi2DSUaMeJugY7vAbCgg0efzk8bqYAUnx0P2KDEyOPHu7h2ESQnuVjkDb6hgijNlRKGkwo54OnnMOCATZhwkalmwwEwqnLj6Ly14XU6s9l09/+tPZhvsrIJ/Pc/bZZ3PcW5fxiC39bxZWmwI1KkTqkAwJMqOKS+kGGalR+8c4hkK1nu8RLk1L3SfTC5NsK8Ylch17DQ+fHhOyxIQsUQmb1IMSMSZFytEjaW/xJKZvp8mFVjEephmfa1ofGaPKMmOyRF47aYkjESK2yZtpdE6IhwkGCnYtxm60oksmYRC6+CzoGC3Ns1+nWdBRJlik6i3zGGcHY7JkrZrN+ivQpSrLbJQdLLxtkl78Nk4+90/54Q9/mGkLHiBc1+Wcc85h5poXMu19CTCBWYx5n5PZF4AtL7m4EhPooOOkry6RDDwqAHvIG4rTlL66VmtgpmSG6qfBQNLK6qSrKE7ZJMdyVHna5Oxno0iHOmW7ZqFImw2ymwiPHGE6iyPUwIhaiZlnDJc+PiF7dA3aFbSjZhJiosfygKognqa+BZIkfkNt37rgDvb4hOkqi7lWJIZ1WDCMgk4L//q0jyIbhF9706V885vfPGJau4+KgMBxHDZt2sQLX/hCzvrTG9na/BDBLQ70hRNyu01ZYK8MqHMr6hM7LyDNzlMhn/2a/OwBwaBur1ghYUdWzCcAcx31QRzbDjjcBZB8jVlpY+wO3Zagb29rslJkmAQVgbU/tjbJRqdgD/6azfb7cAgrh/RlMF7ZahSkb6PjhHmIgKLgfM7lvA94fP3rU+zdu/eXvAsZhrF+/XrOO+88Zt57HMc430vFWAnammeWyXTq4Lgu0SLHko7QJkfO9uR7RHi0QQzl2iVgXkeZ00lmdYIJWVxR63WJ6AcOTS3R0RyRFQR21aceGDV2IhRLDtlh18JhFTiQ7n0JbRyIacMqinkuycaejq6F9LpOFBvWDXCCmEhd2yxjduJE+Divo9TUGC8t6ihjssQG2cNG2cm0zBmFd9gm8lyKTpsRraNi/Au2yK187NNf4ORLLuTOO+/MgoJfAhFh/fr1nH/++Uy638Oxw6lMySagqSUjhtKB6j9nhaiglKSJYoI/0wY4GIjlElGgS2TXU3I7JEFlwQSM9FLDK08GTIGHYapMOaKTTkY01+0QiUusxjirKstUZZkexmK7SJeCtK2I1m66Cm1yROLZa9nFbAd8StPsoTIClKygsImZe5CTtKSrTZAO6LK5XUrmGjLSZ2ztPAXXfi5/stZMVMyDbBDWb7qXuz71bladdiE7duw4IsoHR3xAICI8+clP5vjrns+J7tcJJKRWKTFF2zACbTEDh+as9W8HJAZN3AX7DHpVh9v6XKPuT30ADmnz0xYmE0/mFnRlxaGuw1oASEsGav218e3/J5l+cegxkt8t2J+TYCKHeYwo8RQYun4iXAxJWQTp2qDh0Hc5stcuWpdDq2mQNmm3g4Zm8b7w2uvZ9fJXcvnll2fOcQ8QExMTPOc5z2Hd3zgcI3fSV4eGlM1hbWuziXdAzm6OeWnTocCijtKgxJgsGdc/2wroaowvpnZa0wr7dJr7dQMNStTtDucSU6RNj4Cu+qY9UQ3NW5MRY+5CkNK3ZWna30s85kMbeJg6b0BIJCZ7K2iHKZk3vdjSJtAQx9K6HjEN7Q3mFuDQVZ92wdTZYtehHpRpqDFPisSjh0/X/i0NLdEmT4MSfVzWyx5Ocn7CjOw3k/LCJn5XgYh80LGCti4VmtRkhCeu+gH7bvgwT7jgldx6661ZUPDvYM2aNbS+8zWckQ9a5b85bBtSsrbVgA5cAJMyQIAxyipr0zAJWrCjiAcBYRIEJILWBCE+LXJp66HphskR4eFqPw0AwGT+0zJHmSZ9BkJUMOvUJ6QsrXSNGmOuwLS/qmE0kne/izHsitR8vvJra3S8UfLTS/Q6AVG/gCBoFeia0cg0rbuhZ1+IrphWRDDt5Qx8DXLVBlPeHOMsssAY86VpKLlIHsaOPcAG2cOI1Lj+H25l9e8+jn379h3ut/Ow44gOCEqlEueeey4vf/nLOb/zUn5QPjGNPOkDs4JsZ+D255lggD6wzOBwz2Ho/QSuPUgLWBW+puI7rB2xFDCiRGtEpA1NM3WxNH6KxI8g8RKwtas08w8wDEQBcyAnn6Wc9URI6C3M9dNgIwlYkq6EhOJK/kZv6H7De+ShExqTxwutKDGnUAEmzN/0h6//EJ/5zEwWEDxAbN68meZfP5ZRbktvC9UHGWQv5jCsYqbAtYnEM1k8JZZ1JC0FOMTkCCnYWlNb8xxkgj26xuoR3LQHO6Bn2vfsJtrQEqmTm5pNOpl7kGgAks3ct3XZ4QmJMBiFbJZulA6bicRNDxMwQUSV5VQH0ZG8MVnKh6mRTU0NG1LTCm3y1HSEWZ3EJWJUzO+OyjIzso8p5m1m6tANfLAHlEdk2i6lj6sxVVlmtRzgRLmbf/vKuxnd9JzMWOsXoFqtcvHFF7O5+ncrDuxAQjyNUuGgK1HaPO3Y7D0xtIrEoaZVWuTMbApxKNC1a8cyTvRw6KOKEacS0KFgdAY6eNwWeVwic5jToY9DgTaTElGkQ4RHzwavCUz3QYMcoeXOzHWN/NYnwiNhAgzrtMqyDi2OGdlNY2SJPG0aIyUWvHH6pZJhVmugHTUl5bzdu5tDZkZVjOGRZQfwoNcNWNIKIQG1aARtekhJYa0w5c0xJXNMyhyXnPkZ/Isu4qabbuKee+55RAesR2xAUKlUuPTSS3nzFV9m+hMvQ+90OPnUH9PLeVS2R8g+MY6DLfvmJgemzaTNIWicCXGS6YPDD4A5oJNgIDl4HYVAjAmRZz82wxoE7IEd6+BQTsoEjvUtsEJAPAwL4Q5dv6UD8WIOKOhAVBglo2OHf0ftgS8rnRS7dtJigZWah0O1EcOvjWuupZNGdKkbFdaag+WEE04gjmO2b9+edR78AogIY2NjrF+/nglZIi+dVHHf1gKqxh8ADGHew7eZcmBvMwdyXtrkxZQLemruMyLLxLh0yNPWgctg0uIHpqSQTBCExP0tWjEYKTEXKtMkYhlXIruZhrgkeoZeSvUOxGCmG6JMk0LLUEphzqPQMou/UW4zJXM0tExIQItCWkLokKdOydLFIa4YZfhOXUdNKxTEZP0j1IlxmJR5qmJGLndsJloOWuRi8wHz7eGUZKxJaWGLcyvXn3ce//Iv/3LEtn09mHjqU5/KlncuUJYmczpBH9MZ0NYCfXWtyt8aCVEAVQLbzjrMAER4uGIO/CSoHA5ah82nEkbMlCCSscPWOEtLNhgYoCRNSlbX0iOga7tskuDTlZiyRrgSE6lx4+yQp6AdQukl1Q5iXBYZZVYnmZAFyjQoSyMtl9UYITfeo141wfTS7Bg0A3QWpGlYU20CTSM6pCRpJwGWVY1rRWab640nTc22LlaheuxBVnGAqixToUVOetQuO4Xtn3snwR+szwKCw41SqcRznvMc/uqK65i4qgfzRsBXcIQ8ETIrkGgGDm39G54V4FmDnyIrM+gkqy7qoE0wFZoYm2EJMQzBsAA/KS8k30dAzhoLJR4GgNZ1EADYwADs80vGJw/rD5IyQxvUVcNAYIMJ+3sSWBYiNxAQps8juXbKPAy/Biv/TwsYZmCdoicpsxMV2prnd66CPXo+337JQb7whS9knQeHYO3atTz2sY/le7/9z3z/d3fzOD5FhSYlO/K3QYku/oq6qGMFWzGJKVGPCRYpa5NRlvHpcZAJ2lpgxv5OP90c23YEcZwq/cs0zcjhZLiQmqmGxm/AqLlN8qSG9re1XuP4ZtoYC9IhCM3Qo8gdbOxmroI9GGzg60Z9fCtwLUiHKnUGkxKNCDHpXW9rnkB6jLJMpC4LjLJHV9PHZZwlpphPWQgTINToqWkzc9UnJz1cx3xIc/QICXCIqUiTDexmQhZZL3vYdcoz+eY3v5mNUD4Ej33sY7ngggvY5HyCgzphSwEuXQ1oSCk9dAPUMOW2h6SgLgUx77srcTpe2yVKA9HkPQvoEeLTVyPqCyTEFRdPY5BBGSJhfsAEwQXalrcyAsQcXbqpH0HirRkPvAtSg1hzmCei1tjaHyefp5YWqGmFKjWqUqdKzbBVlAi0R056lFxjpsU0LB5YhZRsWbcLdNSwBNOCUwKZDsmV2kR9j95CGa0pOgvUYnP/KjhrHVbnZ5mQJarUKUuTCIe8dpDjHSqVyiN67zyiAgLXdRkdHeXSSy/l7X/1KYofcE0wsCjoIsiczZ8bdkJgIqxL4A39nLj7JeK85FBMxH4Fe5C3hg7zYSagz2DKYZLlVzCdCwXzPZ6iFXu7g2ENsL87AjiaMhMpbb9stQ7DKthEBFmzh/380N/RMvfXZIKic4hT4qE6AxgwFmBLG2rKJLaTQidAj4X7xlezM54hJGC1zHKK82NO+egaHn/ZX/AP//AP3H///b/kHXt0oFqtsnXrVipXPp2NfJaaVkxftM2oE8fAXtqvOujPj+0wGFM66OGIObiL0qFLwMFokgVG07HGYLL1KnXGbftfJZ0Zv0xVapSTKHWo+yApA0RiNAVlBpPk8tImF/aGRhkLfdehp4ENYgydbOxpHdpFAQS3H+PmzNoNopBxZ4G0hUx6BNpNOxWS552MYA41oKYjlKRpaf/Z1KXRyA0jegQ0KJMjpGvbDh0ifAlxtUCOkBGW7WvdpEiH3/zvV9Pr/QE33XQTN954Y8YUAMcccwzPfvazeeJLP2F0F4zYANEwTmgyGyAkEodQA6tVGbHNSsa4KmkhNKxSz04KHLQTmrKCQ0QBL22cNcLBKstDQYDpaBm1BnFVqZO3AloQ8tLB154JDKRDj8B6C6w0QnLFlMOKtG1barJufHvdZcZlkXFZpCJNxlgixLdOnzGBhql2p+GWWSwLVBWWBekr2jDDkATTijixxpSxGt0StYUyOg96j6I7zWfLOdHBH2+wigNMylz6+QdwnT4zJ2xn85lncsMNNzxiWxGPqIBgYmKC5Vf9mDe97vEUP+zCLMiyOfhlXuCAvWNiDjRs9HPo18RjoII5IAd7taHNi5hDuY6x/20OXc/eT2zfvxYxRkc5hVHQCYUJ87NOQmta6Aa+lW6Z9p55HU2NZzxi8tYFq0yTQMIhes3QrBPhEsX52JQN9tjuhjrIXpB91m45xNTDho2Rht/hYRdEGJQSPDEeBSU1gYX9l6h/A0LjJidNzl64g3Oefwf33vts9uzZQxj+/LGnjxY4jsPTn/50Gv9wKafL94hx2cEMSTueJzGooT+NjsBkNIdavQIU6dj6uNlg5hllP9Mc1Ak7/c3Qs4nSv6qm7l6gw7gsmoDAHpAweP/M9317GJuabp4Oo/EybhQRdBUvBLVjjUOU2PcsXesQ46QdCC4R+LbPPAiJvB6FVkyh1We8uITjDP42M3xpydR5JUeVejofAWBG9qXBQMU+56765jXDkBk5wtQxMXn+kbok5kkJpV2kjWNH6f7WG67nsh3X4Tx+/aM+IPA8jxe96EVM//nBNNceRh8zTTPRkiRIylJ57aTMjUvEiNSMop+2maSpI/Rx7WFtTICS2QcFS8/mbBksmWuQfDUtti5FOvgSmi4UjB4lFjOBqItvSk1iWlnTctFQCcOs53Z6e8eqsWdkHwsyymqZpUCHnIS4VsPQx8WVPpGa8kFXAyTXg7WeKcNa4SCeIlWB0oDZaNRKpjzQVbD29XimZBvkQ3LSS59rQUzwUaDNuCzx9Zd/nMJ3j88CgsOB008/nfP/5K8Zuz1ppD8EQ4cZMDjwGPoZTAZvywI6CozZun0sAyGeax8ixND1DdIxyBLabLptWYPAZtgFGwzMgK5ROhVlf2GKPfEaGrFRUoca0CHPPp2mTYGGrtBDAAAgAElEQVRQfQrSsf3lThpRgnHuSv5/tTfL+OolXPocs24P5bhJ5UDfzFZoYDL9lgx8Clzg0NbXQzUEeQYlhQDMJ18Nu3I3bHQPMrXWCLSKdTUOjnOCtODv//Za6vXf5Oqrr37Ub7rlcpmcLFkSP5cyAg0t4tKnqWVamjcblsY4EpOXLmU1g1vMBukZHwCGB8IUqOmIUWerCR4Du0/5hOSlQ886A47LYnrgGn2AaRF0LJXkRTFuZNpTujmfXLdHsWE3s9AYtQimDBUVxeZiQXqAmOl2NiAQaxyjDpHvErgtvBZUwj6FYMEGF1AYNeLDUE3dtigdgsgyFk5M5Jj1vkF2k4tClpwRaoxQVqM6F8ygm2QMcy7sUQtGTEeCFUy6ElkdRt+6PETk6Blq13Uf9f4ZIsLU1BRltjOnE/g2s4ek/XOAQfBo6HnHugYmnhgD+dLK2QPJnIJh5KzzpUtkGJy4Sb7Zo5dzcKKY2HUoBy3a5FJGKBST2RfjDn3HIQh7xHYeRhAafYDfjYk8yHWhMdIjcAb2xz0CHCKWdQQFNshuajJimTRTznDEMAOGPevRoUAYB4Shj5PrwfoeUamQTpCVEjAOkjfrttMtEM0W0nZwmRYjQnSBKrQbeWqlERpSYhXYBM+wJ+tlF/ecthER4ZGKIyYg8H2fzZs38+rGVYAMphIm0dxwKSA65CusYAZ01KroK6CTNpuft9RQy1LoiS1x4l44gRk0lNhelm1rXmSvM6EwDbpBqa/y2CfTNCixJ15jAgLMgI5QfRYYY79Op21gBdoUpGOzvUGkC6T07gbZzbh1mtsk9zMhi2xcvZPj6gfQe8WUHJJgoMVgCFOSwDuYskegqdmRRphgJ3FQjEBiQXep8WhoOZRGbTtOZDUZbVNCyf3Y4eyPruWGG8Ye1apuEcFxTG90jRFqWqGmpsVvUcboqFFBJ1lLlwhHo7SP2tXITmwrmrkAdrNOBslEOIzLUupkGGmUTjH0iPCknU5hC6RrxYG2nSxspzoAtx+lG3qsHu3AIxoNcfsRbqSpLiAMoOaPmEBk6LnUGDG1YYnpqp96yPuEFII2/pJCQ/AtOycOjC0lYoMWYEthNgANpvcQFIwf/eRsGw2U2WrAgo7hSoSrkaWczX3KdZNt9gPHaBLIm79ZTcboiBGdecTkpc1fjv8dV6xdy3333fdgL4FHPILABHb7dNrqTgaDsRIMnAPNOimrmaPhYUWp4uNonwZlOhQI6NGywe/AptqwXwWMKNaXgdGQ2x8kDbHr0AoKtMnR1kIqtE1skkMJcDWiEAzaWJN1o7ZkIFGM3+1RdiMCGyS0CxFB2CMKzPVm2MeCjKWs1IKOGY7WsnYFOmaUN3nazQJ+PmRiZIlGtUSNSXMGlASZEHIlk121mgWjGwBz/kwoMmE/WDmIm8ZXo6ElIvEoSJsyLVwijpftLFbH+MHhe2sPO46IgMB1Xc466yzyb59Gdoo5gAPjSW3uMPQ1YvBX2emEQBoQaKCwyh7gq2xwEBgfAW2RzgtIHQUjTKfBKOg6hTGjE+itMdmVWYjmg9HQEktUWNYRZuNJevjM6qSZDGdlM4lF64KOmYWoecpilL7JjO8QP/2QNSil7MGcTqBA6ASM6yItp8D0pnlGtkXIWkFRY01sbY81gv7QFMV+H/KR0AnBc8HH2m8mjId9zaQvptthVpBKwoJgAgnLkgC86pOf4sBLX8rll1/+qC4duK5rxw+XWNRRWjavXdAx8pgaZUtNa1QoRuFftG16SQnBHPL8P/LePEiS7L7v+/wys7Iq6+yunr6mZ3qmZ3t3dge72AUXu8RBCCQhCqRhmoJtSrRpCaTokMIWRdsRJH3IIckEGVKE6ZDEYATBACPIMG2SIuEwAjwkBWwcWhLEsQsCu4vZHWCOnaOne/quuyorM5//+L2XWb1AhAkFjtnFi5iYvqsq6+V7v/f9fY+ciOdGyJR5e8IBjUPeM6c4NHO5f3toJYNfNQx5wFAaFg6Jh/Y5ZvikgYcfZPgVZyXs089q9KyBkYs9VtQjpGxi6vQJZUrT9ChLTLfUYu3MNtF0RPXIIL7lujgLcLG2rj3rDgpUEM419pChbfktYaWIDerSJ2JctKpGQ0p9LWZjo+Y5fVPLFRzaMxZalojp4/Eu7xl+q9n8Jr7rr41RKpUIw5ABUe753+bIQu6c4HgUSYTYjayfO1fm1sYz6uwU9ZOoMNJNFkUPapLkyoT8Z20MtnPKdJvmgJq14XYFcNEOcGoXZ4gFUA4Uu2q3j3JzpKhkCwfjE5UKm+SYEKeAAHKXRW1llWxBqYhJmnjUW2PmOaJSHjE5XWJ80FL7+TaUy9bau1ODXaPSQ1ss4CzqB2C6cJjO0xEXOT7MW3gXva/Qo8Zgc5MkSTg+dslz98+47wuCSqXCe9/7Xn76p3+apz75XiXpLb/qh0KjJ1g3bDQw/gwT36EFDTCnjWYZnLGSwhTtwTtVwkQK978ETB3MA4bRmzNtAZjT3MjO0qeuxi9JlMO8jjymkbYefVPjkPm8nzuiwqGZp0+N2JTIY0Xt/0DOyAad5LGEeb/Nwc6HzDHKKvheytP/wV9wanOI3FN7Zrliof1ACHpGuQUJBL4aEQW+UMor7leNIbrx9wQ54CTX4lXXXJ4V3v99v8mHzp7l2rVrX/d7+3oZpVKJBI8xRQxrTIm+qTGcIV6pxU8KItRlkPdHnRVxz9TYMquMbChLXZTRvcARJYr44D2zwI5Z4jF5SW19Jc5h2yLJMCMNipTCsYlUL02DW9kZdliyKECUkxrBLvJGpZAZHp6VR7p57ZNRp0+JmDkrDZyXY1p0qPtDFk4dsbh4wJpss7Az1FRNR9SNT+wmWgyM9HvjBuyZBTo0WTG72paQlHIa4ydgqobjVpmOadKjZjkNuhFMCCmZqRY41k7XI2Vt7Sx37tyh0+l8x7YO3ve+91Gv1+kaj47Rm3iWx1GgBUVPHvT6jYisOiZkaCp4YpMDTQUwlmSqiEJg0txNMycfogRRn5SJV4KwlJtQbZlVXQeNIqcTSoyNFtL5Zk2cfz5bXNQZsCbbeRJoSGGp7OSqbj0+NHOWZ6IcKMdvcf4FAINBDZMWvdSQKfXGkHGrhdgcm8mkxGQyh7mtFsWCLQRqIK0YxmFu8JYlPklQzEPn+rgiu1yQm/zmBz/C5F0ZsPKNfKu/IeO+Lwje8pa38Cu/8XHm/vnHdNO/CKRGSYRddPOe5Q28esxKAUHJfwuqF83mFSItu2yAQE/KJ0yKqsAp1eR/ofIGbqVnuGI2eSG7xKElBo6o5GRAB8ONjBJ13E0VWSasg3tjQlI7CdNAq2Bn/BHbhXd2jOyC7shdIXN07YLeMU1WNndpPKg3yunnusgLaG/4tiIfWAsy40NpYgplxWw+Q0SRjzArU4SvVmvYr8lfCOc//y+4vfiffMehBNVqlQceeIAoiog06495jihLnJP7PFJiUyKQNLeJrdO3rOpGTvSaEObv7whtFYRGs+TbckwZu+HhcYz22iNGtOgWUK8desrKbORwKUcvhlTYMctcN+e4ZjbYMtrKclrxbGY5cEUFkLcxpmmI76c5z6UpHUuIHdOQgTWV2eecbPGYd5knll6kOUy0pZd+jeITckVPJ2qwky1ruJO4DWpK4vuMq9D363wl26BDMzdZcos+aCjTAXP0TI3YMuTXfvcHOJf9PMdP/p3vyIK11Wqxvr5O9T2/Sd0s0eY43zg7pqHFnUVZIkb5+uXkqRVGTCS0BkR+Du2rPbAjPadMCJWWaJTkOZt2qT/jUg48Omg7bccssWO0KHWomPueQ0UB2x7SdptLYGzLMetyJz8kOQluyJRF2aclXUt0nDKhRN1oH9/JctUPo5mTKYeDCJN4+F6WKxTKEiMLMWYcQpAw6dQwgwC+ouZFamaHtTYO89arLMXMl4/zePMjM88WFY0BMyF7ZoHaQo94oQ73oTL2vi8INjY2mPuNlwrb4VsCR2hoj5PhzXoLCNrbcYTCOcv8b+hJ2YQWHo/Buyu61PUsc9+GwRnXSqgDNUUHXl48wwvZJW6ZM1zJNrliNtk5XGI6qMAggOaEUmVKVBvjBylp4uP7KWnqMxpUaM138SXTCjmNTrxG5ybnkyoiEIf4YbHIx6ZEX1RzOzIVOva4HjLlenqOy3LR3tBTNuU6P/Jd/4ZH/Dtw7Gk/NyxOYqQURkvOuCgPbzLFtYMCVXHSSjeCmYJiCH98/JO866mn+NSnPvWa8Ov+Ro2FhQWu/donee6xT+uJWA5ZkEMqTDgj29RkQECWpwaW7Tm7Jb38pBLbxbVs2dOL1rtfHQF1kW6JygNdRPISB5QlttIm3ZydT3xiQ42qtufVN2pt7E5mO2aRW2aNK9kmNw7PMd2t68kmMTOx3PZ/VxQ6nonlu+610GKwLSd+3msNWVnc5aJ3FYA1f4dGdUcNuTKKVoL72+h8Gy+Quy/W6WMg17oD9Pwat7I1Ppt9F3X6tKSXb2yZNV9K8NkxS4xMxJ5Z4JB5FuWA/9T/CNe+7/vY3NxkMpnwuc99jsGgIO6+nsdTTz3F0s9cAfTkrGRTvbl3zDIlW7jm88uWnC7MqMyUqhkxsWQ/z1pjRzIuHGEhd6+sWwlpaIvXjmkwtMRpd5Ap5uESe+YUfVNTrw2inH9z2J0nqo2JJyUGnRp0yzBWCSATw92z59g7v0Cn2ySehITlmFazSyRj1thm0exroSBKRp2jS1uO8xZbLIpAOLOkbFCBsh5mNJ8jpsKIRrvLaBAxHZQxBwFm25B9JdO579oEEynaqDU4vbqt6hmbBHnHrHDbnFGkxZQ4pE27ekT/l+b5/l9/NwDPP//8fWNrfF8XBKVSibNnzyrhb4he/NtGJR49KZIKXUHgfARmT7++Iw4aTE+Kze8Y5B6qFOjZj1PBnDLaUnjMsL9apWMabJlVXsnWuZJt6mJj5vJqFT8F/1WX0UCaeKSJ9mej2jjXiUeMiIMw75EBuYRHX4JPv1zDt2lzrq/m2guDYY3JJCRNfLJEn8PV+gaTgRYZD69eoS3HrL3xwzRvp8g9UTMjRDd811oJjV7DplGPhNxG2bopJqjqwvkaBMVGnxcD1svB/22fX/powE++4fx3lDfB8vIyZx57jlOo9/o8xzRkQBPVP9dliE/ClBBjsIlsSX7CTlBHOKevbonaskLBTtaPh3ikVGRMhs+md53UeKzJDmAYE9EzVVK0b5nh4ZmUDJ8hEVNTkBU7psWAOgkeXpAUMtSEAgWaaZeBDXcBzMC6b3ZEJVe71pUTYGIwtYits+cZPRFxPrzFtllipX2vIC16lqz6qsyQTtTg0MyzZxaoS5/MbkhhPGUUVnJXwy9kj7Lp3aBFj1CmeVEVkDIkYidbZoclbmTr7HGKFe7xmPcST/+LjIfMI/Spsfp3V/m93/u9133hWiqVWFtbsxB6RpsjQi/WFqaZZ9ss0aKjbo8MZ/wqCtTFSfnc8EloSdcKpxNSghwVcEqQuUw3wmOvkfOnlGzbPPG3O6ZpTaz8vA0Feo+ErSktOqRBwKhWIV61XpppSDwp0a4esyj7RK2xkvdSPz9M9akSSpOYMCecHtscjxQvR5+qtrXhXneporHMzo8hZEqjPMAPUo4GZUwXzA0w141GHbesd8zEZh8AsiCsyD1WRF0KU+NxmzM8nz1Ch6ZttQgrsstb/uqzRH/1B6nKmEv/6BIf+tCH2N/f/7anIt7XBUGlUmH1v99G/jFaDPQ4aUXsThsWXRe7kJnZyOAQLQZWKRILUb6A3EY9Bo7Q3nkVWALOGr648gCX04fy08aeWcj7XgrpWgQg8MkqCV5gSTW+7cnZz8MwzouBRfatc5zqeesMEdE+09Rof9iRvmJCDpnnkDnLR/CJ0/Ak7Jr6kPiMU19RigT2Vk5xNdvgef8R3v62F8jI8D7l5bHPudrCDhNSoAQuB8FT22NJTd5CyUmHzsXRXdsAaBje9tHLvO99f59f+IVfIMtOtjter6Ner7Mmt6gzoCIjWtJlVXaZl2NLHFRtfGZ8JlLKtcmhxAxs22hkKviS0qSbw5o+qkJwlse+pPgkObHQFZPzckjHNBmYOh1ajE0576sm+LlU0flfhMT0qeKkhNXahKzdJ009snGokCjoPHGbf1JAo86mWwIwgaiSxV4LM9HiQCaGfqfG7VNrvJg9gl9KeEPwZcoHSWGX5Vp8vn4lV0Uwtqf/MVE6IpxkxGFKTMiOWeKGOcea2VZuAY7BrnNNyboL3MjWecFcYqe7xBtaJZ7gRZZll2XZJSBl9Otv4/ynX9+Fa6lU4sd+7Meo/OqTxOZT+JLmHhU7LFmV06KdUwXE7wh9hpjE+FZJMmZiSXplpjTp0ZIi08SpZyqiLdHGXsK4YYgr+p59xWxw166bToLoSNKxJXjlzTKLWLh+e85RcMPatVcY0ZIeR2ZeFT2eO0y5dmvRTurQ5J5Zsk6cPm0OWZRD5kUJfR1p8sjGi/bPp6oEs3/DuNU2CdS1cGwPSxUQdygyWC8CwW8OOcUBS7JPky4xJW6ZNS6bh+kcNkkGZeZOH3CpdIU3eS/kiMXkF0Omv/Dfcvj3nuMjH/nIt9Wj4L4tCHzf593vfjc/5H8cYzi5mMz+DyctCZx/QBloGJhXhQBNU1gNx6iL4W0tBsTC6SYE5g2DB4TPZm/iz7OnlORlKjlJrB/XCUMr7QpS1XbnzznNCwI3Cgc5NWBpyxF1BizKAYuyn/fscvc2NAa2Z2q8YtYZUVYC4gznwPf1sWPQnHlQlMJu2ltmleeyxxnPV3j8h19k6doEeVYKt8UACCWXJ9KgKBbctcNmIbgT5ImWwczHztlwFS4OL/LOd76TT37yk6/rosDzPB5++GE2NjaocZQ7t/n5O6nHZmeUowCLS31XAuHQbtypXfRcMbAo+8oNED1pdWiQEqBOhloBt+WY+mhI6guDUp0JYQ637rGQOwy6xRrUNjZixIhIzX/IqPt9vLbOn/GwwqhSwfMzkkkJQ1kXQJeWaQsBN3+cfXbBJxGkgg19KXHdnKOVqXHSG+TLSi6cdQqdKdrbnSErrV02vJv56areTfBGEPkTomiUy3MX5YC6RWGAE7wLl51QZ0C7ecQpDliUA1ZkV81xGLMc7FL/iZ/gAx/4wH0D036jR6lU4uqv/m1+VP4wvzZ9U8OX1MqfdU6VpWgTuA00NT5Dq/ZwwVrueyoB7dOiSznW4tSpBkrEVOOxHtIa5G2BL2ebXDUX2EmWqAcDVsw9ldFat0DQNdIZ+Dg+w7ps4ZHQkGH+sy4rwRn9dGiyZ06xa9q5ymvHLKs1sSUkdqx0NzZhblJU977IhneTOgM8L+Od5s/yvxWbEoemTZp5pIlPPCkVc35BkAdVWZD7DwBUNPSouaC8oZrlk7lD5MH2AkF5SnPpmLVgmwfkOmuyTV0GNvkRlvx9Rh+MEPkRPvzhD3/b2lr3bUFQqVT4+d++zdqv905+Y1ZGGJ78lilT+ALMaTCPWbC/07WtgSG6Mbp2QwDmPJjzBrNuME8Y/iJ4jMvpRa5mG+yYZeK4RJZ4TCYh03GJ5kKPdvkIv5oqqsBMHrj1EyBQhUBLuizaOM/TcpdV2aMtR6zLHVayXcJJwqhaJoxj+qU6e7Rpm0N2zDKDrMYOy9qCSH1S2yLwg1QRCGMJiYmiFABxXGKrvMoL5hJb6Sq75hQ/Pvdv9fU6zp9NbMw3+qb1X+hTuDZCjrwYH5zqKC8a3H7vqYRzumF4+2P/E0dHP8f29jYvv/zy1/uWv2ZGFEW0/vxfctr7U7D+/W7RnBIyNhEuZcVBqxqq4uVFX4g6sykZcZz3zF3fvJBfTUmsekA3eX0jelGVsYnYMiv23ypHZp4D5vL4Y6cRV8c0LSYcaaoi6h8fGWWD96s1htUIn4TxJKKbzGH8kqIBExQxmCGT5vPBwaU2AQ4fGJS5fXCGrO3rCd5H59ZsyNaMR4i3K6xU77ER3NJiQAZ4PTXZqoSGMFJLXJdsqH1vXRdUtaOaeZ80LxhSfDbkJutyRzcwmapHg0l5z899hIODH+VXfuVXvhnT49s+Zo1vHMHSxUt3TJNj09J+v+1zu5O6U5LcMmtKyhQtmJScp2NqQlIJSB0CarkvU0K2S03Cs7GiOdk5Da+y5L009Ul9L88/KDGlLLEaVtl2QyQjSkxZ4JAHvFfwSViSQ1p0VdLaM7qG2fVnWoedepvb5kxeDDuzN1V41XOiYocmddQb5jEus3rcYVLuUI/6jKgosoTPllllPCznbVmT+jaTRqBt8B7yVF3QFkUJUMSAFrT8HlVLbowY0zEtdswyjEPaq/e4KFfZkFuck608KnxKmTxRUmIe+MAbePfo3XzkIx/5toQg3bcFQavVYkV27ZsBjCzhzeUGvFpV4L5mwMzbYuABox+D8hD2bSGQ2cIAYA6yv5Jx+NdKXDMXuGkJV1fNBntmgX5Pd/x4rDeNF2TUwz6L7FP3BrToUrFvrssXnxASkJIYnwU50hMdAy55V1iUfdocc2pnCFsCqVCpxjCEWqPP0nKPdvuYJj1Gov3TWEp0giYdX3vEaeoT+rq7xxNFDMaJhxdkZInHrUBvxBSfPbPAj0f/hnEPghFYNYwu9FZZYBogieMKUCz2sy2GEl+NFIAaRC3DjfppWnT5oZ/835hOf4YPfvCDfOlLX3rd9WqDIOA973kP7/D/L8rEHJh5+tTxSfKTmCepZWYHeUHQN1ViQo7MHNtmiTXZ1t6p9IlknJ+OXCrhyGR5ceAkhR2aXM/OsW/axJTpUWPfShCdFfbAyh7dqNOn7KyOUai3LgOGHOQyvdxrwCiiMKxU2Dm7nMuypmlIv1NjOinBJFRXzHKC6QaFxHdmgzcdiA9rvNJ8kPYjR4STRD0IquT3qUyKj4mhFsLmOTURavd6cCx5WyFa0O1oUVTO6PzpQc1mnIbdJ8u/HzFmUQ7Y8G7SimcOFaFCw48//jgPP/zw67JwrdfrlJnmBaizSI8YMTIRR2aOFl3m5RAoVAMjKhybBs9njzA2Ead89e4vSUHA61NTboGnC4krZHfMXM6x2jKr7JhlDpkD1DFwvXKHOn2F6znKSa+KPExpMKApXXwS5qTHquzikbCQHdM4TpBjirA6m/MSVuHs8iFBO+VQ5ghNzE6mni+J8elIi9iEpMZnj1NKyvXUV0F2hUoCp6tdGmc/TeSN2cmWta3WqcHA7vaBts6kApwWbSkHaBaNO8TXoLLU0VRF6VOVMWViDs0cd7dXMalwRrZ52vs8m94reaE1tdbgYPBISUyZFdll87cjXnrzg7z00kvf/MnyqnFfFgSe57H/5i+ydPwIhH5x8pi1FZ4tCHzX67bSpoWZ+N4AZdofixYFjrMROwdCQ/xWw4fS/4gr2SaHZo5D5rW67TXzQiCbWGtLdEFdkV3WZFtPIDOs58Q61TvL2CU5pC2HRExY7+9QshNb7llipGPwZ2ix0oPTy13qZ68QeNpzO51ts88CV7ML6u4V6MLth6l6ISRFz2QyCRkOIvpBjWmnRn1jgHmVb0OSATEEETZi2YZ4ePbaepa4+WqXx5kYZtdeM2UwS4Zb2Rme8F5k6ZU+P/G33s/1v/NzDN74gdddr1ZE+KOf+QB/Q/5LwKbCGeV2pJYr0Dc1MvFJjLYDEnztdaI+AzeydSJPNyyXHhfOQLN62s1y3oCDVo9Ng6vmPNeyC+xxip6p0Z2RaoEWi5GvrhZ1BpQkps6ABTmkRS8PVZqNog1tfzUW5RvElNgzpxhTVi6ChHQXmtZXIco5NEd7c6QHVV2kfTMj/zV5a6BGX2W9tv+Ls9T2NVXOEbPowmK/w6gaEAwpEKy4CGhaYdfCzWPqNjGuH6n0LCbEl5QV2eWSd4U2R9RlwNzxBIkFjCpj/GTIqFrm3f/5P+HZZ/9Drl69el/H0X69w/M8Dhef55T8WzICYut90jFNKmacb+oaglXEDLuW6L45xeXsYQCeNp+nKiOrgNFz7NAo0uB6uO69OTTzfCF7VJFJs5obR23KDVZk16I6XZp0aEmXgCwvVEpMbSKhtoE0eEs/nnU4xEP5Tg4Jts6xmreip/JT7ONLykRCskw3hQ5NOpMG8bhGp9WkZ+q5QooUGgcpi4v7rHCPRTmA1NcY5ArQLFwIc3S6kuCVp2RpZIuFhKimsmN9mnrP77GAuRXCgmGZXd7ovcRF76oW96ZBx6i/R9Um203tYeCSvMwP//AP88orr3zLSYb3ZUEQBAEr//su8rIUUrivNdyJJESd+dzXHX+gYXTjHwH7NgBpNg45BLMGf1Z7kt9P/jrPH1wiTXzCSsy4X9EqMTAqSRkHUJ6qxIUua7LNY95LXPKuaD9oOCQNPCZhQEZAmMb4aUrtrj42Mciup48fO9UEyvq3zH5TBQkE7kHzbspTZ19m8+wNbsg5dswSH2PKoZk7QXwZ+ZEWBGnhXJAlnioQOkKHBuYBQ2WuuDaBuwZVioU3AuZnru3sGlmmiHMGnTWT4uuTqhZC9dEQuSZUrsEvvO1/pflf/Fe8//3v/8u85a+Zsbq6yqXHPo5n+QBVxkyt9M+z9L0Mn541JSo2ee1xd0zzxPvXkIF111MUQANejJVGAdYWKCPg0LS5ll3gU9mbeWXvHFmnqpntLmClojBmpzWk1e5R8pUt3aTLPMf5ydkZHrmiwPVo3aI/IrKOi1p4qtS1mRsHOQiWRTgYRBinXHFKhQAoQ3Njj03vFSX6zpG318Deq6ElANsWRBCDX06LE9gEiAwpvkXiRjk7vV0+wk8zclc7+68tRyr76mnBILG95wNBJkb3kmBKOJnwN3/5SzzzzMO8+OKL34SZ8u0Zvu8T/GTAOdk6UWQObdIDaDF4ii5VKayBYxOqARERO2bRFomepksSk1jDJ004DBkba4SVpSS+Sj4/m30Xn3v5rcrEr0D9u494ov4iF+UrrMuWJa7nmp0AACAASURBVNH185aOShC11dOWI9ocoR4rU9qdIbFDIw0Ftyk0RWs4JP+ZElr4rsoeCxwTE1L2YiIzYotVbiTrjA+b9FuKqpk5gzhbeqBFlw3vFnuc4mPld5De9jGnBWmSz2eVGaJfKE8LrhUwGlQ4bM6xbZbt/ZyxZU5jOhqOVISDKf+hZ4uqwDhjqIQUJXIuyQE//b/8AVtb/zG/+7u/+y3lY92XBYHv+zwo1+3JgwIdcEmDrwosEpcv4Dz5e8Cu5Bue7AqyZ9UE8czf2jRkb814NnucK/1N4pcUbh0vRMWGGKgkJWwNaNeUDLMht9iU6zzmXebRnVeQqwJHHgRQb0yBqfbkJ1bJcKALpjjk0m6spuygU1Er5hr5Rit1wVwztFtT5je+wviBL7MTLnKLs+wxtuZGJXw/RZz9qCsKrPrATKA7aLJ9tsXZ+YG+pipFaqO7sawToVkwiqC4IsHBwCFWsoiqPdz7Yfeh8gE8eOYVKrctEpNA5Sqsr69Tq9VeV7rvhYUFHvNesq59KSWZ0jJdhVXRG9vxBJwhUWJUE92QAYvsE1PKF8Ym3YIvIIX23uUTVGREdRjTjwL61NjjFLcPz5K+GGEOCtUMPkjLYFqQBRFxbUxQzWhYY6Ml2beOgl1LXBznr6kuA6J4rD1e389bG85S1tltq3ZcVTc7aBbHQXnBFs4ohGoTNqUmrFR2uSCvFPbfjWK+A5imUWVQXBTFfmLRPhsjnjUUeWnLMX1T5ZZZo8KYRW+fyJ+AUT+Otuhm4rT2h40GfVOj1ehSHw5x3NsZQzo2vRs8/fQPcPny5dcNCbZerzPZEE3PcCQ8k9oEQo8y09w0q0QRfhVKTNV4tOiwInu5FLbMlIqMKRud3x4q2avIWL83TDhsROrPMnkQ84JRJ7+zQquqnI9N7wabcp26DIniEdHQaGZG1GBod9Wl+IDqgSlakiMohzCdtWwJ1Vl2WoUg1WIg9SUvpiMZscI9nGTbI6FErPM48aEjOmeZZ9jwqLnHS/UeuMBNDkVPTuaWQdpgdYp4tRHZYYTpgLT06UglxqQhjAPGSYvb/hrUYCTaaju4vaj3wwBumzWezR6nwogL3i1AeRS+zQMpM6XCCN+iBa1Rj+avvZnlj33sW0p+vS8LgqeeeopfDP+pMtjDGUazC+9x0I1BX0GVk/kFQ3vSHlopYkdP3eKIhOjPZ6vw+XMPciXZJEl9rPfPiWyEUmvAevtOXgS0pMtFucpj3ks8sLOD/IWnm/5IlGBXtTCobQfILctbcM9/JnRJ3AndtzKWMuBcRR1aEBnMdSG6a3jkB75MaKaUTMwRan8cmpg4CCGZWekSXzfugaF/2OTm/BpnoytKoIzIY5sJ7fVMwNQN4oHZFbWUdUWD9XPIw87KxU3kNiO5J1wId+DeDFlzG/720/8jH/+RH+F3fud3vt4pcN+O+fl5NuRmbsxSJqZqA4ZAvQUOCfMWgdNCr3OHpnTxLFHQGcXUZZDzBkLLhC8zJcpG+GlKNDTIBPoRjE2ZFA8/SLVodG0cfSJKdmoKpWafdlVPymflDpty3ba21PBoITuiMkyIy7YPPMkoDYX8TQ0m1BsDMt8j8bVlMGe6hGgmfciUqQmZky6l8pRpuYyZfS4+UEtY5h7rsgUoTyXnEAQ6hybWDrs8KiSOoAu976vFx6gqTCjlG/51s06VMQ9yg9QM8EmUIGd6pHhEjHPXuz2zwCIV2tGR8jRmFEGpn9HqDdnY2MDzvNdNQdBqtXIDvEijtPKWU0oAqJqljtr4Ov5hyDTfjDblOhkaOVyRsXJPxLWZhHk5ppqNKU2mlPrCqF7hhlmne+sUYJBHhJV33OF7vM/wmPcSa7LNymifsotoj0XJoo0ecaiLY/nAWsfPelRERo86KYUqxUr9FBQV0sDHI6FsJbkVGVOXfs6HCcg4Mm1A26KjYYWjxjz9sEYt7Od7ydzxhKh8m+Oy9fK4ZfAfKYy3qrUR/buRJdcKJvUp10aMx6EWwl3oD9pcPR0St9VfwdwN1J+jA9cPz/HcwuOsyj2WzIGqMqzPQwnXih6SoW2d1Bf+ZvB/c+Pxx9nZ2fmWcbHuy4JgdXWVN3X+X5XGBRSyQtdvnDkVvZqxLDFwJPom3bNfmzUxovhds5nx0fR7uZJt6tdq9m8FlnsQpNSb2gf7fu8ZnvY/zyL7nN7pIDcEXvGQ24LYlgBVwBMlLR5ZWV+PEy6BJ/gPrj3kYpZ7M1/rYfkSoq/Jgze/7Uss1I9YM9vcMmfws5S+1NgpL8Np64EgkCY+/U6NLIloLqne1jjPgKo92LvnYFMOiSxi0aFAYtw19o1eL/e5K8hc++M2cCzIvij5JwVuCRxo9Krv+6+biORSqZSzqgPGVBhRl2Hej+2jxi/a2mnhJIgX5CaLHNCW49xv3clRnc+Eg/PrvQmBlSKLm+9L5Cd2VxDgmP2Qh634C0MW2/uclm3Oy00uyZW8rRUNJ1RGaLGKUGpkjCN7aq6a/PScBh5xWMohZpVTZlbxoC2FCSEg1FsD4krMoFbDNMtaNFYMtYUu52SLU7Kvc6esG32IFszTKvSjKp4keKlNe4hdERCQ+B5BmjHyNA2vzRGHzHMt26AlXQ7NHL4k1EmsTFP166HEaACUcm5ir4Sm9/UJvelXFQZLS0s8/PDrp23g+z600Khp2xZyKECGZw2wujRkmPtagIPctQC45F3hyMxTtsWDGqpNGLnTfKencPtE27H9lRpXzYamAFag/bZdftD/GG/3Ps0bvcusTXeoHFBwpqynhdeDikMae3w1UTwRxOVfOEOrkdFEzQCCzJB4CVkAcTmj5E8I0ox6L6HfyGh5amG8Jttstm5w9eEN6tWBNWeao73QI7WFZ1z2SH11vQwrMVMJ83VOKjGlytT6c4Cp6OEocLDTAMyuFrXxYZ1rG5swCTB3nZGXIX6xzuce/i4uruhhcpExLloqoAiGcmMSltjkFd71rn/AM8888y1DWe/LgiDLMm62Fjk/2s+zCEwI4nIJvpbKAGwrwMrn+pYzADl5BGZ+t6xSwz/P3sytyRkApO68q/WHvfKUejBgU67z/f4zPPD5e8iWIHd85SQci/ID3IYfWnQAlMAYozeNe1zn9ue+Zie7cTbC6YxDIBT9sn1FE8JnPR5a2+bBpbt8pbVNyJQ+NXyT0S4f5QYjcRAyKldIl3wueVd4sv8lZBToa7bcBXGSwh66iR8AiKIoLqUOyKXsX+N6S2qd6nY1VEnRGe3ZOhXH3/1n/w9/+IfnXjcxtEFw8pZRBYDLh9f/pzYdbmzKeFLC+RNEdpEOjWqkneWrBrhAKFOi4YTSgS0m4UQRm+fYB6lqoGumINnWBGlNmF88Zl6OWJVd1r07XPSu8obOK9o2m7gFWbk5xhf80DCqBqR+Ea6lJL2TgTKgG0rf1OiYBmPK+KQ0/S5+NWFaDRmtRrk8tlXusiz3qDPQOQyE8cz9AXiSUO/FlGyglkxUBRP6CXFUpe+VKNL49J5wWQYd08zdHJ1GHmePa+V1HRp0TIs2x/np1/lFpIFHGGe898f/EZ/5zHt46aWXXhdFq+/7+aruyJ/TvH9tr4HEeKgNNiYgtYuBylPHrMudvAgs2978XCem39BTguzbe9yuWR3T5EZ2Hg41BfBS6YoeoLzPs3TY0wPZsV1bJjNP1iKnJtD33vjF/DC5AmXGvyJAnS4jo7/jQ8mmtYZxogVnrH8rDBPqkVpsrsk2T3pfIGqN8rCkPXOKVqNLbDTRc4elPEV0pbnLjbc3kdMClYSgHON7WVGE+2DGVtGzi278DtkNDOwGyu3pUhygEkM6iAqLcdH2jTdzQ1Ts++PsxwEu/dcf4+k/eZqPf/zj34jp8f877suCYDgc8oXsUdpLz9CqZgUBJDZQtVoCt7gxk2iYoKfZevG9/H/4Ku6Bsa8+DKd5/sA08bRkTH3qrUFOHnzgxXv4f+LBDZsC2JOvPklH1vwohaN9GKfQCNUzqBKClPV3khimKVRCQVy7wC/+lkvNkqroxpoYDII8AzInmHnDQ09uEz6iJEOAVPzcCXFkKqTi05Yj3uo9S/gJTzfquHBzdI8lPph7tthKgX1RW2fb3lCbYtHApzI21rZwi5TQFDfsUAq/A/u1zWd2aTROf71T4L4dpVIpXyydh/7A1PREAZZMqCqBpvV114VY+5eRDa/KLIHP/QNUqhh4UM7sicjkpNND5hibiASfSjim255A2ZJe/ZRSbUy9NWCJfZY44LRssyk3uDi6hveSp0Wle099oCGKCizAyC/85t2YRQfcRjIhpENL21VG+TYLckTN2s5OCYmDkGO/kStxyjIl8aDkkCi9FAQpVIcxpb5DQewmk0I5MPQjRVsKuFthQm3JKALTlmN8o5LJATVr860QuY8qDhZln0jGGi4mQ6J4jJ9k+cYR+QlP/kuPT33qwdeFBNHzPPCVCLrDUk7eS4yHL0p4jU3IQGq5p0XJRgBPJaRllGxYZYxPoioaQuJQF6XSZAqp5MUAYOeNrg+yJDwml3na+zzLX+nna4V00Y8diXTGYM7F2EsDLYTdmhhbZNIl0obk6IL7HVLrHohyDtzzCsvQCrqE4ZRN7zp9atQZcMVsMiJi1yxQN4PczOpydpHL5iJ1+qzLHbb+2ip+kDLuVzSfRhJoJdAJtFU3ALMbYm4YLQjQ105Zrb7pGMxYeWGyIVQudNhs3mBDbuKhBlF12aXKWEmJtngLiQnIKGe6QD/kXWV19alvWVvrvi0IXsjezBPBizSjfaQhMDSYkVaHBEDPaK/bwkdumCqIWKMd1wN3RjqzrYcQvLvw5IPPExOyI0uMgoqCaJMyBAnt8hFPe5/nMe8ysi3aihgBA8nhcuflLj6QCslQN/vjFBIRSrGhgsKywcxpbzyBkq9PT+xCaSaQpvr7aQJ1bdnpDThCkY8QpCGYScb58j4bG7c4zpqUmbIhN/FF7W4BHvRu8ObrL+M96+uNJhQ348xhSO7ZfMeJ5Re46+raBR5KBAtMsem7UZWiUOgDXXtTupZXT/uar5cRBEGOCnhkpPjqCGhf79ComsDZC0c22Bp0U49mMt+db4GzXO1TgxKkSwP8NGUShmQmYEiFW5kGpASkLMgRwaoWI0r+iimLyq7acsRpNGBlSfap9IuNNkcb6ioVna4adqLFvGXh4o5nh8uTT/CtSqKRR+I6K9p5jqiigTdqhrRKXQYsifZKp2W9D1wx4J5HGFPEI4Peo7GiYW4jU1RlmrO0p4RW5dBS0x0a+c9qgExImSmhTFhjmxXZpcZA9eHDmLJtyTn0rpQZ3lV/hhe+9/u4du3aaz4mWURAxHoKNPOEwmKY/JQKehrVxEqbWyAmb1+BFmW7ZgEiaxNdhkqU6HS371vEiEveFf7dowvUWurCGkpcEJJzL5nid060T50yZfZ7rx7+qz6fbXla9EhSqyrz9eNoaIiGQ+rhECKdUzvpMnsssG8WqJpxnhXzBfMof5q9hcfkMhtyi3hBDZp2xsuE4ZSQKaXamGmrnhMFzV2jBcE9zTeQ0yhyNzbask7V26W03ueJ1ovWmOgmvmQMrHNkPR6QBj4jr0JmiVolplQGU4JM8KNj/A98Lyuf+AR37979S8+Df99xXxYEvV6Py+Yih8xzvroPqcEk9pSaWoTAFwxKuDox56suzc/oIjhAuQiz6oRUv88N4R0XP82hmaNvatoTGgd2smnv6R3ep3lk744WA9bIh6Y18fHtBhqSJ15N7USNAIyhVnXoALliIijDvEscxD6XTBDbrQgsU5sqJ24WObIn8xFwW5BrsHJhlyVrz/qgXKfElJFUCJny0M27eH/iIZc5gQoAxc3nWhWx5NX5bHtFyhqOlD+fHoqQYPdAu4gTg+yh2RDu+fvg/yuPn/qpn+Jzn/vctz244xsxfF+lQ4H1CXCWqRMLbSuroELozICksNg9NDbUCu1lj0wl73lrMEudWEI6XhM8GGWq+e+ZKrfNWXtiTpnnmHk5xiehKpOcjOhMXZblHutyhyY9fT/ntD0w2yp7eeWMhs9YIxeXPx/KNM8JcKNkfQr2OMWUkBIxLYnRtPviRK4St2JJmVBi35wiCwNaC13qoyFeWjDEyyOKOTl7akwUERgR2T64R2xNXFLjaTvANNV0Bi+3ae7YOPC6DFjniDW5awOmUm1N9Jlp19nHjIXzwwPe9KY3sbS0xNbW1jdl3nyrRqVSwV8aWutgNSBp5ni2vo9DU2ZIOX//UnwqjHLljLPUTQnomAZT1Oq6Jn3woN5MChvrVK20n/BeZOf0Ej5ZTgClbvK119hNmokULqevskDPbbJ9MNUZxYHLWimDlZXoSOxajynybOxalcwYqIUxRNGYkp1LHdNkxyyTZn7u33E5u8jt5y6w+OQ+F72rbHJdeSqByxGJiWpjprW6Pm7HaPrhLQP3DLKOSlt9m+sxQF08m7DevsObvBd4VF7igneLiS3+Q6ZUewYTJOy2/BwFK2cxpb4WytWh4b3Lf8xzc3PfuQXB1tYWX/rVd+P9dMIvPfpPOX9nH33TJddca4U/4z3gKk43ebBe/D7I0LnwzTA1PZBrwlsnz/JyqH7b+d9JAF9Ylzu8ffJZ5HlP+QIBKs+b2MlNsci6E74bZVt8RM5Io4wa/pSLVkVeyJTRatKGC4mzVLYQmMmhMJ0kpmE36G4RDLIud3igfzt//NJIkMuC3BX9PXezOT8CVxy5Qsn9K3OiGjd17Qs6LgeWJYxvb8xZWVCGbSnMvK6J8J+lP8f/8T3fw0c/+lFe60NE8hvXBa+4Ez7AxIRoetuAthyxIEcKc5t5+kY91hsyUB6BRDmxS8/5IeSIQYmRiTiw5MR9s0Df1CgRs2RDUSoyylPmQtGdNWLMknX0a8hAi7lTgpQtXyWCl1fO8Ins7XnPFLBkx45mx9s2h8u8136zz545xYSQFl3mpEff1Lhp1jiSOcZUSPCYErJnTtGhyeezJ9iS1ZyYNlfp0ULbKKHEtKIuq3R0blvuiVvkR0SaXGdiq21QkmNoXfP0epXsY5ZJjXo9JDbEqc6AldE+YazoXKlP0ebTC35CcfS+S/+QGy/9A37roV9jZ2fnmzmFvqnjkUce4YdXf82GZ5V0gRQoSzxjSqWFgMs5mJgSkUQEJiuCuWScK2VGVCih1s8BGaNIKHkZpVg3+7Yc8YS8wA1ZJyakzTEpPoN5j2iY4TlpdWo37KEUwWgOvQ0p/FjK6OGjijrPNnWtcQFrTlCVSw8DwU+KtT0NPEZhpfgcnzvZKrfNGbZY5ZB5rpoNzamxXiG30jOYgeGQ+TzErk+NNPFty2lMGE4V5k0DnavuIWcN84qHzb/XlmPWZJsN7ybzHLFlVvN1AserMdoOC8ioDKbF/RDAxZWrPPHEE1y5cuWbznO5LwuC7e1t2r/8IH+0+2Uefv81/taZ3+d8vF/IDt0m5p69O6VCsUHbgkEmKIkKcNCSqyjltlB51uPht1/lBXmE/Vqbm6d94nFIWIm5KFeJ/sxDrsnJTa6qxYa4IiUEepDOoK0NJ2F0SEDZ5LK/3KBlRt4421Mzrl/m26ImBDMiJyHidLCjwi55Xe5Qui15+4FjWwyM0M27qoiGOW1mvAUoCiDQn3UFjLuWp42twrHtCjCBgSWDOauOkKCvX26r74JcUR6Ce33eH3hsbGy8+m1+TY4sy+hTp4XGypaIqcgE3+hZqyojJoSUiVWexShn5qfiq4abcZ56CUV/fDbkakiZAXWOmM8XJxCqTJiXQxasp0DEiJoMctmVFgyKGFWzEZMy+L6hZG2/Bw3h+ewSf5p9N4dmni5NDZNhixXuMaZHRUY2O6GMJosJU1Ni3yyQ4rEgPdbkLruc4orZZGwiXTztG743XCBNfJ5rPW4Z6mNqDOzzupeHNy3KAaO2utjVR0NFDBLozQXqyGkiOqLow8hEJMbLiwv3WGWrlZ9IidgiMDX66ukws3Yar+hVA18Tpv6H41/hUw+9gXv37r1mLbfDMGSBIwJJWTb3QGBOehaVGpEbYOExMep74UlElRF1GeRhRqW85Crlfzufr4GPl2aAoZQKC50hDzevsmluMDKVXPHRD2vAANWJKJxvUgoZ+awNfWgLAVcozFlCtafy1GE1ZGrK+XMACLOYkachYX7pJNdE8wz0gUZUuG3OcMOsq6XyYI6rtQ37PUWhju4uQAKHk3mulDcZUaE7aJJNSjZ8aUzIRJMPbStaXJugDNRkhuCriLCxh7C+qbFrTnFo5nMSbCiKVkzrhjQoMkaKF5dfdFanu5w/f14VTt+JBQHA0dER1Q+e47krf4Vnf+8X+dDS36N0DMKr4H9mSEm2FWB6MxC4I/7NXkcLn0qim9c73/gcNOCiXGVrTqvGkCk/5H8M+bK1GU7RosCS/9RyVXLW7HgIfcsMD3woBeB7FNVjoIsSVTRd0L3hDtkQdON2kGbVNaVFHReddNKncBTsCep8NWb+WqyFCyB9VT/IPfv87GO5wCcig2na5wHaVhlZpm8TLTgs+cect0iAlSPKPTDLYJ40DL4bXi5tkqFOcmvTbWrPGbw/9pDLBQ/BNMxrvjfrRpqmStISzVZXw5YBviS5TTFooVaRCc6oqC1HNOjbICMHzxeBRurNo6ZWLu44MJntKcbUqDMlxCPNbWddEQDkRjNaiBzRiAd20YZp2aM0Moyrhn5YZys9zW1zlkMzx0F3jlZTN4wSUxBhaDkQY+duZwq3worlKazLVl7oDKnY7A5djAe32phDw+fOPoVXUXfPqDZmPbjNhtyiwphz3h2F/qXJitxTr4BoQpSNOPTm6Jm6pnzaTb5PjSkhi7LPiEoeTetCjmJKlK1DXCRq6hSX9eSYBoKfGshMbm8uISfTP4HSFeHNf/SDfPHsF+l0iojf19KI45gJ83o/ejoX6/QtryLO2zu5eyYT6mYwk8Z6bNUFUxoytNc0pUUn/9hPUvxEKI1Qr5ehsNza5ZJcIRVfPS9sfkQ4sQiBVU7JrJvlq7hM+bDFQVJXdKcfVRmaSm7t6/JBIq9QDbhCJ1fikDKy8OWRmeOWOcMNc469zgLj3RZfrtWgW9a1r20wdxV97t44xeWligbGTUowDnKfESW4avsagBZ4G4JpzbymCkhNMDWTm7jtpEtclQ3aHIGn3iUR2jLcaWghkBh1aPRISW1BBHrvdsImg/+hxfL/uczNmze/YXPla437tiAwxjAejzk8POTQXOCw0WC50QcH/9shoMVAjhxYBuqQQrrlmK3O+XDG9VCuC/6/E773sed47PxLbJtFYnQReuj5beS2V6ADR/q7ua/BBBIrcbw9EsaiGUCVDJKeJrXV3ek6EMQ3hQfAyTatjlmLZmeVWQUzD1QNMm8VFQ3yosgjpS3HyA1BbttCxzk1DvSxTBlFKE6BWTa5KyEL9rGs9NCk6OReJD85ZZuGxDOEdwS6gmkApw3dt/v8a/P9fDF9FGMgkjHn/Dv8wFs/ydqVHty20sMACOFT//zvM//hD3N0dPSXnQL35UiShOHMoqPRx3HuNuZZboEbKQGBZBRRryPCmTffFREh4Fv5V2iUxBfJRBEA+ozzhS8jFLUznloDpNR4LFg0IrLGRn5qCGNBEovoDKHiC6MoZoFDzsptfd7NKQ0ZMC9HtnesjHxfMgKT5RIoX1JS41O3bovzcsycmaNJFw/NY/RFEQ4mwCGYji7To6DCKGjSebRJvBSqZ4OBRPxcGQA6hyJP477HLrLXbvCOKNvmWG2T7fWv08c500UyxrMkyBIxk7AEIQRpRhwmudkRYK1wDeIMGyNF007JgTL1X6Pj2WefJTL/De/wPkPEGDVrmuAsnn2LuMSmZEmvY2JbaK3ILiGxJYxmNOnkuSwtizIA+KltFwzJTc7mD2I22zcoE7PW39MeuM8JNZiuyTNKg9m2Dfawh5UUTgQ/Um8MX1LKZjqz6oOXtz+K98ohbPnntkCdoHHgMaElaQPbZcwtS/5bQlu2PpgDmA7qJ+D/mpUH+6SKNqdAINpKbYFU9PfylmsLOCRPQzy6tcytjTOsmW3aRiXBdQZ5wQtFSBTAtFyiE1XI8DW11FR4j/9Rnr9w4Tu3IAA9jb3yyiv0r55n5w1LLC311A54ghYGoSgU6DbYLsUrikGcl4OD8l3vysJXNvwNOfKQ52Bxaczi8u1c7iWXrQuhIzI6uZ0rNiZw3BP6wBaKuDfQeTQFGrFQ6ZuZiyw68WZ9ERx0b59zPtxjRSg8X0X94Bt64nan/6qMeUJeUCTjleL5OZtkU6XgDcxpMUBkTvTsKEvRFli0xYKteG+2TuGTcnbuSBMRG4I5C8/yOB9Jf5DPZk+SZh6hH7MpNwB43wN/iHxBCiMj4MV/8h4++Eu/xM/+7M8yHLpK7bU39vb22M3exqrsEjGhKnrOcq6DvtVue/a0olyAChVGRFbO5aEKg9T4eZ/e8RE8MktNKRa3nj0dz66IqqXWbIEJJdbYsV7xSgjzEoucxfpr0hNM2VCOp6wFO1yUa9QZ5vkGa7LNKTmwG6xmMrgCJcUjwacvKt1a83ZY4IiuNLnkvZzr3BPjM6bC1oOr9CdtdXUbowXCBLJxCc0bOGaBI+r0maDRxa5VEkuoyIWZ0+AXJqgqIyEkY0Xu0adGlQmRjPNrrn4FesO75z+1BgiZlxb3GOgJNzSELkoXIDAIwn+3/Vu8+EM/9Jp117x27RoP/tif0P/9dVZkl9R4hDLNi9Dch0F8RtbVMRWfFdllRXbzeRlKnNtn+2SUJCawcLWXWAnzCI2Vz0DuGh7nuq491v/F+atIakmFE04qDdz3YKZ9I4gYTAheZEUKgbL8nbX27KYfGS1oHOrh1BEZXh4xXDcDVmWXi/IVspbH9do5OgdN0oNKoVILQNp2k68k1NtdmrUuozTSrBoGxJTYWlhlWqnglaeElVil6rfqym0LUDtjkXpcYwAAIABJREFUQo1LXrDrawe20lW2ZJUVs8uqleM6v4yAlGXZzdHCiVdEVo9MRdUIMiAITiaZfjPGfV0QgEoQs5cMlx+5SLkVszy3y/zpCeaeIA3tWxt7MwPFyR8UpvJMQVxxw2YeTIdQ2hLYEo0DrpsCRndwVg4pSoEQDGE0FMYT9SXaB+4AUxHGxpzglVQGwpzbeK2O9oRhUWQwM/yBnNzn3pkGmCXt/fceDuh7NQ7MHBdXX6HUEVpxl9oLIK94iCOhWvIhZYsGnHYbP1oEHCvXwNh9WUZogeSB8QwyLtoWKwt7lGNBdu3rtzfQiAqHzLN/Z1H7akECZ+Er5gLZGzPkC0pqzJ0l78JP/fV/zO8//TSf/OQnX7M92s985jO88Xt/nk984md50vsibTliRfYIJLMQfkzhL+BpfjwBVYsMOJtS7XujUiM71A2wqAodAuFOevo13fyOTZM9Tmn7giKKtp4N8BO1pHU2sU4SKk0oxYa1cJtNcx2fhAYDIkZ5Ip3yB/RmqTPIDX3chh3JiEXZp4YiBW+Ul3KFhSbLtbhau8CLZ2uwW8Z07CksAK8yZUX22JTrbMhNmtJj3yhMpZyKhJ6ps2VW6RhFAZSDMAIRu+gXaMIiB7lDpDMwSvHUE54iPjrM4sKd8NXTLpf2okVBzGsaIUjTlIODAzrmUYWogZTMSg29nCDnhm/Rq4LP4luJp2ttTfX6JSlp4JP4PvmOnkhBJJ5YzxQbL0/k2jIoaukQzxH52uos0iVEya/5rSB6aMkELzVUh5m6W4YZqZ+oVwfkBYKKzlJiE554He5ea0mXNbaJvZAwm0IAu0unuL10QZVqNdvOWI5ZWDkgkhHrssUChxwHTdZli1W5R2TG3GqfIWxPWZNt5UlQ54XgEUbbTT1Y2eRZaaG8glpCqTYm8kfEhAypWJfPYjgX0JPvQSlfR7Rl0+WZd/wh/seWv6k8gtdEQfDoL38fH/qR/xlQRmtrvku7fcxD83ftxBNl3h/ZRbAnmB42xnfmj9nAFEAtMB2CYGEsGdr+YooqGGbZrpC3HEwCFasyqDglnWjEkEMI3D+giGUOLKHGtRzsd0WcnJKTNsEASwbWDPuPVHkueyOdTBnncT1ksXHA2TuHyGc85IbALgVh0MkEG8BZ+/dd1HIPreSdftfetCay3IsDIDCYSIgyCw3eRTcXi444Qlu93SVJfdJEJ+6hmePZ5sM8/fSXkauC3Csuv/frHr/7r7/M29+w8Zp1LkzTlH6/zxfMo5DBBe9m7kvg2zOK29QntjOvH2vQyohyfqNnxs9P35p0FuenHTdmP549GQWkaHjqlCA/yetkTwOfNE0IAkt89cn12UEKixyw6u0yzRS+d0TFOgPKlvTkk3KKfdvusEQ0sQx+GRahOJ6m4vkW2dgxi3w+eyN7qwvcm5zRTWOi6pqoNlIbWe+G9pnpcWTm8dCo5hEVujTYMUv0TV25BRbBcHLNFD+PG1+RXZVtWtjVmczUrGOnKwTCiSF4larg1X4cEqP+Iqh0LwiC12ws8mQyYccssST7eKT59emYhlW/HOdtAzdGEnHIfB6aFpkxI7FtKq+iDHsUhg9qelIqTexBzB1ioEBi3Bo0a89u24dE9uupyscpm+L37DLoUAX3MUOhlEIQGpKcGwO+nxK6pVPSvJhVloFtwRFTtWqcqjein9UpMeX2wjqSBrkCa27piAveTer0edz7EgtyyJZZZcOzOTamywvZI6zLFhe9q/RNjT2zQLfZ4ErzDXZe2Q2nDfPr91jxi5M/oA05o2qYSMY5eqNFb3G/u/jnWHQ9CCXG9P89JsPXOe77giBNU770pS+x8qO/wUf/4G+wIbcIRWFHVj7FQxN7LD5GXfz6wJ7RYKAZ7X8+qspelSGYgd0ke6aA62cjWe2GaqwZkjQs4tDRjbEyMWwcw9yRsJIZ6sDKqlHS34zngfH1b5kFY0OLZngQVaMbcaYwvQnJbYUJFB1wxcBnsyeJKdE1TdZkmwyf9XtHyAtaDIz3hUoZpGGK7II5VQMQG2RfixzPJhKeMBgKQCK9joCNkEbbKj2Qmda/6dmEPMbUagNSExDH1gLULPGn6VvY+O5bLP+rGI7/P/bePEqS+6rz/fwiMiIzcq196equ7mp1q7VaXmTLGBuDGTxghjnYYHgeZg4H3sDAYRizzDwzHoyZA2fgnDGYZYyHxfjBMwxjGzxeZBsvsoVkIy+SJXerpZZaqu7qrq59yT0zIiPu++P+IrJa2IAXtbtF3XN83KolKysrMuLGvd/v55u+W4G8MHZ/eEVGX09n7ezs0PzJA6x+80Fu/TcPUXOaFEyffCrMo4TLIBNBOSR4NhBIaQFOdrLa2zQAdterI88IL7PThfgWsxqr9Q7ImwHjZoc0qnZbRvCcUNcPAZTzbULHZ4NxJo9sEYRdQt/PcK2B6TEQh6LpW6uZ8upD8VVxbk9WqchMswIi/Dgkdl0q9mtcYo37HiQEXo8Zs8Gk2WKjNEHSDtRmWzKUi0r+PGYWmTOXCEyfB5ObNcyJrmUulFmWA/TxmOcCY+xSNi3bFAwDeIKwS7Ep9AP1rIeJxvcmuIyxg5+E+P1BxjrQuHF7LFoLZuY+SleOdpr1qle9ik984hM88cQTT+NR9PTVyZMnWfjhTzH6pzcxZaEhMS7LMqMYZxvBuxdn3LKkx66oDS80njpbRBHTqYDVJWHguBQrPap08HJ7bMmgNwypnTAEMzDWXWXPoY7JGjJ1UImNuEcZJj6ILzANm1MBET4FuozSBwz9PE8pQ4KLY3+PAcPpThpRHtAnMH3Kpg1iuCizRHgUam16fbVsmVLIlLvJEbNEzdR5gXM/42aX00mbo+Y8z2k8Tq3W4KBZ5cXufcpdkGmWkjnOygJnxm8ersfyUBivcyynKY+h1fqANq1tU8rWG091frhxDC6MRbsUO4n+vgLdYh625WmfrF71DQGokOuRRx6B5IWsmmk8EzLFFlNmk8kjm4yGodrhqqqC11GW7T59GaKN0zv+1MbXF1XXb5i/60SAbF+fugLEKj8pieoTQoOMwsi4MBIC0yA3CTJtgUkda7/rAmXUwgf6vCpi8971eYkhSyCUFP0rIDcLn0y+iZPJTazKNONme7jvNW19ziPAMaFgCcFi9QEybdcNhwTTYphbn94hdVX1e9kOL0UPp9jkTfuxJlmDZJqiHH7ToyYNQuNnvt8NmeCzyXN5dnKKaR5ksKV8evJqWSQ0BMFeeMG1V1tbW7jvmiX3vjyH734FK297ETVpZJGxe8tlQN5EqAxQQUb6ccUf68f3jhBDRT2Qio2UhKgqa48BLmOyg2sSitLN7vZicmwzmt1Nx7iEjjLbT8sJ5s1F5r1lPAnpWW2DT0jeeOovt5OAutSoS5V5c0EFgTavXnUCjh4sjgHBXlTsdMDVuzUERs0OgemSDBy7ujKY6QEzNtsgMD0CC1TCgG/6ujIQ/Tl9PCLxbRhRN/seP4xsMiN68cDgu0KnqKuCFMXrkOhkIESRuYnJpmL6ou6Vp3FZQ2Bi+LZb/w1JUv06HjFXtgaDAZ/4xCe4/Xdup/UfVLOS8iFAm/ls9ZISCcXPRtWar6FaghgXV+Ls6zzTJ4enx0PFZZQmuWQYRez1hSQHzsCyH/oo/yU9h/pymd05Ghd6JQ93EFNcs9bsIqzXyjoposw4OzC+RtDt0w3y2SRM3QYKpoopEMnwfaRNTfoe0gZc459DRkwTTyKinp9xGkrVFjXTZMasUaPBjNmgiL6/Rs0OZgumKltMmzVOmLNct75GcapHZDwqtIcicIB8n1q1wby5yDGzaPM3HOqoLqAjAaHxCegyHu7ixAndIE+XgoYmxTGlXYFNo+FPPsQHIr7p7Kv5m6fxuIFrpCEAyyY48TJ6x47x6R95H8df/RgnkrNMsM2J689Sa7bxtoDAqvlzRoWHeycERTSX3ScL32HX6N68xeVj+xhV1NeACTtVSAM4tuxKgj0CQRfkekHuEKIFwdtEQ3/O6dhcRtXCZ9Kvj9HcA9CmIOXWp+AO62lt3w7vib+bZZmlTId5c4FbnUe4wZzVYIy8Ng3yLPsY6c5+gDY0C8LKVI2ZfB3HrkjkqOUwFI3qCFJiXJHhSROGQSTp3m8P3W3M7LBgzlM3Ci+pUyVE7yrOygJnZYF/lnuQVhtyOb2JMLHBeZfD2/42xw/eet01ewcmIgwGAwaDAR/5yEf4gZ8f4dHfuIm6qeLY8V7O7mXVg6/iuTyacwDYTPkuKSQmRQanEbOJnSRoXoKjimQ7MajZjASNU05IcOhYUl+NBr7xLT65xBk5xt3xi7jJeYzA6WVxyzEurknwJbLJeNrIbMg424wyKZuExr9sTZHmHaTM9VS05RPSFW0cQjxGLHyIdl53xTU4cPAi82YZ34TZWDo2qfZh2EQFdJk162xn3lpslPEEgdfF9RKCcpfZnAKNWpUcDUsoTHfhe+2YmT4gdRk9tVIbcQeyPIWuKAL4Gq56vc573/teyj/1Bl7gPIBnQkVlWyGbWquHroPh3nqvat+lS57UIeMQg4hVyvjExsGtxDgmpicFtdzaa3KekFFa+F0930Y1aFV88mFE3/dIyBHjsCLTtCgReF3mDyklskueZZllQyZoSJXIeHgmpBY0s5Wb/gxN31T8d842zOqKyRPiWnFWCmRKKx3Hx41Aj4mCoVRqZzCxERq4DKhTxUvV/2UIHZ9J0RuxfkXoW3T2OhNDOmseRqd3MzhTx7plWpQJsdhtU6FOhS4BTrwN6espLoK6OGiiybMOmeB7a2vrac8zuGYagiiKWFtbI4oibnrryznd/wj/49X/N/cU7uAO5wFeXr6bicomR/I2IbGCpnKlO6w012CgDUN28bUgCQH1KQ8YkgQtRCjNcZcUpBHKMJrZBipJVb35p248zLLMMFdeZW5hhdF8qGKTcUGukyw8CBfMrm08UnhRGtTRscQuFx7M3cpHV7+NQTvPjfOPUDZtTjhnmbjY0e8LDHK9wAEhqeiJzTTt7+2ATAirMkUw0mN0p6+6iBvs83aAuuUVdBh27umuL4WGpDf01qrFAEZXQp49fYoYl1WZYgOl06Vs8FA8GBFGKuo2MCl2tAO3/cxF7rjj26/ZhmBv1et1PvCBD/AvgC/8xrfhMiCQ4c570myqG4Fudqfm2p35DGvWQhgS0M+QwZ4JicS3dzR6cSvanHRjsALGMAOmKG1OqXMa8pNkSNbzclBDW6SdJQWG9tmlu829qOINJtiQcW4yZ9S8Z++60hTBruj6IjBdamK95rY5SEe3NdPQk2hf9TZmTJhzNF8hzXBQKiP2Ij48yVVMm3kuZqz9EJ+OFFiWWSqmpcIxk8DYSWpRg11Hm4UuBcbYGZ7ABbpFQ7EjqqMo7rnAP/Wsl2p2+sop4JJh66OfpHDz9fR6Pa7FSpKE+++/n9v/+a8y8spX0vypmNSbvy0jpIhiJV2mR4QeB+nHYWjrU1tckjWButpSwWGq/L88C2PP6+1CktPwq54f0MejJSV6BJyXOULxs7hm0PXFkuVkbMsInomoSQPXxDbgS+/4jQ6qsqlSj4C+1UVEZriGGwp59fFTnHjqMqMkQ5omDcbMLgm5zAGQkKMzooTSWbNOnoh6UKElJVZkmlWZ0nVBDbxaixl3nbJpKwVUFmwY1yiBUWHhtoyymkwz6WwRFLq4Js7CwgK3RxD39LozNXwJf9G8nkuXfvVrPSz+wbpmGoK0tre3iaKI8D/U2XhDlY8ffTF3/9uXEv6Qz7xzkZfMfIYj5WW8CeAJMJvo7jCN3uyjd+Yh6j1O0DtjVz8ne9cGFp6R3T24qfjFNgOBpWmNgxwTTh09zJ3xd2TjKt8JGR1Z0XVBhSE+uIKO9NPHKdvGxMKVJM0wqMCDyS2E7y/CGNQPVRkxTY6ur2qWwThQFZJpOFm9jg3GKVfbjM3uMGZ2CcIuLa+iB59sMVLp06kamAB3YN0QWxYWktP1CnbnBwybqL0aDNskmCXDC2a/QIzL2WRB97sSUzdVCzn1kREwo3tODfZujJhnRNRsWisrK7znPe/hjkuX+OSvv52jh86SN5ol36ZEIHoSTfecvgkzRf+47DJq2ozb0T+QCfjSk2uBPGDwUCV+jUYGIorsyTU2GgnctMRAzSjwaUjVeqgTWlKiawo0pEpHAjApcKiRiRqX5KAND0qzAvSPH1luXZsSTSlRwyG9iS7Qs24Kh5JpUzNN/V0shKYw3mDeLDNnVgAlt6Un7NQfD3qcVE2DeRK2zai2K+KyJlM8IicYkx02ZALXxEw6m4SeR11q2Sg8cJSI6CehKuIdB69i45VdyXzhwNA9lKFztYkWm4L4w5N/zh9dw24D0NXB5z73OYIgQH7iP1GnypjsEhs3mwroyqlBxbSz4y2wFlkAV6ydz16wy2aItnbjmHJzoMr/ipt9zI1jgo5kug2DkPfBK0YghgifTSbYkhE2ZQKHGANsMkFHAjZljPO2IWhQhUQv8BNmkxyJtUQOp1qpDqcrQbZCSKSfNTMeIQk5a8vV1UCMo+6XvB53I6bBKDt2RbBLjMMuFabMFjEKBwKyY3hbRtlhlAsyx/L2AZ0sFUJqo7p2AHTKwQR1KoSSZ45LdE2BVZlS+63sKCxKEkJRjkaMS+w69GoDwik9EQedAYOfP31FYFnXXEMA0G63cZzryXVyOKcdJn9tkt9qPACzhhf9y0/zS+X/zonKWUaboR6QrgyjN9OR+N7rkY+9+93z+fTuOEb3lQP0pJF+zLUrhYo2A48dPcC98R18NP5WbnLOMGm2aFG2AiYz9OfucRdQRJuKObRR6dhAJqvclWPCWVmANphDxgaOOCrOia3WAOgWHb3rEp/QRHQJ6EoP/BTh6WQ/MvR1bCUezI9vAwZZQmOMfdQa4UvmCVZx5R4RZDpiPQeTuS43PfcMoeMRJ26Wopb67xkR/V9KkYRsYvPSl7+UO++8k1brCkhnr0Btbm5y1113cfjV38LZn/kUzjfHjBzYwsnpBS/CR7DZE6KTg4OywohpUjZtxrp1nAFEBUNgJ0TptKobdME35CXENWpBKodtgq7Q9wUvUL7/mpmiLlX6+NydfDP3tW5nELv01mosnFiiTYmOBCwm82wwQSBd2lKiYPrUpULNNLkks3RET1qHzUUKRufsiSSkNEPfREObL4YY126qXGuq0hM2NXXVTFY1WyHVO6TCwAEKOkpFkg4JY+xSM00WzSFSm+E2Iywns3RNgSWZAzE825xUzQNVNmScmmlkqYbuIKaf9+hJQN6PyMXCoAheuk5jz//vCRgzOX2fygHhDz/wY0ThLz7NR83TX3Ecc++99zJ2/WmMMSy86EWsvv2H8U1oHQgerpNQ2nOhT7UwulaK7Yooomza1MImgbUBphZqJwdBvoffT8il65eOPT6s9dX4QrHTpx5ok3k6OcGfDb5PV0ymwRi7VE2DlpTYYZQtGaFHwITZpI/HmkwzYVQ3NsGmvm9QN0kunbzZN0zOCvSG6669qy+TuQ6ooc6bWpsaTWqmSc00VBNgK7W1KhOjx4xZB2CXCh0psCVjRNslyKkOYcxqvLZllI14gla9RFQv45S6zEyt6YSAUVyJGZNdyjL8WWOyo8/bdakXdZIT43J38CLuu++TV+Qm6ppsCJIkIUmSzBa0trbG5O8+m1wux+5vjfH/Pec5TE19M9dffz3f/n/9V6Y/2FaxYR8NKbJ3vVKxjIIKl6etWaVopg9Isb5F9gRxAFWgJuxc5/PZ+DncnXwz9596AbVbGyzIktLV7AnHdAxs2cYkfdWLIOMQzQqefV4Sgol177ZypMZSeFC72HlD2bQ18Ga8yETRXlk7hpKTsDC9xIzoqCoIexSbCSaEqNzhSPk8B7e3MRcMo7shIyN9+gGwpesLYyNEJa/jVXFTDzuZyMfstW319XsNwnVH1miNlbTZwCOgmyV5SV6tjCRWZMlQu/Hj7/+vNN/wBt74xjdes2PZp1a32+Wxxx5j8o03MTMzo8lz1Soml2NqZIT3/sRbmL7tAnkiGlSZkxUKps8CORXADcAYGQKFOoAPxb7AyA55Xwl8uSSh2BTMFhRGDO6gg6lorv2qTHM6uZ6tV/wu/VOnSBJFH5Vf8xou/oaGtrwv+S423jHDDf/6NB0CXEk4vzLPwdmLQAo90iCjEm3VQ1j1aWLULumZ6LJRf2yH/5Gof7psOozOrxH1PObNRWbMur271GbBI6KAsgQqtMknERWnbYOUHGbMBnkrjnRJmDSbjJldtmVUYU8E1Klmscdj7JAnotjRLjkXJ+CoBTP0B4T5HJEf48aCM4CcfeqpGK6IIAPBDAzbR31GX34rl65R2+FTK123Anzuc5/j+Ct3MZ7HTqnEg+Uy0c0vwP/pe5kx6zbLQF8cvdg62b81nS/RleTec2VREcXeLkNrcgXaB4w2CR3ojDr8knkd3X9/miRJ2No6x5P3fC9JknDRcTDGXKbbEBEKhQLf8b3fy13/7UezaO9bnNPEaAhQbMMpfBNZBkGCa8KMUJi6KPaux9IaMzuUj+/Q7/mMjW3r9MCuSgKj59YZNhizLh6XmCDp4Q5iuv5QFF0zdQpTdWrHGiyYJWbMOnNmVX+mk+DmYiKbex/jZtbYwPSoo6mdKaUwNkPokloaNXzsLbfdyeLi4hVht1yTDcFTq9frceGCJv0tLi5y//33AzA/P8873nE9N910E8973vP4vlf8PPnfc/Vif0iU04+1+qUsgjV0zw/DqUFqxUuPpwBkVJQgOA1n5BifTZ7L3bvfRPLXCRu36B8ywiPywc+hb5KWhXNa152MCEzBcmWSmdyGaky7dp9ZgdPJ9SzLLNSgdGCbIn1alNiWUSb87jBfoW+Y7rYgbg2bmL7BhOBNw/GD5zGLRrMOXGAaCjUw56zWIJ2e+FYnkWJF0yzzkT2vwd7XITGYdeEm/wnGKjvMyUqW6nfMWdSfmYFI9kCKAPpwy7//JOaXr23x1lMrSRLW1tayE3Bahw4dInoyYvVHDsIAluaPsv4tEzxLHmZVJnlW9RFLQ/Mpl9qZur5gR7c9Kdj4Y73QDSZ2GI379CsQ5nMsyjx/Gf9L/upPv5eZ37idpaWly+4oPvaxjzH7nbOICKWdtzFTqXDq2R/OGuHkUwkXbj9K4ZY6/XqJjflxElxrpdSRa8o76Ns4XMCKGvVENsDBwyPBZdxsM+Ouk5Qc5s1FDlraW0pTLBptCmbQRsHrRZTzClXq+9pE+ERsywhl2tzmnKJilKK4m1m4ArroTjkNiwGNu/XDAW7QIOjqe7wT6GTNjQckOT28803IDyDyVctjQiCBX45+ge3t1z2NR8k3ri5cuJCdK9NaWFjgeZ97HlNvfw3Pcx7U5Eua5E2o6FwKFKzzgPF1ykGHfJrnAkQ+bFRq1PI6PXBcw8/97g/wwQ9+kFwuh+d5eJ7H2tp//4qCo1zX5eTJkyx95qhORacG1A43KdJX2znDi37qrAGUwiiXpx1maGCja5AZs8586SL1YpVRGxRWo54liKbe/8loS+FHQLk50PVqpUvOUyvuUbPEseoiz3FOMW3WmDHrBPTYlhHmzCWoQrda0LhuK9qsmYZGRIvmoYyYRpYREpge5WafbkXf/3WpXtGwrWdEQ/DlamlpiaWlJT72sY8xMzPDb/7mHAcOqDcvVYkDGGN48YtfzGte/x6Obq1iTqIj/tRpkBK46gZqgpwQ5AC8c+KfczY5wsFkhSU5SG99BFNIMpuUY2KivIOfpi+mTIIKasU5ABemRjmXHMYNYiYntimkE4wReFIOsy2jmDHDWHGXwHSpS5VtRiB/SZWoIXpRv2DXESntMD3BDYRCx2Au2oZggOYWHCDLPtBERLK4URL7sZwFO+1dGeTsKNtFG6Y1g98wzBd3ODSxgxSFbuBQfEIw51wdHaYe771iXx+e/ONXMBh87Gn4y199tbq6ire1QP4/6yJ7YmKCJ27/NOdee4wv3nAzL3AeYMps0iEgT5+3fvonAHj1n/8sS0tLuK6L67q8+MUv5sDPPaEj1skGLSny8f+sjPMvfvFXMWs/zeKXQEM/+eSTl8Gg5ufnecEvvopqtYrv+7zfeysyJvSmRqAt9OYDa+dy8VAvum6VostV/LZS62RqCavRZNasMcC1NtlNYnLUTIMa6o4ohl2KdofkDqDQGQCC5/eZq6yQi2M2zDgjpsEBs6LwFgeWk1kAOuSzE79vFeeg71vTsZOVdKIHDByHwgCivAVytQRxwMtjY7u1QX70e/7yGTO1+sfU4uIiFy9e5MAtn0Ne8QoOH76ByZ9+lAptOhJkEcEjNNQREPTIB2GmYWlSYiOZ4NG33MEDDzyA7/v87d9+iMXFxa/pecVxzOc//3le+Ovfx33f925kPcfy/KwNuMrvseaGWWOQfS/Du+10cqkfd3BNwqSNCPcIM01OxXQoWkVCkHSVY7ELUhwQu2Q4+CAn4EHBdDnCeY45i7zMvcfaFddYllmlI5oVFf1KgUUOZ0LfGdYzp4NLbJHh2izn4xCvZRhz67jFhJYpPe3Ogr31jG4I9tbq6iqrq6s89NBDX/Lz99xzD7/920U8z+PHf/zHWPgva7gkNCnhEjNmdniJ8xlGmy1+PfgpPhq/lJviM2zLKNtmVIVNAzB3OJxwzmr8LD06fkBxuoPZw+KRaWhO5Fg0h3k0OcZSMkeLEnOFFWZm1xnt7tIKSkSxCk3MURgz2/ioPqAuVY0iBhVMDsBsoYFGKRFsz12+2QKzbjBL2jRIH0xf4AJDTHJKEEtzHmDPauUyzfDQoohtKpoANlTKhXIeWDOYs7qSkD70Q2h1DQWLcS59f8Ib3vCGZ0wK4j9UURQRRVGW49Dr9ajVb2b8wXEq1Sqro6M0SyXiOCaXyzH7hefjOA53RxHnzp3LHicIAt609ruMjW0T0CfCo/G/v5P19fXj68DqAAAgAElEQVSv6C7iwoULXLyoK4IXvvCF8CzbHG4JFFRp3qZsvdNBhs7skle7lA00ciwTLoUouUab7ILpMmrv4so2nrlDTh0VSY+uU8DrC14XokDIWSImOSXSje6GkINw2mfCbHHjqj5XdybBdRI2ZMKuDrQhKNDLQFAmBHYMxt4kSmX4uuQS6FnBYakZYSxAJ522rX1riaWlpX/06/hMqSiKOH/+PH/wB3/AkSNHuOOLd+B5Rd77xl/lxPhZbnLOUKbNxG+2aLfbeJ5HLpfjwz/3raQo7Rv+5nV8+MMfBvi63dF2u13uvfde3JsFcwusyBQnJCC2LgDQhiC92KZj+S4aDuTZc6ayFQJcibNpQV/U/gja0Ka2TADfDck3B5iuAYRcOkUG8AWNiI4Yd5a4ITnLd/bvwhkYvA3oL+SpoRyCSbNFy5SoJ1U2knFAV7+TZitze8yZFYJQNRgA7BgKA0Oh2eQzn/1xBoO7vy6v5T+m/sk0BP9QRVGUqTjf9KY34f+Oj+u6OI6D4zh4nsd1113H8ePH+fjH30a3+z+Yf/LNzJkVzsoCGzIOOZh53gXmnWWmjDKxuxSQ8Q7UdLSWS+BibYxlmeFkchOnkxNsyLhe6E2VjhMwG6hatkCPGdboH/Eomw6pz7tHMKQwWuW0FC1pMNXO7I2HTu/Q048nqNAnnVikAUsJlpDEkOaYft4lgzyZ1HOboC4F22gQDoVwZsvAGgwS6PWhFRqaQME2G28u/ySNxq983f+O10p1u1263S7r6+tf0ffdeeed5P76r1m3x6XjODSbza/4BCwypJ59Pvk/OOMoPW4bzIKhREv3mEyobsHec6UnToCBOORMwkAcEnIIgm8vyhqf20YEQvFZlWkEK9JyoCcBTiWhmO8S53K4g5gAAXSPn+pXUosmO0Be8bRlabNLFfb8rDyKhe4W8+S7fW1g05v8ClnzAtB1Crp62Ym0sbWTK9M0/NZ/eRUXLvzOV/RaPpMqjmOeeOKJzBI88t73sjYyQjyhTo7FxUW2trayr3d+5VcwxuA4DktJ8rSMtgeDAQfvfD4rpc+xdWGK+LAKBrcZsTSDxCZj6vkxZWXoqkAt0G2j3vLA9HApsM0IT8hRWv0SrXwJZWvp8VGjwaTZ4tj0IlO5JuJC7ILn68RJ8pCmcBbocchcJL9ip047huKCujTSx/FFG5BWs0TOVaaBTixG8E1Euduh0DS6VnUE00wF4+aK8zD2G4IvUWEYEoZ/N594fX2dz3zmM9mqYedVf8Jdf/xHlKttNlfGISfc6jzCUXPeRolGtCmxWhviQV0SlmWW08n1fD65jfuT2+ja/XDLFMGoxatAj7LpMOesQkKmqE192ZkdMNU5lFHy4t7pgGuGVj+D0hHzJtMGpEjlLAGxw1A46ANNowLHGGTKWi79IZcByARw2aoitBwEizDNDaCQh8EAomSINHjf+953RUdhz5RKJw1frzLGIC3RpLcY2BbMLepR36XKQJSF4Fq7V4pQBsXEphHJ2eOJITBdPEKqNEiMS5sSKzJpH2dAlzwRPgNxKPt6XOf9iL5vffDNPp5viMpCYLr4JsygYsvJLC4xU2bLQmocUpZBXRRDWx9rM1nZ0glEB6Ji6qfPsVuDFZlm1qwNz345dBWYg0t/dekZZYn9Wmt3d5fd3d3LplR7K30PP52vmYhw/vx5Dr/z+Tzvieex/LYfJZRTbDNKHo0K17VGknFQMlqnbRBcEvr4lEWPt2U5wKWHjyADoTFVpTlbop2UaUiNMbPDpEU+u+Nns1VELe5j+sq3SDU+A1xmzXq2lpJRUWAcoIAxJ4NB9eolTC5hozxBl8A6O0JWC5NMuluUdvS1FHuefeTGg5z80Mn9lcHVWqm7Ia1PfvKTuD9Tovtvazb+0lC+rs28WbZKVUNdqpYypzxr34ScT+Z4NDnGqeRGzj16XO9kbtOgmPFkF8+JGDc7VGhz0KzgOnHWDITiEeHpHXwOtTX2jdofUyFgF3UmuHuY7SnxqrgnSCSPXqFHLIkxjUwGteSkHIIYmBbVU6Rpkl2GRMU9QUrSBXZEQ5IA+koqHAmEchdcB8w0DLafGQrua71EhNH1W2msn8bUDLTBK/XIE9GTQgZS8k1IQXqZgBCEvvjkzOUXgpxlLOZNlO2g61RZlgPUTJ1YFMU8wCE2LpH4eNbfHtv1XK60i9cd0KrkqYja4agIO+N5luKDHHMWM8FVSB7f9MHAdjKSvcc2chOUvTaTZT2x9/HJEdNihAsyx5TZ1GPcvoc2jxT5qz/6T7z73T97xf8G+/UPV5IkLC4usrS0hP/Pfp/v+Nd3E4qvYlJrdfaJspF/QOo00AYhdR6ku88VmSJ5MNFz4LrP5qVZduZH2J4cZczsMGdW1NkiO5n10K3EBO6ArhdQsByEAa6uxuydjlT2BpIJfXxadvVGPYfkYHV2ii6FTEdwWk5wzFtkvrpMoQOMwMfnn88bv2WD++//lSuaDLvfEHyV5TgOR48e5Xwf5FOJRQ0LGy+eYMxsU6eGBorMsipTDHCI8HEkYUdG2GBcMbZW5R0mPqHj4Zo4G5PGpschs0yBLl0CRb4aL/OGA0MNgGtpbOnFPr1rF4bK/vTOPv2crx+TFJq0phMF41rgUogCi1A3BSOiUKceyJZtIIRMfyAHdNzFwAxpjnsIiLkOLP/FZ/iTP/kTzv7arz1df5r9+gprY2ODG973Es79yL0ARH2PFmXKtBhibf3Mjpaq+RNcQkmtX3qnFqKMdhcV1/bx2ZERWpSI7LqrZS/8oI6FmmmAKHHOI6TsdKi4mvtQsHP/TsVhQyZYlSlu4swwsc9+DygsJmXwl9E9bew4BNm+TFMAl+Qgt3BaJ2ZAMgp/+Yf/kbe+9ff2pwPXQsXDuGtXYqvezxFbrkLKtdAvzaGZB3psdqWHa2IaUrWprmhE9xbE2wHnFo6zcWCbsOSzKlNsi5LVfCK6TgDFLqFlEvhJSOh41EydyIckJ3SCfPaeAQv+kgr1uIpYrtDy+izhjEfZaRPjciY5pljxoEXFb/PxkZfw5pdd4Atf+MIVj4nfbwi+ynJdl6WXfxouCfHHY82+zsHya2f5aPxtfDR+KY6JufHXH+bUqVN87P/5f7nplpMcclQc1ZKynhTtBdx39S6pRpMps8Wk2SLE47BzkYq06UiellFm92FzUUf1aawtDHMY9t54D6w1KGUKpFCl9PwYPuVzW1g9gb2gd/c8ViUVF1qAUd1Ci4x9HhXFJ8uOURdDH4W9uAYpWtBOBT7/+c/zxje+8Yof6Pv15UtEaLfbSBtMCWjnaUmJMWcHn2Ekc4yTebJjXGv1c21PeDmXALRJiMRnSQ6SQoTKtKjRpIwCqSLjk5Mki11OgbOSw2KQu+SSBCdOiD3NdqiZBmPNJm4lpkVZx8OiaOU0EMejz2GW8SVkjJ2MvJeiZhNy2gjHcKZ2iHe/+908+uijV+w136+vrozRG5IQXwmXxmDEoPHjSRYnnOZaGIyNHS8w5CsklE0bc6NBlux5KAbpAW2hUOxZ5Hhv2HigQC03jnGdhFrLOnmKbQqWaNmxwUsphjywuPEWZepbVWjbBvRSQDijz78lJT6bPJe3DX6I5Q8chhos/MJLePTRR78hK9X9huCrrCRJOH7Xt/DYY3chAmYErp9+Gbf95LP5YL3OF7/4HzHGcG+vx8bGBuOfOo5z3XWM3nILn/jN13LQrAAGCspQ9Yko0ss8qpPJJi23xBzq3+6aQiacOWBWhnf9e3Pd99zcqKfaXHbRz4KVOsNxvmDH+44KYgAFFAUGGkDPQpl20a+z+GezZYZhR0W1McpB+3P3hvel5cOp1/81f/C61+03A1dhbWxscPMHXs7p7/sIUhcLl9I8hvApf9AhYjnOnKRp43D51yV0yHNRZojJMU6VAoprnjZrSosjTd9T21ieiGLYxQygErYpNtMTtmEkaLLgLDHWqeN1oOx2CAJrJzNKPYzFVYY8KjasSYMBDuPs2qnCwAJoukR5+OBdb+GBBx7gi1/8/afpld2vr3vFqa0wR2ItsGm2gS8heRNp4iUxWMFpqntRCKzSPs0NMbLl6DktFWEPYMpscsKczTIPAjQUrNzp4Ifg+k1ydr1ajgeEPnj2jVAMuwRdYaKyRcm0aUuJMPFI+t5Q3xXDNqOsyjQhHtOvu4d73v1aupubAJy+Eq/hl6n9huCrrDiO7R3FwxijWdjtdpt3vvOdf0drAIq23dra4gtf+AK3PvggZ97/TiZK22o7KGh3mx54NdOguj7Ar9Wp5ZpseyOE+LRMiYAeh7a2M/Lf3rt+E+7hA6STgI79XMeO79N0Q/Z83GZus4XCmRyjjcKufk5axtIM0dVE02DWsasBNEHyhCALgrkIxBZIZMWFJjbIcxLe9KY38ZGPfORp+ovs19dS3W6X06dPk1yf4B53deeJqvoRwzBytpfBXVwTZyFEvomyuNx0Ueuid/DrZ+eRnrAzPYKXD5mq6l4/MH0bl6z2RIcEz4R4fQUFFZs6ysXmjMzkd5HaaQpb+viFpuAHekEI8RljB9CTbSwuBTSeu2sXvJNmk1mzQU9p/bw5+AH+1y//Mk888cQ/GfvrtV7G6GSyK4U9CGwnawIC08dlkKWNpikcHYJsjJ8nZNJscWh+iaWHFhDkMoHpnFnlBucsNdMEjOaSdDrkLfcl71riLWrfzhfJbsaKuwItmKuuEuOwwbj+3EEOU9KwL1zNOYjFYZtRajvvZHt7+0q+jF+29huCr6GSJMH3vwvfV4vi5uYQdvSlSkQIw5CHH34Y85YR+Cngkg95aB3SQJlt0WSs2lSD0PUJQk20K9PGl5Ba0tCoZsgikmFIDTNY52B6se6kbHH77zpDYmDfZFHPgF7A+3seO50utC3BMTa6NlizNsNUSFMGuU7YnCoy5XaHkJc0g74C77z5zdzzZ6/fnw5cxdXr9Zj55LPYOXqK1ZdPsSiHqUkjU237xiEksimFmiiYqvzT2huXDEpYlEuCbAvxdkBcClie95mc2qQhFYqmm8XWFhgoGXHvVGvLumLshPbATkOpmUUgNPhToX0OsQ2tcTMGfECXirRpUc4io1sU+en73kzy/pi5999xGaxpv66NkrZeUNMG0CUhJrEcDI1rjcFimPfCinJZY1szDWZYY6m4oKLunL3A5wwzZo0jZik7lgt0KTRR/VTftrs2sZaBwSQKuMIY5cF0DHNHNQQpsQ4I/aFgbHTBBTmoYtv+LLe3337VnBf3G4Kvsb6cRfHvq8FgwEs+/f0cXDpIFEW873t/j83aJPcfuo0BDhsyzglnlnwSMuFtEUiPsu0CYtdFggHpOdjYnHdJbX9p5Z7y79xTPmaBRgwsvjjWvX+7A1EMo/pe0/jaLgo96oAZN3DJTiPG0aZgFM5NTdCSEpPukr5hXFj803s4d+4cFy9e5HU/+7Nfsed+v65siQj1eh15JOHc4jHiBZcZ1qiZJpNmU4NYzBAX65IQ4uET4YvuaTNeu9nTHNSASyDrglkwlKttCvQzRCyQAWJcYiIf3dw+JT/D1M1QCGYDuHSCQZbEB1j3gW/nAF0CqtSkwZ//5o9y8uRJ5L0H6Pd67LcC12htC2fkGHOsAjBimsSiSwJH4iyGu2j0+PJsUmePPLE45E1ocdcR1AysW/5FyeDNthhjF9+EGfioR0BU7GujmmN40wR6Hu4bTF7IxXFGZq102zgDQ6HcVW4M6CTWJoAuX5hjJT9FfKpAu93maqn9huAbUIPBgE984hMAlEolTpw5w+njH2Xx3lkWB7N88K7v5MeOvJ1xs8u8WWbeWdYRLZpnHlT6+KEGs+QdGzNqk9oASygUcOzIPx5CiyS1DdrJgLhoLGysGoFy2lTk7Pohh6Y9NqyWILBNiIMNeBKkIvQkoEfA9vd4jD4n5A8+9Evc8/rX8653vesKvrL79bVWr9fDuTPGeanD0qUFNm4ZZ752kZQDH9qYYzcbyaY4WLXWxuLgmphQLFbWRBQW6nQfqUIdzDgcKZxn3lxgwmxRM3V8m6wHag9sVIqEeEz4dfy+vXNyjOaHpJqZlK5Juq5w8AmpWmRsl0AjwNEY3EeTYzzwv3+PkydPXtkXdL++7iVrwrnHj8NxKNMiT0Tf+CTWWti3TWpqmdXkRoeWDZFJ47Z9QkzNCqABajA3voJvQtpSoiVqYVyRKTrlAnPuKvmuPf8V1X1FrFNWSc+bRZAjwunC9QT0OCeHadrHAfT47QOXcsT9HPK4/L1T5Std+w3BN7ja7TYPPvgg+UcOkjMG13WZfeUsXzx0iPv+1bv5wR98F//CfJSaqavqVaBVLOLnQ0JXZ6l5gIIoOjh1G+SxHmvshV9stoF2sIJ+nMAGGsVAXzApYCNguJJo2pWE/W+poDHJo3ZK4Gp62JPJYX77h2d56KGHWF//JXZ39yYi7de1UEmS4CaHOPA78yx//2fp9qss3zHLWHlXxVlEGplrkmxKkNoMU+FWl4QhKU41A+fjKtKG0tQOh80yM2aDKbNJYHpWkKjfm9i9a1cKUIHZ8boem3lBxi3FMI0Qt/jsvd9/0KzwbOeUhkTRomzabMgEizJPv99nv679km1BTgnL47NMjW9Ro5mtrxLcrCEIxU6vTEjOYugByimemAin1iXp5zWjZcwwgwLldqlSp0qO2JJkCxSLPUr5Fm6c4FZ0RJtvSgZlc+MYGRFOjR3ms8lzKdNmWWbpUsDkBkg7B207ze0JrKMwuauo9huCq6BE5LIwlccff5zl5WWihyMeevUt3C4PUaHNqEnn+BC4djRbBOjgxpBzgI49ae7BGgOKpS3qN6sg0X5N0dILrQhR0ilDzDCvIP1YOjGoojbEcU18JA+T9RZuZcCTT17gscce+/q/SPt1xSqKIra2tkg+HmOmXNoLo2yXVLmfEuACsYlwhMTGyU7IMa7GYdgLdMoDON9bgL4wWdziOrPIYeei6mLs3dpAHBKTI8RnQ8azcW1hqks+jAi6wsXaGDkSZnK7mI6hM2K06QgjfD/ClZgFs0TNaRDi4+zZH/9tcvt+Q/BMqR7IJSFaKrMyNpVRXDEQi0sfnzwhidW8+OIRmD4tKZHgUrGgocD0KNfa7PbyUAJvvMWcs4JLfNmEYIByLWrSYOA64EDoqW1wkm2NLreHWnM6xwPJbdyT3EGNBm1KQw1BG6QvNj4ekkXB5LnieOK/r/Ybgqu5BrARj7PozoMDNRln3Oxk8CKXGD/WE2qYd3DjJItwzWrPCgDQkZZrdQGuzSyI7Sg2ZRAM0PVDUaBnVCDooAJEizuWisAIyCgQg7MF+Wp0VY2/9uurr06nw8z67Wy0vwBtw2p/mla+TI2G9X8zhBaJT2S8PVYvS3YjxjUJJdNWQVXOMGdWmDKbl7EB0hWEY4OROqJxsWXabJtRfD8i8HtsyAQ+IbWgQXEg9H2NYfb7Ca4f4xOxYM4zby5aWI1LVwI2ZZzl/gHMV6j12a+rr4wxvND/fj4XvwfZFla3p3DHEoooSjhdD/Tx8fbAtBJxMCjbYmB5Gj4RtXyD3cIYuBCU1H/imjhLzgR1sLQgaxCw/y6bNn4xopxr4/cTYtdlw5ngi4ObeSi5lQmzSSg+YaxjV2mjzUDPTjkWJdPtXC213xBcpdXr9ah417N6+2O89a/+Ha859r8YocFNzmOUTNsKDdsEnQFuDCGJBnCkO6r05ii1H7rDfxvrPgCGQTJ7gUUpzKi/h2PgAhjoyjACOX28DkjFsCpT9Pvnr8TLs19Pc4VhyOrqKvF/3cLbHqPxmgkapRFaUyXG8jsq5DNRphvQE6zCWDD6OT0ZC0V6mHmdSB1yLupxaxT9mpZPSNEegDXL0O7jsSHj2de1pMScaeD1E4gN+TAi58Z4IeSTiJrToNbUA3u7UqElJVqU6BLQWJyguG8tvOYrDENOnjzJS4s/xN/M/jnR42XOTR2jPLXNXGk1E5YmxHSlQN5SC2NcPBNan0GigkOJmWKT89UjkDP4NksjsDkyPhEJDg5xxuOoW7FAjEvLTvtbXonAU4LhksyxKpPUO1UoqiUy6nnIYM+lNodqvnoJgw8/zilzat9lsF9/fyVJQrvdJmmeJbn7Rk4fvZ4aDcbMLrOyxpjZxSfEa6kGIM45QIKX7GEGgAoILZ8gCyLq7xEgpkFIXS6jHJrQXvDTz6ePhUE6Am37c2zK4fuSt/CHP/9bWaTufl37lSQJIivEf1WDNjgvc2ncOI5/JCRvQrsm0KhZXyJFHe/RFvj0iVFgkLvQozbW4KBZoWaalzkMfBMR0M1iaafMFkV6LMmcomNR+1ZAl5pp4rXU/lVEkPwAQkO5GVEmwjQM7WltTpdlluVkltPJCWRJ9sO0niG1s7PD448/jqyLRrmvQ2thjN1b2nj2GOrj2eNreKHNE9mlVkwBRRiPml1MWUf2vj1x5gmpUSc2mqUI1v2ClwG7XBLqVGlJKePHtKTEkhykJSW8vDoZwtin2w70xskFyRtMFSiBs+Uw8flXsr5+9eCy9xuCq7jiOKZW+276609weusGamMNjss5mpTU7hVGanNx9KAP8zkK/dhOCPagjPtGXQUpabBjEwkBcnan1TC6akhhcyEYxwI7MkKhIKG1fwVoSt6Irhh2gh3uu+++fRb8M6wmJl7N5sX3IG+/Du+QBwXDZn4c90BMYGNm90JiyrRxjTYDelelcbIzk2vMm2UOGiVvBqaXrQrKKDkwxc6W4zaB0+VROUZPCnpixWfBnGe83slErhKC8VNAzJCc2T1UYCk5yJnkGGeSY5yUG5EL7DcEz6ASEb77gX/HnSd+H1kHcrB9YJTyWJscmsDpmpg+eQr0USWAyg4dk5A3Ia4MGDO7mdYqXS8UTN/GzQ8I8UlEbYxpamHRdCll4VoqXKzRoC5VLiYz6m5wE8LYJxm4JG2bWVOwgXTj4JRCkraH82fOl/kNvzG13xBcxSUieoGtQbReYvNSicdvPcKcWaHitCl7bYojG+BC7DrEbroXQPf9vrkMXpRNABL2RBbbi32LYeBRGoDEEArT7UKhYxSK5KIpi3WjscuAc+PVdWDv19deg8GAjY0NqtVX0GqdQS5YRXXPZ237EIzZHVPsUp3ahfzuZQ1CGigDugaYc1Yo0OOpEiqFHmlGgh9GFHcSmGhTl3TsXybCY8GcxzTBdLUJVfuXICUwDXTylRPqUmUxmefB5BYelFu4tHgYuST7zeozqJ588knW19cZnIlxX+rAJYiWyixxEDdnm9NqRyO3jQKv0pTOvIR0rNDPZaANQV/ph9syyo6MMM4OBdNTe61JiHGoJ1W2ZYQIDwxsyLidGER0KbAh46xZHHGekHq/ymDgqHYgTY7NQ2GqzuHqRc7ccvNVJSiE/Ybgqq8oivj+L76W9zz7d5FLwplbjjGTbGScbXc8ZizcJXYtNrYoSMUMWQMDgziiTUDeOgxiA2U7MfBtWFFoxYQ5YO+1vahe20KsIy8goxwaR5RrkNu/+3qmVhp8VK3eSOOPH8F9iYPTczHbghnzoQSmbEjGHNy8noi7FCzNUEFFdaqZI6FHgSYlxNIOfUK6RhMKfUJi38WtNNlwJlgdTBPhKXZWHAW8BFbQiuViVAAfJcV1BCpwTuY5I8c4LSe49PgRzeRwr44d7X59/arValF6coEb/Bt4uPHXyJgQ9ctE9iaoV6sRLHQp0AXTJhKdaGHU1ZInokeAKRiSdWHz3CxnFxYoJx2apsSU2aRgUcixuNkKKxDNnEntiB4hHSmwyTirTNG18d6DgUPU87EDCq0yzFVXuMV5BO9oxEru6roEX13PZr/+TvX7fR588EGSwwnEsHb/IU7fvsVUsknLlCiZNr4/FEtJoKmChJYl4AqmaMepAUhXEwulbwWCPrrf8iWbGkh+CCGiCOwq/EiKDA/sCpktkZzQbDbZr2dmDQYDdnZ2cN05Bn9zF7nWjZjrDeaAwUwZmAK5Yeg6qEuVrgn2/HcFlwE+EVsyamOSPSss9DKBokusxMOgwJnkGOdkngJd0gjblpRYGa9RHm0zcBxictSpAJCIa0WIE3wgfjl3JS9h7fFDUBhw4/FHeKR0K7k/3D/dPdOq3W5z6dIlBmcHuGsuZtpgFgwcMJgSrNammBrftFZYXzHZ4tCiTMHYUJc8sC3IouGxwc3Uj1fZMGMsmCUmzSYuCV0ClmWGFZkiR5xlZIR4FOiyyQR1qbLFCC3RVNpkkNNQoz5IC+gLzoGYZzun+A73bp4jp3iL/6WS4L5xtf8OucpLRFhcXOSmD7+cU4c/DLOGs8cXODqyRJ0qc7LCJFvWwiX0K1AI7d0/AkWj6YUd7MXdKI441pAiKvr/UiTLPqBo6V0Tgvhg8vo9Oi1A7YoTKLa4CVSg2WxeNUrZ/Xp6Ko5jXPdlVM+NMtme5Im1v8E5bj83cG0ivcYQ50T3tTEOdalmToE6VdV52cMzMmoP9CWyTAIVbS3KPEsyx4TZJk8fF0/Z7zJL2bTpSoEOATsygkfItoyyIeMsyUE+nLyM1bsOQluovKzBK9yPMHnjJg943pf71fbrGq7V1VWMOQAfd/A8j1tvvZWTL/sQUoJooUxrrIxrEjqiAtiBlb3WaFKkCwVUh+AKsiasXjpI94UFwoJvY5M1pGs5mWFZZgFN6Ewb3oJNi+sR0JUCrbhMPHAQQPoeDAQaAnXIlfrc6pzm2917+NA7foko+j/fuBfuS9R+Q3ANVLvd5vTp0xzcfSGXnvNZepdqnKkeo2zaHDOLLLhLWeBMt5gn3+2rWNABiqLOAB/okqUkSg5dF1TJxqkmBHZskxCCHMKyCix/IMBS40AOiP73OjAFjbsbV/pl2a9vQMVxzObmJo1Gg+LKcfyTPuVymdXjn6f5shKupC6DFGus4S4zZl2PT6svcCXGNyGuJAxsNkKKIAY4I8e4KLP4RASWRr8lo5yXOTTuxaAAACAASURBVAL6tCixLSNsywgBPRZlnrNylDODY2y/a4rkvgQzb5j+nnVe4nyG7V/Y5VPd7t/3q+3XNVoi6udPkoTBYECn00HqylCRdWGLUTwJSSOTe3akr/HbXSgNdLW6bqAtyAWoM8HZb1kgdnSVVZcKy3KAzXOz0DYw1qc61iCOXQrFHlHfI45dBgOHZJDDyQ1IYkeJhAOgrlke5VqLZzmP8Lfx7bzjHe+46lxZ+w3BNVLdbld94Z9MMLOGM7mb8MZaPHvyFMuyhGtiyrSHgTJ2t296X+YBHYZ6AUsgFMAUBUmxxxXbCMQGRgQZsY9bEWQBJBDMOQMT0PlQZ39C8E+o9oZ67e7uwv+MeeyGY0zMblkgUcxAXKLYJ3C7+CbMbIVDEeHlupOuvYOrS5Unk8PUG1XWq+PkrS1xWWYJEn2slpTYkAlalBgzO5yVo5zunaDx4ATJ4wmyJDBumDcXuefXv4m/+Ivf219r/ROpOI71PGWFz5sr45Rn2xTpkifEI8TBxSPCMyHVqV12j4/pRTsVALZhY2OCYErR2rtSpb5TReraNBjyNAZqie22A5KeB7E997oDnIJDudqGapv+vEdvvAaLcGvuNHWp8tbv3uCee+656rRX+w3BNVSdTgfvnjme1X4uD73qTsL5EovfPc8JOUuNhrVy6UFpYvRuvjuEC5kOQwDRXrZAmm0AkPEKDNIkcyjIAQ3twIX2tOF07nrqVJmfWuaDv/OvePTRD12pl2G/rrIKw5Dxz99A51OPs/nCKZy8rgeSgQN9Hw6tEzi9rAlIIUbpyBXAGG0I6lLlvMyxLLP06yU28xMAOLkYN2dPngI98nREU+RmzDpl2txQOMvKHQ12bhmh+alRKBkmX/tB7n7yyasmb36/nv5aWVnh+Y++ks/d9h5N2LzkE816eKaOYyOSXWKKdAnoMZbfoXHjBMnjOtY3JSCGZDtgNT+FXwgJez5Rz66ccjYFtp+DNHi2n9M1qwgYjySXcKJwlhc4DzBXWsEdS1h57hQvce/j3v/2fB588KNXpetlvyG4hkpECMOQhx9+mGfJK3jo+Xfy5HcdZsnMMeeukKT2gAF6V2+ZA1kTkHq1OwyjZVNOQax6AXIokyBEo2Z9NLfgiPDEYVV9P5oc47Pxc9mSUWbNOn/2lrewtLR0hV+N/bqaqt/vK4r1gEtSyCGCBre0IZzyCPyehQ9FBKanYCITE4tLzqjeoEvAlozyhBzl0v/P3pvHy3GVd97fU6eWru6+t+8iXS1Xki1ZsmxJxsYyCo4TGzsYAgFCAlkg8JJMkkkmTBYyWScLQya8MLxvJgkZIMAkZINkQhgWm8VgHNsEY8B4w0a2EZJt7Vd3v71W16kzf5xzqurKZiYkjC3J9ft89LmtXqqru0+d8zvP83t+z/wG9JLP0mAtdAxdPXhpxoCAvo4BjUfGhFikhelweJn4Kj4Z57ce4+9f+HJuuev5fOQjH6mabD3DsLi4yCOPPIKe0FAT6Mc13ctq+L7KnQsBYmHMsNaLGeb3jLN0ctK06rYLPic1/X6LfqlZoZW+QKrzaILwLRloW40VGiZgr3cfv6HfTvOTIL4i0M/PeMsd/54//dM/OWPHZEUIzkKsrKxw4MAB1CHFY/9+CyempzilJ5kQxlK2NbJihIWqqHEVYAarZ/4KZe90NsfKliA6D4IuiGVhusyNwML5IQ9n22nrBl/KLudWdSUnu+vY2TjAYPCOp/w7qHBmQWsNc9rkYSOzgBvvdk0yCFEjtiyWYaExsA2RUi0JrehrgTEe09MkxxqmJcK8Rs8Z86zZxkb6G2t05kbwGwOarTZ1v5eX4F4p72JaHGPrF+f482e/hrHX7uFklSZ4RmJubo4Nd1/O7sFubpt6P0tzo/SmYmLRy1NVkgyfjJZYZm00y1JtsugQ29e5poAapry2YefTkg082L+pNXgb2OgBhhCM/BfB4P0eh2+8hY985CP89//+TmZnZ5/aL+NbQEUIzlIsLi6SZZ8guPP7+foPbiVWfR7Xm2jSYTo6zpbpI0yIRdaKWcIkIe5qRKqNsPCAgEUbQVjC1G9LTPkYphRRrJjyQyQwAvN6nHltSmqO6g0cPHAxw98a0p39j2dUc44KTw+SJIHPKvyNAt2gmFk6MDzW5MDEVhIR0BLLtPRy7jnf0zVTfqiHPK6nOaXXoLTPmj3G0fDE8lr6j7eMeDXVtI9NwIxmOOHT81OC1pApMceEWOCqQ/fjfdHjrUd+nt6vv4kTJ06ccTnaCk8N0jTlyJEjKKXIJjKyPTGPN6ZZ05gnpkdmOxgq4dHTxi+DJcBprlLAtz4rHYHog06tc2vfPq5A9zGkoYH552OOA+z0DqAv1Lzx5a/ms696FQ8++CDDM7yfhlDdw99UCSbrm5/Kc6nwLcLzPHbt2sWht3+OnXsfxCNDYHKqO70DTIvjrBcztMQyCo8V3SQi4VLvATbPzEMbxILtLx9BtkvTiwX1RV3oDKwzXO/SDGlTXvMjIzzr2O1w+SVnbOirwlOPDRs2MP+8+xHTAjFqXDJ1B7w9AnlFnzVrZ5kUi6wRs9Tp5x4FJo3QY0ZPAsZzfp93N5d4+3lcT3Mw28Kj+jyO6g0cn1/HcKZBc8sC6+on+U7vLl7l/wN/m76SzeII3yHv5hf2HmX//v1P87dR4UyA53ls2rSJUz97D95VHuOXnKQpOyQEbBLHqTFgSY9wQk8x8+fr0cdMO3jhFncnsI4ERCBqNvIFZrM0o9FL4F0mmLhmhvZSg/5f1NFfz2j9wTLP+elf4FOf+tQZpxdQ3cNPen8VITiLkWUZDz/8MPt+5yXc8xs3mhxWBx7cKHjwqgs5TxzlAnGQMbFMWzd5TE8TMuR5chP71t5Na2qZNcxS7yWsxHW+kF3BCT2FnFS2TneZLd4R9rYfBCC8yUPMCDZ+vscVSz/BzRUZqFDCqVOnWHvrs9i4cSMPPucmmCzKuNK0xsnJTcxs3MT45hmkVCglWTg2Cb4iavQYLDXZuPkIV3p38ZP++9n66Tn0szIOr5/gK9mlfFh9HyutBguHGka8hWlnO6vX8OgPfZwP3HEHUsqqmqBCjizLOHz4MDv+4koOT97Jwrpx1IQk6QfELaNlWcZUEDCH2d03tOlG6EzYBpjyQQV6FNfdGxqgD2uyr2aIliS4LiH5yhTNd17I4uIiix/y+GSanlVRqipCcA6g1WqxZ88evtz9MHpOI6YE8oUSsUMgrlCMb5xj4dgk+qsSGnDFNV/mxf7NTDHLem+GBm3m9QQfVi/m8WyaJUZZ1KNsEsfZ593NlfIu/v/rjgJQr9cZGxvjlltuqaIDFZ4UjUaDQeMg3sUi960gEogWiC0ib4WMAn3SvEaY4ADeC4a8YdO7eOPfvIulN0vGrtboXZrspRn/ZdtP8dY7fpXoRy8AIAgCoigiDENOnjxJu91+Oj5uhbMA9XqddN+jyKskTGHcWTcLE+ZXwBKoDyp0x5i5iXUCEWF6tThL9xTElDAeB75ATIH6W8XEo89iaWkJ3/fzLrVnOr5ZhKAiBOcIajXTrCPLMjzPOHZJKfF9HyklWmvSNEUIQa1Wo1arEQQBQRAQhiFCCLrdLlmW5Yw2jmNarRYTExN8/OMfP+PzXxXOHARBgF/yaRdCIITA8zyklPn9zrvC80yFTBRFjI6OsmnTJqampvLH0zRlZmaGo0ePcujQocrzosK3BCEEURQhpczHorvt4Hw1ymPVPS6EQGudj1PP8/B9n3a7TafTOevGY0UIKlSoUKFChQrflBBUPWsrVKhQoUKFChUhqFChQoUKFSpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoQEUIKlSoUKFChQpUhKBChQoVKlSoAPhP9wmcCxgZGSEIAi677DLGxsZQSpEkCYPBgOFwiFKKbrfLgw8+SJZlZFmG1vrpPu0KFSpUqFAhR0UI/gUQQrBhwwZarRZhGHLgL/+RDVsPcJF3B2vFLJEYopC0dYMBARFD5vQYj3zuVeALrn/Hj3PDDTeQZdnT/VEqPAMQxzH1eh0hRE5IlVJorVf9vyKrFSo8syFU9/A3vfplffNTeS5nNKSUNJtNarUa1157LV9693/ku7wvMiVmmRYnaIllBjogw8cjBaBPTIpHxJABAU06TIpFlvQI92SXsPm/9UiSBKUU73vf+/JJeXl5mW63ixCC0dFRfN/PJ+/y3zKSJCFJkqfjq6lwhiKOYy688EI2bdrEP77+rxFbFKQSUmGe0BgQ1IZIqejPtGAZvM09nvMzr+GBBx5AKYVSisXFxaf3g1SoUOHbCtU9/KT3V4Tg/4Dx8XEuvvhiJiYmOPH+XyPD44XyFlpihRE6tMQyIQkhQxQeCglAimRIgELaxyQxPZqiQ0/XaNPg69k2IhJ2egeQKCbEIiu6zi8lb2bP//PbeJ5H8FevYKf3DZb0CPOMs6RHWNKjtGnQpENTdJAo1r3hU3zmM58hTVMWFxfpdrtP8zdX4amEEIKxsTHCMEQIQRAEnPq+exj/vQWWD62huXmeNY05IhI8MiSKWPSJ6eGjmNPjJIRsFY8Riz5DAtq6wf3ZLra+/PUopQAYDocMBgM6nQ5aa3zfR0qJUorBYMCRI0dI05Qsy/A8j9HRUTzPYzgc5hGxXq9XRccqPCnc2AXQWq/6V42Zbx8qQvAtoFarEccx119/Pbt372b0V+aRKFpihYSAGn3q9AhFQswAgICEzJIBhUThMdBmYLsUQsiQgIRZPcm8HuMxvZlJMc9O8Q3WeydZyxwAbZos6VEAmqLNQAe0adLRDRJCEsxx14mTTIl5mrQ5qLdwd3Ypi3qU4788w+c+9zkeeeSRfCKvcG5BSomUknXr1rFu3TriOOauF30EcbFAtATe5h47pw7QpsHhh7axZucx1ouZVSSgKTrU7Pid12MAbBAzAAwIUXj0dA2ApugiSenQ4Ei2ga/O7yJu9NgeHWK9mEGiOKo3cNcfX0G2P+M7T/wwAF/8tx+CFuh7NboDYqvgond8D48++igLCwtPwzdX4UxFvV5ndHSU+QvuR2wTiCkBDcAX6GOaqY8/m9nZWbTWKKUYDodPehwhRE5UHZyWq4JBRQj+GWi1Wuzdu5drr72WDRs2MP7qT7JezKCQSBSSDGULM2LRAwSSYpC52wkhiTYTqrS7MQApTCrhUHYeM3qSU3qSDWKGC7xH2SBmiOmRIled05CQro5o08hJAkBdDBhnnroY4JHSJybRISEJUij23/DbfOITn+D222/n8ccf/6YXT4WzC2EYMj09zfnnn8/4+DiffO578a7wGN0zy4boJE06eCIjJEEhOao3cPjr29i44zGmxXFaLNMSy0gymrRpig4KybweI6ZPS6ywpEfoYYiAwqdJm5ZYAQxxOKo38LDezlpm2e4dYlqcQJLSIybDY6BDAJYY5WvZTg4tbaH39RbChwsve5BpcZzzfvNWPvShD3HixImn7bus8NRBCEG9Xsf3fTzPy3f9QJ4C3bp1K1//nn8ECWKPQFzsISe7BFHCcBASRAmv/YM/Issy5ubmuOuuu+h0Ohw9enTVe01NTXH11Vfz8Ve/B9GCV33gVzl69Cj3338/3W63SoHxzQlBJSrERASe85znsG/fPtb/XsY2cS9rxWeJRT9fzENMft6RA/d/j4wMDw8TzvJRJCQkIlz1XIWPJEXhE5AQMWREdGiJFer0CFid/3fEQ51WGeqjqIkBI3SoC7O7GxLS07U8XRHT48KXvoXNL6nRSn+G+dc/wEc/+lFWVlaqsNtZCCEEUkp27NjBzp07+fTPv4+TCoQPnoTa1iW2Ro+xVsxRFz0AUi1JCInpQS0FtE1tmX8+GbHo06QDQCY8agyISEpjfggMaYoOMb08MmWIrsrTZTG9fJwGDHNSq5C0aZAMQkQDvMkea8UcE2KR9K07WXn1fja8cheLi4v0+/1KzHgOQghBFEWsW7eO43vvQu0QiD3CrDwdIAIGQB8OYO4TgNgoqG1cZHJ0MR+PAQm3vOlH8rlUE7Nw4HyiP0jZ+9j3Mz8/T7fbZe3atXzyt97DJdvuY4pZ5p/zPSR6hEhvYeGWzVz6pmvzKrBut0uapvi+z8zMp4EVGo3vpd1uPyPH4zM6QuD7Pvv27eMVr3gF+/9tjd3eI2wVj7NWzOaTnRt8oZ3o3OIf2QW8HDUwj6YMMWQgReLbBIIjBwrJCT3FvB6nTYM1Yo4pMcs4hrVmOREwr1d4ZPi0dYMVGkhS6gwYFUvU6dOlxpCQJT1KikedgY1egNKSRYzm4GPqe7nru9/Lfffd94wc6GcrfN/niiuuYPv27UxMTPB3v/GL9Dox2SCgNtohrA2Zjo6z0zvABKtD8G2afCM7n/vnd9Ec7bAreJgWy4akiiHrxQwTLBCJhEU9ik/GgJBTesJqXvqEJLTEMiOiQ1fHnNKTHNLncVRvYLs4yLQ4znpvBqUlbZoAOXE4mq3njuw5LC+PopRk7fgse737WCvmaIkVTukJ7s0u4au3XUr0ugtYXFysxuY5At/3mZyc5IILLqBWq/GFF34Q8VyB3GhSWR4Zbd0wESUC+oOY5WNr0IeBCGoXLzE9epym6BBhopsBRZRT2nm2S41ZvYYTM1Okn66R3ZshdniM//gce2r7mRKzq16n8PLo1+N6Mw/cdSl6CcLLDDFOOxHZvZJdf/QCDh48yNLS0jm5iaoiBKdh/fr1LP/513jZNW/hfHEHkZ5iQiywVswyIRaJ6REyJCEgZIhHSoaPsoRAkuLbgZJ6ZhGPEjPwfD8j9bycTPiZ+b/7Oy4WCEhoEdOkQ40+UZYgU8OElS/z12dOqCgg1CYdEJDQxOR0I7sbq9Ejw7cKA0tWhE9Td/BFxvfJz/D47W8ievNVxO/ZUeVvzwLUajW2bt3Kvd91I/e/wCPc0TEpIV8RN3pMN44TMmRaHGeLOEKTjh2ZHj4ZoU44JSaIGz2U8pCBGV9tGjR1xxBZTxAwJKaPQtrRY0L+jjgY7cuQUEikVjbKMDCP2ceVUIR6YFNkJhKGEERiyMSoGWstsZJrGEIGxPRZL2aYufoIJ95ygOiQZs9nv5evfOUrFTE4i7FmzRq2b9/O/b/7Ce6dEuj9ZpFec9ExU5XFcRSSpmjTo0Zfx3SjIYPJgEEtptHqMF0/xoRYpEGHUJj5LLLCbWmjsQqPtm6akMIUHN1zHh4eYotgPFqkSZuanceBXONVp0+KxxSztPbM0l5q0Gy1CWWCP5EhNyvqL3szg/37kD87RN/3P4Gfe0aMyWccIRBCsHnzZhY+eyd/vPFX2eU9QmoHWSx6tMQyoyznC7QXpkTJEKk0SVQs7MHADDKZCoaRKeMKBho/A0hJPc0wGuKpDJkKlK+RRkJAFM0x6S/S82o5uah1hva1AhgyCCGT5j2ULwm8IZkoyEjcM+kCFZufcCiGoIdIkRExzKMRCPB1xkCEvEx+ipf97qc4Jv8d73rXuypScAaj1Wqxe/du7vneGxAtoA9SKsJoiPQzmmGbtWKOJh2mxXGmxXHq9BnYyhaJQqNpsUIYDul1nSbA+GOEVuhqSGWCEub+RAf0dC1Pl4UkxKJvnoMkFEOkVsQMiOkR06NOjwEhMX2kUEhdRMRCEpqiDWBf0ycUJuLWFB1i3WNEdBh51SPE9Hlu/yqUUjz22GP0+/2qWuYMhxCCWq1GFEVs2rSJqakppqamuOG33s74xpMsHpuEjT5bLvoG68UM68VJxlmkR0yfiLZu0hZDPK1gFORoRksssZY5RkSHJh0Cq4sCo2mJrBA2RRpRrDbC7e4lNRb8dQQbO0yJWZqiw5hYxiMjIUBpCUIYwqolLbHM5toRlqJR2spUbY2JZQKGTIlZzt/1Dxy9bQN33vUjrP/p/4+ZmRm63e45GTFweEYRAifImvmLu3nxuhtZZJQ5PUZdDGiKDgGDVbl85RcCPyXFNzmqBgSeygCB1Q3i+wKlMqKE4j674AcrGu2nBOEKStrca2KPnwCeIEIDLgKREfiOgJjjiFSgfc0wGoBnIgTYQwQM832iRDEQAWjYKQ5QF32u/J0eIyO/xm233cbNN99Mmqb/2q+2wrcBQgjiOCYRB0n+Q8C9Vwj3kyKmBM1RU+bqrlq34Locq4kpmfEUYnbuMT1i0UdFpspFomwUoCAOAUNCJGCqWJwWxRx/SGhLFd17hQwJREJMn5h+HpJVwopvRUaiA1PaSJ+1Yn7V+cb0kEIR6z6hGJJkIQMCEPD3v/V6ln/ijYxunOX7/sN/5sYbb6yI6xmM9evXs/AjX2WwV3BwUnBwAuREj6kpE71ajkZRE2bABjbSJEVGU7eRpKRCuikUiaJJxwpfVwzZFD07Pot52XfzIh4IGBIQ6IQtfoDcbQjFOAs2+jrIX5cIimiBUDR1hy0c4aSYMlEz0WGdmCFimGtrpsQse6/4Evd+6nOkfxGx88PffU5Xb53zhMBNslu2bOHwn32B8/Z8gSnuZV6Pc0qvYZJFpsVxmnTshFmwPxe2VzYFAIah+gzI7EKeyTJxsMLCDFLPHQN8X6N8SGQhEEzCgDYNFNLkyEaWkSqj5pYAF50S4Nux59tTE2lBTrw0Q4YpkU0tSBRRNsBLM2BI5nt4XoYvMmqil+fjXvqGv2PXrt/jqquu4iMf+Qhf+9rX6PV6354vvcK3jDAMedaznsXXfu/TtPYsEzcWSQYBKpUkg5Bmq82EWGCCRZsHja06xYgHe9RWVby4PL6ZZNuEvgnzS7J8UnQL/2oCkOTagVAMS8fUxfOEYkS384iAg7RnZJ7jgTYC1wmxkL9PmVSAEev2qNHr1qg3+tTCPq3zD7HdO0j0zufy2vFxPvrRj3L06NGKuJ4h8H2fyy67jG3btjE6OsoHXmPGhWgMaIy2WdOYZ1LMMyCkNxUzd1yyNBhlvLZAjxpN3UGKDF9nNg0gCQhpWkJQtxGp8nh26VcopsbV1VyKJt1c/1W3ES73GmyEIBHYxG9GjR5rhaLvSmvpspY5M4eKhBRJV9eoMSCoJaRbajz23s9z2S9ez/33339OVm6d04QgCAI2b97M5ZdfTv19L+Rl4p2c0FN8KbucNg1O6UnWilnW65M0PWPw49tB6MgAwMALVx039eSqby71PPC1HaiZOYIGJT1kmjEIYBj6DGSEwiMhMOZCumHKukSbNPRMLlZ2CAcZSWR3eoMMJUH5Hgkg0wzpmXdSEnphbIe3iQl4KFJP4p/2y6Z25+j+ouGCF/wul76wwxVX/Al33HEHN9xwAw899BD9fv/b9yNU+KZw9dIXXHABl112GfPveRXX8xl61Eh0gPJlvvgDtFhmrZhFITmlJwGKvL8OUeKJv5sko8XKqhJYtxiDBm0qDMxzzY7emV25xTsnHtqGXTGTp0sPDEVgfAu0hxISpb1ch9ASK6t2d1Jkp52feU+vrvKSWfM559gijtB6S8YvX/DL3Hnnndx55508/vjj5+zu7ExHvV6n1WoxPT3Ns5/9bD7x1l9Gygw50yWoJcSNPhNywWywRIcl3aJHjaVolOX5UfobaiSEZELaMaEJCImEB9qklSKRUKOHVyIDQwJgiJt03SM9XWOZUVZ0A4CQAS2xbNMMLhpmIl7GDK6J0l6uDxsSkuIxICKUSS4UB5OOUFrmuoMoGtKLoLl1nvZn381zXvwLfOlLXzrnSOo5SQiklKxfv549e/bwuV/7O76y9zDfz6fynKcpk3KTXEjgDWlgBmSZlTpkpd23gQ8e+EqRSkMj8MCXT3hpvpinUtIjItFmN3dCT+W+AhMU4VUZKpRMULmpxhAlPZR9Hxmm+EqhASWNG+LA7gbNuWb5+YBh1kMCOrpBj9hWSAxwHgoSxbOv/Sk2X7uGxq9fz5dfdwEf+9jHzkn2e6ZhcnKS9isfov3mWVTwZbaLQ5YwhnlIH4wIMCGkSYe1Yi4nlC7UWogBg1URLvf7tsRyLo6VKLw8H+tcNT1AmzEoeiTWUMs930UhEmtWZBbuLF/oUzyU9hgQInRxPiGJiU6sUodbglEiDU3RoYmmifFEaIllcy1YAtP7yUcZ/zffQT17Ay993f/LbbfdVqURnkIEQUCz2aS95iHmv8dj8TKP/VcpxpgzeqZGj1pjQJM2k2KR9eKUKXcF+iLiZDRgONNgsMGMa5PMVCAg0okRalui6FJdbuymloC6x8sEtU2DFd2gTTOPbLVYJrKiV0cEAENMrL+GE407sqDwbOrLnAsA2rzGmct5vgIfUiXZKh7j1CfewqXf88s88sgjeRO7c0F0eE4RAicYvPLKK9m7dy8LP9dnTn3VVg/M2VLCIT3P7Li2iseYErOMYEpbiuoBM2H62kYLpLT5eMMGfbtD8ZThj44oaMwOHgwJcLcdEh3mk7lJWUzmgz+0wq5QJyDNpJohITS3HZv1CQhkwtBOpl3rPyBRZEgbwi0IgrJlPYuM0tENJCZ1EDOgbomRZ70R9nr3sfbFP8r27du54YYb2L9//zkxyM80+L7P6Ogo1113HV9+6zHOE0fyMeAMhZSQ+cTXsNUDMX0mxAI9XaMlllD4luD2SxNpmke2QrvIjosFMi0JhdnxN3XbVqS41EFRWlujTyqkeb7bMWmNs+V2Y63FSk4+Eh0ysGdgjufR07GJTuTluwWhdqTHTb4TLOAJlaezzA6u8P1wfgrXe7fS/uvr+cFfmuTDH/4w8/PzT80P9gyF53mMjIywd+9evvDqD+KnQAvEZsHk5lNMMk9N9FlqtAByPUqTNrHom5GplwlqQ4h4QhpAamVrWooIldOsOORpLe3lGilHKJ0FfE/XjCbF6mXKUTA3znrELDDOim6YPEFAVgAAIABJREFUxwQm4oXZVDXp2IhCRERCQmDM3hwJlgmkMOyH0IJd3sMcveU/wcnLeelv/gIPP/wwJ06cYG5u7qyeM88pQrBp0ybm/v4+tu35E+riEJlusEUcMblXscCkWKRFMUEZk5QFRsUycWYYrZdmJiyvzO4eICCFkjhFupy+glSuXvR9N4eW708yZDqgWe+Q6IBEhLRYLiZXsUws+nnINFQJiSzSFMqmA5S2WTHh5aFbV1PrxGSATR2Y/ycEDHVIRzdMrblQaKvKLY7vMdQhbRq0f/QePD3Fy8TLWLNmDXfffTftdvtf/qNUWIWRkRF2797Nvd91Ix//AclmcTDP1bv+AuVdObowp4qF2QFJoRhlhaEOTWUMy3nky6AQ+bVYNscQHgFDBGa3leExzgKx6OU7cSUym6DVZMInFj2ULqYIiaJGP48kxPRWRSROh3ncOXyav569BYWdt9MYuOcGIskXBTNpFwtGi2Xaf3Qpve9+G61f3MbS0tK38+epYOH7Prt37+bhV9/Cl3+gT+h3SQcBfjSkNbHMek4yIRZMrYAY0tU1etSIGBAJIxxt0qZNnbrsozbOWoOr/qqdP5Df5wSpbn4GUGSgNVIUjq+AKcNmSKgTYuHl1TAxJm1WRBJsxE0HDHRQCGp1QXDBXFvm/TxS+5quruVaHCdkzAbFZmuCBTZOHeeT/+a9iC0p2X6fvW97AQ899NBZO2ee9YQgCALWr1/Pvn372LZtG7O7/0fO9mLRZ7s4SEusMCkWWSdO4ouMaU4w1AGBGFKnR4sVgoHZ/cvULPRC2X22SxH5pdsOiSAItdESuvW4J0BqCKGcLo0GMKFWSCJTDx6KhAkWkGQ0RduWYw1pJh3ibkYSpiSRj1QZKpTIUojVEYNi4TDh4Mg60Ln8m8stO76qkHR0g0AMmWCBQCR4qFzJ7pi3RMFvRzxHv4gdv7SDD33oQ5Xd578ScRxz3nnnsXfvXm75wzci51IaraU8T28mQqNujkW/yNnbfKubEGN6oGGSBXoiJqZnCWUvnwwdFNJO2r1VO3RHHAohrbIL+9DoAkjR2kzUShTCw9ju0hSeea1ICkKgIcnHXQjidEIgV03obtI3osPCje50YuRQvj0hFnn1K/6O7k0v5sYbb2RlZeXb+2M9wxGGIRdeeCFff9s/suE7DrNWzNndvUueGttrRwikVsyKNfS0KaN2vhYtsUybBg3dphb1aNix7cYDsOq3thLuVeeSIkuaA/P/ECP4a9JhLXP0qNn0VCd/ntMPSHcdIYlF3/TwKJ1Hpr18/jTE3IznoQ7yzZZEmZTypKAxsbxKfJ4hoQYbNx/l/C2Ps/TCt/HKX/wrbr/9dh599NGzrkTxrCYEjUaDq6++muTvXs+1/sc5oRtM6AXqwohGfBTrvRnTlZBlJlmkJnrGkU0UTC9OekQ2ACAUZuHPxGoC4KJYCpD27wBQorgPoAtIgVB5gtccFwgSjS8zwpElWtEyvdCkLkKVEA5SpAK/CyKBqA5hYk5AyYTEK2xjFQW7TnRhJBPZBd4RhZ423vKBDQWHJJzSk4yLRSKbc6srszgMZMCEXiQRATHmwml5y8y8fQ2PPXYFN99887/253rGIo5jrrzySr74jg/Q3PgIWzjK0gaziOWEwA6UUJhSwQyZG7KUd1Dgdv4rSG3IZEssETPIiUMOq/IfiJAMiWfTSi2WAfIJHnS+AwpJ8gXdTbxghF1SKAKdkOHbyIIi16KIQtEd6uGqKofThYRKe4bgaGUNt4Z5tUJBWgxBNs+XNEUnf70kQwrF0fdcw4t+UnHDDTdUFTLfJjgzrAOvvY1oR4cJFlnPTJ76gSLFtFbMEdO3+XmTNnBlpbHoo2zaaUR0bCqhk5NEN4e5hdzdPh3lNJWDS49lwoxjtwF0YticbOgSQYV83LvUsSG8Hp4uIhMubdC16QKXxhsRHeRFxgysLnr5WPdQIM3fmB6TYp4Tf/xSTvzTf2X6Zy/lyJEjZ1UK4awkBJ7nsXXrVq6++mrWvv0CrpR/BuhciDXKSr4DGaFDQ3SoiZ4NRa4uLQSekOvHh1Vjs0wCOO3voPS8FEMI6hiikNrnpNgogkD4EPQ0AVAPremKBDFw7ytggCEUIRCBVArpZTkZcAPcTd6OyXr2c0ulSGRxf41+zogX9Sjr9Qw10aeZdKh3M1IJzRFj5hGJhBVtdmx10WezOMrydS/h4YcfPusG99MNz/PYsGEDu3bt4o7/+gHWbJgBtK3DN7n+0O68Eh3QFg2W9AhhHjJ3TbUUp++WY3oo4ZX0Awm5S6D2TSMtYYbt6ROts9vWmtxm2+VcPaslcHC3uxgv+ZooHDGB3J7bw+RtjRlWv7QDzPLzd9GswlzBPB6QEK0qcSyIktPFOKGjg8JjWhzn6J9dx3U/2uEzn/kMSfLEBaXCPx/NZpPdu3dz/6s/gXeZYP3ESVvCV6SHXPrGzaNF3n+waueNLlJANetX4caoGwduXJxOisvRT4eyELz8fCeQdRoblyIAkLYc0UQKDGHIIwkuZWrTEeb57j21KYXVNXstDhllmR1TB9ksjlJjgETh2yobB5NSGzApFtl51YPsf/U9xH+y5awy1zrrCIGUkp07d/KiF72I1ptCtohHqNsQ6ASLIKAuennToZTCQCUqTXQurF4WBAK41JbwSmF/+y3pchogBSKbHjAHMmmDup2FPV18u9Is8vgUkYS0mBdzJBRRCWVIgpYgUw2BmTwHNv8lyXLhWaJDu8PShjyoDCVlPolKoahbZt7RDRPOFX0aK5lJe3iaJgP8+klG5TKZDRN7GBOb57/ho5w69Ure+973nrW5sacavu+zbds2rrzySj76xt9ntLlAkgQkUUgoFonpU6ZWTmwqbUjTt78nfPNdUo3eqvGbECBtbhRd2qGfRoC1teH2SPNJt2iiZZb301/jl64XZb0Myrl97FFSJAKQpVyuiXQI8jRIKVzsHELL6Y7yZzWSs6Iu3Lfv4dJm0+I4t77/LazZdQ/Hjh37Vn6iCiWMjY3x3Oc+l9t//gOIjbDm/ONsEDO0WKbGAIGgEJb6+e9bJgimOsTMxS5XD+RkwD3fzVlAnh5zOP12MT6tjsrm+N34cHO6UwyALpUsFlFVRwSatJEiK/Q2whHkovLFVSc4IuG0CU7U64iRV+5kiyKyVTUA54vH6f5mjPex89i/f/+350d6CnDWEYKxsTGO3XgTrP0bWuJozhJDEqaYBXhCC2FDBpJVta1mwtMFKz2tZFBG9kYppaVdlCDF7N5laUo35QaITKM9TBcvZZ+XaoSPud+RAhcBUKX3sPeLxJCP8scIRILUERGF2rbcWlkh6RHT9hrgQU8bmZm7EAMK4Zpj5SQYohIJgkQTJClNuTof2x7xQcLG/wwXfe4i7rrrrif7WSqU4Ps+l1xyCQ//0S188dKDrBczRhG9XIfIjMcm7TzaY/5GJERIreiJOA+jmgX4iZ0vQ5GANjt6t5NO0aQY1XS5C2dZ3T0gwM/D+d4T/Cl8srwXQhkDQiRp4WNBkN9Xfj0YPw63eDusCuWWJtG8uqIscrUh3AzP3EbhRIiAXVJqmF4j8AJ5K0ee/WxOnjxZeRT8CxDHMZdffjm3v+UDjG85yYRcYEwsG7c/0cnnziJdmW+fcvJWNpwqRzJdNKtM8Fyasyz8K0cFTr/fIa9eEYrMecQQ2A6zhmCkdlYsz/UuPVBE0Z5kjGhdXIulNGy5escRHmcoB5Yo18jTdU4PMY3xYviHN/0T8es2nTUprbOKEDQaDV784hczufZvmfaMu2BTdBixfteRMKWDPaJV6uhY9GjYcJEbcNJOHFJledWAQxJ5hAMXRirIgpKmwkBKa0dcWrC1b+7LKYJd7HVkd/o27aAt0RApDENnQ0yeltA+Vodgj2P/RoOEOCznJ9zbJIQiIbFVAuVymh7RKsWuaybTEsvm87tCBk+j5RMOvQrfK2/h0e/4Lh544IHKuOh/A9/3ufTSS7n66qtpXvYlwFSCKDykX8snSJcT7+mYLhEZPl0d0RO10s7bNXGRq3btuV2xIB9wGhP+98jo6lq+sEe2xMqVI2ZWSWCOn+algg5DTM7eNdFyJYxDbUL9rhune14mPJ7MscIQEhPeVdpQA9c4yWkZXAQqxJCA8m7QhWLLEQxlow8pzhfBiGYlGY+8//fZeMn9VVrrW0StVmPTpk184ac/yPqth9kkjjPOInXcnDnM5xC34wczBj1UPt+5hXBVhMBGqZyeQOGZXhnEdjyvXvSVpbeuYirVhTkcAga2bLurYyKrrxlqk9RSeNbs3RwzoBg7JpVRkBIHRx4cAXApVmcE5ip3nMMnGE+QZT3KwF43AUNqG5doiZXCwtt+spge17zwVr6+cSMHDx48K8blWUUI9uzZQ+cdL+JZ4suM0GFEtGmJFUZtKZbSfWt2MTAe2RgG51SvYWL6u5c1A1IVZYRCmShAOHgiSSiXIYJduLEkwHcWxVaU6BZ2H5JQE9oeB8MQMl8bB0OV0Y0jomRIMLAeh/axmNUDx0vBSzVBOMhDVW5iLvvTL+nR/G+NnskPiyLsFpLkDXGkysgkiFCDhMHqdSHHQEbWscvj0rf1uebANdxyyy2VcdE3wcaNG9n/ts/gX3GfNT8pJkVZV7bstfjuXPleqj2aIiIWPSsAtb0rUFZNcHp0y2hDyg2vMsJ8XLjd28DczBdz02PAKqRL5auOhKR23x7pJJ9gwezEyiWQ5r6QSA9XRRTMdWgEkeWIQBENKcphJYXC+/THsSZLRZjay8PMAwz5NS2Xje7iAnGQW19xD8E7N1Zagn8mPM9j9+7dPPi8m/B2CMZseqAuetRsIyqT8hmicoGe+V1CMcwjQEZIKFdFetw4cgZVpmfBk08yLqKr8l2Jmf+GRDkRHmjTc9NZdGe6IJTl6JNbjJ1ypSw2LF9Dp5OBhCA3MSpfs67ywM2xPWIWGaWHqfCJRML60Zk8VVBOOyREjLHMsTd8iehXps+KjdRZRQg2bNjAZZ4xGgoZMs6iaWEpVswOSFhrS+HlE5lnw1nNlQG+snOjC/u7Rb2UuxeAsOF/c7DCgTAasLqiwIb7RWizVap4XJhZHM8rGh6BsTNWvmQQmoGoQp/IN50VB6Hh41IVTY+ksrvCRJj2yiGYNsySAQGhSAjspDywzl0LeoyWWF7VqEmSEos+0xzPa24Te31KBUnk5+6IUqn89tAKNQeEbBeHuOpD34H3Qx4333xzRQpOw8TEBFdddRX37D1UEmGZQeZyly2xQiCK0ijX/jqzxC0WPcZKuVhwepeCJJbD+avD+65NrNnhp9r0yQjE0Ib2/VW94U0EIM7Dwd/MU6BMAtLSxDsshX1zaG1zvCbPr8XQdmD087GUmy8hc8tlF9HKBZEU4keFn0/cbtz3dI0Uj7ZuMKfHmGUN3ks9dv7jxTzwwANV6uD/gEajwfT0NDt27GD/D3is237Y+gQYMmAcJotyV2dTbQSxWV7i58r5pHatshObyglNClObpkF1+ig77gOd2GiWytO55VSELzIzzkr7Ijefl0sWXVrA6QtOjwAUFStF+at7TWbHZx5psmcO5KQj7+mR6x9qtHWDU3oNCQETQlOjz7Q4bvxBSEvHi+jriAEhW19zAP2OrTz00ENnfJTgrCEEY2Nj7Nixg+3iEL4w7v0josO4WKTZ6yBTUHLwhJ28VNZXYABkNv2eYqoAIm1uJyV5XwrC15TmQLPbd4Qhs0TXVg6IFLSrInAkwyP3JggAu8WzvDOzHvV+XhUx9AKCcMjQ2np24yhXf0ts6FYOUb60rZitaUvk43uKFI8+ZoIcEtKmTkBRlystH3a147lDne8+ZGatkS2rlsUkn2ovn8gTQnaJh2n//VWcuvYUd99991lXZ/t/E/v27eOOd/020+JYvri6HUyTbm4sVAj0MprClHY5hCIxRkMlUyCXly0v2JoiDeAgnQ7AKl+1PZ7vjIdQqyJnHpkh0XaScokJp/x3u30I88nUt+ehKERdAwpxl1k4TC26S1X4ZPlUvWqXpovUiMLLP69LAyBSm24o7Jyd26cL765QZ4lRZvQaajuWmLvlf3DxNa/kwQcfPOMn36cTzWaTx3/0Dk7+eJfNEweZEAs06FB39u4lH4iAxOTphRV4MswXSuMi2c9LZGuWyGqNNSuKc+MsML91IoJcc9KgTUCChw+2FNzpncwIjvJF3JlaFdGzNCekRdns0MSUhHpCRMvd766/gSW0LkLlPq/zJGjSzkmBmxt7GAMm1065KRbz6oVyJCyxGpuEgC3iCLe+9nOs/5NLOHHixBk9Ls8KQuB5Hi9/+cvZ/Z9OMmZrTz27wMVJj1oXSCGwnyZY5R9QeAHkcBEC5xPgSpxduaFnyYIyVQQica8RZqGPtY0yCEhA1LV5nxQITT7eRQg0FMZF0rQ5HkYKFXp5X4MhQ2qil4dEEzFkWY/SJSbClHo1wy5RllBf0XlJZCRTavEStRGTk3Z56HFhcoBGHdujKbp2sPbzsJxMM5Tv5ekR5Q9RsogM5GFaQpOzzV2+QnZ5j/C1W36dS77796vdmMW6deu44IILWBbHaNLFE4phKUTqFvpAFBOHR0qLZatcdlNOllsMs8pNslSK5QpbhALt8pZevnt3md7UliWCWYg1IXEpFQEmjeBa0DolPxSEIbMTKwBCgDbtaz23mAtFrFW+IPhkpMKzXeySVREJIG8gY47toTC+CwOM62I52iBRhqtr3346L5efSTK0fb/ImnJFowmXePs5/vk/5FlX/wpf/epXK8L6JPB9n1qtxvLFgu0Th/LxFzLEE1lpLJoxYqpGsnxxzMeUFU255znNyoCADEmHutE1YYiCLwxRdPZGaPIOrGa/5gii2VlFYmgiRs4yvkSIM0sCHEl2hDWy147ndn+WQIbWdMt3n9OWeRmLblu2K8z1J7X52xLLudZH5fcXkYOWWM6bKZXxZOm957z+Lr7y8rs578VX8thjj52xpOCsIQSXXnopTfFP5v+2VMkxx2G4urHQqnK+zCZQMap+DSbMbxdsAPzTTIiebA5xUYC+SRGYyIL9F2KEgJZkCKmNY6GHIRZmC1VUHmAG9JCAtm6QiCFam92kjzJGH4yypEeoiQEt7SGFKWuhB6JbHCeUML6UMB6bCovuiMgNj5q9LsoXhFajIBX06gIlpdVIZMZqOYWYDCgcEpGU8suFGh7MgP8++Wn+5+2/x9RFP8vx48f/dz/fMwLbt2/n1je/js3iiAmP2sx+Pvlgfl9nghKQUGdgduJuAhbWR8CGP09X5bvb5XK/8gJajjyY9xuu6uCG3emlyFK5liUAwmhtTi+lUkhSUZT7RcKYEaXCyydIRBEhcGmqJ6tWcNGu8rFdWZfUJec3izwkLDLjZQ/5pRzbRaVlNwjuc48zz3bvIF+5/ffZ+dxfO6tKvp4K1Ot1LrvsMu5+/sfwLhLURVHfD+QdK3u2Rwo44XLRc8XBRXSeVLWP7SOgJYEwgm8TSC+NO2HGi0DYKJIZA44gYA2Q3BgK7DkobVKYUig8XUQPJKkhHqdVXzmKXOjJTDovw88tkBOC3CDLRTPKVsiD3DfBEAWJYoLCCh8hnkDYyy3DQ4Y8f/o27vz8zZx31fOZmZk5I/0JzgpCEAQBYRjS07XchdCFqUwnQKvGtnOJEwRKm993ngCD2IXJNXFXm9x+Yk2AJKt8AnSIIRNN8vJB0TOpBB3b1xl6bCoJEm0iC9JGCDzAL3kUlOCpYpJUdmjmrBmjnO3qGis0DAMXDXytaHodQzp6oiAkgCi5CjdGoCG76DqIFYEe0fn7ix7UB5q0nhbfjy09FIn5/CGg/MymDWr5OTr/7yIvN+Al8tPU9+3jxhtvfMZHCUZHR/HEAiO2u98A04XSsxNaqj16omZ3LylNutRFL8+Xpkjb+c2Ey3ulS9OzqQG3UyrSOU9evx2R2CRRETU4/TlFKaN57ydoAZ7kNcX5KHw02N7yLsVg3ttMqmXhq6kaMGdSd/oV+51EwpR1uYW+HOIFpxpXKOGBNkRDCqOiGWgT8q3ZOcFDMSZM06V93j185s4/5fxLX3dG78ieStRqNZ797Gdzz+/egLcxZc2mk3hkJlWpJUrI3HmwR62IJgplegaUUgNgiEB62u+V4gyIPZO2FIVvibk/y59n/po5pq/jnEB2halqccfKd2u2asH5Ebj2xPo0fU1BaIuSWBerk6Q2BZIR2uuzjhFrOw2ESY2Y10ZWD5FH70hooazltinLdMTVkWaEtZcXEnLR9xClPa5u3sFX7vko2Vunid+++YwrRzzjCUEcx1x//fV4nlEkpxjhVZ2+YZVSMoxAlRbZJDIqfldN4HQF7Xqdnq6hgeZYh3p3QOhT+AWUfQbq5ljdMYGnMmpdUfgQ1IHIkoYEGHEeBVaTENlq7Kh03BAITRoikyb0WbO95yMbWvXy6c+otEd0B4+Mno5RSLrEtM+fpUmHem9ANCcQcwKWIdegKQCB6AHLILDpD4AVAaFGRkZQKBUmejGwMRXfGDLJ0PRPyGuBtUlvlPNsbme35q+v54rrT3D33Xc/I0WGrsPm2rVrCcUiTdE1uU4t8UVGZEP6GT497ZvdEsP8dwdy34ABqxupFDvsIH9eAW1LBlcvdJoygZN529jMlmW5Ui+Xtzdjy/y/vNMrpyjM+blSwWKMAnlkIyot/pFOrDJd2gVeoE6bapxQze3o3I4x1V6ugVB4DLRznTM13oklAR6pNeMyu70Wxj/DFyofq9d4d/Dp+z7Atstfyze+8Y1/0e97LmHDhg3c/YsfY+IK4zXgLH97usiJJyLIowO5l782C6FpU93BebiUu6qWfS/cOK3TBzdPWyMpV+2itFxFHto082iA1Iq2btj0RZqnIaKSF4XTS5ky1jQnAm2dlYgE9KmR4ZOQ5dU2EUOyUuTKsykKJ4h0iz84nU4x1stNlEbFso0GlufFzPoirC7RTBiSCFOps9M7QOs3l1l/3zXcdNNNZxRZPeMJwa5duxB/82P0vM/Tsm5RdXrGithOqHnzHqvMV1KasLh0XgMmN97W9XzXDdhFf0BkIuy5lwAKhjEoX7MSNgHIZIe62cIwjM0BAikggmFTm9sKkzpwdDSkaIoUapPaUBpP6Txn5XJwoRjmArS2bub2mq7FZ5sGS9koGRcTMKQVLbNt+jF2jhzBOwYsiuIzpVjXRCCyRkmAaGnSMejVfRIvJB72CKS2kQwb3YigV4/o6YguxjTBiWROh0QxJebp3vSHPO+H3shnP/vZZ1zONo5jlm/9PF+ffIjzOJqLi4aEOFMTDbaEz/wQAaaplksXFOoBt6gWi3j5tkcpdM4TUwZO5GV2JIYsSK2s9W/4hNe4Sb88oTkUIeTCZtY9LxTDVe9rUgd1FDIXrjoi5Cbyrq3tzuz5u1JJIzxUpSoCD2y/BDAkqGvLwczrzOTt53E1s2B4tjJhSLiKIl3nfY7wB3+Qv/zLv2RmZuaf/8OeY/A8jyP+nQQ7BOvlDGvFbGmcOM2QsxU22qa2Nvl/95tLbRY6ZxcMxa7YR+VkbmAJWcAw9wtwdftlb4GhjaL1dUybRi5IBFhilEib/gdK+PR0RD9fpG0qyy78OZEQioFNwyp8Gykz52RaINfyNspOywCwbAXeZTMtJ1wM7TGcX0dNFFbhpzdiKs7Ny8mDu89cX0F+rUsyvvDO97D1+c/j2LFjZ0xJ4hlNCLZt28aP/diPEcpbmRbHmRALjLFMS6xQo2d9BSi1KzYDple3fv/S5MRcH4AVGmTat8prRTRI8Gw0ahjC0kj9CefgWHIYJnj1ATKFYeTZSce9XxHWClIBdW10CaGdmjwY1ldXP4TJEJkOkHWFVKbjYCgT+54xLWG62p0QU/T0JCf0Og5kWzmqN5AQsF7MsNe7j1qrz/mDWZO+SEE3SgZJDYoIBZA0YbbZyo03CGw/BQnYiMbSWMS8HueUnrRdxIaryMDp9eIBCd/p3cV3vuY1RFHETTfd9IyJFEgpue6661ia/BoN2nkY1LXwdd0BgXwXY4RIS7mKu7wQe6t2JasvTX1aOL28qDuyYPY3ga1WkbmDm9SKPrVckFd2knO11+UFv6wXcQIx914SRaz7nB7adxGHhCDvr+BSFm6HNySkT2S/H6NvKAsvi0nevXfIkh6lTQOPzNpvZ6d9Dz5dfGOcZF/jKm6cEdPs71zEKzuv5IYbbuDw4cP/kp/6rIYQgvXr1zP3Mklzaj5Pu+Y7YqFsqZ2zpC60HVDsjJ+sD4yzkTb5ch+lCx1I3bV0t4uk000Zd8HM+EnoBn1qLOoRxkSxyC/oMWr0jAut9ujQzN8zICFD5vNY3ttAK6DBjJ6kT5yXXrf0Mj3ivKqrXKngIl9u8+OIaEzPEpog/5xgoh7umk1ses98ntWluaeT7sSO5SVGrReIYvvEIcK7380lr/tvfPKTnzwj/DPOWEIQBAHp3TewPfwNQoasFbPWOrK/qjsgYIRxmA+jJSSRAs+4SjmFKZjcvAkvLtNKlo1i3x6j3/A5odeyhOnaNck8LbFidh8owmRINLAeBk7kYt9XyRTfzet5BYPF6S2TgXBgyIufgFSF+6DyU2NaFCjGlBFLzXvjJDpkTo/xNb2Te5f20F9qsG7zcSSKneIAU2Nz1JNSuqKc9ig5JC6MNJnTY/SJjQ5D9EjrheYiCWFFG6OXU3qSAQEjYrWCNnXhaDtp1EWfdcyw7oc+zmtfOcrg5c/j5ptvPqPCYP+3sHHjRm77w3ezj3sAM5mkdrKJSGzzEzNWYmEmmBbLtutbv9AX2NRAeVFWq0R5Oi8XdMjzu6XXrCYXRWrH/T+zO5NyKmi1rkDi0g1u5+hcL4udjVrVErkcsVBIEhHR0kv4QlmhbEhTdOhp0+JmIMxi0NRtFB5CFETIfIfmTDM8urqWE4KabQgV089TKxry8LYBAwFEAAAgAElEQVQrjXW7OYXMd6MKyeNvuZYfDALe/e53nzG7sacKnudxaus9+Nd4jDaW8Wwu3LeLfqx7q0ggOLOh1Xa/TfFEx79ibJjQv+t5AC6aUzzH/Va5gyYFyXXXAbgxUB6X/qo0gMREAlZ0w6TdhHsvQzpPsi5Ps5oqgC5dItqWVKRaEokk1xL0qNHVhly4cdQSy9To5QZIJl1WCBzBXBueMI8lFM8rfzfG8MhEQOYZs/1KMuvnoGixQvevfoLLX3iSO++889vzg/8rcMYSgmazyc/572O7OEQoEiaSRRormRHsufGYUNT8lzwAZF2ReFbBXyIEAwLGxIohA3O6yLvH0PYaHM02cEifB8BOcYCa7ekdJUPibobomSZFgSy9fwi1RJsSRAWsYEoQJUVuXkKANk6G9nWe1R/kJZIZBCEMw4xWuMzIYgopTEwt0BLLjGmjbO23azDjczLdxMPbdvANvZXJYIEtU0epL+pCByFN2iPoGTKQeliG2qKvI2piwChLJJE5RyUliReypEeYZ5wZPZmHycpNoTIkg1LTpCYdJjzTF33aO84P//DPc9ddd7GwsPDtGQhnKNasWcPzn/98Dk3dZ4OtPoqhmUBESugmOBuebLGc22wbopnkuy2nBDCCJ4Oy9ar5/+owfWaFe2Am1SLEaf66XUgZzvHQDL0g74fgUCz6hRd8KEwKw1kLu+nfqKl1/hr3+oSh6aGhS7XbWtGmQYdGrgkYEFAXfQKd5MJEdwxjxR2YNBkjLOpRxoQkZmCXJhMmzjAeGV1qhgRY9Xn+HWHKZgeE1ESP6elpdu7c+YwrR4yiCHWxh7yoV/ImUQTCjMtQFF1TzZxpvAVc0ykX+q6J/qqwvoFLOXi5UZVDWQsz1CFLmFJqaUW1xhbYEg5b5QLQt5s2p1lwcFEGdy24EsOyB8AQ8nJuc3ZDO1Z8o1sQZsygjSh2CLR1s7APz3UTpnpGIPLP72M6Nw5LkQalZa6ZkPl1sDpa4FK+p/Qa5gfjrI1maYp20WwJxT+96RNMvfaipz2tdUYSgmazSf8tB9jn/RAtsUKz26E2JyARhYugi9L72iy8zjVQug5xXh4hcIPYtJsdUp/TiFnrKeBpdAxt3eBxvYmvZRciyZjwFtgijhD3BtSWgUyYxX5AUTXgSg5dXNhpCPL7LSLMuYc2V+928IVbS14xEKAZWxzkmoC1o/NsqR0BD3bqA5zYOMXR5gb6Sw1O6Unuz3YBkAaSPfKxomOibyMYiSFQQWgu6KbuIEVKk45RhKca5Qv7cQKzi9Mhp3vcp1YcVt73m11D2zpHmgXggh/7W15y+0v44Ac/eM7uxGq1Gp3ffJjHf+oLeZ2yM9lRSKtgHloJibk9KRbymmVXk53DfqllBbcRYak8RF5W7UMRwnQ53HAVafMIhYk8JTYU6hbofKHHXCPS5lfzkL/N/9ZP3wUKD9eHwL2ntP4FyWljJSQxnga6IAsJIYt6NA8VA0xznPPE4XxBAGeOZOrLTcA/y6MnRULBsGiTRjGOiQNt3BDL35F7RaY9RkSf2X+XsOFnfhd11RufEcZFQgiazSa9+OsEV3msnZrNRXPgrl/jTpgikfp/sffuQZJd933f53effbt7puexO7uLBRYECAgkxJdIipRCino/ypJsySVKkWWlnET2H3YpUWQn5bjk2ErkVGQ5EeUoZdlyKMdKJIuMKafsKlLiQ+ZbBAWQFEA8KAALLrDY3dmdR8909+37PPnjd865t3ehF0WQC1Cnamt3Z3q6e/qee87vfH/fx3rn0ic5WxwyltmKlDTszUnAn9pb+1n30S79fqiqKTKPTg7ISaWyBUFFyGriYUhNLGqsNpEjLTSM8nL6Uta+uVFEy8K2igI7T0bMWOeIyJ7IGwkYsvSFtBan5gZ+VL9AXSUYtsqJuG7arH4e1yeA2kLZ6AE1nw8g7QUuSUVpEu5944Pc/S3fwrve9a4va+vgpiwI7rnnHn78R/8btuWgY1Y7NUCIFgEuOdBp/Z0yJYEySchNxrEZ6oQVbFSsSk6sC4Y+fhOunRnyZHuOC+ZWLptTJJTeUCMtUJkfqDyvLx21qYQuY0YlfIoOmHXTbfpubgx7fgcpXSSyfW5CoBZFQKyUcIBw7raLZPGSi8FprpptwvWGx5d3cvlohwcnLydvB5ySXV7RfF6fR6XiioAsus9uJ98jyhRuW2NBVuakC6gSAwNts7ibbMycWCpfoRe2Kh5a6FarZS201i3DuzR6sviuXyopy7/Eu971rhcdnyAIAu68807CH3uMk+LSNQMqSTy06h9rt+B4hb2saEJtVs1WQmlufDE73IIU0Pq5FuGIebqBurz4PklxpdcuEaVJLBFKN/QY/BLfH9ezpjvOQbeZ6AlM2wf9THj9maZzKrTIQm4GzM2ImpBrnFC4Nyi5N3jUfw4r6gWpKUzMGnOPRI2ZWzKh2heH0jIwOgdjiX0R6xb8loDCxFSSsG55R28IHmD60Z9n687/lL29vT/ucr9gh4iws7PD/m2/T/imAHm5eH6A2/Qx1qa3V4wpeVCL2FicCW93D/c3R515gecFdLyX2j+fK+GWDJgztlyBgA2O/GPUVK2bh6FxhcqSMXNyWgay9NwQwEtUW0JflLuNOpWKpX2ONZmrHsISFDtfgcTfPU6p0BDgjIv696xvv4neVQ6ZcCFgIQ2B/Tc9VUxDQ0rilQkTjgg3Nc/EISAZS0piJnLEp37p73D2E5/g/PnzX/T58CcdN2VBMJlMOCfPMGPMwCwp04hBUENPDVA72Ry2hWALhDqxkJHtWdYEhKZmLHoySykhApMZ2IYHtu7moeblfLa9h6tmmy058BfMm3C49TLsbIxXzI9Km3/QQyoorF0ydEmCrr3hRr9YWABp9285EP/vUWMYrV3j3lOf42pwgrJNOB/dzvLJCfff8hr2dzZ5XfCZDqHAPtcCbXMAJIa0Fk5vTqkDbSW4148bAAMxHo4dy3xlwk6NErfGwTXGaIU7Zr5yunTs2jvlAm/+P1/NJz5xlqeeeupPde1v9hGGIef/1od5q7yLTHQz0sRCiwZIFzXsevaOaa2LcWYhzi41MKAlNDXOj8+N52L/O2azogK9fiar5Lz+Cc6dqF1M0Opo/ILYEhFKqwYtXgHQBbs4B7d+m6B2ryXiv+84FAAI5EY3oT22WJLy+fY29p45yR3nPr/ipOj5EvZ/lSw9opKxZCh6uqs996EmszKywmhB4OKe3chFZcZDlgzs9Xpd8PuMX/ta3vve9/4Jr/oLc2xtbXH4jSHBK4TBLVP6TPvW8kD22bSFvH42ie3Ju7WvJaKfsdrvoecM2DebXo3ghhYJEEhLawIK27bpTvdiH3e9x4XR6yfGKnGUwNe/ng6ud7mZgJ9DShYMvHpnwhHrHDFjaMPF1fW1IvEFhRYygS+dXQsiFaet6hwOtdAtCYlwXBp3PxWS+EwGEadO0JaCO1SdlD0mHOnflg/nyJtjM+ceeZz1N72JZ5555st2kLopC4IwDMmtLnYpA5owxKT2aN3YTT8NbkgtbEL1989JrSO3klhSy70eijrDOeb9pe0JH6nfyEfar+OCOctJ2eN18hlOs8tJ2SORijrsLJH9ht1Y4p79und29W/G/h31/m/TDz1CEF33N/jIZL9mh/bxtlVx9vQlzslFLsspstGSshjTPp1xntuZnlnX9+Ask2tbkCzQQqQWRTdaQwzIvPMnMECUdm/DseE3OURQCVBrbx6nXXb9vdpW/1OzTk3IkCWZLPn68JP8yI/8CG9729uYz1eJiS/ksb29jfzAHpuy3y2OgifXdRuutocCOnc+PWXrQtQPnopsO8AtAd2J3XDj6b3b0NXbzRUR0crmr4+NvBfA9c/jpWKeyGWXPBPgkghVEuvcE21wGMHK+3InO5e3AFhjoq74cIXQ1KwxZZ1rT5zBPGmYnRt5V0enPGhxmQ0VlYmZ2JNkLCrVdARChwZkNmWuEt10UkuJdK+9tKeI/ud9Vi6RvupVfOQjH7npjGG+WENECMMQSYERRPb0VJrY6+EDS3ptLNelg/DtdbO+BCEd0uQK2JaAYzPi0KwxZ9yhQnY0BJ5QWxHTWiJhJC0jZoBQeJmp/oyLxAZNz9DCJPBs/qVdgK83Q2rQWGxHbgQtEiJ/UOkWWcclcKhGZYuVzkGz9WoK16Zy6JUjIbr+riuk3ei3vjRtNqWxXjMBqoJoJGBLDi2Xo3NtHDOjIeSRX/wxzn38418234ybsiCIoshmZof+xFQ7F0Lsxp/EhGFD2LQ2TrihTBIbfqIIQWlUflVITErJmBlR21JlGjX8ZHuO97bfxEcfeQtmD8I3Pcid8nkvcQxpaEKIEwv/JwLOjKgBljijb9vOcM4XdqPtr8HOkwD7d6JWyr7ISNQBUQAKWXHfcgXMWObsyDVOyxXOppfI7x5QLWOGIxuzm/QSRp2DouVJAMqDcOTL1Fg3Rm5wUnQQ7VBy25tVI5GIxvsjjJkzyY8p04j9oOufB1JrfgIL/tpPvZPHH/8e3vGOd7xo+rWnTp3i7ux3WbN5BaD8gRLVv3dEv9CfbnzP07gea7gCMTV20wW88Y4bboFxqgJFIFzfv9twF2awsqD2kYSuZO1fAyecjXwP1WXVd4xznc/913HDFdvOP8DnK9DajcTG35iYfVTGetVss3+wCXtAAXNGLBx8Dfruzepk7LdSHCzdL3AcObOwC/bQEt+ciU3Bwn+2jngI0PzDdd7y0Fv4rd/6ree4yi+OEYahSo9HwmDY45QYw0zUcCi0XJYMzT3pUjoDSyBOVgrCkFrdNU3AEescsMWxGa2okbq2hKoZChKMwZtQOQvijhDaRXI7pv6A/IZ7wSUkgitEtQB2CEVusxMjWgaSa9vXqNrMo21G59GSbMUTobVJubrBK68gsKZEriXmfBWcHbmagHVbqAHfRtB7viCVgMSUBNSk9vfWdqwiFgUJmQkYi6oRTssu5fBG+fuXatyUBUEYht5AIqIhbBqVFtqNN2yue3zTENZGjYhWikdRaQ0FI5mTtUuSogKERZbyRHMH909fTfv+FgYCb9LTw1m5xLockTQlTRTQhtq7XaHUNU5JYN+Xg+pDu5W7dc0hCSFaBISdARCBbtoAZJ1PQZz3fqaH12WLgs3skJO2KCi3NPWtNCk1IVViiFP7vmxugrEZDoBaMWdghlDZzyku1YOhtTbLKaU9dQYsTMY1s81ls8OCARM5tpxIbQ+UqRocrSwWvQ1xJ9/n9n/5Ss58+MM8++yzf6Jrf7OPkydPcrc85TdmXdgSql4wz8ppXPALyB81+uSs/sbuppzLoS9N4uFcJ/8rTcySznveEaFWevI0N7wH1991rnFOmb5Aiwu3eQY0iOPN2gVP3e06w6q+7NGRE0tUKbBvNtTb4uoJ2mczjM32mJkRB2aTscwIaL0CwX1whS0o6t5v5D7fwsRWP5/53zGm9G503e993edueQ1rMudD3/FrRO8/RV3/0dfmhTqCIICBIDswFo0zLq2plMoKc3/dnImWQ3eCFVvsbm4CNEZP/TMzZmrWfFHn5mVBwsKomsBYG2KATApSClwQ0Qz9eedxAHQphRJYzkrnzVHSzf3+e3M23xVa0LrfaUG2svk7m/DKdLLaTjXTpYk2thDqULROcjtkyTpHljS7ij6494DRVpV7HjdiCkt77QpsX+hT4SzEH03eh8jpL8sh6qYsCKKo05vGVCRFrQ6C9r4NQ24wJdIioYY0Jw9SEik9+/SMXGG7PCDLDWITCmdrIz7VvpLlkxOQluB1wmuCB7lFLnFC9hgvFqSWob8yB110srP9ddLHPtQf9f7tf6nexbVWxnXiTI3wCEfYNMSzWjf0AC0g7HMPjuFkdo2Tss9ZuURCxZR1LrNDS0iVBsRDi06kRm2Lh3jugxTqsjhdGzFjyJAlMSV9qLlb1COOSHjSnOOiOcMZ2WXMjNr3BGPqQNsFhYnpbwg+WzwzfKf5AA+++tVcunTpRYESRFHktycXC6tRxYGXVPUhTbcRp7KaMthnbq8Mr1R1pEOrIrCOli6RrXsug5M79Z+/XwC4zbGfDudGY4s/p90viansZq5fT3UhM10OfWiariVnC4Q+1Nx3S5yZkTe6ap/OMLsuN0Q4trJCjIum7RZ/gKVJVZxmBswY4xwTXRsjMi1LMo4ZscacgQT+FPhco5/fkJHzA3/93/Lh//3WFx3PxY0gCJAtGN+y7+WFHdJUeQmiql9mxOIkoJ3XxA3D6Elcm6+6sfYlfW6E/kRc00rguR3OyKdhwNSscWTWbcqlnnxCo2hEY3IS6ZwDA9t26J6/k9w64rkrRFzrYmZGOOlpTUBkWl/EuhyN2OpwdMNvcTbaHUdG742FyQilYcMcaXvF6AHg+vaFa721Phgu8I9xrYfWfr8Cf5+5ts0fNne/VOOmLQjcBUkoSUpU22+HRMbH94YNPrEvtUVBklUWAitYkxknZE81+m5jL1WT/+n2FZhdg+wIL3/Ng3x98Ent7+QLBlPpGPv9zb2vHFjYPn0ELERZ/cb28ZPuypoGbTe41gICkSEMtRDAQBN1IR3e6yWyZEUnU5wJW5uHnI6ucFYukbFk32ySWxe6IokZJvpL1gFgLZarNKCJQuKkIs9SDswGe2woc9tCfUNLzNGNakRjAg7Y5IK5lafNWU7LLmsypyFixkhvdBP5Rdr3aA1WYZxSEHNGdnnLW36E97///TeFE9efdYRhd+J2xQAGaulO2uBOVbUlSWnXW+gcC506oBuGlpCUskMHwMs5HYHJvS44bwJdSMYm8CcafX9O8VD4008otWea9xeeUFpKu1gmVD4OGWKEsvdc16EfdMxr7xbXe1xpT2xT1pker2sxsAucQRGCYsxhuE7siiXjyFu6wLtiYMo6B2aTBQOcYU5mLWRnDBUyFghM40/A7jTbmcr0uRfairxbzlO84Q0vyvAjxyFgAidGSmLzIVJ0fIFM1JtgIEuVIffmjyOaQjddWlFDKycB9JsZHYE19GTPko4sij+1T80aFTGHZp0lmSc0duFdQe/6rZJUY3s/uKEugzr0hF3b2OSQhQ1pcnyTCnx2h/ultAhdJfD1C+TCqPPlIetgkZEBS4+UOk8W98FGKE+gXyi0li7shmt56erguDndvbvC4vwSj5uyIOgW3ZZIWoLriHZS4+N7w6aTAppG2/dJpvDXmszY5IDTx/vIHt2GXArXzAke3L0X9kHuEL49/I+8PvgMW8fHxIeisr/SZhtg1QXgCwJxcsRjPKPfX/McGIt/z1KCSUwnNVyAFIJgyDA0ITRNDWmkaIgvXMRLB6UAU8Joz3D69C53yXn2OWRXjkhMyW1yiahnthLZf9a9ArZKFT6bss4Vc4qlJWylVBTS3biOiLYwA/bNBntmyy/EDQFLk1IzpJEFS5NqO4YloagUJydlatapJGFmSnZ+/DG+9j98LR/96Ee/sAlxE42yVEnqOkf+tKoLVsUSJ7OKbF/U5RhauRKdGZEvDBxEasmBgYUNu5ORLljOntg9Vwd1OpleHzXQ4Tb/G8OLKt+bD0xNRUUhMRmRTQkvKSTpGa5YJrWVaoFu3q4IcKdNVxiotlrZ4A6anqwdsbxtggkNMhHYgZPpNUK6MBxYVVY4x7rKth6OzYihVQqklNqSsAiE29xyM/DZDf3PyKEY/deZyBHnzp1jPB5zfHz8RZsjN8sQEWQibHHgOQIasd1ZEWfkXk3kRh9lomeI5TZ017JpifzGqY4RAUJkr/msa231CKm5SblqTc92j7aJopbToyu+EHYtqIDGv7/MEvPce+5zSHIyLz2dMVJ3UFoKS5x0o5P3dp4BznQptombgUX3lj1Uypnbgd5PCxmwZEBqtP/f3SP6vDGVJQ+uSnf7Q4tl226zLS73+caUyMuF8NHwy9LKuikLAoVlO6awCVG2rP4PE7GSC7DC3hdlz2YojDuRY+IpeoJ37Zwads02zacHmDmEd+R8Y/AxXnb1GZUOHoMc9hCC0J7UI6PPA7pRH2sxYsJOYti9SzoCXwmS6YbuC4wGiLQoiAIIU/2BNKdDQwp9HSmBpWhhERpuzfbZn5znqjliYo44I7u8VM4TF5W2MwCxzxEDcW6osorZWmpjedUKecHApu51To5aMKx5U5CTolrtk7Lnobh4pbfX9k4ArQU/bEiK3RROyxVOnDjxJ738N/X41Kc+xbPNP+JHo3do/9qiAoXpWMvuZBFKQ3fmXUVHXDHg5UuWkR355bVHLOwt0J1m3HEENMXN+Of9wwqCxi9a+j2VRWmoVkVCTGMiGtHr5hbe/mLm/N4rUjLR4tAtqioJdAVSyVT0RLUuOkdPyy58NVyZnIFlxKk7nuar5THbhgrtQt6999JKCBNKAqznhfUTGTP3c7GLpu0+a0yfQ9DjYsgqKtsQsPYPYl5//+v5nd/5nS9sQtzEwxgDo65YdKPjDJS2QLhxw3LzZfXn9P+l/enrTXgaujRMJ/N0KYfqHZEwZ8S14gRFEbN8egPZKmDUl8R2RajjNYxlzkmuWVSo7FqSQGnmlKLvJaEiMRXqZtgZxPR5CINee3QoxQpi5+5fh0pdrk9xsLtBnFbctv0MQzoUpV753WXlc9A2Xvf59V/DyXZd+e+kve5xZ+Qqr/3lTzN/9OU89NBDX3Lk6uYtCGywhsFQJJC629jKDgGaKKCkJaGzM3ZcGDWDUMkhIRo45BCCSKtJt9mf3bnEGbny3FBN3xnRDQfh10Ah6o6YSycbBCiM84rVP7l1KizF+hgosVDCLgQpDJ25kX2OHGQhij7Y1oTYyXfX8DxZvGRL1MHojOyS9vccx2+wv0OM0KxZyY2J2TebhDSc46JnyzeEzMyIPbPJRI45LbvcI49zVi5xUq55CLCRLsSnEd00agIG1GTuFCasbGqLf/13OfOy+7h06dJzfMgvnLFYLDj/obvY/+YNBrJkYfvoMxVcUpjO8KQwtZfA9tnyTg4VmFVJn9uqFCHoUgH77TO32Tm9uMsj6FCDDilIxLYbTEgotS8IGhOtIAbuNNaIknkb6YJjHBehIvX93bL3sxM5xhmvOGSjJiQ3GZFFjCZyzFkuMZEjwtsa9o82uUMu8FXB42Sy9CxxV8wUJDRG8+kzachMTsbAtwp8bK99j6lUtvha/SyGknuExSE00Lk8us/xqd98Gztf9e1fdtvYL+YwxrBYLKB2Fs72lGtKnzAZ0tCYhkJiX/z1N/nrZXUAuUlXTuhOiucKXofqFFZ50u+fg372RRFTFQksjX2OygfOOY5DKqVHLyYcsSWHOn/oCK0ApcS+QFDVhAY1Bc4sS/oFdUtgHVoDi5L0UxEbQmaWVLtnNjk4fwrztKHaSRlvzxizWOExQC+1k1XFgcsr0K93BVZMQYDOVXcQW1VOtLxKHuE9H/p1bv+a7/mSt7Nu3oKgB/eVaURjMXDHHQBowkD/RO2KJ4HgmN0tWZsrqS6jQxJSzckmBIlUWTBgiVk3eoIvBTM0SGJbBSvyQWO1/qIGR5YsKJHRYqSx9WJKT12A7+c7uaEZooS/RBGPlSvhzI96REpcXsOxFgmjoeHMS65QhyHj48IGLXVtChbQc8LFhF1vbsGAy2aHkIbKsrUBWqO+21OzThg0nJFdkqBkScYJ68oX0nPustenMomPuZ2URwyS3HoUdIvB94f/gafGXWLZC3Xkec5r/sG3cvmb/iab7AMqhyqMoiv93mBIw5KMBSmBqUmlO7VeT+bsjz4T2T0euvhk5QoMCIzqwQ2ryoLAnrRcsVATEpnGn/qB7uu4cJZ45fXcazqveXe8bqgITa0GRlSa9UHJ4LoUOAcXjyW0kLWSsJZksA53yZPcEzxOaRKfZug4Fc4nLrMnsoylLTwKXxRUxDavofX98E4qCc5UJrUIg6Ir7Ur+gnufr5GH+NSXUer1fIy2bXnmmWdoP2GoXxGSS6fGwNAVi/b+baXzKXAb2ECWHckQDYuaM/bM+ZiSMQtCaTqZp4ltQTnw6FlqW0oBDRlLdtb3dPNdH3EivcaOXGOCOkmWogX1uhyxxQFpz8J4Ytt0LnvBN85MoMWh4Ml8Ua8VB6wUASmVlf1VPnkxZ8DUBCytod3R0TrmvMH8gc6niRwzZOmzDvpBS46zAF0Lz80/6Db8mJJIWlLyLpysL6u19tu1BHx98En+/a8/wOZ338X+/v7zMkeea9yUBYHjEIA1xwgTvyknYUkThoRNQxPqhAjDRiWHveHgpqSo9SQOHiGoMk28AmBgjUqkokggDNT3nzU19yHtfg4rLzSWNCiJqHti0dP/N7YdMPRvRDf9NVY/7TUwG4bCui82kdCEIVFZI2uaz2AaIDXajkik067bImMv2CSlYqMpqBKoUiFoWtowYIjBHLNilZwz8BbELtq4byBToNnzM8ZkLDlxfMhmdEiVxtSivTU9aVUrhLgDNqgY6ans2DCkpEqKjsxYVGynB8Txqmf4C3EYYzg4OOBT5qt5Pb/vF4COlW8ngoFS1MN9SaanAV/ox6SWhAirfX/to65+LewhONAzQZLW/z+xjO4+zOveizv9XZ854CxsS9cuIPBJgq7V0M0P4xfXVZtO7O+frDzvkoFfEBWa1uc5Ya6xYMBJ2WPMnKvW9wCjhDVQj/mcAROO/Os7jXwmSzKW9r1rgekc35yLXciSSJourU+ce4G2tEriTuMucG/wGOHrX8/TTz9N01wvD3rhjvl8zje++4c4+C//fo9s6oq2yhdROZ3Wvp962JiQAUtE7DpsC7W+amVN5nRqloyGiGW/fWZCG2Os8dVDlpyWXQIaqkHMJodscsiWHK64JW7IkeXpOJ+E3Mcx630jDu+iFVUIzMzIt60q65/hClOnTEmpCKS1WFZrWx8tU7PONXOCq+YEM0Ys99cx+2Cmqkwb4toVN+Ye9P/db1U55MHpC8C1W7vyZHgAACAASURBVGtiK6l390hFQiAtlTWKOiF7fOe972b2utfxgQ984Es2L2/KguB6hMAlV0W0Kxt/2DS+UHBFgvvjRuLI746DEGnUMS3IRDCR4S55khhl4EdtS1yqVwGAWTPqVugkzinKI1gDc6yGRZIDae90XqMtitQWCikWDQBCNQSqh3C8lrC0sZtgJ+3anKRo1QzJthNMK3BgOnVDCMdnIx4zd3GSPYINPeUVJqaMdTHdObPH+NScuKgIa5itpTZKdkyLumU5P+3+CKVhbGbEVEStEC8grGuWo4g6CHDs+JCaqG2pgw5CC2i0TVFAHApxaiCsoRT+Uvgfefitf4uf/dmffcGHHi0WC3YfejnDVxQklJyUvRVGNrACVdZGVQKO2hfQUJhuw+4XZa5V0CfaBabr3UKH9ASmaxH0iwvf65WeqYzBtw3cmBkt4gp7lu6P0iIMiWftd2xo9x7UbyBe8UNwqXm5GZDJEucyB1qkb8kBDqqfmnWOWLOqFeVjaI6I6tMzz+buCGSOxFni+sYFidxo89oPg+rnSGjB0Jk6hTSclD2ubGwQBMGLqiCoqoqjoyP9fG16n+9jm8AHVkE3V9XXxBZ3bg6vmPl0Co6Qxp/8K/v9JQNN9zMjZsWIpgmZDPV0P5Tcn/Tdxug2/okce7t41ybYkCMKVLqa2BaCoB4FmpERkUhBQ2jbb9ehapIQGXUW7AcuVcYV70pWLYh52tzGheIsR1c2oQkxu+jaPhKY2HRQVm3JA5RLUJueKsEipQVz5THQ2S07V8axzYJxCJYbLh01MQETjjgXPE31rtew++ZdPvOZzzyPM6UbN2VBINYFJRSdaJWJFf6X3G74rfcfaMJVyLXzJLCQe//+tif9JKk5mexx6o1P05iIlwWPM87ntGFA0LSemEekDoll2oUQRGHfoMgWDc55EMtlWIgiAkO0GEjwzoBFZu2Vg0zTr+wpzVWzYdKQJzBeLAgTQz6MEGAtqFecBndlm8ebO2gCDRyqLRw7NWs2bnPMRKaMM93wK5N46RbAaa5wUva83FB/XYWVT8oeKQV51h0F68D1Bt1jY+Kgg6ADGmZmxGS8IA49bXblb2PMiyJ2tm1b2ve3PMhrmNx1la3sgAAlBXXnARuuwsxnGQiCIwxGtFQ4IlZ3soi4cUMq6WDciManBbr/Xz88N8A4KFcpTKmx8L898c0YkVD5TSCk9qiDph4GNBQ9nUQfuYtopbW9W+s5wIjcDHwB72xxu424UXMr+2lMWefY6M80qE3umDkzM2SfTT35m8a6Ika2SAlpRU2z9Dk75QV0m7/zhaht+FIoqt9wv9uSgYfHG0Lqev6ikx6CFgW5yZjI0crXXcuk+9x6vALPA4jJUFtqN6f7WRvXP19hXWJdMXC0r3bqo6GuQQEd2dAFFzmexxYHnBQlDm5xyJrM2VwcMh2ucZVtAKtysjbZ0tLSqAQQbRFEN4RsaUR2SENg57XLVlD/AnyL9MLyLNOHTsA+qyT1CTASCqMR2h052NgmV2IPrRklMYVJtM1h5j7RtCAhtyfSoWS2KJgDsS8sKufC6S3Qa9QZ9oA/+KXfYfzt55jNZn+6i/8FjJuyIHjqqae4YM6xLYdW2qFe04kpCZuWpGiJlBtD1M8GuK4AEHeiNquywbSBu0+f57uD9xJKwyvkEY1XTowWA27NCrV9EDWtJy06IiHQtRHWwNymHILgGNVah3hToH4xMBsO/WI8tXGjTqrV0LHNw6EusvtmAwE2Tx1q/6usaKKQi+YMj5s7WTOaKaA2oBlXzTZTs86xjLUaN91CsMcGjdEc8VuDS5yQfWUC00lkhuTehe84GXUnUALrAa43kxKBVj3y99lkvLZgwpzGft5hDVED+TB4wSMDbjRNQ/MrNeyHTL//BMVrYg9nqhCpIJWKCceMZb5yKu+HH/U93KHrNTpff9V766alm9fAvw6AM/GFTttcmsT7DSjH1XELWn9dQU9ZAxPhrImfi8vQKRRCX/j1h0G5OAFK8JuZEVPWyY2qV64vdjNZsmUOfCjUvtn0CEFORmZUSeDcDTNye18EXreuzHHjCYV9/4M+ROxkXZlRzgGmK5SWDLQQQTXpJQl33LHOXXfdxaOPPvqnnA0392jbluUipRn1nQcDP6cg9nyQPstfr8dyRRLnikmNvI5t6mYL9qS9ZEBJTN5kNE0Idcho+4gd2WPD9uCvLwbcKVktgWsvjxyQM8ihieaUiRaCmSwpTUxq32ONSkedksG1MRUVcxbhnXW4/l4DXI4BqB/NZbPD9KGTmM+0akdv7Z6JFCGQtEPs+s/liqaWyDs2ViSMzZyZjHwbpiBmyrr/XiY5iam0NSgdsdghF45b5Arx7733/+P3Tp1iPn/+i9absiB44IEHuLv9Ru6Vz6l9KTEZgS6udUvU4Ml/fqMOTecgCKvFgWPvg5XyGV565km+J3wvsVS89OoVxBUE0EkLQ4MJBW/a5YqOsvcaAGvw5NZpZow4u3GJE2XeWRr3RhNZr/beTeU84d3XG9sPLUm4arZ5rL0LgC05JKQhi3UDf6y9iwvmLFvm0L4VfTHXFshY3qBxzY1WsSklE47Z5kDfl33tGu0ZplLR1wRHVkVQoTaySsbq5F1uMd43m8w4IFzTD0bdJFuaCI6TEcc/dYaT/89JLl68+KeZDjfdmE6npMuXcO+H7+XhV/w27Wv0NnKRsRkFQ3KbaNZZGgfUfsOCG01+oCsGUkpqCaiM43xkuHjWLva4IxK6/u6UdTKTW721etW73mw/WRA6DkJu1Iegbw2MuBbAc/E+xEP5uRl0xazblK2u2xUvIY1dyLWfn7G06JhC0A2Rbk6iMrIlGXNbJLjXL0zC3Cii0UpAYRKVoUlnpuO4BMqXiJkxpiG0scl6CgtoWJiMGSPfD5+ZEVd/YpuX3vdSnnrqqRdN4QpavBZFQjvqRWHbe9iNG9oJaJvW21JLQ2BjrB1VzrEyXLPGoZ2lScjnA8JIr8nW8IDTckWJpaLOqEOWJFL2NnCFz0OpV97fMisI65ZxMvfrWN7jpsTYxFWJtK1ASSIlrVG2PpSEdKZUrk+vBlhKePTFebNiWoAM0PV7G4KJ3sP9toNT/7RELEzKggEzM6IiIZSWnM4xUcPfJswYUhCzKYc+Oh6jaCvgkT83SpMQScOrg4cwr3sdTz311PPe0ropC4K9vT2u/I1P8ZFffgPn5KIuqhJoNvZQ3X0GDd3G3IBn2Ne9r9Uo0u/uBc2bAIStRyq+aeN+VQU8a6V9aU//b+1VSUz3KTlZofMnsKMaGx43L2FqJhDAifET2DtsRfrXhIHtRVV+03de7B4KI/QSqovmDA+aewHYMgeWea2T87y5ncvmFOfNsYejHDFni32G1qdc3fG6ExTEHJsxgbTEbJKZDt6tUMWBszl1hYAbehPopF3Ru0tJaAb+lOAYvS5hrQ0DZmbEm4Pf5Xd3dl7wBUHbthRFwbPPPkv7u4ZLbz1pVQSVP1W53qBbXN3m73TM7v/XW5+CnnB0MdGFou1BkplZkkinae5iahUCn6ESPt38K3tqtqEqli/i3A8TKs8TcIt5l1MY2I1cFzjN8ugKT/c7zBiRGTWOGUpue7uhT8MEXYhTUSWCe93W9oFDUWjU+eqPZUFpjjhhSYWumEEcIavxLHf3e/Q/C88nMFrQJFICxi+2jhimHhKB5zzMGPE7/8uvMPiGr3pRFQRFUdDUoVdx9NFAwK8MrkfuEJOZGenp211vafyJ1/FH3Gfa2nngDm9lEZPZgmBTDjjBNdZFCYIugthJ7lRxU93wnkpi8mHK+Lhg41AblYthADF+bQpo2JiWFEkBg5OkUpKayidcOmTMoV/OCTSzbAfXsy9JuPqyE+TpxPIGgJH+zGj7iK3hISNrjOSKmP793UhAaipaKShx3hmriFtrlUcNEa0JaKSfHvrcDq4uXConJY5jkiR53tM5b8qCoCxLPv7xj/P+o5/hr6z9W+4KzitkhMpgBtmS8XDOJFmo3K62Xv2uAIAO1gdsWoYWCI4OUNpCoK/7d6N3LV3bwTg/gcZ+rRBtBQD7a2s8XL+MKeuMzZx7h0/o+0qxXgQKCTShY5Z3aV+5GXhdf/80VpJw3tzO/e2rCdFNesbI99Gusc3lZgeAfdkA4B4e567gvE0k7Kw+3c03lFxhXdvnzc2AiRx57XhKxboo0XBATtS2zIIR7pzYSIjYQnosc2K/sZT+JBagmuS0KYnLmrCG5VA3l0yWLwoOAWhRMJ1OaX695vGvu4fpD0xYs3Dg2KhMasaIATlHZsJVs80J2eOcPMNYtBe4tP7oTQ/qhBELM7Dku8h6HQYWAVDilkN+OuOhkEOz7qF2fc4OQ3Ab5Zi5/7/b0JeiapPElMxlZPurrYdhXZ++s1TuUI3SxCpRlZaEQ9Zk5k9FY5mvcFtq1DjGxTW3JiAWazFulp6YOJQcm5OoSgRbxOTGxiRLq6iEXdhd6FNGvpK459ztXMxsQ+uL48SfLANy1NhpwhGvve0B9m+5haOjoxfNPJ3NZlT/U8LDb30lL3vLZ9m0viUhDVtywIyxD58qJfEQ+sXmjL/UzulQG0urqJYLwerUNgnt3NL/iogxC98uALxEsW9B7IrCxp7BK8sVQWCzLHE1YRK2NHHo1SNR2yIHMBgKzSAits/rxLYO3nex2o4sqW08JdOmRu2c60nAwau37OM1idCtaQOWbNvPwP0OLmI7NBbYl5aGIwoTe1Jkv72wLsfERgmTmSxXFAiuuGnpEh/dNXKF0pl/9jJOf+w058+f/+JMjD9k3JQFAcCFCxe451u/h/W3vpX9/27DQ42NCUmkZNscwhokTUlS2GCeRh0MwwbCrIOAmhCi0ni437mVqQmQdAWaO6y5zR/Ua8AZE8WA2NZvYpQjsAYPtS/n0+0rLKs6ZjmMiNqaIoEBQpUZqjTwMGWI9lz3zKYvItSPfu4XxsokPG3O8uDyXpKkYiwz9otN1tK5+msvUma7W8wmI/a3NohoOS1XGbL0Bh4ViRZQktMQERvdQPbZ8rGgTotdkfhqftzOGcwrohYWk4a0tdKYoPIWsMN26RUMAKx1OuG0KRksauuNAE1Uk2VLTpprX+RZ8uUdeZ4Threy9ve2uO1X7uaee+7hXT/104wncybhETMZM5YZu2abJ+Z3csfoAgATpl63nZjKn4IrYqZMcE2B2F4XcDC/xsVqZGpuQSgt7B42L0OtYe0GT0nirq8lOSU9Y4r+YgMOFr7RsS5nQGIqCkn8Iul+3hEJnVHQhGMfbTuWhV/0IqNESPd6eqqKGFCAMVSyKo8cyJIxM9akcyR0unmXoKjyw9wjGQpH99oHknjylisIPE/GIhkAOUtyUa7DHcEFfv5ffITk22550aAEu7u7xO+8jejfxXztD/8wj/zcX/bF4ESOyU1m24wK+e+bTS42Zzj4g1M0d4SUqc6kCUfEopZU7uStmzi4sB/fhpgK7VKDrOZ3a9aEbqLqYRGLk7bqPF+ajJm0K0mVTt1QJQea/orNZOkVJGHdqHurFcg4kq1Yt1RNbnQIgW51WjRoSy4mobUWs2rffmmlLVAQM7ZJCSmlLyxca0qjnEsi03rVRCMRQ3Jie681pnMpHUps0xWW9msJLnPUBU85iWx/JEbvgSzLEJHnlUdw0xYEbdvyxBNPcPHiRYbmXst0bXyP1PWUBmFONuxu3ueCxMCFJJWEtX6YTSQMjwzkakbUNyCS4w5x8P4CEeAUgrZ1sNwwXM5O8uH66/h4+wZeEzxISMthuE4xUa10li1xQSBTG+aRmwFTs85j5i4aQk5yjS1gKQpdlkY3hs+3t3J0/gSkcK0GjuBo64QnSlJAxZjlaEkQNRDAQLqT0sJoqpnKYLre8cwM7WKuZgmOrOOgvMG8Ip7pB5xMSrVEBgaZtivG+YLBsSjqYqNsN/OS6UnlJAwWNXHu2jAQJobJ4pjT2S5NsypveyEPYwx1XbO7u8vVq1d54oknuONTn+LhN76Xa7ec5MlbXoq8TJDtkvaDMQ+9aY3sXK5FFwtCan8CdkzjqVlnyjohLROZXkdiiryr31JSLzW8arb5ePt6y1s4tq0AO+9NSRQ0zGTO0gz8ptnniajGvFMJAFapMvJtAVUSxP5+ijwKsUpWc8NFaC9N5jMQHKNaNxU9FQbS+gXWMSLWaWgl8MUA4IumfbNp/7+081YLDYeK9WWYmSWwJZag6Zz4QhpGDnmwvXLXJvu/vubH+LlXvYr77rvvizVNvqyjaRqapmG5XPLbv/3bjD/2MaIoIkkSZuOxKmbynPH6Og/+m39KU4ccnT+BechwND1BfvcAttQRcGJsQBKuoAztZ9qQWfvtpgkxU5VIm2dh32yxJxvUJmQsM+/HUfV4Jy4kqCCxG7WevicSs7F2RDZaUgeBnZ8ZCSU5A9KkYrg95WBbWxwOwXAGP6FxKaORhexD+gRf9SXQNolz2vQbO5pHMkALHVeYqyPr0j+mQWOVHZKgUtjS/3zj23tOVqxoViqlTfnUA64GT2khv+LY2UP01j/2NrJbvk8dKJ+ncdMWBKCtg/e97318x08GXP7f7gacJXHqpTCFia9blDoIGzrtdkZOGA8IEyerimk2j8jS2iMLLh8hBXU3dNbDdizWrByyaTHAQbbBU+3tfLz9Wq597AyzNz8JwNyM1dGL2E74yJ/elgwIadm1hEG1XW1ZY67xuUZJZftmgyvsYHbV+8A8q1wGqQXbJoYBbJ67wrnoGSIaTssVD8cBDEUXzoCWfbPJ1Kzj4k5zMhIqL4nrf36ztZQsKtS/gBFpWBEXLVGruQWDhXTWyD0+RbajhUW8wIcyAUQZxAs4yT5te+oLng838zDGcPnyZWazGaf3X0eapiRJwubmJuvr6xRFwcd23sHs3MgjQqmdw04aOGPEHhtcNGfYkgNCU5NJQd9wSIlygbegrQk1kfL+Owluy7lj5/OMmXmSIcBJs8fYGgC5cKCBWa5IGB1BcMmAmtCT/lx8LHSbMmBZ0rG/D3MG7LGlG6+0doGOWJrUFwSOnaCRuQEuq6Bv0AI9UybpeLEOllY+RuB/rq8w6P+s41Z4VYZAQoE6zFXd99E5G4qeKE/Lrpc9v9jGHxXzHEURr//u/5xz585RliVVVfGB7//XVOmYq5vbOIOnCUfaIjKraBEoylQWMRyBmYO5YJiWaxwNJrTWC6MVbT00Rq+LZhzEpJKpmsx08yGiYSrrzIIxpYkoSMlJSc2AglRP/tuwZzZYGnf2zvz536EMfS6Uo+MurTQ2piQn8z3/1XnY0rcjrglWCnT3mNa+334io5unzh3x+vntiMHg5N7dfOx/pgUJkWi77bTs8sjzbO52UxcEoK2Dd77znbzxwht59B1/g9eHv8/EhEwp7Mkg8clSfiJJ609IbviiwXT/L8OEMG2tHbJQJgkGSMpC2wzXkcCLJLZAmS5tu+YEf2Du4JNPfh3tR1vyN3enKzXUGK7APy5HvCHiojnNg+ZezrDLJgcsJLM9VtVNXzY7XDanYE+tjdtPG+QWgcggkRIWJa05G13iLjlPQslZueQ5A4HdaEK0eLlsdpiadc4Gl7mdixwzUmjL6tAdl+CQNRZmQDKw8i2TECUt46hvYKTOi9IAh9dlOIDOqtR+LTUcr0UkSc3+cEJRfBmzPb8EYzabMZ/P/aYiIogIr3/96wlfmfOD4b9jaBGZQ9b9PJ0xpDAxUzPhstlh32zaXmPVr0m9ZKolZGZaChIumjO0H2wxr8mYfYtK/2aMObZJbXfwea8wcQuOk4B5Exo6h8HCJMwYe7TAcVtK0QKg7EGpyhZXi+bK6P0jpsvFmLJG3yQosAoAt9N7N0FbHPhFUhpi051GG0Lf33aP6fezS2z+gUVAnBeCU8L0raAduuiktPp7FDjFRl2/eMyJ/qSjrmvuu+8+7r//fgC+4Ru+AXljw223XeC0XFH7aI5sqFXoWwwdobNLRWQJ7BnYNxztrTO7ZagtUeYsDJ4zBS7EKiUyrdoI2xO1mxcjM7eFpX0taXwKITiJ6hZtD41ybaWQ1evYESgTFnZupx6q11natbUC29nvoorBAfza++/bgMdUPYJwct3rdo91Kg6X+dB/bw4t6VuB9h/z9fJJ3v2TTxD89M7zxnG56QsCYwyHh4d84AMf4GVvfpYP/ZMP8uav+zDfFb3fx0wqU1qZp6fkCqNmRhB24SyOd9APdAlpLf/AEroaQ1gXNFF3MTxR0c0rEevalfgT3YHZVN8BFM7MrYp2YT2xoassCxIqa+u5zyaX908x3MrJRWHLhemkPpfNKS7v7sC+WiibR1okClQfOwFSiEYFZ7nE3XKeWCoNOBJFCJwphpMbXjS3sCTlXh4jlcr3fhcMaI3qeSuUVKREMa2uXcJYEDSeyFMl6nwYNQ1rZePlmkr6alhm2iaIE1hmcDnYocwSfvNnvou9vf/jeZwtN8cwxtzQ53vyySf57r//t3nil/8T7uUxviv8ABfMrVwwZ7lqTnBk1mkstDlfjDkcrbElBxQmIZbSw5sDcr+5OSnoEeuYKcjUeAc0N9cjv2jpSV9POIYCNe/p9/Y1nCm2hYE7ZbXMrUWwI/bmDHTDpvIb8MIMvGyxRr3l980GV80J1mRuPeN1KXSLMUY94t3JamxJiRUxA1PYE71T3wQcsc5Vc4LTcmXls/UyQzPy89VByKWoLXMiJS2ayOgOBQUxc0aUJmGTA4ayZGEGFMWXzjv+Zhpt2/qN5vHHH+db/vv/glt+7ds5Lbvsm03f3rpoznDRnPEIkUMdAZK00vXpCN1dis6NE/Dpfv3NuiWitgFaTS+UaGky5ox1PSUjpfQ8qynrlp+yzp7ZYCwLcjIqO39z6wCrvIdohfW/MAOmrBFZ8mxLSGZyGgl9ceo2bBfw5Jw69d+W52XvHVcIdE6iN27WFYn/DLRFkviv1V5yHvrCANueawmszb6+pmzzlckhuH5UVcVnP/tZ0u87y4Xbb+ejX/3VbG9vk/6vr+UNwQNWoqT9wrXjmmajVFfDsKGSxPdOna2xczuMrEoBIIrArxa2hRD1IPG01ByFWTCktYt3QQLbIHcKz1y6lYPbNtiWA9rn+GhDaloJSI0yxM9uXeKsXGbD3kxTJuryxZCL5gzNboapjcLycy0MxPbsZQvObF3hXPAM54JniCk5IXsqrRG3IWjMTkHMNbNNTcBEjtjgmBkjNuWAy+aUWh3LHhfNafbNJhfMWf8xnGGXCUdMRG1FMYYm0uInCUrG2T5FqpJK7MeXD1MaQrJyyTRZ43J7istmhwceeIDpdPo8zI6bf+zuqv3oG398wNFLX8r4v53z9fnvwQDr1Hca122c760xHa0zM2M25ZCGiEhaBmbJWAKWpvUGJgCLZoBEwFxlXltyQErF0BYPaglbWZKebr592Vff5z6UwLYDKt8vdn1UF9msKXbajxVcH14tmVyffmbGXDGn2GPDWxrra7TMGHplS2ViD6cWJCQU5GRWHaAhNmOZe0nlZbPjC4I+X2hmRh5xSawRTE1opZSh5x2530kRliHHjFiSkZETmYa5jCjLy8//hLjJx4ULF7h06RLf+oM1t73pTWz9xAGnZZeZGXHenONic4ZqGTMYFoxl5gvDcTTnYEf0IDMCCiGTws83DavKre9A443YAG9Y5SB16PJXumAvtQoubNtpaU3eMHBsvSsWFg1zxGqdJwExpUV4Q3/NneFQjfqq1BIAsQ8oU+mqvr8uNls3Z8d56DwZnAyz8VwZl2xYmwBEzZL0vhF7ULSFwHW5JpE12ClMlx0BwKrT/Bd9vGAKAtAKNs9zHn30UR599FGyLOOOj9wB3/qthP/zq3lD+AB3c96bFYWNwpBNqGEYapSDOh26QrQE6p6hUWhsIJEtCBr7mBCSwlCmDU0Q+R5tRcxgZ8rytgntIwnHt4568NBq2IWOkliUaf6q4GHOyrM+wvjAbPCkOcdFc4Zr5gQcWYOMCOQWQSwyINvwVS95mHuCx7ldLrLJAZG0bMiRlXfZE5eFdStJOCF7hNTsyD5jZgzImXDknbs25YA9s6E2mzbESL3D9lQEZhKQOXUYQgL7bCjCMDykTLoFH3F+6DFNojDvRXOGX21+kPOP/lcvSnvYP+l45JFHePzxx/mhH/ohEkoGTwmTlx8xlKVfEBpCzG7E9LYJC1FGSGslewikpmQq2rOf2cWiKhJ7GoMJx5xkj0RKNuWQlIKxaOSrO+G5BbcitnavoixwY/kkAmML6bceyixIUVi9Ee3Fa62si+HCnshUDaDLSm0Z2RtyxMyMlSwmKtVywzk5Fta4KKaiJPWIBnQpj85IyLU9+m3BEjUuSq0PQU5GaWJaFyIlWN8Dd08qcdcx7JVUWHHVZJTlI8/D1X/hjaqqeM973sMHP/hBvulj38S3veMu60CZcfAHygWapVDeco1JeuSjqdkp4FKiuS9LfDBVLCondSmKGUty6UvslIrqe/7CDTkbeiq34L5NOaxIOCBhZsbeC8UNt/5qUaBIgea1zC2/SueD24BB59KxGXmUQLMXtJhY5SME9H1EXJHeSXS1AHbpnY73o4Wz3gMGgyPTGgzOXtshJRUJBkPpOBPP83hBFQTXjzzPefjhh7l48SL3fOIeLrzvJ8jDAXdsPs20XSONdIFJjPYm1+I5NSHjWLWgLSGDjZykrMgWLYFFExdrAX/Z/Cte/nf/PcYYrvzjt/A/xj/LufwiIL4YON/ezr86/mHyj06013/eMP/2kX9/rl8UWY61fk0v9LYccq88xpYcElBzxIQ9s8ET7Z187ql7MTMwM7QXn4KcE2SihMLRzgGvDLQgOCW7TOQYAW8E40ZWWRJYDHcGnyem0oWvLYmDkvFxyWRNfZrVS3ydjKVPqquIOSW7jGXm4bOQhjwckLeZntySzmd/RVZGRGmUzPjMz38VO9bivQAAIABJREFUf/Av/iZPP/308zgbXhijqip+8zd/k8997qv5zu/8TvJfy7nnnnu444cf80zuz979VaRSMjUTPm1eSc6A1wafJqJVpMZUlgyoR5e61laSKWBbDtgQRcucVHdATiqV9X03Xlo1s4suWKRAHJMWImlpbXztgBxnH94QMQQWNtkuN0r0ciFGqvXvTn1rzJlwTGiZ2LFUTD1xSpUUpUloJfRFqyf6oa6HGRqLW5pE+9m2j53bxXMs8x6wp7MvdvpiWHHh+6NGg1qCv9h5Ln/akec57373u/nca15KmqYsl+9ns/jbBEFAGIbEcUy5vs5nfuG9vPoV9zOezDlOExig2TGoa6WgZE9nztVXl/RJoXqddF2pbHHo2gwdhbTz5liYzNomKzcgZ2Cfu6U2q5u9IIpWyJwxM0UBHAERJSAemgFHrLNgoG0K5mS01HZD9kWBgUbU89A16ADrgLhKQNP7q7UKir7SYbV9cv0Irv9eyvMqPXxBFwRuTKdTPvnJT1K+5R/z6ydOMBqNMaYligbE8RpJkhAEAUmiJ440TYm0P8C7/uFfZ0jOONOKccSMyiR89E2v4/ef/atMp1PWf+M3+Gt33snR+9/Ljwbv4HK9w8Jk/Ju3vZXqpyugQG4JkAj++X/9n3HH9gXvyd1PE+ujBRlLNRGSGVMz4cBscsAWn7t0F+0H7cXeQm+qVJA70Ks1Fk4M93hd8BlvQuT6d5NW/54FmkGQLVRSmUUL7l1/jJCW7b1Fx40oYSfaI8uWbO6WLHd2qSVgbOasMWfKOhP0OQt780WETM0aLj7ZM9CbXNswTUuepXb7SLjvn34Hv/RLv/iCdyf8Yo75fM59993H7/3e7wGwtbXFX/z4X2Rzc5O1dI/vv/Iz1HXNJz7xCS5cuICI8NlU3cqOfvphsr9wRJpWhFFLHBYUuxvI3QamhkOzxlTWCdC4WcC2r6rev8vewrq6GGumvBawsVRgYmulrD/fWIi3ZURjFHpdWDWChhHV/pQOsCmHbMoBMRVb7JNQ2UCbxhcE+2wS0rIj6lPRcMQuJ/T7TEmk8tbGgHfrdMlybngympQ+cMnNzzFzb6bVh3JDaew9dMyYOQ/+2Oe5fPnPWwbPNZ544ok/9HtJkhD8dsv+KzaZHynnhPVOEdU/qa/EaJt+qFInC2xsu8dfP5n7QwngD2UOEThkncooobAg8SiSwvhdBLIaWjmmlx4KnbtnQK1SWQbsmw3NcyDnNLuE0nEFQjp1DmD5YZb9bwyNRPR9LwIaX5A7vozBIIhHc/utAkfCXUnstKqOb3rPX+U9z6Np1ouiIAAlWnz605/+U/+c/MIvEAQBQRAgIoRhSBAEmKLgoGkwxnBwcMD999/Pxku+mX8+GvnXCw5/kjCsieOYYv8JTArzfzDmN972fbwp/ARn5AouwSqRIbnJrCNg6ftPU9Y4NmOmZl0XvbrTPsq2tT8eABPxwRsTmXJWLnFadvUU5SruRa3SyQy1m7fSwKCBu9bU4UqO9bmdgixthDRbIHtwIpsSl3ByuM/gWFhsXAJgmqyzMNu2baCxtZ28007YsmawAGpowookqZiZEZ/73Of+vBj4Q4YjcF27do23v/3tK9+7/hQwnyv6M/iJs5R/J6LqzdVbtre57bbbaNuW+/7Cr9BMIs7KJU9CHLNgjc5K2MUgu5RBcIucLmquFzoz1kjL2hG7BdHJfSvbXnLW2aG0DHrFh2tTrNkT/LYc+hOS05u7dkkqlXfRAzg2YxJKn+FRSbxCcnUSM6EnNZRKg2OoSKSkpGRmxnpvSN6FJVkDGICMgga1RQ+lIc/rr+i21hc6mqbh1v/7DWy/7zQ7Ych9L3kXwTcGyMR6BhhdK2Yy8tfRzSuHAPT/dpbS/gRtVOXiVDEzRiwYsLSW6XOrOsgtJtYwp3GHMHs5RXpyVJakohyVwNS+HeDs5KesMzMjtqxnd2hZY26utSbonlvw6ICLJe8JBQDnGKu2zS4kTsnfqwWAk9P2FTQRDbWs5k88X+NFUxB8ocMY4807/rhxeHjI4eHhDV+v65qNjXuZTh+i/jX40EfewMf/5ZsY332grFsgDkt2ZI975HEyyVdYsJVjkkvDzm2X2H3TbRAZ0q0p4/UFbRNSFjHzqU76lMpajm7iUuQSSqZrQ4VSTUZiSkwKEoEp8G6OPrjZmXctlKzIQoinBhYw2BPkQBieMBBC8ZLcwne6KE/RgiCUhpkZq8eDDZuigGTY0iQB/+8/+m4ef/xDf8Yr9JU5/rBN6bkc9A4ODnjiiScIw5Bz3/xtfOgtv8sr3/YwW+aQTHK2OGSdKWuM9LRiN2UX1+pY007hUluC1L7Z9IuQ66nGlGzIsX+MGxHOlLj2xYOzgAVwQiv9d+2LgZjKnp7ylWx4N68zydUvwTSMJQTmnRzSmmn1fyahc350CEEipUcIQhovU85s0mdDQEbBeXOOy5cf+oKu11f6aJqG8+fPc/78ecbjMfUDDcn3BozWZ/akbX0HTEgjluwpvTAt8NG/LsjLHXRCGpW8Wu8Ll7XgMkI0cjuzbTBVjahyK+nQCNQ7wxUZmpKom/qRmVhzoP78q7yC4rkg/T7Rr0ZDyHQmXS917OSGjnXWiirfnBGSfr9ZaaP4YClajzQ/ZU5wcHDwZ7tQf8z4ii8IvhijbVv29/cZDu9iufww7ZMnKb6lpWCIDDRDwdTw7F85Q/mL2id2LnChUej0LJcIablVLjG+e+bhpC0OaaKQWTRiOlxT8yJa9o3mF0zkyEdqOs21Eq8CphspYdOQFDWz4VBNMjZtf9SqFXyOw9BuQBEQgFkz3pQpalufW64PaYjIuWpOcMHcyoQjynHCeG3OsMl5JjjDB+pv4O1vfzuXLl36Ul2Gr9jhZI7O3XNy7S4e+3sPc/rkLhlL3+6p5AgQTUO0pye3qCrjv4NjnY2tW3ynzTplETMazrmdZyyvIO2Y4dLcYNri4HwtOtSKRVnfUU+61RmtOARCs+gsjGwJgZ2kK/SLcdJvZeBc8wJPPsxJmbJOYiqfwJj0ChTXPnBFwfmf2XnROBR+OYYrYo0xSAqyI8SDitwMVP6JWk+73nvfE0b/1ms3NesW+SxtTkbpWwt9R00Xge2eNwEvN3UFgisYdE3MSWTkn68Rve77bDIxncdCX0apDoY3Wnqv/NsknrfgLIu7uazOiakoQqLvRXkLazaF0ykc+umgzstAlT+KqL2z/l4e+b2f++JfuN7484LgizgWiwVB8LWAeEOa7bVtBoMBTz/9cepfa3jog3czeH9DWweq0a2FeGvGeHvOSbnGOXmGc/b5GkLOyiW1kTUjrnKCq2wDajTkKmC1Xg38DeJOQYmpCIOGJKt8PGi0pgVCmkI1xi/HRn8QMjBDkDXrw6D3BSOZe7e4kQ3Jebi9h0+3r2Asc7Y4sOShnEf/h5O8/e1vf0405c/H8z/qusY8O+QypxhPZmTpki6EA3LRcKCakKX1vihJ/cm7IWTKGrvmBMvFgPneOubZEOYwv2WL9GUlm1ZamxknFbNwqoiFO42X+nYyrRjnteBGYbqCYOkW8R4RrCKhMY0vXJyEMaRlzIy+KylAbjI1VbIJhhfNGRoT8pLAWRQfE9IlP1bE7JlNrvyzr+FXf/Vtz9cl+YoaRVFgDMipkkl41FN22A3Sb3a1nx99N1e17rYFgbEFgYXgXcEwY0SFSlb7198ZEuXWyChHo661bTsiMaUl3LYeIdg3G76wBUUHJkxpxAW2rbL7r1cWFCQsGHhTOIeQOd+ZBf8/e+8eJtdVnvn+1t61d127qrv6IrVktS3RkmwjYWxjMMZnbEPiGAiQBIYkTIDkyZUMOZzJZJKQcGYmM5ycGZKTy0xCyITJlRDGJCaES7BjEoONL8LYsi1L1sW6tKTuVndXd9d1V+1de3/zx1p7V7cxnARitWTt93n6kfpe3bV6rXd93/u9bw5k0K7okscixDc+I/HI4pgsGQdTJ2kZ+Dh0JceZD11G7aNvuzTjjy9mPNdBan5+nlwuR7l8NY7jUDv7BOEJMxbTB3pCkM1hj+qAlsQNzCzWrdac8SYo6mjXCCylMx3islOkbB1Na16PVdd1VR6U3MTFVQ62FZIvdHH9Hq1yluGop9sHpvqrTYf0La7gexR6gt0Pybs9PJVNAmO65DkY7uKB6EbyeNz4wXt56KHHsG2bxcV9LC9fmuYuFwKUUkhPNOk0iMTGV645cKMkTtkz2RrxARofuvVemcbCCPQySE2Q0wJ13X6an9gEVYWjesTGLSbDcF3/M7bFju1i9VRCLslBgOeIzcT42uMm1Sj9uqPHWLETEhy3Bp57e4t7yysmOOxENJXoIDKEiRdBYgUtRQ7KbmYef5yFhYUX9om5RBCGIVYGJibPMWoEpXGin01IQcXjfvr4yRitvyDmImOSBNf07JOqj9EMtKS43kMAsBni7PIkdiakMtRIhIie5PF9B9fVOQW+GogOY4O5tdMLeeXpiRrJUKKtDYzW3PjX/axk6Bo9ix5PDMxjsgjFok5Zk1kzsRMY8hBPQYSmatYhp9vGYvQyBn2xWWSML372rvNSbU0JwXlAt9ul2+1SKhn1bezNY9ZWrtI2qWx+8uIrF5fAjOrosZ28DJIM144x6kCPQT93/fifnfSkLNPfBZPbsKZPHbjg+BBklVGO57DdPgV8nF5EKWwT5J3EgtQXl4Oym0PP7EWOCu5jH+LBBx9MBVkXAJQyAtT+c0qbyf+tZKXFZDPeZL1OTmtV6lmkLRhrTk1eQ6Au+HMlFjN9quVVY2esL3C2Goye9tX6kLF4JFH/f/BxCrXu9RjxbSre7Ndu2PH7h1Q7MR+Kf64eDg1jcVynzInwcrxWjtLwIApZTwB1QWkCsT/aw5GH/4QgCEjxrWHLli3s2rWLWq3G5s2beeBdDpepOSo0EyKQNW6xa339gUQHop0wPfLk1mWsxHudL3FWoX6Jo7WbvSJeO0dQLyFH9Xrtbqvg7z1HxW5oW2q3b9pG/hq77FhYOnjdZbB/RthGn6WDwOJR7L6ZTgEST42+WMZ2uW/WqLYX98jRNOSlZ7wSGmGZcXtJ6xiwjE14NgnYyshAb7PCMGd//EmOHDnygj13a5ESgvOITCaDdbUFPeM6mAGKUC2vJDGtdpKOFSVlXW3mElKiRaisQbnUBCOBZtADIVb36zdY028tqTalZo9MB4ZDX08d2KZ1EILTEyo0KGXaDK30oQlOqHCAit2g52r2elYmOSGXIyeE8PMRjzzySEoGLhDYtk3YA0Ib216blhibDNlrhFm6z77cHqa9XIZaBlkWpCV6fa4NpzSJm3Jc6NrDeMUeXiZuU8VZBBGYQz6eKFgrtopV1XGinbYUHxACB1/HIkOivA7EIVTxGJmDiNbOaBvlvInfHRgZxT9rS4qszEzAsmL++gmqrCS94TpDhFGGGdnK/u5e7NR74NvC5OQk+z54F9E9EfzsEW5R9zGsmugIb314u4lFj85siVsHWXPgxmOIFdVkrQlPnBzo4xp7LP1viEWtMUx3toIsgBwV5HiELIO1V7EyOkp12wpD+PRN+T+OzR4ynhihaC+OeN/UrYUgITEuARXVILYv7pDTqY7mMXsql0waVFSDvOqtUW6bSHts9ACWJreWbaK31wQyAYluJ6v038BZmaT+7rv57Gc/S7//wpsSQUoIzits28a+xUa6QFv0FEBRJTPQcd9M35r6aA/3jPkTCBKBi71mscY3qQiTC492C1srvlqrYM13NBlQLf1CW0FR9BoOwQnR0wb0NVnwFfiC2FCwhXy2R98isdalqLBeZZG9O5uMxqXYOCilyOfz+OYv27YHo11rvQfiqoBHjnpviPbCCLIALAhyTt+ypArklHacAy2ObYNCkAp4W7J4ldw6od5aIhqPaVkq7hBrj3abvrlNDUiEZbrILgFCb53OIEyiYgc+9/HEwNrN15YoaZmNs0SdMrQV0oWl9ijzxQm2yhyhspmPdIDUyP99gPxnvou5Wu2FfFpe9CiXy0ztOc6pZ7aTISKveklMcIBrnn89uqfMwa/HDPXzGkcGZ5VPIP7gsEa7CHTJkoQNycCYqFurIAeEl37ku6jVavT7fSzLYo5HsW7KkNk20IsUzeitqwJ9ucJORgrzdLX0VungL20kpNej3pv7mHpZom+xCSmgA8gyoo23svRAQcZ4eYRqFYfA2IPlKNClQ44KDTJEzMsEAGNqCR+XJcZ0JZgGq+/6Avfcc895IwOQEoLzCs/zmPzcDcxveXTdzSs0gkB/TQCM3iAjra5V2m7TlcCUOhWIGGV3mORm67yBIAmgWVsmjglFtgmqpaDJIMIYBZagIvO2VTUoE2cAW6FcoCdQUDgFmC9M0O1kUUUgR2L0lGJj4TgOS6X9uFWFVYzH7xxalNapupcZYbk3gtfO4R8qEv19xOsOvZter8f9k3+B9QpLP/dtQdpo/UBbdKZGGyhDd3uJZllrW9aSzxix0VG8pgf/Rgn5hUG+gEWfguphERLgJBqZ2EDIWTOjHZPeuA/hik9XxUI0/X1n5DLt/d4WWrNVFneOYf/Hc8zMz9Pv9+n3+5xcXOTkyZNpdevbhIiwxzrIzJ6XsBCOMqZqpkUQrsndUJroiV6KLUpk8cnTM6X2jAl/c7X3P4PqQMeIRZtSZLY3SWNhmOhoBvlKRPRoxNGjR5OclFwuR/SlELndovdylwpNHAKGaVBU7cSDoCdxsFc7qaDahMaToo8rPq7Sjy+PZ8YLXXr0kyRZAEfpJoZu58ZEoEcJyItHS2ni3ZU8PWXs7vE4J5s425ukkm0wrY7TosThaJpxtURfWczMzOB53vP+vl8opLv4eUSn02FlZYU37X8Pn7nx9zBrkdn2JPlil4wKGZFVCkpHelRUXY9Vmb0q9t1ONnax6ah8oqhtUqKsmknYTDzi46qBG5aKw5x6QAf9GCIGZKCjUEv6XwCJxxHzgK9QEYgtLMoonXZeO5FtUezYsYPFxcV0Y91gVKtV6j+egdE++aIeL1y7HnQuhcO5M5P84G+9nyAIqNVqPPjgg3yx06Hb7eK6W9n2yBXs2rWLe6f/GFkQaAGjJtI5g24dzNksZCYIJlwqji7hr527Bn1r13oY32jKrXW6AD1W1SeUTGLtmoQtqTg3Xh8iOdUji59kJARGxQ16hCweu3VVkIypSc+QmNPCa37vwzw5M8O99957fp+USwCPPvoo737/S6n8+xtZnR2lNVVIbtYhGSKx6Cl3ncOfJ1nj6z/QPK3NA+jhgkhSVm+aSav6/jGirwnb/uhVnDp1iiiKaKxR3/d6Pcrt3XifP8bJl+8k3G4bsbaXTEh11sSBx8Q0NFVWTTKVGXkMkmpsHJAEsdFQgKMCLOljq/4a/4tsso5zxiNGk4FO8vcBuu3aOD2OOx1QpE1Nqtz4f/0OjuNQKpU4tAFtrJQQnGfU63XuvvtuwnqEfbuFtKF1tMpTW/K4WZ9KpcGwNBhRq2zGoUKDntIWrTk8wuc8ZaFYeqQwdmBjYGoRYhsTmjA5GErDPZyMaXrZaEKQB3HN34EPYptN3x54ESTf1hK6m4QTcgVRzwEbVBlGRkawLOsFH4tJ8c2Ry+VobFc4xS75gvH87+V16yAs06oXiep5onsi/vZv/5bl5WXCMCQIgoTM+b7PkSNHOH36NJn7rqBSqbDgPoa6ykKVQLJKC2NngK7LyvIm5vfoNMzY6lpnEOg2hS0hLk5iSIMy8+JK95UHBNf0c02eRnyoxwfFujYC69Xea+1v4zaER14/zrbuL3/hC19gcXHxPDwLlx7CMGR0dJStuTnqC2N0p7SDZWaN2VUosZufPljjWO2+xPVQKyGJWnvgmv67jjVuUaR2epzwEyGFv97FiWbzecvpIkKr1WL0Sy/luuZ1fPmDH6e1/RyFTJcCHp5x6QTdesrj6dRF42QY76OgSYKLn3gWxP1+m/X2xDrfYOCnoOWJg2TRUGX0iKRY2CqiLkOsUEVOC96WHH7JZef77+aeBx5gbm4OpdSGZGqkhOA8Q0RoNpu85PhNnD7xEGoKomdAZnN4uRzdSoXFbR6TEwsJW3VF97wspUupaz2uW1KgTpmStAczuGasBdDVBuniqQhXAupDASW7Q9YVVFanPEpJH/xig+oLDCldGSgwSIEsoA2LtsC+7LUcDHZBO5NER9/3lo8xsX9PakS0wQjDkPDzEX6lhP/yLq7r47X15hfUi8iCIronZPKvbmBmfv6bEri4XOl5HiKPYy28HOtmG1URqAEZ3T6QOpzdMkm+2k2ChFwJTKk/Mrcpd5BOKJow9MSloGLnRU1S4/Gswca7JoXOtAJCsbVfvInBjY1pPJOpEOAwzwQnoikdw9sVZFnwPC+dJHiBYNs2W7du5bXW/dSvL7OJc4lRlaMC+qYaoKOMM8T202tHSePqp6P0eGCXPH3Ra6GHS7eTQ45mCO/0qXv1rxvxXoswDFlcXGRmZgbZL6xmR6lvW6JEmz4WbZNfEBtfAcYrwMFXuoqh47cdXAI8kyUQB7z1jZ6hLwPHzrXiQG1GFCSi2LXeBQgck+0crk0jC9CeqfLwlTdQ2fc/OHHixDf9uV5opIRgAxA7yr3k7ldz5u0PQ12QDPpQrgjSynG2v5nSllZSroo32njEKg5oSRzlzCLW0wgm8MjcvLoqB6KSLPuwYOMWfEpuDzsEr6Bwe0IGY0o0jN7sh0QLCwEZ0v+eGy3xUP8GjjW269tXvIK2qMFYZYoNQ6vVIryzj+yPWP2xKtk3dAbvXFZ890d/koMHD3L4zJl/dDUnDEOUej3D+VHqx5+GHRbJ4qqDqkOwo0R9ZMh4A4SJ61q8yQZmDcOgVWAZUWDcMrDoEyrLjJPl1pEBK7Y+Fp1Db0ucu2DGzySfRHmL6HLsuWPbkHoEXbh2/5t4yvdJ8cLAtm2mpqZ4V/uXeeXQYxyXKZ6VHXhi6kSqQFfytEzmgKUGN3sfJ6kSxAiMrXaAQ6tXxGvnCRpF9v7X1/O13tf+UYemiNBut4keiFATGVa3lRlhNdkzXbR40TUJn5GyyeElS3vdOKKKdS5aGJtN2gya5MatjgiLlpTokCUrehIhloHHzpg9HA5H0/hPFOGcICfg7PLlNE6f3lAyACkh2DDEpOCKv7iB2Vv26f5sX1A9heRA5bLMjW6il9UhSC2KVGRo0Hc1m248uqItkEN85eLJwBMbSHq3sSWtLsXmCIfaSZlVpx0JdgbMLk5nRFFw9V9HbwisPpyQKR6IbsTbX4G+6CTGHDrUKG0XbDhWV1cZGbmaxlMHkd8SqBewbjH57U9F7Nu3j1OnTv2TtR4iwurqKtHySezeFXCVBUUzKdbTgkMvzONl8rj0klGstfBxEGJi6wD6FuWLa9agQyQZUJiDJI6b1WJET+WSDTW+ffZwCcWiQy6xrfVxOCuTyDOC1ICecOrUqXQK5gVEXCFwfiTDW77vAY7+0AR/E97BMsPYRCwzzIpUk2TBAr1EZzIQpOrpE9BthMiYVHntPMFyCZkVlpeX/0mq+7m5OTb//fUsbHmMc1umKE1ru+C4rRrrawAyovdPXakQE1qk91tP8okQ1iYiSnIYYu8BHQUekqFFkbqUNTk2uQUAOaX/DutS4fixq4j2R1ATpAe0Bf8CIKwpIdhAxBkIUhdUBd3r7GkfcMlCozpGoziElYnYPLHAEC36pntVos0Yg1GpEJtxtURVrZBHGxhlCE2PrKv9B2gbf/A1A2ihIRcdQYUkLQDJotXAWfBdWM5X6OHwbLiDw9E0LIgWFCYrSFJB4QWA+OAeHr6aclDm7O88grpLn8w7Wv+CmYWFb/l50iNdr6bYKDNdm+apLV8YPP99CEObMBPf9NZbyg4GHgd917X/1yO2VuJLYNHX0whrRryem5WwFmsDmupS1oRgFmiLHpdM1+YLik6nw+///u+z6dU/jX/KZ+F9CzSbZxE5w44dO3Der2/Y7U4J2w4hF5fk3SRlM2NEfL6xuA6xiUKboJ0jOhCx6zdfy9F/YnKq7/s0Gg2iRyLUTsXStjFGsqvJZEOG9aZJ8fgjShJB4WCN6myFtSOwA7OtPhhPglg4GGcU6HaB0n6M4rDEKHJAkBmBnrDrS7dx+vRpmq3Wt/9EfJtICcEGIwgCoocjrJyVHMYJigAuYQZmt10ORS0ycXIB1eqK0d52k423qlYZVzUKhhA4+JRUhxKtJG/ADkNC29ZEIIxwexEZH1RT6wmSsCOEQl9vop3hLPPRBGdlksejPdTmR/XYZFHpsUMb6MPExARzc3PPm8iX4vwhJprNZpNS6UqsE3qDOt5sftu3kCiKWF1d5fjx40gpQu2xkk0x7FuEWZuYDPhipg0UxnArWnfLiompq2JDIxI/jlhwaCVHQ5govIFER5PFp68s8uIlosUlxphfnoBQ9A7X13PyS0tL53Wm+1JCt9vlwx/+sHbJNIhJ2OTkJDc8fQP1P30FAHZGH7w5o3PqkCUig41nqkJOUh3wew7RAZtrPvIGnjhy5Fsaw+v1eoT3hag9FvWrxqhcqW2NY44YGwGBFge6Zlrgue2CpM21ZpTWMiOIABFdQmWSD1VsLKfdF2KCW2eIE9HlyPL6aPN4ZHKjkRKCDUa73cbubuGVp27k0R2f1nPf58xiyaEtaHPoeeqiCzb4mSzLV0G3Okd2zQz4hKkQFOhRVg0KJh3cUT4VmozU9KIP3D6ZUDvbOh3AU7DKwJcgD8o2hkQV6EqOszLJwWg3B2U3Und1ubiIJi1mj33i1s+RfeYlKSG4QBAEwQsWl7qyssKmZ17GNdlr+PIrPg598HsuYXFQC4gV/xBHE5uJF3PLil/PEJEzxDbWHmjPDS8hC2unCBC9cceZBzYWgQooSYsWRRZkjGChpKdkskBXOOHej+NckRKCFxBx6uZzMTs7y759+7j9//xD3nD55ZyauPk7AAAgAElEQVT8uW2UVIueOCwxxmo0RJMiHckmav0gdFlZGOat/+/Ps2/fPr569Oi33JLsdrsUCtME+0/A6yzkSrSvgCn7OyYXIzJ9/lhrFa/FeJwwTtNcux5j34HYWTHEpqdcHAmSdkFcvQLtvXBybkprbzIgPbXhuoG1SAnBBYAwDHn88cfZWb+VY99xH9HDkSYAfZAuup0AenPL6JegUqJWHQGgI3mGVIuccSksqB5DtJOQjiwBJa8NTc3enTwQgeOKJgNNtHiwow2JJFbVZBRUJEmNezS6hgOtq6BtHlMRVLGPtDPQhvCL4YaMyqQ4/xARFhYWqNfr2rDoNASlEmeZpDLSSLI5gHUEYe04l64SRIlTHZB4Gbg4xo0wWlcZiD9HP4jB4wmxsQzROCuTyIKu4JIDWYboUESg0gmDjcL8/Dx33nkn73vf+3i59ZQmbowRis25ziZaR0f05EoOLa7eL0x/7Fb+8tlnzZTLt97yETH9+bogNaEVFqlmVpKLVHxg97FwIAnBiqtWsXHWQG81aIG5BGvst3WCYh/LVBEiespNxikB6lEZecZFuoastuWCIqkpIbhA0Ol0WFpaIrwrJDxzEqVGUKoMNti32ro8X8E8Y4LMwszEZbTGi9hKawpiO9pIMoOJAqW94Zx8QG5IK84DIxQMbcj1BUKF+Gbk0AaGgSEQV5gbrXBWJjkuUxyS3bSeqWqyUgFV8SlXG7TqRfrtHOFjBwiitDpwqSC+EcqMIHVgIcI/V2RpU4nlbR7j4zrO1YsFf0pXDPKiBa+xwDXuOcQWsvF4V5zPYa+5Ya0NOIpHuSIySdRsnSHmG+NaO1AEKkANrBttMo85F9TmeylBROh2u9x5551U7q4kbwvDkEq3S8H4YMQth6WlJZ76Z+ypK6WgqKANKyc2Y09HZPEp0aJp1LFx6Je2wO4PhNlKL1LXtBXcNfqYkDhJ1k/WZax10SRB273GqYvzTJgAJt3Okhmh0Wj8s/2c3y5SQnAB4dy5cyg1aTZavYgtLK6cfymHF76ob+ymJyoLQngiz1I9jzPaYrjaYFlGyNMjUK2EDDjSI2uEOtHo+gjPPhalQpv8UI9cAWRYQR8a0zbz1gTzsomz0WZmoss4GF3J/MKEVm23BYWifGWD63NP0MoV8T/+QfZZ+7iAql8pzgO63S7RU/pJlymFVbNQUwpp5ahny7iVICEDedEtrDBOQhSMgMwygsKBSZFH1kzO5Na9HQairQ55Y2ur444XGONAdBXdWgVVBbaB2qO47Svv5OjiUU6kZGBDISIcP358Q763ZVlERZAGcFyosYXytkXI6kTBSHTYUlz6j0ONAOMEG5kW1qDKZDPwJcjLICvEI5eIv3vi0jVjjouMcnJmOzIrA1v4OufdnvibISUEFxCe24MTEaIo4vjx44TNEPvNtiYFXX0gCxFUFMHOErWREVZkhAJdbVqkdFxoDo+sCmhSNN7dfaMCF0Js6pTJ57tUCg3cUJdmD6rdPB3u4rBMc042sSijHJUdhHN5WBZkGQiFsewS11gH+P8++DOoxx9Pb1+XGESEo0ePMlLaS632AOpEGamBtUthZSy6U2W8cpuWKuKLq50yVTuJudVl2Ry+uPjKNclw+rDv4SZlW1cCYkZgExkSYeNJjrqUaVFkRi7j6WgXz564Ure0tvTZtm2GbeosjUaDo0ePppMGlzAsyyLKKd02eAYiBY1iGapQy1bpK9MEEC0VzKkukclTaFEki4+vHErSTiZfYH2CaGzL3Tbjr/HLsgwzI1s5XN+JfM1GZkPUhL58yQW2ZaaE4CJAs9lkJHMl1+y/hod3/iWAHlVE6f7thKLVKNIZydGiiCVhknvQVxaB6BKX9g2PZ3/1YrfMqI1Hjoylg2MORrt4OHol+6JrqffKtBpFwtm8rg7UQWa1y+GEqrHbOsYVn76Zw6mQ8JJEp9MhCAJKpRtotQ6g2q5O0KyDLCha1SKUdfk0JgOJQZGZz/ZUPnm7ZwyJQmwisU3jIEjWq4OvHeyw6JoS7IKM8my0g2e/diWyX1DXK4a31NhjHWScGl/9NnvQKS5+BEHAntO3c3DL3+kK5wTQdem08zjZIBkX9MgThhYlu71umiCHR190ToZvNAWhDLQBobKT11sU8SRP7L44LxMca+/A+3KZ6ECE1ECNYqazLqxx7ZQQXCRYWVnh7NmzyDYgg/Yq6IPqAjXB77nEKYlAkkIf22oC9EzEoq4S2IkbGKCjYtEe809FV7MvupaZR3YkqYfS0EmHVIDT+m1XqFP8avBvmJ//jgtqUac4vwiCgE6nAzjYt9qoPQpyCjkheN0y3akyxYkV7KIWYa0jBdiEEpqRQQcbW/djxcZTA2vb2EgG0Te2uDQ7E12mbYqXL0f2C9GBCPs1NpOZBa61DvCJ/vdw/NAHNux3k+LCQBAEzM7OQk20CVwWMpU2haKHjmjW9sKtRoFeO09QdnCLmowWlJcMv/o4Zp2GydoMsbAlxEdXweKqVRwkdlYmae0fIfpKhNRE61vKFnI0YrR5DQsXUJ81JQQXERYXF6EhUFaDZ66n+2JRX89kx+YZ1nNMXDJEZOklvS3Qh/+ijGITsizDeGhr0WPRDs4uTmoyEE849BTWVX0u33aSkwemUaPawKP4up9kdXX1vP0OUlyY6Pf7ZLNX8Ob6m/nc634XOWoTPWwyD1C0s0Xyhe4698LEoEjFY1xRYtEtaz7Ox8Ez6XQ1GWGFYUBP15yVSRphmXK1Qe2WEkzA2JVzjKF9693X/cwF1aNNsXGo1WrsOfqdHBq9F0qKSrWRhL/1jBlSr51H6i7tfplusWnMiaLEkhvWOisOXo/JQkuKLDLKooxRD8uEfZvGzBjM6qkCNWWhRgVrh2LsL67nzLdhFPZCICUEFxGCIPg68yLpg6rpBZVTWi9g0zcvcXsgQ4F2Mv+tw0a0X/y8TGATUadMXYaoU+YZmSaczUMGKlcu0es5dKnwsqkn+Hnnd/m7a26hI3nufPLtyMF/c75/DSkuQMQq8kOHDvGv//TX+N03vh85FCI5sIoWaiJLOGFDZtCueq4fAZCMcsXQtrG6FdaUIodkNwtSJUOEF+ZZma0CcNPUQ+zcfQ+Hd04n6vBDPxdy6NChC2rOO8XGod/vc/r0aW7b/EN8ufhxKtTJqkBHIYe6Uip1F2og3QydLTlKdguHIBmLhYFuwFWBaQ3ELpkudcrMyyZOz25FTmT1NEFdkIagdlqo7Qp5JGLyQzdw8uzZC4oMQEoILiqEYciVZ76D8d44D4x+QjsL9gVZHlyn1lYGnqsTGMzV+gQ4NNH54i4+p6KtLDHGgoyx9PQWrROYgCtyp1jJjnB6Is8rrcd44989yNTtZ/hC+Fqu+ImbOZRqB1KswdNPP83Y2BhyqyALerOTnUAH/J5jrI0HN6x44iBO9lzvWKDXb3zzWmKUw7Vp/NNFyCpt4rUAagvsvuIYP5L5C/ZHe9gXXsfKjz3Axz7/edPKSJFCY3V1VY/5lXX0cYaQDnmivo2VCXXFtQcqRKeEliGLT151CSSOlTeE9rkVAtG22fPLE9prYH+UCAdVSU+8bH7laXjv93Di5MkLjgxASgguKnS7XQ4cOMCePXv0gV1BC1MQWMhyYuvltFQxGZlx8cmI1hV0VRZHAgIcqugSv3be0rWENiVqMkJtbhTO6TlZVbS4XJ3VBhuTDrfaD2F/wGbP2Ck++rGmtq+9ABd1io1DFEV89atf5VW/9lYevOqTqKw+sE2mDcsyQp0yrkmZc1WQZG2sIwrEY1wRHvnEy8A/XdRz3FmBho5eVhOKV1mPsfevZnjpbSe57xdDPvvZz6ZkIMXXIQxD5ufnUSaYVQ9lO+SyHqNqlcI12va9aVIZx9QyOeNi2KJIX3TLNVQ2toRJkJGr/ERDEHQdnUszI4P4+O0KasKuH/h5vjw/f8HumykhuMgQhiHHjh1ja/NVnH35I9psIxTktPC1vddQtVcYpmGyDILkrlVVK8YMJs9WNce0OkGVFabVcWwiMlZIMWpRmOxykilYcClvX6SiGqzKEDvUDNPqBNFPhvzg3t/m7z72k6lFcYrnRavVYt++fbxa3sYjP3QX1g6FVfXwey7thRFoK/J7utgqZCtzVFSDqlplWYaT21ZLimbE0KVjEulyeNhbPMJ6PkmIU1vgJa94hjf37kZ9zebpt17Bvffem5KBFN8Q586d47v+048x80fvoyN5OmGOrZl5dqrjjFlLvN7+e56MruLL4U1coWZYYYSmaLdWiwhX+ZSkg0uPBmVWpUyIRQW9jq/b8gStLUWObHkpMmuqWBWQZ4R77rnngiUDkBKCixLtdpv5+XmmnrqJHTt2cF/2Y8hxYfmBCVY2bcKZaFEdWTE9rhxAYrLRlCI7rRNsthe42jpDXvShXpUVKjQYlialLW1mqlvZnFugJUUiMlRUk/f7H+CeT91C4QO7aDabG/bzp7jw0W63OXLkCP/ikz/IA7/1J1SqDerLZeQEyGzE4vZR8sUu29UphlWDcbVEXYaMatumRUn7zWMRiJ4yGFWr7J44xmGMxsVWqJ19fsD+NPm/tYjeEfHWq5ZYWFjY6B8/xQWMdrvNF7/4Rd71ga3c9R9/Gq+dY6KyxFXqMDfbD3PTJ5/hmu8/wInocnZaJ3g8Kmn79vYkoMPlSnabCJtOmKNeK2NPhGy2FpjiDNPWCbaqOR644VUckWmerF1NcKLE6z//49x1AZMBSAnBRYtOp8Ozzz5LpVIhqke67/WMLp9G2wvMTxR1mda4Yi6W9WKWZVi5ZYRbxh9kSp0BBYG4bFenGFUrjEc1KtLAzvXZ/6Xreeqd02yrvhrHcajVatBssnoB5HanuPAxOztLvV4n/J8ZVn54FDluEz0cISeE1vYRZl4Oe4cO4hBQog2Y2W6lzVyqxpfAI0tfLKrWKldzhN6Ew0kuJ8wWeNnUE/yrzF/xnw78BI//2eOcPPm5Df6pU1wMaDQa3H333dSG/gPWLRb1G4ewVcTL+oewPm5TnfAZv3mJMbVEiMWKDNM6Wk0mr1ayQB0IQWrC/C2bKOXbVNUK35/5FFOPrHLzqx7mS+FN/Eb1p3G+9yd46CIgqirsnP6GlMUubDufjyXFt4BCoaAtji0rebFtG9u2tTtXFKGUSl6iKCKXy7F582YmJiZwHAfLsshkMkRRRBRFBEFAt9tl//79aWRsim8bQ0NDlMtlwjAkCALCMKRQKOC6LqVSiUKhgOM49Ho9LMvCcRyCICCX09Uty7JQSlEul7Ftm06nQ6/XQ0SYmJhg9+7dfPKTn+SZZ57Z4J80xcWGUqlEsVgkn89TKBQYGRlhcnKSZrPJ/Pw82WyWVqtFr9fTU16Q7K1AsscODw+zdevWZG8dGxuj0+nQbrfZv38/Dz744Lec1vhCIOycft63p4QgxboM87W4kHtdKS4dfKP1Gb/PsizCMEzXa4oNQ7xG44vXWkRRdMGtzW9ECNKWQYoLbrGmSLEW32x9xnkfKVJsJOI1erHvpdZGP4AUKVKkSJEixcYjJQQpUqRIkSJFipQQpEiRIkWKFClSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQpAiRYoUKVKkICUEKVKkSJEiRQpSQnBeoZTa6IeQIkWKFClSPC8yG/0ALmaUSiWGhoawLAsRIQxDwjAkiiKiKKLf79Pv9wnDkImJCWo/+gRvOfyviaIIpRRHjhxh//79ydcbHR2l/cOHAZA+UBdkWaAN03O3cuTIEfr9/gb9tClSpEiR4sUMFXZOyzd6p13Ydj4fy0UBy7IoFotMT09z5ZVXct9v/Qq7c8co06BNER8Hm4gQi1Up8+yBK5HTwtTrT3Cr9SBjqoZNH5eA3O9PsLy8TKvVwvM8JiYm2PlLMwDk6eKRY1lG6GPxbLSDP/3Tf8U1H3sjR48e/TpiEIYhnucRhuFG/FpSpEiRIsVFgrBz+nnfnlYI/pFwHIehoSFGR0c5/SMPY/30AZpqgas4zHZ1ipJq44uLR54sPn0slhnh7NQk3VyFneo4Y6rGqFohh0eGEH5qiQx5ZqO9nJQpJqxHsIgo0SJLQA6PvOpiE7LDnqH3LpcnfujXKFIlDC1KdpuKagAwL5uY+44x5LEzuO5r6Ha7G/wbS5EiRYoUFxNSQvBNYNs2O3bsoFwuA/D0G++me4vFzuuf4eXWUwD4uAyrBjl6+CqggIdFhI+Dj8toeZW6HVJSbfJ45PAoqQ4AgTjEqgJNAnz9fQkBIcSmIzlcpd8e4LBVzfEG615KdovNaoFJtYCtQnxxePIfruaYbOfP/8sZtv3ZtczNzaUthhTfNgqFArZtIyL0+/2UbKZI8SJFSgieB4VCgbGxMaanp7n22mv5yI/9O6JHHbKv6fCy0ae5Qs2wWS0SYhFiM0QbB58Q2xzm0KKEj8uYWsIp+uTo4eKTp0uJFgGu+Xyt69ykFiirBoW4egB45JiXCbL45OgSikVFNSnRoqTaFJTemEOx8cgzqlYoqTZ7f+k/8De/8GEW/v2rqXxsN7VabWN+kSk2HK7r4jgOIpK8RFEEQBRFyesiz985tG2b97znPezYsYNOp8PBgwf5xCc+ged55/PHSJEixXlASggMlFJs376diYkJKpUKD/z6n3H51GOcVXPsiI5z/OXTXD+6n6vVYTarBUqqTYRFH5sMIQ4BQHLLR8BXDqOyQkaFlGjhqoCC8ijQpQPYOPTFxqXHuFqmQoM8HjYRPRw8yTMvE+TpUkG3Bso0KKk2FdUkh4ejAgJxqEuZMzIJQIaIm62Hufo/H+Z/7j3CyL+bpt1u0+/3k8MgxYsbSikKhQKvetWreOiOTyJ1IAOqCHYWqCoyGbRoFXjt59/FfffdR7vdBuDaa69lz5492LbNZZddxty7FzkhU/y9935uX15OtCqNRoPFxUWmpqYSUW2v1+PkyZPMzs5u0E+fIkWKbwUpIQA2bdrEVVddxQ033MADH7idkzLCdeoxdqljDKsGHZXH3RawXZ1iq5qjohr4uDgElGhjEWETYhOSVT59bDrkKUmbTWqBnHQpqTYuPg4BOeXREyepJpRos1mdo6TaCbEAhxZFzsokFRqEysZSEVW1Sok2Ferk6WLTp0uWOkPMyDZcegypdvKz3fEvv8C9/+IA9ldyvOIP3sSjjz6K7/sb8FtOcb4Qr+dNmzbxD7/5q1gLCroKa9SjUm2Qtz3G1RIAy1QJxeK+l3+M6TO30mw2UUqxZ88ezv3u2yjR5nHVZibczdcWXk5Uz/Pkn/xndqgZxtUSm1WbMRnhFvvB5G+gLmUO/NQOPv3pTyfVhyAICILg/+eRp0iRYiNxSROCYrHIddddx0033UTjlzezjMNWmWNc1aioBtvVDCXVpq9sCnhU1SpZpVsDizKqb/SqS1555nA27QIpAuDiUzE3+nGWKNEmTxeXgDxdQmWTp0uVVf1xtHGVTyg2AJ7kaFFMqgMlWlSoU1JtSqqTVCP62KxKmSWpkqOLbQiKR44WJfrP5JETEY+95TO8Jvs2jh07xunTz68yTXFxY2hoiG3btvHVX/kUW645yWa1wOKWENcN2KpmE0KZV118caiyCgq275lh+cv/nXFCXHzOqS55uvjo6pNHnqieR9qwsjzC4mibUCym1Qm2q1PMywQAITZ1GeL+3/kRwjf+N+S0EB0V1EzEpv17WVpaSidhUqS4QHHJEoJCocB3fud38uwf/zxZ+3MU8GhJkapa0Ye0WmWndVwf0pZPRRrk6eIQ4IujS/lmAqBEOznMW1LS30D06OC4quHiM65qibDQxSevLBAYV0vk8aiohnlfgK/AlQCPHCE246pGlRUqqsFmtWDIQwubkC55fPR0Q44uFdWgohqaFEiISw/aAjlQW+CRX/wrbvq1t9Nut6nX6+nmfJHCdV2y2SygtQDx87h7924O3PwF1AlhefsI45Uath0lBHezWiCvuoTY+DiU0NWkUNls40yiXwFNNNtSxCZkswJv5zOE2MlaLNHGZXDrt9d87l7rIMtvmOVYewft2Sov2XmUPJ9g9ef2svXu6xLB6zfSLqRIkeL845IkBMVikZtvvpln//jneZl1CICO5BMV/4RaYowaV6gZsvhmFLBNnTJZfOqUWZQxtqg5XHxdwlcNMoT4uIToG76r/EQAWKGJTYirAlwCLUBUkSYOqmsIRaA/Bn3T8iSnN2MWzCEfJtWLPF0UGELg4IuTEIbNagGAZUao0ISiQk2DtTdgqNrgq//jD/G/UsT+45DCvpfQbDY36JlI8a1ienqaEz97v35lFuTRiOhoxFNXWShAjgvdKyvUc7qKVMq0mFJn2WrNkcejRYkWxYQQ6HWnD3dd+Ld0pUtBgS4VmlRUI1nvcXvAVlqTEmtfQizy5KjQwFcubjbAnlpMKgl3/OYX+VT4v1j86C7kVwOczvZUoJgixQWCS4oQuK7LzTffzMP/9i85dNMc16v9undPG0/lQaBCgxFWtWJ/zWaZV126kgNIpgMy5oCPD/S1sAm1GFA1GGcJV2kS4OIn7wNNGnxcsyH7KPTNzMehRYk8XTarc1RUkzyeqTKY9oSCvlj44uLjUlWr6wgBQFVWUEWwruxy9cRh8qrLYnaUs6/Zgn1Ln+/6he9meXkZ3/d56qmnqNVq6a3tAoZlWdx8883s2LGDc7frVlJ3uQLbbdQzClUc2GNLCH7XIV/s6bVhLTClzuASsCijuj1lyGseL9GexOS4xgi+uLpFZdoMMRmIq1d1KePj6DaYaUOUVBsfl5aUcGyfrZkaW5VuxY2qFX408+fs/4k97Pux65hZeJY933s7i4uLaTshRYoNxiVDCIaGhrjjjjs4/gfv5Xq1jzINptQZNrHAsGqAQEm1dClUtcnRJcChQ55lhvEkT9+MFboEpnTfTA74MDnEjVuh6uPg6zaAGpRV4wpCcsMyL/H/gDX/WlRUg6paTVoZsSdBBjMtINqfIMRinCU2qwW2qjnzvRyqagXKcPXEYfZaBwffr2ozoZY48Hs/w7Onp6GeIXpE2Pzre5ifn09JwQWIoaEhJicn2bt3L4/+6tu4miOEWCyWx5jtXoHkLCiDqijIQHnbIqVsm5JqU2U1GWmNxa8xwfXRhLIvXVPB0mvMMh9bos2oWmFM1aiqFXxxqVNOKlMxYS7gGU8Ml4pqUJchhlSbrWrOVN5qbFbn8MhzVk0ypc5wx+YvMv7wHYz+xW7uvPNOHnjggbRikOIFg23bTE1Nsby8TLPZTKeunoMXPSHI5XJks1m+7/u+j/JvX8mU+gpNKZKnm9xaCsrDISDAIcdgY+vhUpcyyzKiD2kBlODia0JgSvegD9+WFGlKEV8cXBWQJVjXYw3FwjMl/iJtsgSgwBfHVAlyuMbPwCNv2gir64gDwjriEGLTx8Y138vFp4CXvM0mJLepzpQ6w2a1QIhNRRoEyuEKNcMioyxOjNFkmMybAmp/8wTF5g7a7XZKCi4Q2LZNNpvljjvu4O/+629wT3WJ3epYIh4dV8uUrmrTurJITnlkiJJqFECVVUqqjWV6/PH6ETQZqMuQ/kYKStI26y9nrLhdUw8LE41A/H0zWJrsihbQWkRk8ckrD1tCKqrMuNSSMd2c8sipnibftEzVoQdA6x1PseMH3sRjK3/A8KtenZLSSxDPDX97vud/+/btvPe976XValGv1+l2u1iWhWVZZDIZbNvGsqzExj2TyRCGId1ul4+/+UOQgY/c+g7esfR7ZN5bYvKJV3D27NnUwM3gRUsI4gVy/fXX8/jvfIbiS/6Q3dZhXAJaSk8BjLPEsGpgEVFWTTx0zz5nJgE8ybEsw7q8SkAeDyRDXnlMGd1AvOn66FtTgyF8XEp0cFVv8H5x6GPTkiLLDBsxYQ9bQloU8CWLrfRtLMTCI2cU4a11FYS1lYTIbNMZc0MLsfRNb02Fwcdla3mOqlpJvk5eddkkC8k4YzW7gr0lxLYi6n80hP+ZU4z/P1exuLiYbsobjHw+zw033MBll13G5s2bKVXag7UIlFSHPF2m1XG9dlWXthRZlhHqlOlIlgm1TJUVbCJT5dIIsegZDwtNSCNQgk2kJ1xEV7vWCg1DyeDjJGswiw8KU2MYkN+eChhniZ7lMK6WkomYQBz9c5l2mo3eiC0idlvHeG/1o/zxoXt52S3v4PDhw6kr4iWCfD7PG97wBizLIooigiDA87zEP8WyLBzH4d3vfjfvvO79MAIrky4tilT9VYo1Qc0Acwp1TiHbBOWBelxBpGBU+MjnPotsEsQSZodfCb8Ef/Wy1/HjB3+PiTe/lG63y8rKyiW9570oCYFSiqmpKeZu/SqPvcJievszbFYLieK/RAtfXFwV0MM1o4AD2+C4LK/V+7k1t+0IW/XJ0zMjhF5yawrFxpM8vrjAYINc2y4IDGmoybB2HlQZbPo0pUSACwK26uNLlhCLKsuJzTEMxF7PbS1YhOTMAbHu/WLj4zKlzlBRzeRzSrRAof0UxGFUrWDbuhUyPXqc+rvLHCweovJzL2F1dfUFe55SfHNs2rSJ0dFRvvrdn+LpH2iwvTLDFKdxCRB028giJI9nxKZ1M6XisChjnJVJWhQZUcuUVHuwVrGxTMspwmaVMm0pJmvaVQGeMdqOyaVtqg4hFtGa1HSLkCy++dsINXkQcAgIlf7ciiHdodj0lCYErgooyUCjYxMmX/e19v3c+bF7id4ruA9dlvpmvIhh2zZbt27lpptu4rqPThKZ9dYhx5KM8lR0NRtOcBkAACAASURBVILFK6wn2W0dY6f1Z7AscFJRPRbosVkPaCiUB3QUuOaL90AKQFZQffTbXaAPakmhWvAvH/kH3rZ9Nw89exVtKfLm8T+k5FxJvV6/JInBi44QKKXYsWMHt912G1/89Vn80OV660m2qjmqrJBVAT1xaKkiHjnqMkR1TVneNZtbKFaiByigxVTxpuri46qevlEZuKqnxwfNNEFFNUylQW9mIRYOPg49sgSmlxuXqYQQy2y6GUDoY+sKwbqN3DJaBWN7bPwKXAKG0KVeX1xQDD5OLLarGa36xiEUK/lZ8nTxlcuY1HCUvnXGwsTdbz/GX08eZ+zdu1haWjqfT2EKYGJigt27d/PVd32Ky942w27rWOJp4RIk/gBdyeGr9bdol4AKDd12Um2qapWKqq8jsKAPeRefLD7RGl1LKJb5f0QB7bORtKzQrYYIC4vITMzELQTt2Gkp/XoBL/HQiD/Xx03aWiW1XogbkxSbEHoZMr8shH90lqmvXM/Zs2dTweGLCJVKBcuyeO1rX8tb3/pWpr73wyxLm0UZ1SJV8emaFqqNrQXVZrwbX6FOKNSsIjaGxQds/SJXmIM8BIbN25pAVmBIf6xqAnMKOqBCxat7h1CHFd6vXsObfuQP6b75v3H//fdfcmvuRUUIlFKMjo4y+8F9rL7hc7xaPYqvHPaqp5MKgU1IoBwQbSBUlzJ5uomnQHyj93HpSI5QMskBqsv38aal/+1j44quBFRoYKuB+2BeeWbDtHTVQWDY3NSrahXHbMQoyEiUCLhCZSXERAsJg+T15K5k1nws6KrQ0CNf5ueIhYuuCtiMnj1vSRFfucb3QBMXPa7YxBb9dTarBeIpiJ/6Pz7CR/7XEa752dt48sknL0nGvBGwbZu3vvWtPPBf3slLOcBe65DRqkgy+1+nTN+0lnLiEar4SI6SNTHCMhEZKqpOhSZ51U3IRPwc2ypkjBoBLlW1klTHYo8MgBIdbcBlTK+Sx2nEiX0xWhbRazl27szik1NduuToiWsohq4C5AzJ1gLcrxfWShuwofrbK6zUH8Z+b4aRr12dktOLGEoppqenUUrx9re/nfwv+rwz80kmal+i34L6UIFlGQFIot+rapUQm73WQbaqOV5aP4k6plALCs6ZL5xFH/42UDBv6wA9o0koiCYGp/XrahVYVZjljYyCbBOwQZ1TfObP38PCF3K85eZr2b9//yWlL3hREALHcYiiiGw2S+OlB8lc47PXOpi4AU5bJ6iqlWSWP0RbC4dis8wI49QAMZukh0eeEJs2WmsQj10990YDJCWuHF0tylozfpg3yYcORoilIsalRlG1GVKtZHO2JCSvepoQqLbOQTBpiXm65FnvhBg/Phi4IeqNXPTGbz52VK2wFV0ZsVWYsOz468UTDxXq+MoxFY5GUuEo0eIXXvkhFu9/J+U3fpoHH3zwkmPM5xN79+5lamqKSqXCrl272Gl/wtzOI5ZlhGUZToicJzkiMrSkmOhHQrEMmdQCU33QRsm4aslUkWysZK2FYnGZmtNrTQ28BFwVJILZtZWxOFkTBrd+S0V4ooWIsSGXq7RNt07+1DXcAIe+aM1BrJeJRxZBV8Dir+tOtXCzPtuzp8hP9PDuzHL1v/0e7rrrLpaXl8/3U5PiW4Rt25TLZW677TZyuRzf/QcRW9UcN577COqvLX2YuxbOsDCGx1jB04e7C4zA1OYzhNhsb53FaSnU0xbqpCYDqq707T+jD3OU+bwQlI8mBRHIEDApqHNKtxc8XRmgo2BIBq2EuNUQwvhDHu/50h7++2v6HDhw4JIhBRc9IbBtG+tHZ5G7Qnp1cG602LZlZp2HQMaQAK3+x5TnQ9NLHZRCwfTpxUo2WIt+Yi6UMxtknFQYfw0gaQPEpkM902rQt7GIDCEWfSqqQc+8LUuAR5Y4AznevFEkc9yu0kmHcZUg3oxBFwm0mVFElRUtGIxLvBIyolbZipuUbSuqmYjELCIzS25RocGijOESJKTHxcdXLlVW2a5msD/33USvj3jwwQfTSsE/M1zXJQyf5ejteY7/sPCaqQfp2fezXc0xpNpJH187C+oqVZ0yFoNNqh8X9SVDaNo/sR4gMRNSEb4ApkKgD/hoUDVQWkwYTyjkTSsiJgaxwyGwpl0wMOPyyOt2g4ogseHOJH9f8WOM/04qNOiSS9430N8E7K7qFslWS4/QtqTI/G98F923f4ixd6RtrAsdSinGx8dZ3XGA3q9k+P6bf5KrrafZdXRWl/sXLH0gA9iiy/+eeT1e1lmYvvoc4oKa02RRHTY3+1VzqA+Zj7fNvxlQIdBc004ogVwB6hF0i6AJ9PX7BXQrIas/l1B/DEvwQ6uf45aHR7j6jbM4X956SWRxXPSEwHEc7PeFqEoGmRXU9WrNHL7eYDrkcSTAVT6uBMlB7uAzamxY44M8HgHUanw9EqXHrKJEbR3x9bfk+HZj0Sc2LuoYjUJB9ZLNOxYn6q8bJhurJ3lc02IYQAAxG6iP6wfYjnY3jI/kWLxYUno6IR41REFFGslNDMwNjYEgUbcQHEoyuAGWaBExGFnM4lNRDV5pP8bWt7yFVqvFU089lc7v/jPBdV02bdpE7UNFqrcvMJ05zjbrDBVVx1aR6avbSTtJP89aGFqRRiIOLRC3iiw8yRMq25gIRcl6C8VK1nZ8sMcjhOAMFhWsM9ta65sxEKxa+qZvvraPQ0dyBLjJ57kEREpbaD93QiauNtiiCUUPd937dqtjjKslKkprIZb53+y9e5Bk+VXf+Tn33ryZNzPrXV3dPT3d0z3To5Faao+QBAMSQuYhbFZGmDUvE7ALBgEBht2IBVZm1yAMIsAQQRgMGMxqLd4ICRkhgYyBtQZG75FGmvdMS93T766ud2blzbyZ95794/x+v5vVAw4MM0I107+ImurJysrKyrz1+33POd/HPAUpX/8Fb6P5NV/Db/zGb9Dv95/tt+fm+lssz+O68vMf4XNe9QleHj3AyegsR8ZX6jtNgBF2ADcdELAIWDucB0COjQcSYNO8NeSyQM99rz/wE+rD3HUIGLivp6Azys5yzHyi9n1rU/LGBNR3B5ruewr3c/4Cbju3Te/NL+atn/wF3vjGN7K1tfWc3vv2PSDIsgzp5OQvnEVuEbLP39ljzOOlfrGUrp2ZW6WjEU3GLMs6GUMi6jAg8E6DxtyP5entoshV/P7wH1FX7jlZkGxd0sMss86Mq5gAKhIiJlQkDLTJJous6iIrbJA5D4ExqeUlaA4RLOoWZWpVlJEhZ4OtbMqYrMwp4/qwj6mMOKj5nsoudhWdt6UdassqwQrSyPsmjMP23XLRyylj0u/5IN+o38i73/1u7rvvvuf0H8ZnYkVRhB66wMZvp3zJ6T8lI+eQXOeArJlstWaM1O8nQwcIdlmRDUe0GgTr4AFNShLGOs8yayiQSR4O44JG6AL4VZDSd8PX2Ff+GpOL3S/XVvAbsGunzTazlBqbIsFJFPtuxOZHWkZiTRxkNROjsTQYkQawWUpMqf5qM1CdickoD8sqLYZssOC6dvbztn/6hdzxgTtu8lo+S9fi4iKr772X/+3Qv+eQXGNRtkKXiQxIFRJhT12VWutel0F9e3/bNU9d5Q+gbUWQcPDrggbioIEJRWMQ3/5vA01IRxNIY+sozAOJu27m3H0ScEYzBgpWIbossC7E52O+9dS/5vz57+WtL3oLly5des7uffsWEIgIcRzTP/U4t8+e58KL5mAId82e4QBrxJRMXP2T0yTVlmPfR8Rqb6ZXBnTZZUCLiUaU0gxVU1d2mWjkqFB7uwIxExKqUM/7oQA4siIz9LTLp/U2JkRUEpHpkEmQbJltUZ8OV3SFM9VxhtElGoyNOU7KWT3GomzSqAqIINOR23jbXNLDZvAS7ZoOPCrChl3PYiti9yrcuPxGPyKl0EYYkRTSCPc3NUURiJaxltz+Lz/EV5RfwYMPPnhTkvh3WCJClmUUTXjBSx7m5dEnrNND3yVo1pwR8J0g+yiJ6couC2wwRxLeJ4BSO+zoLD3MpKjpO1+kAQzYgR0FkNDXTgDNGUNnPdwI3bJtnQ3+GCUxfcznwGch+FTOsaYOcDYMtDIbjI98B2BAxobOE1MF2Wufzp5RRUxF5szC6lHfmNh1QWIpGbzvP3HbS7+ac+fO/T29gzfXX7Xm5ub4lm/5Fr7kyBs4JpfwNtcZOWUcQTpBXUdA/OUdq8kDU1MI7J4SOmcVuQC6KgYKMneAzwuaKjIATYDDwII60CBW7XtyYRMjFJbQuiLQVuMTHHScgxI0s5/LyD2XjNCd0ARYUnustvLD9/8iH334l9k4/M3kef6cBAX7EhCsrKzw4he/mIWFBf7y53c4LY/AC62NeSp6nGNyia7s0teua3JWezZXL/HzVVgqNpuvSJwXQFFXSuIP17pLEDkwMJnaVAfadKAgpoepF67qQc5Ux2lGJjUsJWYUmCvQ1zZ9OlzQIzykL4YKShJ2mKUk4pHqLnNEjHo0dWybLxkbush5PQLAAV2z30fKsLn7cYg3LLJWsLjfowyb+jazeyq7bew5e5tkr3IA7HXBpGQz33ee1378tfzRH/0Ru7tPJ1reXP/9NTc3R5IkbG6+i8bpiDvk0xyRK3inydRxAKbb+X7eb7JAuzbnHcEQ6s7PWBv06LCp8yyyQZsRpUR7wEDuwO+YlBENNp2JUaQVh+UaLc3JxUBDXztc1YMssEEhBhx72uGKHqDpeAAjTQMBN8V1yOi4blaTXDPAg1AjH3rL76HrdvXp4JUPHoBuM0uhDWOeO/Mjf11+dfwefv477id90+GbPgWfJWtxcZHXv/71fMeP/xHHH1pD1qziH96h5O0mcVlRNSFyh39Ysfv/eWV8h/JAcppTdz3OQlkgW6BeUgjIvN1Xm+7zQdch6IEkjguQgpYGBGhjvgPXjFyot6iBBjeWkBzjEwzsfjqjSO66BG1gxYGVLlAIb278BPfwKZrNE4xGo+ccKNh3gCCKIjaan2TtnZ/mzugjvEF+DYCiSimk4SJerxFLRV875GSBaDc9v/cywOyGuX3EZGrjKd0BrjQdY9qWjQeGZAw0o+E2sIkbHwy1xQjbmHfpkpMxokHDEQJ9u7bvgMOqLnFJD3NIrjHQjE3mGZHy+OgkeTPjDj1rB7/YyGBbZ7ikh41cprP2+7hqaltnQmvVnBUJsi7w0+g4SC77tAOI2NZZNnDySsc9SNxcenotsskL3vIi/vCnf4nsp4/e9J7/Gy7fFTh8+DCfKt9H1IboSyOWnA+GJ/L5688vk4/WYK5wjhZ+pAO4lnwaAKdV14mr9M2FMHyvpqGKH2hGjy597dBw3YdKEkrHazHgOENDrYSqSOhph01dnHo+aVALpDifj6nxQUEjjDpyWuTaCp2IXFshIKkrFqDUpGBEyobOO8DaZU53jCDprZJlzD3f8yGG73oZH/7wh59zG/N+W1EUcffdd3P4509w28a7kQsRbAELSlpAXDqL6pmE7vEJ0cDJ/0oJh73GUDRr8LrQLGpugL9PW5EYiK3iZ8ndVorVPZ4PMEPgFIhXFcwrHFc2l5oUpMwNerQuCrKu4LcwD1ZijIx4QuuuQwkvefQp3njtl/jJY2dpcoLhcPicGlvtO0AgIkSviHhN9H5ORY9beI9bubY4KZ/mSHSFXDO2ZYZYrcrtMiCidAYs1ZT3wA2Vv1Q0GAfnv5gKhWC9OnFObSNnDDMipalFCBgqZYQRASva5ByUa8ximQc+uwAljA4SSpqM3dzY2v+VGiExTc3DwMiAew/lnIyUwlVbY/q0KTUJ89YuA9c5qIi1Ci3l6Q6BgYFuIF9usEDGkAOsh0q14ebJ9WtUkcmQ0zzCv/mBH+cvH3gt73nPe27KEf8Gq9lsMvncc3x6ApJA/JqY5Mv96z12QMAAauq6VIV6WZ6BztzZUY+0QVPGNocnZkgLE/o1XBbHhJiJ48V0Qvs918xxayIGmgWWv+cntCQPRkSRGzc1KABx6pqYMQ3MTCtmgm3gE41oOa7NOAw3GkZwdB0ssL/RDRZCt8uuQwMPMTvh95/OESloBMmwzxnpa4eXR5/gd9/zn2jf9oqbBMO/5+U9YD4v/jhyVmAdZAI6D2UMjXWBpnK+u8zZuQ6nTn+KdE2g7yr5AqQndC4op+54gpX1nhEJoe4gOJLgNKeA4gaeQYqpBmIc2NBaUZDCMIMNXSCnRdFucHRm056rbzL5wz+2boEeByIMMGyBXBR++MIv8dKLD/ENB87SbB5nNBo9Z0DBvgMEURQRf13My6NPmPugAwS5ZOTS4lh0iUU22ZAFMjVvgEzy0DofQdDkB/a1kxAmToLVZkjbKQxKfGyxHc4WLmSOgn3tMKJBV/pULg7WDvs4JB2uyDpddmkzDJ0Em8UmJFS0ZMQCW5zgPIdklRzrLgzJ2JQFIipawT9gGAyQDsk19zPqWbPnASh18JFf061l+2wWzCVJMDbKNZuaVY/d5lynOfoqtiIik5wXy+M88Ov/jIU73n9TBvY3WJPJBP3LITKXEr8uJnqN8NKVh5h1h52XAPouAdTXZkrh+CEJOS2GZEYolYLCmf74Of0cO7QcgBxpgwEtmlJLFyfu+hvSCvPdlDEddpmnFzpmTRmTqXlTNL0Ft9v3Mue7kWAAOhYj6U5fi5Op629CTKUGIOprbERMK4zgzHPDrvG+2gjBRgVj18kzyKN4tU7Jaxr38fZvOkf7144xGNQ23zfXZ241Gg1OnDjBoUOHOCV/hlwUZE0gVap5NUCwBcwI13WJx/UkcbfkJQefMoLgNmGGL2fh4KQPueA83OrxgusWaOJAgFcTDBxBsYnxEVyXQAoHDLx6oYTWtnAoWSVPW2TFEDaBXQc8iqmPxH2PVzNsGmCRNaAnfNXv/AX/9tpP8INL54iiI8+ZgmjfAYK5uTnG9+zSpxMOPU8ANBe3IhDmplukXgXgjYS897r5/TdstqqtUMlML18tlVODrzENtrGUuJwWQ82MUSAlDcwOtiO7xGrkqZb4rAH/kmuoeJbYoC05y7JmXxcYapNtmWWbWTIZ0ZZRIHbN0QtKilTGQdLoAYBMPW//2R8q/jnM0bONl+6e0Yl3dPSvZxZsccfu8cfEWkvQXhf/V/7z259g5itvo9fzf8E311+/hshSEzkRsfjSVY7JxdB9gikfDPHDnSp8BpeY6cigXk0SUxknQO2w94mHW2pBW0MyUDu8/Uih1IiBtkL1PSs95timI/1ARARj/M/TCyDCFAJVuJ49eJgQ0WJIImVwLpyWMZYah789A5vD0BVpM6IhJm/1ZEo/UvCP0XUqHftaGfI4MhnyBT/1YS7/+a088cQTz+o7d3P91WtmZoaLb/kg3P3/ctvqdeRaZNLAg7Ax36Y7GNj/R3Bdl3i4egGLbPKSg+fQAci61EZCPYE+dUcgwir+cspXIAbUiITSw0BCE2i6z213G/ZZABRkBHoNOj2lM5PbYd+jBgEjEEcoDFv9lss9WLXHYlSbG/3LP/kdzq7dxttfsMLq6upzAhTsO0CwsLDAZGGT83orB2TNWe7mexjYGzrvWNBttnXOGbI0Qis206GRBRUGNNnUBa7oAS7pYbq6y0gazDn5FtSKgtEUg3+gLUY0aTKi1IQRDRJHMvQCRD+WaLtxgW2yE6BJRRyCYZbFRhld2aWBtYFzabHOIueqY+b77syRSiIWMAfCQlMajEio3N9HxLSiwLvO1YSsuuuxKJtuptuzjomrBJdlnRVZD/LMGkTU1V5gtBNzgvP8zMt/kLfcdRcf/ehHn903fx+vOI7pdDoM7pwj/p+sO3A0uRB8BbzLX0lELi0yHQbZK7h4bdpssMBVXQFght3QUapImGBVuucfJM7q2pNfb1z+gM4YMse2c6fcNXItuOAk6wSYksD4NA1GwSG24a6pFKXpxhwIZmPsHsObc5kplul+/Igil2yPT73veHkHTm+UtdctsXKZIfZ3fTp6lKP33MPZs2efF+Yxn00riiKOHDnCyun7eEX0CZMLlgJt0DuUs9UxjmRXuCXbsQoeXCepCrwA8ySQ2ntgALqsYY7vq/s9K3Hf4wCB4BQEnjDowegIGxskYhkI1+zxtG0ERHEGRwZIHBgZYWqD0oGBcwIX3ON23ddHIOeEH9Wf4le+7GHStx97TvAJ9hUgSJKEubk5Hr16kEu3HOIu6QSSkU8sLLTBBgtsME9fu4F0l9OiK7vOzMXCgwoa9LUTSH2fqm4Plc/QeQlEWPphQuXIdxEttwk2GbnZbOT0BXuVB+C7C9MKhyQ4tkWULo7Wkf5c2mHDVV1zbDuQULePvdObbdS1wUZFEjbyG1fMxKqyyrwKrK3ssgyCr31OIQ0W2QoBOp5f4YFFSeLyF6Lwu5QScTp6lFe/+tXPO9/v/5F18OBB1r/wEzS+IUbuLFk5epHDcp0WOZaqaUz8nBaxVqECrkOBGmzrHOu6wCU9TMaQWemROu93b0oFtTtnS3KzxWbouhBSdyOEkH/RkpymjEmognzWX8MVERM1zkyp5o8RTclw646XTJFun76sxxaFEcO0jLLlrZVlN4AgG2M9XUURS+3mGWtJLi0OscqH//2/4PD73seFCxf2/aa8H1a73ebzP//zOXHiBBs/+6V8RfyfOR094qprRTOoPkc5oyeIqbjl4DYAy7LOqehxTkRPQU+sDV9hFbq/fEpXzXujoMR1B6a3lhg76EvbA9XzDKbBwKR+PKBu/5cgA7H79qhTEnNgBzcucA+yDlwwgySWQWM1ADGw59f9L/Dz/+GNfM9fniO5eOu+B6T7BhCICMvLyzz87f8FuSZcv2XZrH0Z05SCWXbC7NF83xfMKdBJl1LGLLBBKlape/vhTRa5pitc0KM8onfRcVWKKQDmwqy9IgrgYkG2mGM7VPMA3qug1ISxpH+lJfLE+827f9fJ9FatjR1ZrJAhlauwOhhZyksEC03dc5uhoElE05wMZRKkjza9jRzzu6DQJoU0KOJ65JFSEJclcVwyp9uB7Og35Vgs8dH/bqWjZE7HOZfq+BVSMP7RI8y+dfamz/wNK45jlpeXueOOO9j62pg7vvQxVthgTna4Ra7QZYB3+Zs2uCrFS2OtK5Rr5qSs1sk6IOts6wxITXhNxQ7YxOVmZDqkKWPaU54GDW2Efy/LGqXGT+OhjPyR7UZtZoQ1x5gGIxp7Rgrh98TyFRIHcv8q/kripLxNKYy46FwM24zC+MCeg+9c5LXUEjMw8jDFuoFRuN8XRh/kF7794zR/4gjD4d70x5vrmV1pmvJ5n/d5VO/8fv5J41c4LW8ikyFL1wbIQOwgX1E+uXAHj5R3MRf12D34JNlAOSzXmJcdTuQXzH44xw7qKbticLcp7LnMHPmQ2A5j4xFo8B3QTOtWf273lRF22N/oaljYfWzkIKHqp6Q+FR0wkR5I30UpTz/XEujB/3r5Xfzvv/7TNL+yy87Ozr4eHewbQNBsNtl49YMkr6orBl/JTIgdIasArIr3Tmh+kylcW9Uv/70DbbLFLBs6z0U9TFf7HIqM3LepCzQwH/ixpmywUD8fN9OPqUL7v/Zsj4AIG2u5Nirq6rZ6ljrdSZgQMXQSxrGmUz9nTEXCus5jRMY2Y1IGZIxddR9R0dbcjS3s2Zg0K6XQMbmY/jzS2n45JoYIB1AS6wYI4Xl5cqTvQQTLY63VDiVxAOOvid7PJ1/yEu69996/4zv93FpxHLMx+0k++hUJsiLcJpc4IldoucTJJmN3ABtzf+g7BTqiYJdCDCAYuJ1hTZfZUFOD9MX4H112acvQSWOtoxVR0XZvXos8VPJtl3AI0NQxI7EDvuHIo57QOtJG8CnwZlgliYO99li+UxQ5Ayww8OjHCOE1cNc/4CK7pu27qwBkvISxJHJmWXEwj/PXXak2UvFOoP7vp8Mux7/vLMO3HLppVvQsr5mZGT70be/gf4l+k9PyCEef2HQHuzt4M9CD8Ii+gEt6mOu6xEZjgQPpBofyNZq5a8X3sIq8uOHABjuMK1B/SN848UrdFWUTWGvxtzG+wUBCFR+4B/7x2+6xthwY6IVNb+8qBfFeBjh7Y3+/pjMtyrARQg5/8LKv5/VvPEPjR/Y3wXDfAIJ2u03+zTFHj37aIntdYA8QDjkwoDBHzypcojBPLUg5IGssyqabR9qG1JYh87rDnOywJJuMtMEOs6BwRQ8SS8kRvRyMiADX7nfsajwDv65k/CkZiR3WSH2gVkRTXCsNtw+d5jvSkjGN0JI1/XbEmi4zIGNHZ0Nl5KvJNiOLdMZbLg+xHsCYAU1SWsGJzjWBfUMAoTZq8jbM9YcBhZJ6RFBN9e28zh2s2vzIG95J4wOH9n3b7JlcSZIwWRKYg9aJLRbZMhWADFlik5iKDeYZaMacmNy16bIpfJu80AbbOsO2zlouh4yDYsWDSyOyWsKhP6DtvUvcMKmwrpSTBjYZE0kVJK1JUNwklM60aEDGWBvs0mHozIWm5a8eGDQpqMSulyZFgOn+69Ny36bUKhYgAPZABsb7GhhpMqVw3Ip46vVIWdUlB33d7yMFr4nfz9rLX87ly5dvmhU9i0tEoCWO6Dm2w9YJPHQesyFeUvraNR2Li932QIB1rNLecmTCCfWhH1GHFY2cdDEhGAwBtU2x/+hiQCCzg1t23GE/EhtD5K5TELsuAiCF1AFJsDdCGffvCQZW4qnbPQBpY0mJM9ah+KKHH+B7v/uX+Jl/9WdE0av3rS/GvgEEhw4doviicxyTiwylFdjv0215wVj3XfpOVliyyFZQESzKBotskeKZ+QkZQxZliyNc4aSc5Sy3mQcABZvMg8IRuWwbtNoxucAmM64qA2WiMYnbiCtXsfvnZp0KzzWIjSOgdcs1VDliEjG/KscVsJl9HMDAhs7bY0vJyMHWSmwT95avxgSf0NAGDec1n8rYgp3ERJFQA4Hptt9HVwAAIABJREFU5au0eiVTgCDGmzJ5/kERcu5jvuAr38+Thw5x4cKFZ+It3/crjmNGo4+SnBBYFG6bu8SCbAQFx5zTVW3oPENaLLEZyHZeFuutfTdZYN2994tsMMcObbP5oS1D2mIiQn+we1WA/3fiWCZQg8aO9N1ooLH3iTtSYNP1n/Zad9eAoCJ6Gm+gBgyy53bfQas7BHWnzxMFvU2x5/eAAXkPtKdJw2u6BFjsuI1EKo7JRe5/y/ex9ML3c+XKFW6uZ3ZFUcTKygqtVotBbK99qVFtAhQBHWAE1QwsyAZ3RWe4XZ5iZb2HrEpdmXuzoFxq7oA/jSqssi+xJMSyLl6YgPpgpGnvgcS+T/KpiGMvZRzhDnY1cIHrHvSw5+B/rv88oQYfE/ez/ZZYEboR2gZdIHQcfuzSv+PnfuC7GP/M3mt/P619AQhEhNnZWWbkPEfkimXA8/Q5YeRmi14u5yN8zbGwxRw9lmUtzDljCrqyyzJrZpAiXa7qCkNt0ZeS67psSgAZs8Amc2KjgRVZc3HIFhoTSYVAcHrzM93ItUNbTmIFbtThJGVWEWXkNBlqRirjsBGWmhC5zXVCTJPI5do3Apu84dj+1vK12ew0r8F3Tqbd7Vo6CZkOpSYgk/Dc7L57DZD89wNMNNozdimokyFLIv5R/KfoyZPP6fCPv+lqNBrEccwkXkRuEZjA1eEKzfbYgYEdFmXTwJcSDKb811LGZp7iHCXNRXKRmAkr0mdOtumyS8N1FbrsBjOtsZcW4tv6CYkbCYBdpx3psyRbjLTBULIgR0wZO+5BQV/tGotdN6wkMjWEWyWjMJarQfAkpIRWRDb3dyOKCIv8TqUmFMYyseuQ6TTGKFxT0+ABCETgbZ0NDpwRfTcqK/nq+D38m696kPg/HtzXrdvPxhVFEceOHeNj595F2rKuTE5GNb9NNDLnwPE8xKU5Eq7IBvPS42R01tID103LT04dQ3wjWZCp/48wU6HEVAQ42V84bt3hrBM1BUGsaA9k06kPoFYojAAE2XTfN3KP4gHFNKiZTk/0l1CTuoMRY10QP34Yud/rAZATlrGzX6+9fQEIAMZjIwx6e1NzLvPVkNdu22Fmtr3DIFkyU5eGi4/tM9YmBQ286c+8wAHW6UuXmJI+XRo6ZuP6PGlzTGOhCAZITcbMOnlWKmOG2gxt/+mkQKiT42pjFSNOJVVJY2RXfT9rs62z5NKiRc5QzeY4bNJaz1sRCUCiwdjNnQmVV5Dz4CyYnZPd9IHvzZcACqk17kZETPaMD/ztgakjUFJv4BN3QEzcfPd2Oc/dd9/Nhz70oee1SUwURRw4cICrV3+LKAPdhqgDJ1tnmZOeGWU5Ex4fwuUPZB877ENhcjfu2dZZdnQm+ER06IfwoqYHBTKwbpJCSRYOZBtZRXuuky671j2TBn3GDNxIIGbCWNLQ3WqR09QxbckZkJFq7WURM6Eru+Ew9sCxRe6GFA0KSfHGQ7HjN5hFcx7sjAupQqfJr4lGiNQqHd+hGDmvBe/34R1A/XU/R4/oFUL2G9lN98JneIkISZKElr6/RrfnmyzkI8ZduNpdDN3bI3qFjJyFTxXIFeoW/cQx+/tSjwugbj7deJYWGDCogF3ss99euiClQK7oSJA2sONkhInlF4So5QrzE/CP6ZUJGWZrXGBAoe2Iit6bwPMGMq1TF/3J6YGHs2I+9E0X2Xxje9+OrPYFIFBVdnd32dAVvN975shRvsXtDXb8KqSxhyUPgsXCNslpmrGR1hKrXFsMaLLBAjElbcmZW+zRjXc5wDpzUnMW0qlqa7pm9relUl8MwaOeId18QKvnSC4DQ6itpZzmQsEgymjqmIEM2dbZuip3ICfSMowQBCFlROEouX6O2pZhbTMsXoo5dod93aL1MsYwfw3mMtYEtvvYg+zlZyTuta0cCGgy0YghGS7glofe9A+Z/Z3fed4DgqNHj7K6/UJ0qOhDFfLtMaeix8PMfHollFQasyHzZJq7Q3McWvnTgKFF7jgI1hVoytgx92sgWjkDoUJT6yYpNKa6mLGUtGXEbG/AuOmiZAMB0TgrPgOj0JSmjI27oAVNycI4ookB5YgqcFHA/t4KGkTq9QYGLBNH/G04kOxHAGAdEv9vrwJqqI0SfMerIKVynAgD9wZqMskDCbJBweu+7j288zufROSWmxLEZ3Cpan3QJTDQjA21/bI8vA6YX4V5wwxZlE3m10dwzeb1skU9l+8RDmnAwEBF3a7/q7oGJdB3I4AtN9ufKFoBqdgYoEmdXNh2VbwnLeYAUv8sPwaYda3/3pSfQenGCsHSWOsERQjdAtlyoKYHrArvbX4DX7mywvb29r689vYFIABYW1tjcO5WOid3mccczfxhVWiDXKyVeWN17klxXpXgwcB1XQ4+6yUxV3WFc3obV0crHGte4hCrvLTxIMuscyy6RJddY19jsj+/YdV67Ti0bC0Z0JG0pPYjaPWcMca6/XFoCpTKDCWNds+QqkIuLZracEQsR++TigkFDR2HTXJ0A5u7Tc5I6nmwN2KaXjEVbTdu8b97TfAa7xkZ1J2DevQwcc/IrzEpA+fwmFLxnclb+aZ/8RDxTz1/W7ZJknD8+HE+3o2Y/H9XqZ5YQUc6Ja2z07d22qzCNeivW4sgth0rwRlXuUOwJTnz0nOSVANtPs8g18xFb1ukMRhQRKEUo0aPNbXHmrEKekSDgWbETGgFbk4VTIlQAjk20VpW2HZeAf6wtyo/CoAglhYDJYAWMC5B0wHkTKxD4IF8OXVteYMvr5oAGLnHb8iYrtqoz4C6mE8CMRkVd8pZotMR8lB80xfjGVyTyYSHH37Y0gdHsMk8V3XF9lTtsChbFKSkskU2GBmJcMsd1H4rcFI9toz8R1HbDuuc1qAgBVrszS2YBgyeAFgCQ3eb3+qsVoGmwETDyEAGoAPqACOj5FjlP2eZBwrWLehJLUcsneQwm/odYvd8DAfZyGATjm1f59NrD+1bMLpvAMF4PIZtschVNy7wzcSClFJjSolJnXOfEel8u9zeGD/v7mmXdZ1nW2fxRixX9SDn9VZ2ri0QHXuKg3KNg1xjSbY4LNeIqBhrSqkRQzoMMftW32UAR95y89LgB8+IkpikKs0Fa92cr+QyZnRxEOgpzUSIs9JtmGMKxnu84Ct/KMu0E+HezS6eIo7Vt5WhbQx1VyAKf2liG3pVMYn8AI1wG0AV2WfjSCQ2o3YHhdepz7DrHA9vasA9+SpaiNA/P0+1BXr5VuKXlcFMytfNUBM0V3XJyVz7eFY94F5rDa6XXXaZY4fMXX8+XGhCxDYzgXPQc5HC9h6XoAaahzTDzD9jyIiUTZ2nIWOTQWpjz8E8cv2fmAmp2Fy/1DgYaFUkTLRWo4TXgWpP58L6CrUN8zQ3wC8PjkakU7wbdx0GADWhKQVLYiZahYtf9oTGk9FZ0l8XoldmN+20n+Gl6trmE9jWWa7rkl1r0sW7VGbFkGbPEfx62KEPaOS2oZ6rrJ3sUHLQDMTLFmNgXm3X9ttZjH1z4rMM1PwOZtnbXYCaA5C6A3lSf10SJ2X0IUZgYIQbaLDOwIjqBtOjvTUYoXFc2Jgi/qjQ+D8bjP+vaF/yqPYNIEiShOadGyEyeMbxA6Bmv5sBkSkQzDK1noX6+/nNY1MXWWUpeKxf0sM8pbeiqwntYyPTi0dXmGOHOemxrTNsMu+CZWxjLbUOcLGNyixnJ2LVHMBIm5QSE00qZFOQK4I87uwwjyr6ArW5VxtAbDaqBak0qDQmkpKx+q3XfmYs0xLIJLC9S8Y3SMiiWrmgNn4wOdm0H0Fp894o3C0Q0SZRDQpuXH40UUvLfMhNSfwNFa1f6LK9vf23f8P38RqPx3zsYx/jZfp6Pig/D4xhQ9l2fhfel99X2qmTBK7pMm1GbMvWHmke2PU1J2blOyODoFQoxOKwKxIbeekCWzrjftZCyPcw8p53GizDIe9HYass09bcukzOzwJwrfiGpXo6QXdCxcjRrj0JFncfqI2SoD701f3XuAwG4nPHW/B1lL0OMSNtkzvnmYycXIs96aIxE1r4OPPa+6N09s0d+tx29ByXoqcTZG+uv9uKoghp2KG6rvNc0sNMiFhiniXZpKu7ZIMK6bsDf5P6cPUM/54jGG7CeEu42oNDM9AoLH1O20AqJiUcURP9wPbJyN8HIwMWGLdgGhCkU94B2NfUBxb5FdecAK9OkAHoqthB73+2y0kAHCGRmoA4BRK0DfJAxGu+979x74+m+7I7tW8AQavV4q7uo5yvjrAh8xzjUtBql7q3je3niuBCjFzVMX0/yycoGTo3w5LICHi39zkuT3EiOs9J+bST/dlm69eIJtWUZM8nu4V5u0IRkg1dC7asYDOCa2aDOXxEDFb4tK55dc/LqqiEiobYyKPexG2MYHC2ZmaPaZDK2LVNHXxnr2bc99NG2gAhGNHY75OG517HMpvKexzVKoMGkNOkUEvcK/whITauiF3X4UdOvJkfGj4GHP7bvt37eo3HY+677z7uvvtukpcdRVctiOWB6iVc4jBHoiu8VB5ikS3AgqXmpMeY1EUPT3eB6iraqwm8wiBznBGrqBvsancPGNjW2WBRPNSKgSMppozJNWNMGgDkmi6xwCZ9MTfMjtg4YUwalAUeXHsOyoSIEWnodBSaOua/XX/V1PVXTe3qpevueTDhPQrC60fKLl1KTejSJ5aSnnYc8LFu1zRgGdBkSEapEX3pUGrM2mDpeTuyejZXHMfIitXSF/QoTSeh3tZ1johJtyOnIsB3Caar6tKAggcDF3twEZj04FAplBPoFqALCjPOh2C6JvEkQIC2WSTLttRkw3A/tZHDkL1dhukq3wMEN8bwroYh4Gh6XOEvZX/bCFhStC1GOkwV5gQ9rnxh9CH+ZPhR4NTf7kX+e1z7BhB0Oh1OyeN8oPpc2q46OMKVQEwq3MZVEpPqOKgC6g5BY8/MfFZ6lJqY3FA7zMkOp3iCY0uXeGX8Ee6SMyytDiCGTZM8B4b2HNu2eTvOwIS68spcJK1ZyDpWtRQ0C0HyWnYzccYX0hM0VViAdpEHgtdEPX+gopCUidrGHYCPK6u8BU1Dx5SSOKBSdw7AR9TabUM3Q86InQ3xCD/hjZgEiqT//xuX9933pjUNJz70CXsBpk+Mlbwf52jP1Dpw4ACPn4wY/8cJ+qjy+AdP8cSc8IIXPcxJOetGXAVdBhxmlaaMWWSTLv2gTrFxgAGyNiMOyDoH2CAVf903nBKhyzYzbLDIjs4EJz+/prMHfP3e1w5dOsRUDLRFQzr0tMuYBi2Gjn8zbUFspMBUCipNmDjBK+DGDDGxRsE0CexvZkytIPCy3FwzYpny65AJkQLU7ogTiejTpdLYxiDMuCincZAyDsnY1W5IbvS+Df3LC7APW7af7avRaDA6ZkS6c2fuZPvELFmcsy7zHK5WORGfn3IKdKoCP/nyMr4pWlOCndsJUDrNP20303ephUwgqMz9wdx0I4PpE8wf1t7YaHrrmTY+msKJ6vPmJoRwJXrUPAb/M26QIUoBVQrSBd3FQMqMoqeU77/+Fn7su3+Q8S/uv7HBvgIEJ+Qpfn3j62g2C450r4RD3xsPbeh8aK1OhwtNjwzA2pBLsumq7SNsM8txznMyOkuXXb4g+ijLn86NWLJUX1VNGTu9d82ynkxXR1R0pU9MSVcGNN08eI6dmlgzAeahe0rRI2qts0pgFtqR0p4ZMJgxYFCQUmlsm66b2U+kHgkATppYKxsMBI8pqVzlb/cNFZVruUZuIhsRBzZ7LFEYBdhcO3POd8aCR2CsDQZkwUDG59f7vIcJEbfJJRo/1aD6oca+ld88E+vhhx/m6FNfwKf5CybvKonOK9GLhCe++RT9O/48ALZMhhyKVkPCYds5u3kg6yvohhQcktWQVLnNLDkZfe2yofOsM8+mztPXzlS3iHCIx5rRDOmEZnM8cYCych99OlREDB0Hx3cEEqrQvWi4x/Mb7piUpsBI6+tM8AqcijFP5wv4DoH/+0wZU0pMpRU+Ztn8GZqURKxjv9eSbLmxWYli17PJM61sHNI0CeXEDq+b65ldaZoGX43qoxUbl1dgRVi/ZZ4j81d4LdTpgS5PgNIq/T1gIIEkhm4M8yUst+3/G23jVekRbLZfgOzW36s+BCkVq+gTQoSxBxwKFpyUOB7CdKPUb53O/0CmfQoGdfcCnGSxSc038OFI3k0xsdREQcyQqavsnoT2JvziT34/3/4L7wL+yTP22n8m1r4BBNeuXeND33aNr5//cR78t1/LQVkN9sXe4WxbZ+nT4ZCsUriOwI0BQ6aFNpZyIWas09cOK9Eap6InOCmf5pYnd5Czxn7VlFA1B122GPHKGxwBjMVkd94Qybd02wzp9kbWGXC0Fb3F2mGkaoYduZr95kBgCdrLSnmwRx61gkqhoaYYSLRyGmzzISg1fhpI8NXjSBs0XbXmte1+uail8HqAdQRiMZJk5P6yfGUZOROYaQtm+1lj2uQ0GZGTUZJwRK5w+7d9iqd+5PkNCK5cuUKWZaysfA7NtMnF+z6IXhbkdET/jg4DzWjJkDa5mV053omXqooDgR7IdulzQNZZrDbpxx02qvlQEa+yzI6zN+5j6oIGY3PvZBwCu2Jnix0zIZYqmBj5q6GvFmw8ktRJBO398/4IfqW+SlcoXR5DyEgII4U4PA+PHiISal1OOaW8sFECAl3tsyQbDmDbz0y0pCQJqoMbHRJ9RHmfNjkZX/KiP+O9zceBQ8/U23lz4QDBMYFSqT6qyEFFTgjDjTnOveo2u9MA0/OPqA9tZyoUqvEIpAkzpd0/y+x+Oq+w4j4SYFPsYzqsaKRoh9pl0HkbUAhEarXTOoAgCzVPYBqc6Agr+Pz2NKJ2LizseQrO2dDt1cFdMQVyQXpqRkmF4yd0IW9ktBnw1dV7eIN8C/utQbpvAMHly5d529vexhve8AZeH7+X18b/jSEZ6zrPNZcPf0Zv53E9Sbfa5Ta5yCJb5OJjZbNABiwc26TQppkCkZHJkCNyhVsu7iCXHCHGtYrq1qvQdh4IDbHZqSd+lTqmJTmZq8C6YkzwpKpo9MUuJiN8GyA4pXBZiB4RQ70zIOtAoVAJM/GEdKZP0UyIo5KGFLRJQxBNU8xMRoRQaXnA49UAuTSDaYvnVEyz181WeexCcaZnuE7/PgU0vDtixjCoDEqNwuY/cgbNpUZE4g+0/Wvh+UytPM/J85zXvva1XDmeUH2wRB+sePJ/PsExvUiMabZHmrpcgdqit9TIpXY2HbfEGQDFsZMXztqHzrKmS/S1wzrzDMloMGbOs/SdAZWPJpqW5PpOgq/KPacgp2lAz8Uiz7ETDIf88qFiBQ1irShuUA9Mf/bXXel6EZHrS0QOFNjjGRBdlE3GjhA8Jzsh4bNP1+SS7AbOSpucSuz7KmIbrUnJnGwji1+EXH9+j62e6dVut4m+PELmQJ9UpCPQEXQdzu/eyvW5JVNPNdX4A4W15SWmPm2axguQSkliYaGNjQkA5qc6BCNnGezn+T1csqGNX2myd84/IUQlyzpoYqNYP/WSXUdUxJEHt7FWf4pTPlCDhBIDBm01y+PUwIg4y2TtYf4KTu4ogMbCbG+AbEHWVFS3np034Vlc+wYQ+PWOd7yDb8q+idPf8hS7dwjnG0cA25xyWlx+7DiLL9xiSz9BXzqBV2DGQxm5mzWmjNlmlussuftYC3M8rzQOGnrVGHRJ8b5yOU2TGYoRFAtSl9BZB7n4Tbtym2yY2Ka4MAzgKOhJRdYFLmMtJ2eDqc4WU2bseo8mE+gMiaKKMeZB0GBEm5GzlS0Zu7Yq1GlzNqvNaLlMh+lwJvCzXAMXSVXRGNVz3zyrCZRJVTGKUlpOhjiKGmSamxrBWTArBiJyzRyHoeSNjX/Hjx49yqOPPvpsXQr7ai0sLBB/Q0T18YrqUeXx6iQvlDMuY6IInSqoOwR9LMp7B4vdzsk4r7dyXZfo0+G8HuG6LrOqi2zpDLt0GZIx0SgYEZXEplJxqoAg+XPz+0JTLHq7Ycx+mq59n4SgpelK3R/6pUaO4+BGcgKRGgdlmotiP6t2t4S9xl1NzLXQGggNEgrmXQpkial1+tJhixk2GDMju3RlEMYYCbkpXKSoRyQ6NkrsP4rRx34K+MFn9L18Pq8rV65w23e9iiRJWFhY4CNf9U6iOwXdVnbXZ7h/5m6O3H6FRba4Y+Ya+E7rCCgUyUA9m3/g5kxToUK6rHBQIVOIXCt+BtfSt7FAGBt422Pf1ofao2CA/SwwNYFPPTQzDSMPxmq5CG1MEr4l9WO6S1QGGFfBeyIMxHUl3P4NdeehVBrb9jgyr3S738x+U73uO0CwsbHBn/zJn7Cx8Y8py5LTp0+z/H1nyDCHv+qDyuMrJ9k4sEBfV82R0IGFXFtc1yW2mKXpvOLNoKhFqYnlzXcXWTy5RWezQhO4sjgX2rA97Zgrn1rEcqFGM4ycYqHFiAEZbbfBlUQ0ooJ4aZ126pSuI9BjinZtNiZbgsYOTaegh9UhASCGauodspn/xFX0k7BZ+8PeH/K1B4JzhKvs6s6jFhbA5OupkmYxJssVmUggzMQT18JNlHgixM2SqKyIJ5DNjAKfAQyIWVyuzXJ9Vfj50Uc4fPgOHnvssZsVGvDHf/zHvHb0rbz747+MLMG1+2/l0uceDrwB4wIYIPCSw6usBCe4OXbY1hkerF5EinnIX9cltnSGS3qYNZYD8DUFibEDcjLWXUiXlwVO+1f4ztlAW8HUqovxX26XCxzY7lkefCFs3pFyVVfCtfY3XTEVukcTtvdrMRWRTIhdQNcclvPgpY4xJV2dp8kodAgSqjA66LCLD2mKZRLGHN/1Y/8PP/dzt+27tu1n89re3g5y4pe+9KXQgZWTF1i7vkT5ZMafH3s1+STjgKzxNbf/IXdwrZ69lxZMJAuYHNHHCw+kBgVtNW+W0o1XD1uKISPMBOjy1KENdjm1QV3qoKlopbY2HrnH8pdrorWywH9MJxw6joDnfOnEkb69lbH/8ADEJyGOABWTlq+BrrAvVS77DhAAPPbYYzz22GMA3HvvvRx/z3HuueceXrT+VqLHH+f4B49z4HM/l/I7fZRqI/gHXGeZq7pCl13z4WY2GBZtM0tMSb/RYe7gDihc1YNOiWBb0ZbOhOolp8VAsxAq1NacIU2TkwkMyOjqLs10TL40ZjYdkMaKLjlzjT70etAtBVZBMoUvA7qmaR3MCHmaGdPcbcKWUV/hg5F8NeY7BNN8B78m0XRaYb2CPXLkMgz9HwqQVMBESCpTHMTuD9BmtQ1qZwQApSTak63QLnMOvfMb6Rz58E1PeaDX63HffffRbt/JcmeZqw99lOuvWGJRN10fpxUOf++jcak6zAbzFpkc7bDNLOu6EB5zUxfoa4frLAUwMSEK1TOYi+c2cyHDIpq6Lkx1YlkJfTo01AFJMafEg+d6yBNim3ACc0sjLs5FVJqQk4VrrE699NeZD1dyygKNpkYGcQDL9jfSImJipl/U8sMYc+M0FYuNtVqMghTX8xViB4ybjA3QTDnMHJB1YOVZeDdvLoCZmRnkTuEfRI/ywIGXsPq+Fo988DSr9yxzRC5zl5zh0NFV2r3KSIUJVDFEyxC66RPXqh9RRxCnajkHEebVcotDdKsGHGRtavYfOzBw0P5XnZ2xVGJzfW9b7MGGUWSsA+zdB+fVRg0jNf8DqDMKkik0GfxiqH0J3Bg4AJAtYN26EIPB/w380N/hFf7Mr30JCKbXpUuXuHz5Mvfffz9VVVGWJU8++SRf/MVfzD+O/4wsH3GmdZwHq1OsO232ts5SipMyjWapJhH92Q5XdYXCyQk9SNhgPkga+9phhzkizPugT9t1DMZk5PTpuJjkKpi7jKVBrEZ42p6ZpTtjLnSL+TbJlrBWwNUCtkRY3oJjTdPgjmYgTzN6tMOBPwpqgIpdtwlPt2f9hhzJhDiMBxrEgUZWOyr6NUobwJgyqajiiKisGDcbxBMbBZRlxShNGaV2gIxp1BKzPSRFZ0zkbhvFKd8T/SpvO3SG7tWTN0EBsL6+TpIkrKyscHUCZya3UyYxh2Q1eGoEq+owf6+IpHQHuxkb+UOzj0kL13WB4aBFqz2kKmNIdsOYqE/HDlStA7qmCag5rWD2FVMSScUc23TYRR6MkA+JgYIZ0FdXjGdT9/fQDM9vohEDWs65wpdu4twNjS9QkoTGUohmdod3pfEep7icLHAZfH5GQ0zu68dzpZZ46+chWZA6evDgt/FW67vJ82fn/Xy+r49//OPMfOOLeKjb5eorP4heLpEVYa08zPrRFR48foqTjbMsLW0F+WlPO2RzOYvjLco4ooxjFq6NDAC0FXYc038du+ZOOKLhBOQaxu8aqbX3wR3o1kmQEgtBAlRcVe/VXekUAKiwkUQGLDi32BkjCNJzZkix1CNcP5aYV7M+hlqSGAiNdrOPeH7/hbch8qX7rju17wEBmJ3mcFhb5m5vb/Obv/mbXLnyHfyrL/oF7nrJU3yg/bmssRQIeADbzNLftsrq/MwR+nTI1dpdh2TVHN7c/BbYu1kLJFoFJnXkNNuxTkLrNaYk1TE7MmcblEKTeVrkLLKN9Exeuy3CWWAowrHM5C6DdkpP2/S1Ew58/9xzINcsmCH5A37sNukuu1SOSzBxUsCxG208vUuQhMPeOx5WRERpHWc7dBt04YhvN66IilgmwbbY2Ood5tjhjo9c4MKR/aXFfbaWqlKWJVeuXKG6r2J97gCbn7/E3Ucf4LQ86iy5y5Dm2WXXHfop13WJXDNysj1sf3Cs/rZ9juNyTxSyjRGa5JJRYr7/UE99SjVTowAS3ck8LzvII0L0IeHJTwnHZ8xa1h/CPp3Q51+M8SDRgVIqvFMo7AWQXh0TpLTu8E9dnO5AmyTSoEOfmMh1AYrwe1dEjGi6kYg5E3Tqke7SAAAgAElEQVR1l7YMEYGG1t4H+9Etbr+sfr9Pv99ndXWVxklFTkTIEeGOVz3GUDMe0bu4qzrDXdGZ8N4VNGxk2YgDAO62R8RNpUihhWPzu6peu8rWku1r84ysQq/T5KDleFkHLadApmf2ufvwjoJgnASvMuhg3gErajLJAZZ/0IOQ8j3ldqhdkCXqYKRYg5oimB1dM57Dhz/84X05Kn1OAIIb12Qy4d577+X+++/nySf/Kf/hZ9/Lhs6zqssAQWa3ofNU2xkkplA4oGuUUcwcPt64cCDBZuOpFMzobmCBN8U83YOOmohE6panr+R84zOdkoE1nX/38TZsDZSxCMfVzDgm7syuHG0KajdEwPnXp26EYF/zfvgWYuNBShweZ6BN2g5UO3Uu4qq4sTsQCtLwu4XkRiIG2mKM+Q940GAKBe994JrEQiCPmftjTL/sMhrdYAD+PF5VVXH+/HnubL6SlWsrfGz7XVz6tlv4PD7OIVkNstXb5CJH4isMNeOx6g4e0bvC+9KVXXcIOpDoUj+9hK9Dn7aMbKaO9+CIGNGg6TIyggJASpo6pivXg+vkIbnOIVlFnhCufEq4KMLhkdICRyRM/9rf78YI4+lDv7bbtr8OwF1PGW3qMn5IRqz29+a7GQ3GwWbZ/x4VaeD2JFLR1DENGWNhTxbNu9+MYfbjiqKI6J6Y6DVCemKXb41/hw9XL+PB6hQPyEtYkk2Tk7pwLu8um8mQpa2BkfPaSst7AfjtIgf5lLCwWhg/4LIgTwBnzYNAZ7AW/+SGg9crGlJqaaKXPnpjImdSpG2sE1ECCyY1ZCI1EEgwABC5+6F7Ehpl074uhctqyOGX53+Yn3nTm56FV/rZX89JQODX7u4u7373u/nW0WupqicYjR6k0WgQxzHveeWvwLoipxU5Kjw+OUk/7hBXJXfGn6Yru7SLIRuNhYBkM0YkUku3cuf7XoWmvG20Qs0Uj2XiqjRzZitdNS09gWVonVYO9eDwNdCjSpWajjYpKxqRZRpYHG1C4p5HrSio26Z+xVIbMfllaXR1ZS+msN1zn5KYSmMKqee/BjLs36bQsHRIc2KsdeYeHMSUFjvtft8hTTZX55/x9/W5sJ588kmeeuopjlx+Bbf94W1cP3KEfpbx29/603zl6T/gJ9MfB2wscEVXbFQglQOrfaBLIiYxzXS4Byx4Xf9AWoH8WeJNsavQm7dEwcL4AqxaKiJwTC6ycKFAziScw7pY3WWYNE0hkGrDJRX6ZMOUTIcBKHjKqo87LsRMhjxYDhHdDrxGjhMz0XqkdSNx0csMjSTsfg9c0qm2QrZCzIQGZqnseRU317O/qgcqZCmi2O3w4X/4Ms7rEc5+4k4eeOkqp6NHaTFiLtqhywCwXI+53gC54JJfD05J+FxbXjZBrrmLNcaAwCcj1i5AK4XuEedW6N0FoTYZAusKeAKg9z/o2f2lcGqHkUkIZernhp/n8hf22Ccn7DFXAvfzRgLzSvVK5R0/9g7W1taeqZf2M7qe04AAbHzw9re//Wm3y+//PouLiwx+6glowuaTB4nvqmp2czWmMapIGo4IJZBq4cYIpZOLtdhmLmxcI2pZ17S+OtfMVfR1vgIDJ7E5ZW0uvcUAgW9tpaMJSeaP+5JCINZ6g/SbLtTcAW+c5FctN4yD/HCvFW0ZbospKZ1/wPTyrdxUG1QSh9yDp4MOi8u98WcwTPdl6+wzsYqi4OzZs5w9ezbc1njrW3nXr13jV7/sB0zClG0zM7/Lxs4CWWfIYrIRpIpG5kzCAR9TMuuq6IqYLZ0N1+PEtfW9wsBZE9HEfAZudUFeJTHH5CJcgAsX4KK4zI15haaSMSQX4814QACE8CR/Tfm0Qm9ANJkyCZMbOgw+VNuvkoRpJYTP9QAY63iPNX7q3EObFMRSOt4OlifyV4y3bq5nfpVlSfTHt8B/TZAo4k+zjN6XPEp0T8WZu09wVVeCu2ZW2P603Zil0RdnzAa01TT+Tv8vYPK9c7ViQD4lPHkBzolwa6G8cFNs9l+4PbRNTe7zHQKoVQAumEh23EgiU5MnrrsxQU9sDOC/54bIZgEHKow0qHPULozAp37gfbz5zW/mAx/4vWf+Rf4Mrec8IPjrlqrSbrc5/jUPUdDgzJ+/kOHRJkXX5uSX5DBxtzRJly6Fathy3P3BXj79AMTP4w1ElCSOuNUmU7P5jSntIjtsDFkdgAwUXTHNa+zlf1SuhZ/Yv2VEoeY5YNwBV/lpQuy03V6KaCBBwnOEp6sMjDVQuRFAFL4fahtwz5sAaxfnYbg2/Til5ToIZJq7cUrB43qSyS/cbNn+bdbOTJul6wPowfLCGsOdDsONWY6cuDL1PhoSsPdXialTLG+cnFckbiQ0tk4QsTOQGhPJkGNykTnpUWpk44LLwjkR1oCTOOJVZI6FsZaBeOsBss8TiR2ALDVGqAO0SqnHFMZlMROklCJcs9PLByX7369NzoDaDtnfPsuOc1Hsm2EY4yCvLGjeBKOfoTUejy2iHrOMlhWBFWHj+gL3H7w77BvddJdusWuX7gir1v2owBsQeVnhFsgZYF2YDODBHpwR4SqACId6yoKb3+tAEJ+OWOHcBd1HYj8ngIG++/csaCHIupobYgHM1PLr8EdUmBthMEHawkYVmToZoqAzyqOPPsrv/u7v7mt31uctIADY2trixOv/NW1Vqrt+H+6x2weacUZPUBJxRQ+6jASrWrrsssgmMZWZuUz5qIPZuHo9vm+N5jTJNWMkDWKsW8AMaOzQbe70rvPGIcjbLh8huMh5k2HvRODnr/64njbrvtEd0P6/EXQ99YopaVaFkyUme4yKJlPRsd54pskYG6FFYdMF26RTcRa0Uo8bnixvJ/nt2552ON1cf/0qy5LjP3wP/8e7Xkm73SbLMj71E18C2wm6rpQnYud/4Uc7ET4Gq3Yg9JW4rcrBx1JjCmnUfhHaCKDT6vb6/WMeXhIp3RLuTEHvUnYXIvpqnJobwWXoNDlXxGkgWt+nuuFarW/36oSKOpRr+us+O2FIKxBbI0raDIEhDRk7hUFhf2+0WHzTEzcBwWd4iQinT5/m4o9fZnNjgfFOh/f1X8n5zq0hRO6u9IxdazEmsfbV+I7thUxkb1s+hnFp53ELWAaWVZmfMR6W+m1twp75vv/ePQ0pmXpcxJxhN8U8DrxNMdQ8BLDn4hwKaWLdhLbLTpgAqfLef/arvPlHf3RfgwF4ngOCXq/HvffeSxzHRJs1GbBPh0equ+i5JETz6LdqZl52iNXrr1P6dMOsMiN3M3QLCfKo2AOGAR0qd/vwoNIM5BnrcWqmjFLop12zrWUBb2EbMhOcrwKYy5wRFlNGmgLmqmgRt8bYTqVwdq4mD6tIyCR3yY17zYpGNIx5Hk3H79pG7UcJI6YPI1/B2aggG4xoFjBKYdxOeUf5eoriZ28Su/4HVlVVPPnkk5w5cwaALMuQf/5j6LqiFzS83/4aqLX+1pGKtQxV+97uUB0mVDjQoCgJFV12Hfg0aNGng754jfmvrXjpNYGDSvXKirON29jQBa7qSiA/+sQD74vhPQZysqmMAlOo+M24TtRMKaicz0YrGCT16bpEgmFwNbxxlDVxQMj7EkyPGUoSPlbdze/93i/dBAR/D6vT6fDi6HHypYwPXHgVvT+b58FjC+Rf3uJU9QS3x+ety5MCC1rbDfcEtrFD1qkJdMmIfq2BsDyArns/75wBucWZGC1hkkVPGmy6j5jgAMsMkDnPghCf7L6vJ3vHCzMm/ZZU6i5DRvAxkNRIkHqLuRNWR+Gd73wn999//7P/4j7L63kNCMDaWydOnODciyLipKLJiL52uIp1BsLhS0qbnJKEjuyGyt2buoCvkob4iODauMXkV13dRcUAwkY2B5lt6Om8tdoqLJDIH/TbapJH3yGwf5vka0SDIa2pA8GiYlMKFumQYYe+YBwG71QXM2GJLRbZcqTHuorb1llGpG4mO2I63yCmJJZyj/Oj6cGNSW6VWs3Keao6wtbnfPO+dOv6bFh+pPW6172OuX/wW/zWH/xzWCeAgXDca91NQuXpB6gYWAgtfS3JpXaUzLCDvcAsjGNKtnWOc4eXOfFP18xkZUbp3yNc0sNc1yXWdYH5oMT5/9s79+C4zjLN/75z+t6SWje3LMs3OXaMjZ2bSUJiqGGHDBSZIVthZrktww61Nakh1DBbFAUs7BLYGVjY3YHMADu1O8wuu0wRZrIFE6gEKhAmgUBuTmwcx5fItmzJslqXbqlbfTl9Od+7f3znHMkhKS5x7Fj5flUu25JsHamPznnP+z7v87TxxQmKY/NzEJ6vK0cJrSDnwrw/MMTCATFC2KpkmZVBCrKGNgnWqWmcQHvQyxIdHOOISZwmCTxJUsY9Z/PFI0mcNo/ra/jKF29Dz3zqAr5ilhDXdaONmUfKN+Lf56MGFMf7tzNx/Uh0brQzQrw3aMcvmV8q0OJJmDAYbACoGVgbmAKlM0De3JBlSEwibRJzYw+LgSRGDxCuVoVP/N2CbDaSatXEjAPOBquOYGKVu0F1FNIQ43HQJTAiyGZTUKgFBVmjIaj3KP78jvdw991fXRXF5yu+IMhms5z54qO400Iq2SCnlkApqpKhSjYyV2kGv7eDJ7QwiGalQx8sJy+ubKn6mBWbBil8cWgoY5ncJoEEs1+NUXw3JIWrfBpirGnDC+5KQptbk14XiA6DXfXwSa2LmjEtkhhluoOLaIo4bbao07iOb274stwFmJJhStJHv1owF3va0XggTHNYXivsDkyKEtFxkIGuVJVFp4d/aN9Kvf65VfFDcrHo7u5m+/9+NW+LfY27tr4b8YgMikyBtrLzYi5oy30B4/oXjntCVm6lRDoR5Udtep8YJXop6V6q151mQC3SJM6UXhflKJSkD810ILRtRx2BuqRwVcdEgStNK1jFbQW21iEr13HbmA2EWRnkmFzGCT0abOMsRzK3VSIKfzLbA5nATrwr2jIIv7bEfzzFM888hf/QcDTTtlw4RIQDBw7QvLXJ8PAwstuYCklRkHEoXJdnTgZJqwZOtyZHjbgfdAfAOAu6mBAibYTXYdZL2sUYCeVMaJEMGIfC0LxTLWIKgTRmvh8jyDEwb5OMEW5XrndpuQkGZ+owiYlKDq2KM8CACUZSdcyxDIK+Sjg6vIE5GSA+YpxqD+kdPHbbAt/5zt+uGuO1V3xBEIvFWLP3NFNPbqKLGoNqnjAuNjSGAXOedVENbpTL7csEbXLBzkuXMj7rZmwQWgibsiFBOwqI8XGp0gUi0cU5LCqWyOKKZiHwTUhLI+owrBQHhs6JCRVE24pxWjTjDZc+tYAvJrSmIEM0SLJEF71UyKgGOVmOjg6VCCf0FgqSZ52apl8tGDvYoBORY4kUjWhGXZK+QD+RCvz4PWL4NFWcz7Q/xI93f4bZ2dmX/gVc5Rj9istlO45yIrWdlp9gLjZIPwtmK0CFyn5z8w83PWBlm904aZpzpRH5Fbj4rFFFNqop1qh5s0GACf+qSRaNw5R4eKQoSh/jeiMFyZtzFyItQgcXL9AVeKRoSDoSmSJE1t9g5v7JIJSrGaSOokwxekxv5cShV6EGWnStq0UfH46pOoGYtkqWeQYoyBCzMkiZbia89Sx8uI+u+15FsVi8kC+R5TlMTU0xNTXFrl27YAvIhOC+N4ZaZ17nffoK1qo5E/ndVSN3eYW1Q2WcbmDIPKHLBkEtKtRZozFQsxjxYC+m/Z8xeivCTkLgRshA4GwYfkyAJIAM1LYrHuJG8GFrfpxXxSbNhkIYrdwNsi4IYVoyQkfJC2PD63jIv5GTspEw9r50+yHuvvvuVVV4vuILgng8zlo1w1RyE72qwgCLNEmQwaOt4mhZtvztUjW6VDUwIYqh0SRVK7oI5wLF87IoSpk978DkKBZcBM8xhQlU0W2BRXoo6HyQZLeeORkMtACp6MkuEfx/a9Vs0JI1Qi03UIyvtBdQwQXZD0yHPElRVb6xHlZu5D4YPmkW6aXAkAmHEWOR3A6eSJvMkwmKJAefEr14QQRvKnj7Ebmcwn9K89A3/4LJyckL+CquTkSEw7KdMT3KJnWG6miWUqkPP+uSS1aCDo4fKO/N7xnVQMS89nHa0dvTNKIWfyIoELpUjfVqmq3OOIMUaZCM9DBhVkVYDBQkz7hs4riMIoix5paNNCQdjJHMOZ9jiRbGZXBALeIGGoHQEjylPHrFHHsdE89dD8SCJb8POQv4CcrD3XRRo4dgdTJ4gIyho/HChIxwsrOJxVnziOi+0yX1o1/cgrFcHHK5HGqPgm+As1eh+hUTsp4DehejziRl6SajPFLSYKzHY+cNzzJ4WZ2FfIJ5GWRQzdN3oIXTUCb7oAL0EIQRBYLA1gp3wm6jKZDNQm2dYiq+jjLdwdq36dpOyHoe8V+Di2arnORY73F2vuFZRtrTZJY0zTTMpfvZcLqEOhZoGoCqdDErg0zJMFXJ0iZBqvTjVVUMgC0ImJmZwdv8Ljo3HGPwmyVyqsKSZEmpBh1xaKokcRFc5ZNTS2SDm7sONghSdExBoIxlbBpjnxrO37uo0q8WgpW9NOVIxkr0pAZQJUNJ+piQ9YzLJo7Ids5OD6NcH11KgwdSAxWDnqvm+e3UjxlR09HTYRc1RlTQxqVFjoq5GKs4CdWOQnByqsImZ4p+tWBauSoVHWuOCh7zdFGPCpikatIMbGp9jGe9j4snaaZkmMNyOYvSw6v/5K/Zv/9+xsbG7JjgPDE/P8+Bje/iQ6kUg4NPM/N3P4Fsh7YXx1+3vMaXUQ06hE6FbVoqTmSMFRQDGdUwXR7VIIY5V4fULJucKV5VnIQlmN+8bCMcUx4umiXJMicD5gletnLq0Dbo6bCwrp+F2V5kPIHMAggqqaAf87SWBJX3iWc9fN8hnfUYys6QlxJr1DxZVcNULqYTkKBFv7vA4rYhYrkacWU6axqTGWJsv1s4+JTpYUqGOdnZROk7eahhhGWeWAHry4gjR46Q/+A1ZDIZTvEwZJtMlNbj9psRZ1l1k5Dl2Oo5Z4A1a4pM+usp0ssmNcXv7HyQ7Hxw458xT/pGc6CMYdASmH3nwNjtKs3B3GUc1tt5snMl42K6Wk3iZGgyKwPMHN1grqMb5tiYmmJETbNOTdPdYx52Mn6Dd2z6JzY+tog6boSFO696lkIyj6s7TLDB6MtWoT7qFV8QaK2p1Wo4VztsV2M4+KggpwCCdD+lA1X+spVq+L5wFJCkTVZVl1f3MDFYOVVhSM0SwzfxzMpYAQPRDnYQUkxZzIXuoeKNXPlH76GnVkMphe/7uK7LwXX3oXKKcnmA8pt7GFGF4DiMQ12X1KLs+ZyqkMa4yeWoUCVLGuORv1FN0ccCnkqTYjkDYr2aNg6NNI0oUZk1rhTLTngeKZok6eBwQHZTee3tlMtlvjU/v+qq5YuN1prFRRMLt7i4yL/68gf54V9+Et1xaJBingFSeCSkRSzoEBk9iBk/GWOsNhnVIBvYxqZokAxsgIfVHKONSRNe1ITkxha+iuHiR2E0YUR4QfKcmhjF/47PdY/8Pq7r0mw2UUrxROzbxtEtqyAXHHxSoYYUOpuBJCytS1Pb1YO34Qw+TiRqDY2R4rTIqyLe6GlC34G0MoW2J2liatmhsyR9TMp6Sg8M0feJXTQaDZQyLYS5SuUCv0qWF6JUKlEqlUilUmz+4I1M/v0jkGpTkr4o2ROMmDkcVeWocFxGKUsPc84gl8VPsmvkdOBNYG7OUgzMgFqB52pgRSyDwrHcBp7UV/Kwfz33zr+J5k+zyFENNVB5hXiCTHbAVSwM9LOYH+DgwBWoUYXq75AdWGI0O8ENzj42FcuocVNspA4orrvxKeP6GhSdhYv2nX3peMUXBGBUsewxe9yh+KmDE/jxx8gEpiehA1tHnGWNgGri4pNVVXrVElmqkbmPj0uXqkUzpzB/wGQQGEGVRzqan37bv5ljB16N/zWfJ5544pzApmQySeepAkqtIdYfp/rmruXRQzCu6HJMh6JEL72qQh/mZtIiTkOZWX8/C2xUk0HHomlWvsQhqdpoxxQr4QpXWnl0U6OLKkX68cWhTI5GsPg74Y1QPXNm1QhqXs50Oh08zyOXrJBJNpiqDXOqvJGhdbNsVFP0ywJx1SaMHgZWWGrr4KbbJqOM3qNfLUaaFoL56qLTg6dTgXI/y6L0MKFHeFJfyc8P7cG/y6fz9Q6PNh6l3W6jlCKVStHxjqDUGqAXVngIqCFQOQVZhXOVAx2Xs/4m3M1m+yCnKmSlSlp5pFWTEQqRjiGNFxWrdYwFc0qZLZ+CDHF2ehiZFBYXF6nXV3rOWl5ueJ7H0tISV257kp3OMVokWKtm6aZGPfBx8SRlBKLK+LSU6aEgeU7IFvI7ijg7NINF8zqrSZCzKwyEAPIwfVWOB/29POxfx/dnbqL9lQT+PW30RBkRD6XCKOyVHUxTSDpbFAwoOtt6OHjLlUzcvB6mnkGdMJsLTsxhsNng+n+x36ya6yzTq7ATagsCoNlskr99J5NvehPJr4zgKp82xgs9GYj2zMVoWaH9XOOVDE1yVKIn83DVyg1anIvSQ02yUTqbKz5l1cOUHuZn+jX8WO+Fa9+OMz2N+D6e553Tem82m8Rie+h0vo+cvQId+CKAsW9NqFYkeEyrFFlqpFUjUnQ3ArHXGjVPvzaFguuYCXRTmbCYtWo2EDxm6eDQRY28KhKnRUdcPJWmrePR9nml1PM8NjOWl4JOp8MDDzzAjpvPsmfPHv7uHZ9GHxJm9mwgvc2jW9XwgxtoqGExToDLehUFxGmZJEVVw8dhNt1PfmcJ31XMSJ4ifcxLP9MyxIQe4bBs5/h92xn86JXMz8+j2m1aQSdIRKjX68TjN5HNZqlU/ollZ5c4zHQhM2nUOgf8FedyIBA0x2ouQRkaRo+jGpSlhw4OGdXAQdMmQTMQTTYlzrwMcPMn/5TTp09zwKYZXhIkk0l+232YN7o/YVrWAEYPUpReGpIy1y9VJ6fKrJH5KFTupN6Ii8+YHo26T/neIn1XLJqHFjw0LmW6OdjZyY/81/H07Kvp3JdEP+GjJ3y0PohJ5BgGQKTNuV6eHnJiDerkMBRzqFGHqbeshT6MZXdoj1xW9Bab6F6XxOe9yCtkNWELAkxrtlAoMDk5SRdXs5GpQKGfIE2TlGqQoUmdpEliC1qqSczFN6Y0adUgpyrmyatep5rJ0JBUsA44yLSswQscMUzrXVOWHPv0ldRue5jajz/L3NzcC7bdRYR2u00q9bvsGt9FnDuCkYAbzYqX7WOX/Q/Cz9eSOK7qmDVGZ3mHPTQ8AnOziCtjeOTikFFG351UbZJiRhvm/9OU6EfGEnZmewEplUo8/vjjjI6OImOCfsBHZV1KG/sYSRUiz4zQvth0sdqR9bRDhyTG+7+LGg1SlKSP+dQgLeLMyQAL0suUDLNf7+bA4i5e+/4PMLNvH2eLxReMEm6321SrVUSOAMNBt6CDSBul4jgjSZy9Dsm9Ndb0zzOo5smrotHcKLP1EA+cCEO/C1/cKDI3hUcmMNMyGQwOx48f5+DBg9bn4hIhk8nwe+4PuObRMWp7YC4xQIsEUzJMmRwJMaPXAbWI78SY04OUpJdjspWCn+fb/u8yf8rc0FP9FRKpFomE+TctidPw0yyMDaEPaOSQoMc0elwwPsUGkdAbOfQgDm9/MUSWgD7Utj7UEBzW26nf7pO6ScGw4HXDVHoth/XlfK3zTqa/9dFzMkhWC7YgWMG+ffvY8+k9bP/0cXqcMl1SI4VHTpVpk2BJssGWQAcnSC4MMfP5JfoX6zhL4Pp13G6fkiQoBRdZM34wDmy+cpmVQf7Pg/+G/KN/xdmzZ3+lY/Q8j1qtxlDwRNWU5bChMJkgJLSYDX0Kwm5BVbLBomHMeBUQo4lxjlvpKe8HY5OmBO6LuKSUCUk684FT9D9wBQUbbXxB8X2fWCyGhNc0F9yYH+hbzGgqjKd26QRWwjoSjrpK06VqpDFP4maNMIsvDk2SkY7l8ZlraH0izv79+5mZmfmlx2WKhffjui7xeJxm84vAGiCOWjeMc71m98Bhs86ravSpBZK0omyQBG18ZdYKXdH4yjEjjSARMYUX6Xnyqsii49hi4BLCdV22ykmcHzpkfU1m8zzSDW5OU1B5Qlv4QeaDqOQqU7KW4zJKgzQz/2EI/WgHAdqxDJCBLKiBPFIFfEHOttCHNSKHMeceiJxlOQrRY7kgSAEplIoHhUIVWELGhqDm8DN9LX8Z/xPyu4qU6KUqWYptcx1/5NG9pAqFVfkwZAuCFXQ6Hfr7+7l59mGYVzAoVPIxjjtbeNy/GjCKbnOT7dAkQV2MVXBLJYxjWwKSGWhkYjQkFQQbZfEkbdqkgVd8UxI8qa9g/Ydfy9jp07/WcSqlAmukNoJZEQv3wZ/PIS6Gb5y5MK51DXXuGiMQaNLjhH7zpoPg0iSLRzrqJGRo4tNmZmaGqamp8/jdt/wqKKVIJBIk31ij/Zosm0ePM6IKjASC0JAUHgPBdksoxospbc5RlQg0LXGOyyhn9DBu4A8wK4Mc1Dvp3J0k9+AOpufmfq3j830/uFG/H6UUuVwv9eyzXL7xGLudIzQx46kcRvwXenSkaUTjuJRqGIttGvjKjTIKOjjERNOjlgJ1jOVS4cyZM3z6o+9m+/bt9M/2c8tVf0Z8Cfp6S4yoAs/o7SRVm7wqkaFJwclToYdpnWe8vJHOt3x04TiwhEgHcwPvRak+RObo6fnXtFotmtJERCKRqQqNCl3XFNLBGNZxHFzXxXVdfN+n2Wya8/aUQ+zPUyz9lyRfTSRQSuE4Djt37uQnH7kLyuB/13z8asQWBCsQEQqFAjoNifeZWNm+12uu+cAYT2/egSsdkuho/tkmTpUMSXqokqVMD6TBzehIOWuexs2Ttfk3CU7LCI/ra/B/5xMcP378117TEzF54kbj0NuAW/QAAAzoSURBVIpWBMObdtgyDve//eD2H24dNEibEUK0320+vy8xZMVsLbSjFcL2M2Sp0iBlNwouEiJCqVSiPd5FaluZbWqctWqWUWeCfrUAEKn4R50JXHwmZH1wPiYp00NJzOpsiwT79S4O6+3RNsmUDDPzn9cS/++bmatWX9QKqYiYi/OQisyPzLzYjC3CAsCYJoWWy+1oxTX8c2im1JQ4KFj/8Ud48OTJF//NtFwwisUiX/rSlwC47rrruPetn+ed2W+T1k0KkufL33s/u9/0c/Ykfk6aBpvVadJOgzG2cMDfjcwIInOYQqCBSBWYJZn8CM1mk3L53PP0ueet1vpXumb5vk+73WZpaemct9frdVq3mHNUvAq+sgXBqsfzPL761a8yNvZbvOW2t/D617+edTffTN/1QmKzWY/KUosChppixFFJ2pGVcEsZK9ZqICAMbVW7qKGJUZI0/1i/lYE3vo2jR4/+Rm2nTqfDuGxkSobZyBmznhUYvfr4pPBIqja+GPfAsINgsgt0dCGGwFdewj+biLCg2Ry9zUGjCJ7mVIuadK3aCvnljtaa++67j/gPNtPV28v9f3OAN73ufm5Q+yJfihZxRlSBy89MIQlo5RP44gbnaIISfWb2Spyn9U4mfjqKGlCQFK79d2/DO3KEuVrt/PlJZFSgURiMOgKJQA8QWjCnaRImNr7g106Mp/RVFJ7+GuVy+fwcm+WCc/DgQSYv/wRP5nLEYjHgLN1zO5jNZPhgfz+u66L1cUTGaLX+md6lO+mkTchBrfZZksmP0G630VrjeRdG6V8sFlFqOPr7avVasQXBc6jX63z/+9/n/vvvZ/Pmzdz8B3/Af3vDXXRRNaJBFk03QHpoB7a+MbR58qIPV8y83ggKlzMNulWdCRnhf7TeS/frf49nXoSBT6vVYu7QBqZ2DzOipskE8a9h6lsYWOMEu9uJqOW6HJCEWo6sXb4Qm+NZKTQM43HTqoEvLrMywNGPuZw4ceLFfaMtvzHhml2tVmPk/VcxOTjIY9dfz3u/UGNUnaYkfWyZLaAec1DdsPbNM1RVljn6qUqORelmRMxIaeKno+hva8iCnBSefvrp8279q7pMgTzBCGtU0ZhmqeWo5lhQrAIrVnODhESWO10P6r1M3XQn+/fvX5Xz21cKnucxPT3N9PT0L7zvlwv1PsiKbewLymotAlZiC4LnQUTwfZ8TJ07wjW98g3T637Jp0yb2vO9ecqpCS4w6dtbvp0wPHVwm9Agl1UuOCs3AYyAsBnJU6Ln7Ney/915K917DVKPxoo6v3W4jh4TC7rzZeAiKgTRN2sENPBnY1gJRx6ApYXTuyi+WwFbW/JSFx6wxBuGJIMopQRtUm8f9Pfzke/+VQmE12nJcWnQ6HU6fPs3p06ep1+ts/uv38XRfH61Wi6d6e7n29z9DmDth0ucagTWxYkRNc1yPoh8S9hz+l4gI+/fvp/giz83n4jgO9CsTyy1pox0Ig+VoRQLItPIi3QqYLJB64AkShhol/vge9u/fb8dVFstLhC0IfgmlUok777yTq6++mttSt7H23X/DtTNHmR6e4IDexYL0E8PnSX0lszLANucU9cC4J6naHNNbueb2L/DAAx9jfn7+vCijfd9HHxFOeZuoZrJ4kiShnMgQKYbGUT6O+IGlcp2kboGTxRcXl+UY2ihaOYjJjT5HUBgkaOOqDmkxN4p5BiL3PMvLh2PHjnHHHXdEYqru7m4qhw/j3Oxw0+77eUvsARLBaKtMDyXVyzc7t9L/9d08PjeHiLzgWuFvSiwWo1x+mNTeFi3ilDp9jMSno3PLCYpXIOpghWFiLTHdNzDx3Q4+69ev59Zbb6XValGtVhkfH2d8fNx2CyyW84QtCH4JIkKr1WLfvn0sLCzQ/7f9vOc9n4L3PUMxzN0EHj17LTf86XsYLxYRkUjBWpue5ptTU+f9oiVjmvKTg4y/bhNpbSyJIxMh5ZAUs4Hgiom/bThJPElHyXFAlGPfJh6EIAU55STwMR4FCbXsuhh6Kth1r5cfWmsaK57um80mI1+/mpmJp5j88gi+xPjZn2lKpbNofYZ9IpwZ+xizs7PnvRAIicVitNt9ODEjsq1WspT7uylIHl8c1qhidH6Fo4M2cSN6JUFDjG9HmW5cNON37GJKbuV0eQTvUI72J9uoU+tekmO3WF6J2ILgV8T3fZ599lkAjh49inuHy9VXjzEwMEAjmeSa8bs5cOQI8/PzF+R4ZEzQ+zTH947SJs4Qs1TJMsAiPi6ZYKMAjEuhScZbTjiE5S5AuIIWmhoZ7UPgZyBmM2JKhjl0R57UE58658ZjeXni+z6Tk5Ok/t8GTt2b5i+SSebm5l6ym//zobVGxRS6GaO80EO7nKXU34erNQ1lLGvTErhpOibbIzTzqkqWOkk0sWBDwlh8F7w83r4c+jGNHJFXxFzXYrlQ2ILgNyBsmf/whz+8KJ9fRNAnNWqf4lh5K/M9g1ymThovBGXGAFlVi278XYG7YvgU1lzhd58M1N6toCsQRiX74uIrc3oUpY+H/Bv5+Y/+J/v3778oX7Pl10dEaDQaF62A63Q6XH75G5h4+me0YlnIwdy6ARoJ480RWmCnlQdCsIroROuuXmC3XZRe5hnk+Owo/pE0+jGN/5BGN6ZsQWCxnEdsQXAJ0mg06OvbTaV4GG88x1Q2R2qr2dXOqQquGE8CjxQdcaMOQQLjWWCsic2GgatCE6PljQg/+DeOmPedkk0U3nEPx44du8hfueVSIkwS3fu/3sFPrvkmahQq2TVUcn1U81n8pPEYSOPhBJ2p0FVziSyepKjSxQL9TNTW4x9Iow9o9KMa/YSPyBFbEFgs5xFbEFyCLC0t4bouaosCF+gsmwhVJRvd9MPI41hw8weinINzvQgcqmSNj4E40f9jnAyNMPKZZ+6i1Wo93+FYLC/I5OQkpVIJveDDgEKOCmqDQ3lokMqr1uDkGqSzDQrZPP0sRE6Z4QirKH3MnlqPftqMyeSIoI9oUqmtNBoNbD1gsZw/bEFwiVKtVun93g7eGnsr//ihz6MxT/UmV9wsC5alB1cZMWMoGDRbA15UEMTwjZESWRK0aRGnIEMUJE+dFAqYY4D5zx8g/+Hdv3LmgsUS0mg0yB67jLVr13Lq7MOopELtUDhnHXR/kqVkiupQHyprNiSinIaqQAWkKMhRQYpmVJaPXcOM59ntAovlPGMLgkuUTqfDwsKC8dpOGqW2Jyk8ZbIVPElTpjvyjAcCMxgTKNMmHgXh+LiUpYe08oyBjIxwXLaYQKZgE0Ht9kkkEi90OBbLC6K1ZmlpCcdxGMxcxezsQ6gjPci4oDYEufZZZa5GnpjsmZyCsiChIWFJkJqgD2sKsjqDZSyWi40tCC5hRIRqtcof3vkZHvzsH0WJdj6x5ba/Mjd9jYMbxt+qGlXJRpbGfrj/LVDGpN0d9rZTPjAITUH1KMjZ3qzlxVEul6nVaqRSV5NMJik/8gzqpAO14NzqgARWtGpAIUUhjKpVMUVPdidLzhLtti0GLJaXAlsQXMJorfnud7/L29/+dm5xv4eLZkSdJUmbafL4yuXVzjG6qFGmhz4WyCgvyDQwO95GuJWlSldkXFOSPioTg8ghDWWQHOz4+5sYt4ZElhdJp9OJfCxEzsLMOmAhSLBrAAtAGopbEHkGkUX6+m4PAmw864FhsbyE2ILgEqfRaBCLxXhf7C561BKZepNqOkMJY6M89GwV6YXJvDFR8iRNnTRtiQNwWtYzJwO0JE7a8chRYaM6Q2lbHxOlLTAp3PKD2/kHu25oOU+E1uCZzG/hui6dTod6/U7CbgCkgQ7d3e+gUqmwuKjsiMBiuQDYgmAVcM8993DDDZ/jD7f9e9Qxh/RAg8GeBuqoQp1wkZ3Chr0LkIPpAeMa1wzWDMdlk9lMoEUXNVzlm8JAKvzgujgz+fWkH05f7C/RssrwfiGh5o+f83dFpbIcoWyxWF56bEGwCpifn+fjH/84j7z1Fv7qc/eQ+L8OTgvUPzt0TinceY2TcJBRIddd4WR8U5TIOK43AjCipoM0xwW6VI01d+3g4S+8i8FqlQfsBdlygbFFgMVy4VF+ffIFf/LczIYLeSyWF4lSiiuuuILh4WFisRiZTCbwk2/TbDbRWtPpdGi1WjiOg1KKpaUl4vE42WyW3t5eYrEYqVQK3/e56667nudJzmKxWCyXMn598nnfbgsCS5SQ99w/27mtxWKxrD5eqCCwIwPLOe1Z26q1WCyWVybOxT4Ai8VisVgsFx9bEFgsFovFYrEFgcVisVgsFlsQWCwWi8ViwRYEFovFYrFY+CVbBi+0mmCxWCwWi2V1YTsEFovFYrFYbEFgsVgsFovFFgQWi8VisViwBYHFYrFYLBZsQWCxWCwWiwVbEFgsFovFYgH+PwoP8U32+t2UAAAAAElFTkSuQmCC\n", |
|
|
718 |
"text/plain": [ |
|
|
719 |
"<Figure size 668.903x540 with 12 Axes>" |
|
|
720 |
] |
|
|
721 |
}, |
|
|
722 |
"metadata": {}, |
|
|
723 |
"output_type": "display_data" |
|
|
724 |
} |
|
|
725 |
], |
|
|
726 |
"source": [ |
|
|
727 |
"ants.plot(t1_n3bc, overlay=t1)" |
|
|
728 |
] |
|
|
729 |
}, |
|
|
730 |
{ |
|
|
731 |
"cell_type": "code", |
|
|
732 |
"execution_count": 40, |
|
|
733 |
"metadata": {}, |
|
|
734 |
"outputs": [ |
|
|
735 |
{ |
|
|
736 |
"data": { |
|
|
737 |
"text/plain": [ |
|
|
738 |
"(1488885,)" |
|
|
739 |
] |
|
|
740 |
}, |
|
|
741 |
"execution_count": 40, |
|
|
742 |
"metadata": {}, |
|
|
743 |
"output_type": "execute_result" |
|
|
744 |
} |
|
|
745 |
], |
|
|
746 |
"source": [ |
|
|
747 |
"t1_n3bc_no_zero = t1_n3bc[t1_n3bc!=0]\n", |
|
|
748 |
"t1_n3bc_no_zero.shape" |
|
|
749 |
] |
|
|
750 |
}, |
|
|
751 |
{ |
|
|
752 |
"cell_type": "markdown", |
|
|
753 |
"metadata": {}, |
|
|
754 |
"source": [ |
|
|
755 |
"#### N3 Bias-Corrected T1_CE" |
|
|
756 |
] |
|
|
757 |
}, |
|
|
758 |
{ |
|
|
759 |
"cell_type": "code", |
|
|
760 |
"execution_count": 41, |
|
|
761 |
"metadata": {}, |
|
|
762 |
"outputs": [], |
|
|
763 |
"source": [ |
|
|
764 |
"t1ce_n3bc = ants.n3_bias_field_correction(imgs[2])" |
|
|
765 |
] |
|
|
766 |
}, |
|
|
767 |
{ |
|
|
768 |
"cell_type": "code", |
|
|
769 |
"execution_count": 42, |
|
|
770 |
"metadata": {}, |
|
|
771 |
"outputs": [ |
|
|
772 |
{ |
|
|
773 |
"data": { |
|
|
774 |
"image/png": 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l2N4+hfm2KjQU+eeP0Gq1wgnrPowDaYx36p1QUZpMygKgXbJZ6aCADTXIhiqFdVmbi2oKEKo3XsFgR2rylMUm2qA1KiuMUsPEp8o6q1MrtFSODVUiTwuHDqb4dNF12TcYT3L2d0/ynT/m8tGPfvRlf68SfHNgWRZqdJ7eh2x+8OTHOCbnwp2NF/dbN9D91ykC9kzNxnXRUVmlKA08rLD2GjBKTZeqRC/kLpnYS2Dj4WFhSoAd1nsbaoAeNuOyRIscaenhksbCY5BNlmWEqqxRkU3KUg+vpSVcF4clNcw5dZDrZJqibMWeBN/XZQpdMvBwpIOtPPbJQlynnZQF/vTxD7D/pn+aKAWvAuRyObrD00z/F4vy0RUqohd5P22wndZKQK0wRFG2GGcJlwztA3Va04M0tgvkstq4lyLQpYCcgyBQEVKmH7cVmhIAQpV12uSwJ3poCmBgmx4OXUz6pAgYlyWK0oxfo34Ovds3CHQZTPTfGVyKNMlLm0HqqNBImyLKxOiyTZoW+jt1fvoYajrA+DaD0v3rVNgkg0taemToaOKBx4oaoaVy9LC1otBQPPGBn+Ed/zrLgw8+yMrKyivxcX1TkBCClyBKcsvlchw4cICv/uHHyHRtrp86w5TM8ZXg83S+OkH/V3ukfyEF60AKmmoAlzpVYz2cXA22VE6brSgxE+xjTo2zvDFC91QOySkmZYGOymCGLTCe2KSUz2G5SF60C7ehBiiI3vHPqb1U1ToIpEIHrjaJ+YzLEhmjg3XkCENDQ6ytrb2C72KCvw9yuRy9+y5z8wdf4LuMz1OUBikCulhYeIzLMmtUWAlGqKtBLHoMyxqDssm4LHHEuEiRLVZVhaYaAFQYvKInUFdlyIWlAzesxUY+AC+UTwHy0sJXJjla2u1NQFY6dMjgRJNsSCoaqoCrMrTIsq3StJpZnijewpCxTkU2WVUV8tLmrvyTFMLXYdOjoQbYUINcVFO4ysHAJ8DkO4wv88SzH+De9/05Tz31FLOzs2xtbb1SH8nrEpEv6q677uKxn0yh5hWtPXm6FYtx1nAlg1vWhKDZLbCYHuWwcZEq67SyOdrFAdrrA5imj5UODX/ZDt09bYK+gZNzGcptsE8WKbCzuJeljknACLXYK+Bh4dAhLVpByIvO0+iHjYmaKPj47AQamfTJS58STbqSBrRyYBCQUgF9jJioAHSxWO0PobqC8d0GxSNrHM+8GJpmU0CPojT0howyywwztzFBsdykUyshwz0Gpc7ar72Bt3a7fOITn3jNlg8SQrAL0RfB86bh39uU3vMoP2P8LnNqnOfUURxc/lnqjxi/aYknHriFhirwdHAjc6vjoVvVpKYqtCOXtrJZpcKzvRPUL4wAoBoK+iCHPHK09IQcurVRCg+bvLQ4KDPYoifONTXExrPDHLxtmjxtTAIMAnpY4YStvyAmPsEv5dn76b0JIXgNIIpxjTpNjhw5wtgHP8+NxguMyxV62MypvWyqAUqyxY3yAoOyiSk+vtLdAhEZOCZnmZAF8qIX90Gp42EzKjWqsg7smAp32gk1qaztkvlB104jNaunbHwMHFyGwvr/qNRwQsk2UgguBQeYXjrAxNgCLZXjRXWYVpClpXLkaTMpi1SkjoNLgwIzwSSzapwzwZGwZbFPVnQy3QtzN/BY6S6CA4rvHP9RnnjiCer1+sv62bweISJUKhVOnDhBsVjkr//JH6DOKmRY399SOVKGzzhLuuOkUMLzbTYpsK0chmWNuiqxkSvTa+QAvYPP0yIP5MtapSpKg32ywCCb2KJb91LhWCxKg4psYISLtUBceojaYaPH2/TCpALza36X6PmyuHSx9C3KuMp/AJCmR4VNUimfPUeXyOKSwaUkW9h4BOHjNelIUVclFjtjmKk+va5+LfsmLjMqq+TZZvU33so9jQYf+9jHXpMJhwkhYOegl6hum3kEfmD8L9hvzFKiyTZpgiDFOQ4yqRY5aMxwq3Gap4MbtXO6aoTyq81qMMSMmmRBjdHzbTZeGIYOTN1xgXHRstomAzE7dUTvuHQ+9xYnOAPAgLTZVAV8TM51DpI/WudW43TsSXBVhg1VwpSANB5dbLZVhgYFRkdHmZiYwDAMTNOk1+uxurpKt9tNZNhXCbLZLCMjI8zOPoZIj36/xZl/McLt8kek8chKh0U1GJaJBmmTY0itc0QuMi5LLIkmmAO0mJR59hmLpPBRKPK0OSBzlGSLKuvkQsNghwzrahAfkzQefQzqqsymGqBJAYseWXExwtyBTTUQZsmncGSLG4yz+CqFKX18laJFhm2VYVVV+Nz0feALdxuP08HRSYWMkaYXk5aqrOFjciHYz5ngCI8Fd7Dwh5MEz4aTf1nAh+B8gNoIMN9h8kXzvzNy7lY2NzeTsfsthGEYjIyMUP+p57n0L1dwcLE3WnQv5KAslMsbpPDZVg7l8PO08WiZuXBx1iWlcVlis1zAK7bIm23KUmefLJAJZX8PGxsvLmGBXmxjs99LX1cYpAXQw6Ifdq/shh8u9llx6SrtkEmJS5c06TD+2KSPj62DhyAuSWRwyYjLEOsEIfWIYLE7Z0BohV02zVoJUgGdWonBqWWGZS2cw/u4ZBirVBgaGmJ5efmb9fG8bHjdEoIon922bfr9z3H99T/JPffcw+Z/eoiKbDJCjQMyh43HqhpiVFa4oA5Qo0JL5ShKk6qsMShVnm8f5bnsMQ4Ys6yrEk1VJIVPvZFDzUHqTpcTxhnKUsfCo6GKNCng4FJlnbLoQJi8aEnMVRmW1DCX1BTPBUfZfGiI297xpDaMhWKvh82qGmJLZUmHtVkPG1c5PPG7v0O3VuLooee00kAP+elHmZubY3Nzk7W1Na5cuXLNtMq8liAipNNp9u7dy0z2S1j/m4ncZkM6z333PYItO5Olr/TklBbdo72oxpiUeSZkkQ0ZZJMNDhqXOWm8qANaEHrKBhSjUqPIVqwCtMmxGIwxq/bSw8KiF++4tpXDMiOY9BlllQFarKsSHRymmCMvbT0+2Y7r/Q1sNtQgNVXm4eA78B8MOPQvz3PQuAwQ7/rT9BiSNaqyhkOXhhpgRY2wpiosfnEf/he0q5x1hUpp9YwKpH7YhGEIHgnYs2cPm5ubX/cY2wTfHJimyfr1p0m906BIQ4/BMiy8Yy+qY5MiiJMBTfpUZY0ym/hhS2CWDrZ47GeOEanhGdrlv9u/YuLHizrsjG+EWBGIygHRwuSqTFwWjeBhh8qC9q5ESYNdFXUNWJjKBxT9cLym8PFl5zwNG4+O0p05lvTw1Y5vIYUuKzjSDdsYYVMNsKKGqfkV1EYKtQ7GoR7jqWWGZA2TPg0K1FSFJ37+lxn+7Ge/uR/Qy4TXJSHQB1d8GljD9+8h83Eb6w1/gGN+mVEuUQ1d/JGUX5U19htzbASDNNQADTVANWw/WZUh+n2Dy6cO4t6RYZ8scNi4SJEm7lCGU2+/hU43EztfR2SFYdnQUqq0qMq6Dn4JVQpfGfHg72MywDaSIw6R2anz6i/aXLAXSzzytNhSOqGu28hx9NBzHJaLDMkah4zLLP3WfhaCd3F+5g2Q9rA+ZFH8rUNsbGy8Ip/B6xX6pMFTzKgR5ICBTAmSE4beuMR+Yy5c2HX6HxCaThU+Jmuqwpya4KRxhruMJ2mRY1RqemLGABRd7HhSdXDj9r9NNcBFNcWiGosn0GhXtqqGKMiWPsuAjbjskGGVKWMWCw8XJ/653buoHjaLnTFUDYZlnbQuNHBIpnULpOwYu3wMFtUYm2qAz114M/5DPubdBkwK6vkA2iAnBJkQ6ELweIC6onjK+ii3HHkHV65cSYKMvkVIpVL4OaChF9wKC6TExxuzWJmZYKubI5N29e473kvr2j5AX+mduyOdsMXVwydFi2xcv/dfSgQIPVDKj5MCU6KLr12lCUVUHovbCHcRg+j26Lbo+VNhymEUpOWHy5wfdheY+CBaAYh+xpQAFDhht4KFVhU8ZRNgsqEG2VQFWo08akUheWHPxCJ5WnE5oaGKrGyP0H/BeU2WC+B1SAgsy2JqaorZ3zpJ8FCAHBJ+6J4PMy5LenKV+lWD2sPGEZe8apHBpamKYU2K2Fx1qHiZpTuGOSQzXG9cZG8op82qcW41nuVTtftp7CswyCYtleeAMYcp+ssTXQN2BqqpfErSZFwtkTJ8lu6rUlNDLKthTAI8sRlnibLUMfBZCYZZYZjn1DHWL49xfOo0h+UiVVnjoDGNTY8m+lQwtQ633/YMx37+HJnWT/Dxj3+cmZmZJEb5ZYBhGBSLReo/uIfUe/uc3PNsLMPqw4aqpKVLZ5fJLsCkpfK0yGHRY1lVOaQyjMqOaWn3Qp0KnQIRUvi46N7s7TCroKtsWuRJ43FOHcSix36ZjU1UPilOGGdCstoJ+7V3aq9R25YjLnna3Os8xl/e9g7OdA5zd/Zx9hmL8c7QDGu9HhbTwSTTapInglsIHgsw32Rw+E1nyIjLc8dPEHzSQo4b3HjoKQBOm7cSvKBQtYCv3PZX3Gp8L1tbWzQajeT0xG8ixsbGOHnyJF/6VymKR7X8PSibdFWaFAGS8WjODcEkpNJ+bGJOi4dBQIBxlcl5t/Sud/BmTByiXXyEqLslVgHU1V6XniI80GhnTNvixWUDP/yeRIt7FL3lhYQi+i655OJyQRxsFD4XhMrELjXBIEDQ5KiLzRoVfFL022mkKIzcMc+orOg4bvT3psEA3Y6+bqlUYn19nXa7/Zoqdb2uCEE0IU/f+yV+485f4JcO/SLuZwtsUKJAA0NVqFEhpXwmZZGqrLGqhlgM9tBQRTo4dHBYU0O4ag5bejjiclguctw4w7gssU8WYtd2H4OmKlKZqPFE6xbIAQbsZYmqNHcNXit0eRuhadAnT5uK1Okpm9vkOf6s9nb+NP193FA8zzHjHHmjHbtv11WJF9eP4PsGB/afZUpm48yCsmxyIZhiS+WYaU9Cl7AdZ4sTv3KF1Pv/CbWfvsjnPvc5ZmdnX+mP6JqFZVn4/sPU/9EN3PWrT3Cj8TxV1vGwaFDgdHCC08EJ5mQv4yzFO5w6JZ5bvwGA2yvP0Alb+4qyRT40pXpYobFUy51RQlwXm3R4qsAgm5yUr7IpBdbUEOuqRJscrU6O/RlNBvbJIlMyhyPaWBWQQqGJqoE+WS5KLfRJYdFjkDrXy0Umf3CG1WaFdjYPEPaM9+KJfFGNcVnt43RwgosPHkZuFe468RgTsghAayzH4rvGuLX4HAdkVvsb7hhk5iP7UHOgLiiePvyXcIsw/pc3s7Cw8JqaaF+tqFQqHD9+nPMP/BrHeZay1LHpsaoqtFQWC4+BcpPm+hDNK0M4Uy5zai9p8SiqLQZlx+zpKp1dgQLQSYJRe2s/TBbU9/hfUwaI5sJoQxQ9xsfEiUmDJqI2vavmTB8jdh+YocLQVztdCvZLrhOrAiH9jRARgeh1RY9bUxU2VYGGP4C6ksI6pHMNhlgPUw8Ju2+2GC6vsX1vi/m/+ij+IwWqv3D0NdVxcM0TgsgwqHPf/5yt++/G/FGDX1r/RTrPFgHFZ1e+nTuHd/Kzx0QHbdiGx7ngIDVVpkOGEVZYYYSaGmKDQSZZ4Jico2xs4ohLWTbxlUGLPB4Ww7LBmqxxu/E0n+1/O8sMM6TWaakcZeo44oZSrBkGF1m4OLFpyw+Zry0eTq5D68VBnp08TnlE93+XaZFHT+SL5T0ckFnGZYlJWQzJQJ0NVWJRjXJZTbL1kRJyRCfN6QCbDseM8xR/a5TJX/tx/viP/5iZmZlkov0mwzAMyuUym/ffwLH/5yy3Gs+SCUOEBqTNkhrBk3N0sTj94q280L8JgMxkg2KhSb9roa7YzJfHGZUV5tVeimqLI2EIkd5VGXRwyNCJ91epcPJL4TMsa5Rlgx5ptlWaObWXebWX45kXqYguG+VpMygbcQ1VT7S9sARhEJCKpd0iDVIShLXTIt9jPsJMcR9maBCzRRORFD6zapxzwUHOBId54sU7kSl444nPcdC4TJou28phSuY4WJxhWNYZlDoBJgVpIocMUicMKKAz5ttw6MwhTp48SbVapd/v8/GPfzzxF/wdYVkWo6OjvPGNb+ThX3s/18kM+1ggJ20uqQPMqnHa7RxWpofXtdYJ36oAACAASURBVPRKsQEbxUEow6YqMCibsRGwr/QC76sdNQAgJa4mA+yUCqLFfydGWy/4tvTwlYGEngKTDq7KYEvYTRAt8sq6ilBEwVnRNV56n/4O7ChKJv4OcbhKrejF3x0fg6YqsKSGmVXj+Ji47Qx0oVzewFcmWUMrvKmQREzKPBXZoG+YUAK+H/JfeCsPP/wwtVrtNaHCXvOEoFAosLX1EDCAyBbGW03ecfJjuGQ488bDXJkfZ7SqGZxJn7T0MPAZCOXOaALM0KEiPj1l06TAbLCXslEnL20OynS8qF9UU9RUhTQ9JmWRojQpqibFQpPl/gj7rdmdnO1wcJv42OKxrdJsqkrIsBU+KebVOE8FN3Fdbprxb1siS5eq6JbCvLTJoeNDbzNOMyor7JdZDog2gm2oQaaDSRqqyF3Gk5wq3oHs0RGhUUkkj/Yx2L/gMfVzvwk3v4/p6elX4JO6NhG5t9cmn8V6n8mNxlcBPdbKUg/DXgJMo08QmLSO5JieP0hheHNnsR4HxmFW7eWymsTGo65K8Q4MdC+1HS7eUb7A7harnb7rLhVxNRlR7at2OGWph/VWXf+MsgZAO7k7aC9MiS0yooNa8rQZDk1VeWNbe1u09kCaXji5pthSug1t4sg0h2SG64xpRmUVkz4zah8D4c9dZ0zjKZtFNUZL5Rn8iXVuzDxPJYz/XlRjfDn9EcgJ9933CBlxuWFmhvn5ebrdLqurq0k54RsglUpRrVY5efIkj//O7zFdPscxOc+ELGjfExm6WHi+zdYXB6ENlEGKQB96tTxesY2b0mUuW3lxuQB2Wln7yoxvjzoLIhIQPz4sD3jYpMWLSw07ngI997oqEz+vzTc+YdANx6gZkoKoLRbA2fUaUGBIgB/7DExM6YSFij4dcqyrEqtUaJGjRJPO80VUX38XWuhY72FZ06quaFW3RDP2PzSkwNxv/gCt9V/hO/7Z/8KlS5fodrv0+322t7dflfka1zwhyOVytFqTmPeZ0B5i3/3TXCcztMjSFQtrosfNxvMUpYmBbuGryjrHjHPYeHEyVpEmi2oMF4ezwUGqpl6UIzbaUrmwr/owLXIMscakLMYZ8SXZomUG8cRsSoCHHQ/06O8O2lX71eB6FtUY05ePkC43uL30DIeNi2TR/d9RXXavscRMMMmEzHNILjNpzOPQpaVyzKhJFtUYh4xp/vfZ/8qD3/c2rPBLYdBnQw1i4FOkSYMCtxqnufH7vo8HHniA5eXlpAvhHwgRoVqtspZ5ltS7U7zpwCNUZS2uq6fRB14hoYFJbG43DKYm58iKy5BsUKQZt5WCXhA31KCetLFCRSqHQweLdrxj8zFIs7Mj2b1riq4/IYsMGnUaFENn+TZRItzun4km1BwtfFJkxI1z4POyTRa9mHRFXzuLG5cuDPpMyjwNYwBbeVzHNBU2GZK1sGumiyc6knlMakzIIs+qG3BxOGacpeJsUpQmg9Tjw3Bm3z7OymMTXFBTHOMczU/8OmsvHEHNKHL/fP+rcqJ9NcC2bW655Raee/8nWbvjed4kX8IJiZ2DGydcFmlSNJvUx0YIPhUgN4lWaLpAA9x2hkZhAFccHDradSJ+TAK2lYON9hdERr5ICQBQSp+9sbt00FdaIUjJjtoQEQkgniuj6+z2HUTP44Wk+OsheoxL5qpS1m41Y0ex0AqFh82i2hO26JoEpwLICRvHS4wPuyyrKg01wLCscR0zMdFJi8e2cmioAj0sbq08S+fPfo5B5bDYHWPrxSH6/7aP+ejYq26OvWYJQXRM58jICOv3pjDfa3L7ice51ThNiyw9bNKiU7QGZZO9ssSUzMYDxVUZVtGBLToTfhM3cHCUG+9m7NCRuqqGmAkmOacOshzVd6WNLV7Y952iTJ2y6D9VWY9rYJGp0GfHSXsxmOKSOkBRmpycejosA8wzQBtH3NhjYNPjoMwwaq6wpfJUpE6eNstqmOeCo5xRh7mkDjCqVmnuNznYn8EUn0GpMyDbGPhk6bBBidlgLzU1xOK/PcE7XJdnnnmGF154gXa7/fXf4ATfECJCPp+nWq1SPyBM/uQMR41zFGmSlQ6ZkNhFE9q4LJEyArzAohQm+hXZ4jpjmhQB08EkQ6zTF1MfPRx6TXzMMLJVdww0VIE+Rryjjq5hhSEuEXwMBkLj3zA7wUUZXDrhZK1/NohNtA5dJOzr9unRDRcQhw4F0Yuwbiu7OvzFocttxmkOKN0hYIdmtJ6yyEubAVMnI5riY+GFTh2Xqqyxd1dUrR+YOmdDaqTu1qRlUY3hYbP/+EUOn7hA8Gdv4q//+q/pdDok2IFpmpRKJU6/9xOM33GZqOPDV2aYC6DJYGRwztNm6MYlVptjyB4YnFrB75s054boNHJsDJS1uil+GAl89ebGxI939jYebrjR2ckKsMIr7V6Ie2E3gr3zuiW01ir93ErtqGLRdUQIg7qCl6gCFlGXwdVti/p2T4EjusTWIYOrMqRFp8xGZ39U1AZ9TDb8QeSoQA38UxkWbpqktGedvNmmyJZ+33apJS5OSHqCUInVSu5kZoG5m/by/J5j3+JP/O+Ha5YQZLNZOp1LnP8jg/Jwnc2HKhRP6oklzzZrIYMr0qSnLArSoCrruGRYVGPMBJM0KOgJSlxsvDADIGBKZhmRlfBQDEvv5NU+zqmD7JdZRmWVAzIXOrQteuiJz6HDfpmlKmuh3KZ7wZ1wcYjy6gFuNJ5nnywySJ2sdHT3Q1gftvDIit4jSvj75GUb0ANxWY0wpyY4Exzh8mcPUryvSVEaWumQJgdkLowJ1crGxWCKC2qKp4MbWf7UBI/eeA9yv/D2P/lfaTabfOUrX3lNhmy8knAcB9e4wPk9Bqn3pfgO42+08Uj0TtgKJ+GoxtnHYERWwIBlNRxK+Hon3VAFstIhjccoq0zKPIeMGaLEyp3+biOeJIGvWZh337Z7oo6gSYWejHdKBWaYcxHE7WNA6CgISONi4ZEOybGvdtQMOww/SuNpA25Y6zXDSTPqeuhjkJdevOM7abzIJAs4dBmQFp6yaZHDFn0oUyMoYOAzJjXOdg7SvDLE8alnOWachz++iWePP5sYZF+C4eFh1q4/jXkFXN9BTGGuWaJzoQhjXfbvmbtKjnfoUJYNOremMVIBebMNJjiHXDzfpiwbFKX5Nbt4lD6nYrcyENXlQXcZRGPOw6JI8yr1CnbU0qtuE6027O5QiO6PJPqd6wXh/doLEGUJmCF93q0uRP8GPV6V0uOzg+7kaUmOM+owebON+T3LrJ0eQ51VqCsp2KOvqc29O34dgI5KA4oMbqxIGKKJjS2ePrTs88MsLy+/qjxb1ywhyGQy9G4zePO+z1Jkiy+//TYMAnK0yEubZVXFx2REVhiSdYZlXUtKKsNCMMqM2oeHzR5ZiieyKKGrIE3GZBUfk1U1xIIa43RwnC62PvSFetwWNikLdMUmwGBUahwMJ3KbXhyUoRmpZqYd5eAYnTDZbT2uveWlHR8OE5EIF4eGGqAoWzi4tMK6V+S8rcgGM1cUp37/DjLvcdknixyUGSZlMZbWLqgDzKm9PObeSWNmCBkGuanHnXuepPwdd1KVgKP/9igf+tCHXnWD99WKXC7H0aNH+eqPWTjvbPK20sMMivabDEgbC31iW9yWp3q0VAlTfPbLXHxAFoRpaQIHmY7LVxEx3CaNQzcmFGl6sZN7x6eiPQEvzW+PFnb9GK0M+Lumgy42UbCQQ0e3rAJueE392nZUh66KImWDXXGx+v+RkpYR3bngK4NueJxtH4MeA/FjAUZkhTLavd4ixyYD+KRij8S4LPPof7sH88d93LbD4ORKGMTU4AbjHKvf/d088MADyamfuzA+Pk79LQa0FRuPj1AvgrqiwFdIP82s7GOg3MRJR6cImuRpM5Kr0cGhHKqPPiZOyqUalrN279Yj6MVxp1Vwt3qgO1R0Roau2wfxXKQVB72jRmSnXKUUiFxFBoBY/o98A/raQRyPHY3bnZJCZBzU87kjndigCMSmRg+bvjLJS4eDxgxFtcWiGqVFjn03zzN9Yh+tRo6s2WFUaoxKjbR4sXmyr8w4Sj4+Jlx0Z0SLnDZevrPNxrPPkf2L/XQ6nVdN6eCaIwSWZZHNZtm/fz9n/0vAQZnBxOeYnEPHV6YYlnVaksORLmOywjHjPHnaNNQAF9QBFtUYAFVZ46RxhnFZxsegKmvcamiVwJQ+rnLYUCWaaoDZ5jj5gt6l6wlax8OOSo2isYUp/R0iELJUV2VCyUrv8spSZ9Cos8YQmdD4l5LdbDdisr14wEVfgOgx6VDqKsoWI9Sw37pN9z87nFFHrpKRQWeTL6sqS2qY0fQKh49exMRHhb/7QGiY7P47m8b3f5Xq9x95TbXQvFKoVquc+dWHuOvOx7jVOI0T1tRtetpcJ5BW+nOKzrLYIkdDFXCko4+9Vul4gS6xRUm24p11V2mp3idFb9ehLuyqn0b+gS7EXQPRAt7FwsTAJRM6ETRM+gRh0Et+lx8BuIow6DM0dLkpQkQgutixh0A/p79rZ2dhicc2Di5pSmyRlh451Y53c0ZoQrTwaFBkIRijTom+0u2OGbpMyWUeHbuHitSp5waZTC3o00GlRlG2OPKf0rhbFzEeGEkMhmgycP3113PmrQbqlEKdDlBpwbhJKBxfw7Z7rC1Uac4NsZX3ENMnNRxQkiaTLOBjMikLV7n5ozLnS1v0onnt6+34I2WgSBMbL/RmbeGSCZVRKyQDO54D3XUVxAt3pEZEJYb4xM5d5YLdBCRS4KLx9VJostrbKXFIFCnfidWPKblMmQ1c0fN9LtXGrTg4uIzLUhjvbYRbNV3yyEublPLphu+Tq7R/oU2OVSp4D+UIpvv07pth6NSJV80JidcMITAMg3Q6zZ49e5g//GXa/32OnzF/Nz65LS9tuljxjuYG43y8oEaOexeHeTXOGkPx8Zll6vFuHAh3dUE8jVrSw1EdbiieZ1VVWKeko41Vg0NyGSAsOfTYzXA1gw50XnzoUi2wpU8yjKWuIDYPGvi0VFY7XmULlD5uOS9tXJzwfl1u0IfJzFNXJd5U+SKfPvQ9rH52jK37cqyrQaZE13L1IlQE4JhxPj55bFnp00wselRlAw+Ld5/8MPK2t/Hggw8mLV5/CyYnJ7HumOWYnGNMavHu3MOiowrU1SDbkmFU1TDDo1rztGmRpY8RTn6pWGrfjag91cTXp8iFC/XuCdihGy/aUUsU7Cz4oBtZ9CFHdlh2iMyEOmEui4sfmhlN/HjBL4W7ep9UrEr4mGRx2Q7TDLdxyEuLnrIxxNelOWnSUAXsKNQoVBkiA5pGapcHIc1iMMqqquDihIeFWTjSoUWeqbdc5Onzt0MXKieeZVRqDIeHOFn0GP3tGs1PFV73Y9VxHN71rnex/P4buZsvMjM1yZUL+yGlmJiaZkpmydNmbmKvXqh8G8d0GZUaQ6wzLktxgFpEADzsq9r7dpMBbU7cce5rFbUSexNsPHwxYw+USaAJgdq1k487r3q6LXtXwuBuElIOD/DywrCjKNY9ej2RghC3NepHx3N5pIwFYSHBll78++1+nhb5uHtGd+KY+jWFLe27/WBRecDGiw3iLpnwPTPYYJDlz+7FfzTAvM9EbhLSz6ZftvHwt+GaIQTVapV1dZqF200O/s4MP5b6cFzzNMJYynPBQTBgO8hQZMcEVZAtJmWBUamxX2Zj+dMnFZtDQE/GtlzNSIdlDQzIKJc1NRQPpDU1xAGZw1UOtni4ROfBG3SVRUoCbHHZVmkCUthsE2CypbIABKQw41hQgxZZng+OUafEiNQ4JJdZVyUuqQO0lI6wHZEVbAlwVYZRWWVONjEYQG4SgocCzPv8cKHo42Owpiq0yOr+87DMYYtHUen2o2FZw8ZjRk2SlzYXf+Mf0Zn4dUofOPi6n2i/EWzbZvGFfXzh+BtoUIije10ybKjB0IHtx4utEdbZX6rgRGRgS+XiBdugH8eqdkO/SXQ2QRAu0FoFsOOOlOiceNiRgvW/9dc/eu5uGPQSqVFmqHXtJrLRYzQhTtMgRUtlycs2aTy2lR43LZXXMqvKk6YbL/qdkLzqskIalzT58BpaV9PGNk18tHcgWhRSoklvoAwcOqh5cG5rMCGL7JNF8tJmSQ2zrIZ5h/kpnjx8mFOnTn3LPudXOyqVCnfeeScL77+FojQp0GRclti4/jw+BmXZpMoaeWkzrpZoUMSTVJzUGhnuXrqIgt4YeeE8qfv6A7zwYCEfreasqqHw70ps0vOwwohglw1VokGBhhrQC7p04lCiPO247OTixKXTCJH/KVqId2caRNkuu0lJ3JcgAbby4kW9I3psReWCyKdy1c9HnTzSCRUHIy7NtcjHj42+r7b0aKkc6wzSIUM3bG30sLl8ZZLgkQDjqJD+4W16HYtCofByDYm/FdcMIchkMhi3mlz3OzO80/xErAS4Ks0GZS6oA1w6fYTLe/axvzrLQeMyl9Uk62qQQzLNTcYL3GS8wBHjImOyGmfJF6URS02m9MOaVTrMyQ50i440GZMVGqrAuiqRIojl4AiuyjCrxllWw9j0mDI0M48m5y2VJSvduETQV33dpyvavrWgRplXe3VNVRUoGVpqezq4ER+DBgNxe2QXi5bKYtLXsm4aJCeY4tPFooMTy70d5bBOiSprtMhxiBoHjcu00MfW9jGoqQq+Mtgni7zh577M9kNHOHXqVOIneAkMw4iPNFZnFRdrR7i05wiDh1bIm1rJydPmVuPZeIcfwRSfvNJKUVdZ4UJsYO7avUe7dNCLuUM3LgfkQ0NqJFumo7YvopPi7LgbAXQtNzqwRvdVp+Pc9iiQqIdFLowzNunTVmW6uxZrGy92+edpMWrUtKysYF7tZUGNMqP2U5U1tsXhkDETqiXaUOiqDL1QXu1hk6ZFi7wuWUibKZnDC3TnREMKsWycka6OTL7vczh0mJJZhsJsjkU1ph3jZMg99H8wddPPMDMz8/IOhFcJ9uzZw7k/+RVs1cNWWqIfl2VGZSVe8CM/iiMdqqx/TZpgtLuNboPwvBXxsWUnSwW1c/+yGmZVVZjx9+G2Mzi5DlPmbLyDBr25cnHijgATP1Y9o9JED5tM3A5pfs3C/1JPQTRn7V7QgVjNjRZ9fZutlV+ViQ+U260K7O42g7BNUvm00Afb7TYiIoBSsQqcwaUVzvVRmiLA6sYQwadspKgw3iqMl5cAmP79LzL+Aye4cuXKKz6nXhOEwHEc0uk0xnHhH5sPAroNpYvNZTXJnBqnpywmb5zGIKBBkWVVpdavUL8wQvaIixHoqfBe8284KDO0JEfUfhKZVrSBywhLBppNmkRGlg5VWWc0lL5MAq0mKJu+0i0+TwS3MKfGGZIN3MDhZuN5HOnw1eB6NtQgh4wZfUSyctighK/M+LyEFnn6YavQuCyxoEbROdsWG2qQDF1cMrFScTY4SIscdVUieDDAeKtxlcyXpx22vikaqsgiY6QIOIvJTfI8kzIP6EN2TII4Oe5N8iW23/QmnnvuOba3t1+5D/1VCNM02d4+x5d/Ks3e++eIDl0xCZivjRN0LfITmgSOG8sUpUmLXHzqWh8DV+l66rbKkFL6SGydFujFBCK1S7bX7VxRUEqFstTjhT7yAETkOPp/XZWoMcRwSAIVetJsq5zey4cLryYwrat2WR42Lk4sz0ZycIMBWkFOd+qoDBfVAVrkWFbDbKgSGJBVLvvDcpVLhg6ZmKBYYXmiG07UWXRnz0njRdZViTPBYS4yhYlPJSxjRebdG4xzFGUne2ArJCz3GI/z+F88hX3HGJ73jQNtrkU0Gg1WH9yH3OExOLLJKkOsmkNUpM4Q65Spx2dORArO7lp7VKoMXrLwxgexof0CUev0hiqxzAgvtI7SulBGNUHGoHpIn+gaPadPBpcKu/MAHDo4oomAjRe2G2qnzO7F/6XtjZEiEb12Ez/OOIjPokH7AV4acBQ9JvK4vJQQ+GEeQos8Nh4bDMYbxegERyO+jhWbInvsKAKuytDaytFZL6AeA1AYPxxw3cTF+Hojh+e597u+i0ceeYT5+flv6hj4u+I1TwhM08TzppkpGJg5id3VDQosqjECUpTZ5DrjMulQTvKwaKkcY9Yq6hjxrssKB2iDgXBwBUTmFYgGsyYJ0eDV9Sti06AjLkpBSoL4EJgWeRbVGA1V4Jicx5Iei2qMMVXDVwangxNsh0y0K3oHv6hG6WNSUZtcZ0yj07Oiw2ksNqSs1Q81yLIaYVIW2VYZ8mKzpXLUKbGtHC6oA8geYfDQjmklkuOis+onmacdLiiLapQB2oyaq/HO9IDMclCmyYYS4twvjnP8M8d54oknXpbP+LWCVCpFf5/J6P0L3G2coiIbGOgSTmO0oEkVTQ4ZMxyQWb07VyazapwGxViajLwgFanHdc2olS9y8Pew2cahpbLxuHDJkFYekVFxW2V21UfD1jClF2+ApXAnV5ImFj220aapVTUEEJ+mGHloogmsyholabKuBvVzYsV1YL0wDLKshjlhnOFHzD/nYf9eFoNRRhljwlzExKettJ/l/2fv7aPbvs47z8/z++GVAAEQBCFSlEhRoUxZlmzZlmU5TuI0abN1mqRNp8ls06TbaXs2nXbPpDPZpu1uNqf9o53ppkmn07RpO+223aRNN+kmGefNTVMndmJXtmVbsmRJtGhRpMQ3EAQJECBAAL/f3T/uC6icZma2p36Lc8/xsUSBJEhc3Ps83+f7Yj0GrPlL3BzU9udNUycqbQLPpx1GWVa72FK6UBmVJY5659zXaKqEY8JnqTEka/zmgQ/xB/v28eyzz74QW+AltRKJBLF7GkzlZ8xFmWA1KDBXGmdkZJGk0k1MVmmUM03DIJs9ouBOmH7nZbkzYbBuCLEzaj8XFm9AnYtBSenslongOsWI+1rKB9F5F2mj/MrLhpvHJ2m5IsUS/zyDIljEwkH15uLfWSDslHPvfN69cztKTDrEaNBUpsAVTdCO0aFKxnAQeqOKmFHczCudN6I/1nM/tCMDqwpLqqYufBezqJKCIkSObjNZvEySluYTVIq0T6f49Hs+ylub/5rPfe5zL2rx+rIuCAYHB9m9ezcX+zwi74rgvanDmfAIVTJcVuMMss5x70nSnt7oNrBlU6VYl5whc23Rb6JZR2XJVa1202lmrIZx7IzMgjr68Ardv8WkTaC037uvrNQlxjU1wpIqskWCJVWkz8B0s2ovdZXWkCj95NU66+aQ3SZGizgrFCHUf99SCaZkhm+GJyiHOqDmuUcPkj5cgX4N1Q3KBm2iJNjmktrPeiPHkR8/Y97sm0x5M0SlQ0OlGPWWuJVzPBUepq1i3P/gvdx5z0nWyLGucgxLiZTU2SctslRNRxonSpu77rrrewXBty0RQVWUK6ISNElKiz5pETWHRR9N9soCI7JCnT6WVZFpNclCOOJgfIVijyyTlw0ybOLTpWPQoBDPHcAVlWNNDVx3gAeiD0Nfhdd1dwXKzrt9SyVd4VEnrU1oZI0+mlRVv57b7/CQt5dsiwQDbDhJrY5ASjImC8yrUefkqQ91ncuxqgYZ8xZYCEZcxwTahtkawUDPkyC64wBukdQEXalplrvXYlUN6uchG4xIiTR1N8YAGJEVpmSGnNS4wZshRofpN76RmZmZV5TiQEQYHh5mfPBJN5askqHup6icLHJtdgwpCs/dKCQOVBnLaPO1YWXVGjX3tXbO4HsduX4t2+j47Bk1wZVzB1CnFaqiICN4E8INe6c1oZR+bYIkHQezW+v0MW/B5V4kpeleS/u9orR7rpuCa9Cg4/Ypxv1QP1/diCWkRdOgb2nqJKS1IyXRFMp0iEmHLRI0DGHX+ijsRAyqZFyBkpd1R1i0DaMbXyj9HLWPwwYVNQCpLslbGmQzNYOUKOa7e6g8VESdU4QXQiTLS2J/vqwLgr6+Pp499gDRd/scP3aSgpRZUCOcWzlEMJPkwN2XSUuDMblGlDYhEbKySkzaRsLUImdmVjttLwN8qqqfb8+A31a6M6uTYlvFTPzlmns+uvvKuE3o0WWdARbUCB1iPF66jc4fxon/QpN7C3/PnNpDoHz2yjWiqkiDFD6hcYuLU1dporQpMahhKAk0e5sol7oTFP0yDMJAakM/X0n2GK141MhQSK2xX+ZImRCkUVmipeLEpEOKhoO81lWO/tsr3CJnCZRvnAwCYmhLGivFtIXS0NAQhUKBcrn8Qr7kL+kVhiFqLaTa6MfL6IOnXxrskzmKUsEzSJQuCEPW1YAhVWWpMECHKANskJcNDnvnGZNrzlugo2IERNgiQlVlKJmLsWN2rYeWXK2pnIP1e52THjBkRdsg90mLSphzHVBWaoZT0mJESsToUJeUmzMPSZkhpU27BmWdDJtuPtomyhHvPBNqjj8N3s10WHCxyEmaGhkj45AO0PbcVZUx76mYm1tDb3ZtvRXsXBi0FHZMrrnHaDQv40Z6EaNhP+496TrBBTXC+Pg4+Xz+FbdXG40GLZVhwpujTdzB3URAzZsOfhaarSzP7s6S2V2mGs9cdzY0Ser5uGjY3nbWYNABY5F+5fQBwkdD1KLOPZDdsO/oJcZkwWnv9WvWwiZhWvMte+E7ZZVcr8gCvS8qKudUOXalpEFLJbC8gp1yyJr5eXcS/iz6YMON3O9KpZhV48yrPc5VcZgVJrz5b0Mr2s5V0xZJNqFxIRwhJm2GlPaPGaLMqgzi7wmuG8ssbO+m+uVBwlMhqgJ0FWoeNjob3+MQ/FNXLBYjm82S+J1r/NvIH9AvW1RVRjPid21xLnujeSE7bn51KdxHmyhjco0xWXDOgzv1qfZr2AsQrpe72DdBkwQVBoCLDMoGVTKsqkH3eZbYtaoG2SJBWRXonkpAStG5mmJhcJiEkYfdKufolwaX1RianxCjZGDbqio6b+xpNcmXZ9/C7fsf44boDGlp8KoDs3z5+t5dAAAAIABJREFUW2+h7+4mk8xSCgc1ExufrSDBgcgSKRpMiX68HZvE6LCucsyGY+Skxi3eMxzqf5as1JgwToagq/hZNc7J8BibKkVeNvTv7H0Bdzx8B3/7t3/7kqhsXwrL8zwk7VFfyrPcry2sIypwRkQD1IiEIV3P090aemafps6EzDEouvvWRllllw63raJuP9lLsEOMKB32yjV8Cd3ooKu0AqBNlKrqp02UIakQ4tOHRiq6yicrmw7dyhkiaoSAAdmgYEy6Yuag9ggIxWeTlJuX2vdMkhZ/E7yNN3jf5P2RP+CXOr9GFr2HxuSaQwUsbNwmxobKYJU6MdrUlWZwWxJbTWUoyBpp2jyrJmkTY0Lm2Ckhg57JTcwUTZrn06ItUeM2Os4qgyz8fJbXnHwN99133ytqr66vr5MwOReazhelvp2GvOD/rM/AjXqMWF3LEJaS1Eo5knuatFWUUHoyPU8Cw6XynU6/qvR5d15NceXcAcInFGpWX2ay2yN5oqad/tBcrJ0XaAydF5OkSUoarvu3EmvAyRd7HiuBKxRC85UAp3TYOT4APcbaJEW/KSbtx5umoUnSciqGukrxWHgbT148TvDZEHVVQVdxZXCcx46ewH9Di+O7nmRC5jThUez4WD+PpvJNYRp3mRCadNvhiJynKhmadhzXLVB9eJDwgoKEIEUFVUF1FeWl8ou+P1+WBYHv+wTBHDPvivFe/08AvYFGvSUG1Lpm/ier1FWKisqxpIY4IFeMQ2GRJgmmmCEpPQarfRFn1RiX1ThXwjG6eORkk4S1XN3B8NbBFyPkWadDTMPzKscWSToq6j63a9wHL3Un8A4H5N60Rtj1mVN7zaHvaY8EpSvXJgkCM/stqQKzD02yeOcI0XiHeq2P2/c/xt3eo4zKkoaNZYDw0ZDp1E0cvu0CNfT44enwJtZP7WLgxJPkpMaot8SwrALaSStKmy0SIFoLPiRlDshl59poSWmWGLakdtFUCWfS1CbJM3/12/Tve+R7jnBm5XI5Nj4R4/iBkwYpSlCnj5Iq0CHGCe9xsl7N9Eea9Z+lStqr0y8NhlgjJh2itLHhQdvmNbC6/W1jha3QIytNIgzoE+0D0CFq/Ok75hAOGZerFKTsxhba5rqs3eJM0dE7lHvwbFq0yqRhINwQz81q7aHcJMFMOEFTJfhB/++53TvDkAn2ysuGsWFu0RZtWTujJtysPymtHZ2bLhDaKubebwE+c2oPAJNy2SEB2qvAGtN0nLrCPsfpcJLT4WFXnAf4nPuzDzF802MsLi4+z7vgpbMikYgLLquoAbZUktpiARnrcsPeadI0EIGtYpJqUfNK8myQlU0zGw/d/+35aB0G7d/nS3tQl5R2PWyB7BZkQpjIzLuisafN1wWd1vTXTVEauNdu55+TBkXb+XEr+fMJqStTaJgmzaK8Tl5Izy3QkryjbBv0LIFHQEtpNHVGTfDkpeMEnwoIPh2gakDXdOpxwdsf4eG7T3Dyp+7m7hse4oicJ0PNkXStD4xO7+yNVdLSIEuNNiUW1AgLjFCtZKABMohGalYEIgpSQrfbfeE2x3dYL8uCQK8OEGNe7dV5BMTIyiY5qTHlzZBQTabDSapkeE7tZ1wW2CPLVFXWXaTD6FmorTZX1SDT4aSR58U4372Bfr/BlDezI0dAH2BraoA+aRrmaT+LaoSq6mevLLDMEGUKNFSKGB0uqzE62zHuGDvFsJS4HBnjamsP88EeovE2JX+Qj6/+NJ1KWv9oJYWqA9sKycO+xByDrJPNbXKjMbsZMB18WjXw3uQRPqz40v4fYDhTYn17gOq5AgPHVsgbRnGOHnkrLm0j/wp4jad12lYrrw01ksyrUWbDMSISsGl+jgo5czlpBvgR7xmeSCa/VxCYNTIywjvu+M9kpUaDFGsqr2eIQCeMMsA6t3rn2CKBT8iIlED0aEkffnoAGeA5p0Kfrrs8O8bTv0sPBfCVlrhGadMHBCacZRudIAjactv6BIAmz2pfhBqBaHeDJC22VIKABNBxxUNLJdkmpkl/yidpurQlVTSHcoS8rDMqS8yrPRyR8wwZhMMzF7zlJNRJsaBGyFLjkPess2K2JLC2imrClixxOjyMT8A9JgOiRxbTYU7QM8GxxK4mSbZIMq/2sEqBNjFHisz7G8zfeisrKysvGZvY53vF43o0uKoGmVd7WKiNoM4p+t9Qc9D8MCvEPGOJrow3gdgkV8/9344KFeyQ6Hn4kYAgC1IEsoIcFHbfecWYBkXduanJg9rYxzL0A+OaaaF76yoIGknSl2nUfe+dckJfEs4/ADoOKbD7xGbPaAK4Rhl0Ea5HBWka1CVgVhX4+tnvp/uHAeHDgSb/2ZUQaCjCC4rwbEhwX8CDJ17Nwx94HXcc+AezfzfdeWgVCTufa4Cn3UfZYEiVaQ4lKB/cDXFQVxWSADnmQQYObB1gdXWVlZWVF2108LIsCEQEijH8N3mMyIomH9GhonJGrhdhRFbJ+Zssh0W6+M4tMC5t6qqPDTNz75FltN7Z6sDT0mAkUuLC4hRbI0lHYIqaC7OqMozJNcpKJyJWVT//cOE1HL/pP+nZropxcvZuVBUk3+XmsTMMS4kELfppkIg3WXloL2pecfo9h2l/rg9VClAtULMhtCDy/ghvu+u/sFcWyJuQo4KUSbKtL3baDEmZE0ce5mT3blqlLJ3MBol4k4HbL3HUO6eDlrx5pycHjLY3Rkw2KFDBmsFY9cU6OZ4Kj1BROc4GhzjqneNseCNNEhxS0wx5a1RUjrxscPz4ce67774Xczu86MvzPIaHh7nxxhsZ9ZbIUTNdQ8iyKurxjUoaYmDMdOA9RjJgWPWi1QMqbkYCbWcBHOLvYN7roCzr4rdN1BH9fLRU0coS+2gabXfTHNDbjihoswTaxIymRrP8oyYFtJeHoL93RLR3wqVwP8tqlyYOqrhBA9bR/hrz5Fl3nVtWasZ7o20O+SYT3ryzfN25YtKhiDbDEvQFYVnvvZGdZ0hcCZYpYr1AAEdotOlyvmjehE4afZbisWOcPHmStbU1XgnL8zx3KQb4BF0f2S2k+nSGhpVt2pwUO3bZ6Q2wE4HZyai3MuvJ/CwzRyfoFNMQgcLUEpMyaz6/B3/H0CFxGanRT8PxnDrEqBmiaVJahuulT+W8VED1uvDea++7UUbEPMcKOVc49J5rSFTaO56HEOLjG/6CzTwIPhUQfKYLtkGPAHFBIqD0L0Vf4FUIPhsQ/n3IIweO4d3j490tTN4zzVE5R9QQZK17p7WoD1RoiuBpkqpFbLLNYmQcIgJ5ITZWJztQ4+l7P8g9P/dbPPjggy9amNzLsiCIRCKEhz12T15hVJaI0qYoFU0kUlpOVVJ5ilLhVd4s/dKLqIxZIxaVNi5pW67zyEpNd9ySJK8qOgpzt8/s2jitRIJUX524kWeNSEnbbUrIlopzcvEOgj8PeOq3DtMxxBUAtQivukWbHdkDNkmLcqlA8OUAGlB5Tx7vzR1UNYa6oOCojwwKh0+cZp/MMyIlUwi0ACHOtmPUgp6BpQ9UOJE+RZ80idIhj45ZHpUlxwewIw97+UcIWVWDrKqCIYlFsb4LkzLLaXWY01+5jakfmiEwl4g2oWkYDX0aP5/X7PpXsElRPB5n/SNn2fWWPyLJPHnZwKNiepuOmeOXKUiZwLgS2k5om5hJJTAdrooTIaQDxKXjzK7KYcFJRX3RsHlFDbiD25Jb7WPS1AFIiC4eLW+vSdyNI7TMtmsKlgRR6ZCm7RQtTRJECOinwRYJPEI2jCJmp/x2Ui6zSgEfHWwUM4ewT4thSnSI4kngkA6rfe/NYBOm6wtJGD36jUy7f2sTc4WBdTFcpUBbRcnLBjFpOze8GG0mvHmaob5A8mwwIOsMyjrtX4pyz9l7+OxnP/si7JIXZy2rIke9Z5hihnS+QTOfIC/rjFBir7dgkvrsFdxj1VuYf6fCwJkCSW8EcMibJjtYo5lPGHOjMklpGf+SnubfjiEAN3KwhMWmQcwC5ZPEcx4E1pLYPrapEq7wtGiC/c9+H/v1Y9LZ4QMSuJGUdgjV/IIWSZ5RU4YzAJIVUwwAXVANoGV4EVlBNZSG+asKdUoRnlbIJ2D61klm3j7F6I/NcdQ7S5ot8x7oIVEeAbukpD/mgb8vZDlbZGig7Aiwle4A9/30xwkLAYN/ffBFKVxflgVBu91m7NnjJPgrsmwy6i255K1RWSKQCLNqjLNqFwW1xgHvskuWy8u6YzhXVN6RZNpKR3FOerMa5pQUS2pIX4CDDVLUWSfvDFmitHlO7ee4PMlFNYm6EMObUEyrSeJ0WK7s4vDEGYIJLWe0B3SdPhbUCN2vJiCuiPyCcaKLd8gfXGH8xgXe7H+Vt/hf4y+7/wKf7nXEmj5pUVKDWqqoMjwZ3sJMbYKbsxeY8mboN7nbCcP0tjnn1tHOOsVFCFlTOe4P3si6yhlz2ag7CJalyOnwCKP3ztFSCY5650jTYFhK5EV3Fn4YcHHvDezfv5/nnnvuxdoOL/ryfR91tMMAG/SZrjbDJiOywn41zzZRslKjKBVCIgRmvrmT5bxNlC2lPc2bhoVfUTkuG+ZzTWXomkvYHs5NkrSI46uAvFqnKGu68zcHtoVrt4k6Los94OukSEvDmRbFpG3khRHnXwDQxb9OP94wJLWsbLqLvMIAbYOqJQyR135vq4yxkrOdHaa1WLZOcVoL3ruU7EHZVNZopkNV6XhySyZM0jRy4Kh2qZMOoyzhe11jG95xBeyQrLF081s5efLkdz2XwPM8BgYGKBGjqvoNkVqnaNrfK0CNDB6hKQyuLwZsF28t1wH3ulo+wZjoADeU0q+rtJwcsU2MpLSMJ4QeQ2hynWbxr6qCkeg1zdkDiDgVgfWM6e648LUpVssVCqD3qCYchsanQPsceDuUBHakZMmENbJMh5M89Pj3EZ5vQ8oUA3nRKomsoLqgLoWoRaWLgS76MQkbKapQJQj+PiB4MGTuk6MsvHec0XvnOORNk2fDoAY6TCxOm4IpmNJeg+H8ipMQL6/uIlxLQhz89yrueO4O7r///udre3zH9bIsCMIwZHt7mz4ibBF3owKbEZCUJqMsGavgITphlLTXMPOxNTakn5CIgTx1wpU9hIZkzR0ubaKsqzwVcuRk0yTA6blkV3lGMpbREOyJdbrHPAZlQ2/YfE//HaVnnLGuBpg+dwjvhDD57gs89+hBzly9nfDBkOXiHlrvTnK870n2l5Y5XnhCz1xlkwQ6Qa6iBlhRu1hTA0yHr+Kba3eRzdc4LOfJs85+b56C6RZ7gTW4y8Qa1QDOJz4qHaJG09smRplBvjz3g7xq7wz3eI+42d+QrDkSW1VlGJI1HvulNIWvFl7RBYGIuLCgLRKGpe0xIOuGsa/tp+2yF+xO5nMbbUi1bciqZTXIhurXagRD6osQUiflSHVtpefndUlTJ8UgG3hEsPGudgUmNMhqv+2y3AD7ta3PxM6UQ8AYBnWcdBEABatSAKURqrysM+rpIByrhtA/o44sthCFosfZ0ReRfp/50vP+APBNJkdaGtfZ2druL0nNECf1/h5m1RXOAMMmntx2ahZGvul/fZo9X97zXV8QKKVoNrU1b1ui16EsAT7LapcLS4vRYVIuX2e33oPfd8L+FhnofdwqEWxXH6AlecOU3JnnzIDQboY9EyFteZyWxnVOhXZZHxeHAJgI4bb07IBt8qt1CeyFzmly7E6PDvtcAyMArpNCPRFCBSSBLgZ2CWo+hG3w3uSj0hBUQj02iKDJhl2l4f64aDRhW38sPKnozHe4+sBeFn9hnFsmnmCSKwxJmQRNujuQ6ClmqEq/47klU01SQ2Ujg2/S19f3z78p/jvWy7IgSCQS7N27lxoeZVVgRe1yRis+IRmpsV/mGJcFN2e0mzBNgwPelesTtcwMS0sK9abdJmogK4+SKlBSBQ55F/FNZ72u8iyrXfRJi30yx2hKO1fZgyvvWZg+dNG3AR77ZI5Lh/fzgcjH+NXFD9L9SBfviIf3No/CLUsc957AI+C38z/NGAsMy6rr4jboZ0XtYkkVWVQjtEgylb/EIe9ZHc7krbJLeo6EEXrmNPbNbGWWPoGe9Xm+k0xWybiRwObeFBMyT9bMwytqAOtCZ7XhU96MZorHYnie96JLZl7MpeZjLIyO0EVnB2apacWL1OhjWzsFKhyxrosuHkdF75uu8pw19RPhzYb82t8bZdHAl5CsahuXwgRx0/3ulWtuZBDiaaa+tAybemcMsd8jaEnbjZAAZ+6zRQ8diGJT4jruzwAJWox7erzWFh2iZAlWMdokzOgO0Z1aYkdXuVNfvpMRbmfV7rmax9lIaFukJ6XFkCpfhzYAxt5bz7ptvG5bYoZcpi3H7b/H4y+ddLnna4VhyMWLF9n+8ChHfvmCbppUDsAoh3axqgq021GycW2YY1HWf2zt9GiBHvelxznwrnts3hik2VVVGSrkqar+HY/rSQRtDovt/BUaNbPNi1UYxKTtyKT2a2xhYotV7+KPXDfm6D23nUVnkhbePR7+WoTgE128Yx7+azyCz6JVE4FC9goSB9VFFwX+DtOMbYMaJATJ6BGDmld0/6xLeMnjqR+/nel7D/B9uYfYL/NElW7ItlWMKNsU2AYPsmqTelqTta3CqL+/n3379rGwsECnc33i6fO5XpYFge/7nM59kXEW2EZHxU6Hk8x095P0m9zinSVLjYPejKt6d7KZLcHFMVKd0UbIdDjOZTUGShE3jOry1iD5PsPqNx0NKIZlxUSDdhwVBrRu3Hb0FqbvEueAXCErNX4x+i7OhzfQ+WQcGVTIhBDd2+CQXGRcFojRpl8a7sC2GfF6njxAzOjP95pwkSEpMy4L5g0VcaldOw9MXdGL6Vb11DBKhzHvGhWlPbojEjDEEjHV5qB4eBK6N9qCGiEwetskTQ55zzIfjjIqSzzxR58me/ch1tfXX/C98FJYnU4H9cmAU3fewlHvLA1SRJUhvEmVJC3G5BqDskGTBJfVOE0V16Q6D1cURDB+AkprltfJMaf2MsoiN8sFfEKXVWAjlROiL+M+tmkT1UCtu+wjbg+FxNx7pUOUhPJISwh0CYjQUnE2yBDsOBLS9GbALZImRKmBJ5orEBU9GuiXholh9nuscum4ybQvZjRiaCa2u/z2y8c6IrqDXDyaJFkIRwjwDAy7TiDedcVFm5ixzp3AI9Dve1sUoOWdDZO+VyHHE//nn5F8wyjNZpPv5lWtVhn9i1vYXXkrT/6HdzoYv67SrC0PotZiRHfXGY33Rpq2cGruMPuxvI/rOQb2MrcXbO+itOdg2zRpAT17452dvf38ptJFRVuibm90dhAEbVFgkSr9PH3X2EQI6ID7u7Wdt6+/XQGekxzajIR3Hvp/+NbUncw9OIpkIf9jJYK3+1R+URdP3lFPGwidM5vXyhEjYv5DFwqBRhlUINBShN8KUfMd6vel+PI73sKRt5/hNd5JYkbO3UHfEcNSYlhKbKsYdfqoqizLKsX07/4EK1/+KIn37vteQfDfWp1Oh/DBkIWHxjlzzxEAnq7eSGs2i7+7yfFdPR217dibJIwHgSbj+eYg1DN6rfFuE6WkelVsR8VZVkUapQFGJ5Z0aIy0zWHTYYu4g4J3EkjipsCwvgIW+h2XBd4T+TSFlS1+Mvf7eMc8eBMUDi9xu3eGPBW2iZE3WnT7PPtEG4vEjXTH2mra+Vy/+TktO7wpCYMOhK5DtG/EJklaKs6CGnEhMHb0EeCx11twTox67ttmTDRrvEqG5bBIR/SoZVUKjLLEHaNPMtPX94otCNrtNvzlZc7fc5jsO2qMYUyvJKSl4iTM/rL5Fh2l7V6rZIiHHdJew+2frNTYJStEpaM7YSNbHZZVhtUKHYkxaJjhtqOybP22ilIlCwr6TABNx2izt1SCFkljxW3jY/U4ITRs6KrKECEgJQ0ihFRVhj5p0QEXpxwxgwVd7GxSpExCmiagqUOftBxK0jUHtH5uMYcItIk5C+ItowzYqdt2iIhB9ALxqJCjogZMQl/zuoIgUB5zag/nwynaaDfRI955972vqHHnPxIojxtufIYr8fh3fUEAsLi4yP3338/Knb+BTJhL2x5VxS6j+SUmZA6fgAU1YoqmAZNLoTlFo7LEmFwjL+vXjW5swWD9KDRpe9u9xnWlPUwst8ClxpozqW74KBrqj7m8DLtsOqKN2xZ66JFFH6poN8JA6eIxLQ2DZvUUCTuJkV187V5h0LojcoEZmeDaj4+jSoq1vy6Se0cZ2S1aURDXz1WKQNWoDrqqVwTEdZ2rGphxwo5ffhWCb4WEp0JOP3iEyu/keIP/TaeKAXRKpGgnw7jSls7Laoh1NeCMnl7I9bIsCNrtNrHYGLveN8rJH36czAeq3Jo9x/ThA1QrOphIsAEWbeM+qA+Fuko5vb21d7USlQCPdZUnQsiG6meFXeTZ4PDEGQedoyBiiFI6PtOEJZGirWJ4dOmTbUIirDJosrC7HPee5F2R/5cAn58Y+CjTjx9CJroM7K4wKov0U3fRx1WVcQE2miC2RZKWVgywQVt0ddln4kt3Lo8emQxwiIBdZZXncjhO2Tw3a6CTFN3FjsiKSzBbZherapCs1LjZO09JFYh5babDSb6l7uSId4EobY7KOfpvvfUlEd/5YqwwDPG8u5j62M08/rov0berRUHWSKqma5xCLJtev8ZNktSU7siHVYlRWaKLr4mH3hU2VYm6pMipGiqEq2qUopSpkiGqejGwvgRuDqvnqR4tknSUDj8K8VxRaC/+QPlUiAHKkBtDttEBRZYn03Byr57rpmcO1D5pMcC6LlBFW9xGRKMWupvz2DaXvA1Vssmf82oP0+Ek59UN7gKyy148h7xpJmWWIVkjTZ0hWdOHu/J7natBwPQoUCMAUWlTUTnOhzcYgvBlAnxmwn3MqnFAF1xH5AKRyUlOnTr1guyPF3MppbT3wpdD/Pf4SAbIw8DYCsN+iTG5RlZqzKpxFtQIFXI0t5O0t6NsN3TzVBvJsE6OUbXELpNzYNUzvcs2JGYI19AbB1UY0KolZsnKphtbBHg7Hav1Ja+i+HJ96uC32xHrQqD3fXcqUXRsd89YyyIiO/0UbEG7wAizapzVoMC500eRiLZyDj7WZe0TObxjEPm5iC4KTodIXv7RsYHqogus1redeynLL9CqhOCzAVcje3ngw6/lbf79Tr6eML8zny6heAyqDfZ786CE5s8nKUVmGf6dwy+YDPFlWRCALgoWFhbIfPIge785zuhNN3H+wx8knbGmF3peuqxSzIbjLFFkRRWZDccZlSWS0nTRvmmpu6KgbeazDTMnX2WQpkrgSdckdOl5r9CDvZok6aJZrWVVcLHFw1LiuP+kC006Gx7igeC1fGXhTVrX2ohSOVVk6sQlvXGVhvFr9OMR0iLpMstjdHTKuyHeWP0t9PK+fQIXEpOkaZzltLzQJ6CkBrkU7tcSLekYx7AGgWiTl5u8aQpSYUuSDMmaS1IM8DnENFPeDLGwDR78XfB9nA4PE/M0y7hQKOB53ivG9OXbVxiGPPfcc+z9kR9ga3iY/NGjrP7aQVCwbdoIa2EMGvnpEGVd5ZgOJ8n6NXMZw7CUGBLtyDavNgDh6fAQJQrETTFQpkCSFl3lkaXGHm/ZUBN7RCqdjGgP0y59Fm4V30Usg4ZnN1WKmOhDKlAadLVOhrrw6JKmTUK2jYdBh6i0nVGXLTotXyWUkC6BKT4GmA4nmVVj3B+8kXMXj2ov/ZI+LLXsRTh74Bb8gy3u2fUwR71z3O6d0Z2piekNxKNOmraKOrVPgH5PplTDhTctqBGm1SRJ1XTs9jUGKKtBYkpfMP39vVn2d/vqdruokwGRn/VJH6iQSmm10BBr+ATMqnGuqj1UG/10A/06ttayAKSLFQCW1S4Xmb0XnYliSZxW0gfXcwzSssUwJRbVCAtqxF3u1jLevn5VlXGhXEnVIiLedc9fQ/1JN6bYSYy16JJt7PoNsrRhMi5s4QA4PlWgtP18lipnTh8j+EJAeCqENVAlhZoF/53Cj/7s5/lc/u10f7+LWlM9ZOU6JMCQZbCwflRzChLox3e1CyFdCO4LuHZgjJmfm+CwXMAGPHtsExBhW2licYEyA7LBUf8s4b/2eeDTo98rCP57VrvdplwuUy6XOX/+PHcvLvLIr3+G5cNFbe1ryHIVcoTKZ1kVuXJlkoXMCLFEm/rpASQv7D54xeUd1ElxZXGM3SPaOOXSfVMwq7g2NoZ3e8gNY9MMseYkLV18OqonnTp/7mYkpfg3r/oYPxbRhj1/0P1XPBC8lvXKAO2rKdQ8EKjeZgGm1SSA4x4kaJGV6nUVt203tbmG1dx6bp5s34xWd2416QG+ybzX87S8IbPlZd0lNloGeYDPIW+atDQYDkuOFdwmpg1nvIBmmOCI9wwzar/rvIrFFnv27GFubu75ftlfsmtzc5Pz589z8eJFLl68yC0XbuHBT/02k3KZCZmjY5QENmXNGgItqBFmwv1MeTNAb7wTo82EzIOnIftz4Y1sE6UoCQqqbEh4ogO0ghHSogOsrE98WhoMU8LGcuuv7aNQtFSSqmRcLodFyCx5MEmLlDRIsu3GVlk2rzuMLVQcp006bOB3A7ZiSaqqn3UGuByOcV5N8UDwWs7+9S2oeaUP3MWuLgRsd9UF8oI3KqiDcb7+pu9n9UBBz689nRipR3wxc4kkaKqkK+QDfIqyxrSaJFS62JlVY8TCNke8kAlvno0wS4SANZVjVQ0Sbm29sJvjRVxKKcKFEsEnR6i/O8/AnRtECIzKaJCyKrBWy9FpxQi3NaGPANIjFQopTVZtkiCJzp24yihJmoxKc8cYYEfiptG6xGgzKZfpp8GCGqZO2hSsoRtoWvTKphYmaRE1Z5a2ki8Q4DmbYz3y1VwoXaiGxJRWOeTZcEVGh5grFpLSuu5+SjBLAAAgAElEQVT5Vckw5i0wphbI3rrJt3afoEOc4BNd50MQ3Bfy+df9KHJAIwVq0RII0S6yDbOXSwq1oFCzmldmfhkaOWiZzzHFg6oqgk8HPPiOu9lXmDPSW9/9HlokmVH78egyiM4UCfFf0CbrZV0Q7FzNZpNHHnmE3Dtuou/4cfqPH2f53xRpqoRmUNNHQdY4PHGGLeKUtwuEpxQyqFgtFogN6s5qSyVQ8zGunRqHWUV4IYCUICUISx7Thw9RefUSQVdfvqMRXSlXVI6Z7QnGbrrM+6J/xH6Z53w4RYsEZ8LDrHxlD+ElhaS073c4q5AU+O/Wjl4bqp9OECfj1xiRFbJSZVhWydKTCllyzc4RhzaD0SzqLZL4RtyiYd4eGSVEkw/7vYbTxVsjF9Cz5LpKUUUbivTT4Lj3pKuy44ZcFKfDlDejZUyhNieqqgzBByc4eOYgi4uLLygJ5qW4wjBkcXGRcrnMwNQb2JqYIDh4kPO/+0PalIQAERDVcwGcV6MMqTJZqWl+gcpo+awsMSHzBJ4J9FEpl3J4SU0wIqvE0GOxhrFNXVZFR1ga93SBALi5PEAgmyRpaac2DOmLflMQROinQUzaxnUwZJMUm6SAlHE/3DQHtz6Yu57HRqzfoWBPhLdw5vTthI+EqLOK8HJXX/6au4baVkjEwLCAdBVhAF4c1KyiesAWKz3vBDsT9km4nAa7NLH2GitSZIwF6irFHKPk1QaTcpmbvfNkwyrrMsDNXOBkPv+C7IWXwup2u3jeUeQzMXJ/n2f31BSjo6N87SMfwo8ENBsJthtJVCOmL69Ul8zeMkPxstP8xw36lJYGfbSccmonvN82pFWf7nUmbNY8bmdCpn1cYAKB7L5skmCINfqlQUkVOBkeIyEtjsuThHguuvuKGmOUJWf2s/O57CSrat6IPvss+dSOM1YZJEuNI8XznH7T7YQPip7pn/Dw7vZIFKtMZS8xdOuaU6tEpU3H+F5skOFKOM7Vmf2ED4QEXw4IT6me+iBA37AB2KekriraD6cov63APpl3iAWCQ9uuqHEWGCGrNNfg4ju+Rt+zY2y9AEXsd01BALC1tcXW1hZf+tKXmJub47bnbmP9d95ozHR0tvyoLBGnw2oizwM/9VoAjmafMRdkm0B8Vk9c4/Fzd9H9TKCzqvcLpET7XD8FK48OI0WQESH9hgbnrtwCDeHf3vIfeX/4cb7ID/Cu8sdplXLa1eqiwrtdyNyzzuaf55ADgpcSZDe86sRFXRHKBtFIm6KsMSwlDsk0E978dexey9qOU3cHMfRgOsteBc1Yj9K5bk5n39DWm0Bf9tretqQy/EN4BwtqhDbaAW6I8g6NcJMtlSRtjI9iniYbrapBrVIgw+N//Idkbjv2irGG/W+tdrvNysoKpVKJM2fOcPDMGUaOHWPrIyfISg3PqAVaJEznWiAmHRbUCPNqVKs7ZIRDomfqSa/FrBpjWRWZDg/w9KVjrE8+xyHvWYY9fTDaQJ9B2dCGJ8EuBmWdrGwyJGWGRfMVmiRAYYoCDZ9n2STAIy0b5NlgiwTLahcVckTpsF/mTNplF6v/bqkkC+zmfHgD9wX38sj8XQRf8HSxnQlQFYUUhcgvR5C4EHwmIDwXwiKoiD44VQDETWzuhEfsWIOjcpYpb8ZlEVjrWks86/kc9NI7XyWzrErBePdPkWSQQbVBgMewlNjvzROwQFMlOJdOv6KksmEY0mq1WFxcZHl5mVwuR+6RR0gkEpQGvoF3RJADCu9uobBnlaxUzUhRG5tBT8YMRrrILvJU3MfT0qCtYs5QKLajISnKmuMQ1NFprNvGKr3PoFdV1U9aPNbJuUYlK5sAzIbjTn69jZaNDsiGa2z6pIlH6JqanSmITXwnm7ak2tlwjGW1CzB230fLVN83SPJ1Ne7KPU6eHmJsCehV4sTUNr4phsblGuP+NZh6mOYNSc6+90amP3eI7p909QjCjhXiRoGgucWokjKNV/c6iW9aQiaYY1OlWFQjXKgcpD2bQq2FpNPp7xUE/9TV6XR46qmnmJ2d5TUrK2QOH2bxf3/VdR1SVjb5oYGvOftTW6W2iWk27ZEWD77z9YS/pZ2qsNLlCKhqSOT9PuqSYu6P9xGeCsh/bJ0PXfgDvnTT3bz3W79H9ze6eLcGOvDDfO5t6TM8dOD1JO+scjT7jDHP0JDnKEsUZI0DMqs9BaTUm41Jx5nT7KzI7eo5eXWM8UvEfNQzgFQPovPd53hulFCiwHl1A9Nq0mWmr6oCj3EbzhfevOGnZIYJb44h1pz720I4who5spnaTv7s95ZZ1iTmqaee4urVq7x+fZ3E2Bi7slke/8VDJn8eKuRIqwZVlWE6nGS6e4DXRE+S8LRpi5Un1lVK/zmiWK7s4p6hR7QPADVe4z1KUlp8I7iLOmnqpKmoAbKqRl1SJL2W66aStAjEx1ehm7WDNoCpqBzzag9d5dEvW0zKZWeB3SbGNbWbK+EYa+SoqxSnwyM8fPa1RHc3CEf68O4W+t5RozWvZ9GJsSrtVgz1PySQG4TwG9YBTqMCckTw3+wz9CPL/MvI57jLe5z9Mkdihyud9QuxJji9mbK+eHJS46h3lqfDG8nLKBWVZ07tYU3lWJaiK4YKsob6k59h6KGHWFnp+Xa8UlYYhlQqFSqVCiJCJDJK7OkExWKRo48cJZfL8Xcf+XdEVEBctBtkvzSI0qGq+ikzSM1YauckT0Eq5KlgDYo0z8VDp6WmncTOjhmsAqVBijU0UuPTBYG8rBOlw6oqUFcphmWFNZVnnVzPjEvaLphOFx+af+UTsKoGKVNw3XbTuH8uMOLQjnVyrKkB57SZlU2OJM6TflvDjCVMKqd51qC5Cs12kqDr4UdCYjFNarWSzFFZ4hY5x6Efnebzt7+N7gd9gm+E0NDcA4uEkRdkREgY/oVCOTTFp8suWeGQ59GnmqQHGyxkR6iO9TN5cpJy+fmPR/6uLAjs2tjY4Ctf+QonT57k1edfzYP/97/nLu9xJ9PSudxl54BlPQl8FTAh88y8dY75L+0hPB2iWorIeyK89he/xUMfuJvwq1pOoosFoV5N8+Ebf5rf+NYvE/xhgNzg4f+UR2Z3mXo1TdiK8s2FV5N/Q4kg8PRcjJZzAZz0Zg3Rp+x029ZiOal61sX6/zulhOLc5gIzMAjxHQoAuMraMyZJO5edYWWpMSmz1MUm06WdbKiqslTX+wm6PoeK09zDIxySaaNKKJH1aqyqQUZliU0Rvre+8yqXy3z+858nFotx4sQJ9s3N8chHf57D3nnqaoMSgz1JVaWf9q4YZZM3MeldZog1vX8VhBdg+2ofD/zPryUrNX4m8kne8VcPEL5a8ad7f4Kqyuh0ORo00J3Yqhp0Ra/ttK2tt53Hz4QTrKoCw7LCqK/JinWV4v7gjVxS++mjqbszqozKEge8K9zsXeDYLWd0CuK/SJFnnSpZOrmoRqaoE5c2ibdov4TV/6XAvBplWRVd8Mvt3hnG5Rr7ZJ6kNJ2RkpW07fTU6BXGyrHJAcZkgay3yYiscj6cYkbt43F1G4dkmm2JsixF0jRIsYXv/+MmPK+kpZSi0+nQ6XSo1+vMz8/T19fHrc89xxN//JcUimXypBiirEeYskmgfGbVGAEF5hVkpcoQNjdFN1dZ2aSs8qypIQIiLvI4RpsGKYcu+XS18yo5IgQsq12az0QNXwJaKkmdPpesqcmxTc6pQ5xXUxSlzNNrhwDh0OBFI5eMOcmiRjibVNSAQwcs9yVmih1r69wmZmKzd1Ov9RFLdEjH6iamu00s1qHSzbnfnVU4NNFJnsOUOORN8+59n+LBv7ib+b+ZIPhCgFow3IKs4N/js+veawzLKq0deTTW/6OPJvtlniHWaEuUaixDe1eM5oEDPP3009Tr9ed1P3xXFwQAQRBQLpf54he/yOiRp1jYt4+pqSkWPvpmhqVEnZRjndZJEVN6E9VVimojAxGQlJ51yjHhpyKf4pvHXkP41RDviIe8UaAI4WKU36z+CpQU3pt9vBMBxT3X6JcG+eKGrjCDJMOREulInZh0GJKycxm0TnMA2yru+AGazNPTS2tWtUnKUz0egS+a0a29u3XhEKXtpIw7i4kAT0vVaJjHdRjy1riVc2yRZEENU1aDTKgiFTVAhQFWBwdZUCOcmz0KExB4Hk0vQZ51+k1YTUw6r0jZ4f/f1e126Xa7PPDAA+Tzecafeoov/buvcefbHmVC5rUbm7SYLM4yJGUTBORRUxlSphupSob9985w+QuTLC6NsHBpnAde/1qGf2KVOG3qnRRPnLyDwp1L/LB/vysel1XRmMT061hWExazU2XjS8gQZYZkjWVVZCkc4lPBj9HF41bvHJPeLJMyC8C8GuUvgx+lrWIc8qaZU6Pc5T3OuFwzjoy67LDpiINSIcMmr/cednCwtVBOoJP5miRoKh2sZBECwLkTgh2Tadb6ghpxCNouKVGUNY7KWf27C+s0wySjssSz6gCngyNkpcbwT/7HV6xvxndatjioVqs8+uijjPzga5mamuKR3/9javkMZQoU0Pa6MdWhYYq0sirQIskyRUZZZkyuklU1uvg0TGNRVoOkpcEA6y6DA8RdqFWVZaEyQudcisTRKslUi6JvA7tiO8ZFXVbqRepn8rzu7q8zKBs8zU10KilGB5dYkSIbxk8jxHNJmy2SbAUJ0r4+8yy3QecsrBHgG9nlAO12lFYjwWh2iSFZczyuuqSYSM85nkJvnNvjSwAUWOMH/G+w9M5neO4d+3l2cRIacbxsk7GhK9zoXXRNnHWytWMZTeztXOf5gEDtYxkef3yM8+fPP697QIKtq9/xBPf79j6v3/zFWn19ffT393Pvvfdy7nd/mqPeWUCz7/+m+1ZWruyBhmhkYBG8w5o/IEXhfW/9GA8Gr+bM7G3s2neNvGy4DdEmxnK1SGsxS2b/KkPxNWesYQ/dtDQcUWzKm3EzWa0F154F2sTFmnf0uY2xMw9c/70nO7xe/xviSdd4eYfGkjZOiyRR45QFkKXmxgl2eYRO9ujT1Wx0+rkU7mdejXI6PMJ0ZZLhfIkjcl4jG5TokyYf6f48K/u+n42NjRfgVfzuWn19faTTaW699VYmJydpt9uICPKRw0zKLD4BedlwaZbzag+z4Rj/EN7B2YdvIfjzACkK/8d/+DC/9I0/42df9xt8+n97O6kPbPJ7g7/KeTWluQMqQZWMgznT0mBQNsjsGPaEeDwSHuNL3TexRo40W0yrSV7tPe4O0S46ujbA52I4SV40ea9NlKRJWNxQ/boXN0SwLDX2e3N46BHFpFyhjyabpBwqYve0HWnEaF8XrhQhQIGDf9tEmQn3s6CGnTRtTK4Z/k2dBbWb0+Fh1tQAXw9fw4LarWltr/4JLly48IK+xi/HFYvFuOOOO9i/fz8P/t6vuKTKONvUlc7QsFHbAFmqjMsCY54OUtpSSdZVjhI6Jj5u5NOWu1Qhx5rK0yHKNjHKF0eQbJtMvkY23suwsP4a28RY/eoI3o1d7hx71DnH6n+LOiTBmhkFRHTgUTtKf7xBxhhfWRQDMIhoytgr54jRYblWZDhTcqitRT5i0nFiAq1y6bh92CaGUhp1tXs2aRw87VjAEr09AgRxgV6aBK5TbAPlk5a6KTj0PXBeTfHxx96L98NjNBrXx4b/U1awdfUf/fgrsiCwKxqNcvPNN3PPPfew+Gs386+if80jwTF++7H3E35Lkwnz95YYi1wzxK8B7d9v2Nk7YdYkLfqkyeVQGyDZ9DibwJY0rO8xucakN8sgGySk58kNaBgYrSawLnddeqluNknMFgXaNrl93c8UmDkbaNLgqtKd/c7DGaBPmgyw4Z6nJt1ov/iIBGTZxCNwjwO4osa4pPYzE04wq8ZokmRYdGGwqga5eu9/5vHHH3/Fqwz+uVY2m+Vd73oX6791pzHnaZOVGiNSIkqHs+GNLKsin/30j9D9WIB/wqP2xkNIWZh454OsfW6I17/zQX7Qf4DZcIwx7xqBkd8OS4lJb5Y4bXZJyX3PebWHv+m+lc899XbUIgzdu8TNct6pTdI0GPWWsJkBVpXQMeZcWwYGBnZILNskaXHAm2WfzBkPgw6D6A59y0C5MWMqk5Ce7ffOAvi6LAbaRi4ZUFEDTKtJZzwGcMh7ln0yx6Cs01RJzqobmVN7mA/3sPIv/wunTp2iXO7xJr63/usrkUhw8OBBbr75Zv7uwx8kEW+SZFsz/0lSrWQYy18lIKJT/WSNMblKUrZZVzkuqzGqKkuctmt8AKpkKZ8b4a4jD/MZ+Rl+Xd7Pn1z7n8jkawzENxgU7YNgiwafgOp2hnS8wTYxslQZlA22iXJu5RCFon5Nq7UMET9gNLXEmkmpPSTTZGWTFnHqKuUIuGsqz7h3lSVVBDS5FmBhe4RkrOl4AkNSduZwLuTLLI8uNjBPu9gm6Jhz2OhwgF7QWIBPlDZ9tMx+13t8Q2VYMWRHHUdep48WSx/Y4NSpU5w5c+af5Xz9TgXBd/3I4L+2Op0OTzzxBBcvXuTggwf50b+4n7n9N/M3t7+N2fok+btLTEZn3YGWkU0qasAxWkF3Kmlp0CFqDsPAkb+S0qKPJhnZZFIus8fM2DSq4NNQepamdbIhgViHtwQoIU3ddOqBS5Fri04Is4ZFO60+bQFQVRlWVYElVaRKhprScrJn1aR2GzQGORl0qEmcNiU1SJ+0yBgPeIdKqDaTMsvN3nltLatqjMoSR9VZZtU+psNXcVodJvfuj32vGPhnXtVqlfvvv5/Sz/wm7576BHlZp6IGADv68cnKJjImECjUtuKj9/4kT4S3sL6Q46Z3PEOedWbCCfc5mj+wYZCpgIRs00HnHDwW3MavXfwQ3d/tIgcU/ps8+mjSNf4EWdlmUi5TkDXqKkWDFCU1aLAvffglaDEoGzrzAB3XnaZOShoMyyojUnKsbZ3w0TG9lZZ1dYg6OSPOq14XB74EJNX1RXSbmJNVJmmxwIhRYUxSkRwTMs+kd5m75BSH1DQP8Fq+8NhjVCqVF/bFfJmvVqvF6dOnuXLlCv1f/zq7x8aYmJggn8/z17/yPrL5Gitb+iJL9ek5dx9NBpS+PPvUNnW6zlkzIEKdFOWHRggfDHnPrZ8h+0Me+784T3FkxUStr9IiYaywdY5GkwR+RKOpQeBR91PE6VBSBaKJtitIxjMLpKXOLimxS5XISY0UDVZVgQsGLbtc2Ycf6dJuxRgtLhIoE9+Mdmodjut44sr2AOXuIKt9g1RkQCMMquV4Cr7o4tiSbjUq4BGRgCgd5xDaVT3rZkt6BAyvSxypfU6NOoOwlHGw3Zr+OE888cTzPpJ9RRcEdjUaDVZXVwk+4fGJD72TK1cnmLxnmkHZwDPkJRvBWiPjjIAyplvLSo2qyjDHqMs5CPHIyCZ7ZIl9Msceb4m2irnkNj33D+kaO1bQGyMpLToqSkK2yVJ1FaW9+JO0iBiIyc7IAFbVIMuqaDzy+6mqjHMtDJWu4p+4cBzJtskV1yl3C0TjHXylxxX17RTD8RVu8Z5xREdtkNQkKzW2iVNTGbaUhmVHZVm/af0VHg7v5Nq1a98rBp6HdfXqVfzf7DL75+P8oP91/rT7LurhYUZlCV9CDsk0dA3PZRF+/T/9KuThzh9/VMtDRc/kLeFrmSE3E62SJak02vWZ4K385f/1P9L9wzbEIXLCY/fBK0x6s0zJjINMbTfeMJ14ghYeOjyswBoHPM17SNFg0ByQMdp4hHRMZxijw7IacMZZdqVpEJW2k7aBfk8sqSILakSPTVh3Ulht7qS//ph3jVGlzcguhpOsqKLz5PdVl9u9p8nLOsOq9IqRGj4fa2Njg42NDa5evcojjzyC53mMf/GLLNz9KGpFIfs9No/laLx5g27KY5QoRSqkpe5g9T7Rlu9rV4cIH9DRwh/r/gxPfeEmvtb9PnLGhGjdKFi2baQxbarbGbYaSfxIl04rxt7iAlsqSRj4FDNrZGSTEVZ0MJvpytPSYENlmFaTlIIC67PDVEf66W5HyecrVMmwoHY7865BWaerLME8JBbvUI1kWFkqshopMFa85uSuaRrGObPFYe88+2WOZbWLGTWBT8AN3gw5M2KLyP/H3puHyXWWZ96/95yqU1Vd1VXd1bta6nbLrTWSFyxbxhibsWND2AL5yASY5BtIGLaQIVcSJl/IhCXLlZCYCVlnSJiBgUkyLAmrHcDxJmNbXoQlS5bdUrtbvanXqq6qrvVsz/fHe+rIBhwIWIvN+V2XLrXUrVJV19vnPO/z3s9960IGzgi9gbBj0j7uRSmSgZC8RoZDD1/JptnfOif6rKggCIjH4xi7FB9z30Hv5pVwh9Ov1hhWS8E4jB0qQ+uBs1YXFTJKt5PSfpVldJU8oJYZVCv0q2Lg566ekUDYVqjm1EYoDAR9w3cD//cyufBz+uz/jO1nCx2QMyfDrEgvUzJCMzgLa8mZ4I8mKaqS5vTcMMlNZS7JPUGSBk5Mp8BpN8c88YQTjKh10aOKZKgxquZDt7pTMsKT/riej0ePeMWDsKUpdxQj8h44K7iuy5vSv8ZOYxNl6eSOf7oRmda790v3PMKS6kdmBeNaA0wwXuuza8sTDBtL+iySEn1qjSGl13SKTtpBWUOsgIJPOm/kSx94Nf7DHsb1JuabTK67/C72G98GCDIIhnUREUy+tDUNW9Q8m9ViWDA/PeymKhniqhWICrW638KhiLZrbo+4to+mQAtcE9h0q1KoH5jwx2mH5YypGXYakwyrRdKqduYYQQie0zr7jMNMyygT/jgFunXMr8TJOU3KRhbXdZ/1+x3xgyMieJ7H1NQUxqkBrXm5U5H+XJbywRO4HzDwszHWyYe6E9A75LKXxb/PRG0B43qDiZVxphIjZLJ1coGOqo4WlpYrWXLZMx2IjnSDRk0XAe3d92BsWUeOB0WozqxxKUuONclTJcPpxSHS2Soq4bDxzW7UVkXfpgJWVmutdGjWmc0a6DFIDxPLtLGG7PDYdnZ1M345BRVIjpfJZ9dZk16G1SJFuoJpnjiW73CRMROmSbZpa7Ta2jEHixg+Q2qFKzjCEn26eKJFclsZy7I4F0QFQUAqlUJOC2vHhrhq70HqkmRELXBJkJqmNQMx8sG5O+qMsMnEo0etM2iuUpVTWNihFTIQjrtAO6/bCbPuz/y9QVmylGULpSDBK4P2Zx9QK5jKpYMWBfI6Gle6WAymANoOYAANSbFBBwALsonCXB+btiywacsCu42JUA/Qng3uUSUK0hW08DooSjdT/igtZdE0UlzMFD3GLHVfH0c85L8ID5OrjEfpUUXu8V9C9/U/yxOnT5/19+jHlSeeeIKEXM2rY7fDaUHltbmJzpfP0fUzRfIJfeEaUzOMqVk9t69SjBh6gkULlFy2qllcjCA0y+evnbfyzx97OWonbP3wHDcY9zKolilKN5P+GKbydUZ74M6mQ7Cm2RzM839nmmhZsuGIVzLQ1Rj4rEsXw2qRFnHWpTs8+gAtzpr2R8I17GPSzXpYLLePwdquip5vggFbWAD0Wn7SH6ca5I+MG9PsNk6QosmkjDGoVrR3getzKHZpVBCcBZ7edSmXy/DJFRqXD1B8g6OtgJUR6juqXobiN/uhIsRe32Swb4WkaoQ26yXJ4ngW5WInqXSTXHaDBA5rtSR+LQUJvWGKJ/TXt7tf7SOodjDcehDettQawPNMcA2d1RDzMfaBkXBYl26uNh7GxGdN8qFtck5VyKGPR6dlhIbSjpkjap4veq/CO5ZEpgWZ8mm+Noe1fwU7WNsNSVElQ4Mkx2U7q35P+Fg5pacv2gVCu2PQPoLWkzjrukuBwYIMcU1XnLVs9py8j1FBELB161YmpwWu17v/ts//jAyzIEM0JUVcOXRSZVCtMGbMYCk9n21hk6RFkhamOmOj2b7Atcf7qqSf5t6laCeGLfiDrNLLivQEMbKQpsqosUCHqoRxykXp4jHZFZp2rEo+fLy2yMpSNrGgU9BBg8yWU+w0JnU7lhZdaoM0VVLBkcSQWqUc7BqX/H5m0K93Usao+hlKqpNY0Clpt2oXvCFyRpmT/laKN/wux48fj9qwZ5Hx8XH+yPx9/tm/kdFfPkVD9BHAsFrUayw5TV6VWJN8aFIVw6czCCFq61ySNOkIBLE2cSb8cQ77e9j83lleZdxORtWDtMAdFOnWRUSQVa8DlwpBx2yRpGpRlC4mZJyidFGSTqpk8EV3B9zA28KTGAlla/Mq1UWNDEmaNEmSRqu065Iihk8Tk5botnJcOThikVUVnpKtnHTH2Bs7ToMUZbKUyDLASpgnsiQDwWy89qp/sfEI48Y0GQmcNr0G5Y5OFl/5dzquOuKs4XkehrGH5H/NUTx6Eu8Dek02gvRE72gSKQrGDQaDfStYygn9UWwsKpVO7FYC3zVo1FLkOnTGimn6eDWFmfbo7SvQFRxTdahGeI0FgsmoLCvSS7OexG5a2CsZVK6F58bYNLTILjVBBR35PqZ0/kpZOkkomxXppSEplhjguOwAIM86KdWkKmmuN+5j4cYpTHwO+3spLPWE199J0XqdDFXK0slqvYfVjl5ygYZBR4t74VQGEI4guhhM+ONhCmKPKhHDJ8866+fIMyMqCAIajQbGfiP8jsTwKdDFsr+deRnShjDUwlbOoKxgqqJuNQVZ37rt1AzFW+0xQw/tc9AO8GinEBaln3l/MJzRbk8T9Kk1Ro0FRtQCGWrU0Vn2j/iXMiHj5KhQlk6KktfzqqqJJ0Yocmn74aeMBjk2yKgqOTYYVMv0qUJYmOTVutYaSFJbJpvLjMg8x/0d+oeJBAsyxIP+i3ip+SDb1DRlI4upPB6SF/HIvkvwp/5DVAycZdbW1ni7+1FMPG4y7uaQfymjxjyLMkBRtHCuHSsLunXuY9KrCoElqr5YdgQW1EXpIkONHcYkvxL/BAXJsxZYULeV+iR9O8UAACAASURBVBY2VZUOxxMvMZ5gUC3TIMWCDDHvD2mPCumi7YORoUZVpUlTwxcTh0Rw7l/iTnkpLgb9qqhHHVkPPAZ0Z6xXFUAgqzymZYQUDVbp4W7vGqpemq2xGWJ4evQrKHLaiYuIbu0elV1MyhiWr0WxLzYeZlCtkPBs6maKaX+Exx9/PFqv5wDf93nta1/L5282qN7XjdoZ6EI8E6mAGlOQbtHwUmASHKfqtn0+W6Jcz+K5Bs1ijtO1US4em6Avv8YqkMnV2KamA2F1cNSkbNalmwUZYkXyrCwOIAULKmBua5AZKTKSnicXjNfaxENtwtf9nwxHrBEJhd4L7hCllW52Dk2AgqqvvWp61Drp4PjrJvMuJjdtZdYfJqcqFKWbBXeI11u38vDxF9M9vhw6unapSljAmni684YVatJiQcDRggyxJAOBFqfKOnk2zpFnRlQQBBw5cgTeDuRsTOUFQS/ar72HEg4WS5LBxKXPKIRFQFsPsE43cexQ/JcI1KcJbErodmd7TLCdEb5CD5MyRjs8JKfK7FCTbDa0T0GGmk4kC0YN2zaaeoenzTq0b7cVpNvVMYM57Tzr5FQFE58cG2GS4bwM4aMjR23iTMoYOTa42niIIVYx8LlIzZChxqL0s0oPiPb+HlZLjBkzVPws//ixn8Y5+eecyQSNOFvU63Xuf/inuPbKAyBa9JREK/6XGWBIrbAiPQwF44PtlqduPWrFfzmIgwV91NW2wy5JNhy/KkuWPlWgR62TpYKNFbbg86pEiSzT/iiTMkZZsrqtqjZI0WBaRmkn3RFcaNsOiDeZdzMrw1xv3s+Ymg0sbBeZltEwm6FPFbhGPYwrBgf8azDwOejtY+bjY7z6Xbfy3+If4L84H8THDMreOCv0khPtuT9uTFOUQESIx3HZQU4q7GYCTC26vd1/GY3Go+flPfxxoatLF6au6/K13/sQl+UOcby4k7H8DEXpZm1yE2qToPohmW5gmnqCKk8Jm3h4basVs1CO4d3m49/tMfnbOxi5ZprxnukgTr4V5lukaLEs/Rx29lJ8cgAKAjmdjbFlzxTdah2fGFkqOMRZkCFWi704rTjZfIXBxAq+MmiQ1GZu+HhiUpodIN1fpE+t0STFEys7yPZUGIxpW/k1eliTHqbcUVJmI/RoGI4vcsvJP+KBnVeGluDDajHU4BSlm0G1QrcqhpvBYbUYFummrzVj6+jO29b/+BEeOkeeGVFBELCxsYH7mw7xD8Q5cvVetgzNM1Edp9Wy2NdzhKJ0M6SWQ4thPdqnzTaK0hVe/AbVih4ZwcQTg1V6aVvEtosERFeoZekMOwqJYBSwXxUpS46H5EXBCGKMVcmTUq1w7E97bOtuQ0OSgZ6hERYnnhhYShczNkFkrBjMymb2Gk+QUxXqJHnEu5TTMkRKNbiKb5NX69RFnwXXyGAqn5hodfiMbMHE1yJKauT+6idoqRUiY8Kzz6HBL5Pfu0aPWqcqaS42phlVC0Hx+QRxbGZl8zP+zagxH85L6wx6fdbftuie8oc46u9iQYbChLlh1QiLyA6l/eQyVOlTRRalT1sa0xu6yyH6GEzvjLo4JJeyQ+lAor3Gca4yv02GGnuWZqgOfImXP3kQ434D6kCnsOnfHeWqnsc4mt7Okuhk0kXpJx1cWF9u3sml73qcj9/1O5ifN3jx/3iEkugbxoy/mUU1EIzQrjOgVthhTIajtw/5L9KGMuY6wyyyKr08/guPPSemLhHfG6UUVedJjF0GapvC+6bBkcv2QcJlmlEQSPaXMTcFeTIdereeo0JKNbCw9ZRUMYt/m4H3DQf/W4FN+yc8vGsMBtVyaCxko8N+FmSICX+c9ekBrKEqmZ01ro0fxMWgSoYJfxzHs1hgKMwiACA4krCSDgYuqaCQ9jCYlyH6x+YYV6d0t1i6iCdt+s21sMvQJMnJ5laq5TQjA/Ph9RfgD7a/gw7/jOV82wURdHHaLtpXA1ty0/C5SJ0iT4nLjKPsCES56T8zuP8cTm9FBUFAs9kkW9hO/SMniL0nzr7/9wj/+PGfJvbzrfDNu8w4xqBa4Ul/nAUZpEmKnNLmLPuNR8NioCyd4RBJUbpI0QxtknNUtN+2WPSokjazkHhoZTwhFzPrb2YDnSPwwB3XILNCx+s3uLbrQUbUfDieaIsVdhDKKospwYgkFQZZCaw+tVdBTm1gicP7Hvgk6hR88s2v4bQMsUXN8VPmnbzzt/6JJ79g8OI/eYK3v/ZlrEkPe43jVIIkvCXpw8Oggyaf/vR/wCn8WmRTfI7wvuGRSVSpSibwhAtGUFUzvDhV0CFCHgZ9qhAKmNoq/IyqBTdybU39mL+LonRj4tNPgWFjMSwA0qpOhio+McpkOS7bmfeHWKeLbkp0BGtPO8ElWfV7sJTDIPqmPB6MHk77oxSli1v7bqLqpTm0/VKs7dpjoCBdNIPkwiV3gD7WGDHmaYkWhK1Jit7A2vsffvIV2DdaobYH4Ji/mwGWyasSJ/2tLKoBtqkpRox5qn4a27dYkn7deqXAnR+6hIMHPxMdF5xFRIS4P4Z/+RyxXzbA1ccCtCxM08NKBpkrrokZC9xWVdtt1QqmYmoM9qwwOz6GMWtgXG6gdiq6XlsITeE8MVhiIChevWBaq4I1ro/HVt3ecJ1XJUPTTtKopnBacRJpLV7M5it05Bu0iGPg0kGThHJCt8MEDoNqhZwqsya9OFiMZWfPBIyRwcVkJDEP/YRHYKv0AvAN70ba4XG7jQmWZECLboMkxpRqsoOTgealk2kZoVetEcMPR8mH1SKN2BZuv/32c/YeRgVBgIhQqVRIOWO0/vNT3P2mayANQ/26DTuotPhFB6aMMe2O0GcW0KZBJjHlYSqPk/4YRenCUs4zXAzbRUUiEBxmVB1PTKZklCZJxpilLDke8K6k71dvY2Fqinq9Tm5OO0oNfmoQe3CQ1VyOdDpN5mN7WaWH6dYonmswkl5gTM3QIElG1dhsLPK4vwObNCkaLMgQx2U7N171GXL7K+S9EhlVY0628Jfu27jzD17K2z/yaVpqhR53nacCcUw2sPdckx4SOBz0r2Tglis4FSm1zxmZ+E7m/9tTjPz6AiZ+4N2fIaO0X8SwWnpGmEu/WiNJM1A7p8PuQCI4JpjyRylKd5hBkVMVhtXSGfc10S6Dq6IDiNp6kpZYoGAjtGVtUqQbD5NVyXKFcQQTj0l/jIfkcmZls9bbqBXG1Aym+KD0GKMTjBHq0cU5htUinaqGoMdt28zJMIsywIQ/zlY1w4uNh8mywbrq5iXmg2xTU1pb44/rDHlVIc86u40JbCwakuRLf/EWPvOZj7G0tHSu37ofOzzPw+hXJPMVzJhHuqOG41nB5wwqhSxGzCeXP3Mk1c6oMJVHH2uMMcOOn5zE/sl4OKbdkCRVSetcFdEFaEZqHDu9C+/jMWRWb06MfQbk4F9echMkbNK5GlbCIZVpkMtXMPCo1dOYnk/LtIgFxldxbGwyNEmRCMbJc6pCU7Qlcp9ao5cCDhYVstRJBl1dXQhkVJ2mJBhSy+HEQPuIQE/LmKxKD6fmxsj2lyCpj+i09bIuXpelH1+ZTMg4LSxStzgcOPANPO/cHctGBcHTaMfUwtdY3vlaYr9xJhSoQZKj/i4K0sWcuxnD1G96RtXYbZwgx4a29PVHAd0Gs5Qdhme0jwy0QFCf5dpYYRTotIzwqLeHPb/0h/z9175Gq9V6xg68fTFTStHZ2Ukr/hH8acEYURg/azJ89SNkVJ2GJDnkXxoqxfMUyakN7X3/4Lh+znvWuSx9jN3GBA1JUpRu7i3t5/aTNzNyxRQt4izfv4Wxa2e517+KHlUiRZMvffjVXHTrtczMzJyrtyQCPcbV9993cfCVE1y68xApGiwxQFwc+tUaGNputU+t0aU2EAjP5quSCbtbnaqm42GlBx8TU/kMKu3XDgRJcdrfQscfD2vTF0we97ez+NfDuJ9x8U+0PSeSqFgHxuUGxmUGJ97yE/TvnGNILVMM7GLzlMirdfJKjxHaEgdVY1CtYEs8tGSukg7H0jposCK9gWHMEBXp5ODsfr71yLV85ZWv4Bc7/o4UDQ75l7Ck+gBd7NRJYYqvTZSkyUPyIv7n6Z8n87EromLgXFIQmpU06XwFH5NUTB8/2TELL2eS6aiF8e7tcC0TD4c4LnpzlQo6qe2MgVXpoWGnqJzuQabhpz/3y6yurtK865P4/lcBF0iivrQbo3MUXDBfZdL4gxRmzMOy9AatPfnluQZxk8C1c52WxLUbZmAOlEYniq4EO/4eSiSUTUOSwcSWQ06VyVAP0hg7nuGH0Q5LOnVoG0eG9vCS4QeJKY8tW2axAq3ZpGwNOxxtnw2tG8sw/r6v8rkDB5iYmDinndioIPgORIR4/N24qynUZ25m7pUjDI5ozUCDFIvSz/pKN5duOkqGuo5bpcK8DDHp6wxtLbbShkVdQUvXVJ42DcIKnKm8MACjKml2fvBeWl/6EF+am/uec9LtRdHuZCQ+tRnxPPJ9fRT7jzK5f4yqn2ZtchMD43OMGAuMqVkQ4ajsZvqecVSPYteeo1xhHCavSjSCFuyImufF+YepXqV/AA/7e3H2J/j8l3+G1n88TK33TZimiVmp8GR0BnvOERGq1Sren7nY/13nwS/4Q/SqNRKS1WJAQ9+kS9LJtIwyK8PhrL8lOuZ7jDktvCONh4GBG06dPO5vpx0vuyz9NCRFkS6StPjW3dfivNchW9nO+vr6M9ruylcY347jPHwY6Kf2gTSNdEo7KEK4vtpHFu2bQIomVaXX25KMcdzfwawMk6LJgFpmTXoZUQt00MBXBttHTjBR3M2e5BOEPviSC0dwj8kuuinxevNW9hrH+az3OrL//hashx9mKbIpPmc4jsPOe17K7Nvux0o4eJ6JGfNpu0zm0+uh1XR7sqpNC4tmcHPU4rsuGnaKRi2JU8ggRYEyvPrz7+Srt90WRAF/Z96OIm4nabUehG/0474ySeM6j2S+ScNL4XkGVsLBND09WRUYdpkqBaJHvNvCQi1QdekPpnVWpZes2iAXiBPrkqSpEjQliYHPKj3YYnFiZRzvdAqpgTzoY1yfoLwpS0bVgi5uKuwYlMlyen4z2f4S5WQWBH7iv36T2w8c4Mknnzx3b1xAVBB8D1zXpaPjHTQe/ybGR3cw8ZFxMoka5VqWja92YVzvkKIVjhTOymYdlxwEHrXVpj2UiCsHTwxssSiTJIHztJ1YD9Mywt7f+jL/6//8H23o8QMgIjSbug1cKpVwP+YwvW8clVOkdxa52byHJA1W6WVaRnlqbhzSsH3P41xrHAynHTyMMFdhUsaoSgdjapbLjKPcYN3Lt167nwd6L6VYLEZmLucZ27bZ+di/w+Qv2KZOcdv0q9myVSfKlSWrbavRBj4LMhTsUAZJ0mJILbMgQ2xWS6RUk3ogWMqxQZUOFmWAp/ytJJVOoWtIItyx9P/S32J8/c34jQZF3/+u3YqIYNs2HR37cO6Y5oo/PsKImg+7ATpiuRQGurSP0YqBLe20jPKIfwlzhS14nsFw3yIjap5LjaP0qBJ5StRJsEW2kLmsyuXGUbYas+HzW5J+cqpC1U8z5Y2SUxXu8V/CHTdfC99+Y2SnfY4REebm5vC/6uP9shbteWkT29JroU8VyCht99teC+0bY1uQV/XTNOtJXNekWUlDIYbMCVIVXnfPezhw333PKg5td3ktax+WZ3HJ31zC0Zd8AR+TuGmTMgNBo9IdNYsWJj4ZanQb2numPQ6YUxVGmD/z52Bzp59rDFO5tEhQJRM4bDo8trgXmbLI7VtjMLHM0r4BehNr5NW6DpGjOxwZt+04O5InmTwdY3jLIqO/dTeHDx/my0eOUK/Xz80b9h1EBcH3oH3DFTmB8+lOCitDlF7fAznw7vBRl1l4m7QNZ1k6n2ZAVCWnNhg1FnQwUTB2WCUdXITTwQ9AniUZ4JB/KTt/4QP83YEDP3Ax8J04joPvzaDGtnHd1rsYU7N0qAaP+buZ8MdZvX8IlVPs3XeY6837yQcJcx4mDZViWka0K52M6ZEw1cQUn2kZYbsxyUOvvQL7f/4Fpvmec3qWFfFMXNfl+PHjJIdexergIN7178L5szimqoX2vjpIxaROigV/kGOHL+OiyybpV2s0JBVmBDQkGcbNmvih5bWeMBlgrZbH9UxqH81w+lvfCnZi/zr1ep2OhTHu/ugcv/q+v8LDpE8V6FTfceFWsBQ4bJalE0s5XGU8yjV9jwCQD6yW29MOdiDyylHhKuNRetVa4GbXSQx95LEqPVykZrnBupcpf5Qjl/8O7vS7ItHreaLRaGB80qU01otKg7nfw3MNGulkuBGygxtsmSyHV/bit+Jgfsf1pZjAf8SHpKC2wJvufB/3P/ooCwsL3/c52LaNbdvMzMzg3pekekMaK2mTS2yEccZmYBDUoB04pL0QQOcmZIL4eE2LDZVmXbpC8zh9xGGQRKdzdtAgm6+QHaqwTU0BinjSoSMQdpfJMSebaYlFXhXJJ0u80fwik/u28pbYP/D1mTkOHjx4XoWvUUHwLHieh2m+DdM0sW/7HOa/XE3sV+KYP2OgcrqybccF96lCmFPfr9boViWqksYVExSU6WRFenGIU5Is0/4Iu377G9hf/SC3zs39SDda0zTx/VGu23o3o2qBMlkOeZcy29pMLlFh90uOsdd4gq1qhoyqUpeUviDTjScGw2qRQWOF3UzoNi46FrRElu1qkvwfFHG+9DsUi9HF9Xzj+z71ep3p6WmSi1swT13NvZ/+JNd3PRAEYukLU1k6OfbkZZCDETVHi7hu2Qf2wk1SoZbFQ4e4xHEwcTn15DgyK7z68+/ktttuY+kHKAbatFotYkfbHvAlcpRxsFiVnrAY9sQ883l1Jlmz7ZORwCYZiCAXpZ8mSRqSIqOqDHEmSKwdvLUWaA12BtMNE/42CoVCVAycR3zfp7Oyg9qHJzDfHMPbF+z8SYf6FBT0oQtTv5iCGmDGkJrACshpwT/sQgzeZL2P1OEU9z70EBMTE/+m57K8vMz4H13D3NgDNHtc6FcMJ/SkQDu3QH9sBs6xHgTXdZ0oapAM4o9N8fCVQZV0eKxgY2EEpkYGHuPJKdKBxqBBkjzaC0RP1iTYFASO5dD+GXd6L+VVv/WnzHd3c+LEHed9CiYqCP4VPM/D8zyUWsSzDyJ/egWJL2S4etMjNEhgi0VDJelXa+TYwMWgLqlQiCVARTopiFbGts9l9/3G/+ZzX/4yy8vLP/JzNAwDlYRpGQ3z50eMea5IHQlFZi0slvw+FqUfHzPUMGRUNTzPa89v21iMGPNcpo5i4nNp6hiPWdZ5X6gRZ2i3RQ8cOMDA/mv4+u8eo+u1BZIJXRAsPDgK/XDd1rvoVwVyShtTTfjjYRRyB02SNAML7B5MXGpkkGXB+weP27552w/UGfiu5zYrnJIR9qonwjGrpqTYIB0mFXbQJBsUAwmcM52LQGxbDrI8fMzQGKk9AdEeofTEoIVFh2oxzCIeJivSS5V0tFbPMyJCqVQi415M448mUfkOEj9TD10JG3aKajmN3WMxaK6QHCrTXMzRdh/2nxD8Bz1IKCgLd56+k7m5uR+qyHNdl4WFBfxHfIx9MSrVXlZ3rYXCPi8QEurQuDOJsuHHqhmk12r3wkFWMPHZCPQFrSBPJIFNZ3ttU0EpkEBgiFI0JEFStQAwcSlLllnZzKr0sL3wNT7xiU9cEOs2Kgh+IN4NgGHEsN82z8mpMXaqSQzl0SDJjL85uEiZoUlQTm1QlTQLMhgYUcRYkR5W5gbJnTz5nBQDoHdlBFXusFpkUK2ErljVwMugLFlaWORUmVTgZ2/gnRF3kQaBjKHtOD205mFVejjwrZeRDPQKERcWnuexuLhI3/t3svpnxzC2dmG+xURtgku3HqJHlYjjMKLmsSUeTMmciR3uUA0aJCmIzhg4NHs5o7/5Eubm5n4oAx/P8+iZ3cM31x/iovwsZcniB+O2vRTOrL/APyGOrXM6AoOjp/vR56gE69EOfRdcdE5CWbI0VAolOsMjpyqBLbjNzX91mIcvgAtrBFSrVUxzmK5b+rnuoev4lz/5CKShUuiElkUZSPU36csVWPJMnNMZVEKhcoKxx+DaJ9/IxMIE8wsLP1LHx/M8/MM+aptCDajQSj4V7PwBTOWHGoYwdE7p39rGcm1yVOgztANhQvR0y5BaIU7raVkdCUpksQOfmBgeSVrhNIKFzZDSxYXneRdMRysqCH4A2m+W4zhYG1tQl27iwBsPsef9j+vOgDLD0RFEhxm1RYZVSVOUbhaLA/iewQ3v/yUOPv74c/bcPM+jp2cvCytHecemT1MlzYr00CAZztdeZMwC+nn5GOGFuN0mzuGHozKdQWFTVtpF0fuU90PrGyLOPiLC6uoq8dJm7GN/T+yBl2LdZjGqFvAwieGFRwVtsWECh161Rl1SHJcdLMsAM7KZV3743dy+uPhDdQba2LaNfV+We155DcPGIrZYrEgP2wJ3xbZhkg6udTHxcZTW4KTQRjF+cFk6o7nppUInLbHCC7ONRYMEKVqBjbfJivRw+PDhUHAbcf5pF62333471bf+BfWXd0IM1BbwN6U4fXoU+rV5ES5IWXSnIAkTExPMBT4sPwqu6yJ3+KgBhbHfoG9XIbzJ5wP3zzNdgqCYVOrMa0BnDzRIhl4fBlofljf08XBdktTI0MIKi9Z6YDXviD6yc4gTUx5lSQXaGPjWZ64ldsfPRwXB8xXbtjl16hT5v9nG0PFrueM3/zdjeybDkCELm3pwNtuQFNd99CDz8/Osra2RTqe559AhVlZWntPnVKvVUF9MsPDuIUqinQUH1SpDakVHNaPNYAxcOgJnMBOfqnTgoHMQYng0Seo5cSAZnOvickG0siKeHRHBcRySyV/AalmMv2Oc7v37eeKPXoOlbCb9raxIHgO9C2qLoNakhykZ5ad+77NcXChw24EDlEql7/8f/ivYto39Fptvv+syjr93B55r4hdTLO08RF2S3Gh+K7SHJci4s4njisEKeZqkKEgXtpzJf9dR3TqlcdofwcTDUg4b0kEMHxeDDlqclIs49tjXI/HrBUipVCJ7aDtdT3VhWRbTiXsxthmQVlwz/yZc18U0TZRSoaj78Orqc/J/x2IxnBjIlOCVfR5K7MfaW2Mkr6d02j4x0B6FJJiCEDxlUsUiA6HBV7uY0IWCH7T/h2mQwsDFJ0ZdEtp8iwwbksYXvRFLqRZl6WR+cTOG6TH21y/l+MbGc/I6nwuUV5971tLE7PjOGc+IpxOPx/H9CWKv6MS43tALfAziuRq5fIW1Y0MMv3U/p06dwvd9lFK6Wn2Oq8FYLIbqX8D6isXF256kTxXYaUxymXEME4+WxGmiXet0/Iy2Q0rgaG8EiZNSLRb8wfBr2t74d9/8YpwHBy6YCjbi+2MYBt3d3VSvf5LYO2MM7J8jg44BNpW+kE0UxnnNB97P1NQUx48fp1ar4TjOj/w+m6ZJd3c3Gzc8wcjfLnCjcS9x5fAy4z4apIIQrlroPtciTk3SwcVUP7cOGhSkmwkZJ4MWQ3qYzPqbeeDBa6AJagQS+TKxmE+jliSTrVF+sJfM23Y+5wV3xHOHUgrTNPG8L6DUFpTaRCazk42NDVSwK2///lyNOvf29lJ9y5M6YbEF5BWqH2iBuafJKwbuCDdzbWMiIEirrWPRCh+rbaLUxsOkTpIFGWJduvGCDmzbkn6VXsrSqU2zcFmeHAFX/4yptMvw/3MtJ06ceE5e578Fr/69Oy9Rh+BHwHEcDGMcdYdF4r4klmURj8fDX/lmk6dOnz7rOxbXdencGKf1q0/x1P8Yp2+kwKL0E/e3kwiMP9pRnxBEOwdRocfd7VTLafL5dWzXolHTwq7mXA7/CcF7OGq/Pt/wfZ9CoYD1tWFSB7JIZyfNeBzHNInF9I98R6HA3y0tPefdH8/zsCwL82dNxtUUFxtTDKlVQIX+HFrfon0J2sVAizixIEIcoF8VgkIgRh9rVMlgGTbmfo8y2WCG3NG7s45h7aGwzyQej//rTzDivCIiuK6LUq9HKQPTNNnYcM9qF9JxHGQZ1E4FiDY1bIHKKXxXh771s0aaGl1qI/RH+E5sEgDt6DpQultgiU2HalJknQLd1CQN2HqSQtboU2u4QTJtbVOGfMe6tpOvb8K27bP2un8YooLgR8T3fZrN5nk/t6zVamyZu5I1HmFMzVBGq1jb2oZpGQHOVLgJbB3OYc6T6anRo9bptQp4lqknEbot/u8334Dv33leX1fED49t26ytrbG2tnZO/99arYacFmL4POVvpWmkdFAMOqkzQ41BtarHspQ+otBmLTo6tz0F0xcUBQ1JMqwW6VNrXGYcA/Q6bgTeHu2z3aOZXTxoWc/6vCIuHEQknOI621QqFbpv3U6tPAE5hXG9QuUVybEyVtJhVXpwglHDBqmwaDWDGOSUipOiEXYKFmQo0Bw0w7FZ0KO07ajxonTrMUalvQp8YjjSZHd6gkG1govBk/+0m9Lp02f99f9biAqCFwi+77O8vIz6pkHP20v0UKKBFq9YyiEv6zhikVUVOmjSqwqYuKRUCxM3OM0FF4OmpPjjxfdg//4yIsWn62siIr4vlUqFF3/2NfDWX6NAF3U/iWvo1EVDXHpU6WkeHnqnn1frjDEbOHpqHUySBk1StCQedrrqpHCCble7wADdup1gPOyARES0EREtjL51HfPKLrhaAYpmMUtqZCVMXKyTAtHGWRa2DlCiRg4dmJVSTYrSxar0BgZuXriGp/3R0PlVF7xBPkiQ0dEOtzNw8YjRJIlMywXnABv99LzQaEKDlD7/okbKaAS7rTXcoA2WwCbHBh7aZMORFOVAxd2vCvrjt8VIJPZRr9eJ5AMR/xZEhOPHj/PWD97Hxu+O4xGjLJ10qYpWrgSx3Tm0eqBxLwAAIABJREFUL3yKBqbSky6m8shLSa9LEpj4oQdBBy0y1FiRXtalKzwGa/vhx5Udnj9HRDwdfZS1hyvNK3m0/6tIC1RZsX66B6/fhIQO1WrH1uvRRAudbBDX4uzgOmhhB+LruD42EI+UarAkA1Qlg0WLrNoIxrtdDOXhiYmhvMA4rIOqpHU2wwVGVBC8gHAch72fu5Gv/fKnucI4Qr8q4ImhxwsDG+X2uBdKL+y4xDFUjDwl4spmWQb4yw/9JzJHt7HeaJzvlxTxPKVcLvPAAw9gySt4kXGEpqSYYpQOGnrKQExsFQ8T3vKsh+ZYBj4KWJQ+bLHoUA16VZFEUOTqXARtHd5Ep3WaeDzlj/1Q/gkRPx7Yts3i4iK4oNoJ265J5XQPXr+Bl9YbJjcYM7SwaWERx8HGIqYqWOKQUs3Qy0AfycbDI7EiXUzLKDnRZmApGiRVkzoJqn6eGpmwwJXlC68gMM73E4h47vA8j5mZGV76nz/KcX8nCzJEQbrwg85AXVIsyBDH/N0c9XaxKAPaoAZ94//QEx/gL971NtKf3E6pVIomCyJ+aESEI0eOcNF7/o6c2iCjtDfHSRnjqL+LBRnCFiuIktECw/YkxLp0YeBpgy3lsyBDLEkfMzLMggzSakfYBus6o2rc41/D/a/cx+pzNKoW8cJkdnaWvR/7KXp3nIZsCxI2mf51rKRDpaZdZW10Z0Ch11aKRpBumCKhAtt6iVOULqqkwywbbcXtkKLJrAyzKj0U6MYRiw5axJRPiU5ssbh39qV0H9p7wY10Rx2CFxilUom77rqLlf/voyz8l0Fu6P0WHbQYpEZGrdMZnHmZeMSxmfDHOS47OPiJq7Dft042ewXFqBiIeA5oNBqcOHGCh9z38gbzqwyrRRKid10NSVJXqWck3rUjw9tdAB2O9CQNSXHSH+OQfymDaoXdxgQdgeOmh83dQbqh8+A/AlG6YcSz47ouGxsbpFQTmUuggFbSIZfeIJ6uBALVM3ka7fVZkG5W6KWftbBjYGNhi4WltDBx2Fgig3bXBJh2R8nH1ulQ+uggSYNRtcBhZy+73vpKHj3HYt8fhKhD8AJDRJifn0d9ags73vgGLvrgw8zKMB5GWO02JMUfnn4vx95d5ODLPsM9XR0kf28cpXTefVQMRDxXzM7Ocvk7b+HVsdvZasxwsTHFTmOSjKpRlk42JB1OF5h4gYCrRF2SlKQTT2IkaZBX64wb02FaXp2kjj0mzRe//jo6ntwOvDtauxHfl7m5ORLX/SK7338T3uc97PvSbLTSjKh5uoKI4xgeSdXCwgk1KtqRMBXe8FMqsH0HUEpb1IuBpRwG1Qpx06YsWezAfXNd8mTf+UViV7yCw4cPX5AGWpEx0QsY0zTp6+ujuPkxEv/gMtK/wKlD4zi/7uAemSMWe3Hoo93+FRHxXGIYBtu3b+dTh3s46u+iIUlSqsmq9LAkAwwrnTw3rBYx8IihBVpFybMgg2TRZ7E+BkbgCtcgwZLfz63+zUy/dYT03TsolUoXXPs14sLFNE12797NiW13ak3BLoOL3n+KfrXGvAxh4eg8jSC+u31MkFJNxtQMDVIUResFBlkmpzbIq3UWZIgcOrirSoZJGdNmXNR46JtXk3qnTuM830TGRD+GeJ5HoVCgo7EN4yqDBRGU6xLzfcR0sO2ovRpxdvF9n5mZGa679gBqqyL2YY/fGPkrNqtF4th00NKjWXSQoc6qdOsugSoGNrL203wzDCb9i/jM+r9n480duPc/gWEMUbzARrciLnw8z6NaraK2GVAU/Ed8pm7cwtxHt3LRZSd1jkswbaDQ3QEfg5h4YVegPY/QIEWeM5bfRemmT62RoUqGGsdOXob3RQ/3Fhvbu7BzYaIOQURExFlFKUUikSCRSJDL5bjuuuu48cYbcX/uPiwcitKFjUVerWOLjjeOY+Ng4WEw5Y9yyL+Ee+5+Ge4fu7j3n0TkOEq9I+oKRPzQGIbB8PAwu3fv5sDVf4/7t7qwjL0nRs87V+k39Rl/t9IBRqCFgzYWueBoYUn6ySg9JeNhYmFrQzgCQ7j7xnF/16Xz5C5KpdIFc0zwbB2CqCCIiIg4pxiGwfXXX8/B130B42qD7NgalqWNYBqeNhqyTJvl6c349wkyC84tBXz/HkRWUeq3AaIjrojnhN7eXnK5HKdOfQtoAB3EftrEfJOJ6lHEx6qk0k2GE4sMqeUwxTBFg7Jk9XECOi4+o2qcmhvD/ycDKQqyLLifawIXXTDFAEQFQURExAVEMpnENHX2QCwWwzSDGfAg/CsWi+G6Lo7jkEqlKJVKF5zve8QLB9M0w1/tPycSCeLxOJZlYRhGuF7bH5tBNojneeG6bX/sui6ZTIbOzk4OHz5MvV4/z6/wmUQagoiIiAuGf0v2x8YFFA8b8cLke+UqVKvVH+kx266Zz6dOVlQQREREREREPMc8nwqBNpEPQURERERERERUEEREREREREREBUFEREREREQEUUEQERERERERQVQQRERERERERBAVBBERERERERFEBUFEREREREQEUUEQERERERERQVQQRERERERERBAVBBERERERERFEBUFEREREREQEUUEQERERERERQVQQRERERERERBAVBBERERERERFE8cdnlVgshlIKx3HO91OJ+DHFNE36+/vxfR8RwXVdfN/H8zxc1wV0TKvv+8/4FRFxtkmn06RSKTzPe8baExFEBM/zwo+f/vcRZ4+oIHiOMAyDzZs3s7D8ELgCCMb+GPvkdZw4cQLf91lfX48WdMRZwzRNQK/FSy65hHg8Ti6Xw/3cr2ATJ0WTVXpYdXtp1BJ4j+RI7SuTydYZUfPh4/zkxw5i2zZKKWzbplQq0Ww2AfA8j0KhwJ133hl+fbvIiIh4NpRSGIYRXv9M08TeOo28P4YUBVrBF7pATX9ousCIgqbACpCGNzzxqziOg+u6bGxsEIvFyOVyJBIJRIRms8mtt97KxsbGeXiVz3+UV5971juU2bHlXD6X5yVKKbq6uhgdHeWpz9/KeP80Jh5VSVMnxdqRIcxNDd7217fwyCOPUK/XOXr0KI7jfFdx0NvbSzab/a6q2HEcyuUyjUbjPL3KiAudXC7HTTfdRCKRwDAMTv/lz7HXOE6fKpBRNSxsLGxmZTOT/hgNUkzIOMNqkTE1w27jBDkqWMrGE5MFGWKrMUMchwUZYtIfo0wWD5Pdf1VgY2ODRCKB67o89NBDHD9+HM/zws7D09d2q9WiWq2ex+9OxPlCKUU2m2XTpk0MDw/TarUwTZP7zc9j7DMwLlN6W5pAFwXt39MKFYPkrjLNQg6SNvGEjefqotdvxYmnmyQSNrszJ9ihJjkpYyzIEOkb3k6hUMC27bBQVUrRbDbDPz/991qtds6/L+cbrz73Pf8+Kgh+SAzDIJVK0Uo8hfUVi4v2TDKklrGxSFNljV5WpJdKMQvAlvwc24xTlCXL/bddg5wUXn7oF7FtGxHBtm0OvusLjNw0RUo1cTFwxKLcylI+1su+D7+OlZWV8BgCoF6vMzU1FXUdfkxRSpFIJHjRi17ExRdfzPJfvgEPk7iy2apmGVdTWMrBxCOGR5Imq9LD47KDpiSZkG2YeOwxjtNPgRFjnn5VwMOgLFniOHSoBnFcFmSQSX+MIt3YEmfcmGZUzRPHYVpGOORfypIMsOT2s77YA80YRq5BLl/hFb95C3fddReNRoPTp0+f729bxFnGMAyGhoZIJpMkEgme2nMPxjYD+vXnVY/SnQA4UwzEgObTPp9GFwb9LpgeRkzfwM2YRyZXwzJtACwcTHyG1SJr0kOBbtamh6AGUgZaAgmFtatK61MdSEFQGYW4oNLwU0f/Ew8++CDNZpNSqYTneefs+3Q+iQqC54B226u7u5vy4OOYP2PS+941LosdJakaxPBxMUjgUCbLlD9KxctimB7b1DQXGTP6Jk8nSzJAVdIUW12YMZ9ysZNcfoPh2CJ9ao0UDUx8VqWXCXec4qF+1Bab3qECg2qFbrXOlX/yKEePHuXIkSMsLCxg2/b5/hZFnGVM02RwcJDu7m5uvvlmDnzwp7nBuBcTnyppqqTJs86YMUsCmxYWC/4QAFuNGQBO+mOs0suq9LAk/exQkwyqFcaMWfrVGi2x8DAp0gXAoFohhkdBupmW0bAgMPHIqQoxfArSxZL0MyubqUoaEw9LOQyrRbaqGaqkkY9fxO23306r1aLVauE4DhsbGywtLVEqlaLC9nmKUopcLkcqleKSSy4hnU7zz5f9rb7J9ygoC5jom3xMoZIgTVDJ4AHM4HcPyCtUDqQgUAQ1poiPVEkk9LXNiPn4roER87ESDikalFtZcokKQ2qFx8q7aJbT+vHcmD5+SMMVWx/ikXuugqagckFB0v7/myBFYc+fv4JSqcTp06dpNBphh/aFyLMVBJGG4PuglCIWi7FlyxZmS/ejRhT1D8SJDyhUWvBcg6VYPyMsYNLAwsEmToYaO41JiqoLE58+tUZZOqlIjlV6qEqaFhaVxV5kCtSIIt6nd2e2WJjKJ0OVuLIxTQ+1xaa7v0RG1ehW63RSZep9FxFnG5XSn3LjO97Nww8/jOM41Ov18NghkUjgOE4kbHyeY5omO3bs4JJLLqHvb68kRYMRY4HL+Rs8TBzi1ElhS5yUapKigY9JWbLMyjCWcshJhT5VoE8VWJVeLBzylLCUw6BaIUMNFxMPkyppiqK7ARjQp4qkaDKoljGVTwIbk2DXhkePKuEFvYgqHXiYWNj0qzWSqkVcHJx3PM6r3nERVTI0JEGDFIf9PUx/9Fo6bhn5sWzdPt/p7u5m+/btPPZzt+FcZnBvVesBVA2kJqh0sFNXgFLQEgTd4ZR2RyCGvhNlCb9enhRIgEoG3dBaCoCOdAPXM4kBXsygYabwXYNGIkUch2YtBbVY0HVwIaZvcQXJQ0F0UdLuSCQICwOVVzz++9+AFnh3+JhHffoe38vS0tI5+k5eGEQFwbOglKK7u5srrriCAzv+gaWfN8mPFBnoWMbBoljvpnY6T6OWYiXRS44NDOWSQLdoAbrVOhlqeMF0Z1XSLNLHWrOXaiWNN5WCiv7BsPL6jDVDDUvZgOBh0kGTvFqHIRD0xTcRtMk8TEx8ru16iMn/+2EaJ7fhfdFDbnERV1AxBV+weOXH38rtt99OvV4/T9/NiB+GdjfqpptuYseOHVR/I8mwWiSnjgIEN2C9vUrSJEkTW8UBsNG7/FXpYVV6SdFggSFyqkJerTPGDLNsJqcqjKtpBtWKfjzRj1eVNKvSQ0NSlP0snpomr0qY+FjYuJikVY0EutCM45ChxlY1Q0vFg7Xp0aGaOBLHw6CFhYN+fjF8TDwG1QrpX9rgponX8JWvfCVao88T0uk0+/fvZ9OmTfzTm/8cBYiL3uW7BFoAdaYzUEOLA0HfdVwJjw0kqVAJIKZv/tQEKYAa0P/OKWQg6WIkHOq1FFbCxvVM0maNRitFq2UB0Mwk6B0qsFYdIp7T11PHzUDMpUECKQsqrXRnoBk8R4AWyErw3JJg3Ghg/oJB+eBxRv/4chYXF39suq9RQfAdmKZJR0cHO3bs4PFf/ybHblhjILFMjjL9qhAotXspm1nEBacVx2nFqSbTxKWFr1phu98TE5t4WCBUSVOWnC4GnkghxwS1TZF4SY1svkJGVcmpSnCzN7CxMHAZUQvkqASdh3rw+Pox2xfeDDWyI6usmz2oAYVKKMyXm4xcM83sS97Ha96e5NZbb6VWq71g22AvFAzDYHh4mCuuuILrr7+e9NuP0aeOYEucKrod6geFQINk2KIH6FQ1DDwaksRSDh56DZYli4lPTiqMqZmgsNjAwg7a/vpIIEUTDyNYq1nSqqaLApWlhxKZQALuYxDDC4pdpdeh8ukMPl9H7+g8MWgRJ4YXFgOIIAgpGljYNGtJvv6Hf8KbMxk++9nPRgrxC5h4PM7IyAh79+7l9g/9LwBUTSE19NGA+93/RuUV0hRoH883dRdBTuvrkNqGFhEGLXwpgv//s/fu0ZFld33v53fOqZeqVCVVSaVXt9TqUU8/3O15254Zv7CJwSY4F4fhXrgJxARC7iWBBLMgFxYEFgmXBQmJ7yVwgYAxZuFlIDbG4PGDmdjjeXmmscfumenph1vd6lar9SqpSnVUr3PO7/6x9zlV6nGySPyYV++1ZiSVqk6Vqnbv/d3f3/f7/T0VIdOCzCuSMZt4VM9BCO28ERTWaqP0/CwEHr1slzMscLhwnubEEN12mqiTMjoED0LzP3QNpDLw4rJA3ZQM9LRCSXDfIuCDc0LY+N2neOOv3sdDDz30igAFNwCBHY7jUCqVuOWWW3jiFz9M4dbHeSsPANAhbcVVVsii5qtkFQKXMHQJcax0q5ec2kIce4aL6GIW8/ZulsjPmXd+GshDLt9KNvUcRlAIHg4BHhFDGLDQIZWwA9ePEIdOO4VejgwSnhfkVuFarcp85RKrv/MDRE//fxz94Xs5e/Zs4kG/MV48Q0QYHx+n+ZEz3Hvio7ze+TwlOYlLSF2LtOyRxrWn6y4pajrKsk7S0hwF8ZnnEi6hpeyNuyCef+taYVmnkvJA7DxI0yPCsWyWKTOsaJUQh2F8amJOYI7lJBChq6lEazAkbTqkaWsGBFwCIhwcO089QoKkUNwf8b8TfMMzuP/h1Xyv4/C+973vRonrRThSqRS33347p37pE1wrYTZ/T8EztP/zjhkuaAOkSH+nCe33NYjOKlIAOWRLCAHQVLiq6KpCW9GrgpQF6p55nJ0yYeCaDd+LwO3guBHNxTLbx4vMFFf4ytIRw0yUuhA49DoGjOqioiXzGiQjUApQjNYgOqfG9ZAFmv3X/NiP/yn3hu/ikUceedmDghuAABMgdOTIEa5+/GOEpbO8Q/6SCM9ssprCJcAlwiOiS5o0XbKZFs18iyhwcd3QLtJmk+2S7rMEOAlLkKJLOtPDdwMoekhGkOkurhcxIg2qskmaHpACCz7ik1/8/PGIF/34P5eIjp8z6to2SAfoQG+tQKucZcJZ4/XHH+Kpv/4Y7/in/5JPf/rTN2yML6LheR5zc3NMf+E3+SfeP0uYH4A6wyxF+6kzTIouFdmmLNu0NMuSzrAYzRHiMskq47JBAT95bJoeJWnQ1DwhDi3NsqtZctIiRxuXkGggsLSmIyzpPrZ0lF2y1HQUBEJ1aUqesmwNMAMDQ5UOaQJ1ydDDGbhPDGCziYwcmmp0BNe0CtmAA9NLjEuNubvuQlX54Ac/eMOq+CIZrusyMTHB4cOHeeJXPmwUAG3MiTsQQBOHANeL9NuG/gf69fuMQNGyA2WBvJjH+Qp1IyT0vt81J/cl0P2KTNjyg2cOYRHgZHq4nl0fvZB2Jsd6Z4x9mRWo2+fspKEO9fYYtO362cbsfD5QMrqFqA6gRtBYt9CmY0GDC5//iQ9zL+/iscceSzI5Xo7jFQ0IRIRcLsdNN93EhQ98lmrxMi2yhHi4BOxoiS1GLP3foCQBDgE52ozIDu1ijk4nRSnToEiDjJjTe44WWVqEeHQtTeoSMUSHgtukW0nhe3nwM+RLPjm3RZnthIEALDDojxDHMgck+oG4rLAHm5cF56iYWpkPZJWUmOt2SeGvjfLJ0u/xljd/P1tbW5w8efIGW/ACj0KhQPAjF6n+/Bf5Pu9Pks/WJSRNl5ZWWNMyyzqFR8SWbLPgXCBNj5aa2Rbg0CKHS0RB+oCgS8rOnIAcHUKcpNwAJIzALjnWtUJNR6npCDUdoUuKEWkwwwo56ZepgD3fd0hbhqyvacjZ3w8+l3fdbtEkz9+0b4Gmx2E5j0tA8/tOMf29E/y93b/Hhz70oRtz8wUcsa31wIEDLP3rR3nikJgNuROf6DUBBnGYUKIf8EAC0I6h46Us/Qt3TPlAJsSUBQYsh+ZUbzQFWgSei9DnzH3N9QWyAan83k253cxCA4YzPrtkzYq4qUaXUFcEMRu8h2EAPNC2IpvWiRDYzb+MCUHKmPsptgySFT7/f/4Xbtl9O0888cTLtuz6igUEsX2r9itfJvzOr7CfC9Q7RTYzMMo2VdkgYzfoHc3jSECJOh4RWWkxoau42ZAw61Jmi4psJed1Z+AkH7sOQhxKYnQA7lBEdqhNFLoGDMg2BWkmDEB6QJjY3xyiRIgVn7zCPQu7Q77ks/OmUaQCutRH7fF1W+TQOjhHHR76zj/kn/z+L3Ps2DEef/xxrl69Sq/Xo9vt3qBrvwnDdV1yuRz79+/nrrvuwv3Xf0ZBfOpaAjHHG5eIFjm2KbJFmWWmyNAjS4uW5nDFfK4BDpH9p9yxbFSaXiIobGiJJnkDSNmlIGb1bpGhZoFGXYcT8BriGQeCbCd2xJx10HgxpJCQUA2LEQsRAbqaMr+zLoMINyl1mWs7ydd1HQPglqMnWXAWyVlhpEueubk59u3bx6VLl162i++LdTiOw9DQkHn/f/ARlu5wkBIGDACocRBQt6dpEeMIiJX7WcxpPsDS/APhQ2JP+ijOIUPPawwqXHNaj8WHUgKOO+jTEXpOkWmBIqTybVw3pNuxOoG2Bw1IzTd5o/MIn+i91Tw2Y0FE3j7/foHzitZBqhiw4FtBYaBQwmgbUAiEBMLE0zsrHD9+nN3dXZ555pmXZTrnKwoQuK6L49gFKXyY2k8tUH7HGlXZMCIqinTDNG0vQ4hLQXzGdANf8mTpJBurR8SI7JCzeZsZW4d1Bk5AMctghlloYwdBiQYd0kSeEWQVpLmHHQBsmSGy14rLAmFShgD6J0hy5GhTGmrQujNL6OWIXIUK4Ib2NRuOAU+QO6E4scUDv/A9dDXN5Yv/jujjSvhXIdNX7uLSpUvfiLf/xsAstuVymcYtz+L9bodvGf8zHCI2NEuoLg4BIY5xlmA2zp6m2dUMoXoUZJshOsaOmhj9Ilo4dDVFpK6h5Bniks6Y077NE8hJi0lZI0OXLilWdIKL0Rw1Ruhqmpy0rGjQlBlmZIUZZ4Vx2aSlWVxCdjVHkzwtzZKTdiIyjF9LlzxpegjQI02HFG2y5Oif6LK0KdFgUtb4O7nPMilrTMkqBXyTm6BTuP9XxPo/fJyJb7mVjY2NG0zBN2G4rsvw8DD79u3j/Ld/hsvf7eKUOhC6YBMC6QjawGykNRP6kwAB6IOBeBTFnNTtkLz9fVbQPAloSK4RWxAxv5MSMB/bFBVWobuYN48riREIZpTCkS1uL3zJHJqckNS0dRnU82ajD8RYGqv2+tYRoaoG1PggVUEX1Qgcp81XU6YgKWf88e2/BuPK/O5rXpahcK8YQDAyMsLuPWdx3+RCFtw6yB1CFLiEnkOOFoWMT4BDl4wREtJiRHYo4A+czl0CHCv2a9lN20yKHilS9Ow9+9TsIL0a13SBr7rJD474tvgE6GBsjeF113UJydGmID6l8g5bR9I4GRcCi6YHnl/KHShDIW0EjLVwFN2E6IJCRbh56GbGx8d57rnnbtRwv84jlUqxsLCA99jv8S+9f8esLFPTEZ7VwzQxTgFHQ4boMC6biXBwxzoLXAKytChIkwKGURqXDdap0NW0qfXbGdXSHFtapmXV/nMsM8Eqk7JKgENNy1yM5ljSGUrSYFw2EgA6LhvMO0tMytqeuVOnyLJO0dQ8LbIU1DcCRfHpkqauwzQ1T5eUFeHGehhTOnBsYSFHiCchaenS0hwlaRjdg0Rciaa4phOc0QUcL2Lnz0/z7t/7KRqNBp/73OdYW1u7AQ6+ASOemxd/+hEWDwluKTCnZmvpS0aA2SStFkBsBtCexMHYfuiZ8CENSGj3BDh4Jpog+ZmBx3b2XlP2G0AgeYGqdSf44B5qMVldI02XimwR4vHR1rfjeiGuGxKGLmS6ZPNt2pdLpmQwL33moKN7ny8rRsy4FEHggKtIYMGIr4ljgf3CnXfeSRiGLzsG6xUBCEqlEm9+85v59C9BptQgk+nRWBmDTJdOJwXZ/ka9qzkrCDSLTl+2F+6h6ANb443zAuIR2WXP/E6S7x2iRLwVA4C9NdnILpemPNCxC2lmQEtghI59mip+XoeAtHQpqE/TzRNWtwgrRuxYyjSseMyUHIqVBql0j4L08xGkGuK+20My8GT59+k+l6f4g8duAIKv04jdA2984xu5+Hv/nO9y/zzZ8HPSJquGjt/VDG3J7ikJNTVvBYEeBfHxJCJHm2Hxk9JShxRpTGpbPLa1SJcUu2RI0aUs2xx0LlOSHbqk6AyUsUrsMCmrjMkmVdv7AMzc72HcBOtaYUn3UdNRrmmVGiNMyhpd0sYSqymaFAhxaGrBhhitkaOdsGchLgJGXCtdsnT6VkRgXcv2OUZYXpvC9ULedOyv6fz6azgky7z+fa/n4Ycf5uTJk2xsbFCv17kxvrYRxwwfPXqUR3/0T/COt4kCB/yMqa3bJUrVOgk61gZYivUE9HUDsHeDtUOq9O8Xg4UMzw8I6lx3jThJ0AIF9U22isya7IIocLi2ViWq57iIsSvqkuKcEIrzG0CPmfIKtc4orbpaAWE/tpisGAH2NIbx8I1WQQE9F4EvMA/EoMe+NinCx97+W7yt84OEYUij0cDzPFKpFEEQsL29/ZIFrS9bQCAiSZ12d/4sn/o/UojXpVQ0p/Pdok8ma1IAzWLaZpcsJUvpD1mKc9fOyni+D27i0D+Rpa+j/AdBApCAAQMM+r/rlwX6DIGDOSXGC7e5LUhKFoPg5HqWoCQN0hkDIhwJKOCTp0mKDnnxmcysAQYAhTjk3BZMb5La303S52p3jHDo5ptZX19/xWR7fyNHpVLB//gZDh3+f5nkJBeiWTqSYs5ZJk2PqmzSI02TAkVpJK6AFllWdII2WXqkjH6FFmXZSjLcC+LzKjnLjK5Q1xLDdjPvkaZFlgiPUWrkpEVZataGGDKCKQkUxKfMdsJauYR0NUWLLC4RPVKsaNWAAB3lVHSMxWcOUZivkc53ydGiS4oAl7ZmaVIgR4uog5NzAAAgAElEQVQSJhUxJ63Eduhr3uhrRAjxQJWsGBBT1yKL0RxNHSJNj9nqFatRiCjgMyNXSf/gJeQH3k6n94u86d0/xYMPPngDtH4NQ0TYv38/az/xBR6710FC0zQINzQbcGdANBiQUPza1j61HzMG8YiXi3g/zNhNtq4mcCjAlC1jQBAPj/4JvGM416SGPwAwtB6f2hVqGaJyxwCTui1dzJpY4m47RTrb41q9SnulBIGNLAarUTDlAMlafjfTZyykLOgi/d3RsxoE1ICIEPSccn/6d9ExRUPFuc3BudVBfeVV//WtXLhw4SWZp/GyAwSO41AsFhkZGeHqzU/Qu83BOy5IFYrlBvtkxSj4y+DvFpITdEp6VNQo/eMTUoi7x+oHJLRnzyqrQZINehAs9MsBg+yA2N85zwMR/WvsFSSmk+s5AyzC3ucyj48oSp0crYQmTks3cSt4mCjkiH40LUBWWmS9VlISSdGlmK1z9913E4YhTzzxxA2R4dcwRkZGeOc738ntR36GLimWohk2dYQeaTw1lP+4bFJih10xK2SbHOd1njU1EdeedZWYKOBNyrJlo69TRigoPnOyTFO2DZDQLLtk6GiKNF08Iko0KGBSAF1CyrK9p3RV0xHqFKlrMSlflDBswjWt0iLHY607aayM4VZ3OZw/T5M8z0ZHmJQ1WmQYlxpjsoFvLY6DIDjUNHn778ojpKNpXAnpatqUIqJJ1rVCjg5P1V9Fe22Euw49luhkwFgiW+Rw3ZC//qd/wN+Rd3P69GkuXLjwkj2RvVDDcRwOHDjAG97wBv7stU7/5N72IB8OiAFtiNCmwpK5jyxI//d5zEZfAxnY4DWwugBrNRRX0A42lMg6FWKGAPqphZumHEDcACkGG4OpghnrCLCPyVe3aOXNmhcFZs51O2nafhb8jBERFvrPNyAXRJsW9OTNc0qsa0hKIQZ8iCtQMQFM+lREdCpC5h1kFuOUOGqaN0konHnDA9xV/C42NjZYXFx8SdkUX1aAYHh4mJmZGS799CNs3ttmrrpMs5On00lRKO4yI1cps40jEfMs0cznGcYnJT1cAoakhUOIxZ+AoTfjTXTw+/gefStgHxSkLJU76DZwbE6BERuGz7utv3galUJcsgjtVu3aYoS5LWYH+qWH+OSXoUdJdhLgMPjaIjyKUjenUc3T0lySkRBZQDFEB5eQ5372Njaj+zj+LT/Ml7/85RtMwf/EiINcht97mLJ80XjuAZ8CK+pBJHQkzSHnAnnxKZBmRatcimZY1ina5AhxExFeSRrMyjItNYAhxKXMNpOsEorpUHhNq4zKNiEeOemQoccoJrcgxGFHhxIw2FTDH3VI07BAoK7DhqmgQcm6HZqaZ5kpmo08r57/G6pijOWBOqSlR5M8KxY0hDhJf4QAE4XcteuvN/Bvokva5ChEM6wzRldTrOsYdYZpPVVC60r3kAE0BfHxCOnaeRuGLrI/5K9/5bfRxTQ3/+TrOXPmzI05+rccIsLs7Cwr73mSv/zOHaipocfBbMZeGrIBEnim70DGUPW6quiKzTjJ2hJC0E8g1HOKhqZEICULFjyMOC+viA80DGWvgb1OzAzEeM4HvTzQgAj6TATmuqokrgT8DN1szwCB0N3TGRHAKbWI8g500ubU38aIDOn/vWqvmzgkAgsakgZI9vs26Gk1ZYmjjgUYYkoRRRL7otbhiakPwwHhIG/g3LlzLxnA+rIABCJCoVDgnnvu4eFf+SDz8+dZkAsMSYtWNodmwRUjAtwlh0vAlKwldHz/dNy3RsVnc6PNN0zBXjAgiU5g8LQeA4lBMDC4uYMBGSn7cwwG4s07wsEduK+5lrl+j35G/CBbEHdYNM+1l9GI7+vaTozx8zsEluo1f1+ONh4RKToMSQeHgMPOeT79iw9Q+IfzN+q1/4NjYmKCu+++G/nD7+FVzgO4hLYx1TbXtMqGVmxDogxuFLDPuWYcHzrDho7RJseobANm/lRlk1lZpixbnI/mWdEJInVoihHxlWjQ0TQpemRsUyEwc6bMFrua5ZQeo0OaLR0hxKVFlroWKcs2dR2mTpFrwQQAdXeY83qAETG056o/wcz4CnOyzKxcoUVujzOmRIM6Rc5EC9zinKKlWZrkDUulmLbJUYq09BiixQ55FqM5lnSfcSJoliev3g5A7tY648UaJdmxGocGDlFS9pjxVpicXQWgNZ1j8T8+zNGfeCOnT5++AQr+FmNkZIQ77riDT9xq14OST69eMJs7gvgCeRcKAVIAmh4an5JDo8qXrKAZMNS7Jgp+ifMI4pN9G0vNi10bFemYer36A2UBrP3Qh+hUhHtEzLVjZsCGCJEB6tpPXgmEnpdPvuc6TjfKBuTLDbqdHr1ygei00QZI1QKZLEhcEmkADcN0xCJCwbAhelWJTht2w7nTMSmMPsisfU3x393BOBI8E5G8+G2fo7x5jLW1ta/hE/vmjZcFIJiammLzvi/z2WlBLsO1yjiFks9BLiWLKpjNfWhAeJWjTYS7BwjEDgHQZNMdFPYNbv5x+QD6KurrHQPmZy+5fkzhGlFiQI80DhEpuhYgxIxDsAcUxLqD/qbeAzQpD4TXZRTErzV2PQAM2WKcQ8icLDPMLi2rkXAJydJiSDq2eY0pUdzxpicpvv71PPDAAy8p6uuFHOVymXe84x203vsmZuQSmzbtzyU0fdulwi5Z6hRJaY+LzJHRHnUtsqYV6hSBPhCYkRVK7JCTFh1NsakjtDRDjzQpumzqKNs6TEZMg6EWWaM1oEabHLtk2dIpVnQiuWaIy5logRCXY84ZdjWDQ8Rh7xwpupadcKzWxKWQ9ynLFmXZYtZZpoCfOAq6GNHhJZ2hqXm2tMwQHUrSsOWIPGf0pqQkUJKGaVurRda1zJeunkAXDQCfvWcx0TaMywaH5bwtbQhpehxzzlJWUxqpU2RTRygc3+LCex/i0I/ew7lz526Agv/OGB4eZvcNZ7n/B4zAs+1nyZd8evFJ3bWnd18g45mSQVaRUNDQBAzpVUuzF20t3or/pGrCf/YwABkARdsGTMRjsLwQPwbfCP/ct7rIQTHxwXE3wnmTZqhxvwQrTBTBAAH72mO9A5hQJMl7tDI5cvkWuaMbNBhDr6opIVgcoZvGUogFAea1YHIWNhWNmy1VQOYd8xxNkFnTqhmAinltellRH5xZMe9HSai/7hlGP3czW1tbX8+P8hsyXtKAIG5L/MY3vpGPvWeH9lMl9JzS9kps3TPCLqtJSl88XELbNTDao3CG/qY7qPgHEiahqWYG5WiTke6euv7e5+hj1B6pgRN+Otls45yCuGzw1R5rfg72AIUYnES4SQrd4BgsW0SWG3AsXIi/RpYR2O9coaf9lLk97y0RTTWL/Wd+5X2UvvXEDUDwtxwLCwss/sf7mOUK2zpMgENDhxmVLYZoMSMrNDXPGh5tsjZt0jQE2tJRAMZkgxlZ4ZBctBur+Yy2GE3YqyXdZ5gdMQAzo72kKVFKevQ0RYc0TYaoa4kNrVAQn0k5zZqOkRPjAFjTClXZZEEuUqZmHSgeLc3gSUSKHj1SZGmZkhSmY+KkrNKkQFPz7KgJPipKPXE3mMAjU4pY1zFORrcwRJsF50LSBfS8f5DowRRyHA7f+iyzskzc12OcTUqyw7D4rNkQo3kxdshrWuVMtGD0Dm7IzB2XWPrVRyn+wE0viYX3hRjZbJa77rqLz/+0bQ9sxXquF0Jek1OugNlcO6D1gZyBjKH+qcRRwyS9DBJHQMk+PrQ2QbtJa7tv8dO2EfNRwmz6Melq7y/TwCZ9B0IGtKHmvrvW8RA3QoqTBNvm8aaMYfULNmAonelSyPt0wzRUAiTe9qw7Qqr98obWMDqHARulZIwGjZLNMuiQsCLE7xXm/dBlRapiAIz9vfNWh1t3buXZZ59lfX39RR1o9JIFBKlUiiNHjvCV9z3E1UMPMaMrrN4R0syXwSWp48cbYTxiMODaAJiYEXAxC9/g5r6jebYYYVuL5qQVZkm7XQr4SSOieAzRJkuLnIRJwmGAQ5MhMvQbwwyyBfHb305O+Y5Vjxvw0CVFakBbMMhmALgD1kWXkF2ylvY3tHGAk5z0YqARX0cxNV1PWgRq7heDmxY5djTPNR3nwspBogddRCSx1bycfLdf7zE0NES1WsW1NHeIx4bdzGo6SkkaBDhkpUVJG7ZEZNL+mlaFX8BnTq5wzDlLiQZrWiFuZbysU3RJs6T7qe8WuTA0B0ryeY/LJkO0CdRJ5lpckirLFim6LOk+XELudp5klG0qssWErDEijUSEOsgOxMMlTPQHcSkqTZccDlv0A5C6pNmwCYmxvXVJ97Hx9BRjx1dY1zECHM7oIZqnRxn+ri2O5c8knT5nZCVhCUpiLI0ZuuTx8SRkiBbrWklAUjrTY1aWufXNp9i95x7uv//+F/Wi+0KNhYUFPv//fIh8uYZfz0PGJZXtEQbGry/5TD9dELuJ+6AeJtgna5wGkgU2zeYZn5CNZkBxbIqg6wV0OxkiP4vW7Ql+8DwRYDb4EMgbECEVCzgCMaFHm+wdFsDEYCAR/7Xpv+6BkCN3uk2p3KDlZ1m9PIVj3VeUrKixba+ZGXgdPuhVWzKwIAPsNSv0ExnzkrAVUhL0nBKdjtAOuEdNJDP0Mxge/1/+jHAnxNva96JukPSSBASpVIpjx45x7rf/K8cPfTERP3n5kM07zKypygZD0t4DBgZP3yae1VCjg8xA/P2O5rlGlcvtfTTreaLQev7dkHYpR80bpeQ2yFjRU4qGPXEZEjXuiRA3eoEYpAwqZUgEhB4RTfI2gigibm4U2xqztrwRsxqOZQGuZzlcqypAwFPDBwymHppr2rwDDfBk7+0d2xVvXStcPn8T4UdCwgdCNrpPoQ5MTNx6w474Vcbo6CiTk5Ocz3+GB/5Xj2+XT5KhS4c0dS2arxTZtJtmU/PJ7yEGaqaMZFICrxGqyzkOsqEVAhw2dIy6mmss16Yol2u4BGx0xkhlejQbQ1AkccmAAap5fEbE2ABH2WJYfMZkI7ExetIP3YqBAECarnUcRAnwLODTtbkHMRuVlp5lPQoACSvRIkdNR2hqnssr+5g9foFjzllCHFJ0qdeHmbnjEnc4XwIgLz5Tssa8XGJYfDpqRIRN8nQ1RUp6eLQILHhSDFt3q3OKA3KJQ85FLh8/zmOPPUatVvtmffQviVGpVLjjjjtYKzdo+bnk9p6fNS2ElT02QLXN0ZKNtqOoZ3qkaAezcWNP+wqUoTi9QbedotvJmO6Cfsa0RY7ZAQ/DHAxEHEtJcKotSuWGsUADrTDHVqaCBq7ZgCvg5NukMx3afg7qGcMY1DGApWmvWVc0b50C+Q4z1RWu1ar0rpp5GWUGtrs4gRD6wkawvRQw1+5gI40laYIUiw6T96YO0VUlOhlBoDgHnf59YnAS2x09w2rfAARfpyEiZLNZTpw4wcWP/DGvKTxOAZ8MPSpSo0CT/RjKMQYD11P6e+l9LzkxAzaEJUWbHMs6ybI/hV8rooGHm29RrBib1pDbtolxPiUa1v+/k9D7fTBgvP3X6wy6pGiToal5dslZXYMkLMLe1963GKboGR5CsyarQPZS+LE4MmYJInFIaSd5/lizEF/LIwKFHpkEXGzpKOfb89SfGyP6bGQVtYK8M4UsCHXvWd7++9/Po48+emPRtSOfz3PnnXdy8U9/lWpYY+v0BA0dZspZNZ+twmWdoUOKgvoJ+DObsvlsRGCULXbJMilrpOjyxeg4izprP08DMpd0Py0yHCxfJGs//8nsOk2G6JWMpmCIdmKfnZR1JlmlLFtUZZOctE2qIX3xbFv7+hTPZhsE6tCVVBJpHLtRCvh7/vYcbXK0ucP5EjNyjZqOcE2rrOkYG5heCrvkODC1xFHnOWZkhR5pdjXHnaUvk5MWJWkwL0ssOIsJ4GhqPtElRHiMy0YiLvQpWtukcdMYB4YRILo/H/D3a3+fxx9//GWbN/8/OkZHR7nzzju5///+ecMM1DL9nAHoU97xbmDzB/SqwhrIUUt/BwrlEPE8U58frFZ6xvvfvjxiavJxa2RI6vKSAcoGBKTKTUrlhmGYpL2XiXIj3P0h3YkU6bTNVLHrdKG4S1h1adbz9NYKaEMNIInbKocKodmAE1t3KTDtk33MZu3HJ3cr/rMJilINTURzxugXkrwFgLIVOMZLbgwGzim6aOaYzAoyK6bXQyzQzJKUZ6Qi7Nu3j6WlpRdt+fUlBQhyuRxd7wJP/2aa1xQeZ4wNMtIjZc/JWekkp20gOX2lk9P2XpFefGqua5F+FIayyQjXOhP4tSJOpsfovnVmnKsUjLvbUPLS3UPfxyMGACHGgbBrN/A6JeoMU9cil88fJPp4hF4wAhQpYepfsRd2P4D9uQSlQxscyF6iYjsixht83yUR2vfA/J0OIaE6RnAzMEI8+3ijX4jfH9AEFHVJmcjPvODcCtzrItWAfGWb8tAWOdosv+Vfcejb3sPJkydf8UyB4zi89a1v5eoH3sPr5ElaTpbHjt5FnSKhukzIKjuSZ5xhNrVs8ytMzf/LF+5AG5C99XOMqdEMDNFmVLZY1imuaZUvtU8QBg6lvFH7p+gxLpuUMVGtC3KBLilWdYIAh4L4VNhmTDYpSZ0KRlTbIWVKD+qaHgNqHCtpMWLWqmxYkNhNtDKmPOuwq/HRURLGIB45aSWNkHK0mZUrNBnimk6wGM2xzBTjbJgAJNnioCwR4vKM3kxBfOtxCVlwFhlngy5pujpkSyRjLOsUw+yyX65Y0B2Stc+Ts4BosBFYiR1u+g/7+KOPfBb3Byde8YDAcRxe+9rX8tCP/TG5wDCpWlez2dfppwbGFkEXAwjWIHoqgqLgeCBH7IYYuuApUgW1OgMAPKVdK6FNI6yjDVSt/gBzupZZGN2/Rslr4BKyo3nqu0Wu+RNEm7l+qJELZC2Y8K9bxAZP9lbsSHHg74hP7n6GHc0zWV6jnh+mEZiyHYG1Lbb7UcSKInkhW/Rpr5UMaCiZ9wDPrM9JmSK2WPpKtKimMRJGbCgT/dcnWXn+6y0LF6sPk1m56QYg+HqMUqlE7V0uo/OrJkFQYG9N3UDW+KQTU7Kxqn9wmHChFEs6wxWdot3Jkc20yNGhRYZdP4uT6XGgeok5ucKY1PY8h/ne0KwxAAlwqOswa5iFbHltivBvsuiioqfM5NFNRTe7RsEaYgUssld1m8VM1jyQETamR6jNjiLzgvM6h9JrNzicPc+oWvGU9PsouAR9mldjcLTXsRDXmyNL3cbYXElTYofZ/BV2FzaJFhzTgU6MmGwwW+H8J3+Hw/d8L88999wretGN096G5TxgTszHvLPUMWK6m8RnnksGlAoWEJgOgBsHl3ni5Os4rweoaI0Kprvgjj0dZ6RL/dwY1KB1JMfxiWctKO2yS5YTjvn52ejmBAyMs2lPz3VbcpinRZa25hIgOSQtxtg0lj7LbHlESalAMfMpdp60ydEhTYZu8tqT5l0KoZi8AaMnaCdlhLKzxXGeZUMrAJRkhwJNaowm8zFDjwNyKbn9XHSAZZ0CoKEl87qky5SskaNlNn2rdeiSoqVZQivM7JKigM+8XMI5YZr13AjVMnOUNrTrBVL5Nr1Sxqw/sSDPZ49dLlbXx63UyVjFfgd0E9xZU5vvVlP4V8vJJqy+vQZAxVLsngnuKc6uU0obRmdXs6ytVNGr6b62IFQLBAZeuHUoJJurHeqb200+wN7fawDYeOWN9TFmq1dw3Yji9AbpdI+Ni1Mkzog438A3z9W+XDJ/d/zcA9S/xi2SPRNmpOcUXTXCQjnk9B0WvrExasZmKQw2apoWdE1e1BqslwwgcByHubk5to86bD01wdAdbUrsJAzB4EYNfVAAJn44PtXEJYQeKa7pBBeCObauVqDuUc+C5M0pO5NvMVu+woIsDiQXGiFgJjmJR3TJUNchFnWOM2sLhA9miZ6K0LMGKUdX7YLU/u9MgsBGesYjZmWbCjjGA3vSUm4fgI3pElvf8Rrc73S466BhSsw/tOGkjBD3LogdDea22LHQH13rfIh1C2OySQGfQEyXPYcQV8Lnta8tSZ2/+rnPkfuhWXx/L438ShuZTGYPMK3KBqhxDdS1xKSsMiI7ez4LoyHocfzOpxiizaaWOcc8M6zQIotPnk0t41ZbTB5fY1JWyeMnLZJnZZmDssTnotdSp2gAh8K6VIjUZUMrNDFphuNsMmotg3F5q4IBk1lpJwBxMCBrRwuYsK42npp51CJLys6VzIB9t6smJjknpnwQJ27GAGXEJiLGgKOj6eQ9erXzbJJrcDK8hTN6E1taJmWPnklZTvpNuupapM4wO1pIwEacx1FihyPOeX7spt/gQ9PTXLhw4Rv50b8kxtDQEPqcQsUjzLo41RaRmzNWQruBEvcZ8DDrz35BfKOYTzbGwCjyS+UGKbdL6DmQN6o8rRkXgDYUioJMQ3rep1huMByXgcI89dowUX3IiPa8OBAowMkaG3Uq0yWT6ZHKGGF0zAKlbay6idQ2IVX1oEi3k8L1Qhqro+D3tzP1IQpz1EojhIHLeN4oFDe8ECl54IsBRHGfhABY0+QgJtZJoaes+8JaLLWNYQ4AmTDWQpm117isRKcU2ja46DZByvRZg0OC0xF45Bv8gX8N4yUBCERM7eWp+/4KZ17Q08ra/Bj7K1f2iAYHRzgQbzXYOwDM6Wdbbee2egE2vaRtp7bTSLbLfHGJWbmSbLBxhkBsW6zpKF/Rec6uHCJ6KkX02Yjo8Qi92usLaeLhiY3AxNStGECO3le5b2B/9pw+io1BQ8f4gPVcQPhh4fM/9Frm/8FXeLXzDBnp7uk9H48+EPASG6RLlBRJ2uSsDcyc+koYJXxb+qfKvkuhz7Tc/Y5H0de8hoceeugVXToIgoC2VWR11DAApi9EYER1DCWfSYcUOdpUZZOmaWRMXUvUdISK1LimE7TJsK1FHr36Wm6ffooUJl8gTZdQXXK0OOyc57logZqOGlcBDhuM4ahhrSZljQOyxKSsUpVNmzHRtgJVw/jskktEqS4Bbc1yXud5IHwDl3WGgvhJA6I1HWPDLzOTX2G/LDMkrQSgTMo6U7KKa4FD3IApxEkslXHnRpeQimxxi/M0AFOyRojLs9HNLOsUl3W/ZRpaNsSow7xjGIQWOZZsiuOyTiX6mljz4BExJG26pDjuPMv9xeILMBteXMN1XQqFApSBjhLVczilFqlqkzB0TcJfJ228/HFL4IzaNEIjIJSKjQoOwSntsrU2Yh7THowjtmDANRtk+fga496GZU1LNBtDRIENZis3KS70BdmxYwVMz5aM7dMxWAqKDyIxSwQ+Oa8FnhW/zm6yo3n83Tz+Ytmc9CvQWBuFpkf5yDYFaVKsbtHYLIKfMQLJNrar40AGQf26nATMeyGeLbfYUoNzXKBgrYirFhCtKoRKtKS404ZlSXIaKsARYWxszKwZL8KywYseELiuy+HDh/nWb/1WHvnHT9Miy7UTVWaKK5RoJJt0vDh0ySTKfeMk6CTfx4tfU/Ms6hxrtQq9mq2X5gNS+TYz5RVm5BqTsppM0hgMhHgs6xSPrL6O4P4s4WcjdClCl3ponf5GnhXzH3ZiBbY8kLAA2v8+/poVq8a9jkm4nlmw1hrtgJ6K6P50j/MPznPxZxa499DnkoS6eIOKrZWDlsr4b4lvdwb+zpA0scPhq7kYoK+/qMoGFz7yc4zcdB+bm9d7hF45w/d9LugcAOfr83huyPHCaVLaZZFZfFuTj9/PUbYpu48neQRtcpRlm20t4lnb3Rf1BOqbEk6c+OcRsqpVbpKL9DTFos4SJ1DWKTLOJoecC0ywxoyzYuyxskuEg2NLaIEVEi7rFE9FJ3gyup26DrNLjsuLB4keVKLPhmZhsyBWsjZFrq5slYo8UzmcRL1KVZBbhbm3LfJt7gO82jnNDCtGi4JLR1MMy67x3mjaahYcRqSRlBea5DmnB9nSEeo6zIIsMiGrHHIuJr0euqQ4Ey1wMno1bc1xSWeoyibjssm6mujjm5wLjMsmu5pliymGh5cpFArs7u6+Ystad999N8PDw0YYuGno7mg2R5SxC491T5EJEpeBZLy+7c63scYZoNwh2hwybEDbWvNCNW2QPZCiEdVVFy6Tocu2FvF3zdwfyncouJtJ9kW8scesUQwWW+TYJE+kJnulQ5p2J0vLzxkRYQhS7pDNt8jlO+Tcli0hdalKG/KbNF+1SZM8JWmwuDZHVPfokKJERCHtE5ZcfAtoJA+6hinPDgErccnAAqQC5oQfKGpBk3ExWAEhGB2Bb+7r3GY7yFbYG8scOywqwsrtT9L78y8Db/3GfOhfw3jRA4LJyUkufugzXJ39BCfktHEClFJkpGcsU0TE8cGCJPVQRe1XbL3RjLoOc0HnuFaboFfPJx96sbrNkex5pmWFAk2LSr2km9uizvH42XuJPh0RfjJCz/ZM1GWsVgWzqccbvNUGJKWA6zd62MsG/G1/N1hasCAi/GiAXoh4+Idez75/sMQtcoqM9BI2YBAM9PshOEmpJS6tDDZbisOQ+vd7fgBTih6zcoUv/W/P4f321Esmr/vrNVKpFDfddBOpVMoKU6F9uoTWlDNvW6Dk7lAPhwFIu11ydMjRYkw2yWCSCQvi08U0K9qgwjWd4HXOk8zLJdILXUDZL1co4LNOxcZMt7ikM6YPgaXf73Ge5CZZNO2L8W2pxzTV6qoBdUtqTtdP61EejV7D+h9NEp2MzILWAa330E1MsxofJGOtZXn6CXB1Rc+Z0Bn1zWbAB+HCH83yO9/7Qxx7+9N8t/sXvNo5nbxPcQnBtEbOk5MWLc2Slh4tsixGszR0mCX2sWvB0UFniWPOc6Tp0dIcz+rNLEX7uKhzLLenyGZazFlHUZEGFWeLGVnBJWSLUWo6ypWP/QbBL8xQev+hV2RYUTqdZt++ffyXnw95FBsAACAASURBVP8xZDVEfdeICT2QaW9vQmDGNVqmkkLG9jHIWjDg2oTAWtrMjU2FBv3GRXmgDNlDdarFTTqkuVYzEdi5fItCpm9zjdmAJnnDnnXyNGpF9GrabMxrplcA2EPPkhXu1RXaXdN+uSR083l2qgWkBM4JB/YLziFh9NAqBddPyryz1St0x1PkpE3Lak3yQz7udNhnCg6ZJk56jqQVs1pdgSwIetlGMnu6V4QZWMZgyYACmRacO+2bn8Q601+zXcMgRF+MUF3/Rn/8/1PjRQ8IxsbGmJ39kq11b5me7xKfct3kJAJm44//oMHTfRyv2tQ8Z3SBpbV9RH7O5mMHjO1b55i1RMVipS5pE69KkYfD17H2axOEf9ozosD6V9/ExcZ+Jqf66zf0GDDY2yWDbR6Ctc0MlgvYu/nHv9tzzb6YJjoV0X1Pj0sfmeHab1X5jslPEacxunT2bOimB6K5PcTDs86FtKV149KBO/A+8t/4Pidtpv/tVcKPTbO0tPTf/BxfjiObzXLpXzzCH04LPAVjt66QPVonDDwm3TVcCcE1moLYrpeVFoflK4S4nNEFoB9a1SFNs5PnwewbiHCZlyWmZI1R2WJdK0bApy5DTovT0WEAbnOe5hbnlHEoSNu0DBYTdLSuFXzN80x0mGWdYpUqf3PhNUQfiYieVvRCYPvAP5+FkjjBLVZVt01sLZ5p3oINZ4lp1Ogzip5VTn3gKM/+oxP8xNvfy9vdB6hTpKspStJglwyhDcACU0ZY10mejQ4nVsM4wbDEDgV2CXFZ1FnORTGDUGQss8FBm1iYFdNquSo1QhzWdIw6RS5Gs6w+uh+IOHHiBEEQEIYhp06dYnd395swO174sW/fPj76o/+JVLNJttSkHZYMzX/VbrL2VK81qxXIWICXB/IBNFzjgCrYk/BTkd0MbYCQZ2rkMtulMmWA6FZnhGYjTy7fNq4ksRZtdtnCfH5XL84RfUqJThlbs9lUu2Ze7Wl8HK83AvSSr7oaAMMk7RD/xDFOgAlhbbrMxtEx5KggU4J7osXM+DVytG1+htElTGVWqU2VuVarUij51GtFwnzWtFbOxMJFDPtRNYyuLhp3hkybJEJdtJoD69qQClB0jLPi+owDCx7CPw2Jlnwc53YOHjxEJpPhypUrbG/3I/ZfyPGiBgSO41CpVIjo0SJHixxl+sp6V/utfiAWvJnFzcW0KK7pCDVGk4CT5dqU6fndAUoBxeo2tzqn9pQITNvhHos6y2cfeDPhfw6JHg8MEPDYqwcY2MTV16RU8LzNPLb0xD/HHteOVa52+gBBrKr3eY8PBn7+quyBEn4mpPPPUnzsvW/n7dOfIiftPWFGYCj/QF16YuJo+zqBkBxhItwJ7Wk07mIXlxr6C7rhwu5xTvKRP3mKkW8/+KKZ2N+MMTQ0xPbjETIhUBYmb1ulXNoibleVli6ehGTpUJI6BXYpSZ1JWedMtJBQ9bEGwCVkMrNKiyxzcoUDskSJRuLnb9nuh2s6RpEGr3ce51XOGUq2AVHHOhiuRIYF+HL0Ks7rAVaf3m8iWV3QL0VG9BqrqUuYpjVZDA0cC8zycU3YWKgkL4ngLLGSxfPUM4uxNhQ9BfqzPX49++NMvmWVI855uqTpkGZI2rQ1l+QgmDyNKOmncW2tyusmTuIQMmpdPU3Nc0HnTGtmikzKKjfJRasx6JKhR0F8tnWYhu1t8IXoVp67/yjhB0O8n3Ep/uI/57BzjhQ9vvw7H0d+cuxFrfT+egwRMWLCq0rPLdArdUgVfXrTBbQD4QdDnIOCvEUM0Mtj1q58gJPtErXTZr3KgJ6LbGnIQU9FRnQ3LaT3+4yXN0jTo9YZ4dLKAmQMOKjIltGt0GaXLE+3j7L9sQrRIxHRF3tGfGf9LJACWvZrD8Pdg4kyhP7mb6wBzgkH506H6FMO0bIPeGgdtB7A2RzhZ0LEdiF0TqS4dN8BRt61yWRmzfbRMOLXguziVuzaNx6y4U9BVfolgNh5AZCH6IKip8y/d6ftJBZxyQhS134vhTh7AAzgrpsukdHDoXlt2SG8d3ssv+PzSFX4tl/+xzz44IM0m80XnGV9UQMCz/N47Pv+lNfy+eR064n5AAN1zfdqaO44jldswE+Iyy5ZwwjU9hEGLq4X0qsXkrjKmBkYt3X3wbjWvwrfxtqvTRD8Qc/WU3k+EIjr/oO3X68JiG9HoD2IeO1E0R2oG1pZ49tDu9juKTdc58dNrDYD4MAyEOFnI/Q+4ePv+7u88/BH9zQ4imxdNw5SHqzhQb/7Y2BLJi7tpGySpkfL6jLi+l+TNLua5eiRUzz9v59DfrP6sl9s41GpVNj5cZf98xfY2h2lyiYFaZKywdM56VBlg1HZIm5NnZIebc3Y9EGX83qQBbnANa0aul92mZEVZuUyOdo0KbAcTdEiR5MhhsT0Qniz8ygHnCUK+ESY1sfLOsVzusBT0QkeOf0GY406p6gfJSlruoqlhq3tbLCJZQnT1AZsCcGejEJFitJ3v2AZg3gOZiSJaCVj6NPgZ3r8zId/jn8//XMcc85S1yJ5aZKlRZ0SJfvEJepMywqXdR/T1RVM86UNRmTHMnUpWprhmo5zsT3HWGaDupjyjK95RmWLDRt+dE3Heah5LzsfHCH8bIT7Jod3HPtLJmWdWVmmID7v+uE/5zO/Ps3y8vI3eHa8cMNxHI4cOcK5138Gp64mD6CTJm2bGEnV+urjsJ2KtT1nAvBCw562zbqiNeCqmQtyK1Cy1Pz8KgW3yS45rl6eQWsekheqB1apSi0pPy7pPpYfnCP4g5Do4Z5lV3uYBdUhXnPwhuw65hmgMi9EJ4umUdC0QCGPVAXnqMPUv1nmNucZPvHktxP8sulgqKvQXyMDEwy06RF+JiI6FbH1dJnGD41xdP5UAkBnZAUUaozgSki9WDQJi/kM4ivasPqCOK64o4mmQDuKs1+SyGPnhGOAUtzfwIJnrSvRI6YsFz0VIRXBe7eH8zYXqSi4AZ/8t7+JLqa54xffzhe+8IUX1Cr7ogUEIsLc3BzLd4jtBNh3CgTq0iVNaBXVwJ5TbqxKbWqe9c4YvcWCsaHEouNKwOj0ZsIMxNdwidjQCn+x9B0EPw7RU0G/PJCRfgjH4IhP63tcBF/l9wObuuQFOSjmlHZ1uP/YmAVoKxovtnkxKDUpJcjzAYInEES2/ae5TnQ6ovfuHn/54bfxdyc+hSOR1RREdElTkgZDtGlQpK7DrKip+Q2LT4EmBXyy0qFHesAut9fe2bdvVlnXMZyjDhMTE6yurr6sQYHjOCwsLHDbbbdx901/DEC7kLNlly5l2abMFkPSpoDPilZZp2ICpNRoO5rk8clTos4hWWRLRyjQZExqSemqTpEl3ccaY0S4TLLGCedZbnWepiyGiWiR4dnoMJ8I38rjzTtpnjO+8Oi0Gkpzz7yxG0ERNCMmaS5jFjepSLL5k7HzFPr0aUiiGZC8ORVpzQS6kOmDBzYVSgYUdH42zQf+8/fwC86vmjIGHlXZpKdp6pQYsmmfR5zz1MMiVdnAt/HdsQCxSR6PiLqW2PqDCvV7x1ieneLVpdPMyIrp7aBpA/zvnyf6eITzWnDf6XDsu59OkhonZQ2XkNc4X2D8vvt4//vf/7LVFbiuy+KPfA7vtVbzk1Xy1YG/1WYDOEcNMyS2fwAdDzqxoFDRFUWv2k2uKkZ9Pw3F/euk3A7XahN0z+UNa3Qo4MD+i5Qt+G2S5/S5VxP8p4Dwk11zqAJAkEradgq0c6cGziExQW11xfsXHrm3Ndj99WFkXpDjQvZQnVKxQYYe+2WZXc0wdscKG++ZIno8ghqQ8Qg/HKK1FNqMn0/RzQa93xomuuBx5r2HOFY9Q5c017RqNDyWsRovm2CsmjdKlMmZWGbX6Ab0qi2ZAc7Rfu5AP3QIs1ZbDQKBEeLqcwNlhmnBfaeH+w4niX42QU8h6SM+T//2/bzqH72FZ5555gUDBS9aQOC6Lsu/+3led/AR0nT3nI89CWmra0+1/UYrMRjoksK3Iq0ocKAaIGteksY1sW+FBWeRSVklR9tS5JEpEfzFmwl+IzDZ1PHI9mup9gU8r1yQ6AJiatUDSg7OUTFCktNK6ic9MzH2C6lDTbrnClbQYzf90Ihook9GRE9HaCA2O3HgdQw+nwd9YHAde+EJ0emIzg+nuPDROQ7LeSJ1cCVMVLmKJsFMaysTeJkupdEdCmIAQZUNirJDSw2ibpMhJXsFhjuaZ50Km9cqUMKkoj300Mt2sQWjHfCe+COm3U8xLudpqwnuaZMhsMxJRnqJBuVpPcqyTiU9BQA2tcyamo3+jC4wJjVSNoK7JHVWtcpyNMU2RUo0OOac5bCcs2FCDTwilnWKT4Vv4kPXvovg41mTEBdEppZpky81ENPTvo3JaA+BQJC2mgUsIEl708umlqx17feftznx6mvCAIAFAK6JaBVXTL/7ONgG4y+PTkac/Iu7OPNdN/Fq5zR1LVKSOjOywrPRYToSUFAT2TwuG4zpJi2yCAZsZq0LwbEbjHNceM2Jx9klmwhen46OsfToQcKPR+iFEPddLifu+xIFfGZlmTI1a1v02WaYXc1S/KUs79x6J+9///u/uRPnmzRc14WykKo2SWfNSd31rIiug2neE3cZBKMriA8+9tCjNcMeSRnT5c9+zU5v0+mkaFweNwLFAORol5unzyc6mU0d4SsPHiF4b4/w4Qgwa5IzLUm8r1TMnIvbHMshG+xzWnnX9/w5mzrCEz9xO3OlZbK0ksj1jqa4qLPE7eMn7rnMWnUW9ZXCoS12jo4QnVSiT4ZESyGGhSgAO4SfHKb33jTNf5NPunI2Nc84m0a34uyYZmITFZ7M3EarVjJNjBpWYxEYl4Bpa2zYNpmgv9531DRNwv7sK9FZNW6EAJzXuTh3xEJDI2QkEHBdw9O2hTPf8wA3/eG9nD179gVxxrxoAUE2m0UnTP7YiOzYRib9MJRYBAdm8RhkBpZ1ilWtshaauMrp/VdYz4/heiEzxRVeJWfIi0/cKyBNj8eiu3j6Xx0j/KueVeJef/KPn1mT01Y8JG8miEzYtpdIkvrl3OngfKegl4Wf/JZ/n/iunwhvJ6w4uAPNhWKh5LM/cphT999C+IHQoF8wNG8e1Je9p764ZOHRv73dByfRwyFP/82tHLvrLGnb1jbWBdT/f/bePEyuq77z/vzOvXWrqqu6qrt6V6tbarllLZaMsGTLYAeDjQ2BYEIIJEMIISHJZHkzvO9MZpIn5H0zQ2ayPUMyyQzZhi1DgKwkmC1hMTE2trGNsbFsWWtLraX36q7qqrpVdzvvH+fc2zIh77yTwY5h5jyPHrXlru5bdc8953e+v++iK5xPpmht9qEjhVMyn6dPwfzRBcqWXeOKETAWtf914Tdl/LhIcjyHntN85nvfxyvkbXzxi1/8tsw6UEpx00038ULnMwzLKoE2+QE5CcnrgE2bBrih+4lEEWtDz1zTNS4ywQ4uEaNY1GMMsp45BdZkgwlrPuTrIpeSCdYYZL+c4Fp1nJ1qniI+CSbY5/7kCH/Y+SE23lMjeUxDOzYnv5qF7wtmMZc29sRvT/MFDBSMLRTSXmfEVhtqXmdKAxrawK9dsjmmbaiMeatXFMslwzfQqdHLmia+K+GB117PYfU1CtIlxkWRMCgbWXJiXkJ2qXnm9ZR1F81ZB80oU0iEvRzDNy3wAvUEMS4N3U+CQ4k2VEAdFuStOV61++OmN0zEuKwwq85lG1VoA6YAdu/ezfT09LclETafzxMWII4VcaRM6mCk0PU8+qyBsNUuiw7kt1pE9IxDoV62EPluQSqY+1qNAKHXKKGX3Yz5r44oDmw7ThGfHjku6W0s/8440e9voQIyJKbvf1AhU2JO04Lhp1QNAjA6O8+QbLBw0ygA69TYUz1NS5eMaqQziOPEDOY3cIiNfDbOU3ZaTM2e4dLKBO35GupoiOx1UTNC/GUrASw56LUBkscSovdHnD06y7V3Pp6tt+YQ6XGVzHHEBm25AzH3HzhCd66KIDabALO+u0DXFsr29J9+hrq95dCYfY6OQQ7UQdlyYkyLgQhwr/DJqcH8b9zPyI/tY2lp6dmYHv+f43lZEIgIvn+SoUqLAZpUMN7XqWtVoHOZaQXwjK8D8qzoYc43t9OzqV5R7FAd3GRGnWfaSrjSEeNwSU/w5G9eQ/ThyJyzr9xcbab2Fvt1qxgQB+SFylhXTpm+rAyJtbk0pyyZFW7adS8vmn2Yw+pxnkr2cFrPZAuTp4PMvAXMJjsj5ym/qs1Dh68jfE+e+AO2dRHZXp8jW8zwtDrt8vdUDDpliM9puF5nRVNKEvQpEAQ5vHzIyJTpR5tgJmNDG+Cxkro8alOQtSjRJ37mXbCih1i/PIR+zMJih2I+c+C9xH+s6f/DGTY3N//xE+F5OJRS3PfaP+EWfp35ZDuLjBJrh7K06aNrQ6d8erqfuh7M3Pp2yTmWGUYRcyqaoey0GZflzIlvRFYz/sqiHqVDkVmZ48XOwwxLnSI+DgkreoiPRK/nY/e9lvgDMXo+zkxT6IHOW6yop02PeEiyuFaqmOS1RqoiwGTbRxrZHVMZ3WAyv4BHwFxvB40vD6OPJQb+PKWJPx8bEmxNkCNiilVXZ5rtjFNwRdtMXzZIhm8rjxBDZK1JnVDnaFChrFsMYmSDi3qEMh37vYaMGJCj0y4ymm8TaydDSbrk6UmO/oNtcgcNIpMWA9NyiRk1T19mZEMWW96iBG9vctOTN3Hx4sVvK48CEWFz8wHyXUgafXTznmkD9IDLGha0Wad2W3i7oMGJoeqYIi8SBG1QgQrGeCcPetluFT2rMulp5JDi6t1PZge1C9EUq78xTPT7YQbZq6sV6oBCDipkr1kjM9Jdm4yr0mhWyFdCRp01vpbsI8RDWZUUgJcPyTk9ElRmvhY7rjX66lGtbVJfKiJuQnX3KvsPniT4iRxfeex6I5FtmBZa/MGY+CMxnTvz2XWn692lZJw8AYfUMfbLCcoDbe7Z92Iax4eN/NLVtggmQ9v0ZczzMypbHIJS+v602TWapnCSUclcC3VbjJSyjcliKDhX2D4L1113HZ/5zGeec8O352VBoJTCeWOOq8pzIIbwVpbAKgeeaZST6gxSdMAhMptZ10OveVCNcJ2Yg+rJrDd75agzyGc/dTvRe8LsBgJX9P65guG/dTKXUUFdr3DucJBbYlQ+IIkUyk1IlosGOnJAbfO5pCc4kcwyp3fQ0qWsrWGu31SxPsVsggZ4lGlz89iDzP3CDuanZ4jeE5EcN54LpJabXy9vfMa1kkFczku6Vs7lXBH05FC00V1JpCjmfablIjEO83rSkNhiM/vjyCHo5SiWusSRg+eFFMVca6NXQT/iQF4jh4Xh7SsEQY7mm4e48Ws38tnPfvYfOQuen2NoaIjwziY+RRYZzUKIYu0yhOn/D7JhG1iKdT1IAZ+qbJLTIef0NBvLg+zfdpJ+aXOVnM3aCJu6TF0PsK4HuFk9yLXqOAUbHpTgcDqZ4deit3P2N68iuS8yp7QCZh6kraqeXcxHBcRCvi52sRJkOiB/yKfa32RclvEkZJwl9qsT1GSDWZkzBWm+w+rLaxRu71LXg3wyvp3f/NO3k9yTkPu/A+KvFEg+n2SSNCCDoKUgJikOcwKssW7fgzFRyhMS2myMTV2iptaJtMN+9TTVpMGQbJAnJNA5Ent6c9yISVnICvhJWWCPnKagegzpDToUSHCo0mBGzbNdFuyp1RTbaYbEbjVHQ/cT4bD9D69h5qEZzpw585zNn2d7iAgiA+jHEpJlgYIy/KI25mQ+Jai9V6gK0ODGSNXZOvLMKKM26Vpyc7pxpSfjPDhHuhwYfcpszDhc1OOsvGOY6L9GGLmgQk0L6iaFulkhs2JRBlB5swYnhSI6MsmHe6qns7ZApM2amFgPlDwBBSfN1DCyaJN9aAznmnGenNPDGfNJujlazRK5gk15zQvxpxKSe2LULQ65d+WI3hPT0FUGrDon3T9WGeah9esoDnb5XvfjXNCTBAWPJ16wj0vdHaYoKIkphioGNZCuoOcSw4cYwsYny1Z4Uts8j0xIJi9PLNnXFNqJKdpHxThCTghS6/HEH/8WR1/zIzzwwAPPKR/reVkQiBgmKxpO6V30S5ttLDBCqgZ4ZhFwpSzOw2Szr4wOcbm3nXKtyb7ySUsq+no7TIeHkhcSvSsyhizfiBj49RI/V1BHBOc2B7lJ4e1uMTK4iidh9vv90UJmVFOTdWZlzvw+HT+j7eFTxLFEtNS1LfXp9ilk74U3w/zoDPEHbAshEut8+PUERp5xnUQaqSmSepH62AA1MZLA1BWsKF3G80vM97az2BujmO+yQy6yR06zwjCXnAkCnSNwPXp1837iyESPVofMQ9tc6zfQ4xGFqvp49MAzqWYjIyO4rvtPLqX5Zo7BwUHGq8cJyFGlSV5CqjRZ0cNcaE9ytreTydoCZWkR6hxlaVOijUts/TMdtk9cBKCAz4A0aekyGmhRokGVKXWJa9VxY8lrC8Y1PcAvR/+a+Z/ZTnIy3lIHpOz+7ORlC4P063ShqQbkSz57Kqc5rB43SJm08QgzdKIoPgP2PcUodnYvUFgSyjs7fKdzN5Pfv8DpN87whN7PFx+82bRmI7Y2/4I9AdkUPBkTnB90eLHzcIY4DdHMnr0ORVqUCHSOsnQo02FANXFIKIhPQ1cyoua11eNc0hM8fPk6jm57mDItWlJih1xgh1ygY5+lNLUxwWGNGmVa2XMVU6RMi6o0Tc9Ymlw6epSzZ89+25BgC4UC0bWukQie0jbCPEG2KdwfdQwiBFvWvF1BNzwzh+zpX59KTAt0QrYOGZlXCshMxIFRE6xlbOD7Wfjd7UTvN3kEYNHSI0YeKFM2udVNyJd88rYgiMtdHCc2ckCaz2jpAFluBoArCY6FPPO2PZH6pbTafeTzilw+oNfNkbSLPN49yJ7CaW7Y9wBfvnAj8b+LSY4nOHd6OHeqTOWSDsNJSOg1yvzuR36c+3/iCDeoR/EIGJdloqMOS4Xt1pxrqwg2aIsy8c5drFGTRrcsT6NLxhHTMXAZe7ADdUghL1SZvBMHGIJKrUnVafLVn/kE1aeeWyn387IgmJiYYO0mxdcWDiJOTHWoSc/NmQVLmraNb8xXAowkKcCjhglwqck6eziNN2VOIWkh8fU2x6f1DBffPU1yPNoiQzlW/ndly8CeutUuhbpR4bzZYfiGBarSsD93C3VY1KO0Nkt4+ZDJ/IIlgm3S0P3Z721Rpkwrs+9MQ2HqejBbvNKQmEDnGJclqnc0Wbx9jNVHJ9BtbbwRjmtTwc/rLU9x2CpsMOSg5K6E03t3cVgez643RlGmzR45TVDxuFSfYN7ZjuOaKNoZzlNjnYZUWJEhihNb3AFfFzLzm8GxDfybCgRdj76S8Z+vsknR9Zn/3bdw6ORJHnnkkWdtrjzXY2BgwBScehiHiBwh47JiNtdywFO9vZy/sBN9wSW5L0EOCbXblulzTKyxcVBrE9oFbU3XWNQjePbEXMTnBvUoBfEzdYePy33JjVz4jSmSJ2JSz/lsuN/ga8cuViWozKwymV9gRFaZlovc7Dxo0AGbkdCiZJwDCWlRZiEZw6dAOd+muqNJrB0UMbc7f8cN6lHuSy7RfWeBh2euJ/mUmYe0rYwxZV7nQd3p8NpX3cUBOZ61xXISsKkHTVZGFqsMsTZ8mtIVrO+ydBhnmXHZcnW7eHwHxyr72NN/mjVdY1ItMsh6JiUr0mWFIeaT7bQosUMuMibLuMSUra49dd8cYY2dO29AKfVtk8VRLpfZGE03ZEEKinhZoy8n6KcVTJk5oYcwm5Xte2cb/7IJ6JGq5aP0dMZBoQGMCldPn6QP42/SI8eZY3uJfi/cIlZXTSqrc4tCDglOzSfp5VBOjOsmJl4dKPW1svZtg0qW95EGrbmSZG6qKXoAJlQuxiWOFY5FpXq9nGkRuybdtbkwzNmdITvkIupAgGxT6MsJ0btinLc6TMoCXVtEpnPTI2Boapnl3jirepj3XPwhkrty5N/Q4cahhxg6tG4yPZ7eBhdS9RmmeEoLczAtGBzD0dllLY57QN1yDobEtE9mLLkyH9rrhlw+pJDvUpEG27/zPO7ExP8uCDzPM8Q+PNzdbfqcbha/G2kzAyJtts4Q04ds6AqxOJTpUMRnROr00ybCsVIYa6YjCQ4Jgc7xwNr1xB+Itx4G+Psnb3uT1T6F+xMuzh1dpkcvZid6INPoewS0Nks4TszBgklxM/7cxjIzhezLtOx1xLS0Z64dJzMEKtLFIzAIgt14x2WZ/eoE1esN1HvfLUe5+57b0A9qYz972SgZsrZGBBCiGx56WdOgwlbAzJaLY002qOl1LjGB3ylQrwyyqE1/e1yWqbGe5dSnioyGVDI3RxxNXHEJKjmbpNekhnEoi3GYr1QQeX5Hfv6PjG63y73JjVRpUJY2RbpMiNm0qjQZGlpneWiYYxcOkZzSyJzGuT2hgvlcXBJ61ikyddFs6AquxAza+OMqTWJcGzds7LbviV9MYmHG1KDtys1fW4Mr2pY7UDAsblyo5deZlovsUac5KE8xLsu4JIagSClz++zDN0FK0mJZD9OixGIyStHKJwH6afNq5zPcpu7l02+7lQ+/9fWc/Mo1JJ9PzPU1tEl1u1Fx85338jr3k3hi5nIZwwHos60qZUm9y3qYUVnF146FoFU2R/tpMymX6ZJnUK8jM9C6UCPYv2W21aDCfGLaXGVp4+sCc3o64w60KDFmC6A+tvgvYDbQ6elp5ubmnvW581wMEXsYKGC8I46Ck3dIvmwMqaSrkCPWZS8lioJpM+WBGUGVrCtfw9gES8EQl3VXU9i2Ya2xE2sqVST5oik4smu4WhkE1RYDyk1AQnL5gCgyiFe50sElIS9h5k7ZI0dHG95XWdr2NyhC+2+KhB45jBj5BwAAIABJREFUCkQMsc5iNEqjfQWikA+JY0XSNoXm2rkJWrU+lBPjvDZP/GFNcl+C82bjrgJGam6QXbGoUYNb/897uc25l9/d9lYenXshvS+V+OHv+RPuTr4DXxd5YO8RLhd2wFmD1Ip9/li2Ut+GY3ILZg1CR3fr81S3Osg2DO+npMnXNsjnQ8r5ZybGtnSJmmyw94YbOH369HMmQ3xeFgRKKWRaKO+tM1Yyi+2ohTXTai7tvae2mKk3do11POnh0cv63FeiAul/txgg+EyJZCl85qfw98KETJSn84MOxTubjFeWs40VnkluLEqX6crFbDMF0xZImdJVaWYVaawVnhgbTZPp7lCmbfqlmJCPbPO2z7ivC5k2/dXOZyne0uUTj7wKmRac73GI70mI74rte9CAi0wL6hZlWg+kuQ65bHNPT1Zx5FCutAl0jjqDxhFSbDyyhNTYyGDf1C0yFotnaNO68STMChpzjxwee/97qV135Nsm/Mh13WxzTMWuAKOsUlA+xaQLWhh78QWWKlPQhv3qacq0Myi+o4czKPzKSGCEzIEPzGZXxGeVGjGOyVOfY0v+Zw4iZnStciDLHdBQVRSmjcwv7blPqgV7v0xvvig+O+QSBfGpPRCi7lLgwb6bLqEPa56ubef+5Hr+JrkVXxeYUfPMyhwH1VNco07w79SvM3d0B3PXTxt0jBLjssyIrLFfTjCMue9VGriWA1QQH7QhuQY6hy8Fa4Tl0LFF/nJiCpIqxlkuTVYc3rlAfWXAfnfEijYujvN60sxNnergy5xOZnBUTEuX2JQSVdnMSMUpl2bHv3icI189wrlz574titYoiow18RKZzFoOCGrUMfySVBHVky3y25UuqqnyIPVc6QK1CPIJNDzy+fAZa54isjwV26IsCOqAILsNZyCxaECx3CWKFK6bmIhjAsoYQm2OwPqdbLHtQ73FFbsyNjzGpUHVNN/cBDdOcJyYOHYIIkDbI1EEgtCrV8lV2rg/HaEO5aAkeLvbNKhQYwMN9vebIuJaOc4frP8iAH8zeCuXfm0bL1X3893n/o7XDnyBd1XfhkPM0zOrHCvtJz5ezBxnM8JhbAuANW1UCVVBHzMqH9O+swu6E5kEyHxIhKJog/hCPFqUiLXLR3/xV9h5//2cOnXqf3pu/P8Zz8uCoFwuM3b4QgajphGy4xSucBV0srCMEVkllRte0hPkCajYzffKYuBKiZ9P0QRSpJat6Rz/OptgGQX3n7nk39BhvLKcLSQpIzztx6ckvYPqOCOsmhtKanhkeQF24zevDwi0R1na1FKv+ivGlRkN5v0q61ZnCp8VPcQhdYy7HnklySmNulNx8Pee4smZa4g+GBnJy6jg3OngHO1mEpsrORRpcIwnISMjq9lnlH6PT8EqOraKkvS16XCIsw3M/HeS/R6PgEMDx3g6//VZot+6o6+vj21y1hRzFskZkbWs37lLzZPXAQXtEx88RosyDSrEuExzAZeEDSp0KdKmBKzgSkygTf/UzBvXbqDmXuyUeX4+99v83jt/mPvf82KST8ZbJkHpgg5WamisaGXUaMdnKvN2g16lLOaE3sVYBhfxqbHBsh6irgcp3uhz49BTOP/NQX1OodcT9g1eYu/Bi7ijMfcn19PQFWo2SOiT8e1MygIN3U9RuhyWxxmRNRb1qElflDWT50AaluUAAlpY0wO0KNl5EtKlQJk2OUJO6FkeSw7Q0OZnjMiqLZQTiuLjFfrwKbKih1nRw6zrAc7r7cQ4GTfinvDF1L80hv+SAkW6jMgqB9XxrDBO5+iANCm893XsfOSRbwuUII5jk8D65QR6VgZdsHr/tBUaYQiGGKJpesql2oPIQV92zOZmOQMApWqbViOP4z5TkZHgom6KUQeF5KtGc6/2KagZ8mBaEDiOmQeFvi5VDHH0SrWX0Yc5VqGTw6dgDekMTwCw+StRRmQM0FkxYP5WJL0c4tpkQgvFx5FicHSD4vf6tHolGqeGadVKpjCFDH0GeJv7IdTHFckrNI8lB1lfGeDfT/0KbIDzSYeffeX7+P1db2QfTzMxtsJnuYX4lEEb0kAjk82gMzMj2Q3aIZMn6rbx8JC8kYb2ejly+ZDQqioK+GY9kYThkVUGBwe/afPjvzeelwVBr9dj6fQUUtraaEqVFpShymY2QVLClVnY1rNNeI1altCXbkzpRpdu3h6BuUF5o73NCgE35RGYoY4o1J2Kkdrq1qnqGQRAU8mWpZUVCy1K1na2lF3/lb2qzEhJ4uznmNeVrbwstjbBWxu4byGudAP6ZHxH9vP1ZU30/0Q89a8OIAfAebVDclwblu8twuzoWSYt69r0i4sE4tl43DbjeglHxRk34MoTcEqWTOWKaYxtCutmSI107ZK/hcKknA3XfV5Os3/UUMqQ0VIEqKVLrOghLrAdNAzLKkNscK0cB4FTeoYTepZLeoKqNBjBRPY2dIWe9ggkR4EeLUo0dT9z7GA8WTYKAzsXHGL2yml+3v1tPvxjl/izQ28k/vMYfVJvEQhLxglNRsnkn1dNnWZGDBdkQpYzBCrCYVzW7GZe4SvJC5i3G+qfzryO4i8ZLkgaSjQia9n/P61niGMnI82Wpc0M8yzqUZ7Se+gmBR7RL8Ah4Qb1KKLNCcy3LDaXhHU9wEU9QV0PMGGLlS4FOhSBIvN6Oyt6OAtkmuKSMXnS/VxaniD+UoFP3nY7xVKX9cu2kO6a9L4nh/aze+IU60+MUTzUwCNkRQ9ln2M6J9NRos0r1edxX/pSLl68+E9qG/vNGEqpLIlS36NRkTLrXCaZswVClqtiW032AJSvtujWq9aZ1XJCYpdCX5d2tUfQy2W7hkNEhSa7pk5zcma3KQhGDdteqhHKTYzqKjKbnkEXokxqC6AkMYZpmOyZNLwu1B5pZL1P3tqpq4xkmCOkz4HIMehB2MvhOAmJm2zxayLXsPojof50EV03yYQyrXEOGCtxnyINihTwuVXdx00PP4GeFf7jxA9z5pd3kTyYsPfnvsJbv+OP+E/rv4r7Uy4/+c4/4y+O3sbtzhcoj7W5u/Yd1B8bRdeNuiBtDwAGLaiTWRzjYLgYLiZrwUlIItcUTo5ZN127N5jI8pCvvfJTVE9cRaPxTCLkszGelyv10tIS4U+HOLe5qFsUbIuoltL0MwVXVI3pw12VJuMss45BExq68ozT7jOT+mKqNKm+Zo36XQPE9STrzWbs2wgDxb/RYXjPQvZaA/Oa0JocoUmXw2yiRelStZ4JnoSUdRufGF+KeHqruAGLAOgCKwzZoI129j2OPb3FNgcPUlWEMhC+3aDrvUGctzrGXe6yJvl8YvW+CveAIRXt3HuKPXKaKk175R6OxM8oakZkLStgrvy8DKTrschYVnwU8S3kGtriylxjqD2DDdjPPBVwHpSnmHjpS/nwhz/8baE2EBFauoQvRXydz0ywWpQp4FOULpMYJ8wJWWaaS/i6wAlmaegqAEOyQZ9NgZuwve26No4bkXa4pLcxrpepyTp5NjKy1YQs84POn3Lwhid54Mj1fOrsd5HcY7TlOrJGRNNC8aYmN1QfNfddmniElDBIlE+BRCv2t87Q6s/zgfif8VhygC4F6/dheqpo8CSkpUss6jGj5NGKFT3MA2vX84GPvwUqcPv3fJb/kPsVrj52mQ/u/y7+xfyvEv+qC3n45G/ezlH1KCVpM8kCvi5yQs8S6GeiX4HVnPu6QF4CYm2KrnUGOJ9MsSaD2Wk+vrtA/Lcx7UfK+C+0/WMHYwVbh2TO5cRN+zn4ksc4rB4nRlHXg9RkPSNSpsMRU3gfkmNc3v9WqtUqq6urz9lcejZGqVSi/UKj/Y8/nxDflaCuthr5mhjfgTzo0hVqgzGLHNTzhG6MN9UmoIS+bD1VlqBV62NwdINGvZ9WqcQghuiWWDhfrjZwOFWBihhFQcFwBpLII7bQeDqXt2LpUkKMKRzN36GxWtcGETByQ3OYcq1x1TMLhCgz2FJuRC8yGQm6mX4qNlHxCZPyqI4YUuFOOZ9JGffLSd5R/31kQXH3nS/k3/+3nyP+aIRe0wRvDvivY2/i/W9/C5/9zGvZfdUZ3viSv2P1jxzGZYUpucjx6/dwX+sorUcGjeqmZFsyU0BbG6XFNnPo1Je14RhMgeOatsFmo0RcUhTyvjXlMp9NjIMcUBQKhf91C4Jms0n00MPA9cgRRXV0g2FZJcTYVuYIGZVV41JGunklRj6lAxO5So6uzls+ATb3QOGIk23YNxce5FNv/y70Wmjc3tLhGoRcHVJ4R9t40mOLfLJFbsxJmKVnpafGMq2MN+BJaBMZEwLJZQiBrwvZxpv22x3iDNINyFlJoskd6FKgQDc7jbd0iao0aeVLzNxxHu+OgHm9nRFZY1yWadCPr4vUZN306aR5BSchzt5DakKUERltPn3WVtAOi4waxnZcIo4dxvNLTMpCVvhA2kIwMJ4xDTEjQPAIOPs7b2Lq3nu/LSBZEWGVIcraGBG5JOQkpKKbeBKwrge5FBvFxn51ghk5zw51kW5SoEWZOb2DAC/79yqbIJqabJBoRY88dT3ALpln79wFKEO3XxPmc/SUaTFNq4vcyd/wg1f/GZ+96qV8JXkBc70dbNYr9Nea7C+cYEbmM84KcAWTOuS0HuOh0rW8N/gB/vr491CZWaWab7JBhbItHMwc6ZrihyKrDNHTHuOyxIuGH+Z9R3+E+N0xn5l7OZ973R0c3vMQKk7YuW2es9uuIv5YzFPJHha18Wp4nfNJinR5NHkBGphVc5Rp06HIhg0ZcYgzb4QwyTHIBkolXNLj+HGFm3Nf5pHR66EO6tWK2e89QZm2ydJYGSZZLiIzQmFvgxvUo5lvwbRcoipNpuUCCYoWJmbZFD1mE3rNT7+H9fUf5w/+4A++pfkuExMTrL3ZARecWJmEvi7GcXKJLUQAW0S61qRo1MT8xst9FGfqxNsUcbeYmQd1Lw9Q3TtPuaJYjMYou+3sUDYqq5z//p0kxx1j1mZ3lShShD2LiroRyjXrTB9dcpIWBm7WjnR1Qmxh8zw9ElGgzbxIyaChLQZSt8K0UHCIiF0FvRy4SZYgS6agsMVQZFRZ1Zs3+X73Y0zKAlctLsKcwFXwa9/1Nn71Y/+a6F0hydkEKds0yDaE7wy59VN/xZtO/CXv+flfYuQlCa9+x/3M3jHHY8kBxvuX+Kujr2ajMQRf0caaeZvlY1QwREJMXog+pdEzLlQhjhTxXJGNRgnZBo3pBpOVBXISEKGQaXNfV1ZWnnUTredlQRCGIa773cQPP4rz2DY291U4U5nBbxeJG0WkHLB34gR71GmK+FnCoUdoe1MdAnJZ2zvtjSd2Q01PJzNqnpcd+Rx3v/024j82Gv+0faCmDVO6OrhlXpG+1pEkk2wVbUBLlabVPNsTllgyozgE2sOx9soOcfYABJqMVNjSpaydkY6UR9DTXjbxi+JnxMPU06AqxoN7UhYMoZGljPCXXrORMBrXN1MwedYkySQ81mSdmq36PTH8hhYlGrpCKy4R9HLEkUPdGzRB1NK1MjVzgqxKk22kSIp1SkQT47BfnSAaG/u2KAiSJGFFD1Nlk6qaZ6fMM6kXiETRpcgyHc4505yu7yKo5UiUw7CsMibLdHSROgPZJttNimwTIwfcL0/zFHszpOAT8e30Zu7h0NNnKJ5RFImh58OmD0XQL9TUaysmrEdWaRQrBJNehlIBGXqTqnHW9SAdCnwwfiNPNPbRXaqiL2ua7WGa+WEoaQpDhjhbpk3enth62uNce5rWhRpUelQnP8mP7H8f73vbjxD9ZkT8tzEPFq7DfYPDe374p/g3/+bfsvLwECsM8fjJw8TvjTlxYD8//pb38EPun/De6Ac4ncxQlWZmje1TzFC+cVlmnkljSEaLabmE7xgCbO2WZdaOjVB9zRqH1DHKtKnrARpjFYIxLytoqtLMvk4dTl0SNnXJ5E1ImM1h89y57P2Fc0x/evpbuiBwXbPJ0DMsdzVlof80+CwF6XogKXEwAi4YS2qZhnajxODoBvXlPvNagIZmdWWY8ZFlIltUpa3XHCHXTj/O4z962JzCI5CuR+jEJLGDcmKSyMVxjL9EkS55ewruULRIQBrNvmVDX8SnJ3l62suKD5888RXbVhwrBMlIkfl8SBK5BA17LHHs+2trmymTEN+X8Kmn74B3wk+67ycYz/HB4Tfye/f+c8J3RugnAlNE4aNbReMnkP6+v4350NHX8ecf/D7WX7IH53cUey8sMPmWBYqOj+pL+KMbv59ouWDug80Eycy6ykBF0EsJ+rgmnPJIejnTzjiuYUHwl6tcOgKTFWOkV51ZZdeuXRw7dux/zYIADFvWda9j4oNTXJ57iM07Bm21qmHW40JlkpHyKuMS4rIFxyuu1Btvba5pMZAOz+pbD6rjjLyyzp8f/G6iX3eIPx8bSMcRZAaLMIS297jVgvAITP+dpQwluHJDT5UC6UNzpTNgxmOQYAvGtxwDj+DrrjPAYwtdiPXWeyrTZl5P8fjlA5SrbfyS6b9WrfPdCKkywxADW5Q4oWdNq8GJCXo5gp6Hlw8YKVVMa4MAT5vX+LpgCJ1N0y6YrBmGemqodEJfxWN3Hyb5UoJMKbb/0HkOq8fJS/CM99HT3rd8bzYdYRhS7wyyVlpnTC8ZuaFqUKRLiMeyHmJI1zlV20WLEl9NDjItF5iUBXbLHH34PKn3cFrvJEYZNIcCk7LADfIVzugZNnSFOT3N+6IfYHD3ujV/qeARMiPnuUadwCHhYjLBY8kBy0/YpErDBFGlJGZbDnQpsKyH2dTmPp7oztL6V2WcNxhoM3kwMRyEMejOVDnXKKHyIX0lU3C2m2X0vEfymEav5firG1/Hnbfdxb5DT3Csut9wFmqC7sFn45exfmoM3IhLf7wD3U5IvpqQPKGp/dA6t979KBdeNsnXkv3mZM9wdq2GXDtsWwabrOhhUyjQpCg+i3qUWXeO8G05pvMXjXpHyBw2PWsSlfIEqtJkQJoo+yx2dNG2xWwQmlYEkqNMQECOmqxz000mWKbdbn/D+/98H77vm4TCIcxGBIAYtZSbRqpfKU22o22gbH1Wg+MR1xS1vUvUT41B3fhMxPNFVpxhxmtLWd6Eh1lby3TYc9NTXDo0QXutH93OkcR9htjnxBTtXErtqFMHQoeIvHWh7ZEj0qYF4RHQsQqoPAGOxPS0sSzuAWGcRzlxhkAU+mLDIYgcvEJAWO2hG3kD219B8jPurZDMaz790Vfw6dYriP88Jr4vBjYwhBxFqtIC4+ehGwAJRC2Sk2V6t/SovOM4n/r4G3jJzz5J/+/Aa77vi8TbHJpjFT7xhpfjf6lK8piR4TJleWpaG6XB1cpkK7gFgyJEGnWjMkhCHbrHq5yb8agMmbXc8zz6+/uf9dA455fe8S//7T/0P9/5H37rWf3l/72htSaXy+Gv/iSyTyEj1j1rGwyOrrJNlvAkQCw/QKG3yEMSkbN/XIkRjCxLI4S4eIREduJ5ElIo+zReViGcLRvjiKuMXG9oaMX+TG1/hgKBEh0GpUFFWuSI0Sg69NlHxDB6tT2hKdGGcyARgibCJbJ9U4DITjxti5aeTXOLyKFRaBEijDGTEk1EjogcrsScObYXvehS27VKKygTOS4awSGmIi08CUEER2LWqLGsRwh6efxOMWPnOkoTqhybUmZDV6kzyAYDLEZjrFweJ/67PNGjORrb+hmvLFNjgwXGeOJPDhH9ekT8uQT9SMLmwgDrL6uyXS7jSUCOCIVmgypf+OtfRl34rW953/ipqSmWv+d7Ked9KrJJv7Tpkw5lixRVaFGRTQOLEpGI0COPQ8J2dZlRWaVHgSYVfIrk6ZF6UBToMWDRHkcSuhSpM8iqrnGJSZ7Q+/myPsyDyRGe0PuIcSiJz0W9LVMndKVgZ6qySFZAS5epyTo9CkTkWFSjLH58DH1vgv5qgl4wcjFETFT9ZYV+yiW4UCQ4U0SvOxCbDUXyphe6f+o4JTqcHb0adZ0yeuszmif+ZB/JRxP0RY32Qd3hoPYp9BnNA5PfQe0lCwzJOjNqnhIdrlZnDVeBMhEuvi6wjFEpbNKPRtl+tZAjMoV3zswhLcZHY0TWqMk6gzSoSpNBaTCsjPdIIoqeLhDhotAUCDJkQNAo0TgkxowM+NBLf4zl//QXBEHwD0+C5/FIkoTe5E8hIwI5zL6mMG7CriAKJCeIK4gnSJ8g1RjpsweNNqCFwC1RG15F9yUEHcui9yGuezTpp1JpUpAeCm2NhA3JuOK1oBLTTXKG8Y9CvAivEOK4if3MDVmuLG1yRAapFBexLVJtWwE9CrR1HyE5e/8SUmo4ytwvNxehE8HvFEhiB62VUTSohFgJorSxTK47cN60C+iB9IF+VBN/OCY53UbrDUQqSFUhA/ZzcF2kX3BebSS/LAGBh5QVOgB9T8KHjr2R4N0JL/3CI8gxxfYXncN3Clz2Jrh8dhLOa/BBBgUZjsCLQLlIP7AG+gJIYrg/5RfUKU00CUsOei2H7uWgFBP08hw/8jom/+ZPv2kcl196x7/8hv/+vC4IwEzw2Hs7zhscZFao7ltlYviSjYuN0ChEJOuNAyjRKDSKBNduSqZYMBOqqwvEoigQoEjQKEZkjX3uSWavPsPEy5fov7VF/9AGGpW9Pi9m8c5LQB8+JelQkXZmIrSpy2hRYE0uYhwK9NAow+zHWBL3KJCz1xqRQ4mmKD1yEqExG4hPEWUh957O40lEHz4RLh2M7GquuYPgzz1kQqjtXMPvFal5G0zJZabUZQrSIyJHrBUtytT1oDkh5RKiyCVY7yc8UyD0iwTKoXVuiObpKo1jgzS+Moh/pmQ8zr+mkX3C5MGLTKlLrDLE8fdeQ/Q7kTHiCIA2JMc1/lo/5VtbDInR+OaJiMUh/8aQFzzZ4MyZM9/SRUG5XGbt4E8xsGONMh1bjCqUxBQkQIlmQBpMyDID0iBHRJ90cSWmX1rskbP0yyZV2bQw/oBh/muXOoP4ukAkOcr4jKoVO0c1eQkp0aEmG+TEkI02qDIia1ynnrCSxTKuxLhElKVDnoASHbQoDlor5FPJVXgScbK9F/2kRre12RTGZSu1rWEcLkUEtgnFI0127j3Hrv1zjB5aYs/2ExxSxxiRVXZsO8cNYw9zYMcxii/qcjmcQl8AOho2NcM/t8pPHnwvDzx+I/F/ibj7BXfQHXfxKVKgx0F1PGuzLTDBvN7OsNRJJb2Tssg+dYptskRFWnwtuYYT9VkW18eo9W8wIqtUZZOKbDImq5TEJyepCsklPSObw0GIIzGmYeMTWeRMSUKOmLK0uFk9xMJXD/L000//k8yv/9nh+z4zy39F49DbEEe2XC1D+6cH+JgCIQSaQEch/eYkTCLQMohAq6+PkdoauaGAbq9sCgsFLCsaukZhoJMVBTkCG2Bo0M+eFAgDF+07oCBGiEKHxHUJxaMneXJExOKyxiAd+gjxWGeQOLM9cuiRN8gBLgku4RWHp7QA0IkQxw5RkDNtytgxLQo3wfFMi1btitB9OfQFjT6hQVlEZN04EYgopOxBH+AIasRItokF51UOzqsc1BGFXjDkVQF0EKBPCF96//V8+SPX8qaTnyD/eWHvdSfoeAVOzszQ0oPoZdArIFUHZyDALfXQOQ8ZEdSsIDsFZ4fPwGCDourilmI6UT8AUVAg6XgM7lyi/MGPsry8/E2ZJ/9QQfC8bRmkQ2uboleyYUGukacs6lFWGTYZ8tQZZo1RWaMgPq6dUqnMaMvUwpzA+8TPLDFT3XyAgR9HWLW2lnnOJ9uZ19sz8x4gg8JTp76W7rN8ARNhW6aVOSf6GA10UbbaCenfPsWsgEm0QR229PthBsvHGDc5NGzY3n9qedxdqqLnYtSt5r2NlZbZI6cZka0eaHr6rLOl+3aIiaMK+rJAXaNdIenlthaP1KhkShicXcKfKDBbnWNclljUYzz9gf1E/yVEp3MzlS31NPFHYx6680VM3riQSfPKtLlaTvPgB36BbS/46rd05OzJkyfZ8/M3s/qFv2aksEait1zP0pZQvxiC6G6Zw9MBZ5JdNOinqStcYoIh2WBANhnSdRb1GPN6kjm9gxob+BTIExrHQNu8TCWnw1K38cAeXfIs62GOJ1dTs6fhgByeDojlmY91ka7hglBixT4z1det0WDIbPyjgkwIuX0tHDemu1xFWsLgwSUOuk8xI/PUZCOD4tM2WIuy8dHAzPu96jSVO5t8tn078V2Gzb5+fIwvHnyRSXYDot+P+VT1DmSfIv+6NoeHHme/GPLlrJxlhWFe53ySE3qWmqxzSI6ZVoGaY15v53QyQ1Azxlp7lFHPVKVp5MhXyHhbupRJhFODsvT5T/9Oh2nVhXiEjMsSxeLOZ2fyPAcjSRJ838+kd7oNxLYFWmDLgKjBVgJiHjii8KZahLtzMGedYk95XG7vZHT2Attmz9HoVPDbBZLIIZdP109D1la4FOkSoRgQh1ZfiXajZAiGsUvUhsg1Eu0OeTqlgiE+anOvFEnmQWByKSJcSbIWbJ7QIqo5/Ng6F1qOguMmWSshiexaHyscx7rTOgnFkk/zqIM+mzOOrjZtUarGPjg5WzTqiLZGxsD9URdKoOuJIWKOYRCWaUXyhPFdUPkC8YMxeknzuQM3c+uxD3L3r7+F/H92eNMv/CUbup+/ueXlHKu9AP0VjX5ME60Vkd0gboRMJygnJlcIKJZs0BwODhHiRlnMtMwIjkp4OvwcSk08qweq531BEIYh2xdvYPn0o0hJ2Fi2gpdIgZvg5kP8Wp6e7cOPEBMT203YfHDpIgpG0rKV+OcSQ6b9T5MUA3IoEnaoi5R1h1Vdo0XZBmo42WvTTb9MhyGpZ6f+uh60RUaegDwuW0FM/dLG0UnG+E8X+4buz96zT8FuCeY6jKmR+b6D6knqepCGrvCKqz/N3/70d1LY1mBaLmVeA6nQeVc6AAAgAElEQVSjYGpidCKZZXFljPGRJW517uUv1u8knC8jQzD84gVGZA2PHvGUmxU/qbyySI/qQNOaxgTcvfwS4o9EBnorGVtOStbrHNDLmvi3I752dD812cgKnHFZ5vXOx2i9/vV86EMf+qZVus/1iOOYTqdD8/Iw6zPL+OLTsr35YVnNUiXBFEI75BINqdLSJRb0KAt6lJpsMC5LjMkyk7LIYLLOaWYI8KgzSFU3qYlPizJgDFk6ukCfmM3MkBINEXVSLfC4PmCMebTpo4eE9LSHkgSfAi4JF/R2ntazLOpRJmSZGwqPcvr7Z6j3jOlJNd+kilHKJFWjdpiUBeNjIOuWi1A0ngK6QIsSXfKZEqUsJUb0KvvVCT63+w4oCWqXkV59+a3XoY8nUAY9lxhG+z4I18o88MiLeaD3Ym650+Qk3Orcy81fPMZNU0/wlzO3cVf8SmIc2pjP75A6xow+T4yTOSIaNUVEYLOfUz5BpI3qxbO2e4H28MRwgSJb1DjZk2lQhYAcjuPgOM63bL5BHMfmuXRACqC7Ak2NrrPlvdLGOJqmLnvLmrBaojS6TnsGcDxzsm1rltrbkdGAUrXN4MhGRggEsjCiAn62fjrEjEqdeMJl7cLI1oW1jayxWOoS9jzWnMEtJ0PHp6UNqmqcCUs4OrKiQDNSHljR8fHjIknsEEcqM0vK50PIh7SaJZJuzqz+boJyY1rNEvmSj3/QM9kCS1uqMt3QyJhArNFt2/CdMZJLcYA25CptgsslWNKo3YL7E27mJZDck6CXNQ8cOMQbn/wt/uw//l8MvTvkDT/1cdwoITyQ4+nl/ehjCfruBDmtUIddZFtEzoY9pcWLcScNGJpaYT0/QOwWoQerpyfQy89+G+t53zLQWtNqtbhq7mNsXPMjMOzi5AO09exWFhbKqYicxBYyNVKwFClI+1w5ooxvYEiF2rIDlN3MxTYaFC4R/XajH7LyvbwEJDjWwEfTsT3eJv1s6ApdCqwzSJciHYqZVWvHwqMgtOkjIE+Ei8ahQJc2ffTIE+DRoc+YtOgibfpIpViTssBB9RQtStz/gZtoPVShd9hjYvgStfwGV6lzVGnSomw2H8Y5q3dyNp5h+eHtxO9XtJYGKV3bouWVGJ1YZPfwSXaqi4zJCiNSZ0pdYkKWGGWNbcoUCgV6lPBxJQKBXl+e+vqoie/sYH31hTSV2UBx0LxmlJ1XnaMkPg6J1WOUOHbLEVbf/QlardY3vuHfAkNrTe+x/4O15igrtW0wEFPAZ1IWGVIbtsw0XA+PkH5pURQjtdIo6rpGkzIxLn3iW2vuNQOM2jls2k6m6FxlmCJdchLR1P2c1TuJJMdh9TjjssKiHiW1681JTEG6JJb1ssaQMX9Bsc4Am/QjaItmtSm6PcpOm5J0mFXnmVVz5AmyIKSqtDLuTIJzhYeAoqn77bnanCsce92P9e0jfMxDn9NIWYw/wCmNeOD+uMuBX3qKlx65l8PDX+GJ3DXgOwzuqLNBlUU9Sn1niacHZlhjiAYVNEKXAhrjTzAmq+yUC9TUhi06jdnRgh5jQY/ja5Md0kfXPMuSEOkcPTwjJxaNa9sUCk1JfNN6tDwjab6Jxx9//DkNlflmjk6nw76FT7P2orciRcyG3wN9zkDl0i9IxZ6OJwSpCjoEfAjzHkOTq6haROT2gQ96Fag7BPUinXo/m6sDNBYGWV8dpt4cZa1dox4N0PLKrARDRI5Ln3SoSQOv0kMXIIwddOyiwxwxEIUmnCjnxeScnlkne30oN7bx2Dl7T7Dmb6ZxG6EIydFuFen5BRItKKXp9XI2M0WhE0XSLYA25EAdueieR7xZhDCVRQr6vEZvJujOOvSKqO2CuloZldmooG5Q6BWNjAvuTEh0xkM/lKBe5KBe7uDtb6PdPPqYzqyeT713F2c/uI3XfuILDOlNyldtcFmP8aSzD3rKkDcXNVwAeoq4WCBSgqDxvBCxUu0KLYZKddiW0On1o09qcxDT7/qmzJFvWQ4BmAU4jmOC4Z9B+kF7xp4y39+hWOwZ4ogSCtI1y5ZdVNNN3ixgmi55sD36tFAAjUdEgmQWljEuObuotyjT0BUSHAoEDNqEw45lLXdsOIwWw47tWqQiQSFiKj5DmskR4tKlkBH3DOqQt5kCJQQsW90sujkiRqTOUfUoOSK+llzD/b/7YpJ7E9QtCndnj3Fnhe1ymYIE+BRY0UMs6jHO6yk2ggEKbg9nJKT7aB/qVUJ+oMNV6hwzcp5htW4r8px17KrQtGSutLjp2GIlxKON8T+oHG2wHE2iH0tMH9K00bfsHWOgIAy/co1tsohCs6xHuKC3cVLvpvfb76PT6TzX0+ibNoIgQC7+Frkv/WeOPnk/K9/3GkZklXFZJsRlUY+yrEe5rMdo2lCpMVlhh1xim1qijw6OaGKtaOgKHYr002JI1emnRUl8+qWNoMlJTIKwU5mY36o0CSiwXS4zIE1WdY2qbJKTCBOg5VKWNhpFiMvTerfxqGDN8GesBbAnxhrVPC8J22WBcVmyp2c3Y36Dyaxw0LhEIOYUl+AgojPDqhwRVdkkIkclv8mZ3bPEf4pZXF+m0PcmyJgw+IvrvNz7IrMyhxLNmfJO9s8c51r1FAEeX9XX8pGH30Q4IbzC+QJjsmKQEz2AQjMoDYrSpSA9g7DpIuf0FE/pPXw4fj0n9CwF6bGgx4002BLXUk6RkQ2n72DLMTQlJOeICA8u8ol3rz4nRjDPxtBas7m5yWs5zYnrX41xjzZaetGmIGAIpE/Ak8ybQK8DocJ381RqmxQGO3T7cuA6pvAPMPyDNlvPvQYCRRLm6YY5ehv9NP0SugwVadEnXTw3RPcJiUqIAxcdOejIIe704RQCksShuV6h2y6CI8TKJQpdQxTEIYpzaFfo9gr0ggJd36PXLmYcgqDnkcQOohKiIEccK7TSEDumKPCNL4P2zXtV1wlqjyJ5KCFZWQciRJdwbnVwvs9BPDFoygFlyJk+uDtCEuWhz2rUEYV7jU+02GcKgQCSR7RxuF2BJ+/ay+4PP82BD59nbLROayTPuf4pVtS4KcJGBRJTkLAEetMlbPfRDqu4lR6xcgjxyNNjUDZwB0I26wOMfeEwzWbzG9/0/8HxLcshSEez2aT/j2epfarGfPd+ZEpI3lSh+xKhMNQgyTts5CsUpGckgbpNLI7d0PsJydHS5Swow7GM5bwElGhnX+cIjdyOAeOTzgAtXTY+BxIwwhqeBAzqDRDb/8fAkXU8EhQnbHCGSTbsUKZFjjCzDs4R0ofQoZBZH/csLOxIn3E/lJhxTJDSb6//OO1fKZPcl6AvR7g/61K8scku93xme9vSJeb1dlq6TBDk8NsFaoPr+MH/y96bx8d11vf+7+c5ZzbNSCONpLEWS45sOV6wiUNMHHBCQkKSAiVc1tKWli65QLm03G63ve3tym3pvgKXC3Tvj70shpCNbIBDTJzEiYNXWbIlaxtpRprRHM1y5jzf+8dzZuTwoy1bVvR9vfyyJc+Mx2eOnuf7fL+f7/uTIBGtwC8XyMSWSIeuewEOE9JPUazeYf58P+RcyDaIJKv4XtziYOMN4h0e0XidaNSCmEbVBFt/4RQnHxkl+GJg+5JqrW0AIEcNZ2WYSzlKhBoawzwbKCx0sv+yyzh48OCztkogIjQaDRqNBg8++CCvfud7KL3vh5mWfhZNT8tZ0opKKyRUrTV6OKjmeLFzmKJ0MC6bWJJOJmUj41xEVhZJKXuvpNUKfSpHLeRFVImxgMX0DqnzACyH+OASHdRCgZyDsUZJhPwJcRgrbCbVfSFwKGg9tj3UAPSpeXwijMkIZUnSS55B5YckOD88ANmxr5iycK0UHr6yP1dWENZJEo+rnEP0bcrxod1vgYJYmiKg92l6Y4ut5POY2UZ+rpvLBx5iWJ0no5YomySL27u5ffzlHBnZxZX6EFfrg6SIWA2E9FhdUGioVSbFncHVPPj4izD3GfRNhpHhyVbrqzl6CFCRBBUSNEKrZQu3sT3bKH44JGyIh1qQZ3NUKhUefPBB5IXSahOoDVgwTyNkEDSZQOlQfOiI1QVVoyzm+klvXyTbn8PPRikXk/ilJOKt+SGopIJ0jViygusa6tUovhdD8lFyjQHahmqWwIpPWhVJdXgsugYv3w4oxFN4+XZ03Mc0HCQXpZxbsznGVfjZVRzHWibb14+D+8RWjmk4aDeg5iWIxPzW16aGfb+AaoS+Hx0BXQN5gn5NfrgTddy2zPROhd6rUZu1BTR9LEAeN+h9AZJ38AspogNlavvaULsUQb4NGTOo7Qp9o4M6EFj6YMoaG/3sb76Xfe95MZveXeSNb7udpe5O/u9oknOxi6DmorYCeYWEI53yuEVLLwUboAqRgTI6EzBIiR61yMqepDWuepINuJ41CUEQBCwvL7O6ukrU3Uxl9tPIzKU44w6Vq9P4uypEshaN6YhVWTsYitLOknSRp5OqxO08Mgn80FAiaGjSzorVAIj1P/CJsCJJyiQtpjhsM8xJlgJdtOMxwCwbVI4G/ZQliQvkgh7SzgoBLsdu3QVA5oYcL4o8iEODCgl8IqSUR1kgFfYvbZ83IBbSu2qKloHHtPRT8xLoazXBgQB9pcZ5laG3wwoHp6Wv1SeenhqEvIseqOC4gaW3NTQ7B09SicWZlgEcFTAmm1tOhwuFHvx8yqpnq4JKugQxBxpO6KYXUK9FqdeipNK23VCkg53qJKev20Zwh7ELhBPeqA6W3z0lzIxdRGVbwiZAqkJaSkRjPl/5y3+k/1VXPmsTggtjZWWFe+65h1f9WooTf3wTeekkFs7DAxTI4JsIc6qXPnL06xyjaiLkEowzTT+rJJgyg4yziZSUbeldCHv6C6SURzdL1jZZIkS0jy8RpqWfVeKsShyfKN2q0HKMaxIvo6qOfzrJEXcXz08fpyt0qqwSo4HTGv9qihlPmlHGJ7Zz8cg3SGkPRxm0BKE81/rCwRr50MGQUmWWpYNVSVgegiq1YEDmlIEiqIsVzk80cLFmZb1qkSh1pBplgdBqWbJ4JHlj+2e5O3kV4+/Zwif7X8e2nx3jeudeHAJuCa7nWLCNOtYMasxsZvHhfgD63zHN9c699Ko8J80oJ80oI2qyhSwOlMaROCYcb0yErZWKJBAgqiIkqJFVeXJ/+jDRN/c/a8cPRYSzZ8+y+QNXcPnll/OZ1/0t0qHspuViDd2ccNw0FqJ/AxflWawuOSjWeihlFF0j8wx3n0e6BV/WNuwAh7iq4IfgNMcJ7IZdc5CcQ3Ggg6hr6a6+WJpKvM26HtaKVh8jEy5BxoVC+KJN10DHTroE+QTsqNhkoBaBmgs1l0imjF+LYBrhWuUG0HAI3AC82BqoPrSyl7JtkcSyds0pFTqgiG0ReJZKC1j77pG6dUYsgo77yLCLeILONqyLYwqkLNbeuAFyeE3kJ1XQOxTmEcPzH3qA5X3bcD6ruemtt3HYXMJiJkM5l0El6+iMFUW6MR/TCKcmqlHMQaG+K4XZnw/JjAHFz3TjrKw8SXfLWjxrEoJm1Ov1UGU5i5mOI+8dRj+QhLfHWdzaT3VznFqbnQDIsEQMn7iqkBZNoOwIXxDYD9+vRajVrLNWMWlFfY5jrMIVY4V0ysegiVCnlwIGzaS3kWJbB8Ocp40qRdIUgi4KB7Jse+0YP+l+grcd+AtkRijENnDy2lFSyuNsdROrXoLnd38DgC6Wabo2xqlRJYZtLOhwCiLgG7M7effQH/KVgX3csvV6nOscYumSHcmRKGlVYpBZnq+Psbypg7HhzYyqcYvCDWe4U8rjtuBaO20gGRbqPVS8OE4o8El3rZDYumak0xQlgm1hWNGldTxMUSaFh4Oh7VUlVj7ahjkc9tBcWiZR4tmkoH6xnd7oYpmd+iR9nTninVWOpFJPw93z5MTMzAyf/exn2b+wQO7vfo0Uy2hMa9qkRpSq18902wDpoMhptZlhNcWoPkuaIpvVOdK6RJEOKmLbMyuSpEAXkzJkrWKVR4/Kk6ZEnApLdJKnkxi+3dSIM6zOtxTbKChLiscmL8E8JFTTafIdnXSpJRwVUJYUDk29AqGXRYqzuU1IYNtqBks4LNMWanD8UKyaoiIxUqppguW2AFhF2pk1Wf519Y0tZjspcN/uctXAPcxLlikZZFjOM6hnGRoZt4kLftiqswTBy/SjnH3LMFsGJvi6eQF3m6v4CecTTEs/nz/+ajpGFklFy1RWY7zgsq+TUh671TF26lM0CaHT0secZBmRc6FfR416OKFjxbzL6LBK4BMlCJvtaUpce+Nd3OO6z9qEAOwh6syZM7iuixkVVAeWntdxwTiigy2tx+qomIt0N8mG2M1uRijksiyNdJLtzxELOQ71b0oM/CBKEDgQOCHEB5amsgT9mnSsRK7UTVuyRtCwa68UHWRKMHcE6P3aurNutdoGPJCS9R4wBUFm4pj9Bh2vtzZ6v5SEqq1QXBjGS1hjoSZ0KQ7KVRYXXBCqQSe1GARfNMhUA/0KBxk31qERQtSxg96vMXcbgskEKtuAWoRUxyq1gSTJ7hUqSTttYQ5HrOV8jZBuaFDDEZzXaIL3BWz6q4Ocy1/J4K0lXn/jAcZSIzyayyBeFDoquDGfdFcJRzUIxKVej1Da34PMCLlCN5FMnbQqsf9TP8I9lcr3/R755njWJQRgb3Stb0YphVKK1KkUK798HL1bU7oiTfk1XRS2zpNxllpMd1cZEtQo0g4OVJwY3qrdlIJwVMVxDDHsBxCIwzLteF4KxwmIxOzJqI0KtWqUfKMTOgh9AmIsPb6B4DMBh654IWoAzHGLQVafDxib2dYyEFFDiiON3QSlNnpGZ8K+rZ13qLFmExygaVNVfnLwo1ykJvmd+V+Dbjt6WZ1JM5g+zkv0wfD0uExalagR4XlykmWxTHpXBWxTY9ZcRs2yJJ3cb17I12Mv4GxuhCDmM9gx27KH7VX5Vt9YACNOy+a3SVLUYbK0TAdXd97P7X/2chp/2MAcMvYHsbmYJFXLcCRA00aVITXNReqcNTjZs4eTJ09SrT77y7MiwtzcHLfffjvPu/E8h37lVvSuOjQ0sbRHW7JGo6FZPDHAIv2ccXdwf8yne2iBTWqKYTXNRWqSYTVFoFymw1ZOOdSnFOkgL52Myyb6mSeibNXKVpFsT3+FFD1Yi+NxGeaM2czJL+8k+GSAeaSB6nDp3FEio5Y4JtsoSpqlWifFx3u4ZO9DdLPMY7KTxqE4va+a4VJ9lIjyw8kal6okSKkyoChKOw6GqiRwVIAIZNQyc9LLsnRwjo0s/XUGlbUjjfpqza79R1o9/XMyxJxk2abOsE2NAbbikKLMqBonQYX7gv1cMvA41zv3siA9/NPDb6Gwp5NXOnfyX3d+iAXptsjw9hIBjvW3D6c3ovgE2lZIkmHJGkJTM7VChRhR8dHhve4TDYWg4RQHSe7+xHU0ngN0TWMMp06dov2vt+A4Dlu2bOHoz99mRxAbdopABQoasbANALhqjWhYDB83FSVX20gyu0S6rRQOHDr41Q5qNdv2dF0Dsbr1E8hbl8Gi10sp04HMRKklQz+BqoKcYO4KCD4XENwSoPc6OK5Gslj88YxgHrfbvzlqcGZc+FGH5EABr5gEL4bUQHl2kTHeBVuZ+00kxhi2LVIVSy0E5LhBxJ7m2Wo1Bq3KxIxDaneBlf4uqNkqgQmsI2H30AL5s/2Yw5Z+aA4HmElBxW27gJhGjaiQ6iksXNrB/zr5C/zBn/4tN17+AHemX8qjs5chZSEYSCDZCtXVGMmkFW2nYyXad3lMu5uoH0myuK+bSW8jPWNjT8nUy7MyIWiKDJuxvLxMPD5C4miC+Ok4Q/cO0dvbSyqV4sB//z/s3PEYCSr0qAIZtURb2CMsJtuZkw3kS534tSjLxSRuzKcY78BxAla9BKl0uTUS4tci5GptNGoRGrUIeaDRoZl/fAh5QFAxeN3gAT516g1IsU7T7ls80ElCFzDszH9VWDzUT364m039k7ZsKzEq2JNXnBoXqUkCNH/f+HH8z8RRMQMDist3PMDrnANkVZ6vm0uZkE0sSDdHZSdTY5uRw5ZLLpP2fathjd6n2HDJVMvO+IXDh+nF+swvSHeLdWCTA3sSrasICVVFE9j5WFljKbRRxVWL/Jedn+b+f34h81/YaDefUzYp0Ds0mX3WqEahaKCJh17mANve28Mry6/kc5/73HPCBRGgXC5z+PBhBn7pEnp6eohEIriuSzweJxaLcVfpn8LZZoEqzA33ktuzgcOXXk7m2nl2uqcYVLP4ROhRi6xKgmXpwA+rNblSNwsdGeqNKP1ujj5yxFXFAnekQZEOLteP8En/VQy88h04jz2G8X0IAm76ymvp/Mn9nJNBjnz0BfZU4yqoNngovsdWdeYFmWyw4PbjvNIaylhtgl2smpoFhR0Ba6DREoRixVhr461KAlIK50YNScWG0Umy5GlTFdrxqEmUImnKtDGoZkPEt01sBtUcR8wuyitt7O48RoIqc5JlaM8429QYXzMv5CbnNq5UhxgzI3SrpbByEQl5CNZ1dKc6Sa9aJEDTS4EATSUcm4xQx6g1WWGdCAkq6FBLMCGbqL0tjzHP/oQA1tqtzbj4z16K1ppYLEYkEmFwcJADP/N+i692gaSgnABqLtKyRrZ+CPVqlLKbxHHMmq6gCOSw1YY41gJ4RiBn2fwyFIWcEBwOuPT0q9BaU6vVOHHiBKZeR0Rw7ongfNlBKYUxxn4P6Ovr49yx+8FroOIRvGszdGxeoBJL4JOyo4FpASw6m6pYE6EQ09yydm6EfgIudn26VNvR6RjoqxXmoKwhuIuCV0yitypbxSi2odOrRJwa1VoCmbfjm3JaMPeFTrkdCufVDioLeq+2eq8aSB7+6nVv5Vc/8146/9Lhx3/pU3xm3ysofDGLnBAMCbx0hEbg4DoBTtJq27q2zlM4nWXl7i7Sv/o8zs3PPyX3igpWp/5dlYLTNvSUvIknK1KpFF1dXWzYsIGNGzdyx6//PVu2nyClPFKsklZFypIMS7tpSkGH9fsOIxrz6XIK+CFmuIKtKjTFM+aIA67C3BUgE8Kln/4G97/yx/hft/4cf3bV21AD1j5Z9StIQzTrkUp71GsRvGISOR21ycIOyF401ern9rBIt1qmLEnuPH4DFKDxgQbOdQ6jb7FOdgt0M9nYSOHgBpvVh717qrbcBiDHxY57xbAQkNc4SElQ/RY6k3I89qij1LGthzEzEp60lhhmOhQEWR+GJlfcC7UVYGePm9dxSTIclR2cmtgJVUV2+xRX6/vpVkvEQzOTuKoQww/5DQn+5rGfx3/phueMz8F/FJ2dnRSLH0apfkRWUCoCxFFqCL0jhg4ta9UVtgqk0g1iaY9arhMJRVyUbHKpsqCydS7uH6NH2T7jnGQprHaxcrCLvv9xGZOTk09Imrdv386mTZtYXFxkenoa3/cpOt+wmO6tmr5/zrHwsT7MQYO+QaN3aP7btvcRp0KRDts4kgSEVDo/dNgA2zJoGiE5KqAoHTxidjPxT1sgA32vOs82NYaLYYOaxyPJOdnIqJpgRJ1jXjawQc3TBIh92byIYTXNDnWSCRnmoyd/jNdt+xSjapw7g2sYq23m95N/RJda5qQZpU/NM6omLKY7jCa8q1nxqkgidOKsh0mA1UQ0mRFJPNsOUx6/5v8ud/b9jAX8/ABENptlcHCQEzd/CTUSuvslL0jSa/ZziWTKti0ALb2A5BxkwhrzSBELQarC4KF95PN5tNZEInZN9TzvO/KI0FqzZcsWJia/AnHbt3ff6OK+y4V0De0ajBe3xk2ugBcaCIW+DYD9uvlj0FwjY0CRlsNt/M2r1D7fZhOCEbVWOckGyAkHtd0KEbvcAovVHkqFDmLJCt7vpAg+EUDG4o2dGzRkaYHazB2Gxp83kCrEDkcp/fUOgtcbPnjN6/hI8DoeHb/Maica4XuKg85U6M/miFNhIrcJ/0+iBP/Y/30/NAWrU9/y+8/KCsG3G+VymXK5zNTUFMeOHaPtqxdTSiYpa926UbXWOI7D87Zv58iHfoNIW61lr2lHlupUsd7bbQJBm0ujoYE48pAQfLUBecCFq/VBgt9s8FWzD71Do/drVCjkwYNEsoJ2ArxiJ3gxK3jxBHMYco1hdm09wg51srXAH6tugxw42yuYPTHUdsXY3ds5ffhi1GY7vqLCclgkUyYWq5FM2h+4ai2BviHA0YbyShvV+TQbttqbIIrPdK6fpVo3vUOLKAW71TGius6YbKYsScYYoZd8yw65IF3UiVgoTpCgXouQaKsyos6xWx2nT1mTp0s2Pw5YGuSFkB4n7FXnpIeTsgUXg3lcntUY4+8kSqUSSr0RrW2vUilFo/E3iEwgx7Zijg+jd2jUQY0cN5hxQ9VNoNI1hpIvQof37ODgIA/s+xQkI5zctZNTm+HG37+Z+twclelpygsLTHyLkc4TJ048AcebSqUY7N5HtBHlTZe8id/5rQ/yi3/4P/i7HT9N8OEAc1AY+5PNDIQVCzuSV8MLpbBxKsSUHxrOWHfPmkQxIVzmcv0wZ/eMYr5omN86xMYds+TEGhnt1CdZlQRF6aCuoqSU3YirkuCcDDKoZrk4bCXMSxYK0KdyBDgWohX3+dvGzfyQczd9zDMt/RgcBphtaV+i1FstsOb3YA1a1ByIqYRYIpcAVxkMLosv/9vnRCvr241cLkc+n6fzty/mkksuIZvNcuBn3m/XruYOEbMbkvHiEKtjigm7kRUsyldmhO3HXkYul7MttFLpex4tNsZw/vx5RoavolarcX7lC5jjG2j8dQN9dQSuCFHbNYBmm8O2ZqWpkYC11oHDmvthaHIkeagfSUIstCT2BH2ZgZpjp61GUlBzCRoa34lSq0WQYozKwQgyb3Df7tqWxg0aBiA+UKTmJaAWte8rA5E3ujR+s8Hj/zbA8355huT77tUAACAASURBVGuuu5+7g6t4PFkh8BKQseRC8SxuuUaUHrVIurtEfmv2SZ8suDCe0wnBhbG6usrq6uq/aw5x4sQJ4rfdhuu6XHHFFdz38/+fzdoa2NJ/HNRQAx33aRyMI2F2aR4xNiNNwvvOvINbXnQDE0dG0a9g7eomQWUCSrM9Nov2sHacp+2oidqnefu2D3Clc4h7gxfxZbOfaa+flYNd6O0Ndm04xsOn9+Df0YCq4LzRRW1X1rSj4ZLM5mmECM9EOCAWxOxoZSclFnP9pAYKZFimTVXISxemFqFn4wJHCzsZzMzydfMCMiyxTY1RVtb2eE6yzMkGikvt+NUI8eTaIlktJfFOZ6jviBCPV+kjR7daIqtsmdnghhvH2nNi+JToYFF6mJZ+3F/ZRPVZSoP7TqOZ+FyYADnOO3EcB6018XictkIbtdkanudh8FGBwi25TOTWruHCwgK1+w6j9WZUqgO9R3Pnw3dSLpe/o4WjXC63TmunTp3ibR/6LT56/48R/GtA8OmAyO9EGFSzLaqnTwQPa5JkTWY0GoMX0hTTWFpgFStWjFHnhy69jdtiL4eacE6GWFroJJ1d4SIm2arHyUkPbVRJqxwJKnxFduIToQvrUVAlzuHqHrbss4lMnSgj6hwp5fFnD/0y70tu59e2/wn9KkdOeloJB1jxa6+Tpyy2GuGRJBBNQtVISymsEnporBtknSh18fmGXMz58w88pYvwMyGCICCfz3PvvffS09PDrvEfwnVdHtryOfQejdrtUG8keeU/vA3f97lty4ftNFHejs2Zo4a50hzz3+fSdqVS4cyZMwwNDaFUHHO0hjkaJXKxtloEFy6QXoWn87BlcMEYNFX7OOUqxBMkJ5jbDXSDaeiWOySAzDqojLLi82QNvBiRmE85SFHzEkSzZaqPJ9C7FZGba/gfiFmNGJDqWKV6PI25w2COGJxrHNretcLqB9q54t13UnrJTrZ9fI4ffsOdnMxu5WxplEjaYzAzy3Shj0xmCc9LQgqiTp03Hf9l/uX7ekX/4/iBSQj+s/B9v1W6/tKXvkTkvo0t0aJSCsdxSKfT9Pb2MjExQa1WY9euXTzofraVNDT+OGD80i0wBHo3yDx21jcT0JFdojTVa694BjvzC/S8eYH/Hf9DElT4QuNl3GleSv5sv/XgHheS+1c4WRwlOBAg1TrOdXHib1olGrcLdaOhaQQONS9B0HCJxNZsRetBlPHiReBAJG77rEY0c6Us8bTHJj3Fua4hotSZkyyTbGQYO+O+U51kQboZ1eM8MLGfyEiZTMeatzxpmO7op5Tr4vjGbSyqbkaZYFidD3UCfssvIsClJhFSCvrUPIHWxN/wN5x5llrMfr8iCIJWWb9arX5LMt43lwotLOfliCiUp9GHXMq12ne1gTWf87WvfY3Zl/wN1HwLr8kqOt+Sp06E1dCPoxGW3yuSQNMgoWzi2UBTJUFc7AhfA02dKHEqDKhZbtr5Ob7qX8FSrpOu7DJtVJiWfi5VVrSYUh5dyv6/U3gYnFYyMG42Ua9F2Ba31YI0JYqqg48Gr4fuBpcMPcpDZg+/5L6fDSrHLcH1TMpGtqkxMtrOsU3IJk7KKJNmo8UWS0CGZSKqzvPVMUb0JIgd303RxluPf4DadO+3uFo/GGGMIZfLtdDiiUeGSd6aJJ1OIyJ8cX4ez/NQ6nNPWB9FhNyTVO0TEarVathqS6AvVujLwsprc7rJwYq2XUXTekbFwjl/wsfFQYKw/VaAxi0N6/q4W3Bu1DbxyaoL0ghlSbiZsm09ORCJ+dRnU6ghg3tTlb7eHFPpYYs4jgulQofVUt1l0DdqnDc4BA0XtVvj/4bPW3/99/nwa36XH9//Bcb7NvHezM2AXS1TaY9CIYPj2p/5BNXWtX2qYj0h+BZxYXJwYRSLRaamplqnvNOnT9teVbc1xQjuCiwJK6kRT0Nc7E1ZcinRBckaKua0xDpy2rD4Jz2849q/wtlcacE5ADuGs0MxmJzl+J/vQKp1cKOoQYVfSKGzy9SKSbJDs1RrNhmIhUlCl1pmQTKYhkMsViM9UiJNEZeAXNBDrZhk89AYDobN+hyrYqmENYkyTT/1kLYI8CPOZ6hcFg+ZDH7r1FgnSiJdZTrZT70epRKzwrB4M2Fo3sRK4YhNCvLSiU+MUTXBF44d+4E7hX0/onnNRGy75fvRWzx//p9R08bOpAP6Ss3u+HGKoYjQVQG+WMJh0yyryeZoo0aKVUp0XOARovFI4WLIqCUujzzM5IZBi1/Gpw3bm8+qfAhKsmLTfc7DjJth+lSOOcnykFzCaMcEO/XJli/G14IXMvX+Id7wzk+zU53kmGzjX4I38v57fo/Uyzz+ovFz9Ko8I2qKaelnQoY5aUYZkxFGmCTA4SG5hAoJsk6eYaYxOMzLBpbwedm7f4oDPyBVq28nKpUKlUrl/1dZFZGn7OdXRMjlciSTV9PV1UVu78MWt+xJy/QOwtN/zYof7dfYHc7DVhEc61eAaz1XRMYRH9QjXTDTjdyEbfMOACgSSctzAfBWk7ZtUEoiDxjUVkVPb55yLWkTjBDQZNsF4LzWQb9GEx3wqOdS3PCK27nt9uv4yOtfywdf/9u4v+fytg/9M4927+K++RezGsRpc6r4sQjp5AoxfBa97u8bmfDbjfWE4DuIb/4hWFpaQveAc6PGHDZQDm+0GaDDjqJIzBpm4DqoIXfNTKQBxJQ1A/qkgZsSqGFI71gkHq3iB1G0EzDt9UNNcK50kHxz1MVQu9qaHVVrCWq1CLF4nUisTho7BOytpojE6kRivgV6xCCifCpenO4hC7vpYskyGGhnZrafjf3n6VQlViTJffP7cdyAj3S/nqjyyWAd9cok6aVCr1okwxK9kUWciLF/VhcsGkoRiEOMOg1lf5+TbCgCy1Gvf+Kp+tjW4z+JtrYfpjZ0xpZ/a6CGdAgrsvdYVPwWK6AZTbOtiKpbFoI4FOgkToUIdfLS1XJ/7KJAn563yYQk6FIFinSQpoQgVEkQ4NLFEqPa4EskJAdWaVNVOtUKnarEObORu2auQV+vGVUTtlolcEvlBr52/Se4rPoY10a+AmBBRybLmNnMmIy0EgqHBscndjM0MkGXspCmOhbydLe5iqO3XPMUXvn1+Haj6WmzurqKe1rsxg9rbd1mpaBmoakihMkBhBpomwwAxEIOQ9NKWSqYeQ/zIdAHkqjdGucGjfeKJD39eer1iBWSF1LgCvoKDR0NDA6liV7UZmugFIv5VA+n0dcJ7v4qqQ6P4ukeKAlfmrzWTiUcMfzqv/0yf37PX9L3jx4/95Z/4P74XipenHTHCttSY0TwmZBhUlfdwL+Njz+FV3k9IfiuQ2vN3r17eewqF32FRu/V1lLUC2d5c4IksfP4AZAJ7UZLghqqozLg/kTMbtSZMnu6jwJ2caqQoOIkKAfWQlRfq1FbQ5OYRwzmsEFtjRId8ah4CeqzKaL9ZTJtS3SrZWsf6gQ4jqG6GsdxgpAWZuEa3RRIY+e35yVLLuhBqlHSlEjikacL4yXoHzlHUdoJcEhTYlDNckR2U6CTESwBbicnWzz4CTNMXSL0qgI9ahFD07rUOsyl8OyY4+s/Tj6f//cu7Xo8xeF5Hpsq+5juPmSd31LWztt+XhEKdALQwKGbpVCo1xQa2opAQlVwpB0TLilNWFJBupill22M0a2sNqCJdW4KTmsSsbAkUnbUUTVox2OvfhRNQCbcuMskkXyUl+2+gxRlypLkrAzz+sQB/q7xZl4Tu4XtjPENs42vB5dSIcE0/WTUMiPqXOvfTWaXuF7fS6cqYa2SU0T+oMjyx3/iWetw+AMVF572w7aBNEIMM9gpnQA7VhtOWIlnpx+Ih7TGYYVSvdDSODUQWcLMN2C+HXOvwj3tsvjOLB3ZJdKZEpV4nXo1SpDUdlqsHkFqgt7nk86stCbUYi9Zxa9FWL61Gxk3UILgc4KZtAnJBz94M7//gT+l7R80L5t4kG0bx3j09F78Dts6G5PNRC67ifGJiafqirZiPSH4LiMWixG7890MiVXu79SnSFChTpTbH3k55qAtqd50z88xMzPDw390gORIAW8yQzxZIdOxzEKsh/rjSWqPJ3lw+4vo2LxANGpPRo4KSDgVIv11TL9DsNfBcQIWTwxgHjfIDPjZGLG0h5NdJZX2wqkInzZgND7BgnQTa6uHfvElVonTxzyDzNKmqkzKYAt1u2XkBG2qSpEOypJiaGS8NRM/K9nWZv5KfQfHZBuTsrGFMO5SS0xLPw/JnrCdYBffBBUqkqBAJ2lKdKllLvnNz/O+O+98uj629fgWISKsrq6i+hQyL5jjhjnZEKr0bUsiwMGIQ1mlWvd5s0VQkQSREGBVJklzwn9a+nn4+OWYQ4YzI9tRW+u8eOAQg2qW7nCT71O2V10mGVI7A9qVR6daISVeeB9VOW1GmJF+Lto1xm59nKjyKUiG/foQ2ZDZcL33VT7a9mqOyk7KkuSkjDKqJhhV4xanTJWTMspgcja0CrfArQXJcO+993L27Nmn5fqvx3cYLjYRaIAUQcXCqkDDtg0ILmAQhPmdcq2XJY2wCjagUPE2pFpFpIFSoFSXfVEqSKOKOdyDPu5SSSaIRn2SbR6JtipB4JBxl1iRJKlLzhFV1qcm5/Tg7LdV0uq/tmHuC9C7NWbcTi80R1sa/9Dgtre/lNdyHyzBVcOHePgDezg3MchkdiN99+9lfHLyaWmpricE32WICBf/0idI/OVNvNX9Z/bphzn+5f/L4cOHWbrztRw9ehStNXc2GiwtLdH/huexZcsWNmzYwOfN/8HbbImJwRd9aIC+2qF4dQ9qT90iQsVy4qPKpy4RcLBQoe1nYTssFKyiui1ZI9WRJ6Ls4mxC7HEKD0dZW94YPhFVpy8k24FiWvpZlg4SqkbGsZUFTUBV2hnUMySothgEvWGvt0gHP+V+jAPBD/HBxk/aUiv9rUrD1MwgFw+MWXKcdISucnZjWKCHF/z1OPfd9/Gn70Nbj383lpaWGF54Eee8g8i4sBBaLqdYE35GVb3lTh+E3vRR/NbRrCk6TCkLB6pIHHPC0PiHBsQVesThq3uvRO1VXLLnIXbqU0Tx6VPzpPBCOFecukStkZhaJIodbayQYIsaZ8g5z2Z1zsKYCEipVXyJoJXhjxLv5L25n6V+OMlNNx6gT+XoVYsMqlnalceqxDlpRilIlx0/pM5jn/xFTh85wsmTJ5/ya74e33koZcv9TfAQ1XDEMAxx18yXWtupS0sfQw2rOciA2qww32gAPiKgmvhGGuid3TjvdFFZhT+fYtGLk8yUSLbZUepCo4t6LYLjBMRjVStYJSAdLzI+uRWKgnOdYwXkDxrbprDvEJkSPtx4M6/NfRn9EFw6tYXEp7a2RMXnnvSr+O/HekLwXUa1WuVjH/sYO/7iLbzq5JdRy4rjwHve8x47NvZNituZmRnm5ubQWtPefhcr9x1HDSlbsWqAHDHIgIJ0lKV4F6kOD8exJjdB4JBwKgTitLLRvu5ca2FzlAmtm63oqwmMiVOhLXR/tLPYPkm8C5jxNTIUKKoOulgipuq0USUeujJ6JGmEp7ayJKnTyf/0f8uy3kyUQXeMCnFOyijT0g+5GImBakiLq7ROkA4BXy3v48RH/jfHjx9/aj+o9fi2wvd9JicnEWPnyqeOb+by5z1MReLhfIH9pSC8F6xJlyNByBCwo3sRVW997lF8VIdCZgQpCnIcgi8GqIzioR17eGTvC/jYTZoXbP06r3TuZJTx0PgrSUG6SLMCyiemfC7XD9n3Gdo3L0iGKgnmTJYKCR4we3ksvxP/eIrgkwGfH3k1797+OwQ4HJWd1CVKXSKM1TYzHDuPQ8Cngpu4/T3v4cyZMz8QcKznQoiEvIDiBWZqDVowoKaZ0RO0WoSAIta+Jq7Qex3MsQs9VRpAHJVqw32ta2mEBYvfbpq8JdqqRJx62A6NUDzYQzEOvPg8iws9lGLtdqLsp7qQCW1dDNMKvKZXtDVa+uoHrkSuEtT9ilK8xMpTYFz07cR6QvA9RKVSofTCm/nhTXsA8Lzf/Q/nwY0xGGNaylG91aI0FbbHFTxgcFxNnST1PXWiMUItgDVgqRNFS2DbCdistAX+CYe+Ahz8FiAYAvzQ8tmiW5vudFvVODWxnPpe8qTVCkvSiSagQBcV4pTFqnHOnN4OAfRsm+VLR24gMlxmMDNLn7L2zF81VzB56wjkBWdP0yDJJx66yUXF5+p3/Tq3TX1rOtZ6PDPC931Sqa1Ulk9jvmyY25klQZUA3eq/A09I9myi6bXofy7WHKtCgoSqoIaV7eU2xI7Sgv1zMbA94Jrw0A0vpLw3yU84n2C3Ok5GLdtEGE1euohRJ6OsEVhBEuSkm0nZCMDtwbWcfPx54MK1O77Eyf1bmXp0iOAfA46+53nc5NzKh/y3MH1kEzdeeiuXxY9w90ev48hdu9n40D7Gn2LR1np8byEimPk6Mu6iNqtW6wBooeKJswYlajIKLgQVhV/rEQW0YXGBza0wgfMKB/rXXAzVQEudwOJsN8m0R7qtRN2NoIYVMinkZrNQjBFkA4j7Fmo0kIJuhQOYIwE0raOB4EDALT//Yl70sgd58J0PPmMmrtYTgu8hmsYhp06d+o6eJyJs2XIVGcnw0OnPIY3QKetYA4oOTtIh2OWQaLPCPwH8IEq9FiEa8wlc2+sPLji7gV2cm8puu4ibcBG3pyrbAtCWLqd8OtVK6/l1oqxKvCUEnJMsAS4JKpADNdygVy2S2lOmQrxlMWtd5CrIuO3NFegig13Qe//SY3l5mVjudj57663fEbZ0PZ6esIS+FRofSvPVPVdx7RV3te6zAIe6RC5wObTfbZIAm34EF1ojk6yhBjQyb3uoKm4Jm86rHeK/UGF39zF6VZ5j5mLuCK6mTpRteoyo8lu6BesCmWiJC5sRpU5arTC0a5xhNc02PcY3gm2tOfOP/dXrKbyrk//mfpjbLr2WHX/8DU6dOkVw4M3U63XWU4Fna6wgUwkrtG5OFzQ3++aO1rjgz9+KWAiwQaGHFWaSCx6gUGkFpfDLbKhTaMQIssbyXGpRSEIiWoXhBSqZBPXHk8iEgVdBPFql5HURyZTRboPVYjsq9ImQeZCGNW56V/0P7FTYobetJwQ/yGGM4fTp0wBEIkM0Gh9FqV5EZjH3x5HCi6gMdFDYB5n0ku2pOnVSybWFuC4RHGUzWCvw8lsbfrO/6xDQEGtC06ZqNNAkqBJTPjrEMTfQ4eSOpkIcn2gIh8nTHqrMzX6HFOU1c5pQYb5IP4E4pNUK2XfMs3BbHxNf3srZ7FZe/qf/lU+ePMnjjz/+tFzj9fjuwqrsH4PxK5HDwsK+HmLU6QgV+YRTMIFoUMrecyGuGGglBE0b7YH+WaauGULGDVJUkAR9jcPFv3eaXvItYuB+5xD95Ky7o3TQRIc3v64TJUCTUUtsViXSssKidPMSfZButUxROrjVXMvc5zdiHgggBuYWwx3J67n2bV/hR5zP8r47jnP48OGn8/Kux/cYFtSzQnBXj0W3j6i11kCaNbKsc8GTnG96kQBAUElQF2uYDFnGzQmZEwaddtD7FWpzgIwryChMMUE0W6TqxZmZ2ET2ovMEDYdovI4/nEQmLAZ5cbdlzQRxh9rdVlxoTZjC95i3vgzzb80yV+yle3FxPSFYDxu2d/l6tHZCpauibSZJ9jeyTO6+n+pvpBnaOn5BFzdoLY4XlnHrREi1EgLnCX8XVXVWiYfGLrXw7w1t1FglRo0ILoZutcy09FMjQpZ863UH1SwdNDcEaPrJD6pZ22KQTnbqE4y9vEby6p9mamqKW1ZXf6B48M+VEBG0fiMDA4Pod9zGze6/csi8gHnJhvedQyBWt9IUnTZ/NbkFYO+RhKqyU59i5qc2EtyurMvcxRr3XZphdb51n0aU7cmOyQgbsALDOcmyTY+RwmNMNpOjm6J0MKynLIKbKn0qx6ieYFk6eMzssGYxDcF9u7tmMjMP72vczH9xbkHk2NN2Xdfj+xllzLEywYEUzk+71s+lgdVjNav7zd8b2IRAKSAcPWz5M4AeVgSkwie3o3dq1JBGJS0cTiY0apiWcVwQOFCLIpOwlO6iN7NIXaKQXaK8ows5LDQKcVRaaHhxa3znCSqNdVLMS/jmBPOgQTyhHtSfmsv2bcR6QvAMiQvnn4vFIqurqwRnJlHDm5h602Y6Ni+SiS21Ft9mdSBK/YK5bjtB0MQLOwQE4tgbFpsYNOfHHQKKtLcEiFbtbTUBq8QJcPElwqCaaz0GsFUEibbwyC4BjrKtiYVCD5XFRQqFwlN01dbjyYimzsW/v5+3XHSAnzr4Bf7nj/53HjM7cZTTuueaCUIVq3HxJdIiVVaIg0BGLfGS4a9wzxUvoTHfQO/X7Bp5lCg+vWrWthWwJkNpVcLgUiZJj8ozJxsYUeeIqDq+iXKUHQRGs6B6GFbnKUuKKD7tqsyoPsuPbvkIidGadS3EI61KlLcludNcw/vP30y28HdP52Vdj+9D2JP0LEr1EzwYRw0r9HWORQd7WAhRsyLQ3N1qAN90Am8WBJJAODnjvCiG81rH2kAnCd0bsQ6yk6E4ECBWR3XH8CdSkFkkoaoEMYfMZTmWkhswBw3BfcbyDwqCyihUt8KMG0JunP2/FKz9suN8cwnj6Yv1hOAZGq7rYswAeBB83rA8lKH+igh96VzrpB69YKOOhlMGzSQgqup2ZEsRCr2szDBA25+NMGN2MeFzA+IEDCmLcl0lRlUlbIIgCZbEwmkiqk6NKFVirEqCCglSlFtuhs+U0td6fG9RLpfZ9itX8r4Hf4yf//jHSbPCXMijcJRNQH2xC2lD1QlwcZS9/yrEqUq89bgEVdRWZbnxI6r1mIJ0AfY+Tqhq+NiSFbMqe097JOlXOdAQkTpFOqiJrVrlpJsCnexWx9moZjFaM6hmCXCoSQSfKFmd53p1Hw9U969rWJ4DobVGZAcAIlMEn94EMYW+QttKQe2CBztYEBGy1lawMgG76TuguhUQQbkRnBsdO/llhw1QIU22qUFQSfC9ODi2JSV5oeh1EI35pFzb3kqOFFg53WWFtEWbDBBXtmU28cQRSQCK4Lc9cyZc1hOCZ2jUajWSyYtZ/fvT6IsValhT2dBB/drlsH9ry/nlWoqgockk7QxrgoplF4Sntyh1u4hfILFNqKoVC2INNFAQiM1SNQER6rQBRUmzKN32/RDFoFmRDZQlSTFoZznXhTkcsYYgNZDTQuz77Nu9Hk9PBEHA6dOn+dXs3cRzFbapMcbu307fvilGOWstkZUhEGtm5EuEc6HyP61K9CrbcipLEp8IpBVqQKH3ahKqatHEYRIQxW/dq81Wgx1ejBIVKxzcpM7jS5Rp6aehHOpEQMExs40My6RUmaJ0UJYkfSpHUTqoEG+xByjxA2O1/VyOIAhIJK6kVvsC0IlIicZH2nE911YKwvFDCcINPRCbGITj3cDaqCJARqHia9+XArbaENCiHDZDiqEOILBrpUor6rUoFS9BOlsCrCV89FU5lkY20PiwrYiZuy1dVlodVNs20Hs0ja/MfUtTs6cr1hOCZ2gYY8IRxo/CqRtRMxmCJEwnN9G+q8Cql8DUIjZbrUWpJBOkMyUy7hKOBBZiFCKD17QElmGQotwq1TaTAUcFrd8BEIufrRHFoUGbshyE5qmu380R7a8znx3CGanwkl98K4cOHWKpWPxW/531eBZGEATI6r380r/+Ef1vOk/wLwGzhwep3JxgZ9wiq1dpZ1k6OHNiO+Y+AxlF/aYovfE8LgE+EWpEwQF9jWZg69kWNntBusmo5VbC2myH1YlSkTgF6cTR9n6cNv1MyiBFSbNDnSCKTzdLpFWJVWJEqTOoZm1SQJI5sszKBpakk68fvoLgM2YdS/wciUqlQnf3G1lePoJzTRzzQEBwIABXoa+2/X/V3NkuXI4cLphCEKQpNHBBygaZEVsxiLOWDFw4rVATqLpEusv4xKHk4k+moLthK16FLnozeRy3SiFnX0vGQq3AE+RUdrrBfbvL0PnXcObMM6equp4QPINDRHDdX8WY50O5i+CuAJVVDO2bZqGtm8VHByDtQENhphIszSQoDnSQynq2TBu+ToAFGgGUQ//6ZpsgIVXqRAgkbhOIsN2AqtPLIglVoSZRqsRZpp2U8tjAPC7GKsT3efSpBVKpFIVCYf0U9hwKx3EIgn7q7/CYem8fFAPMA7A00cXXbnhxy3FOZgSZNKg4qCFw3CAcX12b39bDitQrigyqOcDqWaJi21o+UQhHCGNYAWyFOBMyTN1EKdLBMX8bFS/GtvRYC8LVq/KMMkFBMrQrj6iqM6ym+ZrZyzGzjZPeKCsHu5DDBvOlYF3k+hyKTCZDKR1FdduTejB3Hu7aCAVBjdjRVpLYHS4WVgFcnsgoaJoduQrQqB3aVhdyYtkDcRUmBSH5cMqay/l7U0QGytTLSWRMUKMO8/khpCBMV5OYI4KcDpAZwYwbJL+GUW52VPXLHH7olbdx7s86n9Lr9p/FekLwDA8RQal+9MXaetVvULSpClUvbm/cuO15mQeMzWpvjFCgqyUkhFB4KCEwSPlUsJt/VFnEcdPToI0qg2rWopKx/vMbQtZ8kfZQh2AFg0VpJ4VHXFVIqBqRSOSpvjTr8SSH7/to/VI6O7tYPvYN9AaFmRZkooG6PdzsG1j4ynUafaNDZKRM1KmjCWhcMP4a32GPaiVpt5hXsatyVeJE8ImpOmVJkaJMWq3QpxYYY4Rp6ePRmd1QjJEcLrBbH2dET1Kkg14W6VV5JmQTc7KBQBx61SIVSfDw5KWYIw7mjgCZFGT2qbPrXY8nP86cOYPrDlGf+DRaX4L7vCHMcUPjnmW4px2Vsqdw50YHhi544oVTBkmF6rYTALJskOMGfaWG8loiqwgRyaH8RB4XgimDCpMX0wAAIABJREFU7EsiBayzbTl0X+wGc1Qw9wZWMBg+p+mz0HpNF1K/VebV7m38rVr7t54JsZ4QPMNDRBgefgVzNx7GHBUkLzw0fQmptGez2GqoVsWyuXECFordFNxOEm1rJ6KmyDAtJRKqSoEuAmMX0LJYQ5oiURJUKJOiInEyaole8gRoUngMqlkrNiSBDtPsKrYB12g01hfc52AYY/A8j+7u55Off6xVijXTzc/aoDyNyjp07Zmn38mxSiKUt7r4RNAE1KtRKhMJIvsmaRoWZdSS5WeExkjNqBKjIQ4Tsom0KnHF4GEWBrrJsMSgmsUloChxFlQPaUr0qkUEcFTAnGygTNImA/cZzGmBolj+ga+f8uu3Hk9OGGOo1+s4zqvZsmUL0x8+RPCBgPo/lVDKR8ouwbEO9G5taZnfStoUWiirrIJzywRf7LYuiBmF5EBlBLIKlVSQtsRCUzUEdxjMI9j7KtQaNF1uZcau0TTWqgFPDMH5sQg/l/lHbguuZXb2rifvIn0XsZ4QPMPDGEM+nyf4SABJMDUF73PZ8gcTDD7/fu5cvAafFOoGRdfmefxqhOaka2AcHB2QUNUWKKZJeytKx5qwUFWpi2UbFOkIk4Kk9SfAjpDVJMKgnsOTJMvSHgJlVqkT5bz0072uHXjORrVapVar4bpDBP696J5RtIv1J6iGZdVuRZ+TI6W8EImt0WGFwOBgvDgqaTftJli7TtQaIYXJgYuhQpxAHHJ0s3g+y2JxgL7dX+Yy/ShpSrQrL9S1BCxIN44K7HihJOlVecZkhK9V9mIOCuaQgbK1ugWQpfWE9bkWQRBQLBZp/HaD4IEAWECkPXQuXMFMpnH2KGtD/830wrBaoDYoII45V6Lxxx2oHRq9WcEua5+smhb2TQ1CUQgee2JrVCkrFbQmSfaxSq1NXSllX0vvcNj2V6c5ENzIiZu2oPNvfyou07cd6wnBsyDK5TJtZjOVxS/j1DZiPMOjhy7j5I6iFbUkIdJtQfHJpEellnjC85sAmHY8HEzLarZOhADHiryURcTWiZLCI6LqFKSTMklSeCzQjTEuHarIEhmmpZ8+FmhXHgZNY3264DkdIoLv+7ju1WTI0J5o5+z8QSBcaItCmSRKoEgaBDpViYokQodE29OtSoJAWfFgGXDEUP1/7L17lCTXXef5uXHjkVGRlVmZVV1dj+7qLqklS229LMmSjMDysY3NyhjbzPEMHh4HDwwLy7IMeGF5LAyPGRhzsDkDZgzDLHjNYmwYDFjY0MiSDbaQJUuyhGS11G51S9WP6q5HZmVWZkVmRNy4+8eNiMySbWAYW+5uxfecOl2dGZWZVfnLe7/39/v+vr/M0CgXukoSJIqXLz3EIXGCPWKTlp7CFTGbuklddAoSe0bPU6dLiM/JdImq6LN11zT6qELUhLG3tUF9eouIC8cApsRXDuvr68h7F0BrhNBMT0+zuflJIDaW6h3QFTMmGQ+jI0hGX2JWIMQEWq+RbmnE4zX0poXMCK0Osmu7mvSYRhfZsXyksUDrUepfa4qMhHFWzL6fFdj/zub4vS8h+raIoHIFvQtsqFZJCC4C5PPqHecVJOfuR07vR/2hoh9UsW43ApiYKu1+hcbCJlWvX3gUKCQThCOjFgJi7WT3i0LV3dGT9DA1XAR4xLjE9HRAVfTZI1q09JSZZEjIFzoH2fBmOFx5mhk2sD3vH/4lSlwSSJKE9fV1tra28P1DSClxHIftvznKqVsvo3GtyVJ1hvuImmukSDr9SbATsA0Z7TAJgKPNYpgiWdPTzIpNKsKM6z7PLFeJ48yITR5MX8bxdJlFscoesWlmatDnjJ7nbwZfxx5vk3P9WaSt+O6JD6LPZuUzz0xaVH+e4Hk3EIal4PVSRD40LsfBgwfZ3GwCZ0nPm3HD1t5sw86HIY1NSBR1YUyHtswdurcDJyZIA7A8C2yN7oB+PCVdSdG9/LkyMaL40uWBXB4gBBCAfJMkfVQTvfsMWn+S7Xj7ghNhl4TgIkF+QtP6bxFPvglhV00K6gbLuGENBcxK2iuz9Op9/GCA60YgBD0VYMkUi5Rzerao4UY4hFQK17l1PY0rhtlshIi66HJOz9LRNZbFiikp6BoVMWBf/Rwn15ZY86ZN2ndn52v9JyrxAkFrTRRFRFE23lpK+CuFdZtFu74XKhH6mMOppcuoL2wwHLowsNl7xSmqmdJqR/u4wlhpOcRMELLJFCqdzjoMDnCT9RifUrfy7FNXoDc159hH89Y1pFT0ugHhQzXSB1K2rpjGusbCmg75tHerEYkB6T2K9ERKo3Etrdag1Li8SOA4jhkklFSAbdKjdcQ1AuGJERmA0VAkz9T/03ZcbOI6cUifcIrhSXpTk55RwBYwxahVIRdT59kCqygZ6CQjA02BfLlF+mhK8rdH0fpJpPxRkuTCIgNQEoKLCmZB+xGq1Z+j/+TTiMsE+qTpNNCJNgFfgXjgoBKJtCvFz3abNdCY+fZCUadbZBFMzLZNdwIeHWq77l9PZqjafdb1DHNiDTTMsYae1ZzpzPO6H/9JPnPiRLngvkihlCIILic+ctI4vdkO+qyGLnRaMzRuOE/sRfgMqQpT2poQIRWGxrQIsDJtwSoN2noqsyWKOfGnh9D3KdPHPdRsPrQHgsxAxtZYt1ksvfokAM/9fwd54MiN6KOJsYmlzeLiN9Hv6wvuJFbiq4cnnniC6anrWV//GEIkpJ+bxLpdmtbD3HQoyC4eAEPjWCjO7Gc0GSlGxzHp0QkjGhyAIQPjW6bxdzHLnijKA1qDUIYMiCsE1pJFeiJFPf0QWq/h++8gDC9MT4ySEFyECMOQyeBqtleOkj6UYtUt03HQx9THMpobDxycSowfDKjSI8UqRtf2CHCJCfGJtENdGAKwrqepi64RdyFZFKvU7S6Ptw4Tn60yd80aZ/Q8Couzxw+SvCvhIx/5CDtlhuBFjTg29drkfQozSU4U3u+bN+9h+rvXUViE2scXRsw6QYgl+oCmzjYxppS1V6zxeHKYD/3pW0k/rEgfT0fT4myQb5RMvLXLXH2N9f40z/3hQdR/U6jP7aD1GubUFgMDzp49W+pbXmTodDoMh0PMBr4frXfQJyfRS9I4Y+ROhfkIgTpYN1swsFHH8kPUAAjNZj+oZP93xu5zINMYFFmF8fOQBOtlFtbLLJL3J6idTwJtfP8dDAYXbraqJAQXIaIoyupmn0ccvcYE9G2WseEMEhxvJJ6StsJ1I3bwafezeQSVGFdG7GGTUBsTGJ8BVfp0qBXOhj09QVXsUBddwAz4OHnVATbvmiW9R6E+MkR1PwNZt0KJFzf0pkZ/ViEWjGERAYhFQfqQRft108zvXytiCwRDHDxiY5stYIcKfQIePnYL6rcV6khsRGBDY2wk/3ebt/6LP2FOrPGh5M2cePflJL+XkJ45j9bbgI0QDbRuo/UqUr65JAMvUgyHQyYmvoWZmRlOn77fZKyG2swmAPQQRD73wDPiU9EBjoHZ8CUU0zsHQA8yU7cR4Rx5r2htMlDCtky2YcFka5M/SlA7n8b3/w1JkjAYJBd0tqokBBcptNak6cNw2obPXGWCcL9mZv86g75Hr1WDxGYwNOWDKHBxKjFhr4KVpPhyNBHRRhFqw4zrokukHaQwA5FCXcEXA/Y0Nji7VGX97dMkH90iTR9E6xPY9s+SJBcm2y3xwkEphdZPY195NfI7JcmvJugWZhHupOiHbDr7azREm6F2kULRp0o/m4h4Rs9TFx0e/twtxO+IC0JBgiEWSwJhw93hq2j/SoPkNxJ0ch4yHwwh9iPqFtZhi5kTX0+73SYMSzLwYoXWuhhmpfUp9MpB2ASda58z6+J8joGYNqQTthkpDiezi3M3o5wUxIziLm81tLJBRpne4HyK1k+i9TqO810XPBHIURKCixRpmmJZP4HrugxPfRCOvAIkbATzxjULEFckOEE2jrZvAvglzeNIFIOsJNCigUSxlswQDR3Cvo8fhCwFZwA43lomPl9FfVChPhqRHP8sJhW3jWX93xekMKbECw+jI7iTqHPCjIqtYtq9+hrdB/UxxZmFA3ArVAjx9aDoZjmTzvP5u67h2jc+hj5lxsxaSwJ1RJGGTwM26pkB8Z/ZDGgAK0AFefkh7O+0oV4n/WszR0G+3iL50YQwLLNWJaDf71OtvoZw4zjpisZqYiyJFYDx0SiGGyVgSMA25vSf/5sTAJV9VXY9h5gy8Zo+npKmz6H1KaANhEj5o0TRxUNMhdo59WWPd3Ji/5e7q8QFgrztazj8IJZ1HdZ0AHWw/6WN9Z0J1VqP3hNN0ofMxn3ZDz7DsycPQWJasvQT2qhoz2ZWm9lYT7FXoDchfUiZ3lv9KFpvYFlfh5iewOtfXo6TLbELlmXRaDSo1+usdO43Tm6Q9X6b6W7yWyXyNTFCKtKOj35Ck96bou5XiL3mGoYQ/25Mmj6AEA5QzUoCCSJbveWBl+G82+GbXvNXLIpVnviWv+Azn/kMlmURhuFFcRor8cKh2WzSW3zKWBlPM9IRKEzJIID00ZT4d0O0XsuMjcguGC8PaEwpwTHaAS9zMDyxSZo+CWwj5b/NMmYXbuZU7Zz6kreXhOASgOM4JMnvYxI+20AD+6pXYH+rTXoyRZ/Q6I6x07SutpBvl4gFQfLOBPVRhU520LqNSYmZdFlek7Ws67EOW4in96OUolqt4vs+GxsbZX22xJdEpVIhjh/EnKRsYAIy0yFrr8R6lUSfSLGutlD3KJORrWTCrkCQfCBE62MIsZzF5SD7AiH2YFk3UalUqNVqBEGA53mcOnXqghojW+LCgm3baH0MeWMVsWQZgWreghiYLgP1mRT1qVW0DjMiatZBISYxJGC8RaGPsCexrrNIHn4EuLN4rouBjJaE4BKHlBIhRBGMruvieR5JkhRjX4UQWJZFrVZDCEG322U4HJKmaXEfGIKR/8zevXuZmZnh0UcfLcfHlvgnw7ZtY9cKxb9gsgi2bZOmKZVKhcFgUNzvui5JkhBn7m1m2qIqYtq2bSqVCq1W6wX+bUpcCrBtG8dxsCyrWOuA4v9xHGfdCQamjVDvWhvz77XW+L6PEILNzc0LOhvwpVASghIlSpQoUaLElyUE5fivEiVKlChRokRJCEqUKFGiRIkSJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSlASghIlSpQoUaIEJSEoUaJEiRIlSgD21/oFXArwfR8pJZdffjnVahUApRRJkqCUwrIsoiji85//PGmafo1fbYkSJUqUKPHFKAnBPxMzMzNUq1Usy+Lczz6EvkGw57L7mBNrAEhSLBSeiKjTJcLhmT/4Xv7Fp3+YtbU1jhw58jX+DUq8WOC6Lr7vA5CmafGllNr1/xIlSry4IdTOKf3l7pQT+1/I13JBw7IsJiYm8DyPO+64gyO/9F5uX3iAadHmJusx9ohNQiqc0fO09NQX/fxQuwDMWpssf2CO1dVVdnZ2GAwGpGnKH/3RH6G1RilFv98nDEMAqtUqUkrSNEVrvesLQAiB1po4jkmS5IX7g5S44OH7Pi95yUtoNpt85gf+O2JJgAQEoIFh9jWA77rrp9Bak6YpTzzxBE899RRgMl2dTudr90uUKFHiKw61c+pL3l4Sgn8E1WqVgwcPMjMzw/EP/xZN2eab5cdxRMQkfZatFSbpY6HoEbCupzmt5+noSQaYU5lPSFXsMCfW8BlwTs9yTs/S0TUUFnNiLft3nR0q/OoTP8otP/GtCCF46oO/zWJllY6u0RsG9DoBauhAx4aKoLl8DpVIXvl//Az33nsvSZLQ6/WIouhr/Jcr8ULCsiyazSaWZaGUAqD3mqeYfs8WnYdmYCmhsbCJAKqyj88AV8QobdEjYIhDpFzqcptp0SbCxSLhmd5lHHrrdzIcDlFKMRwOSZKEOI6xrJEESSlFFEWsr6+TJAlaa4QQBEGAbdtEUUSapgghGA6HZUaixJeF4zjFoSc/CJX4yqIkBP8DyFOst912G4cPHyb8hctoii0OWSepih5KS3wxwCMiEH2Utolxip8f4tDRNUIq+Ayoij4TDNihQks3eE4v0tWTAGzrKrPWJjdZj9EUW3hEbOopWrpBjIMkZU1Ps66niXCL55AoFq1VXiKOA3BSH+DR9BpaukHw/X/Opz71KU6fPl0uvJcopJRIKZmfn2fPnj24rsuj3/cXUAF6oLsaUROIBQEBVK9o0Qi2mBWb7BXndz3Web2XLT2JTcpecZ5psYVCAqCwaOkGIOgRsDJYpNuqoddcnP19ms0206JNqH1W1hcZvsMhPaY57H4jlmXx1NvvwbpKkN6Xojtg3Sy4/J13cPLkSXq93gv/hytxwWJ2dpbl5WX+/l99DDaBwNz+lid+iOFwyIMPPsj6+jpgCGgcx1/2sWzbxrZHFfE4jguiXKIkBP8kBEHANddcwytf+Ur279+P+p5nOGSdxEZhkSIxASVR+GJAiiTJGjWUtkGAJCn+n5MEC4UUKR09SUfXeFofItQeER6gWRJnuM56EoeYCTEAYIiLJCmu7+gaPR2gMGRkUayyT6xSFX1C7bODR4RLrB0cEeP86eu56667uO+++0picAnBcRwWFha4+uqrmZqa4iPf9F8Qt8VYUuFWIlwvxvXMQtlpTRK3qujHNZOvaxMEfebEGotilRQbnxBJyg4eK3ofTdrMihYRDj0CQl3BFwN8QlxiOtR4Ll2kQ51Oq8Zsc4MlcYamaAOwTUBfm1U8pEJPB+zgs3lqD/qkDQnsffVp5sV5rv+JD/OhD32Izc3Nr9nfssQLBykljUYDy7KI47hYj3IdC8Cb3/xmrv+dRe5Pb+buz77O/GAABAlOMCDuV6Bv8z1/8O/Z2NjggQceIAxDVldXd2URqtUqN954I5/9pj+FuuBfPvgjnDlzhscff5ydnR22t7df6F//gkNJCP4BuK7Lddddxy233EL4zuu5WT7GkjiNS4xLjCRBYSNFgtI2njDpeAtFimSo3eK2giBgo/Turs4YhyEuD6fXs66nSbRkWrS51jrKrNgsiANAioXPgJAKz6X7OKdnCangErFPnGNGbOAJs/CH2qelp9hkiim6NMUWPgN6BHw4uRP9b/+SD3/4w2UZ4SKFZVlYlsX+/fs5ePAgD3zPn0BTICqY0//+Fk4lxpURU2wXxHUHn41+k+37GsgbBtSnu1SlyVZJFDNig1nRAjSrei+Too9Fwnm9l03dIMWiSp9Fa5UqfTrUOJPOs0mDXneC6doWi2KVPWIThSTKMmMRLpF2WFcztFZmoQUEAmyo719nqXIGn5AH/vBWKj95iK2trZKwXsKoVqscPnyYz//GEQgS9IoNHW30KzboNY0+C6IJYlmg+2BdIWDaEAE/GCBthSsjbFIcYkI8BkOfzhdmSN6VcPP5N7O2tka322Xfvn089csfZ+nWE1Tp44iItm6wcmqJ9B7J/t+8jSiKiOOY4XCI1hopJRsbf4zWbSqVtzEYDC7pUkVJCL4EpJRce+21vOlNb+LT73g5V4iTLFqrHLaOUaWPS4QrIgSCBAuJItIuI1WWQJIQ4uMSUxUmBWo27pgUyY6ukCKxskU6RfKUPsSJdD82KS+xjrNPrOJgNvfnEwKAjq6xhSkxVOlTF10UowzEUDuc1AcIdYU5scaU2MYiwSalR8BzepF71Ddw6hU/wxNPPPHC/YFL/E/D933e9ra3IaUkSRI+9Lp3QQBiWkA9odrsMhNsUqVPVfQB0+EiSTivZznTn2f7gQZiQVBf3sCyFWG/gi0V9WCbl4jjWTxJIlxO6zlODfax06/geVGRVdgnVolwWUn3FYSgXusW9ylsdqgw0BU61Ah1hTPr86hjPlRBNBMsL6Y5u8WiOEtTbHFGz/P0o4e58ze+j7/6q78qT26XEKSU1Go15ufnWV5e5qHf+XUWg1WG2TErwSIc+sVGHw59wn6FZrPN+af27yK55lBm1kWPCIcIKRRKS2Jctpik060R3lND/bFCvk0y98bTeMQ0RJs6XWyRkmgLhU2XGpF22KLG+Sf2gQ2LVz0HwNnVedK/cbj8PXfw7LPPXrIx+eUIwYu27bDZbPLGN74R5z230BF9ZvUGCRZ1ulTp4WYbtNISKRRoCPF3aQWsbKsXY4+b115dIhSSCWE6DFRxteIqcZxFuUqKpE4XNeYPlROBIS4hFar0aYo2AYZseNnr2sneOqUlA3wiHPM6BezgYePgEjPExUZxq/UId3zHd/DZz36We+65h62tra/mn7fEVwCu63LgwAE+9B3vAg/0ioa6QCxonHoPPxjgeyEeMU3RNhkjDb4wGYDzei+JkjAA/QVNp16jEoREAxdlK3YqFXp2QBVDJLa1EcVudwLSvg/1HtJO6XkBStjFQix1gi1zgmujslhMtYl9icIhAg26rxFVgU5sUgyNjnBJkGahXwj56Jt+m1eH30W/3+f06dMcP378kj6dXeootABv+hgnOnDyCsGUvcmmblAXXSSmg8r3TAZUaYm0FdV6n0i5zFy1ik9IhINNiiRlgrBo464wZIKQHeEzoMJQu9i1Lc7e5oPtIK4wK7JFWqyXYGJVCkWDNoNsbfWuiTizNo9DzJTo4MzHtN8yxanX/SXqgQlu/bX/hccee6zIJFzqeFESgrm5Od7ylrew8KsNbrCOcDqdo06XKbFthIP0QZjNFsyJK08KaAwxkCh8BqamT2iuz8iATUqESzomzMoFggBV0cfRMTFOkTmQIkVpC6UlO1QQ2fPvCB8PkypLsBiOERIwJYoECzt7HDe7NkesHYbaJcJF/dCQm7iCy37uMn7nd36nJAUXMHzfZ25ujpMv/zTWPSkEYN1hQXMILY/YrpjTlRfjEDEluibLJEy8pllGy/ViwgrQAQYuyotIhw5uJULKUZyEVGjrKfr9gFSZuE2G5nov0ySk2CgtCwIQKxdlW7sIbU4G8jgVdYFoJpDY6OEodm0UPiGOF6ECn0/85O+Dgje8538FYGNjg8FgULTflrgwIYTA9/2ixXV+fp5ms8mHf+an8dQO0UMBBALfC5miy0GxAsAG02zpGpKUKHWJBw6JkqhE0my2TXaWCJ8BE2JAnS6IfJM3WQKfAaGu0CNAYVFrduncXMPxTGnUI6JCiCdihtpBYaG10XlVCGnTBCBVko3+NJPVPlOiQ+w5OF7MgTufJLrznVj3XM9l/+fNnD9/njAML2lx4ouKEFiWxfz8PO1ffZxjb/g7pvQj9HTAVdYzXMUzgFnQpDACwig7+iusLA2rkFhMEKLza1GmfStbFHOhoUSjtLWrMyB//DxjYKGyxVsSZwFbQOcahXzDz0Q4+WmseD67qKt5jDQCDhEgsITCI6JJm2m2THr4FySu+4N84hOf4IEHHrikA/xig+u6HDx4kMOHD3Pk6/4f5IJALAtIoLK/g20rel3PtJ3WDQGUWRxNMCg0LCmuOdHbClE3nQZOvYe0FXFiYsgsrLHRHGijOUiURAB2vUe9uc0sG8xZa7hEbOlJegQM+h4gUIkE28RaPBbnAhOnqZJQB6/eRyU2Sd8zt2WrjiTFtlOYxty2Bnfd9l7EHQJxteDO3/xePv7xj5c+CBcwlpeXWf3uzzK4w+KZK1qcC/pIUqraZJ1aN0jSjl9cr5BMij51vc0QlwG+iSPADwaoRGbl1z4eMRXCoksLzIEsxiFFmrU0E8AOcRkOHQQwEQyKddITo3KDla3OALZI8bXJQtSaXTpnZ+gE7UJ0K0lxRESkXfa8epVz738I9T7FS+57JU8//fQlu2a+KAhBpVJh7969rP3U5wi+bYV0uMlxfRlL+gyT2tRIfTEg0g6uGKWYJCmRdlBIXBEVi+/zkRMDhUTnaQSx+xon0xQoZEYuUuIsmCMcfAbFKd8qSEnWsYBNPEYWLFIsUpSWuBkJqNInRWKTZuUOURCZKn0C0WeCIa6ICHWFxk+HvP3g23nFK17BkSNHOHbsWCk6/BpCSsmVV17Jrbfeyp/89C8x3NOmtrNFrxNA38NZ6FGvdw0x3A+9tQa2VKiMVg5xqGfxM8RFIfGEqcEyP8SpxPiBWVQH3hC02cgnCHGIswi2sKXCbXaZ99aYEZtURR9JQoLFAN9kpLIMglsx8WKTYjNgKFyUttAYsmF7MUlg4XkxMhgQeRGOzD9HqYlPqYzgsKONNmLJQnjgLPd5+Hd/kbf88CRHjhxhbW3tkl2ELzbYts2VV17JwsICt99+Ox/44VOcW5slCPq4xCa9L1K61JgIQnqnfFqtBjShok0bdkO0SbBo6wbRwEFlMeVUYqr0mWaLqujhEOMS4REbr4ys3GS6Y3xaukGChVJWQSzMYS3ZtVbbIgWdFESBLOIdEVH1+mw9Nc2KvUR1qW+EiAxJtU1PB/S6E+hVo9t59gc/zeHfuoOjR49ekkZwlzQhkFKysLDATTfdhHr/d9AQf2KETPYhBn2Pc9U9eGnEslhhmRUTIlrtIgWQhY6WuCIeaQuycgAYQvD8TACAK8zpy6RZDaMdUKGDb1TYepoeAZKUPWKTPWIDn4ERFj6PVETaKYSH47dLoXB1xIQwuoMEiyoRCRYWMAFURQ+T6E3Z0pOs6xlC7cO3H+VlYp2bbvopHnzwQY4cOcIzzzxTEoMXEJZlsbi4yHXXXcfRD/wyT7DFEqeJcJGBwqnEdDZrgNl4G7QhgJ3AZzh0CYK+EQRqlx3hZx0xJvtUydoKK9UBaHA90zETViooJYtT/YAKEkWTNhPBgHpWfvAywgDGW6OnAyJlfkYlkqrs08CUnUZlK02KmecxEYQoL8LJSg7SVnlzLGBKbyqRCC9GYxt9RKDBFniViDmxxuYm/tsnAAAgAElEQVRvfDNv/+UFPve5z/HYY49x7ty5siPha4RGo8H8/Dxzc3Ncfvnl/MEb38n9ewX6Xo24yryvs2wwIzbNYSdrQdU9TXy2ShgM6HhGcNoUbZpiiz7nGdYcosg1OgJpNFPjZGC8BCozXYDCoqcD2jTo9wN2+iYL4QUmXvMsg0WKBhJtCO1OFuueNiQ41mbNzM5e5vNCiC1S1nWNjqoRD1yEBzoAsSQ48St/y43//vU88sgjlxwpuCQJgWVZNBoNDh06xOP/7i+5+2p4JZ8s0qqX2c+xExh22RRbtHSDRbEKmFq+S/QlN3ilraxGq4qTea7OLjIJRLsIRa5DALPwbuka5/Qsm7oBwKTo09JTWVXM5oA4g9TDXc870B4JckQIsteisLLyg8wWf7VLx5BgZaUDGOAXBkdh5qA4SY86Hey3fICb39Kg9x9+iCu//Qgf+9jH/kHTjxJfGTQaDfq3HKP1UzbbL3uQaznKGT1PjFvEmC8HyD2KKHKLTpcKIa4XoZQhqqmwiHAY4FGBIjZ9McDVEbZUDIcuaI0tUjwvIklGnS/5SWmWTXwRkiA5r2eLrhlDJrPCRHYKqze32SM2qYtROt8lBuFg6YRh5ipTD7pZatcltaUpY2TZgQiHIOgjbUWXKbBTSCwsL6YyYerGPgMe/InbOa6/g86989zx69/KI488UpYRXkBIKdmzZw+vec1r+LPveQ/PanhgYYgfdBn0Kwg8AEJdYUf4hWmbr0PCiQq9vQLdgbBfIfQqtGhQZ5tJ+hwUKzhWTMerkWJRE8Yp0ykOXoZmjpdkNZAg6ekJhrj01hpgK6rNLvVgmwohc2K96LqJtaEWO7pCSMUQCiER2clqMPQRTUFzoWWyEdn6HWkHlVhYdoqqA9KIZN1bd3jy/Xdx/bffydNPP120MF4KosNLihAIIZifn+fmm2/muuuu4/Efv5aOPonKUukKi73iPDNsgqDYiHfwis183HzI/GsVt4/S/arICkR6JBYECv0BUGQFelRRWKzrGVb0Ij0dUBV96nQ5p/dmFsbm2jrbTIstLBRKu9nj5a2IGbkYi7tWRizmxXnsrL9cZTqGnFlv0mAlXaSlp5AiJdQV6mKbRqYpiPGY1H1eZj1B+trXMj8/z5EjR3j22WcviSC/0GBZFpOTk7z+9a/nE+82bYMVhkyIEFcbIRSQNWhFeCJi020gSfHFgIGu4FZiogGoVJJIWaRSYUQGfQZMizZx4LJTMSZDYNKyVmKU2zXRZYIBFSyUsJGZD4FRcpvri9gUXXpeQNWDGbHBHrG56/QG5nMzwYABPlWvX4i6fD0AmQlqc88ObbG2Oovue4gsi2BlpY06HXwRFo/ZFG2ar2nTe83P880/8Nt89KMfLUWxX2UIIahWq9xxxx184j+8n4/W+7AJIhgyM79JXXSx64rthYBza3tprTdwZ2NCXaEq+kzSpyeqVOY7DGQdKVUR03kWq0qfZfEcSthEmRDVJyxS+wqraOOWqKxLxSHSLj1MOp+hoDLdZ2+wlpHU7tgabJNgsU1AjyohHtDH1rK4Zjh0sK4IacjW2DqvaIothp45GHZqAdQNgZB2wuHppzh19x+QfmyWb/qj7+bkyZOcP3+e9fX1i3rNvKQIwdzcHJ0//DyzN36AFqYWdZinqYp+cWoyxMAEmrk9ZoLhrnpTYduq860/byXMg1lmaVpT0/IZ4BJnobS7zilFiqsjOtRo6Sl6OqBCSKItVjCGQxaKRJvTX4tG9rrIyg0WDjFWJokBivZFh7gI/ny64q7nzl5RT0/Q0lOE+FQZudVNie3sg6dZ102Op8usf3fA0/pf81qleOSRRzh69Cg7OztfnTfsRQjf99m3bx8rV/4dH/k3NnV7w9QpmWBatJgW7SLuXCKqYieracYZYeyaMpNUuBWQ1oh8wsgp0ybFJ+SgWKHBFqHt4xOSYrEmZwhlhUVxznhlZIZXksSUKlDMig0q2cI8oALAnDhPXXQBoz/wMu1B/nwJCWAXqdo63UyZkBILh7wDIX9tc2Kd9myTTmuyUIbbMqU+0WUy+8zmZNjNPs++CHn2vW9n+Au/TvW3DpT2x18l2LbNS1/6Uo593708+m3rzMhVwp0K1eXzSDla5ypZi7TrRQxapr8/Eg4+IXXRZU3PFPoAPxgYkapYK8hmrnuyifCyUqfJR5lY7OmAmN3aLhsFIjLZVw1WM2S6tsWcWKcuOthZRgogzUoFoa4Q4hVahtzbIMyyG/Oza5leRhXrqYl1DR4Mpx12qEECnhdjk7Jon6N9c4OP8z7EkiD9nOb633s1X/jCF+j3+y/gu/WVw0VPCGzbptlscvjwYQ4fPszxl/1tcZ9PiC9CYzKU1f9nxQYOER3qhNpDYdMQrRGjzOv9QpnefoxNsbndItRmccwXKtOVMEYmct8CRl4EVdEHDYesE9R1l009ZTZiDfsz46MdPCQpEXnpYYcIhxSLGJMiM3awVSSqCF6FZVJbQjJJHydT1RoRowXa9H23dIMwq58tW88xKzZJMnkiQI/A2CMT0GCLlXe9kYC38ubvfx933XXXJWvQ8UKhUqkwNzfHDTfcwF//b79nttFE092cpDa9Tccz1tQzokWFAR1q2eac0BRb7BGbxUK1oaeRUqGUzNL5poUvJ6ZAthEbxfaEGOBksZgi2SvWiHBxibKZGS4N0SbveAlEf1d5Kk9JOcRUGBbtsqabYOQ9YHQrps+hLiJSbCySbLl3itdmrk+ZFRtIRzGYrRBmXhqJtpgS2xnRTYvHzz/LAE2xxTU/+3kWj7+Wu++++6JdfC9U+L7PzTffzCP/9Y+ZnT8HgCsi6oExsAp1BYWkidEBhNq0wJIIE5NWWqxBEmXEfsGQqt2nIUxWZ5sAN9Op5J0xOUZiarPm5cedHA4xDjFL4jR+fYBLxLTIOqiwikxZqiUtpujpKgqbcGhKpf1+QFSJkTJl0PewpclUTGA+J0Pt0KdaeCTEOEQDF2GDaAqqXr9wkSWxIBBUljscuP4M5972x3zLD/8s999/PysrKxed3uWiJgSVSoWXv/zlPP7+D7A4czcPp8u0dKM4BRv73iod6lwnnuRycYIJYbSq/azGaQQuW0VdE0z2QGUndkMkoqLuDowJCy3zvd4tMiz8C0TONhW+kFTps4cWHTG5q8yQT0nMveOLjT4jB3lmIcSnR2AMOnSclS1MlqKuuyxZp5nS2wUhyTNXuYudpU3GYF1PG5YuBljZ62iwxR6xgdKSutg2JQ3RpfVfX8HLv+Uc995771fpXbz04bout9xyCw//4p/zuevP0kzP0z4/BX0Phi7RwKFj11iTMzSyhc1GsZWVklIsAvpFKSAQRgndc41wtUqfqSz1n2ePcitheyxzlGeYckvuNCO+Hr0i/p3MqttoaOziM5HHa5zF5PMxzJ4LRvbd+awERTz2vVWkhiUpk/SYFKPnz8sWeWlOYWEJRTUr2w1x8Yio0ufJ//fn+IZ/NeDee+8thbBfIUxMTHDbbbfxwLv/O43ZNQDqwjhSukSs6xmkMB4s89YaAX3O6Pni5/PsQToWI9V6H5WYmGjpqaxU62ZZotHJPHeEzcsF414v+f/NvybOjBB7NAsjxiHBCAXBkI7N7CDkEjPp9Wl6W7v8X7wgKszffDHAIWZDT3N8sEy3VTOdMkMHfdZFXAFiIaIh2rjCGG9hp9DSDPs+sq5YrjzH3/3Wz7D+wTn2/9LLWFlZuahKCBclIRBCsLS0xK233kry397MO6z3sqanWRIOi6wWg4fyBQVMME2KnaJ0UMekPg0ZUEhhFqFQ+wXD9PLNXuxeAPMaU35iUToL4IwAKC2LOld+e54t8EVYkIT8dRl3xD49ERS35Sf2Nd2krZvFIpordxOswo6zKvpsM4FKJZdZKzR0mx5BoS9wibITl/kdz+h59ulzTIrTBfPeZ60yKfrsZMRHkhQp4fk77uCpp576oiEiJf5hWJbF3NwcL33pS/m7X/sAjYXzuCJCSUltehs5u0XYrxANXdxKTEfW6Oga82KNOtvGdVKb98MskubkNCW6RKzRZooKA2bEJkE2ghsoRLH5pm9+PjMbwsLNiKTCLhZcQyzNKd7P4uT5ZCAdW5jHH28ETZKlgGVW0oLRzA9gtzAW06KYX2+I9nDX88rMiCZ/PXk6uIcpvR390Lu57Y3fz/33318KYf8nUa1Wee1rX8snf+03qAUbuDIqup+aYguXiKbYKtqzc9+LIgsAhaGQRhfJd9c18dhLAmMipCSgkTIlsh0OiWeNudvzIEmpin6WMY3p6ElinCLLkJvCqSwDla/bFoqQSpZHyEoHGFF2lR6eiArCCab85Ythlo013RGdtSn0o5K47sICMJtQqfeZrm0Ve8ZQO+i+h15R6GtcevMBi6LLvFgjfavF2hceYeK9SxdVBuuiIwSWZXHllVfyjd/4jXR+6TqWxDEaYosdKsyxVixWcdaLXaWfMc1wV00ScsOhvFSQuwCYc1GCHLtPftHiKMVoqqGbGVigTWotFH4h/HPF7o4B8xgj4cqulChhkSYD2NEeLd0oRiXn95n0r02sTQ/6LC06THJGz1PVfSyheDo9xJpuMsGQqugXeoeerhLh0MlmI+TZDEfEzGRtj/niPcRhoH32/9hzvGXtLbzvfe+7qIL7awkpJQcOHOBVr3oVf/mffpIaW0QDBzeIaLJFy4XeTlBcHw0cejKgZU9RF4Yg1uia8dpZTXVUDjCubXnmZ5J+0U0yHlM5xk9rdlaWMuWI8XYuhYvJHuQ1Xcinbpqfybtdv5xWxTyeuWo0PllSYVCQgpSRMDfPYES4xed0dBrMjbisjLRYqIzkgJnfEeMyTZuHf+zPqb/9CjY2Nv65b9eLHlNTU7z61a/m7ne+h3qtS9XuM8d5MyhNDAphtU+4qwSVuaaYAUQLppRpTvwpTdFmUa9yTsyy4yrsLLOgbEknqdHrBqw3Z1jG+OonxRqbjMVC3t+ids3qUFm5M8/cRjpzwRQUVvND7Y7lG6BOh2mxhRQqi2Ezi0ZhE2qPFo3C+ZC+Mf5i2QxYmggGzHgbzIpNM8pee4ZsDMxCX93fzg5TwrSP2yH8FEx+7ABPPvnkC/IefiVw0RGCqakpTv3pJ4n3/fHYKb/FZNYiFWmH03q+aBt0M/aXlwVgtElH2ghK8imGMCoDmESt2fRT7F2M0hXmwxFqP6tYmcqVLbKap6a4flcpQku2qCHADC7KnRB1tpgKihKES4y0Emydsq6nWdV7UVoanwIUQ2BAlQSLVT3LhDCuW2tZ6eGcnuWQdZKVdJET6RIxLit6kTU9w1XW8ez3d3FFxI6usKMrxulQsMsVcVNPcU7P8uAv3cni3Xdz7Nixr9Zbe8lASsnll1/OqZ/6DH/9RkNSw77p/VcTA9POJ0ypCMAPQlQiiYYO5+xZ9uhNJrLSkTsm3BsXrNboUhfb2TY5aoEtBK9jm77LsLjf/JvHc5Itueb93s5ez3iJIfeUl4zbE6djJ/4os+VWuwj2+Gsdt+02z28Volgwn9FxkrGbqKRjj51m1yZMiy029RQJFjOvXGXp6qu57777Lrqa7YUA13W59dZbOfIf/wuN5hZNu12QzZwMGHFyUIhO66KbrUWmC8uREc5EVJRq88PYS6zjLLJKqCtFnJ7Te4mkQygrxXsKo8xr/r3BKCOZH5hywW1+XZqRktHEWbNOVkXfWLdne4EvBlTyrC4SjyEJko6eNN1eyhyS4oEDAxDLCc2FTWpym7roMJtN9WzpKTb1FNsqQJ/V2S6qSZUFtjZdQgKuto/xqe/9FP5P77toLLgvKkLgui5veMMbmNz3wWJTMz7u29TpZkZACcv6FK1ssQBzkpoVLVwx3LXYuGKI1qbWnm/+uftAHphCgKWTYsPP73OzzRN26wfyTTYvF4S6UjxnLpAxdVQXX5sAN85ucWFGlIsYfTGgyRYdUWNJn+G0nueMnifVOe/VeMQM8KjTQWLT0ZNsME1H17hf3UxIpSARjSzV5RKhNQyFQyVT+xqlu7EAbYo2HjFxllVQWNwkH6Nz002cPHmyTM3+A8hd3L7+67+ej71xDaUkvU5AetZHn9Vs3OCwZ2HT2KMGinN6FqUkYSLpdwJUIulM1ZhjrXjM5y+S4yWnfIEcP13nRGO0eBpCkLdu5WlUjS42d40u0rZ5OeH5yEmEeexRX/g4ci1BnhkACp1Krm8Y3/zzFtlBVufNCXn+Ocl/L3ObeRyblGaWNt7UU0wQ8vAP/jl7jl3N2tpaWdb6H4DjOCwsLPCp7/9DmrNrNO02e9jMypzxrjgzZcipgqSZTIA04r6MOCyK1SIe803bJSISLhEO63qGFlNmuFUlyoa7jTb5PIZz4pF/GZLrcUbPFWQlv7bCEEukY7GSkgpFXXez6bG6eL0ucSaGVVQYGr2AvozW2hTSVkwEA3pPNdGbGndpwIJcZd5aK7pqVvQ+Pt+5EoDBWh0RgLhDMBy61IPtItbzwXLXfe/f03rvvotmYNdFRQguu+wyHnnPD/FqPsUQhwPiTJFezVsCXWL2iA0jkMNCabtI78Nocc1TjnkmIFdEuyIi0aY+X1yb1e8TbTEhhkQ4aEzLTYxrzGGwITu95IulRcIOVexieUvGBFXKOLVlJx8wC6arR8ZGeQfDHKa/dkmf5pye5Tm9SEfXM6OjSfoE+AyYEtuspIucYZ4d7bOhmxy0VrJTVUq9GH6jCvGiJDG2yUJl9V+VzUaIqIo+86wVEx5P/PbbuPHECR5++OFLzqHrK4WFhQWe/flP0//GVVDQ3ZxEP+Wij6boFY0VuJybnaXptFkWz1EXXc6JWc7Zs1h2iluJjOmUsMbEq6OTE+w+fefZAMmorJXfPu6rMdpUZZG+H3m87348lYkJR500pp3Q3L97yVBZQ2zuAGdgFr5xZfjo2lH2wcJ0JnhZRi63YVZjpH049nkZb6+VKJrZQLFzehb/9i5bNzyBfe9CSVj/ibAsi+uuu44nbjyCfdVIlFkV/UwEOoqdjs7apqmabhYRF3HZFFs02e0JoZCmUybzC+joGiEeYWY3rJSk6vazuQFfXIIab+/Ob8tvz9cuGJlwpXiMMmqGSFrC6E8szLCvPCOVIqkwzLQp5nEmgpBESbY7AXoAIhBIW2XlhRQbY5W8rqcZdAIYmi4x5+oeE8GAqtfPhNphlnGLmBAWno74+7d/hsovXhxZgouKECwvL4M4zUm9RC+tEgmXl8knik1dZecPl7jYeM0MgtH/h1mtKcVmB58JQlyREmoLsEl0UjhVgQlsmxRXxJkboWnli4ULmcFGnolIdFYD08brYIBPzk7zhdbJGOrzOxc6mU7AEw5u1kEgdbYoi0ysI4yoZ1GvZhO+JJ9Pr+TJ9CrO6b3UxTYz1iZnlFH9LopzNGkzb63TpM0WNTp6kgmGRt2L8Rcw7TqG9w9xC5V6hbAwkQnoU5V97r37x3jFG/4z999/f0kKnodGo8Htt9/OPbe36bRrxJ2A9FGgoxHXCMQ1JqXUXpvi5PwSrmVOVHW6+MGA1sSUyQqJrWJjfD4RyGdfPP/0Np758gmLiZzPX2zN9RZ5XEKeEZDZ6UmgssxBXl81z518EVGIMZM0J8TIECvftMFkBvJJn3kLWr6dm0yFg5dJv/LXsVsIvHt87fO7FPKs3hCXYd9HXCHYd2wfzz33XFk6+EdQqVRYWlrixhtv5NiPR/hBSDR06Mga6zRZtk5RZ7t4L8x6Y0Soe8RGsRHDaFPOT/VgsqFn9Dwt3ciytRKPGFeY8lDd7rIsVpgTa2Pv+yh+XOJCS5U/tktUdBXsjn21y+Y4N2XLSwUjf43dMTHEpSr6HOIEZ4J5eirAloresnEntKXKsqsmzkLtGYI6sKEF9Rs2qHgh02xl3UGd4nFj7RBSYYcK1rcm7H//AZ5++ukLPktw0RCCyclJDh06hBIrWYueZ1T5GhCaGK9IeY6flBJtkeAV6f785D/UFD7tkE8HpDgdp8Xil6WrtFMoagPRY4BPjEuo/eJkI7PFMskCaHwxHmY95SrLRBgnubAIdCVGC204dtqSmLkG+e9WF9vGcU4b06OXWZ9ngiFn9LzpT0exaK2yo32WrNPMi/NcJk5RE92iLJB3NuR6gS+tGKfQYTjE+GJAnW1eIT/LPR/9v7jyth/n6NGjF3yAv5C4+eab+YtfeBduEhGfrKLPa0MGlgTVm9u4XkyvGxAPHM6t78WdNe1/TdHmsHi6iIW8xDNeCshJQN4Hbk5x+RnKvG/5IpqfpMbjLycQJjNVyUpBY62y2PTyWGQk/DMKbnfXYp1/vhJM3dZ0CpjnsotPw+7OBEMMRmlgc9sXayN2354WZGFAhR182nrKjAdHoLRFhxqDvodecRFXa87f9jAHfuam0mXzH4Hneay87X4++SMrLIpVWv0p/ImBKXHZVZS2TGsd5v2oij5zrOEypC62xwSuX/xe5r4neZeTzA5U+Rp2QJipgnnZZ5xEAlmsU7Rh53i+xiD/PvffyImiXdDOnMTaTGQGSuY2UwYNqWCjWMoyzW3RoBNMshXUMvITMin62cA406o+GPpm11xIcLyYabaYERtMiCEe8cjPRQdGlI3P3vnzPPsNn2ZP6/AF72R4URACIQR33nknS//JZk48xDm9B6UlS9ZpmmKr2MyfP5cdvXuTk5iWQARZ/csw4IH2C2b5/DkEeSshmA1S6ZRIuEXJAcj8DsyJPScT5vlMmmmQiReHGL/ujq4hhbEpBnPS8URcMGWfAT4DOkyawNU+Ueb0lmtscqKwKFapyj4v0cfp6YCn9CEsbUjBYesYc2KteP1N0WaWDXqZGDEXk43XaV36WWYD2lm9cJvAkAk9QUfXuEoc5+GPHmH5NXfw7LPPlqcxoF6vMz09jTrpo65QUAMxqxBZO5a0Fb4MqTe7tIZThH2f9f409aBjlNn0adIGdp+0YBTXeXxUs6xXXojK7xvpX1LGyw155mx8Pkfemjie5i/KWNoy0z/HFtD8scb/BYp0LIxIQZ5dyOPIyrIBSSZAy39GFq8upcdE0eb6/NekkGzpSTrU2NAz7KgK8cDBqcTEA4feWhNrOYRZn8bSedq3/y1XvP41HD9+vIzNLwHbtvF9n6hmYq1Jm8XAHE6ULdnDJr4YFCd0n0FmQtTeRVLz70P8XQR0hwrr2uiYmqKFFIo9bGREYsicWAdMHA2z7pVxEXgeu/lwOHP7aMQ8jEhE/ryGTO8mKHm3TL4HmANe/vNpRrxNrM6yyazYZEdU6OoaVrbu511XGiOG7JydAcDy4sLvpiLCjHhIlDbllS0mKeyXlUX95ztsv+4p9r/jBk6dOnXBkoKLghBIKbn++utxOcu8WOMKccLcTooUyS4ltjk5ZwuKAFsbdrqjvez0lGYWrqO+7vxk5okYjSbWLpYwpkRK58E0WgRj7WKTEjNSRFcwtaNcOChRxkeAGVp6qliAV9JFVvQ+80EU7cL1y5zAu5n+YbMwDZoW7aLdJmednogLMpFvEk3RZlGsFopehRnZnDsZ5kzbTP8yI5q1MEEZ6krWV5xNttMuPSZo6Yb5PTCMN3cy3CbglunP8en/+BC1H7is9JTHlAv+7PLfxEo0Uir8pQ1cNyLcqRD2fbqbNeRsypy9RtXrs+ZOGxW/GO5Kv0L+nsqxhW60uefZg/y+/PYcuQRrXKCVn57GM0/jm/vudK0CkYlhs2yaEcYqxPNGeo+XLcZrtOZ3cLMxtCOxoykP5DVf89rHZ9SP/w7jKvIeE2zoGTaZotOt4XkxTiVmQg7YqcDM8ip1OvQI2CdWmZlpcf+nP8rB217PiRMn/hnv5qUL13V5+ctfzsOv+gjW1YJOq4Y/PWCO89mGHRXrTW44tEds0qS9K+bM984ukrlNgI2irRuc07OZu6ppwb5cnmSSfpbPSojxig0+z8BWRb9oQc1jwH0eSRyP/V0HNXaLW4GiNdLGkNLcN8H8TF52M7GXH5AmsmmzE4SFfsUmNbqt/qTZMqqREUQKQ+bzzINLhCOM22a/HzAcmgmOtlQEQZ+9r1vjmd9/jIV/fQ2bm5sMBoMves1fa1wUhMC2bRzHYSVdRKK41nqSKbFNoq3MPyDdRQJGKtdRGinGLXzUh9oooaWwzFhjjJAvJwMJFraWu1yzvEwwCKP0v0Xe0z1qbenoSWODKYz97Jl0DoA91gYPq+vpUCuENCt6H8f1Mlu6RrvVwK8OWPRWcYloYTbjQ+Ikr5APcVkmQMuZed490NNBlpKLMkcuI7pRWY9uS08Rap8lcZo8XdzTVTrauCVWMR/+3C+/Q40WU6zrJh1dR2Gxo3061Ei1xRCHrq5xRs8hrhAcOHCAbrf7oj+Jzc7Osn6nRWV/h1qty5ToZs4SxtY17VeKvuvD4uliuqapx8a7FrlR6t9ivN11fHMdnajiXXRiPF0/vkgmz1sw8wXXkMFseqYYE3CJUaks71qQeqQ8H8+k5doAQ0K+eEkRjOr/uadCPpbW5AfcXXMRIG9nNMR0oP3ixDddM4O/8s81mBNYJF0OiDM0RJtYu1xbOcp9H3mAuddey/nz5y/YE9kLCdu2ufbaa3n0V/6C2nILlVgM+j7rnWlk3WQsm6JNguSMnueU3kekHVpiykwPxLiXRjiFkDtfa/O10xYhFgkVERJrl0i7xXyB3DEwxsvWLfX/k/fuQXJd933n59xn37493TM9M40ZDDDAQAOCBAnxJdEi9bIlS7ItS7YSS7bWtVo7lit+7Fa860pqk9pKJdl1trJeVzmON/HWumRvnKxkO6Ic2ZKV0JItUbRJig/QIAFChDDEAIMZzKNnuqdv3763771n/zjn3O6BtKraWKQg6lSxAA6Anu6e0+f8ft/f96EaL82P8hiW+1Q1VBP0qOGpqXz5OlJdKhjUS0XTp+X4LTDKKWr0ZLVsuEYj5fHRw4gjk+jHrDFbCjkAACAASURBVDIoDdrUUmhXlttQyXD9lCAclGRxnxQD3fq6oFrLbYZRhdwf4oRx6SZ6971P89zDzyN/JcP73MIt57B5yxcExvZVSkmPkA15iAW5wST7pTLArES6VMekhTlWWSg0xIggg1RzekMwrBGB/r2pINUFL4nxCUod9whVGBCQYRHJUEloGOKJIQ2xj0/KjNhWHyCriyuUhG9W7LAsVmiJHfZknUAOmJU7tOUkW9MzxPik+HSoc/WlExRPFVzuvo5Hjr4L700R//XMH/C99l/SEPuk2n6z0F1jrB3tzNzPICE9ucCanMcu1BghxWVDtliVC8yyrbPHo/IDu1bMsybnSqfDBI9CWqzTIpZq9tyRdXxSDp+8wqV//2ec+cnv54UXXviuJBkKITh06BDHjh3j+u03aDq7NNktDy3b0d16aJNnNu1okl4tZFmsfB0yYAo2ONh9j0uwRlyCkQphfK4PI2b+SNFiIaAki1rkpaY71TwYjxRbW1ubAiCmUhq1mJGSWYGMS6b5BD0sijJHY4B/YJRg4F05domr1zh6/RKvVCCMkxIBKiKmRk8/P4sEv3x/Fu1taqJPVcS4qGyGXT27Pn70ZVY+doG5nznN+vr6f9HP97W05ufnufA/P0Lz9hs0nC59WSFNfNLEo51MsuIvlkXnVXmEdjJJOnDZymZYax6mIbq8UTxTEj0N6mlUWlOircaQAu7kq8RChQrVxyKylT12gk0FBFQZHEAMfNLyjLokT7AVTbMQrrMn68yLG8qKXtbL722WJdXeOSLWmROb5LqoybFZS+ZZ9JU0ckGs42mptkdUkm9zFOlwiEsfRZit6HPfhMI5do7lD7HtnKo9IJO25n7lJCVxtqDFDtv1GTp2juUUzPrbTIs9XIbKPO5om/2fa3Lb6mmee+65W6pYveULglOnTnHl0/+Gr1jPsCxWmBXb+CRKDiKzA/JApzxIjIwwZ6gjhIES9t5hEo8hE7riNYxUn7S0Rs2xSuMjUCzbRCot7Yi3oDakz1Br/FUl2ZETdOQEff17W6rkrFmh8uYtDfEDZfJXjkWPkCvFETrUOX3bRc4u38X1F4+TfyIn/niF3/5bP83TH7ibDzif4V7rBe3GaJUV8YjcaHgPykp2R04pP3K5SY+QF4vX0ZF1XGtIKlw8Um3QoUYCZkTQkyGbcppdptiRkzjkNMQ+zTFG7eLiNc7+8X/k/g/+OF/5yle+65AC3/fZ//0LfPmOLeYclSLZllNsyemDM3s/VTImJy+5KTfDnOOkvbzsuG8mUhmbXzNaOJjBYeb4Ca7e+6Pvo7wtRl2SIX8FIi4PWIUgqYJgixllRpO62HZBnlvY9piawYnJpM2k6JaohoF7q0L9Gdg4QpWuBRY9qsDIOtwoF5TCxdVdV1J+fSg9XJFySGyWJNhYVsoZr7mcEly25QzrskUv1z4MmU1wpsPeP3mB2i8vflcnIwoh2BBPUb+rg2unLLBOKlyKWbtMI2xnU6w6qpTtywrJQM3381yZZu35isOxINYP8AtME2XO3woxFaHGsrkYjQVG4yWViNmnQopLTyexKuMjl5iAddmi266zML3OGXGBc9xBjsN+ad2unrdt56SpSzoIsZ2ca9X5sqBdaR/jnuY5uqsz2CevkEqXFbnIorhGjk0k1Jle3h8iJ5HemL+MpaO8fRqiy6Fwk7VsHscZ8Xsy/Zk0nzsL5XdwlGvUwklchrR0MNk1qZ5br11HrhR89b/9Akf+6d3cuHHjlkEKbumC4Pjx43zkIx9hw/40ACfEFV5nvcyEhrl9MYIZc2ytGc00hOnojsvCRbIlpzlbnGGjaJFjqW7dWmFKz8aqxLr78MqDZojLtpxmXbbIsXX8qpKh+AxJyNkn1KQSi55s6Jl/D5chQzwS4Zaz+Hlrk30ZlijCEbHBupxVdpr6sY6KNVaKRWatHR6wnuHcnaf53D94B/sfn6T4bM7TD9/N2Q/fx4//8B/yQefTeJrZaqB/81709OtYEOu0heqYNmWTl+UxduUULimxJjsCBy6DzWKaDVrlxeaQq5xx7Y43MqdxuEGL5cYKp//s7xC8L+DRRx8lz79e6vZaXJZl8c53vpPuPU8yK3ZUly0KVuURtnZnGHZCcHKwcyqhKtoq3kB7ZByci47PQcfHBDevb0QGVJKukToAlEHW+Py/IgblKKmMDtL8mJ4MSYWCXnuEJQ+mk9UBdbHGvUAl2qEuiMaU8v+IRUBHqr9nIOEa2jUUl1hWKKRKUAwYlIidkYEZtvf4Mgdxhwn2CSlknTlxo5SWVcqRWIUdOUmki/UtpomTgHTgkiYeRWZBbmPdI3jPe97DX/zFX7Czs8N32zIo1u7bLQadGvW64h+ZsdWarZxd09Rly57BI2WQVnCcgkp1QJ39Egp3b4qKN0WvQWrNLN4QSEd2xE7590akZSVJNFyFOA9IE5c4qlB0qliNPms787TDSWynILAP6vjz3MK1U/JMu4BqAu/Q90gTl/RcyKU3n6C+uIVHyoP2U3wmfxdrcl6nNKrnFlNnKF0VpcyI1I2ADi4WBRVizlgXmJ7cY1+GVEVMhaRU1Rj+jPHamBObKv5b7/cbssVaMk8cVZCX1Z48dNdVgg9+kvs+8it85jOfuSUQ1lu2IHAcB3H20zzk/2IZFzwvFPHFLJdkRE6R4GpLYUNcMdr/rqxzrjjNxWKZHIsme1rvvasgKzFi7/v6wFktjnC+uI2L8iSxrLBkXWFJrJJKl4tyuZzh59gsck2pBkSHKbGLCdIwQRk1ca2UXKnktoghKu2rJXZIcJkR29iywBYFPRGyZF1hgXXsIqdXC1n56CIvtk6Tfzxn+M+HfOKlHyP9711+wfmdsQ9dQSoPEtImRZfbrUu05SRfkydYl60SmjUWtmblWLTlpDp2pTqwlV+BcgYz8aCgOBlbcpJ9GXK/9RyzYocTf/IQg+8f8MQTT9xSMNgrtVqtFn/xL36XN/KVsuO2Zc4sO3Sm6mwPXGj7ENrYjQjbyWnphLZxmdbNv7/ZUMgsgxocHB3YB7T6Bi0wBELDSTABQYoDMkGqPzcGmTKZFilemXvh2rpr8SEdeGVBYDu5dqYb6kKmQpp6pLaHZysJrQr4GskVM6PuQY2nDA/G0ViAWZZmjps93ZMKscqxygsMFKTbkQ093qqR5xZxVMHzhwy6IWS2KsYAMvjcL/42P1b7JT7+8Y/fMt3Yq7m2tp7BAYonLAaHKmz4LZCwZK3iFUNNdHbZ71aBKo5TYDtqPm4kgk12y5HkuK27RVYWATCKwjYkbosMiSKe7ssGXepsyWmlREhUpkGtHpEkLsPEoxh4WI2+ykewc5q+Ii33UfbqCR6DtELcC6AGnj8s92YcBcyFm3TsOlFLtfqz/g5rcp5UuiyJVc7L22jLKRUqJyJ25ST7+jOQ5h6Bo0YLgVSR4r5QRXhAzFFxjVhUDsTcG5Mv89yMkVtVE7nXZYsrxRG616eR10HUBDN3XmeSLgtig41/+0vc9651nnzyyVdjK3zTdcsWBEEQ8NPOxzkkNkuIBxQ0OKpQBS4J4INAAzcq/nJDttgnJJYVOtRZKRZJcWmgYoKXxQqTZiSglQmFVO7un8vfyW8Of4at9gx/e/bTnLYuloew6WbMDHdW7HDKunSgS0KqzZvrj4OqINUHqSl2iWQISPp6NpVriL6Pj03GorWmi4YhS+IqPStUhcH7Qq5tLpI/LMl+J+OT7ffzvb/yGPdYL9DHLx3fEhwcLAKNXDRFm54MuSIX6MkQky7XEopDYPgGAQnKpNlSqWZEFFhUSFQ4lLZkLrDpU6HQSMuc2GJObHLSukz9wx/mwoULdDodXstrYmKCt73tbTx75BobHOJKcYRh7lFzIpq0WRDXCQ4P2AqbeJUhFW/AvLjBsnj56y778THPuJxrfI3khd6Br6t/Yx0oHDyGhOJgCFWMmue25RQ9qsQEpNLosQNtnz0K/zLz/TgPcO2UWoMxeNYjl1ZpQdvrhmVHPtXao+eEpenWOAriSHX5uwyxRT4GsxblXFeV8IU2yFKqnV4eEtsBIZHu7Cr6MTVSlVv0tO2z6RLxxy5934FmwtGjRzl27Nh3jI3st2o5joOcsBCHBUTQOTdDb7FGuzlFw+2wZF3BKjIueidJBi5Jp8awkjIzu8Oc2GRJrFLTEdXm8jfcAaAsBgxhdHwvSlRRt63HTz1q7MuQ3WSSJHGphgm1ukZ8fV3Y+im+P8R2CuacGzTZ0+fqlILzJXjekLyift62XZAOXOYaW7RR6JhFzvE7XlKZBvToiDpnizMsWVfIijvopSH4Ol9G1onTCunAY9AN2QXyI0qCPic2acguBSEgOCRuqFGeMK91dIVmusCWY689lhV25SRp6kEioCPhsCwdECsixpY5z/7En9K8dJJ2u/0K74Zvvm7JgiAIAtIfXwF+jXPFaRbFVabHTCzg4EzKJSlVzbGssCKPcba4i46s09ddiK1ZzTY5S2KVReuaehw5epzz8jb+9fCneeJT3wPAQx/4K37YfgSALTmtIU5FrqqJiAZdWmK7JJDFVKjJCE+k9GRYHu5VKA83pCFopeWB5jIsN5YyCkIjCAN9ae+xINZJLY+1O44h7rCQUU72Bzm/9FO/yi8u/xt+wP4CCVAlYUJnNBjb5lT6ZX53jkOMy6LYZVGsle9phZg2U/r7j7aFpSvfqoixKBjo+V5DqOq2Jnq0xDYnrCvYFDR/9iu857H38PDDD98SENgrsWzbZjBziT9+s4N42kKEICOgLdltCdonJ5kLN2nShoZi8C+IdZatlZLvUT7WTUXAODowrp8eX+MM+/HHMcsc1EPNeSmVJUyURlp9AoaJepw8t6lUB2SYuCNto02KbecMc4UWFNjqIM5s2t2p0fNJPIodVQD0KiF5qDtFuyBwYmwKOlmdjl0vkwsX2Cg7/oKR+6BiECg+z/YYD6PXqdJuTDErdvCF4rw02cOhYN1u0W5OEkUhWWZj1yPy3FYhNYDViJltbfP0P7gP7++/n6V7f+K7Ro4YBAFpuoL3v7lU360aoDTxse2cPLfYd0LmxBYL1ga7RZNBpYLjdKlUBxwR6yyJVRqiW/KyChxtq6b2mNLnt9iSMxg+U0XE5Xm9KadZk/NsyBa+bqAgpNcNCcIBeab2SsVXDYntq0vWFhk1Iibol/LGEf/FopfXaFZ3FVqQmHRY9etWt0kQJuAMlEJBDKnJiBifS8US02KP3FeF8KacZnd3Su2V3IaOAxncsFtqzNdQzWKNqDT0qjLA0WgAjJwQDTERKBvHNTlPHz1uCzPEIfX4cRKQ+90SmXbel/DuJ9/Nww8//G1FsG7JguDIkSMs/NqTbMhDxEXArpjkQfupkhk9fvjd/P89Qs4Wd3GpWGJVLhATKCcquvQIaYmdMrzHIqcQNjtyki9mD/E/Pf1PyH4txzohufufnuM99p+VHtyG2d2gO+YZoMgiPRkyISIKOTJbMatKrFkN3gF42MyBLQY0RIeeDPF1dZlKF1tkB1CFOaGgU/vkgGLaQ0wLaEuGH834zX/883zP9z/DoljTKIhK2+pJn1wq6K7JHnPWFu1CQWX3Ws+zaF3FY8imnCYiZK2YKyWVEaGSVUoXS+ccpDKgwwQ2eYm0zIkt5sVmqXhoiW3e9TsLSPkBPvWpT73migIhlNRy49ddiECuFMg20ATREhAq2HKDFs2qR0N0aQj1Xo17CIzvW0MelPp0ODijHc8hsA4w80fkWUXYy/WF3peBkusREMuAPn6pipFQFgO2o9U4uU2R22BDoYlairCl4PuYAIecFJs0VZfsIBqb++c25CAHMOyEpWlQrR6Ra9Rt92oLuSMQDshNyfXWcRr3/mdqIirVBOa1K7JkxrpsKbvwTMXrmvfKyBttMgIRUxM9EunRqdXpyHp5gXQShdo1/K4afYmI01zksw8/RePtS69pFEsIQavVYsf+a7xfdmj92AZL4ko5ZjII57y1hUVGjR5HxVV6fgieIjsvW5epaM+W4htcFTkOG3KWr8kTbGUz5JmF6w+pyriU067JeTa70ySdkKnDbWqOQh2LzCYdeHiVlEPVG7S0JbFSEXjYEgrh6CZOIZgJbokCp4lLz6+RJi7R5hRWOKDTBccpqNX7zIpttuQMNRHpM7yivRQKavToUVOI2dYURSdQn+VEQiShLhCJhze9f+AzWhVxWbAaCSOos3youQamacylzRBXueqmitcCgKZtpQMXfEVkbNBlqXWFJ3/rH7HwxBOsrKy8onvjm61bsiDwfZ8cm4vFMqetiyRiJAkc4lHoDQIjU4pSoiW9MinQlgULYp0lcaW8gBetq9pTINeWKBa/n/0o/+r//nmy3x4ipgXV/6HH++3PMSEieoR4pEp3qyGkmobSjVIgx8bLUwxSlkmbBt3yuTlQQqWxnoMZzf/44W+MNCY03DsgUH7bRv9buARhTNbyIRTQBNmRZL+V85ff9waW3RWlG5ehji6NR/kKFJwWL+JbCTOizZJYJZcOHQLOF7fxNbnEvlQhSTEBmbSpiaTUm6fSY03O45GybK1wu7jEnLVJiLJxbstJQMHVS9ZVHvjdO3niicOsrq6+spvlVV6O43D9g09y99ufo0Odrc40g6sN8KG+uEXFU/rkOFedeEN0WRTXSvY9jKcQHlQRAPrgHSoDqjF54fhcvUQANKxuk1HgkelxWYcJOrJefj/jqFklIReKT5D4HoVGCipV9YyifqifhYvnq+cQ9UNsW7nRxZE6zQZRAIkHmYAEZCTRtqDQETBtE4Rdao7ax1udaeQmyJcUSidfkshVyZO/dR8/EHyecQ+GUfGjSMG2KGj4XeXISXQAvRoR2goCMdCppttKDoZNp1LXrzumLtThvsU0M8fXaZ44wbPPPvut3h63zBJCcPz4cbo/4uB/oF+eVYbD5JESal6QGSEeE2tMiD7GxGeUAJseGAmAtrqWIReLZbaTGfLcJsssZc1dd5X9cWbRjwKybgh2xu71JrvOJH4Y4+rxQFjtMSn26VNhiMeOHJlPTfl7JeM/xS1HXAkeWWaRDsIS5QJJkTnYfswd1kX+tv0ZPpm/l+tyXgUs5SH7dkhVDJS3QndKhRR1HbV/B6j9K0CEUD+8TcPfV3tOWsRCob8pLrYYD6Yb/+xaDPDpy4CqiJVMO/eIowrDqAI9R924YUKjrhpKi0IZP4k9VVa861187GMf+7Y1UrdkQRCGIaesS3ioC/iEWMUlIccuu2ZQBUIh7VKCpOROA5aty/SKsNScBgyYE5vMiU1OWxepjPljP5nfx7/6k18g++0hVAT2Rx0+MPVZavTIpUMg4vLfG0TAE2lJmjLfN7XV3KqcbwolL7tZClhWnCKlJtUlUWhC14AAl1EkaJ+KljDWNRQ3INqpwzSq08rVISyvS/5D/n7+lvNZPIZjPPKCmAkM+/yYtUZL7uCSUhWJjjJVh3FfBqWDYqo9E0CW1p3KjrTJPdYLLIkrzAlVDOQ4rBYLXJFHiaXPsrXCAhl3iq/yoQ99iN/4jd94TZG4Go0G8Yctlq0V1WE0JtloHKKTTJQ8gVnRBkt1u1NjRilmHZSGqr9n0AFDhgW0Rnpkz2r4HeMELqX1d0iky0DzVhLpHig0xr9/hkWNIbEISHGxpHL7HEqPoe+RZxZJ4oI23IqjANdPKCJHHWqgEIFMqDFJpAsBc5I44IYDap66dGJZIU086AAdNVqRlyXF2YK9jzfh7whyHEwwjSGOAZywrrAglYlXQ4xkigN81osWPWrMim3N5jbvU1HmgtSIDqByhvjZEF3uvvtuzp0795pDsMwSQhCGIeIeQboS0m5O0WZKzd9JlbeDVJB8U+yWKhljn62soxy9K0fKADM3L7DYZZIODQAqVbXHBv0C1x/S61ZJOiFWZYhTj7R8cSRbDcKYmq8anR05xRCXKbFXFny2U+CLlH2dv1JoaaQZMdTqfYrcph/5EMYj/gFwr3ie14mXmRebXJVH6OWh4pjkdaU8STwYCGRXQibRdgOqGGgJKoc7NP09RaYmIsfYzRfa8v6gs6cisReaNKmKahdlbdx0dslDhbpRV4TcRthlUayNlEnkWnZZ5fyvfpTlL32JF1988RXaGd983ZIFQb1e5y3WE7TENrOiXRpbGMIRGAKHjS2KsrNGKhbzknVVsUo1dFgTEW+3/5JZsV0epikuq8URfrn3z8h+LYMErDOCd/7Q57lTXCzZtIZh74khgYi1icsQW3t9G+1sU+xRSyN6bljOumqiRyxVkKiBkmy9cWIZKOhMH+xGsVAtM+RzTf1SjoceKUfEOn6jx6DVQBwWWL4FEYgzAoucHTnJCWsVk92d4JY6YQP5GVvS8c5zXmyyIVoEckBH1sv4UwMtmuSyWdGmRo8BFa7IBebYosDisjzGX+VvUGxvbBxLyR0f+GervG/lfXzyk5989TbPK7yazSbh0nkadJXRk3RZkzts+C1SvJJgebNS4Bt7Doz4A8b1DBRxNscpUzGNP8F4IWAiVhViZin3N1TY1xCPCgNNaD0YEFSjX3Z5xqY2w6KLg2XnpbIgjjTHILNJBi5uOMANB+S5RRGpy0E4QEOoDsvcqz7U6lHpQ59hU0QVZEehArIjKS4UFGuS/D8VbP10s8zbMByfTM+iQyIqOlNhdKlbXC6OsZosKEJZmDNpdcugI/N9x7u3mw/wGhEv/8sP8eDXvsajjz76CuySW2eJlqB4rGA7PAwViYw0sc0GMS1wmz2mmrucFCssW5fHrKUdUm22o3gDtlaHqHMkkW4ZXuT6CnWqEbHpTzPoVxgmHk6YYDsZjlOQZRaWoy5yhXgq98ItOUO7P4Vt56V/gOMU9DohnXyCIrOxnJxaPaLmR9h2Tp9AoVy2VxYC5jkov5dtPpd/H+eLUwox7YQMuyEyEggbNd6KpCpQB+r/RRNoCGgm1OtKUhvo0atysx2WhPGG+HoF0LhRkjHwMiOqTmWdtDLKajBjZ/MYbW313GaSTlRnxjrIGXo11y1ZEIRhyO3WJRpiX3XqGtoHMzbwkUiExpPMoRpTYWDCWRhQQV3gbSZJpYsnhhhnvyEen8rfS/t/nIJBASHYH7Z5i/3E2EGioMhFsUZN9LSOutDZACMEwNgH216OrR2zanlEanslimAOdkcUpUOi2UApruYZ2KPiBtX9eQxpiC4+KUus8vrGBc7efoY0CnnLux/FEylfvPFmWkbKJtEWtEPlpSA87cxolRkHFWIaQkluYgIWWKcjJhQsNlYB5yizog51LheLPGQ/xao8wtn8DAtinYesr5DglY5gNXpsyBZ2kdO3FHdD/s4HmXvsMTY2Nl7NLfSKrampKWJszhV3sGSt0kQ5PS6wXv48N2QLUN1UTfRLj4jxC+rr/QTQf2YmtupgHpeU3kw2BE3Ckx59fHJpHyA62TAKDBI5VTk64CrEuhz0xjpB9XhxFDCMfMj18aAJaLZdYNsFhZ+Cbat5aG6P4FZHEfhqtuIOxEJxD+gIuK6KAdnRfxeJvF6wJue1lXeB4UiYAiAmYKNQB6X5HJj3N9ZFSRxW2JQzJXdgAeVUN77G0RIjNbPJ+fTyp7Aea70mzbSklOzu7lKcLcAB2ZaIhi4G9CUohWTohESVlK1wmqNcw5CvzdljaUTAoDboP8tx1FmsIXvfV5ex7eSsZfNYdoHtZBSZQ5KB7WT4/pCW2GYKZeJm+AXDgUd9ussw8bDtnCyzVOGZ2apI9VPy3CbOAyy9F2MCXFuREIe5z6Bf4XT4Ih9x/pAN2eLJ4j7WsnlVDCQuDNRrlyFq/w3UuFU9eQEVED5UwrhUvygXT3VmNujiSciFVdouK7T4oOOmQeNUNkNaks9vVhSZpczBJpXFfB4QXW/SXvsCQsx/W5Qwt2RBUBQFzxZ3ETBg0VpjQVwvtdY7cpJtqRKnGqJLwABXSAqpKq01Oc+WZrb2CLU/QFfrptPyoluXLT527ScpHi+UavGwxQNvfrx04GugZo4BA4wjHECQx6xZ84pVK00HHWgdt1TzT6lGCAY9MFkDubTJ5ChSebQxTPBMwUCzU0MRMZQuJryoQsJJa4V32I8STwdcvH+Zn3d/h5bY4c93vp/nN++heu8AV6TlRV6yY4Wy5+zJEGNk1JMhVY2VVYi5zbqkL/dBaVdryDhbcpp5cYNFcY2n5d089tW38aaTjzEnNsvN/ID1DLNihw3ZYk3O0ynqYMGD1lfYveOO10xBkOc5X3vpdggT0sMei+Iaq/JIaebTlxUK7NLdb865wWnx1RKZ+Ub+AuVj6705nkRpflUdbzF2sKh5biYVdGvcBWEU5e2LYYkQORRkQh3k5jEsjTj0pa/QqtxWB2jkQ+KCI7HCmCIKKAYuRe7g1iNcf8gws3UxIBAVoIJCBxo9jMd8jQiE7sYqIE5YiI7E+qhL9i8zZDSyKR4PulFERmWbvMY8nWQCz1OcG4A09cgzW38vm5VikV5fOdXN+jvl3PnmpRCR0e/v//VnufpnC1y9evW/ZCvc8ms4HCKvgv2DFtZ0n6JTVTynBoiGQgfqzS4TRMyiSH3KRngkbTXjgXHip1kDgtI7IA9tGmGXOTYJKjE9v0ZMRaurfO3mukuNPgN8NuUC1zfnKaKAw0tXqBGxU51i0FeGSL4fYTsqiG3CjnSjpJ+LrSyGTWFcs3v0qwFVkdBhgk/l7+WKPMLu9Wlk10HY+vLPgB0wx64IFQmYCoi6wJqOqdf3y89qW07Ry0MCWxFXTSE5/hmO9R1giwKkLDlX46MqGKEGKWONoHTpUCcmIBADZp1tWIKNcIoxk9xXdd2SBcHu7i6/l/13zIktHpRfYcKOmBM3lB0rXmmtu0/IrNimJlVmtS2UremanFdvtKxoUtdayWJV85oKT+b3kv+uA4McfLB/yOJ+6zlS6ZXFQyAUdyAgJpUuG7TAUrpaIysxRUNT7JYQ6ILDAAAAIABJREFUfIpXHtCms1Pz/KB0FTSby8BuHkNiWVFubyI9kGaoZI6KN/4G6zk6ss77W5/jh7Ye40uz93DbHS9wSlziqHWNjmwop0SRUuguTSKp6BHAhmzx18UdbMlpmmKPObFJS2xzSGxyyrqEXeRs0MKTKanwWCvmOCUucca6gCdSdfHftk1NRFwslrkkl1gU11i01pQDX2ErsxgZcqlYoil2edvb3saXvvSl14SDoWVZuNM9GlOjoKkeIRudlmLeRz44EvwUyykIZuNRdDWjC+/mguDmIsAkcI53E3388u+Yji3HOWAqFNLDQeUKwMgXA/GNeRzm8Xp5jd3NScgshQz4Q3AKisxGDgTkLsKGoa/GCEQOMgd6EnEIrDAmCAdUPBUp2xDdUtmDD9ggVwvkSxLrgzYTvxfR/2ydJXFFF93eAemhKZhrROSeRS8NiTMVFJUOXDWL9fdR6gy1Zv2dMa6BCmYyKxAjtrj6dciSWGX2vvu4du3aa9KXwHEcxFGYOnmDwI6JmwH9ls8w8XD9lFq9z7TYZVFc02MuDb+PjQ1gFHFtCKyxDNmW0yVh2dWeDz0ZEosKM6JNk71yj4+b9XSosyWbpLlHHgWcWnqB42KVC/IUg35FKVw0TyDPLGxHDVZ9MaTGnvbPUI8V53XyzMLX44Jnizu5WCyz1Z8m2pxC3gAciUxQqEgFxbnKFHGQpikKMiqNHrV6n0nRVRkw1OjlIWniYldzVpJjrHAM2y5YcNaZFdvl+5ziUZOqODUydvumsUKu7wBAK7+C0nRLhUX1VCy0Azf8kaT31V63ZEHg+z5SkwhV52XpOaviC1SINeFOsfRz4ai5FB0WxDobosW+hnUaKIbyuNY/lgF/mr+D4suFqg6nBXM/ca3URceyQiyUadBccQMvyehUJ0gLly05o3/YUhcAwzLP3oS92FIdaUY7m0qPjpwoIShl8ONiCzPndDX8NCSXqsDoy0o5txshISmH2OS99iO8Xp6HWG24/8r+JMuWkqrYZCVJMUHZcZp5VY+QZ4u7WJVH6MgJVuUR5oTy38eCpthjWuyyIVt4YogrU9blIWqog6NPwLJYYc7eLL36F7nGaXGReXGjLHQesJ5lTmxyUS6zIVss1xLuv//+W8KJ62+6fN9nsXmt/ADPiU116TagXZkk9gPyXHWvoFCsUBd/ABJ5oDgwqW0Avk6Qu3kZToHiCqBHS6YTyUpzE4iwRKHlr4ooaIKOcp3eWRNRyVvJGSEWnZ0JVcygDkyvlWBpyHfYANn2VacfeYqEZauuHwewc2qNiIa3r2SAWhUDcK2YR4QC6UjkdUnxbEHxhzmnf+WrxB/WsL9GV8ZRMxvlhqhGMSpxMY4CGs0uXiWl5iko1hiCNat7LIsVFaErXbZQCF5DH/DGnXP8/Z0VO7ROnCAIAvr9/t9kW9ySK8uyktsRiAFNZw+vodAXo2JZ0GFAJr7dGA4pvkpWIlE2MJABXSYU1C+nGRBwZ+MilwYnANjPQ22DrIKBfK1OGOKyIyd1SJbDnLhBbts0lvZ5wHqWv5Z3qFFmdcCgX+F1tcssiHVW5RFyadMUe7wsF+mj2fu6GXNtZUq3n4cIBL1OyI31GgykVr/cBBbpsZZwKOV/hBlTh3doON2SRNgjZCNSYynbzolWmhRPqWKWpiD9OZdGrYtFPpbkOXLmBMrAMIM2gOENWeXYOVapD+TYBCTUREQTF3FCYK1a35YG6pYsCCYnJ7nTflxL2K4cCNAIxIAWOyr6F3Xp59JSRhYiYo4tlsUKbTmlzH3EgJqItE50xPTfpWlORKwzFt9jPYtREIyc+wa0rSnSwKVT1PWGVjbJpggIRFzOiHpylBXuCVUseHlKx7JZk4vEqE3iySEICKTRVg81EqC68hylYVXzfoVWFFgMNJTfEF2srOD/OPJhbucSP+H8ER1ZZygVgVJ5GugsBV0UDPG4UiywIVtlamQg4hKhqMmIPgHr8pBGKgIGssLrrQsA/HVxmoboak8E5dO9KJS5k0EaUlzmucEOU1ySS3RknQybL/7d4zifuiW32v/vdf78eeInTnHP9zxNiktbTioiq7jCrL9Nz6+VCJJFPob0eIwSCkewokTiUWB8BgyRy/y/2gtqX+WokZNCw9ShPdQHuwn5SnBBOGUx4IshxlxqZHRkl11bhzoDAoLagKgfIHsgaqPX61VSNYO1OXhaJEAGopUzfVShTCYStyl2aYo9LstFNl8+gkwk1jsKJj+szGreUXkUTwxV4UlavhdmGbg1IC5HZp43VAxxoOnv0aBTxkurg7dXfrY71FXCp0YYbFHo3pavK7jm5+d5/etfz+OPP/6t2SC30MqyDLki2X3pEJyEWWebKbHLAutjxLdeiQgYnwpD3R53IkxQsfCr8ojibOQTeHZKSMTel2Ygk1h35cSNCm17ErcypGGr3JN2PkUcVcgzh7nmDU6JSzwu38hRcY0vFG9l7fljiEZGvbXH6fAip8QlpsQu0yjZ4aacLr+/IVojdLCSrWzg93M96upIVQjY6j9MQG0+9qsZEzRz6q1dppw2fonuuqxEi0TXm8gI8k1J8cWc/Ms51hkL58M2C+H6AYv4XOTczH8BbR+um0NTmdi6qS1H0MothFmxTUDMIZFy7JNrOA/exoULF16djTK2bslT2rLUwXnKusQxsVZ23oWuVmtEuCKlxU4JtZocgxo9Fq1rbMgW15ijyS5V4nLTmx/WFG21MXogbhfl5WYkhqfEJRpDdZivugtlHLAiz0Vl8WCQgVQedJ0z8sPctssc+UvFCRqiSy7U1xbFGsaIpSSqiAIjYzHBNEaB0GZSBQ4xw1n7Ljxd4df7+/SrFZBeWQwkuOxrwyRQVsor8hgd6mwULTZocYpLZRrehmyVBJcOddpykkWxxpx4vuRmAGwxzRGxriUzQ3xxkFBzSPs0NOiSCo9NOU2LHbr33svFixe/48NloiiChwvWHjjMmjwMoDXwPU3RS2gYGaxGaoZjCWrGGMYsowE3S6lQRnLVDKucnyrOioOjJXqg5K0VGZcIArgqqEtoEy0GpeeGcVrzxLBMeXMNWa8KtMA7OiTPLLrtOiQuSWZhVYYw3S8TD4GS/b0wq/aC6cQDkjI9cSArHD5+BYBFscY91rlyVPZkcV9J8Cs/V/rP1uQ8PRnqVD1lrmQS+fLcouF0aIh9OrJBmroE3oAeNVblEabYZSBHOQ7qPf16I7McFY/7hb+7xF1nz/Liiy+yt7f3rd8w36YlpSRJEkUe3JTscojdxiQ781PMi02OavdXtd+MAZDyqhzi4eo9Zhz5DKpkuvSh7dLp13ms9yYl3duE4gmbwVIDcTiFtsWw6YIQxL2Kkg0OPKrNmKvyCNdXjsESrD1xDJmA3RpyvHKFu8R5GmKfgJgNDrEm52nLSaZRoXGh5qWYIjkVqlAI7AHDaY8oaSqEAMBRtHPZkYxtAcRhcOsRgfZDGP987sgpos0phTCsFBSfLyi+XGDda+H94yFLrUvqDM5nlJQQpURrouTFnkhLA7JYfyI8EiX31Gelo5FrTyTYuhkIhHL0TPFYEqt8+bce4/CH72J9ff1VHWfdkgVBUSj2sV3kNOyuTqHK8MUQhfmAL4e4Y5dR+eEXOdNyjwfsZ1gsWsyK9gFfd5ucIS7bKGIiDoh7FJQ6DvukeOS2RW7bpFJlxqe6a+9TKQsTE2gDIwi47HDG/A7mxCa5ZZfcglR6bNAqda6lR73WCRfCIhCDkldg5lOmo6qJiKbY5YXiFJcrxwiKARNCkW/28bRFra07rZxVTfZLpctR6xpvEY+T4nGuOF1CcKm2uj1bnAHgjHUBm5xZsa0KCTmrFBGFTUvsqHyDsW63KXaZpFtaLYOaH6bS5cv/4k00/3PzO74gSJKE5c8/yPVLTyquwECfJGGGVVFZ6V4lLcNWEs8lEDGLrGF8Sg2PAAzcaJUFgPnaeOjUuKrAJsPV0rpyHDD2MfYZlvBvRcRlwWECjG5WIUzoZEJXpDTDPXUQ2y16TqhIaGHC3OxmiVh0kjpxFDAzu6OIVqgUQ5Vy2C8TFVM87ree4+3iL7km53m+OM0Xirdy8bOnKc4WhL+4z3un/owr8ggXi2WA0sPhxWKZ3fYU8bSKU+6kE+SZTajHEk2h5tN9WSEduHSYAKBnh3TsCQWPs1vK2IByZGDkiDY563KWjqzzR//Nb1L/wum/+ea4hZaUkna7jeyAWMq1La/PTjJPr1klbbg4XNJ+Iwehdesb7D3ztQZd1uQ8GRaV6gDXTyneEdHdnERedZAduPsN5xjICpc2T2A5BW4lJYkCZKLighNcHjrxKA9YzxA8FNMS2yxaa8yJTQ5xgzU5z8vyGLdzSSl4xDqL8XXWgjk+kf0I5+Uphvr8H2pU1rIKmuEunZM6uj3XLoY7E5A5kCgiZXi4TViNAIkxv1LurAUbWZPdlw4h2xK5WVB8URUDOGD/PZvl1kVWOwsMokDxg8KYdODRzidp1yfx/CGBHJTSRyXdHn02Yxlgi5xAq7waHGwiQbIvq6wxT+3kLu9973t5+OGHX9Uz85YtCFR2QM4JuYonUqpALkcsawCrPEAPEjhckXKMNWatHWyRH7i0BgT0CdiUM0oCVRHM3H69lOI16NJExRG3rSm2imnaTNLX6YbZ2KEdywq2yPXhWpQjDKPhj8c6lYCYOXGjZEqvMU9HTig+AV6ZTmeeZ3lwi/zrCGYeQzyR0pF1zhenykN4XmxySGyW74MZtSR4dGSdRBMU32A9x4Zs8Zn8XRhJjSlILhbLrDyyzKl3n1ffSyiDjUWu4ZLQlQ1eRkUo10REIGMF5YmEngzVOEF0y/d8VDXHCPH/Qf/+DlpSSrrdLsUFif/mCOoow57cpuiovt2A0lYjhgZklYNSo4OyI3Wpj/boQTb3AYc4AUiXIS59IJa+drN0VQGgY1stcoQYEQYT3NKsyERem4NK5VOor9VQ8PGU2IVZ6M8qvfeM2GZAwI6cIs9tgjBmUnQPGP94pFj6sGvLKZpilwftp/hi/hDPF6dpy0kCMUAsCXgM4pVJOpN1bsgWw1ztvS17hh41on5Intv0ZG2UwZFZeJVh6fGxJycY5h6DdoNBJDR7PsGez0u3TcW1SDSpcvSeGsvnhtinYJP8DTYn77iDra2t1wTx1ax+v89bv/Yhnp/+v8bsqHM8XxWNYOJ6CwQcQApMIZlprxSXlJrIWOQqDdGhIxvqLHNgaDu4R4d0wjrDdo2AAQMUKjDX2qROl42wRW0+4gP2Z7jfeo6T1sssdZTyKA4EubBZ4RjPyTOaeV9hlh1eJ1Y49sd72P/c5bbj27z/45/jxvAQfaFUWcMxVr+vzd42xTS5bdPP1L4WNWA6pd7sMlfZVEWOVCocg8LtZk3aX2whXyyQmxJ5Q/llyOsS+0M2h+6+RorH4Pok5FA0lUIrqMXEvYA40tHNToWOM0HquyyKtdJRVzWLLp4cYolck4IFRj1kvDMKbdK1EK7z4v/+Y7xhdZVHHnnkVZPG3pIFgRCi7ExNtnquXdrM8m+aBd5MSsqw9EWUMLLbHBUTC+I6G+Es+NCgo2dIKnwj0J7Va3KeVblQ/ltzaFv6h1fOiHTRYcySUoaoCnQ0SwKB4RakUpOkpHai01JB5W+gUAUzcjDIBajL2ZNDbUATslossE6Lltwp0Ytx8pSSOjrKi0CvmAqrxRE+kf8oN547wlvueZSm2GWPOrtyist/ugyRLLXzNSLlBie6LMh11mWLIR59WdF2xZO8UNxGS7RLcmIglMGRMYdSP5eCd7/73aysrDAcfj1x7jtpDQYD5CWJ986UoDqAZpc8V/7qoKKCARrNLkviCvNjuvhRATCa6ZtcDRcVIDTOtv9Gaxw1MoEuSmIY63m5etxEq12U4sYvCwvjvZ7oQsC4z5liNdH7sM4+vub/FzicEFeohRG2yEmkiyPUIWWKaQ+FXNRExCGxySP52/mr4o2kuotbFNd4y51PcP5XbgNQz5e8NI7h6CaBM2A23KHj18vD0vUV56bp7VEhLkcKvU6IfAnwJWIpZ6q1R110sMnp4zPJPlUSFW+ul01OVzZYl7NEKFmwZefU6/XXRME6vobDIb1eD9vOma3sMMsOLglVodJLjWOr2S89WVMJltJiUuwzI4wUUStRdFKqkg4GVPXPzxLKFXKzOcOun3BJnmB3c5LJ1i5TYpc5Nll0rvGTzid538VH4TpwVLJ6W5M/z9/Cs8UZ5RmgEZ2hlmrXiOgwwQM/+Az/a/7rWL9rcebCKnfddp4hHk2xSyo99phgIAN2mGSNeXypCp5qGFCrKyOugARfKFMgYDQiYJLL109QPOUhnyjIHy8gkcjLEjlQBERx0mJa7NKTIcWKRIQgfJ8os/EbPYIwJklcZemtv9bzQtpMckgkyjK8RIHV2WfuqvE4eZuiRBYMF2fhPe/h+vXrnDt37lXYMbdoQWDbtma/bxATsCfrOCiCUFPs4epuxCYvpTE3Gz+MFwdOnpPYHqAc/WpE/IT9R5z9ufuRL0lOWKuKnYyrk7um8cSw1OGbCs4QnAD2ZY0J0SslkLNiB39MTqagYEo9v41SC6zJeVaKRfZknZro0WaytDD2SMuO2iAQ5nWMcupd/fg5fy1PM5SetmrNMfn0+zKkq30IjMoipkKNHlUxYEO2qDLgx+/9A+6wLjKgwo6c5GWO8fwdUJ/fYUmsUtFySkXM6pbscZucjjSZ5jNE1Hi0WOb11gWWuEIqXdZli5eKJXyh/CKrJFiW9Zo4dLMso3i2IFppwpKCID07JaiqIKugqrr0I2KdRWut5ICootYuL06zbE0OLMYKAEVgVaZDYA5tE/c90jLbIi/HBICOmK0CaOJtjV05OdaJZBTYZbGgAoLU4xvDrJpQMl7Dgq4wYJZtZnTSYCI9hBh91gIRlzPnLTmDJ1IuymW+lD8EKKVFR9aJZUAiXF5nreDoPV2TEbVGRHu9RtPZ5X7rOcVZceZ0HoPFpOiSemqUd10eptOuM4wqyKsqkKlyT4djjTVm2cHSNrs1YEZs45JQSKccOSZ4XJJLbMgWnX6dqBPihzFSytek9FAIoZAB/XNSROgBxpFinBW/LltsyFk6NKjJiJPW5dJFclse4opcKE17lJGaU5L8DKkuDCM63Tq1RsQZ57wqHETMT9mf4HtffhpuCNIHJB+r/jiPpN/Ls9ld7G1OIQcebqNHEA5o+N3SCfQB8QwP2M/APogtsH7P4md/6T9wuTXHbLFNbAesygWuyCMkxSlq9EFs4zJk0hkhlS4pvhiWF/CubNIjZDdrInc8iLR5uMk1GFvypYJYBrgixXlDTLFTVVLGjs1gpcHAR92kejKdHJ6k5w+JKwqzm+AbK1jG3UdN0TWu0AHY+Nk+Xzv+RWofWaTX630rtsQ3XbdkQbC2tkYmf5Sm3FWJhbKCLQpaYpu7xAUmAEcWWls96sTH7SNr9BniEuODPcpOH6K4AGesC/zD9/0qF4tlHrSeYkGs6whPuzyIU1xy6bCPT42o7IhAowRSRQkbaWFT7JZeCD1CtuQMHTlRHpwbssXFYpmz8gx96XOn9VUmxX4ZlGG8D0BpVZWfgbr8TfcG6qBvy0nOF7dxQqyWjo4mCOl++znOF6fKg29FHiufw5K4QiZsnc2wXc4QG3RxKGic+CRz4kY505sVO/RkyEbRokdVV657CtYS6zqtLufJ4t7yw5biERFSEz1OiFWaYo+m2GW18q5Xeuu8KitNU/I/WcU6fIzeu6eIDjdHHAInx7YzgjBRv9doEqgDwHhVxAQli7uiD1lD/usT0JcBu0yyLg8xlG4pGWzQZVrsldbEFX2QqICpKVWg6ux2RaYdaomiy5y4wYxQeetrxRyXWKJDA0fuYgvlotmgW17gSuUSa5tZVbQMddHQEN2yCDBmVytynpfkcaoyoSMnyLCZFF16MixHYF05QY0+bSbYkIfYY4I0cWmc3CLHLr0rVqMjxFGFbNZWaYYaadp+el5ljrT6FEs2rflNjoj1snBVDowK+VAzZl9/tgAUgazH6PnUm11qfsTx48dZXFz8tibNvVIrjirsVJWaSDnuDXXToZojgxQIFNJUZDbbyTRF1SKwBlQYsCKP0ZaT9PMKVVsVFIbrtC9DutTp5xXiqEIQDnjAeYYT1hV2ZJOHrCf5vheeQc7An7/tPv7P7CP8p+d/UD25DKVYCSFLPOWC6aMbiSHvsb/Aff/oZZI/tgkCEFsS8VXB63ZuIM4JJrcjDr31It5dQ24IdUYZUvNAj41Mg1hhgK0Lw5bYYUMeYsFdp3Omzl9FD8FjRZkNUy4HiscLVp5Y5u43Pc39refotOrsyTrD3KPXCUlXQuiAuCNFbnqQQZK49HylNsqFXZ7vSj6v4uYH+tw3xYBFVo54C4zb7oAH3/kYK63Wd29B8NJLL3GtuFsx8vUsvobSFx8XV5kQisyXSUvBrWOQYLVkVatD2JChlIW1KhymxR7TWirXtidLV0LF8lRz9p4MGVBRlrA4ylBIRiW8bxwMUzxm2cGQwnKp2NwmNrlDnR2dBJjjsMkMyg40ZE9OlPNWxTrVcJI0BDNJmymFEIwF1uTC5vPFW3l5cIyTwcu4pHSoc6k4wVvdJ7jnP65w922X+dodh7golzlX3MEVeYRITpLisiDWWbYuEzDQHb+yaPZkyjKXabKnRydKEmM6xX0ZMkRZFWfS5pilDE1qVkRN9HhZHiOTFrmw9Khhh2XrMg326TDB9PQ0MzMzXL9+/VXdT9/qNRwOse0HaH76ENsvncV+uw1LNrJhk2vXMw7vQcOMlw7q60fFYh2XhJZol92bmdnWRMRaoXLkB/0KWWZRq/fZZoY2irRp4M8Odbp6L1kayVIGXhM0xD4NutxlXeCn7P+HMyursAs37q/xifxH+OP8B9iRzRL+NYepISw+aD3FlGhzsVhmlyYWGVWS8rAa6hCk88UpzkV3EFZV4ZzgcUQjU4rTs6P8QETK1eIIL8mlkjsQrTahIpld2tFFcE3J1M4FbJ44wnYY4/opdza+Su9klVq9zzFxjYbolgTKUEQgJb4YKnRDBtwoWnSoK16Q2EPlOiTqMO7Pkw48Bffi8W9/6e9z+5NPcu3ate/4kdb4yrKMYqfKTmaz60zh+Qm2U+D5Q1xb5aM02aXBPk2xW44qo05IllnsNKZ0SJx63zY7M8ROhUa9S4HNQAb0c/VvqvaAH5j8PI8U30eHOs8WZzglLvGg/RRyRvL5Q2/k17Jf4PFzb0ZelSouPAOZgMiUs0uE0rzGYUCGzSP527nn+y6z/fsWR85I8p8teO6Nyvdg4fQ6M38eQw9mxTYLYp0dOcUA1ZD1COnLgGltGueTKutufQ8YQvcW08g25H9RKISgAeKQwGoJxKJAtARyEy7s3M7R6atMs6eIrY6FNz1kf7rKrpxiSuxSHHbKcWCBc0DdtiFbJLgcAyoiLosCGI1lhnr/gxq92uTqjD1zhitXrrziHJdbsiDY29vjTR/5h6z9u58Zseq1vM8s013BQVKho2VbZhnUwCAHxrFvqIl6c2KTRt4ltT09r7fIpc0aygJZPX6GcZg3DPAMxbQ3NqsLYp0cmy05XY4RzHMyBJwhLon08FGe3nNiq8wNN1VsLCslibBHDY+ULTnNhjzEF/OHyoLlqc7rSa5Pcv9dZwnEgP9l+FF2Xp6HE7D8w5exKbhHnuOMdZ4z1nma6R6X3CXOFneRY9GWU0gUNN0Uil2+LF4upWm27gCMh/wi1/A4xKZs0pEz5YiiRkQuLFrs8LI8Vs4BF8U1AjGgwT5rcp7L8ig7vzBk+t9Nf8cXBKAsjDudDnJTHyANoCEQPljTMQuNDZpij4GsYOyrjdrF8CvWsnn6kU+jrrr+BbHODNsEQo0FGqJDTUYMbZdk4NHrVilCm14WMvRdDokb+ChL346cYIcpFsR1qsTEBNqbwuWEdYVfdv41R3++h3jKgUnJ/Pf0+Xvf/+/5f9l79+g4zvPM8/dVVXf1Dd3obqABEARIkOBVpG6UREnULZJly5KjOI7tcS5O7MRJnB1nlbEzySY+mezEk7G1yc7GE2c89iTH8V1jJ5Ysx45k2bIY3SiKEkkRAgkSBAiAIIAGuhvd6HtVfd/+8VUX6aycTSYRrch8z+ERRUEggK6uer/3fZ7fc9WtL/Mp993MqwF9MyLuX4Mh4tS4wXyeQbHAkupjXg5gC4OkWOZKY4yySjKthplRg0ypITIxnZrXIEK/WKKDL97mT5JcTObkesbdbbRbOmJZf6MtkplK0JBERYNduXHGdu9EuiaJZI2Urce/16VeJCF0Sl9HYNhQftiNCNPycbDjcjtnxkYRKZdrhw8RoUFI2VhCklB1+mJLVGNxHM+mUkzSnotz9B3fJPLyxtdVQ7CysoI8pTB22Mh4izZhZDlMrWVBvEUzEyFkr2dQnGODmKdBRGsz8mEY0T9fE5cMqyz7zqxmvhunGdbugXIclbfo2zOHi8G7ra+ACw+u3sO21CS9YoV+mfc/jyRDicFdM8zbGyAPyvN5AW7nl45MBliM5/iOvI31b1jgZ+/9NqoFxb1hnnBvoKxSbJBnufO2J4iKJjNyfTBFW5S9zKsBVtA0xSqxINOjoSK+A0ufzKvEKUyuQ37XQ2TBuMfC2CK0+LVPIOIKO1PGsvQDu+RmaJq6WYn5K1Xb15510jZBa4Uavi6npDJM14apHkhDDuRuiwhNUqJMCAdHhTCE1DwRZCAS1s8+pZHz4TChUOhHsyFot9uMjY2xNHMju4bHGBZng124Q4izaoAun4pnC+f7GoIOlyBQP7cdCOuRakdwp3exbQx/lNMwo0S9BuHW+SajHdW7xo7ytnMS6qilO6ezXlFgXG7lmNrBNmOSYWOe/d6GgKBWposqMVZ8uEbsAtVpl6gFp/SGimiNwAWY2wwlUqLq7nFKAAAgAElEQVTCs961jKutPPnwzahTCrEOrXQ95PLSf91JRXax9H/0IbKSrw69DYpABrp/ssDdscfopsJN1nMMssBe40XSYpUJOcqEGmVWrmdZZAPKYFXp3TWGbsI6THnzgtE0wKgx7UdU64yGMinqKho0BBnRCTDpZ1xt5bDczYQcxXW/+CpeORe3PM9DzSudOJkTRNatkkyukRMFjXHGZFatP/8zUav0i6XgwZcwq7StEOVKkpqVoBDrJieKDDGnPfrUGRZzOHYoyJs3TI96zaZg6yjbkHBoKJsyKZxWCCviBc2A5lp47DGOsv4v1ig8ahKPgX2nQo0qxBnBrYWjRN/W4GPOfSyS8/HgcVoqxCJ9fNz5FZ8PIPGwmJID5EWWqorjEOKx6m3UzmW4fMshYjQpkvZPYw5h6iRF2RfcmqyoLKfUCJ5r+NYv7ckODZxH36ZEhT7fLbOhbz5o5Dsum4hoBnts0M3AMlkiqkEXdeKixpKMMjO5BfWChC0WDOOvPGyiVNhiTDGs5lhSfSxaOQqZbrxMBfMKF/t/DDIxMfG60RPk83ncDzuY95oYd4eROa3hUWUF+TDl4z2wTuCMhLAjjnajeMb/Z4+eFqvsECcJZdrMWwN4rkXzXAp1RIdWLR5fj8orfvmDH+ffWn/OY8kfo63CerpqxEmultk4MMMe4yi2cpjausJRaw9Mo7HWPrtHuRbKtah5Jq2WTXemwgPuW+n9Lyvc+bkX6H2fy32//EWev3YbEdFg4GyZep/A8m2+lxvjHJW7mFQb6YhoL8z5sJA0PO0I6HAEVFlhbBGY7w4xfMUUCd++rcWT+oDUyXjoJMl2SkO+QsRoBiu0KnGOFHbT+rsYFDQxkbKCuMS4xqCouqmIJFlKgEsDmxDn7ciaD+H5YXoeQ8Y8k3/+LvqveJ4zZ868ateK/vm8RmtmZoat77yFfW9+M+f+z8u1J58Ip+QIHga9osAmZoMAlfMhMOcRxwYW0jSwPI+Ief5BfH6ne4Gwy5MX/B565Qo7jZOMS4KRP2hxSluFaYswyyqrpwPGIg+4PxF8zCF5eaAsbREKHqIdzGUdmwR1ptUwRdXNbuO4vx9eCxqZKnFSVPio879zwLkOw/RQL0jUrEIeIcjx/tJDP406pZD7XcSwwEyaiD06vasy10tpa5oX1RV8W96K4+c03GQ8x3XGi9xsHGBVJDkid7Go+sirLCjFJkM/kBoqwjJ6tF1WXQGcqOWLKztM8bA/gymTpEZCRz4LvWI4KUeZVsOYuOwxjrBgvrJy/l9jtVotQnKY1H/NsPM7O9mxYwdP/OdfwMNgUfXRIEKx1U2jql//QiaNh0G/yJMWRUK0SMdLVFSKNfRpdZ4B1sw4O40TemqA5jmciW1gzYvjeZrd7nkGVTOOqXQcbIcD/8Lx6wjlaritEMlMhajdZNg4C9N+MqgLogLKBmIgTgiuPTDBvuue4wV5OWWVokQ4oMuZSY+56U1BVoFpeqzQw5w1RNos0qhFSI8skRWrlFVST5SoBNkener4xQfEEmZEsxcUEKNFB/IVRjslOuLcjoC1rqKBa7DpUzTrvn2ySZQySb+hnQ4icHOjsyzVhjDXNQLMs+evY1JUNOlOtEgpnbeQEDV6xAqf/oNnCP1cP+32K2c//GurRqNBaGE95mfC7Hp+F0d2fxMR0Q9BtaRQcwrzHSbe+01m1KB+iJoSL6JjiCskgwdhigqbxCwk9WSxZreouhk97i+CGpPMfXSIh373Hg12o0xZdfGEdyO5bStMeFsASKJFg2a8gZeKajW/Cb5eFgDVCuPGDRbifRTsDH/k/jo73/PrDP9ZnbWfNdj7jlPIn5aoHoitKEbXTVOVOnW2oNJ0Eho7vI6Ozdamoe2BtQjpXo1qz+xZRe2BnFghQoMaCarEaRINHszal1MJHBqdNeD507x2CjmESFBjd3aciTeOUp3N6Gu3pRC5NusGFtgoZkn6B8oOYMn09QNhzufjaN6IyyYxQ85YYSGVQgjxqjarr9mGwPM8Tp8+TalUCk48WkEdP78TFN+/KvD8nZYnNOvdxKVl2nSCNUK+HTDsk986F7qHSSMcwQz7e15/LDMszpIyKhQDDrdWGhRVmrJKUsemJDP8WugznFEbiMkWx+QOPSoWjUAh3vSV2m1/JLum4tjC4X8+9A6MHQZv2PooNxiHgthWjWwN84i8nW995y2ILS5XDB8lT59+E+eVpizWwPuyiyqCGBKY77HYe/cBthmTATAGAQlZY1YNskiOk6cu48TjO/iL7e/l9tu+y03Gc9xgPM+iyvNV78cDSlhUNFhWPYzLrZSV1kFYSHYbx5lVg0zJYYoiTZ/I65sEOnBHTxi00Ghe9VNArya0+LHCw6+jqFmlFO12m8XFRZaWljh9+jTDL73E87c85DP+0UmAJpAVVG6B+cxAsNdOiBo5Cr7t0KVqxikVM7QjIc7ENxCjRUJU6WeZEhnqZhSnFcKwPKSrAVlhs021Ejv/NZ2D4e1zhNFR3xlR4qB3Nbdfe5jsuELMCUqPGqS6JaxTiBcERlrwlhu+TYwGj8ubcVSIsNmm5iZYLPYRStYwLD09a7VCtGpRcA0SQ1Vu73uSuooGE7F+sRTgmqNCx483iOD6Lge9j3aI+HRHGaQvqkDo11BRDHFeBd9ZAZbpIq+ylFT6/Lh3IcuGgVnCwvk+zv3lxnG8K08GY+ROo11XUX882yZDkYwo4gl9krSQ/NKbP8P+bdsums3rYpTjODiOw7Fjx4hOaAiU67q4rovjOCT/rJvLn7mKZ/+fL4ElUbNh5HMKd0QnYebJasGx0ILTy8Vx8qqHYryb6q7VwPm0tG4I+W3Jc4/u5Zo3PU+/aFImSVi0GRSLxEWNabmBg/JqDpavxjsX1fjryAVf7AWYYYVFZboHM9OAvhnCODTqMObBzfsF8j1wYmCI7fk5us+1oB9f+2UHk1jDX/biW2vrRMnEShgxySYxA0Jb1GskyKseKn5gkueZtJthDRkzPRK2nqBGlP68F06h4+gkxI7bJypapESFnYkJzMu0tfDCBMmOXqBjO+4cZqGDLtNkWXw9Ryceb+4bDxHdftmrmrvxmm0IQF/ITzzxBD/2G4LpP3mLxkP62QQpsUaGEmGhlcNNP0mwRZimtImIVvAmBw1diYsaUVroW40RAFt0WFGIhopqb7Tp+VRAx49ObvgUP432bRChTBcllaFMF/3fq3LfrZ/mc+47SYgaSVHxvbT6JhrG0TAZ/1RTJYZUfchvSby/9Hhkxxt47F1v5IrdL7BJzLLNmKSskhRVmrve8AiPPHsX/2nzx/jiR97G59/6jsAfiwsqr/fX5rst+t98ls3GtO6+kWREiaJK0y+WuNI4honHwa1X81D8HpKZChNylO/N3Ma+4We4yTzAz1pfo6riLKgck3JTIBZLUCMrVn0yY4iUrxyvqjgZESIkWiTQRLF51a91CeiPvzBH3UC+LrPnQTcHMzMzFItF+uf2YBgGpmkipcQwDNLpNGO5RyjucqnacZatHqKmFvKlRYkcRaq+oCoVq5BXPfSTJyGq2LRJUMXz+oO/r4PybbpRnGYYWYvSnIPddxzlfdYXAO1GGREzfNJ9L8W3hsjOOqiqoHtSIPfpW4/4jv58I9VzDMfm6UFTKS0kiVSNUr6b7EABE5dSMaN5Aeh0w84qoelDtVK+NbXz3iqrLqoqQZ5MMCHoFQV9Aw0me14Q4gXnJwlhdIhZlUTgsplV6zk5uw1Vs8hsWdJfeM1GU0OrwY034rsrTHE+ytfwb6tNIjhK50W0RJgOgwE06CmMg2Gc5528nqper7/iw6RQKLB//34ue/cb2bhxI+VymZWVFU7v2091T4UVejCQuMrQDzsqDIs5hsVcoJcqkqY5EqX84z2o5xSHvnYtkbe12GMc4VbjWXqfbUANDt52NY8eeDNqTkFc6eh5219jdPQEnfChJpCAntwKbzCeoPehJnXP5KZuUDHA84FeHoz1b6ChojpMjBrL9ASn9w4czqBFzhcfemhqbEF1U1Jp6kSpVmLYtoNpyeD9BboJrhQHSHZ4I80wyYx/wm+FCNkOKVUmJlr0s8RGMaNtvH4uiXeBuFDzBvR16Si9xg4J/TExGgjwm91YwNuoEaeFTXM29arbtl/TDYFSijNnzvC1r32Na+fmGP+r3+c68WIgNGwSDYJ7AH0DIk5Bpf2dfAdDHCIjNKe8l5VAROdhkRJlnxGvL5CoaGAqqTtMVQPfSdDZpeu4yrCeWtClb2wW3PKbL/PE/WcZV1up+OpxhKDpswQaRJBYWk2u6izSi5rW+zfzbkFiUylQn7ekXjOMimn6RZ5HKnexb/4lvtj/NrAF5rUCeUw/WEUcjH0m2bvzXGZMYOPQweEuqx6fP1DT3HZ5M9OFDdy87mmuMw8DsLQxxzPyGu6fu493Dj7EvdYjXCOOMqE285y3h0WV43bzSVKsMWzMfV9YTwfBqcOgmgyKBV6WW5mSwyQNrVoeRFvCOjz+18so9gfV2tqazju4oJRSxGIxnPc7qN9N0hgRiJSgPawtgEZMkjOmsFUbzzNYLvZgWC7LqR4yapWQn4Rmmj4gppwgFtcnlXotyq19z7DZmOJ/1H6ZfpaYkJsJ47DDOMmwmKegujkmd3Jr31HoU5AA1aWgG9Q+hcpCaBV64ytsMyZpSs1gP1XrJpmp4LRCNL2I3i2bLnaqRiJZp6riTDNMLwXCPm+iM81r+1qfZitCyNY6HwtPsyvIEqVJQtWCRqJzzZpITWtQmlPQUYR3GlA1bSKGFUmzQkw06N2iQ5X6RR6HcHAi9MCXAetluCn0wqDDaSirJCu+aDjkC4NX6GFUTL3ur9FXKsdxOHr0KGNjYyilSKVSOL/tsHDvIEt7h0hduULVjus1AF3EaJIQVSw8ekUBT1nMWx6UQe6XqLJi4q2j3Gv+rRZl71Q0ooLH5G16wtlJG2yBchVYQgOBTJ0+CxAarpHLrLBNTPKz1l8jHhUkRhXqZoX4jkA8LegfXYIwWEJyZ+0pql02m4xZPGnhECItVmkoGxuNOo7RCiZNc+4QnmvQaoWIxVvYtqMhWEAmppkInZVVNam/9yoJIrHzAgvTOq+tqqo4hnAZYp4QbVqEaCgdWS6FFqubwguuUw8TIcCm5V/3euJg+HOzzkG3Y0PctfsoR+6Yxvib/lftYPWabghA30xXV1fZv38/O2/9AJ//vx5nz97nuYfHQCiyokTcB6lEfHxuxzbYobkVVZqiSlMnQjcVekVB/3/+ibdBhKqKB5G+On2qEIS2dJqFaTVMJ7HO832iHia/c/0Hue/mT2O7elqRV3onaSkNd+lEzyo0BU76zgPiYN0XYvTuEwyKRWI+4ENi0VBRjqmdPMdVDN85zSl7Hd8o3YV5r4HYIZAfUggbzHebbHj7Ga40jhH3ud9RX2Vu4pFBK78/6b6XEw/v5LJ7j3Gdedg/9Ze4TEzoQKR1Dl9ffRPLqSw3mM+z0zjJcbWNbeJUIHxMsabtiDSCFUqnOYvSICNKXG4cZ0n1MadWsWkzLM76QrUwH3XuY3X1b3+4F9RFqFd6szYaDZKVbVR/+wTmHSbGGw3auTCJlI4jrquoPsWaktbfxeh6ox7F1rGxfXRsijJLrT6c6TiVnE08u4Z0DXYaE3zk6Mc5s3sDjy/dzFORvViWZHN8imyoFLgWxJKAmEL1KAiDymlxocqe30l2RsOGcmnVomSTq7gYrCz3YJqSRG6VlF0JLFEJaoHjp0qCmtIhYGvEg1VGoxbFsFxs+7ymoGFHKfiWWltpdbYhOpbGBvP+GNrGCaBhERpEriyTTa6SEmUdfEY7GMHOqwGNOcb0+fQuUdHSN1ylyXcx0cBULp6wcHxi6OHC9bitEJsGpggJR8cG/wiWUir43lutFtmzV1D4/FHcz3iUfiJD+c09bNw7iSe0xmlGDhJGr2pCOKTMCqt9aYzrQ3iPeqy8OMCW66dJrLVZTKU4JUdYcbKILQKaoIpakIut3TmqRRBCpIrgxOO4mSJpUWJZ9bDuvRWM7xmodQouA1EQxOclz2/Yjqk8FhMZXvCuQCnoEjXqyp8eiU6cs8G86tdC31acViuEbTvYtoNhdmzBLlmxyk5x0udfhHGUngwX6Cam01kC/ZlpeYGLra20uBB8kq7oCGclcaoBMbZDlJW+qL3TDEj/zx10fPQu4zjnU3olKVHm2Bsvx/2bV+8aeM03BJ1qt9u89NJLRN66nsLGjRzevZsz6TT1P7qNK41jGqJDIQBtmHg+VlgGVr7gcxGipJK+rFX/WVF1M6MGOaM24CmTPrHEgFhmpzFBWDgU/VOWgUtOFHzrocGcGuLRmTfQ2BghxRotFfJDmPQpuhMyBFrUVCEZ3EDN91iM3n2CAZZBKVJGxV8VaBHjeG0btXMZfm/7H/Jt71bazTDZdyxT/HYO40oDY7dg+zuOB6mJoKcknQCNXlGgSYRjcgdj53YAsFscZ71YCD5+Rq2noLq53jhEJrWKKTw+UXsfV0SO8W/MBxkxZllWWQy0fz6sHIp0a9IbSfpFnhEx62fXLxI1mkzJYfKqBwPNQs+KVTwkmV/6LKVS6dW+VF6TJaWk1WrRFdlB7LkYy+XDtHcnMDIVyq0kLVsLnwzLBVvgugar/sRLihYGLoNigZKdARvkmEk1l4aU4BOVf8vs5es5JXWYTCJ5fiz8lLeXDEV2G+OoLoW8V1LvEsTPKVb7bNKb29CjmOvPsChzTKkNGkuMJJ46P+lIJGsk7BoRn5cABLhvB5umMijQTVUlKBXTOJU46pxOlvMeVhj7BNaOElfGx4KobMC3uLqBNdfDCMSroIl4CVXFEhKHMK1iCjdZwcahRxSCkf+Y3BE0np0GPuTbYm1aVFWCPrHECLNERYsBdK6IqwzaT8cI76uzQczrfIPX6Vrrn1K1Wo1Go8Fo8mZiqRjH/vRriK/EmP7QZsTtgtS6FTzXoLqQIZSp0Z/R7plkpkJ5bw/qSwp5SDG/d4BQAyJdDa5xj7JRzDKV24hTiCNqAoXSkwGXgPSnCgoqoJrQHg6z05zAw+D0dX1seWAZYQlO/Ukvm59YQhw0eHLoem2bVSFt51UDF+hRbF+joymdZVKBALczETBxabai9EfyDIuzZFgl7juuzqhhEtToE0tsFLP68CTaF2RBWEE+yIroIUWFLs5HSof8dbHjNw0aV/z9ttYLg7c6gncIkUQniHYaBQup0yt/FEWFr1RSSur1OuPj44yPjxOJRBjZvx/rhht47E/eyXXGi6wXC6SEr3IW2hHQL/SF0hEp6RdGUvfHMaBPN1USOtpSZVkkxxJ52lKDfDqo187NJitWkVjMqkFU2dLKUmOcF+QVNJRFSLSDF7eOjUTjU7UnXbOxzR/3yLJKWLT12JU2RdXNMnp/fE/XYwxuX+CY3MFBeTXDWR3RvPytLNb7LTbvOuHvw/R6IEWZGlpp22/kgxjjWTVIOrcKd2ssbcdiuKhyPC33UiPBZcYJthuTzMpBTtmbOKM2UFBpbhCH6GWFGbWeRZXzbWVtDstdums1KpjCJQwBLCdh1JhRgyyqHCWVJiIaHJRXMz7+sdeNnet/pRqNhs5BUAp5XCG/K1mpDiCygkamiucZWmhVVjgtbdkqkcFR1QC9OmLNoHYoSpF+1AEJEYX3eY8Hh+/BuNUg+saKjgg29WrnKbmX91ufIfO9NqQFhWyMRZWjf2Oenrk6rArmdmU4KK/mKbmXWd/P3SZM2HYoVLqJxVuk7dUA8AIQouUnuetme7K8kWY5oVP1mgLiLmKdyVs3PchD77iHdw4+REaU/GYgHFA7O0CZRfroZYWC6sYTJhlWAUWdCCWVpqlMlos9yP2KUjJDfzZPQ9l0izZNQjR8AmmCqp+oF/YzP6BENy1fW2AK6VvRUpRVklk1RHhfnRuyBzV5k+rrKuDon1NSSk6ePIllWQwN3c5Z8Rzt32pjXGVQujdD8pdWwQW3ZrNsZfFcC+ka4IJxvYmIaDcCVSjnkmw8u8K24Uke52atIbAEIDQMyCcWKhdERz9gQ+lUHxM7t/CB6mexv2yALZC3Se5r/yG/desnuPWLR1lUvUzI0QC77HkGObNARpRYUH2s1PVqKBJr0qxHSMUqVFvnrYg2DqORM2RFiR5RoKFs5tQgeZVlXq3DaYW4InKMy8RJnbTrP+xdDL1aFpoA2a3nYnhYQehYB11f91cKJi79YpmcWAF0ExAK4Hl6bRZkRxBnXg34Ilq9WlOzr+79819VQ/D3q9lscvz4cc6ePcvo4cPU7riDz/3eOxkWZ32GfIPzoAjdoZVVkjg1LDzKUusB6soOcKerdLFY7KP5hRj9B3+ByXCYP/uPn+JdG79Cm5BPcLMpqQxh2owf2I0aUyxf3kORdHDyKakMHkYwWtd8BI2gdTHYJOaC8X4UrUqdVhuYUet5h/kwHwx9Ekt6fNS7j6998ydhTnHNrx7i0BeuASSbd53Q1h5f4NcQkmjAuQ9pG6DPj8+IVW4PPUmbEKPGNBmxyrLKBm6JreKUVvBisaj62G5MskuMUyPOX7k/zq9YnyMjVjkor6KoujGRTKgt7BQT/uhY0sYIELW9okCLMClR4SnveszfOc2zD/7O6wJI9M+tTlpi1NlE/2f7Sfx1gv7+fv7uPV/G2IF2JLTAK8SomJKVc/q0nNqyQtpeJSdWyJkF5JBJ2e1BjWnXiSooSAla+7TIMJVbw8MiQZ1txiSqCwSKnokGPckzOAmgLSjdHKao0kyqEWalZiZ0bH2G6ZFKVjRJ0X8vhWhhCS3UWlJ9FFSawpkB1CyILW3S6wqMWlPcYBwK8Li/sP4BElQ5InfzTXUnsy9s0v71OYX5LpP4cJFaIcmO4XEW3T5K+W5CtsNgZoGwaDNqTBPGYSHby9Hte3BqNk42zJLqA7R9MEybBZULVlsdkXHHibB1YJIcBWI0tE0TGxcDmzZXZY/RK3Sc87waoNVq/cDX70exXNflzJkzZDI78BIenAL7EzZ9X+1j2LZptVqYpsnEB76LdUuTwV0z/MIVX6ZMkhNylDObeth4dgVxQpAarhCNN3FyCVQenSFQADyFyAjfogdE0E8nFxZVL44tCO9UlN9n8G1ux3bb3Dx/GLVHUFTpQA+SEyt4ptZsFUkzIJaw4+dP9CuxHnrECg0rimF6xGgwKBbYZMxoiJGKc04NMK2GdYatZ9JqhViK9GErJ2ANdEiESd8tJH00cUdkqaddFlUVp0Q3dRUN3G413+Zq+/frDta4M8X2MIhcEMpXJ0KFJNNyGHmpIfj/r7W1NQ4fPkyxWKTrkUcQmQwLlkU4HCYSifiUJ326Vq7LquvyN72fgqJCVQFPgeljKrOAKXD+sM3+2H7q9Tpdjz/Oc+vXc/oD+7HuaJJI1qgs9OB+wsP9TBUQfOHLb+MLrZ8kdH+I3fuOAnoy0FFNA0gh/QagGVgL2z4auai6SVDjm5GfYcsfLyPfK/l3yQ/zl4/8PO5vO4hdBoeS1+D+dxdzn0Ynd6pz6u8VBRoq8n0ZBKbw2MYkYcNhWg6jA6EMHeBEmyuNMUbEjH7I+7n0I2KG9cYCZ+UAHiaPeLczLOYZFIsUlUaZbhIz5HzKYlGlOaFGmZWDpESFvcZhUqKCVN2MqR1MPfjHzM/PX6zL4TVfUkpqtRqnT58GYHx8nC1zNzE4OMgTpS9o+NQWQV/hFvL5PIZh0AqFKIRCTP3cyxi3Ghosg9IM9YxAnpKoKYmaDiOHXMpeFw3TZkAscdC7mqWr+7hOvUjyjAcGzCb68RIm87KfcbmNx72bWVQ56kT9hEOHAZEnRYVOXHAnIKihokyrYc7NrYeKBTYM3nKGW8xnuM14BlN4LKse9ns3MqFGOXNumKGBecqtLn2a2r1CYyRKNNEABZVikni2Qpg2UbNBaqBCmxBnFoaJp2q0Y2FGjSlyosCv3fgpFlWOWbWeBhHm1QDdrAWrB9A5C53pwMkFfU1vFDMMGjpu10YHNNWI0yMKpESZGE3yqofyz/0NS0tLP5Tr4rVexWLx+/49nz+f4hmLxRC7BP953Uf4+fZXiX7eRI0o/ujW9/KIdwe/VvgK4rTgXusRFmM5qpfHeXD1HhqHUogRBZ6vnm+idQRJETQFSyrHB42PcPq6jfS4Bd5uPcxfrf4a5sMGX37/nYw72wK9mO3naiwXe/A8A8PcgGm5ZJOrlOtJXNfATHpEzUYgLk+IGlNyA00igf7FaYXoiayACaFkgpYKM6WGsYR2W3RybfRqWtIv9DWjceQOK+gGRZMS44HbzcQjQovYBSwD6UtuAX9aYNPEJsL5qWuZJGWSZJd/lycurQz+cTUzM/OP/lghvhZYOIQQwS/TNP3fO1SrXiBqXF1dpevfbyQajaIMg4RSlMtlDMMjEonQ3jSFPK5w73cZ+8QuNg2f0nAiP3PbRBPkpsvDJJJ1yiTJUPLFIhV+0vwWPyH+FqTggX/3Bj7pvoejp/cgn5aa5DUm8YoKYQvEPiNgInS0AAlqhGmTEDUGDa0R6OysoqIZdJ82bepEdcPg5zP0ikIwPdlljNPtR9lm/bXLmorzde8uJAY/aX6Le77zDD13Fjgqd1FVcfJkOCOHaRFmi5jGw6CkuplSw2y+7wGevNQM/IPlOE6wBoM+ff29KDjzCgl80f82hPlp/bbtpEfatk0kGsGasJg/chAjE2J1uh8sxcJIkaNyt3biGBAe0Yr/CbmZhooyqUaYkKPM+DHf0jNpmXq6E6XhE9rswPrXVDp9NL+QIxRvctOGA1xpjNFJ6pxQozzl7uVYeQeN4ynEcJtIvIGHQSaySluFCAuHXnuSNiGmmxvoGSgEJ6SU0DkKy4UBVD5MfEA/dCblJtaI4xkmg2KBQfQ1rhkZaerKptmK0ohECeGQFqu0CGHHGySS9UDX42ES8pHlJtpeHPMhMFElcpoAACAASURBVHNylGY+f0lD8L9QjuNw/b//CU5eeSUf772PJ++7grLqYo86iqcMnrp8Nzc/N8aWb+R5y1seY0H18WLyCibiKX9SgF4bpDg/HUDbqk+c2slE5jJUC9bfPsPn6/dh/onJykctPtt6F5ULgt/KKkmh0o3TCoFrID0L13Q5V4tiWB7ReJMWoWDq1SCq11TKQgDFVjcJu8Zt0We403yCj7u/wpl8lm25yUAXIIVFXdmstHroj+SpKh2j3Xn4R2lR8ZJEzUbAGgj5WQopUWGTmCHiHwh18mjoAoouRGjR9CfWYdpsMnQAXV1FeDZ+ftXxatTrqiH4p9QPijv9hzjma2trrK2tveJ/2/zSzZwW+6EF7XdKJj+0DbFO28sAVFWx8/pj3NR9kJfkDp92qBn3RdXN495NPMjdHJM7KReTmJZHPFci/HsOhe29yG9LPRbOCIwdQnu+/ZAns2P98RuEKC3fFlQL3BYAYaGFWAlqvsUxS69RICNWGZdb2WlMsMXQaW/LKkuVBBmKzKsBTqsRUuj4ZnmlpFtUiNIMWPaDYoFhcZYwDuNqG2WVZO3+Lmq1S83AP7X+oSjeRqPxin8uhMAwDAb/+1UsPnUI60P6rf2yeRmNIZsJNUrKq5AWq1SJ4WHpQCTSRGiQFas6796URETDv240YbHun74KczmSuRL9kTxXDY4FK69ZuZ4JNcq8O0C7FaLdDNOeS0AEDEvSn1r2J1paE5BhlQZR8ipLyq4AgnK7i4y9qgFNfrhLzxUL9IslmkQDiqGOJ+8hTJtFlWOf8RwpUcaRIUpWhrYKUaIbU0hiNMkmV6l7ERZFjoaKkPZPhTHR9IFP3f4CQdvEKpXKK/58L9U/XI7j8PTTT/Pss8/S09ND8amXsO63WB7J0kuBLq/G8K/MMXxwlZuXj3Cgdyc9osgE6KeQD1qjpv9dzSo9KTCBlo8HHxbcbjxJ+FED79c9fr71aRb8tVEHC28gSSUr5GtR8CwwXeLZNUzTI22v6hRBoYPp9KpYi1B7xApbxBnK0S6uMw6TEfq+t1HM0MqFNDROdbJflinSTTayyh7jKFXiTMoRyiKJxRotFdaCS1c/vBN2DROXHlFgQCwREQ1m1RAAWVHE9oWHEZ9uG6ZN6gJ+y5TagE2LFjZrawde1dfxR7Yh+Jcsx3E4ceIE6fR2apkJVBnav1pHWxgs8MGr4w/s5onbfopfte9nv7OPubkR5AEFeWCdQKRAbIEdI2PsNsYBffKf/plhjr1rJ/mHBlBHJKqs/96Oe6EzUtIs+DW9qxINelmhi1rgb237J/g6UcbVNsI4DIuzWhcgJJcL/Xe2AjVsm0m5iRXVQ5swN5jPM68G+HDmQ5iuTuF6Ul5PF1VuM54lLPRFvI1JNpvT3PSlSDAWv1Svbiml8DyP2dlZcs1d3H3tH3BAXsPs2CZOl7czlW0HMJWIrZ0CHT90gwh136Zaq8dZrOWQzTBGpI0s+BTEiGJo4xTXGYcZNs6yoHI8Jfdycuyy80KwuEso0SQcaePEwUhpyFdnitVpMExciiqD5U+vGipKv50nLUrUfO58KlMhKcp+o6Kthy0VpkmEZZVl7swmVAHmr5klIWrcYBxiY2iWeTVAnSgx1dAiQ1HDNQ0Kqpu60NwSKQx/WdfCw6RMFyEc9nz46/y3Eycu+mv3eikpNXgsFotRud9iYcMW/oP5W/yddyMFlWFWDbF+WwlRgprPg8D100HjaKFh2ce/+EJDVfODwyzou3GO+0KfRu1UvL/nP3G0uoueWIFzCwPY8QZe3CBs+lkDrq/WtySm6RGxGzi+hqtjTU2JSpBcuKB6NbpIhXjCu5FzaoA6Eb9RDLNMj54C+Fop8KOkcdgtjrMsekijU2vLIsmEPRpkmGgRt6YZAsyqIebVADYtYqKBUlAhSY9Y8UOYLKKihqf09+CoEGfUMI8fvgP3wO+8qq/hpYbgX7BKpRLh59cjlEIhEULQ3d1NLBZjfv4Azoccen97gi0/d5LlD2Sh5WnqYBbMLSbDb5xmp5hgWJwNRvomklGm2W0d58jbdnHw9qupfzvJ5J4RMkaJXlHxCYpp+kWerCjqyFmlk7MGhWbhG8JjhFlCok0CjxExgy2cwE54pXGMmtJQpzahANziYrDZmGZQLdArCiyoPkxcTT2UV7N/9Qbe0v2d4GewU0zwwjfv52c++EEWFmZ/WC/Fj3S5rsubze+y0zjBX+76GWbOjELNplLrBduhYiUp2U6AI5auRXtBn8qpqsAL7tlRsCC1fZltkUl2GicBOOhdzdOzN6LGTEgpxJAHlkcyWyESblIqpgllqnieiWm5OlJX+AFFwqNMCoB+kfdFtzqbxMZh6YK0zI6jwcOkrcIs0ktVJVh6eQiqiuG9U6yQpSKT7BAT5MQKttD47LRYZV4OBLZiCw0bS4nK9wXUtAizojIMfWScB77+9Uvrgn+BWl5exv2wywce+CgveFfoSG2hTzHVLgs3ZZD3euilwJ6bDrJVTHJE7mZ8epdeGZwDIj7BMKIQ6wS9b1/kg9YnGWws8odbfpWHS28C0A6Cmo2VqlErJ2j4vAtVthARAbYmDSbsWpBQmBC1YMVVpJuqijNZ2MSZ+AZ6IitYSH0PrHTRKqYY2jgV8GfaKk5L6Id8nQjPymvoESuMy60YSH4j9ClGxTTjchtPyb3MqEENRfJTDfPoNNxllWG9WMBTOkNiWfUwKOJsMaaI4NJQWskTo0mfWKL7D+c5/IXfYP5VhmZdagj+hevvU85WVlYIh8PEYtuw6zbFX/8mJ745ijzkISI6ZtO4zWTk7kn2GEeD3WbnxN/ZrWZZ5TrjRbalJ/nS3T/FysvrOHgZjBizZCiRESUdHINkzZ8U6JufE4yhYr5VLEOJPcZLPrEthSkkNaUtLgWVZlYN+ghak13GycAxUFTdDIs5QNAkwnPeVVTfF+erb3sbG8/NsbCwwNO9V5LPP8Ls7KVm4IdVlmVRJU6MFlcZx3A2hji3oHfywg1BROGUbRQ+iqOodFiWxfmUuywktpToj2u+R5U4n335F5BPS70KGxaILRDJlek8dSNhnURoWi7tlo1peoQjOukQ9IlKR4T3EBVaV6DpoE1QUKQbD5OMKPqpkJKiSvv6mwhS6dyDzPYlDFNPqMJ+/PPTci8pUWGXOK7DwqhxnK3kfXEXaEHXGgliNMgriyYRpDI4qwYYGxtjYWHhYr5Mr9uq1WqIRz3++qW307NrgXvNR9gmJhkU55hhkIfdu7CQ/FboE4z4OShvb/8FakFPmkQKyBl6SnBOILYLfsP6FG+3vsHneDt/0fq5IE+jWQshUi0atQiyFgVX0LI1zli5EIk3sCzpH2FMyl6SuhkhRpOwaDNTHqR1rptQrkpvpEDKF6i6mBqAlZolhE4gdJURnPI9DBpEWVRpXirvoJXvRs0qHr7jLgaNBRLUfHBXHZs2g2IBU3jMywF/oqub4haaRljzHTEuGplfQVsVtVjS4tD+r14UYfalhuAiVLvdpt1u+x70EuZtBsawwHvUQ2w1MG43GBXT9LJCJzADCJoB00dWRIVDmAI/0/XXPLbrNqafG6U4kubOvif0BRf4WL0AfmT7OFnwL2IVoSyS2pONR0qUfaZ3GiDI9XYxiYkmfSLvZxasas2CCvn73wy1egJ1TuH8B4cvdn2RqampH2nOwGulpJQ86V1PTDSC/Wg1E6dc6EHV9FgWT+NjFUAN/eeudiyQAJFrY1oep8+NcOrxrcjvSrwnWog+gflOCyMLIqVHCU0/vz4ccUjZa0TjLcIRh3DYod0OEfPjwjt2VwS+VdUmLBw/k6TtO22qDIt5AsKo3yQAZERJkxEt10+ik36AUkST5+wwR9nFhLeZGE2qJLCFQzeLpKgQEk6g7m4RoqTSrJEgPzcAJ078yBIK/yUqFAqRzWbZsGED8XicZ94UZvOuE1xpjHGb8Qw9YoUYTf5O3sgj8g5iNPmA/HMS/1Mg3yRJdVcQ24UOOsqAmWngTUcRKbj78r/hp62/5rjcxqfdn2f1XBY8C+UKRFzDhbSIUKBqCmFZiBSEklVi8Rb1mk1+IQetMJge8WwFGTMxVEQ3FhYkUrUg1bCjuQLIoEP0TCSuMPGUFnRX0Sjt+Zc3IpIuQ6OnqY4kWKaHeakPVjmxEtjeC6qbLUyTFqtsEjNsUPO8oK5gRWX9NEYd4tVUUYQBpvKoqC7WSPDIN99E+PgfXJTX8VJDcJHLMIbZ/qvH8TA5fmAzIgMbt5zSKXC+I6Gt9AUSvSD7veHnNth+t/ou8yEOX7+LRZULutZ5NUC/yGPTpkyKLlUL9lgmcdKiSCzIGBV0ywoNI+J/fNK3m7XpN/LUVJw+kScrVr8vf35eDeBiclqNUD2QhoiDKihmS7OXmoHXSEkp+Y5zG1GzQYswpeVuvKUoFP1pQBOt5LYFIo5OZfRtXuHtNZxiAnUkTOlUFrnfQx5wUE0/DCkhUFMS6RoYe02am+KE4nqs0G6GCdtt+q0app9PH7UbpMRacI32UqCXQgD4SlBl2JjX+1If8BIWDvNqgCKa2JmiQgEdKpZiDQ8D2w8e01wMj42RGVJUcAhrIBdRWipMVpT4N+ZDbDMm/WAy3cxaSCI0OCj3kBkuUuztZXp6+mK/VK+bMk2TlfYR1v7cwE7VSNsFRsU028QkCDijNrBCD5uNM7yPLxARLeLPgHhGT0lvvP4QE7ePsjQ9hDqhcE9FEFvg3Tu/wH8M389z3lV80n0vZ5Y3gCWhJRDxFriGjgSPN7BSNapH0sgxhcgJwvvalM5lNSzL9MD0sFNVIjFt+24RJp6qkRk4G6wROhyZDf7KKiFqlFWSEmlMXNqEmchvARSpzBqp0WVSdoV8JcuGlGbfdJJMwzhMqSHKlSSpZMWfhrWwhXYbRFWTBhEsPC0AJ86U2kBDRojS1JbaX/xLvG+8h/JFyte41BBcxOrq6mItkWX8/b0YWw1EwkMeUyzXsoS72sFNsjMlaBMKdp0dG4qJS404Kda4yhjTMZlo8FKE8wl0jgpRF5px4Ch9kYdpB7jmlKjg+qluGbHKFjFNmS7WVIL1LLDJmKXli2hWVVInPKok02oDURq8IK/Ae9DTVLKtBuHZ8D/o0LhUF6/C4TDFsZwevYIGv5T9ZuBC5k7nQNwnSIwU6Y/n8TCZHhtFPi1R5zRNznyTPqHLKYnK+5/PlaiMAZZJ204g+lxS6/PaSisknjIIC8ff1Tb8ga0k7Ge8h3EwhRc4Y0zh0U8+CPgK09ZWWuHgKdPHJLeJigYuJgMij4HnQ7gcnwDq6XAvJVkjhik8XvjutUxcP8rZ52/A/CMTlVawDp3f0A0bLnsrH/vYx5iamrqIr9Drr6SU4EJ2aJkoDSqtJDl/2nhCjtJQEQaNRW4wnuea9ktEnhEYx/SOX0wL7tr3OA96d7N4Cs3WuFLwi5d9hv/N+gzH5E7+2P0AL567ElWzoakQWf9C9iy8KYsb/8svUiqVWF1dpdlssrjjEFUzDX1Cr8NcE3O4QS5ZoJN1YeERj9V0gi41P6PGDDJqGkR8AaLh66ZkgO0e7NWhbaalIUX1ZFRj830Akl77dlGrJ0gk6/SLPBJtV3y4fhemJem1Vhikwg7jZIBJNnFZI8GC6iP13s/wt488clHDti41BBexLMtie+oNTJQfx3vK0/AND6pPpynelSbHCm1CWJg6WEOFafm8Dg+d2V4miadMCqI7EKvERCPIUGipMF2ihicMakrvpJpEcTHwlMGImKOIvnijfkxskgrbjAYF1U1T6I9tEaKpongYFEkHu97Lxbi/vmhyjJ0aP1pUr3os56X6x1UoFGLFOELYFmA6UAvpXawFIiUCEavICW1jjQiECdUjaSbdNN7DEnnIwdhkYFxpwDq02vuEQuQF6rhEPu1h3mFCyv+ceYUx7NArtF/awwwe9g2iCMBTTaKiGazBPCwyFAP3i4lHWDhEVTM4pUVF08eFG2TEKr2skBLa9hulwSrJQHjoKr3TrWNrvoZ/41bTiuL74qQfP8Hqu3aw8lNHOHnyZMAcmX/5ZZ599tlL64J/ZpmmidfSccA3Rw/whHUjCVHlKnOMU3KEmGiQpUS3rGCvAkPQ2isJ5YFzgsuXT/Oe7AM8/Ka76Bd53mM9wM2Lh/l634/xR+4HOD61G1WBQCXqGsgXTLyHPbyvezxpPxlYcg3DQJ2dA3cI890WYkhfpz29BUBQbcdpN0Mkk2vBOqtXrFAl4efexINGs0GEHlEgw2oQjrc79zJJsabXUj6VMCdWiFOlW6xRVGkKdGOhA8ZSVLB8N48nDNK2Tt5dbOZIRSr8ceWjiDY837edSTWixbYqzp+VSq8YV/1q1qWG4CJWPp8nFothf9yh9f4Q5j0Gxq0SmoJllWXAH9FrBYDuUC2lO9AoTU3JwgAh8PxkBgixpowgddDEJUSbKB5lkWRF9lAnguPHOO/kZMDX7neWMD1FPaqhRf1iGYcQ43IrDaKkxSohYJizNEUkyJTvUBJFVoCld9GpVIpqtfpD+sleqk6lUimq77UQFlALoTy0x9vV/zRyHj1DeRr1CG/8k9+n2WySz+d5+eWXaTQauD6GNlfoo2e6hzHzUYSlA2dUXqFcCVUAk9gb13h3+itMqFEm1UjwsO88pIFgFdABaYGeVHlYlH2gTBgNS3LQ0KJRpimS9mmaejXQK1aCCHOdTNoTXMceBm3/+p5vDuB5Jk6sxGKxD2+/DoRpv9/lT9/528gvfpHf/M3fvJgvyY9EtVotcrkrKR8aZ+iWszjNEDOh9SSosc04zYrKEhFNFkWOl/u7Gc9tY0X1cMPIIW5xjyDGBb/W/grvH/qK/oQ2fGPjLXzSfS/HZ3doeFGHSwDIExaj//etnDp1Cg+Hev38WtPzPOLxW2ifmkIdk4gRg0hulS5//N9uhonGm8REk0EWfC6BTdF3WIX9CHkgaCzrRII02oSo00VVR337gVwZVsn616eBywDLJH1nRQd13FZhelihKXysth3n4NgNiPXwvX1hYIqfmvhbms0mjUaDbwz/3sV46b6vLjUEF7nm5+fJ3nw1jdIRRByMXRah4Sqzaj0b1DwbjVkayqZGgqho4fjJcwgRrBNCQltmOhetxMQSMgjA6exXqyruM7dN6koHOc2oQTYIrVZthKOE5flGwpJSRxYb84HXtk6UnA89yqsencZImk+7P4886XfrKUFcxBFCXNIR/JArHA4j4vrUDpzXC8QhPFRjW3aSfpHnsQN38r3vfY9CoYDnebiuG7x2nudx9uxZFhYWsKxhIpEIa2sHgS46nkRvv0H1w3Ee/NN7uNN8goYf3nK+MfU/TuhhayewBfCbWQOwgnXChQOmqGjST55eVvCE9otrRXeOtgoFVM2in67YaaAlJgm7s2YwaI/FUcccLZ48Lrn//vsv+onrR6WklLqh/AsPboFMfJUX5BV8zn0nu41xqsQ1GltFOKM2UKaLFGsckztIbKkS3drUNkDVzRNyHy/IyzntbGKmMogqWjr4qAXUFPKAIv3QLiaKxR84Tm82m6Trl7HpyU2M7XuE6K6WPv23Q0TjTXqtFVJUAkhRW4X9a9ElIeraKotuVpv+7x1/kmUK7VZpqogO0vMj5jtumIjQB6amilBG58loh0sM6T9yPUxWXl6H+7sOQ19+jnN79lH57Dif+MQn+NSnPoWUkkKh8Oq/cH+vLjUEF7kcx2F5eRkRATktaf90m3bWZnL3CGfet4WfvvZLbDMmqakEAoIHu8TA9NWuoJuAjqvA8VPeJBaH5W4uM05QVl0clrtxVCjI2g4LHXiUME4GOgXT9XBtI/j6Vo0kYdoM+93uguqlSjxgxYdFm3k5wLFvXQFFV+/z4oJp50kSidEfSHK8VBenpJR4j3qYlglDvmgQtNbDcklQ42DjKjb//q2MLy7+wGQ/pRSu6+K6/y97bx8lx3nX+X6eeqqrqrt6ume6Z3o0M5qRJUuWZVuJnMgvwcZmExJCCOGGJYHsEgiHcLMsnIUL5MJh90Lugey9vnt5Se4u70sIBAyBOJDE9jrBJg6OY8eOI0eWZVm2ZI00Gk3PdM90T1d3VVc99dw/npqWExKWQGLJVn3O0ZFOS+qu6X66nu/ze/n+EobDIVrfjxC7EGInUERv9En+zGN5cYo//d4fwLrRYvrK00zRQhKOBIFE4RCPTKsGmetgifOzOFQmWEtikA2JMWOLpWXWeluPs5jO0cO00yotM7dF06IIjOoIKmKTQPsMhLmJ68T87CTQ6/UIgvMjnXO+sSilUH+T8MH+29jnHeNQ5xo+Yr+JQ/417BYnWRBLmXW6h8Q4Ym7oMf5KvYljqYkyLbenSTo+eEMKbsyw6aObpvRJSGNUpD6csNpZ/UenUiqlWFtbo1QqkR7SDG8sMEg8pK2Ycls4xPQoo7Q07atiPZuEmXV5CZOW6lE2j2UpqVHaSxcoW8FICAyzabgdXcmiZMNRJ0IP08WlMMOShlGB3ska6g8S0kdTNt45xkMf2c09//k3uO22217QmoGvJBcEFwClFHa0nausqzl6xadIH0lRT0P6uZQPvf77kW+RTBxYYZtsctB6HE8MsqrocDQxa6t1CqCjqwxxeCrdzZqus0ec4MH0OlZ1nXHRZU6co8CQ7eIcu6xFhjiZz4BFzykz0Kb4EMvcfM/pBlWxyTaxQo8yS3oboS5m12EMidQnTRGR8EwdBHVBqV/KBcEFZjAYoB5ISE9o7H8tEd9pmc6AliY6Pc6Vt91N8dTv8HcnTvyTx/was54fw/fLDAafzx4tIISF7oD6mEIf1ax87zxTN5hTTUgRCzWKGJh6FImbjQXfSoMhBGSRCS+reNwaL7u1Ls/pxii9MNSmeLAs+lTZHJ0qn18YlgpjZKSPa2N7a8N89VUsL+djjb9ZCCGoVquEWtD6sXFW/7huLIRPz/BkeCWL1e3M2eeyuhF7ZBX9rN7Fl/RVtE5PnX8yO6HgxihlnZ9x4ILuavZ/8Dv5Uv9LhP/EtZskCfqJlGCxBtUIv2oEYVuPm5kaYo2aWDcD57KT/UB72EJRIGYKIzilSLJDUYpDlBltmRqDVT3Jqq6PChFXs8mLDkNW9SRnn9uBboLcGVL0B0hboU9o9FGz7tNDmu945qPM/+W3XlAxALkguGAkScKRI0fYtetmntv3gJlW19Ykv5+QfESxUp9g7dsmOfqj+7n+ioe4XJxgXMAgU9cW54ugXDHkcLqPzz90I6+88fOc09N0qXCtdYQF6zS7xGm8rP+6LEy/rXHLqo/yuh1dQQozq7uvi7TTcZqixg6xREO0WaZBjEOgC3wuvg59Ij2/erITWJ4uuPB0u10qlX30zj6FugPwBdargQDUF1LuvvtuTp48+c/6rIyPxjLW5DUIj2ziIoDxLkg/m7J0cIZd9qnR5g4mmpVgURZD/CwnuzVsa5xNEOZ5jJ/7ACmUGS6rUyAxI22zDpyt01cxi0IoJI4wEYUhDgM8hrpAhwrp8fM/4/r6OmF4PiqR841FCIHneYidgvTTKcd/dy/X/rvHcOdjNpVPr1NmqbqNc7JBHBWwbIVA0GmPoTolhJvVndgpfjUgSSzi5jhEGuFndsYdY/T29XyO7XabxiOvYPXjh5A/CIOgSKdUYe25GSw/pNwIuEocQ2TeGJIEJeRodsZWgatDTFFEoHXmkTE+Mo/bWndLegaJ4umzu9GnHUQDvFqHyuwazmWxmYeAGU+/0a2jV3Q2w0ET/7RmdXX1G/ypfP3kguACkiQJURRR+J0C8c8n6KOpcYDbb5F+0VTPpk9rHvqu6/n8LTfiTXdQicR1h1xVfprLxCJjwjhindJzUIfpbNFdJZ5mr/WMMXMRZp7Bqq6wmtapik162ueEnmdGrFIT65mDXJ0iEdvFMidZYEVPMy428QlGc+Rb1Gg/3EB3YoQnspCsSRvknQYXHq013W6XiYmrqVgVznzgYcSdgILL41s5vbLyzxZuSZJgWa9lSk4zXZvmibP/w6zZay3ElRJhw/pig1M7U6p0GBfdrCk2yQqrzo95HYz+xho9VmIwmkoY6wIIcIkp0sYnIBTFzHgrHVV3D7Q3anVs64nRMK/TpxfQJ7d8iwVWYpHzzUNrTbvdZqp4LWkpRb5fUv27/WwfG6NSqfDRX/5PDAKPOHRI+8ZREEY9A+iOWQOimiClImhV0FFmnpVlefb/6XfyxLlzX9d1hWHIxsYG6T0K64BD2hCsHvLQTU2Ky+Hqy6m9aZ1trFLFFAG6Ih45EUoS0+ElMoErBENdoE2NVV0bdclsjbWXKPbNPs25RgMpFXPibCY01GgYXVuPo49rYwYGzI3fQOvhFhtfY3DZC0kuCC4wQgjKs216P1sDwNvfITxaJV0Q6J5G7LGw9gv0IU3vkz7pF1P6ZZeH3nE9J96xg4PW42xqn5XH57ns5c/gEtPHZUz0R0UuT6W7GWKbwpnMJrYoQsay05oAHDFkkHosMcNOcYqp7FS2ocdMLgyfvvb4q+S7UbebcJ0OMSvINmmDUqmEbdt5C9cFZuvmvLm5yVj5Ssimgp8Ign9xSDJNU86dO5dFC4zlcXoY5EmNeIMF3pC1kzOstWfw9nQoV/rUWecyy1zEOuNZy2vIlnyUWbTLQrGZFbM6DAl0mZ728cQgsz02xYMuKTWxgaOHrIgGWpswr8xSFB0qqL+00E8nRrSGUC6X2dzczL0yvklorVlfX2d9fX302NmzZxFCMD09za7HH+fw/ruxrrGwbhUjoytsYdI6iWmHtbyYbnMc3ZGjdIGpHdCcOHHin1UU2u/30Y+dRty+gPUmaTbjEymiKhA3CmyUSVNlaYAyAQkWNunI52WryHrLnGhLAHSoMNQFimLAVOZMKFHUCuZ9MB01MvM4sFBashTNkB42KVeEqSu7WDq0ckFwgVlcXMTfe4B/+7a38eh/Z+gqVQAAIABJREFU+WGON3eaCnEfxLyFdatien6Zc4vbTd7ppCbVGv07sFrdxuKb11gMtkOP0SCjkCJVNulQoZNWzFz4zNhla4FuecoPM1ctY2O8aXJrDM1wGRGzqLePuhUOp1dx5H1Xo48qhC0yMcDI//5M+SFcd1cuCC4S4jj+shv0NwqtNRsbG9Rq11CtVjl16gHUQynMCqwDDriAhHCxSlgv0nHHmKivUyKkkEUABHxZ50FP+4SZxbYjYgSBqR3QFQp6SCMb9tXS46N8r0R9me22w9C4HK7MkH5amUl5HmDDyq2PMXbnFbTb7W/4+5Hz1dka4728vGxaro/tYuLeCZqnH8P6vixiE2XOmWXjmKZaJeho6JqC0B+87+c5cuQIjz32GGv/zJSPUgrHeRXqzkXEHovCOyPSZpHCbI+iH9LP1t1QOyCgQwWfHlGW1tpat7EuEGUpK7P5mxbsAR6OiEcdMDEFM8I488wY6sLIcEthsXHXJPpEJkwTSOTFc7/MBcEFJk1TNjc3+cQnPsH2Q4eIX3kXhMYlTgca9QE4422DIEG3NGKnQESYL40NBWGUbe3G5qjgsMgAAZxMFxhQZFKsobDYxDfOW8KmQQtJmoVdTVvhVkdDhzFWmRwVaTV1nRTJneuvRd2lzLjbLTEAUAZrj0W6qCE3fLsk2DoRXn311Zxp2OijKepPNPqkxLrVAq3Rp8G60WFuxqS2lDbVLwOKFLPZ9T3t06ZGR4+NOmjqtEfeBVs35S2L7qIIibVjCr8wrbZV0WVFN+jhU9Qh6riHbsejDgv7rRL1Z4pOp3Oh3q5LHqUUm5ubRFFE8v4jFFpXYd1kgS/MXA0J2gY6KbQhPZqy69FbuP30aVMo+08sIvzHXh80+qwmTSxmrzllpm+iGGiP4+ykRMgE62YdCk2SuRZGOKBBChNJMLNlUubEOeY4l7WJ+0Q4I4fZYfZnU+fiZeJhwKLeTnqHMq6hEkggLVw8EzZzQXCRcPbsWZrNJumjjyPEDOAh7BI6yTzkPRNgFX4WaC3D2Ks3zFTDUpd/Y39kZCjUoYrS5qMtiyArlTHFXR0q2CiizM44yYqyzukJpFbMWcujNq85cQ6JYlXX+ej6dxH8tzF0qBDZpFxCELMC6zssrBss4hsihipv67pUEEKwf/9+vvA9BeJfik0ItJWlET6rjWjdJ5kRKxxLd6OQJNqijhmUVSAmxMsiWEMGSMr0aekaHhE+vdEsjj5FKpie77aYINEeHcbwiCjTY1K06egxFqPtpPdrkMY0S36bxLrJIvn9i+cUdimTJAlCvJrCR4uUP1U2vhlCjH6lacpwOGR9fZ2j38AiUCkleq/EOiDQTzicZRsT06a1OpRFCnqIy5Bl3aAkBizpGQDK9EZ28CU9QMPIIEuSjGpeero8ei0TNSiypGdGc2mqoosAVj8zQ3o4HtmG6xBCcfEUu+aC4CLCfFm+Ha3NzZZEYFkWr3vd6/jU2Q+QPp2StjSiDEIJOr9c4f6DtzL2pg1q1Q0Utpnjnc0eqImNrPq6QJydtCQKL4vxG3MYMncuk3t1iEdOc8/onQwp8Jn0JoJfKZMeVoitQWAhiCsE8h02Yj7iuh//AR6UD/IvFPI5LyLSNOXo0aOk4+nIwlgsCDMxsZUipgUk0NR1ioS0mGC9OU7gl6n6XZLMc6BEODLUkiSZAUxCXWwQUjQdMCSs6wnKoofLkBiHSDuml1xYSFJqYp1jwW5T6FgH6zqJ2CfY855/xdHBUYb54rzgmBZW4wnxQubNJyYmeNVn/445scwn0tex9tQM68E0XqNDJ6ow1Vgb3SN72qeU2brHwtxPt6KvBWL2cJIIh44eoyhCamKDZd0YFSFu3T+LDBhkLrFLeoaB9lAfT9HdzEq8ZuYsXEzdL7kguMjYqgDf+j1NUxYXF7FeI03F7UmN7ml0olEfU6SHUzYbE/zeq3+IIQWuso6NagS2Nnxj2iIyF66AEI+y6I+mbXV0Jfs3Dkt6BoeIogj5m+T1PNHbx+ZdE+izZpARCojAOmjh/eKAOPCIboYHOg/ktQOXGFprHnzwQcafvJq19UOIqiA9rrHekiDfYpOe1OiO5tnHr2Th5SeYEU3SuoVKJL3Ip+DGCGIcEWdRArKxxgqyksOtKYmmqLUIukxVdPHEgDIBq9obTYzb0FNEn/QRcynyFol+SjN8d8ST1pN5MeElTqlU4o/VT1L8C4ufecdv86tX/Qx3bX47vbM1iGBQLVJz17OUQIqVGWtV6dKnyLouUxZGwJzQO6iLNutMsK7NIWtMBKRa0s98CcZEQJmAmlgn0D59iiz/9XbST8fmMNUQiLpAnXoOuHhSBnkvzkWO1pojR46w+29v5bX1HzEPbrV4u6DPatQfJZz40OU028ZaeKC9ka/8Sb3Aqq7T0WMMKDLQxcyCeIw2EwyzqV/m6YwD10AXOZxexefuv4mNn6yQ3K5Mz7kyrynfJPF/qUd8skx0g0JvzOVi4BIlDENarRbjY9eQthTJXwxI75WUD6xndSYCvaJZfHgXTV1nm92k7AZ4bkiVDlWxadam9vCe53BoC0WPMi09PvLKkCQkWPTwibPiri3/+DN6hmfu24s+mmJ9t0Sf1gx/tUOafgbbzs89lzpBEPCJu9+HULDjtg6/e+z/4Keqv8fle56CakL3bJ2l9gxLwQxNJnHFkJpYZ0nP8GRyBRuM0cu6XrYmH3oM6GmfJT2TTZrtjeoS+tqjqevGUE4Y2+T0LmWiaLNGDKSHUrT+53mCfLPIBcGLgDRNOXLkCEII7H9nm5GhWU0BEahPp+gIFmqn8USII86PUh5mtQJTopWdqOoMtEdbT4z8upPMaAPMieyB9EZ+/4PvQP1BYkbgdkwlsNgpsH/KpvKuDYL/Okb42nVU/6P/4oKfnBc3cRzT7/ex5iRan2D4M0M6v1AZOQUKW6ADWPnCds4lDaqiy17rGUKK9LWLRUpJRKOwLJiK76312cNHaTOvw/yfIhYpcTbT4MnWXpb/fDv6pMY6aKHelxD9wiG0PokQU0RR9LUuPecSodlscuedd5LeotFzGusei3ff9Uf8uvPLXL/wKNXZFtJWRJFDuznOsd5untW76FOkJE1Iv6nqWQrAMd0uIqIghqMOGUmKK2LKIqCUdcF0GOPx3tU0/8s20sMp1h4LbDIxoCmVfjQXBDlfP1przpw5w4+9+4PY32Ofb/mrCewfspFviCmJiFB72az5lB3WGeascxSFSQ20GR+1yGyNm91KL2w5xz2T7uR/fO71qNsT46SVvY64wsJ+p42oC9Z/pEL8/3YAj3L5f7+A70rOxUIYhpQ6VzA19VYgJf7ThPRwakQBIKpACO1Hp3ny6H5W0ga9yKdH2czpyEZ7D/Coik1WqbNKHZc4qxXwGWiPAjEpFl09xuHePo7+9yuJ/qhkXqMmSH4zYfjJz6L1JtbENYyNfe8ob51zaXPPPffw4cd/HeZBX6URLbjlyCEWxBLddgVbKsrVgGq9S8EzKSaXIR4DxtmkJtcZ4rCpTYTKZUiV7kggKCwKDBkTAR4DiiLkS62r6PxKFfVQipi1jCHS0x201oyN7bvohm3lsbQXERsbG/xU4fe48g+e5aff8B70WY2YFhx472GOtXbzZPMKLmssgoYaG1gizeZ7mzaYgfayrgPr/Lxv7dJmgiW9jfvUt/K5o99C8r7EpCWyjgZrv8C6ySL9TEr82zHp5rPI7btJl/RFt6BzLgxpmtLpdPA8j1e/+of59JEPoe5Xxo0tBLFPgCcQFSCCE+0duN6QWDmUZW8kSMG0G24NiUFASQzoaXN2WdIzPPfMHvTxlPTeFNCIPQJ9OGX42wlpejdCLAAedftlrK7nszVyDGtra9xxxx3ccNsDTE9+C79UeDd/cOaHid8lSR9SxPsrWLdauG/uM1czjog9fKp0AWgxMSp63cR0E7jCCNaQIhvaTETcGg9/LNlN9Lsl0qdTUBr19xFp+jAApdIPs7Fx8XVk5YLgRcTGxgZ3vP8/8va3v53/64425w6Oo09oHv+1/Yg9AvtGsxAdYUyIzukGQCYKHEoMcIg5k86w3VqmyiafSw9yONhH7/CEqYBdMYYu+ALrgIWYBb2oiW9L0CdSdNgHbNIlTbm8l04nTxfknGd1dZVjx46ZcbVxF/U5AVEVGUnEPsA1rpZxJ3MkdM3UuRLnR71GFEaOmgADXaSQdcGc/OjlqL+MoSoQVRBVQfInCnXkOFqfxoxojimVvodmM7iowrE5F5777ruP++67j/+tcYz4J2LSFY2wE3SSohc1yScU6sMuz/3Sbl5182fp6ApFEZJgUdLGWrjFBGUdGMMiYsqil82KsUdiYEnP0L6jgXpEkT6qSDefResnEWIXrvtGguDC2xR/NYTqn/6a3xhZmn8hryXnf4IQAt/3ufPOOzlx/Qd512tvQx9PsfZb1G/fQMqUvYVnUNqiLILMLlNmOViLKdFim2gywKNIyEm9wN/+f/+K9D4TUtWhRtSFuWnbYM0K1AMK9UgPrU8jJ68EG3RL43t76Xa7+Q035x8gpaRSqdDp/BVaryLEPHJqN/I1EnGNKagSewTlfev4pfOnpHHRZUEsEVEg1KZauyjMjfNcMk3r3iljm51p0PSR1Lh6SsxjVYHeGFIs7iMIcjGQ8w8RQrCwsMDyzkewdlpmLd4g0Mc1oiFIH05JPpCgdYr7Wx43vO1hPAas6Unjo4FFhyolBkyI9axFNqVCly4V+trl2aeuRP2RQn1EkbZaaL0IFIBxqtVvp9vtXvC6K9U//VUfzwXBi5CbbrqJa6+9lj/ovgd1j0LUBM6HHHRLs3DDSeasZYrZdEMzstNYbBpDDc2SnuF4upNzfzWHul2hW8ZLXIfGMpQEdM/UD+gwzU5eIMSO7Ar6wJ4LvqhzLl5s26Zer7O29jm0XgVCLGsv1h4L6zoLsU8gZoTxLWgkkJhg5a5dx3j20F4IMH7vEYh5QXpIm5qEo0YEpOkxM3nRugp57TbzPHXjhSA/tSNPZeV8TXzf55WvfCWPvP6jEIDYL9CLRhDopia9NyX+1JfQehl7/rXYP1vA2i+Q8wO2NZr0Ip8Jd4O1oE5veQJ9Fkg0+lGNeiglfUChE7P+xLiPaAjst0vwBeFP1y8KoZoLgpcYl19+OVNTU4RhyJHlexA7Tb5fvkbi/diAnTUzTMYhpo+Hmw3XOPboVaiPpggXqEF6X0rydwqIMUetEFEooeM+ZuZ9AWu/hXXAWBPH992PZX1/LgZy/qdUq1VqtRqnT38OrfuAQuuzCDGBsBuIOYFwM1Ewa6JSYp+FusOI1PTpBDPhRgKmB1zrwUigWtZVWLvqOL/uMHfLKZa+sAP3+y430+3yQsKcf4RSqcT111/Pg50PmwFKuwS6B6IM8i2S+L0J6dMJ1pw0/hqLKYRgvUpi7TFrNX1ao4+mpCsac0jqARNYV7jYPyYR8wLnYEDcLjO3+xRv/D//mN/4jd/IBUHONwchBDt27ODM2sNGocZ9oIR8hYW8VZq5B9ni1U1IP6ZQDyis6yTWvCD5WEJ6KgA8rMttRA10G+hpdFsjKgK19hTz8z/E5OQkS0tLtNvtf/HEvJxLB9u2mZqaotn8Ata0zE73R0wXgHU9wrNMvYEGSLEmJUhQ557I0g0zaP00AEJchRBjgI28YhL7J20Ovv1RrrceY+XHj3Do0CEOHz58IX/cnBcR1WqVzc37sIpz2G+1EdNmwqz8EZv0Ywqq8B/e9bu87+f+V5I/TEjjQ2jdA2yE8DB5qnG0XsWyrqfw4w7yeyVXHTRr8MkH9qNPa/Si5sq7vp1Op8OJExfHsJdcELxEcRyHQsH0bz//VOQ4Dp7nUSqVsCyLMAzp9/tm3HK5TBiGDAYDCoUCaZriui6O45AkCcPhkPn5eZrNJuvr6wwugjndOS9ebNvG8zxs2yaOY5RSCCFwXRfbttFao5RCKTVay4PBAK01UkqGwyFCCBzHQUrJ5OQkV199NdPT01QqFeI45iMf+QhLS0sX+CfNebFRKBTwfR/P85BSopRCSmOENTExwd69e3nkkUcIgoDBYDC6xwohsimKZk3Ozs6yb9++0TpfXV2l3W4TRRGdTofFxcWLKqqaC4KcrwshxEUR2srJ+UqePwxni4vpZptz6fGV6xH+oQ39xcTXEgR522HOV+ViXMQ5OWDWZr4+cy4mXiprMncqzMnJycnJyckFQU5OTk5OTk4uCHJycnJycnLIBUFOTk5OTk4OuSDIycnJycnJIRcEOTk5OTk5OeSCICcnJycnJ4dcEOTk5OTk5OSQC4KcnJycnJwcckGQk5OTk5OTQy4IcnJycnJycsgFQU5OTk5OTg65IMjJycnJyckhFwQ5OTk5OTk55IIgJycnJycnh1wQ5OTk5OTk5JALgpycnJycnBxyQZCTk5OTk5NDLghycnJycnJyyAVBTk5OTk5ODrkgyMnJycnJySEXBDk5OTk5OTmAfaEv4MVMsVjE930syyJJEpRSKKUAUEqhtSZJEpIkoVar8fKXvxwpJUmSALC4uMiJEydGz1cul4n8Z6EqoKfRTQ2A1jA9/QpWVlZGz5+Tk5OTk/ONJBcEXyeWZeH7PjMzM1x11VV86l0fQO4ZAKBWioj6kPmZM7T7E7x57E4OpfsZf+v/zcTEBB//j+8HOwXA9Qf88G+8n1arRa/XI4oixsfHufNXYiZq66RI2qvjpImERLLxxBHke2NeWXwjzz77LP1+f3RNWmvSNCVJEtI0vSDvS05OTk7Oixuh+qf11/pLWZp/Ia/loqZcLlOtVpmamuLYW+/FOmBBHWgB04JCrUcSFfArAYmyCJvjCKlR92n00RT5dom3s4NKjAZzvSEASWIRHq9CG+SBAdXaJkpZSGk2dim3Ig6S9mcb4IM+rkkPaYSfXVwCOtDEf9glTe9Fyh8fRSFycnJycnKej+qf/qqP54LgH8GyLC677DKmpqaYm5vjnp/+71CBQjUgTSxUtwQdDS7IhokSWHaKtBPi0EE9VSS9P0XcaDF+yxrSTrGkQmI2+TDyUEoSrEyglaA6v0rV7VIQMS5DFJKhdujjAbDy8HaIQCxAZXaNqrOJI4aj5zvZ3sHwqM/wJ4aMbexjY2MjjxjkfEMQQqD117xV5OTkvIj4WoIgTxl8FYrFIhMTE8zMzHDgwAH+7Or/h8M1gdUY4voDSn4IwLAckjQsoqCIZZ/feF03xpYpPbsIs2BdM0TaKROyzZgIANjQVZQrUX0JQKHWw3FjamKdoogA6OgKADaKTr8CHhT3dalV1imLgCIhZRHgYKINU/UWvZt8zn2xwfLHn+Hg+1/Pk08+Sa/Xe8Heu5yLCyEElmVqh7XWo03969nci8UirusipUQpRafTycVBTs5LkFwQZAghmJ+fZ2pqilqtxoP/4cN0ZuGpBPhYSnoiRRy0cN2YCWk2ZGyItUOzMkkcFQCQtqIfeMShAzNg+RYkFsOwAD4UMZv9JgmpkgQdH90GWU9wGOIQI1H0dImOHmOgivQDl/BoFX1Sw07wREiZAIlCIRlQZKA9OrpCH49YOYx/R4snD9zFt/3CO7jvvvsIw/DLNoSclzZCCAqFAtu2beOsfgRhMypSxQYk7Ji4iX6/TxzHpGlKp9MZFa2Oj48zPj6OEIJqtcqT9U8iFgSEYD+RQg8us28mCAKiKKJcLo/Wl1KKbrebC9GcnBcZuSAAfN9n165dvP71r+e3/u0vQgLl2TaJkgxDB77DhP5pSWhAjENKhMMQW4Ts4hQFLwYgpkCrMk6nUiUMQnqqhj5rE/kOoV9EYeGJkBIRHanQgQu2xrZTqqKLJEVpyab26fQr9BZr0DEdB7qtGTSrxJUWCFBIUi2JcFhKZlg/3UCHwtz8EyDS/N27/oTvq/0Uzz33HO12m2eeeYYwDC/sG57zTWV6eprLL7+cSqXCZ95zO8V6nzQssGv+Wepigx4+CslS8El6j05ABOmjKfN/cZDBYIBlWezbt4+HfvKvwIOVqqDga/zGOlf5x3CIeTLZy9LDD5sXDGB4ICQNC1heTJpYXPfjP8DnP/95hBDEcZwXvObkvAi4pGsIHMdhbm6OK6+8kk+/8U+Rr4nRPYdCvUfJDym7AQkWYVRk4666yd/fIChUzd9btjlN1eQ6O6wlPAaEFGnpcZ4Ld9BtV9AdBxIQ1QS/tonvB2wXyzgMaeo6i+15UmWxbarJNtGkKEKGusA53eD06QX0cRvqIGcHpL0i2AmN+XNsF8tIFFKknEsbLK3PMDxbRi8+r9gwAn1Wo+5VpIc19lsl1z34Zp588knW1tYu3Buf803D932uuOIKnvrBv4VZgdgp0E+lWNdYTOxcAaAgh7gMKYuAgS7Sx6PTHSM8WYUAqApkY0DRHzAMHeJ2GfyI+ZklFBZnn9uBbgISnJ0B1VoXpSRKWahEMowcogd86GrG39Ji/T/XUHconNYu+v1+HqXKybnA5EWFX0GpVOKGG27gof/lI4hdwmykNRCzAm9Xh22VVebEMmu6zlKwjV6zBhFmkz2hTfjUB6s2YKwasNd7hqro0tEVTuk5VpuTpEERIpC1QSYeBCqx2Nk4xQ5riaF26GDqBMr0kJgTVIcKbT3O0hd2QAC1m5pUZReAHj5FBmwTTSQpHSosBnNIqegcn4Q2UAVsAaFGn9SoOxQEIN9i6hX2//F38tRTT9Hr9XJfgxcplmVh2za2bWNZFlEUkaYpl112GYvpg2CDfJOEuoBAIyoCZkHsFIiqAltRcE1Uy7ITbDtlGDooZVH0Q7xSyPrqOGmnhA40whUUGj3iZhmtTBFttdalIIfYKIY4I1EA0OuUUSc9hCtIH00RswIdQfyzQ8rqyrwOISfnApIXFT6PcrnMrbfeyqdv+yNKVbPRhjNVEEACKpHEFJAkTIh1Wv4E1uwa0lZ0WhXUkgcJ4CeU/IHpDCBGIWnpcdrtCbQym69VG1DIWgwBpA1FESJRFMUASycobAQwpMCAIj3tkyDRZzXCFxTkkKIY4DCkSgdJiiPM63XSMQaBh1osmn+/y0L4GtDgA4lAVAXaA7HLiJgv/eu7zanxTkWpv5vNzc0X+iPI+RcyNTXF+ssPoxYE+qAF70vQx87w3HNTgELMSnQElgQaAlywDij8+iZeKaTXLZEmNkV/gOcOKBKRliwUEokiwqHgDolcB0KJjjRxVMBfaFMtdbNi1pghBRQSNPSUj0okxVJI0R/QCz3UvQqRRSpEOcG91yH62LPYdygmV17O6upq3iKbk3ORcEkJAtu2ueWWW9i7dy8f/sWfp+puABBFBbzpjhECrTJx4NFxxwjLRSbFGnt5ho47RoyD0xiysm8e7IRyzYiJKbFGSQzoaZ8OVeLAg8SmUO1RrgY0ZAtPmLZEG1Mr8JWs6joACRZ9XHOTjYC66TKQpEhSiiJEaSM2hrpAp18xp7jFFDEtEJWEyvQ6nhOytlpHlUtmM5gV6BWN2CWwbrbQsyCutLjxUzdy5swZwjBkdXWVIAjyk9tFjBCC3bt3c/nll3P/90toYlJZeyys1hyiKkgXNdYVAiSkx1OsPRbilQK3GjBZauEyJLQ9BpFFr+ujfIlbiikKU1sy0KYwNU1sdFOCL5DTfSanWjREC4A+LgM9Rk+VARhGBYKOD4FLkO3vuq2NGNgnoBoxOdOiKEKW3jaDuKnIxmeewF7RTH/85aMixHzt5eRcOC4ZQeB5Hrfeeisve9nL+PB/+hHqbFDG1Ah03CrDqABujOsOiSIH3w8oE1AiRAmbFIu2dlBbb1nWZmjZ6SjUv6l9wsCFxAZviOsOqcl15qxlPAak2f9VWES6kP3ZPCaFosCQnvYBYbwFXFMDMMRBPW/shMIynQj4DAIPDYiqgJqg4Idsc5s4xHTcMVSviKgLxDUCURYQgGgAeywg5YHX/gX6tIZAk34xZeLUlbTb7RfiI8n5OvE8j/HxcV72spdx94/+PqIGTGNMqqpZisAXiLNmIybQpIdSIxbqQ1w3piQGFBngl3pmA48cgqBIUrOw7RSvFJIqyTAqmNqBSOPs7DFRa9MQbRyGtPUE7WicbnMClESfBVxMmipD2EBLgweEQMdlUPWY888ymPJY6xThGoH1nRYb73yCH/jtn+Pv//7vOXnyJHEcX5D3N+elzVYLbqlUIooi4jjOBehX8JIXBIVCAdu2ecMb3sCnf/PXOOKHoKAiu8yIJgUxJNYOeFAQQ3q6TFwuUKVLRXRp6wnO6QYdKnSCMXodHxKwpKIfFJlrLJt0gZb08IkiByIoVIf4fkBDtCgQE+oiYDb+vi7SozS6Rpd41EYYZ4HYCAexYGobBoEHZUYGRI6IQUOZgHIloNMpfdnPXGSAJCVNbOgCvqmNyPyN0C2NmAaxzyK1NaIOBAIxL+je9iTF4k4Gg8EL8fHk/BOQUiKl5MCBAxx6853ctQDWDPjT6/TsGmKnRsxYUDUdJmCcKwlNusi6UeBXA6pulwk2SLHYJpqoGZuw7xF0fMKjVcQ0JLUOgIkOBCbtVK4GlIgoMjBpKlWh25xAn5aInUMIHLBB1DWWPxjZbYv9JpWAMr+CVoWh744iEbiYKJin+fOfey/6exysv1SMf3xPXmOQ81VxHIfJyUlc18XzPDzPo1gsIoQRo6VS6ctaaaMoQmvNU0/9LWJWYO23SH/ehp+Ksb60Rql0Qx6Zeh4vWUEghEBKyY033sgX3v03PHxzkyIhKpFIW9GlgsOQBi0mszBoiAuih0s8Ogkd07tZOrsNlDQnfzuB8pByNWDMDZgTy5QYsInPYGvHrQ4p+SFTtCiLAEnCAJchDt20Qp8iA9zRtZYJcDGnoggTOQgjD9EYUpiPqfnrlAmoii4KSVuPM6BIlS6T7hr9WpG46UOk0TCKWChloVtZLQGYE5yE8p42g8AjDYqIrABRSw1nwf5eG3X4FBNn9rIC4lS8AAAgAElEQVS+vv5CfFQ5/wjFYpFrr72WUqlEvV7n8YaJBlVm1+g2x6Gjsa4UuPUORT/EkUOCfplBzyONCugFm8K8McMqZ6ZYACVCkzrI1qyoC3QCUXN81LKqj2uomkJYTJYKhyFWZqeND5atSPcA7pCJxgZV26TDznWmCFUVAoEONDrUCGwGeFTpctpLwJMmuiVNgaM8EBIuVAh3Pcv2PzzAuXPn8mjBJcLW/bpQKOA4zpc5Y1qWheu6WJbFddddx6fe/AEjfhsgpwdm3WcFshOyzbqqIaXCQo3cYOv0ee3Y/XyL9Sj3qpv53CcP4jmK5d96Dvs3E+zuZaP22EuZl6wg2LZtG61tj/P5GYG9IHDkkDIBbSYYBB69xCeqOYS6yKYwm3lHV5Ao5sQyZRGwpLex3GzAsgsVsKoDHHdIsRzSkC3mxDKFzDo41RUGURHXNamCSXeNmljHIh1FB7q6QkSBc90pwpXqyOugnUxQq5nNV2ETRwWiqECl1mXOWzaRABEYjwIkQxw2dIUevmk9tBNi//zPvmVYlIYFk1+eNcWESHAaPaStUGeLJpTrYn73BGIniGsE1pskg48dZ+zjO/OCwwtItVqlVCrxiPhrrO0C6zWW6XJZ0Ww8PAkhWHtMpGCy1KIqzOl+rZSSJMZBc0t3jmZiYOEwJMCnrzwGPQ8iB7exQbXSxSZloIqsN8eh46ADU2MzdI1QLRKyQ5yhND8gmndM+2IjoMAwE9IxFgnlakCzUifo+6PUBNKYb5UJKJRCYt/UHyBA2gmOFxNKhfxum9WVL6I/kGDb2y/5m/RLGSHEyBm26T6G2mkRLQjTHZPZwhNAuEcgFgT3HlBcu/AYq3rSRFEhOwSZ9b2uakbAAsOkgFLSfBc6Zf668wbuq99M5/Ak3h7zXZl4Z5vuGyZRt5/Bbmm82y8jDMNLds295ASBEIJGo8GrXvUq7n6Djagb33+HmG1iFVumLMltDEOHTnuMdjJOrTFhcv+A7wfYpPS0T4saaacINU1ltkXV7VJiwKRoUxftbIO2KGQh/5q7Ts/xKYqQObE86iaIs1N/h4pRrR0fUR4y4W+QIulFPlO0OKtmUInEcwdMumuURUBdbOBw/pRkfg7TcrisG3TaFZKoAK6ARFPyByPhAALxSmF8CewE7JS46zNcLhuB4GO6JRKN8ICaMMq7GmEfVAyrzzHx57vzSMEFYGxsjJmZGU4sfAa530R6REOgz2r0E5r0ZIp8s4Vb7+KVQuqijY9Zu2XRJ6lYrIUOShVJApfITih4w1H0KMIhjhwTRViEMBmnXOlTF2tss1eYnXVZnanRXJ7GdWMKmYOmFIoa6/j0jHigmHXAmI4DmRXA2qxRpcvQLzDws3QZCWX6WEIxV1/mufYekzIIbWQtxXNCel5MGtmIgxYysok/+BiTk6+m3W7nxkYvIQqFAkIILr/8cq6//nr+5j2/ypR/vtjacwe02zUO1g9xuHdV5gBbJG6XORnuQCmJ48YU5QCPAbZIaesJVGIKZS1pZsrUKxsMVBHbTgk6Pt1WBRJwvZiyE5hurYYkeIdPwY2Jf/I01rsStj23n5WVlUsulfCSEgRCCKampth43RHueafEmh4yN7NMhINEUWLAXus4iW+xak8ibUX7ngbhrS5JIqlVN9gulpkQ6zynF+h1SqDAa3SZcVeYFG1chqOOgecX+pVFj92cpCsqVOlSEGY4UawdCmII2mGSNc7RoFzrMuFv0BBr5gadZRpm7WWkrSgRUmCILdLMyjhBw6goscjACA4GNGuTrPXrBIDtxmzzmqOoxcRsi3Y0jVYgsNHRlurWyOqAciWge3YS7WGEQYZlK4p+SOEXhwTBcRY+/QpOnz59yX05LhSWZXHzzTfz6e/5EPa8oLAvID7qowNMUeiCgEUNTcwQLT+kJWskQlKlS5EBO8QSdiOl5Y0TBUXKlT4lQiSmzbWE8RoY9DzSnUBi02lXkLWEelYbuF2cozFrCkzL9CgwRGlJgoWdeXUu6waxLmQRLEWZAE+EoDWOGII2VtvAyK8g1B5TrNHf7dFcbmDZKcVSiJ2d8rA1JGatOf9+lmD2GNZtMX66J49YvcgZHx8H4IYbbuAzB/+MxbeldBobvKb4AJ+PrwWMcVaRiFrtfHHzpLvGul2jfdanc3ISb7aD40KBmLGsBTbCQdkVLJkSN8skroaK6SRb8M/g+DFtPc5ptqMSSdXtmtSwHIdEIv2Q6mXLdG6v0H34KNvf/TKWlpYuKSH6kjAmsiwLIQSVSoX+G49j3WxR+e710cAhaSu2ySZ7rBMUiBng8Wy6k6Vghs37J3BuDHDdIdN+k51ikQFFlvQ2FpvbSdtFKjvXmHLXKHLe8nerX7sqNqmLNhYp6fMEQpIlXWPtAIyKFyMKDHEoPe+5CmJIupWkxdQAWCQjAWCRjEJjKTaSBCfzPRji0NN+djpLR3niiAKxdljS2+ipMv3AJWpV0QGI+pDZmWU8EbLU2UbUrqJ7GFOjmsnLlSsBUVQgPDsOgWb+37+Kp59++pL6crzQzM3N4TgOtVqNV7ziFXziV99Nxe2SImm2J4kXfaiC9AckX/BIH9LIN1lQMxM4y9UeVblJVXSo0sUhpodPTAEfsy4cYnOqZ0CAz7KepodPp10hTSxSJZmfOUO7P8Hl/gnK9EciQpJgk45SUh0qHGpeQ9opQQKzVz7HQBWZsNuMs4kvAmLtjMK5Zs6n8Tow1+GisDNhLWjpcdZWJ0nPFs3cBR9TrFgTEIH6E4X9ocvyGQkvIizLolgssmPHDrTWnPrZz5rPdI+guse4pXbbFRozK6w2JxmrBuaknqVNVSKJT5YpX7mO55u6lyRbL53uGADVyiZleoyLTRQWm9pnsT1P3C4j/IiJxsZosJxDTEuPE1JkTiwzoMix1m6Gx32cPQETtXVKIqQdjdP54iTjP3INy8vLL7n73kvWmGgr7HSq/FkCCSLSiJ2CghcjZYokYZwuc2IZgAEeZfoAVPxN+geLVCe6DIdmtNA53WBJzdDr+FTrXdabRQaBxyqTZkBRxjBycNwh1WqXjh5jwTpDqIuURY8IB7SZeeCJATaKSDtYKMpiiCJLJWgHS6RZmFXhZpv8ebYWvxEDYFobJQmuiEdTDrcmHpr/qxniYqNwRY+94lkiqwDjsFSdoad9SoTUhEkDpBXJMhCG4+ggNe2LmLxx1CmDDVOvXOb0Hz7E7ndcz9NPP/1N+ywvVQqFAjMzM6y84QtYByyat8aca6xTkV2qdOlRxnUjWIBarc1QOcS3DNjsTEAI+jOa+AafjahAzy2z5taY8DdMLQznCwkHFEkx3wkAn4AFcZoAn1atRg+fXrfEcnsaaSeZ/4URAXa2FhOsLOJm6gEmpjZohQV0x2aveIYHOjfSUWNc1jiFr3tIFEMKmfvmBEpJavY6NdYZ4lDFnPjbZGIgLKCz3LGYVyBgYqZlfA7eWWO4eBL//ssIguCrvZU5FxGTk5N0rCOo75KceodEd8G5pjcq7O4HJjTq+gOCwGeqsUaRyAhQ16bnmjbu2AXQlDFF3K4Y0tEV7IqiE1QYp8sAj1Vdpyo2mRGruPWYJX+GXtdnwT6NJOVYsJvd/gleZh2lRxmJ4qSuYNnm+zBsl1kHqK1TdTaZurHFM395BPGtJ7Csgy85UfDVeNELAtu2OfvfPs/YlR36vztm+q5tkJaiSEhDrFFjg4owi6anfWxhnNh6kU/JNzbAsVugT9G0GLaMnbC0FNQi4rBAHBZMp4FUeH6IzOYYrDYnCXyfhbEzAPSzAsIUiZWdfxIkUiiGzzstAVjCpAe2xhwrYeNmm/wAb/RcbpYCUEjW9ThNJqnrdQpiSJVNpFBflr4APXKbs7NrAKizTl2sm8IvYQSJiShMmZWQBS3SRBLjoCMbElNItnD1CRZ/7WEWfuLlefrgG4gQgomJCVbf+0WcG4zDX9XfNOKRgKrYNC6AJR/PjxinS18W6Xk+4oBAn9RmA20KSBySqkXc9An8Cuu1cS7zFymJMLPGTmgxTk/7o/HZDkMmaVEVm3QYo18pMqRAUUSjqMLWmo1w6FKhqWu4xFTFJnvECUrzA5a8GZ7ROxme9hG+YL1Wo2G3R34ZpzpzhKfHES5Yu9X5QV5YdKiwFMyQtoroCIg01Mz709i+TEmEPNdcAMB+p+S6/nU8+OCDDIfDr/aW5lwEzMzM0HnPEfzXBQw/64MHYtoUXFt+OuoKKDIwKdLsHreFjaKkB/T9Is6+mGFYMIKVEiUGTIsVPELW/XEiChQJ2aDCU63dzNRWKDCk7AYUpmIqYpM1XSdJLFb1JDVh0ggdPcaGrmDbKWJWMTnfpL06ztpqHSlTiuUBc1c/x9LdO3nNf30jn/zkJ0dtjC9VXvSCwHVdGjec5tXW33P7rf/GTAXsaHpdH1lVbOgKEc6onc/mvMrrdXxqU+tsE016+DSTSVN1Dcw1TDuhMzukF5VRiYW0UxxnyFTWpthhjHPNaQpezFA7lEWPRMtROiHG4US6gwEexexU/v+z9+7RkV13ne9nn32eOqU6UpVUakkt2Wp3px/Y2Imd2MTJDZMEE5IBkkCAsOAOj8BcIJN7J8kwMzxuhjV/MAMz4QbChLUYhrByAwQYIIG8HzjEkPgVbNq03e52t1vdklolVUlVqqPzPvv+sU8dtbPuunPvJYG07b1WL6lLJdXj7Nr7t7+/78NGT3yTgkJJzqkVMix2aeKpmEVxFYeUC+oGdpIpLCdjkXXa7JJj0GWG7Yvz3HHTo1xRh3g8fwGL5lVmhYbf8ioB0RD6wzVSPq6IKZF1LxegrHwTNlSHZOBDrKAA0ax+PvL0baY2SbJFSuOOHV7zmtdw7733cu7cuWf1B+MfYgghOHz4MHfeeSefe8UQz4+RUs/Pltip4fqGCDnEJlLoIrdBSGR4iCCFFRvj5gLhJLVdNjGogckob7G6UHLMvUCOJK4K3u7GHI6v5VoduV0rWFwSpsVu3b5KsNlhikJJLKEX8LX8ELurcyCg2xpwLHiaQOxxVc6x+vAR3XZagSI3KEztunm+d0QTWWPdBpggqiW6a2qeq1sdyt4EaqhQ6+hMkUAws9RlSgxZC+dh4OhioS144Kf/mNkfu4W1tbV/6Ev2/Ph/MTzPo//yv8W8U9Bp9Vj9vIcRG7TeuIOUJQEDpq4pCCOl49sLTDIscowaKQBoyJBu0SZLLJ7mBjLHZkZs0xHbTIkBF8sb6DGNSUH2mM+l9RVu+L6LDPab5LnBX577ZsqHSoxXSAZmyd9NHMekYJT4RKFH2m+gTpdsm238QBfBaWwTjTxarV1uuetR7r/l/4B3NGn82cqz2rfgui0IhBAIIYiiJ1l7q80HX/h9MCoRt2mDnTjU+tPI95BmQSRdGoT1Zn5IdEk7di0xjJSLNApawS6SgmVxRRPzsMkci9yRtWqgQVj7t6ezdsX6v7ZPqjfbNTXPIGky7Ole180Lj+MR44iUHMkO0zwdLnOjv8rm5XncIISmoC36lRPcFIaT4XUiGmKfCRHhqBS3PaBByLzo8tjjt+HdHDMrtomUCwj2cTBVWbcUxsTGTNlIobu4ES6r8SLD7hQqsSBUWmtu5hDbmoCIQjgKQ+hXNTvR48O/8G94wy8YrK2tPQ/b/j1Ho9Fg85aH+fi/L/HlqF4sGyKs2lp60ZkgQoqKD6NLPtqiT9qyoAWec8Dy7/dbZK6WCwozp6wkWAe9ej3iXkASemRNXShbbkYgNR+mhvHVFJf3D5PENo1ghC1TRoOGniNAvD7FqrOI60RkiaUlYk3AybCcTEtsVafq5SpwBFZTh3h11QwTxGz1Zyi6E7CuX6togegImktbHBJduqpN2J3WJkmm0AjDQkz/f/1bZn7p+POpnV9nw7Zt7rzzTh74AV1Urm3M68TNy4qd9TZzSxu1O6tFxkhN0WOKKPEY9puwbmOtjOi0erVXS5xopDRJLOLNAOtYpj8D7OpPiIAst0AqWALW9XMZXZiGgbbQJgTWFaEzzYhpRKW6OrlwljPdb4SGwHIy/IlQFyt+UXOyIuViOxnmO0zSwQWsTy8+a10Or7uCQAjB3NwcJ06cwLIs7vtuF+FA/v4c425J8IZdfD8kDH1G/SZZt4E7P2DLnaFvTpNKm0U2OCS6dMQ2RkWSaosdjhoXdegQMRMiYl95egM3UsbXfnz67zMNUP8dSVFD/FuqrVsPwyavm/40ZxeOcrZ/lAiXDJtIucR4XCiXGQ0bPHbxNsqHSuI7Aq4uw8CfpMwN1EWTcslka9hmohnTYkdLbOQkf3TpO7VRUpATFS6RcDXRq/InCBgSCY1MaJ8EXaQ0VIghCq6qji4GuiagUN1K1hYeTAnha8nmFEPd7xUDjImcP3nXT/PiJ57gS1/6EnEcf+Ulen78D4YQAsuyiKbOYf0vJlOdTYpc1pHE1xL5xsTAkfJxRIpPjkfEgtig6e4hAIOi9hYIHZ8MX8tIq2GR4VQnrsNiA3O+ZBBOEoUeUehRFhK1YbMj59ju9Jnx+0hyNsMOYXcaf26HnXNziCBFhQ7ECtFOESYMzs0wmototoYMHp+BNmCWOKRsqxl2+i1UAjKIKGML201Z3VrURMSj62RDH0YKFWtLbTEH00ubLJob9NUU3acPa2vkGMQyWK0Rs61tet83xfDDZzB3F56zmvGvt+H7PrfffjsPvu/3Cdr64FXmBvkPSqLTAeoRwWa8RHN5m5Hjcwgdx50WtraOjy3UqiLruKwl88zM679hORlNZ8gEMUlziwYjptnRh65ynrVknmG/iZAFreVN0o5u/4p2iipsnfGyIhDtFHIDQhNVWNyy/Ijm2CQK46h25JwSQ1pit3Z73VJt1pTmlOEnyDdbxB//CKb57eR5/qwrCq7LgqBXPsrDv1lwqNPlGGfZSmYYOG3EnKDp7zHJCHwYdadrh7WoIrBcdhaJfJdlrnBIbJFWrQSLrCYeAmRY9Ql7fM3TSr6oswUkgRjS4FpCn+79D2gyGDa5IbjC2VIXA1IWjJTPBZaJcIkSr7JBNnT0cltQ3l8SExCbAUhQF0rYFKSvsNlwOuw6k6SFzX7ooc5JCBX23TFpbLHX0M5Eu0zS77eIApeGDKvenGQfF4NcIxlKMQibevNPQI2qFxigdeEOYILRiFh0Nyrpo+YwTIoQx7/C6Q+8n/K1E1hPLD7vJvf/cUgpyfNPYb1KIlbymmRlkVZKFlUVA4k+9aspCmRtbw1aiTKOzC4wSLHpqhnCYaM2nBJmie+HNZ+kQFaeGSMMv0CaJfuhp5MJwxbqMoySFlGr4sEUOjFRSh2fTQCgT1sKmxtvPsfTjx5FyhLLyXTa5oKB5WREhZ7fabcBPUUpJ7A6Ix2xfM4DX6cnIgsoJMIHsVDQXuqyKPQRb31jHrUJaqCRA5yc6dYOOZJk0ED+sMHC2mEuXbr0rFuYr7chhGBpaYmHf+7DTM9tYssUkxLD0XLvvbt3WX/iBsqHFVHbZdhvUnQM3bKSIbKpEbD4ZED5hwb4BoM3TeL5MZNOyGRtzqbnf4zHWjnPdjLDoEJSp9pDjKrlttOdwm+G5H4VKmeWLPtXCNgjwiHCY185rBXzuCvapKjIDa7mHXadJm2xQ6Q8+ukUw14TtW5ry/qbwfm3Lyb5xT9Dyn9KURTPqrl33RUEAAQw4euQlpbYJXI8Rnf4lIk2RpkWu+wrj+ZCr3ZoG6exZb0GI9+nsRBySGw9Y4EdQ7QpWiqoZX2asDL+XlYbf4udujiIcdmvYov7TDFKfNLE5ko4z95/ncJ4rUFmKuLQ1cREgFzqTHo/JjtWOba1YO7my6SFjS1TNt151AVJ2fUYXvSIjo3IEhtim6m7t9n9XJts0KDwI3b8aSwyDRn3ffqhQ9GRWE7KhOgxQYkldHZ9rgwd9Vxt/iIXKFQtOyQBTJiZ7dFit3p/CoqKf9Fgn0YQcuG+G1j8thfzpS996TnBwP3qjF+iLF+C+epTGG+UuMGAKHTx/JhM6nlnk5LiICkZ0iTCo8UOAdq6eku16TNNieRQRa4aqCZbwzYqN6CdQ24y2RrSYpeBahKhEaQMm0TZpKlFFHqA4lTjSc7Mv4BRTzP5ykJiOhmGWZL7BkliYa2ESDOncDJyxwGzJMLBWgoxzJzRcAJxlwE5ZAOfnX5DWyBXeQj4OUVhUFzw9AaPhoAB/fMmGG5KW+zgkLGmNG+ARGnkwNfBXZMiZCtuo4Ym4iRc/d6HcN5z+Hmk6h95jGXfBDo+vpAmJml9qLJJmTmxwda5Q2SrDdyVAaOBj5wudIJrYWA7GUVnRHrCRxwT3N5+lPPqCHuJj+EU7FXy6jDUmTHZoFGvWcFCD0umbHW1bJUCRh2LoLOLNAsMWTJQTQY0DyThhU2R61CvKHQ1lyo3SdoDyqZkbzhBfDHQBzYXmNeHJP+tMcP2S0je+WGk/M5nFUJ13RUEhmFgnDRwJ/QCEIwlJ2Yb20mZIKpSCiN28inS2CJoDmn5O/QdbVvcaIa0xE7dUy2QRErLVqQo8aq/oYsFqy4Q7K+QBQ5o1hD9SPmM9jVJRZoFZW7oBddHb7CJgET3xIxWxOzhDV1kpDaNIEQaBc6xjFPiLDPWNmtqntmlHsWS5O/e/w2IFYHj6A9XDhx3z/NAawZ1Gcolj0E4ie+HZJXjIrmpe3ItwEHH1iqlV2JgbmKTsDWpUQITBELr2RdCsr6P1RpxSGxii5RcGZiiJFU2ES6ycmc8Ic5z3698lMl7bmQwGHyNr/z1PwzDAO5GfuNR5FtNRAfiC4EOrjILBvkkTb9ZkQf1ySZX8hk5FiN8VovD7GxqgxdrQZNct1SbeOBDaGJ1tE7fsyP6aopwXy+gRS6x3ZQil+SJntOOH7GhtDkQLbDao3qeGWZJauYUuVlxEUwcJ8FxEvJCst2dwTBLstjGMEsaC33CgY/q2dBX0BE6OEvqBbNY9VBDtIogFNpa2SxASsYEc20wY9EbTtXhSiIQ4CfMtrT74a7TREg0inW3Qfq7l7CuHn4eqfpHGlJK2u02hw4d4slq7qWJRYrFHj6eo+F3SQ4+lOcU5rGCNLEZDX1SV7cMTKkN0Q69tkuB5Krq1I+hs1sGRHiM+k3IJTMrG7ACo+EEtkxJC5uyX82xXCFik8FgBtFO8ZshmTn2NjB1cZublIVBMZjQyZwAbcGEnwCQJbZGvdoCsZRj+gmTQcghc5PRj+7y9PpdxP/5jzCMNz5rDkTXXUHQaDSI5wSDnSayVRDhcUh0GbSapFhMi10dwEJJnkvi6vS1bJ1lxVplMNWkwUjLuTgoBs6rFbaSNratrYFtkV1joOLWxUCES6EkA+Z1IRK2CXtNDDdjuXOFtWSeLHRxm6EmM34HtGZ3KApJUUjS2NJZAlUxMBr4lLmB5Wa0WjusqkV2aTJUkwRijyfio4gVweQdO9rq2JfsFy7n8hVYThEDDWUl1QLPQEsFcUElWiY2LgraYhdXaZvPRTYwl0ouDReJuwEAshMhzRxnfodFf4PJyq/BFGMzGqMqCPTkd4m49eTDfPk7n8L7w6XnExL/B8M0TdSRo8g3mxjHUtQFGxbACkaYssCdSJgQUa1EAfBEXLWl9DxcU/O6GAgdrPaIBiGpsujvTOveaA8y2cAIIsJ9X7fNnFRnCeSC450zmKJgQ3VqfskAbUrkzumApKzy2yhzA1MWpLFNOfQogExeE5qRQBECpga+yo6BH4SEuYEyTYSfQWGiQgsGSi/UsSavqhxE6ICT6WJAUissMuyqWADhCIxgn8VZ7SCqs0bW4QRkiYVcKen/eofpn+g8rzr4RxqO4zC46+/4zPdIPKnth8vcYD/0KB5yGR4RNFe2tY9LDISKvc9NIxYE6RKYlTOqLbW1dolkGE7quZtXJxg3J245WG7G9EKPLLZwSLXNVVN7ZQxCt5ZOk1d4bx8IbUamTuSkKiQzqGyzdTKoMAEfZLDPtOwzokEZW4gFgb0UErSGLIp1PHSxgAD5lhxn/WWYH5kgDMNnRevguisIJicniX3I1hsU00MGTHLI2OQWcYZYuTREeBD8YxZaEphYjEyfZWONgGG92KbYFErroK+GHcKBj+vHDIImUuWkOBQYSMoKiXDo02KQTFLkkqP+BVbDw6iuiXdyyHFxnv1pl244Tzz0YaRP39uJhVHpbsuBhkxHiWZdg86Oz3yHrVxidzIMVZIj6ao2w+4U3m1DfF8z+l0iEmkzGk7QaI7Yl5oUVuRSQ74D9FVNOEg55KANApArA0dkWkkRFFxgmbgbUIQehllyLDjPNH3Mitk+bjEY1fswdmU0hWb6zv1aF/OvFnjqqae+5tf/eh1CCBzHIbnFQLigBgfFQCMICeSQQ6Jbk5nGvJQGISn6tHVVdVjrzuvN3U8IpnVRezG5gazbQPXQm2sIZeHhz25jLJQML85AM0G4gqfCFc1dAWbm+wRiQJR4JIlGqmyZUpia0zDm3ahCwkj/XVVwsOia6OKz0AthMfQIl6o2gFkRVPugKknrWNqKU+VrOLpgIAZ88PwIgxwwdYqiL3A6uywGG3ToA4p9XExKjohL4FbpoHfDyVOn2NzcfFbBt9fDEEIwOTnJbiBQFxRRJ4ATA8wKJS0fUfBwyeDutt6kL2oCc/mQdtksWy7KjzSPoNJo9YtpXQz0xQG/yTQZxS2s9gjPj3H9hBwDm0JnzyQ+8Xqg1718vDErPT+ldrpUeaVU8dFzrkKlhEmNjs63NpkQCQMVaNK2L2gEIcviSu28CbrF7AchozdNE33ocaRceVbMveuqIDBNk0ajwVYM40ItwiVSLrOiRyos1tQ859URBuEkaWIjZUGRS64yR1RqstQh0dWGPErV0FTYb0Jsgh8TKZfVYknDXpUjoT8xRVaxYb2JmP6gwUXzBlqzO2zHmp/w+fylmicQm3rxzBXCFZCblHFF4AuVlsKEoGV9oHwN2Zemfj/t9IsAACAASURBVC0dsY1NyoAmC0trWiVQcxgKRsMJ4k19qsdPoDAoR7ZefBOFMEV9ZRU6m2AceDS2oAU9qWfYpmhKLlXv8aHmFrOVaqJA6mIAXRRMiKi2bx73pBNlc4O4wtJdd/H0009TFAfmIs+PgzE1NcVo8QnkSaFJqqsK45bsGcWATcpVNUeBUbcJbDJsYITPVjKjw7YAt61zCdbyeYbrbU36GxeZLuDnpKVNwx4xbE7iNvR1SxIby81wnJQ0tbjQP4JSCreho8ELw8S2M9JUb+xFLlGxrefuUB1kXoy/uujFtZrbaiD1AlyUz7wfHBBWq1MaZqkXZR+EK6rwMM3XuXH2EtmsTSD28IjqtlyKRSCGzKDlhhEenoy470c+RPDlY/R6va/F5Xt+fMVwXZfjx48zPz/P51/5QQwf1CMK3JJ4wafZ2cX1Y0IsygdL1HqFDHVB3mMg32zw2pN/zlNqhSvhvJb2iUwXxEahUa2WjZBCywYThepCljTIAhfMEkMW2E5KvO/pZM71an4WHFi7uuLAAnu8Luqa8+CrA1ZHowBaqTVJWUhwU0Ru6Mch43J5mEHRZFr2mRCJNldaFtj/boLkXZ/FMP7Jdd86uG4KAiEErVaLi6+7D9ECNVAacnd8NlVHE1OQ2uik26HsenrzzQFHcHnO5zJgOBmyo6VbY4LWVtjWISydXWw3o781TRm6EAqQkDVyityg0dxn0d/WPgQtyaDfpBGMtH8AaFQgrt5SX5P19ITLMdwKIUgscCpYf6jqSlWFCoFuhey1fGwy2uwwZ3SJlccltUiMRz+ZJl4PUJuqWmBthCuuea3XvGk5ENsaAvYhx6icvmJQ2qRpjBS0Am1lbFVwtUFJoSSmKLHIxtSD2koZdJEgyQkY8qdvfy/ehz/8vM/8VwwhBI1Gg1arRXiLgVipol17CrVukzUtogmXq3SIlEt/Z5ostmi291h2rlTFWUmqLH1iD4ECYtfXPu8DX89T0Cfv5ZwXLJ3lNuOxmvjKYY0QjfC5qjpcVXN1QRfMHyTMFRikyiHed3SftipiGVTFQFzfUX9/7eoxXmAHUJ/MqsWW4prvXe0lQEtgmAXFQICptJxQ9PCIyTHoiIIRDQoM1tQ8W/0ZssTCD0Ja/i4FJjtMsRoeJhz4GCdh78TjmPc/L0P8Wg/btrntttv425/5GBdOxrRbW0ShS7TSrE7ommcVXw6AEuNlUoeq+QKxoBDHBHPHL9NnmivhPLYzVjEZRHikqeakYMaUjoFwneqApdd9kWvktQTi3KtO/1TJrVTFpn6uwgfaOW4QEjSHtT18VLjsrLdRQNDZxXIy4tBlVExgypK8MFCxjRWEBAw0cpFMMVyfYb/t0Gn2MGSBkArjZgN50wnkZfu6dzK8bgoCy7LYMU9jrJaAgYi1lLDMDbr+DK6KCdCLm+2kxHgIXy+UaqBQmyZyOUJWp2XQi+QldZiw14TExPMTdrpTqMc1LKQuloiTgsbykGBCa/G38hmuFh1N0HISilzqZECZ0miGFIUkMIc19Ksfx2ItnNeIhVlQOFKTtAIHdS0Xr4AsdNkKZujIbRxS+mqaSLn6hNidobzsoXqqOpFVv+dXE9DRJ61nDDMnL/QWb1ZQtMUzLV/HBhzj51tgIAAprrFZvibYpnZ9FCUofb8bj57HWFnh9OnTf4+r/Owbpmmyn57j8g0GYkEgbhY0Fvrshx7lwGPUbZEEer5lsQVDBxylF1jnwEygJrMWGoIXoUkWN2rY01iKWOlc4luMe/kWeS//ZOdhxJMGGAo1B0wqYg9Ouyf4k+J1nFHHa8tsT8SkSpNn18p5zUfJK7i/QuLqk/21xcD437X3Gd8Wo4uX8QpToQKiit12F3ZxnIxhxVeYbW3jVsVAhs2GmmO9P6+liYmNigXCUQTzGxWSMsvm/hzhegvVVchjEfKtHs2zU8+bFX2Nx9TUFI/c9eeIvm6BjioOADcPSSsu02jgU3ysRJ0rMe4yKoKpgHkDEcBo3+f8xAoAgTmsW7kFEs+J8DoRUeJR5Aapm1HkUh+mKvSVHAiU5hiYIEJQ1+5m47ZUhUQ1mpoPlWBhUnJIdmkshSRYOGT0w2nC/iSYJWYQal5VDyaXR9obRIQEzpABM8TdKTbyKnjOjyjaHtY7LdKfehrDWLyuUdLrpiCYnJxk/8dM8g/r0yu3y5r81GcK6Wt/9FnRIw1sBm6m2wWFoSN+B5rostjRpkSgN+o41VJANVD0/qyjK1lTQVOgQjAWYNbvsdo9jJQFjSAkGnlMt7Q8yhYpC2KDKYY0RMiiucGKWCUQQ46IVU5cukw8p/hA8CY+kH8PZ7rHAWi2h9CG0aChi4PE1ie9gckObdKWbk2kiU0UumTrDZ0AN1C6Gi7QvTJTP08kCFn1a8d9siDHcLKqAi/JMXAp6ypZigIUGCJHIVEVDmBQ6lZDVSBkyiLDqmOfueZnBZJCSTpim78+9jnMx+efP6FdMyzLIjsiEMsC46QuBvyJkKY/ZOg3Ga23SB/x9TXroDdOJyWYHtbBRCmWJnPKgkxqJz+3MyAOXVw/ptXc4TvkJ3iZvJ+j4qK2sU6BTSAQPHnDPGfVUW4Tp3nxo2d58dxZHpw7zifKV3GxXNYtNpq6KKg+U4YfUTqebkNciwxI6rjuZ2z2LrpdYaIRgGvur641tPRBtHROfYOQYGmIRUpb7NZmTKB9QLJKuihMEH7G9EKfGbFNT01z6fKNqIGpoeSBouhNIDqKw4cPs7Ozc10vyl/voygKzb7vKFQHikBS5AaeH+P5sT5UPWxTfjZHdIQ+qJzU89ttDbDdlDTW0tfA18XAOKVVUtTy2tStklx9Pf9TZesQutgiDt269ZXnUm/gA3Sh4INog9UZIatipcGIQdGkzCWGWWDIgmWxpttuah5pFvitIbabYcmUvGMQxwH7ocuo6SPFBotig8FCk2F3iqzvQwhyIdKv7w4D650W8X98L0L85HWLElw3BcHs7CyX7zEwTpf1CcUwy5ojUCAxRcEya8yyTeR6FBgMzCbnFwRD2rh+zCIbNamwQGLbGTgpoiNhICkvaEc04YO4U3Djynn2lYvlJAigKAxmW9ssizWOGhd4ifE3fJN8kBY7NPYSrF2hF+M9YEF/nfiC5J+bf8xr3vxZ3nfoh/locQ9bw3YdkFR7E4Ce0D2TMGwRSjRUNlAQKr2wJmOSjdD/ZEWKGZ/O4BkuddeOQkkKoeNncwySiiDTqDwYMmVhiYwSo/KvP4hlzqvY2gMOgsKgqDMTGgrkD0qm/qrN5ubm3/+CPwuG53kkyVPIBQGBQJwQ+BMhUmj7a9vPyOck8VDzQYxWhO2meBMxh0S3TqQcKZ++miYe+rqf2oXY14Vs0BzyQ+bv8aPmB/lI8Rrek/04q+owjVbIt7zuXgBOZ6c4Wx7FEzEvOfVljhoX+J/4a94gP4onY75Y3sEH8u9hlcNIs6QIxwiWQhSimn/oOTYmqo65A1S3uUJLAX39M+HnOEGI58eMBg2yrg+5jt6e6uwQiCFNhsyh0TxZkcOcqpV3o1ilcTRkl0lMyppTMcLncnexKgbQBUhHaL+CFpz94c8y+a6b2N3d/Qe6ys+t4bouvu+zf1J7TpR/pcB0SY8VGn2VJfQd1GYJLc1n0bK9FMMsKQqpLbqbQ2yR1SqXvpquH2Ms+bZJaTA6INcK3SKObLdeO92JGCn0Y4ehdsUUPjSW+vh+qM2RKABBmUtcJyItbEaFjzRz2kK3nxquvq/PiJAGZrOktwxFbrJTTLMnfFpih6PuRa4udegNp4h7AUXPgwE0bu4zelML45ffQFn+5D/S1fn7j+umIDAMA9VVGK+VqHMK1VOUuYH0C7wJbetrVFpXT1CbCXnEehIFLrNBj0Ac9EwbhDrToK1PRvHCFNxfas+AQjunpcpie2sGy0mQZknL3uUV8q/5XvNPuOvKGegCNsQ3KR7wb+UR7xt0H6xihV+dmkMeL/gJ87d5xWce5RedX+FVd3+BXwreypnwuPYs6HkHm/24B5agv0/+b98OjQ44opbL4Ov7C1dX5NdyCdLEInMOoptzDEJ8JJofUI6NioASA2PcFqgyEICaAawjccsK3Cvr4qKkYPmVF/EWFuh2u9dthfzVGoZhYNs22UzFIxko1MOKrc4MQXsIEmbpkU5arDd1QRC0hjoaWOwQsFfPob6aZvtKB3X6mrbB/Ta0oLEU8hr5Obz9hN+V38UDH7sL1QURwPmFExArvNuGzDZ7XD53hMvJEXDgkRd8nJ+13s2xX9riBV/6BD/wcx/lN2/9bj4kXs/q7GEGO00Ks6Q0Ld0+WK8UAtc4WdaEQb9CpBog/BQhtQtiFuuC81Brk7Kln7tFpj+jRAfx3YQYFXF2gFYIATTEiBl6jCOYAbpqhjL0NG/GVAhfo2CWmxI0h7ACV377LMbfzl/3BK+vtzFWyqyt3Y9zmybrqc8r1AVF1mpoWD90K8dKgXyZgRooGq/cQZoFw/UZSiclki740B8eFAG2owvhNLUYVdJWKXVRMPaGaYldPBUxEj4j3yfKPYpSggG2m5Euj2rJt2GWRImnrZMLie3oxETDLMhiC2mWxKYH7NIWO3TYJsEiw8ZkSEvsMAiaGj2gqOLmtZttS+wwCnz6zWku9G8gM/Xzba1c5erUNOwa1y1CdV0UBEIIbNtGtASTd/YZdadRF4GuQ+pmBL6GmM6XK4yzBlpCZ67bIqOldolaHots1GRC7TGQckh0KRyDNeb1gSeB8rTCOAJiydTRxbJgwk+4y3qAN8qP8V1nPovYEFy8Z4bPL7yUi+UNPFzeyn0Pvhz1uDros7ogTmhzlk/Kb+GfveKD/FvrPbz6Uw9x6p638QvGO7lv4k76MifuTqG61D3huhAYgwcuiASUWUkV4Rm62po7MGZwA8QmpSyIBz57TkbDGVUsABOXBOcavbvmFdgUVVKiJ2JKpR98HG5kUugCAomkZB+Xq2WHAU0dlwycOnWKxx9//DnvHOe6LsPhb2CMFKqtwAG1rij+0mXnqMdoeUTQ2sMWmVaKVKNBWBcDa2qep9ZXUBcd1BMl6kKJOCIQLVEXjqmySZWFswff3f4z1r5tnrVP36Dn0iMl5LC/0WS109Syv7ZAAPeN7uS/TP4wP/fT72bpfwsx/7XJP3/THzP7lm3em7+FM1K3tsrc0OiZKTR3BQ7ml49udQTU7SnQMsUs1G5xRegx8mMWzQ0KJekzxWA4S9+fpiO3qyjaFDDYVHN0izbDXpMysTD9hKOtC8yK7Qqhqh7YTbX5kalJwoc6XWbENg4Z+3isHVnAfsJ+zs/Br93YQ6w43LryMI8276B8pERdVBSmizqnEDcLxFJlSS31ujTsNVEDgfAdYsB2U7LYwnIyEFrNYlRGcFHoAAJpFoxyX6NM+KRmFUaHDhzaMmcY5E3S1K7buQTPDFwbS2zTqjiNhz6YJc3WkJ6awqBAAPu4DFRAgaGRCRHSZpdbDc2J0vypkgSLrmrXEeLzrU02mCNJbFw/RpwUWA9ZzxcEX+shpdRs0YkY98YNtp029B1NwmOGLWYOiCey4KaFizREiK30xV3hUsW6LmtN/vhrwB49e5qhq53R1IMlKjDAz4kTl6X2ZV5u3M/brfex/JldQPC5V7+In4h/ic2HD2tY/6JGLep3NK828HX05h5Kfsf8Ps4svIC3v/p9fNuf3s9vvPTnedv0z3NfcBd9N2PIrCYZjtsCCVo+M+YJtqDm+Y1PZxVzG4cDdGH8uwCmDU5KmljsOQ0slTEh9MZjVVr3MXnQqDgF/0+jrDQISUVAOz9c0RLIAnAUf/wNv4r1kY885xdjIQQQo9QFVO8mjFdJvYE6aDIUmhtgk+qWUVez5mcXtikw6KtptpIZ1GVHI2KbaFLiCQG+LghEAItCG/bszZiVtaute6n9gwupVhVqtSL0dYE2hEGTpxs38Mv5v+D7f+WPeMkfPonxSYM3Fn/J6o8f5qJ/A2li6c8UlQTMEVWOQfUar+GpqEJSht7BG3CN/Gu3O408VGr1wkZLG2kFHnSgYYYo4Kqa07yA0KzncW6W9JlikpC9yhY8DH2dxrmuX7/RKZkWuzhk9NQUAwLMH5XEf/pXwO1f46v83BvXoi7HjacYnAy48MRRyvtLrXwagLxNMrPUZevyPMQwemwa0QF7SQdTzYptbjEeZ3FpgwiPrWqD3aXJtjPDar5YkRP1TLNkSlbYXB10KALJITYrmW5GJF2iwtOt41LiyVirZQqbaOTWHIJxO6MoDKLQJU0s+uY0I+lTYBKHDqNhA2Kb5oIOXxoQsMgGgRgwUn5NeF3NDzMa+DhOhuvHmsdQGDikmP/aYuKHG9ft+nddFARKKc0cDk2KUtKQITcurLIdtHWiYa/KAqgWEqsd4xFjk2KLjIYa1YFEY7fBgWpWtxn17cgC43aJ8AXidsHS0gVuNs7wDus3eNG5c4hVwdarXX46fRd/8rdvRP1lCbmqJS+iwUGPdWx80VXazMUR2I6GnH4r/wFe+u0PMvUj8Ks/++9528rPc59zF3KlZDT0yUIXBqbu3SY889QPB8hANcT4ZwUHsC7VfQYC2pI01v03z9ERyuPev121BAola76A/tUCKYr69nHRMLZ7zpStiWixrcmOid6wjHsE8W+exwif25CtttG1UOpJ1PoRjJOiQotSHD/CdrKDGO1coi4oRMtmoJrVqVmHrYgWiNsE6hhgCoLbthiuz0AuuPnYI7zV/K8cHm3za94P8av7P87gSzNaIqgOFALiWhJgovRJbWRyNjvKltkmweLid/813/2tn0R+zODH0w9wxjrOp/nm6nlI8GOKQJL1Gojx322n+M0RViWpHQ382hIZ0LkKsYkKbXpX2zppLgcRpByev0KJJKmK8svdRVTPRLS1RWzW9VGxTVrYFKbBejLPYH0GhoCqXpOpM00cErpqhsvdRa0fb4AQ8xiG8Zyeg1/toZSqNrpJmgvbHBfnsY2UrXvaDB8LUBcUxosNXnfXR1lTh9hy5hEtgdGOuKXzd3yT8RB3yi9zXDzFiXOXEasC9ULFRjugq2ZYVYusqkVOT57itH+KET6RcsmKygzILOiHU0QTLlKUzLLNiiFZtRdrcnNUuNhGtaYVsraFBzhEFySsOoeJQped7jTkBo2WNn5LEpssrrxmnIidZIrMsXBVRFbtHwYFZa6N4MKK8N0ItCutQYFoQb//IYR49XXZNr0uCgKAvb091DkFR3U+/LTYpe3v0POnNWxUBaX4EyHzosui2DjIkBcltkprRGBLzbCWz1MUlaZe6aAVNTRRwxJWBGIOXmL8DT9rvZuVz/dQHfjIK1/OLyTv4PzvHUetV0d1UxwYwihgjFhJnkn0q77qeNuQT/HNvOn4XyB/XfL297yPi8kNYII3HTHyfUZOg1J6elFPtKnHmERVn76q2xTaw0Dlmvwl/AoxcAFHT8oyqRjkDhiirAAwieRa5UBRvx8IMCm0RWfVLhiPvOINXHODJnY1E1w/JjWvOSk+R4feiPR7q9QWqreA7MRM+BH+RMis6DErerVfu+orRN8gWnDpO1M0CGlN7GKvZAz6TW1IlMOwOw2y4EUrX+ad5q/xjcbjnG8scaS8xA95v88H7v4eehsdjVaF1bwxxQGnJAEchQoFO5c7jAKfdNrmsfIUT/hH+Zbvu5dvevAMb3/Jf+GMOs75cEWfsGRBUUgiWRD3m5ALHD/SenGgJXdotXbq/r9Nxqjw2a203gCYJcLPOTx/RTO2VZOiiuUuq8+vyk3yEF1Q51qFk7RtXCdi6KaoDRsmQBxLMZ2MGWebfeVxdThL0dXZIdZSSPFjLsbvOM/baX+VhxACY9HgkNNl2bjCC3kMOVnyR2//dvbeP8VLf+qLvMX8IL9fvJ4zKyfwGhGzTo+j4mluNx7lJnGR44NVSARqQRFOCuYvD5jvDbhVPgUz8Bdzt9Nih7PqqDakMn1AMJCTOi4ptThvr5AKi1nRY8XQce59tALB86O6CEBBUeoNPHJcGoRMOqHmVfVsKMBdSrDRigWCEXHo6VwQIAksTDlZW8PniY3ppNhuiuNk7IcHDG6bFKMTIcQ3AOL5guBrObIsQ51TjO72abRCcqVzBmbZZtHaAEtvXB5xTRwskKTKqr8f61y7qo0nI9bP3QiA0d6nzCXqdIm6rJBvMPiZo/+Bd4x+C/G04IFXHOeXs7fy6XvvQZ1WmsnqCo0MgHZmMytb1wqlEBPoDdmsNuiW9hi4r3UXtxmnOauOcvVn7mfuiyE3Pr3N65Y+zceLVxLj0nemsWcz+kAZW9qjvnI2fMYVGz9eWDkguhwQCk3AURgVXAa6wk6xKxKhqs2HrvUbGKMC17Yqri0G9pXHVdWpq/ey7yECsBZG9WMYLzQwrzy3F2OlFJb1U6Tpf0KIPdS6okwsclfzNsZRrjYpbmvIvt+k+GzJUM6SrtisBJf0pmlOEjkuceJV2uuC1y9+lH9lvReXiI8W93C78Qivf+heXnPLX/CA+UK+KDuoa+SCSlR67Ry0aZCAx0roCNKFBsn0DluqzR8Ur+cxdZIX3vJWjn/2Kre/4lFW3cM6iU6meGaM14wYuVndmwXtBzKa9LEr4pUmDGa05A724ZT+znQd8bw4v8GiuIpDQilkDfMbToaxnNBpbbNfuOwM5iCEPHSIWtqJNG55DAYz4MBUZ4dl8woN9jmvbjyQnfnQCEakJyeqts3z46s5TNMkXxB1CuqiscEL1WmYhOBtQ/7d1q/xH2ffwsPlrWShS5ZYBPNDIuFwVXVYZIPEBncKiKDxGWBCoG5UMKnYmzaZEkO+1/wwZ8oX8ED5IlbVIqmyQSgGqolhawLqqjpMis0h0eWUOMtVs8OqPIxHrL01/ApZMAo8R69FWrEwYs/xif0EhCAOHfAh8Pcw/IIUq05NjNcDnQUzpCZuZ76tsxDaB7HJlpvhEbPcWeP8969Q/N71iU5dNwVBnueU50qyUJ+g0iq9rRGEzDrbFYGQ2uIUdJ/cI9JIQVWsFdecbFVXoR5TlEuV3jqB6bf1+cGJP+CdW/+NsG3wgZvfxAfS7+HMX92iCYPj383RTP/xply1BUD7ASCooX0V6/82OzvMCk2kKpB8uHgNy3deAWARrXPdYVpXtUKSBhaFLwlNH4GjX8JYfeCi0YjafAOthw3EMxQGAMH0sK6SJ4gwxDMnqlkVShmWLgauuX1cDOQcBD2tJodrLbAagH1M9waj3CMKXeRbTOI/+gxw9/+fS/2sGEVRPGNDUj0gNEkdmz7TyGaJLTS/xfNjohMB6lxJ8bGS6K4m5287wqHpri5iC6mZ20uCb1v8FP/Kei82Gf8t/wEkJSc5i1rQc3NE48C1EnRB2tTyLzU+ecdKc1sGQB+65hKvvuWTnC5P8XB2G7/lfD//4syH+I5XfpwvOnewOjhMGtu0mjv6+Toxsq3Z2uMApHDfp5/YeH5M4ej8jwkiZkWPRkvDZuNiXStTJE2GWgarTILOgCkxxCLjolzW8zvRiMFm2GHar2SE18ztgCEDmnQvz8M60AErCJGy1J/P6/CE9vU+DMMAR3u/pMqmQcjd8n5cYt40+iTb8z7vXv9Jsm6D5soWgTPkuHGeV8gv8krjC9z0+CYgCI8K/E2FulHx0MkTPFHeRCD2GCmfFXGJux4/w9GjF7hqdBgpn6gyt9AtX49IafjeI9LJsGKbWaFtq9fUPCmaaChlwSHRZULE7CvtzukS4zkRZWDUCFeDUS31HSkfOrDFDOU57wD1BWinWE6KNAtdLITgnOgzIWNGNMiwEAEUxbuBt/3DXpyvwrhuCoI0TRH/vUD+gE3keLVr1TB0Gfk+V/0O0tR6+ijUJJNDQZej4iKeimp0AHQU8MVwWdtfXlCo+wpwBfJNkn/pv483mh/lDzr38InilZwvjnBhsKwX0zFxL79moZE8o58PGikQ1YI8dkvE1D2tATqVscmwMmKRPFzcykvlg5wQ53lE3YyNr5mudgi2PnVHrqeNmMYGRmPvgfFBrQD8HLdZ2SiHLoZZ4vnRAQvXCSvZV1FJNAsckVaiQVlt+ge3A3WQkV39nqTAtlOG3SkYmMiViNa0lsnZZkbhSmIHnmli/9wcB8TCDdRjR1HrBrQg7jVZi21kp2BZXNFxqkd80tc2oCIApo7P5ZVFmu0h2UhbFk8f2+Rd1n9CUvIfsrfxhfIupsSQM+oFfP7QaVJsTn/xVtRqWVu9irZA3FGhA4+oZ3BGVQKipygfgweOvYjA3mOrP8Mjc7fA7oe4zXiMgWrq07epKJrDSqVjckhu0p+YZrTvkyZ2bRImTW05LM2CyPBoiFElUJWk2OyoaYxKBRQwZJpdpsVuJXct2RkTB3NdwAgHRt0Wka+Dt8YFcRS6xIHHQAWoUPNtjJUCx0l0K3CgrkvI9ut9KKXDic4+dIqHX3Irp4wnOaKe5pRxlt3A4R3pL5A+4SMWFC/xvsxRcZFbjMd5HZ8i+HSJuhU+O/tiEmyWD1+hQciumqy9B24xznDzuUuInmB0ysfLIwIxROJTKJMUC4+IgQjoJ1Pg6M18Tc0TMCQQQwL22FJtisrfZWT6OColwyJHMiEiZlUPfJhiyIgGg6JJJjWisCx0aqbdydjxp+rXbpglnhPVJET8HLUu2Q89fD9kv5hkZ3UOsVAixJ1cj22D66YgUEpRpp+h+PVvRfzvHjSrhnouKAceYbfqW/v69CMWYODHFJZBio3NAYdA92d3CBemMV4oKC6CcZfBPa/7FP9UfprPFS/nd/PvwiViXzkk3SmIdRCLStA92VzVZizqK5n/Ofok5oByQLSo0YOR8mmxy7zo6p7alU2KRcmG6tAQIa6IMSiYVT08Eenn7mSkdnigjkitijEr6yp4fJuU1abtZto9bEJH3I5jdBsirPXfY8khUN82ISLysdywKgYMSiqQjAa67e4u1wAAIABJREFU/512bOhAy9mhzQ6LxgYj5eM5MY3bRlx6+UnUX1vP6Yz6oigwjH9DWf5nytMh+Xt81N0O4hiUd1hshW0CX7tr0oK12+YZdmZgoP0lDLPUcqmhCYHi1da9vODJDd515K18obyL7uV5NjcOc5ZTfFp+K1xWlFXbq0aRcsA3KmMrpeNgx4WkSS2NHXxphtHJBsuzV3iJ8WVoK6afTLGXswqJOkA7dOmo+TCpY1MUGl0CTUCM8oMKOfV1BsO49+o4lUGNo6O0x/kFVjW/Rson7De1bHLMm0mgwKMwc42C+Tm2k2FQ0GCEuzAgzgNUYhKFHnkhNcn1+ZbBV30URUH5ZEnxfxa8f/nNeIciXibvx1YZm6rDmpqvUZyAPU4ZZ3nz9scxPqWvxfnOHI8Vx5kXXc6qo1WbKa3Wj0ZF7gY1oZCUrBirUMIZdZy+0puzVwVsSEebGtlk2lZezVSywQRPxES5qxUFjoXtpwiqTA/lE4g9ZlWPET4NRiChN5yip6YopySHRJWg29D7iqxM2EoluaLmWTPnabSGjBZalIWk358mu9ig/HwJDtj/7Cbi33438C//4S/S32NcNwUBgGX9CMGDUwx+4wzmDzkHXtYhlBcVdBXi6DjoJcWSaZUWl7JLk82KwBWgF+F+Z5r022wSf4LDr1/l++V/5+HyVj5fvJRDokuOwWY4p1O0+kCsTyw1e7ta92qrVp+DRQwqqEmhTIEwFWFvkmBiyKzY5jbjMY69Zwtygzve+Si/mL2NNTVPrgymxBApCjwa9NUUkrIi9+lI5shxdZa9qftd+vXq5DeJdsGTTqEn5njzFzrHQFbntbJSV6DAFiW2yGqfgfwrIA9Z6ccKJJ6IWeEStpNWfg+7BEKn1E2LXZpiD0nB2ltvgAef2wXBuIco5Ttx3Z8j+sIDlH/TRr7KQHZMIsejPzGNJ2JmRA/PiRmtdImUV7e2BvtNVE8hTqS8Qf45alKxrubJChs11IZBqqtQvVJvoqGq8zGEiZ6DF6tTSmVxXRte5QoCgb00IjUbFKseXidiVmyjvlEh1mD5xitcDlbASYlSl5HTqOeUfm0FtqO95nW+R1ojBpabEYWuVimgi4UEG1lUwUWOxFYZUhTY6HlmkSGcDNHUATbjvi1mDj0Ta1nHRR+SXe32KFLazWl6yxBvBhRdjyL3ECuKJLkXuPNreo2fa6MsS5Q6Q/HJm0lji/e+5Sf5xB2v4nbjUW43HmVObCJ8gdpUPHzjrdxuPIL4gkB8wkDdqTj6513+52//A86WRzmvVhgpn4vlDQAcNS5gkyLWQTwt4HZYU4dACGZVjzUxT6rsykMm0xbxDOkzRaEM7WRIo+bm2E5Wt5ZHymey4u0k2Owrt0q81cmtLhFB02Aw0GZEY2dMR2QMVJM9fAI1xBMRk1UPIS8k08cOXFl3ZAMVgrzbQC0oxPvldde1um4KgrIsSdOU4XBI9jt/h7pwEvlmiVio7rCqKB8vERcExps0yaMjenWu/NPlDYwKnyh0mG3qyTA2s8hu8/lR84N8k3yIs+VRlsUa95bfxOO9E6SP+KjL6sCUBTQyUGnBVSX1GxcH9V56rePgoFIhVEzqU8aTmvi4B9ykuFAuM1BNttQMK+ISL5P3M1BNLqhlCoyaE6GdAU092UmQaAevMQIy9gAHHVjjEdcw/7VjfJ+x3HJcCIzvWyCRqqAURt1OkBREyiXCJRB7HBUX6w+mDnKqLIwrq1Fyrju47Gs1iqIgTVOUOg2jF6H6U7VPwNawTdE08IRmANqkzIqxF0GLKPQQHcGLFh7lm5MvAXCX8SD7lstTNx/h0tIi0e83NSowqLIsKqmqQoCjKC8qjGNVDOyA/4u9N49v6yrz/9/n3qsryZIlW7IVL7ETJ07TbE3apE3TdE2hlHYok5aWtmwFyswwAz+2AfqlQ5n29wUGhmE6M8ywlaEMUEqXKXSmC11C0y1dkpA0afbGiR1vsi1bsmRJV/fc8/3jXMkJMAxLW0jx5/XKy45kO8rV8bnPeZ7PMq1QAdSwovStOihJjEUG2ZUx7pUXsvzMHcx7KEMbg2BJQpFjddXVNWTjIE3dqdL/V9+R0PeZB3QREHKQrulrtk2cckCPFcyQnvf6m3i7GMScJcmmYn7ct0e2HNNSS6lHEnEzR6sY9rt+AVrEMOV6WzPDCxZqUBdJM3j5EQwGkXIxarhA5Yd55P0p9qyYz/5LTqD32tmcZmzl0KIX2L37JAZzzYwlfDfCWQp1soc4JEg8UmHZ2btpDwzScXCcgfkxdnkLWeNuJvqsQjxhIEahuaFI88UZtsjlNItRFnKACaEPdnkV0QWkcIiqgi/h1ftdlph+znSIxrTdfFGGiVqFY/bC6r7WQI6QKOnuQXwCh0CtaBhSKfppo1QI0hQZY6E4QLsYxAhJisEQlpCUfQk2y4YZ29Csf3gElJK/5Ar+YeO4KQiqKJfLBAKvx33iAeSTSzDXGBjnmDCmEEntuy4ignCkWBsTOATIOvU4pQDF/XGGuixiiRxSmuRzESIpbRd7wOtihdrBt9Tb2L5tJarXDxMqoMcEcAx/QBWUnyng8waqT9QsXac/14QuRXYqhmlLUhOTqHMFI2eF2SUXstjYS0JNcLKxg7milwN0MaRS/vTVQ0eDBnEIaPUEQUxkbdPURUEZELWb+tEnOdvPKFB+RVzlBEhMXGXWiIbVjb4m2UTbNzvCrrXliipMsxglLEq11yAJUVRaghMVBZZdtJ2hVIrDhw+/7GvgeEQgEEDKFnQVGD+GYjEy3kSlFKhxPsJ1upjLTDWwOLWXxlnaWrU/3IIMG7R7g6wznqBdDWI1enztjdfibfaLAZgm3lW7VS6Yq4uosZBO/sQ3uDJBZUCgEKsMxCroFEcYUinukX/CRxu+wwLjIOQtSm4Mu23U/7GeX2hbSKFbvDJkUiyYNTWBdE1caWKZslYEVAsEy5QEQhVMY7rYrCZt2ji0owPIqmu9P9hKzmqAiFXrNiimN/QY+uQG6DFJTGCsFhgNcxBZ87h1jftDRKVSIZlcTqVSwXVd8rmv4j0xG/nkQp5uO4PFf7KXNcZmVi7ZThNjzBaD5C+BkcsSPOedQvvaQcKiRDOj5IkwMF/S/sgk7enNiD6BGBaIJwz6RqFttUQqgy7jMGFKFAljqwpB4XBQdTKlguTVbKB6uKlynTxsymRoJGwWcUwtVZTWtEOtiWREJWt7YUKNExYl6kWBsgpg4moTIjmb8eEGDMsjG4pRETYhoe8XGRrJqlhNcWWaHsSrAXNg25/Ecf6XC/oHhuOuIFBKUalUCATeCEBsT4zxTTsRAozVBub7rJr9b56IXkgqhG1XyPU2o/oU5XSEsRW+7nm3TaGzjm31S+k2e+gx5rClstwvBtCn/5j/b2f805ev/EcyPadF1XgCCv/7yky706GlivG6HJ3iCCItoCwIOyUWWgfIihgncoDlxk52eQuPXWj+ctftMM+fmU1nE+SJHFUcaOmlo2CEZG1UYKvp1r3pEwePDnmSfjVb/Xr9ddWvqf7cIiYuvaqdEZJ+C01nRuRVhCwx/xe4l8XGXpxEYqYg8FEsFolE/oRC4XYYno1KK7x0mFLCqBn7yJ4whUiYQszFCFUwLclp9VuJkWO7Wso98iImVUQTEUWakm9AHYoXtP97dZTlh8rU8uGzSnNOlgpdAGSVL00VCBTm5Sb3nHQ5Zx/exmPWSj7jXsd2byliULBY7CPUliUcKWGbjn8jNqhuHTaOLgrQ4wOnbNcCx0xL1nzkkSZlP/7bMo/lrtg4jNOAq8yaT4fuGAB+MicAJa0DLxIiT5QwxVoXLCVGGYknKblxRKer57v3J5g6/SvA+1/pt/ePBqVSqebCV1dXB0yi1G6EaEME9UYXpsi11vc4cfsRRleEuYs3ca9zIYuNvUhDS8G7RC9DKsXD8lw+fv6/sOgTwygbcAT7RzUFq7VbUSTMOcbThEWJDfIsdqhFdIseiiKsJYSiwC7vBBz0uqgWAzYVwqJEWQWQUofY1dYR1A5D2WxM+2s0hugSvYQp1uLda8gE8SwgmWOKEP2qlX7VSkZqOa1TDtSKXJESiKg+mM7IDl8lKKVw/NIrn8/T0LCE5uZmREYw69ZZdHR0kEgkuPuG99c0+AYSI15ExUKoAtpDGyjvD6D2KzZ2r+Ud1p1s85YSpYBICZ2v7bvwqTLTOdz6VegTWPVUVvZTCX3Wv4hPqwuQ/sdImXXmE8zdOYrxrIA62BvoZoHoAWBS6QKmGrq0V3VT9LNmp9v5Rm0MYvqkqqruuxqqVHVgBAgrfXKqeg3UxgjCQypDe+lTQSqjFiIihVkjMAL+1+gxRAsjZIkzUk6SMRsJmDoRMTPSiOwNQRmcM2zCRom9X3iU8Jvb/6j9CKpQSjE1NUUodDmz5Wx6B55G9SgYs6nEg/rk3qNjp0WniQyaeG0QbiryfuvbfKbyCQ56nQCcZmylXQwRpcCT3mqKfXEo+AuzlkA4nXegylB+OILo8DkwEaF5L0loeEuGq+vu1qYq/2XAB7SlcoQ8RBWNIsPrGx7DwWaKEDlVT0YlAGqpjRKf3GoZUJ5WuFS9LDzXqI0UnJKNFSliGn4QGbpVm1ZNZMsxwnbxmKTHaicL10LlgIh2LxwxkzUZY4JxZpFmKhZmKJKqFSN6/z8+LWSPBzQ1NdHf/waUGgcrhrxTcsueaxBrBaFTivzNwDdpHi+SOHucJjFGp+gnjFYNxEWOvV43i4y99KtWFp40hDpBYewQdLsGapWHGhdc/fQDMKBTXddc9jwHvC5td0ySFcZOmsWY71MQ8N1pq3tVkRY1zIhoQlrT3VAT6XOttCw2HCnhlAPkcxGG4imWGbuO8l0R2KYDiTL4XIQhM4WDTSbbgGVJDMvDDlawbUfvsQk/7jkiZgqC3weqFWs17nT//v1Eo1GuvPJKioUg/aFW4vYkAE3No6TnzYaCoJKOQsTVygEXpghyu/tmokyxxnye/OoI/Vvm4PX4/5DLsRLDagHgm6EAvm2wH0kcR5/CFLWrrLJBXmhbxM6lc1j+H32UbpA8LM+hS/TWbJbXFZ9kQV0PeJBXdbWRR7Ur4GD7C79cGydExZQfFarJLnkV0e01pk1wwr5rXjVyVGLWbItNJFKY0+OCqrzQ//6q7TOgI0DpoSeoeQ8VaTPeo4mX4RU5StkIo4da6enKcdrqZ3jC2Us4vHCmKGCaBwM6+4JFaK5FRum1ZAlEG9grCkRjBRrNjFac7JvigwtuYYIYp/fvQgwLsBW5JRbPcCoUFMb5BmK1gfeAh/qZttSuFaXoYKXmtw4xGm9DDOgOQefZB/mk9U+83tzI/fJ1hD9Q5sbKX/Mm4wGuP/J15CqtKnmHeQcT1JNVMe6Rf0I/bfrUZTq1NWSbDgQ1cdDB1vHJQbCDmlgI+jnP1YWq6VfWErPWBbPtylEW2Watg9UsxhhOZci7CZAwPpBkwmrECjqEIyW6gwe1Y504TMIax7H0GG3vPJjij5fU+kpjdHSUcPgklFIUi5twbu+F20uYrWfx9zd9lL98+60kflRhsbGPZcZuEt44/UarHjkyypTfOm0WY6hzPQqzDOqfEMjrJftmt3LC1kGMnxiIYYHqUszdOcq6JU+wQZ5FM2NcY/2ATfJURlQTUwSx/NFqyOdPJYwJoqpARjXqcKSqEkYZZIWWOkatAkO5FJVCiHykRDYQq/kZAPr7QxUquSDFQohRN4nrmliW7giEzRL15DHwyBJDdJUhF+T9D32WfzgOOVTHfUFQxdFzwmw2y/33388pL73E05+/A9lmEqnTN8tArICRcCntj6M2GHi7PewbHL5qf4K/r3yAc8ynaWeQi8yH+GbwffpE5fpBLhGBGtDZBeLnI4qrMi78YsA96o8FoFB7FNv2n8KD69ex3PkPHqw7m7wXoZ9WwhSJUiBfFyGtkrolpRK1OWrxKBJXtQNg4zBCkkkvgufPxqrGR3Ema9ejOgII+8QZmHZ1rGY5VDff6mjCUQHConjMeKE6620Rw5hI+mkla8UwuweQXSZRq4CMjTOSaWKknCQcLGF/MQJ/84q85cclPM9jdHQUeV8J0RHGOMdALIBZc/tZYuzlIuMhTjO2snToMGJAILYIjHstlqwaRLUNQNhAzdJH78NL29mlFsIYnPiu3bzBfJTvdF1F5n0+kSuI708BxjrBddbNyOUmX13yHvpG2smWY3yOj9KvWmkVaYoEOcPYzPUvfgPxgsE3rr6csFckJMrUUeQkYzePeOcRViUdYYsuPqtFpm06+mYsJXbQwQ5V/M6BTtzEb6sCOJ6NaXj+WM+sacgTYry25qqIUmB+pIeRBTlyhZj2nM9GqOT1x/65RYqE6RKHaUbzHBxswkYRy/oU7owlxiuCqakpQMs7zdYU3lARpfbjDR3B+fM2Lr/8W2zoeRfdDw3Tf0GM+H0ecasf1aFvlCcveZHvu5dxojjAwoZD9AQ6kR8z+WLlrzhXbmLh6N2o+Qo6dJfW2CGIL82xTS2lS/TSMTjOrU3dpFWSpBjHwa4pBErk6BT9RCnoUaZPgNZhbl6ty1p1sgWolAMcsLowkTSLMSoEiFIgGHSoxMpUeqNUki6ULEKpLCGzTCvDNR8NTxk0tY4xmmtjdHT0uCRVv2YKgqOhlKK3t5eBgQFOeOdaDn3zKQokdOunEMSITyHiApVQGKcbtDcPYuKxznxCtyuZIMBczFQRuSCsu44ZhSqhnd8kEEfnByh1lHugfyIr+4TDpJ8Tj0/eiuiuwjusO1ENii3eCprEGB4mYzTSJXp5zjuZA14XParzKG6AXbMY1ieqMEVCSGkyPpgEIFBXopKJkkk1srJh+3QrF0kRzeRG6ZOXbttNEienf47/i1EdDegbvz7JVUcP1a5CVdFwtKuXI2wwdKs5TwQz6dGfbqU/0YrKQOV4Y9a8glBKMT4+jmXNo+GuJJmNL2BeZVK6NoQZkozTyAbvLJ5JnUbLrGHeJJ+A5xXiZwK1TPH9P30DV+YfQIzDJu9UhlSKxAVpZolhfiDfQnZLE1jyGEtrERQsXrGDpBhnr7eAw4OdqGdtsvEwEzuSfG7edXzpTz/Jmj27WDO2G+sjFunnBWm3iZQYJc4keSLERY4WMcyQaNayQX/dOCpQIwWalkfYKvn+GDpdDqVjij3XQLomU26YOqAClAgSi+R8V1Hd8tWnOZso+drPnSOOkGCcfDRCPhIlm6jHUUHyk3XYosKIaiIhxmkXgwypFL1qNgN75x6XbdvjDUIIzEstjN1deJvnQAS8oX6e+9BK5I0S82aT5jOy4BmIAWBYkwfPLm9jw/Iz+bG8kGikwBedD7AlexLhSAkr4HHNGXdi/8RAtQKmQnXp/SukvQp5ZNap7HAXUUeJTtGPQ4Bt7jKKhJkwYxS9sG9qNH2gqY6gbBx61ByKUyEqhRCBSIly2cZ1TXric4hSwKqmwFoehuXhJV1iqQnyWW3GhSpQFja2cLCQNDLBBDEu/OK13P3QQ7/X9+S3hZBTff9jGWPWdbyar+UVQTgcpru7m/r6ep537tFyQUuH8RjnGHRftZc3Ghu4vnIzdT80mHinwUbOYJN3KhvkWURFnvniEHdsugK1U2lioesTtyzwdnvTgUOW0IEyFhATCEHNF0FlQHSC6BJkd50IjuD693yQi82HOaC6MPFYbOzlHvdi0iTZ53XXbtY6elN3CEqOZrMWCyFKhRBkghipYk3/7bkG89t6aBeDhNE54hnVWOMixMkSpkzCZ8rCUW1b8YtkQxPpSyKTNUVDXORqhjISo3aiq440+lUrPV4nRRlm9HNNOP+YmtmYfwmEEAQCAWzbplD4MUJ0IEQU0WYgOgWiS9DyL2k+ad3MtY/+CJWEH664gCvGfsJwKoqHtm8dUinulpfwr4f+HHm70ITYqvQw66dQniwQbX6Hq2r6k1XaY6MMzd8c40D+TMzPmZQfMdixYy7PeafQKCaIkyUoKiwUB/h79wPs8hbiEKDIdIhVdZ0ePXYCKDph8tkIpiV1iqdrgq82MCwPzzUIRUtE66dqnadeqeNlOxNH6BRHatJW0KRXRwVqJLIeNQepDBDQzBjdood+WtlVWkj2qSSly5qOy5Pa8QTDMDBPGdSHrGG9nuRLRxCBdq4cuY9/77sOTAU9R/GqTLjp1L/k5kN/Ba4Flou30YSkwFikrb7XrnqCW4MfpPlHJX3IWq1gAkZXhHlYnkueCDu8RTznnYKjbJrFKIfVbIIcO3qqdgMkOjo5IbS0cFtlGU45QCEbIeRnvjhlGzvosCy6m5QY5UVvIRm3EaccwA5ViJq60zyS1QexaKxAt9FDi0gzpFJsm1hK7Jzz6Onp+WWX6g8Gcqrvlz5u/NJHX0MoFovs2LGDp59+msrmWVQen4X70xbcO1qIfWYx/dlWJCZPhk7Du9DDlB5DahYHVBdlbBJMcJKxizWnP0XLe4/oCNuEgCpHIDRN3qKgauFCQqBDMaqZA2WFsVJy4ckP4p2tYAzWW/fTItJ0iV4ukQ+SUY2kSTKqkkxQ73t2h3ExqUibkhOimA/XcuoNyyPUkT2mGAhFSpqF7XsXVOOeqyOCsCgTFkVsUSUh+kYf4lgfgurjDja9ajZ7y93sGjuRvYVuXvQWcsDrqjmHgd8dUBGkMukSh5lv9NBsjWqOxsyG/EtRJcfm83mUOh/POwHPa0ceeQS5aRj3tgn65zTxkXd+jjPOvYuNJy+n0+hDDApsHFr3ZWl5pMDynoOcYzzFV7o+yryPH9TJkzDtwZ5TyHsl8gcSb4eCvC+nTftum12CzOMptjfPhzCEw3Dy0H4C/qgpS5wQRVxMysqeJpn6J7WjJazAMevIcw1svwDAlLp7IU0o29p+vKz9AxxHt27zRBgfSFIZi9Kfa615FOgCIEyvamcIbTDWzBgtYtiX4GrpLQJaGGZZaBeibcap8NWA53mIFzownurEPDAHs28OSu0HV3HPY+u5Y+4FqHpQCxUkARf61jRyq3MlsdQEJ3TtwttgonoUar+H96jCe0rx5L1n8pflL5L504BWbfUAddB8f4l15hN0icMsM3ZrK2MZ46CaQy5Xrw9SyqSFNAkytWIgW66vdbbClAhbOoY8Etd5Inawgh3UfhlFFcL1kzidckA7vhqSbDlGHUUS8XFKhRD5nM7OKaoQa774DAuuuJK+vl9+sz0e8JovCH4eSmk5iJSSyclJ8h+O8o2hd3LFS7fyusT3uUDdyaQfkDQ6lWSXWsh98vUsNXbxMetrXHjJgxgXyVq8cHUkUHUhEHGBSIpa7oHqVbXkOe8pkwcfuZA3zP4O6jTFAa+LL7ofoEiIyLhHRjVQUiHSKll7vUVCeP5G65QCVMoBioUwlakQXjnA4vheWuJpzaouaJJO1begGkUbpYBNxff5zpEQE5qLoALHyBqrXAMtQzS08qAqNzQ9Kn41XXJC9KrZ9Kp2sipWe60jNGnXMEzm+Cc7+ZMZDfhvAl08FRGiCaVewJvchvvjIV64dBHfkVchsRA9kNiib8ojrwtxaF4Th9VsEmKc+4JX0frpgWlOS1mhDipI658vQugiNSq0RCoOxAXxM0Y5+eGDiF0CJcH4iUFSTFBS02lCo/661IVAmaiYIkyZaibH0TwUiUl2PEY+G6GUi1CpKg9cE0rachzQBULVfptArZMFUMqHdESyv0KHVIrd+YXszi9kh1pElhgJJrTFtz8LrvJcEoz79uYzeDXgOE6N4O26LkI0a/ndfsUmbxU/bjiPZ1qWoNp1B3V2OsOFgUd5ffgx2sWgLk4l2lwro7ThnAsPb76Aa8s3c+9bz+TLZ72LT3d9iN43NjCiknpchuYOSNegNBXCtDwcJ0BeRhghWXNvtXEI2bqjmVX1NU4BQLhOS2qrCEd8KTURHOlzroQv/c5GKGNjU8GwPCxfxZYlRn9/P88//zzucUxaeU1yCH5dlMtlkk8uYcE1C9h61b1ceM2jfNe9gjhZWkSaTQfXMtnXQH9qDpmVjfQbrawyt1PptHl0wzq96caF5hhINOmw7JcG1X20oJ9TeYXaCcJSDK1LoZoUcZHjZGMnYUo83nwyUpmERImKshHoU6BBiJLjSw+rsyw/2ImQW/NaiMYK5I/6v1VPbXlVV1ML6ERIbcVZzTeQyqCaYghHOdCJSm2TbReDSMsk3pZjpJDEND3yuToGY7P84sMkLnKa5KiacJStvcmJUNn9HWYs5X8zhMMfIhq9nsnJSZRSlMvfA2YhMTRpblRAnULNVxxSnbSLIc0PUN0sZi9nGs9wh7t+WiIb92Ww8aM7B2q6s5VV5HqaeeB1q7mw4VnM60yMzYL57zpIP63MMfqZxTBPeadTqq0T7aBZLTb1GgtRdMKYtsSRWqaFNHUR4Aq8qv9Awf93peVHOmuHw6IVPiZt07C82noEXRyXy7ZmhGcjRNsKdIlemhlliJR27VQB+mml32vlohs+yF0z3alXHU1NTYwGliBmaT3+f8sLfInhPoKNDqd07AcLwqLMS948ntt2Orj+SDEp/HEW2uQnDRu2nc/G1jMIhBzmxPuJy0nKBEgyjik8xlQj5XKAukiZsKmJ0JmpBvoLLZi+LDBqFqgXumXmENDOgj8HTYCddt2sHnbsUIViOYxtO9RFiscUrQqoEOCET97HfY8+etybYP1RFwRSStLpNOPj45gXw4XmBs40nuWA6uIFbxHqgEK06tP+3scXs6/rBFJzx2gXg3pk4Pq6bn8NiJB/43cFAs0bOIZf4COAg5gQnGZspUWl2eEt0qEgQEFFamYtEouKtHFKNnZIV7Ceq0laBPVuv2/nEoxUkXBEpw6OjDSRdyNIy7cVFuWa30CWGBlPS3CaGaWZMV9VEKmd6o6xORaiNk7oFP0k1ARmRJJxGykVwjjlIJWETdaK0c4gCcbJEmOIFBmvgYP3dmO62MbrAAAgAElEQVSaa5ByZlP+TTA1NXUMgxssSMOYSrAgNwCWAQ2Qbqhn5cQe8vUWCr+FPpnhysg93Jm6VEsZq14EJRAKKPmeGlX/jKjA6BConOIn8nwubHqGUloQ6oBlG3tZ1tZLrttkr+hmk3cqRcK+AkYrGUzhEhZlTOVRlGGka+j1d1TAEa5v4pXzq+QyvkQXMDXh0CkHyFsRLVEsWVAAM6nXZnXkZeJpLgJA2aY3N5twrERCjCMExPzkun7VysBzc8ls2PCKv1cz+EXU19cz/gYLkQJ1UJH+/CxGz2ll18qFJOoyLEvup1hnMS4bMJCoZ3zZLSDG0KFwUaE/L2mnWLc3hLciwPKGnbzefMy3mD/CXfISsrl6KmUbx/LoiPRRRxlZp+2KA6ZDg8jVFAa6GIiTUXosoMcBWpo9bRE/zT9AQdgqUlRhSlMhQnXaJ8ZCYqe0FHxMNbJ161Z6e3t/T1f85cMfdUFQhWmaGCsEi7OH6I038y/ueznY141oFbxhzYMEcbh335uJpSZYaWxHYvLdxNv9cQB6cw35hhRBcUwWPSVV6x4AEIS+TAeqTZEnwhbvJPZ43YyrBBkaaosSqM2vqlawTsn256/+22bpDd/LhikUQhRohJIgb0lGEtpiuEr0q+beZgoN2kPeDpGhUecfKE280UmIlVpBcrQpUliUaBa+da0lkUmDYl4TxpxQABkxSYhxmsUYRRXiQGYe9R87kZEZMuFvDcuy6Orq4vDatajdHjliepP0PTHixUlEWjAWbwRPx7Zm6usJeBXEAqHjg2dNJ3IKv6MlSkr7ZaD/bl1V4h2z7uDL/Z/F+L5/I29UqIWK/a1tPCDXsVMuIUMDI6qJMdVIydHunybagKg6ngrXlXAcWzsWWhKvENLrv+Tbd1dRVmBqFY5XDlDy3d4AyOkPpqWNuBxsEowTFzmi9VPHXKMhP7BMc2C0jHEk08SyG97IllzulXhbZvC/IBAIaOvoFRL3FgP5E4kaUEwMJOm5Yg6BlwTmXJel0d1EvQLPnLMW83TzKC4WeoQwhi4aQ9roJ5aaYIFxkOVbD7I8dZCn2pexyVtFpWzj+QVo0B8D2KKCaXqaL+V3QLMqRnY8VitWPdfQduF1ekQQFiUcc9pzxcbBthxMtHKmxUpzINNFOFEi73vDZLMxTn//X/HTHTte/Qv9CuCPviAQQlAufxX7PyX95yXY6J2Bh8V5nRvJd0Y4WexgjAbauw9pPbToIavqa4YyZPDjjv3OQIJaa1b4ZjPA9AjBLxYKcwUb5Fn80F0PUJNaHU3Iyrq6ZaUXsNIs7bJ11C+OmA5QcgUqrRALythBh6FMinDEZ2ab0zflcF0JKU0cJ0CGRop2SLe9pE3cytXMjardgqpHeFzlalJDE51wl7EbyDsRXRjURciLKO1iEIcAu8dOQlQqM4TC3wGhUIgjX32GFau288LXTyKtkpRaFXWzFDgQmhSUOvToaY25mayKccCbxzgNmlC3Ren16Po22tV0zrguXlUBRBJWprbTJEb5ZsdbuObDdxEeAPlujz9r+hzZSoy0SmLhUSTEmGokSAVhU5O0jtDESFbnz1cJhHbQ8WORNWO8hrK2+BYRMW3oZUpC0RJThTBeXxhvh8JYpH9vpNKk2KKo5mTkoV5HgDvlAJnxRuxEhbjK0aPmsPYv/y8LX/r/2bxly3Hfvj1eMTw8zAlfWkdXVxcPzLkF1aOQPRLRIegU/YhDAgP4SOutTDUK1p90H1EKDKkUaZXkXnkhj287b1rSHYSmdYN8zPo3/mLwDkSPQM32uEu+iQNj82r7W6ROS62zxJhSISy0K+GI28T4YBI1YKIGgDH/kBYE1SUYdZMU4yGidTrwrjgVoj/USsocJUqBIiFaGea9ge/zrcTbmCBGUYXo29vByo+/mQ3PP/+aMV6bKQiEQClNgOlXrTwpV7NQ7GeluZ1N3qnsUgt5wVtMgApNYoxx1chd8k2o/UpvdFWZoZ9qWI06ri7kWiFQ5TeFYF3TE/QHWtlU0S5btnCOSTTUX65z5KvpcZVSQJMTQq7eQCMlSj1x7XcQ1CctERec2rZVk/usRoqFMOGI1oQ7jk0u3QCmJJacJGwXfQfDEiYuWStOi0gTR+t2q37dUppIaZCxG8kTpQUd9xmmSLNwMYMeTsn2Mw10xv2miVNJrD+JvvHxV+dNfC1DooOkrsxRmIqws2ERp3bu1ado/37XuNuBBoe+lnZN9CSmZ7BZP3PD1aRWQgJRUCg/50CVASl47qHTeb5rDYFEnmiqwNvO/QlfW3oF92UuIBEbp1mM+vmaNkkxTl5FcaSNUw4wMDBXuy5mgAhUFkRpW3iI3FSMUj4ElkREfNth13djDFFz/Qwk8yxMHABg5/AK5H9K3U1bJPT3A8VgmH5bx5pKT3sZ5LMRPNcglpzUIzxg+K9TPPjgg4zPrLvfK8bGxhgbGyObzaKmPLzJDEZ9AmOVwcfUv2F820StVJBUROvgvMVbwQFSe8l1m2wRy4mfOEq+NUJjSstePxz4Bu94+j7UCYpNly5mlzqBByrrkNIgnpikWAjSILSvSlGFKUxFcEo2lakQathE9QEDCm+/wntMaul5p8A42cAo2xS6gsiUqaXcgGlN0l/SY9zF0X281/o+5xhPEw1M0a9aSKsm+v6th9s2bXpNRbzPFARCAI2I1cL3VE9ysfkwLSKNi8GQSlEkSItIc5bxDA4B7tm0Hm+/1LrbiNB5B36IkYigN+uIbnMBeoZbAJGA4EVTvNW8h9vcy3jOO0VncjNdCEiMmswwHCkxPpCEgv82hRRYkqbWMZ3O2GbjZcM0dQ/ULGQXG/vY5tkMlVJUBqJU3Ki2xh1WmswVMsitTRLv0jrZqteBjUNGNbDX7Wa9fR/dRg/3yIt156JkkxuLYbRKstTXfAcy5QYdS+sKyrEciz/7PIVCAfs/b6RvcPBVew9fqxBCj5/KymZevJe0auIxeQar4nsQIwLRJwgPo4vOAcGi5D7KVpB7vaV4PX7Whsv0adzXf9c6WAWlzbIyQFnhdEUhBWNvtdhQOUtLsahoyZ8K+4VrVEtMcxEq6Sjeox7yTom3w0OkBNb7LZpPHMOMeH6YUYmSGULEbd3ROqowRsLFyYf4B/sGRlUTN5zwSR7ofANikUFgQZ5E43jNjKuWiGhq8ldLSuvJTzO2ssZ4ntOMrfzdlz/Ef21onCkI/kBgGFrEJkQDxioDLOgPtBJz07z0bYMFHQrVDWpModr0n+iky7tjt3Ny5EUmIxGSYpwWkeYNLz5DcaXihsDH2Vvppp9WRkeaCAQdnHKARGxCt/BVjCIhCmMxVFp3BNQehdrh6byQAYU8fASYQBxcjLdDYfYqzGtMSpEQlG3md+0lryIMD8zm7HmP8W7rdrqNHiQGbzq0EYb1789NHX/2mioGYKYgQEpJKHQ+an8/Ng4lwmRooN9rrdlgrjBeZJl4kbdaP+JJbzVqv99yktrCWMXxpYb+acxEn3Kkn+8iwFglWLZ2Ox8PfIVd3gl8a/JtOCWbhckDSAzCQhNXilL7DBTGYiBN1G5QfXojRAKuwciKVjgDovECxAvYwiGTbaSUiXFr+p16XjugEFEFKYFoFYgTHdROW/Me0uDMDSCF3mgdFcAUvta7ECIYdLjQ3MBz3ik8M7ha68ezQSopm1brCFW3w0MHF6D6FKqkWPg3n+D2Xbvo6+ubGRO8TCgUCsTeNp+doRCNjY2M/t2TfOfsq1gzZzNnHtiB2CygDSgKsCFS77H4hD18VV6D6lM1BQFBgegUkNLGROATYPF5BhGwzyhwWdOPaTXSfMn9IAe8eQRMbejSW5hNpK5AptxAV/AwXaKX+7gAtU3h3iqRBzah1D4YBO9vz2HLjhUYaw2McyDamcYyJbHIIHEmNQdhKIkq2ajHFTtOXMwP5Xp2eItoFqNc+v4f0y0O1pw2w6JEnFzNsrtCgAAVWkQaD4PN3nLfKMmm2+jxE/hm8IeAdDpNLLeYlkUtvHTRRrzdisvP/nf++7+vZv6nsqg9Pt9qGIQtUOOKoXlxDnhdDKoUHiZ1FBkixT8uehdPytUclu2UCOsYedPDsjzidXqcmaGRvIxQLAShYKG2ech7JHKTxPO2AHl0JTqOUhMI8SKMJPDuOglvXwvmqRaqIHnpEwuJtY0xt+sA77TuZB1PENsiETsEYtBEDIOyob69/vd7gV8B/NEXBKA1tNajkpGPJWkXgzwrVxIVBUZVExKDZWI3Z5ibiYoC/V4rYoE+namCVhkcrSAAf0brK1MEQEqw/sx7uNm8nm0s4x55sW6zR6bnTnkVqRUD+acaOf2rbyGTyVAqlahUKlQqFfr7HwGiGItN0pe3IBbpjT5Hk3alS+sugNqtOxZimSDalaExMkGm0MBkOgAFn/gI0ymJIlTjCjTHx3hMrmVMJciqGN5mE5EyIQjFQog3Jjaw0DhAlAK3LJ5g37WfY3x8nEfT6ddctfz7hud5tdCuTCbDm7/3F9y34J95e+Jr3H3+u1i17yVdDLigWhXUQ+OgQ0tTmvD/0cqT7ONNqP0K0SVq8kNvp18UtAlEEsylRS5peoCLzUd4QK7jR/JPyI7HiMYKVNDywTniCBfVPcQc0c+jH2nkpD3fYWhoiHQ6TVZ9kio5xvOepnJXH+LuJoyWExld34R5icn81T1cbd1NRjWwqe1UetVsDj4wn33XLeD/rL1Jr8suQfvqw3jCYLmxkxXGThYbe2nZlkc8ZyD6hW4tFwED5MclX3pviaGhIYQQuO5O+vv7fz9v1gx+Afl8nnw+z9TUFLO/djpHPvQMh744l5Mueobrbvp7PqBuIbIZqIPCYkFPYA7fqLyT7z7/dtROvWYXnrOLZsaYpI6cihMTWdoZpBIJ0l/XAkBcTGoFVblBG7ftieA95SFvc5GHd6LUPp3IWCNf6QRMfW6ZQKkB1PZG3O3NgIX7w8VUTo1T/EGIla3biD/kQZ9ApAViFJjSst9y+bXnc/Gaty7+dWAYBkL0c25mMx8IfIsn5Wr6VSt7vW56MnM4PfkcbzQ30GUcpsebw63yKvZ8bZGe30OtIBC+WRGm/9GPwVx7/hP895FrGZ4f5c/KX+IlNY+RTBMtiTRRkWdMNZLe06GdunoUlRsrCK/jGIMLIQSe93cI0YhhrMW6uBnjHEO3gnPU9NyiSyfmzZp7xJ/rm+TdiE4k3K8gBPG1Y7QHB2uksKpzF2hmbZ4I/dlWinviiAg0LRkgn4sgpcn1qS/z4dtuw3hc4H5W0r02dFw7cx0vsCyLiy66iOe+8fdk3t+IcY7Bpvedz+J/GoAoqE7fBa5OceDEWRQJ0S4G+aFczzfcd+Fh0LdnPkRc1KAJaRArHd7efgdNYoyFxgEOeHP5jrya0cGkZl9HihSyEZpax1hp6HyMu35yGeZ75lAoTEsGlLoOjsmQtwALIZqBMEK0YjQswfprC0yBt82DtO4sGYsMfx373TXQXIcgEIGOpQdZaWxnvXkfb9rzOOZtpjZPSiqGvxnk1HkVBmfGU3/waGtrQ+x4lPFts5C36KwN43QDcY6BiJTxdtsgQf5A4v6oF5jACC/Bep9F69/2s858kmGV4mrzbmxR4R73IrapZaB8l1QnQnZ3M/JWifsfLkr1o9QLKDWILgCOln5Vz8HuUY+Hao8L0Yh9+Vv47q1/xaX/+Lh+2kQXopMgpvTfb0z+GTfddNOrcPVefvxP1sUzHQL0SSwU6kJcdibOjxt5v/Vtvuq+myGRolIOcEjNYa/qJq5ytfm5WCEQIYHarVvwIgnE0KQpP2sewO4o8GX7BpDwUedGRmmqJQ5GRV7zFgZTeM96pL58CmNjY1RkicrPuV0ppRDik8C/AQnECUKbeKT1iEJ0aQvaWOcozcHRmtRGYjKe1hbDYhE0dqZpMdNERQFHBbDQmfa2qFBUWoo4lEnh7I+ACXOX7tfEw5hkeDDFZzZ+mv4rW/nSoS9jbBO1OeEMXlm4rstTTz3F3IuvZo5lsfmGH7Nu/T0MnnUa4mcCwsAYiAMGC7aNoJoVxGDVqdvxrO+y3HiRjUvWsF0to7+zlTHVyDrjcdaZT9AkxtjuLeUOeSmZkcbpYiDdCFnByJ5Wdn9Kd6xE/sPkp6Z+7tV9HtM0kfL66qsFXH8zDgFFVLYD9+YYBMFYZmBcYOoOV5dLY1sa23CwhEfA950fLzSQ35Og94EuDg90cU/bn9J84RDv+NsfcrV1N4c2fJGf/cPPKJX+4dV8G2bwW8I0TWZbR1i2ahePB89D3iqR90q8m13UgIdSmtOk18yI/rzUgbejgeHtHYyenOQ0Y6uWfLt/ypMTqwGIxSYZ3t6BetbD/a6DfHEPnrcVHZ2Vp9oN+EX8/K1vumCwOi7lru+8l4s++BwUhe6+VZNDAUx46UOPs+tTn3q5Ls8fDGY6BEehoaGB8o0v8Zn3fp52McgObxFbvOU42FxoPkoAhzvkesoqQFBUSKsmRre04m1UuiBI6dO5CAqIuAQiJS5pepCbuZ6vGO9lgzyLImF29i6lqSNNsxjlwNg8XveJj7Bp0ybSv0bbPRwO09XVxcH1T2Ceb2B0FKmLFGmMTFDn+81LTDLlRpySDuTIZyPEkzkS5rivKtC+Ah4mZd+NMEuM3vRsvIxOdzTaijSntHlRhkaG0imi8QJhu8jQc7P5szW3sN66n6vm72NgYOBVeHdmALpTsGrVKjZP/BhjgeDzt93EB+74od7PJIgDAhoV+z7WzCGvkwliJJlgTXkLtgMH47P4kbyYKRXmcvNeIiLPw/Jc/l2+nZ7sHKQ0CUeK5IYbUTtNVn/jMvbs2cPo6OivtGTVap3r9IvARHcMLCCEYazFPKUbscDAWGVgrBQEOvMEgw6uNJGuiVsIgeVhBR3cso0a1kUzISDiIiwP4Ucpu2WbFddexrZt25iamprhrBwH6OjoYNbO77FY7COjGnhRncDwlg68jR7eo54ed5bB6/eACkrpokCIFObpQcx3myTXjzD2vWbcb7v6ENamrbflYx5K7UGp3Sg1yXQRUB3J/rz8tLo+q5juEgjRQegLlzD6nhMJft3UIyqbGodLjIF3gcf7br+I2267Dec4TXKd6RD8GsjlcjR9dhE3/OdOrE9ZLDt9O93ioN8V8PCw6BT9tBjDhCmxzVvKqNVaGxMYCwTzFuwGwMKjmTHeat3Dg2odG9yzMPHY2bsULElc5BhyZ1H6ephdu3YxMDDwa21sxWKRUqmEiIDRUaQrddi3EdK5BNIztVzRNQlHSoSDRexUhRaGqRPT6YQSsxZOZPl+A4nmcczUKCYerQxjCM9PsDPoTB2pFRPFFWEOXPU4n8kzw+h+leF5Hm1tbVjXWLg3VLj++zdy0Tsfpnud5hqIIsj/T/Fd9woOqTnMFYdZYzzPYLiJaHiKOkpcZt7L3PQoKgjfjq7nq/I99GVm+5HFklxvM96zCnmny569exgaGvpfX5deu58/6pGPAPXoTXYexgID4xIDe3UB05KUC2EqPVG8bWq6y9Vp4iQCvs0yRDsyRCIFLDwMn+VSJMTwng4ymcwxY4sZ/OGjrLR0OiEmWCeeoHBqlJFVTRz8aAdBKmTLMbI9zdAXxHuqDu9nHt5uXSy4/+Ay+OcNKPU8So0CGRisBwJ+8TCJvrFXmC5K4ReLgcpRj5tHfRSAq8dbqwyy9XU0zypBGNRJikqrIvCSQEzCzWvexmN/cc9xWwz8KswUBD8Hy7Jwn+jDfaPLlvpF7Pj2ct7z+m8zRYgUY7ze/Ck2FbpELyuN7WRWNLIvsgQiZU5oO8BpxlYWG/tYJnYxz+jloDeHf3KvQmKybWwZKm0SXzbOSDlJdlsTqR+sYG9//290ylFKIRYJTEvy0rMn6nZWqkwgVCEYdIjWF4iKAlEKxMUkJq7mCAjwlMkkESoECFOiTuhquokMYVGsRerawqGkwggBdaqIKTwmlQ4MCQeLjI6O8swzz7xC78IMfhWCwSBz3trDSzd34PzlECcPP8X4nQux3m/Rs1kw9zsGN674ChtPXM7z3ils95YxrFKERJlO0ccStY9DqSbukOu5zX0LfX2dIE0qJaElqn0KeYtL8MB8hn/rm+4/Atq1zvMuRLmNiFZBNF7QfJaDCnK+cVKXgYiDSLlEEjnikUkCOARxCPijrxJhcuUY2T5NknwtErpey5iYmGDJlTcRaG8nHo8z+reLSIhxQpToNg4yphqwwh7xJTmcxTb9F7TSTyuHerrxNioqn6rgeY+h1NH2wBP+RxfD+L+/MmJdd7CULzM/9rFjnzeov7qZS2bPJhaLYRgGrutyxhln0Pk3o9znXsAj/3oe9vi/vwJX6fePmYLgKAghiEQiCNGG5z2LzO2ifPlqvvW9d/Pmi+9liblX21uijXhOM7Zyo/gCpcUhIhRwsFls7KXr/jHEBBy8OslX3PdSRKcDOn1RRFsZpxRgamOcuZ9by77+/t/YUS2bzaJ2K+RSE+IQas3SHh+sBRrFxSRRka95cgep1BwIERBHuxMi0GMDNJfARWfaF6jH9UwsIXGV/lhWAepFAVNJKse022bwakIpxfDwMCO5JNZVJpWbEjg37qUhs4fLvv9jvhT4NN4DEhzIqygPy3MZo5GTxC6WGrsJ4rBPLeDByvls85YyMtJEKF4gHtOGVFFRYM8/L8LeP4/8y3AC1xtuvW7vznJ0VgHQcM6YluQC5XIA6VrURYrEgpqnU8H2OTAWUhpUSgFc36Rr3e3v5PGRkd/5tc3g1cPk5CQPPvggAAsWLGDgik9z0qLNBKmQYIL7b34D5kUG1y78BnGRo9vQnILs/Ho2dZ3Kc5tPwft+s5a3AtWQmGoh8L85pFdv/EcfvH7Z51JKhoaGfqErls1m2XXoIeQjHt5oPxXjtdmdmuEQ/BwCgQDBYLBWMRYKt2IYa7H/2eYz7/o8UVFgvzcXCw8XgzminzPNZ1l+5CBiAHC0nfDG1cv5inuttnZVSfbtXgIRl0gyx+SdDbT+06n09vb+VlGZDQ0NFM/ej/U56OjoxURS8Z3kTFyWiH2ERBELD1CYfssV0ButClH2b+oSi5Jvp+hiUlE2ht+ajVIggw6xyUvtpChdk9xYPZ2Xnsfu3bt/9ws+g98YdXV1BINBbNtmrPEFvH2jKNWHYSzGOD+Eeb6BSAlUr0I+KqEM5qUmDdeM0RQcI6didInDLDQO8LA8l8y4fo+jsQJr/uLTbN26lUOHDv3KE9evi6qCx3qfhbHIgA5B/eoM7ZFBXEztfUGY8XQDgZBDODJNAjNNjyBObe2aeBza082CPz+PHTt2vCyvbwavPmzbJhqNEo1GMQwDwzDI5XIEg0FisRhCCGzbxrIsn6wqGRkZobf3On+d/x2gb+KvFn/ENM3aPUEpddyvvf+JQzBTEPwKGIaBaZq47j8jxGIC71mC/ckyTc1jjI5oGYGXrYMyzF+6h8ViL1lijKgmerIdmJanmdoFQagji1O2ce8Mkvr6KfT29v7Wi3nBggUcecczEEWbDrX5bbBZDgtbD+h2q3Bq7odVVO2RA/44oIyNxGC80MBUIUwiNYFT1oVCbn+THkVktJMYZVAuGJ2CC79+LT/96U/JZDK/3YWdwcsCy7JoamqiXC5TLBYpl7+KJktVqJKmlJpECBNowzBWYpxuYJxjErp2ikopgPxXC/mQhzpYBlxCoWUv62xeCIFhDBB8KKj9EgYUYplgVncfYcrkiSClgWl6RCnorAIEFWUBorZGbRwODs5j3hWvZ8+ePTOeFzOYwe+AmYLgd4BlWViWRbl8C2bj6zAWGaiywlhlQkHbYZrXWBgrJBQsvP0K42SJEawgd4egrGWBp3zkErZs2UKxWPydKtvOzk5Gb9iG6lN4BxXWVSbRFZqAFaaMxKCOEi6Gbrli+KMBGykNPNckm4nBsI1K69ePJTC6fEOlEnjPehABY4WBKilEVECbAwdtkn+x/DUR9flagmVZ2LaN67oopQgEAhSL/4pSJYQIoQuEKNofIAokgAxKldDyrAqG8faXPRDIsiyUOsLHJm6hXQzyxfIHGH9qFoGlBboTBzGFpKg0RwAgRLHWfQuKCpMqguMny3W85To2btw4UwzMYAa/I2YKgt8RpmkSDAYplf7Ll7ZUXa/0LMtsPJ3A9QGM8wVqDBIr0po8lVbIr0kiTy4km82+LBtuOBzG7T5M4CYLEREYXUXq4wViwRwCMPCIijxBKsTJUcZmXDUwid5cs7kYpWxkOjmxwLTXfXWCEYRQMksyNqFlir6UZ++ziwlc0VVz0JvBHyZ0e/OzaIMC86hnJFqOpelDlvUppJS+8dXL2wbVBK5v0HzkPI789AwA7ll/Dh8t3URm4yxEp6Cpe4AoBbKyvpZaJ6VBPhvFzUQhWEH1WBCE07/wFg4dOoRpmjUXvHw+PyM7nMEMfkPMFAQvAyzLqo0RisUvIETbUc+OMGvWjTQ2NhIMBqmrq6NQKDAyMsLw8PDLevIKBAJI+SPs964mfmOWcllrthOJccKUqRcFYn6ofJ46LDwcbCZVBNO/41t+dnw14rhKQKx+HqZEQDh4ysQQUtsYY3Lkzk6MD3eSz+dftv/PDF4ZTBcF0zd/z/OOYVu/krNQ0zTxvLu5Pf99Lv3s44gDAnWy4siHo7zb+Ree/cnpIBXGAkPf+MsB7WCYVqhedA5DXKAOejogbLfC6/X8TA9QYzmUOvG4n+fOYAavNmYKglcA9fX1x9zoHcf5rUiCvyn0RvuPCLGawFvmYywQiFUGogtmdf2/9u4uRK6zjuP49znnzNvOZGf2pWaTmLeNMa1dqzRKTAVRiwpR4oUIlV74Ut9Ab0SxVqGUQq0XEnonCCKSiwjRYkAr1FLRBFtq0mxMrM1bI7vdpFk7k+7Mzs45c855Hi/O7DYWQ0zdZsnk94FlL/Ztzs3yn//rNDVaFE2HAUI8bHxVi4UAAAY1SURBVK+fIKXjSqRkmwU9LBav19SVNRDmejO6PgkxebrkmXdl6gzx6vQtfO6xB5icnOTYsWNK28pVZSOHZ5lp72T0SylcIotN1jqS76f8YPjb/OTY13DTDjNsMKvBzZGt2A6zxTOUye5ztB3uhMMettijForgLjaxdpsyBCLXSIuJ3gKtVmtF/m727q6EcxdIfj2Ef0eNVV9vkSYBF8+t52IbcmvbVIebjHCJCm18UvLEVE2LPNlCjfSyHoM3Zglw2XW5immDg3C4yNGjRzly5MiKPLPceKy1DA3dyR/ST3DP+57C/Dk7EEMLgu8GPPrlPUQfyPPzyhchMeDHmGFD/qMhaepRKof4fkoU5bBJQHdrBbPeYIZNFhg4jR6KLCcFBDegIAgol7/D/PxB8g+NYN5muLt2kJYrc6z8buZOjxI3KtTbBearAwyUI0p+h6ppZqeOseRMd+mOQYpHww0zT5muyxH1zsxG5BnhEh2K3HnfNzh48uRKP7rcQNI0ZW5ujhMPvx233eGd8fhrHcAwehLGDgf86NlH+dOmncw012CTgDjKEbcLuHaOdpjDK8bYMI9rBjDXKye0wU5FOPeCsgMiy0glgxuU53n4oxd4cupe3mFe4rxbw2H7HibtBMftu5h1IzQaQ8SNCqYQ9/bEx6yqtsn5XWqmSeI8RsxrvVXGWZagQ5HI5Tj74q3QAH9rh/R0ifLnt1Gv15e9C13639jYGHed2sNmk63ZnnODzLGKMTPLGbuZZ579YNbYmvZOeF/W2EoErg7uXLbC1h6y2M4MQbCTJEnUPyDyJqiHoA+tXr2aAwcOcOvtn8ZLLcWWwRXgd6s+xOPJLv5mb+PVaJRKoc18VGahXSKJcgSFrP6ftAtMbPg7AKXeIZCs0dAy60YIoyLFQsgrv1pH/OOEyivbdLtArpnnedRqNSqVCi+//FvgPLC2Nw65ClM0MGzwNhhcbyOxqZKdRJ512BmHO9/u3bW/QBB8VT0sIv8H9RD0oXq9zqFDhwjeO46XS/hnYSMAG8wM9+YeJ40/y0yxRYpHsRgSF3J0KNFqDhDO1jC+Y84NAlAyHdLe9UNLwLiZYqqwjpkTG0n3JaQn/8G8r8kCuXbWWhqNBs1mE9/fThw/gjEXsPY1IIZ2EbOwATszRLYrIWTxX5Nb6hOYxrksGFUwIPLWUIbgBmaMYWJigh07dvDED+8ninKEU1UIDNtvey67q+BNc8Zu4pzdSIcCKQELrsCldJiFdrayeKAckfO7DBBSMW3m3CA5Ik7/YhvxA11s5wjOtSgUvkAYXum+uMjVGWPwfZ8gCAjDB3l9+UUJY24BasBLZK0BIa/v+wjxvIeu67pakX6lkkGf8jyPLVu2MLXuL9hTFnux3vtKDlMZJP+zPLd//DglQqqmScMNkadLhxINV8tquo1BoqcHMBPZSKI7YUn3pSR/nMbaUxizlVrtY3Q6HTqdzpVfjMj/qFQqEYZ7gDUYMw6c7521jVkMArLsQEgQPHxdxnlFbhYqGfQpay0jIyPMfDMgKICbGsvWDlcN9qile0/E824NwUdqBI/kMNWIYjmkMtjmXy+uhcThzjnSfSmQYl+w2IsW557HmM3kd9+Nv9uncZ/uFsjyCcOQQuFbdLvPAeDcOZy7cNl3BEuBQJqa//5LRGRZKSDoA8ePH2fXL7/CE5/6adaUlZDNa0+BGfdwZ1vET58nuWscb3We7kiJZrEESRc35bKlL/Fs7x1ZBX9sE/6Hd+Dt8ti6+xSfeexJHlzph5S+4pzrlZ/u+I+79JdbTAqoRCByfahk0CeKxSLr169n+v3P4CJIfrOYegW4hHMdsiM2AdDBuWmMWYtzMZ73TkxuGG+zh/9Jn6H7G3xv3+/Zv38/3W6XKIqYnJxcsWcTEZHlox6Cm0StViMIAhYWFpZmtD2v1xvwhndai1cca7Xa0sfo6CjVahVjDHv37lUToYhIn1EPwU3izVwhXPyZxYM3i5+1hEhE5OahgECWMgeq1YqI3Ly8lX4BIiIisvIUEIiIiIgCAhEREVFAICIiIiggEBEREa4yZXClWUURERHpL8oQiIiIiAICERERUUAgIiIiKCAQERERFBCIiIgICghEREQE+Dclhk/5kt/bKwAAAABJRU5ErkJggg==\n", |
|
|
775 |
"text/plain": [ |
|
|
776 |
"<Figure size 668.903x540 with 12 Axes>" |
|
|
777 |
] |
|
|
778 |
}, |
|
|
779 |
"metadata": {}, |
|
|
780 |
"output_type": "display_data" |
|
|
781 |
} |
|
|
782 |
], |
|
|
783 |
"source": [ |
|
|
784 |
"ants.plot(t1ce_n3bc, overlay=t1ce)" |
|
|
785 |
] |
|
|
786 |
}, |
|
|
787 |
{ |
|
|
788 |
"cell_type": "code", |
|
|
789 |
"execution_count": 43, |
|
|
790 |
"metadata": {}, |
|
|
791 |
"outputs": [ |
|
|
792 |
{ |
|
|
793 |
"data": { |
|
|
794 |
"text/plain": [ |
|
|
795 |
"(1488730,)" |
|
|
796 |
] |
|
|
797 |
}, |
|
|
798 |
"execution_count": 43, |
|
|
799 |
"metadata": {}, |
|
|
800 |
"output_type": "execute_result" |
|
|
801 |
} |
|
|
802 |
], |
|
|
803 |
"source": [ |
|
|
804 |
"t1ce_n3bc_no_zero = t1ce_n3bc[t1ce_n3bc!=0]\n", |
|
|
805 |
"t1ce_n3bc_no_zero.shape" |
|
|
806 |
] |
|
|
807 |
}, |
|
|
808 |
{ |
|
|
809 |
"cell_type": "markdown", |
|
|
810 |
"metadata": {}, |
|
|
811 |
"source": [ |
|
|
812 |
"#### N3 Bias-Corrected T2" |
|
|
813 |
] |
|
|
814 |
}, |
|
|
815 |
{ |
|
|
816 |
"cell_type": "code", |
|
|
817 |
"execution_count": 45, |
|
|
818 |
"metadata": {}, |
|
|
819 |
"outputs": [], |
|
|
820 |
"source": [ |
|
|
821 |
"t2_n3bc = ants.n3_bias_field_correction(imgs[3])" |
|
|
822 |
] |
|
|
823 |
}, |
|
|
824 |
{ |
|
|
825 |
"cell_type": "code", |
|
|
826 |
"execution_count": 47, |
|
|
827 |
"metadata": {}, |
|
|
828 |
"outputs": [ |
|
|
829 |
{ |
|
|
830 |
"data": { |
|
|
831 |
"image/png": 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\n", |
|
|
832 |
"text/plain": [ |
|
|
833 |
"<Figure size 668.903x540 with 12 Axes>" |
|
|
834 |
] |
|
|
835 |
}, |
|
|
836 |
"metadata": {}, |
|
|
837 |
"output_type": "display_data" |
|
|
838 |
} |
|
|
839 |
], |
|
|
840 |
"source": [ |
|
|
841 |
"ants.plot(t2_n3bc, overlay=t2)" |
|
|
842 |
] |
|
|
843 |
}, |
|
|
844 |
{ |
|
|
845 |
"cell_type": "code", |
|
|
846 |
"execution_count": 48, |
|
|
847 |
"metadata": {}, |
|
|
848 |
"outputs": [ |
|
|
849 |
{ |
|
|
850 |
"data": { |
|
|
851 |
"text/plain": [ |
|
|
852 |
"(1488860,)" |
|
|
853 |
] |
|
|
854 |
}, |
|
|
855 |
"execution_count": 48, |
|
|
856 |
"metadata": {}, |
|
|
857 |
"output_type": "execute_result" |
|
|
858 |
} |
|
|
859 |
], |
|
|
860 |
"source": [ |
|
|
861 |
"t2_n3bc_no_zero = t2_n3bc[t2_n3bc!=0]\n", |
|
|
862 |
"t2_n3bc_no_zero.shape" |
|
|
863 |
] |
|
|
864 |
}, |
|
|
865 |
{ |
|
|
866 |
"cell_type": "code", |
|
|
867 |
"execution_count": 55, |
|
|
868 |
"metadata": {}, |
|
|
869 |
"outputs": [ |
|
|
870 |
{ |
|
|
871 |
"data": { |
|
|
872 |
"image/png": 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\n", |
|
|
873 |
"text/plain": [ |
|
|
874 |
"<Figure size 720x720 with 4 Axes>" |
|
|
875 |
] |
|
|
876 |
}, |
|
|
877 |
"metadata": {}, |
|
|
878 |
"output_type": "display_data" |
|
|
879 |
} |
|
|
880 |
], |
|
|
881 |
"source": [ |
|
|
882 |
"matplotlib.rcParams[\"figure.figsize\"] = [10, 10]\n", |
|
|
883 |
"matplotlib.rcParams[\"figure.subplot.right\"] = 1.0\n", |
|
|
884 |
"plt.style.use('Solarize_Light2')\n", |
|
|
885 |
"\n", |
|
|
886 |
"plt.subplot(2,2,1)\n", |
|
|
887 |
"plt.hist(flair_n3bc_no_zero, bins='sqrt', range=(flair_n3bc_no_zero.min(), flair_n3bc_no_zero.max()))[2]\n", |
|
|
888 |
"plt.title(\"Distribution(Bias-Corrected FLAIR)\", fontsize=13)\n", |
|
|
889 |
"plt.xlabel(\"Pixel Intensity, median= %.2f, std= %.2f\" % (np.median(flair_n3bc_no_zero), np.std(flair_n3bc_no_zero)) )\n", |
|
|
890 |
"plt.ylabel(\"Frequency\")\n", |
|
|
891 |
"\n", |
|
|
892 |
"plt.subplot(2,2,2)\n", |
|
|
893 |
"plt.hist(t1_n3bc_no_zero, bins='sqrt', range=(t1_n3bc_no_zero.min(), t1_n3bc_no_zero.max()))[2]\n", |
|
|
894 |
"plt.title(\"Distribution(Bias-Corrected T1)\", fontsize=13)\n", |
|
|
895 |
"plt.xlabel(\"Pixel Intensity, median= %.2f, std= %.2f\" % (np.median(t1_n3bc_no_zero), np.std(t1_n3bc_no_zero)))\n", |
|
|
896 |
"plt.ylabel(\"Frequency\")\n", |
|
|
897 |
"\n", |
|
|
898 |
"plt.subplot(2,2,3)\n", |
|
|
899 |
"plt.hist(t1ce_n3bc_no_zero, bins='sqrt', range=(t1ce_n3bc_no_zero.min(), t1ce_n3bc_no_zero.max()))[2]\n", |
|
|
900 |
"plt.title(\"Distribution(Bias-Corrected T1_CE)\", fontsize=13)\n", |
|
|
901 |
"plt.xlabel(\"Pixel Intensity, median= %.2f, std= %.2f\" % (np.median(t1ce_n3bc_no_zero), np.std(t1ce_n3bc_no_zero)))\n", |
|
|
902 |
"plt.ylabel(\"Frequency\")\n", |
|
|
903 |
"\n", |
|
|
904 |
"plt.subplot(2,2,4)\n", |
|
|
905 |
"plt.hist(t2_n3bc_no_zero, bins='sqrt', range=(t2_n3bc_no_zero.min(), t2_n3bc_no_zero.max()))[2]\n", |
|
|
906 |
"plt.title(\"Distribution(Bias-Corrected T2)\", fontsize=13)\n", |
|
|
907 |
"plt.xlabel(\"Pixel Intensity, median= %.2f , std= %.2f\" % (np.median(t2_n3bc_no_zero), np.std(t2_n3bc_no_zero) ))\n", |
|
|
908 |
"plt.ylabel(\"Frequency\")\n", |
|
|
909 |
"\n", |
|
|
910 |
"\n", |
|
|
911 |
"plt.subplots_adjust(wspace=0.35, hspace=0.25)" |
|
|
912 |
] |
|
|
913 |
}, |
|
|
914 |
{ |
|
|
915 |
"cell_type": "markdown", |
|
|
916 |
"metadata": {}, |
|
|
917 |
"source": [ |
|
|
918 |
"#### Mask's segmentation labels distrubution" |
|
|
919 |
] |
|
|
920 |
}, |
|
|
921 |
{ |
|
|
922 |
"cell_type": "code", |
|
|
923 |
"execution_count": 235, |
|
|
924 |
"metadata": {}, |
|
|
925 |
"outputs": [ |
|
|
926 |
{ |
|
|
927 |
"data": { |
|
|
928 |
"text/plain": [ |
|
|
929 |
"array([0., 1., 2., 4.], dtype=float32)" |
|
|
930 |
] |
|
|
931 |
}, |
|
|
932 |
"execution_count": 235, |
|
|
933 |
"metadata": {}, |
|
|
934 |
"output_type": "execute_result" |
|
|
935 |
} |
|
|
936 |
], |
|
|
937 |
"source": [ |
|
|
938 |
"mask.unique()" |
|
|
939 |
] |
|
|
940 |
}, |
|
|
941 |
{ |
|
|
942 |
"cell_type": "code", |
|
|
943 |
"execution_count": 236, |
|
|
944 |
"metadata": {}, |
|
|
945 |
"outputs": [ |
|
|
946 |
{ |
|
|
947 |
"data": { |
|
|
948 |
"text/plain": [ |
|
|
949 |
"(139257,)" |
|
|
950 |
] |
|
|
951 |
}, |
|
|
952 |
"execution_count": 236, |
|
|
953 |
"metadata": {}, |
|
|
954 |
"output_type": "execute_result" |
|
|
955 |
} |
|
|
956 |
], |
|
|
957 |
"source": [ |
|
|
958 |
"mask_no_zero = mask.flatten()[mask.flatten() != 0]\n", |
|
|
959 |
"mask_no_zero.shape" |
|
|
960 |
] |
|
|
961 |
}, |
|
|
962 |
{ |
|
|
963 |
"cell_type": "code", |
|
|
964 |
"execution_count": 237, |
|
|
965 |
"metadata": {}, |
|
|
966 |
"outputs": [ |
|
|
967 |
{ |
|
|
968 |
"data": { |
|
|
969 |
"text/plain": [ |
|
|
970 |
"8928000" |
|
|
971 |
] |
|
|
972 |
}, |
|
|
973 |
"execution_count": 237, |
|
|
974 |
"metadata": {}, |
|
|
975 |
"output_type": "execute_result" |
|
|
976 |
} |
|
|
977 |
], |
|
|
978 |
"source": [ |
|
|
979 |
"mask.flatten().shape[0]" |
|
|
980 |
] |
|
|
981 |
}, |
|
|
982 |
{ |
|
|
983 |
"cell_type": "code", |
|
|
984 |
"execution_count": 238, |
|
|
985 |
"metadata": {}, |
|
|
986 |
"outputs": [ |
|
|
987 |
{ |
|
|
988 |
"name": "stdout", |
|
|
989 |
"output_type": "stream", |
|
|
990 |
"text": [ |
|
|
991 |
"Non-zero label ratio of Mask image tensor: 0.0156\n" |
|
|
992 |
] |
|
|
993 |
} |
|
|
994 |
], |
|
|
995 |
"source": [ |
|
|
996 |
"print(\"Non-zero label ratio of Mask image tensor: %.4f\" % (mask_no_zero.shape[0] / mask.flatten().shape[0]))" |
|
|
997 |
] |
|
|
998 |
}, |
|
|
999 |
{ |
|
|
1000 |
"cell_type": "code", |
|
|
1001 |
"execution_count": 239, |
|
|
1002 |
"metadata": {}, |
|
|
1003 |
"outputs": [ |
|
|
1004 |
{ |
|
|
1005 |
"data": { |
|
|
1006 |
"text/plain": [ |
|
|
1007 |
"Text(0, 0.5, 'Frequency')" |
|
|
1008 |
] |
|
|
1009 |
}, |
|
|
1010 |
"execution_count": 239, |
|
|
1011 |
"metadata": {}, |
|
|
1012 |
"output_type": "execute_result" |
|
|
1013 |
}, |
|
|
1014 |
{ |
|
|
1015 |
"data": { |
|
|
1016 |
"image/png": 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\n", |
|
|
1017 |
"text/plain": [ |
|
|
1018 |
"<Figure size 560x560 with 1 Axes>" |
|
|
1019 |
] |
|
|
1020 |
}, |
|
|
1021 |
"metadata": {}, |
|
|
1022 |
"output_type": "display_data" |
|
|
1023 |
} |
|
|
1024 |
], |
|
|
1025 |
"source": [ |
|
|
1026 |
"matplotlib.rcParams[\"figure.figsize\"] = [7, 7]\n", |
|
|
1027 |
"\n", |
|
|
1028 |
"plt.hist(mask_no_zero, bins='auto', range=(mask_no_zero.min(), mask_no_zero.max()))[2]\n", |
|
|
1029 |
"plt.title(\"Distribution(Mask)\", fontsize=13)\n", |
|
|
1030 |
"plt.xlabel(\"Segmentation Labels\")\n", |
|
|
1031 |
"plt.ylabel(\"Frequency\")" |
|
|
1032 |
] |
|
|
1033 |
}, |
|
|
1034 |
{ |
|
|
1035 |
"cell_type": "markdown", |
|
|
1036 |
"metadata": {}, |
|
|
1037 |
"source": [ |
|
|
1038 |
"## Create a numpy array from ANTsImage objects" |
|
|
1039 |
] |
|
|
1040 |
}, |
|
|
1041 |
{ |
|
|
1042 |
"cell_type": "code", |
|
|
1043 |
"execution_count": 19, |
|
|
1044 |
"metadata": {}, |
|
|
1045 |
"outputs": [], |
|
|
1046 |
"source": [ |
|
|
1047 |
"img_arr, mask_arr = [imgs[i].numpy() for i in range(len(imgs))], mask.numpy()" |
|
|
1048 |
] |
|
|
1049 |
}, |
|
|
1050 |
{ |
|
|
1051 |
"cell_type": "markdown", |
|
|
1052 |
"metadata": {}, |
|
|
1053 |
"source": [ |
|
|
1054 |
"*__Note__: we can now treat those as usual numpy array objects.*" |
|
|
1055 |
] |
|
|
1056 |
}, |
|
|
1057 |
{ |
|
|
1058 |
"cell_type": "code", |
|
|
1059 |
"execution_count": 25, |
|
|
1060 |
"metadata": {}, |
|
|
1061 |
"outputs": [ |
|
|
1062 |
{ |
|
|
1063 |
"data": { |
|
|
1064 |
"text/plain": [ |
|
|
1065 |
"([(240, 240, 155), (240, 240, 155), (240, 240, 155), (240, 240, 155)],\n", |
|
|
1066 |
" (240, 240, 155))" |
|
|
1067 |
] |
|
|
1068 |
}, |
|
|
1069 |
"execution_count": 25, |
|
|
1070 |
"metadata": {}, |
|
|
1071 |
"output_type": "execute_result" |
|
|
1072 |
} |
|
|
1073 |
], |
|
|
1074 |
"source": [ |
|
|
1075 |
"[img_arr[i].shape for i in range(len(img_arr))], mask_arr.shape" |
|
|
1076 |
] |
|
|
1077 |
}, |
|
|
1078 |
{ |
|
|
1079 |
"cell_type": "markdown", |
|
|
1080 |
"metadata": {}, |
|
|
1081 |
"source": [ |
|
|
1082 |
"# Reference\n", |
|
|
1083 |
"\n", |
|
|
1084 |
"[Full decription of orientation](http://www.grahamwideman.com/gw/brain/orientation/orientterms.htm) <br>\n", |
|
|
1085 |
"[Read docs of ANTsPy](https://antspy.readthedocs.io/en/latest/index.html) <br>\n", |
|
|
1086 |
"[Read more about the BraTS competition host](https://www.med.upenn.edu/cbica/) <br>\n", |
|
|
1087 |
"[Check out a free course on brain image preprocessing on Coursera](https://www.coursera.org/learn/neurohacking/home/welcome) <br>" |
|
|
1088 |
] |
|
|
1089 |
} |
|
|
1090 |
], |
|
|
1091 |
"metadata": { |
|
|
1092 |
"kernelspec": { |
|
|
1093 |
"display_name": "Python 3", |
|
|
1094 |
"language": "python", |
|
|
1095 |
"name": "python3" |
|
|
1096 |
}, |
|
|
1097 |
"language_info": { |
|
|
1098 |
"codemirror_mode": { |
|
|
1099 |
"name": "ipython", |
|
|
1100 |
"version": 3 |
|
|
1101 |
}, |
|
|
1102 |
"file_extension": ".py", |
|
|
1103 |
"mimetype": "text/x-python", |
|
|
1104 |
"name": "python", |
|
|
1105 |
"nbconvert_exporter": "python", |
|
|
1106 |
"pygments_lexer": "ipython3", |
|
|
1107 |
"version": "3.6.5" |
|
|
1108 |
} |
|
|
1109 |
}, |
|
|
1110 |
"nbformat": 4, |
|
|
1111 |
"nbformat_minor": 4 |
|
|
1112 |
} |